From bc67cc74b9d3d0946326c5b14e44828da0cee9fe Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 5 Feb 2014 23:47:07 -0800 Subject: [PATCH 001/163] Adding the MATLAB Bridge Example --- MATLAB Bridge.ipynb | 110 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 110 insertions(+) create mode 100644 MATLAB Bridge.ipynb diff --git a/MATLAB Bridge.ipynb b/MATLAB Bridge.ipynb new file mode 100644 index 0000000..89b436a --- /dev/null +++ b/MATLAB Bridge.ipynb @@ -0,0 +1,110 @@ +{ + "metadata": { + "name": "MATLAB Bridge" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n=====================================\n\nWith [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n------------------------------------------------------------------------\n\nCheck out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n\nQuestions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's start our MATLAB server:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import pymatbridge as pymat\nip = get_ipython()\npymat.load_ipython_extension(ip, \n matlab='/Applications/MATLAB_R2013a.app/bin/matlab')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": "Starting MATLAB on http://localhost:54743\n visit http://localhost:54743/exit.m to shut down same\n" + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "MATLAB started and connected!\n" + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Giddyup! Now let's make a plotly graph in MATLAB. The following MATLAB code is taken from the [MATLAB-Plotly gallery](https://plot.ly/MATLAB/script-demos/gaussian-distribution-histogram-area-example/)." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\napi_path = '/Users/chris/plotlygithub/MATLAB-api';\naddpath(genpath(api_path));\napi_key = '1ch7o7hdu7';\nusername = 'ChrisP';\nsignin(username, api_key);\n\nlayout = struct('autosize', false,'width', 600, 'height', 400, 'showlegend', false,...\n\t'xaxis' , struct('linecolor','rgba(0, 0, 0, 0)','ticks','',...\n\t 'showgrid',false,'zeroline',false,'showticklabels',false),...\n\t'yaxis' , struct('linecolor','rgba(0, 0, 0, 0)','ticks','',...\n\t 'showgrid',false,'zeroline',false,'showticklabels',false));\n\nr = plotly({struct('y', randn(5000,1),...\n\t\t\t'type', 'histogramy',...\n\t\t\t'histnorm','probability density',...\n\t\t\t'autobinx', false,...\n\t\t\t'xbins',struct('start', -2.5, 'end', 3, 'size', 0.5)),...\n\n\t\tstruct('x',linspace(-5,5,100),...\n\t\t\t'y', 1./sqrt(2*3.14)*exp(-linspace(-5,5,100).^2/2.),...\n\t\t\t'fill','tozeroy',...\n\t\t\t'marker',struct('color', 'rgba(111, 168, 220, 0.44)'))},...\n\t\tstruct('layout',layout, 'filename', 'matlab bridge', 'fileopt', 'overwrite'));\ndisp(r.url)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": "https://plot.ly/~ChrisP/30\n" + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "The `plotly` MATLAB command sends data to my [plotly account](https://plot.ly/~ChrisP) and returns the unique url [https://plot.ly/~ChrisP/30](https://plot.ly/~ChrisP/30) where anyone can view the rendered graph.\n\nEvery plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's take a look at the graph we generated above" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot('https://plot.ly/~ChrisP/30')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 19, + "text": "" + } + ], + "prompt_number": 19 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From f95c4d16fcbfe134ccd7cccdd729eea2f93c9137 Mon Sep 17 00:00:00 2001 From: Chris P Date: Mon, 10 Feb 2014 23:36:51 -0500 Subject: [PATCH 002/163] Added quickstart; reorganized project --- Python Quickstart.ipynb | 343 ++++++++++++++++++ .../Documentation.ipynb | 0 ...- Multiple Axes, Subplots and Insets.ipynb | 0 .../LaTeX with Plotly.ipynb | 0 MCMC.png => See more/MCMC.png | Bin .../Multiple Axes, Subplots, and Insets.ipynb | 0 .../Pandas + Plotly.ipynb | 0 .../Pandas_Plotly.ipynb | 0 ...- Release notes - Pandas, NumPy, Datetimes | 0 .../Plotly gets LaTeXy.ipynb | 0 .../PyMC + Plotly.ipynb | 0 ...An Alternative to matplotlib's twinx.ipynb | 0 ...ed, Horizontal Bar Chart Time Series.ipynb | 0 .../electricity_disaggregation.ipynb | 0 14 files changed, 343 insertions(+) create mode 100644 Python Quickstart.ipynb rename Documentation.ipynb => See more/Documentation.ipynb (100%) rename IJulia - Multiple Axes, Subplots and Insets.ipynb => See more/IJulia - Multiple Axes, Subplots and Insets.ipynb (100%) rename LaTeX with Plotly.ipynb => See more/LaTeX with Plotly.ipynb (100%) rename MCMC.png => See more/MCMC.png (100%) rename Multiple Axes, Subplots, and Insets.ipynb => See more/Multiple Axes, Subplots, and Insets.ipynb (100%) rename Pandas + Plotly.ipynb => See more/Pandas + Plotly.ipynb (100%) rename Pandas_Plotly.ipynb => See more/Pandas_Plotly.ipynb (100%) rename Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes => See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes (100%) rename Plotly gets LaTeXy.ipynb => See more/Plotly gets LaTeXy.ipynb (100%) rename PyMC + Plotly.ipynb => See more/PyMC + Plotly.ipynb (100%) rename Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb => See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb (100%) rename Stacked, Horizontal Bar Chart Time Series.ipynb => See more/Stacked, Horizontal Bar Chart Time Series.ipynb (100%) rename electricity_disaggregation.ipynb => See more/electricity_disaggregation.ipynb (100%) diff --git a/Python Quickstart.ipynb b/Python Quickstart.ipynb new file mode 100644 index 0000000..2075e77 --- /dev/null +++ b/Python Quickstart.ipynb @@ -0,0 +1,343 @@ +{ + "metadata": { + "name": "Python Quickstart" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": "# Quickstart with Plotly\n\nYou can install `plotly` with `pip`:" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "`$ pip install plotly`\n\nIf that didn't work, try:\n\n`$ sudo pip install plotly`" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import plotly", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Make sure that you have the latest version:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "print plotly.__version__", + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": "0.5.7\n" + } + ], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "# Let's make one of our our favorite graphs: the [Hans Rosling](http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen.html) bubble chart" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Load up the data. You can just copy 'n paste this block, all we're doing is just downloading and loading this CSV: [https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv](https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv)" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import urllib2, StringIO, csv\n\nurl = 'https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv'\nresponse = urllib2.urlopen(url).read()\noutput = StringIO.StringIO(response)\ncr = csv.reader(output)\ndef tryFloat(d):\n try:\n return float(d)\n except ValueError:\n return d\n\ndata = [[tryFloat(dij) for dij in di] for di in cr]", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's take a look at the first few rows:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "for row in data[0:10]:\n print row", + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": "['Country', 'Population', 'Continent', 'lifeExp', 'gdpPercap']\n['Afghanistan', 31889923.0, 'Asia', 43.828, 974.5803384]\n['Albania', 3600523.0, 'Europe', 76.423, 5937.029526]\n['Algeria', 33333216.0, 'Africa', 72.301, 6223.367465]\n['Angola', 12420476.0, 'Africa', 42.731, 4797.231267]\n['Argentina', 40301927.0, 'Americas', 75.32, 12779.37964]\n['Australia', 20434176.0, 'Oceania', 81.235, 34435.36744]\n['Austria', 8199783.0, 'Europe', 79.829, 36126.4927]\n['Bahrain', 708573.0, 'Asia', 75.635, 29796.04834]\n['Bangladesh', 150448339.0, 'Asia', 64.062, 1391.253792]\n" + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Plotly graphs are made by building an array of dictionaries, where each dictionary describes a `trace`, or a `series` in the plot.\n\nIn this case, each `trace` will be a different continent. In this example, the dicts will have `x`, `y`, `text`, and `marker` size data." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import math\ngraph_data = [] # the data structure that will describe our plotly graph\nfor continent in ['Asia', 'Europe', 'Africa', 'Americas', 'Oceania']:\n graph_data.append(\n {\n 'name': continent, # the \"name\" of this series is the Continent\n 'x': [row[4] for row in data if row[2] == continent], # \"x\" data is GDP Per Capita\n 'y': [row[3] for row in data if row[2] == continent], # \"y\" data is Life Expectancy\n 'text': [row[0] for row in data if row[2] == continent], # \"text\" data is the Country\n \n 'type': 'scatter',\n 'mode': 'markers',\n\n 'marker': { # specify the style of the individual scatter points\n 'size': [math.sqrt(row[1])/1.e3 for row in data if row[2] == continent], # scale the \"marker\" size to each Country's population\n 'sizemode': 'area',\n 'sizeref': 0.05,\n 'opacity': 0.55\n }\n })", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "The rest of the graph, like the axes, title, and legend, is described by a `layout` dict" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "layout = {\n 'xaxis': {'title': 'GDP Per Capita'},\n 'yaxis': {'title': 'Life Expectancy'},\n 'title': 'Hans Rosling Bubble Chart
2007'\n}", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Now, let's plot it. Giddyup!" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py.iplot(graph_data, layout=layout, \n filename='My first plotly graph', fileopt='overwrite', \n world_readable=True, width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": "" + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "`py.iplot` saves the graph in your plotly account and embeds the graph in an IFrame inside the notebook. The [plotly - data and graph \u00bb](https://plot.ly/~IPython.Demo/1085) link in the lower right corner of the plot takes you to your newly created graph at a unique URL. Here is mine: [https://plot.ly/~IPython.Demo/1085](https://plot.ly/~IPython.Demo/1085).\n\n\n### Since your graph is online\n\nyou can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n\n### You can also edit the graph in the plotly web-app\n\n![](https://dl.dropboxusercontent.com/s/nvn5sbbv3sk1ncs/Screenshot%202014-02-10%2022.41.13.png?dl=1&token_hash=AAFHcRou2vSDh-TsRnfZhXQdvGuCLvYy5cWBnlKYrWQgpQ)\n\nI edited the graph we just made inside the plotly web-app. It's a bit more minimal and the x-axis is logarithmic. All of the options available to customize your graph in the web-app are exposed through the API.\n\nCheck out my new version here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21). Below, I embed it in our notebook:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "# A quick utility function that embeds a plotly graph URL in an IPython notebook as an IFrame\nfrom IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)\n\nshow_plot(\"https://plot.ly/~ChrisP/21\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": "" + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\nThe graph that we just made can be viewed here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21) and that graph's data lives here: [https://plot.ly/21/~ChrisP/data](https://plot.ly/21/~ChrisP/data).\n\n\nUsage, Your Data Rights, and Private Graphs\n-------------------------------------------\n\nWhen you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans).\n\nBy default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import math\nt = [i*2*math.pi/100 for i in range(100)]\nx = [16.*math.sin(ti)**3 for ti in t]\ny = [13.*math.cos(ti)-5*math.cos(2*ti)-2*math.cos(3*ti)-math.cos(4*ti) for ti in t]\ntrace0 = {'x': x, 'y': y, 'line': {'color': 'red', 'width': 6}}\naxes = {'ticks': '', 'showline': False, 'zeroline': False}\nlayout = {'xaxis': axes, 'yaxis': axes}\npy.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True, width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": "" + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "And the same graph, but with a private setting:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py.iplot([trace0], layout = layout, filename=\"private hearts\", world_readable=False)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": "" + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Preventing the graph from opening in your browser\n-------------------------------------------------\n\nIf your plotting from your Python command line, using the method `py.plot`, your graphs will automatically open for you in your browser. To turn this off, run:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py.ioff() # interactive mode off", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "and back on again:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py.ion() # interactive mode on", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Plotting with NumPy, Datetime, and $\\LaTeX$\n---------------------------------------------------" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import numpy as np\n\nboxes = [{'y': np.random.randn(50), 'type': 'box', 'boxpoints': 'all', 'jitter': 0.5, 'pointpos': -1.8} for i in range(10)]\n\nlayout = {'title': 'NumPy Boxes',\n 'showlegend': False, \n 'yaxis': {'zeroline': False, 'ticks': '', 'showline': False},\n 'xaxis': {'ticks': '', 'showgrid': False, 'showline': False}}\n\npy.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite', width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 14, + "text": "" + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import datetime\nimport random\n\nN = 500\nnow = datetime.datetime.now()\nx = [ datetime.timedelta(hours=i) + now for i in range(N) ]\ny = [ math.sin(i*5*math.pi/N)*math.exp(-2.*i/N)+random.random()/3. for i in range(N) ]\n\nlayout = {'title': 'Datetime Decay', \n 'annotations': [{\n 'text':'The date-formatted x-axis will increase it\\'s time-resolution when you zoom.'+\\\n '
Click-and-drag your mouse on the plot to see how it responds!',\n 'xref': 'paper', 'yref': 'paper', 'showarrow': False, 'x':0, 'y': 0}]}\n\npy.iplot([{'x':x, 'y':y, 'mode':'markers'}], layout=layout, filename='Datetime Decay', fileopt='overwrite', width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": "" + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import numpy as np\nimport math\nx = np.linspace(-7, 7, 100)\ny0 = x\ny1 = y0 - x**3/math.factorial(3)\ny2 = y1 + x**5/math.factorial(5)\ny3 = y2 - x**7/math.factorial(7)\ny4 = y3 + x**9/math.factorial(9)\ny5 = np.sin(x)\n\nlinestyle = {'line': {'color': '#7FDBFF', 'dash': 'dot'}}\n\ndata = [{'x': x, 'y': y0},\n {'x': x, 'y': y1},\n {'x': x, 'y': y2},\n {'x': x, 'y': y3},\n {'x': x, 'y': y4},\n {'x': x, 'y': y5, 'line': {'color': '#0074D9'}}]\n\nlayout = {'yaxis': {'range': [-4.5, 4.5], 'zeroline':False, 'ticks':'','showline':False}, \n 'xaxis': {'showgrid':False,'showline':False, 'zeroline':False, 'ticks':''}, \n 'showlegend': False,\n 'title': '$\\\\sin(x)=\\sum\\limits_{k=0}^{\\infty}\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$'}\n\npy.iplot(data, layout=layout, style=linestyle, traces=[0,1,2,3,4], filename='LaTeX', fileopt='overwrite', width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 16, + "text": "" + } + ], + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Flexible Axes and Subplots\n--------------------------\n\nPlotly abstracts subplots and insets as axes, so it's easy to let subplots share axes and interactivity.\n\nFor example, this graph has two yaxes and two axes. Each column of plots share the same x-axis, and each row of plots share the same y-axis. Try zooming in any section of the plot (click-and-drag to zoom)!" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import numpy as np\n\nx0 = np.concatenate([np.random.randn(100), np.random.randn(100)+6])\ny0 = np.random.rayleigh(size=200)\n\nhistogram2d = { \"x\": x0, \"y\": y0, \"type\": \"histogram2d\"}\n\nhistogramy1 = {\"y\": y0, \"type\": \"histogramy\", \"xaxis\": \"x2\", \"yaxis\": \"y\", \"bardir\": \"h\", \n \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\nhistogramy2 = {\"x\":x0, \"type\": \"histogramx\", \"xaxis\": \"x\", \"yaxis\": \"y2\",\n \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n\nlayout = {\n \"xaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"yaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"xaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"yaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"showlegend\":False,\n}\npy.iplot([histogram2d, histogramy1, histogramy2],layout=layout, filename='histogram subplots', fileopt='overwrite', width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 17, + "text": "" + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Check out more Plotly-IPython Notebooks\n- [Bubble Chart Explorer](http://nbviewer.ipython.org/github/plotly/IPython-plotly/blob/master/Bubble%20Chart%20Explorer.ipynb)\n- [Running MATLAB in IPython with Plotly Graphs](http://nbviewer.ipython.org/gist/anonymous/8868059)\n\n### More resources \n- [Plotly Documentation](https://plot.ly/API)\n- [Plotly GitHub](https://github.com/plotly)\n- [@plotlygraphs](http://twitter.com/plotlygraphs)\n- [Plotly Facebook](https://facebook.com/plotly)\n- [The Plotly Team](https://plot.ly/team)\n- " + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "*Hearts* \nTeam Plotly \nMontr\u00e9al | SF | Boston" + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/Documentation.ipynb b/See more/Documentation.ipynb similarity index 100% rename from Documentation.ipynb rename to See more/Documentation.ipynb diff --git a/IJulia - Multiple Axes, Subplots and Insets.ipynb b/See more/IJulia - Multiple Axes, Subplots and Insets.ipynb similarity index 100% rename from IJulia - Multiple Axes, Subplots and Insets.ipynb rename to See more/IJulia - Multiple Axes, Subplots and Insets.ipynb diff --git a/LaTeX with Plotly.ipynb b/See more/LaTeX with Plotly.ipynb similarity index 100% rename from LaTeX with Plotly.ipynb rename to See more/LaTeX with Plotly.ipynb diff --git a/MCMC.png b/See more/MCMC.png similarity index 100% rename from MCMC.png rename to See more/MCMC.png diff --git a/Multiple Axes, Subplots, and Insets.ipynb b/See more/Multiple Axes, Subplots, and Insets.ipynb similarity index 100% rename from Multiple Axes, Subplots, and Insets.ipynb rename to See more/Multiple Axes, Subplots, and Insets.ipynb diff --git a/Pandas + Plotly.ipynb b/See more/Pandas + Plotly.ipynb similarity index 100% rename from Pandas + Plotly.ipynb rename to See more/Pandas + Plotly.ipynb diff --git a/Pandas_Plotly.ipynb b/See more/Pandas_Plotly.ipynb similarity index 100% rename from Pandas_Plotly.ipynb rename to See more/Pandas_Plotly.ipynb diff --git a/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes b/See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes similarity index 100% rename from Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes rename to See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes diff --git a/Plotly gets LaTeXy.ipynb b/See more/Plotly gets LaTeXy.ipynb similarity index 100% rename from Plotly gets LaTeXy.ipynb rename to See more/Plotly gets LaTeXy.ipynb diff --git a/PyMC + Plotly.ipynb b/See more/PyMC + Plotly.ipynb similarity index 100% rename from PyMC + Plotly.ipynb rename to See more/PyMC + Plotly.ipynb diff --git a/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb b/See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb similarity index 100% rename from Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb rename to See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb diff --git a/Stacked, Horizontal Bar Chart Time Series.ipynb b/See more/Stacked, Horizontal Bar Chart Time Series.ipynb similarity index 100% rename from Stacked, Horizontal Bar Chart Time Series.ipynb rename to See more/Stacked, Horizontal Bar Chart Time Series.ipynb diff --git a/electricity_disaggregation.ipynb b/See more/electricity_disaggregation.ipynb similarity index 100% rename from electricity_disaggregation.ipynb rename to See more/electricity_disaggregation.ipynb From b93c4a7e01d6cd26b0f502f9897784022df45d9c Mon Sep 17 00:00:00 2001 From: chriddyp Date: Mon, 10 Feb 2014 23:37:47 -0500 Subject: [PATCH 003/163] Rename Python Quickstart.ipynb to Plotly Quickstart.ipynb --- Python Quickstart.ipynb => Plotly Quickstart.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) rename Python Quickstart.ipynb => Plotly Quickstart.ipynb (99%) diff --git a/Python Quickstart.ipynb b/Plotly Quickstart.ipynb similarity index 99% rename from Python Quickstart.ipynb rename to Plotly Quickstart.ipynb index 2075e77..29d9a12 100644 --- a/Python Quickstart.ipynb +++ b/Plotly Quickstart.ipynb @@ -340,4 +340,4 @@ "metadata": {} } ] -} \ No newline at end of file +} From c35e1956ce3650e8f483f07363551161abcdb0ce Mon Sep 17 00:00:00 2001 From: Chris P Date: Tue, 11 Feb 2014 03:44:05 -0500 Subject: [PATCH 004/163] Added MATLAB quick start --- See more/MATLAB Quickstart.ipynb | 421 +++++++++++++++++++++++++++++++ 1 file changed, 421 insertions(+) create mode 100644 See more/MATLAB Quickstart.ipynb diff --git a/See more/MATLAB Quickstart.ipynb b/See more/MATLAB Quickstart.ipynb new file mode 100644 index 0000000..5997902 --- /dev/null +++ b/See more/MATLAB Quickstart.ipynb @@ -0,0 +1,421 @@ +{ + "metadata": { + "name": "MATLAB Quickstart" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": "# Quickstart with Plotly\n\n1 - Download and unzip the latest MATLAB-Plotly library here: [https://github.com/plotly/MATLAB-api/releases/latest](https://github.com/plotly/MATLAB-api/releases/latest) \n2 - Place the folder somewhere permanent on your computer \n3 - Start MATLAB and enter: \n```\n>> path = '/Users/chris/plotlygithub/MATLAB-api'; % Fill in with your path\n>> addpath(genpath(path));\n```" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import pymatbridge as pymat\nip = get_ipython()\npymat.load_ipython_extension(ip, \n matlab='\"/Applications/MATLAB_R2013a_Student.app/bin/matlab\"')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": "Starting MATLAB on http://localhost:60830\n visit http://localhost:60830/exit.m to shut down same\n" + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "." + }, + { + "output_type": "stream", + "stream": "stdout", + "text": "MATLAB started and connected!\n" + } + ], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\npath = '/Users/chris/plotlygithub/MATLAB-api'; % Fill in with your path\naddpath(genpath(path));\napi_key = '1ch7o7hdu7';\nusername = 'ChrisP';\nsignin(username, api_key);\n", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "# Let's graph the Lotka-Volterra equations" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### First, we'll define and numerically solve the differential equation" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\n\n% Define the Lotka-Volterra equation\nlotka = @(t,y) diag([1 - .01*y(2), -1 + .02*y(1)])*y;\n\n% Define initial conditions.\nt0 = 0;\ntfinal = 15;\ny0 = [20 20]';\n% Simulate the differential equation.\ntfinal = tfinal*(1+eps);\n[t,y] = ode23('lotka',[t0 tfinal],y0);", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Now, let's graph it with plotly" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\ndisp(plotly(t, y(:,1), t, y(:,2)))", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": " url: 'https://plot.ly/~ChrisP/102'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'plot from API (12)'\n error: [1x0 char]\n\n" + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot('https://plot.ly/~ChrisP/102')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": "" + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "The `plotly` command saves the graph in your plotly account and returns a [unique url](https://plot.ly/~ChrisP/102) where you can view the graph.\n\n### Since your graph is online\n\nyou can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n\n### You can also edit the graph in the plotly web-app: No additional code is required to create a publication-quality graph\n\nI edited the graph we just made inside the plotly web-app. All of the options available to customize your graph in the web-app are exposed through the API.\n\nCheck out my new version here: [https://plot.ly/~cparmer2/640](https://plot.ly/~cparmer2/640). Below, I embed it in our notebook:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot(\"https://plot.ly/~cparmer2/640\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": "" + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\nThe graph that we just made can be viewed here: [https://plot.ly/~cparmer2/640](https://plot.ly/~cparmer2/640) and that graph's data lives here: [https://plot.ly/640/~cparmer2/data](https://plot.ly/640/~cparmer2/data)." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Let's look at another example. This time, we'll style our graph entirely with code\n\nEach `trace` or `series` in a plotly graph is described by a MATLAB `struct`. We group several of them together in a MATLAB `cell array`:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\n\n% Create a set of values for the damping factor\nzeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n\n% Create a range of frequency values equally spaced logarithmically\nw = logspace(-1, 1, 1000);\n\n% Define a color for each damping factor\ncolors = {'#eff3ff' '#c6dbef' '#9ecae1' '#6baed6' '#4292c6' '#2171b5' '#084594'};\n\n% Create PLOTLY data structs\ndata = cell(1,7);\n\n% Produce gain vs. frequency for each of the seven damping factors\nfor i = 1:7\n a = w.^2 - 1;\n b = 2*w*zeta(i);\n gain = sqrt(1./(a.^2 + b.^2));\n \n \n data{i} = struct(...\n 'x', w, ...\n 'y', gain, ...\n 'type', 'scatter', ...\n 'name', ['damping: ' num2str(zeta(i))], ...\n 'mode', 'lines', ...\n 'line', struct('color',colors{i},...\n 'width',3) ...\n );\n \nend", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "The rest of the graph, like the axes style and the titles are also described as structs:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\n% set axis styles\naxesstyle_x = struct( ...\n 'type' , 'log', ...\n 'range' , [-1, 1], ...\n 'title' , 'Frequency' ...\n);\naxesstyle_y = struct( ...\n 'type' , 'log', ...\n 'range' , [-2, 2], ...\n 'title' , 'Gain' ...\n);\n\n% set layout style\nlayout = struct( ...\n 'title', 'Gain VS Frequency', ...\n 'xaxis' , axesstyle_x, ...\n 'yaxis' , axesstyle_y...\n);", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 23 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We make our graph by calling `plotly` with the data `cell array` as the first argument, and the `layout` struct as the last argument:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\nresponse = plotly(data, struct('layout', layout));\nurl = response.url\nfilename = response.filename", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": "\nurl =\n\nhttps://plot.ly/~ChrisP/105\n\n\nfilename =\n\nplot from API (15)\n\n" + } + ], + "prompt_number": 24 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot(\"https://plot.ly/~ChrisP/104\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 25, + "text": "" + } + ], + "prompt_number": 25 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Usage, Your Data Rights, and Private Graphs\n-------------------------------------------\n\nWhen you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans).\n\nBy default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\nt = linspace(0, 2*pi, 100);\nx = 16.*sin(t).^3;\ny = 13.*cos(t)-5*cos(2*t)-2*cos(3*t)-cos(4*t);\n\ndata = struct();\ndata.x = x;\ndata.y = y;\ndata.line = struct('color', 'red', 'width', 6);\n\nlayout = struct();\naxes = struct();\naxes.ticks = '';\naxes.showline = false;\naxes.zeroline = false;\nlayout.xaxis = axes;\nlayout.yaxis = axes;\n\nplotly({data}, struct('layout', layout, 'filename', 'matlab public hearts', 'world_readable', true))", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/106'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'matlab public hearts'\n error: [1x0 char]\n\n" + } + ], + "prompt_number": 27 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot(\"https://plot.ly/~ChrisP/106\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 28, + "text": "" + } + ], + "prompt_number": 28 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "And the same graph, but with a private setting:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\nplotly({data}, struct('layout', layout, 'filename', 'matlab private hearts', 'world_readable', false))", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/107'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'matlab private hearts'\n error: [1x0 char]\n\n" + } + ], + "prompt_number": 30 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot(\"https://plot.ly/~ChrisP/107\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 31, + "text": "" + } + ], + "prompt_number": 31 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "$\\LaTeX$, Subplots, Heatmaps\n----------------------------" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%%matlab\nx = linspace(-7,7,100);\n\nline_style = struct('color', '#7FDBFF', 'dash', 'dot');\ndata = cell(1,6);\ndata{1}.x = x;\ndata{1}.y = x;\ndata{1}.line = line_style;\nfor i = 1:4\n data{i+1}.x = x;\n data{i+1}.y = data{i}.y + (-1)^(i) * x.^(i*2+1)/factorial(i*2+1);\n data{i+1}.line = line_style;\nend\ndata{6}.x = x; \ndata{6}.y = sin(x);\ndata{6}.line = struct('color', '#0074D9');\n\nlayout = struct();\nlayout.yaxis = struct();\nlayout.xaxis = struct();\n\nlayout.yaxis.range = [-4.5, 4.5]; \nlayout.yaxis.zeroline = false;\nlayout.yaxis.ticks = '';\nlayout.yaxis.showline = false;\n\nlayout.xaxis.showgrid = false;\nlayout.xaxis.showline = false;\nlayout.xaxis.zeroline = false;\nlayout.xaxis.ticks = '';\n\nlayout.showlegend = false;\nlayout.title = '$\\\\sin(x)=\\\\sum\\\\limits_{k=0}^{\\\\infty}\\\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$';\nplotly(data, struct('layout', layout, 'filename','MATLAB LaTeX', 'fileopt', 'overwrite'))", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/109'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'MATLAB LaTeX'\n error: [1x0 char]\n\n" + } + ], + "prompt_number": 61 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "show_plot(\"https://plot.ly/~ChrisP/109\", width=1000, height=650)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 62, + "text": "" + } + ], + "prompt_number": 62 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "### Resources \n- [Plotly Documentation](https://plot.ly/API)\n- [Plotly GitHub](https://github.com/plotly)\n- [@plotlygraphs](http://twitter.com/plotlygraphs)\n- [Plotly Facebook](https://facebook.com/plotly)\n- [The Plotly Team](https://plot.ly/team)\n- " + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "*Hearts* \nTeam Plotly \nMontr\u00e9al | SF | Boston" + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 0a98b202159fe3aaec0502ee61333bedf3cbdd9a Mon Sep 17 00:00:00 2001 From: Chris P Date: Tue, 11 Feb 2014 17:41:58 -0500 Subject: [PATCH 005/163] Quickstart additions --- Plotly Quickstart.ipynb | 403 ++++++++++++++++++++++++++++++++++------ 1 file changed, 346 insertions(+), 57 deletions(-) diff --git a/Plotly Quickstart.ipynb b/Plotly Quickstart.ipynb index 29d9a12..b824446 100644 --- a/Plotly Quickstart.ipynb +++ b/Plotly Quickstart.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "Python Quickstart" + "name": "" }, "nbformat": 3, "nbformat_minor": 0, @@ -10,17 +10,29 @@ { "cell_type": "markdown", "metadata": {}, - "source": "# Quickstart with Plotly\n\nYou can install `plotly` with `pip`:" + "source": [ + "# Quickstart with Plotly\n", + "\n", + "You can install `plotly` with `pip`:" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "`$ pip install plotly`\n\nIf that didn't work, try:\n\n`$ sudo pip install plotly`" + "source": [ + " $ pip install plotly\n", + "\n", + "If that didn't work, try:\n", + "\n", + " $ sudo pip install plotly" + ] }, { "cell_type": "code", "collapsed": false, - "input": "import plotly", + "input": [ + "import plotly" + ], "language": "python", "metadata": {}, "outputs": [], @@ -29,19 +41,25 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Make sure that you have the latest version:" + "source": [ + "Make sure that you have the latest version:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "print plotly.__version__", + "input": [ + "print plotly.__version__" + ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", - "text": "0.5.7\n" + "text": [ + "0.5.7\n" + ] } ], "prompt_number": 2 @@ -49,12 +67,16 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" + "source": [ + "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" + ] }, { "cell_type": "code", "collapsed": false, - "input": "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')", + "input": [ + "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')" + ], "language": "python", "metadata": {}, "outputs": [], @@ -63,17 +85,35 @@ { "cell_type": "markdown", "metadata": {}, - "source": "# Let's make one of our our favorite graphs: the [Hans Rosling](http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen.html) bubble chart" + "source": [ + "# Let's make one of our favorite graphs: the [Hans Rosling](http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen.html) bubble chart" + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "### Load up the data. You can just copy 'n paste this block, all we're doing is just downloading and loading this CSV: [https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv](https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv)" + "source": [ + "### Load up the data. You can just copy 'n paste this block, all we're doing is just downloading and loading this CSV: [https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv](https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv)" + ] }, { "cell_type": "code", "collapsed": false, - "input": "import urllib2, StringIO, csv\n\nurl = 'https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv'\nresponse = urllib2.urlopen(url).read()\noutput = StringIO.StringIO(response)\ncr = csv.reader(output)\ndef tryFloat(d):\n try:\n return float(d)\n except ValueError:\n return d\n\ndata = [[tryFloat(dij) for dij in di] for di in cr]", + "input": [ + "import urllib2, StringIO, csv\n", + "\n", + "url = 'https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv'\n", + "response = urllib2.urlopen(url).read()\n", + "output = StringIO.StringIO(response)\n", + "cr = csv.reader(output)\n", + "def tryFloat(d):\n", + " try:\n", + " return float(d)\n", + " except ValueError:\n", + " return d\n", + "\n", + "data = [[tryFloat(dij) for dij in di] for di in cr]" + ], "language": "python", "metadata": {}, "outputs": [], @@ -82,19 +122,35 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Let's take a look at the first few rows:" + "source": [ + "Let's take a look at the first few rows:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "for row in data[0:10]:\n print row", + "input": [ + "for row in data[0:10]:\n", + " print row" + ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", - "text": "['Country', 'Population', 'Continent', 'lifeExp', 'gdpPercap']\n['Afghanistan', 31889923.0, 'Asia', 43.828, 974.5803384]\n['Albania', 3600523.0, 'Europe', 76.423, 5937.029526]\n['Algeria', 33333216.0, 'Africa', 72.301, 6223.367465]\n['Angola', 12420476.0, 'Africa', 42.731, 4797.231267]\n['Argentina', 40301927.0, 'Americas', 75.32, 12779.37964]\n['Australia', 20434176.0, 'Oceania', 81.235, 34435.36744]\n['Austria', 8199783.0, 'Europe', 79.829, 36126.4927]\n['Bahrain', 708573.0, 'Asia', 75.635, 29796.04834]\n['Bangladesh', 150448339.0, 'Asia', 64.062, 1391.253792]\n" + "text": [ + "['Country', 'Population', 'Continent', 'lifeExp', 'gdpPercap']\n", + "['Afghanistan', 31889923.0, 'Asia', 43.828, 974.5803384]\n", + "['Albania', 3600523.0, 'Europe', 76.423, 5937.029526]\n", + "['Algeria', 33333216.0, 'Africa', 72.301, 6223.367465]\n", + "['Angola', 12420476.0, 'Africa', 42.731, 4797.231267]\n", + "['Argentina', 40301927.0, 'Americas', 75.32, 12779.37964]\n", + "['Australia', 20434176.0, 'Oceania', 81.235, 34435.36744]\n", + "['Austria', 8199783.0, 'Europe', 79.829, 36126.4927]\n", + "['Bahrain', 708573.0, 'Asia', 75.635, 29796.04834]\n", + "['Bangladesh', 150448339.0, 'Asia', 64.062, 1391.253792]\n" + ] } ], "prompt_number": 5 @@ -102,12 +158,37 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Plotly graphs are made by building an array of dictionaries, where each dictionary describes a `trace`, or a `series` in the plot.\n\nIn this case, each `trace` will be a different continent. In this example, the dicts will have `x`, `y`, `text`, and `marker` size data." + "source": [ + "Plotly graphs are made by building an array of dictionaries, where each dictionary describes a `trace`, or a `series` in the plot.\n", + "\n", + "In this case, each `trace` will be a different continent. In this example, the dicts will have `x`, `y`, `text`, and `marker` size data." + ] }, { "cell_type": "code", "collapsed": false, - "input": "import math\ngraph_data = [] # the data structure that will describe our plotly graph\nfor continent in ['Asia', 'Europe', 'Africa', 'Americas', 'Oceania']:\n graph_data.append(\n {\n 'name': continent, # the \"name\" of this series is the Continent\n 'x': [row[4] for row in data if row[2] == continent], # \"x\" data is GDP Per Capita\n 'y': [row[3] for row in data if row[2] == continent], # \"y\" data is Life Expectancy\n 'text': [row[0] for row in data if row[2] == continent], # \"text\" data is the Country\n \n 'type': 'scatter',\n 'mode': 'markers',\n\n 'marker': { # specify the style of the individual scatter points\n 'size': [math.sqrt(row[1])/1.e3 for row in data if row[2] == continent], # scale the \"marker\" size to each Country's population\n 'sizemode': 'area',\n 'sizeref': 0.05,\n 'opacity': 0.55\n }\n })", + "input": [ + "import math\n", + "graph_data = [] # the data structure that will describe our plotly graph\n", + "for continent in ['Asia', 'Europe', 'Africa', 'Americas', 'Oceania']:\n", + " graph_data.append(\n", + " {\n", + " 'name': continent, # the \"name\" of this series is the Continent\n", + " 'x': [row[4] for row in data if row[2] == continent], # \"x\" data is GDP Per Capita\n", + " 'y': [row[3] for row in data if row[2] == continent], # \"y\" data is Life Expectancy\n", + " 'text': [row[0] for row in data if row[2] == continent], # \"text\" data is the Country\n", + " \n", + " 'type': 'scatter',\n", + " 'mode': 'markers',\n", + "\n", + " 'marker': { # specify the style of the individual scatter points\n", + " 'size': [math.sqrt(row[1])/1.e3 for row in data if row[2] == continent], # scale the \"marker\" size to each Country's population\n", + " 'sizemode': 'area',\n", + " 'sizeref': 0.05,\n", + " 'opacity': 0.55\n", + " }\n", + " })" + ], "language": "python", "metadata": {}, "outputs": [], @@ -116,12 +197,20 @@ { "cell_type": "markdown", "metadata": {}, - "source": "The rest of the graph, like the axes, title, and legend, is described by a `layout` dict" + "source": [ + "The rest of the graph, like the axes, title, and legend, is described by a `layout` dict" + ] }, { "cell_type": "code", "collapsed": false, - "input": "layout = {\n 'xaxis': {'title': 'GDP Per Capita'},\n 'yaxis': {'title': 'Life Expectancy'},\n 'title': 'Hans Rosling Bubble Chart
2007'\n}", + "input": [ + "layout = {\n", + " 'xaxis': {'title': 'GDP Per Capita'},\n", + " 'yaxis': {'title': 'Life Expectancy'},\n", + " 'title': 'Hans Rosling Bubble Chart
2007'\n", + "}" + ], "language": "python", "metadata": {}, "outputs": [], @@ -130,21 +219,31 @@ { "cell_type": "markdown", "metadata": {}, - "source": "### Now, let's plot it. Giddyup!" + "source": [ + "### Now, let's plot it. Giddyup!" + ] }, { "cell_type": "code", "collapsed": false, - "input": "py.iplot(graph_data, layout=layout, \n filename='My first plotly graph', fileopt='overwrite', \n world_readable=True, width=1000, height=650)", + "input": [ + "py.iplot(graph_data, layout=layout, \n", + " filename='My first plotly graph', fileopt='overwrite', \n", + " world_readable=True, width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 8 @@ -152,26 +251,57 @@ { "cell_type": "markdown", "metadata": {}, - "source": "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." + "source": [ + "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "`py.iplot` saves the graph in your plotly account and embeds the graph in an IFrame inside the notebook. The [plotly - data and graph \u00bb](https://plot.ly/~IPython.Demo/1085) link in the lower right corner of the plot takes you to your newly created graph at a unique URL. Here is mine: [https://plot.ly/~IPython.Demo/1085](https://plot.ly/~IPython.Demo/1085).\n\n\n### Since your graph is online\n\nyou can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n\n### You can also edit the graph in the plotly web-app\n\n![](https://dl.dropboxusercontent.com/s/nvn5sbbv3sk1ncs/Screenshot%202014-02-10%2022.41.13.png?dl=1&token_hash=AAFHcRou2vSDh-TsRnfZhXQdvGuCLvYy5cWBnlKYrWQgpQ)\n\nI edited the graph we just made inside the plotly web-app. It's a bit more minimal and the x-axis is logarithmic. All of the options available to customize your graph in the web-app are exposed through the API.\n\nCheck out my new version here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21). Below, I embed it in our notebook:" + "source": [ + "`py.iplot` saves the graph in your plotly account and embeds the graph in an IFrame inside the notebook. The [plotly - data and graph \u00bb](https://plot.ly/~IPython.Demo/1085) link in the lower right corner of the plot takes you to your newly created graph at a unique URL. Here is mine: [https://plot.ly/~IPython.Demo/1085](https://plot.ly/~IPython.Demo/1085).\n", + "\n", + "\n", + "### Since your graph is online\n", + "\n", + "you can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n", + "\n", + "### You can also edit the graph in the plotly web-app\n", + "\n", + "![](https://dl.dropboxusercontent.com/s/nvn5sbbv3sk1ncs/Screenshot%202014-02-10%2022.41.13.png?dl=1&token_hash=AAFHcRou2vSDh-TsRnfZhXQdvGuCLvYy5cWBnlKYrWQgpQ)\n", + "\n", + "I edited the graph we just made inside the plotly web-app. It's a bit more minimal and the x-axis is logarithmic. All of the options available to customize your graph in the web-app are exposed through the API.\n", + "\n", + "Check out my new version here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21). Below, I embed it in our notebook:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "# A quick utility function that embeds a plotly graph URL in an IPython notebook as an IFrame\nfrom IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)\n\nshow_plot(\"https://plot.ly/~ChrisP/21\", width=1000, height=650)", + "input": [ + "# A quick utility function that embeds a plotly graph URL in an IPython notebook as an IFrame\n", + "from IPython.display import HTML\n", + "\n", + "def show_plot(url, width=700, height=500):\n", + " s = '' %\\\n", + " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", + " return HTML(s)\n", + "\n", + "show_plot(\"https://plot.ly/~ChrisP/21\", width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 9 @@ -179,21 +309,45 @@ { "cell_type": "markdown", "metadata": {}, - "source": "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\nThe graph that we just made can be viewed here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21) and that graph's data lives here: [https://plot.ly/21/~ChrisP/data](https://plot.ly/21/~ChrisP/data).\n\n\nUsage, Your Data Rights, and Private Graphs\n-------------------------------------------\n\nWhen you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans).\n\nBy default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" + "source": [ + "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\n", + "The graph that we just made can be viewed here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21) and that graph's data lives here: [https://plot.ly/21/~ChrisP/data](https://plot.ly/21/~ChrisP/data).\n", + "\n", + "\n", + "Usage, Your Data Rights, and Private Graphs\n", + "-------------------------------------------\n", + "\n", + "When you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans). It's just like GitHub.\n", + "\n", + "By default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "import math\nt = [i*2*math.pi/100 for i in range(100)]\nx = [16.*math.sin(ti)**3 for ti in t]\ny = [13.*math.cos(ti)-5*math.cos(2*ti)-2*math.cos(3*ti)-math.cos(4*ti) for ti in t]\ntrace0 = {'x': x, 'y': y, 'line': {'color': 'red', 'width': 6}}\naxes = {'ticks': '', 'showline': False, 'zeroline': False}\nlayout = {'xaxis': axes, 'yaxis': axes}\npy.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True, width=1000, height=650)", + "input": [ + "import math\n", + "t = [i*2*math.pi/100 for i in range(100)]\n", + "x = [16.*math.sin(ti)**3 for ti in t]\n", + "y = [13.*math.cos(ti)-5*math.cos(2*ti)-2*math.cos(3*ti)-math.cos(4*ti) for ti in t]\n", + "trace0 = {'x': x, 'y': y, 'line': {'color': 'red', 'width': 6}}\n", + "axes = {'ticks': '', 'showline': False, 'zeroline': False}\n", + "layout = {'xaxis': axes, 'yaxis': axes}\n", + "py.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True, width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 10 @@ -201,21 +355,29 @@ { "cell_type": "markdown", "metadata": {}, - "source": "And the same graph, but with a private setting:" + "source": [ + "And the same graph, but with a private setting:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "py.iplot([trace0], layout = layout, filename=\"private hearts\", world_readable=False)", + "input": [ + "py.iplot([trace0], layout = layout, filename=\"private hearts\", world_readable=False)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 11 @@ -223,12 +385,19 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Preventing the graph from opening in your browser\n-------------------------------------------------\n\nIf your plotting from your Python command line, using the method `py.plot`, your graphs will automatically open for you in your browser. To turn this off, run:" + "source": [ + "Preventing the graph from opening in your browser\n", + "-------------------------------------------------\n", + "\n", + "If your plotting from your Python command line, using the method `py.plot`, your graphs will automatically open for you in your browser. To turn this off, run:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "py.ioff() # interactive mode off", + "input": [ + "py.ioff() # interactive mode off" + ], "language": "python", "metadata": {}, "outputs": [], @@ -237,12 +406,16 @@ { "cell_type": "markdown", "metadata": {}, - "source": "and back on again:" + "source": [ + "and back on again:" + ] }, { "cell_type": "code", "collapsed": false, - "input": "py.ion() # interactive mode on", + "input": [ + "py.ion() # interactive mode on" + ], "language": "python", "metadata": {}, "outputs": [], @@ -251,21 +424,39 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Plotting with NumPy, Datetime, and $\\LaTeX$\n---------------------------------------------------" + "source": [ + "Plotting with NumPy, Datetime, and $\\LaTeX$\n", + "---------------------------------------------------" + ] }, { "cell_type": "code", "collapsed": false, - "input": "import numpy as np\n\nboxes = [{'y': np.random.randn(50), 'type': 'box', 'boxpoints': 'all', 'jitter': 0.5, 'pointpos': -1.8} for i in range(10)]\n\nlayout = {'title': 'NumPy Boxes',\n 'showlegend': False, \n 'yaxis': {'zeroline': False, 'ticks': '', 'showline': False},\n 'xaxis': {'ticks': '', 'showgrid': False, 'showline': False}}\n\npy.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite', width=1000, height=650)", + "input": [ + "import numpy as np\n", + "\n", + "boxes = [{'y': np.random.randn(50), 'type': 'box', 'boxpoints': 'all', 'jitter': 0.5, 'pointpos': -1.8} for i in range(10)]\n", + "\n", + "layout = {'title': 'NumPy Boxes',\n", + " 'showlegend': False, \n", + " 'yaxis': {'zeroline': False, 'ticks': '', 'showline': False},\n", + " 'xaxis': {'ticks': '', 'showgrid': False, 'showline': False}}\n", + "\n", + "py.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite', width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 14 @@ -273,16 +464,36 @@ { "cell_type": "code", "collapsed": false, - "input": "import datetime\nimport random\n\nN = 500\nnow = datetime.datetime.now()\nx = [ datetime.timedelta(hours=i) + now for i in range(N) ]\ny = [ math.sin(i*5*math.pi/N)*math.exp(-2.*i/N)+random.random()/3. for i in range(N) ]\n\nlayout = {'title': 'Datetime Decay', \n 'annotations': [{\n 'text':'The date-formatted x-axis will increase it\\'s time-resolution when you zoom.'+\\\n '
Click-and-drag your mouse on the plot to see how it responds!',\n 'xref': 'paper', 'yref': 'paper', 'showarrow': False, 'x':0, 'y': 0}]}\n\npy.iplot([{'x':x, 'y':y, 'mode':'markers'}], layout=layout, filename='Datetime Decay', fileopt='overwrite', width=1000, height=650)", + "input": [ + "import datetime\n", + "import random\n", + "\n", + "N = 500\n", + "now = datetime.datetime.now()\n", + "x = [ datetime.timedelta(hours=i) + now for i in range(N) ]\n", + "y = [ math.sin(i*5*math.pi/N)*math.exp(-2.*i/N)+random.random()/3. for i in range(N) ]\n", + "\n", + "layout = {'title': 'Datetime Decay', \n", + " 'annotations': [{\n", + " 'text':'The date-formatted x-axis will increase it\\'s time-resolution when you zoom.'+\\\n", + " '
Click-and-drag your mouse on the plot to see how it responds!',\n", + " 'xref': 'paper', 'yref': 'paper', 'showarrow': False, 'x':0, 'y': 0}]}\n", + "\n", + "py.iplot([{'x':x, 'y':y, 'mode':'markers'}], layout=layout, filename='Datetime Decay', fileopt='overwrite', width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 15 @@ -290,16 +501,46 @@ { "cell_type": "code", "collapsed": false, - "input": "import numpy as np\nimport math\nx = np.linspace(-7, 7, 100)\ny0 = x\ny1 = y0 - x**3/math.factorial(3)\ny2 = y1 + x**5/math.factorial(5)\ny3 = y2 - x**7/math.factorial(7)\ny4 = y3 + x**9/math.factorial(9)\ny5 = np.sin(x)\n\nlinestyle = {'line': {'color': '#7FDBFF', 'dash': 'dot'}}\n\ndata = [{'x': x, 'y': y0},\n {'x': x, 'y': y1},\n {'x': x, 'y': y2},\n {'x': x, 'y': y3},\n {'x': x, 'y': y4},\n {'x': x, 'y': y5, 'line': {'color': '#0074D9'}}]\n\nlayout = {'yaxis': {'range': [-4.5, 4.5], 'zeroline':False, 'ticks':'','showline':False}, \n 'xaxis': {'showgrid':False,'showline':False, 'zeroline':False, 'ticks':''}, \n 'showlegend': False,\n 'title': '$\\\\sin(x)=\\sum\\limits_{k=0}^{\\infty}\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$'}\n\npy.iplot(data, layout=layout, style=linestyle, traces=[0,1,2,3,4], filename='LaTeX', fileopt='overwrite', width=1000, height=650)", + "input": [ + "import numpy as np\n", + "import math\n", + "x = np.linspace(-7, 7, 100)\n", + "y0 = x\n", + "y1 = y0 - x**3/math.factorial(3)\n", + "y2 = y1 + x**5/math.factorial(5)\n", + "y3 = y2 - x**7/math.factorial(7)\n", + "y4 = y3 + x**9/math.factorial(9)\n", + "y5 = np.sin(x)\n", + "\n", + "linestyle = {'line': {'color': '#7FDBFF', 'dash': 'dot'}}\n", + "\n", + "data = [{'x': x, 'y': y0},\n", + " {'x': x, 'y': y1},\n", + " {'x': x, 'y': y2},\n", + " {'x': x, 'y': y3},\n", + " {'x': x, 'y': y4},\n", + " {'x': x, 'y': y5, 'line': {'color': '#0074D9'}}]\n", + "\n", + "layout = {'yaxis': {'range': [-4.5, 4.5], 'zeroline':False, 'ticks':'','showline':False}, \n", + " 'xaxis': {'showgrid':False,'showline':False, 'zeroline':False, 'ticks':''}, \n", + " 'showlegend': False,\n", + " 'title': '$\\\\sin(x)=\\sum\\limits_{k=0}^{\\infty}\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$'}\n", + "\n", + "py.iplot(data, layout=layout, style=linestyle, traces=[0,1,2,3,4], filename='LaTeX', fileopt='overwrite', width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 16, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 16 @@ -307,21 +548,53 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Flexible Axes and Subplots\n--------------------------\n\nPlotly abstracts subplots and insets as axes, so it's easy to let subplots share axes and interactivity.\n\nFor example, this graph has two yaxes and two axes. Each column of plots share the same x-axis, and each row of plots share the same y-axis. Try zooming in any section of the plot (click-and-drag to zoom)!" + "source": [ + "Flexible Axes and Subplots\n", + "--------------------------\n", + "\n", + "Plotly abstracts subplots and insets as axes, so it's easy to let subplots share axes and interactivity.\n", + "\n", + "For example, this graph has two yaxes and two axes. Each column of plots share the same x-axis, and each row of plots share the same y-axis. Try zooming in any section of the plot (click-and-drag to zoom)!" + ] }, { "cell_type": "code", "collapsed": false, - "input": "import numpy as np\n\nx0 = np.concatenate([np.random.randn(100), np.random.randn(100)+6])\ny0 = np.random.rayleigh(size=200)\n\nhistogram2d = { \"x\": x0, \"y\": y0, \"type\": \"histogram2d\"}\n\nhistogramy1 = {\"y\": y0, \"type\": \"histogramy\", \"xaxis\": \"x2\", \"yaxis\": \"y\", \"bardir\": \"h\", \n \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\nhistogramy2 = {\"x\":x0, \"type\": \"histogramx\", \"xaxis\": \"x\", \"yaxis\": \"y2\",\n \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n\nlayout = {\n \"xaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"yaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"xaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"yaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n \"showlegend\":False,\n}\npy.iplot([histogram2d, histogramy1, histogramy2],layout=layout, filename='histogram subplots', fileopt='overwrite', width=1000, height=650)", + "input": [ + "import numpy as np\n", + "\n", + "x0 = np.concatenate([np.random.randn(100), np.random.randn(100)+6])\n", + "y0 = np.random.rayleigh(size=200)\n", + "\n", + "histogram2d = { \"x\": x0, \"y\": y0, \"type\": \"histogram2d\"}\n", + "\n", + "histogramy1 = {\"y\": y0, \"type\": \"histogramy\", \"xaxis\": \"x2\", \"yaxis\": \"y\", \"bardir\": \"h\", \n", + " \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n", + "histogramy2 = {\"x\":x0, \"type\": \"histogramx\", \"xaxis\": \"x\", \"yaxis\": \"y2\",\n", + " \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n", + "\n", + "layout = {\n", + " \"xaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", + " \"yaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", + " \"xaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", + " \"yaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", + " \"showlegend\":False,\n", + "}\n", + "py.iplot([histogram2d, histogramy1, histogramy2],layout=layout, filename='histogram subplots', fileopt='overwrite', width=1000, height=650)" + ], "language": "python", "metadata": {}, "outputs": [ { - "html": "", + "html": [ + "" + ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, - "text": "" + "text": [ + "" + ] } ], "prompt_number": 17 @@ -329,15 +602,31 @@ { "cell_type": "markdown", "metadata": {}, - "source": "### Check out more Plotly-IPython Notebooks\n- [Bubble Chart Explorer](http://nbviewer.ipython.org/github/plotly/IPython-plotly/blob/master/Bubble%20Chart%20Explorer.ipynb)\n- [Running MATLAB in IPython with Plotly Graphs](http://nbviewer.ipython.org/gist/anonymous/8868059)\n\n### More resources \n- [Plotly Documentation](https://plot.ly/API)\n- [Plotly GitHub](https://github.com/plotly)\n- [@plotlygraphs](http://twitter.com/plotlygraphs)\n- [Plotly Facebook](https://facebook.com/plotly)\n- [The Plotly Team](https://plot.ly/team)\n- " + "source": [ + "### Check out more Plotly-IPython Notebooks\n", + "- [Bubble Chart Explorer](http://nbviewer.ipython.org/github/plotly/IPython-plotly/blob/master/Bubble%20Chart%20Explorer.ipynb)\n", + "- [Running MATLAB in IPython with Plotly Graphs](http://nbviewer.ipython.org/gist/anonymous/8868059)\n", + "\n", + "### More resources \n", + "- [Plotly Documentation](https://plot.ly/API)\n", + "- [Plotly GitHub](https://github.com/plotly)\n", + "- [@plotlygraphs](http://twitter.com/plotlygraphs)\n", + "- [Plotly Facebook](https://facebook.com/plotly)\n", + "- [The Plotly Team](https://plot.ly/team)\n", + "- " + ] }, { "cell_type": "markdown", "metadata": {}, - "source": "*Hearts* \nTeam Plotly \nMontr\u00e9al | SF | Boston" + "source": [ + "*Hearts* \n", + "Team Plotly \n", + "Montr\u00e9al | SF | Boston" + ] } ], "metadata": {} } ] -} +} \ No newline at end of file From f89c274c5ae98e1324b828a6fa8e5ef765ba8348 Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 19 Feb 2014 14:59:05 -0500 Subject: [PATCH 006/163] Update quickstart version # --- Plotly Quickstart.ipynb | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/Plotly Quickstart.ipynb b/Plotly Quickstart.ipynb index b824446..0ed8953 100644 --- a/Plotly Quickstart.ipynb +++ b/Plotly Quickstart.ipynb @@ -22,9 +22,10 @@ "source": [ " $ pip install plotly\n", "\n", - "If that didn't work, try:\n", + "If that didn't work, try it with `sudo`:\n", "\n", - " $ sudo pip install plotly" + " $ sudo pip install plotly", + "\n" ] }, { @@ -58,7 +59,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "0.5.7\n" + "0.5.8\n" ] } ], @@ -629,4 +630,4 @@ "metadata": {} } ] -} \ No newline at end of file +} From 0b2255dfb06c5ab428535429c2480be2d61d2e37 Mon Sep 17 00:00:00 2001 From: Chris P Date: Thu, 6 Mar 2014 18:09:58 -0500 Subject: [PATCH 007/163] update quick start with new version + sizing --- Plotly Quickstart.ipynb | 68 +- gapminderDataFiveYear.txt | 3410 ++++++++++++++++++------------------- 2 files changed, 1741 insertions(+), 1737 deletions(-) diff --git a/Plotly Quickstart.ipynb b/Plotly Quickstart.ipynb index b824446..0206107 100644 --- a/Plotly Quickstart.ipynb +++ b/Plotly Quickstart.ipynb @@ -58,7 +58,7 @@ "output_type": "stream", "stream": "stdout", "text": [ - "0.5.7\n" + "0.5.10\n" ] } ], @@ -229,20 +229,20 @@ "input": [ "py.iplot(graph_data, layout=layout, \n", " filename='My first plotly graph', fileopt='overwrite', \n", - " world_readable=True, width=1000, height=650)" + " world_readable=True)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ - "" + "" ] } ], @@ -279,28 +279,21 @@ "cell_type": "code", "collapsed": false, "input": [ - "# A quick utility function that embeds a plotly graph URL in an IPython notebook as an IFrame\n", - "from IPython.display import HTML\n", - "\n", - "def show_plot(url, width=700, height=500):\n", - " s = '' %\\\n", - " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", - " return HTML(s)\n", - "\n", - "show_plot(\"https://plot.ly/~ChrisP/21\", width=1000, height=650)" + "# `display` embeds plotly graphs in IPython notebooks as IFrames\n", + "plotly.display(\"https://plot.ly/~ChrisP/21\")" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ - "" + "" ] } ], @@ -333,20 +326,20 @@ "trace0 = {'x': x, 'y': y, 'line': {'color': 'red', 'width': 6}}\n", "axes = {'ticks': '', 'showline': False, 'zeroline': False}\n", "layout = {'xaxis': axes, 'yaxis': axes}\n", - "py.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True, width=1000, height=650)" + "py.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True)" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ - "" + "" ] } ], @@ -370,13 +363,13 @@ "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ - "" + "" ] } ], @@ -442,20 +435,20 @@ " 'yaxis': {'zeroline': False, 'ticks': '', 'showline': False},\n", " 'xaxis': {'ticks': '', 'showgrid': False, 'showline': False}}\n", "\n", - "py.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite', width=1000, height=650)" + "py.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ - "" + "" ] } ], @@ -479,20 +472,23 @@ " '
Click-and-drag your mouse on the plot to see how it responds!',\n", " 'xref': 'paper', 'yref': 'paper', 'showarrow': False, 'x':0, 'y': 0}]}\n", "\n", - "py.iplot([{'x':x, 'y':y, 'mode':'markers'}], layout=layout, filename='Datetime Decay', fileopt='overwrite', width=1000, height=650)" + "py.iplot([{'x':x, 'y':y, 'mode':'markers'}], \n", + " layout=layout, \n", + " filename='Datetime Decay', \n", + " fileopt='overwrite')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ - "" + "" ] } ], @@ -526,20 +522,25 @@ " 'showlegend': False,\n", " 'title': '$\\\\sin(x)=\\sum\\limits_{k=0}^{\\infty}\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$'}\n", "\n", - "py.iplot(data, layout=layout, style=linestyle, traces=[0,1,2,3,4], filename='LaTeX', fileopt='overwrite', width=1000, height=650)" + "py.iplot(data, \n", + " layout=layout, \n", + " style=linestyle, \n", + " traces=[0,1,2,3,4], \n", + " filename='LaTeX', \n", + " fileopt='overwrite')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ - "" + "" ] } ], @@ -580,20 +581,23 @@ " \"yaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", " \"showlegend\":False,\n", "}\n", - "py.iplot([histogram2d, histogramy1, histogramy2],layout=layout, filename='histogram subplots', fileopt='overwrite', width=1000, height=650)" + "py.iplot([histogram2d, histogramy1, histogramy2],\n", + " layout=layout, \n", + " filename='histogram subplots', \n", + " fileopt='overwrite')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 17, "text": [ - "" + "" ] } ], diff --git a/gapminderDataFiveYear.txt b/gapminderDataFiveYear.txt index 6ffc0de..80d1ed1 100644 --- a/gapminderDataFiveYear.txt +++ b/gapminderDataFiveYear.txt @@ -1,1705 +1,1705 @@ -country year pop continent lifeExp gdpPercap -Afghanistan 1952 8425333 Asia 28.801 779.4453145 -Afghanistan 1957 9240934 Asia 30.332 820.8530296 -Afghanistan 1962 10267083 Asia 31.997 853.10071 -Afghanistan 1967 11537966 Asia 34.02 836.1971382 -Afghanistan 1972 13079460 Asia 36.088 739.9811058 -Afghanistan 1977 14880372 Asia 38.438 786.11336 -Afghanistan 1982 12881816 Asia 39.854 978.0114388 -Afghanistan 1987 13867957 Asia 40.822 852.3959448 -Afghanistan 1992 16317921 Asia 41.674 649.3413952 -Afghanistan 1997 22227415 Asia 41.763 635.341351 -Afghanistan 2002 25268405 Asia 42.129 726.7340548 -Afghanistan 2007 31889923 Asia 43.828 974.5803384 -Albania 1952 1282697 Europe 55.23 1601.056136 -Albania 1957 1476505 Europe 59.28 1942.284244 -Albania 1962 1728137 Europe 64.82 2312.888958 -Albania 1967 1984060 Europe 66.22 2760.196931 -Albania 1972 2263554 Europe 67.69 3313.422188 -Albania 1977 2509048 Europe 68.93 3533.00391 -Albania 1982 2780097 Europe 70.42 3630.880722 -Albania 1987 3075321 Europe 72 3738.932735 -Albania 1992 3326498 Europe 71.581 2497.437901 -Albania 1997 3428038 Europe 72.95 3193.054604 -Albania 2002 3508512 Europe 75.651 4604.211737 -Albania 2007 3600523 Europe 76.423 5937.029526 -Algeria 1952 9279525 Africa 43.077 2449.008185 -Algeria 1957 10270856 Africa 45.685 3013.976023 -Algeria 1962 11000948 Africa 48.303 2550.81688 -Algeria 1967 12760499 Africa 51.407 3246.991771 -Algeria 1972 14760787 Africa 54.518 4182.663766 -Algeria 1977 17152804 Africa 58.014 4910.416756 -Algeria 1982 20033753 Africa 61.368 5745.160213 -Algeria 1987 23254956 Africa 65.799 5681.358539 -Algeria 1992 26298373 Africa 67.744 5023.216647 -Algeria 1997 29072015 Africa 69.152 4797.295051 -Algeria 2002 31287142 Africa 70.994 5288.040382 -Algeria 2007 33333216 Africa 72.301 6223.367465 -Angola 1952 4232095 Africa 30.015 3520.610273 -Angola 1957 4561361 Africa 31.999 3827.940465 -Angola 1962 4826015 Africa 34 4269.276742 -Angola 1967 5247469 Africa 35.985 5522.776375 -Angola 1972 5894858 Africa 37.928 5473.288005 -Angola 1977 6162675 Africa 39.483 3008.647355 -Angola 1982 7016384 Africa 39.942 2756.953672 -Angola 1987 7874230 Africa 39.906 2430.208311 -Angola 1992 8735988 Africa 40.647 2627.845685 -Angola 1997 9875024 Africa 40.963 2277.140884 -Angola 2002 10866106 Africa 41.003 2773.287312 -Angola 2007 12420476 Africa 42.731 4797.231267 -Argentina 1952 17876956 Americas 62.485 5911.315053 -Argentina 1957 19610538 Americas 64.399 6856.856212 -Argentina 1962 21283783 Americas 65.142 7133.166023 -Argentina 1967 22934225 Americas 65.634 8052.953021 -Argentina 1972 24779799 Americas 67.065 9443.038526 -Argentina 1977 26983828 Americas 68.481 10079.02674 -Argentina 1982 29341374 Americas 69.942 8997.897412 -Argentina 1987 31620918 Americas 70.774 9139.671389 -Argentina 1992 33958947 Americas 71.868 9308.41871 -Argentina 1997 36203463 Americas 73.275 10967.28195 -Argentina 2002 38331121 Americas 74.34 8797.640716 -Argentina 2007 40301927 Americas 75.32 12779.37964 -Australia 1952 8691212 Oceania 69.12 10039.59564 -Australia 1957 9712569 Oceania 70.33 10949.64959 -Australia 1962 10794968 Oceania 70.93 12217.22686 -Australia 1967 11872264 Oceania 71.1 14526.12465 -Australia 1972 13177000 Oceania 71.93 16788.62948 -Australia 1977 14074100 Oceania 73.49 18334.19751 -Australia 1982 15184200 Oceania 74.74 19477.00928 -Australia 1987 16257249 Oceania 76.32 21888.88903 -Australia 1992 17481977 Oceania 77.56 23424.76683 -Australia 1997 18565243 Oceania 78.83 26997.93657 -Australia 2002 19546792 Oceania 80.37 30687.75473 -Australia 2007 20434176 Oceania 81.235 34435.36744 -Austria 1952 6927772 Europe 66.8 6137.076492 -Austria 1957 6965860 Europe 67.48 8842.59803 -Austria 1962 7129864 Europe 69.54 10750.72111 -Austria 1967 7376998 Europe 70.14 12834.6024 -Austria 1972 7544201 Europe 70.63 16661.6256 -Austria 1977 7568430 Europe 72.17 19749.4223 -Austria 1982 7574613 Europe 73.18 21597.08362 -Austria 1987 7578903 Europe 74.94 23687.82607 -Austria 1992 7914969 Europe 76.04 27042.01868 -Austria 1997 8069876 Europe 77.51 29095.92066 -Austria 2002 8148312 Europe 78.98 32417.60769 -Austria 2007 8199783 Europe 79.829 36126.4927 -Bahrain 1952 120447 Asia 50.939 9867.084765 -Bahrain 1957 138655 Asia 53.832 11635.79945 -Bahrain 1962 171863 Asia 56.923 12753.27514 -Bahrain 1967 202182 Asia 59.923 14804.6727 -Bahrain 1972 230800 Asia 63.3 18268.65839 -Bahrain 1977 297410 Asia 65.593 19340.10196 -Bahrain 1982 377967 Asia 69.052 19211.14731 -Bahrain 1987 454612 Asia 70.75 18524.02406 -Bahrain 1992 529491 Asia 72.601 19035.57917 -Bahrain 1997 598561 Asia 73.925 20292.01679 -Bahrain 2002 656397 Asia 74.795 23403.55927 -Bahrain 2007 708573 Asia 75.635 29796.04834 -Bangladesh 1952 46886859 Asia 37.484 684.2441716 -Bangladesh 1957 51365468 Asia 39.348 661.6374577 -Bangladesh 1962 56839289 Asia 41.216 686.3415538 -Bangladesh 1967 62821884 Asia 43.453 721.1860862 -Bangladesh 1972 70759295 Asia 45.252 630.2336265 -Bangladesh 1977 80428306 Asia 46.923 659.8772322 -Bangladesh 1982 93074406 Asia 50.009 676.9818656 -Bangladesh 1987 103764241 Asia 52.819 751.9794035 -Bangladesh 1992 113704579 Asia 56.018 837.8101643 -Bangladesh 1997 123315288 Asia 59.412 972.7700352 -Bangladesh 2002 135656790 Asia 62.013 1136.39043 -Bangladesh 2007 150448339 Asia 64.062 1391.253792 -Belgium 1952 8730405 Europe 68 8343.105127 -Belgium 1957 8989111 Europe 69.24 9714.960623 -Belgium 1962 9218400 Europe 70.25 10991.20676 -Belgium 1967 9556500 Europe 70.94 13149.04119 -Belgium 1972 9709100 Europe 71.44 16672.14356 -Belgium 1977 9821800 Europe 72.8 19117.97448 -Belgium 1982 9856303 Europe 73.93 20979.84589 -Belgium 1987 9870200 Europe 75.35 22525.56308 -Belgium 1992 10045622 Europe 76.46 25575.57069 -Belgium 1997 10199787 Europe 77.53 27561.19663 -Belgium 2002 10311970 Europe 78.32 30485.88375 -Belgium 2007 10392226 Europe 79.441 33692.60508 -Benin 1952 1738315 Africa 38.223 1062.7522 -Benin 1957 1925173 Africa 40.358 959.6010805 -Benin 1962 2151895 Africa 42.618 949.4990641 -Benin 1967 2427334 Africa 44.885 1035.831411 -Benin 1972 2761407 Africa 47.014 1085.796879 -Benin 1977 3168267 Africa 49.19 1029.161251 -Benin 1982 3641603 Africa 50.904 1277.897616 -Benin 1987 4243788 Africa 52.337 1225.85601 -Benin 1992 4981671 Africa 53.919 1191.207681 -Benin 1997 6066080 Africa 54.777 1232.975292 -Benin 2002 7026113 Africa 54.406 1372.877931 -Benin 2007 8078314 Africa 56.728 1441.284873 -Bolivia 1952 2883315 Americas 40.414 2677.326347 -Bolivia 1957 3211738 Americas 41.89 2127.686326 -Bolivia 1962 3593918 Americas 43.428 2180.972546 -Bolivia 1967 4040665 Americas 45.032 2586.886053 -Bolivia 1972 4565872 Americas 46.714 2980.331339 -Bolivia 1977 5079716 Americas 50.023 3548.097832 -Bolivia 1982 5642224 Americas 53.859 3156.510452 -Bolivia 1987 6156369 Americas 57.251 2753.69149 -Bolivia 1992 6893451 Americas 59.957 2961.699694 -Bolivia 1997 7693188 Americas 62.05 3326.143191 -Bolivia 2002 8445134 Americas 63.883 3413.26269 -Bolivia 2007 9119152 Americas 65.554 3822.137084 -Bosnia and Herzegovina 1952 2791000 Europe 53.82 973.5331948 -Bosnia and Herzegovina 1957 3076000 Europe 58.45 1353.989176 -Bosnia and Herzegovina 1962 3349000 Europe 61.93 1709.683679 -Bosnia and Herzegovina 1967 3585000 Europe 64.79 2172.352423 -Bosnia and Herzegovina 1972 3819000 Europe 67.45 2860.16975 -Bosnia and Herzegovina 1977 4086000 Europe 69.86 3528.481305 -Bosnia and Herzegovina 1982 4172693 Europe 70.69 4126.613157 -Bosnia and Herzegovina 1987 4338977 Europe 71.14 4314.114757 -Bosnia and Herzegovina 1992 4256013 Europe 72.178 2546.781445 -Bosnia and Herzegovina 1997 3607000 Europe 73.244 4766.355904 -Bosnia and Herzegovina 2002 4165416 Europe 74.09 6018.975239 -Bosnia and Herzegovina 2007 4552198 Europe 74.852 7446.298803 -Botswana 1952 442308 Africa 47.622 851.2411407 -Botswana 1957 474639 Africa 49.618 918.2325349 -Botswana 1962 512764 Africa 51.52 983.6539764 -Botswana 1967 553541 Africa 53.298 1214.709294 -Botswana 1972 619351 Africa 56.024 2263.611114 -Botswana 1977 781472 Africa 59.319 3214.857818 -Botswana 1982 970347 Africa 61.484 4551.14215 -Botswana 1987 1151184 Africa 63.622 6205.88385 -Botswana 1992 1342614 Africa 62.745 7954.111645 -Botswana 1997 1536536 Africa 52.556 8647.142313 -Botswana 2002 1630347 Africa 46.634 11003.60508 -Botswana 2007 1639131 Africa 50.728 12569.85177 -Brazil 1952 56602560 Americas 50.917 2108.944355 -Brazil 1957 65551171 Americas 53.285 2487.365989 -Brazil 1962 76039390 Americas 55.665 3336.585802 -Brazil 1967 88049823 Americas 57.632 3429.864357 -Brazil 1972 100840058 Americas 59.504 4985.711467 -Brazil 1977 114313951 Americas 61.489 6660.118654 -Brazil 1982 128962939 Americas 63.336 7030.835878 -Brazil 1987 142938076 Americas 65.205 7807.095818 -Brazil 1992 155975974 Americas 67.057 6950.283021 -Brazil 1997 168546719 Americas 69.388 7957.980824 -Brazil 2002 179914212 Americas 71.006 8131.212843 -Brazil 2007 190010647 Americas 72.39 9065.800825 -Bulgaria 1952 7274900 Europe 59.6 2444.286648 -Bulgaria 1957 7651254 Europe 66.61 3008.670727 -Bulgaria 1962 8012946 Europe 69.51 4254.337839 -Bulgaria 1967 8310226 Europe 70.42 5577.0028 -Bulgaria 1972 8576200 Europe 70.9 6597.494398 -Bulgaria 1977 8797022 Europe 70.81 7612.240438 -Bulgaria 1982 8892098 Europe 71.08 8224.191647 -Bulgaria 1987 8971958 Europe 71.34 8239.854824 -Bulgaria 1992 8658506 Europe 71.19 6302.623438 -Bulgaria 1997 8066057 Europe 70.32 5970.38876 -Bulgaria 2002 7661799 Europe 72.14 7696.777725 -Bulgaria 2007 7322858 Europe 73.005 10680.79282 -Burkina Faso 1952 4469979 Africa 31.975 543.2552413 -Burkina Faso 1957 4713416 Africa 34.906 617.1834648 -Burkina Faso 1962 4919632 Africa 37.814 722.5120206 -Burkina Faso 1967 5127935 Africa 40.697 794.8265597 -Burkina Faso 1972 5433886 Africa 43.591 854.7359763 -Burkina Faso 1977 5889574 Africa 46.137 743.3870368 -Burkina Faso 1982 6634596 Africa 48.122 807.1985855 -Burkina Faso 1987 7586551 Africa 49.557 912.0631417 -Burkina Faso 1992 8878303 Africa 50.26 931.7527731 -Burkina Faso 1997 10352843 Africa 50.324 946.2949618 -Burkina Faso 2002 12251209 Africa 50.65 1037.645221 -Burkina Faso 2007 14326203 Africa 52.295 1217.032994 -Burundi 1952 2445618 Africa 39.031 339.2964587 -Burundi 1957 2667518 Africa 40.533 379.5646281 -Burundi 1962 2961915 Africa 42.045 355.2032273 -Burundi 1967 3330989 Africa 43.548 412.9775136 -Burundi 1972 3529983 Africa 44.057 464.0995039 -Burundi 1977 3834415 Africa 45.91 556.1032651 -Burundi 1982 4580410 Africa 47.471 559.603231 -Burundi 1987 5126023 Africa 48.211 621.8188189 -Burundi 1992 5809236 Africa 44.736 631.6998778 -Burundi 1997 6121610 Africa 45.326 463.1151478 -Burundi 2002 7021078 Africa 47.36 446.4035126 -Burundi 2007 8390505 Africa 49.58 430.0706916 -Cambodia 1952 4693836 Asia 39.417 368.4692856 -Cambodia 1957 5322536 Asia 41.366 434.0383364 -Cambodia 1962 6083619 Asia 43.415 496.9136476 -Cambodia 1967 6960067 Asia 45.415 523.4323142 -Cambodia 1972 7450606 Asia 40.317 421.6240257 -Cambodia 1977 6978607 Asia 31.22 524.9721832 -Cambodia 1982 7272485 Asia 50.957 624.4754784 -Cambodia 1987 8371791 Asia 53.914 683.8955732 -Cambodia 1992 10150094 Asia 55.803 682.3031755 -Cambodia 1997 11782962 Asia 56.534 734.28517 -Cambodia 2002 12926707 Asia 56.752 896.2260153 -Cambodia 2007 14131858 Asia 59.723 1713.778686 -Cameroon 1952 5009067 Africa 38.523 1172.667655 -Cameroon 1957 5359923 Africa 40.428 1313.048099 -Cameroon 1962 5793633 Africa 42.643 1399.607441 -Cameroon 1967 6335506 Africa 44.799 1508.453148 -Cameroon 1972 7021028 Africa 47.049 1684.146528 -Cameroon 1977 7959865 Africa 49.355 1783.432873 -Cameroon 1982 9250831 Africa 52.961 2367.983282 -Cameroon 1987 10780667 Africa 54.985 2602.664206 -Cameroon 1992 12467171 Africa 54.314 1793.163278 -Cameroon 1997 14195809 Africa 52.199 1694.337469 -Cameroon 2002 15929988 Africa 49.856 1934.011449 -Cameroon 2007 17696293 Africa 50.43 2042.09524 -Canada 1952 14785584 Americas 68.75 11367.16112 -Canada 1957 17010154 Americas 69.96 12489.95006 -Canada 1962 18985849 Americas 71.3 13462.48555 -Canada 1967 20819767 Americas 72.13 16076.58803 -Canada 1972 22284500 Americas 72.88 18970.57086 -Canada 1977 23796400 Americas 74.21 22090.88306 -Canada 1982 25201900 Americas 75.76 22898.79214 -Canada 1987 26549700 Americas 76.86 26626.51503 -Canada 1992 28523502 Americas 77.95 26342.88426 -Canada 1997 30305843 Americas 78.61 28954.92589 -Canada 2002 31902268 Americas 79.77 33328.96507 -Canada 2007 33390141 Americas 80.653 36319.23501 -Central African Republic 1952 1291695 Africa 35.463 1071.310713 -Central African Republic 1957 1392284 Africa 37.464 1190.844328 -Central African Republic 1962 1523478 Africa 39.475 1193.068753 -Central African Republic 1967 1733638 Africa 41.478 1136.056615 -Central African Republic 1972 1927260 Africa 43.457 1070.013275 -Central African Republic 1977 2167533 Africa 46.775 1109.374338 -Central African Republic 1982 2476971 Africa 48.295 956.7529907 -Central African Republic 1987 2840009 Africa 50.485 844.8763504 -Central African Republic 1992 3265124 Africa 49.396 747.9055252 -Central African Republic 1997 3696513 Africa 46.066 740.5063317 -Central African Republic 2002 4048013 Africa 43.308 738.6906068 -Central African Republic 2007 4369038 Africa 44.741 706.016537 -Chad 1952 2682462 Africa 38.092 1178.665927 -Chad 1957 2894855 Africa 39.881 1308.495577 -Chad 1962 3150417 Africa 41.716 1389.817618 -Chad 1967 3495967 Africa 43.601 1196.810565 -Chad 1972 3899068 Africa 45.569 1104.103987 -Chad 1977 4388260 Africa 47.383 1133.98495 -Chad 1982 4875118 Africa 49.517 797.9081006 -Chad 1987 5498955 Africa 51.051 952.386129 -Chad 1992 6429417 Africa 51.724 1058.0643 -Chad 1997 7562011 Africa 51.573 1004.961353 -Chad 2002 8835739 Africa 50.525 1156.18186 -Chad 2007 10238807 Africa 50.651 1704.063724 -Chile 1952 6377619 Americas 54.745 3939.978789 -Chile 1957 7048426 Americas 56.074 4315.622723 -Chile 1962 7961258 Americas 57.924 4519.094331 -Chile 1967 8858908 Americas 60.523 5106.654313 -Chile 1972 9717524 Americas 63.441 5494.024437 -Chile 1977 10599793 Americas 67.052 4756.763836 -Chile 1982 11487112 Americas 70.565 5095.665738 -Chile 1987 12463354 Americas 72.492 5547.063754 -Chile 1992 13572994 Americas 74.126 7596.125964 -Chile 1997 14599929 Americas 75.816 10118.05318 -Chile 2002 15497046 Americas 77.86 10778.78385 -Chile 2007 16284741 Americas 78.553 13171.63885 -China 1952 556263527.999989 Asia 44 400.448610699994 -China 1957 637408000 Asia 50.54896 575.9870009 -China 1962 665770000 Asia 44.50136 487.6740183 -China 1967 754550000 Asia 58.38112 612.7056934 -China 1972 862030000 Asia 63.11888 676.9000921 -China 1977 943455000 Asia 63.96736 741.2374699 -China 1982 1000281000 Asia 65.525 962.4213805 -China 1987 1084035000 Asia 67.274 1378.904018 -China 1992 1164970000 Asia 68.69 1655.784158 -China 1997 1230075000 Asia 70.426 2289.234136 -China 2002 1280400000 Asia 72.028 3119.280896 -China 2007 1318683096 Asia 72.961 4959.114854 -Colombia 1952 12350771 Americas 50.643 2144.115096 -Colombia 1957 14485993 Americas 55.118 2323.805581 -Colombia 1962 17009885 Americas 57.863 2492.351109 -Colombia 1967 19764027 Americas 59.963 2678.729839 -Colombia 1972 22542890 Americas 61.623 3264.660041 -Colombia 1977 25094412 Americas 63.837 3815.80787 -Colombia 1982 27764644 Americas 66.653 4397.575659 -Colombia 1987 30964245 Americas 67.768 4903.2191 -Colombia 1992 34202721 Americas 68.421 5444.648617 -Colombia 1997 37657830 Americas 70.313 6117.361746 -Colombia 2002 41008227 Americas 71.682 5755.259962 -Colombia 2007 44227550 Americas 72.889 7006.580419 -Comoros 1952 153936 Africa 40.715 1102.990936 -Comoros 1957 170928 Africa 42.46 1211.148548 -Comoros 1962 191689 Africa 44.467 1406.648278 -Comoros 1967 217378 Africa 46.472 1876.029643 -Comoros 1972 250027 Africa 48.944 1937.577675 -Comoros 1977 304739 Africa 50.939 1172.603047 -Comoros 1982 348643 Africa 52.933 1267.100083 -Comoros 1987 395114 Africa 54.926 1315.980812 -Comoros 1992 454429 Africa 57.939 1246.90737 -Comoros 1997 527982 Africa 60.66 1173.618235 -Comoros 2002 614382 Africa 62.974 1075.811558 -Comoros 2007 710960 Africa 65.152 986.1478792 -Congo, Dem. Rep. 1952 14100005 Africa 39.143 780.5423257 -Congo, Dem. Rep. 1957 15577932 Africa 40.652 905.8602303 -Congo, Dem. Rep. 1962 17486434 Africa 42.122 896.3146335 -Congo, Dem. Rep. 1967 19941073 Africa 44.056 861.5932424 -Congo, Dem. Rep. 1972 23007669 Africa 45.989 904.8960685 -Congo, Dem. Rep. 1977 26480870 Africa 47.804 795.757282 -Congo, Dem. Rep. 1982 30646495 Africa 47.784 673.7478181 -Congo, Dem. Rep. 1987 35481645 Africa 47.412 672.774812 -Congo, Dem. Rep. 1992 41672143 Africa 45.548 457.7191807 -Congo, Dem. Rep. 1997 47798986 Africa 42.587 312.188423 -Congo, Dem. Rep. 2002 55379852 Africa 44.966 241.1658765 -Congo, Dem. Rep. 2007 64606759 Africa 46.462 277.5518587 -Congo, Rep. 1952 854885 Africa 42.111 2125.621418 -Congo, Rep. 1957 940458 Africa 45.053 2315.056572 -Congo, Rep. 1962 1047924 Africa 48.435 2464.783157 -Congo, Rep. 1967 1179760 Africa 52.04 2677.939642 -Congo, Rep. 1972 1340458 Africa 54.907 3213.152683 -Congo, Rep. 1977 1536769 Africa 55.625 3259.178978 -Congo, Rep. 1982 1774735 Africa 56.695 4879.507522 -Congo, Rep. 1987 2064095 Africa 57.47 4201.194937 -Congo, Rep. 1992 2409073 Africa 56.433 4016.239529 -Congo, Rep. 1997 2800947 Africa 52.962 3484.164376 -Congo, Rep. 2002 3328795 Africa 52.97 3484.06197 -Congo, Rep. 2007 3800610 Africa 55.322 3632.557798 -Costa Rica 1952 926317 Americas 57.206 2627.009471 -Costa Rica 1957 1112300 Americas 60.026 2990.010802 -Costa Rica 1962 1345187 Americas 62.842 3460.937025 -Costa Rica 1967 1588717 Americas 65.424 4161.727834 -Costa Rica 1972 1834796 Americas 67.849 5118.146939 -Costa Rica 1977 2108457 Americas 70.75 5926.876967 -Costa Rica 1982 2424367 Americas 73.45 5262.734751 -Costa Rica 1987 2799811 Americas 74.752 5629.915318 -Costa Rica 1992 3173216 Americas 75.713 6160.416317 -Costa Rica 1997 3518107 Americas 77.26 6677.045314 -Costa Rica 2002 3834934 Americas 78.123 7723.447195 -Costa Rica 2007 4133884 Americas 78.782 9645.06142 -Cote d'Ivoire 1952 2977019 Africa 40.477 1388.594732 -Cote d'Ivoire 1957 3300000 Africa 42.469 1500.895925 -Cote d'Ivoire 1962 3832408 Africa 44.93 1728.869428 -Cote d'Ivoire 1967 4744870 Africa 47.35 2052.050473 -Cote d'Ivoire 1972 6071696 Africa 49.801 2378.201111 -Cote d'Ivoire 1977 7459574 Africa 52.374 2517.736547 -Cote d'Ivoire 1982 9025951 Africa 53.983 2602.710169 -Cote d'Ivoire 1987 10761098 Africa 54.655 2156.956069 -Cote d'Ivoire 1992 12772596 Africa 52.044 1648.073791 -Cote d'Ivoire 1997 14625967 Africa 47.991 1786.265407 -Cote d'Ivoire 2002 16252726 Africa 46.832 1648.800823 -Cote d'Ivoire 2007 18013409 Africa 48.328 1544.750112 -Croatia 1952 3882229 Europe 61.21 3119.23652 -Croatia 1957 3991242 Europe 64.77 4338.231617 -Croatia 1962 4076557 Europe 67.13 5477.890018 -Croatia 1967 4174366 Europe 68.5 6960.297861 -Croatia 1972 4225310 Europe 69.61 9164.090127 -Croatia 1977 4318673 Europe 70.64 11305.38517 -Croatia 1982 4413368 Europe 70.46 13221.82184 -Croatia 1987 4484310 Europe 71.52 13822.58394 -Croatia 1992 4494013 Europe 72.527 8447.794873 -Croatia 1997 4444595 Europe 73.68 9875.604515 -Croatia 2002 4481020 Europe 74.876 11628.38895 -Croatia 2007 4493312 Europe 75.748 14619.22272 -Cuba 1952 6007797 Americas 59.421 5586.53878 -Cuba 1957 6640752 Americas 62.325 6092.174359 -Cuba 1962 7254373 Americas 65.246 5180.75591 -Cuba 1967 8139332 Americas 68.29 5690.268015 -Cuba 1972 8831348 Americas 70.723 5305.445256 -Cuba 1977 9537988 Americas 72.649 6380.494966 -Cuba 1982 9789224 Americas 73.717 7316.918107 -Cuba 1987 10239839 Americas 74.174 7532.924763 -Cuba 1992 10723260 Americas 74.414 5592.843963 -Cuba 1997 10983007 Americas 76.151 5431.990415 -Cuba 2002 11226999 Americas 77.158 6340.646683 -Cuba 2007 11416987 Americas 78.273 8948.102923 -Czech Republic 1952 9125183 Europe 66.87 6876.14025 -Czech Republic 1957 9513758 Europe 69.03 8256.343918 -Czech Republic 1962 9620282 Europe 69.9 10136.86713 -Czech Republic 1967 9835109 Europe 70.38 11399.44489 -Czech Republic 1972 9862158 Europe 70.29 13108.4536 -Czech Republic 1977 10161915 Europe 70.71 14800.16062 -Czech Republic 1982 10303704 Europe 70.96 15377.22855 -Czech Republic 1987 10311597 Europe 71.58 16310.4434 -Czech Republic 1992 10315702 Europe 72.4 14297.02122 -Czech Republic 1997 10300707 Europe 74.01 16048.51424 -Czech Republic 2002 10256295 Europe 75.51 17596.21022 -Czech Republic 2007 10228744 Europe 76.486 22833.30851 -Denmark 1952 4334000 Europe 70.78 9692.385245 -Denmark 1957 4487831 Europe 71.81 11099.65935 -Denmark 1962 4646899 Europe 72.35 13583.31351 -Denmark 1967 4838800 Europe 72.96 15937.21123 -Denmark 1972 4991596 Europe 73.47 18866.20721 -Denmark 1977 5088419 Europe 74.69 20422.9015 -Denmark 1982 5117810 Europe 74.63 21688.04048 -Denmark 1987 5127024 Europe 74.8 25116.17581 -Denmark 1992 5171393 Europe 75.33 26406.73985 -Denmark 1997 5283663 Europe 76.11 29804.34567 -Denmark 2002 5374693 Europe 77.18 32166.50006 -Denmark 2007 5468120 Europe 78.332 35278.41874 -Djibouti 1952 63149 Africa 34.812 2669.529475 -Djibouti 1957 71851 Africa 37.328 2864.969076 -Djibouti 1962 89898 Africa 39.693 3020.989263 -Djibouti 1967 127617 Africa 42.074 3020.050513 -Djibouti 1972 178848 Africa 44.366 3694.212352 -Djibouti 1977 228694 Africa 46.519 3081.761022 -Djibouti 1982 305991 Africa 48.812 2879.468067 -Djibouti 1987 311025 Africa 50.04 2880.102568 -Djibouti 1992 384156 Africa 51.604 2377.156192 -Djibouti 1997 417908 Africa 53.157 1895.016984 -Djibouti 2002 447416 Africa 53.373 1908.260867 -Djibouti 2007 496374 Africa 54.791 2082.481567 -Dominican Republic 1952 2491346 Americas 45.928 1397.717137 -Dominican Republic 1957 2923186 Americas 49.828 1544.402995 -Dominican Republic 1962 3453434 Americas 53.459 1662.137359 -Dominican Republic 1967 4049146 Americas 56.751 1653.723003 -Dominican Republic 1972 4671329 Americas 59.631 2189.874499 -Dominican Republic 1977 5302800 Americas 61.788 2681.9889 -Dominican Republic 1982 5968349 Americas 63.727 2861.092386 -Dominican Republic 1987 6655297 Americas 66.046 2899.842175 -Dominican Republic 1992 7351181 Americas 68.457 3044.214214 -Dominican Republic 1997 7992357 Americas 69.957 3614.101285 -Dominican Republic 2002 8650322 Americas 70.847 4563.808154 -Dominican Republic 2007 9319622 Americas 72.235 6025.374752 -Ecuador 1952 3548753 Americas 48.357 3522.110717 -Ecuador 1957 4058385 Americas 51.356 3780.546651 -Ecuador 1962 4681707 Americas 54.64 4086.114078 -Ecuador 1967 5432424 Americas 56.678 4579.074215 -Ecuador 1972 6298651 Americas 58.796 5280.99471 -Ecuador 1977 7278866 Americas 61.31 6679.62326 -Ecuador 1982 8365850 Americas 64.342 7213.791267 -Ecuador 1987 9545158 Americas 67.231 6481.776993 -Ecuador 1992 10748394 Americas 69.613 7103.702595 -Ecuador 1997 11911819 Americas 72.312 7429.455877 -Ecuador 2002 12921234 Americas 74.173 5773.044512 -Ecuador 2007 13755680 Americas 74.994 6873.262326 -Egypt 1952 22223309 Africa 41.893 1418.822445 -Egypt 1957 25009741 Africa 44.444 1458.915272 -Egypt 1962 28173309 Africa 46.992 1693.335853 -Egypt 1967 31681188 Africa 49.293 1814.880728 -Egypt 1972 34807417 Africa 51.137 2024.008147 -Egypt 1977 38783863 Africa 53.319 2785.493582 -Egypt 1982 45681811 Africa 56.006 3503.729636 -Egypt 1987 52799062 Africa 59.797 3885.46071 -Egypt 1992 59402198 Africa 63.674 3794.755195 -Egypt 1997 66134291 Africa 67.217 4173.181797 -Egypt 2002 73312559 Africa 69.806 4754.604414 -Egypt 2007 80264543 Africa 71.338 5581.180998 -El Salvador 1952 2042865 Americas 45.262 3048.3029 -El Salvador 1957 2355805 Americas 48.57 3421.523218 -El Salvador 1962 2747687 Americas 52.307 3776.803627 -El Salvador 1967 3232927 Americas 55.855 4358.595393 -El Salvador 1972 3790903 Americas 58.207 4520.246008 -El Salvador 1977 4282586 Americas 56.696 5138.922374 -El Salvador 1982 4474873 Americas 56.604 4098.344175 -El Salvador 1987 4842194 Americas 63.154 4140.442097 -El Salvador 1992 5274649 Americas 66.798 4444.2317 -El Salvador 1997 5783439 Americas 69.535 5154.825496 -El Salvador 2002 6353681 Americas 70.734 5351.568666 -El Salvador 2007 6939688 Americas 71.878 5728.353514 -Equatorial Guinea 1952 216964 Africa 34.482 375.6431231 -Equatorial Guinea 1957 232922 Africa 35.983 426.0964081 -Equatorial Guinea 1962 249220 Africa 37.485 582.8419714 -Equatorial Guinea 1967 259864 Africa 38.987 915.5960025 -Equatorial Guinea 1972 277603 Africa 40.516 672.4122571 -Equatorial Guinea 1977 192675 Africa 42.024 958.5668124 -Equatorial Guinea 1982 285483 Africa 43.662 927.8253427 -Equatorial Guinea 1987 341244 Africa 45.664 966.8968149 -Equatorial Guinea 1992 387838 Africa 47.545 1132.055034 -Equatorial Guinea 1997 439971 Africa 48.245 2814.480755 -Equatorial Guinea 2002 495627 Africa 49.348 7703.4959 -Equatorial Guinea 2007 551201 Africa 51.579 12154.08975 -Eritrea 1952 1438760 Africa 35.928 328.9405571 -Eritrea 1957 1542611 Africa 38.047 344.1618859 -Eritrea 1962 1666618 Africa 40.158 380.9958433 -Eritrea 1967 1820319 Africa 42.189 468.7949699 -Eritrea 1972 2260187 Africa 44.142 514.3242082 -Eritrea 1977 2512642 Africa 44.535 505.7538077 -Eritrea 1982 2637297 Africa 43.89 524.8758493 -Eritrea 1987 2915959 Africa 46.453 521.1341333 -Eritrea 1992 3668440 Africa 49.991 582.8585102 -Eritrea 1997 4058319 Africa 53.378 913.47079 -Eritrea 2002 4414865 Africa 55.24 765.3500015 -Eritrea 2007 4906585 Africa 58.04 641.3695236 -Ethiopia 1952 20860941 Africa 34.078 362.1462796 -Ethiopia 1957 22815614 Africa 36.667 378.9041632 -Ethiopia 1962 25145372 Africa 40.059 419.4564161 -Ethiopia 1967 27860297 Africa 42.115 516.1186438 -Ethiopia 1972 30770372 Africa 43.515 566.2439442 -Ethiopia 1977 34617799 Africa 44.51 556.8083834 -Ethiopia 1982 38111756 Africa 44.916 577.8607471 -Ethiopia 1987 42999530 Africa 46.684 573.7413142 -Ethiopia 1992 52088559 Africa 48.091 421.3534653 -Ethiopia 1997 59861301 Africa 49.402 515.8894013 -Ethiopia 2002 67946797 Africa 50.725 530.0535319 -Ethiopia 2007 76511887 Africa 52.947 690.8055759 -Finland 1952 4090500 Europe 66.55 6424.519071 -Finland 1957 4324000 Europe 67.49 7545.415386 -Finland 1962 4491443 Europe 68.75 9371.842561 -Finland 1967 4605744 Europe 69.83 10921.63626 -Finland 1972 4639657 Europe 70.87 14358.8759 -Finland 1977 4738902 Europe 72.52 15605.42283 -Finland 1982 4826933 Europe 74.55 18533.15761 -Finland 1987 4931729 Europe 74.83 21141.01223 -Finland 1992 5041039 Europe 75.7 20647.16499 -Finland 1997 5134406 Europe 77.13 23723.9502 -Finland 2002 5193039 Europe 78.37 28204.59057 -Finland 2007 5238460 Europe 79.313 33207.0844 -France 1952 42459667 Europe 67.41 7029.809327 -France 1957 44310863 Europe 68.93 8662.834898 -France 1962 47124000 Europe 70.51 10560.48553 -France 1967 49569000 Europe 71.55 12999.91766 -France 1972 51732000 Europe 72.38 16107.19171 -France 1977 53165019 Europe 73.83 18292.63514 -France 1982 54433565 Europe 74.89 20293.89746 -France 1987 55630100 Europe 76.34 22066.44214 -France 1992 57374179 Europe 77.46 24703.79615 -France 1997 58623428 Europe 78.64 25889.78487 -France 2002 59925035 Europe 79.59 28926.03234 -France 2007 61083916 Europe 80.657 30470.0167 -Gabon 1952 420702 Africa 37.003 4293.476475 -Gabon 1957 434904 Africa 38.999 4976.198099 -Gabon 1962 455661 Africa 40.489 6631.459222 -Gabon 1967 489004 Africa 44.598 8358.761987 -Gabon 1972 537977 Africa 48.69 11401.94841 -Gabon 1977 706367 Africa 52.79 21745.57328 -Gabon 1982 753874 Africa 56.564 15113.36194 -Gabon 1987 880397 Africa 60.19 11864.40844 -Gabon 1992 985739 Africa 61.366 13522.15752 -Gabon 1997 1126189 Africa 60.461 14722.84188 -Gabon 2002 1299304 Africa 56.761 12521.71392 -Gabon 2007 1454867 Africa 56.735 13206.48452 -Gambia 1952 284320 Africa 30 485.2306591 -Gambia 1957 323150 Africa 32.065 520.9267111 -Gambia 1962 374020 Africa 33.896 599.650276 -Gambia 1967 439593 Africa 35.857 734.7829124 -Gambia 1972 517101 Africa 38.308 756.0868363 -Gambia 1977 608274 Africa 41.842 884.7552507 -Gambia 1982 715523 Africa 45.58 835.8096108 -Gambia 1987 848406 Africa 49.265 611.6588611 -Gambia 1992 1025384 Africa 52.644 665.6244126 -Gambia 1997 1235767 Africa 55.861 653.7301704 -Gambia 2002 1457766 Africa 58.041 660.5855997 -Gambia 2007 1688359 Africa 59.448 752.7497265 -Germany 1952 69145952 Europe 67.5 7144.114393 -Germany 1957 71019069 Europe 69.1 10187.82665 -Germany 1962 73739117 Europe 70.3 12902.46291 -Germany 1967 76368453 Europe 70.8 14745.62561 -Germany 1972 78717088 Europe 71 18016.18027 -Germany 1977 78160773 Europe 72.5 20512.92123 -Germany 1982 78335266 Europe 73.8 22031.53274 -Germany 1987 77718298 Europe 74.847 24639.18566 -Germany 1992 80597764 Europe 76.07 26505.30317 -Germany 1997 82011073 Europe 77.34 27788.88416 -Germany 2002 82350671 Europe 78.67 30035.80198 -Germany 2007 82400996 Europe 79.406 32170.37442 -Ghana 1952 5581001 Africa 43.149 911.2989371 -Ghana 1957 6391288 Africa 44.779 1043.561537 -Ghana 1962 7355248 Africa 46.452 1190.041118 -Ghana 1967 8490213 Africa 48.072 1125.69716 -Ghana 1972 9354120 Africa 49.875 1178.223708 -Ghana 1977 10538093 Africa 51.756 993.2239571 -Ghana 1982 11400338 Africa 53.744 876.032569 -Ghana 1987 14168101 Africa 55.729 847.0061135 -Ghana 1992 16278738 Africa 57.501 925.060154 -Ghana 1997 18418288 Africa 58.556 1005.245812 -Ghana 2002 20550751 Africa 58.453 1111.984578 -Ghana 2007 22873338 Africa 60.022 1327.60891 -Greece 1952 7733250 Europe 65.86 3530.690067 -Greece 1957 8096218 Europe 67.86 4916.299889 -Greece 1962 8448233 Europe 69.51 6017.190733 -Greece 1967 8716441 Europe 71 8513.097016 -Greece 1972 8888628 Europe 72.34 12724.82957 -Greece 1977 9308479 Europe 73.68 14195.52428 -Greece 1982 9786480 Europe 75.24 15268.42089 -Greece 1987 9974490 Europe 76.67 16120.52839 -Greece 1992 10325429 Europe 77.03 17541.49634 -Greece 1997 10502372 Europe 77.869 18747.69814 -Greece 2002 10603863 Europe 78.256 22514.2548 -Greece 2007 10706290 Europe 79.483 27538.41188 -Guatemala 1952 3146381 Americas 42.023 2428.237769 -Guatemala 1957 3640876 Americas 44.142 2617.155967 -Guatemala 1962 4208858 Americas 46.954 2750.364446 -Guatemala 1967 4690773 Americas 50.016 3242.531147 -Guatemala 1972 5149581 Americas 53.738 4031.408271 -Guatemala 1977 5703430 Americas 56.029 4879.992748 -Guatemala 1982 6395630 Americas 58.137 4820.49479 -Guatemala 1987 7326406 Americas 60.782 4246.485974 -Guatemala 1992 8486949 Americas 63.373 4439.45084 -Guatemala 1997 9803875 Americas 66.322 4684.313807 -Guatemala 2002 11178650 Americas 68.978 4858.347495 -Guatemala 2007 12572928 Americas 70.259 5186.050003 -Guinea 1952 2664249 Africa 33.609 510.1964923 -Guinea 1957 2876726 Africa 34.558 576.2670245 -Guinea 1962 3140003 Africa 35.753 686.3736739 -Guinea 1967 3451418 Africa 37.197 708.7595409 -Guinea 1972 3811387 Africa 38.842 741.6662307 -Guinea 1977 4227026 Africa 40.762 874.6858643 -Guinea 1982 4710497 Africa 42.891 857.2503577 -Guinea 1987 5650262 Africa 45.552 805.5724718 -Guinea 1992 6990574 Africa 48.576 794.3484384 -Guinea 1997 8048834 Africa 51.455 869.4497668 -Guinea 2002 8807818 Africa 53.676 945.5835837 -Guinea 2007 9947814 Africa 56.007 942.6542111 -Guinea-Bissau 1952 580653 Africa 32.5 299.850319 -Guinea-Bissau 1957 601095 Africa 33.489 431.7904566 -Guinea-Bissau 1962 627820 Africa 34.488 522.0343725 -Guinea-Bissau 1967 601287 Africa 35.492 715.5806402 -Guinea-Bissau 1972 625361 Africa 36.486 820.2245876 -Guinea-Bissau 1977 745228 Africa 37.465 764.7259628 -Guinea-Bissau 1982 825987 Africa 39.327 838.1239671 -Guinea-Bissau 1987 927524 Africa 41.245 736.4153921 -Guinea-Bissau 1992 1050938 Africa 43.266 745.5398706 -Guinea-Bissau 1997 1193708 Africa 44.873 796.6644681 -Guinea-Bissau 2002 1332459 Africa 45.504 575.7047176 -Guinea-Bissau 2007 1472041 Africa 46.388 579.231743 -Haiti 1952 3201488 Americas 37.579 1840.366939 -Haiti 1957 3507701 Americas 40.696 1726.887882 -Haiti 1962 3880130 Americas 43.59 1796.589032 -Haiti 1967 4318137 Americas 46.243 1452.057666 -Haiti 1972 4698301 Americas 48.042 1654.456946 -Haiti 1977 4908554 Americas 49.923 1874.298931 -Haiti 1982 5198399 Americas 51.461 2011.159549 -Haiti 1987 5756203 Americas 53.636 1823.015995 -Haiti 1992 6326682 Americas 55.089 1456.309517 -Haiti 1997 6913545 Americas 56.671 1341.726931 -Haiti 2002 7607651 Americas 58.137 1270.364932 -Haiti 2007 8502814 Americas 60.916 1201.637154 -Honduras 1952 1517453 Americas 41.912 2194.926204 -Honduras 1957 1770390 Americas 44.665 2220.487682 -Honduras 1962 2090162 Americas 48.041 2291.156835 -Honduras 1967 2500689 Americas 50.924 2538.269358 -Honduras 1972 2965146 Americas 53.884 2529.842345 -Honduras 1977 3055235 Americas 57.402 3203.208066 -Honduras 1982 3669448 Americas 60.909 3121.760794 -Honduras 1987 4372203 Americas 64.492 3023.096699 -Honduras 1992 5077347 Americas 66.399 3081.694603 -Honduras 1997 5867957 Americas 67.659 3160.454906 -Honduras 2002 6677328 Americas 68.565 3099.72866 -Honduras 2007 7483763 Americas 70.198 3548.330846 -Hong Kong, China 1952 2125900 Asia 60.96 3054.421209 -Hong Kong, China 1957 2736300 Asia 64.75 3629.076457 -Hong Kong, China 1962 3305200 Asia 67.65 4692.648272 -Hong Kong, China 1967 3722800 Asia 70 6197.962814 -Hong Kong, China 1972 4115700 Asia 72 8315.928145 -Hong Kong, China 1977 4583700 Asia 73.6 11186.14125 -Hong Kong, China 1982 5264500 Asia 75.45 14560.53051 -Hong Kong, China 1987 5584510 Asia 76.2 20038.47269 -Hong Kong, China 1992 5829696 Asia 77.601 24757.60301 -Hong Kong, China 1997 6495918 Asia 80 28377.63219 -Hong Kong, China 2002 6762476 Asia 81.495 30209.01516 -Hong Kong, China 2007 6980412 Asia 82.208 39724.97867 -Hungary 1952 9504000 Europe 64.03 5263.673816 -Hungary 1957 9839000 Europe 66.41 6040.180011 -Hungary 1962 10063000 Europe 67.96 7550.359877 -Hungary 1967 10223422 Europe 69.5 9326.64467 -Hungary 1972 10394091 Europe 69.76 10168.65611 -Hungary 1977 10637171 Europe 69.95 11674.83737 -Hungary 1982 10705535 Europe 69.39 12545.99066 -Hungary 1987 10612740 Europe 69.58 12986.47998 -Hungary 1992 10348684 Europe 69.17 10535.62855 -Hungary 1997 10244684 Europe 71.04 11712.7768 -Hungary 2002 10083313 Europe 72.59 14843.93556 -Hungary 2007 9956108 Europe 73.338 18008.94444 -Iceland 1952 147962 Europe 72.49 7267.688428 -Iceland 1957 165110 Europe 73.47 9244.001412 -Iceland 1962 182053 Europe 73.68 10350.15906 -Iceland 1967 198676 Europe 73.73 13319.89568 -Iceland 1972 209275 Europe 74.46 15798.06362 -Iceland 1977 221823 Europe 76.11 19654.96247 -Iceland 1982 233997 Europe 76.99 23269.6075 -Iceland 1987 244676 Europe 77.23 26923.20628 -Iceland 1992 259012 Europe 78.77 25144.39201 -Iceland 1997 271192 Europe 78.95 28061.09966 -Iceland 2002 288030 Europe 80.5 31163.20196 -Iceland 2007 301931 Europe 81.757 36180.78919 -India 1952 3.72e+08 Asia 37.373 546.5657493 -India 1957 4.09e+08 Asia 40.249 590.061996 -India 1962 4.54e+08 Asia 43.605 658.3471509 -India 1967 5.06e+08 Asia 47.193 700.7706107 -India 1972 5.67e+08 Asia 50.651 724.032527 -India 1977 6.34e+08 Asia 54.208 813.337323 -India 1982 7.08e+08 Asia 56.596 855.7235377 -India 1987 7.88e+08 Asia 58.553 976.5126756 -India 1992 8.72e+08 Asia 60.223 1164.406809 -India 1997 9.59e+08 Asia 61.765 1458.817442 -India 2002 1034172547 Asia 62.879 1746.769454 -India 2007 1110396331 Asia 64.698 2452.210407 -Indonesia 1952 82052000 Asia 37.468 749.6816546 -Indonesia 1957 90124000 Asia 39.918 858.9002707 -Indonesia 1962 99028000 Asia 42.518 849.2897701 -Indonesia 1967 109343000 Asia 45.964 762.4317721 -Indonesia 1972 121282000 Asia 49.203 1111.107907 -Indonesia 1977 136725000 Asia 52.702 1382.702056 -Indonesia 1982 153343000 Asia 56.159 1516.872988 -Indonesia 1987 169276000 Asia 60.137 1748.356961 -Indonesia 1992 184816000 Asia 62.681 2383.140898 -Indonesia 1997 199278000 Asia 66.041 3119.335603 -Indonesia 2002 211060000 Asia 68.588 2873.91287 -Indonesia 2007 223547000 Asia 70.65 3540.651564 -Iran 1952 17272000 Asia 44.869 3035.326002 -Iran 1957 19792000 Asia 47.181 3290.257643 -Iran 1962 22874000 Asia 49.325 4187.329802 -Iran 1967 26538000 Asia 52.469 5906.731805 -Iran 1972 30614000 Asia 55.234 9613.818607 -Iran 1977 35480679 Asia 57.702 11888.59508 -Iran 1982 43072751 Asia 59.62 7608.334602 -Iran 1987 51889696 Asia 63.04 6642.881371 -Iran 1992 60397973 Asia 65.742 7235.653188 -Iran 1997 63327987 Asia 68.042 8263.590301 -Iran 2002 66907826 Asia 69.451 9240.761975 -Iran 2007 69453570 Asia 70.964 11605.71449 -Iraq 1952 5441766 Asia 45.32 4129.766056 -Iraq 1957 6248643 Asia 48.437 6229.333562 -Iraq 1962 7240260 Asia 51.457 8341.737815 -Iraq 1967 8519282 Asia 54.459 8931.459811 -Iraq 1972 10061506 Asia 56.95 9576.037596 -Iraq 1977 11882916 Asia 60.413 14688.23507 -Iraq 1982 14173318 Asia 62.038 14517.90711 -Iraq 1987 16543189 Asia 65.044 11643.57268 -Iraq 1992 17861905 Asia 59.461 3745.640687 -Iraq 1997 20775703 Asia 58.811 3076.239795 -Iraq 2002 24001816 Asia 57.046 4390.717312 -Iraq 2007 27499638 Asia 59.545 4471.061906 -Ireland 1952 2952156 Europe 66.91 5210.280328 -Ireland 1957 2878220 Europe 68.9 5599.077872 -Ireland 1962 2830000 Europe 70.29 6631.597314 -Ireland 1967 2900100 Europe 71.08 7655.568963 -Ireland 1972 3024400 Europe 71.28 9530.772896 -Ireland 1977 3271900 Europe 72.03 11150.98113 -Ireland 1982 3480000 Europe 73.1 12618.32141 -Ireland 1987 3539900 Europe 74.36 13872.86652 -Ireland 1992 3557761 Europe 75.467 17558.81555 -Ireland 1997 3667233 Europe 76.122 24521.94713 -Ireland 2002 3879155 Europe 77.783 34077.04939 -Ireland 2007 4109086 Europe 78.885 40675.99635 -Israel 1952 1620914 Asia 65.39 4086.522128 -Israel 1957 1944401 Asia 67.84 5385.278451 -Israel 1962 2310904 Asia 69.39 7105.630706 -Israel 1967 2693585 Asia 70.75 8393.741404 -Israel 1972 3095893 Asia 71.63 12786.93223 -Israel 1977 3495918 Asia 73.06 13306.61921 -Israel 1982 3858421 Asia 74.45 15367.0292 -Israel 1987 4203148 Asia 75.6 17122.47986 -Israel 1992 4936550 Asia 76.93 18051.52254 -Israel 1997 5531387 Asia 78.269 20896.60924 -Israel 2002 6029529 Asia 79.696 21905.59514 -Israel 2007 6426679 Asia 80.745 25523.2771 -Italy 1952 47666000 Europe 65.94 4931.404155 -Italy 1957 49182000 Europe 67.81 6248.656232 -Italy 1962 50843200 Europe 69.24 8243.58234 -Italy 1967 52667100 Europe 71.06 10022.40131 -Italy 1972 54365564 Europe 72.19 12269.27378 -Italy 1977 56059245 Europe 73.48 14255.98475 -Italy 1982 56535636 Europe 74.98 16537.4835 -Italy 1987 56729703 Europe 76.42 19207.23482 -Italy 1992 56840847 Europe 77.44 22013.64486 -Italy 1997 57479469 Europe 78.82 24675.02446 -Italy 2002 57926999 Europe 80.24 27968.09817 -Italy 2007 58147733 Europe 80.546 28569.7197 -Jamaica 1952 1426095 Americas 58.53 2898.530881 -Jamaica 1957 1535090 Americas 62.61 4756.525781 -Jamaica 1962 1665128 Americas 65.61 5246.107524 -Jamaica 1967 1861096 Americas 67.51 6124.703451 -Jamaica 1972 1997616 Americas 69 7433.889293 -Jamaica 1977 2156814 Americas 70.11 6650.195573 -Jamaica 1982 2298309 Americas 71.21 6068.05135 -Jamaica 1987 2326606 Americas 71.77 6351.237495 -Jamaica 1992 2378618 Americas 71.766 7404.923685 -Jamaica 1997 2531311 Americas 72.262 7121.924704 -Jamaica 2002 2664659 Americas 72.047 6994.774861 -Jamaica 2007 2780132 Americas 72.567 7320.880262 -Japan 1952 86459025 Asia 63.03 3216.956347 -Japan 1957 91563009 Asia 65.5 4317.694365 -Japan 1962 95831757 Asia 68.73 6576.649461 -Japan 1967 100825279 Asia 71.43 9847.788607 -Japan 1972 107188273 Asia 73.42 14778.78636 -Japan 1977 113872473 Asia 75.38 16610.37701 -Japan 1982 118454974 Asia 77.11 19384.10571 -Japan 1987 122091325 Asia 78.67 22375.94189 -Japan 1992 124329269 Asia 79.36 26824.89511 -Japan 1997 125956499 Asia 80.69 28816.58499 -Japan 2002 127065841 Asia 82 28604.5919 -Japan 2007 127467972 Asia 82.603 31656.06806 -Jordan 1952 607914 Asia 43.158 1546.907807 -Jordan 1957 746559 Asia 45.669 1886.080591 -Jordan 1962 933559 Asia 48.126 2348.009158 -Jordan 1967 1255058 Asia 51.629 2741.796252 -Jordan 1972 1613551 Asia 56.528 2110.856309 -Jordan 1977 1937652 Asia 61.134 2852.351568 -Jordan 1982 2347031 Asia 63.739 4161.415959 -Jordan 1987 2820042 Asia 65.869 4448.679912 -Jordan 1992 3867409 Asia 68.015 3431.593647 -Jordan 1997 4526235 Asia 69.772 3645.379572 -Jordan 2002 5307470 Asia 71.263 3844.917194 -Jordan 2007 6053193 Asia 72.535 4519.461171 -Kenya 1952 6464046 Africa 42.27 853.540919 -Kenya 1957 7454779 Africa 44.686 944.4383152 -Kenya 1962 8678557 Africa 47.949 896.9663732 -Kenya 1967 10191512 Africa 50.654 1056.736457 -Kenya 1972 12044785 Africa 53.559 1222.359968 -Kenya 1977 14500404 Africa 56.155 1267.613204 -Kenya 1982 17661452 Africa 58.766 1348.225791 -Kenya 1987 21198082 Africa 59.339 1361.936856 -Kenya 1992 25020539 Africa 59.285 1341.921721 -Kenya 1997 28263827 Africa 54.407 1360.485021 -Kenya 2002 31386842 Africa 50.992 1287.514732 -Kenya 2007 35610177 Africa 54.11 1463.249282 -Korea, Dem. Rep. 1952 8865488 Asia 50.056 1088.277758 -Korea, Dem. Rep. 1957 9411381 Asia 54.081 1571.134655 -Korea, Dem. Rep. 1962 10917494 Asia 56.656 1621.693598 -Korea, Dem. Rep. 1967 12617009 Asia 59.942 2143.540609 -Korea, Dem. Rep. 1972 14781241 Asia 63.983 3701.621503 -Korea, Dem. Rep. 1977 16325320 Asia 67.159 4106.301249 -Korea, Dem. Rep. 1982 17647518 Asia 69.1 4106.525293 -Korea, Dem. Rep. 1987 19067554 Asia 70.647 4106.492315 -Korea, Dem. Rep. 1992 20711375 Asia 69.978 3726.063507 -Korea, Dem. Rep. 1997 21585105 Asia 67.727 1690.756814 -Korea, Dem. Rep. 2002 22215365 Asia 66.662 1646.758151 -Korea, Dem. Rep. 2007 23301725 Asia 67.297 1593.06548 -Korea, Rep. 1952 20947571 Asia 47.453 1030.592226 -Korea, Rep. 1957 22611552 Asia 52.681 1487.593537 -Korea, Rep. 1962 26420307 Asia 55.292 1536.344387 -Korea, Rep. 1967 30131000 Asia 57.716 2029.228142 -Korea, Rep. 1972 33505000 Asia 62.612 3030.87665 -Korea, Rep. 1977 36436000 Asia 64.766 4657.22102 -Korea, Rep. 1982 39326000 Asia 67.123 5622.942464 -Korea, Rep. 1987 41622000 Asia 69.81 8533.088805 -Korea, Rep. 1992 43805450 Asia 72.244 12104.27872 -Korea, Rep. 1997 46173816 Asia 74.647 15993.52796 -Korea, Rep. 2002 47969150 Asia 77.045 19233.98818 -Korea, Rep. 2007 49044790 Asia 78.623 23348.13973 -Kuwait 1952 160000 Asia 55.565 108382.3529 -Kuwait 1957 212846 Asia 58.033 113523.1329 -Kuwait 1962 358266 Asia 60.47 95458.11176 -Kuwait 1967 575003 Asia 64.624 80894.88326 -Kuwait 1972 841934 Asia 67.712 109347.867 -Kuwait 1977 1140357 Asia 69.343 59265.47714 -Kuwait 1982 1497494 Asia 71.309 31354.03573 -Kuwait 1987 1891487 Asia 74.174 28118.42998 -Kuwait 1992 1418095 Asia 75.19 34932.91959 -Kuwait 1997 1765345 Asia 76.156 40300.61996 -Kuwait 2002 2111561 Asia 76.904 35110.10566 -Kuwait 2007 2505559 Asia 77.588 47306.98978 -Lebanon 1952 1439529 Asia 55.928 4834.804067 -Lebanon 1957 1647412 Asia 59.489 6089.786934 -Lebanon 1962 1886848 Asia 62.094 5714.560611 -Lebanon 1967 2186894 Asia 63.87 6006.983042 -Lebanon 1972 2680018 Asia 65.421 7486.384341 -Lebanon 1977 3115787 Asia 66.099 8659.696836 -Lebanon 1982 3086876 Asia 66.983 7640.519521 -Lebanon 1987 3089353 Asia 67.926 5377.091329 -Lebanon 1992 3219994 Asia 69.292 6890.806854 -Lebanon 1997 3430388 Asia 70.265 8754.96385 -Lebanon 2002 3677780 Asia 71.028 9313.93883 -Lebanon 2007 3921278 Asia 71.993 10461.05868 -Lesotho 1952 748747 Africa 42.138 298.8462121 -Lesotho 1957 813338 Africa 45.047 335.9971151 -Lesotho 1962 893143 Africa 47.747 411.8006266 -Lesotho 1967 996380 Africa 48.492 498.6390265 -Lesotho 1972 1116779 Africa 49.767 496.5815922 -Lesotho 1977 1251524 Africa 52.208 745.3695408 -Lesotho 1982 1411807 Africa 55.078 797.2631074 -Lesotho 1987 1599200 Africa 57.18 773.9932141 -Lesotho 1992 1803195 Africa 59.685 977.4862725 -Lesotho 1997 1982823 Africa 55.558 1186.147994 -Lesotho 2002 2046772 Africa 44.593 1275.184575 -Lesotho 2007 2012649 Africa 42.592 1569.331442 -Liberia 1952 863308 Africa 38.48 575.5729961 -Liberia 1957 975950 Africa 39.486 620.9699901 -Liberia 1962 1112796 Africa 40.502 634.1951625 -Liberia 1967 1279406 Africa 41.536 713.6036483 -Liberia 1972 1482628 Africa 42.614 803.0054535 -Liberia 1977 1703617 Africa 43.764 640.3224383 -Liberia 1982 1956875 Africa 44.852 572.1995694 -Liberia 1987 2269414 Africa 46.027 506.1138573 -Liberia 1992 1912974 Africa 40.802 636.6229191 -Liberia 1997 2200725 Africa 42.221 609.1739508 -Liberia 2002 2814651 Africa 43.753 531.4823679 -Liberia 2007 3193942 Africa 45.678 414.5073415 -Libya 1952 1019729 Africa 42.723 2387.54806 -Libya 1957 1201578 Africa 45.289 3448.284395 -Libya 1962 1441863 Africa 47.808 6757.030816 -Libya 1967 1759224 Africa 50.227 18772.75169 -Libya 1972 2183877 Africa 52.773 21011.49721 -Libya 1977 2721783 Africa 57.442 21951.21176 -Libya 1982 3344074 Africa 62.155 17364.27538 -Libya 1987 3799845 Africa 66.234 11770.5898 -Libya 1992 4364501 Africa 68.755 9640.138501 -Libya 1997 4759670 Africa 71.555 9467.446056 -Libya 2002 5368585 Africa 72.737 9534.677467 -Libya 2007 6036914 Africa 73.952 12057.49928 -Madagascar 1952 4762912 Africa 36.681 1443.011715 -Madagascar 1957 5181679 Africa 38.865 1589.20275 -Madagascar 1962 5703324 Africa 40.848 1643.38711 -Madagascar 1967 6334556 Africa 42.881 1634.047282 -Madagascar 1972 7082430 Africa 44.851 1748.562982 -Madagascar 1977 8007166 Africa 46.881 1544.228586 -Madagascar 1982 9171477 Africa 48.969 1302.878658 -Madagascar 1987 10568642 Africa 49.35 1155.441948 -Madagascar 1992 12210395 Africa 52.214 1040.67619 -Madagascar 1997 14165114 Africa 54.978 986.2958956 -Madagascar 2002 16473477 Africa 57.286 894.6370822 -Madagascar 2007 19167654 Africa 59.443 1044.770126 -Malawi 1952 2917802 Africa 36.256 369.1650802 -Malawi 1957 3221238 Africa 37.207 416.3698064 -Malawi 1962 3628608 Africa 38.41 427.9010856 -Malawi 1967 4147252 Africa 39.487 495.5147806 -Malawi 1972 4730997 Africa 41.766 584.6219709 -Malawi 1977 5637246 Africa 43.767 663.2236766 -Malawi 1982 6502825 Africa 45.642 632.8039209 -Malawi 1987 7824747 Africa 47.457 635.5173634 -Malawi 1992 10014249 Africa 49.42 563.2000145 -Malawi 1997 10419991 Africa 47.495 692.2758103 -Malawi 2002 11824495 Africa 45.009 665.4231186 -Malawi 2007 13327079 Africa 48.303 759.3499101 -Malaysia 1952 6748378 Asia 48.463 1831.132894 -Malaysia 1957 7739235 Asia 52.102 1810.066992 -Malaysia 1962 8906385 Asia 55.737 2036.884944 -Malaysia 1967 10154878 Asia 59.371 2277.742396 -Malaysia 1972 11441462 Asia 63.01 2849.09478 -Malaysia 1977 12845381 Asia 65.256 3827.921571 -Malaysia 1982 14441916 Asia 68 4920.355951 -Malaysia 1987 16331785 Asia 69.5 5249.802653 -Malaysia 1992 18319502 Asia 70.693 7277.912802 -Malaysia 1997 20476091 Asia 71.938 10132.90964 -Malaysia 2002 22662365 Asia 73.044 10206.97794 -Malaysia 2007 24821286 Asia 74.241 12451.6558 -Mali 1952 3838168 Africa 33.685 452.3369807 -Mali 1957 4241884 Africa 35.307 490.3821867 -Mali 1962 4690372 Africa 36.936 496.1743428 -Mali 1967 5212416 Africa 38.487 545.0098873 -Mali 1972 5828158 Africa 39.977 581.3688761 -Mali 1977 6491649 Africa 41.714 686.3952693 -Mali 1982 6998256 Africa 43.916 618.0140641 -Mali 1987 7634008 Africa 46.364 684.1715576 -Mali 1992 8416215 Africa 48.388 739.014375 -Mali 1997 9384984 Africa 49.903 790.2579846 -Mali 2002 10580176 Africa 51.818 951.4097518 -Mali 2007 12031795 Africa 54.467 1042.581557 -Mauritania 1952 1022556 Africa 40.543 743.1159097 -Mauritania 1957 1076852 Africa 42.338 846.1202613 -Mauritania 1962 1146757 Africa 44.248 1055.896036 -Mauritania 1967 1230542 Africa 46.289 1421.145193 -Mauritania 1972 1332786 Africa 48.437 1586.851781 -Mauritania 1977 1456688 Africa 50.852 1497.492223 -Mauritania 1982 1622136 Africa 53.599 1481.150189 -Mauritania 1987 1841240 Africa 56.145 1421.603576 -Mauritania 1992 2119465 Africa 58.333 1361.369784 -Mauritania 1997 2444741 Africa 60.43 1483.136136 -Mauritania 2002 2828858 Africa 62.247 1579.019543 -Mauritania 2007 3270065 Africa 64.164 1803.151496 -Mauritius 1952 516556 Africa 50.986 1967.955707 -Mauritius 1957 609816 Africa 58.089 2034.037981 -Mauritius 1962 701016 Africa 60.246 2529.067487 -Mauritius 1967 789309 Africa 61.557 2475.387562 -Mauritius 1972 851334 Africa 62.944 2575.484158 -Mauritius 1977 913025 Africa 64.93 3710.982963 -Mauritius 1982 992040 Africa 66.711 3688.037739 -Mauritius 1987 1042663 Africa 68.74 4783.586903 -Mauritius 1992 1096202 Africa 69.745 6058.253846 -Mauritius 1997 1149818 Africa 70.736 7425.705295 -Mauritius 2002 1200206 Africa 71.954 9021.815894 -Mauritius 2007 1250882 Africa 72.801 10956.99112 -Mexico 1952 30144317 Americas 50.789 3478.125529 -Mexico 1957 35015548 Americas 55.19 4131.546641 -Mexico 1962 41121485 Americas 58.299 4581.609385 -Mexico 1967 47995559 Americas 60.11 5754.733883 -Mexico 1972 55984294 Americas 62.361 6809.40669 -Mexico 1977 63759976 Americas 65.032 7674.929108 -Mexico 1982 71640904 Americas 67.405 9611.147541 -Mexico 1987 80122492 Americas 69.498 8688.156003 -Mexico 1992 88111030 Americas 71.455 9472.384295 -Mexico 1997 95895146 Americas 73.67 9767.29753 -Mexico 2002 102479927 Americas 74.902 10742.44053 -Mexico 2007 108700891 Americas 76.195 11977.57496 -Mongolia 1952 800663 Asia 42.244 786.5668575 -Mongolia 1957 882134 Asia 45.248 912.6626085 -Mongolia 1962 1010280 Asia 48.251 1056.353958 -Mongolia 1967 1149500 Asia 51.253 1226.04113 -Mongolia 1972 1320500 Asia 53.754 1421.741975 -Mongolia 1977 1528000 Asia 55.491 1647.511665 -Mongolia 1982 1756032 Asia 57.489 2000.603139 -Mongolia 1987 2015133 Asia 60.222 2338.008304 -Mongolia 1992 2312802 Asia 61.271 1785.402016 -Mongolia 1997 2494803 Asia 63.625 1902.2521 -Mongolia 2002 2674234 Asia 65.033 2140.739323 -Mongolia 2007 2874127 Asia 66.803 3095.772271 -Montenegro 1952 413834 Europe 59.164 2647.585601 -Montenegro 1957 442829 Europe 61.448 3682.259903 -Montenegro 1962 474528 Europe 63.728 4649.593785 -Montenegro 1967 501035 Europe 67.178 5907.850937 -Montenegro 1972 527678 Europe 70.636 7778.414017 -Montenegro 1977 560073 Europe 73.066 9595.929905 -Montenegro 1982 562548 Europe 74.101 11222.58762 -Montenegro 1987 569473 Europe 74.865 11732.51017 -Montenegro 1992 621621 Europe 75.435 7003.339037 -Montenegro 1997 692651 Europe 75.445 6465.613349 -Montenegro 2002 720230 Europe 73.981 6557.194282 -Montenegro 2007 684736 Europe 74.543 9253.896111 -Morocco 1952 9939217 Africa 42.873 1688.20357 -Morocco 1957 11406350 Africa 45.423 1642.002314 -Morocco 1962 13056604 Africa 47.924 1566.353493 -Morocco 1967 14770296 Africa 50.335 1711.04477 -Morocco 1972 16660670 Africa 52.862 1930.194975 -Morocco 1977 18396941 Africa 55.73 2370.619976 -Morocco 1982 20198730 Africa 59.65 2702.620356 -Morocco 1987 22987397 Africa 62.677 2755.046991 -Morocco 1992 25798239 Africa 65.393 2948.047252 -Morocco 1997 28529501 Africa 67.66 2982.101858 -Morocco 2002 31167783 Africa 69.615 3258.495584 -Morocco 2007 33757175 Africa 71.164 3820.17523 -Mozambique 1952 6446316 Africa 31.286 468.5260381 -Mozambique 1957 7038035 Africa 33.779 495.5868333 -Mozambique 1962 7788944 Africa 36.161 556.6863539 -Mozambique 1967 8680909 Africa 38.113 566.6691539 -Mozambique 1972 9809596 Africa 40.328 724.9178037 -Mozambique 1977 11127868 Africa 42.495 502.3197334 -Mozambique 1982 12587223 Africa 42.795 462.2114149 -Mozambique 1987 12891952 Africa 42.861 389.8761846 -Mozambique 1992 13160731 Africa 44.284 410.8968239 -Mozambique 1997 16603334 Africa 46.344 472.3460771 -Mozambique 2002 18473780 Africa 44.026 633.6179466 -Mozambique 2007 19951656 Africa 42.082 823.6856205 -Myanmar 1952 20092996 Asia 36.319 331 -Myanmar 1957 21731844 Asia 41.905 350 -Myanmar 1962 23634436 Asia 45.108 388 -Myanmar 1967 25870271 Asia 49.379 349 -Myanmar 1972 28466390 Asia 53.07 357 -Myanmar 1977 31528087 Asia 56.059 371 -Myanmar 1982 34680442 Asia 58.056 424 -Myanmar 1987 38028578 Asia 58.339 385 -Myanmar 1992 40546538 Asia 59.32 347 -Myanmar 1997 43247867 Asia 60.328 415 -Myanmar 2002 45598081 Asia 59.908 611 -Myanmar 2007 47761980 Asia 62.069 944 -Namibia 1952 485831 Africa 41.725 2423.780443 -Namibia 1957 548080 Africa 45.226 2621.448058 -Namibia 1962 621392 Africa 48.386 3173.215595 -Namibia 1967 706640 Africa 51.159 3793.694753 -Namibia 1972 821782 Africa 53.867 3746.080948 -Namibia 1977 977026 Africa 56.437 3876.485958 -Namibia 1982 1099010 Africa 58.968 4191.100511 -Namibia 1987 1278184 Africa 60.835 3693.731337 -Namibia 1992 1554253 Africa 61.999 3804.537999 -Namibia 1997 1774766 Africa 58.909 3899.52426 -Namibia 2002 1972153 Africa 51.479 4072.324751 -Namibia 2007 2055080 Africa 52.906 4811.060429 -Nepal 1952 9182536 Asia 36.157 545.8657229 -Nepal 1957 9682338 Asia 37.686 597.9363558 -Nepal 1962 10332057 Asia 39.393 652.3968593 -Nepal 1967 11261690 Asia 41.472 676.4422254 -Nepal 1972 12412593 Asia 43.971 674.7881296 -Nepal 1977 13933198 Asia 46.748 694.1124398 -Nepal 1982 15796314 Asia 49.594 718.3730947 -Nepal 1987 17917180 Asia 52.537 775.6324501 -Nepal 1992 20326209 Asia 55.727 897.7403604 -Nepal 1997 23001113 Asia 59.426 1010.892138 -Nepal 2002 25873917 Asia 61.34 1057.206311 -Nepal 2007 28901790 Asia 63.785 1091.359778 -Netherlands 1952 10381988 Europe 72.13 8941.571858 -Netherlands 1957 11026383 Europe 72.99 11276.19344 -Netherlands 1962 11805689 Europe 73.23 12790.84956 -Netherlands 1967 12596822 Europe 73.82 15363.25136 -Netherlands 1972 13329874 Europe 73.75 18794.74567 -Netherlands 1977 13852989 Europe 75.24 21209.0592 -Netherlands 1982 14310401 Europe 76.05 21399.46046 -Netherlands 1987 14665278 Europe 76.83 23651.32361 -Netherlands 1992 15174244 Europe 77.42 26790.94961 -Netherlands 1997 15604464 Europe 78.03 30246.13063 -Netherlands 2002 16122830 Europe 78.53 33724.75778 -Netherlands 2007 16570613 Europe 79.762 36797.93332 -New Zealand 1952 1994794 Oceania 69.39 10556.57566 -New Zealand 1957 2229407 Oceania 70.26 12247.39532 -New Zealand 1962 2488550 Oceania 71.24 13175.678 -New Zealand 1967 2728150 Oceania 71.52 14463.91893 -New Zealand 1972 2929100 Oceania 71.89 16046.03728 -New Zealand 1977 3164900 Oceania 72.22 16233.7177 -New Zealand 1982 3210650 Oceania 73.84 17632.4104 -New Zealand 1987 3317166 Oceania 74.32 19007.19129 -New Zealand 1992 3437674 Oceania 76.33 18363.32494 -New Zealand 1997 3676187 Oceania 77.55 21050.41377 -New Zealand 2002 3908037 Oceania 79.11 23189.80135 -New Zealand 2007 4115771 Oceania 80.204 25185.00911 -Nicaragua 1952 1165790 Americas 42.314 3112.363948 -Nicaragua 1957 1358828 Americas 45.432 3457.415947 -Nicaragua 1962 1590597 Americas 48.632 3634.364406 -Nicaragua 1967 1865490 Americas 51.884 4643.393534 -Nicaragua 1972 2182908 Americas 55.151 4688.593267 -Nicaragua 1977 2554598 Americas 57.47 5486.371089 -Nicaragua 1982 2979423 Americas 59.298 3470.338156 -Nicaragua 1987 3344353 Americas 62.008 2955.984375 -Nicaragua 1992 4017939 Americas 65.843 2170.151724 -Nicaragua 1997 4609572 Americas 68.426 2253.023004 -Nicaragua 2002 5146848 Americas 70.836 2474.548819 -Nicaragua 2007 5675356 Americas 72.899 2749.320965 -Niger 1952 3379468 Africa 37.444 761.879376 -Niger 1957 3692184 Africa 38.598 835.5234025 -Niger 1962 4076008 Africa 39.487 997.7661127 -Niger 1967 4534062 Africa 40.118 1054.384891 -Niger 1972 5060262 Africa 40.546 954.2092363 -Niger 1977 5682086 Africa 41.291 808.8970728 -Niger 1982 6437188 Africa 42.598 909.7221354 -Niger 1987 7332638 Africa 44.555 668.3000228 -Niger 1992 8392818 Africa 47.391 581.182725 -Niger 1997 9666252 Africa 51.313 580.3052092 -Niger 2002 11140655 Africa 54.496 601.0745012 -Niger 2007 12894865 Africa 56.867 619.6768924 -Nigeria 1952 33119096 Africa 36.324 1077.281856 -Nigeria 1957 37173340 Africa 37.802 1100.592563 -Nigeria 1962 41871351 Africa 39.36 1150.927478 -Nigeria 1967 47287752 Africa 41.04 1014.514104 -Nigeria 1972 53740085 Africa 42.821 1698.388838 -Nigeria 1977 62209173 Africa 44.514 1981.951806 -Nigeria 1982 73039376 Africa 45.826 1576.97375 -Nigeria 1987 81551520 Africa 46.886 1385.029563 -Nigeria 1992 93364244 Africa 47.472 1619.848217 -Nigeria 1997 106207839 Africa 47.464 1624.941275 -Nigeria 2002 119901274 Africa 46.608 1615.286395 -Nigeria 2007 135031164 Africa 46.859 2013.977305 -Norway 1952 3327728 Europe 72.67 10095.42172 -Norway 1957 3491938 Europe 73.44 11653.97304 -Norway 1962 3638919 Europe 73.47 13450.40151 -Norway 1967 3786019 Europe 74.08 16361.87647 -Norway 1972 3933004 Europe 74.34 18965.05551 -Norway 1977 4043205 Europe 75.37 23311.34939 -Norway 1982 4114787 Europe 75.97 26298.63531 -Norway 1987 4186147 Europe 75.89 31540.9748 -Norway 1992 4286357 Europe 77.32 33965.66115 -Norway 1997 4405672 Europe 78.32 41283.16433 -Norway 2002 4535591 Europe 79.05 44683.97525 -Norway 2007 4627926 Europe 80.196 49357.19017 -Oman 1952 507833 Asia 37.578 1828.230307 -Oman 1957 561977 Asia 40.08 2242.746551 -Oman 1962 628164 Asia 43.165 2924.638113 -Oman 1967 714775 Asia 46.988 4720.942687 -Oman 1972 829050 Asia 52.143 10618.03855 -Oman 1977 1004533 Asia 57.367 11848.34392 -Oman 1982 1301048 Asia 62.728 12954.79101 -Oman 1987 1593882 Asia 67.734 18115.22313 -Oman 1992 1915208 Asia 71.197 18616.70691 -Oman 1997 2283635 Asia 72.499 19702.05581 -Oman 2002 2713462 Asia 74.193 19774.83687 -Oman 2007 3204897 Asia 75.64 22316.19287 -Pakistan 1952 41346560 Asia 43.436 684.5971438 -Pakistan 1957 46679944 Asia 45.557 747.0835292 -Pakistan 1962 53100671 Asia 47.67 803.3427418 -Pakistan 1967 60641899 Asia 49.8 942.4082588 -Pakistan 1972 69325921 Asia 51.929 1049.938981 -Pakistan 1977 78152686 Asia 54.043 1175.921193 -Pakistan 1982 91462088 Asia 56.158 1443.429832 -Pakistan 1987 105186881 Asia 58.245 1704.686583 -Pakistan 1992 120065004 Asia 60.838 1971.829464 -Pakistan 1997 135564834 Asia 61.818 2049.350521 -Pakistan 2002 153403524 Asia 63.61 2092.712441 -Pakistan 2007 169270617 Asia 65.483 2605.94758 -Panama 1952 940080 Americas 55.191 2480.380334 -Panama 1957 1063506 Americas 59.201 2961.800905 -Panama 1962 1215725 Americas 61.817 3536.540301 -Panama 1967 1405486 Americas 64.071 4421.009084 -Panama 1972 1616384 Americas 66.216 5364.249663 -Panama 1977 1839782 Americas 68.681 5351.912144 -Panama 1982 2036305 Americas 70.472 7009.601598 -Panama 1987 2253639 Americas 71.523 7034.779161 -Panama 1992 2484997 Americas 72.462 6618.74305 -Panama 1997 2734531 Americas 73.738 7113.692252 -Panama 2002 2990875 Americas 74.712 7356.031934 -Panama 2007 3242173 Americas 75.537 9809.185636 -Paraguay 1952 1555876 Americas 62.649 1952.308701 -Paraguay 1957 1770902 Americas 63.196 2046.154706 -Paraguay 1962 2009813 Americas 64.361 2148.027146 -Paraguay 1967 2287985 Americas 64.951 2299.376311 -Paraguay 1972 2614104 Americas 65.815 2523.337977 -Paraguay 1977 2984494 Americas 66.353 3248.373311 -Paraguay 1982 3366439 Americas 66.874 4258.503604 -Paraguay 1987 3886512 Americas 67.378 3998.875695 -Paraguay 1992 4483945 Americas 68.225 4196.411078 -Paraguay 1997 5154123 Americas 69.4 4247.400261 -Paraguay 2002 5884491 Americas 70.755 3783.674243 -Paraguay 2007 6667147 Americas 71.752 4172.838464 -Peru 1952 8025700 Americas 43.902 3758.523437 -Peru 1957 9146100 Americas 46.263 4245.256698 -Peru 1962 10516500 Americas 49.096 4957.037982 -Peru 1967 12132200 Americas 51.445 5788.09333 -Peru 1972 13954700 Americas 55.448 5937.827283 -Peru 1977 15990099 Americas 58.447 6281.290855 -Peru 1982 18125129 Americas 61.406 6434.501797 -Peru 1987 20195924 Americas 64.134 6360.943444 -Peru 1992 22430449 Americas 66.458 4446.380924 -Peru 1997 24748122 Americas 68.386 5838.347657 -Peru 2002 26769436 Americas 69.906 5909.020073 -Peru 2007 28674757 Americas 71.421 7408.905561 -Philippines 1952 22438691 Asia 47.752 1272.880995 -Philippines 1957 26072194 Asia 51.334 1547.944844 -Philippines 1962 30325264 Asia 54.757 1649.552153 -Philippines 1967 35356600 Asia 56.393 1814.12743 -Philippines 1972 40850141 Asia 58.065 1989.37407 -Philippines 1977 46850962 Asia 60.06 2373.204287 -Philippines 1982 53456774 Asia 62.082 2603.273765 -Philippines 1987 60017788 Asia 64.151 2189.634995 -Philippines 1992 67185766 Asia 66.458 2279.324017 -Philippines 1997 75012988 Asia 68.564 2536.534925 -Philippines 2002 82995088 Asia 70.303 2650.921068 -Philippines 2007 91077287 Asia 71.688 3190.481016 -Poland 1952 25730551 Europe 61.31 4029.329699 -Poland 1957 28235346 Europe 65.77 4734.253019 -Poland 1962 30329617 Europe 67.64 5338.752143 -Poland 1967 31785378 Europe 69.61 6557.152776 -Poland 1972 33039545 Europe 70.85 8006.506993 -Poland 1977 34621254 Europe 70.67 9508.141454 -Poland 1982 36227381 Europe 71.32 8451.531004 -Poland 1987 37740710 Europe 70.98 9082.351172 -Poland 1992 38370697 Europe 70.99 7738.881247 -Poland 1997 38654957 Europe 72.75 10159.58368 -Poland 2002 38625976 Europe 74.67 12002.23908 -Poland 2007 38518241 Europe 75.563 15389.92468 -Portugal 1952 8526050 Europe 59.82 3068.319867 -Portugal 1957 8817650 Europe 61.51 3774.571743 -Portugal 1962 9019800 Europe 64.39 4727.954889 -Portugal 1967 9103000 Europe 66.6 6361.517993 -Portugal 1972 8970450 Europe 69.26 9022.247417 -Portugal 1977 9662600 Europe 70.41 10172.48572 -Portugal 1982 9859650 Europe 72.77 11753.84291 -Portugal 1987 9915289 Europe 74.06 13039.30876 -Portugal 1992 9927680 Europe 74.86 16207.26663 -Portugal 1997 10156415 Europe 75.97 17641.03156 -Portugal 2002 10433867 Europe 77.29 19970.90787 -Portugal 2007 10642836 Europe 78.098 20509.64777 -Puerto Rico 1952 2227000 Americas 64.28 3081.959785 -Puerto Rico 1957 2260000 Americas 68.54 3907.156189 -Puerto Rico 1962 2448046 Americas 69.62 5108.34463 -Puerto Rico 1967 2648961 Americas 71.1 6929.277714 -Puerto Rico 1972 2847132 Americas 72.16 9123.041742 -Puerto Rico 1977 3080828 Americas 73.44 9770.524921 -Puerto Rico 1982 3279001 Americas 73.75 10330.98915 -Puerto Rico 1987 3444468 Americas 74.63 12281.34191 -Puerto Rico 1992 3585176 Americas 73.911 14641.58711 -Puerto Rico 1997 3759430 Americas 74.917 16999.4333 -Puerto Rico 2002 3859606 Americas 77.778 18855.60618 -Puerto Rico 2007 3942491 Americas 78.746 19328.70901 -Reunion 1952 257700 Africa 52.724 2718.885295 -Reunion 1957 308700 Africa 55.09 2769.451844 -Reunion 1962 358900 Africa 57.666 3173.72334 -Reunion 1967 414024 Africa 60.542 4021.175739 -Reunion 1972 461633 Africa 64.274 5047.658563 -Reunion 1977 492095 Africa 67.064 4319.804067 -Reunion 1982 517810 Africa 69.885 5267.219353 -Reunion 1987 562035 Africa 71.913 5303.377488 -Reunion 1992 622191 Africa 73.615 6101.255823 -Reunion 1997 684810 Africa 74.772 6071.941411 -Reunion 2002 743981 Africa 75.744 6316.1652 -Reunion 2007 798094 Africa 76.442 7670.122558 -Romania 1952 16630000 Europe 61.05 3144.613186 -Romania 1957 17829327 Europe 64.1 3943.370225 -Romania 1962 18680721 Europe 66.8 4734.997586 -Romania 1967 19284814 Europe 66.8 6470.866545 -Romania 1972 20662648 Europe 69.21 8011.414402 -Romania 1977 21658597 Europe 69.46 9356.39724 -Romania 1982 22356726 Europe 69.66 9605.314053 -Romania 1987 22686371 Europe 69.53 9696.273295 -Romania 1992 22797027 Europe 69.36 6598.409903 -Romania 1997 22562458 Europe 69.72 7346.547557 -Romania 2002 22404337 Europe 71.322 7885.360081 -Romania 2007 22276056 Europe 72.476 10808.47561 -Rwanda 1952 2534927 Africa 40 493.3238752 -Rwanda 1957 2822082 Africa 41.5 540.2893983 -Rwanda 1962 3051242 Africa 43 597.4730727 -Rwanda 1967 3451079 Africa 44.1 510.9637142 -Rwanda 1972 3992121 Africa 44.6 590.5806638 -Rwanda 1977 4657072 Africa 45 670.0806011 -Rwanda 1982 5507565 Africa 46.218 881.5706467 -Rwanda 1987 6349365 Africa 44.02 847.991217 -Rwanda 1992 7290203 Africa 23.599 737.0685949 -Rwanda 1997 7212583 Africa 36.087 589.9445051 -Rwanda 2002 7852401 Africa 43.413 785.6537648 -Rwanda 2007 8860588 Africa 46.242 863.0884639 -Sao Tome and Principe 1952 60011 Africa 46.471 879.5835855 -Sao Tome and Principe 1957 61325 Africa 48.945 860.7369026 -Sao Tome and Principe 1962 65345 Africa 51.893 1071.551119 -Sao Tome and Principe 1967 70787 Africa 54.425 1384.840593 -Sao Tome and Principe 1972 76595 Africa 56.48 1532.985254 -Sao Tome and Principe 1977 86796 Africa 58.55 1737.561657 -Sao Tome and Principe 1982 98593 Africa 60.351 1890.218117 -Sao Tome and Principe 1987 110812 Africa 61.728 1516.525457 -Sao Tome and Principe 1992 125911 Africa 62.742 1428.777814 -Sao Tome and Principe 1997 145608 Africa 63.306 1339.076036 -Sao Tome and Principe 2002 170372 Africa 64.337 1353.09239 -Sao Tome and Principe 2007 199579 Africa 65.528 1598.435089 -Saudi Arabia 1952 4005677 Asia 39.875 6459.554823 -Saudi Arabia 1957 4419650 Asia 42.868 8157.591248 -Saudi Arabia 1962 4943029 Asia 45.914 11626.41975 -Saudi Arabia 1967 5618198 Asia 49.901 16903.04886 -Saudi Arabia 1972 6472756 Asia 53.886 24837.42865 -Saudi Arabia 1977 8128505 Asia 58.69 34167.7626 -Saudi Arabia 1982 11254672 Asia 63.012 33693.17525 -Saudi Arabia 1987 14619745 Asia 66.295 21198.26136 -Saudi Arabia 1992 16945857 Asia 68.768 24841.61777 -Saudi Arabia 1997 21229759 Asia 70.533 20586.69019 -Saudi Arabia 2002 24501530 Asia 71.626 19014.54118 -Saudi Arabia 2007 27601038 Asia 72.777 21654.83194 -Senegal 1952 2755589 Africa 37.278 1450.356983 -Senegal 1957 3054547 Africa 39.329 1567.653006 -Senegal 1962 3430243 Africa 41.454 1654.988723 -Senegal 1967 3965841 Africa 43.563 1612.404632 -Senegal 1972 4588696 Africa 45.815 1597.712056 -Senegal 1977 5260855 Africa 48.879 1561.769116 -Senegal 1982 6147783 Africa 52.379 1518.479984 -Senegal 1987 7171347 Africa 55.769 1441.72072 -Senegal 1992 8307920 Africa 58.196 1367.899369 -Senegal 1997 9535314 Africa 60.187 1392.368347 -Senegal 2002 10870037 Africa 61.6 1519.635262 -Senegal 2007 12267493 Africa 63.062 1712.472136 -Serbia 1952 6860147 Europe 57.996 3581.459448 -Serbia 1957 7271135 Europe 61.685 4981.090891 -Serbia 1962 7616060 Europe 64.531 6289.629157 -Serbia 1967 7971222 Europe 66.914 7991.707066 -Serbia 1972 8313288 Europe 68.7 10522.06749 -Serbia 1977 8686367 Europe 70.3 12980.66956 -Serbia 1982 9032824 Europe 70.162 15181.0927 -Serbia 1987 9230783 Europe 71.218 15870.87851 -Serbia 1992 9826397 Europe 71.659 9325.068238 -Serbia 1997 10336594 Europe 72.232 7914.320304 -Serbia 2002 10111559 Europe 73.213 7236.075251 -Serbia 2007 10150265 Europe 74.002 9786.534714 -Sierra Leone 1952 2143249 Africa 30.331 879.7877358 -Sierra Leone 1957 2295678 Africa 31.57 1004.484437 -Sierra Leone 1962 2467895 Africa 32.767 1116.639877 -Sierra Leone 1967 2662190 Africa 34.113 1206.043465 -Sierra Leone 1972 2879013 Africa 35.4 1353.759762 -Sierra Leone 1977 3140897 Africa 36.788 1348.285159 -Sierra Leone 1982 3464522 Africa 38.445 1465.010784 -Sierra Leone 1987 3868905 Africa 40.006 1294.447788 -Sierra Leone 1992 4260884 Africa 38.333 1068.696278 -Sierra Leone 1997 4578212 Africa 39.897 574.6481576 -Sierra Leone 2002 5359092 Africa 41.012 699.489713 -Sierra Leone 2007 6144562 Africa 42.568 862.5407561 -Singapore 1952 1127000 Asia 60.396 2315.138227 -Singapore 1957 1445929 Asia 63.179 2843.104409 -Singapore 1962 1750200 Asia 65.798 3674.735572 -Singapore 1967 1977600 Asia 67.946 4977.41854 -Singapore 1972 2152400 Asia 69.521 8597.756202 -Singapore 1977 2325300 Asia 70.795 11210.08948 -Singapore 1982 2651869 Asia 71.76 15169.16112 -Singapore 1987 2794552 Asia 73.56 18861.53081 -Singapore 1992 3235865 Asia 75.788 24769.8912 -Singapore 1997 3802309 Asia 77.158 33519.4766 -Singapore 2002 4197776 Asia 78.77 36023.1054 -Singapore 2007 4553009 Asia 79.972 47143.17964 -Slovak Republic 1952 3558137 Europe 64.36 5074.659104 -Slovak Republic 1957 3844277 Europe 67.45 6093.26298 -Slovak Republic 1962 4237384 Europe 70.33 7481.107598 -Slovak Republic 1967 4442238 Europe 70.98 8412.902397 -Slovak Republic 1972 4593433 Europe 70.35 9674.167626 -Slovak Republic 1977 4827803 Europe 70.45 10922.66404 -Slovak Republic 1982 5048043 Europe 70.8 11348.54585 -Slovak Republic 1987 5199318 Europe 71.08 12037.26758 -Slovak Republic 1992 5302888 Europe 71.38 9498.467723 -Slovak Republic 1997 5383010 Europe 72.71 12126.23065 -Slovak Republic 2002 5410052 Europe 73.8 13638.77837 -Slovak Republic 2007 5447502 Europe 74.663 18678.31435 -Slovenia 1952 1489518 Europe 65.57 4215.041741 -Slovenia 1957 1533070 Europe 67.85 5862.276629 -Slovenia 1962 1582962 Europe 69.15 7402.303395 -Slovenia 1967 1646912 Europe 69.18 9405.489397 -Slovenia 1972 1694510 Europe 69.82 12383.4862 -Slovenia 1977 1746919 Europe 70.97 15277.03017 -Slovenia 1982 1861252 Europe 71.063 17866.72175 -Slovenia 1987 1945870 Europe 72.25 18678.53492 -Slovenia 1992 1999210 Europe 73.64 14214.71681 -Slovenia 1997 2011612 Europe 75.13 17161.10735 -Slovenia 2002 2011497 Europe 76.66 20660.01936 -Slovenia 2007 2009245 Europe 77.926 25768.25759 -Somalia 1952 2526994 Africa 32.978 1135.749842 -Somalia 1957 2780415 Africa 34.977 1258.147413 -Somalia 1962 3080153 Africa 36.981 1369.488336 -Somalia 1967 3428839 Africa 38.977 1284.73318 -Somalia 1972 3840161 Africa 40.973 1254.576127 -Somalia 1977 4353666 Africa 41.974 1450.992513 -Somalia 1982 5828892 Africa 42.955 1176.807031 -Somalia 1987 6921858 Africa 44.501 1093.244963 -Somalia 1992 6099799 Africa 39.658 926.9602964 -Somalia 1997 6633514 Africa 43.795 930.5964284 -Somalia 2002 7753310 Africa 45.936 882.0818218 -Somalia 2007 9118773 Africa 48.159 926.1410683 -South Africa 1952 14264935 Africa 45.009 4725.295531 -South Africa 1957 16151549 Africa 47.985 5487.104219 -South Africa 1962 18356657 Africa 49.951 5768.729717 -South Africa 1967 20997321 Africa 51.927 7114.477971 -South Africa 1972 23935810 Africa 53.696 7765.962636 -South Africa 1977 27129932 Africa 55.527 8028.651439 -South Africa 1982 31140029 Africa 58.161 8568.266228 -South Africa 1987 35933379 Africa 60.834 7825.823398 -South Africa 1992 39964159 Africa 61.888 7225.069258 -South Africa 1997 42835005 Africa 60.236 7479.188244 -South Africa 2002 44433622 Africa 53.365 7710.946444 -South Africa 2007 43997828 Africa 49.339 9269.657808 -Spain 1952 28549870 Europe 64.94 3834.034742 -Spain 1957 29841614 Europe 66.66 4564.80241 -Spain 1962 31158061 Europe 69.69 5693.843879 -Spain 1967 32850275 Europe 71.44 7993.512294 -Spain 1972 34513161 Europe 73.06 10638.75131 -Spain 1977 36439000 Europe 74.39 13236.92117 -Spain 1982 37983310 Europe 76.3 13926.16997 -Spain 1987 38880702 Europe 76.9 15764.98313 -Spain 1992 39549438 Europe 77.57 18603.06452 -Spain 1997 39855442 Europe 78.77 20445.29896 -Spain 2002 40152517 Europe 79.78 24835.47166 -Spain 2007 40448191 Europe 80.941 28821.0637 -Sri Lanka 1952 7982342 Asia 57.593 1083.53203 -Sri Lanka 1957 9128546 Asia 61.456 1072.546602 -Sri Lanka 1962 10421936 Asia 62.192 1074.47196 -Sri Lanka 1967 11737396 Asia 64.266 1135.514326 -Sri Lanka 1972 13016733 Asia 65.042 1213.39553 -Sri Lanka 1977 14116836 Asia 65.949 1348.775651 -Sri Lanka 1982 15410151 Asia 68.757 1648.079789 -Sri Lanka 1987 16495304 Asia 69.011 1876.766827 -Sri Lanka 1992 17587060 Asia 70.379 2153.739222 -Sri Lanka 1997 18698655 Asia 70.457 2664.477257 -Sri Lanka 2002 19576783 Asia 70.815 3015.378833 -Sri Lanka 2007 20378239 Asia 72.396 3970.095407 -Sudan 1952 8504667 Africa 38.635 1615.991129 -Sudan 1957 9753392 Africa 39.624 1770.337074 -Sudan 1962 11183227 Africa 40.87 1959.593767 -Sudan 1967 12716129 Africa 42.858 1687.997641 -Sudan 1972 14597019 Africa 45.083 1659.652775 -Sudan 1977 17104986 Africa 47.8 2202.988423 -Sudan 1982 20367053 Africa 50.338 1895.544073 -Sudan 1987 24725960 Africa 51.744 1507.819159 -Sudan 1992 28227588 Africa 53.556 1492.197043 -Sudan 1997 32160729 Africa 55.373 1632.210764 -Sudan 2002 37090298 Africa 56.369 1993.398314 -Sudan 2007 42292929 Africa 58.556 2602.394995 -Swaziland 1952 290243 Africa 41.407 1148.376626 -Swaziland 1957 326741 Africa 43.424 1244.708364 -Swaziland 1962 370006 Africa 44.992 1856.182125 -Swaziland 1967 420690 Africa 46.633 2613.101665 -Swaziland 1972 480105 Africa 49.552 3364.836625 -Swaziland 1977 551425 Africa 52.537 3781.410618 -Swaziland 1982 649901 Africa 55.561 3895.384018 -Swaziland 1987 779348 Africa 57.678 3984.839812 -Swaziland 1992 962344 Africa 58.474 3553.0224 -Swaziland 1997 1054486 Africa 54.289 3876.76846 -Swaziland 2002 1130269 Africa 43.869 4128.116943 -Swaziland 2007 1133066 Africa 39.613 4513.480643 -Sweden 1952 7124673 Europe 71.86 8527.844662 -Sweden 1957 7363802 Europe 72.49 9911.878226 -Sweden 1962 7561588 Europe 73.37 12329.44192 -Sweden 1967 7867931 Europe 74.16 15258.29697 -Sweden 1972 8122293 Europe 74.72 17832.02464 -Sweden 1977 8251648 Europe 75.44 18855.72521 -Sweden 1982 8325260 Europe 76.42 20667.38125 -Sweden 1987 8421403 Europe 77.19 23586.92927 -Sweden 1992 8718867 Europe 78.16 23880.01683 -Sweden 1997 8897619 Europe 79.39 25266.59499 -Sweden 2002 8954175 Europe 80.04 29341.63093 -Sweden 2007 9031088 Europe 80.884 33859.74835 -Switzerland 1952 4815000 Europe 69.62 14734.23275 -Switzerland 1957 5126000 Europe 70.56 17909.48973 -Switzerland 1962 5666000 Europe 71.32 20431.0927 -Switzerland 1967 6063000 Europe 72.77 22966.14432 -Switzerland 1972 6401400 Europe 73.78 27195.11304 -Switzerland 1977 6316424 Europe 75.39 26982.29052 -Switzerland 1982 6468126 Europe 76.21 28397.71512 -Switzerland 1987 6649942 Europe 77.41 30281.70459 -Switzerland 1992 6995447 Europe 78.03 31871.5303 -Switzerland 1997 7193761 Europe 79.37 32135.32301 -Switzerland 2002 7361757 Europe 80.62 34480.95771 -Switzerland 2007 7554661 Europe 81.701 37506.41907 -Syria 1952 3661549 Asia 45.883 1643.485354 -Syria 1957 4149908 Asia 48.284 2117.234893 -Syria 1962 4834621 Asia 50.305 2193.037133 -Syria 1967 5680812 Asia 53.655 1881.923632 -Syria 1972 6701172 Asia 57.296 2571.423014 -Syria 1977 7932503 Asia 61.195 3195.484582 -Syria 1982 9410494 Asia 64.59 3761.837715 -Syria 1987 11242847 Asia 66.974 3116.774285 -Syria 1992 13219062 Asia 69.249 3340.542768 -Syria 1997 15081016 Asia 71.527 4014.238972 -Syria 2002 17155814 Asia 73.053 4090.925331 -Syria 2007 19314747 Asia 74.143 4184.548089 -Taiwan 1952 8550362 Asia 58.5 1206.947913 -Taiwan 1957 10164215 Asia 62.4 1507.86129 -Taiwan 1962 11918938 Asia 65.2 1822.879028 -Taiwan 1967 13648692 Asia 67.5 2643.858681 -Taiwan 1972 15226039 Asia 69.39 4062.523897 -Taiwan 1977 16785196 Asia 70.59 5596.519826 -Taiwan 1982 18501390 Asia 72.16 7426.354774 -Taiwan 1987 19757799 Asia 73.4 11054.56175 -Taiwan 1992 20686918 Asia 74.26 15215.6579 -Taiwan 1997 21628605 Asia 75.25 20206.82098 -Taiwan 2002 22454239 Asia 76.99 23235.42329 -Taiwan 2007 23174294 Asia 78.4 28718.27684 -Tanzania 1952 8322925 Africa 41.215 716.6500721 -Tanzania 1957 9452826 Africa 42.974 698.5356073 -Tanzania 1962 10863958 Africa 44.246 722.0038073 -Tanzania 1967 12607312 Africa 45.757 848.2186575 -Tanzania 1972 14706593 Africa 47.62 915.9850592 -Tanzania 1977 17129565 Africa 49.919 962.4922932 -Tanzania 1982 19844382 Africa 50.608 874.2426069 -Tanzania 1987 23040630 Africa 51.535 831.8220794 -Tanzania 1992 26605473 Africa 50.44 825.682454 -Tanzania 1997 30686889 Africa 48.466 789.1862231 -Tanzania 2002 34593779 Africa 49.651 899.0742111 -Tanzania 2007 38139640 Africa 52.517 1107.482182 -Thailand 1952 21289402 Asia 50.848 757.7974177 -Thailand 1957 25041917 Asia 53.63 793.5774148 -Thailand 1962 29263397 Asia 56.061 1002.199172 -Thailand 1967 34024249 Asia 58.285 1295.46066 -Thailand 1972 39276153 Asia 60.405 1524.358936 -Thailand 1977 44148285 Asia 62.494 1961.224635 -Thailand 1982 48827160 Asia 64.597 2393.219781 -Thailand 1987 52910342 Asia 66.084 2982.653773 -Thailand 1992 56667095 Asia 67.298 4616.896545 -Thailand 1997 60216677 Asia 67.521 5852.625497 -Thailand 2002 62806748 Asia 68.564 5913.187529 -Thailand 2007 65068149 Asia 70.616 7458.396327 -Togo 1952 1219113 Africa 38.596 859.8086567 -Togo 1957 1357445 Africa 41.208 925.9083202 -Togo 1962 1528098 Africa 43.922 1067.53481 -Togo 1967 1735550 Africa 46.769 1477.59676 -Togo 1972 2056351 Africa 49.759 1649.660188 -Togo 1977 2308582 Africa 52.887 1532.776998 -Togo 1982 2644765 Africa 55.471 1344.577953 -Togo 1987 3154264 Africa 56.941 1202.201361 -Togo 1992 3747553 Africa 58.061 1034.298904 -Togo 1997 4320890 Africa 58.39 982.2869243 -Togo 2002 4977378 Africa 57.561 886.2205765 -Togo 2007 5701579 Africa 58.42 882.9699438 -Trinidad and Tobago 1952 662850 Americas 59.1 3023.271928 -Trinidad and Tobago 1957 764900 Americas 61.8 4100.3934 -Trinidad and Tobago 1962 887498 Americas 64.9 4997.523971 -Trinidad and Tobago 1967 960155 Americas 65.4 5621.368472 -Trinidad and Tobago 1972 975199 Americas 65.9 6619.551419 -Trinidad and Tobago 1977 1039009 Americas 68.3 7899.554209 -Trinidad and Tobago 1982 1116479 Americas 68.832 9119.528607 -Trinidad and Tobago 1987 1191336 Americas 69.582 7388.597823 -Trinidad and Tobago 1992 1183669 Americas 69.862 7370.990932 -Trinidad and Tobago 1997 1138101 Americas 69.465 8792.573126 -Trinidad and Tobago 2002 1101832 Americas 68.976 11460.60023 -Trinidad and Tobago 2007 1056608 Americas 69.819 18008.50924 -Tunisia 1952 3647735 Africa 44.6 1468.475631 -Tunisia 1957 3950849 Africa 47.1 1395.232468 -Tunisia 1962 4286552 Africa 49.579 1660.30321 -Tunisia 1967 4786986 Africa 52.053 1932.360167 -Tunisia 1972 5303507 Africa 55.602 2753.285994 -Tunisia 1977 6005061 Africa 59.837 3120.876811 -Tunisia 1982 6734098 Africa 64.048 3560.233174 -Tunisia 1987 7724976 Africa 66.894 3810.419296 -Tunisia 1992 8523077 Africa 70.001 4332.720164 -Tunisia 1997 9231669 Africa 71.973 4876.798614 -Tunisia 2002 9770575 Africa 73.042 5722.895655 -Tunisia 2007 10276158 Africa 73.923 7092.923025 -Turkey 1952 22235677 Europe 43.585 1969.10098 -Turkey 1957 25670939 Europe 48.079 2218.754257 -Turkey 1962 29788695 Europe 52.098 2322.869908 -Turkey 1967 33411317 Europe 54.336 2826.356387 -Turkey 1972 37492953 Europe 57.005 3450.69638 -Turkey 1977 42404033 Europe 59.507 4269.122326 -Turkey 1982 47328791 Europe 61.036 4241.356344 -Turkey 1987 52881328 Europe 63.108 5089.043686 -Turkey 1992 58179144 Europe 66.146 5678.348271 -Turkey 1997 63047647 Europe 68.835 6601.429915 -Turkey 2002 67308928 Europe 70.845 6508.085718 -Turkey 2007 71158647 Europe 71.777 8458.276384 -Uganda 1952 5824797 Africa 39.978 734.753484 -Uganda 1957 6675501 Africa 42.571 774.3710692 -Uganda 1962 7688797 Africa 45.344 767.2717398 -Uganda 1967 8900294 Africa 48.051 908.9185217 -Uganda 1972 10190285 Africa 51.016 950.735869 -Uganda 1977 11457758 Africa 50.35 843.7331372 -Uganda 1982 12939400 Africa 49.849 682.2662268 -Uganda 1987 15283050 Africa 51.509 617.7244065 -Uganda 1992 18252190 Africa 48.825 644.1707969 -Uganda 1997 21210254 Africa 44.578 816.559081 -Uganda 2002 24739869 Africa 47.813 927.7210018 -Uganda 2007 29170398 Africa 51.542 1056.380121 -United Kingdom 1952 50430000 Europe 69.18 9979.508487 -United Kingdom 1957 51430000 Europe 70.42 11283.17795 -United Kingdom 1962 53292000 Europe 70.76 12477.17707 -United Kingdom 1967 54959000 Europe 71.36 14142.85089 -United Kingdom 1972 56079000 Europe 72.01 15895.11641 -United Kingdom 1977 56179000 Europe 72.76 17428.74846 -United Kingdom 1982 56339704 Europe 74.04 18232.42452 -United Kingdom 1987 56981620 Europe 75.007 21664.78767 -United Kingdom 1992 57866349 Europe 76.42 22705.09254 -United Kingdom 1997 58808266 Europe 77.218 26074.53136 -United Kingdom 2002 59912431 Europe 78.471 29478.99919 -United Kingdom 2007 60776238 Europe 79.425 33203.26128 -United States 1952 157553000 Americas 68.44 13990.48208 -United States 1957 171984000 Americas 69.49 14847.12712 -United States 1962 186538000 Americas 70.21 16173.14586 -United States 1967 198712000 Americas 70.76 19530.36557 -United States 1972 209896000 Americas 71.34 21806.03594 -United States 1977 220239000 Americas 73.38 24072.63213 -United States 1982 232187835 Americas 74.65 25009.55914 -United States 1987 242803533 Americas 75.02 29884.35041 -United States 1992 256894189 Americas 76.09 32003.93224 -United States 1997 272911760 Americas 76.81 35767.43303 -United States 2002 287675526 Americas 77.31 39097.09955 -United States 2007 301139947 Americas 78.242 42951.65309 -Uruguay 1952 2252965 Americas 66.071 5716.766744 -Uruguay 1957 2424959 Americas 67.044 6150.772969 -Uruguay 1962 2598466 Americas 68.253 5603.357717 -Uruguay 1967 2748579 Americas 68.468 5444.61962 -Uruguay 1972 2829526 Americas 68.673 5703.408898 -Uruguay 1977 2873520 Americas 69.481 6504.339663 -Uruguay 1982 2953997 Americas 70.805 6920.223051 -Uruguay 1987 3045153 Americas 71.918 7452.398969 -Uruguay 1992 3149262 Americas 72.752 8137.004775 -Uruguay 1997 3262838 Americas 74.223 9230.240708 -Uruguay 2002 3363085 Americas 75.307 7727.002004 -Uruguay 2007 3447496 Americas 76.384 10611.46299 -Venezuela 1952 5439568 Americas 55.088 7689.799761 -Venezuela 1957 6702668 Americas 57.907 9802.466526 -Venezuela 1962 8143375 Americas 60.77 8422.974165 -Venezuela 1967 9709552 Americas 63.479 9541.474188 -Venezuela 1972 11515649 Americas 65.712 10505.25966 -Venezuela 1977 13503563 Americas 67.456 13143.95095 -Venezuela 1982 15620766 Americas 68.557 11152.41011 -Venezuela 1987 17910182 Americas 70.19 9883.584648 -Venezuela 1992 20265563 Americas 71.15 10733.92631 -Venezuela 1997 22374398 Americas 72.146 10165.49518 -Venezuela 2002 24287670 Americas 72.766 8605.047831 -Venezuela 2007 26084662 Americas 73.747 11415.80569 -Vietnam 1952 26246839 Asia 40.412 605.0664917 -Vietnam 1957 28998543 Asia 42.887 676.2854478 -Vietnam 1962 33796140 Asia 45.363 772.0491602 -Vietnam 1967 39463910 Asia 47.838 637.1232887 -Vietnam 1972 44655014 Asia 50.254 699.5016441 -Vietnam 1977 50533506 Asia 55.764 713.5371196 -Vietnam 1982 56142181 Asia 58.816 707.2357863 -Vietnam 1987 62826491 Asia 62.82 820.7994449 -Vietnam 1992 69940728 Asia 67.662 989.0231487 -Vietnam 1997 76048996 Asia 70.672 1385.896769 -Vietnam 2002 80908147 Asia 73.017 1764.456677 -Vietnam 2007 85262356 Asia 74.249 2441.576404 -West Bank and Gaza 1952 1030585 Asia 43.16 1515.592329 -West Bank and Gaza 1957 1070439 Asia 45.671 1827.067742 -West Bank and Gaza 1962 1133134 Asia 48.127 2198.956312 -West Bank and Gaza 1967 1142636 Asia 51.631 2649.715007 -West Bank and Gaza 1972 1089572 Asia 56.532 3133.409277 -West Bank and Gaza 1977 1261091 Asia 60.765 3682.831494 -West Bank and Gaza 1982 1425876 Asia 64.406 4336.032082 -West Bank and Gaza 1987 1691210 Asia 67.046 5107.197384 -West Bank and Gaza 1992 2104779 Asia 69.718 6017.654756 -West Bank and Gaza 1997 2826046 Asia 71.096 7110.667619 -West Bank and Gaza 2002 3389578 Asia 72.37 4515.487575 -West Bank and Gaza 2007 4018332 Asia 73.422 3025.349798 -Yemen, Rep. 1952 4963829 Asia 32.548 781.7175761 -Yemen, Rep. 1957 5498090 Asia 33.97 804.8304547 -Yemen, Rep. 1962 6120081 Asia 35.18 825.6232006 -Yemen, Rep. 1967 6740785 Asia 36.984 862.4421463 -Yemen, Rep. 1972 7407075 Asia 39.848 1265.047031 -Yemen, Rep. 1977 8403990 Asia 44.175 1829.765177 -Yemen, Rep. 1982 9657618 Asia 49.113 1977.55701 -Yemen, Rep. 1987 11219340 Asia 52.922 1971.741538 -Yemen, Rep. 1992 13367997 Asia 55.599 1879.496673 -Yemen, Rep. 1997 15826497 Asia 58.02 2117.484526 -Yemen, Rep. 2002 18701257 Asia 60.308 2234.820827 -Yemen, Rep. 2007 22211743 Asia 62.698 2280.769906 -Zambia 1952 2672000 Africa 42.038 1147.388831 -Zambia 1957 3016000 Africa 44.077 1311.956766 -Zambia 1962 3421000 Africa 46.023 1452.725766 -Zambia 1967 3900000 Africa 47.768 1777.077318 -Zambia 1972 4506497 Africa 50.107 1773.498265 -Zambia 1977 5216550 Africa 51.386 1588.688299 -Zambia 1982 6100407 Africa 51.821 1408.678565 -Zambia 1987 7272406 Africa 50.821 1213.315116 -Zambia 1992 8381163 Africa 46.1 1210.884633 -Zambia 1997 9417789 Africa 40.238 1071.353818 -Zambia 2002 10595811 Africa 39.193 1071.613938 -Zambia 2007 11746035 Africa 42.384 1271.211593 -Zimbabwe 1952 3080907 Africa 48.451 406.8841148 -Zimbabwe 1957 3646340 Africa 50.469 518.7642681 -Zimbabwe 1962 4277736 Africa 52.358 527.2721818 -Zimbabwe 1967 4995432 Africa 53.995 569.7950712 -Zimbabwe 1972 5861135 Africa 55.635 799.3621758 -Zimbabwe 1977 6642107 Africa 57.674 685.5876821 -Zimbabwe 1982 7636524 Africa 60.363 788.8550411 -Zimbabwe 1987 9216418 Africa 62.351 706.1573059 -Zimbabwe 1992 10704340 Africa 60.377 693.4207856 -Zimbabwe 1997 11404948 Africa 46.809 792.4499603 -Zimbabwe 2002 11926563 Africa 39.989 672.0386227 -Zimbabwe 2007 12311143 Africa 43.487 469.7092981 +country, year, pop, continent, lifeExp, gdpPercap +Afghanistan, 1952, 8425333, Asia, 28.801, 779.4453145 +Afghanistan, 1957, 9240934, Asia, 30.332, 820.8530296 +Afghanistan, 1962, 10267083, Asia, 31.997, 853.10071 +Afghanistan, 1967, 11537966, Asia, 34.02, 836.1971382 +Afghanistan, 1972, 13079460, Asia, 36.088, 739.9811058 +Afghanistan, 1977, 14880372, Asia, 38.438, 786.11336 +Afghanistan, 1982, 12881816, Asia, 39.854, 978.0114388 +Afghanistan, 1987, 13867957, Asia, 40.822, 852.3959448 +Afghanistan, 1992, 16317921, Asia, 41.674, 649.3413952 +Afghanistan, 1997, 22227415, Asia, 41.763, 635.341351 +Afghanistan, 2002, 25268405, Asia, 42.129, 726.7340548 +Afghanistan, 2007, 31889923, Asia, 43.828, 974.5803384 +Albania, 1952, 1282697, Europe, 55.23, 1601.056136 +Albania, 1957, 1476505, Europe, 59.28, 1942.284244 +Albania, 1962, 1728137, Europe, 64.82, 2312.888958 +Albania, 1967, 1984060, Europe, 66.22, 2760.196931 +Albania, 1972, 2263554, Europe, 67.69, 3313.422188 +Albania, 1977, 2509048, Europe, 68.93, 3533.00391 +Albania, 1982, 2780097, Europe, 70.42, 3630.880722 +Albania, 1987, 3075321, Europe, 72, 3738.932735 +Albania, 1992, 3326498, Europe, 71.581, 2497.437901 +Albania, 1997, 3428038, Europe, 72.95, 3193.054604 +Albania, 2002, 3508512, Europe, 75.651, 4604.211737 +Albania, 2007, 3600523, Europe, 76.423, 5937.029526 +Algeria, 1952, 9279525, Africa, 43.077, 2449.008185 +Algeria, 1957, 10270856, Africa, 45.685, 3013.976023 +Algeria, 1962, 11000948, Africa, 48.303, 2550.81688 +Algeria, 1967, 12760499, Africa, 51.407, 3246.991771 +Algeria, 1972, 14760787, Africa, 54.518, 4182.663766 +Algeria, 1977, 17152804, Africa, 58.014, 4910.416756 +Algeria, 1982, 20033753, Africa, 61.368, 5745.160213 +Algeria, 1987, 23254956, Africa, 65.799, 5681.358539 +Algeria, 1992, 26298373, Africa, 67.744, 5023.216647 +Algeria, 1997, 29072015, Africa, 69.152, 4797.295051 +Algeria, 2002, 31287142, Africa, 70.994, 5288.040382 +Algeria, 2007, 33333216, Africa, 72.301, 6223.367465 +Angola, 1952, 4232095, Africa, 30.015, 3520.610273 +Angola, 1957, 4561361, Africa, 31.999, 3827.940465 +Angola, 1962, 4826015, Africa, 34, 4269.276742 +Angola, 1967, 5247469, Africa, 35.985, 5522.776375 +Angola, 1972, 5894858, Africa, 37.928, 5473.288005 +Angola, 1977, 6162675, Africa, 39.483, 3008.647355 +Angola, 1982, 7016384, Africa, 39.942, 2756.953672 +Angola, 1987, 7874230, Africa, 39.906, 2430.208311 +Angola, 1992, 8735988, Africa, 40.647, 2627.845685 +Angola, 1997, 9875024, Africa, 40.963, 2277.140884 +Angola, 2002, 10866106, Africa, 41.003, 2773.287312 +Angola, 2007, 12420476, Africa, 42.731, 4797.231267 +Argentina, 1952, 17876956, Americas, 62.485, 5911.315053 +Argentina, 1957, 19610538, Americas, 64.399, 6856.856212 +Argentina, 1962, 21283783, Americas, 65.142, 7133.166023 +Argentina, 1967, 22934225, Americas, 65.634, 8052.953021 +Argentina, 1972, 24779799, Americas, 67.065, 9443.038526 +Argentina, 1977, 26983828, Americas, 68.481, 10079.02674 +Argentina, 1982, 29341374, Americas, 69.942, 8997.897412 +Argentina, 1987, 31620918, Americas, 70.774, 9139.671389 +Argentina, 1992, 33958947, Americas, 71.868, 9308.41871 +Argentina, 1997, 36203463, Americas, 73.275, 10967.28195 +Argentina, 2002, 38331121, Americas, 74.34, 8797.640716 +Argentina, 2007, 40301927, Americas, 75.32, 12779.37964 +Australia, 1952, 8691212, Oceania, 69.12, 10039.59564 +Australia, 1957, 9712569, Oceania, 70.33, 10949.64959 +Australia, 1962, 10794968, Oceania, 70.93, 12217.22686 +Australia, 1967, 11872264, Oceania, 71.1, 14526.12465 +Australia, 1972, 13177000, Oceania, 71.93, 16788.62948 +Australia, 1977, 14074100, Oceania, 73.49, 18334.19751 +Australia, 1982, 15184200, Oceania, 74.74, 19477.00928 +Australia, 1987, 16257249, Oceania, 76.32, 21888.88903 +Australia, 1992, 17481977, Oceania, 77.56, 23424.76683 +Australia, 1997, 18565243, Oceania, 78.83, 26997.93657 +Australia, 2002, 19546792, Oceania, 80.37, 30687.75473 +Australia, 2007, 20434176, Oceania, 81.235, 34435.36744 +Austria, 1952, 6927772, Europe, 66.8, 6137.076492 +Austria, 1957, 6965860, Europe, 67.48, 8842.59803 +Austria, 1962, 7129864, Europe, 69.54, 10750.72111 +Austria, 1967, 7376998, Europe, 70.14, 12834.6024 +Austria, 1972, 7544201, Europe, 70.63, 16661.6256 +Austria, 1977, 7568430, Europe, 72.17, 19749.4223 +Austria, 1982, 7574613, Europe, 73.18, 21597.08362 +Austria, 1987, 7578903, Europe, 74.94, 23687.82607 +Austria, 1992, 7914969, Europe, 76.04, 27042.01868 +Austria, 1997, 8069876, Europe, 77.51, 29095.92066 +Austria, 2002, 8148312, Europe, 78.98, 32417.60769 +Austria, 2007, 8199783, Europe, 79.829, 36126.4927 +Bahrain, 1952, 120447, Asia, 50.939, 9867.084765 +Bahrain, 1957, 138655, Asia, 53.832, 11635.79945 +Bahrain, 1962, 171863, Asia, 56.923, 12753.27514 +Bahrain, 1967, 202182, Asia, 59.923, 14804.6727 +Bahrain, 1972, 230800, Asia, 63.3, 18268.65839 +Bahrain, 1977, 297410, Asia, 65.593, 19340.10196 +Bahrain, 1982, 377967, Asia, 69.052, 19211.14731 +Bahrain, 1987, 454612, Asia, 70.75, 18524.02406 +Bahrain, 1992, 529491, Asia, 72.601, 19035.57917 +Bahrain, 1997, 598561, Asia, 73.925, 20292.01679 +Bahrain, 2002, 656397, Asia, 74.795, 23403.55927 +Bahrain, 2007, 708573, Asia, 75.635, 29796.04834 +Bangladesh, 1952, 46886859, Asia, 37.484, 684.2441716 +Bangladesh, 1957, 51365468, Asia, 39.348, 661.6374577 +Bangladesh, 1962, 56839289, Asia, 41.216, 686.3415538 +Bangladesh, 1967, 62821884, Asia, 43.453, 721.1860862 +Bangladesh, 1972, 70759295, Asia, 45.252, 630.2336265 +Bangladesh, 1977, 80428306, Asia, 46.923, 659.8772322 +Bangladesh, 1982, 93074406, Asia, 50.009, 676.9818656 +Bangladesh, 1987, 103764241, Asia, 52.819, 751.9794035 +Bangladesh, 1992, 113704579, Asia, 56.018, 837.8101643 +Bangladesh, 1997, 123315288, Asia, 59.412, 972.7700352 +Bangladesh, 2002, 135656790, Asia, 62.013, 1136.39043 +Bangladesh, 2007, 150448339, Asia, 64.062, 1391.253792 +Belgium, 1952, 8730405, Europe, 68, 8343.105127 +Belgium, 1957, 8989111, Europe, 69.24, 9714.960623 +Belgium, 1962, 9218400, Europe, 70.25, 10991.20676 +Belgium, 1967, 9556500, Europe, 70.94, 13149.04119 +Belgium, 1972, 9709100, Europe, 71.44, 16672.14356 +Belgium, 1977, 9821800, Europe, 72.8, 19117.97448 +Belgium, 1982, 9856303, Europe, 73.93, 20979.84589 +Belgium, 1987, 9870200, Europe, 75.35, 22525.56308 +Belgium, 1992, 10045622, Europe, 76.46, 25575.57069 +Belgium, 1997, 10199787, Europe, 77.53, 27561.19663 +Belgium, 2002, 10311970, Europe, 78.32, 30485.88375 +Belgium, 2007, 10392226, Europe, 79.441, 33692.60508 +Benin, 1952, 1738315, Africa, 38.223, 1062.7522 +Benin, 1957, 1925173, Africa, 40.358, 959.6010805 +Benin, 1962, 2151895, Africa, 42.618, 949.4990641 +Benin, 1967, 2427334, Africa, 44.885, 1035.831411 +Benin, 1972, 2761407, Africa, 47.014, 1085.796879 +Benin, 1977, 3168267, Africa, 49.19, 1029.161251 +Benin, 1982, 3641603, Africa, 50.904, 1277.897616 +Benin, 1987, 4243788, Africa, 52.337, 1225.85601 +Benin, 1992, 4981671, Africa, 53.919, 1191.207681 +Benin, 1997, 6066080, Africa, 54.777, 1232.975292 +Benin, 2002, 7026113, Africa, 54.406, 1372.877931 +Benin, 2007, 8078314, Africa, 56.728, 1441.284873 +Bolivia, 1952, 2883315, Americas, 40.414, 2677.326347 +Bolivia, 1957, 3211738, Americas, 41.89, 2127.686326 +Bolivia, 1962, 3593918, Americas, 43.428, 2180.972546 +Bolivia, 1967, 4040665, Americas, 45.032, 2586.886053 +Bolivia, 1972, 4565872, Americas, 46.714, 2980.331339 +Bolivia, 1977, 5079716, Americas, 50.023, 3548.097832 +Bolivia, 1982, 5642224, Americas, 53.859, 3156.510452 +Bolivia, 1987, 6156369, Americas, 57.251, 2753.69149 +Bolivia, 1992, 6893451, Americas, 59.957, 2961.699694 +Bolivia, 1997, 7693188, Americas, 62.05, 3326.143191 +Bolivia, 2002, 8445134, Americas, 63.883, 3413.26269 +Bolivia, 2007, 9119152, Americas, 65.554, 3822.137084 +Bosnia and Herzegovina, 1952, 2791000, Europe, 53.82, 973.5331948 +Bosnia and Herzegovina, 1957, 3076000, Europe, 58.45, 1353.989176 +Bosnia and Herzegovina, 1962, 3349000, Europe, 61.93, 1709.683679 +Bosnia and Herzegovina, 1967, 3585000, Europe, 64.79, 2172.352423 +Bosnia and Herzegovina, 1972, 3819000, Europe, 67.45, 2860.16975 +Bosnia and Herzegovina, 1977, 4086000, Europe, 69.86, 3528.481305 +Bosnia and Herzegovina, 1982, 4172693, Europe, 70.69, 4126.613157 +Bosnia and Herzegovina, 1987, 4338977, Europe, 71.14, 4314.114757 +Bosnia and Herzegovina, 1992, 4256013, Europe, 72.178, 2546.781445 +Bosnia and Herzegovina, 1997, 3607000, Europe, 73.244, 4766.355904 +Bosnia and Herzegovina, 2002, 4165416, Europe, 74.09, 6018.975239 +Bosnia and Herzegovina, 2007, 4552198, Europe, 74.852, 7446.298803 +Botswana, 1952, 442308, Africa, 47.622, 851.2411407 +Botswana, 1957, 474639, Africa, 49.618, 918.2325349 +Botswana, 1962, 512764, Africa, 51.52, 983.6539764 +Botswana, 1967, 553541, Africa, 53.298, 1214.709294 +Botswana, 1972, 619351, Africa, 56.024, 2263.611114 +Botswana, 1977, 781472, Africa, 59.319, 3214.857818 +Botswana, 1982, 970347, Africa, 61.484, 4551.14215 +Botswana, 1987, 1151184, Africa, 63.622, 6205.88385 +Botswana, 1992, 1342614, Africa, 62.745, 7954.111645 +Botswana, 1997, 1536536, Africa, 52.556, 8647.142313 +Botswana, 2002, 1630347, Africa, 46.634, 11003.60508 +Botswana, 2007, 1639131, Africa, 50.728, 12569.85177 +Brazil, 1952, 56602560, Americas, 50.917, 2108.944355 +Brazil, 1957, 65551171, Americas, 53.285, 2487.365989 +Brazil, 1962, 76039390, Americas, 55.665, 3336.585802 +Brazil, 1967, 88049823, Americas, 57.632, 3429.864357 +Brazil, 1972, 100840058, Americas, 59.504, 4985.711467 +Brazil, 1977, 114313951, Americas, 61.489, 6660.118654 +Brazil, 1982, 128962939, Americas, 63.336, 7030.835878 +Brazil, 1987, 142938076, Americas, 65.205, 7807.095818 +Brazil, 1992, 155975974, Americas, 67.057, 6950.283021 +Brazil, 1997, 168546719, Americas, 69.388, 7957.980824 +Brazil, 2002, 179914212, Americas, 71.006, 8131.212843 +Brazil, 2007, 190010647, Americas, 72.39, 9065.800825 +Bulgaria, 1952, 7274900, Europe, 59.6, 2444.286648 +Bulgaria, 1957, 7651254, Europe, 66.61, 3008.670727 +Bulgaria, 1962, 8012946, Europe, 69.51, 4254.337839 +Bulgaria, 1967, 8310226, Europe, 70.42, 5577.0028 +Bulgaria, 1972, 8576200, Europe, 70.9, 6597.494398 +Bulgaria, 1977, 8797022, Europe, 70.81, 7612.240438 +Bulgaria, 1982, 8892098, Europe, 71.08, 8224.191647 +Bulgaria, 1987, 8971958, Europe, 71.34, 8239.854824 +Bulgaria, 1992, 8658506, Europe, 71.19, 6302.623438 +Bulgaria, 1997, 8066057, Europe, 70.32, 5970.38876 +Bulgaria, 2002, 7661799, Europe, 72.14, 7696.777725 +Bulgaria, 2007, 7322858, Europe, 73.005, 10680.79282 +Burkina Faso, 1952, 4469979, Africa, 31.975, 543.2552413 +Burkina Faso, 1957, 4713416, Africa, 34.906, 617.1834648 +Burkina Faso, 1962, 4919632, Africa, 37.814, 722.5120206 +Burkina Faso, 1967, 5127935, Africa, 40.697, 794.8265597 +Burkina Faso, 1972, 5433886, Africa, 43.591, 854.7359763 +Burkina Faso, 1977, 5889574, Africa, 46.137, 743.3870368 +Burkina Faso, 1982, 6634596, Africa, 48.122, 807.1985855 +Burkina Faso, 1987, 7586551, Africa, 49.557, 912.0631417 +Burkina Faso, 1992, 8878303, Africa, 50.26, 931.7527731 +Burkina Faso, 1997, 10352843, Africa, 50.324, 946.2949618 +Burkina Faso, 2002, 12251209, Africa, 50.65, 1037.645221 +Burkina Faso, 2007, 14326203, Africa, 52.295, 1217.032994 +Burundi, 1952, 2445618, Africa, 39.031, 339.2964587 +Burundi, 1957, 2667518, Africa, 40.533, 379.5646281 +Burundi, 1962, 2961915, Africa, 42.045, 355.2032273 +Burundi, 1967, 3330989, Africa, 43.548, 412.9775136 +Burundi, 1972, 3529983, Africa, 44.057, 464.0995039 +Burundi, 1977, 3834415, Africa, 45.91, 556.1032651 +Burundi, 1982, 4580410, Africa, 47.471, 559.603231 +Burundi, 1987, 5126023, Africa, 48.211, 621.8188189 +Burundi, 1992, 5809236, Africa, 44.736, 631.6998778 +Burundi, 1997, 6121610, Africa, 45.326, 463.1151478 +Burundi, 2002, 7021078, Africa, 47.36, 446.4035126 +Burundi, 2007, 8390505, Africa, 49.58, 430.0706916 +Cambodia, 1952, 4693836, Asia, 39.417, 368.4692856 +Cambodia, 1957, 5322536, Asia, 41.366, 434.0383364 +Cambodia, 1962, 6083619, Asia, 43.415, 496.9136476 +Cambodia, 1967, 6960067, Asia, 45.415, 523.4323142 +Cambodia, 1972, 7450606, Asia, 40.317, 421.6240257 +Cambodia, 1977, 6978607, Asia, 31.22, 524.9721832 +Cambodia, 1982, 7272485, Asia, 50.957, 624.4754784 +Cambodia, 1987, 8371791, Asia, 53.914, 683.8955732 +Cambodia, 1992, 10150094, Asia, 55.803, 682.3031755 +Cambodia, 1997, 11782962, Asia, 56.534, 734.28517 +Cambodia, 2002, 12926707, Asia, 56.752, 896.2260153 +Cambodia, 2007, 14131858, Asia, 59.723, 1713.778686 +Cameroon, 1952, 5009067, Africa, 38.523, 1172.667655 +Cameroon, 1957, 5359923, Africa, 40.428, 1313.048099 +Cameroon, 1962, 5793633, Africa, 42.643, 1399.607441 +Cameroon, 1967, 6335506, Africa, 44.799, 1508.453148 +Cameroon, 1972, 7021028, Africa, 47.049, 1684.146528 +Cameroon, 1977, 7959865, Africa, 49.355, 1783.432873 +Cameroon, 1982, 9250831, Africa, 52.961, 2367.983282 +Cameroon, 1987, 10780667, Africa, 54.985, 2602.664206 +Cameroon, 1992, 12467171, Africa, 54.314, 1793.163278 +Cameroon, 1997, 14195809, Africa, 52.199, 1694.337469 +Cameroon, 2002, 15929988, Africa, 49.856, 1934.011449 +Cameroon, 2007, 17696293, Africa, 50.43, 2042.09524 +Canada, 1952, 14785584, Americas, 68.75, 11367.16112 +Canada, 1957, 17010154, Americas, 69.96, 12489.95006 +Canada, 1962, 18985849, Americas, 71.3, 13462.48555 +Canada, 1967, 20819767, Americas, 72.13, 16076.58803 +Canada, 1972, 22284500, Americas, 72.88, 18970.57086 +Canada, 1977, 23796400, Americas, 74.21, 22090.88306 +Canada, 1982, 25201900, Americas, 75.76, 22898.79214 +Canada, 1987, 26549700, Americas, 76.86, 26626.51503 +Canada, 1992, 28523502, Americas, 77.95, 26342.88426 +Canada, 1997, 30305843, Americas, 78.61, 28954.92589 +Canada, 2002, 31902268, Americas, 79.77, 33328.96507 +Canada, 2007, 33390141, Americas, 80.653, 36319.23501 +Central African Republic, 1952, 1291695, Africa, 35.463, 1071.310713 +Central African Republic, 1957, 1392284, Africa, 37.464, 1190.844328 +Central African Republic, 1962, 1523478, Africa, 39.475, 1193.068753 +Central African Republic, 1967, 1733638, Africa, 41.478, 1136.056615 +Central African Republic, 1972, 1927260, Africa, 43.457, 1070.013275 +Central African Republic, 1977, 2167533, Africa, 46.775, 1109.374338 +Central African Republic, 1982, 2476971, Africa, 48.295, 956.7529907 +Central African Republic, 1987, 2840009, Africa, 50.485, 844.8763504 +Central African Republic, 1992, 3265124, Africa, 49.396, 747.9055252 +Central African Republic, 1997, 3696513, Africa, 46.066, 740.5063317 +Central African Republic, 2002, 4048013, Africa, 43.308, 738.6906068 +Central African Republic, 2007, 4369038, Africa, 44.741, 706.016537 +Chad, 1952, 2682462, Africa, 38.092, 1178.665927 +Chad, 1957, 2894855, Africa, 39.881, 1308.495577 +Chad, 1962, 3150417, Africa, 41.716, 1389.817618 +Chad, 1967, 3495967, Africa, 43.601, 1196.810565 +Chad, 1972, 3899068, Africa, 45.569, 1104.103987 +Chad, 1977, 4388260, Africa, 47.383, 1133.98495 +Chad, 1982, 4875118, Africa, 49.517, 797.9081006 +Chad, 1987, 5498955, Africa, 51.051, 952.386129 +Chad, 1992, 6429417, Africa, 51.724, 1058.0643 +Chad, 1997, 7562011, Africa, 51.573, 1004.961353 +Chad, 2002, 8835739, Africa, 50.525, 1156.18186 +Chad, 2007, 10238807, Africa, 50.651, 1704.063724 +Chile, 1952, 6377619, Americas, 54.745, 3939.978789 +Chile, 1957, 7048426, Americas, 56.074, 4315.622723 +Chile, 1962, 7961258, Americas, 57.924, 4519.094331 +Chile, 1967, 8858908, Americas, 60.523, 5106.654313 +Chile, 1972, 9717524, Americas, 63.441, 5494.024437 +Chile, 1977, 10599793, Americas, 67.052, 4756.763836 +Chile, 1982, 11487112, Americas, 70.565, 5095.665738 +Chile, 1987, 12463354, Americas, 72.492, 5547.063754 +Chile, 1992, 13572994, Americas, 74.126, 7596.125964 +Chile, 1997, 14599929, Americas, 75.816, 10118.05318 +Chile, 2002, 15497046, Americas, 77.86, 10778.78385 +Chile, 2007, 16284741, Americas, 78.553, 13171.63885 +China, 1952, 556263527.999989, Asia, 44, 400.448610699994 +China, 1957, 637408000, Asia, 50.54896, 575.9870009 +China, 1962, 665770000, Asia, 44.50136, 487.6740183 +China, 1967, 754550000, Asia, 58.38112, 612.7056934 +China, 1972, 862030000, Asia, 63.11888, 676.9000921 +China, 1977, 943455000, Asia, 63.96736, 741.2374699 +China, 1982, 1000281000, Asia, 65.525, 962.4213805 +China, 1987, 1084035000, Asia, 67.274, 1378.904018 +China, 1992, 1164970000, Asia, 68.69, 1655.784158 +China, 1997, 1230075000, Asia, 70.426, 2289.234136 +China, 2002, 1280400000, Asia, 72.028, 3119.280896 +China, 2007, 1318683096, Asia, 72.961, 4959.114854 +Colombia, 1952, 12350771, Americas, 50.643, 2144.115096 +Colombia, 1957, 14485993, Americas, 55.118, 2323.805581 +Colombia, 1962, 17009885, Americas, 57.863, 2492.351109 +Colombia, 1967, 19764027, Americas, 59.963, 2678.729839 +Colombia, 1972, 22542890, Americas, 61.623, 3264.660041 +Colombia, 1977, 25094412, Americas, 63.837, 3815.80787 +Colombia, 1982, 27764644, Americas, 66.653, 4397.575659 +Colombia, 1987, 30964245, Americas, 67.768, 4903.2191 +Colombia, 1992, 34202721, Americas, 68.421, 5444.648617 +Colombia, 1997, 37657830, Americas, 70.313, 6117.361746 +Colombia, 2002, 41008227, Americas, 71.682, 5755.259962 +Colombia, 2007, 44227550, Americas, 72.889, 7006.580419 +Comoros, 1952, 153936, Africa, 40.715, 1102.990936 +Comoros, 1957, 170928, Africa, 42.46, 1211.148548 +Comoros, 1962, 191689, Africa, 44.467, 1406.648278 +Comoros, 1967, 217378, Africa, 46.472, 1876.029643 +Comoros, 1972, 250027, Africa, 48.944, 1937.577675 +Comoros, 1977, 304739, Africa, 50.939, 1172.603047 +Comoros, 1982, 348643, Africa, 52.933, 1267.100083 +Comoros, 1987, 395114, Africa, 54.926, 1315.980812 +Comoros, 1992, 454429, Africa, 57.939, 1246.90737 +Comoros, 1997, 527982, Africa, 60.66, 1173.618235 +Comoros, 2002, 614382, Africa, 62.974, 1075.811558 +Comoros, 2007, 710960, Africa, 65.152, 986.1478792 +Congo, Dem. Rep., 1952, 14100005, Africa, 39.143, 780.5423257 +Congo, Dem. Rep., 1957, 15577932, Africa, 40.652, 905.8602303 +Congo, Dem. Rep., 1962, 17486434, Africa, 42.122, 896.3146335 +Congo, Dem. Rep., 1967, 19941073, Africa, 44.056, 861.5932424 +Congo, Dem. Rep., 1972, 23007669, Africa, 45.989, 904.8960685 +Congo, Dem. Rep., 1977, 26480870, Africa, 47.804, 795.757282 +Congo, Dem. Rep., 1982, 30646495, Africa, 47.784, 673.7478181 +Congo, Dem. Rep., 1987, 35481645, Africa, 47.412, 672.774812 +Congo, Dem. Rep., 1992, 41672143, Africa, 45.548, 457.7191807 +Congo, Dem. Rep., 1997, 47798986, Africa, 42.587, 312.188423 +Congo, Dem. Rep., 2002, 55379852, Africa, 44.966, 241.1658765 +Congo, Dem. Rep., 2007, 64606759, Africa, 46.462, 277.5518587 +Congo, Rep., 1952, 854885, Africa, 42.111, 2125.621418 +Congo, Rep., 1957, 940458, Africa, 45.053, 2315.056572 +Congo, Rep., 1962, 1047924, Africa, 48.435, 2464.783157 +Congo, Rep., 1967, 1179760, Africa, 52.04, 2677.939642 +Congo, Rep., 1972, 1340458, Africa, 54.907, 3213.152683 +Congo, Rep., 1977, 1536769, Africa, 55.625, 3259.178978 +Congo, Rep., 1982, 1774735, Africa, 56.695, 4879.507522 +Congo, Rep., 1987, 2064095, Africa, 57.47, 4201.194937 +Congo, Rep., 1992, 2409073, Africa, 56.433, 4016.239529 +Congo, Rep., 1997, 2800947, Africa, 52.962, 3484.164376 +Congo, Rep., 2002, 3328795, Africa, 52.97, 3484.06197 +Congo, Rep., 2007, 3800610, Africa, 55.322, 3632.557798 +Costa Rica, 1952, 926317, Americas, 57.206, 2627.009471 +Costa Rica, 1957, 1112300, Americas, 60.026, 2990.010802 +Costa Rica, 1962, 1345187, Americas, 62.842, 3460.937025 +Costa Rica, 1967, 1588717, Americas, 65.424, 4161.727834 +Costa Rica, 1972, 1834796, Americas, 67.849, 5118.146939 +Costa Rica, 1977, 2108457, Americas, 70.75, 5926.876967 +Costa Rica, 1982, 2424367, Americas, 73.45, 5262.734751 +Costa Rica, 1987, 2799811, Americas, 74.752, 5629.915318 +Costa Rica, 1992, 3173216, Americas, 75.713, 6160.416317 +Costa Rica, 1997, 3518107, Americas, 77.26, 6677.045314 +Costa Rica, 2002, 3834934, Americas, 78.123, 7723.447195 +Costa Rica, 2007, 4133884, Americas, 78.782, 9645.06142 +Cote d'Ivoire, 1952, 2977019, Africa, 40.477, 1388.594732 +Cote d'Ivoire, 1957, 3300000, Africa, 42.469, 1500.895925 +Cote d'Ivoire, 1962, 3832408, Africa, 44.93, 1728.869428 +Cote d'Ivoire, 1967, 4744870, Africa, 47.35, 2052.050473 +Cote d'Ivoire, 1972, 6071696, Africa, 49.801, 2378.201111 +Cote d'Ivoire, 1977, 7459574, Africa, 52.374, 2517.736547 +Cote d'Ivoire, 1982, 9025951, Africa, 53.983, 2602.710169 +Cote d'Ivoire, 1987, 10761098, Africa, 54.655, 2156.956069 +Cote d'Ivoire, 1992, 12772596, Africa, 52.044, 1648.073791 +Cote d'Ivoire, 1997, 14625967, Africa, 47.991, 1786.265407 +Cote d'Ivoire, 2002, 16252726, Africa, 46.832, 1648.800823 +Cote d'Ivoire, 2007, 18013409, Africa, 48.328, 1544.750112 +Croatia, 1952, 3882229, Europe, 61.21, 3119.23652 +Croatia, 1957, 3991242, Europe, 64.77, 4338.231617 +Croatia, 1962, 4076557, Europe, 67.13, 5477.890018 +Croatia, 1967, 4174366, Europe, 68.5, 6960.297861 +Croatia, 1972, 4225310, Europe, 69.61, 9164.090127 +Croatia, 1977, 4318673, Europe, 70.64, 11305.38517 +Croatia, 1982, 4413368, Europe, 70.46, 13221.82184 +Croatia, 1987, 4484310, Europe, 71.52, 13822.58394 +Croatia, 1992, 4494013, Europe, 72.527, 8447.794873 +Croatia, 1997, 4444595, Europe, 73.68, 9875.604515 +Croatia, 2002, 4481020, Europe, 74.876, 11628.38895 +Croatia, 2007, 4493312, Europe, 75.748, 14619.22272 +Cuba, 1952, 6007797, Americas, 59.421, 5586.53878 +Cuba, 1957, 6640752, Americas, 62.325, 6092.174359 +Cuba, 1962, 7254373, Americas, 65.246, 5180.75591 +Cuba, 1967, 8139332, Americas, 68.29, 5690.268015 +Cuba, 1972, 8831348, Americas, 70.723, 5305.445256 +Cuba, 1977, 9537988, Americas, 72.649, 6380.494966 +Cuba, 1982, 9789224, Americas, 73.717, 7316.918107 +Cuba, 1987, 10239839, Americas, 74.174, 7532.924763 +Cuba, 1992, 10723260, Americas, 74.414, 5592.843963 +Cuba, 1997, 10983007, Americas, 76.151, 5431.990415 +Cuba, 2002, 11226999, Americas, 77.158, 6340.646683 +Cuba, 2007, 11416987, Americas, 78.273, 8948.102923 +Czech Republic, 1952, 9125183, Europe, 66.87, 6876.14025 +Czech Republic, 1957, 9513758, Europe, 69.03, 8256.343918 +Czech Republic, 1962, 9620282, Europe, 69.9, 10136.86713 +Czech Republic, 1967, 9835109, Europe, 70.38, 11399.44489 +Czech Republic, 1972, 9862158, Europe, 70.29, 13108.4536 +Czech Republic, 1977, 10161915, Europe, 70.71, 14800.16062 +Czech Republic, 1982, 10303704, Europe, 70.96, 15377.22855 +Czech Republic, 1987, 10311597, Europe, 71.58, 16310.4434 +Czech Republic, 1992, 10315702, Europe, 72.4, 14297.02122 +Czech Republic, 1997, 10300707, Europe, 74.01, 16048.51424 +Czech Republic, 2002, 10256295, Europe, 75.51, 17596.21022 +Czech Republic, 2007, 10228744, Europe, 76.486, 22833.30851 +Denmark, 1952, 4334000, Europe, 70.78, 9692.385245 +Denmark, 1957, 4487831, Europe, 71.81, 11099.65935 +Denmark, 1962, 4646899, Europe, 72.35, 13583.31351 +Denmark, 1967, 4838800, Europe, 72.96, 15937.21123 +Denmark, 1972, 4991596, Europe, 73.47, 18866.20721 +Denmark, 1977, 5088419, Europe, 74.69, 20422.9015 +Denmark, 1982, 5117810, Europe, 74.63, 21688.04048 +Denmark, 1987, 5127024, Europe, 74.8, 25116.17581 +Denmark, 1992, 5171393, Europe, 75.33, 26406.73985 +Denmark, 1997, 5283663, Europe, 76.11, 29804.34567 +Denmark, 2002, 5374693, Europe, 77.18, 32166.50006 +Denmark, 2007, 5468120, Europe, 78.332, 35278.41874 +Djibouti, 1952, 63149, Africa, 34.812, 2669.529475 +Djibouti, 1957, 71851, Africa, 37.328, 2864.969076 +Djibouti, 1962, 89898, Africa, 39.693, 3020.989263 +Djibouti, 1967, 127617, Africa, 42.074, 3020.050513 +Djibouti, 1972, 178848, Africa, 44.366, 3694.212352 +Djibouti, 1977, 228694, Africa, 46.519, 3081.761022 +Djibouti, 1982, 305991, Africa, 48.812, 2879.468067 +Djibouti, 1987, 311025, Africa, 50.04, 2880.102568 +Djibouti, 1992, 384156, Africa, 51.604, 2377.156192 +Djibouti, 1997, 417908, Africa, 53.157, 1895.016984 +Djibouti, 2002, 447416, Africa, 53.373, 1908.260867 +Djibouti, 2007, 496374, Africa, 54.791, 2082.481567 +Dominican Republic, 1952, 2491346, Americas, 45.928, 1397.717137 +Dominican Republic, 1957, 2923186, Americas, 49.828, 1544.402995 +Dominican Republic, 1962, 3453434, Americas, 53.459, 1662.137359 +Dominican Republic, 1967, 4049146, Americas, 56.751, 1653.723003 +Dominican Republic, 1972, 4671329, Americas, 59.631, 2189.874499 +Dominican Republic, 1977, 5302800, Americas, 61.788, 2681.9889 +Dominican Republic, 1982, 5968349, Americas, 63.727, 2861.092386 +Dominican Republic, 1987, 6655297, Americas, 66.046, 2899.842175 +Dominican Republic, 1992, 7351181, Americas, 68.457, 3044.214214 +Dominican Republic, 1997, 7992357, Americas, 69.957, 3614.101285 +Dominican Republic, 2002, 8650322, Americas, 70.847, 4563.808154 +Dominican Republic, 2007, 9319622, Americas, 72.235, 6025.374752 +Ecuador, 1952, 3548753, Americas, 48.357, 3522.110717 +Ecuador, 1957, 4058385, Americas, 51.356, 3780.546651 +Ecuador, 1962, 4681707, Americas, 54.64, 4086.114078 +Ecuador, 1967, 5432424, Americas, 56.678, 4579.074215 +Ecuador, 1972, 6298651, Americas, 58.796, 5280.99471 +Ecuador, 1977, 7278866, Americas, 61.31, 6679.62326 +Ecuador, 1982, 8365850, Americas, 64.342, 7213.791267 +Ecuador, 1987, 9545158, Americas, 67.231, 6481.776993 +Ecuador, 1992, 10748394, Americas, 69.613, 7103.702595 +Ecuador, 1997, 11911819, Americas, 72.312, 7429.455877 +Ecuador, 2002, 12921234, Americas, 74.173, 5773.044512 +Ecuador, 2007, 13755680, Americas, 74.994, 6873.262326 +Egypt, 1952, 22223309, Africa, 41.893, 1418.822445 +Egypt, 1957, 25009741, Africa, 44.444, 1458.915272 +Egypt, 1962, 28173309, Africa, 46.992, 1693.335853 +Egypt, 1967, 31681188, Africa, 49.293, 1814.880728 +Egypt, 1972, 34807417, Africa, 51.137, 2024.008147 +Egypt, 1977, 38783863, Africa, 53.319, 2785.493582 +Egypt, 1982, 45681811, Africa, 56.006, 3503.729636 +Egypt, 1987, 52799062, Africa, 59.797, 3885.46071 +Egypt, 1992, 59402198, Africa, 63.674, 3794.755195 +Egypt, 1997, 66134291, Africa, 67.217, 4173.181797 +Egypt, 2002, 73312559, Africa, 69.806, 4754.604414 +Egypt, 2007, 80264543, Africa, 71.338, 5581.180998 +El Salvador, 1952, 2042865, Americas, 45.262, 3048.3029 +El Salvador, 1957, 2355805, Americas, 48.57, 3421.523218 +El Salvador, 1962, 2747687, Americas, 52.307, 3776.803627 +El Salvador, 1967, 3232927, Americas, 55.855, 4358.595393 +El Salvador, 1972, 3790903, Americas, 58.207, 4520.246008 +El Salvador, 1977, 4282586, Americas, 56.696, 5138.922374 +El Salvador, 1982, 4474873, Americas, 56.604, 4098.344175 +El Salvador, 1987, 4842194, Americas, 63.154, 4140.442097 +El Salvador, 1992, 5274649, Americas, 66.798, 4444.2317 +El Salvador, 1997, 5783439, Americas, 69.535, 5154.825496 +El Salvador, 2002, 6353681, Americas, 70.734, 5351.568666 +El Salvador, 2007, 6939688, Americas, 71.878, 5728.353514 +Equatorial Guinea, 1952, 216964, Africa, 34.482, 375.6431231 +Equatorial Guinea, 1957, 232922, Africa, 35.983, 426.0964081 +Equatorial Guinea, 1962, 249220, Africa, 37.485, 582.8419714 +Equatorial Guinea, 1967, 259864, Africa, 38.987, 915.5960025 +Equatorial Guinea, 1972, 277603, Africa, 40.516, 672.4122571 +Equatorial Guinea, 1977, 192675, Africa, 42.024, 958.5668124 +Equatorial Guinea, 1982, 285483, Africa, 43.662, 927.8253427 +Equatorial Guinea, 1987, 341244, Africa, 45.664, 966.8968149 +Equatorial Guinea, 1992, 387838, Africa, 47.545, 1132.055034 +Equatorial Guinea, 1997, 439971, Africa, 48.245, 2814.480755 +Equatorial Guinea, 2002, 495627, Africa, 49.348, 7703.4959 +Equatorial Guinea, 2007, 551201, Africa, 51.579, 12154.08975 +Eritrea, 1952, 1438760, Africa, 35.928, 328.9405571 +Eritrea, 1957, 1542611, Africa, 38.047, 344.1618859 +Eritrea, 1962, 1666618, Africa, 40.158, 380.9958433 +Eritrea, 1967, 1820319, Africa, 42.189, 468.7949699 +Eritrea, 1972, 2260187, Africa, 44.142, 514.3242082 +Eritrea, 1977, 2512642, Africa, 44.535, 505.7538077 +Eritrea, 1982, 2637297, Africa, 43.89, 524.8758493 +Eritrea, 1987, 2915959, Africa, 46.453, 521.1341333 +Eritrea, 1992, 3668440, Africa, 49.991, 582.8585102 +Eritrea, 1997, 4058319, Africa, 53.378, 913.47079 +Eritrea, 2002, 4414865, Africa, 55.24, 765.3500015 +Eritrea, 2007, 4906585, Africa, 58.04, 641.3695236 +Ethiopia, 1952, 20860941, Africa, 34.078, 362.1462796 +Ethiopia, 1957, 22815614, Africa, 36.667, 378.9041632 +Ethiopia, 1962, 25145372, Africa, 40.059, 419.4564161 +Ethiopia, 1967, 27860297, Africa, 42.115, 516.1186438 +Ethiopia, 1972, 30770372, Africa, 43.515, 566.2439442 +Ethiopia, 1977, 34617799, Africa, 44.51, 556.8083834 +Ethiopia, 1982, 38111756, Africa, 44.916, 577.8607471 +Ethiopia, 1987, 42999530, Africa, 46.684, 573.7413142 +Ethiopia, 1992, 52088559, Africa, 48.091, 421.3534653 +Ethiopia, 1997, 59861301, Africa, 49.402, 515.8894013 +Ethiopia, 2002, 67946797, Africa, 50.725, 530.0535319 +Ethiopia, 2007, 76511887, Africa, 52.947, 690.8055759 +Finland, 1952, 4090500, Europe, 66.55, 6424.519071 +Finland, 1957, 4324000, Europe, 67.49, 7545.415386 +Finland, 1962, 4491443, Europe, 68.75, 9371.842561 +Finland, 1967, 4605744, Europe, 69.83, 10921.63626 +Finland, 1972, 4639657, Europe, 70.87, 14358.8759 +Finland, 1977, 4738902, Europe, 72.52, 15605.42283 +Finland, 1982, 4826933, Europe, 74.55, 18533.15761 +Finland, 1987, 4931729, Europe, 74.83, 21141.01223 +Finland, 1992, 5041039, Europe, 75.7, 20647.16499 +Finland, 1997, 5134406, Europe, 77.13, 23723.9502 +Finland, 2002, 5193039, Europe, 78.37, 28204.59057 +Finland, 2007, 5238460, Europe, 79.313, 33207.0844 +France, 1952, 42459667, Europe, 67.41, 7029.809327 +France, 1957, 44310863, Europe, 68.93, 8662.834898 +France, 1962, 47124000, Europe, 70.51, 10560.48553 +France, 1967, 49569000, Europe, 71.55, 12999.91766 +France, 1972, 51732000, Europe, 72.38, 16107.19171 +France, 1977, 53165019, Europe, 73.83, 18292.63514 +France, 1982, 54433565, Europe, 74.89, 20293.89746 +France, 1987, 55630100, Europe, 76.34, 22066.44214 +France, 1992, 57374179, Europe, 77.46, 24703.79615 +France, 1997, 58623428, Europe, 78.64, 25889.78487 +France, 2002, 59925035, Europe, 79.59, 28926.03234 +France, 2007, 61083916, Europe, 80.657, 30470.0167 +Gabon, 1952, 420702, Africa, 37.003, 4293.476475 +Gabon, 1957, 434904, Africa, 38.999, 4976.198099 +Gabon, 1962, 455661, Africa, 40.489, 6631.459222 +Gabon, 1967, 489004, Africa, 44.598, 8358.761987 +Gabon, 1972, 537977, Africa, 48.69, 11401.94841 +Gabon, 1977, 706367, Africa, 52.79, 21745.57328 +Gabon, 1982, 753874, Africa, 56.564, 15113.36194 +Gabon, 1987, 880397, Africa, 60.19, 11864.40844 +Gabon, 1992, 985739, Africa, 61.366, 13522.15752 +Gabon, 1997, 1126189, Africa, 60.461, 14722.84188 +Gabon, 2002, 1299304, Africa, 56.761, 12521.71392 +Gabon, 2007, 1454867, Africa, 56.735, 13206.48452 +Gambia, 1952, 284320, Africa, 30, 485.2306591 +Gambia, 1957, 323150, Africa, 32.065, 520.9267111 +Gambia, 1962, 374020, Africa, 33.896, 599.650276 +Gambia, 1967, 439593, Africa, 35.857, 734.7829124 +Gambia, 1972, 517101, Africa, 38.308, 756.0868363 +Gambia, 1977, 608274, Africa, 41.842, 884.7552507 +Gambia, 1982, 715523, Africa, 45.58, 835.8096108 +Gambia, 1987, 848406, Africa, 49.265, 611.6588611 +Gambia, 1992, 1025384, Africa, 52.644, 665.6244126 +Gambia, 1997, 1235767, Africa, 55.861, 653.7301704 +Gambia, 2002, 1457766, Africa, 58.041, 660.5855997 +Gambia, 2007, 1688359, Africa, 59.448, 752.7497265 +Germany, 1952, 69145952, Europe, 67.5, 7144.114393 +Germany, 1957, 71019069, Europe, 69.1, 10187.82665 +Germany, 1962, 73739117, Europe, 70.3, 12902.46291 +Germany, 1967, 76368453, Europe, 70.8, 14745.62561 +Germany, 1972, 78717088, Europe, 71, 18016.18027 +Germany, 1977, 78160773, Europe, 72.5, 20512.92123 +Germany, 1982, 78335266, Europe, 73.8, 22031.53274 +Germany, 1987, 77718298, Europe, 74.847, 24639.18566 +Germany, 1992, 80597764, Europe, 76.07, 26505.30317 +Germany, 1997, 82011073, Europe, 77.34, 27788.88416 +Germany, 2002, 82350671, Europe, 78.67, 30035.80198 +Germany, 2007, 82400996, Europe, 79.406, 32170.37442 +Ghana, 1952, 5581001, Africa, 43.149, 911.2989371 +Ghana, 1957, 6391288, Africa, 44.779, 1043.561537 +Ghana, 1962, 7355248, Africa, 46.452, 1190.041118 +Ghana, 1967, 8490213, Africa, 48.072, 1125.69716 +Ghana, 1972, 9354120, Africa, 49.875, 1178.223708 +Ghana, 1977, 10538093, Africa, 51.756, 993.2239571 +Ghana, 1982, 11400338, Africa, 53.744, 876.032569 +Ghana, 1987, 14168101, Africa, 55.729, 847.0061135 +Ghana, 1992, 16278738, Africa, 57.501, 925.060154 +Ghana, 1997, 18418288, Africa, 58.556, 1005.245812 +Ghana, 2002, 20550751, Africa, 58.453, 1111.984578 +Ghana, 2007, 22873338, Africa, 60.022, 1327.60891 +Greece, 1952, 7733250, Europe, 65.86, 3530.690067 +Greece, 1957, 8096218, Europe, 67.86, 4916.299889 +Greece, 1962, 8448233, Europe, 69.51, 6017.190733 +Greece, 1967, 8716441, Europe, 71, 8513.097016 +Greece, 1972, 8888628, Europe, 72.34, 12724.82957 +Greece, 1977, 9308479, Europe, 73.68, 14195.52428 +Greece, 1982, 9786480, Europe, 75.24, 15268.42089 +Greece, 1987, 9974490, Europe, 76.67, 16120.52839 +Greece, 1992, 10325429, Europe, 77.03, 17541.49634 +Greece, 1997, 10502372, Europe, 77.869, 18747.69814 +Greece, 2002, 10603863, Europe, 78.256, 22514.2548 +Greece, 2007, 10706290, Europe, 79.483, 27538.41188 +Guatemala, 1952, 3146381, Americas, 42.023, 2428.237769 +Guatemala, 1957, 3640876, Americas, 44.142, 2617.155967 +Guatemala, 1962, 4208858, Americas, 46.954, 2750.364446 +Guatemala, 1967, 4690773, Americas, 50.016, 3242.531147 +Guatemala, 1972, 5149581, Americas, 53.738, 4031.408271 +Guatemala, 1977, 5703430, Americas, 56.029, 4879.992748 +Guatemala, 1982, 6395630, Americas, 58.137, 4820.49479 +Guatemala, 1987, 7326406, Americas, 60.782, 4246.485974 +Guatemala, 1992, 8486949, Americas, 63.373, 4439.45084 +Guatemala, 1997, 9803875, Americas, 66.322, 4684.313807 +Guatemala, 2002, 11178650, Americas, 68.978, 4858.347495 +Guatemala, 2007, 12572928, Americas, 70.259, 5186.050003 +Guinea, 1952, 2664249, Africa, 33.609, 510.1964923 +Guinea, 1957, 2876726, Africa, 34.558, 576.2670245 +Guinea, 1962, 3140003, Africa, 35.753, 686.3736739 +Guinea, 1967, 3451418, Africa, 37.197, 708.7595409 +Guinea, 1972, 3811387, Africa, 38.842, 741.6662307 +Guinea, 1977, 4227026, Africa, 40.762, 874.6858643 +Guinea, 1982, 4710497, Africa, 42.891, 857.2503577 +Guinea, 1987, 5650262, Africa, 45.552, 805.5724718 +Guinea, 1992, 6990574, Africa, 48.576, 794.3484384 +Guinea, 1997, 8048834, Africa, 51.455, 869.4497668 +Guinea, 2002, 8807818, Africa, 53.676, 945.5835837 +Guinea, 2007, 9947814, Africa, 56.007, 942.6542111 +Guinea-Bissau, 1952, 580653, Africa, 32.5, 299.850319 +Guinea-Bissau, 1957, 601095, Africa, 33.489, 431.7904566 +Guinea-Bissau, 1962, 627820, Africa, 34.488, 522.0343725 +Guinea-Bissau, 1967, 601287, Africa, 35.492, 715.5806402 +Guinea-Bissau, 1972, 625361, Africa, 36.486, 820.2245876 +Guinea-Bissau, 1977, 745228, Africa, 37.465, 764.7259628 +Guinea-Bissau, 1982, 825987, Africa, 39.327, 838.1239671 +Guinea-Bissau, 1987, 927524, Africa, 41.245, 736.4153921 +Guinea-Bissau, 1992, 1050938, Africa, 43.266, 745.5398706 +Guinea-Bissau, 1997, 1193708, Africa, 44.873, 796.6644681 +Guinea-Bissau, 2002, 1332459, Africa, 45.504, 575.7047176 +Guinea-Bissau, 2007, 1472041, Africa, 46.388, 579.231743 +Haiti, 1952, 3201488, Americas, 37.579, 1840.366939 +Haiti, 1957, 3507701, Americas, 40.696, 1726.887882 +Haiti, 1962, 3880130, Americas, 43.59, 1796.589032 +Haiti, 1967, 4318137, Americas, 46.243, 1452.057666 +Haiti, 1972, 4698301, Americas, 48.042, 1654.456946 +Haiti, 1977, 4908554, Americas, 49.923, 1874.298931 +Haiti, 1982, 5198399, Americas, 51.461, 2011.159549 +Haiti, 1987, 5756203, Americas, 53.636, 1823.015995 +Haiti, 1992, 6326682, Americas, 55.089, 1456.309517 +Haiti, 1997, 6913545, Americas, 56.671, 1341.726931 +Haiti, 2002, 7607651, Americas, 58.137, 1270.364932 +Haiti, 2007, 8502814, Americas, 60.916, 1201.637154 +Honduras, 1952, 1517453, Americas, 41.912, 2194.926204 +Honduras, 1957, 1770390, Americas, 44.665, 2220.487682 +Honduras, 1962, 2090162, Americas, 48.041, 2291.156835 +Honduras, 1967, 2500689, Americas, 50.924, 2538.269358 +Honduras, 1972, 2965146, Americas, 53.884, 2529.842345 +Honduras, 1977, 3055235, Americas, 57.402, 3203.208066 +Honduras, 1982, 3669448, Americas, 60.909, 3121.760794 +Honduras, 1987, 4372203, Americas, 64.492, 3023.096699 +Honduras, 1992, 5077347, Americas, 66.399, 3081.694603 +Honduras, 1997, 5867957, Americas, 67.659, 3160.454906 +Honduras, 2002, 6677328, Americas, 68.565, 3099.72866 +Honduras, 2007, 7483763, Americas, 70.198, 3548.330846 +Hong Kong, China, 1952, 2125900, Asia, 60.96, 3054.421209 +Hong Kong, China, 1957, 2736300, Asia, 64.75, 3629.076457 +Hong Kong, China, 1962, 3305200, Asia, 67.65, 4692.648272 +Hong Kong, China, 1967, 3722800, Asia, 70, 6197.962814 +Hong Kong, China, 1972, 4115700, Asia, 72, 8315.928145 +Hong Kong, China, 1977, 4583700, Asia, 73.6, 11186.14125 +Hong Kong, China, 1982, 5264500, Asia, 75.45, 14560.53051 +Hong Kong, China, 1987, 5584510, Asia, 76.2, 20038.47269 +Hong Kong, China, 1992, 5829696, Asia, 77.601, 24757.60301 +Hong Kong, China, 1997, 6495918, Asia, 80, 28377.63219 +Hong Kong, China, 2002, 6762476, Asia, 81.495, 30209.01516 +Hong Kong, China, 2007, 6980412, Asia, 82.208, 39724.97867 +Hungary, 1952, 9504000, Europe, 64.03, 5263.673816 +Hungary, 1957, 9839000, Europe, 66.41, 6040.180011 +Hungary, 1962, 10063000, Europe, 67.96, 7550.359877 +Hungary, 1967, 10223422, Europe, 69.5, 9326.64467 +Hungary, 1972, 10394091, Europe, 69.76, 10168.65611 +Hungary, 1977, 10637171, Europe, 69.95, 11674.83737 +Hungary, 1982, 10705535, Europe, 69.39, 12545.99066 +Hungary, 1987, 10612740, Europe, 69.58, 12986.47998 +Hungary, 1992, 10348684, Europe, 69.17, 10535.62855 +Hungary, 1997, 10244684, Europe, 71.04, 11712.7768 +Hungary, 2002, 10083313, Europe, 72.59, 14843.93556 +Hungary, 2007, 9956108, Europe, 73.338, 18008.94444 +Iceland, 1952, 147962, Europe, 72.49, 7267.688428 +Iceland, 1957, 165110, Europe, 73.47, 9244.001412 +Iceland, 1962, 182053, Europe, 73.68, 10350.15906 +Iceland, 1967, 198676, Europe, 73.73, 13319.89568 +Iceland, 1972, 209275, Europe, 74.46, 15798.06362 +Iceland, 1977, 221823, Europe, 76.11, 19654.96247 +Iceland, 1982, 233997, Europe, 76.99, 23269.6075 +Iceland, 1987, 244676, Europe, 77.23, 26923.20628 +Iceland, 1992, 259012, Europe, 78.77, 25144.39201 +Iceland, 1997, 271192, Europe, 78.95, 28061.09966 +Iceland, 2002, 288030, Europe, 80.5, 31163.20196 +Iceland, 2007, 301931, Europe, 81.757, 36180.78919 +India, 1952, 3.72e+08, Asia, 37.373, 546.5657493 +India, 1957, 4.09e+08, Asia, 40.249, 590.061996 +India, 1962, 4.54e+08, Asia, 43.605, 658.3471509 +India, 1967, 5.06e+08, Asia, 47.193, 700.7706107 +India, 1972, 5.67e+08, Asia, 50.651, 724.032527 +India, 1977, 6.34e+08, Asia, 54.208, 813.337323 +India, 1982, 7.08e+08, Asia, 56.596, 855.7235377 +India, 1987, 7.88e+08, Asia, 58.553, 976.5126756 +India, 1992, 8.72e+08, Asia, 60.223, 1164.406809 +India, 1997, 9.59e+08, Asia, 61.765, 1458.817442 +India, 2002, 1034172547, Asia, 62.879, 1746.769454 +India, 2007, 1110396331, Asia, 64.698, 2452.210407 +Indonesia, 1952, 82052000, Asia, 37.468, 749.6816546 +Indonesia, 1957, 90124000, Asia, 39.918, 858.9002707 +Indonesia, 1962, 99028000, Asia, 42.518, 849.2897701 +Indonesia, 1967, 109343000, Asia, 45.964, 762.4317721 +Indonesia, 1972, 121282000, Asia, 49.203, 1111.107907 +Indonesia, 1977, 136725000, Asia, 52.702, 1382.702056 +Indonesia, 1982, 153343000, Asia, 56.159, 1516.872988 +Indonesia, 1987, 169276000, Asia, 60.137, 1748.356961 +Indonesia, 1992, 184816000, Asia, 62.681, 2383.140898 +Indonesia, 1997, 199278000, Asia, 66.041, 3119.335603 +Indonesia, 2002, 211060000, Asia, 68.588, 2873.91287 +Indonesia, 2007, 223547000, Asia, 70.65, 3540.651564 +Iran, 1952, 17272000, Asia, 44.869, 3035.326002 +Iran, 1957, 19792000, Asia, 47.181, 3290.257643 +Iran, 1962, 22874000, Asia, 49.325, 4187.329802 +Iran, 1967, 26538000, Asia, 52.469, 5906.731805 +Iran, 1972, 30614000, Asia, 55.234, 9613.818607 +Iran, 1977, 35480679, Asia, 57.702, 11888.59508 +Iran, 1982, 43072751, Asia, 59.62, 7608.334602 +Iran, 1987, 51889696, Asia, 63.04, 6642.881371 +Iran, 1992, 60397973, Asia, 65.742, 7235.653188 +Iran, 1997, 63327987, Asia, 68.042, 8263.590301 +Iran, 2002, 66907826, Asia, 69.451, 9240.761975 +Iran, 2007, 69453570, Asia, 70.964, 11605.71449 +Iraq, 1952, 5441766, Asia, 45.32, 4129.766056 +Iraq, 1957, 6248643, Asia, 48.437, 6229.333562 +Iraq, 1962, 7240260, Asia, 51.457, 8341.737815 +Iraq, 1967, 8519282, Asia, 54.459, 8931.459811 +Iraq, 1972, 10061506, Asia, 56.95, 9576.037596 +Iraq, 1977, 11882916, Asia, 60.413, 14688.23507 +Iraq, 1982, 14173318, Asia, 62.038, 14517.90711 +Iraq, 1987, 16543189, Asia, 65.044, 11643.57268 +Iraq, 1992, 17861905, Asia, 59.461, 3745.640687 +Iraq, 1997, 20775703, Asia, 58.811, 3076.239795 +Iraq, 2002, 24001816, Asia, 57.046, 4390.717312 +Iraq, 2007, 27499638, Asia, 59.545, 4471.061906 +Ireland, 1952, 2952156, Europe, 66.91, 5210.280328 +Ireland, 1957, 2878220, Europe, 68.9, 5599.077872 +Ireland, 1962, 2830000, Europe, 70.29, 6631.597314 +Ireland, 1967, 2900100, Europe, 71.08, 7655.568963 +Ireland, 1972, 3024400, Europe, 71.28, 9530.772896 +Ireland, 1977, 3271900, Europe, 72.03, 11150.98113 +Ireland, 1982, 3480000, Europe, 73.1, 12618.32141 +Ireland, 1987, 3539900, Europe, 74.36, 13872.86652 +Ireland, 1992, 3557761, Europe, 75.467, 17558.81555 +Ireland, 1997, 3667233, Europe, 76.122, 24521.94713 +Ireland, 2002, 3879155, Europe, 77.783, 34077.04939 +Ireland, 2007, 4109086, Europe, 78.885, 40675.99635 +Israel, 1952, 1620914, Asia, 65.39, 4086.522128 +Israel, 1957, 1944401, Asia, 67.84, 5385.278451 +Israel, 1962, 2310904, Asia, 69.39, 7105.630706 +Israel, 1967, 2693585, Asia, 70.75, 8393.741404 +Israel, 1972, 3095893, Asia, 71.63, 12786.93223 +Israel, 1977, 3495918, Asia, 73.06, 13306.61921 +Israel, 1982, 3858421, Asia, 74.45, 15367.0292 +Israel, 1987, 4203148, Asia, 75.6, 17122.47986 +Israel, 1992, 4936550, Asia, 76.93, 18051.52254 +Israel, 1997, 5531387, Asia, 78.269, 20896.60924 +Israel, 2002, 6029529, Asia, 79.696, 21905.59514 +Israel, 2007, 6426679, Asia, 80.745, 25523.2771 +Italy, 1952, 47666000, Europe, 65.94, 4931.404155 +Italy, 1957, 49182000, Europe, 67.81, 6248.656232 +Italy, 1962, 50843200, Europe, 69.24, 8243.58234 +Italy, 1967, 52667100, Europe, 71.06, 10022.40131 +Italy, 1972, 54365564, Europe, 72.19, 12269.27378 +Italy, 1977, 56059245, Europe, 73.48, 14255.98475 +Italy, 1982, 56535636, Europe, 74.98, 16537.4835 +Italy, 1987, 56729703, Europe, 76.42, 19207.23482 +Italy, 1992, 56840847, Europe, 77.44, 22013.64486 +Italy, 1997, 57479469, Europe, 78.82, 24675.02446 +Italy, 2002, 57926999, Europe, 80.24, 27968.09817 +Italy, 2007, 58147733, Europe, 80.546, 28569.7197 +Jamaica, 1952, 1426095, Americas, 58.53, 2898.530881 +Jamaica, 1957, 1535090, Americas, 62.61, 4756.525781 +Jamaica, 1962, 1665128, Americas, 65.61, 5246.107524 +Jamaica, 1967, 1861096, Americas, 67.51, 6124.703451 +Jamaica, 1972, 1997616, Americas, 69, 7433.889293 +Jamaica, 1977, 2156814, Americas, 70.11, 6650.195573 +Jamaica, 1982, 2298309, Americas, 71.21, 6068.05135 +Jamaica, 1987, 2326606, Americas, 71.77, 6351.237495 +Jamaica, 1992, 2378618, Americas, 71.766, 7404.923685 +Jamaica, 1997, 2531311, Americas, 72.262, 7121.924704 +Jamaica, 2002, 2664659, Americas, 72.047, 6994.774861 +Jamaica, 2007, 2780132, Americas, 72.567, 7320.880262 +Japan, 1952, 86459025, Asia, 63.03, 3216.956347 +Japan, 1957, 91563009, Asia, 65.5, 4317.694365 +Japan, 1962, 95831757, Asia, 68.73, 6576.649461 +Japan, 1967, 100825279, Asia, 71.43, 9847.788607 +Japan, 1972, 107188273, Asia, 73.42, 14778.78636 +Japan, 1977, 113872473, Asia, 75.38, 16610.37701 +Japan, 1982, 118454974, Asia, 77.11, 19384.10571 +Japan, 1987, 122091325, Asia, 78.67, 22375.94189 +Japan, 1992, 124329269, Asia, 79.36, 26824.89511 +Japan, 1997, 125956499, Asia, 80.69, 28816.58499 +Japan, 2002, 127065841, Asia, 82, 28604.5919 +Japan, 2007, 127467972, Asia, 82.603, 31656.06806 +Jordan, 1952, 607914, Asia, 43.158, 1546.907807 +Jordan, 1957, 746559, Asia, 45.669, 1886.080591 +Jordan, 1962, 933559, Asia, 48.126, 2348.009158 +Jordan, 1967, 1255058, Asia, 51.629, 2741.796252 +Jordan, 1972, 1613551, Asia, 56.528, 2110.856309 +Jordan, 1977, 1937652, Asia, 61.134, 2852.351568 +Jordan, 1982, 2347031, Asia, 63.739, 4161.415959 +Jordan, 1987, 2820042, Asia, 65.869, 4448.679912 +Jordan, 1992, 3867409, Asia, 68.015, 3431.593647 +Jordan, 1997, 4526235, Asia, 69.772, 3645.379572 +Jordan, 2002, 5307470, Asia, 71.263, 3844.917194 +Jordan, 2007, 6053193, Asia, 72.535, 4519.461171 +Kenya, 1952, 6464046, Africa, 42.27, 853.540919 +Kenya, 1957, 7454779, Africa, 44.686, 944.4383152 +Kenya, 1962, 8678557, Africa, 47.949, 896.9663732 +Kenya, 1967, 10191512, Africa, 50.654, 1056.736457 +Kenya, 1972, 12044785, Africa, 53.559, 1222.359968 +Kenya, 1977, 14500404, Africa, 56.155, 1267.613204 +Kenya, 1982, 17661452, Africa, 58.766, 1348.225791 +Kenya, 1987, 21198082, Africa, 59.339, 1361.936856 +Kenya, 1992, 25020539, Africa, 59.285, 1341.921721 +Kenya, 1997, 28263827, Africa, 54.407, 1360.485021 +Kenya, 2002, 31386842, Africa, 50.992, 1287.514732 +Kenya, 2007, 35610177, Africa, 54.11, 1463.249282 +Korea, Dem. Rep., 1952, 8865488, Asia, 50.056, 1088.277758 +Korea, Dem. Rep., 1957, 9411381, Asia, 54.081, 1571.134655 +Korea, Dem. Rep., 1962, 10917494, Asia, 56.656, 1621.693598 +Korea, Dem. Rep., 1967, 12617009, Asia, 59.942, 2143.540609 +Korea, Dem. Rep., 1972, 14781241, Asia, 63.983, 3701.621503 +Korea, Dem. Rep., 1977, 16325320, Asia, 67.159, 4106.301249 +Korea, Dem. Rep., 1982, 17647518, Asia, 69.1, 4106.525293 +Korea, Dem. Rep., 1987, 19067554, Asia, 70.647, 4106.492315 +Korea, Dem. Rep., 1992, 20711375, Asia, 69.978, 3726.063507 +Korea, Dem. Rep., 1997, 21585105, Asia, 67.727, 1690.756814 +Korea, Dem. Rep., 2002, 22215365, Asia, 66.662, 1646.758151 +Korea, Dem. Rep., 2007, 23301725, Asia, 67.297, 1593.06548 +Korea, Rep., 1952, 20947571, Asia, 47.453, 1030.592226 +Korea, Rep., 1957, 22611552, Asia, 52.681, 1487.593537 +Korea, Rep., 1962, 26420307, Asia, 55.292, 1536.344387 +Korea, Rep., 1967, 30131000, Asia, 57.716, 2029.228142 +Korea, Rep., 1972, 33505000, Asia, 62.612, 3030.87665 +Korea, Rep., 1977, 36436000, Asia, 64.766, 4657.22102 +Korea, Rep., 1982, 39326000, Asia, 67.123, 5622.942464 +Korea, Rep., 1987, 41622000, Asia, 69.81, 8533.088805 +Korea, Rep., 1992, 43805450, Asia, 72.244, 12104.27872 +Korea, Rep., 1997, 46173816, Asia, 74.647, 15993.52796 +Korea, Rep., 2002, 47969150, Asia, 77.045, 19233.98818 +Korea, Rep., 2007, 49044790, Asia, 78.623, 23348.13973 +Kuwait, 1952, 160000, Asia, 55.565, 108382.3529 +Kuwait, 1957, 212846, Asia, 58.033, 113523.1329 +Kuwait, 1962, 358266, Asia, 60.47, 95458.11176 +Kuwait, 1967, 575003, Asia, 64.624, 80894.88326 +Kuwait, 1972, 841934, Asia, 67.712, 109347.867 +Kuwait, 1977, 1140357, Asia, 69.343, 59265.47714 +Kuwait, 1982, 1497494, Asia, 71.309, 31354.03573 +Kuwait, 1987, 1891487, Asia, 74.174, 28118.42998 +Kuwait, 1992, 1418095, Asia, 75.19, 34932.91959 +Kuwait, 1997, 1765345, Asia, 76.156, 40300.61996 +Kuwait, 2002, 2111561, Asia, 76.904, 35110.10566 +Kuwait, 2007, 2505559, Asia, 77.588, 47306.98978 +Lebanon, 1952, 1439529, Asia, 55.928, 4834.804067 +Lebanon, 1957, 1647412, Asia, 59.489, 6089.786934 +Lebanon, 1962, 1886848, Asia, 62.094, 5714.560611 +Lebanon, 1967, 2186894, Asia, 63.87, 6006.983042 +Lebanon, 1972, 2680018, Asia, 65.421, 7486.384341 +Lebanon, 1977, 3115787, Asia, 66.099, 8659.696836 +Lebanon, 1982, 3086876, Asia, 66.983, 7640.519521 +Lebanon, 1987, 3089353, Asia, 67.926, 5377.091329 +Lebanon, 1992, 3219994, Asia, 69.292, 6890.806854 +Lebanon, 1997, 3430388, Asia, 70.265, 8754.96385 +Lebanon, 2002, 3677780, Asia, 71.028, 9313.93883 +Lebanon, 2007, 3921278, Asia, 71.993, 10461.05868 +Lesotho, 1952, 748747, Africa, 42.138, 298.8462121 +Lesotho, 1957, 813338, Africa, 45.047, 335.9971151 +Lesotho, 1962, 893143, Africa, 47.747, 411.8006266 +Lesotho, 1967, 996380, Africa, 48.492, 498.6390265 +Lesotho, 1972, 1116779, Africa, 49.767, 496.5815922 +Lesotho, 1977, 1251524, Africa, 52.208, 745.3695408 +Lesotho, 1982, 1411807, Africa, 55.078, 797.2631074 +Lesotho, 1987, 1599200, Africa, 57.18, 773.9932141 +Lesotho, 1992, 1803195, Africa, 59.685, 977.4862725 +Lesotho, 1997, 1982823, Africa, 55.558, 1186.147994 +Lesotho, 2002, 2046772, Africa, 44.593, 1275.184575 +Lesotho, 2007, 2012649, Africa, 42.592, 1569.331442 +Liberia, 1952, 863308, Africa, 38.48, 575.5729961 +Liberia, 1957, 975950, Africa, 39.486, 620.9699901 +Liberia, 1962, 1112796, Africa, 40.502, 634.1951625 +Liberia, 1967, 1279406, Africa, 41.536, 713.6036483 +Liberia, 1972, 1482628, Africa, 42.614, 803.0054535 +Liberia, 1977, 1703617, Africa, 43.764, 640.3224383 +Liberia, 1982, 1956875, Africa, 44.852, 572.1995694 +Liberia, 1987, 2269414, Africa, 46.027, 506.1138573 +Liberia, 1992, 1912974, Africa, 40.802, 636.6229191 +Liberia, 1997, 2200725, Africa, 42.221, 609.1739508 +Liberia, 2002, 2814651, Africa, 43.753, 531.4823679 +Liberia, 2007, 3193942, Africa, 45.678, 414.5073415 +Libya, 1952, 1019729, Africa, 42.723, 2387.54806 +Libya, 1957, 1201578, Africa, 45.289, 3448.284395 +Libya, 1962, 1441863, Africa, 47.808, 6757.030816 +Libya, 1967, 1759224, Africa, 50.227, 18772.75169 +Libya, 1972, 2183877, Africa, 52.773, 21011.49721 +Libya, 1977, 2721783, Africa, 57.442, 21951.21176 +Libya, 1982, 3344074, Africa, 62.155, 17364.27538 +Libya, 1987, 3799845, Africa, 66.234, 11770.5898 +Libya, 1992, 4364501, Africa, 68.755, 9640.138501 +Libya, 1997, 4759670, Africa, 71.555, 9467.446056 +Libya, 2002, 5368585, Africa, 72.737, 9534.677467 +Libya, 2007, 6036914, Africa, 73.952, 12057.49928 +Madagascar, 1952, 4762912, Africa, 36.681, 1443.011715 +Madagascar, 1957, 5181679, Africa, 38.865, 1589.20275 +Madagascar, 1962, 5703324, Africa, 40.848, 1643.38711 +Madagascar, 1967, 6334556, Africa, 42.881, 1634.047282 +Madagascar, 1972, 7082430, Africa, 44.851, 1748.562982 +Madagascar, 1977, 8007166, Africa, 46.881, 1544.228586 +Madagascar, 1982, 9171477, Africa, 48.969, 1302.878658 +Madagascar, 1987, 10568642, Africa, 49.35, 1155.441948 +Madagascar, 1992, 12210395, Africa, 52.214, 1040.67619 +Madagascar, 1997, 14165114, Africa, 54.978, 986.2958956 +Madagascar, 2002, 16473477, Africa, 57.286, 894.6370822 +Madagascar, 2007, 19167654, Africa, 59.443, 1044.770126 +Malawi, 1952, 2917802, Africa, 36.256, 369.1650802 +Malawi, 1957, 3221238, Africa, 37.207, 416.3698064 +Malawi, 1962, 3628608, Africa, 38.41, 427.9010856 +Malawi, 1967, 4147252, Africa, 39.487, 495.5147806 +Malawi, 1972, 4730997, Africa, 41.766, 584.6219709 +Malawi, 1977, 5637246, Africa, 43.767, 663.2236766 +Malawi, 1982, 6502825, Africa, 45.642, 632.8039209 +Malawi, 1987, 7824747, Africa, 47.457, 635.5173634 +Malawi, 1992, 10014249, Africa, 49.42, 563.2000145 +Malawi, 1997, 10419991, Africa, 47.495, 692.2758103 +Malawi, 2002, 11824495, Africa, 45.009, 665.4231186 +Malawi, 2007, 13327079, Africa, 48.303, 759.3499101 +Malaysia, 1952, 6748378, Asia, 48.463, 1831.132894 +Malaysia, 1957, 7739235, Asia, 52.102, 1810.066992 +Malaysia, 1962, 8906385, Asia, 55.737, 2036.884944 +Malaysia, 1967, 10154878, Asia, 59.371, 2277.742396 +Malaysia, 1972, 11441462, Asia, 63.01, 2849.09478 +Malaysia, 1977, 12845381, Asia, 65.256, 3827.921571 +Malaysia, 1982, 14441916, Asia, 68, 4920.355951 +Malaysia, 1987, 16331785, Asia, 69.5, 5249.802653 +Malaysia, 1992, 18319502, Asia, 70.693, 7277.912802 +Malaysia, 1997, 20476091, Asia, 71.938, 10132.90964 +Malaysia, 2002, 22662365, Asia, 73.044, 10206.97794 +Malaysia, 2007, 24821286, Asia, 74.241, 12451.6558 +Mali, 1952, 3838168, Africa, 33.685, 452.3369807 +Mali, 1957, 4241884, Africa, 35.307, 490.3821867 +Mali, 1962, 4690372, Africa, 36.936, 496.1743428 +Mali, 1967, 5212416, Africa, 38.487, 545.0098873 +Mali, 1972, 5828158, Africa, 39.977, 581.3688761 +Mali, 1977, 6491649, Africa, 41.714, 686.3952693 +Mali, 1982, 6998256, Africa, 43.916, 618.0140641 +Mali, 1987, 7634008, Africa, 46.364, 684.1715576 +Mali, 1992, 8416215, Africa, 48.388, 739.014375 +Mali, 1997, 9384984, Africa, 49.903, 790.2579846 +Mali, 2002, 10580176, Africa, 51.818, 951.4097518 +Mali, 2007, 12031795, Africa, 54.467, 1042.581557 +Mauritania, 1952, 1022556, Africa, 40.543, 743.1159097 +Mauritania, 1957, 1076852, Africa, 42.338, 846.1202613 +Mauritania, 1962, 1146757, Africa, 44.248, 1055.896036 +Mauritania, 1967, 1230542, Africa, 46.289, 1421.145193 +Mauritania, 1972, 1332786, Africa, 48.437, 1586.851781 +Mauritania, 1977, 1456688, Africa, 50.852, 1497.492223 +Mauritania, 1982, 1622136, Africa, 53.599, 1481.150189 +Mauritania, 1987, 1841240, Africa, 56.145, 1421.603576 +Mauritania, 1992, 2119465, Africa, 58.333, 1361.369784 +Mauritania, 1997, 2444741, Africa, 60.43, 1483.136136 +Mauritania, 2002, 2828858, Africa, 62.247, 1579.019543 +Mauritania, 2007, 3270065, Africa, 64.164, 1803.151496 +Mauritius, 1952, 516556, Africa, 50.986, 1967.955707 +Mauritius, 1957, 609816, Africa, 58.089, 2034.037981 +Mauritius, 1962, 701016, Africa, 60.246, 2529.067487 +Mauritius, 1967, 789309, Africa, 61.557, 2475.387562 +Mauritius, 1972, 851334, Africa, 62.944, 2575.484158 +Mauritius, 1977, 913025, Africa, 64.93, 3710.982963 +Mauritius, 1982, 992040, Africa, 66.711, 3688.037739 +Mauritius, 1987, 1042663, Africa, 68.74, 4783.586903 +Mauritius, 1992, 1096202, Africa, 69.745, 6058.253846 +Mauritius, 1997, 1149818, Africa, 70.736, 7425.705295 +Mauritius, 2002, 1200206, Africa, 71.954, 9021.815894 +Mauritius, 2007, 1250882, Africa, 72.801, 10956.99112 +Mexico, 1952, 30144317, Americas, 50.789, 3478.125529 +Mexico, 1957, 35015548, Americas, 55.19, 4131.546641 +Mexico, 1962, 41121485, Americas, 58.299, 4581.609385 +Mexico, 1967, 47995559, Americas, 60.11, 5754.733883 +Mexico, 1972, 55984294, Americas, 62.361, 6809.40669 +Mexico, 1977, 63759976, Americas, 65.032, 7674.929108 +Mexico, 1982, 71640904, Americas, 67.405, 9611.147541 +Mexico, 1987, 80122492, Americas, 69.498, 8688.156003 +Mexico, 1992, 88111030, Americas, 71.455, 9472.384295 +Mexico, 1997, 95895146, Americas, 73.67, 9767.29753 +Mexico, 2002, 102479927, Americas, 74.902, 10742.44053 +Mexico, 2007, 108700891, Americas, 76.195, 11977.57496 +Mongolia, 1952, 800663, Asia, 42.244, 786.5668575 +Mongolia, 1957, 882134, Asia, 45.248, 912.6626085 +Mongolia, 1962, 1010280, Asia, 48.251, 1056.353958 +Mongolia, 1967, 1149500, Asia, 51.253, 1226.04113 +Mongolia, 1972, 1320500, Asia, 53.754, 1421.741975 +Mongolia, 1977, 1528000, Asia, 55.491, 1647.511665 +Mongolia, 1982, 1756032, Asia, 57.489, 2000.603139 +Mongolia, 1987, 2015133, Asia, 60.222, 2338.008304 +Mongolia, 1992, 2312802, Asia, 61.271, 1785.402016 +Mongolia, 1997, 2494803, Asia, 63.625, 1902.2521 +Mongolia, 2002, 2674234, Asia, 65.033, 2140.739323 +Mongolia, 2007, 2874127, Asia, 66.803, 3095.772271 +Montenegro, 1952, 413834, Europe, 59.164, 2647.585601 +Montenegro, 1957, 442829, Europe, 61.448, 3682.259903 +Montenegro, 1962, 474528, Europe, 63.728, 4649.593785 +Montenegro, 1967, 501035, Europe, 67.178, 5907.850937 +Montenegro, 1972, 527678, Europe, 70.636, 7778.414017 +Montenegro, 1977, 560073, Europe, 73.066, 9595.929905 +Montenegro, 1982, 562548, Europe, 74.101, 11222.58762 +Montenegro, 1987, 569473, Europe, 74.865, 11732.51017 +Montenegro, 1992, 621621, Europe, 75.435, 7003.339037 +Montenegro, 1997, 692651, Europe, 75.445, 6465.613349 +Montenegro, 2002, 720230, Europe, 73.981, 6557.194282 +Montenegro, 2007, 684736, Europe, 74.543, 9253.896111 +Morocco, 1952, 9939217, Africa, 42.873, 1688.20357 +Morocco, 1957, 11406350, Africa, 45.423, 1642.002314 +Morocco, 1962, 13056604, Africa, 47.924, 1566.353493 +Morocco, 1967, 14770296, Africa, 50.335, 1711.04477 +Morocco, 1972, 16660670, Africa, 52.862, 1930.194975 +Morocco, 1977, 18396941, Africa, 55.73, 2370.619976 +Morocco, 1982, 20198730, Africa, 59.65, 2702.620356 +Morocco, 1987, 22987397, Africa, 62.677, 2755.046991 +Morocco, 1992, 25798239, Africa, 65.393, 2948.047252 +Morocco, 1997, 28529501, Africa, 67.66, 2982.101858 +Morocco, 2002, 31167783, Africa, 69.615, 3258.495584 +Morocco, 2007, 33757175, Africa, 71.164, 3820.17523 +Mozambique, 1952, 6446316, Africa, 31.286, 468.5260381 +Mozambique, 1957, 7038035, Africa, 33.779, 495.5868333 +Mozambique, 1962, 7788944, Africa, 36.161, 556.6863539 +Mozambique, 1967, 8680909, Africa, 38.113, 566.6691539 +Mozambique, 1972, 9809596, Africa, 40.328, 724.9178037 +Mozambique, 1977, 11127868, Africa, 42.495, 502.3197334 +Mozambique, 1982, 12587223, Africa, 42.795, 462.2114149 +Mozambique, 1987, 12891952, Africa, 42.861, 389.8761846 +Mozambique, 1992, 13160731, Africa, 44.284, 410.8968239 +Mozambique, 1997, 16603334, Africa, 46.344, 472.3460771 +Mozambique, 2002, 18473780, Africa, 44.026, 633.6179466 +Mozambique, 2007, 19951656, Africa, 42.082, 823.6856205 +Myanmar, 1952, 20092996, Asia, 36.319, 331 +Myanmar, 1957, 21731844, Asia, 41.905, 350 +Myanmar, 1962, 23634436, Asia, 45.108, 388 +Myanmar, 1967, 25870271, Asia, 49.379, 349 +Myanmar, 1972, 28466390, Asia, 53.07, 357 +Myanmar, 1977, 31528087, Asia, 56.059, 371 +Myanmar, 1982, 34680442, Asia, 58.056, 424 +Myanmar, 1987, 38028578, Asia, 58.339, 385 +Myanmar, 1992, 40546538, Asia, 59.32, 347 +Myanmar, 1997, 43247867, Asia, 60.328, 415 +Myanmar, 2002, 45598081, Asia, 59.908, 611 +Myanmar, 2007, 47761980, Asia, 62.069, 944 +Namibia, 1952, 485831, Africa, 41.725, 2423.780443 +Namibia, 1957, 548080, Africa, 45.226, 2621.448058 +Namibia, 1962, 621392, Africa, 48.386, 3173.215595 +Namibia, 1967, 706640, Africa, 51.159, 3793.694753 +Namibia, 1972, 821782, Africa, 53.867, 3746.080948 +Namibia, 1977, 977026, Africa, 56.437, 3876.485958 +Namibia, 1982, 1099010, Africa, 58.968, 4191.100511 +Namibia, 1987, 1278184, Africa, 60.835, 3693.731337 +Namibia, 1992, 1554253, Africa, 61.999, 3804.537999 +Namibia, 1997, 1774766, Africa, 58.909, 3899.52426 +Namibia, 2002, 1972153, Africa, 51.479, 4072.324751 +Namibia, 2007, 2055080, Africa, 52.906, 4811.060429 +Nepal, 1952, 9182536, Asia, 36.157, 545.8657229 +Nepal, 1957, 9682338, Asia, 37.686, 597.9363558 +Nepal, 1962, 10332057, Asia, 39.393, 652.3968593 +Nepal, 1967, 11261690, Asia, 41.472, 676.4422254 +Nepal, 1972, 12412593, Asia, 43.971, 674.7881296 +Nepal, 1977, 13933198, Asia, 46.748, 694.1124398 +Nepal, 1982, 15796314, Asia, 49.594, 718.3730947 +Nepal, 1987, 17917180, Asia, 52.537, 775.6324501 +Nepal, 1992, 20326209, Asia, 55.727, 897.7403604 +Nepal, 1997, 23001113, Asia, 59.426, 1010.892138 +Nepal, 2002, 25873917, Asia, 61.34, 1057.206311 +Nepal, 2007, 28901790, Asia, 63.785, 1091.359778 +Netherlands, 1952, 10381988, Europe, 72.13, 8941.571858 +Netherlands, 1957, 11026383, Europe, 72.99, 11276.19344 +Netherlands, 1962, 11805689, Europe, 73.23, 12790.84956 +Netherlands, 1967, 12596822, Europe, 73.82, 15363.25136 +Netherlands, 1972, 13329874, Europe, 73.75, 18794.74567 +Netherlands, 1977, 13852989, Europe, 75.24, 21209.0592 +Netherlands, 1982, 14310401, Europe, 76.05, 21399.46046 +Netherlands, 1987, 14665278, Europe, 76.83, 23651.32361 +Netherlands, 1992, 15174244, Europe, 77.42, 26790.94961 +Netherlands, 1997, 15604464, Europe, 78.03, 30246.13063 +Netherlands, 2002, 16122830, Europe, 78.53, 33724.75778 +Netherlands, 2007, 16570613, Europe, 79.762, 36797.93332 +New Zealand, 1952, 1994794, Oceania, 69.39, 10556.57566 +New Zealand, 1957, 2229407, Oceania, 70.26, 12247.39532 +New Zealand, 1962, 2488550, Oceania, 71.24, 13175.678 +New Zealand, 1967, 2728150, Oceania, 71.52, 14463.91893 +New Zealand, 1972, 2929100, Oceania, 71.89, 16046.03728 +New Zealand, 1977, 3164900, Oceania, 72.22, 16233.7177 +New Zealand, 1982, 3210650, Oceania, 73.84, 17632.4104 +New Zealand, 1987, 3317166, Oceania, 74.32, 19007.19129 +New Zealand, 1992, 3437674, Oceania, 76.33, 18363.32494 +New Zealand, 1997, 3676187, Oceania, 77.55, 21050.41377 +New Zealand, 2002, 3908037, Oceania, 79.11, 23189.80135 +New Zealand, 2007, 4115771, Oceania, 80.204, 25185.00911 +Nicaragua, 1952, 1165790, Americas, 42.314, 3112.363948 +Nicaragua, 1957, 1358828, Americas, 45.432, 3457.415947 +Nicaragua, 1962, 1590597, Americas, 48.632, 3634.364406 +Nicaragua, 1967, 1865490, Americas, 51.884, 4643.393534 +Nicaragua, 1972, 2182908, Americas, 55.151, 4688.593267 +Nicaragua, 1977, 2554598, Americas, 57.47, 5486.371089 +Nicaragua, 1982, 2979423, Americas, 59.298, 3470.338156 +Nicaragua, 1987, 3344353, Americas, 62.008, 2955.984375 +Nicaragua, 1992, 4017939, Americas, 65.843, 2170.151724 +Nicaragua, 1997, 4609572, Americas, 68.426, 2253.023004 +Nicaragua, 2002, 5146848, Americas, 70.836, 2474.548819 +Nicaragua, 2007, 5675356, Americas, 72.899, 2749.320965 +Niger, 1952, 3379468, Africa, 37.444, 761.879376 +Niger, 1957, 3692184, Africa, 38.598, 835.5234025 +Niger, 1962, 4076008, Africa, 39.487, 997.7661127 +Niger, 1967, 4534062, Africa, 40.118, 1054.384891 +Niger, 1972, 5060262, Africa, 40.546, 954.2092363 +Niger, 1977, 5682086, Africa, 41.291, 808.8970728 +Niger, 1982, 6437188, Africa, 42.598, 909.7221354 +Niger, 1987, 7332638, Africa, 44.555, 668.3000228 +Niger, 1992, 8392818, Africa, 47.391, 581.182725 +Niger, 1997, 9666252, Africa, 51.313, 580.3052092 +Niger, 2002, 11140655, Africa, 54.496, 601.0745012 +Niger, 2007, 12894865, Africa, 56.867, 619.6768924 +Nigeria, 1952, 33119096, Africa, 36.324, 1077.281856 +Nigeria, 1957, 37173340, Africa, 37.802, 1100.592563 +Nigeria, 1962, 41871351, Africa, 39.36, 1150.927478 +Nigeria, 1967, 47287752, Africa, 41.04, 1014.514104 +Nigeria, 1972, 53740085, Africa, 42.821, 1698.388838 +Nigeria, 1977, 62209173, Africa, 44.514, 1981.951806 +Nigeria, 1982, 73039376, Africa, 45.826, 1576.97375 +Nigeria, 1987, 81551520, Africa, 46.886, 1385.029563 +Nigeria, 1992, 93364244, Africa, 47.472, 1619.848217 +Nigeria, 1997, 106207839, Africa, 47.464, 1624.941275 +Nigeria, 2002, 119901274, Africa, 46.608, 1615.286395 +Nigeria, 2007, 135031164, Africa, 46.859, 2013.977305 +Norway, 1952, 3327728, Europe, 72.67, 10095.42172 +Norway, 1957, 3491938, Europe, 73.44, 11653.97304 +Norway, 1962, 3638919, Europe, 73.47, 13450.40151 +Norway, 1967, 3786019, Europe, 74.08, 16361.87647 +Norway, 1972, 3933004, Europe, 74.34, 18965.05551 +Norway, 1977, 4043205, Europe, 75.37, 23311.34939 +Norway, 1982, 4114787, Europe, 75.97, 26298.63531 +Norway, 1987, 4186147, Europe, 75.89, 31540.9748 +Norway, 1992, 4286357, Europe, 77.32, 33965.66115 +Norway, 1997, 4405672, Europe, 78.32, 41283.16433 +Norway, 2002, 4535591, Europe, 79.05, 44683.97525 +Norway, 2007, 4627926, Europe, 80.196, 49357.19017 +Oman, 1952, 507833, Asia, 37.578, 1828.230307 +Oman, 1957, 561977, Asia, 40.08, 2242.746551 +Oman, 1962, 628164, Asia, 43.165, 2924.638113 +Oman, 1967, 714775, Asia, 46.988, 4720.942687 +Oman, 1972, 829050, Asia, 52.143, 10618.03855 +Oman, 1977, 1004533, Asia, 57.367, 11848.34392 +Oman, 1982, 1301048, Asia, 62.728, 12954.79101 +Oman, 1987, 1593882, Asia, 67.734, 18115.22313 +Oman, 1992, 1915208, Asia, 71.197, 18616.70691 +Oman, 1997, 2283635, Asia, 72.499, 19702.05581 +Oman, 2002, 2713462, Asia, 74.193, 19774.83687 +Oman, 2007, 3204897, Asia, 75.64, 22316.19287 +Pakistan, 1952, 41346560, Asia, 43.436, 684.5971438 +Pakistan, 1957, 46679944, Asia, 45.557, 747.0835292 +Pakistan, 1962, 53100671, Asia, 47.67, 803.3427418 +Pakistan, 1967, 60641899, Asia, 49.8, 942.4082588 +Pakistan, 1972, 69325921, Asia, 51.929, 1049.938981 +Pakistan, 1977, 78152686, Asia, 54.043, 1175.921193 +Pakistan, 1982, 91462088, Asia, 56.158, 1443.429832 +Pakistan, 1987, 105186881, Asia, 58.245, 1704.686583 +Pakistan, 1992, 120065004, Asia, 60.838, 1971.829464 +Pakistan, 1997, 135564834, Asia, 61.818, 2049.350521 +Pakistan, 2002, 153403524, Asia, 63.61, 2092.712441 +Pakistan, 2007, 169270617, Asia, 65.483, 2605.94758 +Panama, 1952, 940080, Americas, 55.191, 2480.380334 +Panama, 1957, 1063506, Americas, 59.201, 2961.800905 +Panama, 1962, 1215725, Americas, 61.817, 3536.540301 +Panama, 1967, 1405486, Americas, 64.071, 4421.009084 +Panama, 1972, 1616384, Americas, 66.216, 5364.249663 +Panama, 1977, 1839782, Americas, 68.681, 5351.912144 +Panama, 1982, 2036305, Americas, 70.472, 7009.601598 +Panama, 1987, 2253639, Americas, 71.523, 7034.779161 +Panama, 1992, 2484997, Americas, 72.462, 6618.74305 +Panama, 1997, 2734531, Americas, 73.738, 7113.692252 +Panama, 2002, 2990875, Americas, 74.712, 7356.031934 +Panama, 2007, 3242173, Americas, 75.537, 9809.185636 +Paraguay, 1952, 1555876, Americas, 62.649, 1952.308701 +Paraguay, 1957, 1770902, Americas, 63.196, 2046.154706 +Paraguay, 1962, 2009813, Americas, 64.361, 2148.027146 +Paraguay, 1967, 2287985, Americas, 64.951, 2299.376311 +Paraguay, 1972, 2614104, Americas, 65.815, 2523.337977 +Paraguay, 1977, 2984494, Americas, 66.353, 3248.373311 +Paraguay, 1982, 3366439, Americas, 66.874, 4258.503604 +Paraguay, 1987, 3886512, Americas, 67.378, 3998.875695 +Paraguay, 1992, 4483945, Americas, 68.225, 4196.411078 +Paraguay, 1997, 5154123, Americas, 69.4, 4247.400261 +Paraguay, 2002, 5884491, Americas, 70.755, 3783.674243 +Paraguay, 2007, 6667147, Americas, 71.752, 4172.838464 +Peru, 1952, 8025700, Americas, 43.902, 3758.523437 +Peru, 1957, 9146100, Americas, 46.263, 4245.256698 +Peru, 1962, 10516500, Americas, 49.096, 4957.037982 +Peru, 1967, 12132200, Americas, 51.445, 5788.09333 +Peru, 1972, 13954700, Americas, 55.448, 5937.827283 +Peru, 1977, 15990099, Americas, 58.447, 6281.290855 +Peru, 1982, 18125129, Americas, 61.406, 6434.501797 +Peru, 1987, 20195924, Americas, 64.134, 6360.943444 +Peru, 1992, 22430449, Americas, 66.458, 4446.380924 +Peru, 1997, 24748122, Americas, 68.386, 5838.347657 +Peru, 2002, 26769436, Americas, 69.906, 5909.020073 +Peru, 2007, 28674757, Americas, 71.421, 7408.905561 +Philippines, 1952, 22438691, Asia, 47.752, 1272.880995 +Philippines, 1957, 26072194, Asia, 51.334, 1547.944844 +Philippines, 1962, 30325264, Asia, 54.757, 1649.552153 +Philippines, 1967, 35356600, Asia, 56.393, 1814.12743 +Philippines, 1972, 40850141, Asia, 58.065, 1989.37407 +Philippines, 1977, 46850962, Asia, 60.06, 2373.204287 +Philippines, 1982, 53456774, Asia, 62.082, 2603.273765 +Philippines, 1987, 60017788, Asia, 64.151, 2189.634995 +Philippines, 1992, 67185766, Asia, 66.458, 2279.324017 +Philippines, 1997, 75012988, Asia, 68.564, 2536.534925 +Philippines, 2002, 82995088, Asia, 70.303, 2650.921068 +Philippines, 2007, 91077287, Asia, 71.688, 3190.481016 +Poland, 1952, 25730551, Europe, 61.31, 4029.329699 +Poland, 1957, 28235346, Europe, 65.77, 4734.253019 +Poland, 1962, 30329617, Europe, 67.64, 5338.752143 +Poland, 1967, 31785378, Europe, 69.61, 6557.152776 +Poland, 1972, 33039545, Europe, 70.85, 8006.506993 +Poland, 1977, 34621254, Europe, 70.67, 9508.141454 +Poland, 1982, 36227381, Europe, 71.32, 8451.531004 +Poland, 1987, 37740710, Europe, 70.98, 9082.351172 +Poland, 1992, 38370697, Europe, 70.99, 7738.881247 +Poland, 1997, 38654957, Europe, 72.75, 10159.58368 +Poland, 2002, 38625976, Europe, 74.67, 12002.23908 +Poland, 2007, 38518241, Europe, 75.563, 15389.92468 +Portugal, 1952, 8526050, Europe, 59.82, 3068.319867 +Portugal, 1957, 8817650, Europe, 61.51, 3774.571743 +Portugal, 1962, 9019800, Europe, 64.39, 4727.954889 +Portugal, 1967, 9103000, Europe, 66.6, 6361.517993 +Portugal, 1972, 8970450, Europe, 69.26, 9022.247417 +Portugal, 1977, 9662600, Europe, 70.41, 10172.48572 +Portugal, 1982, 9859650, Europe, 72.77, 11753.84291 +Portugal, 1987, 9915289, Europe, 74.06, 13039.30876 +Portugal, 1992, 9927680, Europe, 74.86, 16207.26663 +Portugal, 1997, 10156415, Europe, 75.97, 17641.03156 +Portugal, 2002, 10433867, Europe, 77.29, 19970.90787 +Portugal, 2007, 10642836, Europe, 78.098, 20509.64777 +Puerto Rico, 1952, 2227000, Americas, 64.28, 3081.959785 +Puerto Rico, 1957, 2260000, Americas, 68.54, 3907.156189 +Puerto Rico, 1962, 2448046, Americas, 69.62, 5108.34463 +Puerto Rico, 1967, 2648961, Americas, 71.1, 6929.277714 +Puerto Rico, 1972, 2847132, Americas, 72.16, 9123.041742 +Puerto Rico, 1977, 3080828, Americas, 73.44, 9770.524921 +Puerto Rico, 1982, 3279001, Americas, 73.75, 10330.98915 +Puerto Rico, 1987, 3444468, Americas, 74.63, 12281.34191 +Puerto Rico, 1992, 3585176, Americas, 73.911, 14641.58711 +Puerto Rico, 1997, 3759430, Americas, 74.917, 16999.4333 +Puerto Rico, 2002, 3859606, Americas, 77.778, 18855.60618 +Puerto Rico, 2007, 3942491, Americas, 78.746, 19328.70901 +Reunion, 1952, 257700, Africa, 52.724, 2718.885295 +Reunion, 1957, 308700, Africa, 55.09, 2769.451844 +Reunion, 1962, 358900, Africa, 57.666, 3173.72334 +Reunion, 1967, 414024, Africa, 60.542, 4021.175739 +Reunion, 1972, 461633, Africa, 64.274, 5047.658563 +Reunion, 1977, 492095, Africa, 67.064, 4319.804067 +Reunion, 1982, 517810, Africa, 69.885, 5267.219353 +Reunion, 1987, 562035, Africa, 71.913, 5303.377488 +Reunion, 1992, 622191, Africa, 73.615, 6101.255823 +Reunion, 1997, 684810, Africa, 74.772, 6071.941411 +Reunion, 2002, 743981, Africa, 75.744, 6316.1652 +Reunion, 2007, 798094, Africa, 76.442, 7670.122558 +Romania, 1952, 16630000, Europe, 61.05, 3144.613186 +Romania, 1957, 17829327, Europe, 64.1, 3943.370225 +Romania, 1962, 18680721, Europe, 66.8, 4734.997586 +Romania, 1967, 19284814, Europe, 66.8, 6470.866545 +Romania, 1972, 20662648, Europe, 69.21, 8011.414402 +Romania, 1977, 21658597, Europe, 69.46, 9356.39724 +Romania, 1982, 22356726, Europe, 69.66, 9605.314053 +Romania, 1987, 22686371, Europe, 69.53, 9696.273295 +Romania, 1992, 22797027, Europe, 69.36, 6598.409903 +Romania, 1997, 22562458, Europe, 69.72, 7346.547557 +Romania, 2002, 22404337, Europe, 71.322, 7885.360081 +Romania, 2007, 22276056, Europe, 72.476, 10808.47561 +Rwanda, 1952, 2534927, Africa, 40, 493.3238752 +Rwanda, 1957, 2822082, Africa, 41.5, 540.2893983 +Rwanda, 1962, 3051242, Africa, 43, 597.4730727 +Rwanda, 1967, 3451079, Africa, 44.1, 510.9637142 +Rwanda, 1972, 3992121, Africa, 44.6, 590.5806638 +Rwanda, 1977, 4657072, Africa, 45, 670.0806011 +Rwanda, 1982, 5507565, Africa, 46.218, 881.5706467 +Rwanda, 1987, 6349365, Africa, 44.02, 847.991217 +Rwanda, 1992, 7290203, Africa, 23.599, 737.0685949 +Rwanda, 1997, 7212583, Africa, 36.087, 589.9445051 +Rwanda, 2002, 7852401, Africa, 43.413, 785.6537648 +Rwanda, 2007, 8860588, Africa, 46.242, 863.0884639 +Sao Tome and Principe, 1952, 60011, Africa, 46.471, 879.5835855 +Sao Tome and Principe, 1957, 61325, Africa, 48.945, 860.7369026 +Sao Tome and Principe, 1962, 65345, Africa, 51.893, 1071.551119 +Sao Tome and Principe, 1967, 70787, Africa, 54.425, 1384.840593 +Sao Tome and Principe, 1972, 76595, Africa, 56.48, 1532.985254 +Sao Tome and Principe, 1977, 86796, Africa, 58.55, 1737.561657 +Sao Tome and Principe, 1982, 98593, Africa, 60.351, 1890.218117 +Sao Tome and Principe, 1987, 110812, Africa, 61.728, 1516.525457 +Sao Tome and Principe, 1992, 125911, Africa, 62.742, 1428.777814 +Sao Tome and Principe, 1997, 145608, Africa, 63.306, 1339.076036 +Sao Tome and Principe, 2002, 170372, Africa, 64.337, 1353.09239 +Sao Tome and Principe, 2007, 199579, Africa, 65.528, 1598.435089 +Saudi Arabia, 1952, 4005677, Asia, 39.875, 6459.554823 +Saudi Arabia, 1957, 4419650, Asia, 42.868, 8157.591248 +Saudi Arabia, 1962, 4943029, Asia, 45.914, 11626.41975 +Saudi Arabia, 1967, 5618198, Asia, 49.901, 16903.04886 +Saudi Arabia, 1972, 6472756, Asia, 53.886, 24837.42865 +Saudi Arabia, 1977, 8128505, Asia, 58.69, 34167.7626 +Saudi Arabia, 1982, 11254672, Asia, 63.012, 33693.17525 +Saudi Arabia, 1987, 14619745, Asia, 66.295, 21198.26136 +Saudi Arabia, 1992, 16945857, Asia, 68.768, 24841.61777 +Saudi Arabia, 1997, 21229759, Asia, 70.533, 20586.69019 +Saudi Arabia, 2002, 24501530, Asia, 71.626, 19014.54118 +Saudi Arabia, 2007, 27601038, Asia, 72.777, 21654.83194 +Senegal, 1952, 2755589, Africa, 37.278, 1450.356983 +Senegal, 1957, 3054547, Africa, 39.329, 1567.653006 +Senegal, 1962, 3430243, Africa, 41.454, 1654.988723 +Senegal, 1967, 3965841, Africa, 43.563, 1612.404632 +Senegal, 1972, 4588696, Africa, 45.815, 1597.712056 +Senegal, 1977, 5260855, Africa, 48.879, 1561.769116 +Senegal, 1982, 6147783, Africa, 52.379, 1518.479984 +Senegal, 1987, 7171347, Africa, 55.769, 1441.72072 +Senegal, 1992, 8307920, Africa, 58.196, 1367.899369 +Senegal, 1997, 9535314, Africa, 60.187, 1392.368347 +Senegal, 2002, 10870037, Africa, 61.6, 1519.635262 +Senegal, 2007, 12267493, Africa, 63.062, 1712.472136 +Serbia, 1952, 6860147, Europe, 57.996, 3581.459448 +Serbia, 1957, 7271135, Europe, 61.685, 4981.090891 +Serbia, 1962, 7616060, Europe, 64.531, 6289.629157 +Serbia, 1967, 7971222, Europe, 66.914, 7991.707066 +Serbia, 1972, 8313288, Europe, 68.7, 10522.06749 +Serbia, 1977, 8686367, Europe, 70.3, 12980.66956 +Serbia, 1982, 9032824, Europe, 70.162, 15181.0927 +Serbia, 1987, 9230783, Europe, 71.218, 15870.87851 +Serbia, 1992, 9826397, Europe, 71.659, 9325.068238 +Serbia, 1997, 10336594, Europe, 72.232, 7914.320304 +Serbia, 2002, 10111559, Europe, 73.213, 7236.075251 +Serbia, 2007, 10150265, Europe, 74.002, 9786.534714 +Sierra Leone, 1952, 2143249, Africa, 30.331, 879.7877358 +Sierra Leone, 1957, 2295678, Africa, 31.57, 1004.484437 +Sierra Leone, 1962, 2467895, Africa, 32.767, 1116.639877 +Sierra Leone, 1967, 2662190, Africa, 34.113, 1206.043465 +Sierra Leone, 1972, 2879013, Africa, 35.4, 1353.759762 +Sierra Leone, 1977, 3140897, Africa, 36.788, 1348.285159 +Sierra Leone, 1982, 3464522, Africa, 38.445, 1465.010784 +Sierra Leone, 1987, 3868905, Africa, 40.006, 1294.447788 +Sierra Leone, 1992, 4260884, Africa, 38.333, 1068.696278 +Sierra Leone, 1997, 4578212, Africa, 39.897, 574.6481576 +Sierra Leone, 2002, 5359092, Africa, 41.012, 699.489713 +Sierra Leone, 2007, 6144562, Africa, 42.568, 862.5407561 +Singapore, 1952, 1127000, Asia, 60.396, 2315.138227 +Singapore, 1957, 1445929, Asia, 63.179, 2843.104409 +Singapore, 1962, 1750200, Asia, 65.798, 3674.735572 +Singapore, 1967, 1977600, Asia, 67.946, 4977.41854 +Singapore, 1972, 2152400, Asia, 69.521, 8597.756202 +Singapore, 1977, 2325300, Asia, 70.795, 11210.08948 +Singapore, 1982, 2651869, Asia, 71.76, 15169.16112 +Singapore, 1987, 2794552, Asia, 73.56, 18861.53081 +Singapore, 1992, 3235865, Asia, 75.788, 24769.8912 +Singapore, 1997, 3802309, Asia, 77.158, 33519.4766 +Singapore, 2002, 4197776, Asia, 78.77, 36023.1054 +Singapore, 2007, 4553009, Asia, 79.972, 47143.17964 +Slovak Republic, 1952, 3558137, Europe, 64.36, 5074.659104 +Slovak Republic, 1957, 3844277, Europe, 67.45, 6093.26298 +Slovak Republic, 1962, 4237384, Europe, 70.33, 7481.107598 +Slovak Republic, 1967, 4442238, Europe, 70.98, 8412.902397 +Slovak Republic, 1972, 4593433, Europe, 70.35, 9674.167626 +Slovak Republic, 1977, 4827803, Europe, 70.45, 10922.66404 +Slovak Republic, 1982, 5048043, Europe, 70.8, 11348.54585 +Slovak Republic, 1987, 5199318, Europe, 71.08, 12037.26758 +Slovak Republic, 1992, 5302888, Europe, 71.38, 9498.467723 +Slovak Republic, 1997, 5383010, Europe, 72.71, 12126.23065 +Slovak Republic, 2002, 5410052, Europe, 73.8, 13638.77837 +Slovak Republic, 2007, 5447502, Europe, 74.663, 18678.31435 +Slovenia, 1952, 1489518, Europe, 65.57, 4215.041741 +Slovenia, 1957, 1533070, Europe, 67.85, 5862.276629 +Slovenia, 1962, 1582962, Europe, 69.15, 7402.303395 +Slovenia, 1967, 1646912, Europe, 69.18, 9405.489397 +Slovenia, 1972, 1694510, Europe, 69.82, 12383.4862 +Slovenia, 1977, 1746919, Europe, 70.97, 15277.03017 +Slovenia, 1982, 1861252, Europe, 71.063, 17866.72175 +Slovenia, 1987, 1945870, Europe, 72.25, 18678.53492 +Slovenia, 1992, 1999210, Europe, 73.64, 14214.71681 +Slovenia, 1997, 2011612, Europe, 75.13, 17161.10735 +Slovenia, 2002, 2011497, Europe, 76.66, 20660.01936 +Slovenia, 2007, 2009245, Europe, 77.926, 25768.25759 +Somalia, 1952, 2526994, Africa, 32.978, 1135.749842 +Somalia, 1957, 2780415, Africa, 34.977, 1258.147413 +Somalia, 1962, 3080153, Africa, 36.981, 1369.488336 +Somalia, 1967, 3428839, Africa, 38.977, 1284.73318 +Somalia, 1972, 3840161, Africa, 40.973, 1254.576127 +Somalia, 1977, 4353666, Africa, 41.974, 1450.992513 +Somalia, 1982, 5828892, Africa, 42.955, 1176.807031 +Somalia, 1987, 6921858, Africa, 44.501, 1093.244963 +Somalia, 1992, 6099799, Africa, 39.658, 926.9602964 +Somalia, 1997, 6633514, Africa, 43.795, 930.5964284 +Somalia, 2002, 7753310, Africa, 45.936, 882.0818218 +Somalia, 2007, 9118773, Africa, 48.159, 926.1410683 +South Africa, 1952, 14264935, Africa, 45.009, 4725.295531 +South Africa, 1957, 16151549, Africa, 47.985, 5487.104219 +South Africa, 1962, 18356657, Africa, 49.951, 5768.729717 +South Africa, 1967, 20997321, Africa, 51.927, 7114.477971 +South Africa, 1972, 23935810, Africa, 53.696, 7765.962636 +South Africa, 1977, 27129932, Africa, 55.527, 8028.651439 +South Africa, 1982, 31140029, Africa, 58.161, 8568.266228 +South Africa, 1987, 35933379, Africa, 60.834, 7825.823398 +South Africa, 1992, 39964159, Africa, 61.888, 7225.069258 +South Africa, 1997, 42835005, Africa, 60.236, 7479.188244 +South Africa, 2002, 44433622, Africa, 53.365, 7710.946444 +South Africa, 2007, 43997828, Africa, 49.339, 9269.657808 +Spain, 1952, 28549870, Europe, 64.94, 3834.034742 +Spain, 1957, 29841614, Europe, 66.66, 4564.80241 +Spain, 1962, 31158061, Europe, 69.69, 5693.843879 +Spain, 1967, 32850275, Europe, 71.44, 7993.512294 +Spain, 1972, 34513161, Europe, 73.06, 10638.75131 +Spain, 1977, 36439000, Europe, 74.39, 13236.92117 +Spain, 1982, 37983310, Europe, 76.3, 13926.16997 +Spain, 1987, 38880702, Europe, 76.9, 15764.98313 +Spain, 1992, 39549438, Europe, 77.57, 18603.06452 +Spain, 1997, 39855442, Europe, 78.77, 20445.29896 +Spain, 2002, 40152517, Europe, 79.78, 24835.47166 +Spain, 2007, 40448191, Europe, 80.941, 28821.0637 +Sri Lanka, 1952, 7982342, Asia, 57.593, 1083.53203 +Sri Lanka, 1957, 9128546, Asia, 61.456, 1072.546602 +Sri Lanka, 1962, 10421936, Asia, 62.192, 1074.47196 +Sri Lanka, 1967, 11737396, Asia, 64.266, 1135.514326 +Sri Lanka, 1972, 13016733, Asia, 65.042, 1213.39553 +Sri Lanka, 1977, 14116836, Asia, 65.949, 1348.775651 +Sri Lanka, 1982, 15410151, Asia, 68.757, 1648.079789 +Sri Lanka, 1987, 16495304, Asia, 69.011, 1876.766827 +Sri Lanka, 1992, 17587060, Asia, 70.379, 2153.739222 +Sri Lanka, 1997, 18698655, Asia, 70.457, 2664.477257 +Sri Lanka, 2002, 19576783, Asia, 70.815, 3015.378833 +Sri Lanka, 2007, 20378239, Asia, 72.396, 3970.095407 +Sudan, 1952, 8504667, Africa, 38.635, 1615.991129 +Sudan, 1957, 9753392, Africa, 39.624, 1770.337074 +Sudan, 1962, 11183227, Africa, 40.87, 1959.593767 +Sudan, 1967, 12716129, Africa, 42.858, 1687.997641 +Sudan, 1972, 14597019, Africa, 45.083, 1659.652775 +Sudan, 1977, 17104986, Africa, 47.8, 2202.988423 +Sudan, 1982, 20367053, Africa, 50.338, 1895.544073 +Sudan, 1987, 24725960, Africa, 51.744, 1507.819159 +Sudan, 1992, 28227588, Africa, 53.556, 1492.197043 +Sudan, 1997, 32160729, Africa, 55.373, 1632.210764 +Sudan, 2002, 37090298, Africa, 56.369, 1993.398314 +Sudan, 2007, 42292929, Africa, 58.556, 2602.394995 +Swaziland, 1952, 290243, Africa, 41.407, 1148.376626 +Swaziland, 1957, 326741, Africa, 43.424, 1244.708364 +Swaziland, 1962, 370006, Africa, 44.992, 1856.182125 +Swaziland, 1967, 420690, Africa, 46.633, 2613.101665 +Swaziland, 1972, 480105, Africa, 49.552, 3364.836625 +Swaziland, 1977, 551425, Africa, 52.537, 3781.410618 +Swaziland, 1982, 649901, Africa, 55.561, 3895.384018 +Swaziland, 1987, 779348, Africa, 57.678, 3984.839812 +Swaziland, 1992, 962344, Africa, 58.474, 3553.0224 +Swaziland, 1997, 1054486, Africa, 54.289, 3876.76846 +Swaziland, 2002, 1130269, Africa, 43.869, 4128.116943 +Swaziland, 2007, 1133066, Africa, 39.613, 4513.480643 +Sweden, 1952, 7124673, Europe, 71.86, 8527.844662 +Sweden, 1957, 7363802, Europe, 72.49, 9911.878226 +Sweden, 1962, 7561588, Europe, 73.37, 12329.44192 +Sweden, 1967, 7867931, Europe, 74.16, 15258.29697 +Sweden, 1972, 8122293, Europe, 74.72, 17832.02464 +Sweden, 1977, 8251648, Europe, 75.44, 18855.72521 +Sweden, 1982, 8325260, Europe, 76.42, 20667.38125 +Sweden, 1987, 8421403, Europe, 77.19, 23586.92927 +Sweden, 1992, 8718867, Europe, 78.16, 23880.01683 +Sweden, 1997, 8897619, Europe, 79.39, 25266.59499 +Sweden, 2002, 8954175, Europe, 80.04, 29341.63093 +Sweden, 2007, 9031088, Europe, 80.884, 33859.74835 +Switzerland, 1952, 4815000, Europe, 69.62, 14734.23275 +Switzerland, 1957, 5126000, Europe, 70.56, 17909.48973 +Switzerland, 1962, 5666000, Europe, 71.32, 20431.0927 +Switzerland, 1967, 6063000, Europe, 72.77, 22966.14432 +Switzerland, 1972, 6401400, Europe, 73.78, 27195.11304 +Switzerland, 1977, 6316424, Europe, 75.39, 26982.29052 +Switzerland, 1982, 6468126, Europe, 76.21, 28397.71512 +Switzerland, 1987, 6649942, Europe, 77.41, 30281.70459 +Switzerland, 1992, 6995447, Europe, 78.03, 31871.5303 +Switzerland, 1997, 7193761, Europe, 79.37, 32135.32301 +Switzerland, 2002, 7361757, Europe, 80.62, 34480.95771 +Switzerland, 2007, 7554661, Europe, 81.701, 37506.41907 +Syria, 1952, 3661549, Asia, 45.883, 1643.485354 +Syria, 1957, 4149908, Asia, 48.284, 2117.234893 +Syria, 1962, 4834621, Asia, 50.305, 2193.037133 +Syria, 1967, 5680812, Asia, 53.655, 1881.923632 +Syria, 1972, 6701172, Asia, 57.296, 2571.423014 +Syria, 1977, 7932503, Asia, 61.195, 3195.484582 +Syria, 1982, 9410494, Asia, 64.59, 3761.837715 +Syria, 1987, 11242847, Asia, 66.974, 3116.774285 +Syria, 1992, 13219062, Asia, 69.249, 3340.542768 +Syria, 1997, 15081016, Asia, 71.527, 4014.238972 +Syria, 2002, 17155814, Asia, 73.053, 4090.925331 +Syria, 2007, 19314747, Asia, 74.143, 4184.548089 +Taiwan, 1952, 8550362, Asia, 58.5, 1206.947913 +Taiwan, 1957, 10164215, Asia, 62.4, 1507.86129 +Taiwan, 1962, 11918938, Asia, 65.2, 1822.879028 +Taiwan, 1967, 13648692, Asia, 67.5, 2643.858681 +Taiwan, 1972, 15226039, Asia, 69.39, 4062.523897 +Taiwan, 1977, 16785196, Asia, 70.59, 5596.519826 +Taiwan, 1982, 18501390, Asia, 72.16, 7426.354774 +Taiwan, 1987, 19757799, Asia, 73.4, 11054.56175 +Taiwan, 1992, 20686918, Asia, 74.26, 15215.6579 +Taiwan, 1997, 21628605, Asia, 75.25, 20206.82098 +Taiwan, 2002, 22454239, Asia, 76.99, 23235.42329 +Taiwan, 2007, 23174294, Asia, 78.4, 28718.27684 +Tanzania, 1952, 8322925, Africa, 41.215, 716.6500721 +Tanzania, 1957, 9452826, Africa, 42.974, 698.5356073 +Tanzania, 1962, 10863958, Africa, 44.246, 722.0038073 +Tanzania, 1967, 12607312, Africa, 45.757, 848.2186575 +Tanzania, 1972, 14706593, Africa, 47.62, 915.9850592 +Tanzania, 1977, 17129565, Africa, 49.919, 962.4922932 +Tanzania, 1982, 19844382, Africa, 50.608, 874.2426069 +Tanzania, 1987, 23040630, Africa, 51.535, 831.8220794 +Tanzania, 1992, 26605473, Africa, 50.44, 825.682454 +Tanzania, 1997, 30686889, Africa, 48.466, 789.1862231 +Tanzania, 2002, 34593779, Africa, 49.651, 899.0742111 +Tanzania, 2007, 38139640, Africa, 52.517, 1107.482182 +Thailand, 1952, 21289402, Asia, 50.848, 757.7974177 +Thailand, 1957, 25041917, Asia, 53.63, 793.5774148 +Thailand, 1962, 29263397, Asia, 56.061, 1002.199172 +Thailand, 1967, 34024249, Asia, 58.285, 1295.46066 +Thailand, 1972, 39276153, Asia, 60.405, 1524.358936 +Thailand, 1977, 44148285, Asia, 62.494, 1961.224635 +Thailand, 1982, 48827160, Asia, 64.597, 2393.219781 +Thailand, 1987, 52910342, Asia, 66.084, 2982.653773 +Thailand, 1992, 56667095, Asia, 67.298, 4616.896545 +Thailand, 1997, 60216677, Asia, 67.521, 5852.625497 +Thailand, 2002, 62806748, Asia, 68.564, 5913.187529 +Thailand, 2007, 65068149, Asia, 70.616, 7458.396327 +Togo, 1952, 1219113, Africa, 38.596, 859.8086567 +Togo, 1957, 1357445, Africa, 41.208, 925.9083202 +Togo, 1962, 1528098, Africa, 43.922, 1067.53481 +Togo, 1967, 1735550, Africa, 46.769, 1477.59676 +Togo, 1972, 2056351, Africa, 49.759, 1649.660188 +Togo, 1977, 2308582, Africa, 52.887, 1532.776998 +Togo, 1982, 2644765, Africa, 55.471, 1344.577953 +Togo, 1987, 3154264, Africa, 56.941, 1202.201361 +Togo, 1992, 3747553, Africa, 58.061, 1034.298904 +Togo, 1997, 4320890, Africa, 58.39, 982.2869243 +Togo, 2002, 4977378, Africa, 57.561, 886.2205765 +Togo, 2007, 5701579, Africa, 58.42, 882.9699438 +Trinidad and Tobago, 1952, 662850, Americas, 59.1, 3023.271928 +Trinidad and Tobago, 1957, 764900, Americas, 61.8, 4100.3934 +Trinidad and Tobago, 1962, 887498, Americas, 64.9, 4997.523971 +Trinidad and Tobago, 1967, 960155, Americas, 65.4, 5621.368472 +Trinidad and Tobago, 1972, 975199, Americas, 65.9, 6619.551419 +Trinidad and Tobago, 1977, 1039009, Americas, 68.3, 7899.554209 +Trinidad and Tobago, 1982, 1116479, Americas, 68.832, 9119.528607 +Trinidad and Tobago, 1987, 1191336, Americas, 69.582, 7388.597823 +Trinidad and Tobago, 1992, 1183669, Americas, 69.862, 7370.990932 +Trinidad and Tobago, 1997, 1138101, Americas, 69.465, 8792.573126 +Trinidad and Tobago, 2002, 1101832, Americas, 68.976, 11460.60023 +Trinidad and Tobago, 2007, 1056608, Americas, 69.819, 18008.50924 +Tunisia, 1952, 3647735, Africa, 44.6, 1468.475631 +Tunisia, 1957, 3950849, Africa, 47.1, 1395.232468 +Tunisia, 1962, 4286552, Africa, 49.579, 1660.30321 +Tunisia, 1967, 4786986, Africa, 52.053, 1932.360167 +Tunisia, 1972, 5303507, Africa, 55.602, 2753.285994 +Tunisia, 1977, 6005061, Africa, 59.837, 3120.876811 +Tunisia, 1982, 6734098, Africa, 64.048, 3560.233174 +Tunisia, 1987, 7724976, Africa, 66.894, 3810.419296 +Tunisia, 1992, 8523077, Africa, 70.001, 4332.720164 +Tunisia, 1997, 9231669, Africa, 71.973, 4876.798614 +Tunisia, 2002, 9770575, Africa, 73.042, 5722.895655 +Tunisia, 2007, 10276158, Africa, 73.923, 7092.923025 +Turkey, 1952, 22235677, Europe, 43.585, 1969.10098 +Turkey, 1957, 25670939, Europe, 48.079, 2218.754257 +Turkey, 1962, 29788695, Europe, 52.098, 2322.869908 +Turkey, 1967, 33411317, Europe, 54.336, 2826.356387 +Turkey, 1972, 37492953, Europe, 57.005, 3450.69638 +Turkey, 1977, 42404033, Europe, 59.507, 4269.122326 +Turkey, 1982, 47328791, Europe, 61.036, 4241.356344 +Turkey, 1987, 52881328, Europe, 63.108, 5089.043686 +Turkey, 1992, 58179144, Europe, 66.146, 5678.348271 +Turkey, 1997, 63047647, Europe, 68.835, 6601.429915 +Turkey, 2002, 67308928, Europe, 70.845, 6508.085718 +Turkey, 2007, 71158647, Europe, 71.777, 8458.276384 +Uganda, 1952, 5824797, Africa, 39.978, 734.753484 +Uganda, 1957, 6675501, Africa, 42.571, 774.3710692 +Uganda, 1962, 7688797, Africa, 45.344, 767.2717398 +Uganda, 1967, 8900294, Africa, 48.051, 908.9185217 +Uganda, 1972, 10190285, Africa, 51.016, 950.735869 +Uganda, 1977, 11457758, Africa, 50.35, 843.7331372 +Uganda, 1982, 12939400, Africa, 49.849, 682.2662268 +Uganda, 1987, 15283050, Africa, 51.509, 617.7244065 +Uganda, 1992, 18252190, Africa, 48.825, 644.1707969 +Uganda, 1997, 21210254, Africa, 44.578, 816.559081 +Uganda, 2002, 24739869, Africa, 47.813, 927.7210018 +Uganda, 2007, 29170398, Africa, 51.542, 1056.380121 +United Kingdom, 1952, 50430000, Europe, 69.18, 9979.508487 +United Kingdom, 1957, 51430000, Europe, 70.42, 11283.17795 +United Kingdom, 1962, 53292000, Europe, 70.76, 12477.17707 +United Kingdom, 1967, 54959000, Europe, 71.36, 14142.85089 +United Kingdom, 1972, 56079000, Europe, 72.01, 15895.11641 +United Kingdom, 1977, 56179000, Europe, 72.76, 17428.74846 +United Kingdom, 1982, 56339704, Europe, 74.04, 18232.42452 +United Kingdom, 1987, 56981620, Europe, 75.007, 21664.78767 +United Kingdom, 1992, 57866349, Europe, 76.42, 22705.09254 +United Kingdom, 1997, 58808266, Europe, 77.218, 26074.53136 +United Kingdom, 2002, 59912431, Europe, 78.471, 29478.99919 +United Kingdom, 2007, 60776238, Europe, 79.425, 33203.26128 +United States, 1952, 157553000, Americas, 68.44, 13990.48208 +United States, 1957, 171984000, Americas, 69.49, 14847.12712 +United States, 1962, 186538000, Americas, 70.21, 16173.14586 +United States, 1967, 198712000, Americas, 70.76, 19530.36557 +United States, 1972, 209896000, Americas, 71.34, 21806.03594 +United States, 1977, 220239000, Americas, 73.38, 24072.63213 +United States, 1982, 232187835, Americas, 74.65, 25009.55914 +United States, 1987, 242803533, Americas, 75.02, 29884.35041 +United States, 1992, 256894189, Americas, 76.09, 32003.93224 +United States, 1997, 272911760, Americas, 76.81, 35767.43303 +United States, 2002, 287675526, Americas, 77.31, 39097.09955 +United States, 2007, 301139947, Americas, 78.242, 42951.65309 +Uruguay, 1952, 2252965, Americas, 66.071, 5716.766744 +Uruguay, 1957, 2424959, Americas, 67.044, 6150.772969 +Uruguay, 1962, 2598466, Americas, 68.253, 5603.357717 +Uruguay, 1967, 2748579, Americas, 68.468, 5444.61962 +Uruguay, 1972, 2829526, Americas, 68.673, 5703.408898 +Uruguay, 1977, 2873520, Americas, 69.481, 6504.339663 +Uruguay, 1982, 2953997, Americas, 70.805, 6920.223051 +Uruguay, 1987, 3045153, Americas, 71.918, 7452.398969 +Uruguay, 1992, 3149262, Americas, 72.752, 8137.004775 +Uruguay, 1997, 3262838, Americas, 74.223, 9230.240708 +Uruguay, 2002, 3363085, Americas, 75.307, 7727.002004 +Uruguay, 2007, 3447496, Americas, 76.384, 10611.46299 +Venezuela, 1952, 5439568, Americas, 55.088, 7689.799761 +Venezuela, 1957, 6702668, Americas, 57.907, 9802.466526 +Venezuela, 1962, 8143375, Americas, 60.77, 8422.974165 +Venezuela, 1967, 9709552, Americas, 63.479, 9541.474188 +Venezuela, 1972, 11515649, Americas, 65.712, 10505.25966 +Venezuela, 1977, 13503563, Americas, 67.456, 13143.95095 +Venezuela, 1982, 15620766, Americas, 68.557, 11152.41011 +Venezuela, 1987, 17910182, Americas, 70.19, 9883.584648 +Venezuela, 1992, 20265563, Americas, 71.15, 10733.92631 +Venezuela, 1997, 22374398, Americas, 72.146, 10165.49518 +Venezuela, 2002, 24287670, Americas, 72.766, 8605.047831 +Venezuela, 2007, 26084662, Americas, 73.747, 11415.80569 +Vietnam, 1952, 26246839, Asia, 40.412, 605.0664917 +Vietnam, 1957, 28998543, Asia, 42.887, 676.2854478 +Vietnam, 1962, 33796140, Asia, 45.363, 772.0491602 +Vietnam, 1967, 39463910, Asia, 47.838, 637.1232887 +Vietnam, 1972, 44655014, Asia, 50.254, 699.5016441 +Vietnam, 1977, 50533506, Asia, 55.764, 713.5371196 +Vietnam, 1982, 56142181, Asia, 58.816, 707.2357863 +Vietnam, 1987, 62826491, Asia, 62.82, 820.7994449 +Vietnam, 1992, 69940728, Asia, 67.662, 989.0231487 +Vietnam, 1997, 76048996, Asia, 70.672, 1385.896769 +Vietnam, 2002, 80908147, Asia, 73.017, 1764.456677 +Vietnam, 2007, 85262356, Asia, 74.249, 2441.576404 +West Bank and Gaza, 1952, 1030585, Asia, 43.16, 1515.592329 +West Bank and Gaza, 1957, 1070439, Asia, 45.671, 1827.067742 +West Bank and Gaza, 1962, 1133134, Asia, 48.127, 2198.956312 +West Bank and Gaza, 1967, 1142636, Asia, 51.631, 2649.715007 +West Bank and Gaza, 1972, 1089572, Asia, 56.532, 3133.409277 +West Bank and Gaza, 1977, 1261091, Asia, 60.765, 3682.831494 +West Bank and Gaza, 1982, 1425876, Asia, 64.406, 4336.032082 +West Bank and Gaza, 1987, 1691210, Asia, 67.046, 5107.197384 +West Bank and Gaza, 1992, 2104779, Asia, 69.718, 6017.654756 +West Bank and Gaza, 1997, 2826046, Asia, 71.096, 7110.667619 +West Bank and Gaza, 2002, 3389578, Asia, 72.37, 4515.487575 +West Bank and Gaza, 2007, 4018332, Asia, 73.422, 3025.349798 +Yemen, Rep., 1952, 4963829, Asia, 32.548, 781.7175761 +Yemen, Rep., 1957, 5498090, Asia, 33.97, 804.8304547 +Yemen, Rep., 1962, 6120081, Asia, 35.18, 825.6232006 +Yemen, Rep., 1967, 6740785, Asia, 36.984, 862.4421463 +Yemen, Rep., 1972, 7407075, Asia, 39.848, 1265.047031 +Yemen, Rep., 1977, 8403990, Asia, 44.175, 1829.765177 +Yemen, Rep., 1982, 9657618, Asia, 49.113, 1977.55701 +Yemen, Rep., 1987, 11219340, Asia, 52.922, 1971.741538 +Yemen, Rep., 1992, 13367997, Asia, 55.599, 1879.496673 +Yemen, Rep., 1997, 15826497, Asia, 58.02, 2117.484526 +Yemen, Rep., 2002, 18701257, Asia, 60.308, 2234.820827 +Yemen, Rep., 2007, 22211743, Asia, 62.698, 2280.769906 +Zambia, 1952, 2672000, Africa, 42.038, 1147.388831 +Zambia, 1957, 3016000, Africa, 44.077, 1311.956766 +Zambia, 1962, 3421000, Africa, 46.023, 1452.725766 +Zambia, 1967, 3900000, Africa, 47.768, 1777.077318 +Zambia, 1972, 4506497, Africa, 50.107, 1773.498265 +Zambia, 1977, 5216550, Africa, 51.386, 1588.688299 +Zambia, 1982, 6100407, Africa, 51.821, 1408.678565 +Zambia, 1987, 7272406, Africa, 50.821, 1213.315116 +Zambia, 1992, 8381163, Africa, 46.1, 1210.884633 +Zambia, 1997, 9417789, Africa, 40.238, 1071.353818 +Zambia, 2002, 10595811, Africa, 39.193, 1071.613938 +Zambia, 2007, 11746035, Africa, 42.384, 1271.211593 +Zimbabwe, 1952, 3080907, Africa, 48.451, 406.8841148 +Zimbabwe, 1957, 3646340, Africa, 50.469, 518.7642681 +Zimbabwe, 1962, 4277736, Africa, 52.358, 527.2721818 +Zimbabwe, 1967, 4995432, Africa, 53.995, 569.7950712 +Zimbabwe, 1972, 5861135, Africa, 55.635, 799.3621758 +Zimbabwe, 1977, 6642107, Africa, 57.674, 685.5876821 +Zimbabwe, 1982, 7636524, Africa, 60.363, 788.8550411 +Zimbabwe, 1987, 9216418, Africa, 62.351, 706.1573059 +Zimbabwe, 1992, 10704340, Africa, 60.377, 693.4207856 +Zimbabwe, 1997, 11404948, Africa, 46.809, 792.4499603 +Zimbabwe, 2002, 11926563, Africa, 39.989, 672.0386227 +Zimbabwe, 2007, 12311143, Africa, 43.487, 469.7092981 From 3eb66aa95a528972e9e28ab5458df1d322d6430c Mon Sep 17 00:00:00 2001 From: Andrey Dimitrov Date: Wed, 12 Mar 2014 16:27:15 -0400 Subject: [PATCH 008/163] matlab api examples --- MATLAB_Examples.ipynb | 876 ++++++++++++++++++++++++++++++++++ MATLAB_Wrapper_Examples.ipynb | 820 +++++++++++++++++++++++++++++++ 2 files changed, 1696 insertions(+) create mode 100644 MATLAB_Examples.ipynb create mode 100644 MATLAB_Wrapper_Examples.ipynb diff --git a/MATLAB_Examples.ipynb b/MATLAB_Examples.ipynb new file mode 100644 index 0000000..5c9435d --- /dev/null +++ b/MATLAB_Examples.ipynb @@ -0,0 +1,876 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", + "=====================================\n", + "\n", + "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", + "------------------------------------------------------------------------\n", + "\n", + "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", + "\n", + "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following is a list of usage examples of Plotly in Matlab. The original example data can be found at the [Matlab Plot Gallery](http://www.mathworks.com/discovery/gallery.html)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we need to start a MATLAB server:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pymatbridge as pymat\n", + "ip = get_ipython()\n", + "pymat.load_ipython_extension(ip, \n", + " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Starting MATLAB on http://localhost:55167\n", + " visit http://localhost:55167/exit.m to shut down same\n", + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "MATLAB started and connected!\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note to Windows users: Python doesn't like file paths with spaces! Above, I created a shortcut to matlab.exe and placed it in path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are ready to run MATLAB! The following code segments follow the same genearal structure: connect to Plotly, generate the necessary data structures, and send the graph request. The response is the url where the plot is located." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 1: Morse Signal Analysis" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "% set up plotly environment\n", + "clear all\n", + "\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Load Morse data\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Line_Plot_2D_3\\MDdata'\n", + "\n", + "% specify the style of each trace\n", + "data1 = struct(...\n", + " 'x', dissimilarities, ...\n", + " 'y', dist1, ...\n", + " 'type', 'scatter', ...\n", + " 'name', 'Stress', ...\n", + " 'mode', 'markers', ...\n", + " 'marker', struct('opacity', 0.5, ...\n", + " 'symbol','triangle-up', ... \n", + " 'size',8, ...\n", + " 'color', 'rgb(54,144,192)' ...\n", + " ) ...\n", + " );\n", + "\n", + "data2=data1;\n", + "data2.y = dist2;\n", + "data2.name = 'Sammon Mapping';\n", + "data2.marker.symbol = 'cross';\n", + "data2.marker.color = 'rgb(144,192,54)';\n", + "\n", + "data3=data1;\n", + "data3.y = dist3;\n", + "data3.name = 'Squared Stress';\n", + "data3.marker.symbol = 'square';\n", + "data3.marker.color = 'rgb(192,54,144)';\n", + "\n", + "% set up axis styles\n", + "axesstyle_x = struct( ...\n", + " 'zeroline' , false, ...\n", + " 'title' , 'Dissimilarities' ...\n", + ");\n", + "axesstyle_y = struct( ...\n", + " 'zeroline' , false, ...\n", + " 'title' , 'Distances' ...\n", + ");\n", + "\n", + "% set the legend style\n", + "legendstyle = struct('x' , 0, 'y' , 1); % Top left\n", + "\n", + "% set up layout\n", + "layout = struct( ...\n", + " 'title', 'Morse Signal Analysis', ...\n", + " 'xaxis' , axesstyle_x, ...\n", + " 'yaxis' , axesstyle_y, ...\n", + " 'legend' , legendstyle, ...\n", + " 'hovermode', 'closest' ...\n", + ");\n", + " \n", + "% send graph request\n", + "response = plotly({data1, data2, data3}, struct('layout', layout, ...\n", + " 'filename', 'morse_signal','fileopt', 'overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/142'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'morse_signal'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `plotly` MATLAB command sends data to my [plotly account](https://plot.ly/~andreyDim) and returns the unique url [https://plot.ly/~andreyDim/142](https://plot.ly/~andreyDim/142) where anyone can view the rendered graph.\n", + "\n", + "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import HTML\n", + "\n", + "def show_plot(url, width=700, height=500):\n", + " s = '' %\\\n", + " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", + " return HTML(s)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's see the the graph:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/142')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sweet! Let's keep going..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 2: Gain vs Frequency" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "% Prepare plotly environment\n", + "clear all\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Create a set of values for the damping factor\n", + "zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n", + "\n", + "% Create a range of frequency values equally spaced logarithmically\n", + "w = logspace(-1, 1, 1000);\n", + "\n", + "% Define a color for each damping factor\n", + "colors = {'red' 'green' 'blue' 'lightblue' 'purple' 'lightgreen' 'fuchsia'};\n", + "\n", + "% Create PLOTLY data structs\n", + "data = cell(1,7);\n", + "\n", + "% Produce gain vs. frequency for each of the seven damping factors\n", + "for i = 1:7\n", + " a = w.^2 - 1;\n", + " b = 2*w*zeta(i);\n", + " gain = sqrt(1./(a.^2 + b.^2));\n", + " \n", + " \n", + " data{i} = struct(...\n", + " 'x', w, ...\n", + " 'y', gain, ...\n", + " 'type', 'scatter', ...\n", + " 'name', ['$\\\\zeta = ' num2str(zeta(i)) '$'], ...\n", + " 'mode', 'lines', ...\n", + " 'line', struct('color',colors{i},...\n", + " 'width',3) ...\n", + " );\n", + " \n", + "end\n", + "\n", + "% set axis styles\n", + "axesstyle_x = struct( ...\n", + " 'type' , 'log', ...\n", + " 'range' , [-1, 1], ...\n", + " 'linewidth' , 2, ...\n", + " 'title' , '$\\\\text{Frequency } \\\\omega$' ...\n", + ");\n", + "axesstyle_y = struct( ...\n", + " 'type' , 'log', ...\n", + " 'range' , [-2, 2], ...\n", + " 'linewidth' , 2, ...\n", + " 'title' , '$\\\\text{Gain}$' ...\n", + ");\n", + "\n", + "% set up legend style\n", + "legendstyle = struct( ...\n", + " 'x' , 0, ...\n", + " 'y' , 1, ...\n", + " 'bgcolor' , '#E2E2E2', ... \n", + " 'bordercolor' , '#FFFFFF', ...\n", + " 'borderwidth' , 2, ...\n", + " 'traceorder' , 'normal' ...\n", + " );\n", + "\n", + "% set layout style\n", + "layout = struct( ...\n", + " 'title', '$\\\\text{Gain vs Frequency } \\\\omega$', ...\n", + " 'xaxis' , axesstyle_x, ...\n", + " 'yaxis' , axesstyle_y, ...\n", + " 'legend', legendstyle, ...\n", + " 'hovermode', 'closest' ...\n", + ");\n", + "\n", + "% send graph request\n", + "response = plotly(data, struct('layout', layout, ...\n", + " 'filename','gain_frequency', ...\n", + "\t'fileopt', 'overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/139'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'gain_frequency'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/139')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 3: Tuberculosis Cases" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "% Prepare plotly environment\n", + "clear all\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Create the data for the plots\n", + "TBdata = [1990 4889 16.4; 1991 5273 17.4; 1992 5382 17.4; 1993 5173 16.5;\n", + " 1994 4860 15.4; 1995 4675 14.7; 1996 4313 13.5; 1997 4059 12.5;\n", + " 1998 3855 11.7; 1999 3608 10.8; 2000 3297 9.7; 2001 3332 9.6;\n", + " 2002 3169 9.0; 2003 3227 9.0; 2004 2989 8.2; 2005 2903 7.9;\n", + " 2006 2779 7.4; 2007 2725 7.2];\n", + "\n", + "years = TBdata(:,1);\n", + "cases = TBdata(:,2);\n", + "rate = TBdata(:,3);\n", + "\n", + "% specify the style of each trace\n", + "data1 = struct('name', 'Cases', ...\n", + " 'opacity', 1.0, ...\n", + " 'x', TBdata(:,1), ...\n", + " 'y', TBdata(:,2), ...\n", + " 'xaxis','x', ...\n", + " 'yaxis','y', ...\n", + " 'type', 'bar', ...\n", + " 'marker', struct(...\n", + " 'color', 'white') ...\n", + ");\n", + "\n", + "data2 = struct('name', 'Infection rate in cases per thousand', ...\n", + " 'opacity', 1.0, ...\n", + " 'x', TBdata(:,1), ...\n", + " 'y', TBdata(:,3), ...\n", + " 'xaxis','x', ...\n", + " 'yaxis','y2', ...\n", + " 'type', 'scatter', ...\n", + " 'mode', 'lines', ...\n", + " 'line', struct('color', 'purple', 'size', 2) ...\n", + " );\n", + "\n", + "% set the axis styles\n", + "axesstyle_x = struct( ...\n", + " 'title' , 'Years' ...\n", + ");\n", + "axesstyle_y = struct( ...\n", + " 'range', [0 6000], ...\n", + " 'ticks' , '', ...\n", + " 'title' , 'Cases' ...\n", + ");\n", + "axesstyle_y2 = struct( ...\n", + " 'showgrid' , false, ...\n", + " 'ticks' , '', ...\n", + " 'range', [6 18], ...\n", + " 'titlefont',struct( ...\n", + " 'color','purple' ...\n", + " ), ...\n", + " 'tickfont',struct( ...\n", + " 'color','purple' ...\n", + " ), ...\n", + " 'overlaying','y', ...\n", + " 'side','right', ...\n", + " 'title' , 'Infection rate in cases per thousand' ...\n", + ");\n", + "\n", + "% set the layout style\n", + "layout = struct( ...\n", + " 'title', 'Tuberculosis Cases: 1991-2007', ...\n", + " 'xaxis' , axesstyle_x, ...\n", + " 'yaxis' , axesstyle_y, ...\n", + " 'yaxis2', axesstyle_y2, ...\n", + " 'plot_bgcolor', '#c7c7c7', ...\n", + " 'showlegend', false ...\n", + ");\n", + " \n", + "% send graph request\n", + "response = plotly({data1, data2}, struct('layout', layout, ...\n", + " 'filename','Tuberculosis_cases', ...\n", + "\t'fileopt', 'overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/143'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'Tuberculosis_cases'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/143')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 4: Curve Fit" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "%set up plotly environment\n", + "clear all\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Load the data for x, y, and yfit\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Curve_Fit_with_Confidence_Bounds\\fitdata'\n", + "\n", + "% set up scatter of samples\n", + "data1 = struct('name', 'Samples', ...\n", + " 'opacity', 1.0, ...\n", + " 'x', x, ...\n", + " 'y', y, ...\n", + " 'type', 'scatter', ...\n", + " 'mode', 'markers', ...\n", + " 'marker', struct('color', 'black') ...\n", + " );\n", + "\n", + "% set up curve fit\n", + "data2=data1;\n", + "data2.y = yfit;\n", + "data2.name = 'Localized Regression';\n", + "data2.mode = 'lines';\n", + "data2.line = struct('color', 'red', 'width', 4);\n", + "\n", + "% set up confidence intervals\n", + "data3 = data2;\n", + "data3.y = yfit+0.3;\n", + "data3.name = 'Confidence Interval';\n", + "data3.line = struct('color', 'purple', 'width', 1, 'dash', 'dashdot');\n", + "\n", + "data4 = data3;\n", + "data4.fill = 'tonexty';\n", + "data4.y = yfit-0.3;\n", + "\n", + "% set the axis style\n", + "axesstyle = struct( ...\n", + " 'zeroline' , false, ...\n", + " 'ticks' , '', ...\n", + " 'linecolor' , '#636363', ...\n", + " 'linewidth' , 2 ...\n", + ");\n", + "\n", + "% set the layout style\n", + "layout = struct( ...\n", + " 'title', 'Curve Fit Visualization', ...\n", + " 'xaxis' , axesstyle, ...\n", + " 'yaxis' , axesstyle, ...\n", + " 'hovermode', 'closest', ...\n", + " 'showlegend', false ...\n", + ");\n", + "\n", + "% send graph request\n", + "response = plotly({data1, data2, data3, data4}, struct('layout', layout, ...\n", + " 'filename','curve_fit_confidence', ...\n", + "\t'fileopt', 'overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/138'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'curve_fit_confidence'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/138')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 5: Spline and Convex Hull Property" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "%set up plotly environment\n", + "clear all\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Load the points for creating a spline curve\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", + "\n", + "% set up text\n", + "text = cell(1,size(points,1));\n", + "for i=1:numel(text)\n", + " text{i} = ['Point ' num2str(i)]; \n", + "end\n", + "\n", + "% set up scatter data\n", + "data1 = struct( ...\n", + " 'name', 'Control Points', ...\n", + " 'x', points(:,1), ...\n", + " 'y', points(:,2), ...\n", + " 'marker', struct( ...\n", + " 'color', 'red'), ...\n", + " 'mode', 'lines+markers+text',...\n", + " 'line', struct('color', 'black', 'width', 1, 'dash', 'dot'), ...\n", + " 'text', {text}, ...\n", + " 'textposition', 'top'...\n", + " );\n", + "\n", + "% set up spline\n", + "data2 = struct( ...\n", + " 'name', 'Spline', ...\n", + " 'x', x, ...\n", + " 'y', y, ...\n", + " 'mode', 'lines',...\n", + " 'line', struct('color', 'red', 'width', 3) ...\n", + " );\n", + "\n", + "\n", + "% set the axis style\n", + "axesstyle = struct( ...\n", + " 'showgrid' , false, ...\n", + " 'zeroline' , false, ...\n", + " 'showticklabels' , false, ...\n", + " 'ticks' , '', ...\n", + " 'linecolor' , '#636363', ...\n", + " 'linewidth' , 3 ...\n", + ");\n", + "\n", + "% set the layout style\n", + "layout = struct( ...\n", + " 'title', 'The Convex-Hull Property', ...\n", + " 'xaxis' , axesstyle, ...\n", + " 'yaxis' , axesstyle, ...\n", + " 'hovermode', 'closest', ...\n", + " 'showlegend', false ...\n", + ");\n", + " \n", + "% send graph request\n", + "response = plotly({data1, data2}, struct('layout', layout, ...\n", + " 'filename', 'convex_hull', 'fileopt','overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/141'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'convex_hull'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/141')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 6: Undersea Elevation" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "% set up plotly environment\n", + "clear all\n", + "\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('andreyDim', 'r0x3w3ivg4');\n", + "\n", + "% Load undersea elevation data\n", + "load seamount x y z;\n", + "\n", + "% set up color map for z values\n", + "step_size = (max(z)-min(z))/99;\n", + "map_idx = ceil((z - min(z))/step_size)+1;\n", + "color_map = jet(100);\n", + "\n", + "colors = cell(1,numel(x));\n", + "for i=1:numel(x)\n", + "colors{i} = ['rgb(' num2str(floor(255*color_map(map_idx(i),1))) ',' ...\n", + " num2str(floor(255*color_map(map_idx(i),2))) ',' ...\n", + " num2str(floor(255*color_map(map_idx(i),3))) ')'];\n", + "end\n", + "\n", + "% set up scatter data\n", + "data = struct( ...\n", + " 'x', x, ...\n", + " 'y', y, ...\n", + " 'marker', struct( ...\n", + " 'color', {colors}), ...\n", + " 'mode', 'markers' ...\n", + " );\n", + "\n", + "\n", + "\n", + "% set the axis styles\n", + "axesstyle_x = struct( ...\n", + " 'title' , 'Longitude' ...\n", + ");\n", + "axesstyle_y = struct( ...\n", + " 'title' , 'Latitude' ...\n", + ");\n", + "\n", + "\n", + "% set the layout style\n", + "layout = struct( ...\n", + " 'title', 'Undersea Elevation', ...\n", + " 'xaxis' , axesstyle_x, ...\n", + " 'yaxis' , axesstyle_y, ...\n", + " 'hovermode', 'closest', ...\n", + " 'showlegend', false ...\n", + ");\n", + " \n", + "% send graph request\n", + "response = plotly(data, struct('layout', layout, ...\n", + " 'filename', 'undersea_elevation','fileopt', 'overwrite'))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "response = \r\n", + "\r\n", + " url: 'https://plot.ly/~andreyDim/140'\r\n", + " message: [1x0 char]\r\n", + " warning: [1x0 char]\r\n", + " filename: 'undersea_elevation'\r\n", + " error: [1x0 char]\r\n", + "\r\n" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~andreyDim/140')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 17, + "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/MATLAB_Wrapper_Examples.ipynb b/MATLAB_Wrapper_Examples.ipynb new file mode 100644 index 0000000..68595f4 --- /dev/null +++ b/MATLAB_Wrapper_Examples.ipynb @@ -0,0 +1,820 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", + "=====================================\n", + "\n", + "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", + "------------------------------------------------------------------------\n", + "NOW WITH THE EASY TO USE MATLAB WRAPPER!\n", + "\n", + "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", + "\n", + "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Plotly MATLAB API allows you to leverage all the power of Plotly graphs conveniently from your scientific computing environment. You can work in MATLAB, share your graphs and data, and then edit it together online. Then it's all backed up, collaborative, and can be edited with other APIs and the GUI. No installation required; it's free, embeddable, and keeps data and graphs together.\n", + "\n", + "The API provides a set of functions that structure your data and send it to Plotly. All editing can be done through the API or from the online GUI. In addition, the PLOTLY WRAPPER function can take away all the hassle of learning a new graphing syntax. Just build your figures in MATLAB as usual and send them to Plotly with one call to the wrapper.\n", + "\n", + "This notebook goes through some usage scenarios to get MATLAB users started with the tool. Some steps are specific to making everything work in an IPython notebook, but you can always skip through those and get to the good stuff. Let's get started!\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we need to start a MATLAB server:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pymatbridge as pymat\n", + "ip = get_ipython()\n", + "pymat.load_ipython_extension(ip, \n", + " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Starting MATLAB on http://localhost:60199\n", + " visit http://localhost:60199/exit.m to shut down same\n", + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "MATLAB started and connected!\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note to Windows users: Python doesn't like file paths with spaces! Above, a shortcut to matlab.exe was created and placed it in a path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are ready to run MATLAB! Let's set up the Plotly environment next. This needs to be done only once per session. The next few lines import the Plotly MATLAB API and sign in to your account. For these examples we are using the MATLAB-demos account. Find out more about generating your API key [here](https://plot.ly/api/MATLAB/getting-started/authentication).\n", + "\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\MATLAB-api\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('MATLAB-demos', '3qhoowzv5n');" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are now signed in and can convert and publish the Matlab figures in Plotly! The Plotly MATLAB API helps generate `data` and `layout` data structures that contain all the information needed to make a plot. The `plotly` command sends these to the server and the result is displayed via the `response` vairable. In it, a URL points to the generated plot online. In this notebook, we focus of the Plotly wrapper. The `fig2plotly` command at the end of the code will convert the current figure into a format that Plotly understands and publish it." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's make a simple plot in Matlab and publish it to Plotly:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some ransom points\n", + "my_random_data = rand(20,4);\n", + "\n", + "% a 2D scatter plot with size and color inputs\n", + "figure\n", + "scatter(my_random_data(:,1), my_random_data(:,2), 100*my_random_data(:,3), my_random_data(:,4), 'filled')\n", + "\n", + "% Work that Plotly magic!\n", + "response = fig2plotly();" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "High five! You successfuly sent some data to your account on plotly. View your plot in your browser at https://plot.ly/~MATLAB-demos/0 or inside your plot.ly account where it is named 'untitled'" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n" + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot has been sent to the [MATLAB-demos account](https://plot.ly/~andreyDim) and the command returns the unique url [https://plot.ly/~MATLAB-demos/0](https://plot.ly/~MATLAB-demos/0) where anyone can view the rendered graph. By default, the plot is named \"untitled\". In the following examples, we see how the command allows the user to give a custom name, otherwise it will try to extract it from the figure title.\n", + "\n", + "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import HTML\n", + "\n", + "def show_plot(url, width=700, height=500):\n", + " s = '' %\\\n", + " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", + " return HTML(s)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To see the resulting plot, we only need to input the fowwoling command:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/0')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 1: The Convex Hull Property. The original example data can be found at the [Matlab Plot Gallery](http://www.mathworks.com/discovery/gallery.html)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "% This is an example of how to add text to a plot in MATLAB.\n", + "% \n", + "% Read about the function in the MATLAB documentation.\n", + "%\n", + "% Go to \n", + "%\n", + "% Copyright 2012 The MathWorks, Inc.\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% Load the points for creating a spline curve\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", + "\n", + "\n", + "% Plot the points for the spline curve\n", + "figure;\n", + "plot(points(:,1),points(:,2),':ok');\n", + "hold on;\n", + "\n", + "% Plot the spline curve\n", + "plot(x, y, 'LineWidth', 2);\n", + "axis([.5 7 -.8 1.8]);\n", + "\n", + "% Add a title and axis labels\n", + "title('The Convex-Hull Property');\n", + "xlabel('x');\n", + "ylabel('y');\n", + "\n", + "% Label points 3, 4, & 5 of the spline curve\n", + "xt = points(3,1) - 0.05; yt = points(3,2) - 0.1;\n", + "text(xt, yt, 'Point 3', 'FontSize',12);\n", + "\n", + "xt = points(4,1) - 0.05; yt = points(4,2) + 0.1;\n", + "text(xt, yt, 'Point 4', 'FontSize',12);\n", + "\n", + "xt = points(5,1) + 0.15; yt = points(5,2) - 0.05;\n", + "text(6.1,.5, 'Point 5', 'FontSize',12);\n", + "\n", + "% Work that Plotly magic!\n", + "response = fig2plotly();\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This time, the plot was named \"The Convex Hull Property\"." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/1')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sweet! Let's keep going..." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will reuse the same code and add some more inputs to the `fig2plotly` command. We can specify explicitly the figure object that will be published (it doesn't need to be the current one!) using the 'name' property. In addition, we add 'open' to turn off the automatic opening of a browser window with the response URL, and we 'strip' the plot of all MATLAB styling and revert to Plotly defaults. This allows users to use Plotly's styling capabilities from the API of at the online UI." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "% This is an example of how to add text to a plot in MATLAB.\n", + "% \n", + "% Read about the function in the MATLAB documentation.\n", + "%\n", + "% Go to \n", + "%\n", + "% Copyright 2012 The MathWorks, Inc.\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% Load the points for creating a spline curve\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", + "\n", + "\n", + "% Plot the points for the spline curve\n", + "figure;\n", + "plot(points(:,1),points(:,2),':ok');\n", + "hold on;\n", + "\n", + "% Plot the spline curve\n", + "plot(x, y, 'LineWidth', 2);\n", + "axis([.5 7 -.8 1.8]);\n", + "\n", + "% Add a title and axis labels\n", + "title('The Convex-Hull Property');\n", + "xlabel('x');\n", + "ylabel('y');\n", + "\n", + "% Label points 3, 4, & 5 of the spline curve\n", + "xt = points(3,1) - 0.05; yt = points(3,2) - 0.1;\n", + "text(xt, yt, 'Point 3', 'FontSize',12);\n", + "\n", + "xt = points(4,1) - 0.05; yt = points(4,2) + 0.1;\n", + "text(xt, yt, 'Point 4', 'FontSize',12);\n", + "\n", + "xt = points(5,1) + 0.15; yt = points(5,2) - 0.05;\n", + "text(6.1,.5, 'Point 5', 'FontSize',12);\n", + "\n", + "% Work that Plotly magic!\n", + "f = get(gcf); % some figure, for now we use the current.\n", + "response = fig2plotly(f, 'strip', true, 'open', false, 'name', 'Stripped plot');\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" + } + ], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/2')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 2: Multiple Plots" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "% Create data\n", + "t = linspace(0,2*pi);\n", + "t(1) = eps;\n", + "y = sin(t);\n", + "\n", + "% Place axes at (0.1,0.1) with width and height of 0.8\n", + "figure;\n", + "handaxes1 = axes('position', [0.1 0.1 0.8 0.8]);\n", + "\n", + "% Main plot\n", + "plot(t, y);\n", + "xlabel('t'); ylabel('sin(t)');\n", + "set(handaxes1, 'box', 'off');\n", + "\n", + "% Adjust XY label font\n", + "handxlabel1 = get(gca, 'xlabel');\n", + "set(handxlabel1, 'fontsize', 16, 'fontweight', 'bold');\n", + "handylabel1 = get(gca, 'ylabel');\n", + "set(handylabel1, 'fontsize', 16, 'fontweight', 'bold');\n", + "\n", + "% Place second set of axes on same plot\n", + "handaxes2 = axes('position', [0.6 0.6 0.2 0.2]);\n", + "fill(t, y.^2, 'g');\n", + "set(handaxes2, 'box', 'off');\n", + "xlabel('t'); ylabel('(sin(t))^2');\n", + "\n", + "% Adjust XY label font\n", + "set(get(handaxes2, 'xlabel'), 'fontname', 'times')\n", + "set(get(handaxes2, 'ylabel'), 'fontname', 'times')\n", + "\n", + "% Add another set of axes\n", + "handaxes3 = axes('position', [0.25 0.25 0.2 0.2]);\n", + "plot(t, y.^3);\n", + "set(handaxes3, 'box','off');\n", + "xlabel('t'); ylabel('(sin(t))^3');\n", + "\n", + "% Work that Plotly magic!\n", + "\n", + "% The curent figure can be found with the `gcf` command. Any figure can be stores as the double of struct form.\n", + "% The plotly command accepts these forms as well as custom plot names\n", + "\n", + "response = fig2plotly(gcf, 'name', 'Multiple_Plots');" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA\nB3RJTUUH3gMMEToFobHxJgAAACJ0RVh0Q3JlYXRpb24gVGltZQAxMi1NYXItMjAxNCAxMzo1ODow\nNcOlM0sAAAAkdEVYdFNvZnR3YXJlAE1BVExBQiwgVGhlIE1hdGhXb3JrcywgSW5jLjxY3RgAACAA\nSURBVHic7d3bdpvKEgVQ2CP//8vsBxwFI0CIW1d3zflwxtmKlciWLLFYRXc/DEMHAABAPv+VfgAA\nAACUIRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAk\nJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRAC\nAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAk\nJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRAC\nAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAk\nJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRAC\nAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAk\nJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRAC\nAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRACAAAkJRBeoO/7vu9LPwoAAIDvCIRniYIAAECl\n/pR+ALWSAwEAgNppCAEAAJLSEB40DMPr/2sLAQCAGmkIAQAAkhIIAQAAkjIy+pDtsdLpACqc8Xqh\n7XlNffXFAAC0RyB8jtTHTaZnG756lb2+eHa+wksVACAJgRBqdWG/N/sbDidMAADqIhBCZR6Y85z+\nzcIhAEDDBEKoQ6nr/d7DoVgIANAMgRCiixPDxscQ5/EAAHCSQAhxxYxeYiEAQDMEQogoftx6xcLI\nDxIAgG0C4QXsJ8GF4kfBqWGo7AEDADAlEEIUlSYrVSEAQL0EQgih9kClKgQAqJFACIU1k6NUhQAA\n1REIoaT24pOqEACgIv+VfgCQV3tpcDQM/2IhAACRaQihgAwdmqoQACA+gRCe1mox+M5VhQAAwRkZ\nhUclTEdjVWiCFAAgIIEQnpMwDY5cVQgAEJORUXiCq+k6VxUCAMQjEMLt0haD71xVCAAQipFRuJfw\n8874KABAEAIh3GVcSUUaXCQTAgBEIBDCLcYoKA1ukAkBAIoTCOF6isGdZEIAgLIEQriYNPgVmRAA\noCCBEK4kDR4gEwIAlCIQwmWkwcNkQgCAIgRCuIY0eJJMCADwPIEQLiANXkImBAB4mEAIZ0mDF5IJ\nAQCeJBDCKdLg5WRCAIDHCIRwnDR4E5kQAOAZAiEcJA0CAFA7gRCOkAbvpiQEAHiAQAhfkwafIRMC\nANxNIITvSINPkgkBAG4lEMIXpMHnyYQAAPcRCIHoZEIAgJsIhLCXerAgmRAA4A4CIewiDRYnEwIA\nXE4ghM+kQQAAmiQQwgfSYBxKQgCAawmEsEUajEYmBAC4kEAIq6TBmGRCAICrCIRAfWRCAIBLCISw\nTD0YnEwIAHCeQAgLpEEAADIQCIFaKQkBAE4SCGFOPVgRmRAA4AyBEH6RBqsjEwIAHCYQAgAAJCUQ\nwj/qwUopCQEAjhEI4Yc0WDWZEADgAIEQAAAgKYEQuk492AQlIQDAtwRCkAbbIRMCAHxFIAQAAEhK\nICQ79WBjlIQAAPsJhKQmDTZJJgQA2EkgJC9pEACA5ARCoEFKQgCAPQRCklIPNk8mBAD4SCAkI2kQ\nAAA6gZCEpME8lIQAANsEQqBlMiEAwIY/pR9AFP3vY8ZhX4V07F4UpB4EAIAXDWHXveW6xVuuuhcF\nSYM5KQkBANYIhP9S3PDX7PYL70VB0mBmMiEAwCKB8Md02nP/5OexewHPkwkBAN5lD4Rjofee5cZb\n1H3NUA8CAMC77IHwpGlilB7DkgYZKQkBAGasMnrQMAxjArTQKFRkzIR+TQEARgLhczYqRDHyPo7+\nAQBgjUB40OLFh33f932/lu6kPohASQgA8OIawiMsRVMLx/0scjEhAMBIIKRZ0iAAAGzLHgjXOr21\nDhBog5IQAKATCF8ObCCxFiOJQD3IRzIhAIBFZXZtIDErDNfu8n5HipAGAQBgDw1h160vD7N9l8V7\nSYNQESUhAJCchvDHdpCzk0RF1IMAALCThpCmSIN8S0kIAGQmEALZyYQAQFoCIe1QDwIU0fe9dbYB\nKiUQAigJ4ThREKBqFpWhEepBThozoVcR7CQHArRBQwgAAJCUhpAWKHa4hJIQ9ptuvKQtBKiXhhDg\nHxcTAgCpCIRUT6UDAADHGBkF+MXgKNzhNVY63P/b1fd9N3Rd/8S/VUqG7xF4hoaQujlwB6jFMAxP\npMHu79j30OzFjT9pcPz/XZvfI/AYgRBgzpWEULG+e4WlJjPhNA2OJSHAGQIhFVMPAjD1KyyN2sqE\nzX+DwPMEQoAFSkIAIAOBkFqpBwGYWmjPXn/UxGDl6nehJAROEAipkjTIA5SE0IhmLrSbXh4JcBGB\nEGCVTAi12KgHAdggEFIf9SBAKM/sJ8EWU6PAUQIhwBYlIcT3uR6sPy+pQIGbCIRURj0IAABXEQgB\nPlASQgtqLgnVg8B9BEJqoh4EgGU1J16gIIEQ4DMlIYSlPQM4QyCkGupBANiiJAS+JxBSB2mQ4pSE\nAEB7BEIAIIc6CzQzscCtBEIqoB4kCCUhRCMsAZwkEAIAACQlEBKdepBQlIRAaHWOxQIFCYQAAABJ\nCYSEph4kICUhBHHkAsLaCjQXSQJ3EwiJSxoEAIBbCYQAX1MSAgBtEAgJSj0IAAB3EwgBjlASQq3q\nuYzw4AWE9XyDQAQCIRGpBwEA4AECIcBBSkIoyPKbAJcQCAlHPQgAAM8QCAGOUxICEbmMENhNICQW\n9SAAADxGIAQ4RUkI9amhQHORJPAMgZBA1IMAAPAkgRDgLCUhAFApgZAo1IMA7GScEuAqAiHABZSE\nAECNBEJCUA8CwJVqWDgHiEAgBLiGkhAAqI5ASHnqQQD2u+YCwtgFmoskgccIhACXURICAHURCClM\nPQgAAKUIhABXUhICABURCClJPQhAMbEvIwR4hkAIcDElIXDGZSvKSLzADgIhxagHAQCgLIEQ4HpK\nQrhJ3/nVAriSQEgZ6kEAjug7G/QBXOhP6QcQxWzIftgdVg7fEWjbWBJ6SwAAItMQdt1bqFu8ZfFe\nx+4IAPAE68oAn2gI/71Rvsq98Za+7zfqvvd77bwjnXlR0lASAgDBaQh/TCPc/jg3+0o5EABqEq9A\ns2oO8LDsgXD8GHgPcuMtax8Sa/cabxQLtylMSMVyo8B3rJoDPMvI6ClWlAEAAOqVvSE8Y3FFmWiT\nJ9GoB0lISQhX6fteewZwLQ3hKbNKcDsNbvypahEAAHieQHjc4pWHY0m4dnnhI48rLvUgaVluFCio\n7/pBtQqsMDIKANCuobNwKbBBIAR4gisJAYCAsgfCte0lNjaW2LidDeblADjjrhVlIm1FaNUc4HnZ\nA+HL9MNg5wfDtzESSE5JyFXiBBgAamdRmZ+VYLrNTQXfk95r/ZinHmbd1IMAB0w/Zd4/g5x/BOA8\nDWHXrawXeuxePp6BDUpC9nudixw5BQnAHTSEP7aDnIsJz1APAhyjFQTgbhpCgEcpCTlMT8hBkRbO\nAaIRCLmXehDgsPeDeJnwFjHykiVGgSIEQoCnKQnZY+3SQZkQgAu5hpAbqQcBTlq8aDDhlYTaM4Cb\nCIQABYwlYb6jeq632BYmTIwAHCMQchcHuwC3et8jd88fAcCUawgBynAlIWeMW1Bs7IrkUsO63D4T\nG2PhHCAggZBbqAcBbtL3/c4NCWVCAD4SCAGgMvtnQWVCALYJhFxPPQg7mRrlgG+vDHQl4S4mKoGs\nBEIAAICkrDLKxdSD8BX7T3BShm0nbEIIcB+BEACqZNuJZki8QEECIQDUZ3uh0fGPdi5GCkBmriHk\nSibf4ABLy/AV205wkIVzgCUCIQBUxrYTAFxFIOQy6kE4TEnIfradAOBCAiEAENdzC66YqARSEgi5\nhnoQ4HlrAUawAWAngRAgBFOjAMDzbDvBBdSDAE+aFoBXlYGzv+fjlYdr/65LFr9lE0KgLA0hQBRK\nQnYahmE7d32byt7TnaFTgCQ0hJylHgQoYtxS4nwj98p+r79qvGXPX64PrE7f9YNGEpjQEAJArS7M\nY9O/Km/Ma36h0aHrmv7+gAMEQk5RD8K1TI3y0beJZfvrxz99T4DjLdurmObNjQANMTIKAM26ZKZ0\n++9//f87/qFenwVwMw0hx6kH4Q5KQraNlw7u6QmfTIPjf14/b9l3rncDuJWGEAAq85rnXMt7z4x0\nzv7+j0vRGDQFCEgg5CD1INxnLAn9irFtrArX/ujuf/qrx7Nxr+SKbEJooVFgSiAEgFqJWHxtMIgL\n/OIaQo7QXcDdXEkIADxAIASA1uxf3GVte4mN6/1uWTwmjua3IgT4zcgoAFTsqvQyXQzm2BKm1owB\nqJFAyNfMi8IzLC3DR5ekwddiMLO/bRrtpmFv7esBqJFACAAVW5vq/PYv2UiDa//oV3c5oMgKnE8q\n9g0Ot+9RCVREIOQ7+gp4kpKQYw4c6+9JgOf/FQCisagMANTq49Z/ALBNQ8gXNBXwPCUhGzau5VPf\nAbCHhhAAaiX1AXCShhAgOiUh295joTnSk/quH9pe0AbgLw0hezkeBQio1ZKw5BKjQ9c1H6gHZw2A\nHwIhQAXGkhAA4FpGRtlFPQgQxHSPeCVPvfr2W0igDhpCAKhVq/OiKfSdqxSBCDSEfKYehAgsLcPo\nPQRaVAaAwzSEAFAxJeFNjHQCSQiEANWwtAw7SYlnZVhoFKDrOiOjfGREDaAWr0lRgRCAnTSEADVR\nEjLV//W6ZRiGYRhqv4aw5CaEediKEOi6TkPINvUgQHCvMtDBPQAHaAgBKqMkZI1JUQC+JRCySj0I\nUAv1YF3MxAJxCIQA0AKzowAc4BpCgPrYpJ7R+/ox0iAAXxEIWeZYE6AKs+sGXUZ4maHr+97PE2ie\nQPhjdkr12w+A8e4+NoDHKAnT+jalSDUAbHANYdctDdh8NXLT3nyOo0yANtSYBi248hxbEQICYTeJ\nc8Nfs9sBYrL/RE7jdYN7PqRqTIMZSLxAKALhj+lH5rejODc8HABYNZ6+3PgAGhOjNAjAR9mvIVy7\n9u91/jXhp6l5UaiIKwkz28iECT+8ADgmeyA86ZUn9YQAPE/wA+AkI6PHWVkUiMCVhADAYRrC52y0\niHFSpdkzAAqKteBKhq0IM3yPwCaB8KAD9aB3WwAAIBQjo0e0OiyqHoRKmRqFWvSd31UgFg3hcWvb\n2bcXFAGAa/RdoJlYAA3hGN5EO6B2SkIA4AAN4Y/pFdUf95B4D4oNBEjzogAwZ80VoHUC4b9dBGc5\ncPru30DeAwAAmMk+Mjp6T3qyH1AdU6PUzoIrpfjJQ2Yawh/bCfBjPqw9QJoXBaA8C64UMfjJQ2oa\nQgAAgKQEQtSD0A5ToxBZ3/eKOCAagRAAACApgRCgKUpCuJw1V4CGCYTZmRcFgC3jmisAjRIIAQAA\nkhIIU1MPQpNMjVKj5hdcCf0NDl3vXQOyEggBAACSEgjzUg8CAEByAiFAg0yNAgB7CIQAQGGhr69L\nwmWEkJVAmJR5UWiekhAuIywB7RIIAQAAkhIIM1IPAsCTzMQCYQmEAM0yNQoAbBMI01EPAsDXXEYI\nNEogBGiZkhAA2CAQAgAlub4uCi0opCQQ5mJeFAAAeBEIARpnahSucbRAU4ECkQmEiagHAQCAKYEQ\noH1KQgBgkUCYhXoQAACYEQgBgGIqu77u+8sIm/8GgdoJhAApmBoFAN4JhCmYFwUAAN4JhABZKAkB\ngBmBsH3qQQBiquz6uiRcRgjJCIQAiSgJ4axv8pLEC8QnEAIAACQlEDbOvCgAALBGIATIxdQoQfSd\nF2Jcnh3IQyBsmXoQgLj6zvV1QQ2dPAh5CIQA6SgJ4ZR968pYUQaogkAIAACQlEDYLPOiAADANoEQ\nICNTo5RV/Tjlp6nR5r9BoBkCYZvUgwAAwEcCIUBSSkJKqb49S0JJCDn8Kf0AuJ56EIBnzALDkOzj\np+/6YSna2sQPqIiGEAA44r0+ylUobWzWZ4tFoB4CIUBepkY57JX9hr9mt6/eUXtWFc8XNE8gbI15\nUQAeM50R3Tsv2lJ7tnSVXVNXSG60oEArBEKA1JSEHDCmoPcEON6Sa3CUlLzIaYlA2BT1IACRNdWe\njX6XhM1/g0B7rDIKADyhwbA0mkamdr/BbEvIQh4CIUB249Sogz2e0HzV1O43qCeEVgmE7XA8B0BY\n+iWAmFxDCIClZQAgKYEQAAAgKYGwEeZFgZOUhOy3tr3E2nYUAIQlEAIAB813XACgNhaVaYF6EICH\nDcMwJsBZDlQPAtRFQwjAD1OjfOU9+0mDANXREAIAB0mAALXTEFbPvChwISUhAKSiIfxx+BII104A\nAACVEgi7bmXh7I/RbnE5tT13BIA8nDm929r6rn7UV9neT8UrnNoZGf33azz8Nbt957123vFa5kWB\ny5ka5UJrexVCLXYeEO78eghIQ/hjejrntZT2V/f66o4A0LzpydPpLaZp7uBHeq09R3Re4bQhe0O4\nNgMw3iLdATkpCbnQ7JRrwUcCd/AKp3bZA+Fh0xnRUsyLAhCWU67P2L68jcPerwma8QqnGUZGr+RN\nGQAoYppAHIoA+wmEl/l4KmjjCw68casHgVuNU6PeZ6AKs2MMZ6iB/QTCC7xfUrzI+zIAcIfZMYal\nTYD9BMJTdkZBgBopCSG+xSMQy54D+wmExxWcx3CIBgAAnJd9ldG1laA+hj3T+QAAQO2yB8KXaSbc\nuTyMNAg0z4aEHHb4lCv79X1vNLQUr3CaYWT035z97Fd6+pu8+Lt97aqh+5kXBaAi06VNpJc7vC8e\nI5M8ySuc2gmEXbd07bX3UAA4ac8pV85Y+wnzDK9w2mA94odctfSzehB4nnceznCs/AA/5FttN65+\n+NROQwgA3Mjx8QP8kG9lo2naZlEZAD6wtAwAtEogrImpLQAA4EICIQAAQFICYTXUg0BBpkYBoEkC\nIQAAQFICIQC7KAkBoD0CYR3MiwIAAJcTCAEAAJISCAHYy9QoADRGIKyAeVEAAOAOAiEAAEBSAmF0\n6kEgFFOjANASgRAAACApgRCA7ygJIaDeryVwiEAYmnlRAADgPgIhAEDd1IPAYQJhXOpBICxToxDH\nKw32fS8ZAt8SCAEAKjb8PX88DMPgXDLwJYEQAAAgKYEwKPOiQHCmRgGgAQIhAABAUgJhROpBAADg\nAQIhAAeZGgWA2v0p/QDm1pZLtmoWAADAtfoIQevbPXMiPOZv9f3eH7V5UaAu3rUggtfRVI2HSUBB\nhRvCY9unjvfyfgcAMHJcBBxT8hrCY2nwqrvH5EQ7AADwmDIN4VVZTlUIUNy4tIx3YgCoUYFAeGbZ\nmMX77r88DwAAgJdHA+FinPsqy72+ePZXtVEVOsUOAAA8qdiiMifD21oyBOB5pkYBoFIFAuG1Pd74\nt4mFAAAA33p6ldGbpjprHxbtzIsClRtLQgCgLo8GwltjWwOZEAAA4EmFN6bvJtOeHxPddC60sfin\nHgQAAJ5XcmN6AFpiahQAqiMQAgAAJBVoY/q0K4WaFwWaYf8JAKiLhhAAACApgbAwp9IBAIBSqgyE\njS0xCtASS8sAQEXqC4TSIAAAwCUKLCozS3T79yFsj3lRAACgoPoaQgCCMzUKALUQCItRDwIAAGUV\nGBmdSTgpCtA8GxICQBUebQhv3Xo+7b72AAAAxzw9MnpTbKsuDTpxDgAAFFdgZHQMb1dNilYXBQGS\nMDUKAPEVu4bw5G4TciAAAMBJjwbCMfvNstxXyXAtB9a1Mo1T5kASSkIACK7MxvSLue5w6VdXGgQA\nAAiizMjoYlV4+O+pi5PlAABAECU3pj8Z52pMgwDZjFOjAEBMhTemP1YVioIAAADnFQ6Eo2nAa2PZ\nmDXmRYGELC0DAGGFCIRTdQW/WXyt68EDAADJlbyGsHbvZabdEQEAgIoIhAdNt08czW5fuouJKSAp\nS8sAQEyBRka/qteCDGdOH8ba/ooAAAAxRWkI64pS46N9D6Wbi6YGybAAZSgJASCgEIGwrjQIAADQ\nhvKBME0aTPJtAgAA1Qh0DWHzNqKvcVIgAxsSAnQWGiSYcIGw4WjU8LcGAADUqPzI6JTIBABAw9SD\nRBMrEALQNmuNAkAoAuERa9tLrG1HAQAA6kECKh8Iq45P00yYZrlUgFOUhAAQR/lAOFVRpnrl2P6v\n2e0AAADBhQiE0xBVYybcuAUAADrzokRVftuJtSvxtgWJXkEeBkBdbEgIAEGEaAgBAKBhzoIRlkAI\nQAGWlgGACARCAACApARCAAC4kXlRIiu/qIx1WQBysrQMABSnIQQAgLs480VwAiEAAEBSAiEAxVhr\nFGibepD4BEIAAICkHl1Upv99HnhcTqY/dHLYUjQAAAAnaQgBKMnUKNAq86JUQSAEAABISiAEAICL\nqQephUAIQGGmRgGglEcXlVlcCcbyMAAAAEVoCAEoT0kItMS8KBURCAEAAJJ6dGR0j77vp0Oki1sX\nAgAAcF6ghrDv+1n8e9+z/tgu9gDEZ2oUaIN5UeoSJRDuz34yIQAAwCVCBEIZDwAA4HkhAuG3BEiA\nJpkaBWpnXpTqlA+Ei8vGWEsGAADgbuUD4dTGzvUyIQAAwLViBUIAkjM1CtTLvCg1EggBAACSihgI\nrRkDAEBd1INUKmIgBCAzU6MA8Jg/pR/AL+/d4GstGbUhAADAtco3hHuWD7ULBZXq+965DDhASQjU\nxbwo9SofCKFVoiAAAMGFGBkdhmHx0HljW0IISw4EAKAWURrC95gnDQJkZmoUqIV5UaoWoiEcbYc9\nUZBaTF+r2kIAACKL0hBukwYBElISAsDd6giEAAAQkHlRahdoZBRyeo2VPtCEjx9a4z/o0wsAAIEQ\nyntmKPp1CnP8X2c0qcJ4CsNrFQBuYmQUUng/pHZ1FgCc5IwVDRAIAQjNyQsAuI9ACO1bO3/pOBsA\nDlMP0gaBEBrn44oGOHkBADcRCAEAAJISCKFlH+tBxQsAHGAAh2bYdgJu9Mx+EpCB/ScA4A4aQshO\nSQgAX3F+ipYIhNAsH1c0xskLALicQAgAAJCUQAgoXgBgLwM4NEYghDb5uKJJTl4AwLUEQgAAgKQE\nQmiQepCGKQmBgnzC0h6BEOg6B9kAACkJhAAA8Jl6kCYJhMAPJSG18FoFgKsIhAAAAEn9Kf0Aouh/\nn20edg8EHL4j3MRACxmMJaGXOvAY7zm0SkPYdW+hbvGWxXsduyMAAEAEGsJ/Ee5V7o239H2/Ufe9\n32vnHQEAqIt6kIZpCH9MI9z+ODf7SjmQ2lmrg4p4uQLAedkD4djpvQe58Rbzn1THKUwAAPYzMnqQ\nMhAAIAMnW2lb9obwWmt9IwB3MDUKACdpCC/zcb504wtkSC5xySlMq/kDwIvPRJqXKBDet2Hg4oqj\n76Q+gMs5hQEAZyQKhHfYGQUBAAACShQIL89srhikVSoXAOjMi5JD9kVl1raX+Bj2pEGAICwtAwCH\nZQ+EL9NMuHN5GGmQUJzFBIAL+WAliUQjo2uGYRgD3saqM4sJ0KqhAEGYcwaAYzSEXbeU3yQ6AACg\neRrCH1/tGCEu0jx9CwCZ+RAkDw0htMDnFlhaBgAOEAgBAOAfp1lJxcgofLCx2tCer99/R+Ako84A\n8C0NIWxZ26MSAGiS80pkoyGEVa/s9yr3XjuUfKz7nuwDb/roUrYAADRPQwgfTKOdsU8IztIyAPAV\ngRCWjWXg2h6Va4Oja/cCAOIzGkNCRkbhFtPEWG8+NDVKjbxuAWA/DSFcb9Yf9n1vKRoACM65JHLS\nEML1ZpXgx6Vozgya+vQCAOAwgRCutBjqhmHYbgjrnSmFmEyNAsBORkYBAMjOWSTSEgiBLRbxp1Je\nugCwh0AIy9a2l9i43u/5xWOczgQA4AyBED6YZrw9ee+rDAncR0kI7OQEK5lZVAZWvRaDmWW8abSb\nhr21rwcAgJg0hLDlvdbbLvqGYVi8i3oQAGJSD5KchhA++JgAv73LVR77ALOCP/Xy6gWAbRpCAACA\npARCAFpmaRlggyECEAiBzxxSAwA0yTWEhDZdrvO1hmdnCwcAALiChpC4Xjs6TPeIH//Tvg5GXGA/\nFTewyIcpdAIhwb2awNdGf6//lAkBAOAkgRAAACApgZBquG6wLEN3VM0LGJgxLwojgZC4NuZC+77P\nnA99hgEAcAmrjBLaKxO+4t/sPwF2GktCbx5A59QqTAiERDfLfqIgAABcxcgoVKbgSU1XYQEANEZD\nSN3WLjJUJALvTI0CnXlR+E0gpEofNyF0qeFNHE8DALREIKQy0yi4kffGLxMLAQBgg0BINV5RcE/A\nm65K2lIs1M7BSVpuSM47AMwIhNTkQKgb7/JxxBQAABKyyijVOFPxtVEPBmGtUQAqpR6EdwIhALk4\nqQEAL0ZGqVuqbSec1wSAw3yMwiKBkCrZdgI4w9IyADASCKlM2m0nQh28OpgGAGiDQEg1bDsBABzj\nPCassagMNRmG4dtcd+Au7GFZDmrnNQwAnUBIRTJvO+G8JgAc5mMUNgiEVOk1CHrgTwEAgJFACNGF\nPa9p4o7aeQ1DBmE/RiEIi8pQk1nvpwYEAIAzNIS0qfaLBl+Cn9dUsFA7r2EAktMQUpPpZhJd7NQ3\nay8jP1QAaFXw86oQgYYQrvc+y3psurWKjzEFC7XzGgYgM4GQakwz1be7Cz55teHr3xr+ev4xPMzx\nNAABVXFeFYoTCKnJgf0kSm1BMc2rx+ZF6/oYkwkBAGrUu7TpGX3vR32NWU94tQQIxAAAEdBJREFU\n8ssut3Fx49ofLb426kqDL5U+bOi8eqE5fqlhJ4vKUJkxO43h6mP1V2MIH7+nCh941/3tCSt98AAA\nCQmEVGn7wrzacuAw/SYqe+xvFmdHa/+myMDpDAByEgipW23Zb9G/RWjKPo6rvH8fs4hY+zcq8QIE\n5/wO7CcQQnnNRME1s++v6s/pqh8825SEACQkEP44uY14/H3SIY56D7srfdgAqXivhq/YdqLrTm8j\n3vD+cnCTGrepcIQBALRHQ/hrG/HpLTaKiG87ihd5+oZhGHc+nP3rOuR3dfWEFT1UzqjrZQm88ysM\n39IQ/ji8jbh6sJTgP/npwwv+UAuqsScEAGhJ9oZwrbdZ63kI4r3XjWN88XSnL0wlDuebU1ESApCK\nhvAUc4Blhf3JL55iKPJI4lMSAnAVZ3PggOwN4RnSIBu8MJrh8CIhJSEAeQiEz9m4kEx4AAA4w3kc\nOCZRILz2gq4D9aDUdyEXebYkchsT9oEBAFwiUSC8kGHR4l7xXu8K3CHyeQrgnV9YOCxRILw8Hqxt\nZy+HwLccfAMAFJEoEC6yjXilPDU8QEZNznkKADLIHghfppnw4zbi72lEgAQAKMK5GzjDPoTdNAeO\nZre//qjAg4M0bEhIQF6WADRPQ9h1fwdHZ7eUejCsmdawe/K5J5EznG8GqIK3azhJIPyxHR4+RgvZ\nA6BJriQEoG0CIdWYpm4JvElxjryDPAwAtnm7hvNcQwgAAJCUQEjFZov9zJYFokbW8CAgL0sAGiYQ\nUqtZ8Jslw8cfDu0wgARQBW/XcAmBkCrNdgd5LUC6fzNJgP2UhAC0SiCkYotLy1hvBgCapx6EqwiE\nQCyqGGLyygSgSQIhwD9OOQMAqQiEALCLkhCCcPIOLiQQUrFx5ZjXijLTGwEAgI8EQqq0Fv9mq49S\nqVI9jFPOfKQkBKAxAiG1mka+WfyTBgGgVU7ewbX+lH4AsFff9x+D31oUfL8vAACgIaQmfd9/e4ng\ngbsQwfODeU45s5OpUSjIezVcTkNINcaKbxrwNkq/aQjUDQIAwCKBkMq8YmG3Y0FRURC4w1gSeoMB\noAECIVXa3mRCDuRbDu4B4vNeDXcQCKmb7AcAAIdZVAYIytIdROb1CUAbBEIAAKIzLwo3MTIKH8wu\nU/w4pLq21I3pVmiMpWUAaICGELa8pzu7GrbHMT1AcN6o4T4aQlj1vuHha7uLj3WfPvASGhgAgFtp\nCOGDabQT84ApS8sAUDuBEJaNZeB7AhxvWRscXbsXAHCMURG4lZFRuMU0McqH0DCDzQBUTUMI15v1\nh33fW4rmsLtH8hzKA0TmXRrupiGE680qwY9L0Rg0BQCgCIEQvt5pcMPifYdh2G4IRUGomqlRuInf\nLHiAkVEguvumRh1qAADJaQhBQQecpSSEy/mdgmdoCGHZ2vYSG9f7WTwGAIC6CITwwTTj7cl7X2VI\ndrL9N0Aq6kF4jJFRWPVaDGZj1Zlp2Fv7eiADU6MA1EhDCFvea73tom8YhsW7qAcDcuwOEJP3Z3iS\nhhA++JgAv70L0ColIQDV0RACABCFsyrwMIEQqIN1ZaiCFyoAdREIAQAIQT0IzxMIgYwcc3AfJSEA\nFREIAQAoz6k6KEIgBAAASEogBKpx1SSek9DczdQoALUQCAEAKMypOihFIASA6ykJAaiCQAjUxEE2\nQHvUg1CQQAgAt3D+AoD4BEIgF+ehAULxtgxlCYQAcBclIQDBCYQAAJShHoTiBEKgMioX6uIVC0Bk\nAiGQiFPRAHF4T4YIBEIAAICkBEIAuJepUXinHoQgBEKgPscOrx18AADMCIQAcDslIUw5Qwdx/Cn9\nAKLof39QD7vfpQ7fEThjPLz2CwcAcIaGsOveQt3iLYv3OnZHABJSEsLI6TwIRUP4L8K9yr3xlr7v\nN+q+93vtvCNQhOMPAIB3GsIf0wi3P87NvlIOBGCDkhCcnoNosgfCsdN7D3LjLWvzn2v3Gm8UC+EZ\njq0BAE4yMnqKFWUA+Ir1kAAIJXtDeMbiijIWlYGAHH8DRODdGALSEJ4yqwS30+DGn6oWAfJQEgIQ\nR6JAePl45+KVh2NJuHZ54cl/EZjZc2DtyBsgAu/GEJORUbiRKWJgkSWRAAgiUUOooONhouAztktC\nJ6QBIvBuDGFlbwjXtpfY2Fhi43bo/raC0iCwTUkIQATZA+HL9PB956H8tzESuMnagbUT0gAReDeG\nyBKNjK4ZV4LpNledeU96r/VjnnqYVOP9lUMEa6s9cS0/569YbhSA4jSEXbeyXuixezkSgiLeS0LH\n2QAReDeG4DSEP7aDnIsJIb5ZJvTbSRWUhACUJRBCeSZL7/D+Q/VzBniY8x0Qn0AIB21cdPoVPTMk\npyQEoCDXEAIAcD1nOqAKGkI4SLMHXEVJCEApGkIAAC7mHAfUQiAEgPLet04BgAcIhAAAXEk9CBUR\nCAEAAJKyqAzcyMIzwH6WlqENXsZQFw0hAABAUgIhAERhaRlqpx6E6hgZhWL638d95ksv168cWftR\nX2X8Ca/9PL3CASA+DSGU8Z5V1tILxLT9ivUKP0xJSL3Ug1AjDSEU8DoyfnUm4y1932tRLudHeq09\nuc4rHABqoSGEYqZHxo6SaY9X+GFKQmqkHoRKCYTwtLXLrsZbjNVdZfvyNg4bJha/wCscACpiZBRo\n3DSByIfUwp6E1MXLFeqlIQRaNuuj+r7XUAEAvGgIgZbNKkFLm1ARJSG18EKFqmkIgTYtXuQmBwIA\nTAmEABCU5UaJTz0ItRMIAQAAkhII4Wlri+/bJuFCFo8pyCv8WkpCIlMPQgMEQihmesQsvdxBJinL\nKxwA4rPU3kOsasjM4vGxF8mFNhKIn/NVNgK2V/i19DAE5GUJbdAQQhkWwLzb2iqjfs7P8Aq/lsFR\nAG5iH0IoxvHxA/yQb7X94/XDh4apB6EZGkIAqICSEIA7CIQAAHxBPQgtEQgBoA5KQgAuJxACALCX\nehAaIxACQDWUhABcSyAEgJrIhBSkHoT2CIQAAHwmDUKTBEIAqIySEICrCIQAAHygHoRWCYQAUB8l\nIQCXEAgBANiiHoSGCYRA4/q+7zUptEhJCMB5AiEAAKvUg9A2gRAAaqUk5G7SIDTvT+kHAHCX6aTo\n+P8HxzU0Z8yEXtoAHKMhBABggXMNkIGGEGjW2AfqBmmekhCAwzSEAADMOcsASQiEAFA9q8twLWkQ\n8hAIAQAAkhIIAaAFSkKuoh6EVARCAGiETAjAtwRCAAB+qAchG4EQANqhJOQMaRASEgiBFPq+7x0m\nk4NMCMB+AiHQOFvSA+yhHoSc/pR+AAC3kwnJZiwJvfAB+EhDCACQnTMIkJZACAANciUh+0mDkJmR\n0R+z1SZ2DpgduxcAPMDgKAAfaQi77i3XLd5y1b0AAOJw1gCSEwj/pbjhr9ntF94LAJ5kcBSAbQLh\nj+m05/7Jz2P3AoDHyIRsUA8C2QPhWOi9Z7nxFnUfAADQsOyB8KRpYpQeAYhJScgi9SDQWWX0sGEY\nxgRooVEA4rPiKDNeD8BIIHzORoUoRgIAAM9LFAivrfIWLz7s+77v+7W/WeoDoCAlIS9eCcCLawiP\nsBQNAADQgEQNoYIOgOSUhHTqQeC37A3hWqe31gECQNWsOArAVPZA+HJgA4m1GAkAEJN6EJhZXQEl\nlcUgN/3JvBeG3y4ZurHYDAA8TCrIyfMOvNMQdt368jDbd1m8l9QHQHwGRwEYJVpUZtt2kLOTBABQ\nNfUgsEhDCAAZKQlTkQaBNQIhAEDLpEFgg0AIAEkpCQEQCAEgL5mweepBYJtACADQJmkQ+EggBIDU\nlIStkgaBPQRCAMhOJgRISyAEAGTC1qgHgZ0EQgCApkiDwH4CIQDQdUrCVkiDwFcEQgDgh0wIkI1A\nCAD8IxNWTT0IfEsgBABogTQIHCAQAgC/KAlrJA0CxwiEAMCcTAiQhEAIACyQCSuiHgQOEwgBgGUy\nYRWkQeAMgRAAoFbSIHCSQAgArFISArRNIAQAtsiEYakHgfMEQgDgA5kwIGkQuIRACAB8JhOGIg0C\nVxEIAYBdZMIgpEHgQgIhAABAUgIhALCXkrA49SBwLYEQAPiCTFiQNAhcTiAEAL4jExYhDQJ3EAgB\ngK/JhA+TBoGbCIQAAABJCYQAwBFKwseoB4H7CIQAwEEy4QOkQeBWAiEAcJxMeCtpELibQAgAnCIT\n3kQaBB4gEAIAhCMNAs8QCAGAs5SE15IGgccIhADABWTCq0iDwJMEQgDgGjLhedIg8DCBEAC4jEx4\nhjQIPE8gBACuJBMeIw0CRQiEAMDFxkwoFu4nDQKlCIQAwPWGQVW4lzQIFCQQAgB3kQm3jT2qNAgU\nJBACADeSCdeMUVAaBMoSCAGAe8mE7xSDQBB/Sj8AAKB9r0woBfk5AKEIhADAE8YIlLwZS/7tAwEZ\nGQUAnpN5RwppEAhIQwgAPCphVWhMFAhLIAQACshzVWGq6AtURyAEAMpovipMkniBqgmEAEBJrVaF\nDQddoCUCIQBQWGNVYZP5FmiVVUYBgBDa2L9+jLXSIFALgZDs+gaOPhrlqQnLUxNWA09N1ZtSjI98\nMQo28NS0ylMTmWfnGUZGAYBAahwfNSMK1EsgBADCqWilmbqyK8CMQHiBsc4efBoAwHVeVWEXNRZG\nfmwAOwmEZxluBoD7xIyF0R4PwGEC4UFyIAA8JkgsfH34i4JAMwRCAKAO01g4veVuciDQMIHwoOkV\ng9pCAHjMNJXdFw6fj50ARQiEAECt1sLh4hd8JAQCCQmEAEALVnaEP/s3ALStt1nCeXu2nTBWCgAA\nXxFVHqAh/GAW5A6/KL2aAQCAaP4r/QAAAAAoQ0P4gWYPAABolYYQAAAgKYEQAAAgKYEQAAAgKYEQ\nAAAgKfsQAgAAJKUhBAAASEogBAAASMo+hLfr+376n2Z0oxmfIM9LNH5xApo9KZ3nJSTvaXG8/8qM\nPDtx+KyJZu235sVzdAcN4b3eX9YfX+g8ydMRUN/3fnECWnwKPC/ReEZgJ5818GJRmRu93lZeP+T3\nWyhC0RHW4u+IX5ziPC+18KSEoq0Ny3tadfw23UpDeLvpa9frGPaY/ab4xQnC8xKccgO+4j0NRq4h\nvMvamYxhGMYpBe87BS2eEQSAqyg0wtp4ajxfMfltuptACATi7T6mxefFyZRQXgdMnpdops+It7hQ\nrChTBWnwAQIhEJ0Pg1AcQgXkdySs2e+LZyqOtRVlPDskJBACoak7gHrN0sX4huaykSAWnx1CkdKf\nYVEZIKjXmuDDMPgwiGP4a/xPh1DFOWCKafGNy9MUx9qz4z2NhDSEQDjW/q6Cy9UikAaBtnl/e4BA\nCMTiADcgT0pwroYC2uOc42OMjN5lbfDAhzRs8AsCNOA18U5APmJgRiC83fQjwccDbJAGw1o8w+UN\nLYLhzfT2so8NJ4Uj8+zAi5HRG70usLFKO+y3ETP87hT3/ux4UuDd2gEAQYxPkGcnMvn8SRrCe1lh\nDGjD4ruZNzRYs7bKqN+aIDw78GInHAAAgKQ0hAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJ\nhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEkJhAAAAEn9Kf0AAOBpfd9P\n/3MYhlKPBADK0hACAAAkJRACAAAkJRACAAAkJRACAAAk1buSHoAkZmvJvPOZCEA2GkIAAICkBEIA\nAICkjIwCkI59CAFgpCEEAABISiAEAABISiAEAABISiAEAABISiAEAABISiAEAABISiAEAABISiAE\nAABISiAEAABISiAEAABI6k/pBwAAhfV9P/6fYRjKPhIAeJiGEAAAICmBEIB0NIEAMBIIAchIJgSA\nrut6n4gAAAA5aQgBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACS\nEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggB\nAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACSEggBAACS+h9d8c8H\nzwxAlQAAAABJRU5ErkJggg==\n" + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/3')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Looking sharp! Currently, Plotly doesn't support the Tex formatting. That's why we don't see the exponents shown properly. However, we do support Latex and, in the next example, we see it at work. We use the intermediate command `convertFigure` to output the two Plotly data structures. This allows further editing with the API before sending it out. Features only available in Plotly (like the different hover modes) can be set at this point." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 3: Gain vs Frequency" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "close all\n", + "\n", + "% Create a set of values for the damping factor\n", + "zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n", + "\n", + "% Define a color for each damping factor\n", + "colors = ['r' 'g' 'b' 'c' 'm' 'y' 'k'];\n", + "\n", + "% Create a range of frequency values equally spaced logarithmically\n", + "w = logspace(-1, 1, 1000);\n", + "\n", + "% Plot the gain vs. frequency for each of the seven damping factors\n", + "figure;\n", + "for i = 1:7\n", + " a = w.^2 - 1;\n", + " b = 2*w*zeta(i);\n", + " gain = sqrt(1./(a.^2 + b.^2));\n", + " loglog(w, gain, 'color', colors(i), 'linewidth', 2);\n", + " hold on;\n", + "end\n", + "\n", + "% Set the axis limits\n", + "axis([0.1 10 0.01 100]);\n", + "\n", + "% Add a title and axis labels\n", + "title('Gain vs Frequency');\n", + "xlabel('Frequency');\n", + "ylabel('Gain');\n", + "\n", + "% Turn the grid on\n", + "grid on;\n", + "\n", + "% ----------------------------------------\n", + "% Let's convert the figure to plotly structures, and set stripping to false\n", + "[data, layout] = convertFigure(get(gcf), false);\n", + "\n", + "% But, before we publish, let's modify and add some features:\n", + "% Naming the traces\n", + "for i=1:numel(data)\n", + " data{i}.name = ['$\\\\zeta = ' num2str(zeta(i)) '$']; %LATEX FORMATTING\n", + " data{i}.showlegend = true;\n", + "end\n", + "% Adding a nice the legend\n", + "legendstyle = struct( ...\n", + " 'x' , 0.15, ...\n", + " 'y' , 0.9, ...\n", + " 'bgcolor' , '#E2E2E2', ...\n", + " 'bordercolor' , '#FFFFFF', ...\n", + " 'borderwidth' , 2, ...\n", + " 'traceorder' , 'normal' ...\n", + " );\n", + "layout.legend = legendstyle;\n", + "layout.showlegend = true;\n", + "\n", + "% Setting the hover mode\n", + "layout.hovermode = 'closest';\n", + "\n", + "% Giving the plot a custom name\n", + "plot_name = 'My_improved_plot';\n", + "\n", + "% Sending to Plotly\n", + "response = plotly(data, struct('layout', layout, ...\n", + " 'filename',plot_name, ...\n", + "\t'fileopt', 'overwrite'));\n", + "\n", + "display(response.url)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "https://plot.ly/~MATLAB-demos/4\r\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nAAAoSkEIAABQ1H9iuNz9/CXWGwAAAABJRU5ErkJggg==\n" + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And the Plotly version:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/4')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "EXAMPLE 4: Just throw everything in there!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "close all\n", + "\n", + "% Load data\n", + "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Publication_Quality_Graphics\\data'\n", + "\n", + "% Create basic plot\n", + "figure;\n", + "hold on;\n", + "hFit = line(xfit , yfit );\n", + "hE = errorbar(xdata_m, ydata_m, ydata_s);\n", + "hData = line(xVdata, yVdata );\n", + "hModel = line(xmodel, ymodel );\n", + "hCI(1) = line(xmodel, ymodelL);\n", + "hCI(2) = line(xmodel, ymodelU);\n", + "\n", + "% Adjust line properties (functional)\n", + "set(hFit , ...\n", + " 'Color' , [0 0 .5] );\n", + "set(hE , ...\n", + " 'LineStyle' , 'none' , ...\n", + " 'Marker' , '.' , ...\n", + " 'Color' , [.3 .3 .3] );\n", + "set(hData , ...\n", + " 'LineStyle' , 'none' , ...\n", + " 'Marker' , '.' );\n", + "set(hModel , ...\n", + " 'LineStyle' , '--' , ...\n", + " 'Color' , 'r' );\n", + "set(hCI(1) , ...\n", + " 'LineStyle' , '-.' , ...\n", + " 'Color' , [0 .5 0] );\n", + "set(hCI(2) , ...\n", + " 'LineStyle' , '-.' , ...\n", + " 'Color' , [0 .5 0] );\n", + "\n", + "% Adjust line properties (aesthetics)\n", + "set(hFit , ...\n", + " 'LineWidth' , 2 );\n", + "set(hE , ...\n", + " 'LineWidth' , 1 , ...\n", + " 'Marker' , 'o' , ...\n", + " 'MarkerSize' , 6 , ...\n", + " 'MarkerEdgeColor' , [.2 .2 .2] , ...\n", + " 'MarkerFaceColor' , [.7 .7 .7] );\n", + "set(hData , ...\n", + " 'Marker' , 'o' , ...\n", + " 'MarkerSize' , 5 , ...\n", + " 'MarkerEdgeColor' , 'none' , ...\n", + " 'MarkerFaceColor' , [.75 .75 1] );\n", + "set(hModel , ...\n", + " 'LineWidth' , 1.5 );\n", + "set(hCI(1) , ...\n", + " 'LineWidth' , 1.5 );\n", + "set(hCI(2) , ...\n", + " 'LineWidth' , 1.5 );\n", + "\n", + "% Adjust error bar width\n", + "hE_c = get(hE , 'Children' );\n", + "errorbarXData = get(hE_c(2), 'XData' );\n", + "errorbarXData(4:9:end) = errorbarXData(1:9:end) - 0.2;\n", + "errorbarXData(7:9:end) = errorbarXData(1:9:end) - 0.2;\n", + "errorbarXData(5:9:end) = errorbarXData(1:9:end) + 0.2;\n", + "errorbarXData(8:9:end) = errorbarXData(1:9:end) + 0.2;\n", + "set(hE_c(2), 'XData', errorbarXData);\n", + "\n", + "% Add labels\n", + "hTitle = title ('My Complex Plot');\n", + "hXLabel = xlabel('Length (m)' );\n", + "hYLabel = ylabel('Mass (kg)' );\n", + "\n", + "% Add text\n", + "hText = text(10, 800, ...\n", + " sprintf('{\\\\itC = %0.1g \\\\pm %0.1g (CI)}', c, cint(2)-c));\n", + "\n", + "% Add legend\n", + "hLegend = legend([hE, hFit, hData, hModel, hCI(1)], ...\n", + " 'Data ({\\it\\mu} \\pm {\\it\\sigma})' , ...\n", + " 'Fit (C{\\itx}^3)' , ...\n", + " 'Validation Data' , ...\n", + " 'Model (C{\\itx}^3)' , ...\n", + " '95% CI' , ...\n", + " 'location', 'NorthWest' );\n", + "\n", + "% Adjust font\n", + "set( gca , 'FontName' , 'Helvetica' );\n", + "set([hTitle, hXLabel, hYLabel, hText], 'FontName' , 'AvantGarde');\n", + "set([hLegend, gca] , 'FontSize' , 8 );\n", + "set([hXLabel, hYLabel, hText] , 'FontSize' , 10 );\n", + "set( hTitle , 'FontSize' , 12 , ...\n", + " 'FontWeight' , 'bold' );\n", + "\n", + "% Adjust axes properties\n", + "set(gca, ...\n", + " 'Box' , 'off' , ...\n", + " 'TickDir' , 'out' , ...\n", + " 'TickLength' , [.02 .02] , ...\n", + " 'XMinorTick' , 'on' , ...\n", + " 'YMinorTick' , 'on' , ...\n", + " 'YGrid' , 'on' , ...\n", + " 'XColor' , [.3 .3 .3], ...\n", + " 'YColor' , [.3 .3 .3], ...\n", + " 'YTick' , 0:500:2500, ...\n", + " 'LineWidth' , 1 );\n", + "\n", + "\n", + "% Work that Plotly magic!\n", + "\n", + "% The curent figure can be found with the `gcf` command. Any figure can be stores as the double of struct form.\n", + "% The plotly command accepts these forms as well as custom plot names\n", + "\n", + "some_figure_struct = get(gcf);\n", + "response = fig2plotly(some_figure_struct, 'name', 'Complex_Plot', 'open', false);\n", + "\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nX+gmHAAAAABJRU5ErkJggg==\n" + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/6')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 2a28853879c994211902074d02f0ad2a2b915336 Mon Sep 17 00:00:00 2001 From: Andrey Dimitrov Date: Wed, 12 Mar 2014 16:28:03 -0400 Subject: [PATCH 009/163] moved to see more folder --- MATLAB_Examples.ipynb => See more/MATLAB_Examples.ipynb | 0 .../MATLAB_Wrapper_Examples.ipynb | 0 2 files changed, 0 insertions(+), 0 deletions(-) rename MATLAB_Examples.ipynb => See more/MATLAB_Examples.ipynb (100%) rename MATLAB_Wrapper_Examples.ipynb => See more/MATLAB_Wrapper_Examples.ipynb (100%) diff --git a/MATLAB_Examples.ipynb b/See more/MATLAB_Examples.ipynb similarity index 100% rename from MATLAB_Examples.ipynb rename to See more/MATLAB_Examples.ipynb diff --git a/MATLAB_Wrapper_Examples.ipynb b/See more/MATLAB_Wrapper_Examples.ipynb similarity index 100% rename from MATLAB_Wrapper_Examples.ipynb rename to See more/MATLAB_Wrapper_Examples.ipynb From d81228f3595b1b91ddad292fc239e33fb322f43a Mon Sep 17 00:00:00 2001 From: theengineear Date: Wed, 12 Mar 2014 22:48:03 -0700 Subject: [PATCH 010/163] Added 'Plotly and mpld3.ipynb' notebook. This notebook documents the progress so far on the matplotlylib project. This project seeks to allow matplotlib users to use plotly without needing to learn new syntax. --- See more/Plotly and mpld3.ipynb | 1111 +++++++++++++++++++++++++++++++ 1 file changed, 1111 insertions(+) create mode 100644 See more/Plotly and mpld3.ipynb diff --git a/See more/Plotly and mpld3.ipynb b/See more/Plotly and mpld3.ipynb new file mode 100644 index 0000000..07854b3 --- /dev/null +++ b/See more/Plotly and mpld3.ipynb @@ -0,0 +1,1111 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Plotly, matplotlib, and mplexporter." + ] + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Intro:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The mplexporter package is a recent development as a part of the [mpld3 project](http://mpld3.github.io/). The goal of mpld3 is to expand python's matplotlib use to the browser. While it was constructed with D3js in mind, by separating the matplotlib exporting and the actual graphic rendering, many renderers can now leverage the parsed matplotlib information. This makes the matplotlib-to-browser project easier for everyone. Nice.\n", + "\n", + "Now, enter Plotly. Like keeping your data around? Want to share your plots and/or data online? We allow users to easily create and share interactive, publication-quality visualizations, right in a web browser. While Plotly's [Python API](https://plot.ly/api/python) gives users access to plotly directly, users may already have high-quality plots that they want to get online and share. Standing on the shoulders of the mplexporter, plotly is developing matplotlylib, a package that converts mpl figures to plotly figures with a simple call to `fig_to_plotly`. This function creates a JSON dictionary and sends it to be rendered on plotly with an option to put the resulting figure back into an IPython notebook.\n", + "\n", + "If your data are important to you, they're important to us, and we'll help you share them with others. \n", + "\n", + "For more infomation on using Plotly, you can check out our other [IPython notebooks](http://nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/). Or, just take a look at some practical uses from [Wired Science](http://www.wired.com/wiredscience/2014/02/much-real-olympic-gold-medal-cost/ \"How Much Would a Real Olympic Gold Medal Cost?\") and [The Washinton Post](http://www.washingtonpost.com/blogs/wonkblog/wp/2013/06/14/do-low-taxes-on-the-rich-leave-the-middle-class-with-lower-wages/ \"Do low taxes on the rich leave the middle-class with lower wages?\").\n", + "\n", + "The most current version of matplotlylib can be found in the [mpld3/matplotlylib](https://github.com/mpld3/matplotlylib) repo." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A quick rundown of what this notebook covers. This is what matplotlylib supports so far.\n", + "\n", + "* Imports\n", + "* Line Plots\n", + "* Subplots\n", + "* Annotations\n", + "* Resize\n", + "* Strip Style\n", + "* Bar Charts\n", + "* Scatter Plots\n", + "* The Nitty Gritty (fine print)" + ] + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Imports:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's start by calling the IPython 'magic' function for matplotlib so that plots show up inline. Next, we'll import all of the matplotlib tools necessary for creating the figures in this notebook." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%matplotlib inline\n", + "import matplotlib.pyplot as plt # so we don't have to look at mpl's backend\n", + "import matplotlib.gridspec as gridspec # for subplots\n", + "import matplotlib.cm as cm # for fun-with-colors\n", + "import numpy as np" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The only import required to render figures in plotly is the `fig_to_plotly` function. We'll also fill in our creds here so that they're accessible later when we actually make the `fig_to_plotly(fig, username, api_key)` call. You can use the `mpld3` username for now, or switch to your own Plotly username and api_key. Don't have a username? There's no better time than the [present](https://plot.ly/ \"plotly population +1?\")." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from matplotlylib import fig_to_plotly\n", + "username = 'IPython.Demo'\n", + "api_key = '1fw3zw2o13'" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Line Plots:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we instantiate a matplotlib figure object and fill it with stuff we want to plot! IPython's matplotlib magic function will catch this code block and pop it inline when you 'shift-enter'." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig1 = plt.figure()\n", + "x = np.arange(0,1.0,0.01)\n", + "y1 = np.sin(2*np.pi*x)\n", + "y2 = np.cos(4*np.pi*x)\n", + "ax = fig1.add_subplot(111)\n", + "ax.plot(x, y1, 'b--', label='sin')\n", + "ax.plot(x, y2, 'ro', label='cos')\n", + "ax.set_title(\"It's a Sign\")\n", + "ax.set_xlabel('time')\n", + "ax.set_ylabel('amplitude')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEZCAYAAABrUHmEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following line takes the matplotlib figure object, extracts the data with mplexporter, renders a new plot with PlotlyRenderer, and sends it to Plotly. The plot shows up inline because of the `notebook=True` keyword argument. This causes the `fig_to_plotly` function to call `plotly.iplot` (IPython plot) instead of the normal `plotly.plot` function. Taking that keyword argument out defaults to the normal plot function and will open a new window in your browser with the plot.\n", + "\n", + "Note how you can zoom, pan, autoscale, and see data points by hovering. The data you plotted is right there. If you want to modify the dataset, style, layout, or add notes, you can click the 'data and graph' link below the plot.\n", + "\n", + "And again, if you have a [plotly profile](https://plot.ly/~RhettAllain/ \"Wired Science Blogger\"), you can save and share your awesome sinusoids with others.\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig1, username, api_key, notebook=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Subplots:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But why have one axes object when you could have five!? Gridspec is a handy way to intuitively partition figure space into nice looking subplots. Here are just some simple line plots stretching over a 3x3 grid of plotting areas." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig2 = plt.figure() # matplotlib.figure.Figure obj\n", + "gs = gridspec.GridSpec(3, 3)\n", + "ax1 = fig2.add_subplot(gs[0,:])\n", + "ax1.plot([1,2,3,4,5], [10,5,10,5,10], 'r-')\n", + "ax2 = fig2.add_subplot(gs[1,:-1])\n", + "ax2.plot([1,2,3,4], [1,4,9,16], 'k-')\n", + "ax3 = fig2.add_subplot(gs[1:, 2])\n", + "ax3.plot([1,2,3,4], [1,10,100,1000], 'b-')\n", + "ax4 = fig2.add_subplot(gs[2,0])\n", + "ax4.plot([1,2,3,4], [0,0,1,1], 'g-')\n", + "ax5 = fig2.add_subplot(gs[2,1])\n", + "ax5.plot([1,2,3,4], [1,0,0,1], 'c-')\n", + "gs.update(wspace=0.5, hspace=0.5)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, if you're fond of matplotlib's syntax, or, you're just feeling like dipping your toes in the plotly pool for now, inserting a simpe `fig_to_plotly` call sends the above figure to Plotly and it responds by sticking back into this notebook.\n", + "\n", + "By default, matplotlib subplots don't have common axis elements and so the rendered plotly graphic will reflect this. However, as we've mentioned, plotly's all about sharing. You can check out the possibilities for anchoring different subplots to the same axis in the [plotly docs](https://plot.ly/api/python/docs/subplots \"<3 subplots\") if you're trying to work through the API. Alternatively, you can use ploty's GUIs to change all of the plot's attributes--including axis sharing." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig2, username=username, api_key=api_key, notebook=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 6, + "text": [ + "" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Annotations:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The matplotlib package supports multiple ways of getting annotations onto figures. These too get sent to plotly when you call `fig_to_plotly`. Let's start with some simple annotations that mark plot boundaries." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig3 = plt.figure()\n", + "ax = fig3.add_subplot(111)\n", + "ax.plot([1,2,3], 'b-')\n", + "ax.plot([3,2,1], 'b-')\n", + "ax.text(0.001, 0.999, 'top-left', transform=ax.transAxes, va='top', ha='left')\n", + "ax.text(0.001, 0.001, 'bottom-left', transform=ax.transAxes, va='baseline', ha='left')\n", + "ax.text(0.999, 0.999, 'top-right', transform=ax.transAxes, va='top', ha='right')\n", + "ax.text(0.999, 0.001, 'bottom-right', transform=ax.transAxes, va='baseline', ha='right')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEACAYAAACnJV25AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGvgAAAAASUVORK5CYII=\n", + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotly will import these and anchor them appropriately to the plot, not to the data. You can pan and zoom in the following figure to check this. If you decide you don't want them anchored to the 'page', you can later switch them via the 'Notes' tab in Plotly." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig3, username, api_key, notebook=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's try a more interesting example. The following code creates a figure with a bunch of different line objects, each annotated with a text object that is anchored to data. Another annotation is anchored to the mpl axes objects so that it will remain in the top-left corner of the plot when you pan or zoom." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "gs = gridspec.GridSpec(2, 1)\n", + "fig4 = plt.figure()\n", + "ax1 = fig4.add_subplot(gs[0,0])\n", + "x = np.arange(-3, 3, 0.01)*2*np.pi\n", + "sin_x = np.sin(x)\n", + "ax1.plot(x, sin_x, 'k-', label='sin(x)')\n", + "num_lines = 20\n", + "colors = cm.rainbow(np.linspace(0, 1, num_lines))\n", + "for iii in range(0, num_lines):\n", + " y = x\n", + " for jjj in range(1, iii+1):\n", + " sign = (-1)**jjj\n", + " deg = 1+2*jjj\n", + " y = np.add(y, sign*x**(deg)/np.math.factorial(deg))\n", + " ct_h = int(len(x)/2)\n", + " while abs(y[ct_h]) < 10:\n", + " ct_h += 1\n", + " ct_l = int(len(x)/2)\n", + " while abs(y[ct_l]) < 10:\n", + " ct_l -= 1\n", + " x_plot = x[ct_l:ct_h+1]\n", + " y_plot = y[ct_l:ct_h+1]\n", + " ax1.plot(x_plot, y_plot, color=colors[iii], label='L{}'.format(iii))\n", + " ax1.text(x_plot[-15], y_plot[-15], '{}'.format(1+2*iii), ha='center', va='center')\n", + "ax1.set_ylim(-10,10)\n", + "ax1.set_xlabel('x')\n", + "ax1.set_ylabel('y(x)')\n", + "ax1.set_title('approximation to sin(x)', size=14)\n", + "ax1.text(0.001, 0.999, 'num=deg', transform=ax1.transAxes, ha='left', va='top')\n", + "\n", + "ax2 = fig4.add_subplot(gs[1,0])\n", + "x = np.arange(-5, 5, 0.01)\n", + "ax2.plot(np.arange(0.01, 5, 0.01),\n", + " np.log(np.arange(0.01, 5, 0.01) + np.ones(len(np.arange(0.01, 5, 0.01)))),\n", + " 'k-', label='ln(x + 1)')\n", + "num_lines = 20\n", + "colors = cm.rainbow(np.linspace(0, 1, num_lines))\n", + "for iii in range(0, num_lines):\n", + " y = x\n", + " for jjj in range(1, iii+1):\n", + " sign = (-1)**jjj\n", + " deg = 1+jjj\n", + " y = np.add(y, sign*x**(deg)/deg)\n", + " ct_h = int(len(x)/2)\n", + " while abs(y[ct_h]) < 3:\n", + " ct_h += 1\n", + " ct_l = int(len(x)/2)\n", + " while abs(y[ct_l]) < 3:\n", + " ct_l -= 1\n", + " x_plot = x[ct_l:ct_h+1]\n", + " y_plot = y[ct_l:ct_h+1]\n", + " ax2.plot(x_plot, y_plot, color=colors[iii], label='L{}'.format(iii))\n", + " ax2.text(x_plot[-28], y_plot[-28], '{}'.format(1+iii), ha='center', va='center')\n", + "ax2.set_ylim(-3,3)\n", + "ax2.set_xlim(-2,4)\n", + "ax2.set_xlabel('x')\n", + "ax2.set_ylabel('y(x)')\n", + "ax2.set_title('approximation to ln(1 + x)', size=14)\n", + "ax2.text(0.001, 0.999, 'num=deg', transform=ax2.transAxes, ha='left', va='top')\n", + "gs.update(wspace=0.2, hspace=0.5)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEaCAYAAADkL6tQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Okay. You or a collaborator did all this work with matplotlib, but those labels for the second plot are really not showing up well. Rather than messing with that code, you could just shoot it over to plotly, drag the annotations interactively, save the figure, share it, and get feedback. To get a feel for the flexibility, run the `fig_to_plotly` function, click the 'data and graph' link, and then click the 'save and edit' link." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig4, username, api_key, notebook=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Resize:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is often the case that users do not specify sizing for mpl figures. For this reason, it doesn't make sense to force plotly to mimic the exact mpl sizing. Instead, we can call the PlotlyRenderer's `resize` method to throw away possibly restricting specifications. While a PlotlyRenderer instance can call this method directly, we can also use the `fig_to_plotly` keyword-argument pair, `resize=True`. By default, this is set to `False`. Let's check out the differences, shall we? \n", + "\n", + "Below we create a simple mpl figure and, again, because of the `%matplotlib inline` call at the beginning of this notebook, the figure is placced directly below." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig5 = plt.figure()\n", + "ax = fig5.add_subplot(111)\n", + "ax.plot([1,2,3])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": [ + "[]" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEACAYAAACnJV25AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKJQKjH2BLgAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, let's remind ourselves of the standard `fig_to_plotly` result." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig5, username, api_key, notebook=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we'll run the same figure, but with `resize=True`. Check out that full-width action. Stick *that* in your profile and share it." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig5, username, api_key, notebook=True, resize=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "For a prettier picture, we can do the same with fig4 from above..." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig4, username, api_key, notebook=True, resize=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 14, + "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Strip Style:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Continuing to revert mpl specifications, we can aslo strip resulting JSON structures of their style. This uses the PlotlyRenderer's `strip_style` method. Just like `resize`, we can ensure that the `strip_style` method is used by passing a `strip_style=True` keyword-argument pair to `fig_to_plotly`. \n", + "\n", + "Actions speak louder than words." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig6 = plt.figure()\n", + "ax = fig6.add_subplot(111)\n", + "ax.plot([0, 1, 2, 3], [10, 5, 9, 5], 'o')\n", + "ax.plot([5, 9, 5, 7, 4])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "[]" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig6, username, api_key, notebook=True, resize=True, strip_style=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 16, + "text": [ + "" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Bars:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We like bar charts and histograms just as much as you do. Therefore, we've grabbed those for you too! Bars from bar charts are stored as 'patches' which are defined by paths. They are not, however, stored as a 'path_collection' since each bar is differently sized (or it should be unless you're making pretty boring bar charts). Plotly uses some educated guesses to decide whether rectangle patches that end up in each axes object are intended to be bar charts. When life gives you lemons, make a bar chart." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig7 = plt.figure()\n", + "ax = fig7.add_subplot(111)\n", + "left = [1, 2, 3, 4, 5, 6, 7]\n", + "height = [5, 6, 1, 4, 3, 10, 15]\n", + "width = 1\n", + "ax.bar(left, height, width=width, color='y')\n", + "ax.set_xlabel('business day at the stand')\n", + "ax.set_ylabel('drinks sold')\n", + "ax.set_title('life gave me lemons')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 17, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEZCAYAAAB7HPUdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xt0DOfjBvBnckGRG83FJWmIWxKRG6Gp1EbF9RslRZsg\nJGir1dNWaSmtoEWLukRpv26hSlFftCnaapTg57glKC0a2QpBVOQeIpv390dqKpLYJLI71jyfc/ac\n3ZnZeZ8oT6azM+9KQggBIiJSBTOlAxARkfGw9ImIVISlT0SkIix9IiIVYekTEakIS5+ISEVY+vTQ\nXF1dkZCQAACYNWsWxowZI6/bunUrnJ2dYWVlhRMnTigV8ZGk1WphZmaGkpISpaOQilgoHYBMnyRJ\n8vP333+/zLoJEyZg6dKlCA0NNXYsIqoAj/TJYIQQuHjxIjw8PJSOQkT/YOlTrYqJicHw4cNRVFQE\nKysr6HQ6eHt7o3Xr1gCA9PR0vPDCC3BwcEDLli0RGxtb6b5u3LiB0NBQ2NjYICAgAFOnTkVQUJC8\n/s0334SLiwtsbGzQsWNH7N+/Xx6jfv36uHnzprxtUlIS7O3todPpAACrVq2Ch4cHGjVqhN69e+Pi\nxYsVZrh7CiYuLg4uLi5o3LgxvvjiCxw5cgQdOnSAnZ0d3njjjTLvqeq+75ednY1Ro0ahadOmaN68\nOT744AP51E9cXByeeeYZjB8/HnZ2dmjVqhUOHjyI1atXw8XFBY6Ojli7dm2ZfUVGRsLBwQGurq74\n+OOPcffm+7i4OHTt2hUTJ05Eo0aN0LJlS+zatUt+b1xcHNzc3GBtbY2WLVti/fr1VcpPJkIQPSRX\nV1fxyy+/CCGEiImJEcOGDZPXSZIkUlJShBBC6HQ64efnJ2bOnCnu3LkjLly4IFq2bCl+/PHHCvf7\n4osvivDwcFFYWCjOnDkjnJ2dRVBQkLx+3bp1IjMzU+h0OjF//nzh5OQkbt++LYQQonv37mL58uXy\nthMmTBBjx44VQgixbds20apVK/HHH38InU4nPvroIxEYGFhhhtTUVCFJkhg7dqy4ffu2+Omnn0Sd\nOnXEgAEDxPXr18Xly5eFg4OD2Lt3b433rdPphBBCDBgwQLz66quioKBAZGRkiICAAPHll18KIYRY\nvXq1sLCwEHFxcaKkpERMnTpVNGvWTIwbN04UFRWJn376SVhZWYn8/HwhhBDDhw8XAwYMEHl5eUKr\n1Yo2bdqIlStXyvuytLQUK1asECUlJWLZsmWiadOmQggh8vLyhLW1tTh37pwQQoirV6+K06dPV5if\nTBNLnx7avaU/bdq0Skv/0KFDwsXFpcx7Z82aJaKiosrts7i4WFhaWsrlI4QQU6dOFV27dq00h52d\nnTh58qQQQogVK1aI7t27CyGEKCkpEc7OziIxMVEIIUTv3r3lAhSi9JdR/fr1xcWLF8vt824xp6en\ny8saN24sNm3aJL9+4YUXxKJFi2q8b51OJ65evSrq1q0rCgsL5fXr168XwcHBQojSom7durW87uTJ\nk0KSJJGRkVEm14kTJ0RxcbGoU6eO+P333+V1X375pdBoNPK+WrVqJa/Lz88XkiSJa9euiby8PGFr\nayu2bNkiCgoKKvhTJlPH0ztkNH/99RfS09NhZ2cnP2bPno2MjIxy216/fh3FxcVwdnaWlzVv3rzM\nNvPmzYOHhwdsbW1hZ2eH7Oxs/P333wCAsLAw/N///R+uXr2Kffv2wczMDF27dpVzvPnmm3KGxo0b\nAwAuX75caXZHR0f5+RNPPFHudV5eXo33ffd9d+7cQZMmTeT3vvrqq7h+/XqlGQDA3t6+XI6///4b\nd+7cwVNPPSWvc3FxKZPByclJfl6/fn0AQF5eHho0aICNGzfiiy++QNOmTfGf//wHZ8+efWB2Mi28\neoeMxsXFBS1atMC5c+f0bmtvbw8LCwukpaXJnwekpaXJ6xMTEzF37lwkJCTA09MTANCoUSP5vLWd\nnR169uyJjRs34syZMwgPDy+T44MPPiizrLbUdN/Ozs6oW7cubty4ATOzhzsWe/LJJ2FpaQmtVgt3\nd3cAwMWLF8v90qxMz5490bNnT9y+fRtTpkzBmDFjsG/fvofKRI8OHumT0QQEBMDKygqffvopCgsL\nodPp8Ntvv+Ho0aPltjU3N0dYWBhiYmJQWFiIP/74A1999ZV8eWhubi4sLCzw5JNPoqioCDNmzEBO\nTk6ZfURERGDNmjXYsmULIiIi5OWvvvoqZs2ahTNnzgAo/dBz8+bND/Wz3f1lU9N9N2nSBD179sT4\n8eORm5uLkpISpKSk1Khszc3NMWTIEEyZMgV5eXn466+/sGDBAgwbNkzvezMyMrB9+3bk5+fD0tIS\nDRo0gLm5ebUz0KOLpU+1SpKkMtft3/vczMwM8fHxSE5ORsuWLWFvb4+XX365XFnftWTJEmRnZ8PJ\nyQkjRoxAeHg46tSpAwDo3bs3evfujTZt2sDV1RVPPPEEXFxcyry/f//++PPPP9GkSRN4eXnJywcM\nGID33nsPL730EmxsbODl5YUff/zxgT9TVX7uh9332rVrUVRUJF/5M3jwYFy9elXe7v4cD8oVGxuL\nBg0aoGXLlggKCsLQoUMRFRWld18lJSVYsGABmjVrhsaNGyMxMRHLli3T+/OT6ZCEMMyXqERHR+OH\nH36Ag4MDTp06JS+PjY3F0qVLYW5ujn79+uGTTz4xxPD0GHrvvfeQkZGB1atXKx2FyGQZ7Eg/Kiqq\nzLW/ALBnzx589913OHnyJH777TdMmDDBUMPTY+Ds2bM4efIkhBA4fPgwVq1ahYEDByodi8ikGeyD\n3KCgIGi12jLLli1bhsmTJ8PS0hJA2SsPiO6Xm5uL8PBwpKenw9HRERMmTED//v2VjkVk0ox69c75\n8+exb98+vP/++6hXrx7mzZuHjh07GjMCmZCOHTvi/PnzSscgeqwYtfSLi4tx8+ZNHDp0CEeOHMGQ\nIUNw4cIFY0YgIlI1o5Z+8+bNERYWBgDo1KkTzMzMcOPGDfkGlrtatWqFlJQUY0YjIjJ5bm5u+PPP\nPx+4jVEv2RwwYIA87/q5c+dQVFRUrvABICUlBaJ0igiTfEybNk3xDMyvfA415jfl7I9D/qocLBvs\nSD88PBx79+7FjRs34OzsjBkzZiA6OhrR0dHw8vJCnTp1yswKSEREhmew0t+wYUOFy7/66itDDUlE\nRHrwjlwD0Gg0Skd4KMyvLFPOb8rZAdPPXxUGuyP3YUiShEcwFhHRI60q3ckjfSIiFWHpExGpCEuf\niEhFWPpERCrC0iciUhGWPhGRirD0iYhUhKVPRKQiRp1lk4joUWZnZ42srFylYxgU78glIvqHJEnY\ns0fpFDUXHAzekUtERP9i6RMRqQhLn4hIRVj6REQqwtInIlIRlj4RkYqw9ImIVMRgpR8dHQ1HR0d4\neXmVWzd//nyYmZkhMzPTUMMTEVEFDFb6UVFR2LVrV7nlaWlp+Pnnn/HUU08ZamgiIqqEwUo/KCgI\ndnZ25ZaPHz8en376qaGGJSKiBzDqOf3t27ejefPm6NChgzGHJSKifxhtwrWCggLMmjULP//8s7yM\n8+sQERmX0Uo/JSUFWq0W3t7eAIBLly7B398fhw8fhoODQ7ntY2Ji5OcajQYajcZISYmITENycumj\nOgw6y6ZWq0VoaChOnTpVbl2LFi1w7NgxNGrUqHwozrJJRArgLJsPITw8HIGBgTh37hycnZ2xevXq\nMuslSTLU0EREVAnOp09E9A8e6RMR0WOFpU9EpCIsfSIiFWHpExGpCEufiEhFWPpERCrC0iciUhGW\nPhGRirD0iYhUhKVPRKQiLH0iIhVh6RMRqQhLn4hIRVj6REQqwtInIlIRlj4RkYqw9ImIVISlT0Sk\nIix9IiIVMWjpR0dHw9HREV5eXvKyiRMnwt3dHd7e3ggLC0N2drYhIxAR0T0MWvpRUVHYtWtXmWU9\ne/bE6dOnceLECbRp0wazZ882ZAQiIrqHQUs/KCgIdnZ2ZZaFhITAzKx02M6dO+PSpUuGjEBERPdQ\n9Jz+qlWr0LdvXyUjEBGpioVSA3/88ceoU6cOIiIiKlwfExMjP9doNNBoNMYJRkRkIpKTSx/VoUjp\nx8XFYceOHfjll18q3ebe0iciovJ8fEofd61Zo/89Ri/9Xbt2Ye7cudi7dy/q1atn7OGJiFTNoOf0\nw8PDERgYiLNnz8LZ2RmrVq3CG2+8gby8PISEhMDX1xevvfaaISMQEdE9JCGEUDrE/SRJwiMYi4ge\nc5IkYc8epVPUXHAw9HYn78glIlIRlj4RkYqw9ImIVISlT0SkIix9IiIVYekTEakIS5+ISEVY+kRE\nKsLSJyJSEZY+EZGKsPSJiFSEpU9EpCIsfSIiFWHpExGpCEufiEhFWPpERCrC0iciUhGWPhGRirD0\niYhUxGClHx0dDUdHR3h5ecnLMjMzERISgjZt2qBnz57Iysoy1PBERFQBg5V+VFQUdu3aVWbZnDlz\nEBISgnPnzuG5557DnDlzDDU8ERFVwGClHxQUBDs7uzLLvvvuO4wYMQIAMGLECGzbts1QwxMRUQWM\nek7/2rVrcHR0BAA4Ojri2rVrxhyeiEj1LJQaWJIkSJJU6fqYmBj5uUajgUajMXwoInoodnbWyMrK\nVTqGaiQnlz6qw6il7+joiKtXr8LJyQlXrlyBg4NDpdveW/pEZBqysnKxZ4/SKWouOFjpBNXj41P6\nuGvNGv3vMerpnf79+2PNP6nWrFmDAQMGGHN4IiLVq/RIf/78+fJzSZIghJCfA8D48eMfuOPw8HDs\n3bsXf//9N5ydnTFjxgxMmjQJQ4YMwcqVK+Hq6opNmzbVxs9ARERVVGnp5+bmQpIknD17FkeOHEH/\n/v0hhEB8fDwCAgL07njDhg0VLt+9e3fN0xIR0UOptPTvnlMPCgrC8ePHYWVlBQCYPn06+vbta5Rw\nRERUu/Se08/IyIClpaX82tLSEhkZGQYNRUREhqH36p3IyEgEBAQgLCwMQghs27ZNvsGKiIhMi97S\nnzJlCnr37o3ExERIkoS4uDj4+voaIxsREdWySks/MzNTft6iRQu4uroCKL16JzMzE40aNTJ4OCIi\nql2Vlr6fn1+ld8xKkoQLFy4YLBQRERlGpaWv1WqNGIOIiIyhStMwbN++Hfv27YMkSejWrRtCQ0MN\nnYuIiAxA7yWbkyZNwuLFi+Hp6Ql3d3csXrwYkydPNkY2IiKqZZK4O79CJby8vJCcnAxzc3MAgE6n\ng4+PD06dOmW4UPdM+0BEpkOSJJOfcM3U8+vrTr1H+pIklflaw6ysrAdOiUxERI8uvef0J0+eDD8/\nPwQHB0MIgb179/JrDomITJTe0zsAkJ6ejiNHjkCSJAQEBMDJycmwoXh6h8gk8fSOsmrl9M6BAwdg\nbW2N559/HtnZ2fj000/x119/1VpIIiIyHr2l/+qrr6JBgwY4ceIEPvvsM7i5uSEyMtIY2YiIqJbp\nLX0LCwtIkoRt27bh9ddfx+uvv47cXH4HJhGRKdL7Qa6VlRVmzZqFdevWITExETqdDnfu3DFGNiIi\nqmV6j/Q3btyIevXqYdWqVXBycsLly5cxceJEY2QjIqJaVqWrd4yNV+8QmSZevaOsWrl6xxBmz54N\nT09PeHl5ISIiArdv31YiBhGR6hi99LVaLZYvX47jx4/j1KlT0Ol0+Oabb4wdg4hIlapV+pmZmTh5\n8uRDDWhtbQ1LS0sUFBSguLgYBQUFaNas2UPtk4iIqkZv6Xfr1g05OTnIzMyEv78/Ro8ejbfffrvG\nAzZq1AjvvPMOXFxc0LRpU9ja2qJHjx413h8REVWd3ks2s7OzYW1tjRUrViAyMhLTp0+Hl5dXjQdM\nSUnBwoULodVqYWNjg8GDB+Prr7/G0KFDy2wXExMjP9doNNBoNDUek4jocZScXPqoDr2lr9PpcOXK\nFWzatAkfffQRADzULJtHjx5FYGAgGjduDAAICwvDwYMHH1j6RERUno9P6eOuNWv0v0fv6Z0PP/wQ\nvXr1gpubGwICApCSkoLWrVvXOGS7du1w6NAhFBYWQgiB3bt3w8PDo8b7IyKiqtN7pN+9e3cMHjxY\nfu3m5oa5c+fWeEBvb29ERkaiY8eOMDMzg5+fH15++eUa74+IiKpO781ZgYGB2LlzJ2xsbAAAZ86c\nweDBg3H69GnDheLNWUQmiTdnKatWbs6aMmUKQkNDkZeXh2PHjskfvBIRkenRe3qnX79+KCoqQkhI\nCPLy8vC///0Pbdu2NUY2IiKqZZWW/htvvFHmdU5ODtzc3LBkyRJIkoTFixcbPBwREdWuSkvf399f\nvjRTCCG/FkLwi9GJiExUpaU/cuRII8YgIiJj0HtOf//+/Zg+fTq0Wi2Ki4sBlH5Cf+HCBYOHIyKi\n2qW39EeNGoWFCxfCz88P5ubmxshEREQGorf0bW1t0adPH2NkISIiA9Nb+sHBwZg4cSLCwsJQt25d\nebmfn59BgxERUe3TW/qHDh2CJEk4evRomeV7TPm2NSIildJb+r/++qsRYhARkTFUWvpfffUVhg8f\njvnz55e5Lv/udfrjx483SkAiIqo9lZZ+QUEBACA3N5c3YxERPSYqLf1XXnkFOp0O1tbWPKonInpM\nPHCWTXNzc2zYsMFYWYiIyMD0fpDbtWtXjBs3Di+++CIaNGggL+clm0REpkdv6SclJUGSJHz44Ydl\nlvOSTSIi08NLNomIVKTS0p8/fz4AVHrlDj/cJSIyPZWW/t1LNc+ePYsjR46gf//+EEIgPj4eAQEB\nDzVoVlYWRo8ejdOnT0OSJKxatQpdunR5qH0SEZF+lZZ+TEwMACAoKAjHjx+HlZUVAGD69Ono27fv\nQw365ptvom/fvvj2229RXFyM/Pz8h9ofERFVjd5z+hkZGbC0tJRfW1paIiMjo8YDZmdnIzExEWvW\nrCkNYGEBGxubGu+PiIiqTm/pR0ZGIiAgAGFhYRBCYNu2bRgxYkSNB0xNTYW9vT2ioqJw4sQJ+Pv7\nY9GiRahfv36N90lERFUjCSGEvo2OHTuGxMRESJKEZ599Fr6+vjUe8OjRo3j66adx8OBBdOrUCW+9\n9Rasra0xY8aMf0NJEqZNmya/1mg00Gg0NR7T2OzsrJGVlat0jBqztbXCzZs5SscgEyRJEkz5au7g\nYJhU/uTk0sdda9aUzo/2IFUq/dp09epVPP3000hNTQVQ+nWMc+bMQXx8/L+h/vkCdlP1OPzFN+U/\nf1LO4/B339Tz6/u3+8BpGAzByckJzs7OOHfuHABg9+7d8PT0NHYMIiJV0ntO3xBiY2MxdOhQFBUV\nwc3NDatXr1YiBhGR6ihS+t7e3jhy5IgSQxMRqZrRT+8QEZFyWPpERCrC0iciUhGWPhGRirD0iYhU\nhKVPRKQiLH0iIhVh6RMRqQhLn4hIRRS5I7cqKvuaRiIiqrlHtvRNfaY7IqJHEU/vEBGpCEufiEhF\nWPpERCrC0iciUhGWPhGRirD0iYhUhKVPRKQiLH0iIhVRrPR1Oh18fX0RGhqqVAQiItVRrPQXLVoE\nDw8PTrdARGREipT+pUuXsGPHDowePRpCCCUiEBGpkiKl//bbb2Pu3LkwM+NHCkRExmT0Cdfi4+Ph\n4OAAX19f/Prrr5VuFxf373Mfn9IHUVXY2VkjKytX6Rg1ZmtrhZs3c5SOQSYgObn0UR1GL/2DBw/i\nu+++w44dO3Dr1i3k5OQgMjISa9euLbPdyJHGTkaPi6ysXBOfpdV0f2GRcd1/QLxmjf73GP38yqxZ\ns5CWlobU1FR888036N69e7nCJyIiw1D8pDqv3iEiMh5Fv0SlW7du6Natm5IRiIhURfEjfSIiMh6W\nPhGRirD0iYhUhKVPRKQiLH0iIhVh6RMRqQhLn4hIRVj6REQqwtInIlIRRe/IJaLyzM05PQkZDkuf\n6BGj08FkZwkNDlY6AenD0ztERCrC0iciUhGWPhGRirD0iYhUhKVPRKQiLH0iIhVh6RMRqYgipZ+W\nlobg4GB4enqiffv2WLx4sRIxiIhUR5GbsywtLbFgwQL4+PggLy8P/v7+CAkJgbu7uxJxiIhUQ5Ej\nfScnJ/j4+AAAGjZsCHd3d6SnpysRhYhIVRQ/p6/VapGUlITOnTsrHYWI6LGnaOnn5eVh0KBBWLRo\nERo2bKhkFCIiVVBswrU7d+7ghRdewLBhwzBgwIBy6+Pi/n3u41P6ICKifyUnlz6qQ5HSF0Jg1KhR\n8PDwwFtvvVXhNiNHGjcTEZGpuf+AeM0a/e9R5PTOgQMHsG7dOuzZswe+vr7w9fXFrl27lIhCRKQq\nihzpd+3aFSUlJUoMTUSkaopfvUNERMbD0iciUhGWPhGRirD0iYhUhKVPRKQiLH0iIhVh6RMRqQhL\nn4hIRVj6REQqwtInIlIRxWbZpEeXuTkgSZLSMYjIAFj6VI5OB+zZo3SKmgsOVjoB0aOLp3eIiFSE\npU9EpCIsfSIiFWHpExGpCEufiEhFWPpERCrC0iciUhFFSn/Xrl1o164dWrdujU8++USJCEREqmT0\n0tfpdBg3bhx27dqFM2fOYMOGDfj999+NHYOISJWMXvqHDx9Gq1at4OrqCktLS7z00kvYvn27sWMQ\nEamS0Uv/8uXLcHZ2ll83b94cly9fNnYMIiJVMnrpcyIvIiLlGH3CtWbNmiEtLU1+nZaWhubNm5fZ\nxs3NDcHBKcaOVqtMfdIv5leWKec35eyAaed3c3PTu40khBBGyCIrLi5G27Zt8csvv6Bp06YICAjA\nhg0b4O7ubswYRESqZPQjfQsLCyxZsgS9evWCTqfDqFGjWPhEREZi9CN9IiJSziN1R250dDQcHR3h\n5eWldJQaSUtLQ3BwMDw9PdG+fXssXrxY6UhVduvWLXTu3Bk+Pj7w8PDA5MmTlY5UIzqdDr6+vggN\nDVU6SrW5urqiQ4cO8PX1RUBAgNJxqi0rKwuDBg2Cu7s7PDw8cOjQIaUjVdnZs2fh6+srP2xsbEzq\n3y8AzJ49G56envDy8kJERARu375d8YbiEbJv3z5x/Phx0b59e6Wj1MiVK1dEUlKSEEKI3Nxc0aZN\nG3HmzBmFU1Vdfn6+EEKIO3fuiM6dO4vExESFE1Xf/PnzRUREhAgNDVU6SrW5urqKGzduKB2jxiIj\nI8XKlSuFEKV/h7KyshROVDM6nU44OTmJixcvKh2lylJTU0WLFi3ErVu3hBBCDBkyRMTFxVW47SN1\npB8UFAQ7OzulY9SYk5MTfHx8AAANGzaEu7s70tPTFU5VdfXr1wcAFBUVQafToVGjRgonqp5Lly5h\nx44dGD16NISJnrU01dzZ2dlITExEdHQ0gNLP7mxsbBROVTO7d++Gm5tbmfuJHnXW1tawtLREQUEB\niouLUVBQgGbNmlW47SNV+o8TrVaLpKQkdO7cWekoVVZSUgIfHx84OjoiODgYHh4eSkeqlrfffhtz\n586FmZlp/rWWJAk9evRAx44dsXz5cqXjVEtqairs7e0RFRUFPz8/jBkzBgUFBUrHqpFvvvkGERER\nSseolkaNGuGdd96Bi4sLmjZtCltbW/To0aPCbU3zX8cjLi8vD4MGDcKiRYvQsGFDpeNUmZmZGZKT\nk3Hp0iXs27cPv/76q9KRqiw+Ph4ODg7w9fU12aPlAwcOICkpCTt37sTnn3+OxMREpSNVWXFxMY4f\nP47XXnsNx48fR4MGDTBnzhylY1VbUVERvv/+ewwePFjpKNWSkpKChQsXQqvVIj09HXl5efj6668r\n3JalX8vu3LmDF154AcOGDcOAAQOUjlMjNjY26NevH44ePap0lCo7ePAgvvvuO7Ro0QLh4eFISEhA\nZGSk0rGqpUmTJgAAe3t7DBw4EIcPH1Y4UdU1b94czZs3R6dOnQAAgwYNwvHjxxVOVX07d+6Ev78/\n7O3tlY5SLUePHkVgYCAaN24MCwsLhIWF4eDBgxVuy9KvRUIIjBo1Ch4eHnjrrbeUjlMtf//9N7Ky\nsgAAhYWF+Pnnn+Hr66twqqqbNWsW0tLSkJqaim+++Qbdu3fH2rVrlY5VZQUFBcjNzQUA5Ofn46ef\nfjKpq9icnJzg7OyMc+fOASg9L+7p6alwqurbsGEDwsPDlY5Rbe3atcOhQ4dQWFgIIQR2795d6elZ\no9+c9SDh4eHYu3cvbty4AWdnZ8yYMQNRUVFKx6qyAwcOYN26dfJld0DpZVS9e/dWOJl+V65cwYgR\nI1BSUoKSkhIMHz4czz33nNKxaszU5ni6du0aBg4cCKD0VMnQoUPRs2dPhVNVT2xsLIYOHYqioiK4\nublh9erVSkeqlvz8fOzevdvkPk8BAG9vb0RGRqJjx44wMzODn58fXn755Qq35c1ZREQqwtM7REQq\nwtInIlIRlj4RkYqw9ImIVISlT0SkIix9IiIVYelTtWm12lq5cSg9PV3x291HjhyJLVu2GGz/27dv\nx++//16ldRqNBseOHavV8RcuXIjCwsJa25+rqysyMzNrbX9kfCx9UkzTpk2xefNmRTNIkmTQG7m2\nbt2KM2fOVGmdIXIsWrSoVic+M7Wb3qg8lj7VSHFxMYYNGwYPDw8MHjxYPpq890jw6NGjCP7nW6b3\n7t0rf0GFn58f8vPzy/wfQ1xcHMLCwtCnTx+0adMG7733njzWTz/9hMDAQPj7+2PIkCHIz88HAEya\nNAmenp7w9vbGu+++CwDYvHkzvLy84OPjg27dulWYfdy4cWjXrh1CQkKQkZEhL58xYwYCAgLg5eWF\nV155BUDpRFb+/v7yNufPny/z+q7ly5cjICAAPj4+GDRoEAoLC3Hw4EF8//33mDhxInx9fXHhwgV5\n+3vX+fn5yes2b96Mzp07o23btti/fz+A0i+GmThxIgICAuDt7Y3//ve/5cbPz89Hv3794OPjAy8v\nL2zatAmxsbFIT09HcHCwfHf12LFj0alTJ7Rv3x4xMTHy+11dXRETEwN/f3906NABZ8+eBQDcuHED\nPXv2RPv27TFmzBiTncyO7mGMCf7p8ZKamiokSRIHDx4UQggRHR0t5s2bJ4Qo+0UgR44cERqNRggh\nRGhoqLyTRYCaAAAFxUlEQVR9fn6+KC4uFqmpqfIX5qxevVq0bNlS5OTkiFu3bomnnnpKXLp0SVy/\nfl08++yzoqCgQAghxJw5c8SMGTPEjRs3RNu2beVM2dnZQgghvLy8RHp6epll99qyZYsICQkRJSUl\nIj09Xdja2ootW7YIIYTIzMyUtxs+fLj4/vvvhRBCBAcHi+TkZCGEEJMnTxZLliwpt997v/xk6tSp\nIjY2VgghxMiRI+X93+/+dRqNRkyYMEEIIcSOHTtEjx49hBBCfPnll+Kjjz4SQghx69Yt0bFjR5Ga\nmlpmX99++60YM2aM/DonJ0cIUf6LWe7+jMXFxUKj0YhTp07J2939uZYuXSpGjx4thBDijTfeEDNn\nzhRCCPHDDz8ISZJM+ote6BH7EhUyHc7Oznj66acBAMOGDZOPSivzzDPP4O2330ZsbCxu3rwJc3Pz\ncts899xzsLKyQt26deHh4QGtVotDhw7hzJkzCAwMhK+vL9auXYuLFy/CxsYG9erVw6hRo7B161Y8\n8cQT8jgjRozAihUrUFxcXG6MxMREREREQJIkNGnSBN27d5fXJSQkoEuXLujQoQMSEhLkUy+jR4/G\n6tWrUVJSgk2bNlU41/qpU6cQFBSEDh064Ouvvy5z2kY84Oj4/nVhYWEAAD8/P2i1WgCl/6ezdu1a\n+Pr6okuXLsjMzMSff/5Z5n0dOnTAzz//jEmTJmH//v2wsrKqcLyNGzfC398ffn5+OH36dJmcFY2d\nmJiIYcOGAQD69u1r0l9yRKVY+lQj957bFULIry0sLFBSUgKg9Ht373rvvfewcuVKFBYW4plnnpFP\nH9yrbt268nNzc3O5tENCQpCUlISkpCScPn0ay5cvh7m5OQ4fPoxBgwYhPj5entRu2bJl+Oijj5CW\nlgZ/f/8KP3SsqIRv3bqF119/HVu2bMHJkycxZswY+ZRVWFgYdu7cifj4eHTs2LHC4hs5ciSWLl2K\nkydPYtq0aWU+PH3QefD71939M7j35weAJUuWyH8GKSkp5b4go3Xr1khKSoKXlxemTp2KmTNnlhsr\nNTUV8+fPR0JCAk6cOIF+/fqV+W9U2dgP+qVFpoelTzVy8eJF+Yuv169fj6CgIACl54bvzsN/71Ux\nKSkp8PT0xLvvvotOnTpVWPr3kyQJXbp0wYEDB5CSkgKg9Nz1+fPnkZ+fj6ysLPTp0wefffYZTpw4\nIY8TEBCA6dOnw97eHpcuXSqzz2effRYbN25ESUkJrly5gj179gD49xdU48aNkZeXh82bN8uFXK9e\nPfTq1Qtjx46tdNbXvLw8ODk54c6dO1i3bp38XisrK+Tk5FT4ngetu1evXr2wdOlSuYjPnTtX7sPZ\nK1euoF69ehg6dCgmTJiApKSkcmPk5OSgQYMGsLa2xrVr17Bz5069Yz/77LNYv349gNK55m/evKn3\nPfRoe6SmVibTIEkS2rZti88//xzR0dHw9PTE2LFjAQDTpk3DqFGjYG1tDY1GI5ffokWLsGfPHpiZ\nmaF9+/bo06cPLl++LK+v7CqaJ598EnFxcQgPD8ft27cBAB9//DGsrKzw/PPP49atWxBCYMGCBQCA\nd999F+fPn4cQAj169ECHDh3K7G/gwIFISEiAh4cHXFxcEBgYCACwtbXFmDFj0L59ezg5OZX7msuI\niAhs3bq10umOZ86cic6dO8Pe3h6dO3dGXl4eAOCll17CmDFjEBsbi82bN6Nly5bye+5fV9GfM1B6\nekmr1cLPzw9CCDg4OGDr1q1ltj116hQmTpwIMzMzWFpa4osvvgAAvPzyy+jduzeaNWuGX375Bb6+\nvmjXrh2cnZ3RtWvXCn+We/9bTJs2DeHh4diwYQMCAwPx1FNPVfgeMh2cWpmoCubNm4fc3FxMnz5d\n6ShED4VH+kR6DBw4EKmpqUhISFA6CtFD45E+EZGK8INcIiIVYekTEakIS5+ISEVY+kREKsLSJyJS\nEZY+EZGK/D8ofH0MTQtDzwAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig7, username, api_key, notebook=True, resize=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": [ + "" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using mpl, we can also get horizontal bars. Let's look at an example of making some horizontal histograms." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig8 = plt.figure()\n", + "y = np.random.randn(10000) + 3\n", + "x = np.random.randn(10000) - 3\n", + "sum = x + y\n", + "gs = gridspec.GridSpec(1,4)\n", + "ax1 = fig8.add_subplot(gs[0,:2])\n", + "ax1.set_xlabel('sum')\n", + "ax2 = fig8.add_subplot(gs[0,2])\n", + "ax2.set_xlabel('x')\n", + "ax2.set_ylim(-6, 6)\n", + "ax3 = fig8.add_subplot(gs[0,3])\n", + "ax3.set_xlabel('y')\n", + "ax3.set_ylim(-6, 6)\n", + "gs.update(wspace=0.5)\n", + "ax1.hist(sum, bins=100, color = 'green')\n", + "histx = ax2.hist(x, bins=100, orientation='horizontal', color = 'blue')\n", + "histy = ax3.hist(y, bins=100, orientation='horizontal', color = 'yellow')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEPCAYAAACjjWTcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 19 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig8, username, api_key, notebook=True, resize=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": [ + "" + ] + } + ], + "prompt_number": 20 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Scatter:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Scatter plots are a pretty common usage for matplotlib. Information about scatter plots is stored in something called a 'path_collection' which we needn't get into. The actual markers for scatter plots are stored as Bezier curves. The PlotlyRenderer will attempt to figure out what marker you've entered and import that into plotly. 'Nuff said.\n", + "\n", + "Here's an example." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig9 = plt.figure()\n", + "ax = fig9.add_subplot(111)\n", + "num = 1000\n", + "s = 121\n", + "x1 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", + "y1 = np.linspace(-5,5,num) + (0.5 - np.random.rand(num))\n", + "x2 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", + "y2 = np.linspace(5,-5,num) + (0.5 - np.random.rand(num))\n", + "x3 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", + "y3 = (0.5 - np.random.rand(num))\n", + "ax.scatter(x1, y1, color='r', s=2*s, marker='^', alpha=.4)\n", + "ax.scatter(x2, y2, color='b', s=s/2, alpha=.4)\n", + "ax.scatter(x3, y3, color='g', s=s/3, marker='s', alpha=.4)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 21, + "text": [ + "" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig_to_plotly(fig9, username, api_key, notebook=True, resize=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 22, + "text": [ + "" + ] + } + ], + "prompt_number": 22 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "The Nitty Gritty:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Out of curiosity or for the sake of troubleshooting, you might find yourself needing to inspect the dictionaries and possibly even the mplexporter. The following shows how you go about running the PlotlyRenderer and making a manual call to plotly." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig10 = plt.figure()\n", + "ax = fig10.add_subplot(111)\n", + "ax.plot([10,20,30],[100,200,300], 'bo')\n", + "ax.set_xlim(5, 35)\n", + "ax.set_ylim(90, 310)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 23, + "text": [ + "(90, 310)" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD7CAYAAABgzo9kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text": [ + "" + ] + } + ], + "prompt_number": 23 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we will need access to the Exporter and PlotlyRenderer classes, so we import them! The Exporter crawls through the matplotlib figure, judiciously grabs pertinent information, and invokes the renderer with which it was instantiated. The PlotlyRenderer accepts calls from the Exporter and creates an appropriate JSON dictionary for use with plotly." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from matplotlylib import Exporter, PlotlyRenderer\n", + "renderer = PlotlyRenderer()\n", + "exporter = Exporter(renderer)\n", + "exporter.run(fig10)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 24 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can look at the resulting list of data and layout dictionaries by looking at the renderer's data and layout attributes." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "renderer.data" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 25, + "text": [ + "[{'marker': {'color': '#0000FF',\n", + " 'line': {'color': '#000000', 'width': 0.5},\n", + " 'opacity': 1,\n", + " 'symbol': 'dot'},\n", + " 'mode': 'markers',\n", + " 'x': [10.0, 20.0, 30.0],\n", + " 'y': [100.0, 200.0, 300.0]}]" + ] + } + ], + "prompt_number": 25 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "renderer.layout" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 26, + "text": [ + "{'autosize': False,\n", + " 'height': 320,\n", + " 'margin': {'b': 40, 'l': 60, 'pad': 0, 'r': 47, 't': 31},\n", + " 'showlegend': False,\n", + " 'width': 480,\n", + " 'xaxis': {'anchor': 'y',\n", + " 'domain': [0.0, 1.0],\n", + " 'range': (5.0, 35.0),\n", + " 'showgrid': False,\n", + " 'zeroline': False},\n", + " 'yaxis': {'anchor': 'x',\n", + " 'domain': [0.0, 1.0],\n", + " 'range': (90.0, 310.0),\n", + " 'showgrid': False,\n", + " 'zeroline': False}}" + ] + } + ], + "prompt_number": 26 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, to create the figure in plotly, we can call `plotly.iplot`. Again, we'll need a couple more tools from plotly, so we'll import them. We instantiate our plotly class and call it `py` by entereing our username and api_key. Then we use plotly's iplot method to drop our plot back into this IPython notebook. For more information about plotly and IPython, Plotly's [IPython docs](https://plot.ly/api/ipython) have you covered." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import plotly\n", + "py = plotly.plotly(username, api_key)\n", + "py.iplot(renderer.data, layout=renderer.layout)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 27, + "text": [ + "" + ] + } + ], + "prompt_number": 27 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additionally, you can use this opportunity to add to or modify the data and layout dictionaries. Just as an example, we can change the plot and paper background colors. You might find this procedure helpful if you've snooped around the JSON drop-down in plotly on some of your favorite plots from the plotly [gallery](https://plot.ly/api/python/gallery). If you see a feature you want, just add it!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "renderer.resize()\n", + "renderer.layout['plot_bgcolor'] = '#80adb0'\n", + "renderer.layout['paper_bgcolor'] = '#fefafd'\n", + "renderer.layout['showgridlines'] = False\n", + "py.iplot(renderer.data, layout=renderer.layout)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 28, + "text": [ + "" + ] + } + ], + "prompt_number": 28 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Follow and/or contribute to the matplotlylib progress [here](https://github.com/mpld3/matplotlylib).\n", + "\n", + "Analyze and visualize data, together, with plotly [here](https://plot.ly/)." + ] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 3bdc1c195ce2acbe1fd4074b8d2de10a642d1452 Mon Sep 17 00:00:00 2001 From: Andrey Dimitrov Date: Sun, 27 Apr 2014 17:28:16 -0400 Subject: [PATCH 011/163] examples of new plot types --- See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb | 570 ++++++++++++++++++++ 1 file changed, 570 insertions(+) create mode 100644 See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb diff --git a/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb b/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb new file mode 100644 index 0000000..06e8ef7 --- /dev/null +++ b/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb @@ -0,0 +1,570 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", + "=====================================\n", + "\n", + "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", + "------------------------------------------------------------------------\n", + "NOW WITH THE EASY TO USE MATLAB WRAPPER!\n", + "\n", + "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", + "\n", + "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Plotly MATLAB API allows you to leverage all the power of Plotly graphs conveniently from your scientific computing environment. You can work in MATLAB, share your graphs and data, and then edit it together online. Then it's all backed up, collaborative, and can be edited with other APIs and the GUI. No installation required; it's free, embeddable, and keeps data and graphs together.\n", + "\n", + "The API provides a set of functions that structure your data and send it to Plotly. All editing can be done through the API or from the online GUI. In addition, the PLOTLY WRAPPER function can take away all the hassle of learning a new graphing syntax. Just build your figures in MATLAB as usual and send them to Plotly with one call to the wrapper.\n", + "\n", + "This notebook goes through some usage scenarios to get MATLAB users started with the tool. Some steps are specific to making everything work in an IPython notebook, but you can always skip through those and get to the good stuff. Let's get started!\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we need to start a MATLAB server:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import pymatbridge as pymat\n", + "ip = get_ipython()\n", + "pymat.load_ipython_extension(ip, \n", + " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Starting MATLAB on http://localhost:59927\n", + " visit http://localhost:59927/exit.m to shut down same\n", + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "MATLAB started and connected!\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note to Windows users: Python doesn't like file paths with spaces! Above, a shortcut to matlab.exe was created and placed it in a path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are ready to run MATLAB! Let's set up the Plotly environment next. This needs to be done only once per session. The next few lines import the Plotly MATLAB API and sign in to your account. For these examples we are using the MATLAB-demos account. Find out more about generating your API key [here](https://plot.ly/api/MATLAB/getting-started/authentication).\n", + "\n" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\MATLAB-api\\plotly';\n", + "addpath(genpath(api_path))\n", + "signin('MATLAB-demos', '3qhoowzv5n');" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "BOX PLOT: simple syntax (with wrapper)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "data1 = normrnd(5,1,100,1);\n", + "data2 = normrnd(6,1,100,1);\n", + "\n", + "% a simple box plot with two boxes\n", + "figure;\n", + "boxplot([data1,data2])\n", + "\n", + "% Work that Plotly magic!\n", + "response = fig2plotly(get(gcf), 'name', 'Two Box Plot');" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nAAAAAElFTkSuQmCC\n" + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The plot has been sent to the [MATLAB-demos account](https://plot.ly/~andreyDim) and the command returns the unique url [https://plot.ly/~MATLAB-demos/0](https://plot.ly/~MATLAB-demos/0) where anyone can view the rendered graph. By default, the plot is named \"untitled\". In the following examples, we see how the command allows the user to give a custom name, otherwise it will try to extract it from the figure title.\n", + "\n", + "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import HTML\n", + "\n", + "def show_plot(url, width=700, height=500):\n", + " s = '' %\\\n", + " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", + " return HTML(s)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To see the resulting plot, we only need to input the fowwoling command:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/10')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "BOX PLOT: full syntax (with API)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "data1 = normrnd(5,1,100,1);\n", + "data2 = normrnd(6,1,100,1);\n", + "\n", + "% a simple box plot with two boxes\n", + "box1 = struct('y', data1, ...\n", + "\t'type', 'box');\n", + "box2 = struct('y', data2, ...\n", + "\t'type', 'box');\n", + "\n", + "% Work that Plotly magic!\n", + "response = plotly({box1, box2});\n", + "display(response.url)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "https://plot.ly/~MATLAB-demos/11\r\n" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Visualize:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/11')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 14, + "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "HISTOGRAM PLOT: simple syntax (with wrapper)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "x = normrnd(5,1,100,1);\n", + "\n", + "% a simple histogram\n", + "figure\n", + "hist(x)\n", + "\n", + "% Work that Plotly magic!\n", + "response = fig2plotly(get(gcf), 'name', 'Simple Histogram');\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nRU5ErkJggg==\n" + } + ], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/12')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 16, + "text": [ + "" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "HISTOGRAM PLOT: full syntax (with API)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "x = normrnd(5,1,100,1);\n", + "\n", + "% a simple histogram\n", + "data = struct('x', x, ...\n", + "\t'type', 'histogramx');\n", + "\n", + "% Work that Plotly magic!\n", + "response = plotly({data});\n", + "display(response.url)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "https://plot.ly/~MATLAB-demos/13\r\n" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/13')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": [ + "" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "HEATMAP PLOT: simple syntax (with wrapper)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "z = rand(50)*4+10;\n", + "\n", + "% a simple heatmap\n", + "colormap('hot'); % set colormap\n", + "imagesc(z); % draw image and scale colormap to values range\n", + "colorbar; % show color scale\n", + "\n", + "% Work that Plotly magic!\n", + "response = fig2plotly(get(gcf), 'name', 'Simple Heatmap');" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA\nB3RJTUUH3gQbFREQwvvzTgAAACJ0RVh0Q3JlYXRpb24gVGltZQAyNy1BcHItMjAxNCAxNzoxNzox\nNc9ml6EAAAAkdEVYdFNvZnR3YXJlAE1BVExBQiwgVGhlIE1hdGhXb3JrcywgSW5jLjxY3RgAACAA\nSURBVHic7N0xbFxluj/+5/0rFUZiKWJKnBavxKXAW+K0GAkonDZOi5G4SJg2TouRWCRMG6eNCxYJ\n0+KUawoWaU0bU64pAAnTnn+Re3PzS2wnX2cmY/v9fLpMvu95zsycc+Y8fmfOacMwFAAAAP35/ya9\nAgAAAEyGhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSG\nEAAAoFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgUxpC\nAACATmkIAQAAOqUhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgB\nAAA6pSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADqlIQQA\nAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSGEAAA\noFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgUxpCAACA\nTmkIAQAAOqUhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6\npSEEAADolIYQAACgUxpCAACATl2Y9Aoweq21Sa8CAAAPG4ZhfAuf+BngWJ8d46MhPJ++S8Lz+d67\nEB5xtoYf0hJz7bVHH/y+6vUj8otpgdzKe/mY62F++u6hD7d2aRgO+a/5dildo+kwfzEtULUeb1CH\nb7CtXR6GI7blzctZhcXPwlVaDfNV9U6U3m+3Dn38par/HDHkTrhCi/mbt/JLll8bXo5rbP386GPt\nrRq+OSK/8Ha0+Jn2dbpGe8OvUX6pvZiW+OmwB485oO2c5KTqX2F+KS0w336M8kcdlt+v+uKwx5fT\nFaqj95YjTL0UV1gI87eP+KRoX9ZwxH9tfpmVWLyZ5evNMF+1Hr5Qm0c8fqfqjSP+azs9QKXPuqq2\nw/xUXOHKjUMe3Dx64z/qhRqhCbZkE29HOTFfGQUAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADo\nlIYQAACgUxpCAACATmkIOUuOumfXuXfoTQjPvSNvQniuhbdVOyeOvAnhudbtAe3QmxCee0fdhPB8\nO+omhOfbM7gxMoyWhhAAAKBTFya9AgAAwEj8NukV4OwxQwgAANApDSEAAECnNIQAAACdasMwTHod\nGLHW2hBdqfDLvMZamN/KSyxn8amf4grphTunh6txjZqJ0lfajSh/+wRXcNsL86t5id0wv/ZCWmGr\n/R7l08s5Tof5qqrh7XDATF7jnSi92i6nBZbC/MwQv3c1l713S99ni984wSqtZqtUq9fjEpXt2vE7\nUVUbv4YD/pXXCH+bNPdulj/I4lVVu+l7sR2X2LoTxTfeiissXczyu79k+dk3s3xV1Uo+JLQbHp9m\n8/PVvdai/HpaoGotvBp2a5fHeuLdWhuG9FAwwuovaivOKDOEAAAAndIQAgAAdEpDCAAA0CkNIQAA\nQKc0hAAAAJ3SEAIAAHRKQwgAANCpC5NeAQAAYCTC+4WCGUIAAIBuaQgBAAA6pSEEAADolIYQAACg\nUxpCAACATrVhGCa9DoxYa+2fSX7ual7j9TB/K66w+n2WX4or1MzwXTjiH2mJ/fZ5lL8cLn8vzFfV\nwfBZlN9qH6Yl0q1jeng7LVFzX0fxjXRzGn7IBlTV2mtRfPPjvEKY3/kkLrEXrtXMy3GJmg3zW9kW\nW/VOmK+qv2fxjWy/rqraCPPb19MK0+1GlH8vLVC1Gn5YTIdH/vSIXFXZc666vRiXONjM8lND/Jm6\n3bJX6stw+bf/Ew6oqktZfP3PuMJyeJhdb9kxtqqWnwsHLKQVqt7I4u39GuuJd2ttGO6Ob/mPq35J\nW3FGmSEEAADolIYQAACgUxpCAACATmkIAQAAOnVh0isAAACMxG+TXgHOHjOEAAAAndIQAgAAdEpD\nCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHRKQwgAANApDSEAAECnNIQAAACdasMwTHodGLHW2jDcfPL8\nfruWlph+IxywfTUu0W5F+f27aYWq2TB/8GpcYvvHKL57OVv87PBVNqCqVt+N4ns34gozQ/h2r2Xv\ndVXVygdR/Er7PMpvR+mqqtr/JBzwXFxi9/0sPxscBv7XUjZmNj967A4/RPmF9lqUP8GTnn45y2/9\nHJdY+GeWn/tbXGJnMRxwMS5R82F+8bMovtM+DAvUlTC/91FaofY/zfLT4XtdVTUXHjOnwmPmQfwB\nudAuRfmltEDVYnwi8UJeZCaLr2Qf2VVVa9lG3tqHYz3xbq0N4TF2pNVf01acUWYIAQAAOnVh0isA\nAACMxG+TXgHOHjOEAAAAndIQAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHRKQwgAANApDSEA\nAECnNIQAAACd0hACAAB06sKkVwAAABiJ3ya9Apw9GsIzoLV26OPDMDzjNQEAAM6Tpqk4/dKGsLU2\nDG8HBWa/Tldp9qcsv/tRWqFq7W6W37qUVth+K8vPpAWqZoZfswHrL2b52SxeVXU5zF/MS7wX5ldf\nTSustR+j/Jvh8meHq+GI2mm3ovzc8ENaotZfy+LvxxWmw/ziF3GJ+XCttsLlT30TDqiqtTC/fT0u\nsXcjy8+c4KN5NYtvhatUtZceM29n+c0rWb6qFm+GA5by924tfKFWks/f//GPMP9OFl+KP+VrM4vv\n/xlX2Avzc8NncY36V5ReCw/jVbXySpZvP433r/mttWH4anzLf1z1d7UVZ5QZwjPDPgYAAIyWi8oA\nAAB0SkN42t37vqjpQQAAYOR8ZfTMePCXhPpDAADg6ZkhPBseuq5Ma+2oK80AAAA8ITOEZ8NDU4L3\nusHWjrxIbGuHX1Isu/ooAACJFl6JHSZOQ3jaHdryDcNw/Ayhxg8A4Nkbjr4XhV6R08lXRgEAADql\nIQQAAOiUr4yeau45AQDAE/tt0ivA2WOG8Ax49OeCGkUAAODpmSE81e5fPMZNJgAAgJHTEJ5296YB\nH2oIzQ0CAABP78gb2XF2tdaG55IBC3GJjc0sv3Q9LlFhiXozrrD8aZZffz0uMfd9lt95L8tPfZnl\nq+qTML/8clyi9u5G8f12Ka3wS5gP34da+iYcUFWzYTx+0rUU5lfCzamqdsMtKt1Nq2o+zX+R5fff\nDwtUTYf36Zk94kavx9hNd7yV79ISm+1ylF8cvkpLzLV3o/zVcPnLQ/ysayN71rUYV6ip9APsH3GJ\n7R+z/PyvUXy3vZgtv2ovzJ/gZgpbYX47/5SPP/BO8DQOsni7Nt6/6bfWhuHm+Jb/uOrXtBVnlN8Q\nAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHRKQwgAANAp9yEEAIDz4bdJrwBnjxlCAACATmkI\nAQAAOqUhBAAA6JTfEAIAAGPXWquqYRiO+q8HHRo7fsgTDuQhZggBAIDxOqp/O+q/jskzWmYIAQCA\nsXhsX3c/8ODM3r0HW2uPne4zH/j0zBACAACT9FBfp817lswQnlMLQXZuM178znA1G7B7K66xejfL\nz11KK6xfDAfsvJCW2Fn/PRuwfDOKT315LVt+1fLr4YDdtEJVbUfpb/MCS29m+dmVsMBWmK+qhVfD\nAT+mFVa+CQcsxJ+ms1vZ93NmT7B5XM6HJPLjWS3XP6L87hv5t5heCfNr8cu0mB6Wd95NS+wMH2QD\nlj8PK2yH+arvw3z6RlSt/e1GlF8Jj05VVdmBv6r+HqVnh/ToVD+17AC1Em59VbUSfhitvB+XWAsP\nUNM/xyVm4hE9enTebySO+TkiKQ0hAAAwGU94jZmjPJjUH56MhhAAAJi8h/rA9EKjpg1PRkMIAADn\nQWsfPvrgMHw27hKT8lDv9+SXouFBGkIAADgPhuH6YQ//Nv4S1Vr2g9sjFj7879Ie09od+vgwDG5W\ncQKuMgoAAJwipvieJQ0hAAAwGa0103qTpSEEAADODD3kaGkIAQCAybj37dBDrxd6vEczrjJ6Mi4q\nAwAATNijDd6jN7W/98j9i8eYJxwJDSEAADAxj14d9LGzfIfOK5obPBkNIQAAMHbHNGxP2AGmo3gS\nfkMIAADQKQ0hAABApzSEAAAAnWq+env+tNaGu8mAmc/SElPtwyh/kBaoquGFKL7Tfk8rzIX5K2mB\nqtsvhwMWs/j6p+Hyq5azjaNq81Ja4iB8pfbSAlUXw/xbYX7nu3BAVX2cxae/jyvsD29kA67ciWt8\nEebX4go1E+ZfD/Nzr4YDqpZ/zPKfxBVqKjzMzmbH2Kqq3bez/NTXaYXlP7P8drj83XTHrpr6Jcuv\nxBVq9d9ZfvevcYnZITvizLfLUX45SldV1eLtdMAPaYnl9lqUX08PgFW1nR0D97LXtapqJnzvWrs8\n1hPv1towfDC+5T+u+ufaijPKDCEAAECnNIQAAACd0hACAAB0SkMIAADQKQ0hAABApzSEAAAAndIQ\nAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHTqwqRXAAAAGInfJr0CnD1mCAEAADrVhmGY9Dow\nYq21Ybj65Pm5distsTNcj/Kb7UZaYinMHwTP+H9LhM/7z7hCZS9T1ewr4YCLYb7qyp0s/3JcodY+\nCgfM5DWW34ji2y172vN/RPGqqroc5m/mJdbC/GpcYflSln8zrlALw2fZgO0Ps/zrWbyqauq7KL7f\n0je7pv+Z5ff/llao6W/CAQtxiWphPvykqIX4k6LWw/xGXKFWw31171peI7Mf7qff5iWW3gsHbMYl\n5n7J8jv54WY9fObL6YdXxftRu1xjPfFOzwBHXf2WtuKMMkMIAADQKQ0hAABApzSEAAAAndIQAgAA\ndEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHTqwqRXAAAAGInfJr0CnD1mCAEAADqlIQQAAOiUhhAA\nAKBTGkIAAIBOaQgBAAA61YZhmPQ68D9aa1V11Dty73/vO+aNa60Nt5PCq0m4qqrmfsryO1/EJWo+\nzM++EJeY/T2Kb4fPuqoOwvzCR1l+6dOwQNXGm1l+7du4xHthfmq4GteojSi98//uPo91I0pXVdXW\nG+GApbzGzPhL7F0PB/xXXGLh3Sy/l8VPsJ/Opx+D03GJ2v8syx98mFaYej6sMLydlqjNr7P8Wrj8\nxTBfVSs/hAP+klZYa5ei/MoJTqvWsgPU5sfZ4hfTo1PF+12t5CVCV96Ph9yOzoWq9q7EJZbD/LfH\nnr89vdbacIJde2TVv9ZWnFFmCE+LduwJ66P/e3weAADgsdyHcMKepK+7n7n/d5d7j7RmghcAADg5\nM4RnxoO9nz4QAAB4ehrCCRsecGjgqB8W3nvEF0cBAIAT0xACAAB0ym8IAQDgfPht0ivA2aMhPJ/a\nEZdOzm5HAQBAIr9bE0yYhvB80vgBADx7x9zuV6/I6eQ3hAAAAJ3SEAIAAHRKQ3jaHXV7iaNuRwEA\nAPCENIRnxoM9odsPAgAAT89FZc6AYRjudYAP9YGmBwEAgKdhhvBseLT30w0CAABPqekrzp/W2vBJ\nMmDl7bjGztdZfu56XGL/RpaffiGtMN9+j/Lb76UVqtbDtdrPVmnqpWzxVXUwfBDlF9rnaYmt8K4n\nO0fcNvMYm2F+bfgsrhHabh9G+S/zEreHV6P8TPsxLTET5reHeL+r2WwjX/opW/zGF1m+qurPML+X\nl9jN4lN34goHz4UD1uMStRSeMKyGv24I3+uqqtvhh8tG+MlStXsty88OL6claurnKL4XbrEz+Z2o\n1sPD8vLNuMRO+MLOneAwvpsdluv7uELNZ/F2abx/0G+tDcMb41v+46rf0VacUWYIAQAAOuU3hAAA\ncD78NukV4OwxQwgAANApDSEAAECnNIQAAACd0hACAAB0SkMIAADQKQ0hAABApzSEAAAAndIQAgAA\ndEpDCAAA0CkNIQAAQKc0hAAAAJ1qwzBMeh0Ysdba3SQ/czGv8WaY385LbIT57/MSM2F+8de8xl+i\n9HRrUX7/jyheVTXzfJbfjivUzPBqNmD6x7TE5i9ZfvH1LD+Vb04H/w4HzIavUtVGy16oV9ICVXNv\nhAO2P8uLfBjmX8jiM7+Hy6/aS3ftf6QVltu1KL+eFqiq4WYUnw9Xqaq23wsHzITL/zhcftWXYf72\nkG7iVVfuhDWuxiW2bmX5hfDMbTP7ZKmqWvwgy+9/Hpd4Kcx/E1eo8JOi4n2iKjyDar/UWE+8W2vD\n8PL4lv+46j9rK84oM4QAAACd0hACAAB0SkMIAADQKQ0hAABApzSEAAAAndIQAgAAdEpDCAAA0CkN\nIQAAQKc0hAAAAJ3SEAIAAHTqwqRXAAAAGInfJr0CnD1mCAEAADqlIQQAAOiUhhAAAKBTbRiGSa8D\nI9ZaG95IBizHJdavZPk7cYW6fT0csBqXmGpZ/uA/cYnVl8J89s7VQYtf2qm74YCZl9MSVT+H+fTN\nrtq7keVnXojiO+33bPlVc8PNbMDmtbREHYT5pWxzqqrpcIuaSQtU7YQrtRlu4+tZvKpqe3g7HPGv\ntMRcy3aKneG7tETtXs7ys3mJms/iu+FBdjY+ITloWYmpk5zz/D2L738YVwg/KdJD5pXweFlVt4ew\nxnReI/wwWng+rnA7zOdnQ7UX5u9UjfXEu7U2DNnn3Uir//7YZ9daqyNehPbI7qxJeWbMEAIAAOP1\naMt3/H8dk2e0XGUUAAAYi8f2dfcDD04J3nuwNV9mfBbMEAIAAJP0UOOnD3yWzBACAABj8ei8H6eN\nhhAAAJiMJ7zGDOOjIQQAACbvoT7QF0efDQ0hAACcB+2w2yaN9l4Uh5bgTNMQAgDAeXDEjNooW7ij\nJu1G8h3P+1OCrjL6LLnKKAAAcIroA58lDSEAADAZrTWXkJksDSEAAECnNIQAAMBk3Pt26EOThOYM\nnyUXlQEAACbs0SbQLwmfDTOEAADAxDza+A3DoBt8ZlzL9RxqrQ3/SQZMvx3XWPs6y2/GFda/z/LL\n38UlKiyx+3FcYXZ4Ocovt5+j/Hq4/Kqq+leU3mgvpgW2w/zG7bRC1VKYX8/iq9fC5VetDl9F+bn2\nblpiJszfTAtUTYX3qlrN70a1OlzPBmzfiOLTl7PFV9X+cDfKz7VLaYmd6JhcVWtphaovs/jsn3GF\nlTC/FOZXw3xVzYb5xeGzuMbSh1l+Pq4QP/O9LH4l/+bdR2F+bvggrhGbj0ekh9nwMF5V62GJ98c8\n5dVam+B5fWsm9M4qM4QAAACd0hACAAB0SkMIAADQKVcZBQCAc+Fg0ivAGWSGEAAAoFMaQgAAgE5p\nCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgU20YhkmvA/+jtVZVj74j\n9x5/1FHvXWttGD4b7bo95Er7MMpfz0vMDi9H+Svt57TE7eHVKL/TfkxL3AnzK2+GA/bCfNXOT1l+\n7iRHiLfD/D/yEr+F+fkw//cwX1WXo/Tc4bv1cXbey/LzX8Yltu+GA2biEvFbsf1Blr/yeVigKnxh\nt7O3uqrqYpifTQ8FFT+L+jYvsZnF537J8jtD/lmxeiOKr2fxqqrZMD8/vBDXaL9n+eFqFN9pt7Ll\nV83dDgcsfpWWOGjvRvn0jaiqxTC/9k1cYvOtLH/l6JO3kWitDX+Mb/GPq/78eJ8d42OG8LQ4qusD\nAAAYkwuTXoHePXkf6I8uAAAc52DSK8AZZIYQAACgU2YIJ+zBeb9DZwuP+mEhAADAU9IQnhkPtov6\nQwAA4On5yujZ8NDkYWvNRWgAAICnZIbwbHhoSvBeN9jakXcNaUfcFmLct6MAAOjZlUmvAKQ0hKfd\noS3fMAzHzxBq/AAAnr1jbuKoV+R08pVRAACATmkIAQAAOqUhPNVcPAYAABgfDeEZ8GhP6OaEAADA\n03NRmVPt/sVjzBMCAPAYf056BTiDNISn3b1pwIcaQnODAADA0zvyRnacXa214Y9kwNR3cY2dy1n+\nrbjCxi9ZfulqXGLzVpZfHD6Ia9Tfo/RWOBW88EoUr6pa+inLb9yNS0xfyvLX4wq1PPwa5a+0F6P8\nXpSuqvxZbOYlNoZwK18KN/Gq9XDEcr551MdZfD58pVazeFXV/HP5mFR6lP00rrAZvlAn2AJvp2/3\nUhafuRMuv2rvmAv8H1oiv+r/3kfhgJ/jErWfxVfCF2rtJCd6L4f53/IS/4rSMy38aKnaG17NBuz8\nmJbY+FuWvzbmv+m31oYTHJZHVf2SGYuzym8IAQAAOqUhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADql\nIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6dWHSKwAAAIzCwaRXgDPIDCEAAECnNIQAAACd0hACAAB0\nSkMIAADQqTYMw6TXgRFrrV1M8it5iZWb4YClq3GNdiuKn+BH1FOvhwN2vsqL/D2LtztRfDZbelXV\n7r/DAbNvxzVmvs7ye3mJ7bDE/K9Zfv3FLF9VC2F+5tW4RK1m8fZuXCHePF6OS1z5Ocvfzt67/Ra/\nd9NvhgO2rqclavtGFN+9HFeY/SQcsBqXmPszy6eH5e/CfFX9EuZn08N+VS2G+ZV881jKNo/aCD+D\nZ65l+arauxvFd9qltMLckJWomklL1JWW5fO3rqayeLtUYz3xbq0N6WF8hNX/Ot5nx/iYIQQAAOiU\nhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADo1IVJrwAAADAKJ7jqOt0zQwgAANApDSEAAECnNIQAAACd\n0hACAAB0SkMIAADQKQ0hAABApzSEAAAAnWrDMEx6HRix1trw7yC/9de4xMdhfvdiXKL2b0bx+XYt\nrbD9STjglbRC/kplT7pm/xYuv2p3+CocsRHXOPg6y+/FFWr2ejjgtyy+9Xm4/Fp6K8vvpQWqthfD\nAbfzGqthfi+usHEry6f70Ddhvqrm0p1i5t24xkKYX/8hLlEzYX4pLxHu2s/CG1F6qt1JCxy8nOXn\nfk4r1E64BS60bAvcGq5G+aqqeifM/z0tsB6+F8vJic09B+HpzdRJzohfiNKt/T7WE+/W2vDP8S3+\ncdX/VtqKM8oMIQAAQKc0hAAAAJ3SEAIAAHTqwqRXAAAAGIU/J70CnEFmCAEAADqlIQQAAOiUhhAA\nAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6NSFSa8A43EtyC4M\nN9PFf9ySAlV1kFaoqn9F6dm8wOzHWf6TvMTCH1l+5fksfzGLV1XV5rtRfOdKXGFueDXKb/71x7TE\n4sUbUX72l2z5u99l+ar6M8wvxxVqezPLz5+gxvoHWX7287TCRpjfH65G+ZV2K6xQl1u2U2ykBaoW\nr6cjZvIiq1F6s32dFlh8OcvP/Jzl9/L9ruZ/i+IHb8YVpr7N8gfD3bTEersU5beGtMJSOqCmLkfx\n5fQIWLU+hNvTVLg9VU2lJWo+LVGr8QFn7E5yxkXvzBACAAB0SkMIAADQKQ0hAABAp/yGEAAAGLvW\nWlUNw5E/hL0XuO+Y5KPhJxzFo8wQAgAA43VU/3b/fx8NHD+EUTFDCAAAjMWTNHX3Mw9O7t17sLV2\n/Iyf+cCnZ4YQAACYsIdaO53eM2OGEAAAGItHJ/1G4rE/R+TJaQgBAICJeZq+7sEmU394Mr4yCgAA\nnC5PMgf40JTjoVem4bHMEAIAwHnQ3jrkweGbsZcYuSfs6x5qF5/wOjQ8REMIAADnwXD7sEf/HH+J\nqnZlNMs/9Iqjh6zGYf87DIMZwhPQEAIAABP2hK0gI6chPC0e+nvGo3vCYwMAAHAWuWroBGkIJ+/Q\nqe2Hvv38aGaUX49ev5aOmE8HnOC7CtOfR/GZvMLuYpaf34xLLIQv7UK4/LWb4YCqWszGTFW8eVT7\nMYovvhlXqPey+O5auPz56+GAer1upENS89+lA96Ia6xm+12txhX+HNF3io6ydjEf80sWD/ehqqr6\nOB3wYjpg51aWXxw+S0tU/SNK79VGlF9pl6J8Va0Nv2UDtn5ISxzsvRblF/JnEW9QB2H+0uW0wkr4\nqb1+Na1Qtflzlg8/sqtqs2UlFt8L96KqOsEBh8Ok3aDucbRcZXTCHpwcv++h/3o089DjAABwFp24\nuzt0vuRki+qcGcJT4aEN99BfxD6Y8ZNZAADOjWPObO+dAz/Y7N0/E3Y+PBJmCE+7o/7U8eC+AQAA\n/XjwS3PHP8hjmSGcMFstAAA9OOpeEeMey/HMEJ5GvgANAAA8A2YIT52RfAu0fX/448PrT79sAAAO\n18Z+zWkYMQ3hKTLC23Fq/AAAnr3h6PsW6RU5nTSEp8IIW0EAADqV3qYSNISngV8MAgAAE+GiMhP2\n2G7wqNtLaCMBAICnpCGcpKipe7AndPtBAADg6fnK6OQd093d6xWHYbiXeShpehAAAHgaZgjPhkd7\nP90gAADwlJq+4vxprS0m+dtX4xLTt7L8m3GFWg3zM//Oa/wS5ufzV6r2ovRauxPlZ6J0VaUrVLXy\nXl5jPcxP5yX2swPXXvgt64UoXVVV82F+Ly+xNXwVjtjIi7wT5v+Vl5iJ0rPtwyi/ezeKV1XVcj4k\nNRXmb+cfzbvhTwkuxhXqUpiPr3b4QzrgoL0W5b9NC1Qtpgf+mbxGunmEqzT7Urj8qt3h1WzA5o9x\njcX0gLYUlwiHLLfP0wLr32T59tZ4/6DfWhtujm/xj6t+zXTFWWWGEAAAoFMaQgAAgE5pCAEAADql\nIQQAAOiUhhAAAKBT7kMIAADnQnx1XzBDCAAA0CsNIQAAQKc0hAAAAJ3SEAIAAHRKQwgAANApDSEA\nAECnNIQAAACd0hACAAB0yo3pz6fbw9tBevPrdPn732f5rZ/SCjVzMxxwJS6xXfT3XQAAIABJREFU\nEa7V0he30hIH76cjMovD1XzQP6L0Xvs9LTCzHr55n1xLS9Rqi+Iz32SL311I9qB71sP9aPmDuMTS\nu1F8Ld5ga+Xl8Fncjkts/C3L736U5dcvZfmqWg5L1Fp6eKq6Em7k89kWXlUHd7L81HNphdr7M8vP\n1A/ZgJXXsnzVXJjfzZ91bYb5qbzEfBZf+jjL736S5avqSvsxyt/+T1yiNrID2mz+QbE77EX59RNs\nHgtDOCDeteEZMEMIAADQKTOEAABwLoQz+VBmCAEAALqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6\npSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSGEAAAoFMXJr0CAADAKBxMegU4g9owDJNe\nB0astXY3yc8Mb+dF/hKl59uttMD28FU2YO/dtETNXA0H/HdaYa69FuVvh8ufGT4IR9RB+zzKTw3p\nq1Sb4du9OLyRlqhajdIb7XKUX3ovildVzX2Z5XeivfSemV+j+JX2YlrhZpifyl+oWr8eDngni+9k\nO11Vzf4ty+8O36UlYrPZFltVtZt9mm+2llZYTE8YlrISW/EHRS38JxyQv65zP2X5i3GFSnejhdfD\nATthvmol3DrWnotL1G6YP8ErO5V+RO7FJba+juLtrRrriXdrbUgPsSOsfmO8z47x8ZVRAACATmkI\nAQAAOqUhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOXZj0CgAAAKNw\nMOkV4AwyQwgAANApDSEAAECnNIQAAACdasMwTHodGLHW2u0kv/hRXmMuzK/mJXa/iuJb7d20wsLw\na5SfbS+mJXa/CAcsfxYOeCfMV81cyvJ7b6QVltqdKP9LWqBq649wwEaYXwjzVTXzdpY/+DqtsPZ8\nll8ZwlWqqivZWu1uxhVm/5Pl917K8jOvZ/mqqnQ/nctf2KnshV3/M66QvhUrcYVaCN+7zfC9W0zf\niKpaTs9hltIKB+1WlJ9Kj06VH6C+z+J72TOoqroY5k/yrKfC/F5eIvy4O8FOsXYzy7drNdYT79ba\ncIKTulFV/3S8z47xMUMIAADQKQ0hAABApzSEAAAAndIQAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ26\nMOkVAAAARiG/iymYIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADolIYQAACgU247cVq01h78\n5zAMR/3XoZmHvJGUXvs0SVdV1cp7WX7rp7jEwvq7Uf5KXKEOajXK736R11j+KssvZM+6pj7M8lXL\nP2f59dU7aYn5ML80vJ2WqIWvs/xiFl+/lOWravmPcJW+j0vEI7bCVara2szyC/9JK1RNX4/iM8N2\ntvzZeIutuc+y/H68310JLwT/elqgaiXMLwwvxzVmssPHc+ny0wNm1coRn49HWcuPNuE+UUvfphWq\nlsMtcDnbAmfCA2BV1e0PwgEzcYn08+sEe0W4Ca6c4IYNS+FGey38lIdnwgzh5LXWHm35jmoCAQAA\nRsUM4YTdb/wenRJsrT344DHzgQAAACdghvBUeKjZ0/sBAADPgBnC0+7ebKEWEQCAxziY9ApwBmkI\nJ+zJO70Hf1WoPwQAAJ6er4yeRo/OCj50jZlDr0MDAAAQMUN46hza6T00JXjoVWce9NIRCz/BJeIB\nAHhCrbm3BGeMhvAUOfSKo4e2fMMwHD9DqPEDAHj2huHImxPqFR97aYxj7svN+GgIT4VDW0EAADgf\njp/MOPR/j/k2HCOkIZw81xEFAOBcepLLXjz5fbkZBxeVmbDju0EXjwEAoAfuyz0pZggn6QnnBh/9\n04hJRQAATr9jLpvPKaEhnLxj9o37F4+x/wAAcC6Z5Jgs38qdpMe2efffneiaS6214blkPV5Pwvds\nX4/iu+1GWuFimJ/+KK1Q9UsW37kVV7gT5lfCp70RPoWqWhrejvJb7eu0xHyYnxqupiVqK3wz0hdq\nN8xX1dp3WX75clph98ssHxeo2h/CZzGVFzn4IctvvBbFV69li6+q78P8Vv6xuRn+TW/xBDtF7UXp\n2ZYen2omzG8NL4Qj/h7m60rL3u/b+efderh9LA+vpiVm249RfnfIPoI38o/gpS+y/Oz7aYX6JMwv\nhKtUVbWcvVBVS3GJtUtRvH083s6ntXaSg8eoqt96om+91RO3f74Q98yYIZykJ9/E7QwAAByvHfb3\n0mFxpCU2R7m0I6v4ctwzpCEEAIDzYLS9X1RiVI2im7E9expCAABgwrSCk6IhBAAAJskvBifIfQgB\nAICJ0Q1OloYQAACYDN3gxPnKKAAAMEnH35f7Wa5Jh8wQAgAAdMoMIQAAMHaHzvWZAJw4M4QAAACd\n0hACAAB0SkMIAADQKb8hBACAc+Fg0ivAGWSGEAAAoFPNhX3On9ba8FEy4Nu4xMJPWX7rlbhE7X4Q\nxbfb53mNzPzwdjxm9usovhq+sDNZvKpq6XY4IH/vdv6a5WfjCjU1fJYNmPswy6evUlV9nMX3NuMK\nMxfDAfs34xrz17L8QlxhKXyhNoZXo/xa+zErULXyejhgJ39hd8MXdiauMP98lt/+d1wi31fDE4yF\nI+9CdqStr7L81LtxiYPwyL+WHfarqtKjQboBzv4QDqhafy2KL70fV9gO8ztxhZp+IxywnQ6o/XYn\nyr805itqttaGN8e3+MdV/9b1Qs8qM4QAAACd0hACAAB0SkMIAADQKQ0hAABApzSEAAAAndIQAgAA\ndEpDCAAA0CkNIQAAQKcuTHoFAACAUTiY9ApwBpkhBAAA6JSGEAAAoFMaQgAAgE5pCAEAADqlIQQA\nAOhUG4Zh0uvAiLXWhuvJgNW7eZF/Rekr7d20wO3XwwE7P6Qlql6L0mstLrAS716/hgVeTAvUWhbf\nyJ/10vBdNmD2clpi7acsvx4uf2/Id4rtS1n+ubhCXQnz83GFrVtZfmH4LK4x/WGW338jy2/eyfJV\n2+EL+3FaoGpnuJoNWA7fiROYz4eEG+3BW1l+Kj3sV9XFML8VHp2qajo8QKVbbNV8yzba7SEssRDv\nFPkLtR2XWLgRxVe+jSusfZLlN/J9eyn8sGjt0lhPvFtr6dYxyup3SltxRpkhBAAA6JSGEAAAoFMa\nQgAAgE5pCAEAADqlIQQAAOjUhUmvAAAAMAp/TnoFOIPMEAIAAHRKQwgAANApDSEAAECnNIQAAACd\n0hACAAB0SkMIAADQKQ0hAABAp9owDJNeB0astTZcTAasxyUWrmT5rcW4RN2+GQ74S1phs70b5Rdf\nTyvUzPdZfu/lsMDeC+GAqvqvLD5/Jy0wG47Y/SStULUW5t8M8z+F+ara+SyKX2kfphWuh/nZj9IK\nVd+G+d2reY2/R+nZ9mKUz49nNR9+Du63lpaYHn4NR/x3WqJqL8zHu/Zc+Lx3huwAtdt+zwpUzQ4f\nhCM+j0uEz/okB7TUXph/Li8xHeZPsONthPnwxKOqaifMz+SnxOFe0b6vsZ54t9aG/FxlZNXH/OwY\nHzOEAAAAndIQAgAAdOrCpFcAAAAYhYNJrwBnkBlCAACATmkIAQAAOqUhBAAA6JSGEAAAoFMaQgAA\ngE5pCAEAADqlIQQAAOiUhhAAAKBTGkIAAIBOaQgBAAA6pSEEAADoVBuGYdLr0LvW2kOPHPqmPBQ7\n5o1rrQ0XkzXYScL3rIX563GFmZey/F70lO/Zv5vlpy/lJX4IB2xE6YP2ebj8uhzmd55LK1R9EuYX\n8hIz4YFr5uG97HjzP2eLr6rtj7L88qdxifVwg63tuETNh/mZm3GJ7WtRfCfcZOfyo03NZPGp7BlU\n5fvE8tW4RHjwqKpf0wFX2ovpkMjuCYYMb4Qj7sQ1soNH1ZAe9qtWXsvya9mxYKPFH17LYf7g5bRC\nbYeH2fnhq7hG/VeUnstfqJ3wENiuHXf+9vRaa0P+Xoys+s/jfXaMjxnCCXu0Gzz0wSd5BAAAIHJh\n0ivQtftN3YN/ULn3YGv/N3n7aOzRDAAAQMoM4eQ91NQd1eM9+Lg+EAAAeHoawtPu3mTgox3gvUd8\ncRQAADgxXxmdpCe5eAwAAMCYaAhPiye/iCgAAMBIaAjPp/bL4Y9nt6MAACDR8jvTwGRpCE+L0V5B\nVOMHAPDsDUffnFCvyOnkojKnji+LAgAAz4aGcJJaay4hAwAATIqvjJ52wzDc6xsfmjk86nYUAAB0\n6s9JrwBnkBnCSTr0XoJHzRk++Lh5RQAA4OmZITwVHm3wHpz6uzdJ+GjM9CAAAPA0zBBO2KNN3TAM\nhz742EcAAAAiT3VvA06n1tpwNRmwHpdYfj7Lz8cVavGjLD/9aVxi/3Y4YPHtuEZtZ/HN37N8/t7V\n9g9ZfuW1tMJK+F6sneAgNJ3FF464M+dR9rJ4VdXRlxk/3Ft5iVfC/PbwQlxjOtwC98PNqarqX1l8\nO7xM+3y8Slst28gXsiPsPf/I4qvhG1G1fCPLrz+XVqg6+DXLb7yY5ZfiLXa1ZS/U6nCCLfadML+U\nl9iI0nPt5yh/ghtRbQ1vhCM24hrLl7ICX8YVlsITifo2LlE7Wbw9P94/6LfWJnjjsfaL6Yqzygwh\nAABApzSEAAAAndIQAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHTqwqRXAAAAGIWDSa8AZ5AZ\nQgAAgE5pCAEAADqlIQQAAOiU3xACAABj11qrqmEYnjLzYPJRTzKWB5khBAAAxuuo/i3NMHJND33+\ntNaGfwb5g7/FJaauhwNWX41r7P+Y5ffiCvVTmH89L7EZ5tfC/O0wX1W30hInOEQshfl/xBV2fs/y\nH4fLXwnzVbXwazjgt7jE9KUsv/9BWmG1fZ7lh7fTErXwdZafCpf/RZivWnopy29cjUukR4/19+MK\ny2GJre/jEguL4YDdLL6UHpOrFsL8Yv7erYTHzLW8xEZYYumjLD/7aZavqt2b4YClF9ISmy07jKdb\nX1XVN2H+Wl7iuyze/jreyavW2vDc+Bb/uOp/Hv7sHu3xHo09SeaoJetlnp4ZQgAAgE75DSEAADAW\nD87gPcmv/p7wW6OmB0dIQwgAAJxJDzaQ+sOT8ZVRAADg7HloOrG15rI0J2CGEAAAzoP25yEPjnbW\n7FT1Ww9NCd7rBltz1cyMhhAAAM6DZ9AGHVXiGTeKh7Z8wzCYITwBXxkFAADolIYQAACgUxpCAADg\nzHDxmNHSEAIAAGfMoz2hmxOejIvKAAAAp9qDzd79i8eYJxwJDSEAAHCW3OsMH2oIzQ2ejIYQAAAY\nuydp2I7KHHWfiaddJ/yGEAAAoFtNY33+tNaG4YdgwPJraYmpL7P8bFqg6s0wvzpcTUustltR/mJa\noOqXML86fBaOmAnzVbWUD8mstN+j/NpzeY2Dm1l+7lqW33k1y1fNtB+j/N7wa1pip70Y5edO8sJ+\nEMWn2ud5jcxB+kLtZq9SVdVGmP80rhAfPq7HFQ7ez/JT8dGmptuHUX7/j2z5B89n+aqaC/O7Q7xr\nV62OOV+1nh09dsL3em54OxtQVQtfZ/mt+IC2Gx7QptICVTOfhAPW4hLr4cf8+2Oe0WqtTfC0vpmv\nO7PMEAIAAHTKbwgBAOA8OJj0CnAWmSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSGEAAA\noFMaQgAAgE5pCAEAADqlIQQAAOiUhhAAAKBTFya9AgAAwAgcTHoFOIvMEAIAAHSqDcMw6XVgxFpr\nwx/JgLW8xurLWX7657TC/i9hheHXtMR8ezHKb6QFqmYWwwG3X43iK+3HsECtxXt8/MLWUvbC1vdx\nhdoNn8Zqy/JLWbyq9i5l+Y/jCnU9zC/nJba/yPJT78clDm6HA9KdqO6mA6r+O0pvtK/TAktXs/zy\nrbRCrb8ZDth6Iy0x2+5E+U/C5S9cDAecoMaXcYW98AA1k74Rlc/pTIX5rfAju2q7ZZ/ae2mBqqXv\nsvz85bjE9pDVuNLiGvth/k7VWE+8W2v/Gd/SH+elMT87xscMIQAAQKc0hAAAAJ3SEAIAAHRKQwgA\nANApDSEAAECnNIQAAACd0hACAAB0SkMIAADQKQ0hAABApy5MegUAAIAR+HPSK8BZZIYQAACgUxpC\nAACATmkIAQAAOtWGYZj0OvSutfbQIw+9KY8GDo09mB8uBiuw/EsQvmd9+CDKT7XP0xIrYX4zLVD1\nyfhLbLwXDtgN87fDfFVNX43im+1WWmExPqrspSVq+1KWn38jih+0O9nyq6aGX7MB8y+mJRbCldr6\nI61Q9XwWn88rLKX5dEddeTkcUPHzWIl3ivo5i8/mh5vdL8IBeYmlcAtMP1u2hs/CEVX19zD/Tlpg\nP/z8mh6yY2xVVc1k8d0bUXztr9niq+qVMP9lXKG2hpvZgKVrcY2N61l+Nnthq2r7pyx/+eiTt5Fo\nrd0d39If59KYnx3jY4Zwwg5t9o7qAAEAAEbIVUYn6X7j9+AfVO492NrDk7f+6AIAAIyWGcLJ0/gB\nAAAToSE87e5NGOoSAQCAkfOV0Uk6tM076geEDz6uPwQAAJ6ehvC0eKgPPP5Co6YNAQCAp6chPBsO\n7Q8fvfDM/wWOuNp3dDsKAAAilyda/WCi1TmjNISnxf3W7qFm79CWbxiG429NofEDAHj2vjv6vybb\nK8JRXFTm1PFFUAAA4NnQEE5Sa8096AEAgEnREJ5qOkYAAGB8NISTdO/boYdeQfRJHvHlUgAA4Gm4\nqMyp8GjLd/+KMvevMTOB1QIAAM41DeGEPXq90Ifm/Q6dRTQ3CAAAPL0jb2TH2dVaG4arwYDVW3GN\n1a+i+EZ7N60wH+ZnXk8rVO18EOY/j0vMpfvXO1l87etw+bX8cZZffy+tUAdfZvmpT+ISC+Gz2Lob\nFpj5IRxQ1V7L8v+MK9RPWXz/Wlzh2zB/ghvcLIRb1G64Oc3ezPJVVUvJAbNqp8XHzLljrkN/qPyV\nXf5rlt+NK9T2EL64c9kmOP19tviq2s/euqrNuMT6n1l+Ia5QM+HRYP1vWX45feOqaiE8fGzHFerg\nejhgL62wEu6qa7fTClWL2bNo7cZYT7xba/8e39If569mLM4svyEEAADolIYQAACgUxpCAACATrmo\nDAAAnAcHk14BziIzhAAAAJ3SEAIAAHRKQwgAANApDSEAAECnNIQAAACd0hACAAB0SkMIAADQKQ0h\nAABApzSEAAAAndIQAgAAdKoNwzDpdWDEWmtXk/zG3bzGTLbZTLWWVji4GA64nlaoWv4qy6+9G5dY\n+SAc8F9ZfPZauPyq8IWdvRNXOAjze0P6KtVM+zwsEW4fyzeyfNXul1k+fZVOYG6IjgRVVRvtVpT/\nOC1Qtf9Hlt96PssvDD9kA6rW22tRPnuNqqpqJ/2k3chrLN3M8mv50WMrzK+E+YX4UDAdHgr2T3LK\n83KY/1da4KC9GOWnwre6Xg/zVRt/zfJL8cGm1sMdaXlIn3attmwjXz3BKfFqdnrTbtRYT7xba9+N\nb+mPc7nG++wYHzOEAAAAndIQAgAAdEpDCAAA0CkNIQAAQKc0hAAAAJ3SEAIAAHRKQwgAANApDSEA\nAECnNIQAAACd0hACAAB0SkMIAADQqQuTXgEAAGAEDia9ApxFZggBAAA61YZhmPQ6MGKttVeS/G6U\nvuf1LL52K66wcj0csBiXqKksvnIprrA23M0GzIY1dj/L8lW1+WGWX3whrbDefo/ys2mBqvnbWX72\nSpbfTd+4qiste+9uD/ELuxy+sOtpgap6L8xv5yVWwvxStpHPtnALr9r9KMvPf5pWiN+L7+MKtfRN\nll99Ky6xGh6Wl25k+XTrq6q5+Bzmt7hEezHKf5IWiD9R65cwP/PPcEDV7N+y/O4JnvZamI+PyrX5\nfJY/wdza0htZvt2psZ54t9bCI8EovVXjfXaMjxlCAACATmkIAQCAsWuttdaePsNoaQgBAIDxepI2\nTys4Ea4yCgAAjIU+8PQzQwgAANApM4QAAMBYPHjp0aNmAp8kw/iYIQQAAOiUhhAAAKBTvjIKAADn\nwVuHPXh7pCWujHRpnAYaQgAAOA9G2/tFJTSKZ5evjAIAAHRKQwgAANApDSEAAECnNIQAAACdag/e\nCJLzobX2RpLfHq6mJbbbrSi/mRao2g7zu3/kNULLz8dD1v+d5ff/muWnL2b5qqr977L8xuW4xMdh\nfj2uUHtZfCNcpS+zeFXVzvBVNmD13bTE1I0sf5Dv2jWb7dr7P8UVpr8IB2RrVNvfh8uvmh8+i/Jz\n7cO0xHNhfjvftVd+yfJrH8Ul6ucwv5fFt/L3biHdxqfiErX+QxSfa6+lFa6H+YVwi6367zBfK+Gd\nwdeGX9MSVRtZfCre7+rghSzefk8rTL2S5dtPNdYT79baM7iozFGu1OOf3b2bzh8fe5IMo2WGEAAA\noFNuOwEAAIzdk8z7mRt89swQAgAAdEpDCAAA0CkNIQAAQKf8hhAAAM6Dg0mvAGeRGUIAAIBOaQgB\nAAA6pSEEAADolIYQAACgUxpCAACATmkIAQAAOqUhBAAA6JSGEAAAoFNtGIZJrwP/p7VWVYe+Kff+\n675j3rjW2kdJ0bU/knRVVS08n+VX4go1fz0dEJfYuJzll96MS9T3Yf6TLL56LVx+1epwNRzxl7TE\nfvs8yk9/kVaoWr6b5ecvRfH1O9niK3+rN16JS+z8lOW/jSvUavqBcIJ9O12t3bfDAf8I83Xl/z26\nPtbtl9MKVXvhs9j6Oi4Rbh4HH8cVwkNm7XwXDvgyzFftb2b56Xy/Wwlf2LXhhbhGbUfppfbaGJde\nVVXrYX5hMS6xFb53M3GF+GDzel5ifsgOB639PNYT79bazfEt/XGuHXt2ymlmhvAUaUeflDz6X8eE\nAQAAnsSFSa8Aj3e/97v/d5d7j7RmghcAgP9xMOkV4CwyQ3haPHbG78HeTx8IAAA8PQ3haXfUrwrv\nPeKLowAAwIlpCE+FY64lAwAAMCYawsnTDQIAABPhojLn06dHPB7djgIAgEhrP096FSCjIZywMU0P\navwAAJ694eibE+oVOZ18ZXSSfFkUAACYIDOEk3fUTec1igAAwFiZITztjrq9hKYRAAB4SmYIJ+nR\ndu6YNq+1dv9xtx8EAACenobwDBiG4V4H+FAfaHoQAAB4Gk1TcaocP0P44D+PeeNaa3eTojNJ+H9c\nzeKrt+IK82n+j7hEfRnmV77Ka/wlzO9l8a1r4fKrFm6GA5bSChvhDPbSEG2w91wK82mJ+TBf++G1\n435KC1TNX8/ySzfiEula7QzfpSU22+UovxEuf+vo6/sd7Z0ofaV9/v+3d8ewkVVnG4C/I1HhSEmK\nXUq8LRsJUuCUmBYi8afYbdltcSSCFNPibeNIBCmmXdPuFvxIMS2mzFIkSFlavGVMkUT6TXv/YiXL\nsT32vF7Pjuee5xEN3u/Od8+cO3fm9RnfmzZ48GK4wXraoWojm4u9cCKqanlIzx7/m5UffBE+fm38\nJKu/ljaoej2sXxnCN8iqxy17j/wwfPydV8INqjbDc8H6BZ7Z/fC0vJee9quW/xWVP2o/TzushKfA\n9uZsf5vfWvvD7B79PB9aq1hYVgivljNeSF5jAADA5XJRGQAAgE4JhAAAAJ0SCAEAADolEAIAAHRK\nIAQAAOiUQAgAANApgRAAAKBTAiEAAECnBEIAAIBOvTDvHQAAAC7Bwbx3gEVkhRAAAKBTAiEAAECn\nBEIAAIBOtWEY5r0PXLLW2j+S+ptv5D1uZeV3fht3eDusD/eoqqqGcOQbX8ctvgnrt2b8+FW1H9av\nfZX3yKy2N9NNdv8abrDyarjBRlhfVf8O63+Xt0g3+VneYi+qftw+SRvcfCXc4PFHWf3b98IGVTv3\ns/qVu3GLRy9H5Xfak7TD9hAe5Affpi0e/SSrXwof/8uwvqrW/5LV7/06brEcvaFW1c34nLkengM3\nh++zBrdvZPVV9VZYfyf/MPmwZfW3Po5b7H8QlW++FHdYD9+M2q9qph+8W2vhGfMy3avZjo7ZsUII\nAADQKYEQAACgUwIhAABApwRCAACATgmEAAAAnRIIAQAAOiUQAgAAdOqFee8AAABwCQ7mvQMsIiuE\nAAAAnRIIAQAAOiUQAgAAdEogBAAA6JRACAAA0CmBEAAAoFNuOzFOK0nxwTd5g92fRuXbS/9JOzy8\nG27w57RD1fWvo/LlH+IOG2H9nZtZ/d6PYYOq5fSJWn4z7rGTle++G3eoz8L6336b1T/aCBtU3Q5b\nPLifdlhu6asitvePrP5a3mLpu7C+3Yvq98MhVNVW+MSuDfHcbYQtLvDE1uPwCPw07pCeb1bCYezm\n59gKD6cP8w7XfpHVr1d8ztwM69fajah+6wLvj3feicp3Wks77Ib1m8NraYuNl7L6/DVR+7/Kt4Gr\nxwohAABApwRCAACATgmEAAAAnfI3hAAAMAb5tQXACiEAAECvBEIAAIBOCYQAAACdEggBAAA6JRAC\nAAB0SiAEAADolEAIAADQKYEQAACgUwIhAABAp9owDPPeBy5Za234fbLB5stpi9X2JKrfHe6nLdba\n3aj+h7RB1YPw4L/ZWtri8bVwg/20wxvpBlWvRdVL7ZO0wcHwfbbB2o20xc6nWf3r4ePvhfVVtfIg\n3OCtvMdS+Dp6nL2IqurOL7L67eGjtEVt38vq74SjXo5HvZKdz+qrtEHV7bB+N29xkJ4Mdl+Ne2x/\nm9Xf+ThscCesr6rlrHzpP3GHW2H99gVOy19H1Wvhe9HjrLyqancIR/EoG0JV1co7Uflq+yLtsDu8\nn22wEr/f1UFW3r6rmX7wbq29N7tHP8+nNdvRMTtWCAEAADr1wrx3AAAAuAThmiVUWSEEAADolkAI\nAADQKYEQAACgU/6GEAAAmLnWWk2+GGn778u5n3vN0jbh8u8udpqyQggAAMzWpPw26V/PrucSWSEE\nAABmYppcd1hzuLj39CetnX/LdOuBz84KIQAAMGdHo52Y9zwJhAAAwEw4C+VTAAAOa0lEQVQMR5xa\nMOkPC5/+ZNIC49l/jkjEV0YBAICFdDQxyocXY4UQAABYPMfWD1trLkVzAVYIAQBgDD477Ye3LrXF\nw0t9tGd0bElw+kvRcJRACAAAY3C52S9q8ZyD4qmRbxgGK4QXIEBfLaf+gWx6283W2ltJ053/S6qf\nehzWr/wt7/GzqPpmu5E2uBbW7w5vpC1q/+us/vr3YYPlsL6WwxPl3u/TDlXhoFe/iTvsDtkTlR4e\nq1F1VVVt/TncYDNucedJVr99gZf20vtR+X77JO1wPZy7qt2sfOlu+PjxfN/+Mu7wYLifbbAcj2In\nPDz20gZVa9FbS1VthfU7YX3V2m+z+o/iDnU9fR1t5D3Ws/K1l7L6rb9m9VVVK+n73XbcYjd8187P\nmbXzeVT+sP0m7XDr3ay+fTbbP3JrrT2HQDjJw6lvJX/qB91Tt73AlWNcbOYC/A3hFeJXGgAAwPPk\nK6MLw686AAAYmaff8zz5h3+Xu3LIGawQXhWWBwEA6NbRD8PTfDA+WSMoXowVwqvOkQ0AwIgdXgzm\nWMY7+gH46EfiSfVcjEB4JRwe4mcc1m67CQDAKJ38GHz2x92n/xptwiQC4fxNswZ48rab524CAABX\nxzQZL/pXH4YvhUC4GNLbbk66KHp6zXAAAKbXTr03PFxhAuGcnbvWd7Hbbgp+AADP3zD55oSyIleT\nq4zOk29+AgAAc2SFcP5cMxcAgGd3MO8dYBFZIbzSnt6mc957AQAAjJMVwnk6uQZ46trgyYvHWEIE\nAACenUB4pbntJgAAMDsC4VXntpsAAMCMTLyRHYurtfZeUr/1St5jNSvf/jTucGf4KtzitbTFXvt5\nVL/8etohvwFI+sfgm/8KN6iq7ah6q32QNlgb/hZu8fe0Ra3fzeo30wbvpxvU3idZ/XL6LFXVn7Ly\nm/EFzje/y+ofpw2qfgjrd6LTWdVWfrZZO+Mi8afazK8cv/5xVn87ft1VeoK6wO2JfpGVPwwf/gLv\nRcth/QWut3E9fTNafTPusR12uJHVpy+6qnr8z3CDvbxHeHzc+WPcYXv4Pt0i7rF0LypvP872d/qt\ntTneeOxLKxYLy0VlAAAAOiUQAgAAdEogBAAA6JRACAAA0CmBEAAAoFNuOwEAAGNwgUvpghVCAACA\nTgmEAAAAnRIIAQAAOiUQAgAAdEogBAAA6JRACAAA0CmBEAAAoFNtGIZ57wOXrLU2/CXZ4GbcYv1G\nVr/5Vtyidt6Jyh+1L9IOK++GGzxMO1Qd/DSrX/9PVH7nj9nDV9X2y2H9k7jFWlh/MHyctrjePojq\n99O53n413KCut2+j+vtpg6q3hzeyDZa+jntshfW7cYflz7L6lfDxH7wYblBVq2H9TnzEVv0uql5v\nLW2QPlEbaYOqx1+FG6yGJ8D6e1hfay17N9oasneWqqqD8M1lKW6xFL5/HYRngvgIr6qNj6Lyx+1e\n2mEv3SD39h/CDfbyHuEm7cua6Qfv1lp6dFyir2u2o2N2rBACAAB0SiAEAADolEAIAADQqRfmvQMA\nAMAl+HHeO8AiskIIAADQKYEQAACgUwIhAABApwRCAACATgmEAAAAnRIIAQAAOiUQAgAAdEogBAAA\n6JRACAAA0CmBEAAAoFNtGIZ57wOXrLU2DB8lW/zPrHbl0NIv4032w/qHcYebd7P6x8OrcY/6e9ai\ntaj+m6i6qqo2wvrdvMXyg3CDzbxH2GLzRlb/elZeVbX6XrjBi3mPzc/DDVbjFus/z+o3349b1HJU\nvdE+iOo/jaqrqmr/5az+4EncYik7J1c9upe22PtVVr88vJG2qPpTVP2oZWf+leF+VF9V6Tm21j+J\nO8QnqL/FLcInqv4aPv5yWF9V18NXxVr8qlgOX6t7w8dpi9rMzh61np5ja7/9Jqp/qWqmH7xba6/M\n7tHP892MR8fsWCEEAADolEAIAADQKYEQAACgUwIhAABApwRCAACATgmEAAAAnRIIAQAAOiUQAgAA\ndEogBAAA6JRACAAA0CmBEAAAoFMvzHsHAACAS3Aw7x1gEVkhBAAA6JRACAAA0Kk2DMO894FL1lob\nhn8lW6zGPba+zeq/iztsfBrWD9/HPQ5uZPU/iTtUuFcrLdulvai6qqr2w1f82y1usTO8EW7x77jH\nWngE7mbl2xc4YsP6vfyIvRMeHtvX0g61/kNWv/li3OLhj1n9rX+GDe6G9VUVPlHLn+UtQuGTVFW1\nP3yebfD4N3GP8HWxezur/yYrr6p6N6y//l7eYycrX3kSd3g03A+32M3Kb8eH7NbDrP7DtEHVVlgf\nnpyq8i9PbmSfnZ56Lapu7clMP3i31l6e3aOf50mVWLGgrBACAAB0SiAEAADolEAIAADQKYEQAACg\nUwIhAABApwRCAACATgmEAAAAnXph3jsAAABcggvcxRSsEAIAAHRKIAQAAOiUQAgAANApgRAAAKBT\nAiEAAECn2jAM896HrrXWTv35yXk5VnnGxLXWhj8kO/FuUvzUr7PynW/iDm+H9Rtxh9r4KNzgIO8R\n2vhjWH8/brF2N6vfys8Q26cf1BPlR0fthvVvhfVrYX1VLQ/vRPW77Yu0xWr6Uv0u7VBL4WQcfJ+3\nuBG2GLJh77fPsgZVH4b1S2mDqq3fZ/W3w1NBVT0YPg63WE1bPGq/jOrfTBvkdsL61eHltMXD9iSq\nv/XPtEPtvZTVLw+vZhs8/Darr6pb6an/T3GL9kFUfjtuUA/Sc+breY/w9NF+POvz27NrrV2b3aOf\n54czP51ylVkhXAwnc+OkJAkAADAl9yG8Es7+hcph9jsse/qT1izwAgAAF2eFcGEczX5yIAAA8OwE\nwnl6utA3zfLgyZqnP/HFUQAA4MJ8ZfRKOJrrrP4BAADPhxXC+Tu2ytdas+43SbfPy71578BcfDrv\nHZiL53Bhxivox3nvwFy0/FKi49DpdIeXEh2HFl5KdBzaXA/xg/n9x+KyQjh/x5YEL+WCMW3CdZCz\n21EAABCabyaElEA4T6dGvmEYnn2FUPADAJiL4cXTfy4ocjX5yigAAECnBEIAAIBOCYRzM+XFYybd\nXmKaW1YAAACcQSCcs+mT3tFKlyEFAACenYvKzM3hxWPOTXeTKi0PAgAAz8IK4TwNw3Ay1E364bk/\nAQAAiDzTze64mnyhFADgCprpB+/W2oQbXjwPP1quWFi+MjpCXo0AAMA0rBACAMDCm/t3xMSKBSUQ\nAgAAdMpFZQAAADolEAIAAHRKIAQAAOiUQAgAANApgRAAAKBTAiEAAECnBEIAAIBOvTDvHYBzTLrL\n6ohvofl0yJMGeOwJGc3zMGnUIz4Azp3KUc71GYMa5VyfHNSpwxnfXJ878FFO91FnnMnHN92HTh31\n+OZ6+hGNeK4ZEyuEcLVMepuZ9K9n1y+KcYxieq21c6dyfHM9zahH5tTRTfMkLPrTMuXAR+yMwY5v\nug+NZiCXZcRzzchYIWQxjP6XatO8SRzWHD4bT3/SWlvQ52f6t8YFHeCpTs5jnZjKEc/1GaM+WbDQ\nphxyz3NdI5ruKY1vuqc3vgGePaKe55qFY4UQFswoPzp3aJqPxeOb6w7DwJRDNtdjcu6vusY33WXt\na4JRzjXjIxBypZ3913RjMhxxasGkp+LYgtJiufCox22Uc30uc33UuOe6TPd/G/d0j2+upxlRn3PN\n4vKVURbD0bPnmN5XmNKYDoBF3/+LmX7Uo5nraa4mMkrRwEcz3YcOk0APc31omlGPda6fGseI6JZA\nyAI49WIbTr796OEAGOWgznVy1GOd626vNHj2wMc33SMYwgVMv2IWbXLFjW9E9EwgZAGc+hnCn2X3\nY/QHQFcrCYdOHfXo55qjTHc/xjfX4xsRPRMIudImXWmjzw/QHRr9AXDq9RhH79RRj3uuu73M4KSB\nj3K6+1wjOnfU45vr8Y0IBEKAORAF57sn89Ltp8bRD1waBBaXQAjwvPX5Kaq3Ufc23kPdDrwm34h8\n3M9Gn6OGMXHbCa6u1tq4f6McmXSt6hG/7471AJjyG1Yjm+uzd36sc32uUc71uUz3sZ+PeLrHN9dT\njqjDuWahCYRcdc6nxxx9Qkb2RnuqkR0A0c6PZq6nHPXI5vrUT4TT3H1hoee6ph74+Kb7mKM/P1Y8\nmumectQjm+tKRjSauWbcevm7dhbUGWfPER+6Z7xTTnNhxgV16qjHdwCc+4Hg2EU4Jv3rYplm1OOb\n65o88GmO88UddU0x8FFO9zHTJIRDIx71+OZ6+hGNe64ZE4GQBXDslDr6g/bcL9cd/d/RPBvTx+CF\nHvL0gfBk8eIO/MIxeHGHfGjKEfU58PGN+qhOzmnHTBmDRzDkbl/ajJJACAAA0Cl/QwgAANApgRAA\nAKBTAiEAAECnBEIAAIBOCYQAAACdEggBAAA6JRACAAB0SiAEAADolEAIAADQKYEQAACgUwIhAABA\npwRCAACATgmEAAAAnRIIAQAAOiUQAgAAdEogBAAA6JRACAAA0CmBEAAAoFMCIQAAQKcEQgAAgE4J\nhAAAAJ0SCAEAADolEAIAAHRKIAQAAOiUQAgAANApgRAAAKBTAiEAAECnBEIAAIBOCYQAAACdEggB\nAAA6JRACAAB0SiAEAADolEAIAADQKYEQAACgUwIhAABApwRCAACATgmEAAAAnRIIAQAAOiUQAgAA\ndEogBAAA6JRACAAA0CmBEAAAoFMCIQAAQKcEQgAAgE4JhAAAAJ0SCAEAADolEAIAAHRKIAQAAOiU\nQAgAANApgRAAAKBTAiEAAECnBEIAAIBOCYQAAACdEggBAAA6JRACAAB0SiAEAADolEAIAADQKYEQ\nAACgUwIhAABApwRCAACATgmEAAAAnRIIAQAAOiUQAgAAdEogBAAA6JRACAAA0CmBEAAAoFMCIQAA\nQKcEQgAAgE4JhAAAAJ0SCAEAADolEAIAAHRKIAQAAOjU/wM4pk2Ic0xZpQAAAABJRU5ErkJggg==\n" + } + ], + "prompt_number": 20 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/14')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 22, + "text": [ + "" + ] + } + ], + "prompt_number": 22 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "HEATMAP PLOT: full syntax (with API)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "clear all\n", + "close all\n", + "\n", + "% some random points\n", + "z = rand(50)*4+10;\n", + "\n", + "% a simple heatmap\n", + "data = struct('z', z, ...\n", + "\t 'type', 'heatmap')\n", + "\n", + "% Work that Plotly magic!\n", + "response = plotly({data});\n", + "display(response.url)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "\r\n", + "data = \r\n", + "\r\n", + " z: [50x50 double]\r\n", + " type: 'heatmap'\r\n", + "\r\n", + "https://plot.ly/~MATLAB-demos/15\r\n" + ] + } + ], + "prompt_number": 23 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "show_plot('https://plot.ly/~MATLAB-demos/15')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 24, + "text": [ + "" + ] + } + ], + "prompt_number": 24 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 32440acb48fc98d9fc660bc137a134d5a284d562 Mon Sep 17 00:00:00 2001 From: Andrey Dimitrov Date: Wed, 7 May 2014 21:07:42 -0400 Subject: [PATCH 012/163] synched demo\0 --- See more/MATLAB_Wrapper_Examples.ipynb | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/See more/MATLAB_Wrapper_Examples.ipynb b/See more/MATLAB_Wrapper_Examples.ipynb index 68595f4..fbb9b23 100644 --- a/See more/MATLAB_Wrapper_Examples.ipynb +++ b/See more/MATLAB_Wrapper_Examples.ipynb @@ -57,8 +57,15 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Starting MATLAB on http://localhost:60199\n", - " visit http://localhost:60199/exit.m to shut down same\n", + "Starting MATLAB on http://localhost:57651\n", + " visit http://localhost:57651/exit.m to shut down same\n", + "." + ] + }, + { + "output_type": "stream", + "stream": "stdout", + "text": [ "." ] }, @@ -168,7 +175,7 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n" + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n" } ], "prompt_number": 3 @@ -222,7 +229,7 @@ "output_type": "pyout", "prompt_number": 5, "text": [ - "" + "" ] } ], From 9bc01ca09e3f807fbb49272614e789b3702c31fa Mon Sep 17 00:00:00 2001 From: Andrey Dimitrov Date: Wed, 7 May 2014 21:11:18 -0400 Subject: [PATCH 013/163] updated demos\1 --- See more/MATLAB_Wrapper_Examples.ipynb | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/See more/MATLAB_Wrapper_Examples.ipynb b/See more/MATLAB_Wrapper_Examples.ipynb index fbb9b23..0bcae74 100644 --- a/See more/MATLAB_Wrapper_Examples.ipynb +++ b/See more/MATLAB_Wrapper_Examples.ipynb @@ -57,8 +57,8 @@ "output_type": "stream", "stream": "stdout", "text": [ - "Starting MATLAB on http://localhost:57651\n", - " visit http://localhost:57651/exit.m to shut down same\n", + "Starting MATLAB on http://localhost:57928\n", + " visit http://localhost:57928/exit.m to shut down same\n", "." ] }, @@ -127,7 +127,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 3 }, { "cell_type": "markdown", @@ -203,7 +203,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 4 + "prompt_number": 6 }, { "cell_type": "markdown", @@ -295,10 +295,10 @@ { "metadata": {}, "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" } ], - "prompt_number": 6 + "prompt_number": 4 }, { "cell_type": "markdown", @@ -324,7 +324,7 @@ "output_type": "pyout", "prompt_number": 7, "text": [ - "" + "" ] } ], From 87958afe7679420613cf23a5d4b32e5c22904837 Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 16 Jul 2014 00:14:27 +0200 Subject: [PATCH 014/163] Replace old content with redirect notebook --- Bubble Chart Explorer.ipynb | 922 +----------------------------------- 1 file changed, 7 insertions(+), 915 deletions(-) diff --git a/Bubble Chart Explorer.ipynb b/Bubble Chart Explorer.ipynb index df9ea47..374a56a 100644 --- a/Bubble Chart Explorer.ipynb +++ b/Bubble Chart Explorer.ipynb @@ -1,944 +1,36 @@ { "metadata": { - "name": "" + "name": "This notebook has moved" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Bubble Charts & Hover Text with Plotly" - ] - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "I'm Jack Parmer" - ] - }, { "cell_type": "markdown", "metadata": {}, - "source": [ - "Plotly is like graphing crack. It standardizes the graphing interface across scientific computing languages (Python, R, MATLAB, etc) while giving rich interactivity and web shareability that has not been possible before with matplotlib, ggplot, MATLAB, ect. On the Plotly website, you can style your graphs with a GUI, so you don't have to spend hours writing code that simply changes the legend opacity.\n", - "\n", - "Plotly does this all while backing up your graphs on the cloud, so that years later, you can find data that may have otherwise been on a harddrive in a landfill. If you make your data public, other people can also find your graphs and data. The best practice that we have today for saving and sharing research data is to entomb it as a thesis in the engineering library basement. All that is changing.\n", - "\n", - "Like d3.js? Like interactive, NYT graphics? So do we. Now, with the Plotly APIs, you can make them yourself without being an expert web programmer. If you are an expert web programmer, now you have scientific languages and tools like R, Python, Pandas, and MATLAB instead of javascript to wrangle your data and create beautiful data vis. Science meets the world-wide-web. Engineering meets design. Let's do this.\n", - "\n", - "I'm going to show you this brave new world below, starting with bubble charts. Bubble charts are sweet because they take advantage of the innate interactivity of Plotly graphs. When you hover on a bubble chart point, you want to see what its size represents, you want to zoom-in to points that are clustered, and you want to pan around once you're zoomed-in. You become a Bubble Chart Explorer. Plotly lets you do all this, all while upping the game for scientific, publication-quality graphics. \n", - "\n", - "Check out the graphs below, then follow us on twitter @plotlygraphs for more graphing inspiration.\n", - "\n", - "*Hearts*
\n", - "Team Plotly
\n", - "Montreal | San Francisco | Boston" - ] - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "1: The Never Ending Story Bubble Chart" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here is a simple, single-trace bubble chart showing how to add hover-text and custom colors. Most of the code is for color interpolation and typecasting - not necessary for making a bubble chart, but perhaps handy for some readers. The lovely colorscale is borrowed from colorbrewer.com." - ] + "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" }, { "cell_type": "code", "collapsed": false, - "input": [ - "import plotly\n", - "import math\n", - "import numpy as np\n", - "plotly.__version__" - ], + "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", "language": "python", "metadata": {}, "outputs": [ { + "html": "\n\n", "metadata": {}, "output_type": "pyout", - "prompt_number": 1, - "text": [ - "'0.5.6'" - ] + "prompt_number": 2, + "text": "" } ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly installs by pip, easy_install, or tar ball. See https://plot.ly/api/python for deets." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sign up for Plotly and grap your API key at https://plot.ly/api/python" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "## Sign up\n", - "#r = plotly.signup('my_username', 'my_email@email.com')\n", - "#py = plotly.plotly(r['un'], r['api_key'])\n", - "\n", - "## Or use the demo account\n", - "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')" - ], - "language": "python", - "metadata": {}, - "outputs": [], "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# RGB color scale from colorbrewer.com\n", - "GnBu = [(247, 252, 240),(224, 243, 219),(204, 235, 197),\\\n", - " (168, 221, 181),(123, 204, 196),(78, 179, 211),\\\n", - " (43, 140, 190),(8, 104, 172),(8, 64, 129)]\n", - "\n", - "def rgbToHsl(rgb):\n", - " ''' Adapted from M Bostock's RGB to HSL converter in d3.js\n", - " https://github.com/mbostock/d3/blob/master/src/color/rgb.js '''\n", - " r,g,b = float(rgb[0])/255.0,\\\n", - " float(rgb[1])/255.0,\\\n", - " float(rgb[2])/255.0\n", - " mx = max(r, g, b)\n", - " mn = min(r, g, b)\n", - " h = s = l = (mx + mn) / 2\n", - " if mx == mn: # achromatic\n", - " h = 0\n", - " s = 0 if l > 0 and l < 1 else h\n", - " else:\n", - " d = mx - mn; \n", - " s = d / (mx + mn) if l < 0.5 else d / (2 - mx - mn)\n", - " if mx == r:\n", - " h = (g - b) / d + ( 6 if g < b else 0 )\n", - " elif mx == g:\n", - " h = (b - r) / d + 2\n", - " else:\n", - " h = r - g / d + 4\n", - "\n", - " return (round(h*60,4), round(s*100,4), round(l*100,4))\n", - "\n", - "def interp3(fraction, start, end):\n", - " ''' Interpolate between values of 2, 3-member tuples '''\n", - " def intp(f, s, e):\n", - " return s + (e - s)*f \n", - " return tuple([intp(fraction, start[i], end[i]) for i in range(3)])\n", - "\n", - "def colorscale(scl, r):\n", - " ''' Interpolate a hsl colorscale from \"scl\" with length \"r\" '''\n", - " c = []\n", - " SCL_FI = len(scl)-1 # final index of color scale \n", - " \n", - " for i in r:\n", - " c_i = int(i*math.floor(SCL_FI)/round(r[-1])) # start color index\n", - " hsl_o = rgbToHsl( scl[c_i] ) # convert rgb to hls\n", - " hsl_f = rgbToHsl( scl[c_i+1] ) \n", - " section_min = c_i*r[-1]/SCL_FI\n", - " section_max = (c_i+1)*(r[-1]/SCL_FI)\n", - " fraction = (i-section_min)/(section_max-section_min)\n", - " hsl = interp3( fraction, hsl_o, hsl_f )\n", - " c.append( 'hsl'+str(hsl) )\n", - " return c\n", - "\n", - "r = np.arange(0,20,0.1)\n", - "x = [2*np.cos(i)*i+(i*0.2*np.random.rand()) for i in r]\n", - "y = [2*np.sin(i)*i+(i*0.2*np.random.rand()) for i in r]\n", - "s = [(i+5)*i/5 for i in r] # diameter of bubble size in pixels\n", - "t = [('Area: '+str(round(3.14*math.pow(d/2,2),2))+' (sq. pixels)
\\\n", - " Radius: '+str(round(d/2,2))+' pixels') for d in s] # Show hover text as bubble area\n", - "c = colorscale(GnBu, r)\n", - "\n", - "# set hovermode to 'closest' to turn off showing all points near the same x on hover\n", - "layout = { 'hovermode':'closest','title':'click-drag to zoom-in
double-click to zoom-out',\\\n", - "'xaxis':{'showticklabels':False,'ticks':'','linecolor':'white','showgrid':False,'zeroline':False},\\\n", - "'yaxis':{'showticklabels':False,'ticks':'','linecolor':'white','showgrid':False,'zeroline':False} }\n", - "\n", - "data = [ {'x':x,'y':y,'mode':'markers','opacity':0.7,'text':t,\\\n", - " 'marker':{'size':s,'color':c,'line':{'width':2}}} ]\n", - "\n", - "py.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "2. Cool, Let's look at this as subplots" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's look at the previous graph as subplots with color variations. The x and y-axes are coupled, so if you zoom and pan in one subplot, the other subplots zoom and pan as well. Sweet!" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# color scales from colorbrewer.com\n", - "\n", - "BuGn = [(247,252,253), (229,245,249), (204,236,230),\\\n", - " (153,216,201), (102,194,164), (65,174,118),\\\n", - " (35,139,69), (0,109,44), (0,68,27)]\n", - "BuPu = [(247,252,253), (224,236,244), (191,211,230),\\\n", - " (158,188,218), (140,150,198), (140,107,177),\\\n", - " (136,65,157), (129,15,124), (77,0,75)]\n", - "GnBu = [(247, 252, 240),(224, 243, 219),(204, 235, 197),\\\n", - " (168, 221, 181),(123, 204, 196),(78, 179, 211),\\\n", - " (43, 140, 190),(8, 104, 172),(8, 64, 129)]\n", - "\n", - "PuBu = [(255,247,251), (236,231,242), (208,209,230),\\\n", - " (166,189,219), (116,169,207), (54,144,192),\\\n", - " (5,112,176), (4,90,141), (2,56,88)]\n", - "PuBuGn = [(255,247,251), (236,226,240), (208,209,230),\\\n", - " (166,189,219), (103,169,207), (54,144,192),\\\n", - " (2,129,138), (1,108,89), (1,70,54)]\n", - "PuRd = [(247,244,249), (231,225,239), (212,185,218),\\\n", - " (201,148,199), (223,101,176), (231,41,138),\\\n", - " (206,18,86), (152,0,67), (103,0,31)]\n", - "\n", - "RdPu = [(255,247,243), (253,224,221), (252,197,192),\\\n", - " (250,159,181), (247,104,161), (221,52,151),\\\n", - " (174,1,126), (122,1,119), (73,0,106)]\n", - "YlGn = [(255,255,229), (247,252,185), (217,240,163),\\\n", - " (173,221,142), (120,198,121), (65,171,93),\\\n", - " (35,132,67), (0,104,55), (0,69,41)]\n", - "YlGnBu = [(255,255,217), (237,248,177), (199,233,180),\\\n", - " (127,205,187), (65,182,196), (29,145,192),\\\n", - " (34,94,168), (37,52,148), (8,29,88)]\n", - "\n", - "data = []\n", - "layout = {'showlegend':False,'hovermode':'closest',\\\n", - " 'title':'drag your mouse along the left and bottom border to pan
\\\n", - " or hold down shift and drag inside. double-click to re-center'}\n", - "padding = 0.0\n", - "domains = [[i*(1-3*padding)/3, ((i+1)*(1-3*padding)/3)] for i in range(3)]\n", - "cscl = [[BuGn,BuPu,GnBu],[PuBu,PuBuGn,PuRd],[RdPu,YlGn,YlGnBu]] # colorscale\n", - "s = [(i+5)*i/10 for i in r] # diameter of bubble size in pixels\n", - "\n", - "for j in range(3):\n", - " for k in range(3):\n", - " c = colorscale(cscl[j][k], r)\n", - " data.append({'name': str(cscl[j][k])+' Spiral '+str(j)+str(k), \n", - " 'x': [2*np.cos(i*(k/4+1))*i+(i*0.2*np.random.rand()) for i in r],\n", - " 'y': [2*np.sin(i)*i+(i*0.2*np.random.rand()) for i in r],\n", - " 'type':'scatter','mode':'markers','width': 950,'height': 950,'opacity': 0.7, \n", - " 'marker': {'color':c, 'size':s, 'opacity':0.9, 'line':{'width':2}}, \n", - " 'xaxis': 'x' + str(j) if j!=0 else '', \n", - " 'yaxis': 'y' + str(k) if k!=0 else '' })\n", - " xy_i = str(j) if j!=0 else ''\n", - " layout['xaxis'+xy_i] = layout['yaxis'+xy_i] = \\\n", - " {'domain':domains[j],'showticklabels':False,'ticks':'',\\\n", - " 'linecolor':'#E3E3E3','linewidth':8,'showgrid':False,'zeroline':False }\n", - " \n", - "py.iplot(data, layout=layout, width=1000, height=1000) # iframe size" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "3. Bubble Chart of US Crime per state in 2005" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This example is from Nathan Yau's blog, Flowing Data. The original post is here, and you can download the data here. " - ] - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "3.1 Check out the first few rows" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pandas as pd\n", - "pd.set_option('display.max_columns', 15)\n", - "pd.set_option('display.line_width', 400)\n", - "pd.set_option('display.mpl_style', 'default')\n", - "crime_data = pd.read_csv('crimeRatesByState2005.tsv',sep='\\t')\n", - "crime_data[:2]" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
statemurderForcible_rateRobberyaggravated_assultburglarylarceny_theftmotor_vehicle_theftpopulation
0 Alabama 8.2 34.3 141.4 247.8 953.8 2650.0 288.3 4627851
1 Alaska 4.8 81.1 80.9 465.1 622.5 2599.1 391.0 686293
\n", - "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - " state murder Forcible_rate Robbery aggravated_assult burglary larceny_theft motor_vehicle_theft population\n", - "0 Alabama 8.2 34.3 141.4 247.8 953.8 2650.0 288.3 4627851\n", - "1 Alaska 4.8 81.1 80.9 465.1 622.5 2599.1 391.0 686293" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "3.2 Burrrrglary versus Murrrrder per state" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Size the bubbles by state population and include hover text for the name of the state." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = []\n", - "for i in range(len(crime_data['state'])):\n", - " # Create 1 data object per point, so every point is a different color\n", - " mx = float(crime_data['population'].max())\n", - " s = [ math.sqrt(float(crime_data['population'][i])/mx)*60.0 ]\n", - " t = [ 'State: %s
Population: %s' % (crime_data['state'][i], crime_data['population'][i]) ]\n", - " d = {'x':[crime_data['murder'][i]],\\\n", - " 'y':[crime_data['burglary'][i]],\\\n", - " 'marker': {'size':s, 'opacity':0.9, 'line':{'width':1}},\\\n", - " 'type':'scatter','mode':'markers','text':t}\n", - " data.append(d)\n", - "\n", - "citation = {'showarrow':False, 'font':{'size':10},'xref':'paper','yref':'paper','x':-0.18,'y':-0.18,'align':'left',\\\n", - " 'text':'Data source and inspiration:
http://flowingdata.com/2010/11/23/how-to-make-bubble-charts/'}\n", - "\n", - "layout = {'showlegend':False,'hovermode':'closest', 'title':'','annotations':[citation],\\\n", - " 'title':'US Crime Rate by State
Bubble Size is State Population',\\\n", - " 'xaxis':{ 'ticks':'','linecolor':'white','showgrid':False,'zeroline':False, 'title': 'Number of Murders', 'nticks':12 },\n", - " 'yaxis':{ 'ticks':'','linecolor':'white','showgrid':False,'zeroline':False, 'title': 'Number of Burglaries', 'nticks':12 }}\n", - "\n", - "py.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 6, - "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "4. Hans Rosling Bubble Chart and Pandas" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Literally and figurative, Hans Rosling has put bubble charts on the map. You can watch one of his sweet TED talks with animated bubble charts in this YouTube. Plotly can't do animations (email us us if you're interested in this - feedback [at] plot [dot] ly), but we can take snapshots through time with subplots. I grabbed this Gap Minder data from this UC Berkeley stats page." - ] - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "4.1 Scope out a few rows" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "gdp_data = pd.read_csv('gapMinderDataFiveYear.txt',sep='\\t')\n", - "gdp_data[20:30]" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
countryyearpopcontinentlifeExpgdpPercap
20 Albania 1992 3326498 Europe 71.581 2497.437901
21 Albania 1997 3428038 Europe 72.950 3193.054604
22 Albania 2002 3508512 Europe 75.651 4604.211737
23 Albania 2007 3600523 Europe 76.423 5937.029526
24 Algeria 1952 9279525 Africa 43.077 2449.008185
25 Algeria 1957 10270856 Africa 45.685 3013.976023
26 Algeria 1962 11000948 Africa 48.303 2550.816880
27 Algeria 1967 12760499 Africa 51.407 3246.991771
28 Algeria 1972 14760787 Africa 54.518 4182.663766
29 Algeria 1977 17152804 Africa 58.014 4910.416756
\n", - "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - " country year pop continent lifeExp gdpPercap\n", - "20 Albania 1992 3326498 Europe 71.581 2497.437901\n", - "21 Albania 1997 3428038 Europe 72.950 3193.054604\n", - "22 Albania 2002 3508512 Europe 75.651 4604.211737\n", - "23 Albania 2007 3600523 Europe 76.423 5937.029526\n", - "24 Algeria 1952 9279525 Africa 43.077 2449.008185\n", - "25 Algeria 1957 10270856 Africa 45.685 3013.976023\n", - "26 Algeria 1962 11000948 Africa 48.303 2550.816880\n", - "27 Algeria 1967 12760499 Africa 51.407 3246.991771\n", - "28 Algeria 1972 14760787 Africa 54.518 4182.663766\n", - "29 Algeria 1977 17152804 Africa 58.014 4910.416756" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = []\n", - "years = (1987,2007,1952,1967) # ordering of years is funny for placement in subplot quadrants\n", - "sp = [('x','y'), ('x2','y'), ('x','y2'), ('x2','y2')]\n", - "# color scale from d3's 'category10' colorscale\n", - "cmap = {'Asia':'#1f77b4','Europe':'#ff7f0e','Africa':'#2ca02c',\\\n", - " 'Americas':'#d62728','Oceania':'#9467bd'}\n", - "for i in range(len(years)):\n", - " # grab all rows of this year, turn off Kuwait - its gdp per cap is extremely high\n", - " df = gdp_data[(gdp_data['year']==years[i]) & (gdp_data['country']!='Kuwait')] \n", - " for name, g in df.groupby('continent'):\n", - " mx = g['pop'].max()\n", - " s = [ math.sqrt(j/mx)*60.0 for j in g['pop'] ]\n", - " t = g.apply(lambda x:'Country: %s
Life Expectancy: %s
GDP per capita: %s
Population: %s
Year: %s' \\\n", - " % (x['country'], x['lifeExp'],x['gdpPercap'], x['pop'], str(years[i])),axis=1)\n", - " d = {'name':name,'x':g['gdpPercap'],'y':g['lifeExp'],\\\n", - " 'type':'scatter','mode':'markers','text':t,\\\n", - " 'marker': {'color':cmap[name],'size':s, 'opacity':0.9, 'line':{'width':1}}}\n", - " d['xaxis'] = sp[i][0]\n", - " d['yaxis'] = sp[i][1]\n", - " data.append(d) \n", - "\n", - "layout = { 'showlegend':False, 'width':1000, 'height': 700, 'hovermode':'closest',\\\n", - " 'title':'drag to zoom-in; double-click to zoom-out
shift-drag to pan' }\n", - "\n", - "for ax in ('xaxis','yaxis','xaxis2','yaxis2'):\n", - " layout[ax] = { 'ticks':'','linecolor':'white','showgrid':False,'zeroline':False }\n", - " layout[ax]['domain'] = [0.5,1] if '2' in ax else [0,0.5]\n", - " layout[ax]['title'] = 'gdp per capita (usd, 2000)' if 'x' in ax else 'life expectancy (years)'\n", - "\n", - "layout['annotations'] = []\n", - "# annotation positions correspond to order of 'years' tuple: 1987,2007,1952,1967\n", - "anno_positions = ((0.05,0.4), (0.6,0.4), (0.05,0.95), (0.6,0.95))\n", - "\n", - "for yr in range(len(years)):\n", - " anno_obj = { 'xref': 'paper', 'yref': 'paper', 'showarrow': False,\\\n", - " 'font': {'family':'','size': 36,'color':'rgb(23, 190, 207)'} } \n", - " anno_obj['x'] = anno_positions[yr][0]\n", - " anno_obj['y'] = anno_positions[yr][1]\n", - " anno_obj['text'] = str(years[yr])\n", - " layout['annotations'].append( anno_obj )\n", - "\n", - "py.iplot(data,layout=layout,width=1050,height=750)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "5. NYT Graphics with Plotly" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This graph is a remake from a 2009 NYT article Why is Her Paycheck Smaller?. Hover over points to see the occupation and salary gap. Male physicians make 40% more salary on average than females? Its not a bubble chart, but it shows some impressive use of hover text." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "service = {'name': 'Service, sales, and office',\n", - "\t\t 'x': [359, 363, 381, 403, 413, 429, 437, 439, 448, 473, 501, 502, 505, 509, 523, 532, 547, 556, 574, 575, 584, 585, 594,\\\n", - " 618, 629, 635, 647, 662, 683, 689, 744, 800, 807, 887, 896, 905, 931, 958, 973, 1024, 1239],\n", - "\t\t 'y': [333, 351, 341, 348, 363, 385, 379, 357, 442, 389, 483, 418, 522, 503, 468, 486, 406, 568, 521, 489, 550, 426, 525,\\\n", - " 519, 513, 414, 555, 608, 579, 602, 541, 678, 855, 660, 684, 796, 806, 645, 787, 705, 1030],\n", - "\t\t 'text': ['Food preparation workers
Women make 8% less than men', \n", - "\t\t \t\t\t'Dining room attendants and bartender helpers
Women make 6% less than men',\n", - "\t\t\t\t\t'Cooks
Women make 9% less than men', 'Cashiers
Women make 15% less than men',\n", - "\t\t\t\t\t'Waiters and waitresses
Women make 13% less than men', 'Telemarketers
Women make 7% less than men',\n", - "\t\t\t\t\t'Personal home and care aides
Women make 14% less than men', 'Maids and housekeeping cleaners
Women make 18% less than men',\n", - "\t\t\t\t\t'Stock clerks
Women make 1% less than men', 'Janitors and building cleaners
Women make 18% less than men',\n", - "\t\t\t\t\t'Receptionists
Women make 4% less than men', 'Nursing, psychiatric, and home health aides
Women make 16% less than men', \n", - "\t\t\t\t\t'Data entry keyers
Women make 1% more than men', 'Shipping and receiving clerks
Women make 2% less than men', \n", - "\t\t\t\t\t'Security guards
Women make 11% less than men', 'Chefs and head cooks
Women make 9% less than men',\n", - "\t\t\t\t\t'Bartenders
Women make 26% less than men', 'Ticket agents and travel clerks
Women make 9% less than men',\n", - "\t\t\t\t\t'File clerks
Women make 9% less than men', 'Medical assistants
Women make 15% less than men',\n", - "\t\t\t\t\t'Office clerks
Women make 5% less than men', 'Supervisors of food preparation workers
Women make 27% less than men',\n", - "\t\t\t\t\t'Bill and account collectors
Women make 11% less than men', 'Customer service representatives
Women make 14% less than men',\n", - "\t\t\t\t\t'Recreation and fitness workers
Women make 18% less than men', 'Retail sales workers
Women make 35% less than men',\n", - "\t\t\t\t\t'Dispatchers
Women make 15% less than men', 'Bookkeeping, accounting, and auditing clerks
Women make 9% less than men',\n", - "\t\t\t\t\t'Bailers, correctional officers, and jailers
Women make 15% less than men', 'Secretaries and administrative assistants
Women make 13% less than men',\n", - "\t\t\t\t\t'Supervisors of retail workers
Women make 27% less than men', 'Supervisors of office and administrative support
Women make 15% less than men',\n", - "\t\t\t\t\t'Postal service clerks
Women make 4% more than men', 'Production clerks
Women make 25% less than men', \n", - "\t\t\t\t\t'Advertising sales agents
Women make 24% less than men', 'Police officers
Women make 13% less than men', \n", - "\t\t\t\t\t'Postal service mail carriers
Women make 13% less than men', 'Insurance sales agents
Women make 32% less than men', \n", - "\t\t\t\t\t'Sales representatives
Women make 19% less than men', 'Real estate brokers
Women make 31% less than men',\n", - "\t\t\t\t\t'Financial services sales agents
Women make 17% less than men'],\n", - "\t\t\t\t'type':'scatter',\n", - "\t\t\t\t'mode':'markers',\n", - "\t\t\t\t'marker':{'size':9,'color':'#CA4D64'}}\n", - "\n", - "production = {'name': 'Production and transportation',\n", - "\t\t 'x': [482, 495, 499, 541, 543, 564, 590, 668, 732, 858],\n", - "\t\t 'y': [419, 342, 403, 448, 474, 411, 484, 504, 514, 619],\n", - "\t\t 'text': ['Laborers and freight movers
Women make 13% less than men', \n", - "\t\t \t\t\t'Laundry workers
Women make 31% less than men',\n", - "\t\t\t\t\t'Bakers
Women make 18% less than men',\n", - "\t\t\t\t\t'Electronics assemblers
Women make 17% less than men', 'Bus drivers
Women make 11% less than men',\n", - "\t\t\t\t\t'Butchers and other meat processing workers
Women make 27% less than men', 'Metal workers and plastic workers
Women make 18% less than men',\n", - "\t\t\t\t\t'Truck drivers
Women make 25% less than men', 'Inspectors and testers
Women make 31% less than men',\n", - "\t\t\t\t\t'Supervisors of production workers
Women make 28% less than men'],\n", - "\t\t\t'type':'scatter',\n", - "\t\t\t'mode':'markers',\n", - "\t\t\t'marker':{'size':9,'color':'#88A4B8'}}\n", - "\n", - "science = {'name': 'Science, computers, and health care',\n", - "\t\t 'x': [683, 904, 1050, 1050, 1098, 1159, 1239, 1245, 1266, 1351, 1367, 1508, 1793, 1883],\n", - "\t\t 'y': [540, 766, 848, 805, 983, 1039, 1045, 1099, 1078, 985, 861, 1323, 1065, 1609],\n", - "\t\t 'text': ['Health diagnosing and treatment technicians
Women make 21% less than men', \n", - "\t\t \t\t\t'Computer support specialists
Women make 15% less than men',\n", - "\t\t\t\t\t'Diagnostic related technicians
Women make 19% less than men',\n", - "\t\t\t\t\t'Clinical laboratory technicians
Women make 23% less than men', 'Registered nurses
Women make 11% less than men',\n", - "\t\t\t\t\t'Market and survey researchers
Women make 10% less than men', 'Computer scientists and system analysts
Women make 16% less than men',\n", - "\t\t\t\t\t'Physical therapists
Women make 12% less than men', 'Computer programmers
Women make 15% less than men',\n", - "\t\t\t\t\t'Chemists and material scientists
Women make 27% less than men', 'Medical scientists
Women make 37% less than men',\n", - "\t\t\t\t\t'Computer software engineers
Women make 12% less than men', 'Physicians and surgeons
Women make 40% less than men',\n", - "\t\t\t\t\t'Pharmacists
Women make 15% less than men'],\n", - "\t\t 'type':'scatter',\n", - "\t\t 'mode':'markers',\n", - " 'marker':{'size':9,'color':'#8D9F69'}}\n", - "\n", - "management = {'name': 'Management, business, and financial',\n", - "\t\t 'x': [730, 790, 964, 991, 1038, 1064, 1123, 1129, 1183, 1328, 1364, 1376, 1384, 1409, 1450, 1511, 1507, 1597, 1917],\n", - "\t\t 'y': [586, 741, 731, 747, 814, 920, 749, 849, 863, 993, 967, 1051, 1088, 1072, 915, 1033, 1077, 1370, 1540],\n", - "\t\t 'text': ['Food service managers
Women make 20% less than men', \n", - "\t\t \t\t\t'Whole and retail buyers
Women make 15% less than men',\n", - "\t\t\t\t\t'Property managers
Women make 24% less than men',\n", - "\t\t\t\t\t'Claims adjusters
Women make 24% less than men', 'Human resources specialists
Women make 21% less than men',\n", - "\t\t\t\t\t'Social and community service managers
Women make 14% less than men', 'Compliance officers
Women make 33% less than men',\n", - "\t\t\t\t\t'Loan officers
Women make 25% less than men', 'Accountants and auditors
Women make 27% less than men',\n", - "\t\t\t\t\t'General and operations managers
Women make 25% less than men', 'Education administrators
Women make 29% less than men',\n", - "\t\t\t\t\t'Personal financial advisors
Women make 23% less than men', 'Management analysts
Women make 21% less than men',\n", - "\t\t\t\t\t'Medical and health services managers
Women make 24% less than men', 'Financial managers
Women make 37% less than men',\n", - "\t\t\t\t\t'Marketing and sales managers
Women make 31% less than men', 'Human resources managers
Women make 32% less than men',\n", - "\t\t\t\t\t'Computer and information systems managers
Women make 14% less than men', 'Chief executives
Women make 19% less than men'],\n", - "\t\t\t'type':'scatter',\n", - "\t\t\t'mode':'markers',\n", - "\t\t\t'marker':{'size':9,'color':'#005082'}}\n", - "\n", - "entertainment = {'name': 'Entertainment, education, and law',\n", - "\t\t 'x': [762, 828, 860, 890, 938, 957, 979, 1000, 1236, 1779],\n", - "\t\t 'y': [755, 723, 887, 702, 848, 781, 809, 904, 971, 1388],\n", - "\t\t 'text': ['Social workers
Women make 1% less than men', \n", - "\t\t \t\t\t'Counselors
Women make 13% less than men',\n", - "\t\t\t\t\t'Special education teachers
Women make 3% more than men',\n", - "\t\t\t\t\t'Designers
Women make 22% less than men', 'Elementary and middle school teachers
Women make 9% less than men', \n", - "\t\t\t\t\t'Engineering technicians, except drafters
Women make 18% less than men', 'Editors
Women make 17% less than men', \n", - "\t\t\t\t\t'High school teachers
Women make 10% less than men', 'Professors and postsecondary teachers
Women make 22% less than men',\n", - "\t\t\t\t\t'Lawyers
Women make 22% less than men'],\n", - "\t\t\t'type':'scatter',\n", - "\t\t\t'mode':'markers',\n", - "\t\t\t'marker':{'size':9,'color':'#D28628'}}\n", - "\n", - "blank = {'name': '', 'x': [0, 0], 'y': [0, 0], 'line':{'color':'#F0F0F0','width':3},'mode':'lines'}\n", - "\n", - "source = {'name': ' Source: Bureau of Labor Statistics:
Census Bureau ', 'x': [0, 0], 'y': [0, 0],\\\n", - " 'line':{'color':'#F0F0F0','width':3},'mode':'lines'}\n", - "\n", - "equal = {'name': 'Equal Wages', 'x': [0, 1650], 'y': [0, 1650],'line':{'color':'black','width':3},'mode':'lines'}\n", - "\n", - "tenpercentless = {'name': 'Women earn 10% less than men','x': [0, 1833.3], 'y': [0, 0.9*1833.3],'line':{'color':'#606060', 'width':2},'mode':'lines'}\n", - "twentypercentless = {'name': 'Women earn 20% less than men', 'x': [0, 2062.5], 'y': [0, 0.8*2062.5],'line':{'color':'#909090','width':2},'mode':'lines'}\n", - "thirtypercentless = {'name': 'Women earn 30% less than men', 'x': [0, 2357.143], 'y': [0, 0.7*2357.143],'line':{'color':'#D2D2D2','width':2},'mode':'lines'}\n", - "\n", - "layout = {'autosize':False,\n", - "\t\t\t'font':{'color':\"rgb(33, 33, 33)\",'family':\"Arial, sans-serif\",'size':12},\n", - "\t\t\t'height':650,\n", - "\t\t\t'width':1100,\n", - "\t\t\t'xaxis':{\n", - "\t\t\t\t'range':[0,2437],\n", - "\t\t\t\t'type': 'linear',\n", - "\t\t\t\t'ticks': 'none',\n", - "\t\t\t\t'autorange': False,\n", - "\t\t\t\t'zeroline': False,\n", - "\t\t\t\t'mirror': False,\n", - "\t\t\t\t'linecolor':'white',\n", - "\t\t\t\t'tickcolor':'white',\n", - "\t\t\t\t'autotick':False,\n", - "\t\t\t\t'dtick': 250,\n", - "\t\t\t\t'gridwidth': .7\n", - "\t\t\t},\n", - "\t\t\t'yaxis':{\n", - "\t\t\t\t'range':[0,1650],\n", - "\t\t\t\t'type': 'linear',\n", - "\t\t\t\t'ticks': 'none',\n", - "\t\t\t\t'autorange': False,\n", - "\t\t\t\t'zeroline': False,\n", - "\t\t\t\t'mirror': False,\n", - "\t\t\t\t'linecolor':'white',\n", - "\t\t\t\t'tickcolor':'white',\n", - "\t\t\t\t'autotick':False,\n", - "\t\t\t\t'dtick': 250,\n", - "\t\t\t\t'gridwidth': .7\n", - "\t\t\t},\n", - "\t\t\t'legend':{\n", - "\t\t\t\t 'bgcolor': \"#F0F0F0\",\n", - "\t\t\t\t 'bordercolor': \"#F0F0F0\",\n", - "\t\t\t\t 'borderwidth': 10,\n", - "\t\t\t\t 'x': 0.0845912623961403,\n", - "\t\t\t\t 'y': 0.9811399147727271,\n", - "\t\t\t\t 'traceorder': 'reversed'\n", - "\t\t\t},\n", - "\t\t\t'margin':{'b':80,'l':100,'pad':2,'r':250,'t':80},\n", - "\t\t\t'annotations':[{\n", - "\t\t\t\t\t'text':\"Source: Bureau of Labor Statistics - Census Bureau\",\n", - "\t\t\t\t\t'x':2100,\n", - "\t\t\t\t\t'y':30,\n", - "\t\t\t\t\t'showarrow':False,\n", - "\t\t\t\t\t'ref':'plot',\n", - "\t\t\t\t\t'align':'left',\n", - "\t\t\t\t\t'font':{'size':'9'}\n", - "\t\t\t\t},{\n", - "\t\t\t\t\t'text':\"Men's median weekly earnings\",\n", - "\t\t\t\t\t'x':1120,\n", - "\t\t\t\t\t'y':70,\n", - "\t\t\t\t\t'showarrow':False,\n", - "\t\t\t\t\t'ref':'plot',\n", - "\t\t\t\t\t'align':'left',\n", - "\t\t\t\t\t'font':{'size':'13'}\n", - "\t\t\t\t},{\n", - "\t\t\t\t\t'text':\"Women's
median weekly
earnings\",\n", - "\t\t\t\t\t'x':40,\n", - "\t\t\t\t\t'y':870,\n", - "\t\t\t\t\t'showarrow':False,\n", - "\t\t\t\t\t'ref':'plot',\n", - "\t\t\t\t\t'align':'left',\n", - "\t\t\t\t\t'font':{'size':'13'}\n", - "\t\t\t\t},{\n", - "\t\t\t\t\t'text':\"Roll over
dots for
information\",\n", - "\t\t\t\t\t'x':1870,\n", - "\t\t\t\t\t'y':630,\n", - "\t\t\t\t\t'showarrow':False,\n", - "\t\t\t\t\t'ref':'plot',\n", - "\t\t\t\t\t'align':'left',\n", - "\t\t\t\t\t'font':{'size':'14'}\n", - "\t\t\t\t},\n", - "\t\t\t]\n", - "\t\t}\n", - "py.iplot([equal, tenpercentless, twentypercentless, thirtypercentless,\\\n", - " service, production, science, management, entertainment], layout=layout, width=1150, height=700)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 } ], "metadata": {} } ] -} \ No newline at end of file +} From 8b1daf51ba718d41c89bc27b06835643a2c96280 Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 16 Jul 2014 00:14:47 +0200 Subject: [PATCH 015/163] Replace old content with redirect notebook --- Plotly Quickstart.ipynb | 615 +--------------------------------------- 1 file changed, 7 insertions(+), 608 deletions(-) diff --git a/Plotly Quickstart.ipynb b/Plotly Quickstart.ipynb index fd58ce5..374a56a 100644 --- a/Plotly Quickstart.ipynb +++ b/Plotly Quickstart.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "" + "name": "This notebook has moved" }, "nbformat": 3, "nbformat_minor": 0, @@ -10,625 +10,24 @@ { "cell_type": "markdown", "metadata": {}, - "source": [ - "# Quickstart with Plotly\n", - "\n", - "You can install `plotly` with `pip`:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " $ pip install plotly\n", - "\n", - "If that didn't work, try it with `sudo`:\n", - "\n", - " $ sudo pip install plotly", - "\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Make sure that you have the latest version:" - ] + "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" }, { "cell_type": "code", "collapsed": false, - "input": [ - "print plotly.__version__" - ], + "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", "language": "python", "metadata": {}, "outputs": [ { - "output_type": "stream", - "stream": "stdout", - "text": [ - "0.5.10\n" - ] - } - ], - "prompt_number": 2 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Let's make one of our favorite graphs: the [Hans Rosling](http://www.ted.com/talks/hans_rosling_shows_the_best_stats_you_ve_ever_seen.html) bubble chart" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Load up the data. You can just copy 'n paste this block, all we're doing is just downloading and loading this CSV: [https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv](https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import urllib2, StringIO, csv\n", - "\n", - "url = 'https://gist.github.com/chriddyp/8818473/raw/d8c73ff66a190a84eb8c6c19df4d8865673234ca/2007gapminder.csv'\n", - "response = urllib2.urlopen(url).read()\n", - "output = StringIO.StringIO(response)\n", - "cr = csv.reader(output)\n", - "def tryFloat(d):\n", - " try:\n", - " return float(d)\n", - " except ValueError:\n", - " return d\n", - "\n", - "data = [[tryFloat(dij) for dij in di] for di in cr]" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's take a look at the first few rows:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "for row in data[0:10]:\n", - " print row" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "['Country', 'Population', 'Continent', 'lifeExp', 'gdpPercap']\n", - "['Afghanistan', 31889923.0, 'Asia', 43.828, 974.5803384]\n", - "['Albania', 3600523.0, 'Europe', 76.423, 5937.029526]\n", - "['Algeria', 33333216.0, 'Africa', 72.301, 6223.367465]\n", - "['Angola', 12420476.0, 'Africa', 42.731, 4797.231267]\n", - "['Argentina', 40301927.0, 'Americas', 75.32, 12779.37964]\n", - "['Australia', 20434176.0, 'Oceania', 81.235, 34435.36744]\n", - "['Austria', 8199783.0, 'Europe', 79.829, 36126.4927]\n", - "['Bahrain', 708573.0, 'Asia', 75.635, 29796.04834]\n", - "['Bangladesh', 150448339.0, 'Asia', 64.062, 1391.253792]\n" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly graphs are made by building an array of dictionaries, where each dictionary describes a `trace`, or a `series` in the plot.\n", - "\n", - "In this case, each `trace` will be a different continent. In this example, the dicts will have `x`, `y`, `text`, and `marker` size data." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import math\n", - "graph_data = [] # the data structure that will describe our plotly graph\n", - "for continent in ['Asia', 'Europe', 'Africa', 'Americas', 'Oceania']:\n", - " graph_data.append(\n", - " {\n", - " 'name': continent, # the \"name\" of this series is the Continent\n", - " 'x': [row[4] for row in data if row[2] == continent], # \"x\" data is GDP Per Capita\n", - " 'y': [row[3] for row in data if row[2] == continent], # \"y\" data is Life Expectancy\n", - " 'text': [row[0] for row in data if row[2] == continent], # \"text\" data is the Country\n", - " \n", - " 'type': 'scatter',\n", - " 'mode': 'markers',\n", - "\n", - " 'marker': { # specify the style of the individual scatter points\n", - " 'size': [math.sqrt(row[1])/1.e3 for row in data if row[2] == continent], # scale the \"marker\" size to each Country's population\n", - " 'sizemode': 'area',\n", - " 'sizeref': 0.05,\n", - " 'opacity': 0.55\n", - " }\n", - " })" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The rest of the graph, like the axes, title, and legend, is described by a `layout` dict" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "layout = {\n", - " 'xaxis': {'title': 'GDP Per Capita'},\n", - " 'yaxis': {'title': 'Life Expectancy'},\n", - " 'title': 'Hans Rosling Bubble Chart
2007'\n", - "}" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Now, let's plot it. Giddyup!" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py.iplot(graph_data, layout=layout, \n", - " filename='My first plotly graph', fileopt='overwrite', \n", - " world_readable=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`py.iplot` saves the graph in your plotly account and embeds the graph in an IFrame inside the notebook. The [plotly - data and graph \u00bb](https://plot.ly/~IPython.Demo/1085) link in the lower right corner of the plot takes you to your newly created graph at a unique URL. Here is mine: [https://plot.ly/~IPython.Demo/1085](https://plot.ly/~IPython.Demo/1085).\n", - "\n", - "\n", - "### Since your graph is online\n", - "\n", - "you can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n", - "\n", - "### You can also edit the graph in the plotly web-app\n", - "\n", - "![](https://dl.dropboxusercontent.com/s/nvn5sbbv3sk1ncs/Screenshot%202014-02-10%2022.41.13.png?dl=1&token_hash=AAFHcRou2vSDh-TsRnfZhXQdvGuCLvYy5cWBnlKYrWQgpQ)\n", - "\n", - "I edited the graph we just made inside the plotly web-app. It's a bit more minimal and the x-axis is logarithmic. All of the options available to customize your graph in the web-app are exposed through the API.\n", - "\n", - "Check out my new version here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21). Below, I embed it in our notebook:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# `display` embeds plotly graphs in IPython notebooks as IFrames\n", - "plotly.display(\"https://plot.ly/~ChrisP/21\")" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], + "html": "\n\n", "metadata": {}, "output_type": "pyout", - "prompt_number": 9, - "text": [ - "" - ] + "prompt_number": 2, + "text": "" } ], - "prompt_number": 9 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\n", - "The graph that we just made can be viewed here: [https://plot.ly/~ChrisP/21](https://plot.ly/~ChrisP/21) and that graph's data lives here: [https://plot.ly/21/~ChrisP/data](https://plot.ly/21/~ChrisP/data).\n", - "\n", - "\n", - "Usage, Your Data Rights, and Private Graphs\n", - "-------------------------------------------\n", - "\n", - "When you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans). It's just like GitHub.\n", - "\n", - "By default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import math\n", - "t = [i*2*math.pi/100 for i in range(100)]\n", - "x = [16.*math.sin(ti)**3 for ti in t]\n", - "y = [13.*math.cos(ti)-5*math.cos(2*ti)-2*math.cos(3*ti)-math.cos(4*ti) for ti in t]\n", - "trace0 = {'x': x, 'y': y, 'line': {'color': 'red', 'width': 6}}\n", - "axes = {'ticks': '', 'showline': False, 'zeroline': False}\n", - "layout = {'xaxis': axes, 'yaxis': axes}\n", - "py.iplot([trace0], layout = layout, filename=\"public hearts\", world_readable=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And the same graph, but with a private setting:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py.iplot([trace0], layout = layout, filename=\"private hearts\", world_readable=False)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Preventing the graph from opening in your browser\n", - "-------------------------------------------------\n", - "\n", - "If your plotting from your Python command line, using the method `py.plot`, your graphs will automatically open for you in your browser. To turn this off, run:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py.ioff() # interactive mode off" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 12 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "and back on again:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py.ion() # interactive mode on" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 13 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting with NumPy, Datetime, and $\\LaTeX$\n", - "---------------------------------------------------" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "\n", - "boxes = [{'y': np.random.randn(50), 'type': 'box', 'boxpoints': 'all', 'jitter': 0.5, 'pointpos': -1.8} for i in range(10)]\n", - "\n", - "layout = {'title': 'NumPy Boxes',\n", - " 'showlegend': False, \n", - " 'yaxis': {'zeroline': False, 'ticks': '', 'showline': False},\n", - " 'xaxis': {'ticks': '', 'showgrid': False, 'showline': False}}\n", - "\n", - "py.iplot(boxes, layout = layout, filename='numpy boxes', fileopt='overwrite')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 14, - "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import datetime\n", - "import random\n", - "\n", - "N = 500\n", - "now = datetime.datetime.now()\n", - "x = [ datetime.timedelta(hours=i) + now for i in range(N) ]\n", - "y = [ math.sin(i*5*math.pi/N)*math.exp(-2.*i/N)+random.random()/3. for i in range(N) ]\n", - "\n", - "layout = {'title': 'Datetime Decay', \n", - " 'annotations': [{\n", - " 'text':'The date-formatted x-axis will increase it\\'s time-resolution when you zoom.'+\\\n", - " '
Click-and-drag your mouse on the plot to see how it responds!',\n", - " 'xref': 'paper', 'yref': 'paper', 'showarrow': False, 'x':0, 'y': 0}]}\n", - "\n", - "py.iplot([{'x':x, 'y':y, 'mode':'markers'}], \n", - " layout=layout, \n", - " filename='Datetime Decay', \n", - " fileopt='overwrite')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "import math\n", - "x = np.linspace(-7, 7, 100)\n", - "y0 = x\n", - "y1 = y0 - x**3/math.factorial(3)\n", - "y2 = y1 + x**5/math.factorial(5)\n", - "y3 = y2 - x**7/math.factorial(7)\n", - "y4 = y3 + x**9/math.factorial(9)\n", - "y5 = np.sin(x)\n", - "\n", - "linestyle = {'line': {'color': '#7FDBFF', 'dash': 'dot'}}\n", - "\n", - "data = [{'x': x, 'y': y0},\n", - " {'x': x, 'y': y1},\n", - " {'x': x, 'y': y2},\n", - " {'x': x, 'y': y3},\n", - " {'x': x, 'y': y4},\n", - " {'x': x, 'y': y5, 'line': {'color': '#0074D9'}}]\n", - "\n", - "layout = {'yaxis': {'range': [-4.5, 4.5], 'zeroline':False, 'ticks':'','showline':False}, \n", - " 'xaxis': {'showgrid':False,'showline':False, 'zeroline':False, 'ticks':''}, \n", - " 'showlegend': False,\n", - " 'title': '$\\\\sin(x)=\\sum\\limits_{k=0}^{\\infty}\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$'}\n", - "\n", - "py.iplot(data, \n", - " layout=layout, \n", - " style=linestyle, \n", - " traces=[0,1,2,3,4], \n", - " filename='LaTeX', \n", - " fileopt='overwrite')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 16, - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Flexible Axes and Subplots\n", - "--------------------------\n", - "\n", - "Plotly abstracts subplots and insets as axes, so it's easy to let subplots share axes and interactivity.\n", - "\n", - "For example, this graph has two yaxes and two axes. Each column of plots share the same x-axis, and each row of plots share the same y-axis. Try zooming in any section of the plot (click-and-drag to zoom)!" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np\n", - "\n", - "x0 = np.concatenate([np.random.randn(100), np.random.randn(100)+6])\n", - "y0 = np.random.rayleigh(size=200)\n", - "\n", - "histogram2d = { \"x\": x0, \"y\": y0, \"type\": \"histogram2d\"}\n", - "\n", - "histogramy1 = {\"y\": y0, \"type\": \"histogramy\", \"xaxis\": \"x2\", \"yaxis\": \"y\", \"bardir\": \"h\", \n", - " \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n", - "histogramy2 = {\"x\":x0, \"type\": \"histogramx\", \"xaxis\": \"x\", \"yaxis\": \"y2\",\n", - " \"marker\":{\"color\":\"rgb(31, 119, 180)\"}}\n", - "\n", - "layout = {\n", - " \"xaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", - " \"yaxis\":{ \"domain\":[0,0.8], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", - " \"xaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", - " \"yaxis2\":{ \"domain\":[0.82,1.0], \"showgrid\":False, \"showline\":False, \"zeroline\":False },\n", - " \"showlegend\":False,\n", - "}\n", - "py.iplot([histogram2d, histogramy1, histogramy2],\n", - " layout=layout, \n", - " filename='histogram subplots', \n", - " fileopt='overwrite')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 17, - "text": [ - "" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Check out more Plotly-IPython Notebooks\n", - "- [Bubble Chart Explorer](http://nbviewer.ipython.org/github/plotly/IPython-plotly/blob/master/Bubble%20Chart%20Explorer.ipynb)\n", - "- [Running MATLAB in IPython with Plotly Graphs](http://nbviewer.ipython.org/gist/anonymous/8868059)\n", - "\n", - "### More resources \n", - "- [Plotly Documentation](https://plot.ly/API)\n", - "- [Plotly GitHub](https://github.com/plotly)\n", - "- [@plotlygraphs](http://twitter.com/plotlygraphs)\n", - "- [Plotly Facebook](https://facebook.com/plotly)\n", - "- [The Plotly Team](https://plot.ly/team)\n", - "- " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "*Hearts* \n", - "Team Plotly \n", - "Montr\u00e9al | SF | Boston" - ] + "prompt_number": 2 } ], "metadata": {} From 43b1b203ce2986177610ba0d5856ebbb5905e8ba Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 16 Jul 2014 00:18:09 +0200 Subject: [PATCH 016/163] Replace old content with redirect notebook --- MATLAB Bridge.ipynb | 88 ++++++--------------------------------------- 1 file changed, 11 insertions(+), 77 deletions(-) diff --git a/MATLAB Bridge.ipynb b/MATLAB Bridge.ipynb index 89b436a..3856d85 100644 --- a/MATLAB Bridge.ipynb +++ b/MATLAB Bridge.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "MATLAB Bridge" + "name": "MATLAB notebook has moved" }, "nbformat": 3, "nbformat_minor": 0, @@ -10,101 +10,35 @@ { "cell_type": "markdown", "metadata": {}, - "source": "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n=====================================\n\nWith [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n------------------------------------------------------------------------\n\nCheck out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n\nQuestions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Let's start our MATLAB server:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "import pymatbridge as pymat\nip = get_ipython()\npymat.load_ipython_extension(ip, \n matlab='/Applications/MATLAB_R2013a.app/bin/matlab')", - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": "Starting MATLAB on http://localhost:54743\n visit http://localhost:54743/exit.m to shut down same\n" - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "MATLAB started and connected!\n" - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Giddyup! Now let's make a plotly graph in MATLAB. The following MATLAB code is taken from the [MATLAB-Plotly gallery](https://plot.ly/MATLAB/script-demos/gaussian-distribution-histogram-area-example/)." + "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/matlab/](https://plot.ly/matlab/) \n\n# for our latest documentation" }, { "cell_type": "code", "collapsed": false, - "input": "%%matlab\napi_path = '/Users/chris/plotlygithub/MATLAB-api';\naddpath(genpath(api_path));\napi_key = '1ch7o7hdu7';\nusername = 'ChrisP';\nsignin(username, api_key);\n\nlayout = struct('autosize', false,'width', 600, 'height', 400, 'showlegend', false,...\n\t'xaxis' , struct('linecolor','rgba(0, 0, 0, 0)','ticks','',...\n\t 'showgrid',false,'zeroline',false,'showticklabels',false),...\n\t'yaxis' , struct('linecolor','rgba(0, 0, 0, 0)','ticks','',...\n\t 'showgrid',false,'zeroline',false,'showticklabels',false));\n\nr = plotly({struct('y', randn(5000,1),...\n\t\t\t'type', 'histogramy',...\n\t\t\t'histnorm','probability density',...\n\t\t\t'autobinx', false,...\n\t\t\t'xbins',struct('start', -2.5, 'end', 3, 'size', 0.5)),...\n\n\t\tstruct('x',linspace(-5,5,100),...\n\t\t\t'y', 1./sqrt(2*3.14)*exp(-linspace(-5,5,100).^2/2.),...\n\t\t\t'fill','tozeroy',...\n\t\t\t'marker',struct('color', 'rgba(111, 168, 220, 0.44)'))},...\n\t\tstruct('layout',layout, 'filename', 'matlab bridge', 'fileopt', 'overwrite'));\ndisp(r.url)", + "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", "language": "python", "metadata": {}, "outputs": [ { + "html": "\n\n", "metadata": {}, - "output_type": "display_data", - "text": "https://plot.ly/~ChrisP/30\n" + "output_type": "pyout", + "prompt_number": 2, + "text": "" } ], - "prompt_number": 9 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "The `plotly` MATLAB command sends data to my [plotly account](https://plot.ly/~ChrisP) and returns the unique url [https://plot.ly/~ChrisP/30](https://plot.ly/~ChrisP/30) where anyone can view the rendered graph.\n\nEvery plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." + "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, - "input": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)", + "input": "", "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 18 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Let's take a look at the graph we generated above" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot('https://plot.ly/~ChrisP/30')", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 19, - "text": "" - } - ], - "prompt_number": 19 + "outputs": [] } ], "metadata": {} } ] -} \ No newline at end of file +} From ed66084410d384b752bc8ce51f3811c043fd7bbe Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 16 Jul 2014 00:21:25 +0200 Subject: [PATCH 017/163] Tell people about latest documentation --- README.md | 41 +++-------------------------------------- 1 file changed, 3 insertions(+), 38 deletions(-) diff --git a/README.md b/README.md index a4a6662..27b08b4 100644 --- a/README.md +++ b/README.md @@ -1,41 +1,6 @@ -IPython-Plotly: Interactive Graphs -====== +These notebooks have moved! Check out [https://plot.ly/python/](https://plot.ly/python/) for our latest documentation. -Use Plotly's scientific graphing libraries and IPython to make interactive, publication-quality graphs -in your web browser. It's the NYT graphics department inside your IPython notebook. +Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs) -[IPython-Plotly Notebooks on NBViewer](http://nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/) ------------------------------ +![Plotly logo](http://i.imgur.com/4vwuxdJ.png) - -Gallery Examples -------------- - -Want more? Find these examples and the Python code used to create them at [https://plot.ly/api/python](https://plot.ly/api/python) - - - ![](https://f.cloud.github.com/assets/5034604/1587845/c6098d92-5242-11e3-816e-10d96a545efa.png "Example plots") - -Installation ------------- - -Follow easy installation instructions at [https://plot.ly/api/python](https://plot.ly/api/python) - -Development ------------ - -Please submit any bugs you encounter to feedback@plot.ly. For private dashboard uses, see [plotly.js](https://plot.ly/developers) - -Connecting ------------ - -You can also connect with us on [Facebook](facebook.com/plotly), [Twitter](https://twitter.com/plotlygraphs), and [Google +](https://plus.google.com/+PlotLy) - -Some Feedback ----------------------- - -"Plotly was key for getting NASA approval to launch a CubeSat for space exploration." -Professor Carl Brandon, Vermont Technical College - -"Plotly is my absolute favorite way to communicate data and complex ideas to my readers." -Dylan Matthews, Columnist and Data Journalist, Washington Post - -"@plotlygraphs Continues to kick ass with their latest release of their plotting api. Multiple coordinated charts rock!" -Stanford robotics guru From f4e3d47d3d2b724aee5b7b75812498d5bbb745d1 Mon Sep 17 00:00:00 2001 From: chriddyp Date: Wed, 16 Jul 2014 00:22:22 +0200 Subject: [PATCH 018/163] Replace old content with redirect notebook --- See more/Documentation.ipynb | 2444 +--------------------------------- 1 file changed, 7 insertions(+), 2437 deletions(-) diff --git a/See more/Documentation.ipynb b/See more/Documentation.ipynb index 1f988d4..374a56a 100644 --- a/See more/Documentation.ipynb +++ b/See more/Documentation.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "" + "name": "This notebook has moved" }, "nbformat": 3, "nbformat_minor": 0, @@ -10,2454 +10,24 @@ { "cell_type": "markdown", "metadata": {}, - "source": [ - "Plotly and IPython - Documentation and Examples\n", - "===\n", - "\n", - "Background\n", - "---\n", - "Plotly ([https://plot.ly](https://plot.ly)) is a collaborative data analysis and graphing platform. Plotly's IPython Graphing Library ([https://plot.ly/api/python](https://plot.ly/api/python)) interfaces Plotly's online graphing tools with your IPython notebook environment. Send data to your Plotly account, embed the graphs in your IPython notebook, and share them in your web browser. Style with code or with our online interface; share your work publicly with a url or privately among other Plotly members; access your graphs from anywhere.\n", - "\n", - "Learn More\n", - "---\n", - "- A talk and a demo: [Using Plotly and IPython for Scientific Computing](https://www.youtube.com/watch?v=zG8FYPFU9n4&feature=youtu.be&a)\n", - "- Plotly Homepage: [https://plot.ly](https://plot.ly)\n", - "- Plotly APIs for [Python](https://plot.ly/api/python), [Julia](https://plot.ly/api/julia), [MATLAB](https://plot.ly/MATLAB), [R](https://plot.ly/api/R), [Arduino](https://plot.ly/api/arduino), [Perl](https://plot.ly/api/perl) and our [REST protocol](https://plot.ly/api/REST)\n", - "- Contribute to this doc on [Github](https://github.com/plotly/)\n", - "\n", - "Let us know what you think\n", - "---\n", - "\n", - "- \n", - "- [Plotly on Twitter](https://twitter.com/plotlygraphs)\n", - "- [Plotly on Facebook](https://facebook.com/Plotly)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Import and sign up to plotly\n", - "===\n", - "You can sign up through the API. We'll generate an temporary password and an API key for you. You can reset your password here: [https://plot.ly/accounts/password/reset/](https://plot.ly/accounts/password/reset/) and you can reset your API key here: [https://plot.ly/api/key](https://plot.ly/api/key)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "#username = 'chris'\n", - "#email = 'xxxxxx@email.com'\n", - "\n", - "#res = plotly.signup(username,email)\n", - "#print res\n", - "#py = plotly.plotly(res['un'], res['email'])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py = plotly.plotly('IPython.Demo', '1fw3zw2o13')" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "50 Box Plots with 1 Line" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "py.iplot([{'y': random.randn(5), 'type': 'box'} for i in range(50)], layout={'showlegend': False})" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "That graph is interactive! Click and drag to zoom, shift-click and drag to pan, double-click to autoscale.\n", - "\n", - "It's also saved in your newly created plotly account. Click \"view in plotly\" to open it up in our online interface which includes a GUI for styling the graph." - ] - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Concentric Annuli" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "\n", - "# fill several concentric annuli with random points of equal density\n", - "# color with the \"hue, saturation, lightness, alpha\" color code (hsla)\n", - "# by keeping the hue, saturation, and alpha channels constant and marching\n", - "# up the lightness channel\n", - "\n", - "\n", - "t = 0.1 # thickness\n", - "radius = arange(t, 5., t) \n", - "density = 30.\n", - "data = []\n", - "\n", - "for i in range(len(radius)):\n", - " r = radius[i]\n", - " npoints = density * pi * (r**2 - (r-t)**2)\n", - " rand_radius = t*random.rand(npoints)+r\n", - " rand_angle = random.rand(npoints)*2*pi\n", - " x = rand_radius*cos(rand_angle)\n", - " y = rand_radius*sin(rand_angle)\n", - " color = 'hsla(284, 100%, '+str(10+i*90/len(radius))+'%, 0.88)'\n", - " data.append({'x': x, 'y': y, 'type':'scatter','mode':'markers','marker':{'color':color}})\n", - "\n", - "l={'autosize': False,'width': 550, 'height': 550,\n", - "\t'xaxis' : { \"ticks\": \"\", \"gridcolor\": \"white\", \"zerolinecolor\": \"white\", \"linecolor\": \"rgb(0, 0, 0)\", \"linewidth\": 3 },\n", - "\t'yaxis' : { \"ticks\": \"\", \"gridcolor\": \"white\", \"zerolinecolor\": \"white\", \"linecolor\": \"rgb(0, 0, 0)\", \"linewidth\": 3 },\n", - "\t'plot_bgcolor': 'rgb(229,229,229)', 'showlegend': False, 'hovermode': 'closest'}\n", - "\n", - "py.iplot(data,layout=l)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 6, - "text": [ - "[{'marker': {'color': 'hsla(284, 100%, 10%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([], dtype=float64),\n", - " 'y': array([], dtype=float64)},\n", - " {'marker': {'color': 'hsla(284, 100%, 11%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 0.01214673, -0.22022999]),\n", - " 'y': array([-0.2375811 , 0.00708278])},\n", - " {'marker': {'color': 'hsla(284, 100%, 13%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 0.33577187, -0.03324721, 0.13614115, 0.24114935]),\n", - " 'y': array([ 0.12299675, -0.32658699, -0.29877107, 0.24587383])},\n", - " {'marker': {'color': 'hsla(284, 100%, 15%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.45175933, 0.37188667, 0.14924306, 0.30152727, -0.37732359,\n", - " -0.16003478]),\n", - " 'y': array([ 0.18219554, -0.20528274, -0.40314441, -0.32791821, -0.21893816,\n", - " 0.39503453])},\n", - " {'marker': {'color': 'hsla(284, 100%, 17%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.19005272, 0.27475315, -0.15362468, 0.50112427, 0.0543262 ,\n", - " 0.51576731, -0.47230752, -0.50146227]),\n", - " 'y': array([-0.47191884, 0.51770154, 0.54926399, 0.14377545, -0.56621523,\n", - " 0.12033637, 0.34638856, -0.32786508])},\n", - " {'marker': {'color': 'hsla(284, 100%, 19%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.57987746, -0.61660114, 0.14806909, -0.29787329, 0.64609899,\n", - " 0.45139571, -0.49902017, 0.37336915, 0.57176377, 0.49291761]),\n", - " 'y': array([-0.163875 , -0.25079953, -0.64992459, 0.62117431, -0.14703246,\n", - " -0.47436425, 0.34557961, -0.54719131, 0.3505119 , 0.47100968])},\n", - " {'marker': {'color': 'hsla(284, 100%, 21%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.100509 , 0.78051288, -0.05438818, 0.23878167, -0.26472417,\n", - " 0.06662206, -0.61865236, 0.68194501, -0.22740637, -0.70467275,\n", - " 0.39243666, -0.70131502]),\n", - " 'y': array([ 0.71877042, -0.01063662, -0.78427784, 0.73444097, 0.659179 ,\n", - " -0.73178852, -0.35502313, 0.26916865, 0.66913323, 0.15627788,\n", - " 0.6196135 , 0.17506177])},\n", - " {'marker': {'color': 'hsla(284, 100%, 22%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.62520627, -0.72855288, -0.8380571 , 0.35547682, -0.83358831,\n", - " 0.87445329, -0.71160346, 0.36279866, 0.3192273 , 0.74154169,\n", - " -0.63455635, -0.29907838, -0.71388496, -0.83965151]),\n", - " 'y': array([-0.63585204, -0.48219346, 0.06435285, -0.74694941, 0.08550071,\n", - " 0.15506617, -0.44371042, 0.71524291, 0.74653392, -0.44615035,\n", - " -0.56140419, 0.824814 , -0.48242548, 0.21557611])},\n", - " {'marker': {'color': 'hsla(284, 100%, 24%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.83771783, 0.92309693, 0.71704165, 0.72489463, -0.19968822,\n", - " 0.51978312, 0.17802252, 0.72939401, 0.81754998, 0.48703621,\n", - " -0.08410053, 0.76725447, -0.61693602, 0.81954811, 0.67156053,\n", - " -0.70951604]),\n", - " 'y': array([ 0.43310331, 0.09997642, 0.60640211, -0.61831133, 0.90622316,\n", - " 0.79354758, -0.97471819, -0.56252714, 0.51002785, -0.76543787,\n", - " 0.94623674, 0.5301777 , -0.67109939, -0.48483941, -0.67305339,\n", - " 0.64260227])},\n", - " {'marker': {'color': 'hsla(284, 100%, 26%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.08292239, -1.09582599, -0.30979448, -0.82777528, 1.00480177,\n", - " 0.45122459, -0.53321806, -0.31626567, 0.85338366, 1.01939024,\n", - " 0.49981902, -0.50937804, 0.02769857, 0.78759429, 1.06963685,\n", - " -0.16894389, 1.06149204]),\n", - " 'y': array([-0.06033547, -0.06617342, 1.0064026 , -0.68031416, 0.25355833,\n", - " 0.92331544, -0.8745127 , -0.96086749, 0.64744323, 0.35005507,\n", - " -0.97165278, -0.9287885 , -1.04388805, -0.69331232, -0.12302094,\n", - " -0.99410882, -0.0109062 ])},\n", - " {'marker': {'color': 'hsla(284, 100%, 28%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 0.38847961, -0.50567899, 0.91489035, 1.05628907, -1.0831958 ,\n", - " 0.93631108, 0.53358503, -0.27513708, 0.63274694, 0.38348283,\n", - " 0.91135706, -0.14987029, -0.93347502, 0.10488119, 0.29664195,\n", - " 0.07209601, -0.96182574, 0.5521202 , 0.79882843]),\n", - " 'y': array([-1.04241809, -0.98056401, 0.70703816, 0.32463709, 0.25325297,\n", - " -0.60284253, 0.99304947, -1.16265715, 1.0189308 , -1.0769795 ,\n", - " -0.68769992, -1.1484073 , -0.67421242, -1.16528992, 1.11039039,\n", - " 1.12533397, -0.69400099, 0.99868919, -0.79374802])},\n", - " {'marker': {'color': 'hsla(284, 100%, 30%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 1.14240128, -1.16550445, -0.24995227, -0.92451344, 1.1088185 ,\n", - " -0.22834807, -1.07339895, 1.18765408, -0.83625619, -1.14599291,\n", - " 1.21056375, -1.18920463, -0.67744128, -0.97546968, -1.17694949,\n", - " 1.03135422, 0.33009198, 0.24390524, 0.8984173 , 0.44772498,\n", - " -1.15004618]),\n", - " 'y': array([ 0.41489085, -0.46765001, -1.17573376, -0.80514345, 0.5104004 ,\n", - " -1.27370682, 0.65781412, 0.32336376, 0.88928578, 0.37654071,\n", - " -0.36739184, 0.22499283, 1.00296309, -0.77800231, 0.31074294,\n", - " 0.78996492, -1.16779949, -1.22435265, 0.83963787, 1.15613168,\n", - " 0.58065048])},\n", - " {'marker': {'color': 'hsla(284, 100%, 32%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.31547361, 1.36399868, -0.85652574, -0.77818792, -0.84058259,\n", - " 0.28366859, -1.3476185 , -1.15930379, -0.68529947, -0.29746037,\n", - " -0.97619473, 0.84714007, 1.38382791, 0.94235674, -0.96352281,\n", - " -1.04944954, 0.18470044, 0.67731984, -0.6016997 , -1.332069 ,\n", - " -1.25089758, 0.83705435, -0.78719343]),\n", - " 'y': array([ 1.27269744, 0.20986921, -1.05652986, 1.15601567, -1.08673765,\n", - " 1.32071031, 0.05427019, 0.73003261, 1.13544906, 1.36475448,\n", - " 0.99192976, 1.06869452, 0.07101795, -1.00070339, -0.8847195 ,\n", - " -0.83514968, -1.36761159, 1.22301335, -1.17338128, -0.41054147,\n", - " -0.55589497, -1.07067699, -1.1443868 ])},\n", - " {'marker': {'color': 'hsla(284, 100%, 33%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.37493431, -1.45856486, 0.96493451, -1.31074309, 1.28570683,\n", - " -0.33998734, -0.06622145, -1.36626602, -1.41751775, -0.84849622,\n", - " -0.4549263 , -1.38346779, 0.84074324, -0.81651671, 0.36416613,\n", - " -1.31921802, 0.46311309, -1.20739169, -0.6277558 , 0.02169328,\n", - " 0.70592639, -0.66658044, 0.66534391, 1.35540537, 0.21265614]),\n", - " 'y': array([-0.38556661, 0.07371167, 1.05929736, -0.61712793, 0.55409653,\n", - " 1.45871256, 1.42618003, 0.52948202, 0.33811786, -1.18775936,\n", - " 1.32540763, -0.5692015 , -1.17333975, 1.16387486, -1.43792129,\n", - " 0.49820435, -1.35236464, 0.84668365, 1.27819956, 1.41595815,\n", - " -1.24060118, 1.23466773, -1.2536102 , -0.50640635, 1.40868944])},\n", - " {'marker': {'color': 'hsla(284, 100%, 35%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 1.33472462, -1.10958532, -1.02431865, -0.91642893, 0.8502475 ,\n", - " 1.29585413, -1.43034671, -0.4404428 , -1.49694886, 0.62591864,\n", - " 1.5601309 , 1.5788028 , 0.15312608, -0.81560276, -0.81888509,\n", - " -1.42804211, -1.51283497, -1.27677475, 1.47274674, 1.43956727,\n", - " 0.10430562, 1.37145763, 1.49215778, -1.55469362, -0.36363424,\n", - " -1.31227669, 1.34450632]),\n", - " 'y': array([ 0.77128393, -1.09010026, -1.22319957, 1.28953602, 1.32687104,\n", - " 0.87766776, 0.69233906, -1.47163034, 0.19645515, -1.4368272 ,\n", - " 0.1658413 , 0.09163146, -1.57782774, -1.29620679, -1.29569135,\n", - " 0.56057298, 0.2924431 , 0.85729865, -0.59819675, 0.59133816,\n", - " -1.52707487, -0.72068573, 0.26844666, 0.18442476, 1.53614878,\n", - " 0.90605448, -0.84823502])},\n", - " {'marker': {'color': 'hsla(284, 100%, 37%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 0.48800104, 0.18110283, 1.49751969, -1.05842928, -1.57782085,\n", - " -1.63376963, 1.52773498, 0.7353733 , -1.10929305, 1.66313371,\n", - " -0.43818652, -1.44337504, -1.32836194, -1.21469369, -1.16611989,\n", - " 1.64167282, 0.74131475, -0.12406819, -1.44195792, -0.90680146,\n", - " -1.06684347, 0.30445822, 1.59829511, 1.33879237, 1.17355289,\n", - " -1.52403603, 0.76803105, -1.23659475, -1.17660761]),\n", - " 'y': array([-1.53664659, 1.64215357, -0.73166975, 1.22193294, 0.36881391,\n", - " 0.46602669, -0.63301108, 1.47909163, 1.23732066, 0.22361535,\n", - " -1.57351771, -0.76805814, 1.04490171, 1.07618635, -1.16938089,\n", - " 0.36639125, -1.49937137, 1.61854953, 0.82479682, -1.41852758,\n", - " -1.23796719, -1.65728008, -0.22101091, 0.99898029, -1.12544404,\n", - " 0.65671285, -1.4931086 , -1.1509282 , -1.10363134])},\n", - " {'marker': {'color': 'hsla(284, 100%, 39%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.77092396, 1.34084146, -1.79737288, -1.10024269, -1.71445735,\n", - " -1.5197421 , -1.61823301, -1.62348076, -0.42223516, -1.73149657,\n", - " 0.57532177, -1.29557422, 1.44353726, 1.26483907, 0.9116749 ,\n", - " -1.65151382, 1.64789143, 1.68786233, 1.06575321, -0.29550333,\n", - " -1.00078501, 0.0269082 , 1.72481628, -1.68482437, -1.7146931 ,\n", - " -0.54199666, 1.77126681, 1.73349185, 0.38377888, 1.69465848,\n", - " -1.05385948]),\n", - " 'y': array([-0.31335219, -1.14814154, -0.03108116, -1.34956744, -0.37268277,\n", - " 0.78705412, 0.72806777, -0.6890592 , -1.68271861, 0.08483914,\n", - " 1.60112974, -1.22367548, 0.93374354, 1.25890101, -1.44974607,\n", - " 0.44208656, 0.6440644 , -0.22452389, 1.38391725, 1.74307731,\n", - " -1.41130355, 1.74252042, -0.18751917, 0.62071956, 0.06851198,\n", - " -1.68765026, 0.06082925, -0.34799203, 1.66368069, 0.50522595,\n", - " 1.34795213])},\n", - " {'marker': {'color': 'hsla(284, 100%, 41%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-0.18528117, -1.48609463, -1.51232843, 1.27054442, 0.32124792,\n", - " 0.32551241, 0.89804357, -0.19524275, -1.26692325, -0.95775351,\n", - " 1.62758168, -1.67812759, -0.92364615, 0.69322041, 0.86613544,\n", - " 1.55447383, 1.59816017, -0.62796249, 1.38517371, 0.48312518,\n", - " 0.04143564, 0.10176951, 0.79378327, -1.41841256, 0.45754996,\n", - " 0.82650104, -1.83450051, -1.65745998, 0.49457492, 1.21686283,\n", - " -1.4749 , -0.94496241]),\n", - " 'y': array([-1.82981637, 1.0551856 , -1.04349295, -1.36529148, 1.83781694,\n", - " 1.82656516, -1.64117415, -1.85011652, 1.30293721, 1.54331635,\n", - " 0.95954229, -0.85439259, -1.58881672, -1.69552421, -1.65866464,\n", - " -0.99909644, 0.97967653, -1.70597408, 1.16097632, -1.75053386,\n", - " 1.8615006 , -1.87766983, 1.635633 , -1.1093532 , -1.75973371,\n", - " 1.67986517, -0.2737346 , -0.74962473, 1.82580858, -1.4081816 ,\n", - " -1.0489605 , -1.60851186])},\n", - " {'marker': {'color': 'hsla(284, 100%, 43%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.93599671, 1.68451171, -0.45423044, -0.14047984, 1.31425724,\n", - " -1.91518245, 1.43667601, 0.2307027 , -1.80904037, 1.83307027,\n", - " -0.92527781, 1.69332046, 0.74647142, 0.03451971, 0.89942473,\n", - " -1.65911655, -0.02193104, -0.87465721, -1.67610296, 1.8408447 ,\n", - " 1.34966244, 1.55852439, -1.5359935 , 0.9432178 , 0.43097787,\n", - " 1.11333178, -1.84355609, -0.76993809, 1.58249842, 0.25647273,\n", - " -1.65690752, -1.06548263, -0.7157841 , 0.55872779]),\n", - " 'y': array([-0.15265862, -0.91060492, 1.94228717, -1.92072911, 1.42089578,\n", - " -0.3225104 , -1.2963885 , 1.90078176, 0.68110978, 0.67731791,\n", - " -1.68122951, 0.98429652, 1.8280541 , 1.9126348 , -1.76330566,\n", - " -1.09738659, -1.96060029, 1.78235807, 0.95908148, -0.75097222,\n", - " 1.43545597, -1.23290384, 1.12090975, 1.70844271, -1.95152726,\n", - " -1.58268829, -0.53722544, 1.78768189, 1.16930759, -1.89389065,\n", - " 1.10165867, 1.57952275, -1.82288561, -1.86887092])},\n", - " {'marker': {'color': 'hsla(284, 100%, 44%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 0.63986063, -0.06528081, -1.81264969, 1.75595916, -1.898841 ,\n", - " -1.69687879, -1.32682168, 0.4334523 , 0.45424123, 1.44453613,\n", - " 0.45544467, -2.06879163, -2.00259037, 0.92249418, 0.10008655,\n", - " -2.08533699, 0.38074678, 1.88682303, -1.64710585, -1.5051854 ,\n", - " -1.29967019, -1.96796179, 2.01590831, -0.68412355, 0.82737114,\n", - " 0.12057467, 1.22777664, -1.69248959, 1.69263932, 0.36812967,\n", - " 1.44706312, 0.87982343, -0.61890697, -1.51826944, -0.1709753 ,\n", - " 1.85041442]),\n", - " 'y': array([-1.8980873 , -2.08130359, 0.90365479, -1.11116666, 0.68642346,\n", - " 1.10159591, 1.58410889, 2.00312363, -2.04141224, -1.5220772 ,\n", - " 2.04314754, -0.22617556, 0.04140776, 1.80207621, 2.07237111,\n", - " -0.23411424, 2.02602448, -0.89421529, 1.1603132 , 1.40788799,\n", - " -1.53383952, 0.57945983, 0.24260818, -1.89626772, -1.89581722,\n", - " -2.02328853, 1.59212139, 1.16957549, 1.22303327, 1.99175648,\n", - " 1.41470167, -1.87328142, 1.9324735 , -1.38891781, -2.03848347,\n", - " -0.92890681])},\n", - " {'marker': {'color': 'hsla(284, 100%, 46%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.66856852, -0.33880774, -2.08255918, -2.12423878, -1.91292224,\n", - " 2.12715454, -0.2856337 , -0.60506047, 1.75088274, -0.42818034,\n", - " -1.28336973, 2.09030772, 1.96658016, -1.07820224, -1.86829897,\n", - " -1.75130082, -2.09464253, -2.14679093, 2.03659476, -1.99506366,\n", - " 0.55684538, 0.88364122, -1.09976839, -1.35074688, -2.02012843,\n", - " 1.04949842, -2.08761185, -1.97330391, -0.76146768, 0.89207682,\n", - " 1.03724147, -2.08445274, 1.04704566, 1.89528106, 1.71654008,\n", - " -1.97633111, 1.71632386, 0.02056851]),\n", - " 'y': array([-1.276447 , 2.12317804, 0.51002407, 0.43994636, -0.8750443 ,\n", - " -0.25537399, 2.16447598, -2.06902256, -1.25984513, -2.0784821 ,\n", - " -1.67609859, -0.35672874, 0.82994523, -1.82860876, -1.12815461,\n", - " -1.18032588, 0.22728448, -0.40464767, 0.74518964, -0.70797705,\n", - " 2.12438935, -1.96367695, -1.88201055, 1.7248025 , -0.59662597,\n", - " -1.88799318, 0.66001859, 0.73267848, 2.02171418, -1.97293253,\n", - " 1.89105608, 0.60708391, -1.84373887, 0.95612396, -1.28093382,\n", - " -0.74851349, 1.26025608, -2.1679044 ])},\n", - " {'marker': {'color': 'hsla(284, 100%, 48%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 1.70952966, -1.70796279, 2.08373176, 1.78217438, 0.80781733,\n", - " 2.2101606 , -1.73894223, -1.99727194, 1.5643999 , 0.74282552,\n", - " 2.21868109, -2.08099106, -1.5048849 , -2.10048625, -1.59724089,\n", - " -1.92206604, 2.19006537, 1.82338326, -1.65889543, 0.59267874,\n", - " -1.25321072, 2.06216191, 0.88777711, 1.54456218, 0.90434556,\n", - " -0.73228621, 2.13443223, -0.58451486, 2.24206164, -0.4748311 ,\n", - " 1.6489481 , 1.73088581, 2.06181214, -0.82058627, -1.7745252 ,\n", - " 0.31275065, 2.23146594, 2.22160068, -0.75885725, -0.27068097]),\n", - " 'y': array([-1.49268503, -1.50792729, -0.7531232 , -1.39117245, 2.10931054,\n", - " -0.60953001, -1.49986582, -0.98756554, -1.623478 , 2.13696603,\n", - " 0.57218542, 0.88557212, 1.64381796, 0.88197525, -1.62103536,\n", - " 1.21546623, -0.50724065, -1.3337215 , -1.44865589, 2.1380883 ,\n", - " -1.84433935, 0.97003028, -2.12096744, -1.64910906, 2.06326683,\n", - " -2.1386541 , -0.63958766, -2.18219504, 0.42086574, 2.17750087,\n", - " 1.53115679, 1.3919671 , 1.00906663, -2.06732599, -1.34449268,\n", - " 2.23592326, 0.4310347 , -0.18130758, -2.12958425, -2.20630926])},\n", - " {'marker': {'color': 'hsla(284, 100%, 50%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.31444794, 1.95177104, 0.29661433, -0.06316895, 0.28697831,\n", - " 1.95685593, -2.02552822, -0.89366723, 0.98824241, -2.20647693,\n", - " 2.30900861, -2.33076876, 2.37612968, 2.10525849, 1.60342854,\n", - " 1.47757983, -0.02076909, 1.60623875, -1.49770331, 1.58224811,\n", - " 0.86792886, 1.68049142, -1.18497826, -1.97838683, -0.17408111,\n", - " -1.23522228, 2.32222354, 1.90611773, -0.4419306 , -0.65241353,\n", - " -0.46258267, -2.18674595, 1.90664333, 2.26659298, 1.94848186,\n", - " -0.65983573, -0.68463282, 0.92898259, 0.59394444, 0.57037077,\n", - " -2.1097993 , -0.61279751]),\n", - " 'y': array([-0.03594847, 1.24135885, 2.38037925, 2.37723545, 2.34290533,\n", - " 1.29005106, 1.19297075, -2.16991629, 2.17998777, -0.86487843,\n", - " -0.26024003, 0.44537183, -0.22382503, 1.08850669, -1.67443204,\n", - " -1.78725462, -2.34856927, 1.72111033, 1.80586482, 1.67381066,\n", - " -2.15930877, -1.67524759, 2.05440683, 1.30550424, -2.29769183,\n", - " 1.97868297, -0.31602188, 1.40022248, 2.31398596, 2.28827021,\n", - " -2.30530943, -0.73081943, 1.29210133, -0.74103741, 1.28704503,\n", - " 2.21209735, -2.27122171, -2.14945019, -2.30079678, 2.31212278,\n", - " 1.00019824, -2.24560349])},\n", - " {'marker': {'color': 'hsla(284, 100%, 52%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.14246104, -1.29537581, -0.32703491, 2.15188971, 2.41083222,\n", - " 1.11440894, 2.43918001, -0.26694121, -1.78843164, -2.13942015,\n", - " -2.10125626, -2.25588127, -2.45956421, -1.6441559 , 1.47012209,\n", - " -2.40660704, -2.31442471, 2.1668682 , 2.40897139, -2.10801693,\n", - " -0.3201953 , 1.43210838, 2.03411326, 1.83249529, 2.18065638,\n", - " -2.25490638, 1.22780346, -1.567348 , 2.46889271, 1.52993538,\n", - " -0.19170857, -0.56263395, -2.46452178, -1.45636025, 0.8966784 ,\n", - " -2.23299251, 2.48240676, 0.31358759, -2.30727352, -1.72952051,\n", - " 2.09728119, -1.68567656, 0.32698971, 2.02040577]),\n", - " 'y': array([ 1.24694363e+00, -2.11858344e+00, -2.45541056e+00,\n", - " 1.08961756e+00, 2.19483448e-01, -2.15290556e+00,\n", - " -4.44253902e-01, -2.44178744e+00, 1.71938249e+00,\n", - " -1.23250704e+00, -1.34348593e+00, 1.06909522e+00,\n", - " 1.28081207e-02, -1.84287085e+00, 1.91525312e+00,\n", - " 2.31535200e-01, 8.15614602e-01, -1.14430234e+00,\n", - " 5.58331723e-01, -1.27193828e+00, -2.44492455e+00,\n", - " 2.01259815e+00, -1.38039505e+00, -1.63915748e+00,\n", - " -1.22146184e+00, 1.06559671e+00, 2.10427011e+00,\n", - " 1.83065687e+00, -2.16553593e-01, -1.89530383e+00,\n", - " 2.41393382e+00, -2.41610968e+00, -1.89912881e-01,\n", - " 1.98584447e+00, 2.29876907e+00, -1.01705068e+00,\n", - " -1.43927541e-03, 2.43410868e+00, -8.14094641e-01,\n", - " -1.76294029e+00, 1.33351876e+00, -1.76827001e+00,\n", - " 2.45168508e+00, -1.38861439e+00])},\n", - " {'marker': {'color': 'hsla(284, 100%, 54%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.47243666, 1.33602425, -1.42836543, -2.56092144, 2.24936586,\n", - " 1.72139063, 1.365698 , 0.72302047, 2.49211456, 2.44370207,\n", - " 2.52650041, -1.9015606 , -2.39366321, -1.87874849, 0.48858729,\n", - " -1.34167181, 1.90760011, -2.5726595 , -2.39896285, 0.52649994,\n", - " -2.4527257 , 2.5061412 , 0.971578 , -1.37207512, -2.37476345,\n", - " -2.23729401, 0.31346436, 0.30524666, -1.21958701, 0.89077973,\n", - " 2.39819202, 0.85887391, -2.26755132, -0.27733254, 1.65836514,\n", - " -2.54263395, 1.48515285, -1.34278516, 2.51165945, -2.48740434,\n", - " -1.74995392, -2.32397835, -0.5160473 , 1.21019292, -2.53454114,\n", - " 0.76080476]),\n", - " 'y': array([ 0.56795364, -2.20333115, -2.12861689, 0.1062027 , -1.19205613,\n", - " -1.89310976, 2.09761721, 2.48454105, 0.4010362 , -0.62436334,\n", - " 0.16790061, 1.74935268, -0.89792935, 1.78209083, 2.47598434,\n", - " 2.16504277, -1.67413583, 0.27799262, 0.75023183, -2.50667992,\n", - " 0.65457511, -0.28894064, 2.32354339, -2.19850862, 0.94451995,\n", - " -1.27134566, 2.52072974, -2.52289668, -2.21973333, -2.4100055 ,\n", - " 0.98739268, 2.41003603, -1.24832533, -2.48803489, -1.89565735,\n", - " 0.16975073, -2.01201477, -2.16669745, 0.30555485, 0.728 ,\n", - " 1.85912773, -0.93771115, 2.46539911, -2.26927823, -0.22979272,\n", - " -2.39948561])},\n", - " {'marker': {'color': 'hsla(284, 100%, 55%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.69137637, -2.55081485, 0.83036903, 0.76033123, 0.86160034,\n", - " 2.01916563, 2.20462997, 2.52698788, -1.89656643, -1.98656776,\n", - " -0.28674129, 1.49446093, 1.96479333, 0.48941588, -2.08883756,\n", - " 0.92051709, 2.66723626, -2.6292035 , 0.68159494, -1.53740935,\n", - " -2.43010174, -1.99038859, -1.67631749, 1.77945161, 2.16194811,\n", - " -0.32367703, 2.1012381 , -0.44661145, 2.5927403 , 2.13801106,\n", - " 0.68576166, 2.27247997, -2.58294158, 2.59425612, -0.93923935,\n", - " 0.36331641, 2.14768689, 1.53955714, 1.58857648, -0.22174219,\n", - " -1.49194961, 0.17689208, 2.30124501, -2.33006671, -2.40441138,\n", - " 0.81103646, 2.46637126, -1.2484589 ]),\n", - " 'y': array([ 1.99179809, -0.75944754, -2.5007296 , -2.49507871, 2.55215455,\n", - " -1.71856334, 1.40329424, -0.8627728 , 1.87457427, 1.82321844,\n", - " 2.6434168 , 2.23504284, -1.82296396, -2.62741033, -1.61055436,\n", - " -2.44584711, 0.33416391, -0.58288741, -2.52259432, 2.19815483,\n", - " 1.08180928, 1.77847985, 1.99306516, -1.92745274, -1.54135258,\n", - " 2.63651187, -1.56826648, -2.5666449 , -0.55432049, 1.57479488,\n", - " 2.59444878, -1.3257418 , 0.6903378 , 0.44447926, 2.4340703 ,\n", - " 2.6467024 , 1.51156896, -2.1911282 , 2.12527927, -2.59413453,\n", - " 2.24529738, 2.60056816, 1.35453768, 1.15912106, 1.02188951,\n", - " 2.49889524, -0.82335547, -2.30219592])},\n", - " {'marker': {'color': 'hsla(284, 100%, 57%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 1.74322626, -2.21663331, -2.69105384, -0.29701518, 1.96117664,\n", - " -1.01914618, 0.34259038, -1.65819702, -0.75999125, 1.69184067,\n", - " -2.60474378, -2.48116638, 2.72420076, -1.54000861, -1.91485808,\n", - " 2.73555719, 1.85416428, 2.68819209, -0.19722928, -2.74854788,\n", - " 2.38923988, 1.5378874 , 1.9276426 , 2.11751394, 1.16969005,\n", - " 1.34474705, 0.27783881, 1.46615401, -0.12933902, -2.59703025,\n", - " -1.8044603 , 1.24425503, 0.65835746, 2.48522739, -1.36265449,\n", - " 1.18015124, 1.11081188, -0.90429912, 0.04639823, -1.94970969,\n", - " 2.69255778, -2.0364565 , -1.36531573, -1.6095663 , -2.14807737,\n", - " -2.73551866, 2.69764413, -0.594618 , 2.14254825]),\n", - " 'y': array([ 2.12944982, -1.69363418, -0.32256856, 2.70248357, -1.9228598 ,\n", - " 2.55346675, -2.74747473, 2.15130337, 2.6899227 , 2.12193224,\n", - " -0.93163783, 1.15756532, -0.40664427, -2.21834077, -1.92642027,\n", - " -0.31557914, -1.97927184, -0.70875276, -2.72842095, -0.45532509,\n", - " 1.31203952, 2.33665375, 1.98595674, -1.78201121, 2.49064033,\n", - " -2.38903731, -2.78187442, 2.30450371, -2.70179521, 1.04459903,\n", - " -2.05368302, 2.48089704, 2.70496418, 1.24979013, 2.42936707,\n", - " 2.44807631, -2.51085335, -2.59617832, 2.73023267, -1.98924173,\n", - " 0.65631868, -1.8381234 , 2.36533082, 2.29012999, 1.69687706,\n", - " -0.35956257, -0.65199298, 2.68475008, 1.66568456])},\n", - " {'marker': {'color': 'hsla(284, 100%, 59%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.13080809e+00, -2.81307163e+00, -3.31918152e-01,\n", - " 1.47549334e+00, 2.27821965e+00, 2.63875183e+00,\n", - " -9.65559825e-01, 2.19984444e+00, -2.10018887e+00,\n", - " -2.25646872e+00, -1.18903411e+00, 2.06031787e+00,\n", - " 1.25107895e+00, -2.13376018e+00, 2.88817934e+00,\n", - " -2.88665292e+00, 2.87471960e+00, 2.09566426e-01,\n", - " 1.62151436e+00, -2.59841418e+00, -2.47222336e+00,\n", - " -1.88784910e+00, -1.84991089e+00, 2.43038582e+00,\n", - " 1.79863184e+00, -2.85091820e+00, -2.62050766e+00,\n", - " -1.22646367e+00, -1.90137742e+00, -2.04939380e+00,\n", - " -2.72141164e+00, 1.79310497e+00, -9.42173038e-01,\n", - " 2.62316384e+00, 2.21808442e+00, 6.81616678e-01,\n", - " 2.63270958e+00, -2.09916273e+00, -2.78372811e+00,\n", - " -1.94115250e-01, 9.37241494e-01, 1.35952926e+00,\n", - " 1.48470560e+00, 2.57541189e+00, -1.72908998e+00,\n", - " -5.81638572e-01, -2.27386348e+00, 1.18784828e+00,\n", - " -2.82210206e+00, 5.94803456e-01, -2.14465543e-03]),\n", - " 'y': array([-1.93815803, -0.14499404, -2.83790093, 2.46192088, -1.68381164,\n", - " 1.09706198, -2.67728592, -1.78638497, 1.94758278, -1.75252833,\n", - " 2.61409786, 2.0160282 , 2.5273505 , -1.88972361, -0.07847887,\n", - " 0.15531328, -0.13845769, 2.8798452 , 2.32737624, -1.2752808 ,\n", - " 1.44726581, -2.13583496, -2.11032273, -1.52932619, -2.26934728,\n", - " -0.11460082, -1.17830054, 2.53327841, -2.1224367 , -1.91868738,\n", - " -0.92499638, -2.17950217, 2.67901303, 1.17034526, -1.82666868,\n", - " 2.76065989, 1.07769597, -1.92947001, -0.52665873, -2.80904095,\n", - " 2.74116944, 2.47221156, 2.39296424, 1.15125471, -2.23663386,\n", - " 2.78325709, 1.76489607, 2.54111279, 0.06621574, 2.7990388 ,\n", - " -2.86299144])},\n", - " {'marker': {'color': 'hsla(284, 100%, 61%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-2.58285279, 0.2433335 , 2.89084118, 2.71658824, 2.00497631,\n", - " 2.67264816, -0.70711235, 1.08165844, 1.55836813, 0.01934929,\n", - " -0.75713535, -2.34108284, 1.83608176, -2.56925349, 2.88190638,\n", - " -1.21275324, 2.20956533, 2.6587483 , -2.18188531, 2.26933084,\n", - " -1.71537571, -0.8457289 , 1.39071527, -0.8100319 , -2.83354093,\n", - " 1.84226611, 2.76487325, -2.52435182, 0.59571735, -2.68724735,\n", - " 2.93365271, 2.84209253, -2.16406221, -2.62715502, 2.26473655,\n", - " -2.45596928, 1.16278914, -2.93048182, -1.67278893, -2.13593388,\n", - " -1.61822541, -2.25278308, 1.64145366, -0.96512913, -2.86015025,\n", - " -1.23055006, -1.34896662, 2.3973193 , -2.27824961, -1.48375269,\n", - " -0.8727242 , -2.9005325 , -2.94966413]),\n", - " 'y': array([-1.33042817, 2.90113009, 0.4623378 , -1.02877899, -2.2275008 ,\n", - " 1.14065904, -2.88149759, 2.77964607, -2.5308449 , -2.98982383,\n", - " -2.88930773, -1.86403663, 2.34139347, 1.50244529, -0.37676271,\n", - " 2.68577846, -2.02279853, -1.26093398, -1.93414601, -1.87816597,\n", - " 2.40314415, -2.80145532, 2.64587007, 2.8454615 , -0.82626925,\n", - " -2.36077991, 0.97761878, 1.4609891 , 2.8493659 , 1.21576281,\n", - " -0.01777428, -0.85288504, -1.96802244, -1.43177189, -1.83190515,\n", - " 1.65862929, 2.74255205, 0.04823647, 2.43944632, 2.05140164,\n", - " -2.42268402, -1.95895497, -2.40484016, 2.79314803, 0.49575005,\n", - " -2.62927661, -2.59382386, -1.70418175, -1.8073188 , 2.5393567 ,\n", - " -2.83435955, -0.27340775, 0.39841004])},\n", - " {'marker': {'color': 'hsla(284, 100%, 63%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ -2.90609201e+00, 2.36094775e+00, 1.08836433e+00,\n", - " -5.71840502e-01, -1.27024896e+00, -6.56175746e-01,\n", - " -2.28192943e-01, 5.95485232e-01, -2.94549915e+00,\n", - " 8.28397754e-01, -2.80681694e+00, 2.18111659e+00,\n", - " -2.81353075e+00, -1.16584608e+00, 2.71894017e+00,\n", - " -8.91372894e-01, -3.04069636e+00, -1.91517679e+00,\n", - " -1.64733583e+00, 2.91639858e+00, 2.96383400e+00,\n", - " -2.95583627e+00, 2.82019042e+00, 2.76642736e+00,\n", - " -1.29983004e+00, -8.60994871e-01, -3.01195023e+00,\n", - " 2.99817576e+00, -2.64281430e+00, -2.96420564e+00,\n", - " -2.31179866e+00, -2.94621030e+00, 2.93774104e+00,\n", - " 2.86515305e+00, -2.37723366e+00, -2.16160988e+00,\n", - " 1.42124090e+00, 2.33309246e+00, 2.81373280e+00,\n", - " 2.74507287e+00, -2.97087325e+00, 2.63067408e+00,\n", - " -2.68740973e+00, 7.80000351e-01, 3.08317806e-03,\n", - " 3.06364490e+00, 1.50803641e+00, -2.24263680e+00,\n", - " -2.65090109e+00, 3.81010307e-01, -8.60785192e-01,\n", - " 8.24182596e-01, -1.96962390e-01, -3.08377531e+00,\n", - " 1.12726259e+00]),\n", - " 'y': array([ 0.90451632, -1.95807631, 2.82168239, -2.99312941, -2.8264844 ,\n", - " -2.96127043, 3.04688671, 3.01558908, -0.80231305, -2.95204805,\n", - " -1.14954576, -2.06060545, 1.16872829, 2.85999431, 1.32172769,\n", - " -2.91930815, -0.18938266, 2.33319489, 2.56569632, -0.97261428,\n", - " -0.8739773 , 0.93379483, -1.20568369, -1.35286008, -2.73840562,\n", - " 2.89732598, 0.40446471, -0.4266623 , -1.49069904, -0.87950438,\n", - " 1.99545047, 0.57728437, 0.95698497, -0.91033926, 1.95163264,\n", - " -2.12317207, 2.74513305, 1.95259186, -1.2634649 , 1.37045579,\n", - " -0.6568162 , -1.54513376, 1.39919073, -2.92320778, -3.0773969 ,\n", - " 0.39388917, -2.60187837, 2.07031304, -1.46945979, 3.00777752,\n", - " 2.8918957 , 2.97496128, -3.04578006, -0.15566334, 2.81762592])},\n", - " {'marker': {'color': 'hsla(284, 100%, 65%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.14250338, -2.66985403, 3.10440524, -2.30799521, 0.48484005,\n", - " -3.15891145, -0.96801922, 1.47032937, -3.14576717, -2.19100676,\n", - " -3.16337444, -2.24138309, -3.10524787, 2.24888797, -0.58104124,\n", - " 3.12655177, 3.0121096 , 0.84878161, -0.05619666, -1.97814398,\n", - " -3.10553711, -3.05483122, 0.82184744, -3.12651306, 2.78293462,\n", - " 2.84751521, 1.45804233, -2.78186081, -2.08203283, -1.96086799,\n", - " 1.88588828, -0.95938012, 2.80508804, 1.67086298, 0.96401974,\n", - " -2.89938267, 3.14482031, -1.06793581, 2.57078245, -2.98311588,\n", - " 3.10458795, -2.77667937, -1.92422877, -2.58757732, -2.91809478,\n", - " -2.5571 , 2.9974759 , -2.74924871, -1.92401235, -1.66198453,\n", - " -2.85643553, 3.01765237, -0.9097491 , 3.13680338, -0.82087172,\n", - " 0.85047536, -1.07552042]),\n", - " 'y': array([ 2.30450873, -1.61185404, -0.60883014, -2.16620668, -3.10503972,\n", - " -0.46719425, -3.0371692 , -2.73692762, 0.00972709, -2.24206098,\n", - " -0.07758529, 2.21731086, -0.01549057, 2.14329154, 3.13261431,\n", - " -0.5861818 , 0.81964766, 3.06436644, -3.10207187, -2.43329652,\n", - " -0.26069215, 0.6297747 , -2.99806033, -0.13888571, -1.40799134,\n", - " -1.35179094, 2.78263107, -1.57473335, -2.41214335, 2.47168749,\n", - " 2.56055697, 3.04247616, -1.41918331, 2.65465366, 2.94705377,\n", - " 1.1195538 , -0.58115134, -3.00162378, 1.89669973, -0.98961653,\n", - " -0.19557233, -1.44051624, 2.54811785, 1.86824294, 1.17490907,\n", - " -1.92260933, 0.86246487, 1.52813318, 2.54034076, 2.72114967,\n", - " -1.389051 , -0.90691319, -3.01583009, -0.6040554 , 3.01618285,\n", - " 3.03710636, -2.94937177])},\n", - " {'marker': {'color': 'hsla(284, 100%, 66%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 1.21239015, -2.62455156, 1.98975385, 1.68348522, -1.3335163 ,\n", - " -2.66921813, 1.35981755, 3.24713777, 1.56332035, -2.17504513,\n", - " -2.71832011, -0.6967193 , 3.13569186, 1.74256933, 1.0346792 ,\n", - " -0.49654014, -2.52594142, -2.77052233, 2.76047851, 2.63110232,\n", - " -1.11310395, 0.4547242 , -0.08977532, -2.71514575, 3.20993609,\n", - " 1.5412373 , 2.83481616, -2.08301481, -3.23208093, 2.69505102,\n", - " -3.14898057, 0.7787245 , -3.06412406, 0.43330001, 0.47171016,\n", - " -2.0451199 , 1.3756253 , -1.89617689, -3.19314562, -3.08244592,\n", - " 1.80906107, -2.07533319, 1.81422786, -2.95222826, -2.93751312,\n", - " 2.56536956, 2.85945724, -2.80588097, 3.18232943, 3.09494995,\n", - " -0.28739774, 2.6266563 , 1.44904698, 2.05105818, -1.584585 ,\n", - " 1.22967165, -1.2638339 , -1.60681087, -0.19260221]),\n", - " 'y': array([ 2.98435202, 1.86810546, 2.62689406, -2.83041162, 2.91413098,\n", - " 1.77609242, -2.96688626, 0.36633736, -2.80938395, -2.48104794,\n", - " -1.75078175, -3.21615324, 0.76499237, -2.75478197, -3.12885102,\n", - " -3.25800907, -2.08190302, 1.63460189, 1.76848992, -1.82154025,\n", - " -3.08129579, -3.19408195, 3.21202731, -1.74551306, 0.34609867,\n", - " -2.84108152, -1.5503588 , -2.4873458 , -0.00676319, 1.86977985,\n", - " -0.79021348, -3.18792612, -1.00027747, 3.2480874 , 3.26274707,\n", - " -2.4660469 , 2.9877293 , 2.64768818, 0.26647417, -0.93932219,\n", - " 2.68226736, 2.46209165, 2.63674348, 1.4499262 , -1.41431561,\n", - " -2.04531582, 1.59737493, -1.54299916, -0.6214434 , 0.83063244,\n", - " 3.24555123, 1.89244243, 2.96264393, -2.50987991, 2.83294853,\n", - " 3.01560223, -2.95118639, 2.79016981, -3.28388456])},\n", - " {'marker': {'color': 'hsla(284, 100%, 68%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 3.16108421, -0.31882173, 2.36278008, -2.75790659, 1.68729595,\n", - " -2.90517547, 3.32330233, -1.1849478 , -3.32057856, 1.48732311,\n", - " 2.40404507, -2.42835539, -1.17594287, -2.66125699, 3.19115542,\n", - " 1.11184529, 1.96893647, -2.78665244, 0.37426956, 3.32399547,\n", - " 2.3498533 , -1.10915399, -3.23496707, -1.59542908, -2.92105419,\n", - " 3.10355032, 1.59803543, -1.99619806, -1.52011972, -2.54729366,\n", - " 3.27231981, -1.26858815, 2.26179375, -3.21949455, -3.29061961,\n", - " -0.48716395, 0.74958279, 3.06743644, -1.96951174, 1.31581966,\n", - " 0.39310893, -2.72956369, 2.30661266, -2.76293919, -1.83796012,\n", - " -0.53716284, 2.80678713, -3.29289884, 3.20371961, -2.99904128,\n", - " -3.32873601, -3.23168219, -1.86652595, -1.60639194, 1.50924427,\n", - " 2.97456522, -3.27882023, -2.53577303, -1.48836795, -1.34231454,\n", - " 2.08222282]),\n", - " 'y': array([-1.10905474, -3.31328091, 2.39229662, -1.98553352, -2.85617668,\n", - " -1.70210498, 0.6991085 , 3.15444532, -0.38379745, 3.01502372,\n", - " -2.3082407 , 2.25351106, -3.18735378, 1.97038036, 0.87805249,\n", - " -3.11680989, 2.74946025, -1.8962 , -3.37419923, 0.09072088,\n", - " 2.36230869, -3.14024599, 0.6670094 , -2.96904133, -1.58437962,\n", - " -1.27955588, -2.94007274, -2.62823349, 2.97799085, -2.15777975,\n", - " -0.43971215, -3.10208727, 2.46686528, -0.87979639, 0.66217614,\n", - " 3.30621874, -3.29394601, 1.23064158, -2.70468799, 3.04032234,\n", - " 3.31614536, -1.9892112 , 2.36849822, 1.91880185, -2.82911547,\n", - " 3.29035218, -1.82486443, -0.27323263, 1.09031098, -1.581312 ,\n", - " -0.00522406, -0.83053184, 2.77555695, 2.95837479, 3.03985217,\n", - " -1.58249869, -0.42709335, 2.16167079, -2.96183042, -3.04866868,\n", - " -2.67760066])},\n", - " {'marker': {'color': 'hsla(284, 100%, 70%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.77704473, 2.98886082, -3.1533859 , 3.48441541, 1.86082666,\n", - " 3.04117766, -0.67678956, -3.41645308, -2.3339207 , 3.33844546,\n", - " -2.01953067, -2.40758494, -0.54469903, -2.9743671 , 3.44607178,\n", - " 0.28076723, 0.61756317, -2.03246873, 3.33860413, 2.76008481,\n", - " -2.89576452, -3.15033652, -3.12517076, 3.20926747, -3.13155176,\n", - " -1.0192756 , -2.9184669 , 3.36757439, 3.43133589, -1.22907567,\n", - " 1.0048621 , 2.20347982, -3.39809931, 1.2807659 , 3.18822367,\n", - " -2.91600979, -2.43997612, -2.11940582, -3.21258383, -1.75844995,\n", - " -2.14483534, 3.2407584 , 0.65304494, -3.12695176, -0.35625046,\n", - " -1.51239447, -0.09953471, -1.97713843, 0.7690802 , 3.08218623,\n", - " 2.84896575, 2.83660911, -3.45050243, 3.40127084, 0.76939521,\n", - " -1.72617733, -0.74304075, -1.0928826 , -3.3526406 , -2.20610075,\n", - " -3.26686826, 3.44465469, 2.17463764]),\n", - " 'y': array([-2.08892417, -1.68404827, 1.32660234, 0.32621535, -2.93690248,\n", - " -1.61032643, -3.4019422 , 0.37383624, 2.54237461, 1.00520807,\n", - " -2.73615966, -2.5132504 , -3.40301987, 1.8073687 , 0.12258871,\n", - " 3.39618182, 3.42812087, -2.72625191, -0.81415438, -2.09760024,\n", - " -1.94160103, 1.42814576, 1.3615894 , -1.23321779, 1.42598953,\n", - " -3.32544064, -1.78582045, -0.66271171, 0.0282341 , -3.19174759,\n", - " 3.32774361, 2.60205024, -0.57423094, 3.16482434, 1.2357797 ,\n", - " -1.91221187, -2.42349262, 2.74390333, -1.15246368, 3.00883177,\n", - " 2.74110201, -1.04139488, 3.39084715, 1.55789113, 3.46290504,\n", - " -3.15406666, 3.46542815, -2.88752787, -3.41026833, -1.47465459,\n", - " -1.8842885 , 1.893811 , -0.1093859 , 0.53112101, 3.39267193,\n", - " 2.93880687, 3.35545073, -3.26497963, 0.61570269, 2.63431997,\n", - " 1.16209848, 0.4745428 , -2.61864072])},\n", - " {'marker': {'color': 'hsla(284, 100%, 72%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-3.57304714, -0.8300837 , -3.45050658, 3.40756411, 2.33686903,\n", - " 3.54885369, -2.11932111, 0.6105281 , 1.10284955, 3.22786786,\n", - " 1.9102523 , -0.63596988, -3.174877 , 2.1162733 , -2.82079606,\n", - " 1.76219009, -3.08756176, 1.03223105, 1.42644813, 3.40631097,\n", - " 3.52015524, -0.15861519, -1.28949222, -0.28831897, -3.24992656,\n", - " 2.37138917, -3.57642246, 0.92917047, -3.58971623, 0.98135931,\n", - " -2.72443159, 0.51751279, -0.61297458, 0.00660401, -3.4601857 ,\n", - " -3.4271333 , 3.27443519, 2.81755591, 2.51441965, -2.0755739 ,\n", - " -2.95658594, -3.50067345, 2.01904954, -3.46441784, -0.79241366,\n", - " 3.51482775, 1.19059026, 3.06550321, 0.50244142, 0.98404659,\n", - " 1.52232576, 3.51765544, 2.6508233 , -1.76629352, 3.37451057,\n", - " -2.78603024, -3.1598704 , -3.276513 , 1.96079646, -1.84534891,\n", - " 2.72913448, 0.26148813, -3.03912234, 0.2026703 , -2.94388581]),\n", - " 'y': array([ 0.18686906, -3.45376085, 0.69570258, -1.10479678, 2.66580067,\n", - " 0.40827415, 2.88472367, 3.47943413, -3.32579612, -1.54373466,\n", - " -2.93841936, 3.52672025, -1.55618434, -2.89092496, 2.22556495,\n", - " -3.04129471, 1.8112797 , 3.40666111, 3.30156032, -1.11633618,\n", - " 0.72474933, -3.5692092 , -3.34050796, -3.52997139, -1.38773894,\n", - " -2.58482896, 0.19250965, -3.39609944, -0.15015415, -3.36320871,\n", - " -2.28394847, -3.53198037, -3.49818213, 3.57820822, -0.94823949,\n", - " -0.83284385, 1.47793764, 2.21022111, 2.49816016, 2.86131251,\n", - " -2.04465813, 0.55284814, -2.97185297, -0.85008069, -3.45283426,\n", - " 0.02418866, 3.35596636, 1.73300708, 3.47628199, -3.36941246,\n", - " -3.2119296 , 0.05818226, 2.3842748 , 3.10495321, 1.14633602,\n", - " -2.15434392, -1.66695548, -1.46690448, -2.99244181, -2.99858134,\n", - " 2.21781843, 3.49322672, 1.84867951, -3.53096933, 1.99417162])},\n", - " {'marker': {'color': 'hsla(284, 100%, 74%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-3.23183444, -0.61707674, -3.25535093, 0.7064336 , 3.48305906,\n", - " -3.18490302, 3.68429897, -3.35402593, -1.4925899 , 3.23066932,\n", - " 2.1522475 , 0.97335079, -3.38450376, -3.35428479, 3.4940636 ,\n", - " -3.61230322, -0.97388262, -1.06500099, 3.05479379, 2.50755052,\n", - " 1.05608942, -2.1915566 , 2.94767901, -2.23135712, -3.64477915,\n", - " 3.58507752, 3.41652907, 2.88766922, -0.07933469, -0.39205046,\n", - " 0.12955239, -0.93817644, 3.04712377, -3.12430366, 3.61176147,\n", - " 0.35350979, 2.69859395, -3.37793651, -3.53938992, -0.37940107,\n", - " 3.41467952, 0.23005154, -3.40798682, -3.11489604, 3.40793549,\n", - " -1.56382931, -2.25421569, -2.65521752, 3.49669523, -3.38167494,\n", - " -2.97331668, -2.94999747, 3.63909897, -0.70040132, -3.34768605,\n", - " -3.14210144, -2.62478408, -1.68733216, -2.95373428, 3.61747883,\n", - " 3.44514857, -2.99596941, -2.62715364, -3.18700486, 2.95367454,\n", - " 3.32172112]),\n", - " 'y': array([-1.73327064, -3.58468674, 1.70297436, 3.55115386, -0.98042866,\n", - " 1.72442307, 0.16221013, 1.47693767, -3.32564681, -1.74688761,\n", - " 3.00908867, 3.55343894, -1.30669005, 1.3915475 , -1.06675699,\n", - " -0.13243411, -3.46806093, -3.47361196, 2.00482306, -2.71700658,\n", - " -3.49064642, 2.94871408, 2.23504863, 2.83645468, 0.13393214,\n", - " -0.53303374, -1.25235608, -2.27138739, 3.68301487, -3.62366672,\n", - " -3.65567969, 3.49286602, -2.09181228, 1.88595717, 0.45209874,\n", - " -3.62379566, 2.42137015, 1.26370889, 1.0526854 , -3.67140379,\n", - " -1.32855189, 3.59335732, -1.3701512 , 1.91564777, -1.29823464,\n", - " 3.32280214, -2.88437097, -2.48941427, -0.92551906, -1.47481397,\n", - " -2.07039265, 2.22773059, -0.48320827, -3.61289686, 1.33746466,\n", - " -1.76992826, 2.5788427 , -3.28905951, 2.14602504, -0.08841502,\n", - " 1.21022665, -2.02658684, 2.50523857, -1.6751064 , 2.13540277,\n", - " 1.43774336])},\n", - " {'marker': {'color': 'hsla(284, 100%, 76%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 3.37350727, -2.79022729, 2.88876876, -3.70325098, -3.72250692,\n", - " -3.66280465, 1.48136367, 3.69270871, -1.73173551, 1.55678184,\n", - " -1.12535018, 3.71356005, 2.66044193, -3.22547035, -3.69865768,\n", - " -2.73619157, -1.33426618, -3.37114396, -3.37250106, -0.19367171,\n", - " -0.3060771 , -3.03455183, 1.2220543 , 2.5741837 , 3.10545399,\n", - " -1.98888918, 1.5789568 , 2.83545387, -1.12875529, 3.35309022,\n", - " -0.07688788, -3.7144053 , 2.58038625, 3.73502448, 3.67926823,\n", - " -0.47698399, -3.26040392, -0.43544035, 3.60327459, -2.14087315,\n", - " -2.97015593, 3.73542859, -3.77092874, -1.2820314 , 0.71535175,\n", - " 3.15125292, 2.84135801, 3.53039866, -3.14037782, -2.64306732,\n", - " 2.99954968, -3.72968332, -2.71824032, 3.74201336, -3.64437197,\n", - " -3.51459708, 3.75239344, 2.44839336, 0.37898467, -3.32298645,\n", - " 2.49114979, -2.05684484, 0.0666869 , 3.63007983, -2.03973534,\n", - " -2.20964384, 3.17354483, 0.88028233]),\n", - " 'y': array([ 1.67630053, -2.53468762, -2.40550588, -0.77406459, 0.54082553,\n", - " -0.56889321, -3.46098644, -0.89497884, 3.36422442, -3.40898663,\n", - " 3.54008222, 0.1855362 , 2.61731304, -1.92872744, 0.52586893,\n", - " 2.61088973, -3.46563564, -1.61243507, -1.68675353, -3.78258304,\n", - " 3.71560223, 2.22040959, -3.49436058, -2.77126733, 2.14677949,\n", - " 3.19239705, 3.41278554, -2.48045733, -3.52813843, 1.59994552,\n", - " 3.75620415, 0.47119643, -2.73868336, 0.18261018, -0.67004894,\n", - " -3.74028283, 1.87225665, -3.75203925, 0.86078549, -3.089482 ,\n", - " -2.31915392, 0.4194407 , 0.35093587, -3.54987104, 3.66072561,\n", - " -1.97386171, 2.412031 , 1.14137406, -2.03392435, 2.59410339,\n", - " 2.2143846 , -0.4760748 , 2.59891082, -0.02923236, -1.06922596,\n", - " -1.3340133 , 0.46828111, -2.90341961, 3.74365616, 1.6416669 ,\n", - " 2.73899295, 3.13864012, -3.72372505, -0.74113628, 3.15925343,\n", - " 2.99919668, 1.90417496, -3.66439585])},\n", - " {'marker': {'color': 'hsla(284, 100%, 77%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-1.58233294, -2.93511561, -3.51715332, -0.68469297, 0.68538799,\n", - " 0.16186993, 3.39518452, 2.81496768, 3.80432684, 1.71418262,\n", - " 3.5194854 , 2.56166938, -3.69552329, -2.41888738, 2.76764943,\n", - " 0.10072647, -0.95243774, -2.32481541, -3.85485617, 0.82567918,\n", - " -3.51675348, 3.6077433 , 0.76687696, -3.85977038, 0.24114262,\n", - " -3.81510799, 2.65711018, -3.60852035, -3.64802939, -2.93646477,\n", - " -3.79586546, 0.22407636, 3.0834083 , -0.84100826, 1.46196196,\n", - " 3.15771619, 3.69031765, -3.58148793, 2.46827003, -2.8515336 ,\n", - " 0.72890336, 3.80386964, -3.66858252, -0.08771975, -3.81816336,\n", - " 1.65814891, -3.84967826, 1.62745308, 1.61980164, -3.36229464,\n", - " -2.44023383, -1.6312198 , 0.03884613, -3.87264311, -3.73824491,\n", - " -3.18304991, -0.48822468, 1.66711503, 1.43647386, -2.30397221,\n", - " -3.74349432, -3.10963587, -2.63565612, 3.4075775 , -1.91596909,\n", - " -3.47569052, -3.84936401, 2.75032737, -3.00348457, -1.24711449]),\n", - " 'y': array([-3.4667416 , -2.46007052, 1.59043019, 3.76175105, -3.78209674,\n", - " 3.82502156, 1.85214098, 2.68561514, -0.79815682, 3.40023672,\n", - " 1.43577534, 2.85249698, -1.0671711 , 3.02237336, 2.65978822,\n", - " -3.84557157, -3.77179143, -3.07189981, -0.21955775, 3.76768403,\n", - " -1.58814619, -1.47515385, -3.75562707, -0.35112767, 3.8170487 ,\n", - " -0.35460813, 2.7427624 , 1.24817729, -1.24565666, 2.51131284,\n", - " -0.39776766, -3.79862802, -2.30843889, 3.73264098, -3.56213106,\n", - " -2.17745196, 0.99296347, 1.35785529, 2.94310181, -2.65289494,\n", - " -3.7390677 , -0.73788508, 1.28566712, -3.8637651 , -0.32307875,\n", - " 3.44408801, -0.52574712, 3.45856565, 3.4966255 , -1.82136188,\n", - " 2.92406191, -3.53014709, 3.80193785, 0.04400779, 0.70778287,\n", - " -2.10107346, -3.83691425, 3.42219795, -3.59207695, 3.04909243,\n", - " -0.75303845, 2.20295346, 2.8152432 , 1.87940237, -3.38886623,\n", - " 1.75866458, 0.28325007, 2.75584086, 2.42506975, 3.66370218])},\n", - " {'marker': {'color': 'hsla(284, 100%, 79%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-3.95007182, -2.66341116, 1.1549297 , 3.24739425, -1.63894962,\n", - " 0.57124242, 1.24954384, -2.37491676, 3.77804314, -3.2557113 ,\n", - " -1.19300453, -2.69559828, 3.30634017, 1.60160771, 1.38222644,\n", - " 0.7424605 , 2.73907304, 2.40717713, -2.56955862, -3.88123039,\n", - " 0.89188827, -1.79065464, 1.00666896, -2.9785299 , -3.59824346,\n", - " -0.81781041, -3.12213352, -2.76248176, -1.3684962 , -1.66259818,\n", - " -2.6146791 , -1.06004851, -0.43057447, 0.71226627, 2.51183533,\n", - " 0.47969356, 3.93462454, -1.11669499, 3.9750811 , -3.95508901,\n", - " 3.9562197 , -2.13375761, 3.13798916, -1.85785033, 1.55882976,\n", - " 2.27026153, 0.8410355 , -0.49583164, 2.67515273, 1.09173342,\n", - " 1.6291486 , 1.73994679, 3.80370011, 2.4528731 , 3.96537159,\n", - " -2.53225464, 2.85046887, 3.86737214, -3.82528952, -3.66465251,\n", - " -3.74393994, -3.04838664, 1.95933479, 3.96224917, 0.2601014 ,\n", - " 3.96077367, -2.13840199, -1.95829751, 3.78508138, -0.28094783,\n", - " 3.58612842, 3.49532345]),\n", - " 'y': array([-0.02750143, 2.92012862, -3.75635201, 2.31460407, 3.62601834,\n", - " 3.8783163 , 3.77991988, -3.1749141 , -1.17753079, -2.27043427,\n", - " -3.79018764, 2.84331102, 2.13672509, 3.57307647, -3.69864505,\n", - " -3.92763255, -2.84197071, -3.1462031 , 3.04079577, -0.85566849,\n", - " 3.87423457, -3.46794394, 3.85710838, -2.63077514, 1.60395784,\n", - " -3.8143345 , -2.3939187 , 2.87222345, 3.75075844, -3.59948867,\n", - " 2.99044017, -3.81400684, -3.95784772, -3.88787502, -2.98431354,\n", - " -3.89996309, 0.17212507, 3.77687682, 0.18154494, -0.55790017,\n", - " 0.33802602, -3.30876969, -2.47641132, -3.4561239 , 3.64423007,\n", - " -3.19200197, -3.88711308, 3.90350503, 2.94563104, -3.7673472 ,\n", - " 3.64308969, -3.5266622 , -0.97752561, 3.13026184, 0.18699692,\n", - " 2.98637434, 2.69052003, 0.52078343, 0.89606959, -1.33623782,\n", - " -1.29151687, 2.44259268, -3.37728328, -0.03753481, 3.89134338,\n", - " -0.52946958, -3.27876091, -3.48116666, 0.98746018, 3.9287953 ,\n", - " -1.65971046, 1.91394992])},\n", - " {'marker': {'color': 'hsla(284, 100%, 81%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-4.02009843, -2.42493696, -2.94730391, 0.38908168, 3.79655813,\n", - " -3.81318104, -3.8819058 , 3.89544469, -2.78057467, -0.5396029 ,\n", - " -0.41795614, -3.72207694, -0.17042978, 4.00042888, 1.28564616,\n", - " -3.16308107, -0.91211483, -0.77050193, 3.01808565, 3.99559608,\n", - " 3.98872576, -1.38967571, 0.55904443, -1.04276824, 4.0297888 ,\n", - " 1.29237702, -1.34545821, 2.95145685, 1.91786485, 1.33880246,\n", - " -0.41363542, -2.43168505, -3.53828821, -2.38448426, -3.5508764 ,\n", - " -0.57098928, -2.11449198, -3.9299911 , 3.75068781, -3.00893464,\n", - " -1.91173495, -3.56791305, -2.53242858, -3.95425532, -3.96280294,\n", - " 2.05172159, 2.05193373, -3.52498993, 3.84349453, 3.82825022,\n", - " -3.08108078, 3.90046914, 3.69384305, -0.17675035, 1.08662401,\n", - " -1.10138752, -3.78525325, -3.87358756, 2.46907352, 3.09886373,\n", - " 2.86586454, 1.1408353 , 0.67536712, -4.09335193, 0.79597012,\n", - " 3.72101709, 3.89745209, 1.61966025, -0.17436609, -2.57288455,\n", - " 3.63507001, -0.7560142 , -1.89919592, 3.89834402]),\n", - " 'y': array([-0.59196528, 3.18914368, -2.79013664, -4.03839691, 1.38137127,\n", - " 1.24403543, 1.07656262, -0.91030616, 2.94520264, 4.05386757,\n", - " -4.01400512, 1.68443997, -4.05914366, 0.46406399, -3.88908355,\n", - " 2.60547868, 3.9114864 , 3.94511161, 2.6868474 , 0.38240101,\n", - " -0.76445345, 3.81468054, 3.99362889, 3.89833767, -0.27693959,\n", - " -3.84827268, -3.86460462, -2.72267212, 3.57600787, 3.85689688,\n", - " -4.0128539 , 3.29508749, 2.04858531, 3.31446699, 2.02508927,\n", - " -4.02395663, 3.48890574, -1.05149932, -1.4598259 , 2.76472645,\n", - " 3.55515476, -2.01951591, -3.1904768 , 0.97541733, -0.80831068,\n", - " -3.48204654, 3.46943959, 1.90972535, -1.17092158, 1.3664148 ,\n", - " 2.56811908, 0.93696778, -1.64277618, -4.05468674, 3.85632395,\n", - " -3.85715456, 1.41809698, -1.31722937, -3.23834966, -2.54129883,\n", - " 2.81202257, 3.87959348, -3.9842818 , 0.02672998, -4.00442706,\n", - " 1.51456166, 0.947038 , -3.68920492, 4.02956384, -3.07982274,\n", - " 1.80043503, 4.01659386, 3.55878156, 1.16449611])},\n", - " {'marker': {'color': 'hsla(284, 100%, 83%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-3.00622578, 4.17261008, -0.73034804, -2.41910961, 3.74622193,\n", - " -1.75612538, 0.08789451, 3.36769418, -4.09486746, 3.39232604,\n", - " -2.96998837, 2.12962861, 2.70553932, -2.48166205, 2.40947007,\n", - " 3.80563143, 3.28755748, -2.57549856, -0.64586701, -3.06233269,\n", - " 1.95963227, 0.03495771, -0.24749134, -1.48148524, 3.88135548,\n", - " -4.13478126, 2.59582337, 1.36058997, -3.44348675, -0.40779851,\n", - " 2.97181173, -3.79360817, -3.58462071, 3.84710398, -2.024743 ,\n", - " 4.0470301 , -3.9678067 , -2.81320758, -3.96270374, 2.10819887,\n", - " 0.80501107, -3.99143263, -3.07982877, 3.4790195 , 3.84975676,\n", - " -1.17745038, -3.58763179, -4.1863654 , 0.32473486, 0.12917785,\n", - " -1.65692056, 0.72861677, 2.73582378, -2.20888984, -4.17200651,\n", - " 2.36037975, -2.34981957, -3.55730075, -4.10305435, 1.53280288,\n", - " 4.17800049, 0.39315997, 3.17183433, -3.69818155, 3.74017738,\n", - " 4.09524013, -4.03661063, 1.60084341, 3.50440596, -3.95004915,\n", - " -1.83755608, -0.27357535, 1.84295296, 4.09257523, -1.25973635,\n", - " 3.82062837]),\n", - " 'y': array([ 2.92522492, 0.24528284, 4.09981793, -3.32649779, 1.80210214,\n", - " 3.76898726, 4.19277202, 2.50828682, 0.86801988, 2.44095276,\n", - " -2.95576433, 3.5783952 , -3.1694938 , -3.31006622, 3.34900383,\n", - " -1.6534355 , -2.51273619, -3.31451655, 4.10838901, 2.73661417,\n", - " -3.68892928, 4.13269349, -4.16543831, 3.85342088, 1.50640882,\n", - " -0.5455186 , 3.22692672, 3.9709353 , 2.33209251, 4.12501267,\n", - " -2.93626827, -1.57750797, 2.1856619 , -1.6699362 , -3.65398837,\n", - " -0.8564403 , 1.11233443, 3.07788911, 1.15818772, -3.60003481,\n", - " 4.02602904, 1.02013157, 2.77960305, 2.20884007, -1.54622203,\n", - " -3.98388852, -2.0735299 , 0.22419737, 4.12514046, -4.12932828,\n", - " -3.77300522, -4.06084591, -3.1397415 , 3.52856043, -0.07865458,\n", - " -3.46951087, 3.36991186, -2.23246085, -0.47036904, 3.86930818,\n", - " -0.16298147, 4.13125992, -2.71024726, -1.81451444, 1.70122049,\n", - " -0.41524593, 1.09430676, -3.87460479, 2.14987332, -1.25730804,\n", - " -3.76328005, 4.13793823, 3.7369467 , 0.57932844, -3.94827556,\n", - " 1.67627793])},\n", - " {'marker': {'color': 'hsla(284, 100%, 85%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.50442359, 0.55265634, 4.02013858, -2.82257572, 0.88497204,\n", - " -2.88773447, 3.87595594, 0.58910941, -1.41659007, -3.93349018,\n", - " 4.25805877, 3.7215588 , -4.26353458, -1.79343527, 0.5903498 ,\n", - " -3.63718213, -3.92661134, 4.03751769, 1.20692734, -3.72866451,\n", - " 4.20661319, 4.12159499, 0.1947465 , 3.62378543, 4.23251132,\n", - " -4.1857031 , -2.02687061, -0.77525361, 4.20118012, 0.18099608,\n", - " 3.44080473, -3.53419295, -4.03148708, -3.60548199, -3.55808192,\n", - " 4.24384512, -3.29655849, -4.18132791, -4.18008692, -3.1950825 ,\n", - " -3.44983462, 4.2694101 , -0.27080268, 0.31517326, -1.35934346,\n", - " -3.8360216 , 3.095668 , 4.00588877, -3.76391769, -1.58657477,\n", - " -3.07893833, 2.80433824, -0.10251014, -2.38924158, -0.41775686,\n", - " 3.44010792, 4.18632749, -0.54505506, 2.65608446, -3.99190707,\n", - " 4.10337638, 1.88198253, 0.97875757, 3.5466349 , 1.64398685,\n", - " 4.23847707, 3.89889063, 4.20622884, -3.16996101, 4.07731321,\n", - " 0.24138086, -2.65268606, -3.56567895, -3.24151956, 4.22832417,\n", - " 1.46476724, -3.1159806 , 2.64064171]),\n", - " 'y': array([-3.49004004, -4.2313003 , 1.26768048, -3.21427167, -4.16977351,\n", - " 3.18154806, 1.78117361, -4.1940692 , 3.97838321, -1.58924539,\n", - " 0.37869289, 1.94836317, 0.36149402, -3.81779777, 4.20925354,\n", - " -2.18417797, -1.54334443, 1.40776276, 4.0920313 , -2.00115342,\n", - " 0.17662661, -1.08853358, 4.22490107, 2.25727806, 0.25034162,\n", - " -0.89850366, 3.70948113, 4.19572833, 0.09060584, -4.23517281,\n", - " 2.53574268, 2.40892074, 1.23589105, -2.32261229, 2.40741911,\n", - " -0.6271675 , -2.67855325, -0.91684941, -1.00454001, 2.77526985,\n", - " 2.45443923, -0.21078918, -4.28608301, -4.27264915, 4.07809167,\n", - " -1.76066476, 2.89313872, 1.47501035, 1.99270586, 3.97632295,\n", - " 2.87104418, -3.19246477, 4.20547678, -3.51801668, -4.23847863,\n", - " -2.5715993 , 0.78421725, 4.23013652, 3.30173315, 1.31690306,\n", - " 0.8984122 , -3.84771403, 4.13297197, -2.32779513, -3.93893795,\n", - " -0.28115011, 1.5923569 , -0.01593757, -2.7891785 , 1.0213484 ,\n", - " 4.19453443, -3.37147152, 2.30881771, -2.74721335, -0.46386643,\n", - " -3.94270425, 2.90073777, -3.39026904])},\n", - " {'marker': {'color': 'hsla(284, 100%, 87%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 2.55593622, -1.90338205, -3.09713092, -3.42647635, -3.6756835 ,\n", - " -2.21087346, 3.43615492, -4.31084562, 3.94185439, 1.71550183,\n", - " -1.41428758, 4.29450504, 1.62643872, -3.87642951, 4.35922235,\n", - " -0.17336211, 4.16733212, 1.46450886, -2.51001011, -1.1243102 ,\n", - " -0.86747243, -2.5948986 , 2.99616915, 3.70050087, 4.34402676,\n", - " 3.35537162, 3.15611315, -1.29579345, -4.33698474, -3.23383568,\n", - " -3.95180011, 0.86048993, 3.58527738, 3.99144554, -3.48329766,\n", - " 4.32113205, -1.55067635, 3.3661613 , 0.69396967, 4.08436491,\n", - " 3.88304397, 2.78471885, 3.29156867, 0.36510695, 2.1162935 ,\n", - " 3.96438889, 0.67539993, 4.35994807, -1.99945805, 4.34113607,\n", - " 1.38943302, 3.97226799, 0.26162753, 2.768839 , 1.13546691,\n", - " 1.24246908, -0.42516717, -3.68426442, 3.89953148, -3.1037082 ,\n", - " -1.51842235, -4.33895576, 4.31236885, 4.08947431, 3.93748934,\n", - " 3.96391809, 0.80725455, -3.41313268, -4.05690863, 3.68945339,\n", - " -3.69984185, 4.19069203, 0.83239293, 3.93486789, 4.05525177,\n", - " -4.31949068, 0.10295825, -2.55123507, 0.83342379, 4.31938223]),\n", - " 'y': array([ 3.49869332, -3.88205474, 3.06596416, 2.72846793, -2.28670086,\n", - " 3.75693692, 2.71300997, 0.66279032, 1.88787525, 3.95294758,\n", - " -4.0724949 , -0.2324493 , -4.04736864, -2.02982539, -0.39985666,\n", - " 4.33491775, -1.2438326 , -4.14361498, 3.53366035, 4.1717915 ,\n", - " -4.241135 , -3.43339532, 3.16646171, 2.29819527, 0.15203646,\n", - " 2.81083886, 3.04739953, -4.16426531, -0.15196419, 2.9009451 ,\n", - " 1.78439818, 4.23479146, 2.51148426, -1.62034295, 2.58893516,\n", - " -0.03676771, 4.0572413 , -2.71303007, -4.28132995, 1.37683006,\n", - " -2.06593067, 3.39656731, 2.77852006, -4.30607006, -3.78494508,\n", - " 1.73748272, -4.27502221, -0.35814436, 3.87009401, 0.34993301,\n", - " -4.07433076, 1.75447273, 4.39043032, 3.3279955 , 4.20908716,\n", - " 4.2114839 , -4.34723858, 2.3846244 , -1.82456413, -2.97787502,\n", - " 4.03881379, 0.36195439, -0.13016909, -1.52726557, 1.7738521 ,\n", - " 1.66979898, -4.2479795 , -2.77369773, 1.69754709, -2.32627003,\n", - " -2.36147278, -1.19891472, 4.29689649, 1.83851334, -1.46757315,\n", - " 0.65431163, -4.33207257, -3.56482185, -4.31009108, -0.29198887])},\n", - " {'marker': {'color': 'hsla(284, 100%, 88%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-3.21571117, -2.45277531, 3.81690138, -4.39014879, 4.29821999,\n", - " 3.61613428, -4.42207458, -1.3995376 , -4.41632286, -2.47599456,\n", - " 3.24407668, 4.18712569, 4.40649843, 1.01184861, -3.47078995,\n", - " 0.86555297, -1.41260848, 3.49686832, -3.9372875 , 2.23596201,\n", - " -4.39985198, -2.68991306, 2.27393821, 2.11039643, -2.93505194,\n", - " 2.63707988, 3.16121527, 4.26712378, -4.27209282, 2.64894914,\n", - " -2.78701012, -0.97585396, -2.03111687, -2.92193712, 2.86153995,\n", - " -2.50642061, 4.2331059 , -2.00551043, 0.51483012, 3.27745327,\n", - " -2.09957545, -3.94359906, -4.4550312 , 4.34413486, -3.49290002,\n", - " 1.53927231, 3.49089775, 4.15007724, 4.40800076, 3.98912226,\n", - " 0.05972599, 3.56495553, 2.76016942, -3.58872747, -2.79185829,\n", - " 4.24863969, 2.16172284, -2.26719219, 2.46442415, 4.40105791,\n", - " -0.96267805, -4.1656682 , 4.4363401 , -3.88175882, -3.71498209,\n", - " -1.56399225, -4.36888996, 4.44905315, -4.34549534, -3.49193344,\n", - " -2.40327656, -3.67628032, 4.24985174, -4.46955787, 2.10467234,\n", - " 1.87639241, -1.79611921, -4.46239879, -3.80335845, -1.10853929,\n", - " -1.14837293]),\n", - " 'y': array([ 3.0670457 , -3.74435617, -2.28369054, -0.8441045 , -1.15268591,\n", - " -2.57750646, -0.23038046, 4.24198418, -0.85542755, -3.71074077,\n", - " -3.07162864, -1.598629 , 0.61900557, 4.28323591, -2.85367217,\n", - " -4.41062727, -4.25998438, -2.71243684, -2.04667544, -3.8667943 ,\n", - " 0.57778633, -3.57047355, -3.864407 , -3.96310206, -3.40336601,\n", - " 3.58328282, 3.14579532, 1.13364605, -1.4066891 , 3.58023564,\n", - " 3.43462172, 4.33593032, 3.94599587, 3.42067348, -3.39567658,\n", - " 3.66866594, 1.36863729, 3.95002231, -4.40096277, 3.01975776,\n", - " -3.94450732, 2.12178382, -0.48385431, 0.9414262 , 2.79940093,\n", - " -4.20493993, 2.69486863, -1.55330718, -0.72332669, 1.97550491,\n", - " 4.49417535, 2.5980988 , -3.48263842, 2.6743777 , -3.44110307,\n", - " 1.46674233, -3.91668367, 3.86867619, 3.64916665, 0.0917864 ,\n", - " -4.32267623, 1.43406124, 0.71122533, -2.12885861, 2.43136663,\n", - " -4.18611531, -0.96276321, 0.3257918 , -0.7498515 , -2.78820164,\n", - " -3.76320607, -2.58763846, -1.38510726, 0.05435104, 3.901095 ,\n", - " 4.08764901, 4.02073936, -0.02951323, 2.36774675, 4.32767773,\n", - " 4.25716628])},\n", - " {'marker': {'color': 'hsla(284, 100%, 90%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 3.87296656, 4.49691459, -4.28975516, -2.74647147, 4.13947679,\n", - " -4.04936456, -4.5115372 , 2.48747613, -0.75953498, 2.92216468,\n", - " 4.37343021, -1.38970038, -2.15484768, 4.51701229, -1.99316475,\n", - " 0.50876081, 2.1433734 , -0.11476276, 1.528798 , 3.17800123,\n", - " -2.15786161, 1.01369881, -2.09128227, -1.36639931, -1.07088963,\n", - " -4.44756742, -1.07646964, -0.97935591, -1.72207551, 2.90292419,\n", - " -4.52274781, 4.59751652, -4.05143552, 2.04879524, -0.07161483,\n", - " -2.77977227, 2.45124392, -2.03150309, 4.45630924, 4.30160889,\n", - " 1.46463996, 2.16752642, -1.72085918, -4.34676036, 1.73382792,\n", - " 4.57274376, 3.34097141, -1.56317553, 4.18434852, -4.52102504,\n", - " -4.19976546, 2.49852178, -2.47818772, -3.41834697, 3.77787627,\n", - " -4.15981029, -0.98149726, -3.90719789, -4.16334844, 4.54612205,\n", - " -3.89017731, 1.8223859 , -0.7167838 , 3.17805935, -4.47030489,\n", - " -1.42860717, 4.20461289, -3.81209821, -4.5401704 , 2.91508151,\n", - " 2.05808375, 0.60778062, -3.73496685, -4.12684328, 4.46752683,\n", - " -2.70088198, -0.09759205, 3.97671379, -3.70889716, -3.98663908,\n", - " 1.77939072, 4.06298238, 3.7939341 ]),\n", - " 'y': array([-2.32538242, 0.96780941, 1.62186295, -3.66320745, -1.91810097,\n", - " -2.05891177, 0.44671197, -3.78364945, -4.46370999, 3.49968424,\n", - " 1.1134932 , 4.30421403, 4.03454605, -0.06801141, 4.09056815,\n", - " 4.51663947, 3.97576135, -4.49892893, 4.30112299, -3.21943732,\n", - " 4.03005164, -4.4751088 , 4.04503825, 4.37721376, -4.43281996,\n", - " -0.92550791, -4.45233103, 4.44277867, 4.24317113, 3.52576814,\n", - " -0.77104992, 0.09328466, -2.14622899, -4.0338292 , -4.52858779,\n", - " -3.64315355, 3.89228245, 4.09549281, -0.72982769, 1.53083002,\n", - " -4.28483299, 4.05381014, -4.25856091, -1.40391442, -4.24655682,\n", - " -0.20987842, -3.05943125, -4.31324613, 1.77336733, 0.57712387,\n", - " 1.6686103 , -3.83408877, -3.78704182, 2.97831204, 2.54298981,\n", - " -1.83452371, 4.43226041, 2.24740319, -1.74347243, -0.20105407,\n", - " 2.32547585, 4.15494888, 4.49438265, -3.32500023, 1.00492214,\n", - " -4.30829923, -1.68074311, 2.45475856, 0.24973717, 3.43993997,\n", - " 4.09849171, 4.49505862, 2.55556292, 1.82736887, -0.77772901,\n", - " -3.61426793, 4.51092499, 2.25577713, -2.70679036, -2.28585465,\n", - " 4.13406534, 2.144511 , 2.5398803 ])},\n", - " {'marker': {'color': 'hsla(284, 100%, 92%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ -4.19116670e+00, 4.53816057e+00, -5.97983902e-01,\n", - " -3.15857992e+00, 4.31243868e+00, -3.88442470e+00,\n", - " -3.70383146e+00, -4.02353876e+00, 2.26095066e+00,\n", - " 4.59813735e+00, 4.60182350e+00, -4.60593202e+00,\n", - " 1.24738097e+00, -2.54586767e+00, -4.66231636e+00,\n", - " 4.01226206e+00, 4.41989705e+00, -1.47725474e+00,\n", - " 4.64418933e+00, -4.22808782e+00, -3.59880765e+00,\n", - " 3.60432573e+00, 4.32873935e+00, -1.61071139e+00,\n", - " -3.14801022e+00, 4.63722462e+00, -1.78860751e-01,\n", - " -4.42661109e+00, 2.52838510e+00, 4.63206193e+00,\n", - " -1.33466195e+00, 1.82317227e+00, 1.16068895e+00,\n", - " -8.63921745e-01, 4.23495094e+00, -4.66687584e+00,\n", - " -1.33174300e+00, 4.39921918e+00, 4.10571777e-04,\n", - " 4.06923825e+00, 4.49523981e+00, 3.72938739e+00,\n", - " -4.00454250e+00, 4.13987756e+00, 4.67727069e+00,\n", - " -4.56337987e+00, 4.65157755e+00, 4.58334234e+00,\n", - " -4.29541548e+00, -2.16526995e+00, -1.23749507e+00,\n", - " 1.08991854e+00, -2.00424946e-01, 2.95105190e+00,\n", - " 4.35406453e+00, 4.29649136e+00, 1.42601901e+00,\n", - " -4.05322604e+00, 4.65048521e+00, 4.19609154e+00,\n", - " 2.47663333e+00, 4.62335091e+00, -4.64316500e+00,\n", - " 4.29190457e+00, -3.62261753e+00, -2.18532549e+00,\n", - " 4.62247362e+00, -1.73313792e+00, 1.58400879e+00,\n", - " 6.65911154e-01, -4.28135193e+00, -2.86210430e+00,\n", - " -4.61437660e+00, -4.63001548e+00, -4.21060017e+00,\n", - " 1.50318538e+00, -3.75403102e+00, -4.46299585e+00,\n", - " -5.24283894e-01, 2.63655787e+00, 1.01029066e+00,\n", - " 2.94187310e+00, 1.15397439e+00, -3.89141723e-01,\n", - " -4.16853172e+00]),\n", - " 'y': array([-2.11750345, 1.18598054, 4.62780808, 3.35033623, -1.7865754 ,\n", - " 2.58768348, -2.82516047, 2.27646233, -4.06515055, 0.27486647,\n", - " -0.46431557, 0.29301127, 4.49653588, -3.84914576, 0.12059087,\n", - " 2.33474644, -1.31275807, -4.4321135 , 0.33111401, 1.92520782,\n", - " 3.00451653, 3.00920454, -1.77348366, -4.38943021, -3.42608982,\n", - " 0.19163151, -4.62786718, 1.46457646, 3.9154229 , 0.14679932,\n", - " 4.45035422, -4.27401337, 4.55292189, 4.54358444, 1.88361309,\n", - " -0.40457506, -4.43639847, -1.6133114 , -4.6983712 , -2.27514275,\n", - " 1.15841946, 2.7288828 , 2.3002268 , 2.06137337, 0.4504906 ,\n", - " -0.98508068, -0.12663007, -0.47679682, -1.79560937, 4.14560573,\n", - " -4.52443827, -4.52723237, 4.67041356, 3.61992717, 1.56846269,\n", - " 1.74518203, -4.41492433, 2.37934272, -0.14474434, -2.03849468,\n", - " -3.97399633, 0.776313 , -0.47663827, 1.71412395, 2.84397322,\n", - " -4.12057449, 0.2414202 , -4.3128363 , 4.39591079, 4.63822071,\n", - " -1.77400972, -3.68998864, -0.41066813, 0.79697635, -1.88332594,\n", - " 4.42939897, 2.81816414, -1.25714631, -4.62844687, 3.80964752,\n", - " -4.57259203, -3.54343979, 4.50184364, -4.59384211, -1.98457115])},\n", - " {'marker': {'color': 'hsla(284, 100%, 94%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([-4.72686503, -2.3337826 , 4.10394253, -3.93436203, 0.41213254,\n", - " -0.50037416, -1.17853409, -3.85251588, 4.37728385, -1.29095424,\n", - " 4.19131853, 2.19865115, 2.02309919, -2.56492606, 3.90679984,\n", - " 4.53435436, 4.40241074, 4.32334842, 2.69439576, 0.77297954,\n", - " -2.20612731, -2.07426227, -4.20451934, -2.60149992, -4.6000924 ,\n", - " -0.73959724, 3.59228265, -2.80408877, 4.69056316, 2.99998045,\n", - " 4.57095305, 2.34181501, 4.3865501 , -3.94559288, -3.52179674,\n", - " 4.10072534, 0.79723258, -1.39083824, -4.75781428, -2.22538038,\n", - " -4.72912395, 2.06512521, -1.78135767, -3.52534139, -3.36678775,\n", - " -4.69848588, 3.82656173, 3.95538594, -1.99922059, -4.52251337,\n", - " -0.09586561, -4.45436659, -2.127802 , 0.41670843, -4.6916691 ,\n", - " 2.75268104, -3.74513592, 3.31769306, 4.25294087, 4.57151371,\n", - " -4.71129137, -4.55426086, 3.84104363, -2.80546463, -3.36097407,\n", - " -2.12465336, 4.55300957, -3.75728659, 4.64425354, 1.5495731 ,\n", - " 4.74640767, -3.82128979, -2.19284584, -1.3006776 , 1.78443059,\n", - " -1.3889157 , 2.57823038, -2.71803923, -2.72297247, 3.42015098,\n", - " -0.45033998, 3.66565375, 4.68139838, -0.17484982, -4.77183567,\n", - " -4.56899737, 2.22679599]),\n", - " 'y': array([ 0.62691292, 4.15388982, -2.40371117, -2.67807733, -4.77811125,\n", - " 4.7158518 , 4.62360665, 2.75115782, -1.95743453, 4.54582434,\n", - " 2.21173046, -4.17645497, 4.29164353, 4.05575787, 2.66308884,\n", - " -1.26205523, 1.90018933, 2.07777522, 3.88878785, -4.73032998,\n", - " -4.15276731, -4.26856357, 2.20773894, -3.98302457, -1.10530609,\n", - " 4.68402111, -3.04381804, -3.8925407 , 0.62442235, -3.72009126,\n", - " 1.28814226, -4.10874724, 1.74459007, -2.64006841, -3.12409549,\n", - " 2.40722545, -4.71848297, 4.52198428, 0.30001109, -4.18112277,\n", - " 0.33295649, -4.32611603, 4.36640126, -3.1693274 , -3.28348193,\n", - " -0.57945977, -2.88946332, 2.63905075, 4.32665995, -1.27987628,\n", - " 4.70935265, -1.58999254, 4.23502138, -4.72494627, 0.66472342,\n", - " -3.84123278, 2.94606757, 3.38555092, -2.21022677, -1.26838662,\n", - " -0.53156925, -1.25884818, 2.771445 , -3.77222419, -3.31757676,\n", - " 4.30288821, -1.48111534, -2.93492724, -1.18381299, -4.50319754,\n", - " 0.66251016, -2.77889779, 4.19528794, -4.5739704 , -4.41079585,\n", - " -4.52921243, 4.03184172, 3.83584191, 3.91655247, 3.32695971,\n", - " 4.70531352, -2.94680888, -0.48983853, -4.78360192, -0.11930381,\n", - " 1.36371657, -4.17327751])},\n", - " {'marker': {'color': 'hsla(284, 100%, 96%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 3.29153718, 4.54909135, 2.30497581, 4.88914786, 0.1087808 ,\n", - " 3.90077828, -4.53420167, 3.83084351, 1.02187407, -3.61077826,\n", - " 4.71627484, -1.64809877, 4.40367818, -4.14131082, 3.57149725,\n", - " 4.47541824, 4.55871971, 4.842234 , 4.7142687 , 3.61736963,\n", - " -3.22771824, -4.16785926, 4.73470512, -3.99857394, -2.03888974,\n", - " -4.641544 , -2.86570283, -4.44232994, 1.57425372, -3.21734887,\n", - " -3.30030108, -4.72966291, 4.73567162, 1.34218411, -1.82415091,\n", - " -4.67447778, -4.4208668 , -3.13156584, -1.86890996, -4.72355963,\n", - " 4.63891638, -3.99971367, 3.64621406, -3.69063194, -4.08802141,\n", - " -1.95273732, 2.14362933, -0.12226333, -4.47096314, 4.63723012,\n", - " 2.18303591, -4.83489403, -0.80795311, -2.08129097, 4.8449704 ,\n", - " -4.67640296, -2.23635661, 4.72410655, -2.65302224, -2.16397791,\n", - " -1.90719291, 3.77625778, 2.46244548, -3.98947151, 4.3712873 ,\n", - " 4.29945657, -1.6215998 , -1.40104247, 4.81206168, 4.80773261,\n", - " -4.4706384 , 1.54040545, -0.40034022, 2.16767747, -4.83582792,\n", - " -3.56718743, -4.72065824, -4.82633648, 1.72190935, -2.8149722 ,\n", - " 3.23353841, 4.85474494, 3.16586779, 4.79234882, -0.41054586,\n", - " 3.14453002, 0.34172036, 4.68398962, -4.77002504]),\n", - " 'y': array([-3.55678202, -1.6924682 , -4.30621508, 0.05297458, -4.82817608,\n", - " -2.9268983 , -1.59567872, -2.96071252, 4.78517463, -3.18678421,\n", - " 1.31052311, 4.53953 , -1.96073357, 2.55444076, 3.21041863,\n", - " -1.94602378, 1.77826886, 0.5232884 , 1.04004145, -3.16526146,\n", - " -3.65507202, -2.47451105, -0.89166017, -2.75976779, -4.36320751,\n", - " 1.54334502, -3.94880699, 1.94055182, 4.59708613, -3.65834093,\n", - " 3.53236006, 1.2098367 , -0.92941239, -4.69815187, -4.46532427,\n", - " -1.11698475, -2.07945994, -3.65039697, 4.51930269, 0.93918264,\n", - " -1.40415995, -2.76907997, -3.17943203, -3.19703096, -2.54734543,\n", - " -4.48454771, 4.34487978, 4.86004411, 1.87026047, -1.29674471,\n", - " 4.35460295, 0.76538575, 4.77914875, 4.38941637, -0.41410599,\n", - " -1.21989268, 4.30931166, 0.92500024, 4.00643754, -4.32743055,\n", - " 4.43556828, -2.97128269, -4.19243007, 2.73265568, -2.2110829 ,\n", - " 2.26912325, -4.54420441, 4.63504092, 0.53470531, 0.36603585,\n", - " 1.87612282, 4.56202232, 4.83774824, -4.38819092, 0.42011874,\n", - " 3.3252919 , 1.21128722, -0.27751859, -4.5810116 , -3.88925775,\n", - " -3.59391123, 0.28338909, -3.648315 , 0.52907543, -4.83420794,\n", - " -3.72448619, -4.81500233, -1.24770916, -1.04800063])},\n", - " {'marker': {'color': 'hsla(284, 100%, 98%, 0.88)'},\n", - " 'mode': 'markers',\n", - " 'type': 'scatter',\n", - " 'x': array([ 4.29704674, 3.4200742 , 4.9717484 , 3.90892919, -3.56256623,\n", - " 1.24316525, 4.95179673, -0.35441076, -3.54182837, 4.88944493,\n", - " 4.86788185, -2.26163656, 2.23421047, 4.14223479, 4.91824449,\n", - " -4.96519094, -4.37964599, 4.09341471, -4.84512698, -1.50201618,\n", - " 3.68264591, 1.99729048, 1.04692816, -4.71867623, -2.65567386,\n", - " -1.94556666, 2.51726707, 2.57620782, -2.21798181, -2.3240136 ,\n", - " -4.24864033, -4.58853456, -2.40963731, 0.79339069, -3.22920434,\n", - " 4.98449621, -2.15609468, -4.87944292, 4.14473062, -4.30971232,\n", - " 2.74734989, -1.57142599, -4.68177158, -0.11825229, -3.72166831,\n", - " -1.42668726, 2.57988634, 4.63747976, 1.24121836, -2.43318782,\n", - " 4.51626839, -3.54379882, 4.43173343, 4.73498315, -2.38554542,\n", - " 2.29745541, 2.70216445, -3.63775833, 2.55047 , -1.89176648,\n", - " -4.51859276, -4.65748756, 4.7831042 , 0.86499209, 4.42782063,\n", - " 3.09532457, -2.14235721, -1.88462625, -3.52701452, -3.16293268,\n", - " 3.32318328, -4.85064725, 2.31143678, 3.71869287, 4.97606017,\n", - " -0.16478263, 4.22302832, 4.75806918, 3.75403163, 4.98712794,\n", - " -2.03869127, 3.06907214, -3.48532746, -1.81987122, -3.47450952,\n", - " 3.66768338, -4.94305689, -1.47083948, 1.17590844, 4.73974435,\n", - " 4.88210164]),\n", - " 'y': array([-2.43431927, -3.53381402, 0.02406562, 3.10707908, -3.42221535,\n", - " -4.82704422, -0.68122681, 4.91441916, 3.45523607, -0.7368689 ,\n", - " 0.56690772, 4.44781517, -4.46724249, -2.63244614, -0.21805214,\n", - " 0.52235189, -2.2622037 , 2.82855566, 0.73624732, 4.74738404,\n", - " 3.26207721, 4.5435283 , -4.86711744, 1.64124784, 4.22115784,\n", - " -4.53149033, -4.30647525, -4.24118694, -4.45665889, 4.37372377,\n", - " 2.61490038, -1.85697592, 4.33502234, -4.91604394, -3.8079414 ,\n", - " 0.07733063, 4.49837272, 0.60164099, -2.68654554, 2.35682979,\n", - " 4.10904111, 4.66696725, -1.5908349 , 4.93286151, 3.26482334,\n", - " 4.73625637, -4.18311336, -1.62985703, 4.77223533, 4.31497333,\n", - " -1.98618389, 3.44126819, -2.28045493, 1.57546025, 4.30016455,\n", - " -4.3326754 , -4.15169528, 3.43015218, -4.27940831, 4.5289347 ,\n", - " 2.0684079 , -1.7720888 , -1.37923493, -4.8716381 , -2.09988664,\n", - " 3.89317121, -4.44669626, -4.52897244, -3.54279148, 3.83998492,\n", - " 3.60850575, -1.20337641, 4.33835706, 3.32973897, -0.35656422,\n", - " -4.92524634, -2.49512907, 1.40087735, 3.22715419, 0.04725513,\n", - " 4.55723501, 3.84226 , -3.54736865, -4.58141236, 3.58302596,\n", - " 3.3551456 , 0.21303742, -4.75530479, 4.80592302, -1.36802318,\n", - " 0.43611381])}]" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Simple Line Plots" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x0 = [1,2,3,4]; y0 = [10,15,13,17]\n", - "x1 = [2,3,4,5]; y1 = [16,5,11,9]\n", - "py.iplot(x0, y0, x1, y1)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "py.verbose=False" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "trace0 = {'x': [1,2,3,4], \n", - " 'y': [10,15,13,17],\n", - " 'type': 'scatter', \n", - " 'mode': 'markers'}\n", - "\n", - "trace1 = {'x': [2,3,4,5], \n", - " 'y': [16,5,11,9],\n", - " 'type': 'scatter', \n", - " 'mode': 'lines'}\n", - "\n", - "trace2 = {'x': [1,2,3,4], \n", - " 'y': [12,9,15,12],\n", - " 'type': 'scatter', \n", - " 'mode': 'lines+markers'}\n", - "\n", - "py.iplot([trace0, trace1, trace2])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Fully Styled Line Plot" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x1 = [1,2,3]; y1 = [4,5,6]\n", - "x2 = [1,2,3]; y2 = [2,10,12]\n", - " \n", - "# plotly's data dictionaries\n", - "trace1 = {'x': x1,\n", - " 'y': y1,\n", - " \"name\":\"Experiment\",\n", - " \"type\":\"scatter\",\n", - " \"line\":{\n", - " \"color\":\"rgb(3,78,123)\", \n", - " \"width\":6,\n", - " \"dash\":\"dot\"\n", - " },\n", - " \"marker\":{\n", - " \"opacity\":1.0,\n", - " \"symbol\":\"square\",\n", - " \"size\":12,\n", - " \"color\":\"rgb(54,144,192)\",\n", - " \"line\":{\n", - " \"width\":3,\n", - " \"color\":\"darkblue\"\n", - " }\n", - " }\n", - "}\n", - "\n", - "trace2 = {\"x\":x2,\n", - " \"y\":y2,\n", - " \"name\":\"Control\", \n", - " \"type\":\"scatter\",\n", - " \"line\":{\n", - " \"color\":\"purple\",\n", - " \"width\":4,\n", - " \"dash\":\"dashdot\"\n", - " },\n", - " \"marker\":{\n", - " \"opacity\":0.9,\n", - " \"symbol\":\"cross\",\n", - " \"size\":16,\n", - " \"color\":\"fuchsia\",\n", - " \"line\":{\n", - " \"color\":\"\",\n", - " \"width\":0\n", - " },\n", - " }\n", - "}\n", - "\n", - "py.iplot([trace1, trace2])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Basic Area Plot" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# basic-area \n", - "trace0 = {'x': [1,2,3,4], \n", - " 'y': [0, 2, 3, 5],\n", - " 'fill': 'tozeroy'}\n", - "\n", - "trace1 = {'x': [1,2,3,4], \n", - " 'y': [3,5,1,7],\n", - " 'fill': 'tonexty'}\n", - "\n", - "py.iplot([trace0, trace1])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, - "text": [ - "" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Bar Charts" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# basic-bar \n", - "x0 = ['giraffes', 'orangutans', 'monkeys'];\n", - "y0 = [20, 14, 23];\n", - "data = {'x': x0, 'y': y0,\n", - " 'type': 'bar'}\n", - "py.iplot([data])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# grouped-bar \n", - "categories = ['giraffes', 'orangutans', 'monkeys']; \n", - "SF = {'name': 'SF Zoo', \n", - " 'x': categories, \n", - " 'y': [20, 14, 23],\n", - " 'type': 'bar'}\n", - "LA = {'name': 'LA Zoo',\n", - " 'x': categories, \n", - " 'y': [12,18,29],\n", - " 'type': 'bar'}\n", - "layout = {\n", - " 'barmode': 'group',\n", - " 'xaxis': {'type': 'category'},\n", - " 'categories': categories}\n", - "py.iplot([LA, SF], layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 14, - "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "layout = {'barmode': 'stack', \n", - " 'xaxis': {'type': 'category'},\n", - " 'categories': categories}\n", - "py.iplot([SF, LA], layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "categories=['giraffes', 'orangutans', 'monkeys']\n", - "SF = {'name': 'SF Zoo', \n", - " 'x': categories, \n", - " 'y': [20, 14, 23],\n", - " 'type': 'bar',\n", - " 'marker':{\n", - " 'color': 'orange',\n", - " 'line': {'color': 'grey', \n", - " 'width': 3}}\n", - " }\n", - "\n", - "LA = {'name': 'LA Zoo',\n", - " 'x': categories, \n", - " 'y': [12,18,29],\n", - " 'type': 'bar',\n", - " 'marker': {'color': 'rgb(111, 168, 220)',\n", - " 'line': {'color': 'grey',\n", - " 'width': 3}}\n", - " }\n", - "\n", - "layout = {\n", - " 'title': 'Animal Population',\n", - " 'barmode': 'group',\n", - " 'yaxis': {'name': '# of animals (thousands)'},\n", - " 'xaxis': {'type': 'category'},\n", - " 'categories': categories,\n", - " 'bargap': 0.25,\n", - " 'bargroupgap': 0.3,\n", - " 'bardir': 'v'}\n", - "\n", - "py.iplot([LA, SF], layout=layout)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 16, - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Error Bars" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# Error Bars \n", - "data = {'x': [0,1,2],\n", - " 'y': [6,10,2],\n", - " 'error_y': {'type': 'data',\n", - " 'array': [1, 2, 3],\n", - " 'visible': True}}\n", - "py.iplot([data])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 17, - "text": [ - "" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# percent-error-bar \n", - "data = {'x': [0,1,2],\n", - " 'y': [6,8,4],\n", - " 'error_y': {'type': 'percent',\n", - " 'value': 50,\n", - " 'visible': True}}\n", - "py.iplot([data])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "categories = ['Trial 1', 'Trial 2', 'Trial 3']\n", - "control = {'x': categories, \n", - " 'y': [3, 6, 4],\n", - " 'type': 'bar',\n", - " 'marker':{'color': 'rgb(74, 134, 232)'},\n", - " 'error_y': {'type': 'data',\n", - " 'array': [1, 0.5, 1.5],\n", - " 'visible': True,\n", - " 'color': 'rgb(67, 67, 67)'}}\n", - "exp = {'x': categories,\n", - " 'y': [4, 7, 3],\n", - " 'type': 'bar',\n", - " 'marker':{'color':'rgb(111, 168, 220)'},\n", - " 'error_y': {'type': 'data',\n", - " 'array': [0.5, 1, 2],\n", - " 'visible': True,\n", - " 'color': 'rgb(67, 67, 67)'}}\n", - "layout = {'barmode': 'group'}\n", - "\n", - "py.iplot([control, exp], layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 19, - "text": [ - "" - ] - } - ], - "prompt_number": 19 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Box Plots" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# basic-box-plot \n", - "box1 = {'y': [0, 1, 2, 4],\n", - " 'type': 'box'}\n", - "box2 = {'y': [1,2,4,5,8],\n", - " 'type': 'box'}\n", - "py.iplot([box1, box2])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 20, - "text": [ - "" - ] - } - ], - "prompt_number": 20 + "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" }, { "cell_type": "code", "collapsed": false, - "input": [ - "# jitter \n", - "from numpy import *\n", - "box = {'y': random.randn(50),\n", - " 'type': 'box',\n", - " 'boxpoints': 'all',\n", - " 'jitter': 0.3, \n", - " 'pointpos': -1.8} \n", - "py.iplot([box])\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 21, - "text": [ - "" - ] - } - ], - "prompt_number": 21 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Histograms" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "x = random.randn(500) # normally distributed vector\n", - "data = {'x': x,\n", - " 'type': 'histogramx'}\n", - "py.iplot([data])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 22, - "text": [ - "" - ] - } - ], - "prompt_number": 22 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# stacked-histo \n", - "from numpy import *\n", - "x0 = random.randn(500)\n", - "x1 = random.randn(500)+1\n", - "data0 = {'x': x0,\n", - " 'type': 'histogramx'}\n", - "data1 = {'x': x1,\n", - " 'type': 'histogramx'}\n", - "layout = {'barmode': 'stack'}\n", - "py.iplot([data0, data1], layout=layout)" - ], + "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", "language": "python", "metadata": {}, "outputs": [ { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], + "html": "\n\n", "metadata": {}, "output_type": "pyout", - "prompt_number": 23, - "text": [ - "" - ] + "prompt_number": 2, + "text": "" } ], - "prompt_number": 23 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "layout = {'barmode': 'overlay'} \n", - "py.iplot([data0, data1], layout=layout)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 24, - "text": [ - "" - ] - } - ], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# style-histo \n", - "from numpy import *\n", - "x0 = random.randn(500)\n", - "x1 = random.randn(500)+1\n", - "data0 = {'x': x0,\n", - " 'type': 'histogramx',\n", - " 'name': 'control',\n", - " 'marker':{\n", - " 'color': 'rgba(255,0,255,0.75)',\n", - " 'opacity': 0.75,\n", - " },\n", - " 'autobinx': False,\n", - " 'xbins':{\n", - " 'start': -3.2,\n", - " 'end': 2.8,\n", - " 'size': 0.2\n", - " },\n", - " 'histnorm': 'count'\n", - "}\n", - "data1 = {'x': x1,\n", - " 'name': 'experiment',\n", - " 'type': 'histogramx',\n", - " 'marker':{\n", - " 'color': 'rgba(255, 217, 102,0.75)',\n", - " 'opacity': 0.75},\n", - " 'autobinx': False,\n", - " 'xbins':{\n", - " 'start': -1.8,\n", - " 'end': 4.2,\n", - " 'size': 0.2\n", - " }\n", - " }\n", - "\n", - "layout = {'barmode': 'overlay',\n", - " 'bargap': 0.25,\n", - " 'bargroupgap': 0.3,\n", - " 'bardir': 'v',\n", - " 'title': 'Sampled Results',\n", - " 'xaxis': {'title': 'Value'},\n", - " 'yaxis': {'title': 'Count'}} \n", - "py.iplot([data0, data1], layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 25, - "text": [ - "" - ] - } - ], - "prompt_number": 25 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "2D Histograms" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "x = random.randn(500)\n", - "y = random.randn(500)+1\n", - "data = {'x': x, 'y': y,\n", - " 'type': 'histogram2d'}\n", - "py.iplot([data])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 26, - "text": [ - "" - ] - } - ], - "prompt_number": 26 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "x = random.randn(500)\n", - "y = random.randn(500)+1\n", - "data = {'x': x, \n", - " 'y': y,\n", - " 'type': 'histogram2d',\n", - " 'autobinx': False,\n", - " 'xbins': {\n", - " 'start': -3,\n", - " 'end': 3,\n", - " 'size': 0.1\n", - " },\n", - " 'autobiny': False,\n", - " 'ybins': {\n", - " 'start': -2.5,\n", - " 'end': 4,\n", - " 'size': 0.1\n", - " },\n", - " 'scl': [[0,\"rgb(12,51,131)\"],\\\n", - " [0.25,\"rgb(10,136,186)\"],\\\n", - " [0.5,\"rgb(242,211,56)\"],\\\n", - " [0.75,\"rgb(242,143,56)\"],\\\n", - " [1,\"rgb(217,30,30)\"]],\n", - " 'histnorm': 'probability'\n", - "}\n", - "\n", - "layout = {\n", - " 'xaxis':{\n", - " 'range':[-2,2],\n", - " 'autorange':False\n", - " },'yaxis':{\n", - " 'range':[-1,3],\n", - " 'autorange':False \n", - " },\n", - " 'width':520,'height':380,\n", - " 'autosize':False\n", - " }\n", - "\n", - "py.iplot([data],layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 27, - "text": [ - "" - ] - } - ], - "prompt_number": 27 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Heatmaps" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# basic-heatmap \n", - "z = [[1., 20., 30 ],\\\n", - " [20., 1., 60 ],\\\n", - " [30., 60., 1.]]\n", - "data = {'z': z,\n", - " 'type': 'heatmap'}\n", - "py.iplot([data])\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 28, - "text": [ - "" - ] - } - ], - "prompt_number": 28 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday']\n", - "y = ['Morning', 'Afternoon', 'Evening']\n", - "z = [[1., 20., 30, 50, 1],\\\n", - " [20., 1., 60, 80, 30 ],\\\n", - " [30., 60., 1., -10, 20]]\n", - "data = {'x': x,\n", - " 'y': y,\n", - " 'z': z,\n", - " 'type': 'heatmap'}\n", - "py.iplot([data])\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 29, - "text": [ - "" - ] - } - ], - "prompt_number": 29 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Mixed Types" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - "x0 = linspace(0, 5, 15)\n", - "y0 = sin(x0) + random.rand(15)\n", - "data0 = {'x': x0,'y': y0,\n", - " 'type': 'scatter'}\n", - "\n", - "x1 = [0, 1, 2, 3, 4, 5]\n", - "y1 = [1, 0.5, 0.7, -1.2, 0.3, 0.4]\n", - "data1 = {'x': x1,'y': y1,\n", - " 'type': 'bar'}\n", - "\n", - "py.iplot([data0, data1])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 30, - "text": [ - "" - ] - } - ], - "prompt_number": 30 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from numpy import *\n", - " \n", - "x0 = random.randn(100)/5. + 0.5 \n", - "y0 = random.randn(100)/5. + 0.5 \n", - " \n", - "x1 = random.rayleigh(size=80)/7. + 0.1\n", - "y1 = random.rayleigh(size=80)/8. + 1.1\n", - " \n", - "y = concatenate([y0,y1])\n", - "x = concatenate([x0,x1])\n", - "\n", - "data0 = {'x': x0, 'y': y0, \n", - " 'marker':{'symbol':'circle'},\n", - " 'type': 'scatter', 'mode': 'markers'}\n", - "data1 = {'x': x1, 'y': y1, \n", - " 'marker':{'symbol':'cross'},\n", - " 'type': 'scatter', 'mode': 'markers'}\n", - " \n", - "data_hist = {'x': x, 'y': y, \n", - " 'type':'histogram2d'}\n", - "\n", - "py.iplot([data0,data1,data_hist])\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 31, - "text": [ - "" - ] - } - ], - "prompt_number": 31 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 31 + "prompt_number": 2 } ], "metadata": {} From bf18372b77ec82a43cc2d54de64a3f63ff864a48 Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 16 Jul 2014 00:24:30 +0200 Subject: [PATCH 019/163] Remove super outedated notebooks --- See more/Documentation.ipynb | 36 - ...- Multiple Axes, Subplots and Insets.ipynb | 174 --- See more/LaTeX with Plotly.ipynb | 88 -- See more/MATLAB Quickstart.ipynb | 421 ------- See more/MATLAB_Examples.ipynb | 876 ------------- See more/MATLAB_Wrapper_Examples.ipynb | 827 ------------ See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb | 570 --------- See more/MCMC.png | Bin 25302 -> 0 bytes .../Multiple Axes, Subplots, and Insets.ipynb | 975 --------------- See more/Pandas + Plotly.ipynb | 126 -- See more/Pandas_Plotly.ipynb | 659 ---------- ...- Release notes - Pandas, NumPy, Datetimes | 452 ------- See more/Plotly and mpld3.ipynb | 1111 ----------------- See more/Plotly gets LaTeXy.ipynb | 111 -- See more/PyMC + Plotly.ipynb | 486 ------- ...An Alternative to matplotlib's twinx.ipynb | 90 -- ...ed, Horizontal Bar Chart Time Series.ipynb | 64 - See more/electricity_disaggregation.ipynb | 253 ---- 18 files changed, 7319 deletions(-) delete mode 100644 See more/Documentation.ipynb delete mode 100644 See more/IJulia - Multiple Axes, Subplots and Insets.ipynb delete mode 100644 See more/LaTeX with Plotly.ipynb delete mode 100644 See more/MATLAB Quickstart.ipynb delete mode 100644 See more/MATLAB_Examples.ipynb delete mode 100644 See more/MATLAB_Wrapper_Examples.ipynb delete mode 100644 See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb delete mode 100644 See more/MCMC.png delete mode 100644 See more/Multiple Axes, Subplots, and Insets.ipynb delete mode 100644 See more/Pandas + Plotly.ipynb delete mode 100644 See more/Pandas_Plotly.ipynb delete mode 100644 See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes delete mode 100644 See more/Plotly and mpld3.ipynb delete mode 100644 See more/Plotly gets LaTeXy.ipynb delete mode 100644 See more/PyMC + Plotly.ipynb delete mode 100644 See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb delete mode 100644 See more/Stacked, Horizontal Bar Chart Time Series.ipynb delete mode 100644 See more/electricity_disaggregation.ipynb diff --git a/See more/Documentation.ipynb b/See more/Documentation.ipynb deleted file mode 100644 index 374a56a..0000000 --- a/See more/Documentation.ipynb +++ /dev/null @@ -1,36 +0,0 @@ -{ - "metadata": { - "name": "This notebook has moved" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "\n\n", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 2, - "text": "" - } - ], - "prompt_number": 2 - } - ], - "metadata": {} - } - ] -} diff --git a/See more/IJulia - Multiple Axes, Subplots and Insets.ipynb b/See more/IJulia - Multiple Axes, Subplots and Insets.ipynb deleted file mode 100644 index 798293a..0000000 --- a/See more/IJulia - Multiple Axes, Subplots and Insets.ipynb +++ /dev/null @@ -1,174 +0,0 @@ -{ - "metadata": { - "language": "Julia", - "name": "Plotly iJulia Notebook - Multiple Axes, Subplots and Insets" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": "using Plotly\nPlotly.signin(\"demos\",\"tj6mr52zgp\")", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 1, - "text": "PlotlyAccount(\"demos\",\"tj6mr52zgp\")" - } - ], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[40,50,60],\n \"name\"=>\"yaxis data\"\n ],\n [\n \"x\"=>[2,3,4],\n \"y\"=>[4,5,6],\n \"yaxis\"=>\"y2\", # this will reference the yaxis2 object in the layout object\n \"name\"=> \"yaxis2 data\"\n ] \n];\nlayout = [\n \"yaxis\"=>[\n \"title\"=> \"yaxis title\", # optional\n ],\n \"yaxis2\"=>[\n \"title\"=> \"yaxis2 title\", # optional\n \"titlefont\"=>[\n \"color\"=>\"rgb(148, 103, 189)\"\n ],\n \"tickfont\"=>[\n \"color\"=>\"rgb(148, 103, 189)\"\n ],\n \"overlaying\"=>\"y\",\n \"side\"=>\"right\",\n ], \n \"title\"=> \"Double Y Axis Example\",\n]\n\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "c = [\n \"#1f77b4\", # muted blue\n \"#ff7f0e\", # safety orange\n \"#2ca02c\", # cooked asparagus green\n \"#d62728\", # brick red\n \"#9467bd\", # muted purple\n \"#8c564b\", # chestnut brown\n \"#e377c2\", # raspberry yogurt pink\n \"#7f7f7f\", # middle gray\n \"#bcbd22\", # curry yellow-green\n \"#17becf\"]; #blue-teal\n\ndata = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[4,5,6],\n \"name\"=>\"yaxis1 data\"\n ],\n [\n \"x\"=>[2,3,4],\n \"y\"=>[40,50,60],\n \"name\"=>\"yaxis2 data\",\n \"yaxis\"=>\"y2\" # this references the \"yaxis2\" object in layout\n ],\n [\n \"x\"=>[3,4,5],\n \"y\"=>[400,500,600],\n \"name\"=>\"yaxis3 data\",\n \"yaxis\"=>\"y3\"\n ],\n [\n \"x\"=>[4,5,6],\n \"y\"=>[40000,50000,60000],\n \"name\"=>\"yaxis4 data\",\n \"yaxis\"=>\"y4\" \n ],\n [\n \"x\"=>[5,6,7],\n \"y\"=>[400000,500000,600000],\n \"name\"=>\"yaxis5 data\",\n \"yaxis\"=>\"y5\" \n ],\n [\n \"x\"=>[6,7,8],\n \"y\"=>[4000000,5000000,6000000],\n \"name\"=>\"yaxis6 data\",\n \"yaxis\"=>\"y6\" \n ],\n]\n\nlayout = [\n \"width\"=>800,\n \"xaxis\"=>[\n \"domain\"=>[0.3,0.7]\n ],\n \"yaxis\"=>[\n \"title\"=> \"yaxis title\",\n \"titlefont\"=>[\n \"color\"=>c[1]\n ],\n \"tickfont\"=>[\n \"color\"=>c[1]\n ],\n ],\n \"yaxis2\"=>[\n \"overlaying\"=>\"y\",\n \"side\"=>\"left\",\n \"anchor\"=>\"free\",\n \"position\"=>0.15,\n \n \"title\"=> \"yaxis2 title\",\n \"titlefont\"=>[\n \"color\"=>c[2]\n ],\n \"tickfont\"=>[\n \"color\"=>c[2]\n ],\n ],\n \"yaxis3\"=>[\n \"overlaying\"=>\"y\",\n \"side\"=>\"left\",\n \"anchor\"=>\"free\",\n \"position\"=>0,\n \n \"title\"=> \"yaxis3 title\",\n \"titlefont\"=>[\n \"color\"=>c[3]\n ],\n \"tickfont\"=>[\n \"color\"=>c[3]\n ],\n ],\n\n \"yaxis4\"=>[ \n \"overlaying\"=>\"y\",\n \"side\"=>\"right\",\n \"anchor\"=>\"x\",\n \n \"title\"=> \"yaxis4 title\",\n \"titlefont\"=>[\n \"color\"=>c[4]\n ],\n \"tickfont\"=>[\n \"color\"=>c[4]\n ], \n ],\n\n \"yaxis5\"=>[ \n \"overlaying\"=>\"y\",\n \"side\"=>\"right\",\n \"anchor\"=>\"free\",\n \"position\"=>0.85,\n\n \"title\"=> \"yaxis5 title\",\n \"titlefont\"=>[\n \"color\"=>c[5]\n ],\n \"tickfont\"=>[\n \"color\"=>c[5]\n ], \n ],\n\n \"yaxis6\"=>[ \n \"overlaying\"=>\"y\",\n \"side\"=>\"right\",\n \"anchor\"=>\"free\",\n \"position\"=>1.0,\n\n \"title\"=> \"yaxis6 title\",\n \"titlefont\"=>[\n \"color\"=>c[6]\n ],\n \"tickfont\"=>[\n \"color\"=>c[6]\n ], \n ],\n \"title\"=> \"multiple y-axes example\"\n]\n\n\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[4,5,6],\n ],\n [\n \"x\"=>[20,30,40],\n \"y\"=>[50,60,70],\n \"xaxis\"=>\"x2\",\n \"yaxis\"=>\"y2\"\n ]\n]\n\nlayout = [\n \"xaxis\"=>[\n \"domain\"=>[0,0.45] # i.e. let the first x-axis span the first 45% of the plot width\n ],\n \"xaxis2\"=>[\n \"domain\"=>[0.55,1] # i.e. let the second x-axis span the latter 45% of the plot width\n ],\n \"yaxis2\"=>[\n \"anchor\"=>\"x2\" # i.e. bind the second y-axis to the start of the second x-axis\n ]\n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 4 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[4,5,6],\n ],\n [\n \"x\"=>[20,30,40],\n \"y\"=>[50,60,70],\n \"xaxis\"=>\"x2\",\n \"yaxis\"=>\"y2\"\n ]\n]\n\nlayout = [\n \"xaxis\"=>[\n \"domain\"=>[0,0.7] # i.e. let the first x-axis span the first 70% of the plot width\n ],\n \"xaxis2\"=>[\n \"domain\"=>[0.8,1] # i.e. let the second x-axis span the latter 20% of the plot width\n ],\n \"yaxis2\"=>[\n \"anchor\"=>\"x2\" # i.e. bind the second y-axis to the start of the second x-axis\n ]\n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[4,5,6],\n ],\n [\n \"x\"=>[20,30,40],\n \"y\"=>[50,60,70],\n \"xaxis\"=>\"x2\",\n \"yaxis\"=>\"y2\"\n ],\n [\n \"x\"=>[300,400,500],\n \"y\"=>[600,700,800],\n \"xaxis\"=>\"x3\",\n \"yaxis\"=>\"y3\"\n ],\n [\n \"x\"=>[4000,5000,6000],\n \"y\"=>[7000,8000,9000],\n \"xaxis\"=>\"x4\",\n \"yaxis\"=>\"y4\"\n ] \n]\n\nlayout = [\n \"xaxis\"=>[\n \"domain\"=>[0,0.45] # let the first x-axis span the first 45% of the plot width\n ],\n \"yaxis\"=>[\n \"domain\"=>[0,0.45] # # and let the first y-axis span the first 45% of the plot height\n ],\n \"xaxis2\"=>[\n \"domain\"=>[0.55,1] # and let the second x-axis span the latter 45% of the plot width\n ],\n \"yaxis2\"=>[\n \"domain\"=>[0,0.45], # and let the second y-axis span the first 45% of the plot height\n \"anchor\"=>\"x2\" # bind the horizontal position of the second y-axis to the start of the second x-axis\n ],\n \"xaxis3\"=>[\n \"domain\"=>[0,0.45],\n \"anchor\"=>\"y3\" # bind the vertical position of this axis to the start of yaxis3\n ],\n \"yaxis3\"=>[\n \"domain\"=>[0.55,1],\n ],\n \"xaxis4\"=>[\n \"domain\"=>[0.55,1],\n \"anchor\"=>\"y4\", # bind the vertical position of this axis to the start of yaxis4\n ],\n \"yaxis4\"=>[\n \"domain\"=>[0.55,1],\n \"anchor\"=>\"x4\" # bind the horizontal position of this axis to the start of xaxis4\n ] \n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[2,3,4],\n ],\n [\n \"x\"=>[20,30,40],\n \"y\"=>[5,5,5],\n \"xaxis\"=>\"x2\",\n \"yaxis\"=>\"y\"\n ],\n [\n \"x\"=>[2,3,4],\n \"y\"=>[600,700,800],\n \"xaxis\"=>\"x\",\n \"yaxis\"=>\"y3\"\n ],\n [\n \"x\"=>[4000,5000,6000],\n \"y\"=>[7000,8000,9000],\n \"xaxis\"=>\"x4\",\n \"yaxis\"=>\"y4\"\n ] \n]\n\nlayout = [\n \"xaxis\"=>[\n \"domain\"=>[0,0.45] # let the first x-axis span the first 45% of the plot width\n ],\n \"yaxis\"=>[\n \"domain\"=>[0,0.45] # and let the first y-axis span the first 45% of the plot height\n ],\n \"xaxis2\"=>[\n \"domain\"=>[0.55,1] # and let the second x-axis span the latter 45% of the plot width\n ],\n \"yaxis3\"=>[\n \"domain\"=>[0.55,1],\n ],\n \"xaxis4\"=>[\n \"domain\"=>[0.55,1],\n \"anchor\"=>\"y4\", # bind the vertical position of this axis to the start of yaxis4\n ],\n \"yaxis4\"=>[\n \"domain\"=>[0.55,1],\n \"anchor\"=>\"x4\" # bind the horizontal position of this axis to the start of xaxis4\n ] \n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 7 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\"x\"=> [0,1,2], \"y\"=> [10,11,12]],\n [\"x\"=> [2,3,4], \"y\"=> [100,110,120], \"yaxis\"=> \"y2\", \"xaxis\"=> \"x2\"],\n [\"x\"=> [3,4,5], \"y\"=> [1000,1100,1200], \"yaxis\"=> \"y3\", \"xaxis\"=> \"x3\"]\n]\n\nlayout=[\n \"yaxis\"=> [\"domain\"=> [0,0.8/3.]],\n \"yaxis2\"=> [\"domain\"=>[0.8/3+0.1,2*0.8/3+0.1]],\n \"yaxis3\"=> [\"domain\"=>[2*0.8/3+0.2,1]],\n \"xaxis2\"=> [\"anchor\"=>\"y2\"],\n \"xaxis3\"=> [\"anchor\"=>\"y3\"],\n \"legend\"=> [\"traceorder\"=> \"reversed\"]\n]\n \n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\"x\"=> [0,1,2], \"y\"=> [10,11,12]],\n [\"x\"=> [2,3,4], \"y\"=> [100,110,120], \"yaxis\"=> \"y2\"],\n [\"x\"=> [3,4,5], \"y\"=> [1000,1100,1200], \"yaxis\"=> \"y3\"]\n]\n\nlayout=[\n \"yaxis\"=> [\"domain\"=> [0,1./3.]],\n \"yaxis2\"=> [\"domain\"=>[1./3,2./3.]],\n \"yaxis3\"=> [\"domain\"=>[2./3.,1]],\n \"legend\"=> [\"traceorder\"=> \"reversed\"]\n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "data = [\n [\n \"x\"=>[1,2,3],\n \"y\"=>[4,3,2],\n ],\n [\n \"x\"=>[20,30,40],\n \"y\"=>[30,40,50],\n \"xaxis\"=>\"x2\",\n \"yaxis\"=>\"y2\"\n ]\n]\nlayout = [\n \"xaxis2\"=> [\n \"domain\"=> [0.6, 0.95],\n \"anchor\"=> \"y2\"\n ],\n \"yaxis2\"=>[\n \"domain\"=> [0.6, 0.95],\n \"anchor\"=> \"x2\"\n ]\n]\n\nresponse = Plotly.plot([data], [\"layout\" => layout])\nurl = response[\"url\"]\nfilename = response[\"filename\"]\n\ns = string(\"\")\ndisplay(\"text/html\", s)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "display_data" - } - ], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "", - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} diff --git a/See more/LaTeX with Plotly.ipynb b/See more/LaTeX with Plotly.ipynb deleted file mode 100644 index 9ff9987..0000000 --- a/See more/LaTeX with Plotly.ipynb +++ /dev/null @@ -1,88 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# install plotly with the command (in your terminal): pip install plotly\n", - "import plotly \n", - "p = plotly.plotly('IPython.Demo','1fw3zw2o13') # Demo account" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = np.linspace(0,np.pi,100)\n", - "y1 = x;\n", - "y2 = y1-x**3/6.\n", - "y3 = y2+x**5/120.\n", - "y4 = np.sin(x)\n", - "\n", - "p.iplot([{'x': x, 'y': y1, 'name': '$x$'},\n", - " {'x': x, 'y': y2, 'name': '$x-\\\\frac{x^3}{6}$'},\n", - " {'x': x, 'y': y3, 'name': '$x-\\\\frac{x^3}{6}+\\\\frac{x^5}{120}$'},\n", - " {'x': x, 'y': y4, 'name': '$x-\\\\frac{x^3}{6}+\\\\frac{x^5}{120}+\\\\cdots = \\\\sin(x)$'}\n", - " ], layout={'title': 'Taylor Series of $\\\\sin(x)$'})" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 6, - "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} diff --git a/See more/MATLAB Quickstart.ipynb b/See more/MATLAB Quickstart.ipynb deleted file mode 100644 index 5997902..0000000 --- a/See more/MATLAB Quickstart.ipynb +++ /dev/null @@ -1,421 +0,0 @@ -{ - "metadata": { - "name": "MATLAB Quickstart" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "# Quickstart with Plotly\n\n1 - Download and unzip the latest MATLAB-Plotly library here: [https://github.com/plotly/MATLAB-api/releases/latest](https://github.com/plotly/MATLAB-api/releases/latest) \n2 - Place the folder somewhere permanent on your computer \n3 - Start MATLAB and enter: \n```\n>> path = '/Users/chris/plotlygithub/MATLAB-api'; % Fill in with your path\n>> addpath(genpath(path));\n```" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "import pymatbridge as pymat\nip = get_ipython()\npymat.load_ipython_extension(ip, \n matlab='\"/Applications/MATLAB_R2013a_Student.app/bin/matlab\"')", - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": "Starting MATLAB on http://localhost:60830\n visit http://localhost:60830/exit.m to shut down same\n" - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "." - }, - { - "output_type": "stream", - "stream": "stdout", - "text": "MATLAB started and connected!\n" - } - ], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '' %\\\n (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n return HTML(s)", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 11 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Enter your plotly creds ([Sign up here](https://plot.ly/ssu) and [view your API key here](https://plot.ly/api/key))" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\npath = '/Users/chris/plotlygithub/MATLAB-api'; % Fill in with your path\naddpath(genpath(path));\napi_key = '1ch7o7hdu7';\nusername = 'ChrisP';\nsignin(username, api_key);\n", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "# Let's graph the Lotka-Volterra equations" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### First, we'll define and numerically solve the differential equation" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\n\n% Define the Lotka-Volterra equation\nlotka = @(t,y) diag([1 - .01*y(2), -1 + .02*y(1)])*y;\n\n% Define initial conditions.\nt0 = 0;\ntfinal = 15;\ny0 = [20 20]';\n% Simulate the differential equation.\ntfinal = tfinal*(1+eps);\n[t,y] = ode23('lotka',[t0 tfinal],y0);", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### Now, let's graph it with plotly" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\ndisp(plotly(t, y(:,1), t, y(:,2)))", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": " url: 'https://plot.ly/~ChrisP/102'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'plot from API (12)'\n error: [1x0 char]\n\n" - } - ], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot('https://plot.ly/~ChrisP/102')", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, - "text": "" - } - ], - "prompt_number": 12 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### Plotly graphs are interactive. Hover over the points to view the text, click-and-drag to zoom, shift-click-and-drag to pan." - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "The `plotly` command saves the graph in your plotly account and returns a [unique url](https://plot.ly/~ChrisP/102) where you can view the graph.\n\n### Since your graph is online\n\nyou can can share it with that [unique url](https://plot.ly/~IPython.Demo/1085), or [embed](https://plot.ly/api/python/docs/iframes) your interactive graph in a web page.\n\n### You can also edit the graph in the plotly web-app: No additional code is required to create a publication-quality graph\n\nI edited the graph we just made inside the plotly web-app. All of the options available to customize your graph in the web-app are exposed through the API.\n\nCheck out my new version here: [https://plot.ly/~cparmer2/640](https://plot.ly/~cparmer2/640). Below, I embed it in our notebook:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot(\"https://plot.ly/~cparmer2/640\", width=1000, height=650)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": "" - } - ], - "prompt_number": 13 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### In plotly, the data and the graph are always together, you can view the underlying data in every plotly graph.\nThe graph that we just made can be viewed here: [https://plot.ly/~cparmer2/640](https://plot.ly/~cparmer2/640) and that graph's data lives here: [https://plot.ly/640/~cparmer2/data](https://plot.ly/640/~cparmer2/data)." - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### Let's look at another example. This time, we'll style our graph entirely with code\n\nEach `trace` or `series` in a plotly graph is described by a MATLAB `struct`. We group several of them together in a MATLAB `cell array`:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\n\n% Create a set of values for the damping factor\nzeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n\n% Create a range of frequency values equally spaced logarithmically\nw = logspace(-1, 1, 1000);\n\n% Define a color for each damping factor\ncolors = {'#eff3ff' '#c6dbef' '#9ecae1' '#6baed6' '#4292c6' '#2171b5' '#084594'};\n\n% Create PLOTLY data structs\ndata = cell(1,7);\n\n% Produce gain vs. frequency for each of the seven damping factors\nfor i = 1:7\n a = w.^2 - 1;\n b = 2*w*zeta(i);\n gain = sqrt(1./(a.^2 + b.^2));\n \n \n data{i} = struct(...\n 'x', w, ...\n 'y', gain, ...\n 'type', 'scatter', ...\n 'name', ['damping: ' num2str(zeta(i))], ...\n 'mode', 'lines', ...\n 'line', struct('color',colors{i},...\n 'width',3) ...\n );\n \nend", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 18 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "The rest of the graph, like the axes style and the titles are also described as structs:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\n% set axis styles\naxesstyle_x = struct( ...\n 'type' , 'log', ...\n 'range' , [-1, 1], ...\n 'title' , 'Frequency' ...\n);\naxesstyle_y = struct( ...\n 'type' , 'log', ...\n 'range' , [-2, 2], ...\n 'title' , 'Gain' ...\n);\n\n% set layout style\nlayout = struct( ...\n 'title', 'Gain VS Frequency', ...\n 'xaxis' , axesstyle_x, ...\n 'yaxis' , axesstyle_y...\n);", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 23 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "We make our graph by calling `plotly` with the data `cell array` as the first argument, and the `layout` struct as the last argument:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\nresponse = plotly(data, struct('layout', layout));\nurl = response.url\nfilename = response.filename", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": "\nurl =\n\nhttps://plot.ly/~ChrisP/105\n\n\nfilename =\n\nplot from API (15)\n\n" - } - ], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot(\"https://plot.ly/~ChrisP/104\", width=1000, height=650)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 25, - "text": "" - } - ], - "prompt_number": 25 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Usage, Your Data Rights, and Private Graphs\n-------------------------------------------\n\nWhen you make a graph on plotly, you retain the rights to your content (see our terms [here](https://plot.ly/tou)). You also control whether your graphs are public or private. Public plotting is free; for a lot of private use, you can get a Premium or Organizational plan (see http://plot.ly/plans).\n\nBy default, anyone can view the graphs at the unique URL. To make the graphs private, so that only you can see them when your logged in, set `world_readable` to `False`:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\nt = linspace(0, 2*pi, 100);\nx = 16.*sin(t).^3;\ny = 13.*cos(t)-5*cos(2*t)-2*cos(3*t)-cos(4*t);\n\ndata = struct();\ndata.x = x;\ndata.y = y;\ndata.line = struct('color', 'red', 'width', 6);\n\nlayout = struct();\naxes = struct();\naxes.ticks = '';\naxes.showline = false;\naxes.zeroline = false;\nlayout.xaxis = axes;\nlayout.yaxis = axes;\n\nplotly({data}, struct('layout', layout, 'filename', 'matlab public hearts', 'world_readable', true))", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/106'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'matlab public hearts'\n error: [1x0 char]\n\n" - } - ], - "prompt_number": 27 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot(\"https://plot.ly/~ChrisP/106\", width=1000, height=650)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 28, - "text": "" - } - ], - "prompt_number": 28 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "And the same graph, but with a private setting:" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\nplotly({data}, struct('layout', layout, 'filename', 'matlab private hearts', 'world_readable', false))", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/107'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'matlab private hearts'\n error: [1x0 char]\n\n" - } - ], - "prompt_number": 30 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot(\"https://plot.ly/~ChrisP/107\", width=1000, height=650)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 31, - "text": "" - } - ], - "prompt_number": 31 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "$\\LaTeX$, Subplots, Heatmaps\n----------------------------" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "%%matlab\nx = linspace(-7,7,100);\n\nline_style = struct('color', '#7FDBFF', 'dash', 'dot');\ndata = cell(1,6);\ndata{1}.x = x;\ndata{1}.y = x;\ndata{1}.line = line_style;\nfor i = 1:4\n data{i+1}.x = x;\n data{i+1}.y = data{i}.y + (-1)^(i) * x.^(i*2+1)/factorial(i*2+1);\n data{i+1}.line = line_style;\nend\ndata{6}.x = x; \ndata{6}.y = sin(x);\ndata{6}.line = struct('color', '#0074D9');\n\nlayout = struct();\nlayout.yaxis = struct();\nlayout.xaxis = struct();\n\nlayout.yaxis.range = [-4.5, 4.5]; \nlayout.yaxis.zeroline = false;\nlayout.yaxis.ticks = '';\nlayout.yaxis.showline = false;\n\nlayout.xaxis.showgrid = false;\nlayout.xaxis.showline = false;\nlayout.xaxis.zeroline = false;\nlayout.xaxis.ticks = '';\n\nlayout.showlegend = false;\nlayout.title = '$\\\\sin(x)=\\\\sum\\\\limits_{k=0}^{\\\\infty}\\\\dfrac{(-1)^k x^{1+2k}}{(1+2k)!}$';\nplotly(data, struct('layout', layout, 'filename','MATLAB LaTeX', 'fileopt', 'overwrite'))", - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": "\nans = \n\n url: 'https://plot.ly/~ChrisP/109'\n message: [1x0 char]\n warning: [1x0 char]\n filename: 'MATLAB LaTeX'\n error: [1x0 char]\n\n" - } - ], - "prompt_number": 61 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "show_plot(\"https://plot.ly/~ChrisP/109\", width=1000, height=650)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 62, - "text": "" - } - ], - "prompt_number": 62 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "### Resources \n- [Plotly Documentation](https://plot.ly/API)\n- [Plotly GitHub](https://github.com/plotly)\n- [@plotlygraphs](http://twitter.com/plotlygraphs)\n- [Plotly Facebook](https://facebook.com/plotly)\n- [The Plotly Team](https://plot.ly/team)\n- " - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "*Hearts* \nTeam Plotly \nMontr\u00e9al | SF | Boston" - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/MATLAB_Examples.ipynb b/See more/MATLAB_Examples.ipynb deleted file mode 100644 index 5c9435d..0000000 --- a/See more/MATLAB_Examples.ipynb +++ /dev/null @@ -1,876 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", - "=====================================\n", - "\n", - "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", - "------------------------------------------------------------------------\n", - "\n", - "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", - "\n", - "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following is a list of usage examples of Plotly in Matlab. The original example data can be found at the [Matlab Plot Gallery](http://www.mathworks.com/discovery/gallery.html)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we need to start a MATLAB server:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pymatbridge as pymat\n", - "ip = get_ipython()\n", - "pymat.load_ipython_extension(ip, \n", - " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Starting MATLAB on http://localhost:55167\n", - " visit http://localhost:55167/exit.m to shut down same\n", - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "MATLAB started and connected!\n" - ] - } - ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note to Windows users: Python doesn't like file paths with spaces! Above, I created a shortcut to matlab.exe and placed it in path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we are ready to run MATLAB! The following code segments follow the same genearal structure: connect to Plotly, generate the necessary data structures, and send the graph request. The response is the url where the plot is located." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 1: Morse Signal Analysis" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "% set up plotly environment\n", - "clear all\n", - "\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Load Morse data\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Line_Plot_2D_3\\MDdata'\n", - "\n", - "% specify the style of each trace\n", - "data1 = struct(...\n", - " 'x', dissimilarities, ...\n", - " 'y', dist1, ...\n", - " 'type', 'scatter', ...\n", - " 'name', 'Stress', ...\n", - " 'mode', 'markers', ...\n", - " 'marker', struct('opacity', 0.5, ...\n", - " 'symbol','triangle-up', ... \n", - " 'size',8, ...\n", - " 'color', 'rgb(54,144,192)' ...\n", - " ) ...\n", - " );\n", - "\n", - "data2=data1;\n", - "data2.y = dist2;\n", - "data2.name = 'Sammon Mapping';\n", - "data2.marker.symbol = 'cross';\n", - "data2.marker.color = 'rgb(144,192,54)';\n", - "\n", - "data3=data1;\n", - "data3.y = dist3;\n", - "data3.name = 'Squared Stress';\n", - "data3.marker.symbol = 'square';\n", - "data3.marker.color = 'rgb(192,54,144)';\n", - "\n", - "% set up axis styles\n", - "axesstyle_x = struct( ...\n", - " 'zeroline' , false, ...\n", - " 'title' , 'Dissimilarities' ...\n", - ");\n", - "axesstyle_y = struct( ...\n", - " 'zeroline' , false, ...\n", - " 'title' , 'Distances' ...\n", - ");\n", - "\n", - "% set the legend style\n", - "legendstyle = struct('x' , 0, 'y' , 1); % Top left\n", - "\n", - "% set up layout\n", - "layout = struct( ...\n", - " 'title', 'Morse Signal Analysis', ...\n", - " 'xaxis' , axesstyle_x, ...\n", - " 'yaxis' , axesstyle_y, ...\n", - " 'legend' , legendstyle, ...\n", - " 'hovermode', 'closest' ...\n", - ");\n", - " \n", - "% send graph request\n", - "response = plotly({data1, data2, data3}, struct('layout', layout, ...\n", - " 'filename', 'morse_signal','fileopt', 'overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/142'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'morse_signal'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The `plotly` MATLAB command sends data to my [plotly account](https://plot.ly/~andreyDim) and returns the unique url [https://plot.ly/~andreyDim/142](https://plot.ly/~andreyDim/142) where anyone can view the rendered graph.\n", - "\n", - "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from IPython.display import HTML\n", - "\n", - "def show_plot(url, width=700, height=500):\n", - " s = '' %\\\n", - " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", - " return HTML(s)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's see the the graph:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/142')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sweet! Let's keep going..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 2: Gain vs Frequency" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "% Prepare plotly environment\n", - "clear all\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Create a set of values for the damping factor\n", - "zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n", - "\n", - "% Create a range of frequency values equally spaced logarithmically\n", - "w = logspace(-1, 1, 1000);\n", - "\n", - "% Define a color for each damping factor\n", - "colors = {'red' 'green' 'blue' 'lightblue' 'purple' 'lightgreen' 'fuchsia'};\n", - "\n", - "% Create PLOTLY data structs\n", - "data = cell(1,7);\n", - "\n", - "% Produce gain vs. frequency for each of the seven damping factors\n", - "for i = 1:7\n", - " a = w.^2 - 1;\n", - " b = 2*w*zeta(i);\n", - " gain = sqrt(1./(a.^2 + b.^2));\n", - " \n", - " \n", - " data{i} = struct(...\n", - " 'x', w, ...\n", - " 'y', gain, ...\n", - " 'type', 'scatter', ...\n", - " 'name', ['$\\\\zeta = ' num2str(zeta(i)) '$'], ...\n", - " 'mode', 'lines', ...\n", - " 'line', struct('color',colors{i},...\n", - " 'width',3) ...\n", - " );\n", - " \n", - "end\n", - "\n", - "% set axis styles\n", - "axesstyle_x = struct( ...\n", - " 'type' , 'log', ...\n", - " 'range' , [-1, 1], ...\n", - " 'linewidth' , 2, ...\n", - " 'title' , '$\\\\text{Frequency } \\\\omega$' ...\n", - ");\n", - "axesstyle_y = struct( ...\n", - " 'type' , 'log', ...\n", - " 'range' , [-2, 2], ...\n", - " 'linewidth' , 2, ...\n", - " 'title' , '$\\\\text{Gain}$' ...\n", - ");\n", - "\n", - "% set up legend style\n", - "legendstyle = struct( ...\n", - " 'x' , 0, ...\n", - " 'y' , 1, ...\n", - " 'bgcolor' , '#E2E2E2', ... \n", - " 'bordercolor' , '#FFFFFF', ...\n", - " 'borderwidth' , 2, ...\n", - " 'traceorder' , 'normal' ...\n", - " );\n", - "\n", - "% set layout style\n", - "layout = struct( ...\n", - " 'title', '$\\\\text{Gain vs Frequency } \\\\omega$', ...\n", - " 'xaxis' , axesstyle_x, ...\n", - " 'yaxis' , axesstyle_y, ...\n", - " 'legend', legendstyle, ...\n", - " 'hovermode', 'closest' ...\n", - ");\n", - "\n", - "% send graph request\n", - "response = plotly(data, struct('layout', layout, ...\n", - " 'filename','gain_frequency', ...\n", - "\t'fileopt', 'overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/139'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'gain_frequency'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/139')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 3: Tuberculosis Cases" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "% Prepare plotly environment\n", - "clear all\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Create the data for the plots\n", - "TBdata = [1990 4889 16.4; 1991 5273 17.4; 1992 5382 17.4; 1993 5173 16.5;\n", - " 1994 4860 15.4; 1995 4675 14.7; 1996 4313 13.5; 1997 4059 12.5;\n", - " 1998 3855 11.7; 1999 3608 10.8; 2000 3297 9.7; 2001 3332 9.6;\n", - " 2002 3169 9.0; 2003 3227 9.0; 2004 2989 8.2; 2005 2903 7.9;\n", - " 2006 2779 7.4; 2007 2725 7.2];\n", - "\n", - "years = TBdata(:,1);\n", - "cases = TBdata(:,2);\n", - "rate = TBdata(:,3);\n", - "\n", - "% specify the style of each trace\n", - "data1 = struct('name', 'Cases', ...\n", - " 'opacity', 1.0, ...\n", - " 'x', TBdata(:,1), ...\n", - " 'y', TBdata(:,2), ...\n", - " 'xaxis','x', ...\n", - " 'yaxis','y', ...\n", - " 'type', 'bar', ...\n", - " 'marker', struct(...\n", - " 'color', 'white') ...\n", - ");\n", - "\n", - "data2 = struct('name', 'Infection rate in cases per thousand', ...\n", - " 'opacity', 1.0, ...\n", - " 'x', TBdata(:,1), ...\n", - " 'y', TBdata(:,3), ...\n", - " 'xaxis','x', ...\n", - " 'yaxis','y2', ...\n", - " 'type', 'scatter', ...\n", - " 'mode', 'lines', ...\n", - " 'line', struct('color', 'purple', 'size', 2) ...\n", - " );\n", - "\n", - "% set the axis styles\n", - "axesstyle_x = struct( ...\n", - " 'title' , 'Years' ...\n", - ");\n", - "axesstyle_y = struct( ...\n", - " 'range', [0 6000], ...\n", - " 'ticks' , '', ...\n", - " 'title' , 'Cases' ...\n", - ");\n", - "axesstyle_y2 = struct( ...\n", - " 'showgrid' , false, ...\n", - " 'ticks' , '', ...\n", - " 'range', [6 18], ...\n", - " 'titlefont',struct( ...\n", - " 'color','purple' ...\n", - " ), ...\n", - " 'tickfont',struct( ...\n", - " 'color','purple' ...\n", - " ), ...\n", - " 'overlaying','y', ...\n", - " 'side','right', ...\n", - " 'title' , 'Infection rate in cases per thousand' ...\n", - ");\n", - "\n", - "% set the layout style\n", - "layout = struct( ...\n", - " 'title', 'Tuberculosis Cases: 1991-2007', ...\n", - " 'xaxis' , axesstyle_x, ...\n", - " 'yaxis' , axesstyle_y, ...\n", - " 'yaxis2', axesstyle_y2, ...\n", - " 'plot_bgcolor', '#c7c7c7', ...\n", - " 'showlegend', false ...\n", - ");\n", - " \n", - "% send graph request\n", - "response = plotly({data1, data2}, struct('layout', layout, ...\n", - " 'filename','Tuberculosis_cases', ...\n", - "\t'fileopt', 'overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/143'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'Tuberculosis_cases'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/143')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 4: Curve Fit" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "%set up plotly environment\n", - "clear all\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Load the data for x, y, and yfit\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Curve_Fit_with_Confidence_Bounds\\fitdata'\n", - "\n", - "% set up scatter of samples\n", - "data1 = struct('name', 'Samples', ...\n", - " 'opacity', 1.0, ...\n", - " 'x', x, ...\n", - " 'y', y, ...\n", - " 'type', 'scatter', ...\n", - " 'mode', 'markers', ...\n", - " 'marker', struct('color', 'black') ...\n", - " );\n", - "\n", - "% set up curve fit\n", - "data2=data1;\n", - "data2.y = yfit;\n", - "data2.name = 'Localized Regression';\n", - "data2.mode = 'lines';\n", - "data2.line = struct('color', 'red', 'width', 4);\n", - "\n", - "% set up confidence intervals\n", - "data3 = data2;\n", - "data3.y = yfit+0.3;\n", - "data3.name = 'Confidence Interval';\n", - "data3.line = struct('color', 'purple', 'width', 1, 'dash', 'dashdot');\n", - "\n", - "data4 = data3;\n", - "data4.fill = 'tonexty';\n", - "data4.y = yfit-0.3;\n", - "\n", - "% set the axis style\n", - "axesstyle = struct( ...\n", - " 'zeroline' , false, ...\n", - " 'ticks' , '', ...\n", - " 'linecolor' , '#636363', ...\n", - " 'linewidth' , 2 ...\n", - ");\n", - "\n", - "% set the layout style\n", - "layout = struct( ...\n", - " 'title', 'Curve Fit Visualization', ...\n", - " 'xaxis' , axesstyle, ...\n", - " 'yaxis' , axesstyle, ...\n", - " 'hovermode', 'closest', ...\n", - " 'showlegend', false ...\n", - ");\n", - "\n", - "% send graph request\n", - "response = plotly({data1, data2, data3, data4}, struct('layout', layout, ...\n", - " 'filename','curve_fit_confidence', ...\n", - "\t'fileopt', 'overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/138'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'curve_fit_confidence'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/138')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 5: Spline and Convex Hull Property" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "%set up plotly environment\n", - "clear all\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Load the points for creating a spline curve\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", - "\n", - "% set up text\n", - "text = cell(1,size(points,1));\n", - "for i=1:numel(text)\n", - " text{i} = ['Point ' num2str(i)]; \n", - "end\n", - "\n", - "% set up scatter data\n", - "data1 = struct( ...\n", - " 'name', 'Control Points', ...\n", - " 'x', points(:,1), ...\n", - " 'y', points(:,2), ...\n", - " 'marker', struct( ...\n", - " 'color', 'red'), ...\n", - " 'mode', 'lines+markers+text',...\n", - " 'line', struct('color', 'black', 'width', 1, 'dash', 'dot'), ...\n", - " 'text', {text}, ...\n", - " 'textposition', 'top'...\n", - " );\n", - "\n", - "% set up spline\n", - "data2 = struct( ...\n", - " 'name', 'Spline', ...\n", - " 'x', x, ...\n", - " 'y', y, ...\n", - " 'mode', 'lines',...\n", - " 'line', struct('color', 'red', 'width', 3) ...\n", - " );\n", - "\n", - "\n", - "% set the axis style\n", - "axesstyle = struct( ...\n", - " 'showgrid' , false, ...\n", - " 'zeroline' , false, ...\n", - " 'showticklabels' , false, ...\n", - " 'ticks' , '', ...\n", - " 'linecolor' , '#636363', ...\n", - " 'linewidth' , 3 ...\n", - ");\n", - "\n", - "% set the layout style\n", - "layout = struct( ...\n", - " 'title', 'The Convex-Hull Property', ...\n", - " 'xaxis' , axesstyle, ...\n", - " 'yaxis' , axesstyle, ...\n", - " 'hovermode', 'closest', ...\n", - " 'showlegend', false ...\n", - ");\n", - " \n", - "% send graph request\n", - "response = plotly({data1, data2}, struct('layout', layout, ...\n", - " 'filename', 'convex_hull', 'fileopt','overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/141'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'convex_hull'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/141')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 6: Undersea Elevation" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "% set up plotly environment\n", - "clear all\n", - "\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\API_matlab\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('andreyDim', 'r0x3w3ivg4');\n", - "\n", - "% Load undersea elevation data\n", - "load seamount x y z;\n", - "\n", - "% set up color map for z values\n", - "step_size = (max(z)-min(z))/99;\n", - "map_idx = ceil((z - min(z))/step_size)+1;\n", - "color_map = jet(100);\n", - "\n", - "colors = cell(1,numel(x));\n", - "for i=1:numel(x)\n", - "colors{i} = ['rgb(' num2str(floor(255*color_map(map_idx(i),1))) ',' ...\n", - " num2str(floor(255*color_map(map_idx(i),2))) ',' ...\n", - " num2str(floor(255*color_map(map_idx(i),3))) ')'];\n", - "end\n", - "\n", - "% set up scatter data\n", - "data = struct( ...\n", - " 'x', x, ...\n", - " 'y', y, ...\n", - " 'marker', struct( ...\n", - " 'color', {colors}), ...\n", - " 'mode', 'markers' ...\n", - " );\n", - "\n", - "\n", - "\n", - "% set the axis styles\n", - "axesstyle_x = struct( ...\n", - " 'title' , 'Longitude' ...\n", - ");\n", - "axesstyle_y = struct( ...\n", - " 'title' , 'Latitude' ...\n", - ");\n", - "\n", - "\n", - "% set the layout style\n", - "layout = struct( ...\n", - " 'title', 'Undersea Elevation', ...\n", - " 'xaxis' , axesstyle_x, ...\n", - " 'yaxis' , axesstyle_y, ...\n", - " 'hovermode', 'closest', ...\n", - " 'showlegend', false ...\n", - ");\n", - " \n", - "% send graph request\n", - "response = plotly(data, struct('layout', layout, ...\n", - " 'filename', 'undersea_elevation','fileopt', 'overwrite'))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "response = \r\n", - "\r\n", - " url: 'https://plot.ly/~andreyDim/140'\r\n", - " message: [1x0 char]\r\n", - " warning: [1x0 char]\r\n", - " filename: 'undersea_elevation'\r\n", - " error: [1x0 char]\r\n", - "\r\n" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~andreyDim/140')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 17, - "text": [ - "" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/MATLAB_Wrapper_Examples.ipynb b/See more/MATLAB_Wrapper_Examples.ipynb deleted file mode 100644 index 0bcae74..0000000 --- a/See more/MATLAB_Wrapper_Examples.ipynb +++ /dev/null @@ -1,827 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", - "=====================================\n", - "\n", - "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", - "------------------------------------------------------------------------\n", - "NOW WITH THE EASY TO USE MATLAB WRAPPER!\n", - "\n", - "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", - "\n", - "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Plotly MATLAB API allows you to leverage all the power of Plotly graphs conveniently from your scientific computing environment. You can work in MATLAB, share your graphs and data, and then edit it together online. Then it's all backed up, collaborative, and can be edited with other APIs and the GUI. No installation required; it's free, embeddable, and keeps data and graphs together.\n", - "\n", - "The API provides a set of functions that structure your data and send it to Plotly. All editing can be done through the API or from the online GUI. In addition, the PLOTLY WRAPPER function can take away all the hassle of learning a new graphing syntax. Just build your figures in MATLAB as usual and send them to Plotly with one call to the wrapper.\n", - "\n", - "This notebook goes through some usage scenarios to get MATLAB users started with the tool. Some steps are specific to making everything work in an IPython notebook, but you can always skip through those and get to the good stuff. Let's get started!\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we need to start a MATLAB server:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pymatbridge as pymat\n", - "ip = get_ipython()\n", - "pymat.load_ipython_extension(ip, \n", - " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Starting MATLAB on http://localhost:57928\n", - " visit http://localhost:57928/exit.m to shut down same\n", - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "MATLAB started and connected!\n" - ] - } - ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note to Windows users: Python doesn't like file paths with spaces! Above, a shortcut to matlab.exe was created and placed it in a path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we are ready to run MATLAB! Let's set up the Plotly environment next. This needs to be done only once per session. The next few lines import the Plotly MATLAB API and sign in to your account. For these examples we are using the MATLAB-demos account. Find out more about generating your API key [here](https://plot.ly/api/MATLAB/getting-started/authentication).\n", - "\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\MATLAB-api\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('MATLAB-demos', '3qhoowzv5n');" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We are now signed in and can convert and publish the Matlab figures in Plotly! The Plotly MATLAB API helps generate `data` and `layout` data structures that contain all the information needed to make a plot. The `plotly` command sends these to the server and the result is displayed via the `response` vairable. In it, a URL points to the generated plot online. In this notebook, we focus of the Plotly wrapper. The `fig2plotly` command at the end of the code will convert the current figure into a format that Plotly understands and publish it." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's make a simple plot in Matlab and publish it to Plotly:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some ransom points\n", - "my_random_data = rand(20,4);\n", - "\n", - "% a 2D scatter plot with size and color inputs\n", - "figure\n", - "scatter(my_random_data(:,1), my_random_data(:,2), 100*my_random_data(:,3), my_random_data(:,4), 'filled')\n", - "\n", - "% Work that Plotly magic!\n", - "response = fig2plotly();" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "High five! You successfuly sent some data to your account on plotly. View your plot in your browser at https://plot.ly/~MATLAB-demos/0 or inside your plot.ly account where it is named 'untitled'" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n" - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot has been sent to the [MATLAB-demos account](https://plot.ly/~andreyDim) and the command returns the unique url [https://plot.ly/~MATLAB-demos/0](https://plot.ly/~MATLAB-demos/0) where anyone can view the rendered graph. By default, the plot is named \"untitled\". In the following examples, we see how the command allows the user to give a custom name, otherwise it will try to extract it from the figure title.\n", - "\n", - "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from IPython.display import HTML\n", - "\n", - "def show_plot(url, width=700, height=500):\n", - " s = '' %\\\n", - " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", - " return HTML(s)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To see the resulting plot, we only need to input the fowwoling command:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/0')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 1: The Convex Hull Property. The original example data can be found at the [Matlab Plot Gallery](http://www.mathworks.com/discovery/gallery.html)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "% This is an example of how to add text to a plot in MATLAB.\n", - "% \n", - "% Read about the function in the MATLAB documentation.\n", - "%\n", - "% Go to \n", - "%\n", - "% Copyright 2012 The MathWorks, Inc.\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% Load the points for creating a spline curve\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", - "\n", - "\n", - "% Plot the points for the spline curve\n", - "figure;\n", - "plot(points(:,1),points(:,2),':ok');\n", - "hold on;\n", - "\n", - "% Plot the spline curve\n", - "plot(x, y, 'LineWidth', 2);\n", - "axis([.5 7 -.8 1.8]);\n", - "\n", - "% Add a title and axis labels\n", - "title('The Convex-Hull Property');\n", - "xlabel('x');\n", - "ylabel('y');\n", - "\n", - "% Label points 3, 4, & 5 of the spline curve\n", - "xt = points(3,1) - 0.05; yt = points(3,2) - 0.1;\n", - "text(xt, yt, 'Point 3', 'FontSize',12);\n", - "\n", - "xt = points(4,1) - 0.05; yt = points(4,2) + 0.1;\n", - "text(xt, yt, 'Point 4', 'FontSize',12);\n", - "\n", - "xt = points(5,1) + 0.15; yt = points(5,2) - 0.05;\n", - "text(6.1,.5, 'Point 5', 'FontSize',12);\n", - "\n", - "% Work that Plotly magic!\n", - "response = fig2plotly();\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This time, the plot was named \"The Convex Hull Property\"." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/1')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sweet! Let's keep going..." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We will reuse the same code and add some more inputs to the `fig2plotly` command. We can specify explicitly the figure object that will be published (it doesn't need to be the current one!) using the 'name' property. In addition, we add 'open' to turn off the automatic opening of a browser window with the response URL, and we 'strip' the plot of all MATLAB styling and revert to Plotly defaults. This allows users to use Plotly's styling capabilities from the API of at the online UI." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "% This is an example of how to add text to a plot in MATLAB.\n", - "% \n", - "% Read about the function in the MATLAB documentation.\n", - "%\n", - "% Go to \n", - "%\n", - "% Copyright 2012 The MathWorks, Inc.\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% Load the points for creating a spline curve\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Add_Text_to_Plot_1\\splineData'\n", - "\n", - "\n", - "% Plot the points for the spline curve\n", - "figure;\n", - "plot(points(:,1),points(:,2),':ok');\n", - "hold on;\n", - "\n", - "% Plot the spline curve\n", - "plot(x, y, 'LineWidth', 2);\n", - "axis([.5 7 -.8 1.8]);\n", - "\n", - "% Add a title and axis labels\n", - "title('The Convex-Hull Property');\n", - "xlabel('x');\n", - "ylabel('y');\n", - "\n", - "% Label points 3, 4, & 5 of the spline curve\n", - "xt = points(3,1) - 0.05; yt = points(3,2) - 0.1;\n", - "text(xt, yt, 'Point 3', 'FontSize',12);\n", - "\n", - "xt = points(4,1) - 0.05; yt = points(4,2) + 0.1;\n", - "text(xt, yt, 'Point 4', 'FontSize',12);\n", - "\n", - "xt = points(5,1) + 0.15; yt = points(5,2) - 0.05;\n", - "text(6.1,.5, 'Point 5', 'FontSize',12);\n", - "\n", - "% Work that Plotly magic!\n", - "f = get(gcf); % some figure, for now we use the current.\n", - "response = fig2plotly(f, 'strip', true, 'open', false, 'name', 'Stripped plot');\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n1POdiVgXXvgAAAAASUVORK5CYII=\n" - } - ], - "prompt_number": 8 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/2')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 9, - "text": [ - "" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 2: Multiple Plots" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "% Create data\n", - "t = linspace(0,2*pi);\n", - "t(1) = eps;\n", - "y = sin(t);\n", - "\n", - "% Place axes at (0.1,0.1) with width and height of 0.8\n", - "figure;\n", - "handaxes1 = axes('position', [0.1 0.1 0.8 0.8]);\n", - "\n", - "% Main plot\n", - "plot(t, y);\n", - "xlabel('t'); ylabel('sin(t)');\n", - "set(handaxes1, 'box', 'off');\n", - "\n", - "% Adjust XY label font\n", - "handxlabel1 = get(gca, 'xlabel');\n", - "set(handxlabel1, 'fontsize', 16, 'fontweight', 'bold');\n", - "handylabel1 = get(gca, 'ylabel');\n", - "set(handylabel1, 'fontsize', 16, 'fontweight', 'bold');\n", - "\n", - "% Place second set of axes on same plot\n", - "handaxes2 = axes('position', [0.6 0.6 0.2 0.2]);\n", - "fill(t, y.^2, 'g');\n", - "set(handaxes2, 'box', 'off');\n", - "xlabel('t'); ylabel('(sin(t))^2');\n", - "\n", - "% Adjust XY label font\n", - "set(get(handaxes2, 'xlabel'), 'fontname', 'times')\n", - "set(get(handaxes2, 'ylabel'), 'fontname', 'times')\n", - "\n", - "% Add another set of axes\n", - "handaxes3 = axes('position', [0.25 0.25 0.2 0.2]);\n", - "plot(t, y.^3);\n", - "set(handaxes3, 'box','off');\n", - "xlabel('t'); ylabel('(sin(t))^3');\n", - "\n", - "% Work that Plotly magic!\n", - "\n", - "% The curent figure can be found with the `gcf` command. Any figure can be stores as the double of struct form.\n", - "% The plotly command accepts these forms as well as custom plot names\n", - "\n", - "response = fig2plotly(gcf, 'name', 'Multiple_Plots');" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nzwxAlQAAAABJRU5ErkJggg==\n" - } - ], - "prompt_number": 10 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/3')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Looking sharp! Currently, Plotly doesn't support the Tex formatting. That's why we don't see the exponents shown properly. However, we do support Latex and, in the next example, we see it at work. We use the intermediate command `convertFigure` to output the two Plotly data structures. This allows further editing with the API before sending it out. Features only available in Plotly (like the different hover modes) can be set at this point." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 3: Gain vs Frequency" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "close all\n", - "\n", - "% Create a set of values for the damping factor\n", - "zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n", - "\n", - "% Define a color for each damping factor\n", - "colors = ['r' 'g' 'b' 'c' 'm' 'y' 'k'];\n", - "\n", - "% Create a range of frequency values equally spaced logarithmically\n", - "w = logspace(-1, 1, 1000);\n", - "\n", - "% Plot the gain vs. frequency for each of the seven damping factors\n", - "figure;\n", - "for i = 1:7\n", - " a = w.^2 - 1;\n", - " b = 2*w*zeta(i);\n", - " gain = sqrt(1./(a.^2 + b.^2));\n", - " loglog(w, gain, 'color', colors(i), 'linewidth', 2);\n", - " hold on;\n", - "end\n", - "\n", - "% Set the axis limits\n", - "axis([0.1 10 0.01 100]);\n", - "\n", - "% Add a title and axis labels\n", - "title('Gain vs Frequency');\n", - "xlabel('Frequency');\n", - "ylabel('Gain');\n", - "\n", - "% Turn the grid on\n", - "grid on;\n", - "\n", - "% ----------------------------------------\n", - "% Let's convert the figure to plotly structures, and set stripping to false\n", - "[data, layout] = convertFigure(get(gcf), false);\n", - "\n", - "% But, before we publish, let's modify and add some features:\n", - "% Naming the traces\n", - "for i=1:numel(data)\n", - " data{i}.name = ['$\\\\zeta = ' num2str(zeta(i)) '$']; %LATEX FORMATTING\n", - " data{i}.showlegend = true;\n", - "end\n", - "% Adding a nice the legend\n", - "legendstyle = struct( ...\n", - " 'x' , 0.15, ...\n", - " 'y' , 0.9, ...\n", - " 'bgcolor' , '#E2E2E2', ...\n", - " 'bordercolor' , '#FFFFFF', ...\n", - " 'borderwidth' , 2, ...\n", - " 'traceorder' , 'normal' ...\n", - " );\n", - "layout.legend = legendstyle;\n", - "layout.showlegend = true;\n", - "\n", - "% Setting the hover mode\n", - "layout.hovermode = 'closest';\n", - "\n", - "% Giving the plot a custom name\n", - "plot_name = 'My_improved_plot';\n", - "\n", - "% Sending to Plotly\n", - "response = plotly(data, struct('layout', layout, ...\n", - " 'filename',plot_name, ...\n", - "\t'fileopt', 'overwrite'));\n", - "\n", - "display(response.url)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "https://plot.ly/~MATLAB-demos/4\r\n" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nAAAoSkEIAABQ1H9iuNz9/CXWGwAAAABJRU5ErkJggg==\n" - } - ], - "prompt_number": 12 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "And the Plotly version:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/4')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "EXAMPLE 4: Just throw everything in there!" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "close all\n", - "\n", - "% Load data\n", - "load 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\Matlab_Examples\\Publication_Quality_Graphics\\data'\n", - "\n", - "% Create basic plot\n", - "figure;\n", - "hold on;\n", - "hFit = line(xfit , yfit );\n", - "hE = errorbar(xdata_m, ydata_m, ydata_s);\n", - "hData = line(xVdata, yVdata );\n", - "hModel = line(xmodel, ymodel );\n", - "hCI(1) = line(xmodel, ymodelL);\n", - "hCI(2) = line(xmodel, ymodelU);\n", - "\n", - "% Adjust line properties (functional)\n", - "set(hFit , ...\n", - " 'Color' , [0 0 .5] );\n", - "set(hE , ...\n", - " 'LineStyle' , 'none' , ...\n", - " 'Marker' , '.' , ...\n", - " 'Color' , [.3 .3 .3] );\n", - "set(hData , ...\n", - " 'LineStyle' , 'none' , ...\n", - " 'Marker' , '.' );\n", - "set(hModel , ...\n", - " 'LineStyle' , '--' , ...\n", - " 'Color' , 'r' );\n", - "set(hCI(1) , ...\n", - " 'LineStyle' , '-.' , ...\n", - " 'Color' , [0 .5 0] );\n", - "set(hCI(2) , ...\n", - " 'LineStyle' , '-.' , ...\n", - " 'Color' , [0 .5 0] );\n", - "\n", - "% Adjust line properties (aesthetics)\n", - "set(hFit , ...\n", - " 'LineWidth' , 2 );\n", - "set(hE , ...\n", - " 'LineWidth' , 1 , ...\n", - " 'Marker' , 'o' , ...\n", - " 'MarkerSize' , 6 , ...\n", - " 'MarkerEdgeColor' , [.2 .2 .2] , ...\n", - " 'MarkerFaceColor' , [.7 .7 .7] );\n", - "set(hData , ...\n", - " 'Marker' , 'o' , ...\n", - " 'MarkerSize' , 5 , ...\n", - " 'MarkerEdgeColor' , 'none' , ...\n", - " 'MarkerFaceColor' , [.75 .75 1] );\n", - "set(hModel , ...\n", - " 'LineWidth' , 1.5 );\n", - "set(hCI(1) , ...\n", - " 'LineWidth' , 1.5 );\n", - "set(hCI(2) , ...\n", - " 'LineWidth' , 1.5 );\n", - "\n", - "% Adjust error bar width\n", - "hE_c = get(hE , 'Children' );\n", - "errorbarXData = get(hE_c(2), 'XData' );\n", - "errorbarXData(4:9:end) = errorbarXData(1:9:end) - 0.2;\n", - "errorbarXData(7:9:end) = errorbarXData(1:9:end) - 0.2;\n", - "errorbarXData(5:9:end) = errorbarXData(1:9:end) + 0.2;\n", - "errorbarXData(8:9:end) = errorbarXData(1:9:end) + 0.2;\n", - "set(hE_c(2), 'XData', errorbarXData);\n", - "\n", - "% Add labels\n", - "hTitle = title ('My Complex Plot');\n", - "hXLabel = xlabel('Length (m)' );\n", - "hYLabel = ylabel('Mass (kg)' );\n", - "\n", - "% Add text\n", - "hText = text(10, 800, ...\n", - " sprintf('{\\\\itC = %0.1g \\\\pm %0.1g (CI)}', c, cint(2)-c));\n", - "\n", - "% Add legend\n", - "hLegend = legend([hE, hFit, hData, hModel, hCI(1)], ...\n", - " 'Data ({\\it\\mu} \\pm {\\it\\sigma})' , ...\n", - " 'Fit (C{\\itx}^3)' , ...\n", - " 'Validation Data' , ...\n", - " 'Model (C{\\itx}^3)' , ...\n", - " '95% CI' , ...\n", - " 'location', 'NorthWest' );\n", - "\n", - "% Adjust font\n", - "set( gca , 'FontName' , 'Helvetica' );\n", - "set([hTitle, hXLabel, hYLabel, hText], 'FontName' , 'AvantGarde');\n", - "set([hLegend, gca] , 'FontSize' , 8 );\n", - "set([hXLabel, hYLabel, hText] , 'FontSize' , 10 );\n", - "set( hTitle , 'FontSize' , 12 , ...\n", - " 'FontWeight' , 'bold' );\n", - "\n", - "% Adjust axes properties\n", - "set(gca, ...\n", - " 'Box' , 'off' , ...\n", - " 'TickDir' , 'out' , ...\n", - " 'TickLength' , [.02 .02] , ...\n", - " 'XMinorTick' , 'on' , ...\n", - " 'YMinorTick' , 'on' , ...\n", - " 'YGrid' , 'on' , ...\n", - " 'XColor' , [.3 .3 .3], ...\n", - " 'YColor' , [.3 .3 .3], ...\n", - " 'YTick' , 0:500:2500, ...\n", - " 'LineWidth' , 1 );\n", - "\n", - "\n", - "% Work that Plotly magic!\n", - "\n", - "% The curent figure can be found with the `gcf` command. Any figure can be stores as the double of struct form.\n", - "% The plotly command accepts these forms as well as custom plot names\n", - "\n", - "some_figure_struct = get(gcf);\n", - "response = fig2plotly(some_figure_struct, 'name', 'Complex_Plot', 'open', false);\n", - "\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA\nB3RJTUUH3gMMETo7YNDsjQAAACJ0RVh0Q3JlYXRpb24gVGltZQAxMi1NYXItMjAxNCAxMzo1ODo1\nObdkiyUAAAAkdEVYdFNvZnR3YXJlAE1BVExBQiwgVGhlIE1hdGhXb3JrcywgSW5jLjxY3RgAACAA\nSURBVHic7N3dddvK2bBh4F1pInVEBTDnZk2WCviqYc63ClDqSBn4DqANQ/gjCMwMgJnrWllZ5o9I\niPa2ffsBZuqmaSoAAADK839HHwAAAADHEIQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQA\nAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACF\nEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQA\nAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACF\n+sfRBwDAGdV13b/ZNM2254Q9jHhvFE/3LRxy2JMfYN/4qEIdcF3X1/qZAiiTIATgjBZKpn1IbAQR\n6cN8GqIAnIRTRgF4bvz3+6h/41/z4pLjtPzUAFyICSEA57J8JqrY2Gb5pF+ndwIUSxACsKRpmoUG\nGz+6fAXaS9enTT6n/46TGfPS1Y/to+Oj6r/I06vslp+84OmhLnxcQa70W/7JnfRSrh97/SQAazhl\nFIBV+n/XP3ZM19XFuEYmT21dvhxx/H3NVc3TL19+8vhr1x/q5ncJaMPHC8D5CUIAQpocsg3uWZgX\nrZwpNU3z0qmkezrtpS9f+eSnS+a0ng7Wkk3eQn28AJyNU0YBeGLuxMLTnge4EKUrnzw+F/Tpl698\n/qtf3n343fmxAc/D3BZyCx9v8CMEIDYTQgAub26qtia3Fu58dUC3MkTneunpl+85P7OeMn7r5QOu\nXvx4ATg/QQjAWpOX2I1Nhk2aqdH4xTMYUi1Xa6TXX/nMDD5egMI5ZRQAjrF+qjY4a/eQGgQgS4IQ\ngOfGlxGuDIn2yrfg5xO2Lyhm1vNZATBJEAIQ3v51aBa2Ss9mO/WXPo3BzUt/4wCch2sIAXhB7LVD\nXuqcp7vST94TUJqVVPbvhBHvSKwlA3B1ghCAl72UbZuXk5nc9v3p4HFyJZsN777B+k0UB8/vv8JC\nYo13X0zjJB8vADE4ZRSAVV69FHDzpYODL5x7kTW72yew873mpn/jaOxvhjHYmTCx9d+yDQkBzs+E\nEIDTeXUDwKdfkjJI1rzX5hHiQLL0Pc/HC0BYJoQAxNKf9b3aDO3zx8Gz8DqTX5Jg28NtZ06+dLTj\nLezTX7y3/oAPOTwAtrFMGQARZXnSYJbfFABlcsooALEYEwHAyTllFIDAXjrPEwA4kAkhAABAoUwI\nAYjIbBAAzsyiMgAAAIVyyigAAEChBCEAAEChBCEAAEChLCqzyv1+7378eDyiPgQAAJCGRWWeu9/v\nXbO1Ide/2c+5wTM3PAQAAJCMU0afGNTacsg9Ho+2GLc9BAAAkJIgBAAAKJRrCJ848GTOPWND56AC\nAABPmRC+4H6/X/F6v0FYuummm2666aabbrrpZgY3CcKiMqt0v/ieLgbT3rntoYCHerlqBQAA0nPK\n6HMSCwAAyJIgfCLg7A4AAOBUXEO4ZLkGx9tFdM/f9hAAAEBKriFcMnfd6uBKwsn7Nz+0kxNcAQCA\nlQRhbgQhAACwklNGAQAACiUIAQAACiUIAQAACmXbieLUdX30IZAnFyQDAFyOCWFZ1CAAANAxISyR\nSQ5h+YcGAICLMiEEAAAolCAEAAAolCAEAAAolCAEAAAolCAEAAAolCAEAAAolCAEAAAolH0ISeTt\n7a1/8+vr66gjAQAAWoKQFN7e3n7//j24RxMCAMCxnDJKdOMarKrq9+/fg5lhPPWUZG+d7Kv2fy0A\nAKURhMQ1WYOtlE3YjLwUTpu7rmmaDV+4x6vfGgAAJROERLRQg62UTTgQO5wOqcGWJgQAYCXXEFKu\nNpy6bBtE1OD+7plzT1tjUIn7o1H4AQCwhyCEqppqs+6efjcuPO3VO8c3B0/ufjwXje1z+uEatjYB\nAMieIISqWj3oi5dYr7ac3gMAYD9BCH+sPAPTiZoAAOTBojJE9PX19fHxsfCEj4+Pk+xG2O1F0S1D\nuudpk18Y8HxO40EAAIIQhMS10ISH1+Agq1YG3ksdCAAAZyYIiW6yCc9Wg+NHV77Ihvftli2de86a\n4Ox/efuaMhUAgFe5hpAUvr6+BvsNJq7BcX0N8mmwd197c7ApxXhH+/HT+vePN67o3nd8PC/1Yfe+\nc0/QhwAArCEISeTAeeC2FUQHZ5Ouedq2F3/pdTY/HwAAxpwyClF0s8T0wzrjQQAAVjIhvKT7/X70\nIfDc4PzSNNQgAADrCUKIKH2bqUEAANYThJf0eDzmHjI8BAAAVnINIQAAQKEEIQAAQKEEIQAAQKEE\nIQAAQKEEIQAAQKGsMgpJDXYmtEsEAAAHMiGEdNoabP5WjfoQAABSEoSQVH8kaDwIAMCxBCGkMyjA\nuq41IQAAB3INIaTmNFEAAE7ChJDSpc8z1xACAHASJoRMqOv3ow9ho6Z5H985F10bTtccnOT56pKh\ngy9vmqZ9BeeOAgBwCEFIERZya/11feMa3HBNYP85XU+2ZagJAQBIzCmjsMrTGqx6E7853WmiraqX\no0+/FgAAgjMhpHTjkd3TYd3Kad62ESIAACQjCJkweSVeCeZO3VwfcuNLBPu1ufwiThwFAFL6/Pxx\n83Y75Cg4mFNGKUI9kv4AlB4AcB6DGpy8hxIIQorQjER6o/G6o21/qkEA4Dzm2k8TFkgQQkRSEAA4\nm+Xq04SlEYTwsldXBLWCKAAA5yQIYYvJxluzNQUAAJyHVUZhaBxyk+t/jptwoQbXrCAqIAEASEwQ\nkr+nmz2sf/L6V57ctn79KwMAQAJOGYVVYl8HaDwIAKSxvN+g3QhLIwhhrXhNqAYBgJTmqk8NFkgQ\nwgsiZZsaBAASG7efGiyTawgBAKBECpDKhBAAAKBYghAAAKBQghAAAKBQghAAAKBQghAAAKBQVhkl\nkc/PHzevuKpV2N0C7T0IAMDhBCEpDGqwvSdNEy5319MqW59txwZeXdfjOwUnAFFl8K+9gBnFJd3v\n9+UnPB6PyfvbbEj8kz6uwc6xTbgm4YIHYaRunHzZl95rz4Ed8usKgGNN/vmuCeFyXENIXAs1+PRR\ndmqaZnJyCAA7zf0J7k92uBynjF7S3ACwWjE8ZNIgnFZOFLuvmrt/8Gh7f/s6K1+te/Lysc0ZvNGa\nA1t4GgBUK/6115wQLkQQkr+5+urn0MKjc+ZCa+HVJo/k6fEs31xv5YFt+zQAALgip4zClgnYoJHm\nfrz51TaPBBesfB3tBwBQDhNCijA+c3JyCZaA73jai/dWHthpjx8AgIBMCIlr+SqCk1xjUNd1t05m\n6zyvFtDKAzvt8QMAEJwgJLq56ktcg915mJPjwbDlc56OGp+MuubAznP8AJzQJf61F1hJEJLC+M+G\nM/9pseZsycFlfgtfsu3VgvTY8us4dxSAzU7yr73Afq4hJJGT/AkxmTfjRVza0yaXq6z/VXM/nny1\nuRHl3CYWK42/tcHrrDywbZ8GAKW53Yb7T5zkz3rgJYKQgiwkzbidxvdPVtzTH889tPxqK990+c6n\nT9tw/ADQUYCQAaeMAgAAFEoQAgAAFEoQAgAAFEoQAgAAFEoQAgAAFEoQAgAAFEoQAgAAFEoQAgAA\nFEoQAgAAFOofRx8AsF1d1/2bTdMcdSQAAFyRCSFcVVuDzd+qUR8CAMAyQQgX1h8JGg8CAPAqQQhX\nNSjAuq41IQAAL3ENIVyb00QBgCA+P3/cvN0OOQpSMyGEa3MNIQCw36AGJ+8hS4KQZ+p66X9ne+b0\nd1BPltLc/Wus+cKnzxk8of7p1dfvzheVhQDAS+baTxOWQBDCMQaX/LU3+15twu7HK78WAKB6Vn2a\nMHuCkCKMG+nYJVgma3DwnKdd150m2k0UuxfRhAAArGFRGZ5ZX01Xeeai/pxt5UM7d4dfmabjp1lW\nFACAnQQh/NFPrIUh3uBEzVc7bX3IDbYZXDi8ya9VjAAALHPKKCWaLKXBnf2zLscPJTjIBUoPAIAg\nBCGliHdZ3aurg770yv2b7begBgGAgJb3G7QbYfYEIezVjER6IykIAMQwV31qsASCEAJ7dUj46ujS\nCqIAQHDj9lODhbCoDAXpUmpyzrawasv4oTVf9eqBLS9OYzwIAESlAMskCC/pfr8ffQh56g/fBvU1\neGjchJNftfAuC68/fqnJBW9CrWUKAECxBCH5W1ggdHI7+CCvs/xST1//6UNiDwCA/QThJT0ej7mH\nDA8vIfYmgcaDAACsYVEZOEbUbTDUIAAAawhCOEykbFODAACsJAgBAAAKJQgBAAAKJQgBAICqqqr6\nPcoCB5yZIAQAAL5rsH6vZWFRBCEAAPBH826BuoIIQgAAKJ2pYLEEIQAAFK1fg8aDpfnH0QcAifR3\nge/v1DfYHX7yocHOfmt2fl942ZWvAACQmBoskAkhRWgDrDOutc7kl/Sfv7IGm58G7wgAcB5tB6rB\nMpkQkr9xwrWF1v1/7Lfrv2PY9wIADvf5+ePm7XbIUeylBoslCJmwfFVx//eL+r0e3Dz2C2P/XvY0\n6lQfABRlUIPtPRdtQsrklFFKV/f0729neq0gjScUASAz4xpcvh9OSBCSv/ElfHPXEM7d332VqAMA\nWsvVd/4mtAE9LX/Bzc39fq+q6vF4TD7aBk+ZP+mDVUbn6m7N/XOrjy58+fgVcvpZKPnXFQDFepp8\n5z9xtA1CVw8WzjWElCJUrmTcdQBAUaQglVNGKcF4y4cu5FbuBrE+/OwwAQDAhQhCijDYSHDhof0T\nv8kmNEsEAOCEBCH564aB3VKiXZsNHlpzVeGa1Uf7zwm4TikAcB7Llwie9gJCa8kwIAgpQvPT3ENz\nXzv3atvecfI1AYDLmau+M9fg0YfA6QhCAADYaNx+apBrscooAABsd9oC7OvXoMVF6TMhBACAnJkN\nskAQAgBAKYwHGRCEAACQLSeLskwQAgBAntQgT1lUpkTjbdMBAMiMGmQNE0IAAIBCmRCWxX7oAACF\naKeC9XttPMgCE0IAAMiWGmSZIAQAACiUIAQAACiUIAQAgEzU73V/cVF4qrbKyBXd7/flJzwejzRH\nAgDAqbRB6NJBVrLKKAAA5EMK8hJBeEkLA8Cnw0MAAICWawgBAODyXDrINoIQAACura1BTcgGghAA\nAC5MB7KHIAQAgKvq16DlZNhAEAIAwCWZDbKfIAQAgMszHmQbQQgAANfjZFGCEIQAAHAxapBQBCEA\nAFyJGiQgQQgAAFAoQQgAAJdhPEhYghAAAKBQ/zj6AAAAgLVMBQnLhBAAAKBQghAAAM6uf+lgzLdJ\n8i6ciSAEAIALqN/r6FnYNFVdy8KiCEIAADi79tLBFBcQNk3VuEyxIIIQAAAuwHIyxCAIAQAACiUI\nAQCgYC4aLJsgBACAM0qxisyfN9OEhRKEAABwOl0Kxm3CrgMtJFMqQQgAAOfSj8CIa8moQQQhAACc\nSuoapGyCEAAAziLRRYP9GjQeLJsgBACAM7LxIAkIQgAAOIUDThY1HiyeIAQAgHNJNBtUgwhCAAA4\ng9RXD6pBqqoShAAAcLhEJ4v+eQ81yLd/HH0Al3G/3x+Px/jO/s3BE/qPrn8IAIDStBFYv9fRa1AK\n8pMgXGUQfn1zOTcIyP7NhYcAACiWZUVJzymjT9zv97kaXAi58UOPx6N9nYWHAAAgPHvQM8+E8In+\nWO/YIwEAgJe1NVjXThZlkiDcJeqlgBIUACBv7VoyibYc1IRMccroXo+/nbbfBgfmpptuuummm266\n6eYZbnYri/aXGI34vr9+xXrlg24SRN34d4J17iuWfumeM/nk9s6Fh0IdZ2XlUgAA+uNBf+dnhgkh\nAABkTQ0yTxBuZ2YNAMCr+ieIxnwbK4uyiiDcpd+E/dM+x5cUdo8uPAQAQN7aGqzf67hZ6GRRVrPK\n6HZt2nV1t7y7YP/RhYcAAChBopVF1SDPWFQmNxaVAQA4p/5UMFYQqkFe5JRRAACILkUN9qlB1hGE\nAACQTtwabDtQDbKaIAQAgLi68aDZIGcjCAEAIKJE+0zAJoIQAABiSX3pILzIthMAABBFohrsVhZ1\nsiivMyEEAIDLqp2Pyi4mhAAAEMzn558f/3Vrbreqfq/tOshpCUIAAMLrd1FVVbfbIUeR2uC7bu9R\ng5yZIAQAILDJLnqpCa/Yk+Pvurs//PGrQQJxDSEAACEtdNHmV1j/tUdZPsLAx68GCUcQAgAQzP4u\n2t+Tx/r3p1VeuBJBCADAWSSds0Xz7886YhYaDxKUawgBACCYv24xI80mE4RmQggAABdkPEgIghAA\nAPZaPkc02CqjXQSqQQIRhAAABLNcPpfYPWKD+r2u5psw8HfdNGqQgAQhAAAhzfXPmi66Yk+2Ndga\nH+E5jxk6FpUBACCw2237zvLjr331FVLq12Dz3lRnPU6YIwgBAAhvTxft6cmUxjUY521q54gSjyAE\nAOB0zlmAB2j3mdCEROMaQgAAeFmK8WC366AaJBpBCAAA20WvQYjJKaMAABRtw/WK3XgwRQ1GHg/W\n73XECyA5PRNCAADKNV7RdHKN076cavD7Dd/r/hmwFEUQAgBQqLn2W2jC/GqweW9MCEsmCAEAKNHy\nJPDpnDCK5DX45900YalcQwgAAGsJJzIjCC/pfr8ffQgAALxs7QI29pkgFaeMAgDAklALrjxfwCZV\nB1pFhk7d+OeHvLTDw8fjcfSBAACc2tOrBLvxXZCFZBbebs1GFwH1U9AZsJgQAgBQouUMCxtpZ1zA\nRg1SVZVrCAEAKNbtNh1jgxrMKZyib5vB1QhCAADKNW7ClCdw3v7999mbqTag/343NcjfBCEAAEVL\nfAnfUdQgkwQhAAAXk2Cm1+ZT1Hb6Mx6Mz5qizLGoDAAAV/J884bdunwK1VHjZP1Rg5HPF7WsKAsE\nIQAAlzHXfgGbMFI+9ZtQDXIeghAAgGtIvHlD8Hxqm1ANciqCEAAAvvUL6vMzfGSmrMGqF4FqkDkW\nlQEAgKr6WYN/3b4L6vMzzjKkSfaZqKQgzwhCAIBCHbj/3glN1mArWBPWSXcdhDWcMgoAUKIEa3Ve\nyEINtgJ8OGqQUzIhBAAozsJanWeeE95uS2G2+ciT7tH3Yg1umOIm2EGRnJgQAgCUJfFanWHNFVGo\njp0cD4bRNDtrcPKeifd5byo70bOaCSEAAFcynhPurMGuoCLW4Ov2THHb78g1oqwhCAEAuJgYbROl\nBut62xWDT6e4Tz+ByemiJmTMKaMAAPAklrakVLuKTF3/WU4mlYXpIgwIQgAAqKqwFyimjcD+FYOX\nvkaU9AQhAEBZwo/CLmhuzZXxtx/gA4m8z0T7vVhFhm1cQwgAUJy5/RsKqcHW3PYMAT6E/ngwSQ3C\nZoIQAKBEwdfqvJaI2/SFOFl05Y6L/Rq08SDbCEIAgEIVVYCJDGpwx3jw6RRXDRKEIAQAgBBer8Hl\nIe3CFHehBldOF6ElCAEAKEL9Xqc7U/T1Gqymtgqc7Lens0HXiLKeVUYBAMhf0qU4N9Xg8v3T7zPf\nt1GWSyVHJoQAAGSu68AU19rtqMHu0YV4W9+0CpA1TAgBAMhZ0qlgwk0mLCRDECaEAABka39BvbA5\nR+Qa/PFWapBABCEAAHnaPxtcs+5LSjqQ4JwyCgBA/jak1JN1X0JsQA+HE4QAAGRo58miT9d9qaqq\nquttWbg8Y7QYDCkJQgAAchN78ZXbv/eOB+eqb3x/okVxKJUgBAAgW9FrcMdCMuu3CtSExGNRGQAA\nctO8N/V7feYa/H612/PnWEiGqAThJd3v96MPAQDg1M5fg3AGghAA4EgvbHN3btl8I63bbfQd7b5u\nEE6obvzbRl7a4eHj8Tj6QACA5yaXsrxiSmXzjQz0v69k48H2ikFnipKGRWUAAI7xZJu76zjDN1K/\n1zFWXmmb9vbvOnENVhaSIRUTwtyYEALAJTyNpauM187zjUQcrNXba/ClM2lj75YBY64hBAAgB7EK\nKlwNtvdYWZRTccooAADMa5rvDtxdg8v3O0eUQ5gQAgBcVWYLe55aoBrsHh38ZDlZlKOYEAIAXNLk\n6YhFibSQTHpqkAMJQgCAAyxP857O+s6wsGdr5zeyWTarcapBjiUIAQCOMRdLm2twzaMxbP5GNose\nUXX9/b/I1CCHE4QAAIcZJ9NFrwM86huJvslEKmqQo1hUBgDgSBctwLHE+w1W59tysO92WxrVDj4r\nNciBBCEAAJdxiRpszTVhvwalIIdzyigAANdwoRpsZXNKMBkzIQQAuJiXTkfMRtzVRCPUYGu836Cp\nIKdiQggAcD3pF/Y8VtzVONOuIpPN9onkQRACAFxSOacjJq3BoOPBsea9MSHkVJwyCgBwVbkW4EDz\n3rRNePUa/PM+mpDTEIQAAJxdioJKVYNwKk4ZBQCgVE3z3YExa9AVg5yZIAQAoGzxa1ATclqCEACA\n08mjoPrfRR7fEfkRhAAAnFGs7RlSbTIxOHgLyXBOFpUBAOB0YuVTW4Pt/ye8blANclomhAAAlCHt\nBvQdNciZCUIAAMqTajyoBjk5QQgAwCnEXXalPx5Ug/A3QQgAwPHibs+gBmGGRWUAALL1+fnj5u12\nyFE813VUlIhSgzDPhBAAIE+DGpy85wycKQoHMiEEAMjQXPt9fp5rThi3oxIuK9q8N+33ErUGrzLy\n5UJMCAEAcrM8CTzPnDDpVC3mePD7Hd6blDU4eQ+8ShACAHCA6LPBVCeLprEw8oU9BCEAAKlFnw32\nCzBaDca9+rHnKiNfrkgQAgBwmIjnWLYdGHk2WL/XybIQYhCEAAAkla6gItdg7IsGIQGrjF7S/X4/\n+hAAgPO63ZZOIzzP0pR51FQe3wXFEoQAABmaa8Iz1GCsgmpXkbn++jGQUt34byYv7fDw8XgcfSAA\nwPEK2rYurzVFxy4x8uWKTAgBALJVSiqkqsH6vT7qBNEzj3y5NIvKAAAQXaKFZCLXYHXosqKT7ff5\n+ed/sIEJIQAAKbQdFWUP+lb8Gvx+n+NWkek34bgAPz8NDHmZIAQAILooEZXwTNE/73OONUXn5oGa\nkFc5ZRQAgAtSg5sehQFBCADA1dSJruI7YQ1CWIIQAIDwIi6+MqjBaONBNUgJBCEAALFEacJ+AapB\n2EcQAgAQWFdTsVKq7UA1CLtZZRQAgGDSpVTMhWRObm6T+u5RWM+EEACAMLIZrDXvTXv8p/0u5qpP\nDfIqQQgAQACxlpD5fvU62cqindPWYGvcfmqQDZwyCgDAXoMaDJxSXQrWdclnio4pQPYzIQQAYJdE\nNRhZxH0y4MQEIQAA26WrwaaJOh5sj1wTUhqnjAIAEEbEi+6SnCl68osGnxosPeqEUtYwIQQAYLuI\nC3ImX0Xm0sYbUSxsTQEdQQgAwF5xazDOeDCns0Pn2k8T8pQgBADgZOLX4Pf7ZLGQzHL1aUKWCUIA\nAF4TfcvBTrQazKADIQhBCADAy2LN1tQgpCUIAQB4TbeQTISXboY/CC3uPhlwNbadAABgi+hNuMPc\nBgxqEAZMCAEAyMrcBgz9Gow45Exueb9BuxGyTBACAPBcxAU5g+43OLeo5qAGA77jGcxVnxrkKUEI\nAMATXU2Fb8K2Bus6SBbO1eC/P3Ouwda4/dQga2R7DeH9fp+8//F4JD4SAIBLizhbCzobXCPXGmwp\nQDbIMAjnUrD/qCwEAFgjXQ3G3ID+r1vz78/6r1vONQjbZBWE/RScS772ObIQAOCpRDUYMwU7ahAm\n5ROEKxuve8L9fr/f75oQAGBSolVYktQgMCeTINyQdu3zNSEAwFjcGox26eDt9r2uTLuKzGAq6BI7\nGKsb/yqTF2fDAgA7Rdy9fet1g3MbzS88edCEahAm2XYCAIA/zl+Dk/f0te33161Rg/BUJqeM9i2v\nMtq59Axt5fcIALDHGS4dnGu/z8+lzFOAsFK5E8J2UZmjjwIA4Fya96btwPA12DTfHbi7BicfHcw2\ngTXyvIZw7jq6/v25XmuX6/cFABRoOQir3iQw0ZqokJ0MJ4QLRTROQUNCAICrMxuEzTIMQgAAXpJT\nUBkPwksEIQAAcZqwruNtOfjnTZwsCjtkuMooAAAvidJRXQrW9fpVZAa6jeYn/fuzrv5+VArCNhlO\nCLuLA8fXB1pwBQAghf5gcN8ShnMbSLT7zn+/gxqErTKfEC6sGSMOAYBitadZxuqoTTU4mAT2O3A8\nJ+zXILBHnkE4t4Ko/AMA6C66q9/r8E0Yogar0b7zwzlh7/nGg7BHnkHYWs4/cQgAEFigGuzunztf\n9M+bqEHYJ+cgBABgIOKanJsWFF3een6uCXUghJLhojJP95q3GT0AUKaI+w0OanDfQjJAMhkGYTWf\nfJNLjwIAlGBQgyGHbPFrMGLKQtmyPWX0fr/3rxLUgQDASSwspxlPxBqsqqppvpsw5mAwyhI4ULwM\nJ4RdB7YROJgKPh4Py8kAAEeZXE4ztsF1g1Gyqmmi1qAUhEgyDMJq1ITdnVIQADjQwnKaaZwwq5YH\npP1HT3jwkIE8g7D6uauEFAQADvd0Oc1IYl19t2lN0UlzTZjmZFooXLZBWM3MCQEAyhR+FZm6DpWF\n4/a73ar6vbaWDMSWyaIyr241YWAIABQi/JmW4WaDff0mrN/r6jPGmwBDOU8IAQCIK/IOE64bhNgy\nmRCa+AEAdCLu0NAfD9pvEK7PhBAAIIX1y2nu1DZV+LLqXzEYeZOJ7zcxHoT4MgnCzcvGWG8GAEjm\nwstpRh4Mfr+Jk0UhubqJ/687abRpt/7c0VeffxW5fl8AkI3BDhMpa3DjWw9WkXHdIGQknyCsRtvQ\nb37OpQlCAGDS5FaHz5tQDULWsgrC1pqzQDPuJUEIAKVZs4TMwsb3LzRh/JNFBSEklskqo31tC81l\noVICAHLSX0JmrqYWarB99EkTppofqEFIL8MgbAk/ACB72WzSIAXhKJmsMgoAxocN6AAAIABJREFU\nULiQTVVH78xsUhauLtsJIQBA3mKtxdLWYF3HPlN0zaWPoRy4siucnAkhAMD1xJqwxZ8NtlKeIzq+\nhHL5okooiiAEALiYQQ0+javlgdifR1PVYFVVn5/VX7fm87Nq/xf1jV66H0rjlNG17vf75EI1Cxsb\nbnsIAGDBqzXYut1e3Icwzn6D7dFOjuxinMa5d3lVKIAgXGVuE4tBJfZvbnsIAGDBnusGx034I4f6\n48Fou8/X7/Vft9m9MeQZpOeU0Sfu9/vKGqyq6vF4tE/e9hAAwIL9q8jcbj/+9/fr1j+2no9Wg085\njRPSy3ZCOJjIdfe/OoubfBEAgAPF2mEizrKidpiAM8szCBfi7ULnZ0pQAKAv/MqcafcbbN4bM0A4\nmwxPGW07ajzZK3bWN/h+3XTTTTfddNNNN79v/vr150bTjJ/crQI6Xgt0zRttO8c14Df4//7fj5sD\ng0fP8pPi5uqbBFE3kbccTa/9hTLIv7mbL73seKXQ8eu0d2576NVDmjvOysqlAHAmZ98VfWYP+tdW\nJR2/6lQNPp0QJltr9HQ/C3CQDCeEAADnsXNX9BQX4K2uwYX7B+Zmg2t3RAxq/LJqEDqZB6GxMgBw\noCC7ogduwv6aojOebt/35B0WzxSdi7GokTa9vCqQfRC2Ip0/Od4uojvzc9tDAMBRFi6W2/Oamx/t\nNO9NrDVF41hz3aCRHZxHhquMtsU1ORsMfn3doO76r7ztIQAgvcmzOjNMlH4Nzlw3uPcdVq8ik+HH\nC9eU4aIyra64+rlVwizOojIA8JKFSd3OaDlkAZVZg9ng4t8A9xx524Thd8gA4shwQtiaLCKZBAD0\nPT2rM/EgK1ZNxd99/s/LS0G4lCKuIQQAOL/ufMvwq8h01tXgS2uBplgHFYgm2yDsX6R37znwkACA\nomzOqliryLwyG3xpLVBNCNeVZxAuhJ8mBACSWZlVZ6vB1sq1QJ0jCpeWYRAOVlUZry6jCQGAZJ5m\n1TlrsLVy+z5NCNeV7aIyA3N7AAIAJbvdIq4yuuZ1YtVgVVVNE2/Xwfq9FoGQhwwnhAAA6710sVxY\nEWvw+0WbP/8fTnvYrhuEPGQehOaBAMBTKy+WCytRUMWpQSAbRZwyavtBAGBZ4v0GB65y+qUahPxk\nOCFs829yk4nBejMAAEfpIjBYDdZ1vIsGq9EJrleJWGBZhkFY/Uy+Qf6pQQDgJIJlVT8F4zRh9Msd\ngYNke8roZPipQQDgQFEW5xwUYOiLBitnio4MVqY99nxj2CnPCSEAwDkFjqvkNWg8ON6nZGHnEji/\nEoPQ0qMAQIbUYHxz7acJua5sTxlVfQDA2TTvTcgJYX88GKEG+6Rg9az6Pj+dO8ol5TkhXK5BVxIC\nAEcJv4pM08SrwfZo1SBkLMMJYX9vicE+E8aGAEBK7TwwcFAlHAxWahByl2EQLng8Hu3+hIaEABDP\nzn+BzeOP6YgrczZNvP0GoxQscGJ5njLa6c8JAQDSSLRPQ4TxYJuC9pmAcpQ1IQQAElgY8Q2u5sjD\nYK2Rf3/GX5kz5pmigVe+ycjttrSujBVluChBCACw3fLKk8FqsD1HNP4Vgy2njM6Za8Kr1ODg4K9y\n2ESV4Smj3Wmi/TNF73877rgAgNyM26A/Hgxcg9VoG3qOMI6oq2TV+Jer7ROpcp0QtovHdD+ufl5G\nmNlpKgDAIZbPFP3rFroG47CKzAZXKcC+ufazfSJ5BmE1qj4RCADEk6gGQ58y2l0rWL/XmjBjy5NA\nTVi4bIMQACCNq9dgZUJ4Gq7xI71MgvDViwMNDAGAGKLUYMwUrNTgaUxe46cJiS3DRWUAAJLpjwfV\nIJstXOMHUWUyIewz/QMAEmh3IPjr1rRNOKjBjYOdhClYqcHTcI0fB8pkQtiPQDtMAABptH9N/+vW\nhKnBqheBapBwln9Bqs3C5TMh7JqwS8HBzhM5kbsAcBLjncov8ddrNVia8S/U7n4Kl08QdooqQwAg\nsfHGfYH/Sh16Njh8eSlYqov+4wWx1U3k33TOYDxPy7gM2282428QgEvL48+pwJu5t9cNxv8rmc0G\nT+vpyjHKjXgynBCOjWeGAACbhcyqbhWZujYbLNbc+ZzdoxBPEUGoAwGAM4q8pqgCvBDX+HGUnIOw\nqDNFAYBIYpVVPVz2M/w7aMJLcY0fh8gwCHUgABBKe7lg+LIa1GABazqwhgIkvXyCUAcCAGH19+4L\n1oTjweDPGgw1I2rem/HegwADmQRhvwZ1IAAQXJQaHA0Gx1eRfX7uasKNXwkUI5Mg7FuzhIxoBACW\n9cdrR9Vgd/+aJnTFILBBhkEIALDH4EzLKJW1uga7R5eb0NmhwDaZBKGJHwAQRMQabJpIe9B3x2xI\nCLwqkyAEANjvkNngHikOGMja/x19AAAAZ6QGgRKYEAIAVFXwVWTinB36/dqjKwbVILCNIAQAqKq/\nN+6LtdngM7fb0roy/RVlDAaBgAQhAMC3ubh6bbP4fg3W9foh4VwTqkEgHtcQAgAsmdwsfq0XTxkd\np+ZCfKpBYD8TQgCAWS9vFt8fD266gHB5/Nie11pdsAZfm7ICqZgQAgBMe7pZ/A91vb8G12jem6vX\n4OQ9wCEEIQDAboNVZGJuL3E5C1NW4HCCEABgn5g1+P0Ol23C16asQHKCEABgh/g1CBCPIAQA2CpJ\nDV7uikHgQqwyCgCXdL/f93z54/EIdSQZe75ZfNN8N2HoiwYHEagJgUhMCAEAZs3tjvDj/ghLyFz3\nokHgWkwIAeCSFkZ87fDQDDCU8Zwwdg3m5PmU9Qg2RYSOIAQAeOJPMEQ4QbTTr8GczhGda8KT1GB7\njyakWE4ZhVn1SPr33fa1MY5q8BavvtGar3r6nJ0/HeMvWflT3D2U8pcBcEbd7wARfivItQZb49w6\nTw0u3w/ZMyGEaZN/76/ruom5nvhksax/x/bL4x3htsNb81WhnvPqYUw+beE1m6ZpmzDqLwPgpGL+\ne1DeNdg6wwju6aaIZzhISEwQwlC/E/p/7+9mRJFioHvf7vVfescEg8H2By8d3pqvCvWcpwc/frUq\n7U8xcFXj32DD/S5RQgoCZ+aUUZjWNM2gCiZzIsb7Tv54QZDzGFe+wobDW/lVoZ4zNjc4XflTHHvu\nCpzdeKdBNQhkRBDCD8t/+095NuarX5j4XNZQX5VmsDkeA27+KW6f4EpCKEWSfecBDuSUUXjNcjAs\nd8LK2Ah7SAHFO7z1s9DBEC/G924YCEyL+ZuD8SBwFBNC+OOKJwcGOdrzXzXX78DuFNmV69msHw8C\n/ND/N744v2+0HagGk1leM8aKMpRJEEJIzaK5rwpy/mG81DnD+aJO0QSSqus/NRjtosHvl1eDac1V\nnxqkWE4ZvaT7/X70IRBeyrHV3B4MyzsubHijIOeL7lxidA8TRShU08TbgL5+r0XgsW634f4TapCS\nCUI4rzSXyW3Oqm2Ht+ar+s+ZXDWn3Q8wxuEBfPO7R9YUIHQE4SU9Ho+5hwwPo3raGDsXlWFOso9O\nRgJRNe/N+KxRgAO5hhDWSpwKJ79q7gwXFgb36vQS4CkXDQInJwjhj/1bzG1bVObpIcWz8zK8oy4s\n3PxzZBdBIKW2Bo0EgTMThDBhEAzr9znYZlwprxbLCQ9vzVetf+XJ5+z5ftf8FBsGAnvoQOASXEMI\nP3SrlczVS1SDNx28Y4w+eenVth3e8lc9fc7cz8jmz2HPT7FEBFbq16BzRIEzE4QwNLmCZewGGLxp\npLd7Otmbe99th7fmqzY8Z/0BrDywIK8J0FGDwIUIQphwSBs8fdP9mwRGvVxwruX2v/LK54y/pD0R\nNNSBGQ8Ca6hB4FoEIcBzahB4SgoCV2RRGYAn1CDwlBoELkoQAtkKuMmEGgQWqEHgupwyCuQsSMip\nQWCBGgQuzYQQAGC7LgLVIHBFJoQAALuUk4Kfnz9u3m6HHAUQkgkhAMAL6ve6f5poOQY1OHkPcDmC\nEADgBe08sLQmnGs/TQhX55RRAIDXNO/NUUF4yEmby9X3+encUbgwE0IAgJcdct2gkzaB4AQhAMCS\nk1w06KRNIAZBCAAw6wwpWK04aRNgG0EIADCtX4MnKUOAsCwqAwAwYVCA6y8azG+zvtttaQiZwTcI\nJTMhBAD4YXzR4OYanLzniuaqTw3C1QlCAIA/xim4pwaX77+WcfupQciAU0YBAL5tHgxWkTfrO8lJ\nmwoQ8iMIAQCq6pUaPOQqwbkmFGnAHk4ZBQAYWl+Dk/dE4qRNIDgTQgCAqqqq5r2p3+vl00QPv0rw\naQHmt8YpEJUJIQDAt201eB65rnEKxCMIAQCiSzCpO3x6CVyRIAQACOPAzfqernEKMEkQAgAEY90X\n4FosKgMAEJICBC7EhBAAYJXl0tOBwBUJQgCAtQ68ShAgBkEIAPCCc14laHoJbOMawku63+9HHwIA\nlOucfXW7Ta8mes6jBU7ChBAAIBPnnF4CZ2ZCeEmPx2PuIcNDACiZAgReYkIIAABQKEEIAABQKEEI\nAABQKEEIAABQKEEIAKRQ1+91/X70UQDwgyAEAKIbpKAyBDgJ204AABFNtl/TTNwJQHomhABALCaB\nACcnCAGAKMY1aDAIcDZOGQUAAnOaKMBVmBACACGpQYALMSEEgKy8vb31f/D19ZXy3Z0myiE+P3/c\nvN0OOQq4JBNCAMhHV4ML98SjBjnEoAYn7wHmmBACQCba9vv9+3f/zo+Pj7e3t9hzQinIUeba7/PT\nnBBWMSEEgBxM1mB3T9Q5oRrkKMuTQHNCWEMQAsDlzdVgK2oTqkGAS3PKKACp3e/3na/weDyCHAl7\nSEGADAhCAOA1NpYAyIYgBCC15fleOz80AzytPTV47JYYAIy5hhAAWCtIDS7cAy9ZXkfUKqOwhgkh\nAFze19fX29vbx8fH5LoyHx8f1e5x3M7TRA/cEoO83W7Tq4mqQVjJhBAActBmVdt+faetwSrJlhib\nfX7++B9nNm4/NQjr1U3THH0MhOTaG+Dq/D62x2RcnbMGO0GSNSwTJ6AcJoQAkI9xVh1bg1c0Nw80\nJwSy5BpCAMjK19dXkClrgSlYPau+z09zQiA3JoQAwFCZNQhQIEEIAPygBgHKIQgBgG91/T6uwaZ5\n31ODc8uftk64ogxAUQQhABAlBTtRt8QAYA+LygBA6RKcI/r19fX29jZuwrPV4Nwu592jAJkxIQSA\nck0OBqs4VwwG3xIjkrnqU4NAlkwIAaBQ6RePCbUlRmzjOaEaBHIlCAGgOJMpWFlKtEcBAoVwyigA\nlEUNAtAxIbyk9nwbAHiVPQYB6BOEADBr/z/AnediOYNBAMYE4SUt/PXC8BCAMYNBACYJQgCYtTzf\nu8SCmZUaBGCeIASAbElBAJYJQgDI07gGpSAAA7adAIAiqEEAxgQhAGTFaaIArOeUUQDIhBQE4FUm\nhACQAzUIwAaCEAAuTw0CsI1TRgHgwiZTEABWEoQAcEkLU8H7/Z74YAC4KKeMAsD1OEcUgCAEIQBc\njBoEIBSnjALAZUhBAMIShABwDWqQ2D4/f9y83Q45CiApQQgAFzCuQSlIWIMabO/RhJA9QQgApyYF\nSWBcg939mhDyJggB4KSkIGnM1WD3qCaEjAlCADgdlwsCkIYgBIATmUzBSg0CEIcgBIBTkIIApGdj\negA4nhoE4BCCEAAOpgY51vKaMVaUgbw5ZRQADiMFOYnbbXqtUTUI2ROEAHAMS4lyKuMmVINQAkEI\nAAdQg5yQAoQCCUIASEoKAnAeghAAEpGCAJyNVUYBIAU1CMAJmRACQFyWEgXgtAThLvf7vX/z8XjM\nPbr+IQCyIQUBODlBuNdczt3v9/5D/ZsLDwGQDTUIwPm5hnC7hZAbP/R4PNqp4MJDAGRDDQJwCSaE\nABCSFATgQgThLlEvBTQ2BLgcS4kCcC1OGd3r8bfT9tvgwNx000033Qx4s29cg79+/bdfg4ccVcr3\nddNNN91MeZMg6qZpjj6GfNz/vj7wPnV5YXvnwkOhjqGycilwZRf6faw71HEKHjsVPPNneOZjAyiQ\nU0YBYJdBDTpBFIALccrodmbWACVzuSAAGRCEu/SbsH/a5/iSwu7RhYcAuIS6fp88R1QNAnA5Thnd\nrk27ru6WdxfsP7rwEABnZioIQGYE4S7LLbfwqAgEuJy5DQYB4LoEIQA8IQUByJUgBIBZcynYniZq\ndTEArs6iMgAwbbkGASADJoQAMLRwjqgaBCAnghAA/pCCABRFEALAN+eIAlAaQQgAlxwMPl3SZvkJ\nNkACoBKEABnbuQZmIcFwxRQEgFAEIQDluvQ5ooUUOwBRCUKAbC0EQzs8LLko9qfg29tb/wdfX18B\nDgsA0hKEAJQlyFSwq8H+PZoQgMsRhAAUZLIGXz1BtK3B379/9+/8+PjQhABczv8dfQAAkEJdv8er\nwe6e8eQQdvr8/PE/gLAEIQCZW0jBUDXY0oQENy5ATQiE5ZRRAE4k7Eotl15EFOba7/Ozut1SHgiQ\nMxNCAM5icqWWbS81NxWs1CAXsTwJNCcEQjEhBOAUQq3UYqN5AFjPhBCA44VaqWVhKqgGAWBMEAJw\nsCArtaQ5R7SdVX58fEw+2t5v5wkALkQQAnBtyykYfDA414RqEIArcg0hABd2yMoxX19fb29v4yZU\ngwR0uy2tHGOVUSAUE0IALunYdUTH7acGCW6u+tQgEJAJIQAXc5J1RL++vu73e1VVj8cj2ZtSmvGc\nUA0CYQlCAA7WnYE5ua7M4No8uwtSGgUIROWUUQCOt2alFnvNA0BwJoQAnMLCSi0nOUcUAPJjQgjA\nWYzXZfnvf3/Zax4A4jEhBOBEupVa/vOff809RwcCQCiCEIDLkIIAEJYgvKT2n88BMtOeHfrr18RD\nUhAAYhCEABzPsjEAcAhBeEkLmyAbHgLXIgUB4ECCEIBjLKRgpQYBIAnbTgCQmi3mAeAkTAgBSEoK\nAsB5CEIAEnG5IACcjSAECGn/wk4Lq0ZdlxQEgHMShABEJAUB4MwEIUBIy/O9dn6Y5QxwTAoCwPkJ\nQgACk4IAcBWCEIBgpCAAXIsgBCAAKQgAVyQIAdhFCgLAdQlCADaSggBwdYIQgJdJQQDIgyAE4AVS\nEAByIggBWEUKAkB+BCEAT0hBAMiVIARglhQEgLwJQgAmSEEAKIEgBOAHKQgA5RCEAHyTggBQGkEI\nULqFDqykIABkTRAClEsKAkDhBCEAQ1IQAAohCIFLut/ve7788XiEOpLLqev3f/3rP+2P2x/897+/\nukelIAAURRAClKI9QbSrwc6//vWf//73lxQkoKf/ZLP8hJL/yQYgMUEIXNLC3xfbv2j6C2Vfd61g\nW4O/f//uP/rx8fGvf/2nqt6THxcAcDBBCJCz/rIxkzXY3vPx8fH29vb19ZXy2MiYf5EBuIr/O/oA\nAIiirt/X1GCrvf/t7S3JoQEAZ2FCCJBIl1vtD+KN45Y3kwAA6JgQAqQwHr7FGMcNpoIAAMtMCAGi\na9tvvJRLwMv2FjqwXT707W24uCgAgAkhQFyTNViFu2xvbirYNO/t/3a+PgCQMUEIENFcDbb2NGHb\ngQspOLizHUV+fHxMvlp7v1VGAaA0ghDgShY6sJpJwc5cE6pBACiWawgvqd13GyjH06ViVp4a+vX1\n9fb2Nm5CNQgAZRKEAKcWKgU7bRMO7nnxoACATAjCS3o8HnMPGR5CNoKnYOfr66v9vWLhNxMAoASu\nIQSIaNtSLk+3E7R8KAAQhAkhQFzdZXvjfQirXg2u2VBeBKa35rSL5ecYwwJwZoIQILrlpVykIABw\nFEEIkMLkUi7xrhIkFPM9APImCIFZO9co8jfpgf5SLmuuEkxzVABAyQQhQGpSEAA4CUEIzHq6wYkZ\n4Evq+v3Xr6UnSEEAIDFBCBCdawUBgHMShHCwndfpVcZ0J6YDAYCTE4QA4UlBAOASBCEcbHm+51K9\na1mzo2ClBgGA0xCEAHut31l+/xnCAAABCUKAjdZ3IADAOQlCgJdJQQAgD4IQYC0dCABkRhACPGfV\nUAAgS4IQYJYOBADyJggBJkhBAKAEghDgDx0IABRFEAJUlRQEAIokCIGi6UAAoGSCECiUFAQAEIRA\nWXQgAEBHEAJFsKc8AMCYIARypgMBABYIQiBPUhAA4ClBSCnu9/ueL388HqGOhHjaCPz168nTonbg\nml9py8/xiw0ASEYQAi97e3vr/+Dr6+vAg1kzCWyZBwIADAhCSrEwdWnHNcYyK3U12L/nkCZcmYKJ\nO9AvJADgQgQh8IK2Bn///t2/8+PjI2UTGgkCAITyf0cfAHAZkzXY3TOeHAZX1+9qEAAgIBNCYJW5\nGmz9/v073pxwzVby7XPaCNy5gBAJWHoHAE5CEALntSYFBz8AAGA9QXhJBiBkzP6BJTDfA4CTEITA\n8VwZCABwCEF4SU93UCAPp9ruLwYdCABwLKuMwklNbvd3yJG02hz9+PiYfLS9f2WytouFrt9FUA0C\nAERiQghndIbt/sa+vr7e3t4+Pj7GB1atq0HXBwIAnIoghNNZ2O7vPE04vn/uS0QgAMBpOWUUzuXp\ndn/VOc4dXb6nOyl0zb4RYWvw7e3tf//73//+97+3t7djPygAgPMzIQRe9vX11S5fNF7faP2VgaEP\nqqpmLrzMbzEeAIBQBCEQwBnWCz3nhZcAAGfmlFFgl/XnhUZdL3Thwsvq6JNsAQBOy4QQeFldv//6\n9f2DueekXCfm6YWXxc4Jn25MuvyEhS1PAYA8mBDCuQTc7i+sA9eJAQAgEhNCOJ392/0FdIaLA9nM\niA8AWCYI4Yw2bPcX0PoIbElBAICLEoRwUm0TDu6J93YvRWDTvLfXnklBAIBLcw0hnNfX19c///nP\nf/7zn19fX/FqcM1lgVWSlUI3O+2FlwAAJycIoUTrV4ipLrJIzFwTqkEAgAVOGYVSvHpSaKzjiObY\nCy8BAK5IEEL+VqbgFSNwIPGFlwAAVycIIU/ZzwPnfH19tQve2HEBAOApQUjpuoFS+4OLDpRe3Sii\nyisCAQDYRhBStMHphe09V2lCuwUCALCTIKRcbQ3+/v27f+fHx8f5m3B9CopAAAAWCEIKNVmD7T3n\nbMJirwkEACAe+xBSorkabLX3j88mTa+LwKtvHA8AwDmZEMIZlbNRBAAABxKEcBZOCgUAIDFBCIex\nTCgAAMcShJDUq2PAdo/1o1KwfffNT7A1PADAyQlCSvT19fX29vbx8TG5rszHx0cVeod6G0UAAHBC\ngpBCzTVhwBrM4IxQIz4AgLwJQsrVNeH4/m0vmEEBAgBQFEFI0domHNyz/ssVIAAAlyYIKd3X11e7\nMsqa0yMVIAAAORGEsOTVAqxEIAAA1yEIYWhDBLakIAAA1yII4du2DhSBAABclyC8pKfbhROJ/AMA\nICeCEJYkKMA1eb/8HLsFAgCwjSC8pIUAMDzcyQwQAIByCEL4dlQKmu8BAHCU/zv6AAAAADiGIAQA\nACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiU\nIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACjUP44+AEjkfr/vecLj8Qh6OAAAcDwT\nQgAAgEKZEFIKIz4AABgwIQQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiUIAQAACiU\nfQiBS7rf73ueYF9KAIDKhBAAAKBYJoTH6M8uTCpgA//hAADsJwgPcL/f+3+XHdwEAABIwymjqY3z\n7/F4PL0aCgAAIDhBCAAAUCinjJ7X5rHhf/7zHyNHAADy40qr4EwIAQAACmVCeF7b/v3jfr//+vVr\n89duft9jv9yRp/9yR57+yx15+i935Om/3JGn/3JHfq23PvbLz3DkBGdCCAAAUChBCAAAUChBmNp4\nkwn7EAIAAIdwDeEBBk2oBgEAgEMIwmOIQAAA4HBOGQUAACiUIAQAACiUIAQAAChU3TTN0cdASDt3\n/CyTD20DH9o2PrcNfGgb+NC28blt4EPbwIe2jc8tEhNCAACAQglCAACAQglCAACAQglCAACAQglC\nAACAQglCAACAQglCAACAQglCAACAQtmYHgAAoFAmhAAAAIUShAAAAIUShAAAAIUShAAAAIUShAAA\nAIUShAAAAIUShAAAAIUShAAAAIX6x9EHQEj3+31wz+PxOORIzu9+v09+OP3P0Kc34EPbZu5z6x6t\nfG4ja36xVT63nyY/NH8uLFv47cvvbHN8aBs8/WT8WTBp5S+28aO8piEXv379Wnknv379WvNx+fT6\n1nxoc88p2fJn0j7kQxtY+MXm19ucyU/DnwvLFn45+eNgzsoPzX+efU8/GX8WTFr+xebXW0BOGaUs\n9/t9/O/l3UODf156PB5zTy7K+g/Nv8/1LXxu3RN8YgNPPzS/3saefmhMWvjtyx8Hc9Z/aP7z7Dz9\nZPxZMOnp5+bXW0BOGaUs3W8Z/mhfz4e2zfLn5m8AkxY+tMlPzGdY+S8UrsyfBRv44yA4QZiP9t8v\nl/+NE8LyC4zEXKH0En8uLPA5bLDwofk85/hktnn6ufnjICBBmBv/QsxRXBC/nr+Ub6NttvHnwlN+\n+9pg4UPzec4ZfDJ+E1tp/CvKHwdhCcJ8TP7X4r8QEuj+uukX2xr+q9xs8rIuH+YCfy485bevDRY+\nNJ/nnPEn47/ENeZ+RfnjICxBmBUXwZOefwneYPICucrHSAT+XFjgv7sNDAY3mPtk/FmwzKeRjCAE\ntvMPchtYYg7OwH93Gyx8aD7POXOfjD8Llvk0UrLtBHwb/8O534yW+XxIyX+hBLT8i8cvtklqcAOf\nzDb+C03MhDAfkycC+c/jJYPP0Kf31OS5Zz43IvFf6Kv8ubBg+bcvv9gmLXxo/jiY45PZxn+hKdVN\n0xx9DAAAABzAKaMAAACFEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQIcqSzAAACd0lEQVQAAACF\nEoQAAACFEoQAAACFEoQAAACFEoQAAACFEoQAXMP9fr/f70cfxbfBkew8tp3f13k+FgAuRxACwGvC\nBtj9fn88Hnte4fF4aEIAthGEAHCYgCGnCQHYQBACwJF2jgcDvggABfrH0QcAAIH1Z2WDUmofGpxj\nOVlTgyeMv7C7Z+VbL7/FmsNbc8zKEICXmBACkI/x4i6Ty72Mn/P0RVa++4avWvk6oV4cAPpMCAHI\nTX9KNhdOg7HbeLY29yL9aeGGlx285tyj49d5+uLtgRkSAvASE0IAMjGZWO3NQRYOOmr8IgMrE2vh\nZV8y+TqhXhwA+kwIAchKkHMpFRcAhTAhBOD/t3cHuwnDUAAE1f//6PQGVYhCQxxavDM3DlhcV/bj\nAQBRbggBmIrLPQD4PTeEAAAAUYIQgKlsLpk4OlhoqQMAEYIQgElsLnDf3+6wc8hP+hCAWZkhBOCT\n7K+FuC0JPJ9wT084mporw9cGnvw9ADS5IQRgKo97CI820uNX9j8CwOf6Wpblr38DAPx3F92/jb0h\nVKoAHOWGEADuNv+B5tLXmEMGFE05AvAaM4QAsPa2vroNPQ45asg5AKR4MgoAa6tIu7q1Tr729FgU\ngJcJQgAAgCgzhAAAAFGCEAAAIEoQAgAARAlCAACAKEEIAAAQJQgBAACiBCEAAECUIAQAAIgShAAA\nAFGCEAAAIEoQAgAARAlCAACAKEEIAAAQJQgBAACiBCEAAECUIAQAAIgShAAAAFGCEAAAIEoQAgAA\nRAlCAACAKEEIAAAQJQgBAACiBCEAAECUIAQAAIgShAAAAFGCEAAAIEoQAgAARAlCAACAqG/+HdUs\nX+gmHAAAAABJRU5ErkJggg==\n" - } - ], - "prompt_number": 14 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/6')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb b/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb deleted file mode 100644 index 06e8ef7..0000000 --- a/See more/MATLAB_Wrapper_Heat_Hist_Box.ipynb +++ /dev/null @@ -1,570 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running [MATLAB in an IPython Notebook](https://github.com/arokem/python-matlab-bridge)\n", - "=====================================\n", - "\n", - "With [Interactive MATLAB Graphing in Plotly](https://plot.ly/api/MATLAB)\n", - "------------------------------------------------------------------------\n", - "NOW WITH THE EASY TO USE MATLAB WRAPPER!\n", - "\n", - "Check out more examples interactive Plotly graphs in IPython notebooks here: [nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/](nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/)\n", - "\n", - "Questions? , [@plotlygraphs](http://twitter.com/plotlygraphs)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The Plotly MATLAB API allows you to leverage all the power of Plotly graphs conveniently from your scientific computing environment. You can work in MATLAB, share your graphs and data, and then edit it together online. Then it's all backed up, collaborative, and can be edited with other APIs and the GUI. No installation required; it's free, embeddable, and keeps data and graphs together.\n", - "\n", - "The API provides a set of functions that structure your data and send it to Plotly. All editing can be done through the API or from the online GUI. In addition, the PLOTLY WRAPPER function can take away all the hassle of learning a new graphing syntax. Just build your figures in MATLAB as usual and send them to Plotly with one call to the wrapper.\n", - "\n", - "This notebook goes through some usage scenarios to get MATLAB users started with the tool. Some steps are specific to making everything work in an IPython notebook, but you can always skip through those and get to the good stuff. Let's get started!\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we need to start a MATLAB server:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pymatbridge as pymat\n", - "ip = get_ipython()\n", - "pymat.load_ipython_extension(ip, \n", - " matlab='C:\\Users\\Andrey\\matlab_shortcut.lnk')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Starting MATLAB on http://localhost:59927\n", - " visit http://localhost:59927/exit.m to shut down same\n", - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "." - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "MATLAB started and connected!\n" - ] - } - ], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Note to Windows users: Python doesn't like file paths with spaces! Above, a shortcut to matlab.exe was created and placed it in a path that did not contain spaces. It's a bit of a hack, there are better ways to do it I'm sure." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we are ready to run MATLAB! Let's set up the Plotly environment next. This needs to be done only once per session. The next few lines import the Plotly MATLAB API and sign in to your account. For these examples we are using the MATLAB-demos account. Find out more about generating your API key [here](https://plot.ly/api/MATLAB/getting-started/authentication).\n", - "\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "api_path = 'C:\\Users\\Andrey\\Dropbox\\ANDREY\\PLOTLY\\MATLAB-api\\plotly';\n", - "addpath(genpath(api_path))\n", - "signin('MATLAB-demos', '3qhoowzv5n');" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "BOX PLOT: simple syntax (with wrapper)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "data1 = normrnd(5,1,100,1);\n", - "data2 = normrnd(6,1,100,1);\n", - "\n", - "% a simple box plot with two boxes\n", - "figure;\n", - "boxplot([data1,data2])\n", - "\n", - "% Work that Plotly magic!\n", - "response = fig2plotly(get(gcf), 'name', 'Two Box Plot');" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nAAAAAElFTkSuQmCC\n" - } - ], - "prompt_number": 11 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The plot has been sent to the [MATLAB-demos account](https://plot.ly/~andreyDim) and the command returns the unique url [https://plot.ly/~MATLAB-demos/0](https://plot.ly/~MATLAB-demos/0) where anyone can view the rendered graph. By default, the plot is named \"untitled\". In the following examples, we see how the command allows the user to give a custom name, otherwise it will try to extract it from the figure title.\n", - "\n", - "Every plotly graph URL can be [embedded in HTML as wrapped in an IFrame](https://plot.ly/api/MATLAB/docs/iframes). Here's a quick utility function that will embed a plotly graph in IPython notebooks." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from IPython.display import HTML\n", - "\n", - "def show_plot(url, width=700, height=500):\n", - " s = '' %\\\n", - " (height+50, \"/\".join(map(str,[url, width, height])), width+50)\n", - " return HTML(s)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To see the resulting plot, we only need to input the fowwoling command:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/10')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, - "text": [ - "" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "BOX PLOT: full syntax (with API)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "data1 = normrnd(5,1,100,1);\n", - "data2 = normrnd(6,1,100,1);\n", - "\n", - "% a simple box plot with two boxes\n", - "box1 = struct('y', data1, ...\n", - "\t'type', 'box');\n", - "box2 = struct('y', data2, ...\n", - "\t'type', 'box');\n", - "\n", - "% Work that Plotly magic!\n", - "response = plotly({box1, box2});\n", - "display(response.url)\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "https://plot.ly/~MATLAB-demos/11\r\n" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Visualize:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/11')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 14, - "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "HISTOGRAM PLOT: simple syntax (with wrapper)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "x = normrnd(5,1,100,1);\n", - "\n", - "% a simple histogram\n", - "figure\n", - "hist(x)\n", - "\n", - "% Work that Plotly magic!\n", - "response = fig2plotly(get(gcf), 'name', 'Simple Histogram');\n" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nRU5ErkJggg==\n" - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/12')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 16, - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "HISTOGRAM PLOT: full syntax (with API)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "x = normrnd(5,1,100,1);\n", - "\n", - "% a simple histogram\n", - "data = struct('x', x, ...\n", - "\t'type', 'histogramx');\n", - "\n", - "% Work that Plotly magic!\n", - "response = plotly({data});\n", - "display(response.url)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "https://plot.ly/~MATLAB-demos/13\r\n" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/13')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "HEATMAP PLOT: simple syntax (with wrapper)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "z = rand(50)*4+10;\n", - "\n", - "% a simple heatmap\n", - "colormap('hot'); % set colormap\n", - "imagesc(z); % draw image and scale colormap to values range\n", - "colorbar; % show color scale\n", - "\n", - "% Work that Plotly magic!\n", - "response = fig2plotly(get(gcf), 'name', 'Simple Heatmap');" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\n" - } - ], - "prompt_number": 20 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/14')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 22, - "text": [ - "" - ] - } - ], - "prompt_number": 22 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "HEATMAP PLOT: full syntax (with API)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%%matlab\n", - "\n", - "clear all\n", - "close all\n", - "\n", - "% some random points\n", - "z = rand(50)*4+10;\n", - "\n", - "% a simple heatmap\n", - "data = struct('z', z, ...\n", - "\t 'type', 'heatmap')\n", - "\n", - "% Work that Plotly magic!\n", - "response = plotly({data});\n", - "display(response.url)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "text": [ - "\r\n", - "data = \r\n", - "\r\n", - " z: [50x50 double]\r\n", - " type: 'heatmap'\r\n", - "\r\n", - "https://plot.ly/~MATLAB-demos/15\r\n" - ] - } - ], - "prompt_number": 23 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "show_plot('https://plot.ly/~MATLAB-demos/15')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 24, - "text": [ - "" - ] - } - ], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/MCMC.png b/See more/MCMC.png deleted file mode 100644 index 60e3e740571183fee0267c270b22afafc5dbb27d..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 25302 zcmY&=Wn7fe+cY4t^wQl(BTJWbNq2X5NlJHz3P`u00@5JeA&8_jh|=ASzK&%q`PoWFw5UQjipfK;UVp z5hKLs>8gF_XVnPs5&rWTIXtH`P8byWUmt{`Nr)@8N(w1V|K|(i0$-ukX^+c3EAz9a z!Ok9=BQ;b(*WH_=xvgC{gH*xwE5VN<9wXWO9B0{k9|sc2Y?Bz2v#f$V0>6}es3l}K zn447OXzyy)F4t*Xdi`Ub>j#@7-a4|PRppk z+nrC^NmU)U!?BoQ@yQuGHa-C_3;LxIrV>%woK{!)XXQ`CN$_j}HieYL7_4G)9H;T# zNW{#eJhP3)q9`M0t!ygF@b@}qIS*!tqY6BKr<~3AbBrqZUrpf6M*8T-LemUhPfZbC z=Y@K-;*H>KSn0$yhBBwXKz(MQjrem{1_VxL9S+;r=O5fQF@Juo?m-)PlcudxqmnB$ z?@<1Ab1O~9K>l2hq6zJu%HVoEMYSv;bKLT!&VcPe-EJ%r3K+M|>!_ewdrtp-D=w1c zcR7{|303$1&c;YuB1D71JM78`EjPF<`-O6PY^3RqCS+0wd)HqcEczQ0elG~)(4wD; z;tal=x8?KN)e`&dex=ft<3W^twIg$*|kj-rKSbAm|W(j4pvarU-POY;Y zGx<{-BZehP%s`3pr#`(e8V;wjWw)$xRA_H*!LjPVHi)~xp~2*Po?(3(31r1@@9W6P zVe64licN`RoISqmT&1z_C*2II5hg*7*8N%%Sxn4z;qE0%1}x=)6l4ah6W7rI(|X1{ z-&)!*!dW8^Wkc8Yi+$|i>+t--ACkYgR}NGRgI*D?ai(yuZAMcCZLeXZd>5bzH6O96 z7@}mX3zkZ$@Dt49cQqNWv3>Y=lgXLlH(+UX!Hv#6Fp}llW#IT#+j=R&h4r1vk39Ra zEZ!dv7gfRYdsUq-nx#r7-ADIVEBt*t^u#a15eG>fE8b;V_e<->=Hdpw%*hN9kC=ZS zjxBoKB_<#$gshKCg(W@or}^P_&+wbe@_usgzvB3J|KRVL1rRE-Oao42#28fb_UqBO z>AT;~8v7U@QY}z(N~|T{4)= zwXMdvc8EbGxuPukia<9WB!Mfpfzbw4EpBcm?FK@&%m)vp@)i1XvdQrxH@-2?=&6$NK z=!yMo;;lb`F%q9~kG-@^VNibUhvY#_$f}Y-a6U|rX7h8MYX{W^p1tG#a&eT$BmL>Yq?2n;KbIHZ-^baq=_et`c3xihgI8#vRGPse)iOjGLB%*UHcgXQ%h;3P6q$>jI_p+TL%>A71=Nab=o_X~rht1<``M^)R9-l+xY!EZZ_D0>i#FNLMyGTJU#WOu zh2+BCPMc;*X33uE#@;m|mvg<|bLP=;OO6#(XkNitkt0*8V$R884^7G0+l1oL6$m8! z{3`(-wv%b~KQ*pq(l6y3@!x*rw0TY4|Ht1}qtB{NHD6Rzp2dbezNa2XW-0jb{_?mN zyY-qZ%(81S=EC2Y1H(RoXj>R*!p0!iUxV zhs}ficKc@sjf*agdzG!XeH!m$|6Ss+9t~3Zk1)zse4p2hL`K0N{^R?}U8C;<0-g** zg5^MhJ1V^fIRj5Zc8rru^i4@`%X$<7Gal2x&)|o%{ElPuiJ`gbSrh-82ufxR2~E9F z0{Tc21<#$5bXjvts_88zyKdR1Zx+K06T;AfC5E+1VzCl6ms78CXR8%b1D5Ri7hnXY^nwyNeiZ=Eg^Dj|r8oSU%Sb~dVr zgc)_v!vx#??7GsSK9`(?pqcb={z*)R|F^H@c|Vb9sxs9V+DEBB;N&MhTz>16kx1^} z;dNS*O&~K*{uhkBaYICQ^hOcG#T*&;pyTdPUF~~pSaH-gnBL@`ATRu1muEUjTr6w| z=hNJUW81>FZ#zD!?ks-ftcH0cjfz|?F=Zgjnm>*$3i_RIGcjcm5L#_?s3C^Q`g!)C zGD>&9lf~!BD}ILk5{9-q6xpF`kBvB_;yKLxNxGX~3SY-w{jH?z)BeHtRAc$d{H4-$ zE+}DC^lqQYZd3RfwuWN98xpFGiTe=x6qf&s2~7SaDAF0cX-ULSKhp*~ncUe97I~X< z8dkO2R05_zCDW;`w49EcO)@H`-n=0EdYNLd(?rnx|D`Q`?3Yk!pWpgBIr`WNl%TY8rpfp5 z9328^e8(@?E$(Ux@#~!TMKjj<9*B*A`mx!ze_Z#J+59)Ixo2_`u_KvY<3dSclg9J2 z`UE4`2-~dG?2?{XKWk61elHU;pZRe+U#5mBmyD4jV^fmH>T}>8#`?x~L?h3+MlcL} zb-qguzgJ7$3zL1#lA47pVTNvx=!c?f@}`7?JWRKoDPxO$J#lgg%jRokPQ<7*Z0z;M zz~nFKk`JWtb{`I8Jni13$hiBHN(H_a3*CR;O(mukbPVqsfGbqmLuj!zZSu zOq#m|lNE+0NKWmWD5xFkQbP>TkZ~91G`>c&RPDjfa4&*vS&?icVS2Z zpSli>TxP(?{k97`PCE}<_9kbL99%_kAQF*9LHD=K&OvUab>rV0trsv_VhHA=QO%bL zvoa~62-I+2#kt2-n2Gt(Z09~;QwV8Myq83TmGq<@#n2@&`R%EHe}cnhA(|%p7k)P^ z)vs~7bg0~K0>*mWbHKZ7SEwM!Sf+ppv0`z*V%cCG$g2p=9# zfn?%ifv8d18wnihGU5|^_sYkvXW01l6#^b%`4MRya%t~fH;L0c^TO+J(fMjAS?Vog zNQ}4frOznO5e-(r!9zFBIaOssxI6fkk7WN2g>h)e-=oH(FCISGpgFMeYWRkfwHk1p zrtYW%nh~>zFnLI|di~}q+Y+Jn# za^A5CN&3}^LO?mf?jo5TpGRo6Kx0&lE#9=CXwZ|QdlA83bxW_a-*2-ZV5_HfWPIUl z8d&{#uWlSSL&7jp!8Gt9?apoBxm67wP9R~Vy{7G@Ng7%-9IKhp452|hS-&Fr6+LgH z+82ujnSG-rcDxGIEs5zVgix_?fvIN|D6|-BYPFNKKVBG?NQ7qULGaZ#7J42~>nS*?`8&1%-aQeDTjt_&|?@5o2O*z8Ca zK@n!8+1QeYf*7WejKrLbIj>Q z8n)Sto0SQM@*tYLuaPm_gxJ#h-{LO0N7$Zd3}Kr-iPGy_ubCQfM~^=1jwY##Y-cG} zM*?^Lay(!x`r6Q~!gSGxl=*=lcoI0%jPwW6HXG|ko zOt4Wbz03OgP>SfLdX5d1}{$G^P8SYXjY!|`O3o~nTfvuoj8jPj3saQ=6FBKs&g z*qv53C4QW8P)~N*!yaMjNxI}UYs}uadcoC1NzUGcunjIjOBx>Q_8(X+M0}P57>~!j z4!^@@g~DZ}{vbROUfW1kxb01sr*k*#BS`Ms_@53j=2nIyg&?{5%zrxob%YNC@zM%>?;L zaBhf@kahcAPe^QY{z^cg@+r1vLX~#Xzs;@Jt#KUv7M;H(!cJoDzYmynMPXA>B7GHG zS)(mOA7)0Z`xLMccB+vB$w(Tc?>jViyE+cv|M{LM$iWp|WfSMuB_@nX#y29RF~b|8mhr1a zpXp7ZTYL~?1u+jJ9JwQyaU9o^fB`b`qILg0b7i6P3thiNvR7Du%+D)Z5!fy1LNMy%kuXwUw`kk1K>&Mo|gKzPGq zL20RHm>R9zxC%=t;}(h2A?;CJAa-iy@!@K_qHZ+q(Mu8K_q=&D1=sBEZ8&jwOyV|4Xgl%ThIb~0Z&UHbs>pA_D_otWca4frUA8d z>z^=mqx~SjQ5Ohwjs6w|_qDi7_E92W=n=!QWxRQ__x*W&F=N31j)EUVWS-~h8hVsEQ$!Wb$&C6rk&HL`h z`C^?(8tr=`sLx(5>eR>j6a?dX%CoFr#t^+-Q#JeiVtCM`RgD?ugpSMO4{F1J#bULM zUmskJ?QG2hQ3Btt9x?hm4Qcav_B5ib(QS3L<*Go_XBqp~R;V71qemQ%;WRD<6a%+a z8(n+KR!%22Ul-33!!=rya3AxkiLiIo_d1P;sSwLDXYdiU-R_nL9?@3d2a2(0IA8xE z(xoh==u7n8%JngTa`O&QE-sIS>!har4 ze7s}q(9NyU4gMg3Yk_XC|4JYsa4=8AUnh7Zlk6Gu-311+mvVh}K%J)dU2PT78Gn6W z2(~i;%f!n57&51+%{a4`zSmGXDk8?+2=|!hJvsvced$bc!!UTB)l_H+~+tOsF2h6{G$GsEF_H;^Pq&W=DH2?k5)}tZ+3j|hC1>v(inLFo zOwOh^jl9^Ow+~#P+Ias~A*`C73iki9pp8swqgwG+;hoy8qHFGtY<_c)6J}oN|B=_|f4ui4jOp$UL4HZ{` ziwZsOyWJZH6UykQg6DQ+5-I4=Jo?Et4u8cS#*`>g+lT{dnZKr2!u^7(6!m+cg>lbpuZW*_||Rd}DbCWu|wT z8K-2|vh=m)ba{Eu;xo;hDhhD6IM)Vw&D;|HWKGUrK+sG&a3f!Z)y7xZT)Xv%)>IL{ zw)eN~9CH;C%QmmIz(Uh}p_0w#Y>+mne?TYX^h(l@s76kW^vtQ}p=d&)Dek8Vj6w)~ z^Y>e=_CU-bNA=&4-UT#vs97wY7LjqDG1Cst37^Ie-1+txS zD(K3lNDQC%L)q!#tO)QtUzCaWl`$}7HxpAZyviT2xY|7^JGF>?L{-R4BGYJ=WYmdD z(3Noi#jcBHY~uakRY<|`E^=GAk?!4ViK7Jmc#EC4%O6@EURY=E84St@T z*s7HN#MG(TpN2tosHB@rKleGLOVAOPME<$#a5Y{YAjN}akSalIm|`Oc|ch zUv{rWFuhIVz{t9{L#`-*tXo^wLV0MG&;J&LW1Tu;Xk`e$UFGhyWEKzDB#q4!r9Bp) zDU)PCb(Af5H;gGM33bcov@@e}%)z8;j?>Hc#AYbP%7Q&6@+?s4OA}2>Z8P9iPhsbMwmldGu z?A^`Hy|o}5T2Js-5*O4A@@k=fv`C`MsNmeDY56KYERlPfIUZ@g5j)R(Z!l61Tlk{5 zB7y#KzlPoA8PE57U#HkAZU$tZY?sY%pUa)Lqf(Wt+ym=&cq>hns&4E&n#UazY^#lG zfhIkteB_W?AEok{GmVzV_PV+lR?r+Lwh(cBgH<%0<3+zMlJ#XCHL+Dsn6D#AUQzF$ zIm$wfG`=S&XGKy5hpp1vO>& z!3tVGa9Bram$cepC`g;=Rz~VqIeO0g>exR;KM{tN{EFD5cN1Ay{zKXKmxO9h`i*2A zpVBaGo4f?0-DNa3Ct5jYw8)&;oxh#I+KQmk+|o<*EPAm~yNRf2-`rNz+n%~vap}!gh#^&_AO!>I zZ`sxKGfJDccJU~8Z(PM@VRUFkzXZy|a(h204M}=T>Xtx$>Ju$|`Fa$lQDOLVTs6UV zoHzD_ShJ=pr`?n!zPxp&Pcn>?>_^@$LkHe=*z1X7Z1m4D?&v=~DrI$vozVA<1w;oj7 zMm-ec%}v>iASjGf@*=V(W@pi*zo(&aM zJn1$8#iu`3Uk>BrvOfIbH6E-ZHc5ltS7Vc72NMWc8_=#c3PiaQr)173n5KJ&c>L zq#@O-xYB4NUGMx@P`|x`cT3*je817TK0Jz(^*q6G|CZGF<1Iry{9f){yp%hVPksRG z8ja}efhu92ZcT+-bk0Lwqo``fp?wW>tQV%me-No?}v#|y>gwfwQ$8lS}X zvcH+n*>hB#nd}POnUvpCO2%w8E?{3UPy5+wli55e)2L@6PF3a%aZxx ztIjAK-&en;Pz)iI7VRkO`^FPwtNvL-fdS#19f-Je@&!kQp$ZDW_?ybS*d1(I5t*4v zdUT(g>tcC5fAEc=+)Th$#HvqZWiOzmpkS0aY@m=&NU#wMVhx&m~VR>f-ZJdh)oAQB?h! z;isnG(}wh+J=-;_;si?;CsGojay$`+;bYLY6{fqZr&uC?40+ zI4+4Ib1($DikE%cRlP)nSV&qZu@oA{ACximAq)?H@Y(EO#$wa~6FMFV`oe;!OH^Rs zggI&q!nd-7vEy`GXzl{3N zn!?Sw0V;y-rZ=_YiH8dO6H79q`)6 z?g!yE7Xg#!kHF?}!1*>DHv&6p1hF?L&OKMUNsd7*U?khQF>{cCD8)q}^3MU*ZNwY8 z_AUyV43rWP)4*{4`r*M2AgX^jr*rjn-23qCg@0l1x0Rs97<8;+WIE|~^W>Sec)A&x z^~8EwCcznYOA&2W1Q_9f5^a1aza?BC{N^~-8iVbCVv@G5G4J#Uxoet}KaMb^U!)ER zckKChdOV*xr2sePIG$%&?2HENtfjf}Tqpjc`&$>Yraopk>Iec|DH$i?F|ZTp$DS*y z`S5k|eUlvvK2g!Wxh9MR>=<;5@NGSjl(2*P*0hba2z}TdR-BcWPvTbdwyG4=?AXeC zwA+coAh8##(Q)=gZ&#rvgJ#4BYdCASuc`Q{rvX&Sja-GBBMPLlKhfR}Vc-#+(-ep? zaJ=#;kW(g%pZbwN0xR+ziHPMkq27ItgC!tvbL^fHv^!U0ndY9NH=UMa)>h9;$ss6J zo{&!NGj08Rn)`;^+dw7OCYtHYmI#9M({fiM67MMNOmbhRuOJK6?S0Y#TsjTt)F1qU2HntlUn&5HS z&5Q7DP$|pf9)k_Bg zA?u=nEOYz%3f&$ckuB7!XZ*2y1js^fRK?nXWm8b~|+gijp6>uq8~=C*_7 z3Aja3>PPlzATabql2@#?Z07_c7PR}aq4NE$)I!A^0Q+?N-O2kJZc2VjR9o-F0{DTE zeRn*epOhSR!F9*qDH(zND8XailHpNTH8u8o7ALpAMW`q5hx*r1HmvVBbzNOAA7d>S z<`c^g_`~tJRb$@4r^0h(tF1ngjF;hQ^L4As@<|MIu7%>2<|~h!ScPzxvO_8QbZ5Jh z)BGTl=HQIBXkI}v4cZKwhTq{YgU)nsJXRWfB!7=l>Xv6P&nFeJ?dCYdU^Uv_jM0) zo_@)DXbg@SF2uMxO9L15&U#;7{L&P;^g8yoqmeX_+0pz=^cdf@icrLbL;Zpyt7yc* zJqEWeQ`<&L%Mn=A(30Tp+UySK3d#7KGLSeNE#{Eq+F?jB_C(0DMeA`~NH)C0*Lbf) zB7X2(a;8Ou0OJ}bg71+eE9r*ZK>VLxk&Y4%BwFfH#@0Oi?#)9ZH>W>1d{m8@ zxR_DlY2LaZ&Iya2jc{Xb@%m;;am|(}rhA6J51EO#XDq<8?*Y=|=4Cfcbx3x^Uv_zU z2qe^#HUweKd(qjJ=0hE5czW>#T)X)MW~uPJpLXCpK)hfag?HNx<**Q)0~Qfic+EUS zUR`Az1W9TXgr+zd@+4FulSwr_Z3Qd@i-n;bMORb?oDBDf<0$V@!7V+=!4`uQs$*#u z9dPIIBEl@&k9*KX;Gibkl5?+Ye@|0RbrK|nWOzsVm?=+-fv)DkyluW0QOZb5raSA? zaFh_Mvl$df{pYS-e76gum$0R|46_e)V(l559^HLa;Rq3s%??A0vfhK48j^%dbQ=*p z;Z*rm^<-_($JBBxqXv_Ol(c>yZd?A2POjziKVUU$1gdxoO4E9S7CSD&juadU^L91# zJgiGW`lE&d-_tk_OuPGAtUq!G5qEhVg&||nnJ1Q89{Fe>w2|@ z3QX|S!nph&ksi_0LTnPQz9gYtroENUPPsPJwU2_Lo9jW|~9qK2N+z<@>WQB*FO(iylCYk_xa zB}V>hstRIX{nY$XrVgG52{%p~112%7%l5SM->KqeM-XsastF+;Hg8d;N8o6Zo+;-% zXD%TF!}7f9{FY~Snr`CvMdaUc@1Zj0^9JB36aW771TA9F{e>pcHM{k};f01hrjjT?kZmzj|*tr#d%27%r_%e##FrSU31A zK=YOoG3fE$NBE=<&pBD-((My-ADW(JBJbq05Ca2SFh_eB+P9QTuATS$X}Tsg%^q7V zu9ixDso?Z}=RlbHq7;4*at3TH;KFe%(L9q9xpLukts#FHLzx1AFY)qdA2h&~NDv%c0>Nrla#%12bb!Hm z4^sGCqlLUOUv#QV{F%W?7y0V*kR-Jjq}o=QSXrs*I6XwV9Ju6ehK!o&Nx=e1`?v;? z`2f4ro33{p9oIcAUVAoUFVB>M(A8WdsgWQfIf7Hbyd>NT>|h7LOV{wXH+oS+kv%Q! zLwW3tIGAWErc$P4z)M!1+<(LN7%zbUohPH7N{jeQi>7)TqLd>r(f>C;;54?-DN2*> zIgJ|C(=>&D$n!!pXmr|9(F6S*t}FAT7*{YIl5$|{l0wZa{DDnkVaCw)0A38XWx-)6 z5BWs|-uITabc-88?!RAi_$Ahi4nw?x{Aq4K$8`Y$<_J8N@ki#SuZNyrg8igluJg4_ z^y6cMIK|T((W&{d@gpFT(rmw)tu$VCLXzQq4p8_Z9_|AXnNxLW`^f;=;o9T%S~3xj zWPt=E#-1M{+Kzz$OszHl2Q3zI1U(Rwps#olo}4JozyLJU>|vWfw>o7i58=TFZy81V z`HCX6pU`kbMdU(@jNc{4F=MSYhoI>_^c5Kbuo1WW^F9H`K4=4R<={3rFY-CVKDQ%D zf)g#?Rm!_)((Wf%cQ{v5TvOZiBSpg=dcB$LxZi~zVK$t~Jk##)GkZbIZIggW zA@nO_oCP&BfQGs>mxDe{6*-hZN3WZ>ItqitLXN^K_2Ot{CFtMD;7H&-6BdHzCzS?Z zh?va_I2~HW&p6e1f|gkf*V)S4cHr%tY4tfur7PMbLIC5CEGT=Kc$^2kN=fm^?$dL{ za@bNojK26ns`FdGY!Ov;rG7XEo~QY)&}Rq0AOgdG!WlOkyKry=(_|r6;4na5D9ZJ;eJO@0ee_$QTIr^%1flxms&yEi{N|p?&A&B-a*`Y#?c&Vs*k|9SAfAx(VO`cEU*ltv`ar|ND0Gaf5De^R1#%}6 zEvUO3?*4*18#=99l_oTZgq33S3A3vYQR5hAh&{KQk<3-*k?V{q>aUKqDn9d7NRbbILy z;aQUH;M^@=Q&>jtxuwQn0~tHY{t#S!TLxBL(7i)sdWi(MP>cWTPPR19}PYgW|I z1?XGfHa<_!Dl16!)?inxK8EN>&5wt_(NulaiZgUW>={FUB8g14Eq0ap=KFp&&;59z zgEk4hDr1N;X6s{ZCFeXCKJ4t9eVDUM_Da?~>bR?{3NZ2g8`<|wACrv|L63SLc#Jxt zDH@H9nrlG*qQ5*u0T#j00LU%0Az_xsxLXhHoO?Z)s*8=z zd$%olcnHs*h}*hx0opI3PyqDJ%8r9c6oHYRy_o#J_|Zl3B@s)NGA$6Z-+;V=^GF6K zpXat(KdCAWg_d7Re?4nEil)J%S?|HKqqj6tOAYpq5BJNluN3~O)e(ht{p4S9vWxoW zI6G=t3y7jWjq7$Jlt~p}#g95ut#TpikVl)5Zm9d}>sr9@;$)0amL|`?tBT!Qbq^&_ zxcA{i70rVx-npMZR|yZ%!LbJrF%`Y&(i*|0tp7l`V9;<{MAxq`nz@v+|BEG(@;cC) zMTpDL0S+~>{AqX)5^d285_P3!rj;_?Oa?_aRB8&I`r#7O&PD@iv=gd>yCn7W6@Pi8Lt zE={L=KlhsRfd0~9c(ERs9$Q%zF5CE*+@#1jEu@EWiyI; z4V=CNNQvKIqO6Pu_KE%OL23hUgl;_m#!(;zy=Z;niO*&LPt4-Nf4{s0?)YVumnYJT zmdPSZ_GleDvw$U9@f&)K79@C&g~Lm3wV9n5SyHABmLHN+U*fG36+m+(IfvGA+1P2F7GfbBK#1zF8) z(Mjw~mMC(OmFu8}k^_j_f|E&qpV;+OE5gflT(6?<&3w%k0Y&AIi<_hYzsIK1qD$++ z{%Smjw{hfu*x}omFC>x$F5vN5Oh%D37~+g+aA5Y!H?^#vx*_1DU&a?PnSWJM@nBHN z*PfH`L+eE)POJa|5C!&i~`P!jqCy4ED{hcD0r0MmwuVU33U6( zf47%JA$+TVU1g{cDfQn>ko~`zp!ieauSNiXsmymvLQFD)cu0@fcWvb{Sg-ibseTmU5(}7LL6&lhK2MmPnv2s060WR@A9As zhg>P`2Qyy{$+9+me!uyo23P@LpkCzvyS@a-@hgP91q^m)+qQuV8}j5z`tVI0P`WjUb2j zYdIfyjk+nT5vm+Y68?_#{RO40X+bz7>J;2NHkE4`Rv_K*^PlNHRp-NPIVR=HxysH5 zKahA?!-!^9&f;PA=GDrBezrp-M0Y{haBD7VRZHU_c&a=-@JgOyQ7-KlI*WilDQctv zU=pM=();^^tu7(D)@aTnvdQ#?9zl`wuqFf_4?cDPfKoB@4_UPi{{2x#C2=-@a>1(nV$O=Yd@@l!p~9YeL=3P5W?T zjq23MBKCP3#_*6AV)oWHNU4p=xudVU11{^A2~f=C988bxVKk}|K6%M?djXBfhRG() zJ;+KHm_VROYEP2FOKK=Wk~FOHPd_V~!9?C#imGU)d6Bu;OSGD{GquSu{fKEt>4#=w zzS%53XVRa*5#3Eh=KFlE#&#HEVFd>x=Nt$+G7<>TNZ;9sYV%%Fy*LvhARftz`!ASF zYvLl@NWv{zUS@EjO3m+rs*}5K@Nf7J{1dR#7Wo#PQf|bk#Gn#KHG`Cbb&_wePDBhA zZ21-zHGd&=c$#q-*pXyW`M(Jf1aZ0! zm>UN{VlDC>tV5>loS_LIP#D72N_nSg<0AvAKFXAfkce8a)3?e6#-fLYz^!Uj61XHz zm-9BuJkr^`BzKl8Efe}m7(qi?Q5fm-J(9#9V7l<&u5gM{mZ*4TJDRgoseY#K1`S>W zsi54c2nP_(@!o>nu(<+5Ze@*0dthp)R_NQTr`@~$Bpdy+EF;%Uf-7=Zbsqy@&WHavR)1uiykjA1zEMU!2MmM zuBM~*D-%u6`rYr_!T)=*w4r8cKNavdsupl9USGDVFAVGU`0(RJIdNDrg*(^u6W*}& zNZFbMUQDC!Tk3L9yNKbm{g>E51y1r!uZAEhJi7M~W%OODrpizgUm}T~m#i4Vy%&giq2y3JOB#dY$vd*Qz`s1bJ!kg*Ewo z?S?N-P;te8z8D-AmkWUGcWC4`6pT896hfY`L-ywN_a__3xw`t+1lgj2EnA##POYwF zX9_SLkF0xaxrV;~E{|5H3v-<+O>Fh-uXif{+Gz0kBMsGsI;A9aB0#-QHM7&3@2QVL z-c0bBZ55GE9?Yq4-OjL1k`XE|s&U+9^Q3Ql1u0P3%$rvnZO38Gjq^4pvl;4mccjn1 z0WtBmJqv&8RK4RAoSi?N;7`Wm;)Zqs&3SuRJ#CVh)*}!kA6y=IZAZzg_>^k&>ufMx z5L8r6{C1ujIyX#XJZ|5-s%krp6OQe!$FOM!-e59|V+DC9btCV2>(}QR%oM<;5Cam7 zT)Z8nWReAKP;o>5{kfXa^SRl?E8QREADSI|O*k7DV}{Ne3`*`{2LZ85?ugIU$}4m8 zT4gpoyq22WW$_yuW(-)XMxBN~MV84gJkdPEWXAe--<1X6d0zI~1_{g^|L-LU?zw6i ztfl&|xPY9nisApKD>Q1rUsPmV8v|Nqw+elG>ATv((~gPO&9V=w&9lH&v4@l7!$;wE zyN};Cj@r(Woa-lK4`m60_rN;05_|g%(YUh{O{o~Am$pj8NT_F_6;dY>5GKh$<_c4> z5T6{+d%xRTxp#o@zf7<(Iq|xIiyiU`hn-y{x5pc#+8#XzmfPNV5T!@!%`!{VP$)ko zqL-a_i<3nie4T_rcEsBILsF%xF>Ax5igEg2L~$W9a+CO4$v+jY zRBIpv1O!9iOvc3Y!5@S9ln)gu*BVsLe8d3q0Yh|YrjwsixjA&SXWty<%Ab;Pmmnq5 z55v?bV?#V(049yel@{XbyH2KZaPlu{ngT;g^Q@-q&vnKp(ILihcS8 zNU#0|)@U?G8KH8;bDojgw;#+1jzM2w5g`(RMicmbZk6Lf-p!c9cNX z8}c6E9Bld?0JJ-M`yiS66f>4UEUjy$hqiW}YxTk^RrTaWmoCdn!Pq_>SNBi#S z{{nbRYe1u>oktM;R5pqr^QeD2Y&%nVVj%quH1-4oRKi%VkC}r(-+-8N_-rFv#9r@< z$c}{glWx;sV1SO$?ssvjO^&4pL#J!A_FmdEFk!zlytb~YKL<%yJ)rO%0HgJ{r;Hk? zus_9`>l!eYbs#-u{;8{3rWB+LfE-16bo-=fg1Tg>an2&Xt-tsM0VR+>6LN!YcS=|~ zes4VOEpL!VFvu4T3^7-`UmWx(2djkLR3cn__zpAF$B>@gw7tZ#r{FPc7HLWCCPKmh8@&(5)~C&R}$BDlrdes zh&_*kLy*QFtQFN^{@%R-i4muSDweCM#;U7|b-36VTpiA#JBy$d>k?DKKW~*Xav}LB z-i^V?9CJUIK%z-Vdn@@({{|iC1k|O=YKRv>EKof_683@p|Fqp4zx6s%=MvCez2nP4 z8x`38exDaHp9J?)iDLdMDjv{d<60JVl*^KdN*mhHx(p-cZ2R78 z_3Njwf2ACH&_Ugps0W$vM*;z55+GF&dv~kr!pj2zSy;aPOCvrKy!058;z83|QX`-- zi=e7K0C>u-Fh3tzpoDx@g7tBi)v2<(T7P~ZwrT46xC2PPYl=Y+fEQwDev>T4p_BDp za%>wdT=xM=9bv7&20J3|ldeYFs-4KfgTQW3?{*>}AqPELO-16ak)+RHi+x)(AG-%A zMadxgmdS`G=T;bM3N*6LR>XOM=ME%%bGwUWf+pn|=Yb%#>eT_%$|ud3DP!Og=nv}# zM}QF56?odDFsgbp%Xk}}8v;fnM6330*Q2Z+%0!2Vz@30Fl>{b$@~L<7=Bqx`T22Cf zw4oJL1~=PaHNM;Fp)4LS#q<@MO%facnmFKt94pJzbLSP)nRrdq!=TH*}hv0-e#P;SXYJHn3zPq820YjOxkd1+z41`VE)KJ?eU#24Z#2P+kZS`C5{0u5yQ*^Fe{PiR^rCvE$5_H*0K3 zk~~+vDFgjBN+`+lPHXd$sFHh6gi4v@#D5nIwibDGf`e`$Z}mf<9ZO_ygnSdfgNAbz zK>!nkhgW#&sy<7Wax#>d8#Afl1jyG^RWm8Uj_so5?mF(zl@x0s*k*(s`FV5$+!X6U!77z0E8X#j7l}H z(e*KMUzLPZ_3E-gCXa?H*KHfwiI&M3K*Ua{Nohz!AU*GXKw|?X1y1SE$T69p5ou>G zFH)0OqlISZ5iA_dhk0q@s!{%iUz3TvJJ+S_+Nar_<+^)yKU5VOTVye8h2|IZKV7~y z5}>Gtq&u3CG);bDVrBD`w7^C>5;sh|gH(5RNm&ihNr4r<0FwTWL4em`Kge$r{q1<4 z0romAAl2xv#@Pgn}Mxiyzx|2xZVAt)Qn`Qw$^PkmL&gC$}>@(^INb_{T zl=O&6Hwgpkzd%GIlc56>KT4luHgQT9rnie))LuxYc@QVjEe+yOQ$c&)i|eny!VgP~ z%hy+Fr@_N)7^HYEDqXx&@q=s#vMlPnI~kn459vK{kkxy&YOyT71}rA|LN^(sbx-&! zYJ&8oZP%JJI2lk6D$U3(3bQdpH;up?gA;jUaCvKgE^B4n_lJK5p&#SOHy4pncK3iM`K$KU`eue(?;Zc^MJC7dH%OZ0?R{<{K(dO|TSM)&I4iO8bL|;_M zWK>S3AlY0w#x0Wv(6*MK=6G}F3~*SozrUzBea+PI0D~G^gFMvy*JmuF>mZ}8D?(QH z@=L!Mpjb#f00DA1qY5<2Z#f1hWq~OinZNO-P2e0$o6Y^RNJ>itI>K@wfW&x<0ty}o z&qOP~v#AC7NMQXYgdUe8?8BrA+1?B754L~LdWt@m9`o-S22aDtkM<}b-3QMj`jw+% z;j*48isP%*N?9TPia)6RVj=R?2J$jKa)o$z{HWLhz)4qGTtb?O&(`EpSV=>y@FC>c z2m-i98ekAhiQnb&n_+#CgAhNyi11nAp!#EMDnppaHTEj4r1OSHydxvO1}i65zy@Gq za*pQ5FtXsMI^&06md8(S`NO`0AmMq#hMAB4KK$M-l#3JfoLbmyz^gQ#?n<1GesY`< zs&99+fsT1c|AS#Xj0c92Wqb|9=>aqu1k&u?#5D`G%gmk789RKo3Cadd2SSNm;%J`= z6qZqlPMPec$_}8;WFmnAsQ{#uAxL5NNDGHo*azBWe1fN{&aGD_uFuvN27C2Q@9NoZ zg8ckxD_4vH7VIcM@4V`ri=_bn)W+UVC%NII;>JLFDTca-|5sNCi^T9K8(H`ub7b>M zWdf|&ma3WO@R5NR22{s1k5nfP^&&vmmTe!~Bu4njURob6$u>!=fC! z5@bLodcAcZz69g0P>DCc%v4JX%rO>k0vjrklEIXYN^WtR1^7P>|6{0t>n_& z9Dw(sBwd6^ljj;bT@?EpAh`4Q2fso` zAp9qhPeVQ$EV1i#+*laY8|_noEly7bmHxOz-gAFN9U9~*OOUZ@3ovBr*anfM2x9th zX&a19v)=(@!eUCWnCnrul23)L{1)w@BOBaL*e&I}eis0mY>@=n2?-;h@~31jUbTSl z-lZZQv^$`p+@mFVrsTJWfXnw-XBF0U(5{DoW0^KAphcD!m7?A%IQB$w_5$p9VCAv_^>7)ykXz<5IsUni3O_WG57kJaT!LUqH@%`t@4L%KyX7W9k? z!Nfp-I)4!=?G6)UHCdnUKl!WfuW`&1E7)c*xgKl(4%AsiF+YFfW)uv1HW=}|6v*{1>T5e1~$z1*HX?&eeP%Mzh*XAoO8(Yzk?DN zJwjR(9m1+u`eXQm-D!m~VA6)ba0O|J#_Qe98vBPAqyk_EI-?Vp_jMNi>y>G4JXmec z^F7!v4QjQRGj=R&R{qs<2%cP&6iTHd3fYO&nRF!ZD(iw<+~hiL{sCnZ&SGr8Yut|> z2N#C#_`Bq;YkC2SPFVMuFAXqPp*SHNHS3l&kg@%&ej5zmcKsN*9t^b2vNDvD^)Y0} z*kg26YYFx_&n)_b67Epo+t538-PSzIKvK#RaY=Qw0%!F&_OA!>2wdRG1%+$|<$9W# zp7h`v5I6O{+z0gO1YAw7>*c>N^M9pMcK0tzEpz9zA$~A4hBbUK#PSirOUJmU#BpIP zF&iWI%ys}q?wLJnvAXWgNb*SufYHz2=|(&lc03Z~5j82bsvM7)3&zuM|9lu&t8_h) z_JLr4eai3|YH*=Ij>jp*)aqFHWddoueId8FSKv#BAXMI*tiL=9L3J7x_7c-D|FDxI z=hkbQ$O)}yo*g62TRs>x5sa|2`lSk+;P&PVsrv#Kb4)*x|Qus4i zH{~bf#_ycsMKeN4)FELFdsugLLR8AW#5b(ww(9P ztfTeDTj7Z)CqIRYGtoFQMBl{RV3~;iXD3F|Delk*O=f;j%Ue4NKTwEBrv@4p^N8th zqgaviuC|RG?0)5-wGGJc{nl0BCFVMXA8=_rn!^q%kg)z)J+P38!m7$z^g3G|f#qsT zg3)WCoC>30jIxE${*sBD4nncpl=*tljksja=!lpH4>o^1xkDKyCr$o>iYN3`_smFD zIdI1MJ{eAbl>}sw+a1puz7|pszr_Z)giKB}>2J?m^;51oSiA0wRNgJNeq}0&!xo-< z;&~*pD zn^KJq`w!+HatFP&jV%v$!Rk^5+SdCLVj-1ZQ=LvQYo{D3>c_noejL0#%2aBA{doxP z??H0r`D+10WuFm<1Xi?Dt=S>BFz_884dujz>#WeQhnI6LJDlV>#ez(Lj-O7vI+IX8 zR^wFMDVeifuuliCLm#4!L%>C;fO=n=rzszkyyk?e#)Cu_ULWkf6|n?2i#8g!b}p4s z`>x6uFxiC&A76kGEOBd_s>oWLh)-nz2Zz7nBK)}iu<)e}c4Dmzr~%|ZK=kFJQYtJKct@n~L*HQS6w{KqcwWukN zy?JuH2z+ORx`RDuE4_y+4dhjMYdqE&uk2Nc*l@o|mTGtIG%9s~8S56zeM}ij?caQU z2aAtFNV6x*pxEKUSg6!!LEY};NtCWDH-4eA%cpWm%3XjHy9-iSS4B62B5n}`_cAo- zjMGqriaUZC9td4;w7t3tjd}DvKm z$J40CHA_%05s1mz$29E)$-pFYh8K#3IBzqjau@>Hy$^AEr)~SI?v-^vwnyo^)JWGx zWb9HhX{ej0fk>VFwa_4h3UDs^Le@`-cnqRC3h3lPgKjSf%)TZ`0&IH*$K9_wfrBGp zy~sGMFDbp9$cl1aZ=d~bNs=Smn@ufZn_v&^tWE!J9YQ4EHG9(J&ELA+L|5-JmYxir z!iTYJlXhle<;xz6gg&Qth{=D6yQ~Ms;jv!!!-rX?9GwK=-jU-nV^rUm0}sVei#!zl zRnU^bXPI|3t^y+dA~+q~4KkZ}48WnF1oD;LtX*j@4YQnANozUssi(* zulzXv0L?X5SS3=*kzG!mNrfDBq5?vj551`_Ym9{eC3`Zp zA~37B0ykljwhtn}00NWZ+9XL4z>9kSVZZS768$h5)Kgd6ak_l~30FXpmWaaDxO++`tYUU{Hi5;VPpDIyav?A+o-?pQ)2teZFZa3LpOs`JW)2 z&uV4r6mY3)w!ah&mHu|y0(CbS{6u;jqNW4GmxXjQDyF3!hhlHlFIW)7*N|b=URWgm z(woo7G7j=U)|X~MU&JEd+-6c#=g{IyNhPo?HwGK|%tT$zCJmg`t^ z(vL=l6!;=lV6Tc681=HLu?1I#3au`haWL{6%z4tLvZ-Y)M0NgC{LbJ&4m^A+S`QJW zft*x4%bP4488orH`mIZBI%h2BrJbr*TWY_D@UnEIhzqr!J@xdpK%n#v;pvBoLriZL zESA9qwa>gWm$tcZ;ID93NW@3-yKNegmhg&7KH4}C5skcz7Tqyn^4qt)p^$m-`h7$M zSD4LuP|=P267i|fk2}ECuE^O$4Tv)YGvvb@W8tbFfou!lcP~ftNr^8|SXoDRNr+oj z*Ns4VqL&?MD$nCiKQvIB@0@+faJ{oQ|1e3B+r?h#F!Hn zCZL;ha^34)EtS=iP%O*pI!syBeb?{1vnXY7)hfNS?GF;$-qr0B7(QlPdA)S19vnf_ zA+a|$gySE@M7bPwa${D=v2biCrrYVoSvqe6cJydHxq7xsuw=x0xn}Scu$Zc|Ds7;evitNF?}v-CM-@5e<=b^`Dkrnk-2Po2(N<`g{eoJMo+S4l@cJxjQ7qr?i!NEy z6Wec&mdY=q((42{P*V#Jmk_;Li81;>9$ zH>_A$ON^?W4=0oE7hiAF{u#_09kXil{jpH-_r#ozh3WC{lp-QNVw|@8lCA7+AkB4o_6FSZ{}FzxiN*8q zB+D)GJjzRHqa@ya$Qw5b0NC+MvQoZ9r||WxYU<7Yy8TJxL$}MXfVFFaE2G*zi-5(C zqws?-2MR1$oR&`K*b8Srb~;BJ0Y=E3TNLD{V&=eXT*3>tR-)@i zFe4?VuN3bdS9J4Q8Ed$6T5pnjPgfk{vZh=Rb;_#c2H@}E3vwF`Hw%=b3sEr%wRL9k z^}ca#qF-F6`=Op%_Rf6TSq`dlf3Da~(H>pevLE-Ic!>_%;08jh6d)A%E9$|ga>n04 z+Y1Bc>Z1>zusV7AKok$5xt%}M*$YzJ8n@q$Vyi(D@qiA5K`^0DbhoV#fjwhKbS$oP zlx3cjJK`z=l!QWieIJ^7i^Db+;>?b(51VOJ+dYa9?4u%1c}{aN;gEosw1*68fP2L? zB;d8@+SjYh#eu+Z>g&F?^W1(lE70vR%Q}rf*~I}KT1LF=&xKT*h*d=?`TIEDHRc?L z^Hr#&A~455+4rxyECtt{4}6gXwpHNQcVV^PV|p!N+vQF+3VHze1InGioKPnI&X)34 zOabMBZeym5OCjqeLGd3vV;Y22jT`rJWYiF)q^_6~^OMIE)ibxOv~~F^*0kUV^m;>_c%h?Ul52&jS!^`1rNBh9{UYhMNT!n`kI{$ikp} zPO}`k@oX>UoWQ@`frUmlEHPML1WL>TifFA*vOAlpW?FKx%l?FJ@II;(k5%7wF3$AZ zBzJeAWkT+&0EJayo$r7{TH1VpK`IhE+}yJ!f_<(>{u>_Nng7gf$f z>nB9VOm4)|etX_0td-a&T=oOn9{z08_Ph`@@jrTkOmZ6Z18Ip?31+Pta8WLu2&u8$ zc=BwandX51WQq%}-fuzzSMlsS2j_i!yo7DoyQpXTYFCfx_rUsaB9om{R@Xh2Mk*Ly z=p4QYZCS8~5E*|ySMND>CId0ENY0I8`W36E9&Wo&_&xLaGji{Ef91E3IUHSJ9YC2) zJb48oDgn_Y$lTa^_kJqQmD`9)YdsT5IPkz#4Lm9FBwY0rtW%v06tUE);=7yXCq8F; zfyj1G=d8%`rk_UfwQ!cR-d|A33sefwW4#91S^uHO*ooD)G-Zf0x8RS6|B`|A_%GG+ k_xQhct=fOjhtD5yTAzsWC=vJAC4zq%YTBy#%I1&$3)CXLwEzGB diff --git a/See more/Multiple Axes, Subplots, and Insets.ipynb b/See more/Multiple Axes, Subplots, and Insets.ipynb deleted file mode 100644 index cf57aa5..0000000 --- a/See more/Multiple Axes, Subplots, and Insets.ipynb +++ /dev/null @@ -1,975 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly and IPython: Multiple Axes, Subplots, and Insets\n", - "===\n", - "\n", - "Background\n", - "---\n", - "Plotly ([https://plot.ly](https://plot.ly)) is a collaborative data analysis and graphing platform. Plotly's IPython Graphing Library ([https://plot.ly/api/python](https://plot.ly/api/python)) interfaces Plotly's online graphing tools with your IPython notebook environment. Send data to your Plotly account, embed the graphs in your IPython notebook, and share them in your web browser. Style with code or with our online interface; share your work publicly with a url or privately among other Plotly members; access your graphs from anywhere.\n", - "\n", - "Learn More\n", - "---\n", - "\n", - "- A talk and a demo: [Using Plotly and IPython for Scientific Computing](https://www.youtube.com/watch?v=zG8FYPFU9n4&feature=youtu.be&a)\n", - "- Plotly Homepage: [https://plot.ly](https://plot.ly)\n", - "- Plotly APIs for [Python](https://plot.ly/api/python), [Julia](https://plot.ly/api/julia), [MATLAB](https://plot.ly/api/MATLAB), [R](https://plot.ly/api/R), [Arduino](https://plot.ly/api/arduino), [Perl](https://plot.ly/api/perl) and our [REST protocol](https://plot.ly/api/REST)\n", - "- Contribute to this doc on [Github](https://github.com/plotly/)\n", - "\n", - "Let us know what you think\n", - "---\n", - "\n", - "- \n", - "- [Plotly on Twitter](https://twitter.com/plotlygraphs)\n", - "- [Plotly on Facebook](https://facebook.com/Plotly)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly\n", - "p = plotly.plotly('IPython.Demo', '1fw3zw2o13')" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.verbose=False\n", - "import numpy as np" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Gallery\n", - "===" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "iris = {\n", - "\"setosa\": {\n", - " \"sepal width\": [3.5, 3, 3.2, 3.1, 3.6, 3.9, 3.4, 3.4, 2.9, 3.1, 3.7, 3.4, 3, 3, 4, 4.4, 3.9, 3.5, 3.8, 3.8, 3.4, 3.7, 3.6, 3.3, 3.4, 3, 3.4, 3.5, 3.4, 3.2, 3.1, 3.4, 4.1, 4.2, 3.1, 3.2, 3.5, 3.6, 3, 3.4, 3.5, 2.3, 3.2, 3.5, 3.8, 3, 3.8, 3.2, 3.7, 3.3], \n", - " \"petal width\": [0.2, 0.2, 0.2, 0.2, 0.2, 0.4, 0.3, 0.2, 0.2, 0.1, 0.2, 0.2, 0.1, 0.1, 0.2, 0.4, 0.4, 0.3, 0.3, 0.3, 0.2, 0.4, 0.2, 0.5, 0.2, 0.2, 0.4, 0.2, 0.2, 0.2, 0.2, 0.4, 0.1, 0.2, 0.2, 0.2, 0.2, 0.1, 0.2, 0.2, 0.3, 0.3, 0.2, 0.6, 0.4, 0.3, 0.2, 0.2, 0.2, 0.2], \n", - " \"sepal length\": [5.1, 4.9, 4.7, 4.6, 5, 5.4, 4.6, 5, 4.4, 4.9, 5.4, 4.8, 4.8, 4.3, 5.8, 5.7, 5.4, 5.1, 5.7, 5.1, 5.4, 5.1, 4.6, 5.1, 4.8, 5, 5, 5.2, 5.2, 4.7, 4.8, 5.4, 5.2, 5.5, 4.9, 5, 5.5, 4.9, 4.4, 5.1, 5, 4.5, 4.4, 5, 5.1, 4.8, 5.1, 4.6, 5.3, 5], \n", - " \"petal length\": [1.4, 1.4, 1.3, 1.5, 1.4, 1.7, 1.4, 1.5, 1.4, 1.5, 1.5, 1.6, 1.4, 1.1, 1.2, 1.5, 1.3, 1.4, 1.7, 1.5, 1.7, 1.5, 1, 1.7, 1.9, 1.6, 1.6, 1.5, 1.4, 1.6, 1.6, 1.5, 1.5, 1.4, 1.5, 1.2, 1.3, 1.4, 1.3, 1.5, 1.3, 1.3, 1.3, 1.6, 1.9, 1.4, 1.6, 1.4, 1.5, 1.4]\n", - " }, \n", - "\"versicolor\": {\n", - " \"sepal width\": [3.2, 3.2, 3.1, 2.3, 2.8, 2.8, 3.3, 2.4, 2.9, 2.7, 2, 3, 2.2, 2.9, 2.9, 3.1, 3, 2.7, 2.2, 2.5, 3.2, 2.8, 2.5, 2.8, 2.9, 3, 2.8, 3, 2.9, 2.6, 2.4, 2.4, 2.7, 2.7, 3, 3.4, 3.1, 2.3, 3, 2.5, 2.6, 3, 2.6, 2.3, 2.7, 3, 2.9, 2.9, 2.5, 2.8], \n", - " \"petal width\": [1.4, 1.5, 1.5, 1.3, 1.5, 1.3, 1.6, 1, 1.3, 1.4, 1, 1.5, 1, 1.4, 1.3, 1.4, 1.5, 1, 1.5, 1.1, 1.8, 1.3, 1.5, 1.2, 1.3, 1.4, 1.4, 1.7, 1.5, 1, 1.1, 1, 1.2, 1.6, 1.5, 1.6, 1.5, 1.3, 1.3, 1.3, 1.2, 1.4, 1.2, 1, 1.3, 1.2, 1.3, 1.3, 1.1, 1.3], \n", - " \"sepal length\": [7, 6.4, 6.9, 5.5, 6.5, 5.7, 6.3, 4.9, 6.6, 5.2, 5, 5.9, 6, 6.1, 5.6, 6.7, 5.6, 5.8, 6.2, 5.6, 5.9, 6.1, 6.3, 6.1, 6.4, 6.6, 6.8, 6.7, 6, 5.7, 5.5, 5.5, 5.8, 6, 5.4, 6, 6.7, 6.3, 5.6, 5.5, 5.5, 6.1, 5.8, 5, 5.6, 5.7, 5.7, 6.2, 5.1, 5.7], \n", - " \"petal length\": [4.7, 4.5, 4.9, 4, 4.6, 4.5, 4.7, 3.3, 4.6, 3.9, 3.5, 4.2, 4, 4.7, 3.6, 4.4, 4.5, 4.1, 4.5, 3.9, 4.8, 4, 4.9, 4.7, 4.3, 4.4, 4.8, 5, 4.5, 3.5, 3.8, 3.7, 3.9, 5.1, 4.5, 4.5, 4.7, 4.4, 4.1, 4, 4.4, 4.6, 4, 3.3, 4.2, 4.2, 4.2, 4.3, 3, 4.1]\n", - " }, \n", - "\"virginica\": {\n", - " \"sepal width\": [3.3, 2.7, 3, 2.9, 3, 3, 2.5, 2.9, 2.5, 3.6, 3.2, 2.7, 3, 2.5, 2.8, 3.2, 3, 3.8, 2.6, 2.2, 3.2, 2.8, 2.8, 2.7, 3.3, 3.2, 2.8, 3, 2.8, 3, 2.8, 3.8, 2.8, 2.8, 2.6, 3, 3.4, 3.1, 3, 3.1, 3.1, 3.1, 2.7, 3.2, 3.3, 3, 2.5, 3, 3.4, 3], \n", - " \"petal width\": [2.5, 1.9, 2.1, 1.8, 2.2, 2.1, 1.7, 1.8, 1.8, 2.5, 2, 1.9, 2.1, 2, 2.4, 2.3, 1.8, 2.2, 2.3, 1.5, 2.3, 2, 2, 1.8, 2.1, 1.8, 1.8, 1.8, 2.1, 1.6, 1.9, 2, 2.2, 1.5, 1.4, 2.3, 2.4, 1.8, 1.8, 2.1, 2.4, 2.3, 1.9, 2.3, 2.5, 2.3, 1.9, 2, 2.3, 1.8], \n", - " \"sepal length\": [6.3, 5.8, 7.1, 6.3, 6.5, 7.6, 4.9, 7.3, 6.7, 7.2, 6.5, 6.4, 6.8, 5.7, 5.8, 6.4, 6.5, 7.7, 7.7, 6, 6.9, 5.6, 7.7, 6.3, 6.7, 7.2, 6.2, 6.1, 6.4, 7.2, 7.4, 7.9, 6.4, 6.3, 6.1, 7.7, 6.3, 6.4, 6, 6.9, 6.7, 6.9, 5.8, 6.8, 6.7, 6.7, 6.3, 6.5, 6.2, 5.9], \n", - " \"petal length\": [6, 5.1, 5.9, 5.6, 5.8, 6.6, 4.5, 6.3, 5.8, 6.1, 5.1, 5.3, 5.5, 5, 5.1, 5.3, 5.5, 6.7, 6.9, 5, 5.7, 4.9, 6.7, 4.9, 5.7, 6, 4.8, 4.9, 5.6, 5.8, 6.1, 6.4, 5.6, 5.1, 5.6, 6.1, 5.6, 5.5, 4.8, 5.4, 5.6, 5.1, 5.1, 5.9, 5.7, 5.2, 5, 5.2, 5.4, 5.1]\n", - " }\n", - "}\n", - "\n", - "attr = iris['setosa'].keys()\n", - "colors = {'setosa': 'rgb(31, 119, 180)', 'versicolor': 'rgb(255, 127, 14)', 'virginica': 'rgb(44, 160, 44)'}\n", - "\n", - "data = []\n", - "for i in range(4):\n", - " for j in range(4):\n", - " for flower in iris.keys():\n", - " data.append({\"name\": flower, \n", - " \"x\": iris[flower][attr[i]], \"y\": iris[flower][attr[j]],\n", - " \"type\":\"scatter\",\"mode\":\"markers\",'marker': {'color': colors[flower], 'opacity':0.7},\n", - " \"xaxis\": \"x\"+(str(i) if i!=0 else ''), \"yaxis\": \"y\"+(str(j) if j!=0 else '')})\n", - "padding = 0.04;\n", - "domains = [[i*padding + i*(1-3*padding)/4, i*padding + ((i+1)*(1-3*padding)/4)] for i in range(4)]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\"domain\":domains[0], \"title\":attr[0], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis\":{\"domain\":domains[0], \"title\":attr[0], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"xaxis1\":{\"domain\":domains[1], \"title\":attr[1], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis1\":{\"domain\":domains[1], \"title\":attr[1], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"xaxis2\":{\"domain\":domains[2], \"title\":attr[2], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis2\":{\"domain\":domains[2], \"title\":attr[2], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"xaxis3\":{\"domain\":domains[3], \"title\":attr[3], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis3\":{\"domain\":domains[3], \"title\":attr[3], 'zeroline':False,'showline':False,'ticks':'', 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"showlegend\":False,\n", - " \"width\": 800,\n", - " \"height\": 700,\n", - " \"title\":\"Iris flower data set\",\n", - " \"titlefont\":{'color':'rgb(67,67,67)', 'size': 20}\n", - " }\n", - "\n", - "p.iplot(data,layout=layout, width=850,height=750)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This graph is interactive! Try it out:\n", - "\n", - "- roll over points to see values\n", - "- click-drag to zoom\n", - "- click-drag the number line on the axes to translate\n", - "- shift-click-drag to pan\n", - "- double-click to autoscale\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x0 = np.concatenate([np.random.randn(100), np.random.randn(100)+6])\n", - "y0 = np.random.rayleigh(size=200)\n", - "data = [\n", - " {\n", - " \"x\": x0,\n", - " \"y\": y0,\n", - " \"type\": \"histogram2d\"\n", - " },\n", - " {\n", - " \"y\": y0,\n", - " \"type\": \"histogramy\",\n", - " \"xaxis\": \"x2\",\n", - " \"yaxis\": \"y\",\n", - " \"bardir\": \"h\",\n", - " \"marker\":{\"color\":\"rgb(31, 119, 180)\"}\n", - " },\n", - " {\n", - " \"x\":x0,\n", - " \"type\": \"histogramx\",\n", - " \"xaxis\": \"x\",\n", - " \"yaxis\": \"y3\",\n", - " \"marker\":{\"color\":\"rgb(31, 119, 180)\"} \n", - " }\n", - "]\n", - "layout = {\n", - " \"showlegend\":False,\n", - " \"width\":900,\n", - " \"height\": 700,\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.8],\n", - " \n", - " \"showgrid\":False,\n", - " \"showline\":False,\n", - " \"zeroline\":False\n", - " },\n", - " \"yaxis\":{\n", - " \"domain\":[0,0.8],\n", - " \n", - " \"showgrid\":False,\n", - " \"showline\":False,\n", - " \"zeroline\":False \n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.82,1.0],\n", - " \n", - " \"showgrid\":False,\n", - " \"showline\":False,\n", - " \"zeroline\":False \n", - " },\n", - " \"yaxis3\":{\n", - " \"domain\":[0.82,1.0],\n", - " \n", - " \"showgrid\":False,\n", - " \"showline\":False,\n", - " \"zeroline\":False \n", - " }\n", - "}\n", - "p.iplot(data,layout=layout,width=950,height=750)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Simple Examples" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[40,50,60],\n", - " \"name\":\"yaxis data\"\n", - " },\n", - " {\n", - " \"x\":[2,3,4],\n", - " \"y\":[4,5,6],\n", - " \"yaxis\":\"y2\", # this will reference the yaxis2 object in the layout object\n", - " \"name\": \"yaxis2 data\"\n", - " } \n", - "];\n", - "layout = {\n", - " \"yaxis\":{\n", - " \"title\": \"yaxis title\", # optional\n", - " },\n", - " \"yaxis2\":{\n", - " \"title\": \"yaxis2 title\", # optional\n", - " \"titlefont\":{\n", - " \"color\":\"rgb(148, 103, 189)\"\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":\"rgb(148, 103, 189)\"\n", - " },\n", - " \"overlaying\":\"y\",\n", - " \"side\":\"right\",\n", - " }, \n", - " \"title\": \"Double Y Axis Example\",\n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "c = ['#1f77b4', # muted blue\n", - " '#ff7f0e', # safety orange\n", - " '#2ca02c', # cooked asparagus green\n", - " '#d62728', # brick red\n", - " '#9467bd', # muted purple\n", - " '#8c564b', # chestnut brown\n", - " '#e377c2', # raspberry yogurt pink\n", - " '#7f7f7f', # middle gray\n", - " '#bcbd22', # curry yellow-green\n", - " '#17becf']; #blue-teal\n", - "\n", - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[4,5,6],\n", - " \"name\":\"yaxis1 data\"\n", - " },\n", - " {\n", - " \"x\":[2,3,4],\n", - " \"y\":[40,50,60],\n", - " \"name\":\"yaxis2 data\",\n", - " \"yaxis\":\"y2\" # this references the \"yaxis2\" object in layout\n", - " },\n", - " {\n", - " \"x\":[3,4,5],\n", - " \"y\":[400,500,600],\n", - " \"name\":\"yaxis3 data\",\n", - " \"yaxis\":\"y3\"\n", - " },\n", - " {\n", - " \"x\":[4,5,6],\n", - " \"y\":[40000,50000,60000],\n", - " \"name\":\"yaxis4 data\",\n", - " \"yaxis\":\"y4\" \n", - " },\n", - " {\n", - " \"x\":[5,6,7],\n", - " \"y\":[400000,500000,600000],\n", - " \"name\":\"yaxis5 data\",\n", - " \"yaxis\":\"y5\" \n", - " },\n", - " {\n", - " \"x\":[6,7,8],\n", - " \"y\":[4000000,5000000,6000000],\n", - " \"name\":\"yaxis6 data\",\n", - " \"yaxis\":\"y6\" \n", - " },\n", - "]\n", - "layout = {\n", - " \"width\":800,\n", - " \"xaxis\":{\n", - " \"domain\":[0.3,0.7]\n", - " },\n", - " \"yaxis\":{\n", - " \"title\": \"yaxis title\",\n", - " \"titlefont\":{\n", - " \"color\":c[0]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[0]\n", - " },\n", - " },\n", - " \"yaxis2\":{\n", - " \"overlaying\":\"y\",\n", - " \"side\":\"left\",\n", - " \"anchor\":\"free\",\n", - " \"position\":0.15,\n", - " \n", - " \"title\": \"yaxis2 title\",\n", - " \"titlefont\":{\n", - " \"color\":c[1]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[1]\n", - " },\n", - " },\n", - " \"yaxis3\":{\n", - " \"overlaying\":\"y\",\n", - " \"side\":\"left\",\n", - " \"anchor\":\"free\",\n", - " \"position\":0,\n", - " \n", - " \"title\": \"yaxis3 title\",\n", - " \"titlefont\":{\n", - " \"color\":c[2]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[2]\n", - " },\n", - " },\n", - "\n", - " \"yaxis4\":{ \n", - " \"overlaying\":\"y\",\n", - " \"side\":\"right\",\n", - " \"anchor\":\"x\",\n", - " \n", - " \"title\": \"yaxis4 title\",\n", - " \"titlefont\":{\n", - " \"color\":c[3]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[3]\n", - " }, \n", - " },\n", - "\n", - " \"yaxis5\":{ \n", - " \"overlaying\":\"y\",\n", - " \"side\":\"right\",\n", - " \"anchor\":\"free\",\n", - " \"position\":0.85,\n", - "\n", - " \"title\": \"yaxis5 title\",\n", - " \"titlefont\":{\n", - " \"color\":c[4]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[4]\n", - " }, \n", - " },\n", - "\n", - " \"yaxis6\":{ \n", - " \"overlaying\":\"y\",\n", - " \"side\":\"right\",\n", - " \"anchor\":\"free\",\n", - " \"position\":1.0,\n", - "\n", - " \"title\": \"yaxis6 title\",\n", - " \"titlefont\":{\n", - " \"color\":c[5]\n", - " },\n", - " \"tickfont\":{\n", - " \"color\":c[5]\n", - " }, \n", - " },\n", - " \"title\": \"multiple y-axes example\"\n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 6, - "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Simple Subplots" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[4,5,6],\n", - " },\n", - " {\n", - " \"x\":[20,30,40],\n", - " \"y\":[50,60,70],\n", - " \"xaxis\":\"x2\",\n", - " \"yaxis\":\"y2\"\n", - " }\n", - "]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.45] # i.e. let the first x-axis span the first 45% of the plot width\n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.55,1] # i.e. let the second x-axis span the latter 45% of the plot width\n", - " },\n", - " \"yaxis2\":{\n", - " \"anchor\":\"x2\" # i.e. bind the second y-axis to the start of the second x-axis\n", - " }\n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Custom Sized" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[4,5,6],\n", - " },\n", - " {\n", - " \"x\":[20,30,40],\n", - " \"y\":[50,60,70],\n", - " \"xaxis\":\"x2\",\n", - " \"yaxis\":\"y2\"\n", - " }\n", - "]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.7] # i.e. let the first x-axis span the first 70% of the plot width\n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.8,1] # i.e. let the second x-axis span the latter 20% of the plot width\n", - " },\n", - " \"yaxis2\":{\n", - " \"anchor\":\"x2\" # i.e. bind the second y-axis to the start of the second x-axis\n", - " }\n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create any number of subplots in any size by moving around the axes\n", - "---\n", - "Control the position and length of the axes with the \"domain\" attribute" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[4,5,6],\n", - " },\n", - " {\n", - " \"x\":[20,30,40],\n", - " \"y\":[50,60,70],\n", - " \"xaxis\":\"x2\",\n", - " \"yaxis\":\"y2\"\n", - " },\n", - " {\n", - " \"x\":[300,400,500],\n", - " \"y\":[600,700,800],\n", - " \"xaxis\":\"x3\",\n", - " \"yaxis\":\"y3\"\n", - " },\n", - " {\n", - " \"x\":[4000,5000,6000],\n", - " \"y\":[7000,8000,9000],\n", - " \"xaxis\":\"x4\",\n", - " \"yaxis\":\"y4\"\n", - " } \n", - "]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.45] # let the first x-axis span the first 45% of the plot width\n", - " },\n", - " \"yaxis\":{\n", - " \"domain\":[0,0.45] # # and let the first y-axis span the first 45% of the plot height\n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.55,1] # and let the second x-axis span the latter 45% of the plot width\n", - " },\n", - " \"yaxis2\":{\n", - " \"domain\":[0,0.45], # and let the second y-axis span the first 45% of the plot height\n", - " \"anchor\":\"x2\" # bind the horizontal position of the second y-axis to the start of the second x-axis\n", - " },\n", - " \"xaxis3\":{\n", - " \"domain\":[0,0.45],\n", - " \"anchor\":\"y3\" # bind the vertical position of this axis to the start of yaxis3\n", - " },\n", - " \"yaxis3\":{\n", - " \"domain\":[0.55,1],\n", - " },\n", - " \"xaxis4\":{\n", - " \"domain\":[0.55,1],\n", - " \"anchor\":\"y4\", # bind the vertical position of this axis to the start of yaxis4\n", - " },\n", - " \"yaxis4\":{\n", - " \"domain\":[0.55,1],\n", - " \"anchor\":\"x4\" # bind the horizontal position of this axis to the start of xaxis4\n", - " } \n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 9, - "text": [ - "" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Let subplots share axes" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[2,3,4],\n", - " },\n", - " {\n", - " \"x\":[20,30,40],\n", - " \"y\":[5,5,5],\n", - " \"xaxis\":\"x2\",\n", - " \"yaxis\":\"y\"\n", - " },\n", - " {\n", - " \"x\":[2,3,4],\n", - " \"y\":[600,700,800],\n", - " \"xaxis\":\"x\",\n", - " \"yaxis\":\"y3\"\n", - " },\n", - " {\n", - " \"x\":[4000,5000,6000],\n", - " \"y\":[7000,8000,9000],\n", - " \"xaxis\":\"x4\",\n", - " \"yaxis\":\"y4\"\n", - " } \n", - "]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.45] # let the first x-axis span the first 45% of the plot width\n", - " },\n", - " \"yaxis\":{\n", - " \"domain\":[0,0.45] # and let the first y-axis span the first 45% of the plot height\n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.55,1] # and let the second x-axis span the latter 45% of the plot width\n", - " },\n", - " \"yaxis3\":{\n", - " \"domain\":[0.55,1],\n", - " },\n", - " \"xaxis4\":{\n", - " \"domain\":[0.55,1],\n", - " \"anchor\":\"y4\", # bind the vertical position of this axis to the start of yaxis4\n", - " },\n", - " \"yaxis4\":{\n", - " \"domain\":[0.55,1],\n", - " \"anchor\":\"x4\" # bind the horizontal position of this axis to the start of xaxis4\n", - " } \n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "Woah, hold up. Check out what's going on here: the bottom two plots share the same y-axis, the two stacked plots on the left share the same x-axis and the plot in the top right has its own x and y axes. Try zooming (click-and-drag), panning (shift-click-drag), auto-scaling (double-click), or axis panning (click-and-drag on the axes number lines) around in the different plots and see how the axes respond!" - ] - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Stacked" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [{'x': [0,1,2], 'y': [10,11,12]},\n", - " {'x': [2,3,4], 'y': [100,110,120], 'yaxis': 'y2', 'xaxis': 'x2'},\n", - " {'x': [3,4,5], 'y': [1000,1100,1200], 'yaxis': 'y3', 'xaxis': 'x3'}]\n", - "layout={\n", - " 'yaxis': {'domain': [0,0.8/3.]},\n", - " 'yaxis2': {'domain':[0.8/3+0.1,2*0.8/3+0.1]},\n", - " 'yaxis3': {'domain':[2*0.8/3+0.2,1]},\n", - " 'xaxis2': {'anchor':'y2'},\n", - " 'xaxis3': {'anchor':'y3'},\n", - " 'legend': {'traceorder': 'reversed'}\n", - "}\n", - " \n", - "p.iplot(data,layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Stacked with Coupled X-Axis" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [{'x': [0,1,2], 'y': [10,11,12]},\n", - " {'x': [2,3,4], 'y': [100,110,120], 'yaxis': 'y2'},\n", - " {'x': [3,4,5], 'y': [1000,1100,1200], 'yaxis': 'y3'}]\n", - "layout={\n", - " 'yaxis': {'domain': [0,1./3.]},\n", - " 'yaxis2': {'domain':[1./3,2./3.]},\n", - " 'yaxis3': {'domain':[2./3.,1]},\n", - " 'legend': {'traceorder': 'reversed'}\n", - "}\n", - " \n", - "p.iplot(data,layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, - "text": [ - "" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "Each subplot shares the same x-axis, so when you pan (shift-click-drag) or zoom (click-drag) all the plots respond. Kinda sweet, right?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Insets\n", - "===\n", - "Since we have full control of the position and length of the axes, we can create inset plots by just adding another pair of axes, shortening them up, and placing them in the top right corner." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "data = [\n", - " {\n", - " \"x\":[1,2,3],\n", - " \"y\":[4,3,2],\n", - " },\n", - " {\n", - " \"x\":[20,30,40],\n", - " \"y\":[30,40,50],\n", - " \"xaxis\":\"x2\",\n", - " \"yaxis\":\"y2\"\n", - " }\n", - "]\n", - "layout = {\n", - " \"xaxis2\": {\n", - " \"domain\": [0.6, 0.95],\n", - " \"anchor\": \"y2\"\n", - " },\n", - " \"yaxis2\":{\n", - " \"domain\": [0.6, 0.95],\n", - " \"anchor\": \"x2\"\n", - " }\n", - "}\n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 - } - ], - "metadata": {} - } - ] -} diff --git a/See more/Pandas + Plotly.ipynb b/See more/Pandas + Plotly.ipynb deleted file mode 100644 index 2ccdbd9..0000000 --- a/See more/Pandas + Plotly.ipynb +++ /dev/null @@ -1,126 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "reg = plotly.signup('pandas_and_plotly_demo', 'foo@bar.com')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Thanks for signing up to plotly!\n", - "\n", - "Your username is: pandas_and_plotly_demo\n", - "\n", - "Your temporary password is: 3eowi. You use this to log into your plotly account at https://plot.ly/plot.\n", - "\n", - "Your API key is: e39otewkg2. You use this to access your plotly account through the API.\n", - "\n", - "To get started, initialize a plotly object with your username and api_key, e.g. \n", - ">>> py = plotly.plotly('pandas_and_plotly_demo', 'e39otewkg2')\n", - "Then, make a graph!\n", - ">>> res = py.plot([1,2,3],[4,2,1])\n", - "\n", - ">>> print(res['url'])\n", - "\n" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This simple example shows how easy it is to generate plot data from Pandas' `groupby` method. Using the Titanic passenger dataset, we can easily generate a boxplot of age distribution by passenger class." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pandas as pd\n", - "\n", - "titanic = pd.read_csv(\"http://biostat.mc.vanderbilt.edu/wiki/pub/Main/DataSets/titanic3.csv\")" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "age_by_class = [{'y': data.values, \n", - " 'name': pclass,\n", - " 'type': 'box',\n", - " 'boxpoints': 'all', \n", - " 'jitter': 0.3} for pclass,data in list(titanic.groupby('pclass')['age'])]" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 5 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "ply = plotly.plotly(reg['un'], reg['api_key'])\n", - "ply.iplot(age_by_class)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 9, - "text": [ - "" - ] - } - ], - "prompt_number": 9 - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/Pandas_Plotly.ipynb b/See more/Pandas_Plotly.ipynb deleted file mode 100644 index 8d08d7e..0000000 --- a/See more/Pandas_Plotly.ipynb +++ /dev/null @@ -1,659 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 2, - "metadata": {}, - "source": [ - "Pandas + Plotly!" - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Aim: To show how simple it is to plot a Pandas DataFrame using Plotly's IPython interface" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Importing Pandas, NumPy and plotly (also importing getpass to type the password in the console running IPython)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pandas as pd\n", - "import numpy as np\n", - "import plotly\n", - "import getpass" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Instantiating Plotly with username and API key" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "api_key=getpass.getpass()\n", - "p = plotly.plotly('nipun.batra.1', api_key)" - ], - "language": "python", - "metadata": {}, - "outputs": [] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Create a random Pandas DataFrame consisting of 3 columns and 100 rows" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df=pd.DataFrame({'A':np.random.rand(100), 'B':np.random.rand(100),'C':np.random.rand(100)} ,index= np.array(range(100)))" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n",
-        "<class 'pandas.core.frame.DataFrame'>\n",
-        "Int64Index: 100 entries, 0 to 99\n",
-        "Data columns (total 3 columns):\n",
-        "A    100  non-null values\n",
-        "B    100  non-null values\n",
-        "C    100  non-null values\n",
-        "dtypes: float64(3)\n",
-        "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "\n", - "Int64Index: 100 entries, 0 to 99\n", - "Data columns (total 3 columns):\n", - "A 100 non-null values\n", - "B 100 non-null values\n", - "C 100 non-null values\n", - "dtypes: float64(3)" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df.describe()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ABC
count 100.000000 100.000000 100.000000
mean 0.466735 0.497376 0.506264
std 0.272216 0.286994 0.266733
min 0.007997 0.007294 0.000326
25% 0.234741 0.243540 0.296997
50% 0.462034 0.521211 0.511778
75% 0.690845 0.711072 0.730888
max 0.986756 0.993439 0.979052
\n", - "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - " A B C\n", - "count 100.000000 100.000000 100.000000\n", - "mean 0.466735 0.497376 0.506264\n", - "std 0.272216 0.286994 0.266733\n", - "min 0.007997 0.007294 0.000326\n", - "25% 0.234741 0.243540 0.296997\n", - "50% 0.462034 0.521211 0.511778\n", - "75% 0.690845 0.711072 0.730888\n", - "max 0.986756 0.993439 0.979052" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Standard plot produced by Matplotlib/Pandas" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df.plot()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAD/CAYAAAAOoUbCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nBQsWphH+H5K3siQkAWLDAAAAAElFTkSuQmCC\n", - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Function to create Plotly series ([x1,y1,x2,y2,....]) from the Pandas DataFrame" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "def df_to_iplot(df):\n", - " \n", - " '''\n", - " Coverting a Pandas Data Frame to Plotly interface\n", - " '''\n", - " x = df.index.values\n", - " lines={}\n", - " for key in df:\n", - " lines[key]={}\n", - " lines[key][\"x\"]=x\n", - " lines[key][\"y\"]=df[key].values\n", - " lines[key][\"name\"]=key\n", - "\n", - " #Appending all lines\n", - " lines_plotly=[lines[key] for key in df]\n", - " return lines_plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 31 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotting the DataFrame using **iplot**" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot(df_to_iplot(df))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 32, - "text": [ - "" - ] - } - ], - "prompt_number": 32 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "That is it! You can pan, zoom and do a bunch more now!" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now let us try some time series" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "date_rng = pd.date_range('2013-01-01 00:00','2013-01-03 10:00',freq='300s')" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 47 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df2=pd.DataFrame({'A':np.random.rand(len(date_rng)), 'B':np.random.rand(len(date_rng))}, index=date_rng)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 48 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df2" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n",
-        "<class 'pandas.core.frame.DataFrame'>\n",
-        "DatetimeIndex: 697 entries, 2013-01-01 00:00:00 to 2013-01-03 10:00:00\n",
-        "Freq: 300S\n",
-        "Data columns (total 2 columns):\n",
-        "A    697  non-null values\n",
-        "B    697  non-null values\n",
-        "dtypes: float64(2)\n",
-        "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 49, - "text": [ - "\n", - "DatetimeIndex: 697 entries, 2013-01-01 00:00:00 to 2013-01-03 10:00:00\n", - "Freq: 300S\n", - "Data columns (total 2 columns):\n", - "A 697 non-null values\n", - "B 697 non-null values\n", - "dtypes: float64(2)" - ] - } - ], - "prompt_number": 49 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Standard Pandas plot" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df2.plot()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 50, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAETCAYAAAAWHuyQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nDDduxhjzMNy4GWPMw/wLwwd0ng5YRpwAAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 50 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot(df_to_iplot(df2))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 51, - "text": [ - "" - ] - } - ], - "prompt_number": 51 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We now observe that the x axis is showing the epoch in nano seconds rather than datetime" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We modify the function defined above to take care of this" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "def df_to_iplot(df):\n", - " \n", - " '''\n", - " Coverting a Pandas Data Frame to Plotly interface\n", - " '''\n", - " \n", - " if df.index.__class__.__name__==\"DatetimeIndex\":\n", - " #Convert the index to MySQL Datetime like strings\n", - " x=df.index.format()\n", - " #Alternatively, directly use x, since DateTime index is np.datetime64\n", - " #see http://nbviewer.ipython.org/gist/cparmer/7721116 \n", - " #x=df.index.values.astype('datetime64[s]')\n", - " else:\n", - " x = df.index.values \n", - " \n", - " lines={}\n", - " for key in df:\n", - " lines[key]={}\n", - " lines[key][\"x\"]=x\n", - " lines[key][\"y\"]=df[key].values\n", - " lines[key][\"name\"]=key\n", - "\n", - " #Appending all lines\n", - " lines_plotly=[lines[key] for key in df]\n", - " return lines_plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 92 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot(df_to_iplot(df2))" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 93, - "text": [ - "" - ] - } - ], - "prompt_number": 93 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from IPython.display import HTML\n", - "import requests" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 34 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Styling up the IPython notebook. Stylesheet courtesy [Cam Davidson Pilon](https://twitter.com/Cmrn_DP) and his Book [Bayesian Methods for Hackers](https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "styles = requests.get(\"https://raw.github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/master/styles/custom.css\")\n", - "HTML(styles.text)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "\n", - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 35, - "text": [ - "" - ] - } - ], - "prompt_number": 35 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Contact:\n", - "\n", - "Nipun Batra\n", - "PhD Student, IIIT Delhi\n", - "\n", - "[Webpage](http://nipunbatra.wordpress.com/)\n", - "[Twitter](https://twitter.com/nipun_batra)" - ] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes b/See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes deleted file mode 100644 index 7533bdb..0000000 --- a/See more/Plotly Version 0.5.6 - Release notes - Pandas, NumPy, Datetimes +++ /dev/null @@ -1,452 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly and IPython: What's new, plotly 0.5.6\n", - "===\n", - "Highlights from this release\n", - "---\n", - "\n", - "- Better NumPy Support\n", - "- Datetime Support\n", - "- py.open=True opens the response url automatically\n", - "- Pandas Series support" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly\n", - "p = plotly.plotly('IPython.Demo', '1fw3zw2o13')" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 16 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "NumPy Support\n", - "---" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import numpy as np" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 17 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot([{'z': np.random.randn(80,100), 'type': 'heatmap'}])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot([{'x': np.linspace(0,2*np.pi,100), 'y': np.sin(np.linspace(0,2*np.pi,100))}])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 19, - "text": [ - "" - ] - } - ], - "prompt_number": 19 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.iplot([{'x': [1,2,3], 'y': [1,2,3], 'marker': {'size': np.int(32)}}])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 20, - "text": [ - "" - ] - } - ], - "prompt_number": 20 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Datetime\n", - "---" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import datetime" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 21 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "n = datetime.datetime.now()\n", - "x = [n + datetime.timedelta(hours = i) for i in range(5)]\n", - "y = range(5)\n", - "p.iplot(x,y)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 22, - "text": [ - "" - ] - } - ], - "prompt_number": 22 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = np.array(['2007-07-13', '2006-01-13', '2010-08-13'], dtype='datetime64')\n", - "y = [1,2,3]\n", - "p.iplot(x,y)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 23, - "text": [ - "" - ] - } - ], - "prompt_number": 23 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "p.open=True\n", - "===\n", - "With this option enabled, plots automatically open up in your browser. No need to copy n paste the urls anymore." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.open=True" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 24 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "p.plot([1,2,3],[4,2,1], layout={'title': 'p.open=True'})" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 25, - "text": [ - "{u'error': u'',\n", - " u'filename': u'plot from API (70) (1)',\n", - " u'message': u'',\n", - " u'url': u'https://plot.ly/~IPython.Demo/438',\n", - " u'warning': u''}" - ] - } - ], - "prompt_number": 25 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Pandas Series\n", - "===" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import pandas as pd" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 26 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df=pd.DataFrame({'A':np.random.rand(100), 'B':np.random.rand(100),'C':np.random.rand(100)} ,index= np.array(range(100)))" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 27 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "df.describe()" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "
\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ABC
count 100.000000 100.000000 100.000000
mean 0.545290 0.529573 0.483429
std 0.286990 0.299712 0.271988
min 0.011408 0.001798 0.001315
25% 0.311730 0.245510 0.268717
50% 0.561711 0.558073 0.488095
75% 0.796309 0.803161 0.716313
max 0.989962 0.988582 0.982066
\n", - "
" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 28, - "text": [ - " A B C\n", - "count 100.000000 100.000000 100.000000\n", - "mean 0.545290 0.529573 0.483429\n", - "std 0.286990 0.299712 0.271988\n", - "min 0.011408 0.001798 0.001315\n", - "25% 0.311730 0.245510 0.268717\n", - "50% 0.561711 0.558073 0.488095\n", - "75% 0.796309 0.803161 0.716313\n", - "max 0.989962 0.988582 0.982066" - ] - } - ], - "prompt_number": 28 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = df.index.values\n", - "p.iplot(x, df.A, x, df.B, x, df.B)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 29, - "text": [ - "" - ] - } - ], - "prompt_number": 29 - } - ], - "metadata": {} - } - ] -} diff --git a/See more/Plotly and mpld3.ipynb b/See more/Plotly and mpld3.ipynb deleted file mode 100644 index 07854b3..0000000 --- a/See more/Plotly and mpld3.ipynb +++ /dev/null @@ -1,1111 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Plotly, matplotlib, and mplexporter." - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Intro:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The mplexporter package is a recent development as a part of the [mpld3 project](http://mpld3.github.io/). The goal of mpld3 is to expand python's matplotlib use to the browser. While it was constructed with D3js in mind, by separating the matplotlib exporting and the actual graphic rendering, many renderers can now leverage the parsed matplotlib information. This makes the matplotlib-to-browser project easier for everyone. Nice.\n", - "\n", - "Now, enter Plotly. Like keeping your data around? Want to share your plots and/or data online? We allow users to easily create and share interactive, publication-quality visualizations, right in a web browser. While Plotly's [Python API](https://plot.ly/api/python) gives users access to plotly directly, users may already have high-quality plots that they want to get online and share. Standing on the shoulders of the mplexporter, plotly is developing matplotlylib, a package that converts mpl figures to plotly figures with a simple call to `fig_to_plotly`. This function creates a JSON dictionary and sends it to be rendered on plotly with an option to put the resulting figure back into an IPython notebook.\n", - "\n", - "If your data are important to you, they're important to us, and we'll help you share them with others. \n", - "\n", - "For more infomation on using Plotly, you can check out our other [IPython notebooks](http://nbviewer.ipython.org/github/plotly/IPython-plotly/tree/master/). Or, just take a look at some practical uses from [Wired Science](http://www.wired.com/wiredscience/2014/02/much-real-olympic-gold-medal-cost/ \"How Much Would a Real Olympic Gold Medal Cost?\") and [The Washinton Post](http://www.washingtonpost.com/blogs/wonkblog/wp/2013/06/14/do-low-taxes-on-the-rich-leave-the-middle-class-with-lower-wages/ \"Do low taxes on the rich leave the middle-class with lower wages?\").\n", - "\n", - "The most current version of matplotlylib can be found in the [mpld3/matplotlylib](https://github.com/mpld3/matplotlylib) repo." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A quick rundown of what this notebook covers. This is what matplotlylib supports so far.\n", - "\n", - "* Imports\n", - "* Line Plots\n", - "* Subplots\n", - "* Annotations\n", - "* Resize\n", - "* Strip Style\n", - "* Bar Charts\n", - "* Scatter Plots\n", - "* The Nitty Gritty (fine print)" - ] - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Imports:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's start by calling the IPython 'magic' function for matplotlib so that plots show up inline. Next, we'll import all of the matplotlib tools necessary for creating the figures in this notebook." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "%matplotlib inline\n", - "import matplotlib.pyplot as plt # so we don't have to look at mpl's backend\n", - "import matplotlib.gridspec as gridspec # for subplots\n", - "import matplotlib.cm as cm # for fun-with-colors\n", - "import numpy as np" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The only import required to render figures in plotly is the `fig_to_plotly` function. We'll also fill in our creds here so that they're accessible later when we actually make the `fig_to_plotly(fig, username, api_key)` call. You can use the `mpld3` username for now, or switch to your own Plotly username and api_key. Don't have a username? There's no better time than the [present](https://plot.ly/ \"plotly population +1?\")." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from matplotlylib import fig_to_plotly\n", - "username = 'IPython.Demo'\n", - "api_key = '1fw3zw2o13'" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 2 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Line Plots:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Here we instantiate a matplotlib figure object and fill it with stuff we want to plot! IPython's matplotlib magic function will catch this code block and pop it inline when you 'shift-enter'." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig1 = plt.figure()\n", - "x = np.arange(0,1.0,0.01)\n", - "y1 = np.sin(2*np.pi*x)\n", - "y2 = np.cos(4*np.pi*x)\n", - "ax = fig1.add_subplot(111)\n", - "ax.plot(x, y1, 'b--', label='sin')\n", - "ax.plot(x, y2, 'ro', label='cos')\n", - "ax.set_title(\"It's a Sign\")\n", - "ax.set_xlabel('time')\n", - "ax.set_ylabel('amplitude')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAY0AAAEZCAYAAABrUHmEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following line takes the matplotlib figure object, extracts the data with mplexporter, renders a new plot with PlotlyRenderer, and sends it to Plotly. The plot shows up inline because of the `notebook=True` keyword argument. This causes the `fig_to_plotly` function to call `plotly.iplot` (IPython plot) instead of the normal `plotly.plot` function. Taking that keyword argument out defaults to the normal plot function and will open a new window in your browser with the plot.\n", - "\n", - "Note how you can zoom, pan, autoscale, and see data points by hovering. The data you plotted is right there. If you want to modify the dataset, style, layout, or add notes, you can click the 'data and graph' link below the plot.\n", - "\n", - "And again, if you have a [plotly profile](https://plot.ly/~RhettAllain/ \"Wired Science Blogger\"), you can save and share your awesome sinusoids with others.\n" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig1, username, api_key, notebook=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Subplots:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "But why have one axes object when you could have five!? Gridspec is a handy way to intuitively partition figure space into nice looking subplots. Here are just some simple line plots stretching over a 3x3 grid of plotting areas." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig2 = plt.figure() # matplotlib.figure.Figure obj\n", - "gs = gridspec.GridSpec(3, 3)\n", - "ax1 = fig2.add_subplot(gs[0,:])\n", - "ax1.plot([1,2,3,4,5], [10,5,10,5,10], 'r-')\n", - "ax2 = fig2.add_subplot(gs[1,:-1])\n", - "ax2.plot([1,2,3,4], [1,4,9,16], 'k-')\n", - "ax3 = fig2.add_subplot(gs[1:, 2])\n", - "ax3.plot([1,2,3,4], [1,10,100,1000], 'b-')\n", - "ax4 = fig2.add_subplot(gs[2,0])\n", - "ax4.plot([1,2,3,4], [0,0,1,1], 'g-')\n", - "ax5 = fig2.add_subplot(gs[2,1])\n", - "ax5.plot([1,2,3,4], [1,0,0,1], 'c-')\n", - "gs.update(wspace=0.5, hspace=0.5)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRU5ErkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Again, if you're fond of matplotlib's syntax, or, you're just feeling like dipping your toes in the plotly pool for now, inserting a simpe `fig_to_plotly` call sends the above figure to Plotly and it responds by sticking back into this notebook.\n", - "\n", - "By default, matplotlib subplots don't have common axis elements and so the rendered plotly graphic will reflect this. However, as we've mentioned, plotly's all about sharing. You can check out the possibilities for anchoring different subplots to the same axis in the [plotly docs](https://plot.ly/api/python/docs/subplots \"<3 subplots\") if you're trying to work through the API. Alternatively, you can use ploty's GUIs to change all of the plot's attributes--including axis sharing." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig2, username=username, api_key=api_key, notebook=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 6, - "text": [ - "" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Annotations:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The matplotlib package supports multiple ways of getting annotations onto figures. These too get sent to plotly when you call `fig_to_plotly`. Let's start with some simple annotations that mark plot boundaries." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig3 = plt.figure()\n", - "ax = fig3.add_subplot(111)\n", - "ax.plot([1,2,3], 'b-')\n", - "ax.plot([3,2,1], 'b-')\n", - "ax.text(0.001, 0.999, 'top-left', transform=ax.transAxes, va='top', ha='left')\n", - "ax.text(0.001, 0.001, 'bottom-left', transform=ax.transAxes, va='baseline', ha='left')\n", - "ax.text(0.999, 0.999, 'top-right', transform=ax.transAxes, va='top', ha='right')\n", - "ax.text(0.999, 0.001, 'bottom-right', transform=ax.transAxes, va='baseline', ha='right')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEACAYAAACnJV25AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGvgAAAAASUVORK5CYII=\n", - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Plotly will import these and anchor them appropriately to the plot, not to the data. You can pan and zoom in the following figure to check this. If you decide you don't want them anchored to the 'page', you can later switch them via the 'Notes' tab in Plotly." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig3, username, api_key, notebook=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Let's try a more interesting example. The following code creates a figure with a bunch of different line objects, each annotated with a text object that is anchored to data. Another annotation is anchored to the mpl axes objects so that it will remain in the top-left corner of the plot when you pan or zoom." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "gs = gridspec.GridSpec(2, 1)\n", - "fig4 = plt.figure()\n", - "ax1 = fig4.add_subplot(gs[0,0])\n", - "x = np.arange(-3, 3, 0.01)*2*np.pi\n", - "sin_x = np.sin(x)\n", - "ax1.plot(x, sin_x, 'k-', label='sin(x)')\n", - "num_lines = 20\n", - "colors = cm.rainbow(np.linspace(0, 1, num_lines))\n", - "for iii in range(0, num_lines):\n", - " y = x\n", - " for jjj in range(1, iii+1):\n", - " sign = (-1)**jjj\n", - " deg = 1+2*jjj\n", - " y = np.add(y, sign*x**(deg)/np.math.factorial(deg))\n", - " ct_h = int(len(x)/2)\n", - " while abs(y[ct_h]) < 10:\n", - " ct_h += 1\n", - " ct_l = int(len(x)/2)\n", - " while abs(y[ct_l]) < 10:\n", - " ct_l -= 1\n", - " x_plot = x[ct_l:ct_h+1]\n", - " y_plot = y[ct_l:ct_h+1]\n", - " ax1.plot(x_plot, y_plot, color=colors[iii], label='L{}'.format(iii))\n", - " ax1.text(x_plot[-15], y_plot[-15], '{}'.format(1+2*iii), ha='center', va='center')\n", - "ax1.set_ylim(-10,10)\n", - "ax1.set_xlabel('x')\n", - "ax1.set_ylabel('y(x)')\n", - "ax1.set_title('approximation to sin(x)', size=14)\n", - "ax1.text(0.001, 0.999, 'num=deg', transform=ax1.transAxes, ha='left', va='top')\n", - "\n", - "ax2 = fig4.add_subplot(gs[1,0])\n", - "x = np.arange(-5, 5, 0.01)\n", - "ax2.plot(np.arange(0.01, 5, 0.01),\n", - " np.log(np.arange(0.01, 5, 0.01) + np.ones(len(np.arange(0.01, 5, 0.01)))),\n", - " 'k-', label='ln(x + 1)')\n", - "num_lines = 20\n", - "colors = cm.rainbow(np.linspace(0, 1, num_lines))\n", - "for iii in range(0, num_lines):\n", - " y = x\n", - " for jjj in range(1, iii+1):\n", - " sign = (-1)**jjj\n", - " deg = 1+jjj\n", - " y = np.add(y, sign*x**(deg)/deg)\n", - " ct_h = int(len(x)/2)\n", - " while abs(y[ct_h]) < 3:\n", - " ct_h += 1\n", - " ct_l = int(len(x)/2)\n", - " while abs(y[ct_l]) < 3:\n", - " ct_l -= 1\n", - " x_plot = x[ct_l:ct_h+1]\n", - " y_plot = y[ct_l:ct_h+1]\n", - " ax2.plot(x_plot, y_plot, color=colors[iii], label='L{}'.format(iii))\n", - " ax2.text(x_plot[-28], y_plot[-28], '{}'.format(1+iii), ha='center', va='center')\n", - "ax2.set_ylim(-3,3)\n", - "ax2.set_xlim(-2,4)\n", - "ax2.set_xlabel('x')\n", - "ax2.set_ylabel('y(x)')\n", - "ax2.set_title('approximation to ln(1 + x)', size=14)\n", - "ax2.text(0.001, 0.999, 'num=deg', transform=ax2.transAxes, ha='left', va='top')\n", - "gs.update(wspace=0.2, hspace=0.5)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEaCAYAAADkL6tQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 9 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Okay. You or a collaborator did all this work with matplotlib, but those labels for the second plot are really not showing up well. Rather than messing with that code, you could just shoot it over to plotly, drag the annotations interactively, save the figure, share it, and get feedback. To get a feel for the flexibility, run the `fig_to_plotly` function, click the 'data and graph' link, and then click the 'save and edit' link." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig4, username, api_key, notebook=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 10, - "text": [ - "" - ] - } - ], - "prompt_number": 10 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Resize:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "It is often the case that users do not specify sizing for mpl figures. For this reason, it doesn't make sense to force plotly to mimic the exact mpl sizing. Instead, we can call the PlotlyRenderer's `resize` method to throw away possibly restricting specifications. While a PlotlyRenderer instance can call this method directly, we can also use the `fig_to_plotly` keyword-argument pair, `resize=True`. By default, this is set to `False`. Let's check out the differences, shall we? \n", - "\n", - "Below we create a simple mpl figure and, again, because of the `%matplotlib inline` call at the beginning of this notebook, the figure is placced directly below." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig5 = plt.figure()\n", - "ax = fig5.add_subplot(111)\n", - "ax.plot([1,2,3])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "[]" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEACAYAAACnJV25AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKJQKjH2BLgAAAABJRU5ErkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 11 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now, let's remind ourselves of the standard `fig_to_plotly` result." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig5, username, api_key, notebook=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 12, - "text": [ - "" - ] - } - ], - "prompt_number": 12 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we'll run the same figure, but with `resize=True`. Check out that full-width action. Stick *that* in your profile and share it." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig5, username, api_key, notebook=True, resize=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "For a prettier picture, we can do the same with fig4 from above..." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig4, username, api_key, notebook=True, resize=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 14, - "text": [ - "" - ] - } - ], - "prompt_number": 14 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Strip Style:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Continuing to revert mpl specifications, we can aslo strip resulting JSON structures of their style. This uses the PlotlyRenderer's `strip_style` method. Just like `resize`, we can ensure that the `strip_style` method is used by passing a `strip_style=True` keyword-argument pair to `fig_to_plotly`. \n", - "\n", - "Actions speak louder than words." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig6 = plt.figure()\n", - "ax = fig6.add_subplot(111)\n", - "ax.plot([0, 1, 2, 3], [10, 5, 9, 5], 'o')\n", - "ax.plot([5, 9, 5, 7, 4])" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "[]" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXMAAAEACAYAAABBDJb9AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n", - "text": [ - "" - ] - } - ], - "prompt_number": 15 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig6, username, api_key, notebook=True, resize=True, strip_style=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 16, - "text": [ - "" - ] - } - ], - "prompt_number": 16 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Bars:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We like bar charts and histograms just as much as you do. Therefore, we've grabbed those for you too! Bars from bar charts are stored as 'patches' which are defined by paths. They are not, however, stored as a 'path_collection' since each bar is differently sized (or it should be unless you're making pretty boring bar charts). Plotly uses some educated guesses to decide whether rectangle patches that end up in each axes object are intended to be bar charts. When life gives you lemons, make a bar chart." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig7 = plt.figure()\n", - "ax = fig7.add_subplot(111)\n", - "left = [1, 2, 3, 4, 5, 6, 7]\n", - "height = [5, 6, 1, 4, 3, 10, 15]\n", - "width = 1\n", - "ax.bar(left, height, width=width, color='y')\n", - "ax.set_xlabel('business day at the stand')\n", - "ax.set_ylabel('drinks sold')\n", - "ax.set_title('life gave me lemons')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 17, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEZCAYAAAB7HPUdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEZY+EZGK/D8ofH0MTQtDzwAAAABJRU5ErkJggg==\n", - "text": [ - "" - ] - } - ], - "prompt_number": 17 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig7, username, api_key, notebook=True, resize=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 18, - "text": [ - "" - ] - } - ], - "prompt_number": 18 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Using mpl, we can also get horizontal bars. Let's look at an example of making some horizontal histograms." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig8 = plt.figure()\n", - "y = np.random.randn(10000) + 3\n", - "x = np.random.randn(10000) - 3\n", - "sum = x + y\n", - "gs = gridspec.GridSpec(1,4)\n", - "ax1 = fig8.add_subplot(gs[0,:2])\n", - "ax1.set_xlabel('sum')\n", - "ax2 = fig8.add_subplot(gs[0,2])\n", - "ax2.set_xlabel('x')\n", - "ax2.set_ylim(-6, 6)\n", - "ax3 = fig8.add_subplot(gs[0,3])\n", - "ax3.set_xlabel('y')\n", - "ax3.set_ylim(-6, 6)\n", - "gs.update(wspace=0.5)\n", - "ax1.hist(sum, bins=100, color = 'green')\n", - "histx = ax2.hist(x, bins=100, orientation='horizontal', color = 'blue')\n", - "histy = ax3.hist(y, bins=100, orientation='horizontal', color = 'yellow')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAEPCAYAAACjjWTcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 19 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig8, username, api_key, notebook=True, resize=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 20, - "text": [ - "" - ] - } - ], - "prompt_number": 20 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "Scatter:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Scatter plots are a pretty common usage for matplotlib. Information about scatter plots is stored in something called a 'path_collection' which we needn't get into. The actual markers for scatter plots are stored as Bezier curves. The PlotlyRenderer will attempt to figure out what marker you've entered and import that into plotly. 'Nuff said.\n", - "\n", - "Here's an example." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig9 = plt.figure()\n", - "ax = fig9.add_subplot(111)\n", - "num = 1000\n", - "s = 121\n", - "x1 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", - "y1 = np.linspace(-5,5,num) + (0.5 - np.random.rand(num))\n", - "x2 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", - "y2 = np.linspace(5,-5,num) + (0.5 - np.random.rand(num))\n", - "x3 = np.linspace(-0.5,1,num) + (0.5 - np.random.rand(num))\n", - "y3 = (0.5 - np.random.rand(num))\n", - "ax.scatter(x1, y1, color='r', s=2*s, marker='^', alpha=.4)\n", - "ax.scatter(x2, y2, color='b', s=s/2, alpha=.4)\n", - "ax.scatter(x3, y3, color='g', s=s/3, marker='s', alpha=.4)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 21, - "text": [ - "" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXUAAAEACAYAAABMEua6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 21 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig_to_plotly(fig9, username, api_key, notebook=True, resize=True)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 22, - "text": [ - "" - ] - } - ], - "prompt_number": 22 - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": [ - "The Nitty Gritty:" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Out of curiosity or for the sake of troubleshooting, you might find yourself needing to inspect the dictionaries and possibly even the mplexporter. The following shows how you go about running the PlotlyRenderer and making a manual call to plotly." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "fig10 = plt.figure()\n", - "ax = fig10.add_subplot(111)\n", - "ax.plot([10,20,30],[100,200,300], 'bo')\n", - "ax.set_xlim(5, 35)\n", - "ax.set_ylim(90, 310)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 23, - "text": [ - "(90, 310)" - ] - }, - { - "metadata": {}, - "output_type": "display_data", - "png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD7CAYAAABgzo9kAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text": [ - "" - ] - } - ], - "prompt_number": 23 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, we will need access to the Exporter and PlotlyRenderer classes, so we import them! The Exporter crawls through the matplotlib figure, judiciously grabs pertinent information, and invokes the renderer with which it was instantiated. The PlotlyRenderer accepts calls from the Exporter and creates an appropriate JSON dictionary for use with plotly." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from matplotlylib import Exporter, PlotlyRenderer\n", - "renderer = PlotlyRenderer()\n", - "exporter = Exporter(renderer)\n", - "exporter.run(fig10)" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 24 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We can look at the resulting list of data and layout dictionaries by looking at the renderer's data and layout attributes." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "renderer.data" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 25, - "text": [ - "[{'marker': {'color': '#0000FF',\n", - " 'line': {'color': '#000000', 'width': 0.5},\n", - " 'opacity': 1,\n", - " 'symbol': 'dot'},\n", - " 'mode': 'markers',\n", - " 'x': [10.0, 20.0, 30.0],\n", - " 'y': [100.0, 200.0, 300.0]}]" - ] - } - ], - "prompt_number": 25 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "renderer.layout" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 26, - "text": [ - "{'autosize': False,\n", - " 'height': 320,\n", - " 'margin': {'b': 40, 'l': 60, 'pad': 0, 'r': 47, 't': 31},\n", - " 'showlegend': False,\n", - " 'width': 480,\n", - " 'xaxis': {'anchor': 'y',\n", - " 'domain': [0.0, 1.0],\n", - " 'range': (5.0, 35.0),\n", - " 'showgrid': False,\n", - " 'zeroline': False},\n", - " 'yaxis': {'anchor': 'x',\n", - " 'domain': [0.0, 1.0],\n", - " 'range': (90.0, 310.0),\n", - " 'showgrid': False,\n", - " 'zeroline': False}}" - ] - } - ], - "prompt_number": 26 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, to create the figure in plotly, we can call `plotly.iplot`. Again, we'll need a couple more tools from plotly, so we'll import them. We instantiate our plotly class and call it `py` by entereing our username and api_key. Then we use plotly's iplot method to drop our plot back into this IPython notebook. For more information about plotly and IPython, Plotly's [IPython docs](https://plot.ly/api/ipython) have you covered." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly\n", - "py = plotly.plotly(username, api_key)\n", - "py.iplot(renderer.data, layout=renderer.layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 27, - "text": [ - "" - ] - } - ], - "prompt_number": 27 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Additionally, you can use this opportunity to add to or modify the data and layout dictionaries. Just as an example, we can change the plot and paper background colors. You might find this procedure helpful if you've snooped around the JSON drop-down in plotly on some of your favorite plots from the plotly [gallery](https://plot.ly/api/python/gallery). If you see a feature you want, just add it!" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "renderer.resize()\n", - "renderer.layout['plot_bgcolor'] = '#80adb0'\n", - "renderer.layout['paper_bgcolor'] = '#fefafd'\n", - "renderer.layout['showgridlines'] = False\n", - "py.iplot(renderer.data, layout=renderer.layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 28, - "text": [ - "" - ] - } - ], - "prompt_number": 28 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Follow and/or contribute to the matplotlylib progress [here](https://github.com/mpld3/matplotlylib).\n", - "\n", - "Analyze and visualize data, together, with plotly [here](https://plot.ly/)." - ] - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/Plotly gets LaTeXy.ipynb b/See more/Plotly gets LaTeXy.ipynb deleted file mode 100644 index 9b9099f..0000000 --- a/See more/Plotly gets LaTeXy.ipynb +++ /dev/null @@ -1,111 +0,0 @@ -{ - "metadata": { - "name": "LaTeX in Plotly graphs" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "

Plotly graphs with LaTeX

" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "

IPython supports lovely Latex typesetting through MathJax:

" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "$$\\sum_{k=0}^{\\infty} \\frac {(-1)^k x^{1+2k}}{(1 + 2k)!}$$" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "

And Plotly has jumped on the boat! Plotly graphs now process Latex markup. Below are some examples.

Questions? Issues? jack [at] plot [dot] ly

" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "import plotly\nimport math\nimport random\nimport numpy as np", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 73 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "

To get hooked up with a free Plotly account, go here

" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "un='IPython.Demo'\nk='1fw3zw2o13'\npy = plotly.plotly(username=un, key=k)", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "

Example 1: Taylor Series for Sine

" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "def sin(x,n):\n\tsine = 0\n\tfor i in range(n):\n\t\tsign = (-1)**i\n\t\tsine = sine + ((x**(2.0*i+1))/math.factorial(2*i+1))*sign\n\treturn sine\n\nx = np.arange(-12,12,0.1)\n\nanno = {\n 'text': '$\\\\sum_{k=0}^{\\\\infty} \\\\frac {(-1)^k x^{1+2k}}{(1 + 2k)!}$',\n 'x': 0.3, 'y': 0.6,'xref': \"paper\", 'yref': \"paper\",'showarrow': False,\n 'font':{'size':24}\n}\n\nl = {\n 'annotations': [anno], \n 'title': 'Taylor series of sine',\n 'xaxis':{'ticks':'','linecolor':'white','showgrid':False,'zeroline':False},\n 'yaxis':{'ticks':'','linecolor':'white','showgrid':False,'zeroline':False},\n 'legend':{'font':{'size':16},'bordercolor':'white','bgcolor':'#fcfcfc'}\n}\n\npy.iplot([{'x':x, 'y':sin(x,1), 'line':{'color':'#e377c2'}, 'name':'$x\\\\\\\\$'},\\\n {'x':x, 'y':sin(x,2), 'line':{'color':'#7f7f7f'},'name':'$ x-\\\\frac{x^3}{6}$'},\\\n {'x':x, 'y':sin(x,3), 'line':{'color':'#bcbd22'},'name':'$ x-\\\\frac{x^3}{6}+\\\\frac{x^5}{120}$'},\\\n {'x':x, 'y':sin(x,4), 'line':{'color':'#17becf'},'name':'$ x-\\\\frac{x^5}{120}$'}], layout=l)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": "\n\n\n" - }, - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 68, - "text": "" - } - ], - "prompt_number": 68 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "

Example 2: Colors, Size, and Opacity

" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "identity_of_ramanujan = '$ \\\\frac{1}{\\\\Bigl(\\sqrt{\\\\phi \\\\sqrt{5}}-\\\\phi\\\\Bigr) e^{\\\\frac25 \\\\pi}} = 1+\\\\frac{e^{-2\\\\pi}} {1+\\\\frac{e^{-4\\\\pi}} {1+\\\\frac{e^{-6\\\\pi}}{1+\\\\frac{e^{-8\\\\pi}} {1+\\\\ldots} } } } $'\nannotations = []\n\nfor i in range(17):\n x = random.random()\n y = random.random()\n s = random.random()*36 \n o = random.random()\n c = random.randint(0,4)\n colors = ['#9467bd', '#17becf', '#e377c2', '#bcbd22', '#17becf' ]\n anno = {\n 'text': identity_of_ramanujan,\n 'x': x, 'y': y,'xref': \"paper\", 'yref': \"paper\",'showarrow': False,\n 'opacity':o,'font':{'size':s,'color':colors[c]}\n }\n annotations.append(anno)\n\nl = {\n 'annotations': annotations, \n 'title': '$\\\\LaTeX$',\n 'titlefont': {'size':32},\n 'xaxis':{'showticklabels':False,'ticks':'','linecolor':'white','showgrid':False,'zeroline':False},\n 'yaxis':{'showticklabels':False,'ticks':'','linecolor':'white','showgrid':False,'zeroline':False},\n 'legend':{'font':{'size':16},'bordercolor':'white','bgcolor':'#fcfcfc'}\n}\n \npy.iplot([{}], layout=l)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": "\n\n\n" - }, - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 112, - "text": "" - } - ], - "prompt_number": 112 - } - ], - "metadata": {} - } - ] -} diff --git a/See more/PyMC + Plotly.ipynb b/See more/PyMC + Plotly.ipynb deleted file mode 100644 index a0d6121..0000000 --- a/See more/PyMC + Plotly.ipynb +++ /dev/null @@ -1,486 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": [ - "Using Plotly to Display MCMC Output" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "[Plotly](https://plot.ly) is a collaborative data analysis and graphing platform. Plotly's [Scientific Graphing Libraries](https://plot.ly/api) interface Plotly's online graphing tools with the following scientific computing languages:\n", - "\n", - "* Python\n", - "* R\n", - "* Matlab\n", - "* Julia\n", - "\n", - "You can think of Plotly as \"Graphics as a Service\". It generates interactive, publication-quality plots that can be embedded in the locaiton of your choice. You can style them locally with code or via the online interface; plots can be shared publicly or privately with a url, and your graphs are accessible from anywhere.\n", - "\n", - "You can install Plotly on Python via pip:\n", - "\n", - " pip install plotly" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "import plotly" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In order to use Plotly, you need an account. You can sign up using the API, without visiting the website:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "reg = plotly.signup(\"_pymc_demo\", \"_pymc_demo@vanderbilt.edu\")" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Thanks for signing up to plotly!\n", - "\n", - "Your username is: _pymc_demo\n", - "\n", - "Your temporary password is: p143f. You use this to log into your plotly account at https://plot.ly/plot.\n", - "\n", - "Your API key is: vqg7cjezgb. You use this to access your plotly account through the API.\n", - "\n", - "To get started, initialize a plotly object with your username and api_key, e.g. \n", - ">>> py = plotly.plotly('_pymc_demo', 'vqg7cjezgb')\n", - "Then, make a graph!\n", - ">>> res = py.plot([1,2,3],[4,2,1])\n", - "\n", - ">>> print(res['url'])\n", - "\n" - ] - } - ], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "ply = plotly.plotly(username=reg['un'], key=reg['api_key'])" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 3 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Consider the following dataset, which is a time series of recorded coal mining \n", - "disasters in the UK from 1851 to 1962:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from pymc.examples import disaster_model\n", - "import numpy as np\n", - "\n", - "data = {'y': disaster_model.disasters_array,\n", - " 'x': np.arange(1851, 1963),\n", - " \"type\":\"scatter\",\"mode\":\"markers\"}\n", - "layout = { \n", - "'xaxis':{'showgrid':False,'zeroline':False, 'title': 'Year'},\n", - "'yaxis':{'showgrid':False,'zeroline':False, 'title': 'Disaster count'} }\n", - "\n", - "ply.iplot(data, layout=layout, width=850, height=400)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "High five! You successfuly sent some data to your account on plotly. View your plot in your browser at https://plot.ly/~_pymc_demo/0 or inside your plot.ly account where it is named 'plot from API'\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 4, - "text": [ - "" - ] - } - ], - "prompt_number": 4 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Occurrences of disasters in the time series is thought to be derived from a \n", - "Poisson process with a large rate parameter in the early part of the time \n", - "series, and from one with a smaller rate in the later part. We are interested \n", - "in locating the change point in the series, which perhaps is related to changes \n", - "in mining safety regulations.\n", - "\n", - "We represent our conceptual model formally as a statistical model:\n", - "\n", - "$$\n", - "\\begin{aligned} (D_t | s, e, l) \\sim\\text{Poisson}\\left(r_t\\right), &\\text{where } r_t=\\left\\{\\begin{array}{lll} e &\\text{if}& t< s\\\\ l &\\text{if}& t\\ge s \\end{array}\\right.,&t\\in[t_l,t_h]\\\\ s\\sim \\text{Discrete Uniform}(t_l, t_h)\\\\ e\\sim \\text{Exponential}(r_e)\\\\ l\\sim \\text{Exponential}(r_l) \\end{aligned}\n", - "$$\n", - "\n", - "The symbols are defined as:\n", - " \n", - "* $D_t$: The number of disasters in year $t$.\n", - "* $r_t$: The rate parameter of the Poisson distribution of disasters in year $t$.\n", - "* $s$: The year in which the rate parameter changes (the switchpoint).\n", - "* $e$: The rate parameter before the switchpoint $s$.\n", - "* $l$: The rate parameter after the switchpoint $s$.\n", - "* $t_l$, $t_h$: The lower and upper boundaries of year $t$.\n", - "* $r_e$, $r_l$: The rate parameters of the priors of the early and late rates, respectively.\n", - "\n", - "We can fit this model using [PyMC](http://github.com/pymc-devs/pymc)." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "from pymc import MCMC, graph\n", - "\n", - "M = MCMC(disaster_model)\n", - "\n", - "graph.dag(M, format='png')" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 5, - "text": [ - "" - ] - } - ], - "prompt_number": 5 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "![DAG](MCMC.png)" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "nchains = 3\n", - "for i in range(nchains):\n", - " M.sample(5000)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [--------- 24% ] 1204 of 5000 complete in 0.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------54% ] 2708 of 5000 complete in 1.0 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------82%----------- ] 4118 of 5000 complete in 1.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------100%-----------------] 5000 of 5000 complete in 1.7 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [------------- 35% ] 1792 of 5000 complete in 0.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------65%---- ] 3273 of 5000 complete in 1.0 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------98%----------------- ] 4921 of 5000 complete in 1.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------100%-----------------] 5000 of 5000 complete in 1.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [---------- 26% ] 1333 of 5000 complete in 0.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------52% ] 2613 of 5000 complete in 1.0 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------87%------------- ] 4358 of 5000 complete in 1.5 sec" - ] - }, - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\r", - " [-----------------100%-----------------] 5000 of 5000 complete in 1.7 sec" - ] - } - ], - "prompt_number": 6 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The MCMC sampler generates a *trace* for each unknown parameter, which can be visualized either as a time series or a histogram:" - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "trace = M.early_mean.trace()\n", - "\n", - "data = [{'y': trace}]\n", - "data.append({'y': trace,\n", - " 'xaxis': 'x2',\n", - " 'yaxis': 'y2',\n", - " 'type': 'histogramy'})\n", - "\n", - "layout = {\n", - " \"xaxis\":{\n", - " \"domain\":[0,0.5],\n", - " \"title\": \"Iteration\"\n", - " },\n", - " \"yaxis\":{\n", - " \"title\": \"Value\"\n", - " },\n", - " \"xaxis2\":{\n", - " \"domain\":[0.55,1],\n", - " \"title\": \"Value\"\n", - " },\n", - " \"yaxis2\":{\n", - " \"anchor\":\"x2\",\n", - " \"side\": \"right\",\n", - " \"title\": \"Frequency\"\n", - " },\n", - " \"showlegend\": False,\n", - " \"title\": \"Posterior samples of early Poisson mean\"\n", - "}\n", - "\n", - "ply.iplot(data, layout=layout, width=850,height=400)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 7, - "text": [ - "" - ] - } - ], - "prompt_number": 7 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We ran the model three times. One easy way to check for lack of convergence is to examine the samples from each chain together. If they don't look similar, then they have not yet converged." - ] - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "nparams = len(M.stochastics)\n", - "mcmc_data = {'chain {0}'.format(i): {s.__name__:s.trace(chain=i)[-100:] for s in M.stochastics} for i in range(nchains)}\n", - "\n", - "attr = mcmc_data['chain 1'].keys()\n", - "colors = {'chain 0': 'rgb(31, 119, 180)', \n", - " 'chain 1': 'rgb(255, 127, 14)',\n", - " 'chain 2': 'rgb(44, 160, 44)'}\n", - "\n", - "data = []\n", - "for i in range(nparams):\n", - " for j in range(nparams):\n", - " for chain in mcmc_data.keys():\n", - " x = mcmc_data[chain][attr[i]]\n", - " y = mcmc_data[chain][attr[j]]\n", - " if i==j:\n", - " data.append({\"name\": chain, \n", - " \"x\": x + np.random.randn(len(x))*np.mean(x)/100., \n", - " \"y\": y + np.random.randn(len(y))*np.mean(y)/100.,\n", - " \"type\":\"scatter\",\"mode\":\"markers\",\n", - " 'marker': {'color': colors[chain], 'opacity':0.2},\n", - " \"xaxis\": \"x\"+(str(i) if i!=0 else ''), \n", - " \"yaxis\": \"y\"+(str(j) if j!=0 else '')})\n", - " else:\n", - " data.append({\"name\": chain, \n", - " \"x\": x, \"y\": y,\n", - " \"type\":\"scatter\",\"mode\":\"markers\",\n", - " 'marker': {'color': colors[chain], 'opacity':0.2},\n", - " \"xaxis\": \"x\"+(str(i) if i!=0 else ''), \n", - " \"yaxis\": \"y\"+(str(j) if j!=0 else '')})\n", - "padding = 0.04;\n", - "domains = [[i*padding + i*(1-3*padding)/nparams, i*padding + ((i+1)*(1-3*padding)/nparams)] for i in range(nparams)]\n", - "\n", - "layout = {\n", - " \"xaxis\":{\"domain\":domains[0], \"title\":attr[0], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis\":{\"domain\":domains[0], \"title\":attr[0], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"xaxis1\":{\"domain\":domains[1], \"title\":attr[1], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis1\":{\"domain\":domains[1], \"title\":attr[1], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"xaxis2\":{\"domain\":domains[2], \"title\":attr[2], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \"yaxis2\":{\"domain\":domains[2], \"title\":attr[2], \n", - " 'zeroline':False,'showline':False,'ticks':'', \n", - " 'titlefont':{'color': \"rgb(67, 67, 67)\"},'tickfont':{'color': 'rgb(102,102,102)'}},\n", - " \n", - " \"showlegend\":False,\n", - " \"title\":\"Posterior samples for coal mining disasters model\",\n", - " \"titlefont\":{'color':'rgb(67,67,67)', 'size': 20}\n", - " }\n", - "\n", - "ply.iplot(data,layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 8, - "text": [ - "" - ] - } - ], - "prompt_number": 8 - } - ], - "metadata": {} - } - ] -} \ No newline at end of file diff --git a/See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb b/See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb deleted file mode 100644 index 8a0e7c7..0000000 --- a/See more/Simple Triple Axis - An Alternative to matplotlib's twinx.ipynb +++ /dev/null @@ -1,90 +0,0 @@ -{ - "metadata": { - "name": "" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "code", - "collapsed": false, - "input": [ - "# install plotly with the command (in your terminal): pip install plotly\n", - "import plotly \n", - "p = plotly.plotly('IPython.Demo','1fw3zw2o13') # Demo account" - ], - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 1 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [ - "x = [1, 2, 3, 4];\n", - "y1 = [2, 2, 2, 2];\n", - "y2 = [10, 20, 30, 40];\n", - "y3 = [400, 300, 200, 100];\n", - "\n", - "data = [\n", - " {'x': x, 'y': y1, 'type': 'scatter', 'mode': 'markers' },\n", - " {'x': x, 'y': y2, 'yaxis': 'y2', 'type': 'scatter', 'mode': 'markers'},\n", - " {'x': x, 'y': y3, 'yaxis': 'y3', 'type': 'scatter', 'mode': 'markers'}\n", - "]\n", - "layout = {\n", - " 'title': 'Multiple Axes with Plotly | An alternative to twinx for more than 2 axes',\n", - " 'xaxis': {'domain': [0, 0.8]},\n", - " 'yaxis': { 'title': 'blue thing', \n", - " 'titlefont': {'color': '#1f77b4'}, 'tickfont': {'color': '#1f77b4'}}, \n", - " 'yaxis2': {'title': 'orange thing',\n", - " 'titlefont': {'color': '#ff7f0e'}, 'tickfont': {'color': '#ff7f0e'},\n", - " 'side': 'right', 'anchor': 'x', 'overlaying': 'y'},\n", - " 'yaxis3': {'title': 'green thing',\n", - " 'titlefont': {'color': '#2ca02c'}, 'tickfont': {'color': '#2ca02c'},\n", - " 'side': 'right', 'anchor': 'free', 'position': 1.0, 'overlaying': 'y'}\n", - "}\n", - " \n", - "p.iplot(data, layout=layout)" - ], - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "\n", - "\n", - "\n" - ] - }, - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 3, - "text": [ - "" - ] - } - ], - "prompt_number": 3 - }, - { - "cell_type": "code", - "collapsed": false, - "input": [], - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} diff --git a/See more/Stacked, Horizontal Bar Chart Time Series.ipynb b/See more/Stacked, Horizontal Bar Chart Time Series.ipynb deleted file mode 100644 index d23ed94..0000000 --- a/See more/Stacked, Horizontal Bar Chart Time Series.ipynb +++ /dev/null @@ -1,64 +0,0 @@ -{ - "metadata": { - "name": "Stacked, Horizontal Bar Chart" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 1, - "metadata": {}, - "source": "Stacked, Horizontal Bar Chart Time Series in Plotly" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Inspired by http://mattbango.com/notebook/code/pure-css-timeline/
Questions? jack[at]plot[dot]ly" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "import plotly\npy = plotly.plotly('IPython.Demo', '1fw3zw2o13')", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 4 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "categories = ['Design & Typography', 'Photography', 'Web Dev & Programming', \\\n '3D Modeling & Rendering', 'Drawing & Illustration'];\n\nfirst_white_stack = {'name': '',\n\t'x': categories,\n\t'y': [2006, 2005, 2003, 2002, 2002],\n 'marker':{'color': 'white'},\n\t'type': 'bar',\n 'bardir':'h'}\n\nmiddle_grey_stack = {'name': '',\n\t'x': categories,\n\t'y': [3, 4, 6, 3, 7],\n 'marker':{'color': 'lightgrey','line': {'color': 'violet','width': 2}},\n\t'type': 'bar',\n 'bardir':'h'}\n\nlast_white_stack = {'name': '',\n\t'x': categories,\n\t'y': [0, 0, 0, 4, 0],\n 'marker':{'color': 'white'},\n\t'type': 'bar',\n 'bardir':'h'}\n\ntext = [\n {'text':'Drawing & Illustration',\n 'xref':'x','yref':'y',\n 'showarrow': False,\n 'font':{'color':'#444'},\n 'x':2005.5,'y':4},\n {'text':'3D Modeling & Rendering',\n 'xref':'x','yref':'y',\n 'showarrow': False,\n 'font':{'color':'#444'},\n 'x':2003.5,'y':3},\n {'text':'Web Dev & Programming',\n 'xref':'x','yref':'y',\n 'showarrow': False,\n 'font':{'color':'#444'},\n 'x':2006,'y':2},\n {'text':'Photography',\n 'xref':'x','yref':'y',\n 'showarrow': False,\n 'font':{'color':'#444'},\n 'x':2007,'y':1}, \n {'text':'Design & Typography',\n 'xref':'x','yref':'y',\n 'showarrow': False,\n 'font':{'color':'#444'},\n 'x':2007.5,'y':0}, \n]\n\nlayout = {\n 'height' : 300,\n 'autosize': False,\n 'showlegend': False,\n 'annotations': text,\n 'xaxis': {'range' : [2002,2009], 'dtick':1, 'tickcolor':'grey', 'autotick':False, \\\n 'showgrid': False, 'showline': False},\n 'yaxis': {'showgrid': False, 'showline': False, 'ticks': '', 'showticklabels': False},\n 'barmode': 'stack',\n 'margin': {'l': 160},\n 'categories': categories}\n\npy.iplot([first_white_stack, middle_grey_stack, last_white_stack], layout=layout, height=300)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": "\n\n\n" - }, - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 61, - "text": "" - } - ], - "prompt_number": 61 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "", - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} diff --git a/See more/electricity_disaggregation.ipynb b/See more/electricity_disaggregation.ipynb deleted file mode 100644 index 95ad8d3..0000000 --- a/See more/electricity_disaggregation.ipynb +++ /dev/null @@ -1,253 +0,0 @@ -{ - "metadata": { - "name": "Building_Data" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "heading", - "level": 5, - "metadata": {}, - "source": "iAWE Demo" - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": "How can we conserve electricity being CS people?" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "With renewable resources of electricity depleting at a fast pace, we do need to come up with measures to reduce consumption. One such way to do so is by informing the end users about their electricity usage.\n\nReports suggest that merely by giving the appliance specific feedback can save upto 12% electricity. So how can CS and ICT help. Let us explore below.\n\nInstrumenting each appliance with an appliance sensor is not **cost** effective. So, we can't give the feedback to end users in such a way. Instead, we use something known as Non Intrusive Load Monitoring or NILM in short. We measure the power **only** at the smart meter level and using machine learning try to disaggregate into different appliances.\n" - }, - { - "cell_type": "heading", - "level": 3, - "metadata": {}, - "source": "Where to attack?" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Clearly, we would like feedback about appliances which consume the most power and which we can control. In the Indian context, from where we collected this data, we found that Air conditioners can account upto 50-60% of the total electricity consumption. Clearly, huge! So, in this small tutorial, we would try to disaggregate the Air conditioner consumption." - }, - { - "cell_type": "heading", - "level": 4, - "metadata": {}, - "source": "Customary imports" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "import pandas as pd\nimport plotly\nfrom IPython.display import HTML\nimport numpy as np\nimport getpass\nimport requests\nfrom sklearn.cluster import KMeans\nimport datetime", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 132 - }, - { - "cell_type": "heading", - "level": 4, - "metadata": {}, - "source": "Let us style up this doc! (Credit to [Cam Davidson Pilon](http://camdp.com/))" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "styles = requests.get(\"https://raw.github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/master/styles/custom.css\")\nHTML(styles.text)", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "\n", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 133, - "text": "" - } - ], - "prompt_number": 133 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Entering plot.ly username and key. **NB**: Key is to be entered into console." - }, - { - "cell_type": "code", - "collapsed": false, - "input": "UN=raw_input('Enter username')", - "language": "python", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "stream": "stdout", - "text": "Enter usernamenipun.batra.1\n" - } - ], - "prompt_number": 134 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "KEY=getpass.getpass()", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 135 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Let us instantiate using this username and password." - }, - { - "cell_type": "code", - "collapsed": false, - "input": "p = plotly.plotly(UN, KEY)", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 136 - }, - { - "cell_type": "heading", - "level": 4, - "metadata": {}, - "source": "Ok..Here's the algo- short and sweet." - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "The basic approach we use here is to find the *delta* in power signal, i.e. $P_t - P_{t-1}$. Next, we know that Air conditioners typically use more than 1300 W. So, we cluster all the *deltas*, whose absolute value is greater than 1300 W. So, what we are effectively doing is to find the power change which happens when the AC compressor turns **ON** and **OFF**. Next, we iterate over the power time series. If we happen to see a step change of +1300 W (within some variance), and the AC compressor was calcuated **OFF**, we predict it to be **ON**. We do similarly for the case, when the we see a step change of -1300 W (within some variance)." - }, - { - "cell_type": "code", - "collapsed": false, - "input": "r=requests.get(\"http://192.168.1.40:9102/backend/api/data/uuid/dfc62222-1928-5a5a-974b-5bf1aeaa68e9?starttime=1380566940000&endtime=1381142940000\t\")\nread=np.array(r.json()[0]['Readings'])\ntime=read[:,0]\npower=read[:,1]\nt2=time/1000\n\nt=np.array([datetime.datetime.fromtimestamp(x) for x in t2])\ndf=pd.DataFrame({'Power':power},index=t)\ndf_res=df.resample('30s',how='mean')\n\ndf_res=df_res.dropna()\npo=df_res.values\n#Clustering step changes now\n\nstate=0\non_index=[]\noff_index=[]\npo=po.flatten()\nk=5\npower_step_variance=300\ndiff_array=np.array([po[i+k]-po[i] for i in range(po.size-k-1)])\ndiff_array=diff_array[np.fabs(diff_array)>1300]\nkmeans = KMeans(init='k-means++', n_clusters=2)\nlen_diff_array=diff_array.size\nkmeans.fit(diff_array.reshape(len_diff_array,1))\npower_step_mean=np.fabs(kmeans.cluster_centers_.flatten()).mean()\n\nfor i in range(po.size-k-1):\n\tif (po[i+k]-po[i])>power_step_mean-power_step_variance and (po[i+k]-po[i])'\n", - "language": "python", - "metadata": {}, - "outputs": [], - "prompt_number": 141 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "h = HTML(s); h\n", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 142, - "text": "" - } - ], - "prompt_number": 142 - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "And we are done! You can zoom and pan into the above plot to see how the AC power was disaggregated. Clearly, it does consume a major chunk of overall power." - }, - { - "cell_type": "heading", - "level": 4, - "metadata": {}, - "source": "Want to read more?" - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "Most of this stuff comes from prior work in the field of Non Intrusive Load Monitoring. The data comes from our [recent work](http://energy.iiitd.edu.in:5000/) presented at [Buildsys 2013](http://www.buildsys.org/2013/); the idea of simplifying disggagregation comes from our [ICMLA work](http://www.iiitd.edu.in/~amarjeet/Research/indic.html)." - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "**About**: I am Nipun Batra. Currently I am a 2nd year Computer Science PhD student studying at IIIT Delhi. I work in Machine Learning, systems, Smart Building and ofcourse anything Python!\n \n**Contact**: \n[Webpage](http://nipunbatra.wordpress.com/)\n[Twitter](https://twitter.com/nipun_batra)\n[Email](nipunb@iiitd.ac.in)\n\nFeel free to get in touch! These days, along with friends from UK ([Jack](http://jack-kelly.com/) and [Oliver](http://blog.oliverparson.co.uk/)), I am upto buidling a framework for Non Intrusive Load Monitoring. It is hosted on Github [here](https://github.com/nilmtk/nilmtk)." - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": "**NB**: I will add all proper citations in some time. Also, for Plotly users, you don't need to go through the process of rendering HTML iframes yourself. use the latest version of the API which has inherent IPython support." - } - ], - "metadata": {} - } - ] -} From 9851ca2b1915bea57f4366577e5fb996e2ee5ce9 Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 16 Jul 2014 00:25:11 +0200 Subject: [PATCH 020/163] Remove unnecessary data files --- crimeRatesByState2005.tsv | 1 - gapminderDataFiveYear.txt | 1705 ------------------------------------- 2 files changed, 1706 deletions(-) delete mode 100644 crimeRatesByState2005.tsv delete mode 100644 gapminderDataFiveYear.txt diff --git a/crimeRatesByState2005.tsv b/crimeRatesByState2005.tsv deleted file mode 100644 index 8fa287a..0000000 --- a/crimeRatesByState2005.tsv +++ /dev/null @@ -1 +0,0 @@ -state murder Forcible_rate Robbery aggravated_assult burglary larceny_theft motor_vehicle_theft population Alabama 8.2 34.3 141.4 247.8 953.8 2650 288.3 4627851 Alaska 4.8 81.1 80.9 465.1 622.5 2599.1 391 686293 Arizona 7.5 33.8 144.4 327.4 948.4 2965.2 924.4 6500180 Arkansas 6.7 42.9 91.1 386.8 1084.6 2711.2 262.1 2855390 California 6.9 26 176.1 317.3 693.3 1916.5 712.8 36756666 Colorado 3.7 43.4 84.6 264.7 744.8 2735.2 559.5 4861515 Connecticut 2.9 20 113 138.6 437.1 1824.1 296.8 3501252 Delaware 4.4 44.7 154.8 428.2 688.9 2144 278.5 873092 Florida 5 37.1 169.4 496.6 926.3 2658.3 423.3 18328340 Georgia 6.2 23.6 154.8 264.3 931 2751.1 490.2 9685744 Hawaii 1.9 26.9 78.5 147.8 767.9 3308.4 716.4 1288198 Idaho 2.4 40.4 18.6 195.4 564.4 1931.7 201.8 1523816 Illinois 6 33.7 181.7 330.2 606.9 2164.8 308.6 12901563 Indiana 5.7 29.6 108.6 179.9 697.6 2412 346.7 6376792 Iowa 1.3 27.9 38.9 223.3 606.4 2042.7 184.6 3002555 Kansas 3.7 38.4 65.3 280 689.2 2758.1 339.6 2802134 Kentucky 4.6 34 88.4 139.8 634 1685.8 210.8 4269245 Louisiana 9.9 31.4 118 435.1 870.6 2494.5 318.1 4410796 Maine 1.4 24.7 24.4 61.7 478.5 1832.6 102 1316456 Maryland 9.9 22.6 256.7 413.8 641.4 2294.3 608.4 5633597 Massachusetts 2.7 27.1 119 308.1 541.1 1527.4 295.1 6497967 Michigan 6.1 51.3 131.8 362.9 696.8 1917.8 476.5 10003422 Minnesota 2.2 44 92 158.7 578.9 2226.9 278.2 5220393 Mississippi 7.3 39.3 82.3 149.4 919.7 2083.9 256.5 2938618 Missouri 6.9 28 124.1 366.4 738.3 2746.2 443.1 5911605 Montana 1.9 32.2 18.9 228.5 389.2 2543 210.7 967440 Nebraska 2.5 32.9 59.1 192.5 532.4 2574.3 316.5 1783432 Nevada 8.5 42.1 194.7 361.5 972.4 2153.9 1115.2 2600167 New Hampshire 1.4 30.9 27.4 72.3 317 1377.3 102.1 1315809 New Jersey 4.8 13.9 151.6 184.4 447.1 1568.4 317.5 8682661 New Mexico 7.4 54.1 98.7 541.9 1093.9 2639.9 414.5 1984356 New York 4.5 18.9 182.7 239.7 353.3 1569.6 185.6 19490297 North Carolina 6.7 26.5 145.5 289.4 1201.1 2546.2 327.8 9222414 North Dakota 1.1 24.2 7.4 65.5 311.9 1500.3 166 641481 Ohio 5.1 39.8 163.1 143.4 872.8 2429 360.9 11485910 Oklahoma 5.3 41.7 91 370.5 1006 2644.2 391.8 3642361 Oregon 2.2 34.8 68.1 181.8 758.6 3112.2 529 3790060 Pennsylvania 6.1 28.9 154.6 235 451.6 1729.1 236.5 12448279 Rhode Island 3.2 29.8 72.1 146.1 494.2 1816 408.7 1050788 South Carolina 7.4 42.5 132.1 579 1000.9 2954.1 384.4 4479800 South Dakota 2.3 46.7 18.6 108.1 324.4 1343.7 108.4 804194 Tennessee 7.2 36.4 167.3 541.9 1026.9 2828.1 420.6 6214888 Texas 6.2 37.2 156.6 329.8 961.6 2961.7 408.7 24326974 Utah 2.3 37.3 44.3 143.4 606.2 2918.8 343.9 2736424 Vermont 1.3 23.3 11.7 83.5 491.8 1686.1 102.9 621270 Virginia 6.1 22.7 99.2 154.8 392.1 2035 211.1 7769089 Washington 3.3 44.7 92.1 205.8 959.7 3149.5 783.9 6549224 West Virginia 4.4 17.7 44.6 206.1 621.2 1794 210 1814468 Wisconsin 3.5 20.6 82.2 135.2 440.8 1992.8 226.6 5627967 Wyoming 2.7 24 15.3 188.1 476.3 2533.9 145.1 532668 \ No newline at end of file diff --git a/gapminderDataFiveYear.txt b/gapminderDataFiveYear.txt deleted file mode 100644 index 80d1ed1..0000000 --- a/gapminderDataFiveYear.txt +++ /dev/null @@ -1,1705 +0,0 @@ -country, year, pop, continent, lifeExp, gdpPercap -Afghanistan, 1952, 8425333, Asia, 28.801, 779.4453145 -Afghanistan, 1957, 9240934, Asia, 30.332, 820.8530296 -Afghanistan, 1962, 10267083, Asia, 31.997, 853.10071 -Afghanistan, 1967, 11537966, Asia, 34.02, 836.1971382 -Afghanistan, 1972, 13079460, Asia, 36.088, 739.9811058 -Afghanistan, 1977, 14880372, Asia, 38.438, 786.11336 -Afghanistan, 1982, 12881816, Asia, 39.854, 978.0114388 -Afghanistan, 1987, 13867957, Asia, 40.822, 852.3959448 -Afghanistan, 1992, 16317921, Asia, 41.674, 649.3413952 -Afghanistan, 1997, 22227415, Asia, 41.763, 635.341351 -Afghanistan, 2002, 25268405, Asia, 42.129, 726.7340548 -Afghanistan, 2007, 31889923, Asia, 43.828, 974.5803384 -Albania, 1952, 1282697, Europe, 55.23, 1601.056136 -Albania, 1957, 1476505, Europe, 59.28, 1942.284244 -Albania, 1962, 1728137, Europe, 64.82, 2312.888958 -Albania, 1967, 1984060, Europe, 66.22, 2760.196931 -Albania, 1972, 2263554, Europe, 67.69, 3313.422188 -Albania, 1977, 2509048, Europe, 68.93, 3533.00391 -Albania, 1982, 2780097, Europe, 70.42, 3630.880722 -Albania, 1987, 3075321, Europe, 72, 3738.932735 -Albania, 1992, 3326498, Europe, 71.581, 2497.437901 -Albania, 1997, 3428038, Europe, 72.95, 3193.054604 -Albania, 2002, 3508512, Europe, 75.651, 4604.211737 -Albania, 2007, 3600523, Europe, 76.423, 5937.029526 -Algeria, 1952, 9279525, Africa, 43.077, 2449.008185 -Algeria, 1957, 10270856, Africa, 45.685, 3013.976023 -Algeria, 1962, 11000948, Africa, 48.303, 2550.81688 -Algeria, 1967, 12760499, Africa, 51.407, 3246.991771 -Algeria, 1972, 14760787, Africa, 54.518, 4182.663766 -Algeria, 1977, 17152804, Africa, 58.014, 4910.416756 -Algeria, 1982, 20033753, Africa, 61.368, 5745.160213 -Algeria, 1987, 23254956, Africa, 65.799, 5681.358539 -Algeria, 1992, 26298373, Africa, 67.744, 5023.216647 -Algeria, 1997, 29072015, Africa, 69.152, 4797.295051 -Algeria, 2002, 31287142, Africa, 70.994, 5288.040382 -Algeria, 2007, 33333216, Africa, 72.301, 6223.367465 -Angola, 1952, 4232095, Africa, 30.015, 3520.610273 -Angola, 1957, 4561361, Africa, 31.999, 3827.940465 -Angola, 1962, 4826015, Africa, 34, 4269.276742 -Angola, 1967, 5247469, Africa, 35.985, 5522.776375 -Angola, 1972, 5894858, Africa, 37.928, 5473.288005 -Angola, 1977, 6162675, Africa, 39.483, 3008.647355 -Angola, 1982, 7016384, Africa, 39.942, 2756.953672 -Angola, 1987, 7874230, Africa, 39.906, 2430.208311 -Angola, 1992, 8735988, Africa, 40.647, 2627.845685 -Angola, 1997, 9875024, Africa, 40.963, 2277.140884 -Angola, 2002, 10866106, Africa, 41.003, 2773.287312 -Angola, 2007, 12420476, Africa, 42.731, 4797.231267 -Argentina, 1952, 17876956, Americas, 62.485, 5911.315053 -Argentina, 1957, 19610538, Americas, 64.399, 6856.856212 -Argentina, 1962, 21283783, Americas, 65.142, 7133.166023 -Argentina, 1967, 22934225, Americas, 65.634, 8052.953021 -Argentina, 1972, 24779799, Americas, 67.065, 9443.038526 -Argentina, 1977, 26983828, Americas, 68.481, 10079.02674 -Argentina, 1982, 29341374, Americas, 69.942, 8997.897412 -Argentina, 1987, 31620918, Americas, 70.774, 9139.671389 -Argentina, 1992, 33958947, Americas, 71.868, 9308.41871 -Argentina, 1997, 36203463, Americas, 73.275, 10967.28195 -Argentina, 2002, 38331121, Americas, 74.34, 8797.640716 -Argentina, 2007, 40301927, Americas, 75.32, 12779.37964 -Australia, 1952, 8691212, Oceania, 69.12, 10039.59564 -Australia, 1957, 9712569, Oceania, 70.33, 10949.64959 -Australia, 1962, 10794968, Oceania, 70.93, 12217.22686 -Australia, 1967, 11872264, Oceania, 71.1, 14526.12465 -Australia, 1972, 13177000, Oceania, 71.93, 16788.62948 -Australia, 1977, 14074100, Oceania, 73.49, 18334.19751 -Australia, 1982, 15184200, Oceania, 74.74, 19477.00928 -Australia, 1987, 16257249, Oceania, 76.32, 21888.88903 -Australia, 1992, 17481977, Oceania, 77.56, 23424.76683 -Australia, 1997, 18565243, Oceania, 78.83, 26997.93657 -Australia, 2002, 19546792, Oceania, 80.37, 30687.75473 -Australia, 2007, 20434176, Oceania, 81.235, 34435.36744 -Austria, 1952, 6927772, Europe, 66.8, 6137.076492 -Austria, 1957, 6965860, Europe, 67.48, 8842.59803 -Austria, 1962, 7129864, Europe, 69.54, 10750.72111 -Austria, 1967, 7376998, Europe, 70.14, 12834.6024 -Austria, 1972, 7544201, Europe, 70.63, 16661.6256 -Austria, 1977, 7568430, Europe, 72.17, 19749.4223 -Austria, 1982, 7574613, Europe, 73.18, 21597.08362 -Austria, 1987, 7578903, Europe, 74.94, 23687.82607 -Austria, 1992, 7914969, Europe, 76.04, 27042.01868 -Austria, 1997, 8069876, Europe, 77.51, 29095.92066 -Austria, 2002, 8148312, Europe, 78.98, 32417.60769 -Austria, 2007, 8199783, Europe, 79.829, 36126.4927 -Bahrain, 1952, 120447, Asia, 50.939, 9867.084765 -Bahrain, 1957, 138655, Asia, 53.832, 11635.79945 -Bahrain, 1962, 171863, Asia, 56.923, 12753.27514 -Bahrain, 1967, 202182, Asia, 59.923, 14804.6727 -Bahrain, 1972, 230800, Asia, 63.3, 18268.65839 -Bahrain, 1977, 297410, Asia, 65.593, 19340.10196 -Bahrain, 1982, 377967, Asia, 69.052, 19211.14731 -Bahrain, 1987, 454612, Asia, 70.75, 18524.02406 -Bahrain, 1992, 529491, Asia, 72.601, 19035.57917 -Bahrain, 1997, 598561, Asia, 73.925, 20292.01679 -Bahrain, 2002, 656397, Asia, 74.795, 23403.55927 -Bahrain, 2007, 708573, Asia, 75.635, 29796.04834 -Bangladesh, 1952, 46886859, Asia, 37.484, 684.2441716 -Bangladesh, 1957, 51365468, Asia, 39.348, 661.6374577 -Bangladesh, 1962, 56839289, Asia, 41.216, 686.3415538 -Bangladesh, 1967, 62821884, Asia, 43.453, 721.1860862 -Bangladesh, 1972, 70759295, Asia, 45.252, 630.2336265 -Bangladesh, 1977, 80428306, Asia, 46.923, 659.8772322 -Bangladesh, 1982, 93074406, Asia, 50.009, 676.9818656 -Bangladesh, 1987, 103764241, Asia, 52.819, 751.9794035 -Bangladesh, 1992, 113704579, Asia, 56.018, 837.8101643 -Bangladesh, 1997, 123315288, Asia, 59.412, 972.7700352 -Bangladesh, 2002, 135656790, Asia, 62.013, 1136.39043 -Bangladesh, 2007, 150448339, Asia, 64.062, 1391.253792 -Belgium, 1952, 8730405, Europe, 68, 8343.105127 -Belgium, 1957, 8989111, Europe, 69.24, 9714.960623 -Belgium, 1962, 9218400, Europe, 70.25, 10991.20676 -Belgium, 1967, 9556500, Europe, 70.94, 13149.04119 -Belgium, 1972, 9709100, Europe, 71.44, 16672.14356 -Belgium, 1977, 9821800, Europe, 72.8, 19117.97448 -Belgium, 1982, 9856303, Europe, 73.93, 20979.84589 -Belgium, 1987, 9870200, Europe, 75.35, 22525.56308 -Belgium, 1992, 10045622, Europe, 76.46, 25575.57069 -Belgium, 1997, 10199787, Europe, 77.53, 27561.19663 -Belgium, 2002, 10311970, Europe, 78.32, 30485.88375 -Belgium, 2007, 10392226, Europe, 79.441, 33692.60508 -Benin, 1952, 1738315, Africa, 38.223, 1062.7522 -Benin, 1957, 1925173, Africa, 40.358, 959.6010805 -Benin, 1962, 2151895, Africa, 42.618, 949.4990641 -Benin, 1967, 2427334, Africa, 44.885, 1035.831411 -Benin, 1972, 2761407, Africa, 47.014, 1085.796879 -Benin, 1977, 3168267, Africa, 49.19, 1029.161251 -Benin, 1982, 3641603, Africa, 50.904, 1277.897616 -Benin, 1987, 4243788, Africa, 52.337, 1225.85601 -Benin, 1992, 4981671, Africa, 53.919, 1191.207681 -Benin, 1997, 6066080, Africa, 54.777, 1232.975292 -Benin, 2002, 7026113, Africa, 54.406, 1372.877931 -Benin, 2007, 8078314, Africa, 56.728, 1441.284873 -Bolivia, 1952, 2883315, Americas, 40.414, 2677.326347 -Bolivia, 1957, 3211738, Americas, 41.89, 2127.686326 -Bolivia, 1962, 3593918, Americas, 43.428, 2180.972546 -Bolivia, 1967, 4040665, Americas, 45.032, 2586.886053 -Bolivia, 1972, 4565872, Americas, 46.714, 2980.331339 -Bolivia, 1977, 5079716, Americas, 50.023, 3548.097832 -Bolivia, 1982, 5642224, Americas, 53.859, 3156.510452 -Bolivia, 1987, 6156369, Americas, 57.251, 2753.69149 -Bolivia, 1992, 6893451, Americas, 59.957, 2961.699694 -Bolivia, 1997, 7693188, Americas, 62.05, 3326.143191 -Bolivia, 2002, 8445134, Americas, 63.883, 3413.26269 -Bolivia, 2007, 9119152, Americas, 65.554, 3822.137084 -Bosnia and Herzegovina, 1952, 2791000, Europe, 53.82, 973.5331948 -Bosnia and Herzegovina, 1957, 3076000, Europe, 58.45, 1353.989176 -Bosnia and Herzegovina, 1962, 3349000, Europe, 61.93, 1709.683679 -Bosnia and Herzegovina, 1967, 3585000, Europe, 64.79, 2172.352423 -Bosnia and Herzegovina, 1972, 3819000, Europe, 67.45, 2860.16975 -Bosnia and Herzegovina, 1977, 4086000, Europe, 69.86, 3528.481305 -Bosnia and Herzegovina, 1982, 4172693, Europe, 70.69, 4126.613157 -Bosnia and Herzegovina, 1987, 4338977, Europe, 71.14, 4314.114757 -Bosnia and Herzegovina, 1992, 4256013, Europe, 72.178, 2546.781445 -Bosnia and Herzegovina, 1997, 3607000, Europe, 73.244, 4766.355904 -Bosnia and Herzegovina, 2002, 4165416, Europe, 74.09, 6018.975239 -Bosnia and Herzegovina, 2007, 4552198, Europe, 74.852, 7446.298803 -Botswana, 1952, 442308, Africa, 47.622, 851.2411407 -Botswana, 1957, 474639, Africa, 49.618, 918.2325349 -Botswana, 1962, 512764, Africa, 51.52, 983.6539764 -Botswana, 1967, 553541, Africa, 53.298, 1214.709294 -Botswana, 1972, 619351, Africa, 56.024, 2263.611114 -Botswana, 1977, 781472, Africa, 59.319, 3214.857818 -Botswana, 1982, 970347, Africa, 61.484, 4551.14215 -Botswana, 1987, 1151184, Africa, 63.622, 6205.88385 -Botswana, 1992, 1342614, Africa, 62.745, 7954.111645 -Botswana, 1997, 1536536, Africa, 52.556, 8647.142313 -Botswana, 2002, 1630347, Africa, 46.634, 11003.60508 -Botswana, 2007, 1639131, Africa, 50.728, 12569.85177 -Brazil, 1952, 56602560, Americas, 50.917, 2108.944355 -Brazil, 1957, 65551171, Americas, 53.285, 2487.365989 -Brazil, 1962, 76039390, Americas, 55.665, 3336.585802 -Brazil, 1967, 88049823, Americas, 57.632, 3429.864357 -Brazil, 1972, 100840058, Americas, 59.504, 4985.711467 -Brazil, 1977, 114313951, Americas, 61.489, 6660.118654 -Brazil, 1982, 128962939, Americas, 63.336, 7030.835878 -Brazil, 1987, 142938076, Americas, 65.205, 7807.095818 -Brazil, 1992, 155975974, Americas, 67.057, 6950.283021 -Brazil, 1997, 168546719, Americas, 69.388, 7957.980824 -Brazil, 2002, 179914212, Americas, 71.006, 8131.212843 -Brazil, 2007, 190010647, Americas, 72.39, 9065.800825 -Bulgaria, 1952, 7274900, Europe, 59.6, 2444.286648 -Bulgaria, 1957, 7651254, Europe, 66.61, 3008.670727 -Bulgaria, 1962, 8012946, Europe, 69.51, 4254.337839 -Bulgaria, 1967, 8310226, Europe, 70.42, 5577.0028 -Bulgaria, 1972, 8576200, Europe, 70.9, 6597.494398 -Bulgaria, 1977, 8797022, Europe, 70.81, 7612.240438 -Bulgaria, 1982, 8892098, Europe, 71.08, 8224.191647 -Bulgaria, 1987, 8971958, Europe, 71.34, 8239.854824 -Bulgaria, 1992, 8658506, Europe, 71.19, 6302.623438 -Bulgaria, 1997, 8066057, Europe, 70.32, 5970.38876 -Bulgaria, 2002, 7661799, Europe, 72.14, 7696.777725 -Bulgaria, 2007, 7322858, Europe, 73.005, 10680.79282 -Burkina Faso, 1952, 4469979, Africa, 31.975, 543.2552413 -Burkina Faso, 1957, 4713416, Africa, 34.906, 617.1834648 -Burkina Faso, 1962, 4919632, Africa, 37.814, 722.5120206 -Burkina Faso, 1967, 5127935, Africa, 40.697, 794.8265597 -Burkina Faso, 1972, 5433886, Africa, 43.591, 854.7359763 -Burkina Faso, 1977, 5889574, Africa, 46.137, 743.3870368 -Burkina Faso, 1982, 6634596, Africa, 48.122, 807.1985855 -Burkina Faso, 1987, 7586551, Africa, 49.557, 912.0631417 -Burkina Faso, 1992, 8878303, Africa, 50.26, 931.7527731 -Burkina Faso, 1997, 10352843, Africa, 50.324, 946.2949618 -Burkina Faso, 2002, 12251209, Africa, 50.65, 1037.645221 -Burkina Faso, 2007, 14326203, Africa, 52.295, 1217.032994 -Burundi, 1952, 2445618, Africa, 39.031, 339.2964587 -Burundi, 1957, 2667518, Africa, 40.533, 379.5646281 -Burundi, 1962, 2961915, Africa, 42.045, 355.2032273 -Burundi, 1967, 3330989, Africa, 43.548, 412.9775136 -Burundi, 1972, 3529983, Africa, 44.057, 464.0995039 -Burundi, 1977, 3834415, Africa, 45.91, 556.1032651 -Burundi, 1982, 4580410, Africa, 47.471, 559.603231 -Burundi, 1987, 5126023, Africa, 48.211, 621.8188189 -Burundi, 1992, 5809236, Africa, 44.736, 631.6998778 -Burundi, 1997, 6121610, Africa, 45.326, 463.1151478 -Burundi, 2002, 7021078, Africa, 47.36, 446.4035126 -Burundi, 2007, 8390505, Africa, 49.58, 430.0706916 -Cambodia, 1952, 4693836, Asia, 39.417, 368.4692856 -Cambodia, 1957, 5322536, Asia, 41.366, 434.0383364 -Cambodia, 1962, 6083619, Asia, 43.415, 496.9136476 -Cambodia, 1967, 6960067, Asia, 45.415, 523.4323142 -Cambodia, 1972, 7450606, Asia, 40.317, 421.6240257 -Cambodia, 1977, 6978607, Asia, 31.22, 524.9721832 -Cambodia, 1982, 7272485, Asia, 50.957, 624.4754784 -Cambodia, 1987, 8371791, Asia, 53.914, 683.8955732 -Cambodia, 1992, 10150094, Asia, 55.803, 682.3031755 -Cambodia, 1997, 11782962, Asia, 56.534, 734.28517 -Cambodia, 2002, 12926707, Asia, 56.752, 896.2260153 -Cambodia, 2007, 14131858, Asia, 59.723, 1713.778686 -Cameroon, 1952, 5009067, Africa, 38.523, 1172.667655 -Cameroon, 1957, 5359923, Africa, 40.428, 1313.048099 -Cameroon, 1962, 5793633, Africa, 42.643, 1399.607441 -Cameroon, 1967, 6335506, Africa, 44.799, 1508.453148 -Cameroon, 1972, 7021028, Africa, 47.049, 1684.146528 -Cameroon, 1977, 7959865, Africa, 49.355, 1783.432873 -Cameroon, 1982, 9250831, Africa, 52.961, 2367.983282 -Cameroon, 1987, 10780667, Africa, 54.985, 2602.664206 -Cameroon, 1992, 12467171, Africa, 54.314, 1793.163278 -Cameroon, 1997, 14195809, Africa, 52.199, 1694.337469 -Cameroon, 2002, 15929988, Africa, 49.856, 1934.011449 -Cameroon, 2007, 17696293, Africa, 50.43, 2042.09524 -Canada, 1952, 14785584, Americas, 68.75, 11367.16112 -Canada, 1957, 17010154, Americas, 69.96, 12489.95006 -Canada, 1962, 18985849, Americas, 71.3, 13462.48555 -Canada, 1967, 20819767, Americas, 72.13, 16076.58803 -Canada, 1972, 22284500, Americas, 72.88, 18970.57086 -Canada, 1977, 23796400, Americas, 74.21, 22090.88306 -Canada, 1982, 25201900, Americas, 75.76, 22898.79214 -Canada, 1987, 26549700, Americas, 76.86, 26626.51503 -Canada, 1992, 28523502, Americas, 77.95, 26342.88426 -Canada, 1997, 30305843, Americas, 78.61, 28954.92589 -Canada, 2002, 31902268, Americas, 79.77, 33328.96507 -Canada, 2007, 33390141, Americas, 80.653, 36319.23501 -Central African Republic, 1952, 1291695, Africa, 35.463, 1071.310713 -Central African Republic, 1957, 1392284, Africa, 37.464, 1190.844328 -Central African Republic, 1962, 1523478, Africa, 39.475, 1193.068753 -Central African Republic, 1967, 1733638, Africa, 41.478, 1136.056615 -Central African Republic, 1972, 1927260, Africa, 43.457, 1070.013275 -Central African Republic, 1977, 2167533, Africa, 46.775, 1109.374338 -Central African Republic, 1982, 2476971, Africa, 48.295, 956.7529907 -Central African Republic, 1987, 2840009, Africa, 50.485, 844.8763504 -Central African Republic, 1992, 3265124, Africa, 49.396, 747.9055252 -Central African Republic, 1997, 3696513, Africa, 46.066, 740.5063317 -Central African Republic, 2002, 4048013, Africa, 43.308, 738.6906068 -Central African Republic, 2007, 4369038, Africa, 44.741, 706.016537 -Chad, 1952, 2682462, Africa, 38.092, 1178.665927 -Chad, 1957, 2894855, Africa, 39.881, 1308.495577 -Chad, 1962, 3150417, Africa, 41.716, 1389.817618 -Chad, 1967, 3495967, Africa, 43.601, 1196.810565 -Chad, 1972, 3899068, Africa, 45.569, 1104.103987 -Chad, 1977, 4388260, Africa, 47.383, 1133.98495 -Chad, 1982, 4875118, Africa, 49.517, 797.9081006 -Chad, 1987, 5498955, Africa, 51.051, 952.386129 -Chad, 1992, 6429417, Africa, 51.724, 1058.0643 -Chad, 1997, 7562011, Africa, 51.573, 1004.961353 -Chad, 2002, 8835739, Africa, 50.525, 1156.18186 -Chad, 2007, 10238807, Africa, 50.651, 1704.063724 -Chile, 1952, 6377619, Americas, 54.745, 3939.978789 -Chile, 1957, 7048426, Americas, 56.074, 4315.622723 -Chile, 1962, 7961258, Americas, 57.924, 4519.094331 -Chile, 1967, 8858908, Americas, 60.523, 5106.654313 -Chile, 1972, 9717524, Americas, 63.441, 5494.024437 -Chile, 1977, 10599793, Americas, 67.052, 4756.763836 -Chile, 1982, 11487112, Americas, 70.565, 5095.665738 -Chile, 1987, 12463354, Americas, 72.492, 5547.063754 -Chile, 1992, 13572994, Americas, 74.126, 7596.125964 -Chile, 1997, 14599929, Americas, 75.816, 10118.05318 -Chile, 2002, 15497046, Americas, 77.86, 10778.78385 -Chile, 2007, 16284741, Americas, 78.553, 13171.63885 -China, 1952, 556263527.999989, Asia, 44, 400.448610699994 -China, 1957, 637408000, Asia, 50.54896, 575.9870009 -China, 1962, 665770000, Asia, 44.50136, 487.6740183 -China, 1967, 754550000, Asia, 58.38112, 612.7056934 -China, 1972, 862030000, Asia, 63.11888, 676.9000921 -China, 1977, 943455000, Asia, 63.96736, 741.2374699 -China, 1982, 1000281000, Asia, 65.525, 962.4213805 -China, 1987, 1084035000, Asia, 67.274, 1378.904018 -China, 1992, 1164970000, Asia, 68.69, 1655.784158 -China, 1997, 1230075000, Asia, 70.426, 2289.234136 -China, 2002, 1280400000, Asia, 72.028, 3119.280896 -China, 2007, 1318683096, Asia, 72.961, 4959.114854 -Colombia, 1952, 12350771, Americas, 50.643, 2144.115096 -Colombia, 1957, 14485993, Americas, 55.118, 2323.805581 -Colombia, 1962, 17009885, Americas, 57.863, 2492.351109 -Colombia, 1967, 19764027, Americas, 59.963, 2678.729839 -Colombia, 1972, 22542890, Americas, 61.623, 3264.660041 -Colombia, 1977, 25094412, Americas, 63.837, 3815.80787 -Colombia, 1982, 27764644, Americas, 66.653, 4397.575659 -Colombia, 1987, 30964245, Americas, 67.768, 4903.2191 -Colombia, 1992, 34202721, Americas, 68.421, 5444.648617 -Colombia, 1997, 37657830, Americas, 70.313, 6117.361746 -Colombia, 2002, 41008227, Americas, 71.682, 5755.259962 -Colombia, 2007, 44227550, Americas, 72.889, 7006.580419 -Comoros, 1952, 153936, Africa, 40.715, 1102.990936 -Comoros, 1957, 170928, Africa, 42.46, 1211.148548 -Comoros, 1962, 191689, Africa, 44.467, 1406.648278 -Comoros, 1967, 217378, Africa, 46.472, 1876.029643 -Comoros, 1972, 250027, Africa, 48.944, 1937.577675 -Comoros, 1977, 304739, Africa, 50.939, 1172.603047 -Comoros, 1982, 348643, Africa, 52.933, 1267.100083 -Comoros, 1987, 395114, Africa, 54.926, 1315.980812 -Comoros, 1992, 454429, Africa, 57.939, 1246.90737 -Comoros, 1997, 527982, Africa, 60.66, 1173.618235 -Comoros, 2002, 614382, Africa, 62.974, 1075.811558 -Comoros, 2007, 710960, Africa, 65.152, 986.1478792 -Congo, Dem. Rep., 1952, 14100005, Africa, 39.143, 780.5423257 -Congo, Dem. Rep., 1957, 15577932, Africa, 40.652, 905.8602303 -Congo, Dem. Rep., 1962, 17486434, Africa, 42.122, 896.3146335 -Congo, Dem. Rep., 1967, 19941073, Africa, 44.056, 861.5932424 -Congo, Dem. Rep., 1972, 23007669, Africa, 45.989, 904.8960685 -Congo, Dem. Rep., 1977, 26480870, Africa, 47.804, 795.757282 -Congo, Dem. Rep., 1982, 30646495, Africa, 47.784, 673.7478181 -Congo, Dem. Rep., 1987, 35481645, Africa, 47.412, 672.774812 -Congo, Dem. Rep., 1992, 41672143, Africa, 45.548, 457.7191807 -Congo, Dem. Rep., 1997, 47798986, Africa, 42.587, 312.188423 -Congo, Dem. Rep., 2002, 55379852, Africa, 44.966, 241.1658765 -Congo, Dem. Rep., 2007, 64606759, Africa, 46.462, 277.5518587 -Congo, Rep., 1952, 854885, Africa, 42.111, 2125.621418 -Congo, Rep., 1957, 940458, Africa, 45.053, 2315.056572 -Congo, Rep., 1962, 1047924, Africa, 48.435, 2464.783157 -Congo, Rep., 1967, 1179760, Africa, 52.04, 2677.939642 -Congo, Rep., 1972, 1340458, Africa, 54.907, 3213.152683 -Congo, Rep., 1977, 1536769, Africa, 55.625, 3259.178978 -Congo, Rep., 1982, 1774735, Africa, 56.695, 4879.507522 -Congo, Rep., 1987, 2064095, Africa, 57.47, 4201.194937 -Congo, Rep., 1992, 2409073, Africa, 56.433, 4016.239529 -Congo, Rep., 1997, 2800947, Africa, 52.962, 3484.164376 -Congo, Rep., 2002, 3328795, Africa, 52.97, 3484.06197 -Congo, Rep., 2007, 3800610, Africa, 55.322, 3632.557798 -Costa Rica, 1952, 926317, Americas, 57.206, 2627.009471 -Costa Rica, 1957, 1112300, Americas, 60.026, 2990.010802 -Costa Rica, 1962, 1345187, Americas, 62.842, 3460.937025 -Costa Rica, 1967, 1588717, Americas, 65.424, 4161.727834 -Costa Rica, 1972, 1834796, Americas, 67.849, 5118.146939 -Costa Rica, 1977, 2108457, Americas, 70.75, 5926.876967 -Costa Rica, 1982, 2424367, Americas, 73.45, 5262.734751 -Costa Rica, 1987, 2799811, Americas, 74.752, 5629.915318 -Costa Rica, 1992, 3173216, Americas, 75.713, 6160.416317 -Costa Rica, 1997, 3518107, Americas, 77.26, 6677.045314 -Costa Rica, 2002, 3834934, Americas, 78.123, 7723.447195 -Costa Rica, 2007, 4133884, Americas, 78.782, 9645.06142 -Cote d'Ivoire, 1952, 2977019, Africa, 40.477, 1388.594732 -Cote d'Ivoire, 1957, 3300000, Africa, 42.469, 1500.895925 -Cote d'Ivoire, 1962, 3832408, Africa, 44.93, 1728.869428 -Cote d'Ivoire, 1967, 4744870, Africa, 47.35, 2052.050473 -Cote d'Ivoire, 1972, 6071696, Africa, 49.801, 2378.201111 -Cote d'Ivoire, 1977, 7459574, Africa, 52.374, 2517.736547 -Cote d'Ivoire, 1982, 9025951, Africa, 53.983, 2602.710169 -Cote d'Ivoire, 1987, 10761098, Africa, 54.655, 2156.956069 -Cote d'Ivoire, 1992, 12772596, Africa, 52.044, 1648.073791 -Cote d'Ivoire, 1997, 14625967, Africa, 47.991, 1786.265407 -Cote d'Ivoire, 2002, 16252726, Africa, 46.832, 1648.800823 -Cote d'Ivoire, 2007, 18013409, Africa, 48.328, 1544.750112 -Croatia, 1952, 3882229, Europe, 61.21, 3119.23652 -Croatia, 1957, 3991242, Europe, 64.77, 4338.231617 -Croatia, 1962, 4076557, Europe, 67.13, 5477.890018 -Croatia, 1967, 4174366, Europe, 68.5, 6960.297861 -Croatia, 1972, 4225310, Europe, 69.61, 9164.090127 -Croatia, 1977, 4318673, Europe, 70.64, 11305.38517 -Croatia, 1982, 4413368, Europe, 70.46, 13221.82184 -Croatia, 1987, 4484310, Europe, 71.52, 13822.58394 -Croatia, 1992, 4494013, Europe, 72.527, 8447.794873 -Croatia, 1997, 4444595, Europe, 73.68, 9875.604515 -Croatia, 2002, 4481020, Europe, 74.876, 11628.38895 -Croatia, 2007, 4493312, Europe, 75.748, 14619.22272 -Cuba, 1952, 6007797, Americas, 59.421, 5586.53878 -Cuba, 1957, 6640752, Americas, 62.325, 6092.174359 -Cuba, 1962, 7254373, Americas, 65.246, 5180.75591 -Cuba, 1967, 8139332, Americas, 68.29, 5690.268015 -Cuba, 1972, 8831348, Americas, 70.723, 5305.445256 -Cuba, 1977, 9537988, Americas, 72.649, 6380.494966 -Cuba, 1982, 9789224, Americas, 73.717, 7316.918107 -Cuba, 1987, 10239839, Americas, 74.174, 7532.924763 -Cuba, 1992, 10723260, Americas, 74.414, 5592.843963 -Cuba, 1997, 10983007, Americas, 76.151, 5431.990415 -Cuba, 2002, 11226999, Americas, 77.158, 6340.646683 -Cuba, 2007, 11416987, Americas, 78.273, 8948.102923 -Czech Republic, 1952, 9125183, Europe, 66.87, 6876.14025 -Czech Republic, 1957, 9513758, Europe, 69.03, 8256.343918 -Czech Republic, 1962, 9620282, Europe, 69.9, 10136.86713 -Czech Republic, 1967, 9835109, Europe, 70.38, 11399.44489 -Czech Republic, 1972, 9862158, Europe, 70.29, 13108.4536 -Czech Republic, 1977, 10161915, Europe, 70.71, 14800.16062 -Czech Republic, 1982, 10303704, Europe, 70.96, 15377.22855 -Czech Republic, 1987, 10311597, Europe, 71.58, 16310.4434 -Czech Republic, 1992, 10315702, Europe, 72.4, 14297.02122 -Czech Republic, 1997, 10300707, Europe, 74.01, 16048.51424 -Czech Republic, 2002, 10256295, Europe, 75.51, 17596.21022 -Czech Republic, 2007, 10228744, Europe, 76.486, 22833.30851 -Denmark, 1952, 4334000, Europe, 70.78, 9692.385245 -Denmark, 1957, 4487831, Europe, 71.81, 11099.65935 -Denmark, 1962, 4646899, Europe, 72.35, 13583.31351 -Denmark, 1967, 4838800, Europe, 72.96, 15937.21123 -Denmark, 1972, 4991596, Europe, 73.47, 18866.20721 -Denmark, 1977, 5088419, Europe, 74.69, 20422.9015 -Denmark, 1982, 5117810, Europe, 74.63, 21688.04048 -Denmark, 1987, 5127024, Europe, 74.8, 25116.17581 -Denmark, 1992, 5171393, Europe, 75.33, 26406.73985 -Denmark, 1997, 5283663, Europe, 76.11, 29804.34567 -Denmark, 2002, 5374693, Europe, 77.18, 32166.50006 -Denmark, 2007, 5468120, Europe, 78.332, 35278.41874 -Djibouti, 1952, 63149, Africa, 34.812, 2669.529475 -Djibouti, 1957, 71851, Africa, 37.328, 2864.969076 -Djibouti, 1962, 89898, Africa, 39.693, 3020.989263 -Djibouti, 1967, 127617, Africa, 42.074, 3020.050513 -Djibouti, 1972, 178848, Africa, 44.366, 3694.212352 -Djibouti, 1977, 228694, Africa, 46.519, 3081.761022 -Djibouti, 1982, 305991, Africa, 48.812, 2879.468067 -Djibouti, 1987, 311025, Africa, 50.04, 2880.102568 -Djibouti, 1992, 384156, Africa, 51.604, 2377.156192 -Djibouti, 1997, 417908, Africa, 53.157, 1895.016984 -Djibouti, 2002, 447416, Africa, 53.373, 1908.260867 -Djibouti, 2007, 496374, Africa, 54.791, 2082.481567 -Dominican Republic, 1952, 2491346, Americas, 45.928, 1397.717137 -Dominican Republic, 1957, 2923186, Americas, 49.828, 1544.402995 -Dominican Republic, 1962, 3453434, Americas, 53.459, 1662.137359 -Dominican Republic, 1967, 4049146, Americas, 56.751, 1653.723003 -Dominican Republic, 1972, 4671329, Americas, 59.631, 2189.874499 -Dominican Republic, 1977, 5302800, Americas, 61.788, 2681.9889 -Dominican Republic, 1982, 5968349, Americas, 63.727, 2861.092386 -Dominican Republic, 1987, 6655297, Americas, 66.046, 2899.842175 -Dominican Republic, 1992, 7351181, Americas, 68.457, 3044.214214 -Dominican Republic, 1997, 7992357, Americas, 69.957, 3614.101285 -Dominican Republic, 2002, 8650322, Americas, 70.847, 4563.808154 -Dominican Republic, 2007, 9319622, Americas, 72.235, 6025.374752 -Ecuador, 1952, 3548753, Americas, 48.357, 3522.110717 -Ecuador, 1957, 4058385, Americas, 51.356, 3780.546651 -Ecuador, 1962, 4681707, Americas, 54.64, 4086.114078 -Ecuador, 1967, 5432424, Americas, 56.678, 4579.074215 -Ecuador, 1972, 6298651, Americas, 58.796, 5280.99471 -Ecuador, 1977, 7278866, Americas, 61.31, 6679.62326 -Ecuador, 1982, 8365850, Americas, 64.342, 7213.791267 -Ecuador, 1987, 9545158, Americas, 67.231, 6481.776993 -Ecuador, 1992, 10748394, Americas, 69.613, 7103.702595 -Ecuador, 1997, 11911819, Americas, 72.312, 7429.455877 -Ecuador, 2002, 12921234, Americas, 74.173, 5773.044512 -Ecuador, 2007, 13755680, Americas, 74.994, 6873.262326 -Egypt, 1952, 22223309, Africa, 41.893, 1418.822445 -Egypt, 1957, 25009741, Africa, 44.444, 1458.915272 -Egypt, 1962, 28173309, Africa, 46.992, 1693.335853 -Egypt, 1967, 31681188, Africa, 49.293, 1814.880728 -Egypt, 1972, 34807417, Africa, 51.137, 2024.008147 -Egypt, 1977, 38783863, Africa, 53.319, 2785.493582 -Egypt, 1982, 45681811, Africa, 56.006, 3503.729636 -Egypt, 1987, 52799062, Africa, 59.797, 3885.46071 -Egypt, 1992, 59402198, Africa, 63.674, 3794.755195 -Egypt, 1997, 66134291, Africa, 67.217, 4173.181797 -Egypt, 2002, 73312559, Africa, 69.806, 4754.604414 -Egypt, 2007, 80264543, Africa, 71.338, 5581.180998 -El Salvador, 1952, 2042865, Americas, 45.262, 3048.3029 -El Salvador, 1957, 2355805, Americas, 48.57, 3421.523218 -El Salvador, 1962, 2747687, Americas, 52.307, 3776.803627 -El Salvador, 1967, 3232927, Americas, 55.855, 4358.595393 -El Salvador, 1972, 3790903, Americas, 58.207, 4520.246008 -El Salvador, 1977, 4282586, Americas, 56.696, 5138.922374 -El Salvador, 1982, 4474873, Americas, 56.604, 4098.344175 -El Salvador, 1987, 4842194, Americas, 63.154, 4140.442097 -El Salvador, 1992, 5274649, Americas, 66.798, 4444.2317 -El Salvador, 1997, 5783439, Americas, 69.535, 5154.825496 -El Salvador, 2002, 6353681, Americas, 70.734, 5351.568666 -El Salvador, 2007, 6939688, Americas, 71.878, 5728.353514 -Equatorial Guinea, 1952, 216964, Africa, 34.482, 375.6431231 -Equatorial Guinea, 1957, 232922, Africa, 35.983, 426.0964081 -Equatorial Guinea, 1962, 249220, Africa, 37.485, 582.8419714 -Equatorial Guinea, 1967, 259864, Africa, 38.987, 915.5960025 -Equatorial Guinea, 1972, 277603, Africa, 40.516, 672.4122571 -Equatorial Guinea, 1977, 192675, Africa, 42.024, 958.5668124 -Equatorial Guinea, 1982, 285483, Africa, 43.662, 927.8253427 -Equatorial Guinea, 1987, 341244, Africa, 45.664, 966.8968149 -Equatorial Guinea, 1992, 387838, Africa, 47.545, 1132.055034 -Equatorial Guinea, 1997, 439971, Africa, 48.245, 2814.480755 -Equatorial Guinea, 2002, 495627, Africa, 49.348, 7703.4959 -Equatorial Guinea, 2007, 551201, Africa, 51.579, 12154.08975 -Eritrea, 1952, 1438760, Africa, 35.928, 328.9405571 -Eritrea, 1957, 1542611, Africa, 38.047, 344.1618859 -Eritrea, 1962, 1666618, Africa, 40.158, 380.9958433 -Eritrea, 1967, 1820319, Africa, 42.189, 468.7949699 -Eritrea, 1972, 2260187, Africa, 44.142, 514.3242082 -Eritrea, 1977, 2512642, Africa, 44.535, 505.7538077 -Eritrea, 1982, 2637297, Africa, 43.89, 524.8758493 -Eritrea, 1987, 2915959, Africa, 46.453, 521.1341333 -Eritrea, 1992, 3668440, Africa, 49.991, 582.8585102 -Eritrea, 1997, 4058319, Africa, 53.378, 913.47079 -Eritrea, 2002, 4414865, Africa, 55.24, 765.3500015 -Eritrea, 2007, 4906585, Africa, 58.04, 641.3695236 -Ethiopia, 1952, 20860941, Africa, 34.078, 362.1462796 -Ethiopia, 1957, 22815614, Africa, 36.667, 378.9041632 -Ethiopia, 1962, 25145372, Africa, 40.059, 419.4564161 -Ethiopia, 1967, 27860297, Africa, 42.115, 516.1186438 -Ethiopia, 1972, 30770372, Africa, 43.515, 566.2439442 -Ethiopia, 1977, 34617799, Africa, 44.51, 556.8083834 -Ethiopia, 1982, 38111756, Africa, 44.916, 577.8607471 -Ethiopia, 1987, 42999530, Africa, 46.684, 573.7413142 -Ethiopia, 1992, 52088559, Africa, 48.091, 421.3534653 -Ethiopia, 1997, 59861301, Africa, 49.402, 515.8894013 -Ethiopia, 2002, 67946797, Africa, 50.725, 530.0535319 -Ethiopia, 2007, 76511887, Africa, 52.947, 690.8055759 -Finland, 1952, 4090500, Europe, 66.55, 6424.519071 -Finland, 1957, 4324000, Europe, 67.49, 7545.415386 -Finland, 1962, 4491443, Europe, 68.75, 9371.842561 -Finland, 1967, 4605744, Europe, 69.83, 10921.63626 -Finland, 1972, 4639657, Europe, 70.87, 14358.8759 -Finland, 1977, 4738902, Europe, 72.52, 15605.42283 -Finland, 1982, 4826933, Europe, 74.55, 18533.15761 -Finland, 1987, 4931729, Europe, 74.83, 21141.01223 -Finland, 1992, 5041039, Europe, 75.7, 20647.16499 -Finland, 1997, 5134406, Europe, 77.13, 23723.9502 -Finland, 2002, 5193039, Europe, 78.37, 28204.59057 -Finland, 2007, 5238460, Europe, 79.313, 33207.0844 -France, 1952, 42459667, Europe, 67.41, 7029.809327 -France, 1957, 44310863, Europe, 68.93, 8662.834898 -France, 1962, 47124000, Europe, 70.51, 10560.48553 -France, 1967, 49569000, Europe, 71.55, 12999.91766 -France, 1972, 51732000, Europe, 72.38, 16107.19171 -France, 1977, 53165019, Europe, 73.83, 18292.63514 -France, 1982, 54433565, Europe, 74.89, 20293.89746 -France, 1987, 55630100, Europe, 76.34, 22066.44214 -France, 1992, 57374179, Europe, 77.46, 24703.79615 -France, 1997, 58623428, Europe, 78.64, 25889.78487 -France, 2002, 59925035, Europe, 79.59, 28926.03234 -France, 2007, 61083916, Europe, 80.657, 30470.0167 -Gabon, 1952, 420702, Africa, 37.003, 4293.476475 -Gabon, 1957, 434904, Africa, 38.999, 4976.198099 -Gabon, 1962, 455661, Africa, 40.489, 6631.459222 -Gabon, 1967, 489004, Africa, 44.598, 8358.761987 -Gabon, 1972, 537977, Africa, 48.69, 11401.94841 -Gabon, 1977, 706367, Africa, 52.79, 21745.57328 -Gabon, 1982, 753874, Africa, 56.564, 15113.36194 -Gabon, 1987, 880397, Africa, 60.19, 11864.40844 -Gabon, 1992, 985739, Africa, 61.366, 13522.15752 -Gabon, 1997, 1126189, Africa, 60.461, 14722.84188 -Gabon, 2002, 1299304, Africa, 56.761, 12521.71392 -Gabon, 2007, 1454867, Africa, 56.735, 13206.48452 -Gambia, 1952, 284320, Africa, 30, 485.2306591 -Gambia, 1957, 323150, Africa, 32.065, 520.9267111 -Gambia, 1962, 374020, Africa, 33.896, 599.650276 -Gambia, 1967, 439593, Africa, 35.857, 734.7829124 -Gambia, 1972, 517101, Africa, 38.308, 756.0868363 -Gambia, 1977, 608274, Africa, 41.842, 884.7552507 -Gambia, 1982, 715523, Africa, 45.58, 835.8096108 -Gambia, 1987, 848406, Africa, 49.265, 611.6588611 -Gambia, 1992, 1025384, Africa, 52.644, 665.6244126 -Gambia, 1997, 1235767, Africa, 55.861, 653.7301704 -Gambia, 2002, 1457766, Africa, 58.041, 660.5855997 -Gambia, 2007, 1688359, Africa, 59.448, 752.7497265 -Germany, 1952, 69145952, Europe, 67.5, 7144.114393 -Germany, 1957, 71019069, Europe, 69.1, 10187.82665 -Germany, 1962, 73739117, Europe, 70.3, 12902.46291 -Germany, 1967, 76368453, Europe, 70.8, 14745.62561 -Germany, 1972, 78717088, Europe, 71, 18016.18027 -Germany, 1977, 78160773, Europe, 72.5, 20512.92123 -Germany, 1982, 78335266, Europe, 73.8, 22031.53274 -Germany, 1987, 77718298, Europe, 74.847, 24639.18566 -Germany, 1992, 80597764, Europe, 76.07, 26505.30317 -Germany, 1997, 82011073, Europe, 77.34, 27788.88416 -Germany, 2002, 82350671, Europe, 78.67, 30035.80198 -Germany, 2007, 82400996, Europe, 79.406, 32170.37442 -Ghana, 1952, 5581001, Africa, 43.149, 911.2989371 -Ghana, 1957, 6391288, Africa, 44.779, 1043.561537 -Ghana, 1962, 7355248, Africa, 46.452, 1190.041118 -Ghana, 1967, 8490213, Africa, 48.072, 1125.69716 -Ghana, 1972, 9354120, Africa, 49.875, 1178.223708 -Ghana, 1977, 10538093, Africa, 51.756, 993.2239571 -Ghana, 1982, 11400338, Africa, 53.744, 876.032569 -Ghana, 1987, 14168101, Africa, 55.729, 847.0061135 -Ghana, 1992, 16278738, Africa, 57.501, 925.060154 -Ghana, 1997, 18418288, Africa, 58.556, 1005.245812 -Ghana, 2002, 20550751, Africa, 58.453, 1111.984578 -Ghana, 2007, 22873338, Africa, 60.022, 1327.60891 -Greece, 1952, 7733250, Europe, 65.86, 3530.690067 -Greece, 1957, 8096218, Europe, 67.86, 4916.299889 -Greece, 1962, 8448233, Europe, 69.51, 6017.190733 -Greece, 1967, 8716441, Europe, 71, 8513.097016 -Greece, 1972, 8888628, Europe, 72.34, 12724.82957 -Greece, 1977, 9308479, Europe, 73.68, 14195.52428 -Greece, 1982, 9786480, Europe, 75.24, 15268.42089 -Greece, 1987, 9974490, Europe, 76.67, 16120.52839 -Greece, 1992, 10325429, Europe, 77.03, 17541.49634 -Greece, 1997, 10502372, Europe, 77.869, 18747.69814 -Greece, 2002, 10603863, Europe, 78.256, 22514.2548 -Greece, 2007, 10706290, Europe, 79.483, 27538.41188 -Guatemala, 1952, 3146381, Americas, 42.023, 2428.237769 -Guatemala, 1957, 3640876, Americas, 44.142, 2617.155967 -Guatemala, 1962, 4208858, Americas, 46.954, 2750.364446 -Guatemala, 1967, 4690773, Americas, 50.016, 3242.531147 -Guatemala, 1972, 5149581, Americas, 53.738, 4031.408271 -Guatemala, 1977, 5703430, Americas, 56.029, 4879.992748 -Guatemala, 1982, 6395630, Americas, 58.137, 4820.49479 -Guatemala, 1987, 7326406, Americas, 60.782, 4246.485974 -Guatemala, 1992, 8486949, Americas, 63.373, 4439.45084 -Guatemala, 1997, 9803875, Americas, 66.322, 4684.313807 -Guatemala, 2002, 11178650, Americas, 68.978, 4858.347495 -Guatemala, 2007, 12572928, Americas, 70.259, 5186.050003 -Guinea, 1952, 2664249, Africa, 33.609, 510.1964923 -Guinea, 1957, 2876726, Africa, 34.558, 576.2670245 -Guinea, 1962, 3140003, Africa, 35.753, 686.3736739 -Guinea, 1967, 3451418, Africa, 37.197, 708.7595409 -Guinea, 1972, 3811387, Africa, 38.842, 741.6662307 -Guinea, 1977, 4227026, Africa, 40.762, 874.6858643 -Guinea, 1982, 4710497, Africa, 42.891, 857.2503577 -Guinea, 1987, 5650262, Africa, 45.552, 805.5724718 -Guinea, 1992, 6990574, Africa, 48.576, 794.3484384 -Guinea, 1997, 8048834, Africa, 51.455, 869.4497668 -Guinea, 2002, 8807818, Africa, 53.676, 945.5835837 -Guinea, 2007, 9947814, Africa, 56.007, 942.6542111 -Guinea-Bissau, 1952, 580653, Africa, 32.5, 299.850319 -Guinea-Bissau, 1957, 601095, Africa, 33.489, 431.7904566 -Guinea-Bissau, 1962, 627820, Africa, 34.488, 522.0343725 -Guinea-Bissau, 1967, 601287, Africa, 35.492, 715.5806402 -Guinea-Bissau, 1972, 625361, Africa, 36.486, 820.2245876 -Guinea-Bissau, 1977, 745228, Africa, 37.465, 764.7259628 -Guinea-Bissau, 1982, 825987, Africa, 39.327, 838.1239671 -Guinea-Bissau, 1987, 927524, Africa, 41.245, 736.4153921 -Guinea-Bissau, 1992, 1050938, Africa, 43.266, 745.5398706 -Guinea-Bissau, 1997, 1193708, Africa, 44.873, 796.6644681 -Guinea-Bissau, 2002, 1332459, Africa, 45.504, 575.7047176 -Guinea-Bissau, 2007, 1472041, Africa, 46.388, 579.231743 -Haiti, 1952, 3201488, Americas, 37.579, 1840.366939 -Haiti, 1957, 3507701, Americas, 40.696, 1726.887882 -Haiti, 1962, 3880130, Americas, 43.59, 1796.589032 -Haiti, 1967, 4318137, Americas, 46.243, 1452.057666 -Haiti, 1972, 4698301, Americas, 48.042, 1654.456946 -Haiti, 1977, 4908554, Americas, 49.923, 1874.298931 -Haiti, 1982, 5198399, Americas, 51.461, 2011.159549 -Haiti, 1987, 5756203, Americas, 53.636, 1823.015995 -Haiti, 1992, 6326682, Americas, 55.089, 1456.309517 -Haiti, 1997, 6913545, Americas, 56.671, 1341.726931 -Haiti, 2002, 7607651, Americas, 58.137, 1270.364932 -Haiti, 2007, 8502814, Americas, 60.916, 1201.637154 -Honduras, 1952, 1517453, Americas, 41.912, 2194.926204 -Honduras, 1957, 1770390, Americas, 44.665, 2220.487682 -Honduras, 1962, 2090162, Americas, 48.041, 2291.156835 -Honduras, 1967, 2500689, Americas, 50.924, 2538.269358 -Honduras, 1972, 2965146, Americas, 53.884, 2529.842345 -Honduras, 1977, 3055235, Americas, 57.402, 3203.208066 -Honduras, 1982, 3669448, Americas, 60.909, 3121.760794 -Honduras, 1987, 4372203, Americas, 64.492, 3023.096699 -Honduras, 1992, 5077347, Americas, 66.399, 3081.694603 -Honduras, 1997, 5867957, Americas, 67.659, 3160.454906 -Honduras, 2002, 6677328, Americas, 68.565, 3099.72866 -Honduras, 2007, 7483763, Americas, 70.198, 3548.330846 -Hong Kong, China, 1952, 2125900, Asia, 60.96, 3054.421209 -Hong Kong, China, 1957, 2736300, Asia, 64.75, 3629.076457 -Hong Kong, China, 1962, 3305200, Asia, 67.65, 4692.648272 -Hong Kong, China, 1967, 3722800, Asia, 70, 6197.962814 -Hong Kong, China, 1972, 4115700, Asia, 72, 8315.928145 -Hong Kong, China, 1977, 4583700, Asia, 73.6, 11186.14125 -Hong Kong, China, 1982, 5264500, Asia, 75.45, 14560.53051 -Hong Kong, China, 1987, 5584510, Asia, 76.2, 20038.47269 -Hong Kong, China, 1992, 5829696, Asia, 77.601, 24757.60301 -Hong Kong, China, 1997, 6495918, Asia, 80, 28377.63219 -Hong Kong, China, 2002, 6762476, Asia, 81.495, 30209.01516 -Hong Kong, China, 2007, 6980412, Asia, 82.208, 39724.97867 -Hungary, 1952, 9504000, Europe, 64.03, 5263.673816 -Hungary, 1957, 9839000, Europe, 66.41, 6040.180011 -Hungary, 1962, 10063000, Europe, 67.96, 7550.359877 -Hungary, 1967, 10223422, Europe, 69.5, 9326.64467 -Hungary, 1972, 10394091, Europe, 69.76, 10168.65611 -Hungary, 1977, 10637171, Europe, 69.95, 11674.83737 -Hungary, 1982, 10705535, Europe, 69.39, 12545.99066 -Hungary, 1987, 10612740, Europe, 69.58, 12986.47998 -Hungary, 1992, 10348684, Europe, 69.17, 10535.62855 -Hungary, 1997, 10244684, Europe, 71.04, 11712.7768 -Hungary, 2002, 10083313, Europe, 72.59, 14843.93556 -Hungary, 2007, 9956108, Europe, 73.338, 18008.94444 -Iceland, 1952, 147962, Europe, 72.49, 7267.688428 -Iceland, 1957, 165110, Europe, 73.47, 9244.001412 -Iceland, 1962, 182053, Europe, 73.68, 10350.15906 -Iceland, 1967, 198676, Europe, 73.73, 13319.89568 -Iceland, 1972, 209275, Europe, 74.46, 15798.06362 -Iceland, 1977, 221823, Europe, 76.11, 19654.96247 -Iceland, 1982, 233997, Europe, 76.99, 23269.6075 -Iceland, 1987, 244676, Europe, 77.23, 26923.20628 -Iceland, 1992, 259012, Europe, 78.77, 25144.39201 -Iceland, 1997, 271192, Europe, 78.95, 28061.09966 -Iceland, 2002, 288030, Europe, 80.5, 31163.20196 -Iceland, 2007, 301931, Europe, 81.757, 36180.78919 -India, 1952, 3.72e+08, Asia, 37.373, 546.5657493 -India, 1957, 4.09e+08, Asia, 40.249, 590.061996 -India, 1962, 4.54e+08, Asia, 43.605, 658.3471509 -India, 1967, 5.06e+08, Asia, 47.193, 700.7706107 -India, 1972, 5.67e+08, Asia, 50.651, 724.032527 -India, 1977, 6.34e+08, Asia, 54.208, 813.337323 -India, 1982, 7.08e+08, Asia, 56.596, 855.7235377 -India, 1987, 7.88e+08, Asia, 58.553, 976.5126756 -India, 1992, 8.72e+08, Asia, 60.223, 1164.406809 -India, 1997, 9.59e+08, Asia, 61.765, 1458.817442 -India, 2002, 1034172547, Asia, 62.879, 1746.769454 -India, 2007, 1110396331, Asia, 64.698, 2452.210407 -Indonesia, 1952, 82052000, Asia, 37.468, 749.6816546 -Indonesia, 1957, 90124000, Asia, 39.918, 858.9002707 -Indonesia, 1962, 99028000, Asia, 42.518, 849.2897701 -Indonesia, 1967, 109343000, Asia, 45.964, 762.4317721 -Indonesia, 1972, 121282000, Asia, 49.203, 1111.107907 -Indonesia, 1977, 136725000, Asia, 52.702, 1382.702056 -Indonesia, 1982, 153343000, Asia, 56.159, 1516.872988 -Indonesia, 1987, 169276000, Asia, 60.137, 1748.356961 -Indonesia, 1992, 184816000, Asia, 62.681, 2383.140898 -Indonesia, 1997, 199278000, Asia, 66.041, 3119.335603 -Indonesia, 2002, 211060000, Asia, 68.588, 2873.91287 -Indonesia, 2007, 223547000, Asia, 70.65, 3540.651564 -Iran, 1952, 17272000, Asia, 44.869, 3035.326002 -Iran, 1957, 19792000, Asia, 47.181, 3290.257643 -Iran, 1962, 22874000, Asia, 49.325, 4187.329802 -Iran, 1967, 26538000, Asia, 52.469, 5906.731805 -Iran, 1972, 30614000, Asia, 55.234, 9613.818607 -Iran, 1977, 35480679, Asia, 57.702, 11888.59508 -Iran, 1982, 43072751, Asia, 59.62, 7608.334602 -Iran, 1987, 51889696, Asia, 63.04, 6642.881371 -Iran, 1992, 60397973, Asia, 65.742, 7235.653188 -Iran, 1997, 63327987, Asia, 68.042, 8263.590301 -Iran, 2002, 66907826, Asia, 69.451, 9240.761975 -Iran, 2007, 69453570, Asia, 70.964, 11605.71449 -Iraq, 1952, 5441766, Asia, 45.32, 4129.766056 -Iraq, 1957, 6248643, Asia, 48.437, 6229.333562 -Iraq, 1962, 7240260, Asia, 51.457, 8341.737815 -Iraq, 1967, 8519282, Asia, 54.459, 8931.459811 -Iraq, 1972, 10061506, Asia, 56.95, 9576.037596 -Iraq, 1977, 11882916, Asia, 60.413, 14688.23507 -Iraq, 1982, 14173318, Asia, 62.038, 14517.90711 -Iraq, 1987, 16543189, Asia, 65.044, 11643.57268 -Iraq, 1992, 17861905, Asia, 59.461, 3745.640687 -Iraq, 1997, 20775703, Asia, 58.811, 3076.239795 -Iraq, 2002, 24001816, Asia, 57.046, 4390.717312 -Iraq, 2007, 27499638, Asia, 59.545, 4471.061906 -Ireland, 1952, 2952156, Europe, 66.91, 5210.280328 -Ireland, 1957, 2878220, Europe, 68.9, 5599.077872 -Ireland, 1962, 2830000, Europe, 70.29, 6631.597314 -Ireland, 1967, 2900100, Europe, 71.08, 7655.568963 -Ireland, 1972, 3024400, Europe, 71.28, 9530.772896 -Ireland, 1977, 3271900, Europe, 72.03, 11150.98113 -Ireland, 1982, 3480000, Europe, 73.1, 12618.32141 -Ireland, 1987, 3539900, Europe, 74.36, 13872.86652 -Ireland, 1992, 3557761, Europe, 75.467, 17558.81555 -Ireland, 1997, 3667233, Europe, 76.122, 24521.94713 -Ireland, 2002, 3879155, Europe, 77.783, 34077.04939 -Ireland, 2007, 4109086, Europe, 78.885, 40675.99635 -Israel, 1952, 1620914, Asia, 65.39, 4086.522128 -Israel, 1957, 1944401, Asia, 67.84, 5385.278451 -Israel, 1962, 2310904, Asia, 69.39, 7105.630706 -Israel, 1967, 2693585, Asia, 70.75, 8393.741404 -Israel, 1972, 3095893, Asia, 71.63, 12786.93223 -Israel, 1977, 3495918, Asia, 73.06, 13306.61921 -Israel, 1982, 3858421, Asia, 74.45, 15367.0292 -Israel, 1987, 4203148, Asia, 75.6, 17122.47986 -Israel, 1992, 4936550, Asia, 76.93, 18051.52254 -Israel, 1997, 5531387, Asia, 78.269, 20896.60924 -Israel, 2002, 6029529, Asia, 79.696, 21905.59514 -Israel, 2007, 6426679, Asia, 80.745, 25523.2771 -Italy, 1952, 47666000, Europe, 65.94, 4931.404155 -Italy, 1957, 49182000, Europe, 67.81, 6248.656232 -Italy, 1962, 50843200, Europe, 69.24, 8243.58234 -Italy, 1967, 52667100, Europe, 71.06, 10022.40131 -Italy, 1972, 54365564, Europe, 72.19, 12269.27378 -Italy, 1977, 56059245, Europe, 73.48, 14255.98475 -Italy, 1982, 56535636, Europe, 74.98, 16537.4835 -Italy, 1987, 56729703, Europe, 76.42, 19207.23482 -Italy, 1992, 56840847, Europe, 77.44, 22013.64486 -Italy, 1997, 57479469, Europe, 78.82, 24675.02446 -Italy, 2002, 57926999, Europe, 80.24, 27968.09817 -Italy, 2007, 58147733, Europe, 80.546, 28569.7197 -Jamaica, 1952, 1426095, Americas, 58.53, 2898.530881 -Jamaica, 1957, 1535090, Americas, 62.61, 4756.525781 -Jamaica, 1962, 1665128, Americas, 65.61, 5246.107524 -Jamaica, 1967, 1861096, Americas, 67.51, 6124.703451 -Jamaica, 1972, 1997616, Americas, 69, 7433.889293 -Jamaica, 1977, 2156814, Americas, 70.11, 6650.195573 -Jamaica, 1982, 2298309, Americas, 71.21, 6068.05135 -Jamaica, 1987, 2326606, Americas, 71.77, 6351.237495 -Jamaica, 1992, 2378618, Americas, 71.766, 7404.923685 -Jamaica, 1997, 2531311, Americas, 72.262, 7121.924704 -Jamaica, 2002, 2664659, Americas, 72.047, 6994.774861 -Jamaica, 2007, 2780132, Americas, 72.567, 7320.880262 -Japan, 1952, 86459025, Asia, 63.03, 3216.956347 -Japan, 1957, 91563009, Asia, 65.5, 4317.694365 -Japan, 1962, 95831757, Asia, 68.73, 6576.649461 -Japan, 1967, 100825279, Asia, 71.43, 9847.788607 -Japan, 1972, 107188273, Asia, 73.42, 14778.78636 -Japan, 1977, 113872473, Asia, 75.38, 16610.37701 -Japan, 1982, 118454974, Asia, 77.11, 19384.10571 -Japan, 1987, 122091325, Asia, 78.67, 22375.94189 -Japan, 1992, 124329269, Asia, 79.36, 26824.89511 -Japan, 1997, 125956499, Asia, 80.69, 28816.58499 -Japan, 2002, 127065841, Asia, 82, 28604.5919 -Japan, 2007, 127467972, Asia, 82.603, 31656.06806 -Jordan, 1952, 607914, Asia, 43.158, 1546.907807 -Jordan, 1957, 746559, Asia, 45.669, 1886.080591 -Jordan, 1962, 933559, Asia, 48.126, 2348.009158 -Jordan, 1967, 1255058, Asia, 51.629, 2741.796252 -Jordan, 1972, 1613551, Asia, 56.528, 2110.856309 -Jordan, 1977, 1937652, Asia, 61.134, 2852.351568 -Jordan, 1982, 2347031, Asia, 63.739, 4161.415959 -Jordan, 1987, 2820042, Asia, 65.869, 4448.679912 -Jordan, 1992, 3867409, Asia, 68.015, 3431.593647 -Jordan, 1997, 4526235, Asia, 69.772, 3645.379572 -Jordan, 2002, 5307470, Asia, 71.263, 3844.917194 -Jordan, 2007, 6053193, Asia, 72.535, 4519.461171 -Kenya, 1952, 6464046, Africa, 42.27, 853.540919 -Kenya, 1957, 7454779, Africa, 44.686, 944.4383152 -Kenya, 1962, 8678557, Africa, 47.949, 896.9663732 -Kenya, 1967, 10191512, Africa, 50.654, 1056.736457 -Kenya, 1972, 12044785, Africa, 53.559, 1222.359968 -Kenya, 1977, 14500404, Africa, 56.155, 1267.613204 -Kenya, 1982, 17661452, Africa, 58.766, 1348.225791 -Kenya, 1987, 21198082, Africa, 59.339, 1361.936856 -Kenya, 1992, 25020539, Africa, 59.285, 1341.921721 -Kenya, 1997, 28263827, Africa, 54.407, 1360.485021 -Kenya, 2002, 31386842, Africa, 50.992, 1287.514732 -Kenya, 2007, 35610177, Africa, 54.11, 1463.249282 -Korea, Dem. Rep., 1952, 8865488, Asia, 50.056, 1088.277758 -Korea, Dem. Rep., 1957, 9411381, Asia, 54.081, 1571.134655 -Korea, Dem. Rep., 1962, 10917494, Asia, 56.656, 1621.693598 -Korea, Dem. Rep., 1967, 12617009, Asia, 59.942, 2143.540609 -Korea, Dem. Rep., 1972, 14781241, Asia, 63.983, 3701.621503 -Korea, Dem. Rep., 1977, 16325320, Asia, 67.159, 4106.301249 -Korea, Dem. Rep., 1982, 17647518, Asia, 69.1, 4106.525293 -Korea, Dem. Rep., 1987, 19067554, Asia, 70.647, 4106.492315 -Korea, Dem. Rep., 1992, 20711375, Asia, 69.978, 3726.063507 -Korea, Dem. Rep., 1997, 21585105, Asia, 67.727, 1690.756814 -Korea, Dem. Rep., 2002, 22215365, Asia, 66.662, 1646.758151 -Korea, Dem. Rep., 2007, 23301725, Asia, 67.297, 1593.06548 -Korea, Rep., 1952, 20947571, Asia, 47.453, 1030.592226 -Korea, Rep., 1957, 22611552, Asia, 52.681, 1487.593537 -Korea, Rep., 1962, 26420307, Asia, 55.292, 1536.344387 -Korea, Rep., 1967, 30131000, Asia, 57.716, 2029.228142 -Korea, Rep., 1972, 33505000, Asia, 62.612, 3030.87665 -Korea, Rep., 1977, 36436000, Asia, 64.766, 4657.22102 -Korea, Rep., 1982, 39326000, Asia, 67.123, 5622.942464 -Korea, Rep., 1987, 41622000, Asia, 69.81, 8533.088805 -Korea, Rep., 1992, 43805450, Asia, 72.244, 12104.27872 -Korea, Rep., 1997, 46173816, Asia, 74.647, 15993.52796 -Korea, Rep., 2002, 47969150, Asia, 77.045, 19233.98818 -Korea, Rep., 2007, 49044790, Asia, 78.623, 23348.13973 -Kuwait, 1952, 160000, Asia, 55.565, 108382.3529 -Kuwait, 1957, 212846, Asia, 58.033, 113523.1329 -Kuwait, 1962, 358266, Asia, 60.47, 95458.11176 -Kuwait, 1967, 575003, Asia, 64.624, 80894.88326 -Kuwait, 1972, 841934, Asia, 67.712, 109347.867 -Kuwait, 1977, 1140357, Asia, 69.343, 59265.47714 -Kuwait, 1982, 1497494, Asia, 71.309, 31354.03573 -Kuwait, 1987, 1891487, Asia, 74.174, 28118.42998 -Kuwait, 1992, 1418095, Asia, 75.19, 34932.91959 -Kuwait, 1997, 1765345, Asia, 76.156, 40300.61996 -Kuwait, 2002, 2111561, Asia, 76.904, 35110.10566 -Kuwait, 2007, 2505559, Asia, 77.588, 47306.98978 -Lebanon, 1952, 1439529, Asia, 55.928, 4834.804067 -Lebanon, 1957, 1647412, Asia, 59.489, 6089.786934 -Lebanon, 1962, 1886848, Asia, 62.094, 5714.560611 -Lebanon, 1967, 2186894, Asia, 63.87, 6006.983042 -Lebanon, 1972, 2680018, Asia, 65.421, 7486.384341 -Lebanon, 1977, 3115787, Asia, 66.099, 8659.696836 -Lebanon, 1982, 3086876, Asia, 66.983, 7640.519521 -Lebanon, 1987, 3089353, Asia, 67.926, 5377.091329 -Lebanon, 1992, 3219994, Asia, 69.292, 6890.806854 -Lebanon, 1997, 3430388, Asia, 70.265, 8754.96385 -Lebanon, 2002, 3677780, Asia, 71.028, 9313.93883 -Lebanon, 2007, 3921278, Asia, 71.993, 10461.05868 -Lesotho, 1952, 748747, Africa, 42.138, 298.8462121 -Lesotho, 1957, 813338, Africa, 45.047, 335.9971151 -Lesotho, 1962, 893143, Africa, 47.747, 411.8006266 -Lesotho, 1967, 996380, Africa, 48.492, 498.6390265 -Lesotho, 1972, 1116779, Africa, 49.767, 496.5815922 -Lesotho, 1977, 1251524, Africa, 52.208, 745.3695408 -Lesotho, 1982, 1411807, Africa, 55.078, 797.2631074 -Lesotho, 1987, 1599200, Africa, 57.18, 773.9932141 -Lesotho, 1992, 1803195, Africa, 59.685, 977.4862725 -Lesotho, 1997, 1982823, Africa, 55.558, 1186.147994 -Lesotho, 2002, 2046772, Africa, 44.593, 1275.184575 -Lesotho, 2007, 2012649, Africa, 42.592, 1569.331442 -Liberia, 1952, 863308, Africa, 38.48, 575.5729961 -Liberia, 1957, 975950, Africa, 39.486, 620.9699901 -Liberia, 1962, 1112796, Africa, 40.502, 634.1951625 -Liberia, 1967, 1279406, Africa, 41.536, 713.6036483 -Liberia, 1972, 1482628, Africa, 42.614, 803.0054535 -Liberia, 1977, 1703617, Africa, 43.764, 640.3224383 -Liberia, 1982, 1956875, Africa, 44.852, 572.1995694 -Liberia, 1987, 2269414, Africa, 46.027, 506.1138573 -Liberia, 1992, 1912974, Africa, 40.802, 636.6229191 -Liberia, 1997, 2200725, Africa, 42.221, 609.1739508 -Liberia, 2002, 2814651, Africa, 43.753, 531.4823679 -Liberia, 2007, 3193942, Africa, 45.678, 414.5073415 -Libya, 1952, 1019729, Africa, 42.723, 2387.54806 -Libya, 1957, 1201578, Africa, 45.289, 3448.284395 -Libya, 1962, 1441863, Africa, 47.808, 6757.030816 -Libya, 1967, 1759224, Africa, 50.227, 18772.75169 -Libya, 1972, 2183877, Africa, 52.773, 21011.49721 -Libya, 1977, 2721783, Africa, 57.442, 21951.21176 -Libya, 1982, 3344074, Africa, 62.155, 17364.27538 -Libya, 1987, 3799845, Africa, 66.234, 11770.5898 -Libya, 1992, 4364501, Africa, 68.755, 9640.138501 -Libya, 1997, 4759670, Africa, 71.555, 9467.446056 -Libya, 2002, 5368585, Africa, 72.737, 9534.677467 -Libya, 2007, 6036914, Africa, 73.952, 12057.49928 -Madagascar, 1952, 4762912, Africa, 36.681, 1443.011715 -Madagascar, 1957, 5181679, Africa, 38.865, 1589.20275 -Madagascar, 1962, 5703324, Africa, 40.848, 1643.38711 -Madagascar, 1967, 6334556, Africa, 42.881, 1634.047282 -Madagascar, 1972, 7082430, Africa, 44.851, 1748.562982 -Madagascar, 1977, 8007166, Africa, 46.881, 1544.228586 -Madagascar, 1982, 9171477, Africa, 48.969, 1302.878658 -Madagascar, 1987, 10568642, Africa, 49.35, 1155.441948 -Madagascar, 1992, 12210395, Africa, 52.214, 1040.67619 -Madagascar, 1997, 14165114, Africa, 54.978, 986.2958956 -Madagascar, 2002, 16473477, Africa, 57.286, 894.6370822 -Madagascar, 2007, 19167654, Africa, 59.443, 1044.770126 -Malawi, 1952, 2917802, Africa, 36.256, 369.1650802 -Malawi, 1957, 3221238, Africa, 37.207, 416.3698064 -Malawi, 1962, 3628608, Africa, 38.41, 427.9010856 -Malawi, 1967, 4147252, Africa, 39.487, 495.5147806 -Malawi, 1972, 4730997, Africa, 41.766, 584.6219709 -Malawi, 1977, 5637246, Africa, 43.767, 663.2236766 -Malawi, 1982, 6502825, Africa, 45.642, 632.8039209 -Malawi, 1987, 7824747, Africa, 47.457, 635.5173634 -Malawi, 1992, 10014249, Africa, 49.42, 563.2000145 -Malawi, 1997, 10419991, Africa, 47.495, 692.2758103 -Malawi, 2002, 11824495, Africa, 45.009, 665.4231186 -Malawi, 2007, 13327079, Africa, 48.303, 759.3499101 -Malaysia, 1952, 6748378, Asia, 48.463, 1831.132894 -Malaysia, 1957, 7739235, Asia, 52.102, 1810.066992 -Malaysia, 1962, 8906385, Asia, 55.737, 2036.884944 -Malaysia, 1967, 10154878, Asia, 59.371, 2277.742396 -Malaysia, 1972, 11441462, Asia, 63.01, 2849.09478 -Malaysia, 1977, 12845381, Asia, 65.256, 3827.921571 -Malaysia, 1982, 14441916, Asia, 68, 4920.355951 -Malaysia, 1987, 16331785, Asia, 69.5, 5249.802653 -Malaysia, 1992, 18319502, Asia, 70.693, 7277.912802 -Malaysia, 1997, 20476091, Asia, 71.938, 10132.90964 -Malaysia, 2002, 22662365, Asia, 73.044, 10206.97794 -Malaysia, 2007, 24821286, Asia, 74.241, 12451.6558 -Mali, 1952, 3838168, Africa, 33.685, 452.3369807 -Mali, 1957, 4241884, Africa, 35.307, 490.3821867 -Mali, 1962, 4690372, Africa, 36.936, 496.1743428 -Mali, 1967, 5212416, Africa, 38.487, 545.0098873 -Mali, 1972, 5828158, Africa, 39.977, 581.3688761 -Mali, 1977, 6491649, Africa, 41.714, 686.3952693 -Mali, 1982, 6998256, Africa, 43.916, 618.0140641 -Mali, 1987, 7634008, Africa, 46.364, 684.1715576 -Mali, 1992, 8416215, Africa, 48.388, 739.014375 -Mali, 1997, 9384984, Africa, 49.903, 790.2579846 -Mali, 2002, 10580176, Africa, 51.818, 951.4097518 -Mali, 2007, 12031795, Africa, 54.467, 1042.581557 -Mauritania, 1952, 1022556, Africa, 40.543, 743.1159097 -Mauritania, 1957, 1076852, Africa, 42.338, 846.1202613 -Mauritania, 1962, 1146757, Africa, 44.248, 1055.896036 -Mauritania, 1967, 1230542, Africa, 46.289, 1421.145193 -Mauritania, 1972, 1332786, Africa, 48.437, 1586.851781 -Mauritania, 1977, 1456688, Africa, 50.852, 1497.492223 -Mauritania, 1982, 1622136, Africa, 53.599, 1481.150189 -Mauritania, 1987, 1841240, Africa, 56.145, 1421.603576 -Mauritania, 1992, 2119465, Africa, 58.333, 1361.369784 -Mauritania, 1997, 2444741, Africa, 60.43, 1483.136136 -Mauritania, 2002, 2828858, Africa, 62.247, 1579.019543 -Mauritania, 2007, 3270065, Africa, 64.164, 1803.151496 -Mauritius, 1952, 516556, Africa, 50.986, 1967.955707 -Mauritius, 1957, 609816, Africa, 58.089, 2034.037981 -Mauritius, 1962, 701016, Africa, 60.246, 2529.067487 -Mauritius, 1967, 789309, Africa, 61.557, 2475.387562 -Mauritius, 1972, 851334, Africa, 62.944, 2575.484158 -Mauritius, 1977, 913025, Africa, 64.93, 3710.982963 -Mauritius, 1982, 992040, Africa, 66.711, 3688.037739 -Mauritius, 1987, 1042663, Africa, 68.74, 4783.586903 -Mauritius, 1992, 1096202, Africa, 69.745, 6058.253846 -Mauritius, 1997, 1149818, Africa, 70.736, 7425.705295 -Mauritius, 2002, 1200206, Africa, 71.954, 9021.815894 -Mauritius, 2007, 1250882, Africa, 72.801, 10956.99112 -Mexico, 1952, 30144317, Americas, 50.789, 3478.125529 -Mexico, 1957, 35015548, Americas, 55.19, 4131.546641 -Mexico, 1962, 41121485, Americas, 58.299, 4581.609385 -Mexico, 1967, 47995559, Americas, 60.11, 5754.733883 -Mexico, 1972, 55984294, Americas, 62.361, 6809.40669 -Mexico, 1977, 63759976, Americas, 65.032, 7674.929108 -Mexico, 1982, 71640904, Americas, 67.405, 9611.147541 -Mexico, 1987, 80122492, Americas, 69.498, 8688.156003 -Mexico, 1992, 88111030, Americas, 71.455, 9472.384295 -Mexico, 1997, 95895146, Americas, 73.67, 9767.29753 -Mexico, 2002, 102479927, Americas, 74.902, 10742.44053 -Mexico, 2007, 108700891, Americas, 76.195, 11977.57496 -Mongolia, 1952, 800663, Asia, 42.244, 786.5668575 -Mongolia, 1957, 882134, Asia, 45.248, 912.6626085 -Mongolia, 1962, 1010280, Asia, 48.251, 1056.353958 -Mongolia, 1967, 1149500, Asia, 51.253, 1226.04113 -Mongolia, 1972, 1320500, Asia, 53.754, 1421.741975 -Mongolia, 1977, 1528000, Asia, 55.491, 1647.511665 -Mongolia, 1982, 1756032, Asia, 57.489, 2000.603139 -Mongolia, 1987, 2015133, Asia, 60.222, 2338.008304 -Mongolia, 1992, 2312802, Asia, 61.271, 1785.402016 -Mongolia, 1997, 2494803, Asia, 63.625, 1902.2521 -Mongolia, 2002, 2674234, Asia, 65.033, 2140.739323 -Mongolia, 2007, 2874127, Asia, 66.803, 3095.772271 -Montenegro, 1952, 413834, Europe, 59.164, 2647.585601 -Montenegro, 1957, 442829, Europe, 61.448, 3682.259903 -Montenegro, 1962, 474528, Europe, 63.728, 4649.593785 -Montenegro, 1967, 501035, Europe, 67.178, 5907.850937 -Montenegro, 1972, 527678, Europe, 70.636, 7778.414017 -Montenegro, 1977, 560073, Europe, 73.066, 9595.929905 -Montenegro, 1982, 562548, Europe, 74.101, 11222.58762 -Montenegro, 1987, 569473, Europe, 74.865, 11732.51017 -Montenegro, 1992, 621621, Europe, 75.435, 7003.339037 -Montenegro, 1997, 692651, Europe, 75.445, 6465.613349 -Montenegro, 2002, 720230, Europe, 73.981, 6557.194282 -Montenegro, 2007, 684736, Europe, 74.543, 9253.896111 -Morocco, 1952, 9939217, Africa, 42.873, 1688.20357 -Morocco, 1957, 11406350, Africa, 45.423, 1642.002314 -Morocco, 1962, 13056604, Africa, 47.924, 1566.353493 -Morocco, 1967, 14770296, Africa, 50.335, 1711.04477 -Morocco, 1972, 16660670, Africa, 52.862, 1930.194975 -Morocco, 1977, 18396941, Africa, 55.73, 2370.619976 -Morocco, 1982, 20198730, Africa, 59.65, 2702.620356 -Morocco, 1987, 22987397, Africa, 62.677, 2755.046991 -Morocco, 1992, 25798239, Africa, 65.393, 2948.047252 -Morocco, 1997, 28529501, Africa, 67.66, 2982.101858 -Morocco, 2002, 31167783, Africa, 69.615, 3258.495584 -Morocco, 2007, 33757175, Africa, 71.164, 3820.17523 -Mozambique, 1952, 6446316, Africa, 31.286, 468.5260381 -Mozambique, 1957, 7038035, Africa, 33.779, 495.5868333 -Mozambique, 1962, 7788944, Africa, 36.161, 556.6863539 -Mozambique, 1967, 8680909, Africa, 38.113, 566.6691539 -Mozambique, 1972, 9809596, Africa, 40.328, 724.9178037 -Mozambique, 1977, 11127868, Africa, 42.495, 502.3197334 -Mozambique, 1982, 12587223, Africa, 42.795, 462.2114149 -Mozambique, 1987, 12891952, Africa, 42.861, 389.8761846 -Mozambique, 1992, 13160731, Africa, 44.284, 410.8968239 -Mozambique, 1997, 16603334, Africa, 46.344, 472.3460771 -Mozambique, 2002, 18473780, Africa, 44.026, 633.6179466 -Mozambique, 2007, 19951656, Africa, 42.082, 823.6856205 -Myanmar, 1952, 20092996, Asia, 36.319, 331 -Myanmar, 1957, 21731844, Asia, 41.905, 350 -Myanmar, 1962, 23634436, Asia, 45.108, 388 -Myanmar, 1967, 25870271, Asia, 49.379, 349 -Myanmar, 1972, 28466390, Asia, 53.07, 357 -Myanmar, 1977, 31528087, Asia, 56.059, 371 -Myanmar, 1982, 34680442, Asia, 58.056, 424 -Myanmar, 1987, 38028578, Asia, 58.339, 385 -Myanmar, 1992, 40546538, Asia, 59.32, 347 -Myanmar, 1997, 43247867, Asia, 60.328, 415 -Myanmar, 2002, 45598081, Asia, 59.908, 611 -Myanmar, 2007, 47761980, Asia, 62.069, 944 -Namibia, 1952, 485831, Africa, 41.725, 2423.780443 -Namibia, 1957, 548080, Africa, 45.226, 2621.448058 -Namibia, 1962, 621392, Africa, 48.386, 3173.215595 -Namibia, 1967, 706640, Africa, 51.159, 3793.694753 -Namibia, 1972, 821782, Africa, 53.867, 3746.080948 -Namibia, 1977, 977026, Africa, 56.437, 3876.485958 -Namibia, 1982, 1099010, Africa, 58.968, 4191.100511 -Namibia, 1987, 1278184, Africa, 60.835, 3693.731337 -Namibia, 1992, 1554253, Africa, 61.999, 3804.537999 -Namibia, 1997, 1774766, Africa, 58.909, 3899.52426 -Namibia, 2002, 1972153, Africa, 51.479, 4072.324751 -Namibia, 2007, 2055080, Africa, 52.906, 4811.060429 -Nepal, 1952, 9182536, Asia, 36.157, 545.8657229 -Nepal, 1957, 9682338, Asia, 37.686, 597.9363558 -Nepal, 1962, 10332057, Asia, 39.393, 652.3968593 -Nepal, 1967, 11261690, Asia, 41.472, 676.4422254 -Nepal, 1972, 12412593, Asia, 43.971, 674.7881296 -Nepal, 1977, 13933198, Asia, 46.748, 694.1124398 -Nepal, 1982, 15796314, Asia, 49.594, 718.3730947 -Nepal, 1987, 17917180, Asia, 52.537, 775.6324501 -Nepal, 1992, 20326209, Asia, 55.727, 897.7403604 -Nepal, 1997, 23001113, Asia, 59.426, 1010.892138 -Nepal, 2002, 25873917, Asia, 61.34, 1057.206311 -Nepal, 2007, 28901790, Asia, 63.785, 1091.359778 -Netherlands, 1952, 10381988, Europe, 72.13, 8941.571858 -Netherlands, 1957, 11026383, Europe, 72.99, 11276.19344 -Netherlands, 1962, 11805689, Europe, 73.23, 12790.84956 -Netherlands, 1967, 12596822, Europe, 73.82, 15363.25136 -Netherlands, 1972, 13329874, Europe, 73.75, 18794.74567 -Netherlands, 1977, 13852989, Europe, 75.24, 21209.0592 -Netherlands, 1982, 14310401, Europe, 76.05, 21399.46046 -Netherlands, 1987, 14665278, Europe, 76.83, 23651.32361 -Netherlands, 1992, 15174244, Europe, 77.42, 26790.94961 -Netherlands, 1997, 15604464, Europe, 78.03, 30246.13063 -Netherlands, 2002, 16122830, Europe, 78.53, 33724.75778 -Netherlands, 2007, 16570613, Europe, 79.762, 36797.93332 -New Zealand, 1952, 1994794, Oceania, 69.39, 10556.57566 -New Zealand, 1957, 2229407, Oceania, 70.26, 12247.39532 -New Zealand, 1962, 2488550, Oceania, 71.24, 13175.678 -New Zealand, 1967, 2728150, Oceania, 71.52, 14463.91893 -New Zealand, 1972, 2929100, Oceania, 71.89, 16046.03728 -New Zealand, 1977, 3164900, Oceania, 72.22, 16233.7177 -New Zealand, 1982, 3210650, Oceania, 73.84, 17632.4104 -New Zealand, 1987, 3317166, Oceania, 74.32, 19007.19129 -New Zealand, 1992, 3437674, Oceania, 76.33, 18363.32494 -New Zealand, 1997, 3676187, Oceania, 77.55, 21050.41377 -New Zealand, 2002, 3908037, Oceania, 79.11, 23189.80135 -New Zealand, 2007, 4115771, Oceania, 80.204, 25185.00911 -Nicaragua, 1952, 1165790, Americas, 42.314, 3112.363948 -Nicaragua, 1957, 1358828, Americas, 45.432, 3457.415947 -Nicaragua, 1962, 1590597, Americas, 48.632, 3634.364406 -Nicaragua, 1967, 1865490, Americas, 51.884, 4643.393534 -Nicaragua, 1972, 2182908, Americas, 55.151, 4688.593267 -Nicaragua, 1977, 2554598, Americas, 57.47, 5486.371089 -Nicaragua, 1982, 2979423, Americas, 59.298, 3470.338156 -Nicaragua, 1987, 3344353, Americas, 62.008, 2955.984375 -Nicaragua, 1992, 4017939, Americas, 65.843, 2170.151724 -Nicaragua, 1997, 4609572, Americas, 68.426, 2253.023004 -Nicaragua, 2002, 5146848, Americas, 70.836, 2474.548819 -Nicaragua, 2007, 5675356, Americas, 72.899, 2749.320965 -Niger, 1952, 3379468, Africa, 37.444, 761.879376 -Niger, 1957, 3692184, Africa, 38.598, 835.5234025 -Niger, 1962, 4076008, Africa, 39.487, 997.7661127 -Niger, 1967, 4534062, Africa, 40.118, 1054.384891 -Niger, 1972, 5060262, Africa, 40.546, 954.2092363 -Niger, 1977, 5682086, Africa, 41.291, 808.8970728 -Niger, 1982, 6437188, Africa, 42.598, 909.7221354 -Niger, 1987, 7332638, Africa, 44.555, 668.3000228 -Niger, 1992, 8392818, Africa, 47.391, 581.182725 -Niger, 1997, 9666252, Africa, 51.313, 580.3052092 -Niger, 2002, 11140655, Africa, 54.496, 601.0745012 -Niger, 2007, 12894865, Africa, 56.867, 619.6768924 -Nigeria, 1952, 33119096, Africa, 36.324, 1077.281856 -Nigeria, 1957, 37173340, Africa, 37.802, 1100.592563 -Nigeria, 1962, 41871351, Africa, 39.36, 1150.927478 -Nigeria, 1967, 47287752, Africa, 41.04, 1014.514104 -Nigeria, 1972, 53740085, Africa, 42.821, 1698.388838 -Nigeria, 1977, 62209173, Africa, 44.514, 1981.951806 -Nigeria, 1982, 73039376, Africa, 45.826, 1576.97375 -Nigeria, 1987, 81551520, Africa, 46.886, 1385.029563 -Nigeria, 1992, 93364244, Africa, 47.472, 1619.848217 -Nigeria, 1997, 106207839, Africa, 47.464, 1624.941275 -Nigeria, 2002, 119901274, Africa, 46.608, 1615.286395 -Nigeria, 2007, 135031164, Africa, 46.859, 2013.977305 -Norway, 1952, 3327728, Europe, 72.67, 10095.42172 -Norway, 1957, 3491938, Europe, 73.44, 11653.97304 -Norway, 1962, 3638919, Europe, 73.47, 13450.40151 -Norway, 1967, 3786019, Europe, 74.08, 16361.87647 -Norway, 1972, 3933004, Europe, 74.34, 18965.05551 -Norway, 1977, 4043205, Europe, 75.37, 23311.34939 -Norway, 1982, 4114787, Europe, 75.97, 26298.63531 -Norway, 1987, 4186147, Europe, 75.89, 31540.9748 -Norway, 1992, 4286357, Europe, 77.32, 33965.66115 -Norway, 1997, 4405672, Europe, 78.32, 41283.16433 -Norway, 2002, 4535591, Europe, 79.05, 44683.97525 -Norway, 2007, 4627926, Europe, 80.196, 49357.19017 -Oman, 1952, 507833, Asia, 37.578, 1828.230307 -Oman, 1957, 561977, Asia, 40.08, 2242.746551 -Oman, 1962, 628164, Asia, 43.165, 2924.638113 -Oman, 1967, 714775, Asia, 46.988, 4720.942687 -Oman, 1972, 829050, Asia, 52.143, 10618.03855 -Oman, 1977, 1004533, Asia, 57.367, 11848.34392 -Oman, 1982, 1301048, Asia, 62.728, 12954.79101 -Oman, 1987, 1593882, Asia, 67.734, 18115.22313 -Oman, 1992, 1915208, Asia, 71.197, 18616.70691 -Oman, 1997, 2283635, Asia, 72.499, 19702.05581 -Oman, 2002, 2713462, Asia, 74.193, 19774.83687 -Oman, 2007, 3204897, Asia, 75.64, 22316.19287 -Pakistan, 1952, 41346560, Asia, 43.436, 684.5971438 -Pakistan, 1957, 46679944, Asia, 45.557, 747.0835292 -Pakistan, 1962, 53100671, Asia, 47.67, 803.3427418 -Pakistan, 1967, 60641899, Asia, 49.8, 942.4082588 -Pakistan, 1972, 69325921, Asia, 51.929, 1049.938981 -Pakistan, 1977, 78152686, Asia, 54.043, 1175.921193 -Pakistan, 1982, 91462088, Asia, 56.158, 1443.429832 -Pakistan, 1987, 105186881, Asia, 58.245, 1704.686583 -Pakistan, 1992, 120065004, Asia, 60.838, 1971.829464 -Pakistan, 1997, 135564834, Asia, 61.818, 2049.350521 -Pakistan, 2002, 153403524, Asia, 63.61, 2092.712441 -Pakistan, 2007, 169270617, Asia, 65.483, 2605.94758 -Panama, 1952, 940080, Americas, 55.191, 2480.380334 -Panama, 1957, 1063506, Americas, 59.201, 2961.800905 -Panama, 1962, 1215725, Americas, 61.817, 3536.540301 -Panama, 1967, 1405486, Americas, 64.071, 4421.009084 -Panama, 1972, 1616384, Americas, 66.216, 5364.249663 -Panama, 1977, 1839782, Americas, 68.681, 5351.912144 -Panama, 1982, 2036305, Americas, 70.472, 7009.601598 -Panama, 1987, 2253639, Americas, 71.523, 7034.779161 -Panama, 1992, 2484997, Americas, 72.462, 6618.74305 -Panama, 1997, 2734531, Americas, 73.738, 7113.692252 -Panama, 2002, 2990875, Americas, 74.712, 7356.031934 -Panama, 2007, 3242173, Americas, 75.537, 9809.185636 -Paraguay, 1952, 1555876, Americas, 62.649, 1952.308701 -Paraguay, 1957, 1770902, Americas, 63.196, 2046.154706 -Paraguay, 1962, 2009813, Americas, 64.361, 2148.027146 -Paraguay, 1967, 2287985, Americas, 64.951, 2299.376311 -Paraguay, 1972, 2614104, Americas, 65.815, 2523.337977 -Paraguay, 1977, 2984494, Americas, 66.353, 3248.373311 -Paraguay, 1982, 3366439, Americas, 66.874, 4258.503604 -Paraguay, 1987, 3886512, Americas, 67.378, 3998.875695 -Paraguay, 1992, 4483945, Americas, 68.225, 4196.411078 -Paraguay, 1997, 5154123, Americas, 69.4, 4247.400261 -Paraguay, 2002, 5884491, Americas, 70.755, 3783.674243 -Paraguay, 2007, 6667147, Americas, 71.752, 4172.838464 -Peru, 1952, 8025700, Americas, 43.902, 3758.523437 -Peru, 1957, 9146100, Americas, 46.263, 4245.256698 -Peru, 1962, 10516500, Americas, 49.096, 4957.037982 -Peru, 1967, 12132200, Americas, 51.445, 5788.09333 -Peru, 1972, 13954700, Americas, 55.448, 5937.827283 -Peru, 1977, 15990099, Americas, 58.447, 6281.290855 -Peru, 1982, 18125129, Americas, 61.406, 6434.501797 -Peru, 1987, 20195924, Americas, 64.134, 6360.943444 -Peru, 1992, 22430449, Americas, 66.458, 4446.380924 -Peru, 1997, 24748122, Americas, 68.386, 5838.347657 -Peru, 2002, 26769436, Americas, 69.906, 5909.020073 -Peru, 2007, 28674757, Americas, 71.421, 7408.905561 -Philippines, 1952, 22438691, Asia, 47.752, 1272.880995 -Philippines, 1957, 26072194, Asia, 51.334, 1547.944844 -Philippines, 1962, 30325264, Asia, 54.757, 1649.552153 -Philippines, 1967, 35356600, Asia, 56.393, 1814.12743 -Philippines, 1972, 40850141, Asia, 58.065, 1989.37407 -Philippines, 1977, 46850962, Asia, 60.06, 2373.204287 -Philippines, 1982, 53456774, Asia, 62.082, 2603.273765 -Philippines, 1987, 60017788, Asia, 64.151, 2189.634995 -Philippines, 1992, 67185766, Asia, 66.458, 2279.324017 -Philippines, 1997, 75012988, Asia, 68.564, 2536.534925 -Philippines, 2002, 82995088, Asia, 70.303, 2650.921068 -Philippines, 2007, 91077287, Asia, 71.688, 3190.481016 -Poland, 1952, 25730551, Europe, 61.31, 4029.329699 -Poland, 1957, 28235346, Europe, 65.77, 4734.253019 -Poland, 1962, 30329617, Europe, 67.64, 5338.752143 -Poland, 1967, 31785378, Europe, 69.61, 6557.152776 -Poland, 1972, 33039545, Europe, 70.85, 8006.506993 -Poland, 1977, 34621254, Europe, 70.67, 9508.141454 -Poland, 1982, 36227381, Europe, 71.32, 8451.531004 -Poland, 1987, 37740710, Europe, 70.98, 9082.351172 -Poland, 1992, 38370697, Europe, 70.99, 7738.881247 -Poland, 1997, 38654957, Europe, 72.75, 10159.58368 -Poland, 2002, 38625976, Europe, 74.67, 12002.23908 -Poland, 2007, 38518241, Europe, 75.563, 15389.92468 -Portugal, 1952, 8526050, Europe, 59.82, 3068.319867 -Portugal, 1957, 8817650, Europe, 61.51, 3774.571743 -Portugal, 1962, 9019800, Europe, 64.39, 4727.954889 -Portugal, 1967, 9103000, Europe, 66.6, 6361.517993 -Portugal, 1972, 8970450, Europe, 69.26, 9022.247417 -Portugal, 1977, 9662600, Europe, 70.41, 10172.48572 -Portugal, 1982, 9859650, Europe, 72.77, 11753.84291 -Portugal, 1987, 9915289, Europe, 74.06, 13039.30876 -Portugal, 1992, 9927680, Europe, 74.86, 16207.26663 -Portugal, 1997, 10156415, Europe, 75.97, 17641.03156 -Portugal, 2002, 10433867, Europe, 77.29, 19970.90787 -Portugal, 2007, 10642836, Europe, 78.098, 20509.64777 -Puerto Rico, 1952, 2227000, Americas, 64.28, 3081.959785 -Puerto Rico, 1957, 2260000, Americas, 68.54, 3907.156189 -Puerto Rico, 1962, 2448046, Americas, 69.62, 5108.34463 -Puerto Rico, 1967, 2648961, Americas, 71.1, 6929.277714 -Puerto Rico, 1972, 2847132, Americas, 72.16, 9123.041742 -Puerto Rico, 1977, 3080828, Americas, 73.44, 9770.524921 -Puerto Rico, 1982, 3279001, Americas, 73.75, 10330.98915 -Puerto Rico, 1987, 3444468, Americas, 74.63, 12281.34191 -Puerto Rico, 1992, 3585176, Americas, 73.911, 14641.58711 -Puerto Rico, 1997, 3759430, Americas, 74.917, 16999.4333 -Puerto Rico, 2002, 3859606, Americas, 77.778, 18855.60618 -Puerto Rico, 2007, 3942491, Americas, 78.746, 19328.70901 -Reunion, 1952, 257700, Africa, 52.724, 2718.885295 -Reunion, 1957, 308700, Africa, 55.09, 2769.451844 -Reunion, 1962, 358900, Africa, 57.666, 3173.72334 -Reunion, 1967, 414024, Africa, 60.542, 4021.175739 -Reunion, 1972, 461633, Africa, 64.274, 5047.658563 -Reunion, 1977, 492095, Africa, 67.064, 4319.804067 -Reunion, 1982, 517810, Africa, 69.885, 5267.219353 -Reunion, 1987, 562035, Africa, 71.913, 5303.377488 -Reunion, 1992, 622191, Africa, 73.615, 6101.255823 -Reunion, 1997, 684810, Africa, 74.772, 6071.941411 -Reunion, 2002, 743981, Africa, 75.744, 6316.1652 -Reunion, 2007, 798094, Africa, 76.442, 7670.122558 -Romania, 1952, 16630000, Europe, 61.05, 3144.613186 -Romania, 1957, 17829327, Europe, 64.1, 3943.370225 -Romania, 1962, 18680721, Europe, 66.8, 4734.997586 -Romania, 1967, 19284814, Europe, 66.8, 6470.866545 -Romania, 1972, 20662648, Europe, 69.21, 8011.414402 -Romania, 1977, 21658597, Europe, 69.46, 9356.39724 -Romania, 1982, 22356726, Europe, 69.66, 9605.314053 -Romania, 1987, 22686371, Europe, 69.53, 9696.273295 -Romania, 1992, 22797027, Europe, 69.36, 6598.409903 -Romania, 1997, 22562458, Europe, 69.72, 7346.547557 -Romania, 2002, 22404337, Europe, 71.322, 7885.360081 -Romania, 2007, 22276056, Europe, 72.476, 10808.47561 -Rwanda, 1952, 2534927, Africa, 40, 493.3238752 -Rwanda, 1957, 2822082, Africa, 41.5, 540.2893983 -Rwanda, 1962, 3051242, Africa, 43, 597.4730727 -Rwanda, 1967, 3451079, Africa, 44.1, 510.9637142 -Rwanda, 1972, 3992121, Africa, 44.6, 590.5806638 -Rwanda, 1977, 4657072, Africa, 45, 670.0806011 -Rwanda, 1982, 5507565, Africa, 46.218, 881.5706467 -Rwanda, 1987, 6349365, Africa, 44.02, 847.991217 -Rwanda, 1992, 7290203, Africa, 23.599, 737.0685949 -Rwanda, 1997, 7212583, Africa, 36.087, 589.9445051 -Rwanda, 2002, 7852401, Africa, 43.413, 785.6537648 -Rwanda, 2007, 8860588, Africa, 46.242, 863.0884639 -Sao Tome and Principe, 1952, 60011, Africa, 46.471, 879.5835855 -Sao Tome and Principe, 1957, 61325, Africa, 48.945, 860.7369026 -Sao Tome and Principe, 1962, 65345, Africa, 51.893, 1071.551119 -Sao Tome and Principe, 1967, 70787, Africa, 54.425, 1384.840593 -Sao Tome and Principe, 1972, 76595, Africa, 56.48, 1532.985254 -Sao Tome and Principe, 1977, 86796, Africa, 58.55, 1737.561657 -Sao Tome and Principe, 1982, 98593, Africa, 60.351, 1890.218117 -Sao Tome and Principe, 1987, 110812, Africa, 61.728, 1516.525457 -Sao Tome and Principe, 1992, 125911, Africa, 62.742, 1428.777814 -Sao Tome and Principe, 1997, 145608, Africa, 63.306, 1339.076036 -Sao Tome and Principe, 2002, 170372, Africa, 64.337, 1353.09239 -Sao Tome and Principe, 2007, 199579, Africa, 65.528, 1598.435089 -Saudi Arabia, 1952, 4005677, Asia, 39.875, 6459.554823 -Saudi Arabia, 1957, 4419650, Asia, 42.868, 8157.591248 -Saudi Arabia, 1962, 4943029, Asia, 45.914, 11626.41975 -Saudi Arabia, 1967, 5618198, Asia, 49.901, 16903.04886 -Saudi Arabia, 1972, 6472756, Asia, 53.886, 24837.42865 -Saudi Arabia, 1977, 8128505, Asia, 58.69, 34167.7626 -Saudi Arabia, 1982, 11254672, Asia, 63.012, 33693.17525 -Saudi Arabia, 1987, 14619745, Asia, 66.295, 21198.26136 -Saudi Arabia, 1992, 16945857, Asia, 68.768, 24841.61777 -Saudi Arabia, 1997, 21229759, Asia, 70.533, 20586.69019 -Saudi Arabia, 2002, 24501530, Asia, 71.626, 19014.54118 -Saudi Arabia, 2007, 27601038, Asia, 72.777, 21654.83194 -Senegal, 1952, 2755589, Africa, 37.278, 1450.356983 -Senegal, 1957, 3054547, Africa, 39.329, 1567.653006 -Senegal, 1962, 3430243, Africa, 41.454, 1654.988723 -Senegal, 1967, 3965841, Africa, 43.563, 1612.404632 -Senegal, 1972, 4588696, Africa, 45.815, 1597.712056 -Senegal, 1977, 5260855, Africa, 48.879, 1561.769116 -Senegal, 1982, 6147783, Africa, 52.379, 1518.479984 -Senegal, 1987, 7171347, Africa, 55.769, 1441.72072 -Senegal, 1992, 8307920, Africa, 58.196, 1367.899369 -Senegal, 1997, 9535314, Africa, 60.187, 1392.368347 -Senegal, 2002, 10870037, Africa, 61.6, 1519.635262 -Senegal, 2007, 12267493, Africa, 63.062, 1712.472136 -Serbia, 1952, 6860147, Europe, 57.996, 3581.459448 -Serbia, 1957, 7271135, Europe, 61.685, 4981.090891 -Serbia, 1962, 7616060, Europe, 64.531, 6289.629157 -Serbia, 1967, 7971222, Europe, 66.914, 7991.707066 -Serbia, 1972, 8313288, Europe, 68.7, 10522.06749 -Serbia, 1977, 8686367, Europe, 70.3, 12980.66956 -Serbia, 1982, 9032824, Europe, 70.162, 15181.0927 -Serbia, 1987, 9230783, Europe, 71.218, 15870.87851 -Serbia, 1992, 9826397, Europe, 71.659, 9325.068238 -Serbia, 1997, 10336594, Europe, 72.232, 7914.320304 -Serbia, 2002, 10111559, Europe, 73.213, 7236.075251 -Serbia, 2007, 10150265, Europe, 74.002, 9786.534714 -Sierra Leone, 1952, 2143249, Africa, 30.331, 879.7877358 -Sierra Leone, 1957, 2295678, Africa, 31.57, 1004.484437 -Sierra Leone, 1962, 2467895, Africa, 32.767, 1116.639877 -Sierra Leone, 1967, 2662190, Africa, 34.113, 1206.043465 -Sierra Leone, 1972, 2879013, Africa, 35.4, 1353.759762 -Sierra Leone, 1977, 3140897, Africa, 36.788, 1348.285159 -Sierra Leone, 1982, 3464522, Africa, 38.445, 1465.010784 -Sierra Leone, 1987, 3868905, Africa, 40.006, 1294.447788 -Sierra Leone, 1992, 4260884, Africa, 38.333, 1068.696278 -Sierra Leone, 1997, 4578212, Africa, 39.897, 574.6481576 -Sierra Leone, 2002, 5359092, Africa, 41.012, 699.489713 -Sierra Leone, 2007, 6144562, Africa, 42.568, 862.5407561 -Singapore, 1952, 1127000, Asia, 60.396, 2315.138227 -Singapore, 1957, 1445929, Asia, 63.179, 2843.104409 -Singapore, 1962, 1750200, Asia, 65.798, 3674.735572 -Singapore, 1967, 1977600, Asia, 67.946, 4977.41854 -Singapore, 1972, 2152400, Asia, 69.521, 8597.756202 -Singapore, 1977, 2325300, Asia, 70.795, 11210.08948 -Singapore, 1982, 2651869, Asia, 71.76, 15169.16112 -Singapore, 1987, 2794552, Asia, 73.56, 18861.53081 -Singapore, 1992, 3235865, Asia, 75.788, 24769.8912 -Singapore, 1997, 3802309, Asia, 77.158, 33519.4766 -Singapore, 2002, 4197776, Asia, 78.77, 36023.1054 -Singapore, 2007, 4553009, Asia, 79.972, 47143.17964 -Slovak Republic, 1952, 3558137, Europe, 64.36, 5074.659104 -Slovak Republic, 1957, 3844277, Europe, 67.45, 6093.26298 -Slovak Republic, 1962, 4237384, Europe, 70.33, 7481.107598 -Slovak Republic, 1967, 4442238, Europe, 70.98, 8412.902397 -Slovak Republic, 1972, 4593433, Europe, 70.35, 9674.167626 -Slovak Republic, 1977, 4827803, Europe, 70.45, 10922.66404 -Slovak Republic, 1982, 5048043, Europe, 70.8, 11348.54585 -Slovak Republic, 1987, 5199318, Europe, 71.08, 12037.26758 -Slovak Republic, 1992, 5302888, Europe, 71.38, 9498.467723 -Slovak Republic, 1997, 5383010, Europe, 72.71, 12126.23065 -Slovak Republic, 2002, 5410052, Europe, 73.8, 13638.77837 -Slovak Republic, 2007, 5447502, Europe, 74.663, 18678.31435 -Slovenia, 1952, 1489518, Europe, 65.57, 4215.041741 -Slovenia, 1957, 1533070, Europe, 67.85, 5862.276629 -Slovenia, 1962, 1582962, Europe, 69.15, 7402.303395 -Slovenia, 1967, 1646912, Europe, 69.18, 9405.489397 -Slovenia, 1972, 1694510, Europe, 69.82, 12383.4862 -Slovenia, 1977, 1746919, Europe, 70.97, 15277.03017 -Slovenia, 1982, 1861252, Europe, 71.063, 17866.72175 -Slovenia, 1987, 1945870, Europe, 72.25, 18678.53492 -Slovenia, 1992, 1999210, Europe, 73.64, 14214.71681 -Slovenia, 1997, 2011612, Europe, 75.13, 17161.10735 -Slovenia, 2002, 2011497, Europe, 76.66, 20660.01936 -Slovenia, 2007, 2009245, Europe, 77.926, 25768.25759 -Somalia, 1952, 2526994, Africa, 32.978, 1135.749842 -Somalia, 1957, 2780415, Africa, 34.977, 1258.147413 -Somalia, 1962, 3080153, Africa, 36.981, 1369.488336 -Somalia, 1967, 3428839, Africa, 38.977, 1284.73318 -Somalia, 1972, 3840161, Africa, 40.973, 1254.576127 -Somalia, 1977, 4353666, Africa, 41.974, 1450.992513 -Somalia, 1982, 5828892, Africa, 42.955, 1176.807031 -Somalia, 1987, 6921858, Africa, 44.501, 1093.244963 -Somalia, 1992, 6099799, Africa, 39.658, 926.9602964 -Somalia, 1997, 6633514, Africa, 43.795, 930.5964284 -Somalia, 2002, 7753310, Africa, 45.936, 882.0818218 -Somalia, 2007, 9118773, Africa, 48.159, 926.1410683 -South Africa, 1952, 14264935, Africa, 45.009, 4725.295531 -South Africa, 1957, 16151549, Africa, 47.985, 5487.104219 -South Africa, 1962, 18356657, Africa, 49.951, 5768.729717 -South Africa, 1967, 20997321, Africa, 51.927, 7114.477971 -South Africa, 1972, 23935810, Africa, 53.696, 7765.962636 -South Africa, 1977, 27129932, Africa, 55.527, 8028.651439 -South Africa, 1982, 31140029, Africa, 58.161, 8568.266228 -South Africa, 1987, 35933379, Africa, 60.834, 7825.823398 -South Africa, 1992, 39964159, Africa, 61.888, 7225.069258 -South Africa, 1997, 42835005, Africa, 60.236, 7479.188244 -South Africa, 2002, 44433622, Africa, 53.365, 7710.946444 -South Africa, 2007, 43997828, Africa, 49.339, 9269.657808 -Spain, 1952, 28549870, Europe, 64.94, 3834.034742 -Spain, 1957, 29841614, Europe, 66.66, 4564.80241 -Spain, 1962, 31158061, Europe, 69.69, 5693.843879 -Spain, 1967, 32850275, Europe, 71.44, 7993.512294 -Spain, 1972, 34513161, Europe, 73.06, 10638.75131 -Spain, 1977, 36439000, Europe, 74.39, 13236.92117 -Spain, 1982, 37983310, Europe, 76.3, 13926.16997 -Spain, 1987, 38880702, Europe, 76.9, 15764.98313 -Spain, 1992, 39549438, Europe, 77.57, 18603.06452 -Spain, 1997, 39855442, Europe, 78.77, 20445.29896 -Spain, 2002, 40152517, Europe, 79.78, 24835.47166 -Spain, 2007, 40448191, Europe, 80.941, 28821.0637 -Sri Lanka, 1952, 7982342, Asia, 57.593, 1083.53203 -Sri Lanka, 1957, 9128546, Asia, 61.456, 1072.546602 -Sri Lanka, 1962, 10421936, Asia, 62.192, 1074.47196 -Sri Lanka, 1967, 11737396, Asia, 64.266, 1135.514326 -Sri Lanka, 1972, 13016733, Asia, 65.042, 1213.39553 -Sri Lanka, 1977, 14116836, Asia, 65.949, 1348.775651 -Sri Lanka, 1982, 15410151, Asia, 68.757, 1648.079789 -Sri Lanka, 1987, 16495304, Asia, 69.011, 1876.766827 -Sri Lanka, 1992, 17587060, Asia, 70.379, 2153.739222 -Sri Lanka, 1997, 18698655, Asia, 70.457, 2664.477257 -Sri Lanka, 2002, 19576783, Asia, 70.815, 3015.378833 -Sri Lanka, 2007, 20378239, Asia, 72.396, 3970.095407 -Sudan, 1952, 8504667, Africa, 38.635, 1615.991129 -Sudan, 1957, 9753392, Africa, 39.624, 1770.337074 -Sudan, 1962, 11183227, Africa, 40.87, 1959.593767 -Sudan, 1967, 12716129, Africa, 42.858, 1687.997641 -Sudan, 1972, 14597019, Africa, 45.083, 1659.652775 -Sudan, 1977, 17104986, Africa, 47.8, 2202.988423 -Sudan, 1982, 20367053, Africa, 50.338, 1895.544073 -Sudan, 1987, 24725960, Africa, 51.744, 1507.819159 -Sudan, 1992, 28227588, Africa, 53.556, 1492.197043 -Sudan, 1997, 32160729, Africa, 55.373, 1632.210764 -Sudan, 2002, 37090298, Africa, 56.369, 1993.398314 -Sudan, 2007, 42292929, Africa, 58.556, 2602.394995 -Swaziland, 1952, 290243, Africa, 41.407, 1148.376626 -Swaziland, 1957, 326741, Africa, 43.424, 1244.708364 -Swaziland, 1962, 370006, Africa, 44.992, 1856.182125 -Swaziland, 1967, 420690, Africa, 46.633, 2613.101665 -Swaziland, 1972, 480105, Africa, 49.552, 3364.836625 -Swaziland, 1977, 551425, Africa, 52.537, 3781.410618 -Swaziland, 1982, 649901, Africa, 55.561, 3895.384018 -Swaziland, 1987, 779348, Africa, 57.678, 3984.839812 -Swaziland, 1992, 962344, Africa, 58.474, 3553.0224 -Swaziland, 1997, 1054486, Africa, 54.289, 3876.76846 -Swaziland, 2002, 1130269, Africa, 43.869, 4128.116943 -Swaziland, 2007, 1133066, Africa, 39.613, 4513.480643 -Sweden, 1952, 7124673, Europe, 71.86, 8527.844662 -Sweden, 1957, 7363802, Europe, 72.49, 9911.878226 -Sweden, 1962, 7561588, Europe, 73.37, 12329.44192 -Sweden, 1967, 7867931, Europe, 74.16, 15258.29697 -Sweden, 1972, 8122293, Europe, 74.72, 17832.02464 -Sweden, 1977, 8251648, Europe, 75.44, 18855.72521 -Sweden, 1982, 8325260, Europe, 76.42, 20667.38125 -Sweden, 1987, 8421403, Europe, 77.19, 23586.92927 -Sweden, 1992, 8718867, Europe, 78.16, 23880.01683 -Sweden, 1997, 8897619, Europe, 79.39, 25266.59499 -Sweden, 2002, 8954175, Europe, 80.04, 29341.63093 -Sweden, 2007, 9031088, Europe, 80.884, 33859.74835 -Switzerland, 1952, 4815000, Europe, 69.62, 14734.23275 -Switzerland, 1957, 5126000, Europe, 70.56, 17909.48973 -Switzerland, 1962, 5666000, Europe, 71.32, 20431.0927 -Switzerland, 1967, 6063000, Europe, 72.77, 22966.14432 -Switzerland, 1972, 6401400, Europe, 73.78, 27195.11304 -Switzerland, 1977, 6316424, Europe, 75.39, 26982.29052 -Switzerland, 1982, 6468126, Europe, 76.21, 28397.71512 -Switzerland, 1987, 6649942, Europe, 77.41, 30281.70459 -Switzerland, 1992, 6995447, Europe, 78.03, 31871.5303 -Switzerland, 1997, 7193761, Europe, 79.37, 32135.32301 -Switzerland, 2002, 7361757, Europe, 80.62, 34480.95771 -Switzerland, 2007, 7554661, Europe, 81.701, 37506.41907 -Syria, 1952, 3661549, Asia, 45.883, 1643.485354 -Syria, 1957, 4149908, Asia, 48.284, 2117.234893 -Syria, 1962, 4834621, Asia, 50.305, 2193.037133 -Syria, 1967, 5680812, Asia, 53.655, 1881.923632 -Syria, 1972, 6701172, Asia, 57.296, 2571.423014 -Syria, 1977, 7932503, Asia, 61.195, 3195.484582 -Syria, 1982, 9410494, Asia, 64.59, 3761.837715 -Syria, 1987, 11242847, Asia, 66.974, 3116.774285 -Syria, 1992, 13219062, Asia, 69.249, 3340.542768 -Syria, 1997, 15081016, Asia, 71.527, 4014.238972 -Syria, 2002, 17155814, Asia, 73.053, 4090.925331 -Syria, 2007, 19314747, Asia, 74.143, 4184.548089 -Taiwan, 1952, 8550362, Asia, 58.5, 1206.947913 -Taiwan, 1957, 10164215, Asia, 62.4, 1507.86129 -Taiwan, 1962, 11918938, Asia, 65.2, 1822.879028 -Taiwan, 1967, 13648692, Asia, 67.5, 2643.858681 -Taiwan, 1972, 15226039, Asia, 69.39, 4062.523897 -Taiwan, 1977, 16785196, Asia, 70.59, 5596.519826 -Taiwan, 1982, 18501390, Asia, 72.16, 7426.354774 -Taiwan, 1987, 19757799, Asia, 73.4, 11054.56175 -Taiwan, 1992, 20686918, Asia, 74.26, 15215.6579 -Taiwan, 1997, 21628605, Asia, 75.25, 20206.82098 -Taiwan, 2002, 22454239, Asia, 76.99, 23235.42329 -Taiwan, 2007, 23174294, Asia, 78.4, 28718.27684 -Tanzania, 1952, 8322925, Africa, 41.215, 716.6500721 -Tanzania, 1957, 9452826, Africa, 42.974, 698.5356073 -Tanzania, 1962, 10863958, Africa, 44.246, 722.0038073 -Tanzania, 1967, 12607312, Africa, 45.757, 848.2186575 -Tanzania, 1972, 14706593, Africa, 47.62, 915.9850592 -Tanzania, 1977, 17129565, Africa, 49.919, 962.4922932 -Tanzania, 1982, 19844382, Africa, 50.608, 874.2426069 -Tanzania, 1987, 23040630, Africa, 51.535, 831.8220794 -Tanzania, 1992, 26605473, Africa, 50.44, 825.682454 -Tanzania, 1997, 30686889, Africa, 48.466, 789.1862231 -Tanzania, 2002, 34593779, Africa, 49.651, 899.0742111 -Tanzania, 2007, 38139640, Africa, 52.517, 1107.482182 -Thailand, 1952, 21289402, Asia, 50.848, 757.7974177 -Thailand, 1957, 25041917, Asia, 53.63, 793.5774148 -Thailand, 1962, 29263397, Asia, 56.061, 1002.199172 -Thailand, 1967, 34024249, Asia, 58.285, 1295.46066 -Thailand, 1972, 39276153, Asia, 60.405, 1524.358936 -Thailand, 1977, 44148285, Asia, 62.494, 1961.224635 -Thailand, 1982, 48827160, Asia, 64.597, 2393.219781 -Thailand, 1987, 52910342, Asia, 66.084, 2982.653773 -Thailand, 1992, 56667095, Asia, 67.298, 4616.896545 -Thailand, 1997, 60216677, Asia, 67.521, 5852.625497 -Thailand, 2002, 62806748, Asia, 68.564, 5913.187529 -Thailand, 2007, 65068149, Asia, 70.616, 7458.396327 -Togo, 1952, 1219113, Africa, 38.596, 859.8086567 -Togo, 1957, 1357445, Africa, 41.208, 925.9083202 -Togo, 1962, 1528098, Africa, 43.922, 1067.53481 -Togo, 1967, 1735550, Africa, 46.769, 1477.59676 -Togo, 1972, 2056351, Africa, 49.759, 1649.660188 -Togo, 1977, 2308582, Africa, 52.887, 1532.776998 -Togo, 1982, 2644765, Africa, 55.471, 1344.577953 -Togo, 1987, 3154264, Africa, 56.941, 1202.201361 -Togo, 1992, 3747553, Africa, 58.061, 1034.298904 -Togo, 1997, 4320890, Africa, 58.39, 982.2869243 -Togo, 2002, 4977378, Africa, 57.561, 886.2205765 -Togo, 2007, 5701579, Africa, 58.42, 882.9699438 -Trinidad and Tobago, 1952, 662850, Americas, 59.1, 3023.271928 -Trinidad and Tobago, 1957, 764900, Americas, 61.8, 4100.3934 -Trinidad and Tobago, 1962, 887498, Americas, 64.9, 4997.523971 -Trinidad and Tobago, 1967, 960155, Americas, 65.4, 5621.368472 -Trinidad and Tobago, 1972, 975199, Americas, 65.9, 6619.551419 -Trinidad and Tobago, 1977, 1039009, Americas, 68.3, 7899.554209 -Trinidad and Tobago, 1982, 1116479, Americas, 68.832, 9119.528607 -Trinidad and Tobago, 1987, 1191336, Americas, 69.582, 7388.597823 -Trinidad and Tobago, 1992, 1183669, Americas, 69.862, 7370.990932 -Trinidad and Tobago, 1997, 1138101, Americas, 69.465, 8792.573126 -Trinidad and Tobago, 2002, 1101832, Americas, 68.976, 11460.60023 -Trinidad and Tobago, 2007, 1056608, Americas, 69.819, 18008.50924 -Tunisia, 1952, 3647735, Africa, 44.6, 1468.475631 -Tunisia, 1957, 3950849, Africa, 47.1, 1395.232468 -Tunisia, 1962, 4286552, Africa, 49.579, 1660.30321 -Tunisia, 1967, 4786986, Africa, 52.053, 1932.360167 -Tunisia, 1972, 5303507, Africa, 55.602, 2753.285994 -Tunisia, 1977, 6005061, Africa, 59.837, 3120.876811 -Tunisia, 1982, 6734098, Africa, 64.048, 3560.233174 -Tunisia, 1987, 7724976, Africa, 66.894, 3810.419296 -Tunisia, 1992, 8523077, Africa, 70.001, 4332.720164 -Tunisia, 1997, 9231669, Africa, 71.973, 4876.798614 -Tunisia, 2002, 9770575, Africa, 73.042, 5722.895655 -Tunisia, 2007, 10276158, Africa, 73.923, 7092.923025 -Turkey, 1952, 22235677, Europe, 43.585, 1969.10098 -Turkey, 1957, 25670939, Europe, 48.079, 2218.754257 -Turkey, 1962, 29788695, Europe, 52.098, 2322.869908 -Turkey, 1967, 33411317, Europe, 54.336, 2826.356387 -Turkey, 1972, 37492953, Europe, 57.005, 3450.69638 -Turkey, 1977, 42404033, Europe, 59.507, 4269.122326 -Turkey, 1982, 47328791, Europe, 61.036, 4241.356344 -Turkey, 1987, 52881328, Europe, 63.108, 5089.043686 -Turkey, 1992, 58179144, Europe, 66.146, 5678.348271 -Turkey, 1997, 63047647, Europe, 68.835, 6601.429915 -Turkey, 2002, 67308928, Europe, 70.845, 6508.085718 -Turkey, 2007, 71158647, Europe, 71.777, 8458.276384 -Uganda, 1952, 5824797, Africa, 39.978, 734.753484 -Uganda, 1957, 6675501, Africa, 42.571, 774.3710692 -Uganda, 1962, 7688797, Africa, 45.344, 767.2717398 -Uganda, 1967, 8900294, Africa, 48.051, 908.9185217 -Uganda, 1972, 10190285, Africa, 51.016, 950.735869 -Uganda, 1977, 11457758, Africa, 50.35, 843.7331372 -Uganda, 1982, 12939400, Africa, 49.849, 682.2662268 -Uganda, 1987, 15283050, Africa, 51.509, 617.7244065 -Uganda, 1992, 18252190, Africa, 48.825, 644.1707969 -Uganda, 1997, 21210254, Africa, 44.578, 816.559081 -Uganda, 2002, 24739869, Africa, 47.813, 927.7210018 -Uganda, 2007, 29170398, Africa, 51.542, 1056.380121 -United Kingdom, 1952, 50430000, Europe, 69.18, 9979.508487 -United Kingdom, 1957, 51430000, Europe, 70.42, 11283.17795 -United Kingdom, 1962, 53292000, Europe, 70.76, 12477.17707 -United Kingdom, 1967, 54959000, Europe, 71.36, 14142.85089 -United Kingdom, 1972, 56079000, Europe, 72.01, 15895.11641 -United Kingdom, 1977, 56179000, Europe, 72.76, 17428.74846 -United Kingdom, 1982, 56339704, Europe, 74.04, 18232.42452 -United Kingdom, 1987, 56981620, Europe, 75.007, 21664.78767 -United Kingdom, 1992, 57866349, Europe, 76.42, 22705.09254 -United Kingdom, 1997, 58808266, Europe, 77.218, 26074.53136 -United Kingdom, 2002, 59912431, Europe, 78.471, 29478.99919 -United Kingdom, 2007, 60776238, Europe, 79.425, 33203.26128 -United States, 1952, 157553000, Americas, 68.44, 13990.48208 -United States, 1957, 171984000, Americas, 69.49, 14847.12712 -United States, 1962, 186538000, Americas, 70.21, 16173.14586 -United States, 1967, 198712000, Americas, 70.76, 19530.36557 -United States, 1972, 209896000, Americas, 71.34, 21806.03594 -United States, 1977, 220239000, Americas, 73.38, 24072.63213 -United States, 1982, 232187835, Americas, 74.65, 25009.55914 -United States, 1987, 242803533, Americas, 75.02, 29884.35041 -United States, 1992, 256894189, Americas, 76.09, 32003.93224 -United States, 1997, 272911760, Americas, 76.81, 35767.43303 -United States, 2002, 287675526, Americas, 77.31, 39097.09955 -United States, 2007, 301139947, Americas, 78.242, 42951.65309 -Uruguay, 1952, 2252965, Americas, 66.071, 5716.766744 -Uruguay, 1957, 2424959, Americas, 67.044, 6150.772969 -Uruguay, 1962, 2598466, Americas, 68.253, 5603.357717 -Uruguay, 1967, 2748579, Americas, 68.468, 5444.61962 -Uruguay, 1972, 2829526, Americas, 68.673, 5703.408898 -Uruguay, 1977, 2873520, Americas, 69.481, 6504.339663 -Uruguay, 1982, 2953997, Americas, 70.805, 6920.223051 -Uruguay, 1987, 3045153, Americas, 71.918, 7452.398969 -Uruguay, 1992, 3149262, Americas, 72.752, 8137.004775 -Uruguay, 1997, 3262838, Americas, 74.223, 9230.240708 -Uruguay, 2002, 3363085, Americas, 75.307, 7727.002004 -Uruguay, 2007, 3447496, Americas, 76.384, 10611.46299 -Venezuela, 1952, 5439568, Americas, 55.088, 7689.799761 -Venezuela, 1957, 6702668, Americas, 57.907, 9802.466526 -Venezuela, 1962, 8143375, Americas, 60.77, 8422.974165 -Venezuela, 1967, 9709552, Americas, 63.479, 9541.474188 -Venezuela, 1972, 11515649, Americas, 65.712, 10505.25966 -Venezuela, 1977, 13503563, Americas, 67.456, 13143.95095 -Venezuela, 1982, 15620766, Americas, 68.557, 11152.41011 -Venezuela, 1987, 17910182, Americas, 70.19, 9883.584648 -Venezuela, 1992, 20265563, Americas, 71.15, 10733.92631 -Venezuela, 1997, 22374398, Americas, 72.146, 10165.49518 -Venezuela, 2002, 24287670, Americas, 72.766, 8605.047831 -Venezuela, 2007, 26084662, Americas, 73.747, 11415.80569 -Vietnam, 1952, 26246839, Asia, 40.412, 605.0664917 -Vietnam, 1957, 28998543, Asia, 42.887, 676.2854478 -Vietnam, 1962, 33796140, Asia, 45.363, 772.0491602 -Vietnam, 1967, 39463910, Asia, 47.838, 637.1232887 -Vietnam, 1972, 44655014, Asia, 50.254, 699.5016441 -Vietnam, 1977, 50533506, Asia, 55.764, 713.5371196 -Vietnam, 1982, 56142181, Asia, 58.816, 707.2357863 -Vietnam, 1987, 62826491, Asia, 62.82, 820.7994449 -Vietnam, 1992, 69940728, Asia, 67.662, 989.0231487 -Vietnam, 1997, 76048996, Asia, 70.672, 1385.896769 -Vietnam, 2002, 80908147, Asia, 73.017, 1764.456677 -Vietnam, 2007, 85262356, Asia, 74.249, 2441.576404 -West Bank and Gaza, 1952, 1030585, Asia, 43.16, 1515.592329 -West Bank and Gaza, 1957, 1070439, Asia, 45.671, 1827.067742 -West Bank and Gaza, 1962, 1133134, Asia, 48.127, 2198.956312 -West Bank and Gaza, 1967, 1142636, Asia, 51.631, 2649.715007 -West Bank and Gaza, 1972, 1089572, Asia, 56.532, 3133.409277 -West Bank and Gaza, 1977, 1261091, Asia, 60.765, 3682.831494 -West Bank and Gaza, 1982, 1425876, Asia, 64.406, 4336.032082 -West Bank and Gaza, 1987, 1691210, Asia, 67.046, 5107.197384 -West Bank and Gaza, 1992, 2104779, Asia, 69.718, 6017.654756 -West Bank and Gaza, 1997, 2826046, Asia, 71.096, 7110.667619 -West Bank and Gaza, 2002, 3389578, Asia, 72.37, 4515.487575 -West Bank and Gaza, 2007, 4018332, Asia, 73.422, 3025.349798 -Yemen, Rep., 1952, 4963829, Asia, 32.548, 781.7175761 -Yemen, Rep., 1957, 5498090, Asia, 33.97, 804.8304547 -Yemen, Rep., 1962, 6120081, Asia, 35.18, 825.6232006 -Yemen, Rep., 1967, 6740785, Asia, 36.984, 862.4421463 -Yemen, Rep., 1972, 7407075, Asia, 39.848, 1265.047031 -Yemen, Rep., 1977, 8403990, Asia, 44.175, 1829.765177 -Yemen, Rep., 1982, 9657618, Asia, 49.113, 1977.55701 -Yemen, Rep., 1987, 11219340, Asia, 52.922, 1971.741538 -Yemen, Rep., 1992, 13367997, Asia, 55.599, 1879.496673 -Yemen, Rep., 1997, 15826497, Asia, 58.02, 2117.484526 -Yemen, Rep., 2002, 18701257, Asia, 60.308, 2234.820827 -Yemen, Rep., 2007, 22211743, Asia, 62.698, 2280.769906 -Zambia, 1952, 2672000, Africa, 42.038, 1147.388831 -Zambia, 1957, 3016000, Africa, 44.077, 1311.956766 -Zambia, 1962, 3421000, Africa, 46.023, 1452.725766 -Zambia, 1967, 3900000, Africa, 47.768, 1777.077318 -Zambia, 1972, 4506497, Africa, 50.107, 1773.498265 -Zambia, 1977, 5216550, Africa, 51.386, 1588.688299 -Zambia, 1982, 6100407, Africa, 51.821, 1408.678565 -Zambia, 1987, 7272406, Africa, 50.821, 1213.315116 -Zambia, 1992, 8381163, Africa, 46.1, 1210.884633 -Zambia, 1997, 9417789, Africa, 40.238, 1071.353818 -Zambia, 2002, 10595811, Africa, 39.193, 1071.613938 -Zambia, 2007, 11746035, Africa, 42.384, 1271.211593 -Zimbabwe, 1952, 3080907, Africa, 48.451, 406.8841148 -Zimbabwe, 1957, 3646340, Africa, 50.469, 518.7642681 -Zimbabwe, 1962, 4277736, Africa, 52.358, 527.2721818 -Zimbabwe, 1967, 4995432, Africa, 53.995, 569.7950712 -Zimbabwe, 1972, 5861135, Africa, 55.635, 799.3621758 -Zimbabwe, 1977, 6642107, Africa, 57.674, 685.5876821 -Zimbabwe, 1982, 7636524, Africa, 60.363, 788.8550411 -Zimbabwe, 1987, 9216418, Africa, 62.351, 706.1573059 -Zimbabwe, 1992, 10704340, Africa, 60.377, 693.4207856 -Zimbabwe, 1997, 11404948, Africa, 46.809, 792.4499603 -Zimbabwe, 2002, 11926563, Africa, 39.989, 672.0386227 -Zimbabwe, 2007, 12311143, Africa, 43.487, 469.7092981 From 68e8f387006449bfcf90acded551cd8bd91ec146 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:17:12 -0500 Subject: [PATCH 021/163] delete old obsolete notebooks --- Bubble Chart Explorer.ipynb | 36 ------------------------------ MATLAB Bridge.ipynb | 44 ------------------------------------- Plotly Quickstart.ipynb | 36 ------------------------------ 3 files changed, 116 deletions(-) delete mode 100644 Bubble Chart Explorer.ipynb delete mode 100644 MATLAB Bridge.ipynb delete mode 100644 Plotly Quickstart.ipynb diff --git a/Bubble Chart Explorer.ipynb b/Bubble Chart Explorer.ipynb deleted file mode 100644 index 374a56a..0000000 --- a/Bubble Chart Explorer.ipynb +++ /dev/null @@ -1,36 +0,0 @@ -{ - "metadata": { - "name": "This notebook has moved" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "\n\n", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 2, - "text": "" - } - ], - "prompt_number": 2 - } - ], - "metadata": {} - } - ] -} diff --git a/MATLAB Bridge.ipynb b/MATLAB Bridge.ipynb deleted file mode 100644 index 3856d85..0000000 --- a/MATLAB Bridge.ipynb +++ /dev/null @@ -1,44 +0,0 @@ -{ - "metadata": { - "name": "MATLAB notebook has moved" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/matlab/](https://plot.ly/matlab/) \n\n# for our latest documentation" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "\n\n", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 2, - "text": "" - } - ], - "prompt_number": 2 - }, - { - "cell_type": "code", - "collapsed": false, - "input": "", - "language": "python", - "metadata": {}, - "outputs": [] - } - ], - "metadata": {} - } - ] -} diff --git a/Plotly Quickstart.ipynb b/Plotly Quickstart.ipynb deleted file mode 100644 index 374a56a..0000000 --- a/Plotly Quickstart.ipynb +++ /dev/null @@ -1,36 +0,0 @@ -{ - "metadata": { - "name": "This notebook has moved" - }, - "nbformat": 3, - "nbformat_minor": 0, - "worksheets": [ - { - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": "# This notebook has moved! \n\n#Check out [https://plot.ly/python/](https://plot.ly/python/) \n\n# for our latest documentation" - }, - { - "cell_type": "code", - "collapsed": false, - "input": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css').read())", - "language": "python", - "metadata": {}, - "outputs": [ - { - "html": "\n\n", - "metadata": {}, - "output_type": "pyout", - "prompt_number": 2, - "text": "" - } - ], - "prompt_number": 2 - } - ], - "metadata": {} - } - ] -} From 893b8d71f2ec3d819469b53f3898cbf2b19ca7d5 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:18:40 -0500 Subject: [PATCH 022/163] add makefile and makescritps/ --- _makescripts/checks.py | 4 + _makescripts/common.py | 94 +++++++++++++++++++ _makescripts/publish.py | 193 ++++++++++++++++++++++++++++++++++++++++ _makescripts/trim.py | 25 ++++++ makefile | 57 ++++++++++++ 5 files changed, 373 insertions(+) create mode 100644 _makescripts/checks.py create mode 100644 _makescripts/common.py create mode 100644 _makescripts/publish.py create mode 100644 _makescripts/trim.py create mode 100644 makefile diff --git a/_makescripts/checks.py b/_makescripts/checks.py new file mode 100644 index 0000000..82fe032 --- /dev/null +++ b/_makescripts/checks.py @@ -0,0 +1,4 @@ + +# check that no two url given in config.json files are the same ! + +# ... diff --git a/_makescripts/common.py b/_makescripts/common.py new file mode 100644 index 0000000..faa2ec0 --- /dev/null +++ b/_makescripts/common.py @@ -0,0 +1,94 @@ +import sys +import os + +import delightfulsoup as ds + + +# ------------------------------------------------------------------------------- + +class PathHandler(): + + def __init__(self, name): + self.NAME = name + self.GLOBALS = self._get_globals() + self.nbs = self.load_references()['notebooks'] + self.args = self._get_args() + + def _get_globals(self): + return ds.load_json('_makescripts/data/globals.json') + + def _is_valid(self, arg_or_args): + if isinstance(arg_or_args, list): + return all([arg in self.nbs for arg in arg_or_args]) + else: + return arg in self.nbs + + def _get_args(self): + NOTEBOOKS = self.GLOBALS['NOTEBOOKS'] + _args = sys.argv[1:] + + if not _args: + raise Exception( + "No nb argument sent\n\n" + "python {NAME}.py nb\n" + "python {NAME}.py nb1 nb2 ... nbN\n" + "The available directories are:\n" + " {nbs}".format(NAME=self.NAME, + nbs='\n '.join(nbs)) + ) + elif not self._is_valid(_args): + raise Exception( + 'Invalid notebook directory.\n\n' + 'The available notebook directories are:\n' + ' {}'.format('\n '.join(self.nbs)) + ) + else: + return [os.path.dirname(arg + '/') for arg in _args] + + def get_path(self, arg): + NOTEBOOKS = self.GLOBALS['NOTEBOOKS'] + return os.path.join(NOTEBOOKS, arg) + '/' + + def get_file(self, arg, ext): + NOTEBOOKS = self.GLOBALS['NOTEBOOKS'] + return os.path.join(NOTEBOOKS, arg, arg) + ext + + def load_config(self, arg): + path_config = os.path.join(self.get_path(arg), 'config.json') + return ds.load_json(path_config) + + def load_references(self): + NOTEBOOKS = self.GLOBALS['NOTEBOOKS'] + path_references = os.path.join(NOTEBOOKS, 'references.json') + return ds.load_json(path_references) + + def get_tree(self, arg): + join = os.path.join + PUBLISHED = self.GLOBALS['PUBLISHED'] + INCLUDES = join(PUBLISHED, 'includes') + + tree = join(INCLUDES, arg) + if not os.path.exists(tree): + os.makedirs(tree) + + return dict( + urls=join(PUBLISHED, 'urls.py'), + sitemaps=join(PUBLISHED, 'sitemaps.py'), + redirects=join(PUBLISHED, 'redirects.py'), + includes=dict( + references=join(INCLUDES, 'references.json'), + nb=dict( + body=join(INCLUDES, arg, 'body.html'), + config=join(INCLUDES, arg, 'config.json') + ) + ), + static=dict( + image=join(PUBLISHED, 'static', 'image') + ) + ) + + def get_relative_urls(self): + relative_urls = [] + for nb in self.nbs: + relative_urls += [self.load_config(nb)['relative_url']] + return relative_urls diff --git a/_makescripts/publish.py b/_makescripts/publish.py new file mode 100644 index 0000000..ce76a51 --- /dev/null +++ b/_makescripts/publish.py @@ -0,0 +1,193 @@ +import json +import sys +import os +import datetime + +import delightfulsoup as ds +import djangofy as dfy + +import common + + +# ------------------------------------------------------------------------------- + + +# Download image(s) from online source and translate 'src' +def wget_images(body, nb, name, img_folder_on_streambed, img_folder_in_repo): + imgs = body.findAll('img') + + def custom_img_name(img_src, img_i): + _, _ext = os.path.splitext(img_src) + ext = _ext.split('?')[0] + _img_i = str(img_i) if img_i >= 10 else '0' + str(img_i) + return '{nb}_image{img_i}{ext}'.format(nb=nb, img_i=_img_i, ext=ext) + + def img_alt(img_src, img_i): + _img_i = str(img_i) if img_i >= 10 else '0' + str(img_i) + return "{name} image{img_i}".format(name=name, img_i=_img_i) + + ds.utils.wget_images(imgs, + dir_download=img_folder_in_repo, + dir_publish=img_folder_on_streambed, + translate_src=True, + custom_img_name=custom_img_name, + img_alt=img_alt) + + +# Add lightbox anchors around +def add_lightbox(body): + imgs = body.findAll('img') + + def a_href(img): + return img['src'] + + def a_data(img): + return os.path.splitext(os.path.basename(img['src']))[0] + + ds.insert_around_nodes(imgs, 'a', + tag_attrs={'href': a_href, + 'data-lightbox': a_data}) + + +# Translate root url + target blank on outbound href +def update_anchors(body): + site_root = 'https://plot.ly' + user_root = 'https://plot.ly/~' + anchors = body.findAll('a') + + for anchor in anchors: + if anchor['href'].startswith((user_root, '#')): + continue + elif anchor['href'].startswith(site_root): + ds.translate([anchor], 'href', {site_root: '/'}) + ds.translate([anchor], 'href', {'//': '/'}) + else: + # Add target='_blank' attributes to outbound links + ds.add_attr(anchor, {'target': '_blank'}) + + +# Add anchors inside In / Out
+def add_in_out_anchors(body): + divs = body.findAll('div', {'class': 'prompt'}) + + def div_id(div): + text = div.getText(strip=True, separator=u' ') + if text: + return text[:-1].replace(' ', '-').replace(u"\xa0", "-") + + def a_href(div): + _id = div_id(div) + if _id: + return "#" + _id + + def a_class(div): + return div['class'] + + def a_content(div): + return div.getText(strip=True, separator=u' ') + + ds.insert_inside_nodes(divs, 'a', + node_attrs={'id': div_id}, + tag_attrs={'href': a_href, + 'class': a_class}, + tag_content=a_content) + + +# ------------------------------------------------------------------------------- + + +def append_config(config, arg, path_handler): + + now = datetime.datetime.now().strftime("%A %d %B %Y") + github_page = path_handler.GLOBALS['GITHUB']['page'] + arg + github_raw = path_handler.GLOBALS['GITHUB']['raw'] + arg + + config = dict( + last_modified=now, + title=config['title'], + title_short=config['title_short'], + meta_description=config['meta_description'], + github_url=github_page, + file_ipynb=github_raw + '/' + arg + '.ipynb', + file_py=github_raw + '/' + arg + '.py', + ) + + return config + + +def append_references(references, path_handler): + + includes = path_handler.GLOBALS['STREAMBED']['includes'] + + references = dict( + notebooks=references['notebooks'], + paths=dict(), + splash=[], + ) + + for nb in references['notebooks']: + references['paths'][nb] = dict( + body=os.path.join(includes, nb, 'body.html'), + config=os.path.join(includes, nb, 'config.json'), + ) + + config = path_handler.load_config(nb) + references['splash'] += [dict( + title=config['title'], + title_short=config['title_short'], + relative_url=config['relative_url'], + thumbnail_image=config['thumbnail_image'] + )] + + return references + + +# ------------------------------------------------------------------------------- + + +def main(): + + path_handler = common.PathHandler('publish') + + path_image = path_handler.GLOBALS['STREAMBED']['image'] + + for arg in path_handler.args: + + file_html = path_handler.get_file(arg, '.tmp.html') + config = path_handler.load_config(arg) + tree = path_handler.get_tree(arg) + + body = ds.load_soup(file_html).body + + # Download images + wget_images(body, arg, config['title_short'], + path_image, tree['static']['image']) + + # Update body + update_anchors(body) + add_lightbox(body) + add_in_out_anchors(body) + + # Dump body + ds.dump_soup(body, tree['includes']['nb']['body'], remove_tag='body') + + # Append and dump config + config = append_config(config, arg, path_handler) + ds.dump_json(config, tree['includes']['nb']['config']) + + # Append and dump references + references = path_handler.load_references() + references = append_references(references, path_handler) + ds.dump_json(references, tree['includes']['references']) + + # Make url, sitemaps and redirect files + nbs = path_handler.nbs + relative_urls = path_handler.get_relative_urls() + dfy.make_urls(nbs, relative_urls, tree['urls'], + app_name='api_docs', + class_name='IPythonNotebookPage') + dfy.make_sitemaps(nbs, relative_urls, tree['sitemaps']) + + +if __name__ == "__main__": + main() diff --git a/_makescripts/trim.py b/_makescripts/trim.py new file mode 100644 index 0000000..45b8143 --- /dev/null +++ b/_makescripts/trim.py @@ -0,0 +1,25 @@ +import delightfulsoup as ds + +import common + +# ------------------------------------------------------------------------------- + + +def main(): + + path_handler = common.PathHandler('trim') + + for arg in path_handler.args: + + file_ipynb = path_handler.get_file(arg, '.ipynb') + nb_json = ds.load_json(file_ipynb) + cells = path_handler.load_config(arg)['cells'] + + nb_json_cells = nb_json['worksheets'][0]['cells'] + nb_json['worksheets'][0]['cells'] = nb_json_cells[cells[0]:cells[1]] + + file_tmp_ipynb = file_ipynb.replace('.ipynb', '.tmp.ipynb') + ds.dump_json(nb_json, file_tmp_ipynb, indent=1) + +if __name__ == "__main__": + main() diff --git a/makefile b/makefile new file mode 100644 index 0000000..b818ace --- /dev/null +++ b/makefile @@ -0,0 +1,57 @@ +# --- IPython-plotly - makefile --- + +# Constants: + +# Path to notebooks +path_to_notebooks="./notebooks" + +# Path to published notebooks (html -> plot.ly-ready) +path_to_published="./_published" + +# Path to make scripts +path_to_makescripts="./_makescripts" + +# Path to make data +path_to_makedata=$(path_to_makescripts)"/data" + +# Path (relative or absolute) to streambed (only for `make publish`) +path_to_streambed="../streambed" + +# Folders on streambed +includes=$(path_to_streambed)"/shelly/templates/api_docs/includes/ipython_notebooks" +image=$(path_to_streambed)"/shelly/api_docs/static/api_docs/image/ipython_notebooks" +urls=$(path_to_streambed)"/shelly/api_docs/urls/ipython_notebooks/urls.py" +sitemaps=$(path_to_streambed)"/shelly/api_docs/sitemaps/ipython_notebooks/sitemaps.py" + +# Keyword arguments: +# +# 'nb' : name of notebook subfolder in question +# +# Examples: +# +# make nb= +# make nb=" " +# make nb=* (coming soon) +# +#------------------------------------------------------------------------------- + +init: + @cp $(path_to_makedata)/config-init.json $(path_to_notebooks)/$(nb)/config.json + +# This target must be one notebook at a time run +run: + @ipython $(path_to_makescripts)/trim.py $(nb) + @cd $(path_to_notebooks)/$(nb) && ipython nbconvert --to html $(nb).tmp.ipynb + @cd $(path_to_notebooks)/$(nb) && ipython nbconvert --to python $(nb).tmp.ipynb + @cd $(path_to_notebooks)/$(nb) && mv $(nb).tmp.py $(nb).py + +publish: + @ipython $(path_to_makescripts)/publish.py $(nb) --pdb + +push: + @rm -rf $(includes)/* + @cp -R $(path_to_published)/includes/* $(includes) + @rm -rf $(image)/* + @cp -R $(path_to_published)/static/image/* $(image) + @cp -f $(path_to_published)/urls.py $(urls) + @cp -f $(path_to_published)/sitemaps.py $(sitemaps) From 2b0adb6d2e7e272075673b6ddbbbd1e3ab820dd9 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:18:58 -0500 Subject: [PATCH 023/163] add requirements.txt --- requirements.txt | 2 ++ 1 file changed, 2 insertions(+) create mode 100644 requirements.txt diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000..09ba0e4 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,2 @@ +git+https://github.com/etpinard/delightfulsoup +git+https://github.com/etpinard/djangofy From 414b3e1be2e50fdb50dd9aabf0e839032a2defcb Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:19:08 -0500 Subject: [PATCH 024/163] update .gitignore --- .gitignore | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.gitignore b/.gitignore index 4b0ca42..9e8c6e7 100644 --- a/.gitignore +++ b/.gitignore @@ -2,3 +2,6 @@ Untitled* *-checkpoint.ipynb .ipynb_checkpoints *~ +*.pyc +*.tmp.ipynb +*.tmp.html From 033c04e766ef29cb5c637ca718a9869baf231ebd Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:19:41 -0500 Subject: [PATCH 025/163] (tmp commit) add CONTRIBUTING and update README --- CONTRIBUTING.md | 84 +++++++++++++++++++++++++++++++++++++++++++++++++ README.md | 4 ++- 2 files changed, 87 insertions(+), 1 deletion(-) create mode 100644 CONTRIBUTING.md diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md new file mode 100644 index 0000000..8a48d88 --- /dev/null +++ b/CONTRIBUTING.md @@ -0,0 +1,84 @@ + +#### Repo structure + +``` +IPython-plotly/ + README.md + CONTRIBUTING.md + requirements.txt + notebooks/ + / + config.json + .ipynb + .* (optional) + requirements.txt (auto-gen by `make run`) + .py (auto-gen by `make run`) + .zip (auto-gen if .* by `make run`) + / + ... + makefile (setup, run, publish, push) + _makescripts/ + *.py (scripts used `make`) + _published/ (auto gen by `make publish`) + sitemaps.py + urls.py + redirects.py + includes/ + references.json + / + references.json + body.html + / + ... + static/ + image/ + _image01.* + ... + _image01.* + ... + .gitignore +``` + + +#### Config file + +`notebooks//config.json` + +See [model](). + + +#### Step 1: Install requirements + +``` +pip install -r requirements.txt +``` + + + +#### References files + +##### Domain references (auto-generated) + +[`_published/includes/references.json`](...) + + +##### Notebook references (auto-generated) + +`published/includes//references.json` + +```json +{ + last_modified: '', + name: (copied over from notebooks/), + title: (copied over from notebooks/), + meta_description: (copied over from notebooks/), + file_ipynb: 'link to ipynb file', + file_py: 'link to py file', + file_zip: false or 'link to zip file (w/ data file)', + requirements: [ + : version-number, + ... + ], + non_pip_deps: [] (copied form notebooks/) +} +``` diff --git a/README.md b/README.md index 27b08b4..4a0119a 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,6 @@ -These notebooks have moved! Check out [https://plot.ly/python/](https://plot.ly/python/) for our latest documentation. +Plotly IPython Notebooks +======================== + Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs) From fdb7cd1dc687499e2241a8d7e3cf60b215a3cb5a Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:20:31 -0500 Subject: [PATCH 026/163] add config.json skeleton --- _makescripts/data/config-init.json | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 _makescripts/data/config-init.json diff --git a/_makescripts/data/config-init.json b/_makescripts/data/config-init.json new file mode 100644 index 0000000..9d8b37b --- /dev/null +++ b/_makescripts/data/config-init.json @@ -0,0 +1,15 @@ +{ + "title": "", // page title and + "title_short": "", // on page breadcrumb and below thumbnail + "meta_description": "", // <meta description> + "cells": [0, -1], // start/end indices of the cells to be published + "relative_url": "" // url from /IPython-Notebooks/ + "thumbnail_image": "", // path to thumbnail image + "non_pip_deps": [ + { // dependencies that can't we installed with pip + "name": "" , // e.g. "MATLAB" + "urls": "", // ["urls", "to", "more", "info"] + "description": "" // "a short description about this dependency" + } + ], +} From 821cae4b2239bd7b87a4f5044ecce754eedba9de Mon Sep 17 00:00:00 2001 From: etpinard <etienne.t.pinard@gmail.com> Date: Mon, 12 Jan 2015 18:20:43 -0500 Subject: [PATCH 027/163] add json of globals variables --- _makescripts/data/globals.json | 12 ++++++++++++ 1 file changed, 12 insertions(+) create mode 100644 _makescripts/data/globals.json diff --git a/_makescripts/data/globals.json b/_makescripts/data/globals.json new file mode 100644 index 0000000..e216f07 --- /dev/null +++ b/_makescripts/data/globals.json @@ -0,0 +1,12 @@ +{ + "NOTEBOOKS": "notebooks", + "PUBLISHED": "_published", + "STREAMBED": { + "image": "/static/api_docs/image/ipython_notebooks/", + "includes": "api_docs/includes/ipython_notebooks/" + }, + "GITHUB": { + "page": "https://github.com/plotly/IPython-plotly/blob/master/", + "raw": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/" + } +} From 39ecec45e4dbcf32fe5b4f7d725457845a9a9e7d Mon Sep 17 00:00:00 2001 From: etpinard <etienne.t.pinard@gmail.com> Date: Mon, 12 Jan 2015 18:21:30 -0500 Subject: [PATCH 028/163] add basemap notebook (ipynb + config -> html + py) --- notebooks/basemap/basemap.html | 2583 +++++++++++++++++++++++++++++++ notebooks/basemap/basemap.ipynb | 786 ++++++++++ notebooks/basemap/basemap.py | 252 +++ notebooks/basemap/config.json | 15 + 4 files changed, 3636 insertions(+) create mode 100644 notebooks/basemap/basemap.html create mode 100644 notebooks/basemap/basemap.ipynb create mode 100644 notebooks/basemap/basemap.py create mode 100644 notebooks/basemap/config.json diff --git a/notebooks/basemap/basemap.html b/notebooks/basemap/basemap.html new file mode 100644 index 0000000..1982bc9 --- /dev/null +++ b/notebooks/basemap/basemap.html @@ -0,0 +1,2583 @@ +<!DOCTYPE html> +<html> +<head> + +<meta charset="utf-8" /> +<title>basemap + + + + + + + + + + + + + + + + + + + + + + +
+
+ +
+
+
+
+
+

Plotly maps

+
+
+
+ +
+
+
+
+
+

with Plotly's Python API library and Basemap

+
+
+
+ +
+
+
+
+
+

This notebook comes in response to this Rhett Allain tweet.

+
+

Although Plotly does not feature built-in maps functionality (yet), this notebook demonstrates how to plotly-fy maps generated by Basemap.

+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+

First, check the version which version of the Python API library installed on your machine:

+
+
+
+
+
+
+In [1]: +
+
+
+
import plotly
+plotly.__version__
+
+ +
+
+
+ +
+
+ + +
+ Out[1]:
+ + +
+
+'1.2.6'
+
+
+ +
+ +
+
+ +
+
+
+
+
+
+

Next, if you have a plotly account as well as a credentials file set up on your machine, singing in to Plotly's servers is done automatically while importing plotly.plotly.

+
+
+
+
+
+
+In [2]: +
+
+
+
import plotly.plotly as py
+
+ +
+
+
+ +
+
+
+
+
+
+

Import the plotly graph objects (in particular Contour) to help build our figure:

+
+
+
+
+
+
+In [3]: +
+
+
+
from plotly.graph_objs import *
+
+ +
+
+
+ +
+
+
+
+
+
+

Data with this notebook will be taken from a NetCDF file, so import netcdf class from the scipy.io module, along with numpy:

+
+
+
+
+
+
+In [4]: +
+
+
+
import numpy as np           
+from scipy.io import netcdf  
+
+ +
+
+
+ +
+
+
+
+
+
+

Finally, import the Matplotlib Basemap Toolkit, its installation instructions can found here.

+
+
+
+
+
+
+In [5]: +
+
+
+
from mpl_toolkits.basemap import Basemap
+
+ +
+
+
+ +
+
+
+
+
+
+

1. Get the data!

+
+
+
+ +
+
+
+
+
+

The data is taken from NOAA Earth System Research Laboratory.

+

Unfortunately, this website does not allow to code your output demand and/or use wget to download the data.

+

That said, the data used for this notebook can be downloaded in a only a few clicks:

+
    +
  • Select Air Temperature in Varaibles
    • +
  • Select Surface in Analysis level?
    • +
  • Select Jul | 1 and Jul | 31
    • +
  • Enter 2014 in the Enter Year of last day of range field
    • +
  • Select Anomaly in Plot type?
    • +
  • Select All in Region of globe
    • +
  • Click on Create Plot
    • +
+

Then on the following page, click on Get a copy of the netcdf data file used for the plot to download the NetCDF on your machine.

+

Note that the data represents the average daily surface air temperature anomaly (in deg. C) for July 2014 with respect to 1981-2010 climatology.

+
+
+
+
+
+
+
+
+

Now, import the NetCDF file into this IPython session. The following was inspired by this earthpy blog post.

+
+
+
+
+
+
+In [6]: +
+
+
+
# Path the downloaded NetCDF file (different for each download)
+f_path = '/home/etienne/Downloads/compday.Bo3cypJYyE.nc'
+
+# Retrieve data from NetCDF file
+with netcdf.netcdf_file(f_path, 'r') as f:
+    lon = f.variables['lon'][::]    # copy as list
+    lat = f.variables['lat'][::-1]  # invert the latitude vector -> South to North
+    air = f.variables['air'][0,::-1,:]  # squeeze out the time dimension, 
+                                        # invert latitude index
+
+ +
+
+
+ +
+
+
+
+
+
+

The values lon start a 0 degrees and increase eastward to 360 degrees. So, the air array is centered about the Pacific Ocean. For a better-looking plot, shift the data so that it is centered about the 0 meridian:

+
+
+
+
+
+
+In [7]: +
+
+
+
# Shift 'lon' from [0,360] to [-180,180], make numpy array
+tmp_lon = np.array([lon[n]-360 if l>=180 else lon[n] 
+                   for n,l in enumerate(lon)])  # => [0,180]U[-180,2.5]
+
+i_east, = np.where(tmp_lon>=0)  # indices of east lon
+i_west, = np.where(tmp_lon<0)   # indices of west lon
+lon = np.hstack((tmp_lon[i_west], tmp_lon[i_east]))  # stack the 2 halves
+
+# Correspondingly, shift the 'air' array
+tmp_air = np.array(air)
+air = np.hstack((tmp_air[:,i_west], tmp_air[:,i_east]))
+
+ +
+
+
+ +
+
+
+
+
+
+

2. Make Contour graph object

+
+
+
+ +
+
+
+
+
+

Very simply,

+
+
+
+
+
+
+In [8]: +
+
+
+
trace1 = Contour(
+    z=air,
+    x=lon,
+    y=lat,
+    colorscale="RdBu",
+    zauto=False,  # custom contour levels
+    zmin=-5,      # first contour level
+    zmax=5        # last contour level  => colorscale is centered about 0
+)
+
+ +
+
+
+ +
+
+
+
+
+
+

3. Get the coastlines and country boundaries with Basemap

+
+
+
+ +
+
+
+
+
+

The Basemap module includes data for drawing coastlines and country boundaries onto world maps. Adding coastlines and/or country boundaries on a matplotlib figure is done with the .drawcoaslines() or .drawcountries() Basemap methods.

+

Next, we will retrieve the Basemap plotting data (or polygons) and convert them to longitude/latitude arrays (inspired by this stackoverflow post) and then package them into Plotly Scatter graph objects .

+

In other words, the goal is to plot each continuous coastline and country boundary lines as 1 Plolty scatter line trace.

+
+
+
+
+
+
+In [9]: +
+
+
+
# Make shortcut to Basemap object, 
+# not specifying projection type for this example
+m = Basemap()     
+
+ +
+
+
+ +
+
+
+
+In [10]: +
+
+
+
# Make trace-generating function (return a Scatter object)
+def make_scatter(x,y):
+    return Scatter(
+        x=x,
+        y=y,
+        mode='lines',
+        line=Line(color="black"),
+        name=' '  # no name on hover
+    )
+
+# Functions converting coastline/country polygons to lon/lat traces
+def polygons_to_traces(poly_paths, N_poly):
+    ''' 
+    pos arg 1. (poly_paths): paths to polygons
+    pos arg 2. (N_poly): number of polygon to convert
+    '''
+    traces = []  # init. plotting list 
+
+    for i_poly in range(N_poly):
+        poly_path = poly_paths[i_poly]
+        
+        # get the Basemap coordinates of each segment
+        coords_cc = np.array(
+            [(vertex[0],vertex[1]) 
+             for (vertex,code) in poly_path.iter_segments(simplify=False)]
+        )
+        
+        # convert coordinates to lon/lat by 'inverting' the Basemap projection
+        lon_cc, lat_cc = m(coords_cc[:,0],coords_cc[:,1], inverse=True)
+        
+        # add plot.ly plotting options
+        traces.append(make_scatter(lon_cc,lat_cc))
+     
+    return traces
+
+# Function generating coastline lon/lat traces
+def get_coastline_traces():
+    poly_paths = m.drawcoastlines().get_paths() # coastline polygon paths
+    N_poly = 91  # use only the 91st biggest coastlines (i.e. no rivers)
+    return polygons_to_traces(poly_paths, N_poly)
+
+# Function generating country lon/lat traces
+def get_country_traces():
+    poly_paths = m.drawcountries().get_paths() # country polygon paths
+    N_poly = len(poly_paths)  # use all countries
+    return polygons_to_traces(poly_paths, N_poly)
+
+ +
+
+
+ +
+
+
+
+
+
+

Then,

+
+
+
+
+
+
+In [11]: +
+
+
+
# Get list of of coastline and country lon/lat traces
+traces_cc = get_coastline_traces()+get_country_traces()
+
+ +
+
+
+ +
+
+
+
+
+
+

4. Make a figue object and plot!

+
+
+
+ +
+
+
+
+
+

Package the Contour trace with the coastline and country traces. Note that the Contour trace must be placed before the coastline and country traces in order to make all traces visible.

+
+
+
+
+
+
+In [12]: +
+
+
+
data = Data([trace1]+traces_cc)
+
+ +
+
+
+ +
+
+
+
+
+
+

Layout options are set in a Layout object:

+
+
+
+
+
+
+In [13]: +
+
+
+
title = u"Average daily surface air temperature anomalies [\u2103]<br> \
+in July 2014 with respect to 1981-2010 climatology"
+
+anno_text = "Data courtesy of \
+<a href='http://www.esrl.noaa.gov/psd/data/composites/day/'>\
+NOAA Earth System Research Laboratory</a>"
+
+axis_style = dict(
+    zeroline=False,
+    showline=False,
+    showgrid=False,
+    ticks='',
+    showticklabels=False,
+)
+
+layout = Layout(
+    title=title,
+    showlegend=False,
+    hovermode="closest",        # highlight closest point on hover
+    xaxis=XAxis(
+        axis_style,
+        range=[lon[0],lon[-1]]  # restrict y-axis to range of lon
+    ),
+    yaxis=YAxis(
+        axis_style,
+    ),
+    annotations=Annotations([
+        Annotation(
+            text=anno_text,
+            xref='paper',
+            yref='paper',
+            x=0,
+            y=1,
+            yanchor='bottom',
+            showarrow=False
+        )
+    ]),
+    autosize=False,
+    width=1000,
+    height=500,
+)
+
+ +
+
+
+ +
+
+
+
+
+
+

Package data and layout in a Figure object and send it to plotly:

+
+
+
+
+
+
+In [14]: +
+
+
+
fig = Figure(data=data, layout=layout)
+
+py.iplot(fig, filename="maps", width=1000)
+
+ +
+
+
+ +
+
+ + +
+ +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+

See this graph in full screen here.

+
+
+
+
+
+
+
+
+

To learn more about Plotly's Python API

+
+
+
+ +
+
+
+
+
+

Refer to

+ +
+
+
+
+
+
+
+
+


+

+

+
+
+
+
+
+
+
+
+
+ +
+ +

Got Questions or Feedback?

+ +

About Plotly

+ +

Notebook styling ideas

+ +

Big thanks to

+ +


+
+
+
+
+
+
+In [15]: +
+
+
+
from IPython.display import display, HTML
+import urllib2
+url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css'
+display(HTML(urllib2.urlopen(url).read()))
+
+ +
+
+
+ +
+
+ + +
+ +
+ + + +
+ +
+ +
+
+ +
+
+
+ + diff --git a/notebooks/basemap/basemap.ipynb b/notebooks/basemap/basemap.ipynb new file mode 100644 index 0000000..c7ad088 --- /dev/null +++ b/notebooks/basemap/basemap.ipynb @@ -0,0 +1,786 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:ebea0a53d0b3b22a9be9a679c002a36ccb819adf759d1782bc8432ad2984670e" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Plotly maps" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "with Plotly's Python API library and Basemap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook comes in response to this Rhett Allain tweet.\n", + "\n", + "> Although Plotly does not feature built-in maps functionality (yet), this notebook demonstrates how to *plotly-fy* maps generated by Basemap." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, check the version which version of the Python API library installed on your machine:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import plotly\n", + "plotly.__version__" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1, + "text": [ + "'1.2.6'" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, if you have a plotly account as well as a credentials file set up on your machine, singing in to Plotly's servers is done automatically while importing `plotly.plotly`. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import plotly.plotly as py" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Import the plotly graph objects (in particular `Contour`) to help build our figure:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from plotly.graph_objs import *" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Data with this notebook will be taken from a NetCDF file, so import netcdf class from the scipy.io module, along with numpy:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import numpy as np \n", + "from scipy.io import netcdf " + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Finally, import the Matplotlib Basemap Toolkit, its installation instructions can found here." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from mpl_toolkits.basemap import Basemap" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "1. Get the data!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is taken from NOAA Earth System Research Laboratory.\n", + "\n", + "Unfortunately, this website does not allow to *code* your output demand and/or use `wget` to download the data.
\n", + "\n", + "That said, the data used for this notebook can be downloaded in a only a few clicks:\n", + "\n", + "- Select *Air Temperature* in **Varaibles**\n", + "- Select *Surface* in **Analysis level?**\n", + "- Select *Jul | 1* and *Jul | 31*\n", + "- Enter *2014* in the **Enter Year of last day of range** field\n", + "- Select *Anomaly* in **Plot type?**\n", + "- Select *All* in **Region of globe**\n", + "- Click on **Create Plot** \n", + "\n", + "Then on the following page, click on **Get a copy of the netcdf data file used for the plot** to download the NetCDF on your machine.\n", + "\n", + "Note that the data represents the average daily surface air temperature anomaly (in deg. C) for July 2014 with respect to 1981-2010 climatology.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, import the NetCDF file into this IPython session. The following was inspired by this earthpy blog post." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Path the downloaded NetCDF file (different for each download)\n", + "f_path = '/home/etienne/Downloads/compday.Bo3cypJYyE.nc'\n", + "\n", + "# Retrieve data from NetCDF file\n", + "with netcdf.netcdf_file(f_path, 'r') as f:\n", + " lon = f.variables['lon'][::] # copy as list\n", + " lat = f.variables['lat'][::-1] # invert the latitude vector -> South to North\n", + " air = f.variables['air'][0,::-1,:] # squeeze out the time dimension, \n", + " # invert latitude index" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The values `lon` start a 0 degrees and increase eastward to 360 degrees. So, the `air` array is centered about the Pacific Ocean. For a better-looking plot, shift the data so that it is centered about the 0 meridian:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Shift 'lon' from [0,360] to [-180,180], make numpy array\n", + "tmp_lon = np.array([lon[n]-360 if l>=180 else lon[n] \n", + " for n,l in enumerate(lon)]) # => [0,180]U[-180,2.5]\n", + "\n", + "i_east, = np.where(tmp_lon>=0) # indices of east lon\n", + "i_west, = np.where(tmp_lon<0) # indices of west lon\n", + "lon = np.hstack((tmp_lon[i_west], tmp_lon[i_east])) # stack the 2 halves\n", + "\n", + "# Correspondingly, shift the 'air' array\n", + "tmp_air = np.array(air)\n", + "air = np.hstack((tmp_air[:,i_west], tmp_air[:,i_east]))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "2. Make Contour graph object" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Very simply," + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "trace1 = Contour(\n", + " z=air,\n", + " x=lon,\n", + " y=lat,\n", + " colorscale=\"RdBu\",\n", + " zauto=False, # custom contour levels\n", + " zmin=-5, # first contour level\n", + " zmax=5 # last contour level => colorscale is centered about 0\n", + ")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "3. Get the coastlines and country boundaries with Basemap" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Basemap module includes data for drawing coastlines and country boundaries onto world maps. Adding coastlines and/or country boundaries on a matplotlib figure is done with the `.drawcoaslines()` or `.drawcountries()` Basemap methods. \n", + "\n", + "Next, we will retrieve the Basemap plotting data (or polygons) and convert them to longitude/latitude arrays (inspired by this stackoverflow post) and then package them into Plotly `Scatter` graph objects .\n", + "\n", + "In other words, the goal is to plot each *continuous* coastline and country boundary lines as 1 Plolty scatter line trace." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Make shortcut to Basemap object, \n", + "# not specifying projection type for this example\n", + "m = Basemap() " + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Make trace-generating function (return a Scatter object)\n", + "def make_scatter(x,y):\n", + " return Scatter(\n", + " x=x,\n", + " y=y,\n", + " mode='lines',\n", + " line=Line(color=\"black\"),\n", + " name=' ' # no name on hover\n", + " )\n", + "\n", + "# Functions converting coastline/country polygons to lon/lat traces\n", + "def polygons_to_traces(poly_paths, N_poly):\n", + " ''' \n", + " pos arg 1. (poly_paths): paths to polygons\n", + " pos arg 2. (N_poly): number of polygon to convert\n", + " '''\n", + " traces = [] # init. plotting list \n", + "\n", + " for i_poly in range(N_poly):\n", + " poly_path = poly_paths[i_poly]\n", + " \n", + " # get the Basemap coordinates of each segment\n", + " coords_cc = np.array(\n", + " [(vertex[0],vertex[1]) \n", + " for (vertex,code) in poly_path.iter_segments(simplify=False)]\n", + " )\n", + " \n", + " # convert coordinates to lon/lat by 'inverting' the Basemap projection\n", + " lon_cc, lat_cc = m(coords_cc[:,0],coords_cc[:,1], inverse=True)\n", + " \n", + " # add plot.ly plotting options\n", + " traces.append(make_scatter(lon_cc,lat_cc))\n", + " \n", + " return traces\n", + "\n", + "# Function generating coastline lon/lat traces\n", + "def get_coastline_traces():\n", + " poly_paths = m.drawcoastlines().get_paths() # coastline polygon paths\n", + " N_poly = 91 # use only the 91st biggest coastlines (i.e. no rivers)\n", + " return polygons_to_traces(poly_paths, N_poly)\n", + "\n", + "# Function generating country lon/lat traces\n", + "def get_country_traces():\n", + " poly_paths = m.drawcountries().get_paths() # country polygon paths\n", + " N_poly = len(poly_paths) # use all countries\n", + " return polygons_to_traces(poly_paths, N_poly)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then," + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Get list of of coastline and country lon/lat traces\n", + "traces_cc = get_coastline_traces()+get_country_traces()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "4. Make a figue object and plot!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Package the `Contour` trace with the coastline and country traces. Note that the `Contour` trace must be placed before the coastline and country traces in order to make all traces visible." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data = Data([trace1]+traces_cc)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Layout options are set in a `Layout` object:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "title = u\"Average daily surface air temperature anomalies [\\u2103]
\\\n", + "in July 2014 with respect to 1981-2010 climatology\"\n", + "\n", + "anno_text = \"Data courtesy of \\\n", + "\\\n", + "NOAA Earth System Research Laboratory\"\n", + "\n", + "axis_style = dict(\n", + " zeroline=False,\n", + " showline=False,\n", + " showgrid=False,\n", + " ticks='',\n", + " showticklabels=False,\n", + ")\n", + "\n", + "layout = Layout(\n", + " title=title,\n", + " showlegend=False,\n", + " hovermode=\"closest\", # highlight closest point on hover\n", + " xaxis=XAxis(\n", + " axis_style,\n", + " range=[lon[0],lon[-1]] # restrict y-axis to range of lon\n", + " ),\n", + " yaxis=YAxis(\n", + " axis_style,\n", + " ),\n", + " annotations=Annotations([\n", + " Annotation(\n", + " text=anno_text,\n", + " xref='paper',\n", + " yref='paper',\n", + " x=0,\n", + " y=1,\n", + " yanchor='bottom',\n", + " showarrow=False\n", + " )\n", + " ]),\n", + " autosize=False,\n", + " width=1000,\n", + " height=500,\n", + ")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Package data and layout in a `Figure` object and send it to plotly:" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = Figure(data=data, layout=layout)\n", + "\n", + "py.iplot(fig, filename=\"maps\", width=1000)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "display_data", + "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See this graph in full screen here." + ] + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "To learn more about Plotly's Python API" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Refer to\n", + "\n", + "* our online documentation page or\n", + "* our User Guide." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \n", + "
\n", + "\n", + "

Got Questions or Feedback?

\n", + "\n", + "About Plotly\n", + "\n", + "* email: feedback@plot.ly \n", + "* tweet: \n", + "@plotlygraphs\n", + "\n", + "

Notebook styling ideas

\n", + "\n", + "Big thanks to\n", + "\n", + "* Cam Davidson-Pilon\n", + "* Lorena A. Barba\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import display, HTML\n", + "import urllib2\n", + "url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css'\n", + "display(HTML(urllib2.urlopen(url).read()))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "\n", + "\n" + ], + "metadata": {}, + "output_type": "display_data", + "text": [ + "" + ] + } + ], + "prompt_number": 15 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/basemap/basemap.py b/notebooks/basemap/basemap.py new file mode 100644 index 0000000..66461c8 --- /dev/null +++ b/notebooks/basemap/basemap.py @@ -0,0 +1,252 @@ + +# coding: utf-8 + +# This notebook comes in response to this Rhett Allain tweet. +# +# > Although Plotly does not feature built-in maps functionality (yet), this notebook demonstrates how to *plotly-fy* maps generated by Basemap. + +#
+ +# First, check the version which version of the Python API library installed on your machine: + +# In[1]: + +import plotly +plotly.__version__ + + +# Next, if you have a plotly account as well as a credentials file set up on your machine, singing in to Plotly's servers is done automatically while importing `plotly.plotly`. + +# In[2]: + +import plotly.plotly as py + + +# Import the plotly graph objects (in particular `Contour`) to help build our figure: + +# In[3]: + +from plotly.graph_objs import * + + +# Data with this notebook will be taken from a NetCDF file, so import netcdf class from the scipy.io module, along with numpy: + +# In[4]: + +import numpy as np +from scipy.io import netcdf + + +# Finally, import the Matplotlib Basemap Toolkit, its installation instructions can found here. + +# In[5]: + +from mpl_toolkits.basemap import Basemap + + +#### 1. Get the data! + +# The data is taken from NOAA Earth System Research Laboratory. +# +# Unfortunately, this website does not allow to *code* your output demand and/or use `wget` to download the data.
+# +# That said, the data used for this notebook can be downloaded in a only a few clicks: +# +# - Select *Air Temperature* in **Varaibles** +# - Select *Surface* in **Analysis level?** +# - Select *Jul | 1* and *Jul | 31* +# - Enter *2014* in the **Enter Year of last day of range** field +# - Select *Anomaly* in **Plot type?** +# - Select *All* in **Region of globe** +# - Click on **Create Plot** +# +# Then on the following page, click on **Get a copy of the netcdf data file used for the plot** to download the NetCDF on your machine. +# +# Note that the data represents the average daily surface air temperature anomaly (in deg. C) for July 2014 with respect to 1981-2010 climatology. +# + +# Now, import the NetCDF file into this IPython session. The following was inspired by this earthpy blog post. + +# In[6]: + +# Path the downloaded NetCDF file (different for each download) +f_path = '/home/etienne/Downloads/compday.Bo3cypJYyE.nc' + +# Retrieve data from NetCDF file +with netcdf.netcdf_file(f_path, 'r') as f: + lon = f.variables['lon'][::] # copy as list + lat = f.variables['lat'][::-1] # invert the latitude vector -> South to North + air = f.variables['air'][0,::-1,:] # squeeze out the time dimension, + # invert latitude index + + +# The values `lon` start a 0 degrees and increase eastward to 360 degrees. So, the `air` array is centered about the Pacific Ocean. For a better-looking plot, shift the data so that it is centered about the 0 meridian: + +# In[7]: + +# Shift 'lon' from [0,360] to [-180,180], make numpy array +tmp_lon = np.array([lon[n]-360 if l>=180 else lon[n] + for n,l in enumerate(lon)]) # => [0,180]U[-180,2.5] + +i_east, = np.where(tmp_lon>=0) # indices of east lon +i_west, = np.where(tmp_lon<0) # indices of west lon +lon = np.hstack((tmp_lon[i_west], tmp_lon[i_east])) # stack the 2 halves + +# Correspondingly, shift the 'air' array +tmp_air = np.array(air) +air = np.hstack((tmp_air[:,i_west], tmp_air[:,i_east])) + + +#### 2. Make Contour graph object + +# Very simply, + +# In[8]: + +trace1 = Contour( + z=air, + x=lon, + y=lat, + colorscale="RdBu", + zauto=False, # custom contour levels + zmin=-5, # first contour level + zmax=5 # last contour level => colorscale is centered about 0 +) + + +#### 3. Get the coastlines and country boundaries with Basemap + +# The Basemap module includes data for drawing coastlines and country boundaries onto world maps. Adding coastlines and/or country boundaries on a matplotlib figure is done with the `.drawcoaslines()` or `.drawcountries()` Basemap methods. +# +# Next, we will retrieve the Basemap plotting data (or polygons) and convert them to longitude/latitude arrays (inspired by this stackoverflow post) and then package them into Plotly `Scatter` graph objects . +# +# In other words, the goal is to plot each *continuous* coastline and country boundary lines as 1 Plolty scatter line trace. + +# In[9]: + +# Make shortcut to Basemap object, +# not specifying projection type for this example +m = Basemap() + + +# In[10]: + +# Make trace-generating function (return a Scatter object) +def make_scatter(x,y): + return Scatter( + x=x, + y=y, + mode='lines', + line=Line(color="black"), + name=' ' # no name on hover + ) + +# Functions converting coastline/country polygons to lon/lat traces +def polygons_to_traces(poly_paths, N_poly): + ''' + pos arg 1. (poly_paths): paths to polygons + pos arg 2. (N_poly): number of polygon to convert + ''' + traces = [] # init. plotting list + + for i_poly in range(N_poly): + poly_path = poly_paths[i_poly] + + # get the Basemap coordinates of each segment + coords_cc = np.array( + [(vertex[0],vertex[1]) + for (vertex,code) in poly_path.iter_segments(simplify=False)] + ) + + # convert coordinates to lon/lat by 'inverting' the Basemap projection + lon_cc, lat_cc = m(coords_cc[:,0],coords_cc[:,1], inverse=True) + + # add plot.ly plotting options + traces.append(make_scatter(lon_cc,lat_cc)) + + return traces + +# Function generating coastline lon/lat traces +def get_coastline_traces(): + poly_paths = m.drawcoastlines().get_paths() # coastline polygon paths + N_poly = 91 # use only the 91st biggest coastlines (i.e. no rivers) + return polygons_to_traces(poly_paths, N_poly) + +# Function generating country lon/lat traces +def get_country_traces(): + poly_paths = m.drawcountries().get_paths() # country polygon paths + N_poly = len(poly_paths) # use all countries + return polygons_to_traces(poly_paths, N_poly) + + +# Then, + +# In[11]: + +# Get list of of coastline and country lon/lat traces +traces_cc = get_coastline_traces()+get_country_traces() + + +#### 4. Make a figue object and plot! + +# Package the `Contour` trace with the coastline and country traces. Note that the `Contour` trace must be placed before the coastline and country traces in order to make all traces visible. + +# In[12]: + +data = Data([trace1]+traces_cc) + + +# Layout options are set in a `Layout` object: + +# In[13]: + +title = u"Average daily surface air temperature anomalies [\u2103]
in July 2014 with respect to 1981-2010 climatology" + +anno_text = "Data courtesy of NOAA Earth System Research Laboratory" + +axis_style = dict( + zeroline=False, + showline=False, + showgrid=False, + ticks='', + showticklabels=False, +) + +layout = Layout( + title=title, + showlegend=False, + hovermode="closest", # highlight closest point on hover + xaxis=XAxis( + axis_style, + range=[lon[0],lon[-1]] # restrict y-axis to range of lon + ), + yaxis=YAxis( + axis_style, + ), + annotations=Annotations([ + Annotation( + text=anno_text, + xref='paper', + yref='paper', + x=0, + y=1, + yanchor='bottom', + showarrow=False + ) + ]), + autosize=False, + width=1000, + height=500, +) + + +# Package data and layout in a `Figure` object and send it to plotly: + +# In[14]: + +fig = Figure(data=data, layout=layout) + +py.iplot(fig, filename="maps", width=1000) + + +# See this graph in full screen here. diff --git a/notebooks/basemap/config.json b/notebooks/basemap/config.json new file mode 100644 index 0000000..0d63b6e --- /dev/null +++ b/notebooks/basemap/config.json @@ -0,0 +1,15 @@ +{ + "title": "Plotly maps with Matplotlib Basemap", + "title_short": "Plotly maps", + "meta_description": "An IPython Notebook showing how to make an interactive world map using plotly and Maplotlib Basemap", + "relative_url": "basemap-maps", + "cells": [2, -5], + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} From b22439b67c59aa780b7b0ddc4b481892f0f65fb8 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:21:47 -0500 Subject: [PATCH 029/163] add collaborate notebook --- notebooks/collaborate/collaborate.ipynb | 1050 +++++++++++++++++++++++ notebooks/collaborate/collaborate.py | 406 +++++++++ notebooks/collaborate/config.json | 15 + notebooks/references.json | 6 + 4 files changed, 1477 insertions(+) create mode 100644 notebooks/collaborate/collaborate.ipynb create mode 100644 notebooks/collaborate/collaborate.py create mode 100644 notebooks/collaborate/config.json create mode 100644 notebooks/references.json diff --git a/notebooks/collaborate/collaborate.ipynb b/notebooks/collaborate/collaborate.ipynb new file mode 100644 index 0000000..358f9d8 --- /dev/null +++ b/notebooks/collaborate/collaborate.ipynb @@ -0,0 +1,1050 @@ +{ + "metadata": { + "name": "Reproducible figures" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "IPython and Plotly: A Rosetta Stone for MATLAB,
R, Python, and Excel plotting " + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Collaboration, data analysis, and data visualization sometimes feels like this:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from IPython.display import Image\nImage(url = 'https://i.imgur.com/4DrMgLI.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 1, + "text": "" + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Graphing and data analysis need a Rosetta Stone to solve the fragmentation and collaboration problem. \nPlotly is about bridging the divide and serving as an interoperable platform for analysis and plotting. You can import, edit, and plot data using scripts and data from Python, MATLAB, R, Julia, Perl, REST, Arduino, Raspberry Pi, or Excel. So can your team. \n\n*All in the same online plot*.\n\nRead on to learn more, or run `$ pip install plotly` and copy and paste the code below. Plotly is online, meaning no downloads or installations necessary. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%matplotlib inline\nimport matplotlib.pyplot as plt # side-stepping mpl backend\nimport matplotlib.gridspec as gridspec # subplots\nimport numpy as np", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can use our key, or [sign-up](https://plot.ly/ssi) to get started. It's free for any public sharing and you own your data, so you can make and share as many plots as you want." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import plotly.plotly as py\nimport plotly.tools as tls\nfrom plotly.graph_objs import *\npy.sign_in(\"IPython.Demo\", \"1fw3zw2o13\")", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import plotly\nplotly.__version__", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": "'1.0.12'" + } + ], + "prompt_number": 4 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "I. shareable matplotlib figures" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's start out with a matplotlib example. We also have [a user guide section](https://plot.ly/python/matplotlib-to-plotly-tutorial/) on the subject." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "fig1 = plt.figure()\n\nimport matplotlib.pyplot as plt\nimport numpy as np\nimport matplotlib.mlab as mlab\n\nmean = [10,12,16,22,25]\nvariance = [3,6,8,10,12]\n\nx = np.linspace(0,40,1000)\n\nfor i in range(4):\n sigma = np.sqrt(variance[i])\n y = mlab.normpdf(x,mean[i],sigma)\n plt.plot(x,y, label=r'$v_{}$'.format(i+1))\n\nplt.xlabel(\"X\")\nplt.ylabel(\"P(X)\") ", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": "" + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEPCAYAAABGP2P1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n", + "text": "" + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "To re-create the graph in Plotly and use Plotly's defaults, call `iplot` and add `strip_style`." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "py.iplot_mpl(fig1, strip_style = True)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "It's shareable at a URL, contains the data as part of the plot, and can be edited collaboratively from any API or our web app. Head over to [Plotly's API](https://plot.ly/api) to see more, and check out our [user guide](https://plot.ly/python/user-guide/) to see how it all works. \n\nPlotly also jointly preserves the data in a graph, the graph, and the graph description (in this case JSON). That's valuable. [One study](http://www.smithsonianmag.com/science-nature/the-vast-majority-of-raw-data-from-old-scientific-studies-may-now-be-missing-180948067/?no-ist) in *current biology* found that over 90 percent of data from papers published over the past 20 years was not available. So sharing data is good for science and reproducibility, useful for your projects, and great for collaboration." + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "II. ggplot2 plots in Plotly" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's take a real-world look storing data and graphs together. Suppose you see a graph on the [World Bank website](http://blogs.worldbank.org/opendata/accessing-world-bank-data-apis-python-r-ruby-stata). The graph uses [ggplot2](http://ggplot2.org), a remarkable plotting library for R. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from IPython.display import Image\nImage(url = 'http://i.imgur.com/PkRRmHq.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": "" + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You would like to re-make the graph and analyze and share the data. Getting the data using Plotly is easy. You can run the ggplot2 script in RStudio. Here we're running it using the new [R kernel](https://github.com/takluyver/IRkernel) for IPython). The Notebook with the replicable code and installation is [here](http://nbviewer.ipython.org/gist/msund/403910de45e282d658fa). " + }, + { + "cell_type": "code", + "collapsed": true, + "input": [ + "library(WDI)\n", + "library(ggplot2)\n", + " \n", + "#Grab GNI per capita data for Chile, Hungary and Uruguay\n", + " \n", + "dat = WDI(indicator='NY.GNP.PCAP.CD', country=c('CL','HU','UY'), start=1960, end=2012)\n", + " \n", + "#a quick plot with legend, title and label\n", + " \n", + "wb <- ggplot(dat, aes(year, NY.GNP.PCAP.CD, color=country)) + geom_line() \n", + "+ xlab('Year') + ylab('GDI per capita (Atlas Method USD)') \n", + "+ labs(title <- \"GNI Per Capita ($USD Atlas Method)\")\n", + "\n", + "py$ggplotly(wb)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We can add `py$ggplotly` to the call, which will draw the figure with Plotly's [R API](https://plot.ly/r). Then we can call it in a Notebook. You can similarly call any Plotly graph with the username and graph id pair." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('RgraphingAPI', '1457')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Note: the data is called from a WDI database; if you make it with Plotly, the data is stored with the plot. I forked the data and shared it: [https://plot.ly/~MattSundquist/1343](https://plot.ly/~MattSundquist/1343). " + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "If you want to use Plotly's default graph look, you can edit the graph with Python." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "fig = py.get_figure('RgraphingAPI', '1457')\nfig.strip_style()\npy.iplot(fig)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Often we come to a visualization with data rather than coming to data with a visualization. In that case, Plotly is useful for quick exploration, with matplotlib or Plotly's API." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "my_data = py.get_figure('PythonAPI', '455').get_data()", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number":11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "%matplotlib inline\nimport matplotlib.pyplot as plt", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "fig1 = plt.figure()\n\nplt.subplot(311)\nplt.plot(my_data[0]['x'], my_data[0]['y'])\nplt.subplot(312)\nplt.plot(my_data[1]['x'], my_data[1]['y'])\nplt.subplot(313)\nplt.plot(my_data[2]['x'], my_data[2]['y'])\n\npy.iplot_mpl(fig1, strip_style = True)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can also draw the graph [with subplots](https://plot.ly/python/subplots/) in Plotly." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "my_data[1]['yaxis'] = 'y2'\nmy_data[2]['yaxis'] = 'y3'\n\nlayout = Layout(\n yaxis=YAxis(\n domain=[0, 0.33]\n ),\n legend=Legend(\n traceorder='reversed'\n ),\n yaxis2=YAxis(\n domain=[0.33, 0.66]\n ),\n yaxis3=YAxis(\n domain=[0.66, 1]\n )\n)\n\nfig = Figure(data=my_data, layout=layout)\n\npy.iplot(fig)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Then maybe I want to edit it quickly with a GUI, without coding. I click through to the graph in the \"data and graph\" link, fork my own copy, and can switch between graph types, styling options, and more." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/rHP53Oz.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": "" + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Now, having re-styled it, we can call the graph back into the NB, and if we want, get the figure information for the new, updated graph. The graphs below are meant to show the flexibility available to you in styling from the GUI." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('MattSundquist', '1404')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('MattSundquist', '1339')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We can also get the data in a grid, and run stats, fits, functions, add error bars, and more. Plotly keeps data and graphs together. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/JJkNPJg.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": "" + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "And there we have it. A reproducible figure, drawn with D3 that includes the plot, data, and plot structure. And you can easily call that figure or data as well. Check to see what URL it is by hoving on \"data and graph\" and then call that figure." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "ggplot = py.get_figure('MattSundquist', '1339') ", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 19 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "ggplot #print it", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": "{'data': [{'line': {'color': 'rgb(31, 119, 180)', 'width': 4},\n 'mode': 'lines',\n 'name': 'Chile',\n 'type': 'scatter',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n 600,\n 640,\n 660,\n 650,\n 740,\n 760,\n 770,\n 800,\n 860,\n 1020,\n 1110,\n 1320,\n 1620,\n 1120,\n 980,\n 1070,\n 1320,\n 1740,\n 2240,\n 2640,\n 2190,\n 1780,\n 1600,\n 1410,\n 1410,\n 1560,\n 1820,\n 2090,\n 2240,\n 2490,\n 3020,\n 3330,\n 3610,\n 4320,\n 4930,\n 5380,\n 5250,\n 4910,\n 4920,\n 4760,\n 4550,\n 4570,\n 5230,\n 6250,\n 7260,\n 8630,\n 10020,\n 9930,\n 10720,\n 12270,\n 14310]},\n {'line': {'color': 'rgb(255, 127, 14)', 'width': 4},\n 'mode': 'lines',\n 'name': 'Hungary',\n 'type': 'scatter',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n 540,\n 590,\n 670,\n 830,\n 1000,\n 1150,\n 1200,\n 1330,\n 1520,\n 1770,\n 2070,\n 2200,\n 2170,\n 2010,\n 1930,\n 1860,\n 2040,\n 2400,\n 2710,\n 2770,\n 2880,\n 2740,\n 3140,\n 3630,\n 4000,\n 4220,\n 4320,\n 4370,\n 4380,\n 4460,\n 4580,\n 4720,\n 5210,\n 6550,\n 8540,\n 10220,\n 11040,\n 11510,\n 12890,\n 12980,\n 12930,\n 12900,\n 12410]},\n {'line': {'color': 'rgb(44, 160, 44)', 'width': 4},\n 'mode': 'lines',\n 'name': 'Uruguay',\n 'type': 'scatter',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n 580,\n 610,\n 660,\n 680,\n 720,\n 640,\n 610,\n 670,\n 820,\n 850,\n 870,\n 1060,\n 1370,\n 1620,\n 1490,\n 1420,\n 1630,\n 2150,\n 2870,\n 3650,\n 3290,\n 2190,\n 1740,\n 1510,\n 1780,\n 2210,\n 2600,\n 2730,\n 2840,\n 3180,\n 3830,\n 4350,\n 5040,\n 5530,\n 6160,\n 6970,\n 7240,\n 7260,\n 7050,\n 6500,\n 5140,\n 4240,\n 4130,\n 4720,\n 5380,\n 6380,\n 7690,\n 8520,\n 10110,\n 11700,\n 13580]}],\n 'layout': {'annotations': [{'align': 'center',\n 'arrowcolor': '',\n 'arrowhead': 1,\n 'arrowsize': 1,\n 'arrowwidth': 0,\n 'ax': -10,\n 'ay': -28.335936546325684,\n 'bgcolor': 'rgba(0,0,0,0)',\n 'bordercolor': '',\n 'borderpad': 1,\n 'borderwidth': 1,\n 'font': {'color': '', 'family': '', 'size': 0},\n 'opacity': 1,\n 'showarrow': False,\n 'tag': '',\n 'text': 'Source: World Bank',\n 'x': 0.9880317848410782,\n 'xanchor': 'auto',\n 'xref': 'paper',\n 'y': 0.02994334820619583,\n 'yanchor': 'auto',\n 'yref': 'paper'}],\n 'autosize': True,\n 'bargap': 0.2,\n 'bargroupgap': 0,\n 'barmode': 'group',\n 'boxgap': 0.3,\n 'boxgroupgap': 0.3,\n 'boxmode': 'overlay',\n 'dragmode': 'zoom',\n 'font': {'color': 'rgb(67, 67, 67)',\n 'family': \"'Open sans', verdana, arial, sans-serif\",\n 'size': 12},\n 'height': 547,\n 'hidesources': False,\n 'hovermode': 'x',\n 'legend': {'bgcolor': '#fff',\n 'bordercolor': '#444',\n 'borderwidth': 0,\n 'font': {'color': '', 'family': '', 'size': 0},\n 'traceorder': 'normal',\n 'x': 1.02,\n 'xanchor': 'left',\n 'y': 0.5,\n 'yanchor': 'auto'},\n 'margin': {'autoexpand': True,\n 'b': 80,\n 'l': 80,\n 'pad': 0,\n 'r': 80,\n 't': 100},\n 'paper_bgcolor': '#fff',\n 'plot_bgcolor': 'rgba(245, 247, 247, 0.7)',\n 'separators': '.,',\n 'showlegend': True,\n 'title': 'GNI Per Capita ($USD Atlas Method)',\n 'titlefont': {'color': '', 'family': '', 'size': 0},\n 'width': 1304,\n 'xaxis': {'anchor': 'y',\n 'autorange': True,\n 'autotick': True,\n 'domain': [0, 1],\n 'dtick': 10,\n 'exponentformat': 'B',\n 'gridcolor': 'rgb(255, 255, 255)',\n 'gridwidth': 1,\n 'linecolor': '#444',\n 'linewidth': 1,\n 'mirror': False,\n 'nticks': 0,\n 'overlaying': False,\n 'position': 0,\n 'range': [1960, 2012],\n 'rangemode': 'normal',\n 'showexponent': 'all',\n 'showgrid': True,\n 'showline': False,\n 'showticklabels': True,\n 'tick0': 0,\n 'tickangle': 'auto',\n 'tickcolor': '#444',\n 'tickfont': {'color': '', 'family': '', 'size': 0},\n 'ticklen': 5,\n 'ticks': '',\n 'tickwidth': 1,\n 'title': 'year',\n 'titlefont': {'color': '', 'family': '', 'size': 0},\n 'type': 'linear',\n 'zeroline': False,\n 'zerolinecolor': '#444',\n 'zerolinewidth': 1},\n 'yaxis': {'anchor': 'x',\n 'autorange': True,\n 'autotick': True,\n 'domain': [0, 1],\n 'dtick': 'D1',\n 'exponentformat': 'B',\n 'gridcolor': 'rgb(255, 255, 255)',\n 'gridwidth': 1,\n 'linecolor': '#444',\n 'linewidth': 1,\n 'mirror': False,\n 'nticks': 0,\n 'overlaying': False,\n 'position': 0,\n 'range': [2.6533245446042573, 4.234708848978488],\n 'rangemode': 'normal',\n 'showexponent': 'all',\n 'showgrid': True,\n 'showline': False,\n 'showticklabels': True,\n 'tick0': 0,\n 'tickangle': 'auto',\n 'tickcolor': '#444',\n 'tickfont': {'color': '', 'family': '', 'size': 0},\n 'ticklen': 5,\n 'ticks': '',\n 'tickwidth': 1,\n 'title': 'NY.GNP.PCAP.CD',\n 'titlefont': {'color': '', 'family': '', 'size': 0},\n 'type': 'log',\n 'zeroline': False,\n 'zerolinecolor': '#444',\n 'zerolinewidth': 1}}}" + } + ], + "prompt_number": 20 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Want to analyze the data or use it for another figure?" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "ggplot_data = ggplot.get_data()", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "ggplot_data", + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 22, + "text": "{'data': [{'name': 'Chile',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n 600,\n 640,\n 660,\n 650,\n 740,\n 760,\n 770,\n 800,\n 860,\n 1020,\n 1110,\n 1320,\n 1620,\n 1120,\n 980,\n 1070,\n 1320,\n 1740,\n 2240,\n 2640,\n 2190,\n 1780,\n 1600,\n 1410,\n 1410,\n 1560,\n 1820,\n 2090,\n 2240,\n 2490,\n 3020,\n 3330,\n 3610,\n 4320,\n 4930,\n 5380,\n 5250,\n 4910,\n 4920,\n 4760,\n 4550,\n 4570,\n 5230,\n 6250,\n 7260,\n 8630,\n 10020,\n 9930,\n 10720,\n 12270,\n 14310]},\n {'name': 'Hungary',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n None,\n 540,\n 590,\n 670,\n 830,\n 1000,\n 1150,\n 1200,\n 1330,\n 1520,\n 1770,\n 2070,\n 2200,\n 2170,\n 2010,\n 1930,\n 1860,\n 2040,\n 2400,\n 2710,\n 2770,\n 2880,\n 2740,\n 3140,\n 3630,\n 4000,\n 4220,\n 4320,\n 4370,\n 4380,\n 4460,\n 4580,\n 4720,\n 5210,\n 6550,\n 8540,\n 10220,\n 11040,\n 11510,\n 12890,\n 12980,\n 12930,\n 12900,\n 12410]},\n {'name': 'Uruguay',\n 'x': [1960,\n 1961,\n 1962,\n 1963,\n 1964,\n 1965,\n 1966,\n 1967,\n 1968,\n 1969,\n 1970,\n 1971,\n 1972,\n 1973,\n 1974,\n 1975,\n 1976,\n 1977,\n 1978,\n 1979,\n 1980,\n 1981,\n 1982,\n 1983,\n 1984,\n 1985,\n 1986,\n 1987,\n 1988,\n 1989,\n 1990,\n 1991,\n 1992,\n 1993,\n 1994,\n 1995,\n 1996,\n 1997,\n 1998,\n 1999,\n 2000,\n 2001,\n 2002,\n 2003,\n 2004,\n 2005,\n 2006,\n 2007,\n 2008,\n 2009,\n 2010,\n 2011,\n 2012],\n 'y': [None,\n None,\n 580,\n 610,\n 660,\n 680,\n 720,\n 640,\n 610,\n 670,\n 820,\n 850,\n 870,\n 1060,\n 1370,\n 1620,\n 1490,\n 1420,\n 1630,\n 2150,\n 2870,\n 3650,\n 3290,\n 2190,\n 1740,\n 1510,\n 1780,\n 2210,\n 2600,\n 2730,\n 2840,\n 3180,\n 3830,\n 4350,\n 5040,\n 5530,\n 6160,\n 6970,\n 7240,\n 7260,\n 7050,\n 6500,\n 5140,\n 4240,\n 4130,\n 4720,\n 5380,\n 6380,\n 7690,\n 8520,\n 10110,\n 11700,\n 13580]}],\n 'layout': [{}]}" + } + ], + "prompt_number": 22 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Want to use Python to analyze your data? You can read that data into a pandas DataFrame. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "import pandas as pd", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 23 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "my_data = py.get_figure('MattSundquist', '1339').get_data()\nframes = {data['name']: {'x': data['x'], 'y': data['y']} for data in my_data['data']}\ndf = pd.DataFrame(frames)\ndf", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "
\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
ChileHungaryUruguay
x [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196...
y [None, None, 600, 640, 660, 650, 740, 760, 770... [None, None, None, None, None, None, None, Non... [None, None, 580, 610, 660, 680, 720, 640, 610...
\n

2 rows \u00d7 3 columns

\n
", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 24, + "text": " Chile \\\nx [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... \ny [None, None, 600, 640, 660, 650, 740, 760, 770... \n\n Hungary \\\nx [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... \ny [None, None, None, None, None, None, None, Non... \n\n Uruguay \nx [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... \ny [None, None, 580, 610, 660, 680, 720, 640, 610... \n\n[2 rows x 3 columns]" + } + ], + "prompt_number": 24 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Plotly has interactive support that lets you call help on graph objects. Try `layout` or `data` too. For example." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from plotly.graph_objs import Data, Layout, Figure", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 25 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "help(Figure)", + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": "Help on class Figure in module plotly.graph_objs.graph_objs:\n\nclass Figure(PlotlyDict)\n | A dictionary-like object representing a figure to be rendered in plotly.\n | \n | This is the container for all things to be rendered in a figure.\n | \n | For help with setting up subplots, run:\n | `help(plotly.tools.get_subplots)`\n | \n | \n | Quick method reference:\n | \n | Figure.update(changes)\n | Figure.strip_style()\n | Figure.get_data()\n | Figure.to_graph_objs()\n | Figure.validate()\n | Figure.to_string()\n | Figure.force_clean()\n | \n | Valid keys:\n | \n | data [required=False] (value=Data object | dictionary-like):\n | A list-like array of the data that is to be visualized.\n | \n | For more, run `help(plotly.graph_objs.Data)`\n | \n | layout [required=False] (value=Layout object | dictionary-like):\n | The layout dictionary-like object contains axes information, gobal\n | settings, and layout information related to the rendering of the\n | figure.\n | \n | For more, run `help(plotly.graph_objs.Layout)`\n | \n | Method resolution order:\n | Figure\n | PlotlyDict\n | __builtin__.dict\n | __builtin__.object\n | \n | Methods defined here:\n | \n | __init__(self, *args, **kwargs)\n | \n | ----------------------------------------------------------------------\n | Methods inherited from PlotlyDict:\n | \n | force_clean(self)\n | Attempts to convert to graph_objs and call force_clean() on values.\n | \n | Calling force_clean() on a PlotlyDict will ensure that the object is\n | valid and may be sent to plotly. This process will also remove any\n | entries that end up with a length == 0.\n | \n | Careful! This will delete any invalid entries *silently*.\n | \n | get_data(self)\n | Returns the JSON for the plot with non-data elements stripped.\n | \n | strip_style(self)\n | Strip style from the current representation.\n | \n | All PlotlyDicts and PlotlyLists are guaranteed to survive the\n | stripping process, though they made be left empty. This is allowable.\n | \n | Keys that will be stripped in this process are tagged with\n | `'type': 'style'` in the INFO dictionary listed in graph_objs_meta.py.\n | \n | This process first attempts to convert nested collections from dicts\n | or lists to subclasses of PlotlyList/PlotlyDict. This process forces\n | a validation, which may throw exceptions.\n | \n | Then, each of these objects call `strip_style` on themselves and so\n | on, recursively until the entire structure has been validated and\n | stripped.\n | \n | to_graph_objs(self)\n | Walk obj, convert dicts and lists to plotly graph objs.\n | \n | For each key in the object, if it corresponds to a special key that\n | should be associated with a graph object, the ordinary dict or list\n | will be reinitialized as a special PlotlyDict or PlotlyList of the\n | appropriate `kind`.\n | \n | to_string(self, level=0, indent=4, eol='\\n', pretty=True, max_chars=80)\n | Returns a formatted string showing graph_obj constructors.\n | \n | Example:\n | \n | print obj.to_string()\n | \n | Keyword arguments:\n | level (default = 0) -- set number of indentations to start with\n | indent (default = 4) -- set indentation amount\n | eol (default = '\n | ') -- set end of line character(s)\n | pretty (default = True) -- curtail long list output with a '...'\n | max_chars (default = 80) -- set max characters per line\n | \n | update(self, dict1=None, **dict2)\n | Update current dict with dict1 and then dict2.\n | \n | This recursively updates the structure of the original dictionary-like\n | object with the new entries in the second and third objects. This\n | allows users to update with large, nested structures.\n | \n | Note, because the dict2 packs up all the keyword arguments, you can\n | specify the changes as a list of keyword agruments.\n | \n | Examples:\n | # update with dict\n | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n | update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))\n | obj.update(update_dict)\n | obj\n | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n | \n | # update with list of keyword arguments\n | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n | obj.update(title='new title', xaxis=dict(domain=[0,.8]))\n | obj\n | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n | \n | This 'fully' supports duck-typing in that the call signature is\n | identical, however this differs slightly from the normal update\n | method provided by Python's dictionaries.\n | \n | validate(self)\n | Recursively check the validity of the keys in a PlotlyDict.\n | \n | The valid keys constitute the entries in each object\n | dictionary in INFO stored in graph_objs_meta.py.\n | \n | The validation process first requires that all nested collections be\n | converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,\n | each of these objects call `validate` and so on, recursively,\n | until the entire object has been validated.\n | \n | ----------------------------------------------------------------------\n | Data descriptors inherited from PlotlyDict:\n | \n | __dict__\n | dictionary for instance variables (if defined)\n | \n | __weakref__\n | list of weak references to the object (if defined)\n | \n | ----------------------------------------------------------------------\n | Data and other attributes inherited from PlotlyDict:\n | \n | __metaclass__ = \n | A meta class for PlotlyDict class creation.\n | \n | The sole purpose of this meta class is to properly create the __doc__\n | attribute so that running help(Obj), where Obj is a subclass of PlotlyDict,\n | will return information about key-value pairs for that object.\n | \n | ----------------------------------------------------------------------\n | Methods inherited from __builtin__.dict:\n | \n | __cmp__(...)\n | x.__cmp__(y) <==> cmp(x,y)\n | \n | __contains__(...)\n | D.__contains__(k) -> True if D has a key k, else False\n | \n | __delitem__(...)\n | x.__delitem__(y) <==> del x[y]\n | \n | __eq__(...)\n | x.__eq__(y) <==> x==y\n | \n | __ge__(...)\n | x.__ge__(y) <==> x>=y\n | \n | __getattribute__(...)\n | x.__getattribute__('name') <==> x.name\n | \n | __getitem__(...)\n | x.__getitem__(y) <==> x[y]\n | \n | __gt__(...)\n | x.__gt__(y) <==> x>y\n | \n | __iter__(...)\n | x.__iter__() <==> iter(x)\n | \n | __le__(...)\n | x.__le__(y) <==> x<=y\n | \n | __len__(...)\n | x.__len__() <==> len(x)\n | \n | __lt__(...)\n | x.__lt__(y) <==> x x!=y\n | \n | __repr__(...)\n | x.__repr__() <==> repr(x)\n | \n | __setitem__(...)\n | x.__setitem__(i, y) <==> x[i]=y\n | \n | __sizeof__(...)\n | D.__sizeof__() -> size of D in memory, in bytes\n | \n | clear(...)\n | D.clear() -> None. Remove all items from D.\n | \n | copy(...)\n | D.copy() -> a shallow copy of D\n | \n | fromkeys(...)\n | dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.\n | v defaults to None.\n | \n | get(...)\n | D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n | \n | has_key(...)\n | D.has_key(k) -> True if D has a key k, else False\n | \n | items(...)\n | D.items() -> list of D's (key, value) pairs, as 2-tuples\n | \n | iteritems(...)\n | D.iteritems() -> an iterator over the (key, value) items of D\n | \n | iterkeys(...)\n | D.iterkeys() -> an iterator over the keys of D\n | \n | itervalues(...)\n | D.itervalues() -> an iterator over the values of D\n | \n | keys(...)\n | D.keys() -> list of D's keys\n | \n | pop(...)\n | D.pop(k[,d]) -> v, remove specified key and return the corresponding value.\n | If key is not found, d is returned if given, otherwise KeyError is raised\n | \n | popitem(...)\n | D.popitem() -> (k, v), remove and return some (key, value) pair as a\n | 2-tuple; but raise KeyError if D is empty.\n | \n | setdefault(...)\n | D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D\n | \n | values(...)\n | D.values() -> list of D's values\n | \n | viewitems(...)\n | D.viewitems() -> a set-like object providing a view on D's items\n | \n | viewkeys(...)\n | D.viewkeys() -> a set-like object providing a view on D's keys\n | \n | viewvalues(...)\n | D.viewvalues() -> an object providing a view on D's values\n | \n | ----------------------------------------------------------------------\n | Data and other attributes inherited from __builtin__.dict:\n | \n | __hash__ = None\n | \n | __new__ = \n | T.__new__(S, ...) -> a new object with type S, a subtype of T\n\n" + } + ], + "prompt_number": 26 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "III. MATLAB, Julia, and Perl plotting with Plotly" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We just made a plot with R using `ggplot2`, edited it in an IPython Notebook with Python, edited with our web app, shared it, and read the data into a pandas DataFrame. We have [another Notebook](nbviewer.ipython.org/gist/msund/11349097) that shows how to use Plotly with [seaborn](https://stanford.edu/~mwaskom/software/seaborn/tutorial.html), [prettyplotlib](https://github.com/olgabot/prettyplotlib), and [ggplot for Python](https://ggplot.yhathq.com/) Your whole team can now collaborate, regardless of technical capability or language of choice. This linguistic flexibility and technical interoperability powers collaboration, and it's what Plotly is all about. Let's jump into a few more examples." + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's say you see some code and data for a [MATLAB gallery](http://www.mathworks.com/matlabcentral/fileexchange/35265-matlab-plot-gallery-log-log-plot/content/html/Loglog_Plot.html) plot you love and want to share." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/bGj8EzI.png?1')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 27, + "text": "" + } + ], + "prompt_number": 27 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can use Plotly's [MATLAB API](https://plot.ly/MATLAB) to make a shareable plots, with LaTeX included. You run the MATLAB code in your MATLAB environrment or the [MATLAB kernel](https://github.com/ipython/ipython/wiki/Extensions-Index#matlab) in IPython and add `fig2plotly` to the call. Check out the [user guide](https://plot.ly/matlab/user-guide/) to see the installation and setup." + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%%matlab\n", + "\n", + "close all\n", + "\n", + "% Create a set of values for the damping factor\n", + "zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n", + "\n", + "% Define a color for each damping factor\n", + "colors = ['r' 'g' 'b' 'c' 'm' 'y' 'k'];\n", + "\n", + "% Create a range of frequency values equally spaced logarithmically\n", + "w = logspace(-1, 1, 1000);\n", + "\n", + "% Plot the gain vs. frequency for each of the seven damping factors\n", + "figure;\n", + "for i = 1:7\n", + " a = w.^2 - 1;\n", + " b = 2*w*zeta(i);\n", + " gain = sqrt(1./(a.^2 + b.^2));\n", + " loglog(w, gain, 'color', colors(i), 'linewidth', 2);\n", + " hold on;\n", + "end\n", + "\n", + "% Set the axis limits\n", + "axis([0.1 10 0.01 100]);\n", + "\n", + "% Add a title and axis labels\n", + "title('Gain vs Frequency');\n", + "xlabel('Frequency');\n", + "ylabel('Gain');\n", + "\n", + "% Turn the grid on\n", + "grid on;\n", + "\n", + "% ----------------------------------------\n", + "% Let's convert the figure to plotly structures, and set stripping to false\n", + "[data, layout] = convertFigure(get(gcf), false);\n", + "\n", + "% But, before we publish, let's modify and add some features:\n", + "% Naming the traces\n", + "for i=1:numel(data)\n", + " data{i}.name = ['$\\\\zeta = ' num2str(zeta(i)) '$']; %LATEX FORMATTING\n", + " data{i}.showlegend = true;\n", + "end\n", + "% Adding a nice the legend\n", + "legendstyle = struct( ...\n", + " 'x' , 0.15, ...\n", + " 'y' , 0.9, ...\n", + " 'bgcolor' , '#E2E2E2', ...\n", + " 'bordercolor' , '#FFFFFF', ...\n", + " 'borderwidth' , 2, ...\n", + " 'traceorder' , 'normal' ...\n", + " );\n", + "layout.legend = legendstyle;\n", + "layout.showlegend = true;\n", + "\n", + "% Setting the hover mode\n", + "layout.hovermode = 'closest';\n", + "\n", + "% Giving the plot a custom name\n", + "plot_name = 'My_improved_plot';\n", + "\n", + "% Sending to Plotly\n", + "response = plotly(data, struct('layout', layout, ...\n", + " 'filename',plot_name, ...\n", + "\t'fileopt', 'overwrite'));\n", + "\n", + "display(response.url)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "text": [ + "https://plot.ly/~MATLAB-demos/4\r\n" + ] + }, + { + "metadata": {}, + "output_type": "display_data", + "png": "iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAABcSAAAXEgFnn9JSAAAA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\nAAAoSkEIAABQ1H9iuNz9/CXWGwAAAABJRU5ErkJggg==\n" + } + ], + "prompt_number": 28 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Which produces:" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('MATLAB-Demos', '4')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 29 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "And you can similarly collaborate across all Plotly APIs, working on plots from IJulia, Perl, Arduino, Raspberry Pi, or Ruby. You could also append data to any figure from any API, or from the GUI. Want to make your own wrapper? Check out our [REST API](https://plot.ly/rest/). " + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "IV. WebPlotDigitizer and Plotly" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Let's suppose next that you wanted to plot data from a graph you loved in a [Facebook Data Science post](https://www.facebook.com/notes/facebook-data-science/mothers-day-2014/10152235539518859). " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'https://i.imgur.com/sAHsjk3.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 30, + "text": "" + } + ], + "prompt_number": 30 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can take a screenshot, and drag and drop the image into [WebPlotDigitizer](http://arohatgi.info/WebPlotDigitizer/app/). Here's [a tutorial](http://blog.plot.ly/post/70293893434/automatically-grab-data-from-an-image-with) on using the helpful tool, which includes the handy [\"Graph in Plotly\"](https://plot.ly/export/) button. You can put it on your website so your users can easily access, graph, and share your data. And it links to your source." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image (url = 'https://i.imgur.com/y4t5hdj.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 31, + "text": "" + } + ], + "prompt_number": 31 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "I can then make and share the graph in Plotly. You could do this to access data in any images you find online, then add fits or data from the grid or APIs. Check out [our post with five fits](http://blog.plot.ly/post/84309369787/best-fit-lines-in-plotly) to see more." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image (url = 'http://i.imgur.com/BUOe85E.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 32, + "text": "" + } + ], + "prompt_number": 32 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We'll add a fit then style it a bit." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('MattSundquist', '1337')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 33 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "V. Revisions, embedding, and sharing" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We can share it to edit collaboratively, privately or publicly. I can share straight [into a folder](https://plot.ly/python/file-sharing) from the API. My collaborators and I can always [add, append, or extend data](https://plot.ly/python/add-append-extend) to that same plot with Python, R, or tbhe GUI. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/YRyTCQy.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 34, + "text": "" + } + ], + "prompt_number": 34 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "We can also save revisions and versions. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image (url = 'http://i.imgur.com/ATn7vE4.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 35, + "text": "" + } + ], + "prompt_number": 35 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can also export your plot for presentations, emails, infographics, or publications, but link back to the online version so others can access your figure and data." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/QaIw9p4.png?1')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 36, + "text": "" + } + ], + "prompt_number": 36 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can also stop emailing files around. Have your discussion in context in Plotly. The graph being discussed is [here](https://plot.ly/~etpinard/25/average-daily-surface-air-temperature-anomalies-in-deg-c-from-2013-12-01-to-2014/)." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url = 'http://i.imgur.com/OqXKs0r.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 37, + "text": "" + } + ], + "prompt_number": 37 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "And displaying in your browser in an iframe is easy. You can copy and paste the snippet below and put it in a blog or website and get a live, interactive graph that lets your readers zoom, toggle, and get text on the hover." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "from IPython.display import HTML", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 38 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "i = \"\"\"
<iframe src=\"https://plot.ly/~MattSundquist/1334/650/550\" width=\"650\" height=550\" frameBorder=\"0\" seamless=\"seamless\" scrolling=\"no\"></iframe>\n
\"\"\"", + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 39 + }, + { + "cell_type": "code", + "collapsed": false, + "input": "h = HTML(i); h", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "
<iframe src=\"https://plot.ly/~MattSundquist/1334/650/550\" width=\"650\" height=550\" frameBorder=\"0\" seamless=\"seamless\" scrolling=\"no\"></iframe>\n
", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 40, + "text": "" + } + ], + "prompt_number": 40 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "It's also interactive, even when embedded." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "HTML('

')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "

", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 41, + "text": "" + } + ], + "prompt_number": 41 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Your profile keeps all your graphs and data together like this https://plot.ly/~jackp/. " + }, + { + "cell_type": "code", + "collapsed": false, + "input": "Image(url='https://i.imgur.com/gUC4ajR.png')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 42, + "text": "" + } + ], + "prompt_number": 42 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Plotly also does content. Check out our's posts on [boxplots](https://plotly/boxplots) or [histograms](https://plot.ly/histograms)." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "HTML('
')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "
", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 43, + "text": "" + } + ], + "prompt_number": 43 + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": "VI. Streaming Graphs" + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can stream data into Plotly. That means you could publish your results to anyone in the world by streaming it through Plotly. You could also send data from multiple sources and languages, and keep your data around to analyze and publish it." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('flann321', '9')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 44 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Or you can even stream in real-time. Check out a [Notebook here](https://plot.ly/python/streaming-tutorial/) or see our [Raspberry Pi Instructable](http://www.instructables.com/id/Plotly-Atlas-Scientific-Graph-Real-Time-Dissolved-/) showing real-time dissolved oxygen." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "tls.embed('streaming-demos','4')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "", + "metadata": {}, + "output_type": "display_data", + "text": "" + } + ], + "prompt_number": 45 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "You can stream from basically anywhere." + }, + { + "cell_type": "code", + "collapsed": false, + "input": "HTML('
')", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "
", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 46, + "text": "" + } + ], + "prompt_number": 46 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": "Suggestions or comments? Email feedback@plot.ly or find us at [@plotlygraphs](twitter.com/plotlygraphs). Happy plotting!" + }, + { + "cell_type": "code", + "collapsed": false, + "input": "# CSS styling within IPython notebook\nfrom IPython.core.display import HTML\nimport urllib2\ndef css_styling():\n url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css'\n styles = urllib2.urlopen(url).read()\n return HTML(styles)\n\ncss_styling()", + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": "\n\n", + "metadata": {}, + "output_type": "pyout", + "prompt_number": 47, + "text": "" + } + ], + "prompt_number": 47 + } + ], + "metadata": {} + } + ] +} diff --git a/notebooks/collaborate/collaborate.py b/notebooks/collaborate/collaborate.py new file mode 100644 index 0000000..751533b --- /dev/null +++ b/notebooks/collaborate/collaborate.py @@ -0,0 +1,406 @@ + +# coding: utf-8 + +# In[1]: + +from IPython.display import Image +Image(url = 'https://i.imgur.com/4DrMgLI.png') + + +# Graphing and data analysis need a Rosetta Stone to solve the fragmentation and collaboration problem. +# Plotly is about bridging the divide and serving as an interoperable platform for analysis and plotting. You can import, edit, and plot data using scripts and data from Python, MATLAB, R, Julia, Perl, REST, Arduino, Raspberry Pi, or Excel. So can your team. +# +# *All in the same online plot*. +# +# Read on to learn more, or run `$ pip install plotly` and copy and paste the code below. Plotly is online, meaning no downloads or installations necessary. + +# In[2]: + +get_ipython().magic(u'matplotlib inline') +import matplotlib.pyplot as plt # side-stepping mpl backend +import matplotlib.gridspec as gridspec # subplots +import numpy as np + + +# You can use our key, or [sign-up](https://plot.ly/ssi) to get started. It's free for any public sharing and you own your data, so you can make and share as many plots as you want. + +# In[3]: + +import plotly.plotly as py +import plotly.tools as tls +from plotly.graph_objs import * +py.sign_in("IPython.Demo", "1fw3zw2o13") + + +# In[4]: + +import plotly +plotly.__version__ + + +### I. shareable matplotlib figures + +# Let's start out with a matplotlib example. We also have [a user guide section](https://plot.ly/python/matplotlib-to-plotly-tutorial/) on the subject. + +# In[5]: + +fig1 = plt.figure() + +import matplotlib.pyplot as plt +import numpy as np +import matplotlib.mlab as mlab + +mean = [10,12,16,22,25] +variance = [3,6,8,10,12] + +x = np.linspace(0,40,1000) + +for i in range(4): + sigma = np.sqrt(variance[i]) + y = mlab.normpdf(x,mean[i],sigma) + plt.plot(x,y, label=r'$v_{}$'.format(i+1)) + +plt.xlabel("X") +plt.ylabel("P(X)") + + +# To re-create the graph in Plotly and use Plotly's defaults, call `iplot` and add `strip_style`. + +# In[6]: + +py.iplot_mpl(fig1, strip_style = True) + + +# It's shareable at a URL, contains the data as part of the plot, and can be edited collaboratively from any API or our web app. Head over to [Plotly's API](https://plot.ly/api) to see more, and check out our [user guide](https://plot.ly/python/user-guide/) to see how it all works. +# +# Plotly also jointly preserves the data in a graph, the graph, and the graph description (in this case JSON). That's valuable. [One study](http://www.smithsonianmag.com/science-nature/the-vast-majority-of-raw-data-from-old-scientific-studies-may-now-be-missing-180948067/?no-ist) in *current biology* found that over 90 percent of data from papers published over the past 20 years was not available. So sharing data is good for science and reproducibility, useful for your projects, and great for collaboration. + +### II. ggplot2 plots in Plotly + +# Let's take a real-world look storing data and graphs together. Suppose you see a graph on the [World Bank website](http://blogs.worldbank.org/opendata/accessing-world-bank-data-apis-python-r-ruby-stata). The graph uses [ggplot2](http://ggplot2.org), a remarkable plotting library for R. + +# In[7]: + +from IPython.display import Image +Image(url = 'http://i.imgur.com/PkRRmHq.png') + + +# You would like to re-make the graph and analyze and share the data. Getting the data using Plotly is easy. You can run the ggplot2 script in RStudio. Here we're running it using the new [R kernel](https://github.com/takluyver/IRkernel) for IPython). The Notebook with the replicable code and installation is [here](http://nbviewer.ipython.org/gist/msund/403910de45e282d658fa). + +# In[8]: + +library(WDI) +library(ggplot2) + +#Grab GNI per capita data for Chile, Hungary and Uruguay + +dat = WDI(indicator='NY.GNP.PCAP.CD', country=c('CL','HU','UY'), start=1960, end=2012) + +#a quick plot with legend, title and label + +wb <- ggplot(dat, aes(year, NY.GNP.PCAP.CD, color=country)) + geom_line() ++ xlab('Year') + ylab('GDI per capita (Atlas Method USD)') ++ labs(title <- "GNI Per Capita ($USD Atlas Method)") + +py$ggplotly(wb) + + +# We can add `py$ggplotly` to the call, which will draw the figure with Plotly's [R API](https://plot.ly/r). Then we can call it in a Notebook. You can similarly call any Plotly graph with the username and graph id pair. + +# In[9]: + +tls.embed('RgraphingAPI', '1457') + + +# Note: the data is called from a WDI database; if you make it with Plotly, the data is stored with the plot. I forked the data and shared it: [https://plot.ly/~MattSundquist/1343](https://plot.ly/~MattSundquist/1343). + +# If you want to use Plotly's default graph look, you can edit the graph with Python. + +# In[10]: + +fig = py.get_figure('RgraphingAPI', '1457') +fig.strip_style() +py.iplot(fig) + + +# Often we come to a visualization with data rather than coming to data with a visualization. In that case, Plotly is useful for quick exploration, with matplotlib or Plotly's API. + +# In[11]: + +my_data = py.get_figure('PythonAPI', '455').get_data() + + +# In[12]: + +get_ipython().magic(u'matplotlib inline') +import matplotlib.pyplot as plt + + +# In[13]: + +fig1 = plt.figure() + +plt.subplot(311) +plt.plot(my_data[0]['x'], my_data[0]['y']) +plt.subplot(312) +plt.plot(my_data[1]['x'], my_data[1]['y']) +plt.subplot(313) +plt.plot(my_data[2]['x'], my_data[2]['y']) + +py.iplot_mpl(fig1, strip_style = True) + + +# You can also draw the graph [with subplots](https://plot.ly/python/subplots/) in Plotly. + +# In[14]: + +my_data[1]['yaxis'] = 'y2' +my_data[2]['yaxis'] = 'y3' + +layout = Layout( + yaxis=YAxis( + domain=[0, 0.33] + ), + legend=Legend( + traceorder='reversed' + ), + yaxis2=YAxis( + domain=[0.33, 0.66] + ), + yaxis3=YAxis( + domain=[0.66, 1] + ) +) + +fig = Figure(data=my_data, layout=layout) + +py.iplot(fig) + + +# Then maybe I want to edit it quickly with a GUI, without coding. I click through to the graph in the "data and graph" link, fork my own copy, and can switch between graph types, styling options, and more. + +# In[15]: + +Image(url = 'http://i.imgur.com/rHP53Oz.png') + + +# Now, having re-styled it, we can call the graph back into the NB, and if we want, get the figure information for the new, updated graph. The graphs below are meant to show the flexibility available to you in styling from the GUI. + +# In[16]: + +tls.embed('MattSundquist', '1404') + + +# In[17]: + +tls.embed('MattSundquist', '1339') + + +# We can also get the data in a grid, and run stats, fits, functions, add error bars, and more. Plotly keeps data and graphs together. + +# In[18]: + +Image(url = 'http://i.imgur.com/JJkNPJg.png') + + +# And there we have it. A reproducible figure, drawn with D3 that includes the plot, data, and plot structure. And you can easily call that figure or data as well. Check to see what URL it is by hoving on "data and graph" and then call that figure. + +# In[19]: + +ggplot = py.get_figure('MattSundquist', '1339') + + +# In[20]: + +ggplot #print it + + +# Want to analyze the data or use it for another figure? + +# In[21]: + +ggplot_data = ggplot.get_data() + + +# In[22]: + +ggplot_data + + +# Want to use Python to analyze your data? You can read that data into a pandas DataFrame. + +# In[23]: + +import pandas as pd + + +# In[24]: + +my_data = py.get_figure('MattSundquist', '1339').get_data() +frames = {data['name']: {'x': data['x'], 'y': data['y']} for data in my_data['data']} +df = pd.DataFrame(frames) +df + + +# Plotly has interactive support that lets you call help on graph objects. Try `layout` or `data` too. For example. + +# In[25]: + +from plotly.graph_objs import Data, Layout, Figure + + +# In[26]: + +help(Figure) + + +### III. MATLAB, Julia, and Perl plotting with Plotly + +# We just made a plot with R using `ggplot2`, edited it in an IPython Notebook with Python, edited with our web app, shared it, and read the data into a pandas DataFrame. We have [another Notebook](nbviewer.ipython.org/gist/msund/11349097) that shows how to use Plotly with [seaborn](https://stanford.edu/~mwaskom/software/seaborn/tutorial.html), [prettyplotlib](https://github.com/olgabot/prettyplotlib), and [ggplot for Python](https://ggplot.yhathq.com/) Your whole team can now collaborate, regardless of technical capability or language of choice. This linguistic flexibility and technical interoperability powers collaboration, and it's what Plotly is all about. Let's jump into a few more examples. + +# Let's say you see some code and data for a [MATLAB gallery](http://www.mathworks.com/matlabcentral/fileexchange/35265-matlab-plot-gallery-log-log-plot/content/html/Loglog_Plot.html) plot you love and want to share. + +# In[27]: + +Image(url = 'http://i.imgur.com/bGj8EzI.png?1') + + +# You can use Plotly's [MATLAB API](https://plot.ly/MATLAB) to make a shareable plots, with LaTeX included. You run the MATLAB code in your MATLAB environrment or the [MATLAB kernel](https://github.com/ipython/ipython/wiki/Extensions-Index#matlab) in IPython and add `fig2plotly` to the call. Check out the [user guide](https://plot.ly/matlab/user-guide/) to see the installation and setup. + +# In[28]: + +get_ipython().run_cell_magic(u'matlab', u'', u"\nclose all\n\n% Create a set of values for the damping factor\nzeta = [0.01 .02 0.05 0.1 .2 .5 1 ];\n\n% Define a color for each damping factor\ncolors = ['r' 'g' 'b' 'c' 'm' 'y' 'k'];\n\n% Create a range of frequency values equally spaced logarithmically\nw = logspace(-1, 1, 1000);\n\n% Plot the gain vs. frequency for each of the seven damping factors\nfigure;\nfor i = 1:7\n a = w.^2 - 1;\n b = 2*w*zeta(i);\n gain = sqrt(1./(a.^2 + b.^2));\n loglog(w, gain, 'color', colors(i), 'linewidth', 2);\n hold on;\nend\n\n% Set the axis limits\naxis([0.1 10 0.01 100]);\n\n% Add a title and axis labels\ntitle('Gain vs Frequency');\nxlabel('Frequency');\nylabel('Gain');\n\n% Turn the grid on\ngrid on;\n\n% ----------------------------------------\n% Let's convert the figure to plotly structures, and set stripping to false\n[data, layout] = convertFigure(get(gcf), false);\n\n% But, before we publish, let's modify and add some features:\n% Naming the traces\nfor i=1:numel(data)\n data{i}.name = ['$\\\\zeta = ' num2str(zeta(i)) '$']; %LATEX FORMATTING\n data{i}.showlegend = true;\nend\n% Adding a nice the legend\nlegendstyle = struct( ...\n 'x' , 0.15, ...\n 'y' , 0.9, ...\n 'bgcolor' , '#E2E2E2', ...\n 'bordercolor' , '#FFFFFF', ...\n 'borderwidth' , 2, ...\n 'traceorder' , 'normal' ...\n );\nlayout.legend = legendstyle;\nlayout.showlegend = true;\n\n% Setting the hover mode\nlayout.hovermode = 'closest';\n\n% Giving the plot a custom name\nplot_name = 'My_improved_plot';\n\n% Sending to Plotly\nresponse = plotly(data, struct('layout', layout, ...\n 'filename',plot_name, ...\n\t'fileopt', 'overwrite'));\n\ndisplay(response.url)") + + +# Which produces: + +# In[29]: + +tls.embed('MATLAB-Demos', '4') + + +# And you can similarly collaborate across all Plotly APIs, working on plots from IJulia, Perl, Arduino, Raspberry Pi, or Ruby. You could also append data to any figure from any API, or from the GUI. Want to make your own wrapper? Check out our [REST API](https://plot.ly/rest/). + +### IV. WebPlotDigitizer and Plotly + +# Let's suppose next that you wanted to plot data from a graph you loved in a [Facebook Data Science post](https://www.facebook.com/notes/facebook-data-science/mothers-day-2014/10152235539518859). + +# In[30]: + +Image(url = 'https://i.imgur.com/sAHsjk3.png') + + +# You can take a screenshot, and drag and drop the image into [WebPlotDigitizer](http://arohatgi.info/WebPlotDigitizer/app/). Here's [a tutorial](http://blog.plot.ly/post/70293893434/automatically-grab-data-from-an-image-with) on using the helpful tool, which includes the handy ["Graph in Plotly"](https://plot.ly/export/) button. You can put it on your website so your users can easily access, graph, and share your data. And it links to your source. + +# In[31]: + +Image (url = 'https://i.imgur.com/y4t5hdj.png') + + +# I can then make and share the graph in Plotly. You could do this to access data in any images you find online, then add fits or data from the grid or APIs. Check out [our post with five fits](http://blog.plot.ly/post/84309369787/best-fit-lines-in-plotly) to see more. + +# In[32]: + +Image (url = 'http://i.imgur.com/BUOe85E.png') + + +# We'll add a fit then style it a bit. + +# In[33]: + +tls.embed('MattSundquist', '1337') + + +### V. Revisions, embedding, and sharing + +# We can share it to edit collaboratively, privately or publicly. I can share straight [into a folder](https://plot.ly/python/file-sharing) from the API. My collaborators and I can always [add, append, or extend data](https://plot.ly/python/add-append-extend) to that same plot with Python, R, or tbhe GUI. + +# In[34]: + +Image(url = 'http://i.imgur.com/YRyTCQy.png') + + +# We can also save revisions and versions. + +# In[35]: + +Image (url = 'http://i.imgur.com/ATn7vE4.png') + + +# You can also export your plot for presentations, emails, infographics, or publications, but link back to the online version so others can access your figure and data. + +# In[36]: + +Image(url = 'http://i.imgur.com/QaIw9p4.png?1') + + +# You can also stop emailing files around. Have your discussion in context in Plotly. The graph being discussed is [here](https://plot.ly/~etpinard/25/average-daily-surface-air-temperature-anomalies-in-deg-c-from-2013-12-01-to-2014/). + +# In[37]: + +Image(url = 'http://i.imgur.com/OqXKs0r.png') + + +# And displaying in your browser in an iframe is easy. You can copy and paste the snippet below and put it in a blog or website and get a live, interactive graph that lets your readers zoom, toggle, and get text on the hover. + +# In[38]: + +from IPython.display import HTML + + +# In[39]: + +i = """
<iframe src="https://plot.ly/~MattSundquist/1334/650/550" width="650" height=550" frameBorder="0" seamless="seamless" scrolling="no"></iframe>
+
""" + + +# In[40]: + +h = HTML(i); h + + +# It's also interactive, even when embedded. + +# In[41]: + +HTML('

') + + +# Your profile keeps all your graphs and data together like this https://plot.ly/~jackp/. + +# In[42]: + +Image(url='https://i.imgur.com/gUC4ajR.png') + + +# Plotly also does content. Check out our's posts on [boxplots](https://plotly/boxplots) or [histograms](https://plot.ly/histograms). + +# In[43]: + +HTML('
') + + +### VI. Streaming Graphs + +# You can stream data into Plotly. That means you could publish your results to anyone in the world by streaming it through Plotly. You could also send data from multiple sources and languages, and keep your data around to analyze and publish it. + +# In[44]: + +tls.embed('flann321', '9') + + +# Or you can even stream in real-time. Check out a [Notebook here](https://plot.ly/python/streaming-tutorial/) or see our [Raspberry Pi Instructable](http://www.instructables.com/id/Plotly-Atlas-Scientific-Graph-Real-Time-Dissolved-/) showing real-time dissolved oxygen. + +# In[45]: + +tls.embed('streaming-demos','4') + + +# You can stream from basically anywhere. + +# In[46]: + +HTML('
') + + +# Suggestions or comments? Email feedback@plot.ly or find us at [@plotlygraphs](twitter.com/plotlygraphs). Happy plotting! diff --git a/notebooks/collaborate/config.json b/notebooks/collaborate/config.json new file mode 100644 index 0000000..055ef6d --- /dev/null +++ b/notebooks/collaborate/config.json @@ -0,0 +1,15 @@ +{ + "title": "Collaboration with Plotly using Python, R and MATLAB", + "title_short": "Collaboration with Plotly", + "meta_description": "An IPython Notebook showing how to collaboration between different programming languages with plotly", + "relative_url": "collaboration", + "cells": [2, -1], + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/references.json b/notebooks/references.json new file mode 100644 index 0000000..81301e4 --- /dev/null +++ b/notebooks/references.json @@ -0,0 +1,6 @@ +{ + "notebooks": [ + "basemap", + "collaborate" + ] +} From 7f6a5772ee0fe02395970dd6eb2cbc5beb186c8d Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 18:22:00 -0500 Subject: [PATCH 030/163] make publish --- _published/includes/basemap/body.html | 818 +++ _published/includes/basemap/config.json | 9 + _published/includes/collaborate/body.html | 4980 +++++++++++++++++ _published/includes/collaborate/config.json | 9 + _published/includes/references.json | 30 + _published/sitemaps.py | 35 + .../static/image/collaborate_image01.png | Bin 0 -> 121536 bytes .../static/image/collaborate_image02.png | Bin 0 -> 190673 bytes .../static/image/collaborate_image03.png | Bin 0 -> 90209 bytes .../static/image/collaborate_image04.png | Bin 0 -> 103799 bytes .../static/image/collaborate_image05.png | Bin 0 -> 42728 bytes .../static/image/collaborate_image06.png | Bin 0 -> 157493 bytes .../static/image/collaborate_image07.png | Bin 0 -> 212986 bytes .../static/image/collaborate_image08.png | Bin 0 -> 90916 bytes .../static/image/collaborate_image09.png | Bin 0 -> 63464 bytes .../static/image/collaborate_image10.png | Bin 0 -> 97286 bytes .../static/image/collaborate_image11.png | Bin 0 -> 51360 bytes .../static/image/collaborate_image12.png | Bin 0 -> 143173 bytes .../static/image/collaborate_image13.png | Bin 0 -> 142649 bytes _published/urls.py | 18 + 20 files changed, 5899 insertions(+) create mode 100644 _published/includes/basemap/body.html create mode 100644 _published/includes/basemap/config.json create mode 100644 _published/includes/collaborate/body.html create mode 100644 _published/includes/collaborate/config.json create mode 100644 _published/includes/references.json create mode 100644 _published/sitemaps.py create mode 100644 _published/static/image/collaborate_image01.png create mode 100644 _published/static/image/collaborate_image02.png create mode 100644 _published/static/image/collaborate_image03.png create mode 100644 _published/static/image/collaborate_image04.png create mode 100644 _published/static/image/collaborate_image05.png create mode 100644 _published/static/image/collaborate_image06.png create mode 100644 _published/static/image/collaborate_image07.png create mode 100644 _published/static/image/collaborate_image08.png create mode 100644 _published/static/image/collaborate_image09.png create mode 100644 _published/static/image/collaborate_image10.png create mode 100644 _published/static/image/collaborate_image11.png create mode 100644 _published/static/image/collaborate_image12.png create mode 100644 _published/static/image/collaborate_image13.png create mode 100644 _published/urls.py diff --git a/_published/includes/basemap/body.html b/_published/includes/basemap/body.html new file mode 100644 index 0000000..fce9b77 --- /dev/null +++ b/_published/includes/basemap/body.html @@ -0,0 +1,818 @@ +
+
+
+
+
+
+
+

+ This notebook comes in response to + + this + + Rhett Allain tweet. +

+
+

+ Although Plotly does not feature built-in maps functionality (yet), this notebook demonstrates how to + + plotly-fy + + maps generated by Basemap. +

+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+

+ First, check the version which version of the Python API library installed on your machine: +

+
+
+
+
+
+ +
+
+
+ 
import plotly
+plotly.__version__
+
+
+
+
+
+
+
+
+ +
+ 
+'1.2.6'
+
+
+
+
+
+
+
+
+
+
+
+

+ Next, if you have a plotly account as well as a credentials file set up on your machine, singing in to Plotly's servers is done automatically while importing + + plotly.plotly + + . +

+
+
+
+
+
+ +
+
+
+ 
import plotly.plotly as py
+
+
+
+
+
+
+
+
+
+
+
+

+ Import the plotly graph objects (in particular + + Contour + + ) to help build our figure: +

+
+
+
+
+
+ +
+
+
+ 
from plotly.graph_objs import *
+
+
+
+
+
+
+
+
+
+
+
+

+ Data with this notebook will be taken from a NetCDF file, so import netcdf class from the + + scipy.io + + module, along with numpy: +

+
+
+
+
+
+ +
+
+
+ 
import numpy as np           
+from scipy.io import netcdf  
+
+
+
+
+
+
+
+
+
+
+
+

+ Finally, import the Matplotlib + + Basemap + + Toolkit, its installation instructions can found + + here + + . +

+
+
+
+
+
+ +
+
+
+ 
from mpl_toolkits.basemap import Basemap
+
+
+
+
+
+
+
+
+
+
+
+

+ 1. Get the data! + + ¶ + +

+
+
+
+
+
+
+
+
+

+ The data is taken from + + NOAA Earth System Research Laboratory + + . +

+

+ Unfortunately, this website does not allow to + + code + + your output demand and/or use + + wget + + to download the data. +
+

+

+ That said, the data used for this notebook can be downloaded in a only a few clicks: +

+
    +
  • + Select + + Air Temperature + + in + + Varaibles + +
    • +
  • + Select + + Surface + + in + + Analysis level? + +
    • +
  • + Select + + Jul | 1 + + and + + Jul | 31 + +
    • +
  • + Enter + + 2014 + + in the + + Enter Year of last day of range + + field +
    • +
  • + Select + + Anomaly + + in + + Plot type? + +
    • +
  • + Select + + All + + in + + Region of globe + +
    • +
  • + Click on + + Create Plot + +
    • +
+

+ Then on the following page, click on + + Get a copy of the netcdf data file used for the plot + + to download the NetCDF on your machine. +

+

+ Note that the data represents the average daily surface air temperature anomaly (in deg. C) for July 2014 with respect to 1981-2010 climatology. +

+
+
+
+
+
+
+
+
+

+ Now, import the NetCDF file into this IPython session. The following was inspired by this earthpy blog + + post + + . +

+
+
+
+
+
+ +
+
+
+ 
# Path the downloaded NetCDF file (different for each download)
+f_path = '/home/etienne/Downloads/compday.Bo3cypJYyE.nc'
+
+# Retrieve data from NetCDF file
+with netcdf.netcdf_file(f_path, 'r') as f:
+    lon = f.variables['lon'][::]    # copy as list
+    lat = f.variables['lat'][::-1]  # invert the latitude vector -> South to North
+    air = f.variables['air'][0,::-1,:]  # squeeze out the time dimension, 
+                                        # invert latitude index
+
+
+
+
+
+
+
+
+
+
+
+

+ The values + + lon + + start a 0 degrees and increase eastward to 360 degrees. So, the + + air + + array is centered about the Pacific Ocean. For a better-looking plot, shift the data so that it is centered about the 0 meridian: +

+
+
+
+
+
+ +
+
+
+ 
# Shift 'lon' from [0,360] to [-180,180], make numpy array
+tmp_lon = np.array([lon[n]-360 if l>=180 else lon[n] 
+                   for n,l in enumerate(lon)])  # => [0,180]U[-180,2.5]
+
+i_east, = np.where(tmp_lon>=0)  # indices of east lon
+i_west, = np.where(tmp_lon<0)   # indices of west lon
+lon = np.hstack((tmp_lon[i_west], tmp_lon[i_east]))  # stack the 2 halves
+
+# Correspondingly, shift the 'air' array
+tmp_air = np.array(air)
+air = np.hstack((tmp_air[:,i_west], tmp_air[:,i_east]))
+
+
+
+
+
+
+
+
+
+
+
+

+ 2. Make Contour graph object + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Very simply, +

+
+
+
+
+
+ +
+
+
+ 
trace1 = Contour(
+    z=air,
+    x=lon,
+    y=lat,
+    colorscale="RdBu",
+    zauto=False,  # custom contour levels
+    zmin=-5,      # first contour level
+    zmax=5        # last contour level  => colorscale is centered about 0
+)
+
+
+
+
+
+
+
+
+
+
+
+

+ 3. Get the coastlines and country boundaries with Basemap + + ¶ + +

+
+
+
+
+
+
+
+
+

+ The Basemap module includes data for drawing coastlines and country boundaries onto world maps. Adding coastlines and/or country boundaries on a matplotlib figure is done with the + + .drawcoaslines() + + or + + .drawcountries() + + Basemap methods. +

+

+ Next, we will retrieve the Basemap plotting data (or polygons) and convert them to longitude/latitude arrays (inspired by this stackoverflow + + post + + ) and then package them into Plotly + + Scatter + + graph objects . +

+

+ In other words, the goal is to plot each + + continuous + + coastline and country boundary lines as 1 Plolty scatter line trace. +

+
+
+
+
+
+ +
+
+
+ 
# Make shortcut to Basemap object, 
+# not specifying projection type for this example
+m = Basemap()     
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Make trace-generating function (return a Scatter object)
+def make_scatter(x,y):
+    return Scatter(
+        x=x,
+        y=y,
+        mode='lines',
+        line=Line(color="black"),
+        name=' '  # no name on hover
+    )
+
+# Functions converting coastline/country polygons to lon/lat traces
+def polygons_to_traces(poly_paths, N_poly):
+    ''' 
+    pos arg 1. (poly_paths): paths to polygons
+    pos arg 2. (N_poly): number of polygon to convert
+    '''
+    traces = []  # init. plotting list 
+
+    for i_poly in range(N_poly):
+        poly_path = poly_paths[i_poly]
+        
+        # get the Basemap coordinates of each segment
+        coords_cc = np.array(
+            [(vertex[0],vertex[1]) 
+             for (vertex,code) in poly_path.iter_segments(simplify=False)]
+        )
+        
+        # convert coordinates to lon/lat by 'inverting' the Basemap projection
+        lon_cc, lat_cc = m(coords_cc[:,0],coords_cc[:,1], inverse=True)
+        
+        # add plot.ly plotting options
+        traces.append(make_scatter(lon_cc,lat_cc))
+     
+    return traces
+
+# Function generating coastline lon/lat traces
+def get_coastline_traces():
+    poly_paths = m.drawcoastlines().get_paths() # coastline polygon paths
+    N_poly = 91  # use only the 91st biggest coastlines (i.e. no rivers)
+    return polygons_to_traces(poly_paths, N_poly)
+
+# Function generating country lon/lat traces
+def get_country_traces():
+    poly_paths = m.drawcountries().get_paths() # country polygon paths
+    N_poly = len(poly_paths)  # use all countries
+    return polygons_to_traces(poly_paths, N_poly)
+
+
+
+
+
+
+
+
+
+
+
+

+ Then, +

+
+
+
+
+
+ +
+
+
+ 
# Get list of of coastline and country lon/lat traces
+traces_cc = get_coastline_traces()+get_country_traces()
+
+
+
+
+
+
+
+
+
+
+
+

+ 4. Make a figue object and plot! + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Package the + + Contour + + trace with the coastline and country traces. Note that the + + Contour + + trace must be placed before the coastline and country traces in order to make all traces visible. +

+
+
+
+
+
+ +
+
+
+ 
data = Data([trace1]+traces_cc)
+
+
+
+
+
+
+
+
+
+
+
+

+ Layout options are set in a + + Layout + + object: +

+
+
+
+
+
+ +
+
+
+ 
title = u"Average daily surface air temperature anomalies [\u2103]<br> \
+in July 2014 with respect to 1981-2010 climatology"
+
+anno_text = "Data courtesy of \
+<a href='http://www.esrl.noaa.gov/psd/data/composites/day/'>\
+NOAA Earth System Research Laboratory</a>"
+
+axis_style = dict(
+    zeroline=False,
+    showline=False,
+    showgrid=False,
+    ticks='',
+    showticklabels=False,
+)
+
+layout = Layout(
+    title=title,
+    showlegend=False,
+    hovermode="closest",        # highlight closest point on hover
+    xaxis=XAxis(
+        axis_style,
+        range=[lon[0],lon[-1]]  # restrict y-axis to range of lon
+    ),
+    yaxis=YAxis(
+        axis_style,
+    ),
+    annotations=Annotations([
+        Annotation(
+            text=anno_text,
+            xref='paper',
+            yref='paper',
+            x=0,
+            y=1,
+            yanchor='bottom',
+            showarrow=False
+        )
+    ]),
+    autosize=False,
+    width=1000,
+    height=500,
+)
+
+
+
+
+
+
+
+
+
+
+
+

+ Package data and layout in a + + Figure + + object and send it to plotly: +

+
+
+
+
+
+ +
+
+
+ 
fig = Figure(data=data, layout=layout)
+
+py.iplot(fig, filename="maps", width=1000)
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ See this graph in full screen + + here + + . +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/basemap/config.json b/_published/includes/basemap/config.json new file mode 100644 index 0000000..8905cd1 --- /dev/null +++ b/_published/includes/basemap/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "An IPython Notebook showing how to make an interactive world map using plotly and Maplotlib Basemap", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/basemap", + "title_short": "Plotly maps", + "last_modified": "Monday 12 January 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/basemap/basemap.ipynb", + "title": "Plotly maps with Matplotlib Basemap", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/basemap/basemap.py" +} diff --git a/_published/includes/collaborate/body.html b/_published/includes/collaborate/body.html new file mode 100644 index 0000000..18efcbb --- /dev/null +++ b/_published/includes/collaborate/body.html @@ -0,0 +1,4980 @@ +
+
+
+
+ +
+
+
+ 
from IPython.display import Image
+Image(url = 'https://i.imgur.com/4DrMgLI.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image01 + +
+
+
+
+
+
+
+
+
+
+

+ Graphing and data analysis need a Rosetta Stone to solve the fragmentation and collaboration problem. +Plotly is about bridging the divide and serving as an interoperable platform for analysis and plotting. You can import, edit, and plot data using scripts and data from Python, MATLAB, R, Julia, Perl, REST, Arduino, Raspberry Pi, or Excel. So can your team. +

+

+ + All in the same online plot + + . +

+

+ Read on to learn more, or run + + $ pip install plotly + + and copy and paste the code below. Plotly is online, meaning no downloads or installations necessary. +

+
+
+
+
+
+ +
+
+
+ 
%matplotlib inline
+import matplotlib.pyplot as plt # side-stepping mpl backend
+import matplotlib.gridspec as gridspec # subplots
+import numpy as np
+
+
+
+
+
+
+
+
+
+
+
+

+ You can use our key, or + + sign-up + + to get started. It's free for any public sharing and you own your data, so you can make and share as many plots as you want. +

+
+
+
+
+
+ +
+
+
+ 
import plotly.plotly as py
+import plotly.tools as tls
+from plotly.graph_objs import *
+py.sign_in("IPython.Demo", "1fw3zw2o13")
+
+
+
+
+
+
+
+
+ +
+
+
+ 
import plotly
+plotly.__version__
+
+
+
+
+
+
+
+
+ +
+ 
+'1.0.12'
+
+
+
+
+
+
+
+
+
+
+
+

+ I. shareable matplotlib figures + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Let's start out with a matplotlib example. We also have + + a user guide section + + on the subject. +

+
+
+
+
+
+ +
+
+
+ 
fig1 = plt.figure()
+
+import matplotlib.pyplot as plt
+import numpy as np
+import matplotlib.mlab as mlab
+
+mean = [10,12,16,22,25]
+variance = [3,6,8,10,12]
+
+x = np.linspace(0,40,1000)
+
+for i in range(4):
+    sigma = np.sqrt(variance[i])
+    y = mlab.normpdf(x,mean[i],sigma)
+    plt.plot(x,y, label=r'$v_{}$'.format(i+1))
+
+plt.xlabel("X")
+plt.ylabel("P(X)")        
+
+
+
+
+
+
+
+
+ +
+ 
+<matplotlib.text.Text at 0x7f549f2ea050>
+
+
+
+
+
+
+
+ + Collaboration with Plotly image01 + +
+
+
+
+
+
+
+
+
+
+

+ To re-create the graph in Plotly and use Plotly's defaults, call + + iplot + + and add + + strip_style + + . +

+
+
+
+
+
+ +
+
+
+ 
py.iplot_mpl(fig1, strip_style = True)
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ It's shareable at a URL, contains the data as part of the plot, and can be edited collaboratively from any API or our web app. Head over to + + Plotly's API + + to see more, and check out our + + user guide + + to see how it all works. +

+

+ Plotly also jointly preserves the data in a graph, the graph, and the graph description (in this case JSON). That's valuable. + + One study + + in + + current biology + + found that over 90 percent of data from papers published over the past 20 years was not available. So sharing data is good for science and reproducibility, useful for your projects, and great for collaboration. +

+
+
+
+
+
+
+
+
+

+ II. ggplot2 plots in Plotly + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Let's take a real-world look storing data and graphs together. Suppose you see a graph on the + + World Bank website + + . The graph uses + + ggplot2 + + , a remarkable plotting library for R. +

+
+
+
+
+
+ +
+
+
+ 
from IPython.display import Image
+Image(url = 'http://i.imgur.com/PkRRmHq.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image02 + +
+
+
+
+
+
+
+
+
+
+

+ You would like to re-make the graph and analyze and share the data. Getting the data using Plotly is easy. You can run the ggplot2 script in RStudio. Here we're running it using the new + + R kernel + + for IPython). The Notebook with the replicable code and installation is + + here + + . +

+
+
+
+
+
+ +
+
+
+ 
library(WDI)
+library(ggplot2)
+ 
+#Grab GNI per capita data for Chile, Hungary and Uruguay
+ 
+dat = WDI(indicator='NY.GNP.PCAP.CD', country=c('CL','HU','UY'), start=1960, end=2012)
+ 
+#a quick plot with legend, title and label
+ 
+wb <- ggplot(dat, aes(year, NY.GNP.PCAP.CD, color=country)) + geom_line() 
++     xlab('Year') + ylab('GDI per capita (Atlas Method USD)') 
++     labs(title <- "GNI Per Capita ($USD Atlas Method)")
+
+py$ggplotly(wb)
+
+
+
+
+
+
+
+
+
+
+
+

+ We can add + + py$ggplotly + + to the call, which will draw the figure with Plotly's + + R API + + . Then we can call it in a Notebook. You can similarly call any Plotly graph with the username and graph id pair. +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('RgraphingAPI', '1457')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ Note: the data is called from a WDI database; if you make it with Plotly, the data is stored with the plot. I forked the data and shared it: + + https://plot.ly/~MattSundquist/1343 + + . +

+
+
+
+
+
+
+
+
+

+ If you want to use Plotly's default graph look, you can edit the graph with Python. +

+
+
+
+
+
+ +
+
+
+ 
fig = py.get_figure('RgraphingAPI', '1457')
+fig.strip_style()
+py.iplot(fig)
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ Often we come to a visualization with data rather than coming to data with a visualization. In that case, Plotly is useful for quick exploration, with matplotlib or Plotly's API. +

+
+
+
+
+
+ +
+
+
+ 
my_data = py.get_figure('PythonAPI', '455').get_data()
+
+
+
+
+
+
+
+
+ +
+
+
+ 
%matplotlib inline
+import matplotlib.pyplot as plt
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig1 = plt.figure()
+
+plt.subplot(311)
+plt.plot(my_data[0]['x'], my_data[0]['y'])
+plt.subplot(312)
+plt.plot(my_data[1]['x'], my_data[1]['y'])
+plt.subplot(313)
+plt.plot(my_data[2]['x'], my_data[2]['y'])
+
+py.iplot_mpl(fig1, strip_style = True)
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ You can also draw the graph + + with subplots + + in Plotly. +

+
+
+
+
+
+ +
+
+
+ 
my_data[1]['yaxis'] = 'y2'
+my_data[2]['yaxis'] = 'y3'
+
+layout = Layout(
+    yaxis=YAxis(
+        domain=[0, 0.33]
+    ),
+    legend=Legend(
+        traceorder='reversed'
+    ),
+    yaxis2=YAxis(
+        domain=[0.33, 0.66]
+    ),
+    yaxis3=YAxis(
+        domain=[0.66, 1]
+    )
+)
+
+fig = Figure(data=my_data, layout=layout)
+
+py.iplot(fig)
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ Then maybe I want to edit it quickly with a GUI, without coding. I click through to the graph in the "data and graph" link, fork my own copy, and can switch between graph types, styling options, and more. +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/rHP53Oz.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image03 + +
+
+
+
+
+
+
+
+
+
+

+ Now, having re-styled it, we can call the graph back into the NB, and if we want, get the figure information for the new, updated graph. The graphs below are meant to show the flexibility available to you in styling from the GUI. +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('MattSundquist', '1404')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+ +
+
+
+ 
tls.embed('MattSundquist', '1339')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ We can also get the data in a grid, and run stats, fits, functions, add error bars, and more. Plotly keeps data and graphs together. +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/JJkNPJg.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image04 + +
+
+
+
+
+
+
+
+
+
+

+ And there we have it. A reproducible figure, drawn with D3 that includes the plot, data, and plot structure. And you can easily call that figure or data as well. Check to see what URL it is by hoving on "data and graph" and then call that figure. +

+
+
+
+
+
+ +
+
+
+ 
ggplot = py.get_figure('MattSundquist', '1339') 
+
+
+
+
+
+
+
+
+ +
+
+
+ 
ggplot #print it
+
+
+
+
+
+
+
+
+ +
+ 
+{'data': [{'line': {'color': 'rgb(31, 119, 180)', 'width': 4},
+   'mode': 'lines',
+   'name': 'Chile',
+   'type': 'scatter',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    600,
+    640,
+    660,
+    650,
+    740,
+    760,
+    770,
+    800,
+    860,
+    1020,
+    1110,
+    1320,
+    1620,
+    1120,
+    980,
+    1070,
+    1320,
+    1740,
+    2240,
+    2640,
+    2190,
+    1780,
+    1600,
+    1410,
+    1410,
+    1560,
+    1820,
+    2090,
+    2240,
+    2490,
+    3020,
+    3330,
+    3610,
+    4320,
+    4930,
+    5380,
+    5250,
+    4910,
+    4920,
+    4760,
+    4550,
+    4570,
+    5230,
+    6250,
+    7260,
+    8630,
+    10020,
+    9930,
+    10720,
+    12270,
+    14310]},
+  {'line': {'color': 'rgb(255, 127, 14)', 'width': 4},
+   'mode': 'lines',
+   'name': 'Hungary',
+   'type': 'scatter',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    540,
+    590,
+    670,
+    830,
+    1000,
+    1150,
+    1200,
+    1330,
+    1520,
+    1770,
+    2070,
+    2200,
+    2170,
+    2010,
+    1930,
+    1860,
+    2040,
+    2400,
+    2710,
+    2770,
+    2880,
+    2740,
+    3140,
+    3630,
+    4000,
+    4220,
+    4320,
+    4370,
+    4380,
+    4460,
+    4580,
+    4720,
+    5210,
+    6550,
+    8540,
+    10220,
+    11040,
+    11510,
+    12890,
+    12980,
+    12930,
+    12900,
+    12410]},
+  {'line': {'color': 'rgb(44, 160, 44)', 'width': 4},
+   'mode': 'lines',
+   'name': 'Uruguay',
+   'type': 'scatter',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    580,
+    610,
+    660,
+    680,
+    720,
+    640,
+    610,
+    670,
+    820,
+    850,
+    870,
+    1060,
+    1370,
+    1620,
+    1490,
+    1420,
+    1630,
+    2150,
+    2870,
+    3650,
+    3290,
+    2190,
+    1740,
+    1510,
+    1780,
+    2210,
+    2600,
+    2730,
+    2840,
+    3180,
+    3830,
+    4350,
+    5040,
+    5530,
+    6160,
+    6970,
+    7240,
+    7260,
+    7050,
+    6500,
+    5140,
+    4240,
+    4130,
+    4720,
+    5380,
+    6380,
+    7690,
+    8520,
+    10110,
+    11700,
+    13580]}],
+ 'layout': {'annotations': [{'align': 'center',
+    'arrowcolor': '',
+    'arrowhead': 1,
+    'arrowsize': 1,
+    'arrowwidth': 0,
+    'ax': -10,
+    'ay': -28.335936546325684,
+    'bgcolor': 'rgba(0,0,0,0)',
+    'bordercolor': '',
+    'borderpad': 1,
+    'borderwidth': 1,
+    'font': {'color': '', 'family': '', 'size': 0},
+    'opacity': 1,
+    'showarrow': False,
+    'tag': '',
+    'text': 'Source: <a href="http://blogs.worldbank.org/opendata/accessing-world-bank-data-apis-python-r-ruby-stata">World Bank</a>',
+    'x': 0.9880317848410782,
+    'xanchor': 'auto',
+    'xref': 'paper',
+    'y': 0.02994334820619583,
+    'yanchor': 'auto',
+    'yref': 'paper'}],
+  'autosize': True,
+  'bargap': 0.2,
+  'bargroupgap': 0,
+  'barmode': 'group',
+  'boxgap': 0.3,
+  'boxgroupgap': 0.3,
+  'boxmode': 'overlay',
+  'dragmode': 'zoom',
+  'font': {'color': 'rgb(67, 67, 67)',
+   'family': "'Open sans', verdana, arial, sans-serif",
+   'size': 12},
+  'height': 547,
+  'hidesources': False,
+  'hovermode': 'x',
+  'legend': {'bgcolor': '#fff',
+   'bordercolor': '#444',
+   'borderwidth': 0,
+   'font': {'color': '', 'family': '', 'size': 0},
+   'traceorder': 'normal',
+   'x': 1.02,
+   'xanchor': 'left',
+   'y': 0.5,
+   'yanchor': 'auto'},
+  'margin': {'autoexpand': True,
+   'b': 80,
+   'l': 80,
+   'pad': 0,
+   'r': 80,
+   't': 100},
+  'paper_bgcolor': '#fff',
+  'plot_bgcolor': 'rgba(245, 247, 247, 0.7)',
+  'separators': '.,',
+  'showlegend': True,
+  'title': 'GNI Per Capita ($USD Atlas Method)',
+  'titlefont': {'color': '', 'family': '', 'size': 0},
+  'width': 1304,
+  'xaxis': {'anchor': 'y',
+   'autorange': True,
+   'autotick': True,
+   'domain': [0, 1],
+   'dtick': 10,
+   'exponentformat': 'B',
+   'gridcolor': 'rgb(255, 255, 255)',
+   'gridwidth': 1,
+   'linecolor': '#444',
+   'linewidth': 1,
+   'mirror': False,
+   'nticks': 0,
+   'overlaying': False,
+   'position': 0,
+   'range': [1960, 2012],
+   'rangemode': 'normal',
+   'showexponent': 'all',
+   'showgrid': True,
+   'showline': False,
+   'showticklabels': True,
+   'tick0': 0,
+   'tickangle': 'auto',
+   'tickcolor': '#444',
+   'tickfont': {'color': '', 'family': '', 'size': 0},
+   'ticklen': 5,
+   'ticks': '',
+   'tickwidth': 1,
+   'title': 'year',
+   'titlefont': {'color': '', 'family': '', 'size': 0},
+   'type': 'linear',
+   'zeroline': False,
+   'zerolinecolor': '#444',
+   'zerolinewidth': 1},
+  'yaxis': {'anchor': 'x',
+   'autorange': True,
+   'autotick': True,
+   'domain': [0, 1],
+   'dtick': 'D1',
+   'exponentformat': 'B',
+   'gridcolor': 'rgb(255, 255, 255)',
+   'gridwidth': 1,
+   'linecolor': '#444',
+   'linewidth': 1,
+   'mirror': False,
+   'nticks': 0,
+   'overlaying': False,
+   'position': 0,
+   'range': [2.6533245446042573, 4.234708848978488],
+   'rangemode': 'normal',
+   'showexponent': 'all',
+   'showgrid': True,
+   'showline': False,
+   'showticklabels': True,
+   'tick0': 0,
+   'tickangle': 'auto',
+   'tickcolor': '#444',
+   'tickfont': {'color': '', 'family': '', 'size': 0},
+   'ticklen': 5,
+   'ticks': '',
+   'tickwidth': 1,
+   'title': 'NY.GNP.PCAP.CD',
+   'titlefont': {'color': '', 'family': '', 'size': 0},
+   'type': 'log',
+   'zeroline': False,
+   'zerolinecolor': '#444',
+   'zerolinewidth': 1}}}
+
+
+
+
+
+
+
+
+
+
+
+

+ Want to analyze the data or use it for another figure? +

+
+
+
+
+
+ +
+
+
+ 
ggplot_data = ggplot.get_data()
+
+
+
+
+
+
+
+
+ +
+
+
+ 
ggplot_data
+
+
+
+
+
+
+
+
+ +
+ 
+{'data': [{'name': 'Chile',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    600,
+    640,
+    660,
+    650,
+    740,
+    760,
+    770,
+    800,
+    860,
+    1020,
+    1110,
+    1320,
+    1620,
+    1120,
+    980,
+    1070,
+    1320,
+    1740,
+    2240,
+    2640,
+    2190,
+    1780,
+    1600,
+    1410,
+    1410,
+    1560,
+    1820,
+    2090,
+    2240,
+    2490,
+    3020,
+    3330,
+    3610,
+    4320,
+    4930,
+    5380,
+    5250,
+    4910,
+    4920,
+    4760,
+    4550,
+    4570,
+    5230,
+    6250,
+    7260,
+    8630,
+    10020,
+    9930,
+    10720,
+    12270,
+    14310]},
+  {'name': 'Hungary',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    None,
+    540,
+    590,
+    670,
+    830,
+    1000,
+    1150,
+    1200,
+    1330,
+    1520,
+    1770,
+    2070,
+    2200,
+    2170,
+    2010,
+    1930,
+    1860,
+    2040,
+    2400,
+    2710,
+    2770,
+    2880,
+    2740,
+    3140,
+    3630,
+    4000,
+    4220,
+    4320,
+    4370,
+    4380,
+    4460,
+    4580,
+    4720,
+    5210,
+    6550,
+    8540,
+    10220,
+    11040,
+    11510,
+    12890,
+    12980,
+    12930,
+    12900,
+    12410]},
+  {'name': 'Uruguay',
+   'x': [1960,
+    1961,
+    1962,
+    1963,
+    1964,
+    1965,
+    1966,
+    1967,
+    1968,
+    1969,
+    1970,
+    1971,
+    1972,
+    1973,
+    1974,
+    1975,
+    1976,
+    1977,
+    1978,
+    1979,
+    1980,
+    1981,
+    1982,
+    1983,
+    1984,
+    1985,
+    1986,
+    1987,
+    1988,
+    1989,
+    1990,
+    1991,
+    1992,
+    1993,
+    1994,
+    1995,
+    1996,
+    1997,
+    1998,
+    1999,
+    2000,
+    2001,
+    2002,
+    2003,
+    2004,
+    2005,
+    2006,
+    2007,
+    2008,
+    2009,
+    2010,
+    2011,
+    2012],
+   'y': [None,
+    None,
+    580,
+    610,
+    660,
+    680,
+    720,
+    640,
+    610,
+    670,
+    820,
+    850,
+    870,
+    1060,
+    1370,
+    1620,
+    1490,
+    1420,
+    1630,
+    2150,
+    2870,
+    3650,
+    3290,
+    2190,
+    1740,
+    1510,
+    1780,
+    2210,
+    2600,
+    2730,
+    2840,
+    3180,
+    3830,
+    4350,
+    5040,
+    5530,
+    6160,
+    6970,
+    7240,
+    7260,
+    7050,
+    6500,
+    5140,
+    4240,
+    4130,
+    4720,
+    5380,
+    6380,
+    7690,
+    8520,
+    10110,
+    11700,
+    13580]}],
+ 'layout': [{}]}
+
+
+
+
+
+
+
+
+
+
+
+

+ Want to use Python to analyze your data? You can read that data into a pandas DataFrame. +

+
+
+
+
+
+ +
+
+
+ 
import pandas as pd
+
+
+
+
+
+
+
+
+ +
+
+
+ 
my_data = py.get_figure('MattSundquist', '1339').get_data()
+frames = {data['name']: {'x': data['x'], 'y': data['y']} for data in my_data['data']}
+df = pd.DataFrame(frames)
+df
+
+
+
+
+
+
+
+
+ +
+
+ + + + + + + + + + + + + + + + + + + + + + + +
+ + Chile + + Hungary + + Uruguay +
+ x + + [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... + + [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... + + [1960, 1961, 1962, 1963, 1964, 1965, 1966, 196... +
+ y + + [None, None, 600, 640, 660, 650, 740, 760, 770... + + [None, None, None, None, None, None, None, Non... + + [None, None, 580, 610, 660, 680, 720, 640, 610... +
+

+ 2 rows × 3 columns +

+
+
+
+
+
+
+
+
+
+
+
+

+ Plotly has interactive support that lets you call help on graph objects. Try + + layout + + or + + data + + too. For example. +

+
+
+
+
+
+ +
+
+
+ 
from plotly.graph_objs import Data, Layout, Figure
+
+
+
+
+
+
+
+
+ +
+
+
+ 
help(Figure)
+
+
+
+
+
+
+
+
+
+
+
+ 
+Help on class Figure in module plotly.graph_objs.graph_objs:
+
+class Figure(PlotlyDict)
+ |  A dictionary-like object representing a figure to be rendered in plotly.
+ |  
+ |      This is the container for all things to be rendered in a figure.
+ |  
+ |      For help with setting up subplots, run:
+ |      `help(plotly.tools.get_subplots)`
+ |  
+ |      
+ |  Quick method reference:
+ |  
+ |      Figure.update(changes)
+ |      Figure.strip_style()
+ |      Figure.get_data()
+ |      Figure.to_graph_objs()
+ |      Figure.validate()
+ |      Figure.to_string()
+ |      Figure.force_clean()
+ |  
+ |  Valid keys:
+ |  
+ |      data [required=False] (value=Data object | dictionary-like):
+ |          A list-like array of the data that is to be visualized.
+ |  
+ |          For more, run `help(plotly.graph_objs.Data)`
+ |  
+ |      layout [required=False] (value=Layout object | dictionary-like):
+ |          The layout dictionary-like object contains axes information, gobal
+ |          settings, and layout information related to the rendering of the
+ |          figure.
+ |  
+ |          For more, run `help(plotly.graph_objs.Layout)`
+ |  
+ |  Method resolution order:
+ |      Figure
+ |      PlotlyDict
+ |      __builtin__.dict
+ |      __builtin__.object
+ |  
+ |  Methods defined here:
+ |  
+ |  __init__(self, *args, **kwargs)
+ |  
+ |  ----------------------------------------------------------------------
+ |  Methods inherited from PlotlyDict:
+ |  
+ |  force_clean(self)
+ |      Attempts to convert to graph_objs and call force_clean() on values.
+ |      
+ |      Calling force_clean() on a PlotlyDict will ensure that the object is
+ |      valid and may be sent to plotly. This process will also remove any
+ |      entries that end up with a length == 0.
+ |      
+ |      Careful! This will delete any invalid entries *silently*.
+ |  
+ |  get_data(self)
+ |      Returns the JSON for the plot with non-data elements stripped.
+ |  
+ |  strip_style(self)
+ |      Strip style from the current representation.
+ |      
+ |      All PlotlyDicts and PlotlyLists are guaranteed to survive the
+ |      stripping process, though they made be left empty. This is allowable.
+ |      
+ |      Keys that will be stripped in this process are tagged with
+ |      `'type': 'style'` in the INFO dictionary listed in graph_objs_meta.py.
+ |      
+ |      This process first attempts to convert nested collections from dicts
+ |      or lists to subclasses of PlotlyList/PlotlyDict. This process forces
+ |      a validation, which may throw exceptions.
+ |      
+ |      Then, each of these objects call `strip_style` on themselves and so
+ |      on, recursively until the entire structure has been validated and
+ |      stripped.
+ |  
+ |  to_graph_objs(self)
+ |      Walk obj, convert dicts and lists to plotly graph objs.
+ |      
+ |      For each key in the object, if it corresponds to a special key that
+ |      should be associated with a graph object, the ordinary dict or list
+ |      will be reinitialized as a special PlotlyDict or PlotlyList of the
+ |      appropriate `kind`.
+ |  
+ |  to_string(self, level=0, indent=4, eol='\n', pretty=True, max_chars=80)
+ |      Returns a formatted string showing graph_obj constructors.
+ |      
+ |              Example:
+ |      
+ |                  print obj.to_string()
+ |      
+ |              Keyword arguments:
+ |              level (default = 0) -- set number of indentations to start with
+ |              indent (default = 4) -- set indentation amount
+ |              eol (default = '
+ |      ') -- set end of line character(s)
+ |              pretty (default = True) -- curtail long list output with a '...'
+ |              max_chars (default = 80) -- set max characters per line
+ |  
+ |  update(self, dict1=None, **dict2)
+ |      Update current dict with dict1 and then dict2.
+ |      
+ |      This recursively updates the structure of the original dictionary-like
+ |      object with the new entries in the second and third objects. This
+ |      allows users to update with large, nested structures.
+ |      
+ |      Note, because the dict2 packs up all the keyword arguments, you can
+ |      specify the changes as a list of keyword agruments.
+ |      
+ |      Examples:
+ |      # update with dict
+ |      obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))
+ |      update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))
+ |      obj.update(update_dict)
+ |      obj
+ |      {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}
+ |      
+ |      # update with list of keyword arguments
+ |      obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))
+ |      obj.update(title='new title', xaxis=dict(domain=[0,.8]))
+ |      obj
+ |      {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}
+ |      
+ |      This 'fully' supports duck-typing in that the call signature is
+ |      identical, however this differs slightly from the normal update
+ |      method provided by Python's dictionaries.
+ |  
+ |  validate(self)
+ |      Recursively check the validity of the keys in a PlotlyDict.
+ |      
+ |      The valid keys constitute the entries in each object
+ |      dictionary in INFO stored in graph_objs_meta.py.
+ |      
+ |      The validation process first requires that all nested collections be
+ |      converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,
+ |      each of these objects call `validate` and so on, recursively,
+ |      until the entire object has been validated.
+ |  
+ |  ----------------------------------------------------------------------
+ |  Data descriptors inherited from PlotlyDict:
+ |  
+ |  __dict__
+ |      dictionary for instance variables (if defined)
+ |  
+ |  __weakref__
+ |      list of weak references to the object (if defined)
+ |  
+ |  ----------------------------------------------------------------------
+ |  Data and other attributes inherited from PlotlyDict:
+ |  
+ |  __metaclass__ = <class 'plotly.graph_objs.graph_objs.DictMeta'>
+ |      A meta class for PlotlyDict class creation.
+ |      
+ |      The sole purpose of this meta class is to properly create the __doc__
+ |      attribute so that running help(Obj), where Obj is a subclass of PlotlyDict,
+ |      will return information about key-value pairs for that object.
+ |  
+ |  ----------------------------------------------------------------------
+ |  Methods inherited from __builtin__.dict:
+ |  
+ |  __cmp__(...)
+ |      x.__cmp__(y) <==> cmp(x,y)
+ |  
+ |  __contains__(...)
+ |      D.__contains__(k) -> True if D has a key k, else False
+ |  
+ |  __delitem__(...)
+ |      x.__delitem__(y) <==> del x[y]
+ |  
+ |  __eq__(...)
+ |      x.__eq__(y) <==> x==y
+ |  
+ |  __ge__(...)
+ |      x.__ge__(y) <==> x>=y
+ |  
+ |  __getattribute__(...)
+ |      x.__getattribute__('name') <==> x.name
+ |  
+ |  __getitem__(...)
+ |      x.__getitem__(y) <==> x[y]
+ |  
+ |  __gt__(...)
+ |      x.__gt__(y) <==> x>y
+ |  
+ |  __iter__(...)
+ |      x.__iter__() <==> iter(x)
+ |  
+ |  __le__(...)
+ |      x.__le__(y) <==> x<=y
+ |  
+ |  __len__(...)
+ |      x.__len__() <==> len(x)
+ |  
+ |  __lt__(...)
+ |      x.__lt__(y) <==> x<y
+ |  
+ |  __ne__(...)
+ |      x.__ne__(y) <==> x!=y
+ |  
+ |  __repr__(...)
+ |      x.__repr__() <==> repr(x)
+ |  
+ |  __setitem__(...)
+ |      x.__setitem__(i, y) <==> x[i]=y
+ |  
+ |  __sizeof__(...)
+ |      D.__sizeof__() -> size of D in memory, in bytes
+ |  
+ |  clear(...)
+ |      D.clear() -> None.  Remove all items from D.
+ |  
+ |  copy(...)
+ |      D.copy() -> a shallow copy of D
+ |  
+ |  fromkeys(...)
+ |      dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.
+ |      v defaults to None.
+ |  
+ |  get(...)
+ |      D.get(k[,d]) -> D[k] if k in D, else d.  d defaults to None.
+ |  
+ |  has_key(...)
+ |      D.has_key(k) -> True if D has a key k, else False
+ |  
+ |  items(...)
+ |      D.items() -> list of D's (key, value) pairs, as 2-tuples
+ |  
+ |  iteritems(...)
+ |      D.iteritems() -> an iterator over the (key, value) items of D
+ |  
+ |  iterkeys(...)
+ |      D.iterkeys() -> an iterator over the keys of D
+ |  
+ |  itervalues(...)
+ |      D.itervalues() -> an iterator over the values of D
+ |  
+ |  keys(...)
+ |      D.keys() -> list of D's keys
+ |  
+ |  pop(...)
+ |      D.pop(k[,d]) -> v, remove specified key and return the corresponding value.
+ |      If key is not found, d is returned if given, otherwise KeyError is raised
+ |  
+ |  popitem(...)
+ |      D.popitem() -> (k, v), remove and return some (key, value) pair as a
+ |      2-tuple; but raise KeyError if D is empty.
+ |  
+ |  setdefault(...)
+ |      D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D
+ |  
+ |  values(...)
+ |      D.values() -> list of D's values
+ |  
+ |  viewitems(...)
+ |      D.viewitems() -> a set-like object providing a view on D's items
+ |  
+ |  viewkeys(...)
+ |      D.viewkeys() -> a set-like object providing a view on D's keys
+ |  
+ |  viewvalues(...)
+ |      D.viewvalues() -> an object providing a view on D's values
+ |  
+ |  ----------------------------------------------------------------------
+ |  Data and other attributes inherited from __builtin__.dict:
+ |  
+ |  __hash__ = None
+ |  
+ |  __new__ = <built-in method __new__ of type object>
+ |      T.__new__(S, ...) -> a new object with type S, a subtype of T
+
+
+
+
+
+
+
+
+
+
+
+
+
+

+ III. MATLAB, Julia, and Perl plotting with Plotly + + ¶ + +

+
+
+
+
+
+
+
+
+

+ We just made a plot with R using + + ggplot2 + + , edited it in an IPython Notebook with Python, edited with our web app, shared it, and read the data into a pandas DataFrame. We have + + another Notebook + + that shows how to use Plotly with + + seaborn + + , + + prettyplotlib + + , and + + ggplot for Python + + Your whole team can now collaborate, regardless of technical capability or language of choice. This linguistic flexibility and technical interoperability powers collaboration, and it's what Plotly is all about. Let's jump into a few more examples. +

+
+
+
+
+
+
+
+
+

+ Let's say you see some code and data for a + + MATLAB gallery + + plot you love and want to share. +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/bGj8EzI.png?1')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image05 + +
+
+
+
+
+
+
+
+
+
+

+ You can use Plotly's + + MATLAB API + + to make a shareable plots, with LaTeX included. You run the MATLAB code in your MATLAB environrment or the + + MATLAB kernel + + in IPython and add + + fig2plotly + + to the call. Check out the + + user guide + + to see the installation and setup. +

+
+
+
+
+
+ +
+
+
+ 
%%matlab
+close all
+
+% Create a set of values for the damping factor
+zeta = [0.01 .02 0.05 0.1 .2 .5 1 ];
+
+% Define a color for each damping factor
+colors = ['r' 'g' 'b' 'c' 'm' 'y' 'k'];
+
+% Create a range of frequency values equally spaced logarithmically
+w = logspace(-1, 1, 1000);
+
+% Plot the gain vs. frequency for each of the seven damping factors
+figure;
+for i = 1:7
+    a = w.^2 - 1;
+    b = 2*w*zeta(i);
+    gain = sqrt(1./(a.^2 + b.^2));
+    loglog(w, gain, 'color', colors(i), 'linewidth', 2);
+    hold on;
+end
+
+% Set the axis limits
+axis([0.1 10 0.01 100]);
+
+% Add a title and axis labels
+title('Gain vs Frequency');
+xlabel('Frequency');
+ylabel('Gain');
+
+% Turn the grid on
+grid on;
+
+% ----------------------------------------
+% Let's convert the figure to plotly structures, and set stripping to false
+[data, layout] = convertFigure(get(gcf), false);
+
+% But, before we publish, let's modify and add some features:
+% Naming the traces
+for i=1:numel(data)
+    data{i}.name =  ['$\\zeta = ' num2str(zeta(i)) '$']; %LATEX FORMATTING
+    data{i}.showlegend = true;
+end
+% Adding a nice the legend
+legendstyle = struct( ...
+    'x' , 0.15, ...
+    'y' , 0.9, ...
+    'bgcolor' , '#E2E2E2', ...
+    'bordercolor' , '#FFFFFF', ...
+    'borderwidth' , 2, ...
+    'traceorder' , 'normal' ...
+    );
+layout.legend = legendstyle;
+layout.showlegend = true;
+
+% Setting the hover mode
+layout.hovermode = 'closest';
+
+% Giving the plot a custom name
+plot_name = 'My_improved_plot';
+
+% Sending to Plotly
+response = plotly(data, struct('layout', layout, ...
+    'filename',plot_name, ...
+	'fileopt', 'overwrite'));
+
+display(response.url)
+
+
+
+
+
+
+
+
+
+
+
+ 
+https://plot.ly/~MATLAB-demos/4
+
+
+
+
+
+
+
+
+ + Collaboration with Plotly image05 + +
+
+
+
+
+
+
+
+
+
+

+ Which produces: +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('MATLAB-Demos', '4')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ And you can similarly collaborate across all Plotly APIs, working on plots from IJulia, Perl, Arduino, Raspberry Pi, or Ruby. You could also append data to any figure from any API, or from the GUI. Want to make your own wrapper? Check out our + + REST API + + . +

+
+
+
+
+
+
+
+
+

+ IV. WebPlotDigitizer and Plotly + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Let's suppose next that you wanted to plot data from a graph you loved in a + + Facebook Data Science post + + . +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'https://i.imgur.com/sAHsjk3.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image06 + +
+
+
+
+
+
+
+
+
+
+

+ You can take a screenshot, and drag and drop the image into + + WebPlotDigitizer + + . Here's + + a tutorial + + on using the helpful tool, which includes the handy + + "Graph in Plotly" + + button. You can put it on your website so your users can easily access, graph, and share your data. And it links to your source. +

+
+
+
+
+
+ +
+
+
+ 
Image (url = 'https://i.imgur.com/y4t5hdj.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image07 + +
+
+
+
+
+
+
+
+
+
+

+ I can then make and share the graph in Plotly. You could do this to access data in any images you find online, then add fits or data from the grid or APIs. Check out + + our post with five fits + + to see more. +

+
+
+
+
+
+ +
+
+
+ 
Image (url = 'http://i.imgur.com/BUOe85E.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image08 + +
+
+
+
+
+
+
+
+
+
+

+ We'll add a fit then style it a bit. +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('MattSundquist', '1337')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ V. Revisions, embedding, and sharing + + ¶ + +

+
+
+
+
+
+
+
+
+

+ We can share it to edit collaboratively, privately or publicly. I can share straight + + into a folder + + from the API. My collaborators and I can always + + add, append, or extend data + + to that same plot with Python, R, or tbhe GUI. +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/YRyTCQy.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image09 + +
+
+
+
+
+
+
+
+
+
+

+ We can also save revisions and versions. +

+
+
+
+
+
+ +
+
+
+ 
Image (url = 'http://i.imgur.com/ATn7vE4.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image10 + +
+
+
+
+
+
+
+
+
+
+

+ You can also export your plot for presentations, emails, infographics, or publications, but link back to the online version so others can access your figure and data. +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/QaIw9p4.png?1')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image11 + +
+
+
+
+
+
+
+
+
+
+

+ You can also stop emailing files around. Have your discussion in context in Plotly. The graph being discussed is + + here + + . +

+
+
+
+
+
+ +
+
+
+ 
Image(url = 'http://i.imgur.com/OqXKs0r.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image12 + +
+
+
+
+
+
+
+
+
+
+

+ And displaying in your browser in an iframe is easy. You can copy and paste the snippet below and put it in a blog or website and get a live, interactive graph that lets your readers zoom, toggle, and get text on the hover. +

+
+
+
+
+
+ +
+
+
+ 
from IPython.display import HTML
+
+
+
+
+
+
+
+
+ +
+
+
+ 
i = """<pre style="background:#f1f1f1;color:#000">&lt;iframe src=<span style="color:#c03030">"https://plot.ly/~MattSundquist/1334/650/550"</span> width=<span style="color:#c03030">"650"</span> height=550<span style="color:#c03030">" frameBorder="</span>0<span style="color:#c03030">" seamless="</span>seamless<span style="color:#c03030">" scrolling="</span>no<span style="color:#c03030">">&lt;/iframe>
+</span></pre>"""
+
+
+
+
+
+
+
+
+ +
+
+
+ 
h = HTML(i); h
+
+
+
+
+
+
+
+
+ +
+ 
<iframe src="https://plot.ly/~MattSundquist/1334/650/550" width="650" height=550" frameBorder="0" seamless="seamless" scrolling="no"></iframe>
+
+
+
+
+
+
+
+
+
+
+
+

+ It's also interactive, even when embedded. +

+
+
+
+
+
+ +
+
+
+ 
HTML('<br><center><iframe class="vine-embed" src="https://vine.co/v/Mvzin6HZzLB/embed/simple" width="600" height="600" frameborder="0"></iframe><script async src="//platform.vine.co/static/scripts/embed.js" charset="utf-8"></script></center><br>')
+
+
+
+
+
+
+
+
+ +
+
+
+ + +
+
+
+
+
+
+
+
+
+
+
+
+

+ Your profile keeps all your graphs and data together like this + + https://plot.ly/~jackp/ + + . +

+
+
+
+
+
+ +
+
+
+ 
Image(url='https://i.imgur.com/gUC4ajR.png')
+
+
+
+
+
+
+
+
+ +
+ + Collaboration with Plotly image13 + +
+
+
+
+
+
+
+
+
+
+

+ Plotly also does content. Check out our's posts on + + boxplots + + or + + histograms + + . +

+
+
+
+
+
+ +
+
+
+ 
HTML('<center><iframe class="vine-embed" src="https://vine.co/v/M6JBhdiqPqA/embed/simple" width="600" height="600" frameborder="0"></iframe><script async src="//platform.vine.co/static/scripts/embed.js" charset="utf-8"></script></center>')
+
+
+
+
+
+
+
+
+ +
+
+ + +
+
+
+
+
+
+
+
+
+
+
+

+ VI. Streaming Graphs + + ¶ + +

+
+
+
+
+
+
+
+
+

+ You can stream data into Plotly. That means you could publish your results to anyone in the world by streaming it through Plotly. You could also send data from multiple sources and languages, and keep your data around to analyze and publish it. +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('flann321', '9')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ Or you can even stream in real-time. Check out a + + Notebook here + + or see our + + Raspberry Pi Instructable + + showing real-time dissolved oxygen. +

+
+
+
+
+
+ +
+
+
+ 
tls.embed('streaming-demos','4')
+
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+
+
+

+ You can stream from basically anywhere. +

+
+
+
+
+
+ +
+
+
+ 
HTML('<center><iframe src="//instagram.com/p/nJkMMQRyvS/embed/" width="612" height="710" frameborder="0" scrolling="no" allowtransparency="true"></iframe></center>')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Suggestions or comments? Email feedback@plot.ly or find us at + + @plotlygraphs + + . Happy plotting! +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/collaborate/config.json b/_published/includes/collaborate/config.json new file mode 100644 index 0000000..20dce0d --- /dev/null +++ b/_published/includes/collaborate/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "An IPython Notebook showing how to collaboration between different programming languages with plotly", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/collaborate", + "title_short": "Collaboration with Plotly", + "last_modified": "Monday 12 January 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/collaborate/collaborate.ipynb", + "title": "Collaboration with Plotly using Python, R and MATLAB", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/collaborate/collaborate.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json new file mode 100644 index 0000000..8aade44 --- /dev/null +++ b/_published/includes/references.json @@ -0,0 +1,30 @@ +{ + "paths": { + "collaborate": { + "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", + "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" + }, + "basemap": { + "body": "api_docs/includes/ipython_notebooks/basemap/body.html", + "config": "api_docs/includes/ipython_notebooks/basemap/config.json" + } + }, + "splash": [ + { + "title_short": "Plotly maps", + "thumbnail_image": "", + "relative_url": "basemap-maps", + "title": "Plotly maps with Matplotlib Basemap" + }, + { + "title_short": "Collaboration with Plotly", + "thumbnail_image": "", + "relative_url": "collaboration", + "title": "Collaboration with Plotly using Python, R and MATLAB" + } + ], + "notebooks": [ + "basemap", + "collaborate" + ] +} diff --git a/_published/sitemaps.py b/_published/sitemaps.py new file mode 100644 index 0000000..1013429 --- /dev/null +++ b/_published/sitemaps.py @@ -0,0 +1,35 @@ +import os + +from django.conf import settings + + +def items(): + items = [ + dict( + location='/ipython-notebooks/basemap-maps', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'basemap', + 'body.html'), + priority=0.5 + ), + dict( + location='/ipython-notebooks/collaboration', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'collaborate', + 'body.html'), + priority=0.5 + ) + ] + return items diff --git a/_published/static/image/collaborate_image01.png b/_published/static/image/collaborate_image01.png new file mode 100644 index 0000000000000000000000000000000000000000..14ce0502f69ab9199696fa623587c9627b966118 GIT binary patch literal 121536 zcmeFZQW%eHNF*|uHPW!tuG+dQ?uwfA@STIcrM{A2tVbIdXG z%{Mb5GBe_djAzW>ax!ADP*_j^006KO;=&3503g5s06@bKK;JDv#8oWcUy!!q>J9(^ z(8&M#00N|CU;qH{14sx9D7gZjXM(HEi(~uN)q~2{unWubgPwQTQ$5zP)1dg(ZK~H~ zWOe9sJaDg-ewBuzwgItCMuB>8h#-mx{6P=vrW-x{s$H2dc8RxCLlEfV<{mR-x=VB+ zi%%UVi5)($2Vy7j1&IMb;s+83fFuC?{?W+{6jxDEaW!t_i2hg0|NB@_Fph*gI3)#R z(ltW(f8Y4)Il&fEiArUf_?oL25Ye3h(?7?BA_9!}H)UCk`1^D*{BV%l;shZ8j9mXE z#P^UCF(9@ias=V9k)nT}iG#$K*bfJ&|NK7^|22OOKT>xrzaI@73)bJo-jDHBhr2Uy z{<}ceRtT;)yCUZ1=6;Wb;;}>rqlw5TKv5vV{=J5O8+hx7UqnO%6e^Xc6S;1ur+TBM z`rf#2`!4hDDZxzz1L=QD-Q6VZ`?-Iq`Zdu4NCXY}Z3qFqzZt^MCc{@)(97wm{OfQU z;3g=L81SEC@b?hMRIT?fXW|C~{t|+lK-ihSrz-|tW2Q!c5s zsUzMB&qD3ooa|4|{rArYLn~@lbZ|kOJ%3NswA425Ok{2h;s(OC-e?Yb$u5=kHGYXn z5GX!^!r3`G7B(H~)K&AwQ<9DmFTHS58nAEuoINH|gsa9KOVo+)Z2JPJR_Wo$EqfOPs=Sq@pbAR5RV;S5X|B|u!Y{?EuPR6&? z(ZTcbGR|s$3(F)v+DYIN=;&AiBn6H-(n6N}>sQi5jic$REsnZL-*AuveEgG%P2B`06GiM&!-c2Rm;{KORZugFEd1IB zT+jcyRC?kIoLnMhD7_34idlP-Hi#jzJCCoO32wD;fk?UAe!9s0$pWmPv%;L3#H_zT zxnYPUfRl@Tw#t^~lep*0pFnf7Jvp~BOGF_3p8GtfNZq*BTb#V19;D}6SV-Eg$xKQb zgiEiJJe+WIb3>$fm~A*X4%uA~@Pq&Ba2+{@SP~`m<*|e4Q(lrxLJgyXQ^K5({I{%} z#c)Dor?uY^ujFX+&-Vte!%E_@N9#vZFVnpd=E`#&ny)h;`Kr0r0Ua4s8f7^1Vjs6X z+w0GX4-IP_k5?Hkk8&IVxqi2%yEtj6s{#6hg8)qlk<2k4qT#9c->y+=nkn(wFEYsf zawO+nshdu>VcrYj*s_UYtPo!Yb5;CL*7J5uZhQ2^aOBFEd=Y~BlHAl>$|U7b zw%*vg&ILG=J}vVi*WYROn+VJLO?!7ke2%Aq_c>dvqmC>o;=Z03Bm7dVkCkplnEc6p zpQ}18`>1l2xA>Iqsekb&JhD*M+xm)i=5nj6RVi-{O#4IzOgwl?NAI*H*K`}dAr z{$pS;7~#iA0>fIDsH%%zjQNXWUX6_LT+rxHiR7I4&9w0dWI6Tj2TdYEP?)46XN9eh zSCNkxhHc-m+eg=*Uka~%#9kX6{rP4KqsnV^Fr1HcQh>??w66p( zz$jIF^x5!OryREX_?mF^SLE{T*c@DjX-!X&<21Jm2RWHbsiZbA3N`B@S@yZOz|0Ph%wIP3S*C!Vd)KP zI}}9&TGxC$;Gtj^PHN&)N4_#Q8OwaSX6AtKi;a*f4!EZ1L-^Z6LPDkroERmPG-Ga_ z`;YayCO)i8x4Z-B+v7yUEHRFE0Czab`=rB5>`xElhNkYbG9{7ppa=1Nh>Gi6U0vzk z9d>J4^lUYG_HJef9YA4rYlv5f@sb*8v z*_-AXv!&-F?J<;vJyRB5sip;rG+Y7sV1H_Zt+OMInP!=2JlP~_&KaSP&5Y^d>2KI` zD=R4u$7|Ei*F(*NAaP<%`PGG$&8*JkEwAPMR^=MSe0uZ~vy&TfnQ3_DO-zhHDdU2%N02al^e zaJKDB!6&}Ti>2g603F)kI1Il=y-=l|Eb#gD5fjS zy2@_&R4eb9`^wn-`lyq26#dY;nizxqv?6d!^%|6Q{#KpllDMc^>)ztLko-zlZY+yNq7FO%YX+aa`0+R-do@hU~7K6W>03KHuMe8M;rMCIL;*P`+%oFqw|nd7!t+;OZaS zdpdYi8_RY?*`@mnTkdlK)p#46Emro0z~i%;Cqze2jl`2LRjAkLw19$x)9bW97iW9F zJ}l{i!{fE<4?xx6S@%Fa19-t~4Y(v*rMcG4kWVsz&ANhOQx^b(0fau2?>H9{ptO7Ez>NoHZd7Yz*IOfH1$+j zW4q*JwAt*_*r8rC|HZscWN3wdndz?6U#vq}rknguSDsLKdNRZ`IkCTrKTfJ>K#vDS zw{9VHyohM!l>wJS-qP$*x}8L`fyyXfpBe7s6@^z}-+ z4<~Hg-tlr>d3z&CW@*OmszRSK0g*L->eip(4Tz0q&E< zOu@v7nXIkQt|HZ?UTx6 zbbfKMBcPXp;0wnB@(aCl8B`Wt$OSV_pnxo$DWMV&U_&=#r0^Sze`j0MuBY>*&CSi@ z%{>7>sil;wFYtkfEQ7~q{i3Lw4iSprbu=lU;3(!!r~n`Ro$=D%k{QEYpCUUD^~k+ z>j#a0gN}2kB~YPaI8*#F9vY^a!^gWf&T7de2d|$)m!FU~6*d(NDtp7Zs9N-Joq~ofs7-eWO{%u&+0`!QA=6mP;JTe%;@noO3~0 zv|6mf)j*mzwTaG)qLO^b{!s(D{s5=Ov={a@?vwB3!$d6pdm;i-s2nY69pV!e>A9iW zOlCfV0<>(=V(K?Bt9gLZSzHhvpQNNKB4z3Rhs9A^45O{a`jo@eoV~#L{R~ez zN)pU*v(;s0RA;3HlHmYZI(@tJYroa+RhdNf3ZEyL^Re2?AJ#e86}VV;LxG_oNzr)} z)f^JHl%&6UQu{+e8EKEntsX;M@{*|M>L;sB3F0ods5&ubso$ z0G}8@)K#jw)z9&FUBG{Ss4rZFJPdmCS$QaOc^ZpZjVPo))tPhA8WE*` zwYPek#f$B~(Zt71xPNlzenlmBu~XY$?a%ZEptqnU6)U(PrPA(vf{KjrmN_Ax2-j(p zRqw}@d2_|bKp84!F;&VkL+5?&k4jZXrfmGtQJ&QsY@Se5DD7XARuE@fs$;zmI+V80 z%!$kAD3hVA)EQ#!qpE8RxH$Zy7u5E(@~4VNV0lVyzH(yTt2%hm=L5lgBYGFf2=e^#zh7;=jx~e&6*2ceLPnCaJ6Oo;>T1?)B}|O;d!cS$sAs?7gAr0POF?|7`gWaS0l+A2Y0p;ZARm z&1O3!y>KC7qxA+>f_;$^Guu1glNeCFfaSz1<9YrHY+W`oLE_%dD_s>qe?dZ>iAXsr zBv;lbSfBM6oKuNnRGG4p&t@)n1I>6@0`7aSsL8s^%T9MItP*4G5o4-)Ej&YW9u*gj zkUn+Z98U9t|Sl8_{acosggb&0e0u<5H%*$^b>;)OQ3&no)U~6kTo-qmULDI zMqdduyQ z(M+MLyxJ!E^aspzNF?LG@T#AuBmfw|G%euXHajtKzTrrmZG1{&VrLW79*C>n>v$^j zjyzy!2q;E-76nq%l{oI_Q8Z`MBcWFV-QAQ+?%m4Ec*>(#F)1XIk7_f}$ZpZYdF_M5 zMTbe#Le0Yc??j0MTNAIZPQ>dB07odvHLm5v`T`M8S2*^i)%TJVmk;&Y2fqefvP)V$ zx8J<|?;7GHRhM*STq!}J$W2+G^VDEsq)KAq7Q_cvQj1iw#er`lKQk$xNEOm0i!>hj znLJ!fI5F3^7Ljt-0V6qMlLkof;iJkOY;kaHjAxEBwN782Udul`!JIZ=Vrk!#Y13zw zd3*$wD2!SNbIiUd76|&hILC$CJ07U&g6d91D+_-@YM?B?C|W5qrlR<{Aqg(5Fi@(u zMU0wplD?snf&4NC7zCcCFTVN^I_ab1rUIw~JWn`h;4wzHlUgFhQ04Y|O{h|Gq?>-& z9e_^JKb7+N4Mr*?&Wme&a_P(AF!HQLbAFJHAIxt_Yus$xPj<6!{p$ zb@vc_9jzkOTlHJPC~SJ12-4%<;)COLcQt6YAS43>Nnz259VHAW6V=zQ?wA^lp@lAn zVf?+yYE=HkI0cV%}I#?@1_V6_HVJ27gk6$;v5b zoz0&?#q|JEW#3k3u(%i=XLqLpcD3H%ElMsD%<0#{nx82n@ztvaibhb_B`zZ+`zDR# zD5iDu`ueAS>Zg_@wT?(tE8W#>f&EEX;|Qa9F)t$;LWH6@Yl4z128OpAZEl>cC4s=> zHYBas&FO9}>YE;I41%q+S04vELWjX45&IK>pEYClXem4^3`9=t@w9_^Ij?rbL4D!*>pi8%kF!cKK=VqWB6W^fCs%_|`zO|JF6`$Sq;aENV9}6^` zd}2M}9ENhGLP;~T*^Y+rXo>x)ok%UqiwKin(Sg#P_Gflr(tzAvM6?>EVP=b?F%G|@ zt0OS$psY)}+B`sjj5uX2R0jM1NQl{*&y{}Z@U_)aFyN?cPupV@WBif!T|;s{(k3N( zc|P3csy^7xKN(`M4T9AY~dc()HSU@8iIo1b48#w)7vpBe%sNsHV&G1fSQ3&<7#&4XpB87xN?~$Lr(54blRugVkSau)K)y@!OSD zb4M9>8OKF@7P%v-nF#9zJ`GN&?M^%=J3G8S+;kNgw!Wa^v;D|TyK&m!pSEr@?|0F0 zdgFCHI)x;aJ38i9SK$KH+#J@QC7{L=V#;|}G^2`F!+gng zGwIKATq0e3DDJto@px<)sNF!=uE`~@KZbl>4;!9!k8k>p5%E|;0PbCPDoHv#o-P+F zv0=!h5-9$BUsAYw^S85*ks<>ir!xEi+Bsb)?~A`=IQ_M|VwS=XVxuMB(#{DHtbSca z=8Be%=M88F5l|@-j%K97YL^-t*}Oa!>v%e)5KhyENzOKTkIi(H{o;qP@_Mx3^TI}e z#}mL%_gWMaKlI6G{g~10Fj;W&a~%sgHaVd|?)0T=SpUp8N&^S0lO1Cg-Fz3h-c%uA zmP{B7Fdj-}z|lOB?1S|nr(OwiB;93yUxs!p>)oX#dn_eqOc9vQ<>^G(a*Q`dcVeRa zGVe|d$cM*JqeVG?)`VVckYw~c;VfbP2*8O-PH!yE3R`3I$JY;6m-TbK^}aUyD%i1} zfL?rvgAb=XVePIh_jYw|pL^>P9HjIfW@D8Y$sC0_F#*fpt$k#U-nE94rlX9@CAm;8 zbb=3fK)pr5OY?re{UlSR(aQ1H!53HRyn2p5K=jJ3PcppERqwCM5I;&3N)A-kNSHW3 zVIiTjFfI^eLr51%&(>1$)Lz^4Z!09Tjcqy?_MTn>fW37&*m~QYiW~cX?`bZAHQ{o1 zgp{AWP%}niIcswtPS}hc;gOB|l$aK|o(Na7>i5^SZ5)o4!dpvir?e`R1Kl2R!Qq-~ zSF6G%MMEhjm-@IVQ4k}Nl~&K!)>{ZI&XJ-}um8JfwvFIBiA?k6mkQ|m<9Q;TeOf!W zO>rBrf*{0u?0e-c=1TzE1kd~vK8@Rb^t2aKJNyauCN41VlIHJ@XYJpsAfMViSSsNl zY13pmTH3L>N!!WyInJwI1`J>`J8n@X`hZ64GQR*Fxl}NKZMzUKKZ+m0ClBIc6f0%o(_fD1T}% z20#{$?jtu^42LIp|m_6)~I zfjQK>H$hzGDuLNp`s6~SBoRkZ6fHqLG(j_9?aCI#gPogm^yI}zb@#ln z=R#ntwYt`&RLEp!88s{wpX=UFG{m0hQ|ZrCcbM0glkQmTQAV(u`%~~bJ;+S;Y+vt) zPOON(3W|O2>jnfCyk|l>Edz1fl{0fITfDn9P)VeppWC z+g{=0p$8Xo-OD4umF0$eT&{Dt5~8*l(2&76W0`EJ#GW<0}=C zc|9#c`pCYa_WPF^0u6|NNN=t*VcKPmP)py_z%NYrE%HG;UQY;%n*qnghq-PPWNA{y zoBI@GUTXl^S9>_Tl!R9?J(6GbnAb`y?Tw)#f)pv=2+I`;oWggC0W5C;$n+Y&nIXEW zb|RN&>Lmj}lPuUl+*jJen_Wk~FY)7tJe&yA3bQWxAYYW%EgS7zZ>y;rS88hMmy=mjC;aLnAp8v~qs}yY4s%Z1Qrqx_xdk3u@%)?2#QT zgvUSNy4&4Z>W_#5O+rb3Lg4sw06uT~cD8ay`NjIq81rvdvylVvc%)eQ1@V8My~~5X zRsuC95N0xl%bAc+Vn8o4jK7uCuazM@ZHNIM`Vw0}uv_11D4;r*0I-SUE-#te{*6%n z#hCaXSNakIaIeur)q3@c>f>M<>{`>ph6E6H>1Ais|D6R0C34id9C0zC85W*+DiNZ(UZYBhNcEr1CDUKExm zD?Jx_@P9TI!T+eiuY-gzH#Hf+!l6W%rB)RQ(yhPq_F;=M8`=b;Nc6v&{!fzLP6F^$ zEwJ$y(;@d@^_0LB2B7l+pvyCC2NB3G-?N1Q?;kV_Sid}x@Lq86ThU}+G&LuiddzKq zU&BnHZ$k}_j~8@JR_6P5KxaEMdu#ZPH#;7yaXek3LVNZ62E7JSVVuGLW1tCl02sjh zOoU5kt8dW5@L$Y}PEw$2Eo#fHII-T&{Z(;**5~U{0(ZIqMN$&q$h(*l@qze{qpHvK zsS+NpDeb4o5xmBfao;gCHyG5Y?N1$xk`cLmCgeF<&TsY ziB**kyZSBJMWo$NJs0o)TFt3TXw3N@I z+V1YvT7&CqUuF+@Si{*;TcP4@K;04YzWQ&(F&AOM&6)i7GS8@&t=S36c>}^USk908 zda!Rf*ndL75dM9gZT$KDFd-AlPt3^}%jKI^=dhb3&Vu{iSjyE(7pHH4Cu;R&#fmMG zg9?jnrphKK))s2XEYsm^%jaqgvPX;J3Y1nl!j~lCp|sbQDD@TpI8+}Zy>ygMHQ?D5 zp#$|0V-?F}wmM&|9*iYdYqi+#^nzx!hl!{i8|ANl1i6MSGWG^*ZFfK0oxleI)|^ravIbH7vsLqd36p zsH02j=L82(A@_u!kDi~gabO0?K0Pu-9$6++IF_WThn~)Oa1IC+eCd9VS`UsWOtxWx zQ3ob7&$b_+zjUkHi~L9!+jjxMXK`^c01VcD(??hs1mwFS+s7Fy@E<4gm)6&`2-BBB z;nxtCTjb>A;o>QgBzcD*zc_spHrj7W%uqdURrdWX8n~9~dAq!#r4{P+P#;iy706Qu z%3I?sP)91ya*xg)tgO)+41PXe7|JHQqu$5$xxjCqf#c!fSzB8tQYp`JMIrvp#^O2M z$lr?Qc)r}~4xI=ZQKQCcanHO z`Lp`*%In?5<@r%*`$J!)dT2Op^$IR;u8#o#2n`L5vkyR?7)_KE>@U3eZ*oQqKQCF1 zyRr;#quf}%Y&L|0+5xbX2d`0q7a5eMx*0B76R;cKC`37t%4=WF@v*6@swywzGY=py z6Grr3?)ER)<+dSEYGS*S521C@ys2e6QmOf67o>lf(&L}k66RQ z@F}R_I8Ty&ncAd0@FQm*IZ@99XzIA?r(;G-bw{$q6x_)y!jyl|`8>^lK+Q;g5x&f_ zK$I#3nH?S|vS*to#M(q#aTTwi!lJXA7uELpr(P5MU65gmf4xf(75Q$y{JyAM zTF5Q)6WsEXT_shjlipTb?2F@u=}?9bbbu81600yDU>%6aDfZuC$$8u3Hoc zEqfPfi=<1&Gk-m+!!7=nhA~y-C*GsS(05HUE6I}4&R;jPz@je11*i4|OF$g=oOdV- za?^wPw~RE|MjF23ZDPH!UWXf4`Jy6_S0?kMIU2-3#`1&uDcfdKq9o#rv-z8|B73m6 z{RN{}m~KFv1bKjQYcymKssI`iWoD7|ORq5qGF{$i=+{3^WGCUTBpVt;BM8j87OVIP zPl>v$ESTj?xz4w2^3QW?0ffF_cwMexubFp=C679W#haEzUw z`NfTvwFgF$WQ10HMhEBMk!0jQA)sz+2=8WIXKx|099(Unr4~$bv zJdM<`l6;%o3|z-3kqnQwkPzLc?``aP+ao%qO6KbAB@&B!Z+0UOr))5$@~*3~G2qN? z3pElv?dPV!k+Rh2nqH4kE$tN+;f*TBHTqPr;E$FX?{*ZK%`x#}j*c#B zTnX=BWTZ%YcpKqvcc~QL#EyBp6wH_y`-6916*XPN!M`9Bz`ysKU$uCSZzKqcvd`&4 z1N8d5N#hhI>rTp8wz@q<)kl;6a#AY1&cQw2Avh_z-JMSrr*eEx68y-(n; zPql1~qrH{J)+h@1w{&_w}M_dQ9cw|FDhzR_SuH63kIK`tr zBGj2I&5Z}2;?~>LcLwGn+=6an2>}(f@O}vXPME%wqAQ<_q+!nK;B;o{ycETTpbkf# z;I&2>2$>VN5Pp%*!;ZmvhV!%YT>e9GdNKYI_V`5tC)xbF(vXi_61(*>Lwyj&nX12sm-^^Fw1Lyd8x?SAfn+5l-+;s~XYB36(0a zyC#z<*lv55LD#>YM1gG#jS>G0A#aQ16=*$Xv2-zy`P^rmRmZXJERAS-S*VupVQ2Qx zFy_Jb=>8+DJ3)9769YP=Wfkl%_vIqDsd%8VZB5NNJQm#@Xub*uPEydx)9%vmF9QWb zsiQ@5uT$AyC#fYcB&wmt&z8TZKV1i~IK4gj7YZOSP-x}~^jN%du3o!6gXTIw;Hng)YM7bHL6NEi_Gd@`(`Pu# zF%-PlYolx5pa3gnZwg>6_P@E>|9BS;Lb>iN473v}F>vi9*YoE{Xb*JZk-8)pYf^qySY$zMzH( zh-7~i763_Nc>V^wT}cenFW$*Cg&PX zYc9SHf>v=(V+Mk7Th#z8C!68LLoQu&?2{R}LN1Yo2j_?@%T=ns36oN=O~)`yL$~&_ z0Bc6hYWzZYO5DNk$@2plSKAh!v;=0c@0b^ zMgG9{G5qxHc_a0`hBVpjie&m2Tz^4gCA=~UtI&{M@q&cL+#!m5L1Np_8uw>GB7i8X z8@0?Hes_IiQ?3%1Rd6O989&NKox019gc0N<(7l>5Sgt*mu1OnDi0=od9q0VrbxW6$ zT+nJY#l$rvimS`RN*Hdr$ECMAe=<YjJ982^yhrMl%i1`qX@F*`j8iiccc~a!{f6URW}T*l=EFzwq+dl);zF`*uh#<> z#Yhdw;d!QB(tA18yyUDuhbA*ZXW3y49Ip@Q5O{YuZ$LYwSugkHHIv&4@3p1o5;oAg zbBNn>mhSvn$#aym6pm{~ca2>=XxGsi-KyX#(CtfRO=mVOQZenQ!PdC-_-3ys9LFVUGE zu#nVuJG=kDmPkh_er>w$+l%Jrjcyju*afSKB?9J=`tH|Q`F-%< ze`UCemNFI1Emz`~V!u!xHCl{+9!=vWa^=jI@9jb~pa*j6e@=fhG1IUsB}aDrgiJ)e zS;BQ*6v4OVWJ^I+|FF|t=`aT#?tQ(fL>7a<<0tYS@X4L-b={e|@`Izt)EvtJVNCr@ zBxr{2rKoH9-gN;CiXi_Y8oi>?}T^Dq$1p*oSoiP>?i^YgI4J0%{i2gydtm04r9p{$|=iYX_9b{ zkPuIgyF3AoxO1z?F`l6J12RzR>(XCQdtWYojRDe~tdn(pflkFK8;qHpG*P}`unWG$ z5CCLNU90yA#pwzaI^6gYs}K+LstrrXiB`mkvoC3^4d#b@sy~rwu#{zZxEz*muN%m7 zWMX`q$G~lf2W@kJR(RSHANp$mM-AuLF4b9MIrDc~i#YOk5KM?=PxlV&07;G;mua$_ zXHKAt>umdvj?Hfq$CTD^oi)j8w<)N&m(?Q(hn#GIDEF<; z)bPUCUk6% z6Vwim+-mrvK%h8U>7lhY=X;P;>bP5-U$QX)nVYz;X6qd6Za2Qj+?(f3o6alhRjVh- z)T5UoFQ2Oq?WJZW+}#V*o8&{PJ&*akdvj!z^Lvw=&AF6UE|Nk%Hvi~$2N#oSN@r}V zlAo-e@8E`5DlF0#Cb1g$q#}8CwaHe4k;cndzjxeK_L;PCIBYO^`QdDR)|w`VCeAxcMgK}3nsR5k*>ftG2N;@pFZ zMKojLI&!l_q$iF@rS;9A7QBIc&l8RE?Q%RbL{=;jTqdMOP?F4B?eNH z?fx45nxQoC_5S;7r59^IH!xmD8iwvEy_GUy(oT3qS;qqeJ+V3+KMygcXNOtzK3J|~ z%BXs(#n;Z0)#;lL;saHJ2o=>5wZwm96tA1aB&n`*asSW0H5*~FL2{{F{#4??^0B)c z?kNc&Eblw%ar2z7x(0{8xUhuqBiiQMYB>J0ZZsq{ti<@>cL(EMNYEg1vxMwT9F)eI zG=Z>RYW6PDmu7FUCJ{a=G1ey$K*c09K(c#FSarg@d#-}!rw5!c;tV3A;l4c(L#fE6 z;yuWj?}kMrc*dQGkm`9+qZ2-1Uj00M!U9x5brYFbn#84Hl{p+0Qj*rE>-3_j6x=dA z7=~a3`AwxPF(zpfh0+3VpqHgb$>wL1kV8Ln5a`SKa-eK^S=M>L2txRkoGBMxwh=UU z>3bt+01d7^c%SCTqo3(w$$m>Cjg~>{-lj`>^a($UiWNV1_268kFk>{`Ktgr9(cpuF zgG0rR|3nh7>Sd<~cz)S@ClH@S!ne5r87oEKSxlV2`1&bVI8hpSKLr^=*g3EaZ2#)J zJArkTW*Zt;Q5iJu%2F%ZAgR4nOf_7uCaEzd0e+%&RTa`*<<&GXU&W-lm9v(>?G1T# zWoaxW9?qk+H6yU}Gj7}+74oKG{%`{x7rv#t!DXrRoKDEupK(6v#xyJ)x?h;2zygyW zH{J?UNy-SjVa!s=Gw71bEFHX63GhNy*F-*~F6(F2g`f%IZlAb6|0|EEzhKh)&JH0% za6FZ+07UA9XqjUOTe>RB7z3dkNhu)#Q+N_-Ovr#rI)9inF(a)r-?Z&xkvW`Y7<_V$ z^jQ7I`>sY!iJ&26A$69=HbCFSWmqWtA@tWL6B z?uJk1w+mxR#bLb?6K(=idJ{ViiiTVSMSqaW04jF(%KPx~u65xO65~tzJgwR=h=bl2 zN(=Gxa%n`bI^DS(ag^lIuNLTQkKqu;FjYR#V`!!Ukpq+V+^hBw%d@*538#8N?Pd5) zQug;*3$kdPs!LOZD#ME6*aEz$)fL*<3UM42daL^V!!$2eejTr~isfB$!l}JI_uQyF zs{Bco<>#*WX!Rh5YQ$#G)H|{x&o!ikG2N;5OX^KA&DB@ap>t z0yA*>tfj{n3~+BD$n@z<3%_I}8d))rM?YPAup!&mbI;ap(Fe{GM}8gj{y-*-DzY^I zHCHtYDXhOH=BQqT+@>RV!)s_(()q&3h6s@kXt?)?o}5Q~svjC1*$U;H zX7Sk^OLvB0a1L-#X4$9=--+Ul79Jlq00c&dSD4L9G}Z_ZVY`b9Ln=!jS4GAdO;8+C@}UF&MNA1{ZN;^=a65bY)Q? zqTMO)6Dfz#hU-S`Y>c{*kBII4WO9;Fmm;;r=Jkvdi}nT1F0>wEi`@3?j;7=S9GPCc zaq14tW$f({8)O^Roq5O@DRkImoW5ncrsZZlzYi!ogW;D-Nh@)`vOS|b;yCa>#mZH5&C$HfYx2^U>Br%`qzQCO=j>ZhiK z9EU3gDOD1bv^_q@Qz|YTi&OS1AfOP3 zRm%N<<|_0~A?)V8zvpc*4|ner=|F8L2k2??Z!DcVeNX9Pq6~pZvVE64guXxl7llPbhJ|v4Niq}aAD+O^v%{`nSqHXc zFqt-}%2IzYUJVDO@{k{ASbnfmtmg}mpYZKprb8K{_`8qm)^Y#|GIld^W<=R$b4zHE9V=sJD21kE^=7fcH!C|jO zOe>V?GKyl|s}|GE%uejb4$*f#S}2I-OXKQ~%JA3ngG*yz5oatG8Ke)pSH(+NJ*z%{ z(MEvOzAQ?ah5JF{J!U=J&rGBzN6~8{IQl$YNv&f)D0RlqA6@0grzOcheeOt!+OH{y zKn_SzV9L;@l9;8ry^Lt8qk2%c-tVVEb?WaY5G2PVF_GTjsuu$BV8m?kxIhMzzY31B zpUw!k+I{)?_*D4dM7cLs!gbXuwafz4hIN?J5K8?tI%3_8b@t+#fF#oPh1bkx8W$f% z86Qwbs9UE%TwzIXlQwCn?oTmBK#7lo#26>~MIz)I3kFz@M7o{q^&%76c~8<%qaG&R zjIbhjd_5LER-(t>B2yb3Ncf-s0+2FxU9_)na;aH4IAS{hmcS26hmEvI(zl;+asRcH zBNnmJdy6@8?(4d9uEhc4QyMR*Q2Q22wU%_Xg|4Hdr_my_L1wd>@M*C&*^sT<+udey zk@u@nKp1BH{M9t3K!ZTHfxcYkS3&G>@tO14zf3}*l2A(xmU-&t~55;a6 zuR_j7NOpZ`{roBG05D&uZLP|(LzM)YpfqhmHoxFd8RC7QuZ4+UuqH4F5XT;>zN1Rr z^gjx&(q!BT&ov}k%B|sr&|MN?5F-=CrJhf1Un-_?vV;R6h+!K&EVpe%#n)(_T{P^f z8~aRNWXhR7p{alyLC<&K zeqO%@?Nv`ux3XOxvOjF~-4S}+-=P$*ULrKRUo;d(nulwgY}Fc#?XAM&oE_J?TImXmG&a*vr6Xa=RWv-l5fDFUuRL zwlc8-*XWOltO7I};=H7%9sjcC)@`+q<~0noGEbfN*?WfA-=&7oFl!t~Llc2!fe4cs z{A5ib)fDwN^hid##`fgbRtxLrhtK}(dqR2b;U}!E%1P`Sd~2aI}Y&ny|K_GEyK~DK$6ULY((|FNLB{8tMTJ`mDZ$XQHsK zx%O@pxk>ej9|5A$lCo}abz5J5s;$X7^hylh3@d8f9X7q%?qTJNg&<>oU?fa0aarG5Cr^ijFnu<^DgLAaFT z)<&PjvA-~WCTfgUCoaTCjNB(qF|+*5CC?oaAjXEl!M}ehz^V+MWp^$$*?VXd#rt&B z@{whCKap}{w^17e0DGQX!$Ng39@uVVmhonB(43x}35!81rDA<^wZ&=2peC|Z+$!R3 zjJ03!n0=q5`I>R4GSew3oBg>4IcOLTZ_vz7*XhsDd+w5`86f(>WHj#Ui$HOpFXyb! zNs}N#qG^?TJxN_+;KB~$w~FM%s9)sLwuhPhCXFpuTnKMNXfE~Zaa1KA44&C!JhI*H zNzk>%Bi~Q%CUkiZa`b6ju&al}-Hhvs!-PIdow2}SyCu5OOSPfw7tuZWp3Gumf8Ggn7rVLv(tB}86~P(Y)~e1h3tR>O`K_2F!5%59S3RFu=P zIxe9wCt2;sL9STMuCB@%brJ7%mH>@>wG@{xt>=UAkTh8BvvFi~(M;S!xTqBI*knc% zw^ENa~CRj-dZ6iIR zvRiE(Axh{-v!h`&gkFu3woyK!O0W2+UV1>*C(b}ndwAVK*(t)htoFM;uo`a3HW!W3 zunBWU&tO{o=5sdg#3q9CDGl5S`<0`d&YXVCSXsmmO*sdc3?!0Nt4rUoDT{g|*5;v7 zyE3Z!+DQ)F%=+?hrEY{n6{W)~O))&6+XwFO(ct~xv7}T;^D$sGsE4Pf6 zer6QDV7wqu%ycC@N}(pm?(DgQK`(#DIc$i-pv-FYEe_N@$p6qic;Ez*UkV`<+twlp zH$U2!aL{c=sRdSE$2aO-xbcQ}ADATcUc2iiUdwpNY7|*K{KF-ZF|JYF0GmKzS`O(^ z&eZX$X|vgqn2wK=c?n?V7VIP{!kKySxQ#!Qg0uL&Ev{R@4<5tkioPf6jQQ9#f3I-0 zbH4CF_<@*!n-vlbTm^u{um1z6wAHeqWXwX` zW*q2fR6YxfLMGKp>s%j7U7^^on1w7m&qs$VG@<+P1Jr(Jz7Hszn4DBG!Wpra`bsIX z1iEe3-gi9GiFH$n;^YJw%nVLvI<;lnVHVg)IMYKJ{UZt0|ENB&uJ)?GE{;54=j`dk=<5Qm_QTvSb~|K43|)sg z2)g%v^_~j(YEn8Zd%~EAHw9b{l|d2R+7x&UUMA{o(5xHDDZ?-E6YMNF=-$8LDBnLK zq|G(sKBHw}u!KX~Or~_|lH^0uB;k~W2HF=#$6ljD_V^?45V(|I(vrPmG@A>E<+d5t z#kKT)P~WN9Wu-aO{!m4u&d`+Dp$7tF*+IVEy3>CX0Z}5|eY`x}p$5Wz;Y+*3@K&DY_&{&M2wUFryxvh!3`%4>otnwLX}#pW zzHE|BvYxSS%O{brhq;{`ce;N}*17wQ5~33Q@+rmO`(f3M_u6eptGRQ^CuqHHm$@DpjvI`V@<)7VPf@VT{GrC6 zDB<{Y;dr}Fr*oR1fe;+51p?OoTqfG)8rQE)zC6*w|<{bw#stlbaqw|128hb)vQ0G8hL-nVH!S`akwfi01~7`={vRIapJdk>SjXxiSd$&frP_SF@)xuMXf_FGzkQo;s$I}x zJ%WE_)}B)Mx}UN>v<3GxoJ`>&eCkd3orfuYld0a`8_198_oD~u1(`@~(8h^+dr!VV z$W%Hdrk9l&00|wccqG^=1?OV_$k0Gy(lD=etaw<#VN>%2c|J_FOauVDmq$Jv?5QNq z(!gJNqva=jq69GkhxcMuy(y*H@8hSpboio6R%O>u+(EJ^pWLfm(2!e6;2Dn5<_X=` zYAlD64RduhkQnXyl!62-U$hD0>&Ap8?`)FskrY7e@N5_Tu0NWaTD1p7%5qPT3XR{o z@ZM2hvtyt1-LrL}=*MI}+yx1V`!DHNgX#L8QKNlX&_6djbmS858(D7eVp1o0DYF!5 z3vvLvWksZhu~wdBQt2G+O_!3Q$Df|wSbt}Io@XwG$J@UqSDnnGQ)r<9hu=`Pk4{hg zOW-D-#%PmD8s5&5`PcymiJYH*dCE21bQoM1!%j}UL}zF&N*h2@eR+L|dYDEo|02wJGKQsnVRg zc^lxzQQnj}Uz+q(u&^(!JrdTKyL2D~qN?)~X;0!Qao1j}1en0-116giks0Y||4=KS zQ1aP9&OzgK;nIQnAMts4d5W_j>F-g>c!?p9@R^uT(^T&JvbdhIyyH`bvHjzh_Zm&q zmN#1XLpyQ>)4A=742(M}pPU2Mf$}wPcA-fh*x5)dh>t@itgvP60L3F=kIbM1l?hNQ?CG3Gp>aiO;iWwAs0tb`m?oh&Tq|DAk$`K@5n6bvw zDQ%DmBSjM4Zs+!pMySU-r|`bnXnykjH>HUx6C55cwTOo}G8P=n++YdN1t0M4U6ON3 z%qs$DSYD8vM||bDQRJJ-aualvk+n8SHHS9FxWF9^v24v58xPsQFj?6_o$$nrIQYD~Lmq>va`Ws}RgY$Yd`H1a4ONAc}v z&!R@(by2?P7Ow!5azzneUy)K3ZZ4886{+S3%Y?aLKUnwq#G>Yp0n0&@0~khVEu~%1 zt$MG)+vjC|A}*#}^D|0_-H`!{ZnAte?(7reBt^Ror8K`r1TcSW2$f9HPyoo8C)Z4q zucw72q#@sdB%l~sXvC*E8m~IFsI$Ys-l^Nh91pP=g)8GI7im-ODiZlu>?S0oqYlN+ z8%Xq(aGHPwvmuwoHxTH=^zR;^>n?Ggc77*5f+3o645Oq4^m#72?YJE93@xrz-apO; zXVKY3U{kM54WrBxTPj2FE?ZC2OA-W~OWk`hzaK^8e&YQN+lTagE3q4`ajPKwgw0Lm z_x6QROs`}SZ1$Urz&9000f*3^DhjU`^`=eH0`C_mr&K{y?81eK!Rzl^Ldkbuky_qL z-^j%`fH@5;zeHcr6?6|dQB)YUFIwc5TA<*BwxNa7_A~q%)2*k3dZqmB>=mENzmoL@ z3TNVVvU@0^eq?dCRW3X?#;Btw5yl;IXK4n&TJfHzl|BgWiw8doqSA=TEr?8LJiJX9 z6LftLkKq0!49&dF-y-mVs6e9~vnaW0!Zb5$#2Z1In!<|8q~YYd{6@)m(Hr)m|6@xZ z3TB2DJ{}(E7I2bR$>(jA98|n>f=|nlQ=LXGk*AV|%%2~Z!>L^4qmVk$ejxK7!=IOk z85})#Rel}iPz|xW2vSwI4ISs@`HJ!Az*2W6L6VdFu%=XfY3{Ii7UmQsn&8ZTSg)-h zF^Ygr0f+yaj2=S^jWRUP4}|=?#$c!#+Wv$2o5$TfdgI&ya9mZ?1V-4iF`Tcl6eg22 zC>6$js0b^Hr+0VU_PD1jz~3rGRU2}^y;3G3ZpU-EgW)_h-G|SrPCNm4Vj*w93k2FqobpbyV%5?ZufN03PO(^ zDXiIq&~>hv$V49qr6tC&mV+P^hK9Z3TH#1AlcJ%rgdDLRnPq5oGeP`5Q9|9YkD8i* zF5g8DLxJpSA?hY$&~ELyyTzCKWk@Ryr1y!YovV}b*D|8{K?vLK66eGVe$tHHr>T|y zrjRdfnmRy&~RsNaiV4j&J_l(9FMza789FEF#%eAVa~ zFQUSbKACMGw2uw87>QI!`fRg|k~D_aANX&eI5>>LI&Y?@4=6hkilTC(T32WIg<4WM zueT5t>z?wc00>uGW$U7QA9zHEn)L-qokD4W>(JDAcD{!Sl>93p7Q z7EBqq`j-Z33yI4%-Y}53n~^SCWO5_GuIxp2i1s}?cK8YfFK&frbr5~z1gJqBleu!| z%g9DSK%tG^s6H=fcbNRw#26&(RwOA}MU6T^gD-KVkNz0T5|Pue6Lt%jF{9PFPM2(> zEWR)%i=5{#1I>C;+DJL>KASnfs$=6%s~#kudN_VEir#(90CS8B)2IAw$%W~+gH3{q zesuEnS_rYLUrhiqN6{nX&J%gvHErsn7TQ3@={`3rbThmTF07MtkTx=6|K*rlYhTK3 z1Fb?N;qU4q0$!jTE0Ld6oI7&HPm3s8il(?wuT{v{mYl1@r{P49?A^r=A{z3`Gyall>yY7owRMm zJ@xjPEz%qH6t9bbObg!5KyRzXl`WJDm12Pgpkkcry9U;I-MX^Xhs@^%Kjupbxd#n+ z+akFwGq;iOM53Z8DKk-Te zsmi|D2zwArDop_yvoh^xhM+9f@in~=sZ(JU5(&P(E!cwnBtp9GaT-lJ(kDqp9r_1g zSJyiX<`{C7vvHVN4LIlLxR%aO&C*YNaG#H)dC~hu_wxg##63k-O86Ezp4J_bp?Wak z!)_h+jD!Rmh3-wk zZgLkzUVPj+fvy@aY_&AHIhT5z5UWIn#tc{*XA%;KR=JWA;>xPIGP8@CAu!pCRY%Vf z$^`;`%i}ZPV9jFxZ7vKNs`zn(M&X;SK9KDO*6{^o-|$p*&L+Ve2!O|2oHQ&Zv6NDq z7x;`OQGc(~MZ4W6X*AUyto*jh47<{Uo6MtlrxTfH#dkb1_o*wK8hw8Hn#hONkIu`W z$rxJ}k-^3c?_T zspw&?j;<18x-MA50RBz$|AnH@i!2d|*&dH@YmlTmo_3Kecw`7+e39z|4LQ>;4zKw( z>Xdg^D~&AICo=$#Z74tna4`e%+xmDik|Xx%_VSq56M=cYzpgzp%#SD{K=sygb8foE z-|gCq&m4%EGko+L-)Ls1%1voJ#^BbQaCNulPcbJ<6}yO>l}znZHUX1j-ih&bu`~nj zAuZq@(ioVpP(`0#XmFVAL7K+}0hF+_8!g#`^?;(C>>(|aAMfS52xmd`)CdZ zvnSTI(l9$Dp)!r_sR3chhK&kN3xQih&r#+tD=8|e=1J)xo3@#{&+9(XuvmL$j~Z7_ z7V*Xw?NH^WH#QistD?Q97Tn`FH`40Xi$qYp?6R>?T+B!b(U@s>otL`m?;Jh1ekuSD zx1u3`!x-hU5Ztiaucd*mc#rJvT;99J-qF~**=%g`D*L{GSN+m>uyB1NnZ9VrWi$@B zyliKDP3s*5<69}-vbuHn><(}crCT_`x8B>96}^9O%u{WIbt9%$P&S8<+G6KdB$(OUst>h<`4{l5QspA{@kt2Ls7#({IF<20WTVN0kZY-ZnvYMS4^MWgZ9Va` zY=uB!BT^LiKr5O%4pVJ+*A>5yZ0WQ)Id{YdP+@nI3>}SD@669U+?XcJS++rau7eXM z8L$KMB(X}%2PHkr>_!-%8un^;a-GKpOW}=jQhE7CzV=U?eSGIg<~V9@eb^sUrLwK8 zr;R4AB1}{u9O1bhYD_Pdd6O2}z4x_%bF3~BH>{;z*(tMeqS>l}tNXf;Vka}i+#UCg z_!2yj_;i1m44s0zl@9c`l93Q!BgwdE;c+TxV~|qaVO*R6LWsM-rC%bRwn)f2G!mYBvVzbVsE>UMZAj$xi!oqsjIdi9@_{1Gu?yNqPSnj z1kUF3`~rL$69g1WU>6~BtDF8WuJiBLp9d8y(A zObcQbM{o#EpdgiHRNO-vz}vg3G%!p51Mz5mU_&7J>RvL5H_fqpy4Nqq8$8CM+(~~v zUUM2CVSXT0vOwb7jpWf&|JzTqWcV@7mZJ2FKvD(8uz2h-&am zdVgVjAU08rvvyaPfT5a?k+5=Ny)3bP63FEmXuknVSQ$n>fRTg@x*q%3> z-`?tJ!C(w~v>(G~q_|D;Zv=Q^Rz1>?w5v+MQk*{55%eX_3CY+adGNtaMVezljucEc@D1}nZCG9|fnCt&Aq*jX$L+M!zW{ZOosR3S zxb25>O>po4gAv$@@fCl*$Bz6g*Edq8yf1`Bz<`-2oIxUGuNHZ;!>4xH4Y?PM`nI2s zPoydhC7zIMsS<|?!KXma(4RkT8WiKlk=HLlY2fS(JV%B`0k9_-%hW_1+0!TgvVb{V z?pp*<3^!%6WKL1x%hS=3v^yHQ7ZDiRT(gBHb&jg2KL>u)!~0n#v?tu+L)T`+KFQY~ z3vWWDwc`G{P!i#42Ae)ZSuoxeD?R{%@EqaSGU}Bt4RbQe<)7#9Y92(91Y$y|nc}wE z(XS7DjNKSrHquic;zCI#JU!buUDyxTF4!4UIUNq8y{#^jjWk52CKsrzuD_PwC1gOj z4ck+fk0&3uHjLNc0l_mHbic-5sa>o6&(sa~%MH?ZoYD}xl(+Bn-dUTH&7*HgxvsF| z3-}Rum|W>PS7GaCD>7lfNFrZef@=1R-a1NC+_>94QuF1Kn8E6Yt*{*_S*?33^`*;8 ztW`wc^IYPEzh`wz4p1WCSsQ4njg@PFFl<#ek4w7msePzWL;YQJA@}LGr2i*5$&8`f z)5Yv!rYxGVvE8sQ)8vb8{-HQ6%JArkE+Vr2Q zWB>XaxiRq7$c?+m|EFlbE%tW-tOzg>C-8S=PrnrK)%rhS^#4!o6>A)Dq#I(5Ir4u$ zIVT19YB?z&d9ME+%%73{|4u@ztCx&Sv`!WJ{x_HNB&#!ebq%p60e-HQn25wbb&CIwkOW@FR-LfAIjdIF*Lkcu~9( zI+Z2{vAA6F?!lh6X`Iv?W*!_Fv+1vT-^)0tHfAEfP+ftXQDlFU0&Mb*3t41Vua2GK zw|1S+?dy+Ytc;%@6ooW+=4lLH=E4N)u1h$C zX-?1O!z30JDXD{F2c?AOxWI0JLldU_HRqQKe;$dT5%~lN2{<^ur#;Bra+JQ(ET8Mm zd9U^}Hgctj8YhR9mew9m!bP+I?{%lJ(ZvE8gd;9qmi{3bd`=Tn+d23!k2R%K^_cZ!V*eOzMtDFZ+_%1mH&2dTzzKMTyNIb0zR#BBAJGcVYGW+sf+ z@fd~4=36m6?zL)*3dwq4jasy?M4~;9{>_XnAYDH`66{FinUNmU83Zd~$c51Da4i}{ zck>%PL)sPZe=kKpRq>qLG9?uyZD%+%TG$)tUrv2XPCBsfs0{D+-s3s=!QLZb1@;TU z&s}$wEiIFQe2cFUs*~8u4uk#k^okm##ch3cB`oJoZ6Ib>S0QsebXFps$r_zbmZ#91 z_Iy1tH8eGwRnP9Ohme%Ak?-Y7LWA(w47btQcUcRiJ3sf!5JW`rBpW*)9VTm)Hty=6 zugGK+SQ0(J@0!~mCIcwRGRLWXth4Z|V3DwXef>JGELO~%CSjCKb~!-KRAjFLe~RRE zHtaF(9(6OO+hhyEL@NkmG&?6~wwmNbQ+8mzty(4DQ6G-S*{#wZ+@5AVBi_RK6%%yh zYm`PJfZ0AyVxEYN&0un+H=T&{a5?*}(nLLx$5`QTI(^pl?8Es{y>w?VlM011f4be) zN=Zf$%BvFOU%g}e7WsVLM_JaBrr|Q9Ry!;vU2pI+HQ|=Cwy_=Hq_XaxQSfDl!lXS! zxFt_cw-Y2NPT<8K9Y%U#*&GX#u(R%8Ry} zhg&AVOq-p@7{+&p$o3jDo!7yauac?wnE|H2Wm>-MKvWUSB+~ITn-G;#f7i#WPK2MC zXBAVMT1je!E$kAnD3Px|94Ea8b(Bp4fA3hfPk%WU;Mt=1)JVpf1MO=?JL4PxQZZn8 zsE5Un46*P&RDt_J{-;07FK2gmj>T}|AhW-hiojNdJ1HMR0+W~V3&7jv{l@LdyROm2 zk$wVJp=5>zFL1|(%#n6-BB#a)??L)9*jE>C|47+ZbR%5)*CpXx8e1VPCBODG=g-S+ z^m}DW4pSs#k8Y*hv$56GRLqja_)5bLxprDE*-JdkH*s*0vI>K`fi&K_rjn;X8E!5g zImO#|qcANNishGQvlh5dbBr)lILY=f+smj&y^|iFU5mbWm zx-V<6HmE35<%kqnUCGXTbtK1jm$tSq%k~Eha9Tnw9(;t;JaZSE{7S^3(w(WDjp>VzWpiT~zY$uOxA^KQ zC*hRM`W{QZ0`pML zzrHh7!CkAYNHM#)qw~oll1)!B_6|EbW%K(7af#G4UIwbo40B``%S9wvEvcFvB5&~S z7?-r2;Ips1&UW_p&PymKj3kn3Q+1)E77{FzdE|wh9IRwNn?rae`J6+fH#wWdmI0v5 zu|${RUeEHr&6$@QJ&fTx2+XF#8)4L?jH>U|koa=5s>K@g%)_NLDVm||e~-?$OS9fN z1{`bNd{*`YS{1uldC_KFp!aA}=b+DtBa)^NcSqAJ$^%3Nkj-|ww+!>9+ptdF9rKx) zz;x@9nl-+P@9jl7!o$UKdq<&8%9(+w@yE4ZhxC<|OjZYh=T(|RIShOHg*HXC6%25( zPc^<8u`EK=XPQj#R6A_}9`SoL8m)1YD;t);U)E|rDUJP?PDNK4ft*(Y%=0m`j8*zj8O{`0u#5a|HHo)kPSplGU0$UWBjYkYw>i zbn9co@kv2>=A?4zL)*&-tfgi5+i;?*t1=VtR}-Tz<;Qa?{VL6{;-|e_Coa-+Xot2V zU^GAf^8OIPHfCZ!um=q;VPg*#6LE?*RM;_b%xvadO4gE4yU$@Ye1<=LsEFfIGXt z3jTPJ$aZcFA>cqH2oPApS%S%t*g{2B^~9qe-7bPv5+ln(I4i{)XwDK{X8?F&eg6;% z4TbGCQBzZsovSOnisRXV1J)q>Q={RjK1udHaZ|K|a|VpKHC4Ct+M`QFJ1EGR(^#gs z^L?=sw`!V$+7{fXxT&X@PE5IP*3rRj|dNDC{ ziaF{<9q4ud^u6&~#j(E{#@{*@D4c#sKv&Y)xcD#6^8<9-D_DL}ZQJW>58l7L&VRWf zIYK~ZQo^zN(|?~bAD|PIemkWlS^eIB``aKS!0U3k0Y-mqF0q{a-wnXT@2Ku!|Gp17 zuqxXZ376`B2q+|pKvz|w)TBoD@B8qD0k0<<>0$ouZjzV$cG?xVBVPZ<6_x;A&k=$g z{T~-xoCN4<$DOF3q5pj!xi7v%AS4`W!GF8>5?_I?e1g*Cx6Z%s4 z2%+%XpU!tj`}LRG=nIwrwI#+E2A}k|$^7CZfF>rHuUn%1?=Kk$aNz&f^#6xVKPJYP z9Uq^!cpBCEQl-VC`{O7~H7EB-BuNSS!{*vCNkg5Dd*|)#kC=GPTwGAx`aOt9adiQe zsd%dhaNx>qtNR_IF=*Kgg+7jr0vq|PKMm3fYE2uO#=o|&g;aKGFi{9tSUqO}emY?@ zoA0SllF3V6feU!Aqj7Vs1y}sS*S=L~fc@H6>V~}$7wCO6C4$#&aYL0>CKt zZ1+EnLKYD+m#fEHk4BGv-8E1Eh)lzVNETAhQ08(k;Q--Pq~B|r zw!20){=3ak&c&Qp-9h!RaF=9^j_qf6i95BOH?MARdg>kTaIw*%m7vIMEc%K#5yUTh zvN&mpvg`C4rJi9c;Hcl`{Xg4?e^s?{y!`8V z_}*AAY3xi}rXoM7oFKh#JTU&29a8kBac9)YLe!|!Q2v5j!oR=nrSIEee6egxp}E&n zHppT^k0}e|qNIRe;*3*&Kg2!Rq3HeYwOMBLeZ;dw3BPpBd=4W#lrZg3^|m?0EDVc5A-a6J6VG2Hvj;( zh^N(#QW?)vnmZ8{#_`Ly1B;wLo#&TM2QWNkBnl1*a(wR+u{y(w#pii39cf6JdLGD4 zzLP9QEb&&q*3HCeN&y(xRpisW>ZnsvY7)g%De4Ue&$-2a`+ECc6M*az?z(+9Z*$so zKGtvw>GK_Qo0AM2hr$eGl9AF@px3ooNvG!rY~L)>$#%!)cT_dB>8<5E18j%8i@O)Q z!^Uh@n+^B9>n68z9LqRwo@6ukQi|vy!cP>H#F!Zkt)9~bTB%nN-$<-WQu+<;F!L2q zNmhn`qV)F&yr|3Ps-h@XQv;7slC<9#$eGT0zp{_(YGa|*H)L__0$-BK*Wz=iRj1jo zri?5@v3i3+Zn-^KIA;Yr8O_OaXfhuKlVu2fy1C_#&FkUa9OLSxNk&=GIcy!?!`aRw z%mjh5{9jR@s&iFt{8~HC;Xpcr5nS1W{h?j~#g`NMj5g4WnnyUD^cKgftM=ol(V+Yc zyDsdqs3{l}$>O8Gddk0M)_AVFz3I(u@VpAfJ;FEoGnFU?t^h>7qg9}LPWKc`DppxB z66g-8vZ1h1W-1U1j+%b{HHza7>wLCKm(F?Hlg9#Emy&;%22nIJU^ldfW-GbhXEkdV zEiN?@QsZ9&BfQh07U^t8mgXedl2$?!=5_jB9uu{H9NRz__4~U>0Q|c7=F6wtjuWL% z9PU5-Ts!Lxu2@-3+_+h{dH7`f{oJhkxxzp*L{`(TOsR~}KrjO@^9>kWgNI!7f={i; zWp9~L&Xm=s(ec!8@7CRj+@JA;q*6%klVnMAdxj*0*=ES=b;t=A8UpDS3xXEe z{c@az{Z2}kJ+}ue^ck<-9`LJY&uHj7x?F>h&_vEGkGnJ$l6vvPLC8EJFVXW4*-6R{ zu4RkWs-wz^C41AuGo&Qg4EO592sQ4u>oTs0bA8JTM-tDAdr1zN&L4TG3V5znk$0QJ-c9+(?}g$eG~`x_*eBNg)lE0Fl%CVssz@lv z)$}_Qa$qIS(yhQQBTYV>s=9dEEk#dd;X`f%C1;C@A&KcMg6C&UNQToz6t@s+>R(*U zM2x@qMM&$`C&tE_Gh@d~g7LvwDKZrd1tnvoV2flWBnLg|jg;*tb9fvrt1{-C26S4Y z+jJP%)Xl6nKI&!Mcw`JyqsmL6jT9~1`7`$j)T7^#vwV$xZFrsxF9E}JFPyji0}K-& z=GaogfC%2puAj_bW4J!0g7o##o^GF=wO#J<9(>6zd;t;0^BZ+I4o@IFRWd+7JULh0 zal%_uRZbYVg{Qb1B zAZ76U$^FQqSS9JqueyOy9n*xE4IxkPhdsR85*8Qb)jh0at*|DJYyX0CiZi#iW zmR_dM&Av<&qGX|-X#x+Gzd;bw?-N$O+6#7;u{Lw`l>kEQH8|nO2eWM|^B{BkBNS7` z1OoNSWKfBvz!*t^BvPk%u7hFk#h2md+i4vaivOpMKN86QiCZtg|`Nl{E zbH`IJQ7sw?fAcp5*M&+X=%2d8XyHEhsc%Jpaf+ZB@8oXwGr3W3oqS2{qZ#@R0Dl1dZ5vXs&|q<)?7jf8vw{N)FvJX5YtrpEd)V^*Bb7q(_R zdc4Dcz)_SzLqbn;D_RVXrdg_@^e4hx?e4I>nnJZG6sshaw>km5&xUEJMB8#oY*24EurgNr#@&AZ(DuSS5g>fRHD6=* zDIDsBa4Q)blbxC?5Q_pDQV;T=LI((;&;nuB-w?`nhpWB$Jy}$fW~3b9`40c1?g~UA z+*+lIqWeK%13{`cXY3?dU0A)pGlECUhU}YkoZ!I2&r9`L{!!~s$ariRMxjbw5q30w zmOi*|;v8U3`EbTL%@Bb;3Vsl;9XErvn=4LYV$_=Mi$6;1jLXZ-8lX-TE*#DY@$2|Fd~Cja!+2 z)w%013&S`#PE77~j)fJ6ds<(0akL$zF?V;Jzl8*$p-FjJZOMY8W7)OhgJl!ea$c6; z&!55`4e0{@Li`TA@u#HR4aHrW1m^2 zuD+kF=gvgoT1tbPH8T`Jb;GXgUE<|!?eCUYAOx{gS?8v$2bq9xdd^l!;XQcMagBJ` z>;GDuzP$oX@0UyFDrn0tMbrQ#R|$F$`#Gh!%)w$&{=^vJeId-w^|-Z%$FaO{=`>HQ zHRXbNJ&F2E}M&I{3m8& z0|u9La6ylckK4V+Wj98nNz67IYxQbvKE@9WL*!0w(Jt%kp2Ii0urg~u7Yj)pqO8ZH zWedq(x*D431(m03Nb~VmEUri07wu5+ZdX+*dKcxzx=zEAX9Dd3s2-VvhYD`81esXe zg}O}HqGXTaW0sW_xo~Ir2HUc=@^M-nH8_=IMh(dh=gsB|Pg`c`@GpQ5Z~VyL-)>kY z&L`nQBELu}HF@uKC6Qx)a(YZNj}qKhVClPs$}`cOurWrzhQmQDq>k0@83ez*ll2lC>5%uBV7ci6z7$Qkk^UyM6uE%Z-b#;Bb{r zj;iSRhi2LF7D!JxDiGR&-_+k^K)AdvJB0Nn z&N(A(Rt&c{O~sHK_Tv;A_B3kuw6&K$3Rnt3L;c)2 z^$=MV@D^Xq^5yyQd+S64=0ae(1rQEAi}U$0izK@~My<;s3KQ)^ zVnZVq*Mr6;=J6t}78`1#skP(vfjF#ZyNP3Y0YOG5e6=Z^t|C8{uAzKd1}vX{elAz| zH`kN3jHcD?XReQBKR1SjZ|SylycaF z=Io1vI6fHJQ=b)jFjX$4w3FP1!|a^cK%7Uzyv{7!UN37l-p5~k@L6DkXLwy*40@+# zQMCo3#YAG5&u=XklZq)lg8hM&{teQJ8Zt0(g=u%Pm#i*V@ooP-FFuN6SWTWEIDt}Cp5gu1AiiHngr)X5v%Pu5UcVgIcN;M_R1D@NS4q|HRQI-Nlu-7L2_0(sY!m_!zzxUkb1QOzU zqqhkKu!Hb-B>0}^uXi6sZ-36kZbC$3gUrgyyk270@WD`T4A-H)bejJXmq{ihGUuD> z+SVNL65<6>Ya2+Znz>LH*d#j4#>?Os*B0(NO`kYYRNGTGIq5P26Aj_$EqO zD4`BO5cD>G|B=x`lp2Y?I70SU1^n7b|W`kQo1}_el+p7q7 z;Z9=c)uFP{>e2I^<4sjdFXy@=!l3E>WW4a?T|6`YR0c8(;%?P^k2|SDg z0?krQb$x92Wn<_qeUE6{M=HBREANdOJXo^b`BZ2RcQ|vC*7s4jyX#m7vm>KEoqfm) z^;U#rw#2=)@sQpL&xu*K*xf~-#hdYd?j|enI&ikFQ8YVSXD-NoVMjyTjfi@x@QL`) z1U@=R46 z==ZMzUI%;QBfEqnV7-6-zGsCD#P&PRuMHIR{AMIFF!|$(Pzt6L zlqLti13jvV~3|6lVjx9>?<6!y`cHqmTG13k?bLnr^S0j*2{8!FojMy2WUU zlK*;s$Zp)Zc_p)M>7{b~NL{Po+qhr6(Pb!V)CWak{L0wm(d zKekZTi!Aj?Xa-F*ebHeHtuTsd;BTa8`_U(Xg%UeSbxMEhVjM+e(Qt|c5UMH5;k(eA z&$DsXF`_1XBU7UL#*Qilryd|~kV9G*2O;}0Ne9G<)B=*9THP#3i!V(`O$HN>Od9)z z;*{uAaAd0@EoOCtuy zVIJmM$^27$DS}1fQ!dj_>Gs#o=jX2dU%51+!HDV+;@AwG7MjVrb`jJxk+6OKMhIx7 zbbVmU;WWslW>p9krxUbIw|g_@AC|_O#86r#kbu2P)0P5WDE#N+>Vup|l12+9EitVS zlO!1qraI4HSTrL~jfU-2*b016YV>D{KF14w=MpBz`{rpY6W$D68VC3kU_Hsd4efjy| z%)FI+!&LeBfEj>z8YV2r_@{UKCp`stD#`pAHa1hRoBH8bo@05Z`-uXt^&coYNOfc| zLFNMqI@upBAiD*=+>>fVp)ToyWA~xL0?4W|z0E)jyZ1<@UwO;=JGBB(^TnIGV2ITH z4%!X;QU*T|DNI&ggPHCB2{&%y_yJlD08OQP;mtxXD*+YUl$n|EXc%P_44B0F;kPIc z;=9MUH7;JlcyS7*KkMJHl}c8sT4owufSFQpWCn#mjbif~Gc>A7hC(?=LAizi?P3?k z{ai0a6pyB+h5gPwU;N$2{BN~%Jk;*AYVoLVFXuhS1x^Jw`_EuMs493KPf>5B-hX9kVRgz~Qr)8Z;WW?@)TRH%nK+MKU03kevO zTY%?2xY+_93#+b74i{ofcPHT&dM#q5q1IMhO!TqQ-3 zz*9o5C7@OWpd>?!fB&Ab34dBSk*=?$oQn7rH9qLdY}%t6tAJdTZDFje8!T%Tll@Gf zSm?dUupx~Z)s5fHSizF$E4qcoCPu01e>WIZk@FlzAHpiw6>$!3r@%hPDk&` zi_w|Ov->Mr5oriB)aUo51}K}34k`~hc=4^fY=uvlvE8sE4=DXSj23 zK`2v3#j1k@v#p(5q;v63@7FMi-Q(PPlmkhnklb>z%V${%rHO{UF$69xsRQs>ZSv?8 z;{DDzCe{*hh2$4O>fsZiLe$&Pm6Sg{Q*42_x9^XCQJemmZQ2k9y@l~@BJ^vF`LL!M zu$ZH}_)@%B_IhrgJcB#cSVm@Q#ScwKYl~k0dEp;qDnC_GAdDPjT(QYj|Jf5y(jFV| z)90&pX=gHLrYj?>T4(>L*U@uXhEvO2iZ+>a2eC3;Zv;)Zx!1}qx7GS7i}~D8opl7T zuL6!?Jf1prMGh+X`JE?HLzU$*HOB^!YNT;5f5o1Q7*`S!;fc+P2PAec+gptP;7A8lp7nLf@Z*sNxoFK+DK99ZCtBeGmTfXBUq))uL z#C$QRxkAF&itfyw&_j-T<%;cGep6mdRz*4|{8iee+&1dpkTtr`+?o>7KNY#VPKkUi zAW_rW3pM+y)|VE7mEPSmCs{H(43vFs`}3rOd%|soDcb>wa|QE8qouIYg36B2DyIu3 zo1-CBjT4a=@Y%X>u=v(ay~zsl`L6|H^$MYh8x%aEC~CEYP8<0cYNW*hirW`#C~75% zOq==UD(?5v45@&Ati`#X*TTuenuE0A+^^cQ+iQ=7cVOp#+Dx_eg2B9_KjQ`)FF0|# z9B#g3xsN;rj!X7#6Z+MqyDa55xH!FVYrm$Zuv@Kb{}^iM&zb+FI2Kr{=RJL!Qyt~u z68&=zdcI>h5hA-J*23xi`se2W&YJKSQQD`?kGRx`#9)qD_@l6kgAHGw#3af;Raaa$)SO(oF76|>fXHW}?leIi7CcLw5Gm_eY-Fb$K=+#U*gyM& zEz0~(_{@TnKHLK64Y(Hovq#53Qy-G$u~RgeclSUf%N zPq#CBeK;-5VG@&FpO+G7Mfgo#5iQR!x8cXkm-4AUdkMoOF6Y341K%1S~$<8lg>uU)N`E!I=~(7W$G65EuI zT>it_`Y+gWdPH2?Cu~YRZ<($b4#lF%3Wmfl!;#OxImEEajIB5sXEg93KcK0j%AL_HEk=$ zjmX0}TTs>o&4TOzVwhF_+P@?sELx78GQ{cWVg%Q1qkSOAakJVM#4{@5G&AEnc`Ol% z76k%-687;o!2zCQSH>9=?>orF^FUEn>5Tt}uyYKLvuoIOn#M_!Hf(I$w%XW6^Stl=zWrw(NB(9q_nkF!uXV2Tx>hRv@$fQ&@_w!oj;a}z>I5ZG zLxcd#-2azUyLG~$OrGYE(XDy0dq{{Jt~4dfe!4YiM-WCt=IehtI;O6|;eU>{#ltF+ zuTivv4iB}7H4){Fy$dW(lIX+&5icB?@6|3t)Pw%%4`2=3(-*eMzm0eQ7|VZlH!&e7 z*1}}A)MtLkHgO4>-{w=0)g=vfGb3Fe1726-v0b?C)IK@t+Yf0P*QjXf>`@x0IC|n8?#QeO$6ZlU z{A3-)UeEchfJTMhHGuBFs2bQ(k9Bf+nOz77Y7R_O%?1sh@XRxoejwu|L)ZYfLEo1b&|_Pd}MMdn&S8- zy$L+=Y+fDwu6oeVVMFQV+WMQnN5CEifPStUfb@Y2b7uN zy}~{rLn+b@x+bQ#S$RI^%VsJ$FL*dB=$dO`V{pr`KM1c5Ye@1@6P)G`p(GiJ*2}hi z%X@bcaz2L_Z=Bfegx&ajIhu#lOm0E^lby+TL_)gR zEot+7TUN?q%uSzm*$nMO1oBEW=FOsWle$)GB|p%V2oMJGUwx+1C^wGv7ln=M0D}jG z)Iy+Fu{tZ$0!}&QvUxaRJiGt(!rS@&P*5X$e0+WnjyL2JP-R{kyS0^uR=4M3G|mvZ z&D%3-rT$HpfU((air2JZjzmhHl;I6B#godumV0HIBcIDk;m0moAMdG^JYajI{Yx_W z9tHVw*VGvBc~%pnxBqKxCj+l`LFpdB$rs(onC`=pnfO#p)_(I@G~CqaQLdq{t|GRY6Fbaza-x^-lx6RZaCtkn$kvSt(H2v zJjJafre9i;qO^zqE^sBno=bznPf%DlDWiA_VUPvUPY6h>Un$92Ds&q#LFGC9E9$ia zA?}u~gP=Q~(N5dE*~I>sq$xWnkX8hjy;G?*LY7WXhRoo7p^#QR>4sTp&Wgoa;AB%i z_8_jxZ8VlzBg&N}`pjuwYC|4k=p9n_aG% zdz$3ycG+wzt>v~%52usUUfyMG3y)GyJ&Qib(B%ey0A6b{tOE@&$jMEDrE~ZcYXeMg z+j$QP(+-!ED-luwk;;uMv{!TEYuDK>i-~N_1{Eu3P%Kn!uH*PG)Fmp|67z`9W8+%o zzcYHPPt?LO%KnE(SqbSV_3aXE3^+hB&Wh#!WsWNPnip5?)l^>I+jK(CQ<%>oj1)Hcn`*rMAD&jVldRzMRXAYGbIK z-=B)E{xN$>$(k5{6=GL54CV8FU8Bg*X)O5!q;-;*fr6a8jw8%L?F(}EkPe?GvD`}6 z%p1yuaPbsl%4i0i!@xXyt$csW4B@0DZZ^pB@3TV(e5^ll(Y&{{b7i&6LqcncEFtl~qq+ zaJU#jE9UW@-`T*`Y;K;TiO)okwgAn$sdYleK~%C{qv4HYap6Cr=HWu%5SGOvL30r? z4+ADzrs3*+nHxYVAN+)lg<3_nVdWOZ=eK!;aoMeV(v+;m54_|ILiBXhA^2avhvO0B zew$C!V13_IKPCq4(|yS6js!Go+1DcGZ%4gs2Gi9VXhRw-sh~eme6Bp-pDn^}a=ci{ zZBOe;w$_h5rc+D#+!3kyC1hmz{SAqMvRF(Rnmjt`GVT|YFbdih@rSD2Slrtnj_%+#b9e`DI) z05BZyZHfJb2iFO@!7eb-YV9B1mn0bRm-qRARO&q?d>QzH#W&%^78YWQy)o$d3_@nR z=kmNm`s}5akwtd~7I_eNgFVf*i`)`Fq9@#@Y4f2}EXxR|zrDQM(b(oPl*7ROW4(TW4jj|L#`ku) zin*Uf;-frcZu)pL;Fs@IK&Im6%K#Rai1mo*kZ%d*@Qx5bA%7g-#>XRflGA3V8&yK!X?Qf ze-A!4D{(#qy>J-(`xdChf=BK@WG{gyNxGuP^WU}OZwQ?S>QPdmuKVYy*7H{;O0DFS z2F0Lvy7JXJ%67f+R^3|olx`{<5X9?wCIKu^IShd4g1-P9rB4-RWhF;dMr!wnFN$j@GDgy}@abIm}IGnLeM0vIoFn zF`s=__pO$s-y)tTmcbIeLMHpYwg*$qub)0x#WPgNN@BvWP61>qpWjvUw$SMOS%RLY zh8weY8%M_2{D_C=S!P*6d<8rcC;P*%pJv92JfORqQuj>k)D;pf$|> zyEyKRG!NV^rNR8M+b7Vco66~ofCJ)3BCW3V`OpV?ex|R&6EPi*_n*<9p z7UFgqC^>rjp=_6i+>(+l03o+mRz}6?O9X=-972&4wjB(K1lQo-V^pJp^J)9Q3}`&i zaQ+QRxZJ=L_vEYc+zUAJeCXhVUO@D7ygJ)2%DhZ`3hgy1x#3P4P#PV!mNo(q$|JEG*kK|hA3xZHO zA03oJAvV5%7kQm?+HB9J%)Y=sbc$ao=!=10$gVw`fAd5UovgGh-88Ljm6>|}tp}Xp z;e6hGEYXYu#T2hVWH3IhxlC#++kQ0tKAYQobh&5eE;dn9kMiH|dnWM5tZr)I$gr4h zZt-90m$|Z%MUWHRx5oFc@}1j=Ji835N6IQijYXB^cuOVHr)=v#zW!Kr8ad~@UFB#- z^YI}hW^xgH%G$i^(-Zhmtf&0vbJR^u>N5$ULusWH1hK&izA`pf#%YAr%+cYC8~nt{ zK>5uIE`yHz=KgGqC$UgyzBEcX@VD3|NEXT=ljmHFW9GlKVa!&z3&M){XMcHv7c{kU zdGLth{U7!{80ZS9&?XRjDJY0OxJZBAa8F9nmltUPd5-M{5Y6mXPda_X@CREv%nVnJ z$YA`P6@_{0pyg451L(yl;)3HBkbpz>a$$|tr}W1P22PnQUdGMelBObEOjPRmv zBDFX6b%pV7{2<5^wEy^@Or2Bsn@mNaW$>OqK|1OF{tTzZLF#HN_^@JmIgq#ggU3qr zX2yE^sxzE=XFNYfs!H+hy2a%o^Fx*_d4Jl1Ucvk|T+M-p+8i^vUU0*3?~|xZtC6Wg zH&}e;Vm+0xnOYs$dJ=9jO3>3EFWYzV+pk;mIc*{(jC~@BE)RjK<4G~?vzZ+u56}1* zvHf*dJqq2|rsF?sOSu=swye*U>f&r62f&*XNBrq)dFkPV$`Za9mcKogE89s56lisP z=nQ#);}YV2ruDWl#4QtoT8-4c@oF#7ZYr`surkMx$bk@uBU}3G3*mFb&~s zPkLRTPF3ocKK^RTS5ha@77Vs9{R{11rle)P5b6JLvx0j6_{gvk z&dvjetjx`s642m15*y%mq2I^Vy5Owik#(BMgix*kyc$9)j7Sog6HXyiDUo6-9ys#DB5GvrgU zz8_8(-xQ^b>i*o8#bfV!rS|vyRToDH8>cBr{R+uUy#D~OtxyIYOQh%(57ohS%MNeX zhmfAkB@f`VINxZoDLrifsu0J^=$NOgD4`^BF3oHcYdySc~MoE-m1MjCiI2oXZ?{V1{@1)nqE z%JZL6Ak!UKW9O^w|LcZMK|Ti$BV{Shx0`(qM`JyEa}7r-op0RdEdUeA2|<^&a_yfb z;4V_pt*;55ITZO+D^zjt(b;oV6C~RjKN#hXj7p+!O(h-YS?r}h1vY6k!tyRFJd;SJ zO2l((sJj`>jm;`x4-&>}?hS}!HcRtUbbtCghdcnyA-g57Arqb7EP7`cb*0o3*O-fC z?N&#{YZ0U*_^)a{cyT7fK&r^QHe zo_^)D>WlLyS(M4btWM%FgnxX_@mJGnYur^XkCiaZ0*z0Y*gLmJw~Kw;^gJHAG_=rZ z*~5luik#-co_<9Y->PQJdLO5Pq9-S?m+M||j0embp7?<+ys zPPL8eVVm_gC#>Y+J6K_zXXE3V;1eLKwjk5U3;@pcg+$>Jshqo<&zr9#$gQML$9Co| z#il?2|LCh|87;a?uYWnF#um~$9Po_hC>8dgZ92X%5gM)k)U>ZU+cQ*<~22#cDk~02B9Tdz`5r4B4Igh6Kj)kOi|3Z!D ztX-NWe1~R`RRnLU8#nd@%t_dWd31Kh)O=*+FNl6Fl?YUc3PNj*G6baPj5#LKUhiBu zD&_yHnDW<&XJ)64Ucj8eCDz_gC0*os*u;^4h_$_zHtZAgkYF?fF!OgX7ZFSE%4Byl z$48qpTPc^UwL^DvoIEt|V2X#j1^x{-`TG44JHdVX9djCZpmaQqe`S&0-PycMF+Tzf zKGMp%dx~^$HMG)CvdYQQSvxp6>9}0utH{3A#ze2J;7YiQ$+xoh;4cDN`R&%yw(5(20WgjW#;LA73pz#>T(wcDlyZf>`s92WHClJHS z=>##nM!v6XzXwt5^m}}Imn`Z-p7zgF7l=;MqGAMY(sn=kiOqFgM8l@DZye^ z*xP9H_43+;j~gSb)auTYO`j031fvDS1k2?zgQVKV*iXJDn+`$!{PC3`VKJrLCh7g|7cuvKf_!A12 zIjwUoDGL=2jo}m%?KiSsO403~tY^dqS+NYJ5QYCd_~QR?#TdQ#g4PY#1`it8Toog19;oTqPre0iRc>9Q2} zXUO_g3&7Z)*+es7)a>zk#%B0(w=b8= zl_2!stL00U%JK5xFrWZ3D^vXiBgiQC!P%}{Q}=gFEc z#02=pXu2Sgv=~5~e6J#0fA{fZS6Z&2(ioO~YrT6m<@!2+ble?~U#cM7 zHSCyYjAeA)6^Npvf`SnoQPa<)fTfH ztHN}!QTK*f*$en6M*@3^vNPHsk+q+teT5|g+p^V8Iw_Hggm1B5@e%wXt0#yJmsh>W z$MyscZxdfKs@aR`{o5LT4R*c59pUHo&`BqVaZEIz82vJlMNCw`Av+8w@#))htKL z97~~Smz4_6ip15Hpk#c6$I#)M5Y}XAvUzWk#QUUVou12gyb4#;x6jHcmPVR=i^}mf zywEFYs{|#G%>RrZAJD`}ig0jn5DA|T$1a&xbD`bUepdhYn*?I6E2YJ{T_vyTI2S&T z<*e@}dN=>j?GeBAuGTYE@SA%#P}%0~TW(8e@2#PmK9ZK)^%ENIGJlyHim3&pru!$J zoXXuH-kcyQ5OREMjG-tVH`LV06QzaIW~TJZnO2l2AgERvF9bF&f_n8wte!T`O(sn$ z)ZM+!9@7j$4Ni{qDo2xfv18F|O;68Q8t1b&T0a*mVLBh{I`MVj0O6UuhR58&Efw8XtkR5w4C$|-xb3e%m9lKuiYC(>s3Jy+wK*kN5cLj+ z62OzWtJjlJIs1HRonfNAvGmU0FOiqds`*c9WzfdOZMewd0w|fNs&i& z4~HsUSOitTCXHTHpzKzjc)Kz82@@;|)(uf9;E(T*?LHHKmqJ;`=3%+}q4fM5(Rcw#(VtH2L&aUwb zs}2Wg4)3cLszlb{#@~D+BAv&>NpjSlh$Pf0MXvP8iToPWN|k~o%p1G9=RT9_s*UnS z+YH?}7 zzMw~!Y5uK}aZIKB=|X3ml^VFz39K8ijXB=zq|;3Be)*ZbaZ8+_>r}ayJUW(_0Cvqp z>!x!3Q$HOeAu*A+p%!ZslI`mDx)7b$7~%1KYt3q{rf@;YbRW3B_<|%tg40n3uLu^G zW{5_u5}T7-7aWg*Swoi8T{*md3bITm5BFaj@5wax{baUnvB>j+WcNG3Dgk%X zH%}9sua#vLX|D{vzZS!UHFI95`glK+9!m=bDoNyo3N3vl9nPXE<6QL8zj&p8=e4F{ zXQtIPvX+>qfcE~+TBnmy3$PZy5ZuE>Yl}4EaU{CAz1roDSPZ(YPx0|ZGUPP_^3n8G z{J%TK4nY}tCRI!R;bqIA5UkHEHjha~WAQ)f;vY*?(!Ic|T_S5bCAv&t-?aQZN(Gb- z;~*PaY&6F1t~p1*Pn&M&EBLwG^$_+MkAyWHJvU{l+fJer;JiMXQ_}q`rb$}#0#V;@ zle!Jf&V%T5bgZL>eJ#%3?jb97We#P+wJS?3veXP*c{!jYabAGFogMg)6AloVUhvHt ztG5y&d7@-g+p+&0T4bh*-(0Q)mMdpC!%gkH%)M!`UvKXXA+?62O9*p|vhLtx+xDcg zK3XKpZgslR5Gc7mIizh>nCr@%II@%THuFMZ6c}T|Xn`7~(uM?0asi-^NOM4n-W;!U z*L}@x`~|1@&w5-Kv2(mS z^DCuFGWUv2@JLosOITpJJ4+vvdq)Kpd^0fcI^84!v-(|Ar#RB`7*%ZK>?-PV2^ha3 zHz5AV-TmzUR)|L;D^r^r>l!vgp#=;*f2lOm z9jVL()!Rj%N17K~1n`loV6x?jXS1qmj#I+o<3Bln9ZKKDr`GG$DsJ0#2CFjy;}0=8 zUGQaZ7I4--wLFBAt4ZM&B=y)q;~+g#b-9xKBD2p}W&;`eH2Cv)NqK^H^*fU0%6-@9 z;v_&nL5yCi-XZ~?d}7)4b;KXgDiBaloX;YBe|N!e{d@5tyZJaONpmZt9BR~D&478E zrIwGhEKr>w1dv7`2!}=UZXeGmt3ojAwF$7ABDTsw{+sfufxm|74MmkTRv42us?j1A zzHe05cGVZGW2?wUgJ}c!iQ2tZj9H^`?ZUNnqmp8LwR;jtMx{x}9f3wFmt?lQEV5YS zSwRXA$^6B-)+*Ni*bA%r^LM`hNL6izQWHLIYjoURYC$-)nohSmi-~sK^6;yZ#<_$L z5X8$z<)LA`B zw65lODDBEWOK+=TtJ@iNWG{B~I_k4a9iISqMQdPHC!ftzr(B>drguH^lL~1dbCJ5^ zXmFzzJ{ocM1AGPqL}nOh5I z>|LEx<(UKvU+5);Ja#sKikHQZrDPDLi2k^rW0H;_uAC{5XG@@i7o<@;V|bDdPiDVo zL3SE46F5T@_oMda8X{~+jaUU#6QN}wl)@}05~_Vd`e-52|tR}qbU=e-YMD??Yo5^&=2-vV63qZ0LH1Ai!% z519JV?>w=cnWNO6bSEU`+o?3HVG4W*5&A+2tdPMdjrP+mzi9JVikaDq($B*?*-jA4 zuBc$;v~~a0yGLPQ`6~L?7vcItR~^gcQ9wlXGIrO~_E6R$v+aJU1M-FL&IwHi)+Kp6 zSgIqX>MP`~{xxPGyy_WK$<4J8(TIpr{*COH}PgSZr*mpq44F z8<2n5Rg#)`ZEgGA`012k%W;C<#SF-GBp8RZ|ND&m^ELdp(@kKQ%%{#@C(3(!oo{Ii za+clNUv;^=nti&KJ$k;)^vgr-Zride;I2&=Y$D)7#-yg`@2^t-nL|m)+0EY$HjSC? zoG3JX>2P&zaX?J}?uGoVGL=F%`Q&1s&te@Yk{ZYTS9^@iE=?>a9GNS;Fg=w?KTw|x z)?Lt05_TPQ>r2>IqoMuLMKe;TwVmiVUQ3x|*3HDNa}MIi4N9^FR1jh(+eDiKk>Y1) zkjhs*H8R(A=IL7o9?VV|OI$V5v{fd3Mx|ri_84!-05dCr$Q zW0|8P4YK_|+*WAP2*c1)h3aAgz7KcQ`Rr~K`WCB^LjLhSl63X25?S^~iTqOz&@Yjn zw4&(hCXqhAwqkyS}!f z;e-0+IV!|Uo|a3(otpG9A=sH2tL?+R)xv9CA)T^%h1CY%cp9rYxW7MKW2s*VZS%CX zDZKe^&gW@T7DC~DBNxG#a*_3w$}2($d}^g-j>+szep9chcZYNLGYPDJdQmPXKL6sM z3)3WomE#;-%$TUVS+#$Kb~@|odGABc4gQpd`(Um$GShj!5Y}+R;c%D6nrKN~B3U+? z)ZmmV=y~7a@#fxPEQSE=9#~;JFjivG25z)V$lJp$Rppjamz=>zOvi9pDIWSK}=xuSEQVy|64tmjV`l~qsd-W!EG{J)kbG~_j|yjj#`>Tyg=d~{98t0 zF|*RfwY!V>-M4jasCr`8i?avLSC%aD?tN zlLO`g#9m{uO$xkocroi2mEeg0Bvo{kNZZYy0+H09yf2mPM@fQV2d!v` zjV(_;iJ!QRz5}Luh;ZO=!;#iAg-gl6x1d%Bm}L&c)HNb@vXg#G|0zhRzxm1y%RgII zen3myRd(8!i&Z6Z6Nx7?rYD}H=Cn6lR#Ep2(?1-YA` z2)yUYZrOTK9Vl6b4>-ibubZm!?C15r!pfYksHy6GE!}EsOdQ#(_;d%G)kxGKQ3ks! zjLpZ#ZEZMt9-*dafROtoP^>~?6^qlfrw6a6N4k`Uubs2@2K68}X(SfC`2Rr?=Cw=I0Kl>kY_vN6D}sc}^YG97JY|WL48&vH7C`Qj;Hk;fXl_ zKG)a{+E?k!76$me{f+oD-ZSS?phe!Q-7*l^Q?>1<@MU)=8js~q0P$#jz>@=k15uw{ z?x?<24z0jW@TR*xNBJ<)^1aImv3c&B?KmShv~R*zNVvg+P9vK2KXvLQ&Lf*>Btoke z-q-jNgJm*^!GK|P8aQZSe{%Jka~k@>oGMv$nz7ws3`0?c^a0^S*g%)Fo!l;eRH4H^EiMRio!QMoG z9pT;quYje?t^1l$EZy2aI``-wK~$jolEc(+lxt$30+hj@f*nPv-;y%kI|pioGtrbNGvN4 zqR0@#@Urj1i#f%QMuhk+4crO$5$pTF!&82)Cae?pAZtU~ochJ0M;9R(8Wz_i5+xO@iO1gl;*5B?+cSQI^6Z?0F_+{cPxR0dw=Xy^PwOe|2Gy0vEHF^llKiq z^b;4TcZcMf6VVl`B}YdNfdZp z2zWG@4jJfx@|X=1k~vrnVy0Co8vJ6ivAW8$xSOiPO4XxGzW{K2)Cl-6)NK(S3XWJ> z{l58;Bck+_d}$esnF*s-GEDh=7V5~FYblC;u|A!#w)FqvVb^(}v zE=QKxT4n(H^;6QM-s;1lbBg``p0fnMC_JA zg7mf8;LSM)L0|@9O5;9Um9?I5q#w?!okhy654KG1roI=+erhU+PhI8$kK|}S9WJ=N zU-c**+Xx98QcOt@l{1&k{#G`US>Z2|aNpcF^efhIH)#)hd=Lek8UE_D-|^AOYwDVM z1iYN_1IkcAbpyY^$AmgP`0yHUFlH>Nl>>qihD(;qrS5^?%ir1dT$#McC6DSeHlN%^ z+*~760-BJY9$}(3Ub1#CM>^v71Jx1nDw2By1oD zg@EK2;*4nMfxTpO?Q)i3V1;v~p-3!~u5od^ou&C>t66R3AsEiuza3{VTiAVtdSHv* zeZfe!AJlg;9fgCLV!uR(RoI z?85(@!zcKY!v|WqkwQORc9NFID^E{<9Q)Cieqp?gO!i}0z)18;6z*M_f~iTo))@{N z&Q{JxVFS=B%7KqWAh8iDbXXoim*cA*wxAzquba!b5X@yl6FDQ6_bNdVkLq=>)JU=v~0Q?>8C8DPb_V=4RH*;xJ6|Y?{D@7iu+~V5(}k{zi61*}dLiw>CSu z=V!jVe^|awe0`i+e5pcEs#1%y-4|Yj$K*}F0&@ccByw$Tq)ONO6o0S`*0TdVP-cHB z{R>;Hj%|k5iI8qS6z#J66HnJ~d_Irns^lSya3`wrU-}dAtgBdEnseqPa@Cg%jdAbF z4CO)2RR?Jb-WHqQdzbiAOI@DYIsroL>GOvw;DI9md*)7MdE^5uLb>HgdWFj>p;-Bd z%TajL+64b1Iq1NAbcH;-fOuB4j3L!JuGUBNLf9$&NPFEk)2l;*GA=~rwho9wcfm&vO5)mwT-&WRfoQT##hW3Y9O zHTS5sO&<-R8}`F9ePZ3)3qD2q2x}>v!N;FzAfYu$=daL8|E%8szHU#zd=&-2U@4m~ z#HXRrF{l?Q_|rKWC%{+bqkYP52(6*h<0>bIGevz~UZFSqIam7hFvhEwa1 zEO47?--D|cDl`W}7YUkv9+u30FAu!LqorsV&@g|slBX{l8o30E1V!S%@tw!KqBq3p z0Vg+7yG7;Sy*)4zAmLe}nI<8W<|Jr;OAWPGwMQ#K%!zQ1anmcb%TbSeYphfuw_h(v zwJXf=^iWrzUI__bb*iB{$veGorY>h@u4iIGL1^7F)9bWN@=QKFd38;`yo@nSjxkTV zJqF%gNv?8O3G`3oeuzI!RCVNAuHjKR+UTNB5$8*$wVLgi-x|q`5b{6^Q(942h&lBa z>Tzr2)haGS6$y_S*)aN&{H}ts#^WGnq}uds*6g{ZQ8*~c_3j(Wick3&?89dl9oXXM z$v3T@obQ5JYhtkbL2W7)t-rjDT0>r|Z7Yz1q@HvgZuba1b-cX^-clA#{57XUGWGeS zp;hlW8W?CCR?;4u&%X4~{+u4L(!HlL*CEwb={QX!{eUkOic_%$^Pet&$W>-*wYH%* zBngMi*NsuSda#gfI>p<){CDBPwUU_ts^A8MT-NZNcP)Mn2colkxXXrF3a#rTc!WYs zZdiEXXBka&{4SGop92(UUJ7K6yuj%7GDs&lfU|4hEi>;3T)68Zs31s&$9$@V&DNzv zEIzsU6gW|F8j>B8(h$Dl*x~lTa}~d+)yT#D9-6}8xOt@r%}#4|viag-oOGaNQERj< z`F_~?+A5XD!29Ug|6t3mQ@k8B15tWa9q7KhYnnJCn~Pja6~J;|BU4V4DKWn2sxpg4 zXj$)YaGxT&j(ty<7o`|CX4&)>7uEJnY`798uk?IdzQB?=8alZGrSLd+ujT<($EAL8YT z3?w80QB-@Euz`Xxk%nIR(j-~7N}e7fyLwp=}xxvEwym%7NV-%9!F31GXP+Gp*L zvrQ^inCV_Q>LUxL+?D3&ytc743=Oub*7OBQMk;pnH}+KobLN%Op3@znBGo+y4RtKY zZC4$1=9^RMf)~YRMrdEf!r?s|z8lV2Y*cfVN4d^pX+VBjsot7|>Ccv8sMS z$)mC2jj7%@d7KG8T)OjCn=PEXQ(T3WMoevW`#tw##b}YWc0MMnJ@7}8w*f?(UyS7t z__H)uUxl0@o8^U+k)=k40UF9h=D(y}&tmo*;fF_}}7NQ(SI48)6lUC?> z)V|95zN%{xIuaUu5$e_qX%kqrwg5kac3`3ACR>RpnykF27mBKhy~tY(b*_QP77Eju z^NpLz!N{_wk=9qWvb482aRu~o-1!=J>VDOnZd4hENO}W=AdZ54wz`zN*zf8>>+OwPw zHx**tx>+R!PK-(({tTd>KW-PHN8*;S<-`nK-#C#oULku9)$h=et!i>zIW;h`Q8T{# zdbhU2&ypy*qtliUh~q+}yv|5}ff}}2FwEV6l_x*>Me&2~98V|u8>)Yi{ut_O{^c~T z&G0)xt-*I=eCKeI2U=^@2*&htLH^r?dN0-F&T!`_Yr{P4_V@||%uqpVXO8vlwl3qw zFN>pe4Q1`^|C=Ft>jEoo4H!`EHs--QIw^2GVFDjDKvT%#GL4CW;&Np#|XBml-Pj!ngE+k z^PNgAqD@-VwM{=_*#XJ&YK2*R;e?ZWXU~LN=WxNGp@wiJ)@dx}S{!iYe`-7xCszm6 zPLHe_KQ_S5N|hxd_V;>d`Tn^cQF|@#Eghv;#M}f@#}3KTLQeXZt%C;UWlfUBbG*%J zs&NkcI3q@*K=fZQ5CUKjS=iv5DOoRT46Y-eI^vC5CD?0fcugR(B-XG4CS04o*{uy+gw=5ZCkdzbOZMm|yr{YmuG;AlE6CFUJT%)XL3mFB6(^GFC zG?w-!{Bu>Ny%XY1SQrY3nyn6Zt_gqtMBRP7I590sPZeg@m6`yMZNC2E}kR0h)n41n+JYUXoR_&%>&(iX$sUH=8 zd{FTAp=hR6Ct0A8k%Xf*EUluRQk=RE5QRj?_|9)x5iZ;N^^B zeJ1VDO{VJcu>q@N!f4OSaZqSp*|5#G0j&Yc>9WkM6HDIPYv`t%CmfCudC0$*Pl~6S zDX>HQeSU`b$u1{G82`8^`Ehe>M31-3C2d-Sf204LIaL*Z7JKXLF1~I%`t&YQz zQuU>xvN9w~<2PqAb$9bO4svhgi9?jC0Q#rcg7bhF=cH^a7W=8Fwd`A0;vL}P#HR9I zE9hzspf*PJ1IoTQ9tPuVd1Z;#g#E-5@m`FBjF2p$BE8Uw2<2gG^b~&P-4g0-vE_#y zW9#j+eptRqTKKA1WrC@D#6tSITT7QZ`s`);9exJAr~TcDzJxZ{vCb{g`Psgdv*_CO z(Da;j`AKWXv@5cbDay&}u=5R()xLZ=fyLeefi`w7SHBZy#p#{r4vZ7b{se*BP3Fw} zJR_bL_V6W?-TD2XK4}C+NM@ez;TrVD1AmnbIebi4xkY+;Y(X;b1RF~Bws_hpnWY+k zbicZw%sT7K!;qRwI~TF!Bt50f+idV~tApxfi5_awt0Lu|NF~L5d*7c;S7JT{wm;=_ zZpN_G$evm^YWA}XoXtW9iCGz1qsqzKWYgy@c=2>>B?np^0@{4HT~h$syAba{7RkEJ-W_92t#o|nSx(cL23YJIh#G2eel zAuYMCC?P%4<#wUSXzg1Kh0Fu<=O15fzhe&HHod)!Q1&f^d1%Jb!*gWhW!!$$TuXC4{bLt!5Fd&7pOJ}ss*9pP{VnrB;$^(uU7o=M>4%c`n37hp5$%T592A zF0=v@fJ?+_n@bsNeaXB(B3|CvbB(fxbBV%3#+wXf>!J%Af}VF}qDqyMJxAOS>{JYe zX}-_LpiXz)4P_%q=bS}#rexD}uL_UyhZ%+Z&ajQ(f0n!ug zz5=n9*{G)D5ipB1&Nm~M=nD3qQ)rw-5uHY8+ZKM-a>nsdmnhqV%ftD;0mZ{L?KT?^ z@t3_z*nm|xFWxMNWow~ASd^-yt5!c2;m!@s-=a&;zbx7+$9vX6}Bb&~Z*cStAN1y1U# z?WwxEm7J>P0zHF6Z|`WqN3rM=)x-CiRAH{hY%iaRVM8(;NiMs2H{LWH{H_-pD(>$= z!|gVJ%djEFI(991Z2XPZkwo221gpM9skMGdtTUOm7EJ|}?p<#m(Jnw|nwat_mf7EU)FhBrP#+h@HV8>`)Ox>~2pde) z?IxHPvOs<}oA%qzj?&FoV$7H9n0as(jkIJp#h$mDO*_QvP?(5kH+xrt70jwutE1eH zcINiz+#l-5A{Gy9EJ4R-Zj-*TX_E`vZ;(o}*y`7@lX>T{RqLNA!*{S!jcd7?J;Gzv zv1T->s+3H2qEp8Jvgh9+Vr?)q^=UT3M6Wy+8yCUuzSN9INB!hVz`nCx`T7Z7&-<3( zgeq78`_siW`rB+=Af=rEfZ6D@K5ftOi-F16$!9DHmHYD0pS)RhM6#5p*D9Dyr8vLv z=r-F7HO7}9w5gHEF*-wii($EJHyS)pc;8D8$KPCjc_w=md&EdMnaX=uXq2K71lp7V z4D`!(>OGE1&X`PSQ@cawSMnV<_VKe<>s;1hZ_<^<-nxp!FIsb`Ma|vb>)ZyPgwydQ zvRKC@4BgW>(%7KpnPTTH@*-DbIiNVHX9$z>N~zyQDiY@HlXVZ?rM0+g?j9a*sJ)l^ zv(4Vabvup$PhtC(-im*mc5)p(g+d-3>B{%65bUZcu|U2OxqKU;>Kf|JK|}4h!z~+G zEuyqqzR}XVW+G=R)CQ4C@|cjf;r{0?9i>e+Q(e(}-O?kVV<#{=iC2Dz$OyW)7KkB2 z+i3Zlc-u^bMCki+p4vNpz%K!|W_rG-8se|E?-2fH-(gY|ydSsjM!a}s3(~(yzeeM> zcXXHxt~)9{U9MRx?P0u1Vo?vJoa4H!4!$HFNLJ!%NM@goI@N3XkcrRiMGYU0#%UT^PDe7F8cH7*_+5x4wN7oX(G}1bJU(g$ zvdvaN_E@*8G%VM=WT1GE_3`jDh4o`aKV@RH-7HG1pkX6>5I|EoX#Ea{H6^7!E^=Qi z9(gfk%HQDbQeVKY6iqY>Nb?+RW_Y|iNnE{YUJ8PDqSYx2v^lIIHB?GtFqnVcLWLI$ z(SD8ggq^br^BXr#R8^ubHCV0W9`qukR>q2KPUs2RTIs>8Z`;}9<%5tWen>Y@Qz*ff zgIUt)G5uP5aKw)-Ui}I7eOm)vQx&#th>zHexCFVkC(KYAQ#HLo=!5dlC>+d0M2cIw z0+sMJmCvJz)(Zq9%1ztJw!XiV;aQ#C8HG<~p50+bpi88Z(KV}|iB+sH2uN2>o>P`c zHcK9NH3)C*Oe)+>mK6hpoLRFOIR+mc79u?z2Ha=u=p@!S;x3-{l*LXGN0aH(C*}Q; zb6X`WG44=usM6&IMda(g;TMfxeXXw(GO^w+FA%u9T@jqSPq7EI>_?kQQ%GaG_nIJ> z2hW$toz@wigEggL z#EGas?%_E2lj@PCNM#&WgcG6{HkCK^tHqj>+D7!dW7a+$Z8>DFy$c&qK~!5b$5ccZ zAbkEVKAK4}vtK2kQBUEra4*qAk#bKoTH?KyVKPx8UyX?iSqL9YSz-cXyY;6M{3iySuydhUDZNxc9#Q z@5iI2sHvf9=-s`)?!DJqdpDh2VoL@vE1Ryjc_?i3?w}JhrP6bc|#lOlAbDuN_^QNyi=V%`&je|!u{6wdy`yJgY$}d^N$(k$hEl_KVsTH z?%3CShk+?d&K3bldyda%^uqnYQEdpI{8+*K`Z8jk? zZ!T{&Mvp#NTfs6TT1q|Ns6(}Y1qlg>&Oa{FWV`0_Gkq^{JQZ*j7jT&$X@loJ5{H%S zW9m=@eXBi0sH-+v-!ti0eVe;Tvj?^GHBeP}qDV&8*^E$(NBUn^T$6`3BlTPBXW*(- zwM|L9iga!{yo;f`%=Ds$@EOf!Bc=~XREzEBYmX6FdFFY`c_sV!km>>1o^CAY58b?|P~$Yg}9bB->RO#kMgkcay@YK9_* zP>2y~F3d%( zoeaOAsS8+cku_G3GC-S>EDk#pfNz-fU*@5}~^nCD0%J>f++gaVU= zRX@V8OCyyDHeN(#PsUtNRvERv&*R}@76O?;cDR&2KF^?gFO7BES zR1k#6IKO0}MnkGpZGkxrFfP~*uR#-vV+17A;4xbQCzZtR2&;=s;L5J#i(`uMKa@#* zng(Do_+q|poYouvmB!#oB7b_WJV$A9%XYp5Z8|EdR*A~eOg5E!)fssm3dxA1HpWv3 z9$89ovb8BH6}+Afk8enwoLXm3T&rxMAw>oXl2U7g6k?(47b7rv0A5k6d!Hd-pddR* z5YlWQrfUS^zv*@3dZ&=tkCVh!OQkmmE2sBa-6ziv@!i#Eb~>AP4x34yC|gC?T?MGA zVTd(2O|>bEnq-O{qpad%tnghy$^V{+tQ@7T8#FUbB}Rn8Wlvp1u2zIt#|J6l=V zIbFzdHBF4H4E`9v65$X%yI4hRqgGDWO;0i?!c2ZsO1M>3;LZ>rz_yc+B@#v1%{7Z8 zEW$67&U9>4$>FJk4hHacruVA#H}araqP1#`|D&h7iQk*32QfdPwX;FGTDg3Y3kBHlIjFuzQ-2o@Wd%NIPtkFixZyf4GGhs+iW5?YeV0J5iS(~ zO-RcPqmA0-5QZlPlG2CGkp}i=E7C(HyfgCs5sZ-uBK6o0RX8J=*GTC!zGO1Z{n|$A zZ(d2P{eqZ)C%~Wm3aW{8M*hT9;e#{x!fHWcx=M3i;$7v9d9UJh1nG4Qiy$AaM1rgk z3$h*pH>Le}eN>#7eY9O$8)Z?b#&n0}D_lDym^jta##V6GlqkE{ zUb!^kHFH|%j8~4+yC@x{3i$SW=wd2E`^yXch~^`e6~1dF5#Q{(afusy%)$}~x9a~1 zLYDQ2G0wE8{HqY&2v9u+A${_((uM2b5vFf3TxC)tg9niKNZJKeo3i*AZpiI39Ik)_ zvLucW85O^m8PP@lBaVErtVJcvY$OJYm8qlh)wuQ1$Z_k`?r;{4gjweI4D${(DUPt# zG_0zCK!cM!wz}k8m5y;bU$X!!x^|a@_a(cQMw*J7Rdh#|GkD)XSLc7}M!QiY#0!taH)hyVN;&g%37n|}3^bhkeD`^a zoD+qYC8wND0`lu?x}YJ8SYjtD>4#4;AycKh`Q1p|fYz@{KXHNf1!WsWWiecZHJ$Bu z05^+G-swHWMUm8TvCr;JPWDRG<4{I2x`mZ((SH6i7nmHj79-0!_f5p(3D)J^F>=UP zsR1WD)WKlFYRflu=ti0WE_PX+Z;s&R1S4~00dB^}!0;g9HwaFkHQ_T`aG6qhFK*`Y z(NG@ICX~b!-I2Af2${K2OtO+iu>I#S8t*+3xFEi1IaBnXBSpP*NuUQ5Vk8+pVBKA1 zq;Pr0ygBXAbv0Hf9Z^`?u!^285tQhM`J^FKiK8RLh~*Unzf=1GbfA1z>ubOwrxoyj zooxKkH`a*O(ZAvTV75Nw5>PHzN`xQxVJ$u~1hjK>2~8l*z+*^)juKE7^+837naOXh zu4)lpW4Y@`y3bW7gS8F6tt_eiJzSy;l&2zvf+0kImPBg?89_~vx^$7oKJU_rlM3K> zJYmAOo6A_dSefwRr~t#O5TR}si$$w8nN%%K-Q12u1HiD~%W$<6(yfPybsX-#Hfx@y z+m7{PF9@3By=hx10#|BghF$ywoN&|OoWM(Nx52nE1%S71-h7jF;ufN9bKXBZhT^dA z{6%iNX~Ol*VYY1VF64&d`@r5&&JE}+o#E6aZAS-d zwiM;ra=e3#D(^d1PDb%byi#j9N2%DNU$MYCXZ5q`yYQ^wd(f3Qjtd_&q987CQ zIB~0x&^^7< zt8r8(Pu0}gca4sb=DZ%EXlV5#M^z5?Od@;ecxwmoi78J0#6!%TA z{9A7RV<1&mgw%$I$$_*%_2gbKA*jR(a0G%qeLi}0fqK7r;H4q)YHP5_zyObIUG`leS>7CFOO3XbYL5eA^3-t$tJ zbJt@Iz}K(u?fyY)JSygGiOV8F32=85DMF3>YD<+TQhyHJOI>2*oeeYPP;Z+_;@WY( zU}-KB2{R>SaGG5erwhRK1* z)HuySeiirdHa?%vBr5pNEMj^N-w&&hfpnDzQekF%Z?zn=Tm6$1qF2iq&tcYjw!cna z7NtpgMqr@YzK`Q#`X*;mJ!Yy~o^+!(CVD4T!VDYWcAsx}S3=>6e1Nea_&)g;7YQLr zGUd5|^0xswAr&ES(Ri25Y!-kPua1e%=hsbhOE$g-_X$({VPE$TF7i3FMmT(p^cbl4 zoA->iAo=&;j}!L5ts4tD={oBxigCPSOS2X`KH95gp8&uV=kYr~eyfWHY-!7Cqe1zk{#6L{ER!8NRBI^;i~XB5)jtjZoeg5e$*1-w|HJx`D;ktHiQUY7pxrkoy7 zB}^)-)|Ay110>??Qh?=Zw$%dG;8FYt65}SLM3+oN+qSdv=EE07Peq)SO4Ff1Ld=)k zs!7so-jsyxyhErZ13mYtp%MOH%uu+UPxxukiA_a*kz} zn=0Hl&Py13y%2s;f=Fw9A9;GP%R6C961jR;`p^!WyQo$w1_uJ@p>ns5Geozt8u_YE zv(DC!gFff>5oo|C2lJ-vb}iExD_E@fH=IK@EFDx(5Q{JqzM}^qVwu9o#g!ENjX9Mm_-f zf-;mgm2ow4n)TqdWE?cuTMB+Kz$Sej*gqWBA12E?<%K*P`RS*=+}9SRKUX8o@*rM5 ziX#5J9InB?z<0HwpiI0g+Ci=tT|)MY3eHZ|5aTebrtrME`obgKx6bG+=aZF|F!q}K zK|x6ZD=H!4nj!DvN9dblPDI&9X72Bc5&vZn_%St^A-~M^9idwE863~SOLX_GA;ZBW z@TFL;K6UE&Q<|-xl))R>J9hP|jV)I>H(Tc1c9ZvL<;e(kAU+O6B>s6pQU3leJF}@$ zuiWt@XCc#YGS^LN-6_&*Ai`e#wFhLCg%KDCdRB6HN4$gQ zJ8_aN#KyjKl39b*PbB}78tv=pO{|2ubTIje>EzA^kPsO2PUxf8P2cooXOH10*;TbM z4l*kso!6NVnA(PU00v6=0ay5UM^lxvyOE`m+kd!#opbDlKIMt93Ti8d%GX7F@_V$+ zU3Ki#Rlq}Cd+*dR?bDqOZ}8xmF12O!&<@39)ryrQL|>7smn&#F?YvlxS`~V@5Korr zu;@dp;36b$_h#nn>N{K`?Hu>qaMzjAB(^{|+RmboA<7+O6lTq(wc(eU0%wKR50ibL zFlQt-a^`5_kwY-mzub--1%71lvB_7szAwou-y<;13;;!G{rD!>4_NFQ=X8}eU{l|i0X%y+yj>KNV0~u1SFH-zuo|P z!^#4VVgkTFJe(ylH$Ujmc4M$Y+rO=jup_loiR*wVLA27K$KXd1*9Xvx@r#X z1hlaTd8i9A+Onq9tPoN(#F8yV*iumuM;}iCn^a{q=9-|L1Q;%@Tpr~we_sgdV0=)e zJK~FudNGOaXUF?`5>@rfx@vR`lWg`9$zpJ8QTY^hby=~o4ii+s7E-dSjd9ED9Yw(r~7YV4<(ushs zfRwKMwW^H2+ElPAO3 zO>XP&wjT73X8Xy}uP%PRV`?FzH^RUF^&OGpBN;EKB-P)RIMVOn8KV){A z)jP-6UOL{PGniqJ7Rl@Um8Y?OEc*qw@ZSU-?t-=eoQrZYr3S-+`(|>*O=jo$7RPGovAK#Z zAS!gW!O$Sm>Lvs4+qY}?+8d*`eVT{ca+Vvg^6_AKFjpZP%e{PSzi;EDhn4DCl%B`7Vp2I=nXl^~;b7Nkbs0iu4SCDSAS}y4_ z_U^r_*rr=cD)b>{8h65dr*2$ak;s@t6O1}H9sc;$>!@P-cKk!98FscV#e3XP|D80P zi%Or;vLV7!qH9>I?NCmg67(gkO?YE3^z<)rllw^(M!p5{Yxff%fI`a>;r_m(>MG{s z+)0u3^UL}J@-m z=AtM3dqjfXBzeBjd&9(okTmdy-<|zPUWo&{58A4EvK8;YGrkKQbRe$62pGJ4a!S7N z{P`$xfl_E(B>!)-0PPy9FpuZ14_?*3JILc3&Lv!raL%OwG1x#48T=m+N+3vr<4vl5i1cJlUVz2``q;4zPWh?5 zoM{$tt%7M5?a=d2H#rZ^`NyZnoRJ&)nK1|yAkz^_9Db-g8{dC3;>j)2ng_b^nO{5o z3_IlCtzk8Sa|sm^CE|6HdXv+_SUi(y{wHERYm6~rj+W`pPJK0Q9}r;7e7!%`x8!m7wzTi z$Ky|aO)%1Bu&-+klX9Sj2Q(0FF}GCfM~iekE8i-p*X!Q;uomb?%-N-#iF?zZRAowc z7Ip(@h%R|S@18(85w7L_R-#`k;SBRk_wsuLv(gL{dGrWbA!#Ty?;Kqy9S`O|v&nh` z9)OTRuw9j)ggeCTipsTxU(KG40iyS4Lxg zG^vD_*~>koX`VbZ8A{5xxL=*7sgny(a�%SG1Fc+3@g;m=L_axS}@NyU6tFHi$L? z>K8E*-8KFQt6;ZsV5`CWCr&JT?}ow#_*8ZD7#^~tOB0+M-ks@{bSI@Np+6`xk$*Q= zQ(R3je%&hr5pLBJdIi#BdR$G2#YoF1!<2JSR?_76V{$a=aiNqJKTPWCnQCRC1(T!< z-=j|m_|%{_?^0-6dJUDLBg500;dKh6=nFo`&CtUb%Xwkk7+F`KdS8h&%Uh(zw{(!j z8~L1!)oaJ23R%AakAQ~?i2p=Pl~ojkF<Q)5{t3C|!}Mf@G1k9#WQ zBhupjCIZWBblH8FgZ?2Q89ptY=a5=66qq=^cK%M`uE=9umppUB__)RY)3jks2QyD$?!JA7+Ptkz;Fy=Fu?zAoJTZ@or4dL>!OX6zaC zXNK?e{TRdLY^9z;B8)LMr$`KOOYg{0?zb-6{V{p!M@e1X6-FoRB5TTpO`>J)%lxJE z-|sdUvlI)829XR|$NeXdnEoS=Xy8Xim1~a-KhaQ-c0Snc@MA;n^C~YQeZybMZZTIG zl?Y};K(o|!f0POn%rp>!ToV8571PxVOAEIYMl!9fF<9nW((c(SLz_^v(%QI6g^6qt zme``e2lQd5H!yB-GfU(upkhxK*~*dcM|X-oLvUig)3phF33EA|{8&ZbY#ZcryY2X9 z6lZKchYv6h4Bw{6=aMSX%G7xI7fhbvssM#o+mD0+XnP=b5-SJV6o~#i&K}zk6w`=L;Fdnm^$(R>kP%;vpz5o}Zt8jD`b6YmvZP zj+DprI`E&K)d8#eokOMuc7YG&l#mDF;v4qB)UDixYdOq6w11dI z@FI4JZa6*vj~H&aHp9X{p}4&Jcr??Vk=#+S`{CBkpTGvX-Rvl^tp}BryM5iu_dy2QN}E!^uKir58T!JDLQm- zd$3bxj%z|0050oPcbB|i{w@M%1gEBxM5`u(c0Z%N17Ws7{bByf(J2@q@WB$q zyPF*m5M(#YO?b^Cj#KkrBM{IU&rJq!fRBmnvJ_YcUTj~0=yDwY{6m`wI}qWWNSn}E z-^zjP`cooHzD$lxXdZ@RTld*eyJCl0??gKUV4NHyFlBy7tF0rt zJf~`N?7jgCmnbj1bR})5ENbj=I57&iIu{h&6dXX4Hdh1KlHzau+@h()GFGoR#}2PH ziKx(_2CbDcXsxaxYeWR?oI`o1LUeYhoK+76e7QY-VTz^)l0+gq@2_=(4V=F~P?Z}d zV{Q$uHJ6EgR8VyK)qHo~O<@aV>pjF&AM^qL8$Wn}!a@|tFY&N>Y(hhA4SdjhS|4wD zUEE&ayn98|5@+7oE)(i2uGnNfM0TBt(XvmY0NgZd?$RrqHsK4p(Slvry#QS%RrpmT z-H&9rZds>7uGl$#yJ|(tJv<_QZC#_Ou|Y|^kW_tKt_^5raWOiDFochj`=dZAiezgI zf0~BSmYF>Bj6@>`?Yt?0& zyQ`A58)>$U4Q9PCF z66>u<3elAlQl!V{u88<;qeAg}v!OOsVhRrJk_#@&T!=fIpMqqD3xtZ;#dZ>b~xXIX)sKPwkAU{*T0&66j5~6_*L2Sjr?uOCr1e zpv_-&+WK^7siV>^xrt52g~s&Sow4{gv=0u_4^%HZGYXvy5KZut^-P5tH0#Bu3lu8V zrO{7!??f8NBQ;fNU^VJZ^OT3YD5>=lF2DbqMaI4}G_)J@R_kt;2maLyWiSNebCkvd#2t2=Cx!7(szAsB_;_0Y1 z#Zm(ho0{Y=pfTJB>`w7Y(xPHMee4>yJWXxYGgiyXZUu3$CIS)G@=ToE1AuS^1pyWo{?JpcV zU5y#Ce?4bH*J7G2O=hr6on`O z3|BPhHqtFQo(}O`ryVGAxlKX4_3v{gU^?M4gGGy>*)>-xsDXI=(FvsEZ*g7)GAM?? z$q4I&hNWPay0(&wtmTdOlkWbL0<>BSrhN$p->kXLyo0;rMK9jH0-moT8`YqyPT^^4 z3a)5EUvzYipoORM;_Jx0HQZe((G2ow5FLt)yoQap>Z_17Si3GJ9@ZrHk~a+vys^Gp z9Q3c6A#I(Yy1hN%zp{CFZjHTQ5YIEaR9kDV!J z4k>@@>i#6=vyh#5JWw{Tr+R5=fSyj2 zwva`$`;%)orp}Z(m4kjAK9vU=3R4|jXeZzhy?E(lET=LCx7WS{LU~UIRD<=6wMtKv zx?x!Sih;k3^lkS{1o`rKKssUos2r>KPdV24pjN~k{Tv5d`b9&d_9NTJtw_-w<+Rig z3f3p?>>TM+IGe$sGrC>C2;8PAdS9rmzUMoZQg1f>LcOhw_#}Va82k3CdXOI?y*XI9 zrSXL_U8Q$X4OBI|Hu6k4Rn|8`W7Q7#d6RKO?v4lDLC z&9skj#weMQkX8@9>`|Zh13YUq=8~|rf{0|Fg2F&Npk*QV-cRfSqhM?4a=ws+`kSHf zYS$lsnoMFWrsjl7K)i)RU)ESp$FSs3_(f!^6Hhm7qYy1tX8YRtuR*NvL@wsw%gGtwuwRj>PJrq>5UEo4x9Ry@+h$+HbHeMXE@gfHk){62Mnp``GkAHpV2lqzvC(oCuM*wxHwIs-4DfrXC{}oXwB@toJ_qwX^F(q!3}2t zv%#LmSAdPR(%)Aqh6oxk(ix)ov%_zE2EipS+r23)4WuQ-b5BIT-v^=(k08riJ(Oqo(n~@-(6}QZ!1td6NuD5}CXMq;+uLWuW<&*{PDx}q z7H^&n59&K;co5%E`JdU++6}U0QRk&6%d_E0;yj{GANsyLhnK|pU*NqYgnm2wYa zIw+jMCf4jGc$%G6j<|skpZMyd(C88FKE80{I^5>~632iV&YFff!CK8#ER7EBOn`qu zY3Mss8kZ?GpGxufU#@LexW9EAxuJ!2h=NE%+u_G5sZpXEAc*TLvV9z3q+3bUYv4xSMlr?vmU#^y8uqn3|c{B>2A_FDH2jE7KBtPcd!+?~EE zg2Z=!yFgWUAj;Ax4)Bt{}VP?!MPF6_6^(48Y^(lYt38k$L5d#lk_ZdQlJ>;|WdU1U-! zV6#qFHtsLkvatxJscZ(Vms42m4e>1SyHq+|)YP;G%!}1sdkj@$aF|;y28J312ZW?t zxbeXT8YbRe$6F33(9vsUY$voXN(hc!6h15?Vg;&+`7g1}_tZBUPbREdVYY}d))@>E zYLtjEUh-ukYvoRI(_a1U1rT~gI+mkmUURpJU#xeu-E>D_8*nI~pa)^6K^79sSpAS~!BR?iOHr(jYG17Y zH}_AU@H0>r&6H|kaFcVUZ^lL-bPn;t>;xPBT;9^Gv&qG))|TLY?nSVVjS(s&kh{4; zkE_qb=fPaQ9U z2hQK3+h6mpH0;6{K>;uF_JRWb=CM-Y6}bIDxQ4fMKc*}F0q)4xZbFB{8C}&Xki16% zX%v?0?6tUB8Qp!9L@739N-!d*`|7f+E4HGrE2%fj{L#Fx zU}5}#uXwF~Ui{k}-DBFT*X}105M9<2d#ZKDVswfIsuhh$gRX zH=WczmHu=bb28#SZ{~2_#;_m6ZKnU`Hu-+iqLoi&Vyca}HK|_QiGKWU%UY=IuLo>c0D#85=QJw72($v)9WI)LnEM*-nI3$C36f6-a`@$8+2&V~qTAKJ{{V(wxXhOBJ= z9pT{>2wp#%mreRf5`vSMl`j3Ucf=I_#vT3BN2!Xi!%xp+aq+alAn+=DqfqE#USsex z)FaZC?f#`aq0|evmU?%uP^1*l6-I_SEazGYH9P|1Cy-7c+3cs2(~BMbe#v!)zzvZ0 zW3V%qduWuG#7dJIkpSUHxZ%%1WD ziKEngr6X7ylkmv-fA$uM4akh@>y?`%d|@5ip){>K%bePjUt0Mt_4Ag}ci=*#cq1@(3i!Z=wAdM4X$P_~Thep0M$k!H6Vm_KOQRqwGmitVD()~__yXr8G#nW1c8S42EkUg@5oTjMWH z=BqR_Kpm9u5o?-p6V=h+aD$SZvS&{oE9G~(jcA@@28T_SCf4ECY2l}pAn=!OTvBIr z^KU`f__>^4`E|$%!fib8c$uD3-JUjhUW7i-|M;PA8@E&`hgm;cXD^4gEIk)>?v6at zy(-(+e2TH&^^BBigf$VIU0 zLt9g#4?S@$B{MEj-h+KZDg7?{$pAKh_?}{IZ8O}+c!mzmN#g6;1a`EWjl(UW>$S^i z`+1_e*SguxZf{9(mbLZ}V)P-zGfuakkF)n}i}{*r2(h#FsI~Fjrj7b;5z=*j5#qvw z%~r8SN9}s)#+g$>KDY6#WIRxhcH3|}01zYQfBc?hi7$==559Vx)Tk!Ff13o~(NsCP ze}vjlfSVbQYIE;>E{n^>L?1nTwo6Q75Gc=M!22xKHDq0;6#@p-h4+!_ySrmQ6EL~n zkQ9U6nVEc#82O__9g2U&iQt+9<}#eJ@u?p=w7d}iNi=|cZc<= z+0szp!I07$J8=IKgXUJZDd(#vF*0Y$BLOS%1t~A$^rUdXfG$K7>EPb=7E}>`=TQF9 zNaxqFV|0!H3`K?jxMMbw)6;U2g4A^bu~Nn@*qEYxas_m$<;!W8T;7eoxS@>rH15Gl)O6n`9{%MikC|KM z$u22JD0q5)u@^&>qvzJV+n)jl?E|>0w zE%$4^i<5yOb|L1xwrgxvmf!W5A%&T3%g0`?lT9=K1E@?=Cb>)i0MLdQvVm9 z>~wSa%{mfv-Wt;hbO*Xi@F&_7qEm3FBbt{DmMBeByB}FE_o!!G2xEuob`Zv}<{g29 zge!;Q5m`(}xgnkC!Dz|i8|oF`MaJ8IWsTNu$9#yowbwzOV@##Je04wP^)FKeP|cd% ziB7;K_-vEG#F1ZHGFu-VVY74!Qr*!}8h+PDIP--vi-LuOO_|up4J5wyaYGA-59VK8 z>NQj--S&3gs}ES46cTH8{W(w4-`sr@agi9UTHXBWTHa3Iz6nHBu_wzI#9~wabTa~+ z-+qv#EI-KWC!a4|*y#-Py3BpapP-(tJ2^laP{3>E?5K>0_f-EWSqI6=g7-4O>%drj z*01!bVc8rj zRC@FI^_?l#D|~Q#ZURR|k}u1N$N9HkJ%?hB*Y@vNgrVdvd2_fML?`%u)_cs;^xG%f zT>bR_=&QBS=O?a8V<#{3AVl5^MLku}GmgrI2>&!9_4elcq{>3%Yw*adpb3P|*<4VY zADvt?n9VZAsD0_Impe7iqMM7a*@Shg3bS;42tsM9R*b3#iT?InD;>->VqjcdND#!t zW-W-?yt`K?s5A7zd^0C1N#753{H|gnz>Fr<#zgm{jgKrHeYbn;>1e!AvJ|Mi1o)m= zL?@uzAYQsDQTV!jo=iDk&+Gl&PkWPiaT55FXrZ3f0#$>~AMfK_a(ps`$LBSpedvw^d^IK7y$w6HK%ky zx}Kvv2l>U8tNvCRyNMx4dAQO4wX{8&RVR=ykw+y@^fXc@rq&K|8h@Dc0J7-z`j$`| zDdZswb}Ri20`|aNb!Dk9{|eltQYmWcJ$$X>Q9?{Q%_^M#48<|L&=cg)^QRc6NFg@j zK2qNKyus+mG#4mBlhIcf)=;HeIc}!ZKiFq*{JAq5z(!k6*m%SuqJakL0T!oTVms?# z3PK2jD}sKRncEW4n2vla89Q}iYueo**6fj*`nX0^+nbT#O80G;mQR>gHRBy#OA0(? zj(9X5e)E5k#S3sK8c*&^QJmVkJy65DvoHS}CFg6wln0^Y5g?SjAZ^bQ%^4_0i9e~_ zRmuh-!AoGPt{&k9uPir4k}V!BhxNN};y+aaonnwCXS4CmdoibBb3&*)}AEU}Eb}$p8V}mAjuW(^BfzuAb7-+WoQ@whb|G}5l;@F-F=QH(>y}=@fj~Qo((T8 z?Gd_{%+h?0jVJkoZ0SdUxqJ?HL-2v1`){}~&$01E(MRY$$DkGY*|ZW7Jwo>ghLg{1 zd8rSw#e;_LRr9mq{r^+_|JkYLOh<)GVzTy$Tm1OU-#IzsJ$ll=$7rHNXMFfquJKRl zj~)na)(0DSXG!}%I3dqR$NB(q`L`L~pQi#s?9s6Z-a9{gNEY8cI+hPn>zn6}W$@@& zw3h#AM1KEMeH_VOs7W5M&%c5dyhN=bCMIT`^*-<7*T~4pn1Y5JF{l%Pu;jBrJE*_a z(b193ll+vb?0k29R-xOwo@#ZLK*b^ms+W4I2WCYEztouR$sKT!7V+%fg7wz?e5iV= zM+^UCb~xEy7RTIO&AD9n5mtX|+fMWk_i&OAdm4y3P`rJsFm`1*mQvc&t$7Cb(-~}A ziR*%-}cVyN2_tp04`s^rVTTltvAUO0Z1&3^qe)~5A_z{7Z0nkxcwjn=D? z>Z!N-Ux@>2PoW#+a|X+VPTDS5u-Nb zGn;b}_#)xNXsUH}byys3%iCjxvdKj!1)n*h(eza0K{!I}Iav^c-dP;r>#o2ZGN{e3 zaVJA*{Y(pLllc-@vu#Ok&V%D8FA?;KU~DT^nw`|EAE5e;VzdhY6DEKvl4@Ury-Den zM*YHrcyBZM`?jzb=%I;ncgPPap*~}mB)4_=E64qd^5ni^fdQKf2}TewgmSM7 zeZ$eQjiEV?cw^njk#q^$;Bn z5bpT=yhOR0gbgW8x<^!yF*+)WcK`-s42o&H8^rHzxfS@<}_x2L?T1yTAk(>WC_Sk z7HHYn^O_qtL-Hq?_#(}rARyy{=x*yLM{^=FBGzGsim*wA=hZ_< z|4VJmkog_9^IDUU!^Ns@$p(c4>Rs)iE7~KpB$8)x!fM((Eks0Z~YME*R2oF5CcOD4Fe3_J*0Fuh=7#jkOHF8 zEzZ#0NJw`J64EUo0@6xJBPETryz_ZZe9w8#U-15X-?L}kd+!x{t?OF5@IvM~Ca4Ye z>yugn{iLB31%-fRwko!SS8VM;g{ETPE{}0-qJ#fYMk%dfm1$h#q!um;g}VLoyUfQ@ zV|)Fx*2CS|>k!ai3DGr9E3~PywA>oLO=g>CcQqatd-H+~?Hdk5badz<+qDa>ypC37hRPiW1oJ=$SoD}l;|_FO0GK_|Oqw8LbmtYw>> zhqog7Qgh$X-h4)YNaWQg{)0Pj_w(Hgj}(@L@8>tXdT7kr?c&?}n1RWg~_5VS}b&r+I>YYY5~Z6+77h(51xanEYZ zhO>QrA^hP%#AT_zT5~`Cpia6kQFkc7M9yu1iuU5M+88y-j#cgOdW<%;zdq`Jo}uy? z!Qz(IXA+(bd7XwC*^&9e!l4uTIC`2(z`tv z%C^&s!3WjsCnmE+w-x5USMBXM>h6AXD@I7vqK6X)Y2-hz8YB?jJnLWUl|j@kf{-C{B<5@tM3 zVtFj`C{D`MZhOOuu#0ZJ2k24UiL=4|+xuDR8e`Fs%8!j$%6`ab#yBK`x@`gr3#^$k zp-!a8i1NJrdAY3p@kh4DQR}Z}iOZ!{@NI49oVmxC==ZE;(-%h#*DIFCIhbN*-TGbb zUx>OM7RTctvcE&5y61NW=*Dl(Hi`u->RN0Uq-0OKoN@&CWge#3$Vy*XOtrtg(mo#L@Q)Nmzf13($dFZ-qVj zhHW_gIu}1$wX6oyRdV=Jwe_eW{%-I3t>09`CyV3HayLh~f2$sWYmKb(YIS}49`4rC zvm&BUiqWSUmsfbFitMGf)OVHQcLcJ{|v;%-yL{c^{s#n)C>cW2*} z4&4vcv+Eqj_6)0x(FoiKDbX3K+-<+}?JCfi@sEkbD$6%svyGX;-~E;`^FP-!{5mZ% zV(WC?dO9s=R{G;jqd*mrAm zXB%d9EjbQ9gz-Ls{4bfI4v^zYYZupFVICvT$FrRn5a`h5_MqVj42E~q;kIl!sj9Mw zfkW@xBXhaba3p(c9(4UgnPxVAo?m`usZ|XRlSV|ZW=dRUn;A8@{AKDt*G~Pv{-wv! zl`+tV=lu5fC#yz|=R1Upc*nF2mgGOZK3VuIIF;oxkeX1XU0FK$7+;=KPp>qneKY2? z#X&@l*|WlxK@J!HHlX*0{Ig~vpYGn}apX9rBY?~@p!JdJq0FlM1*#vyW0<8To1ZkS zj*vglT>ZD7{`n<;mg{quZ*q3bc#9qH1L|OlofPerztdN+B^V=mqKYwg#?6%S|2E)1 zA2EoH<9v5Cn0qO&b*n-@8Fra)8+OpNyRGJU5UA34Ez4&2uf6);-z)Eqz=iG1_S0uu zSz5hNM)zO74tmZyA^m|=2)(8M=WFJ!jCZ>vZ3)Dtn8NvRz+J|z49ZRL`eVv}E5Lue zO`C`r^zFs<=@xAwQsL2W%%Vk?hQ}$h!laJLdf<2ebI5;`#*qiIxtrfiGk&1`?}FuP zKmJFJlEi1K1JXTWht3W5 z)2~p@d)Y+yA3e1(H~;h3M4qyYjD`bs35r@wu$|Q5>k0jT1|{&6C6EHzQd#FhXxeSl zQ#t;pvH3?l&^J^p7U)}hb>_d%0<;}HL5PER3;o>x^GF&!4N&Q$j}HGn--rWuMix}P zl(&Z8|9N!$&v?fjU$g#gvA>||zoLa0Jp947^?x4qdZ5SaJ>!4D{_m0x^8X{m|4%;( zak^U7Y&mv#cnBtAZ}~*;w2@v2CAmEL8hr3y6BmmODW($SElTx%Yw|?ja8l!nLN(}%H*az#juus7d<;l zvpS_)&`|pHbjv^(Uo2`$67D2Ir5>ek8kYL(^RpfB6*o2TnX4)pO3raO;J=s6G!N67 z@V2laLkn=R>#QRa&iN8l+VyHvB&6U&TTx;{hn^$bd#Ea;(U6t6aGyS^pw4NkSfkR% z+Z#lx^Kw(9XP!r%1k8GYryEjdHNr&ji}odH5So{lfM8V6b@A;5BUnR)0CN0wRLX}*%*pFH;tJvm7ehs_(C_U`)5M9ozwnO zO6&3Tqz>BJ66m6E%$+G3i&8ji5_CM~M<&oJo+OXkL;JeJZNKIdzge@(&H3*8*Im~~ zZy#>cc#ID_&c;K3Rg~qLcKTmHqz>vPRcZMw+C1l~pCRbctxdU}mb$e6ZWideVjk{? zNNJ}nzV3cgmg9ZXgCk3f(HeMtsuDwqPG`)qlzz()+{k>M`>e@%cFyee{pnYM7d{_4 z|J*De1##evHabl&m7wSXk9$)%F5%Qa&^=SR>OWJOC6XnmV>H-&#yh6>S#nde%O@r{ z-Td&Z0d!Aq<-c2E;XS|A^xbmNcOy>J^Wpw-TIe6adzS*w#tcH#)WzoQ$U1X{pO5o= z=s4Z0`cU|+OhnLQTYK63qaAqIr|T@ozpPA+-miG{a|{*Q5%*6xTO>3uxofHC`mTe? zyY?-Prtr@J{W!R9@As|tW3+3^gTFm3)0tI}ZoT{&0F>|AuWe^O`ofVnL#6WmWpidI zf2ecfFwcJ*(wZ-*V`j^@_g-T0^EM*=zJfzbn3+cBc0$!V#sfWq1J%XRrzM#ErSD(i zA-kET*~XexDSR_@RQ42kdh7Z|z~zWkH})`UyTUM_h| z@yqg1QA;1a({`T*4*z2z? zt~Vc(gsxtnpC(l{xZ?S8;^qix8QlGT{WfMBJ>_h z%{hG1M&@n5RTK{E1edh$QNT(}^C~=i{{xx>rWZj;QtBk$`vT*yuB%eshnFEhk7I`C z=bVRQK5@PEtJ6>Sf6oSF96Vh3L}{dO&?apQa%_fg0g^cWvidK>|6Dsi_Ua?HGjvaV zbkIW>urE?s0>k{hm$cJXmGvY=_f~%AdQccgyVqesp0qh1a(^|}Lzd%XRfhmhJ4hr% z3O=tE-uQa(@q%EfC_&c$pngawOYV05TSmux!*k(CUV#iuBI)BHxxa!>kZ3afr{$j~ z@jg&S{)jesm12)IB4#~Qpdn-e&-eBV&8s#pE6aNR%eYL( z2TQF-vIL6?ine|Zbwz6ej(qVKs8hYoW60~aUG|@q+-Tq0Xzvc;-(8P4tNXQ({Cql# zcPvLL-I2tF`8Nh-d=NDtnM;j~@<^)`E9|f~T0gpo+{v^ZDKQu58B}oLD|^$va({^N z^f4opfO!|+%WJK+{g5<~k+-L?%m9Rq#Z;q^kXpF-s{JvaGX^!o-71a~?Bm`7I=0nc8y3r8`ezHTIXGO@favQ>eFA}Mfj>VIm2>vv`ylYLDsTB$7sH$L$$>a7yQ`MvfTK>I7D8S+7Dxs(__^hBugUVp zKwjYK7ik;`<=cRjTg%vr6H+l(05dWo;-cg3^eeSzB0XP^L>*(zEv<$N-;&u9JoE%h<59LzeO+2x?0*p~3UTWY*A^|Z6o#;E>+F*Ce9UD+xz zbHy3vSf$RG@xlRp6#u+eoIw1HeT`KvcsmTAN)o{mVWui8ceh4#*0-gkSj-07W=gS3 zTbioNHq|7fe+LC6^L7)IX}4h_qfaZsnF*4RPx)ATxoY?-f$&jo%_@~!9=1OdeT-_$ z#0G}un^x`4PLMGK1_!i>6T1zNp_YR|`8XgH&!Ogc)p}J%zQkZ!SB1=9^Q{7IvV&U! zqks!SMvQSK8u4$W}{$tw8j1IGvf}oQ3 z6<;40$7G>k#_&+w2Z@tIv|@b1mMU}2p>*JvJ1-z|8~WXI@M$H;WXwu#EA?p~rIf;I zAn&vjZ?*6t`aso(3B;UpqaWV3y8CREXe2gsUs+X4DvZmQp_9(`mTDND&XMgJOtMK! z>`drpkYQm{yX<$i{frlR9L-Z(mq{%32ZO>1H`75Y2-y@YUFECYjo)mNHq8Pi{Nh=r zM9lJ%riF*^I=UFMMS}%Gu+Xji zsGrbKkYprcMUg#`p2WBl2s**v-!H}%^G~T7TLXdL2bfQ>&SiD7`I!YZljLmU5NS;4 z_AuhOgsczJzE(!s2LRC3XN}j{b!BcMJ`)N!UzDxQ;gQx$QJIk|1?+u9X*^l^?5|qZ zKnaLpVL*_?=K>WdGg)j2#yMun(OyM&Egq$X=cLMdiV{R(GdJL{URgnKEo!^Ab(@C5 ziQ1>bT`l*LQ%CBzh$fB$R0Q~*elnKcNhtt#j+NJ#6Aw>en*tU|qS1^FtYJ9AjBZ8o zEmR^zehI`mc%*12MFjDfb0&d6SGKtdGB!b-$>~9w%?FF`D z@9oF04(mHe-($Y(AI`@`eYU%;?t0chMWmedehp4UJK|#;1xCD3pmF)rX4gR);mto%oIyTJg|iBa~)(4hizzqu?Nwu;w5#$EPJ$by$vE5CR0! zEcy^gVrv;*^np^CE0}6$I-~H9iNOYr6j70ZPGsgS(c7zjVmUaVI7*P|(-Qq|zCvl$ z3^NEWrMp>cRM5a_o>&~enKGI`WSh-sH<=W%;BUtN^hZ8FRG*H$n^6rJD7oMLcfVVN zwOroXNw30_C~bM!0PvVZWwHNWV*mkPg~Y3Y9-H`JpPe zP)?sjaG`Lo5Ud5K!V}ip>M3_)2Yp)bEL}umvQCz;j5bTXBsPngf%Ly-f@?13m(7Pc zi1+ZjZp)w2IsM(fZ`OONJa%5_g_w&n{`ToFoYIgIOK>jvA-(IoATZ{WVt8?nO0bSq7GT#E7? zQdSr;7*L!_l3nq}9#!@s`O6Y)?m3(^)pp&BfL+_;8mnO}M>nj+{cfnX{NW% z>_7KvJ9OCCk7Qliyg8a1aMOUZcXDHe91m$C)jk3-rB^lLx$Wp(%`1Dfn=Op?U$Wy3 zC|wmTCz?5x_e3sGA0_e^4zIndFo@ryFSsz_zqZqtMVz!vndE-J7;qw!35E%lsPrVh z_^$Hws*aSfgrzZriXH*T$Aezeivpv5qSBE#?Wuz*43jo<>g8bgIu;#@@U0^yxT%HZ zoRN~^R7h_N5S~6+u}u_Us?;AZOwtU&iF}TQ>6vwvcjwO0nGT3- zU#-8|9MaN35`e;5!nf|u8B25w!4dayOqi>uwRE3?#clX@w&)ypf^$ z*9$7SQe`TDdn1qL@@;2aSWc1b1Z##$tSD~N||N?he`G&RuUQLz5`LL3>#hVx*{s5!1n z+8^_hGu3W6X&Z1Yw1hQg0hMR%?<9_%hI74P8GE4YeVt!}HT|1hw0l~6xPW1Og1Fpd zH-*vYK20P;0^r9p34Wb065wF6`%u4)Q2Wn({B{B&B|wNi zh&)4!9jE_2Xi!kQ8Akcc>&h^+?gze8E;4ZQGblKtI6qD#d6Y0QtCT0zA5%B}sfNoZ zH7CN}4Mp#cRSr3RiZo}E+zY?X2g1I}(i)$Z(U&s+=m4?sN7qH^?b|^XEvG*zFsgZv zPoSfZpV{?^ptEegKNX*Y)$YZ6jn>0}o2Z7bBjE$w*xJcsK_#r3it+5L1TMg*Q>2It z=UVS!;WBFK`b1k6eQ|~Ds^clf-%v?eC?2jLtC4gOC+=#@VsEIXZm(5@+@?`Q8^)X7 zC?nl+3vSg?T-Hi0VOEF&7=-boSGjyZx{`(95)txLrP1jtw_>#%Y6$NLXK`fUIfJ1* z1)_4yu*G0HCvf0XAC^-fJ*8!4wBcw;ly)Nzj!la#3R&*1#>tRSESdmr+Ry)f9qd8b?$r`qMr!9=4-HgmRKiduBbwp?}ita4aYO|;R3(qy^T z&zWQ^a!G(8Mr?M(x_p#q2;-BA(6%{x*xV&}Q{IuMf%h8@K{gy8#48qQw;DP@L3a|5 z!ZHHlUGf#6ze)#ienKY)AY3HU7GT{oCkUO+33QFKL~YBcMdaw?r3L!pft)O+SBAgO=QEIQVkgU& z!Aw;f@v#=nOn2`w^iyv3BVQZI8$^JO3eK5pW*jWk0Zi({2v7YDui$rgfJm zh51r=;Eh-4VaY>lY@pHJa=z9jcJ}p{D^h_~!8(hsqkj7EfH20vSel^F-q*L~z1 zQw#5Dbt*rxWoqL9Y@^;?Y_rh2)xBVTgbk&omq;6=*Nn$QGmH$w=RFc2!U0c|FIK_U z#7Q!ZYID1Uw)L}QkyQJmPz-EcuF(Wc(Q1f8;3|I&%dyl7Llup?IZArUpDH(0tr^R( z#0e~7TO>8Mg|C%}wGga8a+ewdgDP8vbs)b4bi>L&Hd?LHAPZ({6w(s-#(}oKE184_ zGI4qEaKg$zp15hNI{;>8Mux;zkxBNi2n73kC1<|HiS2A~`k+KN1vglwcCv}|K9&aE zoeZUK^?l`UA9bT+SRM>C`u6L>7n}6mkDN8V0U5;ByuI%a&v^JQ32G)C_F*zHLg zZQ4d|f#TD}pU)|HJn~T_Itj(`3R|gU9Q1r^dSUxd*f(kzD1Pw3=^teM4Hwq_VB8_jjP*8~y$-7j>_+DNzj$9{=ki= zi=^65F-rn`hnWl)IQBl1{L9a^l_M2cFd6CT4GTk7}wzL&Zy{fDGOHvkDGQ`svD zGRIWCQotux^olA`!JwC>X)L!e#Z2~phVdj>LqG!`n*@G1{OgHCurr-<`0{-v~wqtJ`#F4t*sCS{oPLynF#h%BqjvWi*h@ZAXKNHB(O^nC$_|^~co7L?3?Iv<~ZLll$oMhB&vS(Xgj5p_x&)>OzS~hP*?c0wuWQ z$_$nR20p?e0z3T9uJM$e!*tP^RI0!RKQ{_v0_f-ZKlZ) zjp6_56YQe`xAaW`vE0eyAag}KV55`-^vQrAw_JrRDt`UU+DO#JYA~j6?`GGAuHI`W z-q_s*|4N3u3fG1^qhJQ%N8n5I_I z`J1Rv3h%M$jNPI@k!d3+i6t;$ZtslQhcJuV+*`;1)gxa>W`(l`wIo@;FaK;;<8xn< zxe;OT!3O!_nbZaM{VK#Y;C-PO&srX=c>91WpSC4UWBE{eeZ13_0sW}t?XqSF<+!_=WdLQ#M$jPjNL>e?Jj$jIu}Q$icSM?R9{ z$`@KRgp(x9H7w}N(H=cIrPgIniF;9>$T38*2~6QXPYu=Y%ICjBuiqudXb@y5OVtD@8**Z{_1x}e{dJP#w2NYs6mqe z!5j#N39qf-8WqCif(X*X4g`1S2^mkauzUrhmSXUDedXV^8XA6k zf-ouPnbeimAM>Q`uOIVmUc|S+VwRM{&R8Flimw+(@{%xp#7j_14;>S&RImsLTL)&M z>ipBev~jN2Tj?J8ou@=;ZEh6mBE$!-hxXAMC=EsySqIG!EI~aP?uEDK-DQ--lg_1sQT_?oXRh0yQf9Dxpx(jh>e2vtCy#a{icMVgakR(hk zRrV<59^!U>l-v=z7}*1N&ldnP46>8Xnydk~4jRGE5`K;KRemEeV8^ZzUnHy5ny@;2 zE8FQWpkesuT88%RwYf)gatUZx#-e1Zd5QWdVjW91L>>8z3N*|`DJR>?l-K_HfcGbl zp-kw)F__>knk0ZbBI$yskAQy#(^c0{l~8Bsoq<|`%Bc9hfICvzD<&kE@LiVu^OddR zKm#|h6C%W%411ASO-vVioT+eRuV@qnERWSIb%DNT;h@yQU;;CNutJDOk_5))w^m}x zHhAfJ8TEwd`j~wAg;-L4oSi=Qw9z;oz2#2YBB}fA_3Lj{Nm4i#l!;s`Q9F~Kj+3;@|8Q55wU5{aj2E=tX-)c zA(*uz1V3-Q%L+}TFt_1+@Pw(a^=UTV+ zM+N1$Gf;*`+0BSgY$wTUKVH`>Wmj=39dTRxs3yx30R^Dew9o3IV9%Ei=_Nc#mXW_A zBi<4yg^*wnm_^C#F&T1{V9N)WV-|7QWTJGK`U{LSy{tfW6XUbZ@0sX1rNBU9^0s~V z%~bw?)VYcY*}IEXfO-`PFcyHz#hBnmlq~&`$ITb)uATvtIFARg8xR~yj5~f&PDHvJ zA_h%*P|`{h?C{Zih^dybpd*NSIt;A=h7_bcBgb#d|mSlvv} zEY#HO@DTKU8^BRe$#38T=-tgf3j8HSvknc7v0+M z!((LZwsd%#g1n0-=U&q-8nSQEj}r1G4QW9@O`;f0UX89v7j<~|-33C`4Q8^5 z3KY%g2E1_nU(JqcCp>{P{>nvup%Wql7phC!AiKIGr4Avp+=nAG98 z&(rFt^=7XMO}M=?#RZqSuIL5f!|M^cX`@+S1HzVo;u_}HxU2W=Rm@hwc!|0y>iJHm z38Zc8&aLgbhsgl;SM|cg<83go&5<3GAzK``Z0DU~GAw~#99!%dP!;t&Fap})1DLQi zd&&^fq3hQewRhYSy`7AyY9?FH?c2jf!{JN;P4E-lMu*o0TiL6wwyRy5MYXNYe+CD3 z@P*FI;xO6eAi{a@_O&Xx4=bwPXS)7(kM5wiUU{owSPGX;vb)cwc)okTv z4qZftjo16Zy2N+cxHoY?5D}8~-N7J5isz3#m_YEE&2%+)e2!3e087Yo1`O@xVOFhU zDqlF3csynyu=hk$3D;GA1c$OMe2#e0mqLLr6JSot@2^JYO)p9%sluaa@4v$Nv+&Pw zfq?}HLC`wDox-r7*fH~;M7|=V21}=;%K-63ffogDlE*-nc`}iqPxD1j!;64+-72cA z^FIaBO$iwzs%KU0LZ-LG#2nY~gTcH)z zLU9k~pKZVVj{p0|(p6{_VW4&ROCXP@HT!B5iQt^9*=7m0TE-9adK}D`hU3X>Jm1Dl z+B_@Twn3kInb|k9JeD}uDI23aIwX1~9!Wf>84bqD1i0o0`XQed7;JP8ww~fP*Zrn@O7nGS-)n8)MOv0jC63AH&y8T_bgR$;JnVRaY zBHFVfG@@9B1Wr&&HzKzu5NwzowR$jxO110AQ~)M;!a}sf}z_!GECE z`kI&B<>lMYoVM&bl+8qq-}QVrp`ZnuJ|Zfd@K+)43s`@t3Y$BVWB_-8ELyY?U+Q`W zp1*Wgt@y!w|58-wxVvSWSHNSNO@?1KkG_I;d+gB)FF~El(WK`3^{>1m;_lE7w+$IC z3}(Aeb?6PxB~e8W*8H7vtM-6Au1jasG2+j`yw2%B8?AvLbETt!DPL)J9s;Z%pO8>g zIl>cC3;vN!{YSXJ8tzgp+`aM*+%RlTVhui0jBi^{`4G6p1CO)|#k#S-n0A@8GNw4w zo%(zN#Y?W1%7Qt5Q_mmWRnJJbcOF^8Nx}QITp}?Bd(rj5&@V}{mrMi)KFO?(>~&55 zl6;5Ds`zUzmP`1NGvR?sGE6a zm&v~m>%*gGT9FoCcT#;SxN=%Oe(CF*pv1t?b1fQ06c)Ss3pUel0hkad%@WU$Dy_V# zUM9sw;$YQi^gmwoF{HS-al0j!sS-Dc^8r|4-bBNhA~`!{tBf_xBEZz}2^f+*(+=q=}O-TMyFq8G-Rwh>mkTI3xlNv5~ zrB|o`CN#;jLmV6!d)sz~^H1zPPyUh*P{pt}RV(y8zT$}}56w=o`#5It$5C$lqkm>^ zF*8>p#b8``6hOq;LaSwiz~dM1Ph4p9;a-jWI)4qV^kUL0Gy4ME0@al%!xANsDn zQLOx3Si|3f{xqoT@6}=6j=xsOXlEbb&e|T$XJXg(ERL3#-iZEJQc!z8a>3Rd%=9+B z;RQ~QUZ(3@6i(Tk)T4p-MF;$Ojwi*x8{M71IA5&{j4nuU)$o79afnNn#|IbsRo%K8 zeQxg|){D7`KS@%`qz6~3%PU&MCHpOs>vHkYtwow;PLN#xA)9#e2z$H*v+kJ_5edBn zy@esb>4zeTvSeaNdOpbk#a=sewLEATKo+zEfgteJAK#h_;&npvYbp8O>GF^>K<7A{ z6}GDA2h=xbk(e!^pGxgxRczIj5Y4H?_4MN5O|o(xrtdJ(jntg9`p_W0b5OggQ_8(b zmeZRovuwq=lYI|j$ZZQbCiL*}V`2F^7=xrlY&r8?4 z?In+ITb5?B4UvPTJWX<|TWu3(@f3U}bv=Rzxy!GfHysJTvH!|jtBdU6)~fzf3>Cha zBis$7d}!H-kI63t(7Fx9>Bw9dh(EK-1z+~hv#Oc{`b%S&J$u>UE$h)djNh@-Lu-P> zso&7jnCAq0M1nIe{3F#r-f(*SD>;}D?c%B*(oib04%aERh-Pe~>1Y^y1_wHIxY%F6`NT+}tuT78!|rE?zJz9!4U<4) z>sBCtQ@Ii!Ku_=w;by)OjPyF%d8=|5r))0{|xL9-Kt(W$JR|@AS;!f zsser;s_#RQr_>AS*JzYoD_IQD3%$&qcG~G5IR0z{+d6m@SRLj@t63VF2Q016l&D;+ zd=@Ab83!80LB#h);uugd9ZO8uyr}aa}>1S}+@Gsf;Z3uH)7e(NSVe zk#ZM%b*~>7jzKUjUx#uLVbrgfmE=elhhosK;a&ERhah`LQIBK#`$Wo*31yUq-a%DU z{@Ll|kno;JpRcFVYVQztQmueHPV#yYN=(C2JcMpKY@jy5ujvV zX-T7DaW)P*d$}*s^P~Q2ef1!(f7AEHHt)Vxp!Gc6*7FN#Qw&?lHzU(UD8z+{>ou?V z`*GgBqR1EgFEhmV`7N>3ta!2sGc}ojpw_)ZME08AqePSV)W~gJv+9nv6Vu@B8Jn0l z`yWcBCiNcWXbOB1SfisG^c-q zYJd#o?(;DNa+5l_o3ZF&gVjZf7~~O=-YUF(v{=3eyYgX3KumUU*-Y95%>Te)G*cJ{ z`XGDU63~d5KZ*1ql6F(8glQ52)&;o%aPAvJXZu0{$ZA1>CxlSzg=$%;CIA3w{+_zM z0p04^iFN31coFL^@FhNpPf#9mK2e7CU;^kVU#qnGT3`2>T6`^(tU6L}vi9LB;Q_&u zAi2l6v<)>!<7VcL0$oD58leL2$0K=M4nyLOrLG6 zDKy`H>b`&Jn2Cr8hQSm=tVq16XkkHDYu1JZc)mu9nR#fWkp#(VPlGmo@H=vnQCsUS zJ+FSkN5_8SlKZ?XyoyA>hN26?bl%K}c3XvtT}9M}HO9lYD+F+yb~ciss*(S)$nco_ zcNI=;DQswh1cP3^Xenp0*1&7}suzl1^8QzmOPt1iPp zHTeZLuN7b7u~z6}4S$(#8_KSbP|y&=pzN7JlB?nScq3=`J%+VdGKEODgNPB#BCz;W0PhUku^MNU5ytyx~Oq9Zr3czwy9}*;syVNY86djU)uubt0V61}QFvS&{ zI7K3qEJD91t0r9s<4BJlBC8&&4{4M+J2V+-d}j?-nS?c!kUwI+iel!-;Uqylr4Yub z^fgGx;6^xWRwZWE{*piTlh=;nz9<*s_)nD%9|nRXjpj0(I6TZ{=bUQlGM0tENvDuH zTtFZ5gq$P=^|(8_o2`#i!S~H0uR_BSjF8PMoiG33>|P|*R~xhYmHS_v>t2 z>dAg3QIdt8%uW<#1hzFZwJ4;~k5w0o-RQo4R)kO>`@<9EEnh5E1NHcO@%Q$2PY`?{ zMq^FBId10JJ@+KO!Ar^SMSM1@jhqd&VQ*xOOhY&;z7bVk$Gek%;-`%aOR9inoNsL>$!0wrF?t^rT zE4QPmIuroTrk-E%I=CfG`mSQz+96Z&!2rvrn036)3jcyGm3py`eyyD5ou1*~7z}Yq z41MzUW||3M;~y{JtJktJ)wY?e6`81Q!Z}@+X6R+6ZMbp2z?yyeak~` zW2IIs$Pg_@C-(X>G5kAx7HND@3lZ@V&M?2!ezdY&SJ?pRYfNb@_PJqos-xU6jc3#<^_<-yaZB#cU zPIyq?rdDfPEG~Z?v-TMIXmZ`asB?gMUWxJ1RoxSQ|io6a^y5!`+tU!8$RVhR7SrA;0k*xEfEmZFYlX zdmfqvbUuQboK)--TVBs3piYoTEu-+MRYWuJGOs9K6E!5q(s8WeTU`Y+$D@L-ML2F> zwd%?e1o0rfjIffU&SeFkgcSGyP-$2_SKM(;VhPpV0wjKXOfE8w(m^}5qlJ0XCs>69lL(ZGy7~kWJ9&s#gKhjHj5`zpnNfW9c>X zY7*@6l+~s%Zsp(DB4pAg|Jw2#51do`afhG@WOenP!EC z`xbD5a;KQTK@(}FqL4pCkShV$C+~CNFHX>u+RJIx>;MK#88oWX&J@ee@-s+>zwXxX z9iCWi+g{}~8c2-hn|Gr<3=7otJ2MCRzQ5W@yzD~!*DQ|Y^cImpC!Cw1CElap?Wzx5 zG+X|XXhf;3YE!}XbfOyWOki5*(kjgHOdT1SEYr}f{dhXHif@Ry?ZOL^iPa5*u0n~N z;+u%A5M$Txh%A$|kMDdFF5C+#H*I`KRXV^O+48s{RRqoYDhqKip>O!<+gn;ZB~l{A zn!Wj{i2iDISva7?0J6q0)l6rUE$Xb!W#}8)H2k1qRk48kkj);U;C7{us^x#6vXh)(F z3!$$>`H|tltoyHsAtr$Za{cwR@4o0x;}1U;6N{Xz;2KebFQra!smdBrFr

l&mF%Sad)R zyaF%0#1_>G_MWG(cbv?xlE{oJx@3zugp&BLw*=22nw#REcj%&aSP(REq~H;fDBG)D z2$TrOINGXuWN>$y-t8Fy%qVAk_oVWry`(roGu3#2xlHmTJV}chM8G1f228_NsY(1` z?ZV?ar+yD#e`3JW3*_NqK{bP(3o?sdUk~3153IFpBtI2_5Hv*DcaHuAK(!FoA~kan zYCu(44%8C0avnV@bPb~JkQ#L!UaRe$V(>9-wG}HixG}JsoiZlPJdj`NaYbWj$5Fw2W9MS83yv=_#GAyE^W2HFi?E-n>PRHbJT8-Q{k8E z{HPwVb&4TrwTd`Ao4rh>Ei^VGDU9C6sI-*rQG^LE!i*oA*!`-X;jiw}lSEvOdGtwn z;Wcn@L2M0`q8xRlGJ8mm|2J8;Dy#XC+CdmKn=t7y@r7&FR{mI9&a}d&gaM$^xv~dV z!n9fP3dyC?ns>>)TwP)L<{-_TLPM67QANrVRi|bui~an)zVs?d>}3kfwRqteOR!+P zoM@lWgetWNhgG#A+4#RXj)TNFKX!f)JO_3@3}(;EWlH(fYR`>rY5#xhy<>P}P22a| z!6XxB;!MzSG85Z2Cbl)PZQHhOOgOP^+qR9}*Zn@vdtdwG{=RdpBOkg~cU9M_s&lQX z^Z)xJE-sG(W)==Sw*7w?YN*+e->Avxfd3|~9PjRG-CB?Y9JsR$qsCa2t1m!mNramQ zA>cpEMI-5^HBR*k>bjNDky0k_pZe#6y8qyZ~;Uf8CJ!?lbpPs

T#ipdHU&V^ zHk#-yK+?ALy@Opw6@Wkj=mLH5W{?3{@@QCnD99*Y(N#myC(O~YY8MiYQ!GSE=$&HV z=uKJnNKl!LaHLGsmD8a8{?NQ@FL`8S>K(d?ExlaaN59^}T&e#ngU-2U?{cXft!N7f zPaZpKS)~Ix0j{riko6=}9KK>(o&MH`aGJ96nT0IV@T`Xs!$n(g)DP{bEm-;|yYEsfTW5{8aYhyE?Zb8}&3b(sN zC-p08yi_yo7hY+FgK(So=OLiBJSFcEcY5EK?H6+p$ri z&T$9Y#8`F|;9iW+Dnb&WRgin?(5CTPX^tqalo&#<&#zfyF-xlAD(270RT(L3frFunX&*Leop}W5Ghpv6fq? zB1VLZ`GiZ&_)U|wgbSs<7YtR9V(D8E@rM}>METYuaN@YqWQ$6pVh`-J|v2hp=q|e><=Zw&34dvPYX5<+~!DwmstKkC{Lfghg2N zLCr`Ni()9FyX3K_a)Hs={OPY~RPqQ)jJ;Pafi<7-)A(p|A(!wCGd;M|h`yC0X4@U| zmlDOvkZ&Xh3?Kr4AUP*~$XDo~){B-=*c^MXG>n-9GAIt!?Rp^~v^wiHD;4yBFo~{N z(9#yOxXs~va2=)I14PZWXyYhO($;$xP*)v5vP@vwr@@o0kyowfFChooZ)#<}T0j}$ z%-1Da%ApFOaijR+9I0GB`-MhW7wy}n$(IPJ)?gbEF$h55oGjCKKpJw=P;K-NXsDk# zcgbaWY+V4KNUNXo^k7_MN6qeiEV_nJUVsHjI%LLD!ql${>Hu)6f6`n257)rN6Oqn_ z3J-N4iQW>4=P9S!B*S^bRZnnV$9dgRdvD)Qvd+gVVb;}C(r5?FXl^8}UdALq&Im|N zC9ps9nEi2AY{3NW(|@Sz^4{edU?Ta$qN47g`6-HWwDv1Smu@p542~Ao*IauEj~AV{ z9ZZn8xO(542cQdxxgx6HVFLAQN!{okO6W!^eQzH)!uQlk4=98X=reA}Um>ut^o6+x zsH)IPw^uOBu((*Xv3#*W`vg(RtX>#0F)rOdq5)!#*eK6?0Td|Y>A$z3ZyQO))Vr0p z%3&N~{3XGS1eB-~lVqr1itFWLkVOR6F1KPbUet$@fOoURYgYB>V|D})xL#ZV*QTE) zQM1()>et$__fSkz-@Jk~1p}qUz;k(KzVYKvOcBuWnP)0R+)5|W z14dQ2B_QuRYD((A#!KE%C^TOJuoxblouwK70n<~a?TxVpk_{y^LS z{YTY=lWvm-{)p{`gcfkbRw$XfHvr$le$*c)ZARGOLpCkxKY~Nwf+5DiTI&^zkqs*( z2t>W;0kDx;$l9pHFo8BLH=_D^l9A%f7B|4*5DAS1HNauAe0)T;4nbP-zfRB`@@Bck zD%r+4B`97A>~u6lV2tUTxETn~guUCAl2<9A2)U8(4KYkz1tE&JChr|ssdCe3(JE$L zx6$r+Kj$TD_}c_o_8@Ht4lg+4p~(Z(ZOH@n;x7o|@xg+b{E+;(%@X`CzA2pqIU_Qt zlbp9~nG3Ih%x33ySrH-pC&~gNK)I7l6W61`Q(y2=3{@wPwg*w?h2d(qw#ntr@O!Wm zmNf35`ay~VIbTTmd`IUONz~f!gqy6WWwA;Q|4G35pB`$9C`5uR4KBYdL^eYlj;$Qm z{rg_kvJlrT*o+OuE=4%zMsLeo<31XYlcH_~H9C|vFp}Bglh4%l1N8Eu;KpLie{p>WfuUmWj#| zi36cIytpX?F={Jj|Jh`Q`92f=THv>*y6R*!fssYjBPjjVC*I!aIwVOdW}~^O2Z3h} zEH(DBmnZM`M#|&KzjRt}j^OQ=vM+d87Q1nBLe5(tODjC+6yhbo` z03@mJhyb{RqA0ppRtvK~MVvS$X#0g*;LA=V{3db@M2Y{5?pCht-5gY24)2voON}sf zcN|eyBlEo+0U<&c`Q#bz37QKBk=eT4D7Cix3@%n0qE{G1_k#4^QOCx%O+5{H_5Tcb zF~kTMM7l?e*CkpEn{K}^Nhi1y*ErxA(07c@plpSvGYDJ||G)y+`!a6rHTxZVcI^8K z?pENcyD^xWd{VNSA)ivfIHA{9HF@%=CmaUq&%si4(}Q`|@pnF~@Uy8X9ekh7AH>fK zA5oxnH6U9-1-o8t7G~SFTQp|jNLY7 zh(T5K`@Pl`}k8R;E7+b22QIlvOq7F^~zrs>6Y=Oh+BfraJ z;>n>Nx;07V#dVvP3zYjVK=|wM7uhBm>O3HysDUOYE-Gm5C)3c_e-Q}=eh~dGwa$&# zc$Ioi{&q(r!v0end3Hhnr?DB+j1PZLS7a4-N(s16OnBKaiZI_BlNOT24=wv0NU;Pc@x2U> z6^yxzgmF&2P zAZl#DU0Z@k?r!Z#68sbwmD0>(08r@l({2z$RA$Wox%&x8o9cG+6H+JgW3?q^+dQb6 zb-X4WXAqEXi5CPnc*pSxJ81gJtowzhAP{;|rEw7o^r%vw79%qgVs038d2zw0%^;o+ zrzBKM8!8}$t{0N63T)WpGW)`>JeYxf~gWOXzSAgu?SP zX-u*97ZeN)!oN-C%zRtnV%1AabYz7+NcN)#`%SweTX z!)-A-?~R{^XU$K5l*@nChp_Q!Agfp4x~14vR*A*PWqj^W!}feI;X^2vtilu3G2toRo4j9H2P0#;$!!gX zpm@yQ!)mheZ^;Tw^guMS3EsMOKU7Ru=Do*IgY=$PFE=pDhH01wZTlpII4e?obW zf}i5(>RtdcER+!Vnws#MGRn?*HnIT9&~7IPt|tBk%$|H8AYc#mryn#y71q$b47YbE zZf+i}ZWYj|q{}26G7iI(u8fZouMnSjBV^`)XH`YZz|aW> zEn*)bQdbG3HIWB}i#1OFeZ29zgKGvF{htaO6N}9&o2r49)(+94+N*B(g{0(3*P61Y zhHB68nJo1%E_J4QflK+56aXc56f^vcS2i1p1h(y|8|c<)Za#0c3Y>E6M!+O@yvb8> z(P3$a0dh;Pjv5IR^4a)XanXaYj9?^R53}596lkC$!WbI*H?Mx!T$1*7*>HaK+=~?* zL8CUoL)m1IgA<=%FV9<_G4U6g0!o z@IS$Dy$eKGDhL^sYM{g*8)XvJlg2;UZtkB(dC*l+L<+f5DV4!^gcSWg;gN7qSefy= z;8SJNEuEk3dLc99KoGuEb>1JJ z)CMDAk=P>@bINp`XrO&ru{(_P*$(lKwOLA0K}HmeQM^dI>dC@``e;dfHA#CHP7kB{ z10n1Iapen2S(uk8_tNx^v7>q`ry!Zi`*~A&^d+;Ul!mUJ*&fV^86uUAy8oYq$Pvwm zfWO*B47DU&2kpmJBqYu2WZa^gRoGwzat}8d;CGyOLm zV-gK;QrN0U6l}+a5T!t*;1bD%#+%AuAy{5n@?1P13l2@k&wFq@Lql8dC?uvE(>bLzM#N~yzrJu zKGnr1nvp;D8`Dg(8TS2Wl7l#((hLf})G(p-3U#!)gD)X(pS)I!e-Qex;}WXV%QA07Pdt%a4rM%b&XQE&qzyqjo;~ z`r-auJWSp`@#FC{sa}K0c!w%<_7VAb0Bdy4{OUZ97zXMS7#OzAvp*R=dm(UuE}uKf z?2c|rxwy=I$AG_z)2GnNNBljP)04i}H)=})=!*S(gM`M=DV6vFr%OE`Jsh@v2kc93 zB2)yF7VPym zT8y|y0Qks(_1-bhb*m)A0vBJCbPSzxxQk*EJ4-BqE>|9Q_;1{fgox0sXsG=Sq96Re z#ugGuI!8=iXW#{}>tTD^1!H#mgkh8Tl=jf_9v8&x0)7m>q%mD?hC^=)(4}=?pICjP zhNs!{`Fj@i0*P?Ly<*cvBo;;(B!QUm5AMYgWKqKQI7xXG#h*b8n*AQ}y^&ux_1YN)5jJ5$m%Yx(G?eHZhOb$xBvVYP};8 zJ8Q>f3eKmPF?PF6P|F{}p{5jmiP*I|u=i^Wd83X<3>+e(3{@o$>paM!xwWg=|Jy}t zUdtGMss_2^N}vR!waPT@YaTTGQ?o20n;k_|%%NYBUyk$B=1o4jvx=!AQPq&<=iIFd zqN9RIkS5SFnnD0+VHrL)G{US>OeKA)xYx0okaW5}#K@5p$o>TBolk4_A49zHT1QYUm(g?zEg%8Mxxn8G#*+ zryp*0_||Y)4`p)%&IyoOUQhEA&>nM0keug}Nds-^-ok3+ zgB`a+eYy=OyoWpu?ote*u6uJjzys(?aFzZf9m@K*Br$t`+-B#GxJOG=H}Aj##qNew zPZO~GKX)xq+!2baTnWJrW*)cr;+>xeed#nS$jnJqK}x}QVlahxu7GkpTvin zZlFrqs};15P^{8b6u=9#n@X^8bKU{=3PO_TKt_~jAi1FwqiGbO8g|gw6w1eU32nvMUcSj2tH#v z?_k6Lfi#dL6o8tcs(uxMQxixtC2H6l>{n8X9-Rh=u*0(*F8JMt;v`vqm5R>+Jz@g& zbC<~Y$ON?)YoBi-n4ZIiSjcH2I99hp%Qh{^7XJ3<_*9*36%jF0$jnkQV<7*5~dafTFTK8{M&t zJq%#vW1Y*{OE6hpZsac#nh4H7QbGh($S!|=rj$tCQYbEK3q&>@pMd<{s5aHzBZtad zc~{0}rVF*IzJP-QEn=p8w5=? zLxZu2gkL;l3M?U%9WU}mZ(NMYfsHwy-s5{eT0De@<7Ouf3XIJ6DewZHJA}`S$UqW2 z+&K$?6GQ;1a=I|IF_3b5KaUcy62G!mTTtVSxy%e(b!B;zLZweuN zqzxhrMOw6Y)dYbA2m(cUBj;)CvbU;%V|Ntxx@bj0o~X>IIR~~0>@nj??6SP762ZzAx7!Kj>fbW2hfSKv+_@-;%Vc%=%ns5=oOPmI5pDDjwA(m?(_q zXzaRQ%dB3+BE+OaJ-)Vt**QgZ|a> z=d4M9EIed=HJvU28;TPoJKe}Fzl@zk#Fh;r^od*+2>TjjFeQR4IuZQM@M1|QQ$gP% zN+Vrioy;BFoTF7ogFQEY6`Hkm@qMwjsLr4q8?{&}ZEAj<{@Rk9Du^ksZ%IiD9v`Kp zWyE)_y=t#AVxZ8vJ90OH-~0C$9>;s!s^g1i!`G9B^>}he3ue!}VBMRV8t5{;z6DBg z-_7>LnIQ|!m7JZY9}?*FUIQ)9StuFbmvbpK#|@4!8Pc${Gv-CMgWHNQl>o;Bh0I;M zx3+UqBJiRSD_?6liu=COH%3l3ij&mrJx_eT>!eq>-S>kinpMYVAW(JB0wc?c*~!f< z4~yqY0!*gXdVCP=cP#cy{9CH}2eGD^0ekhuq{^e0lYIr1&X1e99|{3M))f~kPIW&< zRVtq5UW@QsC+oAeY7Q|ogMy*+>EuB@hDR}%NL%M&r(hUon>;Y)r~Z*9-YM4CONyaO zG1k}@y`x(jre9EI_7d=(LnyrGJ#KW61m)$w9$7htk^yi4J`xvfBl!_d;<0W&`$H#gxUV|jF0tb`( zFC!k7N#CsJsb>-A!!+{b$_yUIo{@%iV_;)HOSg}$vhyFyw2D7BW1_sHz&?21kTeY=ztJ4lk_Uon2lB&F2$mJ`p>-Xw0*Wr5>3k%+5zBQa3B^OPRLXJ<#h zLnKY(L;rI@z*5=?J~`Y)y!>G3%zb|9Km3D~15sIjonCvfY&a#iKe#<=U#W@~wLf4WbPwx_0kxUS;lcBYTcU4rcU!U~={g)jMxgXaZ zTNm+l9ER^DPwl~jy6Q$bF5UI_FSWG=>A$DrHD%mP8e2Z7s93vA?pBX`PS#IUMTtiy(JgFv-Xm4D zn3slep0i$7pgvYdSXoZ5fI893BXH^W2U&Bm3PIJJS136y~DSC@i^sRPK^14I^>Yx|=sH(zQQNheOnJ@wx`{RO^I5Q!_TvKy z=w(%yL2U%&`eYom(u>r8zn`*9{y2JpR&jQaTK9OIo&4B4iy~FpnjGUjGX8wJlw?_d zr1WO9j)yU?Zr#eZ@^%X6eLFF33Mb9D7ZZ8DEbe%|@ljthi?4dL=$!WEb>&O^4#r6+ zQkRY-^X_$SUfyCPU5Ct~x8cj^v}$#-snz6kQEu+MVrJ)`*m<#tU&-M5@%Hyq3A>t? z%_w>BvgKwbd;QkUc(CA@6X^Ux{`~bJWP1NuQtc&(*El+>wZhs;c35_k?aA#XkPQOgmZ8!Cn>KTmM$C&c|Sx z&m}9I?!PCVLN|CfsD`_j!&k>cNSP3g)(l6voLiu9|N78HM_Ms?C)F9)gP0R z7urrYn4NDMzknaf)t}xt=a0koQLF92Irxh0M_jefU|MuEVTV&*O2c zK+oM~txc1zRr{!ov-862wc4h{dl;?g&Bmt&d;t!QWSZvtdw<^AVGXF<6)#J-eruZ7 zXdrFX!9>P;cQo!t&j!%#^Q4v5>#8(Zxk^(*7j|UAbai6I_NA?kr&en)F8K2$k5!rK zGD9gH!g!If^Ql`)2KvSbTamO-&n^BJRHJPR2nJu-w9!I1;){+rZD>*TQqgp|ZLt!|zYBNBn``pFGK}2jPZB z{hMLLrrtd7*8^m;Ncn=(<)85cq>I|&#mTh;ymaZek>|;5=k43i(?Qyfn}NQli@fU> z+(BdO&Xk4?ugiR1w;?N;4fp*=Yj1_kQdymPr$~RXQLnm!*BA(=^yZsq4Qo|4`_0Gk zES~LS_iFc}$cv3Fm5K}P`@NZDq?aLIMzU&|?Wis@r#jlBq z`o((k(kZ=hQ{yay1mA1-Xcr==f6#jvwRYz1;Sg^9zLVJ5{1nLBdi7V*N@HP}-t}Fr zmWN#AJcR1S)3FWrmHqR?T|1lMG{*lit^O^P^7B^5>s8(PU9A7l@@|vPOEs^0y;;5% z&uyt7(Dijm3A)8t-qE?^=IzE4iSr6CUS-p>-}%Dp_vpIwn&J8ABeh#&`D;V}BhTwV z!nyP2mL6YxJeX>PLHJnkNx@BA*GkpJ=k6=*+q3ZG=lDKt$D5nNPa?Vs4T%fY)<$v@ z+C@p3j<&^Iq1Myx(`pwFN9RddC#Nc{`P%bFPK(c#aptf>ZC*4k^F>AU{u6xR+7{{T zwdudN7^unI4x8axqu%#j3aCSG#I#iI4zYh`AthnL0O}u5ca5fc|MeJ!&0g)UAW!pN>@MrUN7GstG8P&V2bh>1nm;`FIZJ zg8Y2_-b4<9kpGieb`O#et2t9^HecliKb%oFKd|c}J!0y36k2aQl)SXe zkT1?xwYS$CHDb25Y%*S+p+06UUk~hPR1h#bTehu#40`RXReKz4fp-i$wcmtfPR@uHz#b=O?xQa;qdaxE4B}I+u5qfw4;6E zPS+9evAa@AZLQ*^tNuUR<$s6hTVdwv#Z@TcXV6hb;qsD(-CNGs5OJrLK%BMo%j2D zl{c%^^9QcC-9fyk1=zKCB<=yUERP5B#|--IEr0E^G!R1HTKHtuhjrz?h7$O+{2uPr z{$3RBk}Zl`yGbXl{Lt)b@sHgFDAkPFe1YoncZL1!YsILX<{^blN{8IyV$`a~#6vpI z%TCw<&I#rW{5R##Txl#0t}hffp(-R9n}W_jA*MNn0wyJVye*f`GVM-1&`7N}i;El1lf(RFdYR0p$f0@4E6&;i zmrskxFEw0VdyJd0@$e?!ou;YrBwNWRR=kt5?$1t?=H;?eA8UiFy_g*4qAowz-b~?u zZ|iZwo#$!}E|$wT_a{d}Clo9kW<@)##me706Y!`bm_cYza32r1$5vCp`-cD3hE?mYA53Jj+y2+E*>Y|!P zH+L+f%Px;fs4H2n$)w3&F{kM8(j6+&YL1Q2rt`iy1G!(Pej4f=ho)b;4IMO=T~vWB znN|OVcK$qxf=+rndMWg_kwO|fjiz$Lk$N2Yg86a#E4rP>bWo7@`oq!f_?+EY^Cog| z(E(_CBgc689Az(2&9>Nb-Liai-<~R`C^UD{L<1mi4FDq((P4v5<`s(1 zoz6t$cK;Y?QVH%bC{|Y&dvQ}cO+{)?jZ4;PzRc6eI!>#1ItR;s+Id}E-Xt2T?pR;` zdd8f`u^(#u3{UR)g6a`;ThT%eIsy}#I-uk%gxDxAbHM6|jK0FtyTu}M8{`oXwy>X!s=SgFt z#7S=Ba$NXZp;%@EbmL!SQTrYMBa;f6iM7LU6VGg^_@%OP5P}T3YdXPrO&7JCGyn8E z;o*5aMmerduWjP%lVLtZWvRE~It~n@TD3V38+5wA9P99UKhOM*pXB^KnL};!K(Ppe zn)Lbc%$zyv2ElWcb6%z6a=D*e!f3Dw;k-m~5_OXa-&!Q~;~>|W+}*R&ZDTFv`m^Z~ z-zG_OKGS=Cv~<_u(IF!vpX`S@8nOg2%&@>8$gc(#Gj1@S%oUgxOU&M9@BX#Po$V|@ z9RCo3q$$`h0aE~o5#mTAk$7hIJBJC7vFfO`w^DIy(MzG%dy&p*`$9D`bCcD&`^Dc) z4Xw+J^pVu3@YV7~>Z^k}0fkZ-wxkpl)8{TFbQgSFr+Gbv+GvuE`_0eyuBxb~r?S|H z?=)>6AFT;6)HlNoZm%cjg-t>0=L^NCOXn~9OT%mON1cPY(N}}oAJ4SaAKq5MOOKJE z+?}1bq45w41woCaX-u4N>PihuO6KP;_xr1l?a#NLH9=^HH{;Y3rBA;Vwv~M9h3~nf zDzXp2UNX`+Lqr7{C{!6Z==onLE7^ZRqYNj?Sktn7H1}mU;{N7&bg|i4&9~otdhKTU z@Jf+gTMF0rtA{};OG;i;M>_i$r-T_@lT>Eg;JAZ2>-dA7{{0Fcm$$&=mJ=2~Oe#t= zPNDPt5!gAWyik8KLb>?n*2?nB_AF`4b1_hr-XVxJQIfNK_F6FZj*CyQJ>!miEs#Cx zFULRT0@nf){Y)~n6oM6Fh%F$QG>gTOt^;*GS}3bN!ybP40>NrMuaYK^*8|+Qs2`!& z+2fJC=b^0O`)X*lTZ~K#41VC!R-0pSc<=2 zxVV3AZ%bCKdaV8lA`b3c^|~{8JLor>m7PTQycXSDvE|Tg*h!MvB;SQWH9+}5C8yUA zciqml7XKmR{dk?I)51H*E*YdR?)!rqB@VN*&IFWA_2Rutb3+bsQfR4JAGluC4hs*b zM-{VO+?O{HBqGwYasXM2yz#?LfwW%k%b8PdNeT_i$D&!i-Ar{5J}~^GQ$-{<1kERI z^o{fPABqT_!pQW~>}=O?qGMM+$9R0KThgD3vZy_p3l&H*gK!;R2}}*Z5%0w`N+zq@ z$*w94m;jOx@AKhB+Pji19Yz7Nz z$eje2kioz8o8qwN3gzvrG#mGz<@xX#2dxp*sLgf6KA~0{NaaaGH9a!v*t53IK47G+F~)wH%J2bQbF5kG~8hvt{ZRNzPerw!O5s0A~|NU zxo%|FjII7zTJNC6(Qt>lIgo#7&#Oe&_MG)+rTWop7Oz0d^>DWFfT_df_$gptrrC?v zn*DlT)h#F(n>Z4?9UxE7JC7i%uHz1A1t4i5G6p_(>n+}#vQpBL^lQ2fW=ayTsHjb} zb$DJrPd8lBe@+SMxIL{}3#oh*BW)f#x8N>ALWTVNS>#Z+QTZ>sc4vBrUGv+YTR}TzgP$%yF@yw!-;K zw70E?NY9c4iQs1euVJXni-M(U!8;1~{gliKX1@+^9y%!Z8fkn?15NE?Cen>C=7p=R zjx0c}Ne!4qngwVR^x!D_yV7Wz+rfaPWdKvyG2*mkakP~curDB^HUOpNcIuz}=yBPQ zjL#XiDZH6?TBTN!Au4M>G`nUtpJaHf<*Zy?29^0;q@7Xxm2on`>kS$uw85~WA1Ce1 zeZm=ky~B7N^J8m*ant?AnfD!W2VG@%Tth|V)%#mW6g*V^efp;N>~e4xZ_VqE2+F0C zjmKEdh2^A->=dljkt7|)&5lop3cb^TV@;ti!|~t6pE!e&d<3sVEK5PbN94rVKA;g4^_MQE!h&Hs9oK5*&MAfx$Jt8Ul6KNWUQWDRTeJ{Hx7RJZh) zRChK%esH$pyO}NKlGn1y+-o~-0;{X#6Zeu<4sbuv6QYAH!mZjGj_)t=ye^ibJ>Q}j zH@$ya3QBH9_wzihp-vJl=9OP=YF2YMBj8k*xL&Brtl5GzfX}%p8=9mqTv9lY?}coXXHrvegoiaET+g)6hEQRZ|xbe(=5jf-` zoDz@mn62l{PJLOu9`mg=+R*XK8P;qE9A5($r*9fE`^DoN80LY~VYP*KP`tLqQGngz}F+CVI1x(}ldL{MG+i@+YN9g+bw}%P~-oGrV z9#U#XWI+u*)xhu4ONUzS%iznb`V)~V=PswlhnsGmE`&y~$1dbtj>lyd5;bQFuZ#5` zTU{EfxrME+yU(X-6BZ(vpU+p@J#?`_wq~nKEJ5oA=PChsU8@huSN%MxAf+ zv!@i_&W~|%!=4*nLuDUL#IUC@W^~s_O&o04elHv<0%6)!;nz$>eb)eJwz0g}F)=U3 z`yIP!^NG-ijTc_^^Cva>$GAy8G9XIbrvec=OD5wxp=4YEuTtU1yK|%7YkYh)u+qG= zCKG2yetYsE^A82t`)KCLEgd6S0Lg^2Zu5qXaLuT*$=)upH&mp-6HVV!Ww-kFp6gpvIUNp;mzmJ5 zo$u+htcTW3!s%s|>fSbg{7_+K0xhg)+q9;C9*9gc6xYu|hQ0`wsS1q_LN|JB-7Y1N zVI_)VFTt*PUo3_5y6r@|%qP)$z9`rA$NX%>(hs|J1*GQVO?NI|M0|0}OVe}R?wYLY z*LW;We^;TMJVv)AJX91YrOx^uueG5#Yn)uP*&iRK5_Yj1QJgf$d7jUfWoY(kQhls*#spn2jTc&r5r3>*w2z-vyX}gpH+YT1~!TkH3+hzZ}fb909l0I zfxN*4Jj#^W6Ilu6L>k@7V4UxhGGo}E6B)J-0>amBF}9vlbHpz&K`PtR@MZS2x8jV^e!OVcjh<19WfiND?;ZCA%t#> zXADk9)zX<=Q3__#>O9rl()n+M_{D)sK;4>z#E)e5BG%5ky5HiqGJi;=%Voicu36Vs zR>G=pv8;UFVvK)Etoa1l?K85fRGD3Ok@dQbR}{IBiO2T|BEUoHsjzV&&3s1NBrg6j zi5lOn$$?hD4;2SSC=MMw2qc@w5f+vv($I*nE7pn;><*>%7Q4XTo^>gFKJ|U;qgY(C zwVXi`j~ml(rdm1V-`Ya=Ek;1fedZ%kc26;Y{U&XBJ(qH}FU{=fWcs4TRXSX{cP;%& zK}J5l?N&DF-^N{5Rz~-|#%5dK?gxPgkv#=&F$It3c5U z*H{WnEaHPjR5~bVCCw(d;?ZV@yd5+@{2bim7@$8~5{z76uH-Neq#jL{4`0X7H<=l(Es zg$Z_QY_9T;8%mvFg_-`n@w%b#ah7>e@cnLtu3lXS7Q!OrXrUh;h5+FeUM0!-7FrKi zj;6KtCFRKs@3P6>h*acMrL0V6qfqi1m#X{IRRN5`H5bvXU|=u zCQglJ-G(0JHIN77QE~TW$=wEFOnbe$_1mO%x%Tu~qBuWY$CS2Pm1$$|&$gsaZy-jO zYef+=k;|fa>quEt!1pp6bMCX*+4to3iOaOs{x`0iZy57xovxy);<}iN1;q)~A%0x> zu3Sj_`}-*kox0uN=kt}FxC5I=U#6#!!{lX&G{K33d-hWu$ZH&AWi-q(DnqV7BlTSJkUJd-&3AE4Pe-4& zpc~7JRAL^a62R{}8RV<~9UN5R(vPEVXrP6uDg6dH<_6Mi&NKwhg#z~s?p;yq(_R3$r!$$PD zeG7M1rnQ<{0~E~6U|aD8QAN<8gL~jh6c!qZOmbxfhlRm5gN=`m-|)n;hF)8xVmGKs zY=7MY6}SSpmF5q$hk#YFm5`Psh(7cs6Hpx^&u?5q$7b zet^}fd+?^1CP=uHMF-5m<%12G;3M#H;RCpE4#J8DQZ5-Z10aj;xI)zUQT3r#Vzav7 z`Lalb4PS7Qn(Celsp!)%V`NW9cXZn7jP%+yvcUr4AG(dPQN?x`u1T{U;**6%eI^B` znTI*crV_HD*Acoq=7ht(pl=cTdgV$H7es-=eB+L9IEe4z(q{u9i`T}nM-f*h7y0&e z?@??Bf*@T+^T|#}8DXrGQw{azfK!~H6V%{+QjOSykVbJ%;z@yYhG)}K+I)!h~jb&f#*AE)NmXVKWK>iGEDv*#Ie1~hfp1yRTmp`c zjvzZkK0!hMHkrLI@>C6Z_?Y|zouc4hMo{$XaAMv|yW)EbH!!DV855ZQQ#L$vv^G4q zZ)$;7+3!q{%($sZ#R=9Af`C@%8Zv^lp>KCSLPCG%GERLpd;Q2C2RV$O{eZ-f{YuTG z8T}ekwB!%p&pZuK9ZKlK_!7CYprxQ&UN2g=p>%(SL?9WKLcfICVqS(&nYxsh{L|rb zJg;wK>sbig3$ON%&tP1d#6YidO$DS3H&T+y=z{*prfaAO0cUJi{6gdEGT5+m6xcLi zB5&6MpO=q{DlQF^Y;5Q8&0u2wc=)yt%|!<=e3bbPP@s!gYcNR1)OV;i;DhPP|ICd9 zd_NNP|>qgH|j z69f3~ftCW`_63J1a{2#H1~tq7$JX$v?7Aub<)NXmT0fkZqfa`uw4_>5CP(|S zZDmzKm+=3?$%Xa$%{3%N6x^|5Vu+B6N}2i>8F7-|;$c}S3G@v4yS@(Y+9nv+s*c5e zCAO2_X8$oF^zZUW#eA~(vLcO^rbGaKeNQYA7R0(Vy9--6Dqh7x?%1Vrp5 zZVQJJT1A$qM2QGR?Lzso{{34v0wLKrDJDgN8zPBu5ighP4%@u?^yyO;k9-EPgEb`x zzDGVhK1N4Hi4c9;#X#W$|C7b-jsf;J5U?Zsbtf8^-S4hB01|R9hEASHn}h%#?5xN2 zYO7n9F68I^{XIW@fbA&=`F1#wDVUR=zYD^;!b5_K`P_vJ*WHYX{A*muzCf~(#TeuC zz&5E@*0h13O%SNKMGt;o;B*alQ3l!vcYS~BXlb20a0CYjw}KMEMn|=1FzrCQYxF$X z)`o_Ae@1EiQ=>*NF078gW^wgWERSA! zg0U|4UlYg}5qKKA2Fg5tr@Ne|!P1dJFg2nAj)I$RX7A1*;jN!;GBKd>=rvd?Y8(7+ zuy;Wes~5axmlVn_2A&4;<%!-0RI4WBP(XysUS&l^z$ze{Kj@q8e($pCUprD<7}bZE z=!BXldJJE>H?TcFb6+Z1_)z)?A3s^hk-#8|FaA(sp+s921hQPBwam8HF}Y;_?ZUEO zLF0uc?8IStw$yHn{=lZJ`Sa2=M?4aT;waScAn3Z+`ok5RzGEu{$J%Oc4CHN{dug1Lda%4dQx za+H3pUGFDFKIQ$*gj2i#1CPO0!o!Y-lV_J{0x?Zyt$(L3TLG-V$BJdsl zYIB)0{PmjWzY{fRb^>+iJ4hpg@;}o5{f(fxpAOr1nT2zRE7j{y%dJ-yBprPyT-2@M zpv8aBl4XK4N+*wDO6@RVn`9Agme6Z#pg0x$-|=yEK}@&G1!f=xXg!;ZS`do7`U~)& zg&$!3NvcCBINygcs0EWwYhS^3v!h}3RFe92m>v_>k7tPJ|7q{50^(ejZim5x5AJTk zCAbX1B|y-@U4j#W+u*Lj0t6?)U4y&32A2ev5F7&hlXLHXHv93u-+7vck?#Jgx>na( zT}8i>7B%$W%?$P?GN$wB452qOnTOTV$Bha^T9Jpr2dEWB`foelGPBj$eUmz&YNHw9edHy%||Bt`-$H3j;ao8lX#Jt$Ob zlgQ1#Tz{05yj&SGluZa~Mae<&0;=06Ffjag@dCE!IK4&SsxA5~r6I9@a%d~f$q0Ge z1nJ+=^s4s6e`>)VLc^u(zy8EyB_t$-Ju^2)zvJiX`ii}!rN!A0*3cZ*ff-hQzp$|H z*o{_30f$6j8`Mk(ZIKbN^U@zqFyJakKmc*F*Y0i^JonN(`oI6$Gb-)ge&Me;sxhU= zzVAFhEK8wPX=0=3)|{EhVEGEWe-IE#2rDEVbOxu7iGg7f-s#YoUz4^Onf6VMmq+&yLfnQ<~*xUP-H_07TdjQ7WcUQu^Nq27BtNnFy9~jDU92uUP`l zc@-5Et*w7d8BiqfFqJa8Jf~A6BkS^!2GMxDr;k2?*)?H7b#A*t1WUuGCe~RgAb<3$}h$98aeyjgg6iMQvE=4%;JpdU~AT30NUek7mSy&fW8_q_9RPuPS8JYekxE zl%YKrir~}_H#8WSgu=*d+#bv;Z~PVn;jnA(<9y~G;0REfXcjcBgmb0(1wjf+*{`E{ z`!7h6YX!9G3cWq5jmxZGz5h^rEpHelj-c<&2}O9QV2}su1Q)bf>_JJo)Wl(;&$I0T z78Vwh6EhiX2DIGt@GgZd3{t+M<;KeP_V(IZTz4*2RXx2ZID}rad2D?WN!+*nlLJiM z;VPvO2^1n>uTdK%opl7M;!*Lp{|SOQ<|w0Cj|SDYCgn87AAW4tI3be|TbQtXmb90I zr!}!F4jOsKfmsM=u&|67lF-jU2t^PHa3CU(3|vh5?0p!DgYT$8J&zwLY!V6K2R=>2eX-F zv(CnNI$oS8rZ?$DW1mC)P0;Y*r-hOVofsTA4K8~EnZ##1V$zF%@7t)IoroVGjogRi zsi2RtigJeMf*<39EwPt{WK?(&NHyzU*hZU(DsB}Vc`}*FVXFY(fhe6@vg_h0V5(@u z-Wor`j4)FI?CBA$T&llmn%)gC5px1Xqf-P9d_H>kVUns*qHID%g$c#yu02ij*R_f2!B{N>Bjz~qBO)Y{cY|ZQO0VOQ zRu7r%KkO>zFQ0(V5=WRs_qji2)}6_}FqYsv@{o!w$MOg8iS8i6fJ)c!z-qni!j_uU zCi@qpE@EsFxn}<-zuTowSiG%{1T=FFLUm+_tT>aDv}kkLl4IL_HOevD|J()iR6Z6t zE6=4Yi-mJx_XY7#B@BV!C-1Mh#|C)XP3FT(u8$J`Eo|IQxF6f=yGFE~FWce%x zLbE)mQ|d3L(txe^P%<)Z#1rX*^Z>J5z!04O0e15vS=8z``nIy7UuFrxf1mOl+pFy{uuh$6qVEz z3<=I1U2F5MZUdzdP=OLR8PghxzNvmI$vi=g&GcI3({P!6nip+cv9VnN&?Q(SoX1{t z#WQP$NBrX}um}>>$$Eh>DT}F&&maK&6n(=QL&YG#-QC)s>7B`gDxpw1#?6ZzDJ;9H z6}5b*RaVmAK$Hb0JLyeBFrQe)g>nSQKS4l%H&vKK6qxLr=w&*!NcX@^Ni)u^sg^i7 z$Zd@-AOpn&nff~zm6D`K6~NAwNF_;+jlvJuCuGwNel-9_7}`P|R0GCOp%f|fZuy*? zF;?pES+y6|Sk07_{9KTx-E7)ni195IK$Bd19=DnNfVBg-*xux!!mI|FCch(5#pd{+ zd+nYqr;wUUT=63dy<6qMZA4ss#jK zmf=F1DfB$m2w z-4vR=Te4e7U6Aji^w|Ro-x|4%xURZ?U-Q+8H7~&nXkCY`4y2*Vul^FyQRi~j_Y ze1gtC1{ny?J2X$QSebp=c+i9B9DcipYS&BM>Rk9-Yfij!c6XEQtSD`G(4-YsKIN6@ zL5QJ`h9a=)w=SNn{MH7k+*}B1T_8gBJ$=B$;oO&NI=sq>(l~>nDF_*+ zBpm^kY#!(JvGQ&%ylmL#X35{)B#dyQtFYF2lOofhrVWvLU2~*PX>j-Z@t|yW<8GMgXvI71VPRg(&o_3WO?7aU9k;KOqMSOCd#&Fg35yMtRtkaL zB#Ec6ts;^}G;ZG$Hpc^yEpNhK?<7^7a$&uo#3`+)=zq+uVU_q;iYA+YV%?n78@~M3 zP$%S~DW74hOOBT;qU-LIoD3rrX&Z8xDYsE;%~y&az+IVN&tG?*Y_#To?Y%oU5iyst zT?$OI4{4L+I+Vv93Ho0^`S&z;ftr-X2&i4GihISPEgs!DT8HuhEU^cpYX-uQyh#oY zmSrB6da3NpN_2ZxMahw~4s~xMHlf_>rQLTj3egnSI=nxf=YeM0cXELYqd(Z_=79A< zIN2Jq(Q?Ms99KZE%Q@}8J@30Pz|jo7@j;?*aPZ^eWVXE59V$yv?=liSYNCE&g1`mM~bYpf*P3}+C;RpBQ1Y$ zmiT-scz>rtg~T-u@{rBxi47YgQz)8f^I9R_E7Ggqxp`FnkeV+`e%51PU-4Mm;dfU5 zYopln+J_S-7A!wTJo!M7b_h{C`p_(OZY>Z!CNaRc7gxxoZBv%MEf(jDCS*)78L>UE zyu37-8Ykx6E47{W19!&qCiu*Vjx6$#dE==fuJ{rQGVqgWN2$IZrB?AnQ$V`Ztx+GHIy!GY-GXa~jlD+Jjvj@25z>AA~~ zr;n?b7#21L4|Dvhs&lP;L=ie5h)0ef5z;1Cb`DOWY7N5(Yf zdE)`()a(o8)0@UE6&%w}*Kw%5xeo%pEf`_$DeFZQCz z*5%Bi2K%7ce&0+Yu0x42vey*HZX^HtdRyHrL2lH>H4bUJYchPq#KpTRbJ4O<_t;HQ zs@nbH;?-#R@@0=BhtWo{b+b)Yi`V-0(;jn_qt}y_ol8p37o(~Z1TpZAgT7s@w~*U| zL!rySod1PmyWud2s(?p*%aZy+?}%{0E<~8n3qwWt z2yfN!{y=jw&Ix$Q9*4$*Um63U$Re1B#!gL3CnTc3N-b=6mREkBlW4h7iq5Ugc~%U} zYaG85ZELKlK08vJXrR+&A*@)xN#GF9ZJhDG8}j!%UVbWnxD&2y+xh|#AbP{Z9wuGA zXqMoFJ}$vZfD&?#Bn!-!C_C$;F)Fv#>{AwF4{Ph*tzIs32-93|)_{lO=#FHHx?GrO z!xs46Ybfh#@6wm-?(?NIU){d>M|y^1nZr_%R$VYWEd)15gTrl(saloOG9r2G%)V{& zM0J!HE2i^uQp#je(!H8D^sWjV%b9D!&RjU>G)~Vo^E@%ABpfh(j(`9+U%u4?5va1l zBXNWS7i*}BidLXJKi9xB6@g224fcklI%&5~Vr5nuED zpA>!bst(`X9rilggGlE&&IL1jB!l3CdP@32R=r!5!%E560pI?-^&Z7j+g1Ql@}6KY zzY+_xRAsCJN_@ZV511LiYzjm^xtp07Fm=nQ6v89wYlHAkSKaxhiQ&aXmuR)E(n?_9 z)|hNaL}+`wtgejr(EuM5tj362!vq$qOjsoVS8OGz~T9@}@VHakO61V;S$^lTS2 z4n<9>VuViEZDJdms+$IVeth%`t}bO@nA;c(Vqn!aPdarP5}Y%hn@24w>1gzI?(sQx z7&Y?yk-YgE-`C>oTPS@>iS#@Zp38W#y@T~~bHQ+9b#wb!gE-o$uUfHn*Kd{pCohF~}<_^#2Pi2ZES1RRD(wFIiZ)Bv9t*Vnw~Ls8&{2F=*Qh3lRsa3Kof2(m)b& zLD)A$gY3I>l7wjf)w1!+hsTcM1opbiGyK@@vy6B~8>8Q|4r+cTpWppSkTaHZ_S#03 z?VE&h^Ka^Ts>}L!>bB`t3xY&Nxs-mXFr}SQ5@Cb{O7y{6(rL}M-%hp`My=iLi!aRf zI{e9>z-q5II~`eH!tpe|oQ`?$U445bP{72INq#0Hv#TXYI8h#5(vUXxFkG3fwVi^y^Jvu_))FeWstLBmP)&oCY&I_ z(8anC?tjJB90Y|4T<9%I255PA8@kV&3gH9HP;xoJ9~>MQ_tG+mJJDc!QX^d1mIwzB z3p_g6EktZenHIS{zL+y@Y}!TeX)gkyW6+oEjyVe*&o}A0egn4u?%T6p_ozI`I#k^@ zQ86GA_P#qa;9!M=##AhpyEzt)9JAE6(4u8Fdd#oaT&++jp5LWyl`Xx$Z%EF_y1VXp zbafn%J@MiMkwxf{O$BjWxILAO97L?%Yd?fteQ3LlZkcbs?J=q;c1T-BYg`Ggjy7fj zVcmXK&Io*`c-P82i(;-yh@i?*z3>$QnK(utnw><5|E}z}^*Y&%qa5>%AzZu7%Ifm+ z;w1D-*A3vydpHK5H7!D7@UQ1f^Vi{Euw%Ys`M4h)*BJ?_)DQPJebdSBPD)Ce|MqCM zviXH4K$<-osWUIRCm!mNR;8Tr6QXkSBkHNz@~u7RL2L+;Muv@Rb5BWr{v~89(W}E> zBLXSedWEvFB*vvBC~L#oX?7h$c*Ueqk~%}vRp@9*OuQ~C(G^R5QSR;DBAIqInvFWxFJyECDVKN{F zP_&0?>FKfLseO)I(KJcF$VKpcBI{s!R+QIz26N zYD`QZu1MR9C+etlnGFXd-rXk+-(T9;uCha(AjeU&>6#b=0HCvV+r`Q4aAs)mYH`0= zBqGn{B^H`7$uzxtg}?X2GUJt2xvp^4Zs+i&?Mvtp(qenlEScN((pFbq7+ zWl82ssMBCSv5mHdhP8#kN*aJJZOlDf@{L+5nr-18Ze9H1;yP*;Ddx(-(NV7k`;o`X zgTj(AqUTFMO!XJ6rNwdDbD z%52N6uZU{(lCYy!(`+KNlaoISzqPz>yhb*GAGnmRW)BomA1x(_BoHlq& zaqC{gu)t@@YADfRpzDZk?e|R%V|bCzxBrh0-#z<`^N71-x(||N+ zdls)`aSJnUaLr?lzV{W?#=FeN1=VJB^Gn4*N=Zt-shgE#L6>3h`9zfz5_v0+#RkirPgF{9uy zge8oOFM4ujkB_*-!Uv@AltQ_d%hXL7rKzHD;*YAlgHT6quO53hHo4bjMjyH;o+OlB zM>5d#B*d#_p?i!xw87fYmzgr+S`<`OI zR_-r2wXuiW^IcLNmETpbsImPJxwpUoX(}qKjIo++W2^P9)cNujR@H{#_2sWRHa_6O_vc;f=nOR zL(Np(&n{aDRXbNi)6rm|W*T#)*_*0P^Yj87I*=1Q*=VD5l3Rm~cSbsvhFO*$6)2y7 zNAGaH{NsoSFV~1k+B00RVTzJe!U*;JvzQ2a7~2`{F%C(Far8m2ieZ>i`~yV;L+}PR zC2a}E`?;%)frN0ZSOzaculKxF>)w64cSyhpYa&HIQRSANW9J+40Ev73zQ7?a>N1V_ zH~w#wSxYSD#=L4vK87YBx=K8z*;HEFRP2ivu{OUXiRdH>i{gCeCQtQqD;l2HNk-&i zh^r+5otQqAVUYJlK-H`=DIzC%cw)aUu?C<~lxp3@@FRquF$@`>v+7(|bV`C!4{SUjqA?DEYc> zL3daoIUC~@c+5VzL8G-+Qx^lpZoP=Uu9B@Z;}2H&FR0aoAO=6!^Qt!9YD}j=@i6%} zG$yK<8pNj$Q9j76s8w$qeX30;B8bqhalz5@$am$m2&cpyTykiAmZ;{D$mxY~0!MwF zee>V|FxV7bqp8<0FHIm=XWug#l}Z>hZ6iUBX#MP%k_Rfj-Pp`3NlTE;zv+hVdaYwh?Mq$$;K zJDERoWMqU(Kj^+FH5#Np*oXZr$JaRuV&YN(Xq7E~+H;jrsU6tnG7TnW-$XUuK}CO) zmZ4tbWx{ZH2>Hnh@?8TAK4l_&WC&Vj9+6c4*S~7M!f2tL^eZ%U4F+S<&SgGkmYI56~ChI zzLB)h)TG!ZWkP*j@B!i1C&W!2%{SV{&pL(fCWi zZ&7XyWQwJskBl%fIqD3qU|f=zIo;~HM?}%7nr1=Y>WvDdp1{~4Rt;G0t@AD^Lh?Jt zn^p5ZeJXSgI$lb!9y-(nPEmva3sI6ib#?d3v=6S~a7qj}lsD*eN{u3r&(YKg1ufj9 zKQ=iloL(Oz;?aQ~TNOUv##%!J&gXk)RdTJZ>1;O&RlWzX2*pyUtNK$3LO8cV81_at zJ3POy=zR0)$XsYo?&fLfW3lC6p;>hON&=q*dxL^_ny^M?u97^KGH)HQcO;`tG`nKUEyNu}$ zs=jXkq-eR&fgYmDjWdC9;h*=&ehC?TZYxJU+L{r!(f$)#(@cGXwy9bpN=~lj6GPx= zVD~}e9t?TC+<>AGiJ6zyyeHo?2s|Xl55|I?OUI&yGnhIt+KLsw+@?STy$(c4P@;K3 z3hPCxf0G4GQR-+je)K6*0bh%Y5dR1a3w1^ht~uH5$RRA z35djKLPaI}41+hri>vr~Z2HEs<^_hP_r!yOijg8 zi0MF&VC-!Grf~ZN;qhgS}R}4e{0es@vfs-%|pQ?-}8f$*jfqCJ%%2pZv3Y z>|rg?xcx6Evi>a%V;v-Mo2>I}M;lR@-N zwQlxj@w=wY{4{L5h^-#O^bEMSxO@44mHyE5H11&UZFhQOedWQ#OB!ayX^Z(XLWguk zSqMAF%D5mMas5l>6$E*9XUt%*a;Xqz@wWjJdr|lK6DQ*+MyX+kk~DIJFoZ({n8=~( zJ>W}+Pw?U|wfFPksL%7X>?z;~PoQaH-t^vOm`(&79IXtnN^1%iiv`yutXC5IHK&Tn zS6wz6PBL;L%td>xCb)+-TFzaT5mDtZ*AIAt{a=cWbulZ-sv(X>vY+`?>v!BnoQx(q ztLO=OxsBgUnjdeTHpN(D>^#%Ms~z^ucTqXbSj~9(MDSiTaqt0 z8Gti#dm?(sp+nr~6}-8I&`uCd54?jy@sfVBzRm$C85S|7>P&xKOJprVMB+D=&uB}Z z?fqmbg)%;g@ERLDOsD_pcltJlV0cm+^hZT_x8>J!+mX?I`d0HHwY0~o-7=v`*(&ZMI}|^ z#cFwCW!Qs=6)4R&uE4F)*||A`A3|`WNBnoI9}hCTUE|d{cM=ib4PU^+L7w`*XAHD=*B7+5yRV8O>37QCl3Pp}V*O=!%%!v&39M zGj)?PO-XIC)z>Uyv`!~0f_5jtZ~?Ve6K?MAw9zW@LxWK2PtSaoD&RFPEUI;K%A3%e znMNo*;>Z+RiW0!z$Vxs)29&(VLccl5${l{;_-P@8_?YMg*ieq=CbA8ahoA+Sxy1hZ zl+wtEaPcNfB{=k+^$cYTe^iRQke{1?-FS8o1+St^o*s=d)0vJQDH(8O64O_e3v!Sr zy%ph8!uZPrcLGv`piN3Hx@}&sR!GqijYW|2Hb{-9IMb(B2;_fzJ_9{;F!f8}E-Dll zebW<$)iaqC>%U3!rGO}PFRbBvnJE0D6R(z$`qcVq*yTEB;|rc8+C>uUm6TVc^)M;B z!=vB&cWXyIr@eCg>xb*611*-erT(0|z~E}J)0HK-?ihGM>~XgB5Dincr~#Th_LUJq zx}UGZbD=ncI-x15NmKevABB0@_3bNEYL$&|fB%GJLOH^73*$j9g&Xk3EsVWj%2BQE zGHU(E(LZ(RYWQi-?W9xbKY)$UBs!0f_+hw;d5nN=%fvKG%$KD0Oheha!nx*i@1!@S>_u07>3_cJO2J43}yda$@ZxInN5#+<{9iFB7 zu8gO{DIup=!JjhgAj0@W|I8lJ1cCJXr~oX27u#TP^jkQF`Gf8dv`so=e{Ub2rt*9& zG3fG7C@Hihkt%|H)U0LIt*QKabSgigbKgGuA@QJsQftIC*CeVhg!oE+-=!lsD8YMc zHYu;Xj90ErxG*iMI0TPwxYLP$`6Rs8AoJ3{pZ9f?+#pKyD$$edmUK?P%u|2+0dY;YJ2+)XHYVH z5a)w{B2^R_^GGH@r$8vQNW)jnC_CGSQXpG`KD97dAZH)xIUr37i_xwuM+HUM;v@V-pYZcK1ajHuI8B?>XRwV&S3 zCV2ZSZD!l|YE80CzWAtPT@6E_Q%Q5fh`$?3n;TNQT#IpIgj09-cNsn;TaioV7g_d4CKn z^qQAa_8f$OdpG1jrg%y80O~}=8q(CnK7A<$>O>?fbmttJ=Awj>uSqOca@e1Whq(8R zd!rEaUx$01QqjV}KSy))vc?2nz?&kr6~JQ4qT=idMOAQ{@<^%GpJd<7laG~cr(NPT zi>)>z-xjSqE#1SDqc2bf|Io-)>6Qy@bB+wrvwq>>jzs85Olg(T(UFQEfwhpG$mE2>fa3; zW2od~meUlvlVn_9#6Mj1zI>IsMBs>ekIcGRWjdu~PDZ29y;J*E>I5!<;dQ(sd(4r1 zs!XdOmFJk%`6^kD+NAUg2^|_)pp1Yld0OJc?j9ePvCQ8aYal@#18KCjpg*wfR!XAOr-EJZwaRPdnr=b`-26b^jokbx7%T8KKM6h_1#LF?5nbHHaBtd_^ z@92vJsOfU~oYjx%y|!@_m3mX@nx!k1_@`i`^{_kopEzMj^Sv*6BJ1V5#u2VT zV|Jhk*(VuPCl>9tPqELe1Bx(>vvHL3L4&)O_{x3SPmDOx$nFCJ|Ay&LZt-WM1fVhv z+npn9ZK}3b3ge&>7CCRCcVfut@^HpjMAVuzk-ek0>d4?jqkXTz3Oqq~$W0)FW35I;986`! zsAw|pol>KRgIZbO3=LaL{JFRP?V_U!O$^@MEUY6Y!n?Sm_uOl5ZnEzhpKirF&SE-l z4;ECS-+z*jQErv^=UjRU0@hmhRh8&8mMrIo0_TU*-`R;r)ovsO4rJe+sJFD)5=z>8 ze{Yo@3&Ie)=GBs*{b=po!n0+)+3q5FaZ&lSpyJkV-vALf za)ad09g5#qFN@k-+)_Ty*ph2f-XArr#)-5ZUI3gBvchfmcw1C)Bp>|FC!YE#%UGaUvLhce?b{cOz6fZ~CkvUcNA*!SBat$K$HM zH7(q(dxzJDIpEI)|F5Nl7$GSu7YU_yj)mm{1wVZe#9Vfhe#`jc$A+*ZPx#p@H2(`_ zQ8@x@t=!`CGTI}IJ3*+jaVOa?aYl!3yK23GSN$XG2KJZPzIVC)p57jIFUIy%w}!6` zHOrs1j%(lDm<4)xmXH+RV9+(^^as{zWk+Z6A|i*Zc_(;vq? zJ&C@ntCVezk=H&O4at!p;q`s@Tc2?8s)yoK6=W>~-|L1qF$0*5G?f#A+y!j9TFPx# zDP_Y3p7#UdXA$Df4-KUzfv4-f8^`=^w2#B(sdf5i1C(CtV;1?0*JSTxy`FOXxAASU ziy+#Av&SMsw`*ZJcKbMNFldAKkxSV$1`ILsY6KO#dI|L{~k8fmKsUeMuX zNr_wIGO%>PzA?kzC_}oXuBDzQFv`JWqr#St)%xYNdp)_w?e5c`^B%7)569CD)xiey zp~U17Qo5Fj(#wldO;Y{^J*2D0KU1m8Nj0t+>11F1?oY)%4{ps2hWktBmozlr&Oune zSiHTcHK!2%sx6Nf{Z2TtGR$k#2XcaFV>RVSJM$U&*+aomQrRxJUVotTqBwb9dZ z)Y0-g>5YJv1A_nprjco@4W$h>29E+MhA#9%I}h+gl~oSkHg&Cx7%#NS&91Jk?@v|- zTIlJ=bu_rAtplWZH49Nux%I=n_7x*CpEkvPwg>JEWxCXb+ix5FpSs`K!xwIMJnSz# zZ4Q(t@M;N%0!JO7U$hCf4c$Ro?e9;&J}$Lbs=wC5>-v{4Mh0~hqynxN?r!meRriIk zl|~*d<)UBco;=mLE+Z%3j&O0rR|p7i#4>{ zlqu@PxIg~3nrJ}6jjCvOS1*5P^LMgp{4 z)JuxxjPXxAgTXTmh zLWScT)@RC#blGn}IvOAqcr>)SKn=YT1zn%vfY}{o|F;~z%n=D|3C6q7hL=JF7zlZ^ zkVdFe?>aHbKDq&s_T(_M4~sIVt<69N-W)Z+jdmuWepOC`Yv8_`!&}=?m6t=AbairE z(joAnvl=rq!AY2Mv}C za56r;MA6^$@9qp}G2x_G*cZ}FDpx1Pr$Xdk5$36xjRMuWnL+sUMCf0bbyq` zUKIFAuzohL4cAxX+La)hfZf@K(ckF&0G`h_u-DV$OjELDAU3PtN>Pcc{|~hGInqrl zx(%X@+A+T6z0)jbBX{paAH(O0YrODIM9Bs);wW^n)9fkT<4mW%V#;$Mh`_PA;U%D- z-s{t4O?iFV)yI3TuBMK7j449)y7<+fBpI0E6xk#^evHQ*%pk5e;?3AYX%dBa#e{e$ zWOx1i{$IvYxycVt?pF+0>hSxCV__q<3X@-l@s!`cziWcye8739%tKw)0tcBszW?~N z1FHuaAdN;)hZhE90B<4wvm1}12YlZ^T{OJ4sB2g|o9cj)<{0mnuW|(#=s(?XvW~k? zZ0cO58r=?~Yb-dyZvc9yDzjHHpsyj5Z{Hq2eB|iH=(L75!Rb~IPbN$MOV~um$s!Wa zamQcU7#uMkSRx_6!5;X)7DPy+3ci(9{DEO^MV%`b+t6FA~?KL z%gHnF5EzZsc5{E>o1p%K>3*HiagvI_jbwhS?%x*q_{l30cEeOHer7-Tk|Q7PV+t8d zY0=Gukt>H`F&j>UHD*Q=+>+A@5O#&v8Xy9f_IuD6VcIe_ zRXf@L&h{i^q*?%C)R+5nD2u+F>|X+UB|;eFoss@+K#jcmRgplmZG$Lx*?(gv_${sn|8bG}EXLc`VfoaKCOA=1 z(H(h-Cd7{vR%9}W{n0*idA8pUoV0-VdN* z=)~`lUJ=lU`PUKPg$(Q#X4jcN0l{$b^GAFryGIqzEG|i2;`q|C2I& zpuiL|m^$7bF${NdV|403?Cmnwak}u#qHl zu3J%JAlN9iF-3a3U9Up=o;*%jVsRUj=vW>n4x{vJtg^)U4GB`Pq_`UnT&QXKfDuN1 zv=I}686C^8^QUM>6AC`pMG$4&6q7hXg3#8Vj8outjDr*g z_{xA1y;_n)Kiq!?3Nz6+VDFZJE}t!idoB3C>;NPI$kv3?$LXzshUXE5+R~b7!qEzc zCPa*cbM@`ploTptn6$;Ds}j-=Bz#5>te2WVb|96*P%val7n@fQofvWDB8cb2z>idf zhWrPkbC-~P-!=vA6?X0qe^k;7bIxS8ipf@McVl2GgvWzatL- zgJoi5l$RYw`Cs1Os6g8Gyq;M=MD6qgA!$<8)-$l3F-Do)3>@RE-Nd`*|63|@@L@@S)P=Z_ri^8d5{wPb1iAa z!Q9fK(7uR`Z_(OH-2Nn)*5uEIx;nN!<>hMmW*NJha?`rE4d@^yd`wR3l*NgPY|aK? z`0yJMfm95KJ=4V4n6v8U~k(E54-BR#E&v6O6^NLaVFsCO!3_n4mB*L4jPo$ z15HjhE_wY^Lo2m}J*UbEi+;}>mO^Ntj2#W-QXB3u4$f}$}zky01&<{t7Aidy!qzv6hCYL!nKCU>Zxk*Ia zcs>vLWpNey6BHFrG`88S?|r+5rz}=oBS%T!N?zh*!loFUmlTI;RAn=}tFOF#wvonZ z;3DlS*hr;d1bdQdB(%-*Ltj{7H>2{w%SEDz-oLeo+2q}uOop|KjhBAZ6UUX8KqJ4e z_|J(X`p3S+g7)m#FKWu_%qptmNQU#fCJU3Ro=OSh2cAfVkNzQxV`9Yx`mPp~;**7% z29tMB1v$!r7QL-+mSK}AH_3=%INjbI-osPpxGGn{-V*|n$dN>?7 zj50lCP4XO}r!{-yR7;!;i^P5L2M26IEF9hmD78|{lXChm+GI(k5Txatl zWtcY{pH0r=0gibJ>P98kJ&IIIvxOe+T;==;r3dcQvb#rs5(DFCm3yZ*obE~Rh@*v7 zu1;^DjgF`3`{fe1XH%tT&Vs!BRg%eHZr~vj%jG}zan+O?$abQVy$=T~el4OD0ZC}E zDo+$waTF5+lH3?W`a&ejYaY!eh#?{(s;HYp}yv-RW^dO-&pZs-0AICt<#>+`R1BhN99ORUpZCIQWB5_oFsC zaD*W(+QneJyn?0dXJK8++Fa9}udP$-?-WVBs@F^o%P~M9;oqUqT-D~_o>>6}zcb61LLW6N+jzQE&8N<$C@!VV zI}~mY1+d}X%?Ex5;h$T$)-0+7xVsN=E!K=HHabf4G0@=Cf?8NHwOZ|LB_q8kc?O7@ z0~W3QKy4^P8#w;y4pg{Zfh>>)f*lRDSfSX~5gah+Dx1OFTrb2@+WRV1Q@sK!fc$Kq zZxF*RkEgPb!-RRVRXz-@3EI8xp6CL4{D^o;#<8uzTOH-OHqotI0?M-1c6zPZ{b9P^5KvhO^_&g&>W^Uz9k*6rK_X3!lgJcxa< zt*ft$l3vhmF(szQnx!@WEO{laZJc>UrDq>A~-SIbI4t2eJHU3o4Q^6MEl` z@C;&plj+u`x%ybl-t394Q`se!TxD?Bi;k=|d8C&UQ(dH+uu;vly<8s^Qfv5n-a5VE zmydwEyq+(m0ZE{2_jzj*DcLGE3Lu_}-fVJP|3DwoZ3xPkK28{JPmQ%0lBK8H{50Hf zt(nJmChh-0_6j>Z^;w_bU^d~>KRIyzsO=YvvDSIm37W7erKcZCXQkz)QL-PJOuGKX zmod%okPiE9?ydvvhEq;Jsy`lFWye{&<1{d({VL~kN;uk9YqH!nBPNF`l<}CsDcN)Hyh_hyjsnFk1~Vm?BHhbz)5)l|sPH;cbr#2v6b{g3XL$U;V0#r!FZJ ze~-^HrJFCpB>v~aoHgC=L$DuW}KS)Vw?~yPMC;#?ZaDy+pq}MesNIqI>9VydG+lsu&zan*u8z z^51>wS-hw4Pdc;FK=3tYSwV2bO6Ntg6xx#V}5@|~MiwFn_Gt)3Tmy=iHJkL2=VPmofNzg%6+ z@rFO)ntNOGgQ7<>dAX)_mlC~U{PIFqK3*TMZP57S%b+AqX1Qjyo7;g~#K4-fT+L(4 z3U)Jn$rGnF$%stw0fFdN=b6<0yaSZ;QyLyp^r+YA;b`A0wRmgBg$Yik*>LydJVxF> zu%KSby2E&UDB-(HAr#@|=(09RWqtcW!Cbnh)09%Kd`Ft(f*R$p^H3ro!hM7J4SZ`P z0s657#>c)*DGV$up=Do#n*$@r!;cGwP;E@F_nW#3)tbc$Re0;X{aD;%4qIj%8U`9- zY=!}1yX*dF$2%)dj2p!HNRZ}YgF?drW2bom(eao$07x&d?zA+@x9O!NFgoQc)G1Cb zc*mRNo@x!Ys^g(aX3sB|A472?2O%*JCyjqnZ<`bRRN-x0+wQqziWPH4L`Ltad)U67 z&m%wiH6c2AetfMQL$iSko5bx&9Tk`5;1-eNb~v6sPw``EB%Zc0ol93?&-tH+_>Zjf zDk5}zJbma5d$(r@5VP{>e#?%RECtu zZcY=yLhh@6)RVH+eD>BMhd48L*gY|>bMY|sAMALX;(|rLTkh?M7QcM@TuUG@aT!0- zW~}up7l>+St-E2|mF_jB4ijY%8jwey9+OH(t<-X>xjC0PODJZ^VW)Okp5Kzh8Rf(o z48xr-t_4exM}_4wsnV??k=x_*8YzH#Otn?@Y)FuQo{FKn_`yBmu{h7I^zmiGuF6{5 z*^eYAxI}6^zF3a6@@1)G)Maom=pO~Ueg3zwf6u7_jYe2ER-Iy!ww zCQ`k}q@Qk>(>kOgncHb_PR}g|H>qr!#Z2j4-t;nRA&5v9fgLgCY|Fkq2xDI!<{ib? zh{bVGV_J~lXp!``ADr_Qi{tM^`Rw-t1D{XVcR{)`Ve8*jiXOm7mfyF8J?)~LD4q&h~_8H7c& zar8EWaATWl@S%>_p8bic5t*gx6sfUYYz- z2JRc@W)1D5Z8&2E*fAOH=0d%-E~ThqRc$04vP2%R)KhvbsCWXTL~hc9wRy5-mmOT3 z6y552S)XOT_SSm7v=y>!7{- zX<%XElkZPMWrt(1B^?9{YsrM*uXVhAQwHD9g@zL$UTdr1U zxCpg(4qFwgB{yk#spD8iPqt@Fuk%qvZ!PoWkO z%_1y+PS2k;Kbb~#ir9H?Y5E7c99!PQb_ENv+A`~9^(cjUniuy_IYyes#}Epxs>U3h z$b}vlqJvl_(gu+CEPHFAf9$Q|uAGAEUc5EddZm7%4cq5~q;(!_;>B7((bmI*Q{!jP zI+o+f+WdK(p>4|L(V1#bQR2tv7Qb34Y-TxVf|M~m7wKEqkMx7 zTea@=xsh-sk19!`92c5&@PiFDj#vA5tloz>V)z|KvomK#g_XMNU{R&gGaP7DL&!Ib zSrTUy(Pe9O6{COOTF!3$;_mY)J}Go3dKNoWk@h}p2qQ)+8*=O8=rJjE5_lkq0>B*eA48s5}#Xf$)Bdnb1xyF87mSj(cQtAB4(+s zmatg((o|V~SOkr8YMs`AT^V$x0vZtWh5aZ7R%zMwGAytf2>GA?I_w*R?rdOJ6t=|T_a z;5;eWfDe31*!3EjvEXLuRC+PLrb<8RJ(oqbBGcpg#wx7Dy~G-mVVFWfz^x{9FzlnZ61t$Qp$WcKtiAYBOG*VC z`s!mr8mClA{Rc;!5BrM>tzIpUxdFSmQR~j9(pe*NWrc;cu}s(t&Elt2Ln>D7kF1N5 zqg2LFNI=$y9Ff*4F(A&d19M~9`YDwRw)o6lhr32O*q0hDt^+j=IHL6eaukK?`weR(Nc@*5hl@E@I=L`s3#pP~X9&UAfkZYZ*a@+39(5trUqx;;) zG1)v0_frM)s`1hxl$!|)Pt(&KTnVqEOFoJHJ+N>`v#fN@mKf!JA*;XMENS5`%UX^zgoBd843~?iF*Td+Dd!+(=E!D7+x8Y&XGwev z7eCMv9^US=ltW(Y!O=M3{+Wza;DkPfGz+>UKmmz%-vn>65Re&x3qv_qLpeYfP>#Bg z$kKBU4&O?M1f{I&6BN{AoYpQrRKTHr1XiFZAwdiGm}I~ zg)26iqIF0YiB3BYct+u4GOKz^FfAQY_nYmeSFP7 zW=h%$P6)N%i4*81jQ{3n-j9~|$8xih6Vfd$clTE`?7FkDldT!pV+_TiUU{U6jfIkv zWH3uWe!9uG7DrOte?IJ-yAU-%2O_-5@6NCY5dcSyA%9KEQb4tHR$sW>yo-^eSMt^< zcrH#482&Pov${XJO9QjvthM9{Bu_f5Sc{xvxoy-V&syXHW)(6$R5FGWR^)tZV&Oq> z{;Wt_?sSL2<{KG~+)&Lk3T+Blv{`KK8VXxi^=|<8K-p>q5ro_Ca2237r$?KsfAuT~ z9EG1ZG`3nt#+8Dz#_oX=!`F_M9lK|lecfAR1FOgxhT{m48_+lu}w(;=r3ia1`e{g485t85ab)$Y`XIpw! zPzG1NFUvQDm;DY~yN-kChH&D!+GS;C4P1rzEk7MyYHW5m`uzl5;l^~951wS#CFi6| zAy4Usfz9hRM1_F6DCrBjOd&M(55Cc@cgI>S!vwl_`q#(&Mo!7Ym)o!`eSnW# z7{2L7H^1^9@ts9U$c}pQYdof061}C*^<_Fq_L76Fr+ZzJLBLxUN^BC;XVaaTS(C4^ zoX#^rJ=z!*T4f4-k6-GbDTsYBALQsR*qs+kH(wtwi}i?6=wg*Be}t;?^qUf?*{_Xd z%_=?<@GXQU+j9%-TXIMaog*7xOyPt0gPVTLO3$F&#HsP|W5l(3cK+1X!c9%M`vE2$ z;xm^_jb16Ykp~#se`jymbW@6X0YYBva>6qH#{YrtW|oW ziqiV<2CNt4T;&dfv-mRQw<$mNQ0^pQkX5-##s6v{rPO%AYidXgtPUrjZ@P>yN2>v^ zaa*B*u{P$Plj zs>%dZ0EphN!)5Dg$mvC=t+5xHCM0XKu~!Rk!y=N7NCi7xJ~9yPj0Jc+DfG%-Z%(L$ z#ETi0vPcKlS=yo)QylwcZRU{zLn99j%4PcEYc-Hsxl9h;=gp^hQR$i_iW7-lgrSbaEe!QmcLczFa{>jl%-h&Xt_ycyR{l6bJd@j66X zb(majbZ(x*EQS0rgx2P*=u?J%;`4qm^oIVl)q&aZXL-8PbrB5O??tPf6`B(X@ovXX z^u}PVT9*3p&1C5Jib=Si$^^S}Gx{+afWsp}uXD8wgcZr+&7tkLF>OuwKL6 zNqtx(2H$#b6EL`EaW7zk>hRL|^yALrdW-(LF{rV)hS!;-H_BWc7L#)&&qAnS0)D3` zY^cQYy8`W`;;Yy_PH8H5wlZUeI;Yfk25M�YEhb#XIid_7M^mGRSt97#yD6X3tE% zhtDz#FdmJrzrU|+^pu}o18TQ_JcV|inaTelio%VB!45v)9rOvfl2mZiwU)Et9cZA; z6BKe%TW@Ao`FehSL=vSYpA9rS_O?wVuE|#x-EX1yfqjL%ZZwi|OcKS5# zTny8NeMyqCkYA11RPI*S=h9_YeipGS|3Q*ip)Y(`(&-Z&PCzb%Dt0J1fLrAQh2ON_ zo(U!>!nVLxe9lmrISbOxI3Cd6Vl%E)g~rX!Q(}9=sr|efQgkuUT(|L!3iR>Jb%CwfV+pdxRzDbE|IvVPtTY4+gL*w4I+dtyz zwcs24B(8REJ4I4!nUmvAmRnQuij2!D+JA=Tzb?G{>(2LeElDgcoj)&5y-*IjEt&$W zes~3=@bm!Comn#{!`WC%jqXK#-O>|nc`ahgQmYZbZ`r=Ns_F`+f2l*Sa>-r}Zt)MJQJ$yg11%yu zcW+8ffv8->7}n*v2==p;!Z#?NqAJ&E9t!0qKB0aayU|Yu(K;LEy@T2tB}`?m%Or=m z`-4Gr6r+KVWn!z7@7=Hd@P;vLbrslgY&^6j^6i5*};LS*36utbqyZNBCkPhGJ z4Oc^w5Sk#eJVGgdAvBa^F@%7p)XE~V0Pdq+W^kRBU761M9Kj@M+Iy%0okie!!FYRP z*yCeksdsN1P5rw`;&HJ`@pscJ6qf*nzCL4X-e+j|v)!4n2rL<=Xc_&%(e?VL7e^+K`{DlsY)##Z1UKzOFTmgsthBlZ|-IcXQ>4(_dKI9=DKpd4(Ip zXO4MJ+u~WUj$}@aX$(&4%mu;oY$35@WA8s85uY#z9<9+1_vZ#%V(>^e8muh_8xD?R ztUv0GUR!aUQuCZXscTv{{iQFzL)p<+Ca*6kCeFE z9S<&6jfvn7T&Qd?%MCX=GypztZHO9HUf?P^xh4G}Vyi7D0cL`>i;AzR&+n*q@^$bv zA(gj}0i8>2~*Y3*CT`eg)z^FV z=MS!T(bV@(wJPSoCNlaQ^Et2Ig;UP)!zDf&&Zyl{=G;=58bE<1=nHLKF9B! z@G3NM9m`FT-oHdHBB}JWw^4<>#B11&#YsB~@#Jw|B1hx>gIfWV* z#j#m$EhM&Zc86A~+=AYqBsz-q+wTAWw_9Gw3lX3RZ#EmX@L#xSQEs8f z15TvYon1&JWli}TJC#;}lrw?9QaA{`s zv|K;mPxrvUz(z!bKRml9Cnwi3GF|X2=Xq(|e8#&#tOyIyY@1?Qmn7Kh!9xA?6@YXT zX1rK|kx(0WgE)U$B!knrL}kM+eAS3Pid`I?yd$s^A zlW2KaOXxw4VG_c`cA)g)4w`S1jsaYFIwteplYB306#6>dI#2G#SZYurV!>>uawY#N z5GRJGBU|kKVZ*%?nM7YK+BZcYnpwZCHYy^aSJk#0xRX_fFa7G}yN#dtaNy;k5{>s% zr9TW}d-#~Kb$Mdi<2E$7*t|C)^kQXRe6Kpq!E@U}XXV3uR;PQMqa&Sut08IA&^gRZ z%_dAF0ani zESAE*fi;F}FZH>ZQMPm$OmW2qJkI&B_Q_GBJJ~*vp(+~tdCrc*?vY%gpT}wo%#C*S z8Q=*EAUn}`U0knM+uk&lWJo(^Z4RJE*+A>dZCOQiNcI|%L|P*jNB^HKLL{g6Gob+(vyHZffu?i9;ZKOX zOt0_w9ty_$&C1+>Gj%YxSq9-uWPkIcLH8v6>x=119xXafBi%&hKFfW@F10E?98WuS zY(CfHNt$cWW%c814M#zv49{UoNdA+jsugqWWIiB}tM<4K98X`uh!1{H!URjt_{#JO zz8=b=1<$M;`RK3}IsA>&&1H4y3tQPr6WNA+YIyqU%h86{>%!ip#zzb-G$&Zfh=LLG zYy7EtpE^T4h(sN|wg~JQc{rhBPhot1{QTTNO_IpZ=ca%eC6z%FmpJ9(N|r3KN+gP$cSZiH zxf1a8PD>q$<=*>Q3+&1fgUgMDh6cv1)7ySZ5TR!U5gIYGxcFec&uV!>Ub~i#@grb# z4XIXx*>11D-r@$IFG`P))pln_0djkVf{m%T%f&-(dJOFF@bGe@?R=d6n1Y-tr$*;% zxKJEfdhrU6dXgAX!p)P8baa|Bw!cQ@Xw3)4D3H_8iatAx^JH}nI6ud1D13+%o_xh4 z=ep(eWy-EH%-^itP4A>c*MUkdS6<0(Ig^h6a|hr8)&l z{0&SP19yqQ@QOm41cd?xC24F{9H23FSM;Vt@KP>x$T4@+$}AJrsW3CJda~0~#nAej zS64lHrF(^Y=-quE<|Hc%qY@0%2HpMT>l^g)$AO$eEOmY)jZ`SH)=O;oUBnKY8(rWP zg#@LJDrX9cATd&RSy1|NVq>+5DbN!}JdXk|bi&*yZJF8_Dgomc2>#(9& z791e@zqA=CN9_A#wHz4@09v3uDvD@n=a!rF=My1e3^B(IRG63Lzgxx$f4h8v>VCkM zO9gj#&6kn#DFgxXd1jViL8I_`hr(hBzY*oqHuGPF`JJ6a>eEVQYxST_(cO2E{yG+o z(mYX<7MXrE-f4-8BBH`nhoi@CztWF-l9ped-(OkD4TkAo2G*faj9=vIEDlf4OfD=# z+_btz^R#CzihkbT-&0htt%&aqK_-Z*C&DAQ{&~<|gG=zyz0DUWpD)i5Qx*v_cPooW zZ`#u;iszIYvaA^bfc`G6kpulss5IQb>yr>1p=%Brh{jy5HH~+@J?RK2YP(v0xK>$i z=m4t_c%pkZJg6x-f!;>NZ`$3~R*o?lwW7Q0a+Y$qpA`lDH1!6y2g@dPUKD%w`ulg$ zIY;86d_WHiexYO2_$fw)M)|p@9M5-1b?26rMwvQ@2nqx(IeF1q!NZTrDUYKwM@#G+ zQ?lK4jlZMWc(hsg>6(o-POSWZlo!n&i`8WYW2oFjp_nge4ShhO5#eBzk!hADYNtR+ zh_VQZD%&4oMiX9H8-BDvX>6v@6BMSk&{f}DK3(!J`4C5*ty&0vS27^dls9i^gs3Vp zQMuXE;7P8*DUC)RvrHV*emTyYM?+sl@5ecvU$|hG+uIlmOC!=F50tW%XHP=p$DU zq}cReAFP8F)tRnoq5kri`r;qeb<5?%r^_P031#o96jotJ2ArEF&0Bl=u0&*1Iqw0@ zUyl->--lc7>rSm$gj8{Z^c~|~Bn223>s=Z*?1P|lbrg}xQ_{D#-s+L%r;8Em9J1YS z2}DW?4Gh|u115#BLr_rf@5Oc6K>?eEhEfA+PaQbvEp}ppj3MmSgBz4A1^wwehs*1Z z!a>_RS!qq0@d?FRsa-in8T^=)A{*7=WIvrZL9;B24my#k-OjI)WYHU01o8)4=JVye zAO(0SbMj!pru%jzcvPrs6_M43(ft0mx$WGn&B}tbzQQc7cGTT9iG>sQgG^+(C^6U) zttXE{cHnk63e=?LniLL8Yk)=&z>N7q(64Q9zm{93vO*a_=i)NSc|@;|t&yjqC&0=h ztD_@^>dE)lI`)ahPArMP@#-kVf|0u#*4g3dO-^B zZOG3#(}$pV`?z46_Fb>~&yrLCNCY6BRzMk;mX0tzX^5NK@V;SaMtDuQU!>CAu~;V3H-$0Rci2E)WEtN3s{gLAQxgCY#po1OT+sHwM#K{CFzWkBR$FW%OS)#(V%ke;NWycGiQi_b^u2rGcijurm8= zM@xkz1}F<1dSPMY5f!l522q6q86feKCG?_L)r!K3TM?LO0CN~=Z~x6#?gztcHQwS#K`g)ubZ21F=03exx_f!9btsEhfloL<^t5!tt z0_-+b>xkMY5M#RmSZ1zt5#*U6Ap$1hNCBp9i<9R6iC7xBAid-ffMfW^y&^3O&eR{} zS6hoh3Cn%x*O?-228WK;@2g;oOn?F95sZM&amwfxxRiT*q2)Uxs80_3%TVDt9zgP@ z*Bo<&6^Au5_E~+P1<{rGx699W&4Cz8C1U*QnY}((dn7g66vTNX2+U-81v*H$;K>1r zWh~>x61YKO1oS$TCCud5x06DBO8CxExnw{yh-f10m=o0%J=GmHDb-_RJrbc%#f#hn!f0*QR?0F^j7)Mml zV!}#gC!^FUb?XY*(Mw{LG-TP6=N%p zgI6}~TSLH6CrXx-oXO067TEEdF>p0}Gjw%wAlbnQ_G0brgND;PDc<0v3eaL5xf-|E z5>KSQEw^_=VjM)56p$M)3e2FYR7Hvrv%;|CK2GC~hF&01*!=<cw+s8R*BI`$H6E`fAqpiW0Gvcn@N9L(p@kFPQVln zCL%G)=U4z6M#O^LD!n{N1vp1i2*XxYc%Ern2RsTjxq5^jf;dCAVbJ!e#v}*bJmJ7p zIDa^2cL%E^ak}LKOKp)J0E+F!K|tgy5M~IMYvmXrjePO^ib;!VEjY|M2ydH$ZHS-Y z!g4I01X2;~8bp-Zvc0&Gtfrt)Q!BMmeWSj?T`)CCLsk5her`oubsR7u(;}cKJ)qM5@vpXx|Lft96wujj z{Y?@0LoaIFdj^y+7ajiptNzy^@l|;4;W%3{`JV>_z6uy6fd6g*`PW>%K8XMlyI&{0 z1}*<%0p+0fasIDU+Vw!Uh7Utu7P$CbN7(HCxgrBRo(X1KZk|fe72FEY%I>%7*^^FOzPbw`!-D~zt!s% zfm;ODJm~cDL@J}xnm_;7i;FeCPOZtf<^G0CKfLOmeeY6)1$yQb zX(}6C1~{vxB#LYF8zTo7Bkh5)-O=Rk1I&(sx#%PZ64pODkno`ZBT+x)L?tS+aN6D! zDJCN5;slGKqV=nS7U*U?Eynx1Jf7rlvlIBu;<4RrH?w^R6;sR-G&ka1=-;p#_kCY7 zO81`W*Pb{sMR2Bn#o(tb_a|zuypkW7F}k;>Sh?A=PK6hMHDWq;q^9O12-vjW0?6=P zy&r;Domx3vWpV(~UTrF_jr2qeA7y~z;TUOdncBSguvBXCw%z*OY$Grv2Ng3#EM7L!AP&^`kubc9 zC9@GqEfYb+w*aQoY*qP1;>un@Q^O)q>~bj6K_Tl(Qi< z)`2Le-he4>CK>X&iq^6v1yJ&Qn#47UwJ=JrR)@Zr{y^?AXsSd#MM~uow7ml`dTek^3fYe|_!=nT-X= zz5Xjj@3(mcKE(Zf#NOSG?&fbu1$(>%7a`JQKZ|)waWTpA=ifo|Cec}Ami)$7O8oPZ zpDELtoe->V-m}}$LeO{2yBqKO;#F3Szdl$67idgGghIw<V^fK;p&*u;;mymC~W%@=6qm@w!MufP_Qi zVD6EcPLS_?CjAOxjrDSx{m6eC=v+ADZwm_uPgilQ%c{B7e>_-LR7l=( zdY?O2f0WZ`W_dN&EP1M!VRngy%w8+W?G`*(bonNe&eeU4jvg<`-1(Seym`2b`3u|= zOC5XR{{7Y&OrxmTQ6xZP`MursQ=o^_5Hi%vVC_`?aBIVOb2!chB1}@utImDB9238$ z6V~mMJr7)GyW9#HNrA^=D~8(VnUa7E=|^~q79pICZTJ^k2YTD&l=m67rg^|ZB>3O{ zK<*797p2a%4`VzC zr)$6ij9=7!zdTN4BX-RMcan3wbrMwVszP_p#1>?NX$@$iz=C=gJT>>s)`f%sVh57N&P2sYWBd(Ex6T@Kl9Y#ka$y?3^4 z`r+m7{ocv~HaOGgapTEb6BY?qczz)2;4xQ@;)qg=Aph`X$gxo&ga_XAeP4q%FNc}` zk7Zd<2YP*#7^hI4mvA0mG)F6kUbSOvYG(+)ZiOen+b)HoW99e$N_S&dK=rzPF}AU( z#|oBnXcu_?K@dFgLSS+#0h|BwYU~N?@}jIQp$DG*Ux(_H^6gN!Z&v)7G0YRWgU%~e zpJ9oqD`aBtd2Ze4Dy`-F*}wbXY%WZvv}ZG?APk7{{a~E!ZS-E*0^QP-|Grc9hWr5N z>Sx8EOzda%Rr!UO*q=1pXYscl_G%FODzt)`-Zr;k2@DYZJ^t5a%gGPmH&H7<9Bo3zrjQ)6ChlOfo?B58(XD4;Yy z-*lZnKI>oq&lHW{fU6P}R{MWo*uRYN^5yN&)^|VNfBSh&NqrU6sIfZ#JMz7PT+8=r z)$98aT|)mvVlxr|MYSp{u6a-(fpu}ar$36JI2ob;R^snyFYfo=o2-9s#S6y!AB?;a z3NBZRbW&6rBlr6T(RuPsw%~sW%LzU(`46gGYT$=a8&iAMmhf*|2TEj{H!E*m^w-W{ z)C04UO1Wjnrl#KT(1K?}*emXS3s$*Ys-(=p*W4XQ_?m-)B=V}|9oEQDr5IxA1#05W ze{@hFi~L(^rr_<&z#SCkpd<~ER;uO6DvWbpcvFOr4@qe3QWBMD#Lv06;Nh?jtb57W z@jDE{z-38ghmdTZe=YRoZH-?G6-5$QrP)ZjxEy2pYzCIVPrt(*UqxBP;5^4=vV1+? z>qX&K!ScOq;w#b9N^Wq}TfNC@j*vbt8@-G(h2QaJ`*HPV}XeX?gn(44VA!JlX4#v7FlJNM}Qo&79uL@2u(hvCgW-vMPh4OK9-! zi}m8F>5&h?+1M<^!AX0jhwMf&CbsvK&*UAg>{oXA3QR(ePN~+xRm)u$9wrTgDKj6P zu15FF>(sa^uO4aR)E#NX*O=2eo83BvGOAEZ?!K>?H9~jYyzc#&FVEB3ldH6x_G_)X zjF%bZpk3^@sy1%tJsTgV=5;*xa|KgzJM+rT-}2j_JbE0_5x~szSEx1D>|8WrWS*~L z#2<6jZgA?mxE!ZSX*n8Y9j@X3g`t9fN#{ef;;OQ;|^r#!ZlF9E3ej8x3Wcn8MzH8&W!_00FXX!*B5SAMsk9~ zKK+wCax}6@mAZ_Mm_-g_gJpH*5!{)T*u2&2Q@baN?LlmGuGem8PivU{ucaY*ozF<7 zT6+&~UN&}4)4T8>51|AD;`fL1`&|V{MXZHBMhBf*r?uZb)~ZK;7H!@aQ94$!t5uRi ztl;tgzSa1_=Kx#}TmwDsd?4h$7|UEq^JGaD5UUXvPN!YAOnLqIL6-hoC)6d&!%Dtp z+6s5`a`L4^C|tCeAWb7>)x&yGY#$6Q&cy5Ez|1p>bE`i#|3Ci)kYbZ|+D1X-9say5+o(#lv#sUI*RIJ|K; zBsN=YvqmB9PZ{odFUft_>ZoNntk}7GDiMm}k>@tSCenFIhOVHcg^uyI-1cRcNTsMK z^E5pz$8r?hCy`nrbC%D%->U(1uD#dir-rIREZdFLF{cXXKQ=7iWke8v&e}4hp-69x z{sX!@W%sTti#XwJgD(h*Dk&+&(ic;h$$QJkZJ=uyod^BM`x%>@F?~=79ey8Vc>|E4 zMv&C~Gbjj)09=UCE$DUbg_>>n_`r~S>lcTsSxOngL~fp?ojQ>b=hWnEGGg(I%~yDQ z7}H3&C6>K^6v7&}&3UE`*i#47bIz6wYUYfrO)(V_CP8<;6}7>bw=glZNzSQtqF+rw z65kNSe8SLBTU%}7V3%SA-|Opbj8K@WdYPE5IA=dF5bK#x8C64HY@i5@mKWN(inSrT^+*y3&?IBDWAD3Cj?(tS5 z7JBl-_MkB}kaWB(eA#vnnRLQ6dNtIRD9|qF6c-G)H(O4~_g?+9(lH9DZVNz1b=WP^ zbzGIUc@NI|1NQ$|d#kv-dgToiD8=2qNO3Rj4#nNw-Cc`Qw79#w6?Z7^?(pL7?wq&Z z{ zNdDnq%5_Y`S|V0V!dDrhLtlI$HF2GTyzSeY!%tqt1l-s(U&Oy-=g0rd&t%MoKG!|o z{)4WDdlMPqvB&t!KM=(KJIbL#LNjYijg5_oi`xcz&P$6il)`b@g3^2q^A> z>Z4xjd{+B`*gi^~7XBGRyK{a zR1%y`Igm1V7kIupc;8~}O@ z0V~x3`X;RJ&IgO%{&?GWY~XtM&Ls4z@1g`4oywpQD!(l@)jc$>*k#t86vHpahAaHf zfIv`+)4&<{b8Vui?_mB0HNQ_kCIEL-ohZmA|LfY*fTas#_I*14X)SC=VCF0R8QvzuW`^ zGrxBYrbRF+J31ds+?fg)g2u_uo9^LmI}3`cSVuH^vDEvR#J+$_mwRz0%a%=$RMr`% zR6s{x&1@8R*+9sWjU|ON!u>+3U@f zcdRy8*ku2Z8gaoj4}#1yG9`VjhhMQ4b;IY)pE>Et^+Q{Q3(zXg-T2t8qCF4CF~%e1vyBqVty5ShZP;w>%;sFY%V&0gZI(h0a&-z)tHveci?L-tFhQs&lY_quBi?4 zOrWifsm<)DPl2vTXS^O~?GO*y#dYPCMU5|VO3 zx!^sS?iGW8Iw8S-umSZ2u>wDL(OM=EwZ=pPF)oT^!AhIWxEwQ0k>_#`ph)xN?RoR! zC+^*b=Hd^E)0%>g$zBvkX}SNlQ4~#kJe7eOGNDKsLmrim2*r+U#{+>v8OC=iYIU&i zif@(v6!AvG#x9Wgm4F+v;sPPvsdUt}^6S8V_naH;zxSN$AshJEdPX+mL4}`7>?y&P z2Un~8%PT_RZ#58pz^_?*zh;>V7Hmn~U}jn0J)55cs9R)@=1vBD$u~IO=opFtGrOmn z^{lBbS1Mhgd}6hH>1wj)-^9)fcXw7FM!aVOx3g{L9G^Hfo+DC>9e0^spDd3IIl28o5sXH;a+HJ1W>i&hAC401Fww*yEU}NyrjNQls37Y`f z=UKo2fqLv#TD-GMzs>07>FlRuQ)czPO|dBAa`1ALirlox(`u`$mvg&!bztP8-`^pm@Y zwKymfOA33+ZSqCu44+Pl`jT^qkrr^5p0&K#-9}+k<&oRbAs~d$Q|(Am^Yivs9DN!s z2p2A8+lbZc1(x?ETj}|FABopSY{~gUbmU5_O)Kl}Ir7L#LtD-H(pCX%1_zZcWgsY@ z^XtmNz|BNET7vJd#pX!evj(LCG;WcopQ>Em;p$F~i@MV=JsamVuXx8LCeJoK$e60!Z zMS?}7H)AwbjeWm7gfJ)Stf1|*j_N8nR+MU9C8zvXTvqQ3bO;&@Q0HCX@+tz*&GK}w z_C{_}3ihE*N7jND#|zTs(qkDuZ5^FytvNvnZ>iazo3L%#et!Jy<4Jv5v>rJ+dP7bS z<#Tb~2+)#}q^H{Jkqjy>8tZ7sY^itM<9q%EQLZinJ+q^u zFCCgc9enM%)974lXTBt2x}NEq!i&>te!$Dkx$z^^Cvu~q+2hP-o-a$Cu^O4O0BpHb>@P3t|q6dJ-I}T2C!&2+kZ=x>|+Ro-c^Z1MA+niKsL4IGbza#K@qvy3X z&q+tvw`)zy8Q7}Mx0Jpep;nbZv&QDkTi86ci0Po3qsT;&oRh9FU^C_*f@r{(=|{hH zDc_h@nT;ay%pQ}1~(}vNe(h8 z66NjBS|Jw>l?}v;5FywDazvXIA3BfGeFCKPcWbAe!_9e$`p1tLA=K#|j+f$;M;A$+ z-N6F!)6`eg(h>m$MX|-jaeHZ;oXe#P>MBcVkJN+GyUCPm>-Q!WeH#A>&Ng^Z`KvBG z34GaRx#+CV0^?Z9Z1H+Yp=ZF4_ip-h-gApK&lx_V#(Uffr@Z)KO!YunA%BpzmcR;o`C9v`* zW+ePAYn>PfkJuv9sYL$WBLmCj(td+2V|f7${~NuDfHfsAYX)kTm0}oiBm8hDik3s0 z=&Eqn^mN2~(qQ2=gZpov34UvphyNSBw8>}F;fKV3;-t&%1FS<&Mljqz$_I{y-J=M$>M$22c)AE+;;F{=S0oV3;rR{b_PT z7RC7h3^Y^!j>``*0R-Z!S22m|hgNfZL(R0OC+<>)-5TE#fsbl`V3~j7&M=^+I9bxG z4&W9ROT@zw#;hppbtI52HdQBkM*b@G4}w$E77%+(u$ zC-CsgZ+ZVbaSG0$qQ;fh;uKW&>pP52zeq;}Nqeo?>~utb+TPJLh@tM^wtlHdz!e|W z;*$>c@?x2zs=mBmws5Ygflb%zg@-T3zl^;R`8%}fkC|VGc?|CNiU==m-wsIpuW`;( zf$(Fe<<=s>pKkn~C;YTTzX2XN@YFx?05GfuCU>d?TGwZxw}$6;qdy(@(+~u1&}p%u znE%U`{0{H6f4{jh)X?*_0#pmJ^M~yFWngsp!roYWV}J`n|J*t{QB2vVbb&oeLK+ z60GA}J+LgfsVDl}4!19!C9aMTxweHof^i{zs*$g0R`@_|sVHi4aB?CymvIs(?}_lh z1VKO|3b&!EkEDcap_iJPDvG_xT5L;0B{e*X%BV0r*}tTg8k4+EbmGrukYsR&yPfdj+?8I_9i1Fq|KapOnjF{whi$iZBQ9a*OMM;;`Xy z<7hx`z4YxxSOn9;ruj1uFCCd?v8lPaz|cb!e8IpwkJeZ9I|8Pu;3Cct<;hS*;I&I6 z39FL2g}EB(-eW1VwtRmnutJ+re;B}%!bn_9AL zmixr_?f>^=r`idj!$B3oG zCd4V9Wz5U7P@aTur;X5sG_+H-Y2zgU#`K9`rUIq~6ff;v@8il3GkinCwXI}GLN44$ zJgz!z!=GjJCv(mWbvgbr19y4ydF?$DHr_^B;#FmaX%w5&eTo~^Y*rh_)L{`5@m+8y zcZW`%?Jb0m)LBISy(5_ZTOf(jX)&4pBNz2B<7=&BM+bUx`2NZNoDq{d{>|Sw3tip8 zg~51^GBV_b1)&srMCS8w+jDS>=r(@V?K$A#ey#P*A;@f|t@w0*p*~}yTj$CUeAFZJ z@-|q9t&8S)(^VoEWxtIf?Pws#6bLs^*H;Fi))c;7}ZCl?oo1EQCjLFGP9i6sLs@bBN)9rZdEu%E;Cj< z-9boiIqPrhC=So&j@fF#iJ2^mV!2bK6(I*pbY7fs4W?}$vOH4K;1fEbxbCG)7Tq`O z*e4|5+I(ISMrIm@e9!QCO2>ch?21fwk7o=#xAa&Mq0%UrAnK-v!G;%aJwLxS(2pI24wZC8-LlyGQH%6nn&yS2{#W()PI34_DZC61S9v(S%%AD9_5_adxDl%C*4RqWi@Fzx#RPbWy0>y9VkM@HAC4t z5`z2AoSJVRT%5;XXJd+kXS&HXvVdK8Zb}DTc9j}+YWDhaU^BPS+95f)&YVqkIl3g1zNQT~dgbDoO?T z9yPl?ySMIRhT=3@%c7%k)jc;Q0mMXPQQ1{^)bQc*H4xuCj26h^GZjM`A}P(g^Qw_} zFgxeZY~XP@11#dd3%EF8GdM{Z!m11QY7?{c(K{4Glv9)mlx0@nEamrRAcjpW2y3~$ zpOL`BhoVgPJt4qL#}boJkkQj-)iji=YG@^cEKjWmLpfQ8RK($HQ4LBpnx7r(+x9mg zq&`0+@bfhCk_>py{nXyRX}Z=g>09>5*KyS6rlhOCI-2)PZY_|apuTM{yVo{6mLmd` zN+(5S8rU=b(B%{iTB1kI{->#(cb5@*yro zZq)9SW{gm~{lSt|Sl$C8(S_SC7KdYLadByp6L&^Q=cJoS_1q4>6%L1WthL5j;v@xk z;;L+%iJLi{)p7tB{x#bVfbz696c+bjVxvT->8u62t6eJ)tWy>aVsbezj41Qy1ewVE0}#1FJ3AIi^H`U6?zgD zyHoA{lnDlBgw)Z=jA9-_a7Xb%$<$|SCgF@==4WGqU(VG;o1)Cu#M*@4`piAr*=E6o z4FULg%-J(W+!Feybb=lYX@ig?*1BHG; zqQH~+D=$)TU5}j<81sY_TUf0*-PkqK zrqQe?-48}ZMGHD{nEWwiW4|aWd?Jkjs1h|zBlOlJQ!r_F%Ik6>XC;bxY%S*pn#Nm7 zDt`#Pqz_98)+vRrXAVW3X;{x#(G;8&*!pzB-3FKefhJg!;&#@)O;g?)0JpJd>ZzqniF5rfeyx~e5*_wLiLqJztL z!)WIs1@cvSJRefgn|j@z{g_(L2pJt7 zdQi{dPl5!Kbj#JF?hL-dUQNR&Sh8v-J|IglO{6YfSHu);^%rmrL zQ8HqUJ{zjbGm_oby)(E8hwKiFf} zQjcnhS&_=mS8KUWV%4@QKIGEg;9GJVfq@c&fR7^is_Qe^aZV7GR!Rv1Q~Ja=^?L0n zi)%;(^@V@Vhe^m~W#Q4?I^IuJmD|N%mRuxMEP+CswQIg9h{p-~75h@&2B&cF-6h;1 z>}!%=3p>^tDzB%VSmC1kVt$h8gcnNCfXvxhv6`_wum0`?P3`BBEgbY+{8=YVTy#BF ziAYtY7~NrKU}C8j$dwZM%m~G+wl&;Oxm08H#P}}K=sL**fEZr)W_#zg&wg9{H`hf>9ZJj$)RZ&k-v9 z?d_JG_5l|`0_h|8MAo5C-=i|Cj=-Q9n*WISJt5ojxc?}zB>>7&B3&`(4l0ixZZa`7 z)_OOzbXyFP$~W&b6s&_4MVrgpLm`aK!A_2bJdXR*C$|)=xC@^AlJi4Y+Hv|V579+4 zI&Lb5FHky2+h0~>;E>wR)tub6r_ke#JC4)f%z+cZ*H;9b5Ul}9QH(y&MiUW--xeA4 z<|SD(X+6`UJJJ1o)gSWldT!otyLFj*GJU>De>)^H6K(5wTNs5SRBRY+b?|_^^>H~* zEcNN*3T1u)M-WO!20s4ZEa2#yJ=g)9<1UiWzVaXpTn4xoCpd||5XR6M4 z>>dKk>CgvIO;JO_lULbYTV#M4K3krpY-j;}0pYd?9w_(g=tNgA;_@b8sdbI9p_U>C z;~!ETU8{*gTiNJ_lmgq1&NjVkEXpQ9LAhbwQNTE-hk080s#K_wc62!&R|;u8jfw~I zF_Gt4y__=gMkgxdR$8Z+`qZ3K#|g)&%j+DRCeh>^0;8J9=7oJ~q0Y{Bq9=C6v8+cPEN z!pEQNZSKS^+L=Btn)t-kU^#c|P@mM<7)p@KEHYGNX)CC1*Z7rZ>#zvC4!>zk7}Zd! z=ME|TE19gaPosherKRGQBGqc^eJ$CAi-E76_dqU_KKGX{Vt_O*qL?oT5(ro!R5aRL zk65vkxW5-XXfXMcaGJ)?9D4L8L)HR?P#v+^Nnc)Nr`UDkyxh^QIEh17lIq5-Er*z| zXlQ7?yhdNdRFJ;$W*{gwMNR#BHZK&09}ep?&;=j`&@gu@V>F%)R>Uv{$PQ$BSnYY{ zP;^aMIe&zPl+_YGCQTk|1eBYt;I^_%Br|cC)pyZ&)cfw7tk;W}$m`D!G?vp& zr=22Tx0|Vf;Fn|B9<0CaIq!0F)kk3T)WhO%_|1>E6$xr4ALC*3)Zp$@jguITs<;|Yn$x(#cp4czhUEnyF>EZ|x;%BYcK^E!EsO#MCKvYLBAM z2tsG-{s=XEdNeQ^cOQauwT`oQ*=~-IP>S2Jo0?Xrvoqc)|M)28!(tJIC4H+x5sMW~ zZY|1vjiYg|;N%FnEQ{n%7cwN{HP*E2a>%TW?e!LuWs>@u`P?-%^Li}HIM*8Kt>WS1 zslt=WhLFM1zS4nj<&*_pS_esNWHBZA+Jn8EUFt~~GKT_m@+Bd{t2UAK*Fn5ArXlF#lpF`7jhy`L4%m8iM2 zvAL_1oCWZlUTI(5J(e$Jw|94Idub$lWWTN~+1D8UY>SR&1GH+k9h?k|EZ{HC$T zwPH623U(jEFEKoKw)VUx_K{2&6T`&abLL)kDNWAoj04-n{S_}os<0Dy0fY$6X1hTY znIX0~G;l?iVl}<$L9U64C2yR%M>$@@0w3F|j#XYonRE{te~L+{-?bLrc}}wTGeF=w z1{$u-FhmN@8ief|2d^YLb{JdDLUgV9aSbEv`X!0DlYX`>M?vhIcmj70{_%Jlw0!W= z;!%G`+Pn=#x%m(2AvF_4_3d~CvX~sm=0FI??}ep}qA@iFV;vY!fT$3%;&bD;xv(9T zh6cgRl%eIsp}xA9m$OQIPh+}Yd(xpcDdqjsN&)5Fxi;k$a;a^n2e&Qa*SZGlY^J3g zIDN+*#-^_C>4tm;XAgcYG>XvS#wd#f{+MO4N}#%=O1Q62y4fD^a%V9W#Wg(pAAWuoqQnYV;R;V>%outd|Z=mP6bWR9V%c5SE*Nk-}#Hc9(TJrRR)woQg$l2FeaP=}Fi zx}Un1{I1`P2J2&$bJjjmn3^Y^{pES%PFs1@KP&hPGs}t;MVLvqbVL(bN+hKfqB*zO z!&tqeeT|u0wO{g8hBitGGegI22QCi0CqD=jh@S}*KgB8>A^YkQ)I~cad{%Dz#4*}U zcDrZO@~65+e4(r^dXqPQNc~dT^P#*|YGo}=MBQ(im6!M^ju>jq_wG_F=I*TPWBuKG z!aVtgKWfhrp*e~_g7J4LfFZ$XO27;|V}QB%bjKi0B!!f{Za%`NPK8-#it$$u@WdQk ztnJC)y=H3QQGtRIUTi>h;eIB-vz!D6|7Xqo-9J#m$;#h7tW5n70Sfk?5};cKL2|PL zI%XfcasgD}>iV~wzm*sy$F9`^fdS(8vmoIA5wy{b>?`-sT>~Ngx8?6e`7{h9u;;Xt zqYLYA%ik&i-WJd)yxUOY(~>52tu%?3gmya3Q@Pgu1>tn<-gM{d@~_t1PQYRE-H^HQ zL(DELl({vWxo{U~(ArsSzi-_7dV#R~>xE{Dz_yK)<99St(oh*MVBF0Tnc;EPl5aE0 zo-Qy}AHe>$<){8VW*9g8GAc1zN(phA+(?X;Ad!2x1GT+?`oGOUkjxx^i{zMgp_-f{ z7e?AT+oqwAYK~V)R4u)^uk&x-bXiu@!}zPA3%!3-47VRr)i<^Bsjqtw0l;AEFZb0L z5%9VCA9eqq$`F%)szFS8516hj??_A4k*6kya(_D2^51~o>~4naBe($p{iBA{L=c*2 zvqtHehTtKpFxabb7_1x{?WbQy-y3#er~jJLFX}6Z;AYgK1#RQfFtta#sZUn}zDq*c7Yi>(>3#gMVsifuC#+ z^}ob`Kyl~(o+QG!1gj8W|B~P1a!jLpRU|X+rm29VI3)*G4bZx3%n&YL-B0 z;(zf2TCx+^Rhv%hnY~1LXHwM(@^nGX)jlfY@DF4P8P6Wkd0nO^g|kxHOBrcPSFB9h zD(OjaX=!n)RD#3>bEFg*X{y9=$}`Yox+Q9*Gh|d#CSUsC#-g=5y~OxJV)yO{7EN6> z+ACX9z*p`ulugBLG$kUp3YJJE6T@LiM>~|#>8S<{wJIq`%jgDCRllOuqQt9ft4;GG zIRL3g!n{IJ%?|mn?#6t=W{OR_!_%EoIL<*0$GsLe>fwt)Zvdo!Ib!5gUL$ z8WHsEZr#{{?1F_!sUZu_kkW7|mS3(vTxiTf@Im!7fz{sYArYB30|7ob!gplZ*>49O zO3@*_$B}ehc5|1*@RFrQq*Ay;Mks|dxru^dX0)j?;T|6q$my!4C78;iRJ(U@5_^Z4 z**M|Kn24!o;xz1OBUu^}PHoJcC1O2acDftiSM3PP%pVkEM+3vYIV^mqV&2a`ANd`8G)nH8g2*-oqG+aPg1n@9K*X2X@YQH?cm zC`0mjSJb)C=gD5H6{7u3RNr^j`-_zgP<29Tc27!eO1qO~l0g|lyINw+(xff$%AxVo zFK^00hp7kYbEXHQTyt#x9JGlOi4x+HojB{3LgHhK#vusaoQLx{wx2u?xstj6=^@^Bo}Ckc>K zQ7{@r9p8>E^%)~-@&kqJtavbye{~LHdf?b3m(^espDI8T(FCAaQ|`#(PTTFVIg@VQ zymI#GL`Wr3awL?+$+1k&g_SB1Z?3PXG_zkg`#Xgm%~+180`!t-I4(?fm+|tyy1Pe~ zM%z8IcIpif@_lTnJOP1t$^!`v`~~#^>{pu_|eNu zYnc1W=#Ksp2UHOl^x)nd5UTO3aeuRAud6#VVj-D+yUzLm0nQw1s%*WlCwS4 zoMge452@+}#aZL{F#IuB_cQript4by-vl*tJJ_vJnyyYZSB1Va$r3~>1SvY{@%svDMR}LIqKY;q(Xy5Vs~)6Jx-$PFdI?78=CgaY4;IKVdIN| z?H3+##S|ZNKxJMau{+=_ucqeNU}BwdS5;tZ{0FZ_gT>s!D1dDw>9zW}&E`s06*ed> z>*dy@D?}AI6HP`;0qlJ35)OuA+W_5^=T$b#PuELskHFtkggwP7WwHExM@*sDf)y!7P(RcE^jM%~) z^M`}|PFb1u%iYhepC5PO_s4QbGOSJD2u8Qi~s}>Q1A)@cjw;2Xt1AQRY`K-T!KWC67w3q>!fn7Z(ok6FSXTa;_uqT9uU;WL5d%bUDWGE_yy_nBk5^aXMP**Q$iA2bWG!l>b zr)E+ak8&>4X;vx|tqUO`^vO&W^pBIQjHlU7*(kUR7@V~}byDNX$qSb)uK|@J9y4jw zG$N3YWn7?VU(pO-{p4BPf>T$TBj7}YK>LF|BYnlqa|+Blo}!z@%kIvXR6L2T1fjED zGPm#py1&`RHQ%CRfzoHrMpmyo|MmkVx{7h>HmQlnHK~pmr|qpVEo82iIVIAaFN_-d z(V3aUFUIjZM)5<*LZVr$1lm{Qg({e&ZFLSyi6bH<;vqpcU`nD>ZtqdsXdO;#)Ryx) z%muLM!h)(Z139h5vhpWf3)VENy;1mH5Re%k<_LNx|H-=Ch6$FPYO=frJz3 zMb<;$z)uz6m9&AggjY-h*9a)5FX2&`532@Z9X7l=0!_l~?Hu`A_0I6ZGqRZrvxw}Z zVla0vS}mL_+pp$Lk9w(bpE=e&`nl*3BA8n%fj=b(TqLc5SssFf&)l+Yg36jws0r0NJwQIw~9cyt1!TTX?yGn7c25}*96 zU9BvG;nJQ{FWmgp`r#v%;;Qd=o&Ye$;0+7<1IVpRaELc}U-q4=6d{`x2cDyiI>onT z&O)U$9ikD>UOqtaqrlz( zTiNa|T!b;_7^STG1E}W{%Wh2MPuvPE^$SCVgb-BW6cn0qHpVh-0ua95?Wc_9LkapTx+MzVo5beWafj zQ5I8yPh%^Hs^ql?f4abBcNBTo*>5nWfA>mx{D=}IlgZgwJXW-Y9xHBs>;en{73oM z`R2Z)V8=Ey!%5MYHy=RnPWv}JT5h{J(UwuH~wHHT^T;f}%y|^*n5d7_o$PU=OT(H(|Unlf*M@P2rJ(hgy zqtP!_CKls}vg7di0&yS@q6$I^-XU<5%c+G`q+6Q8+^}YAsOk8c-~UDib%@QY#vk&w zsDl~$Nes-zlpjUqU4E&0`96rx*x7G0<}!~R`%{d@7XGooGB+a zb}u}vVoea|8Cx^Vm?Ix`%I;OcJCaFR^Ls@OTU5=!IjJJ~%=A=_GBMN{Tds$jM%3Fx%f9Tbln)Is-=|>euwyd%rSZJgSbuBd@nDhi8vRn%P3%fkh0;r*Rdq*SYqr(VtcGEAJCP z&EvB*3uo8Ns|#}PDXOkh+B;-xr3_3eBpi0Gqd<~%dN!JkK0)1D-K!S)9>a?3w#6u~ zvVa={5nemr#uD44X*k7F%aJxtHdjEx@}mWZX>T^2G&8MO2pl0abA}1-)!cPSl~;s| zvjSdAB2#-oa`%Nq$26IV+**`g4-dFvd(P-jE-4LOC2PmoSlUGs@}I3KNeTL zYAZ4cp*G>Fnp$8{64!i*x%9vhHvMr?*k)O{f)ohH^No^(=hugHXBTX8yHg)jfq{Cm z)Cr>=SP8l+6_!H#_VHQvFGp~L$#ikL-wq=))1pLld@L6}?Z1VrQg*>tcEs$Syp@QU zb{{bG0jU?_cm5%T`q%Zo!WfM%)W{B$p3Un7-tNyOGSVE)f@S`tGh=$W#>ZpU7?i|P zgS}A*aX9jj{MU;RX&;xxyJz`aMRtt#6I6<{0k@}?e8LIq-_c@ET-clu1Ynjj{Iu6z z4#6@;rlx%|P8+&^xlWwZtD?Blo%qlL#wJ7^OI1;9GIM$IZd)?<53V;4{ju9 z%}s=ravhlEM{g`5)Aziq=x9ZLxZj){87pp&B18FbJ55tkz|7TO+*nSNlmh?j=6!sW z&Nk*gonxP#))40+0B{9U)s}>q>E$$uKKKl-=O;{VK4`K^XpL_rUfNL`OdRHL;Mf>v z&BWpq;_V?t^P+zeC8>VU4qw#Z)m)>XOrJQPw1;wb-2(2RSUdd-7a-7W*t}O^^qHtC zCY_QtZaAORp6i>zyx*blAxh5ndb<}TFY8_1-T8y_jS}7+CfXXz31B7jA`ANnh1*CT zv&X~@Bus@;U0q(t+nMFd;gO&6ul4rlp&7HD_~;=c2Xk|0cv32%kh+}DdCbRNp>NVs zg+>(;3A+C4Vt%DL0Cja|XLV(4o>r-$UITaMNU5+}?V_)p9)sB;y(vizvgCreo-J;@nyAPRm zUj77!k@nfSmDOmctV&@!9&!>09oj8M?&D?O7+mwTLnd-+@Agl*svM3E`P`!jSC?&+ z>R9{|O5|qeQMC{|G=1}Q@FJA3hJ;;JmPmO-M@evEVc9-a#Zl(Zm85)<8ClFyimTP6 zyt;DpG=5O!bAHtOI3cae?fF~9yR7TIu#vOSyOZn?O z5SEpYd|eZXuC!3>LCKWDrKG-+XEAU7zAi$P)D<8}MUAM%&-0V+^*hQ(!(~&Uw7}yc z8U-T-G9Rad5w@>!HV0lgS%xt#=1=K0d7(OrnDjo!;k#Mc`_vM{2P`PSkHH?H+ZDpa z*~*mPRHHOUhpePr4%NUOn9%wL1AltCknVhS`s8W<>3$(S+PcNfZg|9D(xT=hp37i* zDx)K_;qaV((Sx!w*y3xON7_~hg8&n!Ug&vDKq29`Af0wHsT3q88ikZ3H{J>?E~M%r zT~va(bHLAU0m83SgZixKLuH7)mi;vAz-{8VLW#!4UJWKE(?07rvgg;5>pwc) zR2Hqop2RKmC$c)ym^jlB>MEW`S04AZv@1NNp(FUn+V zheMG&!eiu;uvh5OW#DTCWM$urG|zQmSg1*R8uPLrJvPmmr~Jd%A#X^}@TjACN4UR+ zU>uDh9y;>pyX)C_9Tb5xS_=&~zH#-x?o)K9J*bTz-rN@gN=80i_UK&lVF8$IJDyzB zbn}k5_GFsTTPs(ZY{Hp+Iv!3t6i&x$cUJk#i=@OX;;79d_d7sb^*n^em@#1}pJ- zmaKb5o_KmuPSLv0ZRnHdMiP*5e>zP>^FL`xRF7vhXfy6dk2Z!24Q!6Xl^;cT-R);E zwE~9cg}cPX?#M2E(w@DbbZg$vJAGm%M+kIIc%?O)dK+(spw$`il`guCp3{zCQ6 zm9AKtOoDl3Oj9UPDv5`OKTs4QKcxK<*1=)b94e(8Ssc8> zvADvzhBiY_i4pGYEp+4PWG*2ykq!e6(Fk^!q8dwY<{=}gnNBCAcjY`yU z1tr$jG_uUI>I?2IwimV0myhDhm(HDK5MpV7ZX5tiN-bYe5UstYcHO2qEKN^c>mFT@ zy=8-$nVK5A@xFfzG?V1Kltm`8_cr(%>X(BoT5S9Z^E`~p-WKALGI_hl@e|Z2{X-1O zTDiiU;C`MP@Z`w*>{oN=?G*mR@kS*s3uq_Kxw??clGwGgMT1BctZzTdaFZBn=;P*x z^Bw&1(z+g)bILK5;{?fb_`jV=>Cl(%vL9eJ%(_PUNU8QNi?sfFI{Zy*4K>UN3uv)c zhQbdQ@8BbSSeYJVwd5!_UFyk0=wqtES znxcV0yTlRhPVE8Gf-)ct)n^9*ve{{a)D7(zcdP5o3%YfL<&3P=q-T23dbP|rb_UW3 zEUbqFcj}CEq7apEvcUA9PoS#nYUQNH%+79Le)4EGG{Y~vGV;_$3bnv2ypiWAX%=%o zAy@2@rL^*nLm8!5HL=>WE1o0h4<*`gF?n&&PYY7inb8cILKsU(^S1pind>xKO-&^` z>$00GjNwgFq)<5(@7geHPXcxDr06Sat5+Ck{mc=89Kh5NhURFX{7pffyt5){6BFQWH)Z zf+RFmeA9)UdNtywiAhje$r3Vx>Yi%r6PGi%WVa}x9`Iz!8_j8Wjku58g5IyLUSjAL zK?Y7I3L4q$_isb?7H{raBOe8a?nJYf$b!{3@8*r}O%O+60Jv<$bC*#3c&nGoa5Suv z{0C@Q>!O&h44k8}{h!b{-8T{WZA^(kq*v87YO(o7xpyX|q}k!X|MEJZK+1%Z83@sE zIbHi*{^eAD6D;>KKw8Dq6p{r+>+eE(#Xxe>>@?f&!$J5nYtwRAxeD`Qc! z`jZQwOX^=VP#ykn_$kWRGf{Z??h|V)Bg6Sq3Kb+hIZ9#RierGE^`CM1b_EcESO$Fp z-@VHV$fvpzfw$qkkd0lIP4gxFZyO;Jkemx4p?5j71+<-Eaolh8Z$eWD693ZBAI5XL z12;}nPN?VT`*RdF8VKm0KH&%a-l*keEcZ*O>lDQM&mmiXK+XSGeb(>#PI%h8?1nn2 zk7Xn@{U1O6mG37b3$ji)b(q#PB=FqDE7T6f+s2g(4W0kjpnhVhKmk9Lt{opQ+Ez*C zHa2MfT2Jpc*T)bJiSW-kxj&CM=>Ta+*Y$>v6Mstn>CGrm=ZiE1>`>tUDxP$Q26CJ3 zD;V7WB0NEm7$iXi^?$l;5dM7?2)Hl*J}HpS-M7}ffcrO{+eHJk$k>)&z+bKYo?aQh zDa(vT>+>I`kCaKJ6s0>ZUMkAJUZ?ma3wA`z4-fCZQli<+h;}@_5$RzNoS=%6>mnstt|D`+?_c zb+tr)vo+?mwRWqMJ=1OHW&GoFgAJyl@DFHP;ORAW3YAVZA^X(^!z6hGO1KP;V{^YZ zMwOOA1`#XNvvaF4P6Km@6%xag;S(NBS8=HOOUKOXTH>)0>zKbPqXuk z`NlnSftqnCxtzkI*MJ zY{)zZl{ZGiC#3wy))k)MqWSe-CVbBl`6NU3@H2=iPOJx{M*Fe^&5BE<;ueWwG$|_G zA6ht(1>a4!^^DXcBNndn(8U3M^fyjhYF)!$AxFmgx5qx1C)sF7=paq4g&OYKtk%<1 ztbc{>_|IJ2@Im!e-+Y#C@*XU*I5v)tl&ww+_$irfsjr|e&9kd#X-=c*VF?(*?Gwz* z6&1g<#iuDQ_^ugJ={^o$%!BP2qu$>IAC<|(y*d&POdWPS<)UDs5?*R=r7okUzJh9ma*K8)+aP73mx8 ziKxlWz33OKBA-sEE7RREw$ew{!)te?n3wCM>=b(PGY#d7#Oc}#l)b(6hfRC}CbAat zBwnk&?aMyrKrtoXN(SrwCCNHs|BI+(ZWB8t?ahSvx)TQ$<1}>FoCrej?hntR=B39} z<|tRQ-dyh$$|c}_aV8N*!DR0)_^pM+-@A}uA??Po-IWXlP1^ILiaQ%lt1RIydRhl& zwx5D+g{wwvH6^i&tUWEEEZM}) zS@Q3~rJAQ?!Q7h20uJFVwCL}w*M6_?az zbw9Drn1EI`=2=bXx&`yth*wY9zB2BoC;~p7Rc%_uJgB(!Fvqa+RcqVKMOu~1mYXyN zFFQ;!z`+dHAmr|>O1%3m7QybhQo0K>QJ$z~AyKE6_+v8{W9!yzXH3RwSBzp&C(7E~ zPxjl%<`W!oWdRu-R(ukw(&3SC5rfbeuT#2-mBca(hzPu;5lRxK@Z-4!)nb+FfR>Mo zhTJ_P@r0I>qym7cnLO@_Fk9_X@==*JTpZmb5ydUn6b8$6F2)Zni3RxWIto>lQZLVd zU&=3&-2sru=-3I)!o6KNR9fOWs?{Lc*f9uSJ?V7?)Q^<&+xN~o)&^uLwOV*sosg7c z6lLwbanv`7u=Y{~O&O6Q*eC6-8x zn!OALjrUi((#L&R>M+S^*ePUY@BPyN?Gk+&|$WcsQT zI)Pyzd4Uat#1@IPGxT z{huV(V)>pHC8V3(THrgya!g-*v~TaGmDH6@*ZttnN!!?#i$bKpCW|V2q`HTLtPn^> z#|`ggq_G>#Op$$+X83g2FN8d^Tu&v>lE*7VvK!8R7Yn$WcC5_B%PRADFxtM#qAUD-IY$u< z4M8Jb#YnEfZ8C}Y&@|akB$Fh1gfahVi8h9!7Tj?%t;xU{D2M&o$NLnOhIf z({}XyC5KHMbUvqAZ$mlX1TZ=SHUgLm6{T(u)|9BSdEieWVIEBz2ug?MT-Y?K#ij{ zL^1+u?7@D$_uew((q_WJ9!?_*yU{m zH3Lg7IdzZ&S#LLtFdP85D%iQ|Z$CjkdV+j@o64`$iL_)(R!p-*Fg9`AmxS zhmiA3@=&Xo)QG9i?YB|_Nrnr)KiqNE$IfK>yTHZJ=8MQ}o>-vU4psVDan^_mSUmq8 zBJp9P{D45V`dr%quA;Y&7Z~Rgty0 z-<7#Hxj;D&{9DVWx8BCeOL{3ql8s38<;-#I}FE*i?%f>$LK&m}H^0qOv(%twRT6%V2o z-DChF-qrC-5WA3>CMr)%LHprz91mJQJL5zHT2f>zIxfc} zPXqCmINg)m3!_-5`X?q)GVIBDejM3rLXMK#2;66#uA%79hROh3HFgN`O zzQ0{bn!^0Zi`a*_T%fM%UMUN$lQ)!n1|Q%bzq3l@64GxyuVC`TGqf zvkC!92W3qQDy?D{ePri6-ZT;xaP#bp?pvMoyaE|Mv}dZ;M*hJ`3VPn&=VCVZ_6@Z9 z2`7C`L#9y}&t(F+>097D03YS9#fW{z10F&9MpX42sikn&J!Z%LOg+3W+&=M#P$ZZV z;ge2<)ZmN-nKp1MGtK4ifrpub!Ht=mA`QSm>!YygysDi~i=POmRNM>s3UJYH{GvfZ zyyQKHvcm*C6gH?2#`XP|PtENr0S8yp+IH!pA1DBtM8#uG9+^=b=Y~BYp9QIW+ld1I zlBre5C7+99!_1G$t#D2rntP!k&$b0OOJ>43fY2&(=EY8im0eMeZ9@4shh1Yt612#p$IC*4`dXCdNNZ#zKK6n0@ zbkrxrjW<0x*8S=r?~i^>h85_}inQb6a=Jj}fXQM5+XmjWIBL&ILv7Y{nRqV~o;u1= zpwbzi!*VYwLq-f5$GblKF)SafCcb`U!Vjzs{2D#U0}aATV>es#U#;e7kz#0zf)orZ z?YOZyMYgF?p5cu`S`adgwHfRV<)7jN4?~ou)O9y=J&09wT@c@qg}hzHBY%rdg4Air zHuKQ|ZH3UXvRi%rTn?$0kDP>UzjxVL&>^RLspG_wYHba$$6s_l7r0*-z&V|p87DF2 zcZWh~D`yaqtn^FaSeAs!weMQ1t4`T()0}5ovPQJhcUXWvjvj_U^P6hfrZDdjQKt($%ZqHW` zIi+6GM|tQS(V6(_#|QbZ$ko^R&mo;Bprd}k5RVfPENuI7n(w3IJa#7369po|cyN9L zD**fOcQj8g1IE3A_~*I$yMqA(2c4BGDkwyLA+P6n_z%qT10)51Uj27Vmu~|J6d+#^ zEnRG|{Kp{zx+kFiE#?LT$CLZxDd)f=TK^p^{)@+S4$t5v@bJxkCDxV!Dj;iO@ALRS zvDJ=B7~`Y4Z;<_S%n1t6n9;V-Qn_B?Di5>@Q?&o*nHD(X_`_f5RnNM1S@os$XhbpsuV#Us#j)Ui9ftvx9y7 zbJ4zI;$U;IE^~% zdQx{ZBTA0XxRbA92Rb32F;C|B+5*Lw3bZYPC5_yXIr(~wQ>q(E%GBq33Wm6fJmcU+ z#2h>jPii>J+tCs+GBMSKiqYJ&DM76x_2(JXpEQ%t*^&8wFL^hm8)Y$}ZjYxVp&T{*8$Xyh-qcPk|ZEEJ`Yl=D9IOxc(? zHO7qi^zBqXqQmD%QX&yo{ZZ1@)izT`23hft?)oX$@gc{D5z$+cET~|5DL*@BH(@@Cg-rgx4-R#@))%kekQEH&E~ zPRqekpN5>FNcb=I+QF@~S9 z!)iRctF2z88{U~cAH^A^IXKCop3&F@{FD^a#M)GXnH-Tb;!|UkbLG?oqrQ#n{#wj{ zXJkxTW>PB>b&C61qK%`g+j`RDave0DJZtjs{2kS4FDWo?FWk^o->AASm;8fNfC%rq zm;F%$9a$5RiO!nsS}UBp2n3)#c10A#B@8sD6# zpr1THu!2u0IuW6b&?*}*%+Q%aC()%fmKD*7-Kqhed8?8ajtUq_4wuI0O<&4Pg2Fix zCB~7eTUdu`Z3%Q!8wu?8Meu1f>W(b-&Qo`Xy%(JD;0598OmH+KtuuO(ijauBtj`qm!UWCwV zc-Op>Wq82~@KtUP6tPEhp2Hur`kaw7c?QvWzNa@ylV7?Zd-Zi%F9ek~)@pCioA##g zUWwPuyQ*f063h{+$8;t0moD0iFTq|wfO^!@KX}?a;8X#O#3Iz6`D+f0z6JIN@vAf~ zwgC0)+6C*9o3Jhe1h-b(y@rNj2P#&4SsHI|V*I4V{X>`aif6B}8VfR?#>+w@!A$)5 zQxp`rz!KuFhI!Fo)~I-837b=o%g0|6%t@4!UUxmitkG($aW=%Ojjn)(!wUDlOP!z5 zKw(H&%v=gNKZ}QrlMkTgw2{a4wn!2hoyPfJQme~kxFp=G$*^J=a_}w2ZWWU>buR3f zcNICQqn19}lijQCTxzB!t%%-wO5i8px>d>tW+rWV!?9!SLInH5$a}&;@3_A76%^j% z!LB*Bi- zbx?U%S}%W{^uBK=mP;K_G!-x>4*kcm72@vihIjh@zl2#s@Olpe2z?3tR8?A(Tr}## z!{QMgVKHe)bw637;=5=)2arfX_hq=zm%#)1E<^KOBRl*8m+d@E1?%nE;_?|CFmCnJ z?JWV9oTm=~vtI1?C+;e4H4g}qlczC(%wFDp%;+9tEc;^7rQ6J1s*bmZ<4@lX@7KMX zk2;3i*S$vhepYaup$6cJSPpa$w{YLD^`u|E6;|kA*qXOFzVPn9YhNv{9dj%u5^H*l zing^5UZ3bJM*M~zM)7FY-NDYl#Bx&SE3P8{!|o?oz{{3|KZ_n>fQNS*goRf~glU<* z>Micq;EGo717T95+E4}V)YVQXVL8~im{85^*t1{ znyPWXqupP}+uC4=z$z~+M&jz!llyQ$gHn8{X}@`bpKk%2hoKlznUo*)C+D@nUXM7! zS-aJ(>dL8TxDaWW))gDl7qmPB({0Rwm4GphnwSlaoZS)U?M4Z2o~x}sc1KKSCzO;* z#@pd$@Ed~al3Rz7LL1z5(Ey-cvwmlp&3MsAEO79455#WC+EmIx>#fk8aFAvT=O_dX zl58oqd(0*3fSEJgzxc`jc1IgHDQsbnwqCjlWS*d!W8dJQ=rWYZp9zq84KF}-N#n5X zVEmpVinMj68izd%0PvwdB^(S4qBuBbvQ{+2lEB%STeE*_r&`MfEp}xjg(5Q;065?s z>fP>EZND+vi|%aH>S8}{5_!lasNok5@#0Q{W8_W~gcYFUO^PP)1nincach|d)lVj8 z%ei02V@Y(gg2p3Of}nV$escjK-*j&}#rRcDJRb%F+uTA{$kOPGc?vUrFXk08=^QbP zyI+vB0br6awAuo7?_g)~SC8j%^U-TruE)=Wo0(8`z`LN2`Mysb8U+LrV~@nU$`GqS z1C{Om~j`6FgQk4F5S|8ygcvyld=toVg{p+v3+=FUdKImzrY|S zX?^Lozv-Q@qmr>|36p3y4avV5gE0q@=^RNbGm{ONDab|8BQFDyo3(ropU zjFlbiZ~kM*!q_YdK*@tf7rH2qB*ntfi&KEXbquC);^vk#zx>HUIO`V&KlIm| zQ<^zOQ7O!hHw|ehM9Z@kT>!%{79xnted{xOE7hl1*U7h;T?)#5c*_jD)Eo)NA>Oi8 z$)d6J(bwIv_zL1e-_0)1xo+*w(TQXg3F8KLrlyXt#1%=)fictkt@<7VpmWX?wBU9-j``MYAjNnb9;J)9NC*T(BDKfkaN1Z`=OxG zzM@)Of-W)H0s(#RruDInLhW!f;yi2p&VJP0RDtn$3Lz+11mW=|UfMGEp}?kWWPo2` z!p}Hc1qh=++VeR~agQWJhKe-r(4jAq)Llxe^`V?D(Z>%qKAyQeW`Y$@Ohlp52I#Tf zW)_v1ayRcf>g7`=S>_xt4P7v%DZ%xPysEJol^LAXR{SI>yQreBzFjg_hf*0ir`kNZ z^{}cpUdv$uaP>iR#{3Iiyvr``#(RbBk@^D%z^CDn{u-AY4sY`Co60Sj?)rHdBU}(ZbjI(&6zOGtJ zm9oyZ(cnSnnwWGIXP{VuvdTp6r)(<0 zb925%@?=$NU`5Pi`d3y%deX@{RqkX$8J}3|8FG&vGQSO!!2GMed`97~RoDnka@pIu=pJmF#I39&fAg$Vs z;vEGDK7fW{7BI4vbrc^)EwE=O6U2)ZK`DS8gW~7rC5Vx$R5g{9l(dzVH8s;RlakWY z)9vo9)y@~s`tE{G+yO4?$_k|_oW*mJ-|z|XvEM4WBzdlZtaQ1Dbscu-F>{+?A23RQY+3) z%OP16MA6gfLZ)Lf+0SgmRQMK9x3Ph9v@oC2*fjGY(EF+q)P$gLgh`G z8CkQ;Q1lbeCf#}%Gwu}CacuI^X;6B9Se_>~4N93KuV{efQ$A**rB_1Ox(HVweBqZ6j|5cbWin!RE{JIq-oF@R5_!k0iy zk(0e5aigcH_g5$DVUG_&3oe86_k`!kRl0dd%eJPi#~fs%5m_Se+*6Z%TOrIaW?dPW z(dTTAdu$k(pIZ=P!Jg2(qmLY$C!&~H==qZOh+wZp@}rJ~ztP?t1eQlY({m-S^#%0C ztCtJ-j0Al&L?vNm%925)2Drt@K{n(?e2x*fh_L^)`d?XC0=Uh;DQFXwG}znLZ*E29 zx~|T%g8N9uh2im4MW}nXT`)NuXHpa=QM{jmrhrbDOlzm+Yxx}We;7wiz>$6~D579b zVP_c-vT;e-$7kNMeG6;TbeuZSM-i%{QWp9_o}Y1;t3Fnw8OLyV!vrykG^3XgkSawW*c2mzS^-(E zJut9}8oq;zOp94x2`+A{QKzBZx>r@O-Qr) zv`PLO_W(6QuL-~^xz8J&O09&hTCxgD$JJhk&mv;0x&bx&7O8C16^C*eIs0kcXebk~&hzJJ^D0xK@aYZ=af$0wgvI!x# z*KJ2EvgyWf<8}G-sst(WYDwc^P^hjCs7h4Vp1L~1NM0cHPZ-DofM&QkjNR>rGVTRH zuUVA89K2-##cAS>!MH?9D8_n~|FA5a`dX*@Bxn^tyR~b%wd!y;cevQXw0f#S^#l(& zBsiYYM|!H2zVh{UlfYEFxsfvZr*T8m!}7Soq(Xz~X?5Y`17^t)Di$$c1Kq3!5;O}C|we)5i*sa=-CcmyqXEW1yc}GX4J<8>Zi%U5H^s#49`O3@CA0?4NxzFNE zIcEM?Z;eeH7UU~^zxZ%KF}a(XUq7u-Mi^AEiIiUMMry#rYv z|F!=gatYG72>xhXrXm*~|ASKY{sCnSj76Yb{)>Ksq9OJ_xi8q4kXpe${wD;64%7($ zOzCL;F?MKq(8>MX?V+9hxf6Aj6)_ybg(oVUo2iYi*p+X!uNKBOZxotqh`VW&z>k1n z!uQV+eX)k+6%y*c56&Z_NM}k9B^?~;0-Qu>#1s>hhG{7735EvrlLDc^^E!RJ3uab2 zBwCx?VmnO=4jKPql58ZSv})Cwnnk+>(Fs3cuS(z~u%HEKX_3$kXJ(iPtrBvBLNVkL z4#kWZ9nKCcTIcs%`3^7?NFWBk!vss%kf|6=pks)uDKT%UMUznuL?6V&$LHd3Wb))? zm!F$KiAvN+BvGRq9pA%?J*I!2u~Kgk8?s)Rgej(*|HgPw1+EeE&7`+h10}PO`7y#g ztR>EkQ*K`bex^u8P9d6t7Rad8yO0-}i%;MYT66KvhC&srXtE|uE2(Zc1YsCk(LlgB zz?Ck>jHv>PqCX6X9kwAON|n0h$WtjhOzeZKb+^QV3-AIp))MQVc6WJRiF5iJU(UR& zo1}wT7Mz*Zz}!To_XRbbNtfEx?|h;l`1yEJuNr@?)+n#1tP|DL;q%qVs6=vTT}A}h zXiUJj(Y498^svB?JX=K-_LY{_()Y693EFTNIvsE8C5LXN&7$?24Mh6zf}9 z8cFd>cf&flcIee%N6vTNxjH#8lStiVJd~gopynAy*(r-COYs=3hl!cj@msmq;M+VE z3n{BQC56^If* z@ky-c_Q(Km8_62C^M`J=TLJQy-fa21$16UGgs0!^(Zt+s@sH%b?VV)Ij8;%as4gO{=PZK!435gzuib@W=^XW41c}t zxf%CmX|Si`gm&d=Fa7&4oXmSnv+dKVTNo_zc@fjb!l+(kYyF3m_M3HYMS>^`Pv5KX34fW!-y^>M3%=dE`CR_>*&qjK09lhLi%Va6xN`+e$ zDj&2aPkQ)U)=^{hmrd(by}7yHpLVh9=aC$Lnu^Dutw)kM?m=TeR~7Imd-S>)a;?Ul zQ>S_FD=5njn3B5kpL_boUhztc!;~CNh{YR!Hi+v_6YFBuAwj4WEibVhx)E^@V{OPWzWNDb=Vh{Vf zmX;Pq_J~!8PoKuG5_EiCZa>7_JlpVU-L4z0pSK$iju<)k(Quq`+OAauelU@FQxqAz zib@mzLi=)AJ_*@Xn(+&g=iQ%MMf`h?gT-$Xx`k5a*ydLsx)+YEX&P+hNH=fI1{r-o zG8SgP51~Li7Usf@PagAQYv=w~&Z|^!pSA+;P6~GU%KiPR*+snbX*(DtFT&^D^T2VR zwc7#j4y9{z9<|s^A*gon^~KBIyImgdwpu%yxA^XUp{P%fKn>}y#PKw5e!RzC4N--c zUTK)82MsHtNa=L{#qE;2EbJVhgGSs|k7xMLW-fV%7j32*<2<%ZxY-|kv*U>SHO5{0 zzk8JH&pQqCWPb5rQj#2xlXo02-JO|!ezl&mBE#C>IgmtA_`!r-+a%>4L)4`9y3Y2T zl-M)^kM2`V{cZ_a&pr}s5@5zlA?G=UZBf?OcG7ZaQaCuKn6KJ9VNyq`%o(dcZ`FK1 zjxWo4PHwa$t4bmrmv5LW7+QAO$5-n>wqi&4mk^qKj;Kxe{q0(nu$LF1aqDCxe$V5?|Autsw&rM;vLO z=PefD!qiFnlGqFpPlcGW$+%X$j~c~fKE$n(=UJ0;XWaK;z12wg-&x;kzF`0&<8vO$ zk~&D;N3LETKYj1^2Gkr45OdQpzrvp8!f3^kYgIv(4;E8bpV=RfjT$8!YLk6#z!eT< zB|8{y-mfY)LHslKe;^88#t~bkd;FV#fOa$@g8S%1)<1q-yqS2QcoQD?Zs`Wf5SGFg ztIhVB9coh+A6>sYsJe}g?O@N+j`Uxs@oAt3X~a$mukNxtrm))z`Wxf6s_=rwAEp`l zP2lgf>8w=nVtfvXf3Fcw>o{;wkx5sS}Xi<|9)PUHPmRW&;jO5M;_Y>IwZ9eFMUjNyS&UvRnR7Qn}pJl8L!vAV8VE z+IQf}g2RbUtgM}`>ACZ9el7XSgWC(Q$NmTW@0Z*ct1ZI`H;~17NTLE_c`j8h5Q-Nz z=y3Y{5Q=<0=O?G_sj15?97-oY7%9h;%WhGII9##BSR8 zGmaBIK+1<9>k?+qaM~$cQ6DhJNNA=l>AzUwqfB3xSy3s=lTxg6Rrok6Cgmt}`V&sN zt!9W|p+UCh0{8b%@(`WOAE4wGcD$8h+x}#bNxU7hw>OT9XHlJH%jg189;;ES%0mww zj{>HS&?r}?x9Hd5L5IwoiPa(ZH;rb*(f61Py`JldDM}v0({p~&k|GU(Hkqy8UD-qW zH?l4JM}ltES$N-5$Ei%ZOSlxiN%$IV^BLu`M2vGZmDuDtYw-i5yRSP~u$}y&K>7b2 zaXw0EK5>i@Oena32SE7jEBQ1CxRhfXasxfyI-SOA>PJH4K9SNcvc*JE&^cEFr!t1h z=;`02hZ_-e*lr^O^jv7(_g8%4h@6@_gr&C)Tw)Kp)phwWs7;UvsijE6Ki}7iADIrl z-=BNH|9-)BZ{rRJD9?4K6nx`JDQ&2PRU2sipgqY=b3_wJM-A`({<@LDu-9tzXtV6G zInPgm#A65FBHEj{8s8)yWaW8mT{e?*c;GZV9mNy(^jZ-AX}tW&`QC>czMf{H>a)dC z>pT}N#7ErXOwA5!Ou&m6+iOouw)?#BWBItpRmo-JU`%D}{(}7x#3u8F6DzKtGhpy| zf#6~?y{*PSRHc5>VP10dKIlYrg;k? z`(5<+gonNb1Yl8VD)jlNCZ|0MF;2^QIy|hKLvt1Vv}QiQ1aE?R?WD%oDY|8qqSCBO znG_DoRRh9>JyH+5X|tY6+qHeZpg%~} z7gV<6nUtXYOP!6(WQ#G%M!33_7p~`y$?Tk2T{kj?kB>c(WxbfG^~e;~t(2$zx~B%s zG!u^cGpC0n5h7Fom*Qr?i0P$82 z#*hX8<<16Rqk6;;$8|Yf^~}*xt5;2bhj(v$kkrRT5Ajq6g1Gvk&+ber#Swna6Gkds z+$u|6wl{UGfrwIdsAtnV@hMdH7-rO#KXu_D5=!U&ntgq~r4Ht)EZ?LRi{}ETnclw4 zeS%;?J=?@P!s;1KLy$)1d@VK6#_*Ze+4gDV8GFOq+scA#deNr!(0W_qp6i^!Ygj3j zyt-<$4?xeYQ?{FPFCUcEYBtMuPZ-s4_19xGg(m-DNpCuUun{yFDn12Wu$PWlN+o_g zW=)sYqG9J@egMWgJ?VM%;S(u63HI>aZ+|RFCzFOw+db zOoNw-D+R(tbo1zbgT!#Q(FNvCKvYd)_Nfhw-@`aJ@G{t@C1u#fyhBse`DoeF9J^nX z;Kljo%yDi}%cxbaA7S_8OY`%3>wG~=A~~pHa+VfKr_!b~H#hp8ruNgOWu0vj_2_~M zr34l`srX)CZka~f;{qA-y-h=ODJI+T5!Tg9~RmOwO<702U zS5Nz+EqT3F)GuUXQ@BkIdWhbG9 zq;SWw;Y?OS2er0JJ8a*Fg0@;neG6Vvm zQL$9l-Tl?P7tG}Z=q zLNT#Q=wLjhR{bK4EIiA5&`!>HZrQM~;nr2+>cYb7(Wv)5Mb&Pnq=>EHq-bp5 zl5_r+3|9LE*E}@iWoq9?p>)2@v}EVkdz&1CshOdlgUAI&br}p`z@Eac^Zu630IKDX z`?4*j@Ov->@eeCj7(^n zDDAEEcC6u@6Y}y!BdEKwkXpP5jnetCJX8PdnZO_4WiSdd>vqz1MjigKUwI%iSER>Yl`Q=Lq zJk)NmQKGhQh6#Y~AqFmvY<>j(%~$TH@KxChQS}Q5_%1{GUwPs>cI2N*?Qo7uP5ZoN zt)f_Nz0ZH@9W&O=_t!7c#>Y|Nw;K27O?_u=IhCWf#C9ZAMKD2Y*M@CUTv>!jlrq8d z;W-J5N@v-C?OTx)k>IeKUNK@xJy`Wp`I6A0~AV&ku`qTAXU~;PcRNu=6EK zJQ8+35{EhBt>w;|DFqd_skBwD<{GDwABraB5V^w}alO;xrNlSE0FFq75(k?y#hx#> z93Y0qf0JKcK283*TfhNNc7N+^`Fv*x*8Z5}eZQQ&UiR7H9*=LOgho46A2f@c1umVz zH3MAF3Oo0dlXDglVr_UWQG7wyprgKY@uf|+^%qJ?yBp&)B_Wn;m4Jek`Qi}!d(RhQ zIK%yju-~7w$lL+W-e{W*V`(q}9S=(II*zv^n%=|0qPI(}V=Qog2;O@mI0avONyGgO zN}vIrqiKj2LqBEir+@O6(s=Uqb?8|K;5ED9IL!xXV$_kzh189kbu`_$W^irQg+zfV z)IZQV#UrTG--&4duH4Nm!3#a$8Sg}XK60gmGXmO?03m2a>8!p9DjVA|Yf&;O%VB

G zs*%B%&V|f014qXMD~F@NRRTHtDSmi>{&H=R(}KR|A^v(`C7l;=I6*DOC7la-^`Eck zcsRcEA%6eSlC6!pNOHK!Tf!_864qTzCdHMU<#d6uXj8BlW zh;DGDWt)!YbU{baCi`j+y=2&e_PeU?0vG28Z%Tp1ZC{6{0>4QV32S9xX>;{{qsky6 zDCsarBQ~#ZB95ji`!{Y$@VJ#63NKV>6)B^))4jooa5wBm0OMmy#?XRMrF|yJs)7sG z%Sd>m!~W91FKRj(S+pZ$zl*7cfD|LZ@|^@`v`2zq!3PEO1otNhsJQI-qS>#;vr4Xt z7ESlz6)&!byc$E(GAO(nmLGz6YbHA%8PdnDn4*oB=i~9YX;^aTI9<=)@#q%aK6`h5 z4(C&q3^@c3szcjB4@+(?^Z(AtqGE^(6y-(eqzN+TTfCerFt$8-}maGr)6+SHcT}>$l!KJ*v zMxQBQcT+875@t@zn?76`Zg>*SB`WY3B%ZCm26-Mf7gBYwOM4YP7)ajZisO`?O_9o zwQNN7d&~%eD;O9bn3xd1B0}ld$+FW9exIY~=@IV}Bo^j*-m!2Y-}R7}j)+dn!5EAR z*W;7MWR)k=iP&^`=29!J!&%d9si0Fh*KOGPJQovb7fo^ZD^-W84;w+}TO3AxGnU(t zm5emb;T_qQs*>M%9^nh(vi2u-8{k`y%2B=%64e~!r~H0qle3m6CD;CrTI%B}u|9bG z#I-6$v%{sD`>6Y5b~(~Ze@5yL8D1}o*7)zNvWq`U78=f2TlbPKW}6o4*CYzv87hg{ zi_H~;FM61?y6#%p@fS+?RQBGNy72^2*uDA=mrcZ``hvLJo7^|C_XMOF+?2QSV)QNY z%DAtUX7`&`lgduN4m~HkO?!oZ5t+q%D!Jh8xaP3rn|MAKDhNP-eXv}W_IZDoD0;ti zNhO@|S*k%2RMm3bmUD z6{eObb@;ksW=s?j<}(#3ajT~)L*$o91PO<%luP089f~8t<7>j`dN-Ab2ZLN3^1hUP zxWviFaMQOzUK7lYR|Q_$x~B%-Y+6?YnNFwB)s~*8fgIJ*D;1ejHh40@&SiYz!b^iP z-j@7}y6-QT-H;FC9uQ++z8t~bef7R-I?S89AJm|p#laO^Z~{NbqnEoWh*#8${PR+PY+GBUhxG}Iek*oCK^*GFL#m#x@O-8kq46ik z#|e+gM@Tt0%h_Rvb@%6lhWXN4{8rZURTpEQ%BKqwom2)YR0nS!)dJ=7H?G4osQHE0 z&8bY+hp?*aL|X6Tqrv%GFQ;pE)sYN``5GWz5k1CD7#_C!PT7TEPj_@py=NbBtK0Xo zP_Q4F6l*>kj3$gHN9b`*q27#iq4so=g$;4DeI-eh(SorG3rX zAd`3SY?<%D^u!q{O6YFQ!%=nAd|O;Y+-eb?8-L`;(^uLg#6v?wC!DTwsRdX;i_V34k<1-$WHMuAZ?neqqova?F-%N+;>FUb#0%bpp@@)`Wyedtng{Y+n z7fno|Ja?+yo6+_{zzO_~})l|Bk}pcqg}y z%gF?w(U85==hDC8Q<`|b(N~p+ZNYOtx)#xJ9VSenmRgORxqNrE$q5PZ$n&()`jYw# z4jKM(nV{#GJ`0-p$e~lIyt@aV6eOd;NUQfy8(Wz-=@)d|7A<3>r=@7p@%()TEt3-Y z75+Ue>K(RpvLV5!LbWwB0sCoyBn)v!5)*4BYm*!TJSe|F8?tmg(oi-KiUo%~5AS`r zjikL*&0zF0Ho_y{n?Ibf`FXau9xHtu?S1mqRcEk$m}K-dM9q%OUb$m$1x}=#OhPx1 z&Qjdo>gi)qeF8q^lNl7%zDwG%Od^BXrZ=~IK4sti?|iwzFLDv6sb7-Rf)efm0>wS# zosWwhki@keLq9;aXS z@<@e+R#DK?KqVXeb=L((yInpLrq-GjX=!6(0qFln4O+BYT^A@Q+MdY zcgEDqeddI?`2Qlk8(059dg;%6Q~4LHHkZk4kc^jjApfShzGOT(F_ha-5#^7~io{)i z4e+zjpqcDqEFq3fw~&#)e0{-IepRb@>Kw~;QaLsWRF$06pZMn_NZd9IO7*lpRRG}gi4YS^4H zs?7bo81XqCR|<(oKZv;{AZByRcAAu$^|Hw;e?f0%*9X9CF*KyBBV>MVd)`bCBL6sP z;{(}u>A|9@V0D>LhPUxYB`D8txv*!Nf5Z5kzZps^r{clyg zl3q{b%k?}7n6_#iDYO>8b$7l6cUz?dBxeEum}9chZqL&xno_!qRNjHbE>`jDPp!|z zJ0+!wd+rgU6)#&I$mD1t9)^GNI-)Hp5pq}ZredyWQr1x?~6V_aEkt&1k3 z<_jI0<{wyS7KRM@KiQP(MuCT8T1*0&QZWqjpDFHkVrS+rQw&a@3m3qeeiHwly}Bj| zf%Cf#mMJ?XljjJsnh79p9t81or;(~ubJV{|KGO#Lc!+f(Jgt)AB<{qlTYBPv_A6WB zC|6cx-K`CF#xJd*UqwOLJp#O+aIWqA##jjt0bteC3cuz*SWfBEW84}sJEb*i0!slu z;F_zs3YK5n^oiI67lUk!=~)aQz}qy-g^ki5=g`&6ot)O%7q@jf^oMK%H%Hp$HGA_` zS*(^EuJ_wvHGCz8vF}6;&&_U%s1q6H%$ySwj^UrCI#j%`R>v&C_}zgG>Tu!`*_L1M zwC4f}7RKZC8U&(BE^4u@+cuXNC=y>@Js2fcI*l;iUi;clQ(0|l-mTcLmRnO-p=8dM zf;GMAlGs&7(BVlt|qkwb{GFCYK!56%vH80JOR|@8V>W(SunGhqEl)CKdA7 zpRr0g{ryG^OXeA-&O#@Cfe|7=>iuEY6`E%EU6b=`s60%w@{KZapGqA`^}jq#&6^2j zI&!9-@!Wa$dA6Dkel73H0}is?Pd$`5^^c&jhckU;QL7B{8=AGi?2{yrAo`W!!c$g3 zUe4LlW_xDcds++@z=oJv>3=QDGKGTtv4Rqw>o(_M9ue-&#I5@9BzhZT3~zYS^0GVc z&{lZxo%`4Gb<*Q`h0(VPSw66W6Ivr0rQ`cRzggS)%CyTiIGNA}*QwflcR-ut5!bIn;bYE;#z-g}Kw zI8T9(Py~k<_@>&Y$wY~QYp-L8X;!hAjxhf#1FKYX`K?OP$#MS3XMK1c%gOce*oLy> zS*D5?elKs~L>~Ga1V08QJ&bB%V)>orK5d`bi{_l4^&{{2Q;sXd!Km8#+kqdC5$j26 zseK1;-efSb=-YVV=ZXgXbEEJeECnXsU|1)td?<@B#p(k5vADglptYAKq;ocz?$jSz_bV@IGNvV8+Dp< zlE0nNCjoQdqyJW$hu`F97V>B(2;Rn=+NmjaXMWkAOx<8K(6X{qjKb@#!^>7w(9@+W zf2DedaH_Iq%49!SkXRhU!|1WmNfo&LjVhHb+s<$Jc%EUfq%y$5{>qpGdt+(#-hMOe zm$@w`B($&howT0@MhecrE1)ko)o<)rKIp~6eddz1L`BFAuu&HO^qa8?^s(ygLU76A zO}H0iiDI0)tMgDG7`N+b@8{JMM@5pNl0L-O+id`%3ciAz#hw1!d zjJoyB3@iIN{%9D8Bd1j4n3j}RxZVkl`e;fDJ-MH^0)%0D?I91XebNOe@^_|(F|CB> zm^a(rZ*-Si59zvSz#N{@8$AGrsy7wPZez{Xb+z=_=?I%){uJ`~sCnLDo+@QX;tUc760I0h zw`VO;2}TmdoG6h6CPpt^X-+y(BR~3=R{`K5v13(o{P3?dg?|9|DCK+PR_5@#3FipJ zZ0z!I;=_RhGvrllsxVmP%J6WLk?0d(nja5D4Im2(c$FktskS zHFtmL4v1~J6NJrCI0?K6);$AvGOwSCt z`{X=rDB2H8ye-(4lbPDK^MtowgQE4%0YAB0Z5d9$pW&_pOH~3-c_eg(Y3u z$9%s%@v(>0S2y-Uo@d%uayHA{9Y~84$DdKn~V|@ilhvZj(!W^-q}XG zPsou$xE=3l?ss+W4|eg-nmc29M0H|s9A+}(A_1<=Ht`EN#BM#4tBL;jISE;}eN<;J zNomgxBr1sjX$XbD_!tzR{7NeRw{eXQ<2Uv_jn1K>M8OLo4(j*Q`wQY#Z55R~jk4XH z9i}1q$0!R+%lw~cYl{s+v<%a1Z>so1I%WYrnW!4k_XU6|FH(npknoD;vXTyM)Mqn8a~YGf#*{jV$)Rexi~+CF{Se+k|-6v5o1qGd&=72A&YITIm%& zxDU2z+c74`byJes-t6UhzeDN0RYru@l9RQzoNNBFe;in?D2<5i(sUXQ#HVQ8t9J<( z5%ZPpL%sGT5x^Q1fw$00;*~k`H&y&}AG>>uj)bl-PH4;x$f%%oyciHJi`b(B7{YMs z?iwD!5_KMEc#9|u{R`m^@pP~oqYK583D^8&HZe)x3YfSH*{HPKU_QB4OhNy>P|1~n zLo0B}WpBNio}#hLO$}2@fREWIyrex-{HqEXxn&zMHKwa7aeKJQngGG8HM%&CJQ}hfA@&|m0MoOh5#X*+Q*yJ=s_bgAcNhl zH~>fiN5E`Bg<)-r?kh-;xS#P$oLb_AC}vss61uREE{-cB>@~IYp$n+}Y_2<(#Ne^_ z+nb${v;?=ZZAz5P!Kv4~)LXE>V$2DK;;>v)s^ZrqfVE2gmJ$>OE(IpN)eD4pJ&o3? z)u~BQW&(UzKnfoug;A%(rf(3>0rnUl$~fQOWdj+lE6w!@5S-OX#QzkJ z!Wz=7*?(IC`!k~ci)rVoq5xl^Do2j=zs37NblIAh-3myS|ADgq4PZ~v!fZJN@jq}J z92_+6fB;j?Y?)DfnI=gW{TntH_MifO-6K2e_Gtl2$cqTmDO;fi?;oGc3I?%`J>pOe z0~h)GS3qzM7YMX|8Gvty`}=!9_!aRF{5r0-Bm9qQ_(JGN0?mY`{v-ImJOS7UhwV6*@HU z3K-6gc-avwj$lm_{NwknXrOEKYf0bm2gCpAVkBg~WxZrLgcYG>y@WporVRe-%3Lp0 zAiw^=NqmI(kJrR@OOOM9fsN>N>JnJiTQP~jNcNX^>xF?-!nvF+Q%$oR{9V08(y1Dg z6z79avJ)B32kOwyA)QEhhUjSjcN(XAf!qNKMjatF{q6ypT*)Q$Xo0F&mJHhg%7Rq|J zx3??KKBWWY13(AyBhU?2Zh8p+Wq|FkHcw%~==%HS-#Ui@ zn=8&R4{vFD`407w$@-!T`g6H9 z0~K}Mo>Knw^V3svg+;VdLd~~{FA<2W`SGIr7xz(S8)@$gHq;II!PKK#*q91F2S?MH zaH?M)g;QD&;6jms7u9XkUcd-r4@O_>1?stCk2~#qy8D+Ipg`Gsa%>suN_S;~ni!8RGo7cu@EG`gnqW8Eg@dToliFI0qZW)^A|f$z7BA zQKepXtIldC0;kwmOrWdNaxG`vl?_y$y&pW4ESfV!s!=uM5NjmpThI@3TK?rzetG+a!~% z!z@$S8a!TG!5m5{EoMP;$5N+xn=fHegOHV_7&lY`HL3R+ z!F~~8F+vnJxF#jzLJ!Bi#0~LK0A75pn;Sc+2H4T)Y3<1@=}8rb-U7}g$GLEdatywB zS5TeDTl$O9(JraUf^2WPpv3RhK14!MLHL?)^+0-rvrM!6`809fT4Q~xw4dI#iYf*;RZTv3c;Rd$asbX^>T-6MhqXcd&&6-R#T)b`KwNGSIt7X2K z-nQ0SkO$xL&6!D1$)*DOw$$oGC6R=T4{ z>{&C6=5jw5*WMT8k>c6>=BUqzjl%sjJU9qhZME<~oMI(tT|ET6nEg9X^u003=TC2^ zkCqQv^Z1PAqL?Y}yZO7KUEa4}$Oo$j(3#&46NcG=lCPel;vb_$_@5)CaJJu^(NQrJWl9p3{=sbUY zqC!(|QeM<0JReOgxLk88N7+~`0}~tLV$!hLu6|lARM_SrG%U^jc%l5|{I-bsQ=|JltKbghuv)8$ z!EnDaDhl!~m{GgWM{8@dKe3Hgm60YQ+}mr)xYbCK=G`&W!bz>m4*}!OiwAoDzyk@7 zlyk;f`}ig7O&?bM9{a`>;)9O%DmD|3!fP%_aIB6oNaFVT@IOwu=0vZEte}<@xD8v! zX0M!3lPP!_v)Hx5{T6p=Ig0PMyE}4O}4hUO}PaBaMXQ}R3*uy zU~^1+!;=yKUvly6gFJ$e$L66w@_sYSMlxm{x1+u%F~ftyX5_XZv@6`m;?tjPzB>bR z5T&9fJw85Ow>hHI^6@?}XQZojRwoz0HBVmI`NB0#pZOH)vSEbv+|awQm>hHpfP^mVmbvjh4fT$wjP% zW3Seb(a8HEm$zzj2W>HIZ#v>GNqWzhOd%}qN3-u)yaIGQw845=KdY*Q zo^H(y7<4j~^#=PRW$3hbPEzOlJ?xD)d)Vp_1QF;2T7K+Tg;458E*tXH?S_b1Xqh@X z-NOVr2p|Nre+66|@r_M$GNg0&E4HUAWPMTAS5b2`yybG`?-@2R0i%cy#{8^BwtzA3 z8bjbAF=@zjc?DaRGN$IdHyN<}4M3DHi5#JHqHwvUWo|fmzMfsg^+4=#Ui>lbM2QRi zx&8G{@#Y(@sjD#{5a#=N$@pvSuQ*!GNZd2C;-wb1rpmjiMw6f!>yD}x=g6GSm1~id zE&TkmgUOQHn}W}7ddijAb(jZbN%r4ATF4YoF$~KV=PW5pw=m+og0R=%GvDiD<_c+P z^5d8zQ@@7>Jd+P->Gk#uLOwVMk{qnB2>SA88N*uO?`f(m{ie-w-; z(YMq9+@4n9&VQ?mE8~CYxE-gVCaFI5xO*1l4LrpuTp$B(5B@!iw{y86;wD1~nsy%^ zn}xd_^1L6H_tq6fbbn{dwkD}#7e0}7fa@fv(3S~=m zsPwU?NmS>;YGz?L{c+#LsU^GV08{=uy2WM1K`~14HX!fE$E%g?OfvuY$D?2;rwHu+8yw^E^UBhE-+i=R z5w-J~i{m@TIo^f_&jA>nQO(;Obk&51Nsqsc&nM7bJlDy0Qjl@Fg*biQkHWp|Yq42l ztuNYX$~vx8AtnLV9lPlT8?=k^%>ywFM7-K$L0kxyZ0t4P^Q#Ei`5L5}1iyp(%DCRd z_S0;hB^(pr^Er?CUJY&JOZBr2_}`6LDWGwEBu}$`a^J8WOae(05A1Iux>hc4DUUZ9 zi8##_HPHBKA_uvz+mt9?q83Vp+m$_BGAC$dYKCJbBofm!@Dlj4x;bzK?kvOBrNm48 z2CvMM!x~^sxJk|AJT>1$`BEcsIHCgmU_1`l(tsA$LLt>hsS9;j8dXjv`|B-(qi(t1 zc45S%>~Jy%@N#;)nJVPdgAC1};q4G6j>dIAKX}}NN=}Wyj@On1Qa@r;ee^p_?=2D4|pQmQ+RQfhNi#ti3zV4?R$*A;F)zr9neUhA>xh_g#fBh10r1_M&5E-F5rUmu19q30| zfkXqXxUz$#>FYdQ)=MaJ*2u6G?lea0w?tbFe4oyHqFB$1D#zC^1bM9EJPSTgu@Fy= z)82&G1NhirhiO=iOHVXfmZou(#;z{IX_4jOskv6{_)E-^-|Mahy4jvLpv<78c&c*s zy;S9#+^FFlGu6oMYeUW=0&t+jinKs4Z1kB`;Q`W+gooKHEU)3QSyTr=1&Uj>&58ZNu?;Zr4X z?%Q)>5q_EaQ#yYKHpH*>Ic_y;PF!t+meX;XQiD?Cc^Sn*E3D@4uI*%DRo}Ee9)TFe z$0GuB8srTyBM-Yb?K{a%`3O%R%e%D?3#rNT%N_cbBza4KTbQ!uMn~m;Sni+Np>PDnrV_k(`|LG ze8KExmUi>;@_HLt98LD}5l}qcYf(bprs?0K_%LDk7BOxS9DSzVTO3vv$!Ty#H|Rb% z_(H&|emTc!R>I6!dUtb5g}uYbMY0c|icIOQJy{}R?z~CpWGRd9=*>W`cb)Zjd$I|T zhm2+ezt9>DziZsMQbTQq$S6lBpIa!Y7&f8S$L>w~S_G(j?XT=Ye!!WmBJ1{t9Ie(U z3%ft{dd$k#PLLQWQOsdj)Fh~68s%Pg_vc*DfSx1`2nhgjnW>6Gj6hEOO7Lk&tD{Qs zqKx0u9k7AU<@Pla89sqIwZRhY6=@Ui8P=jd{pS|||HXyd!__sq+0Bp}+0#CL#+=Vn zH3l)(2Hw%xuIaDp8@*qz%_!DrSo%VgMN zI{l@3`^ejwG$p^wF4UO8P0wn_g6N!ce#$4x{0GL!MMqb7X8|`*##z`L zbdK-hbZuR!17+wE+}R$m2&6={&qA$~9e#guq6}EBb$LeP<|YSp%CF@|QS~4q?*%Ea zSaJe&wM}>&ODZ@demp41g*jdpQra=~8B1=^2z8i)#_~CK;!SYKT^o>T{nbD6tga<3Blf}y z?UMcSoUorYcM!yn<&RVE7U-gooMoY*Q z^r#oAd;l2%rE?wzc#^#?T1pM9?j1q9k5M&+Yj7PDpbPv#_Z};VVXZ?(j&e^QJN}Gq zlTpXmi48VVoP+nL=m~W`%Xt<6dh2EZ4jMXPx1Y&LBl~Za&_CR2sOad}n0Br<*!dOu z5n}Gg`PBG9h-tpHdpM`OO1LBt z(al0XoYR|GHM~J^Q5feCMZ9B_FAD`#YpKJ658UAjzI6{Y9Pdk--c9jWokI6;XX-)) z#8pT~7oa&m=)sRBDlakk zc(|)zWqsN4tk~6qbApAtyUXB_gVAy$oUo|Tu`(Ra8)9Z;Kgl0WaeL%z4A^`VOPEa~ zW-{73mrAGtrq=0j^}f#&1i}P_0m1;FcnMCS=eNkRrB-HOh4UKun*KSoju+6ch*#2( zUn;pZ+zH83@Sd>3#|I38wyZ%~X2)SV&sXO@;Z>SvUtabL9#ly9b~%`w*L71|F*tmM3 z^J*r@5D&||u8eLS^i+11L%eCwz6?W!Q&?M{u6)-a80CXwyT44{VcqgO3d~c`nyXil z0tW$V$Y>igQOqP?;bPgYRva1h)I?E{B(FGSY_w}KOO>iX=GlAER3pP{S8Ckb3SxKu zuyyoIZ*DYEhMz-iaJHL;`JvzVgb-IMCDAX=rd zhtV4jceEdxK#=eOBz@x79~s06S9>f^ia$MRc-r8|^3)%0i0sw zd&6STP@gRuZFB**D^YGbm)j=Lvba@KBvmJ4dZ*6&&%crIanQ9~ZBI{f7Kw&RV({Ia zaym^y`XMyFT|7M>8YqH%6}(nF&NT})_{tz)JHt&UIilV7vrWv&-k8FSbG6{%6vPv6 zYTRh^I!kf`?jC()4$q*mx4_nmxvNs~vZu*lRnfZc=;YMNJwV&>8(iDWe&>Kg7oh#2 z3OuNGYlAyF)IXWaRL&D*l*auI;Tt2>#+NqJ3A33qY{^F?NEuT>V(3TdgH7xnJqU`} zrj?pmpnd)pcf%%Jr#L5#U%P7J~?OETcHzuIQz z=v5C%iEQ780?w5a3wxhhOJ4bH2vtu}w>Ik=vN`MfyQ0A1V#WNiK`5Tgf`sA?$qVK! zSTjhQZX^VM-5t+D@N{GwggVJnQeyV>^i0Xlo~p0~HGO^>X;=PYbA9t*mpG0BP1l}u zwWnTJxpB6CiD(C9He)HLkv0S0Xk2@xr7Km$l|THIbqV7w!2TTe;m+b-gA&3A?E}uZ z0S`fk8ZrT@oacdcG3Vns>hdAR>m)#icA?c>l4U|W(mg_a_|=fz(n-=4iQ$YYsrXI3 zo!K+iw6>Oxm^clkDDCdvmIjYmfLo(*5w9J>YvS89K2H*N7v=J|h0{nC8-wjrHG;Fp zY92T1opubvxo;(lC)?W?qNt6F=`t-3Pw^?8Z_v6~sa7S6OT68k`uGBd%NrxbH*u#N z?lYWA(-!w^NysIfTH2Iv0}y7jmQKARG{Tx-6cMP-ptnM$U~&*Q)uiH|}ot$xw^!g+j0rIb`x?InIv;p>acG~?b8cYE-N*2mN1lmD5PJ+0z_3JYBb zPQRC?{W;`J6wSOFo0s4amZvnnhRdO2fdt#L5s#A(ojMV>1IqJTiC2I+m?E6rwWG;&9qG7U7Du3_x_Ae9`nu>Pkgf6U(~|flzUVK0N&q60!`vxBEEf zJyeTNC^6v3B5&av*K)y6?dlx-E3%!gXKLfh8)Y!EY`P-fkO1kukBw@f0E(yfc;XZw z7&YLqSd$Cnu>2IHg-d-0F|M)Y;C+}$7A0Rf7xpbC4IIU%bX&8@z`o4oWP7m6pgDJRii9 zi&1sC`J|^HX-Jd41aX5^I%_Sdf;wrGUCDa>-1rnZQE5Z9xqp-Eqd$osReZ4*4k_!V zNi3aU8HsQPx7*iF(ct^G>rVbY%B!WkU>EtQ z0h+jxZBJj9sBr;efk>o-@E~r;ZOb_skU+<&t5^y>0uQc+V&ht6{FkQmbR7$F< z0YGL4$7x6Z5C2mmFH(%C=N!8xdwl-8rw|$(fLZZy&JNJ-8qa0NF?uzJCR>{*;Uc5G z4LeIop3(b_=Y;o^&0+s<=E?5>y?JR`((E$E`s3^j{5*2^l;pH0T3y|>nn6IbQLNnH zCTD1u&vX^dcYRjJdsk-l!T;f33~W}6uvw%z(|#&Y9j-D1Nb%wZ5K>tD&8=kxbax>T zRkxr6X}~OB$AZ3zM+I!Dz`wXW4*6Vi2|B_aO(09y%iwlZP# z0#9*1<_qpUx7SHOR6F!2iXi`+g-)lMYR3U>NS6f?!UypdHttt^#{`$wb{K!Z;ucn# z0;j#IOBP+ii)}~q{r2`2q@*;xzt@TQ zJ)=D6>kY(!|5M*_Dw2d@F!1*_7vvw#@M;1=K&wnn7Oz`~iw8=G*MGU3V*T%-uy zxje#ubR-EVEAR{?)@=9R^z5HOjQt1W#7?&&p!pT>@!b&jf1C#XkLUqj zo(l={pT)v*AYw+Wh=0h7{|+=@jtf%Y3taMs2lDV(LF6XH*xihoI z=Q9@zmUS%V-%uodKPjFVC;7x_m%lP0o@q25h<~XUxA9`#kY!p^rMo=if^{+CBo|&3 zW^R1Zzp$44X_;a~0jasc_s^NWe|eH#0MMA{UfH_|gDlI;IkcFfM(=4(_@%WeHdRx% zAuluUqo-)EL1j1^s3ZwcG>6^qxSB#cf3*0vSXS@n_0zdO)2YEBHz**vPKmPq#})i4|C}Iw5FDLZnlt+e1{k6N zm1=MsT+}#C+fhVLx`|WU{-}_9OYA4X8d*=OW%Q{?wR2(_tz8^{GRQ-rXV+am0C?wo zp$gP{8LKKXfNm(CT+-}(EsMUL67L7s$im(LTupk!lz*5XER|in+&T`l<6l104|Zm{ zIj^s|Sw8>L7CFzB5PIKR(O}`> zJX>gWvU_`p3pVocy^m;F3#SLUl@yg&@cp5UIt0Rh0?{G42PEqadeZ6Fpnh8;|K_jB zrFp>BCsF$b1jO~|#6{;G^RnT$y=|j*`Q&%Qb0httFh7T2p#wqSHR|4X7x>irys;nx zmusAU)92kie)a(pwt;p;wfxZCL;R2Wx64%gC^IMyfAyN*pI-A$rmW!>M0tC^#N9Gq zh_1SP+N^AF*zsANlo|-}2JE&T_YJS)sPuXZzUOyN0y-b7E+d3I&hDLhKS1-1_G5B- zz$p6pR6UR~(!KjW?q);0eeCZYszl1qI>SPtM{z!utKTN#z_AY{-#434;Rc#b2Tw!; z^u($*T9iYFAR8KHFIommT=XVNKe!drYVNfZ9*()G+}|68q`rQkDTS)q%*akixP4{+ zM5Q-q=SlxtZ#(LgIa9 z=Fapg01Q#S3ylp;EZ>i(hLOA9c*w442M1eAorKp&XYhAyUa1>R9;lbqAy++Z>WK+H z7qyo7)s1*J2_kh0-Jg}GY`k1OjFRP^d6N-1EGBYltsNekSIlMWtZiiS2jA=r$*X2W`nRotHV7~S z2L1S#XXV}Zd=a_##ccgnU2dM!aS!*>rGh7J@0HfQaf6t(UJQ@gGd>l~$d%c$+~-PK z%@r2b_-QQ%R!W^g%Y^OFX-o;K*280!i+e1bAKnO4ar)7k4;Dbf)? zF*cAV;mly`o{qp!6^`1o{LwTKpfvKwZoa(_pzU=lU}bCjk1Yg9CeG_97eSX?R@IcfOCgK>Pr5GXGwi*CX+vYT)opq!%XLlk?A}EFQHp1HJ^#sW+!ie~6;d&belK(6lM`wQ)EfDrGs9#Jt)9=x3 zl9hyS9DxDx)f*}M%UO9upjoYVcPNo$l)_XWeH#yRgb zT2-oMIUi=;GY725Z{kFrB6skOKDWQDKKo5HzO4o^GrD48eg3oz>h^WUoXW(*wC0(@~aik(q@13jBX&gBL#coZ$R7|J0W=1RCxZ?4$xLOSAg z3;E54DT`IH_9dTbyX}3ER_$iB{@A=>XO2O>(+KJ}c<8K@;-)+;fo*^d zlH{{m>PI$s^O#^LZ{~dJp|-E z0Z-*&nWfNsSEs^9oroA{?5nGSbmae*i#;FEf>|`-Hy|e6|A6&RW{$b1il`P~C|>Gv}!&VNDZ*#9b68C_`e9zy;g>BHS4NLMyf}A>gW^Makh9(K}#iN z+bao`VK>PGEs2Q05$H>bd6+sq~FK@LJQ+Ts(ug=twKPDU$wLSAEF`?xADL7=YK_xM;L$RK8)GWfd45r=LLqqUnUT~{CAH0 z*MEVH1ez-Rd%wv46xV0^mha0~|CXS%J(|jkSRr-}1_q_hpM|~tn+pKwZiG?Yxgr64 z>7z%?Xy(j+c81LC(}BdUQI=px8vj~yT6sWqS&w(9L686jXx)ft05lRVp!)njO42`@ zi{d{EQr{TCpxqYzuy*nI3=jC@oxbHXg?$@^GM>ZE<;0+rlCod3wejW zf3Zu0lR?*kgpBV7!zdP^Q4P}*i&f&^f_f4|&e+tjl3xo)@Z%94QIhq{wI~4LrD(eF z(-nXasS!a>7Y2j;DVF%VP@3_(g#8r7k_`ILcSdz8$VIWKf{IYWnKhY&;y8WtqDrp3 z@NA-b1jwHB%Kvm}rB=nHGGs zC;{SWsg&uJ7HX>HTXXPJP&{+dOEC9=OMV0vSs03joEVD6n?=Xh$w%KGhBVzE~6xp#n9Za=}A@0>LVN@*#2bh$p84HP)m<$@0ReD8K0i6bzQ@)*XumgRsKn{LK zzZk_aG!ut3L~X|c6mO=n0AxhXK==14tRRYY0YbX}Qa0+VIE<;iG)LB)bW(2bEh*#- z^E5;lJ@*ODoQkOm2rNe+8!v_FPzeECY;H1)45+<5m@wuKFi2@}(Gd!2v{G0|X$2?| z(TrF+oC2OxDsICF!oBd2k$IY;me}Bn9beQ8=W0v0^{7MANwZ z*nW(D83e*c-Cg9qc~@P#E~sDl^*)Avq1a0U&$xN|vF$0C@=!bq>C4b0fPI%vkImE} zku2t<5%$-JO`tP|9*H%_R3_mgDS9awD}#gGi|wWy5)p<|Ds(<`M>2gFag7Fs|*j50}+SS(7OmfsS#tTehY++7$L!3>ykE+S+Z zVjTK+X+*wxe}Z5VE(ONfPU$Z{!Fh+mkdEU%4`pQ+$I<VhOuA;&JI&_e`XBKNbEkCj<>i|TG-!Py`Oh@ z?HFkT@R}v6^7yzT|vd@_lgr6lJPTF36be(fH(HzAmyD0g|C;p$WkM-mIxF_AGv#w+>7OZ21g?c z)U^uH%5}~ahDDc;MIq%4)X@Rqy%R;s6CSxkffEO_5QpKVg=rO#RFT*-HjV8jokJs4 zMw!b}B>E|~Dhe8p&K--wIrQCtgrWllmNo)Y8a*~*HD03tRvAmSn5{-~&RhX8yv^A{ zA+dyt5hY*`B|R2wPh7#FMvzs)ekQP#SG|Yy2Mi?JZ?&{WO0*r8;V?pK$QoK5$^~dh zi%c!w%tkcJc%34;pIfC=T%sAiC>+D2jKC2%t6PpNnl6pb<9Hq|Z7xPr56Qg)d)@&% z8HThsM``y3=y7aV#vwE)ut@=Uap+z}YwCy;3JcN>V?fN*92N9!MK{7$@3U$1UR)W` zo&vT8PXVlMAlsgQ>nHLCg^dKhpNi=`NiuR`^SR0Wo+POF6mTSY>HT;FGdQRtQ<=b9 zp$SA45@j6hVN9jlgJY%Bw0zkx`q7j~zmd9}01rG7l!ijq$g33cvMS6K*RG09QNUV| z#<4BsLDFHI;9tBKFr&nS9nG>$7X*fJrYC?+lXk>57VyT!>P%5Ux*zGl^I4+453LKm`(ufktxJ=rKs;Q1_lHRI+;88@9OxlQy6b1D*>YiFoahOA~ zzgWB~xdLRV@as=VW1u(l?^H*+g4yo~{E*(8ip7#<7Du#~HiQP+Ukjz*8K%BM%da#J zti)f#7`a3cqd3!1+SZQgbta#vz#8&Y$#F*0}!Cb`)IEDQ9u8p$Fu0sz6 zBPs`6_}=h=LfJQ)BfYuCy%89_-d_p2r^B2W6evP*^yJdTvF4&o)-a|uNF`vf7$m&v zabk2KO#NJWST8|3GmxxgjUcAQWDUmT1#+b%E-LwG#^KS42(jYf{e`Lq{pcv+@Ovos zGlaCES$SwP%s*t?e8H|oto(r2X`{gcBO805k0*ZrLgyk1EiX;~Q!!X3k(4@Q4zUz= zBr&F$e1>qmMDRNBQbu}Dsa$e|B*dL2A(JQ`45oy-A57XDR7ctCr(`BIpLo=f(rdxU zaOe^eCk$UbCWiEKNuCyNDT(r&5|w-?5-$Z>x|kou2^}wlsRb^@90nmFOo=v%%C5L{ zxiTrOl2;KJr^J~sBgGCB?bOCL%7`)P4|*mgFJlP%SYb47ib8YDIWlh1fLOa;$Pf%F z44O|fff}fsL!^F4>H%Q$q^3VXT9&{t!}t3`pZfC)tASBZcMuRweClo1^Vis+r*c$e z3KfS5+0&s-P8g+8Cbuu5A_)|)YTTPr578=g7LH1k5t|9$6Hi#lgIr0*lKx^Z4NgVl z8@T3MVy6RQxp$(dBZ3s>2+CWGD*qE4O-FW5Azd7_v>#F>IM^_d2OMpqGBy_h)?%0x zgTyb82=4v?A+P|>UJ2bpfkHf{SebtZERoa?j1V*m!h{ea>Ip+#*Db*-el3sMpEneY=7Qgy7+Agl)j9n=D~oNCH>C3wW|n8*HbA`0Uwq(B$qD6ps(#*jw0 zQ1z6?gG-M6(s$bA)S^685AyIG7j6#)F81h6bXkUJZdK8WEkitngH*7OS5lt`Fu9R& zuam4d-^x!`t57uRXl!Ct#Of3U>d@SsR|x?_h=L{^>hb|u)qdj(0Y>TyLJEP_(EJlE zbY;%zM>TC!R@wv`Tj^`X{rS7ZqZa>6n#Zd+h)Z9+7?5ww0`IKKBE~ArB9cuUzCqOE#Jc>x4WWk{y7uQD zHt6_c(k?g#dXd8mWGWhUF)Lf4rQb3)A$NKs?kop8CIFegiD?R*L@&BGu}tIp=Q{-X zQ?_$gNG|`=hEIK;Rdc8dmQMa{5drFI;K6z~h0DeV``z1(LBiP#s@)ds3>6D*wt{1q zENT}A5K0cVhQU5LdRN(5+s4uSxOz?WpTf{r6P8tLn$cwr1WRaaSu!nS)xx-}u|$$y zAprrku-%PHa5UtX5kU5v&}s1#L;rNHE`|&XjRRe9q7a0m_Q>{>?L%pfTyWc2vxl0+-PIv#c~6Qh-((}3lo>^0{nrXj^F82q~EVDDF`#;IwOKA>;)=rx#Ab>xLM zqGUKGg+7GC0-wzzV;iZN6&$a=9ttM2ZU|D|;cS*fWjL?avt1_Krt!k_)0}x)EO@ZT z1lmJfQuXI(UFkHc`0BbAo(@gTUY11bl|ERUlfX9sJgspPXs6?GeAJ6CVL>DevzVH0 zDPy|tQb$8g}(F%f9Na zJ@x5Gh92wZ6XtJ|kh2uTpfzEBL35tp6CE=tsZOp8-qx0i@TuV1lgUWVB!+QJS~tG; z`aPA3Jlq^>5~B8w8#PN*Wh%-XEW6B{~izG8(b`xpkf+vyK#Ro*iKGCzbqZd zN{4QFBo1lZR{EJL1IbCA6=x$T>DNp*MLv9O&YQD)hXU z;5w23<|$ijG{Qb9aO>jp=;CvY?E`vyRyPT}_Y882tGIS@kk}`a_U!f&@Ntb8fQ-|9a@`azmDIE19j5>RYcx<3~0|^df`TLet3RU6~f|N)-BviK!NJ%6rsG#u! zFOUSs3|ch~Gfpq&)kjbUQttE88x>RQE;D$4Ii< zeNLOaPZ4cg!5an6(AJ5Nr+i+Dd_KR`5Wlh#xePXq1Z zGhX*p^}bT&wI}7h7xQrxb7THd>C$n^47gzydN2`M;6_#)-n=H|`R{UjzYmxQX#_6!qQ5A$)Eh5wPtA2i;42% z*OuPW?-;2!M=Y}f*tPnQh3NSqUqxy`SbT#P7n-pz5*d=h!;tdc%j5&SsmBM7L?qwyVwEY!y@#nKq)w$>3uqw%>m-j8V z54&QG0QSw(kl0m<=WxoE_-i3|M_9i_S zb#PmIySV(g(Cj!-7if9$d^0t8FipMPewXsOlOle!BOVO6Y4RLxx}tfDc4^4~4y5Ft>#g#126PIrjiqDCP&pCtn4S{EDus054Ti z!wE0{hpV>?YkLc}heL2FEd+N95WK-1iWCwYf)pukMM`m(7KavhYaw`xTajYLU0U4T z-Q~|Y=f3xOpZh)eGJE!K)>^anOo8uAf$!m^-{Di%)}654jmSJ7y`9d!pO(BImmJLP zvhw|7*mlbCs}xl{9S*M|YR4EoEr8wcI98IVH78HR%7So8 zZ}DbsPcBC_#B)f4ETDCrj^Q262i2)6cm^Tn_o$lI+zOnWzBs3?|ImirzxZo^?m+49 z@_v~pBjrxk7UzeCz*of;JLn@Cqyt5Q+LF@j*jpzLPt8+J14XL>(Yi3pzE0;P9eT+` zuWw@2avPQa4lB;S3mblm+;-5gq)* zF8$CzFZ)zDyW{UqvDy<~o-e<|q#xE)ADC1>iJ_l}?MxmET^+dpnzb6&`E@h7cy72T zcYf*rc)7iflJZ&=NOR(iQ_cD?|%;LoSy7AX-`F=Hm4V_k(E`hi8&p$0~=W z^;#t2Cu@Zu4ZCNx@9pg3Q2fhiG0>?!yK@5<;8C+z(05#Lc@>p!|BJ*8>szwi&2W;J zUm7IOWF$M^x2!$GMNuQLDpUC*WsD@u=**GjkV zj7}-IGC~a>00GZMP3G9&Uc*}My4H03&vmY`pV4?;zcp)ly#1A3V3M^#KIm|*i6-`U z!MpV@dPs>|czBBxP8f$`04&faDosP`W*aYC1M^#%kas%wy~_(txdB^AJqRoMR>)MG z;W(z)Ios)1G&hS^Y*~m3ZFvh7rb?3R8OUUur6Hmzh2r!y@o<$=XZ; z*~7Fy_$-hj_l_vnoh9IX<+G>b&TLIpUD_DF$ecEP*Cfuew0}5JZ)fcPdfr!{XBJ4p zaXDSIEsrNvIvf@Erl=yb5U-8Tfcaa6&UD-xHp>(tLCR!>h*oR3XkbEi)D)p^;HWe& zvu4B9fK!5lQHr{z8AwNaY1{(7%rU2h>9LI7eUf(2b z!dtA?M^g_!dLFD3R;J3o3e7!Vu)SYIm4tGS{&vURm)GV_B zewDzJcfT&)nRqZ@p7QfFi`kxjf{BVgVLWe7p?}JcbW7j{rtri4;v=<8ZQI|ey-j;Z z@7c$P#mDr}hsV3&NAt~;oX4!gYnm4C4M-|?l;n22#CA!`PKn3Z`pe7F*R<D96her&cGK-fjmtXh9=6^wMojmtq@&V-E09}}60I~YlRQl#TDAlk_ z%SJA5^qXAli9(Kwv@!FeQVoF3uzwOCOXUkP^rab=qcIo8q2K{T8HD2L&l{gJD97jD z&(eucpC1&myk%pRbJS_dI*Fn13N%j12kfQc@2tAcuDAi8%EUEVZ8ovQ>8S5f*Q$Qv zFS3T&{l}eqazE`9PY(}}%S8~e)+@XNMge0TLCtenvioQrq^*LUrfMYAK1cdtGFZ1yQ{2#cWAiFN$SZ z8h(oN=GWBh7fUY_tTg@d$l@^7vgkZBen-6Ce0!bvcDX36K((c1eLMcOQOo;vZ#};z z6hiU0Y~v3Lmo3SgS{F}W1Tj4*Fa%TC&nu8tWr;kKwtA_6`wD{lbZDEjTkG9S3Z7!? zuPLs$k|1|S9l1}p9{ueRx&fA?LEEt7ksP-qR@<=IkxRc?3+IOURjS#=fV0^1?ijJm zQ?vouEAE?b+$)aTPKE}M*iAdYqDGaB2ThpzNl$;`SWl|YxsE^ozK{O^uekHQxA%h( z)H}tB>w;L%NECK@4htt+NTNXD@N8xH1C!3`B@y({hPJtkG!XpsRcu4H5%hXEVZfA* zX9{eEFcCokO2moEMOlK{%pW(Pl?2McC#!>d$9a!a!72aU{;RSoPe)x@5>>m#P=SZ| z!rMnSHr3~UJ#q7%KA!S(lAm!9Dt&qb^WCMeZ-#>0~@ zI$R>!utX497T3KxG$2o`4eT$DBG(N-8goyD^U>qolf~U~bK8 z0$jcmYmZm!Hi?9sV#+6pY;SW|$B|RY&swSD&%gQ-9WeK_WTGF1;2!<(>T&O`p6^-kz+X~q zXH+l~N#w~-^kDr;K$zc!lyiC+3P8$)+SH#hSYBTl*#L{}El-w7A!_n#(95#r1NdD> zL$8sC_4r$Wu?2#C+{U{nW5=!7F3td7HCk-yIHvC-H>pCRw3z70!0R)MbyIp@M>;8a zT(22~M)2z{R6eHRZtJTLqyr$PFI8fR&~{}8v%pcFU>38Pq8qKgx_-PM*;Wt_#a!W# z@5+GbH}4#3a>J+&ay+Tl+tfH19_0A0Z*V@-c*sS8q5(&N?9AiU*b{lkqYQXQuVL!w z6CF*wNHzY-7LAJQ%S0HSAYZ}Gc;6{K}qhdqKMTy5uNW9nFAz>q2yJ)G|0t^B?xO!YB75HOnt2tg$0^g?6f)K?DI%S z0QXiJQn~fo$TvQQpsV6OZ)}RZ^3ui75Cl}Uip0z~?DU3RT6S~e+#t1bhg#B<%w3{C zGmEr0AQan#R;5UX=kAi!g$GS^dE#WBU3MO*5;+X8A<+jWy7&r`ibWD!xbPPR_c5t$ zlbK~Ty7^sjIuiiS2X+JWIg=As67Usr=X&C!=K^=rAzUPt4WN`UnBL&MR2L>6(>iif zRZ|S--PY|_w$@AeoUZ{g$KQ(&x(lzV2rMOMiup1TDfagNpayakV{amfj<55nBo3Z) zD5?9+j`D(NjH%4N0dZ3#2dh8OgqU;{U}5yv)+{q*+aogs0dVwq1D<`K4@;@f0ncz- zPfYr|`8~xr2@>}=_Aga&0tBD+=saUhkuc^?>d7s4*f}@INUjbKMC&KgNJ88-D-8=| z?HIXI%{@(`@jWZ*FNRX-!XpdzEi|Bmpk{xJuw&Q1p{(3ns<>Blt8HF5bntDq^`ePx zbot92_V+q&U)^KdtDu2jW!bj&ztUx~fi=8F-RWy&f(W+gw6S~Brku6S5GXHY$P+lk zGE1bCLG*fXoLsxq%D)SEQ!A>D35G`;9)GKY=o4*V#>>h!COBzxac!-d!OPHi=^_5m zZw9bDa_!3C2?DGMC3fbMuGP9I3hzXMDiJiQp$`uDGlNrtriCmJ(-PS+7!I2r7^AYU z)6LUD8GG-UL(9$Q++cJPzE{Wp0r8A~f%qxF@m-^PheI03Bl4_8_;O+%#B=y?J{D$V zrEKZlL?L;aKtNycXjf-jO**Icx+f3qtSFyz^@=Jj+E{x(DD};JiG$yVEjQMWsePLB zMCR}MtAXC-ww5^K*1k%>nk{XqKr7_cT-A3%~By5%Qql zE5i68e1k(S`m@+}Ebsq-gdQ?I|6F`OyvPK&izn5=3*4;s@Np&4^ZDa~_6<$7Pk7O1 zk;5)AUoG&1GdQ(1F{obVf*CkLn*d|TQd~L^+Y%wy!7^z2YLY9_Z5o)XJ4VoD?mD<* z_lesuK=ba1QR5sOU-72V1|LCCpEO3KR$0uO!UiYI>Bwp%r{f$&N&#$gH!a`D+Du-Q zhzba0`H1RBjNs*C6BbFKOw3K9xmGszh zD~%LQ;r;PW6fD;9{Jpeaz5&+!xmRxoL)v z4?tztLi03vc1DWiG#GNGPq3Zj87POK-wL?7gq?)MzZph;n;&m)~FasLyp zEYK89@UXL&dyacU^oQ)=ZR{>K^`(c_h0o|!p8_V37$pjW1&R`Jc`sQ6XpdL{dfuA( zm3n~EvD-b1neNl-hyl)=#35d`asnf@KVE`?|*uQye~>@7v6L`!a7Or|rZOokKJ z_l6f>dkKaBe0IK>Bcw!e*F)Fljz<4XVK7h2DxC8eo58$S=kqw(_Q705O%gT$4rRcN zhju>H71>MG#TZ9lxr20q9&wP_Bf5kvo^+L`lo|p}`AMy0V0zrnG*d!{Z|T(Sb~r!C zdmc2LR%nbV?*eM!P)sTClgtCJ``yOEQe5kiOA1=HuY=Qk@S~Y1!SF?Rhr_)ka5jiu z0_|A}BgKcmnkq7kr>BHV*jggQ5hP+IAb?tMTW4Vut0uM@_8tb+JjR$(UGRi#rTiso zZya7;5kbhLoHAIfa;_Dc6;9BVWDbq_oHBYrrkN-!O@X4m@FTVTX?dR(P-;W!=N55i z$%MZ=8Ye%5-{owX<0mtOxe_Wy%sPeZ$YzyHSzb42&QJOM=P(+toKK1KDZl*><1U-6 z-t0GWe*{{s=Kukt`EP$#iGBZV@})c9Vvx-Tq;5} z^9zP9+64uTDww0ETK^>&Pom}P<*LkC>aCNI9%IL#d0J(b=No?p#C6_#P$DwENa-fb1TXe$&{WJKqbOF!h|BDp`st_bvO&)iwH=X8FJjlD7~ewiTHkLiiya%WuX;z(esw&x)de^X+-i z@xkI~S^mzVSlOa$B@_J3q3{|dXcIv2MZ=juiSjos&Dyx4S87t!?i=G4dLa|(^ zCgr>7e>10P;_04gUm>%msK=dePw|BgLzb^wKMfe-L=^ZHdT9RHENAz(z#&Av8la=$ zs*5mEE0!6R*YKSyM!@oANw!T$@x+=r_}#!5VFXwaFH_apJFBtYPb%ODWD03mp~r#7 zKNK6Y&11m0i@$I1QpYrWP{V*!Whga=difHr0YC?ae3u&`nd#p-y$B1KHPqm_CapDS z8!CHg+B|v3aFN8`_u9W)=u^^dP`!Re_b35xM4jju346T^v|`rQ3de=RiE?gq{YL z`Sem?B2&pPsg+~406OPa`Ap3=bSGR(&-J&XvFKA%Ysd#UTi0$S@pE>*XTPkm_)?o8 zod@Tq99R16yr`{zr`alTYfWC5^sx2%9 z)tUAQ5Jl{9FhnLbOn^Aa70uA(tPq20Aw+b{B3Mh>+rjE)dxTorID1Vh7tA~iIp}s; zW#M^2#WZx^Edn@h~WZaaxQnNXQ)RYl9BOa&?#R(y$uK~$j zdaupMx@|M@i7bV&wMQuahe9?LfCH_z4pX7Rrzk{I8xlhd{j*#n^^Ja}5|qi2f<&u| z!8)lPCVB6J*KEtWZ6;d|Fn>a}WBQrtFua$em>6{2Nq;dHWm3V7a~EGxwSP9SS3t|x zj>F=$T5LI^aR=hE>;VA-hDb~$l>ONmm8Y z0Qk$+Vy|%}V8m0tm9BOB+W_u~SY$?C0rJt7=BTuiZA=A?6O_tS^L)HK$fdJe@I_qB zwq`K`EVu*W@TcE^Ey5!cX9DnSqL#FivlBOZPR=rG-DmdQBp)|0j9qH;@CMP4)^XTW z1$5Iutpky6N0~bd7Xa>z5@oq8BG9le>L?JBm3Eq~FKV9AJv%Z#)RpGk#&H=XTdFNX zc8xy4&|?nNCw!Ws7Ue#|r9rp%_`Hd-;VoO>?ad%5HFJFCykC4DRo$TkzSgFJ#nY-F zQ|=O{{M!{Stw~vZv)V|H?KFJKg@3}9?D9{pac|cj`!vBqj5ai8zFj%IKzII)$ zG|qN5Qg6UnAtoKnh@gx|$PL2)v>5M^;@yQzGn7ZVJC(5F04#yT<8Mi9hCI5QUKG4` zyw*HUT$2On@dTh6aHWDp)JyN1eEnOckqcAn)bZH>?H;>hyj@`ZNaG1T()_1v87Ycb znttHVi7kv?U?b?|s1qCIARP~!9Dwp}J1*2kIW>whe^jPEk;V@)IR+1)r(n?L&?GPS z1}O}s_~BTqgGP7-J^28CmK(mB)2pFc#z0a?JXNC?dj+$6Z`yyuUtdZBHe}rfZ(TV= z8%XyHsDGjGeNu;{yrco~AQx;7%%R34m7O3p22P9#ol1+LO0=r)|I@;=`_jHC{4|es zHgkd!T$L=!tmH25m{wcgAHJVR?}n*klUSIp?Zb05%33xSryf#hZ{FHfi}Kvkq#wvS z5;`GoO7~1j*Ox*A9+Z%0JEqT2NjO}bQb<>RD6}Bu)wcY@7=Ly*4RP=7G7`}vGD$xs zFV3Q}6#6qXDxIRFQzj;VGzeVt@(`&3}2cNP>@X-3{U0~yB+xL{?HLE z*tESBh}j^zXPI%ASEOE!+g#5MW}&G5m8BWOMlu>Oy9 z`M=0wH_ctjA+xmh6*foJk^%rs5`b*^qWZn?rr}#u;eZRlyC6C}JU|?nm5mD_mBu@j zInWR*K!bA>jwcJeDR=pXw9Aw;r}VQ%r1c4l8_9(Jkz>mqAc(sLw6hg(sPbQ^porN- zn_REIqH7RgXp(yTW|#*M&zv%7H7PU9nyp01%#`D14+MMZ;Q%!04OK(?5BSeKeW^GNjhOxK7xsX>B7Ip?h_DL^XkmoZNT6VpI0sKk= zf~k}U?-HD_D)nim^U!1$zL&<{liT@SM(@*6tP~g_ktHMM@>h6{S(NF^&-~Z>Mm1Hb z#qW-SpGJ%zU8l%1n-0b?L2!F{{hm8i2Z+VC-KdX^V|DA!*yrAMc7@uew0&FDe_-s9 zhUybl_bXy?V>w?SpO$u)0pRARTM9X4vjaLcg}E_|O705kf7tEY|GX<5x{znw!pFCy z*R+{=0JD#-%K{us-{ey=dBHmeCiOo=)UvJG*Rg{X&lAx)-D=(6`4G!m5Vdf}@vzK!wkkpMO)D|R%8mKU~eJ$AJxz4W#y;fLp-f5Wr z(Z%($DHmL2n=L>>O!h7+!?21?ax+MePy5Z7uqn%`d|*QQz{4hk+e*9}0vny0B>}8UmqL%5~%GCa7#6zR6T1Vi2<4j-3dSG1#rRpj4hwmR#v$9 zFYVJ-a-rwNZLcEo|ME6_!!?uB)i)aX{HeoE@>$XCrI941kuIUS;=nZEP;?s=oEXlj5lbzx8m7 zVi(-yH9iYeB^4T$0`e_XMq#-y{xn~)XYyK2e4WZ6&1C#?m{W@Mog%odKJy9DSqTO1 z>o4Pwk6uTxr~g1c`w7zv6_72RkG#ea}m@L zH^V#aR5z_t5`h~$fQ#H-CL5F9T?nH~Mk?@#Rpe0}i3! zIIn2gz`R)7A|ON5+C%{n6K-oA1Nu>bCw^XxN@~^EI}3;bKh4s|H)#PB-wcC_Q7rNT zN?SSjlfrIZw6Xfer!$kt;y571&ZRzJ&B6X8TwuJPd=(KDoDN5+j|`@dCI#&RwTLM- zRZ0>(cg*_XB7)R*f0M8p4CbK~Kg@YVK`rPW57(4mnlHO{-}<}kQzUot)20neBT(uM z8{NJagH2l@SjJ&_&;p!d;7LZ#0v>4&o!&Oz^wGbhY55=0^k1mDx2fOS!PwNos;qjBD;3U~fOY8$vg0 zjO82CfJi+H;7>eq=Ea#%8|zk}DARA+cF98iWI!?TE@(iwBe-)QerIvO7-TOfr$wU~ zg&*tg&W&~Qw>iycP8<>|3KQJ}Wx=sd;eIlHNBF^~AKR9Q5U!G%0WDRyvJD#SG6eA6 z!-3~SWfbKDg{djAM$C6FMTY*a1fDRx+m*q~V!TSdVx5@TACIkH7i5-3l(x`!<@es3 zm$H$FzN;AIMDA;DG>jg+gJDN!0pU<>E724rR9s3a4|a%_xIv`&d&hpd;qYEGP;)+R zy}@PsEh1oJWDr&QFfA?oT05oxsqNJl?S0tT%6km=|5X!ew|TK~=5ZOakcjbOoVZOX zDkQ;m&gTg3fH0EEu>7wOwErV2{yMt8BP||k%uDHcs3*pl`+c)Z{)~)t&ODoZ?0O5_qFN-6>5Au&vOX1Gr*c=gi3WM%inzPa{>qh` zw}(Sg7)K)&jG_k<&>Nvx%kIQ+cXF4Q+j!XGvAq&qBFax$8QG&DNlm9buRlB0?+zyC zkB?F}Uh`c@ok~{qk3T^RLm+L-F5O=B@sWH$Cu`7^%m043q<~2>tVjrUr+j?2|;D#XIRdG}He@ z->wcP@pNL?_Ku1GTeqvNkjX0!8IjI90s|#*@Zjbc(QVAHr^EEX%3(atg@*N`DJfdb z%x;Rs*vaim75i|lQp!=1MkrAsHcRbqE#+9k$OK|6UZga@Gw^D{xuctlFFv8pUncv{S;lNk1dL8qi)1lopWq!}{ zcMhoFJTGtO9@%Hm#hB0=nc3bo)S?Fbqy9*XzyH_fo9ixB;1$pB^${OcH_o15LyMy* zrDw*S*8d^)4>7)4TD^RaK)DY_r&W45m;o==yV;nnV`gX@Uk>mBmk%5DPUtTi5*h-1 zBhBeWb3-@MDW3dlXs};LF2gU*c)S?+nrQT?)|5Hk7;a|0HP1VeJ#)a`U7^5!Qa3zGJ^Zw?Y zR_s3bYdG9%FOH(A>!&5l00I@I;kfO@e_^=pux&2DVHyRL<8=0OFz4Ic#Keb7qK!uv zr)O^*nDkj9O6?niOWzUXnh&yV^QBIWMQJ%AyW{0*T&=;*)~_Owq|Od1^jSNHF8t4e zlxPc!zu1VT($yt^@)G#K0t$4w2&LiD@fR7r?c-YngL+;=Bs_2lK}}Pb4k}saen_V2*jLakBY$>jNv%_`d_<}!Z#ZL!DQMt`_ z_o8%I*{QZB3$Svf=x7-g&8Hp0vEuELRtgfm$iJH^=;`&QQ=Cc*U@8xW{A(mfX0=`{ z68{5wyU*sXl4|UNcOK-ud?NYes$z}=yoM)1%o6g_`zHwdR72MBfnh)DE4qnty?l{@ zLW$I@DxE+vXkr60J3BTmk#JUJ!ubuNSSLg)^^WOxnpL4tY7=u(YbX=g7eGY~cT&%> z{5ct%gKQN-=ZQmkV~#IfMVJ#9MVhda8Eih52L*oHKzT;6Y3F#e%?QbTE`*G}(IsY&L1B5n^(}RnJnUS@CL${V z`8`%k;sdvEQZP!IklaF&8~>s_vC3>k&lOlbzVD z`OY0%r>Q|jC?zQ6d`>YkW~KSzI+l4jYU8qr@ml%Dv7C9w&lg@?5r2X_0iJ@&DC6gMlO@`)y68`)!F+9oV&zg~& ze7@az4y23jA;B}V5ePwt&!|weSr=?Nh8I5CZF}$X0ptr~?S9~=NvR-hkZ;n^QL~^L z7e$rw=OXL^KjWE!c6xvnDoaHW42QL0Ej-9eu|N`n2}aG)K^n4H3Jxn9fhd2wf@8St zS+n9mQwLuy)-6x4trMN0WZH;wM)NRj6caR?iFh`EOQ5X=(4e|L>FkrlLO_v>`p$Dm zjH)Ivl44MqRQ@=1_?e(RuRCSFv)NE0JwpnGrXZ?cp!2wNGrs&LiB%EFy}Rh~B^LJ< zNY%h&u%ygD_~!OSQr*d_3X~TGt6^7MWArN zKZ8z3(Oa8rDNsh8u#A&U&W~KGAfH+JqSK;FeMu2*x<+i-JBH`11j^ZEz#}hJ&(K z&GU7cjZ_;G$O$}pGKp)K=6@d*3>IYnJlYVH@V>tJCFXRfPut*gE+X^Af7fP`#)o!i zV+6*k7xNNljb2YBx$I5kzT8sx`k+{^ zkwnEq@~W$*gf#1y&v6@O*{{d08cI@{`pvHKWNxFW`*cb{|EejW=Q#O9bCcoo8tEuX z$8$U>Y?1OWTfvZ8xxmqq`0TXRjbp;XFN^{snPd&drK$CKuV?W;r zE3IMUcON6%6J&OL#{2qm-v7MocfXDYe#_7}PlZ4!*77Wvr0J`SiY9(CqaL+ z_RgmjIvVn`1N=&Wx7cb3jp_e=j`ZLAkoo3$%*Mb<)Czs!CgH4NT-oNS|8Ew+Czomb z+Sr~IP>_O6_Wl?T43nIIBdVyWcH62rs%Pig@@Jq;o=9&97h)V^GKGe=_Z#w?W>k2U zVeyHk0Q!=~opQQ9B;a|ZR&;CE3Yzg>yHw_JdSy-owe4#7`f*@m*s~UQZmt_BP%k=kgxO@~( zny>Am729Iu_p<5AT<-l)Z74TvpopKRBs{lCl+(Lr-hQCd)7u!WGE5W*V;J~h|DTiL zGia)XSfYD*{zCiEYYwxa*Q?PS7mz%QjcS^|r`!A}CqbT3H$xUsrBSRtVko3~rNCbo zQIk{mTNU5w0l5W6ZLGcT4j_=gJZkYcE$S~RPbSl)Qknm5ngHZ$e7LvGHdnUGu2JH7 zJ%ZE^jUvq7BFcR_A`45UGE{JK(X1B`=B=JDABa~QJpQG9swz58>f?$R$Qix9g{DKla*eP2_U9;Mtta{LZjwV^`;uO z^TfjhpRZym1Q3jz&zKguX_VL2bYj`5qw?yvt9;!_)3#1fKUw|51_=NcDaqRiYw4$!Zxgz@y$}MCjZdo}0;SqIZw9Putb2(D+CQZjE3VJVz+R`@25Csy zZOhx%I5V#E6nsx3+ax5#^d+H*ZgN&8EvaRaI(*{=o*xJ|zuYx<$#IH<+d6trL9Ry^ z=i~PsrmgKzPhvRcui^j@7T4wNg3mNw!jC;&iMz=M4YxP^4{Y-X*q)mmzyaxHix`-K z_Al-iA0a49`<&?Y`Bu=k(i;2#5}1(%U@hwkz>}ywN*k9{`@aI8`W0TNTlbrKRA_p7 zj-Xz)ozi^#-9(Q&=rvxhD(8+eF_l-}tmy1AJNDd1ij@|>re%upsW@g#%m(o96|w+R zDTe~>cutt048pify;2?xir>f5_U$!YuEwyJqVIABC9RrjMy*!C=H9c}sYYNkCr+U) z!^mRNx9slibwx9v$Y0hNrZ_^qZIpcPo2%0WwpjG+bci}_?%&BtX@>V57jczmUwWN^ z{32u~)f#_JVHDS$D44NN4RD>z{fn8E5G&$*Eikj;--(Y_B8}E2Z7+tM9X^kA7jlZ( zAj%_)!D9j7F)tKT81VN(zC+w=QZB=Km+h?;@WW#8{UYCd_TV{X_aj$0%*znpl;_cX zwZY1!+3&Jh)v)Di#8+o~_MIEyZ+oc_A{q`ywyND}?lI(UUga&~ zW*p$QMbwtBUWvnhtzKu~>@ZID=9zd%y2h3wwZ(lIf$htscLVN#w zmA^v6wcPYmyH?0cm(VQw!YrIV^U8d5AuYhmo48d;+3}F-HjRZ)5Dx+HN*A!jv zD4;3g__O5CwvXIjni@Hem5+jRO9X!yG%RZ%WZqxjrxLSZ zFHOa$Y#y=y(7cX$-Mw)oy)4)il>K>%8dLOxL7$hE=p>ryI3$aOSu)YMCs>tkSVc^u z&V|(yEiacpp=jQ=_Q{O<6m#CEJ~6A$Ms6c-^n4%rVyNb&Y}<#jyx>G;yjHX{b> zkg{8606v^NOWTj*!5@pS=g@zTT8?I`fYPYQl1`s_i0P4{@4COIlEuWw(X|`H0DPp2A+$n$+RpIzUM`a+zY2^-n5=;4}Y6avUKL%mlqnj=3Sp3uNdll`C%v~^3d*a zdA3*L**UysAntWnfm`OqFG+OV>6|Qa6Wf26Dg4meFkf|q*|M)3X+TtRDb|GK$|(N3 z#i4=Lm=(Vm0?K=uq;R;_`4f`P#JNREi&okRcZL7U(eeKEIR5ii7hWePX;UxfmHf$3 zh9_UvF*#`L;H0|H!2F1(4;XG^@`;lzoa^<75c*(d)yS??luoKqpu^VcehoVBfz%nQ^F5WxWqrIqlZqn_cV?Bsgj@Es#+(ZNA8D5k3%+r0Cp zR92<2#T&BBT+!j^asb$wp=)%~5oxPvi5A%AZmcq)GRQp?M`>D$vGcmSpUB2sn7Y#0 zK{5vWV&=Kf-8Qd&E5{iYpewbnaCEVrmEE&R%dtkSa!!(>-1+hhA9d~R)g1o$O@>Gv z#7aoeF1zt&kGA>nc~-;4M3v69`!ZL{P1b9gmcts_`-m^T*M?U6zz|Ao4FJ6fmAu-@yw z{r)a_;>Y2Gcl({#pbra`pwH5>)X?d+7g)URzJAqAi6hl2EugQc3_WgAlw{6Cz$v2S zmBYJ#9VY(3+1&rk5+438x|e+idprpW=)AAEXjQbEdxM%Ql2&*n=^C4Uq8)`s+w8$0 zbYtzsX%em0+%WRkxXFfinfT(spZLGy)g{05m}TrQO`BqeScJ1${|w1HiVOOgPeT~} z64QGY5Al}t8iJ}hxX35{5e;s;8pRJhndz=?^Ca0;SG$Y&>F6@td{#Ct zd#Q2E1d07g+e#FmJQ_w!#u-@BJ|M1Ux?LK=CqqUG3;-7g#P=P)?CUIfovUj!J3ty& zJ@x^aCPZK`BZS$8%53wqey~CF5F_f1x_w*5{v6L;B+J9z^=|UwMcT06(LwUO|8dLw zbF|a@0|M2GzlRMT!}_#0DPR1qyA2!t&X3u@{JPzCe;mE_J6yTFc2D^7%M(_!2&tJ;4ZhRejHc0sMvp1h_^uW7=RNU7%#;FJ16n(%pgUt zl08&uriPGToW=^Hi{hh8W69k)HhDLV58ta~uUy_N!)F zclro|fkje&=B+bh-L0D7zc6`?L6g!*4d+C}*w+L$j~zrF?w2T{upEeCW@nIZ=`5D$73>VKCc;YjKQOZ?9C*GNGqhTB{_s{DCNMLZlYnC3M!Y*oQo(LCB2ko| zL2-#1pTjn=cAg!AGsZGh9QnN;#5`!A?*%3u?r?#AcKacL-}k*lQxO5kHp-7q)tKya zDv+m+s_ixgx@D|=P5&5y6PKvMu3#UZD)OpiT4=DK(hbe{we>5Um?EMSW*dgs3YfUL zIRwQfrootK&&5mqZA+u~9E2x>q0<=NG-dlliE-OiK39r?ssu2V~f4Odmu8~x?U5AXe*q93&> z{9Egt_V=GZmSL97or_-HpH}_l{`J_<`1Ty&Z}mB~aa{uClyJ>`{T^0zI{&t4U~Rey z%n&K@?MB=w%7la9ovNc^$xOkRTWYX-5-{_>{_s=8_tme&3f%R*8(Dz$u3pdAx6K!P znvrgcF8+BOa2^3z+>C@WYa4q&U7eO{?pmix1swFvyvU1Rs0VW*eg@3#IYqW8n=;Kl z3{m!PG|$jLtELkCZHk8SwEI#^T(=kn7QstD?@slW9}-#2q+3T(QmojDMZR+K31{`y z01$I7C5mywfL#AG=S8!dI{FLy?AjYjetMjf*i^%U8>U>GAIgE4cOU~a**?HCNH z@cIFf3HJ18iW%Jjd$!-9_(%9-eSGAta>P=TkUk~i0r`};dH}ZLP1RSv(mx73ALEVfEw+zWLze3jg>*= z?0&UUHxmn0qIkeJ6WK0@e!(W{;J6u65zoXEy?v3(W}Z-X!2q~8*-J9xMq^u-^d`;| zmkQM*m-0NNl5c$)jbT;4yGVru1;zB|n#7{7JL=6_(?Hbr{Oq19NL#>TG^upiQv@TgcOCQm_ zWdG73QA5No{PnUdZEBM?F^!m${&vTd;{HB zC=vrRucV*xzpZ6SUDg-`Nn^h2FG}|@snZj8jadzAMzO9a83UH)V{=rFodq;t^5B(> zRtHQ5d>@E;5$CE=>b}tn3ng6Y7;rv@qE5m;bltAFT0+jDTVYfvPE~0wjaE zImezgz@-h9pd+w6AHIKvV?~+}4 z1b!35808=e_}~EniG*WXmM8oS3e3h_?v8?`9M2%krAYKH>0_aZk_DIl#Ehq_{Uiv@ zHp~ZdIrz`>H4A(BGjT-@{tkG4`2E1IA@t7*-FPY5e2^=hfVA9*QLr9~5%mR^4-h4`u~bkr<{ z_}S9;ZGe#}nf2t2twE5;(WlWZb}kZqEBvK$bc$LTRZ-gViJEGT#ygv5>vLDAqoUb& zvtK-xlqE1lBe(j{$~n-cUg5YgUPMqn-VDF~(sXeBj+Fat<5Ax&x9>s6+qZ?(0k6C@#ZeFsTL#uh*xxD3GSo7YMuAwajTxLwor%*eyJaIKPk z?7#PFsj9}e+E)Xw-5V*JZM^g|-m-BBD%YaRoJs6*vDC5+@2B&h&%4!RBE|Nh%sCXb z?oj(y!tK)9P=x>rlqtBjUU+ek@M!U3%K#@>{{J!cmT^tLVISx=K)SmmM>iv+5kyAU z21rUbBHaU&E|Eq;nvE9elx|6B1*9bvq&f5dJkL4jE${g4{#^HUf0J2|JU@-#lTJXE zP~wmf`5>vW)1N7u0ZibZMvYRR;pxgBY_1ZNgJY0~)Gz_hrETKjX*>XNHJy%iwxs2^ zKT~g}QeW&tbvZa-eEBMfv5Shj{^<#ahwVKPdc3Yo8!>e!y|d0jWD1U*nAt!BS@)g+ zbxAzYzAZzOfpA!j@*HImF}vD4^zIU_K&eu6(#pWp17b&#X<_-2yXLwQp0#v(rPS}&7C%}U_u z+Qa$D&fV~4s9#!Wc;fpftw*8~e!|?Y=@Tw4M?HJ79o)9yif$@3rUv9=UC4nA`3LWE9UO}}lsw4yn!yT{O`pC;AJSgiO9 z_GjeotZeMFUq9Ojr{{Z(y3M?HJYsaA4Y*e_MZV@AwjG=IJsXAa|LF< zpF3+(Wt4UEsLL;fDr*0Gn$id_06+R#T6az0s#Syk3R<(EQlqLd_7ctpJQHy(RaxDb zdtWalr624BDN)9sf-uy46ecV{>BK0E$Ln|1Ffmzfk|2zmS%jQIki=@T&U|T(cojql z7xGc&%*ax=0Use$_4Efy(%pa5U`|=d|A?(W5h0CjNvdu z=Wo?)wuCRP_BNddqjD(FVRFnHH{cXVs2JsnN@3H^cbku2*v%+c4)&Su>72{-2 z+k^Qj|AZ#**trCFM3wC2E6aXWGPCsVxKfG&-0Xf=r&1-6uuyb-#ahe%e9Ye;{uu-Q zi&LARFOO)W)I+Lq6L3+^)EkJ^ArC1Guxk0PrgB8v(Y6_&y7G&ZC+a0XMRddR(wy=W zMorZ|EfrL9M3AjHug|b8yWwiPEUgYX93w)QN-71PE@AlarjRCb0K=(4 zDoc&rq1-q#0#bJ$mA$Hi$fSR z-HKu>APwz!x`zA&f^V+|k6ZnyAFiTvfBi)33J&8NeXm@ZdsmfH)H4$A*N+p|F1Jz7 zeJxsi))nthx9M+Dj5nK0cWmRgAJ;Dx=Nad#L+QnHi`AOEqF+MTA5mm%i)%I@I}8*A zE%(cEvW?A_n!Ntg%ijLe4+!2@9@V~XA%0D61FaW5&QU?TAViRS`f{dsfb=Z78hvvY zN`}m!JTbiJkT=?$9!4!dirCu zr=M1HIk_lFuo?g&6ecNSEWayi>X4D82F9jx{OwZ7)we)ChzbDYfuLv?m8#%C{C$>0 zy6`m3Hbav3=PaMdw6W%|10&q8^d^J^h^=N?mMW)e6_lE~wcE&cwI%B(Jg-@Y(lUPG zu-tFMsIPeyPqSZOX-{9MaT7C|-?s3(X}Z9-6N+p;r*I?#pdmV8Or-a1oDbXR6N=l7 zftsu^ApbPn>p2SC3Yi#=+wGCNSSw1p&Md1j-@tzBTXgww;~wt&;Pd-l*TgfhERCS< zS=!uN1TSMavJ4a)UD<1%=`S)&RUh~4N40^Ea+#F-&wm2P_Du5TE8|P6*_>^nJcRGS zmfTQCI}03~=7m~SfOdr8rB;xd66ZW|;guXUxL|lB0HO?U_Y-Wtnocd;S)pUMz;l3w1L^-3 zB~CI8q&iR|v~|)N$!Gd7xx(fqt5+(suQOrzfX-PTHuh1TcO^;e+|2gS=@#aUXOtX- ze(vp_KI4CC0}5YQw24PpN@>VG-?t;_!`Kd?y05jV*^F-h7+pw(<5*XwDnt(HiSC4p z;;M2;&(TU?3F?%*DQy9@byuGB<7eD&W%1Q}u0n?RwW~cI8!)|9Z44nkF zDUgR0ydS&~ls!9JwMbbGCJz#MC-BWY@VA+;K4x3>9iGIH57rOvPpJSQTg&qoQ(QWw zuT?OOxf}0lg|P|$SC))Eu)3H3?WC>pTHSK(j#R;Y!q0}!rZ5YPm@h=y^N)(l9Lq=8 z9`QMr_yKt9n0HESV(q?pig49+z+*l5_FWVUg&_legqp5zUiKu@ ziT*hWexpf%Fea!foqFZul`aUPlCTv689C_GcY|mLX{*ri0UeF4)B>+HbbzXkLsY;_ zUq+apZ>-E*QKlmNvQLaP9c>_YFv6=0H;Vy!>Vk8#g=#8cmSyP7uM zRcGxd5?C~Nc3unwuu$i?xrPq$nF}i88CQ01Q|6AQcS!LUl=`ulF8>1|`u}?%Jt021 z_#B9FC{A}mH6}-dl?>fZgM z%;m+QL}+6iWDj_@KO;#*W?9i8MyEm+HbLa1_S1%h&03M{5Nt=OFUF)^YMB9Vfu`U! ze6|&j0+`|hMZ2RI3; zMT+klAW9}+FJF6Z{J(5FIt~@h2RXa{RaDFuE|w|vQ@2$L{@HDW)XnmRp?0g(QXc#G zzZ=4AR35RO_Qn*Tt2*NB8Co{=%c1DV3X9>UwtoYfvZMNZ>zd6lXKY%Jk zNSJDsQ;i=fj&KUOvU2;O<&rNjXPzXC=%vc#9_&#d&qq)-_zFcG%1QV_Z9ZG%97zCWNcU)UW+9(P+tXijxmkvQ zdBC@s(>%gxB=DM9wL|0oS*+)`#rW5cf&*>2k#j2R2r8G z>Uz>4+g!52QbYVsuc)ViWGhLcos-^)yM#^S5G$w9<|+|u$lc?=*F2hLv&fM~dvTA} z?qp9cyDD%m(wA0irTLaqeoh=wxk7xbVV{aaXbi|GD04P`DeK$A@S4L)0Y)o>H?vvc z=vrb4*OY_SYH?9sXOKcXyK+n^pMJgaaD>fh4TIBieXj-My7oQxz4|@l{jcamB41vH z`Y(xz7qg^#&dkr=vBre4t5}t@+&uX^Z2H-wK9;qf>&K{U$oGWL=#h5lsSS2BPbY)< zuplt85p4}E1jmUjDkjm~Q&v)5f{Ag+ktMFI-HYTFhvyn|f5quPFERsAQZUY zNUmS8QC&_jc#l+;`M&bOyeq_SeZ$4`z)(WmqNREAyP?2pPMBN_CF0W#-o^(HkqbCD zQ)%enWBOUZP-^@4yrsbLa&n6gATQeyUQu1_Gsc$#M{Lh7oW`X?ck(?YZe=`PnIF%O4FemX?4}KDLkw zf{{O8lmYHMI(F)Gz#bga*0y z&zO@La&CZStg~q8&bwdHNuk%%6LYJJ0s&MY_{G=HZwwugkpi8HBQ+>#hLG=PUY-|6 zRpasxBW(EtcL#Hj(JnzPD3Y?G#z@wgl3~2AAbYu!PAs0Ed6UHOvBV@fSpmVXUAnfG z&ybB%%mH%0C33%wuD$$5|5^D_@{`CR#;-ZdMIBKo;k>ly|H2Jc*F4f)sw{?4=ciRg zEOjwZrB%~$#0mRzUA9W0*i`uD7~;(ZHUxhj!RgWS`@?5s>n)|G*XpFP&r&e#Xb}9u z%AttP3Qq9y7a3P{QhoDV3oI^5`g2k?4%e+Srx<%R1EoC7SxC{#Df$u`x&ba7?ubZF zHalZ5VQsM-DVao(TA`VWD}U9<7cO{uy4pYwm3j=oa8;v2!ym%gAw$7yovtuF6_d-c z^9aXIXSLRml^K||`X-Lu1(WJ}ylsv-@oa$3HPG~%^`?hW~F-aEk`+icc>jtlj z(tm>Zma*~8lY-VKW-9TBv^~&(wea2Ly^XK0$g-qlrrY=nFuL%}Sf@IZeH>?8l)8IF zxsFtXyTAl~8b!?uXj>sRA|$mlHfq)IMJj|2)f*vsM?!28km?kOp=&5er%I-6gGalO+2kvr(DV-<6#Xd4epAWaEYRPqSbw$ePDd^_WO=6Z z46g<%RAF;CXH33y&SD26SJm8L)2XZ{Pp+408kt>dMsI#-lp~%dVWFI30_It%AX`T_ zjpaGr!Yw}C53+x^?TuxOTKdA!#;dBv*V;Fyzh>kw>-tXHy>iy8Ll|o4O0iu2 z&|5NHk?D7}L`f!BxuejwB__y2Z|G0#49#Pb`WGMVduZmk9`jWF8CGBX(iP0(*ZH~b z?xLfq+NGxB%z4njw_R*n3k4(lb#H8Q%Y_!K7>VvOBprbutupgxXszVHmX9v+|ZK6xLxDnUi=T(}1Hi{EOvj37@gd>#u84Xy7SS zG;jhGZu_@sT!xRt;2FpOPYIVbm(rV;dzQtF9KvpmT;j+IE1}UYZgX`Si>As^J!D@kVjCwbgd7i`u*W)^!Y0iq(M{Sqa~2*FxzE zN6ub`0j^htQ$B)yuHC$-9rztvoCvHexzun6M+H3#{6Nn6-Iu_a&q+td5&@f=TKnU( zr{`|FfliIKG0~4-?>aNft?04M>l1?DtNKCfl}U7J z0AE&|_Ylvv6gFmKr*PZo%-T!7K46!Nf2+6q!^GP9rspS5diqZoatqQyCYfsx*6Io( zMsi_&PU6R7#Kfic6EaK73oDX8pFgLF;3&>0aV?bLMxajI!89B@c7_aR)WGdxTYNQ* z*=`&L*Zmb7jiNWc^sTfkz#ga=?dHGp`(Yb%;Q9K@hc(f|bB={oh^IQETS{D6L%aM| zCoSUfSmz8*BVB?aWr^od4*Nze}Rpiiw( z5lT6|r{s(;WS*)}a)0!Ez~@RRJbRw7`@j_InuKMuMnNSdvmxNI32g7aqkCyXtnj6% zcfdI@T!HRKpOA;--bx__i3drW1mjbcWZB-@WN@iXMg^!A;IZ}l+R=P81vGQnhH?OS zz_m5-Go6CEOZy-r#o(Y7Oju-Trvb@=o1paU_knDlh??*@NaSZ5^_^tTPj4X>pAoI#rp9GTVR9SG-PYnV|2rP(6 z%(s~LEbQEjenadG0jlsZ{{P<)#vnrv;opvbv_^ixnD@*?7EHPvJ4)t#{M0YV%vRp@ zZvIFi6@2?#!goMX4~(9^slL+C+=`S|gYX$%j(P4zWwuvV0dr-H$+m3)!eBjX1yxAp zZcjR(1rzG0&@VhS-|*rYL6(>wgJwKGsE)ZJplUj98jIXMt2m@2{fiHda2N&t2iwY$ z6QBWV?5>Y0nWvkFznUjPIAP4I!Zq}Zj%`>1jE$ppHZH2P-^)WRhMxVp*h9w!s;Bwr zU405@+RBih8$QX4XB!NU)As&aEUrR@SVN~v8G$ftqN`hbEp3J0P>;^wY{otkf#s?D z6Xj{z%S7K>96ucIGzr|_Z@If^*(E!;n8sU#te&UFGk5dk{OAeza%|G+Vg364cKc{v zx=GwZuB&M=uZh~^HL*CEDER)gA^R?qV_*Maq&s=ZoUL75B%^lW_iJJ&W}u2adhZcF zJdt{?QSGV-N9>%_09mw5$0wr>H_=YefKPRd`(Ui!gpcbBQv6y&|62 z-_jN8%CsM+W5SbfzM~gg50cPnT3>UaMrj*@SINM4&hF1y3y=k(4Si^!LL5ZGximcz zVfo4lHd9?fUWQkzI{>Ns6mG9*H+jSv-z{LBDqh-gw!u)7z$1p4L-zZ1;i!sw=|!HG z8`rxEmR1N*-y7?u#6ShAV?8&>$qb8{SE-FuMv?NWXPci3SAgn3Wf872^D=ZM({B4~ zUb~nK(UA_2m}Z_N*(Rw5qF8MJ3`?kG4WO=!qO=hOtd_SrNymdALCl#uKlW@kEvg^# zr9X*=25m{3%(xC^@-}t^_^@qseQgFN9`xK@WqpdG&$+?&yzepfq?hvwTT9pzl)G5j z_&|lwk3VCv_U1d5RO4I1Qoi(yB&g*Lm|0?-9~9_6*`(99lnK+%`!|pEAO8?_t@$f= z9FsVCH)XB%5A`#RCVNIR`rMZWOhI0nk zPu-&+<5_l@Fm0ignj>(QqLT03sB#g^5L~6sOTP|OR;9|s(qVFeK2G7;%x;JltE=-= zuoDYF5bbZJJ+qF9p8oAc4})WukcvDn0{N-5aqHUQuZjz0zNNhG5Cn zbH>reCjzhf!V?WGi!n)fsmMJqoytMcsURn(HVv!i*;1^Hq|T_)jrSA$BSw1+N?7k& zeoL7}`Y=YD#kJdv6;%*Kg><`zJAWt6yI)RV8r#AC9&*|yP2YC&TlUY~cY)_7tOGpE z`g8@M*5VH*+cx&TK6W=thl_7lBdW$PL?f4pku>)P7J}==o+iN^bLQgR8z^F22l8|a zUs_alv2KZOeL6CU1HNvZmy01aRw*fseDiCbHoipX3JfUFxIy?X zHD@!${1&%}x!vS1i;_kKsBAW;vO}nHVsN0L<^`k4)6zLhe=ptQUF#H&WFBvIfaO5OE8wRn0x zPvV)5g%&SEM&hhkiD&G0uXpnnPPSeGEo5isCN$6Bd%_ei>sa&EEX0SqM=VA<8<;5>nc#i^82X+~IL53|`ygK$PK(@e~&s1%YPPE44 z0-jz8Z!?c*H3+k^0TE0z)U;b^mwrQF?C-0Nn^MB5;KBHDx*VW6(RG20QPNnkL8A2e zo>>-6^w1LOM@bPyVsY%hmo%XIR+8Dg*5VDHcwIh0yHs*=JBuSnefqF=U6b^9^>#x2 zVfpPLJ~8oQ*Gua;txE!>2~CNCe({1s;F@U5`P9#*&W5^A!8@CK?iSmF&kLNq?=9=1 z<_LRh%gI)Qu#_yEZJuFRTDSjRUX&eZSk~;Nqs}PifriG#p!*LUPaR$g~ zw11>>3d!N+p8@h61CJuY$Etlb)I~_Wy4##Onzk8L!HyCjIWxJp2HI-7#-|jc&!J9& zb2PEeOXt83A9xNZ{l)?TU2-&n4J#=YA{mA)Z3SBkQVBTc-VJG)wKivnY`-9p{$tsai zTTjf&3YluO$2hi>p%BbUfKMA5$Ksly(Y8l3i2kmYhvYQ!%yk!2vIi<|LGdn4lUsqf zzA6$dM*KY{FVdb7l#7fz!xXJLT>2AL)hQ8TXtV>iwTV!$wW70*Gm3hFB-$`4!L(fD z)ryzQ8xcuOEg`UEb5sDQ>DFVRnGB;Ukg!^YNFA6JbtVifXi$rfKsaRR0v99<15wO} zbSa=d;66WiN%aq*TsvE3>AQwAQqiX$V#KqTN>s8U;bINhIF`2Xxi`wm+=)Uw%=Hjm zsMlOd_9ZhS#>B6?zU|If--BiuD(~<3IwjJnk+h_ko}=EODI4ci2_8a`dq%Uk;RkgW z%&Py`o35}-(;xkh;Z$cMtTpiDOmC$ED)b!6;SRzfoPCN&+XlzC3o zG-dh&Lu?Lwi8LGlpZZy`I8j>vx}jztBD$x=XSh0-LJ_hL78|phRV89{Z4!Wp7`*I0 zYou{a#YUl<%7AJ!YSXrCq-(p%wiRklpuLP?o{3 z9pNM9O}o_=;};#`HseS`TK>`2-h*RL^8CkE2mN2{E9wur%e=Da-~kw znPf7fvp)Khnl2f_1l(~{GzijUUo~hh+Hnz4SlKSOw1hH}Nb`1ww`Ec=H|oZt=QiJ3 zUQd=f?wB5c=BIW$A*wEJ958K5*UM#V@U#?*nS;ohI!SGUF*c!w4tjn~jy2LfH8l7U z^pMTPT<FWliTu?WamB^(;)Xgnk;qUDd)PFg1k}f#yn=WI!KkvAPyea12HyJ&9OTi13RZ`g=Zo@{^)q@knunu0i!19&R zUGbo4B63Bn3l;hBf1g-#3pXC^;oJhswfP(+2^`0aR^D;<9@77c-0#q<-%CfiEtwa_ zN%)1mNJTj=P4O*7(n}cyQ$uy(B5I0uA9XqM4MZveAeFJC$v*9d#S!2_#{gc{Hjya0 z8Pyjiug|oavV8zD#TrpnOPN%9>HI0mRK<0k`X8ul(K|22GK!${z4u51B<|%RQSsCo zUU_{X1y?%L{&N-(qB5_v;%Q_>I9m~r`%_%aWgS0UI~%Jebmv1CDW26v^!0v<)gJ{9U`=J$>F4 zdTN5c^BOIx>sIQmHaI_+AQ9-w6@fSMm*aFz^4Z6~#(bLOn?Id?xmdqQ-x0aRYu&Oq zX~1xpE_S0_gMe+%lJ`IkPi?Avp6RIT>e)W&-*M4HO%bP*lIp<7J6lT(CxsLLL6(mH z%??Mc<0pS!W7}*|;o6b6c-twRsSGzHfB9tDw-;M~2D78qwbg($@kRhD)e3i95x$D* z;msf4aN4rqe+{GPjxEzj@ZpZ@R9_b@;eDqE1Ni6+Wq$MNSGG;>7E543z=8`gZ9a5x zRdK){)e#HC76E5v{k}M5(tA{rprUYb5woEMNj_F;VsJF*sY3JIxf98h{i2p4copp6scEunoP1wxxm0FbcyImXn_W?Woj?|fC?_Zs2Z!MMZ z!Ns70VuSp!=QV^`MQF49{QT{B6UWZPq=1>SoY%AKP??I&0hiHChH1Php6YV^S!uZ3DAn{3I$e6C z@SOxDZ+TD=~MEx8vp?s{;GYoFEdFN$M}c&ESme96n$P0Jjh;${AK9 z2akORj6Ml>N}-0SFyK4I-LF#Q9(t!Y6KRTp(=L#vjI&RC9Y0U=lLO&x-0v#l(R3^E z5a9lhaI)K$<~v`gW&j<8xeBcPz&;3a}BOFi62HRd23Q%IGPv>Sr+urB`b0 zJ`-aT?ZFRK#E-vUS_p>xomg`X$$R0-^de_X7N^w{wLJ4=#zND7>+-?tAWTaQJAdzy^J_pfz&-oAL2;of<`;vW%nO&%Htf2=Df}aaZ`IULK zrPxWjfr>>HI{)jlO+%9uVusg38$nhqlczf{p2F>s*^UFNnmXxcb#<85YJbkz*2bFdHiY0PQOERPec)P+6X*kHoQMY`9H7Fdj(0FpM|3G2`Q12D^;{Nvsr zWq(%!T37<&Fl$$$n1hZ!uGvp@7vNfim2AVP&>=6`;l^Hz4zWghfJe-=Xp>d3$dp9U z)=ft@nQ$PW4f&Abysf*Dj8gepnX#;+l&TR+V0!0_H1~i&#SDvx{pP-^6kacZt3fn` zY>9H7xnw0WQ$?>ZoHiINGb-q;RJ>#==-LX2cmJ%572{dv+*Ki`62w9B|yz#w62ve@OlC?L?oAN}fDHPk@DAYnEIj zPZy6&EQ^Uj!)FpL^e!65r}j1Xzq)=NwKK_ZWdD8ky#FGbTkt0G({75{%o&#CS|!idOhg`|U%1N7Qc#z#q) z6@&8`L3NX^`Up?bw85QI1!{lOu1}dt#OksbR1{t+@a@@fwE!}Vf}{s!<*yEpsjj95 z$LXp>HQ$-2QGY%%NvZ zBdH+3$=1*c!BIRCU1`^GCiYfWoPyfIg9f_k)Mm9=VAlRfD!zM7l6k0Lse0ODUPW*$i-OwEowUc)h@7Yj?0CmI2yX=MAxy?Co(EprZ?4dX$;$}*QEDX5P%>hu&U z4|$a4_3ZO}B-|-wyK{NV%{J&zkMmMt^qQ;MbfQukfRff9&?K=sWidKi0ht{#nPwRfr z6W5#;&4e6JODqc-Jq~aI?hDfJJZ~&z5$$hLPCvXA-eMZ-_&xvgEw#9LYwO=v$5TDq zi-%V(S7A09B;?fBADgU^UEXceWVOHCLXo5fQ5pobaRy9)Q59ifFaU)o64&*dhjM}5 zQ=c9@DEWVE2Uk1#k(WQP!q6gLA5nZXV6fI!ERwnVyO<1!X5IVb?uJOJ$Z}Iuhmqhy zd|;3j!ad(i$`4Z4zQ+^ui4Fk6#*N;q3i@*a&jQn=M+$)$<8$K;WMStqC-9uj_sbE! z{rLt_fEQGSXU~K7?I3k^c++JIDL?DRoN#H2rG-<}eBK#^+CqT>KpXFzEs5uSGG;H!Au5Ps-=BQ?XvpJXbg+Rb`#E4N#~~{ zb5`e6b)U1bs>E~vsJI@!CRw1+l$Agw^R-1&W}XrL7~k7oy_3G>TmL3_YkpJqTL0eN zL#=Vpf`lB&J?Dw94Fmejtga3VhE7F>tT)-ck1!z?_p!&$p~sFoBp;3|LYd6H8FDh~ zohGq+*(PH%&EqUPDqu2Aqzcu0q^FHK<@7G0>vh=B2b$reuM&RxfR$Wx{XcpLG{r23 zSL5q8SvI=N^a)EDI0kJ}$1+&0v)m0ttGv-V1A92FI#B|LTSYYP#V1h&ObT&Cs859-f5tXz6&FwQQ~>HR zxPg~T&)l<}wl)js9jO9_3Bo;k0EHCY2IOg}KZ|MvkrRq0)_)r9t+pKhik$D!f#=9E zkmx1aO2Oty_a(vOxQMjMDV4TYaY<%ewt$MIH9Pr=Bv(J0$tsZ_l9p~z61i&)YMHr~ zC($Z_F(S%6I*wiTSxKBLetw%h_k-xTjq9S`=ZDm0Mkbxio{qqP$ANB{z0x4r?u`2& zclWa%&5+)e+uQ!}tF^!;-%GDPeChYSaQBo_(@r`0yOtI(onw+xP(zxblFcHP1=c%7 zq%KK9(9n<-7jr98!PAP04)gy*hPi@9FoH@C(LFaACdCrU$CsT&3~lr_j==I+9=DU$ zx4`l`Sr`->>h##$vLd_qnVzB*^5q6e@Z6iRiMck~G_=H!Gz!=}&84cACXn|HUCN}I zA^v<)_9XyE2&yrBmkbJ@JAjU*)O0lHq>*-Cey2}{Z^h(>qGcd*0RU9%oXRB*X5Y2m zpDs@qU+V@#Y%K1N2JtFny&sE$*Nt?S9JuN9#r9|LlXXAr^L(Y11uP74p^*0`-f; zoE3Wj{7SeNjdCfYKIWn+Z7T(hY5HU`j(rSO@ATsrQqxYVu4sfVD4`O4;=S5@?yQf-ii(vBTZH3Iq!pT~ySezYmOC70cm?*PPhyf^a!wmx z3>x9xE%5H+ROszPxZnf#zzhexm9V8hSxZ&a8dF=aaAH51qfN!8Qq3I3w8k{{MH z&D^3@Y6L~N(F-0Y-fsQ5l-wJ;Gmnh}comWm_zW+owdqq%1pd72=JTTo%QW&|ofc4? zCG6mUebDOzbXD#{vG%~WSCp6r64U!^jk;i6z%Wbn%+nVpUz^doib}OFwbS$kobO=6 z#h?J73UDK}?=(YVKWpHK;cKl61wkLVG*pZnWBMRfa>1&yWXX?gp1q@(3(AWz!H1Pa zwkDu|ZnZN&*gajWLdf3}n(e8?@LNhfWr#Sjxg+$T%s2FQHRJwls)tRkJ|~7~x@Y%M z;yKjt!_1nGP>$x>17%XjjG_6K$rqDPSAk6uldeo>4@8j$K z%LPx!q0$cPV(FPjk&Q4~ATta)1JeVOG9C8{WA;U<1P}ao*Oj56cnq>KnQr@UM~v_N zR|pSAh*)*l^3h!9^q+ZYZgvn&I!NKXPOTER4wUL2^%3L7?R@#fLaGXira17@V=jp1;D7Y6VvWOOdEdYB`gvf;SuBS8L&gn7|kQ zPL}6#5))1Qcx6RqCBX47IHW96UK0c!UHg$8Y0xOdZX80V9OjF{?SdUek0FcBWc=P`H#sYw!m*}-w1ASw+R zeHarVA_Zo(BW{ow?)LnuHvbp@VKy%+LaNf7b|T!%*vz#8^vZ6o<89@kIh{r;vNBN` zZdp{KMZ$FXf-DM(_X;){t53+i$*p*%v1v^xQ=zVD`@?fi9d@H%GFG=k^&ZeaSbD^h z2P8t*kSr#_Ne#{Q!Va?pvT~&hRWR$qC*x+)B@dL8NsQ^LoSfB{c#Y3ToD7WVZFgU| z##aTf)zi$U^Hc}*;rvR-0qfTii5)Q>o$f`~m|tFR-gOvDQ-;PaO?|I%B9c2@iNqe+ z9(%ASzt4E=r^@-QMzgW8R4_E;`cl|}zEh6)@sZ}v&8LK-(EO;cj6MKS_;2G*geMCu zDH5U{%-SBlEyfjN&>v1WRfZI)U}NspkL^4o#hD(mSl``a{Pv$v;tX?uSoH&%-7stW z+ez0VzrBs~<9=v)Y;!Ov#uAy6lM@&isGJ|-N5rwZxCo`DqbBH%17=2sQAeS-k+%l4 z*{}jhaR0l0wNU@UQGr)B9&vIo+Pi+`bP!?0yE(mnDaoM)(@6dL;usAV3?zrmQbo9T z^z@$v8f^MIr^g4SB6<7HFR!?UoZS_^XH2%19N`%*^R zzP+k|+KFoiy?k3$uH)x;j$Uj`&{5_ue zqB(y|e!$QR2nxp_S;l#<@)vQ>{`FKm;EC21CNLt?A+BEQ)_KP#ph~0zBp5q%CUWJD zdl!?ufhXmuCXzLc3m>d#c=vHIaYmUi6ZV%)OAHLauLJ9Q^cmcJOCFgeCoR{m40kH` z`<$(aQ@+o(XInb8rll`IqPXKom)|f{h9733Sq-s4n3Zzz3ML|)FewTCkb_Yz8hTB| zXvujZM02)}%33Yl1ty^+@HA|pRS*ro3^)$GENfA$%7Te7h%*n#*J(jL|Hy`htKw?Gfe7i z4heA;R01F2LSoXw)xPY8x(ITti~3^zM@_Hc#wUF_$X)i_JsZflVUy65V9Eb8mL)3T zzV_2UWAMB0n*WZ;_v`t|kPFegn3j(ZXBl0$2VM6E=)&)ZRGK;xv+=Drj*bK(gSt;01LYGQkdZM*LYA=KS)yYb(z~YHbk7^s?AoQOXa7!}YveVK zjs~SG<&WCFE)Ej&Z~TF}GN`#Ilbzf}|LJ<}=d+uf5L|!nTg;fK8)Ea0+kR2|Nw)@1 z*9XeK4RKM*N47Wecc+^c9kMN__kS$qme;cL%e`^@V_NzEj;C>nvsWM4$TmjEG^VhMf_`ew z(SHVEMDqpriN|^Xx|xS|8|;(E{)fFwAV)JC-y|D$7E?@+zG%xsJ^f=1sDCPVWO$2i|48UZvJS+$3&{svz6uRxdhfDl z^x-h~kx<5840Oq3en?YUma1UJ@ZWDO8gj6w*A1SsC^zEde9JA{*ChXoO*pxPW_|?12R4Mzei%dpcE9Cn9u*LnkS7ZO+8&2$--^)#$64jca*P9pA$G)9s zKh`>i*ETOAW=h}R`0fNIO==N0xvzEx{@skY@L2!8up!c7@*3Zk+A_W9(gcGI`lc8{ zf}aIeHQ$ML#pI1MH&01l0DbK#wb0_@A*K7HM&}$es@yX)nK=<>D!Gx4Hp13l| zW1p)|EMnL8z1MN=L02OAq0PZJ;_uua{T7b-ez*GlS#J@5xW~QoisL(O>ATrwf#$VW z2j>QBdj`Nt@xVpZ>}qRac6w`LF|m0Stcco0MhpQvfKP zoB#5F&Ak|J5?O54N1!$*%Z~Mx*LWv<4$yk|(boZzFN2kJKLY7nxiGLbn4fBa07eC{ za*ZAYQl?>(nqfpLs1uf~FNMOzayTU9+@w{7m?X9-Pb0M{H8H0!!aD}y6O}L<-{Vmr zKGlhPH}3-iT@@pZWQ8}oVRkjeQ#_K5Xhs<(w(ELY`GJ?C6`s54J{-*nPyb@@m2lit zj=5*YM}FzyWdCS1X(x$>j>$ymDs@MEovC;H@~Y?kRZ-Lj3T%lkKga70_1_8W^5=ga zYZG6T9e$S?Ymy-T-rnMA7x?=8_BNSV(B%Zr^aH=rVlP_p8R)aanX81%gI4P*{F>l& zL?np4DExK-5Ob`QVUHUpS=YszjsH(ntmXOd$3b%+#(x9!Cpzx0&ktmlLN3>%R>-du zP7FKGDDxt&s)d$Y1J02-5tt_xxHIlSoAeDue_LqD#z2-@!+~{HC@ZmZHvy*LqbV-1 zYsH~e*(}fPz5~sr5zItYkJi>Ps?rVq@{#|tQEGB!u{hm2M)*saP=NYlC8`S2dJG=x zr<5*uM~&2-2XsKMs^- z-)#-NrWk?%`#!=^2p`ClG%KmOXC|L))Nqwy9z@{-SrC#o^=^py6}>R2SA_^GZ==;9 zY#9ghNvM8ntEY3RI+>=8mGwo^G~tfOOBWW_8B>w=?lpM!1k+=gl~qa4p}!tc`myvC z@ywnFSgi9%*!SSTvk?>n#NzDY;c{9(@XwHs&-~-WE1%P#`WE4bANK<-hfm~H4lnL5 zO4dV4+(9qlcEa^* z{2dapn^SHE*$&|$mn#v{8mp3-*@9y2_W+K+arf(g#Z|SYBu{mr$pbsSnXHGXQe{_r zReE~Qu!wNZD_RON*!MfIrztMIB|ubewvk>JjQO+H@+uHcVNFW;2!Pa7b{^%BeF_y) zp9D<*0LT`-$-pf)v(#oj6j5%S)pCK>bn|yBzfeGx7!?a6~fCwof?)+b1Ut zJj;G#nO6y^+SaLfUT};}Q-v+Vz$z7vXehn^$`xBgnPIX)6J1)B$Y)tO5bN9rlaAz8 zS;kB5FYYUMi^rWO=Sm@qXB+3<4ZITRvXw-0$&a=**Zc#|%0j8?um`)gObHmP6?=QH z2G)b5HYHX*Gk#kB*cc>izgy_xkI=k{*%{b9I;ZNuAQ{@N{0R1!sL@E!RS6DYQ>WAs z&Jh-qvhwCM_+Q`-jq>-K^gHqmtl4{lS~#T=iJzV1{%G?(?mQi!53ihx4j^Ml~|)S45z77`32Qo9N_fSmgqb z8$g2N>qqOAqy*(Pzf{t_ly5?AjqGqsLps;zBu$x>AhBp;_<0N&Fph^bMT{hF2c6yS zWD^YqZhUO}>`cbnKN9`I8`j4B$x=(I$q08E^@J#^kU4&Pzo=p^RqM>aH1H+s{P&My zk=oMye8KE<%223ca4zai4Z2gJyJfEIs4qrj{~TfmzcV36?b@n(v;99zy@gv;UH3mc zbeD8VH%LfHBMn10NOyyDNh#e8Qqs)O4MR$|#L(T{ASJ%z{anBA_5KOx>~q#$>r-pu z&{hK^LBVKVwP{qmisu9Wy7xz*%Wuo!B^|3P;{=0aCeixDx^tq=dX(gvl z$0er28!?>lZ_RjT8LkGK}i- z!lLW-uIBGHareVP(5nriST?ohDG^@7DUzBwnpQG0=0K4Ey;4<>uY-=lxPeo`+u(6j zHB!d7?B_UK7#zx@LZy^TQvVL5KcpfTD`6u!Bc!5X^T6!Hlon;E9qxfp>`5W$GIIo? z<6SU`;Hvxl)$X8lQI=MTkwcrB^lzjYt5+hBSOM}a^P5y$DRad3wuC)dh;wPALKvJ5 z{;bsqZ|i8`sk}zZu5%S__0#FnpMDy1z|-gn{~~+k&wlCfcW~TeN6k{%@H~aAY!%-} zJ>UxQ^xzG7;(#}e{mRxCn^*UP*a^J>qYG)W03}g#aA>Q#_3;*@J3HX@Mg%L2gQFun z23n@C%-C0SNkqlk<#BKN7q=9R#qOka*+E+j3e;7wX9>s{wNbOARFn8xgKhUUHqFwq zSl_lMRj*ga3;^BGTKONfz5E|k8t5_A?$#>sR#fAXbL)Y{?q$|GFZ}V~uS@405&5>= zjMHAJLiUR7np`6o>QvU z#a8FVxeqELsg@%NiUNx*Nch{^eIa1Jp zGe48pev(?)wn7kSq&lPD-fviSCFhF8=2D&;LUTj?#o9^f8of=DJYUic%q=l~J3fP@ zwj%d`q>BDO9=6SM?{zpK_F>Yyt51&Z!LD~x{H0I4xPK)Y{+<|DWc4GlD%U!YLk11? z9$lex1-(+1?iVP#Y$1Z5YLiF3#88=&gNxhE;t6+l<%(qh1@{d#qczxE!;sa5rGfq1 zEvw_#)PzCa&QNIpJf+qfB>U~6nZ=~TJ*2m~?)vY3r@zyT<{6B|w2jTFNvnC3dQ6A{H~mLCfh3kj$rJ+2)j-+=s<+vr_8FWdtNQa(!y*q? zJLYm_GD;5b6rhq?4VEClry5kNs#3hoNj7{ddA>_+;3!B_9^7+(TljTrDI+(03-47&j<`jTpGf)&mA?+8h{+uZxM<;Ki+kGXRQlalE=c3CZnW~&;jrlPGjty5a z92^lp<=;3_^v7^WCR?{jr6qcnlOaimoNYcV8v26y4B~jm}q9lK1WSNNhP0ar5NpIsQRf69~>L+Xw6 zL3XFSc$dw^MJ*S@9!d&%%qjOUw$#VHRMv_xGT43}{mW?tJ?$(Tz5zbg6gUX)u9Lq4MQ0=X zK(~QD`uo%E!zgLv`q{*A6zP#$1CXHK0JG>|hYkX-I#C2Lsm58GGoPexzc{ku4N`CV z9R5~Zup>KTqW70h^aDt1p_HFQaXLI`Ly>ra*uzRQQ4{MWc?p~^?zJ9(BGX3kt;Kw_{!z)y~~Sv z8`bM&ga~fX-{*~p-7+Ni6U1@_rOy0ljvu^n5`*^!aZICH3<_4vB{Bfc5AyM$JB=E+ zogC66>2|!}Vx4I=E{$s=)+u)*!jRXy33i<|HNRX2P94l@>}}SuPs5GWRIi4NQOpBrYz$Yyir_0wur9R}YcQgqdJdi)nnVu| zQa_02I`vbk-X?nX*o<7>@LTGe!g?c8?cSdrj{@+?NG#=apc${sV}$1EcY$+@ypZ;!-mDNoF^V+o{PVcdBDcAR&O5lS*8kOqKv7*bIjTCOjJg=6g zuQ=&1pAX_ja#7A~P`hi#y0gN3wl9hxpLwUf%=rtb10)ub*GYa_4q%nOPY@3V&^$fHn`K7c;#YRD0e4HzAtZ{;XPo`F| zu>aN&{kBAO0+KDHB|?@sX&r_gTtmb}r}1l!Zg|B{3u+=y8z*)lBWirvySTtOC;TxM zblU}@5H_g{>F3$%U|Sv|a6h+rf4PbGxK~e8^Tn7uQ6=8hdFbEbJ)AsVj2C?%m70<%_#h67ayU;BWXo+1JnFDM2);C_yHh%iMqe$mGGjgzNkk%=>1`9Z7=&X01+W*-*)4{?^*4uD! zA1h6DQ!hBc&3!DymyIWp8C&}`U_%45 z|2K6%L%N@L#9w!+s;a2|9LhN|yF@!-AwDT4camI7P{77}nZ3rdT7E zNP2pp;^|@)=cT3AY31_GeZb=uu_KY}M+ez>dmK7w3(#7==P(f?MQX;?eiJxdiZoav zwJN_Q70TjSV~Au>;r;0hv=8M9`v@Q474<_*s9!&DxY#S{xRSb3AP6p>K=K{q`i6Jno^gYkf0g zVd0hHzV#v6CIX%k)U}csdQ6m)e8vl}2X6`BE?z+;P5GY*`~TX$A4$SZEgzj@R@xMOT}N#ab(ZLSBE6`s(D?iqZ%(*h43?2#!DA3)vjdd0 zqL~W0uUN1}vO^yh--`K>9L!5zNh0UJ5y@E1f=yL^qGvp#;Aslud;nMhuG%B%i666% zhfsJLbtiJNTgmCuII~On8Y+a>qx^O0yI49w*iCBzNmm|u=T@&46oFk`n_3P3#sGe& zl0Ebo#|~N@OIM|<(}`*eQ!hKeo?& zwAVIX{cyslkJP9|rHRNcfTo7aP@to5Qka@LSgqRvl5~vL*!;j$g{_U&OdnZk&&$mt zzv&revCU7df8O24OxTCup+tb0{JKhgvuDh!@_>AHdiLzn`FTGk)jU!m=Y)S3j2Rwd z=bet@JUNw{@95m*aAU>48rpM2=JN&aX18}|X}x#%8)e?Yqc7p7Z~RqBY14q&_?M;w zYdWL&`1Nk=tKXb5-~a3$hl}YuGWE^mXk5a4IJ-Z+o%!GB+X~%qQ~rDJvoL=#bHLO4 z09ovHbV}sB32T@jh4V{YC(V`nx0+9F$-*qzB16HjuyU1XV=JE!fk0k6JmG0uiy^7w zs6o6WZ3#Y}wQagX4gaXz#nf^@qSrt%%Qs0KPA((X6WdJf88@#I)?kml<4rSIo|Qne zTE?H6X!Uw~U1i}s4cI>5Xr!pn2kCS#r_N|C$nRG{$U&=J^1DX^q?#^9D88FTHTf_7 zneqg4*Wl4pH8Dnbc^w9~az-r$JmwQc9ZiiWL5UpRr$#{oNd_|ly34ez1=W}7+Rx6- znuH_}cXtYgbcSFtxTl~|cL!Oe2>vJ6$skSRpvzZ*nin*jlGL1X8{{Q(Z4J^^xON}- zuGiPw>zI_Ps&s6+UkxAy;gpd8i_bm>Ta4m-+oNswO8em@%CkX?2jNq-HAGh~T?h!+ z?!2v7E(`Da6xvY+jv+M$XGkkx9>(Sq9jv{TVY7;azT~(6^H<#cH?99Y%?o5|5x)qQ zeH)~|#t)0YLDaieQ5-$vGruS+ZJv`|!AIgg?Wu#R6n#h@A=k>kF*JYIw*|{#vq+ws6D{U~VlA6-BELd8H7mo5sdRVZrnWl+> z1P)VuaL(HylT`&I#!&}f>-d8Vj#>=9kS=*f(1XG$JlVlj6!cN{6jgJ;lUb07N*SrS zT(a^#d^!$=G^n(~ni+GEkGDyg6+hCgJb^P6cf|@=Q?IqhP(*O}$z}j?hA^Cnq;T@O zf>lNPuZh1iwBZc*;wZK&j=A z6^5uV2N(v+=;lLti@lb$a9x)OJszSoCdq#kWq{7Vi9JY%>5=^Rm9_n@*GLWYp%>@N zWy0Tw1RN@{U4%D5uP|6dAm~OQz&`YX=%70LnG?tWCKNGD;K`uLXARx71te2SjB7AP zV)BeDNC+6<)~aMXXiH)DyWJ^k4U(iRdc_rskg8ef|J*P(9}d<+avpRFP8zW#q*6+@ zy?#NwnAA3aKe1^1s*wl^E+;RrPaaf6#)|pDol(J4+br$Ns|}bEx?fG*ljsmqfJ7Ge zmR{9pD-4(_)xFWJE=g5O3M9|Iq2~Q19N2RB;%Y@v zVNSwb1V$@nAdlnH#t*Tai44qTLMpf=v)DW7e?vd^4q)yRjBS3mR8?>5IL*PG-Jb6g z4=XINxD7#=^4BL$%3qA54FTO}_fMGkL)ghe%?-tisottUrzdi)`UQx~izSi}o|KbC zFR*Gb0@A#gu2S@#KDeY5A)ATS%OjPajHNEqaCX1zRuzrWMaHz9_hNOXeDL=VXGDhd zIC#X+;%wm(Y>fgZN)8iIXivkXnJ)*SmMG7Rq|dE1v()J-fgw~}Q7O5#7s8XPC5Bh` z3bW!bt5gWZFq{~EVWKNpo6f>;_0M%j)TUx64*O||qY_nhWX}hGz!;}-(3mox@#(f% z4*3_Hm?fcul4S|;rzz!5JmY*n?DWIJ{x@1uh}tz0*Ng5&1XNsq=i_vHYs9`B!1{92 zs0)07FM4j^idl;pKu!MA>1Ci8rCUj$(9a;mmQ{{U+sK$e{=6VAffX0nLXrdWzB6yf z)ROnooxsc4yzkiY$V1Js_PAmUk{XQrj_U1H^1<1sYE=Dhk>hWs?E|(8-mGhsj{T2= zm=_M&3o@x$5cLvW!9R2^eW|zl658MW_qjXhvKJ-jPB%z~uSGXa);YuTdtw{X*owTR zx_K|ka0D6^a)_8LViSWU)JED#gvec{-AWPggjp|8RD@?aHLW{1G51Cfyy#V7ZhoJ5 z-*{Qdz$o;Nk#C}Mve#HH*n#l0ZnLN@lnlD!{E4q30OXh5Zf4n4-9f97p~&qwU>A}B z{HkB|(Y!j`p6S+ztFEYjEt$f_;fLP_(gGE zAqWHuI&z$E0@h&(mOgqxjL=~g#O;Gpm=)P*ZdF|R8uya_+R?;m6 zv|1|OQK$$B@HJ}%dd8;>k#Kilyp<3x0ceuS2V;oY@xoj@FpcFR93`!uL444ER+p#$ z@W3Fisjd`%TB$ggo&F`c&0(Q>tt)V4gMVR-7y1jHEBuIGm5wbNq>4d3cAvc;N2(!E z2p{rl=Ru_Ywj@(aR?-!qxZ#=YOhO}ZL5rkk@Hqy*mf+3iCsOcvmfpaqsa`tZDv3Ug zR|jQWhxt5LdA|E!$br7T|3T5hP6#lO#KypQXsS1$x9^s@u{pXo&z1bHYRMmmF?3=O#OlEo=Jn_NL(^Dt|Gmai-T}*e&UJ*8U<0#=d1U6XsP<3xcD*a z)e#V8mou;>a$3`~oq>`^DBKRMR=}uutuS?3MICcqT9Q}J^0|s=_WAkuL(T=pcTQe? zeBaxIxt$Pi+scA7TT!yytMk^?-dN(=*vLLr>x(#K=sLVb3mCGy~J;kJBs0f^dw z$--<|xTF$^13d+eG}5mewzLum)SwEn-l{T+c=JM$xZWm$b+>>YlxB@GaYnsvVQyc6 zaa(jmiyBp%%26;a8?={~zNA%~honHleHIfw5*h|m@Ci^ELmC6EntNR!o0~*7=WiVo zY>-fi4hFR^e?ZrYU2g5j0X<%IkERd90|A2|Ea5De{gI748{68DA3i5eO#quWkoQItM5$4(4!{_ zisnlNRwR=hBNzvkPoOU2d2|*FsWk~yJPD;HYtz9VkUF6>8M_{@vJE~BTD9GXsK;Qf zZVq)TMOb^#qI4==BLW#@jpBd6ErjxxE@*h-;zQiH5o^oq0n;n+SrN}#C{Fm#dKQql zRDk**M{Ia;;L=h^1@=SY%rM!*JtXTwY}x11=V`P=^z~}>5^8+P z6x82a4P&0fp>1}_#+tOi>i9Xz`RVOOa1^zKjfSYQ)Znh(dbKvVS~T>3)8;HJRAOpB z4`u)@TVE;nHr#>9A-aEeUO2h9x=Z-8GeI80h?D1v+8UVB#K$Xn~6$*$Cm4ILR zzxdvMmqjzRdhe-r5CsGWqh`x2g)NqEfs$FJ^izGP2$_|X4ooq$bwLW;Nw7^u70~`~ zW7llS>nc-dvy<=-UvR4NEd|iqrDJcU*2z(*=tgCj>`=q@l zz;SBhp$IB54a4V_BxZ@8&yAwy@|u#ozNR0;3r1&13Zxui15M3Sq-L7<{Dixjf<>jJ zZ4yDSs*nI;Q_DF`v;7-bXhIJ=1TnFy?yS7(J5Ei|&J5MHo@cQ}^{|qG$DW={-kpz$hypV|!-)&rA-JqlmR1 z{2J~|*fTwkdU=QpdMXRrrpd&Szcl3k$#zqUX55)lSSe;drwLz68>zR>GRTGJei9KY z`<4e@Vth+I`RSF0s-#3uyC9jQ-ds)(ol`z4^@p^Myd1e*4M3m7%_`@cm@df4N7Ed@ z;2H;O?q@(zmv1z)BtS_a$y{2G+9IGb-YqVV(DM=qXQ6;O&+AQjvXxAbW(t!t8 z@CD6OXUYjG2VP`^p5ad_2NjC*pPjF-oh{AZdqB>H{@&nu*LuC<{+{ag$sZ;P@b>qA zjS*nX;GCGsky&`6Wo1H$L*o-8s|(^<%jRR(-BsSP7qe=MknV-0R#iq1;RlIsaUaDS z)EOCZDrR=1o5w`8B18%!>r((Kxw4B?m0td5`}+U;WS(0`uIau8z24+^!`NWQz1Kg_ zLAP>2{WU9>r4{3lGIA&HiE9rBv{GYa76JVcKq^=4*q@eWL|yQBRXA7?#7tObL~Vy5 z2+ahj%nYw+ubG>()OSe2)WGo66K?@r$w_XE&2lVK$8e*w(5COl_*lUuf`Af1k=U_` zV1)EECTx^95!zWsP@OEsruJirw36g^=@r4YNJZjN*cQCFx8ziwiS4L)QT!jfH8_E59=CK&UEgmi_dm2}1fE)IjTE zJ4Da`y$ac~#RC)H*ae1+$N?`Dn%xe0jcT;z{~~{gN%aya700ymBh=!7j%!yY==GT@ zX;ak|znZ4M3MCqhs)@ql;$i7P_eYUOIWRu${*Orq3`j8~KZE={E5hp=fb%TqeEyz> zr!0jMbaJtldmXnmq5SuEfwlX1n`Co7)ws7#&Bk8FxN?_|RsIJ5Pz0UNi%LwK=Zz^i z6+mbxq{Dus(_6`_NQTlq0LvJb6#ep&nZMpAzPQ;!8NzAO)zLC^@i+6TChM_D4g!Jv z*PARm)SR83KEUxSCO$w!3m2u7j$0kW^qU5Z!7NKW{~7=Fp8uWJ|H9p*ELpuJY}_M| z{$56i?}lXhzoREhZ;>x7;4!6aO>;0O!&IZAQ(36fF4Oy%r6tiwU~EI@XK3H#Q0WIt zPugg<%b>_1OQ+ci+_wVlLV2K-$Vvo08PYm2J{dH-uPxJ=TAlT`^XaILQ9NSC4}YiD zzw;@18CgNHARADyTg9AGv!kWq;C|~)A7wu=ZjJ?QYw%_$#uqs8FpO6?yj7u4@^=)7 zxVWZ2@p$3H&L1x89F>}%nu|5=nx1nHvQ9<x`214p+(Y!Ydh)ZBwBHvHByx zA`dgmrMP>K>zy#Bq8me(pqDwOHuc4gteu~8$&Uz8Wic*zkh{C-S#gpz&)*OIQD{M) zHWrXSQLsZ)m{O!2S<6vM`x=<;My^_(#1Daf0FS;O#`vq^BP@ zN7Rg&*)TIw7A=4+FKvC(lMqWk4XPjHORJ0AE2PN~SmN~sf6d^DZ&Qo z|EM30QEtmTgfq8zVvUK?FI5)xH%IKpmqj6Ud&)k`%4FCppoiChqJ)GG>JQxND-!l; zx#ogYSFcp|*oH>+)*5S5DhPFJP^yQaUXXR!8l z54dG!yffOiSj))B$p7+WR~;DiPZxvD{Tp<}P(bzfVaUXHFRkXw9r%S7#YIn|U8U0R z`Mv1nQi4WH1&Vm`NIRx?&s~8Bw-kk!>0(IVY0qW#rJ2`7^Ss}e;u0GTfXj!=a6|!g zca1OGQB0=GhJp>c#8z5vj8z9Z#FY3Nn?f>xidX{?&qM`9ee^7y%Bt;AIb>3)y7~uU zKEirkXX0T1Eb;cBUr)w5x&kG#po~U)Y+$sjbq_GA)qj{jLnC*ut>Xe1 z9tFgF&X)OgH>-ZgSt`U=Cs&V_S2pE|S_*t3Uqbbp1S)^~P5SX`?^#Oz3%!ZsE$jwz zadI+(c%4nXo=$Z=uU&k`=!Z#_WX@B4U}!~~;46&OvJl&i2nmj|9TX8JnYGnam|Ja2r#2Dg+0_G(5-F6FwO5}e0yas3d`CPBlz94( z{#vl0Er`(4OH}})35jh?OQLcw3GG(Bg59AuaX9{4C1q7rteCVyQ8UaNT7i&6R6K(e z4u`;b*~6zmtWg(dY~}Qoane*2&OUPfr@TD|GBeR3rggu#a~eU>h`A}KZI9a}&gKNK zl@*-0MR)#nLA1b<0Z9k~*ulz3@~R^&rs&1e6nz^P2-nHi$Mq=yG>40HZ7RW~ElN?R zC?b5pXi-ejBhQK<)zHy;y_%MvXB_0}Lt3R+Gx!(^mFwYlkT?Fz~v; z=7IfoIx3~8bItBz=^f2rVO2-xNk?~+u;0z~v8bHaLi+D!Z&=QtSH`6l|4BBqd3h-X zKLF#|Yb{h*0MjT_xmR%PGIl%l871fvrQutncpH25tlV4Q{v#SHr?EnY@6$lK=5+T?k?G{&?SdK5r>1h%xw7;_gd)ZY=d80d#sCRI zh$C3&tQU@l;X7z^*j{nU7O_8=on0GHzXg`^8BhrnOw}*(P2gs*`@vHet}oR;&4gt7 zAd#qC)5>C+{Vjy_T3U1mh+Yy-IMhKnRsCgOk}vlC<{H(M6f{ zHzdJya%B1kZfpC}QVIi4hdHdUg|aER#7szP`f!U|IFWnHIAqwjC(A>9+4<4sI& zsP0$d)_G3N>GRpyHs8<55>F|o>&l+UeTcPQ!Q%DY5H#;Hj(17(-}`wjRo0wAL@rx? z&{+Bc=MwGpOO`|l@xpzBz&pazG))J(B+Ipm)LVrISTLPs_QlC0kDT~Cjp@paTt@dz z>|L^Sl_P=SZ7e}J3Z}*XyX!NE|K0U2eb{pi^kp(%RI@ge_hZLDWO!4HsDo(cdzUk5 zaa*-WBpCYoS%DOm+na1zPoNMq7S*rZgNW4puvneLZqhHe z_i~lw(&OK8vR@r~=95qJ&l4RApGgj9e@FQH{($!3PIoAPZhs`@83Li`wznt57yjk- zvOV}ySeIBlV1uapLj058|oN;y`SXf00;g>rz)6(D9i@&eS3tjhr zE`stCk_A1FwTKRmgf%5dg2fVpi$5Batm6x1h7`bC>GUqJy5@i-fU(9U&88CQxu8ls zF)221Xco^e5+q7*BMB3wo+f$@L~a6RMku@Ww{6s)Cy9OplznGeIdqGVVI+e-*QC@!TopigV?(28Nd^fcM7 zELY4PwH{f3>lMB}_SgbLJ}}t|#NI(&cR&#&S?Z=j14s@*b{tnN;XzUlCn%O7JfyP- zXbEh%8{Hm#pYbKY@9gz%fbO~I{Hf6pct2qrZIr;#Lm@H7)9n|BVJ@b%SXRWKA0;j; zlH~0*#F=OKxY@Z<6@Po$BfJ=D#Ll$*ZZ^0bQ~AqzR}<6=7EB)RXa5Gv(m~Qv;SBlB zYxu7~FP;nEn+&1^8%w^uJq^vacU77z{H54s{iNJ4A5LMn zLd0^&7IKu7)5aP5e*e(YY6cZxmNQ@rwh{4;z(!AOI#(cEKeh}Oc;2U3#;A>()g&Eg z`(ymUd2$5Zb#|-M*UB!ABu7_ALW8iMw7xpxIy>5scO=_|@1Z7#lYoi)@Y85;!Q*pfa4e7HezFwGIQ^tOTn^9<4dp^ghmGvdkiuyW zcu9Fn{xdYcJ$q{R(`kn^Ce>6tRC8N7+9G=%!p)+x*F@+Ni+V6lPZQh>w_b|<6ij@3q@BMqmm%)|WxUB~WKXHn@(~7`4 z)!um|#zCu``R7}~6VtG{R)d9keZKAO!ENZ-fa*pkte&9S82Vf`eszj+j(qRgq!RT6 zhRK@rgO|v57$vCOa;yvpBbpn>?L|&loMYB=UyZ4|XU7*@UBmj5=;Yo8-m0IQ`QIbL zWdcK`ajgQexXdTkP$?j25cI(8{>K!8D5(8uZP!8u9pxFmkXRadI4K&h9A&XlcXF-^ zl|+jL0V8(HVr8U^foPPvJeZ}A2->zRyR!_7W##A>(ad#1$&#J!p(oc!M3Cz%T{5T( zos;FP^*6GIMc{I=+=?-eX7co?K>HAT*lgS51&+hD85&Lv7$zluWK?`h_F)7MzI!+5 zxQ(T$B~w|?lW9|QnpfeR`03$V*nI_JIEFD609vXRkiUdDE?gLn`@c?@+WFqz8{#|X z@# z>!hZ8lGyc9nIfmL`>x96iqA9XAtERCRsDIg7=~0{q$GN*xLo$`N>tk{=90%;#-;>M_3kp_k1nzAo9Ux0|;b^Z4(zHGRqPNZnk0 zRixl)HG%ygB9KB+@hQnVi@vM|O<#xHylnp|edb5Sp8ogrJqAT& z!;u5W9I6Tud*Cp5lCe0?WAYwye_dT7UE;xjx9}=w<}Q8=f`%)e3=M(J>PlDMaSr4= z7DErGk<;@;IDL{Jhb4}LTG!X*pOdc-ubL2Hf03yg{|-kosATD@52w;iUzguul2>R?ZSO_opkPTeevO*>K>f8wyk4C8R#?hBkf z1e=My9MlcHl`_?YrQjfmEM*Ff|5Tb!W_K*5{NKN1xb$xr(eXM{f%>S>3;Ddy3<~sr zeLQ%q^`5NFlM+?8{+3qEdf@G<+NV`lLBI-bF4Zuu>NkVe!0vOkw_J9Z&`Q?h6q;2J z8RL?z83d>M2CDAEC!(3}X}JM2WpS!!jm>JlvTS=?Me-0zBbb^V(nzoJIbtL({IZS0 z8%( z?g-3_JzfsJ-MC#1?BW7dD70h)XBR5P1`qLux=;AA&{^>XMjq`5Az9P03Hf>*C(c5A zh8_+1VqH4R!eNi~R$^NbRE0GGdu$z~0e}DecCX>e_!+?Q{%?FlLJ`~9#asI3qxj?s zVBF<2CTv)TUGz@>E_%b27Gbr4qnf71GVj z@Mdc^71nU;Ek0cdOD%z{C-}+_9e_H&qNifo6kVxwIBc{6nRj!nHF}JA8kGrk@95wy zr{~_dxlB}yURn1BKmDv=Vze`;;#HN-QO63qQ%|Tz$<*P={EQ6N23oP|Wdy z8c#K9RGDKJW$H;LxTNi|d_^-?DAN2M?GMxlee9F0sruH8VNJ$Pt<$M#g+AUc@;F)x zDBXgCDz7uyFDo$W6c|##|5`+%o}XahR;prPoiK<8UVgccGlAO)`)bm0-GCA=;^A?% zxW2pTy}wP`hh7>Z+1Sb}=IvbHI4t0BdU0B-+#xrflsMAWb|15l?&E!TUgW(jl znpR`w((wo_7 z1CtkaAcrPtf0J4WCVWHgz3IwMO&CM6f_B8`Khw5r9{hgP#m9IuYH+R9qjqN{B>R5= z7*TKKr#SQ_G5tFJqRw+k* zZTQ0A${w#ld%ef#1F$_2igIEU97f7j(;Ao!0~`}T{uzAn(HF=uUAEWWtMx@>iQEXn zZ)`+)wQ)+D$e>$r9+oieX>k8)&KJogq1n1(hO8e|%3Iholt$nRQW(%hS zZ(I#pYCK$ZOa<;t6%^$U1KdZWkt)C29X{E9Sq<=CqzceVb~`7%M~uXikA4q@6=`C7w_+wG6rN^yVm&8J^Eh|qd zQ7IDDr>9~f8kbmFm=R$a+*!yorWI%p*Yu01UvV3uPd-hvkRvu5Kld6ZiD=Yt#v+r4 z;1-}cFA+U0-H?0h>OqHeNRL96bqHq$zpn%&ovl-0h&sota8$Qvi%PaLLdHZWB?=`K zN<@k@f_c3(vnGqOnCU_}2uPd=^r8JGU?G{(nQ{fo#7J6IdF&+jHx17l1}TIqUkFknrli|yFI?e>UrsjW)FC= zC?S!ohl@6ntz9xm^8|78^_!uDQwom%>#ib}I)&A~<1=*A!1&z2i0?B>5eA`Aq%xYW)+D z72ll*3#SWPAevua^|{$Su1IlUdfeKfdh(yb6;^zMH0!igqXz~**L6iJPL%+;2Z1%MCs1(S1l!i|km&wzP;8fQ15(sIL z*5Dcih8SA?UI<4QF`(<STRu+80PO> zho$EDJ2LC1dk61!(@6I;^ zflbtp-h-;ji71`_vF;d7w2Icgut5>&5@=;ljM2AShEt;BRy`W+pLg?YeL|*5J2KbT zNT-R+!GrXk8g{RPF=6>NE>0cyGie72oNrA`1nWB?6Ki-?^$pQwIJDZv#Nk7J^-Tjq ztEV;W7dKAsz>|q-b>^c-&ZuKCT^RKiS8#D2IK$= z8O3_yi%I7|(Q1JGqXPo>Qyv-%={!rY*=Ayzt^l_pCaI`Eecyj|0ES+>vIJzVL8_W^ z;Err|i$_Rr28c~w#=2j|P^bbDXU{XbZcAW1MyxJfb;&R4NDc0$i zQQfNNL-gBPx^LAqO$Pe53gh7SmdGNDjsf(Z!)C1SKPFqD(q|cvNR=i6NkiH7+~fgt ze!+dqOQ$_pUFhXa-->lMPkL|t@SJ|{2zyHDK(ul`uVh6_%)IM0Y7X4HE~$$7P34V~XT*dDdjJ zeEpEbe%+YaIxclXdZv}F^IZ3R?!mOgC^-~@>`J7m86yScdSoXck&NE-Mfzd%j?K*j&whzFfDExf|QL1Lc6M@I2Q|jDgq|)^jWkcHS#bb6BoXO>%2o(Ck)C?*O!HXI) z(MfaTcJ28}rDFwF^T1uHLCHaO?%80yUimk7h^>ygg&J(NWSY+V zB2sO6#qi8Yx-J;skC9D6n)6x7;hUK%j5<;jmko9s|?smDa%q$ zbYskxkqQX#5wh#u*T~P#fz1!wR?cKzX7<~h)IxK$>-z(1*cUlFAorILoLFxkxi-k~ z**(2*@E1F`m!EBWC@N0ViHvWJ5f_^WJRIdS_51E|%d?vE{s7x1=Y$y0{TOKAvd8*o zS*G~}2Z~QRdy4w%)R&!$&(EXwQv@pab^>7lXUn=@%th7?WRE$v%*F6BwJ&0L7)80D z4k@@&uqmsa1aw?yEB0T}Ze9BCth|QKi`Qpq*)HiHieTOv7)*5WVd^@`KL2st=H&~P zN@^Zk65R3UJqKR!ctZ!14xcE>@Fh|ETlrGcvQo=POSg1sz~$}QNSRAvKfgrDp7a2> z85x6wahB%Yv?UzR%|28zpWJIsq#3HLT9|E*iq8X|xtS-30Vw8@;AsMk^%ZDg?hNx% zPbx1vnFc!_X{0GYE9v6^b_cwEhSFIJE|#SlBv>7mc^t)l=17;ptSKSVQ{}3T%JOg& zsJD0$j4Kwrz#{(y!d{295D))gE$QEXX7V2-D=>*c#d6w9%U^78VxHk=4&HlZTsrFC6@4 zBrJn%zrn2e(KyH|5#M>rM#uYC{Kw&(8l-l<*=yR|)F)sd=~!bkDzX+E*Av%h&M`8+ zlw?!%cgFKrhRj3!xNocq+G?8S4ktP*Mq+ySiiI9aO`c>~+aYS~CX|-qPC8Sj=CB-zV*XEY+A)}Q0?uD;A7`j z-@&EN=#|ke?(cs$Jo<`X))HT(qLa~@Tpa&*1&`wMhL3=sUB}Dd;E7yDJcXgqAjkZg zVcslLrrhz9VZ&0QT}D`pQb5C?t-p=O->{udBQGKa!_~Xssy)rGznO}ld-t1OY;sWS z;Jc|$IC&%K&&4xpssg`^zUh`y&oUc^Eh)||D)BrI@?vkZi{*)TUY`E-eO^(*7^|eL zC*SEDIX}94{=0x+BE%==do{z*^*IX%vbw&$|7pVIgL^u%Yuz(UxRNEn_2?udVVeIXHNVF@z;Hq*L~uy zOQf#-SD0RO16FkZ-ZbR@VK-@?7EW7eU}D?PnGCjkIA*&y?fJm!ni`t@Movw$PC2a^ zNXmS|OX(Cr-9sEq9!+aJLZL2_7K0ySu&0-simb-n~De+N!zM9HW1| z_nFEPVaXAeZctb`R6Y+5A4B*CQ{(aY%{{ZUM7MT|?~h(BNxIG)^TT^kE;9(bX3b#I zRTf^tKTUve!bs0&_xNy-^3VOV`NH}`JQvDCmV%e&61(8TTVvGdn%}|DMdJ&jc+D`v z#p8%YLL98)kKA2)3-LQhMHXu;;e=C;zOnF9m$hTV+Umn`?DW?WQ!86qpQ=UK zy;WOEX8$$fK-1XCSZ5ep^&VrlTtB;;Um%gF6ZsW_9Q=ajB1NT1Xo(ee_m6=}Oaajy z?u#-dWhPEV)A{^?Qqv`-*ZURKfJ?Z%%$tL6D-0*cr|j&Fdw+VNYT+DIch6dTW=O|; z-snm5V!s#l7KgclW@Zt9sv;gx+IXxd{(3AJ{@ot%;8e)V`}1Xna4h)SL2=uF^nd4? zwSSwI`MXno?Rg%m^k(9JZjQap{wP)Phi#}F*++_r*7araO3-f92RC?iY6846w5UZ- z21^UTp~U3$O&L+rgzhGhXy9bxnWa?CMcS_w3X)Zv%Kd2B0#}c)+lYgiB?VHr+)2Q1aVSf8F?D99vd-9E_uwS?JGX_G? z{m9c?3452T>BAETrC4p#(~y`5CcEDoXTdE64>>V(34QXul$h;&honU7%*e=Kb!o*` zW)ZhWDYjN$)9Yp2>C~uAaB-DlG9DD{Jh5>2c1G~2(<$$<#~#sL;}bR`!h*&DMT;4$t2HTu+r>XSoY%N6#1%DPNi zPmK#vEpx(}e7ze{c_!LhXcyI2SRafL@_A0xtZVi4WFoFVu>e^o5}bIvZU=byido{s z6nJf1?NU-M*;ygw=F$@C;yPHtTm#XMtF0a9BmF509F_jJQ!IBBYb#4TuGnoac+TWw z<;eByCxizrc{@uJo1KGqfoHgcMx8a6y$kbD9{hRx08+?eU~o%Wc-QV^fS^jierB|7 z`!ux4#qrW+v^wCN16l65BsvMdce3$uy=A>aRLy;y4POqmo_vN=mUhsta=b_jn-ZoJ zna3FOkGhYyniZ>FF2)P{5{v%w^}-YeP9{PuWf+5w?x^&A{K9NXTf9GNP=`f1^2kyMUS{%BjY3#lgl<_InTiv+@F?T%1u!g*?xZRX+r+?s1s8{NlP}^OQghxU()#}oY5prcb zr6@Rk7S39z(z{NgtF6=fuD0`S4_7-k@M?CZx?0@hZ6YBB`KP(8k0Iujo=SP^BqWbC zbnUNqfQL(pU+7(jT1!%y*Nadj%95)1XUBqUp?tGA?z zdi^vmy+Rh*r19!0H5TIB{^GORTUd56D8nfHmy7eG=* zXrCBJKaJvRbViM#z@XV`3dejcn!uJZs3)+Uo1smbGB1})LA%DV@at5btUbGLx`b{xGiBGd@OVNq2y$SkjzkPg$B_Wi&N64;n~|RYE_)g z_i11?LD0`9LgYs)gB6F*Rr`uJ=SqCjWDVN5-}k&&Tb;1bjhqo&Vm<8szPu-YH*`o# z^3hib-9Uj}dyWF?s4&x!@_Rt32iH1TrCC8}AKr)ZG%oxXKo~iZ=Q`)V>kOsUoui$@ zM3y^(+wHdE?!9Jo&{K2JR(o2jY>4sD`Sxj@sJWiyn2&Beo|aHzJg3ky3b*DKHF;`eWu1s>&jEePKM?aF+Isk2!7)c>kV>uoRFPkA*&Q6v&v1l^tI;9euKB! zB^nR_4qg2DmQ?TrcBmZtPwkSPr51f7;N7MP*mqu!s03W#BK+TpG4wyPh3U+x4zjf* zP{i1C&nyt;0XOfyZ^div<$6Z-N;l=QkF;v?gF1exJ$QvB)!LM^gAJDIX5m+l(couz zG0RD25@W^&6y%zZG|*CSQ$QmAm~}LgA*M1-hWOm_?)wAafrE?YU4} zUL%!>d%QjJAnLk51=v;>9)q0=Ro>e|MI-#zG;}U(`r{_3h%Q zVsPO$w%X+@$Kc;C`yQNv{I-qWQoDF5xE1y)*)3JEj*A?^I0}7zaW}Ipo93z`g@(rX zA@??Z_Rox4<16DU!>5naBzd&I8rzI()fAcMi?}*w9_AM>`mYM(UYHm9I1T0-|Na|axv6XI%J|0i!h zPpUl`)u_JawZN>i43VJM=Q2=9ESXRbx2x-Qht0QS>k%y3zx4W?2X z3N99acXV)_paLC4gkMuS(-rFT4~_Xck|-w07fbYE*ng%9lAGid~@SlH2Q0*2-> z7~HeR5ON$FtZ%u-v6C-v3EVC{%_Hu`w3R0-#(I<9kL)1-QM4=qK2dEezSg3d{oT3gR7&dX+T|2hE=vnzaUHlA3%$eN#+W5EpiRL|a9sva|C#2&r> z$fn9n#lV@!ZK7Zs&CQ}_0&)iOWE%bkY+FXBVy)=F4{IeIl5r^@Mt^0ZVgP^>WzcPS z&&Xo9m09E9Ky@u-x~p%iqesu>e^+Gh4Vj;_EHXP^t#$R)`R5{`#A;U8U-JP#>4o}~_xyS)$Jv95ilb)+LW52dGs|_62DlhiG3yQgX464aJx{Fy1wLAIhwUD-KY3^vHWgN$jTEEh;V9#}dSW_zF zqqxmhIU$51Rhd08*nlB9({=PM?Nil`z7*k-`7f`+^@WLow+qU*UyL8mkI4RZdhU#* zAX0b(5=Ynm!JBcSmq>iiSPqVkml^3r25@U>vtw3qOn@$0a9n!}O3(kT$3ia^GEn(8 z+vsgu^>v%$b(5n-EnW5Vo($&M$R}>WNtAVBllpaEz-8aLCb3dP=8#F>WyE;{gC$#j z6`TKjzEZOV{mr*%9V~{%OO;_}s(}*W^iZ`=mS7q=O_GlQ+{$Ph0zgt?x{MXSZ*nY> zyOo}PzP$X72TwV+ERS)zC!k*xC~9l+F4RasFhxGOGS|$<&H+6sIi^PzElC5g_}(!6 z$R)Ih&b;c6>+m02O9e7(aAX7;coC)st}Amv4_>Q`u797)b{&Qf)iJL~B=;P&9p&=xFFbT+SzTadrhQ$+5B;AGDcc>QHuF>CAX>hjT=VkN!PVUc1dy@W2* zV1X@`VA7$hv8~0`?4fVs6{8I8M#+N;MX(9n>K`%MeIa%i%`dQws6RF@4aSR2BfPz@ zL_3Yu(LHp;Ib9tdU~C#MPyS@5<+@ZmGxptrP2N~JJVXZ>2j=EsfETVech7EbkR#7{ zeSGyc*15ghx*^V0yteJ_K4W-lc$*RGPUz*(oI``k1!FF6M*m8Vwc^BZOU;k->g4}H;=!Z>(My`MfjHqlap_L%a;GBd z%gK|8p0Q8?vB(&@FAtHeWB_ugE_Ir4x|ZPZ%f_OT=wR0{1sIpEk3)xWR@;`CNx&MFqoWf(0A|w1;ObLUA-PKR6qYFN{5^_#>gL{Ge9eM4D|IW{m_ahYY!JKrH|k}X z99CHQdLJWAZp~CqXd#AZv^WxAF?HUxiQgMY)@{`}-@wVG3F=-BOX9ji3_9yCq!euP zyPN8S+|Hp437wafgn^p$<6b$VZIQxU=K=Fe-bxhp{FDl&A3XO+}FJny*CyV^MZya^rS zk7;OuyKj;s_vAO5i;)b?cDdQ!3H zU^_iKzHE0@PGn~`rzxE<=^N>;>btb+GZ!W?eL9d8_<8f3kYqP{m-DxguJ)%>Qot%s zSBIO6X+uqyw|jL!wBD8JpO=A?w!hmWn&N8S{<}#hu^Uy)sGjoayn%g;U2IkC%JWN6 zs`EkTH4_4n`l&zg6@a;=2e8DJj6&W^oO3aym3q1#@!p4XzgqNLt0+^ne#d-E7k6Aa z6TQT6X_pE?wHW#NT+HD@O1hT&>&*3>lpL>a!+_YW?X`!n%lYxz#{a&{a&>f_P{PQ2 z13{c_711Tof&J?r0s%ikK$XRR7oz_QeS77ng6MkdC7}Q8Q@6aQlAuRM$N2l0wR?1N znI1x`)X;(c@jMnw;jFLPNPXEMOsWnk#pc1gKtE!L0$Z>t3YX3sbCqrlsG^&x*|V!U z#HVvG(X-Zr*v0Op>Z}JZMkL$QwzQ6u{s7kL2UJ)(ma7aY^3_GfFG(X&AfoP93OGRv zZWfIL({o{8`)A&ai7F65EJ9$SJFLFCfY7QmGf?Vqz_EHrxJl=!Lkq6yMa-BgDAFY} zRx6a8Xc@M4nznQAe-Gl^Yrqh3%K#hkap#c2N4%|*M}Jwb8tf35cCo}_;y6;ie8MQ# zR?)1>Kzr?NlytqEHD^Yc3QkuIS4|M%h&y=i#ADs9^J)g?Jk*&XZiX<*j_@onB zCCxak^&;A2IC*7)Za8S9SszIG1TJaZ&(JaufkJf0$Fa>vckIpMj!&cF6uM4nJqE|V zofWxGdhhN}Ih+7)*sQACYu7D)_xBfD{_`^P@%8c1oAU*vDbbVv9sdYC*Vj+F_1{w{ zI9_2mpKfgr)o?URpBweu-rlyl?TKIiz|0YH3k&)@`hblUy=oITg_sDcXbOJ#N`p`> zJs!rT$PCCff|(;rEJIUMMsT6pso^7G?@>p>s_=?5l7!bMicj{h!`8_yo50qdj1Qk9 z-Li3z1MDQ)W*=tQtDk%9!+{XA0@)cDKEiAVt5xXeC5)Nq*3-R}Cv8Rt?x zil|SR*?$+EC>!R4--AGk_DiEc02WJ@FP}hMl+z;7np?7B)5Q+t_G@KuqS0XLrfByH zYL;~xp|&dIZ~tDI$K8d|T~Q+;!}y>?K7UmVM+Z;fy;@a7NfE44`_|#Bz3i|<PqVPv*m9MVtEHU{ty*EXV-Y`wbrKZ(%*AcdC4&S zj)RhJ-%nR5|4RNekrAn=Pm7ig;&sCO=ONn`PA`LlaUyl&vrj>F6XVvEm@$zAC;pEi zY570I%|GyLM|bjy_5|j+3&AV*;)Ud|+d%d23*z4MT;UY#j1fAI-r@?S6tjY8=;ZB! zfg7*KyB__3qweyKh06EEfxiRPPPbHG9ir|cJR-*smaJv~p^2|_Opv-XBS4fwK?rAY za^O|+Lu0b{3qqEn<$%_oWc=C0ik9rn{VJLur4T$_w)05D;zR%pP!Ca>!6xoyE(pyS zv9N8W7n4>FzqId4Q@*T?kxpOY)z<4Qx1}&ZZA8a)>oX|e*3=G+XW$H2|#z^v|d9oVdy}_O@cQVw12y<|If$l@E|UUma@G!06YF~ z)a^xFP&VHeVt{In*}|c2V^zCtA0KK{c6y~C=q5h8LmZ~3&?26XnTJ%|tgaJ}gvh+k zwg>JyZp>z`B#lYIKR{U?K2v1;%Qw7h8nbsryDpxYc%Y2jENI>@v03{R3)tapaxces3!AoV|&yBD)GY=vF2FWaVDlg zfB80Asw|sEK1;UrWSy&A?!|osu?#xZ)SHx-ypGxdSr;+)h1;gL_^qFi!gRxHi;MJq zXr!y<_Jd7?+85M!lYf`4uEvH}&N>@jH)cdPpBK0(P!sIk^obxG6c5AwlpJiVV*b|& zJ$1s*2a1M*SK3br{O6t)~lkI=Z4GAT~ue9 zSH~dYPT8D7=S=%xQEYm+t~4`Slo*|J3h3|6J$?tODKsO+uDzW3Yh8X@qD#yt1LR{I z)fhpWxH;#9`^Erj%x=4ceDdT zjayClZg?Z3aohIBN80x%z&RH3T-*rXB20&7QE0;9s50+ARdI80f;DbAEgTT7~!Vl-xS?uc0~bRe~;kgnz@NwbayQbKqmjAF>K0qXQ&+r9;dTUt_N z>M8`;Op@=4d+`LBf_3&X&f6TcCCl4f4!j-wE^_RmyeJnXx&|bQn;S@!OJRBMTE*hx zm@Mbp(9E@$dZO*uhg_eUpX~Hc>VFDvLFIjq1=ADrS@x6My|o9`s_Z3FWhcE8ws$NF zdLV+~Z=`Vddgu)Piw)nE(9MF`KVBIQIY z*_1&5>wOtznH<2&{6ML!q_=2KRRjM)vOz&Cog4%l3rgN$7g z;qQd#0mCDM@PIt1nQ}O}H(XgL##H$WPmJnylbb>mKq32<;476h%uH49^+zt>EFh>t ziI}aK8QLXO!L6%^1A!!HjO@6jHyS!uPERm<4|WKJ6>ZlqWpunCGjYTpJj93mq+VpT zf)al5<>@F;2ovC~Wr1Q&jV5WYG3@fuxT2wM1gJ+1E@Eb>ay&@n+lRxfVJ49`=di<< z5SG=t3%WlfSqO>yJFeg3fSwb0xT}FUK4TWBY4c-%V0J>)^d6@3?EaKAEj3qXZL=Cp zG|VyNXC`t({x8LuwenBxwDLNRJrI(Z2hlOg zILbajJB7xaXxvKRDK(IL<@0{w{5mvrWJBw1)vOd$!_ozawxsn7F`yjlTbh(a{z`74 zv#Z}dSJOjs(wzGq{R6UdvoNTg;7x;+i`W!A`TBW?#!zX=QvOCWvgcgW2?Wy2ZyoJs z)Hf9&uai?w?l%y4noo~KA}Siw61M;>KJ?ad?zHs7xfy*Q^r6t{t;mj1eZ>{qfxY7&i6TXsBx>k zgi1>MUQ77Q0<7m}0(j+P<*aF{1l^M6{8TfXLv#^n6s3r#OE0I2N0h>y^o8A?1~Ane z15DVp+~!~|dDFpjMf0td;r&pzQCV$9%$%jgrK8*EW$dLnbJ8KAUpDYF zcHhwkaO%wzg|l9lh`t`8-9_S~oIbLaZ36D}mHF}Z* zG)LM;SMWufxxcQ<@D1T-R!Irgskb%2XOczPP#&iH5Mq6KYt7hkiXth+wt+v?ldMl) z9pQ^mHm6W)A)I;mF@;OYUel}*MXS1=9_SrRyQ#C7Sy>kjC-=iNlc-jb1>Tl7dF+Nu z;k#~sXMl9RG(uUOjJ|obVUAu(crGglMy(Q4P#2_!O?;*BkX}kXl5hPD3L7Wl+>xbo z%OPXIvBI3wTX1xA)-~3jPx0uB_?@u$W>wDA4NG$TBoVMHf&&3@CxKw>cx;whn>yGk zuU6U3M$}QC@7NS9_y35k@#Z^Okvqs*bLY<(`7LYJC4e08sQ<0wM`t^ac#xz2+RN7I zjB^4P7Llf>OI`h__8J?R{)(|-MgVUA@ei5f%sGK8$Nk=h%g(Y9=~I2-L#uCNtp)rL zqA!gyVMlb_oLsOT{;s-Q$JPrRj)#TQ`{i6{o| zlth1_)p0I14{hViz6&m+tIPC20m&*16`XE*TiU#hD~|ppzvw%-U2$#qSJ%BWkW_LA zh~!q5b!Oqf{0>66>=Rb@sY_k|MMy2-ZF`r3I(kC57s+#mQq2zO^1taHe}Q092D#cf zC8=sg?NxTXWCYkLZj*8w`PjT|46bK12`(EgtPgY$L+ul()IU%#q-oAU} zY~ix(OU3(R{ZaMZWN@^R%a9WO5H1hGq{P}Z0&$_r6pzXFubd)CQ^<9SS0q&LzyID)@uc2QBVusAI7Jn~0%68MFCMEnyXrbp>ba6fKCSb>%I@AF zp)@8Pb!j_#KXH_DReU>35%bAK_KQl;O$u_Xk+KnwFRUMVN8scw8)89RR2<`s3A*Jm z!T@I|Qh7RSGm=%)Nho&tIzqRM5Uf6^M(GfT_VRIS9omt9}l zjGLQJVqv%@$MyX5Fq~wZTZ5x_u?sUYdS<{rsp859K1dlzm?7mpVH`7mSF-9`C)I z1DxT_Gf#piWJK>6x4f#@DGV3)>S?RqEQgK))t%3~8>fFfc!r5$4u{kWp`;6^!+uzu z?OH7GIP~41o#1VPHLttA9E2CQ+h;N?TEyG^j>=V}o05u%T258A^tt;#j2h~H7_}bo zN(Rnkt_&jMnqnF|G+WQ^UyA#`20AZ??sjftI8hq~5;tyy?)OOY5PuA4LE?}2A7C?H z=zG2Vo~owreKl*CZFpIE$dL0V6OJ1zKYs;4B)-f$=N4v5PM3LVE;HhkK0IcmIMuq( z+i)}(l#~lw+`fXE7YCX`=*T9YEN5q8e_d1p#9&c1N94-kc?!O56B8x5&(hIfDwX9B zCTU6@A7kda8d~|X3RHSYoI&zz{w?5;3iEeclxNJa)bRQemsG=a*@r%D5gsJLBgr~O`9EyB&Ie@50~Be8_^_8XKUFo;+Pp8@qJA|y8v>sOH9J0vy3j~&F2xRY52pC7g74*zoAW>F`uTs<^*~Igysy^sPZuOXm)r7PP7g=MZ^CEjSDJ1XLJ~OSP~0+G z*t9!W`Y2--k4v)H%m>6t%$b{@tOm{E?VdG7K{L7LRm;r5=c~Av*27mWmt*3guTIw) zKD5Wz%|YlSf;PY^A@osvBGyN+mHTBaNRLpclrQZ)FCKjeNdi4;ETl-crV)1d5S%^~ERa&xEeH8}AUecli$lqgFr}a3pg|A> z&k2M{U*hDN9dt$bOl5i>wz0s@3e^Q4X5t*}uPR*Yt?L+UZD*5+V1j?VTi?Vl!lD>} zIWQ6aYOm586=i_pAuizijO?Iubkhlb3KQFp867=ROv07*^jfYyQI^&Hlib&#KXncG<%_ceK^u?) zBdV89v$n8xvB02)Z=%>E_WsV(aT$S2?nmKDR~w~|h$bpXppMjEv@hdBSadVj8@51% z&g}m`tH>UF<`wOl@z1ulM`*=FZuOsa(i0&z;1-km03o0n*@TSw=vOySC}KK(Fc01= zGZ$=MQ+P}2S2Y~+&$iTbXh#}_aDrM>gYW~)0hN45mdZ-IB3k*YYHySnuu(au!)SS|u2$%!VtcgPXP+Gse%TLe#~N!|@{4r=JLmS$~;V&L<_EFs#6hp%%4wuAQAw4W#%;-r?>3O^|?N?JZg9h zH-8`A&76jg;e_fl%=?l5zk2NdT9}sgMh_-UwZ(xB=H^>a57X_S_$^o0+m)U16A7r= zH{oU?kyFEm1b=82PA-C}01%T;`zU@PlX_|t4gSrp2HQ{`o%s;kHQg;+Ie>JKPezqt zDU*bdkKEK(iu`y;P@CDJ8RH0qo>aYlGu~(u$>*J|3?|8#THk?kFxF7XrvV$y5Mr*W z45SPqb(8W$rZ`RB;D2F{p%@P;e&>Q85+OS(DZ?f3oKBkcHeXmL#M^f*^?p@E8?AG9 zM_;GR+S>j}{bu&O*{bQ7`jYY_&?@a!Yk*k7-`%zJ!IK<=A}SZnB{{M_EVvTu%hwxL zjuSV-*D+GNzpTHWivE(jm_9wHB zdoH>HZ7e-(F29(cux$W6zP3$x99AmFTnxj4S46(+F3(GdBW<^1KoO%kW0vf#jGNyd zikT)nG_(8PE5d6ur+?1+De@5%@IlYg3q9h0tUG7_gqVA=4jznbtT=KJ&jmv-XtU?b z3N+3fF3{~1YU9~{+B1l;R#(l;mGAFcbsg@(5+e5l#^y)Le`JyjlSGg1)~n_;Stn+O zQ5Mq&$AzCT*`CbwCCM8 zmuW$tk!yWJ3gaYWKy~aoSX|v3;`_)d5KWcwNXRrBNGFkaAVP+J_GXnZ_9KA zcQN2~1}xbHp^h9%J_VXHi8_$jf|sd5tJBQciOTA}fvX=6(3?NfgMu}t>@(@n(IOc5 z(lfoRO%U{QQK2nBNN_*Dacbfc711ao>wm1dV5NY_MX!Q@O{c%Gmf#;x+$^o6Lb(=j zkh7EGD5i+2NZ2&t=GE6bNU^%ORxBd`lkg#+?^!0M%4j2S^HzD(u;A8mFIjQ`DY>D9I;gYpW-LVMyW{<$zSH$h&#Om~X$9BB1|+y)UaxfJuF=}z@U$&ak~FL9zSFZsM1(3`E#)hHf%IN$ZSto5*bRFBf~;g9+1 z%2~_?jF!Wee$pa+K-;nPbntNvRgET6hH59($40tFI=aT9u9kPUPb_El=H~d6WOsyw zvK*oUKKszc{DyAcE4KcG8e3yl(F5Ana0afQ|0G%Cis8V57@~9fA*wSX@3AGdC19T0 zvO0ZrsmsQ-cQ1==8cCAFEUZyQp6f7)83g~{kb;ir9Tmrx2Frsj`&KUmyqDDT-$gIm ze|&DJS)SGkf_Gf|C%P%9YyV_RRdsz`T^NaHXzrNkc`ygEZTKOaXtM%;^`Z^=`l1ly z8oQ9#K~^~l8aY@{>gj{}aAcW>DZuAfM}3E*1%4m%4(GZ>KVKHR&M<0uqH9SwOVh2` zCi;_tnGUHXaT67d$=DTkdL%&q9sPjOJahdzpf*PM>n-=LcA?&hiP zw1E|&(bVq`=q#bzk8vCxez)Uu?QzFB;yFI zWeC)vv_?lyZpy|NUG8Rw~-Y|Gqi7x_B9 zvt-}Q+}!+cMz(uZn~cMkvjRl9yH+H7x-DG3IO!R+)O9+$I>eFEwFnjYRe~oY!3V%w z2z%XCy0~Pi91}yL840j>Q4c`{dGl^nKnz5)pLsqt>~|l|C$E)D^lrV!!uFf>$Zuv% zK$xziXJKKrU+OJcgF63zeX>yK2kMjk+bsfG&Cy`=PhYz0y6Z$GWOpX_hiaS?vz;IZ zFu-^WP$ih38!BCZ4E_{d=heW8Rwo1MqPx4+3`XPP{-QZ4v7vSe7kcUG{tPBlf9H{&(+#kd@@N0IE7qb7YT3RYy#WD8=F=1i`TbSsqm}D=#_w}L0OfpQj>gH@f z=UleLX!^)4TduDFK$=b~gCznk_4~YQ`D@_)*vKa?vRU@MsoJ3~N!fS>nnuw;Z~`_I zcXbfeGq6>tg62Lasz{da{Vun%b6%^%-+(Ak(;K#5K)L@FS+Ah;!=o=xq` z>;^Tk&SASMB{6ND+)E({NIgZLu*8GQ%P}#3Kfg$4Z zM%l#0O8W1a;;{Hfa~luwuVUb;rnz4lv^F$cuYbjara=6b##~uO2U)pI<9XBMs;Y$q zFMNHZDOYOlI4|MQl>?jFOMNTjU}N3_2bVqSt#(*dA0ZJn0W`Wm%Eqr;KM14EFr{Fi zb(9sVV(J<1S+GcNG+3)%FS%WYHcjc+@D}7u$>7y|-KoXmmyq&=8{^Yu2lXs;=D_C% z6=CT=7(t2v)7fv;WtDW8-@4O1mG~l3LS@23h5YW(2rkin<6?A1`14 z+zF7051k#+Y5x|{n$M1wt!A0X2{0q)w$W>sAwvhiNHeJA?n_EW^_9#1KB`g@TU_N8 zrD}xUp;ed5s8Q(VM)wU~_|%A{`@}!KeA(LSef_Duz~4j&HAVA@*VzBfF{|+5vyZut z+PNIrKHQnApF9VNZTxIr%j~%Cxz8w(g|4;Vo?C|xnb&G#6WQEM*%OE2x#sB+O2{|E z+8y@R;^xyHR@;X$SO2X3k$78Ako9^v4nLj8KrPu^OzL=;u^W>u?Bo)1aW!>-_!z#) zjT6kI_K{;(8|Xl@s|L?jmh2aPIgG)t6p5rRb}8pA>yShFc^gK19W0jMuNnwip=AuzFeFgh>PWb*bX-F7d@{!W5i;tzFn_hxXt!`* zE+h^-IVj2N@_)Fzz4cVdG!nIR$rZ?8F6EGj7aG+jE&_cCV2guLF+ncb^+q;+B_Iqj z!uBEA!y{pQ1y1Xf_)r!vU|6mya24aMx)xAPn8Ito)K!QD@%6DH8z|Z*GpCf5htB;# z>C>e+vgRVsSP>D~8$6RmCe_AeXTOWSW9E+@HjUg9p70{4ln2gV`R z5*#lpCR`Pxg=t3V{@dobr<>`W4@*m4y9Q7H?5wIvhX%z(tlT0;&BR3P2gEN6uGi8ki7DG z1!-AFX?h(NI+cztUv=5J)?Aq&L}c{q@6q`(t<$ibHwnM98~TL|OD~`dP?)X*S}vmO zgoP31a^GP*onEwnRmY*?XUeh$Rn5vh9g(nB}6rl_J^b1NLMHEQV z&@6zTkoFIKtoa#mySVq4gT~1K-U%o;DC&TEENjO%R;KT^^$CF-r!#D7ND?;0W->CT zZ4QD$(@RYvm$szG1uM_1d8QuY&!~4dUNA9YMlsDS1De1YLzD)W6euQ(VlBp7kh`ys z^0c)0KW)ub2z;0D_00+@=UoGTaeNb6gHaB)o8H-3y!AY5Onb2CTjk-n9!Od|bquPR z4Z5Ft-BMLi*ETv|V=P z*X)&gPlvvPa;&f{EwaF-TrQtFI-&Y~Di$X(p+L*sCSsp@C&#YgvLypnm(*nVa|PcH z(MY=T#e+FdM4LtgsXx3GHn-lF1MKu-6D|%t4Q;hNFF?UUx7NZE1LF7l6WFs#bGly1Fj&_%ktKKxOplN_WfND5 zMx7Euq_^*^>~?f=Jra{5VW7Y9y55+wYhCqV*6hjKKY|PQeRrv*mBXyHx!2>IT3(>Fo6x}g5<7KX>dAL=Im_fPy>FJ$`@t=g<)E%$2lg{h8UBX?# z5YM#C{nyVfK`p#~drRDR-=BAQ^t1f@9p9PKT&=_!eR{AOy?vv1igkO0(daO45-RzE z9$Go^NT>0|!QFLEpnnM>C#+awfy<&A=wpTWLvXal!a15%Ir<&NSUO{K$YY^3UIv|_ zvwvbEAc|b)xI4ki#D&R!8}j6ekec~>Iwa-hi3+2_UK#`ipG{CWu`7xpwpn}7fK zvN5{H&(9Am#D=w6+Cdd;frR)m9}Xwusa7J1lDDH7_pfKi{=&F1AuHE(&W6LQPc|jS z4Q>ic$4%6xs#eX}nDH6MCynfu`4G#BFa(H2Dm9v!IU$6bzL4L$@?|3y;7dh4NR)YJ zvGmCxP5!JSyqubx#btatkJt@JVZg`vZ72p=X+~igZPON^=^GD8;U((^@#SMpw6sFS zH_YEs^buin9u?xhkSYssRyVlCOwEtu#036yBevFvCgUK=ttj_8>v+1&SqnUZ)~79##d>Ey@C1pT zEecTdFIsRLuI;~VQd$vm+^A&J{Ef$R%2AwJy`0`&%GvN+2;(r?M*V2D#f47u_&1|FF7Fu*7wX{2few8Z-^Sc*PQ9aIoc0>tY(O@9dJ>K8?;U8q)kJo@Q>qeFW)67Wi{uw2#@%4K| zk++^T|3{O8sq{Z%QZS+`+~svkVbx7-^cpww%0g-Hd!5st+k1MWr3()2QpG4Ot}BZ@ zqPSssDQKzVG$xVO$1P8Z1|YDO-@$`}z1KF9Qz{=VeYN&9sx3yy$0Auh7WLz}cEPfX zFuDUj;ApUB=@o1nCl_xEM@INLs#h1NL zH^WIu<7N1rf~QGIx0+YidDtIS#e2!gjp_tG-XSUsTwc06&2BaCuxFEq`uzCW*xYmW z)EKk&av?ka>1lkHzUYSx3zn=jO&o)&p-%wDgba@@TXSf9eiJ+~B|n z(y`bE3yn^<^3PEe;6xWdz6;RAFh!4k+x5Ti-n-U+5BceDH)3XPJ$0~vSI{*y*8>^{ zAoi30Zj5Kr|E_&)hxJ%KX)Lp6;Oz2?-PzAK@r6E_HJ`m4%I9@Nr_LLKQPun6 zY@;~R*tc0l)4G~VlG@z5w-QJAK}ELMSnAh2Jr%b*p0pl{h%almA zJDN#3dA;Rd_)KPdRYETF;P;#IFUiXD88l@EljG%Pi!qmYoS#yt^YOH?n2_S6mM_Ma zU7)N}l>Fp^$w|@p;c*=*lMk;N9cWM94!m0xdp)1O-1RhO{e#YAQ)_vL%!`h!?=`HyI(3h*ay#-e~lF81mmVw?aaxKs>$@XgWpL16C z?-3LpFQujQ>Q2@(qXX`FH~y6(Y;DncuPyK}bOh^ve}Khsj9It+^F-sVO_UgCxJ8ng z^pvD39s!p&`d1_&scd&5m2-AOh}OK{S}Q%vy*ZTL7nm9{nWZ)$W$!2#TulR8V1z}< zEUvTjDT8j410bXnn>-yI4w=?v4yI#11=Jr_e&u26nuX46=3r(Pl~lS2z%VmhNeo7u z&Om{vsvyv@d}`zq8opQg>}SSgJ^ABsL*MjpyQxgnYW3d-<%MH7pGIqECE~yWsKuZ8 zw3U24Dg-Ck7XQw2l3lMpySLN}1l~_W!?WB@kVjLfVfzs=aeo~{7FxnjC9aOWotguZ zZcc-a1RD&@Lz#k3PWbXVZpTpT@7_3H=QzBd(g6N`KVdg+lY+kY4v#EtUoaw;s9gQP z9Tyusrt2E#y7OXee>)fndLGDdlBj#$j}Z~j`u;U$=b+~2wSZPK8PZQHi(G;VC$PR=~f`=0OMFWmcHd#`n^ z3)YM42^K!fjKel5dEvV#|PU!2pXNLq) zL4Yx!zQ1gWp;Njn>S+~nWvY`P)z271-`o55x;YA~l&i#JT$)k^^GIig#6pf{=D?F_Z|4kzCqPQr{McRG(gJ1sV;C=1Z{pBk5+KrS3xL^r8S+Jm{k!A-&cfBFFfsI1(;PDb^97-tZ zLcWx}l{N}ROj9W95GzkJX;R|zx^Y`{awhi|a);Rfy!|a3FM^tCgy0QN!Qa}|WeX&Y zd0~e}@a+i6O9Z5Udl=ali+2MbOD6U5t$KIeWNW~QpOiJ#z<;Fc39n)UTn0&)AfN!B zsCNMzX{IaO3ekN)VAaSV^-U)Ne9rBL{`YA{|L*0lc_O zbTRE7F6iXtbIS8Ea?Bjrxs>+NAH|I$@OdKzSZ;8l|5iKk(#2HbTkf9_pG>tN9Iulg zk-)hK$gS-#YH->3L^*Y4hP^|(7#22^#{Pm!*EF8K(mMGzt?*`3Yacdq4@f!uO=kL7E# z>HAyqmj}DrJ6Y#H^V|u-OGK|%A5V|NnmX+;=IAh9pg6r~o;jpPIo%|3Y_cvQm|8oG zLKBv>y~X}1tz^D+*XUW9z z?O6r?o3wF)R2ynKy!TG%kBee(x+LOyYSGTogGwrI6Oek*>z+ggAM2<4t-7K*tUxE0 zNKe3Ke#eMJOd$$8@Ey%&4-O%fCTxH_hpa49>)s-=q=9oh8vFU^_@ z4Nyy9OgakY6|0km zL*Y;6sH8~oo)?X)1|ktJ$dF2*yveTviF96BF(mJBw4g+3tG?0bKV5l&s5$~$TTV@! zZtm6Bn+Gg_45F{`2b=qBw&h-D%Ll&KUB}BmR}Y*|kg_>5)Fk`D36PS5&@$|Z+Z8Mx zZG=C(Tko_W+icU#E>OICpl5F4Mj?zbUkHA%Q*Vbj6xQMo$f(!GoN?+Fqqxezq$Q0 z#0aQc?ZQ(&2tT%_A((CEr;&03oGQ%{eDr#int{{1d&pw|^m{V(YN5}Et zVDDat7bjVG=O9^M)+>?ZGi4BEWt&RhJ0l`CcNqn5xwhBc%)74h#T0kw5OUm~W8QvS zHg@Iz_WGts?pgcx7k4ZT|H|*nbraFI{oehWwA~W6Mxx!o?bSuuvlH%zxT@El2u_Vf z*$-)2wOAjwr@M~GSq%Bu_-fb)!&3I(o=kcekMuGc9M$B1)(<`h>8PR$bQXZ5^dk5U z%-GmJSuE?4f7fT&2Sm|)1aZiOc)o~!NU`W~#3lHYK+m4jQ&2_SJ>zRKM1eZQ{EoTb z80iDQ!}dS*M(%mk9?&}un#iM5tAx}u!W&K`G80-bI#_=4xluu*I-6=rh7igilq78D zW@rTu;zdR$AebgYI767fxK`2(VMulYs!&V6NDFqB6S?wtpW(W{o!(>d(3cY-up$N{ zQYv67)nb^A)`_c8z{{)9x~*X$bQZ`u#UMjm2&)e*MYx^&>X@o2N>H@FGoTzdqU^WN^-NDDtrRLMC6F31I?n4v}UNOx^K6zxA{x=#f3N>Z7dkx!(AO$ z4xEqalVTsz@@(+dAGYfLjVGnHBR%-wRXjz{XW zaLeDY`py1`bQPn$((NLppxt*fOU+vD$p6CS_OIsIaNO#|YZf%ju0|^3xT5s@Y`o3# z?YiG(YxlTkX=FmEc3=QBYPWK1*fHmK>?kBt))bZFm?5lmOs$kUGN0fsDF-F$Sywb! zf2?^>YqLE_ACSvGs1q6%{up2*ijpT>rP$Ech#-9xIFOzPupbFZn)# zlwPaqxMUPcs8HH^Oz|<`m)d(}+!6wkz5M>y-)i>&I757&g+g?RcPNUyRg<+}@nRl{ zaFLdNH|`#OxSB!Dp}>Gm=5g<(WKxdlk^iNi1y%?Cq(G^1aVz2(Na=+^SU{DTHnG;X zbydUilSvr71ax`eIbumnL}PO&0Jr&q86iO-?@}X&sf&+eHOXO ztzJ3+$ecR~KxqpuW)U2e1dcg2r+iTNzmS0A%E{6D?B=1H6{QLr!}ix9x}3??rk&qw zLRT-iBXkK5EV$Gf-ZbrD)`vvTf>epr7#EqZDVFSdFv zg(>kyqS`X4mr)5-hx}deK=S0~#EB*{_37QJxXu98Q z?e%jUZBt<6>_>kInGj(}mNP0W#n1^L3YJ5Q5D5|*lC%Sg9&`XzVMG-PNO!AOZ_XUT zjAR7}7X}?fvSORx6@SIw(i3OJcDZF~O#{4FUW~30_yP-nivx~p%EvG>Rm6>Nz!u?S zsVb|16Zt!*;vK^KuLIV*#?!D`sdllCrFJo64zO!tML$zeTfjXD<3W5yuiUTjPOs9e z+Sa}~92eDi?={juj@ECtpwe|?w(gDOC1P7!nWcKv2sYbuPu#J#)-hYGnuR%wr{P;~a+@|k>$Bbd%L}P+!Pk#_Z)UFb zT%<}tW9~c+S}FwGt7B4SoPCYfo*t!dqgQQG(4)Qnde(#4$l_rS;AtDS#ikQZO7*z? z>vr~2?nRA`cbztCd2y++787at)T7fL{q_D}?5kRC6H@L=k_Aw^#eQ62@+IRVTa6H$ z=_xTmbU~Y3S!`dtsico;6c%-kW>6_y6;Y)foHVI?k#<{XwFG=LnQl@dd^b$*=;e<_ z4b?m$)E^+$|MzMobNRF<`fjg1^%a41m1eB2dsl3Dgkq@-!^kvxe0WqNllCJxuvoqn z8r%~$RD%$}p^j*b_^Yn?U~?47G?1@;5TiX=a;x6QKp$MBdNgcpZ0GjZX*5)wa^6&0 z)HRqcYbF{@STfv;9{u$LHPRR1x&RD7G^@;4%XoPQ$d5so)5Mx;iD_{WpKh05pC|-X zDn|g0$}+K2$r20O$HHMzvw9EeGROv_dR==Df8W^~ss>HKt!i()=bW1;jUX4QgXTTh zI=VU8<#`DAajQMGm1vpkx_hnNmyj8HcL^&l-nq|mWYqsL$a6A*$E31TkUQaI&1AD@ z{gx6i6pHC@{mLdol@e1HQD6S8^=ZSrWnM+V=Xmm?lJCjra8g_s5x;I-ELy>fm1qK)MoG0RQ*H;?n-+1ZA8C4sv?t6bzf;}vr| z)!*JMB~2W7UUpw@_Q)0m>x3+YWSZJq?=lbdCWy~ZM8`5buFP(2V-PD;^A{qc_ko-A zu5;`m%%;)!4ght*ux3k!N$f%01W+a|0hS~%R5#uNsq#3{gW?=EpZP!C%%anSp0``F`^VL;1^_`&MdGA#<@g%jB~QEo_3CT{J8ztGUYm7UUzan4%+p0 z(<}Q_e)9SCW9(OGo{IRoPC4xlHSE%|gCTV3Y!Sz7xV`WKIk97uG-{eaGJYR1n4B~n zB$-i}hP~ivNZ@2ZL)Z3W+o|^--RI-Imq|y0IBMUnEn@fgB7TP` zx6(Wx(D~YZxqpo?qgwUY2{hJblA%^Y@fg^`W zk5w1@qi1+EpDCPtp@K7Ax3dsdmbV)il%Lh|cANQd+X_3PBER+sP8z=_?DJzVT5 z2%ABK#{62yIBd0as6@MZ7Wy;PhY+k=v=KYY9Z%mq+x972Qa~cpXQ@F9NYiAmt$GR- zA&pI;owubpso9gn#vc;NK!aRDYp|6Eqra>Ee(%Frp1@#c{ds17N9Iya2U7Yy?nZ$r zgnVn*8NBQ(dP$P3CuS@N^3uTm-m00_yf~LsdOy-b!uW?#3oxXbLD(rh^HB~>oTysD zA;pFJx2bA&h!eRf&9G5@Sf)=Lo9KEZj~!1&VQcX%9!|B~yFh{mpP-T^JD+7D!#p;RyOXY~&o^4( zH;soU6K?%2ISdIAtzG;pg!cMtZH~?^TQ!q6X+xU2%?I&8GObnSkp z1Ite>Gd}Q=S0652=6n*_P+x07SETj0?gXnCDUxy}oBhO2Z$;hMr^h!LybX7kv$J>Q zWdgom6F!feJB?6Tx&J76Tc{h$b1yG@9lP@J(y8IT%1=SHZOJPPqrBQsPGyFOw-4C| zfkbNlcu>Gdn?+zSpM9~iDsluVeFjSAz^>1Ew&xiOd?g6xmzSl(+Y2{XZQ`_ECLnNw zs7&`+b<@pQ=A(Y__-91C-}botO2*cC(`rWNl#p0T*}=)gg2AKp-IXV_lkye z>ujpteUar*5Uwz%<&|NFK_)c&{D)&;!3O5+Ys{1n%hh<{-O*jR?^{UO4vkk<&x1*W z{gk@2W%10fE_@12S|g0$QM)VuKa*7Kh?zhN0TCcO#If=NHSGhTdr@`sB$`~3PVFui z|6dF+AAlds$5SogdfV9-fV0A_``q?#!Oj0$aMn*`U|@l;;!pL_x+ppGoJ|*+Bngko z8VXsQuLO?g)COvJOt|w?Zl>zwg0sC`f%p*K`7Ib}O(IAX^>AnF4~Y^5*#`>6Pf&!d9lMTrM9)^AFC~weNF+?B8>HY+cPSlHqPllTo{!q;(a%K- zjSbYUI>-;G*v|UMiaKMRo(-cm1E5kpH}= zA9K*(1?+UfnN>|jvjuIy7yIWT(U$|q_*>f}FTShzM?^G^cKOPEXbL@KHZc|h8UNH4 zRLS@PL1qkeDMW%Fg)2#AT6E6&0l0$l5(#Y=@>xY3cTw>;Q0~%qCIJ+l3q}^%?^f+V`9Uz! zK?g>n%iY9IN!QGX8l|g>-SfTccyU9~@UZ3!3|*?uoR04!EAqNLfb5}GcCyQG!I~tF zB*)4P%_lPQln@PM-c7VY=l;k|;ZUvm@iUBQ^&`EAr;+Wk)z33FfEbE{b3#R%H+z9i6Rn7>< zad7S;xMtGOfeS5XJ>7Tf(1%Y~H_7KEYK19-#rY!wQcJynU>z54J>L%LMT9+zGsEk4 z)5@(>xvkF|D1=zUs)xafJ%C`?Mt(VpP?ZprvbYV*#w%xB{(syPUg54*T4o{;Hm!zw5_!f0 z_!Ej=!Y1LWp5crtzuPMLnafTsE*hKusE>olBZbw2+B-@FM2ggws-~DE0AkC#N?v34 zD&$`VZ$U#FE0h#qw#^z40Tykx|U6>r!$r;f?e6nh}*%-Wd;66yxIf)4U6mlp&*n17%<52Y0 zB}P&WjO+4YJfm|DJo9P3JpQTQ9v!x1?z@e>Y#VVFdBlQ_)T5iDn_=hc<9ak)kYMO( zbw4Ql^ysI3dgsWFRa*2@=kw_EhBh5it4SbY}bmFTiMFTp|?hR4dqdFt9o-BhLZR(0gtcVTB z6G)Lpuw{uYMVy_*%?Kf**@q^5s%GUjXOa43Gd#Ccq&wOpqr|#UPbbZ48$=w)3+(E85zE(AG9{+7#83zewT`4_LDMAC5JhNNjbDX5@VJQqiVJ?CehR>hCZ_5 zZ|rd9*P(T3=XfK_K55-x(Pp*-5AgF%V70_-w+F z3@MI~$%ZTOpAH;mrYfnk!b>$RLq3=)9O2sxxO|n!`Ck-&6 zu7N(pYM=SD9crzAp8ObUeh?!(E)X$Q!gQ!uq)Pspb&G;x@s%m>p*A=!Z{ZYtzQkm0 z&P6*RTwBvN;7+v0GM{@T)6=%lKUFmXy|;Xy%2KwDA}WMmwgz4o*5lUB4D?P(bwQiH zUT9@AYB)DvxbuY7hT)sH=W>9&Mh{V+&pSWNC-LzP!NASr=*T4$X&|>Ghr6Jo^`m+W!}edR!H}mskA3 zknBv4_LqiE3bv;85u=D%a}q|NEqS#odJ?7^Mu0!)z(Z4rXXVrFEKOE!4)49J$jmZC z`=C=52@#*lh#omuq-`=$f`l-%39beV)Dpdp{1ua3;6vwPp@|ccyadbKV>IG`B64Q- zOTpdFr7W5-|0YohyHXQ=a8^WKJwXUL4hKUHk{^WgdjD$H=932-PK%~DK)J^?0EL??gGI@2Y`am&`+^m9ax4)nUx}|9)!ve?Rqbxi156>ZJgs&I--n zn0y%3bP!0f2+)2=yI-GJxWHzd4itdqHGeNsK5 z{SsMv&ga4?DTz0#>2hrb8q}m3p#%$~ux%@R1(9|Fqe-hmqN7j}5iJN#g=+#m5zyJF z%*HpUwS2|+Dg)d(Oc$$^mS1$221iv>#U#=DxMX3xdLbN2sJU5*np!Yf=8l8jKgNUK6~d+Tk=QOCEZ@gqaw zmo#%lp$6{Ng{1JOiuUEF@w>-oE8x@ zb0X_fWsrJv<013xaHbYU1QPr~a~DNK02QgS>=Yl9WS-N?9 z@3{ADp_EP{$j-N?#{ghLg5(dcml&|Y!BBzH)I5*agc+Ddtg}XFn{v0*e!FFpn*JJQ zPf009h=NsrM8)Gaq`=k4ut2P92wyd|715nO3E<5gw#ue`+L|&;1Oc;^v?5PE>2!{M zgaFx#{lT&Xt_vz+pUS-ufkq;!h}eDx96yyMNh0Yfz=)bfD!PXPjnU0e_w53hU+>&)Yp|nBRO}D?XPB*0Qhe zw(LAsytKdl>07vnX_L9~we@UdQOCsMmMp+UJlM_@3PnG{nv$^QZTOPRD7D00eHk16 z^#)0;ySa#_Cl!zXI*DXTZ+EeyX_Dy_nVP+T1USgtMXN~*MoJ`@g0FDJJ&a5wp6W97 zU0(6baoa~T8I0v%pcs~B0X&PAFxs(ynEv-3k0ovN&X`uI{>Y2zfW&hI8oM&l4~%lT z4H#L5O{ONrQg~LN+*ZaSA1q$h8v8uxb0UE@F?z7%qL#QtRjyK1qrt(J_W_X@bx1W3 z1Y|!znYECPjgNFp%FdVSiN;ol-z7rjN^a^Iz!e#!PsG**w94aiWP6*&Q3@J6#9lIo z%`xVi+r^H#3oiQ#mJ9I#!($|1~cLp@+DpzL5_4O~?+ZL2WOPrz_1 zxy@^P%GB8vc6Wv?%ge^%uv~(hV(C?j@tA$fiJY0wMBky2t9$iTjMD286svyg>+|#d z`jWMBV0Sh7p4}obuC&V*AB!@`)!CUZE74qETG70LD z%ehZv8rhKHN^qja7^Ml5k(s(~Wz+d>QG`G)ZImg(($%(oL6zx=J5PfQ7_>{hWP!Xh6SH(Wh`YZJw+Nh>L&n^!j6ALrTsST z%B^a)S`^LjEyby4bdR={XtmDP!=y}iBQK*Xy!o0@v_T5CH37+lc-J0?vYu7QDm&mS zMJD-EEt^{DX6PvM4QmqNFSSpg0M)@lSwy6y;)tRDj9XIBW-;#^o9kpmW+!1M2~ ztW;g+WJNsD|~{=#f7=@Z^q+%;HD~a%0YVT#jDgGf~+gIO|v=D}Xy&P!kY~J@f5{g3YfJKZz2WZT78c z&tbwJQug?4txD9si5fcDth_E65b{->e^xg~NnU?)8nd*GS0>_}vRbu-q1t*4+MkX-YQ#=t%*ZI0cIYcPnzpiP z;I%icAq4zUVsv^-Gg5nD<6~pFm9}Kx=5*CCLE?AOr}kOl9;q8_Us=5vY~bD0#JQ=v zmZM+cPpMX}8B6V--X}zkVTC8rv?d+1ebG&_+%PC#p~Quo^88{uIY0=cfLk`EKkzwg z@8ZmfVV#yd6+#VSjX_p6vXj+P=5&OY$bp!O48;8D^8F1DLM9kOm6q;2Rz}kt0t$4} zP&(p|Q1{~K-MAKoE@bgwJYD~{ZT!D_nRIambR!QO@P|QypH)3v9(Pj+3LbH+J7cKj zn>wEanl8s#`Rh?Y!Fd$4u$QA6xM<`w6!oY^1iNq)gmEZ=dz%y*cr|D-5@PME#2Q6P z)r`uT(_PV{jHZc*j&dRU{Fxs<%}a>Jw>OuRKAxv>@yV$!mhz6-y`By~8Va_!+BzTX zU`7bKx}7CmwWRn|p1#gj20?Tpxd13A4$^axiG>G-6choHpk?iT1<_K3=*gKv>ZNXW z(WG5D`1TLwZ~X&IAC*EU$jQ&blRfO`TIoi8v5)-gFzZ>JNuQTPJ{s~o;Ml*L$d7rg z+GNf?5` z#4^@FAOjqFSDMNVifFbugR-*)o~kL|hV<-wsl-jF28{6?sNwuS11yOr(uag@snzDs zbd$Jw&Wf2Z@3uwLSt*mS)sLr40P~={3dyttn!aY5NoHw7&Jvl*^xJoudWP?e_;MLE z9s3nB6Z6nU&Ve8}qfbUMF{D71xN)-ILTMo1y11`_vF3{Sj{1@n&iJ_1;$lR_LpF9e zAfUsaUS{+AL4>l~bn_p{^ifs1t$Z~yP_X-^$l1FfJWR1HBD_p~^%;Cqlhy^zuxW2& zU$>@Z#`YtzfGqfqs7?{GsgS!Mgyz0CQr-n+!2}l8RD=6&Gil}3^6Sc)fTuOGURf9! z>9+@IlnGC3-kam6jZK`{43k@J8z_df?!I@A_V&+*RX21Q{1v6LS_I@i% ztH=6{e><+F?M?F@W{`*DTKK1A!n+Sgc_RUE50T6@_UqI??ov9;*W{HrghWW%yXr@W!p4sYsu=7nvtXV=K>4Hne@b=m;K| zq>1uYY%>$Wqc1U5DBZW=2;I>xmY)$yqeL|OP9-ND7^xDU7KMW!Tz6s=uPuZ6 zX)8`fKE#4K!L*kToV3gnSx9S_h8M@9o6SD2S2iUcYk@IWreSPXj*mIc1~zHDh~t)8 z>!`nc7Wa-}`1r#=NGYu2b#Q!qb-kmty{f(2KJsF=rR_nn&fox+oaviE$S{+n{Vzd^ zLfSYEgz3q|)8)xZd3#O-xBZE;)*GZTmABL3#k=&so9)OE7!#KE&C7Ut9c)SAUPni5*7J{kZ*SKgbPr7*pOgdybq!80M7y6Rm~3SVWQj1OEpx8OZX=k$ zVA^JmUo|-~DKs$Ojm;Id`;ZTDMx|v}xCh6TOVcCen5t)*nq`VZDJaS`GjfqK%^OQ; z#FAHwcUeMuB6pMt%?H;Z{`Es*N*p!mAfn-DWqY^sB?R!>Cv$dYx7{74Eg=aj8T%VK93kdXesr(N5BUR z?T<4OIdxcxUnygaMdL%d)klF;KFi&imR84F--Cvj0mZsvH`-Xa@qvTtpG>G5iqv~8 zg88IynMe~6&o`Sx36_Y;MbQU1LT`npmBxts~?>?!ud-?Z& zySaKLUriQ#v3Xng=tZY=M{BY=wrg}hU1a@5Is*HTW&gX#F5+sxDj$Iof>JsnwbD3H zP%bhM`X82}Y-eFy77=6sX8%|?3+$l5$170^vS?KeyWls#i1C%ERMs1^bUD7jkTqkR$9C zI~LJ4;S&u1_Feu1(ML^P(qm0CCto9U(&`ka>t_-6BcPq`8m_zx8*n4z<$Mil;I^}2 zMNc52W17;IhrInD{DRvJr`+CXz~YM~vrr>1*gu1> zp@nC)5w({yDo^#?^)$-PdMqK{9LPJNCEpf*O4?-XX2O(?FE1{ zjB8+hgJgP+DsS$&-wxVeZ_m@iF+n!UrHL!*zI=Z>7VlzYW(nVHsWH~aIEf5IqOPj3 z$A-Z;O&O#97$z}Dpu0;3ckDwuZ<~O)v*K0yFvY#9e=<5 zx0PM`-q+SGwbbyLlF3|qA|(A2B~)>kz=+R-3+Hf%b}-dbNECNDs!i%5PA)pDwW>3` z>F_5~*|$!7{k;#)&5S6p2FytpYoem5TdWDLLZbrYEs|MH6&1$WI?q5FVM8~m9KtDH z&jS-Fu>s5CkZK!C^e+{G3yPbx!6BJ^kfMbT8<)QQ_9MPqlPs?z9rNx_AvJ6bvS?nP z4HmyVFG`j8x%&M6^UYepkza&WyWZq^*dD3D{x03O%J0_3 z-ZF&$lS65JTKqZpFf+umRgTUI2VY$@{8LuAOfN%%3CGL^zrrU)Ouho+fuKA}aB_eO zVR|!K{8tzYiX61L0K%|bsFE9v%jxE99Fvt5EsRO&5 zmxwT(UYCza+jl{z?z6``5d3SY8L5Tvf%o^;QZR>T{PO98j1nkp0t# z8k>VaB!`Vz1|*aofC>c{_B*3y9s#*`SwwL&bA*A-UBR;eD7QtL6V5D%x~B8mNKnNq z^n5*1LGi1qmz_Ri@@A<98FpWthJXs+k)?{6XY~W?)!9$nMCP$QJt&_$X`D=WUR^f%NktaXYF=Ml2qe(Wp=LD^0sYbg%_=ZY~`&H0sLVBgXCC^ z?CByjhEX<4G^$VwY&$q!9q6XdRUm7&kDg_J>_6@7veFP2LX8Wmq9HD{r9YC;C+c1> z)1%dzYVNxDej)Oj=&P10UV=XzGCM6EuYoo7jc>D=C9RZMCU;{|W&lBypya<~5hxuG zdKwl_w>x0R&5{087K9H=k6fnTcz274Yf)A09~5 z1sRX#SV!TcTGfzERr&=I0beYodXCjGxvp3}kpg0%@zEtk)7c*mG5^{j(|2b`&ZIsU z+xt^RlO9vjjRz*3DO+t_B^hncb7|bKJ5+uR&#yZ}JHpo)UgdrlI7mZZ@9~i4xok2W z*ZdlLV622M0gSlOjoYN7X7~_A{Now)oCioSR$JJgR!UQ8s3EBcIYl#it(dW+!elHt`Ip&fB z^Rz+?i)LrHf$0hQXZJe|`*tU2Ld|t9huY-`r>DfTgcnLZyi*($B6{MJ0}{%dNTh%M z{-RK_jK`>Nay1KFXaD2{JF#}ezFAiGmSKNhyFXddwSPTH>R9mD zsT=aBcsn5$BqoI0%pC8C?jqZm$8_P|^93=%|+))kI`^EM>ggo}lS!|@jZu+cK+ zC~k!0G6|z_91z9eJaGktNFZq@1?5rpWb3q~D?47>myiFmj#;K~+=i-tLsC%%iSq#k z-Kpr-!5;}cceyNI<0TC|sBc1mnr7IuHB`Z9uzzXTjrXk5H4%v}r%Lj3IEsORFp>j7 zG}K<=Kh|~RfX0wUt7rpa5#@xgUm;F-qq8h>gEpMn26-ci7R1hRqZoZg&Sir*zLGYk z@(4ZVP|59-!F6lq71w!LT3(87kCakae8Rb*(+IXMYdvH#*YET`v4yI9Sx;Y=*87`6 zW6fXIM!0wj@lk4iQEO=)z=i5^r^gYY-~( z$82I6yT)a1nD;54#d%DXiV&98HQ*zbYK0^cAQSi3t5IyEF=ra61li}X*#%0gW}={V z9r(kJajM%Z;pi|o{1CCm?aYP%?lnv&)Rl5TN__v|2@gwYUfO#BW?;agOO6C3L;l+p zy^(6SGWq<=TI0dry-rZG5)@vPitD0}r2b85W=0Rw`5Qmr`*k&nGAA=>bXV9xo1KOT zvgwT_RQ;R)>}9Sf1C0Ym)AFFCHhMHFH0`}eX5ud+*4@yc-!vS_BfS{TTPfnU7wo2O|`Q`R%fu7Coy9N6$Qi>vi z-nN>Lsil{b>*eIh&e#f#uy)v5HC60UTx?Awei9*DEgyR>J0(dXVVT>w^{1g!2}c1I z)S*N!a*kyLN=&{Jl7a z5ymZn`gt610HMiwENaTYkns!oUvTj{4F0h)@xWaS5#>1Sncl?tLY|iIl1YKArm0sB zbbUAiA~L0v&z#t~wQ^3ddQ48FJ`Y~bWITR8-HH$N4C6L(%pq4n+<~7{6CITL;)vx& z$I$Cf&}+RUQ+I9sn_MY`$eEp4j9H$v%$i$0gzeimBCkyB$-i=rqS+bkeluL%*}SoY z){~~GQ6K}SN;UebAbaHu$aFRr+N~P>P>5BsqlsY!a688ea9}h4=OuxPBcKKJ?-iEL z<_tv7jQC|M7nqbqapFbvvw}hne9p=ak0H319ja}_SHWFJLYZ(6sFt_Gr}{$;hEfEX z;5xZ_;9pdg|i3evv1;dAl4X%)dSv zRbJbFeqOmP=`he)OBB43_cJdL-o6Sf=qCNc6f z+Dlvos0_&)v)~009U>#UW;5r=NIL)!dZhJ5O&9O=(Z@sP7>#!ymjPO;$K&+njX?Su zfkyiP5}5{a{sgd@dQ$Qsni;+I&Q%5?K%fbh*;0He)@Uh4!jN2f8imc_{h#3- z>;KjLo-8Fq?i@tmW}DBBhX5y2+2TBboFnYFs{I5NbHSUEs!;@xu05 zM`crK$fR0Sx_;m&Fw~Bx7eQo3v=(Y*K!Z3sN$iSpJ4?SwJxu?b0IL+pZ#HPcd!323 zKg9fpv8}J^k{%m8Bf*vxE_u=A6k~bz_wu?SL5nqwFqMD&r+UoaSG(nvh;$0>S(A|+ zstn+0%ix(lxn4_+%jrFsV`Db$IzRR&9(&4a(JAX}q(VNzNV4_J0&{lHYb2(8qWnYr zdsd%;t)aqs@`(N%sBQY~>1y4Ht`?VYQ+t~r8M$G)(CztRhxf)*-|vanjj)uCm%ak6 zCeqE#$DTdSadJZ;D30=WQDc~@BXphdrzs=sqy|RH@*Q!Gb>?eG}qMs*D zAnCg}_?Hd{ArK0J*{a6<5j(`3!!yBZOLHP2>1R&b4Th4CLLZ;0lgUNIn3GK4q#s2| zs-Rk(kSauyWp3-fUwJ|d?iSJ$;k3h_SGk!qk#LjH+30kV){!IGwCD5^Hgtysb&Dey zLaM>%+PR+b8Vm;ig;SubC)NMXE@aotNgpwlqEeYs)OKG%IAH`L=2kXU8e?nO5S7ft z1yc-KjqS4N(!t>V4?rQ(OqBHV*%Ca2LWwhG%AP8CziaoK}KbJyJr))p3d)}iScU2I#Udb=%t>I!6DH* zX#Nl69rk?M>ZxV>fAb~CfY%JNwK`qIaq{$F0y%ddZ6JNFLD-dOzU0UMkaE@jCFK^J z{!J*lLra{lEfX28LC6)ZqEsw8AB|@9ch-r>)aj!ehh>Y<5KF^hi*gTdgz8Q-NZNNL zv4EL}T`HS4$dX2}c~2A*qtYghFyOaIf6kCHI41>I3TMIw9wdus8VKwVj0Ksp^+6HO z>(CE2If}L52aa_HcNC?!jh8UGiSThdH13A`&oBzS5#^I;K`&)xul@Zl9KTS0_)frf zIQJ(w`qbCeHu39`MRVJ02l*2EarY>|?Ei7PlDUe7AhN6H=f&oaZA=}`j$y7Y_`K}y zZ*?7mBi^sAUgRB6S#M1fzf2b>mR*G3ENrz5Xu5g%E8Tw)c|8tADlu8zSy@Uu4)yYe z^5EBm?pDt3{5+h`YEFj6A8vjxX|3rudzs#jon1!2)TcVtf1O}Gp&X+sOr!}KI>*An zp&wU~HcPT7K(IsU;{ttE?Z&Es5uzaI;aVl3cpal^nCNsLrV$i?VCUso!=o}6Fw;iS z$T`+nKfRGbC}p(()Q>JxUCML`&|wiJszm#hqFmD`PQ z4;Qlx|GOqsRbVdmAH4s$=pP=*tD5_<+_d-U2!oKX10x4@PjuHpDq%maMYT2%ZI%$H zNgXak?4KNPQx=>O==j^;C+v_RM+Rvg$1;a6#T2E_ ztN5UCws*aFo{kg_tcoZS$IRb!S!Ypp$r!4`Ms83V{sMPs@Bp(1A{Zi8=rPhspmzt?o$Fk7~Eh?m;hRL=e$?r%1= zu@mbu^(-wvu_a+7$M^T_{`mE)jg34fFk&sU%gepFfqe-?T3X6VzVwfbeaU{@;NHs5 zH;0=rC+EYaVvwB)bQj~trraMoMH(+t{=$!Ite)gEz`_7i6>@>l=@S3zC=~LY*V)ym zsBBZR)-SgTaT~>-*@sRg=-wy&657PS2c?x)$4(lmj*=uLE>M!Qfi=uRL~Lq}3F705 zBGN*TUQAQBGBK$!ggyb0bPpw>TxA0e60I8(KmOx+K=m&Ojhu43lk2c);-Hf&(5dw? z9&Rv|4UzGr4mX+_J3UITN~0G#t{El(qDRj|4ryZ|AxT*snlb@O#wE!Kxbu+=3?Cgu zq)3oF!~qAQYarv<4bBO)!T0HT=y~Yzgvl+X#)*r>f3sDpV-Er> z!tJS-R*&8`7B6f57gt{$)dU;G4M?X7N|zE6(%m?uyE{k2h)Jh_8$BeXK|nwRL>i>T z(J;C@M|bzP_kF+qe>-RAJbUhQ@9+L%^HRMWoVtIfjn~a$>sQ#V@WwQ#E#%?v9>O5g zN0HlfD^5O;`+b1u4uF5n^R#2ux1q)p95CGcdVZ~BI)bJy)ebGC9!#wR-^*brHF7Zg zA&uhoj9e&GECrrVuCG;OUBzSy=LT)e9u(?`Yvj^r8|D(HVz1$`gfD1;jp2pYk@ZM} zZ6qM+{(VK%z|Gi(70dz_u%9wxqk-~%TI1P-PJyrxU5vL#-$H7$}g>XB7HXrI?6fn4JUM)Mc>00 zz)31t^WUM}{vW@B%k?=?ES<%%SD~bZ3+u6zkg|-lQ|`th{@0PMPiFU;wEmgL(Nt+v zQ!9A^P<%24O%kTG?;B_dC#$+8&|!}lKI@N#fos`M}-Xcs!Fp+3K5382t%c;^pzmuUwBWa(&i=*xB2#x1!;oVnf5l9`M#%oKI z6J>3CH$9^D9{zB=R$WSew&-835LvpiU`B_{Bw~X_HFN{ZPHzryy&e|mr&QlD5tcjaHt@-x7pwVU1P=Crl*X*$6*!XdLhK`4POlG^;%8~<*23Z=-V3(VWK1J2eQPhcobqXM9EbX zvN`Bvmi*SMBx2gNl+F+*wT%=+ZzBAoT%?aDL`Kw4EU$!TN5sGTHI0&ppXoJf?W0{5 z?pg}e*Cchutt9WGaC#o<@;`khmi{#uIa~<`_fYcNPw)sZO8I_CwtwkM>oO*4RE-(3 z`1$FHDgDPN!4@$G+r~a0RYFF6$1f^?Becruj4w?AW?P9f}bA{SVpt*{@?utxJpsdle8HY^brI4UttMo;Bo?WH>a9cF_$^|sl^6vZ{1+nL%Fo& zoI~E3BmifwhhNJ>XXgetQx%u3j|GeFjg8!^t8mj8Vqdp3f-qEyZUd+MF4r+S9G0^p zACt11iGn|13IX%MmhAyI={oxsEVHh^cU)4b)^Qt%&8dI7!s>&A?#WSVunGPl3&WcO zY4h|f)4AJ0(tx=DmB2Y#|DSTk0kE}$vZznU_ma~SdQu#&7f9!O@%n(k^!ce)-no^o z)uJG-z#g#=PgcfEOhB#UOUCI~5sK)U6wHM1LU5KiRZ7NqoS1{6wS5|a5xPo{*ozcB zkL0?H1kl|aTa#Sm2(N&O$2%{jXcbvIG{9*%)bSMmPc6~Hj;ff7&N>NIk+6jGPiC=d zs(={&{ytqP2>uTf1-my=g2pjnU|X6~tba|m4($I~Utd-SkO&B~Dt}~Eu)jINL}Bvw zq3Lnh(={VX;>2|Fs$z^p>7wMBrLGD^qSdJjTqBs@cuCEERB)>tK@wH8+?mb#IxI%Z zepIM-vUsZ+B6*&bLdke=GJ7}`sm~*Ey@=nwhZjdcje>~35InK$Aff>%e(|0Vn3AHG zFL>Cc=gO88lJar!2}pHTlyb|PnPjtIJx1=fWbdOy>5;Vc_yWBFO)XF^4}$lHwM*wY zAtgS@I~SkgYh?7rOsDyg{LakzNcO@*9O7ZeoiAtpz5=I~SzJk)LO3^kQYs@sN@LXN z`Sl6GB4KOb?a6Mv#UkzDeFf}pKW=U_#M|$(ax96Qdw+3eWz=hcJn*QC2P*FmQOID1 zj63C2A;hOt5C&n*r}~FT`<7z|@9od+HX7>nbv>K;B{K#0xm0t1nC{UicpTQ#9nDqW z1g?!rtwwmJ@oE~?{e`ia^Vha*}t!l$pHu7WRZ}fn;B?6d(BT=~L|BT$)tq>TBJPd4`k>mPyBPr#O#yy`Fr*N-8myYN{#9!w=y4j5Dtg~bM0!?PHcu{5-46E%mU{wk~-7A zTZ1?!7!sEOaubx_XoRXluYl54oKw?Zie;e{{=jU9%-L*DGQ4kMs`-`p09|H6uOwR% zE<|*7p2+$rPoq|sgcLgPS?#NDaJgT9-enl7OBHJAOGP~!|K2#LMQ1vx8L0h+FiH#m zxw4io&Z?XmkTMi|uPV%?jM0`C)_PLO_oHD_`K9H56;rzZUo8>m+|{zGC)N4-Ru;LC zj4@+JRZa|ENyXP4Q3C#Pw7?P_O^eaL1#&NOJbKWuJRrhkEEu7T_Nk01q6!Ixe5u>) zpPqmE{6Sre%}%dX9{yzcg);#pS(v$+@qEujp&$zE?0)%Uq$7eef+d#ZCoJY0+hkRO z|J4QK?kTl(t}BsrOZC~-_A?9edU2#mRPoq~yZ^1-;U)JFgyWvPZ8T65{^4&nJW&71 zlGTXm(=nl`E||1%Hj%wsTe|_L#!wC_ClthWK|3?C;^J!Ccerw#{#=TBG|IJs+S(+g za$*^G%d%u>iiI1sARqb(GV^;_pK1-hn8|JHrXFgkkdpA<>Tn3CxPH-UYEztr!~`aw z`KtWtmTVt8Uhk@1oI5=877C#54uDB4E{O~(lpaSo)AgU!xEXW?Jr=W^kJ|5B@G+u2 zDW%D#;4`8%4fx(jYcy&@Crc6Ym*1M8cQgU~jzzz6hzp3<3pAo-dNK8Ul?S6!sU$-g zo4|=nL@Sy~`8-054WEzonWS>O`qxIVfYDzOOSA!|1F+8!o)spW)t4x|3EQ_!gLTf< zU#dYzDW?A!O5py>EdN^+B+8a`()~+S>M=zR}q}K(~HZvHnt^>)Izb zqQRWG*+xmwPySm|%(kQ91GhzsraDpIt#x1f3ct3=-*j43;A<@YzFwCqKEs8~gZsU) z$KRr@rwibao3`5tTuG zGAyS=WHXBHKrx{vPf4*H$WwVSGt!`|X`A8OGx3yYE%+ktjBJASVFlg#-3wN7J_;fc z7TSalLoQrNr7*p;ZKzRwvSqKx*6Z}Q+9Z_1p-=e4v2_;2{7V%N?79DQ!h0b6cedkq zSq-oJUaZLOX{>4n$Ue1;3!6wYJh%Hq4rJ;3^%6~r@gq=Dp_muFnkpzChbO-sQRwfk zQJE?~Iyh{j;IR6>iI}Fo@ki8b? zB-1Is!gQk)ug?2-&(UO`H!G2`eb$aibeW;83b4*+Mc&?p;ytoIMn!pC!9`dkXnDt6 z>zP!FTza1$zG5~<3+tfu8tU^K^kXMC&*7Aj`-oxxd+23t<%R!L(_)afU3RsHJNwvo z3aG<{lPaYzcOeVAiklWhpcq{S?`QwtUw-*tNS>R|-`}So!-rb^K;h-Daz8=7m^7~~ z-R<7ZfT3K0Hh+cdT$cjZE_PFexIiuy+}vfHh;o-C=^WFgmaZqAO~CS_eKPvkr8`6v z!P3oaubY&ZPaybLb!)YUuix%b-(T_6)cA^6g;R<4#!DZPDp$I&G{4`amTA4=BQCJ| zE0%Q)Vd?wLq2MZswiDLkkPp^==hAI(Y0yB><{isrPW{z@1uEzYmK~lOD?g8&<6e4u zzeEgLTsDgD9UWah`g{%6h$W$=LW#4k-w@LAyY`Fog83;!RsAW9gG6WdAeasq*pUE? zQQVI&1b(N}Tcw;#h)OVC%h@=1r7RPwSvfe=9jZS0xZ0Olm?Evb`UBnm%~v<1NAB(y z<8&u4(ltji2KXbO-uo9gM{IMk>`g{FybzS*E<8ILOZ4l42$ z`4XcHEgnyHoM9DG*KsyW#%5`cP@n5R(T#4>jg=zOGoaSn{A0@| zl~?;<=w3F8M%dm7V>v_-7JHW`0O6#pIMDb3T1hc;!!&9C4=87f)86*GH5vZYB3l+~ zNdVs&;z^{;01tx{OE5^^6))v1BDO2es{042^&3D1Ac&-+TyNj2M>oR(&)@i6Xh!~X z`ymQEw%4CEoqyGPE<0c(s!WELnGBSxyE#HdnlK1$`OtwpN>Fl@Mc0L4resrDNM)_{ zRdStv;CfQ$upIif$JUWnA8WKZjb&8pp}|*+k2n?|gE{V&ov#vTL`eJ#(FHa~F3$GP zvGH9E@WUG_V0Pi8H&mqNz`imu#3nBUtco9&m{uFgz%%=#7bA9 z16AK8Ia@n?=jDEeTMwn?rPpiUwE2bCWpgu#Sy!;FTEzXkE@GABmv#A^-JzFW2`k~- z3cJy`QPOfr3@H2S82KVQW=u!_AUC0E-}2SCWVp1xj)u z=B7letKaOV3^X*VEYfxHS4Gn&*EJu)rGVhQ1X7Tq5#>C9ppGvwD!6(aCWcMZj?l&C z0LC0Lq?59eTE?vS1)Ld#FAV6i^xhY}kVJ6m5cW>L{-t@!c|_BOCG2;5!iUYBGdI0L zY5enqqrYG(gulM!R9GRHf8O}!Al(2)2z#sgavJIR#CO16e$VBj2OQe;*D^T8wI_8{ z5R2;cx_dC&;-D(Jiv;`9Nya`e~T zFQ@+wn3~zT&d=+9%V>x&kXWnhIXpqcNtr$_lN&t1_7}>*92(8OcN?TJ#ePL=^h;*u zY4oUMNSltqpwyu#yERiGw-6m(Roo_`yrk#!8o0oAxsWSum$3T-&pke ztDXr251j^om0?E9$@-@XzpEZ z;&?h|I$|Up4-tCE3r({NB^pIA=U9*lhl{z0-_%U&Dd|UTI_6O9VJR6RM%OrOpDU4` z*VXx;<1#)Eg@imQLfbN8rKW1oMjSp$$^iH%8C9m&DN3WGjTIXEAUhd1@3ebXgEf|= z8a){;x3ZrdOF=}mH*C(_TwVUHaU%LVaYFV>dzPXX0}BF2hK#5C#V!{1K&MFdufo}M zu~9Nf|5f!T6*6rvq>e^|u%bj6{mlmnB^*cL?iZMmlq^^@+ET3g9~;l=u9&Ev(xXeL zsp@ZH5>-r$`{uHBY7&7$iD#5pjcqM=*-N!-&jbX{G6=R_OnD~OzDg^=O(N@IpRCrA zv@R$CS&wGRbfbGzp?N*1V<&!z+FzNBfypmZhA&xA27L%x!O>W zJiB;o^+tBIi9e=prVe>-`r6ooeTK^j#VzUVetjRSdo`UG^m_TxGzykW({_e9u6VGm zY6-rZAy+>}5UX8W?VYYYo($H1@y-cZ8JN8|7(CzK%>@PCESCG!dkgz`*I&ohCH2Gh zh`qVWg91V4y@!$~#ZUzWUl~6TNB|ii)ny_b5Rw9G^u6|IeFqP6=dbt14*;(rMw(?C zNC$$JmhR?`X6>6aB>5$RJwaY63K`ex1p0`AUll45unH>1f-oAYuY8mc0fNN@a49pN zi4riZ`4c;LmyWQ&&R9Q3jL4r}5#a#R*OrPggsR^+E{LlkVI1zWR9!+cfHVDPh8S6P zx~;2MUj^7ni2}`p1uL<>2PSyE7OqPVuVd>-NYGN0*@TX07QB&$DW%5Rn~gfu#6ie- zTNq+xhB6k{g0XI1h)m<3nXH7D&lx0i&hXgFXoQ{Lr8y`Tzv2E_tnNz{SljpXPt>9n zP^(XFARz(B+Rq<+7Ip^oL$9U*P*KSK0#N<}_+#Gm=ze4@NBP+BiV3G6^N;<7I9N(= zUVmi+y*(^5A$<1X-527DM8?n}!?+d+3~Ce$H$u$FDS=n`Xz@KQYMrD$*Yd&UVZUEx z$uA5RzHG1v;UFlbHw{9OI_@p(bMCuJ?L&TvnXY8Ab~OcZbeY2$H>hCS9L^NjU(x=Q zzZJ?x6rZ-9EUa)p`ehcg=R9KHS_a#IJVdTy>^C2;ePBV}u9u(qsf&H+tpE}^E-*hS zYmu4xnTASmw(I2-ED&r9^7E@vE}?B*^!pnhcyfA4@|JtAilpf25RMMdMCQ3$zwqwg zP2vzwkE4URregJ>pj~k=M`;3r94UB%3_a=dBoioBtDq+Q8Yd8H_of8{@&Xts)!fMP z4x?k+B!7G7wpiYSfy~aE529L(sfOUxoKe0wVEg;+=S{}@WNZM8RgG7MREDE*Y$9Qr zVwzD>wKy8it_jgTQUAC-#~C&t{RzXmRHNAE>iy(fDxHh$=e3bVw*Kki7|@Goub5Uq z1~Xf{6eD0>8a5k+lCw#*LMZLCwv z=u>?g*QyW;Yc@?6%Ty= zm|l0KBWySV#gA8k4d=Nb zmp%qut@nM`At48QF{gVr*A{*%hR#k^J`-+c)Fx;+{p;J8Rh$S=8Y`*!!@*IU1xd)= zqiT+?|IwC>%|%K0F~_Fc-P!#_ISgqbCS1?cCNN{>xPaYMu%Lhq6Ke9#NuoGn;)k6I zn+)jwCul9qtG?nfTjlPrc2nD{{LPuQ)-UB+8|! zNRukmQJ0tf!ra#fmFpU?(G%1!L&~K~#BM`WKWC|xY)c;e(?f@s|5I(Je+LN~F{g{d(q^J6O36lR`Qr7{D4v&DzA-mpjVhZX^<>{1+7RdsDMXH6F! z%;{Fq7*H>Q2#a7cSto>ywI$;?NSpUmkkg{=T zX81Uvpz^qV4(HA?k`5@FIr*(u_!J}_n11U1r{3HJL=tlSa1s}HO+NHf+A}$zd;g){ z&+o9g1Cdv|wqoK&_|ufm)Ys1Q``m z+vU~fQ+4S-vLT%~zQFQ~aM1)(4M_d{{FkD$qpqpm+r4DT{y?d^{B|Y7ApHS;6` zQJq#TzTE-AJlm*l&}Dl6x^x?|_lz3fh}BXNeng28=A6u#!RU`1-YTMI;HDr{l9hK; z{7Mqk@>BO?6z)Kr)C;VOwDBOB4h-78$^sz#RF`APY)>645$5o9(lU5}9}{u-o!45W zLD*GyzNrAlI96apoA{MrfWLj$1ng#NELA1pcQCTQv~aU!KlQME)%7=|IoN9BuMT)f zqFbt=)(KqWy!kcrR0-C`yjOgJ)Hp-XyIOr|Z8QqlyISrUX}_3UKG|sJ4z3f=pqIQo zPaVo`s1?2JV(oVetU5VqJSQ!+v3SadZW!q9wIWQOnk&|LK02c&bj&GxOO6$r$vkbs zaa^2=%Bzq<(Ue>7C0mu^9mK=!*uP&Q#|BCq)eWC>Dv<#CS1^z8e=yFX+bOY(A6Mjz z;A%_OF6$JY)@hCLDp;sF>2j1pNf#AVnDY`HR`vIay}e%Gi&psh5`68!Dxb zzv5L6)mj)={E=RcQNYQ1Ad=a`V-OaJbtHFQW+YEk$o17)p!!8^h9Hxc@J(5HtaWyr zev%=2KHjh_SP9heuF8Yv?x6n30mzf}JgS(&6PBD=Gc^fmyKy*2A{{(}@3ubg7i+jy za2~nuTYgkCZqhAjQ9@T6&WO4z@uiI?;b!tnhT}kD0an1F%M%K_97uk};ZwkwF?wX8 zNG5?!r*-f84(W`f%>2OlK6yRUbFBWcsdq<$KR8v@qMkEM7XL0Wu*`iUljSvMaKW%E z?=`CP{RYP#f|jvC7q}oH;E%tpnwuXQ(Lvm)r7X{8kwPm85Wp47prCp`c|8-cZSwDw zYV_}vT9$HGaJ!zR$UK-y4A4&~(H$j#G+u~adzbxyB*3#GZ5bS+!uXkgr7~lcJP#_) z0?_6wac#2^Ifj2zQ$Xa>YG{**08*BJ<9bDYt#xri|G=*T?)+R5C1cr13>hDTwYf^o zhgN*N+TdoHm%JZ&W z)`8BDy3rY1t4L(!uBkg$Zvrbsh6?H$s);2Wd5~j_NU4UZ0hX(~sJW1bJE+@2;QgVL z|5^a-e(NuCB)dLX&~Nqc(VY%LYI+yc)NAvDCbe9>={Sqak%y0$5e@#0$0h!A@;0B) z_WY5Qci>gF!F5r5ySN+i*)3pXVF(mFLrH}v96LGMCtxMZbhH=4Q6|p4Tm5ez@ zF^*^RG7IyR=FP2l4=JA%;uo(TPTK-DktQLRD*;1v_cxCxdyl_wd%M?s9$l}-!GMDi z?Vuas2pW-4KRzpes@7sO@v1@i3(S@nvu3CxrD#P`e67l+)<0#~y!;UtUncc(+@ zG~y4^*&(a&@`Btl`iI;$zwFEf@wqZRod&j{O-eUcwK`$e`YCMs5Rqmt8_(782(_a; zIJgP1Z$&H{vdL0J@*N!C-ti=t`MQ8Lw4f(N<*djrWT}ZyF zMvHaKVnGd`b9!3q&4(VUAH*+T;U|!nrVap|dhmvQXej!=MFYU?g1il4!q*#;*vS1U zw)L~Uw?O6R9BlE^#ST1rbKZVR_;kzwK>I%n zcJn_4`;W@yFH%W7?UYj+uzVJ%6O&TxEi@;xUGy{~hUKQAQFcHpJ<*f)E9V2{j{Fij z{-{Z|IT|-lOdi7s?uSsAcF}9a^PQ(^PI@d5-U@Bwjb%b=mGU?y@#f zt4Gk$pvluD>05$UD%W5isCaAcPkO)2aSIy1Q^eyHD|Pr|Ho(4wc0D*?N+O_hR7b-ru|HYWsRAhs!>R^N&>v0s>XLQ=1@jdO9%y-sztYtdV6!FQX$V#V6ziIfRF=c$~FV=`A*2>U>iWv?{#fC1*3xGyQmEZC- z$9_|-jWeu|5Q}>GszppO1GhpinUds0R;%NY}J)XamtKj1&bAXzcvT8e<65 zJ#S4pGyA8E(**v5KDAFBtl0a%`}Xq>IKNnnHK`i7`E7fc8qd@Ro#z}Q@X$s{H0Tv% zN=F{R!Pde2*k+mKK-JJwXrHrU1p}Wz4dIh<(jRQJq@<#%)nu%l z9g=Ww`hjfAp5B|A<*|M^NrkALF4%vjD8W7iiEv% zy=ZBhV(@7x-MKtNSN~Z^D`Pyjw4LzX^ylnunBdY9#M-&a&(`(yWVUPP7$$8PaM*V~ zQm@{8*D*s7=sr8?3qCsTT)}ChmN-4{EzyDR?>B0lCdI#q+cj>rz@%ciGu4*o zlqE>45IZ%WQrXTL9d{h4O#E!PBQC$@4VH)g^U)8AXu!ov3|~@&c3EPMUH)!~ynKiS zLt0vzwXUQp1idmWPY(yGm*7x_k({orL;+FKWqG3BlgzWjTuM6u)3$q&*4X46qci}qVR-7T_6XIC9CoMldl_wPGZwmcB>uQsc#IS36fj?j644e zT$0@DxHxO5SIDc|RF=)g-&9CRBz*ld(ESBdCuxm7KCTxerG)YPY8U&6?<~u2Ac$r;+!;43d4N%0&r#robg@<5k^OFO#P!u&rZ9G{>3Sa2tQBf~ zKJ4JLdqG_9MedukGBcJ*u3q5^gUF@v2+vn^J~WohORx?+ z)Xx|$Ew&;;cGu#ZO$;hPLH^Ex`_q574|DHEN;Y)nz)jRiuz@K~n#6;Zq5sB@xKvRY`Dd9FgZfj-jQxAHng z#D}Dzkrlb$=iHYSv{VNQXb5^OXsgUGiGhC1v-~^vJEMRAELlk&Z;Qs|U0=`hVH@=t zu2ijn0$g@Hp+Y$Shaa?bEo?`SK*4tPg2GGXNci_&f#;nGrmjySA?V`iR1-u*FZ!gF_sP$PQOj%4L16R(RQ)wCB}T> zmn1V6-jfxsW{s$82==*O zAKkVmk$#-sX)J6UK?3cAK=!_;$OH?%rVpPru2J4Z;_yypsfsv*PmR31#NBjrGz2p9 zbfD_-ns~n5P`;|B^33gWHJ$eykeymG`(qS�dlyYy{A%XQoRNorfSG|x*AoYAEb>KS>09xJUZ|gUz zv>9|PfKIQpcWC(+XqAAVu!2}=w9(ea95s^a#){r>0+%3PWQ2IT1X;j&-}=q@O6?HK zoOn1ZHzB<^Kc&V?@0pMS5p?EaX*&CaPD<2C+KZ{N|pMl3O_T?uJnV?ShPyNR25 z$UQlI%TWh%5}Sl%Psk#ovYK~setx4Z?wr@C$zC6&cqlo{H5KbbG05F?a`xttChQGy z{@Z*oD?%Y5Y>PF!BgeXB1iWwmo22&5fmRJP_01pKOT~%$MCAKkLGzYoN&imt-XCa0 zu0vTeO$zo#nVp>CTCZAFe$1Iqo;^J(8MGEuyU}H-b5MJxpbx07lRE`9D@51sNIbJQ zME4Z}E~vYS`coMxVal;>Yf?5K8csd=Blg~u0!C9ty4y89;ZXGP50%6?CiOc-qVLfK zWR>TM7{D0Wax{tgnSk>YExg>PeKQ{@jO}xO@I{q(FN&k{YEgt@c&PG`iL@jOy-)fk zHx~XcQhW3dp!bA(0j_=~p{OV0?hUu{Onl+H$i$9|lB*GXqd46H`$DL^czM}%B%S?n zI8^Y^w$Dttsdr2KyuL7fhR32kC3RSguH<~6{is{$-Ig#~3r+Ic$JdtkQjT>u=?n3ah>X z6h*<_Z}+un;9u^K+a!l5UJopn8sOCbBpQ?!47`g%W{O`m3n7IT#Be3v_`?XQ_=xfL z2{PcI)a+#3Fpfz3o(x=}1v<5SbfxjWeX<**8^hQ=4IpD1?OiJo*`E%zbo~pSnwxk& z4lUM_Cw=SsS!6&V7BoD47Qgyr_A9*N-UtGZpLd&Xqz%0XRJ7ykwS9Kg$n>UK~n83<1S0erjDXl*)knGnRyjiTj@M;3ra7!QF|z ztGakF2uMrQW2dWu-IakD3AJZsd~E1QzF4byG^)Ngk*d%c&5hc)ygZRD?wPZ((u(fk zz{@AO;I74>fXt>gxJmu=o>1bkH(1;o3gtW zCpvrELJov9u***OK&R!D1O+P&HqFNeaXvrYEH>C8ov9623ff6E+RnoJPhSi5C%pz| z_J@zGUUeKVz@ZKF15;!bM9Zx3^8H2=VL$xze!;en-GFCsn{Mo-TmGCnT99j{)xbsE zTHohr$r|OpF`NcG8MbsXwDLqtiiM8ybubl{{PqhK7U5HLncq|BOe$ILcuO$A+sscm zohpicv&CpY^wQI1e(PaOiy;#t?@O|je;*nOmPF<#tUW~o@RPNZTL^o4RYyxoiFNDKRSu#Uxd$`@+Vkxb=#@7! zt;n0cy4jW|m>g+A`|G=9+Ppa_l>)Ij9>h=nlov(b{ZXO8)q`f3LQqQ7lRpst(0QQR z>)cbVqy(c0dU?JKe8Tr=45^cW9T0=;i)YxuMDd&S8TNEiw=VAc)ksDI(7oql?e%bV zWBcdV;r2OcG@_I9OpCLI)4%Z=K7dzF5T6j)=oY!h1KZ`Nto7~SwUN)Ah2_T=h37H! zZh;Mwi{{i7`+J~lL$P!6&4=#S1+VAs`lcJNYZ2$|&^CHgB)kiWJ(Y^Q>WD0yK#mPJ z+z(u&S`^HIq%6wN!LOxIadZ9-J=x24i+huqUF$)3Xv1_WSWd?K=1|B>qB08Y_hT}KBqXa=R zqEI_jSchxr3#;*6PW_iGQq|V)610pBjJov;ftZA2433rf^hFse`G-BLp)y2a33|C5 zbY~pH6@Tu3qB@e+r5CsC=Q&p*jC@hc#0Is>E8nm+}O1SsCg zb1;zc83w6pkIUUqh)Mc))EsHy<1(ulz34HN^e<;pbNlhD8xirgn~M}XgLp&C@0P6D!QAk3um?Caa_u z4ebjC^87yhgelOn{ITtI>KQv7ZMZ6eZ!Hg(&1Ob+O^s`I3lYof#JuA{8EJ@xpDXD@ z*nYd^^$1kt;GsLDM=^ZjE5ya+Rf_*y)`KR<8#tjW>#m%XpO)}VrZhfe6n%BZD_r9| zErK^DPjyW@IGzcSNUkvOOW&pXFbne)K}9cW$-(g@<4lbC2miRv-r1H;C115jl|R{M zbf-pL5;lN_n006)t?av#zJYSpUrAalO1VD9**~=I+x_jffdAjrKEdSwe4u1l2dIc- zO44Cf?Z9~Fb(m-x%6j8(DK9CWw8et~(N`74S}D-A6cE|?pw1Oq#NPtA(H)swF+Vsn z=(s5As}~Xw)|eyXD~1KSSCA(Pu1+mb0fajI(HnZ+az1rxTMf&8J0wx|_NN8Cd20js zT=~|l8{V6jlD!7o%kl+gT6oXV!Q8<1zDbWT)g#TGV$Zy&Wl5Ds5=&i0mIvHz!>HKHN>w^nB>dSj%YDW>iXa8ST%E*oaysXr@YClNw~d{W0Bbte<}0&6E*|>*VJTQW(-Ix^ZGX4ev6WE z=@A-@HAZCP1j3csC-^CazVL3B960C{8V=3z2^Q<)aTg45b zth#a5Ow<1t?u#eSpH5@ z8u6X%9rwIF!6%HWhE7V?{WsYC?>&~SQP!ja4sTNW1uGm^bisGM~zL4>DeuGQu9$lK|RrGUBVEPA)MarH>(S|&BTzK(dwIM)S1 zJ0}?!7*5H1i7eI!{G|SEn8og72E93rw0Gd{SzhlQ(9d2X#AA2#(Cu** zc|qj;Ck9@~&#{>!aW=j(GLqeUF+1ow)@V<7^i?7nvgw{C8Y+1V9Fy#^3?j02Gs@VQ zvDe85G?@nM;^`}C_(P1DF~2GaIWMq_OJa=aJ+Ccs({GxW%*H;vQ+kQfvE#*0v+0D} zMd}e3?IrVPn9M(g__bzI-pw1@(WYYbr&VvF&@<)=wtJQx>4NdGo@#Ty2JvTb0nmtw zSlGjT{F4)+AWx^wHL;@J$&+fJ-@D}J88Z_~EzeRX3T(7bA=tL<4)4lsy?kf)GRCj( z+P!pQVGR7xN@aF2^prj^s^oMaAyx{Gcn8y1|C|P?KSB*=@)rHzKdAiwB6OV(^rR;z z@|Emw*X9Vco3rL)Vg{TD((+BAAW$Fg1^cu;n}*lkg{Ua_DYS<0Xjh;RD#uKKQsN>NT97 z177%P#FtNcF@33}iclV*uyms482E@4>IS7A8md+fFC00j>>Rn9AK{>$T53J! z&UFp`o54BwHrrI>e7bLDi~|;zG505PFIE)yVNU$0EEKv(JZDsILNhtc8k(2JdVb~h z8v+zi&BTag6sh1&6FLVy=oZn#<&wBU4U(*0?84E#%`JRQx)DB~Yxe{VXj&7GkIN^T zbH;|`r%Oj3J}0N4X}8=Mlu@u439?s2@e3OZ%CG4ZYXNXwQevqYf90i#*Hr96&?K9U zh{rNPZtss#gv@#CMK&{5QjcuE=jcePI1L)hu-9J(G=;%yPqpoDxf?*W`BFTsOHPU! z?8t6q?85$CAj1YFwk5&OMxLFd!bQ5uB!eRPGMFSPCF{kO!Lo|cKP1gU&NVpCO2n4v zNN^ofGpp^p_ACMLBBn2ds2~cGK&#=abW8Y}pBDfWP!UP88vq((`A9lu2xOW%BHY#m}Yr*~VZmpUiHM zkAAl^t3e(8%EA8gE^rfEw6*zT5b2zw_iwegv9oU##L??21O4WJR#w5mR`J}-$efdl z`Bj{H;*gp;z8nj~;6RXJ42d`w_o40R`Dq|1PuhX^$5{h7dN}NEs^_74Q zzUd6ZTL(1WG7KI@W9D5Ril;apM4xlgH}`2Z-bJIFDx|c~-hN8p)ukDZ`cc7b$+W%3 zu$DlH)Dt=S?PZtpE~TP-Zou)Tb;02D{bc!?48A^H0BgrE8(wm61nY=t!5c@bKSzV? zC?AR^9d;w)F5Af3B#$)nO+s`%yr104Su2jj;%wDkrGBv6e~wjF|LYRIbkC0D_`Lt` zJu>7TTQ~&!B9Ll1K@+MlY$w2GF5YtF`%KVDBfs$?p=No<)DH`xrq&u9hU3M$r+)pZ z#yg(cIlOi^{M<{5&#J0(45NUfsdS1J3W_zD6z&Rll@g3CChtN(g<^dg!sh}54}CM| zKfy~2J~fWyZEOJg!K`1flbF2=#7z{q<2IM(=onXI7YaL9UMsMo#M&GLNhyWA^iGol z!vs!qrymZ>%STw93GRaD%1!RR7=ugG?5X2v7mes#a||iz%~o=b5Bl62x?X-!0B0_J zTI4vk#iKKl?&{hZDt*;Nc9l1Gl+n;CZbNicZ?00swb!4MrAJ0YWO3%Ky zYOp%nB28c5y~*sbf3TNp$dN&=Xp!uluDQSe1QXG~W68aaK>rf+rWq9H=ogS?a?4~q zE~k?8=4-_qRl=>Wv&7jw@g_HRS@tCaO( z=sh)kLtkRb!i>QA6RZFkWKlSuQowc7`IcIqLddcg+=5;$kVFJMJ8sgkXZ!)A6(~>{ zT~|V}85&`oriuEvygA>45{csPul%ulAmSrYt0K^1q1`o@$XgK)75)-BKEV{5afdee zC1Lya|HA^-BOI!Kv5sX)J{iU=Ae(CCcRQX}3PK7$)cgWhDhY1y}n9|B_s7 zI#Po(TcS2F8cKh~-r&_r zJX6fjkR)NIBnuJo{p=jSb{bbAX5#SC$TC!fvQb;Uoxn38;ukj~GS z0lNC5z@|k1aXPO`{ZN%*cfJFUQtcHeB6bv7(U6ocFAGE~`w$Zqm0*?3TxzVRw()FC z0PlNP(at99FQX)%_7-*LnVT|l(p-%q+0uC;S`PwYR7)^Ti$=A*bF)y5FEX16)t{{S zN=L><+u1PP9G2wXDaoQ0O$d8eq3M-XRpyAL{gh$}MIkT|s!;Sdq~o0FxC8mcw%u8H zDxfQK`n+EU z0uTO{6j#+LjLi?V2#8#7|BXs1?0q%FL)guFomTZ}#M05Kr@CIkf(J#R5;mezdx`9h zDd>$PZCM1z(BNRb>ATkj2ATp+2c8T)tA4vtvgDepZ^_*h02C1MPg`?h=~6TG?h4ev zGO?0MCG@jL?)h9NKsQE!wjMkgZgjFm%f!M3*BA}FI9(wK1%jpN-^a78(k;#2CE4=e z2A9B81rDe@bf`kAvF8lir6e_;lSWh^#MdhLqX1omB`M($t@TAa!e#c8Ct@4xWSO{U z7;mh9xL^09NJhga`@C4=7;K_}tlwmw8?iFiq6rjW@G#_{%acZPhK0U)0jE~R{{uH*$d$VJ z<{TO7ZLw=-J?iDnSMt2-Ne^EoyA=groRIGyFSsoItypaJdm^PU@Rb)8ty(v~RNpIN z*kac$QHWnUA#=98f4SyCe@FKlfQ)}tnBGOuKO3t5i-5PQl$4l5%1?Oos+*GXD@&@R zMs_-ghCQ5x4=sb8KnQ4^#G|LJvPamC!DV9lnl8ZQ`pgDQ;NlM@r8BUsm0_cq zzjx%0vD5o?rdoX(R@XK$`E*|pHrinIH!0sHm=feqYs<`FL>!?w^I%+)KIi_csz<1P zhCASswOE|H7{>$CC-JoT?SR-d@{KS(bFQZw@QpZ12%gr-b-&VdKWe z^~N&`w~?DF-p%ljQ*~2HK6$g!m&hjofYK9RO$1XhH*=__%KWyj*h_|28@scTs$0sgQ zLXL%#@xl-7p{`p3o*Nx%Rxwe-Ax<)-3nj1>R!UZceUXCOSDCMDRIe|O{Z6M{mnYt_ z(K;u?7qy6Up$PN}34iw161)Yb>nGhv?pI`_3K6A+djBI1@GJbw=KKo3K3{wiEb>ae z%9K+g9KXZt%9a!i$Pea@hz&yx+`fjH!2`@rqHU%r7qEE2kHQzf-DW@;uyFPC4f!C@ zB%6Uo$ZcCPUvIOX+@IS*x~zSAOq{A3w7)nEn z^1u7g|F>b$SMbF*X>w{k${dH2*-G zcWHegm9GKzW+-2p6X|_A|M`5@0H2fBA4Fn9WM897938WR(sf$Ye*NY(^(7 zODZd=RE_R{SUayGM~#MkWVUA=3N3D#+-QXdFaA~(!H70?sB<#DD8p=E=027V^p&ii z8>KA_#k@4BjoQad5!hw|bxpm)){pQK4+f-V+sD>nl+FNVTy0lM9%%tyVz7?CFeq5z zPUtx6NC*gda3k8u0yl%%kF+&l2ts_4V#UYs;pg+m*9k4WNWr*ao8S-S!r**k_2JoA zjY>wpQ@0r;J%B6@Gp$RLv!p^87$3|&N;z-Jh6hYYnX0nsWjp=Xn4`m3d&~4E#eDwp zNkywu%}g;XlTgsmJ=_ZuBh7fckY|zvb#H2UgqA1=Igw4=^g|)OJO*2^!|^SECxxpI zGW0DCN1*6b{LKQioPT+k3IRZHp0dDL-t1ali?xN7OVIs`O5@|^PkgFYS~@)#4o|nu zMe3am!bDD2Aam3F_iA@OZN$OpjPc1>AIs8qhQ9qVS+{AIMWDDGGDSNv$VL{3QcH-? zRP8+;3z`GLdU_GrcmXY{y;40iD@*8i(#=`baE+;F;5hP1=JJ=8h@%$V)a+^~wTph{ zrK9~4_xCp@qK+I`Q(-UMk1^OSBn}ilYu%TLN#e;yH$PI-r4dwM=kX$h03KTHhsq&N z{_3?3D*0#D3>|l^anj-Ya||CSsmY6nnNpM?M0~S(xU#YUb`E;lT1}3BK?bYSUm~2+ zoa(2~sFcearE7P?uxZ`!0sos-wknLcUOr6LB~uUR1g`+k%!&n91j`z0vdxKJ3)2&P zV~;y!RSJfOl|cY~wm^DVbKmajHXT4$Cmlw5n_>NJNNoQP{-w>_s>Yk5a`A0KzT;( zjge*|X%n&uWG8A8mp8Tgsd& zO~6nnXPG8v;X-K(duxF8#udOkeIbN8k*<)rkYao&Nk&Oib(W`aLfKz+l5lt+q%=^T zf>JO_R+2CQ*iz|FA7(*N5e$nQP%x{|kBv?dg{?qnmJiSsgRSobJV3LgJO9n_zxwwE zq?{PjIwKYq?uyz5S$CyjQ}2#l!60uOuOesyzv&pg6-fDnLmH0;hFj=0&V=j16hW7f zOAZuFNn;FN{-MaRKey7-WfnhZF$VorME^RNT1_Qa1823Xl!IE){z?W$T`(}X6Vur4 zyi7#CrdeU>ao$Gy9<^4C3Mx-Z&eXI8Y8tMXQBtUT45Ah)iAk>dbbi+~hM;5%cw`#C<8gRU;&v zbEpABG@e)o0TRjpB1K2G@Q87vN_3Vv0+p5e8~an*P9>BYtF@!Yu|+D8Y6>;thq^_; znf0ZcEkP)fV60*ZQExZ{#N}BjDli$XlQf%~HjJ+K=O$?j;RMmI~r5S0r}!RK;Ih@85y^ZMV*z-VD|7!irk5KxeFi?Do%M@KlQ2oms-2bg%>Tftw{696w^2E=2n z6gU!@vSvmKZXMY_AtZ-psEA1t4vSOdPHdLC!oi%@qP9bq*OgS{Jp@Gv85^^RC?qR9 z{P^(wU3T2OVb1V|bvUdTA(5(G4hjffODW{$jDeAY#%qST@Y1eETd0|DR=M2$%VfrT zC5eEU3KQCbiKEs$c^1f^RdKJd$TFXJrmhkAiX-F(Q{^)NEaR2<3j?lHp-$e>tu#+P z#VnPM9@Ey|QBjI776CiM3TuXqnvKzVP`?gSMyB+FGU5H+KjD$b+25rds~v(hl$UML zg~@MeQ2ZX(A07Cv<@osc>sJHYg?}XEbggBC_xK0G-oM!l`z~jp*aJrm|Xq0Sx zR;i+aoVuo<3WPrEYL-^kg)Vf#xFkl~62hJ(^mXeHq#bL}BQM`+2LIsk^PLoV&nRVJ z`aj*KXa7O4t2Zg#`lNa7o zP~+fjJA)b@{$)0d+4n;ZzH!Wd^IiW{HqRA$uwNhTqr`b`nW0w0f_YzIt#W)H_PtMk z-hQv~IUbCo%E-v@m1N!35xaGh-W$pvyF4cN6yyYiAtkGGQH&9(%R~P&34?xW91kt- zG}ANsHY>?(N9lbEIm6NYZgN7Nx%nNJ~^Y0Jd%?ImlSLLdXes5~;TleDFtL zE>$(F%L1X7nY|=WWJ1@=kPOFs$ME_B(i>{6kw7P~fNcW6z_F8cw4tw$fiS^apJgRi zrb}x=rnG3Nvo(^TFG->n$`CdT*sHFG0RTm5UaFvgxY?Dp@G}7Jc2}&CT40tubK$gs zQzk;JHJehXxGsd0MgW6-20V&A&E$v#N^~kmm2WylX6KOmNmD9@nrbm?ushzHSQbMt zU4|O^`KF97gSc-0VYz44YITfikh(xdg}~YR0d({aGZonQ$9ALN8IpA(6I;%U)y;FI zzYn4v&J;0T^W4p<@q0dW=y<;2ZaD01S(*ZVALpR?n;~9K0h+lU9<`bX3Ko z0#PGd|0me|kD|w%UVpqLnR|C+f1k&48uJt{>HEbF`Ut19k55+iYA2T89rzAQ_{q`M zma$~XnV>Zq_Sq4lK@-P@6qJK z?R9lsIC1RWg&JS5CVar0+}fRSpD|qwLuC8&;tjFY4!4F9njF@5K=jWD^?ctR)BPR( z2z#V@s1~t2`e^Kr#`bI}j6CMNo4r+)iZ!lMh1wvMMc`rYy;2_;Xl^mw&|f!{6M90h z9*f5+JdIp%=+je-49R6Uu4`0pm4SG*r%rQLeW9dYsZWQRFQ04-b66EkB6yH&-&0$T zm<~jnVh`*%T-ICGJUD&MuD+567V* z$(-tSQ?sv87UYr}6H|1$dWehhNPFN#&Q^5Y#Fv_!M(vb*#6z2vNM!Te8iKMIR}`Du zI+k2*k^~xd-I*IT{*0c)+oLN19IpqZl^n%_t74o zJ(^^?f0Vaw=Mn&E3L|@Te{PDyq{ku@r;Qu0osKz>+9ZWLebz1+5cQ1b;1=w3ci8=8 zXK(jm*<$Sz7+P^m)Qu`wBnOq9TUvqd`{v?5DwgK;zf<$=4-><*c4+fUH?Oxht}>^i z2lsF6)E&z|Wp}+vcp0RM@h~x8I1htrrviU+J#Enn|Nf170_>iwo$g}tVzlt!c63Oa zN<2xW9)?GETVY4v<5@A?Gk$s66^0gb7|@|fRPUmNZf?9&XO(fl2{mLdmHvO9k zB_WMM4T~`6Ul~BxUkpxex7rR(?D+7?vBNh=-Fx&}~I0(g$IJ{>yRWy@~bhimD>>&g;bQ3h1ke8wq z1838?%JIalW8C*DmRr`+cJJdeX2K{RJAS)MWZPle|J1EHub(&9NSMY3xyKqr@+rs?Q4P29t_`Cg^r7Z z3YRZ@X4@z0)JA&IWHX#R)74_&stVl4K2i=8G=dL>Ujz5 zutI2d-X7kcDY<8UtJN!Z4zp+KrgUiJ*@tPnnoe^<(zj~!HAb&QGZSGyj#mjY;m;<+ z$SH!eD+xRL>&j@X6taLkZGx_weX`uTO0g^^gDimgVH6if{!eIcl>O31$=NtsRTyKg zKbb0-U{Az5R_Dm0Wc!uot`Yb93v&+xQiEUhmJ>Maad^*!o;0p1=r|N zU_u4S|RZZm?9Hszp;9w}C7u-;E9HjObt5`Y3yx8xy~0IM;H z7^?A6%YMd(&WR|8{gBisR&;M@X+s|ngp`s z7|@<8-@kH|%thl>fNo9Q{`&HGk}UMFS74d#xwGoNZqB+*>sY5_X8HyfMu*fNrLcZD zaFE&zPgSVLKRA>5i>~U8IlG|Qj;2UBEM`Iz-OL{Vj9uZv!w11eg{PwEj^FB+chsxA zRz-ftarD@!)jXJ(e<;>vjzak*!X&Z%C3T2N9F?C)A>{JWiQpYAxcf)qWglN7&*`j= zDaz^(D8N-^f67lYmM{L%-->a=znKhO@lB##aiHR+jZ1a~-?44I^Yfg$i`$a;a#+=L zXG<)g=Vzc}uwGa(0RpVWHlA5u5W?oKymK9-?w&UdxGkY73_D~0UL#>jC!HL2tNa<~ z(fBVWe(J(+z68vWC*B0U##H+6iYql|OZHvCvf#+iQ39fvzJ@@5 zhV!Vo2(?qwr+k@X?J4ZjgU%Xu`i~(S*?&`~?V7nAj9&~#t~J74aLjOw6rVHO1uKR< z_=;nu6D&A}_vXxyYs;W!_t=A$HOG`h+v6g+lx)A3`^(*ldY8c8ni$Jc&dg?Rj@KyG zDBke?^8I-_#Tf{HV*ha3XeP2bi4qX8J83f2@DQod_4WtaGT-{QT=x3LWk;N-DGByf znY_pd+NU+TRDfw?t<6Fq`E8Euz+#q8I)G^Y1|M~LY$sWiCd?UuZ2BC5!n@3O(RAM8 z_P&=XBsqi|3-`p)H5MyplyXQ9m|U_-J<5KL2)Z=$ltdz*L4a~@mKkSgWqa2UKJ}d8 z(%JBiHa12OlEfbe`!=^l_{(408eD}2NKed^v97XL?!*uziWx4i%B|zy7&^%8_&wlX z#X*rowf?$I_N$vGtWpESNllD~v_l=!wF-rnGWYxZ*EIoDzTCm$H251?-yi z@XFvpD+F;UXMr>yk5!#Ox5cr2qURUqzqVhvLnbOlAq1CCj{BKupd5;jKk-7y1jnLUw%4#inW@mGUxtTl;+23UQJI%uw*%opx59 ze|A4=DZF=Kn7G zd^il!R>)|&^^(~X3C*5Qe8wgAIrVdy6~c;=*L!HNv7!{4&8H2}&SA8W*J-#xn^`{|{U5;+~sI_D@k?Uw1gSzsS0@0wy4^-UKiu zgM$DKI7nDLWt9sT_eTZ%ROyK*V^%S{Y-~qA6`f4RGl6Pi0SqSqPabNZ1`y3aGN30m zcx!G%Z(JxLERX)GK^~njDuNN+AA4ZrBOQbT!ZSmGpy0f05%OE6x4f8QP0m*C(2iFO z9lE`qQ>df|9oU*ki#WqgxPrMtoqlL9c4YCc#W->!+BL7*9YcR|krF=u^}EQo#RoR$mj9}pTg zczQG)L9uLjmV@`W7aO2D8yuhI{x$d$k{ zNXmW2S9791=Djj${|ug-33cXq`G|)Rg>nbiSDcgQw`)!1jiibtibMckO$<;K{7LzE z2EbBlr>e%JvmUepByAMZ^)sW-gi^GKyOl=LgE$bbFl~9w|BWI3hu@XwaH{lJ2Ae`{ zBJ2%dgS5QxwgIyS#ixWuuqFJr%PPYB2pm{<_W(A?#hKs!BKd8IinUVG_*`J(K_-(Y zWG_o^^ibUt(_e}z0bH@ol<3Tm0E=ZBQCv(H%ZBCzKaRT=9-cI{Jc$->-eUdbG(L?I z5HNti#VEBk$-9S3v&n~{C2u|rjiVzeRnR2*V~a&H^B~vS$aNuq>JmC$A3OXW_Dk-O zo^xKVN}zOUt)ixVxbZHEd+n}X_^}=eMvl9`qWN9W`kA!iXBkH$lRH|Ne=OK!kY))S zHFPmcrqy@qEExTG{rwlS?^4=BgRfxQrP*&O^EliYNSnR z(9EP1Olom__D-A^g@)3g@iEv$)e{t%aCA0aU#6?d6rvZRR9)|ErIM&|sw^4cvKNZW zPSkUDX9l56no9)X=eiS79#Xqi2&yEO;ly738)&5b^JJu-toNL0hNcn952TlN!w#~r7h?Qrt?L%#}COi{Q32Ussf#-hevv8Kp5a_m=K+9 zYzdr$i9|WH)*KsymOhrijrCmX5uSsY3aOMIjMnpjp-+ObTyUz$v!cG`+}}&s{K6iI zp1>qAIC$cOXO$_^JD!>Nv{4b}H%FyrIAqk-?$ST=mJJMI_DT)E#d#3^hj71WZMay@ zJu01kAUi;HY`k6>&`EW94@I=SiZnetm5YsMZq?$-z+P-7HMT-oFWou1HSRvoeA;pm zY)Qt|PV2$WGcK2|i(s=^vxPU*OEBjgDic0gRXBRMq~n`ybS-c5>l%cvU=N9)>1eAb z;_E9^)L4fWe!r$TZoC{FbFn!o9JWrNVhlkx`aOd7I<9B#ffPQ{>fN@OLbT6KKuzR_ED|DW;?!IK&J zmj7<|Q@+DKfBemAOY^!Xluamz|LxG(O5<#G*!wV$iBp6AmoiM_0m>A0MQ%LQk1y#+WMnFcq_aap{Q+qE*Unu#(LP)k}xeeMNGI#Jbr_YOuqIamvX% zR1qm$k0PZp=h06+$>f!fRx)6XuW*DVdG&1um#c<^R%E!8Vx}2fftn?BLN=P|bKgDP z*4mTVS(XtFH9(*nxQKZ zn+Qq{*}^+ooV+aF9nK_&+ZqZi8@>~P#2D{VjLlKI{Q*o;%G-Kc<_v&{DqSb*$?%A1 zDU?MFMLA+Oyhyu;DFrF@oImvV_q(@BA?0$5D~3I zNKuINj~PJ(-kk@LKlwZ0{YmhLqIqi}`~dGB>W7LnzC&DYnJ=&x;RSIeSeUg9us{*7 zq&@|sS?J`I%9t=Go!s_46Cg+}>#xA3?Gyz}M45FC1F`{O>&42o^h;)I^pfcg5go(y z&ngRZXDpvBJ?BZtL@u9!{-eV^)Z7XCvB)=B8aV$-Cy@01)>Wu=d$jrHyf{ve6MI?g zpXNr;M~T0%>$P%zekL!&*E9T~FfBBO9UkTlqnb5qL956s7WhHz<415ZE&Jg5GV<| zKQ!X?bh$P0q0WZ46Kx_OmLEj5vg;p>3U1JQG6*K3aeUCn+)8~l^((HL z|Jo`~-2di^pQ{(N%5FJ^dE@$9QnMGg8t4XNl^NR#*vvF>J{*DOs(}6EljoLnVfayb z35hjfsC)cg1ZsF03vWtL)AdjJiNrXhdpQa~*L-*|00l^0xk=3z4Ir+P?HE~2V>tgf zy288OHcWnMF9II`$Mdmy=r3z=Dru}xtbLB?dGQcb>ixsY&U4WtWo~HByH1w3PY3&M z4*~Tmrey!di?67e1|EAxieAJnOr0ak3N=74=x0tk9kW)!kVFl-BqJ>#c^-c651;3%4h~{P*juj8@k_>^Ct6;gPs!+{0HK?$&5GhGOY^8>E{qvLqQnHl3kd|q`)Qk9+ANy$bI%PW)h`K8xZtWGntG_ z1-ZCeU=|+nt}bj9E)q0IsM{6hZPyKsG&!G@B^(T*bPWAw#6+Ts12PICa}xI-zyKi! zfxmT~H83ioi_-3hf|lSV;gG%p7T^${kFuprSpD;Y0R;^N6+?g!9#oqmYV3$KHk1eB z8YvUpPHYr!5-N&36s$TFtf`nXQ1V!q^c4j}mp(R%MvxxfWtt49yT2ShBoVcTjq4lp_UF^rSR}4|3=GFo6eQXkSO}2vy|EvmE10MO39fXSavFHC0AGdN3AT}- zJ?aWFrN!dy%2mLXwxIwd6yV{#N6+(D&P7EHEpo&c|G`e_IMh=?c5==TrUj;eM_ig5 z=F}F(^#7)Udp9Km@F)_c-RiaFCJ3el%@+(oc;ko{QbRzAs2Rxe9#^&AT;hK$3jm13 zn87~xl(6uK1WQKBVrQKYg@zE#UJ={{3& zTr9{H_7nQ5I)WJ{Zc7yIb|HANvl!b-0^rptN&UM^1Ryz;9g7`Gu+ReuX_mq|+-k&u z0ZsM`B0>i?tLSocq9A@X!sDXf7kFQQq}Sq!Euv7F7dA%%i{owlY!rl>-f46jEMBsM zos}-IAufDUhJP7^i{9WABlyn+D2O)TgTz3n8HuiLQrslS7^s+W!Y58g93-Ggum@;C z6Z(+GsZp7g@H%@3nNsbM_M3>V48wispvZ^j3K%v6Dt5Ey)-;4ccV6z!? z*j+pg9t!jh|2g>gh6ly4CiME;yT{?R$yo?GX|!2utZ=RGnGPgNz8h97O<-HJrb{Pp znUgZOq^e^AJ|8QN3=3NXPH}1Aa(`MHanUasnvWFsjVQEets>R2%_TFll(4YaQ5i_` z{Rtw_6`A>%bQrWA#!0cmtq8CYgU;F2C>pjDCHm*TJ~G=WY~H3I_?njqILiI05E`vS zPfh+}GIylo9WD?MO@4Yh^+_$;UdEWMLn4(rYvdz>Az5PL;r=|T1BM18C6Hi59m9pd z+MK{~k=Q2ichO;S+JFruJ-@KG(MD(?2~}8!o=~})Ys$;Bms?t<^BQvDEiN~PrQme9 zRKnJD631!cU`9`^M$ee6bXHI5yCHlPid>@DtP%1bm@FC1G>RXe$uBueEyQ8wg1!$4 zW^vJSaov<$bQ;!HZa0N*Vvc=j^-6*WulwKhh&W` zbD2M)lwBOsETh5}h}AG$T_ z2giNt8z)vgb?@tfqNrd~*>IG5ctz~(n}I_`jMj=&6vmt@qaWrMHD}(R|HLuKW<%75 ztH!zCR+>RWbDnXp9?RixeY~5q@SC^Z;mGx>W&g6+VtGAGY_K-fv7KaKI_Y^Jw`|v{ zW0q8dWrtJ!NhC5tBNOIVkTKa*r`m>W3Vlq%**^Z=OGHXdPTTK_7^(Kx;pErLr?g|H zk%#586G!3=_m7)W7{rZ^S}<*SZ9WFDYXr6Kq^-V9t@g=EcHVvxQz#)vblIHFciy(Y zTaJ|g6;rD&Rcmi>}y9JS(9{QF;W z(X>QGqCFa)0Ta=-e77X^_f~S(O`TV&ugxcEB^S{?e5PVK)z6K1$p=d03BN1UMtK#q zfk^}P7AuSLY0toO;_1Xo6+=+R9@2>l&Y2`(Gwrv=cpZjzuFMfbd)=%GrE8Q8Vcu2#sgR<-I748*eqAy9%vu$6ru2JysN3=210{dzDl_aE-2at7VNV+n%@`XFG-2J9do<(K`ckOeC<6v z=VJ!zRsLLak)Jw8|FxWaX2=|H*K6{N?NMW?#fR7X7>HdBZHll7ep+M~n6N`1nOdMJ0;a0-ui-;(9{R z(9p1+uhe`E3=}^%zK%0qB8DI_FZlg(vmhS5C=PVN-YjP#T4yi3KjTen8HPr60?kiI zi`xq~U2UwYE)=iP<`XbH->>rZ)7>wqq#T35a zcCxapHVeCHX&Tc9WBuULwwaY7J{j_>HX_~N{*nRb4s8G8H@b(_ek)^-@wt(X)qKX8 zzS-f1_Z_<-4778-tyHubw-(LX9CdD1rzt`#EX<4xIq>Nda)LdsEF%H{c@}Y* zAWdF#&(nNS)jMnnj1!UCTO#vP#mpp~v*@MV={t#$!MrS~g7`mS{e?~yOMBzEOE&x`RCrVgaaw~I$iV& zv6$4BNnAH&Nkwr4s3|Ft6;KSVPKihU<*km%+gX+S*#$%-vC114kw zq8lm|P1DJQ+9}Is~bYC4gPIxF5>q(xte(-TR9KLv79jUiPvMO-hX?-!>sy?D($i3Y(-lrLbItyJrXPX@4s#bBG42KL?9c7z7R}hyie$f`DUH&O%b$zkdwFr+_UvEk1=_2Wy?EE=l z8L3L&l=B)fq>cX1$97mka6sT3)2EY9H7+unqbyY9NGPF+RCTE3P*nV0uttBt@@~28HqcJAE>5Gen z#oK1$JE14!)4^D(r+#VS9-&iDyq=&BSXlP!mM7qn7Y`T4A7j6o^#X4%KW95WtqaS~ z*Eqn2C3I2u<^VJ8NFU2G5BbU!-1>++IFc^5n4PU?mX-2X!s{>OqL?3ehbgfDNZg1#hv_apx zT(W?KR~P9M$aP}i2~oH+GEHlLFE4~N+u!khil}~)ZKQJX%+$XNrk0Dx_;qz&`U*9$ z+S%IO;4;3A;l~IMJ$cT>qVgqRJc-H60%aY~g1W_(p7aya}CqA~=DdeN^0Y+!sRrz%7z-~-w zm~&efm?1ZWPUri8c}+6X*YRmz<|G>RT?yt8+V+O$&I<5*Z@EQ75;yA4%JV`OyylBu zX1DQJMA7`JymFq`Zuow;Q%iDY=qYWIYumv&W{tU@C%)*j`#Rm%Z9ZLpc%7v+j=DT# zbM-7TiU4&VqByeK?SB%Vs{yXq&HhN6^1qa+jBjI(zXC`|h`XgML5>Df-KwH$3Mf0{ zUdOj4C?=*+aI@R|wB|ujkF0WuK>;6u30Fk@#&Npk_f7mNL@SOMrcq@MEa`nZhh=N6 z_m!CfLSf|FgS7r(-4DOj@CYO`sq($#c=eQiK&YZ}W?X6_?57q+q=!TidK64(;Mjhv zv!B9K3lLgfG|5gI32a3tj$oX@Ohtr}F_}9sJJCpb0KW=TiOX>=_0nJ_{J*qcOW+|n)cUZM+ComaEw*@t z8ng7Nd1ee#AlL3C?L*mf;I+i~)F(Ly`626XpVL1?2A63-L%v@Os>{(>#|G)EPc8G= zq=NFRWQ5P?Z3@Ds+vC7vzSSLhG7j_K)meHkLdB=1hOZ>3?(k40xaG~;w<-L?;T@T; z^INJ9H%P)gd?`Q3ghuk8U)a4Pga^2M{N!vrJw4A+UduMlUuoYKJ-uI~de85^@B00U ze_ZyBhjuW1dtsP zM_9G@xolv1Bn^#DnRlW`ubK#K5{8S=YY@`5r5Sh^C4;xpmgQ=*?R}^^G7^0%qYEI< z2&(UKz%w)sdVh6eF-q7^tag5`CsTHo77!nK4Y!LY-^%(HmUre&ukd^%yN9n3 z{bC+Gl7ynyF{Ow17R0iohdg*=!*y-j@OZId**O{eAOI|5*bA;9QalPY1NJj{Xl zsd^+fhwIgCXiv}5UPY*Qh!yaM*POpzY?`E}O6H(DT=|pN3YtTu3>>f@!fA!GX!&Jk z^9b_uhZIB<$CpO=vtbbbDid|Coo1?<^Q+OvxQsoEX>mbRDkB6~pG5JEG5pdU%dc|- zB%Deq*(>*4U!qZkWE>kEZ-e<;y9-KZQYs-alUqD(D_*>q7p3f>1{?kz6L$VU~UsE#Y zz2E#yKh<7uun;KVsH!Hn5N=pYKZlK$nH8ulH(7ZrJP>5JnIUy6avaWQ>Q9m`f-^q5TJZ>3C~;`(Vf+p7IbE^9)7qiwv^<=1=* zj@g(W3ad}#0t;uIw~99Pnk#bQ>ioFAR)MSZ-;H*ew3(jGr6d@zSC9!-D0 zySGD#Tr$*iF#TH7G=aJ-!aotweAhvQCn8w)-bsh4=bdcnIz5abW8Rk<_#@v(j2k1y z?1*;-4w`G%72SwU=|^{;%94=mU!SXRJ6Oqysw#&zP70XmW~==;x=OKHOcd4CUm{7# zF(anHW+k}xT+RH`+=l|4s9$`~fuOsvs0xQ?y2sh-j5$le0Kk`hRq5CpvU;H)6pfDb zz50Dgiw(!Eb>B}?5>KUwn&`4k-(I7+2x`?prYG&WJ zMkOkUEUUXE%R(CoEf@Do9lexf{_KO~^M^!!UZ9gJ$SZvcy@9D%jFhw)#K?!u+dY}x zaVg%jF4bT8@$>Sb--liHu>rqEjq1XVD{2gbtsLe?cCfE@=ouE5 zeY`T3qbrp|RQT=J3-ex*bA|xx8@862D$%>lDxptHLH?;3K`j#Y`57_^$>tOTsa&z4 zuQ-(+n$6>ig-1_PyP>;&0%Sy{j1$Qu5@%BJ6k0hz}kZ*vQ5g31t&TV$enJ!EQE=94ut$^xFiXP5Pm| z)i(cW=N7Fq*cT~(UyHXA6Y|S40PL^dFCm8wlHZB@8t{olcaFyepG#Ka%P7zC(OC*T zr9yEJC=3|H{chl5s`qLZVnkk>K5A76S)pLS_F7TA=1^xjsCG77sb3$JQ~32_J#jc2 z+QywRz6l|i1AK_UdDl~XizZULxUlG|QLlj3X{YG(13Le}n@+<&YvT>4ym9HRfG=Jg z*ivjl{O!{C&|r-PYhsVcMfcCPp@FHd4gsO}qcPfh1lX2L_piSLHlFfLxADg}-X8Nw zNmv;&RL*ERV9r9+&?FN*bI-KAFPpQcG{~c`1GLaoKkry%}@vzL}vaAJ@k&7nn^)u6#sL#x0+1%=}(5czFEL z7)r}_5;mP#zE-5QO4I&_5JEwpk4Ekq%U3~i=kgj{*8aaZ@gH{hFWFOez{i&R?Ztm> zvhlxJ-;cknZ=F#j((r##!=D-=OkWR=XCng8{sPGV;K9<Fe0Tmrw#v1wqbD*#t2vhay`)q%=dGU(o-Yqk z<8~VAhU-%1!oot1?8VA`3#n7q!%@n~6bP%-P@$4F?KC;YhIF;aufyOYuw=ub`k^s` z>c6BE8R3bJBDvca9%t+=K5}?-xwTP8AI$pbI#1zm4a%eWUm31IEv8JiW6QN~Ei$t{ zmZ+b5uv*7g5}&10jP8yr1S_=G&Mu-~ssbI_TAi@Jke5}}EgN0BWHIHo+F@MU5OJcr ztXCd?aL?BCU2^<`d|p*C$NBMn%>QM%vyA_MTBX~r!gn|p-lzAZ^68&Xk7_pF8f~9f z61sD#*#~olt;cEtdi-nlecd+B62)$PW^#mbZfu+}Ej^;2Vt}h(17=c6p5F5}O~@%@ ze&X_;&pUMgp*BXu`}C937Knw6^!hO&h0M*7%+xW7^bX3|0L{fN6KokVjp}|TVoH%c zU4LvW9PYM@@o`&2#Nxe+DAJ$C~W|i`G+2pxU!ifUAj=TR7;6tc$HVP;|u3B*Qr>4C1^c3 zt$tA2CVh164;K3P_=%-*b_7#)oG9&1#-<1igu5V9hlbUEYeAh^!NL}drY&}Q`5iYZ;_i?`c~^{ z{0OIYi}X9bf{V48e@a0LK}xDXzwTWL_IO<+UPxBdTmH0Txz9iU!tQq!i#2m!P`l{R z;vhinagp}U(D!l`=|{sXZGl^rnM2d=R?7=B^E?;&R&w+8SPuO^5U0V_>h|8cNY*!t z=}lbRT8kro$N4P(#~)IhT&Pmv0z06CuL(QO4Rcr8YlCL9Rs7E|Ud{Z*vq$dhtu$M; z2A|z<=7n7K=KCb7LY~XCsCJsp(05a`w3wH_FL1dxs?t_(y1zc0SEeK+b!ZP`3e-8f zjqJR2*e`f%!up@tBS5!Aq(^r^8v8;6u=ect6I`$L%iNB1{dn+%X6R;M?Qr=(|7F0I z(LwO);S5u>aWHiL*OB)9LkBxV$cH(Y-67GC)MTbwogt$AJ~!Xx#xlVkvr%SBg?AfF zN$s`LJH7ezl%Icj)99%Ef9f>%Z#EDtj;o&5dS+B*;! zzTfk`=%p08r^~M$u#9hjrig|y${va2X$&IUWi*lYN){{A*v2LK!=k~e`QzTUC@JtE zTDlyfOR)1>8x~swykZ|~nB5w}VQ04FE-44v^A2?i+leZ9sA z*QKHg@Qb%UDHl<3B(gW* zp$F4vmXT(@pq^FYLnM-2nQhNQPYh`un^y8hojpR!8rN0AYI#%{qJ`QOM6SbkwlU z7L%ty9CpNyt-Z_2@*WS(<6N0Agp|QsNuC*PC-b!ow)_zeMwKP^RB|&(x|HdLbO@p> ze+8S(txli7eQyecCE`J(gP-1Dttn&GUO7wFjAct1_Ikg$8gZ&*&0j2P4IMaJU{)r;pidNuMd& zW~CsKcITenq(5Pt%~V$ehP7G&vn}D}eNO1)8NmwhQ6gjF*<}z#>`rS_(r&z@aMb}s zMe?~(ekZC5!M9v6xJ;MxhZxRd{HM!=WQCt{q{CNm+GNq{l9Yq(l4T?6TrJeWP3b=` zMA{s zs&-eCP$^};d#q*hHr)HS49Wge-xt*SPcC`mv&#h@5D_NB=N386tzUNYlW(!A1)@c4 zN0WPMH59P>^l`deP|q}VcQVc2!N!mip4x1@WVWX>BHcABnVFe+YZQm*>gk^{3h3O_ zx1V}8|E5Ln$J--WHNbX`qvy?8V^l#l>u0r-{W(x%7@L<%*q0{3k%@bf3+v%Qp|9O| zhTWPvO>jcRPHeyv%=t%a-1%^*&?e*fwG?GS@0rT?n?-Mjlqu0nrB<%oAcJRx+ysbe z=^ESW=7-$&HTff|ylMhQH(5}{3HNy5#RP11IjC-fGYYG9yK&>jA_s7>VoBu2e~7G} zy)w2d=rQ?nK~be{Jw2BN*5br5u2&t4e((m&R#8z_!E5#X;QGTz$7?;(7)xYrYj0D( zySVQt8&)q-pnIla%4Mn&zQ9uLx69z607cRk+ga3p9xvmMX)`iJz;J@XYN(W<)Zcp_ zkoqpRKs&YOg6$r^_^seXpb{LbSR+a3v@_h*Gc^qfsa&%<#XX4pdZl0QY~D?trv(la ziy+soN0w$P;bmKwl~%ZB6nNA7_R-TIkdDRxv6oLa`!<^#lLS$8TG!mtSQ2HL_wLHb zLvxm$`z_}10Q&G^+`7jh{4bPMrZmzt3Cfj{uf!)ODQD9jsu4kbUCq=Kuk zIC;z=FQec`wBw9$qgaewWuL5`nFZ{mscP4nEfOvO{bhEF)Gg)#H zqPV^>JU8X`U57-L$ZNIogZl*cSi-R8%caPcv|sfu*J`&k0^ckLbq2F9z1DuwIi+ZA zKN-!|GemVK|J0RRG1ZE-5IQMnA}THYk=<^kDWBxOP`%GsV?XA^Y8~m!2mBL<4(eI% z3pC|{&?+~H@1)+!YBvAfcyX)3cqtkPy5vPiYd-!RLHOokNC?@xXw6S8Q0*_xo3~+dgOt(YwNv1}oZY-1{Ey1An6G2POwi6t z{)?mffQ9MePXr!4Dh!wjx$J&8r}e9U=!&Bsh>G~ZS8(8gZ&qdTS0(j{*y11mS5ZeO Z>|BJw-VYK6LVz*{g>ZIt;(QzM;CBgs5=a05 literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image03.png b/_published/static/image/collaborate_image03.png new file mode 100644 index 0000000000000000000000000000000000000000..bbff0d1567450556280a2c8d87342c629dd07b70 GIT binary patch literal 90209 zcmce; zfB@;47ytkQ0FoktD(-+6S>Qi#MwWWrYI^6m^U?hUfJhdDJ+HUwX{4J;p3%r%kxICi z>X6ChE=Y1ZHc7ObjmOTqo&#b*e!=BG!+~!)nDn%?jMTTZxZ&7~FKFL#PfbsEdfex% zZFwvt7gB^1{K|ND{EjUL1i!w4cl$DQA~^7Pp8eF@QRHo>+YQq|Uk|l>+vP_E&p0_L zOwHvo;WiqhZ z+E~!_7S?i3ChHLGMmRCC&L_R_adDd~DoDG_>5#8n$z5hnNHpvv>M>40V|={DR$|Bg zx`0SI^!`o9MVI_x+Dvm>{~=Pbm8}=T8UKLF6AOSO03-nbNdQQ~&LWr0vj~(GO$TvJO73>aRJg zm^3P3YASe9A$(UPM8Vn1w<5?ZdRi*F)MAnyF_`GUVo;g$2_UXx%2KXt>ibGqS|aOp&^{!y%qydxChLZ6r~8Y^Dz}Y z%@;iZt7AWyg0bvwoc*L&4oIr=2&oY?Y)?=N_`$$Wpe3W8C82ngp^k-S6B}^cFX|sz z;(&6asJ@JAnU@@ewl$^7^(x(XIzD*zwASq!;6I1_m&yD<{$)Sl6adm5#|Dtag~Y9C zn+&WnEBOQ@bHlZo)ppMQXp+Vuy^r&a-&W6PqOuFG5kr}ijbn#}lWDfG&kKE}?cV3e zjpd!fRk73%W@hbPE%yj_g`X@;X5w7fvzCkaL_k`w8+l2978L8 z-*;L^B^a}0Z3zPyNddwO>aRTI!`E_kIbOKC>VKW)r9{d=cy)0+*I=d}j70&d0WLN2 zV`9AxCc_Fc3%RfXpVk|8HJIE+A{fw06424gu7DsgjaXFV-H|;_zxZuDk#q;m(U=U!=H~ozf0}% zoK6r~-Oks?p7fbnjIX}FL=3WkcsS#i%E;YtyOjF}gB(!#heg3Hx$f4Q7d@|OYi!|8 z*!hr(A*U#c&SA_Rkqze^7(Y+UN~pJh7ePH-oRPPDUMk6#rJXq|u-K<&Q1$AqhWHr(v}MC-2Y$P6OHLS@8{_j9d7Pwo|o^8)+FkhpPR~))5Jeod= z6d7j$Xfk;YS0!SH_p;5%iO=Ep6-VJb9>VXsS$#XaEf90Bqb>RxwH&E*@>vf?Zw{1X zaGe{N;jeRuls}leh4 zZ|8g8d`f8BrLISp-Xd1F+kE>#h8N{v#o2HHk|}vVb_9I8N(pI%idT*rt zb6uXU&I6wjFd%FKDR6;w-sE0^)laUVyfh2jg^G$GGrB;;V(g%y&Lpi#(GV~xNGa>U zTd-hUlN50b1OBZ$j^}d9=R$UxMh9`88ixeBjO&^N;aSh*J=fNo=fDu2NQ0|Mh&xP# z5;gL^@WaB#dl)G8AMjZvCqn;5(!XMRmtZ#gC$pXjKA%DAFC2b@m&=5O zq|l!AJxUA83d?{ogIWM2gZ5YI2$@TO%hb~4Q0ZDMGEUSa_sOv#C@P$-S22Q>}p=Qx0KU>sUmo%T~ExJ};~e#m}u zg|tt(S@SNGx2rATrENn=rv!>|y+y##z$!b;;s002!o&HmH)cf5`gndnY}nb(aq>Sbt^>czWp6*D4o1poG?==w%vhgDMP6n3{QhFqH2^!@k7`zi>$*QJ>yG_Uc=4m(D zYUDAx{>EL-;0usxRRcs100~i)kZh4!0~jCrT}(dW3`IX$e0(1SzTrl(oaUrt$}c3P zMxh$Ew7%Az1)7*FHNzGTae?DBiz;O%(jDRKVJtM2CVeSRr!JN}=fFPAfQ7I-(&zM_ z%=0I6^XP-|Pi`ZxJnuw&n{;~pbm<9W>9VR6$S%-8uiC@8sx>iWOLf>(bSWU3FIu~MV zveY0J1Va9`4k5)K3aT}isI`&pbYhsiae_)u6A^r4@xINQSQ0@#>jv9(A$YzlhPUeV zm2mCj+o@}3?sB%!Lg#8EFQHb|0$~mdBG4xQZX`3e0vHewoEwswxSrdS17~z~Vm&Kd zdiRms@T{G-do~{ab2~rd)QG4roS92v1k&Hx#M8{oAj;NG**=8?y-OXWaO|+)RFYdJ z`8O@lMccj*Qs$=w5pUI_J}+r~irl>!SbwYFY}DWR`7eIs51#JVOhwwDiOuYl+!N98 zUTa`GJ&lYmgRVTqZkuw_T8heGqI;6N5uCWcyw+eLib`u4mQs_UP|EknY+eyReK71{ z1r>A6nV__^s-czY@YQcq1Ub_xk@D1OWTpgtIF-~AjaNRegv+c&QrPVM{FNaKCF(F< zXY{u%knNrHmsM=8$ohh3o{9hA{{VLCXC+ivVSN&0iEaTNMW%SO-+f`u)=G z{`cj^PL#cbYSIn-3gll$MunMzlfEvwDgtnF$#glkc{ollaqy0N?}Oy=qi?k4g7_ z26IdF;nqCm2@QW4<@8eKa!H%GS($T@O2%F0!C{i2P8mi9A4gaxVknnC0 zt+aT*cfO_(F#Hzhw<4SSIy}771a;Bj2+fw#%H2{D^gA=%Y)M^3{y<)ej)*x$ztw)b z=n#HpXDv15MG~ZM7PH=oy^kx#t${L{G0`&ROo$>{HoIT1Zf&n1lOCfH9~~R192u2@ zZo)Zw31J^1$NXc1_(xQ5Z_#o z06rr|E6Zdrk|9vv=}g*T=*NTExkxOl(0t&G(jVB>W(%?ocQv*HL8pVO{h}^RX;zZ;!exLv=C*7%I3~skl8e*6M7WNPz&{fZsS!=Lv4=6iAesuv^CocK38aE#8ooB#%7Wj{eQdl zFKQiv;Lk{{hf|&WVCrAJO=YgW5aFZR#l+A)l4NP+ZRzDBj&r9j|I+ce0;Y*8wfp@) zMwZZ5K=Kns>N>w%8HvU_{$R+<#IklRk5Pq;V=8GuE4#y9G*mxrbolCqGe_1)qK6Xx zzuf&-NrZ+xTf^4O!2>4pzvB}6rHBkK;cE&LI7i_B&r$)QA#zpq0ZCv2{-1@g05(E} zINur`{nu9d6AXT!AhT4p07zhh|2v0pI)E0aaJxIB)Bi517YN84RRaJr@L%rv=Uo1T zvH(>9ggTw6oPVtL&oCf~KH#5uY5al&|7+|oY7$FEASoqvrU^zaliC}#YQ*`2@T3_O z&{oobaV?-$)z~ot66EXsz()Df^ zC8%N9i-Q92Zwumq0C5DK2vV3#5+l{Z0h)6uqnO}o0?UjeOs@kFN1gq>-d+GwKeavp zS_~CvNElckIwtQ?n5g){AOAjzK<-C>L8#lC+SMnKJMraiC%Gt#+D!KHzrD&j7sb&Jz>`c(wCW$GJwNwY#rb z%-42)Tnv>)6F|H|X=7FF93V6>(b+A2act=l3yRKPp0;%<%L<#skZ5&5t}0IoTSbct z8H5-Xht;u33VnV>mFOt4ViYyqG? z_fdbrR8+4gDsk2%-0!fx{+8*?x!;bhLN2M$6ne zJ9^R`UIoBAObg5*8?A7K^2Tf2a(Bz@mXr$T)||>ZQJsxSKA)CT5h)}1yI{rtY$g~3 zpm>`d>TRy&@|nCunw_iD;{~^ca4juVxoD22Tz=}+(i3}ibf04fSsNc+UkefU+?EvZ z0%c_A2Gs5v1Q)3e2!HlbVH_O@#)^ol^3vxAm!L+K-*Fut zmsDJmkZ6EPw$ZLI9m><*0DjYvHkO^}ejw0yY{ZOegHtKryp~L|0(LC>Q z4IjxH4B4rI|Cn<9L>TPUSmC#Y@!aS4klF2V4e~Y*AK7_U_dDj+7M?C)!|mScl@bR3 zM?C69V#wSp$Vbw(b+@j+`4I=IT;x=;R>$ad-Ri+zP^Q_f|3q@1Pa$d({Nw0)i}AA0 z+x$z_#YEDfK`Y_AwJ+)W7oQDb3cas7I37d2wUjGnBo@ls`HfFm2!K`I*~ zSTPuDOXHT*G$loKCJP(X$AIw1LIc#XOoW?#EwC3b$dmh{jZegpcn+FS$yX!Ar;XRS zuT}hXXi3;DB?c1uHR}}i<=f$FIwhhUB`9qiAe=SB%dAFiiL-I+Krpf_@yBH!+&Ilj z20Nu_)s@`70DZ@u=lau)TT1jz%1|(uw{Lq$R5aW_d#V=&(08J;R&9aPxi{wbs!_$R ztK-wj>fWZstUl5Oue0sfMc9W(TUF8ia3pK#%x`-l4ji7RvJ&hd@1DkoX_eaCZxgDgSWZK&=#(l<%(_kvB_$y z)o9nlR?<;uGtDDux?OggGijAjHCpgUlwJo#_B7Md;JtJ4c=z{{BXJS_JRvDkUC6IA ztOOTIR@>XVI$s~gCn9=TZqF;Z@lP#S!l#EvTul5H20}4Y4S}_h?vHDoYd7Dn{@xtR z*Qc%PdT}~mw{whwd@*<@5Ed=k$!K;|p#p7;-YzIB$TO_pX>FtpCDD>HY%i&}m23bN z0KNp?E;h(8Ouf-!27TS=)kS`c3_OGMB(vzl2(9z&=WJi){&g|AGG(cqiE|&z2Yvde zlQC}m-W7CIwF^`)`y&I|iR8@Q`>|~}8KqDjpJyQ`4g_JT0QbQ#} zGut*{t6^>Yav-3d-^@buHc1jh4^gk zBeWB23gsfQqHS5JtQM1ref#65kh{#ykMU*?-RP{cxb^y)o-TD{)}<8doyV)`4cXtL zFQev?1Bd78OjIg%wzysAyxqsz8Ne!*u->v#Q_U!*LYMV67ORRVq9ezck|HEcnUKz7^H!cs)25>{17Y53`?s9`cpZp^IU(ty||b~~pmS7;@sQ^rLr0zSDxpPm*0I0n0PA=Esv@{DCA_0kZlGYTqJ+}YdMN7pK$}>z z#XiVT+@_kdvlYe#(uczeP--P1sewa?ag3Tfd<0tZx`k!eZ)T^Y@9+_BM%$t#ATf%r z+jv{*wEhYb`wq3kZT-Wz99~3jz^h+iteUEfro2Z$HaXl!(2%kB8`OWoP_Y;2RoANA6k;!T?`#e-9iu3=*Ej z|7x6zX{dpw$H)|$UjK;E%-T*YFOs#nra%S;^?U(~u|@K8<*zx_+o1@3WeoP?&rZ-hK-I7Pp3S{Z*Y|E)lpI6brFhG6TY3_54i?@9`c&1sf1~bpEGV% z3n;Zzs+0BB(DwCv z=KnWo49xPgsR9}%@sp)xuhRB@cu-}4+1_bx>8wv?gcOU0*xR4rX*&;PO0kz6+d}fB zAL?x#qp!*^FU{e)oXopSc|^uWQmgvGO{byh{S~DnIt%r3pvOm`BlP{C>?7Y+|8ca# z-?b!%xUv0$@WDRBmYpb0ieM3X)f9`T`1A8Nv$DZkF_z+_wqw+ULoroL>UnU4Hl4Yc z)#=!zeT&`^-t)C6$zLh(D6#oSS1HSNvhgIqO4BS}Dm$$_Cs$qx3$-%VnSesE_W|Q{ z#UlwSFgTYWhI5gf{s=ibuZ~N)m)kMZH=aY#J=k5j<EG2-x}bWk!7GuHU=so#Nw`XKkU8c_lING0y% zR=@1az9GV85`7^fM`IT_B5;ZV0Bk_dEv37C{CgoKRJb1<9}RTY`@kulO=Kb`%x_xsgLsb*@X>W_@z{V>!-A7lD$>%vk2&k;{wq)_-C z4|*RT;Uxb<&O#Ex)Ra-NP@^1Mi=eE0!-FcU1e}8Gc-VMT#mcvc%~*-1!c`pMaLtL- za75n=7+a*b;o_-DN$PFVx?NR7o1kv~T4^37qCXPE6@u-JpQ3jq??4-*_CUczb&Eky z-c_Aw^`^V9vYZ*IXq3V-L2L%=y7)T!vJ(WD3`%urOPb$3sQaaW^eUQ<^_YKQTwC8( ze6Fshk0iCtcdOidWWvi8x0ImMTI0GE3s$xT2TX@Wt4;#s(1a?q7I3bIe|zLd@bn|D z*EEA|H9vMseX&0*O!kIrwm!Yf%IzkS-T_6#$bHGpZDqi+>t%e;i8>!cbUhgA`Td7D zXr#0~{c)Lhe)${do{;CX{ivueF!R4}`h?{AEmvttFybhDbqg{WpF_fD4U^t?Z zY}Dn@yTo8Wjw@5#W%d|b-;cBjYq?K}!N9$^6p1S*xHbTjH3+lPFO5k>@d5>VTaQx> z0!zQ<|GJerQ6?{4u4#dc2xz0#iu;DHAQw8|GdLYQkR%tc(L+6kPiXT&i|X_cnd1Zp zb|z>VLSIm+t}8HjylEZlBY#5MEH%$LmVXY5S9x#AxqeKdxI$+ulk9-4khy3mETvFT zJP=w#1R|>$>>}>4UADmYv>YB=S5) zS0Wu4;wA+-DdQC~el|}0J{Gx%*x?hJbC|llqb}baZlMs>}|LD{l z#ifi#%1>ZF1w0@-#7(*RCKTKC4ek{m57EG5a2>;flr7vR#v5$QfJrd^M6D6j*n%{feLB)*M;Pkrb-^B5o;tpbcw0-h zcp6u$HLIV#SW9wl(ZB{rt}tl24N$$;Z(>vr@Y5E?#;a{IA0a&~(%He8R;lv2N(0$S z4V>1SMV>e3b*PlMz-M18aAJ}-aHXVtVuh_D&cgea=aR*}_PyVH#ZE#lfk8%8TDgHx z7uujBe0X0{5VBbKExAl*Uaby61AAR3hT$N9=zf~e4_E|G75I;=q9KvnAZTF#G7-qh zadModfg?&YpZxP>K&MSgGv0H*W6`z8q0X9~Ta;ru`*gwc`lFjWn99X!__2UJqtR#t zB+%a6IsTF~>~*Q?E;@!KLq48`a@?EeO0}F1nCw+1EoJv|_hkR-lEx{M!7ZM5&ijk4 zYa3Aw`;VR&5Srd`p>c$6AbwwHDkNu%b|?eVs84Yn1z}h{L6AZJ&5OY4nTBo zYD0E?4I1`{tnW&ub^&n%09_?FC0kJ%O+0+;^18F(pg(K8eR#dSyz{p=DZBCqNG8%S zH~SW+FG*8vRnysU-as2xIBVdG!7a{zi(I+<5UaHw%}z6rWsT6U3ByqVCSaS9Er&mR z4yr1457025=l3D(d&S%Jp`dX3Agz|wuGZXcMjrzoPFIH_@S_XV8QWp-SvT|azn`vu zB7lFMx>aZh2f!^l)Cyt1E9blS5ok(^i}TTwYpy8i|G9@FF^!&rD?SO^;eKbiK3;?p zi3;J{o^mbEB^LB+-nN8=F2Y_p=?8Ug#{08=m{aIFvKrZM43B8N77O9b`=tiW+LrkX z22WtG&$(9QUkX@Ne&*>1!gejm{%OD{@+ z60&`F0hLY0t;pCZH)46EOSKH-eCY~48@UWN4}YtCPU(F=C#&)`sd@XXe9JX=znqh& z&X6&zo0yn5NQZ0No6(bIbtIZgk{wNFve*?1IxN)fX23n%SuxU}*NObP@&XMi03M01 zCs_|f4AG{OiQXGlIgbVe?VX;Mo5YO3N|kzw#Gtq0MGmO@N8!)~>MU+@VPax7fcbb7 zK$`>&fMi1o>sm7{?$W1DeAi))NI*j~ad4&vA>k#fiIHCGI$q3N!4K(*^rVSfM6>4C z#BQ?3Tp?kghsAmWvhlfhXjM0$1vSeJ@DiQVnF{p410G;^^q%bM>r^$Di?HrBNM6eZ6f`b`ek!MPy+ne8uR^v{#^v$nNumV(QB3{&%0mB>f<@56v3vm+pt zrl=2f+o?GJh${cSh-D)E+L_#@pnRPF{fi$67~&s=7fjJ0ulzsg`?v3U$^KH7A=OaA z{{b$7za;hlAAT>1e^S0=Nr)O}9;-><@+gbefBRtH#9*ukwqV{kb*Dy7o~9y{QZH3y zYoW-&%_%{$->p*6GjA9nPuAe(TzgzLw_a?mUbd-|gnekAyv-zYRS)Yhc=zYWA@g{w@}!FWEf%B zmnjKtCU3Y1umHi)%E3)ma+t}N(`vofxVA9-q$|uuE2wyHCjW!QtbVu1_x9tZ;?rLJ z>n&;OGoFiVy$2+b>MW+CLQi)e@wbUZ!oEtlw_>Nu#qrk^H@%BHmi2~%{pZ>1cD8M& zw2$lheEG{qhVX42v8m>P;G&r&{8*6f_Vml%jR$zz=R!;k4Ajl(4o~{e5^_dI~ zS7UtYwIa2nM@&Cj()&M}yt<7QsshU6q1y;X{jR&?0h6PG3zy(MBNbCn)gK(c@5Mz& z?t3#nMiczWPg6-vQCUe1Hfm1tK)eoNcJ3ME4@QTeNn2$QQF1oy zQ~`~4?{b5FSe;|#Zlj^3n4PBM)AQ67UuznK3#ahVrBq@*X0)uDrbvj-V zFu`cN*Im>6aU8_)YU}0_XZMjC-M66_Sm+9NNOqAi~?wGs?V5|eS#fVjH0*Aw(Sap+z zL(D*3=f5uVu?aqI-DA3UY|gSUw<#&{Tff>(2a%y_dzRjneEe8ujeN9?D7-E_+LVz3 zAJd1$TL814yrS(z)xgezG{Sk^9-Q)Kj#Nto zsI3VaDQSN$N5->!j-4)OWZz540hVH*FS_hQCRGsp3{BY3!Ymh;7FHT8r^sV10N|Oj zP=D1BfEmHa%iNO}*A2SsZv5yy?BBx!Gz$Wb@5X*ybYCJC1l|u!Lf><7a#}HK92)Z8 zkfE;aGYDY&N9?e7a?#@YsU_kL;H9M0*lQ_gz^RS(Wy?K1qqj0gO77! zmHES~(bGFnLR85ojIw7#W47L?3Se>3kA z(x`rR+K+T)?6j?U)WSm4Wqyk$`}f_r){7C(`y7>DoP+r@gY*ohiM}o?O9&2b`w8ul z$w+a@tOzzPa^J&n6gD#v71K*sjH|x^K!SJWb`%toAX6$x4Np(sm?Au(?e81zvNhN! z=g>C04*+E{WZTId0Vd4PKNS33jhQ9*LzMgJl*4H zk|R-Awsv;lYW^7+PWUr3rm_KX#6tQXXk_$r(Xi4zs~#`CbrCIBrXRoC9-Bv*sGUY* zfNMEful=gQ%?}55!W!81Z+JXKMoSS5y0`HH>gw;MazpXxblS4(^_K_v+^vO5;%_&C zmS|~K@h1cMu6lYUZE3y;+#DcAqy$)12 zOX(2g;2PKe1g_BC;rP1kv7?bWX~MTTd*14zQ9%v7g;*V@@-x=2BcNwo7TSGH{MVqNfnMD`*; z)n-Y;NQ?AlBi4_N#B|pVuRD8O?Sn(%SPR2T7ou;@CsS|CJY#Y$VeDaZoo~3 z5M>P|Ol;g`a4TXDI|O&tKBo+AOnrGoQ(Lx`g=JgQyZ9<)!Pige-VimxZ_`PtGT{`z z9zC-d?uC^JXJF>L32MtcyKO29O=*b6dwpeS_s`x8FjMiH!TteII{#w;3%I+*hAYZM zlu2|ZVq`M9=Ua$MOcQHQ$o2sP82~mOKxse8QqC6Cvt9uVidu_dMGj#?k~zz zs%@{Nn4F-RoT3cQ0B-{fKp%bP4P9Bz?(PJW^!ey`_GlE(nt0!jUoF5@MRR5zBSCMe zf4U)#{N7>j_t~hwzjAO9($9gt5c=E$I1zn(FO!b(IUUc=hAP~UuM0!Zj_T}HTQkyO zeF$sWpYDPeTE9-NNCDeAL0y+Xyed;1tVffzm!A&R7R}(B1QbB5uFj6t#d7ki4 zMuTjk1^8(6Pr4cb>HOC`M<+BVwS^F{4Zn{cb$@>5HP^{{v9`#51s3zL&BBNua{73+JlDcAmM0=Vlgk~0Y;+@{gjet<5 z==pep&;V*tuHQ4jK--6>zSaL}{1VvNo4~^ieuR!Hq)rf7*`M-L-!Cgo8^S85w_2Nv zKaaj)^3S!FxayHvW+op(Y4|un7@5qDi2X(M5m&!Zuo2Nf)ckkNAkLlN1qJ=S7VRjC zb#yjbk9XGqvzZxSnr(l4$#4C^H2dR)=Z>RV;@MZ~mXWBieP3tHc69@6qFGqJANnq^ zf@CyC9Ii)Hl@>?&euB;1lxt4KG5AvSY^K4z1wAr2In&B;_rOxp>t=48`%EpcExOLEtNWK6KL4Tm;9c9WHkd^m>8rdUJ1GE z8X-zQUMg9+eHypy9pQ|ThZXniwkIJO6v3A<&5qD|@fIf6$xWYsbvHukTXBbU_SB$9 zT09t0+P9coi?cFVWFXactLk^As8!gGhu8h&zZx-AF8-w3lxrEndmlYGD^M!iO@!=y z6nC?O=rtotJ9%chZm?4IBAyL*h`R2W)#s1>`7}?fOZDl+A0TP}G5JW%u9QrdiiL;< zkySi7UC59KkDb)tGU>kl^o3&FKZ2l-o&W9K8L^gzf(7LPS~Mc37g%i=%kMV)vR%St zPZH!QX*vRV!3u))<|Xz0RyvcxzlgG24sG>7CTRV~m9o;{a^0R~k{+T_x4cSfy1-FA z@%7~+EA;-+zjev_#N3=*e9eb&Op)h{P1j$76a!vbC0>ZccOsD((s$c|b^#Is*eW&c zSs7V*7V*(AYE1^Y^c6nmAAct=H~*i+{cuo!&4OW5t=g!8b62F?D zBCk;tDu3$XSbO9RXn|DPp{A}&PpsloCp1aLk%z9WBBm=(Ua@ah$T*eI?+9!zhL&e+ zt<_fNS>$Sh4nN~6L)GHr*KoW&`(`o`HY4b^Yl3z>=j>5|kpVWQSP9N1i%HcZz?bT8jG6PD}ro@ z+=Ul|%$-gRXKnlhy-xh{ae%Se{fy^6*9QHJhs7q<`k^#dNvi*wxg*udCq3hoZ^+-Z zcb0temme(D*GJ4u&SqogDRzh&flNUVqryu&W@QS7IoE~|ek#&9EzJQ52KLx$PYNIR zb0$N!I|D<76upz>&`B-q$ujK3E;i7bhv+OhI2i5Zd#EJeY=Iqgg5MktUmDDgc%X9iywy`$(!qhkeA0DaR-=Hg~8cM|sQoSI7 zk|Lcq!yE25K)aMk7@dFl^u~1&tJ6G^83?~kIW39 zQH|GJfSjrGl>OQ&#x%fvW~(y|3{rpueUlvTu~nJsyqK7>(ofr{)ONi|ikK8IT)_Ia zwcI_96DB_>;(wm1`CHPMl?H;}|3c~#37Lxn_-|#T7lHUsI~W4B!X(^(4+9{bu>BE5 z+M{5I|0Q|+N6aGdClvduO-?O0759H-lv$fUZFSDrm}39+Xv$wR2}l0bhF2-@f715f z=gQpx;p$P(t?GUso2&n;o1$9w{X@WVH?d9n;6ng!Df4~lN+e~q%!>Fh2VYLzYLSTi zIqm*9>MriI8tudW#!*T#BEhY9Tot-cS=%WFmd$1QV$L_-spGkbC2pFjPOHjtfum-p zo=8EezK_Ll!~qg=L2TaQ6z=gc@SSOpIOhjnIzgh418XJ#ZrtRTyyZmmPY+t(%W_6M zC5Tj)r&*hkR9M8RtXJO5YC;yOqID~oP8xD%_r3D4FD8$xB0F287`x0u z+;jN3cNwSi@~X<#_s5~;su-Chg{qVoJpL3-v+E;1r@sC&16!2_0YcwqcHTd|AY}$} z?MfW`3^tlV2s-<~Zw%vDg3fB>2H9~o3ObKP`20>rLaD)+h3nz)IGxE_^S}46cx}Em z$H*A!pMf@+7`)a*%gVR(G9h&vmyybg%W-OU4Lh}cR~?2`E_HBKtbP9cj%o_6_y@l`x(~%0K>h0 z)feibQ@&cn#M5g(jz>;_Za!gm=Gm!CGF;(WqY65^=xe{9N{oqADJuhGz5M`M+lH31 zkH8U?E^d#)GOdx;bUHA$L8A1r$orBuNEGtjHJ(UgY6^{TUxImdpbLMNr(Qx?%3lPF za`bhKzZg#oxpq`xLcbMe-YgE`axUY0mou_u;gky_~m>yFN#MB1|LM(-C1IiQYO&FR6S##fvu_& z|Lm&W!g4V<2GcBLd*M5uiygyR6F+btRcJYb-)7HRAxB$>kH~&I_gdg?uq(!}{Ifpn zy-phI6WebrU8$;=1*_&I4Vwt-WMu2e!@}$7*)C(S)uzGLVm40sa2BAz4o&rTWv6)B z%ezcZ2djl`euiSfreS*#CySOyxhX16?Ta3%sA%E<9oRx zFU#{-Lr~hr!&gvH7JF`8Az4}J=a)u&K>mHU+r6onq>q?|m9(sboI#YdL~UjHO$2-o z?Xr@HS6|OIw`;?q@04&u;8KyE?~SS!^AMPmInCzn*wu$?oSw)_D?#W*Clz^5ZdjfF zG!oL_Szxf(h-WF>#oL~qc>P1Jwo~+G)wD!=+z#AW1n52%$gDWiH$Lf|qje>p^DQ4p z;PUD%H7S-CI$KX9*^{q<(MXWEyH}(7l8#h`U#y#L@y?9oly$Cz%~I5FsqwL3$)XvS zmg@ELkod_;C{oei*_&PrWe(dPK@{Mkq7CyZghy(N7aINO1T9t1xQ z&0wAP7tsu|+qJe7-}Herodp7qKHcE-CJK(GGI%0m)hh;z8654>i28pPdM$ii&s0F> zKMcPPD$V^8DE3(v&F@#0+r3IiE9)W{Y?WE-5UBC@li5=C3q%xxI$sbaJDDgSF5k3n zN9vzjRwN8YHOgk|JPxFMH22WK@yrqq;LetQBS+PK=ubNn4cDPC9+)8NQ8=vxmj1 z*?~@`FfIiUTpbzW*x_!@@ruRsn8SgWyqWmy)RE!{*1I&v>;HQzZTj zxs;vH#fssi=e~K{czWIvw`G@0O{wKruBvVhjy8OOL0Qa!Jm~Mh?+}{1UJ<;!$WI@@JYo2ye__ z{V6u;{k`(-S+6OmVzyJ2zp3kUxd(vA$v0neJGB)`Z~SduC|JwZL}J>Xh+%V8mT{^HW4H9W&)ZZ=`U(eM zd0}EaFG`*r(^KBjvPy>E9cfeSaWh)cD6jSSD#zF=$Eg0})@ML4M2dvXV~Y6ox3>oZ zAz@(_YZ3M8r(0GEt3r^vHb@2FqGj^~?P3=tciS&V-`ghf++jIgs#1CQ$KhZaz(MGOYzh z>LT|HP-nmtlg9zw>xz(Vw&BZy0*nG9UVIp4X^Jt)%S(MHlYHIli*Mox+7EX>-ug_2 zP&(#ET~~$}Z?hRy7TDcX8;(8uh+FD%!H~3h7N~z&cR%SiNC}hc#21>!g_DOhzQ=3( z{^3Noz7w>tw=*fBf}GQS23i5;G_eEM@om|YfsCXTiu*)aeCs+~Se~%7T<%TK`!`fb z*RHe1KTtcvQo+%)3cJ4~B6pzCD2)sK#5d!I*!kb@8oFE$Sr^!C{cW|{u2@Hw!xvEk zONvO#P8_FdW`^CC^Pr!9HudjLQOxj;`Jg=#SSZAdWR^WyyPh$_o0S>QeC&r&fVXNN zke%NRKm)S_(T?2g%>?aj;i7HbB@;AQV3b|&mno;AIBOzDNJ=Iub_7h6zOYVAGUF=k*%9rQ$FV&-JAhzK6kzYA)!qdLz=9T z)3TuO!t5}0HhSh(nFKMaz(YDmqt*gZG=_j_B^$&@PC2rQ_{b?=GnFt~38iq%2YMR|6SdHr%>3;dBRN6nN!Zs^jbcWV8S>2LR zVz3BBJ4ZyNC1knD4l&qtV#hX2q1$d8Wq;qaF|F+XG8m&s&S&EBq*m8Xdf zi3Va0!3IY8I*Ee+`FITfWHvrv2-FChBzo8uoOm2=kE|p_ptJ9Q5 zGcuiZH6Q!g!T+=KU5o7n0*y!q97j0EhobUqIqZQfSh%Eabck(tv$GOYom?<`bH0T^ zI(V%J<@AF3vQjhvLlEmanec*$UB;p3<+IKEJ+{fnhgL?8JoIM+M6r4Cla^9(0Mk<{ z!=D!e{QWL~C`PC=BM)77LRm^v?-a<25oEKs#h120YR`%ib1n1@y*b`G$}QkzN$Zig zGx+YL2~k6OPqN&*8{DanHrtu0INh%Gc`?Lb56f_bSBG*IeAZFqaZR(d86lf%* z%9-N&;R#Xt1hmCyYG(effLPDq(b4+C`;8v%#`i&9_w)WfSmM$iI+$<7!U(S1pSgfi z%_-h@TVFPMmu*6-L`aIc5hB}uqCjUV}p zTWm%f47{a{v25&wwLP!T!HR6Bo`zbOw!(85;Ote|7FIOKK9!;Zx!|cF{PVVVlQ&jg zS3hD`++%WZ^SV-3E9Du9Ij45KUYz)|@o0#&jrCnN*3L7;&hE6rZ zR_gM(l@NCZl^Cp5`d#kdd_*-kT2ji+$9K8Pf+IQLJU4%S(TR67!E_m21sT$FK>cb zM(~JzUcnDIUF&|H?ViSq-7@6~1##u7TK0?8q`Q6<*tzOL%qsB>kAh{x(_7UHs$;2= z?^*UHcL#gK_f8Zy94*A*1Tiqpx3<8%L~3y?93SoN7A<6P*+7xyiuPD1APb7|+>QK;h{3G8qo|R1w%b|)^)v%jX{wkIIaGJiMA& z1^;4k*ZQ)S6#4(Sdd9#ymu-WcHdeznYHZt1G&=8_Y4aLr6h6_XtG7Zntu6;Z|6p5 z@Wfl4uXCN};>O06ABrvmyF9^LI@7kyaUhOhSqy)1r^Q}Cw6AfoB!%JircZ-*CfSdQ z`w`Qi*`oj55ntXe5ul*;shc&m3XKINnWT)H0sHMna|K@Xz9Sy$d;mHNzgteZgwVaG zAA&+Wa#fBpjVZ0l*nupRg{$GBC}>~Ab#hfwHa2_cw%a2ZVxxSh%`r!c!&QQ|ag$rU z(efr#PJ`OZBPk=v@^X@KB))7;CDT1w%vBK12~Vy(FO-vC%hP04T1)lg_Lq$Il!?$~ z0}xH;)5Bbo&G?41)dJ1}VMi%kBP-6LQCVU;6fyS52Mw|JI;xK zOz}V=DYsQA;O$RX)Vcr{;119O;eRm6O9hu4_$P zMPLDgosGQyK%`kMptg0gCuFgHE4aeHN#Swm4)X`(Pk}X8(|CMtdvIYaXJ}Q{c()P2 z;zoY^aqr~k=})FnzbDTPwD7}vl?rmI9MsgP3lE(%No_M#%vUvp4Dw^Oz(hp^OS&4^ z3tcNHd*&PMpXfrs+ z80Qx2X8b%3Gz$%2Ufx_t^Bfi8ltlEun&EpJ#MWr!Xm81AnvEJ8-usSO1rckV5JM(5 zvQ<=sVj^ujwC3ul`+wq#`H*d3G891&G?j`@Cn9psJ^e$~l*1my!RB%fyTN|GW!7V+ zhCq<}s}KL^+#KjZk~QYdYzNumJK5AT$J&L4va!-s#f5>NHrVO+53_PQWfNBufj`PflNQm(VdW3G zh^37-fcct_t7UDSDPD092)mT+MU?@s-G^dg1HK&Gg9 zf5%JnDBEsXzty)r9B9z9mR#a_qJH&yb=`QLQ_`C7^Bw%!vQ&lWd8EDbc+<;-)1i2- z^7Yfe0rccIBYJQmB=2> zw-~H&o*rElI6*SGTyS!gHaWA=iwFs|^v`wwV`rLS3U6zirb8EvSf;8D?6I z!g+3;Lb00!WyzW!#g1K?U4S9H!LPEfyP~aKzGFMS`alYU@g9u98xx?X_2?Udu|G9$ zfn5GE%(9v7Lm0~{#*vJumiuEion`8wZY9y8UrLYUAd@4%wk7>t`~BXsMU(7GsYzT( z0GyC8>r=w!+z^iO$Znuz$p^gD)Wi24XYh4mWzk}k%aVCcP&&sMNHU3ghU?7^ySAs5 zES?QwcZ@+6&|S~lXiHIKg4?Axuqi}UVc#*Il<^B#bj+i(sq}5H7R4Xh!p7%%`JL7a zjKAwDBIKJWnVk@(r{e`e6)w;DAC?5_xOozPQJbvUH?b$lN5v&u9ScB>-P>zyF}2># zc9TJ@lpU**U3;Hc&+JPp)2rG?jzOBt$0dO%ldZ)A>zM_4MCvn`G6TaYLNebHJNq?cvF*hClrI>8{og`y76{(Pl0CfF9 zz~BZ3QUc`{NZK4=Q&UrTSYzNTNWw$^O-zFK{ko{Khpv?dJogL(mH>8ouvu+Ia zKf{x*%3%IUG{X9T>YyI1B|YL&V*L88bCMuy&a{i%8@w7gvW-(W;vYP;Wj-8um3W&W zcZS-@%n0uO=7TR_W0M%!;q=ry&qz;3Tkr z0}BIoZtW+6#d%=<8Os3wKl#)HE+0=EiVZlF4Q0MFaTFpTR83`Yr-}H>hmw49>YMcT{}S$ znz_Z1KKyB&GD!sn-c7C@1k;?y{_eND!QzA6XMGY32q^xI3J&k@0ZplgU*yPBH)Y6| zDm6GlVsBp_5!U6&EA7h76fwYnP^2Q$URl?eG?V@*VD%0FJT8%Ivrq6U*|iymbf3Le zJ3L-DSxaPc+l+jA|I;DoT$0Jawno^un)u;58HNfirc?Vjt3LqZ0k{y9fbZ786L>%8ih`M%(ZC4OHYpltu?l!`b&`x&#N&Ot)*Ij{F5|o5gwuO zR-zK>xVq%vFIv@C)kpXM&ENPX5y;5O+PuAbG^vjRz}&JbD-qqB%`j-E#&}Lg4}BK? zNcdt*r*|dvsG*EXj6DCn`RmY!BQzS#)(0c6)r-fkCUUpynQk9-+g?%&aFVM`?$##e zCp=Fj>eu*<$9P_5OC{IUsWyY#yv){TX7VM{SZ$81-rNeZf}K#Me@j_EK$}F?$jIoN zhMM|ak2f8Z_Ce>+(9k&i6IPhdcZ7c!39ASOzD{0=%l$d2aP1;?-78j6rffiBd4NU} z^3(vq>SdQlQ|b$b2>IEo#a*4_WA)|U>)qGoB03wN$Ij-rkc#KKX!JE$mj|nL_m>OK z%Z-{y?#yLVq<64)=oD!kuWiXGe5g&n?V@< zW+yEn)ODmnr$hT6r=TJ07iRe|Nk;J4p*-5KNd( z&M&Op!Jq@WS65djCL)_a1OPfZI<)E_B{27Vl9@2vrx?;R(dW>Aq`aMAl1Gv6?oy;# zV(H#>E8cEp?KznJYA`b6RV~=}>(71&dF<5}J*5sXxR>n)af-8aDa(b{W=}9DmbXzxUkt@^>E^c8ff$W zvlMXmrFVMcQpljRGaD_ZY8|t=y#9RH)_OUu5P{;5Hgf9}LqI#`aKHRHSK=ZG?OU1o z)+^_Kd3%C2_Nb)vk?G}RpiDz}_VlsuliR7jVIHBz{c#(OPNz;5I{eQdpk@TY10ev< z5|WXLs;Ho$q{m@0MM?7|f&B;zav}rq2Zs62w37qSU)=VCuY_B#Uf1sqFOO=Buaszb z5W+p_?SGhwbFM#JhL>m|TX}eqb;qA$aU98>-F28jsx!xHq8D=HR^BJs1dO`8mNfim zc)dL_Liouk+)?Y>qxtIDP}H&pI4wu6I1KZl!)*h}eWXE?jMISw?u9}^q z=iN8<*A~nlLJ&XBwFwWng?m5fVE`t6?{h3L`rR@6O7ICu`P)_d5uy|@i4 z#}~h)K=BE0PX6u#)`{qCh0@uTH|6))_s0))T4;<|kW#QpU=hIvz7WelGcNjqz&fc> zJ6bD4>|Ny)HeEemd3n=LwAQ&9J872OS%Sv$Vy#6WB{E z4W^2?U*vY0wy@~v(M`pYI-(!W=}TL2eUbPWmwGy28;8ehV5A2kI|$-25aQ{4Cr)t| zHBQmT2v`~4oCnof^5U>eXk}(;c|z~t=2p~DV3yc53IL)Ci`Duc!~Ba9K3$SomAQ|D zho68a!TJJu^Kl6arxYFR%$E19hZhO^;dD^YV#Ud%ZH%zvS}g@{*<~hhhLXXUdnbnO zFWoncdeRva$NtJ%G(N=Dqnhj_pA*oNxF9%u=ujilPS!FqN&)krO%&86bEdVW(uweT z6cE|+bBw2K?!i>t4E(;&Z8$1SBNE=!G~X2_iSS|n#}+&vKG7`6DbHi`?9iH?#YRZW zcPS}qXKO8I``efwP)BcAwk^#~9qgmJWWfDF-={UVu%|%rMA0xY)^%5c7#owIiUdCS z5s-B7=VkLKV;<};J-J^{lETPhs6iy80?>$cxG~C^nJ3;?{7X=@E0G&*IBM!754U$u zk9Oe`K&}eDmgwaOd=}rY$d}Q$U3AjNULLNJ<)fu~|JphAly4WL{rFaB{T7@9cZ_zb zK+(J{65v-G*q?Bnwl&&{oMa0w_kCkxUjO0(2(j|S^hvTPUebKuQBgt|GGzaW z4~Z%Smv`WQTR{NjkQNd$PGOpB%UXVpIoAlC4p;z|7goT(q`5HJ_v~rBttihzzZvee z8PjJNU~?>m%cB)}j<~K_u5f^2w2ZoQHl(hvh#jXe&rlHNhY1CW%ba8)+O1S-4BV0< z=n}UV$Vmc3X^s^h@4H~LA6-3sZrE!C#JpQtIF?c+0f8v6qp*L}0U;hQh~gOZy=|-M z&y=LO2CNP#l9~R13jh!9W<6P{HZ^t0>F!6r@$1K710#}T1|r3&@@89#SkVvfp!21% zOpHh@juvwZ-#05S5Q0Ep={p`NjW62W(@PNj^x<9&r-v*B8~n=O&8zZmO{1L|+Uw=f zAzYXs8a8691_^-j$0q`TN+Q`f{VA_uR?Y`?qQ`)2nYTkX5(*=J6B?G>xsKaph!{#p z5`H-JoEZgjHl!!wO`4x+w_07a5m<}tz=4fPsAG@(@qod_oN%HgtC5{9V2x<#8Hsk( z4+(-Or)IhLGNGbLAAc%bn}8P;rmFnlsqf- zlcLrjb{87heuj+#_D>-4d#4L(Up7W3vk}2bUT%P7E*{V--uP}oTO%Oc_(i5vW%Ng! zYis%9YoB!aM|=k{92sYmyGeE9FW{zJ%=5cBC@eMc=lM2l&JV2?;j5s%DJwez>4o-g z55kX2Kt~m&w8xMbzDvQ7JUV9-KFq%o@6`#`c}g-p@QB;ndc?O2S`Invg`(t>_B*5` z>Hb7#ZUHZ&ufvyh7o5xpon)O|Rle`D(&$3}XlK_iopVb%U8Oc8<3#ZakmjA4b{&*V zIo8*OG7Qr?NawU4LZR`{%+1+JJ3u9nCLPg(za;VX!XkNt!-AJ3q%a2ZPz=FhZHsGT zbWZva)g*;&e|(akS2jh)7&!4kIOUrKH^zYYmtObt>l_@!OG<*r9-4$SWDLaQ+ZGY& zq)E$YcK!qle#K^EU&(^nsY=YJsChWn(v*OJk~Cc){Jpq3`U90_}+5RPiC8#*B)r6{+Jk8V=&DO>hn3ZaA7sMbwYfh z%0onD$ee8cTby>-l}$e#kWi0p;gnBw-p6w+^||^ev@82P@|kow-JGsfw21?u$s)a1 zwS6X{LKf~4NtqQbuP_7HD{Sl>Lm0UCTc2`A07q3|*LQkFob#PfVEV8`&n#3u(DmXr0LpyZDi za6t2`J(if~-RUX}I`#8bC{4LW%k3~lMeD;}Dq>A>F?2hzA?4Qd!xbDHoFN#72p{gh z5eND-TEH^1DxsZ;46di9Qw(l*)(?DUjt_%gZ%rIy&0X(UC%_yw&+4TRSNvBqTRCcdkUK2U%Z9Y2p63)4M6;_awqo<~pY6EgkMv-&Z zZh%J004fonU+${|@_xHt>#w;8watDxkd;gXMn?PR=jXt_-MnvYHmb;?3$PyU?%MoQ zD^?vRySoOIpdNqr@Nd+jc;ApaF$K{syl&={bQC8JX9|)hP)Jci^7Dy9b$^0EKtS~M z_I45rkBY!*@6y#+740I^68>xd0cWek{?%Pg7beti-Sw#K?d8mi!EjW$S|93|K;IO~ zCyOB74G8BdKFCDX#)fvIPTp6tQ8tv&KI{Ez7Mi=@1*$5HUrCx@bo9mqtDKXx zx35hGX%*L)2;LWR?vyrY&KW?=B0~^~%+VA4f7FHnwrLwglb0p_MTsmPD8>Z^l*5Q& zb~Yu1rmm^+w%*3g=HW%BtVfy4VG5;KwIa>Kg18a2MnY1T)wdca9BWxDEv)q%9HC+{ zBmkd~Oea_foZH!I;nbq|YXSz-6oy-HKboX@RbNEgT_7sTF@!t-1;X6BHfQavp`jAX z`r6j%{5E!ijpGSeTXR-!xHg)aJUUrzj1G}`GPAv)G$m9LuhXa$E!4Ebj1)^A5$-T|zp@E}{>; zu=gJH@FGm!9wI2dOgR)_jlI(OFk!<#jJrfx`+TIMWmyHPZ%W$pfPsm88;YRToYvs+ zn)%kmEr%~l>#V5lm6J2SJmV{Gn5&2J+7G>#X*hU~C)JVJd0qm7cT5wCg4{oTSUvJJ z45gwwmi0qvJ?I@wQ%rT7aIQ~N>di{1+VPLJ6yAH|-x@qPU5t!hS>%!X!YL`itJ_km znopngmeVaaG3PCo@t=J6(aKcScL2%GI6L5QnaDy73gR$w$B><1zDu_~t{^DDCWpkZ z=`CO4Ic702;GGhb6foRT;cJ}*Elj<>(Vl}Hti zj08;38xqkch8WTF=#1{_H9&mQ;qr172Zy7fJe8qHI$ms?Ns>vnjyHV@4KgJnt;X?W z8Sc}()Zyxv>+!otQE(-7Z3OvE0C^GQtldelZ4C5fiP7O&#aXWAZA^gX);X%4*N-R8 zW{~<|J;yf}MwObA9qM_LJi%8tt|jgZABIT!YyBz8$w6oN#W-FK@H4PH1Z=M)(V)S% zgFNM(!b79s1RFUpMVq=EmO+KA&u9nMLYlbg?-R2;&x%qVPnWB8c4v{W)n*%nM0g^l zrTQEnQ5xjmPWE4*D+@AVQR0LE-+1Ye@G7#Bcw;^SQUB)c4n+u{)Urn=hE=n1wq0-~ z78W*CFk?DnKJDPDDPx>*eYDZFVInaC-opDichVB3Rcj>5GnlE-wq;?u3=0OZwE%qj zfzO~Tf{Y)-#O*H^pG3-mE8Wx?L&;vP2%SSVT|9TPG@VKVOIcB!gvVvLHm2h%-hYotc<&H7M1{Z#;k7P42^bJB1n9=Vi4G z((KV-JpN5sJ#V_UkAJ|$Yr@JfzCL!XKxDu(qbh@9y77%wGFUohX`1s4xx+&O1!KvW zp_(h?2RGYyJty?=4r*+e^y$G;8F0u}(UfNYE zWu>$@e}6oHgk==*@c6z>Abys{sU4SzWO(sqAz;82S+VT=@iXZW{;>4Q-6skrR zG-e9Z9cB%Vm^=l3ZELYJsc)++Pm$!u9AZ!{GiC>Agx?8{tLE<;4aSEba$N0TNWKb8 zz^B|sb~bh$CllP{WR|Nof}Z+VxXwMi%H`Cj=4iikWh$nOW3GG`gJ4#tN~9Pe*XLKIt$v%w&FH4@iL!TQYa^|v;_-NbD-zC%;M`2f{pckunu}yjY%2 zvMaV*tC*0!V!u!6RWk89AM3ZOCG+1}GR5h}Z+j-Rmi9b2q|%ss@M>-ub)K#G7jgw! z0?(m8)|)CUXp#<9;K`+47ti;y_E*NkWZLcDYc?v#y`M9b2fQ5_T&-+|BXrn1FpU?p ziLoyW;f?GCGj({Pl%y;J@5Sqt_jD~ay|*&n6KpM)%;a;BeyclLO0;wchiEst#fLBO zt9dBO4P&LoRq@B|gB_jL950rtc}<-TNx!P9VA?;N)2RUO!ORai^SQ}tb37AsRH5xD z<>TF5mpld4mnf4S{y(?t#Kc-0_xk=GlDfW{7_9x>NzKP|p{K4~})2t}xP+I(iG z)WPNQbazr>HLR|n%uJh{1lS_kR0ohH0xjP(VHQ9WG{}$RASmLAY%J36Cy;r(!H`Lc z%n~l&#^aM#89$z!Y#eE343!=-lu%Iu`fgzER*Lu;vtSkYa06gbE>Sx zJYKkHBoQtLW9^Wy(IMZ7vY%(VGp12@kEDGpM{Gt^VWGUNpOzyWR_4b(*40h*3WP2~ zMRC%67p3Zj7ZT24V^oSFp+d$3BNFE|Y4wfi<6RE^rQ*b-cmPZ+AU4LXH+SLPO8&y&FICA(l?PW z)AVr}(MDYEj;bTfTzJR>S5yx!S~uwJ{_a2p8}o|AlD__qG;!JPYep#ZAwK&d2er+J zdl`26)*6=!*1!SA?7Y|AeHXA*`V+?vY~)Z;0y$ie7VGNOW|^5Ai-kJ#$yTwe9s*&bBez3U%Qlxz`Q(Rzkcglzh%$l| zS$ux)E_tK%(phOzybN`8x(dX3kdTqPmB_Wkof$&7KCkxcDoH^H^I{Tj%ofqqSS?Mn z9UYm!Mz710xVh!EXl2W+YZX}X71-JDrz{cW*#Wi&?YO_g#~h#tV|o4*jLOorViD=g zVQN>GV2lX;cJPkdtCw?>@-y?+W*tK!?&p5NmjTpJyPuW$iF$9GE&B2Sy?q)dbrDu+ zXPBv5+|69?Iy4@`=UJQ12Qs$%Cvdb@l+W2Z??z`rI^L!=nze6h#UuHAV@rtPGuX_! zWEl8%Bq#Q<`(eG6yW9MX&XN}jcTl%)Lg zR#I1sucwbQskuZ-a8)3e?a(4>=kIIvAX+G9E*MrSP2=w4gcjea^n0>xC3$qbUXPa6wbYaa zM;lJIF?`~32gI{0bnScva}yLk%~Zc0xGNm%^=|bYodjm227&E(ATG0{9FTvxu43Na za%TZ<788`3mkYsV6wFh!Gir^aR1 z*~zcwv-1y~A(-z8U5?8WHAFn+n>D|V|h*I~Y_j4sxrG@0-TUvQ4&r5mi9KksXIqSDBNICo1&koZ> zKiKV0*RM}EBdhmtRV7!+XrJ9K+PCf87Y#SJ51CxLA~lXak3llp!vWR`8eGKNDfE?@ zK60NeoLv*uh`6}hZY6;qO%xb6vXrI_j0>3y*&_ji>23gEYU*nXexkKOtE(r)cln_{ z3(gP&)5dnsm!Df(-Qwi@zWCq7uBc=HvL@5{&0;|yuYEPOwSrg>%qV+~@;x}Z&&;|+ zRl#8Jb6fSO)3bA9E>Y|qWs$D!ITO+usS}npvZ5iuqJktcBrBcNQiHziaBvzb8pBu= z{A5Y*30$Cpao{vo!=NwaIJB_d2W>_%t=b1H)m_AxPY894+uXgEb# zCSpjn)tjU&8iimLW*^O;OH`*%loqP6RI>DA(~=n?GFA8M6@=Z}*F zM!ko>qTXv|ImurUKBxg9o|HsyQ`2R2tDsrK3H#G}F%2>~dJO^*jpDFkg=;~d7i^V7 zjOO@vb4fh6VBTbWUQNDa*YsHo;P(2)TlJw(d%01>X5pz!F-#(Gkv!WdBET zff11iZ`RSV#JP9`jR`Rr1TpYSpJ>@%`|=xa6MmNI&-;$xh)dIIce6yLk|NFDzaM@W zY-O@NT+n)C3K7yd#X|`t0`(m$BJEq?@rcSsKzUAzj2p8Scv`@Au=0pg2m>VovLg+fayij zOgvq6xnUDhsQbDrcJr}`Jw<6yt%>z@vA%|HPTlCXc0!HS3mG>}*AQ73S@^Vx4>LbK?BJ>G%uyU+@r#@|x^HDRRtsNp!T;nV9V>fAZf^8eG=kEt0~bd|Fksp2s?}%93a-8Zkvw z=$h_miz@OGZZ04K=zgh<{z3GN;bJvE9w)M+ zI%rU-I3K-7nv&OZ=9B{T*o22)d?opV8@izvqry9n9m<#OPBW3n_HN#nbO?&mg9Y2V zr=L&qD<-PzwPR=*88@uR@)rv>lFA%J=(vYr zp1O;kobOsDtkzuEWW25;S1ISZ>#Z6qjcXQCs={HylvaOeYVE!r=8)5ctFq5eqE|PU zt*X|)I{!>)+$)4<4r}(jEa_}X#OVlgDlQ^I%=J8X&yXp~D4V5q8xHp?Xyvzm^4hn| zzui6etbluuGx1TT@nu=QFZBrTmFm1R4EO073YuRCo}sr z^0Xf}G=&QDiD`>v8{7mwg(qbJUn#lMg2P!KCX7Yan0g$;)nIS1(vZB8`*L2gD7J(A zMJ|u=zuJQru=9o2WFFO9R=2u1)=hv<_q^;bSi*F2NrWtXnVJ5JjuFTr#qDmuMx5|E zf?Y#Jwv{=TwFC<|@oBvm;fK4u@u1m!f%h#csTfJKDYU^ScQqHcP&5^Q+$0tgcMXa;Cu*6X%b{EPQU+A%*Q(Tb?e=CV;M}5BzE$MJNKR1_OUGC$O z=y~cIcEBfNU;h>J13DR5Sc-!mcRBN8bNt6z3#*FH=bq1O<=-lY50>)_H!4l#}CCi z9&a)>0aK3eGBdw`0pBZ`MsXm1QPh@|QzP1073ufsDhBsqrP2~=h_Q4~-CWuM2!Oz1&7xfA)A_WHl zXP~aO)q_G}t~4JzEXtNw`>Ei`>D9Hj68M}AD$`BeB4K{^tT}(XmS?u|s_w0RkpqM- zbB0(;b#QH9nA(taTXC;=%%X`d6^eg=r-5nJC8q9l0Fp&sY!x{#9#od^$e!KfY%;nv zi9GQ5WRbAS(={5F=;ORzM<|>9^J@eZXjqEW{u;J=@t$5mzCG79$zOySLXsh_@Xo_S zthdm!J?m|X_bhrG$Cgk4=p-+FgE*u@4r&V%2j0swis`66dN(_L*>|x%%}gm~CW6(Kp93N84aEdofl5UZF=gb))<)9f?41VNvBK`fkq6DMKW0-b#Zcc8(0z_c6Ws z?nFh7M9%ZOr87vfSkFpSd-acOGnytqQKp}uuK3J#n^w)YJTt^TF-6NSmQ^!I@+7To z;E7o(9qnahlm2lzZ^uv)=!V$o*Wwec)e7&1h#)~pqQOIP-P8MnuA85x?PRiu1PJYQ2i*W9>SF`9p>Ez_+ zCv#7i&D%U@Nt@lB-McYd_JN)FYzwm==D3wJ9C&H)l(9E?LZn*BkA2lTmx7af5B7P7 zfaUCNac}c;QN8LF4%Lz9SBNK3DCg&&r#Xr0pUpcM9C`JwgDtR57+*3h*KGxr+csfu z)9B~=$BxU7J#;qZMQA*{(^fZQPq@t*y%xwGJ0EI9sMF$&i>9-L1mZ|X`^qU;UC+st zj9aducQ-EpR>ln8~+ zEAk7QFAQGB-?=c$Wmzcq$akJF#)$^At}R@31(@9tHOs5BGv);QN+|!%di?REE(!3y zMI=yCQE9;R9*UdD5h;m@iP_rP#_T*k-jsxfip!2hrzv$Bn;GClitM<#o6{3)V}aYm zK$?L7es;qS5ZK+cx3{|o1_VH4CP)#I4CvW_NqrHIl;6T3*3I@_PsQC&DdT+g>}>pO z-k>&5Bqi0$8OSRs(9hc<$W2J-Pm>r+)XLk1eCz@NYh}tkTs;6^2ve6Ui5hCX#*Y(( zLm0d@)vrz-W2whIiid=s1pu7WWaQ=L1qKE-H?s#4$}1=+5TYA3XD!x$Rs=)Q$NxtK z#C-(4);>8tzSPo?;@W&RlVKJ0X^yDBE;2lPXKH*nsNN3a#hc*lTJ`*rJchdwVggAN zO>eHGe64dggvcbmpQa9m;?0BCaQ8hwK1Yc#6~y%o(=37w$%l4j%4TV}JDQaJ#9Wok z59r(fp`>8e7r@Ru3{}kBu!1s{m-!W6?>a+w2thLkS>lO4)nBT~1rO+@4|N#$D0YZ~ z3*q~Z4W^Zlx_}qH`|o7Gq6YjZ3eZbv+desSgc<(e5J_AzV0QHPAH4slfj$x52S;M6 z_WD@jzdz&!D1+^wPCET(+@FtzIe_yGKcVxU{B!d7U)XEQ@y@J%<-lBE;zRs{gGGyG z2`0pb1wQQ#CH_o!4~mP6>mo1yPqYv8mqV1LM|z!RiBs2#lUUD!;`2o4($VaiT!1;)WK) z!v7y3Ab!ykR6CmV-&6*|84DPsAdRhv{|G#Y{9hcy3xMVYW-`D!@n!$LDll{=h62J# ztVO{T^7q0h-ay14yoIv=Q1YMIvLuj!a7wf*nxg!_g+YLbL4$+}{?54m_aok9!YoB% zH3j%j4u{iuwu`38l9n_1;ksKg@wgMWovgg zJ}s@ZyquZ_yzqA{_aC%K2|z>ezVl4;6k8Wcj5TV?OYu{a?vRf$x0U|=7w^%-dcRo9<-!yJDeEzw&mn; zRGkbCtgPX7a7ZZ58_W8)uLxX2h8k@6Cn}^r@f7f(X4Z2&@CH`X{c~KJ0W(um`oOwt z3VqJOFHpHSbCYwk)1%J41-8RRz1iDx@2wEZX3aV~-)%9BoqTi?%Dv1Z<@<#+sW<>1 zAAk6(9ZD0GfAj1b{CDEnJYil@im!?l-bj!wG#C#%G?8~jCM{#V5E@z-_b!%qu3;f_ ztyhU^N;6V!M7l`jwY9T3k=gp+qsGRa$&vUyQz~~5I3-~iks(FWT%7F2WUe6RrPv3C6T<(k{(x{I| z6Nos&xBz>eXoi1e3hBrL{9C4YMG<9GE4+0mKi*g%H(hLPJ4cMnTzS!tH89f3>Gb$h z!Y)DL+sqa*aiu36c$%r#(=!hHAw^J;9o@zDK%@%&VZwhU2M45g--2&AmMlcKwkI2ZcKfqLw#t>l zL5!-MBH=+R00wUT*RElTETWukRqPUlyQ8uU6r7v4&e`fxu`w#??zN5TCO@4VHGfR; zOquTf=0P2CdEYdp8b9?}O0~67mv}Oh+wnLlC@3g78Plv$xpXk-6M7oiU6_tR1z&O20;>N?({mDG=Vk# zg`gtfa1N?)SgmoQEVX-ZxW3_XyDwJifL~geo1gw@@&ourlxuZF@OoKxB{VcN#K$Y} zr3PQE`QEv->1-ir4cpkSdr~FL0mYDp7fqGA7LEHG(D|8CHZCd*h_qgfLAHP6dB?+l%-pl|3Ltv`UP8NF0?p(rK4 zy(n2gF%k3#y5BKf>1>`}B-Z}}OyD{*#=cHEl5Vcvg8SFJ;1goYj^;)s1rNTgw;cVM zz=(X+vs2B?1|pM&8RxttiVYd<=FZjC7hvDwP;?sMhPCc)um^Z}_#bi>7AN=4%=XZl ze7nQ(bPk=n0(hT4gN}Ha&6h%fN?_wf6awY9zrP=&&uXC@8~@u!M&nMX{WtVB_ujYj z%bp;F{TcPG-H}9gcJ{)6mNNMwwciG zD7Ld2mX^tXkyfy9fCJq3c32$FbHPdW97dvl$9-l#K}uLNW&BZFDJEbEE|=rU;{K-1 z@pvJT;vF*glO#jPUprb`1eVUuP7pB28(Af#fkMvV=H}+L4li5-kqE5d0N@ks)P0Klb*6K^ zBC^M0KI@k!D=ZR_+T|d_!24iLFmGHh*I(uf-uHLcd^p%wM@T0UF9gHK3J|R@ed2bWd)a#k_v*y{>W}mdJE3w z`RqKBKn3)$KZktzTzbmH!m^J>y-=cr@RY`EwWc1JfNuoq@bY*AGzHHuck2Vaz3PqD zK61fi@Df_)EA?x4+Zegi4f3{FrDvxF<$aHJ{J@~y334pyKlL~iOJWz^son*YvJFD( zh9t*M7yYIZawZbcx*x}-#spuLGypmo_msX4pV`4U7LZ!Uqas??H& zB|b2=Z~`kIzv6l4Jt%iY_Pu-?7C6Vr-#GWU%rw4@Y(q~JV z4`IS$9(9MRBai_N@c*I(ZT+x%WYm9g;P;jpM*Zde%^l_U|CI|x1jPh;&QYKN)qm;C zUk3_6C$hNc&C#GtluDC|nqun6W#PZG!QAYsP96;zKJ_z#P z@w_fj{_f!#9(xaWW5pC!AL7PsFQMa3i>mq?7!9UfM>LE`T^OY0K>{W>v8JbHTMqm4Pj#NuLd#g20rZIsVD(!?v@ zzCk8G#HkzuARVd*#za4V9}kwO+DAva!G5Dn`ajzKGOUiQX#<5}h}mwi*x1-zv>T0(3h-56FCRGB*yu6`;*+%DkPo!a(Dy_|bTZf+XH}hM zY7w|Y-HD6&|L3s))Qn8m-dj&4zlgUsLMlDkbtRNl#CWK~|9LE6C^2Z@ z87c~z^7{(?LULEh>y{P`_Bif0$qYI)Wc1VytV{J4dDZEy=q>j7{{*m*CdCH9DO?16 z+B^&GNR-M8VL|8HrQ zEd+TCtBY}=dsF@O{@~TUDjiA3a zG$Bks+HsNC)z(I8Z=%jlO6kCJsTf}tPbkAl{x8lUMBenmeB8y+2rD*#z4L+#UUwWE z+2r3ld7teIc??tgwKX_S3~EhS9YG_lFG5Nv^&99m_Ar_L2A+;4peJG8Y~~FcR1mf1 zy$LWxsY<79_vg<5NcD$i`=4tapSA9j^gVOsvlhM!KYN^Se@|vSY9-YMcC=0UZHH4p zsavL)Cw|tH@b4-Qll$4)hkqUoZR8U#B=2)T!GurjBhgR!f2%?!*_?px8uBja@4nW3T5a{bVUdOHX%9gn za=7Yo4vQScO-@WnxdrNwIF886e;>g4JG+~=ZIl)PmPeWSU&uE_5lt)4*-P4ID_3;= zj+!t|1Uq$1=;`TmgqY@k3Q%6$FLiP)!l!~{&0Ni7^Kv{jvPjbNf$~;r`h+j~_{60A z2Rz)_tViT5tQ!xJK&FKdhjp8=c5Vx3u)X5H@5VjTrV zxYaeVjR1cIBaCQKQ{YVgcBrYQrp0j&5fzrF)%ywP#Ieb@F}J+DJUkpuoARQE9>Vb)rz_#RPr*=W zadj|TeAyRH{<2$w+>H!H4dpLbHwnlF8YZE0;nx4I2;72)$FM%_WrBav~d?GUG+>@*L%* zcLX@nX2?5+B{S+B?C)n|9ycnzbD==Ndeg<2M%-fL!}WiQ4k@XPQe#EGh?&g%F;(*t zdy7t)f-Kr*pPL*XePoZ~<~8ww!v*#%m0vb(Vas~KVxe1PdVH5&sF>rSVnmsgE_Mx- zK*BTmK_&R2pr1sa3gJUwHSf11koUrKL9L69a&LZ?&yC#I=U=O>p$ImZ4P@JudazM7 z<>qQZ5*>n@0wr|G$D`Q=d5Mt$0l$vVKnh0B@+Ix&^8Nkh1%=k*hr<=+iB) z;|_~{+G1mr&C2r)wm;2|jY>!_Pvq#1#JJg8pRTGV3*s--TMs8t_lB^SX^ph+QRt<{ z3F)b7>5$R4!;T=Q)N_N=xB1xO%W5o?)ix%@y6apJnJ!qEQ$M>yg#xX2Pu9PAhRj0E z&CPLt)`f zJD5q(_rqyPbD`mq!Ddg8;LD>UT!U9nAROR|TWGS?Q&K{;UaK=hqUlM1qJY;Y^iSUC z0^kI||EPB=FEs?MB>nf!lZ}t6&kz1`@m)T;(A#^2oMI=$H@tP$mpkF6vF}T%K-4$tC@idS;CDjXRZDYKX^WYXQ8rYqe~f=xgKr~5Go?@f37L50x&h6yUv@nozHfGk?L{7 z1|xB2iT!chWql}cwnhQp?c~ZCi&xEEPYtY#n92Zmc21N^iY%8JGMi_jJWg8c}bDH8v&x{-{|*O ziKzz8OYsSN%ENHy@KQKjs{ds^#7JV$-B_Qx1W)3 z6wrX3QM&pqZ6{iLyLGn5KP(cJfFJpbBa_m%Mts8%g_EY{z7O4cw1;ptl)rjo+TbK> zKFzk34h-}tk_-wl5FxokIdtnjCiXCIAWHaKa$gU%1fS{pY15G;XWt4kPD%Vp8z!+r z=OYp3m~xac(m#)-dO|*OrQ}{O+b#gn^+Ttgz@wj8d5Ae?1dpUjh+#pxROvWI<+v&T zU?@wszlPlBI_{rZ%--=!i%LDT1Pjka}%qyqGV~PQOR5d_L{tby`+kA zW-k(@F$>1^-PI2=_eC{8{#BMK(1BoydX7cU;fZ*TA27MJZKBQ| zwjuBYwpIF7agp&M3`Q)bxDyyGUI|M!gDLs{o%oT#`$=Q=U7?{%7C91=HRtuJBjA^~ zsvV)^*W3@R(r1dT85xa=b)x~o@$%h&s=#b76bZQ20O+!hoJrDkq8$SO_K>!i3e;9B zu+5No+T~g!{ivlXX~5^E*r)&r>fc}}vR|z{G4}>0E_GG!NF^VF*lz|7>)ROh4b?{; zHT!NxopYf0^z*t?{{5fZqf!M?qjby2)Jw4!DOISJ*2dq6+6@v|9AO>gkq`r9+|ziTZbNC*wi0hN8zStBsgV-+2i(s4TT&K|(XmJh`0aC= zS~aPn6q9$k`9RHIW8iM`(-NRTFNLj5N-W?X{A-!ifq7X>f7Y6c$8Wo7O(ECvU6vSB za#r1@=<1=?)=loZ{bQ@@$U;1NlhgNz*9#%ld%S9GX~F26QkviYA5E&`xM-f{6oF1d zAKxOPDKYTpi3%~JZd{YAvO3an8Y*qEzLJg z%Glz|HD%&q&drX(zaO3!tU2&-80YtKng>Dzp@%Mf5wA zG;P!DX!TJ_RWeMCq7cvg9csf6ehD#yk*%$d*W@NhjE9riG~V9=fY&>Hp`HP0Au%^< z8-uFfij?f1Gy^l2V)ATpAkdJ3Q~4rLgZC&*fLNsge)lh*6_+h=&Jwn0n&6 z(#-5X0meXBSh$@fFcc_yw8&BIxx>Q3fTQ8f)s?KQ?2bwMw{JCcah+lyyqWhOK1lDK z{`!Y~rQdnQlRimS0`v+%;8ZMFC4VonYryArAg2rtQl_d?k&+rNluf_C{KaZ9l|NOY zScsGGw>k@6n)t5YBoL`&**PI1=w{7J{9A=p`c^XURI^S6p+ij|O`@bw*f;-$Y+wkk zst@wzdi4o3BJRz|bYKGEY`qBwi)SIAl^Dt#VePo(1#%j7ktrJX%&p!d|A&@1+L14z=U+ zAkX{TGo#}m2Cc?&Cri4FuPT2lBeq3|H#fa0m?eMYM1?2$X}@WHCVjIhYIB%E=C%Kw zSN^k2JZ|Fe9YZ)(ns{GSPpCI}--~g~B{-$&md?KIq*)!EyNJ`ZR+lRmkSupdVr~s| za8VVrP!sDu-Y-?^4lL1p{3zn5Upe?$jR`Na7bkIhT-ataEdnAay*SoS6WwF*$b z0l)+JkH_DHm35%EI_Pm}1i#2q=KX_%EmnrFxYG69`5AxUy6|M7^LQhL;zTt-%wR;9RWC(kyjl4DPz zi+^Hr(qffoT5l;PCWhH)px$z}RIk%pK9g@#Y7?tlV*T@t4iIwQx0^7Rld*L`kyWN% z#h_8G-{lLQVeEp_;f8{i0_GPI9}@$X9?_qYaVxQ$`i*-(nJgdv;tg^DZ(y*`ZP$G< z@pzDfL8a+X3<&|R3-A_g1KNjzhHjg5W+UjX*0wgsM?h&1o&g|5jaKuBV@QIrP&T0% zJyw?M9Z!s%kN!8X{C0OtSb?c%D&Y$>9pdeJkmzr5*J@GCs0+Z}1oFXMQ;Rswv^D=stjE}k529p>y^*HiE>VYDl3IE5Y&&$IoxLsYST zC8}sPSC`nHrqg%qm2+Iwy{91!Mb8!64%0qsV4jNxtnMtTRNziGlXZP=J_S;VKqt}B z<=y@Lg>p^SOM=({IB)@?upH44my3n{(-6o!*j>AQwIk?1?_?LCI{-`o;D7h03Z$>Y;Voqt zyc{eXehx&*X9>Lh1UsC@>&n37@JYkXjVl^X^yUd*)c};Mx8q78J+5&! z|@K$i^Fj+`m(mFU#cTE4$Jyby~K`hYeP zJ9!fL1|RH==Y>1~W&)ZE*~q!{loaAi*rnSKUZjF7?RF%n`)Ed91W*^sipMN1r<-r% zOTbr;fu23YN(ct(0FS>L6x(&rfPds)1nUUW`ZbH2lam9)>Q^QM5I#gG4i1hzH|)L$ zZU?w_1MnozKfrfg_(8j2X(;&VQ~vsxKds>Jyikpndiy3fH#a{^DeX^=8HNL&Y`{1Q z&TmL7P30ag_^y4cz{-opZ}av~Y|9sz~Pa2 zc5y^|P&9*Be6tt)EOV8J2u;I?G>WskdCzm)NG}qm6p*e~+|BHdhulAgD?tI%2WN+R z-YchR%=9s`#ecQU)u@UPXkVKWrArOcL6-5Cdjas$4KV#yurta~tS#KxP9L8)Ze*BL z(s(FgkT^~qEncI7ryw8$cXe=bWmZci(%9SEv;2IxAnT>2dk>nF)kfkH#MmK?rz9HV zNX12-6ZE>ZQ|QO`Nusb5eb9jNQ}lVS_4(!L=F$JH)B2_?NkRmpe+l;XY2e{ZNdPP< z7ls`waX`r%In+uqFR$nkeI{i;sh7tK`O(~s-y03*_x}bV7$y#-yQjXn)Pi?rd)jCa zQbX=45QLy}^(r7I+vm8-^GjK%%UXGe7{vK+X&`MZ7s%Ezt20UZOBR!2FB?ex989;|_u)O&nqP+g z$yeTR4x=zxfNb_<((uhkBV^o7p@*B3K?OFRn_FjR6HYjBiWO)lW9FF1t7dIaCfJIS zlJC55USue|kT$U9n{y-@KW+ z4iXwga<~=!`SkR3Hhg(?#qAy_Z6C(x^C1%3&!%vLkT|&XV}qspaQxrpM8Z3e9USU- zRiJeC)hdO%4L@Wix zSrtFt8X+`;+o3KY8hAbjtS(ek(XBv_I|}R>7giM5cu;lBqN~%9>oY2rYRvPcj1VpR)Nr(FvEmBw135LnkU1(hAyhP| zY8l?+8+dF2=pVLh2$ub350o7ISCw|COLG)nr_&ALQ4G7g{b0Zh$>WNnd4*1gWK}qc z3AwB1C<RB>rHc0v2oo3|y$&WF`4CMG;!#L7}5Ef$uAoBkdV%c;k5~ugcj&N)r z<>Sbp3;>vDF7+1e->Qi-O6n2}Y7@j4{2Tc(ybS;3b>kv7tUx^R|PW zbZZD`)bS}TbHd{(X8ZC&L`+Bct;R1utBJd z(&%?HPo2I~AdomezmwT;?ppLEyv06cL(U0gAAY=vk$*=n{^!w2eIRBRV0oUYpW*z{ ztO??7g%tX*DLQ=q1lznSC$*^UEra_FQybfDfJMzI(axZOs?$W4S`*`BeI$3SD?KaG zb(-X~@0Zc1PoJRP1!t0OZPdMQ+5P}Ws>Q?_V**1WgOV*6CD2+Ay)f{hmrSoPvYxMz z{#CHCmCRKJzsi=1fiaW9cLy}CY2{v=zQqga2jh;q|4F^X@B^6vT!EOit(4CZ8GvBn z-R$vYM$rw5W)|z}J_*GJxo28RW@kfsd3iAr1kS@JBl&zdy*?9fP6nxJJ`-Z7xWj$F zn6!GApEYw13CsQ^Hy>>WhMj}N#1%h03==!u{OYdgvWfJEf9u`jv|(@ycN2mO5pG8> zK}fOmk6@hBiTzCsWamRNiN)A`Rz2^ntJeF`lBYHpm{g z%oSn?5E9b2jp%hG7IfvT=yCJY3qn?h;`_+}^r2mdUF1jLT!Vb6>YXM}{}%+GK>J!k zzArKh?+j#Z#R&Y0Rjh7R2>YY+Jd(dKoBg*yJ}e^{BOdUzaIw-c^R6P}iE&`p9Ad~Q zpbJAo!`csC)F$ym=6?W#7%|^ftNnwI6wGiTsQNHU+@CnfZB_vQ%<+o|%^}?K9CK0c zNd9*!)3kO_zZau11_~7iDAXhw=S=2RQR1Pyb;EAGMx;w36*kidf}Vf@2|~?UV+i~pri9GBUb&?>Ujq- zM>zdi`z+Vn-)qEVUd5_E2*ZbBt)(adwE+*D$uk=7=*GU`E0mbJ9Bazk=$yPZ{Ed!X z)?huF%`u2Q?#Bzi`7&I8T-WN<{5X7ajzY~(@G z@#@)jRrz+%-LD{`h<(PaD%U%BrEpg`F3(}5Y4kul7uH&)aRwpoKR{Eq0^}A_R4=#5 zg1tme64pg%^j-B~Bn*2)_et3oMpC0*e0r^YxGQ&XDJo(>q=bH2fWAiVl&zTZK;MoT zM5hVdc1-(ss=ser8eBk_PGThg1GdEo`|8NWq~x!e`+_Q&c1Ks;S&12#6SJsJ;oHN#fMeYm0|sLR5Uie* z#(yb({sxe1QM&w0RvbV8)VN4U^B$T4zB*S(S~Mt~%2yT%kU9LYS*8j6Z2Z0wka7)S zAo2f4#N!J>7CKVcnr+aKBR*=?1|N;J0lj`aTm6YvZnKcpyX+SzvSGfN(gDO`5!^2mh+@fjZpz1G?L$Ao3 zJ4)`}e{UBs67we9@5Xj5yf-ik@eTRwqwpUOnx81bJ+njzWq0slC^i07Jpeq_++KAOhh5xgDRO68E&33czdKjcJFhPi{Yc9VrnywV2 zMCgv%pLXHBwU#E`2jCy3YH`JNh1E!hJ@wjLev9C}0K$yzZR3n+x{90$_&O`v+%F_H z7zGHzz8Uo*LV2WrT{9F(%tk{h?|{aSQAJ^y;ZFni5zj;T(@Ti7@TBCr-6chyG1HZp z?of*s)aHopQ1JJLQtNbXP?naKQ`1mlH6(2uoSaR$RQa_*6dM32xw=DJ&q4DyoL(U5 zt7GhC27`%X)%v26c7<8YAcLOaiLRt6&sFd4T&ZuaBC$WOZW=uM2C0L$|w&et}RVjrm`l&<$ zv9PWmYI{DPEL|lcQB{ciwx%-!s6Uq+>*+G|Z@H1sB86|5e?H6yCdKSY^Mszp%c*H3 zq<{`CEu1Td?+f_94rpC&aws?|Fy^dT=w8i4wX8WAh7>}_!pso#2|OMMK|SI@e`UjS za^hB|FX>bYlPobs1l;pcs}g%e-oAU&ZF8FiYhLbQrz9UnFwq72SQW$HYo5ZdxgV!} z`z7VCbV~7Ga4`l6ltLxp?wHKqD5EIPB2M<)vK?YHB3@s`leG+`A5gmhcDy==n5Z^{xofz zV&{LhLu*18Aph~6dP?d9qwiklmVSdQ{?={zZtsqS0X3|4j3zXea#&uoAl@A))R&uV z-Rn?99e_5txomTTgOoHh;p(A%fHeZxkMbSQvj(6G!NI|&&Vh;=0TD52j9Tg*kO>!) z%D;Wp0Y^uViP4dh2R2;*U$kH{yS$7SrX9X9Iguk8;P3B{9P9m2!Tne5KZr){2jWRr zLEM6BTKLS)FWZJ8YME_03;v&`b@#{pxa# zK8?;jYgmpTlfF>6Dm=p4h|&9St^zm^ z2M}f{XZN)_ABsm}pIw!0|CW%-1aL9{Wq?wOi#P?OPd?9gdowdL+Qz4V*w_l_aN9CO zr`0&Rp0yh64w#`{HPnv)`orUTjE{?(CSCG{NYHREOB=G5Z&;ZSQG>ZvM$@uL>+ft& z1%gAmaWq3uSPBP~Bj5h+dfL5^pU-m6ovuZY@PzRi4ufkXC1~5hGz{@R`AtW_3wame zJ$QC#ejKN)IjpV$lJeFSUio>4ur9~5nisG9)-?aYq>~!rsDa>N{Qh&2^vF8iw~sSU z&P{|(9w$pDrhTEkdo!P0^t%Q&0=~|Q*w$AaTAJTmIPI{mCXovuMwKzhxLpkK_Aekov4gv7Qci8Z~VE;z%A8lY1?K<#5k4$JVEs2HoA z(a`_!6`c(H@g0r0O+F14D3Aw>tN%eFOreaAFVIg*vBDd!;GA<(kj^7*@Mm-148T~- zVK`@gdvUoofPF4g5jHYME8As{q%}9ma6G`nXFgeQghg_wv$iNp4m$YOHR5K4D1KG9 zjdiSwi<{KYp}EPGAVm$5l5KZPIjtNzRDEC?nq#GEC|#oa@`WGTn{Hzt8ph#U1h zi$PByP^dT`%vbD*nCBIxrB z1g%!Xa4QAer_o%o2tq;c$c~v}#XOIjV}8foQ6LhxQgn;OI0?W-0FQz&u7OBOZA@mL z&@Rx$IGxQxsY>@7fZ8~SueCVBB=s`-_W(E>U>152r3UmUr+#k%<;rOqgLX3*C)kts zXw6JX@24U#{$dm~I)H&NXM`n2!&;9&T&$xkt<-(UIMSu8_JvMSqPc!+j1Cv-*Y9aT zvTd^UARL57go{k8(w${EPj%}a(?v}R08_VR6C-AY9zyz^TAA82}!qp%B5Yy^8|xyB(~VAa^+AfjH=~ z3%_Ll-CmsDNbnX&KH5J<7Qh$l@|C%_nERUM>zwT3XQUdT{hbR2@B1xMMQEx~SC~sA|-av787pyJGkB zfLStRKev8%3g8zzc>E0Fbn~(I!@`T=Wv$lx#{J|2FL8KC$%HF6Zm3MeCx=PN*SdSR z@wmm1B3kWy*mxn|2jAb*R8EDt*&O$(_1Ix_vq3R!otDOX?H_e^(apY#^$--Cne*8CwYE# zN%YkFI-LQTF}o-_3>0|`I1O7R~4th|wt)jxF`O<_*y-nhtt z6o6jhayinFks{WBm5yPaC;1&XRQ`_x_Z6w}w#UJXvz#N)fRExiK#OD@0+{xpqa7{m zUtOwPH&zd;f~`hy;Czs`5Fr#zmd09=g*F}C>ai!5i`u)&!zy;5{t4Lxb%Yawlwqf} z)x|Z~GmQI>A~`u1GduM2vVza_3~rXw-W4zBi+lE-Wh1KdHJ&xUVxn~}Boo&f)0>}6 zGyiqv1Al`o;fK|1sVer&AnXmmp+pn}VF$=dNMN&> zE7X_=!~yzSeF9dF>&>SmB%+1H^%T*rYJLW~^xzXSTiY**)7S!ofK(9P5|F_HmQE$O z&o{wu@uctqGTDN+c_kQzPH9s%r?LYODZw{Ir_Lpef_edw8N_-X;9CMv+zpR|6slLV zP(67ef`ZpnzGNtD+}e6r{P)`0R0P@{GV+ZONI+j`2urnv8cH2E_JLxB1Pv`-Dsk!= znC*&&3+oybU!?bE7YB@%s83`1qDrdEGB0|xEo!zMqo0bH^R&LMly$`!;_JLYBBAsF z>qikl$H5Ek9icHl*r|-lq@e&W&{0P|>9p?;c}vMFd9$PA@i-i5r}sQPB|E$8m8L=eclDzzMl zsLg9&ht8>L0TgNPhx8TNso)hcHz(85(pJnpP*m;vQ92^4aUgGu9DGNFo3Iu6VLO>Q zIFc$s(@>#${s?|os7zpfLfBS7lX!qq+w7mvbpwTVbrbU^hgpEjFanIBKCfcnj{fKV z;Y3=%1w6z{l7W5M6(B-|Qi#r^@}(bp0nGw9Ew-C7_}Tf43K9e3Hr@aZLO$lKF8-}X znysC?il~VSc`2zaEclB%jWyp|F9CQ%L~v$_m_3o!9OV0}t1I`fe@l%0YGsKRUqHCU z*FM){5Ok$^2)%8W(ZwhV=*Sq57;RMMeY&|Ch7sX4$>d4c(x{#f^vt+z;!(`kYtns~ zcp4}e!eZ~Ee4$Yanw~m$dahcJ7?u|uj(-L??#XdqAW}G*j&c87l!NH)6BagdFCG{qFns&qW7rvb z#S@KKJu}dg=B|GlAPqOcf{vtdqCbh0rGpQP?#%Fr_xmR&IGh_g6Yu4zf$vw;pQMpq zT$D`Da1vx9RP`tWH(lf7NC)67H3=bP;HXCsKOj>TY-4;S$^{0tMdf{m!Fj1Th%iW) z-ekof*?=1j>H{j%hzm$Be`ZvMY<;{zcUZ?VAr1()oYHM?jA+z_Xbov(n;CB;3FOQE>b-X-#mVapA z*yR^FtWG~xFtSrX#=r<-XGVu!pkv_yHMq zBY;X~AvmOsNnkU^V7^jEJDx^gcttfuY*QOb3f6iR=# zlInM1VXtB70k2R7#_6t=k`e@gI;^t7xp(X%9`Zeicu3aGHCf>m%6u9z1`rxbV#8R{ zV0<+lmuF`v52{HrkT-qNyhr}ndARTJ(3f$qXG~(>=f81`gBa9Cu_B5!EcNIYgu$j@ z_Pj7$4qWqxd4?m^Q=FWeQzJ*KA`U~t8yffaR|2wI zvI%nZu(;KQ)h&@JywpEjm$Wf%ioOW}-!XH1`C7r-lZ0r?To&N!`ca;YLAjpak!XHgs|;A7fEybJsD{?_(}~8y=H@Pwg(OCeBhlm=U#|^< zHWTh6;4Ao#j3@gYWZ-1ThS||sSY1Y%aql~m=Dh5nfJhV_z()@*HjQ55ZoWAkgUP-bo zU;?`7pI!j2FW>xJKvw9`s49}_Goib1F>2ZFyEA#hXhNYH0fd5YGyfnGHLh3?J4ksGIJ^w2 z^?WexD8cDu)xWDC@&PUeDmGd!1G@$VNkyg-RkPFv`HVR+CaClu>Dz=Es0HBv_>{*H zak005FEs5JG&EUiN8w!LH0o}vWc!sU+hXNo6em}ie*DlSwUQOYOLR)LLI(O&>k6V; z&$iT3c2iJ^CF%N#X!y4~Xi1!ykvls1zI*6fbnMRHgUt;2_DGY(=#Ghtnjy%BcH&oF zU^){~scudo$hjn34TZQusH{-b-k>^~6PRJij3P&M+^UpKqV`VzfM)UaFX(fr1W5}S z^E7AuqYo^QBj&tkGiEB8dJhq|;&xBu0e7h;dzmB6Orptc0Y2MiDdcbnyruYGI*U72;>-#Zf1`3+7s)iczT(l7;>p+ccB~ zRNAJ@xBsXhh2HqBG?xv{jwTKmFxw)>*LSp8BEn-|kc116n<_c8M%05=GdSb^Cd*%6 z2Lw>sw<#{dQ5EL`=2WC#{frxf!ZB*6u}}s7UJPlr0mz+^%&oA{RQD^}1S48}eGN?p zyq!DF>xB%nExukzzU=4!=+idHz&8^ILM0D!!>Th&qa?#eMvy;;j)n+~6&x2y&`vyY z=cD|4-K~Wu*hcFFZ3GrefJ@&ofjrMZvpyJoqF zd9hu%!o!?m^yWz5Q}Fd>3<-&SgM%LyDQ2`^x&vSUub1U?F*lbyhH+_J^J+IKD4(ewHRDQ0L!wug z!Tr9EYpm84-d#)5PVhO--V~#yH>aT}v3{#oE(UsUcuT)CPza#M=$WAgo;tLc5OzEp z@8CjS4Yc^@{awe)sRnP8od=J{dy>aUe*D9E=gGkBVFVfaAvxcA(4wZI`uo^rf9Liq*6m`2FvgCUAbQQ)sQUAxQZMBh|3;JvOB+N~&7d@i(_B6S%_1%s`NYlxh?Nmg;wAnhXkewl zP&QD9q@zV;l=8w=qv%HLE@oo|9HiY8kY^O2c14#zm5V8V!;4l6$(S)ML3=&Sbr`+a zD+k`56X|HT(z?x+AM2{sPV~k42L%O5NE%}jaEE$LhRg%5sg+je5ulO7^z<~av+{-n zW)}d5+5l@cH8nt41PpssY01Fd_oroTEmO$pG0XZqV7k`kiX=*_E{BbA44BUV0od%) zFMX53zYj~r0YVIp1@>2S2j&^e6ppgOP`nWoghVesee}ehX^8N~W(9fgoFB@CVEF-_ zo|UtW*f^J%?2}4A%c00Rrd%+w<4D)=`mu-a;~99s4gSiOt&ORL#rG<RH&T_Ow1b527djsKV(<&y*&f>H&nR2)J!kux8@c7xrcJ)HJ zk|*|g3CpRgt4l&rW&Md-r>{cKok;G$F(g#7^`dm5uQlJBw98+FNwviw*Yn z2#B%%Lb8Y5&6f6EJgpY2kC+vL-`Zo-MR8!}tJLwWlIkBFoWwuQ2s#=8^W^NZ2^dF) zzh8u`VW_{*J3URN!Py zE6kI@ZZ!uq_^>$J>IVSZ=*UQPcQL>1?d>d|XPk$7E`KhMOR8xoFTU#Wryrc_^;Yu? z{5o6+@O;47xge<6)YJ*;1K?MG%~ug6KxVjQ2z*YnumNPNfQlEnT(b@cLJKJua9jYS z0(yYGmGQu&{|M>G!sZ4@ZvimV#LSHB2^hd7@cF*o<4Vdenq0LTIg{TrxC%g>2$=MR z08wVw%k$F%(4d3Y=lL;%+i`-7E?PmT+-+zuA&P+ax~!@LgfFww6NC^;Eh3Kk4d|6& zI0tBXg8W3C@dds41_Uf;sPJKOP(1!5QK1S*2SY{#qqx=?MJq;gKDynvkC7031UkbX zX{YBOMiVOLlTuPObS$T|Zyl zo^T*wB^h>xC(Zf0e&eA9lP4?M^?75L+J0g%NTkg%9+uLUCo1eqN?0Cwr0ELkaEFTc z0&%jbQ~Al}=c#$t_|vd@MI0QGX<<0#Xml-Um-W-dxZvOt3c?B?gsl144Ul&=M{CXY zWOM5!B_;cXfV52T`8F>k1P0v~aD^FsgS`SPq$}2{$~>iTv9+~5rgf-xs8GxsxcoI; zqfN;93IF;k$6G(_uJh#y>CoB9%$PiD><;)(AQnUxn*nuDtJOj^iHE(TV?aFs77wDj zZ}o*Ka4^9y2n(0ta61?S;|F&R#H_KD3uU?o9)Y#l@I4!0?4;A{@H&_&F~0+x=o3NJ zhT?jFN;^mzY&-VQ{qdH$9-$F_$!r=M^a&xDk85~=sLgGaxz&2na46g|*lL)byh264P3q$&9Gu86{TCm(7SZ`1mu$7Y>r8t2Q6 zoQ`MXp?s$g);=_dC=O`Vb2l$rA^St-4F1q;Qx8i1u;l~JAWBCGd)AMj-{LMDo%)A$ z#o3LIPxkiZ^r+O-FzZ_*VXQE&&liSImWOpq{1!^haRIn7q$>~%T%5?p!je?`lo4iX zd%_OQO^IvJtWUr&$7<$C0`v0Bn#fN85``IUCoq5-bGC0HhpMd|_%c=_i+Hl|_~>vMLhyL!il+eL1W3laoWj!0hep z2%8quQXzE{(?j;62+x*^{2c1)67uo!k(8AjW?X}U_LnKI&LQ3u?p*hNpvT;r;IAGV zkmGAS0LH%qqzhw-EcG3e|CR^r#;9<9bx8?zeYWG?m_ZpKP3n+(`@rB}1P0RG$$F>R zhEM>At&t%)lH3E3HJ1ZziAwcrnUn^U5MVxV(fIMgbNStM|wJlG9UGbg^3FGD52Z?x;YAVT8%yuSh9h zFD)3nO?BmIytX9W%tv{zj;`UR`GLD$LDszx+f0w5Zux-E+(1Fzw?oz;@cgDsVR}-U z~8)A>}BnhA!<>TgDSSu@q?;q>CQb9^e_FbOH26jXZwc+vsO z2G5>ww9%X2N0yjeZBHfZxc=4M$;HIzo5g@El6WGk9+xX`RhsLzeuB?1BS(|bve-XD}-aAB_wACI6UO|*^T(tX`I>F`L!&(u- zYp2&t&;xr75VA4^j$D4Hnt9)hxOp{?GzmTst{oZVh~Z7&XJc&OcSS}doM5+`&a6aV zc<(DUUv?WC?;=>!49?m!aM4mNA5K*SK_!1}VF2RZ`h+8MOf(ga_l&KAgV)(3p$i@_ zTv$Q^HgeJcFF@7`z~+{hSw;IMyMgTnj#AwmN&`*Qhsu5*aK8+~qtcp|XNti`lv{~) z44;RSffmN~zu>2J0dPGc0**Np@|!^vYv*^K25shxweQL^v!R*HC?+Q-HPBd%t8ur*`kzvCt=QPayTl&{DmUe-PcPlj3DLMdgjk1g ze2H035E3U=3O6x9plSH^X3&suyk-RJlX^cU2Km~X@jC@F<3+}t#h0M-i}+dxH@->p zJ3}i=DrI^Eg16ttoQ!_CGg0eo*ZN-u@@fkjp$C4SXbhkoIssFSK0xub z*&FizFm={ZS#96f2c)}GLb|&fq@tZjkN{>28qj&iCNG_xpRtaQF|y z$A`1eIeV|U=KL%_|6(vpk1`eYgQiNg@U7bqB0R<`s8uCy(ZAGgyILpH+IMMc^vfejdB0Xc2LaJS?jwr8A;=!iaU_TSY9^i$s@ zbx_jdvm*cZ>UBMlWCfoNU(w4UFH|^2*_^Z>rZzjT>e>j?35WfR(hSxhjYrMV%TFWl=yy54FvebNkbId#twmuz-MgAhB(S zt5A0pA#xd6(gx*4k(~jG@v`Iv2q-m6%il#t3wz@Gc)ZedWk0HUjdfF`>%w2GX!-iu ziP0>usfC#+e|JL4eCmwJ%p{zSKNheT@wK)^=^|AYXE?u5&cX@@`^?DkcCSfN3}@5c zy=srw)giR9KdSM%ftG6QiML=tyw#NhbLHQZ1MeJ|BuYvN9%V363)8$`T`z(P9R|K` z(@ABYC`vs=^BJV8ej`3=UH_SUyGtv86fQ2jY5y(|8XFO`>quhy^Y)ciD?~F(FNm9)}Wa?t#}&&-?49ovD*56V!48g~gA7$1_q_tbp8{e3X6 z?w9{(H}6gzD5_)fGxGl|=G{HI6UlEG8PfR|x-z*=JFw_e^mrLhsa4v&35B-iz!#O^ z(W;F0K`6RKE^L;zVpSs;v{A+)jT0l{5pM~R`HpbbmIdnIqo9B;GscJ|tBy^gEwdRr zz;q%bzQNmb7t&~e9$EF^L*&m2`O23Dlq|5DZ)fQ@0kR(-tP{_;ruO?`C4xby|W@+imf@ z%FR9pn@0b0W7%DL$<;wi$mpx+3>(=leeo}Ea|roXQd$Kvqolx)b~Mm(QeQi_d2I zWi@-K1R}6K^81G}zI7W-LJVne{4<~-?#L1aMS1&7yQeNQHr;Dnd6?ftGKkH5q269U52 zwXLkV$p2&v-#L`Q2!4c=aP8g5U!UeBBG=vgF3a2Ca*c+S?hM+=a_oG!vvByY5C5=~?|GjFN#=b^gzeHHiUeE;fQn zXinT1fh#@<$+0j3hCDP(3SxNyp>l3+_v4UShAU$(zSptW%DV3YHWJH7843pUKyiJ* z0JmmlaIWw;(RAJyv<1ZCDjD@ue@k?{FN%qm|G~XPpm#dlVGF?wp;Ti$G1^a?s9PsE zi}Z~lmR6h%=`0W|*oVfub^H#MM3JC@Plt+=_{>NPHd>F0%TG^~&{^d@WL5`UiK0|N z*<)kYVwFO$dz=sfDgR7+w5W+43_>V~Y`MrqO)ls2Q+iu%>Pn7x%`B}r&kq|Gly>sM zOpS&Sy@^%!eLwMahu-OfK`@iyT`n$k(=Q$M>JNRuVS$2p*MKrz-KT4ac-ZI$`V01L z)M8XK2*};=j;^mUV39sMdSQ$G#=f@V6z%!CyB;W!z*tdnhVeD^}#f<*nx{f0cPPjr9f_Za^ zlSql4B1apio04o#*IaVXm;U=X!pU@oCMLGSZ1qg_k2?u;cjm-+Ng6(n=o1gu9#pON zAgU>E34W(Z@g%)!%Ht$_POm9+ZID;Mr#W#Hx^&piD=LwlI(A-XV)qvaYp30 zg;V%C1n!R4Yi$<0J%#r2I~p!E;i2tnQH^>d?hY3Zy9IRSEiQW~zK{+Ch zQ)+6QmYKMYk}@{-^a!!vexL+3DwNbAJg}#|8RGk&+Ab*XtBMqUZzx?go}lZWQ{E0? zLWhs?2fNm=|G9EFXYv?u(KSWTYjEPAwe28472*>M10PbGP7&1+ljJ|zgBbkSUfGuS`zIB zD&f!85}UVsQt30-hh(GgrR>tW79To(dNO7QaPVYEh?J?8}TS{~raE9BfgVw6T4 zaC%(lf&*bLWU+E`{>$fB;Kbm?-6lyWga9(?f^CW0+Uu#0CuE+^$E&ZiuN7w1atY=u zpU+Code6}9O+ufS3E_T~54ha<-q}m#+ueY-?)0FI?pXUxyVnOEKtPx;m_H~aPXOup ztzX_bT)sLxIanYAOTT2MdUdOCR@5Zj!7Q9sq*H1dd2|%eJFk1E%~W=9AIUGXzW2c8 z$(ppKd8JKDC-3WZzx#l>2VpB#Q7fBid}V(hozhoZMM)V>5)>qEjYRu&uY9D~)SD$7 z1e@t~%k;79{j{i3rdFZFRi31s>I;a8cW3KSQBeRyt{^Q9uX#-}Ky>{du_j9iW~Z$+ z;8jLzc2_A&T5t;OuJLn2gO1w5;gBJlUXr_b>=+BZCg@1i@v&7pPM!+0B-Q?e(#oxu zN<-Gyv~ha&`@Mx-IF8K}g)YUqSJ?>~SB&$~uf(#n4@Yh$&t!(B^n)YglBFvi8iuA; ziX1qa6Rx}M1DcSk3vF*s>twIeaEJHmqzT+hDlTcBPX#i^a6Fql?6j7qy|hPet*vD_ zR#Nl!9htxEhHbA7LcAf|!D!;`74*pmR*LMHgD^#Aj~aem+eT}SSFe*hr&Rr*s@n4m zzxqA5F4lL|S`KyL+Cn`2I5Xpi768z@fU)QG0KEFR(+3b{0T@!9&1&jc3>kp@LNLRs zsHmtxS8+)JQmKHfRsf`vZf|b^SE}Vo(?y;6^v;P=sTgVHxzgX3qMkhX1|nV@I{uUH zH;cIt(=Wn`IJfpRf6NVSj&# zV{@I=WSF zZ#JpH8Y@G@IhZif_mTEm%f2VqK|-+Iw~nR_nU68MnJb95&<;j^m#Z|1xw*Dc`R969(l=UPmP|h?qZxn0PQ?pb7Y7B%}5g*A{ zLD!PM9m+`$ut{)YomKbm9WL7`ao2I0pdBLLM zs;X31^Y9$@aOe`1s|ilkDu~OgW+K9>(OSstIPwNf*T6~#-Lr%Gsf5XjB3|B($o+Dm zryuCp-zREJrlhK_zC9_d`1o}q-c)5Sk>URQ(W2pZceZw`mE$;J>%exSo<$V~U8&Qt z`T9`{%%`#bGWrPyi$=BDVblE}m1vZgwztl?5eB%I00?0U!a;T358* ziHCrnO)nnEnoaN3VIc3S3(Np88BbR){z|qp^7^-_4ctO*J^Fj)YB63t5u@E&8m&TmzKtn2Y z+PHa<$z{_Q05UBM8hK!Fuxu(T3@nHu2NRP$;7?LpSzcO-#9<+)q%?bv%_q^XcKEzK z`a|`FHU`{qQyVD106KC!mEvCGy0>PvK_6gHR&$e-HZnFA;<~uQVwr!JoE0F$!x#nY zkQRYgUMS>m5_FjGY5?>AbTNV#0AnD-`}%MGicT6(d%4gPx_`W}6q8_uOMv7S1B7dw z`oJ*;3}&*N+$&1fhjzgami#1#*WnHi+gea6c zo`Ay6unlA!HDDeo7Vz#r^rf{; z(@GGu(uRY=nhw9=8E31|jC|XFPDJBUR&j^chPXFj7uA8uobh<$-P&6%eOtcYNn`8o z0k7xhF2l&0R zA*|%rsf1>3XpY{n1CUlml2PCukM1PrrqL7=gPZ~+WG=f65S2Bx>%zjqTAp1iCUVd- z4|34Y8Gyf=$vhc*cW*BTwhrve$;LN-DtI`u{STAe3y0F}@tNnYV%t^x2GZ^ev6FUL zJyqF>z(0W~C+FhA!37)c-1$LeZfx8a9#cL@nx|?C7skoRYDvzYDpDM+AC&i3*B5Mr z=JkF#Z-krPUgr^G;aCTyu72=yM_$>%d*;G$JD(_(LR{7HAvRb}?&LZy_BWy2 z?bH4&POh9WV`AD!rEr(M7H^4b!t z=e(>GuY)&GvH0B$WYksiu|(-0Hu@woMJ`95=2Zvx!xCsdtx)DK*oU-@0ife7049jw z0`}ztGt{GAO@79ft{ zAeuf!WZ&g`<2OTx%liuQmBe|FW2t_aEK*BIaBpom7cwzxb^YU10*Y~{?l=D!BRW&H|8DN?Ila_DM8-m$%J9xt;tMZK{hQ~~B5^RsO0LMMXKa3i++g)t+V`OK8#pR_u_5TSCa zJ&D+mcmdswIq!`6Q`oicnZAQa+%+cUuM7pH{s+9Af}A)jEG(?Ck)!MxNA5$@vO!xU z1|8-c)&n*h9^kWVqf5CM(vF>I!%Ht09b2yu)12HjVn*|;y z{v0f80O}r-Ym?Un7ng)LE8Q06R1j-Jwf$eaD#SOSe~oMf)z1q}2(Anoe9y?;ead4= zIt}cffCEH7gdhZ@2440nPZ1EX_@O7x*e(EosP}*88k}Clr+aNP0U?yOSqCzbk|G|`T_dq-7{HbC-|%F{>j>(|NLgZ>E^-fF%{~R+P9;=|0ul)l+8%<0@+ru*4}X(54|weO z{HBDx_2M2}RQYH`z=uFpN9yy9EmJe&G0RCIKd^Jy(&UuIH1F`SaTb=^z4pWf8-=|5?@;p}`jNbv*PTgSl5a0E!ms9ad`X1BU8f}u>zeOyWOU$51u$7{U6?4ClN_ z?cS?}7I$Q#Rfrgv zsQ-`NIVhvI?6hfZT!sI2c39H}hE&OyHy~BU{|{4zn$DzCoMbD$LvGOBa?zZp#E|6( z5z=!jLf6Fomu@;3#qvF?uC$K3j@Na0`sS_%=$`n}t#ozOS4?mH3^m(Fb(mh}o^BD2!wCp< z(sT+lQ0nr0q!O-;`)^slN9Ww&p#BD_^C>#f@7JgilQ9W9l}~jiqw4WIBNJwh)t4Qrzh# zvksv6%4D8>fRa0Ond<5S=FM-V+_<)~GWCJ~xOzf#pEVh6;{R|jcR5jxF2-ZQMeBMI z_*o%hmEr1nVD5P*mAry&{LgHaI*>l!W+IrW{Q-m2S=ehsPU>g6PYHrSjK%MR zYgh$AB3l^`edDTQOReieVV#V%Hd>3J9=jj98o!bl*Chd-^(E>S!iWel?q(^vpihiY z5E+(7wc>u=b~`2ed-J?*{f|6t-o<~co<8v#Ty6Fy3h*$|q1%jIT7!X=V`hYY+&M|g z{C1|L73tIUTS(HX%HC$fCZm)cT`%E+Gkb!l6VSg5GY62yY;%KxwSPmPOW+cuK<7x2mpx;x|59S1uKqbvl2Q~=2BmM5+PZ|dz4Nw%e!9<_}SCsPU8q^P}R}X z2ep;(d1-(KbSnK3F_8l{@*_S2Nr^#P(K!%oV8DR(?C>a`5A@sJQxO&4tu~ z)oAtFFAAnRhn3Om@+l^Rtz*)<*(Ckg5t6%ra)dO66- z>OD}@1%;c>5>SUa$G8W^zRv4 zUx&*69?sK-mYwp&+PrN@ZOI@;rq%uYH;Qoouc7b*gnrcDiGM}2!?yecxO^cXNm>$! zcPm?&d4GU6Fy+o`>AC5bckwn-4Awj)z<-bJ*OZXob#rbdk)Q_X3obI~yX5umur49> zeK|<@6V&iok(+kDuaDBG;tUh|PODcbAuJ4dA0`rXM6HR}U&Kp6+UW0PfpD$XUtV%n z6vfX$g5_bD_0UGc|I_6V1iudHloJnb|Hpz+0f!eaIv_S*9?4ko_8=~9oTOR5_qnNo zmWd2Fx`$mtL3q!$%hUdhJvJpeUaqDksGycH0Ee~g8b8$b_+pNy~vU;%D6zXrl zn`$4vfmj_G=NL!;unB=^_z4nCipb4Cy{}nT9gJ2eOcyh5+O&Yny$seWjL1FHJczF6 zHxW|ZV@u~57!g9|TeGrQAO+_tFX#f?2n@sMQh>?6T5TpdCH7=`oGI8=?6kj zs|g%2xPMMN#f6h|sQp)}wSmC%-@cb7PAL5<&}-=>;He8t8dpfBlWk_z_z~+gr;YMM3tO zO6NU;ca-BE`qp+cg+_iI%}f9Rxc`H|b=k4=p`5isbMsO!(I&0SeQn2Fs-Lf4O-bg} z3nv;J8nN&Z--DxXFwCd`8>mnS^6S^a0K_l; z{aRWeNibg^qBA|tkiApcaLDt+X*1UfP2arfamf;3_yV7{g)=|aHaZ-uGpHrX7Q>_H z!R$AvbRq`GK+}EK`lu%q*z5Y{-GX#_s53r1H5IE{;Ub|FvnnfgecXT%ZQk`~V#P~S zO*PuV>VdHx<&qXf+~FihI4n!bN2Z+FJ-88rQ1mj+we;@n90sNxH*@0K9rL#*{V07e z_jr$i)+<*=4q+FwU~3$Ma0~v|;Q+W7{#vmS3PYCA;mfbNk#o!(I^);M(xfq=g+Kel z5~8gmQ2)DuS>-_NB~aSYghI&cQz{?U*d|E~MbL3QbiV4k4cR|b8r<)GjKJ3-ONe3e zIoeIGD{Iy9wi*72e%#uOxEf*2Cf6@pjQ#%Wrm1xPFRkEQ?C6Xdb@Eg-?Ue2mAlaP z10@AA36sNT!Sc=q58Gb;Fxy>nS}XmokuW|B&05P50o!m}b%insVhlXfpzkr~h6C}$ z|2BrR%z?;aGG`u~KfC2GTbY}AKyD8Ie%kwG2DYY$T^MsZ_(Oa=G!#TjC0{)=$7?}E zQn$<|vk9d+LFA3o-79C%fGkD=MV76GA9T#kr=wI4E=@IV=R=n8B=p4Cp#X)+m4&xg ztdC{`BQ*|}&)F`0vp$9iw&NaG^LO-6k3ma&h_oyY*(oKx9TTXYuc$za5c;$oXzaD%*JCe-oXBvm*1FH8poBX z+SR>t+bp0tbIA3lH$d6zD7OYYCUDHVY_OJ+esds_>c3Isg0eOg%QLX$t`{hul#QZW!XgrQ*uo&elGmk{s=+CZbi(Y{s(`?GdsvNN@usAJ zJx7RgU0t8kV=d&g1}M(cO^m4S8mG=2-|Q@%()6SzRqs5>EzrWVk`D6zx{q>ZfmCLu zF6r6s((G)oPqInDV-Po85#U?*?u18@@>cQA7D8!wZuDM9H<2J%6^s1H{A%HjIE~d? zbaJS)z=Q}Je(x9@(KR2eV`D{*N=$4Fp| z7u(-Mm^_*v+Z(Ns9L%*Q8Hga2m`KSbiwP2}{|8?5pUhgC!JH-KZBGZ{MruJ^@}fa7 z`_HTW{SE_HLt81cZqXmdUE!)Wc%R+RJf}SryI0rU>yCbP-OY7gXH)3@Tvm#rlTT(W zVe*y?I5iZTZS{6~8579Ld=Q6Nc^}RN)rCP3Wp&F%vg8P_i*?LrxNjpzj#-4;w%O~ zWoJIDH0u;-gm@AsF|{CgFY2UQ`Nr+d`9Ap^<5JgoS-Mtfd>*Nq2Rq@@qKkFM)AsZ8 zsq*nd^=}u)3|x_wpM$zd$joqmDNLv?z-jNZ&g^~ zVRqi~_iD;^JG;D6a(=6mPtiBicDRfU`)GHz=^$ze_7=Pb1F4_a_)q2wo>}^3(=XJt{hO+B3g@Pg141f7zPu zsNmgZCywp!>wS(I5N+K|tL*UtLe_UqSslxO&h6m%uU<<5=A*6axPR+j1n%yrnL=AT zJz0){o?R+8VgI?(BVyI#gG+T5nI1w@l zmD=^{&D7hYv%_@X)Y}UWIW@Cmym0)s@i3Zb9d}S}$J;MY#Lom4IV`@O2WxJL8b~qE z@+X{6@UKa;zx;>Q%VGjMC(}~~^ZHd@2KX)8{N=?+QBlyMXIlFLQA?#57!7qfVZ*Jq zi_e9+UU@V(jl$EC?aMy3F+56w=OJ(S+-K2ST2ZytG`8(w@w&OW0p~F;hzWoXhR1G2 znO{-D&!mc`hR#KhwYbFvdrf8)Xsh2fOJQV_F9J%60Wtvyr;iU0Ln{fy5CE$_c%y`$ zpFdP7u^bT+6$gjvNw8^;Z(m3Zj`$iC6O-JKA=If09vBolv%bC#49y&rXq>fOG>MY@ zLTU%Jv;aayT1rX^z`jUM1}3C!tNOo`cM8z_V3Rug?BGxn@Og7i?BI(>#xb1@?qh zQ%&Fn*?n`5Ep@e42-8dR;Jr^AoS`#EiN@NgZ{f`cM$sB^3dTmMftrG76063mS z^mP56JuHVhrLVT6g6K9_3t#(IUXpv#ZtwRs^vgqFS~$h&QAFH{uE&YOP^-j&RKJ{L zPGU6{wFixfp%YhXIf~cGv%0o8Qm}kM+xcmcmGs6IF zsvhU%Mn95W(cxv*tBIus9fz6=6gh*5=)>0k@+SH+9KkzG@cgZW8T`+noiseB+21T zs(9#~so?83t&E;;Y243BTLy7{z ze?=Ljpf3UkD{zFiImYh`MoiG#>8JVLu{bh;Fn=d`Nhs)j7hG{4aJft`@IpaNkSN+x z(Qg)D1CnWI1`#5hG(R!U@#NVQn;n8pvHc^%@{91N43^Pfn3)7o%s`Q+dI=)#E`B|0 z2e>QsI2~n3$o})G(SYt98jyn(Uv35?u7y9{+yCeoZqxd*w3hmRbn1PSEm5&p)l1p()$CwQ{mXFEM*<)%;AU@uh&cLJA2 z0%Vl*Oy54FWW}!8gdIl?#Zt7CwRvtUi@O4IRdL=k?lE{1n%Wf!3_Q(GgG+4qnLNHXuEJ1|G*b63J0cIh^ zOtF+05kb%C!*bfV)c6Lp|4ZJfh=(fORjpOK&-0`##?XP8L!*YX+nugC^W2ID+ zU`qb$Zz&KX6@WDu@GgV;Dv82^UeZK^i4X8^j?*GYJa70h*3_gDtS|)QWz6s)k6q`G zi_E-B;39%v;E5S&pe^VkODQuZ?U!vu03czfE4z!3u^2@lfJO(u}~R1Ww6q$Zjda%xZ5Ah7YVncoJs!d6mU@)tqMQbuk+C_ zT0Rf;dj{>WQY?r$ge2HZ;-Nfzl@SL(izs?boEZgE{m{nvS$IJTmb2aPx#>qk@?He!?$oaI;qIdIbt;vR6OP?iODo({NLaeXQxz5iVA-3Ke|pBafWod&*>4-{cAObv3$d%o^1Vpr&Wok2o)VYQMMwm` zlRMkZBmyJBUg0BTfu9cRBm|t~YSRn{$_(@0)guG9!@)Exc{L1KkLOTUJ)#12X_a=( z*#JRWad+OC3v02rZB7MQL6UC@uFWV9qEe(`VYw3WT-pvq-}7drM4j8~r?cR0ytKDD z*&elSu6pjv=gMx04rTy_4-tVK^w0uffDSsNHGJk<%O~q>l6nXu5rGu06!9ek1fwwj z{}pfWksvDR$Hr>I%lT%~WO{#Ket|Zu883Rt$;vw0*$Ik5d88S4m63i-S25y9nmL5R!K^aF2rp%X29d2UrNcL}OqD>PF)7FOyLaoNRmOZR5l`Br*b`Qzm4 zV@GrA2bcNGh}RtN1ix2hvXmDI0eWA_s{IAv4GsD;vMESLr}fy{nA#pRsnLbn))%n6 zGj@I{{PYhg*f$%kbGFrzVH5;nmoL2fHbdP`oq^WKsQQdS^tvgWmSI!K+rVh;NJ2=m zb<)w-%gRc|i#vr4M`fgDl$!tv3$Ba{&Fk<~ij(Z@7w(6`o!3|8umRdw2Q3g8^R0#> zJKu^!GoDISz6L@Zv@$r(RTXj)Ch7uS;2jumDnW<*uhuxp1a<}2t>ryyloLzPFR3wT z=9_xX3S!ZDC7=6e)7-o`^V-bN@;asEO9DCh&l5laXwJ0D1aZDAbS~}#7cfqb1wcMm zspC!5UDJz^ZFas~^lIMT{W&&iDVSLbAKP!h4#9Oi9-6(T`=zE7J~WEkq&k5T0{OZj zm@RfGb7G+tJ9t!h=t(V zQOE-WiTyH&;#5(m-@<+^u9z&p*e!j*DQK*Q-c@z#K!o|d z#a{n?DGd>jxkFPDm+lNfH>kPHyOn-&Zd#+NLY+{OXAuO~m-wW|&0NNU0GV9~tF+>`6-{U}AX z6V+&hRNmnu*6UTshHDz#&h-}&lmH$Cz6U;N7?|I2F_VnfF@k`Z_@IH)D_spY?i9uK z`7yhMp0?+fD;L#@;Iwk#QkBWG%vR8QIP7^o>hjHF{3j$M0&xzdBazgHSbeA$hegiYw%l~s#KN3x9hJr27JDJrX! z#blp90f&j~QPzk!=y+mKGYE2W@^4!5p^AdqXrN`BJ}r#+SczRdYMaJ10VuznOwKw2 zSdaI@LU#3sH{3U#T^JzL&rr^xxZEaeH%woj<};J;7)5s)!50oI_4j}ALV8{A6Wf1=}fu=;h>mnTdZPLne`@yMva?{0vr84$Ey(g0N zze0fdCBlC;j5RAG@trl&g&ig7o&Le+svV=~M+Gd1;0TPJvi}$BJsPT$x;7VNLsL8L zT3Pb!1M$Q^9o||iB_XT7#dSw(){3Ne<)ohz(1kTiw;%oM%8&p^m@rfFinp6~Qa`ig z@S6U6fe@}-gpC3umc8a+W6{>txe}TFTr30*Unm6p-KT*Es4m6VLfJonhvS}?UtpZQ zLfA^yS>IEZVD$09dAvVzjq!jfdbT4TXFwsmzL`!Ievbfetq1NMlh)!OlU8nO|z1G7m&RCzC@>}b1^oVW~5)}@M&t_Qw$!6UQw?J1bW>s z)lw?VOG+q4H+l6Xa)3D!tapRqeuzo}D#@4=&hwUb`b5u79=`v+<+VS^whp|a(?UL_ zqoi+Grvve=$*RCKIY*KyjYv=66RWdziT;^RMlxnPHs_-9lB@A=pc`>fD4USzefsV# z592}3^ma9y7^^>N2y7r`ojfbeeu_4LFrN{QX`(qRuVE z+t8MBBU2--+FdP-GkvYzWHLa>xfjrSluq4Oy$BF2Qr+K0!@w}Mu>m}5Mg@vXm%*G3+$h=VYaaPtT2L`opXuy1~sPEtHoSiE)8!G_7$G$1d z8Guk>W?=znz=rKT7Q288{N`vL7)~B7A5f?!E^P_j6qv}z%e&C8+v*D13WOM}BD-PS zeqfwQly6b_{%Q)02LycIN9ZbQA^A3x(3BDqNHf{%gJYT_94!6kkb7Z`2aDHLKF#Yn zR6^aG--wFG01gvt^O$qe(h*f3lcdEx&0FVDJqRvdPm?_(>K-g zGWFFqpbQ99?}ieGI%Wck%bgYgW+_I^0=UEFg;GtsS|Ks9et@CO%3A@b5jjUd96jaW z4w%Z`@%nh=_W`Om)GrpGki6qgVB-O|v^fdMilqAG)n*UWw`!j^Z%a$d_%$FM{b)TW zUBnUUg?{?o+qa#_jzb`j@R)ir&uoO z)@jFjOm8HB_jLo-ACRX+``0^P1_ZmFMZl6!H{eYLbAOYiV&l*X;x+}t4AxCeRY^NI zC52e~jFSw0$NRHo$Eo6)F99Q$2(l#1J}<*T;(nnjo9Ie=KjyP?kvZ3Np2!#-%dc9Z zWDfZH$r8Rk-NlfI8}x;jf4dG`{YI-+{SDIt+84o_5*`kVKAqR?63FF8_Cx>%;SoyR z07!(a4`tddn7eU6jMJ+>94GdWdKzV!Tvi*P#q_pQCoTY)Aplq+ayTq2okx79?6ox% zluCp89%+{602L$a%uxhQ0C^OAjDb18YajJ+#i91APU@Kb?ls@~hd$!U-r3<1(9?ef z&3D||+xX^!e8fK{baK&;(w^?P$M<=?f6UD2spu{XQv!QQvtPxJ8PCMXGqB9OI(JLq zh?`FJiXC{MC8Lr^2OvXKcE7h9Uxo{KHMm->BZU0#%U|H6qw|!e{p3Ce!*|u(0Hf&u zgBlhJ2Vk#-eYfnP^zOYwT|mJM%~{;9_bWSIasL3(v$j(0mfMZ40Gzas@o&3Hx_U|e zc*Xt!0l*Ll;;F3odBEjTTc)%zw2#NM+O)20%`~oKGGH2z}sjS&Iz%Le0eS@tF)hECC=H;PEBI#va6np0ZtU z&)~2nIL^|WVf`oK(U}g=WMtkM;D|H6zzid207WeiBai zNeA^=2R0*Ht>}kwN`nyl`%lQo$;mrU-^TAwGA$MMI>OV{p8_>m1nRB^Mjl;kOO4TAm8};g+ej*(&?sbkE!uV3+}YXLSALJC zvcY)_sqqyS6c}6)NI92X$!`E}uy>3<0Lif*uL5!BS1Uke9k`?m-!^ zzP=#Mug$_Sod)<7h-#R*RIJ}mo&h+sqiA>PLSG-mDYzB+)aK^qvE>gKPU?+l&@Hdq zMboQ4Sp6G{;^N_?^3i&=fwMk6!3d(Bq~4DQ6buXugTC950D+;=YOw}bj)5q`fpg$5 z0mnV*N#7~3J-ccU{W>D%Ut7H*u<`dLDi^)~ECfgtt{Fr!qV{jtbDwX`uTFS-btOi? z5=5A>%flR(f3(j{)VjE=?RGKEe3LO_FtV_ivnVSzg_?8J+l#5XK7Rg0SNb$tmJ|Ca zNrj|DR9ho=@`pD}y{xpN{U;|)nnAg(+4~E%1tXt+oGfV^8XfNors3qPp<>@^#Rwbr zsBKi1)>VNE?&xZ|a%xB(9NP8j)kvqeD1q0(;l$)**P}T)+KY=fZ{CH$fo}9tWs^TO z04pdw%HiLMn=`_0>C{;ux2x430UkW2b5r%(7`vJQSbZ=eerUjVZl^;=aZpZwy_pX- z+6#}483EM+kp#^UlF}X?9&dN+KG+&VYCc zQENs}F`0mu!)UnFpWUB7VGb&N$z1I9#kFLLu1{8-D zWLavyQpxbf1ZlBv)Q~kP><5N(M%blDM5agi6u|kvlzYj0xnc)zV1}F9;(au#(|ZFM zD3$DG#j!V#DlAv@ zei?99f|GYILZtmrzM)VY^^Q*WjX~{)BeX1HQj5&ZO64{X?K}WSClx_3xY*)^&|U0- z&BF=jtnd@Xlr_ISUhGjxibeiJo}U*lcZgQWX+dQ$NdX+IX2b=V5{Rz0rqU<1qhVbT z)jX@!c5d=AsH=Cf!n*M6|`k(RCR%? z$|(hKl>o3sTGK^W9%2Y1w;&V<;(TUMe|dsi7Q_DVO_kmp9JnKZS(n2g7QC>awt#Lw zA|cmfz6s3L0Fb{2D2T*Bh%(5&IG3aXTRz{8*0N%(sWnR};0Si?S3* zuuWD15tsoBlojTcI%uX-ip6OQR5@CU#r&Mu_tGNN7mOM-5}Ntehom*Jsnck%)kYUZ zA85!=tWeagrO(#>lv39R1{MI4*5vxPea=mp1lyQM^?kX4oSnBsBWzw>yN& zjwFMRvt5@a8@4Vy9PrKrkWEOXK$E^0U|RBcalzHka2YTadIZSI-Z5$m*3Wjr=aG-- zP+-d!uxa3J^+pm9vA`+59*mHh1)x7$N`0DdsV<*X@jQj#M^e+D0u1Qa)UT%HsP{b) zvxDA8Mz9zHhTDq&>5D@mh)>j}D>>Dr541rtXG72@{6kWJbUgo8)6sf zrpu(M131+pEA^lx6xD6{JwF`IjiOQb3ySe27&a2zmi9VuTA+Lg6w!F=3DVuM_ZnyZ zk8Pw=B+v+p95E{fUD7PNn@%0%D76$*L4R(>EDs>VU}(fageBdA7{yR#01h_XAXBGJ zPFFUhD{r|d`3i!sZt{oD{YKv{nc?Vr+kxvt9fiSSE&LNqZ}&%8ia#mJ78`yl9ueJ( zK`PN7xG?Bg8YAlf!vy#00&PCDh>-r-=CdyJi9VJ=4Oz$E(1x(^y+pWWd3+euUS7}J z3(PST!2I<)nqM#|$iK&}b*hgQj^`~*`GR@$bq4@{d$KkP~cbR6A1JCzk6|L%O%#r>`1 z5uZ2+f>+bnnWMY!Lc=uOJ-yZC@ha)!#VGyf74IG~$NEjNPQQlnlle1u|1!D1RidX`Dt#*}_%9e32`c?lsUiaQLP@^qmlS+b+_YTO+B$I<+NV z1P#UpQHKyfFMN@M^(l0@LxVP-(RTUUA~i*mUKb)7@H`(mZEYplf5Iq2pY^M>&dpHw z=0=my05uimkplk;SYs5xXB#Knf@m%Z2xG}|#4 zSvO%Yhg=_^-^)1lnlkA)mD1#U~}2n|(ug4*&&K`)B|&gX9BL_jKiabS^=jjSBvJcG;ha>@MxY zrzuL#!0-FNkA(aU zPkanf%j5;OD<*DJa5z`aqG;~OPIT68@@LS)=BuoQPei`|ZMPSVZ@*3>yA9)QZ z_1&408ts4<%4tmroGPm4xSvfA8eh9BDC-P#`9iXmyhr9>!R%SZ6@hc`KEjJ~j`Nt7;rhbzw=NQz-C`Lm|r$-TUP$sgy!7{aJ70K)iKusdv70fbSBLV0;Ja?t!MgQ0*c~AZb^P zcAxif6F~+!KFT7)rAgX~PHvP91Egcr@&*Ukl*-#tGLdm6?BJskU}!#Q`rv6Lu@9cq z{|$W!XcYss-1^6YHbRLO!|)g_83VHYm)5*`?E{6RNxKB2YOXDM)F^Oj&){ z@!+n!S0FRN@&=xdjI(ct6qN=;BLv*^zmt&u!YD%Q$|pDEc(f)+`CTcwG6>h%f!5J( z8@dwO0c{|}oxU*7^uMup8d+)SKzk6)2%bsbkMy#lPUFSvun2~uq}n1nB#C3NKPOUy z{i89#-yw7U{L^9zv@T_$O_V5AV^~}PA>0f5@^_$PKqaf9W@}6?u@Ai?$xD?_QxFlM zaaELw#Hct4=4aI<&9_0@9~;{${zW^xObxmt+I9W^86!Xw3oJAx*{}bkZAB^UX{jJ& zJQxlWH+Qn9tj?NvdC%J$e%6C&`NnUJ*1WtRbp0UjzQC%>7eWug=V1X_tCKcJ=haks z4X$}dJP&=nFJ0{0VbkLI1r(kD9*haF^WW_M-6>rJjJS5guDJyw?9bb_9cvPNd|f*{ zXPZ$ZL_Ecw3qo_tLPgI7*=K^9*WGs8&t(1rP_}S~6o>&)LU4&W_jwbRTIUXs-E&M0 zG`qzV#tFcQ5`X6phjk!o@Xuj|NN%a#2J$}ARRog=L+$6~GS%6oG`Vu|H; zQnL}=Uxis!M+rqNP%{-F!=al}2r#`}-sin+8D3}2=8qZAV{7N!=N^-n zRdeQz%EoaJcG=f8bzezf$C?L~xKN7eA#&jUN-N}Mk$`}a7{Y;>_Fb6`$U%h=6WtBQP-svT5Kwa1 zxu0|>cLBfrCyY$nV-X;PKp_62fMzoDyv^|)D{Nd2hweGNA7o#g8?*7k(SjO6xtF7atGPZw#zvrDH@3!d;-{NwoT?gCZwyY%NWN?D z3)EeMlU)i*VOV=PPe;;Qeg#o-10n6Tk8Ux-5#0Rp?caCTsgC~gGB58X^qab zDa1IToFEVw|E@fgVnQ{N%9;xksaOmw0}-5m?+Fe1HY)exVxDzMc98oLqQ&f%s*ld$ z{cEqTK5tp@lLX?!d`Xz2HJO6;i4KOFczkM(RJ-t_HCkSO!P>5BN!%~ZFe;G&Q^{ol z>ZgXp1d6R%Tuf0N6bKJj+tuGP=}?(^y1MnrL?#w=LO!&bKDK_-xA8a0%*j$~-Z=P> z@l_1N22}Ba+>|TN!CVWO+ly#j>oGXIJ-}i{i{vD!fxe167N`^iQhWxw7w56V-UkAo z;*X1l(y?9qZM*tWH8BbO#nqFWkve7iz7DT+KJ*S<67!_JrTMHBtb%c>z))=os~aWM zTucRYF=PGA@h`hL;iP2|ORL`J&u{rH&(q z|4>yhkw7ZzZA9IaX^4I@#wVf^*vIdx9S5&1r!Z=hVF z3ZN$A@bK^l84RpGf0SZZtf6XgSjDCpeB~&tfU#qKP&U8t2j)+IAq9jQ_K@{SFE+pS zxTQ6_ER3KV%#<;n(iysAyl)=1TK`=8?M^RO{I2m_`SbMXeZgOdbim%2ahbn!D6~nb?Ws=qt;n<_1A1g#QGezY&JGKBhXh5E_mY!Z2W9rQ$hv zn=?TM(r-WFeZL&FXCs9d;Rwju=7DUAkSaDn?NqLibs?uMs2|ZZ`J!wMu8%h|-c*P| zt3@MUm=L&#;7oB2m@e&@9=r|ggxoPaJ5DCrnj4n{oThWSH`X;JN32g|U446>_cclu>5=of1uXSmqa{CSbqj*%m<*!ccMUZK-hEd{ao#DqaI zaGF1@+rGH=CWZ(?s0#~oT9z-8)>X@83&raY=ST0=Tkp`QrXlIdQ^BMwu z2;Dp>*bPkTwF-qKn8=7<*kzoM0Zt00(~6Mce2s@{K{S+~#>T3xdZpEVp%c5<)X?wAAZYoI645i4)0Y$meECD(Y_GZ3$|d4gQzSi>w_A&6NF0yAgw@!p3`@q!Ny z9L91XqBpd%7>7e3nX{g2T({+xijcSEqSgi6U*9mMHE^Q~Zgk{$H%MW?;ovVDM5@|E z1d&svMqw@3)~^s=?TQY@R@|9*C?g7CI=o8KCxSpSeFaON2mM~$E@o_5Jq%2O&b?O- zQdGO&%F@RHgGz^HgM&^l!p@xDtyUPd4n%y_xQq0$qZiH;#^7&+b1nVz`4e$%Rvvu4rw}(*Y>p^ zE|E4`=u$P{apLo|8}_{J14hU4A$*kJ0}iR2$2hwgUuQ;6#eMuYxaI1QLzYq>?;w7Kw6~0p? zWqgX+QP2D9xkuE3(d;ky+G^Hu4A7$hwIAfjx@~e(L#Ebu)to70Qy#wdaDanAhp;mE za1iZ>*PUtJ{sKoi*$N%q7+6iZ2ddt%Mov^hamWIpW6j_Hepx?6Wj!bg?HF{A+y)8m zho;O?amrylkyqSs1QSNXu^Sb*4BJNy(=wI5Sy6b$(f76qnT1@T4Qwa2xQC|MpdD)& zJjS-m)@$^D(L$Wog@Y}+!qQVUu{#qWZaU~(ZHu6u0pIa_L_9w+(KJvqIU0fkmcIvf zu7fTI32?@qiwAx{gKn{;`#S^uwqUpXN3PAW&4V#w5-UlFu@~AIzjf@6h2pDi`-=Oo z>c0EQ{iCoC>##S+PJCBq8l+s0>rV80mmy88tl~H@vyg?CfATiP9b~)vD@v!%EyIPj z_srRBaBY#QueS%r&D9n0&@~ZbK~}x#_WN!rz~m{Pnt3D7_cUlvwi`(hKGs={+z_kO zzm(~XW3P9w{WTfepy6(ZDIPWF8|J>BtU3)`sX4?ykx9Pr55!{+hW0jWFcSj{<83W~ zd1IUk#n(D9$hd(noXGB*B(z3W!=m}QR8-N#{8Einb{0|%2tgBb3T3MnQp zx2?U7<5O}FEm)lF=1H~#_Z!Zs6ko;pFY1@)Ma9Gk@lEo@%G|}XwQ+SN)cULxEIV2E zwJJVi4pl@`_>ULn19eh@^tSEmOv4BPDOQN4b)g}=EfKSbID$=iRLQ>%I?hNV((s_H z{LGq+us2LsIOgWys{*FeynCG70#79QSPmCoiBS;bl-d-rJ*gDAuq6H-GfMGIAe%*2 z5V=T(R&2AJThMyuki_q_qwQ%h=$lBtANTGBV^a|_By-eM{(HUPcUhuF0kDx9 z_Cn^T3{qg)WU}dKF-p&qDxR2B8FlTL$~Z2{twqd!Gz9r_D^ly1&=7tkWhP#BE>4-XFm!_uK!mqpLgfh!3MHZSWh^JvqTzr!uYikqiCx?jG= zQ{BAV)7{BG5KC9Q|0{+NCMCq51Qv_GwS!MesE{E-M@-7sPd_P1SyPuW%#OD#3A{W_ z;HxIoA$!2a17%0FimA|#8g}KkkvsTCDRT*q&_ntN`WD}~H&s%43g6QTZN&-x2Mzl; z`s;Vk(=w&i(sc_7T`rfC;g{FzdS!rO$2u1iQk!R@_{ zf_}Jv0A(k#-5~@-*j;NdLYOH!(K!P9A~~lI&F4Qo*M6E!_zGTKcm9H!u%d0!NRio7 zL`Es52zVDG-ZzJpL_5U!3sVPi&VlHs{>X@)CbyBp5#?>e^D_w&0ZaUbUTf?7ZoO*~ z74cV_1jb0~hP1lJZ`D1#M?yw7wAx!`zXYX=?GI1a1$t<={8D4jA*1ylP9}Lcyki#0 zgW#Cna(Nm;vY%q0?rP8YBNn;0gCS(Hp0y;H)k=lPnlDwy7W{raLW0+0vNxmkSOrLb z`eKX%5}-{1qNW&ep;V8HZn&O}e>$-^Stf^nB&MXsy%*v(Kw$ZJWH;+|QNylA*Ai(s zjs|i{cM&DkT649;*WzHjc)xB+WE>JZyj=JG`y}1Z*6n+z?isdX8d+y$TBV8>^|>z3 z@IlJUUyrs<-`rcbA9;7WlAbQfR#uzXKYn^8%OEEAh15!6QEOo(y>b@FM;@2c;}3@~ZIDbw6$oH4EoTX;Juw=LV~rksSg3iN^k5 z)r{QV5(r$-8pN?6ih^W9J9bq}bJchpS&w-|L3HlUAw#+P=v%CuK0XV6e@9ouYaO|Z z)&zV`)StOr+f>M4Y4A3+v_DgEADTne)61j{^mOtFMCf~4S_gIu_x3l%+fF9y{A`kteE;B&QXc# zwL=PHsxm9=s&~TJj}Q{KVf=kw*)ZxrD5`I4=6`R9b-RW>U%h6~!ukUOdQB}9=O1}H zT=MfR!p_}!Ep}62)uJjBhP*RlLBWTHULRI5FX~rjGZCIyl#dG%L;v^`IF*;7A_{GSS#PXBJ!d2;i(mXdhJzHcB-L;x;w8kwe-6}Ro8&{6jB!&BdxU6>s^tL~|17esNC zjdr^N)Ew2ZaSkW0RWGF40voMrfKk?OZCi-HNp!#c98M3pyG3@mrQ(SLI|W&67gWl8 ztfHqS`MojKpl8Kh4Alek% z&Km3+;mz&VA2h{J>nIHFVqwH`90qoTrPcoU&}|P7(#*yRGfhx=rHD^we|_ z-b}f_k8e5Z$Q7wfRj?v_pZ+wF=isD~;cWPdm=%a29)Wg*6n$S-sgg* z12a-K$OsR&W)TG#u25%Tv#Ahn5Ed?oyLcH!%17a@}_fU|qfbk;Zq2Qk=y!oQ>$RQ1= zo#xbL8v+E)2b($)@iTUC!!$yo>!4YBUJrLZV@-BuKg#+a4}Vx1UAFio#j6mueChqO zM}Ib#8$zCYp{}f_O9!u z=~UL{5~9Z>-b>)kuE$e5xXt}MVV@||;DohdtRKqTNs_$c*&NpeR7+XS6*EAdc`=5F z1^uKL>cbygKvY+PC%{A*yNKL6z^;8Q9_6e^RyEzSeo z*zA+r#~9rsyzq3i>F8A@kSZJO`{eEAh%l0@|Hu6F7gnjn*yO+(x&p~>-sKyZp%KOR z#F)a{66tHGS8V|aI+>Ioq$EWqqR|@<@yVwAX~^kQw{m|q}NiLPbNAdo`+D(LJW_aQ?n91($=D0|Z zROtItkx4XB#7lhn?&IoFdt-z7Vq;Y6Lu(xUJJo>O`EUxkpWepUB=To%E}Vm{Me;v9 zb_^6iO^p@rubjPWr|--ek+L;)NtKLPj05KS5yhir6m|yA7s|s7a@gbcs_-|jLdbZxXu|2~_Af>vu&Vq!*~h)Yxw zPnZ%jHQqhNTN)^fsM7Io?UC73K&nso=G+fK*3qNh{*D31G(zx;jONL$A*?N_cT(n6}R+^i|* zAI^opLG_Xv&_KU&oStO&FJ7 z_86U+t%?d%q2u~0-{K&S@y&pO-!5zR7s&SG!HtNvH216xYs-^t;x}y8++hf>=AHHv z-t7Q;XnHZ;fyT-9Rz}uYnt}x0K2bkrF? zyQzTz-#K>ew3FS#CB<*ljJ0yV&ExIQv!*sqyj{K+Q)N>)_TzaCbmQ-!J+&f+L$$FN8yhKjj z6<)ocg>Il*ZNsBnt&5~YW;hTujVz_}l`OSCK2nRNHg9QWm;hB!BvUf?k}Rr;p(QqB zm|2dKN`@8u+PQ}OTwL#U{U$N%6E_LsKh!1&*wSs4!ZaBWI7?8HJQNkV9jA&0T9|5Q zkaIUJJNj}6{$kc2d%6=U>Wk!K^)_g^|9il!Iz5lP+&-0Uh*&k;YJlU`LUZP9G$%!s z+h>vGa-G!Rq0RtR>}jf9cd3eCcl71^W_Hw>MH?$>Q{_Z3g>G{fg6$nZ_wF$wuDB|v(9;!bbO*Fzbpf-O6L2G-cKiR){ zqMZj9^1a`fvfhXu7S#v&-}T}xzP85_QsW7U_V};)cXXW1ZD%Ia;KF|Y75RDmbv12l zRd?U^ZD8A8S?cpAZECJ7dOFLcxCDQ-*(@|2^USgr+GSvjl!CSsMXh+#I%A#1mye_b z0M}(c7QR+zng-baL?N8}Kqx6iy{{CiIysYNLpl&MsToM!cP{U5n@FaZX{$l6S5-Wo z-;f+Op7rifPkl8*kWyu5rqWIQ`|=v*+Bvu}ITBKgim&RMufmR{_ENcVI|wyCECRT4 zWPwMS84FXu_zS&~3Y9@xpxT?xyq351R4=jDXh{3kl@-8Va(QKwR3Y|nL!Wrwpl*!jCri*9{7v`OZ0heZG##zxC5YfQp$ zNA!4fKn-p23gSWNbL8Ns;<>344?!+aZ?OV9B&lCM$MWb`=((d<3Blz?Vwp;kBKvhf>>kz=Y@V*v9xL z3=oKs4|qz2^|20flwdEPJuTeB-HH6|K*pgI{rP5jS4P0vGPFH-juhZ8Xf3&FdQrXZ z^p^YVgbg*3r<4PFhD3v5->r=6BcSV{Pw5GkWLD~bFc?<5f9mR^&KRyas=Ri{U5rx@ zFN{%m1+oOR+_ug0GqbVxiOcho6`$clIBB=Q*^3<5js)z;`vxzJbNDEGi@K>llmfU^ zQ$bXP6Q}=(e*kGJA!DI7^%N`7YmiLub+C2 zer&f-iG9~M)S;kh1c&GsYyMpa&W$8FFKVdJ&Ne{^HiU*bd+c)Equ>IFoqOuW;%AvR zx&q=$mZM!6AptKAu>Z9RrLrKUIU|Smxo_m*H1HPnMImu$*JzDWKf&q)kf0aKt7jS2+p!WkB*Tw(2uiN=)uOODQ# z2)QEJUA-YsWNn*hYKu=FPyP603fG)pk}{RP(m6tu525YpY0^5X!H@#7RLy=dOC(En^jnBZ3rnDZU2?-0*c647T|Q= z`m6lQNidNXy!RnTGRVBVco*!IAb+@0K_gsS(qR|TlPils?iHJ=b4Mm7_B7_h^lByR zGmRZHzB#crGj`wpfsPUb@(r zT*x@~%tNc&FMCmFW;bYNQe~JaoeqHOFl2U{iUsv%_3ai?>hTN2ArTZ&AAg<-41nW8 zp{XPJ=b?nOAOL<#Uk^2|NBfg5=?;hEQAo+kIXgOm`8^er%F3yG!KXybcf0Ll(!X{a z*3%nzMPx)zcmeL(P)c(LRZ>V|{}XG$KvFOxQ0kld9{y8#kBS`&Q@ z38)Srh4_6kWGAYeWP^D0m(J*O0qcFYZh&+_+-SeunmDOa3C^Y5wu*d#vDhNmiWYqn zrm15jx{muL-1wj)bzVZn3avv@gBAVhL2;ek!O_=dvn^k&b}U5~YIJ zIWe1x@;YDsY3n&jIKd&+H!=}BUvo~2%XH`BjRnI)OfI5pN%m3EQ>~p)lPpK9j$BiJ zE^->GSSv3;%(M+mYxeN^%yH>*niDVdUf-iuSO1qwqoU3G2SO+rG7&Fz%Jb}i(R$jg z*H}}wyM-V*xoBsobbqmlf+ee+wQ?o@u0(MQHiBxYv?Q>V8frmkre<*U7-7PB+0I_a z%Xhwxy!rT=0CHu%^wOzC$G1hLM{bOfEYvwWOvXAh3 zPP1OqjPFRBi}{GS8P*^To;HW#r&sBn$9KA)HFb22tj2^ZkNGbJbK-;V_*{%%tXZV% zpy>-aZBLcIaBtR_{T!UyLY}2ltT_oD2;?;Uoq;I0!M)M-cHpp*ibz034#Y34b2Kmz zbW}n}u4Hkw56(QUcVc)2A=Y5zuqDwgS{bcC#A#2C|Wc|X{K#@7W_FS|vd5n+}i zQgp)ikQJP_(1OK>8Lr2}R#a}f(?COkCa-0;hfGlESyo4SuPZp|S+M#$jZM^;n6V)c zSP*F`70~|d19q(vR$E^8a<6Z4qUyn0sQ()w?X|t%r-D#O$0oSX` z!G`$NGci*3lGOrN8C2ttv{aL|^L>0Sd<)Z)iyl{1XghHShxuUlW>zN4*Ds>T)5V=* ze=MIP{fwQyXIyXNEdM&N(SM^oAR1hcq_LSF2{;MeuV~$@%wAp5uWYIsP}s=Y=AW%; z2anGz;Etix5^S{;rN13HZ}>)pbN1FIH$n~F(mub=vG2WB|Ju?i;7Gr}>!)EME-QqDRjTen?Ru+Z-0CPij3Np|Ui+lHAiYo8ZwO;r8gB)KC}qpqN7Nhj(cRtUbemoUvEu zRN&8Mc4x9cJgePo5IExL^(<08`meZNnyhz>I9%KuF)&w0Xu&3baU^|H5{fJ=7Ak0M zgswenz)w(S&<|~2v2m1WtI)_9JL5Kuno@vMAnE{R8Tqqt2Xlq4zcfiLZYj(K6)vQXK8-KTy{DaDcHYFJ|84$5MZ#7_8bnmJb<^&#UQl zPsYqzA&7@VVWOphj4ZcubRiNoUn4gfJ*v{nWZ{Tcg4^GvvFUyIb)nFj{wOYVjHwaw z8z>wy^7EPU-tu9q#+m(h=+9UM1qKU}f`=syc(yYGuc@yN?|pQuP4Ojgsh4?t_^Zn- z8Lo=iKY!J~z(n25ep^ZK1%N!#VJTR6Q?iWr+TH}~0C~sO#bYEAIDXB7>{1x-AKbK6 zSiA`XUSeTxENe4Z80rBw@a_1nRnBcGM&LfKT3i9DWO_8Li^TRZCMv3wO2bI1ZA%#Y5WS}D*2;aSzv~^kG{-xrpWg)S)ztOuN{;#qEt5l z4)xQ*N>B5%&628DGOIy}&+1Cyd(t&}nTJsZdhZGnqO?{$Z(V3?$3CqIF`hq~m1>{# zG7=GIkB5VQ9_s514&KTl|Dj8#3BFj>#F=xh-}Qr0C;jGODekN2ehd+k2^4K5q3m*w z3oG?R^A|fs1}WqNC}p!a9(F3X;?C~*$(H`@HauWYRt5iJ3JNwaVz^NkG1L{Jd(78z zDcdkN_#i8p3d17|gX7nFNvoBp9FM1PWI31J86oRW)3x$>=0Xti;%?I9Be3=NK-)^7 zjXlEiBUZr83y%mjs^F2*d(n2ncFmCS%uCl;7$^6tg~#@!$Fbh5tUbv~jt6V?SZ{w3 z)OI9c|G`BW_Z#}bD(TXVHc=Y?-k-#B;TA#by@Sz$P=sgM)^TLk@674sRpc0|2cOSm zajCL^DqZ}^>(RpCX4ScYzAeu7-1b1+?opmIAZ{%4eci9UPG-Nt%Wu!=Iz8q#wvoN# zOD>qQhKC9jJq4e&w{_9n&{`0*8oiWA1eK%XQGcgmVsh*Kmw>hI78=tBxTmlO33-W--%7mL9slx0y3O?BZ#X=`$ct5#+pqGZCt;$O~A!(T~iCL*YI<(E@h zoDAsn@c4_TO)4EjW`SMi>-N*~H8;8&h22`LjTv>WB~&;%F&yuHmEvBm;whbpj>K{@ zIzD&nuApT)&(}|Kv~}%16iC~1o__+p2lAZinm;MkX$(Sku9lBUA-AWaDDguqot%Wb zfmdYxiit2o4~>jGS!=E{V-q?iP6T-*DHWg0kJe82^brKOIIn;eFePl7#9+tf_90su z;T*{@k;`h~pVB3!7;v!#F+>c6euW?5m+2ldU-sX1ZPy?==IjPWPHo2L78ISFF_V$i z{PMA)mBWl+G8A`JFe4))P*Bi;gTQ969WBy-*_{6%EtK;x{9+2O@VQY9eet#4 zFz3e4DB0@5Xh8LePNo_Ja`OFFWTTX?y|L`jVMf$2f~8du$hb0)zWOll|GBCyfbbk^ z{ndi+zrfso9)JQU0w2@|!1|xd@CZO!46m?4&;Nzd|AW*)NnW|Osv4p^ zDdY)eD46WefuDK%gf8RX7iUdH?h$ykalqf^eVYIbY#)B43uI82s z(o97;<(XTIppYvt|NYg9?;invr+`?5RXE6Ki4~po?!UT`{|Kc)8hEt&W!^=LXje@v zS8qx1QGl){@_c58sNDaEi0%Wqlaf(@fHH!Hncq|Yp1K`GqxH5L_ilI(B7v^pKt=lR zcLNX@G{jbFJ&`k6njsok`ST#Xxk3u-Q5Tvx`SD9H@gz)vBLNi>1P%ug$SIzLt~Q8b za$ND{yO7>as0=*FUu86ox6T&DItHjMtG2ozupBsukKGdz!Y1u*)3>-uxkQ-;V>|z0 z0&TW z+$0ni7b8$6`DjFHWb}|&+4dMeTpCvkF+y2*YsTkc_+eTk;5tlS(*B}W7YtD`n^MV) z(>L^{mDI|S4U3LeP!sSkjGj)xi7Af(DN?5DpFKBhq$!~L#6w5LEr-#|lA)YR{*#72 z>Vc;RSW}>xAEqE&6*|Q4NW^p52adB6AFquDaswFMf#|B}O&^(77vWf+ciYwtHPl#@9PVw6*eO3Z7pOJ{Za$@qtA95j~zu2`WTUaPpT`J>zCBiG&ZCs3pT+qL0wzhO zi^ZzP-Su`(!SzckN78z0p6~t+;_S00WsooU+#VR?d(XN|_s-WU!glY$V?qMj`Spm- zpXqg}4aUDkLZHit^Q3q_Id2sl`u*JaD)6$CS7eHiC)LX8)N>L< zYH*UaA(c+8A)W>|Dgvg0)}{LqXO{Cw`pcwpo%AyfXUx@@#$LY4blNF+I*#Uw`Vp_( z#`RwIw|S!_{L4)aN zN0;}zJyAEGc8)3v7bDyi=t)#1yn zoW#wp2f4s0Q)p&lqL#1BaubIp>{Nx@aSQ^%a^L+u%78W|r!U$ruD5cO*q!gIcOnJ-C9kJaAi`*5tWeK85F!i=V8+n4Pyc8AtDT~z(yV8>07(MjEg?||Fs{d%5qAEH&H z-#*|+6n@GmshlnX=}F!_UuIRMh|DO$ewPC;;bEkL<8TwIvdcB?0hUZIUY zq;OX2N23!IFBEZ@F=hwbe&uSLg}0KvRML}WBrUw9tP~)=gnA`)LW(XrPr>!kpJolr z;{6hJ6YFeD;ulpFm#DF6H>+-mv}m_`_XhZEhF$(f@yYr!2XSO}G;MeZ_3B?W5>hJ% z(o0b@i63^mzQS>~&n>N#Na;v@(=-l9()%j=McqhRyu^oYe2Kv9>8Is+N+Ozy>3rYM zX{6p-$7cRy6%a^u!s6NM7wj>@tH(ZJCjoccwH~L<7j{Z!%;G4LvgE#!$M~DKe7aY# z+@|8n+VW6{ia)%xK^JW=6p13#RDa~R$H|Js!_n$Qy|`68oAl2@X(GA=(>1g?ESbie ztG<8Yt=q=QVT!P5cDSFk>nyfh8xo+VYby?GRVSJ&>zmDUt4M;4bjR z6W|vZ{{gaqnWA8jL$xpGPf0FyI$ga!B#>&y&%b4!8cBMrHqeeJ0bW|ZJrB9*c3&gV z`$+^sTa&@FY^i1XYLCJA48za=~_wfYX7^)&+N|SF~Z`q9S5WJK{?`^iF)$|?oqfi zYszxf8AX~TYxt@X-AQp0eH+LJgf@5AXXd7*WoAZmfGabhEhnnU^iYBp_iKAz zPvqr`fV9a)UB-Ad3}B}o2B~$BCKTx^FvIZ$6*8($j7PH?kKd%- zh)-Fhii(I-&VN=DPH8$-?5ZVVnbfE+J(NpFgO|DQ=Z%AJDq)Ra#{D+<(N>h73Nb>% zZ1sHBrktVFyR*u$>C;4HeVNCTJ^dEjJ)2pN`hq)>8piz^O%X~k-4%Z{|(QeOJewScw z%Q~?40NT&sm#f=7mzHph4rQbZMoxDxl=J|F2v?}X2*^YnCa00-ZV0xydZL^4sT8@+ zSz-kvv4`)6HR0j2I9i->^EjZIDDyblrn-|b_C3cjjYe?6+iwNyY)uq$gzMeYttuNw z{kaZW7{sny)wVxeD~RzE{Y@loG>hZ_@jUGb{9#ekIIpE6tV9VaWeI z{W}X@Ty~6VWEt=LoKX?6*}nRQ`4)ybSnqg+yCGJ4F_@>S`?uNPzRU-ziLqw9xDsw| z)O(^Lo9B2j@SMwMdX4AD3w9ah1`iIji-npIf+GI44Tb(oFhzI%9)3teE$JKuv}d%B z<0SU+xkCmOqs{V0dGZg4qXQFJyw_F~6KSv%dKOCC1hpTqk|#0@p+i^??^Ka*Yz;90 z;a9#ivl*X%YtqSp^E$E{D>H*Y~B?_8svsRaA@?Q&!py-=2?I%s-`=lx=ktwDQ}NB1|A)r93) zXs0=!VD)dQS_gP_Pf33NCnX-uhvxSG)CDCZ>fCcR`f>+>J$+Ib*YofkO8^B=n$Z}l z$JF_=@>}Fe_b!pRv0svXZLFsEp>Ie1#9a(IuL$)MW|G+v?B~6Sy;Yc=5bk(RjJgZF zX6Ih~*^SfNfe7%1O`LUoojd1QXrf=XG9Da%wZ5gzP&^on0*J=OowImPpgLxooSdB3 z?Mzn?PX->=QI#%@$^AEXeK*!P=}_>{wkdKyOfm{f8i&Tt75%w@Eo(awE%T@C zQ3^#WE1&A8PiFfelA;h6@1JWU^33{ra*0KgX_S>Odzp6wgq9(0KH;IOxax;;Nal2HK zqic{b|2<139u){x<8#G@{};#rh{muGz%pa?CW?&z8+-%dDhuuh{{4SH{!a-1|D^FD zhX5-I#T?br+u9vfx>w0|)zE*!i2z`vA?kXh_(x`3h@V;!h2Li==bblEb4FJFaVMdu z=-oR}zWIb6UY~%^rZ2Pz8X@I<5K=(c^e`>#I}{QD&yBFD@C`5d2CoCD^VL=WI26JX zak9Z=Sgyy1re3fB6>&d2w*H;96v|;jtG*-N(COGIYj4hIyi41CKkXBcdR#BFRnc1y=mRQouxl!&~dTdk8Iy3JA3#Y zJ>B9zKP=6OAr!OyA1T}qY|TbCb+BitzT7>y-C*)^@O=@JF6;Q%F5cs{%TjH+EYEAD z)X^rr9(O_3^}*sZ<;C%Jj}st(@}U9#sW3BEM_{7rY7!CKg8b>?^x$Cc&-twFe_|UY zH8kUv6O;K5JpTI$G;9!k=hauUVQ+hu_~9E*&Iy+jMEkNi7MJ^chSafXq&B0I!`F;8 zr)zfF&JIDdg95%V8FXeUjyiYG0JMEaT_?ds&qx?K@Q;@U2W%RltDEwlNe8ru`l})M zIUNo}HxgPce%9S-*q351t407*+e?kR$_N%6=)ciDOpUbxQVZ09WoZGya>7gdC z@5--NTdKKv^5OHcyJy8bc<|;>fu)z#rpdt0MaT^875ft|7=a92F#|YJeza!-6S&*F zAWtCSuKM1ay{mrRI>DzZI;}$g{+316$L>W6AMdO9w^UNTUT%8qg(c5-sK-3IH~)vt zQJFLO_s>oHuQ|oqJEHRAtEOESBd!R6%vv>-L8oJtsJan2AOu!~GG%gZ+;T4Bjibk- zTV)5QHM3gY`g){j=bjy9eYYf*ZVFhp;kw(NqwedhD^`TP?mGnbpBX2x>7-UWg%>ih z9?Nn1RHn) zM{ooKFlM=5q?ibz3_kG)HE0=hu!|!*&fx$PusaappuV^hwfdjH5Yp&qvjaZR2TaQh zOk%*H!~;xLlD?>JYX%i7j}E#byH{WX18CUv!pRI&w@Cm;`w|5B^-#URD)6H|FMp1+ T@Qs%<8Gyjk)z4*}Q$iB}MY~RE literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image04.png b/_published/static/image/collaborate_image04.png new file mode 100644 index 0000000000000000000000000000000000000000..f64fa824e85cd84ab7ba41bdb2555cd87c36e682 GIT binary patch literal 103799 zcmb5WWmI0v5-kb@f&>Zf?(XjH65QS0Jp?DXySrO(cl~g8cXyY|&ffc+ocHdZI~WWY z&7!)hR(I8`S>0c-oQx<86b2L!5D<*Gn2bFS9AqFNeA~t6rJmIncZEZv|d=yot9?C7O=?<0D_DXaTlX$ z+M&Tuq)oJM0$`IT67oS&`}j}b->h}9=vLXCx1kQzKY7{I#gzT}6;921h2k}La+1nw z^H#&@{_!O#k0iVi2pR>1zy~4*1c?VsK- zXIxPp0())(66EP)SeJCN?N6jDvZmoOb8t})s|X2sLKjE9DPw}h(EpX!4DXYm<&Zyj zs8loqr_anbEnx7-LOw|$r^x$iq?GPuyxyhIco~2PmoILt+Q=7OF*pq{4UN`mT`bJx zE~X&UxXRtBQ}U_t?d`wQ#rQ|Ze-w6P1)*-)gR`Vpy6-9^R(ef)Ynj;h0sKOpcwEE~ zfBd4OjNM54y&i7xkRe=hWhL`cIQO+;w>@y=c>V~#ZCir5dG9kx(jT@1Asl3YvazsA zDv`Bivm|#}|3JoqFZbI%V2YAtK)krAV5wo>4GB3{U;-3ElrkPUAhWO(H@RP;{f`3& zz8298Q^r#8H^{3es1TVs5X*6O)SmV&Yua3cxzXB;xVz+=JROFdk`KEh&kpWVVeHpZ z^tUYPUun#TvT7+Jk(2up33@(`kDnv&_6HHDK?b~Y;Rgu0>#uq^-D03KTNSM5;pO5v z3GY5(&k}2{EtmRoiA~8#N{eiobg(}7bGGqJx0-YMKDpUg^8!a_6gG-nc%dJNkr_ob z-Oir?@f1fP(#L)meW-pobZa0c*4!MXZzEFq#&4;mKe3q&W?4-B|CnsZ#45>)|?vCXbd9FjAos ziXfiJLs3CPmJM-;x$mxNg@LEn-90DT43=g09@<~#paxjX%uVbt37F3qWQ>!ql7FCn zcNYCdlxwc!FHo`Q)Vx=W9iV)id&J_I{Cp?c;phE9lP|wI zXss*p*aG!*iy-s>p{crJ4-&@isW#Lwt=XnkfPk1tJI|u}t)c;#H~PQ3V?r7diC7y@ zUe@e&8_~sMWF^D@&8sPF3*pyE?L(W!e5O>XU+(bI%T{-uL^`kW*Yjae1M`3|wOYY^ za~)T(M9Iz{3$9!={2{eN^|cl0earIs@eKW11)46{PvUNN^*8q; z{fpUDkuoIMm25)1@k442!!DLlpZLWiUX-7tL)^DBrVgC4D?5lxQznuy|9Kb1i{_WG$k^EdL~}JwhmtcsknaOE_GXpUBPpbL z+iAovt(8}>v&E6?#Ttw=$un!M3zuj&R3`ijWFDD-keIFh9d{^{Z@^ZMF2|B&0z2dw zJBE{bOvF$qe0gbNX40oV&nZ!x8`?c>z)C9Q3T!b@Y?OTjPxqM9)Nh_`fo`?PCx!u%1TxP!f$51bR?pm1h7ZmhRNr!V+Z|o3~;_GTvN<7KgV8mzR`v>l*>CVQ<8<5`MgtQ zDE|xKQLi;r0xTYpODQXUm>ItlJ$z!d{!-eUVV!O9kf-!Tq!Ym>B_(dPBYm(u=LZ|z zR9Umj)qHNl7d*sz{4d&;>J|Pa&#yt}=Sm)Bp0DB^G}}D}nx@TWjJZxV^Xdx0_=1N{ zaMzN^j^1sDB11ce5>T4YW}6}nczLErcuTD983MFHQ(Gb-ZOVasZ8H^=@wIfsoTy)5 zS?DrVRlq~ml8<1okE0&n`di&H_i5g^?gLi)r1C*lUx5zF zUhuW9yOH2XaNi;_^x@$AP%M%hrlZ0k|4K&x26`6|NR{o*zBD!~WnNa9p>kL8Sk9hp z#!@AV5QOV^EEARN>TPN9aomnk$kc}|0BxBngNIxP&)H|$VoG&Oj4i1h?FCq`#|^X4 zOr18%ER)m8Q%(tHBn#uE;?s@9`_$Hl-Th3g9Wt=W=(jHKwGBb7bC#E(*-}*Lh$0!z zhF8PSJNEvX?UD;GMx_}#ZFDp3dkdAM8*jwNFESSZzo1ditzhEFu#~Txg|}YpRZ9&g z_oJx@rJxQO#{wN#WeJ5OYmzcD1scY*Ov#SQg9kd0NKWRigVQHtz$`cw~<+12?k0Ihd zQehP@gZ0?ftxq`&KN(PElIh1rko_7Ho?d2da164 z6mn5j>wTU~X4k=z{%MnhVN7~fV=9hoCjBjaWNbb>QBAILM$BMaqLDw6DxKkL+{5!U z)tRqJWy#C#^ZV|66RrDYF^`o;lHxK!>Wes!3so{CsLDj-9g7u+6&LrAvyN~vWTS%K z-f}9`S0N)}=_0Wuq(=kK83rrV9j?BLO)0-C^<;t*uTQ-d_eU1{0D8N7YDqoVKT`Ia zDJVs(^;|cW@!a8$w`->9J5H5zX{a#cDVj5DYk~W$E_}hyLL5hXF}MC=K>@O~Y>n?b zhp)?7h6_caxanW@_F9gGIkz1aR*=7q5jCc3W;2#C2>RB=Nmh?+yzU&w;1rm)@B4#qWH8pWc$E{8P_#XSBJ?)xKai1Tnn zu7D?YT7vgc7%q^RZ$-Y@s2im`y63^fgk)V4ii*D9ubAR4S1n3pz<~QBiy`XLz)hs z6^JoKBlbUYa5TDlaB{Lidl*6|#;i0dW$os~@S`y=i?q1KQJtME=C#JSBag2FlBG)& zt`+;gVdV8h;o}^wYRLpNDkc0&7lm@~}bb>MDpC2cl* zx)3IB>!MV3r?0y(SXkiCY?%JG>+V&!RaF$$)gyJH@cu;p&IiORz=sV`?4kyL7?upG za>lpmm!CIyFOe!&;JWis&EYl-w@csohd2g)IergJiDA3-RwQmcv*DwxiN8nZN8qPWBn?1{k($KXZtLqw&Tu zGn&7JtXOGmMZAId<_%5{WRy(@71*Y^LtfE%KF_+z;on7Sv)9o2H-zDy{CK!~3^$7+ zKfyjpQxiLmOl$g8;WDAk z{s=Kq-c}G30H0C_?ZgU;HBCvyU+zEAz(0j25}N=FF}5~3f0;v2tyBcYFQ0~6E7VTu zgM-&BxT^wVqi~+LGj&pbp7-3H>fD9b7tWOuUuVC->K$R=8rAbRh?6HNSLq&(iKw_s zxJR|ERWCvM2|8*DXo;@b^VdAFXn1e(Mxp5G`6DBI6g(Sxqr6s8{d&wl}eyio-?NV#9A5bXH_;(LSQ(0mN@ zYQ6@S^Zys^ex%WA&UTcX4YQ?bM`P z$bh#qx~-4oW=_9ZuSjQ^ycWEkPR{Wgt*c&>iL0284{;|`$Tb?qeyDy&$M$KmRF=M?iZV@ zCFm!WKgU-P>(|I%AXhvS5uq?I=l$s>lyl`ETM-hhJA6?qR%G>$^3)8bsqOZcP*M z#kkM&e%g+tqo`J*e9Dx}{QNx8L<%DzB{?%HjvC=AQ=8>gedQIiVY;(L>vdtKO|%jz zQMoQ#`1QrKBW(cRE3!0$dj$DS2J-}j{oHz7l1Be>tj}{SVcxw`HFL5k%gZ(2MJD+r zf0SLSZCvIyjeX|!-FcUE55TwQ6F(fUxG6`@D^~W%?x9H(Hh`+73xQv zl{uM^wqBGC(IkJpyBSkR>e0w~>GAy2{8%X-VfK*IiS%r)K3hu_^q(!oR|vl${g{=o z5!<)C>dD1P+nC?ZZ)_9P;pn1HTce1CgK}`7JAhSGRx&h12?={+=i;DePc#)+8^)EO zpEP?2O3?Eu3DO3Y6ujUHh*#D)+AayB<2x;)rul3hMHUS&a?@m7FzR?vy1{P}?TkrFy z%|j1E-(+y9j_aOEr3ykKZ)3iQHhVc|fik?eQCz&VH4`?NtJea9{ikSR2e#S?j={K< z7!83x$^H@cI)7d9CM17zB3+*fHEgT3lhSEG1LqbZrT#;#6(UO)fh` z45E){3av!GW|N8X**Hg%?FltJ3SSMKftF0&*T~yw`}i*TP|hs(J;?=1pIJ zbq82RV_YQ+x~?Nt0e6p-=b{?*pcs2&v^Em@5z z?Z6jKoA;NITl z20ndSwI*rnJs)7<(nWZVeSmmy4pwv6zl6hN)%4V41Y0V@lh_(Z^>`BuWII|2ZO@LN zf^6+5VdGZk(x&OaEo{%7>!r_2`cq}{bN_S-#_rc_K?t|znv0%YU;&=}jqno2V5c%< zJ(7R&l+T$|)~7vldpv^g+c)wa1k!;0o%wDPx~0e+!o@it|hfwEGiNk>DJTeQoo03vV0R>aDx* zhepgx#*80!)=9ao9K7tzxs7@WL2vY2>e{jIJ#))O-$@^$uB!`dMYWv{4|Ozdu2NT{Rf&YI`ErlAHk6I4#cXL~GwNq%zqdkL{*7(X?$hd{Tl@{T zh@m&cnHvl}qXmm$_~9{|K@p>2{Z&P$+!vDnh7g~Kt9Y~ytdzvGlp3>Ro{KR98{!^M z_J>^yWm?1UGI8<(Xk~IE4f+Vg7E#5gz0zk^TF&P2ar&35W-8H`*u`H`jrlFJhw%iN z=K!wmn5OjIGM0O8=0?R&+a^%>#Im8XiIGQyc_t@fIFSSar8;f|&?o^DJ3lVZXidh5 z#$YgE9(5ztN{P%G9A;)pntC8&7#%JjqP2UTn- zzv;$J;wuT}O5mZ`Jraq(NBJy&LIB!d9(k{*h!h`ZQes2pTFx+er$4R=!`c z@9;7f9Yy86yKaqTa3V}mUjaHs#5jyApd5W+mTS_VzAiRgADT>l9#4kX%6#yv7m2W# zShnFt!K1r0V=`*6RyGfeh#YQ>b9@o8&b;iBgJOx1C)fK0XN}7Sj0g_ZE=wJg%#}SL z)}=EW&v@vsb->5Elzef-*)92_m#{aqS$w%Or8qH%bhQDO{1TI~5_RSC4GzMHG`9!g zkCE015}yS5)CO!i#6^b#suxxO(@BALh?3k2GVRf;eGjm&7<={gPbNGScou!t2F@iRdz(GL3bk^j+78-KDVGw*{Vj3eEgCdc6v&VPqKIkHtE!Fmy zh_lz6Er}L1Juf@daFI{f2Ud(Gn-H-&MZT>EExpm3usk#*4WZB0^%vfUea|to zk*?hesiR52+RpI>@>iTTv<@W8S zF)|ZIn#0*}K6=~bA!EE;YgRJ8#jEGh=6?O%(JYQW^?|X0EMobEy=Lo59yT*LG3<-6 zuQ^%FfQdjmb04cbGM6kXU0C}j-EvXjjlQ(lh_2sa^Y&Nb9|VaOxCAWi@VWr1M!R-z zgjS9Kudv7_m<5av!2uAQbIXCH_!Zmr~ zKsKNU>UtPh%}*UCdS;9bcGOXi%YFS1(r9J}UVfHP@6fzix|aO((w2Q$CAPJMinD&v zgQFTl%+PJvt{EvJXy-XcgS#sbqn*27Ire4_h-Vv;^0UzXv1eHPx`9qfIx%*+@JMNo z*wN}t`2AZ)c9%9RQZe-19pk0wql`~mn;X$QBi@9l7z$$6%4vEBm&iDc!tMHx(Tb1^ z@tr$&gG18`t^pb}hlld$&36SeuME$^zU-TKuWr~kW$f8@u;uDQB zUvxb_&j?3HjK4iX`pPNf0ZJ>!Zl~MVggMWlfVp7i4J=NdWHsshy()CCt{#gsPs&~C zFg4awc>Rg|Q#@Z^yLg2ZH0H(j+62mDg~|VAAh`X!s}W5xL-pEMHWC>z@HL;yRXTkP z*2M&bLr#RN(tbH_^Bb~^aAOX|kg!~RzJ=ETP<+B2KN$5EnR+66Wf8Pza zoYMy#nMN^t!_^=m^YvzmQlDqua;=2{zy7P2LWjfCE@xr#(paW=TD3V@?A@LHHGIoG zE;Eh0EzvSkjdI99KBnoB)WGSRvt*g!@box(P*{zzGO?D#HwC~xtg*R&htFpFjC8`H zn;+jZq9;D2!eJQBx6YzO<=cD=2bTAQvQsc-a%X48aDxKkrVH7IZ+SJPKP~Zj)M>*q zxg+?LApw{H?wXVny8oK4CDYk^S{KYrnJ{9w2hb=ECve4R(iD*kbAhdt#K+TLHrG=U za3>re2(8A@6cR;@GuvoDquu)-H~~hU%R&d}~P zD8jCAdnTFs*o$ZA7C7B9vg{~e=~{eA7|yZT>Cs&Cu~YBDoFYR(t_rdEn{BY62&GYk zc&c>lJo`Qoad`sz+;_`Ja@BfH1XnW$YZs<3Rs#R+ElUQK|f2Z)<(uRV^-H;VqTK3G*{bvxi^ zP5dAAjXa@E28scTAA<3G3I!wmg&n?VA%CIxz1_P2mr%d#nZ-?n{PW;pb|GwLN6p1I z_qnuNqr|<(JS|rUQhb(nW4*>uf_niHY%+WB4DQ)^X8lWl#n6#WK&A$F@8!#-kgA)p zIT^NP?($BtXpAC0Vy?9Q*)4ea_p=p;?g?pocB{@w1(h+)Fr%H#J|<%@@`&}&b83#( z>xKMS)NR=#*efm1^hbYxZJ%~=%@#cFwq=*STm!&;+S>O6rj=T@#-QdXrHjwbEC2D+ zUxZ27S3KN<{FTeg%gM>f{*o|xYjjiOUDyU@w^Hy%@&0bgYW!H z^BzcbTQs5=rL}2U!$@t}B#~%K#p9<$hHsN=*wVYZD!eV`vG)W*4yj}eZ*PcT}B4^w?$xTqoP@-#{2C12(tU|>!IDX90aHs zniF+npA7c$3kp)SQl$lv6_~!p>&q9cIa_%xs zUF?8x&pS(z_XLt_O4I-98!6y_F1ISpWaT!ZM&4|!_Ps1l0u&thP z^d(#?oP+u%!Ed%~B+)jj(}VT!bQbE%ak~GBvh@TL)M*9aS`XvO;pghyxrrS-=E1`! zVBv6<2&5-HvTueE(rz1Ds#zKcx?>@C8JO5BwK#f);Ea5?|JLD_Qd!4Z*IkksIvw8k ze0EbT#uH9Qg9*M@8U`3oyXD#b4F5j);f8}Z(B?H}QnBbp!FiO!w{&k5f$(*GldkMt`ZF@iX$qMwo@HLxx4B=h+aP3O`d zZ14mDu;ZwPkpG_??gx9G#R!p97CeWJtdIR4VgK;KRq%ZCY2i?N|8jJHA1?BdA@#0s zDz^z!5aj=}a2ySiy*jC^lI93_ zgkXPX{cJU#z`ux1M>~5ufX#A6HqG2t+2<+=XBlHFEpB1CdUKEcg|IqD5}#if$e9Cn zPMvN(V|iopD%YPv?SNTTNVm15{-(eA20jdJ4Yz!Myp@$25+#AncXoWV1@Re|+X?w?sh1Png_nzJ0@_z-DJmh_Bq6vZ0rZT-NaPk~ z)1JM$LE((p1O+)UmT2?*7#)4m;~~l`>Z~z5=jX!m(7i$pR44%dbpMz=OXr}f>-**z zF*&h^uA=FH(&{v`BnESYewx~Or*$o2CjBJSI2jK9koWEq*&G{4a+5fF9IxBgIb#cGT$YF3H&?A$uczxtICg*2T^8&5*J5 zgD0C{W;N(;e!k8?{NCe-3?-~A6V0C`6O)>j;6X}%dI_eGj&%zC$Raf(j^VZVgMzVT zB8!ok8})6yIhEimg#48KXOT_AJfCoJke92D^WujWaoX4w>(=W`n3mz;(sJ~J-NUCn zNkAF)X~~O8M$&VSY)~hsi=A`T9bmb?9K6}jVy#sN7O2Yt9NlrWbJH(yU^P06?gXt4N+c?lFQA@mOEAk*fbr{O(mfv+uRQ^*B$H9jbJ&C) zu;<8ooef*I3x{bP-X&A&Rct9?%-<37l;~sgaRR3x1y#lFt8gFb(#kYu>e+XSa0U?X zUb@JS#vvyvcmE)%`J&~J+~Iz!#e ziz;tg);Fj%_TIEGw59R-Kp&Y2Xs^em{lul^L%f^w<>$M$+7$I-tK*}lrB2%SjfRkv z&!fu@tARHKpen1D({kmUb5QQww+$e3RUbPaxmxxE{KdG#nNfj>E4F!0GF|OSpr}e?3y!NtO~J$krY_h0Dlz!nI?nM#%!bs|%Z^vI*XBY17lhtdwNCB=^>8A}EVvgBVB=D)U2h1Ffayn+W) z1P1FRVFv{}*bboM#e{vn0JQYPxiMn<2Q`QAIr(Ay|ibt$}}V$p})3pz3;EEIW5lWXcwKN(ff&o_c{ExVJvt}@?X zUM;3}#9B}bTIk?5WN;3Ef{zb>HS9HAdu({RMV?KhHpJZH@PK|bb z$74)>bu_B9yD#w?f}aC1I|`5lcJ!iAqJqH2)FkUj5gi3gpQ{;FHuV$?keHpOmR+Vv zBGApRne~UjQOA zo4j`WSCb>dU}5g|ZN-c)dpX3p%km*;aTr);Nz5i7LkoHcsCBHK;?=mmWaR9(>ye!x}WCLf;odawAPY>W`SJYh^A{xQku{9QZ#7x29r`!b@b=3wT@FF z!y<;M$$;Hk;F4A(y>(zKvCRAK+tn=8*TB-VlGT>5-Y`(T6KQ?9``Lfg*0y<1!;iE; z_A5!6s8!@FNLw$tCEW&&L1~x4CAL^{I zovo0t+#(TIscxF+oSOD8!Mca8jd7Feg4xx$6US8iNUl#7Uo}TnrT`6soWqa>i~uOf ze9m2ef(0cZCM}<_;lgV(K+!V#O6cJWt5$)v26bxlY-amltD7}+TaPBy%I}7*C$G1v zK~?JPQlr#zX_>24SvVv)so&wSuh$vZs&e)w`a!29fJbOok*r96MsXb_Z9kk=$JOKc zz(R27zz%Td_!im&%men10)XZ+>T*-^#bK;!F~f50fe5!*&(J`%n!-NcbXp)9HY#oF z>svsojaZ`MQmeR@*9@Tg81?DI6k;R&{V{$QTT7DjwqbAUw8SSrUAkxMFU;nXA?Y0_ z=6LRU-ekoG_+M1kDahyTWx#Iz|HXEW>>p^YrS;1M(7zS--%s#;bfvMzKmG6E1ocO& ze~r2sIQ(x2_#b$Bkh0DG-;<4ae~mYT{UunKH4FZKr}Tb4YdJ^oKYGe;D`a32>~8b< zSwL_Zw7PH8PrA~WT8z*H>dK}HFubT9wtzz~jn7ye zKQ^j$I_^;H+06}Vz;3tS_CgsL9oc?!^tEOBLtW zQdWY2(2wl&OmALZ^JL> zTx8AFPoQyy{gnW!n1N5r+ytM_U4~<~Z44<7=JDoLb_(~E***&kHBrF5HJ|f#6siLZ z!}Q_{;gXAXpZo)%4~b;}R5ka9%v8hcKB6g5bi>WJ>tV4TaDDSK84MJfRFu(!qf26T zE2riFIGqt+&x^1~9dfxZ*ywBmnHyc71O>QHG#0rYv|rXcA~gYdB(gZ0(qe#kO@Zj^ zOxnm*DkPp}TLJG9+v7khaRdob9y&h7gqGc9EjND~oy6u(9qB6YLYv{&)d6Wd(iM@j zDT^(U`5e(XWk>P|ub&5&S2TBGH(L1)ubl&_jmkobP;e1w5FKkxKS+lQi{{~>+m)Ty_zl|qgJA{xR zSxw60@~HGd7tfm=E(IH=2qA0LdUeaOzmhW&mS6q_FB z6}q6lODtBhXFC5!p5V&4XbrRC;^=mweNndFSVBGX3{pO-VkR#N?R17yGOG;W z%K?WB@8>-WGC#dqgxC4xO$JN9x-guV-xq`qm_TYRGCW=*1a@$Ui@@D=J>y(S4sr9zRSR-&i-Be0ogl9?(Srk7UsLNJbZ zu@b$b{hoQ7w}Qbwwem%pVFqlIKF+MP>Bz#D_;Los_3ZFxK&L@Yi-coyI}0V5P?lCm zN)F~?X}ca*(+hs4@z@Jq{EjtzzD}N-Hs4<7Dwf#}n5Tl=G>^~}Gl+}KWN@CPR0t5t z6%v6?X6&n=zwdqB5iFzxA4}e;$gHp~(4IT1DLcF9^X>X1lt1J~q?8<&4;*mMV8J}) zDn!2U|?O?#>j7*9025aeaUojMw;ieo&s230NYT!I1YgrFwnm>x`JaQ)S9b zVfmu5TZ~4{L>?3+C$z{xX#Du(_sOCu=H7|hFz-d9*$j+wv?=jLi~xkQQC)(^UM*%t zaoHF|A^z5~jB#ulf_u`L>E|0qX0>$ny1O*{QGrMZQTbHCk)$0Knx*fqHk|4rEy<{c z_H{L@(*sSs?{R*F;>?|GRfjJwYAIA&J&)&-Ykq=S8S0xHA(GZj6v0?KcY{Lkip+X3 z&v~XQh01Pw%HtffXZ+fqUn0@4Q@c^hbWVX)k>PjId~hVnW4il;s{(tds;` zHBO-`^&4b$(G~nu)3T~kR$=z~ohms(fxrWs99S)KjAe9qMk!BMsEuWO^JXMY^QtUd zK_lh-GJ!EINDN2;_$+mCAUS3#Bw0Puw{gLh8Kk6)S`Mh#Vb!&BeVGh^J)Rhq5GN=$FPK%COvZ?Q; zHZlg>rwBe*3z#nV=WL{;SlFAQy8H`M(KM((I1{O%HR+Pt-AqS~7r&Ryf{8wvnM+)U zFxrzhu+v)~Lf(I2{31R8qysBnJmar5;qb)|uqCrn85<1q*7)tVjDs3o08-K;Y=+Br zD#a?Hu1aI!2r8S_Yu&>V5NWc@B@0(xX+C$$QdvD)u&5{}Z3nu747{`ET3k@SS>}7K z2)f9Z8Foe3FsneqUYR`D;jYA52#Y$@5i#T`&^zr5Q%%{M*+He=+J4cX*mJ^a!Jj^w zXrpw#P8ctjrxgpbn*E}QEF2{>@=8jcfhMKgX+>{YOAnfl-F2XN%mP@`<7U@j|A`)2 zouN{eY@Cn+$7UQ#ev;@NkkrI8-PM~yKX)}+mwcA0jnOJDDKZ=~jPU|Kel9pr zsv1+6ig$;NEv40{#y3kuLeAYU8jJ_Wa!nsK#<&=EY@S+2a%2ns7wa|A1?qYf(`)!J z`(u3!32hsKAX@<5NHM>lUS8U4pd*1HdHb`QWF28$bn$0qYA7_K7FplzrSrCq+p$Im zr{(Nvu)38xKZ((a@Ed5%`QwrNFNvpTrJ_`)7FC{I(~>z@;_Wqe8Us-l++Evt;u(Ak zJIRRp(RL9fjWGnRj;}FkQ9H+z9;2lOAhj+auLTj;t!_lRduSfHTXUrh?D_{hb4NmN zo7%nAxui!A{FB@LUk57suoEcS2!r@EL52vK?42&W-RSpO-&(JIGXsCU_;@Q7?wU<( z9h&G@AHss&N5!RV>iQN;sGKMtyzT8Vh=m=LVvFpSfOIX5?`kmE-k@H zE&NW=h0Yz*aV+<0#*U0a47S7^iZ zceWq~fcYRk5vA>NYDA3l>Sor`s?9uDaZN6x+3lEn zin+BR>GDdI5uI@qPVL+BOaTg5icpJmNj+X}V;~eJm$f{twNrUo9b}JzfP@XP@i*(- zo)iMWBLQbLM27zK+tWnIoENuqDUWtRFt_-#&9t4G3)M)FoYH2Q8Ti}z!udAJJf_{*8=MdElg@G7c6L1tc z-}S5F3HHh}@W?0!E%HD&;HOiYD+>6@KMut#q;?K}m8eelQvW{sW_JO%VH!ef64wQ7 zEn&`1xEy9>Tvt`!ya*)?E8sseBYdrcb?W+9Na#4y=FE8Ne(hXWBNBVWX(cLM6d&i| zy((8{>`=0IiDqJ)@FbHKc0TxS9)CPvnpW_0D4o@jXKF^Y^=&Tlx^GP46Qa*g%CGiK z%^qak>ih-#7MVA0Mirt-l&^#2HR2Y?P{}#``Dcu(LPbg)YbAa!Aty^(vompIB)>#x zpL8?#+6;DgEajJSfCz_|0AYwa0i zT~_rd8W)w0&eazPll?wGT?Gle)jP7_ZHhh|!%x0f zN)CjI`97X5QpHw#+jWJ(1s8it*2Q0UuO@@gy=GSvOoS|$wnfl9jL0@N6UrRhUT7(E z5%M%FVqw=#5@KzsGGG#b)4|8Ovn@L#`Ww6lAEOA@_ghDtFYFi2TXDEEosm)F)OhZ` z@X%L|Bzk(tB~JfXx)FZWG+ew`9m*Gsq{2c-lCqQ*#>;J($ZLU=O*rCfl+Am-^i9Ff z9s?B@5&ap1aPs6njhN<{w6{-z&(Cq^;jTW#O4`XjXZB`wUBB*V#X8@_CUCWj;}BR@ zh-+#wD#CH6#X{jWKgMlhRw>YWP)u%ngfM5t$YW+EPFZd(J-ejqk@HPPNGcr}zT^3M zeR|HEG~C5z!s%7R&y<;^teRQb$sc-S#}+S2h>N*(&zT19Y(G{BG^ms-sU(?wwr@S1 z2NhL1s?AlC2AwYx^D8W?Z6JV@kUc8H52gb|tzka;{E;#>t+?(~|L)Juvg%X>XkomsgWqwYy*mYPMxrfrb((6RRb zn>Ehi3IauA{gFMsS(^sDHBV~=TJbHVpkzb;)lcaR1QiPwde6;*spAX3?(-Fj1P?P38tH(F_E9{wrNA{&hXTa!VEWe_J`a#NIZa zjQV_&|F^Qws`=}Fz+!JT&qw+Ho9O-f@0}7rS`NxoNx}aN-doyl{QFq|AFRb+WC2Gi zQ1f28G}iIoXY&6V`YoXBLjjZj+eCDsozBkX|0?GA6D~+t zfxCg)l>IN_1^9!B!1a~sCHXzq&$u|Gya{8F?@u?t^J$AqWuRYv_t}iZx=Vj_5U2uUJ~IeR`hkL zm^7t(E3^WtM*5hyp1`|iubv>-{kJJvB0$)~&N<-oSWI-+dq9Y!W6MK`p&yN>4^`MK z){Grh|7ncjAb`;6j9I$IUPs-Kv3&afUFqm_2Av>pz?Pix|M*;k<-c6+?5v9LzfHA; zs1JX#_y?E#@fto{`tkUNL6((C5bVeLbvsmBm!@eax zAd}H$AehkK9{aD5WyDT3hh;|L@ZUZ<6XsJ=kyj^Hxay;cSfi2AO_fk4jW@dyvB%O% zBU95-O7C9;2p0jA=4ZsPv@{!){cro&Y19MUm4pnm)XJqc4uw(ur8VI7NDRLAgZ{n7 zl0I5+E6@;Uzh4Os1xRwWiOsGeMhel*5wDFv$4sfonMw(Ca`ZF`;-zCmC%5O@4u6#F zEJ-Fu{K}7|Ew8aWX1(urdYMVZey@EuG)nGgJALjU5ZDd6MR2dLG48jD^6}SU!jWv7 zm@K!g7l^-M8T7{jN%ipy`fVt8DxcGmaJdc*G$v0)Whw(Re)iflcuMc4J;apVLQ=NA ze6jL1ciIruAU=e!k-Dbd4BZbL@(l+FtzNz!pvyLqP&~OtV9}{Z;`3L=e9o+Fi#FAn(pLn@EyI1(NZ^~{r>=bUT zCck3oWmTdgI_He%@z!k91UyUUc&sRbf8bYFe>XCQ5Q>U{c$rWZZK6*3Bte9$mn{YvH|ILvEjErN zKg5cW;nG}C?N0^%iCB%AQEA$&G%HP{@`9;@7g6GRYBplpu zro`t0!wr$(CyI0$`ZQHhO+qSLOd!KXfyYKzVsxK?6W<^Gf88HIM zNi2g0NFEknhwrwTRW?DY#J4(k;YjF_(nR?2-*%-+qMzKDg;*}mKPr_ojELVFP{vst z2jzUtVJ0THnfggm?ijm`<#&EJk|1UbNCnkrb~n=Fsp5caUF17mWm8>P1E%?*7LF^% zSxcg`hM$OdMW|+O4Lh=&Y(kP`F}{du$Rf;u^@6dIClZ?duPGe;V~3o0oMHdq)=yiN zXt5Uob+SVF^e=8?#Kq;rk_3SeR*_0A##jN<1F=#wAo2V^FMN8rLBjT*A`j2x(v6iQ1Du@-LKldP2cT7iJtJ7Nr*x2Py?6Yw5dd8C?WCj9}0K9?88J$ zWs!iccOYyu%LjX~{!^0&{gY7ibyA+^CnA!A_m+gy%Kwd*GB`z_I3XGsUIrs53l$iq;buO|FoF-;_?A#)4>1j z+iqxR(Ce=l{9As0b_NRM9y@}NKldAJSxk6naM0Do<;I2cr!3_7zEzXDR7)f1bzMwY zm+9Y~g9^kbk9|3c^0dBqJqtnaVqJ797JX2=aLr zKec)@ag8&j8t&_(w}eyd0xP)|Gcq#bqvnu8AKZ-t2mXU=JqZ8cnl3WXufsHdyV=<` zlY1+DQgS{ZtKSHCc-u{Ws!;z2PBVY%_O3ZAwWPudlT5|KlKbI@vbNi0jIz!N#|&ZgBaQ4gT8z{_SxzF zO_~262A#JU`2=A(BX#ifp-K0@b<+Rc07Y}a|2fwIe$P7}%lrI$W@TmNGlD<-UnBlk zNb5gD{l=4|+;5~BDqote7yaohuBOG%wg3Hu?+@7E0bd4X`VoI3LKYMhWNw@etyWAIPlA7E#rTO8Zj@z@7}yF?Jh_=Ve+nHD4^#Pl)u-f*9z3 zIhQaWFWq{IOckLa@i%+r6H}&fbUxjj4f0Gy@jN!HqRU@}$|PlCxOsg}G<047{W39Z zXBxM;_-vv#e67gUc2l}L@BSG3^}S-tQ|^rKCidYm0?CM`z3nLXI9FE-R-5}kNEn>vJ``yrD0orExC0wJV2pCS`Zfpe_9S)C8jktK@^G!0X-O}9f zGtYHA`}1~UA2>sbJmK)mXbn2P`7-?|eVSUAFp`5E$cmL^0JXXKf>kBolZM_DGE(jB z3qp4Q76mmrIIXsxuUx&joV}@fFO&f zQYTrH02%7CWh%-e{8~Z&1mQ&dIh@J&YQw~g=X%|-d1R$;0I#cEiGXFQ_W>^+;D^9| z5lD+OH}5o(o~M&kBk5t!QblgY5IzXz)^0pq*+mNNQ;&t4NG|N8HCvLn_8R+jH*#Ty ztV#Y zo_2Rm^Yz)GyYXJUG;KmWlFai+Qo{a;*1IgNE@zJcxx2+@BE2)v*ez+uBt@N!Jz5*a z>0<0DR4OPG6T|@$Mkpk$P5l?XD)eV|45V|ep0Z;4K5t8kA!9Ly`U(g?%}5&LOalLW z+QZ$;Di>r7Kj0ui#I+EWgStWM>f@X~;?jNbpnMWgQ>Q%TV>A8mnoAzdRv)RHz0>@5 zv;<#@Ow(K4LOJu7C3a-_b{BHB?Dw{e$5Gnoc+u}@>7j%m@xp=^IBP3hp~p&(ooVK5?1GpW zQ10jC=A@M7Cts-?=#)A9kSEXLhEWipAB-7-m2iRuOqDd&q_qx!>@LwbKG6?{jyao672&97pmq!t-+#@ z=GW z)0tcky9EJ*_g_}Fy^n1nGja@|uh>(CXY9{=GCFIK8JiM@a;3RG+`DKOuXP;8wdwW$EFQy*SQawfRM}DOqb9SpN-F?5i-&wv~r-P?W zyIT(z3yXE!?iwMpZMYmyW*nl~KA!Q=Q{Hi$W+NY2u#90InQTHyO=k(+4Qgqu8B@l0 zyi5>h79^&tyl*Gd1)P6zHXLt?b-Y!K6%I#? zyHR1Dh(u73|Em`#!zwbd?S69cTJOFM!_j@#X#iN+E?l7{{*TTGE}yx?c^{S!Z?E4z zEw@kWa5vxPtKo5dm!v94Alz|XcV%6E?`^9{9wjz#(lgpJDMK^b{T>a(_2YF zrR&8Va{ZNU{oX1UEVDE4))hc&6htd7mM_HwXE<5Z^CZ^3!Vc$xiM($GxxW?`6e=vPyTpWLRY?DICD3X zpC=^XNztdr$Hy#xPup*pkTnElnus#i@Zmi?1rf>$*XamzS=n#|&3mK*)**ZdQ2e zRGjQz4_Bxe+C%a#`;&-?#nF&oybHR9i{>i4jP&x$=d@R-2IOMq<-A7AJpWZ3fqdWc z2gZUbSCp=76Ryw}XYQ0=n^+xlA>{ea?nLxn`%;y(0gv6k!K|*vzN|UaFSDa+CHeY1 ztqj>*&zk%8ST5V`RrMEZgJncf!t$!&(r6S9bF=P8t4Hi9V84_WxQhIgALNJ@S|>Y@ z_L7r{u37h7Du|Rs43}891o7$h--_^N@>wCz`gkjJFD>ZF*O_SO^&-rTmjTE=-rYYx z*vqH!lY`Zue~ z@`F34S^bf-`oJLdU|X&AG~*+i$!U4{st~e1D%%2)3!ScX8K3#KQM+M91Q{|9QzFsm zbx<5t=j3Q_*HU^*&<1{Wl&iVA$9pK{hM8M&rb+qC(@e`uyh_)8M|}q*%AuAXp*MkC z%f}Jt`{BUm>-MnPQ-w{!+RH=g?P}b1-MH&C0Fsc$>sx`wLtX&!r>H))S-ur9x=(Cz z%wixd1-2T+pstACE=$5;FQaiSq+$9zc{?l!&A9ua)yscS%6hJ6P zwpu4QXhOe~`$rc^O5I+J$g|C!_s1Cp@^a~Carf7xjxq=<5>yxxLQWR3h1CJw2;*!_ zacAcZ=+r`^I??5)Qy&({(#MZemovs@_;H3HeE4vxAOfF#H`dx<1pQl5hHQzv(vW%9 z^w~Kq5lekUc)0_V*QG@R(bmDiU&SCPVaC@8$QR)AF6#Q%Zb)l9w?;Gd?kKW9=NhZz zcvwk|O7nN!*v@sG1{GY^UBh^{H@7{t>Go-?MYF4#ouew01qmBHx#497y$RzFSuC9X zR9&!&)+xQDOk7L~T?*46Zn>5tA!7&q zYTQ~=58_I^wJRDQjlNbxJU&E!6M3$IFCni^a8ebG{S2{c54P1YN*<&2`Q;G*lauJ4 zwXv4AboBFOaa!1`<30YglYqzbIzIZUAiDVutCrk&o+6O>#J71VisX5EyAj@VZKs}D z8MR+aeDV$5q+(g6^(qxOf2;LIiX-d8ofqpbp8zq`Irj_Q-|h3?55gFp>QMl~;HiH! z_fbxp?)M=3$qWhl3{PmRnh^2LXW>=QP6uE-bb0XIo{GxrvBQzNUA!h4wu7@h3=j;V z9-`BVKdqe(W=AnhAF`U?djL9-nv&=f*S~DAr(qccM02q}uppN+y;zwzw%W9SBcDED z*4xHZ3uuviK%tDCG=LC#<>lmhQ;KCtVNR_rY%O5sO&Re#ZhDt0HTW>T__6HO6>1y| z{fIf4r2e>?Kjj(Rt|EmNbdZu@ztZ$qw5q8se<|SZ|CCK- zW((lDH>Cn(E`=}|IK)waZP**BKioAk?g1@>d9uy^uo+wO))$~M; z%Sn*$8d6BIJudMmI9|E`xVPu}%pLOT(Nn5(KO0fT&0OBXBgO8i48-CHYd5f$l8aZE zH6cpadf>zlw|v@6K?4@@{V`u?ad|u5$jpTR8;1O__U>@+<#syyjWa=2=Hr0R@rd?N zXLp_^vmPAnU;B{S{gt7u2tLSQqa{I3ueQ=7+mR}Po%DCs2FwnK^A5UM*CWYcbECii zCBf@8?HBl70li!5sIf4ve}qr9GBPK+dsb>(kvTi-Vv~b^&H+pGMSHv!#5PT%P;2+c zeI?FrLM>wD=j@_-I_}9vO;N$*D^;YGm2w1VtWPCmj|Us)1El)r=O@7cPM`Wtuk1=7 zFS>@xV(A;cve)TcA&E>@fO>d%IM3J1{uL@04bbfwjo3m$)B<|XVRG~?YMqhh6siFJSQxE}+e56*(#Y@XvtffPO$&6WFvY1Iy()egn2Fco1VODzZ*M5GM}^5lmO zVPV(m(ms`}kcNf8B9MvGhE)>kZSN2joicK@{2s9T3`+4J>uOs`V3Pn#`{U(Q3c{CX zOxe}tHZPCfNhppS0IT}iZ$yzd0Cs!+}TI*;wK!q3Qoyz-qXl;(xh`u9PR;W=@q zS~F>GRV?F0a5bmd()p**`4%^&w;x{HTS|7|+GBYKa7>j&D}XSAwzu(ekn4R>)GB{N z_v!U{8MskgFl+}fsfBJ|pUkm0--SNfZ)Y0dWe)cqaAa?dr(2)ynCU0YETpo}DS;$R z1KAE2K%vmOKxHw;$BiAXPxsrj$AHk1`vYK-B<8(B3#}}syNwbFsrfs(n~d3pw8sUY zaAY4DY(GT%$B`aF(VSY4EKb+H{aZ^*%Qk25&{km^u z(zjFm?Lq5iVLSKg%u7-ZGhji=&G|63(EWQaYX1(utUS+4H_*s5gohuXmQ1eS7X!Vw zhY_YmHVq3eqWj$cy2YU@<0xFDsya-ZmxV`SIw!n#YjLtX4|eFIgEl7luk~(HL1VXv znx|tw{OA()@>IB9!k9IQSr?JIPOQmQ5e4Omgvx~Ax zo%WM__-BuA1+#6QpDrPdKT%8m)9+4 z?}$mbhk5-t%t2HWjK8^@lv z7ckOD1G`|dIf?bLx03FeoP@2I1S;}EO7e+vxJi|yeag>j>6o;#ZUMw61o!P-w;2~f zWbV)}7xU{DC<7=Xt1LU?Vebk_87)vm{(AMj9(LsT-i$NZ5bMY01XNV(L`5d2(Oy3Z z&&V*(tq0VA(60aTyooA3hR_#EepB-4rbSh&^_kAo@s5K}LOAGPaA9|SfIbo9@_1UV z0$sMN)$sz+4@2E86)qL_gvhr3w7#xammItO_$&0c{Yl-ldmNg z8N^FmOJ`^xgyLTJ&6HlmCV9vBV)fa!z}G(%aVZr#zIev0Tm02ute8UvMvRDtqRi%7 z7#5&}sUlMpQozuTWRrFlMzY|za|@*`)GEAoU8p$xDL83FB&j9Qk(*d{_NcQq#=+bF zp;D?eqJVD!1<)HbLi*4+_l**dQfbblBd5B|R6uE?0*R5YC1Tf1~Ego-aznkv~tJi0^IX#!Hco3Gy|H4q3`e-shza z-*Q>0+lxf{-Tg`VrjK7fP>(<_SHMcmL+-}5h#+J{VbIar#xcO2m@qbvoPbpmkLlmwHizsC zSvgnN?YqA1#scC>`XKxC2i_xD$BJ}4^oi%l0_V1%w|C~Oud4*! z&j|no?%j5NK=h{zhzJP3ujREVsd}SX{+?et#Nx(?l9)0r&weIl)&pB`ODvujv6D zPRW-kH&!_tLs=n(vdEL2sjo2nWhoE{#4c6|Y5C5G&-s@Vs8)`ih(3=@+09%d&r=0B{|w6ihGXQMlCbu3sI(}E@G z@)(F{@?VN(nDqHyK(vg@nFfGVz98&OzHi&gO$v-swq;Stt%?A!C=5@(y7j0{Hm^RD z^A4~q-6C{zMq&!DjjJ|0ZD-Xum;aa!zuoS5$5d~GICANi_`XZheByPfLYA$xuOXEe zw!=dRF=u5o-W;?%t3=J4`ndqaploS-Hr@0yS+uFmbY(x?%;Pz`TWb_BTZJ3bl~td1 zTIA6QRQT9e!uopj@gIK?JW!DsQ*if{7DS9NZE~f+dgsIV5N#M1(40jj3-aJV)#o^gzrTmRBIy3r*1! zlIC)1WKuH8Y6?>9W8&=MPG)Bfm~*7+dSV?^Yz-2Y0#<5V+m-+IE^c&G}UfFHS3 z0O&qB+MtJpSat3Czh9$4G6fw?+ zIcSOIS}UWZl;Q`14=Bpp3^C(4j$;b@2LO^6C+9?7yKsMDu*LwXf`WozpMQxj$@s9cG*tbJTp4_lUxTbpaD#&_;0ppaYhZ)LNQ;LD zloSB^mEBXD@)C7+P%ztxeXjmPSYvAlEgvN2y2{JPRjn>nT>>5pi@;7+Yqc+}2+RXk zCA4VTdf2zdu02VBLD@cjYj_);T!T0MIj|6!_rkwGyzGo2&R<98Rg`xkjYABKPe z5#pN6ojAgQHxMSs0y}C3r3IUgCy*wLMkuftI^S|b=<$C;$w`;?&Xth*kA)1ji=na?P@xG zVG3WaP6gcSHC3qMD5hJ{+iztv;_B{0#PDG3@vQ~eo~tZ56GThjk01H@Qxc*%JH0%{ zPff&$CbN28UX!P`$uVi!EZF4}5#8wv#Ut=Z*DJ1P0MUNNs0wfQIT&_l@v2%J z#cLen9Vv}P7(Siwtd(2b4q~+0J3M#oZY7DoTijn|v?hY8^C6_UMtALMA1$S~un0G+?!~)bsszzm|_t@Au}cWEjj<1{UeJTNQ$$#p$Il z+d2J>2-jS__;{q~qOtb0K_bxRFL#fJi+()^w8+QDTTy1B<;iv>K?L0=49L5}M4G2; z$>*zm`CH0%qEXR3>dmqpRd^iSfeLa|%+%xo35!6}>)rj!mcj3=wpaZ9#K7cRD$Sw4 z11nn(d*H|Vc-mdtPBqb~Ns`TD!>)-@di%hYvwa!-{?;d#_044unItfe$eiuBHu4@x z=c*!HuNn}F+hZgXtD|dwcuxBw8-^FB657JnnRsAN3b0pU;p`@)CmGMeo=^HKl^`1G z9r|00rhl}~V~!6i1}qhTZS%wd7|xVn{~y6pL7ue3e=+vm4F~Rj^c{V>eTeI!Zdt5D zr6*j?NWpvlJvO&gx4VlBSaBo+<|86norMoCXkDHU6Y2pglq>^rcln&yBs62ufUZpK zE0)Pp(&qx7{CM&Q{HZ+|4&joGI#Z)oWAm=72KA%GfLV0Gh|n?6#jE)`Cj!2_rBS2L zE{r?(Yl3(NoraPyr%Q{yY`E>(JAVH1DxeD~z@*bFtPV)2RLM!j?Qdxh!~{jYa#2z(;fgn~uo9haL-nM4!kye010eGp>@WDp z8$YJjlmUguCFH9db4>VYm5sH(+Gu@mMJ0vpeONdrueEDStC1Buyf1IYW3Y5%#~_1N zEYmF$g6MJZk3jujOzFV<2UlNv8UM^AfzU2Ep0#;XXLCPndZd4D(_nMap71MMP{R1- z;t)e1y%LEZ%eA#I@?@_Vk-wSu{!GKaYv3I%5VQAEZ$Fj2FfdaIZa(&G%BjYb{VLlT z{1lnSU3jK{4ddFYjAaVAR=*MPKf&E`(RxzH7~{` zv+0G4j*3NF&cSUZ^zyvM{-4>028N>_*?27cgJ_aI89~QG>9aFW&4Cq&|G(m!albEY1`cVznz?Zo42Rw1wJ?|fQe}Swae6<{k|~c z41L8Mmr8u0OOj-pu6r7t*_mwh=9fx2lutq#&7WX)4yIgYD+3A6uHGgXC1Ds zLkQuiak+17^i+^NXP^qJ3Nt+j$u`+f_Fp~2uQb^ag5kMX=o7%lT8t*UW+x(3Or^!+ z5ICz86IDiz{QO+hJsFsF^IGArfiWxgPUn$oU9?i%C)vsD^$LA{C|F(1 zHVkh_8#x3VqhW|qR#E+KJQTc~#NE5&r>TkZr|Yfyhxh1)()>r#SipiTj-1r zu^mG}RU%%&kl6BYw@r}%R7L>>4H6X<6P23qP;*=&5`D_ zT;m>3c?lP+!vOgE@8=6G{-DLh+HM|PB8$-jp3dZ$4AGTw`g>ctOY1}L-R^diZ?C9w z!_-I&hL{r;kw{I;$Skg|hi8KrtDZsz#LyhkPHXfIs1?D)!0Bvm?=KV?2H4EZgKM-K zt(HbgKo{$nSN{LN7VLB+OP;T?5}BL+h}#xrq@Jpqn;S1Lufk$T_&wAsQkz$Dm9g*| zKXUJV%6Oo^2pEO23{zt!bM-P%R0uh}!Iu;z+KgXt=b_2w&Z{1ku2}j!5loBwb5*;$ zM3lGeGXoVBtRX8KTd4_)X>>L^htWr|tNd$DY}fp<*Yhld=b%e4Sg9<;53OR}NI*n% zs4CgPANIzhnubt*RCt7{04@5?wW(z~XA+%N7HK&<0m7Cu|7_PLuB0_~xuFR|#}t_6 z6#B%+4P5TQJ115LEhCM!`Qy^1$3gx*&zP<_W0ePD5fel9p-gR?q&`-R!jeoK&025y)-~`+LWXB8IzQ;yhUS3xhe^69%pn8`q zt6nz9Hx^eYNA0geRmMnT)XDykRYKFkchn`%cSZTT5BxT?(M{QlqyRO>M?q6)8O0!# zAwz2>hw~K%HZ}t)HpbM$Pe-e*bxz6Ccy(t6wjti=sl{@YQy)d(Kc>!z4@(bd-&Q#V zyLrxpe(-C{yGrr4c))e$AeJjcX+^PxR?KNCTz@V_Mk!WU+~wOiOvzT4rRa&HBFLlM zm~ki;42!tK@x$D=R)dE|fkENXC085t=ZF1gn@ZP;)RIZTUe}aL7KN|yR_+}9I=(>#V3n=D<_gVZ+|SI(+-Vf%v+Tj1a}So< zf1U(o?WuU?ejRyPWiy&!?D@J%{XLj1;)YeOgk)U(s((ELuL9#dJj`)AwL~`+d9(*< z79;jw4c)wP@V`^>sVK0TOI(E)FEE}*i=-2fL#!4bkRLkK&qdIyhx9*XR9yT9+3JiB zgQ!Pko0}U*NTAh0NMjlKB@1g*KU#KPy=3cJS0GEO%nsCM(xX1N15HEfZ%>IryLza`I#h5c6M!hbPJ@D9)gG}%T&AFT`f;)>9L-i>R$n}A-J#1(< z7@HWn^l&EtTLX1dJmGC__E@Amh}&=?8$^COaC1U5LGtrw>JADwN1u|M1O~b%Asu`+ z#~@>ECZmz5ir&yycO0wRN1lBL%@&#A04dGwmlnF#@B~ETkiiBA$urLaw2~PDXW`hp z#%4W1GN5LtHNVLXe3#0R*o0 zoYwqC7>1tl9k3rvrxN3>V7?PwlDFE;YFw{M+ELK(1e1CHGl%>K_t(dMTFZENz=3Ac zut;Zl{{3uSM1?ubDJnamY)s9!HfBs{N|T|v%kv4-PmeH9+JV2b0S|l2XYBEVSXWt< z^=SCIjwc@Q6~FFkHkm_G1Pr66hxs@BvAi#B&|kH#zp25PUN*-jTiQ?E?xaI0wX7D8 zL#?C7cfcZ&x(PfVmO=|D)5-xHwfEoa_k-ORRzLigFicOC)iD zI4Byn={O1Hp6VgI>C=gW)4r`4@^zDDbB$xdAfc0>^JiS={4FNaZ_8M7y~f(%nL&cT zu3~h>NO5JK!tUxb*4yH+kq^Qksm@SBSvITj@L53}i3!8~=7;%~J$-!qw4{7ZfMV}G zi1Qwj`_ee#k}k};AC5Hhcm3_t115@54!Mi^jhkFSQculP9p1YGh29xBMQRB|@*kNz z0HwQ$P*R^J)2D-Z&UY8P_eIdcfzjC74bK_tEuwYZ0R?fP za(a7ukzvG8+XGU!{P9^zSC80*8Cl`S0kbYduN^~?yh&u!Jf=I@`=DL9J>`pWmm zxU-h_R%-W=q0vl$76*`o{xc=dUsuiUkvXU?Tw**s)$wvL^-*l|gBIIC`~R}wxE-7` zs%#0_A^KHV-)cEF zu8cMm&E;NH)YPOHh9O~i%Q$xT)C?-1cH!2_fP9nc!JUiCB17CA<95p9swz=)dJWlqTShZ23yjcETtc)O#^)sqr0m&IQqvimy$*XTXu16eEnr9 z6}^zq4RDdHM%N!j4;J^QoButEU9Osy1l+l& zo);GOcA8m^nO0sp!PR|U<{3edknw)=Ms1{D^R(g6^CsDSv%@%e$Wq)5j^80xbc4z= zubRq>2k_Tr6L)XXjkM9pa{bw_h0i~-K-OJ%H)(SSwc+$^N~bE$86IS1 zBYc>h2ub~aWc;_6swI9gT28EN9fZD9a@k@Re*xBEG1|<|KbA8a!K6It@o2cR2!2wT zGv%w%_qNI{GtL;#Zg(X(`cM>N`U+qfro;%>&*yAmj>0ymrRkl_JBP^V9Q<9#T6fNh zWCYFzWW2w>7ql2GVG)qQ3)pN8uma+46itW?q8FvBW5$DupAsBYaS09tO<|zPYy;6g z_mj59>Yw0eRzlGs(?L_7r}EHTf#2WD#^fYxguoK}%Fk261w`y3#6?FtUKF=w@cEND z+n9cFAFLl5U}UabY!}v+Cao8zS?KyFxB>1e!FfG?pr_dI&zWR{vf_ei2fDghO(k&B zltTwzw&T6Ni^jsa8@h>e}KYF*_Knk!e<9V&N#}zy=tf0?X7X z8BJeLUkXHFInaTwep|P*Ge1~?yQ_12;UL6(&lFDdAYF$uPIt&4#E_C?glm?<;7u|l z5|8R>({wY6+k>m~11Tc~@h; z`%=)#cA1QSD2fv22#UhiDg2)}2x-m~66*!2lf6;tkjGnFl??5-KA)H!s<2570qocD6UA-QVPzs76ZoSV_7_x%QW|spW&MG^a;h zpPrf#v0>t+9)tQYqU3zKf^nN96Gb;$jW7f(1LK-%qJJ0_aIcb(B_E7TO5=;A^WIk#Lmud@_||5hUKBpU|I1YkTDSyyj~+^Lke&!;jkS@9_jF zCB6Z|Iwp0Ce#w7{MRo+h%yXt`naJ)K@@~)h2ul)J2R#O@;P-^gXg2;w57iL2}>pBKxprtc4HBw9zj{>yN*#6uiC$be4O$$4*&}tZIs2^Qaz- zR%KIQ<|`o1m{y@XJm=P?1=(p{-v&)~03o+C-X9XtHa(N5;H(DhqXd;+pnseR8$lmP zeUrxBorzeAtx3&V_p3f{AMN0rX5--T_g{wBPX|`9^J7P$N(CA3!86SnDUCNE7-c5@ z@Zxexe6SlPZl~WjgW@qp*X9;5NwU?GpW8*9y2_*@dVlY=&ivt1_N}L_!X+K{4F)$FI~T~wnR-C}<*I*0`%rt?Lm>N; zB_IV%$yd;Z7z{HIK?tmm1*Hik;1EOy*RUyH4AAt_i?*RP_tw_RXBpGzP z$>95olB&F7C6bL}E{x^mX;_SzZYomtL-^nMpiRoaEjp!`3+WDoWa(QCv=y99RPWwC zw&Fi5)%ix_gf1|3H&uom^k0A9o+Vp_x0!qF9iJU3fj$%!IO}QfsCyn+8gCMuDO6 z{#e^wTL{sk^-t1@0*JEcsi)2NX#q9a|BO^2dM^HUttrBjWa@DhIs48&Aew9ypn~|Z zYveH<-eWZNU-BS^cbGUQyz_{iPg4=&e%h)lOX%B|VDqqA%c+mrRL}sjL9E)OcV2o^!d(h1@OFV(2(Y%niX2u|Hj@%8~qt5S{61(pIRTeoUfLTTTj*pn+$@QenD0!*Yb~n z{ZER6_nltz{{^_q#2R`8hDK7wxzv6YSeO(i8MMpjzr7J25hi?5p&{b3+5#(sd->$hR;+pC?$ zMRhn{PwFV2NM=DX886`jMIQJ^Le`*K=>E9HROeCX5Q|nm`UN+*Z1Bx0W_+}xp9hH1 zamif*eOisxQx~1j>%rGyv5YsnOk`3~6IKbp&@8P|xjYvRNx1BE`G|~Q3DaAy;^IZ6 zAFcZJ(eba=w$w$0YR>dOLFF3=?#24c?txF|D5uf9(R1@>!iRY4dMOfQdiTepHaBrk zvkGe1@~P_Jm&}GA2@Pu;EH?@Oi)fB3#K{H}m8#Uy>~9ruLmktldgwHcH4c)~zS9=; z9xZkBb+K51Nzo{Uur@k5Be=ekqaG^I=*ItzNE1tjkFabbA{4jVkU2NMRggrYbrhq( z=cEaK3%{lh2@Cm7FCS*J#ZZ)&EQn#uNX6Ohoa|Q(bxe3k_vMAJ0u@24O<&xGaV4u8q|+FMPUnN|wsol3Cg38$NiLe4}y z$)A!*#5^8by+T9mUx3Lu_lP*$CIpNF`$25u~m&v_^Xsl?F7PE5(tO zX8T8hhk;1IVX&kmrn}B8&N7Vc%&(tN;+PwOAZgOP$NUce-;m`kP;9WLHJF8llkbla zr(_?v=Y)N_#9gTn5h!Sg*EFq3hr#AtSU7~XpB#lHHMY`yoRwh!eps>`D_g?hr42N@ z_2oYy+1w3I5I4q2e}dA2B`BY&d;pV6N;LsA6=mKUfH)Iso@LP-5=;kzY($}+-p5M4 ziMhFjL}5rR$aRy7CH-$yjzPB8o@!kVU6wr-(wCj{)?u^L~?-S={*A_8%hRl16XEi)jiG4ZpYH8jZ1*{`YZ7kH zT>)n22BVa-_Kb_1iJ0r9-kd>FfL}Z)WkGmO<~TF1|HzR8h@Wg}vi5sve)})nfMlI+N+I=jEn&~&Fd9M9qu!$au9 ztG*n4kK?IS#>`|Opeg7Ipfjt?sMa-gGMfTmWZjWTU8>0v8Sxzr*WXlgPoL-PE$~#< zK%T+3ua+2j+k0uz|C3v!3YmYTPo}ZRiv;s{iO&w`k!5nv~%^F7j1IJwy$M@qB~BytbjF963MJ4HcK5kY!*| zF#(4Ljv|1#xv4?%H4;zUN2m<64VWCi{AmnOAxIUAK zmOz`Im@v#l7iYK$BE=>~RD>Ml*Z!JM_;jy=Xrcbpgkh{)%&7!JcxWtV%58uxmy#LQ zK|kP;F6CuaHkPb}BP`Lg(V35+K+g(?^>-iDHZsMb?>k$Yn_xJ$M(K$HAL9#X|95Y1 zU;|8GI9&GbgIf0Z`yfY!-5u{d1j~fW>DpUCw*Ol=LgUG#ZxNQdo`;(v9eEj3k2hN* z&1dQ{?U+cX`vqoT>E&pn*ajUte3#qk*dS_P+Pe!vQv{Gme`9)Lk$+O33fiCztysHi_GgQvbWYSll@zy>pF}O zUvs0fo*ET9v``iD9e$lNR2IVqw6l(XiWYGqGv-c4sl5WEM92}Z#}xnRDvLqW(B7)` zZvJHt2Y3-0IA3XGb@EmxMM!>i<3(oxag|=x%b(e_K9cFW!Q9C@Ng`{M|1f|)AZgJ6 z%kQQW=uQ5dcy_61>&Z;nTTf-90~?*4X>ga;@E|i~Wo5?A$o(}B4-Y;*K1F6jye2kO zeYR;sePei? z-L`hj#(7~HX7TuZR1<*yZ1SJf9K!&wbt{@HRrs>jd2evH%s;U z;db6wL)sBO~wL;0NNJvyJLw7XM=2L&J7=3sfz80 zu0WrjNdJ9e3@l*AGeLX7PQJ7FEA|NB^L=?bV{M>490}Jx4dbr%UOi2{Pe&0DATuX@Q)QAG8 z#BQ8U2%gePjzsb)D0ZsLw8eHnQx`0@^YiD^6c`v$f;LA zYp@JVlcDf)IM5y?Q!7q$%cfEC_6gIT+n)7E-e$M5>=_L4E2az;!ty@m;W`iu6$8Ti zE&}kp*@`UTiD2(4y= zNRtYtJ$*+UkES$qz}$;)9)5hjTMZd}e`cqb(4-K*>A*w#1{Sm?PC_zTc^5&erFy6B;LEs@ zH3C8VSc-SPUsibUd>JOQ~9tS-DU?>{6N)qB;xCbK>Hmv7Hf0qAY%#`yw8KaVsI;C zm{Pykhllj!HDseN(94sR`@FNt+>GHa1HZ-J=W!nvn!HiD4o-P`M6*x{fr9h`e=h%)&@iWpkjD){&vc0SONo+9H>iCNA^)=etfw z{QjX;zps0;u!TaEEAR|FuXmO6YBe7ei!A8lL#w_JYK>60GFsY1WJkdx1msHKiYa})?dipsf8_R-61&_hYIYz7B>7I$NWgZB(7)gJ$K<5QQi z(qSb*6AK-gK>HlHI0dD0)0u#22nRJ~kGX}l-B+)M{q8qKhn|=fs;JZmuT#1PtNQSlqoNh`v_WS+JxDrsOj6bPUDzLLkd70E}e zn-pf^Cw_~pq}b~vU|xwzK~_*Wq9{50RqrGjczqY<)jqTID^wnf1X4<1Pey4YD*7)K zHRG?J#fge8`-Xd>!Geq?9l{PJidC9<)2b!&HeFn{&6Up?T=0vm6wF}03Y^2O2gX$m zMK$SyS3KKt#iGqlNSm$leuQ-V<;k&d84Y%&_v_1gZ|=R$&tQ6ygjz4*6jeoEP9Qx7 z_0UyHIu}Km?~jP1TjG$JX4N!bXfBfG5ax<4QWn3|w*99$7}I~_*^+j^PfLfEKo2so zUEwS7uLtyD73_?M>udkhbk{TL!kS{R0s(Rei+XZ6l|)IK2ASF3Wc^YfoiqjIfv;Bn+K6$)y>AjW~fF2bq!9+3E9IHm#Qs9 zPTcNx#f>TM=)Rc^ExTPuayFDKm$mjeL8N#L6lAWMo#K8sl!Ux&hsnbQXqhrjf(ZUH z-(JE)PtZ~N3z?-a!w{K4%+1EIKVu=C7=J-;jFycwt`K)@NMu(#XKcvypD-? zy=B((ww6e0b6mU4b33oD8Jt{zYav!m_;9R=Hw(Ave2kYTP{RPF;qSP6g5h_ZD> z#UlOpug;>!%J6|NJ(t^>(e?z05#PBvthR^kFRPs7zbaHgome*hszyZZh5KtEc9G_X z6mo2Ba7`Vg^c3XlQ6gsk5&^rOH?Gp=~; zc>uYqz+IGfQHJ=JV-E=Rvn)J?4FjK^4LT1>&mk?M65nMF;ZV}dv8|IU7*>}*N!3}JpcJeonq7!#4C^~Dtdwct5&qy&auiKx0 zm?T56B_1~0PtDxSW#8c&JET;dl0il8>eum4+{-u7IGbFh$57;e7+AJ)Pqjw3Ji&+| zF>}+bP211PkU=y1`$UmnyehgSD9R+o>qTDe1m%a6oAsE1-{6)3wVYi49>{r?L!V!> zhscx>zqLXx$_K(929f`jTz*hIj?FnD_}XYPi^F9{v;?*1>QXjf11-6!ix#RA0I*Sf zzewt$6292@EWG59EKZI>4E>OyqXH`A>H9g3`K7Wj$KmEgH3uW~M zvk@Yht}zal|0FC!H+|{l%SOAzwl2AxtrV|tpIC` zF24Hj1UyK?i+zcT@wHLTOk8>g78cX&6aw0p26G+k0kFFnURmn-mzPKzZzKYQe@* z(k@I?-gbAQuP-yq_)pSA!{miH48VU35OP2!r8_qsntfdwdSW%aRCH<)b0k%X)6(Y5 zqUb4B5te%_6(Vq~44{9@Cp_XD$6R-VnKYwAlrLv%eXma$Q;1ZU#>78nFip{G-IEDr zz`PBi1&ydVM@&8wj2w~l0+>(>SIm{b_{YAG3t_p=C+zVIA(^KI7tHi9+#PcnU*vK4 zo5llV&XOA>;aLZV5~lG+cy&%&FFi5Ywcn|k(^TnwjQ*s*xh2tRizORQpw9^qiHs>n zdie2nS^~;}?TVONT@pIt(4|Oel$cr5DWAORlm)i|ZVw($AfDcxc1+|h& zTl;>0(y|uCXQO)i^2tjdVqo%likE@2tnRK3$T#*<9f`wytNZwLU%fg)%2N#%KW9jz+b4TIkO2dI% zUwaAfQFOUK?>7VE)yz_KqMD*o4CQx(VxTUQ#zZ?+{&MFZIiHxLWS>)Zlg&q8jv9$n zlT*+Plh3S97?h-sOoX7f&ktBms!E{+Clv+V8mQRI!B-quSbivK1xtCrRx6_%Qz^?E z=XTIqFPE-~xZ4xtu9k`gP3RmOYi_nN%%{B63}r}bd0P(_1pVMs&B%%|n)Lmt=x5A6&I;iB^f^XSA9JQtD~c{OEtq5X6?|6J~rZ($vc<%*&7Pk01CNu z_1AaLi6ur?$?iU?e_*RQCc34mm5F(fkXfBFa*OL3o&~vdPi8iaoVex>Tcm?T=g=k|! zNK4L`CPG3+jl!!DN8@aWJ5ljGjo3Y2Vxc4Xu=S8sr_VK(n`t-uA+L7}1UWu=6BL{z zR)qVzwVv*%vdT2)YWNy@Y9z;6F(C4&t1^&HUbc(THjvE37;c9Tb>H#O5(%QGD<1Qg zppPG@7znpvwYh50_6Y%-vw9vdEY7AIq+aq6RAZ?7I_UARd33L#*Ze$Z_Ca?u*Js zA*3PuIIp9#A6ARJ5YQ`NYozM*9P!_fR9C@31R&pXc*w&52uHPxmdp&J5&ncHcg3p4zmYOJVzJATt!8t14M=j?DVXtxVWpw(qsoa zE2vKeUcF=%q9%?avHGrMg@A#f260Tv_*Yev_`%CvsgClE$*yi z)nb`KzRVl$s2#C!e`cQ$izlhX&E5xwaP!(b;X3lzz>JKK4fR5LSzaP>+~m5Ck9CS} zcXPaq!!KBDfa6APB`p#SOqnUx+A?zm-}U^}T56ev%L4UAl7ClPSKfElvpu~5S)6R0 zoDOl3XACnznPu%X+#|Z2Cz`Lo%9Up)H7lQK+$tQKyXn`Ai#ew6cp5P(Kn0U`)4F>T z0%gwBM0O)7)XFaqA6nFxB?dsVg0!DK@r{C$fB$wS1_!(553m}jk`Vri*Sv?) z;8-^8JN9(TPu;pJUAJN%bD2+}Zw)67;Ht6&1F6odCZu5X7+FKfUh^6_M9b1u<#1X` z=PqgNNvSaPu47Y9NN|u^Q;PR}sVfOAmQL$9)sFuTYz$VDX`Ju%BRZW(r50LHlR0A^ z|5v#Y%GCH&yAiYP<3_HNk*64rR{`FdW|$x0`ze;*az~waYQEw6F}fvGY4D#OryLs) z!8xzH9RxbBHiZ7=nch>WcQOiWj@RtR^Ay%l3?H7tq{cRoaAWyPM<4L}Gxild0i0pe2qU4{Yw0`xG%?InECo z_%Eqp$zfOg45gnGi!R!p!sa%fh7gz`M?DAjw+6|F_Ukn0+iDts_OdOoKEnFUyyhzF z-io$Tq@A6O1UEE_;g&@kLgzGct-ipqdCD*Dy4wM%^2p-6t$y9v0h-jhA2;_c6^C}7)N>No!d#IjDmnea9 zCGvj(G>*0V@K&QDoAUtnz|ywS;rc21vrK^uTh0CupYf`PXm|2oN1{9hBI)=nxfx9~PG*IPWpSQ(m z6YuV`MS5g<-bbj*k6SK6$LH;~+xOOhpoKAZR-lDT=|6tFLDG2+`iSAkMD{&9{iJ0x zdeW$B_sQVdZUG>GOs!NN0NOUp%TziYR9bH{4)C zm~cXT)(1@%UwA4yNHWb*>U|^&3qwiCaLbPn52*sh2-6B|N+x}A>=tJgw0qGl{J&54 z4^c$|LP)7LurFD6O(UYM>swTdN>1qS0d=HZ#ZjF^MECyMy;1uW(Ruc-rPneD(ChmL z^m5CO{B;!nf~G$``aw-rnm5vNe zZ#1j?aYFr9qhmeNRLc}@;jCrN$_0KO`RgkBMwi{r44*9gY@zG zpxN9v-Zq7i;}$nr%xJav$z8*EZD4{+&?;JSAba=jtD2sNwRpqMo4{6!#reI8)Sq)* zHlbp&k8C}MItfXCpjbOv9?kC{i=YD!7D^M!ij?(lLTrjSzNwIZZh`;lBL#vUfshPI(TpLXsTbt&TIB`&`uv`Z%!cmwwrQHQlQK3{y`Q88XZ=>jxBp3rySIDNM zb&u)4)@S4AA04Hvg*38JKo(Ho|9XPCtgZ%fJSbF3>0X3iS^$?~(`66ra?!q&RUg8M{?UTx@?%Lki`1HhD|#ST4w*NVdE@$b6U z(bn&9`amCGutBo4BlUCg?QyAEtB47)d^k{n4v&Xu3F89ipN zjo#kXnW`mT!%4%1o2P!Iw@(Dr(Q;8o%#n^IBLIl55kUZ*_OCyaBo8L{N6U=3LG*F- zDg7J7W2KP>rZ(IfCj>ABMRB7u7&i_W7+8G;T?}Efi!t&c***q zl?YTM6~&(NHktX2n5S>>0SaY75)nd+ zD2k9LL}~AbfYRn^zPaJGp&sjgnC5Y>JCEPN3o9ZMf7DECO6!kXQ& zCD2)OW@ z0OziVqP(9&T%ufAqzhMCGz7Q?{2-x|aHaq05zzz_CN9XZ{RO_ks?W&Kothd3B&y2H zSS^W$*{Jr1a%b*p^3*E*MUL~^jTq^}0xG1PLVzY&CJi!ey_fuDB>>zSDQdVxva5A> zPf9@qe&h(;;bb0S!vX{eAYlK!Ro?cboc!G1D5L zuNF!msi_y2wAmL_$ity6l%Z{Yw(Tkg>f-80@>=M6sN6p-%yVs79NKSF+I-rtF+xpG znhi@R81xFk{!c{4?$b+sLu6BM>XwbPa&M$0!xZlKH_h8L0%>qH82j@#Z?0?+cHhIm z*pL^^9kJRzJ*refM$6A=!M-7PrK{Co!?I!7r}rV>Mo=@^GwZ^kQ%Kw8G4iwn~isJ%G~ui@=TWsz!zWBTV%Dhcuw2y%S=PI zNnjazN+!KR>B8K7?;rEO_&&JAxZT0bW-Wg?7eeC{;78*u8$(*WxkiX30Su1Q^5{)a zE2^}q#J3q3fFQ&y8=>F#h*58FI8GPY#f?ULKdk+QUq&U3K3gOgZD)U`cvlbPR5hx+ zP%JZF1YdmdR%@x{@W<n*(oonbsWTG;3lDkLc=x$9p=eRWKht>~4xN1% zI82CL8Yh|MeZCp(E2$bv%Os9gIs5FVb-M{5S)SV$ch|sJCqD3X#ngrpAD&m4@Bvkf zYVU^LrFdg+H(R6zuU&06b*^CFmi0&Ge8vW;UVLNq(`O`|vIL{)O~&VY@9aR^P>O+v zrD=U$_#L_oT3)iw9Nh?sB3zZ_UbdMWUl*B3ur26ztY_`%L)mGZXRB85dEchc+4a-+ z?G-aTd5j7_+6GB=3JXL(4m!XW3uF^DUrE{G5jb~fAfXOD3-|G3#QuMXWw#oMshE4A z8C~TYhY6pSgFJDXs<-FDmU2H7JK=X z6_c_eckBRNM}4A?QF?BrtCQ?g90<*sIA9`rUmgc;BCAfWI%aJumgQoB&J8E$WxwN_ zn$)-YO}2f{YIB{rSOT}ylKGno59eH$j!@_i+@;bTd@3>O8%ouE4|L&gz+p z&xo;~^mymSDg9SdJLV|~*BYRMnpPzfi!LZ3k6JJrvMsPex3ca_xwEYjK&!6eW==_{5A|G;IR7<;gaXmrk^bfV7~-Xpb_m`)|*?$;frBC%Y<ikeMXcj;l_tNkGMgU2dclfYMKikJ6hWq3R_t~35En{X9bslWI zdHO{yB1h74p2T?HI0LTu5>6WtDCGL5ZiDA}i0@AX5o#evFq1CVg9}}P!P-5_!)l<< zt@N4%Rj&?WyY9t~?8?*ITP-77*>83Q9fSL|O8r)2(pSC_{57~GG<63O%9p{P7cFYc zOHX|fpf*? z2doI3ADGA=5~bUI)twsORwk~F*Wn~;^NilBJR&K>2AutEdREV4J6B~=$qe5`@8{d$ zH7}H6nR05H7Yrkg?Q(vVX^|oXIVTP{F#jHuqyu;Ob*_qb?dD` zGm=Lq_9Iq{*Cew@h;Q@8gFe`7MeGi52bgw+P)RmODX|VsBxHUGAw9OyC{G*Wt5eJ$ zT)VES9H+U91rf)`>eC-`gX1q8l~$h;fm6jzZg~jC6Ztx??{Bm6Q<-n)N&EWhQeq&2 z4`eQgwvrN?}k|b#<_3w6q)^7ok#?@PWe*Z$IGz14G|V;%+#aHx=2b zA155p6?j5lt4M&<%-!*b)ZwA)p@Cz(_r4$gtUG44tdh$xgn?P8Ku=M!%=-?1bGB&4 z-Qr?ll4OAZNVQ0eu){z;A_bEkTlXsl5g^*R+4TgyT3&jA-`>2?u=CY(q0Ojpe|A!* zVQGp@hNRJKx0{aF;^KoLYfJO_K3|?MfW>XGJfE+SA_usd^H9sxL3VDae)yD;d%s0} z4m2@1B(x?BfTbbyL(#Jh4Uf#s%sBQlkvf_nh?Ui8xS4U(^i%&i&QzvUlk|QV;;>mr|xHoRkfi z&qIK^u56U0y<`nq{PaGa9%?LLCoA5F6Z^Iav9d*VM!}c`o~vd)-t6_7cy;dZLM?T9 z@t!21Bi^>==Ruoj7QS5MvV99&UB^XAy8Q~2o|mfE1=4Y_r5{+iBljW<|FS=^o!{gF zsSB-XCvK&`Vj~;b`bC7J&UJkNRqK8iRD4nggXp_nzct zif4R3lQ{q)%O&`9Hqsyf6X_Ihe_A7Hf1P}))f+|F%)AVx&&^@2JC^B72e|Hu3E!+A zmX^I34Q>YdTzSLn3`u0EirG96?6QbP8+;ypCAwtwbIr|~6_+AvC<(*X&P;zijH`Pk zQGA(ZPH;V04wBZ}ot<1o)@w6ecv&X^&jb#?wSqi%(pIURBPi#2-q3q>NMfPg2l5I9v(TL@#^ciRS@VG5Q}8(iuFWi`c1Hfk+u$-gf@-Xhmnd+nt3`v zUMSd>8!lm)$wh#eEUtbFkjx`~uqAy=tI_X?IX}${w$o^hQ0HKvkI;ebMEs_Ha>jfC z)3A)KcgScsJV_R!wSf!D32#=A#wIIYMjtzN1KU!+jd7LE75h(igCFEP9_Y*X>b^ms z=zqslIdKD=V3%%#s2+cL(f?sYrs$x%EppCpss-|KWPzj?&EG9@;Mfr)1wm}Z`8nWF z$25Xw`7CG50^~ov!5Ci>S^7AZHMaRJne=(ssH}E&O`s*=$IPooKunptj zE^l5}1a&?=OueMPJ5yU}&waB-(7&2M0sdbAz9-%@4nfb3G)@EZw5a z5TXRKXeL15P6-yl&HndW#qnn#`Q^H2zwsVQ0PFCPR%dFwB&VjF+-GRkIXTu2l>Z{oDTc)P%qNr#&6;gHxP; zkS(N5Xi!jn%x!hj0U06&1_gR#kNEh3$|^?#Pe=8qx&Q28-Am^%yTI@fgU>{`H&-lf zn~o*NU3VqD^_}vM<=I=`vr(51j~>D|Eiv`qh2A)e=N%RoOb=zwuz<|YAxZt#b);rr z{n1J28#!L1Up;^fPISEWx<$g9Sa99=-q5C-)<@VQ-4vyN1u;ykzOA&bd~Jy3wkyQt zYkoDKJ7=;hJkurWQe+S?ocs8GOZ4MCbI-=0&wt^cZF-E{}!kD`6OnsDiYi8W=1x z&aWD)GxcgR%d>2F+^W#eWbxe7^4AE2-K|?hCKRXlhD-3wQ&m;o5N-=gA z!%<+d_QH%$@YT4!Z+FeYwYSP;q6*SZkChLK!C!X#OwBhtXXhXun~%_LGC}_RRfIhv z0tm)jVJ=HSwxgS+n5~ei_$4Bb_4Pa{t_24^dpIdYuzf89Z(I{T>gAi^^3Bi`{K~v3 z$G}MQ+E=@?+P=3|sEHD+3*hZTAD!l%VhAf8YtV#3#~L6l95sWN|D8WtE-JUMb#pH6QUaj+h+|5m?wa@zPO`Ke73h_RbO72luCWG5}vIBSeqRrcQsGh?So&qBrS%vrg!lS?%=aT}0 zj>y2kx*3C$D_whZU!d%=Dywc=0ltT*Di1jZ2oejl$T&E1G3*G268}hJqeEu*JQfUs zM?-kQE?$S^M_2D}G}W7)**;vy!(Qa~pCZ*vdG}h)mlIYny?8gSZ4Eb_TKx$UsJ}u# zsJKB`%iCb8*cB0pa!R4L+SeM8eoS%Fx^t96PaFs5+Gj3wL}HnRM5^!0L;mRUIbuMT z;JE=cDxTQ9dztER1zne6=*obezBr}l-NZi|n-n6D4CfD?vn?wC{gkrgsaFf+x~*#O zt3KM^wWZT$MUr+YbqBlMZ*B2JY2g+e?G3-4POsmt8DV!lsQQ-DM*{T|pW9LpV;3^d zqyqLb;^5=Rpfpk3e+KOEY=+U*dvR|t%2u4@UDenPzi0Vg=~Us-%QS>(HV95BHcfE% zaW6n+(d-3*jG(0Fx9oE5*FlX8Q{i=0?*M~{*<+Bbuf&+;CW^vCV5WthtlmOhEyo&; z>e$s>Y6=WKHiB_taJ#Y@ z8>7R4zNYnAR7YWVoDocT8vRhN-w5|N@{g6Wt=Dxrc&_PL-@V{{w73+PJiU0jDpztq zA6%6|pH>%^6IegWCMM2N*LB>pQ|V{CN#o3weUt7cT}F8rkMh~{_)UO9t)V^KPTyu$ zT*>?N(BBFr(T1zdyDByzbKT}&KUFSTb@OiJoA)#EiD_P; z8vJE_5wb_S>i428 zr^zsrrtEX9^*T`B|&@oiNxgafjJp=iv-l-H3YFFdh}Ts0R?=~tQa?DER8?Rn`_S47k=|;SjhI_+@nk{3pY+b%qrU#c51L~Fi zdlHaV`jLsZ4rrM-jx6F>>;R=FPJraHckmE~B?1g>6V3QAi?V#loVQTJdFtJb;|zT! z1@1nI$8coYe0bkK%)W|pe4LCs>`+cg zN}|?{MP9csGMNRasv$aDP6fKWWl-uSO=_JpE3&h{%^sA)X41c0WwfTfwUu=< ze;ir8zQ_gBmAPkupVI>l!e;|jf8&ul?K1dBjOam#o4}nz zQy7saekTFZ7bPS-wr?F3dh}6fEN_DZerJsi8V!(OF5YwXSCaF;%=TAOI2zBzBfUvh zIy>qNm)0@{`ufUF4T`02@iv^-D|i=(t4ByxQv|3)g!yYgG*OX=3Qz>Mw216H-=88) zk`vyr5BBy7iVw___Dws+pD8g=GN(C?_g^M1Vq|#*iYF#{J9w{0LUM5;w9Q^wCjcGN zV=yW(=(!D-%Q1Nk1E*dW3p^V{L^D$0p9Wo(rS8Z1g?BpWSKa$7NK zaS$29-R?pRx5(7yLP8+t<loKCxF_ zQLTT#Oro0mfL7^xb8y)dR%h#In|`C2QN=jC8N!R}E$d3KNSQDlK<{{LXRGV^X43xV zJ?mwcUTM8~b@fAOM}05Zu=!(G8FL2wLfh^UL`2M;`@k5~=^UZUNU)zgHi_eQzTO6B zhtRy>bn6PK=N-iJA+zQ5<37p7K*`7$J~d)&^hH+Svn?6oH=pU+l`db-`=y#h+FRMc zHmMFt-@Widq_Yn;BgUoqYk7M;TlI?7ga`6W`}uxc<{?ES%`Q{8%6;A^Or+n8+jv5J zJT|N4T(v=;W=?r|`C5(9V4+k>I*UcEL0^dGx6^Fro&In@#}EV@_7Ex>Hg>D=a6CG# zX4pYdQ4uyac6vsJkd{75R7FJv!{c}cJ2(F1$cUskl8mv5Nsm`i0U(NP#=QPuJR_1R zr(Tk<+xxXOUNw!mRF0sOabm_f6kW=&7 zyLUC8Y)sfU0El*f*HpssZ}5=8^J2fb3Trk31cxf=+`xh?HX%4qzj{A#i)%G}Hyt8~ zA~rFTIEWZH1b&f9zKv)1TFU@zUA+GwSy zK-^#`uTdh_Cx(0P^*aKT1b^4$na!L^SNQnSPNyuJ!eb&@^5EkD_FA@gbZJdDHCfzl z`8jnx{l^Cz|Dx5j`|yR`ZAsdi2BykeLZ3vrs7~33LBeYwVIHZ2@!Q^b2EVw;#=HN- zN79d!S>ZE>G-2r9Qx%59IV?rb1JO91j~DN|v3v^wy9pF>HtPUK@}({uT(ss=C(UV3 zAmr65zd4Uym(Tj_Y#sURTi54Dpb?k|^;cS2JU*YdT%k}uC~NoYo!`R=6f)97VxD&I zx08G{=vFs-!*dl!hs$+lDfD{ysHiN?C(1b(7#Q?At#?Z`M*2CCwYl{-Bst9H=V<~e z4bvkxD7>t4B=7Ye$Oy}+ACj~5yp` zU0g$)6nED)*fv=k!lj-xPU6QL4W(W^2we1vuZ{9czaQ(w@eVawTwce<{p6sh6N&0% zF+IFYYI%%Zs|un`JqS_v*eN91X1tZPjpNW4-+i6GJHqkaW^h|VYO@;O2>`V}3)QANQ%9;Qh7kNDTRm9vg_E zOG}(cEYWig#NtfSOOm>ds%oWt>J6!#$5UErUJj7etew2(gLJNDK0Y(JEJQ&%ET4#K zQ?0nhS}1p0NVn5?DXtJpS%aKyDwuO!6X_y)GhG3*PJ1Yw!|9%-L7<>6Ep$j{3u@*2rggOxFs@q%BX;;>bVan9x)br*>F34 ztVd}2e!LziVZu#g(;7JLBru=p(jVJKA+y&X6aPFaplKld+zGX{HJ;Q4api;-z`oLu zP~%zj(3-O~U#4c#3CBWAEO^99z-ZVHI5jC=m06G!5eRNA~abW?U$HVFKWAB!LvKcU~5sDQM*U{qj%#<>kG)zM4b-vO736Jad z4eQ&z#mCz-9UUE^CEy4n8YAQ2w3&>ePk~u}frdVw&WBV+#l&p3m?Z~HC@k$TF)_*H zbOvE}-yJZ11FAP!sy2}K0&EO8Qx=EsYtYQhFUt&Wzq2fm*lsdIOH)5Q+Z3xD zdq68L_Fi9KZ@KuhWA#0PdnKo&^bv=cO0I_n-mT<;ScToS3a}~}S|my&!r}eAlYOZ# zL+}i(C3f8lzszeP6b`YYBC0)&XIH_7b6?DnzUgGcR_XFif<~d?<0JUKY%-ecf4kJ% zyR+33nDdd!Xw>R@2@h{-XA4-PzyKTYhIid>@Ik_rwe2Z;; z^uSCwbUrA^wx7r%!R3C=@S<$O1=1O8*7qm#SKw69WI^$PJ(A1&%5>!)w+G{aQ$%qaqU^y`+9;X>*T z{Xlpvh;)W#bA=!y)M4e$dxM!uz=SjSzlYbUA65J zC>ZbXd<;S&yaLl-ZM5zN^*`R)!Z1OX31o>|t~HTT*jW@0bcSDCjEgcR215k-kB1N^ z%qcHwDKfQA@572jv<6wFF&Hcm4h#-$n(I|+vs3VYyxa^u!U!t^p2al;6xMCz>D1Cf zl%v707(q?FV2SChR_OhGeu3GY)nkZ)(Sdq!q0%pNUy_#tY#D@%8j8)fC=oE zu$WljqIP{41Dwe=x5IXYIS50H_$p~R)NCMV25zx=)5m;j)& z-nWZ%e(6QmMFD$Md25y-nH(^MQI55UStOXU;oZSl1D;SF{wwHH25p$K6Ezj-2D6bv z!O$s0kuSN|<5Ti7v$&mk-6rtBL|3YW)fqj8x?MgzKlh1Yto}SA($2KO(4V!_#%!uvZ!PvS||&Ke1lxy=bOSYMAUCLg@C#OS;Vp>*vM>a2t0}TiC`8NMTLH6FZVF+=}RmcrhqOu1E$J@;hxX9a2WTf&aIp~Yyo>> zZvep%F(&?^|9E@c^o4_iLz|-e+(FL`_>bL22-tk6Af;GSd43(Rja*>)i+q@?aoKc%~twJk#X3@BsZ>Nei?4Zd-KJ%R6J1W z^H=tuW5)rmCW}fO0h!K*myINY7pUqGXPbaGY3C9BTZrMP;>0JkEVHE4L|y@-S01Oc=M_)D#RI=c@%A0{Gx%Td$E@~CJN zi@{InO3tt-%4PP7q{Xc(lC=0LbcJT0q)0)gRV}lf_jyM)?h&G`L=*VpUqK`o(Q$|> zB0%orDh*}|ZHdUh*0|Z+-m-jFNL|YBs{(ei^k1S+>o0W1zA?9tK+-1+NoIB(-{*Q> zLbPV+`>>7hXfybRmIsJVy6n zpa7nwY`VT&_6oE*L6t+-Wz}dxhi{Wm=4FHe&f`In*!Wka0uVE zh$6)o=4pO$f*`Z^&FyG4ePEJ6m-+$yCvEhIZdG}}9IVaGkln?p73or;3%l4!-iq5v zdoja>TAO7zM|L1%>Uk;|RKfe-OwOq#*`io}US`nDNUWb>+JT*)#A2lm^;61?QCSSF zU!b`qU#TJ<;KIl_9;cXmx#zQXG_rmhZ-L9rNS0o8F%WMPb;ghfErwTpFrK>dwf(ti zJmAAwl=0ZYcZqvO6WBcRhAw)G3RCkheg=dn=LX9Be|Z)pc8PPd2zXTmn&o{bSh-z@ zBZ+iUn(X$)2F+SnZj$IRxa)wUeH$d92W~IEyy#(yQ6h+Y0DU3tcm!HKQKCjBguRiU zo7IumULoq@-thu&d)4QMlo<44o5*tTt34IA6GoiuK2+qTo# zwryL_wEuITbK`lFSIK;4PxkD!uI~?P)oJVo>uWUpOl6Y1x1Q)>e$r{iHw5|<*ORw8 z(Ou-03|M-Koyy(LZz`naG(6WR#t#^mC8%h^kb%Cngxyy%o;3>vex#8H5yoK=vU__O zlQd9Czx>1-2z{}faj1Q1s!eq0UK2l*4E(F$6Z%T58dSm=6HtJHn8qovOK!VPeW03S zAD|Sm2);mkOa3te3Z5P%;n8LLBpYM@bDPtV+R6#jf_O7@&=pTo28Vht_bZY=g1jfl z6O)K7Z>;=}h71b#2kq@bb?DqIJUoRC#JBYh2LzlZ#EcS3Y&@NKde)}TT>IjfR(#(^ zzfvi=JZDN?;IniwGTQ#by~N%GTp#<9mA#l6-g}o6CXKt5GvzHd=f_ihXT5{nf3oO+PaHX zT{H#Tz%(L}+x7K&w@uQf%u2KP((NMZ?8KW862A;6iy@JMl@3a!^5Ri_2S(`b;Ujaw z#~0;hVQB#DC+w3VKnOv2(ftAgK|Ee<9`EP@btugBHP1IjNuwle>f4;0_t!~9MMY9_ z{I2t$;)SyW-32eDzd~n^OLyo)81N%SSwKdz{7KL&L*Vh;U0un2EINgt0p))c<>k6* z$d-m7lQ%c^ORNFLVbx^13FMxL>wr8;U>{_f|0>jRX-3Rzs{l=-WNYmR4r~D~w+A&KO7vfwxUD*bYUuPHO3ZN*m(g5kz`pV+ z3<7`ljmke<_}{<8Z-g+#!YF7nqL8v746C39SXC>lwE|Ft09#N5V0-@ToxZkqK~hmlH!-O72iHi z)!T3sjE44N2)ctL4&3^$#oJf-i`7?=UH*PV-*e1OZ>-`lgRs;hT?qMA{%sM2nN@xr zzGi#6I`M3}30w1mcW#k0)aYh`GC!U*dcx1%Yc*28W#^N{1;IM<=aGaW<$|Xmzj1|A zWyKu5Enn;Y>#RfyL)LC8oCU(VRtUxH_A5C+bpprbp>vVhY=787hul?L_3xt>$Z08XX-kZp5UxJxcsi2#5{Y z(NOnPZA%9pA0L--6$}R)f90NfK*^_6+*!FxCMbkL9yrh>{59nu*EEm$@7N$u00LnQ zD!LUBJPrfPAS5UCqt;9&mH$eT;(Xcy2N@a~TBx*Pxax*px(F!X#|v$quc?tJo8`=J zdH)LeFEC}ajAh9ja!Mb4^c4$Qz#89nl52j*v6o~e5zz?XW4-@#OPEK0amOlNfd>Nl zGphjf#i_AzOy4xF``^!0ax?ZK8pFE+Z*0#!T_dwPKKS)mEsj>JC`6Jv?Qin^6cYnQ zNUrOKHz{_xxl&wCLI_<|KRkkbj4P>`uTPs_FHL+kg$YU*(-ZnA_d&>}t&O zdnhE`Tu(23E<91%%~i_RTO^KAx0Xpax<;yes{-F5lJu8j*_>i2G{l8|>@;^wCgM}V z79>Ce`S%TvqOWdbYrYU!Ap&pW0=^|a9%BlT5PmBNTL}l+OLc~K-F{yOD<%$xYV*yh zvyxAoa_lm@8E;CJTZu(puHOSpAv4ja> z00>)fK$1=tP{0Z+8@{B&hGz_>0tgu>VHd&Lo7O;Gl3PC8yO1*&%Qth&-6F#a`VJJKn8$v)~B;nY|kJthdh3=FH_7BQ)1k!Ke#1N3w*Ras~_I9wK!(KzZ~ z4Zq;O-@z{ZBxr_k=A~}@+6Ee(-d5(0s{9P3H1B!W^#PHscKc!wN{kP(7tC)ovHsyj zW_;qPRp;C&x-CY-0eP^$ab~#4GC{s`wmEvwYuoVL1Nx{sxvb0Nn41TQ{&1oIeu9{; z#I*Km#TfcwLUlT(tGcQ*SzE=06&^@9B!NeKfJM+P+l7>-r@uTlCrnfn`ZbNcp@GEW z0JW%-ipVj|^=+*O^JZjYg99h&{YE{rp{RhE$_bv)##^wk8s86#otddQL&fpD*9o1> zV*F;OT`)DI>|>l$3L)%;6;k_xhHo+J5;Hi9N1H_{G!~Usd$d9nI~8w0nio*6xN8N! z8SP|J+$ZhUN@lJh%{tp~>*=$Ujo)mIhrwtitMSRx0oG`vDN^>{MNnv#A7Ic7XMCo+ zl&?hMT zl>1@JfUB1=I;dsk0&qIRxBw z@`3QuOxo?i)E0wi-$(1QxG>DxX(lAz#nk}4MIxx4GqxY^WJWj3pktA%&Ms9?Yz$>v z5}rU3i>y?GcNVeu#fKj6MC>L>Q7xx!q8U%VUe2hnV8!MHKubCy9w&d!%Wbw>i&A=H!?>sZZFi zl(D@fHyi5Mumvs#Tk0#jP+*ZQ08ir6+y0jV$$(E4{h|9^wxgal8-k))eRA*66c8`FkQEu;j7d zU#?)0&;G1-1nV=WA&J@vc)aut4fjW$G=@?Lb1&~7HM0wN;~efb`b(5PZtw z!9nr`_%7y6%e+i4*cd#q`Drk%o*r^+;E01j)!u{9Y=O`u<2=$Zrq$Ftf3<%X zIOaBnr$s;)yXKgCInC0(?e@V}V-Ba57`3ATr4S&Zz%L{xKYg3!@-uq@6Y>|qY+Q)y z+Spo11M1xy|4@PLZRAHCPem1Yv))`?+d*Y^m4oyY#2FTLcFRFNcmjV=1Cxv)Z$1|D z^^1zrMH?p?R2hga)cxCgyu_RNZD{32nU%CaPRdU~k zS~B)vb0Xx*UE67tQo?CM3+sEd?0P151Q-)p+$A?zCYX?c^l-eRGZ;S*3g z-`a(t53*m2NZ+u*X*N#`-9q+LJ8P_UlJuP8f5EY@ikL|oAqq@C`nBx}u*f37o$ibn;!2T&CP+mS$I*uBne3w~OjR}){xyC^GoriH; zxtK{oDINz1$19yY9n0;!2+~IyXLk1zG_Utjg{$afnjNS7Y&d)S^C7c=!u}?@4crxe zBhmL*gJ!wGPQ*q`imI&E!(v^7{(+ZrOrj-dx)gr)k6eCjfN-L~LK%i2PY6<9Q)@z? zx9I-fSmR!}b=Tf|1cjcN?ol2xUhZ!mFGopk48UnY^TjAh}K)@c(PK`Eae9XsQX*#Rn z<<+FzcPPfnv#!uc5P(agzx1(P_iH49r81{7u_&pnL*Hlkf4I=ry#q!uVk`JXZ0|B{!{zr%8>zPd-xl4j+J4;A-6uP0u%n-a?~M?2 zP$$H1&?R*h&F zR{CmY0KT9Q4y_?xP#pqDS5xLM5 znS}+dC)bF^_nJco5)GH#O{?uY#P+=1?h9#xR~_fHn6FcQ*E)zm>tOXjeTrOvZ%x)p zes(>sj-=It`=cMGcg7{Cj_INEbvamyyNO&k-{y_7n)J3j0dttC8ci;%om3jiT-gK;|q;+~6{lt(|-m z`U&D`6B60yP0B`^q zq`_+PkN^-d0OFuPY~5WkF^C8NEfgA-qq8V&0nNlI`82<*!X2{Z4AZ6ISsztJ?w-&q zZFwq}Zg$sdu8$BJ+2P%sVFJ&xl-Zw5moM;k=poIGZ^UZ;*lLZLaIC5RJUtl3J@>X| z4ykYXTx##-Jpn~cok`CDh5wr74zIPhFgza{F^^m0d5AK3YbXJeXJ5kn3=-f|3GMW{ z&Nq9BD^0npXE%#uSqL3}TpxhUB^i9^zjb!8&%KTIEJ+%zz_pqF5!6+)A&&z#=5k4z zpzwu`h9<$o0K#8fM#gHfGGmQ|$PdDAQUsrXpl2g9V&REZRZ z2*Dh@=s{DY`zn08*sR_Y30cI{Nruyt1CvGKyYUNvsc*L*_(_S6iUw6BgI3sXTj+dm z&L}p!=g;O9b)%UNOTqNyHG@)aCv~UkRX`I2jPbtL@P#dE4&5JUmhvb>qlIBL#r=`e z*oH_!wsV>xg!-SBbAEs1^udcpvsB`bEU<_@+A-11AoT-|3>47Aph*F zAcr`^0pboW&teJ=!~ar;ilKprm{pT9MbCx*vVwpAvAit^3e|$9%-ZmjG>UcQ7II$Z zNe}IqyJWGC-BOXF4*?~SK*O{z31|i7J$6|%9^b;;Tp&;O6{O!mY|X)ad?k0kvPYq( zH6K2+FrtvDClfQuC^Nbht0WOfJi4EI=9J=R@F;gq!H0grcVN%F;$cV{$rXXH?8daT zw5vcgfVyzcJg)3r=(!*+WE$EVH1(8dn(d3GP_KabFKzALS9-OMz+d?65`e25@jvAS zUjzgZz%w=1H2YtpH3dkh{luUm>1VXkW3bl{)e!AFWtCi2_+IPPTn9}k^50h`M+YWf z&}?~uHY*!}*yG{$xzebu4gwf^n)Oa&ym40qXV6KYkn&tKJ*hk!$l7m#*_@%V&WJo0 zk4D3N&d2Mu5I(+25J*;@y&D{7t{ymh9neME)=a(Uaw-sr2yFGVoDCHv2wDZ-v)~<= z6Sr4TTyN=5vsT;~2vJ+;$7HLby}8h+wxxwz4(GP8NK`^c3m4dT(RjL_bl-p8eZ#Dl z!P6fPVk#g!z5dnbK}U9Qr2Z-s1>w-JBL@YrFoSTN_D<({JoLYXu-u%ivv~^Za2fQZ z#$>wg_SPsh%{bg^)WbtVpYG{WKjJD#`{hED_WVyjw_=AbQabqbE8}<@>`fiP4*}bq zN$j=+1@VT^zus_LB`r+`tkC+G3jn)+cDV%3|02lm%g>>p@=}8tDU-%pv5}>zeJOOc zt-K@BZ|O?I`fP0J&t$#U96CN3G+)g~+XRK(c4kW}LBL*Q+zcL=_3E@8mW5gF)Br0@ zS?Y4%n<~HKfu9|;J>U%XDZKKDY=*U;)AH#^P&PnYK~9CW{r66z(%JgSg>@JQDC<@^?m8iycN|J^wi2z{1@} zc)M2qeuEKR9f%|^=!L+q?Qnl=F{daZmaX3A9lin?|NG}-dfnhpTb~YhE|pYw_?Pvz z(sN;n?E#kd7A+832ST6sDLunX+$_HgPM_IRp~nqaN4B0fYf|C1s;(zbk7@^Hy*r&} z1oASD9Ry zKKes2wdaugAGi8XT~po{dLI@Zema`*KGR=ba@j+@Dd074?9UzB67gQcM1L4O#Q%=6Ibvhuv50bV=mhTwne-_- zm)#gWnpsropRgd1YpUQ6Yzo_4-$p1~4s7Ne=$_s}*ljzc(l{GJIb15l zS|s3a^-%scUp$D?A}ZWd6{!O3|C{AJgaovjTS9&U$%ye7LvcCnZm+owswz5j;QO9x zjB|c=kr!oKr098-V=RmZ@njnm7nE2Dqi>X%3+ng$rl&RLSwJ&J(QJP9RhQMGCAJU9 z;2}y}-{6=!8`#p33KX{uzoonnav}FaC`JV`Vj0K6Fm1FR81kMRcU4ucow3Mz76z+; z6BTo|Z$_%rz0npHGxf{_+_7(hJtTn!sktq{1Pzi1SKc*>~Vk`TzOS2zuRns&OCqs|v*UMNSw4zsFkhTj}boAJW2e1ukT znKU@Y3qlM*`t^n|kR`vw0Y6Pn?Gq#aZkLM)9;^y?=lVtHrta`{0B#8f?_dJoVCq>_ zc7!HE<@}}gkFY1taipY<=lxyr2WmDHsHsT z3gsLEb*)$tSPrT*InqGqptSnSq6%Q5uoZ#7q+pAbu`q3@oR8JQQoVDoudk(SYg(uP zHMk_|Nu0uj!mrgJ%JwXD1Ahe@aL3$jH2H9&^%<#LG-xtZ#QF9j)F=0lPcFATIN}yk zYeA{#GLcG*&ndVCjfgKPN4;*$X;>2O=c#p&o)?GKD*PS|6aKq;DYB0hrDfv5B0VW7 zDJ3Dq?v{zkK}O>#>?A$Y6^aR&B)eXbP<}WFSwr`c_;9!(8WkXB9j=uS4}7eR<#6yk z!Uk4!yKWhFP%v1U<9>v<@I;D_Rk(lmXIjCUZPXqHRm#w1N>NS|?$M&`my5R>*7B_$ zm62qZD6}uzE>jm|i55OLk}i=fbK6fLWEUf&Lz+PGGhB#^Ik2J&IpgL_NhgXt=L%aW z7G(;GbKz|gpK{iE?Ym3{5x7!IVbYN~Z6uIIK}MAt)uiXZtR$<|DZiZ!ZE+P_H35v8 ze({T%qN{d&l>vQXAdk>z%Pt3%uZyZHK{AoQTADOO)rA%LK=RiK!lHV_WI@&Dg%hH| z=H}uW!~N5wpQxk) zf@RLktT(?W<;aW<9aeJ0G5N?VDVPb$B5ceEk`Yd|r=-Y=kl3uJtOdd(nl5k39aNwC zWC!Oyewn#ECG4JPZ{3IWaEb}>EYl;+%CMz6+%(|LSM!his0TJ!zppRx20Pc~xt!|v zQd!ND56&pX*bAbHAJQQ-UdLgrS&A3`F21Ow)kP=tA{ec&DXCgjK1xmkjpkJDU z?b`XGYx*svw0w`gt!!- z2DC?lKYy#@P9W>~ismLHWFO!I&n6U#jMc@1Os-0mY_r%hn6@{EPBR2|V6W#U$ zy#r}Z+$wMiONiECbR6Qf)>-nK>DPM*pEZV%o!-dY7DS5dcX9$-^H_ZxQ>a4+Ryoog z#v3@EmomvV(wRb7JJF{#Gz`&!*7-S~KL?q@j-idSQc)f5q+)8g&OZhU-%90EDv`EdEa9`4MfPlYx9Ti?BQPUCqG!YJG&RKfZX{$HO>RAe<%5-y7n9)eIrc8eemJ;> zASKt%Ow4V(aSTfdog@u`aP5FltYOYqH1@b(v8RW)$_VC~QVvxoIk{{3OqRtsMN%(0 z9zcRJJ6p)((}z2iQ}{$zi;y<@HK`?l6NK zlWfVGe*3CU=56*nq_v%VQlsE+pH(lXpBfppk~GO6CN6X)u9%SQt`RHG2X}Py9!Eh_ zSIF!G%k23-Af&$RmJ&fCe>K9o-r1kZNCm8&g&dA3&BM_f6x`R@rn(-x#RM`!Z23}m zxalQ~wABh&79D4gMr(|MLV1nJ>lTwzqf~Cyc_?sw?6w_S6HnRrU2a{*X{5lQmgGP#F;}- zRi-Wm5Qg9tfl6yBk$eB2vx9?$k;GZ~LuxcyeG^)_-Tv$hqZ3UjMkkP}s9;B*Cis6$ ztn-~WP&-%Wy}ai#mY8OTsC~wTCsf4&kbwcwOX8_#6=^eC<$QKSpA{&iZw+ok$ zZwnEMa4lI9FO+&J&i09p)DrRIpZJA8>k)(nAjo-vufpv6Rgug>5uPp}00}`qV^(XX zHzR59(aiH&sU5i>Xzj>C((x**WIqM%!~Pp4HH$K&{Ssc_w{E2Zb7KP{8r!gd5d{2= zngm>}v+2!j%o0VRW(?({EbPNwicb;Yk0X4;Ub4z$VpUVGqU1TVW%PxaOgX1lgY2 z4poWn9UTz_PawVDx9$@9#WpA(~D#B~uVq!5k!hl9}&5``d?O!<9WQkicQ@>F@X4 zI>`Pj6?1mdAT4c3vCKX{O6kt|51SeAFqw#=d_vQEs%#;Or`g3E1yXOC^cd8nkq9ZT zd0$y%unzI00^)4BzvB5n#^JwkquT^<&47PDcgi42qAJoAnI)f560}W8AV@U5>KtuV z2C{vSGebB*fp_EZDF z7>Q`@Z{Lw|!+HyzH~}usKa_@69|Bh4Hv;A+3@l)$F9IZJ7U-KxplfiO0YBis33k2$ z*=SCI$-b$L_av%d#Y{f?1^~F5xIYp~rpL!&&+M(NteygqHRfiSRi9IC)ca5YmQr-V z-58hk}Zk!ez6jt!F{m5saMsb*MiR0psBit z_o`CvfB8m3JV%)o?2Rt*q#oB;n@*X0%mTwfIVmeXczlV;k%8$cqVSg7&Mw>L<8me6 zlh8j`(#+cM-@tEpTFmK{ith0xhiyPOE}0NX(+99~XE@p)thP@7I05uV^~OM|}9i*)scQIxm)ypH&~Nh#-3l;_6>XdejsYWz4$&Fdg}jlwMhknKd(AL+43eFOT}BHTs>y zKyFs%_u-8zo}cBE--$o4^ixGSm5n(P9v$W8;-5cv9EpT*E>5PbRR$s&K4VU!?X~`m zUXYN`7J@x;>hgvgG;yhj{>5bhdYxm~rla)w*hZIw@kn`S^T>bH#_PQV{%3C4eH(y@Xjri!a4Rt}n-r77~ zOhuMSa3JDFocq26^DZ zM6lxZ-ha3{J^ESNE%d334dn0Oe4O0YX>nsPz&105U_t#isvj%Z34__URLZB6oB|)^ zS?%$?elg<`7!Qdd+>*VgrRByl0NG-=eh8HBb(n2ow!h+rGFTuDUG{*ENKdZ^OY~Lx z`1njo?bwR?3P#ar7#tDGljSZgEt6%imE)5_A3p0-b~U3tX}Un}vAJ#1YlSN|%*Dmi zb%BB-d^Z-I>oQVAaoYW6T3~B;2CD)+!>x1myoLEX+18AN{ol&Hu?8x{m?4IJ6zHhN zSP9{dP<`;ug!0a`Pmn0USB%=~5o3Q6^hIGJ(BNvM#jxyW?c0r{mzUKuVaz{VWw-T5 zfK|=Q)++KTVd=U3&Gy+pHr~AejR<2F_k>HGSLElFAysH%Sc2>ri0Z#8d#iEzQGPZ` zN0-;$8cJ8VYGdyY8sA)8CJ}JWEq!Q&=ko6B#l1B|S$Esek7@M$%k%^fzTBE$m6fzw zlQtiTyWiF|TP>){&=55j&2Mx*?^veSovuNL2V~W;r$VX2ccG(s1AibiJSyby11r>8 zsm19;6H7q9!J(wnR*w$1I>9tBV_{4)tjX&peT8Lvq-V(f)kWW&e6RL{G9Ub(5Id-v z2uE#bKJ`uSaVFxZHQy>zs|onWQ*JTizP$RL$-VwWkp#>%=3Fstlww%K7shea7MB=n z^I+e~^%+RsS#Wrsm&t~X+mQ6BOI9x5%jjR|Fjr%af7pmIOU}0LkKg}GZwKAX9QQBn zldxkNLHMQmE)FNi{|iyKQ=(P%xOptc=_^ewinr`)p3kwT-S)!-cUZ{6ouL800?$bvl7Vfv^)ee#! z|HPGKgJ@_9mZS1n3-bU zeV<0V-Lk&H!YiZSJMW+`{u4j9xl~UhB>Qak@O|8}g5;oRqQ|^n7pz@sb}DBT?kt!5 zF3Es^KO%Jt=v?rM8>J*e9cgvmaV|A%wl#AWwf@;`bd?dGRIB*#cw$eijAq06zNDF{Q5njY(wjW9szKqZRd~p$4ex;UsUb%0-K)OjJW-0F5Rh zB0|@MgK7Vu5vhquDuj7{p2g|N^JN4IDr<%B*zv3GQ!)}(fl}x->|qb)mQ7 z6iZ&y=g?`eBgpN2$YyCX#v^FlFWsz+1MHZ8fRtMs)g0)9y%B1(?2W&G@}QD~X)S(S zaWU@2434Bfn`<<|+W9BeWCk+ZcyJgVJ`cYs^w{$Jde_g$5*_R3TH&RltAHi$IAHv# zI24L#PC?k2JZOzg$|KBySv!YN_GO)%7C5W{7NvJlAFaN0OD8N`{hc`gU7+lcD*F^X zO(Xsw5zYP%Jo=%*ZvnIMDiarD$;b(?Vw3T>HBY1rn~<%IJU=GGgOb2aTtf{bhuYzA zCN^>c;@pgzZhy_@bHMKNR>V~MYgwu~&!CYw&qC0qM#rx+VD3*uu&`EO&#oY24i%-1 zud+IX#x^R`+dk?Xg*1BsUI_d9&51)D5Qiot1^eFs@=bIHU!N9Q zP>Xy@?fIF}V4Ou5s+w`)LGxGVUTPB@T7X$wSVsL&5>mbQQ^e1rOV$}~5xkD!@UBad za;eTw*f;%Wx7@?EV#5oY&Q!NYaL!j%QGm31X5Z=DJ;i5f?<0;(@{4Gf%w|Iv7(Y(U z!oqOW?+SIgKYc5oFNnZhRX;S-wdd>*Un)|=LO2D=-}mXI=!>MEQ)NLxL5Tz<7@r&} zKM_Zn@0mTv*HXzH$Gc;^=*%#zsUj`pi;(gTF1nOP>nalXHtY#y_BLbDzG)wqY7}mA zga2Zn*xZXoq=dT^=R%u;}6aLyl1%V$D=#PMU08^_1w5 zSN{fr1{&VMcvd^^rOhl$`wqNmGajGq<_sw(=709?^hVyi|YWJt7G-y?s`q}YK z5^a_5!zFndRmesk>6;A^2Yx>8W5=AV0hXJar$>QE@GDmezcW)gkznu2nos4d@PRFI^&=RrtB~-qb#F3m{m<}K=UD6?a^VW#-nVS?+fJ!-w))+_*B2A-Ev!RL z^0_Okul$L+)1D)tXsu6Y6IkpgnU+wMc;GrMDF46orGt>EF~ci~I9hr5kL!Z0ZxTgw zacyHHSxXbVeKuVX62?(nJ`3t6mLe1Zz7NQ^1-=WdL{5FhDLl{R*3R8%8h8{g zf^DhOy?q{t<>!~*(7%fM*uCBgd^Ybd42`&<@?WHRTrCRef(`2MG`#^e;?o*8>CNgP z$ODZG&oi6~9H9KZ#X~gPPUokTIbn&UkLO%}Xz@1Yn6)}M>xaXc&U zYo>4rv4@tsdt|dL~N5dgDf1)z%!r(~kYi zWx3edf-f%iVWP?Xb{NbL(`LJ_boK{+2^cy|Y)CSX8OouJpvoZBhIPM^=c7AJE5;NC zo5J>!xK0ClCGcxMC<^_>sRDgD3AWY@Bt4_;G;b(sqN3j3=9x!j88ZcrSLoW`HmN@* zSlNFi`==P6wXzhs;vn>#6Y+u0mB1%tSM2Yr3Ax}w-*~cx)1Jd13oDaCS>tx8O6rnU zaCfY0fHW*@)_R)Vz^{8enpK6P5~E%PN0`IcP;0Q_YGG=U@1oBIW;rUNSBlWdbadVu z>bXgvRZ3iN)6!L$F6m`^Fnx_6cTF8ONa0&)p=e1@`H5V9Q|ph?Y3PbmQ5o6R^noE+ zD^JNSF;Dm;^u3i@MpFX2%or`P%0sYe-rvXG7?3F6mD$cmNL+Bh7X1x%@!h+SzTBfH zSK!jCjfQXqR~@jgiWX0KnvhKRitQS{~cLF$>W z59#a~T(}h0L!lxYEB%|#Z|tw1zUKOm8z)^+9$DH3T0F}nuafQ_FCWb+k?Ew?xH1Dy zWCKeP@@LHMahTW&!52iWs*_~tX%a`Ve6iBXth=P+`wTQmZ}SPhD^XRI{N6onzk%Zk zoN87#+Tm_W*8gGjUtIt!)w4PxQ)%deA z6HiU7kbfG{219!C`%9XkWsWmnbdfV!EteKJPzecnX{Az#^Sbsi2Nb|AH zaa5O<9?n05ukKOrrX~ei|A&n2^8=>A1VGP0;$L{T1&u&|1EJotpl)jm@a@$y=UjGL zDI*Xwi}=e2n&}D3E2uvlD0}Eqk*%4tIA$Fg>(4pb?)3H%U0@U0z9+);EQVBMH4U^P z6A{XGM@<&CdOB!r^3I7|J}%#8XDg2y2P>2DL+`t!JxRIGO@!Jp7>W#J{z!T}WpTP% zAL=985g(36U@SYSeSGZsVCNv*G2GNSyiXu+D{g3x1#1PHAA8q`OH-N-`iu7BA%NQJ zzi$cu%9}yRPE1W*0rX07j0oo<0P6(v3kv#obi5}ey!$IsP*BK^3hl5T5Bn%f9w^v1qIGMUJF|qOpBNPdSWj!&WPR}CKw5RsQ-ioHeq)nBi z9vAvmti&H*CtATM;8sGI!;%V>id+G7hyZ>MDaRkdD!7tdgt#tUxw5}_B#xY_Apcuk zD8jOYYn*RF0_qWP$ZBs^%Jc8ZE6hcdv0z7-tKP+_Alq6laLOx4jBSMksjHF)8= zK!(yW=_I2}8|x8%t(muBhawpj#G@FXAu1Z&T<;Frn$kHr(k<-+vg%(sOL>&c&pt32 z5ioPR@tHd@Fo&4YgD?vafo}u=x59ovUV45vTUe^=_&$hQ#_weIdS})ud;P_dKtZOK zmKK7lmOt+t(;q+_n*qcT3D)pm@BA`Cr5ZS(olV6}~0Cr0I2ld^xz(y~OTqUaUv2yoEBo5jsJy zM}L4+P0>;s_fZuNH%TL>+wBgBSb9$!Ak7F5@v!vq;J>X^L94#a=~k3k=_>xhMtQQI zSC9zoZW8fL@)(_*p)frjL>x^N3wE9=l=UI|Piba4(QwyyFF@nq?F^Go1m8n3ruUca zBuLd|PW=HLr$#lX#hwTp7_89g_|L+qK3{V6?Hv}vRzhNG>Z!VRkFsHKv zEMW+Sw2KW@W4Zlh!m)g$)B4(x!L0LFORHWw@cFpv->QFPu&>^(L94rO=t;}#Ef;B#AeQSwQQsgf8#M94Sc_-M#2Ek22@esjK&YsiD?#taodp} z6E>8xj}dClugjU!JY4biAd#veDKqu&-EjRs==c!1$z7f8P#4U^xaip!&gSpm-=#5_ zwX`^+=(t}H$Pp?Kr_Dyr^G^w2@3%bPlhKFc(lE0obmxC__p|LC4HMxDtE!^2!M4Uq z+XIl}el!6ZKgjUH>||UxJeQFjKT(+AeE;F=0iF{c7)VooZmg&9aF^r=6)fy=vNU1V z_Q%672cz+gY)ZS z1}S38jNsr62Q9Jc_0aagkh6&eEYXM|DuXQ7q+eDAC2B;>i9mRN{du(G5JU7pGfPS9e_GX#{tc{Fr`G|M?H3 zH8^Qo?A<-S&5atTB;O-&jFc8WwQWGu#LtN`oP+Aw@#+Y9*1D)h-Oa?<8{(+*h$h-s zgD``uvWF;+33{_rd<|>m;qxrRjbG;YwR;k>Lc9@$wBIzRKe0AJpf|LJM7S|gul!jZ zoJl0n?0aGlK0_j+%r}FfZzDr!{U|xD7$*-2Xf2PKtIpn+EkBwrey(~?woE?fy=ES^ zkKTH29HwW!ZalVEC5qdZe#)ghzp+uMPK@Is*fU+my)W@Y>$m9!}z+Uwjqf7ey za0|M9adz-0Rnw~%gxTeZ#6Efzd(sgTOK#}1r=qI-9rtX|uV7T}GCk70bCF_sT(XnVO;6>7 zM%uvltTg33ru37>a1kE}L`|F@nd)P)@AR_EXLDU4x!pFu?~-po?DbBG`8&-8il#^M z=15W=5hHNt6Ezd<*}2K^jH<2&yUeKo5@?Wcnk;F6;}3E0(3<sC zUR$eAd1!OdLA6IvweAZ+V2d~mZZ(vaTyc>R1a5vFj` zpB$5%$__9wJ96pXSFcZnbL9A*B_{Pj%%OsMXnN7H?0KDCsLZlCqw{eNr5jL@ zO)NVVRm|4YU7y7 zlzPXOzj5jEl)%k@0eV2}{*e-qQsW8J8ZhMIm&UQX@K8~;l>T_Ollwz`agu#RsEqLU z^k-mwhS{6j&Q-^omjV}b&}YNVJ^?IQ=^ixFYk9+>A)#}SWFPJ2UjW#nCR9cT~Pg}@=F0O8vcW!(RYUxEWo_#N)oY!G8 z2k_g*bRQ{(55D?-1*iH}iB&&2WwNPihj9hpC^%SlU;a2G`TI6`S-#xjqX79Q-qX#B z*}*IdtcM0A^pU;FBpR(2Yb@DLRD|Q}!E;Z8rWcOV zp)blf5h1z!{1m{gSuGz+d@g~T)2g8U+_H*W1lEhP?@9~p1lc`I?umUuuhRGu;ig9+BGrUm~c8EDTm~Ekg)$BZ+{gQN4s@x!&q<# z4#9%Ey99T4_h5}X1b24`?he6%y9EgD?g{Sh`ZdXYXJtL_`gi}mgy!h#uDZDDoMVhR zYr?=5M_WpOBj0}~ha2!i(ZfTWGfD%WNF1ei3((&>xS?5<(^;8;F^+L^=ez`X7{}QQ z6DbbnOt~1kb}~INAr$mGoPW`J|E%d#c#CR>%XdOqtp@A<|NxBBo#h`9wYB*R;h+61|?wfuk|tS7>QNBrJ&9NO-Q^~O;53VYTL zvo3jVUkPS)eXGrU9L?wrSOlq$#e;TZI-k{NGw%0B{u}404XOx*?4nl3XguKtTFovI zXV*F3`$fbsgHzJ1f)}wA++ju*+&(S%NPWCBZKfp|>I@(4EgCc`^eP)?6ArY+i+_(= zQL(%8k;v^C>(g_br{#79Is1|TgLDEO?ot{=U3QtMd)hS+7Cq+|?Z>#&f zIG=Za5A1k8aqt-NHs9itQ3`)2U{Wb67fjloHtWZI0=bH2bO$>2d%42#)FM7 zt6o!f0AO3sfEWtv;A5v0Kr^`FL?~uHk@1 zg}vrD>{f+0lZ2YtjG)T7GG}=z&ZtTpNB|J2XtU9ffH{KfQ3y8~J!D3_HtieBiE8E{ z@7wxd-I+TDjfRgz_UT(f4%PV(ZQtnE?CoF*DN!g)62~CT2tXiSS0*MHQtBL>XfXsd z2q-}(1DIbeAG@}DxIt{DUZ2(Coy^;ebmD`XJ znaR=-(EDR@PgB50snTCix>tU<(0RW*ud;zht~J*KSm=h(*bbV8+lK_>2Z1hT1%)1& zX@2Osg(UJ>{bre+nox<+R+Q^uGP`5Mj&Np?4JcTYyCF`&aXGd|4y`-l?Ch#1Ui8R) zLz#*qwaxqU^990tyw!`cfW9sXuTaqjvo_#pa@NxYOgd{+$lNPVDkksdciUUyl9GZr zb|DQLNR?NEA8_`C44u~~SxF&SHbX%pMe{&&nm(9|gZthS$_Jxs?u+?yRg5e0Nft}f z?(&7DmW`jAZ5oyE6Hw65&tS+?H+&wf_a~ML7oRkU*(k0^^+S1>pw)DmoH?ul=wwBZ zV-k$y1@cQzcZa*xi=s@4li)tHQY_CUCt>U@{rf8`<>=>`ty-vGmolmHiWa9xb~ zbuzxD`iPQaj#1iUBx1l72ktXO%7Qnug}bHlJ%#50d_K?@i9?~bj^2*%P)23QKv?ta>*Jn`uudOKQ1l*_g zLonrfsEiBC-v*e=fE*RaD~UTYS?0~6b$%j{H+@~3?+BGaAol%z2o5Gf`)kj5;}Pme z=`YYtdY->}y4Y9vUZe-MZ$JTNbI=uI-l5z5u=GeYVeZzDN{p;#&ZQ!Ts}wne{%{{{ z5DkL^=2^}i>KvMnKAU4k@#P$%$F50OruJQ7>$go4@#?03$RhKx6WQcj>^Wk8aJ!s`sn8j>EZTqT z^_^bSxh4JrwcN2_L44h7vuf#NP=b)v2DbNDCwNS>rAJK<3cRAV@!SET=%ImEFC;@y zdhasjQ&qP(QYicmR#f`FvXd!5F$NVK*=^s_&B8rtOX@?<+f^=}T#5CrK;{Of^PWS9 z-k{7i>6cG(j6T(FrNz@hru&i5Wl&%UvIIK=1v%DmHyIxW;@L<)Iau{fqen-Ymh168 z&bxT&ik(PQPCv%ez*pC2p=#{^+}h&G?kR{q>k@O_%`&R(SfR*T!?c0Lo-n}Kh%;HRhr6r38LEJftpU9zTd!_*7>hheJg z1@2bV+%!xoh2E|L6_L}~D`d};;5vioY9uYkO-!aVTT<~2%3j#J=+Q%3c0K3wB^ZE3QgOx}>g;I?esRyfxA zzMR~fff>9m^xaFXy+J&cva6oly%n_EXh}$Bm~Nz7*;?-+ZQUwUS)rPIL4;spdU`tp zT_B-$w4a*|YfMmxaSN?oVitukwvQ0$^w_nfPSdYkV51#gE+6ot&xsF(g?=!5s41a| z6In0ysw%YP3zK9~5aqMwRBnT^I-L|6vwBBlb1^EHT;7CH(Xx$Drl4{;V9eCss=&o@ zbeLTqyK1r$C{gMI7(A8 zmdYvO#WvuOar|17nwEkJL4N{$5>PBwQ=atIqSu)K$=k3l$ zsB4Num|#vL*5eznGI9cOxF^NM!Q5_$S0-_qv38~{bS^eoS@xyHz-sHpnPsi3S;gTt2rL(ZzSfz_<{b|*htol0cYDvtWXgrk+ZF5b(w zhQgkeZ!$DqgRIfMJi0q}B@3);C(NLIEL>gbMfI}n9w;rZc#5ScTOw}8B8F`=PSEmY zHbDh$aSKmSi#0wVtIa#wH_xI6D;m<>2Sl&F#xl zo88|0=>Xy}6jlASXA)LuA(5qXUi<9iDz7y2wbK25a+XJey`xd4(tBnr+?Stf`{7}- zIHOLlzZ^udun=lF_E)oBe@HqX zcFJod59T|q7Gi8Tgp#H$yFF7LJFqUjq2P)jf+d+?u1e`&nsQmKz+tyehsHkoN;8^` zcfY6rJc|_<3pZlUP)!=xDamMSE5=JQ>|kv&5K!?z${O8V1z%Z^f;&T0Q-4QVo+&>qai4|Gb7eNCEIA0(DR-Ur_ zF1G7aI^Bmf<+w#6dYTTrEDB8e(kLBt3r2WfZO%|O`v84LM9Z6&YKJsAa3fG~qwVlsfgm5=Q zjbnLy9@Zb#jgjSy4@$B;NMfJ!(Vk8@I)~@``-^XqRn+g@;FLB>IU!Uv<)_HTF*7A} zr5d2hMGmOG2lA*l&-)6mneLw;Tj>LIl@bU#z99RIYtOhrT!Mmy_#{rHOWbwP++GZ% zeI(-cC^)frs)WLtJI_Kz7yVuIJ|R;7DSCOP6ttS{SJ=`$s0k)FqL=QzTVFY_FgPio z4L;!nRe*w7l4U=n97I1kh~46Osu1*Vkh~dPv^p{txZ~4oBAxH(_N(z9#}>;KYQT9o zLA&(YN#WaIZhEsT-fp*DbeRrHmfP^1@o+rhRuI%T*S^gfeB9$QFvmN)Pu$CSGLaMq z89(P6n#F{+L)51V&X3e4>MMG{B6bbCFhbY+ypG=|Q_Y?2R-ZUgd^N4CLRx6Z&Z<)A z4A8Ilr$V1JoStsGZjxR7se&h}kaa$6m3Jg$BhSYT4GTM-mpmr3$hP=_fA{B!rD~s; zqsDdH)J{nz5yTtHGgFgWZQYLV$eBxF8Jz?$G@1R`qhKmCAwB{xq2V7?W5f9hXYm&}$MgLx7eTs;TAZIwy`JQoEE-*VoBA1g()lH;%z6BKBm zV8g_Jm+JYgze{z|Q2S%g=;A2P}3Ca_bKnUq=(}x2zmHQ$@PP z>NTPQ`PN+*QeJRxmUg}LoVBIe;A#wQVq80w7JM2S%YqoAwo|plleE$uFV`HVQoRe8 zz{=mzb5muk2c@AtQ(+%1t0cLxIHgzJbU0k}Y*HJ?qg%%X+@gDGKOB_Ktu-UCGA2jY z#&E(%iVCi;mkWDF=~GGsM4tqD`3kt+kMTXO-8D_O+&Z}n!&Qf_FpIjKl2#HQeaJYC zEG_~}gCGk*{}2%ofmcAEh5&;nh)GQit7T!%dk&s?A_)BUwpYDW6`jyG&Z)4d=;mOq zQqiOq?+y00qB?o9TY&_pLBS%HQ(R1pd;(-pN+-88jCH znVbCLs;-NGcR5@b&H^Z?{bs)Zh7n002Xym=f<^5+)$AH&EhH7M6rhF@{FK-gJ9ji1 zIB!B~uvjxz3^}Xu$b1w1&6ct<8kOW`wNRV^#AmmAhG8;!%-4Dv1OixLfq(%^B!(DZ z!47}OBLD91pZi2Y5U`jUR{F{Os-ph=eRvX(N?)e0Q~bv0WCUIa%7N$*GeD8~5t|}v zW2OyK@;rRiu>7(>D=nTBEHm46Xtvs_Op>>?&!}kY#G$6~L`ti6-*QnPU8tX)%3?xN zEfKFfY!%(C!GaV+xg)0|)0uwdodLR7|p4dF&QRB+T6(h+=lUxoT>y{bU9~jr+CHjQCTJ@@# zerPRSPs2I~hMHo&r{ZjMuSe89|8d*3^3p0mpU+Ahg3`LhUYdx&Fg4Qbw!4(J^3BDQ zG^$r>>P5TuLYIHHfovM=lL~dED3l83(&FNvD!^>EEX6HoyR1XWd^3<=2p@ACAdStC zBa+FM@B4aUEs6OtNU}B(<6gq$C}S)k{eyz+;^xt>Tli@JtLZ((2B{5aMGD%-cO(0G zgg9?cUPc>S%+yaOKExfe*?&&_F`;C3Mm~4k!0?_lY>2UUa3SdJA?WMnVxa@p$T&&t zwZCd)fHoNYa|B@vV)E@f*K_;SM&oL@LyUhd@8v>0CzYBsc%oSP$s$lCt zIawt>b%2rB;jUb4@ik0PaKDH=Dh>CPBmq{rbhglY3E%u)g{IEEVG!~7Ij6^A(bb*yCS{vB*sGFT&*gufA2t#m z@nxZ$8jL2Ed^`y7lbaY%T!q_lVuoh-GU2UH;ycw;RY>5$u7YOMOFPq%otvWaFu#dF! zuxuU~cUzd1_iBZZ!`$(L* zZUxUM-8ZsgzL(>l)Ix(lwT4Aad3(S=FEnWx_30Qk=<2Teq)W%nXlQk)Mc$BWMrBoK zT2%xUUJ{wp+x{ZY#u9I$An-e;KZ#3N!_W~oWfV9qCAT)sd)->MLoUqAHX_u6RAg0p#{Fr$^i*}P zWV^0N?KqiW*$>z1>w++FJp6NXAk4u*od`gHBFFfUex4+1r`ApSL6kwyMJv-@GG`d* zZa^K2P|=QD4s-AozQg08N!Lu>!P1B;XIEGsr(Mf*HO+zFi%W}MypEU~?V00|)XbWb zCZ^qH;N&NFyBN(OXO)^{0_OdzmIxoDXNI<$PklctP_3kaqcdBJV!=IMpuKx=a$cYk zwJ0VsezHgx(Y&pkhNC6(z$8E^yRQ;l{h0r9LtIewU5FeHpDVNv^9QZt<_%VEg@vPL zJGp!+a%sE021X&NV{`Daqs!ifaZk#~H;aQ_m#|g@57~$p2WytpNB{N~#%1=+BR>}4 zj!z{5tR55g5#=GFSwKLwTPmkMMevO{9AXwbFIj2HpX!8}8T3XMx#@Pen#s9$#Rn4O zdA%@t75#j5ZKc7Pmk8A>4kKt`@ZwLRvu%j+5U$Ra`^)RwnWK0;*!$`Mf0?7CeDp>I zUqBl>>uEu^AiAf zTmEjK9NKEoC|J(VZw&p}{(qT|eAWQJZ(lbtb5xrF&VI(11>W3V8J{+n_2H=#DKlS- zv=>R|!8nKtzHcjHmf;7Sl9Y?udUtwm!>8_xxQHGX^$=6-HcTeV6P4lENraXrop2r=Tt4!YS9px_Y z$`+&r-h8H$L55i?8JQ?RAd*G+Df+wIAjTZngv<||aIQTYoHXpzPgyiMeIn;R5zQ5nOWXnqXiK*FU+}Faw*Je6|*65W(T!C9T^%$%@ z7^o;p_P3BEYGRwhyc^&c+!8TAVlH^=JPR(bO3#XTm)lY>0eo^w+gWQ1dN^>U|6w_X z86t~n$`-NkJ*@6soTV&-3ChQyc$)-`ZCzPpVBj_jNk+e=>|-1ff{<{Fus7sE;1b-Y z?yh64x~wy$UZZS{P}f531B7>GSZ6S2Du|hzv|FQR|>SaFZcUb4c0<3@Y}>yzbk?7ww5DL$!cvuPRkB zwuG*TtKT=sgC0Ecdp>C1_IWMP@Sc|f>CH*_W)oUatEfqsHa^|oiEV6+BH3s;RZM1< zi5^K56elDkCRUUZC#0AlOgFRZa-zsT_1R<7C

Gr^-AabLcl!+n}PuBl>`~WeLjt21}2T9vI?bold#yVwsNK_kI)=o z%W5$q*a4!(34K1sAclRsF7YquKQBaME?@tL5i_}0<2mUBB+zP06)4Kz~IgN;=3GP3%HOZbL5wV zsxM4AZ)i6s8*KCzR9NK*u-9kYd;GV|d5tP~UBZ~G-?D5{g1(+zphaaR4h{-D6Ijyx zxEiXVy`|}cWNi%dqxVWWnUL^_bMMuPVW2^L7lC4C>-AywFH4C34U94jV`+MrsdaJo zqD(GIu0o((d@*Pw*y}qPL9iH6ii5oV^WS0y_@D6r2>t0+n4dyZ{Mmkgdov=H*|8!w zmCs(sH)(ghv_aCT%mW1-x_E2S#GwzdeH=l=MO+dtRHXmcm)Rq*`jjG3Bq!2CVzQUQ zMSFEs&6pE_r85dUlafFb3WYhkJlKzFK}*4Q`Do&XiIF=7iz{s%5xeWt{9snV zxxhf32wy2-a!S8w5aqwEkO4YIO}gh6+{LTCMOcJ{7EOR{JG}R(mWkewuR|OMQ^n0= zOH`@J#iS7$#2EXbtJC@M5~Z^hV^L#(c*{67CDe+J^_qkoE zvYkua>Qt)S;ckGtu4%vY_;7yNX`;R5DJg9EcIJ_DLkzsS1IWdvU z>(t_3i>r~`z}@JvVoTe+J}C|VNb)}onTn*`ZhepDrQiYfH{kAY%8+1Xq`>c4cBIJ= zK?za2q(Q4$$2aetnGs}^_-0bOLrYIVTlQU!4O8~55MEhV9n`J$-OgGb+;?~?lt|>f z=1(cn@o8_X*x9r9XBafTI-HL6p$0a#lhBC?E`Rl2n#I89bprgNkfBWB$PBXv_c*5A$4@W zoD)$NG`yhaYlFn9Y+4}Se31kZeSPK;KYbmcPs1_i9A0Ke@(Y zl|F_RbZcYd^8?2S4^E%OY^jJwNdp4{nu`?TFZ#NK@Pt)VgTKZ_wzu#rIVQIsME@wN z*thvW+~U7X6Dchnc5+;ORETp%Ave}zLS!Si=Gp=ry=X@SsO_%i@OM_fu8Ai47*tm` z5tkTLmg^E43pgJ$VW&FiE{@BEPBk#65k{05H5DoNj%y_e&ptk+lEreQ2=$$>zH1bAf;CrXgoR zZ^~upLA31+GW8*sNp9QS&gc-mTn8f%j;GeVBHKMk+h2CA)LhIOd-O#ypcSfyYb8UB z6jjL_t+T%awtQ1z$TVQFN8%`mVV!=XzqiV> zxcIiJ_B|SMRp-83YPPt)CJAy|?&-gIHLq$&G83eK1@f44x0N8z_s52f>BQQRp;nk$ zB+gjcQd(A?{-Hc@T;QN4$i*+-cf-~1Yu|uTN$`KV>T3$W=^0zAFMzuaBj!2}NH7hX zld)N`ru%fqE=A@GGlxMaYA2=qDyfT_lMLSXSp&2L|50v( zG}E=@<$YFPHXP#XBiY^}x!rQ7RSlnF`>N&(pp%D&cRk}_q~ir(Fc@qIc>X`zS=34~YNkrti=FR@syml;~nv!#tz=R3-DL zBJorAOR9A_Jx}Qcc}2&z*KnzBH`j4$;J&6ORacAL5_ypv$shJ&VYoy>=GJ30%}BGU zhP92D=P}HO>JTpL8l8e!YfR0_X7=!)XTgsMc-ndYeDbJ00awiuk}7@j-7+~7QgyWL z#O_vQdWz99Qou>3h&O80U}JejNx0==x$SK?nHhS|1P6Rj)m|Y$ddIK+6*WjeTZ@Z# z<5LL0fg6V;3UIox29a~j7~t$>F8VwHcfqWCqKGShI<^$X?x5l%rs z6No@^nk1c|D8T;)knDDdAFT3MNA6!+386#uz^y`3b7cQ8iqF;StFtbQSo07NSha#u zsN-grWH|R$_oD2@vIt-Zt{(irbPZ~ZoWBhSf-BhhUeGl{@;H$k&Lj}WfP4e;&#|%x zp!or-M!Pu%e}44qbpkmcBf4V$4&{J={`;bgD9Cmy`#U!P7IZ%|@; z)aI7R0(*sSn;S82N2ADz-PBIx`!cc61KXIMr+!1+?pURaVJdS4MR5$>@Ok7QccM6(vN%F&q z@k=ib8CNo$(pqYv(OdU*`@qf^hoN9*GP$RO%owWSRwygw*=8x7e1!9{j{_&GU}4yH zHqJQjFyafdwvLDYsv$otu!IFi@lm*d41iMs2PK8s{LsWQZS}J~p4>GT?31hW`0W6- zSF6nqlihjG^Bh=GX^|FJBO=X4#__SrjiXuXcAOc|YTzshfmcoET1l zS+t2{~UjI>YgT=3LJwhIPesp-)^tbN^?8ECO7ny>3k zUq>N260FR}O<$E#MeRl*vGbZbToMvm)xEZemhuj@O>SNhFo*g>HHq)&>MAG6GjL8b zdn;ZlmF&HW6X>Fv$k0~~+wKGhQ}$Rw;H8&V+T+(b#^b(B^`8F}DK$+A@b|SYAj5JL zw52!R(TiAOTNVd*aPEiW_B_@NYIqy@)BGn6{62>~I`r3YkciZpQob&1NR)AF(>lP+ zv;K>#Gqx+!)m0==M~bU8pQ$g?;Fh6X=*1?pJpygldcM2a^<(r8gErGB2>g%uMfykl z%BjWP_JsY9M5enCG{^1-&Kq&&z-XNIGhyU&`b0A*S&wvEOI{-`UgOWr8P&Px;^_@0 zVXO-J&><1dhX$*11q=EFis}6K`Cq@*M%-@+JEA3i-aD`uq9$S1ru7h7wSTQ(#zS7~ z3uFT!C4Qf%UwI1`c;d{R1eH_@LA0%Hbo3pQWsNGD9^*SXJY%6&#{>^;lOr}9<4@Ac zU-VoFXMrjf-W~|^Dt;;SDc@=tm9B`u%#q?ybs60A+L4!xGu~cZ&s3d_$cIo97n%BqgNwoPGosYXb?1LL}t9x9M0fJIlM0Ic1MdWcf~R z&uCl@>L-kSW7ZhjIxX!h=}D+%RF{d&+ApQ3M!%9ynm zMkikb0~g2Kl~Yxmo@+f&Bbu0|KlX^JX`;o+dLT-uA>E^(n^?O(SJi05Fg7~t6`f&u zr|!(tkEa~f)1t45GfJ=8)?G!0;RnCQM-fCp$ZA=zG>fsIrz82tB)Z-T_u1rRu8pLf zZh96lo;1(s_)mV{7TRkd0D`^BUDhsD!x8PnpOsW zt>93`7!epmy`a|2rcjv`#KGF)L8?1tw=|=F&_@aiRIf~4FfdcMGBL!`CdD!p#eNJZ7dMOQa`t0U@ z05HiwQdzL%Kbu>?w($+0M(2K>44!C#>=hZDyQ*;4-}kE-8^cJ*<`vNU2WrB<;N6mRoJ*zM7ddu_hlD{2_wn`2Alnnl*ZCf@TG z{+K=q*z~%k#UVeYU=ljW2N!i)XC%!GA;+&ky5Wq@&IV~i7}z1R!m+|9xID!aDGdwx zl>UF^DX&Ou#gbv=&L?~0%@IeV76QI2aa-ZwE-MOzE_UTFS^Vz^I-S87=F*RN;IA2D ze1gcXJGi;Qy7Mh!aH4?YcFHx5RAqsah#Q|%9~dj$5DpqGFuqt`l|Y>ES{>+G#LxIx zcza&mYc=GML0-fnMh(d=Yl_HpQ|zqXa6D4&?7**82wGQ+TS2?TRMY;&D!>f|1qID4WUgNb$JqLR{`4?3XD?=uV-=HNJO^FyyfR5}(ota9bbY z8x>xY9Gg908y_07C=LXTyI_i!%?b;V7@lNy(%e5VHY76tOw)={MSQx;7sNwm34K|2 ztjsQB{>9aEhx|>70y5O-cT+Pq=JYzF1qyEBX)s!Z2%R7`IK?h@aRFIn;oXv&z49ZS zMEWy+p3F2X*H?DZ{R$|>`^8RY2pO0vOGw0Y6ywFC2t84b_tG8}6U7_Bv(6J;r9%VI zEdmn2>!2I}yrq_ki}_%i|7|aph6#Kkv>o*w!fX=hRjHibO{e)#pIg+{GG-RVuYG(J z8M*Sn!DnrC^mA)Q?6!|#sNUN&>Ed5eNI)<=-F7Jx(dB%I@qejDv&D8ZgVGp~8cSoL zG$L%xh!l2vh90L1__PT1?{sz8DQ+P}w;?o^q+xDok`c!IM z%_cRuILf8Qv@Pya0FUmq8!w|bw@23BPhsd9PVzYrYxC`!)OlM0S2Xdq<8Dm`W2Nyf zYqC`q;heps!i#~r5}X`uNws8!o+!&w3wM|s^$6^fo#}Yz-(<5|l71e^h;;|{QFWVf zhmEp-8vFR#p2x{IEs5Eu9Uo?Wz3M@@HGEmJgqN=p6X@FFKQxDMvTiB8A%fZ>b-{QP z9|cMFNp=JBcxB8c)zcl&zcl1^WVbh_?a`b*+@_Q~>z+*yY)E;H#LB4o5lWN(9f>{P zv?5sJJJ)btHq+=Na>wJ<2v%^=cK10+^nT`P)*sF$5?lnUpbZ_O^iA{%-^N=482*xv znEsKE0AWKLo7+N%BPDxu$w32t8UEh9nH2f5$*#W=wdT8Ozj27T+YIn^#CGvG_X4v#h}PfVwmVJN$K2h`&-RHqOs#OH|Iroad9@6rV)^!W=@l1DzomNcuvr7JY5Zz z1@vAX6=3SWpO>FSLy4-GYv@F2W-5vw#> zrmLeFYX0%Eay(}=7pp7vLFYm7JJqHUE~q>fP`W02jWNW#fC7yw0JM?roxy?71+(|) zOn2|bmQ(V$pi-N-uo2z<+KnUK`wXm4bjL(5)75d|w=b!%C$4Lr+Gx!4YYQ zIq^`|FX7b!zK}!kl>&Twi^6SQ*z41W=Lw%=`hXHulWIh2d{3nmn+DWjUSUr7+c(y% zfDjmsQYY{gg8_QM-~|m$PTBDG+HDWOM{b9GuUI_k4ke=?elXza7bOFpeq!+8ZJ*8} z80b}F%oz2_Xs?P2Yim@K=j$8}`|d}Hw3o7OkBey5u!CfeyAdC9v8K4?fOLyN&}7X%iZk;WSgu3^^I>|R#wD?g;l$M|1CXYN=AO-~=N9X{A*@_*voI=_sD zyE5f_bhEZ!ZHDjY{taBF&AE(HOfoPSC;VjHhw$xZyj{+>${PU>z<Lx(=+knpW>)^gV9=@Y^ZSANPT{DAv z#mUZbA>qTve_IXbXh^hw3tG)=YmQrg$xr!0J5BEIgJg(K@D%fXD{2N#u?fgSPtV%M zcR8pgy`O)+jEJF>MWZQsn`Xqq@<)+mYLbST^JRAZ*LDc74RV+Y@HRt&T4@y`aQLP zu`1I+-xo7K3m6y}6|-zw$MK%cX6y2%Rn2RknU9qVw1bL_+SvC#8{&FOz!}$|p);GS-QC#$un%|dFP*kGH zC}2;72#2YX+qh9<%Yt+9&eRo>c>qR~b=C2BVt#2?Uyyv7wpDyODS;Q`4VOk2IS0Swi8w%D2OMJWdWLC z4Cbq~k2y{R{K);T_GZOP-#p3X&htNnxX@o`+{crL4G;05!GsrJn%_uZ;A>4xt*-2_ zh!K=#f8e$je;6x*@JOyPKKQ=i&teymg}hLmro+(?9-NdUBHL&s7tDRPg(V^UuoQWI z=Xq9`ZCCER;OHVVn&e>+qtg2|fCxboCjpab_<3-Da=ibwk16Wsf51)Rw+tpAcO)qH zj|^sne#ZRKt=Y|nGl3S^$C|^x@dqg*t;2Y~@datrKXJFDXF`^DGoVB4A^`WfcwqAB zf=uWw0yromsDS8YW0S9cVPtstC|xXMTO)?3N4;(2i}FabAyFvthTB-jL8Cbvy^Jc3 zMEV-b!}WMfL(H78I~8(|`>*34hMI7yDat()v+oXgKmYh%|F=VbQWcZM?aj{gVE zlHgU=>iUKRU`2P7JO4$vcK)o|6Lx7S&wMX}_}BI-Q}1qZ2}f17(m`3ZkVyDEO%$2F!) z;#}J-X$rw@{ApgIDlw?m-}#XhO%7XvYJv|uqSf$_v?5EoYCjV;*8dQ;{(b{B2K$c@N&a-bu2D~PjB45E82bqoK z4aDy2e1%b`K8AHy-4w@R+-}_$cRBKlh4#~R)jQ6hCsD-rCVAv|i-n~ds7w|O3lx2Z zxw&3wqW^=G2FFmg9X>v0IpirI`Q_eKOpUWRO5l8QFBH=c1CBihSWYWzQW$jiymiBV z943mJMtMpXL^68j<{TRT932Q%7^HJjCeQ?NVz$Y@#`o?0ndt6|?-s`3mZ4ExCZxn> z+j=`aeFXRJK^7lX*KFfAHcsqmOBQVUFa2{0}1s1w7^(ubFq0;`#<;wgr&auBV8%8Qv;Jj3XIZ#S4u1I z?~g(&k6ai7z!#xcgZmA`@}Q=Lw(@xH95n-H0flByAP%j=FAmUs1kUQ1a7-GpR{dQ3 z*Px3M&Rt8MkYSN0_mtFykyYouPA5mqriSb-vvD_Mtymu&;I_zu`KY}bD8=6jb`u+Z10I|MBP5J%?C|3MX+M#&`rUpaa0vgW_a$F4R`@<%G2%V<|LI;Cdgrmo zr9mL9-u`IP8J{=Sv&Ks`!9R6A^F!7^fZPv;pa1H$Mf~0q0{aUg=+CybJQU_tG<0-y z6XVR)4J;w*NQa6|N{-Rvv0tEAm6OVf5WtF)=H%UPIbYVuf}C0{I$j z$mQ*Zb9)cuo0x*uQC%508P#Q_D4c1piF=8?(h&Kz*Z#c`s|mky^j08d_<;KAJO|yK#Vq~;demnD%THI#qVHhvA9(}(6Xe3>X*QVjVH!> zmF0cgapBNQ51Qm~;*RTue&r}#_mk|vgo_X?|EvDuX**N#FAmJTLNWs=Z-`V^$NakC zQwV{Gb=wba`hNia4NwTZ%4x>T%&3t}R7yV#T>}Is-tK5>&U_b~Ns#?zDe5_?ZEdYL z+>CEWoeM6qB%sbE9zjW@iLnL(k&HDvN1wR-XRY82OGlWhE5B;$M=G z92nM@JI0vX)z7Bb=}eeht$-F3-#J#F?WQt$lN(w<>u~;55z$AKnoH@7#Cx}eXWmWb;35DccJR`{3N7aX;r}?7 zBG%b-E|ONzg0CljUl@1~JP3FT3-0Si7;~{XDc=zIAe*_VqD0E4pnbUrNe`k1$f(=TiiR?th-Xvo_6=Q16>uI`^Oydeqlkq!Ic&P{Kc-}kyj zGJ_NHDPB13Zq1nh9D6{qC=4Hx=BT;!= zXoggvJjmSq!0*cTf11tB#16 z(_|+Iy+|`z!^b|quGVwcz7J32TBaO6;2Xz+{`x9+*5ng+!EgVUgBaI@+Mig&9t|t4 zIwzzZwg2sJ&_aoPR4m&Ke8sCl{rL_n3k2GTq&tqLJ0y1p@GqbLOYs`Vkqw4M1tzJ! zV3lC7Fc6yTui*7=?RFxNSJpRQixuE|dlGZ}=*Hs1REj`UK>sMsRd9vym&ip)V{Ti- zP_o0XM$kzGWctxB#}J0e;vhCF4i(%%$YU3S`G(uc3}=(nLjtKuavm=iHkB>&@D~~k z1xZ!T<>fWbX_14xWJXs?tP`-tGXLmX#WH9kE*YXDRT%F-xt9@jCK;P5`pw#66Q=4u z-s_0+LwhH$y0>oF&V|OM+?ex&Z3$<^13o4$jm?6g~Mwd7yu;8i!&!TlQ zP6w(O%EYOgJs%X;1n%ZEAg=3@*2R-$qyG-rEWAsNN>r0!&Q7qe6gsc*xmXnzYz<*l zD^RiIZ>gbVHp_7H*ms1_CP9Q8^R21LqG?Z9VtNl_~%gV>|_4XD&3|?M?L8HcZq{?@IJ}*(4LI7N1 zIbOIdEMkE+X!ld!XdC;*Aqt0L>0U6`byl0?h`Y6AsdiiG*zDg0Dmh4?U1hT3OKtoN zMvqkU6v@c-k5Eo{l|E(qqzlPjN6q(VP3ed+dWq8qIhp3jm$!S?ZNl2EuUEY;YKxng zHS}`O{-vx^GV?OC{ouzhu$i`A#^sVE-ajuC{$#SvWrXRmw;HZZ2IFxn$J&|Nxv2%Q z?BhKE6dCN|4zXkO&sNWG~UqS^!RaYiDxDGb$ zwJOwQ20~dk**wwBlw!NDaXyR$ZGN*oxDto0ii`Hdcy6Ho)s^~KEJNaaZCVW9^6_8Y zb`m{(r!?swy>Y>^^D=(KonNo{vp4$Y9?ub;oIJ~ZkgWY#CL0B@I!&M#=eD+>t=;lC zV_6W?;ck%dt3xmSH2v}jMfs8u0}Na-=!KS|VvhK&H!ZLCJh;4qLKKLRQI=ego zN|qRkS`teM<#Q_7=E*{R5p-aJflAXrzKC#!+@Q2)%g@hWYAUOo?LrOXSd{{~pa<2W zongYNS*IKjNLxP8AA1c~nP`GNC9}|OyZR&N!JCA4qW!I+prl@WTH&O;HXSxH3=$XI6@h$4<}Ure8smo$A&%3(8sp>Ps(K>t zJV?1`O{Pu-%$s)Ch8&R~uo&&MG;Y{^Cm+<)=>(N0mlQ7GiKq~ue_s2(e!ljF7L9~} zVy6GQI=&z)cJtEoHI=9HZoc+aPMZiv{_H-!oo|U{9=Q7l?LEW9mXW+BbC`5N2EoXh zhm<~f1UkA|5E5FCPz3IQE>XgTRjb(1;}AB8F!LJNElEHnaTO?a6{!XO6*QI*@(_J7 zWNZ3hg)Z1dNVZg)-<5iA>xy+Cki!d>ZHMu*Ic@^$YKHC_eR6(&zMSm48}|!l&dS); zYpqhaL}S)<*&FGKe)tas-C#0sX|~j*4CE2p2kznsE91WY`AXV?YAF!cXofiiD$5AH*37X7hJ zbw=P_bn{1-2Txe7EB|X2s1lZ>a5?lhHHkS)A8y;;Ne6H6N{FxN-JAe7?2+u``%VG} zSI3A&V23mgL}H)!6zVucU84S_nq~=uR$2e7bbLFRZHw|@@`r!75hI!XHZ^6b$U~+G zFeqlc`ULhIG(DGvrC#79frFm?T_qPzYt~2+j#1}VNylniDb_y}!25S}$%;fli;tHh z%E-#D$dT06PX2>H;(5Of(~M(@mPY0NL(kv%6s;Oju`BV-HiypYU+@$!tY!4N7;$`} zefN!U8QGuU4+WX?X}vqS08yK@drNV4^2WdK}*)W!2W0)aBx!Z zGAWbqpqF<|ft^lDu$Z^>|5Ytt+g%*|&pH-eQo!(%Up(Z$*(dRmY$3r7`k_xCNx+rZ z81r*8%(Pyh_<0LSgYgCyV`}$S*2%I53y}Y+h2+3KdZhO1->Z&RYC8uk)ub|G32pvD zCpM{JivXPl@xuNzN#7|{KQ57vOG!FK5)wprn0H9y9HG?_t0cl%H*(3#C4!*;MOuNI z3fH>F8<$~kak1a~B&3!dsF11&?yq56>?u}&K@~6qQc0=NjhCH;Og8fNYZPdwSC&-j z+ui?&zl45{SDw6jNEMFW{1f91&bbG=3+x4rtGc;>EKc5k#ZA8qJALbJx~F46 zNdrd&%fc(TLm%Br_N!k$C(=@f&ut$-(guZNWNfd7>i7w zHes-TQ?K(4JXx}du$@fdCu>nx9ByFNG2wk)$_BE|Kh2wA1^$u2?P@Q4c}1qJOgr) zI6;2K928goTo&Ova5s>(&y`#HAdBNJ&v_cW`eOat{p8xOAhfz68;&bm=+kOffen zwZ1}WNRETFBw9%0fBcfOfNOY=$63on&9ShooF3@Z{yEOSX!aCXA77vkvcyuZucL_I zlLVu2dz?>q=QTC^{$`ntrSv05xS^hiJpmhs*q5D99H(%}4es4N#z)uA9W5{pe@b&J zHp@Xe27RpYi|D~17fs0Ol|C-Aqb?6q-Q^@IV7(W@X%83Mz(65v$dV>{p}=8Vs#sD- zaYwSLGH)}OKWC?gExUop%6f7aWnOaiFptcWGf#b6%)=|fwKkp6o1P^#e7hAziRK?c z2SZ*KpY3J|S)o1$ztB`uGo!TRRmuv_-TrigFksq;Se(09B@KeGng#nlz5q8P_O97x(d*(v^nL-3{{jSx_XY4v zw*-+KHdjZvc6YH+~6J%NlP@hX+$vT_k>iy0#1uI8Bgc=3Yofe{3a#HIgj$-W!sN?(G}&mg9{2MC&zQ7Xts@-au(5r_^n1`n>r);aYKP3zLYu zhbcB2b{rlUugRpWoQBz};}8kSw%KkH9nX(_gM|z#L-)P@tj@&vFMMuaw`-o?M)$hl z>!@a|%^u&q99?L1DpypprA0PT5dfM8D z0w*)y=ILM{d>K;9dK;7QwSz(m#@hIO{=Myrq{LXpoG-adxlJ*ilm_uxpSEzXuz#qR zMIS2ls5e7yS(&5yMX!G?CFU|s%$(fT;|Zo@rE0i@sblzTj%u~rJ} zDKR|{TwT82Md0QO-^@KplgR+|VVq31Qahu~k$l2zT&wlXlf!1%ljZ;}b2J^3?7)tZ zGS-B;*x+$>gB;58e0-j7SzOxp#(k4skk-oa@zFTrb|_0h#p(oWi-PMf5aY*E+Y?gt zc(o%w=(I*ZuCLZsz+LZcOU_F*dPi>&s<5y%EareeBqSp6hlJ$)Nt=ZVPo`hHXy^VML&F$C=@E0vj{L=KA=hKV5gBkn?lv;+&% zTy$h^rU7Zg$?xCCkkF1ck^=8RIDGG>Z8-061%6%?Z>t&81;JoFD|GJZC8qp> zaFCEDi!`=V?N3pjbRNxmv)wFBnk?pH4iPMjhnSq7Vw*=4r$%w+bouXklWw?|<+*lb zr$rx2c)ou>W#Fl;%4%R?Rf<)NL!XlIgo~#bin-U+if*PM{9mlg01r-X@>($Lpwxnf+-SKtyaMC$`Z=SM85(>*!^tk3WlQ1Z1dTi>@|mV9(yP>t$)sN zjDB!)JosC2;^-6&=v?x?{(fUc^EQK70j=XSj4vB^Hy&bQAsE=(6QzM*pn25Zg$)$f z@C!x_pkA7;Sd~W7ZeIdFS?#l#+ISBSdWnjgNBNOPhztL~1YdNbMLUC&Ag#I;V{!4!J z)Hu$44wbaAB}Q>)Wi^%1NovRoe4Qd-T1z$?&Crae(b+LVy}r!k@M3}y+OrN?P1R4U zHeD$|6YC=)opFo=FQ0SM9tl)%yb~n$c(<6ItXnZu2^UprgnKZl{1D;S5nVHv^SEZ-yrxFx$b!8YgbvF6MO+FV8lR0VPT(=@@af<9*)Avi_?CukxHa`j z=%_4YO6bnoINIp*(;WRPKQ7=kZ3#V=n_F|Ea<*WGw(sN33&F_5BsQq28Rvwl{TA|* zuey@16q=l(9dbwym+J-nHvZA#Cll;LHg9E{z*Caqf*d|a;P#W4*&Ps~p2&rv9m!(B zi4Bl9!32yKX_Y3CBgGprSnRAt(=beU*wbGSZPyzyusbik{jFA~Yaox3zMB!jflR(G z=*Veq1eu$Q%x}f4!PK58*q1CvwDxXJ%sKQwlcFoZstJ@F2*W{VDOxQ-@J)U1MCa?r zn+mH_>XM4Q0saSw03@Lo22eylRu=LfOnL$8K_|L4TCOV>l?*E@oRygMyg zXAd_)ZO87Z65bVg3Q|^--LtnN{YLaH-H7$KC3WK0mriwLHxojQU_ENWQu5P|&>@!8=8 zS`ptn4XqDvX0*0zIu4jZ)s&G zydfRE(jCTAbw*F}j{`0G*OOHtV+KEM2@5LWIQZLE$)+`WJIuvelsV zJG;%IjpKC9`O3xi@57t|f>~C<$Y7jFPqEsxgW+D&^JK~sX$Fnx-L6h&O{$90m6H59 zqhluD?ESxRL$I$ToSDWn58>Yu{KruFQ<)-$c8%sJAdv+kRgT(yp6bk}Y59SKVG**EH5R z)8-UP%4PrZ2cE9mR?nWk_hCOZ#d4V#tbGc>d~D&Wm-oSKd-L6$D&e&1QNJg_#f@$m zZ)Y+EMpQcFI*2>2(o!B>N{ZiYYZ9M9RefAeLRspfqBQX9JU>fLU3C1asa-aCV-<}Q zgeDc&ti$wpC|FFd*LHrTt^^F5HMurx0g}Rrhv#_Zri0&tnjF{zjQ$m#_%QtU84U$# zlk#SLKf`c$&Mp2YscV@LE3x9IETK~^ZXfxoM){93ZYFf#L&7hdhKKX0kOE~PEY$2h zy-roI3G?q%m6mJ_wx;GftcoHR?6H@=ozh|6ER`-LSyW4v2iEXB)!J=WaOW<(Gr_)W zPAMK=IEqV9Z!;1YcLZ>&KO4uD)!N8VD!yK$?bMb>o6V{L)^Lm2&STZuF`ufQt#iql zgrBG{ep%Lo$jf;7I*H$|ohZqWRpSS95WZG5iL*!rs(JbBop(BcI(Xi{{3=c&d3H6j4$;=MhQFFg}Tqv>(~ zGH?&Uq%w`w;YO1O5xE}f=|B>@bG3(ilHX(omFBUVa@FWC$b^0chts@wFN(gniaesA z+)~|Mw(?N$a=~dk+T`G(zs}&>^g>6tC*o6~Q+E@Gm&;qFCi<>U=A^eSVbT5$=_^LF zQ%7ETf>K)X7I;`?hkF5gr%Sd8I$J0ywR^bqzR^-p9(Pjm?QY8p!P@K9FQK?~rQ$U4 z@NPF6j@v9Ko*ZTn+cuu0#h{M)_B6S#8EMwUk=(5bUqAuFKdc(~n3zcx1dKfnw%yuy znZ)89TBF$VTO*nV0WtNqT_&|OLyLb0xC~nSCfqaE>+VRL)zM=K+c(R%d${D%G8t<7 zMxTX}YOy&P-1l?F`MQK@9$7CB8rcM4rHjxHRWtlcXV;t9*dUti&lJUpo*eSoAeEL_ zj1!NyJq{XNsp?*(W~FTsw=TGJ&ZK|oBX^DU7@>2uI3D$+4*`*5hgt+-^Nhe<+Zdns z;_tkc2p6PExZc&|MzhIP^zYyRF6U^$=~>EQm8O7c4DrJuQvHt&r6|~5cCqqJRfMB0 z4V7Z&yw~Ep48vWAkd-h7;^c&h1?264w3rjvzC%Q67-mK=*EG}yXtpc_>^s0BJY5t zcl&FH3?iNEApYnjmZEJU>v4CRa#oOku6LYeVH@%?vkA7OS+|wVwO^d@)2%&nA=mw_*_@qqMY|iDNP8=(-p$-@ByC zj>9k3HtI%JQKfck3-HlvsBXuDm^K4e>47;i#&^Y}W;Nr8F$Dtg>5WgK;$=CXqtK0W z-Z-<}Z=R7nq80Ns3YNXWVC=7Pux=<-{wPREwrb#T`7fvxNc)<#RIk1GsEXnxEh!w; zOn$xyXH$CHYV?{*%`L3L0k^W}nvYl2LaVZwerF-6KbcGD==z2h&kg;&P2Ox2l?6~W zkPsC!OZae(ycr-626f@DlJ40}Ur4ZNW7w^=a4&`Rt1YPtoqpt7u0eg&K0rv9+_!b} z`VscUcE6L*X;x@o^P!GOj4572dgwc2#$|6m@j0N+Kt123v91k3C+V@aaS#h$sm8T< zdMzyB&o18aR7t`yLPX$qojuK;vOui?TFrfeBM`tV1qOU9CtP6B5 zCHqii6;VRPMR_1s073Eze7B1I$&I(62S;Y8GqqjJuZ2y?lZzTv`(`uDu&s8_81ATq zsB~7KH@^D2a1>Bv7{peQN$Feg3aIe1Y0m0{!K&HU zMEU>Y0lj(spmofCX|=!3(jI~yaE-jcnt|u@`(@$aNCA)d)70_Ow8v|4d)$wm+6ft! z1GNVSNu5zr=DK`hj=hjk)>UU6o)7yafk-V_Eg9&88sV#P8}tV5-c*Hqe6IIb3SMSy z5V7uJFqX$ONxS6_@!6{~9>@ukr`acL4R2~UC6{*09Ul))dizk#2{{*;Jv(Zd@7IM* zLU-+*W=**X?Pk~h6Cts&=)*3=S>1P9d13!UxQQ`MQ6XRi|He@VN|!`|-6gR@>`4F{ zn_rN^e*#n{Dd0U=?7HL-3ur)u?w6c8ReCufL$S_l&6k1$$CKs7rq6grU*Wc$G;VBe z!9pJ1&RUF1(^hR`|ILr$82*%$@iEpYJFSW-hDM`lIF%#<>TT2j zT|c1IrVaqncl9?re!PYt-`o4bJZTyoOvJ6?UN)$2H6y#J-})TafT<5GbI;w4i`u?? zIB`Ag+gd!9-k)9(cHw9_J011<%D4)D{B9%q=^Moawbb5~=LXODWb_m6-;-2rPatYlFyDBnSyqV>_Mr&m_wW7_vy;4T3Ccf1(y(ZEOJF$%`<;E zENge9mKoK)^g?4+NrVYr@*5_71e1#djDyA8yO&z^pVwCx{jewhAg9}~_|qA|U1{lV z0ZB2b>zuO23&!(Cc}h?L7+}0tdCn44tWsWq-hw)gEXSSOT1BKPlz$P~REmnbAKSt4 znjVOseIRqvpDf>^Iv(1?ds=$4kf+kUknXj}Zl{_q-}>$-ZMouhykg#mwkS!yPD(o- z^TYm-O6-?v=Ih(Agu9!@c{{h#6r-}^yWu1I9y=McFAznAnZW`Q2AEhd10*Fxi3u@b zju>~kJ4|Ghm-WhiucnG5k`Bn%tT8O}(-Nq_j^~>bQEx2cyxPfwNo3LsyO(-)6v?tyofTz)AysfiqYFYGEi6wD!GA(5HO@^jIF+|CIe^WHCyIE{}f+BzR zuB#65(|x7q%_Jg=B+#rHT`rKJoYyDI0rSOd{gBKz$yQwC zCb6zcjV@tu9hX>GuRzWL?`e0wD_5yc+JPL9hJoYoVL&Jg%o|rCZH0WXQmFWKm08=k18|9cCZ#Nf* z12|u3mczHT7PtVFd1eD|*mek%ya`jIJ6ej?CtIlsrX>Yh^KQ7c%RF;glXf(UkdUP^{y=Gki-Ht8D z$%H;gluY8ZW;Ab^Hy;a2?G4j~`JiQ@&(ST(Iij>Tae5Q?uSoEBLYA zT3ul^OqIYC;M9!8nHZnZ!B|Pu7|D|#>3PVm|236pQV|bydz@ZYJ_C&3-DdP3q(i)Y zmU6q=_{=>Po=&2H2bD#0w-2Uve)X$b)a&9%COcX4h=`HTIVNSsc2*%Gz0GruIl-@@ zvZdLJZbelr%SoA?#5$dh%?TvOKU2*el%j2`Bfre*uq#->Vi$V>G#LpAKmS^=&F3h5kfJop*SUE%w z(cAkIEcxtbwR(`wfIoZ!JPHk^V`c@K>P`9_asDP3Z}($X#J|`E_)r0{{VT6jCi)oU zITFBDQ|{mRh<_hHl?||!TEyJjxE`pf8DurHSIX!zCWSWoSoiIXkIWu^FI7t+c?A;w zpR!f8YsCG^G}q~SqRy}H=1jhr<&X}y)Ou-a=-sxE(t?~532I4)iLo>%F6?{pTuNz3 ze~su|-E0ktrC~?DzDY{u;b>;C?MZ?fWnEhDT>b$z8*=&^#U5haBVPSPG3!zl`FfQ7 z_`icwTUD2i_4-|pmp#MoVCX}za+hzZM!DWxUv|X0g=yJ-<~;Vxd9Ly}&&;&A z<+=x8rjz}aY}|sxwse7)N1INS1u1L_>iPfw_(a=*_f|Xfl>jR0V1GiH-D=YaBQRNn z&qeDRVGTUe%-2-J9Cx2Qu-iIVfB8=hN1|{-F0)#AD$_>}vw!)vB6*{>_>)ndu8zeC zxD|!Iz=s4jV4|yfp6IG}g~17Q{(`8ZkbfYmTuHj~#MJy&5+f}o^65v9QRhFQVI(M* zC;QBeGVR9BaDu7zV4N;&)@t$)Nzw-%@|#0c?d`)Bd#@B3J4$?ZniaBJ#ok&m&Dgt- z*M8bvw+O8mUjab|9Z5s6)ST%)k8gfHfp7QSI>0H_rr+xn#WbE&d9O5Q%V}YWJov~$ zLV<5qeAGeHfqA37FQILe?p=Jdm8?3IS%$Xm(4#=%yslOGNkii7Tt(CgIIb0lz5o;M z2@If4tDe;<(_876KE@CSDNR&6TNha#Fy^u*;F85V`8*2I=L5#EKP}kYyyC$0aO_IxF^&!4RY0nrrn)QwbI&_TlU3EKxm2sdq%Y=I&_9&e zJ`@FG0HJ$TD=yx-E(a9}KPm}C;5sH}u8g|6e<9}(kXe?z3pk*36_pF)cp$rNscVA2 zJMK?!egF0YV8Y~xIPBJw5`eLis@FfWT}f!z)xv}&5*VQN6#zlBuYkSd%d7O8p2}rH zO%#<1(dWoUHRjmtPx8)*G-F{^6j}C+;&*7Vu~=EJg8RNIyDE5iU1)8)3=}0?l>oYn zGVfqPgMic?^oc982m=p@GhsP>8xjlV&2}$z{(Edmv5@E14kgY?aB;{c_Wszxyx-c~ z1&y9nwBpvsyoTD+!URkN2r3IWo}rpUed?8u8PvU_iCkaXh%ipz@qCe0nfUx=X1<>+Cntkyy>p?=je2UF#P;jcJkOsGDtAn)xXh=H zH^ehcKM%oOysN?+Qpi4=bB^vpu5Was`CtL%s*`<+h#1JbEC~w!nllL+WD-$UV~O2q zU}s)EA`h~0ZdxcNONy0u6D$vP?>vvGh?$X*9(c5n`-BIoI!VcRR;I0k_4zrCB+=EY8VN zY>rq&Nl)*myrY<{LX-}zA~33A!%zXzr%c0)P>#vKILhL)gUWH}aAr#3k{g@+Bp zF0)oNs;0UQ=?51W{m`4Xa|mMAg}rP~xgpp!xK5 z4Joa_&GLSQse>xZ@!T3*iuuRf@UV9WFBIWGpvVC+^#%+C6ppfe6Zc&oS1qlhjY&x! zK~yD==n<1$4BACR+LQ%%>}=D!M&mMlmMJ;RYpG6_X~C1myF^S0*h{ zZdu;~?j|}LS!Syhoy(iCh(D}g43Z=WIBw#!vX}VwG&BFWi}+a;^P<9ca~qkn+390G z5@@I0C?|72VyVzCIQ#54S$qGQDGy2Nyzx}U{H(#h*WYu^fKzpMj{Zhk5R5<&)yCK7XQwA(;`AAj+`H{s%$TPTDG=tsyFjmC3*1FHnfSm}8ZZyz9KuN=w zh4m*^1k6nHbAgI(J0Sb-vXrdEbCc^eaS<>R|3RPj5a>1ijGu?fzURGU7#nbLe)-2j zg}w%uC`^x^07_A!ojQF?o(3d_QUj1lY=t`Mix?)mulaxtR6!d}L*YzzVRrMryISb* zg_N-Z!|p%d!-O7q?P7=GlKriiyvu+yY{U}%yWy450bViF+_7t;2UP$uH!+wWf%nd{ ztl%KdQ$H^p`e6Pe=_+?$!g~cq)1#V)yKk>2k6CP>KjRUc*_xFU1;y>)hTpk9`NY1o z3^-b8jlJV`9KO0MwEkxM&J*R4^cv^VqCc^IboStWemyLTYDUnxRt~R>f~rDA3vNa7 zv3*#=?>lFF!<#m$ueyCdUZ^N(e>wB*vKhaF4^F;;r2UMZwQnAwoGXCpS3JEvg=2o2^}+^Z8FjEoY1YV+}F& zgI|G?*9#6LDSz)VparF|%N2M9tI3PRbDeq;cNz|o-P?SKRY$0Ik*65^ZMZ}?=gYwl zl~fNsl0yMO!fRjEV`)$HkO48xt(*P_wMYG>eG!FO&qiDEbYavU_eUcOWzj#SF(j07ZFt~e#Yb^6v z@Wtk%V`3nq2XUSyMB$D`RvJuTZtZcfJVIj%@wMQ-bhKM?RAOf^yo6`-(JFh7eDo(4 z6$@QPA%k>gexg`ii;KSPnfP3Mt?IuRERKN^9P2mwz`*2CK+GpzP?)>Fud2Q zdUtjj3;V#f%){P9qS>HTi+|hFudzKmg~n4YO(}QP_8Q8H!;Rix+?-wC2z`y7g)=i3 zg1ev!o%bSV;TZa={PaPJrPIw4wL&tbX==-13-8m)UvVf$8r7%Vl0P1*n}VsBDwmKp z=egB~`rPWf?48HYAk*1d(qyOGahzknq;$)XJTctIG1Gv2HbF7pss%>3hfDehQEv|E zuI^o&6}qd=ZG*-C0;#1IUelvXY`W`n2Zcw&)dAD(+t$?sX%!47BL(W7;*NxVY-img zmh*{*)Wjd%NGHKBq-9@iSBGMP; z=Vh6X*NX^2@5L4i0Mc75J=Ah(xHM;lEJJzDF`1Cg;4wh7DMmjA)B$6U2Q&~adx&jt zB09Hve_I+kyt0DTDzryWW;?%eIE|0|6)VntKt6(%;Y?fMz`7|PcAAG55IpDiYmC8c zx-fD-4n(e0$@M#wmPHVsinISLTlwlIW1Y{?l}MKQTUAjp_EX1_od~-pHljjNKR3#% zf4oz0iHiQIsp7n(bunsp34~aVF4A|eA?BLshklr&h4=>6k-64<0@pI?cTDg zqdTsqV=sInpSge$)6r7P^(Ohwl^>hxXB?L1FF9`c?(I6ar<#w{ZdF{>@=_O)Xldg^nZ}yi3yuHbno{wW_D{rhm^u}(Z znnhN?g$xm8*xzrxCpnN{Due$VO@`03qMGq*`w7ak zPmY)3-Efw%@+z%aE{o;Oo0|A3l329BueRK@9lw@N6W_a;0l=;l6uIyZ*pY7Ahg675$U$4@wn41bWl> zpugrDgYcvut`fZFh62LN>kNt-^J2XQhsNJK5sIAlD1~F|{Ge1s0Zj9Nnc>vP%u)IL zvXI!p{w2>|@Z@{!-e@H%gKSIkeKDI{v$?PAZCsfKVl5gtK)r0yVNOrHd1<-l^gn;EC39eI;+ghu^!5-h*e@`C9TGDb2vX zJ#f$NNv*)!QmK2(t77}%Pjp%Mqi5?z38n-b$@y0mj*dSA!ICKrG1f{&vxp58S@o5b`|%@75N19lt-Ff}9IW#dto!_1l(zlUEk0 zA{M6}h=^#(D%5mC4YfvRMx&-_Om*4@EQ{Hp%duY_{S5{DA7511ByKJ=)-5Sh@e{smv~4T6 zuOxp=`Mfz8!q~QqI9qgV?hlV{^0*vwdTLybMy`*p&4tBqeo+$Vc}45065RJ->bd_& zM9~nfC#;ncWxKX~5;K_aL%nYf@wb^mtA;A58dJ1G(XmCq*~C>xZ+gqDjI6z>vgkQ6 z8v39coqv_qm{)*Q{yz{B{rI`xe>ytJvx0DRY{27Za7#C5=UHi#8B#kEKY(Icw`r@V zl>k!824M322W>Ugy6pu*Ux^bljYN;2gg~|rE0P`TiqksrK{(@E59imSiD^uZOYDqc z>dHs|tU8FW__gX_=)mdquPR;X&{NOjNzhs4=UWvR8nK1@qe#SgeWmrwyUA@x8!s99 zr^?J}zUONxpxaPgT|Gi6(t}v>_UGb(s$#0^Cwnj}y~=u#2;5#~-pjX~*w|m%x7e{& zqH77*WFYFE8*zml*jUzU&56wc$!d9WSewQ6eP*Z+N35~dW_(!7xE^rRsF`?;l-k$g zg+)1!r^0N7Ah7%9%sPO#ni?BB1T~q;|J{!ZK^{vrQ^aWo`gUa^AKYBPc7{0lQU3Z2RaWT7AZiy^bhI!LsVq+RKQ*REgJu~BY_{w;<+374<;9g_&gy{M)57@ TAyk3B0RD*yNeh-hd3qtpM| literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image05.png b/_published/static/image/collaborate_image05.png new file mode 100644 index 0000000000000000000000000000000000000000..eb569f9cd80e48c7897a1c95641115594aab23ca GIT binary patch literal 42728 zcmeFZbyS?uvn>cQ2$~=vKydfqL7U+2u0b0oxI+wg*T&u5Ex|pwLvW{YX!JD+B)@g< zdw1r~nKiRk2UdE0bk|p>PMy7XRegT4(jv$RI0!H>Fvwz}g7Pphk7ZzB9vQ+vg1!^< zMmrb!>-k4fHCq@MMD)9VurTq7uVG;LV8jI9D>}jMfSf;|kDYb`!>h#9>*P{|QVgji z-cu1)5P$i??F?V@1%bE*mUziK=M&;D^yAW7MLx|JFXh5~h;t|jqYHO5HlJ0og@sN0alE%_b(Y zQBe)Aa&#xQ`Y23SE;~#KD=RD8*p#J=EY}C>cDJn8d6w5;TVzzKf9Cl5J*9FtgHGhx z>D+lgIGv?}FPe!!=cH>oBTAq1IqKw&#<8$?w%pXQoT68^q)+bH7ww%dFz}zCuTRC# z;n&_T1#ghjxA&{ZAj?Pg(vu|S8M4E8&6B41Q(b{IT7T&4+jpZQ9wV7u>@(Qfaca?S zn)6x?V)Lw{>c4$kAte`kbQZ(2oR((gX*AxMoNF#2V5w->TIQLqyZE*>{N>8gMbi?( za9sV=^o@1X%@Hst8M)qLMLf#hhLTHvD#P&=9)0d+>6kaq3mDixFH|(X%Jug(^C}j# zss)V}Uv6Bww}=3AU6iCKiG#7zkW2+vX`SKi6Q5>NYmsThY`P^Sm8s9|Aa6@h=~>%U zrPan^*%*$`9>Ic1&sERxGD*L!j+tw)+-~d#>aw>Mbv|ty#u5T!UB#8%xyPSDS$PM6 zx<{kcz(FUf@|>)nb~!k3d@xV`yjI9RnaWtE@s0sy=NR*J5QNOo)vE?*>m=PcBAPP? zBZ1Q$TcY(sXFhP=Np*TJ97{h=G@M!mZzp2p2UxJWbgbBj*kIU~e##q>nPZFBEL5tL zMtz>S$wV?F=3|`0*7!p)lDdeh@HTrIp%AauNN4eYc`(CU#c`40_X^!D(iwcp^bx)p zgDO*`QsE3^huP{lLZH9#u;HAKXHs56p6lYTae|-|h~wr^V5-aWV1Kb4$B*wbNo`lF zi+SI2XwM*8@kJG~CbOtoU=py!Fb7s04m2Z>v?s|#+w_>zvF2AvIOCEx-Xu$P7OOb^ z`fpz>qrrL6>uP0rlR9Vyz!pboIu>60EH)VSD8HS@>K0<7-CMV~GTzwH_^M!f-?QJI zC3BEqhE^LZriy%d_1R*bw~QyyAcy?c<@(4YzaV_^Il-=6 z%*7^so`E2KMheNKDASfLT4$VjCL1?M5^}Tfx)tT9s^=0SI_j#@bh4X7UQMoRF*uS9 zbNux_jNxH%23N`yO|L%&Z7g#)Ig_i9HY;hZd`2o82Hw(!U&9}6(AT~wux}{oMAnsD z>lLP^K71CkFdUsmfyR|p%*{mJNYDNX`91*md0{V|W$n;nmQ)LSpHcM~#yk(xBEg^z zg~?qo$8WOVNi%rwf7K^$9;+|ZK;lk8zmx1OA0qNZ>f!H+VHI7qzu`q@y;fTKwT}Lk z$?ggABSM(Fmp|dB%TtW7XYXL|-+;b{PyESrP~b!AtNW0H1|G(Hn6V_{VHk?Pamd#q z@I-dk8NT4klup=wU??;qW>?#krkTq4$^EW*0srPv&gm6-%mhP@wp#>F)eoyT-syk7 z7Wz}15c)0EYO>gY#8f4|_TwgsH`}+l#BSRR1@~@*fj`HE#Y9g@I7GL8OQLv|LVd~@ zwfFv{ia5U+!qqD3I{hQmw`br>&jcv!Y!H9?<@CBAMImNhi2%9X?$f&!(T&uIM5fZS{o$Zc_J5KGfE7 z*w42JZoLM1yWHS2s}0su`Ej~@-x@6asu{-{0B--X43(fg_~CbyXEgrJc9?amUOe%e56LDQIpD4s?UCu>DoDZN2| zNMPw_sAHA>ngt;HL{r-&rpX`UpNy}>>g+pPC$cx3-ozyyM$BMUelZuIm|Z<8Ol{DE z&|9iAwk<6yRiCi#s8soepLDZZgjT~t{x%Veo2-lZ*LeibKUfT^sFfc(_u1^e$5d+` zF{Ld)FRV{Eo}0>AU60pMX9S$oIhUMJX$8CrF+Qi(DnY!DCl3i|@Nk(FKjWr#22RaUT*A z3^X6La{RydL-=2NKVLb2@gMi|gdMhE_o?H}OP+^&t>f%5f!fd7g~aC+J(jWunt)Q*t*;IP_M?8C7Yd$I*E(6~ zuzR76E06{&9i1b^qMK&}A8}^Q-+D7A3|uMd6?x$-e+MPgtKM$JD&3-oMih-`595o{ zaksv>4^COa-yx1*!O^(Pzi!ou7Y|Y_$=dg4rs$E8(cnm9F&SqM8I+IN>!Hn6LouKZ z{4)0a?Q+~Mg{{=Us1jazjN}fRgKv=`NYQY z;b9M&pC5*3NM_TwbtcpEW?NtsV+JKLYWHPxdX5$gRQTgBSoNe4Bhxq-EcaQv#)MW0 z+0SU8dfI7(pK6YSdzqS1>6*DcG4ZsdvmIPB6iBQ=C}c`Ph|#!Nxrv*i1ch_vYFFa?uQ@LX*h8qaFJhg24==jppS-JZ~P5SpUM zP2#(~7KZ7X%?0i;K!G@jQGYd`8IgIiG4;&SBf~;+>}4q+u)9k(^@@Za4J(y#Z4=p;8k^rMiBs6CjO?(9>?xwCjgnQ@k3sd zWnUzIyjm|U;m7_4T(_W9y5D<6Mj~*Z)AtQr*IP-N&ABa3Y z#4qNL_H?O9B3M%ha3A|n`N(yO<7O^a06-wTE62x)2#ov zs!fdV0^elUSAk_4KXg>9 zj-X&g8Ay^}tfe|;$zp&oMo62#aX${DG^MPP4x%n-tJoR^~@d*qBrW(8dDNc zKXtO$irb5DG~gWvGFOj_`pDMBc2QcsWyE&w4Un=*YA8V5)ZfU+R*#X740gQgka7j# zNNHZzj1Qf}xlDiF#Tf@E?uIvJP`)_Rsw*7{eL$^)(2TL}+_ChErIEmyK@U>9J%=^# z;Ia3s`K%CsSV>Vfx!J9&u7N=(ew-}VS)+e>n_Zniuu!GBu(qT%LvDOKJUTzS8joA4 z`r_HU%GyxcSTF77nxkK(Ra(QuctBOk+$>2W|I+c~$lSC(dC1i_bb&`!#aKmiBB&Q0 zD{Y*Z*?{EcvWAO;fV4v91>QNw9v(bk!8X3Mh0}iYvmHJgs_3j9v&an@^V-?Pks$*1 zz?7qjKzGBl0UyreVh+;crjtD($hc=_x>Ud>*|M_|T4u;*pf8%jPBrEubExVJyRuzem_P6~?7Gi|4qulXv)S(%w)Dv1dZBjjG1ZFbJR z9B%J2wYa{Q6ciM!tQfop7CIJdvxd_&ddsJ?k&CzH4^DLoRlfX@-?H*unIgs;VksJF zXW(1xZxI3fwtHQQg}zG^@<^k#!AMcaI8nzB%AO>$VSLdv!^!9=VSn2|_@qL8u{9tq zq6R~`k{&mMGDgc=g{!Lw7r~JD1*T!)`VQhd_4JqSvEQ|a!${D`@UY8NG`8i7nfUT~ z9a$zXmrX-p;9a>gt+Z@dpL9K7>`yRB-Iy@nAI>r;eSCreJzZdccl!fQ_(P;S<-Lm-~Nz)cho6S&xOkcM{ns0`OC z@V#f|Au9$u24+O0WtWy1}Kr>2&Z`P|xLgk$y+ zdTOe<(1h@`aWlew^)%>jAug(plEov(&SoBceQmKI<&F~bo&sFryf6{O`-7|jdRs}= zq5;#oNCxOU#2ZLf7okn(32U4Q$>QYcLdt8$kU{QqqY=S`WQ^(ZkK?J)*Opdz8ky0I zSCC{zDc0e)h>AtA~$ z81ZhfMRX62TGhs-nu~8aTvGu1lNeOzdk0k6HbFu@G)G-$ zuon00xsL-~Pi+A@mQh;wbAkk>GjOlla#x@|#Koq@Iwa=ohIe;19)N=1cPTVx)w?&y z*`aP$uyQ%iKy@?H02U8IxDN9u-kn!=+jQxkA^2A8oMA8U3>UF6k0E7I z3JiIt(?#g#eUsL1>H|;$HR_0DM8!h{N9&BU^+7Mi=Ewytr)_`4_v8gJnkQYH?qD+* zzB=H{M_qd0#ZEpj^O=iy0}jf^kcdkp%8l!tMlH19=uL$@9gk?6bsB7|3h>a`j8Ghw zm4)a$wnn8%<a2}T#hX&qIE?JfFJCut7m=V1gPe^Fw&`665U$chn@reDq-e_V7L%MvyJmDt z5EbPi3L2i2R8cU<yF8hc=K%vm=+m2DKx;Re9)>cGCxpD(v z0l3DdL_za>2C$~s?RWh$%Fdum`!k7{Ym6Y7P~nUQ5f3yua0+n=*{gFQ3pE>QiTkh9 z=WAS^7P)QD@JLxo{g_UQddBuAoReRql$V#g>rIXbOGrqJ3=d~$boY0gM1&J-B}Mf8 zIRz|ZEDQ_{$tWlgId>hqAJ?iEN?CtkSkCdGg)?Qv7~(Ulz?m1)K02thucHIF*_re| zZU|f)@vKCSi#n0av*_1#&x$E?{G_?KN@KV33Go^Q$s(fCJRYyzg$%Ppb4OmN}E^cVPIpRNz?W@*0=W$iXUIg;9VXq|Mp$$J~2TN-bX*^U&efV|N4QW|9|Vl zbjbTY_HSf4uT8h>*VcNiBf0UUf!tu#rZ1M}%Av}eLQ9KTQy8ago zjHkWrUbQ0rQfbsXoMc-SxIQSqz54kV8B~t~)()O~{31c*JWF6+6pSnX;%7u(bbYhS z(F=$zw<&B)xw-mYYeoRtcVq(~4M{hBlCZeWZO*!381aDDe^*Bop73TQ zdW4JK?#5v@bxQ218A9

o2K4w%UcSl^S-6f3SOUepDmGp08L>gqt6lKJ|B)_E$ZN zMM#fqZ~w!TcU6*pXds=hj*-z-uw<)A%8y(Qp{@t14+R#z)L$i2cU+>-$56wLVt3G+ z2sU)G7p_-h`TXl6_UTPVZ&KDLjuB4yXHPzZ?lH;80wI^ zUCX8Rd?SXY+hJgkBil4hf(s0ussDDYs#x84vM*9i#^DP}+qvcrV?6Sj^KluQxVE>< z7qTCm1saiyXh?`T>QQiZ?rG}zB^@d?lPg36Tod=+8g?y7Kc~KYOVtxwdN>y6g>C*$ z06cdkI`i7Y_)C@h&go0JwL{7*D08Y{N!y&kxz%>2>oeC&gwi z<3`;_ueWy6V&(F6W_X&k*RDV!b0Ivroo403-U^w`c%0E@bSL=Nk&!Nfh3>JEo2hYL zY7qnrCr6V~>G9mMDl}EZK&+?Dt-Qpi#>S1G33#f_q}P>4lzBY*T12x~nk3xLem?u1 z$l$r}R0SpJAPx3gH?OK_%U8=vK^@jZEs;iVW^4uxEcD$}!r z&kXPjTne%#?MBZveMN8?XC&UN&bslKBqAkOMP}q;iv9DzF63mYuSf^2@>F*?th!mHV)_&vzJt^FxB&5J1^SBtv zr^EViYYW<*hYOc)Al8i^MyPwgCI>+bJ2s?rP@T?%5ev3s3^#Rvmeno8ydQvl|73&GS8OLblg<|0%iebfCK5fNt zrWw)k{Dtv?J!X^9ErO21I4<*P-&4m4`;T~Pvoak9Wuu0>@zgy1lY1SQ z>+H($q;4-Cx@FtRkQ6-idRI}BgLy??kpn9&PuurEi5X6NOp`7u);xz^Vy2{=d1db_SA383#l9g%emH9fEU!T?;nmQJNzNlAH>uX)xao^A6Ye zj;->^qWv`Ws`d+zUXq_2y$3{!u1cb2AhscNA-&3VBhGI0N;}_u;u7QR93tY}ppR}( zryP)+mlTYgp<16nv+|JOh`RdS%~-5@yA+Zkb1NFsDDau0k~VAs{hF;k$iVITK2+- z8?q2`v}0DepM|;^&}>qaPgN^OYGMIqB%r+}FZUGSy2XAx^{w&Z3W)DkZj#ntEZ#vr z8vCM01*{?78`C6jDVjoX{!Y+6yw2sg;DLaMI!S6&%S+Zq$rz-MScxg z$N<(QfzYn%2aMmV`pFZm1-uI(x57dxx;@;^RQ&G65S=%csaWj;H=p>yeY1UNEW*;+ z&f!9$cS6dOPeCn^Bb@X{Mv=a8!Xx_25J>erU;szHkqEcS&CT`XlH;EaFfK5LTPRog zCM)=(`XS~HTYlQc=RvdXdirNgW*0_9?T}kk=^b_r%B)o>R;ziXPA?V{qj`|r{5kzz zwlCc!dpuKf9(C_7b;eDR**ANVJiN)B35x4swInge)J9#&(65; zICIs<U5`u^K zyq{jAyB3;RMFnW1#MJbWQxhqj>-cg$-+IQlHs{)VId7^pU$4p+W|L=8Q8{1^!Y?!Q zaE=S}4@t47QZ&cFd{t^N@sVD9D@Mm1$tX9v-9^0k%h@reA^d#_9K16 zAI#K4V@`mmE2$``rTw)3DA3H|b;>+fn%<_Ggt;fHYky3^E~r2Cf^L{)D6iau-Jq!K zxGoAE%i{czmZO29^H#)3(T5M^<}?+pq2Se+r5%I=>~)EMoPAOSza} z=ZQk@7vxtxMb!Rg*l4*-yL7b8`Oe1T#U+UAfo3AgT4Ltxj2UrxdflGb zkM*aVaMATLZZvi9!$d8TE#GkSR7mNJR;qorWz|5OtzfmoFpf(D=2Dm+E>nQ ziE2tHeH%F3{YX>iOL{TcXVY(xCt_=+EAC&_>q4D$_RH7))10u6m&5B1^Oe)X_VQA` z-o&Q6q9kgQB&F3JyB)WxZm+Yn_@eN<({#$|kprr0Yi+?j)lGBErj}^pJk~}VcS^|T z77{)n5D2HONSbz!AX8WW2Lzc`zXDM!95-Tmg-HTJBkNAbU4d2nEd5ufqPn$omlIeC z-&n%xdkh#07kW2uL{F8;|6@Z`s$WT6PHb6iWNCtCPc6f2KttK!MDv|4CtjN6LYGTW zqmsqb(d0=~xk^q5W%zLO*CRrn#vp?$58b1|H zB+*rt9P5z4i)c;djYZ;Ys+yhZJN@%*r4}C>NiCj^S2stCmF6U4aX0+#>f`j9`lrSc zL+E~ZBP#gV5!x{fer&%{*JIf4E28|bKy8^RIrdY8LbW?g?Ak@4bEFuD&nJ_euhOro z1jW=PrRORZ>QsOXU6hGK*%vo-O{OzdacH#|xVR=XinTz7TrqgFk+B9xTjwLsv4YT2 zl5H}tvE|K_*3nY_m-D*X%%qZZZwJOB1-}*4&GC4Tr1@9Wp7-aywbJPdbwwtFl0j`u z{rvYTY7oENRS0nAST43ox&)e2Rx_Mwl!4Zn_%m~kOFwQ*C{NmaQ&I0=*`r99yha$Q z0xeaZ4hzwU(|p^YTOr%0kszD|6uIttVYB05q^S)XL!Z&eR)B(vESp&n3P#T5;7Ey3 z!eiJ~hkCRuRg4OU^XW&07S}yFXm9`>XReG%_~Sp4@{_wd3v8V7LCO>K=A0L`?uFnK zTyCH5D0Z~D#3}%u#!bup5k}V2>xxnR$D#N}QY{V9k%32TLw`Dx;3XfiR_i`Ba`Q#_ zC!T#tfSUYk0FVavpv1x3K}$!GQHv53htPJ&!vOKbdi!flIqjS0mySFB!QnX(cp47l z6{gtEB)HkRR{@I`kLGzDTg;HTVj7IFz3&^P2wy-Gf`a@j?ACc!ohHEQ>F5pMUGYlU zMB`*?Z^|QgDY><`NZFi-zpF%kfN|BHL=6#-$=DhGgzD^5^I!HKMHiChFzIsxQo89jlbx^&==H(EW_eUb z;>PGY;OJL^6uO1SE(6>9^L)F1P)|+0Yj8-(Rq>?yhrupUb11MLN7Uo_AZ@5!i3F(^ z=dKp<`^rD19hAtFhrS8E6mO`*a9+)ugL-1~M>gYwZ*F=rwL(||$5?UdiZk*OiN|mR zW)wfv#{>^~b%xXFwKOP1Z94~snS7XHJvljmc4#hLNY5%?Phai;*2=@{$Ok`yNa?eRjUAs=(sx~|W;^{kMMi(md5BuDfQrX@%^|1%{smAD>;4l)SMP2O6wBPQ;hq^gt zUy9BtIDCKztxcJxH^JZlC}SL%c;voL$>06ph`ZjO7a4LdJ6X;=2u_*#QuA%Dnm?9nrF`SlWCmPoZ{_9k0D z>A`%UC-z@oAMG`+x?5G=>>aj0%994z&lqnf^r>h2n8)d88)Yn!7;7P5;tF{Q<*Sb? zteX_9PUpTc`|R{9{SbtOE%gS^1zpQDW20PBG>y73PD!aao37b{%(FXSv}fYBQ_qC| zI)XpUo~J*^V<9dzEn?cZdOaC$G^^I0d&+pXi}iA^`3Gs+Oo4J4+`;pEBK!WXzim+7 zlUo0Mh>Z8%Vul&s|vhHv-teoC?WjmMTrs^lQB;U5%gQ zO-W8b`bsqO%sN{9VJe|s>?u7>Ovw$&CTW=gs0qE;-jlg+8P|HFqB6sDCsw=4@vWn* zEH=2LaEsG=C1@P>@_ol;Oa1JG!XRh69m>eLfgI5#9^+5f0z_z^d1D{qJ11DQJ7TY5 zqTwUz7BSK->DQ==F5gwk%By)84Y#zUGM}^)`2Rkk?xX=)XanDglxfI+FNzIqHEc)n zdYYFzX=zT!2gcxj+s5I&#&c$>{!>?bfnM~luJ*FKU#BU`x$!EK*P^@M^Mn&g^Q!ZV zYSHd`uejKqwOGvQ-6m4;jEhjxd>tQo)(8&s9UyYMDTX8MAedkxl^5Eroc|z_d5mB- z5u?pD?9w}T-@KcZcfQ-)cY?PTPjzgb483g zGEFH=_wfQ^?Nz?v5mt1Koquiv(c7X-YJL$<+MMoZ&Xv7cUXJ>8vU!MKjM zr=pr)d)C=VvvA=c6QL0yyEV1Q5BGap@V!94E4Mvny86EZVD@&x;cP1PLViu3MZht2 z9VX|Lw7~v_FDAB~Dy|R#`oy;&6uD|EgT_x1Y#jzo<{4?kV@j9i#gi1yf+~YQ7jdFM z8LP!=9ZMZ~sUcC~Q!nC^+wBfD76Q(?!6(j_9@EzxB<{@u90UXKC zF&q>Z&qil_qE6dW}oGm`T&tP}L+9w6*ai6&K{k!<1mCk*SL@P?$Lyi8i zlne>wkQSZ4g}1@GQ2@23BGYC&VgLgJLvv0Wq-A^E|L{;IbO9JvCN|ogM|~$Z1vb=6 z<+L;mO$amI0FMgd5~0az^3u_E$rA zulAXq5B=9CR(_b(TZ+K<9am&r^apS_5^=WMU0`BFc2=cp35qC@A}!k6J&Wz)4RV#kUmkEIW zicF{&o#c~>_G8a1Zq)w=m5IN2UDP);pY39dZY(g2Y4))wv zg0LK=&-)Fia3+Y~V}Xp^V}w_Q^H{yBa$BJNC+UbGWEyRsoU@O|5&RgLkZJ3)ns}Rl znu?kWelyY=Q>9a$eLymMsiZ~D!b1m6v2}>nf+1V{5Y_j!e)J0AF`HPh#7Qoabd=SAwcGF*V5zbX@;s2~{8WH@jh^xad#+wfMn^@pxE8A;driF-R{hOj25 z`0b|eb~3iu zCM3f`mF-8##?xzS?aIkT?MhuAp^^p)9M}4rh;pMrELyN3kT&6XAgz_`bc{Ly&h25C z<_rA0B`v)hxk&cOwYYjBf^ZeH7^cZa=`=bn3^MIOCJ!+*sqN|P@?=ZyMz zQr`e4zOB@A&587cl|AmY!fP;<_)gZS-Fz8wUVnQnmm6XFjq!@}a+`O#US#@}gPm&E zT%*!Gc6!J^p_m ziQ&XX8@6RB3|8T}u+Cu&*<_<(Q5Vu-kzYr_t#&sQOU4%_wepm&H2dO5$*99pn4m8W zO7k#K&M|?@lu~gtdnGQH*QPi|$B^qPjqFF6ZgZ5s#lNIskVY*pl+3L?BETu6A0oQN zMr1RRwB<65gQY*oeX={ntldMK*X>nF@X&@$84lxNHOOv~YVU`x(lp~V88T?Kb#a)@ zUP!yM^%K?oW`*}Lf(yXaD&||d;YH+DGRBR_*lKI170FXsyO3-wI~UK(=kAwZ0kW7X zYeAlbXE~Ynz2ERR8P|~|GnT8iW=)wyi? zn=XsrK0iP~w4*?lh9rgG~E=s1`m7cL>cq$*kT2}9nN*lVfH zcMOt{Yil2eM{@#iETd1zY7F!PD~OH;={iMDjUDK$b~ixQuITnBH=Ck!qxPr62Peky zLs%B`_E}9;MjS!K5w=T*m^KV4y<`$LDx8j05Lt$!xpaFTiQeYdDnsAvLf6b`nvI(K za++)lOxs=8@+ER8;}M`UM(&2Z&VUg?39P#*Bcy}IA8oM=D&8LqCY9bDUWsa^jma*U zOgmv}X{(po>IhYM`%7ie`1dtiu~(Uj8upcbJ1Kt^gB7BRgv7kkxKCNPR3CVVFw@EZ z8XZ%v+B*at9QRudYHG=BK#nl7a@Fe@t&gvh3@L{D+fDT7u7m8;PRo+yu?TLLN;wN%8(+8rCC?KS&+!HUlWRdUOKE31f!9Zc zecP*X?$b?*95x48JCPsbw{9+`RXSOo7v}+zuA3Kz>lGqnrMI^YO)O@b76-3gK1jOA zz};}{Sk8XdQou z?EK(Zo(@x*5Wbsw%F0tc)ahtZWt;E#_Bt0Z5hFq>51oL5lR>o@nW)(6rtXgA&C{S% z$HZpa=P|urU+c%fjFHwVya!D{h(pbZch`eVKr=xgdLNHlC?_z~(5w zrv(|Wb`|cI;?M2W<$wG;u=r}BHN+kBRhM;dU}k2fiHXTD=IN|s-z&iss0N{{06E>y%6|b>?gv9T zLSct)vY~c{SU8V7vVe~b{hIRPUf-q~wv`o!oyIH9PyAh9ZN?vsfW!KZ-CW>r|jKS^{aw&}1d_PCDUWam#;D`o7b>lI39?~q^0eeV!F zI4gV(2E!k%Oa0)Hv(ss}m5g+9{S-uIyR>yzMpopS8#7&9Uh!Y=C6 zSu9nUL}_W*mT1sEMp?`#>9@*FaqwK9=cDQ#{>F^AMWZBIcCqmr6*Rwg=7^NC##nU1 zMT+f=OQx6x7rc)lBdLh+L?0aY8I}_^v7JLBTqg)DTphISFqP^v1 zNEtRB{T581lO1@>=cxXyH_Kx2fZvSO6+=8tN*h_8s}LC& zr*KGuS+THVwK*f}%^kWcQ!}$m5t{Q%5(cVd`@@e+FPb4%jLCGAJPM??-am?BNA*YI zd#DsrLV*g;LPlHNqjlU~{`@cU!cH|d$tZ}sTpP~@bxR)ON#xm8u}0(&v2)q8pKr$E zoP>)vid$2;nI5M-y~m0@B!mq}+1#j$FaHAr^6frPna=0o3j9051_Qea?aIl%dh=c2 zF9dv%!vo#bl|Y}cKalnAXNudMSd>iS1plwTSqX)s#iu)O(f+ASkuuP1d1(6t^@Fn*@Yd=pztyOV# zc>Tamp|bX*aLXBRb+5hkkH(<{#3a#E?d$( z8iD&rX?d?WX+Z@erttSKZ}b}uIQ3!=`c5Ni$&=Xq<~mS@DhtrXr%)-#XLS-V&avn9 zS{RDyO>|Xyz1ep;);~K|aCg384bsz{<^mhPySVo<;XXWcijJMbaHGq~s5QoOR*%!3 zi1)_sfWso)=|HbT_4{ntY1_3$@O4v3cPQ-F-dn3EztqDCX(!gfiv88NHROm6{PRr5 z2_2oC@isTpk&%UF(aweo^N6Eco^#gpEtWG#F~7rri|$#f_KCeGXvS1-j`=Juu6t-H z-)>x}tq&~F%P^=TBoZ@{JBPnHnlntMH1s7?W?g4WDw=4WhbIWn`!GI^b417=2yFpfB=uy)UQTJptlNc>yiJg)oVUptv}>h@H-0 zXL+)%U1_eIKWlQ4N~$6ILY}W+fE`#+S1Inn#1?7l4mNYllc3j555GCt`$itbJeWkG zn}fS>vWc$46a)0M;Wa$4)mWduwEX&lGxsv*a%@V7Fa(na{ z)hng-U^;m#%b_gYj4birqe@9gp0#@m$-5k4oDwK>uJ#LA-CrFGJ$8R4YHT&1HBXTR z?n`qy6s-1TG2$BW@O)@xmyrzSKJ&>tfNMoxAY)eE z;Q+o#OIBU&?# zzoN$}I}FmS@Lhli*hzO&Oe>Fs$o@~ARld^KUX5$9)qCbj$!S{vht6O9B8lf>Lqw7E z$xeQTDRSC@l%P;LXWx$c9F?dnr|zRo=HI&W#K zt`Jcwc;b{;U!fSI;GJ1X5rTHlyhEfv8BNN#{8-eaTJm4H5LOu4BG@EpydCK(>>0zU zGG=nsnhrV-Yc|?3t4;82301p2TN2>vZkP2BZm4ulaBP-HP~ixqat3xzjXj5yckWfp z*9fmH4_shpaO^}9-a_8g4hqWFTcxi9I)LL%tZm>;jOkS4 zVqtdwxL)L}G!RT-Na<#H^R<(@S8NGTEAsLChKbl*Cy%S!e$G>6&n@q^C@q{Dg_{95 zb-#DXquX=U654o>(lIh`X&hHDyC3Ok5PjP~#}}FVqYT7*feuTh@n7G~TV>Jnfqo zP_EgW-ceNyK7V&HVg<%3vmqTkiJCc!GygBq#eZoLIX0sDWj}GdZtMm12YBjjdVx{bj2gSqiClt7}yyUCw zOqEsr%J|xu#(7bSU>M7DL=)()g5wz=TBi>=WoU(HEm;K2t3vpZX3{aqkAk#|bh%($ z|DuT-;X47G$-(8eC&^llQOn2UaB~KXREQW7WWrs+XH|F( z9rVc<+1ztEqVTwmfj+E5@ZH5J(8&ENu4iwZ*jY~P)QW}njgczT7dPz%6?1o7^*tlA z%TCC}U^1%*+s;K84XeGOLr0kyn3hvhexy~wi~Iqge7c3+&U!*3V@y?5%~9*EIhXZX zwMjIq#Bw(6#t4h%+y!>ESI0~FB)dao{Ujp=B7JY1r##5a& z*%-%ml}XgP^rmOf*gaPX4gs?mdKhjVgss&USMqe`I7q(5REuSs6VS7($V@d|nV4Qt zyl9bDh%)LZao(CK2R1~ieZz(2m^8lA7Vj{f=kM zfwI8FHurM2^=*9ChN_l%{tz>Hj1J>F1gH$4 zl$~5>!QvcNm}l=IN+}hiwxA@TEhJpIiJ6tAXf0)O4H!!|xvN+pgd{tYM;+x{ytw%b zFwZHV0n*g1Avj#9(p2LpCOmL3+mDX##?CUm*6%(hVZjFNB>B7@a`)Jd@5$L+_S$Pb zRyyt9OQ7h5h>*GZUF~iWu#vtXeZBZp$~%PvYq- z?vprlG9m5`up5K~@7fTZ4UY8kI+^V?acS31=#|h9+|>^QBs3xpY`%U36?HT3NV!7G z2CB<7@i!}e8C_Eo0#K842=#MNwYa;y*_IW z=mPO(n~6cIF(-Yeo5CatO}FeFC9MsGhaS93t@BYo*VDtn_@s~`rnkd%ijCjOd0McX-US*c&9ED0F&ra2k&++*jDmWB&r$t9YnWlQU(;_V>cW z(e$)khSp4Ue#_$MJQhzMKqt(T1~KUVWH&*ypvoRVckyMue?`1UgA zlsmjVg(sPtA6@(})tM!PJ|4rerB(LdJ<4)JH-x{;%Qt@$Fbpg^)DyOk@xA}y3Dk71zpJN9{w@%{ZjV?Ta{t~>iLUCMt}P(sNePkS~z%6}M( z3*~dQu&4t6tl&Giqj)K9QMjHhpf-?R6q4u2LQ5gp#zFl^ax9Q_kVO}<`etmBu7*`A;$B!jyM z59>?UZfN##{Y3n>M`u;j?Q!Tu>+_#{hR%=@540~D| zCk7*QqSIuH58H$8gXQQbUO=_k2WpyzIsI~q4udRuU2?(3blk|HiF)^Ab43w2zicZy z6-Sh8keL`}Hy5yx7nLV`m_49347Bh;WXsx228ew=beEA%^oj^#>KralmKMANX?*M3W@(R}H)ciQ;Jp1Zw=O3CV zTodBh9t?x8_}T71Se^+;@Z^a^HcD8z|Fk@*a-a4y#$6a5ZoeMozX2i~y7+5+H+G!I z$69JCPTxnM@950agcDukzYJB727orfpksl_fcX*6U}Kbjv&Z&7fa%}z!WmRXOYoH& z1!MgSPL!dWp=5_pz5Yq!J)g7z8PY1yAdMJ7*74xmf&Fgn85H~A?H;<{5R<6DL!nYS z(3fZRc*SbDEkea5!iKS=$1W*Y8q38{G92;C)8Ls8a+R)=nlVdo6Q_81#T~nNVCN`j zJrbxsF2eD@#u|Y>F@P7e2#=J7e4u`c-Fz}kT%p5HXp@_vYdN5)BVtU_=MuwABXn@@ zF*THJRuzR@*nQ_2HNEDM=9KFg$%+YB8YZ#t%B7#8r>yXq=acb(Pxtcp6zJywy+8+t zRShNhmE=X&GF*E2&e=_|^OxxC9d3P?D3NcwQ`U(-PmwKchFI8!3JuPaU;3zWzfZGp z>&dc%50R@3(L$NxbqG9HqhPg9@?~@=8iRqAzyiYYpA)Ov<_B#J(ilzdGZmfHNbQ;& z{ogx(%-2&B7;hW%3R$jWx)h=OPWW!=ee|dyik;Bgt)EAT0r~)3K$wb%p)iheC;Yl@ zdq&1`v)JsU%FR0|vZ|x>DYxJ5?@JHdF<|J(5MFNj1G;Nqw1K7a`n%u3d3@?Pqp^o$ zW*GKQI}R*Zw#5hjM$`^^_iLZzvJd|J$lL&8kMfX{;86;<-qarpmURpmCyhpAcZ?`4 zmI+mTNKbkLFZg;QQRNqT;hNqik&mm5T}{$caC>^Vq9}#&JUOkvL9c}{96T%!ROf^W78uC{)XUqw}e*# zsRorY7n3Jp3kSU-|9KKzAHRfOF*d(x`?*Iy$+|mrO&!HQa?Ozkz7XTueCK(o@{@1 zf6F%z0OI-Of9HJjnGBB@wDQJhVLIO5SJnPwn5YX5Ne>wLbqp|bpVgl8dWqI1V~ePy zZ+6psB%AX$N!RW+5!rA+J8C8E&S^K8IFEXGB--O!u-@vgEFRP`R#Cf2na7laJjRAN zswH%=Jq@Z0uAqo;C4g`Fvs3MFlz@D6xtY!PQ(WrnivfvQ_vDf2Mgo!cs6?i>4zQ|F zg%StX0+Ytjg!2vO*h^H9Y_gFT+Wh2Xsw=W5FY3zHZ?Tz{cp?m*(V_%_W7ziY?Di~v zHh|5bedVV@mB5Md_Hp3Qp_R8i;!qLAwV|Ve32w@i(xkkhIbOz?)L@Q5g53s`m1jFJ zn+hJ#gQnBySh52LczDiwpIS<8qO_*PG}5$HNArNT5T&z%4NUHpdPJ#=r}DF4sfNjf zuWLavflD_*&3Y}TY@;W z;;UvpQtcb zI5UC470kdN?SS>(E!lAA zo|74hRLBb)Qc8A!uOUctcV)6XLtwdyx+>S7(S15gQ6Svr;0v*D3dj~*+2rfB#p%ApF_>B=b0V} zIQI*FNUb)Nc%r&aWE=J4ZvI&{+?(`2X>e0ww3yPbTgfg7b!aoA^}~Uo7xKJfq-03L z=%!8N_;0FO*-rVRy5BD~*DF-ZLf$L1vs}SbC|Z!mvxPj*FcZ(tz#mFC*%<5?#*lAJ zeBuax9{kdWVYAPyI8a}5?bkp@9nIDY!XwKo)(-T-gq}A@M(VeZl5iQ1JTG$QkjpZL z8ZV|cjkl-<{^+La+AeNjg5 z0H`ow)8+s#^?#=X{uQ?8``sQeIg(euxL}gG`?-N-6#({;jlg4`a6ezZ!28aNJWe_r zD)jl)<1h3$?4bu5PmtVXeXxg2xs4N*`W(`Kw<9`NcT%+_-GO zZ6e4sVud=O{1y~ycvXa*SEs{aY?!)52m2x^Lb&u?%L>WM;mSj3Nawsm7!wm1r&q#7 z;}sEB1PP{OZoFtea*@AI80_gTk7$D_pxhY9zBB(;fY^Y{#4kTSJC5>iL_>sqqM-Og zLMNc}|4SXXCLMUIl{>rHg-%0s@OgVPl-p4+FgnQ!E$Z($SX1mKcJ%CnIo!40OsvzH@jdmwlMHM;s}ju#h9ZehUauz+xo; z4YQkS*kcfKD(eoFt&03&KF&}?SgnHqzX>3xu4M7bUx^KdQ{~?_@%qXu@Z$h5?4!if;71QDCwz6=ub?WMy!@@VTOmh;Z}HCkqJM7x zfi3Xrt0?3@8$&IjwqEpxRZ8w^4h)lAKdRwUbkwv_g!pA!<=I51OGE^bfj}CqGl$xw zjUIZ_q(Mq%eDuaM`gMkl=ivz#C>j#uc5xrH@8ONL*+gYvfUuYV*no^&hIMiQzy6)8 zChq+W2_2M2AWC*<7T^EziP0-8Y(c7}PS2lxKcnU;`*E$1JBzCx1<0#HMtqee%c1ZO z>A%=gK_=5s9P_^EV%U=vVCo_-;3Bg)&`o|cU79RB1)?}`}kGR zlaH{lMFi462ggvPmT260;QzaEaOsmAKJ+f_>?7cY@44OWmJI&^xv2lcAotT)$9BH! zy)MWhH?Q{U%euH4Gw#_*>qN2}w_X8;D)2S|oTnWmwb*ooD`(di7h4LQuOIbzlbTbA zl1Spg%y)CdF!DK*fhJ>6#H}urf-F;0+}&^F?f-v!w@t+Cw;vgq>LNec=zVKI?C9U}UDFEiS za-j|Zp!?KRoHvCkAQFF!Ze5XR0vBz%8n$k9N}`*zaYR@I=)fN+9+bo{=XV!%Rq_hK z>iS}11EG^#(hvf(V%HHJFW!Y#c*<$=k49K*jgiAZ0Z)T?Bo43qsxMW74Bo&Qt>J|Q8%(#o^7A{_4S z4)X;Gkbbds+@RcFmWd2WGoK#FxCV4z1)@ww2tBDJ8P=Dd|D3cGfcp72t8MfOC@S?S zp)iC7P5g~G_0L>rNhGL}!U&r362Q6e^BaQqVi)Qs4m|jk{#E{l_D8ddr%vjDy1-#Y zi_fd`PvwgbWX}h_77-C^2iQKr34^2`tn{^n|SK8qWYAk{n>Df=_Y@x`JV&)U@0X%?hGnj11HJoP`8`103Si z;s+@%{5Q6a8~p10d@dy%GhfZQf5%+AK+I*``ValP@dD_o3h)!+l|OLcH)x(M!V$2D zMf1*R(Tam@I`S7uitP{lvUNSOXXi(IvpR#GfTL>)_otwc1rGlj-zmT^?fLMpU?lnl z7y3K9R}3@g_%z((!4j#=?%zHXxUfHS!J5E86%ptTI^|ql)d~l1Az60BEFG*9pD5tM zQ95z?J(;+5m|_IUHgJjrqvmFs^W%{_Ynv+xnxWTXdn5q_21(@wDy*)E!e3D{yEdo} z_~o~yTD(+mBX|G;tl2Cp{c|GucMraYupe+SWSNNb->_S~1k!_zLdSW;l$30jDGzpE zr*T|NW&?LGwfg)2>E@w2o{g!u;T(?ioHMvxVHORKMqc@b$v5 zN)~oXOMma;U)?vu3!`V9IO;;tKi*e03mxm@MvI77{UM)g&bm4{;%N?sDb51lDcWbGjZWYO2(Wb z@JGO!4DR-;jr@fMlfx*FHQcH;j_63L81TVNRIOY#e=LBKc7|Hdw6I9yYW-1 zd@FqR5NgXwZl(kH!C|d$cI@?|;+P1oA2UHo2RQ0!@0P1?sGUyV!~)d z37zUIlnvysO9Ys!DKFP~~<+UJGZ%kRZ|_JAB*T5^z6L zch&rpSyEK8cii2bUQ||8a_=)YnKJ1;(ok>(CUla{$nev6DTnliW}(LvF?&I(Wp__< zm_*e1+w78eAjQ#0ArErr+lvYpTEHOQhnvx}IQb_geeRda+leba*cKN=GNKI`W};NC zUZ73!7yjMMjv^ z*)$=8K@>=**aEU~kN6G$sQfZ9sebUk9=;H;dC!@BzhKVp^JtzWf*wX!H;%{Mbc!d~ zlzm#GD4E+>71!<(B)=9$Q+y#R0wg%ysDXe$R~#}L08b;tGrmPBq`~g~G%a-z;HPK|ubHk*)M-AcDN5GJO}VUTC~;jFG+IjpjxOLQ&WTl#5Mq1?2P1Ps zXQ^c-W^KmyPH~%7GGfVva2MOk2u~Ax%HUaNOKXAE>GW%cK1WhYwurZG9L>L zC5*3f&cf2$xbfXOCp)FuIq&bmm>$ZJoiSDT0S~1C9%`%%QPl-G`P(%4d+s+9S*?Di z?reJy@|{|)eV=u$lehGmQ{Xna&l{Fb;Pzv=4B$*sIqmE`=|Eezg{sXV7w?CHY!9$t zRVl3ztM(S|7`v97-0evsT8N&7ID~{IVw40JhCVYlA+<1pp!eaVwN7xESsy2j&@h@5 ze-h##^AUD@cTLk)a+HP1?dyQ5bWUDzL;63EH{ga!(uBI}OQ$Nj#d)PA z!SH~CnjsUE57ZJSwXvpA<1?+@$mp1M&`p@dcI_!-@H8D4vn9i1A|R_@G7TC`oy=;M z_3e~o=ww@nj$`P^T3_hcbQdq}=sZ8FzQ92f`L|}w&_F0VzS1u6w$xCUST)Ts_VyNx zA03KL{$4HBKCfqOH<3e;5~cuZC#*05VB}dGwo#=7u!pqmr923)BYRm^Tq{HRhhS6~ zaep<%kwddZcH2;%gVB8ep!51{J2i2;o%DYMEhwBz34}h_`#hOX5n-; z0Qq8U!yt3gv(X666|s-HFvwqU9p>_vZ8q9n2a?uumXxHZ)i^LODaw*emZpqWQyu8# z@o*99MFVei`C(oUOJDewXh6tR$O!@A?e~eXUgxHz)^CS@KjTWzF3;j{)l=&Gms@ok zP3b0CA=?_f=@&E@2P<$*XnenwWNi(39CQywM6QQ^4MBr@%PtuF!wY>gbM1mz-+Mf> z$J}2Y{Y<;5bb+5p{%D1^GuXi5sYZBt?Q&c5&XCn;rSJcl0u*k)0UN98h4R{OIN0v17A{c3{G?%gQk*Adlz|9cNO+ zG6o?}VH3t>TBiFL*k&9mrtH+M2;5bzOkO`JGWB@lEJc4;J1m2omWDjkDb9_DpX}~_ zUwg6T*DehFJ7Qt9Yz_WOc`i44tB`u*@!^aDrTPpIwwX4aQs!?|Vttl(uvO_w)Y+5XL~ ziH}G=%C)9&Y2N1A=%LlVe2Y{cvO#b&QSgH64FiWn@lEciYPCo^w8uekeQlnpk^4-} zQ$}hG4+M+OGZJZ3?VIF!&{m$PWTEPc5bK7=-#e|bv`zlx_jJPe3N_<4yzoYnkQUTa z@;a)=YVa!IFlU@Hz@gDHvme%{67B{ClmWoyISJ`aEi$Yu$}gtzxe;->p#CckeAUtM z8TIWHZb(Nc&-CL@D*J=uAr~p8&Jk0aFYCz2@PPFr2#+E7qabT-RyY-=|61DjJbqkx z8Y9~Sl8b2+(wq5%B1Ato7vfY>9VU+Cr^74{CHFaA1--SdE(hi;mJ_mlRSrvWw6h1~QsC1kzH-(Ho!>g^_Be-Qu!^uvTqLLA`vX_70) zbo05yI#u_qiyQUvI&`ml9bD?0j6X>hE<}1pa-gvl#zxl=06yuM%0GB07JlelEte2u z_b?R2`+DGtNxe3g3=0#FpV8TvmV|kf$_}@WnOZxZ_DH*!k^VYKdzURSP#D-zWB>!N zk6H0-vjc3vmMr-lFe!muQ|@vhFXOA|*6L#?>pGMz^(J>PaeA+c*-Hy8EEljNvhHVI z0^rIVdj`MMIl-crW$o;>JN@X;b(#%z9+%`@s9A8m?#-x(Jn;1JWUWd(h$h0b=+q{E zwW%@ceF->MJX}FrT`e<=eg`8xDNJk36EVOGWNOK;qd-A`k!*B&v-n(3ki+scg?Iv8 zGQ`#SanRw+Uh;5hHX?PxDwielW`6&x2jA^m_ocjc=lubh&d3XI3%WKC8sMVD0CONg zL;%;&3KQ(q64%$26<6Yq;Nv8^9^^Kouqs!!v~UexS5zZ+#15~Gk-R$a)F?={h1?+zRXV>lc^fJ?ve-X9jMm-^nfX zR<>cpl9nR#CB35bqr@}=7|t6E!% zE~Ds?ICV9|P4<6q92U^n`V+q15&(SVI6x$1WBFO(U@&$SlBM4!-kI@XFfzhbwmXD< zC9(;*huRh)dt* z&;K3`)eie;GSW^7HNlrOUrWsa<+e?f?oh&X!>kxE#)vR4m7G(wIXHdn;8?65x+%cN zJ@^^YTT84$%ESm{1Srf>68b5aUys#u15zOnf|cEvM9?t=X5xo#kC&UDAXkrU?h1c$ zNw((9PZfy1^6sc&(Q#eT;7|PM=hZ;6TF*9Yeh57{X@cqb!C9MU5=vwh9mlH)qV0xj znb6&L8R!>252XF8CrS)|5AFS+$Dec)CHT}J89&)5AaULEkZ+j(COt@Yq@&ObZ1_Sp z&~<9*>E^BtUA6_%n~~96tZ6=XvoYh*#B<~|J|l<38M0y zoOzrP2yTS{!QF--@M|afmC5mkUc_YjT&%WXqc%L?fAe7YrmB8IFH}(CbjQXeQMk?X zFnai{J{4!5by5%X!XOQBrxBSjF)M-3LLYj!fKa0;Qs`O~Wu155x}>IdNH?o$y=~rI zb?&$jUg4M$3uBB7pWJ@9#Nq~Ycn?YVIcRNPe5_wOe03D!O9RPYDI-XFMV?OeBUn9u ztjW2`8B@edp3_)8ye1Em~29x1V-#~2as)HfCq753f8uw!rF3S zNak|s?~Nzrcs)Lzv@X?ty*oY5U{p_Ok2F$OWcKz{dim2>`o~j)z{bHL>m-{b8v;li zh`ANvFh408N&8f3Xk;E5*pxn~2nIC`id%BqKNftAUvCcb8Nkve<|GjuD$OVQbg;4% z`O%jv$_2_`wqm_VkYFkO=o-PZN0w>(Mo^Ej%}Wlk<^xqmSTyMyzk)}^{*-RSEA5!k1?oJ5 zalJnD5J{JsCVry)YM;Vhgw|?3+?POWTgo)@(%7M10`vPSnJgxf$692+Fz&2}F#sd@ zFTpv7I43biR|5Oa)y^K1LANg7`P-*mF9Ud^r{tCrMMaCH4R;Q&48m2rcz8L3%{;$P z*mKRf!qU-^7@1fDkC=&Koob*k%E)BYxRkL~*F1$=%vMz@j=6LHYt&3y5EFn=cfGdw zS?VrxL1fW-lSF%;_53#u36eiM@XrJF#(2mkm;jSuzn4q?o_d%wBFB7*t;d~-&2ZyZ z$?a%UJor_wNIz|0q5HPMT4J_gs5#mAiWYFyO(wIH9uA=QJj|qG9<}Sb9{#58e#HDO zkt-7sgNvjBj5pn|4nw0|i%vzbqo$2bBAn_-oxyCzmX@F!#Kgibu3q<6;d9e(^M5_U zZODm4AP+`QeNXpT-q@lmqVeoZZtb#}bpoceI4%fek#U>0KDU~p;(V&71SPa9K6ep) z$J5A?<9J2z6>#XwWnGf@N@lLqJg*~vn~;6ro{)rtzsG5B5qNszuuZA|b)RNZEKZD;Woq?*KyCCM-_gX57z_HaA7;JdIqy&%}QS-PLnt+5ke%Y<*( zQ)Q~^k|P+^aM!z@VZ~za!;NUT@5)Hge|Iy0{EpuAN8U0n684Ubqtf=kphj5lDxB`(Kh{0 zqpdlvy8=%4=jP--cUz|}!VJI2I7)QG7=Pn1Tvns0pTx#o8|v>9Y2mmk*c$P@Ioc%y zx6|k|n;9g+93ASvyTDwI_Nz-p>e-DXUs6q{x$fP0|7zO(Lh6&MbAsyLG>434$D{Oc zU)}ZWDip-=M#o=MD3kXsDog^h=V5Pa8w%wh1o?wNfByPf!%{HA`g?%H&eU2K<~#SL z-q>U|dXtnjWO4{dCy0jNN%PLWeuneUnd9lfJy#mGFVAwB(8YujaQmsXz zJ0Sl{VP`VmC=Ir=;pTul_YahnSOEH>*CL1WKO6}(8o!c1nvp<{#p@2J_p^iL zWY&%Y&cpKReP}q=4|opGmphQBhhg{VklMy(oK_LMp1xA#KGR;Qo~|EQi_1*{agX5S zDu+KnT=;b$;8P9X!f9{!d(skr7=ZPJaIF4|dPYyAdJQEm#=CCi61Y%pd`wJ#sEixGfKma;Eq#fD1OG3?J z7933}C^v0{1jR16*-kB-p@ugzm+z&(Gpf2^pbBb>0=wH+^~Me63Zg%j!6Dd>E`8tw zq+5!?4FbId{NVK1eq$n-t9s=q0n9!%E%Dh!*oey#$?=Xfkt*7D{SY8^=y)<)b2i*K zja}Eb$B0js=#E7XBN=y!UF&YHCQr6dg+7YtQ^8aQ9>+i!m3nH0Zy2`bND>ifH3uL5 zkp+*;T1H~IwDa!3&h;UqnQ{&c<`DGAk+nJAMaf=n;R-6k7i`wY?{=ya;ZDahD+9J( zER&onG??WM@o2~q7=HiwVb7^t1xJTI`DJ4jsQXy)V|nZCE{08HHEOw5DBdc-Rz7vR zGu&)kktwu3P}Mx~J#uYJF1~wJg&G;gVUoig`u=4Msjd8r+zwo1WWaU;K2#yZ=o0;n$3HOHz+zDvyFQV3x}?-|Ote80Y;3t+Ff4hpj}**$!xItp zb*kI@&lX7D#d(zi`4ey%oRJpuPA$}iml6Z_sNCoguSl$kNIkd*ZJR%0Kiy-jJa#F4 zbUk+a?*1i-IK+eQ@BQeKx2vFWj?OKY(Eat23dtfZp!xd0VgtAAqYr4s9!v*jfD8l* z@Sb#pNQAE(`iXxyhOv|e;NiM-2Oljgk&TcErQrD_Y^J-{{`x=#awJ|@@HAOfvVAHw z?=V+#7KzDw#(P}BeKixr};(Kg%1Wa9`c zsjLS17tJko`x;GwWQsneBQ&A&Mj{Ku@gNi}5GWteo^&b)-Yf_z9&=XNr+6zc`L{B8 zt-^72{pPPYUlA_TN(7h>qGVrd@3vt{yMZ4;*Ma9ege*H}wts%O9zX0V{Ml|mD8py9 z@HivzOsE-yW)1p5q5XdVR&6^_Ke-tOcE7+rR$|riU@!eyX3(kcEzWFMo3;PWJ<&rp zyB?r31VVgoA9+{x_qvPR$7PEL&IZ@=IoMvGbvFvOp7!lIEw!}JgMVPrpWyc0sAsDb z*PAy?8k!|~CcpTv_ov*C>q}z%yQ?lAt7|%~_4mDAT?@YPwYk^sp!e|NH`#`x6!WHh z9JfCL`g^fW6HDo7#oO+!xL)crPlE)$xgCP!f7tT>G8ao7Geilz8(Qds0-3uq+g%(W zpkb`5Z&vS3qE2&V&yJMcj@#51Mhzkv7%I0~#=^RJYnwj|-QdceZmbLOo9wAYEqHMD z%+IA!BCNm^nUnBF3yCh8eZ;is!h63BdhfFm~ck9wHcr$m>LY};&%YumT( zjvvd6H2%IahzZnS(l_^g-68nDH>B(d#G+b zQl=GD0^{!p7{tgco|KLx3Ge|>Qq+3`m-N?(Zz{brvA=wL^I}F3OCqxlGTH8so%Cd} z_>;nv{LsGqc8}}tR#IJG{a<%*i!tOulYCm&V11|(W9QuWgBo`{#tRNp2UM5uYDVEI z5PIYxAZfkK9P4qZ1~!0uP`vgp&w|r0UEz(1nVxR4`qZf4_}A6F@9~Zub2&-+eS^JI zol;a%K(1kioX^>|V_`>Iz6mqamZT6Vur&MPz(j!e0YfMh^y*J`CoD8$3K7#>Zcph! z9y1+3EQYfjfW80Oay0zV#>cJJfN-mCL8+xkFKL%kA-9=cbYgRTdtu$?m3@!ErFVX6 z+1Qd~OK0(gXF5k;fj*^Ye2VFf89>0~$0HDtNr3!=t9b99(+8r}+fQ84rn)U3?KCb| zHV3&Lz7h1tzI!{-^j%C_H-_wOH*+9f^8^ItuyIXzKe8I$avyA6+Qb@oP2^O*H5ngR zldu1s!mvrK?m8f#ytm3gE zBxGcVaihSy-p$r;@`Yj1PQD(_^;U3SH>?1r*2!W*@vnq<5KU!P18ps>Dre@yHuZ!l z-}~_2I*|-6l0NvUA2L4BpIGvFH1+2nog2^lm^#%%p6N*wj35F*eReGvE zCW^z#uWxqT!4HpmhcNTvKoYuv zP-!j03TzEN}AtuRM-tadr?hKOD?0&HtJE_m%7LJuoNqoCa`*@%sLk4Um+$uY-HWI`j~cr zF=WIG4{h|;dW_}5FxW3|7XNajzYXGch>IqVBrDCm{fj5GZBRA4kD-%GpXuWK$d{gG z+TeCJiNw8gZMX4yO(7TJd44WL&=gx^8_~ZEK(k6+m|b02l-W${2IYTG`fM)JHg=~e zb$*2d{h()fdaJ$k#0%rnBtl!B&GXldymKRNnX`}u!^Kgsg>uxf0kVFqt2jThk|UU9 zQPf0pq!NN}ggqT1f>{qu#ht^ze}AqPkdfzd@sc&y63fi>MIHuqQ(wyep6+hR$V0$z z$?Sc}C(=>ZyX}ZEz4c*V*MD$ys)%%MdnVH%MP}1x+c0D;s#!ZWTGV0B4`&RG zk~m%vBEc>$q;8Y^7>vx(uz1mcczPrXuFv?%WKu95Dv253LL6qwJ9#4^l_O&P@S(ig zHsS2jVJT1H61<4c&vPu>A*D9Ws=Hv5qoAUju{}ZBdb2U9LdDRlL_a8R$;_c0Bpqm~ z;~Z9zP^f=k!e3F|74#1IhSJZ|)8~Wz5sJC?!?~A2;Hv{a!o0HT!qql8P4g$kUKvEn zP$e7A0m0u&^Ac?aagf8_gpn@|vzJ~=bibO*59&!1C^MQ@mOP7y-_X`w=Ri`AaEO6h z%wj>0QXjS1WFV?98s!Aiz!-q*_W1y-#EaEFt)0)sv?H!z;IA+rW!P~#0G=zUK55jm zIVIG<=n58(;(Sxf`TAJ|5uC`c3+@$_yGPFS9-ED64Bo^6P;9>#_Lw3i; z)X_q@p?NF+^wLri9emyO4Rxbb{2b({U<$J-yHHR_Xgp&O*K=XS+?X&dV5r|YaO+%- z`MI(L3_cMPwMFfwvFwH~rT-+3N$=clNXx;Mj*0flTR)qq91Dx5`-HZb&=38cuVo%Z zcaKeN@n5FKY(Aq23J}R(O-?)TyWs`JE$z$4Dg6NvZP2%YivFiGDtNavHh(wB@K=QXv^ z#Hw}#%04TQJfPoGZAZulai}CzI5Nbx|k-_01mM)L9r9x&Rq*5p@H+Rx9w9p4@z3 z@dmSgx{=wbcBaLpU<86ig?BL+tCl@iiGy8^RYXMhL@sKl-z$bLIWo_i2hElM*DKLx ziUAeodq?3p;~+Y^T3x@ic2Wv%NiOaE#A7x(ND#$qW0J*fGsTbQg+)c(&R&59(Kl?T zq`b((fuo5Xa*^SjA@r(t8@a%PZz%&YqZp1W-c?QGb#0A!+4o_QzPD?qeD7T7&+{%E z_f(?Rr?6FjvUW_wOVp(KcW^pEt#fhV90$#58r;~Zf+2>TQd&B&3{^~&Ogh%TeiP#mYgB+hqkw}KI2S$! zJr`Dzb@S^4gIqPnW;%{ItzGj(km;CjK-`F!jj3$WK-|=b1WP<31t^Wzo4~$FENHbD zo3Fxe#ywk80_K?ORg<417+m$UbVr&rjM)2mslczJ1?h)RT^XMw) zR>eQ>=-dY~%&zHLV!OQ1asY4aKQU=hu5;1tr@>()=S?wU^%L)_O(c;HAUvhxXig{V zX4e#{|4RJ66#DKSZ>-Bg!DIImeB-g&jcY}mv*%%rab0w0+KSOmnKEW34qo4C(Pk#F zbVOOnP$khDk(8W$&+h&V9$0m7T^NS{{)X6Rs-EPUlqt6OLt*f0^Gk=$c))+Jud30R zE1bIhEURZke{Y`--p-%9j0s~h8%IcG!9LF<} ze6*3YHy{g|W8mmP3#@TK&4LA$0r=pE_mcY;9c;gn;)eTgrAv86jh)TQ5q_#B&6Dv0 z@XeZG=QZ0~u|aJ8?*^px)p&@%{tj~55zz??1AaQ+=m!eO8j8@hszblhk?1zy+CuSA zHj-fLHUgquIA?7NP(a*HPw~T0OmG*4?V>o@LI=K6jzGai4qHr;Smq^N3oW$d$z`Xg zo~tbMGUIvaoeTKdP}g^H1zF;!%*0!NBKJh;?EB2-zyjbx8J=wcEl@R;NBTYDnEX$C zFM|7v|ena-HK@HX%cQs6WBpnHie+-~iG01-@ zj1-}@Wse=omT3-)B2nUUXJ@q&l^aBSuLOFfie`L8BXCx+SUlU3nXGThJD)C8#osef}2BF!Of$eD2Gh8oets%jH!^BfiC*x z01<1JUD_3ahiIO96Tagr&yn;E3NoI4o`X-Et+idiOn#lkehIjVQ3%k2G~$i|>+AQY zh2=!!z0RrpJiDzAf42@F0vj)^-fhH!NnZ+9+ke=*Ez?*t$w=hB-P$YsNyXKDhBZBN zR|U5wshz}jCdUelO?W{QsvO|577rOOCBv#**13(wb8yr4qKqIM5swT*5zu(j`mSuD zb{mm8F7xmm_TW^^yEhx9o6?q=0@Ir{dMD$DEs&RnwWh}Q_qH+CwH0ZMLLL3}40OjL zpxbuVToeUNJ7^2xWP5vQ0xD_U^Qck<5jLGHopu+^PRlL$*E357Xa6DiA}5& zp!91J?CVE%KD8c~|CAQ}DR2AV*SgoHriV>=bvNW}@quq_5QV(|>NnPARo86sN4?)J zbxf&!^Q8uw71w1i!K~qis%n(Qzg4w3rLfZE&QTfq#(ip-zEq?8 zQLftSbcP*Sbi$JJ-fm%Rc|TzIv8V+dn?x(!4=5NW+V5Y?gxFc(X}_WB|M{I{@ErJF zOeXkdhHS zPlG@t8LroeP;PM#8SE>!`!KsN8E%%nsSq;zsrBu9#g{Ot3tz;i>-x!5y_au>{_CGe zfp4zV(4vdLbLICUdcDIF$4z_i!0#2O8q_x>)lEpe# ziC=pTYJWj%(HPhntAZrN{fDD<{>J)reAW z!4?a%zb5lNs~b4)Zw0L)8`G&Ww~*v6<^rC>8p}~7W=MY(yp#T#NKVMT`e=7x_`s)S z#xK|9Pxe$4^zu^*f($pU57X;U`UxZ7ScFa+hCVqZU`C9vlO3>5YQYTYLt9P`VnVi=&|wT8%N$)a1tmnC!hA{e5#Cr=PHUDt?S`oI8zjRe%3K0(Tvo16o7+h_i*orjnR z=Pc5(q2X_)5LO6;K5}6npY#lU-1-KrhUG zHe*V%30(mkXtm$IIxQ!xk+7g8;5bmJO^AJA&26X!|IS*_VZkhZ%+fa{3uz}%7}^l! zd|yEXkBuz7rI@_$1hj7gD(_verjCH6z?aql$QMYJd*FMmnFvJUty9eWubsHq5TQr zDsA;!P>yKuFOKL{Er#1@O$jhFL0!fh153f%BU7MO0JJ#GdDORg@sq_X<-0abt^@nHDT41sd_llPl$=nl~XNr%}ief`7;^!Y@5Kw02!@Da>&FqTy~5 zl1Q5)C-Zh9S83H8G2KGz3?Bptk!wSY*a_%ax5EFUTSFg;s$wV(>~?fdrePNCTYDGH zO8w@)LST^fB7h&Y>fw{K-bb@fo1j9h7i9%p8fxpEn*LSh zN>?3+V*!6G+ZdXyJmSyx88m3ejGbL^4vQDUMT}9=2ep=ZXS+K01HBv+y=Uux@-R z0kJm|S9|tPJ@Y{a&`AyL9sa1UbAzi#RVep|+Z`eM04B2bWFz36>*>o42xZl!JbwWp zVfW3S@JHVb1zK$IkY{`oaEvCO#v*^eOHa?A`UoPp7}o~ z_5UU&meQWEYMpxwoTCUUF&KN{AK@s4-n`mDszvlq1SD3I(^O#H$h}8Um;<)j3_dS& z(MWSW`o*GE)r&~nzl}Sh%ef>Sf=%3GA+0a*gRErPr{!U>_v6Lp%H^5{OdPE z;NS>2F+4yc^NkhX_Rvx)H3^Zp`4pu-is)A+RyjZMVE8+G0(lDhm&L5W7J+5j&KI!} z&v^>1V3Q_j*|4$NpCd$>wxzoK^FuoT)N;dpuFz})kze$ZRS8KsUP_-D8wivHZRW%_ zUJlQRpwKtpOmJ4%&@hQ7nm=RKKg_pL%8~9H%z}65?`BGLH(?YUFy9)VAB;j2=0p@?cL7WN*Bw*76(&K3RhU4D2D+MIVeH2FfR=$D8;*}rQ{zd$QTWbPwX+TF{Y%-d z1SnVdVR&u2*xFlu8&@8e}3k?L_T~jM> z2as?SXk<#rRTodMSPi_Z9 zq$f5$y)FK)kqZLroL~B*-h6?0E#6ntP09Ai>9h}To0$VjgTQ6`tr&M#IM4;j3EHk9y?p0LmVQH z0TMAdsLcH(phKT87^GWlhtEmu8ZJhShH@9#>`}CE>quO;q+m!jJjM9c-;Wg#hgT2W zGP4Xc_*Ompho7sw3T;Tlu`>ojlE03`r4nHnrCbwN`%0SD=+>A!z&w|M@7C<81K`T( zbq9bR1z5Vvpy9%qCMQb~5D+1rHAJeR3D9d{;ZF;s_Zd(aK^OW^$|r;T6`|g{u}Q2- z|KE@*Rxq=VSH}QfhhfbxG(B9k!W+6~nWzaAcK3lBt}~ENWop!4o7OdVO1-)Q2zmK^ zX6JUh%z$wQZK&-8B%ZylSnblq+UuJu^MdPYO_04@l`v}u!6R3oCxYRCq>|(}at13? zk4=*ny}JHK3m^;a*v-T#+>Qr0*s{(yAsnoKZu`o!WA@*A9=8$SDB0Xy&&~8h_&JhT z5p&1a7RR(}cO{Ab91zDovCu4jsARa&`3wx`wR~o=vie_*U3Way-~YdK<%)DOA|oTC z$jFw+B_VMOArgu*(={$~`M4KJGBP4vZYjxLS=Y#wkv*aaxw^>8NV55!i|X_HE8Thy0z8tR(7){_C)wdw0A<0bb>Q*(n2L+KZQUhL)GDi6g*F$ z+M%c3Br$H+KN4}8%Mvi=b~q$aQtF&MdBo*2AaBp3Jxa{9e~PT>0q{7MZ&djBx3T*C zaAV+Jwnm{ILQtbT=&kkl53>|KwDua0bJNR6==ATBftsKmn2v$DzF9%?t|u9dYLm%(yUCeWFP5Q7UuuwtQV`epOhbEWzP_43~)Ig{#Nifz(guu@8G^L_{Wr zUTKcHY~PixlYqm`5;mt?-`{`uid&A*M+hy0azcN1NYprPW4IT#F2)^fO)!SS^%tyWi(xy6Y5fz#K;r0MUy{1x}$3&aEExoJ%lHOP+0r3c#vI4T6SJ#6) z@8l}^o45dRu(7Mbd)fljS*SqGo4)3k|MI;BjOiy+v$YERGxXj%WIr-3uspgZ%}84a z6sDryOP&?oE00+vw%FQlP5`U=G^nMkN4e#B`$%-C>4}B+#+X=S^NXT*-X3+2@^6hu z-$sTLiYu?llw7NsS@v18JSkwT2?l?=9nz{g;}WGlt{YY0Q!_WZU0B>6Nv0l)Fh5#J zZN1_>YSL-*;#Jn06lQLRtHi;+{gp{~fD7?s}QHh`D-UM0Qh5a`R zT|dm+U3*FJ7+|~&x3lqC4_Z$0Wju12VPe9m(*V6e*O3Q>{-8n4)s

AB2~(0ZPa3Q>^_0;}K2>9an0%F$tp9RkCUore&Hu z&;Oy!a+WLll23-y55!=#kLv~6C13}seS8mul0)%Fi|TDzg*4;{)CZpbM^6Jxf9=lXMxJFZT}XAA0B#6C&6yuQ!C8>EJ)Sy$%3 zuYiShlkO5_6Y%%y`POsi;FV!q9l4WInajQL8kvg-t7A53L=D z4&qSn#NeE|RJ6e9UuXenmVNf+`^PH?wyT&JsZn?C0^4%=h=6J;JX&sCD)8$Zzc^|6 z?AY&+ca>@2PHvXQ4Phb0`!Z*|Gb|{PiX!snpsgbUd_zSrkkZT&6_lSi}2%d7j_#EUY$UC zx+``qtTlI+g9P3p*h7zO5FK1efd9#aZ8F7X!MOwyvwG(VaJr6vs;O3L`Uv`k*IY0r zL3X+SBfk)3?$bsQCMR7fluFwgv=a{vR`1~QxS^xKA?SUGa6+GZfcw@?ktix-mL+dr zYtB3_a1mk4cvar8b!oGlQ0cQY)(YzGyz04QJlapPLc18qU#^`JZ@C(z?uUEA3r(v> zi&62U6kY=MF{lPjuO2K7ll0-XA|5DE@ME}%tM&jp)8~*;I?ab2T$j6eZ`TRMB0LH_ z0WE@g>MSD`j0R&}DSAW1w=Et+(yUNJ7+LrBKH(M`tQc){NJbWu<%PaBli=*4=gv)v zifQIE=O@maqHJ%K%82`B_y&>UT8@gMc%Xv7zmuY+*W@S1s&A?6-;tkghmqt#E{(;$ zU{d8F1X~6j(vzN2{R`wnfDX86Z__J|J;d;;(4_HJ(vto_8#S?rk?ZWq)Gyo@&R%j3 z!B%KEx3M~C6@mFxKk^<4>fE^ihdPd1dPrFE1Wr+|TDCz!6L4B$T)S;U6Pt3eyl@%X z%Xq7>FQ@J`+@9tZHinRouMtSiy*}ixFF*9nbu*p~Lo%lUEpBpMsRI6Vhk!_i04gan zJ@ASjkr9jdahcsxBrg?loW#y^;GnIDg$eBgF3v@yrf;vPEyhGBnOi0tcuT8x%J19K zJVpt5$roJw>EPQxGk1J{2m-5@dGJ}Rbh%Iyx>(FPTmQi)yyHL2ZIt&xWhO6hx#a$3 z&UE)D85tqk1#Y`JQE_!M`^MpT<-Wb`-j`;x-euvX45L7s4AJl$*M?Zk|As@$X9$`6j;uvz0k}&0CH(=-U(P(f}#y#I!4OR=V zg|G$EF&HO23VOrZDT-l7h%P2<3lVNXX@*6FQ0L;GA#T;?CS*0nr(ccQ84$JrA*sT9 z1@fN0Lyz_G?qWgcE^c!!jiTqtm=D>3oB}5_jprs@Da{;Mc7AE9jbnu}NPebvY&cgA z7Kwy9dU-4(#A{Gb<~xVsm{ZoE0@3qE;IVRdk|?1+&yZe)pBw^Wxik3zqDip#!c`yq zH;WyTeo!O18mj@O)03=Rd$c3)gSKt3s>2rlN{aNr9PQLS*M zM{n$>iECQD1{I5Sgk|LygW543^IA*iAN|Y4l8f zpH{oLqe#i8BPN2hU>q2dk>%mm(ZCgcau8UYC^mqbKMKLG8e+#8Zos>PiCvPvwm0PB zqTps-;Qr( z;l7?W(lh(bJ7%gQ?wBk3{mHKsaqBw=@r`S*bKT@4+su9PJZ-6@xZWuH3~8U3A{)8( zIFx4?H~X`HIdL)=1(y~G7{cGgq2!NxsE$r0$(b1Snno%`*$I55VY%SB5aLd(yhBo}eQPX4Mw$d)vBd$G>|QFYEC{w(PhyI1eTPUz_G^)l=;g;+cjuG%@S$P%uqqVF2FwnRk-g`tFI zs;WgVl%`2PS3VuSPtA>gS)uCHT^kfoAtbFQM32#EQ)#h= zbeqDBqU;j^CzUiODP_PE!~SrPNs!hnxjAFSC1cWhKKN?*=#YaKaimczc85dKo6K2=)gmMJyo+TgsWGJ}|ekOwBg#nDb z24)PTWOKXuIF|3vq7Iddo+XkMEu?^X|$i)Bof+h_c80$~uqdFeym)-4w`bJuOm3y#b;zlmQ-wMwe&X&K$m1VfWV5*n5B^@M$89~8wZf-O{NK{x*{EI=51__3UnUD%P!WQV#`LFW9OJ;bn7 zr^$)zAMh@je|;UpM5fu@iV$#D;~^8#M&ngUIp2P|oc3FfcILke!N#&iw;SRKdurTM zC5#N}#ODJ(Dgz#Sdek7Pvb%`arLvOf!aDg&=N2JzVv>Nf*90k%5mNS9G|=f_w<5q34f2^;jV{~ zgC2I0%(Q8h*i~xkP3i#|5AO+9-kpUDhTr}TLVwTvg-Zj6tDW;$%kG_O!14SI%l;f! zz)3)rdUYG--}81Mp!~Rc36ubb7~L9=v0t@#HAj+5LlGZZC<#chI?igK#O_AI*ULe4 z;U$WFOJINsTXy&*haCZq9UPBEl&t*fg+OPZICrV>FSmwW;d5FLq?;cAi~e;K65yi6 zr)~ECy(oqX%!wbF+xzz=XTV#9qYO?vr$l`wgVcNR`Ttv+a^g+q-4Z{Nu3l~RCGl}QATs;?)L0ER31Eg~k|jq`*^)kSNPxHMxn&qXv3c*y>+D8K8HFHNd@`sZDAY1F zVSXi3M$JYOSWN_2i5iutsGEKoT*-lQ%mh5~90)Rq!m;matqP4K>0AJW3`;1Y+?@?3 zQ@=10N)+luc>?Gj2sxJNT5A&EdOLo6f&s>Uab>#S0AVfyDjGy0kW3ggA4Um+2CObJ z5JD6d0v;8WH{TRRR!vED2dx8MgCabGEKPV9L?RAvHARVm87@hL;e<>HZw+6g`baIo zUL3BFe>Xv&PMNM?Mp;^%Of(+Asx%Zx1sAh~=I(E-5T_G_`AIKRGOuZtVNv#9mM}p7 z+b~Mt1*iam9Q|zFPF5IXxK_&b@o7Ob2^eSf{lFC5RvDTpM530dAD z-$Jr*Y^{t0g;;hJJBUsM8R>*V3X>!Ng9M(9F{OzmH8x%UEDPY@9{ppd&z2lyFcFTC zCBbCT1k*pV7e;xQCROGoc1Hu2Ck#NDgVsWxDl^azFIf`|4<9Ssrm-6l<^-;Z&Yj)& zR2*&*eh^q)h=qCYPeI3>&n!~{_CymYOB2)wpjeE4SnHOASNTV|fBOUCngEay$A~1D zEiB&+lvVqoREk2aeh1B1R}UkS9!%_YELsE>C2lqxX)L@~JO+vh?>rW^&XD6*GSr{; z@;rc6l0Y-$6ah-P7Xlw|j9C^~SB>EwRZfgR=<`2{{o_~{E*M&dUwsZVD;%m44uFBo z1WiR`vTqM>D+eMOJwlyZe5C)oo=?CF$MfyrHX|eB}ebdE0l9egn$PO|y*kTTR($Izt&qB;T) z)7U&QV|<)m>t#O}5g%AqS~@@#N|Pyvh5zpK{RK`dEscoJzSi;BddcU3fXhiBgZ(2R z{2|0#UdtF!5vO`O915y-K&$HW2gm06==#XW2+sZc^EEM_$B!RBs=e=zrm{HT;ow}{ z-1z-J+LDu#BO)T4{q1A#6dvBlt)sIJ{V3OH-kxulHn)BG0?vbqw2|ELAliCpNun3+ zt2hM`)he$pZ%T`mzUoSzu$dp2$O^_{R~x+VgKlJ7i4WD_Ds2>fXSXQIuW~m%ITe&^ zTwZ$zBHv3F=dZ$v+f!9*DxVGeC$szRgtVXJeU1@Dl#8VUf@KU6 zaEu<_6EYK3DJUEQJxwbbOy+;l^VW-f(B;UtPo zkzkY`Kj`+V?Mh0#TNBh&(nC{4XA@XWN+8aQ#%0JF(cvhNs;jB0Qg;r6hk*z{YL+mG zM(w zOlmA^8bUo#v zPe;#+(x-}r#Wi;0!Hz0m@$olL>F>}dfdFPJpX+mqt zC8vEOgS|vLeAFxq&r|0+(Z6e6?6MBB!}UWZzSqmUIfcUFkrnm5+}Dr|HC?^v_az70 zK=IH1EEzJysHEG@mFl>-nUMCj_uFzMU>uk||H|VhPj`1vT|S%AeH~f+EtSXZUm z#X7r3*NLN934q=X%;CNa$-2TTpkVs?h!?W=3*w+bP^}fon;B_Y78qT<$d zbH6x#KF7lHjGmjNn8Q|F96c~PTE?(aQB3@q_@3>Yzn;W{Yi>k*MN;5X2PTZ;8Lrhl!N+hAIE_fK!BAa}Q3pY!puKu0 zCPqfV)J*ij#8-ER^mq60U0q$9n|htkCv*8Ceu+cTsu+gxvHWe0dAT(;qRJOnR|a~q zm*$bOh;{ynea<-RMWYZ;c?HR)U!EEggo7=;U)M? zP<`8vdo%ZCdN+ zxoEN6dZ&4MrHA9D>(|emlcs*mBYsWSrH*)<`3ks&=f{&&M#|=JL`|E$Q<~fcxo1a! zJXtfUwyuSw|M^PZvP)$w!R$c|KcBhiE+Xrx=QDl+YINGj8KTdz{A*&ubI9SAUkM$z z_Qcs)!97^(PQ<5C)It+jk?D1Y^oxWnR@pUBeGQ9vH<;~q*$H^ za;DWfZ2X>l`r(^R^J2I^*%t`l%90SEq1Ae54aoaMTRnd3qobqatFJ}ls(J(j`ToYy z2Tmu5wZtD3f|40bT82c~-x43uD3;o^hx>RO_* z(rmu+xxpNaBnIjd3a})jucWaQ8p9X|N%Sp+YNf@ZWWy+bE-fPN7 z^X>(lhN)1Q+Wpzcw#b<1aHd`8)vmwQ)Y0bIy<;+rZ)tGU*NIfFIEYcxFj$j&-JM&uQSS{N1IYR%sI6@RRTNqf->Qg*D5&%Q(f+M+smAPE-yT|6^@6 zr}9~^yRgjIdEo^2h;}fyoyBNn^DT4?>8QhjO;fKIB*31C9&x8c24_))?h?^K8TSns zj%~6PD0f;|Ew+;*5mPhH*6-zpH+S`Rxi6g<)i|wgzp@zF^b$$@_Nui~o6%APH7xM5 zzcIcj*gW=QjJf&UzuPTEcOa-eW;(qz>V3r&f2I@-6H<>$7P<(DRZPbJb%nCIc&j+E zMo+ut8CsP{&d}{b%`H0-5mq~*&->orrAaoI%|3Ahpb%`tV)gN!8hUD|+x@TA+W6=w z;GPpMKJ&XqLE<|6R7^HWc?`Gisfg;SwjgFsKjQ$jVu`OuSAXmP_*1JhCPoosVk~qL zW5lq>Am4%YBg7(g6Sws7PhymzeV5Cr!3aqIOJKJ%VU{0vPu^|QrCRs7rx0SJzlXS? zDMYZIh>S1l@oJ-Ky%0>eM|G#=V{-}tF1RBkymWCs=}$C{6lRk~IlP#Zou!GyT$7u$ zAamHNI3tXKTtGEeE{`8@co@>qRln2Cxv`aA!zj-%Bie`)&3>!vcBB1%YilbXDHGf* z@*qTcNE9kKR9r(>tQ3V-7!F8#khnv?A<ly_Z*nctk;D-*Lpm$sLeW?|nNQg&RBH z^s(k`AO5q_q<4E8t5t6!gGIVfXQ_wbmye>SZqt$D!kL<&%g-TY1~N=C{o2| ziS0iD+YvA!joGbOpBRt&q*yjAOQV1I)(0nWaZMC!b-iVH+@Ie4Q53@ZFvazx-E4t# z+W4g6)Z1}=D0P<%#u!nq(9iPMJvOJEaS16d{+oeY0lvOJEw@SBh+J(}Pr?+%@JDOM z&l=YB!mqD8j;?>@I2$X*3tKWj9e2UrlhI#(Tu#s_tzZgdY`Fq*9g*YhR7?)rJI@#1 z_FIBpA{ieyZ2}rSU-O|mmwjI^AH-VCBMCnDf9I7wqy0f1K7IDj5_pW^7)71Yg8cM8 z_sz>H-x~&cqlZs!4O08kss24WhiNpv3%jAH}|@dWr-6mC6|3oeshufY7b}8vQr@ zlC^F3>pdACTTg(y*F7O)*N5m`qodnb2K3H&fh2ON18Un}0URxay9vpcSpvT4^52T0 zu99xJ#QN1lZ99|Ks#SG3o33|t%ee0vd^7gvWtQ-&mLt0j7n+9j=6}&Nd^>^NgZXgQ z)Zg6qC@Es^^0;#v_aD?!L^@4Z3HfbEXUr~YbyO{Pp_r~%$1ZwTneKT~%u8#E1e+~z zJ*21+j46Xf&a3WpZ9KkLz( zbF?^*`6t{mxSPUU_tp-3x8)~96&f_VJ_IzJ=m-a>*li1GA~OaW$dE8Ci*nr3>x(-3s@!VyYWdb%YTm& zcpr_vJnl~wTdFsz`jLwR4%zH{ZW3QBm>tA5JX~j?hwy*J1>FNePBHWbIyXfji` zUjOLKDN<^&OiS#(;BI0))b_H!UEL-0buJCsMPZ93U{!xy9gqL$KhcDrE>&8A+euec z8oNw0-@Y;7(_$y&9RKiRaPgeO&sWOTRCut|-;-R1MDU~AqD-^;7o8g0(__zvzueQf zywEjeyoyl-3;Itk3@Rve@&xnPdYdQ}Ex|0OC-VxKL{U6+X`EvllBxFE>!-7tQJICI>MuH9G0$s@K&n=>xG1UmBV2ZVOye zcyzJ*og`zULRbB!*6;e4S~0eV3L{&ZSfS5H#ogS}sl@;?gsR~4U`A0Bsg4Sq^**-P z58#q+`P{bZO$~--9Xd^Pmopd3c6LCUUCu^=bVcB-0WXcpG}9XPK0dHW<*pz?5>2uK zNz{0u*i5=LNo|WkOdxbd!uHzcP-2&hoNXJ?gPg^Li_51J0C`8rrfn@Lvzcv6+o%no zBP~oxluE_sks;eYpesXR(n`Fc9J@{e^XocVSSphAqkghcyI>oc4H;`0(3h*%IRRtMLF{L>tNd~KIh$ex;eudk4P^%clS5Wt=Tr1L@a~4OFR9T*W4MHX9ofGTcE8LYq|Qc z%$@o80C#oOvbE;z^P;KrQs;H0G2P?)79a^H?8xtU+5cmv<67Y*Uw1#+bCAog`6^mw zPp`>BVdG0uNvYoqF?U_HZK1PT8dIU32BaFK+vQzPJ4LWz$}Bo?T)2)WPQOc-Wr| zljg?*NCZmB&X*W!Ud1@Uo-a=pLV!PD+4I%i!HeCWGq+AlV4I|229E=IG|FZ8*X{mt zz<8G_GZ@k&$XP5TFnQyk zq{BO4YsAsE30Tfk0GRt3)*;idhY7wJct<~ALPt6JD-6#crR2wx;yX?0z)?=^7xD~lXnSH|1lH>SlQtw8upE0kt9DhA- zzFGB}VqF80{(bUBj(LuE5Tl5tkeNK%P|NYxwwokZpi9}kK+a3hO%F%kNn01oe(?AZ zT5Me_S-SUMN3oLR=I0e&MEm;rc7&!U|5SZ#_xXD;dnDI@RJgQ>)gJ%Bs}M`H`Ekt> zXJ)Gk<3?vRY9@f9VqDKpr>}WalW#1B%H()^eJ>CHWyker!`?iTz!(XlJ2tij)%}@k zgNECI7@b^bD{-x!u9zapLbDpX8>j@#18cegPwB5X!+>=x|5Jq)mG}8M7UR2tQky!D zrPKy!3*YmUdk(hf*46uBhv9mSJ)PydP3ZlxDD(9=H3LDI;;kTu{Iil2nu(- zAl`I4U8)KhX`UMztS$o9IG&wL(tbW@h$I5BWKPidn;k@9Cv6gDlv5uF7>_9|-y<0c zh;VLyyKH1&?I<9UR%0A}-c*o~Uw=9S2ND?j8Lt~4N~DYGt(^_OnI#@qgVjf~zPahY z*B?Vss#Byux<9bbRZ0H~4^JgNrP9c2;!ry=?(NNg%iBI9n_)2SjvwRC>uYI7;qR}o zs4<6goQ-N3fl?W2{kZ0ifR2vNt6zFuk)4#Le&>)l{1JNo199x`O$O=!Bp^%mx{<}g zvNCOxfB;eGw{%bCpkmHM4%Xi-freM_t%j$^PeKNBnCnfBtDMmx0c_1*_CI<9q-TY5 zI_#OU$5Y`TKq<%pcU#Khlxh<(*^pYw8DLceQ+vx*b<|6)?#z=0rp zKL6OxROWV@YR((w7_rZ85xAjOTwybsOLoq_^4lN=9;Q_(*yYrJZUmz?lL{Wtt7DGV z#cT1vC9MvDBIdm{fBjr7xSf&`5(J#sb+kWk8u1G;D5PtqII=vJb*rYa`@^UhHw`TN ztr4YUU+|?9q43)8_7tp3t?&O1I;uZeTtk+sQ~0_a+wboeXEH}=>mr0t6BYXNJu-cz z4glxd4`6iMoX^9_i)XaYGsKm*U7O`R?hhQ^-u!5@kEAz^b2i_$8Ex194B0e)ChXDn zDctR(ALRN4J=o)X?jv=cthw2NXRq&?pYMx>HkQ3qdz8XN4awUy^JzAlE~qeGheyKe zy+byX%Vg1`h|uS5tBpOqg4zE375HlZ=GN`RC^O$?N^D?U1>m{2Olg!^J`Gtb*v2=P zloxcSWbL)Zbmv5Uv=acwhh8=c9(>3Q43f%2tk5-@A?4&^lv;LNXwv2QDgqX5?_GzY z#r@vw@FOEf94G)+b+Y+(_fTQ6g{pARBZYqWJS!dSsTqd?4=m|J-_OFW8PVcKXz3I$DvW?~!Y4+{O>p6MZYRWx( zkn5>O?s#(`_M3}aSq=f;P&2F+Xx*ROw)d?1$8v7YK5I*C=GG$U`LJ=>J`m|JuBq<6@hB@ezCl9hl|(M&PP{+F{;~@thXM= zvCS-)=p5^9>UeOxRR(>&>1ZS{O*iBUcmq|Uf6lT1#g5_H&eJN?tD$z)%_Qh}VXFF~ z#A<h1;im|I*bWu%bITT;Kr&NQP@WPuneRJx~pks@&mJCl*%690na=Xf+Ec~$6X z!@Hf=^6)SmQP8DGA1-hXw0hzy3bWi*K%HBG4h!XQvJ@NZYsA=NA{yX6{Tz?|mCB-* zy;#@vIMI9@3P#1p)n*^DU3-aDd30y0u%Yp@+0L+VsYMAhNB8(UwgaknInm1b2Gs0@ zG}aY_Aq7aex%xiwC|XsJ*Lw`72#d!4Sv6(U5%Q;kGT=VRB%kGxox5EA<Z-r52D|8*P@@-&lWDNCFu8nd{M0WAZ{1u@% z10i9Y<5@eYOx^tm+<4o*QzDL(BJSNO4Y!2 z3e)M=K?r6Oi5IfIk?x^h?CgOALja4@X_y^&Nlb84Yio$6qlSitalxbvMYvgTo!uCh z1l&qI=|_3}5ez#DL%AUdOg{-F?MR1>R%-n?p?05qtQxlwtZYYAu^BgrvXGmIje7@g zfs*{ui%P%35Z^|*tfX88LYw+JBY_G>;E))zDNfu_Ib+JMoedfLeZe9F@#t!c0}L!w zkUPSi!^}bP{(OUPj83)w!{Dre;v16fje2jT`fJySP-Xc9SF!rL7rvm%YCQQoZamZy zb49XJ4Xwp3B=xnR{e`PTQ^z~8E?9Wivy|S|pMjzPVF>FpQ*%cav1B+0gKoa6kxQSP zcjLEyiPSAap3SHAC_V>9{HvA#v5}kCnuo;?(XjgPqy0*pU_l{dCy5G6WWtT6Z>Nt1 zf)(vhIf{6{s`xjK#gyG|3=50B>$OC8;IBo=2w20)gBI`l{2yV>g&x~jSJ-!l35qfI z_q*a7GzsO>DE#;>R~L4q0v3$+!z@F0vw zY3iPR_SZiF(R%|-mMr$YcBn+&Li>kkB=J~<~z{zF+xOve6CT3M1kXCPOLS0&CCm$dW>#vpvA@j(8SOZ00D!HmBe4@OT9CBZ?8vT>(RxAFQ_ z(0{5edl~Ld7LjKlTF;kzr83}SX{k^bFbBhU9{9(Z`__F=5gx+c%czZfG%!cW);BEE1EZpFa zO{U`?3@z>ck}8cdXnM58*lT(ITXCP+ZF6YIA9RI3SD6O+#$TpHE}(O}v{z16<*(Xn zg9=jd#sQ8XT{W;TvBluqcJLCx6Q!N=gPxIdYrHk7)dDB`j3hY~Ho2o&0X;+xtt$Wn z!a1fNSa$j_GtL#ldOUZ=6I1v3Dhnujb^p@?gQa7`I9>q^q?CO-u%yaeYrb7fYloCz zqiU%cYcksOIEb)!9>&yrGkr~im*R?8&V+EK-ui*%WppX!+v}F!NOHLwXQ+9t!}6Xy zXUJrAL7VuKGnfBnD}Mc#Kg%hNV$R14u!bIR49XDhyA?cCyeaVTSsBvnAgF$AZtJpy z+iE$rNm{$|v`@;R;GjpC>EQ#EvbA6!@yEmZ=jJ_~#tDkUOseZJ@;3zj)-4*`?UA~P zGAj81V|N1oP%0Q0897;jb-UZ4%eqF*O;Z0jD7P308nVYeW(;N5Y%r#R86w)l`N}HN z`bobj6#ipU6LCRuKN}o6ddnkbLE!kW@HNSrK0Ipo@f2yL-4F~(CaW+KzEqx!e3Q~2 z6XSD4BJ>ppRV3GtRcrU}k_53Yug{}Zt$MHbqDSqNq7Ug_#B6S_^OI5{ zxX8r~YCfA=%o;p%aWOZabNJSW4g=NKJv%+`YlbI#eQ)(X&Q5k+y-^R$aVsO-%;Da0 z1pLU1RgW?ZeLU$EGTI*hW+qoIRq#mZq7{XQfw<0$*)VWgYQ8y4A%}d3 zQUH%k&JvkDT$U#d&eJpYAkv|LQ8h7{}OUNb%WsG|X$-n16e&qV@WKv~k#DiG|WxrKvyQ{7$yQ|35pRk>JD!Ers$^qp9{ zp8}M#K1-hjb@*jsT0|WV?Df& z*FvnXQa(*hy-^{~%UQ{+Qx0IWdiL6~$7YWQ7w4z%58xg!B4H|84v7enR(oI%H-?y* zqtsWou?Dl#86lSBPtGtTUm&1CM`9*i=T-;bkpWBfBWSh7C?dERPc>M2i?g_Y-P<%@loU$nN zHw|ZtD&OXl`6o)<>5ZOO?$Nrmm@o=^f!JTJcKw5*t6&0<#n=Q-kqXL#K=2xb5zHf3 zV>=f+EvuDB+vQ!XCfoPv{61cX!@nY~qQ1T)&5>6GHV~Z=@tDOtZ^3?Z(+Djw)xkwVG2_yaXT@1rz+U`zaPnYJNGDqbY9c=+# z4=u|jXaD_Z(ervDDO!$ZD;mBhv{;Ra+MK+Vp-g27^*^acSVru8vNePm7nj*c!;H9k z`lG$6=&!S=?T{X47^N|b`Y23Tq!^UK@_Pb9y5!p!BV`B9?p}d#zs1q$Q#pRUQ0xt_ zMiw_9dTR$w{B$abgslYh#9|I{bL>8!o7Q+hJb&j0<%aAu$XX?P7#SxbhL#}})Jpxj zXiNR_XH&F#0~itd=>lDNT=+0+Q$&}z;xD0M)w}yVqQoi9T5jG?-Vn=Y>G7V+m2rVv zO?^!GY+{*f z^;tw19w1Z)J>*wO3bi!CepqWw=<`Fg|Bc*=09a{9%5lzEdrnb?A82{|26k9ZeTahb zUooq@&p+F_d(oS{cvrlRTSt%gN9&WXypcB~wK$7fFCdHR;*2TYTAirb8RFGOW5ebW z0szyR$g5Gk^Ms-7B96O+RXeoh9VK+J6t%xv%hs#--_y09X6Khfa=81}a4dplN25P} zzGWiRg|JhwGCNbs7k5!&U3{GR;-ibJ#zM+j1B>q7{RuOcerK0j3{cTr)vQn)b z_=E~ns8qjK9%BZ6Tx-EA>0N8Db2`&PjW)GoH2So+O$x+;2 z>D)w{KRNz7CP9ZJJ(DgoJiAxUeU|0%!b_t$Z#}KL7M&x$yEvKh*(1Rdszqa%?rU$V zyWPG`eSCd1RRcO)dWChGL;5EfNYUfNYMvTZeh1_Jklqc+OiN;imlj=3GBlU`^&3tV zy>5DHdY>Cx;PQ8EASrUkNfJDR55-7-kqtVsNlK((J)+K^FGTwEg9W{)k{7ph-Blca z9k@C?SRry4+JXFYgz61^&vldmnc$&8X`8j`qbAq{|XK9#d zrE6^JB(Lv~>Y#>tOG70FjNXdFo^E)9P%$@nDnTpWwf#C-m(FNtbf_JsMf6KIq&AZe zgCC8T*x>&(|JHD-SZ#j(p{IB57C`KgS0ZNfQGahY`5AdRfkhBC-cUEc-wOK$Eo2S# zJTR*Gdn2B^+xcF)pBU>c^>ab;$EqjKq4gwFlOTAm_dcI-HRlOO0T%j_=fR}xGdj^G z&yz?Ma%5_yqyBrJLkyqyr=auDSrON7ilGl)pN*u0>dbwrS+NXcPE{0{|R!qYEX-G_bXH7;QZc5k{?Z8Sa8hS zfC%7f2zciuLIaKvvANwnF0_&kjH|bNG5l0ZFE-Tbc6-k}SX>-^uDcd;!%X(v+P^u( zj~^N;qZpw&+SjgcS?Fpu7=h|~2wH;2`B8M8x7HJgV{68g#7y0!z|hGa=(DqSjb#w& z9~<4`u$D{aX}4O`0PudF;KA=xv{AV@4e=pUY2G%#r4D#IbP}c8CH_q?9mm&iIK!Cl zE$it#f4dZ55Un5|CG;}k61)C(DF!NQ1piQNH<8p#lKOIUHxq+2P&{9Ri0Z*&TX_dh z=qq|GcQ##_SNCE=im-11n)1SFYc*T$3)xXPwmX5W zy5Krx!KPVqF;_Wk%edj4k%jjDBOXT?X6>J|jNou68mpFY{J|`QffdQJsOMnJQ)lzL z3DM}bppVma`{>aK2<=Vd6_xi(Ux1CZ6ED9`pN6 zb3{djbSo1fpD#m$8j;HcCc&rq?Q}9KPM>qs4C=0f^LmGjh{(;<_RZkkJ!;}R=cM+Z z^IG8r(K_RPr->}_UO1s9&JQ^Gg2?ghfl+EtA&RV`m#W?OX98{~qvxv-Y{=y~n;Jlj zzwYOHa%_%N`qzs9>vp>{@@8%7sx(XM)mEIsw1qk?s^^vDR@`thOfID0aF~((rIq=V zmM+iQsRse`f=H=!L+#~Hc8hzax@{jeCZW%j5qCv3y|P;Q=6H|(!A?)|S_$EY8HFC7 zX9qJmv<41x8dhS7EuS3Cg!co5myu6oZs*kS)bZ>MQCS8G%#w{2*9#k$pB4_11HU=& zmGzfA@oWuj|5itydoHlLx~iDA)NV%C_1LI)dtpu91ull3@0O7h_l!;XVflDJj;Kc7 zx}m1*-jz?J6H$}|-}_K=G4K&E)d=MC^wJ{r)a^Ow2P9-ECuIA3&y>pI(yiz7c3jh# zJGht~Y-YFaiO@0bo#pC!=3yovJ(eFtaIH9IKNY?A?e^TPN4j~EHpYihm_F=G!C%5u z3pzyxO~9?9g=hFW@q#!flfsI7gWby45b=B6+#jDNP!yY-c0A&1)asdAIvQ#zS=pP$ zfrD1p)J&u^ZBrDZvNM_qLW@8KOo9;jH^dP6T1G`M>4l1S^@{eBRk9Mm;9564_Q!%i+Gq;f4! zKE5kq(Afd2EI%JNt)oUy%5mGc&@eM+65VZTTjYk^h6jvwJJZ(q?r#lfa!4PE4dmK7 zVV4`X*~i*WrG0K*dW0ju+>xvRt${(t9A)I^sR59YNK;|qE@WYHv%k{CC>pBccvY3 zxY#S6{jYJH*Rf<%B345Fhv5=~FjNGl`y?(X*5N^FHaj+muZeTqm&|7m&?^I$PWs@q z=*4|;xw%Sg1+hjGo%s-d2!(2$KGz02kM-B%0FC0WA=3x)q_>x|H69l|>s0|=pVOhQ zVrLz0zgeXoCK|gfTW0vgqGRYiY_=hjY4F|cg}xGLI)bBKOT0FU6FRy3Ovd(uQ@5ks~7UM+0 zC7eC|1H5838aZpil2JLU@tq=ffHi z+RWrU3IaumSK2ZVzy|C~7(c@L>mv}gemmPNGnu`a;N(I1g}0FG_v<-TuG;IRm)Rn3 zf9|Khd2E?@RN)fm|ct6u17_OcUzK8PTjEmF^=n>Ro z%U&v$KIFA}9X~fQl8+a7Jg*LvAKgq0lsyur0iM*SnYBysed6x2IGvysoXRg zAV8+k%5XCty%pf|LVIyI<^QRYfs7lWFS?m#Qbz z*4BpPLbzIPMFtuT*1=MX3>b+k=!02`vx#y39=x+DC)7@zADJUPn*L0fMHv$i9Sq&( z_nt0S-yD6y&nzR^$}b5nTD(lx&*oI%-m#Lmn9@X)@g@@Nu(M|tNK$f{IJDo?w4}dZ znl>oH4AYj8+%qX74D%iF#Z3fvgOtuOP_o>};PvrKKNa$rU4H`4W9{tuxRBh@G9EiK z512@A*VeYtl`?5MyqhCs zYdN)$2p)=0Grq#__h1BNUs>B;WrH|j>8s`Q{K84M$qO_-uH{BSvb&tg4bgTq8x7=E zu0!07eYrvcQAO+h1MO&NZ3m0r1hi~>AaB)lNYyY za+0^;q0zg$NMr}WotOc1{mYA(9ZUjE!jvqPF|+KMYFVy78jj+n$z=1RzTtu5$?CH! zt6?u4H2JUL*$APiS}8m0U=q_QWh378r@ z7QgA1ds9uZ@zoiJ)T#M2i-OUh@%=JO-F{9lXl0hmB=ic}H%{()ly+FxOKvN5Os;o& zx-4-fxU=)ip_@c-O2-R$)uu*Mq9FtijZ77#d<nQpIS#9HJ=fn}we0;z!5m6dFS%31NCJxj)X|K+f9bFuiDh{#B zqBO~{RIUo(G)AHt^780H~qA(c~>Y*S(FSecS?dEqQS z-zrLL<$)zL%!cLFoA#AZ@;Tl|i1m%apwj<5Q~J}|5!jI=o|a{HNSew&)e6E;ifN|Z z9QQ*zo!Y;Qpdonm8`y+9vZ;Qg(q3`!jRB`ZtdI>zwfH){yQW*)GU;w$_m7O%@kaiI1psF=+~}#dsSt9BoP!Lum_VV zc|fd$j>6jfP*I9fL(@vB4}ib5=!ari0fiC#A&y!UNDg0&TL=~ej@Z(SE;h3Byb)Fa zyUJYxLthQ)XaI{UG{(qEW;Y4%h?f#902|XPLS(?AWy4@XV0Uq~*^3QiuTDV$pE0>G zmx|REcQz%^B8V^xLzc0#5Ci`Yj_~^$HDSk%ysf6vNM;}tTuZTdV4B&C4ZB|+Y9e|E zyC_hs7VJFE2wf#1Rtr-?!@{%zHHFRQ!iHMq#*(amUm}>$g5;H^K>@!Jp6O1QOw^;? zlVq@-u3Duz$O)n(E}CU=NSL>w3;+82eYz0jU*zJy={Tiekd_v75t*Rb;HjStY)smy zzr@N(E&8~^FI1rG40CWvl<(kU>$91rK?gWlhb%P_m^@x4@Z#+C`N_9qo&q6O6nRh`G`6VaWB*9<1X(DF3N$9jX!WD0QS(i3)A1 zkupcMm71j;K-clw@4$B z#?{{fd7c6zF)LI|WEBeoDZ)=SksVnJbBbW6KKpGX!8J#mSo1K3#8vOSi`-x+;x+J^ zijo2FQGytPv2TPU;2C4&9{Np{F;lMV!ZY0@4MOEf_ukhD529~HC zk%9VrL>Uo+^CoKega+ysi5{l`Erv7h36C)0LA$69^)0;ker=oEd{oFgG}CZWnnZpF zgyN+yA>@}h_aMwY_mN54kZ?0u|IvI#^X@^gJk~BGI18vK#pWvhJ8P2^vcj)gHCWWsFc9N{K27DG}dGI#{btII;{9Ov^$d=|w-7)KPeV z40mjvj;!W3LI8Cfs*=1vD07=d$_Ogw-gY2L91Pm>B$dQQgqyThXa}bdzL;o$s2_nF zjS7|t0Lk~q`p@!7VDSu|0s8}o=yt*YHhb>!*BLGTFFNr#5GhQ#Z<%Vv0SrWBL%X+d zZvzNQXdqlav}8X#WC9j58Vg7A@N$CDSfz~u1WOntwWo^=jWKgx2#U8A=`%_Q#%gc+ z7=d^)X&MdYO_4I1G9c9u;uA)DRGb2Y189Ig9tMEU(Te&>0wXLC?0V9djg~kYjlzUa za13EA5e%uujf8(u8R-u*k10c6Kog_^nXM-pC=78&pU*I$L;FI8?j2%i3)%fo@-j2j zCprWxjHwkmKzJXl;{YH_mSdF_E*UK01-~09m$4Z65$YmN0)}2p!ZU`3Q{lWt$)gMk z?G}Qznx64L6TiQm@Lw9Z8N9!j+TBVeQ$K$N9 z>1f(t`5JAfzka?oGB3s>J(HB;do)?WZh4+ewlO6Mjc#!%tiOZ5{&_&@!o`|G~ z*9T!qAao<3wnXYj!0?aJ2fKu8jfxwEoG@80Sk=veO6PIB;T1Rn{uyYz!fH|+KJflt z=(FHI5$zj8QDL-P-Ot`3ro+_#V}AePx8p%RRIL6R92a_E{_#J50sK1@-)xHoUQEmW z=eF<k{o|TEU!}se(QpjzPHn&#>HD3bl%e>)eGB?V05fSA znw}dTUiwt$3IBgoy<=c5OS7;Y+qP}2*j}-1+fG(&+qP}nS+Q-~&X@f>=j`viKfCYg zneM8-yQ{9Lu91at4tH0c`AYt_%yGp1Paa*krK$jRaC`+mmrWz_!90uLI zT(s=LIXv3)6~c>DG>7?jUEU%BqDne5*H{`&>uGCu??l43YJq3%Q~*qWwH4&2OIe1r zOXtY*bIb+lZKMYHntw>$Xs7aj1?~C`*K59NwA1_@BYKbwKck_No36 zRoQxJ1E+OVNKGN69#yG85oEQHsfStSOM$|joP-q8mGuWqp@0A^{Z4cy3&MbBBTu;f z*19*7{#PUn0RX(Uh#OjyB$fq)eQs;Vu(${BdqbdYQc6>_{Qd$MKsK4e+O^mPeI4|RZS8#w1zqG0xjQrSnlLcLJCu$VhHsPCVr~L0`y#tF-`zxqS zY3M6y@bS#W&e`TCj9c`tVyCO z9v!_rQKGG~wle7N!NdeT4F!!;ZHSzaDcOW(X!6)0YjI}cHV}2A#Q&;*76gy`Pp9Se z?mN7};oTk-ua30_>-kz4%Z9E_1P0|`+1;I^QKiPk*<^N9OtEC8F7{Z9BE#O7V%Q)U zQe*-wo3&sG)ZwNG5wK5+ss?jTT$&fj$40~PsaggtJ>65y&U~8?v?+N=Pnq>AXb|=C zC!_ra1D7T?w6bqS7r3mE@o_ZP(#U5~v<@1?C#?7lr$*zS{Zz!yO|7hNq&pvuzMeqp z31L>N*9P$dk0wi%#px#!MiHu{7dOxJ^TTfg$w%zpH9r#fQx(~{shjVyTBDkjSotC* zWON@$zErId`}6v0=6r{xqqGj&gLQAU#>(GOjt5lR@ulSFcDN zz8<^)0bBh=w$Tgeww@Dm_7me!s;e3%oSBv2`Y`y)_l%3p(|Mf{>*cO4i6*P?wv?6X zaAl(x@J8H&GwCB8-7yP)d1*yBXvWTTW?c7sp~AAmC#m^b7Z}etkm!al6u^lgR__K2 zpSM)DipQt#m#b7SG#e{YQNpO|UsS-gl0Bx?HZzjmh0MJnxJR z9-tg-bUJT$2zj7Vqm)ePM9KaZ?x0eB0L8Vmq~1RR8GoUrQ~BuL=btc%qStCmOG?_8 zpX!pHDAqZgARN<*kW$h2i>{_~1aZcEpdS~UA!#NsfRl2B5#EUIcG;KF*UyWHaI82Y z{OR%oM_}m69p0f+mm*0*NKWSq$tmTNk`U_A!}%g2<8W8xB@Vq#7{#?Z92KS`YF^QZtgc6VYNUKfG?(kGXwKCoF7Bo7 z8j)eL**`1ajSJ#R*Ehrhl@R#T)qF!jFJy5%M?;BhCg=M?TZ9nU)2}kK7VaQI7G65- z$<>NW=7xs*A_Xqwj*jk4lle7TVuDm8k;>nLl6c9?nleod4P^(ayEAnS2oieGaui8V zPtDF2D#+z4t|vw|HUigIxLc5xPRw^(e>LTEgApN>qXGgxeYdhaT`W^lA0BKLga(Dm z0?e;>W|vFhy$OIN&@!n8fpWIDPa-ZD&-A!a3OKI#hjK7TGsVUyd%s;As$2)c;BRzD z_%G+e3qpS5sEuM}mydnPiNXjQC>)B8NxVUPK&fih*TN2W!x4}f* z_8zX1xG(LR{$L)H^);^W!5i&5k>>`3vEi<`o{RQ!1uCi}*OhjwcvgBO+Syr?`H#!R zuFc1cXNCovjdpUhFvjC99N|#PE8D#b^JV&kngoN`)wy@ zZD1MTOnmtoF}gmxSfRqSO5~`VOG|bd$YM>PWC}+_xVTZnXvpb*RLcTh%mMb3gh1G! zt|tc`Cr0C!CCCtJBL4{xuH+FF5);1*%_7&B?0jw;rmRQ8i&sY*XVqq-keGCCnjbjwV-Zc5l;q#3B{nLk#A+g^^LezXQRmIe;ni+TOojOt%6N59r3%$M3uf_X(Jx5^Ul7CVlVU@# zaimCC%VD?>+Shj^&9QS(>as@ld9at1gbe&|5=^X=?dEHImd5FZV|qO-cK4@nezXpO z;{$yvLh96ZXN#nVU$iW=JeTTk1tYTl=Zj0q+9fJ1yPP~c1DlH?v3dxKV?97$r}dD- zxEq4Ez~k+1`w_>dm<$e(NH7XnIJg@dT8NN@U@h%ukQ5Hm7t+c?veB~2!SAaNScm%>4v%aIq<&zjjBZsBE5K8HOVqas4tAFaj_N~T&MK) zxid&47zg(DE)MoYOht!!QYA{>`!EPeTH4wmkYH(_RBq5BI&1j~iKn#xtTnd$0G4q( zW1ehh0&LzusJ!dCRe0&|iwLzF zh(mWoaU}REBw-6sZx}MLRopU#Dio+p_%Y+{>HLFCxY{yWJIMIR`T^}M_E8+&-g0_X zy;Rgbuf$Kc$fNys11Jl$zlTJA4|tT~#y{e7!S~BoSR97?Ey~yQ^;2X`7k8==#-%33 z~VC^*JLB5cbf4pqO~Sm5`gPE4tL^{)-%tq*k0_daI@ z8zCrF6~5|`Vul*lhzOD-kd1~L-30p~M@}sP48d3-*l8euY5imX!&`cuI?d*hGm{yin$Unx2rt?Yhqm4yCu zfIwoRDlWt+1bMmDoQ9kTQv}J7xBk^bf0HuD^f!nmlriRK7mcHH=>o=}p+WEmhcgD3 za8i#jeA6Hepe8wAz)!6|kF@2V4KqSm7j6x!iL`?i(5tIu($rV&e1>oMk=lv5#0-UK zlI~$`XVKNwSAU*R?vGL_3DlR;d;)u3H1v<5)bsPQ^>@45tLWr_*v)}8iq`V%?5)kh z=RrwXDYS)Krn{9xQqv(N%zTDckwKMKICR9mf#QNi^+Ct+wHa{Ht1974wL8M=awS|N zeJ-T!h{P71pi$8>3;CA`hC%_VdSF+=v~UY4UO z!+X5PZsM4|KP&|yq@OL)k$z=R;1m_M~jjQ=wJGf{yeA=#%`u^ zEW&hBw#wA+*vo2EKj|B=-CsdN|KQ{VCP_P6sIo2pS8~cm(F9Cdok;HYDvfj{UqPV% zyYkgeO!XO-=;I4_yRBiW> z8KKkZ@*#OcAxSOzhA&otasNT#GyPH+WvuCoiL8^JRwU({pp6&knVKVAs`1<1Rw#^o zL;j5_*A)BRH16VM^Vs%c!;f$7hCS~;cDs2?qwC?1zM71 zkxCV&T6d4LAZPxL1r8WEM9=WFTsLn1CqBK!xXyTo&<{+o*15?7@l4eZLsziNRb3l-!?YQ^Y4!QiPxjw4_`u$TZf`9+3JJX{|f#1%pdmJDkax> zS)%Dtky%f~xWJbU+;>Z_9z|izjG3C0NNnJ1{w$A=kF)E9#*H1UxPy9rq^#A0maV+& z0x=HSaj+#)FD)tbwE{>cOd-#wddtVbz`>$j@D7Ve4e!k3+!7cwDf1z5q*QNxe3c5w zG5N9efvWKZjG++6Xo5+w4o5fy0kAm>jI&$LXY#;yW2ANBq+0Vvc<6u7sx zt_rf5J3c5v#WY1T==Bv2|DN>VN~2aAc1wlUH8OE`Pu@rUO|$~oVztTTJZIKd{Q4uE zI<)ktAI9Kz4gui+Ln94)w)8U>QE>T&hK96x334ir1Xa!gMiVSCWcnzRXeQcPTjg>v z9MwMeZ<7yYak;RRBd@k@1b?$cdYrN(J20ygiDq3(y@B{_eHcG2_EL^Kd$Ibjxd17 zo^5yP-DkhDm!~tOGQF)S1*)n;#KKyVm%Vp_T9Atr5SfYFVUjF-S*s|?b9xtPD;FayPii!x#^`pVmHK_3T?_*or zY0Ywgr3Avyj&AouA5>giavu%>+{5o8=<7SYn!4~yA4tG8wD8_R&9? z+XDrdwDxdOY&bW(Ma!4N^(b7fqEA?8IuskMgj@i8Osg9@xa6pclgd)($)PIg07H#* z?@#rGr6!eadf?r1M-ZBdVpy=By$I;oaMDG z+;1mFtBSY^XSRnuS|VR!!rGuL2};!pX{&xh2CzO6qPjjniO~WDwEdhZa0%hL$~Y;s z>@=tf)91Tq`@V7y#jsz||H3X?Silp#s}Y`@r}<>U4~ypUzFE-*ny8^&(9EQ+f+jT|a$UOX)p^19yF=VUm=YMaxTd9UJa$+KEW{F)AP1KjPp7UDA zsWZWb-;hFM|Gc8xU>57%53~BtB}dZ243qtsL}sEW0DLa`J0ern_gVvT&IIA zokFUYaZ(VkZ*_&qh=)zqF?MshWT`&30z68lgT5xuAD#%5X`FaEW=@rIXCu`-CLtn1 z&mb2CE`;gctS}+P3m1rLSXqg&%VIp8Y6G$5NtT1P`}o@|-_Jx8)MLgi_8hM_Wl!!5 z6Y-4cb%OGS-Kf32?ZC*S!}EP@XK}KpWuk4>)ab~~<6Yx^y0e~vnpARke_!Vgk9E3D zrzIWJGx7-bn`|b{YHAy|OpZ!~#@&B4bhN|A)i}``6Okf*><_hD5@UmY^PW&cNaZMI z)Ae!n!QXL)`obG;Wbf=&C(9D50}`^0r%$`(@+`|i)#S+c)1&?>O(1u3u`JA{rt`C%DzBV`xgk$7*zT39kQ@&cJWIk=yi-AG?ZQ2ucRAsHJ`je30;c_R?%YY7j2yp@k78^uA(xc0_8iYvYEv5GA9Vb96! z+-ZJs;3{XDG@D$JdF#=43x#Pu9u3XC}Lgco%ry56XVG6?Seu zx=3n2Hor9brAzonA_J+btf+t<_BN|!G)v|JxFP9i1s}_xYWhjo7}X&GpTHEVim6uC zKL?q;@TyZ+2g*!$k9Ld~x?Lqg*JBDfIThRVoas3W(X*BXr}cX&u!fEViCEZ2c*vj4 z=Pc0E1xKeg#?I<7WAV#DU%s;J9cFv}ip;9lQ1_(3vRN+OBdPdUF`7)nufAh`DXtcD zqQ$p*H;g#UM{ZN>oT~@>dT(BHV=8XaX_mjswq|))`p@Ni2RBOj;m_djREP2wm<@b= z%CKMO+XDDn6)N|*JHG3@Gnw7Fcs~E^1a?R`i^GJE;z{8@gc(L0Ez4}bdY>l~fG+_Z zdu&>GT)Z+v+QMmH!BO{9dvlVyr)75T2xr^Q2$sy;BJ}?y{65pR;v9POA*)NxvvO#^(y%| zIUkE?)EIYg^(+g>DCxjq ztsP$-yN#n7-u{dJR~YqnB!;JSetKweNyh6?-XU3+<=pYS*w!bnxgFJ(hp4hsx{gj( zEk~Ygb*kGszO|;A@IyCd>JpbVD~TGs$#UoTdc!mK`gA+N5(ampcRPk8<=2d;sx~nF z{K@P3S%e1&X&&U!T?(W%E$|kl3z_}R&imBJ^73}@!qxI~fv+<0u}`PXYx{E*@{_ct zCo=Bkr8Z?_*l9M)Kl4pL&-v2%FBO$jQ~Z_|msihsIj=JhQF9e{8CoI%?DB-5Sl753l3S(jZ6pP#|6lt)b~|fAg*1xAC*eOcI~glI>d? zH*UwM_A~gqUje)ptv}Hzb*{K}@;KW*@Vjsba`KF&b)r&&zvRuaNXhzwp(K!lN>AvO zV%~k-LyI9U+g!nPCzS627C4%Q#thY(2?h=N$!W*guF(d$waSXpJ?=Q z!3B>)4&gC*>s!34=%R8mEE2ItzbGiu?=J&=-b6Ar*rKuUNv6aduZ8fa5S&a9@HwTg zzwS>Dca8P{%`JtNe07J5O@K%0z+1X7J(*5Mk71yg(RUp*;WSgO3ngI{Da2?HR_6|d zfH|j1D+!24r5tG8by#4!_2PrZJiXW!3H_OJ-jfQ z?<;TF7zcO}V+I~ayXf-EITe<_2-gtP7er|wf^dX{nEpJp+Y)09ly3t7i)!K8U|XOD zHm9ww2(VZXOTx^f;baTL zPj9WGgLH0Il6bJpnC#Zu&62EpO$cdaWfq5!Hew?p?cYHP+*|~FSlq{m2GTLPsO_u? z*($I6A~&sZHhuy$^ia`N^V(T*ES6#n!DSWXI1GGH>^WCkhHLWpr0q!OSDq%+9Vkf= zvOU!oJj;bq2=mn%Gu4l=5kmVFyX=cECk$ANGcW}lh-4t9d6cSl#aFA}_&SDQ>-zmF z)&rdh5#mIE2cZcOZnP8e>fl3Fo{oU|)WF5S*E=?5Jv((T6W0?Aa~Y{n9ay!U{jIri zI=lUC@9L6+=3I3@YK^@yiire-%_NDrkv}J-iDw2h=I?j-rVZ&*MKAK=?)ffa+|n%b zdt*cFk7HQcs}nM4X6I79Vn-xkpp5hyk%90!`L9V>l1vJFK5$jA6y ze+$Ylkp7mhwn|-VERyVu=S&4pw(}?2hbT9S0vzNgqgX~!O0fg5abpzKa$Eru=m7yG z6$*f*WbmM)M1du>-q^dLQA7d;0ai}RXRF)jn{_*UVGY5VaX9%(1 zv9?zG+-|>lqkUUk{Q%X%PM4Z&s2Mc|&>^TQD%ysJxvMnmS!Vb%_z8TIx$*i5%t{Gc zMfV0i(19H6jMfo?7br~UA4Ja)YSkG^5B|MCP3g<}+II{aw4xLy%L)j*>*sf=j8`NJxrOppqZU z)r)Q7STknPqNGsGpp|l0A&~+sucU=<41OEQXE5Jw9Xbq|TXI2z2Wm8djhnwqM^Tbf z^%468=o?Q-L6fIqU^E?_Cv5MPVB|Z(Ec%!HY^MfnEfJiDgR2nC9Ml2~cm(lh$SG9b zmfH|3G;Rxby`(yoZD z7@CzCj{*FJRCP_}{2&37J@`vu<2)Zt*5Irk%O(J`7e)_^0r+nupa&AMr*}gdqwnU> zf2vXeCjm@$K1~2*4Ysad^dJ6H24MEZG;4<05tnL!<#ECJDgC$oH5;%S(!KWxe8I^7 zHs)_I{%M+SeNwmoZ&SA(Ofy70-sjJ!T*$ndGWX4PmRD6{mhEs`6Z9@C^CgYDXX3yl z<5g9gQ;ZC3aUaL`%AN5haF(OXM#TvrekFIF<8j3}dCk@BasWyJovXupE zQY%Bz9`;xf;D+#pVg;Ql0L2U~btrMTl1yRZOK$ouho_6zhHtG-#~LLgtEKKO0Ac^T zjS1IBslPC(^m~fJvTvFnH@8B!Dt9-OBQv9+C0Eyci&;7%_fd85>YssT^J}rELFKje zV-t4fq6JdfT_oj`9S%uHX$IK55t7;Ijf6I(@W>r1_EkGJE+$8Z9o)?Ga}`uvK~T8Y zLxjzh^Q@d}vIbHNc zKGGlCUi#kN-tr;UlIfvTu2T0ISg-IOw@lWo0(a%PFNNG~WcldW0RbESaC6N&X4Yfo z@c7#=kzyb{CtSMtw;ezSScI+%;}xj$%+$?FJT2uQNZR<`-_7kzPIqWryOw@%iNz}E8lR3jh-;eQJnLm>nM>528k5BQ6Y8|b z#h_RY05R`^7s8zxG4yoK8OrT%KlOY~`Btx%Uk0A3ym*7zdP1oj z8$^}V6Cd)|7@d5Zeai0p$|S$N34G8N7;`uW-VVmAmhollE$GwUkBq-*_fp^1UCAGG zZPshsglwahJs&zs<5a1AVPdyJ+BvH*=%WOoST_K73+B72Wmi3_)DZ7r#kqQD?8C(R z{TW=}y}Ay!Fw5e^)Bi-TKpPS-&dvw445xxse|wD|=Ue1!$a(X4x$f+}8eT!lRL1+P z=VaQ)lU847YdVZ1x|;nS55X!JJ^;pLuJ&Ip?;j_lA1K0%Vsd|q_dASZ{_Z8LF5Pp* zZ;2XwAkOg8a2%}w)<508DWj9R(9oy7SJ04|kY_xV#L4UM&Q~TEEK@39Ci#;-N}Va3ugUc&lTB&~Bx>ZN zJYKQe4|4gAZulJ@3!@Qy*lqS+(?=NG_sbjDs|9xh{R;C>ePK8ypS42&P-TKQu(g0m z;7GsJ8I*W=>;uvF!XF=3s5YMmlW`VEu)$@=QxGX7agR$qX%ATI>v(Vw@DvcxDv1J> zl5m-7%w5DZNtPXSx_c+S)ORV(f{!~Uv%8{CfHUVA9ItzOzq+MO&wJhYmlXyCWzyr~ zC`evtrBJpPq0HW=u9Bkh1N`kA_U&o;XqZtLrx#mP@k{)h6vF*mHvS_)H)~N1O`_l<7wZ{SK2z9P3;kH^Up`h>#D;{ce*ZkuU1MUEooV+_^l9~(6ow^-c2h}FlI)$c9^)#YGgaQ~!iWE1( z*STEHFs{ePc%Z8IOi(<5g&b=KBg0)qVEP$9xt$PHjv=%M&~I_bW2S^M`)Ov6_shME z3?VXpbPQgo;avlXNESX8s|o;7B+}s&2eMv)L%_@^(%@v*+)#4HYkq_?z`mIc2Vb2C zW>rc4k$KG${8O$saOq2hjC)%`j;gVaKefZXxAW0&fwfkYnZE9D zi^*RdWx@GnPd4Zygz0Sb z{NdZ@l_T8Jb8(~RD+sS37wdir`d#8u-1>SdL3b?;jL2 zvB5*gA2(s@bhM=!tU(kXP*?%TOi?hZb`L#}RYG2TAP_$o46lxh+kM;2{~=*c%2x&z z$URQC7#buhY=)q+sMK&~dg;U@f@3qH^QqUOvfRIvkDXGA=1P>WIE`ldy^*d#Yu%F1=^W;(mp-qUasYJ`duQ<~ zua~hY4cp0&F=s&&)E(7! zSN*chJTu-_?8!mWzMeYJR$b<}PnX$yb{&2TQD_{Gbb0Y`(LAR>HgUK4jrBpZ+p=tK zHygR@#@<87pOz^DLWEK(dg|rN9%seO7uvr<_@B;uG@Clwc@$X>9#7X|DG3&4^qTt7e7 z?^1cVQt;Qs`z>ZS_05fLYQM7NFpkt>4eF((0;^@X$X=CS!TEiIa9&lH#}j``(yl%E zi=$qY>A~9wDko`0Wng!f{OJwuL8|0BL(fth6I`a;HWTIT9Oo-%#i1xDRa-8$l|}E2 z-sl{uf=?r9-du;j*Q9k0I_y9ojH#C_lPi`_?aRiSCHAOQQ&tU{tJyg9nAzQLG!D)v zZ3h)4IOfAYn>SDvURxCFs+!a@faRgkSIfzFV&W`sL>v@y-b~~9bH@-aGgyzMfJZIN z;!yafvRV^yuSCv?!+|*RjU*)`B)%lSEF9mRhk|XauI!a=n9Q|J#>5_0g}Fi z^pg{Ic#?3_B1B3Y#6%e$w|t$-)L*bx$ra55K&*~rLca~gjqB&M+P#aLEqg^Lz3AG_ z{xpw=u_IB?HG2(x=lH@@!TY$hs?J*zM}jWTa0}athmJiyFEZNn#zdL>-^1iAz7fRm zFIqQVs4Ij|6vQKL;g*c7k_n9ISL*iW`4Gz&EI|?!h(v*>M#tmOxftUV4Om;y=Xf{W zsq;RUG42r`5NE?fdjT>U&{c_?q}M?>6$qmQ42>SIZyTl6NrPIMOO-bjbR{eo*Gb-4 z`g5)E@ydsX%`rPytJ;^jD4U9W0G)xt!8{*NiQ>Pe+cMV=h9(@_wU&I~UYq+IMbX7Y z;!R#D!miO8NncC{_nADPIj=!YyLJ$lQO##2Y|kwP4OG;U&^E^=xH|6>eZRLCxO#AL z{d;|btA2MwImk)uh*`9;^w&|X?jvO;5q{<7HO;%F_VELXpfltDf()_1GWs z2dc!eExh){X}&Ux^@;9+W^VE-tmZ19jPILqsLaJBTyUjMtDMA9E}6`hN~S4GshN$p zPRyV~vj7W03M8~1QMf733F5dkd9UG3*oaK#oesH*F(O{HMoi<^RAjE617;5=HCY-< z>@Gse9_%FD!=AD#neJXZq-RgC@v1L3346Is$p+qpS+e>h??Rh05=h4FL&>buTO1tD z=USBIy|P`-R-7LQG@Y3xyr0aQRKyH{zg+8P@_3gpSW5@?)0LQd8^>^7Q~ycfuIu`8 zSLt1BM{oY-Pd`LW>EN$-qUd;62!WkqN;St=Jbpvj<|=qC32nC@KwwlOO{N-I1aH+l zK=gElNWku3ASc)PSzY={C1b1L6>p1oTi7hplN{)@G_Z?>9X7#vBvXw)DKpVETfE~e zHj=07IvWwyn*1!i_IXwYJjRjJEV|p5Zd^j^9gep+x6&$>^L4X5=6unJ=$+Ogf$IhV zbEo!tC?c5Ua_1b+gXW-ih>0xx zx1qI1UVc8WBl(XF+M(`a-Ep%yQ_~?{Y=A?osEC_IZg(c2zY}kWChM{2{ON=x5c}L& z8kP0uRQ~XK>8((40jy6O;}M<47q)q3dc7#TYi2c$t}A;>9J9wjCDY3S2dP|*9#kCJ z(;ujO*QdQ)cQ@YtXlbzOj`n8Yl z_jW-NtxwB2ob<2R;%2Uj;!r5YaRkA(i%tjvWmjs@ktS(}#XE`>DA7}G)VuO7eiq>y zAsGWD;u1niG&!M=e4Ghhphz0Ea%MlgUiqo|)IXle2T_ilUE44xK6&iaB9%$F|9d8d=#g2Otx0@&N^V6E+*aM6Vtahz5Lw_1e6>O2R3%vGE;R(d{$oOv?ou|^Tpa3#4 z`|t$#j|VD|BIThd7%Y^KF(s0;&O63}*P@?ElZp35J>YZar}gTspp)J!Ru%|>br83!~vXmsiN%@*## z#W8aaHNg%$=pQ*Mn*=6?9Ejsy!VT{t8WsfU%#Fn zBHE$S9}4gMh6LS>E^%ZqaXbf;SY09lbP4q_KaVlduffoP={II78mp~NcWM{yTD+?^ zZ(FQKng%E_3J-xW{cC$ZPj!?_2%g(qaDO^=UJR~MC~#0nV-yEqki<Xi;mUVEUXCM)(g;K?PejDtlKz=M`s7WtUSYH)DcYllp9da&*^G<2IoA3gE^^ zza$)_IfKAHM(e5sb(+vagCV?)vYAE{f--mG_`s8_>IqR8oy_LY07WeV2$Y=AjsU8~ z|GOC<_YK^&7-3~78|^Gsl-p<<^F7IPZy>w_2^c%GEUVqp??DgB-uCPEnL%K~;C_g4 zyer_dN8-;4d_=&!)Xkl!i#6lO#!r%9#Fs|^bOi5Uh27rjLXE_tUnZ3{7t z7bp{Sin1Z#mj%e15xEJRV2I~3!PXieK!VVhSGW%kTWIT*&oxh;g+h^5%B9_=VlKl~v(kD&Mej>vL-dXJR|OV#pa`drgGO+<+5OgZ<0%@Lm*~ zSqlWi;NboR&UvO>Y|dF+kALcdC02%nlQKHL=N*U8&fL*m(!grGs70|ipeqsn15!JW zf57Tw2S#r(TNq$+4r=Clt-hp!#1eA9la<`bWEipZt>^OA(8WM11Mm-0?e!c0_%VGV z@+{&LQeETBA|d|=$8MQ|orp(Xq}4yK;zr{B%V<;mOh$eh{OX7`3}O7|1^^}i%rn0* zdJ|HM5ydV*e@g$wx#_q+Fn9h!FdBFGUzj_u_Yce!#i>L87v`F|{L|fcJO=?Co2Ny8 zF)23TkNSvJwx&<&WhvPD`qDcORtoC4#ZXCEXj^lAf2DZIZfgFFsuz=|J}<5otJT+@ zLgb*BSBvyHvJ;?HemgcUV#?ElE{RJi>K{FnxgoU4Hn+QVJhXKJVA9tsXl7X)E<%m& z>s`dfLX96_1V8IpBI*XyJ&ItFYs+nmLPP$>F0wK|;3bNYA))B0^lF|s@AdrYu5a;A zM8_tvc>E1(2h}c;t*1rVWBw>^CLWMGY&O2uRYvPN0L=)&H2AVmHW?=yu~R0?16bbc)**5e z**icLb?RRGSx&gh6atPe6V#{e>bc92p9AE|dS!WpZFw#a^ang(_)7 zmGaI1Ln)=XXAyC%Day-WF>?d*D!dv{aSE&s=NC9^b`myQ!BHl^w>}7}t`f!c z;<}Yd7zs;XEcfx*@KLQGoTB)2l^u->Jo$lE=0J`c;uYt~NVO(8PuXVB9%63PDAfBA z&pQdbi-PLuZe_mC6+KO(OAWq<{)jh~GCA*aRR4WG@C+;BOlm{o=>bIn^!2@sv zrPYEa$KkHz(~8y-MbHXX|3*9vf;gFWY|Ho>l$yaa))vOw%UO*4ml5yJSq?szr!YBI z<3v@dUk3Q{wZhl+54?gLd#VX7GWh1ebdgT?n_enw5lQRe^3AwuNr8SM{j-jaVh_Gt>eYA+2@{@l;ZfQMX259Z zcY^dB%DuY;Ezr1Xw7Jwtwd3FP}J0P+Y%4=@XSsz8qL4ddUi^6UkDw_$!FE8 zw%Tz}@{Rry`>8nin# zkF0p-TfK5aSWz&*wuP2Dssl+g`w8|2F%K=C*7b}Ch3J#oW+JgL9Xwz%JWO{Xsing> zACTEl-+b73xg-)>f7KHY4IuAsaIu?W-C@y5Fz%12st>m13g)!!3eMoI$A7an>MfDE z2o{4G0iXR74{=mT@%atcS^j!jV<^PcXSFysWsr9~cjylI&Wm@jXt3xnY5Xyzos-QY zo?Wasg$@G8G||!8(ta2?&2=`9RS3GZg1_`}-Krbd!?ywZN~uru2qq@+eX$)QgQW)+ zzpe3zd(_}0*?x@!U5{(~+v#rHzR+lqb{;LWJifx-G2l57e&t5hpCtk^tZZ++#q#mZ z)x09o59R-GHlCILaJI_Atc?`95htmW_!M<=MXhdl$4hl5A~ZL-hz6=}0JB$C2hGlN za=DYgW4JBspM=|04Qgx~_%k!@Fi;~ayL>L#hF`5;D~sh_GCEIyt$&Xfbf5Aa-m-!J zqIRBeC4GC$KJggx*@z$zd!{Q%M@g2T`g4nM4_N(5=T|N?8#x6s#x{mKbhdtba_T!D{p-2$7VEU?V#_ya%Tgq<+i?3H>MsDa_+Bc` zgL}K7?IW1u@aPnznih?*#K!wTE)QF8%@>17>mrQP{>H7xUr|1XGkP|(r4k-|%WIO$ z!RSlQC{4H~`wApjVmi4dUhtVx{c1XMVY7#fE5KdT3V%gPliil0c%ME&%jFYIjPj{@ zvoVyP6VQEio2ei+KUcWcEt$_HRwdzsdFMWr?LYm|uSS2tPWFj5;@%c$?HH;i)WeST zFi<%11EslF>+6TT zIc$yf`c?EQ`I~W;qFa=hn(<-esX(^$wAYhq}&DU53%dyE(H*RtYLXn zyAApR{emLoC8T`c$ByzW90iAVZS+6UTl7RJgK~7(F3Kr_YmPqh2v0&^T z@GZ67e}GTK-H%tie*UoNz+ZeTT})WM z!S}-)10&7o+ggB;<1+B@3cQ@PR6g#>pvU-tzs_1Am}coPJ4vado16_J6v1` zIL`FGrVGIcTNu||nt$$t5O~MMUp~_VDBVe4hDyb2x>CS$$SZ|fu+p3`Y~?VSMy`XZ z4Y}X?qlID%8efEoKI`CH0{ZTCnIy>-ESdYo(3>~*o}E#3&HJUHUgw=pE`F!z$X*vl z>M~MK@v^`@N=5d8=fKTa-j3wMR)Y^rvd1GU%)a*M&lS~ zeOD2bxwOy`K>BNy>a8o8DP{>$Vb!n3Ets!Mlo(^@o?Gm~G}w@6HyNw$n&5cY!wF;M z#e|mIl4t#PU-X(y?9)1h2_M-f^3=sVrNO<;f3U`e=8aC|+)ZnMetsqR%d|dbzpV2l-IvR&T*fM<+z0!J z*GZ_RD6Yipk*Ayfy|+2d@`~0B!5|@C{fXTJoT{u#P=mq+?=#}Z&;6-7;GeD&CjmbE9`+Iu!z?Hvi<-umyUp*I8 z-eWY5OQk_h|KIe!AtvEJ5XL1`nSt`PvroEUdw?`;;5x-2Vi#y845$XyHasj61U z<<0$l=&+?lT2v#Zk~^PV;Y>sk4DPAFnS3GrDfhV%ZD=-5mI?T74&$7(DT-95%+u6h zUodn{7;J>da}y_flYjr&A+y8zhU;LUJ=Fk}^;uQ}g?Vyp%|bK7ix)k232kZqdo7NI z4-H0Lbbf;&8#!cnFB|#gCb)fx&va2Y$1r-~L6RGXJJ=Ib!9-zuoa%AxG+=D>UqBCH zzQ@P+5kW~oACv+aGj|mj*~>zxVjC3$m?C2_$RHXSw5`u`FsN9WW+xdV&vW^}8vo8n z9`deU1~a{w&y`l&=z;ap3eJa$)0>IB)n9~edHjRa8mZKoh8#Ao5tT^`j&z{UMErUi z-F!?XkPLPX!Tm2tROlBt*e|*0)&Y`KB=ERz;NIB8iR0{!az$~oef*nU9F6gWqKMD>)sBf*(4hb)` zvbNlicsMK=DdG+{5m_fBAFhrrlW<(>ZRHo5W;$+)IoaVMtIsj4N1o|{cuUs*(Axyh zd{{`N-m*Q0t<3<8V)PG2(PgFy*bqI)1z5fj_yLRgVoY2N_=N)oHVTLBwwQeSt@D&4 z2tLHsJcgH+6}z+0txa+V+p>7cz`{C~t~mzdBpYDb_kHJ5mAA|ZS)TVDutj-)~G(Vy$QNFHB#z05mSIe90d_NBilrsd_uO6VubnRyFv@I(fX!s&v7d>i>p};!EV$|M%UgEn29CoANyvwsm-?+kh^oxfuh^=ET(n}wZda*!c00l z>b7|>F^AgZP{r$cS?%;Zikn$og;7O41YJh(~w-}aL)~o zkDn7`-B>d+xSQS)5-zjLiqU!$wd=H=z`Nk4{P;~udK>cm{_v*|#vuQO6opyKMo$I% zFDA2G6zLnlZDp4$!_S)T>g!s*4E1@<~P6oi1@V68D zULv(@BQqL^-BJ%C`?g(m1|CSqA8h^h3AxaQ%T?p-{{=VB{(>7qHuorE^7Vtq8j3^Y z8=Zb;&geUDknq|{>cvxq2M+rH&)vz0-M!MM&bI4V-AE5Q@AhroQJ}T z*-{9sIxds{6Wp?((Wkxk!kE*apXOt5T^`u&fV;Yg`T0wTB$|Xt7s4)sMu|^`&YMPO z-n7pdQKjfr;`JNBhHUR=QA-TQJpD82m?;xg{Fhn@<@-G4x|>GzizA&xtU5H@Y;6a@ z4rzNtyDooF$(A!&lHDR12A$+bG4zJ0`|$s$Czxb@cT*gT4?hQnrW-CA6Wl|rVV1?y z1?rrZsfm^cc@Ov85+B7bXzhXzp^#s=n5uc2IN*i|drxp=(&4pN@`$SYPxK(jpce(n zr|AX@o7m*~o?ypn^Av{QJcp@*`9M*kvkT*xo}LuLYVbb&57OvFj#RD7K4AZMEE8*Q z{?;wHAfD3QEjBQu4UR%{&8+tMv*Wgu2sj3E0=56rOqN+JA)23)hn@Z!!g>kqpkCY= zuvX;hZgpG@i3HEeJV?3|U=aDCxY) zlLPzXrR~!UwVRS&QdFI#d&MCR?qwTjU{tE9(2$V^cd~Uwj5695bjOwsm-aIP2vKt2}Ewu)1MJ*B6zXFQkm`> zWSlN5zkGO#Vhqxfp_z2F(eN;9cY0|gW(dqAvc5y^xwC5WKV6SwzLf=}k&%pKFZ=8< z`p#VU8Q5sGwl%ZQjk^pSjT)RgXu-iX%g71Ow>KZ@Thv`V&-my`@Xz5^sTP(GEynZLE@A~L*j+%%lk)e4pVm4-TO6!GIJ6~TSnmv(*oe>ix4KXWv zR)a*pZNT(w2r-qKBljSY!s2qjz$tW(7kz%|SvQLl>Z)Sj9BiW?_;ygTjS}@i9NNnl zk8l8}#Bd!^A9Nidz(BU^Nt@ewL}GK8cbkovecO>AWyAwyflp|7ii$&pfxq`qA$X*!+-U38H+gX`RT`OFJ>2^U0^!?>2~?4)o9^;WOLNSA*tHk zMGcCIL0nlijt2>~!Y>WiTu{5`m&bY?*#cxj?8HihZ&4tbv9ZkdvY7rbAqp+4tR-~A zoG@IC&RifyQ-l z^^+33c3OiUo&XsJY+9qc-IKN0+>ri9fdl1gcrpLcsm000uZFWuUSQBK7x`92mh3t* ztn3v?xkFUhtvNuWS9nu$)un`H0z3L>GMX)JqvM*P5xTpc2H-!~*Tpt~2g^9I5U&wl zt1i7ZQ-i^1T296bGA}>)`OE&QI3g;oW%z5R9cQwUI*M0myvXrk%vyD zHhKHq$n=_i@zS@_q7;B0wLn~KMb`bMQ6DtFfL9Cln*IWK@Cd^e1X zcS3oKge9|vV!D}MN?0i6F^`y&TnJC^jnM{Qcm>IAGws*<1Oj*==sb=+n_X%CK)Wl5 zYv5TP@fqoB1bM391DEH54Y-Jt$7c?Pnzq-G+Y~e;s=;LbYNx_ z!bd9#C1WFtAQEhW{P8?tVLsWPTn?Oe!~A;YK>ZiK870|&MP29oV0G*6XEYUrvI=`h zlYA@u_DDv$^j&ZpDcveL~!2(GQ z8EM>;8wQ(=^~@U|?e86;lxpvm1wravNT%q0P1Th!h4^6tC8eTG5OYe@bKezsbVwG)Y_(0Q?!cSE&YQ>^bN)H>~i9ISG#x7UIl)wt=t-RuOo^j!m zyuo{Z2DrF-N_t!$cK-*U3BX734Eg>Z!KWa3_*=^Pi%MY`Pw?ZW*|BA<|2B_k8>8QS zMVah_KG@{TRAu5lXc}sF4Yze0HbTG`B8)mSW?v3VOfu>8L5k>Z7LUb8runmQ16TgL z3I$3?(P2HF=-|Kzz=$kNEM&VR@2q>L2J;*Ab3stKQpP6Q?0svmqtW{7QBgc)C^uUE zj&Z_HmO*ozBrMIPAh|GpWN-hj{Zv}H3h&m+HUn{GvK1H{`oI*LKISS`qAJuXO4JEh z%hr;mfaesR8o-o*%Ow6_geQyN@DBni1VFmy!y~`uv2SfoJN@q@v=-)VzQtLOuF7U}nTpGjZ^|)TkH__Pg9OR`m6y9qf!Rb*dVM;EgsHIRS zinDSf3+K8K`N;K!$Bheq%yK;)B@~jF3Wk{$y6onjwLkehXI+lzb)zvGWENj`vbXn) zPT2^CMKp;H;;(IMr7sIpCF{3XIR}-*&fHe|IS>lys`JQBnlJnGeBMA{`3GE)!hkCf z15nbRK*-;zrNw!Iyw0)4azkJv$Y`rtrcQN)9#-A;unZ<;fA_Sme3VD~`@}J9$yUXI zclR44OBf3;G|bxp-W!eeSFb5=lX&mF-b^h2z?vw;)3RibOts1O>8{Hkw@p+T!@t2R5I- z%r2HW`W54w3tu-o2tf$?nMY+`Xdkd)(yY@ zE1i1CI|eCP{5$MgjV&%riWaW&VlwZ6u(uRI(Ho{W%(11dGu{0&bOa%<40YpDS8OCi z)s@t&*dQ1+i@{aZG(M*iXP=mkb_;kfH>m206@h#m_Xtw6JS%sCJ`q z&!-z%Q1E&P41k%`v+JhU*9LyAfP9w+EGRVLE9URVEMv^zgKoWC)ex$FbHA6R;u<8{#C9+T(K+RyF- z$MB2pp(N`Z2Ub%Ljx$UVgDsfoVc)<(FE$5*N$DxJ@8&--KZ%d3>7il&rTci3^a61Q zcOl%fWEJWv{{_zgs!-~02DXo4aZ33w28Q^Xf%*9aYjpji3fb!ZW?=HQRTckYU;@7x z*k>3L2k?Iw*jVsyKnF5~wmLR0_Km~2Le7^LNR!u5_%CV`4j)WWVRX>V33+UEKUPQ6 z{>we@lHEf3hl<11cHaw}ZU(CQP`io%Y$3($(gO!8N)9kO4Bkk`x+>~7=7A`r3Oq4p zC1#${?NW>+H1guAGFIxvNjO45719BsQC6lw4joz3S$!M6A;vuz{U1k@li+#%)8~YP zBV+S+Kjh`IE&OK->(8RDosfNV_ubj8&9olDHa4Aax)~&}PiKiQTJW6}W!&U&6_oby zGWJhm-6R~66B8AdchKDrPCzfd$Z%X*DnUhz!KZK5Bzl-lbi8!GzP@IE(n#z?RXk7H zXJx*|n_pljZ|?moPwBdGvKl3X|Hw(lc6bRdOn3THJvfY)I7bNh0-C2w+Nm?CA_8CloS}HX&+jeH>8CwF$=y zi_;e4xI-B4cl^#zs<&}GY8(XQQvViu7PT}-ef%OyyXl*8F@IWol`xa9l>5+NF}hQ= zVf%eR{D1?pz)%AACc(q}h8jKEMxtT2z^^6&%L`CT4;2u(#_Zk%XlJzRM&M)= zr|Dfu%UzrzSjh;|XXRiX6;$fXl>4PK9L2!?S5Q(-P8hm#Lmb*j1kvOxO;L zT<$uB7_zYEo5kKwnvGUEI%7qwx>;2_n=z=!LG`Oj=$~5qM;>$!m_;Ju(0M6!n*P2q zO53zbHc22dBFF-WRC)}AOt((mxI#W;+&`yB*L_?-!)*E~I<@_ayCvgf!RzeT0dWEj z`G-$TyVjfli-+w`XmO;Ztgj`Odb-u{l09XOZ5vTZ>ZE&96LA(~O&XdFVz{A<|+HHMs6in_c zzfT(uk5|pX;kIMp9sJtzMd*LVAt4xawz5t_qT|0Rmx>CjW2wyDQW(oi$to4#6aQmC z#Yiy1r-Jh~f*tHf_jX5UMonk54XbV*q^fH#mWARQta%cX3jA#v)o%?ZP17MP0oTyO ziTxNtYHRd-^5}OzMA;4}EN)E9;Fo$veF@6Fz+XcA9p((U^_ryphw=F;V!%1Nozx(pAYfGEn>BXj;@pseOY=bfHSBm-iYby6! zod;5*hf`0n2yY)x`G@#}ywvtjCEx2d{J=5HKv+DE$_7!-45D+sZ|E>np!dZw40RhS}-OD-7OTA%Ig-F z@oMoGGV|2Oy{JQlDB)+y8PKb!#|V(f;=lm;vr@;@arJ#m$XiXaA~~I^O$^LE?!*ka z1j_3AuJh6~bMu`v!Pa@j+Sd#k}}Wh0x5ZE<8doi-&tH$(guCtnLehW{&(guSF-GU^j|$k#YW z6bg>2(DBlMFYQ+_+_Q9BA-?6QppLzQ**5Lun{m4$7DubJ7Fk@Dd(Mc1Yg=;z9>V^J z&_Ke3!~7(gDD2-cQ3%A|rY9$Z{oua#z)?ihLcvhL1dxcB?5Uz|+KHz%+Mh6kc8729 zfcpFq`!mM3eHE1{@tL4JS8hn%ob2GXFZ?^D*R;E};eobq7kjVeF2d{`irgF{E5oD% zaGUIB|8$!gxr&P#5t#oA>6(hq3cxoux2fC4nR7bc84%PP;+C4xx?-$ zyx{OW43x|Kzaou*QaxPF6{~i8d0HuqPjh;1uD(Q@-qL8Eyq3gsgfAlAp5ubxV(9b8 zN&%0)A@fo@Wjb4s7E{}OZwt?#K&gqPaq5m(^}W_rP2W;Pv=`UtUxYeJZOJKXre_>U zdvL0{V!)yL2EV0{%~Oi1Q-~Y$Rb;bpz{@Zt--z7}ixqNbIYXJo@0?%LbM}<(D(p#QR(VYAl6^7I$-)0T z4{ni%km|0>8iGHKs@i4a)BV_)E$XXZt}wt=Qt-}K2U3XcnF`k!q_Vz zju2|^i_RkM6-R^-b{ z-NEcF9a2VUZt<_hT>EOPd?^D!f9=bR72N+N_^W{76W(&2yTR>!d~Yo?BuK|8RSmV) z@$FJW^DDT~beXi$92FAp`?PIlN>_5(NAAM@Jd`gLrw`kAhS_HcGhuJhIl&%N0e!m8 zpWg;VJ8)84Y;Ui`K~=M;1llTv)sCgS7r!=0!j20r*Ea%5Yb>^i^8MWH&CGOq(U84C zHDtfurg9xU?9`e5Le&t;YH?(c4?IjRz(uOe0%MXtuL1-v4P=c`^E397NM%LA?-=0E zw`@>A46uM@9|1vav^A0Fr-()eAFv4h=(h-jU;NeKTAD<&CZcDIL($?v5>)1w--S8) zYm;`*QQ9KODi5ddf6e7%mJ|RYmgSj1upwVzNGK_S>axsxeF!8vce)G`L^L9qA>r8k zo-IrC&Uc@?PHR`OEnqYq?Y=zQqqi*vnK^Idu2rOSM74VH1M|%Rni3OlZdWEo0V)of zA4%*%W*IS$|L%u(P>y-60z4|J=$wd&pFJgD3bN+p>Zms4k<@*refgR=Ivp&?86AuI zcYtqLl8VVuFtDJQ;O}Ii1K!mRMz<(CbcdEL-5$9e5hlwRynM{vWgeOPO21E}UVh^u zoMZ47dN(8d@08&!5d?1NQ%J$f&MRBilV9XYv~QueGcRRYW8q<)%#6Ic?``57Es7Jj zf|n`36=>shCn6$E^{1v3A9Z$F!agLlda&v}I8xy!r3mLxAsmNk zdP1L3RTSEMLb0YtWeY}}fo7vOe}eza=vrimaLG9e~^X@*er3dZz% z2Y6?UKOs9D->u?^V%-cd>{u00QzLIOoRldA6p?{^vX5s z1cO$yS#YXP6j+dm@pFa9Eol%ePk9T1I zL(Bp`q1>HA`J2K4@?yuo!;FAe@*X$wySf@5prV}9n9U-Tp0b;=ciKU(%-)5`lk{4Z zE%YF}Jo&dBm)r(Oce>s2Ux(eBWXH z3J0@~`FVv>*B6iS5F}trmt~~Hv4`A!W#QBODaYl1#xCHDP*GE}wVHN$D>Lt`LB=34 zSEg=TdhClaSc!>cDA{8^D*zc9B*lLLouQee|5$W+bPzxC_mwa_k9y(GOr1Ey(ca0a z$mc&4B#FxUDo>CJdjWb($Q*4kvCqE2kfP;Ignmvbn~o&Q#wGUF$9qg(5{`LT18m-#tCpOOWg*e0L?GolhkMCKIIArtWO9b zk=}57pi>q|=I*#n~9&uR{C?btR>E$8!)!`U<_#EV*bD)X;QH^xsAn%48DL z)mbGP6$$CJXGM^Okh<~~^2F635>6b67wg(lwhqqD(Bs#ZIS76-md1Hud|`^wgt{Kg zz!hf^hL15#|0hRC3}SN>VF_zcDMo{e^`m?pbEV)b_29_T5+&O&jAj#My19d`7$_PJ zq-1eWtgWIz+W#I+j0)H~!2X&vNoIBVV-%_|ZF5r1<$DptSw$`MljKtb3|Mu#r5IvB z+rZnYfov_|ZLcqGDV*(hsy~ausRlK){99GH-Tlb_o=gn=0Lh}NuHLAK=`^?-43gk4 z&P<#Yvb0%7k&Bxn_m2ZYRY*43E?xXOH8p?U`3giz+91q1!72QX#h_qAZUQjWKsF?+ zW2k&(rnjZRb57qtkQ`BZPIobW_zAP4;)P@!p6;SMT21@$`#J4rt%@GDg962K;#5|B zbOucAlM>v%-$Z(#vmy1`q2R<4W++C6j8l>XyvlTOfyb=LiyVgIEXK-sJ5&;f+jnq( zG&IiSbbRcbpYl*2s~$wJurx+HmLL&iW=(@9eBrB)uM%)j; zxNvzS90@^29OM$`%OpjXc^ydJL$5PJY;TPhQ6)gMfo+F;^ z(#T;I7({E3iF|waq?t9rfI0GD3_Ea_F>__3hugd z{ddq3@xG~1w$}v6RkWw0(k1Jl*$9Djg&v!xb8+1TU?Tr3py=HyA-2lfVt89hs1`vg z+hB+3lZ>X4CTCn4;fyBz3u_XEK5ute8_9!`Z;$%Mi^O^GS^ zDvI5b%q$Xa6ycy&21VCnA1DiK;)r5MGR2^!2vn2=46K-k$t$9O@bm_S1+mzqhFy4; zP)w&ljDJeU{pHqe;|M4zlXZ(0Scv!|<9ylPZ#v@P!NIK&oN%x_=5RdTdTuuDJEH@= zfCL3Rka!ngJiy>`dI5m$xCf|}6v2?LEp?wZ{o2|6ww2Suei?zi-El1dUTxdxi5F02 zZu|!Wz{%tCb#?^ti*Ch)xcoMnvZX>u=|n6-m|ThY7yDzff;f!Fc-01cuMzB&`yU{< zt_JYw_S@ibAR_+p>GsEd`*atNdKdrrbeHQ402S}T;*iezUn-u}ZxzpZ0M9k@pT9mN zc%yA?*>0#^O2Ruyj-AYx5mykF`&wNRPXATC&2EU-BhTZrqUIkp;0$xKT3y2Jqn(so zN)Clb>ig}V>O8N;PDzDQ<^xpgEtm#Qf(mGAnFCpTT31K<5b${8Eczl#Zbwxc%rOr7 zOeO_x-hHZzojHOjZpzi;AA)Yn8h4Atv9|-1(v*?H{;KWP`bk6WYO$FYzPc~;`QAlU zQ7;S|zF7T)KsH*j>|rBGI5!J|SjOyQL)*7tg5vJ>wi917*x9#~HH7>xFKkldPcQ7c z>>zo0>o+kZe80I#t~Z8j%HH+rC_c~nm z?pn^uvEo?j(2f_cX>3AonP48>X%4)I4Zik}mJB<&;B&_ydUN6Q{=td;n_-AUnlkQa znfumfH{XLX*b%C|5xnU0Df}a!+o1W4a1P7Dzyjf8Q*I*DF@IfOk$SQl9Fs!XoSegR z&Z>$%;!{puG?$9$SV9OaR0Q> zYJnY2KaxWC#5eH$X5oE!`PjX%q=%UF3chs?RT{KMyEtdYR|VPtFoaoDTbuJu?D(s4 z+9k{PqkcUN<0#y@W3>w6z#L&u{^NPJG&rir)F;SUYhl!mmqrVse7vR8nPkCd5-Q>i zehp>1zfy>~v_FM(iHxJ{fT>HK#dadFkGD+Hn^h5li*Xhx0AvMqaPE z*C$Go~$=H zN0XtSsD3$H=_SbJpTWs0EQ3dC@@jHYTS3f98?{0cz3Bwl3dDGeTokj}%=CEEYG7;= z8Ti=TG_`rr$8h9=)vz3N2{E0?o`eaC<0Cr|!6>VqyfoR;@8`bPzByLQ^9rJcdaEK@ z+t|dp!UuVEFe5Br&HWh_#ZA>y-1xu@U%=BL#L*Xt<_6NV!>|kSr@asV<@n_l(EyLr zs^cDZxZLbpI|^Sbb^_iwCPR>AiXbQ{og8v5!+aL+QO#wlc^=ml!@@!JqswCPW&rpR z1N?qNjlXG~TH&9xZiD21)4E<|X9EeHAKd?uT9i{D8XO#MR92Bx_@DR?K<+-b6%PKt ziBwKUCI5{xihs&at|bnl5%hfhsg6MRh;KF)SC|1GI2IPJv6$G{s+%8p-HCqA#Z6Ca zHT;@awI!$|8feu@O$S`z4+ZIO5FHWgDbdWyu4{6-Dr@u+;+S6V>&z$sh%wLUIoLQ) z2m?y2fmi@N{Wj+o_Mo>iZ*O3iuEdrIJCHDhXwS9UGk)R?qFa5D?Q465Lr!TmVbh@# z^c4V6&}xrAJis$N#1#&FXI7S`;U<&VM&&f*R_?{(`P(={+?IfPmt0d$PqcX+CY-z~ zrZf6TbNeh$Qz9G8E2lP_-EgUB`VmSg@ znZsb5 z(4JiAG&V|Zuni^xVNzWcXmjt*o=JXPy}n7|Er{eKV^geQCdobp zYGm6g7XL}!LI=J4K)86fWtnyIK&$^OUgqL8ER$ z>n|{0=$EAbjBP4czJHviL2Bdl)xBF;9os~^c4>!rYZsdYAO@ldTttC5cil>n0fRvM zT?z#{W6XBkdz#Obty%BWf-#@P~jtcE=KsX~hWQ|^KwE|+Kih+R;w)q#}x&o&EX zi9D8(H?lAGR$~nX)1fCT^(m#unB9s8c+omtg)58&j?xoh9Qw+^B%#&4CT6M=70apI zqT;W~8XebZSG*dPO}4%|6DIL6erHB_MjuP|%6N{IX2Yd3(p>wuDetb=gVY{yK4&MN z+u2_x4p)2S8E-b*Ryz!XL4k-SXf|*2skf!ME~|yDl3_R(tj)cPL_1!tNBwUyKAyUr zZ{DBP1u5L4*i(oLQ3#xGCVWL>LZwwH4gIrVeV8p9N);rcnnwfmOBaHYH157<>oY~t z;H+)!{;GKfi8UI(YSL7%y+2&8`;a<+&%q{LwSH)g80n}zta{cs(A3atkU+8_Ka-nQ zTRCK>Zqn8diD++wtmlUBq+m=b=VNG(kdSb-;WIy5~|M$ydDi^|oc5@p{O+$%B8@ z^VUNn<;)@7K5i^wC1{95i@Sc;H?cze;0t#*C0r#t;(f!|iwky+Un+>{YRuVr$asNR z--LKjGiR#bXaaZY@O>YZ1k{P|O+QyGtWmdDQ}rg0|C#7xxY?%s&3V}t!JupL`ojLUp`UsE<-zRZ zx(*#shR;;zN7chuqtDZc<7Q*EkWur-gU)*QW$TKT>~yYXGZ8ST{G-zLMSiKfj?!=k zMd0yVf`jZXsd_A_=6(@wzaEtCQ&mg#;xZ{R`@?h%)eR}D?aRL0BbkZ>2wuh9fu99% zfqoi6uyxRB-D9p-c!569aE?Es;WkVRU_P&^TkF`1$>p_rvdb^MX?Sz!S{@(rSJ+v3 zpbb@cVYr!qNIWev6GjYqzCx{G_4g>sthVByB~in-8zklcMd0JxUi`BSab{Lz^7+Kcnjj}~sceYY)=Qp)ny_YTYEUri++?WdpWJh`NQ)qib-ylk>P zLfSu zi3|3STCG2x!Q#4jl)0B!z{MNnSN5dZI@)rUvprR#ud6iQrXA3*-5(nc=EdsL2a@^?;2rr(WgT?E4;8+&v}(Jc_6+*R#oLcBxjPB%9b(VzZ!5o^65OPZtUFSF!vRUXRm)+?_d-~Qn$^O0Fx z8W5G47#kpCu;+K2=03HmrT#o}QvSFJ_}XqF#-0Yk!(gclh8avdX2;{mSz^Z1Tj;n; z*I>5gxI2Q@*A780IC{*edgocy0Hm(%#=iLB8M9WHxua(JC!^JyOATcW>oI%ViT!l< z+0qsdS57qp!IYP%dP>%JDc&o{hSJujgbej}Kg`Cr=){jpA-%wAoBLr*1g>X27@Mah z5q^iqM8`20dBX=F#4}&S-39+Q_1Y|4Q-M4N8`&!sK*k>;W~fU0!Uy-*rI$12u}&5 zd))%(MuCz3#ntX)5F+ARl~jOerb{jJZmv$Cb+R5$J!gF^N@x7wRIRrQ%ID_5 zlz5=v{H@>+N*~yLKXzeipZ3*9;Wn07T>Uu z8>A!%m{e~TDVjcH8oo&$5iV4iLxF{@Wh@7gb3ZvVqX9+@B|kPM;fx`eK*4qK=N^~a zMK!v@E^sz@m+Fq{%sd{A9y}J>FH_{}ot~zcbjRH`{b%X{*(5$FI~FYk+|`yzk-UyL2lXjhF>#dpU{AWHg-;o8 zNCOL}7;vWGh#_uu90iN&pMC0V!t|K5xbG$1E)hP|8gj0NQc^8@N-n5zV_%xsjb6LK zo=NV)is@AAooUwk!pPIZ5rCJ>QTN*1w6)E4tZu4pl0RH&sVO**18+R+>>!e|6NqUu zLSExsvq!d$-nnF1o5y*kaWaVk&7@t(kZGhFU^+&=S|o}0ej9M}uL?+#EA@zh#Tyb};B3Y`r^l@OBrzcQn|{Il;S?SVA~*(XszH2$Zsc;RBSMQQu65veAc`V4xPnr5kXKY&de^_cj6 zNN;lp_F3g=5P>%F5^wcGE~3KJF>85wG}v?9-w`k>Oap91`y&*Wu^lc|RC&BwKX#IF z6Rw|w(D6O^{Y?~I!|p-i+J0NH;`KU6zCvr-kO5KUX=g_I=_N*q;A1D?87_TjvyT+7 z$>e+r)9qXT(p?OzM|!m*2-C;z4*%TR=-Y(r<%P7m?K5!&lV3QB`ye9@)3M_?Pukh8 z?YA`5hd@~A=9@C>S6|*Vn=XxFVw8F+7{)W((EEhgiESXE zbU8NHwHV;v@j4IR0poTzy<+vzbzcAQ@iHy1wHB9LwWHa8P)J#TSG%F0ypkO&)pp%9 zHe=cJcArAK>bO<&@Va>vDVu6(<>I+SXgkrtVLc4b+kS?u^~Pvh;k=A-E`L(a`<(Ld z{&Hib=?K_9?p^=Kn)7OtC(CL4Z1c(|-nRm2&)cyR%l6mXvyZ2gi?p}U21eLPf724i zNanVed%_Ja`*W=ga$dKMs(Y^HY3Jb>NuR5cG}74B=oX3Xv`UQ;>`3mWDY~`nP%S6j zo9hFum(1vwtoYFMS94*5GSNY+pyg67?2OM1OPcPF>GwDXmR&~5Q-&m54GMeBNBOCYsfK1ME#kiw^!fmW-gvzP9Qa$*6z@8g*e%d4o?<@ z)^;3{#A|cSo;_v?3RNOO62RMUr;*z=OIjjAw^1-`+@Sdo_PC-WASsiJb$8^@t zo2Z-p182pf3WcoeC@SyqkH_H~Qjdq@*nEE_u9~H~1JH*x9S^6TrYzc|mCWdg3FaK;SClZKEbIVt|3i zVg42`)ni3ELF=;DVL#Cvl?Y76!eT#m^mg6X%I*AM;07r{k#-|pej#b>#3q3_#m{cF z-c-}F6GtTsY3bO3W0UG&jkTkJhC#<>1iJ#mVeQ6hPRptDaPNW(my+{LV#kd|?|o#y z+N#UesZSov@P?iLN)Jz`EYa<1i`QtWj4SZwveM&Ses+x-f&1Qmr^HoMsszsSCBiv# z_;*VL+wNUtu-jHliSXaAzm*)UI((EItQng~_&GLr$Ah=AucR;qe{oBOiev9nT<6)& zcs~rKy&^vyop`oG75JC~+~Xm50XKZiSNqw|-P$kDepch}j2sW`v!h&2v=0>qKLukf zcwg9FCdyl$8+|q84bwcf=?gY)H)2JflLUfRri+Z@*#0lDzzBcH=z?9?Z)yg?h6qo) zpLo62zdsmKv;I($a2QhZ-!R4p>io;Wf+{(k~7&yWT0DTa2 zuv$3Vr8UZ*SML&S`8wKw@=&nq3HWY7l1!xT*tRtqpH0=7eWb0viLy#HZk;>hBzl@m z>D{%Aw>9@$W=(Y0n{rRT9)!%{B;eq^yY8{$A>dkBEX!uuD7*4sUlr+o zb@~%q9BZYn$;+-2tL^M1z9^%aY%QHh-s&HijHqJAd~rD>d?GmE1PmcMwT%En4d1o^ zm;Qsl=gy&`()9m_y|)UBYg@X8ac!j0#@(%H++7=Yf?II+gb=iGcL@ZSKyY_=65I(+ zNN@;&K*-nG`<(N<_y6sGy=>04)~p(%YE(_NgunFpb(=<6P43T~!f*b+cH1;Ie_j&4 z1sPAYW<+ubt*J4L?h0_mAG&XUN;{V_Zyz#UiT+sa{Yhx(=37hG-2L|Y2V5%mCzt@w z(^5Y6GaQruIpe5nD9bGH*v>d=Oy^o^|N8OETmFhx76#_1Sn-^xbwnPsm>YPjo~MaT zy9t%S6~zOze7?pr={TTG)0yXDPE3<~*8$gtq@lQ$xv~GhOnbvj>5B-{Sa{E6eo1{` z*sH|Cy3^(9>!qqKo5d|9XC7*aZ3nIoUw&nkeuEYWYQF0`Yr|eH80ciI(n)at(#P5O zsM51|(LZJVy+OqY`cCt_CFuZKIV6Cb8#?eQWP4TY{(B`$!~(9cZ}(8}$XZ)(uaCm- z`M@t?KStwMQ`E5w9)6(ui$DLGY;pdQ_veVi>dxP19SKVP@b**RRj}|oKLzt_p|=z3 zFiq-?9|x~j-2(G@yD#iP$%>-G94rGwv?78hQL=7C0dngZTwshbaEIxMjw5 zobUPDq>!IK==vz(OYct6@yhz^hlC9z7rY#I;HQ`0W#BITfRWCES%kqJ0Yh!=0>AD9 zldIUvPgjDE(L)-QaUUC8{r7lF+Kiyz)ELE&0}Q8LPIZ(uAKyP%+S5)?4BbWLL!CRG z_)A(i1MW!ep983?HvKd$t~ae_JGwfk4D*B5urD~xe$9H5Qoitl+N>GKew|4UEH zI|c7Fj)IQ!SQGZ6&7gU|^R7C{pR4<`zh*kuNGbWa?(TSmnRr~+MGucon8O$jL5`d( z`m;f&Z{4WA+}FW5XS?of&u$5(lH`3!@I3q^Ukj|`-x)TQ;%JuwtrqS ztx0_gb8_ZmkzDUO882}jkHN~o9{V}pBQy3bwqzl_NPWf ztlCINjpGxJw#_nMo@T}{QRjCi_b2iC+J}Sv(BAI* zB@a~cUsLxw8~k{^G9&SL+9A|!((}nI>8WnIGh^j|QV~lxGw6)Vg0NWL?7$yO;uc81 z!Pn|)61dp-*ZqDat9M^*5BwbdREz+K9Mok_y0CC$7FJ5E~n$T;q8&`2hK(oUCj3+<3rDXU}{JJCHU#x3csDZt@Pyqh|9W_PKlJ-g zaIjTV?cH}$Gfz0vT7H#)v;L1k&kdy;4uQwDZ0sE2|J-uyXz70$Ry?BJ@WEz^(0IR- z@c-db4rq-aI2|Hk`iH*!OAK>Ei~8X=fyr_?#{ZvFZF%8jic{6+ztrq6my!$p>p&u3 z%!A-o;=inI+!}63jnls({Ex*spuv#-dTXqfQeG$cW&b%fc?ABLM%FpR|6K~FF{ppZ z9g&lY&Ho{Cv~lpq*lHIe|L;=x>&5!Ju2>gSNB^aw{~VGg`O5-}<ut$^Zu zSP|_6b6E~gE0hUiXNk`bm1}**M(fsUt_+gz=K&4Z#Q*zkS&@*fd*PjIND*HHo0{*= zg1mrBcvUsEPXM+ZCL}T82QomV?d8Nr*gyyu#gZT%8xa>fO+=8sR`Q?|Lpd$~H?>z* z(&Wwjc0u`!tbUIM^`BWg@hNd_h>7VkROw6_s_qpCyauI7!3g2BmdQX5f<9$Sy;fBy z8VeJw=rY>!a1yRMKx6q4sYM=41OvE8m?G6gb)k0KjWDY+p%AOGzVDQLnGqTbrF4Yq zS|AZ5R1RgKF}#BcPilBc$)J6>%?}ERTvD7yz+9Yo91dyrDyFYQnQx3+?|r>&r|+7fUmb?68mAvZSTsV; zTCJ}@<;lI8W}NZUhm@E1XBreSz?q1M^LcuJmZlDx~p@*h%pT$^2#I`9ovK zt6F2WGJ55GI$1wdyW!@SIsg&5cb!CLWLYB!pPdV|Z0%HNe_+9T9AxB#S|M8z)5QV9 zx6S!Zh)sGi;LC9=9+!s^d4Bk6LQlXsP%u@|qMMm}L<=FE9+6@9nn-6H>39O$xB5Oz zUb%jfk=O;rjnHy1CS4lANbWkl=5jz5Nm64eS4a1iWxv+?4SbAgJZH-=ju-N5XIPoZ z(B+q2NCuUqlkMsF1I%8t5vYJ>CwU$XVeK?-GI0Ae1{*EN*}y@2DPo$dUIhhN=A)mR zx;Z0RPim8j{*icb42KeWbJ&D5cUEe$gKZvgAlGlF5pF_fi)M@b(ex}b(B3IC(x+fZ zvemY|`c&D+tJg=5Og05t!AOTP%M!;wJAKs^L}wxBkwTvg2u<>V`77%=^Kc@YRSd{1gMjuJYE2SrQV@RzH+M^w6J_*Hp_W< zi4QU|?%5_6BFx3Im=th{OyQxx5k@okh@s|1OShkWkCBc##>G!>`<+WKTF@G6q;$4| z1+5fFk+2@bUR-1|yyLLvV}n#iaht9{cOFB+pGpS74V_9&cyzG!v2?)i!H5XxF^A!e zE<5mJ5ko$@%2_Hh<%B2p6OxHD`GLcoKHy0?=`oqQ5mOMq_%$z&3h32yb5xdl*GTN3 zFs>yphg84ACMY6uqa?74m2HZ}Sk;?fg$0UMtb#0J0?;UBzaHK1dKg6#%A#;X<+6~N zk#Q4H#2v;m$_EY@jVE!@a`ADoVa$wXNhV%G_OisRp0s2X(Z#4pp^c3YFMOq0B3%XU zcDVHp)2-&49)K?aGWk+FsIsA$(5Vl6pEhiw^etjc?NFo=>FQS#Xl29FB~@Q8zwQcS zHZUI!DvdkMo6zADg|jnd*AxAv=Sc;U(dxk zS{@$AW>6lu@&r@?>f&p)ioP|Vw7{I^QnhW7m?AJ9-0UJq?+ALdLX*NNgC+`F5Kubw zPhX}r$oM%8qS4yR zpdhq;wYU$_MvB;p4k_fT#Y$Hz^{Ez4-W)q%FARp8u@iJhQ57k&9mJF+c<;Xl83Jgb zfg4rWV~#sb>fBg#WRg<>NGq04)M15NJLYp#{x2F-GavWZcsXVUl-s@18w!Wc%n60e zd-<<@%aW!1bRhNv5j7Os=KaMj$pgJ{R&aA+2U0x_J31|*AG zZKddhPGc!Ajh{~tH6=@s!oj2W9-AFOu23i0NaOnPceAVGi;h$hA+>7cfX0?IcEaGx zvfj(M$s{ntQm9TPK0*Y8R)8##;9ao_%HW~f)hgXvM}>RU7ao%wHWCoYOyrlMIt$Et<&~lcC>+o$P6IBHm@HyS_^Faoea)8z1!2~L? zupS2skcpCvPIEpCl>;HQgcgY473YDJ!IM191B!kk!=#>b8&OoA02|G*m0|1*kjhLj zA;1*rN%3K=Dwc}Al1Pw=RXO4|HdL4Zr_hV7ZzTdb zUTd@E4l!(DB8m*|f7tX|wHi~4MTaufT39DP&z2#*cLUNlcIuPMAZp1v-rgx-Co`_M zT90BuSfsFu1YT;}DMS)$o>(1lmV}i`AH^Hw_5%RlbTG?8>0ZcJE%B7y1$Fihab4BQ z_TEcG*&i%>A0Tf3#}EG>JiIFS7pZPser)+4_I;lYsGkfMZGqWk@VQk%V{}!MO+G*= zcul6V6YKs9G((HVLS7sK5uvCuwomz41j5;I)k1f;N9%K|{{y#LAT--xg=M#@Hh86xEqXV94p---E`X7w$-?2d`k>6$~g+`JV0Wsuvemgx7#Sib6IlJNX z64=tuE2=Rw{Ce>}j69Ttm}4*?nsQ@V!^iD4jLm}Q>6Zwx815xID36EJ0}Ht&ruqLu zVrgb%>lVwBXn}B^#DHu8FH%HZm`ft8V^x|Nb3Y>2iIr#c)`PFB7i;#z0WY z83dwlGy3i6Wv!7^c#{^KUgZC1oY7L@7(++IF+e8FW)#_cn z#gXK4aaPmo)kE04V$Gb3m5DQ)Ipkrqx;c}~kAzMhjH>ooW1LKXAijUoW zaWT)tBb5>b@9%QA0OoW-mfFlC<+w3BQh{SGBo$UizSPegj5K?d4#Vltr}%r+J|f~` zjS~gz%F?k+1mtf-0Jir#4ZjGKLbbz&c~a||jn=d{F}vxj&P7ZRnUya+^++VERAW>v zSrfe2#`WKKo_5Hic5{F&<-nj*p9zBq)Wy}T8hL?U;-qE{-w!+w07eZMJ@*J(aK8-> z&@2KV?^x%^^!AFF&LA@uG2{u6S%kyb*Lz_46#L7Gi>vEMG?|DOV`1>{`xKrSg3zu( zlR8w!Tp!Iv6@n`TDz7?`Tb?jM>tACV_3BJ#n&jLG7vXr40cR~M_}~f0_hJ{_H#Nph z_oI%q_yJ#hTwPtGs9$|utkR9?Z@trEZT8$BZTk}3)zIKs*K@aSlO$modo-2x;qd1C z`nS<_MIrtmsei+71v5-xR7{OmFCWbAIx`YE$9YaH*;HUfJg4b?;e*YXZ9|&`F za|^zmQ}W;PU1_ix<2G$i?&Y{RZkjzxd^UiiB9_n9gY8&~9 z3F#e9->QUqKLht`&QqAhb z8K%`(9O+4>7h0~@R!@`!^vGCx{fxW!()6Z5va!Q4lLlHbJpDup!*ud)RrgFJpEafi zd|<5Oz_T(sCEgO0T_uMB7SntzHZrrX`kkeR{dk-M8T??n>fv5l1yn>lMq#8wopTb3 z)IkIUN3bOV!t@T|U>R63Vjh`LR$gFz$04v+eH4 z^k?0VkNBy!%vVOIrYO@BQ7FznY2y&{D_1cea#V`w5;JP)?ZnaMCpZ0=?_Q&l+3_^P zN06|k2MuS562v0Vf?g?`ESfkNJ|Jsy1BWs7h>Ji-v7f`_@Y&^CWW#hYWwe0N769W1sTf+tk!Agx4%>XGv*v~6I*Y!*o0p@uI_lYA zM6&%PJ&ABS2!~cS>_9Ha2dJ}3aEJ`22SL+8GDD6v&94>Z9*l`^P)$mEdkawC?=wY=EJ7fX8J%?m5yeqX0 zk7h+;!6i$c--T)&7AsdFBdD_VR+j(a5Rah!kj>N&!@7JwSJO7j)JlL{Pok^0zaK%b zs3IK7L~i2fgtMfBO;2m`edLv)0{*~@Wb1L&7JfPmnGhy}0O*h!UL;apJ>w##tQOEn z)k`bN=@tnY(E^;FmBlALki7$}EJKHx55T@zI~WG)_~lP2WSu<4BQOYJ|DK4DL2^L| z$A7sQxbEV9v4iQiSgEZw%*Qfx-|o2|vfe~!<`8NNd(}uhyM!0I`AsA(_{-8i)~W#0 zF{oL2aug4(iLC}@u6=EP@bKo7)FG;?)JwulBKWFw7n$8^S(?L1lxS5uOqU+wTm?ird;hl%b~0e}GE=5QQzH0}W{BUwhxpiVpyKI^)g+IOv^#h7H8L2#nft-Ay2~kFS$=&t=I+T0TJe%_-o-cP*8+7UtvIkr9 ztx_pmb4ez$17<~zwHRH9?tr4R6oie~ocyxn zxnvV3Bb1_HJ=wp3j&$}ZEql8Oc2X^OJY!5oVZ;n!`h~pYLjycVs0S2Ck5sApp1%UC zjGS?!+TIR9mpCG1s@)_R+9+TWIdrZpBXP@;>Jq5}$rf^Rk!R7n93BR_8TBh3H&O*2 zq`10vmlFkFPq3`i7|Y=TR+w!Rw?b2;98K2Uo@RD!QL#8wbgKLu*eBmHDsh|8lqO`? z9=jM-yx)azTHAka&(Sb#bK7cmT*yu;`rNEAP5wgM57XcA@N}0+@+_BZanZDJez#HMb9zE4cpnVvmajVRun>xKQ;W6Th&6rdM3CRF z2#+Mvf+FyJCNvrLQ<9t1S#^G(QX_!mY8|&@mP}k^A=gp(;L2SP<6tVkrLBw!q&Nag zYgfAL9*A&Hb`SMqgL}aIFdF<=KVRr7hajUu*k!n=3=*Suty2?!e>#Z_eHK<~bKx_u zoI$GA3x>ehlHutDVMpwf0D59h4(ytb7Nkk*lqz_X>FDgKRS`pJPHtwOOg;9?)xD3+ zoA(nJQYgrmttt3y2yvsPLq#J`_UhNv#YP<-9J{VG$@q{8I&|D(00{ljH9;b)^Lv)iNPGQYvoZm?;f>PuxR>#BW2D=tcEe3k60<4Et^4xnnUj1-leraSw51CTq zH(f4xe)#kj;wslS7+qvcs1d}>Wmg*!DklmeqbHm#`xY_6pbi6E*#(r93eTB~_lS6t zEFr-#ER*qxMfPqZlRHvEww;qR{&W-W=T$=^bf56Esrqc`3@ocfjC0t?#ARd$fICsDq4Y)Ag&uV3 z^ve1q8B8O9P9i=e6=C38XWmLZMF#MUu`DCFK&`=%cQnUzB6=vt)VPlm7>Ba?(M$9F zv>EaDdI5L0Bn1M276FylgGW9na=RmOQVuRIDwkov1+bfcU?7>vw?M!5MMDguaS~_X zH%%$N0{n~GtObGDM@3PSx*VZIx^ABS&QnW2?_V*OUzon3vz}isW%=B-IzIwk>}H;6 z@Z(qCu9Cd$N9MH#yWvVbU1piTI@yh)IpRdjjKvi>z~5_%?|eM(y3r7z2)OEKnd0sm z|3+YdJ7<~v=*N=SCC}(U10vlnG!c-yxE+ z9}GihXT+c{q2i*?vr;r^gb`7O3&@ojrtfi#afMpJcV5g<8-~awuc@LKyh&xVp&$N! zCqJ0-EjHJ(o@+IK^UVs`aiPDJiSyTj*TH>G>O-qB0yDLFB?IsZrGyceU<(B7NEHh6 zB_0mEW?~Pzo z#FY^Q2*~iwa0#`As-J=MfvH?_A76MWyi7mJ+&EEQmzaV>Lg6>Wp;upiEl2+OIi1ET z`k0?~{=8(yb%vvo$Kd)?cpXh% z5y*wq*hD8A74~C3dP)CL;n0ABH`b5Khfmu6Jw?4m~mbAAljOHw;0?N^3vNL+ta81Ot*e+Zf7IPvR9D>CE!tyRGO zV61W1tHX7eI1r_7-C>0_*6f}+C@U+`E=sLU-g`Z}##l@tOk_0FPwomXmV zEQUNSYWy1{PyBv?&g6=4@6h};JAK?DdDSQu^2t09(egvL3HdCsq72cjwfOo5H)B?r zrY9}m)hm#CN9fa?f^yyzrP0>A$hTSHqKUys6KTVRZdZZvc5=2F`h%WXj-YZU7^!|I z|37)P_oV>vYH{6yUPDc!)z}WGlI$ZBt{gWZ`>AFQB#^*8=6W5Nl)a(3Mt7!+HYtH? z@B3aHKT$EO&ZUw{WcK*O@11bFxa~J@AFh9CDK!^|k>#lFDGhmc4LPcHg1#$`x|w^U z!M@K{-KLUACP5?!)1tC@oWN8FVv2Wl{fMlny3n&a|HiZiGyh_=2bmc)h2)Z!F z=^2lY20RWVV5=f=+1$!dqi$CKkJ(!L(c)9i1* zU!F-h&S(36r&!a{G9Qg2D@fEb$z`K5_O>^yYoJ3rgllf4UB7Y0jv#CyY@kjdZ$uiX z{iH=1LZyKgLI-&r+9S)5Fp$;=hiU*-0i-IHbCLD#**OQP+X`MalwPbP4)5yzNkf8` z0nrnKtg#_-mi*#~eIlj^r&-Z@5pmZiJ`icqB zU-X+hHj~u7gZ7)>xpKIxZ|Cn*i0wixUxy{hEidX>BDb`(biUy>iOrhVc5-+Lt(&-_ z&5fVq;~nZ;a(}a18U?YdT%5W;hp6nO3~=| zpB!s_3t$|dU5=k{W4ayO?=?{>oaKVBGmtt4&HNDvOHX!S9Hr|#)Q6Y$lgGMxJR*-y zkeoCI%Zfq_JzI{g8E_}Yu!Xp!FgpfPp+?%!f3?BNShSyT>$6F+MX2x5!k5_@q zfi~iClgg5;)T%AOrWPE>?6I-yWDWYm=E*gtWA0EgmG)`n50I4mwTG|x|4Gb#%|R5H zha_L8E8D&_we3FC5oCif%u)i%;~ScXm8a3n>W0pIS9R{R7)cU*!D;6|7lm~*rX-Dj z?kdq3>SexhJWABpmo$M4KlF$@mb+r+NeuXB3a3hB2x>(0-d#_=1P!HIO=kgvwT!^Y zaDq{gH$!^G5Hv$-}04NPgiFX zZr`tR3oqX`Sc3VYrTHs{*2p&xG}n5FxApi_)LyfH7>(H2yy(5zjXiX>KZU#*jX#r3 z`B7y{@kMK|NmWp3(=Bcz{!i*E*O4}O)SK%v-sT+tGQknVYljv|Rg#b`DM(GF{=cx^ zMm%C5?l5G)c0gx9%?eZH6f{kmnS7v(ZIcsoV>Nw2?`i7pdp5po>3stmj|Qd*KiEB7 zkLpk5<>tvgo;GdVp6J>%%urs8*w>1np>?sk#+6Zdny|Yyu>>}}@B>^Lq;_Z97A(ct zG4KdbP}sGSk&=w8M>ixFDf};24nRY*{iAZcC;m3xtOarrwoA`LpYsS5`9sfMmqOq+ z9gvrZ;rYCl+8VKNMsuk8D7L=kyv!fm=)!cvA4M(L)j9uVxidA3-@0MhOA3}GL6o>g zHTr^pLzVJj>R4XeL1R!FJrgRL@$xkQoE@Vr7Stx8yB@uE=c^@+!tY65e{UNXq8Xj4 zkQEWl**iSl?yT;XP-FL>;jz*pTfg_wa0QXXT@`}x%gMqWaE~}IK~Uw<-EIeaO@NZ+ zI3*wpaN0N@(ILaX&EeZ_mM7R|ps(pE`c3lT>y3bOo>J0UaNAaeLP_3W%uDwW9R9oy zlfT`B&?i9_Ftv^SAe5MQyhleMo97WD1&A6+FcbiI>Ujy=VnMj9e#YyLR+mX_;?t1%K^ISZ%@XF8RvHx1XVnFr~+oOkZ zl~pQ(Yks$#unl%C*E@b(41vU4KJHTu(xSVN3QjW3Hlem=KNq(P2fNvk!z+=^;EJt{ zMe>?T%=$W}f<#7FEB6Ow!=T%|i<%c#5B9`|cCTl01yYZk3N{t4f>R zDvjR7mrOOE@sO#82spT6_EU~H9Zz?C`a z&$1k(;mCv$Dhg`&cY$=?+rVRVPV?@2co3=&9@@i5A@qH?2GW!tc_S9Sxm$~(2@V*e z@;~kT{&B_p_1Q|_vv1upb*Yl zqN`w-x#Ht|VO0$BBbKxYuBftG=T+20u7kJP3NSIq5wvb)dPH4uZRWV~F2~@1v#ic* z2j5uDSj;y z9at?;Yl$+Er5vRYG;i?>M8;)VU>-2)oH04Necg?VCxzHM89Om0>12BQ49Sw}`L3~` zm{je#YTYe+<|(os?n<3Cb2x16B|7a(-?~cMv@m)fg*6M~?K86+KLVa%n6;|5WkizO z`QW_2M^&y)$VN&Qu53)c8&d-;fcd?TEVCT~f1Omg_xxD4Nfc3hKhK{NLWhfnrOV05 zceNGLG%Na@;>$f6ja28uQC^Ic^D^i57Y4~WFl-!-0oCZ|i>D)W*@$PuR35QQlkE zW3jU8gP||yjBJ_}x2#F&&@q@`5JKpA%hI`L@qWFoe4ugjS}^IB#c zI`J%FaWkTMx(~O@BR65uSU>-~_L`YcU46!Ri`vjNGV7BrOY!b?V{D@BG&omSh$kbS zCE$^DrV4^Gep9{5J1(1)4G9mc7N>=4fTFUCDC5`Yl<2IqY(9_Ug6=LG2O`lX58=k= za+(iL*#}UEZHY14e&21-1mEv+^3CZxwCI+rS*?f>f>-%hpHIJKB+<;xwTq>9%&q>D z((9+S>2KDXE;&@ogFz`c#8jfDKrT5nG4l760(cp8ej=hEUrICc?@g4W``+HSdL*MLz)GcjW3J*%_sxcT{6Mb=<+1V%8ATce&Ykn?) zo}KO2kfpGG!<&2UWG<9d-fQMDTAG^{Am8|ln~>elJGLX}Q{l|x@z@5+y1Il5Tp%VR zx{JO)&ujLDJ+>36aXh^NyMvKmp6}Y$`r}@--V#8p22tn<)0*#Br8iSWvSqf@(Wmog z|E;o0&qcJ6h-p~Le#QGm2GTkR?iozs>ZTi>Onk@peSLjnV?8W>+q_TcOjRlE^emxk zD>$oX^PJVcOA*b4s*u}Ex3BoQzK-(wSn1-;cPYG5(}wTv?cDQ38uIj~3%*?oS4Lud zq8Y@8;!)%`Les~WpB()=wy5hqeS(qKMWLIykW$+{08^r@P=c{l)hCy~QY`MYmeY!U z90-{sot_{##mncHM9F1dRx>f7faC=k))-x#HhpTe9R9vsLpW0?^{4C0Z*CrL*Uk2n z1GUcjyNJ2)Gg;U@z4CLe!++g62C@-&bTe)@UcDtKI7OY!aog7q!m}4WW|NR7C?M#j zv3_d)HfLrRQ;9G|e)YstPk$vc4AI1^drB~HtNN0I=TC)1^VNMC9y~i!C~=onD0R1j zUJ!5q3|M7b*@a%mLf-a&n#Pus!21Z| z9_H;GSp1QvlRQYmMkqn3%V^!E-l`}B&U%es6PMepoRdxWbk_FeNdFr{qHq{$`Jbm_ zsnfeH_rBlvuO8q0+-mbWoRs*vNw^T@KqS4kV;U<4<@h#@mkKtfcyYy z^dN8$$;63|_qVsH4Ay&B>Unv>tBLP;<`Qx9whnJlOwBc4m$H$x3bZIFCapHqPPAG- z*h8g$d933Sj%wCiX0-MGxtbEx98d8{A`?n1@i&gYel@+tb<#XG^QlK7MRlaub9>oR zuJqHV6N=!rsc;>?k;@_^#ejGa+2zAT@?3Co(gVEG59Eun;8ZSd?X+V;g`+)9j+Em- zM-Ic*<@uY9pli05t=FsXbsVlfQ^hrX5ox86!yW&R>t9s_)K}Z6jn+2~b*6NzkrV=j zDY1AZ#|Wph7y%oj17itDLE)kxHIW5EiCL=Al{4z|=s!0WNp;3uUw3#k3me1z_iPI# zwyvY3o~-xU8>-~#=c!|q>g5Q6kRh3|BRSD3j)7}uNdg*3InIIb9GwX0=$-$zahn?z+$s2& zTUc+~9gL@_u{6E`h%gXlq_LFjeX#ibP4e;7dp|*FJNWU8l3++ob$EbS zt7}&EUj&i@0{hQE{9SWKz;|cl(A!lG5Qgfvc$;Z&3Z(-tO0#^NZr8KXF_e2h1{wjc z*S}qkaat909Sv!<&Tf_>#3(;W+;}-}#G3i#)sJnbSvSngef{MV)z@0RUT|AZ-x@Jw zK+KxNB5EYO*Hc2|M-ZpeoqqN+^I>WYWgjoS0huMo(k|wVhj)KL+0lhuqo9G7T9mjP zuGZBx{H@@0%e;^{kUnsJRAYX3cb$SLc)1N^gNlDkM=gZW;(rED>pmnPTd?+k&_>DpMg>aX@kxBAXM0m}?pc2-n;2z&${5(a z2ard|#?QkA(4{{Jbip}}2KruQpVdCNqi^i}d_GAm{}Jcv_p{{fYsv+zaY z(1rDB=@lP3;gLg^!_4^lXr=)=Mc_jx0}TTP3g~8wT9c7dR*Z(!qXEi1W85=}=pW={ z>97tKbR7=T{srR7IO}QFo&9FV$D^S-%K;VI^g#CV_U8Mpnorp8l`2Vm6gSW5Bl5RE zBMf2*Vvlbc^-()MhA=kti18-M@NwV?6GajdY_;i}Pcem>&SBF^DEMbXLAN)b?AqOl{! zIV}^;_VdQ6kI@Pn3o-3qJ}IT=pCToW?7QyPZ|z?h>bJk?onug1Ue+_r%y23 z)^rf+8;&3z0^rF>@W}<4y{w!aTD?`9wsiWfFeuAsXBB;c2euz?!&vQ{@=p)G$@_Ad z!KPc)R5NfVO2O zLCE*Dx^ySRRwL3dE&IK#_6eNp*gsCG3vCVKg37G|`Vuuw`hI=;aGx!ZEsTSMBfmhR zHozfk|5vOJc#9TaL^u_igs0!((xQ>~X*Dj}30h{7e~$6!M3va+Fubry@MV+o6azKw z<6Wr)2q4gOOQ^n@Cm7{gHF@0_lVO+khtK^g?o;1r*Br~c%a(Wk)b>rT4z4ET7^Q~G zJb$)ZR?NL;^e?!~he=VZmGpAHzzzTwn#RTo>Nsg!Z^|(K+Y5k4!0zx69y9cyB8k2F z2t)&LyHaLaVI1{R+4?$0;Co|;!s{CbRKJtjY8;g%KnQQXTl~pwONN)c(f1}s0K?&Z zLPU-?eOJuty00fq+|G}izi83FaGk)!!7h) zE#ULNx-X_mSyHd1Ny;17^ovdszOL-Boj|`%J;_~ihVO7a`|+l!D(j3#GLST*%3mPW zrU3MZEH7pzht|e|R|u!VX^QU}m$y*znqz z^Z8{FE;NDs-Klc2Q_!Y#%eUKqki|~i7y=L0Ry z^G1R}#DpTpz&-*!{uBiP53hK<-Rh4#oI_eI@#+gTVWlVg#XHJ|mv4P4kjP8udHcBW zC6mWOGWaQA8@k7rOzG!;Ie@PDPBeqGJ|>BcuO?tF@?WB8L}G>u=^U2q8K7lg@2#(_ zA?Zl>K$^MacZb~Irb=ubUDbbC&WIL!SkzWxC5Rgn#$i5GTcrec4cYjoU-fM1iSIOK zDGb?NaJ^`Dll#8?cxtLWF;*rvEB@Gy^W(>U8^w=d8%+a)03lZwzYTE)#dv3Izu~hY zAcJDP3%}z$qlgU^HjFDthc$>0w#%o_cX|eL9ad(bWR|Qo5T!UAFfV$TAI40PUYD?6 zdvo#n%YHbreZD7}r;#4H#4CQ@hC}zRv(~?aKMfkg^9(LhB$b1Mi~B*oevF*6UxQdx zHT!gss^Mc2&6sg7$Jv2;%e1|P1UD8!aAK<^=W0PT%fg(|;EaE)c+f)1(6ehI|EE~u zhWZLm8~9eb=5^Ir@Q4aGgHmP!^}g6sbcxWS(4`yD9lz^cj3xB7`a`r4>sF(Pxw+Ze z^4y>^8Hn{1$C68>+^Ri23_}m?EsE^$1(YnxffByr=VGUD^33Ja;HG?ImHt|kU~J7Z zf{H`wmf!E1eiQDo(5Zaz$A-WcVRqrD-d7`}No0Jm3mGpJcH`INcePSNF`|0#se#G? z;PPD%=GCD+bP z0S73B7YNc0l$XaJqgBC3{7DyZX+vD#!5u@W$td{IJ(g*Z+9HQ%#|h6DMa()hcHMR` zBO0yy5g z;bD+w$VxS^eOPfIEJcOf@mFJZY>b?g_{}t*v6-ypk>W48m&^YVxdM#Q;tPLqu4FYN z$`idvRXyP~zy}bHJ{4ojac9Lh7=eR2A{RcH6@0T@-`EB=i^*}x7mQDE4o}hUUOL?ypTpF_O%a%9cQ!(_&{)p;jT=e|ctbt#KTqTDBEixSgkkX;CYSG<`Y^~Tw*nVpC zvr#c1*zadAcY3NAmi?>Jtux#jvz1Pd=e#-PSA!9lU6k#H`YjAZ+o0Iyu1zX)|8@PN zr^_CH{|&o~1RQnfmp_}|Z!`)-=k}Yj^gB0(xVX;LCHq!#?i&0ef_be&B9N!S%zekj zjtu4Y!LV&J#~JJF8zX7^JQ43BC{GWgH`l#ON=lXTE6@l-;`HWa?mRqe48{0f(`f_f ziCu~Q3tEGDY5V@<&uTgu`^!L3!r~e9?^#>e{NXTvnv`J`Yyon-3UsqY$_sQm1r<=Q zd4*dM?lUpA6;3T{HFv%O6s834{}}nc(w0EU>$kpmrWnu4gS{$S^keR;V%@tWDHwfF zG`!K0K(XNJJf$1n`E}VzN+M&*i*=!n-ym*J!6jkSL|e`YQXI7qn06VZU_$6yqdH3M zewT`bY!?lfM>M|!H8y^|!dEj48}$m+k#M9g+eJIr=k@hib-8Nm?7IWwco)9d_dNdu zhNQoc^(*tLli1wz>r9k6vShDpo&l_}GuaMJW|9GZ=j}CPy2ugftFg$LD zRCD1wmz4ca2}8ILWhBXcDiV5T+ z-<26WFc;60eO2r;%|HI_b7)4!DFhzIn9DLJNRe`~A^BhKir|D~Y6C3j?? zCr_wMCW|+L?FF?;-h?=4`*)$j(;2-)2&M}Wyyg7U?qYmf)~l$a({VFw3>Z-hA|j=; zZko({MGo0jS;~x*37+S1R)+1H<{IroOs*&Dc|r-)0@bx#Kc4!IU0qJI1p^B*rqV{NdKDbHDH!#!J2gY3{gyELkZkpF! z?E!DV8fq+2Gcsx{aVpls@1e^Xws$>mQOKjcMZ#f{JbEf<>@keZxc9$@mYvz*RT8Rm zTCub<(SAcd*zUSF(IKI-`$saNCuFviH;`=M;nK&6d>kg*HXbw_O=5XVW*9zwa(#Uy zX#l(CH99+a*&}gFM@jBeLKNtxM_yY!8f6cP5?QMpHXo*_H~v+QYp0#bq?Rti1M&SH zDQ40%dn7M^M(&SeNn;Vjf76_(DUuRRoruKd0?0!0>~+#v;nsXv6i8AA%6{wxZgdKH9# z8O6KTp51WQnF>Id5JpC!$ve-_=GBDjzK38N=N=U<=koJMtzz&PJRdi8oxSeO=;%zI z3%5pC45T2jvWhpcX+>i=#s|M+k4>aSs%Y}-&{K7 zm~EnV=aZsr+&LWltbpko5zbU4hQeL8_OpRE4bzc{!=rNj!sa?y_L%lvaK$1fIvw(S zh|&8I)*?(V6@NS2Be=eC%#SW#@ot~y&%J-&Bb95qi4hkdP_1V?k?d7Vqs!uZ-G1vZ zr9)=O83m}_TF7UyC`?x6ldaYeq9W22Q&^ZGql{z9wQ6AnN&7HqsB}Jp)>T}Dk|R)N z9RPVXfIy9cNz|_pnewiK$Ra3>dVkT8k`Ad6rBYrj7GFM-nX!><`2>iLE?!S(OIoo* z$Ex_whvp###nW|G{u+arxKNxo-l6 zQW9AlX2+|u(cJY;cvy@)K7pL?FfB>y*=K^|!?*AIY}>5Wg^ybc1%XF7nMXhFn#V3Y z71m9V3T6e~^hrr)EG=hJ5OVoNHMFLKMJ=UaLI-f~$Iek=`Qp{hvDr^=nztUIc z4_2+2`;|IL-uDGwQ~67M%TkTi21OlzBi|9EMyR!SlSq)o4{7c800D3kJvy6joj9qv zN9?s#URuX$i#s=wREEhvSv%+jvMT`0_dqLO+vIl$icmnG%Ph5mv{f;bQBpgnm{KC? z^&|E$zbcTb>X*?P&0*E=A&zG?eMJR@d3hPDdPQI%U_edjqieJ#n0n=B4U1(XIl#q+ zEleZ&MMSQyk_Zf#z5FZ#$l^@O5w$aZANH_C?&(>@Eu~2qH)YF@*BT5?Ra$$5HnkY92n$mgLFN1 z#M?_ zE1arnU*E^?V>+DgZ7A6?x9>QPj&AnsIez=t$;o&9?)L8uo+m_$E z;_gd^dQ8{>zs4%Gih&^J_Us~Rk0^MUwJ95v&gd!9m+G31Ey5+?leBM%NhISZ;tU25 z?M6@&X6*7)V=OahH<&c(-e+>B>RV-p4GR|N0fG~$)g_|~4bg!`>yI=xidSX0EdwTO z00W9ipc0Ft;6%ix=@p7Z(xJv<)D_*K z%Ij~wDc1LbL4X|=E=L)_z9;;ZA~isgDHTD;MAXQariSg2#Xv)T(*{P6I~Hd&xKtrw zvb%)UZZfzbyl81-@4)$#jp*VkRY0H9x7dTg^+ zjwXBJ^H(CH=AsCT&o=X{^-uc$t$UOsqH(@d|| z8whwko}{I%0agSMF`-h(l4c-HdNI#n<)A2v+jY|lU<-@`w87YaM^@|LFp-h>pk9^G zF~10N7?O*-_b#-V*01e)?Du-VT-nt3x=*E0g)D?>njGPP=b#Kjrfz`95^|vy(_#0P z*ysZTqaDFgjV@GNpzCFrJ=zYE$=9$V-J`LmRvie3p?fV6E9M+1{ zI(q5GHEGsxXWn=60yLBlRLSM#w!hW^x0ha}mZG0N(6p1XtvKU?FQQ_fFK(1y!pZ7O8 z|C`hzkjXM5tZ+4{jlqt?f}9VminlbfICKKcxzhe6!I!XoBHtdcckJX`sfxm!@cosc z{`V&n5iXY4^c`8hM0+BP+6==s3K3jwz_grNC<17jTtanv*LWE5rhzC55emr}3XsGp zTLlyKj$tMf_E-#5 z&lWn8PC5J1qD!$vl;zqhuu<$e$=Y-4owlqtBIRRbZv+E$L=J!dR#NEytPiUWzw*e| z)os$D+d)wznWc_p8^fP@B>DcU;FFJ-9h;V@A;#hfRk>6u7H8$)So|0qez(2uZG6H{ zdRWy59uq|ja;lEzqZuAeh#fk2z98OoMNwJbT zQ?*o>aE0)_?De^Bgq#Npx&KhPC1z9$mNmtPW%P&;?>JGpXO3PKZd)1=A|n!0wiu0v zQKPTsCL_^2#?XO~t*1t9(>H-<3}Ph7j8L|s3xT2|BbPvvu)Ay%RQ64kH*I-$YXs@*^(1p~GU&0CYPgXM zVv2#IC@n}Ty!P!vb1nE;@M*yO@L(a1kqq0ONbkNcOyjsu6D09DjziEnWF(YkRS=o$ zwU_6jBIJ-rr1C<(LSpJCHMqyoa5Ugbi7Y6K(eWbnkC8Do-#J#Wm>Gr9({L1$P^hKS zl!Rf|H4DT!P?&>;zo>r2AJ1X&(stdtF=Kisc@49 zxZX%3cQ7nt@F&ETZRRxE%)a0v&@k~MEoX|PTB@M=>*Ow?$i=VkSNjg_sxN*lJ;}kW+OymDN)6AzVqe&?kL1%=}UbS2`Upp zFYK^ju1#54ld7>an6{QsVLZIVwiLQUnm2CVxmQI<0)A|^rn;i7{k0V1xvj&RlkM1O zbOuZKx^1&`yfWEL%jWT6yjYH1*PDv1Z9iZO&YfE)9}ZUAAv8xy#4<-|X9N zOl+CZ!nsycgoZsCGGb++0d&+Jkp-H{s8UX!5~J#+!Y1+(CL2O74zJz2`d}p z1XcIg!LYa>Xjo@rx>H(zCJR$lP?+c}b%M0wy9}WvNf{WagAZB@-CoBSw~!}5k0cR? z`vI84XsD_-c!sbAe<*8dK}(-mtpqi~0dM1XiT^Ldr~!DUy^trsyp*lN zW+}8#c9y0&F8GF+{TDg_QI!_6K1{zQN{Oscf+v+de|!Jlb7~b%F;*>ImsXzd*H=r$ zY1e&Ye%q{~)=7uuU~8{yprXTK9b)12_uT%=k{=BSyN?>t7IsZ_)mvAe-v|%touu(q zlzQfaMb99X6g`=qay&?BVw2M3H?0o1r4h}4lv8zNcCg}QE5TV6CIZ~xM11>lUc^w55Jg*z7{&%NU>$A`g+@zagHLA6H6Nf z+pV3S!Egeu9jp3nx0440Jhm!kEC&Vmmb7jgZFUN6j{5j?aB(#a2;bY6Kk8q;Kdznq z?xJd5o%4elX~>h3fCJxUyST*`edV?VtmfwL^rSpSGu86*1NNwb-9OBLm;S@d;kslL zagZTo1`?JxGq&gd^OQd`a@{oj&*DxNh>ohN+uvco@9Xo`>^0D6!`w7kO>iM1O39cM z0tI6MlW7o~m6mCYtd5|9$tfCINC~QFY-ApaQV0n{5ET=%&B%N&yM0FI*3YBAcjxp= zEuUl7jQzmmHrq>Ny{A$~PfyS7({=UIKcCy}O444qjXa@y5SSe_n>ocpZ0x90DPB1q z6dw{^8h$34? zlTSmY-~mn~P`rBad2{A7q$pC6la0s5VJ|5+v-WVKuHXMOg_kH!V#8iCAPKjM`XY z?Jy%Z{_=Skd>-(gglC;kwvBp3jv?^~5RB>!etv!c?l6OTuSKq#x`#*m1UMmlKDh;; zd?gCU74~l2Et04o2aX4YWPnVO#{MxPiDdj9XQ(q0$bDqa#Tk_`4n_)93i59F&wH*HVc9Y5-rcVX z1PqH|V19leO2CrX13*v7VYlV_b<=()y8Vk|r@?-go9SAOdxKr&DOcJ%93PSw-V;}o z5S|jOI7^rq*eHPVcmD0nbVaLxHC1bc>Bc|FK@fFgYxPyu8f_*6sx;|CMsxZuvvrh9 z`!;UlYEsaCw=}%CP@JDIe0j}Oz}s+;myP4V(f;RnhZJ5fO(8P+eSLl6CldxC;C|X2 zOvG0a9+={Z~TC{{3uHlDnfK(+G=bAY<@Xh6ETpt{;*$J0ONxJCaMBfqa289 ze9}mWX%7WfR%7Ze*a&WXF0>W{X$;>4*)_gBnDa{ymgHv3rryi}xGZRKmNA|5Ny5_7 z+`>YE_d#^ZaPQBpYw!3~56b_2C?dWfGN_xz-MaPDM zi8dX#X$zCM?G?CUeX8^4g0j%82l`%3YI%oz{_6;mAoq(!iniw$Iy1JUwTOAM>0^}T z(yQcupR4t%G|l7r-dAiI{@;<~_!Vkdm8J#uA1<4Tf9k$4aFrErE-ubgc>{5Hs#aeT z-o2E7LiEyB!q$&G2uhgeQA4}m>(>Y?BS0bhBFM$(oVNbzV5;MX)B>!S(6^$ymkeFW zqy^U0XwI@7eBy)!I2iN(m(^JIr~7@-e>RH``3kVw*yt^+fqi2gj-9#i?@mW2P_2s*8uokMERugvN2BXfMGp!dJW`ZcCj&1BN8 zgy`_2fF(z`F`%Uc&8cCtz1XHza+D3tAq$+GiBgXF{_?pMrhCid-V4sS7_Sr4!vzW5 zMe#$J!9g#;S!1R!$ucs1X9y$j!dbx}G92l=NWO6%I2{-s1q?yTp)$srFJ}5Uji|u> zmC#%V94_KQ*C=uZKCM_4ppAwver^a}9N1W)M0U8@8Xg}buRd)+pCC24ysTWB<@i0$ z{(N{SvWDlSxo=3GDKx7xdNsOUwfB(x@2g$oTg`(yX@34Fksf&|s&uEaJa=Pzo#2;P zd#nP)Um~_rG89qxAS8JbmRvF<1s!i!M!pcxSAAYYmjV7PKXJ@`m=$nqB1XFrL(q;0 zKRC;<7TRiZ;5ediwFpwmu~7W1O^f)!>WSk4*ho-f_mjBo<&%!^o1@X$l7Q@f5*4q& z!CZSz2=9vZn=-2wO%%IA+Qz?OhbDQtH~5H#DkbE3ldIT-wW%~3B8|`YO(gi+Ev+hw^d54z$k|N~Z@b#K@oAr%>IS&FezzrXN+Xoej0aY>< zgT(6sN(91Sd!Ldx z$U9NEU2mkBxVNNsJKuQa6~$(nAL7mCS^NM6nYwQqRs$U!?%2F%(0ohTyk%=l*S_sq zZ5TtAbluVUuI2`mf-u$n+X(#qs3&$m;I9-FLZb zSG%5}U=4bK7D81gw<&(^LmpNXzN%2fKxMw=D$vC$rCIW=tyFN?0S z6GQ{)N0Jl?`j`BCnASm$o$2GaK$p!&6j`eF;QEyC%*?gOwE7sn&o%UN(|d=BHQz#1 z2{Kl(xu^(Hn$vb$tLtQvC967%^=Ob%{TKF2*gOVQsL2#=`04K4Zf8jw#m=^ts)DT( z%AdfD(ZAn$d@oSotn@J)2{77N^w)QH>C?M(HCkCG(pU)Nygqy0WPAWGj|fj_BkdbH zeTKrV7a3a2aU18p5s}+c{nwhDgz<$I@nFK^nQ=zj8Emj-j@uGv#ltqc=v7vK9bDwL zc}kB&zdski5dTj93$?_f8b|;gB*c&mHY_VEyY2h352N`Ywn-qAj9QlGsVy&;P&bYi z)Pnl#VgK(Bi69kP0pcW0)+<5f+Yb$@auK^9#barfUS6LH@evaKr!izy1v-Z)0C}Y@H<8dd}l# zlkP9#)UB3!wVrQ>pU-y``1O}F5rjPfj`U#;z1@9TiltFswmeDkVkgN2vYZ-%BCZu~ z>wYT`Z+r`>L<2hxJDTwUXBi%REU^=LvPP2aFFitlMVbd<_7Y?(4KHBDE(jXCx;`(- zF#O$n>uaZx+W(mIm=pNtJ2F*Q-h=z!W8;PAC4o#}heDM714IU*_%3@y{U|kI3kcMr z^bc~QL}XmB?t{AVf(>>IQe~XI7U;Lb`Ew)T?ecC}0*=V)=dg4u^Q~5`wzSsC zD)6R7i4()eT1${W3t7{ETpa7?5Ii$l8atw158&W#R_?-~O4$Vt*-7X-AO7c3LXTg5 z>>`=MUg)>d8GH|62{Zb?r~7$tJB|@ipg=|-VKDoAj`7+@$;t~PQeqegm#mWBFRk2XSl0WLLb zx@%W|@CWwN&q!vVz^erF^XgFVEeq=BS*-}n5Y#z+2NFm0^p~}Uv49epJW3eh1mZmO zUid27I0GmVS_eY@67V86|H~g7QVi%ZbR`xAd>6dC+~;$-K&;MQZkG8WGP9VhDIzg` z&}O8-Ug3D4*bs0i&?`P=p*xnd{)qIy0i7)1e=UCyfv?1N)6P@WHMl#kBy)YQB1|kE zv1vix1-B4Ys=?sJc8ADFGy2g>hCEPx6OB`x3gFxhw*{PcTmPZU!22G5 zW~VXudyYn#;CsC@m1U~eXm*=w&0ExW-a63x;AqIn%7clt^{c&ZdUIyQKnx!Wl9q(u zVDnIlF(KdH$V(W1-W%S@x;N=k*?31p(&xwfrAH8H-FTh|rgjzem`$f`{)TZ3j^iH_ zVQe@8g2s>F62u?rBN9mnkAP?w4=WtN7y&D9IOqGkDAp<%xhgSbmSW-$5RHh)=6NM3 zh{5jJ10hR~)E_z?C^`%%fCFcGMLlzh2v(weLQOGRm^T>y^8FoD@@tdR2UTix1jH~W zHufY!^8~^(REy9NGLG5)f}X0p=*m# z=O$S6D~=!H1ViyBcy(5#8sk*}@_)^NzXS+c*bcdSl^7inh0<#A$T`Xm(!S?mOyT!q zGN8*_G45CB7ejW$}lBFwiV+3&q4K2ORWoXg4K1z};ftO;8UQ=*l4H$@)~~)R*2u!>$0$S%o9DLw4fL<-mB$nyo@d*wUxaMYzBHN9*{U_ zJglL%IV`etTr-Niin32bKj#6E#;^ZaHo{RO-hmRKU=lHB>GJvK+7p=zeD=TgI9OO* z7R3NK>rphBbox`&(E)l?pbH=m#dBd~GO0U}t)8m?g1`kYWDZAlO}WyY9{l#<^mq08 zApIOoRwc^bSV0*1pL|elSk6E(D28Wrct^iLalv!&xNKBhucszK8)REnK_I2+y2q^X zBlMaeGd)&xz;Y%S&Q_S&mbxZFe7r(4VJ2NT2=E$0sBE)#ZHu>$&vdCVX$?hkWtZMd z>(wu97&hBiVe2*^^t8~vP%Hwy_!8m8y@v;#hS<{tpD-W%jEkTmEaV)GmRZzL0iXH>L@Eek_=_-96i}D8E1~qS;uR`y!i!}b zcTfk%G9&HZy_J`Jrp$J$!?p$^`FizY!$y6sp1m07<|K;|cJH&&F81beTqFlVj3NAG zgQti_+cS`@Ns)Dij7ihx$4rJ|)~=?kxzfKFu)K}`q!}`U<5x9iD^c2R)!<0WDPTC8 z6nB23oGRN``!FHh=zCpsu~qvFe_9T3%tB&`s!lcU00U6ai=!5p+61?0B4|V3u!p6( zkxc<(LDq`eC=z);1zTcE57CgJFyoAJ;3OSrspr_B}%8~X@# zG=y^ruVkru>o{OM&~G02{BKp6e+sb>QRXf<*2aa7uu!W^)(}Wf=jv_b0BHUembO~K zWuPP>BE%h7&~>fl?5r&gwsujd?}u-tVuR+v@QOm~M$O5ra35+sx$ms(^jr&T_oc~) zGgl@yqYZkqklVIKbyG_PZmb*IRqdi(^LgLd&R(C{e*Z^zsc?fp-%i{0Pu+$tzm2Lh zP8;tdhC}bbI&(U~@1630^XKa|mseL<3$5zAxUtr35jCr_k`M(2ybyszN1{_iZ&0%F z62u*QzY@>ZBB(@!2U&l3Jmlk&$#uZt1DT@KqP(o5WUWk7;KwFyO$v@GRCI8}ZFz3U z-T-<9#Abnxy+(Gk0HzXPVmOnnM78JuObEJTudmme{I8w!*CqZ1i5kDvf!F^jVxtp5 zdu(&tUwnI}>1O(4G9`x0`kBR)5+p#RVc=|pm`}h#kye;DCefQp4I4J`WKhe>r%tVx zU(=&f>u!HKaX%78X|Wbp9|@YxgQ*mQQ>sfnt8BcR5EaZdv0`yLUAb4S-=9W@1osbQ z=6t0nH_~V4enz|ZT>jMd_nq(2m09t<51^PFXZw66Y3REP_4rik1)t#58GLMuiWh{!(t5{KaFdmtl+=k3&cuT7 zrmJL4Da7<705f-un`48vvH20=(UbpQR`hq|U7no=3Zj>u1dDQ5cL~A&T?B$F&L}KA z{NIznKb00{I8VYjNqT8yd4a#rr_<@lBw@@au7FI`{(s7SF36M9PdJiwE;&@om26MB z!3OXz4)TQ6>0Gi|&PR3}vR1IH&e8<6dW^@>E+y#^S2&%HlKS@f7255V7;UZsHX1b* z3l6d3Ddi$T#)8nIK#1k#&nPtstTL>H8RyN6Ec)YB0n}S+4Q&61SDL=xH|KtG)taoo z-N$!}x1~EfZ4La-CP>x+9j*6shwf*cbv;mnsZ(7d9xE&tN;SqESY|X-C>#D4yRck> zd>um!M`&p?tz5yF17U0Ej!mk)K&uXs4;Rim$7wEgs?tCuBYuzZ!sNFW$tXU$X`T&( z{~859N4^qUsSI#fb#Tsb#z0JO`~Ls30g-8NPzar@R=4vp_s*9hy24}oyS?wFw$)}m z2;ky~p{sVOh|*va0Wr&(#&?pd$+ z`B1@mEv+GmYNT57>hxRJD%9o8k;{~LE?bVRTOTJTBw6w3<;+<0^lH$uXl&oUmSw`z z4gOxn*XX-^XO`z5E@xH4Yw6Rc0-6J&=?^nwkEeKmGIohxPaK<-`C$ zlGGe#d|X_(KMX=mD2($yi(#27;BAf0AVinyvJs{v%pa*+TBEx|mPUy{pt>{nhK>h~ zP6u7ej3gV3?EnqLU2?w2OARq?+i%S#fqq-)ZRmCM*{V$l0jm@Hbyz}F_ScS2K%R;) z&>OQGSirn_n`(XrZkhQ7;!hM1lY6vZ5vb;97|0-@O{^|RiTCvT$FtH3V>ImvFkeATB!Kld)I%}vONDY=>M-k zS)60Xv=Vv6_dA)u0{HbRwR(noqH^kULilphlJn?Ije@-Gdv(;oL*2a@cFB|!cQk?A(!xGTL zXwAL_pfa%;MBV_6zC6DLm)mXU`R!#MS2Q++CJDMrNg_NhG3@{!A^r#?7nt<{fZ+!P zk3^P26b>erTt){1rkI2q<AVB`+;3OU%=OqOaI;b#< zSrCqv_3#k11}q+&%hDNC-YDmL&3n6AV=s#RjAn=wQa z`DB>j4H15#5b<&pk_HeeTpIYa#^~xiKZK3pNOl*dcmV}O4X?2o+mMW`Ddu@mEmf+t z@3LdWhTAmBK_B44V*jmMJqgM!Vz8m4B8xL35(%c*oN~tWq)?e+ScWmNpjgIKD5}U* zG49az(=OwHQB{=``3y&S+ey7tN2=k!~hhmVl@lT^ql6b2ySH>bVN zLIc1EBe-A)50yHIOyl-(riBthwnYBq6chl|RePStp4We)f-bi|?=3@T=}2=_&~(f zbnr52{+PZYEeFyNGy#9i0@ zcVKCG&(W$w*JqZ)_UypI!2Pr8!%VZmX6i(q=TTw)XSjmyzgdS^1zC$`6B~FfZOXK& zROGiI^2LtTVWGOm8c2**(y-ClwAm&5HTU5;^J09JAH4*eK+1Qq%~v8}*Wk&zuI5Ho z^zk?ajJMkm3Svi66=UbEVAQ9h;7CwFrJRv>rt&s4_Po2h3ul76(|C44A@DItmahAl zl->h|(R=;#zO~+mE`kNa*b~T^o#XhYw*6=R-!}sI-eX#O&)*vd33JCZY^2Z>RNbH$ zae5LjDMCT;bV;Tu6iS6+QqjI-dyHa*#q&}?8EFnLnSTzC2^#|iqL;f7O1|`TicTfV z9|&@Qe9xB=%xXb(rhbaAOi>*6c)L*;6Y~04LM0WdDi*3MKg1}TLI9^Yaflp76u2mD zB(IcrK$!8d7F`PSC-T{l7ZsW;ff?uU@YII9%-nVv>i8Qzz1y8JS2J~f z9pA^4rr~N$=hp1%3RJ@{(GLq{@q(y4FX$D+p+`jIuX`~z0$9AR&xHTZz1(tBJh!o2 zqw4SPhj4G7FG0HZB{8X^x4Eb{mrm<09EhWd_WihB6d-$Xl>))@;`k#Qw!T&ny+t9`6jjKO@M4+a=Io^-O7`zt& ztMfn0`9IHqrdZ!)S$19jk9Q_fQnmy~a0ggr55Twhzjg2PF){|Qo=`Jqx)GB*O12iD zkg4Jx%8-Mkhm1|(bpkxMb>e<98 zG=Bgvi#&TV)C#=0T#d&e`dk9V2`Y0+pbPU@#wjJqC@kC)L=%{YsK6HkRAV6f$hgX3 zfr5y%L!rusdDd#~{EksdA|D?hOHoTkyx`uPWF*mtV`eQf2gr5D@y)cJ$jEa-?6ie9semeKP}sE@6XB_>V z0Jx%*V$39=x1i@Td?8@D@V`@(bEYjHTlwQ<`huYav(*K-ospXyly3mA~$cgz(c_-4Mq~NG5Fy? zr;(D{7z~U*Dxl>#y}4-OM70r)_sDD&C7(u_30bA5tYC>$MtK8xZ%3%A7Ptq`s$jB* z%AFRrdMl@@)dLE!)vWsezK?-&f{Xoju37v`tT304d^k+knX(?VKg4{(?4qz4NtXaFtuf?0vpM>Ud*WQuH|ma z8EP`1Acx9@84(n180AHYitgm&W_o&79ZD7+5^OKHE5*QP%|nA=p1)uUb!WRTfxC^? z9T|&NS@>hzd~0su!!iPutuxp$%Qs%WL1Ov)Ve;-)zj6cg90tfHy@;84-RWAhao>dJ zq_nLq=l5sL=6R+;ndY-YA(g>hF+z$Dpanr6gWOgqwHKNa!jwhnqS6GMhvY+C(2_!@ z6G=3`lEy&E(U1ihkB^TfQLhRiKr&b0;Dn2ZkL(bUg`;JSO*zU&ROR{CxFS4}PFH9# zoTZ^DD98)3FM22w$#cq9qD7I1fZtMZ-C6f4>4=K?%G|hY%WI2CrK0U!=tJq#w=OSP z$#_=pkVS?{!$S@rxVo3gU?M452^+aD@vA*Lai_9(y~bgkJ*#q5tGdcn((;PXJ1b({ z1ko-TF9hwM+BnDgd*3S*C=O#OU7<)+R{dmN&lHi z@4q~6_a9$xVzTl%?WB03Q>7IU9OeV9ly1d@Gk3yImUaxD4P!!iUe_kKX*MD9PrkB2 z1D!#I4}*Y&h^>NdmDOpCON=cC9Rw3es4Q{}@mUq249L(Q!h+jIv8+)Vl3=8N54xWe zGBK2Ds|=B`cCk6^1m(+-x>==H%eDN( z`jfIo<}T%oGVj@mYDtjcTsr~>`N@81p*8P9cNUm&KGg`?)#HkqLPIJ@Cwpq>AFeI7 zMht9|kR5F{FeBtn-w*|k&m2Qd8bSdyYB%sc$4^gSMn?f-eH zuZ)684Erw^`HwVA*5bBp*A9JD$aNi|!1tnR9e@eOx-R`!RVM4PMa<6BJ*##I3!9iI zRyuCG3)ejbF6$ueFc?u#=OlrA{MSi>dt_mcW6g3%>(dCCY*rX%dR|;oqs{3OJri%B z@P(69(vb6pJCTD(X>URXec4{{Rc?J3cAONal%4fx9fRSTXXLR#n#_v&T#xZZDEwU@ zDyqe_U}|i$=FV=o+svvQ+~G7prid$FzNFJ`4;@Zon5Nt+jR1c&n56_de4!nD$DL_vwFOaJv)1xZH~l8I%UpH6ebI~tWVF}>k2&;K z$FR(yN{v~lxpN1*Znq#?tx9Rp>{YD({83f9Wc#~LRK$qgIY!9b^>3oYSkd5K-U_&b z?gL$RJxTnOJwbJ9(_}@{(fn*&p$GQ$U4CXBG$jHYQ3}0pPkr zcx~GBX>eSQRO#^!?O5kEJP-=wR;k02_HiL5`!?f)=a~n;p{63-!chZ3GZqMfK_N!y z+k|_b>b8i#cG5Xb@tBOWR8;KWCm&a$z>$OslNf3F?m^8!s-%ddWrQQ-ciAf>W%S$ zk4iF`v;+~5kzri2=$ik}0yrW+n2Y!SK9Po1T$4E_%8p&ae#v2HsW9l5nv}FKQod)TTb)s4JVgoxXXFz&# zlTv0zW^F~U2Fjr-cY1DgBO?W3O@kb3wj^XwXx8egKnM}+0+d*U_ChiEM++30Nyp|W zn;B&unA89aXY=(!sc$YR@}xPv4dje@LnZ_2)3!^Zq_uljjRQmK<2|8r_2-j|XBw!9 zSY~t7g|=ojJ=QfIKDK^W$^IS712al21kEYPMUiR-?aZ3MS7rP_mUO2!L1Kmc8Lw&{npn!zbfU%F@gc6l!lK|!E01y@Pshcut~en|(uL$R0lXBVN^Hhw z=dn#aTD5nc1>#l&nNT-rg$mS#>mMItd~8eXA4S1FXQ=^hqx6NdCd>9z$zMaVSA~o( ziWI3(!yZ1XeN)eZGkr%Vz)JD1V z$Ti!(7lq-RfRkEi3aACbK)?1Q2r&=f*NegiH8Itm0D!#T|GxJBbBGp^D5C&`TuuJp zYYRXh`hAijAFim#977{euOk8Xf~c&XVF0L%PCF6Eik zdNR?~2Y%)d6&2Zob)n)uP+hV^G>M^{d+RfgI=$?&B0)4fkQy47n2d{NrD_^)pa3x% zra=Z6>*qof1S&AZvv72^PkSJGwyPg0o~cu*v8JnenP?Sqapv8R-5S&4ON3LI<3_ty z8Tu2sLnSkJR&IXA)vZ)>B3KVnCTTGgjAYOX$l|&db`t!sF)kidwoZc6|66fzNfdflp!T3&jin-i6{>J zGfaUp-3O5!y$+Pbk&7XoJ0r}2UiuuY_K8-aThU7a-*cZ{aAe=epOJW^r>;dC?qZLvuX4;^&1$nJyb{=%Pj%*xL_h=Q(cn-l|6olv~rHl(9yiqk?^mD6w@8dxy zXy`n=K`&Vz;??mttpt4`7v*AHWRwy;fN2HbA|syR-?DJKYb3JHVp+*^v+NuvG_dHn zYlwtDTH+ZK3Q8ui#wUGSPz6y=A|`o6t&qH}5(RBnzX;0maG?8XhYi*R2mX-$MaCuh zA>}k31v3=B2Mc#qckVzBg*lZn#A*hNZ2v>Nb!2{wGW-^T=R?C+0wu)b!PF@$#>w zUO&G|;lfP$ExFprV{Te^o!>jEXJ^fF%gya%nTB5L=+T^Pc57+B7#{i zWtLJr>Ehy7VOcEkGS?kdBJsr6kR+}!{95elQI}faP73#pD1=2yKGUBFk1KyGjYA}_ zo#>TuVU-JD4?6LvI_zDe8G+hQ5K9gTcq%JdZ$ z59v&|#FL2@B#8(CA_>s|XBEb@3%?;mt{kZ^>E+G%Y0W%He_@z`GZYpEO@d{$5Y{j4k3QhB(DX-D6PRzaPICd^~ikB}9aJIyYLw>hX=*V1qG>LC&n0zd~{JYOIx58oSwMh=gzz z$A;+O0=zl{!LXWR?8TWHCs0Hot@2<=a?2|<4`;R*2PVOmBW4oyd&|dr6&_196jQIr zc=#bmg=Vx;|A0xUAlD(QzFm@bC3P1Q70%jeJYtl&S=p>-;9wyA!s6u#I=NrTBeS4n zFu+(LNgpr)6m#CNmvawmpiJHT3&AYmA0#V`0SI6)_LYdszFbn{MaRe`=ZObDmoBdS zaJrNORkokRFsXLiZFn9#PS29^&_GG2GPuP1RKwX2`TZ-yYN#X$kuk->rnu18CYHJ6 zn#&_(2c%#GszjF^Aqz@tE-J#=tRqB&R%>2=-8$Ut!&yxke-050UQdQO zoGBHw^`S|*r?3iR)d|CZ(xH+jiAE-j%B?mke`lrPVhV#WU$B>mse@#d1`OlA16G4! zJt#ayRct&!q&*5)nZBJ&o~6+5j@syAlmpR*H4nm8zuK)E{t*IopVq`NT?HVrA*>c9 zha;X?s>p8JTD>ez);@^(T7SvYA`o27Fxv{*M7b#{8pNXssXW=gi z&ti60qe~a-NVM~MrQ1D5WT#odJ-^gx`HYnF|GU%B_lCx#Mvl#M-Rj!BVNrrJ4H9Y# zyS+tdyH+w-er&D!?I(<2cXz`A@<|#US43pM8AUW#f1lIj_DAo~^|trU3n8EE@)m5E z0#z#i`KY)?osWnADeq#3Lf|L#K@Mlo+I%!!a!lChYrNf;rAREs-0h{QP?b?>@{C%o zl`7DxRX9;uqYI;*dDR*`8_$(ydrVxVlC-xa#$OkmcFj+SFDa^AQx?n;Rzg#81jIT< zCuN;7gFykzcmxApA<8E5w8qsi506Z0`7rmK453YhX+9nw)`(Ri2)z_x`YTmm6eCFT zu`~cqq~em*4v}0=ay^tCq{WF6)jf*Dr*@qTB916OQTWkL3a&UW7Agt5gRMi_3;AS% zh=cO7H|f4d-kb2utI+{TPu3zxJI41ii{O0#as%)3T;Ly*qg^7c^l3X||j3h=sWa9}R3$u>(r_rhSPeAEw1ELc7))5IR&` zFm!4#lSr;nt~;p~*YFpQuegDEa$(W71R}}Mtl&t#%3WFL9&u(F)wOarwx34P!LQdj zJ6MP!3l5eQZak=22w%Z?vNiL_Ge}U z=u2nTm)D%-;$0s|0xZi&<&^=HSWDfWnqUnj^{A!Z2xwvo+{D>ddG<1FXutcChp+P8 z?5>+sfMeWe$G+&=wnm$om6;#DUeg}=+2X8B;+SbBIGi~%;l_fYWL%4W&o)y;1k|O| zR)f0oI^PMqm^_qNmIm0Ekxcwyc#80oG#Ddq+U0OjF=D(hqwV+)c;mpvxndYsxh3|% z1X1X&gm@8(P*$;d7@8G_AZehl^OgzoppJ0lGnteJaha7>khs(UF^CmW({kE{dHx-sUok%n+6&Qzl$#U>?km){<2d{) z9{^X4=f0vm82t~zjR*&mba{FCAEVFL_lwwmfcOC6RlCT*8SQTdUuuSY5h+t9XEyLr zLlAZ?zf8h__&Zb>62R_AKV)$hch+ikkh}niRS3{kiPe>p!N!GoMdpASYFglmlKPZp z5gnEuF^^@UZ;+{b3XqiyQ~_5IYpi2BVR-})jE>6Er{A2Av+1G-C(XSEs&Px2|(@q3;}rgqJV zL&G%U@BIphWo>DbiRl&##**wdW;~zg#PKd~mSCAM*wak)fYSw8lu_poYu3%)?}lVQ zH~&V)T5uEv+o`{ww~%thgJb+eYe!%->;6B>{P|8>(?1tc2>vDYY zHy3O{KjK#IYN+qQFJHFnb2w$nI`ZQFK(CXE~0$vyq3 zS!Fh7luYDz6<|NLhLCz?3Vo022UKgU(|B0_NdsH!rd@d|@?_q+m_H z@ZGk}hACoYR`Tw**diiM;DPXzoQM7$yCpDu;p#S@z{?Pq;wPEhgGp=E837$nkjY}# z)uT$qz5F_WEH9?+YcV&vEk?p5Kmq!2iq1r!%}LCOo(Q#pBAkDo*KzeXHs8$gasFR>h;Z4cx_{QvT&0^`Z3siAU zE)$F0_tcJIob1X-!6K4L!V$PHj^w=y=X+YkVGDyMy`4&A`%xC%K#(ZW<@lCg^D8l1 zWzG@@^i_z^4U>e1G}S}^!_;@upu#c5IZ4(8h;T~B=RR={top4E(PQgEhE;lpy*oxb zXVY<1YBt5Dbe=4kQzl1+k2Xk7o72o;;-*z$V*?7-~%3u3u6DQJN zdnuH~>v@r>$7KMYDJ$)bPiTJ$^nUZkU}~b>y*2$PnRczw8$&M-U(_0b$XH0BetLsG z$d5gj1(UovV5dz*>s2A%QIT>m&WCZg4gAxmBlTk>uZ_Lv1?J^Cq7Dy#^YX5ojFrfO z9c48-O{&cIy6@{azzdg^yZ&YZak_FvUsI>@R7gvJdLMQf3wft+?{=zg80wq7pPRKz znaMJMd0Ag!lvQJ(*$s4;#4kgd$}nt z+hPVuns1VlB-MelOamlI^~a-)(s&5nILUdP>QOv749aXjI);sabZ~B%@NMK1ntC{Y za)KI2^H#w<;1^}UfK;b z*~)YFT=J})Y=(*7sPl9n<_jZ;qLIRr?;SzlmXuSi9ypCdnf*`YfzSu!cGKXft8w9% z6k$^0hv|kfB440CWXuY@Ux~Q9BUL(tqD*!Z1>cOFjm9sR%`~afhpoyDKAwozd$ zix;Ak{eFe@OAYfP3I&X^A_*ni?Mvq8dcvvw5MY8S92BGuk`i#5$+Ac}7iLf@nCfYy&zWi?IC#l+!Jjph)w zIg(`Ne|}06{krd{68;LB5`NnqG6UIlDIK=8r7C0rL{kIkwHTCZV%;B1dZwD?#d*7$ zT36x>hO!ywW=GlNmHa1UwK#L4q5RxK;z~uCp1st~;Oz$kVihtw2Jk2SGE{QMvb8#- zopI`rR*F@W_UhYbET^J{*IDdHhx&KYv0Z6|wU@vfl4?>WB(8-0Z;V^xl!nb{D5AM z)N+{$W8=I)CcPWT>_3;)$ukgU(J|tbm1TZp_;FJ$6pHMN5y5)4cTm9Q9mogcu<@LY z5*AI?{C1F+A;Xf}0?Q*eVdm^IKhIvD(!3~dhX>;Yx&w+;x*%`DUkx<_r*28vkxwd5 zWMu+mBrJk^@tmP_29TaI&Eidqpkaaqv8NDEJRo)>*V|c^MM(`LfowOJunv@FBoWea z!8;rIuyuGd?xsoDWMzcQLYrDJt_!#eUdaMUz*DjkMF}i`&hwW>QpvV@UYV)#Q%i;i zW*XrUf=0)?=cY?`UI1CiHkfZ`7}8}!7fG77%T*92-^;=B}I^#0q>AllavWBuFTT1+2(O&)-4{-YNi}0u}8Dgk9 zozv{YRs7#xpeOt7K-=LfPGv@q9Ec(#iz*v;0VPyzz`m* zUY^=nGH2^5;F=yK-!JL&+va@K=$gp#fvppK)V&-Rb+ZTh@{$c3$sd{;V3~b^rsKltQP1@hxy@ zEwUKegg+}Y_6L`H%3O*N!8MfR`TEeg%*h3Xoy+qt0BcEH3pRr#-=lu~iBHkuYmo~Yx(s-i zrplR2)9c8b6Vu@d?(;XU(R2O=aUJBS#~BkgWa~E=BnOjNs3E3vO!MUj*UE!D21;uC zz=O^=`Gio`m3h9qOuR%SqT;C>UZrE3CO7h|WHPXTDqUN%9F6yeg*1t^Bpj#<(oQZqlXTS*m79m_asF7=nL=Ql8)9Tr&uXx-88wiq@S55`*S)QTZ@6m|^6P zEegq)paVd(#;Fx4!K4HEAr_Vrkwy00!E8lsQ)FWft`%hw`|;2kiMqs}PBgo8fP)E| zyh~}^B|bBq%=Yfkv$Q*Va_%CDN;D?fOcXxY(Mig}5W!0=kpoKy^Ni5YuU4&d81NPX zb4PchyYtCONl|l#t}|0cFAK#pGw2jLRBimC>SJ^->v9?lLTX z5QAJm2tDAi4p!VyxRYQUmSR7Pnp*%aQ@%vqy$P1x_svJuR<-<2dK0dVw_dIyF_-1* zj)SZRJOTXe-w4l!a_p5tQ{-(Pom4n&#UTl-Qj*kaz#hD@*D?R^s1vImj?wOFc>pPz ztGM4ZC}6%?CAR7IA|@3xfvubCC*lkJOSf=8ADglS(uxZvBn@-J!FX2$!2$W9C)pgo zpQv-cD9bJYQj6gEPdB#aW&G2h_n1X*o66a0AC6tGUNdm4T$4>}!Bk&TQ5H9WYefO9 zoP0o<3&dKR`o@NWr=^?yy?=&L@59a5_lGH82jeyGI^Usj>+fgQ?v}01Hw*dzo4Ap+ z%$7$c*(dW(UA^2$sroj;%PZE(!^BHsLhp9!lANX@3VzvJA0VF#qTnR?(>W z5SEjLH5{efJ@^O%bvL9OQ#BFU%1b9A;4(fs*J@O?z-{6-v`dj% zYGIA6)8OSej|nqac4!T0=T$+8!>-EhlS4tEpBWj=#C;sicD=r8?R?}Qii1ye`9vu5 ze6H8_YSH|aAO3^dDtO>>lv^#ZR5B8+IXM?3r&WEzh}EdT^?(>of8>FI%`l)6(#aY=5Gb^32l3ud zHv2P2D;w2t09%LyV|5)=Sb`C9S0yll3rE`4GVa_*0N2d2%7C^~5Hz`=GKf|mEV9Uh zkHijIxkBS6?aY+AK3q<3vaH?o%^$Jfm|!HH4GOO532bzR!U=X9T{TxbgZD#o52xY= za?`&DUzp^dsuTRS;r$B@vLsPHjm16vB8Uih$EgLflCjr=RzsP!P2g0(*9&{!a?`3P z0@-kS-#7a{@bOiOJwZJ{L{X{@m@t!fRqEkkncS3BMXupqK=5iQWxS(rq8JXhI|9Fc z=iJrm-xCygRx(9%Iv93TTP&auG8>PNtZTCnSXPPM(;!<#sKbKgh-nL_>9ehGdygany7U?l?W#X(-wAkpV4>m6m_8D z^*JI*FmmiOK_bB6{C|oKD@f4Z7dj<$MiQ4p%?5n{)!a=hN5A3ZXrD1*Y;FI-{e_gK zRU`DV#(;Z1{&ysy{X3FK1mlhs;gex>!#?1w!K0w~lEk$r3jIy2HD z=My`CcIwxNs6D8dTDdK~S%&E=Be~iv3jZ_GBDW~-; zeF)PTa6E7<)ADs0j+~38?Ak4JHn|)IM;MRxX<#(DSIHHk-{0fE{HGutUz^&x53hvY zJxAURm@*Wp77cHvmmg2HdtZ^&_CAYv4I6@=rEQ?}TA4qGkK&NOZP{lXJ{dgjEh!0# z-faj9o@%h!uF7@xp{&F#h;-}yYF_jP5R#g6RN*L#kiQp7NKiT+DZngP;#wZaXbnE4yi%OWT~S4iGpEwlC2J@eiN8 zWg7AR3w%@xQmx;XSYJWV*Yw*yo*!d&ya#S6t7`i$J1-T^nSZ+{nL=iAW-}c;=&)_~ zR43NGzNJO1rsMVEQ}`^M^rC>PUaUl!hPHkFmgl;s?i&ba>#f zfR<11o0Dc4KV`AhqyUYISs5bnc%g5a+&NE`QiYrbQOisKyHmRD06zb2OtyatRzShD(JycxIR}wLYcn&nXO0IxsrghgjDFw(ebLlP}j@o8KF6KL`?n zk7qzB;|O#|JxTvW$&#UVQ4Gso0taWfIo3b3Bri=|?YR3yR;2FWpyjRVJveB0cSzbE>}N<$#+-1J=C1*?IZ28FI#N zfBU+vx1EVQZ?8Z$)HkWsD z9^8)|4l5o@s|QxBuuUpz5}{`PGbepr6grrSfQd$?U)Ln)RlPJvDCRPzLJKN(=;XFZ_2##Q6QsmR_MA?@NifpP4QAM=Y6AOZTWh;( z0$@uU>rv^C9oi`ajOCA{L(K!{e($AQHj7?zyr{!QUIa7sr~?tlC*`Z>(=nmf2?eST z@B6m=uN*PgzQ?P&3}%x9Yl zNbUrC#`K)4?(<@6KyuWuDZQ_HgA`;&Pg=E&Mlc@zSI#+deryE3{kP@%jZNGX%|q7N z1~sb^kP}hr`>&fDXQ&v4Veo-OsfR%?(wRtMqSLfPgPbLRhSf1C~*)OF_jSRk~{V%2RZgF6E#`_nZ3j~w= z#gWM{t%FIZf=ncTC8rPnU8&->Uk~IN9bkGxFwvDY`2wY2Ud+9vF?&QrHDYA8M}k43 z!s425p@?gNk-{zniAh9%@dLUDC`#?8(jLJNm#IPr2w(Sydy&Oskr+=tFv|YEj&szq zeN1;i&*7e9)c46%U9mit>+|0gVosZ;2ZkH@d_Mfi~XEqF}0pvI;G)#hDvN03Ka7O z4?{o+M^ljkWQqN`Jb*f^Jxm7k_8}hzaRaqu0@CRa(f>OF>@A4s=!FtfO$&f(Fv?YBke~9}No@R)1?RDSS1n zAZIfpD>$bWQINUFv+{%H{4ZVod;Dq0S&L1RVbnxfzyLDf>RxQIFsV!~GjbGF1{0@iFl_BN}x=D}FvgoVdPehV1FFtBlQj&Pk0yH(aIU^^8e zX(5G*LX=s6eY+i5JbC5`KMuF?bbl)8^pQWTv}l@TQXA_`efV0qXZ(6Qi^IE?X?>=`{w*sH;qHCc!9@wSo%`!_TlxQ^`*y(FB7_qkv*CzIq;!_V=fQ{&H9uKw{;tG;Gx%(|6wXz0$f7K19IrEH$~rgb7b zSM2I_hgO>YB%x8d>NyWB;2k@AoQn(`X#X#>9R?UK~i+&luzPKbmzuE3Xe{ zUoSttvfO3s{4eZ)zA#*|W-xxzlkcckIFrRW-XCYi2~<)Luiv{6>-Iu|!53qI9uBDr zAM@a z3pRE$u1?txGpQDO87i)S&6>gqRBU21VbR_uCHNgw(%1d!v~aB$rjp?_kq~*gMV1Od z?b@lti<78q)8h>ApZhQ~OYtGOZDd!zJe89kn$fG-ZMyXtSMofyY|*gt85_G?Kusq* zCGA$VtLT*=3n4dbr5jYN(ff)eLmMtaBD{dTtKh&M?##?0!9NH+MHu-}v?=dRaLrTS z{x4S@dFam1((A=mtqRo0Fi~AO? z2y0&0l5<5VfOH-P9&ahW2lC15B$ZZ*PB*=~i{nGSjespdf&+p`h^*m|Icon+DQ)q6 zeWj5y$)>4Z*Xkk3=B?cFh$z5s>iKyZ$h0C1IA372<3h_c>nlw}7Jn$K+c4p$Ac0pQ z+(u-fK!KCmpRndYjbpDUc@3D^K*Jjzq!XkW$_{hD$2=;OrL(TURDe5i{rMf32KED$ zYlnfy4W11`9X<0i+RRoBv7n6w)}n^U9HM=L(5z_qR-QbPkONNXX{Ey$mT8>)$Xjkp ziVT21XB#OOzNU4am3iQBFgzwArdY&Gy9k!?G$Lc_B4uH}vB{HE^xgKPQ9p=#VvMwF z3T-PY6j3=jCCv+%2T0mZhd3j;7F40lvFg3Ip#JfioIYobQyg?8p}<^T+)F}V zQlqsE$APaZm>5m@szaN1c>!BWt~Wi`tlA=FvECD?*Uvr8bt=TzU!8P2RL9^AK9m0Y zTVymI4{D_ZH+M z{&FB$6Pz5r4SC%H-wQZ94R>hBrrEVRin5_XG(k_m}~XBLo)f&AMO z=c_2XJoXOv!oOIEyr~CFE+vQzYMapLl*_^Qe#-b&Z)n-*5xP#`W0`%d)jnp7jMT8L zMz6wT)NC){buq)TX?*~vWz;}0keAt&uh4{qD2k%ZKHuy533<%yCL`BHO4+mM+n=Wq z8DO{cSLF)c`gx;zkg?q??R z88 zDt`s&s<;b;L5c_|0sh(4u`SFLw1Qs3ApBBCH|iY&%>V}h1$*Wpx?r@(`SH5GlKVQL z9N_b?@`Kl9X3y)`qLYp2qBiU3WPIKJ^G1aNCrWw)X5vb|G0IFJxfZwA_p-yvmagk) zo-?9G@8YRYkk+Ob4~4Q|MfGO)k~ji%0HrGaZ~ox8Z9)|lB-1~vGK!EP2^8xVz=X?-PwuYJRdANsi?{V zUaEYZ60WYUY#OA^`XATqYNTc=@w17wUEo580nR?Of%u7v$0eA07*mYyyAY5@ zskbANEO3o9w;E0)aboQJ@#AVVmO?`l4`lz&dMx69^~&e`4I>(?2Bc4s;bN7&#C|LK zq8}r21~O!MN-6C?i$rIk$5Lj0*pwaa?mfhVf+o^HOO>H^$H<=M!@OG_5NM24l}qQA zt@ADCvxKi@VZWP6|1KQBkP~0+dO0cNzU9 zNhNHTAUv1hSC+e$-xT-#wbAOweEKhV{@MHYlIEIxuu{nmX%Cf%f-L(fdAiI}j8*h+1Y-FmL33&&qsms3MUUApX?1vH}=NKSKa0#Oz%P`kW8}nbbJrcTJvZwa6*{R z_bwl`E1$KIB zyZuCBpDAaKhe{Q6z0Xa9+Jxng)3Q3$c!?$2cj>Wtl0TanxN3UTk&V}3gZ@`S|JZoz z|CNocb{KxKTW=50C{Pr7?opweqvdZPbh6E^wU?CfN7d;>Rez(#+^M$tr^7d4(SHK; z6kG(W9^OCX6C8sog#$#45A!2}02&l}{dsE*u*Nv^ZGDN|mas+d_p}n&dMA$UMY3|t z_FWEin?RCb)9ZMP-P_QBT94`|d2y3Ch%bJHF2yfg9Gqxs_UiCf2FpY@d}MdV&QiAE zLf7CQ1rT`cnn;ul%#NE?Q~xfak|Y1JxXQ5yh2dM^27soOqd zksia>emG{2MDr%iHrr2`BUOf-b!wqwcQ)vd;VPFVpLsPDhZ=qy8ohL=s&sqvv2S&PU^Kwl>*((pCnw+i9Jk7kgbAb(jT}qw>{j$ z1HaiHeInfOeIWm0VYMvap0ESCU>49!w`(=}W9dZ<4*Fdl4on%F-QMg`aR~ypT8f4> zk&pOV;>cskN#@&1_B$LO{a2TIoo*wq#cN!D(`sY;Y-cyHa?qY*v-if-!YO5@XaxVlu{@SpEnGSvnrn1~EhL-_tXa)Fpy8v+&eDI=bCUJ@sWSTZiwB2QHF zp_~cL>4I3&6aphd7ucJD8QiPO$3f71p-3!5_-n8<1Q1Ub7qzm)o%=HGZJ-r3g9G@a z2~88w4+iL{^3y?_vu7k-rY3Xlcg>mqq09BnSgT<7%>)nxMEHGpQh}SLlZE|Gf&maF zu3(XE+KpAZ=)di6c$zQ6vS(+@@>{&wck-b zQ(W2lIKh@A!^j|=Dfydv9ayDEJE-oeSsh^F*$5iQ*|23{T!G`r)EsOyOt@`}OY{xJK}Gt75-83K zBo{>iD{)8SmkZQjs%dvfTBlV}aQQXmna!e?N@b#i4{8e)(IWc2MwL#J{q(YcC@VV? zbbtYui0DV=`ty8oo%e$smq2q8Zt3NYLdDiKr#qJz+(`qVqt|q3)wacBa)KHeVT{qY z^N{`Br{l0`aKU67P-jEP?6IBIn@CifW|wZdpT+$X`fU9kD%*XPc4a2K52;`w#0S0# z=b`%O2X+M)8UGBvrto_Z`#rj;27i~#6e;A^z1Vzn2;E4=c34=U>6%t3{xDnn76c`> zeL)8Yj5mRtlW+W6eW>rZ217?H;vp;Qq%2r$@#p@>jFga*=3lW6tl2o(g@nbGa__DPo{2D_Ch+qd4&ot~?Y zKG!+h_xDz7ZJ#R}PeC*9$1T_6S>C&x4$oQsrSUkN)A6*U5>+%rJDP7=x;8Zu#DsHN z^hC=p-daoUl(DGl+Fr*JN1Z`zO#M)v2EAv7SDpLu{9Z9QFecr*QPlbE7peZ} ztN`;)gqa4S8kIJe5_Ab}#)j`+q%u1S61(1LcvPajv?zLQK2@RvEnwqloowj|)x(HO za1bgAXZuCwFJLc4DGuLGVZ4f!S_y8(7RpoAr@|PxL18CBRQc=9=McHOKe2pMR%os-bqtgAIZz^F#uXLp8867Tv;_6~Yugz|mC2 zcSw@x^$L+i=^8%u6v#kFAV7a1XGbP40;RioCdm-Wbur8Z0bZXl3)a!nc!Fe93^ z-uTjAm@~|YUCzGjnDKpp1ZF%fL8w{DKv=BAS{FqVbiwJMn7Qq5dF(8%D4BNe={!wA zNtNd8vt0L!y@!`ubyx9m_uZV|`=@jUai9H^tNx#vi#dU&3KcpJrpwVtQ{|%8*8R5b z`uz&(fF^UBx4$VF*fG%h`Z+qG!}bhS=MddNI_hMo@)Unyr$O3cks38pu7843au#EQ zgBY5mt&~?7sA1=Z8mcA!{DS>^L>eZmzE&W@v&@3R*ce)DmNtmEwbEH3w!%)5cs>T% zg;*A?uDrK&ShF(ES^D>UK3>Shv-3FNHGiB8OV>|-98Hhb`6m=hj`(lJzR>dkGbsLK>_ZMIs2G z(!Ax6JaTTV-6W&d;gfx$rg2#>C2ClqvC<(sgET}eT{r_S1CB9Cg=5wHW$1Ko&)-hT zn4cpzmaC1zbttJ!t%#8$donfevcT~)C3K8fZ*i&RF?B_;!CGB_kB`F~d!xCwA0_$s z@mRR*@SpGLhFv~(1nq-~s-^92|BBdjprA>> zxDl4j@X0SHwhpIcV{QMfDNF|=Z9XB%7+mNSmDzBc)WvomMUI3~Emi~Fo94;+MP03- zkXjL&L=9VpTJ1W2NOq%8{ln%q_l0pkDvMX^j=z*kQA$c`wbn4^C0H>89Zaak0odrA zzOw*j6hc;Ec35h=wRmxO)^)T*S& zMuAt4>>O09z!Yl%?DMT3mU;P-UQO_dTVU0uErqH1JniK1Kc1Ufv!wxzJerAlGU22< zgFi3hl>6%4&&o8ZYjnCiIPGE@PxoYou}zkY*49RDPa)<)i+Mbpu60t4FcAQgO4_!e z8Ym~^pka_G0G?ziIn{EV67-Zl8H&|K`m7>_p=L4Y3T9QQ=EZ2yW!S{iCQK9xEDIUq zit?>&p_Jl|D$GC!4L9(Ypuq?>#MISY(NmdYY9K3eC2GNaJ}p%?5F?CWEC; zZoyG=w(+Sk_fB+Xc?I7?Spk0|F199h!-E!1fex)*Kz0iEw=J(xTq~!EewLenucv?| zxR*SIw-6E;@oI0}aoyu67%*ZU9+b2;w`@IBH8MuA12R1xvb=V!KV_5B%ZZMBHWHw{ zB`9d~K_HC0GOrabRhY&lDCF3udK}mFr{9?LBS%AeMJRIS!uR)jx}L%Ty)x=QPZEd- zh+?QZ#R@MYh<`11Ic)M;)#>)w>hcMWnl2|5IGUgA{>euw*Fb=NSG+k=p_xYNJs&wU zMHVnm(~Z)2OkLJlECKc3g~!`JX%8@o9^66$ERNZYV4x0Xqtr-rUOzBq4pP^qfu$Ug zqm}kX%8DZ_Nyacn6jja{qM_izI7gD+X0)}3^uOln}8aX zd0zM+t=mD7Wx3&!7Zs-Gak1L@VLm5#pG9c9DGXY);#eAz#VYHW>KfqRp(<(t!=v;} zm!l* z3~8b1wGTlk9oau?@H9I#C&N}9WS2Bg@jYlqe&{$C1#Z<;u|=W)7YX}^Lumf;<3`39 zuCPzZU{xSerZMklV0hJ$m{n#WjY?_Gsw-7iBDi5x2?maL?o_83-Je)g_7pfh7@HDF zwsg0PmbD#VP0jxH23V<u=kdB8d~=-H&0b9 zSS?KIao8qAf`(lGbgAG>dHg&|iqq=%JZ!<{Zb^5o*qikz>rRahW6&S1x9u#gD6eTr zYgy7^vGu9-^(x_ez_Uu>Qx^H)PNRnMhhRF#c@IMqL2#-xNmW~BUj5T7)M>kW0-}C* zR<2+%8wrJYO{(HN&p{E)Q8Jl|Sga~5f>QI7IhX|>JYGu#W;u|g>?06?2PD3FAoK{! z*$e~SnN0pH9B@LOftFHzBYFldx13=T1_&nNQ?5%EV3OQ-mSuJZhqH*yJhijh+bS(D zi765w`1Q03q*_*1)dH}nxDXZN1ow4Qhi!PyiNzbe1eB(#JSR{^3r5IgehFqgpvxVl zVu*I9i$$Kuo!+jlC_}qoaZ+F{%v%?M^P#jKFoi1VYS&1hXG7=na`_kXAJ9Xkgv|;C zn0l26^J7g~_-_bA6fw(Ds#n;T_4K$t?Py%Z_`d*d{=m=bxEKJQ9*_9|3yHr|nE@i5jgv@K6)XLVv9UNJnRFnkJxQbiCGv(MC-SH>5&4sg zwkOecC0b+{+a&Yla-~q#YP4eYV(6z|BplZBAe7FB z*A0*nl`^&HaY)LN;vIw;NVGNbf*hIxRCF*($%`Slw0n%u)LXuO-g9+MS(Dhz?0z0( zwnEv3K_2X=)3l$PD=Y2~E85zBX9SGDEqr=SoDR|bZksf3DO!l&mM9UC@2b;0Lcc>r zy;ZtB1cL*caAUY;Ks9X%jc+#Jnrp~_)^MGF7FTi*6su5BzLsYKy^FS zA>yU2#b&Fk)&>nAugbUEyK9(Nu7;?}W+}x#$N1#x+`w;=b~}&o@nqd;Uj073+koxL)kn z%3m8uI&?cr!ALsAN~SYXXDV+c4RLU?(B53xZ_?>fG4p7omDYRKRKcM_Y*Fmqa#M>% z^ifbWEOE(c*&2&Yi_y^TK804_z!i%(@7v1q)ww@hk1o5#0v{#J{*>8#~a;=BkSP_%)wa6Q9zWJ09usK z1~=A_#gq#eqin!0lPxTuJj$StLps8tlJ22SK8Fn1j^{BByuOGA@<^>sWNNy zpnUPmWqc(FwaNWVtJ~R0r{3d?yKj57kpk=VPruC+`XEQg@lF?)W}neHm4nz{d&I=i}2gV92TRV8xW=nSYnAmhYugB zg4H%~hCG7DLf(hDs|u9b#3dIIcS6*7sA6U;q|{XIfTze)cGkGPX)B0PLt-zn<)5>Kg#?_dCw$gwr}sdF%hv}G%srv} z-R0%>u)JEg7z;Da@5BGGY3>pik0IZ4ZzCps7@25`02Wd&r^}_ng~`mbwav2`azkXz z^1^N7?58w~(lQ;(Ck?CZYwg*~9`hy6CvBCiuCi^>v>(*+$u|@h7y^BWSX5X08^=&L zsmOYnOvE8&hi(R7XB|5!d%`?(eF{JcK%0+Z%?-s57lJ(U`mqXg5gQv$T5yhGtCfXq z&o{rS5&qG#h4(BAsdTO-ui8OXQ$y^|MyG47;&H1Su6IEF2B_qvES}@%OL~5 z(~%nqZ+rWK8cthY54MeC`i9hO(}{NJmO6oN*yq@vo{Z=gW%Y@_;_9;}DVY~jF^jj@ z>yewfJ5B3xME`xp0#f}rtat6VmOne+S4ZLpro>Eym{~KXk4ujSl*zS_wsX!=ikYo4 z`((M4QB;a~YJ&<9U~)+m3``Lj911mBbsc^MI04!00-s(xkKQr8(8S-1N^4pIDDDo_ z`HP~~JK5LV+(xCPpWeW~w^q;}xD*C*W5H9Qi5kzJt@kE#mrP^3U$^|~izlU!q%R)n z0VIe@R^it|?gK2hSnf(raX1mdT(Lme8$4&V6d5s7dgaUdOa^unf|N?t#&?02_8jXU zh|_w}+}<;=5C-I8h&wzMRVHbKb<`NwoW4^x2E817T-o#p7PtO8CclW?7#v9!+zfty zKmL3pG8@Z?Vd7&(gO7_xk|G!Fo6DIkSudtfifrQ;@&E3)zyzq@omB;MYGw%yB_Rbe59;29=IB0U#Isnz8(`X z>1C-M#-r?jBrco27|{$-Bp;nopv-b}#RGN7On2&4c_E_Lq4T;M5u-{`wo2I%nZ0Vc znOP5WVMUiI7whxh9Z93E;k8+5EXp$lMf=2E#b;%h;Id?0RdXd%qtNnT=o$|KBWfXx zb!lSJ3JWT-9B9uceo6?IWHt0kwF(!3!}V~8@nFuyRq8t*fAc!qL$8uwd@I$ykfz z7qMtbnJjy@g)I$BzX{@Bt6c$0OaAoAJpLEIMwGl!+T?(Eupo2xVuzZBqa!2*OivOt zW_Zh(gbt?Znn5PD5DnYOS{%BFbF9)79Tv=Aaro?*1mbwWo|klwAU%q-c2z9ys|!}k-&svlBL`X)2E8l; zTMo`-r8q1C%V!_*q}62{*Z!Qg2O_W6jT+#V|A(*1I*&9o8QV#|D9Kf;?cm*6SXf<5 zjvOP)>>U9Vp8sULMJajruw|%_JDJjC(FX31K+%FS7##AlGN;+S>63mI01nq+h_=*0XYYQ!?`wY;wn6vbRLZQaUY+UqvF@yU6*@tT znAff@J#o=^Y#JxI=+`lCdV+(Ko1eJ*F75Xc2~(!a9BqhT|2A?GIq>1d6Lh`Ymi+D5 zx*J{JM(UdaIuZVU>U~-`G-;_n$#%G0@6QNubgT5NSy za&-(pk7K1Nf8!7&fO}gv;WjpbshFUp`2KwiJA1Q^5eT$^gW2mc@* z;n33}CE=vOLTGC@FJQ@%i;qLZta0N#;b>!&vl4spYx=!(SM@{q99cqH*LCrB|Cj4a zNZ20}J3ES#yGEEUT2!0(F)`6TizcUvet>NscVJFDLmIpkBR`qzgK|qY9p!ZCe=Gb+ z4K^BCLEY&}>*&YQ7@rNffr^Sf&Wid2R!c|n|NC8jn( znJrxo0u`9q#`!1s#AQBbmc~7H-?Ib9>h~RQD>sjqm{NbCD<^?(kpB4xDs(4^%`Hw+ z?i2@B>Jo>J0|u&0I8=i)@KPI6w&XbSEtJ~ntY(&m(ntSx$8IDliz^@=r}O2WqzB$# zM_CyeqF6>*=!HTGf#8UBoQ-m}eN?##I3(Fdtk#1H%5N!zxp<-%6j;muH)%T%hjKXB z)K@%xA){J^%Fa84aZhE9ea54>K%84FZHPZP7Q)RIUEqQx8-#(p zdKTt;9pK>yKi-MaHN+~Nv@crO}QbXdS@01{+VN55Mw3sRzIdr+stv+b0j})A=09%lDlz9S9OJz1Vp|0@^tHLBB zdsck76>!No5P$!L>AzrS22-g&rtX=~A%?66fllIa6N{UhQ*4x6z54<(2pIt{z+YA0 zEB*II_Ky^K%jxMBG8}&@NstuL8A;U?)o0_lv-aA=o0a8E_RN}0W-~L{BfBme7T0Wn zRaj>GiJh*Gig3cBNsClpC-UWWU5fa-g&KY_J64Q3a%*IE?nvE?i{+i zySp8_ySr-$8M;eBKtho2?vM^?MClSGrNQ&?e(RjI&Odl&?%Mm>SF|QyA9+Z;zi2`o z$2$*tKDB$>xMaX3;ft9*q4va;$Ywd%PA*uer#-~?-`nCV)sN1&1hXid2l7KH?&!!f z4XW$DoJb-Ql=$~_HI-s%aJEpUY8a~Su4rM0evk|=PS4GVW|OIdY|&yN-Yy%Ceqb>X z_ji0e!NhB-g3pKT0Dhrs{{~!5IT$*4r1>ul5&iZ~w#L3W8kZSyIz|P=)FJ1dd%2U_kFu)FJf+@ zz4@~lJk7rn0t6R_18#=r(?Ig=_rSw~*D86HG4}W)n@PIq-eE{XA_Nu2b~rPWH+H;L z$Wlx~vO@RJJ0>kHt>@8CWFPjn$*`iyegr(x)W+Fk{qJjJ?{i(>pOPZ``cLCOaWTf8 zwm(Y>d>33GcXy3v6e?ZkI1oOZCpu5(CcEU3kpJ;Sb~_8*P*jiE#{5CdA7A#8^q$L( zGOLOR@Ady4r3SuxbSosWY;I*MYCz%m^z`XrrEexWH~6gQcJ}3T7I6RBSaye5VN`qt>)gM1`K5rj1#GjyRhVu5v%+ShQ--%q!7bK zxesa;YwGad02G<6JUCdqs&>1hjJIbSvxceUg-bt{6*erE@dLM4J^e?$ZzD)P?w6nw z-@#w>oxfGyU-upFk0Ji&K05I}`oE`tiwTEIVM-fTNRqOm&hm2{!V)%M9j|Hjx9V+! zJf{H04JsZ5(-1&~_WQthx~dA>BjOmA`8%to?AIF@NF$a#)Rb-S5=>v|)2THP41_Wf zY1)cOxaa7)1Z@>6dRM0X%_$7HtU7q4YQIVnGRRX~P{;T~+F z>9z{Bk|$uO!?(u0+`s2hnvK0jgIAizPFJh~-_9gkE-JriindgC zj2B?oe$#NE2XnPse;u0sNCPs0CC6Hkwjz?FJByPl*xnJ!VtEiMcUY)7>n^tC_=D(T(Qc|ApAPSAtmx zb%3OpdzD05f&`Ql_wnR{anZ9L!4FL4tuNQ|o7$qH20Lnz11}*GO~JPbhabHER64ID zCnjgHxqOF!x%N_|W%oqDxwT&q(*dlsjx<4gnfhEsx}U8ftZb2Q-=;poEWVNpVEC>W z|F|S9zXcMi^G?a5q^~|vJs(9;J#7JP@=@)zM><%tjymGNPrDM+Ns(nA1VNZ1)F&h* zv*FF%P82^4pwJYuB=T%!U+)dQuB<3DY;3+d^_~1QuO}i*d;x!IazBh`5C-IMV8BBF zDt#-SrirkS&=FPucx~8nd6i>=z&^`?{ZCmJTw-HX5(RJD#=H3$paBLH*xYrQPX6I) z#>7lt3~C-;J!kmL?Cw;yg#)($^L$Cs`^E%x$$?`Al=PP@$V>=R1u@4kxTJkLu0dcC zr!bqJk1v;;gjwXi#FPz5MuL$P*$)6yE|1(lirr@tFxENUA}Ugv zEW3lL5=K^$-2X-PfLSTusoS1Uvb14Fi-Hg{-m<%i-~%uM4gHikPzG4cyq;`fT>@WS zxhWj02bR{46^Frp0ZeX2_^{skY;F$wN=j2`J6cymI0nk|z2tGhFA<$%QJpj6q8cZ) zY8cmc5lc2>L@wDng^QF=#OP+Afp+_*L{?nj>`46loKEwj_m8~E?3M?(sKxGr>3i}J zb{fBQl$a1WS){RaX$>#*m?&b7<|Nz-(JJ3>AAWt!B))Mo=q2J$E}hZP!Sh#teOb|A zy)j^{ho@RdD|;krt>p_~k6wBW7$q99q3l7kz!*@)(kGR^Ke<>kY8HfLz`%9gARlqk zUtOAvOq{PaTwcD4W#?fbkJwV(Hx6MXtnfw@^C0!qRq1B2z0u@zkYIr2*9H1-*vYO-WXG@9xgKzM?O1FG z@jpsH-BK`9bP;k#A8Xu0f4%K{SSl0`&c)79qQ8@#%_lrM3po_6?j1FjZA8$2LC_{< z(Iz3?=W(9M&79t81mtlzye*&%bz>UIF*u=^ugR{DAA@%8|Ni1UF&k{{p&J=Q#tUQL zph|9QY4IN}nF`t#QhbMp;(+f~$RX0WotPS@jhN&-@Y&V!`#l#LtgJ5b>)J-r0Beh2 zP^?Rcq=_z0MTcYlxV|FsFrSi+nS&nrDKqY38mQKL`x!Ap$s})~6;m_cKa0W^)fotM zNxLqWxT3JcO<0kqlCa;|)l1XO%gs~G;74`cqD#K)l~0=aYAe3`sY}^-YExul(M252 zgp0)Z>+^|DY=YU=ZKjJL<#fFA~@^co0tfu#d}J33^?U1Z>u97 zc?_D;FJE-jcw;_yW)9n64%AfHPw(p?GZ8N(8m*9&I7OmxtC?9ono_ZrTnyMW<$?KT z3VqQr%Xsdm-zSg>0v=E6tog<~KcqhX9Dh`isAD|2jeft&KHxETgTK}}Llze;M7l8Z z`KoqFq6^GLtc*v-dg<2$WZu1b>F`J`RKczRqVSCsr1aG&+Ib z039HbAr;pd?jr`ba9jiJ4H7Seq}!rf*@ftjRlyc+1lBw76scVQ@H8E{>$6g$N)5U= z0qncjGcew7`|Ed`|CUlU$5m2n5wUJ^P9eK{H4y}7rze_OXV1S2O_82*`W`;~$%ZS| zG5_p>Gy%Y1l$ay$H#TV1w`m0`bgzS+K8W?V_7>tUGs^0cmySfLqO+z63OD(dri~v=IH)j2AYnh}`Ulc1HOl-@$)J0cYqX@hDf?@pGc4F8<5nP8PUj;0?KFl?@9L z8drCw1y-h?nv3zZ$of#7ozEhVq%a$eGH4Qib8`bI3~j%atFt-Y1I#cec{X@g2q*Ft zjAmrDOv65J$4+2}pbYL3b8xNUrKqZrST&AF(aag9!{uD(!1F{aM4u~n*H`f^ra-Qohh1QaoN@HJYy5#4ilTHATIv4U31pplI z`k$2a=39i%_0a4B;i-jpM#N%PZ;;X8exj74@Yyq_spZj_)qU_uf6-u~TKM4ipy1$1x zJtgu8Y#FV0VAlhdk><;d@Fa?v$4h0J#kwCR;`5KjPubJfSwJJBlBKPvhpj&qkS3sM zqNtW7?8ugdFz=>DgAQ9K27GVR`7aYTl>5l!=Ya)!X7BKD$uR@8Y5JdSJ-=N65)$L9 z5#ECsu5}U6qg8)R@jQ zA@oZaJTAza-Doo1SS0db<-=!ucoY5nqb{$6rFpXy|1Ar1iI2%3*uYl5@q0*GAppbg z_H7zXJ+AbfKw2@+ZVLL2PcVgA1&YL>2r z7k6vpYW3iZe(46bQ7-rv;vwjJvT(9G7RZVt!|N|q$1xC=P|Db+S17HBI6&;bxJ}cy z(J6fbImyWV0&E_?JvhiP3c(ih2Fe{`(fELhmvWU2TGVwbW0@Ex^!V$KV@`0#n-o)r zuJ1K{SBSZFX_`Fl7O?N-li$Nrp??dId_LCnc4;AIA|~+(Am-R;b+s-*2Sz0*Fz?|K z_AbV#!p{eg@(vR^ykG7QKl-gZ(%YGFl~2*7hz&ZqR(}MN6TOJ>>?V$mn1=K}KzlrQ z719CRD=`Bjo5K_}Gj6neU?;5&A&UhLrM;SU=c_#Y2)-e$sY7lFxW_jYHXh$fTiNF` z1R?9Y%@32#RF$N40|sJ@V3jl*mP{2z0k?HCkB~z%4;5YK;=b_5o!SE(?xBt(^$P~6 z1L?U@k6{=ER~@L8L;SU}^?WqAf*udzu%zU{Q1y-PRju;N=#Y{H%>&PVXEhOD$j#A>?t!T7$J^bt4yzAJl#-$b$q*O zo$~zi-!l~O<~*Xr>o8 zwCJ^)@!kvkAthEZ^*dgpaMj>x;w9uX@?&<84fUsGw{4V6O6_#|GbD4GP^H*^Q3dCyuP7d z4U`Lk#L|F4l%aW9yfP)I-dCt0F~Ym+OAzCRkyt}_n@s7t9!OK;6X0Z7&}1cq>76HqnZ@8>jSP=@dfBoByL#mA!aZWB{`B%q^o zCde~Qbqe@g5|O9IkU>>T6A1JxQJy*x=cTPC5-{f?qNWExd@wZ;ZZ0l9_2JaS=al56 zZpTOH@}mA{lM;P_kG0~VZ@cY6#kARi6`x)bO}{D(xr)20iih#Tehne=b)uVWP(_zm z>XA*FA>%$l=W;EqFq05n+(>-*7KA@oy&}TY2FX4_mN?)F=>C z{4i3UpNnjRno~cW6eZ6^vh4D&V01AclS?zeCi9Wa$E$sozVrHpeEDICjyA^V4eFkX zZxI$d(r{@38cfANJXFXc4Oe-jxW1qNi`6n$LshP9uM-~(IR}m1ovf1NWRwNRCQ`kw z+Jv#JIOFsLF?YsbV^J<2gQF&!QE`i9OZNePU2!Ev_|ruK5$6Fu><6Yh4RCd{zmhim7?`dR(5Xp_Z}-HY6qO^BAa@drNK6FaeQD50=VGKgP}WxC@V}nm|zwJA+1M zzcD_7S-R4fNxcR?mw_r8m9$@G6Gg5WR5QglyZo0BH6rRr0qsy;mYh^Tja&N-1$L4N zz}I<0Zj~G2eN;HF(sy^MWNJy{U0M|J6@*C3F&{Zcj8M)}q@+lqS3={7B5mcc1>0Xq zxfsGs`uXyHL7!7?Aen#FPN+$z1^7{oduzsdg}&8o|sHfH#z(-b*dk@>?9J~D&!IW0Eok6M*N>6rtRFwjJe$vB zCo2?w_5Rjr3MCYOoLdyD$UbqB+(LEpe)YNz^R)E#!{UUn2(vb_~zC~|Yy zTp+$8KL)2nhdo@l1gYUUdiE1A3AY1NeVhSgTuAC2dX54t=+1!-G43cb0+|BY%b&Ii zV=K;~UIybNnR*Vzfa_OH6o+VuJcjEqb%8mu7nBq`y@)%mIG2wm2_{NVru$;El<~?L|b_-6XT568sd~Cg*bM65{WNv-W zH)QVJX>09Md$xvu0mSH`9}a6SB!|;n12$bdY@Jqv)CIqqu$$pL5AStOA$b-!8+>On z5rL!T_;AU-#eC;6Ov7xB&7sWTN-C<*8b7c$R7!4!dm5U{=QCdMqy4Q)WVY&k+@f*w zUL6Pm&CKT@Wq5=8CRzhI2h0S|@G|cs{0l1i?|Wg-#;vL6{(}SCM>WcGF!SWhNXaz2 zI>kIVVTFikHE@IZK6Eh#qCFj#7rHf|LN2Fir9LGw`6;wSh3_Qo)0g>nPdb!jgQ@0O zXA0`iJSU&4YT_k~@RS)Ynn_l+%CljM;qGOAwIf>DeUvYQEg=p(I(Z)&))Xeg8liQs zFpzdI4O(-o*{elPt*~Qv5x|NgEr}Q|fyTK-z-F*~DRZutV^tQzt5F(i3Rwyi4N$zR zLQ^ax2-2D7w|03de#z|qLN_jAo7yn{6y_BTaelA-KF`7q#1;;5WC=BF9 z;vs6fR5*x2iP}Vax)cCk{HIno(f8k733#F4;WKB|VWXXf&tt!A&^oO0cB|k{ng-nb z)s9CPc^?PktZ<#BOfbfz--l-N2bAbgInrd2tFK5c;2XvvTcMP~W=ymO9nG|FYL)Hb zcPz&yIgBgenaF&K@?g1d!4YmUNmZTGlKOSX;y7I`Orui{Z6U>m%{f>!$(ulL!KaA> z&3#s4h|@23CuVn2V@Wp7xcrifADKc-<=0yqvQ!L;>^EL1A)za;;vn1t)uhJ8U`Vey z*a*qLTu}YH0MJk-Jok>Llz(?v*`$_5)!+sQ-@?EyZoir35^fXNW0q?gK|;0iVj_-W zsFOZ9br^9c?Uex|#_=s+O*ut>?X9UVf#1{+mgJP_!9Q9eA`m+n5#~hyFjBIE!xX9G zPyJ9?@hWK#Y|lAdZ2CGwae9q(Mjb=R(i!jQ{#b29q+iewvv8KY^`C8wxKPBQ2DRF$ zzTcv;t*+C(2bYsZ8w%bX&uK~nRG90IU0uP-aVXeFzga=F#p&;|mJGPxm(si4>{=C< zIq2B5dwfKk)y4ba-JU~+Ek(jD}&P0Rh6|^`56xA zCi;n_hh>VQY6qa2{E2j0)Ed<3s`DNUA{OoE$jA4CTI48~!Nlb=AqZXs5%UJ?v?;{Jis-A+ zk9jK>WA{Jz_N`{V`*}6y6<_RfPV_h`spK~i|_@^8TK;~;o{==O@-gC%eA@#Th87z(vsRiYqf z*pSa>9i4M&7$a(tuVvV!@JvD&b2Tc>pJ`aMZQsQ3V0$Ak@04vN;d_{Zve#~JQ~;^qN6WYM@v4Ut}*-pE)K*l`5~2nyu%`+C)0WUt0Fct zHFw7gJBsSt&}^e6tNGWYL~e29$stTcYmg@2d#pd-1v?!l2foy<&gHKX-4NWpNlZ%2 zN@%cE%^tJzoKiZi?>g&w_kfBBiLn~cZEY|G@0hU>eipiUOq+nUM`nSX@gFc`jdXGm z_Dos@o32hYI)}jHae$77ljyN)mQwReT9kHi!mKl;G16-P&U^6-WuaVecH)+xd$Dq- zwJEzT=|AY@Imc1+G30MmA|93dVuLy|sh!^7Q1Jm$hll>WDlPtP)fe2iFtEBZ>hKiO z4Da^7^og0R#YgjIh=K5!Nx386W+BnoUEbkTa4SsV$O^hsmb%X8f^P;5IEcvuv{pwj zNv|N4UDrE-rHDokon>nB7nFmS6P-r5Ut@J(Tko_;3kry?fC zJ0!^wYW}Q?jTm-akxlYq{nKVaSA@f}14aTKlh;n#^6SKpsP6?}Gig~j{e=vM*tH01 z72IF>3-L6eRyZf6I$2tKC)7@QpwAhk`fDXov1RcGjVzu+9Q-__c~8#gI35v0Q|$#E7XCns32t$G8Jkm z7Wa3FE%IfDs1Mom>0->A92fp^z$4<#CMB=w-8e@=O8@Y0(kynFF%&A*7%5(Y6*S3< zjy(>T4FoFmFqhoHv@~Rn5eN-T$bexVnTg6LcdnN#8P?;@s)3DZNw%bj71Vn%iOG!F z{dbCr3OaNhI=y>n1mvrm8|LKO0VmG2;Gg(p&W?5re%VRzRAF~G-E4Yz<%|k6%jm6> zuinbd^i@E}-1EuVzn8P7a%FOMFbg@}Kz1yU*D=hhFtu0OG$Zn*t&J!ui%)M_4^$)f zDZP*-lC(vw;tFi zGR>( zoN)dlZ3pB2i{T7`5k(}+jNdXmXwgbJl|_!+hJ?o$w=dg#j^m~)++jkgCOH_8+D#uo zEP>>DC%sEt4@6joFgF4qYJER80HVTvnNyCB!igdoU^9hnYmm9yp3%I5D(49dAR|CQ zB*}z@Wg8i)Y`8%Zp1ASCgQmH2*u$&bR?A;g@nX>oJyqc?DU}WI_BpsPwX{4Um58Rr z7vt``)yx~>V`Lb_^Cyz`f3sZ$CHU!bb=piGY-+l#`@D?U`}x1CUMLzH&;E^lgBr$p z(7vT4dNswnR{HKkgFKia)=>swJ7S<{AQ15&z>rI4Adf_2k#idmk6QQ=zYxcwjmLL^ zg?BW*#gh#F4@xzEg;K+Rxe?}nE56(%yFvgk>e6?VK}X&nAHM@$n-W2a26DU>1DZFI zcTtiS5VT~xL@W^*orT|)nRB9-?P{1KHj(Cz6H=d$G%br#DRDf$M%wtal^$}CBNy8j zUw5ms5Tbk9qO9V?Znbo?eHs1BpMT03;6lwou=CR2IQ<@pGVo~)FvxWs_oS)g*J{lu z>!!d0iP>@zD7HUcPLf=HGUJjycii?FXfN*VCuFFP623B}huPvaxNE5kO`1j#CU*Y4 z-l7)0LkLxlnwPc8tX!zqF_tC!k8~0k`8o!Y=cmX@w^EziZg?cO#+XVC_+|WaBE{F> zP~!2l$t7g0&KsVK{vvNSL;*4M2!UIrl=mQek2(xrL=u><&O?pigT^LQkEwl0k#W1d zVlx;BsXT_OSVi|EBjJDx@a@+P%5dt1orIg~-qnALy0c~>^Btz9%SYg|MtSv5QO6F{ zI9LKrWjya6xUvo=zSP=`awEQy^d7t9z<|meLqgP`*-#O_Hbm^F|SOCquJHDn8K7R zq~7P>?&15a<^v={xiL@GIh1LbDdxXv^%HT0uE(NP^v?&rmVtR`(=tUcI`qw)USvR0 z5k;<|@hBKuYcA#P9_CEs@q)M46lw@`6m+sTQCJcI6Z!h4n`t3o!N$Q%?@2B)yC<`$ z&Q=LyCttO*u_X$*u&0IOas~kYjZzwi{S6xvz5%%;Yz;S76LHf`XQ&X#e=i-ZW!K$2o|0JLEob&JY4lHt?5@xbOKRPjg2n4 z;Ilfa?z zrv$k{QrOA#-q_v2@W#flJb~?L(U35?HgdYI z{hl&&vgCX^7q*qBc5$Unumf}Z@N`k_x2=C?Yk5QsFJhx1;=!XK`YX|xlas3l4^CeU zFHndg-u@<8@A!19`R@*csIcP%W5wiVF7y@*GN)ahX8v&O(%I6~VpI8z4`q+;2u3`5 zSVnD6@1jD5nk0Yq|3ABa`B%mtB(m(mwUfha1B4@REU!le=0Ebs3*nW@v zW6)^^wP)NV$nRVzE5?+=rHds#L*u6A&B(#{RgV)IsYKtpceh%(LSy({TCff3z42o!6^`ne8e| zIR|<&tPjH=&crKqul+LP--`!XVm%8z3vRH`5dGZ@NC}VOsP5k2SsPSAxWXr8G(m zVkJ!?iCb^~xZ2jY+a)?rSPZrMq0hmg3`r4lPl;PuTbGa3@36Y(?9ONXdwfP(?^>Vj zwXi*#dHlCE%4%IayXke+*Ry;3^QCL0&yr8v?!MZ`Zgm&UxUguXmS1VYeVRSqbdDVQFKRFMg#TXXD<}TGAxIlG7YVI0!JQnvAM=`Z0;Q6*8aZA z`-}j7z&9%!hDrekLVSf5HgpG8>sjZ9rjI{a4psNl$1aV~;j%*H$4H2O@Mcq}5RMHt z%-H-eZ_aiJwEH(Fb!JOchnh3CKFCeZS8Ne2Te;Q^I<$GV?0YwTPR>YtPS{9i*;>jf z%;tg1sL4(s7)bKp&5!VU^ApPP8{o^h5FNB^`9w}PeyS)8I@zWACzOzqJ3i@|^6_bp zaqYQ!2b!aFN_H?2hcy~tWj1K5qJjac9OrUU+=1+_QYO%K3DZuz_Xj8QwOT8>A2!wo zP^YuQ3*m$qpWOiHm}%Sg_dhpY48n=QY{bX}s56bWsvGOZ3X1QR>hT5Ax*(+AVuS~X zmHy~(^MA8bVV}bIZxnm3BLB+PsyaCS#}XtRq}(zm)t*p+-9Vf_ie1| z${BId*)7Mua%HT_;(a4drtUW(=07GJgX&-3xqOs#SQ{|u&DBUL^QJ=(J-kp*!IYJw z2==24*lDom=sPJHQH?^vI(5K&w|Wo4M&%tPN{S_~&|~_X*JstR<)v*#v=XiNtAO}p zBbdxxjJtgEf9vW5+%mdJU%Pt=o8VZZH%%L?nb3xmKb+m&wDnQ=qmjFimftoqirb^6 zBMPF2f{I&OvhXrr0GrMGzjfi_nrT=9bKS8e2NP(m!+YpfEOsn)q^gkU>EsvNE}M#P zmGgVxhG+z9VYauo0%sdp55J={&3(oZHa9P}w}00_!5v#3pT2ydBTV3uWF|#Hijok0 zPesM6gX=@>Uz>#R35GlRKjwG<3UE}qqeozihVS~pk<{gNS>k_Qajz|$#~RP^x__aM zH=e}w#v7J%*!6aR?nvcASSZ!zyX~oR&@Y4t<(l|6xfZks2@$)sq+ahb*v!{Z>r+Lt zCTyCUQ1|QoU&IZPUv!e$E0+7yq5n#jK%T``>DA7lc zT;Xmxb!0qhRwmy=xSh}^jPyT^j{y$|SPMBfWfxMVaqN&cq)MgoR(Y*no1^Di$1iat zSz8e~Iq~V#UUHZ17nxgoBrlTC4sjbsg=8U+Sa(W3q=fg)mN+cEHb`39doczFEf$PS zt>Z?#pL=olRIJ0zCy+fwq~Ptha49UI$%pSkMauRw?6KhRL+}i91>3AGl8BMDhQxcd z}j+0{sstu0TR{lpgC&Jc*j$hH*tj(LO4R)CnyO$}Q$P94*9hm=>-HF7EW59oQ?BEN&aUtk{;al;x*{knQZ3mz}z^pi`iTGx0RBuN2$4 zU{KYVVFuTzv!nk?s-#1h=#5~^P|s3nojqhc^RzCTGCub8pR*28uIkqt)_z+!{;K)| z$Gwuwq?cHF*!F2^(esC9L+`L8pUwelNb)_8kdTsnBF<2951WZq*c1TpEBC8_U=V_& zi@kkfU|8P_(BjY4+kM~k$;2yb^S2k-Wi#)@_0OqEc1b++S_Z(pE{FN}-M4HB0$K0I z{BlkkTIFBxzQOdhdunTM8`bd(8FW#9OmfCEv&HTnLR4ynu_jn=@MBRbf7q(Wh&Pn z-S)eNOofMg4qz?z_>KD${5yY_3xF z)zyv>4sxW~ZxS0VMsrvx3U&@0|F`QbaJar?5V|a#K<1BkB>Q(^k#>Na`Sy3)PauLf z{0@+Ii~uIZal8ire~_Rz@4b63z&h2WZwNcL75{R;5dw>BBDi?BI@1n9BH~P3&tCb2 zSu)rZgAnzIYFuw&Fa9EBuc+x&dOo<^+Y`(~CQ$9}nqZTFBvULVdbYLbZF-m zM$wveahJD{z&|A8Y&&qSDHuy|nLAfWoIMo)Fv+h6&srEf7b8V>6WEMV71U zlLb!70X8n$17|4xGskn8DA7`v*Zu@&$Tk`v5_xxXx;8Wj;%G2cl2RjuwNTrv;ovJ} zVjhJbsj$c_P(??&MSkPY+T|sM@r%hH#pV54`%_av2*+42*9St2dqZn{)HZ*9*I>&P z>y*ER-ZwF<*_;%l8~cA#0#)fKD4^K^Uqqz(FXbU=C8kWlp)V1A{n-;vL{wrn0sfgJ zaC?6wV?swHyZM;PorYiAme<4m`L#ULk6`OpJuWrf9Uht@&RdG?8BF$rM@BFr=w&vY6Yuh-Ucbk6kGA|rmHnv zG)NZsmdtBN%Bm*!)o}*iK4X3KUPkz`(wdTZs>J8%_euBb0c8FlfIgj^GFf4Fdiuge z#5zZ{H3?x?QAOhIaO*Wf)T;I$BYOUNy#^)}(x_1|7iS%>w=K}Z5W{2A^ecXgMo5nE zS(uW^nhx|Fjr)nP5tGF~l~sIYXCqhB$c%q9XiIPbi?pwG@djxq28DxXI%Wrt=Q#1Q zARzQkk;~TbeJjKfTmI)|MQZ6tCa>P_ou`@VJM;J`qL08zmCK*e&cxbMhBtx56h zE(J4TY~!(I-@fLsk%tG(X^PnLF}0R!_QH>iXGv|wGBMn0t!>b zRXpMUQ`f=6Co(xYV#)Z=gv206Rn(+uYiG+O?|eZq#1Pga*D^-C)@Cg2=_9oa3j z($=XK;Xdx{>@;~_j(s~iVc`8^#;`C^(BZLrz-xY}wVRIaN16>Yxe~s(#?SsA%gKc= z5|6!)l+dxEU&}QY!4!yz5lvcC4Vgjr3-TQHN>hMX%4U%HY~b+As@o`{#L;CR=0haT`%-u;o{lZ`>mx*Z@^(Y z#uGUC{%41?q*?8X*=?1HAN(#oc7NzDAOA@9wT}h$LwBzOJt?aEQ*VE7=%a8QOU|q? zXl#U#GqLflNl*!v!cqi@hKQc_LEV4fnF|k8Bxr{

    8Qmg#=OJ1`bw8_y4l5<7FTE1Q_j3>=!bebH#v9` z!ksab9jhqJ$&3&6Nd_sFT(p)m%og~I=Z*)|2L0YotIr}QfsP4{79$6k{{C(IC7R66 zb9U$X@y3p)qc*uPIeBKg*wS2U2|}z{o5uq+i2dJAMTg~;2F@3+wBwJ8Vj#Z4au{C5 zuWbXEcP=NYB@cKE-1a}5Bye;(TH;J2+qn)5$<5gaMA%Pbo zL~GY6>OSp{|9Wqqo$G=&kCbZluJ_|dd^j@H4pCbPQ2h_RT35bpuciUyF}4iWg1{fg z7ulCmKmXj^1aRS7{L8s%l@r4mx6%1cQ6uWt9WZh74L0)pciTUk@edS%npu{TWgcgxK}?D!V@@Gx(}Rk>W)uxCa%BfnyG@kDY@7I$X<$ zH^%`3dm;_iI>{*N!Q`0a%LPEO@-C_U`TWQK=fiT_s1>&kZh(hX{-?boG5P3Wu(nga z62-8-6YD))T*R*!;tn3!xTY>()I9^h{anCr4hatrXCkf_yHD3=BI>Se=I6`z`#`Q* zdF3}jlxS48oTT~p&(93u=hLQawxpZC?#{}?veIAvZT%n^RiYxeYd1s^{Wz-iH&WZyt5J6x1lqd0`1iyy1&J|b6p#Go>WQ$tO^*ezn0OS4eM4wVoo zEH)@*1T|7O%WWS`KHvayPO4UKCi`_lSH0=YzmI(YR%SiW{qOlq5|GY0+TWQDQw`nR z=a_gw-CBH|AfIX4xx8FjD~xr>F}Er0fg3Vq0J9R!8MW&nl`=T&ce zPI@2z$cl(n=-E(pHK^J7u;C%gxhxk3i-Ri2F%%2K!_Kmaf;c;mPG{tMUm~Yn)dw02 zngD!P3?Bo@Q1tADE-qa7tO@ROh9Ip4_(6!7CIKUv*2X zKUx`~HZ}|K(NMpYQ#E-VewZ{@#qWEEf@?~JE~{t$)oUJSDk=ldHxtYU!4&J>twhT| zlK{K7zkZ&*?Yj(J#^_taSU?JTG3@ar-JI2^&1L*!u7B>^GL4<)b=tV&DW(V^jdME+ zLMk4_6(*kg`m>(^Y3S)S@uD#Jk7dh!Je~#E=ydc812ibAE@F|W`up542w2{aLx0zR-4<9)P;cp*?l@AtE8tP)Cq@~b2`O#T zn4Zs*%6NQ9Gb(=bIZgrsWul9B+$U3Wpx_cmz{te+&}xL4pvLT=#rM?F#r8nPh7gA! zH!SiivYKOw`yOD!!yq9b$KlzD@6FI_rg32Fk5UiS3>|2db&Cx)y$h{pKmod0JmSM3 zhJ~uVp0W+Q6w&gCdUEIwBSO&przQ`?I`mCpQ_*Al)ew9A%ZXNv7hG&48eIFVjcQ!g zmpfCgdE{K5Ie2njp^|oZ7{shMkpRv-wWEHhsNnT@gBAU$5Ug7tUN4F3=&o{&etjtD z7Sh|&^1DP;Q)IPITr&IjkrNfklz*$>n3d(ss?C6Q<=5K{ln2>{8wO0(lVii-(>x%< z%G=ES+~3@v;*g!$81?s3o-!)#i9AwKM0N@P8$ulVEhV?taMD66zd&GM&5acZfQ+hVEgPtx9t)Rol_EaA^Pp^?;z4J~T!aI7(cyZpg zVm}VFOICl!2%P)@_xP{_JphuyEPVLx*ZQ8jgJp})mdTT# zB=KyO6xyzbg7uy`n2fus!UzQKZsIvvW}f*e}*pxEDrzv>d0 z$qO`}k*$Xpu{Ju=n*c>2`B4S*=S^!HFiiPX07#zzAhZDx<#LZ?ZCd4047x1O%xGvE zg{L_iBR;d!89VME4f`REK2mf^c`R&Rdqnlu7NzD$XnL9 z*Ej&C$sB}Wi69GcC<&1BRSIMBj%y9k{=~+oh853QYqzP` zVfQ!O=|UNa9vkgonw-`v!uRVf{EE-gGhQ}U=nP5`7=KjIS%e7{=|DT4B4)8vNA`$_ zh-(Fmq-eY6={vlq(N;wm$RRv76UiYGS_+0n);v+>8I z!%J7gY&jrMYnh#I_aIWil3Oie_Zp}b=DS+jXZ7lEJM_~Op)~Z4>{nk_>sx8RQFoBE zkYQtj#(Mb&8K%dk5RaGQd+>=rHz@`JMUf)PR(IfsoYu-pC}I#$@NpV7$1TTB!XTlC zoRX2U?y6k>Y8K<}-~LKwwt=fM$)Jf0>89rka=dNHD)ZhQ>Sz3ze)E^&ZddZf`p0be z^Ge;%hiP{X^M((DJOm8ns8_0lpJK*2wo(tyOI;=|ZR7W?yeCmN+(J*rT|<#{D{724 zTZD2aDdOaMBs6pLcwMKbC$n2GRlhZ;szI28@g4l;xBvbPgk#h9k~vXAI-tA{Eo_}J z$QBhoF+pnSC;MBvNWYc7HCROJ5c+oEsBsZ0Rif9n3TfPqtWpPy?P%df`ppf`G?AT_MkoQ@Q!U6E74(nrI; z*vi9dJ*-#Kz~z{aYTQuLH^~NXAeZqz14u<%=b$~EJ6I*SW|>q2 zwQpN+DkW;xKB<=)iSmMc07;m5GvFC&|Cv~L?kNtWM8b$#g)~OY{a4D@ZJ)UY8;eFg z!*6`!af)}=WxW}yYDQy3`H~CB6K`}sKH$IK+zi-FI#)JH;VD9qK4hCV70L=JC^CqC z$lazN*s!q=(PnktFb*Dr{bA6{dZE;jN)|U(Poog~4l}td0eX<_B5{0yps0xJ>Z$o7K;dx3xZB!f;V%FhOPpUs6 zCo*wF-3e7WLhNG+o#spfLE=zM3=k`s7bBn!xN))kZ$Gif4$~z3AD-SaAgb^C9wr7D zV1S`py1P>xQo6f`MjDZjkQ};e25CrqNetzHo^Jd=7+&lZ8 zbMD@2uf3M+0y@Dos|i4lTQT!3rN9@Yz7&B(?pmyj!4boj zA#XbAL0#-Sl%(=&jDKSj^$l;NInb}^)eAe$Qes3!VDG{8M6mdj5w*;-ey@oNQnj+2db3-RfY`~XR0kf+2ilYfYJJ2j(n{@C9=56<9`Khb ze^u1j@*gEGr(!sf0b~!iXk&s=ih8=)z}$v375w*IEd=<)tOJ@Eo6+@&jujuO-k8*{ z-)W^LLVvVx7rOZ=%_H%_hlWp?V}%%ct$fA;{#d$IoBsIH#ybDR0qVR%h*&)4bZ574 zmd|#roebmz(jqbPoTG3$OG+0}UFsiO076Mic=S&ZNaXK}ix{SzNcbnIu>Ta^{;9j> z31uR_EtFNuEI0f*Fx`N-)*+wc&~~Fn?W;S^T|3bG8oPp*mi%m22d|gEgopPk@sg3i zQBLi>ZgoW{DMS>YSWpT~V^oN(G;h832n`LbICDaAQKhSVuoW{H6hbTEIk)c!z_7e& zC=3xPKR#z&nPm%w%hsZztRi2Pda{>yM$ZSZQ6i1=xQ%GF+Hu2}NMo%9>KbgtRVwHc zIiimAEQNV3N5uc5#mz71k;FbkV*Oez+G9ZlX}}0h)V2rL7~b_ApaW^ND4E zbXVJsm`Dl5Ok%?+naNhP-B|s7wTQzL;*;WOeOp~R@)AJ!iuj4`V8riF3g2a{MSEz? z-8Z+k-iBNs{royu8oqs8JeKhO!8;kVk~O{qgIlf17^@|MkZA>msRw+YNrE3b7o9&{ zbewTZ1S!pQwN9uR9r_z_FBk-1>B--l3(5tr(|$sXlqjW<+L0KMn9oz-|J-k**%#1$ z0rzBNN^ehFdePGDEPE4Nnx6Vh^rhiZ$^QX1-C%}@CXa2ZS#E{2NSYPV8J-%*bWTrg zG5&k*K*;{%S1*2lmZ7-5GC`d%zUReO`L3q+U&41SVP-v?v#BI9iCXIQY&S>Whnqfq zij^aLwL~MVn=e}VwZ(5w)`3@*{$Cs6KjECD$ji|s%I)4P8Ah4KXNmZ$g8aNkWUQI$ zXKSzHPed71hISP^GnKHAPgTE;oJ8p$hROG*J{@@XR@Kz@hEC^3W7@sHbh>J)b}7gl zQ;KT~XgL#j4rqASqy?-GI#1s+%8?Ym3H*>X){K-<9ONpXBfydO#2nc%5T;<2;(v5T zV;8yqprF$AH4VPbl6}@cnaF?m>^wIB9@ZGBGs(#;%!=iWt}8wNwg`|8wnM) z0}|W+EQFDtfWdW=_Wc2*kmt?O?ZkxcKCM{|e0#CkIEd!)}=~+~vBQtQP)W2b_I& zwU{$?(8$ZV2CsbD3YzHs7`pw|?q%r5Q0;qpqu;>uyZT)QaIQZg=)HG-CJ57W{*+vN zCdXH!nn4qIdvVX@L_@>$Xz!+{BN|84bi!V^BXivu2T5Uq!<==(bQ!Apwr2bV5dv$~DqiRH6n9r5CmVvy_E8SjO8S4qT%1O(>~S%q8g_KL3Ukaa8%P zk%>(kF|tXr0&kxK3>@`32*mgV1=Y;Ey=@{Q6g-@I@?C&;RPcqp>5DQ^>scZ09p}I> z2l(O?PtD;7L z8j8Cg{y_1Q7tBg#Wul&KyHQ-Gt;6!II#oC0v|9AbIill*L$}E5Cms#bHf@K{>mO#FCLjt-)ggRL z4iR0nlU~2HG1$Vuq4PM`%(nOU?FOLBw4KH%H*9Gyd4_=hj`Jaf;h1|ylbfd@(3(1G zWw6RJx7IeM7r#hnExs$B103HdsLP01{iXbFxy4{axQ510U-YNRXFolS<8T^C&3n=^AANdVkBP@xIA$cbS-p^9{l^~ zCyCryE1(%%DkP&d!&6&4j6ecVN8}vrfj^oh0~xUJmez*}-%+|ov*0#&b z%Gt|{S!jhm0H>+5%2%VMukS@sUzJVzoQv+E#tDmZ;CH;`yRclGu@Wz5R3WqW*h;6C znS$)w=5}jahsJ0d)*xL_63~x zcZNMpFWK@#4;h%J@Cm&-Sk$`T4)ZDLtioxILbVS5dj|*i>f_4?H4TdA|8G?#gSivk zNh>_nF^o`n*x_*9w|9HVgMjuYU?I{1xL$c)#r4Vmx)|}iVia{kx57u<1jPJ~wBIfl z5;Kw8_a)^E$-cQmJ4Z@wnOiyeKaJV7Uo+*_k!gG+(`(zc^V~lyjLrReImz~I=o|p_ zJM#@N_I!`@-jZ8cHm17s2cCH;tNl|gcMbRaw3mE*U7dUaW3{Z`(mEUZz7B+bRgC#_ zJxUJfd$@)WBUIS!e7H9(O|1=o0po*b0PHX3G7~ugkZ2Pl3uM$?VqSXC1H0VbRT-u+ zqx*heyLzUnDFCJ)EO-J;&%Zs$(xMWwl@Go3tg+hOoo))-@aiVLa>rtT(6)me>fOC` z+O`!Z@KRP^?(LnhT(ZA6%$xg#`9gQ7dbix5`B~s?NC=MS@59i={_Jka(aAtg&nX;dPc!iXQ)G*WRWDG!iBjvkL77t5 zx=3M6ycBjv=UDO4*90Rm@-qV&G(1x|i$K2}55-NsCPA1ESB4OcHKUUgJ$^@F6#4Qs z^2T(w{0j4to?~nP>_Pa?gRNyk`U8Tte_053ZQUM!CdqkrYTN@KX$U;;@4sys`gA_u z60Tvu;{$>qqQ~M?Wo(lNFbH$vd_;=@?K5UxQR?@pX`+-R8|P>2Mt5Ysyc+lK%B z{oStDpW|ySrbb_vniu7Ne@Guh79E*|j2%J>#wF~lD2aXEr`&<5c8wwR#q-3;^dPlo zsm`W(!Acs-N98t5?l0dnVZMY5E0j{B><)z*xj&UoyxixzxV*^aLymk{w{Mo?5~6wc z^Jt^m*?B|l!BZ9PW0Iwu%X19ET;HJ|?T%5e>gqB+RmVt_|B^2q9G^3!6nwxW0`BgESY&In04Jd)!2ve1L8mdp0 zZNkW#{qPTli)jMkQ{L<^fCj?N_rbqg)((~&S@*e(cQoK$70B@2<$lnHmy|q_6PIXs znWF1^rraGUYvpVGSbeXAm%_)>U8Pq^{>O2AXt|IOs`{?7vevHg&RM&~a^(r4N8Uf+ z`!&uV!{mOoD*Ioq2P?^^85<1L+h{}#*;!bdn;WjDv1eCEX-2PplJBpl4S(Lc)$q(lGLg4)eAiz4nSv6U+-Q4p*ZJk-QG(~F} zE85EUhWIAK%9f30`Mzup{HkbnmY1`Ue(~qq!|$7ocCWtt88Veb^;k>Xs4LTDLgl7|t#+|}Ql$7PUFC}!4r7DJu_z90OUSQJp z>g+6NQvTZms~Z0od4bnJj_j5TC9N@8gSaQ zeeGPaomtL$*zBtqa!IL32bI=OSNCJ1q`G=P#r*ZdjafShqM9T5@y@H=`%lk2qzy+84DtMO|M9eqKp0(7G0*Tuj^_(K=(fG~~@Th!WM}%T^TOyT25s zabRYWSDB4bKRYD4`;BV7QN=VU`i?qVcsp@4D@^}=C3!$V==A z-I>&w0}iBkd^sEVeSYrZOn`)(`g%g>!RFtfr@UyG<1JFHi?VO00Z3{27## zRQHY8$y7oXy-#LQ@hQHc{SXWF>N+3_DRBq3rERDT5QE1|LvFeVa713FOl^6fr&@_<-=<;3)Q&fu}Wb=4GEbq zWpd~*rPjf===I~7&tHo zmtl~QTv#HB1kv0FrKW+r!d{1KF{(R$^0I$I0G|vuw zMo4c<#4v{r^v0&@#ee@uogS1kTBT#gu1k8C6zssA zm0yE){Gd-8f_wKF=yiQt)O+;fxDqg>PG=Mg`<5Bh!}$ETy!K@vorlKEdKFhJghRLT zPAggvW?d%4f2h(!VdViAfTxc+HN|*|guu<3H^{d;+?8_&c~?GnJzyumvo4|2^X5Jt zPsW;?d{r-ilzNfKRXgI1ef#bPr=fA>6ZKvAJ?6kmWBRGdpu?ckrT5uIMu(rAW$x;J z3F=8a1N;-cr@puH;NCjPIPwctLOB0CSjzdYP^cmXs)_#Q-~4|ikZbcjO;y-s=BVf0;nPP{MhSQFhGo9lyk&%> z-H#c)A|IKHWWG*NX0M>(vA2+sX~MJ^$g(c&Zu0biYbY3emh!ryJP11OnEpm=^gJ+5KxOfoyP``tr zDAw1Zj715W#hXUE0;E5%CVcz++4R7>$VAU{6x_j&kU^q->411?Iruu+!^1{G;>&Qw zmmWhZ!8@0&(+|IY5Ff9+(t7qRq^?V}czQ&we`O_qzl&-qc-LEyP_J{I?lTXU-4;E!aYc?W;kpvGuRYYjBGsf?!Uw#UZ|ND$jB@&_e z=xVeeZB|IbuMg*P0o(o6yl1z8UzWlrgQlq>+NvJEdJuDaTDre`DDvna^m-FM0I~Rd z{i8qAS;CwSM-$uKy{au!wek(sid4ThNBy4;Tm0XR|K3eN9zYD_0UGhP>aE1ulkHrH z-~H(JxuBs)%+>+`I&Nb@sMnMIU@djXThz$rWXT|;PSbFVmF}d#QrW9fV&H&L$JVIa z-e#fJ$sI-LJ)R~VawW>wJN@1r3s`=Xzp?-B@H5tz^^ES;*6W(oPQpR+_tj6k!|~1m zs7FBP=X=Hmet|E>y#h4g*yR3R`5>L_-H;x*8(p-`2Wjyo_WzbHH`d9&OfldjG4`0{ zwJ1wy=-8lAn|$CmK;rz;-?qj}cb95rb1#+|H$Ua<{?PBxCU7l|gKJHV?T3C&m1o0) zeBjX4;!I}GXrvfMt?L-?an=e`0;yezgOfDD7iNn?_&xY9^cRlo2w$kh&vMFM#oMmC z{=+|~@;-eHyx%KS`Q*PuzrEe8?Lqf7JG|txE-C#=uxxzMT&d)v=%?YXSWY5ES%{Ij z6X|KznW#xu{=dl9{EO^j+L}lw^0FYkpepWF>%H>!^NFI6%Lz1{=3>?%rswS_n!|4d zOx?zS%l-QQfBMTMMB^G3P3Y~-N(P|;8GH`?#Ju&qpLz8t`YisBlh=HwSIg%*{JpT3cwQS z-4hp->|Mi4cTfGd&Np&9_;~8~T{GvX6FhSd&b*#zSiSuRngPpVKJQH_m&EWx=^VS9@d@_ZvG+WT_Mdm!lk?U zi@jE49C?B|8Tqgyc)yI$mpT~#Tj2{ZtCc+e-X%U207`DXY3}HF$#=E|;2%Pfmn*?X zLU&EfkAhZgLazk(e1rK)OV#{r^%;l{pI={TX|7Y}cU&J`CO$rmC$W(8l7{f3{kUDS z8vnz?fOCNA-)c?vR%haH67*SVVWf}P6}(Ets(b*{jn4Lx)?+7FewpEttyIB~N$Er0 zu;;;nGK2qdf>vH}MF8)NPtGW5PkR};B~VZDy=xn->9}mbskF!P zncx1n;IC7$sk7~HDLcPf6yAf;%0-lKh@yd4S}lVF)}KNKJzZN}zkyfMT-}imCClw4 zI{3M`>?GIEG876m{+EBI{zDhtmuOGQlK7jT!}evO{l+dwGX;F6O|S?++wp#nY@1?J z;A7bJEFk5CYP^>8TL1Rr^Q&tCjdmzWObAdhf0`>LIoa*~lK$uq(o1A)Y|NK2Ax<31 z=>X^}aFCY!jWlb`=c==h;!Lrm(VBy;5@nzlE?e5|dz=x| z?YT|^_B`2cmOf|z$90ETv)I`h^aa{zZJh5-3mvujo0UwzbnSKHmeY(feW8St${ydMS6y5=+*B z9C0rA#sNQ&lW+8$v!63omLZjUhThR0#bUb$u6cwtDkUq}ZW_xa@i zJ(}X%5fpm+OZ)K{(XIH?5I&DcjORDA(WNS8k_|a)F_NK zJ~sw`pw&rX&h(1NPo#@w1#{{Wxzh>tf)?sp-SDlYpYb+Cf_rog!TBh}bpPSq38I7XG(@KV`M5%i>1G{g6 zZVV;xat+@cv(?@_VL$vDXaYZ>elN_^ATF4bG!*rK#S()B5k=`_h^y8eH%= zq(tB(b$%J}2I0^3%MLai*1ZGYjsspLKHHm(WWYYM%|)>j)vVV|hNM5a!6LCS)EDo(*;Qie=9F`hy>CqAyGIG!)ldCQ(lrexR3 zbOGlf_m$?ruW=S{n#;T!RKo*l;t>$ntAX|ocPLPAtcBQZ>8%nCscpt(g`_BgxLKCp zA)f!x)duT$${4cKjn$Fp%xA=?8z42O8X)|v;8ca#mROe*oSI?WR5zXDGsI%( zRGFobt*IE0jlv92zLFm8^0u?6ha6ewV zb#LF+ePwntRlV9XGNCx|QVy)@fCEu^-{0Kdz+RJ!;bIl&m^@GHNg9Y1jw*_F+y~(7 zaVc!<$U+!lj|!cJ9=ixyz7Isi#imRHilZrU+@px$B>L$h?8bWeaVHBtCzQw&i(kJz z-wSWbe?N9Lnjyv|#g)GDH_y!Y;Ac{oiK(fH>CzJJRTz}oBUAm0vRiil2;%DGK|?k^ z3C@fnyQQDLP-d10PPoQfV=k5t<&kb!#QHF(G866Z#K%+saTU3wWfPsaBuK|v3yZHY z0fPBj`GNy?U#27m=T#c z1JJ_N?lKG^pt}3- zyy6mBc4eM?M?mKBc;<(->g_>~|J@NrCk54^&-UtR(l z??+B8{>hqji}{8;EI+F3DYALzGe(Yg*b|1`N;Jn(M57_KST+O!!Y1^Jyc`rg`jZSQ z4%o5moC{7G0Pk9uL+e=uzL`vq(+V)*1o)<_zh$M*J)n@&OI=fcW>7Bv5yN36TkfGm zQX+8*uE86bmo?*PRX(M1(`ZO|e1?JzuF80^3fxyiS_k9ocd2>;Dp0o2r&V(*`im+aR%_F@20hh*vNpAeq7L#l$M_ zcyj+DeawIw&nFb>hgu5zY|A?Y_h@iqS;v#9&pk|ePo6mRg_fYo9P-fr+S~~1kq4U< zoSD<}EcF+9Ov2IYmS{N^{n_OM%@jck&jhTRaVuL>ZBAqU^+|dYZDvw!MLEAL!(^E z8CSF*?&9a~RY1LC+T12qr)p_VZe%7k;&y6W9b{YJ`oY=0nYtuVG}$^%c3C}hV)aBO zZLoWq%7Xb`W;J!;kym(17IN7UX~L1v*>;KZ4u$;~7#tV)1KFmE!6!=$J&Gn2jO1X5 zxZ9Oid(BLKn(dFTlZ+_45~|Jp&tY;^miD^8zl2Hp__8*qv~Q}oD? zNk}o5`A))?cEd_Njpr!i$ok#L$(TJ2CG%*IS)cO4%)|gEG`aCtgc`P?0pS?|6Qq1o zNmLdHr3hf5sY$7LMV6H!91_3zVTqMF*%U3VLi~*-E5>LECTx*aOUa=nFvM{~;LWKZ zAv@~HY=RwaO(vl&YTRijahXV2MW95i$tnIL0orRAlnXL2BX86;c3Abt<}1zQZ5PN)jAlH`LuAF5IxCUuYPh$rakJCL8=auk8TSzkPAs#+Yk(reMSnf z7uzY_YTPS|<`tZN!dssx$OSJzu{k-AY7*HZEcrR3?4a=`UeHqtvc<~B>6vVg+xO zhNjm4F{$QvW)&V7#JPe+7P|bId6JxofFg%aDfvStY(X6v9CxZk5e_CIW*&)pfn?`w zR|q-%Q$gm%bui?aaiT~;4olF+6s?GSI}2=gJZ1TO6;2fnna*0hEdJSvb(9JP25kfh zhA}~g-;*3;B7P*%53m;037n`AuKvVI{*o}kSHf8>e5e2^i?<~eZRp}qhtN7DyHOCCgeTtrU`Y8 zpot#7UOr3PeJhO8_bN$$S+b1B={Hm+yv990#UOK5TYz9_=A1jTQc67FP36tfe$Y ztR`t4b-~Cf*M`Z#Qk_$)60M^07aj^2-efv_F!eIv~Ei*-X#yx&+=j z8)7F1{gKVP3i?d2FP(-E{3<}~kdT=<=6MAfmYGiU!O4!Xs7WQIei=U28&WNwzo7r8 z1rWm@Z6ru8^n+XzpQikPgFTgkyL~bXrl_Hfg_=QBj0WP%xTVunzlEDu71RA3mp#X& z6Dt83y0Ck_)J`cjENce&4VfGK@-d+0dzBmctvsVMKHu$K&lpnkuGfqayc49z6_k0qK0<^tK0S3~9bn`&*oTFuX)_1?buMo^6c2i)-Y^DQL)ryqoW(6DG$FU2@! zkcz7?8O)*8grC&HGBnTO1iW5t1m9Rv8KH^pB9#YO&^jF%gUidD*N*O|5hh>FU1qDn z>~xp~lso)j?b0ixp-RF$?YOI+Q+H@W{vfC^235Fj@6{Jr-Ol(}eq^57o4xnt-XID2 z7F0m*f3^DwSo+U9-RHBGQLOV2tV}zcJhK|zIxELL8FoJ}OIw;Su?L?ef~wCo{hu~b z&+R-H@t8p~%r2GX|F5kr%7}S0>hzq%rSwmG1R#z^zAWQ%VLI%|s-Wc|l_DhsK%vZY z&qH*!9^*R6Xuve^YMro>VUiO3-*h0Gr(_OA*qOR0(IVHN>#e|PzmEY7~E?p12OH~Oz(ND_R*6>XR?0tPV{#opc z{&#tH*0K^Ldvv2J7XfBDPb|aLK_)*tequQlYj2f2r$MBL%zt3A6A0@xaWcVseJz(F z+Q9$`P9&X*_N)~x{&FVl{`0>GtWHAp^=5RJcMI06;R1Uxr0uNjZzWCTl;>P1{&asllqKpB; zv((OKylc+c{0~qRog*BhM#)w0ABtQ$R`XaTV{BNox-0cDr)zX~9p_zb`0&dp=c6J$qay7~7ZN7mIZnX@-B49&s`9sAl zCk_z}EYoDK*hmqN0nt=zE34^qMKsI)D|WXWE_beBk{Kf0Qgus{_c&T&nB^4}(NIRL zs7Mvo7&U;N8Ujs9PWE{6q~f~vl))LMp@3h~AnUkm_n4Tl!28QOQW+L)CSjW$>Ln0Vzyxe(ZN9M2SSyi}jP zc^6hdY~JOyf$J9L+a2Nrl2ua7QiOEi1X`+WS2;AY*EG+#d}>(P#8x`*mAs5qU7R&SV<;7y-zl?=2K|m^;H-Ge=cDVP=Oo)oa;F71?X?CMNdLLo-n}A`gH5{^Qc_^qZsC4w)!}eB8!#FM?qJ8?uKb_U1Xo=H})i$=hdo zb z)#xzkY7A{{{{StW8vvsPZ0Vx$q37%_i(ul7L=mnT#6B?VzuDow*wXi<;oCdrm_uK3 zudO$fm@C6TV=a9);A8>kXreV{B`O#M`#?`LPZRRbMYhGJFE208L6vy~s>2<;t}SGl z1Bw+b$sXG&h;Gx;&<=QU93l#Z^5x&t|8&7+%`xg5$`qnOvx+EcnHT-Aes$d9dhIZ((}wxPt>~&Z(!&A?ZrEAJNcLwKA9?$Abv8-_rhE$JJX=OOcQSm0OiEN6mq%ku)Hqy$aBpT(}Y-d)8 zv5*9b&ayl8+lSaj@Q|@Z;6!{!(trv|*?+&o&|M@J_j2XMVyIy<#YASP<2&p)UU(Kt zeRjl%@548DtN&%{@)b*sV^I=rSeqJvFq=^m2Z4HCZ7TfI-JzHlW^ZBjCD6YOF*B@r z`Z=q-h?!HDVrMubGERh`K)p^o`G~!zzzKs-gn|`IWOCkmY6h63{>bqvKp>HAeuiZ)0p;r%l2$hVvT7Ae;JIeK8ei6jIj_zUpE~%r2fr)reoQaK!jGSS1h}0zi zon3|7oQEj7Eu_(}FjQLJGWWw4OvIF(WaYt6rPK(^GWN=L(9x<+jU|hTv*)r`f?#>~ z18j|`bd~j5sF709ap|6>dlQ6TduZGeYCm*VzbE{NEE2rc!+uv~KDT7%I)i~ii!=Qc zsnjV|2rnBG)h;jZeXl-J9}CX1DP-oz7#k&b6wDN*1^cX7+I~v3{yU;puRS99xU9Xs z!R}*;SBsh`1(c1GLeU%Jz-cMB%UN@SmVY#Jh!HL1K2A74G%*BWFMQpdk232gb^&Q@ zsBx%>w1IpvpoI`oNWw1%mu0x5gV`&2ZWPAUSN9eyI-bcm7#8sohWRZEEBGD00e?6F zCIc!~5`ZZ%#-d*CL}tE3s`zK5Ky!rIEncx>5=E^!aflj(vwKxdf_Gw=NuUWbw5}z0 zj;*wWeO_G2n!osO^PZ@-KXFLM)D+PQ$hcyYwe%u&Yj;lOJ|fD!R+;685Xn! z7V(+UBGCqj963t;9kw%~XsmEdknIa4b~&1iOMmhy9}f%=hms+IDLAF;086CZ*D3pa zp8G*t)Z}~fMHs(|aQO#w;+i;0kws`agn0-1FE%%fjV;oNNmL}%;yF{<&Qq8ocOaG~ z43o2rC5V=%cN%1Z;&O?ypyF}Cpz9!1!_r44F|@)#<%5xGSdnBjI)d%sVKO@31LHF> z-i2aLWq?2kG47mk1C6%hA4ZFOKMq)n&>iXaT#Ht=g4#!xjRjLn)7Zj=A@$LiV&r-= zSHi@VzFn0Log^@1EeossohJI*OtHYDOeyb8ZZrnY9a>1qZ%+7~gR%BT&d{nRy1pR0 z$zSX*1}z;&wxB@u?kWjOHo%qU?8py3!*c?U)g|CT9ngeG=1GpB9r0@x_ZFN57!0~O z8jD1bUI^MdHfhmu3v+EJMn5BcoxSO1k0&im2~y&Z-yrgphTg3Wnd}VLwF>qQ_Qc{} zT15x5PGX_4d=^VuCz7>S#VxQLfwCQ{Eigrj*|yK^ktX{LxLazcU}x_mgE?9;7hx)4 zCx);KlrjRcTT9|NditU9FF>CZup8(Hs2q&3 zGIfoPTP>At%xzkD>f38TiV&E6_|H({pLQ@V5#8v}l(E1gZs&{YI!`6-!k7?YJV&t^ z!7@ec%mN?V=O@+Sw`;EH4{tLXVVAcXK0-EcC}6>PGzqI-s#FV4!TXbWKY0S>B9jTl z3#`rnde2y$eJBmC)H;C0INSK2F4YrK3$h=U$3J)jXuD%pMnY8D2xs%mMKHdIY9}zM z$G&!%-P;nT(fj-7H*gj6I|4U*PlyU36+i6DhsKrpa%B|J;_v~p$bk}c)By|V2MJDS zZ~jo{*u3qZ+Xv<;cJrCAxkoT#5u{O>(cib;-mZIS%k&fB zd>o;+3qx7eBFBno`9*0{Xx_x&wh8C1*u8k^jw~ln6ZP5dcb?8W2ZkDcx#8wf+XiFq zUW|~${}n-t>cy}}@FQ&QIktXX&{ZyLCpd6oFz`po;D#5(B8$p-z7GCXFc*0!#v(Ey zj0(HkjTe@87~0+N8Fc=V**u_q>Qu#$rtRj}7*LgJj}wELJwhx88JKo4q0(HXAx?pH z03MQnehRcFIEIxXz7e<7)TEfDAg%-RJy&U%=!-vLxC~#|BINv-o_*bB9L9^;8XKR+Pp*|xUYXEdl=MkEJo+@^)vBg+b6{n7l%=}{qo{es|H z`1h?Bx35btZFx97$Mv^^CbS{1X%)hxA0^UoCgkr*e{REK@(6s^S5S003bRg=J*`tF zmZ@@`EBQy!5@E-9DF3&g+08_=-PlfP84$J8#{hk61h*rKNr#N3U7B_NfSnj5K= zQQ+dcC89iXY7QO>M#c}^AJJYX?n=%%+oAeJBGRGd&@}qbUS!nN zjvpq-jmS6{@J3?<#B~6z1QIP=ak8h0DYFzs68UaCw?nD83U?ALPaiXdi*ut6$_B0D z7?iJwrFSsA+W^nMEYQrK)^d{my%P`PST9=8sYq!`Y8?>1T~51!W+hR-J0&9JGZVBoR(u}9+m zd}QwJczlrBG4s)yY-;#|Km}6stBO;E(jb9?Qm?uoON~xd%)N7F7B;#x?c;XjqTb5S z{@&O2w{|76d~FJ28cy&jI|2jTJ)JY&Wvka~Cro3HDh7rK@hH@Fi`0@&6!r| zhmu)vdo2IY9(sSt+<3Nu`PHw+^MOrqMc@L(#8NzKEY=>OLGsx4o!Z?RHnO}KlNs$V z3Md)I^*(aiAlad2*)s?j9n1T=K6c@W)6ogQ&`&gy@0RYSh0`h^J!wd30y)}JNFlTk zk=rv15=QG-jY5|_)w1(5OMBDt&Y=<(K}=G%lSoYLq1d$qP*3~ncUV7$mRgx(z&lZZ z=7J0$y~CVM8J=@k*1Wil83z)%i6y0MRFu}WCZG${G=HS(NlXk-t47$2+JX3wb7H;AKG1Hnb(^$QoT2J%pOoL(dP(II2<2rXh52x>GJ_#b+9#L ziLg!sriSZqK=I_|n+7-0R;VcEqOT-2oCRRF=5*~NGaJjIv_ddi!cWCGo+eL*&DbFLp)!<6olE8z4ww$Ox2TL${BNF>H_G`& z@qk9m1tL;R&=zwISNCPSzr?V1I#B1+UeGG)h*rxr00lxY)d)n%rclsH)XTY{Dby;8 z{o7HIPdoGMwn>SSgAyxdqZXtIoWh*K_Up)HsG7kcP&+kc8prw<)M?Xc9z^g-!f<-Y#p`0XDRLjNlm?)*QnUvuz$SYd;88NRR=8^ zh$wfnWvAv@d@sXm77_BmW%0p##C+I#vPL8Z1hEl+9^@(EXsxs(MG1|*9WeY{p5!r1pXMR0;QiLjI1U{##T9+w8aS*> zZeF3Jgt^3;-Gv!};mqgIQ3&{gxlll`rLe<@bKHcoq4FdN%p&ZO6W~U+EQ`n7qStwm z#m$^f>l^}OlJ>!yI?O{Li0RA}7AeUN3^Ng=LB-d*)yiit&f(Mz(-Oh&0kbdznG`<=bo}0Z@uJOu<#Uh*Bw%zk{BNa-APN!={$?}oLl)hKHBM2O})w;!g zAGivsiGH1AQ&9F8OY)b48NdGCCv3I6)m4Fa#-khuO)8vIfHAx;@6OwO)94A9TW}WP z&$ZC6ZwnA20x9u$AED+8&IM#NZN(jh$V$50IwN;BC=1M*nOi<#lyUSccgY7la&1Db z7={-BmjVq2W)wwkUjwZh_#-6{?Wjs=7i0bm+p_oXK*Nf&%9}%{%kFGT5?#)`A$67~ zY{I_6Zta;Dz>Ib-Qvw7U{IkHHhWVYsPtS!`&$-WVWI3(%>g?1E`@ZT1F%=KYmh-`{ z4PWVC`ee4ViP%{T>dtElGLoP!Pc((y&m zRTt8BLEWA6ZSnf`dUioWC#apkBxGQhF41n@y26n9fNZX=7w z!)h6M^@NklmIj-eog*I^t1?ODF>?&+$c(wYdR`8=cIIyx_t?T>1XO77kK0zBOy%&D zDbhjCdiK-y)7S``aqCjNLzAZ#wcC^pSx4-H|3CKL@w<}de;bXROl;e>ZQHgnu_m@{ zd%{UFv2EM7&9m?O`@^%&^ADUC=ha@TckkZSUA3yKuFr*Qg6F6Y#+_4AO9JLE%>4a& zP)8DoFsAmA*TInKP+df!g25vWk*G&W|S+L&t!IooDmt9=?7a&5Q+ifBsvIMh6wj7ftFD2Y|}Wh$fjr}r)!a)NS%ETSeLhRr zO)y^!2!!?k9DZILTmC*`!1kt#FbEEXMKzRGR$vDdV_L~1qUdG!$vjoQTYqnXic8|Db)LS_=GFf2{7 z(D+-`Avr5_XiRcURL&7VoTb4WT^!@`j=oZpJ;&kM_hy>;m+@vklg+jtiMCK^Q z{W}0L#h{YXioJZg&%9_S6SB)NI z1gadA9C|`4b%cAUBDReLG%M*G6a+D_DMhbDCPRT$10G613DwWy-9)_pa$OLUtYB&5 zH88ho)-0s>bsc-}H7jv2?~Yb#K}l>L%EX?7CWA5QRRnoi)sJ7umHyEY5#eujFskTAHv`ii^G8c5mXcsCkJqksN%&OoFDH23hIRn5&_qM z(a$!CBtGO8}SKA820jFvd154;WbO6Y96_C0+06NNhi12FoOiZ5yARQ(} zdfan=fK~$AoG#ZA=%XMD8XMy8r34Jz4DdJ@1)MvkNGQDC5o28zi~3bMr<@tG9~{~} z{}VawO{yU9`E!-kL?N#n!kR0xXDS+?cD|hGthLhsYrq0FLaRebb-n5BxaoscOtq=) zOl3!r^5_M}$OgF71L&We4kJ7BfNZ3eo#ucRLG=-`E?ne4!2=wK9^QQKdLE=`&v0Re z64<(IxY>P%oFM~>2qmNZ#sC6fF{Lw+V?@wEur4vGK#X3gpfWOpl_V{+J{G1{wx(LeP^<>Ti?Rc1z zahm91Okd78BEnkMb%A&2Ff$5|)4ZKw7Gpf$cdt()gB9<%P6_h3!$uH#Ek6DwD2Z-r zi8v6b0ze3^1Go`IB=x;V`&dYmJw(`w!Mu$tWRSDY0BctSQYk64Y~`p<;s!~2Z!2mV zkkx=+emqn>Z%R7<@abov7+p}rM#9QhvYh*%DeBU|odw|@!0iJ-gB%?1ki9;bijyM< z#_qxdJ_0z%|2U*wGW+N&ZG}C(Z-3{ak)@U#wA!?Q96Cm9b}ZZQ2^D{Qio_3_kD=**A|5AT3c=>lK^-Zm@%GMRIn z$Eaw7h2lt=-klXg>4s(+0NLQkayv!<8+C?qReihRE)(_1k*M>N=5_lb$1y;~R!LSw zjL_yE{UV!Q1-ufV%p(rCqkgz>V+L3jzBpK>sD1l@-ks=xNhls84Tc{m3DK;<7P+2B zfK4+14{FZe3l$Q6QuL{rfDV8W#g91kO~BsU5pM)u zLgQE6dbRzMh^ zf!E`i7%2i^Y~RN5dcgw+3MztFjSP}$&Ab9kFNTy+JB&VFZV${ht^0zZZ{S*`l~jjS zl#0{v21XDGYrX((`q(^fw6zI`sG+@8Hk7!0&;=wuu0JHk^S&M^)Qie76p#(}v)F9V zn-upaGFZO9p1bq>zg{oacIVVI^g`4}D0@nHu3A7LC%V5s9Ue$SHLm+pB|(Y$?@bND z_A2os1xrZ)s-t;t#YYW5T}}cl*kuGC1D7;0wiOpx1BM>)$WPrOAE|>;{Hf~$5ZJKC zBYKz1-2zKhfTSGTVjUkr%A}yO4*~$X;G#t1f1n3>+`<`{`T#VNgZDySV?;a=Ml7Pv z5g`=euvG%MEg^*Tv;w2Y70|nUJ~zs4$MF~ee{Y0*%M;FSy6RdXmtn!e)$8QJ##;fi zpInU3bto%sz%Cdu-xTTCFcLU$Ay@$$lout4RuDiX^ZQiVE*wy$WEBQ#CW35NZs`G2 zfLb&}gLn&^h@7ibtGdal^9}Z8>{IfPjgYwk#bswchlOll0Wz&=z=6o^r7@y}lokpf z4jCkA_|qr~r9}h*%mxTjBf^jF^99*7N`N{G3JM;$05NBZN=6Mgj;D@YtkUSd8>9Jc zUBIGt)4>rE4_e z^B9PF7ex_HkLNv#;U`xH7bE0BoQdgNosC>|Qw89^;vr~E7O zOAV|67?|v6btY;J0&oMCkwEk8kbtZ70uOhlMa6U ze>K-fPx2b-0-rCN*M1zatg=q(jSn)GhGZFG7)c$jwgxo@`=6y#I#@cdEdb& zJ*1Mq;)(&L7r{3;ZY7Rr0x-c5b~JJPZ#$e@QdoJ7D9VpHZ2cCpjeT|Io>0p*eF~eknaN=MJ2G2 zS;eGGPy+y%n3SxzdmeQy;B65L)dQE_TmTi1sf&6cy*o$;0An$|O~`%_aP6^CD$auLo1*eX=TM{FCqnkVXdA_HdEQWj_4l z$1@0!&m)HiFWn5x!*gu>5(q_h?CeopAr8_BF;#`yUq+?_2zznd#T&3(nIqEiIZJpzrFHl7>7 z2FPfYEXt`f;(+G4V&coZ^I_xBR)RKhfN>0c!-6J>Z_qlhi^HTCw?#-CGe!m&LVC~; z4M7vdOgVu^<0plbNOzJ!%znT$IYxpE6a^{$s(Mik4`xA9Zn*h@%hIAI8vu1fssbD5 zav$0Wuv$T2KuDtme!IJBzrLg9WuNJZ-_cQ$1qUCYe-zhiST1ZJju-kz?KC{4jGPqP zS;%ch3*rcJWNU;>tXY$?rfvRHo-2KM7cw4V$t)j9H!&kOzC)PS5GWp}K`<1M00=rR z6zVA$VTeD27l|C(SJ9#tUZ6il1TWUBM+qN5-6G1RyO)oPtk{AoELOamuUrub0$ijU41|NYIXDU&vtwv|oa|BRBVT|$@iww|xkKFr4+WFNC&TW+7EXax_8UGS zS|pMzQCL!e@~7z70d+K3#v{4#3Ir=ifX4@SvIv}6p9ZCL14<#pLpZA=;hYOJvPgYm zD43`+?dXoq4QB3)c@|?Ct#*BDdUcnre=j^}HPRp@47G^ff@EiM5CU#?WPSm0{OrF^ z@Ji)>p5Vmi4G<^I?}1~P?u~}@kb%Jz zfYoHi7X~92fObG83ZZM|5r>-UrVOA8yP|^J?;wjMC|CYUj*l*E5hZPmFhvy;E98Pc zpvIa_0xRZ#mL$)PkQq_L5(X@$WhDTU68BU7KRt=INJWE)SR<%%@rN_vX+9l3g_Yb) zm5V&LLn$pY)m(vABWs9tl8h{h09*?-wJmz15$y?#X?#IajIaoakyLyeC297ve2fMl zDI@_AMw<9(FOb3;ip7bJ)QXrgs|ZQICd1gUu+k`-)T3*SO_G*5go7u$`@~8VylE7}uLyFkDzcR)~(+?K^oB1am+g-!fxNJ)umvI0rcJ`Lx%hQ}r| z-zu6k28#d<%XO`Bs2ohGOm5yLnmFDG>I4>-rDj~!=s$#|e|SrEfR$~L+ka7@{`tU) z0Q^t%1-qK|e`t08P@9qm%HjW2ME-l8pg2GzO-|A-m!keZ+$TWSS%dz|)B2BcGT|S& z--x|R$-l&`|M1(SqSyX$zWT2VnUVsm9+(@}RjvNFF@UD9|IZ2ke^dU87Wn_Er;@bF zUgve&!Jv_x!5%!eJekAu{C-y#vD)@A?isb5K97ggcW5xJQ%5zUcod78n9sZ0GsK`= zC~Hhpn5Axe(@rc|^IQg=2#=STtIc+Tk(Vs5j-59IUx936t6XD}QQ96elP{U0YEdJ% zx6WATnSzURUR>|8p5xpo^bt#)!OJRqhyzFw>2kXaJsWZi20gTCsq?vPZpK_s9$>wS zf#ZSgcx;!lF!<U)^|Wn(KC+Yl+&{niEWE zX7CnP(V+AGPOKkQA-|adMY;C#rlO{3EbPfbA(zW;7&$cX{91`Ja1(7PcnUUNQZ}Nq zTvUEyZSC4rUlX_F=vmAc6ppE`0U2hNbC*DTzsV|ncI|9sFJC)SmQB$H&Ic}-)LDuK zSuZo4n|*n@&a?+UeIaN{ubcaKA)$;1#G)_DGnN{acwVz4pk3hG|ufZkvbaU zRj8ID7f)K&qzW02DgxiONsl(f^=K(>_ZNGQZFldyuW|l)Ty>2Fd@*Dy-uow{c}>M? ziB$@!x9fH#c0tY6t>OU#*jWoZn&u+z$B$Ew9{08|i&3se+Wwgc{w9@;`#|i!;t^t8 zW{h}JWT~-x*{)++cT4!DTYbmE=C^#Vz6xrlDP(=tGR-PeH+WBtu4kYbd>Jo;G`^Tt z{+NH5F{BeLBEZWyHYTQnfoAUQdEq%m^R(PmH7!k7IKKW>@ZT4(Um*JOyoRY>ZQC1X zE4aCZe5z}_tMxc)rh)i@?=ur`;^6ralF3pE8o(oPpv<7n zZejqk4C{L)jbX!QY0^Qvto}|M#tyaPdyj=921l%OILCGTqRFonUFNl?>aRlfOAn;- z>{uK=_to!nbjhL*nlHwq2@MQew!_fR^Q*3h#xV8QG=9Iy3X>}>JgtWaEhS#*P{5A_2FFE>}4` z$3;&4VPYKJwxa?LxD2NZ-Je{u+m(%ClIKlpTYZ(T7ga;#8f1rimhk^oePD}4!v=={5<7)p344=-LNsS_c_a2jQaK+T-`7p z&h2shtBpK_?M4e4PT>GcZl^MLT2nh;kYbWnP0S*_yg3W7Z2!F7H*z1&8Y0-PCheB_ zM$$0w*PLpjf@4mh;nz__X}eyE@=7~Od*Z#R37ekO`vd^{acAh-8V1hi-_#LSe4%z) z!bZ#Wrds-z zrz4u7i>EgOKku!eKZTD7)$R8KOwV21mvzv~`W(A;Tn>EBL*?hD^bc(tQ3n3zVsS3l z9s6y*)W;jVSIO?FYSnr7Ga<|0tv6+9+n&dC@2y=g^M@9`!9lYXg=cd2=6o)_TKl;< zIv?`|o!)RG8DIViv{jMO1qH4Od^fQc%kuhV9kY>brTm|ggFR0EEhfrecN{}{_nBQ3+uD-q#^9GTWaA;{;Ort;Szb+w?S-D?9poY3KO?kWKFGx+UJY z?7#i-18LmE=txctoF=KdJ&ra@Ft&aU=PcuX?ZhneKFQ@LgY*YrxtRZ^uC<5RT!1I? zzHBwSpXNO0xVFW;c?aO3o_&gMd#NMHMlHtk7&5t7?x%|(7WxE>ALrtFH_v~&+jrJ@ zu0A%Q=M7rllV!+tc-ip(8D>{~cD`O0GgtOuZG8xKRxrXWPbfU~i(>E+vNSOfg8N-t z)$ZSubeIt$^Tz10!m*M|H0zoHOISLVdKWcu3uycD71vi@dbCTJ>wsZqK#^rz-g9UQ z8Y{?Ep=w}m1I$XuYH#9uyJYY)>(4>P_>jT2?*%-E9PiiqU;K~PisP?wfpjLvU+4D% z`mXEB;wdZr@|?LHbXh+;6JseCtFk~?-*7!I`{Vf6x(S(S+dvGy9o!fl;*9fb9{a3% zJ3!l0B|B)kRS4WY<~eM}we9sf@1S4WzrteP7~~K&n|)k8+JAiiK|#P_zbz5u+uO5_VYX0<>-<~py6-X&ksU)b97aVG`KsPghb%GY_E*(WS3&` zobrm;co>v1ZT+mi?n{Yc;Px1?dRC~G!R5kp+CRT1H*nk8$@6Pzn~VHG-+g{3ML=8i zv$EW|LT!ymqeB&`;*Z;7d-j)Wv)XcVNv*_BmkAvWhl9A}`}O1Q#F0Y>y~m_o6b-eI z?Buk*GTLf5$mOrA86(x7XP@6B*MXzQS3G+PS;8@hgkKph2=9aU+r+E}O81iV{^P>$ ztqjfKiCIUyqo=js?TDlb_{=XMwSRqXw=ri{Z6q%9a6hUTnj^i`!}NJQjiR(Our=hp z<1eD9&ke2gb&AyPPS4R}2Bc`pJSa$U zsIm!7Q1G(7%1(2P+t#7vkFYJihvqdYa2&_ZiVbNzRHrPbjUaV4eCbeSA#7CPa$5MBHEeP!2(qPT_ zJy){H``sT+jy#f}?VH1j==u^tzl{H+LUFeT@rXyCO@(^#bN*2L-emFrjr+FS{-wlm zaqRqxz+d(K`Tgd+-hwcns+PyrVNxde@-$Y-{n8 zLe6z|mE^|-F%#Ys*AWKabw+1G(~ohnXr5KyZ&!^xXAk@C zpy6!4x%8~Bg}*LeX)Y!j3!4^)U1xLqk;KV-Wy5tc-mkenW>YV{Md-e~8D3!zl$z`; zZu;$sh5g~6?-6z5_+g%b3Oml_PKsT1*T5wAF57wCZmPpg4v^37pF{e~0ynqKG*5Zo z8+X1#dYip^&!EE6{W>c9Fkv78Zz>uSku7VyiHB(0%SUmz{N?u7GGU+y0+iRgZzWt+ z7n|bQdtKLSlqVNW7*7Oj*ZrVJ6F$#hT!5PS1)^b_g- z?xaeLS(J;e2lk$*N!zlLf|Mybnrs^UiYcpKx0|Nh6hb1^0XEzg*E3pMp=5VoHUD^)$t2JL=CkN zi-~!Zr^(uPun0~@V<&ez`M`Q8hIb`ItJRywL()4FH%J63Y-mI^}rsqShYfwsU zi_OSB$5@LV8q#J5pjRO}{~9PG|M^TW(L!h*#N8e5JT4UoZOiMlu&}|WIq~Z;oF=I4 zzBMw25H{?oa(>NJ^edd2#9EpvQj2>Ta%D<@nv;6fjl8Y_?^~rgD zOZN3SMJN|fmy|c56v}biM+XcS$ zE@E%4rVK6Fz-h51azn}exynK{ChG15yMOM*npfH@lH23&=XM`j+U4A|FmsFjuJ@OA zJB``lumXQGFE+PE@POo{j0Nx1^f}e_XT1jhCz|Fen}hiu?bZ#?g_qa0s@Myw$Lk|5 ze|#>#G5@lz90G-I4tv9Bmax8e(Zo!CS7GzhsQPte6flbSh>Vp*kAXO=lCHwonwdS# zRENuAX5Y<@1WvZeYcPj_H50;B(lN@JgGjVpRfnR1$tU@uWCV)IESsp$^T?w5b(`tQ zDpQAH1dx^V(G2!AnOGS&d^hb0e1IBBQ&KhXpaAL3i5#x&70p3{K$w)=N&K|uc|?XNjNm*O)9%F(T><+7I1FM?yyeS7mFz%O7oxYm?6ogF|B z9(=1xD%dXbocmLAH*1Y)t27!hb90OKhU-Z#gAC86>W=x?=W53?ddNi)59ld1qi(ilH$zIRuyT5H$GtCS- z?z5y67N6RHKv3hFmD2z&dzet zs42`#z9~z@)XwZ_>BHvAJeKY1ktTM3B%fxo#cXU!^>pRL;nQY2Img8i(|u{OUC?d% z?LecmEZd)@udE=eBFju4YR5F(%I|r4kpOzG=76lic+&g5e>m=0vU8!ee5R$yd0c=xeX?CcI@i- zb?+T*Z@Uh{CTP3!d_}IyZ;z*3$7(5+jN{z>j3s3aa2W73(aYoY*gENTMabk#h7&2* zt=W5Hvoeir%FcL27)v7VzMh^sdFyr2gM4gauYlwHpj6uW9y!MMKQrdJo zao?&6YQNuSVL@Rt*^t9Zxq4xlPtf{3u&vhf1<#}D+?ILH5NpouekL4BQ)0!6Uy(3 z9Wf{(wUAx608zPenY$5RZ zj$-Mo`)`Vv<&!9pqL$WTt;4iv3i_XH!TgT4H67)-73g`+3YW}Z-5qNx z$QhD24R!B3AZ!gzIt?o-14Y$*zOt(oH{}CN=g#&rwur{)#u;j~CN{qXWohhEgfj2& z8l?f|0jZ^dDxFWsPEWCXGRYf>txIHa5*g)*hsn`AhSQTuHzcNsc0LQ&Qk_BpQO(iihm6hcPVKX{WqK$uL%Yh0Z?Z~ zfUC=>{0}G^fclRGrkJ1&+y8-#Y68$yKwXhe?tkG`fct7KghS!)z7N}GF@x{6Dh z+i5q42u3MNAlt$WyoC$m5M$CCv>9#%k`HfqM$vrWbfy0#4DF+9W+j`HI`BPPU@I+= z3rTKdQkL3j_hi}fdoNNuv@+*Ls$fa>5fnj4^sD#UKRY0^R9 zIeVEck^q?C-u5H3UfjdGa%@#{DIjn?l&iEbz8xSz0t8iZ2T5Q`8A(6S45Spsy?}to zy`@BjRJp7+1_}IBmdZW8$L@#qKkgET64WDCF0GR}fGGmp@zXt?*JV%?l_!X0lVT8A zw1y0IGv7xBI8RefUdR}9U7l8?I5r#~FW7XFcq}jCk4`yvhBpz( zn4CmXN}y%hJ>9H6(3W>HpXoauAB~Q`PIIjCx?VT>Mf(2?e}18j6R0#D97+A~4wLsd z4YDHWxQpw}W!q=)CJOmV@7QX^chKLrAGy9i5cu*v58)9UjP_4pyvdL59vR`ZabklqA za@l0_6oA*1r+mJ6!GvnxS^|H$E>w*TT zv(L`uXoAakI*=1Pab`@1npO|;BlV%CyN0wBKO*|G-F0;#i=NNrW~Ubtp6h82=bP?o ztddQIf$Mmy)rB9M!v`}hmghWm)#iLDS{Mg?%jFXg8fH``@VN9aS)iyozfAjTu(Eku zc`M;M@$7mk;ByeLRmq0t!`kFLXaQ?2{JiO)9UO z8M7RF;JAa8nd|nykR+%GvD~OqwWBn{qj*UAWXbUckINH}G5h}kn5nv7KtEhqTiAit zZnB&2158ZWloPhIX3korW|0<5lvLrN}wsuiuW)E_I;Tavvm^OBbihmzP z8|TI=9*^roFfSS2-D`Q7>&WA?fzMH?Q_+{dw+0BtV8UZNSEvXffj$@;CB9*Y8(*O% zm>wv;C9fc2NO?RM7=xm04QAOO}NqkSZ9YWgsI>iks9E2yjvz+8%C? z*+wGAS3{4rf&{xm6=Ofn0QF#W2u!vX+`udB*s?LF;!3Jf-D@T`#>8%+h0oKj`I1U@Bqf1AU7`QZYkGin`3rt~JN}N8wnTelP7bV_ zV~Yi;S&WRlWkAQEb$EFHxGO*`kngeN#N3>sdA?#%{tXe8wxQ$|#H< zpjn+W!?!gj>;P3w@Po#ztcb5OpDsMss9kXyv?U;x!>-e|1@TmzG^GC|=lvx=g`Zh}JfLYy8Gv@;Vcnf;Ya2kl#t zF*5S*9hXz6mhjWukAm5?={QSqS5iM0H_KOnyNQU0PUnf$dHt%w*MKCvUgToE6`brg zdj8p=iGw^k^A_VX<$!wu*c47%3uo#34y;tTR2BBmvbQTMK+5xMzZIB*qd+j7fHyhR z@~DIN)LNK}EQrt9W1QS$r*5~J5*&AYU4z@=>9D7RCky>n13f1XJ;ab>eSKhNDwQ`> zeChX>LQImQYHbyI^;ZY0w~e^mXQ2ba6y^%P{5ICY^rXL;vzy^UdX04V2s=ujIxiKc z-@tyqi^E(N7 zj4(JG1COWSHud>0V5I>b!a_%T@m56F;JzvM%_&9;OAd2UgKs6jTb($v&ed?GU*{6l z;lkokMObau9`cr|H!4CDZ`>Z0CefB|igrp6jVw;FW4b(8g@MrC{Kw65BLY6WcV*SB z6AP$#qU3x)p%&5qGC3e(+SY5Xuq>*q{P@_h?wW($(C z$O8<=Uxe8?tO!?%0vbqNjEdwCgB|hrvt}lMVq{))dFcv%=M6Ll>wCDt9X(wg$38NQ z@H8|N@_1{QXXr9zC++D%{4`Si>yBwZ6A!}i`51T2%jSx=rt^vz;p%@JFoeVUETw8V zf$R77sQ4Ik@ARdl)FtzEyAJW16b2*0^Hh$o?;X+X8Re2;=<^(1rXN<45 z8Q{RV419@6vgEtv*}ZS^nxZYRpSXwu(<)1@jQ`Vl)PMgnW9J%&|O45 ztRLxlo-`?1*}Y`zp71RRWCw=iYt2G5y!V59omp)Y&MahC)y^*-=ThY1XrnM97w(MW zD>^9r13x-%p1Nms$UlX=tcG$xF+~Xh0pWIVT=)o|dU7$bxeV?OdVVbh+mYq+GRtNH z(4WJvn}fcAebrJ^zl>DpzxOvtp(<5AHXy0YCUN;6t`M_T%rICJbaAMhQFq?zZ4^}O zMTv?+g6fgP`1Nc}kVF(Vg=DJ+U4|Hy0$c`Cw+8oc(31QaJr*z>xq^F#uCYJpQWAsK z8fgFKPa7J)G5JOXx>#q|h=xIyLi`vH*r101``DeR8&3Q!D&@Z;3w6L$3_S@fS%sc+ z)9Rruti>bK3?}OZw}(|uHRgO93G`Y&e>|mk+2C@@d=)K99`r7MR?mOLNDlo%!C?yu zzDQKhPI_G-pFS-BkcAU^MdMpLEH+oG>HKZVsuF+kcWV+pvos>%h;Oiy+G85QNkaY; zTXVx{@X0g3BwkWY2C`%k+%dUvYE>D^<^yNQB)!8vZkzx98{xTo>-jeJR>A^K z)gPt*1L8DIz6m*L2?kUKoy;{)o`8IyAEN)O`WNF7Az3PVWkZAXzDP7L=v;P@IC;`+ z99?)5IJO}^*Gg~hE6gcZPX(UV_Tm`WF}S=wDED<3*K0?+Lm@_qajJ>Ym}c@A^=lc5JEVUfR3}L@6o3X$}0g)`xKW% zJ2T)wzj;gt>Nm;40RE=Lh|?HbKyOh;4v>^CLV(Oj&2DY4<7BV=&t!L0UYJg@pPVXj zE@Qs|_CypwvVesXm_>LzfIp_Tw?Hu^s=_P?nCCGRWGK%mnCJ>Ha`8lr?3p)e@J6Ho zd>q6PX}joq)wnyNl)lvXgV7%v(nn3#!gBW5)HOYcZ0@%Z)ZgBpRb)DET`4Hz8^ueb zSIm`bTn`+-zh5UNCG;w)DfgbPDGZCbRx(n}%ltGpSnN}WcV_XO=8#tc=_ow~4au1} zdx%ql=^`IaZkMY`RF-IE9f51HOdr%S<^YqrR0I=ihcv7?NX*Aq#sSWpU+&m2shW9(0%)is(;cbVx$)~>0$xSLM1LTIZqSd55iZ+bcI!QC zU}h+=Ho|^((mTXn&xndS3Li(6Ha1BTm<*10+SWMkkzz6{@Hrc$U;Pg3e*SfBiyZP# zAirMGafC>^ne<3@E(C@rJ<5ROmsVfIWq*|=Y&pFE7iymVd4WyKxpgbK% zYf4bF+LccY91y_aTO;=y_8cN23cAINah|Ctb=oCdD>)wo*nM4O;!aV)F|tD=f%G)m zvc&GdA+dVXj&3w_qO|aavh^yhtprb7tr17QL3-;hI;k~(Hi;HQ`DlN8H|5H*$a7u`5GwfuLTh~32f2QbbIh_(r|(| zLwv0cE_ARo(ROp6B>7{cprL=@;-=Z%JwZO17e5Gn^}_c;3*^#LF?6S=d3T_vI*>W~ z|9P>aDD%X+Sc9;EgvP86wiCf9H$bO6g92SYp+m|y?bV=IJ?HHHS$WA%3+IYt1-||{}$`cb7{9q$-h)xTXYk$jnm#K_~xDL`h(GG`YWDNGh zLk@E$fp9%K(-^=F`}vqYga0QD3IwpviA3rJJu&`~V-lQTs#xD0YC;`?XC%i6p71IG^dqQ1y+H5?u`cie z`;fmJ9s7;-`h6tEqPTi9bgR?(3e{Ja&Og{i8VIur2VgI32op_Wm(v;FuO*{-j%rmn zi}kChu^!sM0?hd*hlEl$@;okWHz!Ufg{Zgrgf<3#9RmJeJXSgn;a&~ML}vSr_gpeI zXFAnsCP6LxnbbA;hO?Zz{>mAwyx=!8Av3^6@Gt!Zd((`jVIBU-^W_~R!B9MtNCQ_X8vXMaoYFQYmt$2iUxZ z`r83FMw?Iw5(U7=4#kaUy!@ysn{;Tm^KviEg*ZR@U@-QstgR}V>pFr|lvCT;D9$6h zW*ne0(Q;(wLrceeRXZ7xM+Rq}n<)ZPh=M>nu`HNPd;7lEc3=KoULXrhL{(Zg7R*j$b<;Q(8G#nqKJ3%$%PO%aoPG9@&Myu!{d}4V~wK zvcen6+N&hR%D&5D2TmMc)qyp3u<4yLX(;X>3JIQs~bqo{d4U)%QzM7!>ChedoZ1ok!QAdNKzHuS_ z7+MgCB#sC%mk7~DM&=Hy1Mvh8__`&nkrX{OU}qr2~rh^u+rZHujaca6<0i$ zX)7<^+ItrI%QiXzu%?F&w*PbYP5}`I8$=cptWb*0$5~Hm-+mh(_owT@I5&H7v&&49 zbuCJx*gZ2t&tu3^OY&y7unfnKk0p5v!G;=$Z(7bwaa$i1G-e8@u(8>a=##XR%x(I6 z0q}twJ@l}>*D;xu^n-xPL$cA&-F_wT)I=w%{IAjs!2I#@I~0QpWD?vT49Asz$oI}3%Q}lJ`4)oHzj6aKB7xnI`}yr2 zqU?T7M5xD%|If3MTCoeTU) zdgMR=;sx^XzelS^0e^dM{gj2@l>6_G|M~7^oh3hS;3F=$=komc>2ft8yJP>je^?sd zveWj}?7h7FYr1uOB#j8@0zCjduI_Y$$}}ZyO0Oo->1&RsNVQ{DT$9*AZ>~14dLZ$90F}v+E*Py47zfF~5nPtIZBbnV9gC<>%(XpZNe}P2 zv~(W+{F4jxuJ`OX5@&Y&+z7Xc!A>-ZqAPPo`Ga~(a+$d6W|Qcuwir=m*I1c1DN%}n zu%KvGfk-7;KK$gfY?_CKY>kvcqIJ;DGC{+S@_)QS1-E`b8{H-IY*QQgOHK ziN>7Y5qz9r!5I?D*=_4R+0_M|av)`0Q=#5SNP?P^=F)NEv;G_b1VIdWFibOO*s)8= z%R`lFvF@}bkV8#MbT7NG}kyN*&U18z3(Hb8R(>9 zFdBVTFu$RBf+?vav#lPpltMp(Sii*!wA`)EaV7T=;ai2t^CgdGcwK#KFsp14@L-w_ z$-{5BM(TgWr}|(sQ&_D7Y>f9$-aH|vQ>n5HI|PX_f^NFSxWnCOFS{MBg;0esu3 zNZ$YHSg~CC+yDWFvpDXa1W`sNjIKE4skHH z2ujAOV_<4cJ4*FL|Z-y8gdG$Ae=QG>>lnq z9{dNaD}qIB*a+MZs5+maSBX&#^N<43Cy>?uChIH~nGYAf1+sJmE7Y@;j-IW7jV~<> z&CJXXs{DW9dd5A5kl|}Uz0dT=0ogdn;+Snv^blpSow$&7O2zf`5xq|rZcau$++@Us zU?ancOB97H-l~nGCzjf@CGza9-X7M~N6%?N)`TmuJ6v96d z*Ok@8)qrwWFN9vmR3aMY>FMVVhh?vEptg7NL^e$bO5Wbowq%Po6t1BfDX5mOoQ+Pf zYg-wO^?B{Qqt{T%!1v#g%9>g#Hg`VezWEq?yDUB)J{+GBm5#=V#{2EbgXRE-X{OnI zCtk4-+w~xCdS*S%0h~|b>FI3y#CNLdd9@Us`8NHGkG+aS-hh&WoBICyqmj`=LF3JA zDw?KbRp(E!0?FUY+_h)6K+N^^B|~G6DZ7eVE&N5dSq?}GINKkI*KlXYN8QX^JdX82 zFtW^9^R!A^$-ft(u9hHakiPb-dp^`m#ud{|ijir!qcnx3@@V$&SXF zUG`5l_*gR86wi_HGD?mTpQ=p+8D8g!>or^2BZMK&K;U~Pf7+TG z5;a8!5n-c($YLM}cUeI;6Gf_v)F+OpC%myB-Yzl>MlS8nwJRJ^2u|q6(25BIzJSrW z49FNUX}jO;No9;~R<*Mevbh%7GQTa8k#JdMa{R8SF>tFkraJ3*;*)^GUj;y)I(KPs zo|O(d#S_RT69x%-yyG2g5Rt(c&A<|aitkaB3xVvNq&KmtkL8Umya?n>w+d5@v)kW$ zp5gY0{Z}3Z4}7h*oJz~FeuG%FFSMYa#Jo^?U$}DV<2tedai??d#uZqh>0)b2R8kmR z26SPdw09V8(2xSFBlT5xpe8YP!H;D9Q;DSFbRH>JTqu6jmC8QK<5AU}r>3q$dn+H> zc;oGb=X0q`zgOLoJ+eypL;y1(;4;|=sqlv=pE z%Ovvii110yMqQkIJSO-oThqC%DM9a0`MIk`g_*;L-W`H-sviCW?S%sdxpJdRZB4sm zZts5XSpR~&BWnw?vv*~d$rZzu_Y$&tLLryQpaIYV{|i$`5NdhG2EPkf+h~{B%bbEp z$)*!UV0qx6;S`a;em|?5C|ry&JtaUIYg{;}7S9>OypSB%YqlnoCSgNJ@3>uz4;xB3 zi-FsOx}Z96*v28p0w=VD?efDwbvvLkOb|%dYKtfVVNQ?&^~L%1X6{2&k9oc6G>#z9 zlNi2o$VdWNrN4tM3%cEiK1`o7kJmtbBMD?R5yAu_K#Is|oENgPsGN+L85Lt>}!d zl7lr*xnUb~<+nIhE0f7g;2<7081`=kI+%l$SX!vc$|~wZT3ISLXv?Xf7EwVVv%Nys zORNpadt3=X+0ixsNAPHy=p`)H>=R2~5JFAh1^ zYd+OjyQHOCu=~cCjN3~G=X_T*Iy|;{_L6`K{UnBow^#Ll>)vAr8gKt})gG4}{_Ry8 zkPv6#JIelV;sV&wjd32#*;I!C zT^2wZ?v;T}CA@F_O=PsCpa^7y^;N#H9dRd94+ zib(GWdNRRuv2fV17#Q{ZsK8-sid|$F@cl!YU?wqqVVyOwyA1>UYWckObY}ST^shRb zs0DCYMJ<6XHIhK}Bu2R7`1XW@OI zfGdOBl%p20*go7fi zpaNkrU|5}6hLGMd!b}&}Dilb%ScTjIKPqt8nqn6j2C9`=H5>sGY9YF$#fjEcI0b?3 zBLZN6hfbpgc>bZJ8LP6P-k7_B%5O&3KwDf^!L-n*eg*>B_ToDZK#B}DM!A4T$lj4x zqEerCnPUP5HhK?e8h!=|l?4(~<(>_tD5E{xeBQdS+tfm1>g3?D zJfmm~K^tXURsL_n%5O~$fI37M zD5zgr0xf8lHMBKC654eb(o~}GJfI0gyI@M{BnlT}HMqD{kp^xG2NguV#%`t=I^eN} zIQ*l%BS^N3x9>~v+&h~eHt$(#Vj$E}0a4@#yP?d1!PXu*7DU($>Otv6ghA~MhBUY; z5POP>Vh|9BSX@?t0sd3Q=IDjNFu>vQ{Fx!sQ#b82(40Eq+CoM`W|f*ssyz$Fg!+A# z@=$ki;|Nr>CkR}eL&t#-YZS^%+7y$)Kp42CY~b=Fy*$qE9f<;!`iN4{RQIqRrce^K z>n{YkR@We@#xVvN5^xT7_a%0$d2hxb%|55dcyR}L_a6P^=ZmwT*DRWWnwr`!ojZya z*A}dO%6R$W&ov9#2fNoYw)tE=JRU%pyoTZK&axUSB`l1>9! zid3hdkd#QMr)#hWJbnY$R3f!ECXMh7{2^z&y&1GM;3-EUf%Zt`IuU}lde|GI;YlCM zw5C}sWSmh}ppgYlmxUUOk(5cR>zYUujt4w}XkcQ9LiUsp2fS+{f{JP*1`JO(Q-Su5 z6~@uU3g|3gurpEqO4gK4$JEzu>5I?I5A)36p#v99#!$J1S@gM6S;o1_WJU>9)Ivc; z##nJ);lQ<0HCeQq%qL-(-|{m?$sZU{jEUB=aP$8p7F6CsE6F;rzX$)-5h7MggF4dCJi^k4W1Q*bl>zNYB zmJY#ymHR4K8eyJG%CNvyX7V*@DhBpgGFem2+$;>#=%PWh;w-Q%u+#Ek$e_B9R2X6; zn*$!wb?CwiD&*jd+46@&-w1Q0bD@aK26^xhASnu@l>w(f?I&RR#AX)xeq^O#`2za@ zoI$z@t6AVi4VpnyPDYRzAmUyqhW{A^EJc8J9x@_jc;#ei;mQfk3i~HTipU01T-k`J zshAe6;L(f3>Nm16q!T5kaKn|N!#7~-k6EdnO~&l% zGx1;^Az|py)i_GcAYVXpgH2;%jA2$W*MCpaH53Fw2H9`|gH>7XTJGAn^}2|ca7`Mz zRk$@S7zR}%n6ZgEXRsu%T`Q@;V(;r9fyGP~X{!FJ3eNMPBX1*SAPzH!co626C@=&< z;(QP13Y-%J25%9DgP$%>0})^pydxkRCa2!!T*_MpR~bM_T1!CvUyJ>(rN3f=)FDh| zy*-pE+WY)@LQ8Xp!9bw%u7gJpTeNUMA|XawMc72sjmD(+yc;@EtI~ld1A$E*yJkwK ztrJC$TohnS%Q^M`2^@ZR?@!oMg+fbOUf-sIH3740y~|(cAL!qg1l}$hGmcQ0DcLIA z-=Ww{h2fzJ0=#vgSYLpy$i0|GfZJBNAK*-Oij#&Jf#yi9THiYi*(2?t(O(DA53Y^F zgD-f?0K7ZMFSle#wk0rKg(U=C7r@Ll%a5s-T33qvL41(`BLxMEpS}$k#AB?~1XpCv zG<+5I=TJ}5CxeU1^Lj-zx?1nDpX={&yWUJsOhm@`k>eoS|Foj7{g44RD>=&Kd5W*g=y(v;$AZ5*cVZ z{0&VEAQ|2j2nW#Qqj>xR7dC3mvO<_`vDD(%hMEeH}NlIXsk{oY-56CXH*)mur76YJ2c_UCKNc zF!(=juO9LJ0Uj^Bb#ziobu?Vl2&)IXnpTXNapbu%Z$80s2kS~h<(!a^sV*Q;D$(8-ITX?$! zH^Pt!mQqRAJQo*Bi@O*?Q2W+*+#QAcw#qW7<(m~rH zb(Gd@t@i!(af9`|SgyQOIV>h3PN&g!d!p}Gj-%bIBZ8&@qXXHMgtH`t+rxmKJ|wd~ z-}u{PT#2QP*Qlux!MuG-(2Yg4xuZ#kD7<2Ne^DpZtZr4V;2o>Ycn?P~oR0=xwzo}wnEBj2m7ky7}W)x1GW@Glxx z-bShB)y2ifYVFn)dksVkraJz6R}v~q)k%cQ#=`MFI?xFkblTh6Y>u zu3MkK7W-UM*QP!0?aiB=ot>PV%mUyFY}8pU6b|4I+5Q^;RS%@Z+6(6dUHM};%n*rW z0X*Lo;o@1Nmk!b|La2jxCXL#z@4EZV%<5*li>}&LZbI+tjGA~px1-d4qgQAigB{#w zr^GG?ZR>4?7SfzGg2Vr`O14$q9{*3@{mhN+eh2%H9RFNvzpK@lxSO6OzmFYl=F27{ zOo_2nKz=8O)k+|Rcgg||8_7u;w3+&05X#d_4ZCtvc~=^ie(_&mzh z>%=RCVhs|?64t8zIOlvCJb{BzA8PPr*rt8mAA;JB@az!xii6Ub{e#1KV92YD=Jvr5 zPmBhC-k(zG_2cASU}+S$QBL7SPkLMZ_{#4-?@MiU8B8rp@cmxx4oYMz)oVYmKW>GW9;wt~FKNtxM4J|GzBEUDO=X-mE(nvOF03p32VP%NnM5ES$jFcyMg=!1F4o|HYm7SL@UK(Db(RHMeiwCZCiP>|JLXK|8k3Q{v9BMN3X>Z_lNtsPRU zgh<>Cv4rU*fpxwb#=2}u9U1F;CQD-A(cD2=^s7rDgnXw{lTCG&xE(<_#e zd2^cMweM=STp%Np4ltY1?QlG}X*3T9gWS0KeKe6eGc^?|iFkTG%n`j0WErwU)&dK{ zOd-MpZ>Sj|?@fYPZ(6W##~KW=1scB9?fapl#D$3lfei|4FFVfF;B%Pi|M<2uVOs&- z0j+bYy>HS7jA>w|HJq+%-uQL1(3*pzpzqnHV0`jpyJ2e&M~Rk7rX0?y-S1)!*Lp>8 zM){+q*jnrT`3hUhxImP1%o>rivNiUOlcL3rYMZg%JXduw&n&w`O-+tozrpP#ps?)O>g^VMpD|4jSMbCq=aO>>8~ z>U3?-ZI2buZ>$SS^MzdIm7*npkN1VNRN%9nR(Z%`H1yLwgTBUQf77g7wVoT<*D+VB zN_0O|zwLkc;BHTVfR)wxT%q{;%MGL{wR#O23QB|dOisJ&h1U|^&I4LT?j|Vg>%F)S zA~%J~gBdLwDOpfoQ4xx*Fi|ak!~QCGqHwq9gV`Y~l)7+QkB*)M{Mv<#mxx%xk2ceD zgk(2(3{Lg7p+zRH0wslB%1mE-Gq;E}Gy|rqnFdp?OE%f^A1GL;SPsM2uk6&^ixnL_ zMBPx6`l|zwO63{Va;dob!8{}J_~DeYI}s4P_2O~+;TneN1Eu(7WIrMCo!c()eQx_& zY_$)JjQauw4&R?Ha+8xy)v8wgAs&e2K!L=_Y>I+$$$#@EDVIfp=mhzk10#)T{#1Q;HBg^U-unvA+0_s-HWHa!191NB!R23EH z2#g1}`k?Ez5fKWYd?Z_hvCy;W-a8>BgOzDdNeenX-abjYrF0NdJHgC2>^37dOms?g;28YMBTqjFtwcX8LYCx@*_ISPLw4~QOIh3WLlo!6Y z+{TNa%CuDx_D07PLASFdP4ww=dCOxva;E#&MLbo#DGCt?I+;hu{RQN}si;tfeE-hn?1aWH`ykHytxs#Z6~(-?!A{+);h_gv%8cpnFz;`Z zt&RZO&b~S~?B_IM7H(}&cy4#~mhvyyqX-&ock=IHMcC^bD)*&9L%UL|jB;~U8IK^W zNUEXwI}&%BzNSxLcoAwx2! zQ>jRl3UEkXtIG!Ex4UIs3xdpIe}j< z(^e96o-{$Wp3tV3>=AaD{4?A3V&~g!&FOmcHzy}2A4Q7sz~qcR_R}MNBwG{y{WbkT z?zQZ2(xtBai(gTHUg>zP|5YF2ij0Q)dE)WW3w`#x#SG+e$x+@BbME)kIp|iACMlE3 zTJw44NC&)bifPZ?Sh@1{@5%;rxvEk>tUu$pg?u|X7fM1MGCACD-Env6+$HYz(rgWo z8*W*%|=@=VBm4XNXYDXbDXVXdmB4m z=J177Rw8}HnNez><=300O)d3GiK-!6hJD$dqjf1Yy7I0Od3>!Ge4^8Fa@y^$xO4q{ zk*2%)>fQODJw9F;nlQ%@(5jV0p#ci+Q) zp=r;L)cQ*t_YI-yujVawf6WnImGP19v|_xiuWY$r9B21jZ`XUdYu$J$YJPm?it%uOIZD%!{i+3@%$HE?eaSnGN%ElxOGM;-NntoqgRven<%gth%H;v{T2 zj>LrF<0APP9&6R&nSAF5{MqYQ2Pl}QbM{&*+rm<<-FVd_F^L50qhT|DBAHncw|2tr|Z#OXS<*N(lv4OeUhMi+k9x0sV< z!r5&KJe~BxJ0qVS)><6%zc~anyg=nrxmumy_r&>;;E;n1M#uY#Kybd!dm0zw%jfJ(e)-z%+ z)?4gM*}!3xK&AEzUf=636K6;Yf_lHifrTwle^@}a#lsW=;5=gsgf2uwYx&Z-yhi%o z75Bt#Ij<(fA<~xI&wiX|$$7#bQg6Jix(b8mtO z2@e!dix5sr4n-X~w(sQlmQ>c(gmwk4j)yDXI2?kG0t7&EiL)GA076FnsLHBw0M4K- z$Ak*OfiO3$Y6C!s3f)s`IzPQuQ=3w;6hl%{Mn+Tw*)1=4eR1KV0|y=!B?XV?*nHn< z)6a-%%4Zsw5IA+EC=?3%;@w?>Pkw&<7?_4sPg$*Je$<^ZpN(+;xE`~as=0W+jnXOC zazvJBm8MJomD*1OKSbxo{KB2CO3z;jhsDNLZeA5mHz&vZE97sr@;APx??>Us-^}M; z40=UP*aI0e3J^UEE#lAo^l`t<_oueL+-=cmFM8Qg-M0DPPD)f8x_vM534Qgg+;2Bt z?_J+{7M<6^`CGAhZnuwF2dbh{T3YmzGmp8}<+7fXelbVeW8XtS@chiErXY0tI5XXF zNhzOkx-Kxa*KefV>alLuz*Co*ioC!%lrYf~AM^EjEAAY$o2f_r6OErjM`QC{$lb zE2|_DZhDk;U$Op9u3k!QOkEt``W)4bU&(B?zX_zbI=(?!n189^I_T^^TQVxhfX6Ar zRlkyQTP#cJyi2Pz>`3WQui5(jJvh}Yo4H&9#@hKCkV0y_(m~8Gk06EhDv;^xFPHl< zgo`d7XRjT(ZMEd;F&|RfZ`It^t@W%g-6HGjuTwlnKkjRNTPEU^z1nb{CLM`^I&M83 z6#vccoJrjM$9C%i{FB-EeI~avgYoi;&z1Ost)|uWPEA?GX9A=CSA|&Li}Lf>OxniI z>ha1JY^yCV2;GT8QL!l=>3ucDm~}}^dds*@@lY2p?hg$<-|c&vVjtK0mSsTc7q6d~ zq%dEnR<(euxtv01N%c8|$WV~s`gE*8q^!kyi4dL4EMebTqrYxQO`ry;C}+Ld_-T1% z1>2RUwDHQ!&g9!}Y%Z9sGe^VxG>IP@VZBfF@XB&I@eA;eo#tiJ8f|*I8{{djZew}5 zUwrN_Fr1BV9h|s)84WI%5jC&eW97yp@g(1$M>xfX9n<;bEmiA{yRkFlzONJ&PI9Fs zcG+*N8g?sox^A@k4R*^Rc~XVfRv9m;47a^g)X!k-9f+_Z_l`#Ye(Q-K_r7rR<+s>v zg-t1kVtc$?Z@t!}4kD^Z4F!S_aCP^5Ha0q|(djo^J&ns|qJZ}W8k*hide@fw!b`}C zWS4nEZgE>JUNF29#^Q7P>1A_Wt+$-{=%(fc7;vPeXJLdx?|dItNR%+&a+pxIL$=t= zLFR>eq&qP%lW$$yXz|^5zovzfE6Wv|(>b)at3*-ZBN@Oqu*F9O(ApW^mlri^styQI z{3Ml$*;PN4$33QiBlXC~)kh5o80aNdW+sM!86plOM2t&b?SUW{_8@3yv)k05ZNZ5E zhy{Di&CQJ}>!83y39%r61e+ZlAJb?xyw-R_1ktbGnZkSk&;q1M3Ziy_98y8u=rtC5 z+b4mK4@TrwqhbTC3u~(FJ_->C+$x4}fTAFib65%Lgnr+b&SceSepqo2HLwuQ!YDG{ zdkn=8SToov<)IVhn=$dg1Y?2CkXpgnK_!{DKRk0oZaKGhb1H^|0H%vfHyUII6Z=37 zXi3DNN7ObAT`UlW=CFmJ0%Fwbdv|w+h0-yb@1HwkaJ~jNO%$Dkqi^N;^aS?wAAjyS zK&`whBQ-+PX>g?@zVSwTespX)l?UVwPbl;+B0e$4ZxD~J2K&#^Qc%cT?X>W`@TNZk%#Rlr}_}Ef4_28 znJc51!&{-1Q>igKMgC(N@^hZk~<3nDgFIx-FcYEq2SYv9>sN zKUFzZa|NDPRCma`Fx^Ni6LINn%(Zy=&Uc%XPIc2RELE7&x~zBDunEO)e(x93j%RW$ z$8O#&wuw%-w_YW)8%+4gBhF2!+1BRVzpGcWU32PcpWs%cblZ(3U6s1e=r4BDl$&o|>h8u2_#e$VofZ>=FIU_nEll zKiX>J+O4lO!ns{tzqjRevNF}|5v#l*bp(cdMY{a(yGa{pvS>|baNXD`>ogQGeq0E z3F0oK7=Gh96@wKO1&tphvEBW-Acy~LxQ=Kf4zNI)lo(YwmEn=JEXWc)+L@t_b1YYceIIM!dtGg}mKX9webSrQWq^CNyvEK5h_m-&FX&mdaKoLElC{K)#;S=wc85j zW;LJqxi1hw6OcEsnksh5i1{fInveLNctOgi>gc6Ag~PfqU6K^wvi^h9JxCxO7%{G| z@uaMeux>Z7j?lpTslss(gAvMtaxz*$xOHL<-2_2VUf?c*&niEk5XvXWbacD{JneDI zqYj3u#)g{>6Ik3re*PdD4OlKBpr5KVjrO;~kD3&YFF=3N8p6jtk}){XlZ@iKm6{#`AyMb&+6d#GQw+Aw+_7Q;&p zsybzTgcoWKPdT0L;m+%U|M#$rE>l2Wd8ElsTyL0O*X8`}iF(w}gXd};9nyJ6&3d!W z%f#^Jg0X%v_S^P|%euOoQONZ3cfL?;hS@?6?}mG(yY;cwooa0jy7hW?lfUOAqy zA2uQ`YS4N&$DmI%(QJfT+#lsGMak{+?p^)cBA-^zvz=R$r4iBCWa(*!dEhH?Dml)) zsS2!-P%mP%yOk~Z=x05iR>#VkmqoXm${|mi=^H=w@|7%?C()8+6elK-80|_Pa0DO; zCu5etZaUwYLN!u;R@V@nm8jd2b0G=9{bx;BzWjqdONEN98h&{C-?C<)bdbPSJG7%? zypi(e2)_S(?T#(0)#7ay#CAOYAC>{L3BT99a4KRGU%&nr9yhnX0Fe3JiwS-rk}CI` zZtLZm?RwviQ}^@3a^kVEy=G#eDGY$O@8NACv-xx$3=1L#KiJIWY>lr9M?@AX8zW}- zm?IB+l@b9qRGrZhC!CNyk}}~%mhOTOtyzcJR%XiG^mCQnuL<}{AgQ^Mx&EIr zJ8k3as?}IVtOI|XftU{v+j)M#lxxox2gO?(8@W$N0<0l?oGZHZB<$G;*l_TKo zoBqW1XZQMu1@{V>wV%{a-@`zJ7gK=42@7^14Cw0>_P)5MF-K57@T8YUt@9Ef<9_An(y1` zbZ^UJ5~y5=egITdFQG*YJ$$<_Up%BP4ESKz_;b*J~MQJ0BPI>RI;@axNG$&6^ zV~9PM5X=VxpImT%ZZE3TD-I-FWgdUl(UUjK`5(D2s5a}2;Dpio*xGj$ znn8UX1|C9H<5apsSPjS8s9*%_^8a)ae8|E2gJV>7+WI5a86~T-ps$nu>o*&byT^)} z$vJ!3v0k7z=oB;ciOS3Tym;cD!3uZ2chKVoa=jly+ADd*2~w^m-XBjD=RocD#@-8oajSYK1xwYLV=al194-H9w@( z@D& z(nF(MdyLZZC0S#xSxrYo=SD*U(oR~-1qY?}waB2BD>>5~*%uMeFnOS7y^v%5V8fsr zn5UDRO2&uQLgE^Or?c!#$MjI?bIf1orDdzbnEv#y`%v$%j zaa<6?Sm6^%9GQN6QoUSmWm-=}(W%oB6LWX!cq~c%vO$2vLl0P`HR$AM$!@9dGl7OJ zLDioy89~FZ%UG|m?P#`MHk#OsIpb%Qu~0zhvo-itWPBeG5#TWIG&;Nxr|S0RAbbNR1DY-nUO6pQ2(fx#(4?sPt0xdOWxmuSV84u8%8M$funCW2BYzT=FK3e_#U{0E6SWU&@Eqgh9kEPf6=Xq^I zYSVe+q(^tDi0t|st)2mnM={WnqgLJ^Es4wbDh2gPTV3sPY$x`6)R;zbw{8uvoJU|U zGa`;SvtI=&K4Z1t)IJ%EyXWMoZjggceX%nIsT;_?TyAn|(p@4L)ZnO_A#171|Kq40 z+V$rfW@U63TjO{EHEM^58&@JVdmYSA)9kOvOJqr{ljHF0&>?97lY3)<;csq*|^R^e$WH#_c|%d~V7Q+!QU z??K8|-TqZr;ySM6J3I*XG^L%kH;}ddpqYnx-@KXTXvD#qGJh-<3Yr4QuGTTk{MWae zFBY9>YsSs{wT8DjGnuH}UVBn+tYjeC*LG~4?ga37J)puS34m&n+nxV{4-==BmFj3C zc1K+GT7qh=yDwjCukYJy&VQ20big3DS%V`jC*)il5SoR)J#VSmn9Y~bK+hT+-XHVgt8*wGmk z&B7H92$>0aHz{1X*x|_-$|3O#{fw@*qr#(dAbWDr5U~(jUYm`WZA(i7Xpk}T4ZH5e zfOViUk~w++LlNHwUpnjzHW>u>syhx14H?OkRM%ASeD|DS{`sShu*r%JZ`SqZe9Zs7 z?~IL&tq~)e$&Pxos0u1s>I`ZrObA6^4Gd>z0KRGlX>{?HXCOC8S~J>4su>+q+jLpW z&t9efDD_RZ+RA3UoHW^KZz}BEEL2PWK}{{j^LiZr5f9L1JgBytnJ#C!O;=Mr3+5Cz zPYPT1QfnR@R8xy*T#eyq&}URRwCjOg?5NjXAaBp3v{aa^zYax5gG-#;@CCbSV4qpHtf5ilv#^c0qTI5@_Bw>lo%C$?<*bov2$jn8 z*&=3?P&5dyWl_1_URVNX5vsP1=%^5cZXVBP;Hgpj3wsqTQe|}Oi&tLEQhr`HN1WDf zos?xYG=i-%am*4Im{0Dp=xStiSSI&+!qPPdDmp?@$C49oCkEX)E z-ffPfuExX>KfjK^0G=y{?=21%D#1d9s!zA;qLI5roSrI-o+lZ91445{P~&)Gs$+r;W{yG z{<%~+tzy5x!oLYO*&7%U<^^+Iz2W}J`=<+BJUi-YF`xNuOP=26dxBGPj2soyFP1kX zk=DK675a-Wt)I01h7n9*OvoK>GElz++d+vzx0|_xUek{cCO}yP5p0 z^fdwxx{g9Ag5SH<{Mjk{4q(0N%>Gtz!3k7u9^~^81U!1L8AvE!2_{7#$idC98!xk1 zfdaFDEJz#aX633;fcSJTFzB3M)*b|EsT05LE%A#ak}g*rup_fzy?~;m|B?;iI(VsE z!B2)q&Aa$9Flt}chRh5p6jf`Cl-jstAdthKq zLP$$vpcgW27-?cySS^WUcs*X8CMX0Phhq>@YeqFHx$M_rvb?a6a3fPANH9oWMg0`w zbz`-5Gtd)BN?v8yANNBd7+j)NQgA_FykhilE4|-Y8tXm@-~lH!PJ1)xM<)fiTld>} zE4iL;acA_@FFnj>f24AGd5`1tSobkE<-fw`_D*bMpoxE!Wm4zzzQ;1XbsMH&Cnes*;BZc;1D zMlxD2Vks-e=g$ipUaGax@+lAt{(Pmd()fd^?{)eR-~D=3iRiyjTJGr_`@<8Js=0PN zjp>VbvybvF|C^Vhz?UEn;d$+do%6+B0EkWaJfITUz5B8AVE_^HFD3=*#ixA)b6@Z! zr>x@ImG_vt?VI0_x%s?a1vZb3t=!#2*>`IZLbO*%wtoHbUMfoadXt>e&S;xP`37Ol~A@}p8d_`7qkdOV%Kq2n*$=+x4#Seg+3 zs-jL@H{0%Bw%D-(?RY9hB)z1fs5y9GuC3SCl1l+cRAL|ZK#Ml!%E&SEC;&V^JK>+T zhUGeq#YJY2;o`_pG+3gzarZQ+V zTOY3%sB4B*2M>^p2XV^-TM34)!W;435;+&=N*f{;39_JubVL5cmyvc)&pYYz8jU~2 zRl1C)d`#q{erHL=HfRx7rvTC_UBX^fLKQR)1w3^aWC((*4b*HxANp62{J}qw zG9sd(2Z&m-&cNb%2nqSqa3@pArUFmtnuOuS1SZ4d99lz;lp|v!n}<~)LrA4{B3XSH7-mIms8IAUO&!nb^NJKQvT3NezxbO9dC>rwEPoT|Hvh{i`r2o;W%pLJ+-GO4LU~&hBxP zg6IFPg?OXA|5gnan7Frxd8oxf%iih3`CYr| zYfEo0pY;EVx>Jz?2g2hAhlcQYyRhzATUyCvW~aIP3Zc^wVqG4D_{@&r8Yb(%)MLZUr@38qjOAI2w5VI53;z7&h2MN^aFOY_qO+6N4^d-rF4Rlz7{nfdBQmsA!(!f!JT!!B&U6{@>$<%jJ}S zZ*k9arBFORBqW5>`M7`I>8g399X{I3Wf}+kN<1R=K_d3^KD7v96I2G4jZ(Y@H9Vlz ze&ud7k=RzNl_)a_77%G;Rk2mP$8ZTE32#ds3>=3*9&kaJeh@Jo7?lsCjzp~*3T@|Z zwmi)I`!*v68UbpyGK5pIX@t`5{WkCYS(=;=*LSiW}i)1+aDwpV0olz zlp^I51E~2RN<{=5aqa_}CT0ZeeQPXi9vBSXS0$od{MXcI9y(gI50nsuFix%jpgY<= zNlTMSImw~E9Ri04UCBbF5ZK9Gmw8SgIU99Q>5ycybeO(%2hvSiEHvkVDU_4$#2)I= z9{^TD$Sdc@Ld-tU{IMd*t;9kL*0i6`H|UDZb$JQZ+$}BE3)8e%2r1xUS~^=fD4wtl zkgb!jS|=vn)Blgkzn4@92okPJud7|I%WKWj99G!sG71Mst0);qyoQ>Ul$M2xW)z1; z0^S0ahEJ4;6(3NFbU_526xQh%02pc=^dO)mpeqB}BbqKkkSLJ5-iLgD>W=%8J9re1y7$&WUHJ3mh+(18f$f$_)C3@RJIa_EJE`Spw@820E;A zJRkR!ge|~CJOy@X3cMNEfQkoalFC@Sh_&AS1S1a-g_|-sB&J4YBZz8TsXIeNNTjnd znXfv92gM)CbqpdppW}U^b*TgGFA~4gM8ZW?$&hhtdVp>S0#{x|Pq-zj2-84epd_*? zG2+Ec0t*T(Vw49($oh}e^Z#@JeTxGK~75OPJR0kbLlt@8FeLM`M zkh|Z~o1VB4cwJ%+q8q7oHL3tOf9*kjg+6K@bu&i8@dMEE%vifoUL}g{bTe z{*x;GKg}P-@W4J}rKKgBRc3;R<5cB@H=+y#NX%I<;ZWoz>7bN@-Rv+jLOF4}P9nth zegrxQm+(!&w&f1KA&A6q1}<7ZB$6RYC7XbgL-5Hsx%+b<#l@4?qHfcmT!Uoon-Jk4 zhXbwFETaieaR3Cajd*4FiR@D`K)GtLw!F%WysN~QK3KtS(}5l37Nse*`*4ugmb|As6uMBAL!10Ri2CnTB#UN{w2lGF+%^1A$9(*d8W} z!8;|`kQ<75a&VE#nTDiANa?q?V9csdcVjRbBul;6!a*Q%xg36Ew5XX^60Da5E(ul% zans+#ALJ^ah@qzj(MYH+m=HorGUUBzP{}mmW#OL;a{YOd%d(3^a+GU$eYs;I(70uw zA!+^bNqi=dWFHg_9LONFr;j{NOrpXf?tze0PY~7+PbI|9rvyTeD7S`^qunreumdz? z!*(Jx6r9gSBD!)kEbWF}29(45byl5Lp91$C!~9~eW~HExs#y$6glVv+5G_4@lcI`r zdpMSYI+E1bRFPJR$)pv6e07Rb;Me)7K^orzk)k_- zV`yPup)tsm2yCNXAT9=W1`-zRCLaR55Sj%v{ z!%$Wv7f3d~pMli&}!$xHgVyBa%Va;%l*=;0t$c~{Z1E)Z+ z4*`gZWr{GE6_pUU*b!LZu%XWwA?qxGIz$BIny`XQu1iP&6?ORaWGe@xr2%&%WzW>B0noL%Y*sE~mq@OU#2SrEG@aG`vz+DF* zj2?y%T1pTD4+d9gnal|V%$dkcAW+*ts9^S|!$sjjZy=0~!7lnKLMA{Ffq{a9SBamC z6!CF8M1fX9q_0=KciTX}fQnfH5er)aeil3y3>I{WU;wRzv_DwML-Jf4HDG404{Ddh zA!{+02~K7a!CwT_IbZMH&?gOP`X^dZ7>z#18*ue$f{R+LdMv(#-^%L<)OX0?j`b&X z=6}r?cBkbNek^yyG-fdkACC{D6Apv1bh_T+0mlX)mr{c76utQ`%<&tOJ<>5P?6(@@maB8kis>&Y`8#y3iLOt|o9R zyyqOz!choBgP3HL5!eq;Y)_-Lgg%Nt7tM z1{$lltGEM&&gAH^{xlBp3x1H7`05(&X?U{^;ct4yP3rli>=sEUU`-iI?goLpAmZJ3k(SJO#z)CLvhQVBzqec2D^aI z);pm>DDqe;m(KJ*a}&T8?&VGejc&Xc+jAhGccs(SL70AU!pRdVNOa-~$ zA4qj{2#zpx1RY$d#s_f~O!PVHKl;}+KY77A9XOHLZriG=sv6B__M%!^2ez_^xCrO zGy_L{pO(~31+G4>I}nQyAh;UWXcj4rVKAIxu^?*&7-{qj?`R%{^LRw>(K4m~Wlj_W zP#$|u4BCCoC>We&f6gmwQ>>1};{ed2L_|a}7()$3288P2j<+yq1N-P0GeZ1e<-4{nK)yrD-@+bQQUbK)vgN-1bRrO>ks0iF8;|JOVBR7s_WI{p7zR#Wt^ zWrJG`xJ`x4^`l;?=yA2Yt@fn#^^bChe~zK(pMOx%CljEFQR)Z$eK?thxpoXA=bM=1 z?EbGAq`?0AxJE?mMDX9G{ZDuJ-&}}#+63NKdK)`w2UL`0%b&+jm%fKRgdCT57}9#1HSB%NL5Ws;1yUru1#bl^Wc4)+^q!vPJX!mGDd$5;v|q zm7{UxfrYs3XSi~CrN)X4*6-|h@VaQmU}@61{gT>!;L&RooRl}OmZKF;4ji@uPW-f8 zd!?D>g2;&f@4o-ECc_f49c-0jK=!rZnKocO+muqV9n z*#Vn&T`z)`k+5X=B)Q7(WfbR3Z+;5CG70LJVKE!ksog*LDVW@SD))7t=T+$2Pt`Y8 zdjEI$|8-LK1iF~~#v00o6ehr)4j=81t^A_w`4e&CZzF8IqI_oeB{G)JlzipNOBrfa zSzz-3NHFM@*U#JPOdwn}A6;e<*Gyu0C(5*x=d;n&c#ng$d}vP$oE+7opNaI0L$Mf@EgY%$SG)CR!m`mPV z#@(%PcXvn#?(XgqG`M@PkA3dG=jI)IkMaHLAFJ1_s_FIAthp{VPKmy=>hS;{e8-dG z068dj(+}$cXHQP-BJMH{CGoKs*|C#96!wbySr#AfJUWD?Hj^{Wb+0p=?qXtun>io$ zAU*utN0)mqG_{7RI=LIDN{XMDaIU%i_e?7vZ~Dr!GiuLUJU)S)4V%$M*TH8ztrwMo zoTW+JH$lYkF^|MWWJ+MR<$18tPxM00t#m_=vr&c5f&;8BVa3K=>bF&_Qma68bE`eA z_7`H95d`>&4sBMbOWiv^AM!!YiPO|)(E3c=Yv55RYHAZ`JF-^Ex&0RH$8}kn3P`YO zJ$dMge)`)fdf8{)G)vGC z%L#1MzpZ*C{+Ygf-jn%=&Xhh|>$8$J6NGJPA7P|rD{Q~fN#3(*Yn<@_tWY2RfQozu}FG0gRu9x z{O}9v4Bf9O&{G-Kqjm_?FNH^UUGG1e0}|IC4>UjqH9bE&;f2Wk$zlXwRwL|u78_(D zLlpM_C1s16W2rZb8?MV8EmqGN7e+CSP5pB=RKeqmKfE<=z1H$FuM|atvfWc?dx%il;o) zSC8|Ck4EoFt|ex_qdTEqbL-CgWfQshoDaPVL%2P2%kQ|k`-reQOaD^I(^bR&s`dTm z)usap{q~P=@R*zF4rG)@@X)kPGxC6O9>w?RW+JlZXY0^+wWM*OB4Wp@Y#tm%(e)vQ*x9=q(#WxB`ltLSlsW))D$;bgVh5mSJzUXn;EGK;Vp5V5IcxKbK zld+Xb__D8MBQ<8wVYR$;5%B0!Yd8-I{(r>{Z`KT?+SskI*U`F{x13)7qQiXK&R1hu zqf7S^MUE%$b=45%I&0(e9MCgCvRcnbPfrIx%O~Zv`byAf`80I6V%esQZWw{|(fucj zuvkL_!5&AVmiN=Q>vhl+K(JQk(Rh1xk)hvx`15I=Lz2+qN5O%jd8_B^6Ad3}LAF)} zzB`w`<`AfnmnY6Zyf74u&X+kY1-x$l$zJ}SuG^IU z0L}b>di#lOBa5!Xx1%C(aw|wmG46~})~zx2FPE9i*N+uBx!6P@CDu~*gLghFQ(kV4 zAMeX*(|rsGW(wtAS+&NrIX?S*AS)OpH6#mu6xanoNBQUHnQoa`3kqIX<^%DQ?-;Z- zu`0)Z8c9wD81R^Q9Fi{5@qH?s`pJ3|_jH5BNnD{}0x4^WVPE!azPx@turiLlmGBww zaUHvD+L)+jDm*cH+w^0T;F^D zRN0L$VSmRU<;twCi_T*!JaXn_i&___k6lzf+wpRRB6OQO71@+delR1%&W@RV9Ceh` zaf6rXzI)f0;zQX=cYXEXt3rut)Q+h4L1vAtftgr5rW#3((;=QXq)quy@Qg=4W#@;#ugCs0vfGIZzKnC@h|S)K^+ zy9eI*Q-xSmTn^w9oWS=lM4AKl#xwce-eLMy`FUAj3Ov$Osq@yd-%EX!;!M~C^?Pas zjY1`cD~+gHt9lK0gW#MMC7zjWFOkAXbk(`Q^l$;;JF~w|Gjk%Tl{xfTKII0~Jx{1r z`Q6XL8%xcfl^8Y*hxvT)vIU}7*cF_|NxY&}KgXjwpA z{ZqK=G0!f2WV4ehpGkrrMWv(BC!v1T8F#FLdmftEr=*^8X+Pzx+#YQnQ<^6Sw6Vo6 zZWs1<0e)}NVw3B*T<@`NZ`-VQ3jf0Ue7v99k+Z0K_?xGQ%-d>ohlO2yir5E_(|+*E z$Hv=+&40lBjOc2I6_6qLZIQZx#TKvf57EiRS@b6^_Ky!6RoRATa}JZ}KYdPDQ^O;bSJY**P+!j{!*Mp) z9gMML=1)~Xx7mJt31w7fsV-{@3mcd_;sASvCtQ)MpV_Q_0358KFa!yEev@4d)cW$; zZ}e)n|AY`+-{gj6I4yhb_V-Ro9}I{5nTg*>@mm1+Gw{*X++-lE#*N8Ps8a4Ix(oJ; z@LZ1(vrnUAlkc&&U4u`xn!$3ZQi~^SH6Coo+H5- z(1c$WhDQRq(mHIqCX?2_Dh;C`@j6^!nmtAgwJ;J)e_0voyYZCHqKhE{KXWR5nrqR! zM%?`~@pIfK^tK}`p~+G5!TpY+BTwqNF)B6SD3)cKBcN&YQcR;VCs4KcQlS-Cyw4!) z@fuo{&2RW{{Sfk7=vZ_>F0zMFD6J!}eCjZIQ@C<hNJZ6{t;)g*lc`qD ztV?Wvb#6P2f0D}lt;TrwdcLI6W>qbN8ttiiOMDcrRmx@SmwI#vWsw`Wy<#$RBb8~yY z4`C=1Qq0Cky>kSotBZC!gOE1&oA8K;h|tg)ZKlcVJe=0pok^4=9;0r8cZ~Au*!+NW z9=G}5x43%mjglF7ZVW6*0-xR~=@O8#dc$oqW#xmD2v(BsxBa@lNPd)VhXKck=Um?8 zEDIa**o__1R)j#=lLrz}aJP7}`&J zYIweQTu>8)+>(ra?_DH&zzXTJ>2H-1{ccg^m}Q&YU{inuIt%rm)oOK7z5>bd%W3j`OR{t= zk4pW?RPDphQXp5E*&LH{O@riwj5JG>Qjo@WU@P|MTKYrdU14=Kh`cAE-t>RA@I^1y z%GpN04auDq*jpY&c>ZTM-#*y2@btso>md*&q>%ZcG=i1u&it>)wSi2rkvXzSJ!CD^ zaCd+_r~y(F#hkEfS1mKPzt&L5t7ahMwm=HmqTHxoum~u$7B#DeNl5A*fyWtja8Bo< zf6rtn!5}YX+w(WzumtQxNe4-_>c-GNKQP(d zFQcHN4}7GcfC^HLn67$5Q2hQzP|A!Uf*KoGeA zvG(H#_Elop)0j{l*lo2|0h)YKse!_c)VS{1Gq$Fr@tN-TlAO9{@cZ4K^lMZ&YOC8XjAzu|wmq zI&hmq%>uKF!NHk76Kj|wpN#QuOzQs}roDtgElPEn7sTo-Uh=%5Y5t3k$QEbWyf}Ic zD2lPL5j`p(-cQ7Y6OM@CLR_wYtL?x05q2`dbVtI$_`}J8@HZ|3wPC9GYMZT#3aHSZOp&5;(yk2E(RBez4R zmm@kWd=$ zU%dH$DW9XjrHnlEanxY^7rHn|(7!^=OEPSO83!hgfiY2K!Ti^O6(`j>zDKgt*BYeeye!LcU!1^q9G z`TvH_k$#&FBbNSZ%3lWif0x?<^li#8VuD5K`cJAr$lG+ZXc`;Y|MnRFW`?&Plp|k< zHawpHe^Px@gg3}u+TOwJzexQF=8bdSweOkW{tHzJQQszg$i`Oxe_{FkyEo1~nG$Lv z{uiqMKZ0cPrtI^PK~$K@sVXaL41e;GdE_W8Uyu;bU8!@o(Jb=4KcnyY`iETS>h)gq z6@QjBGCJtX6*-uCI3-QX+CpegBJ5(jCUSH1P~RGEk;SzX(}moqwdb_Z(`Xsvyg53r z#^2U_9+7QwxhJ3&Ke6L_2OF(Z6T%~V|$J&6a>;x zh$)}+Fih3y(lin%{IW%5q;7tX&X$aHCnp@Gueq%r#L9KMSbY}|pgaQ4KA@-Bw{F|I}0Sf>ViMDRik#e%=8wC_|AdBb#jQTBH z?)wCwYc59>3_?Sqb4#0a;;t1{z!Y0`hVJ`lJ@ZMRISWYg^u5vd`es^HW+ zw+q@#6*1Z#gmF>vZ*63rzJIg3*f$G|SJq#SbSvK_>DSW5+p@p|r$RJdG9c5#k;Oks zE-P-BE{^xLtBCG+3AF`5I-sHa z>?}F8dWkEQ!qiYps|AS-9NY9h&>C4$at28Ax&<(^OgUx7UQ?I>`B4sV?4%_I>%H!< ze9=~C^Ai68($0h4Y~E-v!IN)Yb(@j-L#&;EZ4|2P2%}Ac+V3{gz0yoNB13^cV!6s= z$(^bWQ^1NZCe8OmljQ0y@m&g}4iV+W$aRH-#v~KmwgHb8x#ndP%8RP3HaYK5kKrNXUWpxG`d7!F^o{QqU2{Tbf594Tg!A_5S^!+|pS@ z4G;ilxV1Lo+p!%Xr42-!SrXr8Mt6`}OV(1^TLch3yQtt`X4Js2U1{YaA`@xAJAvp% z_2w(F2h-w077LY$4)?^7JDT@LCPV_Rf`1+wM|;NX%KX(eQcVCoy5Dk>+~c^2B#&c^f5~_NgxOM832V)yE>I z-M~33Q)z0J9l%HLqj5dy-(e-Iy$Afb^||R&ZI(g7rD$?1RS6Qr)1q-;TuzQEcW4WA z0nI7XepLYsTjVz0IAR1oiK;vF@l#P_1rAgj=fWfrv+`W-`*Zh4i(2SU!ISn??g!~X zF80c2C8Uo&boh$m3@34HPq^c%a+gL7hTairtv0vK=0R7PCidM+7?`q$?nhkoaR$7X z?NtUqsEtO&O)=VE2HrfU>jN3o_5@7oKugpws-~uYuA>Yio==Lkjy23YXFg`I0rd1 zu3n3N&8^e^bd7zv&A@?0qC)G(u=?J6S=P#A7Liu7e9knNJWE-pqT-vcE=}%xV@$AL z4B&d=YuE_A2*%)j@w{YdL1%xTDA|PI`Ws`6PNwq`RJ#1HRK2F&>!Kt|@KsS!Lt%n1 z9D!VnZuUMUL8BNNG&_`nm!b*|j0xQy%t^$kBxoT39N{~2&Lz27QGxfn==^w00kPcZ zFwf}NwzMVw^MHh14z=^a!aU7G(Zerk+Ex`GFSptxC9A0G0Z1$%(Clda1DpXghJ^A_ zg5F_JJbY%Qov}gJdT)7&K~W)ld+i|gfiUB~{~bvO=dnx6(-J$|CXwyXR@T$41q_w}&v~E~Ma*IltZBym$*hNLj!CM3w=1o@0 zu7)SKsh6}wv$o*3Mq;~TCWzAucll!ift;5X#qUz%d>*1Y^Ik^~3- zfb+`=9JY!z0=|ZeE=@1C{n#s19i%Yvx_Bg#*|{*JrgkpC3)Z8cE=Nv-S0rXoc)x>yCv*Dch{gBlzE6nJLKqB$N0`KhSHzNiP z$=ZQbHO5%EJ(Qhn5o*`~a}* z;t(PAN#rUkzd52hucbl6%BW^2=v*cas!cr9UQudl+b9EB2}5g!Ir`Scx;Gp7y4mt5 zBNrMa(W}SwwxtJPGBVEVg7}0XO}%}wy2K(FU_V%*4NZMH&s#aJ9DOOi_6wW7v@Okq z99leGeF@2HT!siNcEn+eM3VUlPEmzY6k7;>kg6A8cTZP8(oIz0f`yuubBi#xd1SP2 zG^pJaITbS-*ba|B;sD_U-Mv!0rFJYcdE0ZicJ$u%gYtqL}pDMASoiuM^U9;*!WQdZ|vCmn@>x>Xg*P9%VYf#LwG|dQ?vA!@gL9 ztX2IW2)@Q(G8L&%eJrgg3KER1gedIxnWd4{po6TI`G>-_NqHl##P4!|;B6 z!?HsXk~qlkcIQ$c)CqZ!#eYPpE9xhS2!CLX6&PX>s%*J1ray>DN~0k~G2CNmC*{|U z64$fg5nc6jza%9i0@;xKamWa1D(dXpup9E=q9Ed79rPON;GEEX7-w_Cq{gTZS>PYn zbDfpXiEX%t(q9VM0De@qJ_fibQQUyLV}Fnifa7vro3{A8{JlLe4u+c5{I)Pu+alNh zcvp)E*N~u;sTr}&9ybg)B|K!$Y}}bgMIpu69U;0pOtU=5IE;efTTbx*f>)3$E)pw4 z6@j`w1hcxzvo?yb;jI3oalU%Y;g%j<^@lAevR*N@(OEfeGWAUN(-X%*li{J(;k*u8;Bb~ zz@4>?IE|Mi_HYA&C1fksa`PfKSi=kMtm!;)7V=Be%Akxb%}J;oNLAw#Efo|FJBWBY zMO6v{O;jl770RqR(^v$+*`*3#ycYG}Y77@e^0%V5gJ7cW`1UirPKdeD7Yw4j+tuKX zC0uI1wyde>-_tA!E(f^k$tFZ#?dz#yh#O5A2+9$_sYN)vHD&dLF5TB~-?SL2#`%}c zAY5LyG2eeova27}M|+FmX!#|B5qhQ7OpskFM+Zm4`E}KIqt>Hxl!20Y$XZV|NnjmX zq6obumG@SyHxsQmdS%pdJFH|4xC52>NwAO_7Ac<8m-G& z^?g}?R9$hp-RfLg(O<7w!KuPQOs0` zn1v;(j;coKtj0dFj5H$jmj5w#@DN+`BX`VmFP(3--vyG}MwmBL>QqXX7gQ>SWG*xk z5^AApsilU-IQu|q$P4ppw)QTVih~mrE=UIgOPpwXJb-?EeRjQ9e6_nfQJnAnAlS=8 zN-I5XHgvNy?7JNp;vzMQi)gv3Hq_k25ZZrMkFmiEAHj5Xm|~<3CEEi@5DTwRyLNRB zV?%=r1ll*{zsQ~AmG@_))wDfQZia&}o!n=~*Pd@c!dDoGfokaU+p1Q>ZI9(b{#eKi z=#HaEG4ImfO0>w_3^C*~n`8GB6Iy@u2m;J$JzeDB61@3UHdoU*!AygHLb7FC0}nEx zc1Qv}S|+EGRjm-#Stq&~CH7!+hIjXM%*KCx_&N&0QpAlmoq`CY3k0j)5z*EiTf~ll zA@p%q=MW?e+wB**`0QrEhwhh_eEWhufQa8cz5ff8ufKTJsJ>*Zp7iXk4c0lpWjhW{>LUt1Jb+=eu@sf%X4(87HZS5XV zC+*?;204bObu5)>?5OE9sml;&aq5S5mWNoBk*g=FKQ(Y|Svn7n$h0#3i1Fk(8Oal5 zp(xs2QL499*<6%&7}>b*M0RaQJ_s}5d&E&)R&_Ae-mS_+xQ~)Ig*PDn zF}wYYPedDjzWSk-9f#-@HYJH*K$J{iET4iOxWOKc>i*2Wa|@738KRg-0}=|anGErt zx_*iYr9#%{H6Ep}i5*m3Y9&ji!+^e<&r~k};ieW$;&4b&7D>}_=C#~}6X2>NFPOg@ zq1T{{pQRN8Qa|c9t}wdmAgC>D5&BDVzzoW{j0x!j!UcaLdR}jxup^j?b{Ctp&{;2f z^VfEJ3ts_lTTX6SjvG?tqXu?iynolVC|FJJNlggVgzhQk*xw6$#9Q7(Q8bufCdEl@dv4pGk?n-wB?{6=(?Y(Ba#&bKJ#FXdGBhMmWEz)D`G`UIT3SC#I;3N zWdKD)PVUtHu!jtsUcRWB-Fmwl+hhqKb*F@Y3vLH8odtI)kI`c~X?op=$uI3`&d_!G z3X`L>cwG+vte`wd)Q&Q;_uiR!KQ2@8U^Jq_u(P-l+mo5%RW1{AD=b@d(4@iM*s}47 zo_>CD6P+)O21kZRV}N#d#GO2p5C@(oVAXleA?g84SIf6w)fpO6fe*k2T!AjCSeij_ zfN{(imAtVy`eY%_5ig>dN=)Xb&T`?-vi^)6^#3*@%cRWSHccDi{=@-l7mz)OL#4T^bTIkQ`gSucLP0%AIl zV4qgcOBpTqbS2`fN`*X+gAKD17h;c!RWyCwP9e>fL_JLi+0Hy|If^mRh-MBa=on*_ z-K`or)#jH$wHQu^7tyP5z(9n9`TJ+}Uw$urBQ*Y>kIaI7KSfak@bxA03t}A~Qv5JBN#x*6PvXtM zdekL<|2J9~Mw!)rc2s7_JA5Ne4;n(eQ+GT?!b^9hSs(NXgV!C-e}q)%w?p6GFTwaB z_yWi4L8)bqACj(q=(j6iS`&X<83+$ zgHeb)|KI}LDJirA8)CX6+h>ciSybMWyGN2WphW-RdRq$?Ev#R@C`IF{3MJ_R(q98n zV7MV7c6Pzjhed{sJCGJz4-Ur#n^iA3a)Rg$WRXN#PbnJ-HQ-^;$^14z=wve`?Ehf? z1|o)ia4;19Oleg*HXoOFII7Gjs#n9x?ln+LV@I0$+lV5<6~Xvv4}chK)p!a2A!>Ulm`OIQ>u=xm6>)4M z2Tz3Opw?0hllhdvz6iOVs;?5C}BJ!a!u44N}ZNX>j;zPiVlDF4g)ujiV|1mNg84S$$eE(odV}?qK)nd>TY8VZ&>`^x6AW zr9h6b$&SQ?j3cO*U!w>;l8!LZnD&!qr~rAZE6-_yJUjHF8=ZRK98kDFe?fWR0Yvsz z%{unC8`q{742Ws$(&Ml}qq{cJ)kj&>SQzb*IVRQ82m4b$#WA|VrqZ#HbI8@_3dVue zeo3UZE&pzIykfKRInjP!q$G}WY8dxu*{0UwmWW?wv4>9brH9Jv5^W|#h~|jB{7LZr zHffWUbp_-jqyl61WcamCX87g_Aju{(o$Y%0&L%;pYy;kcukqv?etxUNHU|SBJ`Gik zL4#~lV-9_;Gzpci})==&y-=v(S}hTgk$XkF_6f$gD`a}O#aPyroYzE~H_rRmL&;Bi8UYZ~2IHo>G_6d5+o-Bw9>|`s5o4Yn8gN`S{ zK^gyqFMpz-eadkt9_~1)gQteffYNyX?ILzfWmERC zNJ?X=KiShblp5a2A0Sh>#1BI65onNMq0;W3d$m&r- znmc<5npUvT1j($nec%JP;IXmiO-QFIdwqgB>F;zgW$4?YLn@u>PA;`^s9*l9iQ5OP zAjXsCfr}?`k`;G3-Cw1a@-_2aU|Czp{aP88lr}Da4ZBTsh^uB3H`rKmr&$AAvV24I z3Um3BLWyzSL_%EA?*|-cB2Mw7klktPv|eN7?ltrq5dcokuB>y`2tum;3<-N?!@Q_) zr=gt}JD?v3Y2nMo=89jkzkdCC*8X_Lri>DLqX@m+3s!_i$n@glq77xNHXi|WpYR0l;3^4(kJj{ z_d9F*d8r^8!HfB?3VhD{Q?ZQzBxp{HrrOa{H)`_Su9Oh|KA)!EQd__5-&N6xW8Xh0 zkGDyDa2OF}`C{vM9a?jtT9x71wKhLCcaWm$v)9X!B=9h`HYFA_YsU{G05wBq@cW5%DZI*nnPIJC{Bgbo`;8! z;C@-9T>i=*ToX%mSG_ID(klwApk?ga+8>#E?uq2NzrL%&a7XuV_67@U~SLY?}>@(^>pjg z+Lj66BiBTBstj5rQ6s-Iv$ApmUYEaCcg+}km6w;#$~YwO*sk6`O!!21IzkKKb`yZL z&rkPOn;h+hxzzoGsjRC`iTzdE3>U=2tMUqPkUY%k>0SX^7fWlJPW%j>b%Gez52Z(R z%IA|bZcG`V^nzJoC=!{2)2P#&$hFbQrIt!WY=UF&WW-6Y56NnATXn{&ptjE^)t_ZQ zii?MW)~SBUHIHP_%Qa{xJ)C6amEcB1BM0UqNK-_^f^3i3^RE5th9Vl53Xo1+$Pxys z@D!4;c(ioXFqhXv6(Sk7rVe6s-06jmY#Dt5Z|`GP$PCEP3=guXjPnD70|})L_&~DV z6bt(}V>q;VoqD7fMj|r6dHMkq5iWygpxKOUP8&1~AYQ$qZ7stf(}RmDUENFxD;2zvCM3fSa4gh8_5Ij2DzmwR1V!*Z9k%`+|5c7YUVT{H97!(H{X3M>d=# zxtPW9odhD5pd=hUpS!Z^@8Us*t&eV1fwfd-P4SNI1j3Gh^Cvcm4|JV9Zh3m8lf0)L z#mGxBb$s$;@y6SCC|$d&><4_mhuL+S%zTi{xZ}ZxS#phLDcD%l-iK$(FFS@12^bqv zgU;ZRwy!4jh4SfMP$b1rM&pHnXo!hPxpnMBsMYpexRxNLqC*L_0xKz{2{)IuUQ zZjh2I%z!knq-ZDhQH5xV~1E(N-_9LKBiZf~VT`{d>-n>587L$s3r{AJJ)`xn%?$#8;S03Xd8jIZI=% z#K8D$a+nGr&g*n+DhRyJ+b9C2qYrsE^V~3Wg`*eI7ZSrtkpY zJD3a?*uU(JUomN$4o4{Ea+DI?^wXmWISQSW*mG8js*M}BGvWY>9nsXS(JuraCoibA z7UIT)NOqB=hE)^eSX|NTB_O~JAY3$E@|E(J2J0s-nm_Y2Z+`roF^#?W2je$s90;u} zB7s~1TS5OKsd)6}$7Rm%w6)-)$_8V1rchDZStyepEbDLhA%Cu zmfnZj3g1$i%uZdZNaBS$1=jCs{bxMfHxvZlYtCR@o|p}tHJZnapfqpj#5388t(o9| zSlX02TJiIFjhQceY;Cr6fB9U~(S6^u7&Fu}zaQ<}+POeZhCla(Wl|%bJjl@CQ?s7z z;c+fq^43mVm0{bTw>x^KP}PsepM^&vJj$r>&Hj8dTWH=Ra8`+?VPUw7)yN$HP25Oz z0ipiIBeg5#bd{FG;NU2r@ksa z^5ey6UaJyTgkcByILkLIpMInOxWpu=CDZ8)K9it`@L(3A#62f8wuZvhNmq$y?JPR} zI$u%}!lUN{<%21X+FPbiVxn>;1xaFXMCxoy%t_bWy5FHtJk#z`ZhX(C8Vt_2bt1!* z6>dvBhL5M;u^s7w{Rl`59HowV_ZdWf+xq?2Wo$ki*P(b=Q|VY4Bdys@os;81R_%0` z(es>9EdklB&&!_A%hT0F3%eJ$;rtap8LIPdwAI9lBWoxOx+bo^xv}j8{c7f9142;> zduh06%H({R*jAhJwKqTFPAEC^O|solEZB>^yI-29+WZHQRv|esi^$3^VJo4iin@4T zX8Ovi6TYG;ug?bO9Al-DYqB{%y}x}sD; zVYenEyo<+(cgo9?Mn>kyuWZU^0PSwofG=qOymlC>8dhgjkiid!DDr{=O*R!CWJYGN zK2ao5{Q1F(sZUH3m0`awQ07xKWvmo4V8^p6JJ24~5X8sxj#f!CcnLIdp*db2Lq`b9 z|E0N-BWIv5^ZCz0$BW(Tt=%=O#VwD|6;Es0>$dRA+c!*=uDUb(73rHlABf)Fzb|Ie z>V+0A)5`Jrv=eE%2@#E>{UhzyxkhFGzDXa=Pq$PT#|A!FGB0sj^ULV+Hz`sk(lA=YJye#U>`b_x&m2o6=m>g%_z#|!pAK{Dr4n%~W zr02aE?p~-+v3X%$ymzOD{*Qak5F~6N8Fz~Vr|IpXryi4_es))~)B>g#U8fP=JSPmC z#?ebzeaV!nUZFmdKIs~=(gd_Yr+3c8cF(p9T+!lVC-a#aA{`@$(P8+l3cE3aav}#G z+FL*AAR%B6gjFyc?b4BE-W2H`CNru-Zbs6+ExAXQoH9Qx zSB#=B;H!L0ZTjwwe2$KB2#HU2Oy%ftl?lo#xcF64Z&hr3p-}pZv@x+f< zCVf--JLQxw1Y9_bob-7-V{;Bg4Zv<3Oap5npKG3xsh?IWjW2Os?CTr%AqomLe<{Ki zGNN(4K@masE=Lw=!CvttX3 zI1Kw;`FB!0NzP;T0M%O|ZrGCwkTBewn8R)*{f&eN%0_y0q+`&mqdd; z^EJiVFBHcNc^qwiS#8Vk>RP$gx@qu-6BbO;@D}e7lCTi)X>@Jejz#C8bkym3zm;KO zM?#dc@pMw~$ zV>9h(#_hpDGO)P=WwgHk_S%QU!i1iYZ0usEhkIgbEq8Myb1#ZFF>;EDGHzYJ_qd&COi534QQ>fjR51>$t}a;r1Ef2?B!f$&ct(agJsanc7`# zi4?+N5H;GZX?mSiO!#Xtg?gZPvs(BX zthmg`t|WG*xy8i*Fs`CP2JKf*myCJlu*upg`yMIsK^vlbVxnI%k%05FI1+dkEY4+O zOIvjrE2TMe>*8hHijBLl#=p&Lzwp$L6#J|*gX?`-Ni}RXE2QzA79Sc_LGP8zk%6m~ zqO-Z*uUYR$%%Zn23<${U#>;U96|*?>oZPZxlcgfLdLI(clG4A6+~?1mkw(Wg`f{TX zmOd!lx+=dW@`x2omVDFlXY|L;Hj$-*ns9c*)4bjDd~*9WEnK+cjEZ|R4*+mlOECgn zg*N`@D9+D#Vd_K-5$+Vv&unm)1SSpHMvoc6y?=|A1~eCIRmG*NNLXaH&Fg}{k;ynl zE=L|poh+MBBE_tKqlWa_Y&J1M3W*7+WrAH#hvd}={(9uUkXa8M-fRSV< zj=yyXpjDc}Y;d%5mZeZ58rNoOXrhKI*^yxT(1f-0y-16KB;!uoiN9@=WZf}n^a2P? zQgDYnplBdGJOnFf8CT7ObneDNOuibay$(}Zk$FOTK%Ei3)$=%gRD?VZ}!uTNvvB-)!_ zdZzBFhzN2jlh&xwtrUE|R&#nt8`C_zNqpUpdD)LJdNR$Qn$(5Ao;=pg@9>)vUOJrF z4`guIX3LrCQrnvH1J?5wg3RNps6>W))QP$MfYF`oJ0LFjdW2>8Uio4+T4F_|)`*y` zNk%#D)<{3iT+9wtJhAi9&Yk)w-nSfb5W;R5icUPtQ9;KE$3#EA>y{Af1_Y9(4jtgb zxP}7`$fS!B;#d-XWtGMTxtx}5iN=6@Y;D0A=2Wz##i9MCL;2fy@d7S8*(Ix%75CR! zSVdcLIVDITmJy#OB(`hhom+W@T^NO|(J^2PYo%3w_rGmWz=u34Q@h1g7diSVquQrS zjJEoQNo+EzR69CNyIkw1wc3bX`N{>zp2vQ{sP9OTGxIL$!1eJT_ST#2$RfDB5BqJw zTrdkaawDn7DFh^E%_b^toaV#0udCN?^y8I3wUYjCF93YUD3|YZ<{|6e4Krqng|;{& zxP&pB`~%ouCQrWGKICY#I6b!ZvI@OE(T!*OgtwF6sx$1qeMbGXt%AoglvrO^YtQr` zj;G!a6LMwgr^G^611Q(Nm!h2GDjU0DLDVCZ8@jN9iYX@{{#TB3R~95a&f$Fochn;qfgsSSSD1BS&c<3To0ZNQhDtw zRBGngQgo>uCQl1(w<}Q;yEs8EQd+pwmdNp)Z(P?*S*giocr)Uq$*LJkW9+<0@ zhvMSdFFcEAo|CL-+Q~Vc#GaROiK?XKT{T7wj@#}%wqLdPIjO^ORgilwEz?Ea4VJee( z=~uy(W(VtT-H9k`PZr1MK*lHBwnzL_gVLPc9P26h!F;I7At2;rx~D2zub-9|OV_({ zs%`agW#l_e`G)uN4=bGN?oqGX&Kn;2q+d>~aVtuh6#yr7r#G;gnz1xh$-wFHm8nog z8F|2ty?FRWHD$Mnto_JG$IB%0P7$GvoqH&`tw}|m1OzlG^YphLaBUU(wxfl4Kl5WmLiF*_je^(7d z`E)M)k?OmKZ=Ga)Pif})X@(USK|bzVL)r;mk3$fsR+m9*xCi6|q$m_=7z7%$ER@cL z&$-uXR$m>E7>N}5WFs?yn%a6ke|+BErS-lajF!WZb5S~gvu28#I6UuyGO=e}GxrXd zmr7yV;+c+le>tkMbiJyq@1K_cIqFOF`==OD!~<=LxBN7t{;BPAInjF}MBFevc)}LY zE^<8cQtVp-WSwE!3IB^p#veWvlY3soub}o9q69&vSs*HBd#RZ58jf^YmiuU)c@xfP zjUPZYLyEEjeLa*GX_(H3_w+Tup>Vm$?V3<|{)hDjhi@%PVf$VbS28(b z%8d33J|%^jZ88WhUY<6)5}FrG7+58}H{x=~(N zE_~H2`}isSfEZ$i2}c|p(Ct83E@bf0K>wMC_-y5hCM*L$$4S(~FvrOckfUoNy!g`x z@*4E(q{QS6){h>XV{7fQM=myfA2kN$wheP*N)Zj=dT(r`+<3J&@m;I2-Nx)X64HQg z;L}YC0A>+&ek>m?X=pzVJ(3@k8i2fS%Rz<}ZWR=s*W=iFV;_6fl8Qiu@l?Wu zOQPl;G`*K7UsOR%*FcJl56VVY{|!F?)Qt2#!$7n?o^`M{35OZ@j4oyCF&I7@(?lVc z>z9GAGT%#f_bb2lTnKqyu z9A3?lQ!t%oQhE!IA$V7h+|xenUBT-)`fJS0XRVb?mwNS-)N~uyv`pLd6Xfthm4PPNNnDv-KGHWc(dF}N7oYNW1o%ahcq|bXaYJq&THso* z9$OYdB2?*$>2k@(Hn};`>(y=WQp`)!93)O?JEZTUxpYn~ht9;eCQ(RL*)ky~4dz*r zBU`z0WXI?mFUKTDdWe6r5;+33X_PSh0VEd3eUa!q4nx~n8S(@faSal?!!s{$Mb+f)#v3NV3~7$sfg&ePnqsGn4fTx=mshXYOeT8s z6#CWMdSuyX8T5(sxn-;$9<+;H$f9=Q`avp1MqosgHE%<4LNHH0Nqh$pCAAxuQumWM zFXDDN9)7|Yip`M2HV;lK^Z$gcq3{>{C9DShEa_Vg?^)<{xn|W36TGUXz7G$^efMQC zbE1hMr}oq@ArM7EjVQInRI0_P%61-!P+|(bb`|&ttdNH0jYhB0rs3~?PTQU`bzPejnSxT^?8dOmmbM3?EvrJK(t?5^Dv3+;(XIki>g~!< zLI8YLeEvq+7WGu0R>1i~rG{^0Ub*bH-DwteTnI3U(S2&I9yR0X)YRU+W&J=$ce7NN z70bH&VV(SWtUG9@y!LtVW|A*zJ;)vSbLRIG zOX5#pI_{SFO<*UI%%_mEy|=EX4;4qW1`Bs5iX^{5bq8@v`5aK8c)Fejdc|hebgWns z!qvrtOl+-9i3E=fGb7vb;6Y|KJaNr%^5Jt5U_!g_a>}K#oJMRGVhq5b?z<$t+XzZt z79ua;7n%$^QlEiUMm*@sMnGjY$#y^6GuoaNch+o?%T( zY~zc({}B@sb-_8tRHrZRZEYQk+h$cFVo{tbnVz^cI#1ka4{UG+I)-DBVZ?2$olf50 z@1=WrTfaZX*PE=@BqOkomvR2aT;B;*a%|SFK0Q5d)Z+zBmzF?CeD7`f)cNbs(-mI| z1{1j|a)I&g9RXKaqxDwx62cbip ziz0ezHmgu4)s6)bWw6_{AkWP$t?$JOZR`~Sdg=KVI7u@It9Fp>kSa=A=swCo*nD?C zCO)Dw;$)%x*%v!)NpDf4l6j&QDV!TM56FC6xkaRhp=kr*aM@r$w#1>_H*S@YPfW)G z?@%kkyUoTMUSJ*>r;JsM1I*?7@T@tsBMFN<$YH$1f6T#F7Nz)V*si(DM4pNp<}7b(8(X5ElC9@u>+8}!DvK5dU3i;JSmC%kBpLDj}0{-+p^ z2^CqLA+?u!<8{Vg>YOFOO{=Y5(3R^-9ltK^YC}PAeP5p^OJq;eiX&5tD=Z<|?~Q6V zrikY0UdtJOVRq&NZ&^G(3MmmhBz5e-b!!SxA95E~nm;z{H zYLYSyjDsW2kdzoFeXY(+X5q0KAmBN_5vsLOL1vT zO$-to!lDKaLR@jcm*|qX9m2m>Y!9bYh)NojdNf2;?Nc(I-V<8_O$)t_2%Dga$M?AE zo%xo*oR?;|$ekbkTDg8Hh)X9ug77@z5w22$=`rLM<7wTPUrUcPE% zu-OX!>bY|-)1`jD1QBhn7Y=qC)NW?ZV4C0~@5BE=r7n;cU)*+DWKef9Fk!Gp8sAA2 zC}q~|@Wt}drxEXCXCjc|JO&5QY&c15coTwC4sTI_MLNe7i@^hR2}ocSzK{!DK}7B3k{m|$@< zd42MeS6lFVzA#yrs&hELao7yqen|~?xLxi zfzYvx=l1ad{Zye|R$+D_6dDjON^w-SMVuK$utM*S5JO4U3Af|Fcm8&&v9~RJ_U*C| zfWI-cM@se&d68527Sn~5Vs1xD;VsoUCqzr{LDg4mN8wA#@qF1Y{+rOe#W*;Hf|m?! zh~>uI@WgJoauy#{zfAu7?>OKTRZ5w}NJ}5yP|W_sjg=~KN=ZA!EiOfVhZhSp2H^=$ zqLp26GLVsXP-xo)FzYm4%YS5*BYQ_=+%V6CuC=FCZ)I6LjI$v;TWlJpQ(I%y<(FS9 zP-a;mU*o^hnf$g8MZIpUB8r(9ftCmGUY!AaTt zei~h`Qt_>1igR3`FHL6f(wq68=EqFPOztEiex=j>3{&rJh=q0Dd8BdGBI>=v=^WP0 zhk=Cu)yf`M$sT{{t6;f^D49phP#Tdy8bn-yJ*|(!oD9)JeAgyFTeuBZ!p$_OA(sgmt=&-6mR8fUEcJyt?4UxEZX_!PjqJb43$Dr0kM8NW2{mgp{$QG2a8N2c{;66Th+Od#J5+4Us#NkZ!fhTnkorWnh196*7giYl^wguj$s zJM%NCz@xG{u9jz|opbPOyPgo5&@Y{n{T;X&e;vsvN}}){J}z8mhZGMU^d;7ej5xY^ z>MFYqcF>JI)rG)MUo|7A-qn}neBywLpr%+7b|W=-6TaicSV@9BJFYNyU~$${ z0UkS+iNoz=p&t<6`cD0)z7sS2XiK8@E#l$_yq{ErUWN`axRYe!9^>LN{$0LzVnYOl zuY7UR=6-+wOhfxZe2CBtCe#@VeLBNRW8Vo_61{tbIOf_rEVNG zH)8RNXYQMT zaA;D+Jt*k;szRe&wU&i_;>K^a-wYisQ;t$)S$yr=p6<SV!mHFPvQsU-+q*ErJ zDFb!5wEW}|Ayf7;iSc4Xu}d} z>Er^JJj@X+qUFn&iOH%CHn%lZ4CC%fQEQZpyl9(o@#4sH^p5I?pS*55sh(JvRO!&q z*E2FQ7V&lSwRLqu!df80(jS!c*Zq<4@hPR+sn3p{#a*3kiSvmAr<_;Q)ZtP9b9BUi zKQ*y8FczmA55}x&_^$RH{L}Mc!VmdUXmV6P-ph{_WkTbIphduK&m^80Qa@^&jIl&q z0ack}yyVngo0xH%JT3w)F!0ym{IyqQ>`0sY{#1T& z*vSrBq;X}FG21VNNT=X$Y_I)!7uq6d2+-DR;!9s=o1#_&$FZrbcY>N@$rRJa0&xZ6 z#&t*r8+3VlXC~F$a+GE{)`!=aVqonBD|}+X*fc=)#EadH_o0jXLBuM_T3%EMcNr!O zKBY&~{k@|g$f3B3uI*d|zUFLROC=mb4tQroM8qd6V~P=wa&4|#nc%o472V2|?*Lc? ziJOfa{v87dSK#2H@5+VC3-b(XY~J_gEklM?uF!h?#L$qHyLF2W(^R1_Z~yzX%TY1Ngb!{wFolbm&#A%e7GBMhF zgc&!mPxOJ8#^N?Zd!{K|@C_5nMy~OfsYBMS5f&Go;?b@1bOI$I7_ax@}AEF4FM8%2*5K@7*h0gF+*k znoOLWJz$NI(v@eJEQe*pOrq8>sN#SO7d3FJFu5Rj5Hs8)WTa^YbSJEimHQ-l#8Ji= zAFzrv0;H&h=%;o`dU{oenmF^I^Di{lm~=EY&Du60|3r^f9E+`_&)l~f>o+Smtj|u3 z`~Dhv-5hLCNkEv`aQ4%0-E6AH%t&p=`36H?KJyy_Jkfe6TO`*%%M=^#{++*3$$*)(HU{zz^SwOM z70ALSkdbCbCgwv}cK#ltK0gcVi8D8~V-s$PgTMc9Q{3=$zT#@Ynusei_@axvIU2PCoC66 zNbWLFutb|uzl2Xj3oY4lTcB}PS+GIk`=v|XM+Hy~j|0=j@R59ny;n{C^$)|+{d^C5 zhN=M!1{ci0=+#oJ%jV9`&i3~EISo~#PM?cGn9O&xY+dNH{Q<_f+7z%2Yo$^6v}XwQ zyGOB%yPcM+yZ*Bgz*6E*yg=p;C%TXC$<$ucvt*nrqY^jlni>4vJn!O8$XnjmzV_>iH|w@%&aXqbt#7W}+|aI((mDyPJ@N5ih;Za@ENkn-}z1Q&(>w`7H)~ z@Wq>8SDn|skPSsvR@QY#TH}StE1hHOREB^fgH0+gDiPQ|LUO-y)%R)<-U65S zp!?oEdRzN3D^>t?8pZ9!W+zb?MJ8^#|N}Pa0wVbC*Q^7y{;@ zHXl+RP<66ml-Xpl-Lv50v&!U|(NL0kM-oSZzhqMcDOHf!X%C=XJX)2c*W~&XqrCty zm;&h7E}eKH_ZMJJB%6GOWrIh}x3Alk%&#tO=&ss0obc2c>*ks0>jS`jLQi(pc8a;0 zV`Rey(=nv6>Rj3N*sKj4S>Lm7v)a<(!vkD>38_Sviq`8K5IhNRk!$R#RDXls%UbIG+prrJ$Gl1+RTrpR~Say$?Gc}>^WzhneFfE6SRO-hpuWs0atMK0$;z zoAKLiJ@{rAr)p>-De(`2aBmyL9vV8nNUq;@4x2nfO`Z=5pKWW}kOiJVYf^0`%zZJW zV1z~3&-x&=smSAhA&8F>@H0w$r_1XE#_V?8z}(&Kc>ax$KF;JzXr@V28>b_l!qC82 zdiv{O!kamnFajpCwx*_+2sE5U$W0Hc-A@KfTlAtAsD$g>Q^Ng(>oCN6@pWtoz7C>; ziffNrW=f9HE6INvP%=2dcLHR^)E@38F*Rz309sO+ekc6UF;MzbH4EL%7twSQFpqY= z1w+C}s_ipPKD%g4Lor_&?5V_O9B!HKS?@-y-B=R(%#mr!#BY4|u~RF@7Z1@_SJx*d z_R=d?bA>t_=tafEAS)=b=vSymT7;B3<%%P(HTY*Tgw0$M#pBd-m^0kGvH_XOpRX(^ zhkZ$a6d$G8Uq)(4oD$+JoAfbE0V?_?FC{S$6EH%lx7~b&7wT>94-9xMc;D`+a%El$ zZQfy}GQk4nC>;V`Lg-!MszsizX5RyTtbKSzPpDN=wNi8_QO07JuHY-+WE=&31c^^MNRZsf;A7CHk*L=-G*Vv0g0l3|~%kL=w+46nrH% z5L3)W&7DE$%spfM;go=6*i-QFylpKc|2tCi8}AQ;?;MURZA|Kk+|A=(-5}LXb1W3H z=v4C6)~~Yv@}m{CGB9yA>R9LmFC1bbHE>_2gCZM^ExYt-Tl(#oSe!>j=`;tl~ ztmB0_`2nxtHJIn+c$(A^>^Z=x^s3Lj~=9B9ZF5AmC~m<*&2=c}8~d^`T*U8Rx$%ApdzY$Sx2>{GAPPSY_G(C%7Q{$4(> z!a}C=cG2($qnapqJ^{*HcKKGD{5(A^T|Lv+kq?!o z%vD~S3|tr&a8*^RH*i5OH8U!MOh<{xG)H-t zia2?&6fCmtx5mTKBG~>+o{^GeHteO*5|SySM6TeKSO*;5z)1LKSPWs|^Hq71n>?{g z%RC)z%(JaeeAu=dij74Pf!t54Av!-g>%OO}Kr)^0BVl+Xv=)J1=$%FwZRcz}@gVnp%v-2;8%p?cQ^t^D0JK%1AYrZ*!R( zcoK>Q#z)UbMPKnaUgLokIxs|(8Okq|gK(f#8%fb>3o%babGL=jU9Zjr_{X&15xz zQUfe8m6?bGWT&JSI8s`l%{p3v94TaLv4JGx%xcNXQRXa@Fpp;tY;OoQWLZ?`=Srou zZ;D)AhE|{4EbQ&2Gq2ho83?UTyrNgl7wx(~=HAaButs`Xw+e@`TTM#=4x^ zge*kTMOTv+N3}?TfPG~G+{BDKf_xqT4stU$ufbjR!j8#xX(iUGzpV{>{&3xc10<;bk6();jWk6tY) zgqevD$f`Xh38JZ^`XvafwIaf|kSz0zQ}wp5@QiIk7I*8r?QYmufqkzzJ4E^+RF8orIYZ-1cXDQUVOq`{) z(Upnjj)Jl8=$N_4Pn^kavbwa?cUn=-mM74qzdzQh4>GiEHV}#%)>3%7jB`ZRG0hG4 zYB6LQU#P4be6H(gXov?clnk!^G=)pZmwK(P{#}9Q>0;}9nrTEJegh74>b0>{)MZ>`*<_b z23^0qOF#eB7L^gh{&0)3%&vnI(A?sEeq)*#f`J2x?0&Unzw0-^Dq@x+^oRF!cm3Jy zvA9GRZ?vrzS~IXeHQeqBW_YHLQDPYBa}V(K+)v>4}AW{dwgkE zQ9!@UBocjE6r6^gqW0;-KPL|`p(kcoZ)$j`{&tFIsQVWD5-V@mb{(hwhb*T8l4E!` zufZ|pqRjh6^bAY#8nAPSau<&sWH`%F?!D<-0{a!M=)pF1*XG&kpB73a5KQmI3SRR*Zpm1%mkAVbFf?H_`N`9W^Zjiq7t(GlX_oN%~g z?@VKOrcp>=W|pv4$cG??@zzT3BgQo~4%7pvW*4^HET$WimIWWXpO3nO&cn$&VJt$G zIlOAg9XJuD8eq&y{Dk$_!_1_JJaK#AR5)~<8GvujXTAhHkJok?A?i+YN!lTBQMcRm;7#q5%gKF5#CXa)YW@ z%UI9KV2!gWR%|Kfuy7B+=6`Wv_j=j2bK0hiJPGJYv{g+DHC~n^YUa)nKs4GPnyy3P zrg=FJBZrwy?$8Q*Bu;`ZQwyuAtHIZ6g^weJ96XR0>xn^EC1-(W{umRzr=PQLMw)Cs zYYsDVeUMQVv00=26>69{0yB{QD@Q#$;UQh$RX&_1DXY%;np@w5l44AK43F2 zbWFb|&RL#cf^Hd-9WJXw#bADTfuTqa$yXVy}oW%Zp5@ezziBRw{7lP zH8j|KhCYyUA;eBC6bJ|3Jl@T2-rc~iQU05cQ)kbs_wm@vVp+_NjzIyLCt=k;hd!o{ z*UVM1{S2#qxs`&$-f8|B6Zn(VjgHp*f17y|i+FtrvxNXi*wHMgXpo6Fb^bzU=EK*`(0ooMQzWpA?n;>$n|M$o@Y=*6Mot+ra+`__rAwfQFnLm>| z`8{z_yKy(T&yV))XCY$_?JqZQRw1#)&`OFidT}ljwx#gKP(FF?Q0Ap=N&tFv)IPFid@_GR z+!z=ePVa|j>08)AZgms&V^47yQ)hIB{iK}BJ@6kbjno@)ZbzZ8P0yN1S+_Auc^4wn zg%s#TTxZnd_^RzHH1E2NAttig9$xR$10PFT$J2I_r2<;R;5Iza?^+?fD?FR5tzp&& zHbKSD&qoPFM|W4v6X6!pG0v)GW7V;?>sM&|HOL<171VtD>$l0z34WnfgViUjD)8#Q z`i<>d_WP6S$BpqqJmbDb8L7uX9ok<%d(BI8b&{kySEV1*~YDDJ{}wJ48Fa%>(j!C+VzxZ^MuO0ybm zSE5{&rE1$id=R+I@b)LEqxUI%Vc~o%ZAMiUw@|95dUG@1;)2t$Q!VEG#PagWhgaz3 zsuNoFk@}I?hwaUjYc4+D*Oq6_H5O}(g?#fCm~<}Mw$!0yght#5p(YJ>13DL5`rNO?2et)O8P zp9G-9gv5Rc$80@@3K{hlQt%5BW`a=INMZDgOyF1A9k->P(+!^;%raQ0Gx5~1T~3Ym zpt7^;XMjk;Ol$^NXj^Y4F+YI_V*B^42Z9SnvdxtPM7GhQ5<3`dRW4LwnT#=<$|7wj zjJv4gfri+=j~n3>N%2kh{A^Ut-&17qG21v1+?s7?o8f&*a&!a}oNo5+=U>t9Pvwd9 z>aJbR9B-S0je&uRs|UHui9-WS&<5+m+rr=bzvmsAbK?2j>j}T@ln880t$IwQ?Uu+u z32|6nJ5&qdMWLg|db~`Y)l@oqn8sGJn36f4L3)YCH9uyuY%TH;b=dsqAWzIO9* zkKdR4=S5<0-qc}HFq1tdK>hDuB9RrIIBJC?PJ!e01G=bgB%LP&Kx5ZGt^iX8?&nS$ zx7-|lSP4%dwKNi-&3(u`OAp%APT!4fYh3l}Qm<)v*Un<6xRJ%;9*p+s~TT&_y@H% zBZ00*{=Ok=mpG)Aec$F4G{YM0LWx2Lb$kL0(PuC&7Xb;| z#Dp~Iet@M^+velMro|bcne_Id`?r6!eP0TF;qS-&Lf<_ihd)zP2yBpx#o(vK;A@@W z*9j0R27GefZJbKE z^;6R2jhFz#n)rg6H~1eXcC-BSm=-?{qCJR%E%`TRFwtGOa=+`=%u(8e2Zg>ofUV1F zl126=V*bgzY_VW7%j>zmOD;VJk@-DtfL9cA`tewEUmc7Gs?z6s8PZo=opB$Ig>J-^ znHpP`EZ(^b(dIB)1?0XTxuRB4&%LoM#dig_>y+lwG@}dmQ1|Yuky@8+hto zXkchKkWzbK)9=6okt5sjWJ!}`B<8Nxm7Zk!e_F8k5XYPR7*YRb+Xs z>2&4Fqa@|u$v7PGC^j^cf=WZmGd7wk8eDx;NY>+YwEIq6`~^TwrW15y^H=-}=m+3S zl+Kvv*Y-Lq#3_+*C59k04d(AoEb)EE3Us1ct4g7}rE_)_!4q*tNF*Ed_UQu2QMd2Cx72Z|DIp7?YiwNuT0MlsuehHaYVCh!zKfk(d3TO zx>*OH%bsWPatNIiIFdlTU1in?pI%m}j(23P}BSTzz~ z5c69m0!jo+9;Xn>YUDNaG;lpIw&tw=$^RkCZ zwID(nTidIh-$V!y!jEeq^jO--VNH(%1XxkUJGUPcR+y_3(9whVWw z%1aRp3SdJ{-5nFkkfe+j-ZSCKoYh@p$sL@oZgAdp=z4V%Pd&u5C-Z`4$IkWv&aQrx z#aO7QCH#4ohzNe5p6Vt1Y<$mvt3VDd>U-OXb52BJR$0KR0b}5KFY_vN&=Tc|M>UpMtov8CWZnRjby)nu65Rr}!Ia5*dv?LXB zT}!tu8ik@nni(F#Sz7Cbx*;qsR|~WFu!C>=&jR*^oWI`ft*j6Wy%L6HBe3}P#jL@` zdd19#Qt01z>=yt!?$MYe>$I3Reb~XP1Ip>p+`)`SzXHlA_B0B=m)Dd)mbQXzl zH3PE>g9BD^ON8G2Lr6bZ#wfzl)KXkI#~?{YJwode9qT~3npNjawD+x|ikjMH_OM1K zoesGRzQkn}Q%=WMx1d^kpD@6lufw3DI={Mdv9`9>*w0PcJA-e#m1Tzi z(t`aPGE84vwGysbfA`~87Nx*v&FJ?`x|*5FTMD#%hiqv}{zXftR9te+OXS+^`P&OB z-tHxE@vG~$T*2;^zIWpXv-H|39H@8&Lxkj;jrk(MW=m&{Im&{z%*^!0L3gQR%*-7f zLP;Z6U-Q|`T^KJ|atB5TU}uueT($bNV7kmc;qWTZgi9GR08#(8ZB?Q#J%4lDI~-ej z&iGo|>5QE|NL36zbr5Rf&?tk;J(1Mux`Tv&`p0@&l1NDAAKHXXJG_qCxeZHb%N%dC z_|@hdutS2e>^h35xMxs*MrtzK`+{f__yPY)7{1e2^*3uQ%71j>7FhNL7J_9%FK-qq zI_BJgxJ1%135;Nq+$K~A2V=$|Ew|J1v4i6<4g4EsUzqf9l0s(a4x&}(+N<>S7(BM@ z$6H7}qUKjH#_e9T9o0d_TMR4G6)+&_WAknINl ze;L-9oqE}#tu|9!=XFc7!PUf)!p99V!}@hQlWwoq?J_zw`qeE4tQoq+sYt=$y~z}= zERHFqXgjVp5T6{me4ENA+}k>1z7?yI0Dry5h4*l>DHXFt1w_)Y83Gfu&&y}0nY(AZO+b(Up!5pIdCXK z7B0QN^rM5D)axOj(W-&j@s#%ZQ&W@lsAq-%k>n^^m84F2%KG|q(~%C0z5svy`f^!c z-!Lb?B44mA;BXfned=}8gj0(i)6LORy*TaBdn}}H+#A)ioDH@*L)1jCoIfTznM+w^io!bM|O#PL>ELj6XIaBD$V%7qY478@d6!q|boK*E+B zchp$m&)iK5K`6}XE^>q^&)NjA8H!2ui~u27jr}WolZO=&=gy0pRp*~%`Cb^Zsvil2 zjDnNDJN{R=*NEWag_jW(4C+%{O+Kql_`_p za9j~Od6D01gBq30Rlq*CopA{1m3PPbx|hGdYfW=~{hVFhSNTHKJ=2Wb+}r?Osd$go zL(g2{K?s*2NdiP#0mXzk8Q1}r>q$#Re?tq8L=0SS%l(i8B{7dE3`)d0$UK1Y7?3xi zA9matwN^MLau?8F?F^60>x*KwFNurfv?Q{-O1WA-|4gYr-VdRKTz`J3tyaae$Y?f%M=D2sK^iyHB7h zRVH=Do*Y+?)o;wNw6YI2d(daeVpQ0y0Q{=~sN2mu?x-&noCw11blDE^A(*u;OEy@| zbYG*R_@#C)4aHSTe%)lC0t?`Sr2q9yIVE1CNby64b3DCGl`+bSNw5f|!cCUP8~|#E zf}9Q0+FyAA)-MJ>BdJ$@qG%7PcU`AT145Z=BxO&OfRq4 z@&cTAVF1RcHJddoBM8RkS=xe)t=C6_+J*<@33}Jw)uf}N|D1PPr*Gyu!H zAa*IKlnJYIRp3{JUl&Gfcbwe5^p6M(Qjmk)0mXa%XL5w&4-(sF14`d;klId>-|19v zYz^6vq_V0}Nv#&y3FChb<(o=AgZ`QGOh~gtP;gY-YVy^Bh0Fc-X*p0)e7qUFt%4Wj z+B|ICxOXjV$v=WHN(6_pO8G)5*)IeUbyvSN6WcVX({^BS)XuO?S|J=X@psirLyLky zXsZZUcRV!!jcPXhSl;7W!>;5_yhYP>V?%X5N8-mBxo{f)aLe5y?i;{;zD|9V`EQ4(5vv_ z`B(Rp>AIal=X&UIa%YOo9T4!h4nm3qcP)TVLN26?Q8(p(*|%22v1#YQ$48>W=IrI4 zuiw?jBG-%r=n{myaqaebx^51{STqZRW;aw8`aJKJ)U4#8#3UmZUo)Xb&(cT0c>SU9wHL|7h-+{EBd4 zL%E;aK(g|w&5&{9?feOt4C301@_Q>B8%75dN-Xh+N7HUjgBRESXvlw#NR!|9i`o9Z z7u)ZKo{EDl)F`o0Hm;N&Sy7Px8(cC~$0;)SL=*kP`Iu4k{vVpQ^Vf1v*?4yHop%-S(>f-gAE5w9jO3 zA`xPy-|IdfoHFs*{;enCTd&T{Pt5wj=A;`@F)=v_Hp_PmeBa0p^_iN~C6zBtI3-fR z9R2=5FtCpj0txLy@~mR= z5YI=xCVyn09Rvv|iL}(KVIsTXF+$MpLDTzz^w}Wegyeq7 zRT;McvhvK`0K#ap-0|gRgk~UIxZ8N-u2hFzvF_RRmoDSB`L_;^)y`FC99k(L)LRee z!06-l_VJ@(+x*(?jra3)$7T>T)43bm(KKkz1X8GN)DlMgzgYnDYpiwI65XpOm`i;% zx;1qq@Fr_b25~s`ehR3>sO~%Sowp=uajpXGzC)}Jf$z$J3GxXkRP&s&)Qi!iD8kKu zG}p1->wSC+jBIMqLqPVGkMZ$y?*zM@k5cFH+^HU}rvrZK0U+qOtHO_efDpFej^8@my^1{@`eos$Z zvS0NU;aD#_MwYFdl$R`Txk{)ptrq+2 zxiYwJzOLVq^fH7wsf2R}XpKSNshoY#8#73Q18 zDbkm-^RmB~$ zUZ-m#vz5$>itg!nN2>L@3M5R!qVR7f3j@!_53cR)J-}PhMm2LJbrOa!hhFLj;bB9% zN|9ZCXu3X_ufJ1aHS`7j0c@|F7dBx7po1c^DduVMDguW*I_(aYu&Z>axFpQQ zSlf_-tT3tKB+zty=tbs9;x7>4QPcO_c+YDAY4~1IUSKXr3-tKb_Gd#Lv&%E0kVxJ9 zfQ@($W*Yl_s92gC@iFrIn&kZEW5+)$sf)5mRDOfIt;O$B{XvMn=DTFdysVoD{78Os zNR-`)O}4}1`l(lr(GAj%=?12r?Rx|QVoo;e*pzd(yo1bUijUQ{s1T;K%0V;GB5RAc zP_?$dcT0yC5NO@<4mvi5Zmm+NYg_;X)W|6Z2DRt&`D0^i?wmp*@+Mf68!Ysjc2clptSUU&Jppz&h zHxlEiB5I8x^eu`?NYT>JMc zA5yBPc8BaLgf&#MzbzMb~! zeVc}ur^E6V*KcO2f*G#g9TW$I?KBwVgkVoxULf6QED~pvfkMLr3u#@fG1>_oEI|_? zwoq^#>2xECW)s*3ICa%>8B_XjY_EZ#tcmEpK~F}?OZ{a z@IdwS`>|n~`o>jcon|PCA)YupTM(+47HR`e}0 zhv%;w1HHZ7-TfT{!{=%D_pGu|+W=xMettn#WhM+xnoO*M=AFUOpE#G@>>GgYp9Lf7 zRmASnYaijLbj&*wun&;}t;{4TnYpq2@0oJ>ioONG%1IntWf+da^uID7j}$ z`K4tjb54`FW=uxaE-!)J_){3$o21lj;8$Km~bYA2&VEbj%C!cCV{; zb8XhFaB_4s?)d8dbgvJzE?;yk6cF;>n;RL7ynhUEbPA=#XkIxX(c(*E#uqwSx3hG$ zz0)k8Uvu)THP$oH*M$l3cbmn*02Ps&WyRY5MUQm5zywQ-J!{=pk@?u?jDf?*sSPK{ zh&i$m6jk^+Dk9=j?aadc0307-T!1>8tO2xb=R{kXSRu;F-Ti0NqVYp{@I8Gq`M1x+ zZRb4oK8P;P7UR=rsVl<7%jY)!d)d~euEKJ#q7AN7Sp;Ee{mD$V@FT2q5M(b%Iu!%_J~BH2-L^ z+56bPg^io)58TxV=%^R&XdJFm)Mm4(TmI!zr@_{AcZhkT^W}9%^}6C2zttf+>@sf0 zyJhploatN&Zc(T6WYU$Rd*$T&q!TcBL7^P&A*vxt*$g@S}c z>~$0won^f*od37p4KJ@1_v^^z>}BKFcU;+hwuo-;$tI^JrpD*D+~x({s}%B$Q}wc* zB%(#hH3Ve+{jm?uF4T=LUOMJBiuIgZAL7CoiOii{Y&u?h0O4H1LGm$kPZDuJoGk7X z-Bstc#8x(l%CFt5YGvS}j`9sA`sX@DKx~Qd#lWjPa~Tn?p^*AE?0*D&7crF2z~rxJ z4R%%RDJfSa8uh8A`3Nk`mb1+A`I%i*d8=-z0YCY29C!0+{kVpfX3AZ!V$!5{f1s$z z>zCHA?Q!?q2R5N^>R2Ol2XC^BnO&|IcKtdkoPcD!$zWbT@Ol@uCa%1pf!kwLaGejq z=g*Gwh=9b9`bW9%j)@$7(R=Jn+qZcVO^h9;&GkBq7t6t=x?qOYf2`;p7yfRlo?e{!j+fQq?$B~;3Qdy;#1?% z>W{De*FCTpC8iWgmS8w^;E{8H6W`8|C$d3LEyy$e4u5s^XuoHBV3Vf=Pp`!NoTjpG zn3NQzbM9$zaSd&3Va!dh=U5xY$0HC=+}up=-OB)5)IMwOTOIx%rrt3;&Zt}bj%_uV z##ZCW#AuVoX>8k>sEyg!cGB3kZQHhu25%;x+zOLE#UTg2A->N~rxsj5( z2@M^*&I)EMIfU}DzL zOiV6U_SLU`5o7Z-v8@r&QrXTnHAgG{=@buT`=Jaa9eom{Vt(o<_lo}t*8s7_+Ps0z zG5b+n{aD)Zqd?~p_+|&99}!4Q&lL1{zEyK{1+$udWCE*7HPf$?cBHh%cK82Kx>bLK z(EisK-t-}jYQ|;3z58-#9%eDtLNtB0H|X8Pi2WGvNwaS_hfl_#V8V~*>98AL>-q)Z z*5YTySatL%ztA<~$#yPq2XInzXJgyg(lk?-2WK%d!Vq9!ZRl{a_E6sbdhX`naM`fO zZYo>BSfgUxrtAVn_or zq7HJlsX>8X*G6ySppN6w7ZsZxE0ZX=7AK;yeG~nvYHnR~4%hVhG|o-xx#=?JP*cS3 zFw|nnVr@g~EdfukE=O84vBpMXzgtE=-4KjbeVOnW6To0hl%*oS9T<+*=RtGiig4fa zED9eMwiP^i%eL?Ku>AXalOV`1Ws6I?77q6eIVY%UhTw~(ge+X*_)&iQ4@2d^sLs{- zMD>AJhgtA-06iYf6nI^Q>XueiI80K-c=Iq53;h-g&&7i$@kKPZPm23HtlHlFLhLW_ z&CqRrO|6RE_(u|a@-^?xWQ%*qajAu+GWK(-H~%2Fn3_r&;>O%@ZW zmE$O);@n$`JKC`2bYwVz!;FnK{|1kl;A4Mx1CPgYQWcfE^&F4VTml|c#QVLnP$<5x z%t``*W{F3ik^|@1V*-aSV?0Ol1f0GYoxVh!jqlOHvtyd}R_dmg*_P!rOc+c1u$Dsr z^yliI^1dO+kap2(enz~A!t90_tjZDMBP7YvrF8rDv6`zx9KP1o_0=0Y#CC8XB}Q!B zYt_I#cop*?pI-&ZBb46pS{w=%EW5KI7MZXn;X-s(YXo=H5B>=7_!B$||6NAUA1d zXT<53l`l~*{3!k()cs&WS@!W^=@CZ#kh+AhNAJASMw}h8Z;FU9{#(A&y_aK={Vzs{ zC0@REA>Vs<7^O(~qg$apa&zVP=KY5Q5mN6khL;*)3q4)&*)DhWdxB4I!Lf@AV_!e$P|N8IP#azM+TNG zX0Sy#RiVc?WS-Rp_|s1?k}B6ONkmk{uy}t*%-(%LAQUkt)2gd}w4-DO!kTT6nMFW= zp_A+-fbaeA%HZYi=)3)&7NC-A2_FK3K+@}1dP!P)FuNslOSAK3bG)Cv*eIQ>X|=Pd z>c0nPFhskcc1*^&xtQ+_D4fEHn=njg}AW^-Wg%!ibi-+ zuGqb=cP^Ho0cXXBr+O008$OBxnUp5n2iY4~Nzff95~h_PFG4DcS%#6qaCGcce|C?N zLma}UZYnqXymRB?E8vgl@%;}ME96Yp*%;kGOcgoH*E{==NRELgm_3ZY{l%?pbO@LX z4mP=AMb=QoAa~T(F9LxUk4ZEPMi?^?Gs7ZgF^ri6nywMiA2!?$SlyQ}KX zRdCof<0e1JNUMi$8M5^kL%1`58SXY5lFhBhFg*NvC6kJuLu90%sCRC{&5aGEvbdIy zOTJ3v{p!PjL3kTQoP2RA5wfywV(Po~(EkJjDK&>^R|p?LP;&cKq0i~bq4yF_xC{?!b6YQ7Q(Dz)FfiV?)2Ipdn{S+G>*F#NqB9O1?R0wl)8#~M50hu0L8HNjrQoNn+I z5ic3`vr#O9Gx7tM`#~qU82D(<)1y=D$OO6XK7RD1`H8|mRCdM;xSkSQ}@hjq?Gg^E|t!XqLUysz9gT;IH3oD4JfGPy(2^Wq1U_rNdhuTLnI|cG#Ud!`$gj5K{KAeD+knLCmMGkY?}oTJS_g zFr%W@`?f8ev?WROD(cCSGx=+oncLw0@rwr!VqjI^ zrFd4N z5aIK%E-+}dy5$!MG2Q3@(UaUMg#y~5>=_;lE%kW5>=_G}5tBiwf}w2g!o9H#mez;@ z#M)cMV;9ou>IdzQ;{z*#uAuhB_C+Kx26$>9!^_8%IJGmRc#ny{T@x!|bBZdp<;P9; z8WbT*uI5#5U)y`nLqHphqILMepASRx`s~TezjKkA72(8OkrCGgpQ8s40naIa9%ct} z2VkXW^_qP{BN2G-;&o@WV?WlSYE~yR`hq;fxHtaX-Bn z5Q_e2qnJ0$QquBH;YMHD3cyZCu_0!rffx{m(%wwUM6ATJ*oDp_o7+E zr^0qq7IjD@6wsn*m4)p)UBXG+`5pV*dhv@FZo{~5n8G8u> z$tp-)qoUA1W_1-NY)gAtrdhEt59GqX*uDPsP|y=@H^vxj5SRU;yDRI+-gT+y3>GoRf7kVAG$k$pd1I|BbTe`hr} zZM15rT9kSu_tQZ~eY8S`AgTmNVG{!uyU0^A_bUwQ}JM+hDg8c1~Sq*csAN&#RitJOJ+oDgR_60mOvI-37hk zsux(9Cb05mXZESqT%J*!S>`vKkz+9`H4LlfzPG7scF0DqMLM2h6d}q*SLDG4oW|OB zR%y~uwRqKTlrW}ji&R%i8sC&1>cZSF719jf zrr&Gv1#SE*Xlh|~e;KFjQ@(2LOfYBTC7)qfgkpLs1Z?4BI`nw(&;2=CfYN~rS}8LT zNHm0q9V=L(9WaK#EC@GJFH|Z9@-jwBQ#wcw;)cX`ks1(vcJX?69x^F$*^@k3Z3=bw z7+j)kL1X@`O;9T698AGfqN$3n%QQMs1^`tz)(+a!qBP@EK<)vuuz&W`QS1IZE?RSQ z-UBBifBK?a!pRIH=z6<&jrDMg2mcCplEZ>K6umY6xlyDodpx-eUsQe_IIut>AQ7&7 zie06|Fq=}h92|J8C=hM>#0mfWcGW4X2l{(DT|F6hS(R@NkztM!3lZy0DNUL-UB2d% zxVpHwsR8wz0xz^E97&I-Hua-D#>O^^CzGhP}V_hvCaa66;Ok}Jkt1egDRL;~RGHR7k zL*5lwU5zPIz2wfO{asvZuW(~Fe`(+phM z(R)^^hs|L4jtAY2fu+qf;83WjZbU}T_kxjz-6eynNt=fIi;edjlGnkrpzpakI3qdo zEpt|l9kz=|Vtq-76N{N0NrDu@GD1s74<Zy+4*RPB{s>jR*#JRQeR`ed^=t%La znZ%2TjHVfLg17-jlg|r(nyy(%Y=3w|%b@fd)=@HaY`EWyHEehi`7VLfmK0A^-ndvsr%-$=>UOmspx@9?2XL=n69sWx z^dwAKU)U9Y}ni%X0xKh7;zDLk7n4!Vk-`yw(tlW9-v;ufK))Nk$2i9 z-`YVd(=N6t{IY9o(P2#$zOL-MKIxs{=Lc^^QiM+SO@M^A2Gh)K04>bF4Eby^hrIZ`Hi_txF#R*T;-*+uA_Qox$Sj{JA>d)lsj@4&g zS|`V)Z^}^?FrcSx`l#P}3vs6iJ-M_0*-S*y${k3Mf&ys7lsSa)7;#b<5)6I65A*;9 z=PuYD%QYZRfd$iqy1O8kjOdB>YF5b>Y+Mv2nsl=^K7%ccTjnx!X&r#8{jO)jb0r_d zUr&#=c{4}kz9z}!rp7iY_rSJV+JOScl~kgW8?!i?(^pGG&aC z0rh%Ol9OM=DfYrf8l3(u&0C!OmdE+O^==QnyAT(gxyFst?39rb{_Be`fh~shwl|WP z>Gk%spzGz~8zf8kn4&|wk%obJiQxU zxy>&5_*=-9XcpZf3u!c}iuTmfQX-74oz-K!UK%%PyxNzQQb{wEjM_}BFI9cd^9m$ip=mk!MO)H^(40+jvEt+riq_M~zpK*Lc2l z?=`HuRxH8HvyMu54@2n14{xuo8sxEMP8k38t6yDRv!%lRT+XF;Mm^x^kdU@H2)SWa z@IwUs8BVVn@k{E6_g+*N08VL@d($d9AuSuH${Pq;gH?cPA`I1ME^H;~xsR>Nlab^6 z8Y}jC~;FniN<9hx^}@02}UQ`o@0I@swrtX?!0=^&TRerq~U zYJ&e^^@ABe!>y%ZcfC85mq&%xmP=1*p23|SOj(8v)CObi=R^t&Hzl%|#}qEvdT-w_ zPYvVT)OAA-XO?yRnwdx749T?*BONiLaHr{w&5(~@fEmz9*nei5B(yR5(sWhps982S zAEvxA#>}ahY*MYvrfHJ0JmYU0l+t8vHO~4jt%@rbK~VTbniT1beh#wPVM?FQ_%6cD4L<{XaMBZX~Ub+fsbhY(TG%;mXkP2@hxd5FtAz zQ0M38wQk|A)}2seUj?!4znl0jakW#L%22cWBxMy0T)_g7flUm|y53};(Cpf&dg$>K znhCz@kn0wW#L$Ke9*$}!6?7^kUosVvxVJYA8f{A?Wmx!9$8!Zp9E)o>gnPmJ&u7)G z6*dZ-i#7R>@YyjCFaBU05KqX$keW)Vhh@R-h8&XDi0z#u<;dUX9^XBj%K2C5sSXn2 z%{5jIqk^0!&NFK=`bPCVGHKbJF)&x)`;O+-2-=`kNti~NoOox<3etsl49Q=F8>X1z zkNeydhGYp}Ew0krfWRR!l2u9Z;*L72e*3UOCY-!jdSDVW7h5^GOR0hM>{8hkre9 zLSOiz+x)ohcG3EFJYw7S?3Ph&dePn&(DeHE9tWAPeCfmy!frLJlS#HboS^z3BIIM< z)3ihbg*f(Qb|21fQIs_Lc(Cv#QKk_qZQ_XEA>fio8xZ)mBh;owYmCUUmx#QNtw3+( zjsWH)n7|K^@uCWfKVq;_q1Bhr-8VFMN=Z-_rwjB=sUb~r1?#*T6nJ^l2nz(IYzi&U^(YftY&&dK{QJyrApV!Ad}0a=^!`YG+N9R*vZ*Cpw3L zYDUs1yPqo|y2upx+p^ILeqL)3;BkpCZ;)-d+5*W!FQ$$W%Tcd{g$sqx?!)o2EpH9m zAMY~`>!6g-{9=1)trVvu;4FEL~blXf9@}VEIdB~ryoF>qh{TOf=%;{$nGV!fKVd>Gflj1{#XgMf$O4B*!6Sp z`!HT94(M|kp0xx977SYhDoE7Vl<}n0YUiVv79(qg{F?hKEg4)(Z9`KZ+@%;v>5&P5 zxb*3x%zu%n4ZL(^D6V%IhAUQcF(2HSLknuf6LDcN7!*45si| z+D?5EE5!aTLOXM+obM_$c6-E4WaDb!3pb+@yNM08gH)pt8il;^OGqDG@dII#ZWJ2$ z*FvK_#IgYdQQc(=gr#A(hmj?Ol=nGW{PZc$p;3`pTapD9e%1ifn2U9HGgg57?+i}3Tb?JX=&1I3zgF#d!FljU|9x6&nWN)6 zC^E*#)3Dsu%aT5U3*v`;fdj|h#evGruqfEn?REx{`lV<`t+sv&#qW00+8xOke|}$* zg9JIi`b$3f|6<#R;nB4Fa=T0l({3MEzk5a);B`x*|)!p3Pj*{kh0`9A1y)QLaaKqB%2WH?vOEItoV+kzk3cF z2jNhL;x|0%&lfb$-~vU5MWn!okVz#{5apfXs|R8-m<*(fMbh-?WFWn7M%65FW8fp% z(2+fhRLwfq95H@()AWf%y#3I#c|6_~BZ9rGSbRtB`D%?7tKl)*EJ>RZA|v+Oj9Qk_ zw=1EhjzrwJ(Gg<>t#64?gFYLNzM7vz$cC=vXujYL@{ue0oX?HaribNEs=0fIwbO~) z-b~ldauHmaBrl6)U6f6_7$(erAtrf`PgdQ+VEhG?Lo~i{KtF{^=;^x$VTPNVn}12am1A!Q6-1}*DM3WDkQtm~(K3@5 z`mDTjYpdUKB|hCSxbgu^ASM9zczwh-YaM@!LTZdyj+OYJ4kwH5@Y&xN@NN_=V``l4 zXBIdaA%iwTC(|o^V^lT2+{g&AvLz^yzF=g`o->JCy zf*!HQ=-JZJ-dUJ6dhT^UULnFE)B&hafn#<6rX?#*2)!}qa0eL(mm_H`4yrrIhUqjF zI&8hqmH5{~o?HyT=DXzPlbbn*;5MsQ;Xf*6W!h_xmoI^3Din#433vzhr|Yks*=5vKC#^KMHisTJJEqTuf1MW{+birhc{{@_Q7<0HCtG})asT6@{3YIW`HbB)B2H~T zFh@j9sIN`Uq0i@TFz|h)Qjiiir^;8)9%^Nso5jW0c<2ZQ_WF~&NWI<3lS)8voP!5@ltWoLjO2k7+cC|$33|<) zeGajoRdtiZkY0a?_vdzjcCT0JwZ(w`%7H=9(jScVZvc9J2hW5L=f(|>jDchQ3c7tZ7Sb=7+e^I?k&e+`s1Si*s z{l@^zMEH(xKO!UqNi+Z2&p6TrSR44@QwLgKFZGkZY9>r!LY|6oJlhMQNd;W^V#Wn# zSD9d1p2N(54Zmg4yA~HqVld1sD8gCfd5T>gJ^v6M5i#5H*`NW{2s1gEl<6Dmr;YqdLf+KqG;Ld)^ys) zqsAnKYL4Ba#iN@hh93KU@itH%dJbb|RZhfGuhIvi2MeJSf1#-^1-!sTfl&_7OQyn* zK)W;DqGZ5T9~-$y!SIkRGN`?_!|OTFBv<1%1iW|cqDu!u6mZc!pInIBXRPBIGm${6cp?%W?A8t|ty z<|{P$n}m>YDP@p-t~%eA*>q0!6s_Dfr}uF=r&%S&WJo_0`wNlitPTZ>SQ*9qW-8xa z+Dc{ma(-ss-m3*>OSq(;*<~jxU!|zpxIl%N^r0b%&GI){9>^pziNB8br|RcOULP3K z4X<|(=I=g=MM|_%4oH7;a2#AHyTBO3O1a{xmQKf_66=RY*u$sp3b;3Oek!jX`{NAG zrgC3ReV^XP=@IixMxa}-mK3G~Z5lpF19 zQl#P;$b3c!JyaVUwdc9#R^eva` z*F8dObp?<`n{aRn6XOIT#lCX~#!AHJpA>Os5%S_q4H$eTI*7eAJO9j5LpdXfqlUt~ z7`^>R)yPK`@X-fpJ&Su@PT;Z=+A4WQMY#$9f&R-3WApm@`f6w3V1NI#qHnocQ+0D) z@;N03amcMi?x*Xe&}FB`Hlzm8=h=0d`}JOF%RpOl>}r!`=;emx(EC87Ntgg@3kr#L zW0Oi@6cXA#Vs6S@tS-4~<)58DXhgX>hL|=tb16-q3%bDWJ88%F*k|RXWEL(J^C#(J zcN#Tw`Z{IuVf1@1(*{Kfl6Xi%R{11(Jkn?1l7+tvVH4?9lM?{I-HaqsT!Fz>z2`BI zYB4KY+}SaA@h^j8(EhYze`I~)eCg@vHMs2#!X~p}o+B#Lq$fdl;)W>VBWYUr4x_j5 ze`~V&NH!;alku8-Ypnz@Q7~Z%MW{r&AbvE{y?xAjQ!1IG5Rdr4KfH{6KrlFk(z&Wb z_Pp(I^i#huD~5^FA#C_55eX2qi$Z=r{p+D#nf5f zKT0XUf_(@284%;ChcJAF5uy-9>@Z`kPeUym$n=C_NQTKUB^^vQiB!p6fo8L z)9q9%z*)vX$vc8|JHkB8=cMfz$bLbgdUr0}!B6UXbOS2Y5)o{e&;|93Q1M6H1lNZ@ z7YX*laF8N{bR83HS{f?QoEVs(i&w^leLnGFh@$r*k4(K_)UHv&m2I&tXY#w<1NdFz za%8ygU?5W@pw#JmS^*ra>PS#^dMIn3m5_)L{(pJoM&}+R6ESpTWhTYw^Wg}b7t@kM zAl*rV`u126Y_I>YvPF=Mul-$*G20#ZqK5;i1JzW;qR_!@k_#CNfoG7r1tk^ONH1i! zDpbB~Qb$o^qy-ao#?HH7%FH}x&Hi~|W1G;Yj9xt3v9M|;Q&)| zwi_j^{K3q0<8M%hQjm5RvKvPxcH(7vjY@H)gU|)t1zoe{gRc+L_)Mt0@H}`8ry*z7 z9&NBk$ttdh)kBF)DsEWJ)=0o=W&lQ1`cq~3r=krG=DRdYg)uz+PtyMtS>nsdpu)T% zMA(Wz%UpL-C=ZWzyac+sA5j(rwwF7h*~y&&uC+GEnPVdmUeq<3Z!zxPeLu_~ubo{^bp>};(?iQYaEizc~N z(NBk-RWC==0-p-*hw0>rqXy!o_U{qcM$I(NxFQu~9Y0MtHQ8ipnjS^~wv(0(scYj^ z=u4F4 z5W^5^wDr76Jxw$Wc>ZWj4`pg%NV~_;*ES4J!u7v5-PLlSURM?AGkE3l1^-*m{|Xdc z?n(YmKf!#eC1)`4+6~uei8KV=YvL`S?U^0VB~=nBK?hM5;I}SM8^KZn_Pe zmS0VHds>KziGE54@;pcxPMCzUS#^i^MgtAz^Jgt zsrd*TJc6W__%&uPPI?HEHMy4v{He(-FNgG;q?2$;Ha$CqcljY|dQhk^_ZO0ZZw_Yw z_rI?_PaK4qz%DptF#~7L-dhwu5b?R?=M}kKL`%214mydzD9mTn^RGLySfr}Vi9>l+ zIb0>Z7HD5T?CXD}6XmBK4C`veRI@}uona&I)OUKetE!OBWPAL?y@y6P;1vwMA-{ny zCtqhhbAgyMkG2Zkuzj?)kBG!L;Zb-=v^Z;;-O3KPqJIu;GMu3~RjU?HssyD&n{fV* z6ONQKi|}vpXRdzBYCn@;c_ zQllrHIYAw;jV4vu!z`BxNtz-{55$M`ky8LNMmOQ1l&c_7zp@jYT~ZvRXSEUu2M^0y z$50&TLD~>Nw^appUu^np`Yb&NomK*5aII-sQE?!Z#2C~{=H4C$1gqt@W{VWj1s+Lh zl#hGUpLMC|J{)HVPw74TKEN62%aWIHm+!w9{Ez${h1NrZq(DpO&e}fxlt%tNRGl^1 z&!Bp=jNQ==4$_C+cXu`N_I;D-IJ#I(>_~x)EemU2cDN}@YjDj1IqKvdLZLI4T9w?1 z=crWcag1{#OkC}o1fr*r3EC*prc0_#u*)M8S*N=2b5E z@~@!FRO#Mt=4&tgY$N1zADJ71V_&(Z0cNbds$ocJU=JLLV(&6tMNuE0jmC92fQ0wCnare4;IY!LXNEO2yl1*Ui3dwegh#2;rBUbTn8fs z0@p{+b&{MkG9UozKrb2yu*NkUmhnA#{ib1l4I=l~ws+TFwHb+#eCT6UbhPOp@MUA| zC$3}M?Hns+eWG@|+LOkFql7v#vZs1*E=Y=C;Ajch7i(6roI4IL<0;Ugu4$4kQlm`- zg;#fGaKW)HDYY#eA5{Oa-pM)mARGX7o~%oBu>FUS{z$UM4x@6{5~ar=0=K9?#@6H3 zkB%SBrqSY{?*4%mDohK8@;qU4p_M2#vRqvxv&bi8s^=B(RDcgNJ?M4H$?}(;2T{WS z{t_St=>9V@SO3{_W7te7JZR6?dm~?3FQF_M%^gmdA&&FcLMWxsWYf5>9(N*ZbO~|~ zmdyyY5qGDr={|4&cenj}Cb@N<)Ij3r2xw)8Lfax8z|^XJk}HR%W!_Hl#tg&s_Z>Ck zH@2NTtNdI(V^gP@&ee!m=?~+e@yg7A4^pC>2_QuC_IMdg;4b1q^v9m1;%0=ZyTi&W zJH9;b@1LJ{t@*J>YTa)1kJqk~p{YT8;DD*xTc@eTRk>7dYofSka(BIA`|_59E{MUG zAPE*;)iTeHqPyc=J!KM#fR@qPtmgjB0#2Y3p54cTX8$yO;9Or^ zl=p{=WqhnPzt&D}5tk)wbtHr=$Mo6`rfF=3AZT}>_{5sh{n#vMhWFoV(8rTy3o=<; z;f3txo3yC8Bt)9y5h)fJ^du@o>=Qw}xkDKM{T8hpl$F~KP=xZ%hTz?F&8kIH^>i89 z-^J?31bi6+51=74@Sd5p^rb`QiBPS{0SVW_%Pe|jY?t`hjih_?elIyU48)AO`kf#d z8C<*ydOSX#*m4nRqDVVmti3KC5dYde8URh@F4)}0SaaQ(*3d<8MlW^BTI;u8_K+NV<}CKPr`V_-i0pm<@MQjy3HhZ;K{vP}v&D{QvW&+^gX7ZDNzQ4V0yxlk4ndzl~ zz_=q*>qYo%%lG!UC{U&4M!?U~sP-;ilVAS#Qt(rc7u}m4Mgd~C@w?1-d6W|x_4mO) zsX8L_f+AtEkoE}T-kDIKD9w(<&4LBfrHE4jhYf58=%1+s+~>|a4EmS4^45W-mePV8ZJHA*RW2#)7 zo8!Ofo1M=Qm+G@(9_epGBgOhTL@vY69N<9P@v>LYvi3omq0jl0pfIkAcYnUd^nlE= zLvxTm*h^$d&kCdQ+V#EPCF~CyOu6Y_@|jv}61f2xC2pqAA7wV|2R_z2OlNuAf#jw58mmSC2Tj7yQS}ZyZ9K zR<&@Hx%N_g_K%NEK1T0x?D<|wb7|->`!*BSm4qL=7AUW%y()G%8BeY~*Vwwh-ekUO zmGy5WSqmqx0wyo)wIr(4)HF0+YTnOIS`uBHc(vi^KPY_Ye0Ki0@oA3T;V=djsSbvd z-BPBLU?vu#Umo+lVQHS<#U5>MEw}yHyZa2wkuVuHV#LB=d;W7;F1nHCtI4La;Au{; zSNWz|3~rmts32ZDk=M^uUi7NuO?r$g}*Py|n3y-k6b@4DR-K< z`K%c;7mZJXJU7b>OM!C4GBhMZZ1vkm5TMDON_3SS6Wh+6bN-R1mjijZ>6ExEz9gD`L0yJzsy~;sgEP72)D1t@M3|!1J;64Oy+T z_1*PnqJ>7!wJdV|tj81)8EG!W|9-`D*Igc~0x9M=4BVWaeF}fy{mTUSbT4dsd&2e_3qx z`-)@_>c^Lvq-y^%$mh)-L$Ff8DF~8X-O5_|KAOydc+vXhdl zlKsjNaA|(5-SrPUY2Et+$(5UpW=Z#%i-^sTI(6Gkw zP^v@&(M;K&tTH%bv^eDHcXPA^F!P$z6p{~t3c)%Si{rU&dDq(qnU60n9e>kzXjHfs zDk=rPe5MM00?c@XiT^&gxBxdn`H$=&p@56)EK*u}6)}N_%{%M6tw6xGn>VGfmA!gz ziluZS_Md+T_TM#V)^0F|LaqFKlrZ$f?JF%yjmtMYNE~sLnLMMsJaC+Zrn$0t*Cav; zG&JV_e|*_tqnky#JNTsT${NWy4q!K>wCebz-x>Xv1pv1z_Kt=U8!M~k0F4q$f<}Mj z0HA8w{9W3;b!_vrrG>q}{9JmtwG7cdmj}T9=_(mgI%H(D#SI1jHyB41qH>>g7>_%r zda1ZhQ#(d;&ZMsS{^h3Qed&wmkg+W~K;ZgzW-XS6L`PkHi@uQ&K4oy63u?GlacJFc zGNocyR=}}TS(g~CIsPf{i|19ct=Gv!)<>3ur!qnz#OP}#@k3;R`l$LQJyc`3SZGdt zizp@5lZdlH;~zu(yI{G$vMrb!iHQGB{EsNkKX-PS+IPIhTzW*7Xdng=NIn;4ZSBg*&<9{u37xXb?pVG3Sh-Hl0-CT~+w-nhle$&-%u0xhKst2UYnJqk@uLaNvQpc?Eu5-@x>Gs9|Bkaa+ zYa)tKYWG7_kgCQ8^{aKueimiv!ID3?nwr%A_K>VU9?5w*-;W+W&r@5JmYZw{zK&1D zi?+BZbCXjgTZx;O6F|U1(IzjRus=K;_6#_`lDzW@MXzAUH!3mzp*yHhW;3o$aNAw< zNgUcm{?$(vW&@EnO77g^kwxL+?{a6NQDS*Y?iqnVTJF9A(mpw zBmOa+?zNwPXQUGG-fcn|{h1oMO*mU{w7V3TqNy3~8Hr8fwkCV=@+4KT?pdI${n^nn ztJs9U#(7T*yr`x#tZX@EQ-C-DMU zRU{)}h;Lj~!c^YpfOK~@2f@K_v0td)JoL@bRI#Z^!{WaCP@R}2>VLlXRX2G0XN%BD zzpViV;RsQj1Or?YMU+3>Af{S@P-yaA{TM6MtnWv;a>SND@c%@`_&)UM(IfA^24Ne+PR~KW?D3zXt*rTQOm3FSpNqL+ z5n7tw|Eog4D{trg+onOYi=&6^X$dzq-_j$k%pJkOM-4<)e(uk}BykIS;f}mLH%*gK zy+Jw}50h!Nq@Ew-U@j^Qbkc7Zktq0bLYgrY?;pMI<}rFS2KVZu7~j5e=??}OaF;4$ zbB?E!(wu}tK32|^H>4(-({b5(Ol?`_l-KeJ+z)-~3s7kHMzajo=a+O4 zjlm!5>7z441sh&b0sC0lw%TnWLzBpX=#^1H4Dd;fhAu&e2^eLx0lw!AI^~_*15K)n zP`9%=?S^}xj7$$89M6B$p_A{!sW44>^0y3Z>Wam^0lxxK+cHZy!oT>R7qQEl!54hS z{kSFmS7wN_24*vqS~O0C;)__NQ9bRe85bUhrzpQsBj}=xioM&|$;N82kSgkknv^dx zWPU~?_r~O9S`rDNQZCb3EbK9_9FK zUY$G{>oZmhJ@)N?>_{;D>BIpwTjp8m$7#I|uN@@9NvNK}^_0R8Z^5O$@Ikih4p1qf zI;%tee%wL^E1WZtXa|o5NJ>p*z(Lwo(4u-J-m7`#@pJm`T6ICY>_a|F`a*$9Akk|3 zmsdm>gimkk5CEtel5YBD&0y?F#}c4geH8^p)rABXCSZz_*eAYFQ8_jC zkEIbi>{{W=+*q8X0prdpGxlv><>+ShCZn}{ZNdb6-wD9sh(h8 z`(Bqjlu8LO>$BB}$0MVrwNmtLC#u}NjA5*CgoWj~cE`zv^WoN_z{u+oDN&slk_do; z{{}vS*hEWz@`0coR*$aMw@xaYBdj})|A@xK>qDDd&M}X;Mi6`L_6`lq{K%FcKGPV- z4XwtA2^`sT>TzyL(pCr6TK=-p&;B|W{xKw)`3ElWca262JKYq5i0p`o%WS;WqF2Iy1BD1RGSr z_jx-3d$XD4`f+d(4c+v}Cc8R6w*oR>c4;bFuZNG1k7eB7CPmR%DF#|syZqqkq#A?m z2LEsTo&|l<97+Y@wwp!!3;ib2r15JJHEdM4O94e>C0>;;MmhD+pVDFIEtDpLpQ2$} zk8c#UvIY1^C?G_(#4#r~zm4~|2kDmAgA4b-qehLged_Hb4s1pspn8%uQ}&K1d_OPr zV1w^&|7POt6urYMSh9Kv%E5j>w$%Md3f-l-npu&#l&F?FfinJ3@m=VTjzFq;gT@E> z7tP8Sk=?AXi8=r8h z?6;ScxblGzp2`tFI5_yFxqMraRIXAGtLL*fJdC6kQT<#;a%N@r_q+t%k%jC39sZl+ ze0pnC9))tTlxFD|MpL}lMAnm1yvAeXs+fc@{A@nCBp6~bPQeKBpjz0N;oMo4E==;F z$nng-n|>bwm%C852~Geb<7o(6-bcVLUK06LxMd0=U{14)S`fhVbiPuM@po=wJcD<} z5D>j7(4b$G#vG3oz!y}-xeIR2wz7yF;<7XGnmk68ry$z<#h4h$eg?-OT}5Owxu-Sk z$U_64nyWsMydM<{wczG31f20E_gOy|XJ&JG92>*>lWk;Q9_&CVXCE|vMG3xdrsLU* zY%5V;7}3ZUfKPJyrAPB@m++^L&9j^quNw;tEXPdsFDfE=KGrsCyLN|QH)7*?T$_Y%To=+W$9-R!Vo8->Rlk%Az@+5akCsir1OL${#l?#cJxbeS5sKi2BnWBYzEJwQO7b?8r1-1EF%Tq9zUF) zwT}r0F~2~rXlHP>U&s)T{X|E@VV~S}%wt-Al!aK7#U`ya;Buh~w6~wrxAoniwZ-yM?Zue*6rg)kI#~*y+E0VRBq57C zip-mo+=6C`9{L8bmeh7Qx->LV6yOqBIMa$?>VJvy+Z3Y*6q=3go|03=+x0}_f*3@1 zvww{J+Vq@*dyPErV?rA$ydR91G(B4QPU$P`4ZvX|EQTDGub$Ot_34hsQ{Lp61zun5 zyQLGf*z4Mw7Hzq81K}IxQTU!zk5=Y%V>=E=F{}StVN<79(VIA>Tj>i)A%|tFWW=ep zIq>C8r^-V!wc592>CB#bw5A5gU1K4PBjS0g`;F2AWgh{uJku0Gp^2Pc+=UpoN0LVJ zGN=FP!v(=Q4MVyP0IShSd^ZOt2<-QCxjZjc>cUC<(rvk2h#=^KiyO-a=EPzefBtnc7flLS0y9r48K&g|y( zEJo>-%jJIt3PNP4xC?WxkC!oBO|_}$JUgcr1m#lfz^gPt1=pa|S~ZGM`;_RC;1E~E zkw7l_+Eue& z#qN2MJ7A$tku}cN#;rU{W42q|VF`u@UR9+0o%3z6h)qs>*y)`ll0A2 z>3@fWJ*7K==i$&rB|8f-By{hj6kod$%1r75SciVe4?XUaCTp>jTZMp0cO${sz$et{ z4ME?xl!hfy0Xgl^Yw@&Q#reU8H`htItacCl^WN>1vdDO1NoJ5YIf<$vzmtbVR?}O1 zDS>6(b-zq2T9ys|(3gNOjp%m=Cc~|bIfAs_7#A8zbDOz@)|+;mYN|IQ39!?-p50nC zx4u_5=EGgr2kO*H0=11AdlB+h(@zBgnUCHvQ!JwhxuDC9hdk(550xK-44Wb-HZWYS6W*&nFTl1i``p=fS-q%__&C;Mv;a=MBPs zl{pXK(foD4^&=!E@La?beu^d4S&C%a>zrhVb`o41H5E|LHZ?;q1(ZA6^Lce0Rf zom=QW+rFtU)f~?k8p_jOUMiWi!Lv8t$9BQj-ysVBnBk5GolB`&U3YWxpfo#uV`JE< zn|lIB8s8sG%^DL@t`IB84AQz#?t8Htk)`1l|Gm0E>$~X{pvt$8ERr0%0Ig_9kP}DG zU4l+mN(H^IgNHZSvEz~vkcqD5(vPnNMt&M{*h28sVOyz+&g+rzH8>H-BfCmDBq?Ex;67qUEa5y>vfG?jTZkxZHd-iyiJh_%EX9#fDt*p41owl1s3@>9l zE1)mYlY_hz5f>pVGtMPN|2({zQffY8bxqlOXr+PlNmhFs$%r3yl2+oeZwUu=5ft^-D-*x@~iV4Sy$k}7Rv z7riY$TOMwJW3;DHLeCDz8ljc|T0v%1@_0|xI;PXwcXSGvcKDkadXr$rSZ%Yl9${O#`uh0ibE%~ZnrokC{2u~qPaAda_n=ER zLIc^B0yZ=#Tf5CZR5)ZU)UWi%YZQ>!|G&8xPK;|x79L?xdIWP-%|;YquS{L&83$ix zm_HIv2G?U570)n4F(|k&0O3gq_z9Ub(hDsYK%35yB=8iZO0)EbH4^6rk}ZLk^7{pN zQp3k7wkR{X0z-o^gh@KzeztEwo&r-~9_i*yOg#`IU5a|cp$Xh6*_;>!ZaC>6{Ew_9 zP$?14RhJ9ZUcFmm3VW^oBtg+lAn`}>`rt1O|04cw9lvy`eyka}E@_+%Dpc!r{Ks!@ z3;vy3yHJ=)toAKlOwfg$N-y`kNIP0d!+%64BZ;Lh<>|YPrg!(q@q( zuFPJPG^_jMOxzOxUZEuC{}|XB-O9u59iZLO^WjTK6d6VNFuu`Hg;Kxle6Ch729N){?aF>kFD ztxIZ_6ZxcY^(sznZ`{Jz%`2n|&Sr(a3mo|=;+rX*B3F}idou)l{EZE!+@KfLZffH<<0EtmzIh*Z+d zVlWUu?reFK7eSQH0Xx|}$ys)CF_C8TTFzKo!GP=@y+X-`N^;WEiMNIgG&L#{}Y4*bZ)Qp6!hs-1zxUERz< z05W9Mh;v3ST$WP~9sFl|r&8f`sGR^N?os=$gnzu1Izg%GocV2~JEibkXMH_ON{aM2 zSt?D~-l=HbAJdGTL@eoOaIbhXRFLTN`{`gBsH|0INF@<^zW&nvq|gDq^5Zr`%`Clu z`zS^TT;C>_l1xj6Yf#4@SQ{S|qmMxovvmx_;95#&t^gC>f&2tlV0Zj{I&(3f$p&e%49o^8>DIw7m+nQODljb_m{cf7uFE%K zOWrA3N)^SIvA*x(4`)@97>VQ(<%m3I2+(y}m8atOp_V&b^%3;bvfuk69X~7sizuAw}8gT>|3NGM6PTy@vcF@#^mI0#v~QL zhZbN-ypSe-Y1(1NBF@xu;E=&Sj<`A}8{b+<%t+oMI{#@V!nwP&zl8jmDB z&y8j;5{AcHo$@-~{U#q(X z--iZEKk>{>b4+_oYnd#0F{BUo04x#sZU7`(blNkYD2$VgF#dAX?<{D1NT{PE3tt54 zFt`!(Lfr847T!$>HP5TrE7UW6ec+5+TvQEjWZkeUxr2d>w604IAsugWA+9BnCEcWX zf#qn4&n0aqIPU@g7g?ONt5wU#?Nar(=-jXx*H zyFIVoLjSJ%B+x^(f;m+uZ+3s%oe3P2Dx7i!WKb^qBd&oY!C^pb2v%)`{F3wQuj!<< zasp?*{0cB5G1YnCVKCfAxCKH$O(R4xeW1qvNm}g zM4Pa~_vmDxIFw7NL0=}?H)%;d9`+w~(lyAI!Mmo|jZDS+ayH%xzJn)-${G;E0P!oj z8C2D$Y6X>#lAo;CdzBayOP**qlGd61wyo>=Kc}5O>d3G62kEV377J3a(fe4oBW)~e zP>_#G$Xnu9fO~MgFbW4X^{1N&ys;TXXM3fYEH$j^5A#QU#WrCP69PAFhah{-^^GQE zT>Axmuv+(IQ(a2VR&&sq&aq=5@5!fwGBe;xlR@TYCQ@o7h7)*n@LQhuDVUcwcT&5W z;kyLI1?iA_XhS@zZp0yc9|;F<5M=^K=V??j_GEEAJ5H5q_6Eu)t%4%jn&DF|7Y= z*jh;96*7j>)ES#OuQ@Xetlzz*rn}ObO<+g2v^S>n+Zno*9SaEYsP%{TL`E zn>4X3RqQFGHOL%w&4UBk=AKX2rdsAe+d!`Qh3J6MivaO{ivMj2%oBq+?|#Xxg8D>4 zq(3X&je6Kc!QV=m3Elz9R_BzA+umc&9zkvkl=6T>(<=$7coZVCG*}my(fnob;X^iB zt9=n57&BO2_CvN@ZKX=8Mm6hMxfb~^wf8cda81gg)H z4l(Mk;J`!uqWwG=ZN1a9V%=)fjB+@yHj8QTl=9(H|M^V&W4@xM^KG{6(X!6Ed)@Al zDce}^{bO~JzNyMCX)$l(A$3|35fKD)f7?^De6K5AT3%M_d=8H~o*o@^zR0lW(wnsF zs9QW=INfeDU2=>|vaDqL0$+qh5`(j50>?J+vl;Q^3PC>II;lEQ={u4YaZZSI27 z1r2n)c^b9>?eV9azw5={`Pp8F;>>M0N;dzTHwcu;0uAgEN#_22QFH(OXY=FhF9sc9 z1QqSEzQ9As#`buDG6VjhK)Qv%$458Nkodp3w*LglKi~cdUI@=TNhV5coJywB$FId}Fk18bJx(N$<=_M)u(JeUoAC+UrO#sSysXgvA*l8^>B|!XX z9bq582)7ANE&=l95Dp!;nkydLdwD}PnJEe3*&-YW&|&J<7DYD zlZQ7o#7@+;Jp#H&+J6`cyD1p)_*nk7lXiVu$8+@$i>UOyMub9g%GWH1)N|xjf^e3W z%ENS+x9h^VfY5A((MUjs0tykhCZPfCjz#*;k>ieG=QbS{JvE7+!`Dl>hQ;VPah!Pu zhO1s~PLS6+p)$2M%9OXs;pFvz{8OL$hg0g ze*EXp5j(@BVcw+y8D|@e7%tz__I>A{@T~NR`Sbl&6EKINP~hjC@+TA~!(-i+4=C1d zm0>u0D-x5s(a$cI#*)x+gYg^r>ED><`k|Xhg2kQjjo&cFY%~9^F#9ohCXfB0LuEAf z*d6b@0zHpuQ)=d~US%b$?C)a|j^DD~mFrL>uS3~)AI=EMV#E)uaap&MF*E>8BW1*u zZAE|1*r1P7t3}2$C@bTWDQG%6xk}SUR;heSGr(QiJn7=`8#ER4Rf}^c(~m+}=uDIF zR{+K%fe)?Pj?1}%84d%Dn?plhOCvYIxJ>oEmqMPch__Ly-uJApCUZ}np6z5 z^)rplg5oiWS&JIi5GYQG1`GeBwr)y9c&U4kMq9q1#Zu&pEi!qycqhuP*g zSBl<@P)h%-6Pub-jn>5mN;mrhUw1mzX-hWgo~|g84aU3!|E^b4Xsq4`7I@vCvKe%^ zfofAS{cIwD2sa$YnLA=8-iDk#X?JDhtm`MEogR6j2eYvYI6SPCb|K3(aU~WXOnIpOcj?!KfT9_N>YL34^w|O1CuxqeS_wgP}ku z{nPXe^JTvAtUc9<6e?5^p%Wpgl#ePpY40T6)bXk2zFld*15(ImC+R$oP)h$eq^6MR!I zWB@s#!XiE7nd1yF|nn9)a>+c-^?`~5z}&;0wzjLdi^;M1$K>$msvtT{a_i4N@~Ba%8g zrrHKEsc{96_(%47-ZA9}2!iuB4dl}Yp#$`)oLK)zYYH44^yir){25DW(vpuY8GvR$ zlcbg|BJn#o=zAkXNRyLXMr=rISSN8$w>^*oS0VWfQw_6BVj4A@JqUdF)*|LP@d<$p z)6ZH2xowTOk$}r5@IcEFl$Mb(WfW1_G1{eQ%=Dnb4r&&Rozn@-GyB{9bEDBG=qCm5 zP?m!Coha!4uG!H)N2WC+0~8}bX;zjCPR~@&Kh>C!&mHa!Mq1x4o`9njl#KgINCXd! z{Ulq;=HyAnpaKs;m?oyr?3<3b#;2ZYkPgLjpaTmAo0(rML#~jom+rS;t-DaDn<1}&@|CLrU+i2 zDpUSqS@{+qnimy-U1yh4JDdT)Z0eQ9*o;UiQCBfd2?2ZoK;UyMr>R0K5Lca0F#L*& zFKt!Vs3rUc!}COa%n_u?b06{{=M<3SM!|c;3eQFWA22~4i;TJKI!Je%;=Ts)b~2y1 zK^lOioT&SoQoGD`$0Chj>!5b@ARJ`Pcv&N0IELbw+a>04ryOHkz%TRr$#$^iqN0~6 zu3pQe2s`#}mo0JIn+G~v7b+&^E!_q^8vKqXU{`(0bgC~_8$d9A&sc0zOha@}FzilV zr`;J_C4${?trFOl@^iu(HbQruYZ|FY=~KHp6i41A2|lwWMJ|FxF6qi5b|-SBhmV3z z+z^cV(0DgxwUzkDIRkEK*l|}ztN}C__?44x25&@)$20zGGwggGC{d%pS2Qp3K&1b) z4ANy$FVIrew`Y=0)nwOv4`*`iX0}i=y8^#HtR0g<{w!Psg@U$nrcw6dTc)^HHIj0d z|D4~O!ODdu)ewT-RY!pE9B6Dk!syq~gAaMPQ>3?isWTos)^~-g+CIz1K?K!k|9mq3 z1~l6atRX3JxQ=lb%HT_9Ntmr!KymPrMb^4HiP_`;F0>Elxyu3>e%K>psp^em*at+G z1H|L7XWN-}IRw)1an8@k! zAZUok=8>V*>Fm%3JuP@EnY=nfHQEhmB&L7aRh#OMy|vT;!?Vn+#esMIcl_`s_zw){ zA;)*FGM3b49)5;=r-WX++NB3RFi9S1JVEl*T7doRnros#YI%yB} zs97RNM)SpG1i;5LViOIvh|w6)MVSZ}U#!`?KnZ1rpRXxmu9z5F^uty`jh7OBMlV}> zrq?VquY&DA<7_zMbZpd_{MqE${DRtMtF93k~ zJTpX#G=gyxQf*fdDv)O8;@R$a=;KJ>TtGvS#Nrr%Y(&HrcK~&e4B2e;*00i^yM1b* zgOP;HZEdRiF5^H?r}Qa~wftflJZ$xhpBMc0+-j$7?jEdJdCEm{O;(PVa-DirUw%-f ziW;@Mcj@Y1a%k5$Ie;(g#k`0(v7O+667FL9Dh5AJ;pT)Wi=v)c7nV{lEvj|;E zsCs}AO2BQNKT)!r;I0b8$f8y@j0z4e_F|{Dl3a4*j0Zr?w#wb)(@u*42>FYYj;^+O z0U}dU8`iX73LT|j6LD_rN@ta~+RgQ3>R92QfU*#(Cb2}JI!8ypUJ+Q3-U14BU>K4= zwqeBZT!`z7_qkV+O$ePvD&E2S)YObn^)%!7KC zM3v%mge@t&>7w10q8Vc`BNwakvNX;18S9=@3MknED?FbnJReRll!@XXN|Fzy3Tk{q z9L>~7KKIu&8`UD;aPky{5MdhsS?x}s=EkLKJlp2chdjKG0^k>%OFt69yE0#jWpl-> zgX@4rbG(~PoGouE(NCqsl=#+;HLzzexB63u-1BWO$i}H71kfPp<4B70=7^xi*=g|> zQQjLhXTy7E0M@$3$mqPyFC}?1m+mH4Jm9L>ek1$S2P6By>`8c!sqnND%V6CFo;C&dh+Vd@#ENvr! zu}0=-?*In^e(F%+PvG8x^bTQ^oaLA@X+;FzvWl9GZ{llq^y)PLa`B~2&R!u^t|B@w zyOOHt--n0U#Xko9Gw>HGt5F-NrZmo$9@AXMuV3%EyPuISPeEx8-FL;zb&9c=D(QuV zB$8_S`fx93%Uy8~j5;loMI-_7k||jJ`!U?0q+rY14RvL~!N-WZdM<*Y2DoH$8^?vp z6wFt;G9=bpB?~Mv@zAkh^1E3zmuP2&u`~4@6(e)YwFZcP74R(L#4{xd*d?5Q2{D(Q=-;M&W3Vtw2@baMrAZdGc5QoB1%cS*I zF5#|9Fo>fY@o}HHUQv0E7dmwHaNwdPnoGt*Gg$&9n=>>CCY%ZY(!mEA+jbm!x(}I_ z<9Xh16~U&q_qU5%*JB%fAN}-kSHj=#`Vk3orm%@M7+eiS;7=yi(geL9wST;eY4CqH zx!DP%!qFiX_IQ&Pe)%&AFi!G7gsv_+*OIfW=0~eikzv7hDvDZ=hW2f7i~?LpA`v505y`?(}%r_iE6!jI`ES!V6Gl-5i< zw#`nh7h+j*(xxatPm*hy(FwEs+Y7ncfIR+uIy+pd%^4BC9q4!4Z$8(mAZX^|(tqv~ z6Z+PV0YVFEAnN9BpMzK1wCv7sCT?_kb3X>NLk}~$Id|SK{bS1mO7bjYTx@rL?(_yL z%%dk+eB*paF1Cq1)dzFlkV5cVUs-v&?nec+YW{)}^V}|Zu-UpFQ)+xd`FK4uMn(9n z91EMazrKf5wo{fV3P7w4$m?HenbQq}u64}6?i|!##4_Z1D9f74a8r_sMS1r%p8ged zvzQa7+YB(s7D}s_lU8nu_gDZFLTeKB;?qSss$`;d=mSrecjh%@s-6k~AgtS00%D_ehJVXG|eiT>g&V z)+75qDb%2O<&s+eviC)*|GptuE30e(CJolzD}y@kW2wK&1E4SP{e(0;we}*Eezi4O z5zLC5ENdI#uBXgkVXEY3acJ9wICbimWBFn>-~A1P$kG}8hY$aUErF4%^Y*{qo6hIU zn<9`gLt+5~W6(vd>d7>AbxSwVoa*K=q;M|1TPKH(@2Ngr$FEzLB<-RYAu=bNcO6j9 z+um28&_lPYKOp|{Z?`n1*NatkACWrTCTJ!L@yd7<&3yDWbSk0^S0Mb}h=C+IV~d0f z{=RVAJwo>2T>t)PTUzDPfKb$*axInzYQo1Q)C->)SK{Z7A9P zZ}y|&`&)zRKm*7&m@QP~yDa~kY5&u1y^n#K&CePC#~Nq)u9uWkem_R}$LU<-kGWl0 z()Xd8?T*8(@Xx>JpLZUX@bb)WhvJWKw+(u|Mo$gLQ@*DjIcRM{2KM@~2@Anx-98_7 zUVjN-2wEmgs}d|jDZOjzCR^QLFr9?Y@0{D=|4uX$V&P^!YnhIlwwX@V1(E1qfxO_j zUwwXxbb;K=Hy3s4vGT_@@+4`vlZM(PQLZRZ=6`y3j!o-|YX(Uz=F7+}hf0&rENIz6 z8qZ*%hgbE&aPxRj+hBmm2l%+W$SVwF4>Bhgd`$EC!?jXgio9r$<`G11K~`|$RGM%a zWQsj|2=3^vOGnv^tO3bEf6ju#=16^Q$3?$iuV>o=#!AE;2-Q16jsos>l$+bIHq0$W8I7=QhM{JEQm3695oK|BvmdGS4pLZ}A<6M9s5aJd{& zE>K;1rGLn9yM{=(x$%3#`kGzS=;X0X4uGy{6dzU1Bq!Uv&;x;RsCr`7t<<{o8s zn0UqEDoAQDGN@hoh+uOl3@qGX0m^PdI1!AX2GV{qRvRemP4W@=`eyoDpMQ40Ff+c% zLDz(fK(f((J41Q;-G0*dN7CUzzDiSy;I^CM!(jZ0w8Ee3b0OId>F9w%lw>Rv8Gr#O zbzt8ThE|fq&h%S0f&6m z3_Ls!bu2nblJxRSV?mqDuND#)@|iTqZQzH0FhHf?6LZ?tBr+1M;aFY(ihwdX^~Ykg zo*3?0K8A;avNuR_tI`Q#6%?WXWHehP9UY?iyIc`}7NvOXPP9e&-;jLX4t~j{b=U9k zxD@(+(md^RC9i)}VkGo(w5NtRA2m-^u?Q@lpxRu_S$9s)E>~1^)f<&?&?W(CE$MS` zVr%4z*?GYgS(hB9zUdJu;hBChXwg5uh2Xjc*&6FC{EJt0!nEJMCoP^G*(%BQimpb+ zkx$6cbfvP%_tS=Z)voAVMP}fW4+p6p9Bu(OQHF(aRL;5t#@Ym9&j)G6IB2Da`l&TP z_dI9na)4k`-|~@f=zfn2-KaSd|GULlg79sSJ@K>Bd0oB_wUzom!G>miUXz5VUmbOS zGRG0UGk?}h`?8rX8T;P(^EN!L8h4V&AN7AeJqq8gKMMN2`ER(H?9>y?&2QUVk9$G^ z9==WK3dOM$#OV$AEc;S}4-tpqy&hgT_Fqcvs3d_9y+WU60$nxvyJh`W{Xp{+z;Llk z%hLxO!{9*sei9@Aej4|QYv7CMu}&YDt-h934+AgPz=fp!%Ml-V&@rJ!i~{~3IWBo$tbyQTzj=xChKZH+ueNa zsTyhZd4l>)t*5w%PJawN%5|ZTDuPww4WFnCn8HH#SKB?ZS@(NzLh^$8K!khi6~%aM zQx`=12l%gh!$PWD*ilERHo5bn?w17gD0L~dg|+V>Jg`Utq!>#$i$&_$TX_WMAaFvf zrsMXFJx=)jAkK&nc(+j2@IJ*hmbKP+{}$@DI7*ZP^!GSVR^l(K-9}0(7v|(;WoMtP zDG`uM;v_WN&>ZgEQFJ=D;S437oxXb80o&ta zFPbYA8==Yf(_;E!@aS;0+oPHA@^2B_Mbfo=-{U%XQY3lTc_mWaa;zf|7x)jq1g*Kh zZY5DOZ6G^N42N7}K&=1TT=xiMvT*LWY<_=zoSvK%&DMnogld3&KoB9!6!|5YZyS^a z8C%N4YW3YK2f~#_6g(U(1eaVEt^R1>tK(||OgQ zU=tTx?1rcB#6e3?saa?qXbtdUKl$$v1rhUrVQ8yTYpJMx`Gq?}0;P0Y2BWK#oopCP zQ9W_`-YJx|{bLiwi@r9sZhl|v(yL+iq_Rj!l=rwU7OaTf=64 zQ=<>M^;+|)qQ3QU^W>y!FTs(qb@Aj^7dJO{kbG0uNUx_e40-92qZJBF)h@-h%L>Fk z*d?0((Xo&A!%wVMXMt9*vT>ad5XoP?=+Hn0&NK^loZkcgVp>Ky)&JD&aiZpbZ;@j* zF>2BeseSkt5xVU_43>t@Pc(+Ym<7>w2^a!c4t(S}pPR<>rJ**wV{gG3p)b{cti6&s z&8hteBRX@M+^<*!>lE-Is7@V#sVUXwj6uCgPxK}EigCbf3lUn3vzfY&Ts@Ng{#Y5< z{jA+x_x`Q>cD%pJwR-#P9`>6ZzyEb^Td#CsCg2lpT+b_lNbmNwXjM+%W;X!;cV94} z-bjbMlAo%n_*?ZpfDcSGIG$K!1xZ@gJqRN*Z{5>G8_Mivn5AFilFrJ){H#>Iqex#B zS4}VoWW<^_(KunowAa(Pn&iw>;%UFBv0E6;P92~+W5u%n=1$6!-p zYfX?TtYB=x{q-y>FYJIGElxh3=fjR)%E^H_suqOpDy9_CD1&W=nhF+dm{z$LSQLm2 zN#$ps1P*{0Rf^#PZ?99qND1xz1Q3a&!_hwNV-xCekyFkN1p?Tiv~fIp_zoy+bg;>> z@Aj@yv3oeqQNYQQ5Q39+0}>-#w7+bMV+Lj2V4T=pbtGR4=Vj!I!eq$3Eu z8l3xHsAH0)*R3WhIMXXN`0E@C(Xq@>i>l*rhZYJojxd)?FC2wLeoC$^nSNw$uyw#5 zaMUjoN*bOYy`Qf>Oa|~WgSIr->nTk{WwdMHItWmgo@?Yo=+~K+Vkk(~SKH!Mg*O~* zSI2@;EmQtfQ_-{d$sxMUDLQ|bfUEL#kk&q;0jrIJfO-%9WB?xl-VqAZiib6IvRXE2 zQtVefAS=RQKq8TfDn7`sF&(C)5_-bSC}-q!){8$#%B4elS;EM^-`3w^|29Z>_@;`lf#(itKi8!*RPlfo)ds=@k*T` zxN|+ZFCI!1I?dQ=wW>{@aBt9S20=OSsAkSRFe)ajNhzNxndJkh>(KcnI}cW-#CSx$ z;+$O`gc`4z!$n#*Q;X}H3NWT&QH-HQv;iFk`v_10GrgKJV0crbbA0Ji9+eqoYUTWX(3tKa>zq-ZGXZC1BNe`M_FS~Mj5*fOrJ2Im|HVk0{mBygEqO8pND zU|Um1LVhkmW?Do}giMgpSzHlP35r_HgT?JoIl$}zKKGUteo{*fpC-w~s&DAa0L?1T z(Ey|f2O4@hIlYmfsn%p5ItOmCq&2^9LWkeZd2gwI{$&#joI zUUm0N2j0x%bqD(xj*>5Re$DhabtSbC0t8?qg-9iNwgDn=7W?5wz9J$nVCfTd=4!KF z4G}Hy&8)xyXm$x;aKKKZV*p?CZe2PiT-KFAXnJUl^>nVF>mC%W`5et6nV9&~Aqo*+ zqxCd#SFTmC8V#Y~*ixuE# z%JG5*ttLwaINF54ZM0L$DN9MPU&Bmda{Phr0kR!#qt&v`a5oJKech6zQ+?<&b9k*K z98qnv^NGS@iSCL^*LM@YV}9HG!GKOQZ7(1Bq>og(R|b0r`Lr1|MB{X-68nSp;>BG? z&Scf$ipa<;VP;P1^T%50V53G5Nf713Vb~UI%M2?idaQ@=f>}Sl;=ar6S2k5#?=R2I zk*j|{d*NnYTJJ^U_&$X<))#HhesTuob=fxe!so$nNmr~^^e`JKhBR0}k0cD-#G#J4Mlip*W9j#z-&E31 zE8m4V;O|?LX{25z$6`6~BHUXcsZd&YVgjMPYO{25dYO0(*-85=hoM~^m*~ARe&S?` z)x#FW9wVFhDyrv;%ZeYY5=I|ziqkBuX;OYWS)=+bA^jG`wqwY zzM>{ancojaUA|!a)adUGlhU7*Y>a$MYKl~AQ*-9HE)NAfg#jVP5VHT?XnsC=*N=8E zWF363J)tDxEb~2bU^F&z3c)`$-f(}3c$F>emT4%FeC!_uFWuVT?!hf`)N(7gK4lZM z5r8nct}K$lG0A_GO~wxnnURogN=A#i!9``5?m;Yi#A>rPgg%nN6VPYYk?M=b zvc@cu7A9Tu0)PVqTis(|mbBZ1NF&Om`3jR5LadhrbG^1BE0S{BtFMM5!*Ja;+|9tC zN@F~~A|Ez!#luW}Tz|g3r**j;v|LT!zTM@0aIGIhwfV1iKNWv=JTLld5p6$q3%wjV zej|KwhWtaXoXw9lv~KSI=Iy`uk@h(}6JL0(w*ox%RE%Suw)d)3r`^DnL7D+q*rJDk z@1h@K4SDQ+A}ge(yt#+_8+X=Yh|aN(CJqZ3eIM`8>HU7cTzBHq6lev-J?s-ofL=TK zbOl6*xZ;#+y9DFmA|PR|`N@F>7e<1m11*P+MLPATkkW?9FAXfE0w^x zJKxld1sdkpE)u&0{cL`Z8#YDmwZ@nEAl9auD!KAeH)?lP0(Vu5I~6H#k!#tZ)-Tg^ z8!SsWE3%pkOf=}d#vzU+*vSm{`>lvM?$bkzAJ*-tq7Gz!Cw=x3OTt$9;8M15rkf%v zu7pZ7T=~p^1&)iKoGdm`NGEy|+9#tO!K?*^ShT5D&*9LLrZPl05(!jS?^>nfKYf0= z>NnG@+y`Umln?hw2I#@-rQqQ*6yIAe{K z8pm{%lV-pxnr~x7?kM^q9bDUiyk9zR*xQ;kus`U5`1QVG3?~b@OUuWo&XUItaT~uv zAryx1v4SgWH#+HNnd#wc5#=PvX@A#8Wbxtj7>(xPAKpZO#6KX0HI*H`p~We7V)v1w(=oFQAd^opYP=SrCm~8P3esa_y zP^)P04VOHPe!AK?mi={kieg=SvzhI5t8<%couUa_d3$_0~=I({0=5B|#d) z)Nh<-gH(26GhzeMT%=<1b$JWJv-EGH@RI;?FjikJdZn0psooC;tnwV`qd+?X{VBEpiiqbpH-on^JB!Vf)*nq)Xj7SK$648-c0WY_&C= z9trp{`4lepvahsNosX9u}<(C`IaMTQB#5%e& zM*1z9#~CmT-Rvn8uZ!UhAiRDf9-j}!^Jj5~ul#xEHW*ywlTmR2 zI6+LNTlgiCH^;FGcV?z*D_~J~=rZ#htR~1O67qA{UqxPk8j7k9Ov4PDRwcO;OI_v< z+C;jhsDd*D8Q^j@y?qE=Cjb0Bo&Y5T3T>I{+`as~L~;9cHkz?;6>!PmP#V7iQ?D8# zC(vzAK1%TOyo{pYBbNAE8JQoL$dm0I7%e>xAIC0-NRTe)jDy8G(3aTP8Xq?c|25~e z#LxOcJ5TWDbBpyk7lws+Ad*qvC$+e7PVghizv0>VUD-88bZ)Mx`EbrH8zV9$d8c6c z92?Tf3!LUKtK8YKGXB7F-&+BnC*AK+pjY=%QQc(Ntj}eA**E3+; zN`!RMPxwUtV1P_vj$HRUDJ8myJUCPkYYy=wZrCJlW#ZJ3t}YVn{8J&bw%L8X-Sm%C z$y#?>CHVcyQHTu@FO~|N-n~|3B1m0|%`mjdpx=hs*h@UW8=xd8VD{1-5WobVC^NB; z=K#{N%L9LP5t6aR(s_dt3#8t_NF|tF$jv5+X>EojaK(O7vHbPRU?F7uRVI5uim7U~ zb$#N0mhPHi$?-D`rb=C2iQ5m#TmYFuwc?LWtZD7kbL4${$(5d1II0|fhY5C&lekii z8TfL712~}yA25C``geM=9Rvk(4RN%MR&`YE*Imvk8OO>_hCqC`GQR>o)3!ur9JQe>#`R|Bbys!xed|!@=N%U@>?4Wr;Od}o)>I;L5VZcsfLbtU`eoas zUxZ$0kf5clH-|9<;6h~*y1;YEi~(@TM!n^TAz}v8X2VW+oY1=rAu8_wMX~8Bcz>HE?i5KTxiqf#B<g!-p#aC{N=r)WX z7p%?LA?%SkDF7IlHCo0ujDmlld6Mem>|f670(OP5SWM{kljn9s7^1A!q+DqKA5rh% z9{2Y}ZO684XJXqnn#Q*6q_NG3tp<(Jq)jrhZQE+lBn_VV{+<_q!CZ5F&e{8%eb!nx zhTZObN*pU}vf}g`J%<+5$Eo^$dA{RZ46@hJ_!QESevJ2;sZ&T%J=Ae#2dwpXC8#iG z1mE@{zr>kvYIyn1lWEe&cK7esTERD3NMRUzA@Z6^niZ zOa!OOY9Y+2<}Ko|oBxA_htlOBQ55!UEO=(f+pI^RYGiRdMkN2Yq7PasTCj2vvZUEd zi-;eAn)#0v;RL5J2HS^ar27!y*h;~PznIqD#KDIlJ9W^Au;QBnqY68{Y zm`q@9R!p`75(}*rSn3dz!*DBBmLV&~O)8;f-gRk?&9RJdL3{*_t(EJ3Pd-!S8Zjjm z+e95e{}g72ThLsGHE2oEnCw`mZsoyYTq*l&%htV0DVuo6HK?g3-kty(hSzYcUUuP9 z(!%!8yqPyUnPYYQ2lW?r`S^`h`eDznbPO48sb&y;f_DVoID@7TQW@FbbsP5eg@T+v z=x2mKNBMe(t0y0q`L&vCR%!4_67cB+uhJ%mp1ECrilP?L>No(Fo+=gHm_)@Jh znzq0+erMh`I5v98XR&7sPTZfcZn02SgDgUP9tmF?iiPL#%`AbEWHG+Qge5iGJgKl=A;2xm_LI)SU$`Y1; z8)~|!F(LeH1gq!ZJ3O+7$FH~R93#8-J$ho=$?SLzi41gmKg8?#J2wY2;wLdP1wQ4S zqYHKIy*dJ&{@joS+;!PB5z*N%y~IC` zof-LTE7|Qm*j?*(%hv+6T+t?atbshEcgtrhCVr1YXEjqB?bBBq0U?lWEv3vz>gZ^K zc=q1w1x)a1$~q&%&t^${8IPeAQ+fQ$krdRtzd-$B&*>@&yP7+$g}ZSII?WA03Sx#-pqw#01sbt@+}}Z_c|vl(GuxkeAG9i; zn$njin`|Tw3S|21RAM- z^Yv-Ocemn)=;~%-7a+`Id@$1m*s-Ba!_-o(DEGJlsl`8&&~14Y!WCG~(<+gukrBi8 zcImTt)g`|tn?~wVnKy^9AgpDO1gU&m;0>xFkjg>O)21X*xk9Az*3fjfl>LD8 z03I#x>!K&Ikh*L359|%njq!IiMw{;_gpPotK4w{@q5{ z?ye=fGiw1=4#yhyfK`oo5}MS8Pp>WEAF@#Ccg9v`1S{QJ^(R#tA$bDHSHh^?3h0{%Cwzw;Av#zJlnhj}CR z*jhsESEmiFPgg<+O19|X=#X^&R?8Bco?j&+{DaO`nc2+Z&*f8}+ni4t3MNnahvrDv zFWmo~J}+8UEHSn7eznJ*ywpJ6NkTrEDd>GX{v~wW&ZF-LyI5|rHJC$7i?d;Ikw00g z`RxOgvoL|5TTkn4lRX@eu9dmAHns7zrCvMkG-j{s?H757pH)k zhnS06ps4!E=rkHLa;(FIK${{%WiEMsfr-C&zA9yGiPE+7uY4?C6b_{&>b_suIlweMk+;qC@bJ}*}2i<^e%L0yH3E2s8G z0wx9>2P%$>JQDj{T@28;;VJZZDWK?G4JIiuN1Zp-r5bQr)=1S%s*fWbzf1ZfyULiZP>nHe_yFWpmD-x9QYu#^RmA4_Ko11 zp@a87QlH@G{$$6UrfxA~E7(It^n%;pwqhg~Y>)p4L1QW5>`e3PVkBRmYdiDn%63`^ zU=QwAhVcWnFCn^d=LSS+LqM!`(L|0~m} z=h>*QsNgGn9qULY7n`?h5p4SQu{h~j-|aAR*bg0@n#vLAZr|dFOPIU8+U|KcIz}FN zBbG1th$qr{QyJv5<#i%Q_9kc0;Vckv-6Lx=37AIM`?z3IlH`Z;Sa{%8;ajB(y595v z=K7F)WWK{c6^Zi9pa*HCbLH!geV?e&Z`!y4EXM=B7#VinuKxY~IN73>FY?#AV}T*t zA0F+x`(J}lCB3L;w4Q{__R|QorReqt)TRNmj_y@!_FwZ7N*e_YgR+5sr`r< zp+-%S+Y06G-(hTpK^qL^mk@sK-vm|B5TZ@X6TM>3Qc0K0tCp_qE&b1B3V`&K5(mC1)438Bg}T16boCD@Y| zX5n+t>0_ngtygDfY%(L(Dn}u$`}i>N1>n-aY)+WXTtA?4EKN)RCG(bSDs!!euPl`m zK&hQPH2r9-WC79hl&A)~22cRA$$-dpQ+PDjMi#TT)0e^SS~mKK7D)9qjdskIn zm3i!d7=JDdd9I;x%19E`a>X<~b{$dqjoeqQjGn7-CjJ`o4;&s28y01TV{l(V*6be*qWy5 zTJ8MLqqa7Nhnc5d6%%O_tYj^4luuQ?N2Z-Ybb>2R`DZ>H<^sME7m(8&t6#?_fJzqc znTl=w5{!Ej`)yY`iuLYxd!V(lDq}IUs;P<d1_G` z$+Y+3m2aMhN7*NA)8t|w>topTF000N9n;r40Ta?z9v){Txay|iY?HnvVO{*&gcmHm zPv;(N!hbDzd++K^PaNy@*L@C9_0wYOk;ALM8BR!_!Txryy9Z%Zv1kuvCniBkAoF*X zlyFZoxZjx@kyFQ#7%M;WvvgUJA&RPN9}*!JY=S&M%nD>hlJXq4?5oyg2!tip3h$KE z-dVacW-wU6ZIG`V(EAW12(HnTz5{P<`li{_w6Y{EN&M4Lauvmtm0w_BxGnV0r3bzE zbn<~}A_y>NF^CZLITzyd9T)i0Wuu_^6;JLm%y3@UhmdDRCuQ@Louu_{P>pJ1l-^AjBQ)c z??&oNUTNOI5ZA=H{8>91+BI&r!UmB6Y<(EjtPxm#eDF6+a0_OTku&7Z@*(-ZO7%|>K4nMXD8 z_$D^zKiNNDLHl`H3kg5#g95}x946*IpK10`c{mB~{a%*&J`T!~MHPGh)Y!7}tud`S zPt622wFf!#bwE_Jt@T!M@d^w?aJ>oyHwQmWI=JNf!dmkaWc>ZukL()O44;^bf7h%U zlNEi0QbP)g7+)RG1W_0o99jXj4>6dE!3Afs&$}!=igkwE8kK7y?v=tdgusQI2k_z49iizX-EvhwYZh zT}g;AJqkw<#rNz(`OVBH;X<4qu08piF~bJj;NQ4-3D;=oImE}$gwJ{ z0zpyL?G3^}%gIF)MPU!Rc{xC&j?MRawi>^m+J@Ld#1w^=qq3)OH>5-_=HHblhj4Nv zV`rdtME#%_F)0adfLu57*&4!(s#7$Tm%h4bgZ}{;ePe-5Z8M>_HCSEf0*p!zE+P*v z@;|T1HVO6vW08CRF!zFx6yVm#-*(}}KJJo>{Ei7$|E;4 zuORJ%R~N^w`;(a#6|``qeeuRqhEl}KpIhBNEpJ!{iVJ1B@sd!y)v8(CQREzYpOXsM z!O|2;nA}=rU~g!0Dx>;@q{MiC3Ls@AZ`WpeN82^wc#vTPArcV5g90tbU_Ov&dZ>X% zKarOMFA3_`B!G{J2UPxKKU8t0*YrALAanUje>HeIf?)2ffML2CW+}riJPtov#cHTnxgfozsj=&`3DI*gm@3@9i}~jKZ|r6D4A%631di@n|4(BQ`Z^j+Pt|sHY{8q zuY)o2%{G>ljD+=eS zA3l}QR_j6fRX1`>N>HHQVGzPXl{4$l27Y}aE)O8t4cE}_yMB&!nSRBlox9UIflaAt zms_8CZP&c6Gb>;TA1@p4%>jSqN0W?G7_~f|mEUbQ@x;erYC4>MUL~Etv)ctqN39Cj zpDeLTAtb;f!qrlY>}N zcj#S{eutK^@%*)IPPrpV-RUNdF=Zz>IXuLySR_ja@26He55FU?KJc(Q);QFrP>@gB z=agd()vJ=4XM9zi-oneavigLL%g60eIut-z$o~se4))!J^39skA)q*RiIeZ9qixwQ z{*jA|qvIKGI^wBSAc4l-n6_5JhC)35IVxVuyhPii@sRSYJP)Z58r%Vtmxl7y8BQ#0 zm)3(+Fwlf1y+?X}+(YC8EuB#+2`lxlS8l;@4?Ytcjg<|EMUfN|tB&k4S7QEo^#`t; z`e{1~wB{EcWE{6d=M3(Bh`r7w|9+Wr+1DM29GZltC-#93qz9!^%RRsC*2N2qJd6C@ zJP6oM;liYunpX@ysBo~@=WJxPjX|ReIYWd8s)yrbky#UGkv(%0@Cu4YK}0BIlJ+bCGf~lW^g%eM12y zg)AO)h&4cj=ez=Mf!$~lhccog3aGfpm5cKp4&i%zTTHZkay0@burWOuKK&6*Uj|RbHBjuDv<`N9a3lwgB}s9Q z%qd^n(2)f?PKthQENXA?x|8*<<5&BNKbF0HHIx?dN(IRGQ(-#&9&1E$a=dz4dM?ww zFUxn?CjQP9OQsBY3#9o0;CD!|Av22KPkCaxqzGhRsr}Vm3 z#4bf{D9-m$WGTyony3tH=)h%3if_9!-O1z)W+cZG{^@2zw8N@yXIbDQ5^Wjvuu0{1 zG7-NMKKcIrA5b)5@-$Q?4=m{y^u3+kY`<~@3}(iv#Iz+y%BRSPwH_6^uM8@@2lBAz z=^1V&7NuQyywNUC__r2e1 z&+6vOC2r@L^Gi-uk)X#DN*19_X!GyGtUQ;(t#({qPaM0ZI-Zt0fn6=o3Zem8mgV6{ zu0fzb0$DA)oyn6iuXNGH7)8qTusL6tn z*`qzjri??1mNz$c4K{WFVzcq2c18-Hzj>mxB_hHRzXHB#{~V&7kI(r-gf}iCvw(q{ z%EDTy@cV*8hzUwg-v-Z!@MqB3U{PT$dJL#~)g5of1&wIrkJ)(`W+d@dEPbJA(eTd4 z)sA`j9LFHNYQFE=-3X-nDPbXZioo1qv=|slhlPO#rf+6KKLMpeHRs{c$$HKz^SDWo zvIUEzcfnH_?h*a@1>gJ5n>=cTYBUn9LaUTj3*TE`sC{I8kQ+SLZS1>s2U%cPtO5E4 z7O!mvBk}{s3;UIPo`E%BRAxb(;^-t+2LekTB2>-%9;LF)OxZR6IixV;Z#*DS5=n;? zOAnC{65$);6dl%jlzg9XfvpY;-B$LLrXo8LqE7>d1a)ePM&ttH-X+7x+V#YroD2x4 zP^uAyZNMK{Wop$lTEtFcSt-Ep9rG1MSKJqt*=s&g78yea6i5OG_lna-IZ_kIh&W*} zW@eTwr8GM0GQ#-ryQK)IwsR~MuDIu*I0a#EBI94Ho+DDTjcd+-k zJLFHRB~tL8Yc3yxoE-Cxe>Dkd%Ag_XZt*;H{kQ2Er3Zm^;Nu6HpknasN37N>|$)s zm&I8-=Dotm+{UYPTv3WPC!>Utf%(m;N+3_7meDhX#wt^*3h^+2GHCfimsXrX^_AX< zs*Gfyyi0{DUEVI6stnpyN*)4pTU{e7wXT9UccBaryw5VhWG9Kh7lY!aoXMj}PesfZ zYRi7}+^ngKIjmsI=(fgmgHrBXYNt#Q;fPI9J~AnDqs+zj3k&tM>IZ>0Va~$lKSd^I z>HN9oBVpG;j|TVxz%e#5z-_8&<|^LgZU02<(@%6S-yGzxBueA6={5qkOv9p7S&Sq# z@sKZ|DF^xld(2-zGHzoF;vx*burK`3j>Zu`h75GRTc6u$-{M%(bs2-dd|WXZDWyg} z1_!x}nR|vR<1&aNHHh~qAXt6Z8qdb!o)ieiDyE7udHtiu%Dxxf+C>$G4G*0Nv1z8_ zjX>7bdz%A8Q_!5988)Aay^BQP4o@p>gFP!*;mBmf<_Jw(GwB}4jtf2CGg9l2RrSr&?}?K0*_v) z4D9q$;d$@<(1H)u6{7%^HzY}=0`1eYZ{Rs!@Lr)e(xqoUOZ9wV>a> zH%)VBd1+0?x|{-Xudd_S$bb22=%8*>2Ez@_&q@F@B?GKJ5?AQ4x;UwjV^=NQ}j zoHpFSzc97!&rF|bDyYLx8Oc+^jOt9CEiX8nN*n9wj@_}Y5hI?4Kzgx{$N49{=`c0X z+>wDfX~uC)mTh;oR;S9cLS0nd#a3oX3h|fQscQu%`VCRflPzDUwVA}@jw$DzmXl%cjwOeuxYseX^hM=A45#fqWPet&@%6@P z?yc2z52D4MDZgS0zugXyh$&<_S3;5FJJmAl+-8@e4VG$rVhaRmKER~KT%#v(-W0cG z7ph^QEz+d!XN+dadPoxUay$ojQGMZ+mfvj9h-^v1gfU}bJ9{urhYN+kR8*iz#a@G1 z6ORSl<4sW+fZ^ZZcR)p5nN}KV=$LQy@+l7xhKMyjLrp}K*ASvpsc_d+6pWB>Mu^7< zU#lVgmqU{oDH&goYFz-W8cj#dYOenK8X{F`yCMgCD`3OL+xn09^>B32QHKx~pSNc> z6eix$_v@Pv)~D^iy`S%5uVrGOO^^&;ZPX&NwhslW3LK+oG~G1}2c!_H=A=b23fkzZ zDc`m)H60;pQ!rL-Lf^4qzAv~p4RXk5b&v)+3Mh}1$t9c5X<%xq_qCQ~P@NKRF&mk~ zkrZ+@(^SLqgoRoUv|&KzYoNu>(9j7}6KP^V=);VNr$l;w=NT`h-A=O=2c%N2@lz6m z)zO`)_3+RwXA!(%h#rLm2aL1@gAzy-5#^{95fLd&&YNIi|5zlT+;5uJ9w8pCE-T`) zj-y3f0wmqRzMpOa`YyF4AeDJ1+({j{Y-1dw%I(78G`@kVbID`r+LJm)KaxgaKYX6)%4$G)<6fz;u&K;*H~A^ zyL0y($d`F6EQ3pMEgs64>T?e zulie|kvELJ=T?i&-+t(SAe_ThXqE->1n=6=S|v5^5umLb9iZ6AIiET3c%dk4m)ND} z<@rF&|FTH|MIh^LCHpR=*)6xgvB{LD(nL38bpg0JG(Y$O9qlX>2#?DFBDk}yZVMyb z-i=W}6qn-MTS8%7+3%cwJ$ZG9*=@}nzG!{4z>5vM_Amh!Z27yHkqM$v_L31MNaS^y zd2tO>acYSR_$CTyL(t$ZZnHl#k{-j!EOO>Yq^d-(0%M^Nt6~!m96`z%ax7+|>HO9N zrbu`rO>?K+H2AibemfdCCicy&RCK7pAQGPbmH7P5NSg`yuw9$JeF7V)n5ROV>m(^% z!8y*fC*?^{B|c>;EM>(HD#$e)!-C3%GFZ3h+T#4LeqT{h+5+C0!Pk+lMOxtp;iKRJ z2y@`x!M@fAm23!5`BHYE5)^D5?3MWyjf{0+e+8d9a#8GT<}R=&-|c>!=I8q@-$WY9{jp0V&MD+VpsqV1c3nKMhGU z;z*ba;4b~r0Vu~x0Y^tzAhVqz@4q^WIF^IB*0HfwfK-o%j69pmf#%^0L9)z7j=J#v zgrwAlkI%;0BAE@enWCFO5C9Z1*XO)X96}_P)aVXqMBT$#{75(grDm~AZ=dc>$FZ-< zR%B-F{nO|jOr{4Tb*bC!%pm_9Xrxj;IDETr18?mn<3PKbyK&|p!GF7V44faXfB!A< zxKE6<+R~CMGc&fY9w16BzhsCvDYkD@2(C2OiLZ$gLgOR(oN!FvLI1nLX%prtr1T3n ziC%BtbkaF~uC>*#77xRDi!+frj(Gr+>$+e7eYpHPed1u(tEL8!cKt7XnN05odlc4v z?-IcnyUk$`3;}IM*;*fx7r%jT67%LU)hpZW#t1i&UEcstYC#iK1$mdPrAJG&Z% z_=^2OQlHJ1zm?%08y#${uG93DJU-)No^esqV!BjW^+Tzp{A^3CDy5t_w0~>DnB-Yo zxTEe=@#j_&bw%QHbtn3R1$aN)-i?1Xu>7N9$xC6P%x5Ssp$WlKhxtN9C{An*%~2A* zTM5l~3rz_*l=I~m>$DE!2zO#np`#>Of%HCMmg)9dIU%y-rD<$h0{Bz9#>0K&Mzl~9 z(Ch3aa$^yu?b2wj^Jh^ZlSp(mgwfKBd)sD(X=4N-f&S43Q?*r=I4++pGG4^Hj|MD- zbn_GUenlci_}1#!^+1w7Yr_`IZGJA9>xZHjJkwVPdWl-{1arnLrp*ADt}!opC*;Dy z{Zz-{D4XRZ3w*Pbbn&nVdObF)?i5-pH|*k2wtYDdjZxTwK$}%--wk%6DPZjGg2fK( zhZOr2)?gNO$mH8FFvaVFX7d%!UwRw6)}g#bbO$?fPTF|E&0)}R;67KgIZBsU^+!#b z4PPAG>ENT8$o=)vW6;%46v^fUf5+6N#(`DrUVI*cTU|s=#*EhGhNe1d7SA7^`F;He zVFG<-Ni0ThiB<6>(#GM943>kZCixyz3$nEzyY~De*|p41$zyjiyOLQ4KYn}fZNk<` zwC@%8Up#os^tM_(RR+Nu*vu@m89Iide`Sxx40S7RACQcoT~1ST$<41**`3&*O+A-p zR8=h(kf&D4JMI#5?pdkR(KQ?W&6dlmIyJc!IKk4fGK~o+Ydetc^QFJboOb|ewWB5r_f*t;h zTa`Ywg4m?=_H_=HLh2{~_Q6}7Q;UJm)n@E3!7q8Mq8(Qs|E|HADh3*K@MFbh)iJS) zz#+_0MkGlxAU+oCSHkK<$?D5?P2SXrEV|vt)J9u9y=AH9iWQ&N6TK(&pEh$&I=|LB z0LY)kYollXDN0!k(2j;Ze!te;zYlnumxixQR0P86Ez951@zwDg+DwAOP8mRO17T3< zd=Vj}@{R*26h%(W6e$#@z#%-$0%yrAT`#Ix)?s3ABAZfiJOT_T#AXVqh`xQbW(>;R z@v;n^VrV)JnRfJkAES+|T?|0Y0wXVmAdPaOG!yCnL{1c0=D!f4sHa~`=Q8e~_wCDK zdMo3%g7l6Re#|t~JVKt`uBWsCTCF%pp*?q1;6V=8b$U?d6l)Q~A>w^gLl_|CV7sO{ z=Qe@K6t~E{<=Y4jYxY6))IHc6G%_+k$tpT;=-i6EhjcmX+_AR8rk|kP@;y5FR8)i5IWMw6hGCHg{K36|6nXf0$IvDITnL6{P^SgZi9Cjh! zZymvjim&!tGd5QNE$$rJ#--~M9(9(NmI;_i^2XRq^bgmJYT{LLEKwTuhsG)!BvTzw zUxnITtO$GB-!dn_9v?T37z>e$9X2b}M2x{_U>Kr0U>1p%Rq_Ykae68P zm+))C{#*Hv2a_r;jl9Bj?g2fvt!wv+?-uNK+pT4o?JqeN(ikMBw&8f70Ky`I`84xe ze)-{8MZc4z0`lP9P?bF1gZIsLuc$A@MgJ~O&`9_jwSO$I;_{2jY>><`N=r3|4%O)3 zz~FJ2J*TzJP{u9G%^&=Pa8-BEMH=jP-S^6by9tXIH%?|BPnqC!+|8wGjwlaxB!bk+ z8XO(ZyDD?^N4>X1R6v^7JA~PpjRl`@N7JOUZYhHmbv2>C5!GlJ#LC<6SJ4;R9>*5h zpeAIoWEc8c%RC^d3BVEesyAC*55{5}azx8b=N$pjn_^NQ6Zub*NCZGK9yIK~0^b;L zDPh5q2R$DyI~&Hfy%EQdV+ix0t~v3!$%Hc;4^#{Uh|rYL`I3w}i-A}PY8oo>d^FDR zb}UXA#sVw|vkhEq*9`3JOmozM;U+_exQ4vT%+tMB4DSJv(wpw}xsY&1hvHbDWhoe$ zH9W{D#F6W|&R}1ezrZH*)I=McUHd;cVUck_OcGZRYmdECGl(6d48DD5-(9Jp%?(YZ zF3r|wcw@`FN?q^FU0XrVI;8<)1+A_z(z46!m|Ksx;oq@kQX_|Qj%t9NUo321^i8LW zz5hiGpGg%9E6mPskH1Nz0ruDn7A;3P4M|-m5DM4gwK|HI_RL=iP?|yy<@SS(x(bkh zE{ZsDm>vdvh1HF9>|$;eO{k7HDgnWF_@AP+G8#k2Ia3}R?M}J-$E{=+_?>I{?^g3^ zaQ1hKl6CR_LV2W>-jL6hx_AxgW4krGEB+~kEiKv`{9`bc1~^uS zGDK#*nN<=0s8B4Lc`GT2sw$oI8DyOxUN={ahKC=^fU9mqlC{>@G8DH^eyZ~gK4uAH zX}`NtUs7927&?#7#qar`sPi4ox%OiB>QM2QNWhaTCi#T6m4f#RcsqVXmsW$nkuxe@ z6bg`f$gfin^)#pF8cOnoXH3yrA-(4UTkr5fv|zCJnsy4dhn0t2zdirUq>|M|3`|4I zzw7Rs3a~h7FA|^3?+~+DbTEyLJ(zu&qfpQbN$UE-q$%lrVU@u_s zm-D{gzsQ4bsX56F3tGEHi{Z+1!+nvp z!xI^0O6%ewke@SBtSt?zL76urZ*IVy!NrxK)KO&+p(uZRlT4yYjdH4EY#ZMzbn8G( z$;q*s9=7kubEH4C4z*=)0B?bZy>G&N;X5C@-hFA4tREWL=#U6O!J%)@^rB-<&?FXd zuL!nCkzbfM-Nt|6FpvcDK8{UlPgScRW2L=X;#%sD{~(Oof;dhSp5{q$pjZ)a2))pU z{!birWhrR-CEfa53L@;}s*L>ow8>(`wcBi(1Km^+M43+hZ*`<`Q{JPVq-pi;G1c)tt_YTukKTu)q`U9-&q z>(g#=E=LqU-9;z}8bQ1)m4e;&8J?P+fC@nz;bQ=6c%L8Nse{AH-{=WAR!N5@XumXD)C26+kE{6h}TGb zgau-@|9T&b_vwe*1;N`W0h5}}n$6em`){dtI|C&w+4 zW(uH4utITL7m|C*Ih^|ZNpdl8A11R@pD|BnoP1ygDrR`oidsSAC4fVmVb^b zC7Jb?A&%^HpMF{Huv79DXOt-*%RMSx4Qs5o`YJ&kB_N(oz#c36lz)Pvsa?=$&3!!p zU!q+HXl0IHXk~=iQlcthC?R%@+qXV{mKlR>B~4;FMwu6n&&moZsanqD9t6ePL`D&D z7^uExi-l@VRfiFkf2!CB5mvlk4s`(QPId&&i285A^m)~Xf+r<)hYvi&c`keX88>+8; zvaZYnn|&dN%xEydZ}s#~$^8_>=~UDZ3WK4h6NK;-{rnU*24f%=ce0cJ(y99G#I-gj zQU1F!# z3J=)NYKzJ@AJl38bp6EJ+duq}>e&9=iv}Z1A~F}qUD^eGw{H)>bjgsw zZ+23U{l8fNMsfyII$3(S7-l&Ke=Z0-rr4W2Ve?qChFi*+wQ4Qi$M$tiR*aixI>)^L z`G%Uqp(7z9HN=gbo3@Y0S0!YP9`YbAj-<|OUCc7ojXr)HnBM$J(t>0Vn_lD0ZHy#) zYpXltmg_#B_r;$-=D=c9S?R6?0vgKEV?lx8I5U=}&!nGbMq_uf2qrmE>T`%H=^;#l zEp1g)iH&oX)i}nxnxBl8LM#-GaJu08R#U0C#V`Y0}JkoRaGI@}hOTL254>)I#WgC>}hZa;G%TkikKyT@%jyzlFpQdZibxA(drh zuvYlW&RQ$`GnX=JT&0IAU2itOOMA?k)s62@jd-F1%+4#ePU^ zehw``i?ICY|EGTVb~cf+bEn&ma~Y{!MlbC8?tERlb=32#Fbw76!+6O4^y`1$hgbJR zfgyt;r2#l78r6XvCb8*)2f7>(6401c-%rYe@?BeDaQ(&gO6ny#a z_%h0E=6d)IioHgB8c@eMEY1>%A~IGC9b%z0N&v=W12gjn#VIYGUjw8u`;1LX#>%9t$X+&K3MzDYKk;`%6wFX63JjHZ9&726r^+#8 z{1MV|-vun;_e^}&O`T`$MI2-NsbdaZbNLd%p+f?+LzXy+ur*<5m~6KqL9gSSBH^h@ z{wEa{z;YEI`P#3)FYZ>kE$?atxhDF(3Rq{=7Ey#w_D#HwUnt#C)*C~GSA_yxOMF1i#21qD0Da9x(D9uU;G$TB+8QPv! z7DHRcgtCJyP!4LbhaktK33V}+U3?VdCErr`Y>kb1PYLxwAP@jcko3Ie znags2#rIR=;Dqtf7ZCTsAWdk;3jY@*_`fDG6aRk;!C3*1eME=UL2V3vl81`&V3FW4 z{N_#~;)x5LIMyVoJbT_A5%jTE9nF3Vvao2DdmE-9DcHF)D#@#;JvbQ-oOd*k4Ud^) zfC?4IF0V;r2r)%MG@o3o&MV{oUkqfRE75NKvhe!C20?IC%in&>yt8i!guF0O3%em; z5#(T6VhLkA1gi$;zvMMu;%U#84plg_c%o(e@Q@94WWe|Im&(lOW(d!g{7oMs$v9kF zHzy?c@DM)Zy5FDf3TM2yG`&l{6jOKsYQa+N5b zFBu9dsN+-}M5*{{&=L;=Bu0$q=3hdMA%(<2X<8T_s);^#AhVbe4i>9HqqEjCh36`v zFIx3uF}UxhB3SBQbrK;S{>tF6+x|m`~_cKHBv5j;Nkqy-=n-^?Z4GM4~SLk+);{ z(yC;p)(?5&aY_?B%q~4rdfFD?^kF`FX6{_jyTNL@0$XLt(N56Aq$}UdWQi_MYKsorMM<0m`&LzqJ9!5Rz~%J6e21yL$ZDGn7fGnBw5sr$a;|4w%QD;JOTp$=vfLnn5{ zvh&Jr+!J#r+M#T;YaS=lA}@#OU~1*Jx7Ujw7Eya1&`B%EFwHc95fDH+X-3z1976I4 z@H<_~aFEY}3Ll3BL^K5K?BYB-hp80;_oi}gZG`w^hBp;5VjA>*M#EU{qJNmPE$W(Z z-v4?;HKdAX4t4;X2vG7qic@cScEEt8C^KJTvcyY~Y8l})w{Rr&BiFdwxid(YXH1k= z87C>u5~u&kqP2!E4}W^b!_xBC+-;mOcqK>bl|X?2tN>SeD8-pVKYdG7=v7&oe~3D9L4x#z_GZ4FPS7 zQ>!G>3UK#`$aq7h!x@(9{k_VV1$wcThn-#!rla&0zyZ7xWT!yARUr~0tUt*Yxo(#o ziUJvSfqLW-6pUH}S;-G&+U!;P;%UgLSD12D2>rHH94LR5tit`hW@Yh6&iYWMp(Bqq zbyd>B$m`r9_GLv{qgkRoZ>jD;k}^+ynDwS=ODyq-uq&#H2o;k7yQuu02N??NaeApt zS4cAU%O(zz`YF!kbPm!C&_-drj-xQtc+tCt4GiI#^dA2Up-pkveVyxTYdo68E28_& z5lH%rA(gvmxIdfqx6dnX&x*wrD*RV_Dh$3Z4a`6t*0YxNt7bhkgbSvo2NH&%WO&l% zN(C7P^xqM89A3=Fq5M_~HsO0oT8|m>z_s%lZrbLh6$}{qC6(t`$HMeo0zuW&x(6>U3qCe}m>^bjOUMMS&metDE0{6%0KL(0| zjuvY?wlbT%eJbYmCELuazOp8)xbE&9p5ZYmB@S`f;33(ZfLF)U!DiA{(K`s==Vo0% zNGKd}cr5)AbNi>4^?jwCG{}=Fu?@-M3bd*Si%!g|TMNCxZhR1RrwALLer4Nc-?lYB z#Z2IN3y4Rqg|JwHgJ0J$l|SUfwTtCf7SjdE$7pB+pJQ&H6$C2GzkIVK9FH8lf`0Rk z%EHLfz<-oX0`WUmlskn%ZvX&U30s)Erci%gg_I|tC`qfKJtA5!>2tWzJ{;0*Am)o0 zI&2B6)3r5_5zcz*#m9aVRi9J(-^$VUhoxw10AfUstlf0Kq2`1p*4SIy%vK{H;mpx` z9pZRGGkLm#+j;T)GuslD1tN5L23Z=p`q=0He|!l2@A#0-eTGhJBJmC3pru-pSNp$U z^p>J`zzWK0N=wtogRPz2*~>|hSnwOa5`(}W%bV?As{xY@Kv~nR0s#-WuVj2tH>*tt zvn5giPnT;wejZd8-gd|c{fTte+pK199n3r=_NtbtKYC()=nAus|GQ-_*iu;c6~d1I zgpGB23xTe0;t}C-P6n63Ao;y)s+SA?b*jo6%K@+xR*^u`JtATyNl)10RQA`e)}FV) zgKA@gUE6<-CB!))A%UgSC77Lcfp5;ICx7XtamH zo!&os=9$~p--jw*HOmmu@4;RuF`tIPUv9KX^fgyo-7YKBq}?v70^MF*a#j$QEVRp% zdA0mbSl{$ZIyi?5wk((pI}=MgG2fQTe)QaekWms~WaS$i1$=LdS=9~}6=A!mhICg^ zwGjvU26S;o<@?>}TOh*m3LReEi9NnR@99g?5bo7isbgo7DCoz>r}+^!`%x`SSJmpUm!? z-~X_So(BuSoLvq0HR*oTipy6!7?}%bLqe`5BvmNuyA=$Yy!tfu7V#=AjsHW{R|Uku zCCvhX;I4te-6hxnf#4c~I|L`VySooAgA?4{g1bv_g1fs*;7)e`Z+9;*@HD`YKGoIT zRsY;|C{a0&;F=ZVBs&bDqE~fBWc#h3R6Qrr3LJMp>zLns6?~1ESwd#A2N7`Xya)Wo6lraG=_hFW8Y$Mi4O+PSwEjBC;_8JZCQS}(o1^JL5^oUJH;P6s< zTk_RA!n&70Wp?TpC83*hyaYid9gQU%sug#P?y#v5-TMHP*=`jhjXgSgZJW;kl>2iV zPFRKfJUsiO87sn#CuloAKU`5MMp$^99;X^ysoZe1+A_5-0j)0_mj$Xpo%0g$BpcRA z?a=OW{HY`Y^5LG8=%*NYuahg~xQJXtcc`6NwwfgwJGPWstjh$mf357s=Xj0~x8} zI*Qh9b-5^;f;3EzN2OZAEjo{$qyo9h*dMEYZA=ZmKWjA28_rBV(Mw3TXyg6F#ntMJ z=Sv8gjueVa=0xn0Qi+A2{80s80Z7fgvVw@T`+69&I&Yw%7+ zFYz}{sxUedfD>YiRV`JyQRniGKln+|ed0HY)r&6fWXm3AuRXmEf<}ndKsqr0wW3{b)w(Bo@9b1`-nb?mCDz4IY1O6a5V%Oha0&GAnHY2 zv>nrWpkBsC+hcq|h(^3$@cpv@$ho?V@m)#zCERT-3|5oEmU@x!X3i=6)h0+s-N-Tp&BK1Ka8nN%81PMU}mi%#-4hF%rryK8*yB0F) zaUgmv_JTeWm$+oOVWGBCK=}TfcLp_Qtj8yI-ft#)FVed?CjKMu?S`sLmc+bxLK4ET zm`A5Q^k6XuazR8!r_Q2gO2rpT;AP!>C>JR_)2&$MaY6Ggc2_*5_r;qA|#rgWj2Y}b93nVZ&J-`YK0 z&dVUZg(<)1j>dRRN%r~f7{(>k`M2u(D;>AHmxX}s#7!$=))pbE8Ovr(w&|70&2!N; zXgov`TUaP|n#9j1)m+X&$|o&liJG?I{WSZ4x+j8Oi~xTXJua8q3bx6ZK#ADI^%f|@ zsBQuwhf7C-ZSp{JjA@d0!ene+SOl_}w~Gjc_DbBSS#&9!c`UqC88mvT9w>Vyh}(f= zLsLf|2!%?fP2hL9x`rytz*0KahF=(kP{B+k1|ARhS59>WOE)6{}BB_r6e0s>PUiY8XbU3sfGSh6-%-XF}cyzUh}c zx$0;$rSQT!_l&=*KN zoQ+j^FCtTU@ysVmjQmDsNfQb2Wm~9jT4E#Xsc1~qXz>gEbeXw}f&rq~Akp9XVXTpe z7aqugU*~UW)L6d$!!}rvp+YQ5SV{(v9a5ziSFUaXl(4e&FcSKuAO&5bP}N$Cu??@*FQ!~NaKEa=2r`~EB z@+^PLjhItVth{-!QM~eiieW+!u4I5`P4^zD9@Faq%|XrOc)FQQ=jjEj*HHor!>o0q z8X9SbvyBZrWBYzhAK!}f=eY~bP1l}6qfCQbel^ok?Ur>Gr{=1PUPAv%o6Z%@5Bn!0 z!Tph=x2Ek&l}#S~H6_De<|up`L|k1!g@ubD1HZ_Pj8Fw^#p$9ea0VL66_M%G)d*&c z*@x|n=qWXsJE`{cc+zI>&mw;aj9J?C0;KxumHbNAq8T;hl5f;T{NM3mbnI#>`?`s-c(%)7$1BtsIl@vkZ zC%Y-L;B63T?w6UmXmk-v;P_vF<+De)0cVzYVJQ#egMxYSW_CWFwZmIkcYap7X6E5> z*DddtP8T0fKV2&p7Y}G`6MJ~>LHpKrsdv17Rd9kV$t$v1Es9yoq|GU=`J*B3hw&Ld zB8qADVV0i7;l1mX6D`swGT!_yVJ^FP{jD7(P4}!LrX6M4>wKecyTlp? zOm$hA)M^3ygWn>Sua~UeB}*A4b7c>+>+3>Yl+?CZCk}SNMY$3bbNj^i=^BXX1U?Gy zJwrWDg?T_D4-a9vvclE`v%gQ*=I=Il8IOrUq+tn<{dly7EX?CPruw?V1$^a+z~I*G z!ggM)XOd{VcLx9lyGp1(hR8Kc)J2{dHzB`}o8q9Wq({UN^|G#n5|Q>Kvlm<7tsSXY zQ<-rlGx(QN&8w%eh=^s!HH*5Aob>A2&_9W_d76jjXgtyu1J71Z!V0vROR|^i>9mzA zNqs#ivn|pxibdm}k1D+55JUXP^$`eQAm8jPF?q>Zir#))R|$sj{t<~H9D{mzIDKuw zPoX8GGjWCI0&B#+OYuCZ8RWHs3Qgt}HgJJ)-%j|bj3)!OYKQb)>^Oe!PWUP~{OFKD zHSzMEK?*tOM2>=ST??avOSB7v*Bv%d1mm~@)6M(>W|O*iR5&#pzzEOG&?mn3aVOFl zghh*EVA&Q_+VER6+xOt5|2nqB$G2;bTMx&OUp8d*%uji4g%P=uI(o3SnZ1i)klnu5 zutjj8r%dXeZE3~A)~3?-y#DzUf`+qufoj>p-kzImO;-Fsv!Y5LJ#|Q%h!C;EBF`v? zX1yj|?F?!MT@%jT2b`91Has5M8^DJ&SmFYW#+S<@oGKctTF1y?V259;f*2ex#U1~e zC;T%!0g++?B~Ee3)8{yE?D$@4l~@T~1+W+Cki>lIG|~Ht4CWslUp+LJFCS_CwV?l6 z*RBfjjiBZXmo(oEu(`<_c)|A&Y%$a(+aVXjOEA|QBxfoLi0i}L%;14C^W4vL#o!G= z>lkc+P{q#x{H@va=+_Ln>bAD1Q_v5@)R!-`SIp*+?V1VmBi%-^Hr9jr-klzldjGy# zJ$5&-$4sY$pm{^#Og4TBm&u5{u`X#Esdf883orjz(a%ct%nT=%Mt^|a%Z3hsP zA?FU%yZHba?I%6)sT{w9^oxUM1;-WdD#hB%f-BcMEMp5SuVAZ^NzQHzHdqvB$XQ{7 z6|{tvPa9=#*MHv?6*i3bGmeT4T|Z4kiI!1IjK;qqu^jVhkEe6k#^-MIZ!!f@r(kI0 zl@IuVP__y&Ar!iAnXFL{vb)?8HwD&zWvXkrwDI}<%N)MP47Iqy7P5r2AyC_CDer53 z3L0jovasgA+i{ct1YA_%1cdqyVbL(ob4SdLK6X-L-_4)Z12>j2TLdjB`*X3F%9R-P zWw!mAs92~0^dyF1jy_ZchlVY9=z)x+HhQ}2dtd3xC&$JzfvqbUU{sh6nk0Lho^ZQ~ z*8%d?KRHwTv(T?WY{JFqsS|Ga2455I4bq0<9S$-)g@!%RKSE|C4D1%SG(H|$1=97c z|Ev^N3;#iAVV4VwXLS|NI7DwpX>*VTeY?7j^@{;FoJ%sn!JNjfr7-^szLZizPCyL( z4qTZto%j?otzo+z#Z3JF-0w1s<~!Cu6&9B?rx)j+t{EzFaO8{7d_=mef_Pe3Ne)#fa zBo6r%Yy}9$kAbu(2vHt-lyu@K?S28V+jQve@xrLOJwul7v30U3d*Qb@u-20vGH~Jt zTg|$Dh+p#ksAr7`HJ6UkEszPsCxAx*oH!(|Y_3h{RV}lsS~}K^KhArVsb-fLMa-bO zyh9_RLxC6B3@N{ef|(#9aIgcE)Aeo8^hHh#wSLWlYN4WoN6$9Oa*<`)h9KL~Q=yBa<$)yF_?!zCeN6eYhcJb}dDX30Kh;F0(tI>^Y|;G< z7~o16>&^4?^X#DA{zv-SzcIj-04B;6rdMYPjTIGkKoGnb;iL8%T9Uz8?%xaIQgeKeYwBonj>59JQ zW%;Lj2AT872BF{C-W0-iw}@3-Pkv@5j$BOz!uH+2L7z})51Y?kev%)0AV+P99# zNUN@{zV5aiP5SmQ*v#FHH^>y7Hu99p!e+befItMMGRK$!kSIWmiHGih5kpi50)c#Z zkdNO$6Yc7hekkva-Ouz3=xakIcy414`XzkPN1R_SOOwf*mNNhjYg?cXcYYTYwyK_7y6`q2W8c&p$hDl_Vp>>R{aTT-&MtFOvQJ zmyG|lUNY>6`Xd2jC{QvIV^-phi*F%yBY!JFeWfmt5xK4@4S{eCn+!x?0_La zQN8=oimIw>k*?~=bXc<(CO@lLws~BA8#^GAeR=s#l=T{gVON5#QyX2M*Z_>IAWwHi zywp6KgAxxXs>9&Y7C-;#=&`n^b+f*~>Fn@&1 z)<_ z;45)d_{XqA2ZqFb{j8y>NiNyhkP!Ge2d*GMZo4_6A!Tv*f=u$u8B9tZ+T-l-+Nd$) ztPU~4fNBsdLzkPe%{RZ(%TlC$Dlk9k! ztMb`p{HCd;VSLC{$*}1_uymnvIE0m@&}U2=Bs;FtT(W}>`XZw$@NK~Ur>k9aYiCDO z)8zY>@3C8}J3Z4QUXe|+OkyngGSjm0HsrfQ%~VX(yRpQb1h*^QJECYG5R{h4;9DFU zyQi$%WRZ8ZS_WDiGc**E;gSgszRM=Yf7SIW+7f`%#EPgj<^upyly4=Oez`l?n^dx} zim|UtV|xTM)(-vmjXcwbl?RPNQ(&|1(aBWK8itI?1UjWstnZSi&UV1Cl>*t6MPW&kiW29ujeWDy4=}D+Fbj*z z(Mw@dI7|}Q!6=Sv%wDaV$P?#~X&<_y(`sE^U0YgS{4H(hG8TMI@UU0&GRb9;WI=7B zSU|8lodp0Y=t}~Q8Fra$VWaG>8WWt8epdnn$!yE21F+@r=v0n(wF1||i9w}T81C2< z(tcm#=>>TjKFefsZe>?;136jW%)!Q5|G^F@{;kOV3EK{Q(grSYT^H&KMN7Zc_r>11Sx{n-Yjx>Yu};ecRakq1-z-dO9viO)_T3?QAXZjjllH#lpqGy2L6 zxm`MxP{(nK%wAuf5M?o6IYyEI0T{%)ETH9sMY9dc&x?zyqj$f3A3}XMcDpb3qq~m- z)S*)@yy5e7nilflnuO%NGB4l*sQGtysCU+Y1+@=!(nz7J-LJxCe~!3yY;3FAo4X>; z=N!$xj&sTgPctXIFWCBwVrLH6D6b`OoQAexFgfM5Q88X1zVGv;siLVTV-Knu{ylEd zpj47H+UFHyC|;nkX*>)(7Y5PdpYCYQ{&G#pS2c1UCZA5DbV8$Aq_CAa+ktXa%`~x1 z%&8ej$yciR+c^V*QU zstjWvM#WCnhluc=5+@tG@U8k(aDNo){8`-`rC78L|0 zgr|KTN5A!qBX|+eN~$Xf?-xtUT|rKhk?q)h$Ni@agV*8g7sS38>a-n3p?t#A*5TN- z@xSlq5G{;|UQqoIQGfv>io_zKDa)V%!BG6XR*!Xk=@dD4M)&T~?QihMB2AUYJ#AYX zTWkJp->z5Q31YGcqh!6o2clmR%}A3;5A^=g_R4O6b8I~Qt*Wb>)z#m>Kb@e;7&!YF zyv~9h$7#~t7^R)qPFy30p>bFeGhIv;({2=-35XdDXA*R6L~i;5k#Nw~X^ilbwswN# z)~qmqdj3;FinDO$Vz>4xGY~7;_#Zm#_BDRn46Rm}1+&bJPTc%0L;rhpnE!QjdJ3sf z!K?>z5*P@671Dc3a!#rK^r)f((cP{c*O{z7myt}Jeg4p(Lo#!fJxT%6rAxJYh&`%( ze0Pk`4JDpPrl5Bkv!hp1k#O4XRqHN$T2@HcEG3kQeLbuPH6S|XlUEf)f+>BADnI11 zWP!*D4gFE3mrraBYJy|0Tr1;>7&S*tHnO71_mAc1s4PTE=3`a+-TNhc79ESR`U}k# zUpv3cC?hDPu#|Go#JQwinCxgb)kLIzEbW8enP+?R^WD(NZ6qvg>W?1v^&I@m<#UX^ z57n)mp`9ZReg$aHgoESVFvyBQl(^iZ2B(1~!lyw$F5j1_l>#_&NEoEC+$=9;w&-(B zM-De@Yvf&L?7RFicsH#f5X*p>U(z0Fg$2rIu-m~LHEAsqK3%hv@C1Q9NeUR_S?%od+YFgN^dU&m}l1^ z`P`O$Yk$~^Ja4<6fCO<8NGEC}KI_EfBqOd9kG*oPQLh0m1o)vcrRQnozzf3EloVguF{S0 zHbNAQ#IB5!+~1~x@;$Jb+Ll?)X7Rv|N|VHpyqufRxtKT^*aWfBQE?Em8A%^k$SX&Z;Wk=5G0>24yoy z0`&F?pM}fJ?B4Z$n`)C6>i}B-5r#Wzi}S-pGT3rL;7@c>_QRDrf9N}x+TkCAY!RV> ziQ-FJ6daqJz%{D!Sd?BuNq<+5OzR0yt5<`!-4NQ!Zb5;vCF3|)tAc?^o=%6H1zx%Y zFzW6I*Je^H20)`z<53F|J=QQ)K*>qFde5jX5|;6EGuZS8@?+2V%DTu@_10k-=(iy` zRp`NQZ6rg9VJ;t<1sUusvACp#%O-59grD0k67^plnEz)1Gh_ZPU<~yP4vdp5aCs4j zwk$?N=&-{sr5*u&tK1=A^wOGycAK^B0%jfv$Y_HM9(Fh986{} z=js=_j8p}`M7XfDy!vTz{n+jjP&B}me(gBE1ojXIdH044mb|l9kOT5pVoXtF#EB=; zTQY3gX>98&W-y|a^r}du;iGwaAP%+dCi+J6rfeGqyrqV;cxjR!g0=PzV`+`YzwJay zRJ6DxF1TNQH}OsS-)vBl!p=bl1V-H%2}IDI>EaA?NB5^7clTm-U8C334gbhzWdpJ7 z3w(%sTs`+mS+!4L{pNE$&VyOqS+jG+`gXMx2F&TJN z*g^^;)&XH}QhI=wDD67bo8bZl1k%!;_ZR3A2EB z=N+6)+|AwX!=vr0h3Hn;;*_^ne#lG+=odiEqV;BY1x+_4S4;0pVN(ohzH?wqR#z*# zS%231v7B>iUaG(oFY-Al7!)tUQIH0!K!%shuWtlkx?bmnd>QyVQhdoOc6|;f|`g(z>{r1pJvF*^l8hGK|a$b2u z@;n*Jh3!s5Fhd+Tpup85gMx*~``@7{3p_PL&aHp;tm?QH(rg<{%?M32xrXD`PbMRg z%wg$e4Z?1qSZL2Q`j`dhL zSh+HD>nVb7`7puq7fU!XCcAd^A14UDS@;tDUCgOXjgSbnE@ zP~Hp+mX1a8nf#7>IymSAE4DBc$5lZqO^q02D2(OB0 z;fF6d3@VID2n?6DG3ud1FHxZsFxTV+gzO3V5_$gR z(#)!lMC%XlWm&+U_FDi(W}uplk&%(Lbu^gR8cR8PbkoNUXp?^eq97!nM>|+${ug8? zCp(8DEih7p(D^zG31ldTN4I<#kMoCi zguH;tshDa142JMJ8MB1_MO(SoC~rMDVQK`T-I0}UVOJxgYe+lC;?k-$r>UB{+Sg1$ z)hgA|0*s#Iz7vp9I}IzNoM*EXCXEKc)_G8!(!(%z0tfR3e~eU z1MyFC6*(>*$NblaV6~90%wWH7QN`z>S_NvF<#mZ3g^Id5T_2_YTxa`kbUc%!S~hAt zgheLYM;2GqP#7SsA{xd0ikPpB?d|X>L}G_ljyC27 z2KM$Hz(DKhNIQoQ=*T*Lm#Cg(k@VXXzIN#pW(4|B#$c##X%?IsbjfA0Lr6Akxh^+O zI6GN9Io7W8*c{gXB}~Y^{w3g)lXA^27^7@q3oLfZZljFe`&=btzpSqRA%%`}Vxv|TY2=7w1=pf}dBx`5W7$kcH)~ZbyKM<2ZF%dE{VMo~o6N6P z*6$IB&RO6<|LNqWs{C7U0HQxugesEAN=EfVJS#uQ2-i-7eobmi_`~w*vaNS>LrZV& zrrBgBpRX}|&Uc4RXNN3ensx#ST0J)82R(+Q)t@pT_MADb zBsehBQHM=cRY%oJQ)%k~dwS_VK>|{rNyp$-WPxWiqRx-!f!JtrCV_`BH_R1yhe-OO zs5qlikzhGW#u`QrG=ijQlB5HOGQJr7rusIVUdyZ1{H5!+HL8CrCiDQAg=JLEyV!iv za4pU_q0(&P@`oo@hm2)|)|tpB?=j(M|B#rsY;)`PU2!q;nzqx4! z6AbOhZt5AG=*$OnWm1@@c;g>Iy_fK$UUs&&=;wAjv6Dg4@9I%mB#E!$oQsgk*zG-} zr_!i^-#`*{)S=0%FAV&jsFwexEMAQW2L}^tfpNu@X>!Jf**7AEg17{)i-!a^f!{Gc z4#*m`2(I^0DmCH9C;27$#(gL%GM?!oXCA^m0@tcZpPX)kRqz5vw)? zOG7F&g$W|2NPxjx;Pe~SGa8FpKUp!Yf^+&~1OoJnDpF8dc} zHxW^yObp+bs7)!3#TLPcb1+qDo*GwB`2wi1;S(1(84Bvvb_r}IPzSTA)N08hl$fmk z_%{RNR_!$w9_+A3mdUWzY0Kk-0#%XB8`fjydC=B;eKRYp9V>zh;LzS>8z5W5u?+r} z`6-6%;QBg5z5)2$g&e+{rLm;}_gP;Z5XpG>ku-NBVW<}ME5Y_be*jWqY1)r)ZJUky zrYb4dbpp2Ne-^+WTXKV{IU{?H+zrk-qzEYIr@lguNA=^vw#1-|3q{_E*RSG-GhwmEjMA$lReQZ10rF^;?MeqVne1% zBTZi8xgGKt!^6KXZ$yqToLr>P@Z)C({`H_uB0v*ca#p%94A5}&#%_duboR=bMVG6P z!0i1XzgzAIC-2aUjQDKe?#mW1e15+jc$c#rX=g|ep~z_ldSn1!whF}{lfK!oky<#R z+Ukug-`18_4rY(X=aObD%N&s_WPtjgxQUK<{aL!}2U?-cXt(xYC1^tf`B~IAFfK+; ztm?GNLaC!X+gx^x-?{8uw$st;8|~QKWC-Qe!8g0BX;$IDK+jEe{|`ez0Fw;|L)*9O zwE$jm`{2Kno_?W|0*vbwQ`qB&U=q906z^0S$bu&?~b z4j)21U{x2T&ypHM?H+!k=?KPwAZp;r>6r`5x1}@ZnWUuM;K%;{;C_b>quRC_2k`y% zOtcvKU$!&fF$Q)HR{|f%{^Wgp;4M*G!cp&m9h8PObV*3T<`%+JdY>1glrM4450vKRXD`YK@Y@nH1 z_t1;ECS5gXzOhPD)Kde%>exfEAQmI2WT9!kz`cMzLJi=*@7w7;5LsJBp8kVR~WJt+%-qCk+)MLk`8r&5N z($l*~yR5>2K-sT3rH|O)WX^vIvVVE``+wij?+CH!2Zv|~WY@#TvQOWptVLHrw&oB2VuvSr&T9Wgfh z>482DN$&Q$e=6b+xvqikZ$C~GqCXeDuL$lYOwp0sL8CCyB~HUsRVg)PO9c8f zEv)tvE|4Vl9O;yGv^CFKaIy8_A_W@ob#+T)h`Ch+O>ByZqfr&n+b0Ft$}ASZPT*7} zmJ#feMVuvx5>GBQ2MDdCyJ8M>TN-S^iKdrcH4xH#_)nVQM}7e&kHu#R4e%k%pAl5m z?3_Oiib4EgYHB7c_v%H%Ox6m{XSx)b2OO2Qk52#baJx8+Ui`J1D+T{wd(Z`%nj57~tF&?nVQS zycQ*Dltp`W>5#cUfoJo3ukfTc4rdE+{xCH7dWj!6u*7$gXTH^{XOTx%N z)Ql#vnlZx>r53%CQQ(G2o4VR}e9_Fhy;dnbGK;Kj5Awoh;chm%HAdY#=D{h#|L>e) zlgCm*@`*1+fgI3d1WSoM<{-wnC32V~dZl=YlXp*y-IRk(dACBCoN7yuO9+bbLt}rR z$G@CnjJd59iIuf$j_&xRDmo~yt)C_4hsLk;^tOR@vdiFnB0M@+^??sKsJ|1A$xhqvIY&t-S*HsXq!@uP0 zM1mKj+vjxy{Z-$@1TFyHIghYDVi%;Xts>FMj)Is=T-a;zxm4^B!7-b3N(ei=Y?3jL+usmGYiaFra0YZ#M9Tr*(rBHW@? zRn1cs(&ZT-^j*yEJ#VhL$l}AcKpsM*QyC+5ateYs!LLv1b9sh6nSoG3A^egbX8JIA z1E4zX^h^nr-BR8*6yI1RH-^yrI0_N}E=j-KU_1wlF-`Ceqx1~Y7^bv53NT)fjaaM@ z&ccFUM+&5uwXES;to5DtdVQZLz+EM-L~TEWPpi;(#3#&Mt{wqtAD)%N2(OBksoLu; z@ZR?#kW}D)#c>Kav^L7xiPEqg-`_7zKp=-CONb}nmgzO=kMwh|y08Vitt{BkM5DN8 zi_Dgve>HRU&uM16N4x#g&DPa)&x%#M;-K{IX3iwgq1}N#zOH@gc_7X~1a6n=k|Pvt z)?#ZfUxhi?Mv+=VXeoG~6XT2yN4_+YOa8=d8v9j04%w}y>x?%OAkE@Xpc314D=3H* zIY|2!U}1ml6VbzBTo%VZ7g5IY-9N`(t+n-wU_{_xAF?YI&3B$$2)b5Af{|g@iYb+t z5Zg;+aJ#lKn;SbSs~u>1vEH-Y2~KyNmO=I3ri^7}Df+V)Dz7k;fksO}IKyA)ZB_lN zBx?faF=7(OE?JjjyzuAHjAeKoUdwi`eLUCU&fpq|ujwWDs)px}7_LgB)r&OiWJ>^# z%6?wfD5`zx&`YtUty`XevBjHEDJ_qZq|YLU4;TyE0Lh3_t0n63HaQFjp==X-y#`@qo3W9}FO?_~EaoLe4*Oi*r<74ko4n<;x1+`# z+kJP-RWQA%6RzZnnTsJ3H+M><3I#ZJ9m&+}7|0|rH)yQ&?SA9 z2NS7ft;wOo1*9m#yAyuefllOlKEP#+wQ)Wlx$(@O9T{4{U)y~3Lbre)jVrPjbkfy-2Xah~%++}F%( zzp3*NGwIbg?^{)48m|{hq+kexGe!v+ItXU<+I)GuMn*;+TWF5`%ny5nfgy+&hFzKC zea%ylFjQH$z*p|J-Ho=*-!M2=wv6Abkipt@r z(JL!p@kIJzWqa6pr-A#SjM7881B-lK98Y;A+0I6%VkD#03Xy#44Tu;XVaSnx(5-TFR?%k zkxRb@{dZ4Nusdmg(0eowBIDyq(!&A1MRa0ohSLuQ^Ak!kud!TlR<#>{)`tyv9)Bl+ z#{DPU4W8#`SED|kHD?H-Wa3>6Pz|5I zx^_MjPhjb}Z3aW8fUd80M;8z1C@z>uE&iJ5e7?@|c{==CD6_P*G*;?U4KjDHe;Og1 z&nlbmxK_@UYD_2%v#{@NB2OBorE%lBW}VVLZ7eM$7EDWE9%m>>F_SHl{Zr1OxnvHF zg5{PWym4ZlakVE84(z|=L1t!eG?)$G?^jeQp37v#0%3%HBe<)L~J*?X}Z52sl7R8Eg1#QG7 zuX>a?#xk1sZ~P>!wtOVyM*H9%s5?4RLlraWtlE%zz%4!gi{Mim8~L+wqX_6Wxza>c z;!avcfm!9EMqN_Y+u?U`IUf=XVO&Y=eb%EdS6@R+H))GFB=nW;4DBs0e zc>BAdT(N6cTZD8CQb1zhpx>steEA+1p3bEK>E0b=M)M^5^)P$Us1DLLQh*k^S6*f; zj<eBAC6~7ww^LV6f*W$VqcJe*yW3Dn)<1cRIHBVeWzM203%`*o>eg#z z8Hq2KCBS7+WY1c3)Z$;2r=6$YsgYuU^-{`Rj7_h(N`SvXdu~fSS-$>RWrf&J7L$+A zAAc8P;XG2;Nm^?l9UGM3;W73b40#OeYg8s5Jw)$FooTg<`OFJ54LYJ17+kdt^LKM=rJZiZX1Y9fUEao?(Q@5vsjCS1s zyx^UflT=(0cwEL1g?7G3hE4kdhpxDHpdo|k8EK?+i{N4DfP&<_aAZWPX5yN}2x9rp zi60P!%$>|143_P2OiNd1N_H>GchcXOZ3E78UDjyp{-`*I4bNII7_pH5I-p1&3|#mT@s{%HaRIdJw3hi^|s0vQgQtQX*%81XY|@qgvWQU?|raWW_K4g zan3?ox?e(WIpzKYYkgXDUhx{Z|Ixbx(pq{WV$(3{618S=q4kijMwBvoj;d+I`XE=~ z#d&yrO_L*Xhk4vP?sAn@iDICk0A&di08`|4{{z~rWsbqQqieF3ZTB8h;UxFfV0Ng}Cmv zj?1xVv4%egPjgPnA_qFi>Lh^y@QgO2sMw%3SNrA{FFJk9cBwo`ev!wbzSy9d6tiAF#|aCfh~LKIfYsrp6DxAOBKHwm~+aotnoH$ROOWOJ# z?3^KfV#|4)tg=-b&y}2n$%<{8H2tVZz>Xu0=s6Q_36_#Eq>^o*k*s%h4hLXerJz6c zsu>RfR_WG#&4p+^(!Wr6w$ohIr9J*YyyXH{0ChP$+~?}|sfu(<@?t(aztFYUJN*FB z#Be7q1Nh3l=O2n|m!=V!>8@`7>>}u86=(P6yUe+s&`3w9EYVL-9N#Ji9L3K)eFt?W zQ(z3K-HB&QT`;f2&kO#lsJPM%{@l@=@wVFAhfr>(?>J^z)gIyn@fzrvfy_NuRd*># zLU`|rzR&lNnoOwIwizZ(ANoh)4wi-hTU7sy7a{f29Wixj`JEjd%+re?@!7JC;0#Oq zgtL->4jAb-SxRMDt~()t3el6QG`()iO}Jmb>CxOjp!E_2ey~hIvPvM@s>ThRZgY$<#DzEY*S%im_@m_%f!ua2q_Sggf|0~s}xnOJKs#Q-i<&`M4VUrUTJ zEL*?f^hu<6^J*@sV-Zu6+a}nPl^CiiX!_zN#*aB(e7X_Z4hMX}!lp?a(Tiv1)A~4x zFvY`n;z{QL3Y=8&KM5bf#yyML(Rha3nNoL*+OI1qdpbGSPTHzNE_00HdqHwaf%B4g z_@x=+m*Vc&2l>8w*a&iQc%A5_rG@bR`Fr0_v|X0+hScv0vZZp8tdM`^sHaafe!S$Z z6{jJB85H{){^YOgXu4*?q-*KXLI!B>W{SRU*Ty>**Mmw27rQ=(b|%1+xItwnSMxGC z>umjwl}Md4A8+fwi6uYv+%>_it(m{XeW3jcO81WmYh3GBIg`NqPxl2~xkb>1PW=T@tX zdE>qouq>xDL+;zr$0BtoXuk6#CCvl~=Tw?AIZ31X>TPK4@*|kYRDQN5pWMz7_G)N% zL%(C@L9n|7QNY^S85bMyxO4FJntAX57B_Vk&H3R?HV6FFHmg^J6n`GvcIe#u`rYTy&zJ3bz0Sa~MfhB2z#KWxPKqqWr2CQ#yqXL4zE4dzjJ>{UMkdB zs_I)oaGjZaMFq=5Q`$+S?2;JiSJ8KsUstER&xF^3;jS~4ea6&ndN zTmyBhdxPa)zc@L@Oru)_izhHB3v*?5nGq(GmLC%iDfb0ry-4HUf7K5U`ST=ML@OZc##+0 zUi?1T*YR}!|Nl6yrrS&%HKv(%j%K>MyJN#SI;LY7(`}gUZl=4LVY=He)A4>hbnoDlB3?lDZamvuw*X}P+G+ysvfm!wF}19E zYt7Nng|T(ZgYff5W%L8Hg!qn%b}AtJS^TuczFAr{D0X4j*O$W!cX)`5pOQ5>npA=K{Tce0(_&hKJQ z);$Z&7g2r_yvMM2YYYgUTd=R~R8@8705E0>8(fFq2HZ@tIL2awt2i7t? zmz*br?v83bYAxoL0Aq@vY?_!6Rh`Y;wAGc2aHCk-YX_PlA8!HA(bgHw<9ms$p&zd# zQV&f=9wzB~sPzUO?5dXw(leze9ioT_IE~HcgPt%y}47~+{ zz#pgye+V{`ku&9pMtG$uzD8vp!@s0gQxsQje-wY{`pry*5lIuGSfQd6Hd{(|mppf+ zqdSz;h(g&`2R63njX->5Md4=0bJ;P(ISk%#X_8=p^)z|US8Q(OjRV6?YbsvP@fTt3 z;iUw?Z&g%Apx{~Vn7kNe%nof)4)E7D7CWu7;1JtM(%U*4q7#|=s9aWaIeEpEE;Prq4m+nK_sXa{VHh?UMhJX zx?b_L$CUprwdAS~$r$+MygHOC`-EE?0eCYSb$!9tI1A5etSrkXSW`LZI^+4m2>KxR zHe(NN=>0ecS)*O3zcf{cK{SW|7}mQb^DjckvF2!RP;i_Qmd3}i$##Em57@De)B2BB zi|xcpQ*@1NFVtEyZi_z{o%|imaq7uAl&X{P9YYlAFdfUV={27|!K1Oq*F}`Q4QH#6 z*n);@NR2nUQCMgOW0$`EzMDoXHSj(gLH6NiWSQ(Ls_ff4{VlERQkQx6FSG%9HaysA zFNbOADvO8gifld$Vhm z-=tOHV)w?;!7rcMakfTZeEJ?*#upjl(W=<5!{ig|J~t*%zv`ft4x0stl_2Zp@qKSa|b0zp|N&3 zMdlk#K7pPMxtVwa1G9a)v~$f>%Q39siK+B^2`A^noPSxsYov0g#XCQF{_Kccy1-;j z>9MmU<`A=u0t*0}(ib0GKVIi)2ZOlZ6ywa@I$#VSgcxp+N^`t(4rdn4MrM)wXmN*1FtNG!TfrpLZ(@q&}@i z-HILIfJ1Fl&$eJm56EldH&_LCi>Yy!%|PeU6=Gz)%1mJ7^jN&E*tzn$$H*s49K(*gNQshC|Pa^!@o zI`~_bVaEy_E%G%|*=4Afy$vs)%{dRPQh!BIoR4PY;stNtg2nZ!wQ?SZ$6&Rrq) zErVD^=3kg_0+}LDNM&B*ss{*A+njz$$=l#%8~VMfOTM44Jncv6Q&5s4YeqPjXQkB> zZqdLHR%4ele9oQNz86F%ODy#Fj6kHs5j&CJD!J{%NCniC0YW$+@J<904!?LNFRG1Q zslSNQ#M6ub{fI>o^o_D-6oLCV7pwe&^P!#~!e(E>Y9)>!^GbHsP*Ze1os_akd?;wQ%fZWH9W;d{$D>&{@f zdlh9oj6uY9y6~{n?CjY7_Z48KGO#`tr#1?0Y67%0E+@`ecc2xP;>u{YZLaqB`6TUu zj?vv8-sUeN&1wte%36@G2zxHJdetF*cQhLO9>+aH1oh+%OI!Gs8?{S2;I8&!^+TL= z&_U77AfHcQ!j43}xm!cBm!u<;3wUs^hd!jx~o*9FA#5u}q{`YZkPgC!Li_TVP z*|>!z-P12D=4}<9bdykX!+by}no(P!=BsmoZtxeU)4noq_jMF*VTP4p@eDsDnLXLU z?ui~KN*6Eyvo4n;NcK5mJy+=}UE>+P9JbF(rR4#Y$B(7HCULE6yv^p>ch#Uyzvu{K zoIcBKDH&EP>F#~IV1LYPad-kdUBVV_|Xdc z#i}w=;$KPGBV(fl2YYgu2G!5o1%A)?k6B;b(!b?)F)QIE$4E#gw%Y;IfGqv4!|skN zqy&859pMl71bMqP1$dSm6Hs26#yQpt?+iQ&2`Gn>saD3NR>VvfJDY?owF^pcqrh@` z=E;dtq4T`8;?BL#pNn79OCb6me=prHPyNH00X|7I3HZUM*1L4milepU0;)`7{X-pd6?9Pyz=^`tyfQlmnEa5)Z5CmgRkv! z%y*#j-|>)_K4GfEBfmbFA$&=6u$CX10thj=vq%XF7?1dJnm>myEBXk@Jm>qkgXGEYuzVLt z6Jn|VB&|1&d&$G*#ZbD;*;V3w7(nX$2(yE|AZcM|#kjUlc)*n5ly>m>~NckfUmrxN2Rjk+SOG^}Y@38nyIt z?bi0a1F5@%+2hP*UXY`MgPUnJj{t^jq*r^8nW;)?jTwGiXl1;Fpw5PJzJ^&7M)Kwb zI9dSp9i~tB%GMV$I?n0hPi1Y`0U|GZHk^Vt`U$sdCSi5+F!8Q0a^H9)AG>aL53~MC zykMdnyD92-j;kaeFG(E}a}P{?A|WS0 zGnS@6sdV;R4P}`6g~~%w!9>ZXhE2{gomNr(Zb{&T*x>h)x|$A&(rpppUmq&Vez#4W zC2D2|qAyq(T3X&HcbA&W5Pt0o8_RSqU|6O$l}UW_23+arBIA;U14= z?KA9X`l6YF4yu{JNc~EA++cGOco6bQ6yP`F$=vdPe_=eMIboicdG+uk&+UhGi5=h2 zXs%gSm9mj8QXKxpPsZ?r__GObw zhLj)oM2!WF9HJ!3&D)Jtmh&dRA{*1?ZNA-a~I>%Rw zd^S?Y^lZ(>o?z%GWT0*NxMYWC8rx?2Dk~3pOl%yT;`P`>!&>F^Xj|WHn+8#3i1O{Y z^$X(?gfnsijWIM!O#x0kpNzf(t>WKg6DxQNBDwmmH1@j{;#6M@lm>9Vz?U?%w%#3- zR&rYQ{*Y3@mT$g5V~jON9$JAkEj>N{e)|6Ocn4@$sbm4tuR*+Q;hnFD)OSD~&2Lh7z14UuL=6;@DrlIavU4x>r@hV@=6L)tf z*WPfKjK5eM@&pU!+USV$WG^d*yAa1|cOAxG+dZDCbJ7bDo=edijK_W*q1Bu-v5URi zy_G3%6@GV0rcV)#i2S$MtuWeV)&U_bd^CJZ!cv|T0V3v4c`%hz-eL4aCd{;z_lJH4 z>&F$U(?FTeh`?zoukVPrJ(ki7gqsc6eQ%CkOf^758X@5A_~77B0m$AVUx^3k*;{-& zaD>cti3p37$$gt{+?V zN-HYLGmPw6-)e{Tw0C8D&o8hg_bOTvYq5{?AtHOQpKI^4z*Hc}-($e@skKev5{|TQ zDAcwbbv5@5(rwhvx7Z=Y(!CO{Juev8PMNC%5fkLa8OL3Bh*) zED>#2(+^P#TGjK`bD*6jr@<9o2-w8l`uD*sj{DV`&3du=k$tAVj!hD?Y-6i2I=>io ziKaZfbilibs=>2Vc=-U$+o z;RmR!iV;1{H;O(--wyBLvM)g4mNzzD8=nqo_+e^%O`+a2Q*5#5ejODH zHejShZEf^5@&pp1uD!ZZ`(VC1qYHm_Pay6mE6r*`pB8>=nL*!-&~6sZA78nYGQsLFSVoKT&W}38$1VB8{X+vw#uiMSIeAf4o{AxMkx#c1mnqR=k<1J|RQM zVnpbk?#+0UJF)x;uV^}@gYoHX;WJA=V<@k1@*b1T{cuej$s%}8o-UWe(j63;A0%g) z6y*RG>w52dGd!D_86+mCV_?I|HeRon!G?8{`7?ib-(2It;6Bk$t@k;k*)VRQ->U@~Mhjzk|XOUotI z9z2wvwqpW~5iK!&v!=^lKa;{+_-9I|5-VVW6y6k)dX|F}eceKxyEt0MjLD3Ui^D&l z@-UtJy%&4deZ>=njC@mx2x2ZuFtfn^DNcM@tet} znKEAWjS$1M*gz(9it5D0tNqb8Blsx#?&O2pEmG(T%t9 zlDIZy4qRbk3N4r_YEqZ{rq_2IPGBYDIa%_}^$JqYM&?5H#mXH`hJrbD8 zg4j9#Os^f;nfYwCw(qE*3#p?dZj~-z1*o;-k_^y4>c(8$2+urA7@Sbq?JWGk{Xs{M zo&FZ{F%!32FQ1;~8>$BhO`XOAEOwnHf3JVAA*K&8Q&Ge)%?K4!TM_^-{aV2e&IVeh z9`=py+rz?1t$Mk>cCMbDF9sx|x^ctmzyc(%@>NG2B(XCwAaVvuh&bSwY$I0cm(XAY zC|LxVf}XR4lI%iJt&2<%`IC90vuE_GEZvj+ck}GH^@Aad?kP2GePbf8oW6f;P_E}j zi$5A)P$4yYY45p|%C7%enhD35U5|xWXI*T*?v}El*gz@uI2m2)j30dSN!|a@^>56`#$IL+4tqNcr-9 z1uQF6k>H*wwhv|*J-14WKAFWPaezO-^}Axxql8GPx-OMsIONR+I;@}^eCeFZL(X(*t|mWsfuAL_iqkFw-o1rE#{ zMuMUKxH$hIM0i+5eY!xiW*bvOh3SYih?j?vt}iQG)TGP=+94j8qKZHXvSHt&Hct++ zug1U@0LiBole~h6We?M}EH6K}uj>DH+gxb=IXu0QI%6N=zwEBsvC0}^n-Ah-fl$Qt zuleVj1++sAbj(dHn~z3adn_0RC8R+*G%8VB+(NjArPNONsGW`=cd}*qIGtv8bFmzq5rc%jD6zCbuvzi}mE7&eHtoxq zbt=?Nm2q5uo1tuZg8O84;t^GYwiakpbv0!Y=?Jr?TMKV`lqq}%-TQX)UHxw>3RJKr zk#)E0w6h2P6nBSYD)V9dmZ+f30O7Lx(hwKk8aR@w%utp;|g*Vdc#Nw z+naeVwuX-XRVzKe-zj!Tu-@&2JiNQkJbB9y;&Z9V)D&|&&cxty)v&yus&<7n9lVRt zid!#1kyrtTc>bGvJDfToYd3R5qW(}crB5J1>~sS`hL-zyW-=?HH7f2mUhPy#?u$O}RQWYc${dFwmDgoz+2OwG+hA@0v0 zvz^3tBW2J^;>hsWr^IDEXX?+bR4dzUPRBfC~!zWe!fu=-R?a`MWi*stR}-| z24gVaser#Vefg*qO(2uw%vk85o}M3pS6_@_ZFeiDA! zdu{`!5ehKJz?*54deY$?FtGu{2v-i!K8tktI3vc?4m1CWrGFN`F=}h>tnY?NNiw-0 zu6o$AhVH1h*>aHdPe4Jni@Nn`#PeH7wj1xZ2^9nF=!b9WVzy+Qgmuw7?^fzQ$tMiP zX8l1iS>{4I4}hZy5h=?^==KJ5B?{#C5Ji5 zmA5~7KJ9%xP0X7UZEi6i#dF<%?S3b18bFdzI1x}x&i%QVwsn&m<&I1WqTuu>2DJgd zR5}!0Nzqc1D@)xXs9}lr;WMur$_|?hZbg89%HRCd!2il3Vel0XF)7KrB&Bnb5cBVu zk`Df7ttdH>GlS$xaJAhua*394suC}gnCsob2(~VT4OX!NcMg6v*Vn6K{3!=J45&8h z?1d3>loL%82T??`FW_pkK}kJ67O0y0We6lwt)DpYN^y{{Gr;aMn_`($Ip16EW(d5! z|Adfa`j2-JaQTsD8&EfOK%so+pVPH{d3o8;(69nPQXG+cCv$T|wgLE!=ePrFD=Qq&mbztcK)$qH|O$d>Z$K%azxE~O5&-(W5bG;0x>GkyWY2w3o zmzI_Ylm($cm=j;RhXKIF<`zGlSt#=nLQUdCI(db}nJdZyEy7CezU<2i?u&>1vJNxo zSUjZcN0Vo!hK<+eV=@dFTUWWmrm7f!SkIoIVrp32$siLp9AbWn9!#I|%aND8j= zShUbz@D9FN6j&}LLz#keOya`$BM-d%UP7pdOB!z5d(Bi71xJB2(Yo|QUVzOEEZPIB zBe8Dp$lvaBJT;RLRLaHFRA%;kp;HwkUYe2bOI>ac_Udn?v{Ul2eJqZ{tnW7sT#$v{mL>4 zBhW(45wZoICb$4RPc?zLc_Y>yRy=0+*2R7*`ud3QNj9Ze=A^I?SX=_W+c05?tX}i| zdScYrM+1zp(S{wOS4qj~V_K{X7aL7{pDvjv*{j>ud*kZILhSOn`F*oNu=CDO!yKH= zZwU90r8@9530ii}sh}0}LhKd;zw_AN{WeJbSDmo*7r3Bzi~jn1f~@#-NCFCbhGkh` z7GDAO>d`_iAniEnZ+Xi^K;>aQo?&XZ4aA@jexh7FF!3rIa-kEl%DohNs(1<@gEL1W zmM}m2wTjEE0}8{b5@RE+lCFrnim!U9amdwI^{Q{1p*XKcFNeLgk*MSDq<`GV9gMlN zqbDDU3t@rfXR{L*v}Y4T;Vg=|F@q9Z6G4b*v89^Bu7X-->FU<>G2nsC4EX3NMw%Z{ zsyVK6I_VcmtzP8=ym6I6T=D;`)rtS-5;u(NGcsozIQp};wszdO8rosl=7F~(MgA!R znGY|)x#9#^zQQbDFDSHn84&YVnz!~4@ZYSwE+pu$9=>d(c1nKT>HoUu924E5Kdr2! zcR}`wUGCPFgDF^6g-!FIHpJ{BTykV7bXsO6b*%gZFxwljn)Ui<<>?8v%&(ufTic08kc@ z*zyuOw|&pOG(1ND2L&digpQn=8gTWX*p}B(+@YjurApjcApNk|kGC!)Zet5OqwDKV z$yl)TLzKI)`rD&}gY%7zr7{pM5&gacbRHwfml1^gCi=zOjd;|FL=eA9G3;Kn+@Ki7 zmglQx$_`U+BCCsbz%}6ew3cv-3-Tr)3FwgGR<^gp`j1K5|LdaEpl(HvaJUAI58?Gh zH&efxNO5uFC$|dJb)X}7M>H?c*xo)?mQYF>g^aB_nBB4-lS%#t*R3$MKCj{FyY9YIV{Akb!K6yYpJ~_Iqt^urzRWA zD4#g+_nu2Ks>TiJdueX)i9n8&h>Vodc&k+Ig)n_7vn8YsTZr10CbWQ=sgDK4Q6TV% z=e2v@Am=}~6FX7`^>d$~PT4wjcpwFp^Uc<0c;4>yNqpuEEfYJ`;-F^JK$?OJpf$qr z$l6>oYX@}z&!QU1Z=JoL-c1GE`_@qv?st|`VgfpGd(z4!uqg(rx-F7kiSM#95F;m6 zso_M_X7*g0_-zh{>7#rAX&?hmX#f$?n$*WSe7cTC!U2qG83aN>c^Ps`7-Sc+*(qOE zkpN}HU|w!=KBRXQQ+Yqu>Qm6u^GPjAfJ+LM)0Z2ga0tn=)- zboukqswI5%-qF@J{9R|3=MD+#qO#wuI(9Nm7KHL{?=&1C_MQLW!v;}@iSjbQxBtYP zu&|(8P@)m^dmmFReYUx5_!Sv~I~c*d^lxz5XYxU^mk#e^BA09(%`lX~-q~ zI^=gOFXt(>d(r5EzH}9Bedb(dl%DI&*!7Z0MJK&8!tmq5-d$(^7iMNbfNaA?dDhJ* zxyH$^e>Q%9@nQ2Cj7?$EJy?cYFrfQFrHRPc2XBG_BszfStkIMH##dzxHV>kLwS14f zJ#SwPq;^7~?!+M#4i=}8Pm&jSpjE%d>+rssHJ6A5QJSrZZq*n>gP20anpH|_ia5!| zx4Ivx_Ul>?$@I17_?Q!a{gOM}=;MmwXH)pr)APVBTs9l1mVz9TP>VT_qKzJzvSDSN zHftC3H?i14N|rPn%?UNON1Ps8)uj}q>+?Ba7ixUIJgIR-XOUNPG>x+DBzeyj%gA(t zPw?-JC<+jQ$K%;B9bB;GkTY9>Jd|g>i})zenB#e+c5-yodBN}ikh>_gG`dd!0m=7D zz<*9z=^_BKLNP43k_+KB$ z{9-siWYv_ffZi5=`Q$P(G?fNH{(h% zmgF__J;Wba%2}{x4yelAZu85_+sn(x$A3Ql`gLEd9$ENv$9`74qcyC!Ttz|ZZcPV) z^-AnICDMVz@G72l7x4$FBQ=L1KYSO@H;D-|vVt2< z6$y5^_~plDk^f#i!RKy=0$ySe$BW<;j?Jwf;PL37aj{vjaJ1-eju|{B=kEP=q=wn` zF8qywdV?Y>p)}YZnN+3W(V0MM_6Jl3EEq`Ecly5njavcu>PqI_KvoR7uJhtAClAg~ zUdz5XjfoE2RY%nZ3}*Zox_Tsi`N!=&r2>cs-JE+rwX~Ef>ywhLA>P^SN6x3BdY|SW zv^w`*5p9ZrkWHI4KJe}k2NC|%q_ZuY35|pz!<#Fjkd0&@w&kvoNp|loM%>BueCk!B zKT^77%uuG?`+E4mu=CdRW13pM^zef5zj1mXpsNFYoGzx~5=7t$X(1tjHQ0gyGiN ze{H3GEHTDe`K}k0tP8-q318SfW7B2c&~7He>OH& zd{3v#obWq&oK3uu3*i#kpgO?nBd}DHi2%W=F(%#tzIOEWdhM##2IH_xQ4SMI@*`F( zx$apVA6XW10vMx~U>Ij=Q)_TuGY+dyh3XDt`%9XyG`Vu?g0aqXvM;WzGiv_TKw(D` zeE#+rwjv@eFw$Vk$$^;f<%0E@-VLCNtV)Xe8_!a*bp(IU=d`!PT-jCw3`C!)qz@MW zKi+dMC#;IliJB$aEdk{90qCKfAR(EE4|v}HNP1b`~eyyg9*i? zg9!P*Lkg@~Nr{Yu`S~-)yWmQDqx3C5^enfx-`w=yzt82-FG{9iaX9jb|5?=owN%N2 zy`?~sWZ9Y}ebQt)L4q_B@dZQA7LfD`4C5a~cY_P?Xtm657^wZCxTM`AYPRsvykhAL zj*dL_tg8Q6U50k@Af5MZ*BMW;zk1J@dFaAl_APh>N(Fy}UDD9l2-vwUR(E7|JD%V)!6I|h-P%_O65u>Os zkO=fbl==?(Qx} zFEF120@C~*PQygny#5|c_+HiyQ2O~eI7G*z*$j*^OP?s8^jq8WuR>8#DPa~$T51t) zJ=ufsa5XW+-n4$%F-?2EGX)|liZzdI(k|v{Ms>LO7=u^Hwc5wLp z+r1^q?k2!nJ8Ab!O&5G5z05|baygHRVr$QB7gNiSgh*zss|DdwchrD{`R849y7n&{ z(nxRb5lQB%?HA}D@0Z9mY!zjWPYKJ0r#c*MONaD41J5P~{6uu`k`}0jQ#VNh2H@STZ?qfA8B#1|!OKG{JS^`+?BcX^O%@L6 zGacL=ce58E3{N7LD@XE`xh;2o<6I&_je6xt7K*H%-L+lFn{aPqUNjF6OKMff{FKvj zIDfm%cGY~_zAmjJ>d#I~O>F+TIw}ff;pbAkm&eZf!;c#`$K))Bdc8lkw#nPm6^5+` zNA1d)(tm|ol{CK#2x$sIeZI}<=r`3|KYFw18EvGdr9uYf<+#sEr38;UH;h;Wr(h34N$maRbbVX({=Vk}Mu>OV8rPUOydTt$~ zNsq0Vx}nZxJKlNM>p`nI4J5?x8JxRiW&gX)^U}TYX=nB6>FGCM2$(k@P2qWzYW>w* zc6*+Iq#BGL(E3{0pv3!{4F}<4!`J$}Rg6->9#VOxVD7|1&P7(GZ8bN!5UoY^;lJ5S zZUf)}p*0Gp|NUUmhN_I^FQ?-o3Mz>2&FzM}pdgt}cm7eD)N=H}SbIHL|L940&bY8j z-ydiMiul~ke}4yiuRWfM!a?9gs#S5X%PGId**EepYx#*9q-oQvv0?i#)AiZ;svQ0u zCL?PP=}X++)*NR{$pEFMu}vr>4%of-Szy^}%@C^k{v8+{N}V197I+1RT!p*4JJ^|E z=x06}!Ot1Q$-*g&9tv41k;7-f`4On?jC4d*1#hF;M5NO6*Z=YVM;3}_ZtJgfBwplRPeUpm@4qSjJu z80k~$XjNr84`E7AO8{W-{B`fIUk6z$-n&aT%A{k3I0}^6d<{gecNcyj$Wt(UrR${4 zI?TTfj^FlhKx|v``A`#bSYe-t@sCaSyd+CaC^aG5c_PjdqNI@UW94Xafqq*gz&?=; zGB6C)YO+(*k)AkHB+r3dT2U#`w^^^?`sVU&g4Zbqvr&k@T~>(oxE7&WAiUv-4zRNo zWP72y&INJ9Jh<=*-b_QPov|TCEuEx1^-p#ViS?qDK?Pj=#6blNXh<4p8~ZI*WbU-`@vX4{79z!jIRRz*rs2 z<_c&K!Oi=B7&X@Q9m;tD1mzq&du11-QwcT5nDWqJHNWA_S?XvU;PIOj%I_A(gb=cUmj%XS`)J?_s7bVfRWBO1FEat#*q}M!s=vF}2 zZ)GhVJsL$MpXpQaPGFL9U;rN1v&_m0+kel)ZAW=b(#y_<8WUu!&N1u5` z6XmXN3DNt~A4?n0jvm~&AbtJ%0|6DZ2u_|^--lv=ByvouP~Y(?4gP)gXp_pC`Lt0- zhJ1h8arZB;yY9YxX6;uciT7PW@i^qEUrABw>u;BlQT%JCRD5H8yP}xaS8onPw_oHZ zQ+Qug`+PsWn3)j#Gg=EYjzN@^IM8MgN+^9sK#aH~=?k8^SEO=Z^lxKS2{)W=+bQ^w z@N#nK|L1!A&*c%YxF7J@45IMz0wD#U=j{LlrPq&AHrQMJ5Ey%^aSa-}LXsAKrT~x^ zt*;9hNEln>$~VZU>TfsB=&vMuuQ_;jvZp(dORBYma=^Xm#M{hr+#-#lLkUFOYiWN) zIfh4ss7;8R54c4BwU5%OX;bTPv2C8R(J0wQoXJHgEZy7;fi=gIxgbB#iM2b?8FpF@ z?d@HM6XX{U$wn6<9*{#|30xxA8Eisl)nun6^z-?mtXl}q=_}d6Y3n2H7wRpF4j0-s zdqe-Xmd_8s+NBp&q)s%1St_*IRCpp#R!aj`2D(0`7r7aF=C;9>K&l9y@FcvlegGac z_Pw#}b_cy2_hJX{Ut*@YhZ>Nt7!7zjo&+qOz?0p)PFS4FA)W0LkF^fs7?WKa^U76q zgxkOUsFb)l;Xf7_2fsU5y)6s&HTlpEy*VFV_%flW96dfp4)(Em56dWLI1CaiUHpK3 zE7YL4e|6q0$iPZMPL?Ia&Bw!2{6)!AQoPME_xrf1>z-(aK-4H&L%s~#Q3d{`Hnov- zKc!pEQUq!LcPJH+caQDAR7 zA=7s@golT#7b>0Mk(V;N7I7$cdTd=}FGVzteOQV0UW@h=4N5xs`_hIy*GNAmXwxIP zYkJr!x2qvB1MBNZSh+NM2ztu<7-sA^CU4{qWmj51lSCkm{y$=yQ}_3)gHZbIG=IuA zprcvixZJiYT_doyaWU@1zji9a)p~=IR*t-Ac5V^!_6*FieF6o|<_sg3cXODyFB{&d{nO?k>$Id^mo=zdBJHZ%gmH|xF8L{p8K^85v7%78j z$K9_0`~f_Ysz7*%R&`}aG`J|!n|~lyS=G;4_WjH4!``Si2#EG{E7cSlmB@o@Ng_pM{I?QbR_ttmzGrEJNrK;5ogAb zVRX7|`BzaAs9Yn!JU)d6Iv*$sbGKH+Y6HtPtthgH6e(}5entFO}cXsU~auJ~5Xh=zUCF0ZL)Hxq{ z$<{^v{)JDGE?2C=Mkp5|9-FBlXE~n4TyWNiFegX2U+oYdY-!*}JQ(tk^(OesON|}n z7<`&jamk232h zN83`Hhi&uBiQ?y|v2g`ZN(EF#x_Z*e(6XhjhHvjL#*KKjN^yeytQ?`tKoHU%!eoeR zQhHOY`)dQP;9qs`IUfXGIP8-V6iY~))P8*fBLcr$ni%%@?+>{2pwic2>jV&>rih`) zD+FkSoan9oMJhW79wJEqAfTH`HI{|d%VqXB{Bhk&vreSX= z&XOq(`*m|*H*~V?>zXA}BmjXY4i678VMhA?HKK-X?Wkex0pDRScm?*cBF5Zmn(CnI z-P81027=Iyy&-}ydU}jmrqwnc*n?H&DpKDII51rO+0thX>3%6u=XGjC=4pFT$A~=D ztuLdB+6o00pL(!bMeC_41`1u1;GFLl=-&TT`fn`K@{C2Qr0s`3NwRm*(o>ED?MGG^*GnYo73E=My-9SL!CB2mIBzi!?w#qj8}jc~11HC&ul9tzh@bXF zk>M-5`|vl_{l6}Os(6%|PunRSfg8a;!C3c++D13OfqNWq^_r7d1b_3-(A%jQ6|F|q zQ^kk?;#A9K?KGx%d9?^OQa0n15Hy7xq8#O2q{6ojVVu>t@M(MN$0BccSK*jc zbXtjo7y;o*;{2aW{`|G7%8vuQzI&LGgRvE+{?m*PwoV2MhwONzx z6Jhx}EVbWivS>O7{FdSH{>XlsfCj)V`oCu!`a`g05V4Igj8VlUmqm*A8k)X3**7Zl zQ}$oCH}JUZ29%jJv+HB#_$$+gnX0o-HlmbOoJQhJ$(#=#wXvVHq*9 zQ$!$fMHUGurujz<^d!XYGxVTAlHVNQB>!b!@J4zRqc+(CvwV3Z#$To6p6}Aw zns%Bh2J|F#U9fdiGxr21kVmyanbz>ES+lspmrayz8vKgU0OSy-Nj`rzqUaL&fbAXg z{9VAGquVyfg`+^ou*yO_=KNpi7gc@b;R9u}Wduae_>w*8$m zXu@dgw-6i$ZCY$4L*5Rq_kO}oSD9?R_gJho<;vy9#QV*kr&lpf{X{5{GF#`9_2A zJV<UP22 zy&~N)RVA^fE1o6g+KFX>m~)cuE8U;qDj$W|zgw7*#SFKAff-bU#eEnQY67Ja<>!w#N=76U z*bi8Xa?y_SWm|Q0UtE67)+zb>2gJ!<(>ASRu+r2vIZmG#raVdk0rNwow#rpa3@s~X zDV;7riz%l=39N|MlHYz#Vr zB(0q|n6-+ofvrKCnz4Q*CBMtwXzIHo7d6IuX9%DonhbR4K1qQ0)TOU(~7Tu=G%agPPJ7`m=t7U0fp}r6E9I0d13l`2GobFt7i=EzT$S zT%w;M@~Y2cp^Q#UJOOmvF<|aC1Na|ZKU}R^6O80af3eFXu2ma~r;&|KwfO|eL&Nq9 zx}YlKiy>6##eF4{JGedliki!GkG)c{ix~1iRq4sjDQ<%*8c!Sg`6U&7c%`peu_A{p zL-a0A0tzp+A2AsV6sZ-^5vsF?Q6i8PA!8r9EcE3~E$zAedVmkAP2Ok=p4ThXwsV1L z&!vr&M)l<@z2$?Q_g-}E4@+2<$Na7?0n2v#Q*K3=?pvY$sa{0GV3zi z^vl4Iq+h_6i-{Q72A#9#(@L(zgZsf|sEC2cXw*AOtuuC<^JJNBk!s+3*1>ad!g&a3NWIt9`E-9`AGS1xg3{-4 za?(`Lu~r1ucYk>f9S?nuY%FsQbwoc*qQC<_V;;otMW%1C9LjIL{Gk$c>TeEXH()y}~I+Xe+LmycgHOC~}K zFJ*wwgS{)jU(_&-2{lE|ERF^drJUA;(*-rFVohJfi6Kq_Q}IXQ^;eN93RL)Nc6MUw z-cP#nBpdC0;%`7lKM#2h|4Ny+tF97PJz0DoxTHH$j$?j_(hPG@k@cFj%5ANyYiSyU zz>c~8SX1zGazUocw|bHiO)+;DHek4~y_X%r)zReoreg85v=O$5=Krw7^)Pm|6~$@~Npc?30x%$*F`{|n1Ep*Unc>DS*$koIOlYJtegu z9RF)@0$evO92v+HOxG(dnmNy^0+mnpU!Z*#jVVbjI)&fhP)@Pz!vn zW&(F`~e;#AYP5lcz>5EQ^|JQ&fGTtdt2SO>S|%M z^8d%xTX4k{uECnP1gCL#cL?qs+}&M*OCw2ecXxMp_Yi_K?(R--CrBWf=FGY?_Z)r! zz4qRpyjAtoBw0<&qE{%Sjier1Jjmf2HWU>;RFBqIhAP~t#C<7vU|MR{&jGWZaIEQ$ z4M}V0z*7BEt>p>z)^Qe?28{iE z*-_OVHYSH$7Z$?Y4mD$Lr4--nF=1MZBec{*0aJ4M@k!vF_)0VlTs?tm3|zlWsd?&- zYx$-<4?kMZ>{aWZPUBtSb1hoy(Va_|#+pRC7T2L)p(aSaDdPHun6#e{KRih9&wqvP59q0V%KO^Y8W_ zO4mvmta(B5>er}QZYVZfLPFzdzCi{^C_`$@F7V{~ilB!A{iB~rYKi)kB1USh_w{5H zJIR`GJ%oP6^8E{v$?887W(yB$qx9L*{J%p*n8?QdW>?r%$%NrD^l7KOa`tj-%KsL=%%dhghu>wFEXKMoLiZ>9Z6rIB3C)a1dJWCqruVMN4mlu-2}P~x6sVc;{b z)GaTG_j$6Ie$HlO*#+27pw3eW#rC3gsQ!4ITW+vb= zumCkvZpXA}0fUK_X|Y_Jsw_+4Ns?(But374Zc6NR%{w_I_9aUh6%Sw zh_()W_^a-;+Jr0l0R67NrdgdG-2Zg;7Xq8zn&$z4QtPv^m(#st**et^lzhq*rdG5N z9V0$0jL;&UhLix*)v|!et?d!-?tr4SfFTkc*Zm#u`!I@?1`Dq|QGaCS`bkEzQgK*| zlp#m56(MAYSQ(PFPbaj4Vk>xq|x_vDZ zH5?K6(Y}I#)=Da8Kxek5L)$gN`8JcvQxlsmFEOt%U{>04EG=8Zx|*42JZ-wu%7kK-=TJ2|>O4_hXB&n?5 zJ&r(*Qi6iq{Jb-W2JVeI5_L1l9+^R;7+GqHPp3$QW;fv&IxB>0FTuV-PQ-?Ka64W= z+ANe1#?1Os#!c~aGm^4mb^umar}jo5(#1f9DPY{XdG>_I+t;&@CNJCl5BzVoliwdY zB`P;r+1Ok0(uj1H4M!?YI^O{<3CWtg~)TjrL~F5f+D~gmVvmf`Txd zx^U6Lb2v16QuDZ1Jdgi^iMF=GhSP{@8-4wWd*7Zz0o)dA!fw%nt%hT*by^By z5${`~iy$l!5Bw4ge&A$Awz|*T!?OQ=Q)8vNkA`V zfjlQ?p#&K&4ZBIN52O$t;!7ppkis$r(|bY&+(nc!E4B!zP(VbR0_uMEaj8TZY|h^8 zeQ)8GB7YuBQ0xI@S|cz<(ju2{m_-d(kxh1@gz~6}LPb_m74ksI5}WY%b=S^O3!vwBATyLQZD>i3Ql^Kt4F`@T?xV9doK* zC3o*fOb<2pQ-$hp)eki;Z<-}A>}hiKD4o4HJSw9n6BHEssK!F`@B%ikoXIArM)z_w z{yIa9R(-CgS2q(b-HRahqIz(8u*)h%Bwj{v)+s|YnOJg>hMW(he>Q_ODyv)j`)evo z^blEqc9c?Ba6Turq&9J)Rd?GNU2%zzLtKoyQ<#Fdl!d;5JxtFKs3cCi-;)e#PeADN_E#C9sQ^&{n{z9IH?n!QB@z5SG`)ESwppPJ8x(+CpU1G z#NfC%w6(&rzhkf9mknv3ho+Uv8jp9aAm0uccWoL;FGqPt*Td8j!RhMk&&=KOie&v3N=uG6dM}I0=Wtx#yW8VQN($$CTzY}f&>HEn7g3$bl)M2f{ zWS>^}x8A#ui-D%Zy3td(p23kc<6LO=KM@~%pLW9`yzy%Z*JElr2?3kly?Jw9JRhoe zhHw#-Y&=U)P$BCD+qKh zO!R;J5IS|%>Z(ne^|jn&y&}x=P=<4EB35o+rel*?;Wr!3k?iDSctEh~O*GK2b3=k2 z_*Do*#K2A@-fj2$zU`bAy(u|oF?f(H*(j^|E#)8cpBd246e!eI>GQn-(SlDKe4itaJXvG!P3~;=it7 z09*OgG@XBT8eFD2*H(zeGVal_9Vn4mzHh%L)=(i7eF_v6+i#a&e!N{c|5PYwg+)YX z=t1}g(YT>lqbS(=T^HUl5`s)geJIF}(GL*9Xn5#ZWb*OZjo~`6f{G0i$dnS`rhd|2 zBAU!%Ys%*zPW}?`GklP(POIid!I!C19njr+(xXuPrXd~1fX`hPYw^iiDVmkbF_xqC z5E>9ht|KuF(=$bzvSHVDIw{?~NP@cNU@^BJ0VA5U-#ls9yE)32)j3ouNYALwDJly3 z>SXQ1Q<<{9sr-G}9tUMp_>2irjuMhuYHgf##rqIm%ifNig*4)7ixlORMS;n=sknQF z-S`(9Z}`c&_=UU*_pVE4v?)N(F2vS;X|$0J6Tr9YcJ@yhP*!d&lA_s&pM^HJ-ZTs4Ar?e& zf;x*z_dPQ3hUbtSD6Aoej6j+fpo)nfDI~#iImx#T#{&Isjr@B8@nIpv`@UDsU9>L$ zg~(QaQB0m-Bs$;2FJf;eD#+2$7ZGiNxlgQReAq^b$Ki)r1s|aZo=zdKHRv|z(H0%J zuQ3%w$0#&mP|H%-69|2Iqy`KHfcMV)2S&g>sNdJ`jO0kC8NJkZu|Is|&D+`wkk9m-@ z_W?j0(SSVoiaIx^G0oVHE$Ixq%N&X9AC2Xg&&d(owvi*hVue=ttTlTP95>vi7#G^? zpRQ!kZK4b3D23do8H6DtkVBD9m%%iq2He!2-N+#AcOO7+QCI8aZ-VgNV8$rTpU*Sg z+_Eyhb44jz*2jd(sgaPm*;)LJHBR)aLFUP=_6JP@6vg3ulE3texD=C(V5T(}q89qI zb0X+UMWDho+`ryUi$N6SzVi16>oW?Ll+o6_9U{6$4hTm*qyOnQcqpz1f_s}Gj{ksx zp&GlG1UDvbW6GNm0ll(wCP^Wf0k@;WBXh)%>A zG62SrlgvkI9{r%JoKzqakT3P?INwj!5JwJVgQS@ngA)c!!d;!7)sv5+;DZqjGcC^8 ztIqK4Rs>cmxkhlzclf5!0H@HbcI3ixpuxKEQ?1>#4Nr}I(kZ2qjp{71s35I043qEj z{7x3Gfqd|(m6fBbz+{d6L-oeo=~jd{&m{L~hoDTH@lyGZJrM+zns%MSc~_4JB=~uM zKNHD>oRHi&W$+Z+M6%K#DTb*yZAPZ`Id;}P_&6gsONCs1WKyFU#lUei-G_d9)cz%6 zym=oo1{V zTuY+d`hs}=_oWN!!dno_wsnQ_BX6o-gJhoI{*ve}ph;*=ILFN34?u z#B2zB!AnXy7Z4$ZgO zKZ5Dc)>wS_)p9N!S73a^YNf3z3a$)uk^0iD8KszLJ7u;YvORr|j$F4|lud(P#U1ph znf;hsnoTFHuFdWhZ|B;M)aqervl;|$(*AatY$`4DwbsE#bA-qhp2~13%*I$8&X7L} zLE-@=J2d7=CFC9-4?@npq0SWDY@2g^iJSG)zIu zKM@lddE=luMCdMytq5yHIemdcGRF-}qze$Y+~KIUPNbpyh}3{50tH5@p)4Nfyekt} zR)0b-BNN_9%lqcx6i-foy7`2hK)@w?+9@R$aw5@c)9~-MWfdLuv*%vfb)Nv1<}w!nBTd~BiIalRLf(wy z00G`_bU>MYs6_YVaV)2)v1zVD@{^NmE^d0fsL$#3InMS-<5C9fFWpnP7uexc!UPu7 zI;aCX2Tz!a{i1>}zqp62UDYo4u+T@P`E^CpO7Lg9`*L07FKN+)CLugslk%3uLYG{8 z_|B%4JpC($`JoOrUKaX;M>9!9PDQsDQlrBHN!Y!OD4(T?4xc^t{+{9ii?bkB41Ax} zY{FFMaw^a0`Rz0p=G}yQ;;B>^dx+$fOSIA0+aQ_6yqt>$E;&-gar`$HT^z2zCEmI~ zn13?d_1z+B`zX$;eia6K*r|Q)U*^V zjsN`w6Bi8hyD!=_@JO7@Utbf-kV-jfFvnI ziDmy&%{8VH)*+`%GSp=*Hc2cT(xvD?QV4Sp19hOutxsb*b6Z!a7j=8ff}x?V^MX+L z5xTI~(ZaE=I$PU^=Z2Q1?6cpU{RJ6hq5Oi{7FsT)>gZUV?ljmb)I8yz7@XhyWi}WG z)X0Nqsu`2cy|m%6?vzZ$u&twOz;Jn1v`!3P2$fI6uBo9Wp%N~ZIQF%(^SEZBnwYgk zd&}u!Ac^>4F4y(*d9Ix72;>cux4%H(apBTi>>GrI!gt+8lqH~B3pb2CITV7ak#pvm z4G)bY{f&`?nY~P;^JP|A@!!3Mg4XM&;kQB0%6!NyVC{Yo6U~D^?SK%J!l%$|I}&S$ zn@z3%V;3C0BYoC;me^iJ{5|c!R`k=17zrA^kJH=uKRSQ6^gC^grgwSRU5sa@wJGsU zYK0_;{cxp5JtMpWZ+jL?aesKEfRwyBFeQWYPPR{{2{G(fT3#i*$xVmkJSLqvh2UDh znP8l-B9^9H5>+jZX<#KH#y6U8EJNjd{4{mSK`OOy40DDe%~UwA(tr%4yJU%9b8wk0 z!IQ0a*a1M`4R`i%mAt{>H7nZ9W2n)QOHD#QmEyPNxb?}4eW#@RcxWvc=NP#yt_HNJ zqqjqRVMdUh;g8|bowsUc;%J47@$~ey+@GV#!|0@0M8x|w*AHN65o8n=flqbm(^!|x z7~+m^KK1!$4L_}9eYWIMrstLzI=O>G&xW*RbPmB`a57vHt+oCGgM7PhvV(0UX`wNn zwI8!gV7JCi@zYLwqpgK2%zlfQdPS+SF|&j>@VM9S8USn-t+(yChmo3LB&WH4Y`wI$ zQ$1$oJ2lT{oy&Mnx=@?DHOL~D(aNo@gkd0Zo>4Z3Xnu6GN<>YW>YB{}yG{CrkM2)k zbdcFSaV3ZGLKATLRAfl#th^;v5x~f_poZW94rx&neY<}j+i`Cz?i&Lwnw)sx{8Tv= zH`}PL`7WTl6ENyvaHQP8RSn8S@0Tqw`+RcxJvR=dTQCCH3Q)Q`9A$7L5(wJ85V+A2eq9ZB4R~1kmvwnL9rL-)>cvub?xJB`>cLCQknq_=8>f@rV z=%k%PSsNCNkNW*HF^I+77GqOU8F^GG3YzWC$8=Q$C|OEf*x8clTqbd?t<0AtMD1C)d=-=EaE3jER zWD`v=DM)^h9?UFMF=O477INot$PkUG&zkF}a$01@tcQA)iNPTsDt&ex37%Q{YN~lW zbz25SAv4t=@9fpPJlQJP>8Y;oe9vaGr~3?PAZUHoD32q{BqnF3>GbOEoKmikix_Do zj4m~A)i%>R)D_4PS2Z&Xrhv&oslR_gO)ro;eJX%0oy<1nVv7w#dfh9lIXF@rY{vQ&hL4?n6M^=U@c1_SV&Bg$BHc6BtHm1YknE={XGN40|@ ziRXqxuPojl-jD@R)~+(eCB(CC7A%ja8??k98!(h`jygID${|y}fjBFX0am>}LOxF% z6;~6P+&esFvm4xnTraz}5@CI$aDQ~Ekc)r;e@7((a3nO6N^m=(;llMgYC8&$uJ5e3i++DhlUxNFn*ouXFjVD&wELt)3JSA(&YlxeM;4DKk zEzIdm;ofXCb;I?32W-yk`e)#T^P6Y&;9{-gBY?B6WXFvUJ-cZMyCr`U$qbPSO`vP6 zfdz-{fXOpU;MyoggC8~7WfAp~iUWliH)a%}N-FavAr9f%Ydri9k+Xl&`xqF1pfqj@ zA}4PT=C-z-rjezDm3>=?A~zvbHgsPTaWQ&-YH~(kPJl7CRKO|(CUFDNV4EKIA-PKC z>kLz35-2iz_U*6xXaRto(=&*bim&$ut$}0()p7`yI_49-dqj+9JdKOY+&&zF#gyX? z+E=;|1So208GsA5caiErW66k)3QtMY3^{+SQ=yzD7O~|a4T<1_XV$R_kj6F${lJ|o zC4pWo6upawXLRr&;rtgvPjM1g2os=htE0oB8kMV5Y|P$#Is==25(qw(cJ1&zp60OO z$(qy#q^N`jfdW-}&{>ulSxhciSst{Px@FK~r}Oi&iNYBx}%#YZj)a^w%&GDbT4QLH!03X}7MNfVd;~s?+lGQ{C_Ovfuyqz}U3biFc zbv};`YFZ7wDP&Mmxid={q@soC(*2>ks;DJ|FI7taY=4vOPw+~_A5}6by zbn=u)DCt4|Jeg)NE32v%

    zy9pF5K6k|)lnKN4| zgWYhzA4(~;Dye>!q!~)taE6C88>V0#yfkhaYRPfFCBra6;bj*<9T3@{=@7zhEW6md z9Xhd}+@u<``+IzEc5ijF!fN_@`*gFKd3%f`b~EYMt~Jq~d`m%y18k|yuhy2STGX#J zG_!G)A_0fzJgWz)9KCe9OR!_evpW<4NV-oTMIFu>=R^0D_xPNa*t|X@ZykY zyT)&*Ex9Bg2B-pTDcTwZ;3 zN5hSHJjZrdA;fOWvMNiuPHaWHeI}c#!O^dAc?`~-wrpil)^t+OKhJULovf5-I!#^! z*3#O}SpHF9cK07#aZ~knW>`y6ALL&ccTtMjd>!;1Yj>R@p;QE@lkQ|+LriO-Vqz-CsGLC-P#n+#L~Ep_azQ4RF2ZRIDgU4jhm6T)9<)5wn`U)dz%>#Rr4db2kRQ2jKfuG_cSj|N0TGdQ`bhSayGZVug zxXZHg&jd!rtsg8Zl6&Q$c)}LbPYR;GJCe0gBFa1>1!0YI_cts6KlgV7cyydyb!Oa) z!i1O_yz~E5b{!TklMZAB^thbV4Hk&PR)!&E}Gox z7|ZyxJV!Zsp%y!tGJ*NIf`38fceFKQm3j20ybbn5MzXJ)lQK}Rs;zP}J1jcR-ns5y zq4p`}@L2n6cD29bP~%1&%J6YvUC%Mu%Iv$@hc^h>1}a}%hGDV;kvgy!$?fN|(_cjq zXiW|Y4ZBn@8?P9*)Pyl;#39I5n3#stS)Bg9-bum{ zk)4NG)EEsHYjmJ1PsAmk1fDK3f=qM0yy$OpkPt)V7`M!~vHFal+&MaurKY0K?sc8I zd;MCsbS-`*Nq9v-rNR8k3ZAnAP%L-43)BEazr9}X0$U^Pnp51}F09p$!yJ`wLyg|YJlP>|v~do7-N9uE3=xFNUjI)1FIPh^8Tz{4rBc z-!9pLLTnuKm2RAepXTx-A5od{v>chAHES2;&;$w6M2mmtLExEZE95iHv#wOsP(uJk z%e@Ti`vqXgEbZbUMQJA1L`FfjWn1PuM#%(-{uh-|md`ahz|&9jC`7s52oprJ?xEu0 zKa>b1!04I6&zH5{`stb&=BLyH3anXrLIAGwy(HVezW+=L+5=r{{8>id=}p_OM|?Ha zmb26p^35uKb{}78%h*>}qLVU+lXe(&jOsi2ETUlXmwFf|mxc!jL> zYx0Xwpqq7B*^M9W%+MF0f8&QcgnK@3CxcGYgSn=FyS7nq=D<4AH{A3inGK&xjSfho z#7W&r_;eL55m`0oCi_{B)3V=_uGSPi(yEpLpdkbR10)2@x*PJa8PccGV7$y>?Ts<7 z>k3z$S_3RkYD;?|C}qL#ulmK)b7RpclYVtRE=M~P?pB~09oCOYF4BhSMhV@|Q0OSn zd$P4WTwMCKiyx$V6ZdsQb?TiByL_I@#hy?6-yZ$n{yuCwFYwt>Q^$+E*cA6}?Wc4} z_ODnlgbL`s#KY|;TLMx1C6ljtzs-Cc^2WsZ=%j}u?>g*l*1mE%{`-$?>Y5Y&7JmDR z;(9K}S&TTDKJsU$M^r5#FONr*&2@dfz$0~FNJb-T)0$>%bxh|K5@B`tP+r6eZqv(O zj-^Xwhk}f~H#Q=v_b1O1!fJF%S(+`5R6xAErCu5?X6yb5oLJupN2a*_m5T!JBMMiFn9eB zTi|{ZT{jY$)CKnN{@dN(aE?p5a;<^`maZNWw{h^wzm;&vj``p(pVR0pujy!?;^QqT zi@F~tCL<0rRYP^EW1~k5P{wL!!|oqv?QmSdj9D3@g(Q{*y6^6V^8LLA|9flyH;xq@ zS`t8F(J}9Y_F_7$-N@S?jnD#+EKbeCLerF{(3+9QE*9vgd7UOkqyqKqm`==NTFFKX zF&?e30yKtnp@_<|APeli(<2ruz!JYj-GPo|0&CkLJi-5Wbm_4(?^uqmTk{aoXoU^h zVN}O%Z$W8W4TpiHY0f%pTK(_J#`UX+Ofky>hxkdJz!imcp$Vd4MGi^GhzUH*#yM)W zp8%+de1Iy{-m~Q3GoUER%fz#{Z{?Vrh{?t~^Ec8*7^C9m;MH!)0eJ6siCj??pd`-M zdP(bk8e6f9a_eU6iWW8YfY{32bkP?EKP9VX?*OW2bz!AlVwB`p+Cp-?1E5+d7!q)c z^Hq*kifBC?rOFx=upNj& zY(9dy+I-SPk@FJB*x%K9)Kzp-8o5|iL6Ye}*RrVwys2C>78=}OOTbcire~L;*){1+ zfx>ac?hE)%t!F^E=PICliLez)Z6$PJO<%x2m3Bdu&fc(#R$RJrmAcI5HLi1p&&GnC z>wPeB{!<}QUr^fau1X_LkAsk0@lJ%@Zd#eUN~Igo;~ z?K`Va#+a5j`N7XM9<)pr88vRpeb1=`ap@?}Vkup$2g@r=%2q2`$vAS4+KS8_( z6W6*I8H{%@_2$t3hXt^|_NJUIg?SXd!T`Y37^1Xh$%kJ=7Da(RZ3m#Z!u?K z>?I@^C+0@^RMVWIi7uwi&X)BZd!)v;@$Yi!A>v(tLrg6h*Ah+r`W+ig*RdzGkxpyb zz}xPx3$WlXWp4^*U1eaV>qL;WsI7%JHVnL?IHXURl!C;hxG^M2D#<}SsD#zaQd$9U zP4@aePGV${I_mhUWFxOTl{4b7NQV2OR)kmf~Mu#;jDhI1)aoPkf5n z@;achPe;=5gy91wRuB_*a6W0kN_luW?1t2V-negP7MKQzp5-bFz@~`RAwz-$!|qCE zqK-LrvGUz;X%fqECkwFx$|xraOALeuTlQv1Q#d-21}PN3{s1&tjVN>zcX&INkpxvW z+5(53w5#OHWO(>rX7g<$~Ib_ z`_#rjo)jtbq^f1O(dfwHf?=DUL$!jY#{T#sXyAIy|_xCa8YgysoAwTgu{_HP=Mc*F- zNVmO>;^2s+N<=KHozR1@9x``sYl*(A!B_07(ad5o+ z7x3gPN6h9@v3Xjt6F7_*<>o?aSxKtZ0j{QV@vgtA1CbvCaZfH*+{J>Cs>C_sE)-v8 zpno;iH37nmix=%$geHxDBs)3kjbX(RV{%&aC2sZay*%GVS6AE1#7~mukdjw>u6%7u zxoRFjW@ltG(zlpbSh}8?&ZnwVFz4V-BK)<(H-k?dh~m-&kHW4N;PFEk9^%HZWWCY( z@v;c%LuEdfP8FxXKyk#{H$`o`c!q#0mLYSo_=O~KSO4d9|L4?tpF@a=*h;hcjtNVQ zO#&l8`VyaOOyh=l%Bl1M&4h&*jYFVKf9UP+^`1UzCo;3Sj^+N}jUGIqwI=Gjqxwd2 zee_tkZ##5guwTQ225Gnxk5rN#>3n|MYW_k3D{$z|b{@?>c9C!6D2>=<_Nj~0cih(- z5u*sPDd^CA`>uEtQ5bF;5`asDpW@uaVKeXl5Xb=}r%OU8Rn8S0;&dNmd)kvVWfx{% zx31u!Ts>4254oXKMC~8!@M1wGbz7jp3jlH{v#^wD4W)<4RcE-7&osG{ueE+-?=MR| z_rL}l6HQUkEMI&yh_&wCI^ps9j?T|M+I-nKN3Q9$`5`-!g>{+T*znW?G5I`IP((oF zXM|JA>J`^Cqucmrv8U^c_AT=_4qrAl(E+(Ih?vSR8$;8l!d4+Y632(LaO)K$;&F6z z)Mv4#l6o_3v#b#iPH6)#3!8^E=?B4NY(Z)rp|U02AoIwYfFd%?)}S)V+ViDjArZKy9I|vEBu-=5p_MkzS(!v z&&^@q~xIB2ABTlHf5Cfz?VqOF{<~pC@M+szXDQ zM{UHj&o{K__J6yEcgPYDxk3(0FzrYC9N?&oA;ogmIV5Xf5*+t0M-zk~>(YMZu=EPt zCYU2vB4`bRs*ET3zQF`awU)ud42FRcASWz%O};9Wz19?XHV4L(dO!l+_0e z?ogQeR*_F%r6RijarfA)am)%?&+m8Q+A)MFuo!d!XkZRD2A_YKGhdd!^vd%{eH$y_ z&ti|Mt^b0Dzcg*svvKJjC&J@x;|cPKiIrbNrk_Gv3-*h2)R;3HKteU?xbcEv8O{)c z7!`fO1O*0=g~3l|6UAf%s5L`?pNkTPGd2naAlHhb2w|;0$sljIOI?Riefa2CI09{PpXbY&y%k0mJI7+K0l^iytu2vA3{N*p1}M&Ssl`S{afZ`lc-zU z*tnz1$HT+D=m!+MB51Ls)jTeS(-9K$^A*_NEp=FA`z&FyF|imWTm0))4Cyj1_7N)mSntYr!G zWGR8WqMSyCbGYt{OP`SW`Bl+CB0y69o?=B>>@>58pDBvnjI9I*$j&dz6kZ_Ts*akq zRa4yp;wF#<$blVck!9py%)R{Th5L+lJY62_x8huO#4%O(z>q1Ear? z(N~Hl2?(6QPR_MzcC5ax*5BuHY%#TZ9+3`1IbKC2or%_%uf;7`+i8ZbBK>pxxO%9? z9>QCW3w~b=0a5-y;uBsRXPJz+Ma)B51@smWO`1h9N|-JpF?yhv?wT=a#{!F_$i@E# z-(R98-ZA8B+;Pt5@Qxf);-rY#sB~%`34qP>K^FQdDD>aOe~04V9r*C$w%E30vxayH zV4SoBn7~j7j3YK@1tuf*nOR7>VUw1b1KCOy(wTRI*yd?^#8gtQ*8x&eKQYuXJE}ra z!$IU!H^edNB&tF-XOhpTGe^f)7c*beG7k!4^2$@fK;0CABK2yzkrP+`?i4+bD46Z9 z>nbqPtlKCoTlHpGyU6rzZR<+aw>s)Oz{$?VF&L7pPoWQ3hAGAcK|;WWtczuk z)TT44H5CZeG++thahkq9atv+2vxpqDfj%jOnuZY|K@-qYQ^3m7Uua{B;()e|7rsS` zN5Fu`jN>D9S5DPmojE+cuX$=iCmTKQI^Y+& zlo5NGeJ_|oAAf;B6(8FD|FnN%3UGNpTloLI%jd=|!<}C$Ev3ba$0~q@fPzBh@+Xw! zcyDm$FA=2xs;S5XlxBl51XXidBSSKv?f^?3TV6RNmB$&_4Z6*xi^p*%S|OdFy`UsB z53BOV#-Fx3ueM(V06p9L6`fQw4m6|j?Q4gJso)_Lgj5Z-IQia|k|gR+Od$ ziUrZ1L)2o8ae_TGGf|Y3R5&4~Zs!ikbiAJ~ ziyS~S{vyX6wP+5=C4Qidnv|W*QRS>WUh?Up<|6`%vgKUX^pNgv3t}O_8H1Bp5UeyZ-d_%iiP+6X67C?znyGmaQisN&!%E0&xrO?`>jId<>r4<%L%^kYe;5!ONC;yZpPq- z=<7AGtk7X>m`}>#SD!n;<`LpWl>3u=9f_4)%WZI|Xc_Vx7pL^f(@k4W*{qxN5^jOd z6{LUjrRHPf8TQh2T+-Yw9($w3^i+=k#<8EPjJy5uAd-h{sx-Ar#n#HsQ{Wm>wf`!x zY2JE2LDIwWK)g7Wg|(Hu}gWhQU^SB`~f6e)M6BI{Jxy_yt`-u&os9kgjz_8WSMRvcvp^4JehYGuy@0>zecb zk-z@m@Y%?Jm{S?5OksV?u32*2XjWzfx^aVR98U+;)zuE)`ej_#m|+O@PtGV{7aqAZ`bjpFYAU6^3>h&||Zt7F*0a!)&pP1$poO2_DAeQ>` zhJCpo>*y=h3G9neL!-*&U7*&^9*AeG2i;5P&+dAD&YKa}3IQoAZ}wSo^8WVIowMlg zV~g-#aX2W8@||hZI!|+P31s$k%!^!b-w~nGFKe;GCO;z_IayFOeZKD!B7&Ns{7JB54GY1TgBF?=xQ2-lv~|;}zxyS|N@Y!M^v|9CA@|`B74$rw`MC;9&8)F#?CoLU z+o-|V6gg_+*wVYjaHuehPVV>xf%u_8Gr5B7kBO(A;p*iKt8JYCSvQ$pHfpO)YM zGAiDV0=q*Fd7QxlnBCn-(AIMyM;W@w=%j*>VW)4T_{NprWB2<-6?)v2j{nXfS11(@~Z!24;fT7vQY}sz&uyiL^xpaX)<>%wMJGM8tFme-a9WTc7 zI4V;;WL~b$cIXzW-E1KHp_sZARzu^Einy^ZB*IWk=Acfsrs0f67QLe5@Swo(D;>#{ zv+R%G8B_DM1m)6K5}!zN_s=O7X&meAtsYwBryF>5EStO z#I~Yfh%OhG=e-}xHv+lA*Y{rcqd2&a3K#`Bx`Q^)y83)Cp(*)?esFwb4T~vk)N4I~ zip7)0$sdKs8J-)v_wJNjNh*;gaO7b4(zU2e|6}&pP+!-n{S+dgkqYt%a%jyaj-5HUX@l7HA8`J6S|Kct# zr2SJ4VG5!&E3zg5{fhm)=zfx`o662bKSm?M#9%5xj%`ggiZuiR7J%pe~BIeqlZd-5scKp;hdU7+ZqwrnF z?=4%$|IZ7zipbp%zVYiGib;+Th~_^3(s}Nz-TT5RiM`2Jo^7{tKe}_qR#u`~Qw>+- z%YWY^T`AId_~_{ph@Tg(!=5BF;X`LiZd>M)si%wlRy`#~{(T&hJNZDawW z$)pG*1Y_FyE8qVwB*(W`sZsva8%O6E`P5}NRY!1_+p8kd5INs3u8^qylDa|XhvKp8 zkEsczw)-hSvfqeWI2y57j>U3CORFK?zrMAeCfJZ>kbF~q!%?lUtpSJfL=F1}#HOgx7;a=M)dW?BGJ zSaE*2?*DN==+yf!y1-=|;w3^_bRkg-E+v!>BQ>U^D_8ak5;6<@{m_l8gWmIJ|KFdh zLMsO|K~TaO?&g!V{!bB=+GryFrost9t=C3|;`VUMLA#ceIAH8ycg+wkj%cYA@!F8P z9s|d?L<4&d{R^k^XqsRBsdg+?=fB6~oZLN%pKoNy9c!Fp(*BgkljjMjuIWN9KV3sU z&~)X2)03nEZl|-6jidUGDYHF|y^y{%lp(`F+AK<5d<3^jBy$p%9tk#)9|kUfipU(*gvVR$Hgn_to+mtD0J0dz zufQc-DB4J|!ZpMWPVisGx{%Do1%HTGhSZE=yuyM&h7Bp@{{xkl^*ub8a^ z8jN$fyQ_qJ~%np~9jF5a}g#R~)=J^k2J5$sIVu5apEGt$>JGBL^_ zU?mmi5L7!$f4;2MHCN)0O{hOvIZ6ut^~4Z&hxw<_UjL5#rgz7IEz9rk>XiqvVYlp% zwJwKE`5S~Mn!WeC^S=+48`ke%Ub=EM1Se!BnTv2}iPjPA2EXNf_5I&-{=eBr=kqW9 zUGfbiLb`t;bow1jfhQ#D(J~yx963pweh11uH72a$Kd-;U-v0yz?a~Y6bpm0{q&P)> zTnQKGrc;4-!^-_(un+>6;IET>{QLMo0=+S3?)t=Nzh!E_{BhKlx?Kx+lkYQe&|5uC zTgrY`h<Xyq)%nbXB;4<%g(P7!a zHjq#+p=XQSW5J9Q3+~&TJL&Dla!UB$l>bAYQ9p=F@;EvN4gr8_VXknox3`z=-243f z$`=C$Ne0&-8#9ZV;c@fI51%ejXfR}kVqx?sg#Utc>h)FFWCkmDe?tJd{9|G2N37wy zKg+PtUFCejQgYB^@IByDdGjvKP!9dxzHhEk(+>l3pozhjWyzok5)LsF$j}$4)B_PAAm0e~*2Dgp#p9>HrfW1}KTCc5jyU(73O44$zi^C$ zB&Y**hE!rqy8Vqy&*phYH6bx%KV(3JUh)`o6xlfyB{5&B(!KW@KmZl9b(S7BPCqlryq=+&i7 zpUv}|GY5zqzh6FUS~PLrk{9IRTFU=y!a_@gu9GGh5M6zsW}y%aBesbh*n=$l=FXUs zpj=PL=jC#|zOrJ|o`2>Zv7U-3K;=9nUEJE?{&0K99Bb|UcVX1RjawtR^|fF$O0ggG zo$QY~IzKR{P?rt&+leX*4Ay`>ye*W{hpdudRjJtD;)s-01KYMMQ=CSpnE!i#|9u|V z9e46cP-rAg9dkZ*Wm8KT?6D+ z_WkxfXRZ5G&$GsyWAxE`Yk#YB^(wxPdFbm~9X?`GEl*AlGe?^Qt5*b>+cc(~9zF|$ zlaqJ0FN@SGz~E@~q`i9>&G;PrNCI1E345?7m-7*H3kNO62Ki&{rQY}d>UFgr{d=C8 zP%B1E-E^u|;FXjiTOf$B%2XX?Ql4h@ESSDzRNDdH3$6?MSh{l-ebikC3#dBy@rR{d zcFQzx9BNb*+6)YLAhbMk4GDYd>4)YUBO|Jh-;AVjD6M5$J-ETmNR*+5!@b!4ktV!!Y`qz$UAG_Le2a` za=~&xnBRlv2HqLJpad=ZxKgYG{_81t&i{Qau$}DlDD@{_ED;b|2Jaqs2cyn>Zb<%K zlh|sNC8sbaBf22wv%sbD0zPMN6M+Kw!0>xst&r&k!#@WUWM5Eg`(c{buQpHZwpzOR zm+0Q#zL+Ur2e7s19|L7h2b9*(v<3txelUEPCsGU_F24NuBnz%*>Qk0-B{d>ReD`10 zZiJW%nHB`Ny`19i4i&O9c-T3V_mEpTAQ3RhE38z}3_}=#V6$`z+hAq->o_$u36XfC)f^G^}L@&W^WXz#-;LK!4QaNJRat0#$A3Tj+KEAo8*ctOCT4A=UIM#p~<%3RKKN@q!5<@bzdsUK2kqqa;06yd=vgqY|@B} zN`$t<7kUzBP)ze&(kHT@@ABVe)Ozs0GDGA`rk#i;YZrC5_tg-cGbJpPIo1wlp^1&O zA|L=u*j4p-04AGQJ{~(+kpF&k7=+dP-EsLN96pX643R_M*G4Fp5K|@+-2ixW%b$TWSi#94Pq~in>whgK@~+htnxSe)&<$A>~7dBlhbSp z2@BL|`K3%;?fZq=YwsRAA1I=u;SiRg5z~51Cd^F&7aq~qWfnL_Tux1-v@d~n&@%Qc z%E`)VMpDWPR-0QZX=y;;*C$AEKhB;(Y&rg(lKRzvI`0u;zpeW|_Kyz!F98dMdeSN? z&Dh`TAr$$71`XD`32sC75-PvxJ?xX0#%IY>8dy&)rBPz;-~&jl=rCh+DP3R*>yzl6 z91fsC*VWQ&cXUb?OJzeq1@L=2T7xL1xCgxj3<_|YIsr9tb=vq9YSzghs*ST?p=AWL zP$EW5{=5%EwU1JW&?Ud^WXcd1iy6oIT*13dy8C|r)zX4Mry*CEMB_e?I2&%*qOi0) z1d08$8-=4;h(jr!cJcar3)LZ$%9PFT^HO2(c4F}N-XLgElUK@ie=M2dXZQO{tnVEK zw+AFwO5gLCsvm@Cd43S{XF$hv^#cJX%x!_vk|0qQR5EO;zZ1X{+VYf!v8wW0hOKj7 zuKv#rlWt655L7E{kAV@|ug3e$XXNoqKgWyZT1*KNNaJ%xHvV#Zm7%zgbQJfqYuDMs z%lW(H7ko1I3H`F?U=-E4aTMtTV|N?$6b;s#e*Tm)gwf(KVaKb!FxO1A&q`J*w)NY7 z|Nj$u_utNGo71UB25}ry4~zsqJ7xSZR!I7nV)6R47t2+=oe2?S{nO6E)4;C#dx!UU zLwJf>@}q$h^%m0*3w1ZI^Wi72T=av&D$n|;AzaoH%s;tSU!RQ9+s}I=AaIB zS{G2OIlmE+ISsD=mcN}GeIo&3R!yT+MgNgA*+<+y-yJV5NBwG5#t`gG=-GQ^EZkO3 zH49{uI*zFPb~$8nC7O-@1=;^EddurZut)xpp5>W3WYi(;J+ufr?RQ~FDmsLn@DI3s zbHj>$F-nt5c~-*rCFCHF%k&j8HHMqTXg49E{t-KUvOP~T|K??uVeok2CHR|(QAbuq zb0}^6d%KS-i&c~7q$`A&cuw8k`9Qja9M2=D3B$~wuV?d>vHELuR`xGqh3`+aBP9_)+fClad>nt}WB&QgclgV1A zudCd-{Pplx5}H%o>58IO_<~}XLpE#cs#7J@PALC)xBwLZjng8(jq`V)PG*fdiZK^|EFb8ZY$RqQ!8aDUVRL#cZ^J+M2Ln2-_%VasW{tN^hLml z9`#s}nJO~{t*EQ3ZwvO2%|^=myLxL4!~Lq#Gk#jt--NWCNq44DH*_OE!9)3#ChjTV z>JIfu`fC9-eJKG{{IpadH*;fsEA=u#x^~9KCnGyt4}1pzu6N4khY`uS%ef|*Df01% z>rrhE(V#{EuycD+tRKRN-BreF#rOFWEm5{TO?`p9byNI>m;Di+#-sN?A7xvdFRm&L zyWS*@@ES9!^g4Z=ZJM{AUYbAn&!mIzEyQ9SFw^5u*=$-|Y`6)*vrWF!LTW9V36U_= zTC$ICr2Q-KcR>=g32c{3zy6B*?BC$uK{Y3=Ndx7-rN#>e(tVoF$Fj1npI|i@sRbsi z890DgA^gyETCCx3CqZZe9St=tLsPUW2qordM20m<46VvY%S*&}t65?ayw&Pe(b3V6 z60x?9m54V}5rq+tiFhi>#1`W-Rvfa4ErNkv0Wj1sa#s-4@0EKtGxDDu0Z5N0V1v)G zc@NZXQ>aaSfG(RN#m2_=k3f$=;_V1w7Rjg2r-A_N2&yK;KW`6u+*L6GGjnr~`nhTV zll_5hSlwj`)0c#3%=8mDP}twn$@BP#z8YCkVQ>kz7`EC2`*>7Cp_3_nrV?ewq^d`d zoGU6$bF*|#9#%3yE}ov&))@=Q0Hq#+jf=c#sSoEu-8!^X3y|3=aamHt2ul`c_x#=^ zmIw?*ztWyJcWQZDUn|s!E4+&icj1h@yFUA6o9=s%qA7S=(`r;`=d$yWxR*O_6Jk+``ReyPu8K5n*X;L5_u%SrwEi8< ze-38K2>q&=tjV!UFiV*|2{m~dBD&U~^as#_7n0For+^Yn-jb;nKNEL$*el1_WKF0WLp(+e&>hi_>3C;e}|NGcL69FZJLzjsVLh1<;8&hR}YlY#b ztc$hh0OS7nopoxZnht({&rYW~$_TqSL9!I|M@JkWnQRKB>TZh@@c-(wqi`VO2lMlQ zaIG$tkz!O5MhcG+8b*liQSmnE_Uhf0S8Fz`@}#6Kze2(FGB13!RzWmtSs`nJTj4T% z8Dp*TBSkfvvG6N5DSs|8GY_4FhM~9k3u^gsK)eJvYq*D?uaeX#h;yfF{NTj*L#*!Q zsovrSas{H0WamtO4Mm3e#lb>yVl1r`7;(Szamzd!b1!NV3^$AV=7nax2X8${cb z{vG&2uj@fv2(AABQn|r>%Z5R#fw_&K$$5fEav%NyG$71PTqfOZluQvtO~X<0iIIcf zY#knJFU^_#I~oe`&~g$TxPw3ragRQBvA>H~f&_9o9K^X2F2@VWj$AJ_da3A@eR)e4 z)Qq7M)0~;-lao^mHh-jQU#|wk4sopyq|<{KB0l9zyYal4S2XHC0zQ+iQuNfN&Bz1l zHS2kPJNi;(qqx(H9oY_Nh8kJi!a7HhS+<>reM6$4M-9S4mf)i+v?pokhj|Mi}cI1v)o8;&0 z^TOQC)C4satzR5+HaAu4Za|`21o$|R)pYdr=~I5JUf^;+`&PtJu=W~SmqU2EydYk^ zhDo&F#g;)0RLO_G>w7?1HO30Rpb+xGjr&3-Ew1R1t*4cBF>d?0BH%$<(KTVQ>Hl0s zK!A<}sgADv-qIhwI{AFj?Ga2Ig*vwj27~91jP_n$gh!d#Oa?!{GBNE2MoAcm!n*H( z>yTF@NacqUt8gi1)UnAH)+43zmqS0lq`v18O9V0qD&88mrtm&m2w;i1!g@?R^bD?u8iJEfmA zxh4GTaCRryU2jG)xM`;_sBgzR{z$GhgEn?(R3a<^>)EK|qz{QAE(d0o{4j)tG&ZvE zEhfp)p?9$@;9(nw0mZp^Jr6HMeGYNSrj+>%`*W~wvjxlUTDEU#=BZ0qHdFiFjg(a+ zpChkezjyu`1%c4z&BA$i$E|NCe=Ne|*-Gp2anah!7|n(@)r@e5=i4ST@Mf%K9}#EM zp5{5HYN2s38Hp034G3yY|1d>NFGoO=Blr*h2C{##c8<_v5hE>yj^iM69-702+AeO(E8_QVpFFhe!JC zBF+SOiIaJU8Y(!{Aar;1d8B~hNo-yR*C#|@&M2I;VKMVSJ=QSY+)1abKuAiOumhBz ziIZtORZ6FCzC(5WXLdBV^`S#z2_<MfK8^tj`| zgD09G`>=V&)(;q{noTw=C{N9Bp?!$YNW(wzL`-0NVc(B?i8Xy~4VV1b{pJQ*0bao2 z$l46#|NGm6e2G1i=p%qsOg_x``BUE)y{!(K2asI^u6_B+skfvhZ9x$>QX$>ugiE(; z9in9&>PRdLyXLq0^c(|k+qgnwe1udxab#a+6V=ygzktuZsqk=;1p2K)sp%F>)gX`LRQ1q#2Ps4EN`j z!%=9bF~5Pd^n!Gic2%u`y&|D2&xU$^WA|3c)UUfw#N1DSzwS`o$PFm0RYc(U zhiO_hRXH`4Hyx2dn=L6=c7q8bQB;DVD&RsWKrVbObg2Ti_M_3d%eG{9-0424<1;y6 z>Y?@ks8qLnjAOZR@k!fGyPg9z5Vp}qXgA;S&8T`~%I>F~!}(dAA;`Mi_5C${Wrc34 zYNDPA1eE+eI-=gK+R)gpq6VJYIh%)F9Hyf;dMn~HWNsHmjn(a1A_;GU^K^wmZ}5|^U{%_-jP|JN6|&I+To532b(lJ@!XExsv#XCs5$6b(A}(;<0b#OP+% zhtqkrDT#=lP)dy5QtH#VqXU1d;O_LSNJN2a|PR?(U#k|nH z8tN%A$cOz8O*?UoY3u0Z>SakKrPj#KY>vzigIYySp3SPJrGT&tbOvufzg!AdEu*q) z!g-U*fTYnB5z^Ir!4v+(a;00gQ^3h4_J6*hk9;r?Lh*IuGNP8GEP8kHDM!Y)_nMNr zuc)N>#fUji#BzP@EoM%U5)M1HXMLmOc^<#`;?sd3ZzEZN3eu@M@!||>OiHb5{F}o} ziE!-G#!l(+Xn`6A`n|Rw6oS8Wteq~VfnSBj$E8eRIua;h}lGEGB0sv>l0tBY?B`m5afQ%ZE-xtjzM!{pGC zF6;`ot=&N6DU_1#RZZsvvsk+!S6gxhGbDAX)lHw?Y*#{W~X{M$8s!URKGbP2pVFA4)X zuA8P#eJd8o`GGu@cc?L&csf^05!+5k0l%GLagJz_!vWd96UvMKOjlOsXBhRe-(VSy zoc;KT#)zuZcaI$K`XgM-cy9vZz2#r1)@M`x89T6OKh@!+FEFee6`ZN8yG0ZDf${cV^QMx^?yK^-Tdf)uTf##Rn^c zgJtPuyM{A>2c9fjW%`visl35Kohq!;M(JYh!(3!UOoSLyv!nM-CP1BXPXDD$R#2?K zbCGtLa~+ieR!8l8eWJFDbn#6?z+-Gy&iYe$N%A8zmK9rkazQ6np*I?`L`DRtuB#H9 zMVca#eMn8FG?z+E1yf{w2kgS2O$bUP*R;p0N`1PmiRB|}ca5eXu>+O_o!Gbgi7eKKEQ z6qS`O6Sc~{bd`EJ8X+T_GsXv)wEae|m>%f$0>E0H-+lf)ZbG^$Cmu>r!zKew^b@2H&!13a5z z&>zf780BL3Yp8v`gATkFsxzm|G(kWLmFAxsodZd;*A}Vv{-$Y}AGaK$@z&%yuab!%xGaeUC-Er=V z9>*yX_C7vu5Y_wSKY@$erbn2DU$t@!rHWc2xrKQakK4t+C^6@0zUGdO%6j&*Nxq^= zA9p+jPf1n@k1Sz&Q|BwEV5PV(PCW#isxhMlsA5bkxFd+a(-~dI@;x3m+zk96G+ccz zJ2y8sCnpR9Mq=hEirO|0U56}=zWz811HiAYm6N8`Y~sx}=$!-2%jI*lHpMpKYT(3z z>w~t=n%C(m&>``lm~FhY1n024pDd@_mnGoJc}A*w-m31-)w*2&XKHEb>C6Bm%&XH~ zHr!k=`Q;b;^ztx?p1z*mKLN|%t1u1e!MPQ-Bj1~5fq!|oarj<-g5F$=2^@Ir;P`G@A`E(FQ@OWb_F#ij$fGAFWxBTPNac$0)E6g-K&RjExGD@@bo5 zo5kBks7tWTe@A8bu0|^-O?)ngrWqP1gHCY#@i8=ulX;gk(F8+ip@4eN(y}Kb?=Ee= zf2hD+s!!9&)|Y}>HL=pWQrk7s>I1%711cBa%?|~Jd5|k(TW7o|phlI>+Bod@e9d~! zvq|<$K6{&0$I?#wunZGq|CNC3zf8W`=26h}Ci3;9I%71>!z-<#N)YS#ozYi{?v;M}c$C)Ck#iaP+ zR5FUrWFe6+c&?>A9-kbXa4NXv&TH$790ZWa-!3|Ml?FFX*f}&;>#m%*geF`2SULIH zS8LLv@qFnEbi3*rCHuCoo236!l`>5?LJ_tqWsuaLclDSq2wEarHkpCM=k6N9^Sog2 zd)itu@VkXrQbM_N1l-B~RJCX*undc!2hOthOleN*RI36H z_un2j|E^5GpYFv9>~O{m5trn9?8i$?=L*F7oEt^aFioJcjpXs)zu4b;#^KSCPmUI5 zF`bm>W#+A$lNJHr`!gCwYgb`cfSjswxzW4OhZRUD5!RoRDkO;~b4k}&gbLM&qc9>_ zd{)^_PhuCaP?gf1$W{qMSU%9v7oQ6!I<&?19NZeFFGZEeHPz(#8`@SB};eItRv+@w*ewCIOC zPPYd5g^x{{o>;_TQLP9H} zu@IMl@_mjd2c}%JN};r$Ku-dVI=4Erb#8fkI5L_9MJiA{H-*h&`Uo$Mu~SNZE0BEC zv=Z-L3kUBuzCWr7Q0-4mU;kH<#40DWN3J1YHj*O5k`ZQWb5^;3cV0oP z!^Ko!Mag=3pTLpPI@m`n^f#Ah#AKp0lUqCmwC05SI{36K$^6 zx{1`{Fz2&`&hiJY$>?lRvW@(>+@xV@K2U0Xs31-&fFH2=^eoahKMlj%G`e%N6Z6;M z?}GzGv-X_H``88>zc(P0Vq9mAhH^ZjFsqk~1dlV!%-N@z6sLvB?h7wv94DKFNXV7C z{5r&&&@x~vJUwHhovv8Ts*=SsW<=wDly(4_06LAJWFVvQDpoC#X+XpoZmD~cu14C- zy;+0T@)Ny_^&w!!L`KTSs`H_flZ(cR%;b~1v9X)oxrsa3FLX^4xSBscA=tUL;2+VW zNAVgQHDDGb?j;qXfq833wyB<|5q@mHFi>wOuOvOa;IUC`Z8=;Gg5fuZ_D1~iu}h4; z;#0pVhI_s3mvDf8*@;m;h+F?j$>a_Mvs60 z_NUo9v5I>+;>p} zy=|ovH1-8mgI2~EI~wgcF;>L~@^S0PBKKow?W$_~;DyPbn?I6Ii2?}8;=VAY`gT2& z#=9R|lo3~cGKc{ZX9%KuB5Gm_1aqGS%UH&V(f<(4y-U1!7T3(G;pd|iAK6Hj2q2f* z6WFQUI623ok-I7me4B=h^j&islcjuGjj6#>2`2(c(_Ph`&&LYqt(%fiw;y@ z<@-~Q{=Oo)3^fb94416jI04V~n-Za-XWpIhYH>%45UTCELs^+ot%c*g8?+)X@)qXz zgfPW#G!B>ty}yQ7biFJwd=ldM=I@V_dt zWn`rkvhD>knrU;$M~*0qr_0QluBYe_5sQme%)<|b>4q}IviVlHwKCkB5wwO*;;~l| zL`RDi1}jfIWA2|O4pv48YQs<+*+i?(B*H}Z`~W3Jh{ zD=BD8K2&!Qsz4;_)4W|fb*{wx$_;}7*%4cTjIexf?n;JESQzdq`(_ym*)0M5G_+D9 z9Y!iKANL)RIvp!eGi0g6zq=bAD|Cqy3Y;sABw>dk^aIlgey1zHR+}=VVKA|%P>^Hk z$3j5|N^m5dflMP9QQEUngUeS=I3B}k!!J=maPi|J(`zW+9(+%lEM#*%vL-+4yK0+j zTj%Y+o12%UrdUG~tp2nURy{Bg;c{`)7!YDfN7oN^BdCsJPYqKtxd$8t^Q?*Vf8*3> zo0xS-nmozuP721UhWLw zu!B5Z=*IAInd2}Lg0e$1IJv9~u*-i^D{&nQ!;-Dqqlrk?VJSV4jx5v4MxL8|P><)O z{*=T>#*ZdUdT3>&Y`X-k1zR1AOPdeTsk5wNMuj&!=BA8H*6)+GC=T;dg1T$^Z1z|Tpap4dcA5Z+_rxBO$2)p268Uo5@QIy!*$ ze^~%%Ejf-iX+KDy6ket8gTtNG@X}=_lgL_yoMn0zQDIEqZvc*gcGd>B1 z-rn8NRwp{JTPFBbfo1fr&qd5Ye`<)(VxeO*NAC z7AldV6-V~;*Vflx=X2jhp^(58MkU1FSG^=}za_Hl>+0(IN`OBIZU>*zb+v`AYF3|g zByHV;F21j3zrC3kjvCR3H;*M-SD`M|eNcR25J|e!?V2M=X**wEU7b3pIAv_g%1MXB zt~!}hZ(Z8$I|nD&)cM!VGu1XEK>98pnpGI$8Gk_wM5kQJi(|9^PHDmzOV65hP;fLr zFH*~KQZua=i3*3MC-o{S^NfFVwfP5kr8&auaZ83=Oq|2?rKX*;z9uE0A=k>ohgib( z%jnXDk0A26JvrP?1j-v97lg^ZV_qXR$=WgPYhm%Ym zm6b4A)Nj?jh;1&!B%omH`VQFfdFOdg(LeA#)i98~b8O9zVbENuKRP`{)l?7;Jm}b85b|bk-7s+TO{?+P*piYjtvnKVWyP1!@It=@LVugH?|K*G{k431|fQJjtCD z*5JZ)z{M#>R!CumsO{PM#S@|2{J0*%!3s;I*EpaSs#Hw|0)LKJ;+P;?w3D481kD%4 zN!Cauuvij;Uh!9R8TnXU@nVkS+7s(v>p!$BnS}yvBRo7K3mKiMXHS5K{e5zW;bY}L zU#U6ReCfbjXGpm!ND^aCZQnWeN{Ia2XEizUM>H_GkmMS;eeR#Kw+1r^`~aMNX+w;k zq*CWV4Fmz*>b1gc-$wDLS*&e?XJwCB6#XKG?yMzq-nvyx;EA=8xY{UX(2jKFGPc6vM3)>+@rx4LNY6X_t-bY zD}VnC%fDz|cQqByhI`rlmwyNPdc>)VmeSkRHKpG+4LFJ1Nycnoe8?X5mE~_X@c>Gn z>NXiEZLfVjG|L{&{8=G`+~xUWvuo3q*CqWs?`n>=zP5I`21DiKKK@EZX67OLxKQk} z(*QIisMU2_Izi!T7UO_0`gx~my)8~5dJrXm2uGVyL4&IcES5*X_OT+#Jn3q+@D8#Gr z2}MiMBG3C2sZ{bY(f&B*5YB`p#z7vxT1y?QuQBTIi+9`;MTZN1h&;uZ04ZR)@lYdC zj%dgKb9zw*tI8l_W)?9d;3se*{tHWLajkaSc_*2~e2waSj5uZ$fbDxkg+ch}U4Npu z#2;B;r5D*+pi3rB5HTd~#0E`*GY zt6b|^Tbo-W_8^jUzQ!769-e7^pg+Ygcd+A!IL^SJ+vYT)L^hQL&no3A!7+gf? z3=Ji!nrqp}k-*9PkhuhyLe$?km)|F2!zoL%zPWk&l!;iC-O<6FC>SLb_jY`Ha_DNR z=qqrU$DU*Fs+H{LXfY*%%CxgfF$NcEb?~^{{ma4I+ve)a`;`L+VxS-x{IsNa1Bvru{1c($Lnd|VB${!GuW1*)8mtLv+a+aA(Omm|-%U^{M%LJo= zc4YDZ#%2QxHfTWV(V^(P*2Pjyu}Sw=EYtM{6I6xJQVSF=y`n(nU!^~ZZ<*YR3HlGa zoEqq*3nRoS3Tf$`u&G#KFk|BEnYgSe71_q6I9Y|$Nu1L|k?I1oWGJyQEXldX7m56A zXW8W#a?RLZq*KN9jOsoQF7H3NMR3g9#hV<}!U$LP6U}?35(Vs0#ECHtr$%wAUz^r* z{2Ti3pb&cct9dWG+myoO3RaWH-Nl<65YyNRk~J8{W>CJ(77M>(5s_r@Xgk~T(w|UF zTDCSu&*2rd7VbS~W!nU|ELu07`~!4+>g9NZP?eE5-y!BZzpba2Z)vzEc@`OILYzhE zqpt#{VA~if&(Ecrbwdd~8(BVy<2q1Kyr6?IRVIOC23b4%v#M%42U`wJ;#Sb%ubZ2R zU+nV=GcY(hs7AIOo=)cSq@aUiPdoc2`6Jhsh&QvqE~Q?}jOY*@vfysj9hL%Q9L3ME zSx$$cjJLtRX1&ra;Q?7zf6gr}4PJOdf031uAnoU;&dyt=qA9l#)crD%#;#9CxU>C5 zkP|tA@Q}{0A48odwG{n=ggw_J+Hckv2}5SBnpCT7zIAm6L>sp(QqAF{L6K+YRgV&G zlY&3E1I7<418VNVCZn;bwR^Z@1Tsh_jZ)%=CsL^oYeA42NgJTEio@4$RT2Lzt#CSz z5^oZw6pmd-J)rO-v}!jEG!f~-^2K7ZL5E;Ep4ue)lPt1qXN~gTaz~lR$Yhf>_f&Vf z4K9;HJcihX>jDZ#=YQi=Jf`V}_gYx!pHpt#fAk& z9qxmJjRMY@XIMNt_g&5Pm(Ze^q{MY)pm3oszrV6cx;6@J9^xG4yr0a&ra|zX(7ak( ze@;oVc>Jn$%ll@27;Z9|i1ICC{6rBy1Bt@abjF8scAJ08Jg{xojdhj=NwxA0Mo><^ zy}!I%483r2lvqG)B+m2m!Faz>ys~vS7X|C4CllbJ7@P_YeAMBqdY^#xV6aC_;#9On!Tlost&n29pbZQyUTPv#u=$1%& zvr#dR zZd$2~8QOu0&(wXd4M@Gz<7v8`Gs6{aNt}wQ)ZD{AEVqqBf<@S09YYvx3amce)F8DH z+#i3nqcdS5G zm`pu! zpSojMh3##c{(A2Y4#sUwkHx&$1MVRN-!GANb)0p~cn?j@OBP2Z z-PctPK9E>;;s@s{PFJcJ`28P~)trHY_~$3}*0bO!Q!m}pl?|e^i!(>}Nn#lyBVBhr zWZ1tTD>VxLpX@p zd@!xkWUzM3tuu{SfVGgSS;67ym6g|A9SMcRnLaMAHP~@!_;1K3Qk1~6KGRAOg+9$2 z_riX4lEr~BH;wTAlrNvmWkuqPT8B)18p=ZR{ESpX`qc+eTa&bIIc#O|2>rDCx1}sc zIA+`EiwVeM@0lY88x}@nS?E5Fu&SW-r;VBn?xm3!?Y9c67wl+i{2pc>K3+cs!dSu9 z4Ia3c-~(bCi9Pw1Zfcipd?mATF$Bz2DXz%^`ka(^WxjTbV&gpR5EzT)dZx9YMW9Pg z<(QSaa?(i#uyWN=Vls8~etrUkTo3Ghbb_iY1m&kkSJ!#Kuj}+6Cm{f%MHM^db{7vZ7 zeJPr?6@6$dCWe(N5gn!6WDGT}eoR$Sewuwk3L5v+?@LG*das{$WpMcRY5}S4`fA&u zAbw%LR$dz{9V{heXqy!lW%c1Z$Kq_UW|rtJKASp3M?-SJk~m9Zs1! zOlun(3*FgyluDR~O%P}b2Hn53D=w}NrGRl(5=j4j`Bgk+ON@_`J|>3jt*k`24XDmW zAto6gGtdz@jRT(FZUg{WQ;r_swZ$<0U zvO_cXnTm;lZsVHGZD%UO_9}g&*TT!MS4YkDl~rvW1A|W2gS)x)v756S2!KTfz7t1x z${vuS4)T<0HI`vmsnMWMeMSa6vZ#;yuzm}H&a5k?epzVEtPf(01#1onj(#4Q=LFNubC{rM;S_wq z1DP6M{hp_ehJ2RP^58=WA<`eTYi3^w=uDI}*z7@`6JcRvYAY4G*moh+a<3x!rZS72OKPPHYV>J6WSd>t5pqTng_xuXTMx%;9RU6c6Yp zy@f^pjS9bEULh48sNN3uK{gU8HHHH_^1()PmnQY=E{VQY=<3J(-DTee~n|D*Pa6zOv^QAEysy*hZ#ECg=sOf;~#8VBGX?l zO83kd;ra0)3^gu}vx-ITucIIBsv;UYXp|cya~TgF69T@aQ%xile>Rp+{Gsqo!sAtf zYU3){4254i9tSm+(yr0^1Rq#;NSQ%03$&f}DZqd+0Rqah5Csd!tT5*kN=&Qijj)6( z{Q;A*E+BN2o^7u}5h};?@Yu8P(PrIuqsz$S`w**V;FB4#POwj*Z^VH)eG< z9R8{7tYF;pq^{TjPM2MOE*$*+to_UP>v*w|`3&4oJK5(-u?!;J zb1Eu`=W=adVTRGzOA#Lt2TZ~nQxz+`4c4vJ4TZiO2k)wU?^mP#?Kr8>d^_h8+{5?4 zyMFRG&1c?4yzVvkW6zIzc!Gq1xI4F9KQVr52yb`k&pv@Kq577Foc(2Q3spGkR^Smm zzqU(qibI*j&ojg#j1ipFy;?AP^nD^_-&pUiz7NE}eE z7h-9u0m7mC9YO*r{N6o&19VXxh)KvYPMr&46K@#3L3koKq4B<`_A02967tP6A5az3 z@QM%#hI18o^b-t0P0uhf7^ zj)uW~cOi@&s}*;&pf?ip7A=fXVslkc3zsuyv1{31UeH9-Vkof_qGl03&>}n;jixa) z)bfUhoCfMS6NdapdU(uyBj_ml8T}j50U-*|%f>-*me z;HhQIY*+Ui;JNtOntcqur}-M%|H9@_dltvmy+mAx{WmM*yWand_YIkG3j#+(Tx)ec z>U!+F7(i{slFfPL?_c6ATjY+g#rEINDIt_yiBiPNrB+Yue}hmJ%q;~ByVUsbS#Jdwj2lM4C#Tk+r3(!F zLP=v>z}kK|6-v~f%c=dR^#V#mP7bi2o;`xI|~z(qIih>VZB6zRv*IH zDfiA-mMkCKRdq`{J2!Z{+EZ|KYl<9PKUP7GLS`#g?sBkr*YRrzD(T(0>f1@Bc!g3x zEZt@vceOZADhlP34zPva6)#-#`DE#LIa9-PL+M`npV~qiaL@1M0?h79jBmfZnmT<- zKmRjVyB$n|}(vIb>9I2t>@!dPmm6_n7;6> zMN8ih^m zz->)2oif4wF?6mRl+XbJJ?Akvatj;!XR;6wEwNpc4bgwt1^@vOA`m4N>Y2T08%#uf ze&l%Xsi6%lz2Op|G@p@?5k1)d@d=`;%HL_hs=g7Qrn-s9Ou!^$4v%lizN!5a8s&OF z!fws#OSEe`PUkcacZA=#tyY;!`3lw5tllm{+v-|694Ji-$XwO@E```kNw=6_+!>do zbKZNXzIW0XbAC=lOE{bj5eSuQ4+ac>p0H1#seulTN!#Aoel$5Z&)H+pGJrJSr+W7K z#9QNY(Z3Nb5?KW>{P$Cgij#`iFhb95zKIYhg?zXP^+HKSwV^8uQbA=3BMIXJRrVB7 zmuk_YLW?bG?t(?=Bv95J>W+@&!TJ;Ul?6Q;ad5uc9`0DKY7znjT66lMCUOtCO~X#n zDEzh10f(Lg@u#j~=TkLHdo|KLE1y}1S!mDl>kR{KJs6e{Q8$k%Gj+TwY+~-eqXI{> z`Mf+mtX$38giYWF%hK+C5#B8`gdw0d;dNB?!({FQFDZF>qX$MP)CFlIN~_XPD`u3a z_QR^2V*W!s=ug4y@$YUHK;p2;{0%W%60RZU%|ToKd5F-VhR5E+qgA~^PEKwo#6-+Y zvuP=~4JkxlU?Bcu z8#*quzj|(uV4<5@Pg8{kE@J7!MU@ILN4ZTl>RLQTb#slNYH9A?qQ^;GSvfgYxwozg zmSEZu#Xek+mpDEM_0jds^68W3Y8q8zFpCmIA2wtovCsL|WZ}l;j+d9SM1mYM=low9 zR>OpUCl;H1&*!!p&d>O`fUFoy#x0cN5L|u1+aQuxC@L_}g_+OWDeHS#y@F+UH+Udg z5K+qgXh?E|QehF7_u6~BsJzfil_ZUR$kbEdC|14mM!W*e86s*sDk`D z949nL_$QBLvsZvQTdPaYb)uN-$O?>%y7sQ*DW+3(hsCh^g@fItt5<8tVDY?+icHjj zcQrKf0MZ)Cj7Yue0Gx$L(Ah$Ha+znRc3E0(EKxF!3K*k@frHk0V5d;T$OLnXeIp>` zeeJ&_5h?`cnG7#6m z8{>V*cpM_=4DOc)9wdbC%|r5w|A#HOySuab*%|7FS^)J%!4JK2NbLEWY|%)V&Hb1rA}k9p zBhiOIIBV^z~IY&m}pU` z9Wsd_2k!r3*J5lD&yM%Cny)C>z&9a z=4N}h4G&Eb@R=16VbRQMUa`&>8*+YVgm8Tz3ny7F2ePsC!)R#NUM0V@O#Fsd(CQwJ zPk!Uf-v@Rk+)^Wv+8=47-b(!(xh@dRK1FNK=2wlbf$i7zaO=L_K}d~IWoF~E$lpIa zmFm(Pd5omW3GpQ+mpJM-YE4tENan656h_CBLXP6W=u5=>k@=VQ3I_Z4p%CzME%J1|*FHE{+!X-LF9V zHdGHuE51a6+vJQW_;ua1K4qdowKfC)h6+Wp;2?YWK#5LGq5{h9F=QgZ;}sR+ z?J>;!CBft<`1vKHKR&oM=WH=#_MM~mk!G6VzuG{0+`nBa6a;@ zDKxCGU$6T*?QarOP1N;*MqJBjT(O{yvPVZQ|BBrg5Mh|KVzl6~{#+};dhR9)=CpV6 zQz(t{c&U`5b6rvknRPLZFO5)WMSuAxFp%T1M#(iKf8udvhOSt z*MC{Y<|uuZKuqxSya;3f!fwJu+Z?Cb4_}KDZR+H))Bn_TC*+H3Q`pe!Uxye$g9<7$ zhM<<>v_UJr6k{6|8pjU~(7K$ATIjTX_S9YEtj3oLhB$UGQ=*V<-V6XZ^PjB_J<;E_ z+?UrL{pd`p(H!>f4)3FD&joyhN;^;qky)*ek@G4gw41EDU zJ7mr43LS<}$Y{`eI;lbSC2HU;B*?<$f-CzDwr2+YA1?>65ShxNb}{{+#ukw;Fy7WK z^z(!L@(9+j0u(AvfzlY5BM65+KsQ^QeM)V@?T*Qh%2K{x*V^LZHmdXlT3S2_3Dfn| zINrV`ig>XuYu2lihGpxPG&Mv(u#vQi!hocq<~)plcceUeeAtdQ>no8!Wo7ePcStII zf?EvI=!RcKYQkS>D%MxSHR#Fsk4q+y2F!pB?Hp3Vz?=wILd5;k)6;)bz_*}TGAAd{ zuGn~p4>=~#=k(%YV14v&XoWs9EyC;lAl_R_3FSe+q7H%+l(@(q2$L9$g()!B8(H7d z($d}@?TJ}V<#n2EfePwQUI{wgNh&5#-G)4#L^6#i(t*AmM+gGZJ3w+%F-Qq4_;Y(n zCs^apJ~dT(f?bVz3eY5=8#LGXFkjD1XDl>w1CgwY_vk@jG1L=g7OUwRS_D}Cw&Yx= zdfs9e?~hI1WDUZ2@?#%zMMat4{|IcC#f`X@5U|_t`Bwu9_}h|C8~4D+z)N)%N>gk@ ziJ~v}9R61^;=gyWpgj7w?8coad4bmTDA=fd4e8>KeOSx$cTI`g?oghO;X!h;wRG3e zG=oF*`ET&SKr8~NzL9+&W3W{QP9im%h#nCVhMrUmFpNjYK=Q53P}2G0HSFMS)icnL z?sa~x7)F|x*9u+r}9U8P%7Al}i~`9;6xFz1=9nN*`cW@`9*;a2!pf@JD7 ziXt%3=w01nG|(3Q2`X-t+jB6bT7Y?rN;9YV-p50ZqD^66ZkfbAWF%__bB=E+6;AH(c4e_Qs;MO4=jJYfHoC|!5WDm ztt3~FdgEm>hEeXfE4_d_Jx0Y_IffMkQJUi5HWVt2YzY_aDZYqUd3-{7pt!mCHfhLW zQD_SnS}&Ra-oswun03>l13w5B5pK8>2gi`Bo9iafXGekMzWqtAsiSRfbJY&aeK2|Y zyFv?1{kmk9BK@)$6FhQh z%KnyB-x_@yU#TcqNBN}R;`7OR+WF~b{=e(2C;?sP_@xiH=#m}vl(_YLy0<&2dlK;@ zZvt{D5m@WLWcU`Nr7wfzKLKv{3SNH{K<%eDplwuUjbUyq+~Wf6+!3wHARu8b6XT0q zwc-N>c-GSV8QsMpIcA~(5r?zq>aLE5MB9RzauI5cdC4*bw|#Ny5Wy6}*!K{r40G+( zHz_cpkkxb~K(Ar{<$xu|RZqM3h0~iak!j=<|761?UoI>ZRFQfck8!1k=Zou84fh%d`{<}Z)%c-wcA z|FO`N&nT9W6R?EN-|A5|H+Ilx;XN#qnnII#)b{N{1bcbQ!wZRAAiD7V0+jC6w=u%4 zrlf|uXClw8U;#NseL3_CkUdo!qz9h|7vE@LP<$^}&Ae$H%CbLPRP!f3PD{3x1rOJ{DZ{Gg)!!u8e*R#YGmZ8aTD8=V;? zW+IIZJLu_9Da5#Kj?KaGi^tddceR4T2ExrEDM$4weg0Hb6qFP6uJF6VToZ&-flsW9 zcJAg#>9~h(63aq26-{#E~YgWUd&h(z0(B!te-N1zy5SK7SVz;rv*e zXj>Y9ug>?+r3DNENKv{P#(Ub6R~8946O)R>6|+X^#8H$Q4-U;U_6vd68;atEE~9U& z+CF9$j)7K+R?VgN6k4*m9&1kTmsa96N_Vgut;JZU*|A=obaKbkcqB8ug}2v8GC_`o6p`%M=Hwt>wmB6zpYkou|jIw zfmLvtDm;AMA??Y8$y9|oRO?3o5r2=;Q3;9P7_ z6DLnb#HbF7-2NqUHUlRRf`^pZq{LbV#H=i}D_(ir9>7Aud)pfd?fZW9hoQ~$@E8)V zl@VyGR>vlygsc~8)?Aij(yH7>J5oSwr zXX9vwmu<6Su@ySf4(FPO>rm^$^O;B4Z)+8PhzgQg(YF}uOM5)fkF#A|36M(xZv$B4 zxnqnwKo=kLel4h!rF8u6OPkQEb#kaS0tKAkj(_{z@6a|FFW~FO8XxxA1<%5aQ$bg6 z7fb^OOZM|}Vdp6%8HX`9hcoSQHq$RWNIdRnr|0#g=XFo~bq}gP`qk0%+yQlO9{Ky= zqk^>V5sSkbp3uhD)<9U2ls)R+idQ6-yQMg4GIfg+>RjbiB;OrD)q*WDud_Z)-|`u zTFUw^0%aBhQx(lL=)?pqb7<~Mg4q2<4L(K*V{+?S_Teoej&s@mn~< zn9etNXPBLnU5U@84t(BfSK;Wm0g)oIk9=Xk7PN3WpfyXfj33<|y%ab{*)XRd!Hc09 zGrNO+_Me--!VD1r`W}>lP3NBJ*3TfZSL7O-QX#MCnyu~&mDYhU?x5!RKcH&XLf^zc z*ccoMp79of6@jwZz5(ygi?M=o{%==_-q63>2RXB|`o>9BZC5o9F{RT{{9)a-bsIYW z(1D1s8Se6t&%{1Cjvqi7`Flyv&|m`ilYs<=4DyWJ(T&?3bg>4Bo!C0WIs<*R3OsTu zK59syV+tH1wPd1#*GA+We;_(08w#xWB-w+xqeXr_63_}N*<9IN>1t_jXl~{b77ln_ zSAvQ;vw>v$muDn-WZ&dDkTb{{+qva=!StA@BgVqDvlu+1@V%;zj6o9(A@S7l%~1W~ z+1H*Iw#7M0SNl(!HPzLi)qC^8wo1<%VD2_btNtKx7b1@(B6Ae%WD&@$pH4GQ$m-R;P~sjG2RQC*tJeJAGQ(Y6*A>WSoM zCo!`;z8o_b^B&%N+i+t~vl@`!uX$QLi8ofRV_5^6-n zuif}^udS(PNZO_yhUR4}$EaX#9F?FvkN%(I>?!6AsFapP;fwnbY3VI~VJCgM?Xguq^c8IGAoibI}Ju1t8zP7{+Ul?>Aue(AB;U3gQ7Btb8A5fPnnwqf|&*JkGrot zSo`c>exz#=#~inG6P70yTw}8_7IU4#DKYi4I2li?S_pK@dv9#%ZdJF$oc4|%Ftv7e z1o)P>e_B5ggd<3uEM2MpqF*U7;8-arR+@-yINce7c$34GGsz?q&t&}!l!=#3V?3z# zfhq>wyqFBtl<92yAB(_Wqy{{cJm#V3!o#1!fYv<_OPEdvw9uD~!YSWFv4wnFsrI7+ z41wAI=pVN?CAMi>4K48{2(#9ReUHzYMO)u_6@(8-(&{TkOm?)QkkuW2)Jkw{8%OKf z>`9x4kNWjfbx8k@7)~JE0GDniWjV;&zcZQ=6;HwfsynoN3;aV8L93HB@W{#K zis2{_WMmFL0b5q2-6Li;|aR!y6^SD?K5Q0 zA(eM=n2p1YAIkE#gDf;1a;4X51)Rsv?)1W?%2Qghcn;rNN%nACe#CrK!WIj8@a7&;4LS4dv-gdK%Vsbu!_a5;$ z#p_I{!upxV*NvaNt2K91d5iW{cNG5$Fdr^3@*tB^dHOMZTOSr!_(-6J?Xzqoe}M2m<`^Wh&>arE7-`%rm(YKSl#o)K zKH*b>8|ivJ?+|}pnTez!D%vGCTAWp9g9vt27!Vf$wN8Xp;@d9DDV6xJmo1eB==%^M0o* z>K1!fX3Mc!JfoAtgTKeCKHG#)FDjrw`DZY9-suXAirVV&*iO9EznOos=l|EI%Ktsg zp_H8p2H{9`D9+0$*STPQ5r4r?n2965IwQ5@otNzhILMj6Vmm2s#Q?>{+%*gLAdG}l zM@U*yN-O|BELJ5YHd%|w#p2yua5qMKml$t+iC}R3P83=LG6X(d;~x1mbFULm3I{9! zs4;N(OtxIXAVazA{DqK+@NGj2#Obs62Q1{r-R1US$hd!!D%j&qaXipLs!%}RvrUtY zP`SFhL_Wu^JV)VEgBmVPDbDk4vuP3DfB9Q2R;tD4W;pj6-xJ8K+?7usR zG+o;_1$*ra8A+;&hf}c&V^*ODZC|G0+OV6L##xR@jbXUvIXRC^3$K{P?VsLGw(+o_ z-S7+{i09x)`??Tfi$uhvVedGkPvFVa8q)U5&@rX|KyDnyj&0_$I;7YiQRsegZW18n zvO`_XC;CG3@IH6<1Cw5Y%7S*@GOaETw&tiz*T23|64p2%06S6Kk^8&f(RxP;Uv4om zo~7UeXj}*qFkt&Apl%(1p=2%gzlhdbyf7M~sY0>IL>WI`bxF%g7ZFj}4VKMc-MG{| zlIqc;XvnE3l#1~{1=5jFFmMcpa0IKbNpMJWky49xnMaM!yaUJ5sb|hK%#woHhO6)S zgYFW)p59Vs$HBotlZ~1lvxr_O+yy2w@OCDO?{>(z)v3_VkncykHIklM0V1Y739!jjsotNiX(SMTrHy<83Ve`rlq&zE@T zZ@9du!OGe2VpA{e0VlRC29WhFZRxtjiX(E}sLOyo`u?^Qg6lrRrw%R$qeM2I0;&pg z(R=vvj$#|&>Ij-=MFF>!|ESr$IHQzs41EVO43?ex2!=6(EPS^TQDI35qW8oO7_S~r z*9U(UYfxl*7noX814T~jAmenh$3SJqx%&HLos7pVh3c-*rKp}cL40;U8p~Aq?hYF; z_xW)mHHwSS)L0}S_1Al%}(?mJ`I%WcSggg>G|2F5STvJzD z+W=IlIWxt^&dLh$uyUFuMURs1jUHzwgCdkWA5=V6cA{w{$ZxYbx2-;hrPa^2fr(HU zVn74rW{F^NgYQhg2qD~iCBHdJ`L6%Heb;CHwqJPNU;wT$H-vW|8z~bW*@05sGK``D zVVM%S!Uu|&LxDPA{liwkpDBSYU#MFN6ot;~`F+6g*HEJxs|UzV*^dRae1sY(#G^Mu z6$`9kJle-f8i#|#7i}wXzQd!c%u)NXOc*wFcF{vjSW3d=`2LGdEe5Jrpkjy$vU|Cy z2CBm%4Tej_4xRMq9nwIFfazDV*b`_~?Dn-H5c0g*k!KfkYj}UCp6XP)#ZQ=VG#H@k z+$njqfEayD*`# zlY@iAGBn6Tv_Gux7W(SpJAMOIynd%11m+8UEPi{gz%2)UQ}#hjJ+?0}_{X+3?gyay z+PCrEDxG;!Qny?d+q2+rC(J-+ zncI9DX3pCr@XrW`33vSX9Xg7_=#J=vI^Gcxa^z~F=$TsmTebpeVBnU#7XZDmHNof~ z0B^oZQ(p0Nw1>fT@LXemh+-^&@S;4P{2kSolUA{~bB{x3!EhY|Ru54B5qleQG(M_` zYUpO9b1K1n+uJMbi^i2DVRxz~=g*oVG~0x80Nbnn1+^#|Mn+6xNP%>FFWSP#FeZiZ zogNb$UnMSS|7btP2ZGkTJjQvNLr?LMC*CT117L7ttJg<=vm{6GnVK+FBrqaxABAy= zW&dhu_^KMdw3FsZ%6!*IAe0V^XB#`d%jdSM4baKky4F(m+eQN>#Undy^ zhm4ZTn8Bljtt;kI^Z3=R+v6Mi3Jgm9n>=1cdU;$n#Jhcbw~Irgb=w7#U#qZ zCs!xj3Xsz`$$H=eo>Q5UCQHBcmPaF%wY5voV_Tw$W2^Hyp}U=VR4qE(L9u7&7*e*d zlRk0&pVFcYNa@&H3$)yi{>4pQT}uuvL>bfU>}=C2i-p0gbFBLvA!Z3pENt=Xk;w-! zlY(k(kVs}dRu?5D{Rh;!J%5jhUZOF5JzI@Yjb+NI0it1^@$#n%$gk{)f2Z|+kx-L$ z!At~T5O4&Ok<0`oO3zmz%nRw`ex|nS38#Bh%PDlYfS*YwZwL*{4zSERfI2#31Pp92 z#E+y4%9a<;EVE51GD8dq7&sFw`Vo^5`R=D% zcAiJf8xfn~MgWNu!gze1<^220K?0TF0;owRoB@gQi(!DP&qHwn^gu%W8%17caF6o# z*E}W_yVoxGkq30QEj$?dN9f$f#Dsmq; zH#euJF_Qp=j-mN`k9fFln8xxcu1C`@w{%5E`ChvKgm`g5h~|$txBXIp7O5~^9uG&l zOa7ccPw4g?sbI5%%O^GsUh2Vs;wGw{goI2 zzA@m4rFYGp)&Dp3`*HMUX()oKVATk z{?%4lgR<%7`y?7m@h zX@a4Rvq5pgjGExu5+^4`J6mDdWrddR} z`(V*}fm|@Z)ukNf*FnNp3sz)Z;w0&ob?*NzUtn{a0vUe9o@jhD|FE?d-SOEYXnE;E3K*vKE3xa zO&ke{Rf|lXeo{p&f{`AXpcbi_X~vEg673>mR(@I{C(CyuO%%{?vC`==pi{l7)HR^Leo0zD$tVN@*=ay29kVr``x*dWzqtZ6CcQKji_PA;hZ zZjqnEsE{<|LSwRP>)XE#S6{7M%-R-K&{+Kb7yH>p$t^d*{DmC_oRy{lj~5N5ga=k( zAd?$|FiQs!k;6KCpRS<*-zZlaYYDAPAGDW@Jc>hr(gNukP*GSSXw>|q(5N7{FvZ2v z*~f(ILmwtY(>X_DgAWqpTQHm8gJKr9m8iB`YFg3d3-!ZhB|-L~cQxv*p|fya2OzCv zHg|Y9U#$rDgrPIX^5!;a8=DiBvbU;>RV~&nTUI2j{_4eHKp9)l`XD-oG?w=cU~VOk zH5`|wXYxt8#DN#BtQE**fRf|J=ji|PfP}hsGK?P-64L4uDpoPd4p2f^b3&VNgyS!_ z)c=;^aTM|1-7#nmT|Rh+Hj@lF7Yr4~0Tc|wwq^6>BB00#gOXEUmm5*^&h!Ie1zPow zZCFB%;B(?Vu3_s=2bnuKtj2@b`vP2WEbTmTj76Na=KhkYsTi*pxJci|kuGOlKelaa z*~DbcG-Bg+;r3fUy1X7?q0fMa)2K(s=B!7j;m0w>LpfhkI#~XZ`+K2i1Jg-)}E?Ddh9w=_0hLj|{w(D;qeY1udAFC}e*gVTbO zv2Pj*dROGMRXfqUj27!84z{fh^UxeIxuJic_9~=>Jd&YcR37Yt^T(@1- z&g?2OV_zFc_P+B`)JUt4`-C~>B|{my4@UZsuh!J*bwy3Ohv7nHW_|eRiq6DMvIj24 zch}XWn<Ubs1cSn{QGw5GA@7`Wq4rn1%rDVVFR z6NW+I^FMO?v2PoeFlu9D{3cZM-bOB|0x!&J^+)w?!l2&A>#I&C1{<)y+TKM1tBj7u z57rCi4coiSdM1GBF;?$AR%OVDA<0%np<3}494m}A`I@RJ^isv&&XRC=xqpay{?oKW zz0zg>e%sz2UH*g5=Ark}61ND#G~W|+*h7;5WW;lPjr?r`C&w ztS5z70ENo6%G4UnwO(BL@;=CN-KTWB>FZkkaE7{@t+@>}9NrEr4iI2&y)ec-8h~p^ zLbSLNxr!~*W1Eu5WOQj>u10ewhFqSGRZN{Vfo4R3^RN@V2S)Djv6 z))$eO)|`o8N%q_RVLw6dfKz|L%fr0VPZL-<{sK)2#j?{PZH{V_}iQmwuq+=M;YF7ju9+ z{dKy2E2xJq%s+XgC;Q?7G|nw%bn!qt3|IwkjO&BR;!&14GlkPmXVXx~`K&f7ON{-cJmK&| zITL#sy`c_+g;7yiaB8xJ28P9pm(H&S-|C14wS{z%d%~~=f3YfJQ1%s655iwc43&R2Lz&CLwD2d=jpuOC!u0qKU;Z@szqTJVe*ubsSQK_H zjO={2O67c$TpRtToKdi)Jt^_CZ<1KwLF^ZFq+N(x>V^FL5DJ z1g+UlpT@O|;XXp$-ixvgciGp22RGV6FL2&XOWy?;Jh>Cghfd*3GQASEOl0i_`u39x zW;P0(lI0b%ho*14fZNQOW*f}RDcXRCTggU6t|~aM4~G*-$WhAD(wJ)$qyAT|kMCup z0!ta5qxrf-Pyw3+G+4JKu*E|^%;~bCiS9?|ezIJQNFaen+c~9Gemmd=z)<}brA*6f z_(|Gwlxz~?Z839UM|jqX7ZPpnmduKM z4XdUb)+quTS~pwGaL0ujAYYHpVt*RL-7THr{$BSlt{&ezhvIuLG+ey4q2ox4R3I2V zO0sSJ$@PP|rmNt}vDOAeC-v>(r&!7sITkylc7gGQ!BNA@2}KD-Rrg?tMg3Gw0(Jj* z+Eur_;kiZFAkDgU1i0@bY1W&(7Ov>|U6JVYOleh#s=6|`hVg+2XS$v?p3aVbY0=6P zH)ZKWht`!Ll0LJ}uH%4b>^K=R)O%?bL$||?z2$L8B*3^nzdVUwo*z|z-~k(1P0!?yb)jkHH+# zB8k$(GQ<1qd;IuRTqXJpsGkfLaHay&nC|m_MX9>!)FjST0YtTE=Mv6?C+Y0I5wzJ= zHnLM~?Ud9baEj|jNcALFd?Zg;{r>$vt!nA}lE4n66k_G!QM7h}7ixO9DrEMeW}trA z_M<|xXUWvhN^Hw2BzK5?)b$&HH7<54j#IN`eJ8mpO<70Ctd#C>w_(qi`=?M*=YZVD zhks#(m#ALR(Su9{98N~Oh&+kXLdH*a*vzR(xH8h4D9l%d}Y}}+ApB+HQd3>Z=C=^!nTkh_@i|^kC8Oxr>D}aySOtf z@n4S#e;$68K5W`Iw;yqc+&0&VZk?igdfb2i{{7@`RT|4Uv*6{=N=Fm@T6{6)EonRw zR`P*&YAMaT;ejD97_7jvKq6`EKKRhBM>t=46k`Cj7tFw&dtjC$CsGJ3*_wWcqjw@7 zRzC06*6N>gZQHXAzmLlsU7iK3=`l zft^049h5wKD=b^No~7v-dESMca2UFF>6r(6&HJ!1WC?w#z8Rp2t0rqkUWGpkx|i@N z6rH8`fb|9X>+{ELU-PzLMKJzx>2abers~Th)Ny8v`sKDvTqovlnE167<%IhZVu=e8 z`k|!E@p%K3KlS@+gi7=njX@C)4snuFpt7WZEt#52{GFOjq8Tld{3%(?p0?ag=7pU> zAWNO;+_T@q%O#YHG!gLd@CUpEP3O4iegmrZ84(WH874FFI|w@|@V_6|+q@mu>)Z{` z=tPjRI8MAtAgr z%B^Ty-#KQ@pO$~Wk=+6-SDKY*k{-E$k_Cn)Qz;cz@ba`Mf`T~_X}=T7YY5mlF@At1 z4(Z}mup@E*#mE0nJ0|*^>sK%Y)+J5}>bzwAkrOyyDBpzr6_G3;)9yYFxr$GGHo2xW zXEIb|y`1T^rgLTI;e%Qh+Ly&8U4ZCiho}5>~@7#&SxU=mp?B(SmL+acyC3{ zjZ*cD{5H;yHXAl|B_Z$XYTjV1EaPE_ zv{dCA^W~19Tei^%R4`$8W@-0^#^sO5PFsSt44brmh1vXYZSwE%XpuHQdAw=%BX;sv;Kbm|u@k zDdbav&c_t4`Rcr(v6{V9_43Igd9ZPA{q70S|AitWPD(v+vRJZeFffd(QL1sWqB3Y% z^a5_qLx-&pF9|U$D;UQh`KG&U@t$72ht+vlvAqvwjC?$6lU ze6Pb57K(t=s}p0${M}O5ZJe{$yt1*!nbupetKUsChMrS59BrFK2etl(KNyO>45ehp zANk5-Mt5v3?bqI%Y%dwP?z}fiZMwM;BYqoi>~au#_}Qe@0{LWkuE>5HowUj$?ySdP zFDR6QtHw9>hl2A|Ii_>D*|Z$#v{%I&;}eoEruQFi9MrAU2Q^u+idrI*S)~@s+aAf( zs)0Dx-@?fPfH&xzQyKE_bxH%Wv~<>#Ew}e%g~<+Ihg2yZCn2AwLD4ieB?8`t^7W3u zRfQ3To!F&boOXqjtm|(f1(WQfEYc4&3Sm{Rqxc%N$?Lgc5T$Js~@!;<7Mr#dt(TnAvErn$B#wa>s?Hx%A{fX|Bt1#L{XjW~nhS`7_V>@u zp+Xs`A%nK}Z%vJ=$+vCvMXHA`ViCG&yt-_%OV{lZPB-rSDj)3nwU}RW0vC5P0MLCV zFZ5@daT8|( z#J5`W^otP%b~iWZme@q{ZNn#%{-daJGi&u|zK*X>nG>)^BpvUn321bGLu9>87Yrw- z7|cDSI-kDR&h-y|`BY$jTTFMWFHE@fVOX&$Ted~6WQ)`~Je_Jn*}8%luE6Cdev)j7%B5vF-&2CwNYc6Qtk$Ss2U^MgOq%XoiWVSk<%RL71U=sZX_ zFm20mY9E7-jQ^q#tP+2!oiwR;c-}2NC$E0nn0;9~RMwyaC*L8}3-1{YL-$2K=dP#2KhK8({`XA`&Rt$3Yfe3nl{ruY z`!sQ%`zHqSMx#r)@hT>F+J{&o({E-8LbmUHRh|05#?-Ds_dh)Ee}CG%nNdB0;CbCV zyJ{88uaGx2smB)+k7&B#R3WvxbT;b?Gn4#?BRktfI>3u=*p$F^(UW-O`$8@E#8x`e zKwLp(vk-1!Tt$v(?Y|sN#eoHDQKR8%yJOcgdII}trx`{f# zU6@q4p*7JSxJ9RJy&D$j#*v!ngsU~>?5(aR?8i%%$mVI!aqbpuQmX~%U>*b?>}v~t zc3p}%I1XLmei9ujZz~o=Vg6XyU5(j3uz;w8Gh9ZM(pEd9y~r5t?7mUt`O1#j2f^oe zaVUPt$z0&jO{l7Q<3ISE_2c2-bB1g8OZ-=;uS89q_nEzO*O?=<;DeUEN65cEF$J^a zKac6?iInDX+&@vZ9o1f*iM=tHvvfZ1sp>r3C&kiJTIzH4Hxm&Tc&OIu4TG6%eGKaw z3nT{#klgO(`4R9$zjLwqK=x#VuAUXwOC*W#pcGj$dkunhJ*dCmt-}{HI6Q_;FKOjj z9XbZ%V|b^oe}bi$?UG}l>%NkfWAmgd@i>gY@Py032u+IIFJ>|C6p^9jxf~=FC;e7A zn4T7!i%}vkz5vNv$&Kno?L&PQiv%qKR9UEbNeXdXpa(}LNW1( zuI>`cB-AinQd{}0I6a>k7nBzSEX$Z%ogK3&)^bZq=pXsv#X{8&lhRO5vPz9@?(-=&R#HWEc>J2wfleZaE zp+K;F57oS`73WuL4kB;>l&hue*?%Ney5L81s38#k@xVMtg>WRj4fRx4!;TT0Z%WcL zZt}{br|Akww*9*0QT34SWr8+fd_!92(}3*maJ)xt5^)0$(Gw3?bf4ky$9C34oHGI- zN&9kGogf_6X8E(^=5;$|ByiQ;HY!Wd8@;{evgQ_Kv5@19a}-c@UrUeugw*dLT`_m% z$X+xyM#N6r{jL=;+mck*HP?~s#qxspbps!ZI1=`|zIOQLH`wnIa{YyNAaiDbOTXi( zST>akWx-q_ml0BNI7XR$Ai(6B6oNxy9cP74!6zf;eO0v>j)zWYawC98;z;>!$K^W6 z$olp;9plYH(WJ6IAD4t;gXXPeca>1;Dh3XJx_)Y#qjMCg>hbn(km82yo_9SMM@|FM^a?U9KBveO zCY#f@{ZM5Pp|^^XFK^scj`7fve(=FdvkWw`<`Ba)^Yi}A-J6i9cEwjj^^2e)nW1zi z7}NC%=D_Xob7m*Ady(#(z!E*mSN$j)k93Nd1>u|8z`CIuUl`u_aeKc_2Y z-%|j|B-6WS5Vs*>wVU(tj83=y@@DjRSY6~+QZ5~~X5*B#S!OOrlAL1jxTDe8?rm84sC6{M@yyJb;`cV# zS0nA}N%C;A;HcRv#w}+!5y^utl+^iJHkLI;6s#i{b4YR}={TON6uA4xl%+}Ksw*p> zkZ`#g(I-~ftCKYp;G)&o8;91T=N4P<8RQrWWxdtuOD?R2a%Dz}ax+q4AYV5;ay)Z0E!1@jNi%GnKFSkN&l|+QHTeDuhO;?! zAOc5MRuR1rIS6k+q^g2VhA1d^)G8pbpac+>v_%8aU507fS$P?9O{+Hkoil0jI{|G) zwF;MvUimX2%n=`l-+ierTY510Jd4(P9nqWq&nDiuwl(PfzrOkmhT?^Bfs*aG=!UQd znZpXq?Y{B~Ai$?K^@QVnf;f>>$&Jk#2;FBoeqcGP+o`MGF#hbaNSBA!El2uk{ZnLm zj{O=m>8;?31cD(lkVP=EldzW;6{ka{MwWyP{d`6~W) z?xWykM?&=7{i8c~YN4Wp-Wn#3$HYl!a~iCJe7Qv}KbR~|OT!nfiF zZ2OCYOgWF6v%6lwK?p&t%P*_zKoyBpXxbbha=-WJZ2H6mv)|ejUgl=VE>gIbKBhx4 zTT?tglP73(IFu5HN#zLXD06>wy?8p>rzW@{ zlh>SEAAwRFFXGFJGGChnSk}DlBZ3+6oClrnABVQNS*=;rNb^53i$x`^TFABL7NfGs z$~k@;U1EmIG)P@`U`1!&v;WWr6B`qNptoCvQl&J2Ki_%GM(U5zDd%XIwh-P^DlKeE zXlFb#5k&7FPz+}c6e7|_h?>Y zHxN-zc++U7(M-1gqmEi{kgVdpvPoG*$tlr_3y4ohM(jObUd_%#icqpuleu6?W{yf~ zGi$~;V9&3zlHZ$hq+tqXFJjWo8$}IlR><`BIALD7xuz<9nzN~M@DJU08K3RZ|7pgo zBbh>{b0<&lbiP8jC_@j)_LH26^$n_$#I!|3=td<#xh>4bJYkjl4-b~0Xn&*|e!o;; zU7CTE8r+z&#}od?#w(~b3oA4_99vDPYE;Jfb+`4sho?BO5y58|a<#Y4F}l#UPTSfG ziMjasR{vZ{9R6WFMcfBBwFBJ8_EWL-{6|^7@9GSe$V2tTsL`1_J>LFuo9oGYJm7fN z{;9@Xp?*v+uTYeJB+A4{YUQ|&t%42d=f~iyHHjhXdz;JynZ|@!-m~1?k8{iiuI{W8yelQeMHg=i-HtaZf5|0ak^6A<(WsyLTh+`WyX(ZNcXDlBq9z- zK$J_+@6Pd8fD5}o)X|U2u@d`yU(K=i+_3z0Wo~QP-DVkt929WM=s_LhuXB}i)B3gi z6vUJHqhskChE;YTytPYnsdqG@!OaH|YJ%tO zI%LYJd3(qD!k9J3*w9#FnM$R?Y=_fc`2lO`r%3xPC2LP^_o!Ixj=LIN`W!N*;-!tc)gxS)0DJnoe#= z?f=KtS4YM5HQC}C+$FfXOK^7x?gV!T?j%5fH16IwK^m9FA-KCkqm2i5i2YtO@6EiK z`M$OKpSxDCd(SzyZk?)qcI{%yQ=A$gxtn0#_i*Oe_fQO4jP~;gHh5=Mctqx#&;tm~ zjn}vFr#I&#B>tYhPiUSBOUt=VU$X{26^`}mYz-nyVg{5kQRy$x5Sf``pws@D_Ye)S zwbx$+^ReJJIs_jTWxm)l{7LTf@4b7wi|cv^WZ*zu>%R1@|MKST{VASg8N4nxOf4-e zF|1Fz-*E*`!f_zAcR;4hUtyY6Pd!#WlH`P)^o`iJU12y5OE>ttzOMYkz8&OP-Hrel zg8Y6HftD-x`62xDFo%Q~heU)k1YR-Kmf3J@9OfdI?&>5k`J-_hE4KZF-`VPH;+g!e ziq;3~xVko>-;2~WG23VlOTpZ7J7&Ueo%ti7yH75C>pY@h zA!Fl30W_M*1>v?Cm_3y{#uLujc~`i^P2!>@#K+_aB?edV+LB!RDU?dFRB@%C=`!QI zVqP3=7?!8hTP)CQFw{8VwABI~@W~$vl zAi&yz-pYvbFqwnEr$UgnYu5=mVF{OEr1iIW7IlG7ox$h|E0~n`9B=3^w!c#v~h2$8&8$GfcG|FrJy8M09 z#+%Cl2dKr76=>}a$KZG}{6ca42on_vrdsIFVk1?=ZaG-fxPg_w@~oi*!Mnl;@M5k< zlfJtjhAf3hV%y3@=Dc^KRXEL#%VuUj2MaU(NiXAO;hOb0dQlfj&T`CdScLL0EBKf= z0qk)kHFdZ&fWx&6ZE5h6RngGjkd8%>tkMvCBbEwoK|@W)TM&DpX?NFx=~H>5XLl*+*}=6b z>tO9i%}Gwa9os;_H|UTo5O;4dvxTVn>`Q z@z?DX#i=fW&N$ABjr1JWl+dffS(F_!1hh;k^*)vdAz*PcEpuorECfj$c*=pD&kCX+ zhWV!aUe#j`>^gqVWoy|`9;d`OM1$~E?lzYY&xY) zl@GGcTr0=3V;i)-5UDIR7E25&ODey(H*GYAe#ITn2~Ue7Ha7%sEVg-ENUQ`XO_SMx zegxIs)VcBr?cfI4JFI^=N&wC|$%hsv$7?PCRo|-pb z0L60!4on~}v&q$k@0aRQ)`zF=sMDd0wnn{(c?v{Y(}A4*FcXbB7&i{~D%x`psg=HR zeNoDr*NHZx=N#9dTE%naUvQ4nRL3Gtu}0%7wG|XaD~8D{I^Ba>CodVjaq~GBsn#YD zkBKMk+>!Fg!~;-1n0E)@2@OW-9AKXy97EsEvEL@Y3Dn0fr~3T+CM0}1C7*jfMVsi* z%NzeV)6|{TfccXM!`tb3MgB%!C%SJ+X9}s%v3dhqy6(KZyIhB(FAi2+r<&55C8qw2 z-6ug2Zi_jP%Q&6Q()xnTn&FDtp$Z{gxfqG5qi}{6J2b_F0Y{4yAm0?ZS}dcYmOfGQ zfm%CY%+=DJkUe4O&F62@pwxQGB_qKF_9)@6IoX;00N%qyBA1)V^AxTlKfIWx@FB!_ zoKatxuRgy~6j`=~byxO_UYp!N@|+r1YR{&Ptrr6J__z~(pMvSCXu&|7azcA|g8emN zXBs8`kvTq?e$GsCHR&{K$+E!*dh;nP2EG!zLFf0rN=#o^N5@YTrP4#Nx&d~F4l`u6 zFijWScr8AoED5GOPwPND2gzg`^7mi9q2^mFnBnbMvO`ZV9S4)V+~nTtKaH9gS)-7# zhWf(7o7`8A&(F)pDT;itf*A%oVIqr+PU|pnF$hr_;S_H<>Z1re4j3wtce{kf4lN+- zQz?~E22e1fD{)|??JEy?tz@Yr5(MLlI5S2P&Q!{@i79+G=B<_7XT#ksK4k#&c;he7 zW<*wS&zK(`l}!$t_zipi{FJB(HdNONP#w`3;jS?{$t7#7Bn`A&_j?r3ZlHk zf~!KbX!ZkWX$ErkfvuPZJ^pkyn-(u3dUJFRh&RayX<+sQWChTmxV3mp2g}A}I=?5g z$re;p2llkMz5PCt+J6)z6ze6cs8^cU-7S(QelS1thDWYiyTV96wrZftv)J3M%z&4# zG!=iFB_hg>bC9i_S0^LViB&GLgHui{y>K5@V4FqloUagzgR+PvVvNizLv1Brm9Yb26tB&LrGsmFo9cC zTkWFKSx|zr9h?xbXD`?8N77=<;dzQbGp4V&Zps`22FNiU2Q-T71 zFX-F&eLc>?qUF)<{8wA7$;(lN9FmMah_4O<{zA#xj4pQe7w#LsYm z>Ves`3&=BbS>sYNO{Y5udB|xR2*$+avuP+dZx0EQ<8qNR^U9dz+n$BqqGh3K;Js)T zQC6yb7gsbP!qUrf z)dAhL&jZJ5K!nmqXM-Xok^qXUDy+X`lx;6!XE{%16HRS@d&soxR|@DkuYu15Gw`yH za_6Lo-l`R)yK$k?W1>E3L|V=$5B@KfBFV$=op&v39mXmk+z_j0t&wSLJ5jn{M`?@UDGGm933or=d#=?F>a+6`eHXfO=P z3?9Ug$W(-H1GgU2`6JiFupKD%PBMUYN3JKOeKpR5adx6~KDSuH!3jsxBVz1zjim(o zzDCXT+*!_UGW>jjyjn}=y1Eu}?9io7Nl2n|H|+%Jup5qNg5#l)j@Sh0FBW6{!?arZ znSR`rle>9}lg5Ap3sn_7FiGyawJpM^N@z;gS#(y%tA{ZqTN<3nL7b`k0!SI3<{nzJ zEz6N$?+u_KfRZoNJj-eXXO!N`uwpqHwh+eu0|sG%Y!<$C0CY$-$qaro zZ6Idd_t`}ra-GH{kTk5kIdS}n9D$x;99152^96|;f9-9Oz6&ise8+G-Zr{ha9n3-t z05pSz2H2J#&~zJhHKuXC#f(&0rNAst4+VLmoVVC(t0h6*f4C7;YMZ(Ch3>~F=@r_8WH3Dp2^tG{eQm5#(Y z(K9se?+l+iH({I`->vjIoMebZOt6rnTS!Y&gBfDS{G>+P|E8PF%poQm&dj|qull|% zJ%xGvIT; z>RS6Z%M|gtOc7~X-!Y#rqIAJNIQ6s#*G9dVU#Y$m`u{ZWOZp#A{0|%LOOco}x*V&6 zY(|H>onv}oY9Fo4n=OL|)T>jBHU8Z|g{ENx72>3GX=O&k(o0kIbqsXAiDSuueeC~o zdyU7w-^(O2-2ZE#dj?EFP7GSJ!nk;M<5f@0-#(i7;q&l)|Eg0?KUFr?y%MS zum2UHhy7QKezee|4S5e#cw;>N*w-DB1~aLSd#d zP%yv>)Df(wE6Fxh1%9DD-w!P9IykePX+zD-_s)r5<>6mAnEd28V-RddX; z8WfKzELkeq{<~Gp!u{s$zOQIf=)K%YTJNpHcHJdcN4=2{So8v(>cqRFx#NxVkIUsy zBreug!#mymB)^hT=u|Z5?Mn)^C`7itC4}4l`L@iB%;wzoZfe()a1tD;bfi3c@9OJ$ zs3BaizCb&A&esb#zWirl=Zhpw`}_3&AI5zM#5sFdvvVs`z#8j8RaZ#f{XCMAefb7pEdeUtorfX zb;O<`5;)vd{G6I0pM+6mNIFFhyPzM3;c}*TvrTNOtVQG4-14Z)5&u1;9GI5;3LmIE*LOI3F^`%rn-m+ zPui~nGEo7#;M`e(vVaNtcY6LDQvq>f9wlYxJ6}cg{3+Oh@QF5sIjYihG_*@hg)whI zB2H#yEhS_rA>1>?_iY}p+ZCA^;?cFfp?O9I9e)ULS;TdK)gI5m^6Xout=m*uQs&nW z`uu`;+tq$dAxFcW@w`ktf{*)z&YZe}DTD-$k#sMxI_YB|AJ^4z=pGUB-VW@OsxH6gHiD#IIe!K?}o<7Bq z;-O$k6DZm^^DF)4unY@yb$Vl|*JCfjiE2;Bbi1#fODL9kEuf?$A>;Pv_lLGw*~A zSG*w;RZcm)3g=4|zs$xlIiRg!MTOX+?%(@GEleP1SFggl`Yg7E?J`suMN^UYF`ro~ zebnVWnd?nkigMYTGFf}V;zQXSIunn1BC}zRXRoYq7euSv{Vpnofp4wi(H-AdC3$~) z^JMnOCIcvn!k8i$cs-GX38*=TQt3YG6+JCGR>PA%CYH~Wn`CS%rw{yk;b3Y|fp7z{8bzbwMY=7L%qz02 zQN->oSQ3UbLnam)`0j?XTqwU=Vh0EvBsc4g(SiX*eza z3M!K28MgP=n8nsA$m`TPBj_#seZc%GcJJPOGm_PPz?eO;?ja6$@O!~~>{O$%g=Ro4R8WuVn zZugOwaaMAO-@h6|&n`p$`STQ4^9y`!{`t=X@uL|jIpbW+!+b;@djiOe)@!0lgTzPi zBKyk9wHbn#^%{Gqi8x*?3s&=o^S51);;y7Gl~fq_u3y=!QTLeg)6_d`!lyG4f7-hBkO%Sh^Wj9&KhAeQhN(g8V5 za*`K+6jtr=mEW*1ErDPfiQCb}wgjvp^w9&1rA#{~yyc^7)4>_*lw-n=N1Ice+7X}0 zjNVzr>GaT))iYJ$Ro;v#&1n_qx8kOu>L#M^YJDe>d>vDzULZ(7rw^3xjg)_o(tvdCHf(4e908> zp=wQk$5)tm#8KWyVi#}+zL)-aE!ah97!j&ZtM*KYY=|%KI2}1X;ffIllSUmeUc-W8 zPW7twapMiibr(KEr4E^kM>()~nK1mRml)>JMMVd!hK|u{ z$_1u=vI*M+4~1>zo_-`wJ3x8|{;x0}FX}0`aJbFZ)*$Jw!#QcqMHqJ6k4c1NeI6Lk78jI`iIugIwV#~{p?cd=(K0Q z^!nQHXU*uE?5IA zQS0Z!DfS>WMg4jH9Ik>yR5m2^v`s7;bJKipwfBVOA!R5?5eRT_Qj{w4GJ4FjZ)G#~ zb6Zq#=T-E@^J#s!l^(+azFpi35FR3Rf__+68Yo@1Q558&;@9M+MgV5S?GS^A?WRBy zg7jUb`vI1Lk{B+j9%{Z=05Gz+N|Hf<^|H7I{vT%@@MvQLq@WTt(?)NPU{U>=G)yX@ zZr?~jpR2(5DtpP`!n58T?*tYxHNOw@Vw9F0>kofjzm z9BBliiLJs_1I>X1R3u#>!?oAa*37*Cj7n<+P9-&Gg>EK3O{iovRlfB>oAt9>S#k`Y z)EMJrfW7dilK7kkgZrfOmJ=1K!*6Wr!(^WgI9_0@{OfhFk~5+yYy{vV54=-Wg%^<= z2R>$NUG^;q;^9BIvS}wQ#LP&*qYP%MuB_uPJ=aQGHm3JYeJq>zr@@y06aftBPN=Si zma`6r-aQ4k{nMhMuI6=!`*>w%mu6qLiWnS418J8Rm58ms(s{R>@F1+r#y&2Ya$WOO`o=NKD>wfIQkF&Aj&LgsM^+FiBWUBBd?L z{v$ejvuB6oaOXN&cQ6#9|UvG%^S|!L#M&gAq3VkjY&$Fjb_^T@71sBBG>YlmqrB` z`z)<_#e!mWhZm{!o+<>k}BIZb>T(CTyc5G);rk;bXB zvk~X&a869baJuw8@2WZ%&J))n-;_{b=u)cU$!i9q*{_OcAm7*fGS<^~)1jdy!_&F0mF^nV7zOUaM zzFirLB%+qdh<4I(F8#`eu3LK$L_h>(z$U5=4P8W?Ft zSFfsC@pkih@68>CCjx^&3~L%&J37I5Y?kORSmjV_M7B#93a~H0leru1VFoqOwg%n( zr;hvmq_e{(Kwox}(9l4W)kSXBPd$~Sc^Jhx0>tz zmRc0Okmy5fzAaBP3E|u(zL(25C+!RAS&Ag2-@?5osaU|T81KWA*OQY>3gHbN0^6_@ z{Dq_SJPotTo0MAVdzMa~>r$k~cAfH?16_U5lEn=P8eE@uL`t@*Of0cBK4SnUh4*;* z=}zn(%Sgo_FL@2OcWI8&V@hTN{v zLfm6{0R_)ul{yfbz9Z~iD*);6ryDCXQ7Bol()O9Zm2T<$Bf*aoA1-Z}?FG-m1OVaM zhuYE++pBXo@>8hzcYj5VRDm&BYkb1&u}GR46=KnOc_TMM<_H?m-hTry=^Cnu;H9O} z;*MJ<4oT{l8ZE-0*VhCz#oWI=T5!2pT5sPobrz&r9;0y`_HFYjtc!hVP_L$`okaYO zwr=+E*7I$7S48?o(}(sLiI;=4f;rv1>XLnnzoP82XhRC;oAVM z>2#ww4cCB`dn}D?{N@bxr)Mj?-!OTonv)|=z^AX$HRxyYa4IcK=)x*UjM>`>iujJy z{=rU_8G2`MvNuL6{`-glG~ql}YMICEQLMO3=ZHAsaQit84>@Yi=#bI8)z>@$H}Z7q z7pFPt`gRIKxhg0zcMS;#0GLB7ygw;TDv6qXNKWVy$!&(R+&@Q78!UdPak1!P=)PAj z`o`N!--AxyW4*uunM+j5z~=rmqubogj8wF%4p({0lETKph6e} zSr$^g{lnN{I9cOhkQmk?M(ElRtlY-v5f)R~6#~&5fQ|GLeyt>*)17{%OIS8)CS?Xw z4|P(9{PSz)ADDETov@{h|Hp=;@4hMS9f!nEh__yOh;2xzJAWVBs9_ptU2;!f+PY!Y zdchEgE3zxeh*8o#Yf@d8T1XU}iCkB{+JJ)%bNkbl{|@XIIxF$i{uGx>V*wKd(XS86 zh@&-?#xh62?bYb(dD>R{o1#Qj9DAKda{5|UH5u)pBLsg+sN}6e=ppMPzj7HKkQY20 zH9KrbLdPM_3tjK6i+>C3wOx0i^UzR zPUYq`;5HlR5IRwb{p-{ASPULO43Z|Ki-B9Z>OAARGZ7##%ZkJtbm8GR$n=zHi%w(a zm{{?+Gub3E$G7eN%~Lp!=INwJJ(o>v+J%abOpB{a-2^BnV+MHjM?qd24t2im3eB4= ze}vU{cD|BC=-g*gQ(C~gX)oJPy$*i+?Lr}s&dzc^?x-ELXO6Uz`Lm_phI#;q*lsV* z#z&Oz_2a;(uo%qj1Ik6XS^&*tOVswL?|Wc=C{?P@B5<(%Ivymg}83|bHyn%w0KG2;u;UU?|C*M zKEEY0r}Z)o`AHJK72_5AmA~cN>P2`g08_fV=0HR;w=ud4Zbf+hT2nkF&Ag)Z;! zCwzk;Joj}5Z*LM8bwhw!6sy5UweY0t%4K8;naXcygs--HEtzDeJ*47c;kKytHS**7Or(td;5r*eMu<6^Kh&D) z)Dym)#|*9&`Jf7c2nyJI7T#h#p6Olxq*g@W672s=s+iDBo4|j*l*Rd|NnwrrGI`pSD5%TZdq+=jab5&2 zk6k82uyMaF{+QTO2eU3*w8eA1JwV7MIjc=jmVkw8CDV*R7k4Xg+IWwcug$#K6nEM# z)iSR=O^@MpgmZ4i&pNj+SYRwv#|CQ_L9;pCW%t(4FX_{l*B$gr#C$oh7}eQVG2UK% z@-bq6qmk&o(1D6y2X1&?Y7Gg= zn>?F(u1r4ifjdNsUkjOf02hh>DA4{AE!>E0`qh)%^XKBDKL8`CBW@qk*-<~}<$f2F zFHvYzI=o@^mgYE9tCooiQPolwg0NTqVFD~~@gY`lErrXTz~x37whxsCZnqHidz>G; z9v!s$M=+9z=$h83D31IlvV#OIQd&)PvDLuQgd1ONBs=H~2AIqr^VTt`?VI(2h-pYiV-B^ z$2BWJTB3$(`YwkJoI-B!#e}UF4b(OC$8)b9FLX`rHolOG*qRYZZZ;mp^&Y$Mlp3?E z`Y;ch=qm|zQM95aUcH*(la-4IGu7CSZZDop*U7f7F4HbM3F^g8{k3w_%dNlYwpm3T zT?nM_Q_(PcOnZaBv|b8GGL^+1NJ_x!P;!`$;Tx0XjY-_s-2b6toRdB3R;X!qYR)53 z+8b1vldv@G zOEtbftC*L%x0wJV^+Z_6E)Y2!KREQd4{g@L-lX7Aj?u2`C1LOQ`V`@|@vvanP+Y9t5$Y73Dnb!SXb^7wRUvxRIW z*x&Gs?^-nR8w~=1gaF0d5B`&3pBm= zmPa<9Afv;KJZ`_5Z~(fzi-xiJg)OKe-$S^J8YmO8M|dTQ`* zJaCELgZm>}gP>G2B;n3$LreiQGI;cN+70TaEz>>Mv{UZhX3xO2>|Zi248~k1IRjki z3b(hNaPL;~a5tM|M9MJU&n(vLA&_%?#g&QUC!?8`F+1oNnglEKVO#}`naJRO;M%MU z=Q+%6XIoIq&4Pa|lOK8|3=CatovsJ>{V@yq1N)-DEx1h~Ra5dKCOrFNhf8>?3?w~_=`upR4sXb#Xk7Dh8fM8Z6ms_E#{IYK zxqZFL*576P!TZ35R-rgAglF5zWqEQjS^sxVI1F>A!>#H_p7IRR=0>6VBa#;CR-*m* z^c217rnLfis-9Ex@31>ts?6oVgXCGR)?AxY_>NjeXqkp)B9S*YK#|qGMx)Ky z4M0q|9gD*5=vc4XgF3Q~mY6Ty-ER0z9L;F(e1R{6w=O}Qf}c<1sQF6g%R}(VsJ}DS zJcoTis1+@5^$H=0J|glYf$NnIEAt5q?os-VN9D-ThG*qS4_h3AV~!!?^6D|t-#l`9 z?wBWt=3>DgYR4htTRfCYh(vJ$eVD7cK|N0-)GmJhQlJi_t(WM2NAS*ZB#y!d>q zPrd`z&cVzc>yLX~C{0^WcXJGac<;qf0@J_dOovC~f6B&F{$Lfo_)--pO_Pc=#9prYH3rTtKWz2ipOHc}jw;sKilIH^2;WUzuLWE7u(dnET4Y$gS=w z#k!SVaXj-{PmdB2{Zu=dqRkNV*b@CwO9f3#ie;v)!WBD&KUTff{aJF{+eW#1lff&9 zpy6v8=!AnJSHu(t@X>v3s-cab{~Qt6-q{b?i>cY#UhRDZiwCftFo2tmo0)M9S{T|R zo%$MsuTLd;a~b9JXkBSkslpde55$w((XiTnSt@9c6$x@z5oi>5JZ%Tdh=H*oQ5G3H zG>s2WyN9)H+s=PuOV>J3njqEU{N_dDb63_yW^Qv^;|Z05)N_bLL5s$>#d#+TG36#Q zPa2}(cL)?6In_d|a3C_zJPJ7k_6sh^HKR^s-BO0S-!W>N7|V+J#8`T%DY#=t0^ zJ9&tv5(Urhz?}F5x04(uFcEcVMwU}pg0Y1M9mq3&BS$}!7#0)1uS&zzREI^PIJ0N| zro0vN3*4R=+`X+I1$HkGG@<1Xzoiyz`AQVZ3|#;|_O;v{MR6<^yCI0j9U6@sKYdbL z3dZKP=ynWE$~HxS_s2$0Zr&elL=VH*e2D3QFS3F|D0uQXcH}PXKphh9=Tswv=Shal zSEC($;?_#{UTyp3ze?gheSt!`g|xbUtYUjj;BE>(pCwR1rYq}0)cB(J97w#;StwV-W9<cd&;4iZdN%4x56E4?G8*l%3EMR887+cJpVS<_WT)H_l-y>YbNF&3R*v z0~Ed=ziUd67r!Y?fW6}xr8CWwteqr|30n+LmbD0tU5bNw^SR?o-iD7N(LhLrajgXd zki5!z9_F$ClTo#`r5Iq@dTuZ;OKp;vS+m8_YWr*G^6bMuoxx!ab>e|nrDA8jSU{Lp zW0b7jL= zKGj&k_OYkXNeOER7aT8NJ%Nu4cp1_?!cc^^yXCuTZk?ZHYSKqEyehzKd83tX_^{Hg z`w*5qZ4VSN37-D2sJj&M8#KlwY!}m=4Mm!b6XTVZ@N8o;LK2To>k=<>V66-eMLFV| z+pofI5_7>h--89*!6N1BS>dQnxW_2C8$TrzO&c44knb9Kkndth8~g!&aF1@Wk5MKa zsB7&GcUjGE0W-ZawU8Lo2&RKA@gH})jrHZTD~JgBMqO52-VRcz1szp!<$YDtn4I}z z@Ln_Ct_Wxl+;%F44_!KT^@TV-=2XrXFY;2kSaTOU3K?ZX^YGg>mm zfI%3^(wM@%F&qHw3rDE;d5sT($`nMJoWdX9yU*1CR|vf}E*R za7FkD7l$o9VKrO7xGrUn_@obWM2bzD8>V1;kG5o*mpNA17Bg1}Z5YOxZ|MIefX z&hnlk4h$=YdH>$ouF-_+zV>tb1bYMC+DRLojL^Kp?b{0ivDC}UR^-fpHVlQlU@4}{ z$0VBvf6VYdAq~f$q}2&JgsG1f`!}UPT?yA?hYs?xK$bpN*?60_iHC z$QUQd1t*7(cF_|xd*#f%4G2G09GHD&>j7FK$8|6ut1WDS29M{-9384jG-DF)$~gKY zU2ZzyHjrD8>5`4*_#|U0>CM}PY&b+9kHDbeA?zNBv%gtCeL37xK-J|z?LV2>g={M` zC;rw>f0Zpu=BLD878AMPT{KuM;*V6}n|5~;9(p-S>=+Zq`KxRDfy-zn!rgdOzP(>9 zJ2o?zZ@tt3a{S3sF8SNe^dM>vuB`3j=}ot&fAc842k#uGF}`lG%vye2%~r?TFs+-d zB?2GMmSX}J`O8D7nmWPlvuFo+kDg}b5d$gYTFPlBR3+56b3s@?&gjb53(2jSDb{X# z>KU43Kbt$7%TlfnHYXO5tT>P1^$N$GyCxdcR>v2lo&Zz<1_SJU{4N0J7w%mbLZ%^w zGk}1jcAN({G8k&sOt8B=-4+0Y~MyNdifK}JlPp>NzVYml6mI_ zA8{6~fBv5Fg{CHVq2Rk)3oM>asAxhur`#nj!fjs9J$T=)O}8y0uK1Umrpq1FnGNfW zZxQJkgSSqluETK-kWh5#fc*|J{`|>aZ61?PIdvCr1E0{x6Br<92nTM23$1tj_kE=9 z@OCj2ewTBXXLOg|LDE|Vv!UkdTQCk~`%av19i_S$A`niLd|;IUy&@ar!}iu=DOjZ( z6Rc39C$dt0X4j}~Z_w4G!u#Z86s;|SZB@wBT&Gn+TD?YNTf#b*I(IS|qQ_o5eDkUs z#fu&<9Ee`3;*55>4q0Cr^vV{IrRE7^-D}SbiYSyvN~+QgiBd!wR^w{og6k)$8HV;W zhhesWx_HusRJ5ofAwt({L=Mk-s4f3*MEopL+MU{wpBPoJVkIUD4 zjid4y-XHQ1)R(~|t#aZzhiurL zDnC~tM8{s_)pNXodlG4yrl(zEkbat?V^$BYy+EVFMJpz(SC@|CWE6Qu$dWVEchuI+ zJB?qFzbE=~a-eJGfAxzCvBf}JAuq}GU4Gw?I3fg6FtS-8CFWpq9o#(QgqSqanHyrAK% zeo$>obi|ZC) z^Y_ts)boEPX5=&9yqptyf?8uV?!wUQ%Q4d`8H>2!Soa3;9KnFOXlWf;+-eZ4IMdEO z$?}jYpESmhiQ`kI=WsjA4Ws3ZDnjg+xy>a-HHO1|g%V}&Z0Axb3~#r{%WeseiC2d< zfqiueqqu-?iM2EB@C}<*InJS#=q`ovVB_DzsxV4}I*fQ~#56h<5 zKxbaSQ5G=@*(t)bDWgA$hfyb1#1TuvzPvU;Q$LEvfOYy%+Xw+rf}Z39me8h?xK*Ud zu{O(^KkXDJ8^3-L(%{)2UrMcyX3UY6m$n#+NvzKJuz-jj$&+FhY3IPI80X}y-@zju zPokN9Vw`p_sQIFk2b!53LX0uAP6=eIe-XKz?B@6qyP>MN6~hP}j^|+t=NT_5?TFMR z+M9tOIzVCZhy(QT(x+M6(s#z|J8|=fZ{Yx;+Fgy&Z>E_EL?UjK`1x^0UN6P*oNLFB z%O{(`CFs({=Z;o^nwkOih$>|SD(#HWXb^(eY5p4o%QQ%t;+tAg`y81!O0x1&)@Aw% z{Py=8Km411xY(8~;zi`^DkUc= z%4cC&QVOrLUD8IUnOYOI!~}Fmp@& zSR&zJKozj37;Hf711oCLxbBlc?|0U;6zOjOv$wN<& zNC!X0_H!|rR94dssYvAZ9TvYL2!r?Nl&&YefbfBWbeu}US-~NQQm`h!E?nN5NY0YZ z$Y_|a2*pT45$gmWkh&DzQNsz&FU&w40Tek{ZG0C|^t1n`($8RdSof}vRMH3e8(L;O zAO9d|T)jM&b^+vL;FeDExx5>8lnhH1Y&vv3y!;zus2XrrpV%@mS?^PAARv!`I28zXFdcT=ldtl+e zl{;27V$~%pydi)H~z$M)d6HWXDJ9d=3KDzkb00jMliJ9*Fz1UHf^}hEdG&^#Cyr-m0Pc-Zq$&>I(GV&6lx#xCu0YR7#Te6zaX#O{Pc`HGHVL%(H; zex<5>XajgA(>I^cDUN5{!!zQrv^K@r*Ucjm0q9CX49wPHD#5`wN{qk8Dw|}|ciG2A z8!2cGA}?NBTmSP5rosv%B(iZl&B@_pP_;fGHVDb;gupsnFt^x6nTqu*tu+)|T~w-R}EmSdO*-8K#N)dr<1P zoHeX5EYk7s6N5L4ew29d1OKP4D{+VV?fSD=W~`Ha&(2sfLK%rM_I;;ROvvtMEk><0-Cd&+x-B^mGEGZ-!TcJ_!sORZD_)Nwk>l{y zN0QOS`Pjhn9v`6BKw=9kyucCQCAJ+^>zgNn`CRGM?;~fv(k&3acrQL1 zrtwY;!dRB3qSmJf{2H@vW;;^|M>#)_|DqO_KZ1MQyKwu>Z$Qz=G9ctRy_wW9~Trh8sT5E5`Uw=Eo>@CmGq}Y^hT_z@O z=x>$PSd0ABy8HUV+~G!8^iKKlBNEcj*S(Mhv7|_`b@1^$KojH0v4lL)_9@y-SbVnV zY0t2zZyI|k!GZFZBrQ9+B6h}XvkzYJf@a6%rj@cXBc%>r##ypUaU9MJjJd-~#Vk(( z!Him|qAA5J6wg_LT^_ZLd(C6m7xTGA&XiGeDpkQQ2eDo}L4 zIF!_ax)}V_pGz1c#rK%Lg>)MqsgY-Ew8K(%6Jl;ycD|-GP#r+ydzJ(NFH!s z6%#8==?`~V+77MWD8utfnVqyTf$b^CV7Qz|lC6XiOQ8HdG@D$D0Y+Jo$dXDFRam`I zj8DR+=P@~?2Xxx?s$#2fhfBVums`Irns+%*pt-Rgo%_Q9uTyXdst-9a9w8_-T0P80 zO|^Sc;yP_m`Cpi<`HCZ0U&YzkgSST@EuxsF6$ZNCKJ*nfOM8PK*$7E)IT%&I$c5)m zwjqL3M4=w@D6P)D)XtUKP=HxrJfqTO_GE-Kf2YqpySeA7m3(b`n9F>YxDT81(F5D!0^fYh}zt4 zmxFsQ?zZ?B%#I+g z^a3XdtI zl^aLif8)un*7mJY>QwY0Z-(K8Hwr>@s&T>XZoRRMK00sGCW+WB$LL*0y!|C3?twk+ zsFk+A=se#YTJEBz@zDN{L_b6jJG8T)K%$waS>{=W>nN^yx^o~g+0P6KP@_PmxU86% zB_F(OV;$WSGLW0{w)oe6acum&VIf9v8mxs+J^quDxBzRnVtYkI*Jw8P7mmBs5Gs&^ zTlJbvF23Wp%| zK&BXxs>@LkBbNQ7bWt8HP+rU;?s$9EK1j|Y@jCpZvAi~d!W+HG8~T}f#9b`6g`S9! zNrJ53(lrA$3GvgK7w!rCfNwP1$IJzd1zFEbT)xFF8?QB}2pC?p?asHy`-G2I#TA;1 zP}@}0i6Ek7JS-MevsHm7b<7Q;gY9+NG(Z%>{NbD8Lw*I%il_v9Tf*eYx9oMc`hW*l z6ss#G{IB**j?$QlqYtN|{k@#9)N!)yByD73TvqN5)n{p(X+9 z{6Oa>=QHiY3GMg?gr7*3p3pB0^>}C4l#KSi@uj0lCM*7xm9`NwAJOTZG31?25&7NR z;k!9}N5|6@l4)j+4;m-sw6I+zR6{*lGLW4a>Ap3y!T#W7?%n@{;`F1|pMmG&n%^k! zCJS~H+$xS>;|1&kvT(&dLX4^3XZ3(Ih_X<^>=0 za|lXMaQZS&+_A81tt{rh9XMv>&svDuZg+I1(#?|8}U zxT?mnSK+f;Xt%{)(v68Yt&xC?V^I$kU+%N$7HIs$|5RDLuU1?)hc)A;X8!8ipxb8( zCSYx$OMC3UDC{E}q9^nV$;!9I)IGOZTj!|5b4#3wS2v-9kHlAH+0CE1a|v{L7v0lC zOi!k)^LXKLQ~Sj3rqR*@PJXH7~K;65(^xR*6-+VKQFn*R2K|mRQrgs6q&4YDDyeR@yO1a zt!W=E%+F{G8>D4_T1E!Pnt%ZSnXhcXT*AmglVnX5PLxVrOzaQ8X7G&B1l$_PCygusFH_S*K16?X zjEZNd>07z23oz}L1baR>uKf;wZAPO+MchSeCl4Oa5}Tf$dUjqO{T1VbR@uHxNsFr{RUu1v@8ES+`|wgis$3N>b6lkRj9{sBH>~M{u$mk&S3o%D+17-C61}bk zJ#G!x6lQZrem0`{$-AuA2JKCUjIpoGd6(JqR<8$(^iS-5+Dk|L1Muht9a2ls`DNU zc2Z5rU1tu3HIOsn63q-|!L9~^tW82}WE%$?NK{{txQo3Q;=Ddi%1VlLC3>?PWGy9CD3ImiJ@i`!U~*KhB! z&clWHq_ZJ1ltFR2IEEXW$PBT-!6E!5zrX3x%u#x@e!@Tg_YKdlhyYkr6HY8yFrq*GWN>|2tgJ4X`e3pO+9I~K>^bg{|S3TBJ}IzO?#DhUgqmN&ZJ(IbKbSGt|3t`@*9>XqWdDi*~Heu2qfq zungk`vu$-B-H!j@3w57t@rJ0=8S%fL0Ztd>&7?;{)3rs=^#a@ge6BtcC=t8d z%-<k8QTb{I6|zLi&2APk|}2ruH|-Z z?MJ}hxb^yIY;Ntlx9^`Df4Kwb0ipXY^A+}7|JD9Q9Jz*awCx$v}vwNX)_kvYE*o-VM6YjL%LC|Dn&D|sxhIQ{f1CggtOA-kv|jfY46^*1eOtHo**P7)Tm?Wn>Ne;a#>^%^`n-Y z@LXbj>F?NGHvxY0y_-7=Fe4^N_%I8l;9i$V!{{FaKbNoxbH<)PK^nUfJqae*m;JO% z_mdaf36P{@4#KR7^)AjluiUnl37y&%NcIy&KAO9slH$M;h@cNu?sdzGI`h_Xgiw!t zV9kr+TiM+ojef72gZx@{UP(ZXgWMMJeSW2&lX_*EJ#YMaQHo@p3t1Lo5|lsbaFSY> zsH=s%1Gtqjy!6+*^``K?DgY|r#7>(Mr`o7K9~R&zOfNf3@)Cw zv}_WhGDy>N@!u|!BeK(p8`q0}p|jYe)aNvM&0da=* zlE;V~{zT&}4#A|=7(M|qI#!t|2!zNz9sIt75?;RAI+0p{8vpe|Dav~6G>!Z0)kV(R zBt#3H6?PLk&5+uK$y5L23I?~hx<|E*lpfFHqZrgz$T8k19Ez>n>60X~bWw*qwPJB3 zBaU3KBgDRmknxkY;%a(x#!zePn3v+$_MWhc-l+1B6ED*;qp2TQz;8i8=U-qLg96nY zjcT+GS1ko4fc7F=sv3`ma7NFP{B?@rwQtSb|NkF47&-tdNt^&^-2?IAfGq%ai*!-h z5(`ffG^3QrB4a9A9B>=S)s^ThInUZa2^8%E`ptXkKNR{WyIXUqf5k{1%7_RVVR(zl z0ZQ*SqyRH&mgdE~poJmGKnS0$yFm-`)TD%F{f&2O8tc#qCavMNv{ zR2jA29dN`F#8KDAso9v^TBl+KtNbxu8v7N#rU7 z+0JXw_XbaSKOeHiFqz?9f6x(w&b&uFxSc$x9~&I*?!220iU&Zv@50P+0Deet=?#Nd0(jhkcR1Ms~Ms^9${Af=r`eoSrp56j+^SJ#H`6xrr2Ma9eBr20^t?Tntk zP1Vlewg^!Z^dhWRzf6zIAt#^o9n;^GmwRxA` z!x1!T{F24NT8_^jT+d}tM1bumMKCxv31aHgP_M8c+is5M%tv6tq7r1Xz!Jyrv!JqzI>VBi4AJKx+kDoyS~PFgBf!`u ztGIH_;dAJ(=2QIAT>yKAwB7_-3(yU(cdfgxX*Uz*+%Xjpq63`{#5B z`UVG#LfE6O!QXeirw81L(NHyuk*!E_rWk+a1M1qjB|n7gEp$U!;<{QX-g3s_*pvn0n>>}-@h{^%jZ=ebR+hT$Es>fceC&5N^USd#4?5-o z3T~;B8)1sc=&CIuTCMP;!^7%R{6}!bEAnAL?l&WiGU}}^6syK$f*1?GF zU?SY7l2s$s`BXcVY!UD(?}A%9LCsr{zcw!9%C_oN7tfRf(T3%M4(h6{Y-EI>F^^kV z+RyxVGP>~qWYh9t#d_W2)L6lDXX|Zt6{@s*S^roPhUsDj@!W>^<$`N8OM+9LfppNY z;0K6axk9>HuY5L(!UrKJfkbB}sAlj#X{jc@awbWEb>dm=ny#_RTGM8}0~0npcxvkS zle<#a+)TOQvC65vWzAld5vCD01yx@!_m(c1@5&&bd-JonS4*~Q+DabAw(X8Ow$-td4m-AO+fF*>mtJeXYp-`7|A+rUu6bq5 zCpBu6M%7*QBwRsG93BP-1_%fUUQ*(V5)csR5)crGF%-z>iaRp{+2;qey@aL{5D+Zt zpC4eL^h_)uAVDC>FG4Erz-L*II%wjUT@MJHo(WaC2Kg{Bu2Jnqmu$6tsQ`-fqS7K9 z<4B7li|^zMeH&hYB_L$i`C_2 zO-VgHf&g3;K@bTbXd+-Tf3R4f&tF2w4a!6v(9zLjrD>8ZH$>w}`I$ED#2&h*jpRoGq|qY|GDeMs8zjZZZW$A*n)?aqxID;!+{UaqvZ-k@O!^ zp#%0l6>gZ~KK6_dX~F&IrbQ?$2`zRPC)LzlBREx-2c{4qYL#jycT95flI;@%9`ys! zoS7#4I`t@#nm5BACyU3X$CJ3M6+wkL=AtxSn8MEk=z zA7>zdHoxlV_Lc^gR0 zIw3_LuSUYD^8Bql?(o;$9Nj5e0r%hi+|>B6mD(VMg(kF%7kC0cb21|GL(+A=w=Dni z$qflVRb=MGeQo!hY)1CU!d+fWS^*Efna6zy0c$+Ti$GP>)tqJ=;qz_ZiZNbZIG72} z&(dlhJz1c-TSS|(SqtMoUwy{b7`ALss*XYSlsZ9YU&&{4>XVGudASr?!Gan~MPn#c z7opv%ZLnQVERDo$<5L#hC)R}wc@eG8X5NT;u!>8uZ9G5^AIjA z!R`DiY;JGGqisbxy%1};cZk`&E}@|65jL`1QHJ8Ux3}2c z1gWyOuXbd4_q8`rHLEVR=Cag}Y)iX2Iv!!;DVB$^JJ_G#8rdA57#Hx~`Jsn@ed)J) zOGcVOjZ?MYSGmbzY7X#;$vNk8W;hmlF0v6n7{k-0oP_R%4dn?CKgL!dO~yFD7k~@1-Q!wJdRaZn>R@!&Z3}Q41N^Fu=3K<)!IVObs<9n zyjM38pxxpvqKJW7jYIFM#5R42{#ix*aMWAxE-u%64}iExD)3VEFM+ zb50!*xH6SlBKvP&%_6H48ym*qWv-X*LOeB;;g}<#HCufglX!%05$lTnY`51sSnosQ zRBq?CA@k|2C=Xn6tkUar;-Wz?+Jdm&jQdU6>s1qjLp0{T?W}3(Yb`8mBAI$pO53BiU6=mBkd4cRYb*w2SqFVy!eXvfX6=TX&Ib3uk#V zVI)Ev)Ad$ZuZSH51n49#uq?jA3T#Xp4x-tN+49^=7Lva%)Eq#+jbF{4Yi$wrTkx;0 zUN%oPO>nrk?IK7J#t=^y;y7fP&4T{^&B+PHjvZd#FZu^m5KCZPr@^|AUK!m!t@T$H zAe6CQ4}|!f7{GeWk0aG>oWh5@J5$i+fVGVYPy5X(dT*RwEFq&C(q<0hO~jg{ic3Q* z1TzSPF6xiNP0(HOdz;0gq*UEnhlee_61fn$tukPzlH0?GjI{JF{Kw-kEJO~<$$=`t z-Z7ck@(e77@m*{HUUsuw2IJ$!+uYp;{#wVwS4~Zi#b}}Q(e6Yo)W>6mMwR&W6E=TAN!sMf(lW+TyOW#%@W7d zbTCd(jF^C(2Jc&+QLEwu1W~awE48&*1oa~>inRjUeJ?o*7rGM|J43~rwh|5OqBUKh zsIIcoWL}}=S*e~M=3(r$9GY}|brh7>5fl-7>x??YZykcwrLTKF`)6J>fLt z#8v?7pPTm@mOyh}5er5J2gAJwnmVqc8PzuUk}~#?j53P z)<^PRAGny{j?-7NOP8Vcy9 zZ%*!gBX$lzHTz73BE;a2hsT5isJU;0?3&Y~@vNtwW(8h5(ripcxMjmVwy(s_^gk3P zqjWRRHa%@fR=s_`IYe_Rz+X4|`!Noa(U-GwD-vXpb*5>7sDnPboeM#~YCBOh)do?^ zs978u6Kt6v$UQYF>s;{CAXr(bCiDw5R0vL>gE6R11uy?Jkc9A@0q`ho8hWZlc1R07 z&7+hAkm^;^?aBig4-j0a?vC7sQSdEE(&i**Lz7O4nLstGUE%O&UT^Oq#H@3*2>FGG zAX$(RV2SgsUkJ-~e?enoHbf~4AUrQs6srz3n8Fn6Fbs#V?>G*;xxf&{WenN2Z^w!5 zu>cvfcdxe1TUbbTCaX|kaT=*{`5=hJOwsxNJt!0fRs4a4jR|&%No+G%ww7WS&0n zZENf7kZ$Y2z(=rbfcV<_c=-9SPn|a(lHp)i88xHj#GpzjlU)b5@5gi)3o?^>)c~8a zOsoMds?!@gT?vTQ0>bfT5`N6K7Rt~hz`yWe3!^02@iryvzF)m+SqPv6Tz)hM3&7J` z2BUZ#v}%9^XErp%h(%18wgQX~kxxYwc4c`y$aPz*Zj*x66-Q|_I1s|s=*F}{V!osd zAo9ELKU+}T31jgpoT&eT5a3Y{LhSVqUg~A7wE1vcw&bq%qqS?qM1U<*^W1)e|IMmD z4oX#7S?-1{Ju*bj!xAAitb83Ti<9=u#?+K3$zA``-_JmLCL#Xli{;M9`7KJS6oQ?l zo*Z3>pZ(D4G8#pd%!Ogt0~>Z({U^~&W+oSuDIMUfPHlb4dmNj*$rMuC`uSYFT8xeC ztuR<$Fk0!_KzK3*0C3DgA`mCT>V0O31p{a?q`vn`0r4o>?^mL(Y+M@y*~k8F9Ez=v z23Xti_dQBDk{%fo2{_pAzw73hA-?t`-UbblZY3$O!?-6pv)!{t;&BvMLAxjWm-|)A zy*3DKg?yceRP?i3f|YMET<=1+a_yqCNk5N$UkAg~FC+KZog{F0@|4r-F1aG`)@e}p zT@0AL>Y!`;4P?9>^3Y>d?bjO%wE4oIN(X>AKud8e`FEiw(Vr8ndwYNyk>OnYmP}9`kPSnVYoP9g<1$G^G ztjQ8W5aw+BzyPmP*Aa(+euRs~!eBR4ES!QAz}Psg|2*7w9Y3CpRVOU7VVt7|r^yrH z$Mh&>59H(}c_9I>Yk;e^mm6ZG5A^_P_j-fkOJhgia~I9ym12e}?tPKKu#wv1wZ+1t zhr3#Aa(4G6Y0M0>zsN{FWz8HnFAvJMBGH2Otns6~_M;>ir{5(nd|0rE(3a4&`?#ib znG4v5VW5z(XmRFb)?fWH1Dfl2VjanA+NH9)M22!wjxk^iMzRsVD3| zYTZRQF9q_vx>pGB&2zUuJ5Sb(fys0@A z+x=ZN^%{g8uVkk^NvEU`ow*|AX-P0K*)1SO@Rz}-Q_0T^W#ygduc&n(ZC5Ubj@#yz zYR8cInT1LqMb%xM!{2<=vW4&+nBd_F0ZYoCM>2GW8c;C$JQ9<6DJ?!h5pU69@GQvj zeDE@phlkjMkCy_vUQdwt`Bm;ygq`|iD(^P};Na8KmGPHtRbuxAIHygQ;Gxw0uF;0G zk)3j>&E%_HE9^RpRl|2wn_X*~hI*CIWy8uY3)CJ%o6FS)0$vHpP%nv8=DbV!wO&Y` zZDpY`%8PD!o0H>>7Exs^y2a4bY7reabnpij-^%pTNpRYc$#ib(-bT_Z8%2?h{Nt0I z#{x%YIB^lqzVPYoDmP`fTG1Uj{bm?`NN-yfx-XB|fv%Q&dk1xs62QJ25CpKr^8;Kv z=_-Vg!L!4TFiF4^>ZGfOqsT^ZgZ^{PA(y*|#j;Cd%VaL72iib>F zFFk#lS=E?T8&%xYD(zCwoG_!cRwQZ^EE)U`SMSD{a8J<(txgmcKQbm}y9O)!JjGe$ zW2*22T{x+OtJ}ndxAN&hTm_i3`_fwEk|NaB-Kj6aO-%iCs<&tj1TB6zr z{Tq8I;Q*ULuI5k;{!a1_8u9rDtYjcZVH^c3U$p;ggA;gQ=e|=})x017+ENe%J{*X9 z2fmbj8sp!426&2eIq#RrDp`eMKHp!v<#oVFACR9fIWe#ocCGxnuGxMg{zpYze(TxPGkr=@ZqgIhtD)KgYkq$t|(5w&)+E>^DeA2Z=j zpvmHH_9xQux@}DjKhimQeIDlSa>oXs5nkRn2o8@o)4!^v2>U|c8sc`3_J~lUbp;_X z#1chRmY%>knJlW>KzP$rFtLF{Ba6Ye)_&M?m#Cu+d06G+<%ZThbPImO3@oRav5l06YQCvp|Sx)lSOG^5n8I&6|AzUX?^xvprPM%7sgM zg*;oV<=k(PvY1Wn=OK*wNFe0lIi@8VlxVt!q%gL_5Ebp@i=o@__Usv;KO|wNHS$Q5S+bEV=t?i4}FTXda_fe?OMcf$zIitDRgk5+qqdW zx&<6f-O!*_!Y9IU$fgT@cp|2bI!i=3kH?uhY&c=DXYZR3n^t_E6D=`B!@_2VKIdzs z? z*<5M!?RLoc;)@LaS$4mp+>z7V#i=a!9Rc2#C+V*n>wb+oweV-mQVthovZIO?pxs$~ zgklcQ{kdugXA`i6%9?#id6Vq*`5Lkrb7fgp62I~&5?0vne!9oEnf4!qqLV4c-@eI1 z0*cdP@YZL`>0Hh)Ki0-bVVMawBq#j8CUXs+eyllmemU9bDb6b1KlhTaSm#@XWUpmP z0>U@>Y1$DGUD*1udj0keM*g#h=fyaC<9my9=QlDa)POb`Xx1GWsjLde>HzC*EOet;YjGF9NIY6eO4(gU4maP(Vg}zfRO)vK|q)|AFphwnFu7D>h zefdZ{;Qi&5Vfn2FU6ozJu>WWl>hP7QDBCyGzE*3&ZvYjDjo4L-LKgGLE*&^j4=+_0 zh2uxS3;JHdXy^n*Tpsjc98L)Oc_HCl0sGy1_wLSh5XuE zXUDXxItx1iC)!~79}+sIn_m`&g`Rsi%wQ1(^3f^xpJ?rpvzzrwt|SXy+sdF>>ytMn zlMtYjI#~rSe3cqAwb_D~V=fAKd0ZH!s*buJ81y@mZqC#!iHji`j?2#2w|2TNF%#8j zd_onf;Z_w@HYpmWl9djgHe|eR&o}C;2Yafc_lCoZn~bw#@9oA3S2bv$ZI0vX+($cR zoAe)8h{>5LG!@e<1T~8Nzqg75id}G~+LID*dJGd%m4;jHq3_~Cf>~D^zD_Q`ylKA- zkqu)SOVMSfBWn)k&zia1Umfo6ljRnwK3Hw!H@);12OfeN4cPV8zv=o-0={ook zXjB^HR@^95WE0fYRm{{1MvIIfNt0d07yEdDB;S+BSpJ?-Hm@4^9^)hv1j1D*T7xaf z^VL#c1mDR{-%D_%jopv8e#!Pcka%%6)i@Aq*$22qrZvy!!P{xieyuWekU1zc+Mx_D zR87CiAfYaN_r9auOiAo}lb&eM;R3Zpkr!}fmvXku(R6@_4;L2r9WdHSWp1<@yRd6& zfisdqq@V9rhD^D*WVvm=i)mI$Grqt_RTp+CJGokM+NY8bCe9hRC~#s2vWjff$mSwWj2Be`}>u1<$lRFROiCSY? zjO`8Nw+p$^FjSeW3YUp^^9cf3A%5*er8sxh;luunlv=%+1;R8$OwdpkXo3f}k<{nQ ztKrv@P^c$x3lHGpS70k%d_MaM+ix2P_FB^6@tCP;&arA|ZE9C?khs1Zp=HoVKg(YB z8x2c*IMHVpHN%6$!@nrPmQ^x+R0&%ej*MF~j}c#bJ0qNlaLd74E~=_l2d()6gF8G& z&j=!$q_WWK+~KKKGdC=%Y2G@$ihJ%WolV?PMnG$8!;+9Q1tn^%&}Kp_?VzpbXsIY5 z*pq!7em{p?tl(F)KH0IBoF>^`Mp`>4MJSV!NQD>1cdJW;rcLxmQCvSjLHa6E)W5IVrz^>9b%5xGaE6zAH6lv8@v-xud;PQl97X$+ zP(Y$JLxvq^rC~bD%Axc@iM&ydpn~qNAUR6`d4FM=;q$T!cwchdX77ViBhgfo(_r&5 zseecq>UH?#DBbT5oRR7f!c}ygkw7HxdTwQ|esiv(WVCCkHvb)rDUcOu;)3~G#r`)r z1hdBMHoFaH6>W9+2<4$|SB!3y`FcIs6BPvt!u(wR^wl0o>LRSp6zK9nWXg_F0f0l9 z-XZz-(;p9{G{v&-Txo73pMg#xZaj4LSAC7YI#n^xT!}9igk=GOK5$R{L$lnCxI9co zJ^u7a2!@h$IrwT_ss$dcrDi=5SmW4>!|}H?Wo6jm{1WBU_x0BOEBNMu% z2eg7A%Qb;5?Uac zxgVhF{jJz2(_D3vbdlC>9AChzFBQ(e=wK(66U2bE(w*1uhkJLB$k^$&9&fLC->=!~ zDM5=4|$>Wz*9l{HqU%WK`ChE%jK-OeSJ z=*HiXROIU!^FYsjD|L_nE8m$slrbOG^wH$G;2W*#We@PpuKZ4CtpxOn(_VP-5y-%Xuiv^x@Qgr>y%}(UsWiE4Ba2^1h6Y*U|ri=tf*5t$`$X}xx zzqi3WV-&txY&)cqdvTr?kmy^RT2Pvu$g-H0vjZn6B>>H-_*Z&ZY*bz@_9afs36wvV zI3<2rxCYOGU9HNVn6yVYU;eQ(mc(0VP?X$oQ5FdnJ9Lcs+JOpXX76CKq|Wy&Gs=`h zEp27P1(H*)d%U-tU>beCIuqwBQu_^&9s_UVNsaI-!Xebe<3%)24r|$f$a&t| zhF0;%(Z*0MBhmVcyVyGNFx#pW<_;P3BYo9-Lr*|7iXjUE;(T17)V}b(Z1uN zm7SrhK?6ukfz~Dti`xXp5}gOLPIs52otaqo0oj$ghL%50v_#vzWfn@9M;qiKbJtU< z^o$~M>RX7=jXr<Sy;QMp6+162rsP*)%b$1Mh+B~lkL$eWMkAGNZo&H z(ofq{?{L@$e#WNTD~*~DJlC9JMc=1!vs892jHEemh9gZ-Gd}J2nxJ2WKd*39G@gMv zsgCVE$4~0VzTR}?oR#tlW%DGiP?Q!=65?Yj{0%GhyUx+~xoK!l?ZAXMJUlUDIh{V| z;PE$WYe#atY)Z49Ndt5r49a&72S=wyry3_mr?2{iORCC>GR>Y%ziH(7+(kAz#hpB5 zvM~C|W*f`Z*t~o@w;u4#DR)Nft3B=84XT)1X4IgzexsO4@ii-su>(gGGU#q%#Wfi{ z1Pp;Dz6pUsL|?nb(q3pb=$^VvYxp= z^z-?luYY8Vy=2vf&Ks3qRH2I!|Z>|z(ETBi`z=vNn*_0M-157{2 zJ?d-Y*Jwz$rIcQhdy@??u@?3&*jzi8+=;n!+y;j3n(`T_yiL%u(O=4nJ7g^vCzg-0 zduzx5)i**CNp~iNCi|vEIF%m?Nzfu8qzcKN53XPLo}Ap)F?@J+wpq|qlDl70&SRgz&*gU2HpY z1@X0Xm1&(dSXb-Q%ep5bwmpRe<>|%c8y5jKcVKxCM&S6@ID3NyE<(AFdqsZo0u5Nq zrsj~7Wfoj6dCe@~(Ojp^i)e_}ihV4=(Zh5W<{+CXhlURa4B{{AnZhzOV-I+wJH zoO3MX-$eYuEJc9uuUDpe+x`nFk`R>s1eUCz5$cHl4L1=5tRM-Bx3S+c0{(k6W-9&@ zS<(vZwf=7^x$J*XD|o)Ki2vTSp3FbGIeClm{|wla{DH0hf7bs$kh+Xjf~JpNJlQ;% zf}e`481J_~@}Hsw4*xnKU~zxW(X=#`U@C~35o`D@UrL?6uC$4AKU zcIZ^SGOzJ3o#vD08jEM%_Z;iDsbSkx<{N#knhOCZkA zQ>lRcH>_Dw4Cc&2GJ%aSi0q)-5Mnl&eJq7G!sG~ofPlc+X1V7AcG5izUk1%SfEikI zT^@z=w=Db}P^O|t~?sSo(d|>U-6&>6U_NIj0GZJpgXtg4|Or&+~(%gN@yA8fMdZk zEZH7+$JuWvMgOB7c<7@6 z+S5FqEZ%_wMVV?&=XTwkXfF`MNIZpiSrip;zIFkL>V;{KuGb-(b^`-RKn zvgcMo36F z1?hdw<93mln8?Y^-Dtgxq7KXv&n?XMS5Ta!1Qw~*UNf0FZErh=`k|pWGn7um+tT(l zzj$*IMNj>F!{Y-X`)qW&Ow13`O20(iP)-~DY8gDo>eB#nN+KjDC)cw+lj*H|C3hkJSSE>@r+mJi=+*hJ;VZHa%!f4mqHvz={t%!m{Eymy~fNh4Cuq}%TW z35Ll>u6(>FR;k>S=HN%k6)Jx(3>7wecfWFdJq}iGZOEy8hCa$nY4bXdsiRcnmdXCT zzWhx`41^S$br~Z`I0^k%!h-9HxPZRw52cN@R;*|}4>B{yV_thM?w2f+ubbqq`6;W> zPs>#wC>c+qGz{X4XI5Dpb{o9aOI5n9$r;)vq~@*0gVAkmyjkToSOJBFh3eIMeD+&i zZ!Zsd%z0BOdY;tO)ZzNv#zh7oSbAA(Ru}@916a7g&D7&VL%9us$PQOS4OcyRrC~M$ zrht>6zb}me`K~F_ou?;qFk;mTJp)@?IW#k!2wrs^piHs@V$c`6h*f-kSFO$gR|dJp z{t8_V%7~qBBZ**&@otv~8$Phn-+X_aH4P6#ZhjaZ-wGFl61wr!pUs^N z$FT^I25zowCU|1W+LYZ0Z3QU{#N>2NxGZV=bzJ(rbv_7WwhQdWfF|_l9Pho}_Cq5Y zaWLex#X;rVKZ|!5&K(YohiS)gk#0WPbSNK3S8w{g_@%WX_?}x3=aKWkXa4S8^*zP} zaC33-@qYY%|Ohm)bq5>yM6o@b!iRzp&&p6#XNC>dS4&(&!tBbknl&Ww%1P-7=l^RT}r z2NNX%k{s%S9~&qc>Upd1SoS<5)apB_SEGfs*>w9yjXpwkXI3VU=}OseROn{h=|PAf zzfQZ9!eQD=S`Cu|jFyjvQ-@gn>|D@sDGl^YP6s1*ch0jQj^F1^n-f_)51W1;Y)ni~ zPlq|>D5W9qFP8#CCRpNaMJ8FFk2V-tZM1P!Hay2EvYD3QM0pKJ`)9}P93LO=?0~#C zb#{JKYBv%6WWTh+sctC2{yS#Op@M|C_US)a?gJ5O+iQ>?G$!daps3dNMA28`5gnYB z-O!QCXnS~RD8!+p*`T75gu=8mn#_3RqJ{x5Sq*qXibD_+Oy}Ahr zuo;q&TIX?V;*0NY1BdS3aej&_@6+Pp*Wy+yGX`y$RY|O@X!H z0iTZFrotE5!}sy%Q>4i-ittO6tgl^6z(gQlYf)~Y?~cZS#awCJXw3egqU=&XN?qZE zg^h^ee>T58nhr(4$6@|DRBtic@wfw)sm6A@tGpe5L*Qq`ck?PUKQL zg(29%R^u2OrSpEpDt4>9y5oCPRB&lKBO(}@!QAWhAR(8D(2iZl69qRn4uRI~>Eh)$ z$0k@q+AY%KX?5p@`!4(dY$#T#3YYll^WABV@AGk;*`#2Ox}HbB__ZgYF$F0ZIr;vl zhka92bq7bH&|g<;oG0Oign=FWi;0MDeN{67ETT%2z6ZV>j+E$ zgGLRI>Ex_vP#pq;SGihc*R0ROx*H@M7SJ3q&tu=`6Zbba&!0ZQZoBq4OqnD2jL828 z^v!yu9(qm36M@_P!`Ih0mYIzW{dHHb-IL97E-ZNraQgPJ85-xF>J8%2`Et?vsRn4U znec7QjmaRMZ=VLk#B|nmvEJI1u`&=od&!p^w|2 z@lKfRJR%=+;?US1%f5NL2%(4=9i1A}9OMu;ot9O2LfscG7Y-xf@5@BOpID(hg$RE-Wm}>(>+2d@A58&Frm;YJJH)~vaB#LNDk_qSMFI`tBzr?cLkA$c zi7`_OnuT_|3_)FRw(0$HI+Say-5TkwS{gH$f=sT@zY9?Gj<)y2yx?QdZ2@}#Wo&}9 zr8gJQW+X?2w%7^)^4x|)>V?c*_#EHVWq8~<3a$$`3J+F2mRbbMYH^~n^kWB)*$ zK2BdHhjOSHy`Dgw)&8Dc-fbC7*HF{oqrCoy+s020(^v5&M9tUvRzg6O z>K>^U{M%I%@9biyKDQSl`t|+fZn~?_T~0NAkx%_Cx+vVV>4X9!PlTsSMRVdr!LGhW zX>4p*1bgX~WyM>W4I>jMo|TxfC-3J~`4LiUmMVF(69MSCbvU5H*JyR6uiyi@0F3Dd zs0(zP6z>`?z~BQtWD!(?$>U_YJew#yPvwip5CQdW-!i;1@21PZp#oLo|Lo;8;HIFW zf?5MK%NvMIZKEqu;hRo(+4CesKwsS%A}|4CDTIdi+j9sHGMX?!gMn^E^isG(k^WsT z{HZVw6a2UF9B6ZVE#FQ3&? z&2Le@2jMSG@lg+e<#>hCxRcFm-(bBc>a2#PuHazRF9t>&JOG)dx9w0u13efS5a1NI zNBff4GI+6OLzs~cpO?><44SZtoLL49e!!v@fo^T}kdQ4eFEeJPL<7rXhOiheaPGc1 z{;Y8`M1cDWIhjH5`?FZ}H*`r&=qd;R(DjU6_J$(%KC+??gFQYohNc3^NChkpF!IWG zo{vOcus}2Z&)YkH6`itBSe}+r4cr0Bqpq@Ct(JAYTigyj@1|N}VwOrh0WRezqcqRp zo=!inz?6`^0hz=7(vx_3pmPp#Xzj2JoYrOW=!&Yt<9B<(K_HC5yZhVy1j%zv(wrG7 z^SjHW(#HT_Cxp^XdMYaayFSAO$TmypOJ?TqZi}MOl5UYg@!V}B&Q`a}jlx-fH&|OH z&ILwllhcJtMv{rWeMkdue2UNt{m$%c2_ObQg)?w8Kb@2CBxa~4lL843X)7HSlylJ2 zKI1jejNNKurQgSUCh~LBh9@k=cRU`~$n2jW;0_DoX0V5$+w+rCQ&Z=wO}#_h6>^|< zr8lz%aDV3*M1P9SGI9gwX!i!32y%NUn2&>~Za@0h%^IN~vB<2OW!F_vKWlsyE`TVV zI%xFe%CyN_#$NNnR>UEy$#=i67i69FY`=%(&XZU;SXl`-^v^chd1Q7&o+xX~q2Hv) z6F9iIJf3fl6DZ{gIBfCUhd=NBZz46xP!$*;`4fzI2)4BDGmLLI3xeOaPd+OLW{)Re zjV%y}&hFh%OzxNab6D~oTo)u%LPA7_yIi3lL4Gr&bX^RnZ?zte_ef|Q?pFp^HJe_S zd~(!RRfmiEe(*uh253-Vm3>7)PM?z|jKTO9R7ATaiur;#s4@SBugv8Hg=3g4vjei? zJs=UpxDA7Vg;Rxr20v#eul;hef$@Kqm86xF zWC6CwCP0_XNVQ_Zs0s&BKpOjP8p9_Nem1)EKmkeh1clDymBg!h`M|~mO_Q+;;8?3EOEsx zljl{G_sY8}_{}Wv&Tk%~DBm%4WJRO2yaTq%dMHwZl`#sCrH3aF5@ZaF2j{3{Kj1opVO-QoUw`RLE!nI}ku(f^^s4FZ2@BI~lS!}On$;&W?r zAwfMIO9qx%Pa#ev#jja(l*PfdftoPi6LW-9($dq@90c-owY2n<)Wpo{8!H}Y7okz6 z#L2jKo^#8j(`st682a<*{-Gym4D$IdSzU@PuY^y!J`o2Cn}dtP(bB}?;Ha!Iu!`_i z4{5a`;V&z~nVO)G8Dt_y)4h*>Qsd*-mq?HSFUUJe2h z@#)z~iO*osru?J0EX``P0QK^`18B$J5jQt;K4P&LCbqT*YeRBQwcIk{(ai{kCmLvU z!;qsYv*mTC8m!-0_(5t&2XwGK z3*}BkluUK7Rb1y;mja6A!5>}qp)t&~BeYneowm6QcSy(KN zcYyNVy73_$ZmSvgfBZ|8 z-?|Eq9(#Tm*#S7zDMMQ&V~$j=koN>PO&yvDGrx!3+3gn&CpuioZtE+J7{?+lttc0; zp66@7xGybhi0X9~w?mCPhCIFq_MBw~HuE4BDoN&4*&JE0GelX-f6=KfAu_b&)R3Z_ zl_`*-Id8K^N3O_X!K}7o#+VpUUZ+Id#NmV#&vdIm7V!DqF@iBY_; z=oyQ-odDlKBz-z|L>RGxc%EV<@b5JGF3~?I>uy%Yg&(iEz^F)cU?YEXLPk!tBVV$3 zt>q(73M0Hgq-F%nIVs=LEuG!K~%{ZLyQ2zu)cR6Th>qAUGN^%~K&GK65+-eRH;$uVZZy6j;p_ea=ahd)x zDYSG12%j@6G>~n_qMt9`Dl&XP?k?2Wvn9!_o;!#kyauh^N(I+25OeO}*dAkZUCHrHk~Tyq><(9=3VS2&aYtD71vjAcfM^ z+#344y^=}#55kofbb^EricDpe{r(I+Z2Cja?4De1&&B0=h z+15ztu=N|1)Dry@q;vU^udI%t6Cw?p(O%`W>{4w|R*Jx1doHF~rne%>YX_xXr7yW} zdr&V5^`d{3KiN0q1kV$;V5Ibs0X4NsRN+~K0G%<1E)Azj$b!`1x!dS?$RV2nHm1JP zWhRVXwQ{ocUyap%`QQC~k?bwM!fxu&0jh`GlWCJA4Aao;N8YqK);lio=#=3*INNBk z_b9m;5XAULsl(cnzEoSlqe=w6wc|JVlqw=&^9hMw#oCf8&#;Jqw5{vnCvGlQ=zLip zSP6^{h#?dTcV<5SUc^66O3do9S+DgZ^5Vw&POjVqc$KQ zVA~!vr4?(wjx6OhdmGYI8@c{-LLg`?Lf{q5(CXLQ6BM0F*D>idncNjROO!}_;YyW~ zb@nO@55vN~H_9J*Yij&a+AqycXw5zXZxcSxFZm-DyqRF>myUQo<1CI!J2%02M9u%| z-~~Vk19>~#Gyd`{cisss2MBM9hu%V~DuXp2cwg$sdh&ij?Mh**B`5l~Yksy!i2S47 z@dXD-{yPcy%nX(w{!b4RAF1R;Rr$vcu!Z4jP!tWa&lopJ9#B(Lb2wwmiu1P{on#BH zFRe-;s5t}K3ikrI!Lhp^!WaV{kK2Mo!*Mv|Ka$P@TcIB$P{w$ z9DeCAm7hR<0uo;xrKj77Rp=5foG0PGYYZ&r&n zyAMD(7El?+M>LRmqfaT@7QA-4wUNv1?!pX@P$hM0391dp@cc_K=2KuNp`?1L&dw8g z;tI$)-dYUnmsfB^ApLpegnKJ3tKWzbXd3k=acDnT@ET_5ktp1hq z^=1NXh?WWQ$@v`m{v0@~Y5UC;_niW(VS9*vrM|VeNfa&Fm)(kSZDNhL!Sg_%a?NaDVM|IF?uwD}~_m`$jYL z7}B-ECau{;V{ijAN71-_(H2u@QZc$E!SN}0Z1$I9(oezW3Mvmd!D0_wnR~G>gdY$4 zqAbs@`mTDg&v&#D4f-+t^g8N(zj%Vk0zPU5*ioVm?-3oqXlV#Ghhft^DV|T>lioV~ ztj1nHY;R;yL8N6D{17B>w*OVPUg4oIviW8xGn~J1q1&6CPwaquKR*;h>Eq3C z9E5zYZtznfXMa{pLy5g9t;XC$@xG4oW@iGlRqIV@VhrO)bNMPv0)s#d**tN#@jsgB z`YkLtb;(MxEBUlhC=e)I?c(4mTe|o>o{~&=HeaAczyJSOd&l@npJr`z!bvg{+qP}n zwkEdiWMWQi+r|Vdwr$%s-}Qg?v-f`9^E=W4(zlXY0hhWtFBI^vclq1OB`qAc9P0TY&5t9!HOYA zKR=JIA>`j4eywyEd?xycLhJwZ+qpB6CtPlhmXtAQ#Yd&Cz3Jg=A%Qslh4MdU;5rkL z;jxVJ-YOl}%-ipJyC;hqzLy0lH4C)HTJ3dwK}Fq({d*k>gPt!t8Q_+JbSnOKuRX%IN-X%F1sEcn?b>9 zuJl0lp0CK2K?WBhXA}et)$aaj&H#b|&;K^(9f9Ey@#f4+UC6}y^F%waBkAd3!NM?jxA;(TDMi<=U*Mk*V-*8Q2H( zUFdf1l@^1OYDE&?EwxX{S04+6>P}CM=Q2Gef7?hGzsp^-Oo!`X=iaoNI58*A{!@^dQ28@G6}tUo&kgjoLsEqITX7k>>2wl%UKu-fy# z8!rou@f7B+*qd%Qi45j{Vm%dgv+1f|b?dX4M1d@+hsIn^ zQ>~MKgXiPmxRG7#$pU@VWIXDr=nyTPsOIP-Q~0${7K+A@xmnz46=iBtIr-jA`(-uO zH4m`M{a))FkKNGdg=)`On>%Y)6>&a zQ&THnuCK3OZLzBf-v_2~)YdY{D#4TlB*{iV|A>_0Pi>&i6emUFTc)h5EzL~M=O{$z zjSeE_*|{I$tB_Jh)cJC?R7OXE0WmH|=9SoF$MlC zEiDZViBzo{J!-v6ZdSw7|10xIKo+Wdp=W8Sg^aUN#_C*Ixt#q+W|tIsrquXK6(9dt zxEWF;^v*y<^2EL$9vD{MHi)r=MPim@^nW@Z^M0VJ%6z9?wB{iHt*HO%^#6ylx_Qn3 zYKK2(I^P8$cAtE>-T^kjqfbW=2^dbsl6=+>pjhz{#6_Uu<>5?X1Orc-xQsi)Svrgh zJWJuR*@)Pp(Td106?O9rM~^A>vdUR0EX|| zy8NCCYvLoVRu#)^yVcV-Ah%1=MD0ngBfBxc5K6!3t+2i!{nrME0>blSLrd32Eo*5U z6dV&jCu5hx54V{=TH*T@KF&9Lg&o}0tO?3)tB&{MF`C@AJ&Q06wXko=?h=}jQ?Y-# zuy`+I96a_IrN3VEDag^?)E97U{Ow6kJ#%Pe=tiYzQIMqhHedRly71dZ`5s@d)_nRa z9u^nn`PQ`CyoWx&X@_$eEuf6j$@m#$Ek#0A#8sW&n~B(vCj9Bjei(SUHC5KXxV{f4 z0BfRfgk=-`z9PEB%8lI)i-3ier-e&}w4BdqEdX?wuo2kMf`NHIyyOhdgW?l5qV)Nw zC+KD$b|<&E;@#}!V8W#JSg2Yl z;JvfM-97Oe_#N+F&WtC1_HzV<$Q{Oa26Yf5{&L~76X-bR%vPSnLk;Uvtp zr0=`Vy7c*#&!X7!GNNj`N%6PPW62Zd+6x`5>heShaY$Cap03!_wNP>{wWQYvMo|Vp zFwFMfUM6fncjGm|qd7YdeXpHty!>nt zX=`g0x=t0t@bN*d^)0pp1Y=2Pce~nUPIz|q_SEK%sCTI9(oqz{8~aQy5_1a^z0<2? z*^=UrpJoEO%biJlS~|Txi8by@^hU$NOoC3|pmZCfqhVw|lZk&m* zU)~&OUthcCFM+5N%(>8$+zk~v2zJ*`gOgN3(?+{c`<=0uL4g0zop>k2eBPh7Za@JYQ&dQVgF4|>| zE_hBVF*X};5WGsUp%*Vuhj9BaF{ZlU#{rg?urwNGWG8k(K8%TvP&czdayq| z*EES*{VxA->RSg|aau>=aPfXfOH~${glqe~xlhoQb10p*ZkHT@eI)hSy`RIw`;9I( z%j4%DFMY7t6^;@OzfWArzi@B*JuH$=jQ8Zm1N7yeA7=h$b;&fxBX}z|ZqZ=WY$_#x zLgZc_2PAXDRs9*mMicsTJ6co2`%?HZd;{^;d{7%-|Dq8Z^?cK?!asLp2f9zX6^DrzHk z@q8GFI%EM++{sv6drR%!h;?swFIfJ!b&S6RVE;&1t|eOet=SF_ZnG)A9A&atGA~xt zzfiWPxD|OZj@b2`OPexzT>oh^C|Xo`e!dgSma7cC*~L-=TD#C(y6$UI+rD#XGG~Y? zI-YzSi_`6xe(e|A5B(QtHg$fFw=?Zq7|~XhrR=##OSa!OAypZvpp-{n-Um*n$&PdH zj2S3qA(SAhd%K1g5yYDIDHdRwh@hg^sE7BS$7Fdo`pi{fmsJfybG{#cxI(+Lc5YRF z+{%63pOi<=S4-ag@zY%_DLSSMZuLV`K_y-QW}WK5;`~<{qXMBqa+>VLm|fS$A^VF> z2)*wOgp=e>Q9--RI23wUov`-6dAl;p=f(hTCds6%&B$)XTTGFx?_ERfVe`%R&v&c4 zUe>%sJM~OmimryYcCTzFe(lB4X8Wg6(l6gnsYsVlFAoXj$q$abNU&nsH`+|jS{~lh z-VZXhp#6~peKWthwWhwmE#%IgICT#t6F;^{eBXUcV$ z{@1wM8uv=`O^eBB@Hfp&rMXpb_WM9o^xR#()EV-(*Gqao%>lI1p9wDxH@8d~h+tav z{IWwNC{6kMD+ROU*)m*Yxr%xI>NB&?B;1d%dUtP&%J6zHc48-B%$SQqiH&Kf`NfY5 z_H&W|hTpJdW~^>}ydG&N#Yi-T1B91p- z?>^Y@X|*>g&USb0*t$MuMg9th%q6zaxGd!7pijN6>ffM+=Gt#!O3GM89RWk(Olk0^ ze+B%8;NAK`!p0UBh?0Lm8B?T$S6u@o!V4w8vNyf14jxVx@`8g66K9LZ+5o!d ziaowpIGm5GFOhC$Ex{>p(%Xy==vL}3ce#sIxB89S{e_}WIr~qJDYm)}LC!$7wkx}3 zWzf~f0DLCDhue?%L*_+a-ZU&H80ffSIN+2v8;laLyl=BCF!pUVg`j1ArvGDMwDocH zOQ!~NQ#+_0eM)0^F?l>G{nP#3S;es{j}N-Ut#6uJ2mA57^VTx7Cpdg&0XcSJXcwKiN|y8fq3zVi;+x*Z|qbq^o8vh4~iOi^y+ji(GaMfPHKL#+NWF$AteZ z;WKEXRg6&sd#%5Ly#ln(m12;UrE%X@{Kw}M2MB6m+;_+5GN)GM(^Ml%@ z+`=Z=PSXLR@x!W4Xie>^x_L6|MHgI~43#X0v^bF+cSe;{V~ls)f+|UE`rFH0?}%AC zDwWjjm~R5Fnpo8;9`dK0*)*x+6WghQ&|mk9iUZTLyg<(~%OgvTGAnF86cs*dG|S@I zk&d(Lc~Dcx9>|U8%hi0^oQ>}bln6Y=0`&I%+>e(Vi#cBHq?^?muVv6w=k-?QTHtA4 z6_5bDLet(aDkc@9H`6{h+|2C`lv;+9+usvUn=ekmyUCRoURUdxo%^E=puK%!`#jyn zd13}U{lMKT4tQuWf`5F+d8F87$Vu#_$BHU_*bRCMcKgG~z0hXGD95C3onOBxLO56N z7n+}M(msIsr`(ud43XKYv-wKaX|nFzZU?7zNZ9P2We7}Pp9@j9i^!go9rh+lVI7%@ za(tT1B;H^?opiLctb}xhhscvu#8x7$vi!+1IeeSN88w6GQB??Ia`lZ#%dc<_tQ%e& z5g5CU_8+Wgf;lvnKIc_iuDqofi7q?t!4?_l@75#l*uD9)p+APG7qyWa8!QS)wV!krS9hki#}e zA6luDV#On^O`ia)(eO2$?Bq(&>Jwqxug17&{YQk1v(33xrm7wvlolojG|TFsRw4UJ zn7XqoYm`oq*4VCOpgzvG==+|KWR}$COffd*sTCB2Tp%rx+HU6+%Anp+?bItp7J!ao zsbcEJ8K)4bF(FHHx7g?%5>D{W^`Y&dbG?}DsA$?el$p6b$zHW5(0i;n3Kaj>%mxK- zlhN<+nlA{O^ZI_>YJ?kXl7fhh;ob7<49iAj>W6UNGgNk1an zbqBt5eYSGDH3E5|*Sq{Z^<9z_yy4$Ry~YkoiX8eX(%6Z&$>>OM27&Lg zPu86FD-#av&;5PBZNhhr#bm=VLB=}Esz1efa}n0(h0*5JW+~?N4mgF2tg{wPixggK z(#9hwVz`pkX4Fki#0CT()JjLoda^y^b;;!uvY%1aYSRpxkJK~=GDqyW3)d~jtC)!I z)B&QuZ__#$^r#1=0HQR|Dz&?shFZb55Bk%g$|t(|dTn;|eNNIw!)dQ&O7tX$PRYKokd0xph=WE7b$IDxDLzffY_Ra8`9RR#-R zN&H>%dGt`<+R#%lg*|?gWiye!y-YZo=c91f961dLwd<{l&Qv5#k$pgSy!{e9D z)k?ME(PZC3+N;-FJcHLyRaz&u`F!Vjh-OyROUVae;Z6(n5`WIuDp?^W0UA#OIm&Ks zqyi%Ny$?`zz4W$bm`|#8S!}HzXgjnZmPOSub3pB0Of4fRGUAVsMYSk>H@fH(*J<<*=RK!_8r{k@yR{3)MuY6Hl|s z>Nw;gnHB1y*zHxdjrJt$LyMCwQ9#q_q@6DQ0pB>&)#K=tZ%D90<^npI0}gvd-_3zG zIV}Mi;2o6aCr;ciP9L$Hn>$bZch8Aqbv)nuK?XC)o~&W!@MuT?uM}rVs}e~RY>F?J z(`Tr(-jBwS7pD;+j61Iy{cnVI2xF6ri)Es<+H;e-#?*9)iEB@|Wg0XCrqijhVAT1) zBJ6Vz;LB0M3sNcSo~1S{ui34ip$wfc3b+G;d5u@?)O>y+xkHTBvCrs=yVUv>gfwYRcbP?aQn%w%!| z-5-6g;Cnv-q-$uj9AakJ*NYfQ@AGou9>ZZfF-ysGsbJjmKV0?cuWB@&g=o0N*H&yc zAnzSo?J0cje;q(8Dh3eeNBVoCu>P8z7f?qS#QK z3!m491eX&+!??R*?$~+0lOb|cn;D6z+WfuY3PyYAr4WGV*JMSu!=@GQd{Ek7J9B-% zK7~UtU~^xO4YPSWiTG7eus>Egs$Bi~=t6=@232eoxgtki;I}}Kl%^?+_5D+X>c({- zStj()S4+GWlyY61?H=T#-I!Xoa!_h-rruOFTr&$r|2jw~k;p7SNwd5^1TG9(ove?a zm4skqY^=f{xqRRFAifkeqN<~#qq6d+9?5T7YU&D~w?|dU0bvGoP;rBS8;pCXm@sS< zb~ICP@Z1UDzQ0AOgt2j9N(#C+_0ahE`22ihWofAnOvY^>U!yWyz6#%wpi<7D!WSxD z-fY>Fy?rM%XmvA@(v1a19*?umLW<5`i=c)I^RWq{W_lVaVc3D7MG8F`n>u&G9YZy! zqN2UVa@jU97Ar8RBo=9!YI67Mh#Dvhq7t(HVK0vM~g(K5*>%hYjn<3YogR6e*bM*jiet!Bz7lcB@{&`gH39s6cKVO znh>5u+O*h6FSMk__j_j-l{PU;K?cMXE2&oPLQ3@aaZGJ5>!N~2XRZBCBL=mczZW#3 ze7N}kg17&L2~J}I@d=j@B#8gJ^bus@pUpN-YMKA53ez9lS?n9GLsp)M;Qyff{{n*r zoPdsq)g+Aae;3;QdlN1T5g5vvQ7Haw6g|#t5Ze9@X+5&K7Q-3m4+(DnA_Pld zfb>rnfT)?k;ntSVL75ZwC%fpq$?`+sn)E0)mt}*e(S*uuHGvPjd+#?@e#$uzWMr1Do; znv29f9f@wJe~>TmB!8-Zxy<)61WyJi-uJ$SW`4XW%9PpO-k;uO6F+#fQ1S7rq89q} zZGPkjM8VnQeb3qsq(08jZ4jn;$WM(`V4}Zq7S!x6 zbB33ry!@qy zJEv)U;j?G@XZ2q?{3*KqIS`3zY9JflFU*}^A9+W^(-w1%+KrN(;!A(1_1>4*NMtn? zApG5Pwy)0ESI1anyvZvVN&F9*@5NduMW{t2zCIT!q8EMDeEv)74Om*8Hq+NmcmX1` zg+=m&=Rb%W1s(o0fK(YAnLs*wAd?@}gSsj))&-A?u(6ER=lG;5?0Y?%V2r$6c7%+~ zl(XfcuZFugb)JKP3q<&dnr3O1mvRkSC$5l|qJYd=qg8o_ClpeyD$E@XczgB%`r9KG z>b|X97^15>?ttJ9S(VQNU-(V&llE&ZxnqNBip+sGlu3eG*lA9dd-Brkdd@a{`v7@;IA>+d2EqgRN9%W=vq_Tn zM;|>u8yp`L+q6gP-`d5_Y2jl*Uw}>WWn2^hzSre&j1PMJY*j{c4wH-2(qc?n9rqXK z<8a4q%xG_~&@KXtiA>2TRG>y^FhM|wl>c}a+J}Oc=hcO#A~*;g@=veN7T(jjhpWzS zXl6t2oVGn`P^oE%MMeD~uuILCK2wxmj~RPM0m|l=+Zx#)KXID2IsJV3M~_aLbZcmz zX+u@WHajooLwuxp3gZ*+{3f3>k#_e_Qd^zAioY7%@az?F^l`Qd@I(tKM2j@)0)Ph& zkh(@gc!et>d$BVz4kEE)MQ?Pm)(zl!_5C(SQS62U28Jwxh3hkypIz<2Cas5*rEb@c zd*4mXw#GZ2HtyWt9w(xr3LOe8>%Xqv1Fd3g=eEf3IP3kkcLBuMiH3!gZ+^P&G-}zn z2G%x-FKm&V^?RpJU!RM*Jty-F2uqw+P$k+r(*X|5Y{F)b!}aG5_px(Lk#S;4Vo8ii z9cEoj6O1#DPxW0$)+g85PjvB31ZGW@LH^=>O zQ--IPw4@XHe!Af~Mb{OrQCpqkwuX-Wb*^DIIZ|5~VQ66(zg%2c$^LgQfqcp|y&AZK z9&{W>DY6}jD4=yQP%9H|5S+7AZLU`aPAsd#-}AQ3`c+sqapN~RT68g51!M;}&)uqG z6+X=V87^yJDF1mQaQb+(6TKik{Hfj<9>eBjpV-mL=={nRxJvv;haHxgfS!^Zt>OJS z4%jz%Y}pRRRy%oG8f7e!g^>Ic1DpDnZ6lvFzr#DD=tg}evuxeytsWYxO?ngDdyn_1 zyXQ<8%b8sYx(hXjmX(6tZR3@k$ zbJyi(Z6Uy~swb&p-WQX(NSl;iFOOB2^sFB|>&|@xvHT`aqOOHJk8cM>1z&e2sy8m1 zpJL^9eFG&zt}d)x*dLGGt@>IVSPZmSB-R}6Gz5Th z9_^okZJUx2TS>w|+1d@M+%5^Tr`7K#?JOJH_4m^3zah@>aQ zSnAb9T!L9;e0RGzNZiWoVM2?{`SGBoJ)ry0YEcBqiJwDyw#Gw_4}Oytie#n?6H1PO zp00);D~{8BK&QidxG!MYBOs1Q@ZD7_`F`cG6Suj6*DS4>+rt~pwoQu0H$(NhqgnRh zyKvw4t8C8+yYjAnU%B$oi<7T6&N#EKkFg;N??GS` z%*nq|H1vLx@GyY@sNq>lSn7N8-NZHN!2*9X(DutB*;rG1-?OD84M)O- z;*b4u$0sb+`2L`j6{P`i2bQi_%MAlE@<9pZ0z(oZH}w7v{4v&Z9eK2*p#TIv?7C#X zf?Aj3rxQdMFpK#rQ7=c_J(yQjy1W;DEyrP$MR%rOY0pO{os7~>R z(yI3861Jg(5*6A!pD!&x$fAp5N(cCg_E#0{3nf6ITLTKS^yYjY9GQmw=l=9H;?!0Q z5+!W_=j42BnRcGYGspryk5_?NSH%lMYR6D1x5D*qos+vq{iFJA@4-`~?=dIHhkd_j zYpYMq9`JBzaG&NR6kbahKl*HYALH7GO!jZxjpG{OZX%1WkDB`bLoZ2jVQDD9T8}DRW=y z53yJR^qzdKjJ2J6&!AdcWuU*iy$7?gNVPUSEPu^*X>ngVT6zm9i4q^>G_d#28y`A4y1N-O^1Hu$CvC zvl31@d!MLs97|f;*tidFECqn|&X#Al7@ve?Z=ltpCJQqgUMv$slbR%yeKFh6irOqG zOJE_@A7lgX1vQpVcUKvH0({bmT?m}WtDGg@Uqg6~VXN@5q1%eDK5ZCzsUXD`^K6sH z73hLY$jf>EA&c67S=g3I!IN!WGyY|uxhi1)SwkvcE!L9RDN0xhpHv7T76IRwZk1Hv*#tYd$Xc9CsAx~tYIuoO_uQ$OnH@eylwDt&ud(Q# zntX0@Ng3Be;ZS^&%LigZ4m}-*mqQ?39+=tf_G5)R^h3$b!XiA}yZJ^Rc@=UHd#0jW z{B!mjxoQ=3V_b|C9lS)4NmqvWGB7zCHhq5eQb4{7mb)b^{z{R2PA@tB@Nb9|1R!i} zG|(%Jul*axON3uEU#6RRC2|{Ro}9(J-q&ITlJ{L7$0G%6V?!=_I|)Q}=1K!(HbYNF zY8Q9VzV{?F$FC8Z`~(fH@^eh4ld3z_xVj9sCGx+P3kbH5*NP`KQ0bGBD;40G`My3K zZjy3q#RHCtA21?u;`Mm~%bBBk;m(c&5v|reY{Yjf+M2=gi^{^de zBU)tlsV$ULhPYDb6G(S?Gg~Zd2!O|j)ZOav{OB{b*tFNkQ6vS?4&+JGc})*>uX(Aw zwPX!Y&w6EJ(niAe=6#+iD4Ds{Ws@Cisj|j#d}uE8?y|sLcSId|)3q;*4??IU(ChN} z><;y$0aD3`i(P!58W9LQ#GCW|WuQr;*SS7KID$)59fZ`&TAA^nsM_ zP)wPt`Y%) z#=@J0VS8Bx{W}+~6*1FA=V#mMPN1rz8O|ug0sqfTGg=IWlTh9+S^Q`xXKt^FsOAM@ z$sI*PH-zNF~)!IMvGOZUrS#=#!&dBgz!s45596~f^Sa#QzQKAYoNeSdqkUe)B7 z0Mt`jz`t}~oSHuAu)`#A_|N(Id1Ym#%u8HstU{NskBuiB6qLQ2n>sz^=0eHhjGj0= zd^KcR$r1YECE)x$p>Pn+6JboQPoA~_ZJEOy?XLz&ulEemwk3yOgvFj1PqAx;n_k( zNfB#{-IlAXD;pytBO4nV6B82)3rj4%wUc|H*5h4Ke<3EN#_zuQS*DyoYFWY2@bK`W za7jMEtg=#Vep7eJ+Y*$WCE4i;ThwTNT-f>bvQ$s=;buKc|bkwL!Z(M^F!+1Joa3 zEH%Wwl3-{HYNcd>bgF*W`$iViI(?*_=_+KPIbq#z9dkn1YWzgICc&JL>elQIChfXl ze!Oy>T6sR;jaL#1j;l#~^jOZNwYDf&vKyD&`N>r(_lNfnzbZO+Z=#-SK4B5228-H+ zmv~p%3vr5F+8)|kua?Agd4`6?DVdFnuIev;`)3Kav+RXr)$jE4ykLdJANwP6>z_lL z%jIHxS2UsjiIlGDQjl-9uvdnlqFdxZu+Uc4 zz-ac36NtlO3(LVK!BP+i3sRIRULJrmD}XrcFbju$+4#xBOJPd?eQi z=t;elVzDgQOE&eYNQ2)e_+N_mKO|K6T7G1QxmPP1t~drQzcC%*lt2ZIeVLBcT+IACW3l67A-o(?&nWf#cz3^EwFET1S)#whnN&u=SJubVdLnx?X`+ z0J57Bmw+^p#U2HYWn9a740r>|O4SvUYM`@#cL;z-5QDT!Wp!O17#?VK$+knDLrMvr9nUvCh zh=2fe6-h!$%JYVc`JVEQZlKh=mFABnWOH-#DjQkrlo0UCQ@_(7|3hruW+Vv6)SHdu zMklC0#0+~eQkhnO1lvsN@L`v06F1D3g2I4MpeC5;)9-If1@u%0W#1@Bo1$__`P6i4SEK=_93Qc z!Ac?4EMH2XhWsdRS?GY{M>I_Un7O>XHw3J;_d&+jPrM*m11fi#7u0U6bHhWlRIet! z1$5*?`OndvUfz7-)L4cXF>p-hK&L_nlaY}P4h{kfEJH#P?!t1&xct#vj zAh|*Y_59q)5xK%Tu0xpyP6COmbL}V8J%q&@VxJ;1uxFhdAaNR*v~k8JW_P#_@3i88 z-^8CTU!RrD8*OfX{O$%<2M;5u^(kO#{~wbJu>t)@p~U|8U9hsUvY!Pbb(98V9x0hL z3>1xjIXaOLbEYG|=G%&m^ELwI%~DlRJk0mjLBJq?Vl#T&b5cKI(rP;8_gny&E9wC{60tBFT~1WiI~ASS zz{L-Be9+uYF4igQM^`Gmg^^IxrzsIBn7|8_PF(o;fwVwGMu?a~;9>r7NbU$oUEb2B zD|SD#hG5QQSvFlL0BN}1H|xSU5v0nF^2S|fYDtMSn(_L=2lS!>N4O4(#{?;-K1W^0 z>jh>*Vscg?KBxq455L`FHV{+QFy^J0#1@Ow^|sA13JGjjoh$lM3MJc%)hw3%&O5_& zLba**xB#wib>y9I7LrRy6+G0gp0TMx&j zLa)ou+sl>$O^!bu^0E&_agR=q6u&sxSn>!RW|rZ{nTeZr!_SboFB{oEzY3vc2IqK? zWsuU@r#+tNf{v!!gN{P5801cWZ&JKGNLZ8@SZiCv zacLNd$}98u$`k$Lr-9vcWU8~Z+AJfzC0=mP?2@TBGl3? zMjbvJh256(NpnB*md><(G)C6&k1CfVbBD`RM7=T>5Y9vF1~mZE2QeW)ktk7Sq|dg< z~g*?)|#vqV1B}sYnMzC*x8X3-@OH#b=h95 zs@LeJP-{O9jHP7$JYA~P!$rm(TTH2K%w%#YkB**rxjT~2;tIxF_T=Vnx0oy5$+`uS zqy75PW%k|cEv>^~}`fBloJ5P{jQoq#wA^w=RIX*7)>**mlHuIP2>Y4Uda-CSwbp8Q6HXNhS_hzr8 zEble%`mMk*FzK;DF5K+mYMboe`O^>=7baPEEF()J1+m^GI~GwC&MO4sEP@$_PLKU# zdwSFQiZpgn^eRYD*xv2KSD!I6Ss7%JPR6FMz3kr=R7}7`9$uvmVN#^mP{MS-RXQXTl4n7 z?S8D_?94*b?(^nqZf@S?`++bbws|PN{Ca+(?7qWnI*!5S{oK*&bhQq^MncM;{!>$9 zXR5ZiI}lkSoAbE`&u`BJr1}yf;?{;A*!~TyV!*edR;%PN8AUPw@d8woSz!sk*W*to z`6J+gK|;RoKw76~-8}CXttQJj^lE_&xp4n#L^lQ0B;t<*%K) zZ!^VssQXU75XHpukR7tfynxQL6p)9Q;1XyI2jk&7kOFx52QMnA$WOPy_D5V_U&=V9 z_~Eh#E**^8OAjqA@9y4;Gq{5dSkbBSCQkY=l-o0N^LSoH4DJwhB%m9^0g0(QCC+7}b7s+)^+ zdV?Hi_t<3~41)?}*jtv9N~AC#Lhq)O5vaud4&xr{j)u2csz|IB<%w_lUX1I^h_~c@c8MK#t6be(4kj(?Y8!#6I5XZnDIwM#5tH}1Z)t0`1}565qlXOP zJ#U%&GXicHYZ9 zz2(pFs9FYbzB;Oywu%x2ldFMgN@t`(mqiPfd%&7~{A0ztOb+9)AN1<-G%&WQxcu{_ zI+I5__$&xUM4$_*+fURI##zi6hCl8EWXtU_lM@SgQ0B-+w?L=ABb9`sR76GvHMx-; zFh|K2e2EpjJX%%;A={r=uhZLOzbKQ(AzySXSz`>x$mL`;=?o?~D(WW>IRWm#qS_4r;FSYeo^B((s{xcr;|WeNYpwUW1|Bdza(jrdp8U=qZLl~ z{b^eC>jy`Bh3}E4oiyJ^lTn&;_a$`+tvZQ+sO=g+E{dWSL?x?N{V zFj@C3ip!y{FOZ~&MztJe4aSzUf7$VB6M#w{T<#tycMYc3M+AqRP;7JM3s3JD^st#BNdT<7G>N=VN4Z!4d9!&+ia^ zZEIU{^&tYvQJM%KrLySGeb*rtRy5FG%elMilHW#a_t$x_|4z{Gm&?oiY^J9og}i`E zoOUxQ_v_6};%Fq!J(&ni_x)_iSWa=YvFu=Pp{r`^5n5W^%1q1aqInYU*SqrMk0Zuz z1CF5d?1s>B0eJn zyMMcBDw{VWIt-uB8$&wP!_(8z=MzYZc`VYyeN?R!01Rxhi2REb*B1ULJNGm1VMtbv zOEbCJ90DUNmaN&dL`8z!vltFC@ocD3Ta|V!$4Gt1?6qr};*tt)J%YaXtMh0%TRkD> zyjB2M0%lxtP*9>9I@?FLXg{iqi9GE()=vg}ZqtXdkAzh$0IcpC)*ak`a{;h8@bxtc zPp?Wv%FQ<&K-Sya@zvcwU36{vS}4+|#Q(mY&ZQX&!HZB%<8;vM$+wKe#~pObY&p8k z-*nwAo#2l$S*5Fl;^%Yo==Pp%bNlV0h{ox+^byL-j`ko4$D{DJR*`Xu!aqF&sb2`&%C!T}d@W6iC>vFXj zFQ$d){}vg|j2Y1VwOEBrF850w*2+ru&Ac{CuP1^^z2^42g6nPr6Y~qUad%gWv02~9 zA@}Pr96qz@PbI_HdeD^D^OXh-dWg6OYV~RsyUh;qsca0x=P*Pwxg0)^+x_R8y%{w& zdY#KHZf>8>hU@SI`3!0^k?fMtXjgIPx5$`P6 zjJHQccCa6y{4&oraa+|;$ZeTGh6AGO*3URo=XZ3O*>?8?F@8ZJy>$84{xN9rqOycx z?W!2g?)<~4>M&cb-uuQNvPI6;K0e8fk)3TsRuJ(Q6IeS}MA{qL7BTLbj|o3Hvfv2d6MieZZgv-IOvUvZs{m4B5u1EB z{^3}Lr4rRD23ql_!>=E2qPH$*ZJCtJE&A`IZmq)A@jwIp2dZ|`A*;=0=QEqr36fhC zp#GwFE8KuVre>&^NG6-ns~cjxz0saTrK)s7)PP8D9BOnAjZ9X%LDWC_px><13apBS zAjeZ5AVSPgp5)pcuA|g#bAExTztZ6PC+z$IIxMWs&FryyTe>%OjzJ@ne4|j@Y_LLz zcXLOc*x1xG|ARWBAs*D#b!LdLdx>jJp|gzYH|xqW9w;^BwgixyUB9c7Z37YmLHSpN<_wB|pEeW`G>iw_d5(-!U{xb!lySc^y;yDffkq?X%kHg7 z1Mz&6M!__fXd9Zn{T3)R3{rhdKNWUNxN0S6cN zW+RfvQRJ_Fr+2H>k(?PidSRe2W6# z`U)$z|nM1-HJ0L}RZ=<&~XG=Lw(9m-S^EV#^)t6o^gQ>R6M00D&d}dZ_I) zqK$1m;i*b0Te%6#_G?{xz;qV}bs0Y5&8~MSU&#eN3hsMm#Egc>HZtOK?o@}P2u?LE z9NT=qsT)dLc9@6JXA#Y6Vus~!tPTYx_9@K{RCUEZ^lfMVu^4HED62^6(jIAP6{5x| zNlX3bc?Z@D))$`mfzeGv6B<5#(UDE*PkCYD-LXWv8Gx!w(ibaVQ(b*cE~q%Zisfe! z6(!MU(eT{gf5Ak!LkjN@ThPS|k4X=ijgv5c6=(5il3QG2Br*B-3vyC1X*&Ij?#nLvex~L8L## z|HhQ_KbYLKH0X6N{R=-cE1UIJA&ke4r^k=F&Ft(`Sxe;qMay!Rk;0@UOaS)%z0zx1 zDB5tZwj7+hufE?U{r(p_a!2$>_nl=2XJfCrkkb3Bx8)^8K6|z%KKj2e8VLK=3>PLZ z@$qDt+U;+#RvO=~eVLs;5GEMMlmrB$T)0Ot{`Z9vNZoBkp>kw3+%`BEAMplJ=My%h zM0r&vj;-~i5ru$(ehMJ4ITB6A{ExA90bRyLUbENG)^3O}9Lok0q~9dDIyxGvlk|h` z>`Y~c_Zw1EQ?s+P%R%PVFQ=xm#6e|jwzsvF>vUcNn1FCUQC!#-?Ha$fewC%F?cd)h zwQ)z0M^kyg*f%;d@<$5{w@hSMSU1|laff#>3=HsSRstmjfg+1v!?wQt&_+`QOeUlD zB@i^F%t04wfxTFlHEqpQuquoAZk8LXO$|rmJM>OvG-9l;qCj)!M$Oix>o5_FXoTzq zVziBup?NdJ9OWl5KRcpnTg~=r0%tLXNFbgmEC}(BJi1c|zvZ02w>p_kWu0vTynwux znxqP?CU>T;OEUAnh{y4drb6vtr{IAMbxSp4Nwjaf2V-q6r$28WL!3N5-(QqVE=Jz^_B!sjZ5&iA0J&c28}9JuODfD|E(N>o*x>(yrTaxaS5K?loa+N8HhroxK+tluWaG--NOriM!3do(4);Oh91?^|FidQY4&nQB2zkjArBa-ehs^~y0Ei3Lo3FK=%J zjXXSFbA`gRySxx4@VMOK6EY@J1HTC@RcSbXyuTezq?HNuUnpdl0@#(&?;b+bX_Er+ zg!+eGy`_>k(uI|RNhC|uf6u`LAFp>X0;gu7#c?For3MKV)t_Uw*w)~DCXz5gkr#6iuahc>JEKqeHr0d5gDMZLw1;YAxt`KG=;9k!VV`^ zWQ+gXkbc6b;}3u>$M}quUznVndgz#-F-v8?F@=chk+s=jKVa`wR(2G|2kIY$?0uk8 z3RFg#DR;dDzZAdv7qfM34Npfq9$caDdHS@&H3YkSDrSht3*vWhxUIXq6pp~&q2A^@ z0GeS7C^0cHi6kl*_t)el9cj5btrPeeKpwcI3xDuZR$0ORi7jKtW2sUJZrWe8z^zWUN^>YhI@*s*baPNFI*Cqk**_6{99M9Gf8Z3xU^vZCor&M zSh(PW_OX+1zEoNE@%Smb z^BYH^MtNYI$r*q2M^_q)(&~U%ZniG;M{H|t>r0t5?p-Q^KM3tT9xVtSq=dv6pC9B3 z2kXz{2Cs6*eD0XE3;3#WZU3w_gtX?P(GJEy*Su1z2EHkMJ4x`tnj1Q$h{0^LGk^ ziDr5RjdnXU-nld{2)kf*D*%O#-U0g*_z&rLWVIU9nZkoHaTD)~Rl2y_RH3$zjzh3g zE_-Xp2)cH*$T-?6Up-6cNKzlV#S&?c^MDv~ z1Jxd$3`o!3;SY8Ed06Lm?Tyw^IVEE6x~DBX9$_m9;=De@JxzJ=99xK$oy!DL$>eCt zga;gkc2v8eo63VkRV?Cc=bu}fie&x_8SX;p7()&+33uu6T_Dyt-K{}6m~&FVX0~T+g?Q*Rmww7A!f8W?9}(}4*+rC_;x}$e>um${0uDB&?O>} zPNu|fe%Wx|B6r_O2kH9t6^API^Tk&NxD}z!nXep3J!toBP8GrvsgaS9(76VSB;^Xh zNH@qGON@;_z+N#XvqZ8pCR+8FK;;clfMN-e&#n1IGzO1H4-6ysuztZJiCv)ikgQk{ z6SB0ei(<{Jxy!?q;tvPt`Y}foLVSnKVx^$%?^5&_1}NdKUkf5snV%14|EezO`0R#kMRi>i}m4AgNLjffuO|_1*js6bR0I!W1S3m7BX0* zzUfihpOu+3;|V#R&|43snJ_N#K|zU4?DdB?2hsU0SL^vEQkl$`pP4H(oKNRN;`sPL zV-gDqoS~^%y~P|2OLa%$2?PSGOXxjc?)v5j0ewH?&*@)0Uq@5VlW?m&mJeV)y33qi)(En)>Q6a#FBY&}MDRd&aRwVDc%Z7t^6U8j@M zPHPP}Ibj!W3ZZR(px?6r77GCXx)TJn{5)twubRjJi?m24qv8r;JdXfq>K^04qiGwD zryjSe+D0HpA`NN@FFPrSOYWB|W1`?tQ~Yh@?nAi;Ri~dW`xLG_F(dFUFC(0tA*R1HSM7?NI^ptr^%b+?M^! zFFHnpSt864^Arp#c|W@PVJw!7!}GVLh0=K5!?mJC|L2cgaI(ak0c%ilpriZ0ZXJ~f zO!ddntpp0mTgf^c%fwN@7@cOPL3C=VvB-;le~D_cIPzaM&fTJ@ZTC)x+RlYLwo zey9EQWkj&x;#b>3&yO0pLhcgtT4j}I-#D*_`LcRyaaVYb}w7egrB zw`T6Oiu9@;suVv5h^|=BzB&P6#abQ12gL@95O=!cXNg@-9_O zpy55p75rQI($mZL5L#S4vNED-wC#OqLiF<;AIb>i@(TAP6u{+@UpXsNsmeU!k?s5J zKm7H+jZfgU&zmw}rpA@D%_M@K%NZL5h2diePY**S&xr3kUiiQ@uxEk1t-CR?gFMU> zvUk)xT8{Q>o8kV^gJyH>`ZeH~u6m}-cwW}}nxxMhkBsi)ZAgd)2SB$BqVrqY?< zG^}d}^?0%Y7$WcV@B|wfE2M+C>l@2?hx=kX2E0fA+spmaR%gW9*(X2Wlf@E-;kC34 z^Ek_}@3X+ffAE}m>h4h28gZlAsxNh+%s}7ZU%)})bc@aCMA1navz5#H{3~-VFzWe> zRI~(Yf`VZ}n0xK%V)PlCvw}`Q7;zs>W$`$kpsLr5F0ZTrz+S`#pRBzKtjZP~_%*hn zjo6BfqSZ=!%EkohM2+q5sGFlcoA>Exa!q{Aqh);S-?Ig$hk1-_$$h!b5S%8v0@sHX z$GP7A@pM1s=14BJ5Ehh0H=TZx5Qu0pr4y>8UAX5DtBF8*s)I#&JXmbBy3gg5g^Nvu zz#WZaFKvj2g?!I#qO<)CpH%HrTo05Hvc=h@)tkjx)a8GS+%1o9om-Ofe~ZniJ!NQU zikoN(C$c0VQ2kF6<5||icGUPKSse=tJ0YIqpvCdjx^6bq+TZFl9=JECkTq&wd zT)>s#!*UOu)5`1CWh_$ybvLY3=|FZLCtmtCg;!sHR|pSJ738Q57^anzFT-2+2P0=@ zX0k>^Md{T4ocXgD#^RwS9y3+B^Znn0Pw=SY77@BJVRta`WE;kStBkKN}vsSZVBM{3l7Z*soSj<=2ad4fA8IOI+8 z{W}-D)YLeAf5%O+@vjdOGR;nO_w^-11Kv_TWy9}qVoi{XpEy#5gt}OtsXp{~?AFj7 z#2u?F%Jz(7-2#LFnp`iT+Siwuer~a=V{hZp*!XQv&ms4&x~@But%pJ9fgt00%qE(n z238468D7aIiqOwa5!8M*cb%%KBFeX~%Vqw`s5*^hsEwB9x9xEVPqDSNskTZ#hiOZ4MAT)t zn`USV6BgJGrDEk(D3p}qbL~6uL8ct%1|urg>P=VkVNeHkwh;a-J^Y?4vP+-{4sbr5 z&Jmj{1dx#ut+vL71}1O{mCEsz0POz!g(s!Qx*s>&N&`79xXobqcNR0b5bZYe@f2FE z0IK(JzM*ib^Q5Opti=h3_;7!3>`qJ1Xt?3|Du|To2^pZDK%w&PwcF2NGHGaRWNTmx z!MX+AT~t`0b#o__{jDVzydE&Zght?C zIAi5c8TyhD-}fF=8Pu#X#lrn-T&PNJUzFA;A9Sc*7N@Ty`v*B5qx>F>!GvRbk_#%| zDIDvY{90+CHtJLBDWE|If_3?xa~lUDcq6!PJ}|dBaw7y50xhvqu=I3je|+BA{*g2C zglI&g>BwU|$z$>Oc0_$1NnMHc{wH;@dh1)f?v7@i#z~>^-qQ2)^Z7@INSfMGh2=q~ z|M62jI)b^Ii)Y<+qGOwrkt^uc{IsWXfp~m11`yK`e+92Lckv+w?c^r&Cd3y#;Bh&g26p|FTUyLA(4#^YC}-23=KpE7lWE=m{cS#3=kukoDJ6Tc(>@x3Gs zQmE?pi`!B$3&Ggj5WEvHjpow%Dd|EGz{5thjyVV9rup7414*0RqEpy`J-HUn72{|Z znZP7ii{`18f@s&nC%rb?u#B5%#qQ-^XQ4{I?B?{wQ|4jojdlAm2jz%*y>#t7$v^_Z z?Q!@+I8|vA7rE|RkG0(V#fG}$+V<-fs@n3Gpn#WO&CQ_vbNLe)Cpa{1Y`KX)+AS4? zJ)WbwRwq|f26+!%)<4{B;%rTfW~G(}vc8qtX&$&_Tm;UD(siwm!(>A3UP-zcD;kC~ zB)J%9D>RhW>Ky~q6B{n%2;sw~pd!-4S*Z+W1S~i{AD_FE#Rf_xSdxaHn;tt=UCeja zz6z6S&@7(`4D(-W^(-oJAzb?8Vq%Vosj02DHap1hoi+>1RVKWX(GC@`F|kYIqN2hC zaN(H2ji3UGIR1-(`KSIxz+%fLRK&EfRw^|<9(W96;W1flR;;_eaX6I&lw8mtJvBblyki*+2-X1v- zu`mDIT70P-lS;Z51`mMNV|2M|i=y+ewg7I_qY6<&jL!PA=S}wJm0Cl+)HhR`St&A$ zJp?Rl#5#BG(&Z9I?Z+6&Ee?2`ogDoIVqt?D-@2}yJHx`u{wLCDc5_`UD`CVnJ*a(E znU_ETBT096wA1?GG>`515&35fJwTK4J{>2C>);JlgnLwf_Ep1m-w1!cqUF~|a*mpk zwu<7s9GGbGV838K89o>+4OY%dr{^=3PUq`!4AJFy`qytUh8~ZXJHT+Urepz#8_Uh| zl>s=6WSo7AIOV$+z)=nWYX5c(}&5dCs~d_25hKOwjM=<)IPaB-ke1Q5{% zh5LQxI~`1k?=RimY4D)UKkawWd-Ul6wAqGe#wd=+cjQtXU>&43mB-uNlE;QDwI+U& zhlh9)^#=yiUL<=|LwG>`gFh>&`e-4$V1Si_b@nmtipLv z{43RX`IiyfJqYD8Mo%&awm<;cdOHtwY1 zO3b}*nQ6ZtRP;5?Qo6Y|tHT7$j-HP~XAKNfZ zz#<^E(friVmon{M5%sW|ZbsbA>Q*$gg-a4ISaHnOZ*dZN^<$K>taKhm>6r0f7Pzi2 z(NQoF3if1;Acck^ipmwc@w*HU!FvR~`H0F!E5T3*$J@hl4GxQyWE%H3wrS1pCibqb znT%f|k!3~VGqfW7X&^sv?8&YeC>iF&xnXNXw!v-au~JfO4Ce$17Z(oQgh8K3O(rwH z@mPIL+W#da7p>=vF?^3=cbn!be&(mHFEJg z?{+=2@HVmx7IQdkOiEFW-!l|85dV({D_J(f*fQ-a0jFzhoLy_MYj3)(CvI4+xwk7M{ z8Akzj&LH6~FlUtmS~WCe+x)`rZ%5d6V9o zSsFf$lEq)~@8vDg&U}IX+V=TuEe$r{5z{8GZ)s;#@o^XY@(JE8`i)pz*WmjPoqMgs ze8EidSt^n@I_+7KJ~)<&aZ!mQtx=uQ-Pni%m+Pe&wJSp2kFv0(H)=`q2?`kwz_x|z zbVxV~ZEF^NRFw$|k27&CCM9nvU|A3xL(V7Iv2u>;_3*SKr?#~n-)Y6TFD@>KQtZ$v z|5Zcwy6r|LzH9}XY40%jhH3xdm*lOXYb=|A@{{1aIazqwXz6vDtl9-MI24qDPkcbv ztG-$;c;f({@WmqxifWMR3i`emJ{STEw)sv?nVZ1u!h(|8m%A;`hm2Z`N~(}lGoaz) z#`CxeM8F~B;v!>pIhijh_6Bli;t!2zV!wRkbiz!xo!2K^F8AvUHcsY8tu{dCCN-=p zBs9JXK(Vd-@lE(K?1@wDt~W^i0bx}>i2AQ0kzaensa()N5Nb+c7QMf6x>WnpQ-Mx+ z)Pv?q2cBiUjj+4|11Fb2zEXISnO-tOsGWgc5zfk=h~QCXe<9o39_%WhEa5(#XK3M=h053 zejOXrtfCepOf-=;gJQ&nAg+z zP2B@lNy7}<)8Y(x@cxX)2skXYZw5nOe;F-tDdNigTgL4S%F}*Ld2lJ!tI}V~1C}&H zhAGS>`q{e%pLOL-PFW{4#wp-dU^ zqAp{i8cH61C+!rCGR~g~=e_4Fx1l;tR;*L+B=3R+b5Q>Z4P70%F0vLv1JU?H8+Esv zg}d_^dAZvsqx)p3s!D1qnREaAyfT7#1VF}u`DZ#F0UHEwfUY>@(cyMiuLxuAZjfUI zUiuWrv_nucl7xqhw_vAf*?)-;PVCscIvtT9f}jm+db5bLwT2Y|w^lJ-JzYbfr{;!+_-!dLl+& znsn)niMX{MO;zUCC+3M z_=i=)Rrc7l=JR%6H1Y;uWM+&Sa(a-VGdho5dTL~d#RZMlv;^`!S7ppWIyom3Nw+z1 zJUc|3%Ugk z38()_=K{pCf!^@GQ6I7l1vWf+{3i+A4ZU1rg5{zgc3_D?QU;GmIju-hXDIPs+2OwB z_q_jrok%{uUwBDI#*(b_w6Qq7e>ggQnJ=gKxyg&q8ILdBJ2@^^>zX2*@R)W7Z=Pah zX{j?USK?_)$Q$Wm+qz~*`S(o#!0j&(^xU4*1Ym&%E-o&_abW5R6sXJ2+C7Oho6%r! zH8S|()p$Kk3|n1a83Arpqvi-O1*a=az+71kU=zs_r-8h$ALh#266B=>JH<{`4~a!W z-bRTI&1LprF}n${@j4)-C=%XSYq6WW-02(oxb1S6BXmL~v$6OyMKtKe;q)5C-BX*v zWRC~{vS%WdLi?Gek8k_Ekvff9Vk)*mjtdN1Tx&7`#jS;miHyImx8T^F&p9o6SE1lL&G@FNqNbOtT|44p#zpy2`m3-FCi+ zN=XgaT{PEO=*?u=Dn!QX&01o9Vi@f9M@}B>3`yyHv8*L?zY`t8WvcegN#;v!CQhIe zeJ$84Lt`k9X_IfJkh2!b1oVMI@95qXpCBY#FKWE2`h$5EKw91kg}&OB&p0?srg&`v zuKqeA!Sp%k>`rxD z|HeGY(s`SAJU<>EHy0=HjwFMr+}nfeW6vJk9fS->LJ{|bW?{iCZnQ_qHOcE0?3b7^ zJgivE@Yn9drWd)69sH_~b_08t>t?JG(_ab#@<8Wu`FaEWhQJ6#=IOT6BOFbeKDqoygmh ziYl^KTDtqBSTy0E>a3qo!a7@iH&E?f{^aoSMU13Yx{LEBX8)_2bcO~9ZHQl4k=i(( zwAvs=Ud2>ZizYK_AUe)}il%yyf#zqwws2hq#VwQ1(HEWdHKA3&1DlJgzp^F@#~Aq^ zoh7**C_6Yh?+M>Ycpa+}%YdUo%L;0OLT7kk`XoKPI*(sOCfP=4gma-#MTvD)eVSQI zE>3PIqNf)ohs@}L;}cti6RDW*?yPJmp!zP8`cAFk>)c;{+%`@{N$F4Me<%Fru(LR* zcZO3`Ji>7WY^n!F(jrk+#`B`d3CgcBwgwj-M>BP0sg#e?6ocZPULP@XanA{s`=zb$ z8uKngo7=bb)l4rsXYZEr6f|FbDW3Hrakt{k~>JNfZ`COmyE-4mZ_uT5{9u!qe+M zuP>cu$oS%e_?;K|3h}$}wJW$J0zza}x~yBzqJaDJ1tw36&Y$ftnOE#pGWJ?m1jFxF zIaogi&)f&9)=`k=D#W$HQ@zD<($Q^A&*zpq9^DwL>dn+Xq$Av{-_0wRkB)RKI{ey{ z18e|{@$#lql?_H?QNipuW-)Hc@;1!W$T8BD2+?}D)c&(6I}xoIhQ#-kTAt#T=iuH( z%ZNht2JI%c-#{F-khYk zTBupGG2^WZ*GurM*B#g=VM2XD)eKrCW~sU92s+!*Gl6>z3L|&~I?uSzgtD@KGk?6U zt@YN9w|Su#Lep$nXpX@f-3tx3)w0SVQW=lGUz7jm&D?jl$%ORdSYER68#N(4`_%}u zyS0|8bwh2t|5@4CP3RmRwRD+1ql@OEJG^ub1(t1Q9+u>U)|3Ib+cZy+DZ^3-8Iu-< zx6^Uk+DjB%P*t%hNmsr&<)%$lpA~JOV+$-xRN*)dIS~>))?%)Ob98HkU(Qd>t6uFByxK5o{rx zq8l2Ak{rse_ctV3NhMqNG3uSm9ZT)<3JHc^gl4hbqlxGhca2YqCYl7zOP5U2THhSS$jQWc{9?Qu;f!kWcv<*wGDpNaXDL;No1vW!F+RY2F*mIP)5&XtFXoM z;1ykjn?Jg*D?!BQoPQ$~?oo~I8Z)s3wT%%!aALSMmIPdq_2Fc{RowywqN3TW*|&Q> z9!BR|CUd+LSrSRnYU>)Dq@ZM?J~sRkpcMmZ2L!O-Fz=VMCZJbn^Ll%p$rFj;-fWe^ z89$}MUi@8!<`NY$-B43=1?Vw-f)c}Hmxv~Nojn6jDS2ML#UT?+3B^c_dZg>`=+Sf* zy&n9S&|Fa2m&<_T|4oB4t4Rt?=1J_xPbtsu4V{j|WuLJEJvDCR*BLbXwx;Y_b;A6) zlKBFKUl{hmn1yM!%5j4_>g3g}$UG%@DC)|S94V0+F6m)qov2gi&SIMwjqBsjRF?#k zT0yOfVSf2B*FSKExo7**Ves%5x%Rm|YeWU7bsQ>93I}5px#S@3w&?6xXt=sz#7_qyS11JjbzT0F}~$NRW6%Ez_V%oO48k!v{|^KcIQ{dzM3 z_rz>Jz^@{gFB`zY5-3%K7hRU)NL6>M)ou;}Q2`}(;qMGIM1d`EaFdYPi0J7v-K6Ks z5*UN{HZs_$+TG-AGR@PV^ z-d2mlNYfUzjEBXyj5ZQF%!VcA=45mb8&4>4t7uu%7;|Mup#M1ij#D6&YOVjhdx~dL zcB)+S&7GQz?QHZ41A$#pl?4_}q3I>E*eI-*MMS3K_f}`?4R}0`XVcyKK8d_-vRTEl z*D>k8!6JcW_Xp?itc;4P-0{z1edi8oN7l+pvH{H?JqaWvzF}=`ZOpO6HzhFs zfq`D@9o;OtooWeL>ND-{D=TsBkFJ{q?XyQJGL?zB%CN0oUKQ8DvOxCdzFCE$s&Q~A znJti#l)Ow`8y<$fXuDFu3rdkC>-7dj3+q4ntl;leH;7K)w`m~GcRBzWvFvvPD2Orp zB)l%6`Y0%YBKtL!Mw>dgMo0GPC2Ds{$G|rWOV6ymK`1fF#L3R=-uZ*|NP(PVAWw0% zL-55T0gER2bO}CgK(w|)bK*_Els2$E+SO_FlsTksa3ysYqWm2%>-lh(5?Lqgc?w7! zQ->Mo>Gg`~|(HIgv7dojWcMV5&7fbaxMbD->0i z!#2M2EwZ+C5)_8_i44iRi5fj!ho00y4o&qVyk-f;Y9%u0Uvw;uV2QtsLxH7o|>4nYfZ>-b!(!7>5R(+$Z#VuEJu^*HB~sV`sxI`s=Ih zw|4UUFaOtiAcLJg2VM@uFh$-WTvav$B6!vSSI{QwrE;}65(lr_jL*>Ff4Z>9w}*K~ zI5;ig-}Dv7V-Un?8)*naJ%d(m%HbmO(cA}{(=Fss`A(0$da)P8Sxlp!?UfT1Dd^~G zXjxP=h48K6DUf}70lyWOotpg2|1?iz$lZTvEZ+QD(g0mCzwcbf_Vz8jB!|i6O>34; zQf2J~(($7#m}vRiAAjB+IFs7B*}8@DvGj?45}^c?POliFq$6Jg#l7QC2JqVfc|Y~^ zu5!$xIsdwo+4aLgN2mTrq~XE?N?ZVs$Nd$q6rUqKP0r?{$1fEZ*P?Uur41hj7j#^B z?W5MsArR^x zgv+L~guMT_z&L>;VT)+90*u0Yo$D(sW)GJdgPhIn`g+E3BSbfR+jy6b<`jKU*d-yYynH z3}E6rNQuj=QW?Gw+^>{qP?(E9ELWaY=zJUqJ8T#qk5k#5 z8*OVa-|Yhqx{%?f+zg03sOgbHYGdHe`!P9e-RGywuG*b3HtBbs)MsIkAL;)dI{mt- z;{P4G6*#R?923?UMqyDA5hxKeGddG=9AF&Kl?*kox3|}|rJI_rCVr(rAjXDj@xnMD zR--LTsGL478i(cMQNvH{YcfP9zmj+hV|utz3Y#IZR@G%NAd18wQ>8#*?lN|p^AhjZ&>n1HX39@bcCa(Uf*|0tgpsU^KU+BpC3&nbC~CY}D&`KA2}zE1 z`=0;XV&{uu&7U#xSVDV6aGlwBRw0D>jF)14)2PuEpGANNjaH8cbyk4(ne640jlsoJBs zvg}T1<0`xRLSADRa{h-F<*^rR@G-UN*e&G9c;)GA6JU2+%7|7Y8(-=h%0*$O7!H9W z9{$5A;)m1CO58GS>aq|DS_IP<^J+oRJk=UGLC(^zHXZHOTX)yIiv6FQyiVMgfIE5X z5Z7kk8i<|&%bJqfz--oiEsJK5u7KSo$6m%|7gUDCcL5FR&&$OJ(u(7RyF1QlCbUl* zlT^D{j4&UXG(=hcASi5Huzo*f0{yZkPgwU|a(C#>-x*HOnh#fF+YlUyqb+ z>Cb5Kf}^BE3|ODlbN|VokMW5;(*;B2z5MYSHa4LK*$oh!FYqA3)5`-#O}9-Q>~_j2 z)La%j{GT;)E&ayGOVe|AdmN^{86Ebv37eXwCdL)ld{N_@t0gJ?Y%@TR{=|oTr%Fs* zZ#Tj5p5m}^EFXj=HKya-K#ki`fypr9XR4WX9ek#6oujaN2&c}ZAiRx4;)TWsKY;-g zOA{T^SS+xGzk7ci$>*)4*VSP4!pN%vfsANEtAPxEPy$}p(A7%Bb6hb1B zNj`(bIeiA|My!3ha#AEhrV}3E@vA{57IuyMEQYLVcioB+4Ap8<|=6rSr)* zOd@e*Fdz7EMBD3Zc9C0>xO*D+eC+CgHc9u9!2d?aPg0kSjnkpt)7)b6MY zy!`ne76^p#Fr9>wakS*HXtPg}@lk|+r?BlfBN;ms!pGkTWSf9B#kGGD=S9``cz>nY z zN4U-htg}shZz#%ALmIpB+QKQO)H?J?=z6%oWRDId6d`9}w|d(Tp(EkMf_JZ2I=76f zUPlBJ93)~)KRzgcuFC~#z2EH9A2Z)MhTcNK;`ap{#O+DwL8M>n>CZ7F$GhK%C*g;> zZCPziPXG(a4I@MoVBfUxL@6MwH8^8J!0!c zJgr$iiuJDBn7svp@6~(Y+F$-XE8ZD3i!>tCk}l1wQtd!+2BqLk$nR z#yV+RMzX}B&2(JyeX~@Y2j|$XykS#4d5AbtG8mDjQYLN}qoZ388(XjGcbRryym+zPGuD;#Txke)X-9;y{98N1vncz1&2NWx=*_i|pVmJc_P(3O#a>HW!^p}ug>UK< z-`+ChuLSYt;R)B1#xp%Y>s0@!yjr)|aWHDXCvyQ)7LI#I1OyMX54#VqtLxKj)>vbqYjMHEp6>;XKv)W*O+^Ib_0E@MumQos zbyFCkuAM`Plvf$tSI?jb1h_+H8ynqZbv9Lv7S`ZCf#0F&q;1%?xLiByV`M=qh-ogv zU~eh3D7kJzihR)Xa^TSf+9EXRa>178hZ{qwHFm?ae{_^z*wIPO$DW<`;At{`B79-9 zOy{%^ZFOwT?rKrctrDqFSwBBZz1t574u-eAbRta&8nIhM!0bt{;b=6y`pszivpR|h z&agn|E5qHzO3tr3{I>#^@luBCC^z_*{QYcObPNVjP|R^I)gw`aqHi0;=j z+05!V8!)4hG*<8>eS>k!>(=XzfAu<>9k@WhkcugxMGI!%LOd)fHOX6|7lXfh$XR7W z$(&d!UB<%^$!r(84@^pke#+Qt{M8GlD88N)%S<3my9cY~x$2t^B`LB@0^ZG|hy->A z18Nw&R8*$+r#1QMyxGlT^b)krASBrosntaoAtXBC`h_S4emx!Um_uho9=F5tr)ppM zj!9KfT`ok8RKS{kp8iv)zq0PY`To^L>F**F@O$iHO^74S=Y!t$iz94maF}tK~nEOOx4$}&D%uoLuKiqblqM{ zAZ8}?6b7ZkHsaEv7b6@9n7B&+=3i(~A`y_m0B>(;^NTQb&2S~q8+h^MU;3X6Iq?rb z(u-K1YLlnxvPUSuX{Ye(+jp`m+%67dt!UoVk=PLK%59ib{@xJ=aN0+~-yKT6Fi&Xq zJ0q&q-B|-RNs!~4h!TKYmPzK1l!V01)s?F?)^tC%AU+Y%-dkmWK2KiaMKff88wX`` zs|V?KzLIFc4Ud=ohn#5@6%CLE_|>2Dp^6uIFsYw-Zut247WxU8m=-pBe1!8-Qd4^! z1}<57AA`T5llb)n;qg0OKbqB+r5VB+{V6=XAZob!1J~8RV}j^~-*CZpkw*b?QFL0c z@4NX&4Mf4{V(`2FiqtDi_Q9Fqy*P2-*5v{nu>)^`R7ku~J+p@UFjc`cuB;*s%T?`x zPP|lPLkSbg>)Wj-j|IaWj_p%8aGmK?pL_&jKn#j zMQyFNN)csysW+k9RX3^TNs(+FA9!895yv(Rk z9U!wI#fOH%KIUEJtu_RFUyrrpM(UaOE3^w@S-+}`WG1MT;9j!Q6s&0rd)gp9RD_*d z3j4AQRu9wo%Xy%&BJAU-iS-R8Q9}^Ml*D`i?7>{`POjihl7~#xa!(ipYj@DoGuq*w zFAE64B^v<<*LrBt#41Sx0Z7&LXi>#ZmX|T8EM3fJWLVCwbpNLm}B z5gKQ*mf-gJC=BAlsk#5}4z$;ux^D~&u@Tp+=6rhFbylJ}y~xSQv*7x}3W|eh-Ak~Q z(R~5NEM#Q+y>p|#6nB;b$vf13=}X^s&oSyPhlDTXNtsSnMqa9bdf0vT#-vRdWkm;k z`QAJD9z=ikqin)H28+3yDvCgRkU--LyfU;*i%R{I@_!-Gnt_Lgh0$mxXh{r>K9ML& zu96oQTjF0{*R!BLuiW&S;&czRLrx=9kfV-8u>1(vZHK(?6*{s2E#yqc6m1bukN04J zW?hDz)cJHIZ)&2G=3t8i#d3Imp?$tJ`x}t9xmt{PNBPUAjQ60kG;M3Bs`8t2yy?lE z2%HKRR*RC^v-J64kF;;tYG^1y!-7e$=l!J_(o zwdO+Cz}J3M`ESku z-ov&6A&BSfjaP3}$4}^ZSA~RLL;G)ei=Cad^}}-!Fm?ExUL-lX-6NH|cCF`Zm#}u4 zyMP&zmIYXTi(n9Zpob{vIy+2rcf2=?j{3OYjE;^GjMw}@sQ_*|EV_<2tXJRF^#2s`l~+}MpAQS8|ghxjCk6c znJO{h=g~t1573$`5D-W2j^8Abo@&(v@)IC0W7NMPhMijc^wty%z+0G z#cQItxiHnC54WdMq_r4vn!qvno+Z%O<4S8cXY=WLxgGBZwkbPa2)vuCc!-xd4Q6|l z5#9U?yuDrQlG5w7_?gjrHn>3etEs0Gq77uA1aKArDJ1u&<_%E{oyF+Hv2jeq#x}dm zT`GTMqmgjJOE{A>LbV|WiMzE@Jw4Qgl@!(QIrxK~)jr{=37aPVi{kQ-n`kTp~4kaSB2Pb}#YvSpJV)H$^o^wov~ ztzV?@nIRKQ2xcwTFywM~K>4$wDq<=%cEk*v%VDlgWs#alu?X)T_rUe7HpK+X>H7&L zHTc#lywj+Dqz~jAQ}e3c3B_{t(}Z&S#amaA_^J){O|let7Ml zqe}R=T&Hls5i!){G}rPYd_LxkBd3HH3R{%MaH)$CwBP(S6BU{(X47!K6d_<(?)bFk z{eXy9fg?KWS!EbS~G8E_YL*;@WSL_`vd@fP)Q#DwsZNPZ5_1 z4vjW(30w&X0n*QXGr2yc&7@(_egO(tdj!O6&Z9ynhYBkj=wvZt+Q4_)Gebj(-rO@f zW!nd3gfRwkkz$!r6}9ZKl10z}J?Xq0-4d}ysGkXIU;PMNRkU8R41Hc>seczY%uLekDQLvSkO! z>i{CkWVK#hIK#%$ZKJE)Z83@$U}V$*C41}ZbX}(TXo~Nu1XW{^pz~)D1hi+yW27Z%^)D4^bBXXJQ$vUU zvX3&L3^*BfN+uk~uES$+Oq8g%iZ^~;g0Vf!O&3|kp5BD^5vS45SoA&#Oe+@hbW^I$=TD@7p*$5 zS7Ptd2fBjglmp!R>MWs8xOsj(;i%!w<*yKufypjBw?AAINNbz z7fn5v`U8rH7Ydl9q@>Lo#i)r;zp80}pCAY&!FiKMe9wB?FZatpd}O40f4KDV;~B^2 zU5DbZqE_L(@>S8Y%<$cB{KRZtN>bYC8r@clex6X-M>}O*Iz|+{`*adnydLscIcx6wCf#ppL(A6Z^@!uBo{4kEO(O_NyqfGY{NN zdM{#mhyg0g2y!VXfjwnQB73Kl(iX`JhYW7^)K?A`KJz8i`xbo)K<^0>Y@BX(ff;MB zozXWPd}};Bysw>RAH%91{08j33~Z3e0Rf#w`{4zyL`ve^jW4cj1Z2Y=C|>VVJ8^Rp zM>w8am+$giG(QYJ@TcqNmLDv^PGYAwjFWVReV@C#vcqLL9D&0EpP3;*jO(Xu(yYEi z|6=ENcOmUwGPf~ivAJ)=RyfOx%^LRYela#=DcVgrINY<8baC-n)XHn2zu^1!9rsj5 zIC2Z^L4oG?DQ{}^OPGB1>)%vY3thIIlv0{9x$+e)s+9WIN25q&W|ylct>2=~mP&bP z)AE|zv5=x>Y4T@P%=YvaQK<;eA5?4zbPf?2zbB**Esw18!|R2^EP`E`G^}0qpL}Fr*gmlEMoshAoPvL=su0n3l*jn^_+^_AKQ>3^AfaV`KDe z37^}GT_++RIAicYbOfGFav2~VBnD7_37W8p*0`dskl*oRpsC7}Vl~$-6BbU&?o+J2 z6`R5jtYKz8lTeq=HmFvfPI03Xm)!h8X)xo!su<>4m&2r27vr=Z?cHE4>iu9pFInlG z4Qm0wDLtgjY17<4rS&{k8Eq&3DO+XMV&hHyON)`*yyzz{k&6Sh5cPpwEq}&A`z)x5j@!MQV@&_RBJD(ji}j?7bswxaeHDRAYE zhL^Q&(3i)3hG-_J>625OK3>98SlN!?q!N;C?)HpeH4FsQpp3s6kx!d z2b3ZK{Zp5W^y6r1a|KqmLgz}8Y2!{D^s3;uhOdY z{qw|+kHKybo2+0NtT|f0Dc|qnWsMBwUjW}FLVW*k>SIOp^+gExXqaL!ks)14W6`g` z#mx3|R;}OaD0j5ro;fb)BMfbAS9dFaoOUSshdy>req#bg!~8NbAiSxEU?)YcTH9nh z)%ttl2D~^5tG-4v!b3E)*c$a+tr8cudhXkZ0Mgc>xk-_@Wa)7bTbrqiBTk|mA&Eye zc)D9(jr7D&F#FqK^Zv@_2O9ZiURN1Ip2GHM)|`vLl5+WIn@)}E>#$;QafV+WZ>C1w z?SafXmq?=aQ;PRJCwaVnw(Pgfp>I--c9ftv51b`WrI^tO$V^z}Sp~BT$p9j0_SMVjdn}~(2)T{J!qO&ZRD=aM z{Im;b*LPOeWF$xiRRa|l`@UKzDL_1MLkWVtrZbk8DnF_z5FOi?Szv%kxDjX#4uX=? zjm5;Uzq%@2%xO_^q@{c`&q&x9 z;VZ-S;oUs0A5LlZ*3mKo+KI;8fWH0nl}SyeQlb_GcGVXTkc|<0P|tqiO_K;_myYzf zwmx5upF#t1hJEu!e>1H1HbcaRTQy06$OKCIRqM(5jwIuXzI>xtol|N8&vf}X)grE1 zSl#dF=Ue7M=oHnKY|ax+6~FZQYN=-5knPppIoo=pKlB}PM!HpXxUqhZ#C{|1**ej# z!u*R!A@l=cZY4tr!%l#H$nB9PV(@+KkK7@AP(b9)2gZiOj058mC%^OZcr9l!2s%M; zF+v$Bw)W=DZ;u@{uAeZM;mPV;KfTeqb}3{47CqN}%11XE;6JFPFG}^QDGY<|@5>(@ zn+@vpafAO8NLHmp3Vt#KTU817yf1tyK<3rF*vV6?Ug@t;d5%ABK*|=~uZKLgy{|Mr zw4a2DZd6=MuKKkug9cP_tmOCo1-OUsb)h0vl4KB3&t&n>-zim{l7^wpu7+X{g;)?j zjz=PK05pLgFo<&xQc9BF5EG(a_7a4RNdV-Trbb%t`qyI+ouoowCvd^AB2H$!0$^cE7`g*tQllap9FerdNZ&v$QGK5LY0|XWduFsYWD;20VaOT%5pf^`%7C1 z8Q)dzF9RDDc}O^af>Chh%whG<=ReMac*eVr87opTS-+2;50dao5}+jYT)a(9wIUui z-OKL`HT>YCU|-xKXJ;r|eC(`gpn~Vwd3Zpy<=Vy*n75I-pSA{?8NfF!$^monZY&u; z`BC7g+MwN{hD`Hivg;2X_w_K-k^Nbx{_DgmUBDNCzNn)(h@X4-(ib`!PwjgGk|!_1 z_hGItt{z(8MXl4ZeSO4moMtbWy~UO`Ll7${gaSnDFY{e=Hwehpu7C7=DHKMR!tvNe z>$IC~6nbSqJ*M8;59OHkF|r+8qqOmJ0>lVe)3fRD=2v6CJ)i0?mMHduc7B#47Qdb( z%b;O;CEr%iZrwrw)`jge4tTsEy|*zi6q%-r1;JWwh1YyMoFz?~a9IBaq;uF1otTKC zV)pgvdEGDd7)j&OREG43KZ|&%F(~4&c3j}@w>Hp%z$*t4ghkn385{q+1O#E*egzH^ zfEx{zJt*R$Ff{0;TTNW7q_J|cHf%AMY9+~FUTkpT6l8yRDU-GwUjr}E?{oN~9ZMM> zEmTIb_H#xkC)fyo-vy=41#S)klXGder<;?hcC;2EUfZ zvM2e~Q_JWXeq-O&+R%~*#K@ep{Y8*b_rTGQyIh#auc@)Om=Hw(yAva;olnfHXH??D zUv&J>ThJ^FPH?0*oUzTsUX(IWM2e%eH=grBKWZk^)Kte5ZzqNHEIksMpC}(CfqklH zApHu)vYSnl9cM#c1vS=u=OLTFlo}thtZhYc;zxQxzn(5bDYR_xo14UHVPVI-Rw7}x zE4m6X@R6q7$Z9WcmmvdY#2#(81zIAE&0p)`#s~Iz9j_Of#z?lL%8Yg3zx$YD1{-4i z6HK{CBTW@*P8I{zOkDEzf?L&znsP8vfNBOTWv{$RKOGbmQ=b~pdo;~)3FLCSmq%F) z_Ns%RBhP!XbRh+HT2M>dq-hK+FS^K*BK?_l8S$F}CHi9jMvaETYUkXmA)d`fQ!@l{ zRcUaBz$T)B*I3S~Fdc*s10TQ{P)Hds4e zw3sd1cdMSfMH!x00c8o`L9#{CPYyPJy7~ICt_DnI*{XJ2+L`LSAc;n|lLTNpU+1Rw zEn-?&<(NX6=aFs)62!6$x7TfctXFpZe8|#RC?SR&_wmr%L0gy$vr8%^BQ1$*|FY2G z_Vi$LIP>bo^XDrCCSm8Pn?<>t9;53`a2?O4$nff^-f>^+teGH6Ew(&?t7A8w7qua0Tn}`?HLW-s=59i%QP&kdLHeixeCKtKWE%5HADVua#J`Z24 ziMTKHSQ9kwhVONIrSwADcJJff8TY@N-{PDG)tXUkp>acA+-tGmT!seA66hi~+O(~M zDoO&s>J7>ps{(Ir4|dMT)o4_#=HDB=nzbZHW_ggx;NYC@j(}(!VGc{bdEVzWvg*>E z1RQ!Xn&@4(2^?gaSq|G+a%?kD73Gy$q$z-Zz8E-w)1XO+94s68xLgZZ@jL4dV-`#& zPI!oQ05q8M8cd#Qyq3sV383PU3D*l!A?>5++KFJG!EiHfq>1|&Dq6u9zYw+|-(GVm z0b@$bfvLTZYj6b3GR6DS7VW4256*$KaE)?`$y-~GR@n_Y5D?rG5CHLF1b3r0*mA7) zEokCD4}ya7)A0R5qEkbzSG1HW2m&Y)i2iK`p=>i)CSy`trlJXEV@6Io?2e{2rNNH9 zO_ooL?>NKd^3+VOH0|ZEF{H727@<%1HGbG-_ZN-eIup|-J65K`GezVs|u9`pIm&Se%GaSokE@0P8j@G8W)Nf3d8f>fAtbk zujD@Rk7VX5+7XHp(&D@y06f`20>VMh!L)2IcUanl2ORqjA`kGvCXg9n_w=M zQ>xlW#<9-;Qv@cyzgai~#%5j0Ee%QE$TS$?>&%pbuC)PN(`=P#E` zw{tQ-J1Sd0X=j1Mkueu4OsaNuC-KL0iKYX(CtUc@LP@|Ulr4vHdr0r4n$zJ~by=?; z=a=Ss;p)$iateCgJ4tV!ciPW-6#C%`Pk`dqP6Ce4j?M zv0!5K@8UO)=*bVQ9Bla3rIuizLrMZqQtcSt6P5aNN&KE~29c%r4_OOZaPA+@68o-Z zm8bb{w1(PW_@HiBVpW*y<2p;tVWf3{itVjf>M7k6hQJaf^I0g#(zKoc$|~KxT!isk zOUvT$<;9^Fi(_>{`2f+dE>|2NERyPxP(ya}6(cBBXLC3+ zDi63r97%KWg5k3&Fpt}uY7Ni$4Q4RSGgE=ujy*;1>}V(>5U zo(t0Qf4$4(AT=vpx5?}w;1r*Nn+W(2%5ufNHpdtrk5(g zMkIlCfu%PdTl=7sFe71d2-SEaML$*GX(-?I<5NaN2a)04 zf}n8Y^zWsU2p@Fh#oPi1nh%Gfh|lln(jz)M*U7$Z1CJd=&Er?Czs{o_OO|7FbtYD< z1k68kg;S$LLc1&uqWvHiqqqyVuy=DJ+wAneG96GH4+FGO3FN0GlDCDw((FN?{p5Q- zFX;^KKR2hCDhqU87SwL_mTn}A(cx9?PmB;CD=hnlYqBwB*1f|4N`)Dk-5&r0gyf5F z(5UYPlrt^Sb=Q^&D_xrE%Y>5DT&h+_*Q z?KExg*T1v8iBQDJ;n(lG{&Kis>5p~e)bLs^RWP#zXK9(*v@qMBHFEg2B>khajpLno zT+gZYk3A!3>PVC`HvNGAPa724!p1J=_wQE%6`!jRxTH*~)7lgcA~X>C7lWNAOpv&N z#olk<3hNTG&~w;5c6cH}LTI^>Q9m~mz`%k1X={SRUic_O?%_y5d~JB{>5h)_nATu! zDoU_nHY+OlWaa;6$&aZnPhZai@oFxHoC4)i?0u%f0<(r~>%J?8^zKqP-@DSu@--cL zWk0WRraD0WypO`h67~5}Om~7g3avHA%cpQ$zFSRS@%`d z?oa|1f~uD>6+x{}g35Vcj5d(}O$dk}82lpw78cg*LnNMFJMUt(;$W7i4mkkNjho;! zPyV~_$IGpX0QPz!4#C#>@{FkU+){0JX&U5~-T_!L^ePcJ%Q6IJ+CJit&Y=e+|4)VNc z(*lV}_vuIOnUPZmLXrjaK|j8S;~^hV2HnI8#j(3We3>t-5 z3JQkT8^mWIEB^kj2sLFy02X4*nHUv0Cr`T&fK*BW)q|h*-Br>@hH}j@H6vF2b{ak| zQLVLGV#qC7!V9`@1hpE7?{-x;xd+?rvI)I46oao!6k@jQk856>`G6)&G*f&Uya#f0kNm!g!gU{BpPO+HdXV z>Jg^UW{3+(-$!!3|Ee>B0PxB({r~XFxGnwQzx&_Rp&WMO*%~0-pzbimzTVt-Y>gnc^Mf8cw2$JcGZ1-7iMJ-oO>=}pqmoBvi#oqas zE=Ay33|AbbBr!kTxoK{SI$kOkl%dXvt#|C3qd1GndBvuLurv5%P^&b_lWWz5>A;=c zlRCbmH+yPh$~nih^*POaq_o=G#c8c+o1<2I*DpeWP9iNVAmex_m&cx3h?j&~8+IF2 z8(jOj&QrpXI5Lb?E#5SgyZA|ge-b86+|0vW+p zss#VlPkliT42%uo1K0{8@)-a4eEYXi4+9aP7wPw--?t`kn{f)&T5wgD%W}3r<>be! z^ELRCOR38$F&40XqYlaUPfdESe2nj=AbFg3zy&J8ay{*=Hu@J-T8dsT&Wq}=Kxid| zA=`L2&aS!+ObB(Sw6q%VX1Zo_VV8b#KwmvigR1xY7B=O+iMn2^Sdj+(?hgfdsYs4> zN_@NBq*h)^9$TAiMtn#K4a-PKNbuF$thsRovw>;#4yLiyl7gTth`O=k=@Oy_E7dT zbnwE1+sY=`1`#rF$hGS0%RGGzr@+h%5PNqc$A8Du-~6C)8m}E8q^~fAj-Jw(b=ZdJ zlt*>UAr1=K-#2MJ`ORV5kq%FRk%jxOq0lz9&(+8G!w%BD?xJqFNdgyLXs46&n#)s- zQACZJX%kd#PBla+VQMo!i0;KvMePqVMUKsZnRpp37C@9dh6J&Txl7}|hU|!8mzA*| z1fp4(RZiz1XD*T;;e>;^!2R_@fFh@Y37qBgG!xh(2AIa{%?nbR11Xic^XJ42;W7^! z+wwM_y&TMM)^fJ>1u#)DGgCQ^pxg%T0D0n-BY{oP0BLt$TZ>R^k*L%|Sq1_%%$P48 zNLR8jr@4)3#udO}v;7d|i!{Fg=bGf{!?cR9r~E1-k-Eqr&RD>xsHhaE_C939lyYNP!{EjZ7IbY76NQ?Ga4l4QX?(yW{w}JOE;Urso2vatTg} z6J5pwR$ZmhKMYFFfp{|_#>PFHYasxmT%@J~4M<z;TazKT0YqrPYR=>n#9xI>##u{HL7oA`+kE6b? zf*%h4)0y=@Y96@)Ed7N`C?3ylM5hC|5GHB{nPs8ADpO771pLv4`MCOs?NIgJ3XoQ& zp4YtxCygdUoK=J7_}H%2e+_!v1;lpvb;Ry6dgedJ{spsfziwgfBYSi~lVGS*;3AZ%lf+34-KnUkpb-$N5e@;7B|^fSWBD)XF;V=YqC=iKuzxax@&#<|CSfVf zs0~)pesnaH_%vU)+LMjaHVS!6;rm&R)6F?<>uyEQ0Jtl zTU>1M7tBh_$mGE$OBN~a1&!+WD9tdsqhwgrm$w7#c~SB{kKPT356h^CoFL)nS>oC) zG_v0wr9z~rrkU!)Ppc+#(RJSdEjt$uzWZ*|h z0OJZh5XKa~BXXemg#^x=0?7>%h!TW;zWaTXs?eUrjRfWIV{-+Rayov#Y7u|L=idDb z5CBw1yVf;A))Z+eD@v3Vpb0qn37{cK+WHTRg3&x9&O&d@Lix#>nT*iTM+5%>Y&k3-3|!|=%g3)p zr1GyR0<@H01?;y;XL9KP_tQg(%%8y$bzM)C_s`Sx00Fx>s4NEcC#_FW`f(^~rECAfFA0v?;oV`&CjI$Pmjmz=DqE?MV5itI+7hkcF%0~HvD%zno@8$e4=m#h3 zF^}2oO0w*j&_U9xxLC!egdK7r8Nr18=>lJ$(x}qi{XdXm&%>lxPezj4nIyvcoB)rB zyI4mlW9Qb$bLwzbg|k0#J+;wxqK82xBpmkFOT=Cv&AxwKXZjIbe0Wtc5&m1PY-Wz* z7lXqqEi0TwgUd&WthcOfi3fl|`KK}YuN_0lJZMfQvW^CpurGbS;yKvWpMr||u)gh! zM+R1c(Qv|aS7U#Zd|SJ=Hq`ym&o)M)vp*get=f&Mne`uNQAN*3e+c}g#EBhQCTD{;>BxHclK z4Tj&-$#QL3I0yS`XU1o#GlYp}eQ)ZqI!~koM7G$pDhj8TI}wWvW{N6mlQL^@qX(aE zh2VTxvW06wY)V{K>uOJvdzh{0XG%wr2k~N2F*BJ;ck}4~ACc-dH2z=l2Bpz(to|Hv zd7LC6ApTS84hC^s_@4C)XekZqz4U{Eq<`goGIQey%+s5^H0rO{!U7X`54lFC<7C;Q zp6%h#XYnIW+{MBIQg!%OnwPbhb5Z&AfANK0B~!}F^*c#IQ||_AEoMnejOH)XhhC?= z@Ia>q(!=a+v^iN~eXuAUulJ=Uh4oeC(zLO(lGDuETZxxl3SWpZ;NUr!kOC|~T&b~n zE-d!HFeAx4-L*L2oo_WNAYyIjKu}6e2n?u<&LU4-Od_e=rvwQzQNl!U5uEbV;{oAx z2KvCL>+s8NqHZ(tAZ2R3BJi3v)!Z`V7~td+=$V?bnfI!2kE;Qq1pW5(5t3+W@@y>K zj;Yg+ABV0>LPSCi_}%%dhyiDeMhItbZK#6g^EFWIr*-=o#0*2BGb~P16EYas=&5st zZTakb^S?X>IJR~7vGwPiGf8EJ(Z9;R8le-9mQt14P?-O+#4>i$%e|rbkzrps-%x11 zd`+Suk(*keDe-@&km!+RtG+UHnfwz&D&0#&+!FMg4Fu69CyUfciheEO@-?DouevX) zNbPY&sjDEU>MAx)l)fNbhI{{F)pPHC1CE*U^=FjC#X8*H8u;re3|@&*Af1)3S+PQ(Fe(&1 zdN=ho+F1A-u>wF1^apA)TLcTwp+O99biMT}Z5ix-I9_a2^HixE(VEc*01Za3VXe?y z_maywL%5-n5;h=nk+0hE&0HaB|cOBxmexP^HAj7b%yyN7uk)?CPYJ& z^q;(u)qnFw!t5dEQ&OL@xW2m`Y$nn+BY0QSZ$&2?V~yhr3haXAC+dUc_~N}|qyL1P zI`fD;{piiI6Gw3#~!{lL96e2l26QlvFGdb@r7abD-yp}?utq%n6 zA3U|c8Yp&f8o@^`SoA*n0{g4|H(TUfm-F|I{hmK zQ+XXW7E_fy&sD-s^^*8*eP{@i zkM65()_@N!-aF|#78JAO!4tD;6IOxQYOT_^bId`IroSSwq-%HYCR7GOn#6jGs;(Rua zr}#IER=Y76ian=oK~k!HzGQA-v~9Iun*oq*&IW36v6|W*1}r{32)pPCT`U&8L`Gtw ztA~`|kK!dj&DA5K1d8&(n%#hfF*--?($~`7ZT;1E{I&9pr*!{|n`rRep zZxUkG+@BxAc%D&H0LoIYraoQ3?=f>!aCg@~(i@Jyz(`E)gWT6}otDmWGPqrne{$;m zC3ABoc7YfWCPqy~Jg(NLP^k5{8ai1+Ude*e^X z*)%}p=FPtErNup-%T@K}&n+x8o}lA22*OQN%)6->F2#%Xc!&lLatYb$eKZgXfyc*T za@ecQ1BH}%A#2Zci;YO(%X~abgS!ZsQq(DW9(gu_uZ2H% zU2bF+Mmq%?aTRWwObyXrk*&IQ+1-zlXRRqM% z4v~{r2{+?ex!YY!b&6&AvCr9=>oJvMx3OnTvbi}PBU+<|qqaGXEI7sNmEpcUY`14S z&~`#S&-cSy^o(>!pBt|w;l7n4z z=$o!?*`w=|xKTPMI7}70K@9%;p0!BR@)z%jIzhQiX;RbB@6zF8n{u^4hCt>A%&8%& z8-nzr;Xn}hz8ADOUQVT{Gzpkx%G7b<1J@w71--q!i`$vW$p^c;O8An(H+9G(BO?q4 zmc*Nj;*WOd;H-IE8rHMNQRUx(W~9sVl}2x^ZLd|fhD0XYY%{KScRkt`DvLcP_OGcH z<{-vu#qyvey7NzrjIMdvRgDn-7AON^i6mrX8eQ!e00zoDsztEcXJfT$^at%pFl8Rs zmT-Ue!`~yr#J~uRv6V9``7FvvUWu*+iY_l*uiwKUe(fxJ?7k{7jdM2Fh!(bN2~2FM zY+g{n*|X!erHKtpoV7pqsOi!ldi%b-u#lvpW1k#)J;+s~MYA5W@qM#gpK2edCe0D3 zSdO;3mU~@uHp}iS_Pz|w!GJe}CZx-3-CUx(xb`IjN)@GF`BonVi#Pe=dia<$tPj58 zy4mPhe|bPBGSBTca3B(Jnpj->=dmwOb3&`sY;>Y;`RzGNQ1Ayd&|Hed8- zKVgb)$yH^)i<_?~9i5JeSJcqw3q$=Oj(w8^p-gfcAS2^X4BK6Z7KoCs7vxzxR!Wep zn&a&qR33W~j?u>;FknW_#(Itsn5FsR@_JS0ynIHH9eNS1hK3eCiB}5yfS}i9_t49) z)i*tV8!;L(#P$smydr-%%j;Dn5_81EebezW8FhT^#>OgI%a!!`vN`fqYF8~g{cb)R zAvoW&3Jrh0ofJ4 zD{sFwD0q~LgiI0yenj$A*NE?tDCgW%oLk`1D* zivUm!jiTdJ$qdhNYWyk(Ae?Q$0J0UqY1apZt*PR?8`h$|v8`ZntlYkViAm`sMuKAY ziv?RP-&gksnK-l*q#L_%%Vj7wb$jde(Iio~U%%2m40w0Bn47>;gAx*C?3X}So?QEu za++T~4$@lW$0e6c-#K@2G8dQNMSEsIAia!e+7iWH>EtnSMDL{nLt6h-Ay8~Nh%7Ma znXTnB<0J1`LGMFf%tD8bz9%g#lwOx16SYs}Xp%SZ{`-JaP|Wu|Kq^pn>t2#G2q-*| z{DMX-R_paBzE6jdns0OK?RBGSlR>`5v6hX6Ow)7q@gro{*yXz06^DizLVX}=7~zfs zb*NpgbeZa0hn7FHBbtUSc%6gTeDHoAUo~&aovg&_#(C-dK;=W6JO#nu_pwx0Q}6jk z7h_lqJ%yo~I5r{Zd4D3YAMSB~Y-y4waZ{wJ^d6n2K=XmtPg;ideg=Z~p!_tljW@UG z>^6oQJ24l$&`Sh-W$qW*aQBqD^?(em zfc#;@vM{fClBs3(R7MWS<>V?-S05=ORIc+eDH?5WA*v27ysfSI%CzPJ_;u-)L&3vRevyv8i8EjDzUr%JOr(oAo9)TIxOlp72*@j31=H}!_S-qLmm>-3 z*k64oljM2)1D_}OJZbzG9?tm5>kfH2$6Ech5?hYKKm_?5_J#W=`IV0g5W@OjzwQVU z(Ezb~yI>xNnvYMDTD}~*oi#e$Tc6uKLrz6+>eaOOf*Hc}P%a(BU$ozJof@3&R94}XGOLIl(rZNzL*_Z{YQV(W6n(vc+Fnh-IUDu57rkCyuM zI1ZdYp~`e=Y&_WdF=+;S{-SO%l8)liQ7CB%*I}HB0qMz8gBwx@uLi5|!oGZyoA8`nVt~A#q+7D!E(O{slbVFmzy@YV1Jq;yZ zDpvEW=PUS8(lqX(YF!uQa=KXW z7WLYfeh-y>oj6my4$esv3Sz{0r=`3+?%({*@*^s_>xu9MY+NU z!mWUYlEv{)|HpsAnEYA7Ktlv@k%lf-TIp`v&}u{{I6M2xYX!0vKLX!@z`pJe_P>Fu zcX(4bI5~&@(LA%j?PX{zV@2&OHWkm{SSu@QObiy)>E9TJqA=}#5Wbr$Rpf%ook?8n z#jg6aLw#Q7BA_SgrN$)nySg84ecvV|FEb>7qGGTCXhk+_%ZE2fvUV>{J5iNvFhF32 z!@ZlrsE1q@=zmjUaRXX|Q(4Wn*%AP~dmPe7(|b#AShVx-E6(pZXq$a^E<)PmF$??W zI-bLu1w=lBY^#Y?HdB3d=j`AvaoH9{0<7N^X~bG9H~$g;7Yszcu=aq1Qy^IJczumP zUvr-e6mZZP;gY~qboB|Pvmh`1f%K>hRmeNyts;MLtpAG+=&6ryQH1~GuOI+2a3ae- z$&UziUnr0=T+HE;?x7%Is(q+i_0g5(Hg_;My}>Ar2DkGW22O)~SXo;0WwT>Fz@*Y6 zgVxq4-;a=Mo?VrjS)&Sb7_dj&X#TEmYt?jrC(^>JxHri9X_b|voc zbeDpb-nw->Q`tFnD`G?8pDJPD16JWvQRbO_sTTGb5h>0Vc7$}Ris|+e6zB!F628PH zX~jQZqOT{ec3RKNQA26s{ly4+eFcjZdo?1Ccmy=L|0fwmIH#lW<3Gu$l3%7%o=vAI zYgsAZUS571B1^cU{2tVE>!4b#fZ@Hga+wSGg&T;VPEd|Qc$he3n>b}rv)fM&@vqQs zA))>s8qA{p06%?JYqyJh)dMCjtaI$*s$Ol1ihh}yslV2Stz|TiFVh`QZmE^6t<^9J zabARkqMR5k63qWw^`(O*Ia)EsR2>^iQXCeb-1L}*ewN{2%+4X@?u zvvs>-_fDDadskYmH~;0je!?lSL33C=5t|mCx=pjbXS?d(sYjtB%)@qfe2f%Y*EYjv z`YWx8RayOf(QkvojJ?_Bd(+dCgM@_ilp04DyNIRB|Ks%^9bE_qKyP(V|3hz`{EB5a zISee4TP5UsVk#wy?<Omp=$y#DIgyqL6;C`dDSEM#KM& zgV_gvBnV8GfYME@9Dnm~KcAH9?SV=5rSF<^01IebC8_+xEF7f;gdwOt%;PU~cG;Ai zvLVb7Nh$p~Epx{cSHt=rNrc4_T?_!qk^uxv-`q`sYI=TgwWcfrIW$1{@A5zh3+$b; zF{}xBRaFDEA_B(Zd=G^jTnf)8I{+e0JOEE=-B}*&ae^ zBGsN84SAkyURMbESJJ{m29RX*dhlk9D{y^(cs_#XUj#Grd~O6CWEUNRgov#iqtj*m z+J^##{a4h)wmTL4_KV z?i}OD^Sz44-rVir|682*QRgUIIXLg~Zs``5UdznPe0_QL$?9&mv5tsyQRRLk(rF+P zQ3>>`Bf4y>)kel4z+PKXHx_hQFae|1FSa@Rp~gKuvV8v7!>OB%+->|GSQddcY)swK zD}pX!|K%X$Yu=7<2kM%I<~w2>{N$V6=WE>0`0B;c(qImZFsXi1;XGgOC}oQg{Tp2$ zN!%JL8X&Q&?ml$Q5fEL48mY#C4pW-9IY+?Q;LJFlZ_b)QT0Uk3m8_8omI7aLxZN5Q z935%hH~UkNl>YiV`mnui9PH)sF1&Km|AXgMOL0DjH3q8g!Gf}*ldpI;kkruQuVzML zm?(HzKlAtdIz95p4|s)OU_%)GWS;4PWmLCfNIezJ1qAaSuW3x_NmCY0k2f z?L8CTd}FYCbqIuo8>Si^g%q@xb?M4TKn)OxYZu-o*A_W)MW(n&oc6HQNvz0c3-p^MB0`d+E8z~=@j^cD&n>W}ENEqLRzvCyh!Z+| zkG0EBE4uC_*L}Bpu2iu^B(x^$hW4#B&F{ZC)U)L_o#J=J#7$xnztn%NZ8f=uOpE24 z_Z?V54`?u=qR~)xI^5~D$yz;;Kd!%ib{Lck2!wg^#xg{CmQ*jWDG&i#KZv}a!|K+L ztfdR+&A(xQYwv3tF8XbWe)Y>XA>$vJzZ4+z&*F2grw2C%G#3L;Q~80P`kv+vv#T^~h)&{#jqJzRoVu6JW&K;Si1alsacnmzG^_6Ud z=C8iE!7$pBgxvm{G}uG_2GkI_QL_UPJ+%t|$)Vw(gLtQu`+Dj#NEseX2OAnmKXmm| zpirRgW+tJ&XS5jb5Ti>RRv|8cJBR?P6E~E$toPJ5%v%O$JG(kgjIww!WD(edJciGq@sUur)UrE+7tzj?4=17;F^`a~$`65?Pa0#$(YO-%NUqfFL2 ziS{5vUOc;0RBr@a=aL&hB&fPCIe7{OT> zP6^O1KY6t=tvluMi7zFPkRk?M3A?>+UmH6cHE3)@YEv)X+US$uvOc?}`+yW8lqtZp!u~Y`E<5oL0WkO%>gUY1x{ICo z>a||8$?_8|M~`jSwtB$WuzNf}wFdu}pr=mx+F+oD$IEP~;gg?7+mD~tg9&$zT`v@B zFp#)+8H8z#=S9j5`s#XwpsJ~57)C{}j1m#W%Az$QQRPF?01`dw4F8mXp+BNdt z#(%u>Jv|dN6plh|Y^&ceT&7l%-~vP+PsK>RfYhCD=ra@)sxpw~4J0~JHWd|=I{#yT zK=v`e?t?mIk>~jFFGWT}v1Di<#!V3PG@I0>uNrLF?|0`NAe75Tpa>DYcKv4t>d8Qq zG>hG?23n_KKu9I9r-Yw~rv1+}Y(C%nsP|YNOViziS8vq$sO`4V1C_CWsKZ@ z%=*sj3mR}^^*d#4xNtp3bY>0u3r~a%2g5Yaji^cclW1YW_vAR=qYOg2sx`;H&0tTf zrP4t$E!${S-s!|T`Y1hji;bngCY#%j=!p#E_NSTc(REXRbH+|$*qIMv_1FtE6?lrU z`|Q5hh<+}bBIB0(j~R5yiGB8fmg~CDPT1qQn}|T(%7lNL-NofTtSjMyQPB2UO4^fM z3DRqw#nFmiQDV-LEdq!4;&Fk3knIMSMg56m8g>b7yK6lA-Rq zkdq!K1U|h>2phM+O6Ibzw2cx6-G1`koFkqK;Uy;y|J4_1K;!QxjSY)@rC(xGkU-+! z*>$w6!X4SyWXso;RPcYMzdrmdhf+3T=<3iW;6&J0J29kWP4r!B^(28lTO31nuAfR@ z5+S1o1lJdEK-lKl?fJ&CF_Zdyt@!Ucw00aGVAOp{KBlRP;LveR&aVzc)ixhV#6nB?W+`YJaad&s8_~Ke@akqDu=Q-awzi?Sjl%$>|!xpHR=`(KTLz3z+&zHt30Wbp*OaC) zfJII3!~)*J=d5$<)sU{(F6i||P)3@@mlRV&voL4?K+TDp5P&@x6uH9qIkot@K3)T$ zhkVU4yMN5~9gDlo<6m3ELEgJS&RQrKd`vbjHiP~?N20Z`YE7ZqtzIcv zDJ=ubCp}#HPvh)23fP*1+*-wVbv;dYK2E3j7Sph<%+@c=2Ur}tz<|&Q}eoy5rBg_Hs{OJ$Xb zf%AG4V-cmpd5<`nZe8>>lJ9Nl-|;$q|JDD8|I*0Y(R%_*GTfNP>r{uk+GS$F>?^Ky zG}Y~{s5(P~4aK)%Bt2`AX>BpF-T{B1g7eA&GUB)%H}oo0yc*ks4K?FjEl!IqTr2^b zps_m-<6X=ij1aujs#l=VV6V9yakNG)1G!BW0nF#R zfYEZaky(MKO7}0Uk3#qZD9zXi zX>fE|!?J(%w;tWy>o);Dqkf%$M)gT;rx8^!`v0RCU>Krg^1HgmPC{R}h-wo`LV})r z5ItCvV(v zq!!{)F-fQC2)IA{Twkm>PPz$hUX1TH(};sfUYwGP(%|cNdujDXu>bntaQwE z=U!@RYN~C`jysg3KN!(k{LC<-Dp-=OBO~L|wHThrVU~8V_SK!Cyv5!EWKcyo-)Q{M zF`1eev#qHjyZ0vz>;W;GzZ)zyIhq+t^z;`oY?hH(4dhMfoS2x`4FGr!)5WIaWQ-hA zrQkF1?k1)tBQvLdfJP94g83t)Zj-VWqo}-@Ksiw{)E=vKVK@k4rWEPQfZ4%p%-fMoQ-*nrzd@AZ=aH-dJ?0ewM{>YFhd9&JXe{PQFq zOTkzP_3K{2-7*sFbD*E%2U4`#l1&M7GAL*Sw=k%CboqL9E+?VmuOIMRt-})cQT~bI z1UbHFd$jhGqQjv1`RyZuYphfYkCK9GoT-t1Eu($*_;8Ot?(-Gsd);!}y|+LcFke#( z9t%MQ+T@LkJRTFG-J?6b~cHGFCn5wcJaZZg?R2a<;+2L>8J|wu4U+ad=y@7 za$IkS%E79U8c>0CQzvypeCv7;MpbIUR)wV!GaOhl3%U>~hzd5)Oa#)OKF~mEy0vwh zEASUTpe zZB42r8g5I++?Lm@lcd$|_{!PY)UV;s;VlK;stu--6fzZwwv9)2k*QrxXXgBIP(An* zqHKs)X(tH8$U_x}x`yJpd4H#@ba{>o)q)D?@qU=(8QFd2NdY@~3F%evyM>awjfEV!@QaR zkwRxYA1^{R>r|+eAislc7OGHkyZwWWS}W-Y9<5VMuvdB;2jPHw3+;>+xr ztN+U*)4i`Q%_*aQ0(VbotnCT1jAf#-5{AP?ZuTFMPa8!i!1`Q$7JDhF5H$t5Ua0etq^vLP%zg*|(naH6T3Xucn?xvwtutXbq**6wwe~>KY;wUw zWo=xPCSuvm+dtj&>9V3=kRA18!uu6o+K9l{k(?9a%6Cx^zt1!%|9ddRijX;lQ3nlq z@*5FiXrIDQ5zVbp^Wpq;(%|=N;ohZU3@F2tIJ3Y7CMfyVRf(57`8#<^v_1TNO02DK zV%C#=rwDFx9qp{cb8+%6beSJH84KgHl;X-Efk$9bVb6Dg5 zXis(#Q7}(5*e>(USaj{{+bUQLP}8xJ5)QUIp<$XOR*ks4e#G6Vo&A?jJB;!#rmNj!k>u)I5TGM1_ zwuv5Gzm}E@psfnY5hXc>bT$2kiQgjoD(VGhLu70ay%-*RYPdVT_cdB=>i=pD zG2LkFZ@-i+-FpudX)GxWNURNMj2@2ZJSx#-9$b5j+WHKO7*FW?8qtFfN%=|#OWUrd zkTwFa^ImSEDj4)uE*IE{ew;Wb=rR0d`g(6ZPLUx&|}T)3tW(2CHey`UxyGCm-Mrsz7?fZhqdF4^!Z{HFI$MSkw$rB4FJ~t28?| zU@4DYA)5Hs`sB3dNc-FK#e(X|za|M=3?Q00eR)Q3(mUtKIxe@Uhd?J1Oj>$+j~CIC z!cnF%W$yQ9m-UN2%BIIySby^q;ADR{o-Xv!Q06uFHAHaF4PQ zEJY>gt#gY`v68LO6DhteT|fPT_0Vl`nY=9xc78ChGVi7SEK_z3Y8R+mx?I<}%vLs} zVV_~kvYeAK@Ma1wQAs`$Llj)jqHbiVj-LODseWU^CBr(aF}j3O_I`XoD1je zb?I=iB@47zy}jmnT0a(_m33w#U4l)K9dqbczqnz`z<`}gSUTYFXx;9@%ftDn_BI!I=VYOq`7#MW z5h2G=A(Bg)$&wK8T}*qFWpx(FsUXQ&ljD!`D_-k^cHL;9+@-*y_2<)pcZ%>neEI9{ z93gVA4L%4akB)hdTzoC3H8B|pMta;jl^*rJ(@mR(^Y?V6<}!V2w>DNQDUU}yOVvj7 zREuZd!){(Wdh*4#2Q7fGF))xY;}k~TS9hu6tV+)i7>%8lXBTIF9V@~Lpej%+FF}7% z>6SE3bqpQ<+3%Pc@#v#fR+%aN$r1OF_-rS`kkX4Q`Sn|LjP&id*PR-7+W@Y*fm1W4 zj|;~@r+feAg`kN}{;Sck=Urr6UA?E1k=`t`m7y^oBWtR0)vugTF&BK`zH4;E8CR0LWaI-Yuq!4{OJUvSL2jUUfuHDg z0B1X0)wmj4qk%4tT6sS+Y1--EB8fC75To>{sCcB#R*yv7va(ge@g-b)4gYqt^i-c@ z$oXatTT*WP^L}=*ud9#E;m^9uLI9(3zuFP?oJr#Xl*;HvbD2-NCyB=BqB~!c7GXjB zOnT{TAu}*Y_ra8!3(aMeGSs;)rx38XRpKX8@NgO7hcVB4K7XaApQ)^R-UIbqTwx@m zgT=)1J3YPih-0^GGKiPA(aDNLz_`Zih~IlpBh~sc#eDFNhH5^&;D^k>f7hk6DItCV z83*bBxy}mrPsplT4ZLKz)OHD>2RwOOA2Za5JA3vR=@-hse&gN@XQ(V6BV6PN88hbb z5aubC45?}fM=gXS>HJelH_f3vreAb1p*!~asIzuZb}R#f>pS}LPk*&oc#}Xc439)^ zmo;JKu3XfeC$DU3c)Le{h}QJ`v^gL*IXaRZd`WL0yw~Trj9ykpRV?X+g_LGJ6q?H( zX+{O+kW>&MYJ}mJ_em$zOp4 ziaI5KXno4&4zj}Ndm|{eX;*c^wR9imeyve_eA$0WEPEaEt+IOUQRwx(yYEX3+gd3X z{kWdQsxe%=ppc4ow{)7Am>77l|7yEJv(2T7t)e+5>?jD(zruxLmD;xJC)+t* zw9MG{P1OlhJD7hX^O4V(MJ-1M29 z3WK6bTGDfp&LC1$XKY8_+L*k|9Efw zwlNIz>k_7*ctkh|OC^b*i03sKrwHL8!bQg->gJ5_oHBYfW9oBAwZSo0aQ)r zi~DS|^nJ(UZFL2csZTd-VR_15-kKP(e^E0(u*=B|pY_+}q^wfVu*GcCZY}y28&9oB za&z**+odA9DdNmwqcCvVJ_2@RjjZef=l=e>@>%Vrrx@FawZBP4xlO01rxUn~-K7v3 ze}+9{L`cr~oGV6o*NLN*=LBdKtrWJ6bod+&DJtV*Z259mXvFB-9lavIKDGw$c~w>J z<#Ok(T~8GKGIHwt_=|jZT0=e3qI#!`2S}ZQa?I&hwi|B_iaLwu_~E+%@XmW_8E98u zS}y;aQ8BBa%c*YF8&aOfy0m(;+*P>U?F;P?MtWPe==;5vRtA?j90BQuf((350{Hgs zEWDDpfY(5=OBD9}X{OW;L@gOE5lq)dnIZdWnXgW*?%2|2+;kdLzPl4N(I1adh#Vmo z5*HG|hVM$q(p*WM`-*WFenI-s|ab9f=*H6 zi^NnJ(uwk`FdiZcZ>VXsiW@$~$*E#*$@rB<0iLW2nfKl~dzw4MrpcoJQidN5;yhhS zUKzdq2N(q%FE=(Nq*R?x{RB=r+2F~@^1a$+&+qQ1Ivg(MnmQ-MTn|0~^F;*RhZ5)j znHde?h%vF*%~4NS7Iv+)B_-{YwoP+PKk`SDtfhUXx0%#@!9Rgh>b4C=FDkfxa-5RUKtznMPI}yno|??2fcDysT8;C|Pw$ zHuZ0(DIg&>2nRf`KIxe4`YtcD)Q~45@D7YlnxrsW#1}uT&ZV#sTjLZOP}n%sKc1l5 zuY<;YZ;q~-(;P2kab$fLS^P~nbUb%A&s{5dopj@fVdv#)6dYY*n5iOGo z?M=3%PgZycjUE>PajY%<|E#}KAE!6~Q6DE0)l0)2XKskNrOm9exT{`8Y`$npQql8f zj?!L+=e;aCJXwB8Iq>m1d1PbWshQLK8pX8B8l#ERK=u1#rbeoyFMB%1p&|?Tb+bel zEA;eeXp)$^U?$Vo-IU&QX!tsV#>#hd*Qby>?Ks~Q)?DGyw8uJ4L5~V=0`#~ye9ESG z0PI%HXqGPAxANgb`F!f^&^rtnHND=$!;p9sQBDCw@Ku!^9Kyc|<8=S>SW~AUON~;F z4ocaTnW7-Q0a~;AU80>Tj4B8ETA43BqSM=;&|;;de)8^202Kr3O4Z>;DusAs|7cbR zpV7hEPmcFCjGxv;@{BKJOF0SY+4om6wM6DAvKnK(!Vi-MxdhXwOX5k7;t$A(PNP%3 zDE8w~?z5B6@C;#Wr`$##1nO=$eWTs$E=<4?8&V$c~7Z-Xy+e;h^gWeBEPm$+R7(Bk7WuiJ6*BX`9jCz}I*CE{W zf0cnv)SHzo2v>3+weA~y7EXEiqCVX29WLMNN=4)pMqAG35#aEj2cAokfD0@wS@0aj%W8QFHuWYp-zVajR5M}xUaLc-Vf(azUWDbt@wdPHqpDhI zfe-6nR4mPtT6e9=F-}Q9b8~a&%LBtf_O7Y|tIEz7gD$8V7ylD7g~CtC=?!|XX@p0# ztA^Dp&^V((K+3A%IN6CETOuUZ800~-o~Vo0S`Vcn5{c5r=s3IZ!Za95 zfHcSJ7h>Cr)pVOBN=NedCUbtN?Gv^Ic1j2iITX|8i(rTb$}2r112^zW${y(IxbK)cVV2WA`KT z(qj}11xn0-K}OI-9DtmM>Ed8r($bPXMQjS;>xC0X4PsclGIuw*EMd)P;jB-@DM<&& zz>rAU?c}(^T_W5xj5qI?*T@NoGs{qWvI+hKyhEvxr?H3ClpNz+y~o0EU4Aa!1b4wO z=leyl{k+BHg{q^-F0!9Z>l-Kaw48@m_#H-P%5G<$7P`-GP#t2L3)yKJ2@?QiD&`m8 z)b~j{O>wLq3!!+7O?K20ik-@}#2%!uKxwd%dSJLPl5XR`|E~O7#1ZaVqp^@jhs(CU zc%w>GBZ;g)QCwnwTRX1&l23TQduk0{F#(J`y^?x`^jBA1dYqf1iHV6GSO_c(XQS&k z>3>%$8hG>(S8H6g*_kzA0|3(~SeNJ>{y|b$HQDS!*w*!G+E)5n~u1>>nT~)V3mU_KMFip<48@?%XI2t5Hp^p53S`! zzK1Lo2u)&OiA}P8N(hjzB)CdHoE`y{7{5A(3+Md32;o*COUeelKXqoR2U=x)9Au=Q@AB2Ga+uh;|V2O%oU>Ns9o*yST z%s@Ni_D_eQYE(g_E^u2}%oYYWqz^&gO(~~QA#q3rrU6X>VXNH8(JEE9b3ra8q!6u` zYJ<+P?*|7W1R(|M_yR+p7{(|f9)$#c)xqm@eH6F7Kx>`O-x6IXIWeJfqBlz*je#Ze z$|k@;>V(3LjEvk6Dv<~<(W-waFlw<~AaHdmz`*Dsm?vbV+r0{05o*rYeq0Pn^vin_ z(}f4#JD8v)LxuF)B=%58g~xXM#kECF!c^VF?TByjUF1E39{q7Fq58VZ{@&_h)4rEP zh1t_a1HN;!9KPy0MhwZDAEje~^`OM6d4tBqz&Q5(Ls23DGe^;{`c&6){);vDd&w6K zJMG{QEj~iQFQ1V4ZgzazayFs~VZ}LKx1y(LfEHPJsq5|9`P%_iki8`+IDBTmG!6or zUP^fQC%#7PtMREY;%0++%r?bJ=9mZC&|Lp8F)ahOM-ygT=P&z zZAq3ZE-wJ)0@AmBLf-H;bZ9i4o!kGE*Ih^j->k*8a~hyHke_kGFnRS!&xLc4tgqxI zBSUYzsR$?LWN2N{-}?_W&OR%rgL0@k#H}~m^43>m8@z}8y0&Mq748*{d6|r``$rEzV@gj%Ipvzqf z8aOvt zGj)zk#zffy@l^UFC(g8&f#Trw2m36FA~wvO)bIyN8Pak`E&*4XXcWt!#p|a45v*%`=73t zEN{DguFJInE5Ve3=S}9&415%S{GiYTv;7~IuXj<*uJ>@>4#~89!Ltgy7q=X&e_&hS z^qzXVMS|tr*Fgy)ImO=E zpl2sk$_Z)gB2qbj_78T)?b>0MSLGbs@RCycb2i70CI(@9tA3;`kcNG^r^$TWrZhB< zWYXlfCv7EC-CSh1`)x%4x%>iPSce_;pBQYK0iJohTRKWdq%!wyu(y`CZks5NYe8nzHB-3=q#@6C>`BJ&& zxh^ZVY%&O$$Ba6qr63zyP|!4RIyfPY$x%(;(%W=nONS${E|S}f?UQ@U$!*Ju6xgvf zNxQh9CqMS}H==l39A;xhAZ&&G_)KI+IDe&#I^^#FPr?a!*BMnznL~2__wKYs6`O?t559vLPXisWu7#E z3PZ5@X)mW%D-YHhH+S5Q!3)>!ZhCkQQ@ z6EeLs|?nssNF5G1GV3+Cjps3m|+2a$p|sFk^I~pq271)fBUDK zqKNum`4nF@~eP(cgh`h+_x z;;bpJsgqVaza)q$$95HLba*w=v<9CDmN zcfe{#57@a@*-`cJC26{H?U9ZY3QthhO#D9mkOn?tbBCw7#nCTX!A>oWErOid>%+iS zwntT8@6y_x#BIRyb;(4_W8Fs2g)U}@Bg)oV`j8mbB>{G5L-Qktb*~K&3-<<5T)2w? zj{iQa2`|PhjLX}*X0ETAvH_;wzH6UaAz)i19lr5BiTu$1k9a|FqX@a)RdJCI|^;qWJ|5mC*}{e;|0!3 zULI7}fFXQO$h2i8RfmdW962ggV;pjI%eAK|zv8#GTlFA2!ZzV+{%`QT6g_ zx=h5zN+fyV6Q#%bcsw@&Qr@Fo0qIdfXbgUSvT!>0X3}c~Qf~4uaY^<-lV0Vn6WUd( zb`dhPGel@k%j+G#MCI~KPM1Wlr-4c0eH^I|k&$dY?@)a-Fn248V^d{(p6qHb)9#LC2RQvK{Ouynycu-hnCz2Z{HzOWY>mLQK;PI4aeu%%Wn zMHwUgo3s2E8QFD6&oD}AYqXBi4`*<|_`yD>!kSp-O-+A~4^7-?`-cr)dE~&5<|7Wu zp<_On9sT$2Zf3r+FKaEkTG-;&pT4@mT98qMXkR@uWVM}baeU<)j5wEld1{q*AbTFz zIxwbIY&sQ{VNrPT8aHrs9V5tGYHiUropUQIawY*Hcs@r)bAv`h9~NA%uIdS>utPs= z(h(78i9Iv)qeE7DQUi@HCjTZid6)HpV`?p;kRr5=MyO`1<7$m4(N_7TR@bn^*9%?G zIxRJ9s`E;{7o9bSje)Pvs`TY^mF;d;oqs%bekev~4a>-O3foMzk zk?0|w2949;SToxY1|zg*k0yi?5m*{rm3YXdPBHEWj7mlC2a&)2}V?oY`M@-i^2W z>QHihzd2o_C!g(vrrJPzi;3-m{VZZ_U9lorA<774L&Fp)tpB@A+N}I}n3Y=8pFsNk z`u?{vQoZ@)`gb9J!B?M(|3t_}B46hFEqX;`Xj~nEw8L0B$I) zeS|f~683bKmtt~a;u6RqL8Kz^ls{b}Nm}|l&Po}Z&6Ly5FDHm1@)Y3u7AwjOkj1DK z#y6{k*ICre6<7M{{Lisg(!jJ{nG;4}{Ey9p1=%51x@Q$F?UR1Mn+e|?pvTZ{FUW*o zA(6x^f=&x{K3r6hJ%Lz175IHkr91;`IJl6i<}Zqh;J@`6ju7cuAFSUY z#P)B9G3!FLUY70hfOi+8H(Z{-^Xx8qzdpA%s?#Up*ZUJv;)L%yG~fS=i^FKwQ}me= zrjFMvOk*?nPnNer?2N4(K5SQMgelUBCcPXhz5eh~7b{~bd+Jq+w&SmLn9rb&TFjRayd&KfhPl``o+sd41*af5qxv`pt z6S0E_4gZ@=3i~}-P97OwRo7SnYfi)4IbZCRg@pW0n3)5`Hi4*_`?+TzqFgiY!Y`7W z9Krvbvrdq!B6{Ro;cA-SYyHuw{4*TN^dDaXb8_vuVDsD{->$L#rC_`~kLIGEIMS6S z%p@zn!xm3&^U#>s((Go!Bz$Sw>%?`G#!~R9r=g-t8bcEFDRo%o;Y*&|4k(?#mL;nH z4pR7{DL6f?mk-Gt{rrBwf9B|~&wL|e3BkgTjBxnB6r$Y=uJ+m-Wv6B;D}Q4&_*AI- zBeqiq1IvV_iaK!@i}seJRgU?WY`@3_Fl9%>lO2CNundbzX_1pkU09z1wMKql<$_@s zmzlw{kb61$%~jFt3cz+~SmrW9>_EX;th-&WGH@^AoIbB6%SQ_ovDc2vkXo+s!e}Mo zNmNirqzN@qadS{1#2qs#0>v5#@)BrBF6HI4|acVJ(GBe|C=k-Oq7Dl<}7b_ZA0SH$<%tTUHIG z+zRBUTQxE&BiArDG$59ITsuc)59iQEf*RKoDdiusw8B+t{l3ZJbcQ_ri>Q5)PE(Cm z%C%EXbJhQ)0ajpxb=Oi%c$=0sVRlM6?@3Y&<2*P=38TWnT??Di5a?owyISu3CogNv z3Y+D(y+;2}(Ru$S1tJd(lZVs$8=HqeBWV}E)pJ6s%aQ2bChLulV0Q;8iKjrm;WG>E zxyPF-j%{+&g~$oSh6HYsyPJDZ(O+&vttd_gD_zBf$T!!Vn_0f&W?bKNTTm-;u$+9hnos z`{p+PZ4}J*6k0)qd*hct{sd`s>JykRNg#^n{67VdM!RIdN@F8rzJ*Nx(MBly3&iz; zSP%cJ%G>|_62aZgfc8eG`>!?-WN3p1^gm77Q7UO^rN)*sG3LU<2#bBfCZIq>Ms`ZT zJ9rb{MFZB;3t#>U9t;Dq`X3*S1g@(w@lfY|`XC-o>u=)*j57~D@GSi0rl~lk^JZ>w zCsbkK>^ia}L<76PuKFM1sGX%+4*aRPqO|^k;<9uDzN>+Y(@6Ecgq@pV_)6~}ix7fa z9az<9Vq*4>FlZZPP$_48rt45pNx_-!Y`P0TU7rTjY&7q?ddKS zi~9YE6`2+p#QPqULv-3t{ATn<0F=7?W-o0nDw?7%+j_VlFsV-h7iIq{*|OEva3I<($tqz$Tf~c{Ks21 z5@DLiL5aOV5~AR##fId1FKN}&<#>^8->|bE$gCVRc7N&e@!8Kly znEL8fLe8nh-lm(9w?--XU8}*a4)ed`i3zQPzCSFKOMqrq4MlW4R7G1cX4be$%`c93 z@$yyF)tiqhg3^WLI`{i1E-vdYb-Ls^)W)Q0O!_AiR@}zH+VCGjzQbfJ{IQQm!90Pf zpN=Lz)Ci=|hg#2%@vgFEa%I|+1I%KZm7}u z(Xp>dsdA^ePJANf%hAfUOa0LjoyB5N^-IymN}D48+`cfVg>?SJ{(^q`09CS3#PfYC zM&7d4Oua1<65`n^fu%eNtpG56n(OyRFigP(_j`*(;HB(3;oQ_+@;aBBr$4jVBD61y zj%A|5DlwPLwrGGWR;GTL%V|+BuCX!bnyXp%tWaZAK-<~dIF&>^-nno1BrS0m{V+N! zzQ75^=35HL%+}6)b@ek>;wj+S8qBdOEr=g{(lH22M#+t`WlWzdQ}bJeZhx8VjvFGD zR-QkvTOGs7(`?~BO-B5C#o{ma^jv4=5I*&{hXF>)_L!2`Gj(R zK_e*mRwf3>5Y^)IB4P1OC^)1AzRr_tkEz2d8y?FzJGK5=pP#Z#-8?0%(uXn3TZy|O zAZt|%KZX_~w2%B(0!mC?_B*I2Ye<#jhwv2tU6mE$TOjC~?i$|A})6Gmz+%MFH1ovC!u$o6O>J&?gjY=CwF6D7+ z_Fk~Uio^h&Rl{{_(pI4T{K_>7#$KX~Y5}42692UtW@JHE2_WT zN~r~>(c8!9L+`;f-Vmrft?Ql;k{wJ=U(ST|C|HU#z!=Xq*O1lguqm}K=k8C_u;{L) zhBWYH^>n&)7lQnx8)-0FL0imctWIYec%u~sQJOXPD@DffHNLM8f%k&(vfy(r3-0=z z40q2NrxlhZnt2V4M75TiXIlaFH`MS2iuj!6gU2M)&WP-6aSZR(lcQ=?9Q7a6L`U)i zf5J~v*Tn%6-2>S)N^2q(#@Ex)(oAS~GvkmQ2P9k&ilnhRTtw$X8Ch+A9cE#it+$E} z2kk1yzYqR8m6@Sz%r!mxNuu3S^CbsuDOr?4o(|{rOT*tq7%c%eHwOJaVA z^o5QGdP@vajaWFQl|9Oq>!tXvM)M|2+%)QHciskz#a(vt5J=bMImI(v;pp}kMnc)l z*O3Xsz>x~U{ch`z53ZaNs4=?P?r}(zDZuW#I_^Ez?s(;0a=$xrE!B$dD3@m`OQ7_` zt?q)H5$V!|*0Pt>?-bciE%6V9P5!gi;tXuS`#Qn2?9uSNk^KHH{9SwPRZ(`VZ3)BR$l65d+D<- z^pReurT}xB=Qb9y;ja__wU()fO0u0l4Y52!=Ha;aND9j#Z5!Pj1#iI9l zH*5mAI?}&*%rxl>WFv3wOfCq>?XhbYoh8CPgAYOA%V*0Ju_=U-LLaa5C1(w*n7)>n zf+~$@(VGq9RC3b!r3_bl3Z#7eCBLr9Ts`3!g6wl?cgX@ax!B%-Ve& z?W!|GHce%F_fSAgW|aCdGVYU1_zZHwnb$!s`);I8Mu&`;!p|L-$<}z-CAuv`!)S4h z^p1*lNj>KQQnwOGw2}(V$C&pndoS+gtaL$GrWtOYk~w01W4fvODpXn=6wAZzd-?S% z3HMs%*3u%5WcT06V&jG)Gfs_a8(VJcto|)7g7(8WpY(X{zxDUt{)(^#Tt^FkE^kT0 zGHwYTR4R0yS|@EN$$@@;qL<3y(lDY;mglSl{W^WZ^=~?j;P627_dtMiO=&ZqG&zEW z0j*X&GCMf0wAJ`CuJQIipuLedlu)6qm*I7lT)zOW7UH+f)?bf-y%G)F8qVJX&tDQ! zr5SH-meq5ol|)HGJ!;A=h%hkBqcuwjW5`K78rPfk!!-_QB_wl!sl)#wCWOd0TKO2Z z`XZv@!cC3Jw5f+}?P3GId*;Niip@}BsJ#zF9C37h|CizPho)qkrA^R{hydm%S?$L8 zJK5GfX-1b@Ed+#ZJ~6pdp~!na^9!5ZDz^{D)AEj-p3kOIB(_}M)duNIqAhj+Do5bB zxN)xqw4A(sDk2^@=~VA>@%{qDl6pG{pzf!$KW{lYTwrdhw|v1R@n<+JgNM9?@hD$m z+4l;T&OY|)zSe`M8OzE`wTg$1&l7JhOPec`fwMoVaOJo>{#eHxq@1Kk?!Ni&WwY8) zRZD;ZS2qSk+RrIKSMFS6`;yhA3`vgrzSlvT2y`T=2z|?Q`i?$sM4TAhb!0u1a{QlRfFK!y54k)+ZvFPQAQlm+KHKb#<$ZHxA1FfjycJHTnZ zq0=OqCx8bipV*Xs2ZVz5Bss!YLVnvK{Z9;gjjJT~_s4q1Q|);dr#Fqyb8p_b3A;Bi z+b3*a0(DIiv~dh96NhTfmSuPsdCGROI^2nXiBsWGpS9&a+RhHBvbql={s7DSYj)+2 zh0aNSp)i^CPW!XW!1yGobo(}(NvK%R$MmnNY!=?<^Sb?%=e_&dZ9FP$j%o)numw97 zM<2uB1F&E|6ik+WVm-x|wpbT_QF6o+9X3N*XseocnvL-k@%R;nCu5a1q=#BW>tHBQ z<2W{UHKw_~SK-Ax;PNx9Crhid_4}YrT(Tt*&GSWI@uv^+3pPxiT(nHypEdctU8g~- z{Uq{8hbJ1Apzz(pqr`jc%8C+`QP#Ei2hgHavk<$j$=pA+J)6|R(s&T?YJvSSm@oa& z)3G49928p5j}PQR&rX!NaU=#GMiJUZ$}cFOqM_mPX^&LOGq3PJDU4ds%3hFnc9W|X znA6M!fr0O?iMaI#bXu&W@PDx!h-E`!_S^6dW$h8_;N78FiOy$dXZ!m4QrB9oku>^NCBlEc!DHb30Sv;F zjH6n|CH9n=mnf-wW`y=gYg4iUM;k@#%MpNwCDpLxB`5Vpp5jYPottnjrD$^qi%UOB zWoTooU0vpV7LRb#dX+s+^2%#@+!NHu+$@>EC+gAxu!n4&-m#?8=Ul;PhphW|G32ONuPhi~xw-!gn*D1SE!(mcff zl>)}Rz^Bm~ak?GmpZou}>^mIvQ;peMlXvM*_dKRq zhqa2=3t+~F-hjZIe%2x5yM>~O8DgNO4*Kn4j&Se)$t>>}!Aa6&UU#a=zd^{s%C`nL%3%VVlUZ~p$_?7;pA{N_N)ssR!O_NW+o;H-+$JMw<*FQr@KGW-4o zj{lob>yPd}_|}V`eX6lLYb0Fb5$IFIE6YJ#>tzHI(bz!9Gg3{MX@cGg{ ze4I|k5_}p6d%dxpKg<1kJT&H=CHG|To(YFdP3O zLtSb4@f;;jf^_5Ew4b^h-m1}h&{M2FIjIR=M>A3QZWujE$45*b=|uOQ-1&lisytR7 zR!NX!+b`EZ%aUiCO9%C~Po>kLFjV<$VEe+9pPM@!hMpo#yoLkBHlK)B;*9k>p5t%+ z*0(NrHQGGlDvnr$4HnT=zPN@6t&|0$Mh5$te=x~<(f$48un(0AzDjw$<8-z#Pc3s! zXrYce+g%YOZGvbiCoa4ZC8blh)WhZ*s)~o*KF#|ORv$iFp736dL{2q2^bC^Yztn!S z3Jm1&ea8dC>#qlwPY4$s3h!55MxOnTeA{PLtsTAFom8U}8g#0m$+}^Do5@bs*_;*z z0XZ4u9Yt>e7@bd-mtu7 zTz8yIJ9R}a@6hTx`m1^!EQllE=N@wkpcu3agEsG9k6=zdv?o{c2 zXZPg(*`1H8T$kVWun&Gv-=|bka}B$lRzaaUKvtIWMXotWk%T#=?e%MW@hQPNem4%t}59pfcx;1MpvT?)RqrVc#LU*-cN4b9D(djzX1I*ORs`tAqGhPF>v7s&+15hPqr^0N^GCF*kF z#;G*#rg44w+?pl1!p!cjrF&t{D<{p<4=)GiU#eSbtw@@iU)qRtw7ys@x#qoX5>`De z*-z5X%bDNtHK{ElmM&%F;rgsfg0C{mrztwM=8E>3s`=z)sf|RfH$9b$ zR75jT*S}n_9EIm6FyTGSB#Vx<`G_}lzBVlz2J-PUni<3G9+$N~Gx(0TD|l)(TAnMI z_4`I#Q?I%y%;Rb9-{$#Gn3s<>2CD3jh=o`IdTzGo8%ypl6m)wqEbo)ON@rMe?eje1 z=}c4?Po81KlGQMLvI^U7vnUG--A)&Cb|J(l^;dVD=OfQxM`Wz{#vNZlR{}OaZ-R|y z(W$3ttnSuuUkaje!5d$`QmqwV&vAZL+tcT3z9>rrTj_C9lG z_vfIVS$DzYNMF)n;Ny22!MqXvEajoE&$s{d0=T~v_7i#k_8z^}rwI-2^eHO6{zvJ6 z1jj<`B(#OP?)%z1GP%#J!)iXz?lG*3q}Oh{A+`3AxgRUuR4vl5k@LE!z_P!+T>EzG zXd_OW*W)!f^Q$fH{XeOf43Ng*@?hQmxy4A?tN2z}lLjgYJ}UGiMt1M17AuAG$l{|^ zZJ%z|(%JuO@65xYT;Dj(M1^As$s`(EWN9jtkbNm@_A;SFmO{)}icpe{kwO!p#+0Su zh^$A}u~a%Fgp9Q*TR+Pf%NWg=^9)Bh|NpMvb^WfZ`S*R_XYTpF&-2`$x$pbEUoW$E zA8bD2g7%G}`LPre6Z72%N2EJv@jN|b&kkebGVfK5hH?@nKr#MWn*`IVS;f|MhSB== z#+H-%_j1RMi?(A&=^u~DxumXeQV$=xIy+9@Za6fYZ=S>1eb0kSloY!iZ#zt90ot zI{O$k^LQO0K?;Cp#ghsQZOJ3Et-lWD!aw_6=Q*l=^U=O_(? zXR0b-ba5kXPl-VxsVE0I>-(CvG%5@}!W~CRIlXk3E*S5CJ4G%m2@Y%eLg@Cfw|~$S zvbA?9%RSwVsutC>jxNSm4!VBuzV+%9AcGMhhv5&<@923t4e_{d~poF>IKdA@+rqFhnfIkFfx85V-ALBSkp}apJ3w&iJ7b`@~ zu90_Zv$c?b>aCkt1@?gh44=*>ZofIY4MMXnTQ>h@F9--sTSO%&Y>*<$93WTWCawd8 zPX86TboZkJ(e~!z0(^(PkVvHBH;oqwQZIQxL_7!>QM<~m%Vb%x{3PngG37@Qx~0MPNc)3%*;ZO-;LkS=pg!q> zQ!>wyeAODrxgcIrh^G39oB!^Dv0M$}U32vN<4o$LcivzwU#pFTssaV!iOhov6cgBa>3{+U#Y29gR8xtF>ywS$(D?m1 zI=eBZa@NacUvtJ$cAk}|JQEGTI}(Js(YL-?1QD6j=kxo^uTh&^tlss(h8JKS+``-e zi?%a$@ecNSiE%!;Bq)f4@Bs0uMU7GG)Sa;d)>}|F)M&_?u1OG%N$0nbpBOOEY1Kke z+;eWo@TDzHmg;z5o|Ud zV$$hzf1x8jQz~9D%iuY~7oZ4F@xefh&oM@JmX$Vbrf@)RrMbw}BE?ygOi@9;nCyG1 zf3rE}-59peH7QHJPm4-}Q%92xnG!+|Yjh50lyC2^Q?wHIU1FYHac{Jji^58yY?vy@4)~X`LfB|{$+;fskkXg&4K3MJ?89lH z5a`m#7Auq>S8ab_obsa<#KOSY$)Y|)@a&mG%t}&H-sjnxWMSRel`B)bV$&k4!`p}$ z9!&;FJDP0kYYhcUQ46G^-ajK4I<76aOiT8hYSOEr%u}BpjpJ+%QNDXJskI5*MqU-M zx0|+4DAIDch9g8glB!f3v7Pa&$ZiRIcu6LZ!kkproGx>g~Cld-w`ccQvO1E*GH)R>W;g$7fj_SbD3vy`%iY4 z8tOq-_EIms(pHnwv$mJLTQ$2H+D+JURJ5x*1TAu22*~ZmlAA;@=-QCG^t4p2H|E`{ zGKMhr`zI$~&c>pOb40DTgO9Q}kcSKINClM8_E$-o(cLDiu+>z;SGn4Y?iF?OEmhZv z9H}aMhKph@7hd!Ds&FAG>fKpN=3&iiG11}y2L0~qNeH6M#;J?1-& z+)#RpC?R8n-Kpay0|TI{RCDMIC@36dEcB`P*DbUy6~NOkHi#a84@P8FrkRG(#;{?=MV6O#+!Qca2H1$En= zkkqt>5_Y4I^_$Aa-jWGz=drJg52rAmjR(fX1tJeT)<)fWJU;z3+MzW3k8JnR|Dadf ztRE_>^hPWsj+*YjESXmAT*W`W6R*&;s_djzp>%{fQI6Udyb$gD)<*${<2KS=khaos zQ)f=&^$pGkzf?c)(jbh!IqRhc~Ok zPADu&k)$PRh+3}z24Xeq6a}0iPdPHFOOcV|2{?qs@??UDd$;g>kl$fNnbYU4`B)zH z{ScSPqg|_Um1uUMuMt7Le$ZtZowWivhJe`?Gm@zy6Q8mjMKwZ68NK=bzjevWT`W@1GgnONdr2+e@bz2|9Srl$R}=QUxO0Dh z4CnI)m0?HykK7?D(k&`aZ1?j_+|@6|dYC>G2PPtXkE$wk%|D0Ae7O2ilYf;#LRw9Y zt{BG3Mv@o*5OF}iBtNg4;085Wtk6PE{d&%o<&h_%dJ4nKd~Z7#MWmMyY(3I42U))U zPY{{NtJ{lyoDS-VE{c4hB}rgGo<5$FAf$L5Pmd*+eX4N8qO;--sMvua;Y* z4{#y}NkU8Ai&X=(;hZBu$Yeg`a)-($K;Z|L&HNhh|5n4qZ56y0(QHgk8(Ul2@W};% z4PXp|l-l4+Qxa4+-E6Q1?t*QLWPDbb)p_X$mzn_f6K{cuZ(Ped|`TUY+ vV-xwGO^TcF5D`sc?0Ox^#($oA3kZ`xruYN+qP|XY#*A@Tzs`uUY%pZHO_k?<=dtuV(12^v3;MLE!t}i2D&s z_%7ZsW%3o!%dH{ucNSSa-!8@+fx#h12?BqOc_Qxfb|{G6L;B$^C)`;E&b0ZWp-dK%^-Jl2SZ9NM_iNOIa&%d)m%$OHz>3+@>V_nbOw;GnTY2# zAnH*gHpx<++>3M;MbTler0EUj06J56OEcw#2}lc*>>KMn{!ZL47nGdtR;p`~3s4wj z8E-e}qY}0@o&vN^Vm!9J@S$gLeho`Cw6LQG<pP{nmbtP9xVp zi6GYP@^d4wrG^(c?NJXR2JN1S{9Gi`wUL%v^nicKZRn!Em;M~vuPEJzOTd~iITAJa z-$U%GV9dfYA3+h*b#0o~1Oy5qQ3ln>qC|k@#F=F%hqAvOgP}{hj9ssZa))duJ_a~xVAn=kCVjb0RT^a*j{pHA+_2mNbJNJ+o#qPjKwS;7Ry$|a7yxG?x|KUQh+d5d{V z2N>XWQGy`BdTwH2Oya!U5|eJuQEb$F=o?1e;=5K^(9lf)xFXcJdevD5W~p|1 zNh)y+)W0U7*o~tQE0-+r#`DR+*9`=iJp1g&3oB!ZbAF)*|9u0>z(LQmt1By{iJ|8X z4$x1LzPm4>&}3}jR08p)%Ui`p$s|{9?R(y_Pt_bhS7`R(1ARSs;VuVwi zMg(Cgc{i(6CEMDxh<-c*Bf_Rdk2s}jcDm(csUxJwtV5_f$WbZ-5zR0#D`t_n5K*$j zx^zAIl0`MeHmX!z0)=;rMx|i|(Lu!teh0jxS`$WkhnK#vw6OV&K<7|@Z&Q!;BmTv^ z9@T-Hn3=4|JII+4?F|4scTb#-U z44KfP6VX`L{!zP>{TARmEJNwQ>Ee_vi$-pCEy>5o7`oqVA}<$}79ewtL3 zVt6%bV=y9UxOgChMcvV1I)uHMTNrc@DA-&zylPmTyq%vdf+aI1DrDKARNf@$5tNtB6C44KRr zWEvo*Pf4w)6U-<`N^F%V9Ml8@#0yu+%cO0K1W87`N%u#DF;N`bIWmaY9Ba-W9DSf6 z+(39%7Wu{3Fb6f|lb;_SzE2B4KW%pU@M*1{jrV-y6@dILTxydXfHF&KuM^4$z9#B; zE{jAjZ?!CeQRe^S-%y7DNHfd#JM0%sv))5r+kws&64GZELP3y`SJ93k<&v|G8x1g) z7yXVw3^)eUY)AQ)2fpE;%L;j(M7<^cVoI$!5A0}$O-8>I^nlDD8r+>*kIBN}kuQyb zLKJ0+M#*&>?C7iA8FP4+m9=lnOd zfUm@Jr&Srk*P(+F0rZ4>qLcAlJnF@X+Z6}e|Lfd}hvzd9IedH)S3kT%;~Q|hpm3Vm zsAx}c&U->)VW2ZdS3G06AEQM+iHfC9jtbN?VyHGSz%fPiJGAu6xmDp0;>18Uuouri z#OhTlg}h>xK)w)V_;G~M1XxGS&3Wpcv&o?m3s-?zsThGV+ zfv@Bwle3&`90oUvfDd3(EP-Y-HaTrlcaqW@3G>slg6T+;r=~Y9EgfJ-DIzBvI0+{r zaHtne&9?Cq_ZKE)UQgK(A0!N@PH*S15Q5c~ElG;dxB709*5?+Xg<&B%Gd(shQE-Tz z3Y%R^40kgWj736$XWR)7v;i`Wg9`2ycwxh&t8V}yJq!FjXKB9C8!DC2E#QAnS$F)W z7ueq#S&Td=9~*q$k>cc#{9%wZ$_ICY5Q?Z{@kVe(@7C9EWSaAt(E1&m$9O1x3ZY?2 zt;yEfAhz+)CAvTZNISAahhFiYR3S|gv(%mH ze~=J4Cg4atLT;fzfx2PQ*=0+9>~n&AJCo3RwoMMA@2Y%|gSU6KVhOJ!Hr1OGpKN3QvGC5gtj3g`bW*?qyd zp)p{gzoG8mIK770_qd-#?b|wRK1tDS1OvM)U(6MfKuzR8uM_Y~6alO{+$=ovbhaPm6lBG&)lo=wu|| zB!3pJBE|Aj#baOeC8M9NeA?5VB|Q_>XX%ZrhGt9R<;sfZ0aQ8sf&G5Olv~C^(eZxY z0r8m#JMsBVMC19{Ly!gA|b+w*6m zOl+cyMc)7+pDe1_7BSgq;x?hyBxI>9KgnH1@H8=TUhr(Vk~1&Y?hL(~xZZ)l48 z!n4J${XxKt+luX+ar1$y>nxj3jsWYVpIjeqZc~j@77a@?FHcb2oX;~nqkEpLMnn_T z{FId~C`g|qA=l8f$?1wB)oF}Y=NlK9s;#+h#qFhKx0#}>*=)0R#s!^9!k7!}%9!ia z%Z=b8U(O(353cOiDNKwQ@VRbP-6##JZR4&U%<8{ z?B|a6f&V0Qu*OrXsA8wHf2oT;K*UL-JES*`np5dn9N!hYYkOUQ`~N10umsDFh63)fe7y!lcv)Y9km5G;6O5*;_O~L6L+zYzkPve2B`$ zGug@pI*GtvtsLD3trw0#zs=t3wyq|2%!o1hLVnzsCe-I{hNim{di>9JdM|G#LrJ_a zc>1nimZHQ0Sf*?{#!5#f*Us{$k5a1d+0IanBq@{ENc2_EL&0?{yb23ymj^u$4 zu~$c}N@2zhB~wi?1mW3RT5Z=_4VHrxgS{K5%}}t$jDjMHBBi!)S_Z}HiXS=a-N6OR zO7OP}WuoCNh3ZHOool@rRppl3=%jIEUe0ntZ>-c65=!Dh#0~eFuJ=wG`dedX)dR0n z+oKhb42hNHCf2bJcC!MH*-pE8NxxKsiQY)8QKFhh~Nr(5f76V z9$XWz)#b|ymUevthrqe21+0Epf5LY65N@3JN;XDr;p!<6h!5rC6fw$@XvC9WP3|f5 z!SK97hfb5-(vr4y9mXL_^OeJU>1c+MQGUv66*@m#3T?65?xK2Dz#tn*GEC~UXOXz>)X!2iIp z_|0NI^p3K07@3EU4Myqc{TRU6y&aTA=lk(~LJJefJcgATtzLJEKNLr!tJz^xR3%BH z0e_`0le5yiRAp!$$8Pd+%!9b!C(Uuc;tyu&qxR=TKz*T8X0LL6LSda{A2U|R`MYeX z_lNZ@d-`SnwqdCcL(4?r+0lEwrw5x^j6&^Hlm&C%+996Y8MuAoQ8wqXDN<3hk1`B~ zF*CP#V+{7VrG`Z6LaR1jm4 zonNkn88I(0;COA1KN~LZH%rsn%$+|%Q!}B}0r4~=H81XSCl==k+T(Ulof0^rzWY5s z$&BaPz1nN}rW2sY>I~ZmcS8n!30n2Sp{ZhO}5s6$uvau$sk(n_?X;W3&a znI2y8#a^5@)tDugNuY`E*>EJfdl(-W?uV(^>hS#ucbsD>*5>WnrP|)!w&S!FFPOS3 zY{FYA=Xw=ge=&U2F;fZ_0r*!PRJxX*kY-tq%M9C@BR*a9+2>#Ql`>zTgqCvP1Z??z z;K9m=JR3DTa2fA2$iIMQ@mQX&;Mhg)tO8*He=vwb{6zR3o|dK;Of4=xbFhPJH+XpP z8z16Q%7!~A5M@424m-8swmS*^f(9+ zTnL(W@;X;P{lJQGZ(_-?5=mXtgE`EM=je7Y)fV+UxAuOw1qGW6=#I4bLTuW*)THQT z<$}#=Iv+Lcis8+@MgiFU(7yVp)&m9D^Rwr4?V#A#9i1d6y^W!n_w6+^AbGAd3xsWQ z6=mBY8WDcMVaQ6}bBQanjYwGQTKY-g#vPp6-IIQW+#g*La~XfmJV{2}HMc_hUXWxLAE$9b z(qJaGoiR!5WJ97~@4l<~a~r-hbc((l_%3qjnRQ^0#IbSr;9`>W0pN(`g@IA#Y3;fD zpEjm5As+xwQhlKIR3INH?0vR?>*u>PSO6_joortw;3!NO+X(8rO{$-ohodU@7t&?4 zS{&avcCGf~J-u48buv?fA|>hSK0iLQSm8j*a_Me$v-<%zn2K-MA!h^8PJBtqP+CN! zR*aj?^g}3ivkm(K4bJ-FH-){#5y!Ps`sXxmz(92ds~wua$f5-q$&F1vczi5Tmne+* z`$MWB?+yR_GfpLKMimn3l>OLGU1=PW_TWF#50|QYP?g*@Qw-0{kVV zfkKFJ&)&G-JS`<|@@1$zqCU(9N9nB8+Fw0xTy1(kpgQ4rq*J(oMs-JLHobs=STH+M zxht7g9`nZd%68+Uv35%tBiz<^87#+Y=B%|^Y-i+noAhqI3p{;~wJ>U&#L|?TIelDI zYmeSzXt6a-ch%BTxU7w?V5czI$r3po0)9NcoH4!JPAziOpCjwfla(S`@2~zch8Gui zOQNqPR zVKMZ&-w#56Nr61UbrL}0_ueoq%A;vUe`mHRW)l~hCn@~oba~(wSm^$~^ToajCCU?X zT4du#@$gd-jvy^cKkps0!7yBI!d+iyT8}^w5UurM;)bWoLf)brylb14hbtW2mGk6} z(`|bdM`TePw~J{_Ll4^L1>SVd`rEvcYsO+qR`&~4Qz)X+6Zb<19DQ`-za&4qFQ`MHF96U@j$X^PzHbHn*9tZUI)W zT=(T6)0`5giA*lXupFKGYj3GX)@jTK_{7ba?`v$1BW&SfXG3EULgM)Jz$gybq1KdL z{;BrfeRl|~^E5!BK&~QkC7j=vcldEhaTC&fr70YHz+|IEJI_dnm^3r9k4a}|7Ru-m z9(B{QSe14X!=svt2TC)UN7wON&A4gUK#lIVHe2CDH62{6k8!3b)D$+`^{2Q373Lks z_mEOQndBEw`Piz}8%=i6Zd*P&TXy!oFj`c4`_)cS#kiqv7m$!Ly%6@pbJ=ngnj3h} zma~1)s7~u!a^n1vT-2%uCEe|EvNK*RVCCn*apr`l_vL`t*0lj{_s8Uh!b`1zizO7s z*6!1qH9Uu}6I*c&A3(IbLW9!mvAP`um(u8PjB2w=?qA141#alr&xz*f==I|f>Yii&oH(96 z<7@sCdy&}LeyE>P&?b`dRLn+FU95zzh%X=a&Qo`tKRmrtOs2YS%r#351o9tFJS$AOz=Cq>bjF!vA5L>nJd}8QZ zo^|)x$4}n-ml9VESao{+z9?B&R+gkrEQXl#r|2&VxF3|VMO)GCb(}VIPP)@!XN5o& z>?rA@i3T{p9@~a8gbEz6ABaUd5H~<;O_Q_^mryJ8kJ>ge)BE?Ha$>3SNB6S~it%jr5H&P}Obl2o(ZaKF>_$)iw7o*>miZT0QeVcR++ zCA8+!B6nxCczT9X!aTA+_an!vY9)$htlSdwr5i0bcaH%J(X9;pi%?ZeeRbjFaYvnm zvjKBq3fAF-rl5xmc7Z^X8wM}M(-OO~)1YGD%xedgG)DL3svg6Ge)r=mCpL^uLO7DU zGyBnqPDNlmSGRsB-r^l^-&snE#1u2>Zoamvnfpab9aXX~Odt}dVHQsRX?IDN(;(R6 zj5bqOD;y%=q3vN6z|Q|Xzy2$KfrHM{QUG&PYe+!!xfH7=F0q`Ev`zgA3Xe;Lt@3O- zvz)z5&*g*D%>NF=kE#MADf4`OT&l{M+NZ{%iY9#mdQ}O3Z=R6J)(! znBEFKaQP@|p8Rs3v24pP_j%`|#d)1d-jn>Qh%DLZeo2g8>Cxit{VlKHBe62{2UhpT zf`%M9omI}*<>NT`@*pxDVN=Mw&Ec4#f&Rty1035X&UMUq^6PUEeE6 zR9X=X?Lf6pgKdWL{T!>G)N$VsNy{62-aYQmR*cqxRe#qyF1O%pes^u4y+UVnz)^E^ zHUMT+g({^u5(Q39|6)3lpMM){02AePwigQw+RHyYE7M~Trb=k4s-o&7pdPB|gYB%2}G$H!Fv<-veHT$`m?x^-){FQj+S0xhdqr6&TF+?;Z~$dkD_Mrcvp4; zyB#qTMY2n=QAblB(+J7hevu?j$6L=*<74%McqFFJ$(1pEPob|}nI+lF7CPs1VNSK> zNLiAH^UcQvRnL|aBq5nkD=1m2TiqZyu{=94N*`@_xZ=Q{P;by8yK1WbUv&~Zsvg;t zh&m*jizc$^Sr7i$9?YW_!O0>j{=vM!&k)l~po1c0_>pIIW+Nxjy4BlFCLbj%v^N^C zKDUFXwS!Q<+v*V$a5Et8_cY>WZBrIFZYMIWx_r(nRYzsE>ueU~J1OAj@0)W`dpEjs zo~J)eG}v`8=Si7FPequiYlB^ts1VyaYfuC+++=1_XYRbbTc7H8&v>!7n{=={BQtao zyKEOCR=!Sx*~56yl~h+Lo70&6wFnwgTaf4RNAN(doOj4q%26by z(R?G;0h6$uBwkLrTx&9s#ISV(=m51f|1djG31!s!IL3A}*1=hwq#5>+l-zhYk*U(y zl?EgFK`|UoEQ^mW2s|v-XG~x4G*m$R#qf-C0Tcy2DVtgzA8&qVxN@QF1?#+Fbcs;f z6LuA`m`vN5ug#7Ks*l(?xO$`@DZ7|kN*DD9B(MX z*A^eOBk4DXKP6b8M|ab@+fF$>P$oBfthZfW^oS71bby2*yg$vN{SXqAnop{t)Oh!pb>o&0F&7BO=1DCMAbWuiz%v6HtN^AMj0{!^TE?e zg7Do#es$%1Jz&1e7bS9JNKnBeKE=Mb@3wqI5F1?I_(8oK!P>JO66v+ZL4O(^*Cab6 z!~JmHI!D|{z}^_Kn7(J9Y*Ll#t+B?V6kc6rB-WG9)xI0SvaQ}aE(f_9Cz`QJCMDgU zq)Qxy-L#81_Ew{tRO9x(IT?8x*@Q2%L`S(!LNb9?jP@O%_Uv%BT&*0PgYeCkH6}7P*51lV1)D_~9piVB5x;(} zBZ!idp#dUdU$nCRotOy5ml&aZ!Ub5_S3a2t9VhZPzz3qz#UvhKCjTaZq61oma^u)8 zA8bp>3Ivg)3e0}h+@*uD2=$*%(KjgeC3u8hWf(?&=`mji=0AhJArmFA0-A356~oq+hZ9+^N+%Y|HXXkK!jO&dMea? zO4pmE<=S2od~a#?ueSCwB0nUK9EPlgq^W61ZMadx`R|7z0NXs;{*>Xu!wb8pY6@Ue z_~TOxrpG4(f+z(2Esw5f)i@O9>b#&qAwPwLka-!C927lDzCG|nMuw9gden3NJC(9F zP_IWPu$D@V)uNAwYgR@^G>{(ZD z=>_>#N&iXZM>n{kd4M3_9hYZC0r{U2L^85AR;ZPihWT90eCR z2i+1jB_qfWBpVnYIqs}nRx%pv#2R|5S(kg=O>b$WS(*%Lclaw}u}ZyBsZ{nmEVfH^&N<%8W7HbdI)M5u1%ytr+3CvX{5z>ux`o-fLKL?! z2{|p64#aqNOHu`DAnCf^xD_=^jv-3uA0ZkFu(egx;DS9YSS2qg45!GH4JD$Y%#15Cep@N$2q7hGq6QFw57x?mNx;`d<@iV0Ji{SzZu?L?LI z6c5`fefF?mOfm?r%g1$ri1D%Vs(F5Z_}8=L<_*=4ZTI%dO@{*LPb+m#<^@R%m?Gu1 zDw)!la29iS_}=Htje8yRxRc+61x=p4>N%UgMZ#vJcwYxct{!sQYs=QmZ>S10h9>f| zOpQj;X{daA$(+?J=#xX0SuWrmFJhZS>EJvj5wz1-^>qGy6?cgAd^_o+>);_HZ)JLk zC7|w@CHcSm*QK59S)$2dpX?v=+z0PCbMrIeALtK zw(4uSSSo+qM(d`_yie0S8+}}7#%MiU-Sw(GcwM}HbN!-0gH~cSZ}zo z1i_+t0a+<#^c!=a6d@KR-J|l4dYNs-#O3zr-8zDFe$t_ zt1=+p)shKVTY&NE>tR?)q39qo1Qpww)Kh(&MpOHhuduaX51BP zjX5#GJSTTO@##^zJI^U*F>(9vK3}Va)xP)(CL&$6`?CuDNK@O=dwXouQA@arW}k*? z?h}EE{`kEcYnf-$^P0}9yM{GFqqI$Oe`+J?$UpLcH07>%Yz$X8FIKkJ$EO^Yew8y` zllgm=jVtwR3p+*w_ zFD~iX-ThiPT8MVpTc%R^y5cY?K=8#~`*a*fx?~@}3yhM*m8YsS*)A53ruf=ydCb!A zhKeB<4klj|mSk&qvk+bNr&Flgu2e2bbMLZ6%X*vLx1oKXY|D4OxN$z-%JlS{k9_y! zdq=$9KKEA53Q3yXEgtK-c~r>epdDF~*=w`vSgaJjXVYAAc0D?^xyVjQLOjw4BTJaC z!D;o{QC+BnJSk^VsD5o;qUQ2iDi0~defux+^M64CMDXSt^`qZQm3m207)&Nh6+b3p zsHNNFa(U@9_Dz!NWYj)h2T~v?iz$5;Rk=1yXb)WK-Bll^Wvts==T6os)!hUaT2-qQ zZ8Lm@#Kw}Y=L7^QRzZsuPqBXyfTuH(ik3qwjtFuyxiNla3=G*=q(h?_wKtIli)tTd z+_M6>8%}SFAHt>gNVz`L(j``WCrjT_lnX1>9gcUF3y1bWG=dW=NTqVhZk8(yqd)~f z>y7t3b!oMq)_0ELW24c#&&9D&KD*zy)2)T~OX6881A>8ivdS+)Ts7U=d}Tt@!OXql z(@k3@dyrl)m0;Ey=H?A_7DpsU{sBrm1jK%^i;~WB{qO)h2-gmVC)u4p%i?Kbh$FI8 z1SGiHRfAyqRCH0*uTFoO50t$JLH*|>QJ#)~;d$9}Hhq^P%hUpv`{T`u=Cdmj5R1be zB-r63J8vg`1YLdRA-i?2XM`>ws$3{o@@6ErjXYmntrn_$l~w{ zacYH?UG@Gfl}h*M)+t;#Yn+Bgee1A-XVlez_CBL~mlhrPccpIcJL8=7 zJQ1vF|M+&SxxS{ZZv_GPc7c|W8jeeX6t(xw%u%^;?!7l=&|sQ!nl$APmTb=6+XA*$ zCR?7L_lncj0g}~2{X=}c+s(sYV%sY7$F=o6-_u=r1)DzRbTZW!Y19?(bYB;D+-R;q zXJd^u`dpbGwc-$M5PB+VI{07VcLcv5?kIzir8983q@=Nh6MY7pr(Bp3!EV0+->{-e zqG)0zn|d%|JRvc$8etK&Xfur{JaUn8$ha^t<#r!<=%!SFkdTp}l!-|UyD$c!zgQOs z6_FTr1vIK7?xW6clSBC+e$*=P`1S8d+!jq0Obx^Ok|J?^29s0cBm+bN!Jx^Nb7{l< zlJz7))rldD&6jA?>1UJ5KWFO=NA<7^`vlQwwZLIvO&Tz&lhNbOrBPHR+Yg@M%Rq}n4}#hZO> z{mRk_UqWhI04}EeU=?2hx>8;$&F%HOmR8fw_cUfp>sUDQgDH#w=W!bw>~yIs$uTl@ zblF>(%V9e?IF=de^XlpG4%JR9fLeZd$FEWw4k z2mLnWm|CNg`R%JvK93sQ$f#mCqVA_WqiSZNX-SZP071U~EDB0lYAZ_&~7t5zg$2IbJK ziQ^j-1!720kf5AKUQ03yi2M1k;>B0Yc*SDm1D>CZ5-5y$0^cM8Nx*akF(Hj*rRLJW z_0`fQixwb+lqKzb#zCxkDHMYzpw~D&m=F+rkl8{S(UMqF$q}~DKjWQ z`g7d-ladn>MvViE!3B|(L{Nm)7VwN9lXfK;(FlnQ3XNQD2bD~cpf8ascXcFTMdB3f z{(N{B#rSshatXQvTc#b+997`h66-6Y+e z>gFzOJMCY7s+FVnSi12e@+=0DKG_yQjh$$cd_p23R2t67x{;7Jwm zk#qR+XghxS>O-)#!1#Of~l>;~2%bOrWRw%gp{>MdMh`Ae& zgGLJ*(dkN{Wf*c*i220|9i0C7U?R!Mq!%_J1qqulHO`@3EwNyXB}4+uV+K=(G96#Y zmQWDv8FdWRLBKr*!%ZM7uuks)nN}Mrb{=P|~1$-sR=yuKsJuxSo09%E6CEz3ZUm_E&(uDk zdCu+!!;MExYQ8N`MXZ(gQz(kFbvis>5_DJBI7e$)0x&(7ukDr$@)OL5hYS{dIwXb; zXl;Q&aZr@67SkLnw*qo(H~b87N&ns@}%o)0_sqN%7@o*a6;997DL`R zgRqu!J676irp19)1t0Erz%W0Pz$k}1F6GZPB^+jbM1t{?^o{d*^yygNxjJ)@{>G%` ze%S!gh|mIQYzv5&mR5ApSJtV~$xeq6qQ6Ud1eRzMOskw`Kr|px6A5NN=LJXTDh$fg z6QkO~JY`j%Bu$(Xh8PS87VX}GHVNmK-d5Xb!XH+kwC|zSw9U_Qg%JC$lfE+^=qXzP z4F!jU;phY_dii2Egv==Jsr1%73rUf|$0hA_?-&5?`wWRmW$QpZqbytqnxRwrDfs)r z%Y-NqQWALSi$+fX>UxCvbDl@y3luFK2(g3 z-<4c|elao8G9VuVgak4ro^^)Z$mQbR>QI|6%Xv&NP=CF@`}I_P>u9_^rE18ufE$Da z&h_K+hiHXfQvmf)r-PX-$O?RMxBfKxc$OT3K+`BNY#I**ssy3oxsqy8K0yI@v>F5x zA20_wR9Fez7ABZLU3HL3rZvG(1Uy)Lc4ldPpPPQ#R8+AHQoVHfPuZFAali%l6roN! zJwg!c>Y{pii-+@bl4A^cnA3@&6!pnq38$AIuk7GY49YUM`l5;77Za1TaIjGZ<}w)I z1lhjq#`0V$;a{ymXuxyyO7hYPf)ZL)i&o5KjgCsy1MJDYzIDHRX5)meGQ`uNIi>2b zO(;AbfLmlq*wqqBmk-r$gKyv=za_7_olnqCF2<(plWjmBiJVACyb)u>y)VH)&f>5M97nm6jhQ!uLl5ybQ~debwCG)O=4V zx$hmF(69h&8d->{vQRR7#PPJA^)05#1wCSz<&Gfb>zO9vz<@$Qnp2HxSt+4F1omWM zgzBau%O+QAhKAW$yYgAd#~oJ7&{4?U@EaFET2)j6VL3G`cbdymn43kAS-EnW^;gG8 z6PG9f3c6Dfbr`DNZSbsWHnJp<(7pLule%7N)->z3P{~k6hRE2Deggy=dTM6!ABC-w zr*)mY@IPh&AzhLL6IUP)`Lz_wOS#t;0BhIX#30`PL+s%HEu)MO|H>Q*frs|~ z#|Fmn*MFhhqE-0<{I9S7qqV~RN|c2B)cGb=5JZ>qsQo9@LL%YEnDt?Jwo9xnv8+&MCF$$=_(B(Qf4W&Y6Q-_f z+f%cQCNG-1Sg3PPa~vUOt%8rWv()EGX&XO|0-8ah#|%D$I~I01ZufisH0F~TtN`~o9#0>uc4fJ%KZU`;_~d1^#*h`&|_UAm!F zs#eM6cE6d;7ZQuX=J0-Tvazwj#|(v2tFw9*Qwq)f)lheAxD->W<{tFZqE@ZfVT=V1|NiMaI?B6Jt~7JJti{7Y#B1<#=zc9pN;I&) zk4KJ8y{)uoP<~lPF3djC;L8xAq|oqo6M_}WlBI2@gGLX?6GNTe9Y2ep#n8?X-B#6n z!hr>9)Y?!45LF$;9m-P^mqOuXX*tCqEGE}KERWqdu&&ghGL`j!#ycuc8li1nNEIpT zHzZ|Yy8Z6eK}f&cT%H~PcrT3I#Ycy@vu+A@TIcG9?svC1m-Q?{+AIBA!1VelLzWHLqYwxnLg4CCObG?c3H>f!xLs#)CUZ17UDNearaY`H6vx|+oI1 zN1%MivqN@miMMX{?AFtNGO3gUZaJH2uxhRxS^n1IRL=S1e4qX0YlEUpSLeN~-q4sb z7~sDTJOa5$DrWb8?%G`vr;Y#quPD7~oDs74m? zRjWpY^3t>t3pe;VJ`P-1B#}re54HF$7cm@ERxX=!sXzqk#2>hf=kS4r97W=@V6xrr z@M%cY#zzuf6-TSmc${i@q_! zZ&I=|Wy9^ymD2HH_QumWl~7~h=krUu#(dgQAmU->)k7}t)w7|nG0Bq0FtVYLQ3^J6-<1}&KaCd?&~0-*S1@bu<}5m#xvj4URP>nO zjh%C`Q5h`ew)|Q5U{m$}_rCzxI}V5vecbBK2Ho29WzC(ccjs5dKc0T6sxIFn7Grzg zT*FqR9Snse5M<8utTMXLT9Cfz-Z30%A)%$J^oAb!&jDr~ByQcHpRHVy(vmnLn(0cH;p1VDWD z3nakT;oKDyU$8+J)@_)(n+*$9g2e1|Yo&hd4M*j10%`PBthKjPI=p0RMoYfxE>Kw>{LM7b-d`I`s40#CHa)~BCYgf zb@wZaj*Rz*CW=z8aVzT$ekBAh`g{n^i;Hz0VTS9~Lc3Tj?7egAr*?7z(_Xed&F^70 z>m_}`7=-}7;VzzeBMrVjx26OY+4=O3cW zG1ciRl>5IfvztZbd}N=e@~L*j)_Unrljo|{_Gh+PIWv+bR8?)}=YFiov`%6u{~(Pl zTk%<#e#BY3*tXHzRQ#vJ&=2B^DW~s%REIA~00jf{w;j2NlPq3aTMM>K5XV5$tbOp~ zux!Qa_Prd`Xwj{lt#-+o#qGk+DLA;^M12T*y)4vaavICz<$!&M-yCK7xcylX%Us6d zHq*EX%og&^mUyq3x3A_f9U$> z@J^Pm4;zhbXJXs7or&$t#J25;HL*FdCbn%`6WdPSZ}#l{d(L&vd;aaKyJ}U{s_L%0 zK5KO@%4!fo%8X$Fc+Z;nJyPFqUG{=wfM~u){46!+7Dy23-0a%V$OZI^NV4% zwIf1Ut2SCqqe|-`e0(YL$PHmi*Bhd2PJ&mD6Hbx@Sj@-fpl5y49%9tI&)Us*u2y*of(LwG?iDp4IuIAc1QkjjBq5Y>fmF zk;>0^%leZ}y6H3FiBD#TBic3LvE}!!eLF2S(#S5U`g+7?IRUx2u(s&)%(srHyVShZ z`-ZK5+VZY6$SLfatL^2vQCo8rMd-6q1bcB;Hk{tAZDf~;@x3=;^W*6{1oKO+`^?8O zyi1n^lZ#_e)B$wtj4AoJ$KLVUzLJMIv*f^_fs0wx zf4N*g1C~*qWWc}v(`Ac8kiHbTfQS&I_VO#4s{2DK1YYB^r@VwmUi62{kht$gz=CGUvpZOY zi|ASNy=_dsX2VE0)AF4&cYfAV`4z2DhR^pfn?^wt=?kj*WZ})7Reg*H-uT`}<$_P2 z<4Uvca|hRTJChB6!&Zwmh3Ll7%Rq}|iG`s3-f3<`i3iq}C6C$Ch5i`VhLg{?NWa+m zEM`udcTerCtPP^X@9mGv;%XEdEofIUd=xx)$MJke9)aY0udn8gM4iLE1*Y9IdfD%I zm;`OZ;r*YRD1YS3lWE)(Gg?&y=($SWmlZaTw9-}k-GQhU=aUw(XMWWX#}*I?wL`UD zT@NOYfgdd5Y7g~XlY)8;1f?s-PY*3(6&bImyVlu~9#$J`LeuxdgayA>PwJr7x9tP7 z-Jb(lg4)hseIGhz1&ohl`C}T-m~Z!7B?q@6@=dBXV{Tsw;G}dio}AuFcFGboG4scqr-B+Atl?xYg6Jjs%Ue zFF9r#_dh%vY6`UITG)|b^*okM!eVFWMGmE8CL5iaS>GF`b0K|oYg-~7-VHJyyo8Ow z;PBM2+3Rg$gPK)O&m2H4Sx>n=&SO@2zq>?xT(+(uZ#m;9^U%pC5v|t3YPfgHgLs`- zg~ZSG=(4--^uRxG@-py)*r=y-1U`YkzVHufam5;XsbdqwIyUcShdeRb)VA$e$LQ<>6-mPA z3|5*OuN|xX;ILfo3?{iw17kK|AlgjNtNy$E3%i1@=?TRg=|`%ums6-eg1Q|_L{a{z z)e986dw4hk1&^)PbrWDaWqHAxqNF4X3wsD5%WL`Yx7W@*0JFM{me#vZc~R0pqx|SU zzu}fG^2+BTP|Af-)gUZm^S0cho7Y9OePZlzKtlQwpP}&DT6McWS(^cXxlFXzjeZ+PX?S#qKT3ShT{2 zHx2h3pNyMGA5_K%sO_-0KigZnT9W?DPda`}Kn{O$s!bc; z*0_7lpR{r8luCm-vLco{nJC+0J4|GhN!bXN!^5wUZvAAkO=qB-=-rjMOy0gXr zD3hebTty`x&69-Z1v79Kfvl95lO}}iJ$3mxIDk0e1IjN{D?Jl(0<@Vn>}4ttzQD=j zyF#o2wLMLA4WJcThQnf9FHrhZPwAronbQ87I0HRKu;XkGhyNDBQ|yo9Qoxm=-+C7fSdl_kC-DT^ z_D`L>xN07OF=l_EN}WL!^y;Mmbfpwi*aj`dQiLu_|6>5CgK?yd_)DnJLxA9-AMe91 ztK95=Bkt!g<_nx+Ativ6Y2j)f+S)M>fokQFAfQnFkwc`b1A~Cena1G$&<0Uc}P^`wp%ty;^F{YbIR9ltlCMprp3NgSdG{;7(BNfdpnECjhl7YM-+29_}8D3nps9kXHVQ4A{# zL@qA|T(7j5??|otQVZeMI7OccJ!97vHDkId#BUkiRD;jd2!L0*iZF;nGnh$&-zXSH z=1{>zAxGqg2(61|!S1q;$pj=EM9n#p2{2vj97YDJP)}EJh@Z(=AA*Tyl>n@tCfRbW zRpbY-2{=QF%Gf15no%41?}so_4bTZ+e_1(*WB~*mj$yOpCg8uxm;l*7GQhgNqI@Bq z9G*9KG;4%xjI*;~P0Rhhze2MHCyVv06*phTBTA0kdyGG+w8s}hjCJCV*I@|h#5))Q zGoREYi>ec&OgWT-{a2<#%?PX!fKv%m=naJM0!#~ina_9+X4MQ)^y6axshZb|^eO2m z2}UjxXbsLr_?64qk`@kvsc;F%@i=LmVAu+u@hgnwT25zBVdy_>6JXyfm_dJ(G&URp z%K0hMQXZ&_ckmvCK^hRqrXK1L5DTLd1ZtfQIE2n0B_^Juf>5RNlDg}_pEkPMW zwXb1a4JT#2p`=JKDcw{>in0wLh3=z*o?j(tJCRPk8nBo zs~I%}5L{(}K>%J2ghc)~<4Ko@Fpw;&KokmupF-d~l)mf#F2oAjeP?$ z-2Z=y%5gwaC^m=jF*k>1tzSAZ{^Y3@-T?ks(ifN59h+8K(g)vHq)PZHea?wcRa7m! zZA_NMs(Xz|w}H3&Q4Cl7vE;$|W5c{AY;au!XH(lbN48~&*h25uj-c&dd2&N7LGOI#9dt=f27( zGwn86>0iiMabP+CF9VO@`*0k)F);{*zMd~T=1p*WIa`Rs}Dad^?jOJLX}x(~DC%LHwV zd$019E3`6OqV0*~@EhaAdA%B+yDWHlsYjHzm{FOPhmCQk9;fYAfl9X|W-Pd@xHhKP z*{y!j9rPVO9=Z({^tJuA9rxfHi~k|fg9gd0`b&&kj8vOiN$aYiOBu)!JEv}X{|8GL z;YV$={O)<+S# z1j2;L#klMMuBzQM@iHRg$XRcQ1f2*4@DOP*OLvU4tgNiWM3p*|@%?dt7K&W0O7HD- zxlXI1VT!x)|C^!)*Z3i}&OO=<8jB~MFWBmq3DgWSP1!xXc3N(@qh!!lti-H3(~nkg zkHosXE^gAV)x_9ovq_bGaD-e9{l;nCsoc;%7_7}n^%fuRd`zU~v3MLq6webm5g~)L|lPWmBX{xE7mDbb?skW$O zQs3L-a^P8wYkFM*(*-fVUOmmS4OEUd5RJ7yC*`&Uoe& zKHdplzi2(EC)!jL-comQbjM@L$IeD&taC%zB(7c66#dSbcFG{AFk?4(vS%Q~*;h-d z*{~MAbh_q8;V8Lh%RtIWy%Sz&n{sZ8*Y0Fz1m7|Y)Tc{syk)o(`m3Eo*~Obr2$%zG zEd!<>X1}y%g@?4d!leqcl5rDn0;U>r?HozF8~|3k&0f5nSt5$L z&V{dV|2L$~=xINHf{RP_hQJ2~1XSvG`dn=A{Sci2@KYAki9dUL;6*MYXO;?#O46R( z6BK*8M%;pKUD)sxwFt(myl5!71{bEgG1Q@Nuf5?~9KIfv$`_~>m>=OMDRMK3`*`|q zR<1cA^*W^~c7V znvJDhI(-QEV^s)PnJlh(JX5lB7v}P-tlAb^jd`UC$E`QKYi`@?Tv^U_xHtB0wZ9Hn zhw!!upKDW*f9#v+>oq6azx`oY9dv$tj_vjHQ(`yQk7JS7@9=!Py+Rj3H5V^1>YJ1} zH#O2*`WSDEy9GnG?IB|D9y;ddqW$)q*B)8=mrGvChPqKYOXmk}F7a~XF3ej|rZzs& z>h{@r?wN)%`(pW$|Ag@QWROx3rOfzQc2W0M(z;I1EA6ex>Q3*4-h+ra{tAEco{1fi ziQpC!6+Y5Mr2e6&3yRtA_Y7;oZx-C%?7`qr%ts<4zFaAykGG^$cMgS1#Pq<3`>`Xd zdIZnKx_a~Z#uqjxhU719O(0RgroOOl9~Gv4YT_uZN(nB;^`R z20buH=qAU-D*aB6yW>KcWSiw$aJhewXM;QJtNQEzFY;6soYpJDXutBBq|n!>w`Gc~ zd%YY~wSBs=(boXbOY7NSslcpbHoMc}3x0x;*{JKp4$nWu0PbC^9h6Wy0PES;-hL03 zZazH`e0JO~Z9Lr$5gC+)&b{&^xnj?Y!a+61u>3%JC?;qYV_LFY)}$kIj`Xpwsd}POOx0B;^6i16*2QZ4 zw-WY&%SAbx$F<{#ErKra=J0#4R8^#nn5!**==3*mJbd{u)lv(%%=)@0kE?0Y^wB;N ziZS6>DofFbfJCM%>B1S4xD^(33__ap2Z!pCEK+avJ`5v}wlVkB6YbMmYfNz`D+rt)2Z^pk(gi z;Dhh$!=$&y=oM;4ro=Z!PHFZy_$XEu5+`9!vir6B#wGrz3!-M|>meVJ+VxX5BFUHJ0&mKl~7^uyk2 zN~$4=**!)6*U1aEZkPF{+hxJxK&P{gsmYEvR4Cl_qYc4)wBGF?-D6biR(@;t#Nm;- zM$-|JN~<-_`T}g@JjEiNugOeG32M;?>jgo@^B36;>^Xk_lDV^lGEmZP#!zjDMrD${ zovYg77WQR%KZT?ZhicW9@WOoE?@j16!6|+MV?@R6?Hm0d*&*|14+R{l^s@giJe6J~ zsS@Q-9Mb875f`xFk_c@cUxs$!UZ+?D5zYJTJUW<1lc03Q2}+@MJwPY3ZeNq>6Cx>~ zfvZ8O(_xL&XjR1aMbUDu8QzYW2lDX@eaxJ_UBAIfXcBF)d|YJgmPn)$>h9u7(tF)&@HwAPW`hi--MNwSb%Ekts5i#j_Hk&Wn-mkxwwABy( z1pcU3OZCXImEvJZ2~-`AckvFbylor>P17{dZYq=3kGz+!5J)qOkRc_-}2vK~?Pp)`X zYdzY?XgrY!(ZYFscVBlc9>FUm=aR$`7H;hs4C&iAYBkUvw^&z3CsSz z?G`h=)4LNLCVn-;R>Ofv>BjsgQ&-U3f0a~k>=}Mwks{+Ey)w646?j|CXm+NwM zV33^syVk+71;O1)#HG*GI+44&&({9@|6r(Pv^I4Xv41>a*GCZbk2D1ncS6F1VS_nx za`GYodW+;gTWy475d&~hC1f^IGNo#P_q4YWS5LXuyU}=d2JZ{v%ZHlTjt!svt%aI( za^csl^E(|SE{gDD=WG>e0W4OxqohuRxB9y~Ow7xP**}RnfyF*)2%xy_$DtyQJw{3; zrB?-rJhbWcvrOy#bUfZ)W|}79uJ$RO+n3GvPa-=hnrvRM6_Z~&Td|8=j_0LDH$8tI z^45@7jTNK7O4e@wyYPiy=T2EP4X7D-1)!}O4Z@O3=YR0-qN%Pqhp z4oE&IkB!Um(M~5Xe<6q%ew46rJolblMt`Haz49+&H5-Z{=yc#c?T@}Zn-vg63I-ptE9x$jZ@7U-u(A0&&AAff1mC z4EtQgz#1~bD|B1$>n(3t=R3S#q6q|iMiQwElDm$ga5#<^DzqsJe{R#alOzVChY;Al zl>*zF_ps=`M82N)GHloqVpMlx4*IkyG#&kPX_q*k!b&=AnbH#5^qk_T-sPXDZksO6 zUxj3QwO#qeFMs7n(YpSWM7Eb46`wgM%;iV@#HrCsnpqihX&!_JDdgljk7I@tmV>c-Y$U zX0VtlS>95S0p49^gW7x5+3)+*Z^$r~m=84rKU=j4c&zaQA50~q9eCSy;OF!7W2pF? zKf`A@MW=3r9Q^$J)>~zL-zhpWM(?42Q2Ud2)_UHY^~=K#$wfrSnk03AkT|-?c-G2M7CI-xfIUv$~_DqVq;{zm!h2Kh!Vr8`kt!wUyPH~&C>G)JRjj2}R^Qb0*!Kf9H8u51 z6hx$OClDAJC?tZcloXMa;je9}m_`Q^OK_$BZ1`nbgm$(pIW|}>M?yHw?q3NvMs^#B zblFT^%c}F~2Q}T0#dG?z8++iUMxxMNYl2uMVZ zh>MBqVj`4dSoiDL9obp*kQBR>3++Lu`=(}0iu-wI#tqMY$9Z3O=faPjOm`weH;lnd z#m*e`+=roVtK&E7uhK!|^Pt)_tlp>|Q(y##L-bvxQ^9&?QA$*VdwgTJP@~@=p`B{0 zG90>z)T2`yC;+)USF+qawGxMo0H9V676!&3nBujthvFiZNW=g!Fy~FPMe4oq$?R|A{ z=HVVHT>;NmUOkIR)4tW+HwQcCwfUB0yPnrb2_{7AOUg-QYUUbv2!i$ntR^|QQ{58P7p`~b|{LU%J zzhwOLbrcI?mWSTg=k1lL2Cx6b;Az?V6n;IRkcQHO`(Y0XMpz{P3=oHcm8`>XH=p^CDfr5}5~z1Kv@K*J96DR$fa6uT8h%lmB#tzT)+ zZfpA`=lALhTLGa!p#bZ|ppwS^g7`~V09rRQHsDAZttce)e~`;R;x{2;KYOWI!Mrd3 z2U+I9?0lrkkX`t}Pa4?;(kgH2@wHE*x_)0_y7NRG{PPqYa#vFUnXsE)WLLR4NndzP zxiYFoy-z5^nSfWG*|rQoMoq;{3e5A;E#6&?3X@J^NFcmqiS+)R8O%tsAt=waC(o5C zNEhk|j(2<*LRf8fCfNpOuF*2WrE_Suir4z5bOAjMUW3N?SD>}(W$Q)fgw2%Il>_#s zqX7_rp=N+?+VcJs4yL0#9>{Foc9#kbOyRP>-NpH>WxZG~D@^^+Z@QF-dkkj$A$Tc6obdb&%^1*yP=0`tfdzZ10l4dT z0Fcze9Qy*tA)7^TK5CHr_ZE>uTwY+5j+bUP@Brj6VS}*HfNgw_AxIE3tWhGI^t3Nu zz7#U%?TX|D;_jDF{>IRP$2+LT7P6L8QkcLCz+b_X1(X{U0;nT*J6sDOti2Qj%7cS~ z*?KZ(rwPK;VFl5@yL6s(3Rn0Il$l}&1}OK8Y4sE%q1z(hV0k7U=BFBUTp$?l)l4AX z)i;;5uxLfX12{EKMG5GBSv^A#Oh)+10HF0`(CJt++TQuWPwrbm4)7#^+jxMdM{Du$ z1|g=4Q^N zXsXVIZVTXsQXeobvl*K%kQlmEdr9-!4Pgnv0#C)FT30mt7UHMH8t_Rq!Q=pQvuoM# zE5HyCLLglPlZ0RdnL{Yx9Wcq9kZ9?{k0UsiXpv+^@(41TiT4RuR|@jJ-Y>Y%yiTqP z>@;}GNS7mO_v`S#;6n%qFzTC!nvM#D=*bF@(x!@_poLP;=A6BMyFNtwfgExw$_zJi zrTw4^*J7!!>hV&rv0^k_mNr=xTMWuO9KsojqzgbB`m zkussCrBv-zr&=bL2W-IJfDn@THU}CE=Te-2lyM-6hB8Tl zl(EteS@KX(^}1!k$SV$^PRS~>Wf4$f(}(GvTjczHgezntT6SVpidJ$NaC}X}ZA3KW zf_@YE>8>;aW-Y4eU!+^4E~$^OxO;Ja`hbP=3KkP40+}(x&CP43%AJv@CQ51ee3IkU zBa(%j^Unxgs^9ueMV|V}04h$h*G>N-Iyq)BTz_ka=JWAI=tOJcv$Fy1<8B!Rrhr?o z<%f^KZqZkeHy`tF!C!+%Z8KPFhW>mcw|xu{X876Trf`DzgX8^}YA3m+!7J$cxCKrK z4GY#><~iO0wu4gy89L>)yB`#YeyiQ>TfVu2X%3p+ZJeB9Q~F*jLv>BiPNIifffHXD zgiVSBo=SUvN@>pP6hCDM(|Q;ZFJ&MH9rr8FiiRn>s=g<8^Zr#Lh%Hvo^mAI6c03DN zdWI{NBCU$;jB(sFUhbfG8yf6Oc`my?Fi_^GSUGp+{*seFx9`cqwXFFTu`ua#(-)s? z^L$h-1LffKRxh*Rb-n0i`-TdVtb+hgfe~}|wj*&6BG=|&w@JUr?=XK#dx7PX~_gkTk1#7Qctgk%?-;bcYg?*gdVsI-2x!6ud+UI;JCXW00dnsj7 zi$W!noUn6hLli+j|17+{qR#M0Cxw6$dtoQ-94){g``Q0U0PAQB5Ul7gQkl6MCnu4Q zy4rfNBpbg9->TM}s>jf_`GYB(g+nouy?h_&zH}R>S)Q>KOZR6n7{xAz?qDKq>=h&? z8k+k0q}pBa#EXeJ?fg#vzH^iF1G@Kzvy3Hk0ZK|wmpo(q46O*1jsq7f+DHBP%uV~( zY`HX#^+&E4FQ+M1-u_~~X>bjV6I$)yfD72n0~X9I%XOx5n;H#TBtImiuqh(w7XdyC z5eb+}0Z|IlC%251+h4K+YekRsVe=W4=HgiRejJcD^Z#QW*;X1&SVelccZv7MdILYm;Ip^ojf zcXQ$k)c5Wej`arX(b^YC$|J3Wa{2 zTl<#}AK`7=n@7@vl)g8)6v40e*mC7wj2Nu?dmrV> zdk3=~P{?mq=$-m!x7=SebVMi)&kcxCuzLK5i*Ch<&`vSrSXL+&)6&+}q7ebkPy zNJ!CPp6X&Y>rQ)<`F%X6=aXYBtmb;hRJheHDQdh)^|RPThsltjYI@nqK~})Ir?#sLjVg{FvPK{pp*^0KODv6sO z7tDk`mJd;8DhWX$XoABEc#v?2VIpU`FDq+%B(>XPackwUf!)dCMQo&W?mXH$+7&%x@{jRvNdNnZGMAQUl!*a)&(4&&e3Pxr>3l|#o{ntYSijUvM)52=y`MTrc^ zI7#RD0C45DI~P4hXBDqSL+#^{Lx9_SK}H~H_KL5??#MHsEMMU5g?zN1fi?rLN=eMM z^-rq2z7dTu7hHnQ{(B zp-m_fey4&iCtbk-z&{5*FzRY@6%m6KAVDBIc@1|XFXWFoFs9`X{6!>@$}dr@qiQ6x zgRgtUE#2GUg$X<1avA^8lXbnxfb53U>p*q!!bSBkAx($%>B`JvI?&(3{C&T) z^CCPsfa` zO@1Qi*-}^>%m~woO%BerbvmNa41PzxBbw385srDVCp79^H3UkNPiiqSIt^7 zKXb<6;}u2pxy0KYWpSTRS=IBf+^!YjtL2cYdi`z7j0RJlAdSZpgU&p>%&irWOlcld zc7UjH`x+4G?aSA&zy;M0g=XV*9F;BM)naQ}8;>v2Y^y-8F25DO6^pFwOu+L|`DgHh zTU`cjP7s=7IE8u9-lLBt(Qzo0%etJ}af|^uQ60nXM(%Z%!R9A@;X&L~FPjtC0R3Pg z2T`sowLf8?kH2bb+?S`M%wnJAH+)f00s3Zbc$`qdL<6RA-{TXJ;t^Jh=6<878A?L} zv`Lq?O#df3q>$V2T#o!uEU?6zKols&E|SB6I2kfioN`|b5e>=MTNm<_&&?VaFzz5U z*N&Xc)}VkZ`;}VSC8D9)2#+gYtiCZTj*PFzP3`U#tVi*$ujr5lNRXwmaZ>i{hZo-- z8}#f4t1s>|#y30A1{6HFJY~Q_38_kBcdLf+c_iu%YFyP+zC;zZpl)_L<1ig(>t@`T zat(4i>WB@QdFn9@ULW-~3QYNS_aX@jIy6osyG}kdz52XW?hVdjz>hhk_T)v&5SP~% ziGS&dp8OcUOZJ19AXCF}g}PB{wBFQI(_B^1*RJ-QAGi*|r{Y#BkyaUUIm1>`QppTMI~|q7h(J~3H<(23!EC)(F^=_=_N3tIb>^dy4Xe4G9TcFwgaTRPhznfD zQ8MVoD9Ojc3XaJ4$%zvQmqOCi8-ZuLn>yArO9mVi&jVrMQX`(wCN)2badnCH-Hxh- zw2fwuiJT$L-B41!mkXoj@FevIKsp)6W^=e%J+qn=pT_-X6(IdfD=gtj5<_lz17#L= z5qT^_nM25fu3s=j&OV|{+hEWyDS+=X5-UO`e~>n}$ac|o|3^?_0#0ymVw~tBOsleG zW%GS-G9+I{!~+t^6z}WJ{3zdS78)az>K=rvu;V^q!2UHr(r?ZA(Ftijml_zjJCytr zPUc|}cTI{uv!rPzchM`Pa8DFw>*q|(=IY7IgIcBk_Brv_oE5igXcLf6Sx*8bhpE0E z4-G+mh&dGS6rnq92i7*W11ZO9orO?`3cd8qg!Sf}rN^#rM&D7vG~g zYwGoQL?BStE?S)xR;7Q*yRCZSDvRTbEZ^wXa53jgL0Z@wg;;#FjqGt4l4T|xli6j4 zP{+E6?KHL8Ypd;(oo22eCbp+LSw2Qnsz_s~1Vsl@Cr>>R9`oL$v4&E0n+DLxll&?S zi27!@io&%_BJQHt=H*n&{B<;h+vx+vEF`SYtgh3i`f9OG+)kF2Sd&L{R5@l@0eQ;o z5LnuG7Jxl_lwk?GqrFhvf`vG_A=Tpn+!GDJJx%`Qo`mcs>-Ty&{jkYEUX53s)=!~~ zcwh@zf;&5i2!T1Gc0)g)nf1`F$;9ff@KB+;IDP|?zy}ojw%pt>Xop2Tn!FCf($=az z(F^_9QuqyXTTZEC^3ZS^1j!d2@y%}858?My#pXJw28oWU>cjw{-2!$ZBQh{f_LOmK zAjMlx+V(y$8Wh#>iA7l{b-jffCjwq_muA@h`d2q9e=TWnuEtgqqj+LHI>i~DVTT{? z_wZ6ye6~71<hMGpPFR<6I4jgj#AEOvwNtv})x-D=)*yWPW<+?LJ|N+01xW>6 zwFJL`f;?uPRLe-yf8pe$UkAg(zhy)e>%Pu7>-;!PR!16PJv`ILvwnWdus5o0G5yV| zN~0)AIwhnuXSS+tysr0+x~wtHItXMx(LiAbQwL2Pq?-`1KWC)Oiw1)F<=IwSHZdD> z2Xx!r7e+{9l&SFG_FX-5**caC36aMD&-o#}k5|Ur>_B5g?94>vjc9HsMcj6id>v1rJ4z{Wz=FP4exvgqj}5DY!fpsRZ3t z(gz5&7t>v6EYS%y z#W(KqIoUsN=|fBbkPM0&@O2OnjfM^gI-LRmZkY}6Vb3Ok*akr~1;#<`qB->6fY+!J zk&h1!3nIv$vIk{}r~&^zW-l7?RAuFiR?|j#U)eZW&>Ieclf>2Nt{S#uzZ6)+KZoEGhQ^XJ$?w~Z_(wfnIa0OKHH$cM){}GY;Rein` zf1-^5y8GX_c0hIZQoo?{eg3=ff9?3MGD3d^RDiK_L5c!@YX=mzMe{jWWWf&qD_igv zzyK7Bo?it2J14mO39zywUYP5DWfRVQ&SW;jx&KpMK1u^1hQ3rT?*Gb0vH)~sP#WX0 z#3uj+ROScfMMij|I>o^ip67*nN~;7ycuLgPLKZ-CL~B-^`FWH76w(&I+&0dS3Djr~ z5N7Kv$@l_YC~*+gZUxkH?&?m`wJN0N|N1ZI1_^NPaHC^s^%<4*&*OF!fNp5gC%Q%a z*LuMNBEXe{=7lAt|E%BsoKbe2!iNO^JvAW$xH92bQB(Mzp*@*`v5U~5o{kJUAFN-- zgI77Nu>aoegaNXoKciX6+JO3B6_20Y`dWqT0r+0|XJB*cJ`JnWF}M2X|9YS8y8JZk zQJ>`YU-3171b!N3+B~x)_dmnr0cKowiXRgF&oJRn!yF20{^^|09_+~mjK#KZ)Rf47 zPh|!Ju4L{>f9Lt@L^**d)ypOEUqm3CH}o5s=&zEoM*j0bGaeA6L^PG-6S$-XmgUMM zz&Vxrs~PUU4e?V4Ik12iFQe0aWtf&|c+9OrMYy4u#@Y;LH=aExs^~u_d=&38sOg46 zKut6&cTqMR$KE`4cB9e^wFL$w5+?k|ox6g?fC5lbPGGF1qZFkiW$dl}Gi!Albc9Lfis2Z=yld+eBK3N603j#dYcp0YQ%zi*-5AwWo0K40Fk;YXuSV$Ev31xYhQZ!2%DZ@QpI1utT)rOxbh?9bncNzl7 z921Iei)nXkhWT%ra5xL-lHth3l<|4zXBcRqB8_pQH+RoB_pn$=Ro0Rp@ITHNmBa0& zQgo4=Apef*N(K;SqM#^b?{ep$ov-5ye6>jt1Kl@>IubU~0=1V^n4z&B7E2BIKf zP^lwd`W{F&RcReGO)N>1{8Tm3% z^HS`bRUy4b52fq(MwX{h{qNMKw*yHWmz_uJqT!onV=g(iT^UWSQ1wDAVbHrB#tu zjnsKV*qR zb3~MPYwf135OtCdpF0!_qhB5SYIzS^2q=8Fccz4ffi&9RGai4heHN` zd{j4ciN(_Nu|j9@hT@<+Su1&H2(mnNu>a4V#`_6`oh&kfj#Bbl*Ce({`MdgNwa|~C z-)M{I{<2=8@dnE358;`00B@aeUq4EE=h6lO5(JVG6;e@4PD(nyd#==NZBVZ=IS`AX z1H1$QaJh#R*Pncbr$vnon~vQ>$}S@$Z){EOrpY(0SR3de_d#@Dn7(n@%5}|NqS0m@ zke8XmuqWu+!2?g=zh)2vyGdUT*NQ_)8{DvJpwRwQz)E}!P{&GEaB0odkEsP@0*HwE zHY$6k3QwMViKZ)`|+}g*YBwRS`ax)$`hz+K4z3V2&4Nnx!TO@U z{>!5Kl@@=ZQb><&GQZ=^ILBn?$+o<@HOAqCkiUXxb|-P`!Jl0ZOo3qGZ-ZOIB771R zql*!laMqeUX$aQ63Op!>USMPFo<4jk8IYMEGK0+5ehx=gLJUc#cu6QO;b7#xFS z`yn$dV(70c^#>C&&gRX_%j+}WEhn<`K~a^2e;-7ebhxG_ZT*7$jSK`62$3^2ZW>3lt){?%MroF$T38$GWgF@8@53mXQ3MIZQ{= zZ%t?-*PZ0U!&HX5*_O;V01NqO{o^B!KD~;g4za2zsp)<}e<`j23zcKw56Q@BKa3J? z_HfokoOB7h+j%l~)6pYIaAinRpiEQ}@kj%_$)O>@foAt*rdc{^%`M0MjqTgOY06L- z)^$>ceMhozo?`_N3Dr1r;??9LyEK{{^kQ#OfOi>Att+m!!!97R`GuQ-{MX)F+UF!o zChRD2S8PhKR_a2=T7%K`J#ex_(%l~y3o)Zk+(6@7U=^&)TrvIP;t} z=QMNirV9SNQZe}a&2xYmvnCO-e}5OCPU(JG%3Ohn(lqL&%>9J?+1LaIFgN=j%*0Am zxu+8wwj(yA1r7%TP1Tp_-zEeHRMeGJ#Egu|X6y-z5X5rw^1eM@ZgX*Q1wz1k?EO^N z^Lg5HzuEtq$_y@jf4+XwPIYf_9L4ZawYc!qDvgJ1F??RNXuQdNQ>tOZK6qrUKOq$r z5f%|KZ;`Fvo}CkUl7)3EsCV?*4Xst-a(891D8eU1eb@o-Zz!_Sv!O zVdw=3!2^)Nj~-vB`$J2v+`4Pu;I1=<%<#dsI{Wu51r1NqJw+>U;cIT_;5%NaE7AmqMQLQ}{wblvRRj!zxQX6!Jct;fYi?ps}=9G`?mbfmLOm;yP8VqI|@i0nWfsz94>jQ0(L z1pjF4>-Br)Y;mXC^&@PF=yZO5k!|La%SN4gDa?Z&hX;3V3kqx8eNXYA&M?DfNz1k7 z;{-Xh{PV;7F#|iwR|@ut*BJMQ)Df$~qtjfz`>_I>N*kVaxD_5LEWQ+*^KjylYq3BI zZl7 z2?ARQ0D93J@yWTq9@n%3L3pgZL@fLAb?=Tmr4|N+x)}{)PEg#|C9Id7RN+^WjA0o& z=e&VaB(51+Z69T!+VX3K#cwP_Fv!xvqgtc*eTPtDuN%Rf=1x&cL1`7zBb~6_L)u)P zucXr8LaOsW9!Qi^KuCd%@TA;`0zBG`M=|7|b2zwK~f2-(?Rww`Q!na_`q&g66-7)Pp_!}&4LCLmDq|8Vz?(RF>_ z_i%9I#x@$KaT_+aoiw%^+cq29cB95@Y}>Z2|E)gXH@}z9t7nWm?ik5ESbOia*ExIc zx#ns&nPHyGFPX976837fL_VU8Yu8?iqS5{yNVj)g#k5>1!G67|=y~&`O)*TZdBzy~ zXjBAIzHSD=vt^XRJmI{Vm`LMV?&V=A9nQg0vzGhzlI1vpYkV{9ErzK4R@F2ptwgX4 zSW$UPDOSIHvI)lVa-lgR{DGhkRrfRN<-(S4CI`1y7=_$H{?2Pe^mTs^ysTWLo$IsJ z*UI5=QaZ_P_l|cc`$&Ma%!2dP=ZQg@>!iBHT-(knaIxNSQy)&^1wORWEQN_y>#Y7t0Od$*MposHl~w6l{0O2kfEm%bg}A zG;+pGi|lsbb-GI`OLEaB%&>Nd^_ugH93(8L>5FXXmP}hwi?T(!}<;~_rJdr4_f zWl3w%5@t*1)7XOE5}r1XyMa`Z*6N)PG~|zJy7fX-2LmV3;p7|yIa@IIbbAnZDS02e zz6eV+B$zX&?Od~4i7jm{3aBTZe6cnaPjlSN9hxWO2m8@FW7WehH-+FKX~(uQ`7@2? zVx!p&B(S?0R z+<=y}JV7b?La=fQCA z6Rle?Wh@K}tz}Q99`lh3tC!0Cf7FOGB4Q)u|r6$?lM;%#` zH)#YH?{A%EDV+&$SYR|N**j&x>L+(b{3H!F8b;m(abO` z1Y99>uv|5O^x;c~k#$w^rzT-nI%33xZl|5D*x5GiIY#NiHr6mn@keRA6Ic6*>j)Nx zNgwD^`Q5TurBdtdVazLQ9y1C`+s)~up5BR^o4qY)NV}4p_*>O<7XhoVz(e32rp*gk z)>TcW;|z8R<~Qpg26~5)1kC`$y68wt^%~N4chSH|#gfVC%ZT=~Kx(Ogpp1rH#$bx! z5kDb*!n$NXotVMaGph;)EOQCO*2nQHBG60UOBGAk z_#<@TrIf>0?bByOr zV>{vYcmbSq%FQYa#j#R1hTLvbf<5F1Hz#dmGFw5UoxM&0Lh6gb8*O*>*4AdTr#YV6 zn2ymXd2!11w17HcdIk#N4_HS=8?LL5w)nMJ479so(6+4IdEZ~lUSTa}VfHmJXfqg7k$eKF{Qsm(>P zpNN)L*KtxGrlVS~6REWisyD&2h!Q&>C&K^oR!+(D;dh0tAN-^oKL zXgq|hObF)NO2Q-KRX>?Q(=hUP@wdtUXely{_O%^AG7WAXO(Rq+&6~bCzb* z*cjedoBs%g&z5zBb@Sze_GF^Fb=`v=vSBn3@%@;>ixE)1)+8`U8X^e$CMJ51h*H*= z{l*6dHLud&q3~5l4F=Ds*L=A!?(dRYvt>OhWR@PtOtl;Pk)hh`6JZ3#Q_(L(QaMrD?%Z*-M-T&b&5 z%vE)wu{$kzfNjm(k$8+jtYFdpkn;`&nh=a(?#4X=*^}7lXNfvt-2R9wwD>-9T2b7& zseaHE>3YLYd1cvUKxyF4ckE(@Mg(9ofg4!Gluq}mracg#@QFtCE}XBj(_DbxQr907 zUKpLj^ad?DY*jymqyx7?b!jTTck zspWSa$m5?aX7`B_p#gO6ke$=uzw&~?d8k(sVnBA+#(a_T6-Mr#S2)6N(D?|!O6;Ii z5s*Uts-&r|BtqV6!^SbNk2$wGYlx+G9kxZ-GQloM{N7t1gIFLe^cyc0vJQ{L0-~Z; z8#`QE7qg1E*}mcRfejA!hi8iwW2*>I7PVYV$UYI$CO?yWTc-d_M=_wqg7}#@N^)w- zG>HQbnq-|RD|Vf{m>{}{8#A<@ti+u=Yw>Y^i*=Y_g0&!i+0BjD`QZVfouXod*0q|2 z2BDtc$%Gee6_LqMo|lu2RuFF=BJQLD!588Nq-Ao5xpyN{KZEB_kmZq6^i%Ou!D)ne zk;~!ygQrSiI%-ko%K`NfK@EBFgFsloQZ0l(RHnv)OuESx2o6=L8ay<@wu)7T4h46@ zA^XGmQ2#}WX`z9q221EXSi62Tr|@O4(+ty96Vo$*m8OB2?ScD9M~ogqHGozIftc{V z=r58M%^M7pWZ~$j26LMdPiq=LCiz&fvdx!ixnl;Cqvx%fIUo5g~^v>x16jI?cbYAU<)`T8#S zFtLv^(tNWM{pXA(bl9pAXdj@Qms+`UBOWGNa0g67zsdLbxzs#)F*S|#DRG@+NER7C zl`kmofGZfmIdA%)yHL`aY)x(3`c8u=1qkPS z@N=xvf4y^_&a290pE$4oUeSjO(D$__ZWiDL?i>vuWHrZ(iUv6iaiZcX#5E z2lIf>Q817wrQai-0n>qyJ+Hlq9Ytt-c%8uECsZCyCP@8Uw2Nl(@lzFITc;%oMND)% z)clw(>)Z?yqh_<=LGU4UF4wkY&fn4D1@lB<`0~~8hTQpHs#+Sq!;*}_vAd#KEO9>xnsi{x!emS0Ei%&i?N zT^=K$9_`2pzd{Pc0h2aU3WoflE*sPPd}WcL8R)*1kc=3^hT_JPgU82&@QD@CAszw~ zB7SXbbU=52;l++%+BKQoQs&uNoDxG6ml8TuznJ=VY_MZ`U3@Y! zpTJKRYqGWb-@FgbM$};?(R6DjNLbVbe{94;=DDKvp>7Cwd^w-l<8e&3?{4^MXYO_X zN&otI$W0{3FY2u2YSafDiskD(5%N;CtNJmdZLrVua*V-go{uWq zQBYBtnVG>$BkO!cK@!#!r&GyLOflaI<2$q}cHsAbwVf#902iV6`LN({?be#XU2!KG z0}q#1N?(`0`o}XdgN6px6D-{K6y!P(NbA|SAw`QD$`|7}Hb*0ktJA_qy-LhOIj*&N z08tRH=L-=xUeg7mag}EGmzz0sbaYx=;gE4uHf?i%Q!*Gi@w&_@@uWR)Odr203!G6Z zn3n*QAHev?mN=?h(vRcvDb{E>$>X5voz_*kYik?3boO=d#}N;m!Qqj-CO zrC>bIJE3H?G&SMLvfd^o=skc4Pq^@ViVyu?m+DU*k1BuZJJbGHzTAr9u{FLsTk~3R zn3GCk(Czev*c;0<9^xu)eb`L}LU?XRw%L_8R==4=sm;>|Z4xCHvO zRXfEWxn6h-@`9OEb|U$u$+N05XOE^!KK#Pj3Q6pI?N~DOZ_j&W5_^%OIRQ5hOWbR= zmW#^^rjv(jvsRzwDvTjwp(I=NzNifeQ-sqjKNhCG$pMIW!Kc1x3hT-7Ffyw*tX~#OW|8Z~-GsQ*P4B%_-Tn~ALU<1?X5WiGCoLTl>krIE3}(q(KHuiy ziezqs8_T{Otx&DmJt)jPoyhG2`YwW;kcI}HGeCP4C><&*ucr3c1xIhq?Ml4|AaFbW zzP-Io-~P|%s0w_C#A~}&kC!Ah{5b9sBY>wdjJ zFgf2(=g;p`?PT*26@8|6k~S;JSUIrQ+8X&LG_kwR&wu}?fLP<$ZzqzPLxz4`a{W& z_f$My)GY)@r_J{yahIA|yq*x7#{@LPT5Z+eSUX; z!SMmy|HsZ0rvN94p&wDN4pU7KOKC`6$~%^vjbUvH>Y|CMz2U~&5=L-WV~W0eJ$qS9 z{$Vd@96@&-Ty@1SoST>CyOM<1rZg)}2Z&;~{mHCaoNSuvEpLg;>&agv(koE?cb*q3 zy-H&WB%91eKPde&BcdV1L^?G~xF=B+vW}PLR z>w^$-*7k%j+*KQ;+3Yxy$-~3Mgp%W*YS|QW)1$z?M`dqxyxNNE`ibbHPhs!R-rj05 zBr;xt9Mq&u*jA=0WNejy%z^&?{*jRY>889q(&iO}6@uf1M!P-7lf_Te)Ud96^;T;L z2yQBHt)Fs*BlPwLohJttZZy$>iH^V-1?TrN1G&_wd_=PkwI*2jppLoYCqdNliqc%% zmX)VQLUv*lOG3=7wC7}ivuu=AKa1q;0;4FfF{TcyO2&>VPr)#yr63~N+Tccl7KxSi z?MGwQgd}MnS*a*LP9k0=8t4vuA;O%zqV$^aGXO;~`!L@R|%D_g8m zf2$FE^M|1l`cgAl;Xd(Tej5A$=cjw`B30NaGRp4amghX(RyTMFz3|tCYB>P{(WWQF zEBa**@7<}c?!ucP?}Ho|0j9Utd?wl5N5 zy<W9qXYq;3Z&q6u&yXb)Q(?!E{2I93Bh9$$g%ocGEdElyl%TET?pU&|SiG>pBMppR7SHQ^90)gq^U2F)$CO!-S zr9Fn+PscS@Z4Z#{qEb@%P-F`aD*#YU`m%Qh>nwiG5KUSwMFGfZ7!I~zt6bZqnL7x!~1Bzi%e60mRy(!rvNg>f3`X$(x!I;=PVB#(w!=M-lC!Ioua z%+hhRPeyT;tjRnIGjmSoZ8=}#v;$6evBg@Z-ZqhcG>Q>c0ci3(oqc<&M0MI)gPEq> zdm&MD*skL(^3IgBi&)%{wb#W)aw`h#Z>|s5L-yg57!jdQXPr>O^NiYPMz6jQSmh+5 zV9IIV%Z+eJKEg`*u=z`e$JK}p`YW>Aw3LjB{&eH*oJKa&Z=gccS~*|m$)(rOT3>oe z)b{j2#@G+l@o2i}#k~VAp(g}9Jh;*VUV%z}kF+`lBDHDei2h7f4F&b}%7yy$+@Rf* zvS2>Yg1AJGEAHb_DEPG1urM5I2_ICeEmt_A{pTSHysgdnh*P1sFv1`nHF0opTZ{4q z49Hz32B_{%i3>wx`y`)Gypi#MTZ8Gl7YnQ>Zp2@XKzqr)8V*j%TFe<<6<|Pkgu1aY zz$PQUqkZhTKwRC|a3kFlspw#F*AC0ul~LL)+`DhQYMy!ljQ+ef9w&a=9AB3)!+*aGLAw zF$^DyL5FVeS9irDF^X{5bPk8mbnVSt>QU@rK;r*UYz8Q(GP$r7u=i~8A!QQw)GAo^ zUcRO0U9-J!pZ1+3aH(l>QSo^~<_8&mhEWlL0aS+0hLFNxub*SO-0u|w6ctyuH4Qg5 zx@V-|A!(44S6E|6JvD1Kwi`nOAFE@790_^$Y*hW3!1NGO+ba09y40vp$om=8 zPLPN#iNk>!IvkfZGWJ4o6qdITT~aoHiip9`Ve@B*L?T_lCF`m)IEzR!i^XCbl>#qw z*~mui1vApc_2~-k&koA#0Bdkc*Z{E0IW0F@#h`ovr!@~&^&!l<4Exa}M*WA&opE*m zK6RU0{~g9vCrO7#T36nCEv?V$YEYRh*U*vv(ZLe66=-okr1|VlbS_}*xXSnGzhhH} zBWvn5ffgW0d&e0FTFOA0m)msVs1C&!nyxHRVYK_QFEo%U%{nuXmg{nLnB=0zL|%*Yo#I9q%Ft zSoQ&_RF>~9bXSL^mHezQ_O?~%3pK!vD=q`0(KJ;Rl|FbxAcAMMaG1jpgn<9pjmTp? zrQxpFL;Z8^mIUOfsoLDy8c^6u=hLkDOON3+zb$T`1}^nuF$_*3qIK|*d-0Ns0f2X2 z!1x+Ya|lhSeg1^S*$>9$4@BjDk3X$dLdfa(^?bck3*gQ!lza`Ds+eo~%EWLel@}LH z6;J2nmqa(e(M_&o61NG;c&wnu(3}~>C93nKuZLv+cBQBT`HUOdA0lWqVlrjr8O>y! z&~>giaeGgFi$`1L=nA->9}wSBKIex6WGl8ZhRgF+?Qk@Q&`*Y3R^`!n&sMB8fqN?R z`O<1{@W8;l@%ic`{nAwEDqS$5Dq#nIxK8?-Kg<}6=goem)DgWN*3sOOSW~vA1)vL8 z*wjXBtCd2{MDBmt3^R*^u>#AJzn9D2?4exsa4J0{ksgf0`KB&kfJ}3 zt8cDC*a!MMIhfD@Um&3^J1dmq595Q#9i{^sp$tAya~kEnLf72T=pi{^I<;KbWEOVjJK`k*q;dR2GZ_Xa{G~_uvSF!vh^5KEG z)?|1fNXw%|uKOPtqN+Y46=dY716Q^FgrHxhaXh87MMQbiyd$cCe6=)*Nb$bC^pmU$vo8z|c=g`hBNF^J7K6B>zc4V1oZg4?O4%=b>E)zI z&Ki0w(`huN6o!Y}(}MGBs0t#)Aa1%2Xetw9=M*4O@jm5>ontyDc<8TEmf(ntlrRw6 zY64QR#eBKrUG{Ub`y%O`BuF|MU^2&?+V2PY2Y)_LbvB_`<G7G z&yyooAQL35`)>LX6UztWNkY^`Fg$Nxk`LZ6Hs5Ffye6XVAIs1`(tE>$FgyIZhC1{Ig^zL%*~tOh;-B(eKv2Vn*F`^h z!7Nl(@Tb`(SFnyv(l3gzB>lUlzsz7CWD|y&Pbr6JOosdhwmLXf%ACL>^6)ouP5=5V zw@+xVEeutFDH(9Starn=3WrPZk73dNnJ>IcD59Z~a)WUe=BVWmK|p`++z3|t({v(9 zXi`DalAS{a8_1ROMBs0)C;~2jFKZ6=ZE(Np7BT(m7gx8^`TTz+u*L&{gkDpDc@x;b zm?ls=;r}`aY$YgzDKU+%w%^cEJUJn`tYc(<={zNy>d!5B!7!cb&CSl$G+Mfq1`VGcT;J91B!sTe~(!)SAO&4Qh)r$8{YD9h4 zm3O&Y@xG^dCoPNpzU-P+xfPxL}iS*gtUBUbF&=f0NEn=f@ zyv`^KwM)FKEN1mf+iB=I*c-29FBfwW~TM^@hA*~mYSMczEs^a?dJyln!EFA z(N2ri#i0OUyGK<5GjR(0bx*4XdPq$0Np_fy@SF6@_3rlziIUWml+Xmj(j^OC29aD@ zDnWd!?C7-w3_(Aq6swOqV}5&)01*mtsBRBgn!dgRz1CQ>9}fEsF|zZ~;8x;Au28j52-WE=JT_3P7FCYM`% zTbmZiw+>9PFmclF_Se>P!mIUHH_q@S08^r1nS`!YM}F zy#x*K%^rjyGT?^mcCw$!A>egmJ9W-?W=Tkb73y_ozZ%{ zo>RL1;JnpD0m&7u!r^7@t6ZuH@39})71Uf<#;N{t<>vIR-F#}dIgtNhC!{IAIo;zv z?&6Bm_DtI$d`ds+{e;lRKP0{2hSMZg+MqMKZo zD#{Eb@E0JrO4ZZ*s_Ha$$*w~{L_LYIcxtIFEfxopk2QTS#CXJh1?GqQciV^PB+({0 z6)$(Dw{>$Bqwf|EYb<@^NzH0)a?&1b2J`B0r*wDQL*+f6e8_4ZpOiXc$z!>#%rorb zMqCU*ZO{5xlheL4didCiSQya(_9ynN#&@|@hr{3Dh~IV8Cb=3im)J|e79(>){D0hFR9^Bq_>1H#J?y|mlxHNrVxo%iy$+(tm5CSyQL`3~a zcd~&&jOK-g2IfXGX-d}9J_2m(I-h+Nl=W=rt77mP}OQmeCKiZ#D;kr3`AKS*W z@m#M%9jo|omI9zV+sr_x2o5F8}ElZK{=Rg9rCEE-p^;tb`b5t4*zS zA`i!9D{QTuN$>dTDC_wf)YR+Ew9&0dR_pPYm%9>^p$YjOiXs(9o6#zdmxsgHLd>Q< zq2}Yu{몴||osJ(-iHaGEPcKeaeb0AyW;U!km0*bCDdh~WaJB5CC3ck!RHqY8 zKdJ~0;p*u%Y+h3slOyY^cn-vVF}uc;l<{8;2ZmTV$;Yc^dR_ot($Cg=s82kL+Fxvp z_PA!o;P;vN8Q+%d;>pyxn+!W6#@NW08;Ttm2VJ~C4fkmrHiJ^n9yT)D@rp}6Hy^e= z9!wp)vSVy?j~Arwc8xYi#x5q=Z1T0`@Ax5 z>DsW=yF?g_

    (_O_c)y%?P-&_G`3Asy0gNjmI+Hi$of{__0?3k*~`kmHnkiLdQL0 z)5)9^ zxwB+shdG85VzS()yH3G8mTwUct<6>|LqCfU=>}}yU0b)cKE0IsG3(m{b>LcGN6u63 zUWb`K?*5N>qn+BSV>oBve(a5Hohs8?EC2jqnnA{^m3UV)78%#{Z=7?lQ2NMkU z_lLh(TFcNN{caP_r>tRFaw&P9SD4Zi!d|v>=-@dsP2c8LSEiJWj5xqsigw(aiI~qS z+{_iD=%^hwx3O6TqCpv<+zeS?oIEXsC2cL+CtjMIt=NX&n+`u+#Xg29bJ=N@sNv7) zU(X$3d{=7GKvwfsM2gpbd7Xo)5ubA#&TGRqleuG9^XV9FWSxqo^|Cq!xoOaKD(tlS zwEK;h@>hSumgttC&O&zUNn4-RFIoDH=ZQoS*zFGMdITtt#|Fun-_1sss8*H}XuWQt zmPVzZe~-L6HyxGu$2U3v#oRaCNJkzJj}i8C_Bf0+m+1hmb;A(3Z_XqjP~mlO_~PVu zio~c<&_ zd!J||XzRC_=zCvr0ZEX03ZFW99e`2$D6l4Ev($vic6?ABun}p-7{{*qI8OH^@LC-SL&v-VPP_r#*6oc#VIZO9V zABScX1D+x)4}DR|D=Oc9^{eOfQYgZbX9#6nC;oiX~>4<7Mdfv9!>i}#WS`c#SPM%ot?-BGCd~*3drRDi$Mhk3vp*{KH|~} z3aDpWW6N!6r?+CQ*LG#2@ePmejvP1@nWm*X~*MmK8PnJ5!M4-ez%*R#OYcermw=)(GccCN72C3exqB6&E5Ew zSkm=^O!MKpj0EIyly5Hu+y!4;9aRowjdwnu)_q%(R65l?G z@LP+=MvHzigTE2Bw(5Qg1H6#YnmK;4c|oy|E6-J)Z@I9dy=}X^o4srch#3W6n99iJhNOpy@!5 z>0#)`tmhy(Tcy+3CRQZwHA^QNB$KQYeNe~-;0(lO;ORYTPM;)5l07m0kck3I$@hBK zAY))^);?eCXt-ASDN4B>WC}%wa1w=0{KUFTX) zCc(<~8Z@PODKwo8 zMs4()2j!HMXE~AwcdoBX2Kf`tJ-W)7l6CmT7X^`tEKYSGnnZj!I zg4tdvw+72#vKInshAz=Wzmv2JGlNj3yBCPUN=}u$hIQ84mqRDE#f3iG$Vx%g_>@h% zYMMQ!W%ZTk`dqTXI6!!Xj9+*&X+_je&tln}Jn*bee624#3opUGyQNtlwV zN)1h5j{EB4JCi`f=h-7r_-s2S%2NmlnA=1^80n!664HxskQH1aTTeWO`{BWrSKx`H z)pF1qY63n^)0faLYz4 zi<&wBfBti%cahy3W_s)w`;m_)umj=2jGyfQhntm+}V#T`S2NBzL zrkMwK-k|!KR)Z-t8(p@UxVgP1O6p)bqN<@9M%j$)Mj(~W|JKqdRkT3se}fFX-cM}# zgk}gK)-9dM^?TraFem&B@)RLfV0e9ubLpjdA5l_)rR$SEu*IN;b0Rnp{iUt!Uju-U z5wxjb-0~L%O>-vfL!9tV7zoan9$t_?_=-1xgWU(D&jt;7LJZk^R7-58x0i#^cXB{g z@9Ga2_=|Be`-_ocgA@PL33&~Ah|2ry-^oDh&f|Hrw%FPZMgEto49pf6&x(H`YfIs4 zM3DMLSi)cQvL^susETB~RHd@&5-J^r=2xon%nr1+F(e`ZUfXE4G4P`Hcwj($^@MFS zr|^UqXx1VqM~dKY*2}LJ2?9NZBoqSfe}*~!(hlI{6^Z@NAa6=wdbQwpoqq|vzyy1Q zUqB1gz6r`-prs=~z`Ht?SoMRW(VdfmhmxPzy*Ey3kAcyk;Mk?yx+@+x{P4f@T_EuX zX?!jLBXO<AY&&hug$+Q=L_9FlFd4i=6my zh*XwSG;VgWTG?7xYq;XTn!>S=r-SC~TiaD9M7iIFjMoE>3vi&t?FUpFB?k`@@_nm( zGJsp~iaWVKFt{zNWXO*fH?bWP;4ZRT_dZj(lTWrvRHZYL{c*PJZ>OlV z+aONQ@ykK1MOM$s;9YX&M1P zZBGq6%NbetXtR%%J?~%?i)jYt%;oKBJ~}F_4EUl*-F+at8e+^NfYa#dh70q)xPG;} zt!QN)BY0|_pQng82xYtJThxwJ=H;yWJ`vZ2tPEt{s3zT(skfeKpyCbYFjq8M+J;|j ztI*sPDfWhP(4ZM1q_Vj1mMA27(yz9gcAxV1%NiW#EvPtz#h?a$E+R?9Eyc|at-S-5 zq_m4uZ(oJZ60Svb$JU`aMPKq*ndXZ`e#q;RVm@Lfr}7X_8f$(KQb66~Ufo)HMLs*P zprBdPSUPjtrFZT_ne?ME^lxO(8ww1V5NOlx8La;DfI%%_21so=s`D$9||Ro;YG`}c)bLcuQ?30m@e0T zqfq%u=rYp6%}70HzihzZ2TA|Cw^HMVuNIRbnz8)~MvgJt_nODlrsn&Zw^fZ+liy*hFP`RynUQvd$wI~wWm_3QV68jT?p>O&8v@6Xyh8cbNbT>OEU&+%AXqced8{aqo?1n+{NpLawd|@$;N5BCw z7UB%CDCT#{&7`S_T_^dKW@A{kDcrKsYB$niXcyZkgGZU#oLW4ssI&R&lctdeskoV< zvE!wn5}wP0#5Kat#xjv}&OBz=*lUOG8`MVCd&zk(B%f|CtSa!YP`xVN$T|=xU!dW{!c^1YnqALE zQlHu$lemvA=}Vi;OQMnwDh@K*+UlN~YO0yMk{<>ROU||ras|-JzEOQ3dbCm7@Llr& zPzPy$mJM%YKhSyWicQ+Qb82_Zku=9UD~{-3K&LN$Cyz6dQU4H2|FU}a>au&J^}1`7 zbm{(h$1S!2uZfvoY+B>yyIcmIdm4QYiRc)QGF8js31#2SDq@waXV-gZtDBL8j2eq# zK0NVpgqd+?Sglc(#lP68?I_({XlIS;0bIeB=^mA*?XmaG?d9riPhZ>l$b;u`!pc6Q zt@?cP?nur*vxW1uu>CEy{g$xE`ReR`-7K2NqCZL zkK%h9lh~*lF6&j@3Vh_eMoDe+)$;)|+;+N#3|UzM%2BM#CWy~1Ov?kN6)f}F+dfUD z`}TW6m!0=(Z>J6C@$L7E*PFH9Jde!xJ_6J|UT0xcbMNdWWH_^HUf^^eSJs|KDUj)6 zKfOC@wH%jNMbNEBoi~oPLlwR)ugr++H@>Q)H+fdWWSrTWh8Ic;+e2fI6F6&7^7>|@8(hMRUo)} z@p|^S-<%V_^>RG`l={lU4p8g2>vC(mnmKz*UArq^tKzp#vA}tFk@489*_&ow+Ai8b zULyhlBN`U~vo-PEg`V;|9f*yHh!>Mb?=%?9aMEv1#ZMy|`@o|M)l(UQGDx{7;rd1W zy}8=L!)5VnqzdaXSlgBduJ&_xrAFJO-&$?U-ND-Hjm%U8`n3WxjH%E1=2I%yNwE2u z=iJ`gdY$&m%p4nc+__3BuJiZ9EFEdqbXUyw8-X*?w~Mpa!m;n>uXpW_eyE?V_S1&L z+%li$D?J0TwVrU-nt4ZPGva^rabGR0J=~1BCVFmL<$vHT&z&pO3us~0|B(L}EFB>O z5xv*`AaK@jzZLbii#Z&9wDx+3sqOx#ur!0LLqqSiw3GNY@A7#2bM@$k(zbb;Jl|s@ zmayi7;2Mx&cejLN(e|PJ=Ic`r|IW_3P_7?2$p#205{OS9G10gvs!CAZWC%0$+ahl2 z=oM5`1ZQBw=kaT6VJi^5^vOb(aqVl!r<#mc(`%t}z_Igh-=eFhP9n zY4xt&RD%|iIt34UT5L5Tti;s*|z277$-`71K*-$TyA%mNS%yU;8YE(iasjoo9APn-P1J!)_aXz}p(kwB}B=5{;XYw@wCn6rnDpfzS!2!Rmb zoq5+C!RUYriF{VhdWIfk*bQwTSS*d*-E14cz<$lG-=7~S)|C<_61;rp0RC0Wi2cS- zQ4RloBVr%`Xxwg@2x#?z7b00Z0a&pTG1=Y`#G->bMs5}32zd);pKC;gD29h2rE9FG#f zXGbDSzZ7=3Y$WRDN zPH#o6mxEql{8^lDxQ{}i+wk|gI`+`#t2#1p0uuXX3t`NQ@aYH{G+HJ6X&Qm@auzPS z`(_TU>aA(?fW$dg13q^5`gAHO$%n?Pm#O{D#XRldOiO$_W}8eMkz>k|Hz!U$oVmuCgq?G&qX}_lPw!{&BgnSFOn6f7>=>+hZX1JWUQj= zV1GIo6v-shyYoPg2nFG(j8guA#HzwX*tX|%l?t8OeZIvKI$PF(YDnk1NH>RtrD8S)>A% zYOcmg*Gzi{UF-GvQ~o}VeF!*W+J8=Bftqzew#z$b26&prl(OY~l3})&yA)?_FF8fsGx(R#)+{B`ayFdSRK<^G(fPpr{K~1yM zm#m;N0WS%XbI5;P3<9bG$db^|6(IfZ#so;-bO)e{N&j`AwGc?tPjnW+|Hfq>6m&m^ zfHy$wpVxweLDI@?YIMh^^VH6dlOd7?-~Tm`Ap-!rmr5^PUjB&X{k#x{3Eby6P2x># z*b4me?~qe~vsU%p-g}JC^c*s0`CId9d*mNx=^J%HG5lhz^e(38($^PV-Y;m}i?8j;2QHb=bpHxxOX& z=~fg?3HmU?a$(wg)&II^6=`17Q`73*n*I!fy_FuFXz8F`lO5uQ^2Eo|_#OmE&B;)d z=ReaG_V#l4cgd1jrRnWDy?@5r?qLf^ zCws8lhxqEci<$eLL;UtzXExA6O5(e2_^vK!B&6;A%gHq5{=6x6rO3*PLU#m4-`g1E zB0V(FUttLH8?PT_=Y0%cSswR}*eygXcXMeW9V$YI{9Y95-vPCj0m=Ev)qD{Nqsg>- z6E*1v>?~d@Xf}0`wA0l*$kJSa4nrP<5q|D@_G!V+Xp*oi7#n-By(s5ITE4q#ikMEb5mmSPSA2a$Oj!pul`k~1K4O+fW~3WVM(>? z0qGE})SAx5Nsp1$^LkT+w^*2m;@bqK-S3wiP$Xv%&?8kdE?N9jT#AJPRAX59!chrC zr@QIfc>R{W3#>6jbl@;Dr3E{IAxV0#^tUU0%WeSg9IZR}H4ky;$y?6N4 zR4hlZx&lQ zzr$%k6PpBSw6x;lCVMt!!%ifVE$02e|3!Ha0D&m5gCh4cm*IH_!VDZg|R^Y#h`sKU^t=U^@sUye*J%Sh;^f{=XOp2Q;cpMW@Y5qMl zSb!rqQK21&@YhiTLqO~Y7-ldo|BZUC6!7-7N0|BGe_YW=mjpzUNwO}WiaZH z0nT3*lkVQG+m|>-^t4;+$BAX1fHp502SopB14A2toPSfKo$+<+&FBiCX5fD2+egW6 zKcFuwjPv_|V}N+5oZ_`TpE+f}wl>^zKUAR}-vw#;>uRR9$K%Ly`!f{W+X*wK_9~Sc zvDXIF9?wPo^%k$6^>-f{6X?Ya`t9&w+N(9H}g1R;EU+|PV9tS`ff)jc>$1kb#e zC*MY`kN~1vJytGM%gQCtAB_OxQOri@k(<9CXyDM#3scXTTq`7Umr-6imPab}VsXzW zcRf7Mb9%|Xj_#@#ZbEYF^c8jO%T%62OWm2zX1AQH=nr%49-=Vv-T$w>uZ(Kz`J$zi z;_mKHtbyY0?(SBKOK}U(;_mM56euJVFWTZBEJ%yHI~4j-`Tak>wchual}}kWcV_OL zIcJ}}&zy++gvj}w@~zs_uQU*tc`bPabt2|F{C?JXDh^E`;0#QcK3en&gvCn%G6dwsvw?S%H^X?JjLi#2a5ZxlN0iS7L! zxwt>}v!i7d&y63fdp`{&&mRzkjvMMe{m?4F8e|kCBEeH1- z3C3{)&14ob1sNL?(?3%XC{6`4AD7Prlm7>5Z580!N*M@!{;hO4n#(tMU^%BCHSDyA@8&~fa&<56y9r;K{`rl>U zkvJ`T18XhYP502Vs^^@HHB+-`i;q$NZ-~OaEtJS#*jcT=C>-1H%Z+KlcCUv+(~9+o z)cy=yzhK!!c?c*V99%lc`@3CqhDipT~scXJHIFxdy- zzpdHDPgaG+#L~#YfAI?_-j>dPHyMucpA&tC{e!-pft533*!fsE04RNAH1w4x+jhgQ z4+;72BMr}kd!%_fEBLNH_O@`CcEqhB=Nd!%DT#y#f!^T^moO#6X1-u_SI~1!`>Udm zC}5hrg2|h^odnTg^=)46Xb(%b;5QVkVVKS5U_#iv+c@)~H|&iD3bjE_PEQ+K@fezH zm;>Cm;Y7DT6*OEA^?{JkI;qvk%rrqNITG`^vnO8uq{Tn*|M(DdVw4|wBC$=p7QXMa zY3Ou?@sa)mLFSRa9h8O@P0e5XO3ks3K>FYc1=P7Uf(rQ1ds6hX6C_r^V@LUcx^(*@ zK`#HCrWd?V;_A3Ha$O6A!H~v@o=~@s^6LJuxKQmyq4Kge@1qa8pJXc8^T_9au!;-S zGazKHzSzqQ!T97Q43~xO^LwWipd!u?k%$Vs$$;~8E@_#k`LxK-jZz_q6%n3ChIqt> zkmtrOfbhr5wxe*+NMh++TTwL$By36~)lRh6dK~P(EuXE0S)q6(6WZICJ9IV!FYOXG zU3t^c#}6AtIXmg>Vz2_Hi$GaE>7e~KI$FSAe#1jLP{dT=^IWy>r!v#Mgsylt4+ahx zCn?^n?D=&(kjynYdc2V|Qe|vH)fau7wUuw$Ai0D9syq4lEqFL$`u9Q>|An%ErN1=w zOPB`98`ovgw3j4prVk|9`Xfg_dS?0)Kc#Zud#>#>b14p(*Mx)LQ0YFVqH;#>GXyrb zg=VC>l~4MVS2lV)@w9^?@Mpwt7{%4J9X{so6(SvQ5Lv^@ zy9EM>Ba;Ek0KUHZk7n^#toy-lGXGra%J3tVt|@{AJT$qC@oq^eygaZkNh3S8k9Vlb z?&sPdw;RguK0H_G_Rr3Cr+D4xO3k`^tSnO4x%sZI1sWY#B|N%Hdf_c4k(qEsW&wg$ zJ0;W>_hS8-C50;RhpzS%bI;R@XDPvawGbz${sIFs|i?t|o#?9H zf3fjyBAg#s_m_d1!No@@I^Xqv#x_T&gC(|~mX=Ssvp}{NB!(;M9BN=cU={H0{M{L-N8J;;d>PZE7V3 zm%}yGA^sYzEdV|3IDcEuZXfYz1Yyb^(~pTSCQ|Fh-6~9n+OdtSYuT=lxMpXig#5nQ zMJMWSZ;9(+^b!B=C|Ie`R86}ntn4*;a>&m`5(nltbXU7l)L34I2ei%bTGgAjd`_VU zNY64J`GE}XU%%?j(ds=Q5tW^W)65T@rO`0*$jnc$ba4`*@KLb6@h?+~N|J}~HgU|)kY$)y3=O7~qSM){7(jNRk1q1@ zxAfDrH1&i1B6pej5Xav4#@i@cM~yDBFH_d+?AeQEbZ>xp%D(ch=q4L6M7f)5bX*-w zqWuu$ey1=XLNrgL4BWn4OmM!8X5Jj2CM^mH_zRXb{nsNkN` zA7`GFeh`bvzS?PTuf7=#G?FIu0Q<1&JKb4XG?`v$6qBZSLvDYpXTPl$ zp1;yT4P;E*$wo?j_?^wvG*$X-;Ww;lGK|I&t6&L(RB4IyP`DI2Yc&;}@P*>g&R?Si zId@joc$_l#8^u17D`ioWsnps=?7IVVl}g#Nx!}=no%x7y%*-aPlvGstq!af};*i)j z8aUN<8Mw-JnR8PisnG1Jez0IAa=Q1dgjspSosP&Gv-0{2P}=KT4D4skZT)P$`ki3z zl|lS8e}gfNE}fbXOC(>U4s>SEfm>mnuiGWZbxSum#b#(jXa{^+AjPg%HDjgsHo&@6 z9Z#P9gfRa#dtxrd62RUx)fMnM5QFrs2>(KI(wVgx+9;9QfCi_pVCL_&?6ftBjbPcbpkKiEx8H$+M~SHH#USxf@eS<8JNaAuw?X&6*Xo|40eD&+25 zLs(%W_fF))I2j97CU(b$DBr@+Siflm)R*8GfD5+|=EU%fZlcsIyRq{mT!zC zBA>yIM|E>xD2-`NSuUd{lrf!1Z(T1Vzm|O)6gt?x*VM{GauIyR>Q;@%>R;|t<_@II zyi|-!$4LN zF;K~*I0GbvbUD6#rD%|^I5w~lO-kpE&k}a=)6U@4q$OR@jSqtuLEN{FX;j)f#dm_j zJ83{pzqxyY#W6~Vz9d>zR4_i4D)+DM>;TGPF>h(K*0UnJ9%HJlqB&Wn_cs~|*ty4q zFDlzdE-)RWLZLFcCep1T1OO4v-z?3ktgbFy>ip#s=9q85rt%FyAQ?X6&YjdoQGqy| zZ(m7SZe7=nK&6!>*Gg&c@p4>}ZI;eX(r&SJ`JBga|WNl5ZEe@DOF@wB_Rb2+x3`Vib3xTx!KTBGi>)6%l^!<+M3DoR{ehZ4R}) zXBdB?8Jfvj8&7XHu2WsgQYE*YovF=6P^=eK=#2a6N~ydX!)HMht66r2MwtS&Z} zSNIZdo|;ID41OgK?Ra)oG7GPcMQ2~#Bsbzkg$E1-Ohwz2O-4KGzt-qdmU%^x29H6a z0Y;q-`i_V0mx82+s?uYU+2VPv0wF4KCAOI#7+CDQ)2}AVW3%k|m>%rLzghdLbPnX# z&t!#>9ZomQ-B@Z9)y?q_r-Nm>I|0nbc{1fY5w--tWa`UCJ?=2ky$}2K4Jb1H4Vhv^ zWchg)@V)>>+l}mYMcJSs_$v^()wSKnD5nZmO#6-^9wqu7E{d#!=pLb1b*`wS#S%Dw z|E&62mk)A2#{VcRSW$VHyak`4)Xd9#$vu)sTp^nz$sh+GY#GXx-#zorSE4IIH}1y3 z2^Z`^8ii|EZ3)<}7<0%CGHSEa#Z(~QzZV#yfK^r^Cd#K*tW1e);uF6cwzt1>c`YBztC>u2SdD~z%mWRQ-og_WY}wbO$X2YThkSw>=Oq! ziKr;IR%U&yVtSgGbqn`)^okbG2KZMEH`Bj^rouulF{3Dhh-|6lM>r^ap~a;Y7XgQC zBzjBXnwyWVL9*#Texo$l7bcc+T(*Vs))(bD$m?&8Y+A;+o#)aj+DTYOhwk{pQ*nEI zFxbL33@IHoF?A5F+PwM{5MU=H5-o*On-?U6%V3$?j}gbd_{B$c1<+O`_Gz{s_L~y=@T#%_0NyV&c9KqH5m_SkJVi}v^4Z+rey~BO zmlBGBPiRA(a_Xc#1Em-Ss~uMaGU6YQ4+ozh9{AxXZVbS9feccv0&SnSS)3dnq#%&e z<6`(Am=+aLa>s`v+Nh^IAIoknF)r2EWf{VU;_?3=IHBAEMo=8!GUM(~HYDdGt4>ue z_?7TKH{P7EWiS}_l3U@ctGHW)m!q)Ec?>&-L+J>$3=LCr*%p`0x>@(@l+9sQVfMH6x~cV`D@9)pArJ6& zdG-=pN+HdwH1-`q0tU;;l}=0zHzSkfwG+%M3PjgEUU=~UvaGs?=brOPtJa@lDu*CW zRk6vxTrM~G2~e(D=_TD3^eFNa{T6dgsixuSFYQ0%swOT~7Z@t`ep$G?di^TWEfH3D zNfaE~0ivs-p}ks}H0?=sM^%urrIJvRNafakruz47A;xtV9wZ~maFSd@Q+$pv93q)L z^XP*U8WKiVuH;6#rhl3yD?-?%v?8%MeGTRF&j}Ozu7^KCWZg{07e_{ty=Wxdn-?R@ zth9nb5wouucE9-YtLy)reY+SzJ+ll1DqauD_x!yWzTkS&waBrt3E`AkJ7|#IbuheD3Jjr`3}|c@+RY( zRR|>YtXvD_{J8I!XAmv9ADW)glFG!G{vHf$uPR7&9ZrTT$rUyU#tO4Iha&k16RS3(>x{PymO`46Fq)E-Lv1ZiOt{_w z`)jm7V6@kdR2Kt6aSN)qes-Wv=jnEcDJ{afq+=CD4)RQLcW0&1x8Mpic=03n>~<#c zqxhT{eeo3>ZkTh@8`(M-S?TmB8+=t)_S1rA>fIP#e$0dIF#zLh3yU$oUQ$JRIL8c& zqfYX>vRRz^9u#H1`xS)Cp8|2rMd&lbcHqi`l^~=FaQjE0!h^et7men}?p24bl5O_R zyQKX(Mp|i5sdxuxyBb_jR)kzNWBKE!fK?inDr!>Qk()5Sl^o;W2`n23bFz{lgzKQH zN*H0n-C4+?e(~NlPGdI^rh*`S zLS$jG!x3>8ZwqykDN&eI=2UMA8T}or!-yz4IFt2wqk^|dOs~faG_WvpJfvz`fD5QM z{Qoia3n(xm#0sNvvFi)+%e$~2o9cvcS^xB(AYB*(Zm2$HV9nMB^Du`syF{l0 z4pOP__U*u;u%?IN*sq@8j93|-l0OvtBo@5vw&f0YjSF}(t;g2_ZA9y7U`ST9mh#{y z6v5~kq^a)3wcHzf`1ZhQFXCmj*jm=&1 zAHU70?y!#j z{Tt_l!d_DK(!H=UCLVU;w3V@q&Hdzr7n5o?@w68gq7q&F{G30hXJvF_0caFv)Ae8SEkx4w+wx-!JqL}_-mwD$DCY{vJ9Lz`ezTO!~S zlvc<6>+X+XGB1i)b8{jLM8a-s}cQ`co?Yql{TVe*5* z*IcC(ro=^+`~=t|%1#hBgNJf@_xWn|ZSC2?)YdzC2R0m$-f8Xtm)4PCS6!vA2#v;s zp|b{2y-s<142+qXDETw>;}GtFTJcm!V%sc(u)<`>QL)Ba@kmuE><~e;jqCvbn?yL< z8|-(Tc7=62Q+-^8$27~pnS@}&Tz!9BmhC##gwJYMx68w&&BmM0K{#^>>llm{y;ff= z5JpW2h7%S~yG51xoOhQuf2Qhf3N)#2K7ur^S%_d|#I}`kX-v)XO)nI`*xGUq#7qrU zg`d9&Sbn2`h8q3@&(Z+h4cJgjKmZ^m5Kt*w&CSAg0G}cXPdSEJ^{Lq`OXp_u4fa4q z^uxJBp#0V$Y^Cf>KAfb^z$LpRF{dF~C3347E#68UM(iYnq!BY#JyJaymCah&$WZzu zbYSTx_19=jlZ#VXiqC`Rw>!!e8*1a5`f33<9ZG6*QO0XOskI;#@H(ZLt@pOxcq?;- zkNn`Edsluf7IBf}N-Hy4ATzgX!1?+vO9L$Kp9YOM;=Cysb;>6hRoGFKn59jxV0vKS zg3A%_%lFY0LS4d-O_5xy%=k&0q_A&RW#R^(`q=TlXa?~B505s^I_kESP7{?}4g*j3 zKzXb%&HpME=&$^ijd|OO(cr;aN~-$qW4Sam3JtNpkh!+EvC+3m18zcarj93RpsMNz^q#g`+X4jltQ3BLXo?TN;Vz^^=|^e8w75LQ zsRX1xMgdB^`qrosvOiP@m0mv`N-`VBSTPPf!Z_OE3@)Q~Jy9_|-REdk5z#rW^$4j{ zza5cmQects$x*%m16Sw|N&8@+{B}mUw^y^R^a~0I2+u;xGxS#5=cM~GwF9?vi41F^ z*W&yuC7QX*`Lv$HtPi=px*ias-zuO!jI>viH~j0s_K z{gEltfL0s>k|6tI3Kuxqp55ef>fbjKEbL2~p`mAPSQHyKTX|6xH3_?Mfp%}1yNF-_in zbTIX3IQ|5$No=7)roFx!*_~IJ#enzzD+*zy5UnGUHD6tT`ZuL0qh*!K`AA(%?!?JGIIQgFiV8P@XsrjgfCO6)`KF-c#^H)@NfnLH+CZrL753 zh8;c<&97_8om>bPtf`=Hw-)DU{E9293Ccq*zwy{^TgK$KaW5z9N@1x~Y!|Ou#~$6r zvUXt(JBgs$uIWSR^pRET$K_tA3IM<4%`PgbAy3qeg)d^%rCsyhur!2S(JyIaIlykF zEhlIz*Cs9C^Er=b;VGIBuhzx4Oj?&uK7QB6C`WE@K~q@}D!Pdm=nw}gDX z!sse25dJQ#IzaRmEJPRYhir+NpSQVZ;N-+FV`NH*1sJ(-Ad^U9%{@7!vd%AM0*Kf!!67WTDuEgS)+d;a( zk^V&|_|BhC2q*fqv^K$3s24htQe#QlCvD|;sQGnCLoA+HVZ4r=9okszk(Xqlaq*1+ zccww}v!iyMyRmH%qaqVdS>ncXuI&QZ-c4h$k7r!@0%5aPN(LWio}rnNk1tw=?ib$B zmL?o)>esJy&mHAX_lxohHu1P#o4z8r6CXv#R~~iQs^Qe1Ctf)V5VOyBa#qX`S*uyi1Txq}PEq@XMn3syt1E7~l_Y2mrL|fLn};h%-$plW z{H(S65v)Ls{kAw1Q{y^oOe2oi{j274*la3%xAQLfCk~_HF1B=6E1nyT9qH< zC{(>gPIh30O@`hMV~Zh?wR@)5G-(P4#U3sVImVP}0I)V=o($P8Ecq(3Dm6M+SA!>v zEBaxHJzq57-tnQd)K#&SX|PF`#FPVKxcU0o;pfaRE}?rTP!+b}_o@@Dj1IM$+8AFc zcg1UU1pv4e*Gy%ju5O+oF4rux4ejniw}@U#XLoNhYNPzc0{cvV5!0`$^LD{h5-4^W!r`c^oQxv0)KHCYn-ogP5mULNComHNCWD ziT;KfyLK`M|1vhVZNHg^Azvk4k^h;a8Xrl@{uf2Er&$gM6e4 zeGv&0f<4SR*8vJbN3LFpPbIv)A)O-GUh6wiamN|5|4ia6$P@Tt=S)sW-y5WXESD)+>ANw`h zw}Tq)U_%heEkDZUgtym39Asbkpm$2)md7F%!5_msCm;|Sb;;{p<|0vSY2nJS57Ku} zigMZB&86%Q*A-ShNYOBJU-s(d9w5b|;yYpx9(!L+dA}Dk23GvgC(jk*fO8E*2TU-0 zZZ4qGNJC!Rn&o)uQkAtkKBv|84Jp|nGgj;E{9ZGUPMU>Gats%vL-w|}=~*f6waQ7B z%9x{*vxvw#x@e|hpJlEpiC!OH5#i4I;>yk;WqG@g1z>9}sBL(7CF2pHh?zIXFT+wA zl~Ip~cGLDcYP9S;M@Vh&^Y-oLdUjdwN|_L#;c|MsLq(%i^I<3t$SKmn1vM1ZV)JooGRkn~}-}=*-=x>^_ z79rb!??K)2ydQ5_S-_d+R`@8X}I{v((QKRp8ZQ@sZ>{f&lywAfv}x0LMhqZ zBLkx7@U-Oz!P;s?S5)5Q*sE;tw{liq~NHAQqR{3%h_YV;Rhwv>3rk(La zIERt{ak+gGurx#deU#RJ$wxu1FeQrf|99gbmH&Tv8ig?k=q7yGV1^!PODRe&-$xHW5Wb;t_N6Ou&)ko_p7RB6wsEe~?U2TB z9ujV~ZzRsWYEEn6J{=bPWac3B5b(zloF$9(=cIw79NP6bC!c^A2FPLuni$m6&*0GM8N zsDdwtC{-JJ)y4BJqlqRWj3yu2r(qstEz8xmPr!sW*p!^@K*>PpoT4zH8t##nKm|9-2a z&%hZFdDylw*|&vi8wZA z%{~o=qnS>ym&}GOb5&R_xa)Kvtm#m=tKrJ6<(@R$JS#d=vUuxf@G8@R$Q7`Q9%)a1 ZJu}gGKd|G>;137;D9ETv*GZZO{~ulLu2KL1 literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image10.png b/_published/static/image/collaborate_image10.png new file mode 100644 index 0000000000000000000000000000000000000000..efca0667b2b823b2145909251513409e5a2d5c6d GIT binary patch literal 97286 zcmeEuQ+Qrov~Ht@jm@SF8aFl?+qRuAwv)zcY}>Z+#kOtRIBEOuz0cnJzdd*7BG31% zHP)JQ%`pewftes_Nuf_L*f1YHeE1|H%rE=l0|ds051>6zpzn9^$baFz|3F&_tJr?{ z0E_bb59C8q3g(9oJRd~(f52{;OXM(f{&KM6 z=jUM)MM0D#;0pD4bRy0Eg8+WO+Bx4W|w zyY|$g&$RZu>bmiEar(xx82AC{Gbq0{F1WlxX}<=ZTx3VflDw|1APfq~7anlcxDR7j zVe^WqC2V<-Hs3z|d6o`ZnY5a&C|4x*`!A3&t%G=Go~sL zWIY&+wzV8gbV(;3BQ@}y%m}VH5o_xk_yA~(&+>c{X(8(XI~pfZNPvbr1Q?k zz>XN?0>z2T%bkaoAv$JdcjM4FbfU_rw<@LZAkpUA{T~qw@d?5Dt_nJ(zeWPZb5Van zMmx8YO|ppo-i7zq5x>V&;D7hj)ekF6kuVvwpj_oj(hKX^75=+VdCVZuOoDvm98=~* zSxj&NLHcNrLk#t0x%MxiTEfVaQ%~ZbkAgaigfnExi=(188=xI3&BFCHD;k^{?Z8-z z992dT3>$t$5QI}i4MsA%C~&+KNbqZ8qm1X$aNT&7rQdvi%AE2zh6$M0Oq9yYT9~0e z3I?wc`@|HG_4nHc4+ujk5})-B{i~b zr3LO**gcA2-hBM9X2ovpBebm$6D{eq}th>k;tB@blZvgxOPCq z5XN-B$YGNQLa2#*Cw z37H{73?5J#a9cWLvA|IFc@sU$9wa z7d&L;|>DF%!wDXt_^>lFi+${%xXe^KpkXP-aPA&u18 z#nmnj%zmV=#pO0)rOqz0mVwsWw9%16fhJDfOEJ_7?mM@rzI5k^5L2B$d9o+(M_;&!Z<+C!9A8Qkez>O{H|~{XyVQR|9RieA#XoIl_m3%!L&iY zG^WzXvLS5(MbR;ld@rX2W=7!*ASDRSaZv*<_jO37>(fR9PhO)Bf0o~?Gu^*rOrv^e1u#HVAosonHv2nO`>K(Y;i+Jh#IFU1I538#MxF+>)p?j>ZDzf*SCy4U=>>9SYJti80i-Lt)h1 zo%$j%)~RSzz_J;F8Y5yd65Gnq$qn>tUmz;*O!uQ3JBJSyAzyb0OulP&Zm7>uTKy$v ziH2?T!c6x-74C=?JPmTC7+86QE?9G9<^3y#?W!H`1|Fz?(ov)X>k`3O{RFn2p&%;B zyR$olTF;MtX+nP!%J`glp)fwC8oUWf$@q{Nw&cqTrc7Id^xNtxQi1Mdb9&3BjOv5sTOwHk2Wq)jF`x==LGpB<|T%71c6i3~13+dt7Jq5LZgo7)( zN3~IQK7BEf28l`=Z@XzqOGbpI$9K^J%rmTZo*hFMQga=bi)>XsMD={%-*qd>fyas5 z5$64aD!rtdD7kr5otoUnpRelofY( zw>CcX#~9xiKCJ4k?(NdLu@Re+yD+@AXn$heZlh#Qi7|ResOHMlXz^AJH%9eG9eRQx zt?4Gb{v48I6#3%UpS7mu`b};ziePbItL;^hppfq{oj34(Rty>3L(t~IN0U80 zR3OW@d-k+Kl|nY09y%<>0-g{nEXUyLJ3yh*rHd<`GB@kuUV7Q5mkuEXh;;63?t@DZ z-s`_LD%l>Rjl6hzQO^n?GOT9d6Q#2W%FDs@Jt6Xerw>)s_*}Xw5e_>qwbv&F_-)_k zsgmT|7Kf44fo)?-HWjX2zb<)_FdVSdOPk0z(aVeMrKm(Zl)f%Bhs9|)#1MlH#f$Uy z6-~Be6EzWeY9S(c-I~3+vZkP>6Ou9{f!qA5x#S|H;B8YrU0Vas0z?X5ZoyZFAdgHh z4#FW(wibhgoOuzoJpOE`sL)RHLdA)dU@i^!!OSJg`KU#Om{z?Y!;q-25iGnGhK$@+ z$GOekkkJ%B_v>%3S0WF3j}jQhnzfMUZZ^6ft4f9@`3KYOKvzT#U`~&CC?~2;W6bgv z6J{#y)ODl90WrmC+yq*dBEv&WM5w4wi+lY2DKUwX^|Fdb&PqRk&?!@qC094&Qa_=> zQZUZ0;Y>XRIXXBz$R6O5HY~%#y3B0Y=-cQrk?xrah>nlIx37(0ufsy-t`ahFDlEy5 z&f@E)u_e!(4e{RRpoxFlJL$~Oh_t2Kbys!f(CUclFO(0je&V&D-mYFymO-4bTKR-< zD^|rgjnymLC)aGSNqa@4ljdl8`>mFz5ZL#P68iH`AN-G2)*Nb33 zC?vIKVHeTEcC!Sk!6WRc+JOX!x{<+^s6f={r!WG{-us+R7v8vQMQ ztQk_w@^ZBDMGHUTtx7wN=muvCNtR{~oF(vp8Pe^F1V_4ZHahal&UA6j&E9nx^513! z3AABIk7^=@fond+_`mS?Ip3h0{rK3u*Ht3)0n7qR_@o-68CSIK-TH!)rR4?_{#E)C zFJMJ8WCjL-UcPE6w_T=h8IEuqKTuHbqW`lE8^;eyb`HN54)5=~iKfxXwZz^!!BJS) z-wji$(2`X=6$MQ3^|Cb-VaG7mf_~CM<<9uk8j+Q_FUZ3c$A9&@c*AV*5`qq-dbNzn zhP-U#=uLr9p)dL#18Bpju^`*40HGKtqJFNIl$@pB{Tkb)rwCODG96 zYBtSeS6Qp={dlPuF@-E)q#yBxyr}P}M;WBME{RmRvL2>T841d8l5$li>03r>o}kPO z2;ut17Bppcs^hNms&sN;d2zHH+@BBw?W-3%M_vYOxUq&||#CA7=LBoGZG6R|hDoAsGHBlv-(r)~RvIVjd+ zD#(}v4QXWscoRiZk5t06y6dGkU!bHzA#FxeLYMU!Kfp||s=Yu^k}_3338Pdu(8_w> zb_1b2DvX2=_Nx3SJ`7t{WDifzA{He_!gtby>F-G@=D7=t zsu?Vyuhf7Bd@DoLUe9W=YzMWFf&9&-qxv60!B~yowc@vo9OtJ~d}Pp+S%>mdhs-xl z;}$+l99UoI+8DD8T}UFdbS|p&z{%$(ktP_rCi0`_)Z~mw!|y9mutzk?q>?+7(E1|e{Kkm#B9pu)w z$np_^T2*U)P9L(X7!!dp-J4?A?`{DKba@p0$9av;d|gUUzfoN!M41^twI)fFh|WBg z3SY&HBzd_1aujJ9)0dJq-&)hKx()@}>BLm1Da9u#3`iTRIFPSPYaEg_&;OYjSAtJT zEYXRhSXl$$RJ5VgOQ5OJDZa%o{*wl~6m{9j<5!q~oQle*o=syNI>u*c2gp1H_E>Yb z29|jzy2OMd@*|OKzuLrvD-a)s(1p#SB#Ay4#KCZ>7s+v8o)(+{;Vo>k_68?FOsHe= zw00h%1(h|xuUXA>%R;##LP>vSxA$^!cjx0gSV$2{Xzn^K+?S9k6|=lSm3ZTB=oIP@ zu5v63!6J3VhZdTUP6YV++SJywVjKEd%x;kKIkuZ@BJxi;?tg%*KB89?6X1d*o2$t8 zPq2H4JkDQrn;kr{Os|I$t(-HrJFDfI&AhN_x3GDDO7cOE;0SjHJhQL3QCw9#_Zn3( ze@ta7t<~^07D>gVsG4dzj~}^ES&>=V%6YLNDYA@57#mx%&%d%4Tdh%K-OgaR199p}&e)^G~yE5eOaHK{~ zO+`a3SVohP8e|Zk2Xi(-o!7N*ec;J=%nYan1UxJzFPj0qfB_Xi3hLGv)MV!AjjYz7vBZbkr z^ZVnY8Xa`d-4 zlJFmo7zAEJAp0Cw6*PgUd7NEG>Oj2s{UjJ*4}^LuN}LVG%_N*LZCup@yDc$DN@J)^ z*x$Ay+<#0g^FNd`F#t}p;*Cf-AHtb+1Us1<-$5mF&eBI9B`x{^eeR#Uc zvnZC$E};5zV}LZ{EzT6i<&q*FJBVipIiv5obe=KSdpS%cUsNTr-l{Tic$ei|-HT%) z%sX5Dw>xJ8w+hL(7*^xO`E6L=Z-9f|dsE%pCKTZ>)K()G<$np{F+;R^V8?y!0$nN9 zL7F@Ctt5q&vn9u_{tyor8%K5qsF&Iy{}>GnJp2s!HO0ZyRnR~Q?#bC+Ql-!@UD=CA3^d`7-_DDjj3y+ z{^VWIz~@;ALU&07IML1vCEp(rB;r}!M!FdP@mqg+vcZkR?Xq*e;r(8E20X|kVJVn@ z);rQPrUlK(QY+!>$Nl}>pA6U^x&3ottn-`LVB7zD&i_UHfA;1`+d+|EGH>1=W{`yQ z0M#;XG;U|n%$){eZ#_4BPpT|7$@8QBqTxuMi+cGtkr@vq1^lyl#M!;LMIKX@q%X za_pC(WVI%t?H>%!ue}UjvYR|)9WMwW4(EN?>~@$JM97|*EANOBoS&8?-HRfpY%j$) zDRCpuuxbCP6xO7F&&Qtxjgxj|MxU(ce%PM$t9ZN{{%hWvTrhPqEGi% zSx})VU9Sd!G?Y8XI2O;fKDh2jr5G6PR&R{$T#zCj&S%AYl=Ft*CrXrtC2MX7eeNWT z++?ek^)^`4OK!cD*lgi$Di=4TYcH-f@$7mzyz;bx#|Agnv@^Q~Q~B{%^z=v&+0I-0J;Od_L&#Eaxt;gQ$*c-MTDUHzui@Bs zX6tXKZrC$|MI zi4OiVHorC<)UV()xIuZye{6$1X!xbh#OdkHE%!z}Sos@%?5fqK-`h|LW%^m1&~lOC zT9Rd`4xl2k<*mUruCP3nUhP|bbLa6C@j^m!;cY8xO3Ie$?M9E?2CoD1Z^RbZQA5f@ z?y~4e$oP*enj#yo9sa^;XAZ&fSU(|7#D2@+aIFlD*;06Zub3UpGg|#uc{_Qf{T)4 z!;bD6V1aEI5(St{86V~yOe##vO=aa5B+oF**+@O_%in5h24B*G-0a56BQ_!8R}a0Gc5E(_ zN4cMy1f=9i%Sr&|Pqj&`RaiD>+)^thuwzNCnO*I;l^Z0Bbq9j87Gp2XjqKCnYrbb`DFr@1C^(w0Zi$xP@5$tAx=%Z{d)$?$yI&6D;dz%?-g9DTxlg#}kE~HD>-F5w z*HW?YEyZj8Rh?hxM0hKE5pDg$sOc=+0CksJG0ge@e#yu-`R3c~*44 zETvq{U&S8-G)bry)897JIB}IKCt2WT9D5K149szDCTd_CnyK!+?LnX>?=l*N1PAtB4>JQCZ%*PH?u4We#Mq2J0 zo$Q)UFU09wj&&2JUfxOs=~}HGZ?}E8PpWM7M+5Dgx<@KQuTKo^H{la+&DgEaovc^P z))A9Kq2K>xpMPtY_`9?(qOyu2uHxv-qzy8{cpX?LG?}DYo~v@j%hxrUT;82TQ$4l)NHnkASk`s^%XML zlmT^!Xg_E)3s2Xo*>Z)%^XMt%UUXWIal1&M0F|;= zgk#SOHP`;^Q~HB>bgR(G4lnDqz(1IPhjjd!U{szwS~$tSYzCx|+?lL=nw7=0CMmi~ z7ac+#-X4dMlz1Fknpq;AKC?4T6>9`*O@OTu9gW7Bl{tJZEQqnNq=xJ`kB;3qpA7U^ zVX{xFo)Y_c11tFs^>x0mo92l8ZY$su^a#vNN!!ZG*h+8*+1?9lna$C$%`_8WDXiTU zW+V7yD*n`4?5aoX7O-c=@_ou(?6YD-+v{`G&)KW1(f4$V6W~XU5^CW|(dHWU12nJE zYa>zSjorqLqw~YmUK;=dpY7!GZYuU;srzU(b1V_VP-k;fcbFoUMc|#* zJ>25!b$6QrA&o|-b26aCUvr{AJrZN>Q6Csgb7(H+;@YlUrN525jsX~llhGfEDeg0} zUCx(U@gkeT6XL#K&J}BnL2m>Xl$|K7QKpr^u8-o2WDyh&gQ3L3J3R>-%+4#0&twiV{vBV+*N*Ps%0yafQxE#hs?hcHi3Z>P`$PA)Z#-tu`N9+tvPwbR&1$tJ_tE z)(YiWudC)`spRPk2CYZ}g1Oz~56)!@(zbJfMtnKF2u)Y!mZX5=$J(SYYlvOK*Kl@x zEOVPkB*w?vo4c}g!&JLTZ$?pcmp0oOfwe9=6J`!o)*p{?+3gAz&;-l-Ldo^EZWCY# zpV}9&mpfLZs5NC$8zvIU%bt5nRLrIq6weM8tm>zP$V{INz1}QO1*t+t7e@A{WOKV( zqEA_1n@Kfp_;*&i>n&NFC`Mp4L`O2?$Jp)QT^?rGTHW+hHJM_6{DJN7h22c>!=im< z4ps(S9L!*BUe)+L6RoT2XwVgdFF*zY-W@a8Z%NF_LUQlgOV z4QtgNeccD1LH!bJtiWJam8tDo*-NI76ddfpumv-z6^3v?(ahKVi^*OxS$HGA0_DC1 z2^Qj{!$NcNRGkQ?X?^wSw908F1<_A;pNzl*R^|-5UFusY{24n-dm*2Y$`|oKC<*lS z=5$RcQkz(2j?{C|<_v*=!jfHHS@Ot%L3FXsw8^rAD1?Ov84u>9;_8FxFh@BOx_R~l zaia@YW7~N@bJgMPLAs)}ui)gLSBR8H;5v&G}A;5gDnI-FanxjwN=uON% zs7h&ErMAV*k}wbY3qUjnbXxu0GK`X()cdU_1BTOZUuty&Vq|iZv>zWY(nbS&ioov~FHe zJe$$QTU&Nc|3#5bmEU9Cm(t*_b6mghZME?#Nc>^#ejjpoU&eJIC86sdNKOwuorV#n zCQ`!i@k`dXAHt45!47JmXc$gC*%yx}x%0@SGk8mp0N5(Hz2=8e#_`oyi6XN_5+Occ zO4+pe<PqmUVkEh4!k7ldU5NAV6%$}EIx{btmXV9~L&bum_QwJi$BpXidhtjHBR2T`Yj<%A8qa=qef`FO>X=^b7tP%SnTfvCiNXOkNVyC< z-t9plf7@VH_1B0fWg5mZSB>bBc(ZEju2`G4>_8STe(N9`Ms1|wv3D@Q6yagW^Delq zI$Q)nXE_MCI<>Q9pdu6FrPa%H+eEh40G;Bol^z<~!R3Bfq_uoQ1NZ3uSoC6sO4;f@ zNM>}>>XB=NO!j7d)y_&*ofEN?7jOlrxso!1ENkA5d&6rE+i39En@Em4&dP36>qaV? z>v~0lVv-tEgeILHy@R1)I{*MUa9(CgS{eaHH>#CPU^{5N`M?xYK4e^Uck^=az}gjOjm| zPnq%)5VOe&hscTY=fo#iEQ%6=&m<(o*E!O?zUp9S#F8oIz> z$g<^=OZVB3r1J9Y{FEm@v1vL=F%$>c`U%8@w^026`d;9UuFm@@sC!j7bV(-b>FKGM zyr^y8)V#QKe`#i`D6FjMQD}Iie%UCVW%*5`L7%cNElnEWWc9t&Vf4@jM%-bO?z|rD z)IDq^Sd1$)Kv}fTQ9w%)CC9;0O-WdbqyE^aXKn(?Dh7Wbw#ghfQ>Izu$^M)CuOK}e z^0ig03T=x9Yk5%>(omkhOj6u>?N53OL#<5r?d=vX=N6F9H#O63N6B#=)U$WJSrlvE z{EORDADzjE*|(KkHR{h1B3`eO(k;qG00sl8?H*{pWp~ep?^{6DTf6!&c1`fOmJfKo zX>4yjdnDlU#>nkEYgVth|u)h5g_?%5{5jGLYiHeAUrXs)U}nEwU7}vLoMIH63H_QQWr$zvb&(7b8M@Zng>oMJcwbh! z_f+Ou`=#!+?E6{&RekHu{Skrdk~khNJ1=Hq zm{jwKsuVBSuc87QCJL2SPR@|KjJ=qiT&Cn82m_5Sh)!aaxp3 zZfgzOf?f`H(}%V?i)LEP7_uBAD|h^0C*u(_CvO?iB=VL16+rhP*(C=vAey!Bf-v1- zh%FDmD>8B$Lu5#65Be3eM4c;5oBkI^YuxC7Zz|CO>;zwlILk)Zr(10k`w|pM*WvONIh9#t%<$7W|2L$GcmFV>}lOX z^`a}AJC}u(zjmcni^3e^uT-bQ4JvpVW(NvtXN&2N`SYCjoCh!)cSM(Dc5iRG~umXX&Ov9j)#MFD-~_JmJ~f-dt)s zaZb9DETx>O`Haa}xlY6u-hXQLA>h%`NNCtvx@CT%Ti%t-7+t zRW#kiyeOHiZPcOx_eyqi^3KC?K8m{<{KzdoOKnKN5U}MNl4YpqZr(jSEF3e1R^8(l3+P_sYfTC@vj07%lgG*#i@0RRo(jP$Pq>MLm>{B z`s-_O4F`T(`(Pi!;g9znr6n*lN!!o?%S^>Hr|=C<)sR68C8AbeRhIDsoe)~aMVVBh zunyNdtlm00l*9rA{1E&&fJ||o6y}c%w(Rki2mOeu_=o4+9!O@q18zc&1@lZju}rq2 zJykmA5@mdRD-47y`gS4$5ylq}!VIJhi|ax&^|W>^K2a*&5FqU)GgXV6>CM*SBjtamuiq81?L!-8GpjHuoJ>Vz3LGC0%$jEl7|XW>2TL(s|ex z{Dl5oF}k`}mD{Dselq9zq-9_&$;8kUDY3tLIm)-of7-msjTHI~Ilc8nbo=puno;qs zNC{i9W7WD7>x@61hRwjNMbTv``;D#Y<7qj!0V|3@vFBOK&Y|9|KzwKqxt7+_YYY2Z z3y;9yPAZ#hj8#-67mM?CmzWKtn z`s1tJiYpRY>+|rZlK2R-ym+&Cu|Iu8?}Z#ul!6usXq{j-;1y#`X#IUXsQE}aE z*j{%g+jhE-JwC#+U^r8_A29eR;aOgM1Sq1({RWNAq` z&RpREH1k>uBsN=>w{;#_Mc{oEns2XfnvL9y@S3)2rTxfZ5_>-9ejVK1-B)5s@y?wi z_*&M~GAkjdJw-M%j=3Th`w7pA{X%`&l2T+0%Wc6)o$ur;! z4g2Ns7Udg9Do!lcx49`_*ix%6vY>!?M%eB|*J@wr!t(8{PBUOuL!7#$jukrp$ zQh2vZ0b^@Tsjhpa-r^_pee{-`lp#0$0wHlT&cLnYh*#)Z2Ieax{c0A#Y#wCW`81mF z&1@fqpjb0<1hbC6?P{8u-vxE?9(Vc441t>~ttRnGN@7<=X){Q-%G;qAy%b!C*N|YZbzQnTI|i}0HL_vJ zu96ZwY&kp982&Z%Yt>PD5zyOqHUgG8^)&D_I!s7sc)}g=GLf=0vgu<0Tae?)s3ydN^oHge*kY;o=b53BA5pT37zr^{(U;(l=^F3#@d!Pterw~ z(e7mmMS&DzT@A!Smqx-+1jY?OQ4Z7@J*DwxB4~BlhfYb zc(;|td9^@ysZ~<&{#nnmj8ri!#wA0qnDaZ%Lmhj%%SIvT229(1=vmkd+Od|q1u5wq zLBxsbUBHur)lhl4M?4y3r&-xp zQ6hr0y9+0?_<36%nge-N&XiV5${IHzrj*>WIzSrC^^5ui@Zp7?t|6bk2&8qORU)B2w-7CY15od3{j0bzZL@MVg@j2%vwX^+ z?@@uPd?^g#@F#XYmN@Y9FLBDa*bQ{xJ`7WTmuc0NKD%(yzya;X}%S#mCc( z%w-&K;k#zly78q3itYo&h5BEjhbWY#Iu!3gI`ntT<38$QSf8|T_$!@VdyE9mJ73H!0QtfW-- z&^p8w6!&7-(IsAUHe}pLI#s)Rk#9N1X}|gWGTKv|fA_Ro5{W~1J;AN{Y9+9s4M)}8 z9HCxyo|e1Zi!-O89qRbHzPa@4w#t3B?Q!64q&BDRey{V$9pMo0YM^A1K~rzUwJfY0 z*7`b$1C}T%Q^e2Bc6Poc-9d76%OE@KG{s=<-&~BtH$u?3&DGM}oHc2G%Z6l@@98iD z0;&GmkXW6hVl$MPoONE;~^#2ZFcYB;6;$(JE69HqQQeF_O-*4Kp9=F^QbPO?3Hz}`# zi-Kzb&*fh@X+ALHayN-~0U9?Go+JB^(Oo3$)XZq3D?-0DI)rCx$;>G-ZZ5r%S(ZAP z7@<38tahVnVAxIZ9yG=B&wJReY(u-y*FH%KYnx^PH|S}!vi1AMB`OLJ(k2Dz?k#>* zDzBHZm}ifgpr2mvx$3!7e6+)EXaG&{Ge>aP_J{m35p!FlO0#>1p)~==pDQvQz3jqqk)s5=D33=ITUgLcIf_Lgjj|L*3-jV92cC z)X51@I&hS#aJ&PD{OBJ&;e_jJjVcf~^Gi<`a%q-1K79I1hQ>%N8Qu_oI-(DK~O<4cUNh{w# zpT9ZPS6qsINem~QXU`H^8761rT;~3^sFaM>L9TgDHm7AB(7K&i{)_e8iA>af+xX)& zwP}qyinIDie%qmhOV^3ci-pqGH}+)Q!w_#R@)MDM_uM2FM+jI3aVA1U$69GfZVZ*Qe>jR9aNZWf&~mqP_H)E0UUr%=X>Y+et04!Ro_M^)Cx@@rx=}j5AS*MS>__B^DLrop ziPslb8Ub22edNl2@--`edvY*;^gSBmzN%J>B2txaD1aNTS?tuB_ zrDdy4i!gI4oqJv73et%C`5@P|+(1$tOYzC0an>KhQ_~|&o+RrfR&xCUW39p%=e0m* z{IjO3PdizI^ET2rld`sxsGS+PgHltFJjm~K6VF#^*$F+ctToxOLTf{%|x`C4M(OG|ZYv2(%$G%1|TNoUuCjN;DlJ0LnPjs2!)}$#@IJsyLY0JJNyq}@JJZsug5{q|pq)F$KDmz4T#tBwT9H&NKW5za_P;%z%Bn|_xt0O-drFh9X3Z{vD z0?Ye374YE<&S6XqYxh#psAGXMEsF4D^&Dy$O@i{N&9SMmOfSRsx8ol{dTiWRZD;^G}K&xW@x-F8#4krbM zYk?c~MAF7j@)}^^1!kg{vjTAv zUm&oeBH@)FZ4n(Evm22-6lUt9tU@S!@qFqd(=UkkB@V-ZD(2goqGKdtITgnKUb7PD zjeJdA2j21ShIG6~}5pbj{qUk^^c63mQ?zYDfgN-E5{-@X%rbmrL>%CE56KHGaV_NnA2a9K64 zR3GXemau@xPN0Oxzz~7He+c655JNTj!N16R(4uwxFNzaqPwK0hc( zE`fE5BRb^P(7Ymm03!%0(Dxr}_`epE0S$^$l2tvRPn4Z>%tuzNwB3v7t>Z27FG?ZNUoail~eH6Ap52=gT+-8`gHW=EkB3sk72fRY;S*l_?V16~}c z}LVd-P#3|nvKpl#Y@wCtW_HVWzkjHP85)2vc{$qe% z5m&b|yAQ}xAf=eR87WGH(WW0*<|%x=wwa|P4S_J<2=yLogNMeemynvx@aFZqD;G`- zg8!6@me`oOG(4q?FmNe9uA@^R*hV9YILoO6T78{ zEag2acvwrbGx+?dASd1^+lT$}3RI|{%h}vt3%%fPw$C6Pl0kTH$i= zD-<2*B)X=vM0!6H3P*B+Swv+-ALwJ-n4cP(9z|D3XJ2As5G{vgVhT_ZxmBG&Bp%6Q z)qAuZ;XwE7(3<(sxpm{(qRxcxoz9UQ%PKp;h$Q#h4gXIIXbdi>G$A}&;vp&IPi(PR z{lzv-d)z1Q1u|7}L z6{`r!1UikaZ}r5spM=$YsvCdIlOkNxvcnGrx`PyYRG5V(&~}sm_+J25L#|s6@hdtg zL?VVkW<_VZwAT{AV@0BspxXeQ5wywX4Bko>Tr}G z5cfYvf7gHxa?uP3w+TH`3he|3$xfoZN{k<@|01F9E>BWhwb*#n)KT*6Bg3jp%%8^f z|Di*wULP8*)iO}}!T(~Q|0Zz>B;djVQqkdG=>KK>-`(E90B_09D1U6mRH_&G>)ryS z)&q-1Gu~H%(o~~eV3Dr;QqS?Qnd?xU@==Vkpt{IMkGlI&zKAvt6aQA*Xr{lDCJ6qX zCwugZ+@ES&g8By^io?D;{ColC$iGJgVx>OUyrIphyB-t< z6iOwz7uiEZSc`gpg(2w;CnHic8(bc?J0@`+V&C2Ih?%Ssjmg@A% zkNorYiV?Woub0Cd*mpkxir;%s&bmD{?2d0=i^G@Pr>fJ52v_=5DxxL}y35TQ$3)Tr z73+`eXH8eT6t~yV)a{;KM>gm1qYDOmq%GRyzy8XOBK13_rHH4A{evzNn853vUnlx- z-7kU6?e~*66%Xa*Zr)PFj~5a~cmpldou$-GdqAhhA+fv1_hJyYETU7di1@NexmRRlDbQW&p0sb&#i<{Q-SFE+Mz$EzRrwEYyJ7we;>* zh*V3g8TbBM9EWok!tJ7SJXqQ5lTke`lk0%}6Zg#q%=*ev$&=k;`KrgL;@aYkB|)Xm z)wmOEd+SK8=bIZiAl5zKM)@R1nE>q4V9aebOI)?1#O_U2*?QIh1Mk5X z%+qQ=$W!z3QS+z~>FRZpJJsR-?gxTW4=XbV@?61e%eOcRQ+tezpVLuFk_+x?s1@Cn zdn*t7TB;eP`k;TU3WLNuT%79v2KM_>TY)4an4tBA1iRs(X$4V(d&#XieT{FW_|+(QY4dEO3`6KgaEFy3cn;3A!)T-Ss_>ytF^T`AkYYKc?CJe%=;P;6d=c zy%ue!{rwp7ZS%N{=0d5Z;RMzB(J*~%i z>*`;p?N94jj@KNB-BVp>Yduun^?GWC{A&Hvg&X|V>7DkUX`^rc&+Xy$zKj!4ZpBK_ z|MYBqE=1pV^t&EW*CqcEQ#8gw^SG!%Au`!}wjJHC-R|_^x5je6?x#1sQNsTmB+#v7 zx8Je&RVU zBv_v0x!HG*-?aX?!S|TpzvfE%I0(YvGrHe2MC#DB>$)i#{Mr2H2Rn}&nbD9Lx~tH$ zK*w{0Q}d5ntS@!{&d<}#Ca1NxT6eCH_5$P zD~^pOtsTpk+#GV62g?kvCgVlQ{`bkYCrqc*wyaRMh4%bUBZK^Fd(Ddo`M{d71^?PMvTKyl^%x}2GgLw+P~us&-@aiohAM4b%FOZbkn^4sg)H2 zw`~{aEXVGr_fFjMKdkk7yXc-^n%o)suzQxjJplBtHmVBg@58JMaQVNyjw51+o)-%K=)vC=%H=85{7UKU?{V%f z*KLrB)9>EZuLjna_&@SqwA$DR+LRBIUl}uQZ`=$SMD@JpGB6yK2hQ#}5E#3S5cZmu zF`bWTu-+$j9s+Bxr5SfNtu4Qd+t7v#)MLYW_T@$@#14xK0WPtomnk4}_vHsMS1JI0j)o zq~LU#sfkOpCgm1CQFe4O$pdW$ULETu85Gew;AHNLDyAD#rqjRD+|Auy)H8gmYPZg0 z{~N3A-}2N*k@M7-rhd~%1lY8P*JZSxN88OhegDi=PXl%PIK$V^?mf1H2=RAaZS_C$ zl3O#6HUJCx%j+0D;?LLVcuntk(cdb1xC6rP^LVkm@9ZR90g(o*X+gB{0nKiH}b-%a&}J&!G& z|L4B7pVx(SqbI+wh57XOuQR(*$JJaAWB-<`^Qyg_hq?M)zhfMYSetBD>7(k-vmBZa zJ8_taO1Uj!Qmu&?cLEN#iwmFC+?M4n`cv)~J*f7F**|p#n^uhXz45z#n}5%mS8>C} zo}$Fm^-){94ZgbOcFZsRMSja;xQgp<9=?`$%zX_r{|n)j!3AzmW1r0CDr4FKRAt|s zEcHoL-P_dpluzFVIynB+VRUayGkTB2GqQcRyIFE+d3?s(h>8o4uwpDcBB19{#^;!8 z-2!N^Xt}LgB38!?+lACIp+-;yZXnTFSq&uXB_az=NJL{{mD5ZG5$A?uQI{pKQ7sx9 zwB?PhZ;w!eE{T&&RTVo6V%;@6N~TN^!8)p{D0S#(`=tbFHqA`IjXlcz@DI?074RLL zk2v9*fDUB$9TlYw{8sq zocXgfMrzZi9My0bL;{eoAzTRtDq`CwQ|BV+R|le6Ir&`R0`oJf&uZjqWnY>knwntC zqR9x^q{FCEVX zcUP@Ho(4af0<5=_XLeuu^S|zHVd4QJ;Kl>C*=6ZWr7s&S7<$#F4Yp3VEb2GMd+FHX zi7)r+1kQM^FYzzA@uYcpe$OYor_+vi9c)sTEj_Olejo{kq|(fvbCNIw121Bm1U@gC zv#^>J;kbOLvdLL<<)3pbcUosc8 zfBys0Nwb^be*2^OhwP@6vvaL>^^MbVD>oDC>bfij8xp0tgmrfUba{DJRgKcJY4L}=Bc;;Jk|_$=Zu5FK{y{e zZ7E4)&2r6vOAj6Q=_m&mZ95_tje5g&9~nBlRPP6R1T=M)`2^Patd*e_oMD8~Z$T`h z409pu=4-|V^u+g03$+JRYOOt6o=GytDm-ehGm4z;ol_WAqtlT591A=)mux>UtW~5g z@a!xk&BHqbV1(v161qD6JjQrepnS8gnNZB!AP zuxALZZ2G#z_992_Oo%%d#jPWdBmOLuVzao02}`a@F-!|gNhb5iVnpTmg2%gqB*r3&g8yh5}bQP#PBX?6tG zGODs8=+%1=@4Il^a@URi&VOYcfn&Hd$MVGIpYI@8z3GKXEYtQkVZw;hwW(cnYqmwf z6azt7@5qo2L^z7-)BcPzU>@%o()fvyZ(!ZLUQms+@^^!1BnIqd8fZB}QUXle#jCH# zgtQxbzavk~Nwywvixy0xGlV#56gPRKnw{FL{ni8hQWkaWWa|cw%|4wlH=Yyafg4&e zbFxN1fX@vhuIzz^SU&JJ<*diQxQXuO-VZJQ)l*VtI+H3JdN}zYceA(klo8FfJtq(u zc@Sw0t?jycxMkoj*g>(7(tO}nxn7es+5Ef*B_(VgWk&)MFmgb>6awIDtn6g)WSv}J zJ@R1BKqszFIwQl(uV^g-946=m{jA0row**Fu_#VZrDF`jtlL)k9XyZv@|(&EqnCQL z4wjszcuKVsVPaD)S#Nsm-pACNb%EU>Fa=GJ`=2bxoDpc2+WegKyag)zP@n)%KH79( z!$2>2HyDU-37!gLZr+A`d5JPGdvO|A zzi-?-bnx3D{7Q7_<4^NAQp|yI4njCT5hE`-qRfPFB$AGvJ#yi3OoTGQst@3KY&^jR zFyk>*s@dLkZ>$CSSRkvHqe4}2;UNYreA%)^f%=|=4MK%u73N6+>5=!5dhp2K^>p=d zIAmBmX&zsNeVP%@k*%4zJ{u5ySss!I=Qv$}j24E#9u5Mv&G$1znlmk0aFI_{m*0AL zuS8VdV6PnofkTAntKlRE9;PaXmViQew)L^u46hsC(avD;4~zq4g&K{sxbpqC66}F-E2So4RI#mB* zxW5}-zKz;}22OpImN7mFZNmu_u91_me;GFrBU{qMriWnH0Rirro}7%W^sOODY3C}N z{nI!PTf2jMW&-ahk73&bYKVsv;f?nnBrR@?_Rw}zD0hSmfLTR5iuV0 z9n0vb7DGUdr)F%V^Hp6&Q7fgeiM}S?R%`g;JUZ45aSg_0T@;9-xj+|#V?6_-i?Cb} zs968*tmO_~mO|TuKKsOpN$$~MP{Ese6@L#cGy3s>kpgsG$6(APrS^;2-^#IKO0zb$LicQJ?vO(myAqtraYjJ8IU2(6?0)^EIISSxUQ`?)t=Ds{=?M#l zav5qAV=@KM+2wIIQnw#A>7g#?)I6%ui|Z{hMziiznLps;dMK?Fk zo1mbeAiLa`F-2>)!!{VM9E1IYlh^h2W9O=^#k12xm>S!?tApK)eeC#Uj2e*l950!6 zaOLn#saIwM?LE9P4xox>FmN$!)~4Ce-#js{0v-W4UK1j*)Ta;VG+T{4TT5y%(zDq8 zIuW!AbGOB9)rFusy?P6^SFTKIVC!% zgQvzVFYp`?jwlJd=?f8dKHS73<-r$LgCORKs)_ zuD#cXJa~P!$4-PP&$-h8Jp~AN^70x}^ESTpq!Aw6?rvY!)RHwYLPA1>EwZ z3_tepov8TI5u9o07q98XSx#81gJ3N zK!LTo!b9eThXg-y?NLCrmX#ROK5#Np#{|l|Z(kuzV`&UBY?abTsc5but0lWu=VhU2 zmoUZ|TH6^1XCvAl^D6)eWdla1Gv?U>lYM^S##ySb;(#{Y1j8S9`UMMdJ|YK8aIZWkwX z5*8RebEO}9U6s-h4x7;*Iu%evsYgs%I@R(FfwNLRazUG!otKZB#vYlqY%vVsxGDt_ zcTm%?niZ61DicP{#v3fCBq7AeMWjAWTUl8XreyuV zphHg~0CzyjLaS6l!PUIJc1I-%2+g$NL|r7-gm8h}NQZjb1XDt*CWpVEY?0~}f8H&9 z5)3I+R^J$woG8W|&OroZN#Ynio=IE9qY&&BkUL?H&N{EqX7nuiLGO0wK_hZekao8R zWZWqTIcf17?*dX|B$4cF18ZsVc`SvnjWlue14Ya44hYghVsUrGgvrtu5*&1Tp>N%q_CQf7+tc^ekrj9PeCGMqa9ZGNfGuYin2q7JEW?L$VJqa zUNFxdzc)N~hG~dTPy?ZXf7dg>q6x&xEs);zJaw4JeE&}&_g}S|DHC90mHBsUW6br< z6}8R5^%yH-_di(}S&|kZ* zo0xLC^)kJ9qy{gaX&4P!if zS22eRMoGH)$hRce`hV~=L>N)?n?o@gZJ5^kTW=S*kAtd94*yfB;Qw>|Q;`3#x`rE! z$1PN*qNDQ`pv?(tJ7pEs)$%@MIg;D;PqeQU4z6KV##|C17h@a;Lw zZ-6Z)JuI6k$ZRW)ubBl)sH~4x!`<6Dzj3l@|CN|HOFIufjls8>WB@<5ZX+3i#SV~w zDKl#+)AkmHw^F1na(aDzeXHw#zTe(5Y6Z##9((YV*n5Q5`-#PhOI%Py*0s>n$2mBYOo1XzOK%(m-9qPMe z>pd+a-VG*Qb?9-2yMXF#2>b-e%iJdXPNv^+V1=gmfJmG;&jE@STQg!;YgBa@AYeWQ z3~7~bN*Z~DLeS1mj z_dWjNcgNaz&$=g=92Z%3daWB9@=8M4WrLslrMa-N<6v#2g?IKUusgs_R}MDPRGcg^nRknHaj{#+fd<%A{wfp(4(BWpsteGpIi3kQ2n-pMzGeD`3eheQzd^{wuoz|hf zimqiYEBw(1D%-Z6@fWL!pcuiRfr%YocFxs|gi--jEi;T{qtJ&5pP_}m?|eRt>|Ko^ z5FbIDl2$yrVc#b#9uH2Wd#^xjwIEZX;G^P6j-az8OPp-Vb!5XbV=LxtdP8$mj`oTG zhc4b2Td!>hQ}4AVx7-HYE3i{853Po~&h-s4Ft#Sm27MM_;+`F(2@Z@dX3p~Yq=-w2 zuG*&_TaJG@lv@BdTue$hKryqC2!&xwRozVt<0gJR+B6l4w=^TtRA%`U#_T*rf+FaO>J_9~^W4yr%*R7~+eUVuvlHv5AxIlrvs(DZ_UPyoNa4 zDAd7(!Of@%%Y8vXO`~SBaQaI$2ENd2e|b66H~~XB8txAe13laH$iTh$$xt%xiq^z= z2vBteHoXOhr6K3*@7fWH$MUdI1S(PoO7G*Qj@hF8F57bJbCxZX`c4JX~E(rz%+H=m!% zg5#0aHiX=GK~tToe(-Dut+vekOhbxjzyhp+74RlA`=?zdrt6su22xx)RC#=xFVk{Ujt&cQJ%eA!T36XG= zifi^-Yp|z7C%6O})UXQVoJyJ(`|sK-;~^BFwy3bos1eg7tgc9!JsVqUYsh%ewxV$v zjVBd(V~pubpz!^`_t!Y~w@#<0rb;S)^|BpW0k|^NRKy7J*4z{@Do9!3!6I~TK)L~^ zuErXSac7~-BltPlVRO-2*?~Cpz(eHVt*1~zM$Q|icNB)EVYTaDekIRXTVIl7dOg3JbHw8B-DAHPF2dGX5=lbqMMj!RkB6 zANHc~aT-C6h-)zpu0SIJRwTM0hmC@q#S9L7#iAB?VNiWYyZ`{`876$VBD~a~n(llB zlUjs%-#iA|;u8K4V+srL((FmZVvzmz{qf&7?u_+lNo@tlJEkpY z6BAUMmYW|nM6~qMqumUu2od1W+)ezNSW<U^hw5&D?5U}=>VT{5xQVVlc}=+*(eUrnU$U997BQ7+$l#1-PU3_* ziMbbK-su7L3iqF!m@VI}tgIxtdw3d?#VyIAUA`hXsZYb9%a8S${St?Hb$MJxU)nIx zNf@iJq&>e{WJ+zvTY-C{Qzyi3eTSfpVM!PnL1`tZ89KM!W;x9c%agG%Te>$|@vO(c zZY}D~x?ZNOi9cRB#~Iq^staNC1-a;3|E2M`{qvnUq;L(A`FN&}ANX|@$Ugg4jbzU~ zs?ex$j}{8$Z$LnsvLh^xlNNxHqy)@fjGVg_h9y-UJM~fJS1N!t9=fQ%8ya?@ZPzSf z*hqLHuF3u{{pk3jB_g{-0O-G08w>FFCRriUlAE}Zy6}LvYE~>1DSBcvIPCRzhLyYU z0ITzmxHJ99q0m09TwSN6r@s!grzAsM5|t)F>2@F- zq&m|`@j}TZ|qpc>?Xwk$i+N|I&;@9;c z>|%AFVMs@)4=q^nFimg^Ukx~VMfCwn9>ylKgvYKTj^*HVAd`dDA-6y>s0>cn{+#HI zXP5iPsjx`1YkTZa2|)i^eR1EKaMaii&}MWa0|O4Q#6f_MsmgKK+2JM&4~b;M;q7fN z#@-6mIH`(+u6xt<0rrx6t>LvJ-e+PPM4+#{VSt3tJ< zYpKsKk0tlB@qLpLcToGfI@VNXE%JK82n;K6SqgAY(7!BvxvsTR6*a`!a~tCsi31@E zoa|uN7@*KE+G_RRV!$qEO>Tok)*f?Jb$BnLQ&|n|w_*jo-x>(0Lr?1W!juhaJ=Gf+ zvPLBV=njMOwCWT0-)Hc;O|%sjSz(#*_!90?2nxYnYu|8Mzy9sqgv}mQwp%#y{Q5;H zPrzbD=T0S?I9(MGjB)72bnH{Br(8aKpv9lI>lWEM@mt_em334sa-7lFr3kPiR>T9w zdW<9dI4U@QNvidXJ>Lu5;=amu1MdldAc)NH@SCBWJ;*~{F$(h$^V26I0Sm`; z^UPy;B5jOUfiOP+GB|v{P4tKbluZK-b*xsqfzAU?y`@*49YTd9B?zmbChzXT+|*}5 zrMPgE+^T`0?8c^}&X{g%cI< zTxjfh+&1P)k>y8Ig_rHr`ClzyQC=&va01h5J3QKK1f>xoh?C0Rl_8f&;-v4Z=-Q>! zu`~!(;6V`ifByWz1g_nRM9j?S!Cs8)hlxd+zZEJ50(YI9jF?wJtTB9R5TP`Eu2oKl zKt?19;g+%1u#1L90srIHYJKx7`~KDSm%P2*bndQI4O@3t*OG{laV_JQ6Ud(haSWfF zxpw+Y2OJa^h`qSB7NQ#2(Bt|gT6H$4%x>*PBS{%HGgbEAu5en&e)`i@Y=gDJILOyk z2v#SD?k3OCzhMlFEET_LUe$q&0$6_G&95V`4sFwsCPy+Is!k2JAj?)bn6WV!nTGmr zpx!gb1#U8l2|)#``i;q!0f5Njd%k zafiy^3KQ59lO;(Ig}g+$-^!a1;8s{fM-xc2*yi-y(Nds3Xk!Y6i|uTlW7>P`+!v3H zfi1a=UKpJZMa)zw*>1yWr02C(`p9$&{hiYFSB>^RY}t)u`!!5^f%_OqxhgL25-F2 zOg>57ga4Nk|Mup6@X`gyXtCucuhe%(vE#A((>S@gyt$Zab4*D;G+|fu$jl$L4(Sv9 zqUg2d@#`Ppi%1e8Jc7bh1eEw%Tq0wbmd0#OmTPUy9UKsc9P~Qen7&aMBArI@P{!6a2OEkszcR8*!z5O!XuAwvGf<^atS2L|Lljr_kO_9N;y=4C5RQK zWF~5l2)z_urgX`0sRi)Mcnm8z&Sc`p&;6E z%Q~ViT3n=AsP6z~0ln*+qDw|nj84;kI9F>eU&tO`>8lF9zb3_Q7FhQiF7D>_z$o+X ztqTKpwt$pY!J#5Ke*Vo@KLtoroL|qE>0(bPeYR%^*D6KUx-`L^kLX-Ma;u&E?ZKJM zB_5}|?)0`_KAKx|a?~7u*Z}H!3II!8SHEic#xF=tRt+WjAQL>kyc?FCvI zQf>m95~@9$SAiv;c8{v{niJ#8qhah@QfDW_XSSqrxQ`M4>%LJmU({QvQi2CeKI_j> ztb~e8TFO8bT!-kn4~DlXy!*uExl7Vd3PRMnMbD z9yLm%Rs&Glr9|P`ybEYBBgMtz6=OxsDlPXHVi$q~xOAW+7(Emjl|krBgHp$%0>h5| z9>~*`Rz#!DE4UuWzOK0hcT8+uRk9}m)zq-vRqnYPNwIwg1o<7R<7eYLR*s!;aMOrZ zbv2Xb^mJr~M$B-k&m|s6JOP~u9FSl~VqW^vk*uX`uoi(GG19_EB#M>>i>iD*mloAs63>`Fa+um*Gun>{ z5I14vY)ao-kG!^*37fN|vu$afbrbAh#jZCK?x!~CFJ0oO!>KvRXs2T;bxoC1$6I*I z3EBTAqN@O#sy>b}gDA`IJEGt9dfboZOlK-4XO=5^y15GGX<@>|zI9huCq;rv84=q` zWYC3c;Wsdu0IV|WT0m2XauMM$d8jy_dqyp|%h2xAAW?Dy!nh3=IB;4ZT3YCGj~urj zy_m?=Qbs(Ic}}Xu|J<$6D&oTh>od)7W@BTEY&KYTY>7$3sI+JuLRX6k0~g*o$QJ*h zR2YDM59S<1F)Q*0Aq8Bg)-exDt>Ceuyey?yf}?j25bAO`adS_dYia(HA^Xi*!O!7M zRETsR3vY$qb4GxgFDE({GyJ5d5U&Z%YoM*Onb!obHskp^W_b3dJ?iI;V*zB`-o7w*@Q z%ro((1}~Sogz-?2g-vBqQd}cSMl9?B?rNnHRBSgidwC1|bilUahq~7LhR?!u6GNx5KXz@S_SM_0p}Y+Ny`-|D&OsfNW8JLbSbwbu%WI;4L28K6LJ~%?! z@FPWX(t(FZ_Euxu-Eqb}mYNVJb#)9#oEtqWidLev4)JJQn`S3;j`TJhaTNpRKJ z#-@~=SsEa8f8;=?6JVlcdT<-6?Ka|r><*Fp@vg!SmXp3zmQwFSl=&Kvm~8Zg08<$7 zXO$*A8p-!>C_4dY?Tl!eLvzaXwOv0JWy?#8qmIJ_KljbRAVHN3W`0!s4zb*a50A#l z^mKe9c}B~#i`)`Z3G0F&3Rc8#r*vu{ntN0c%ru^~{f) z$p;Baj!gLDKdS*MMRlI!Hn303guy4tfwmB{N1?YDIpds^1~pkTm@a=(-!wi{jv!K; zwReW9m5lAu+=vIkJTGq^d|R2qmfAyVhj@0XO(&40CL_kAb0Ln`#(XIfHHFoSR2cuG zxr=NS6gG`7L3?b+EvmD+8c{HTm)_4SGZpVk`&h``$3+gUyup`iTBby4`^sX&OL;o* z7&pHG4r1w%?eLF(_Fui!`*#s0h+r*RyWsdZT-`dK} zoOU9vxl0sV9SPmH+aIvJm@wYPxlpxj+nYhVu>|uwPDF}A)mM6_QQ_Yz#*v`GT;vdg zO6s?q6m%V}I27Z(KU!mOKYuS(Lmln0(>`4-5-x$@g)j0FUL?k%wPHnT?Kku?qE3xn z5!;gwmDPRth~dU6uy(Ycl<|FNLCA)N=s_K2WSSv&~hZaYkE!se`95Bn95tjpU}#zl{2W`j`nQccZ!Xo>m!`l`LoM6FE{ zKbBF_9lNwGv+o#~gB|+ij?fpG0R>FY<(Z2#Dm5s⪚cRq{drr7h)Rp@jj_KeZsx5 z25&c;2Xi&(jglf92#nFCJlsgk8Ah|RTwIQPRc6ZYe1w}b2KTX13TG5_(Jx2Ii*jGv zyFI}8nd|Oo*l9*P9#UD4oyD485B~!KGcm4lVsPJTG6k!AZb63xWu0R)jW|O7vtQ8$ z0VNHETnB$!ALrq9`S*i}&`I~bag^<}l*(#Z5+6`Y@vNi$#B`+Ng9V#V?Yu#SqR&Ao z+EF_T4{+!aDzZ6|v$u7iCwgH z+J_?JL?%sHY^WC?J(;!5PS;_7JAxFyv6|E8iz=SUEu#NAHfw@VDn&(s&@^m@QI;_= z!z5)_CKDXhsA7X4`^54ynW=6Kk>-jl&D?F>nTJA??MMFpIhr2Ju#* z&hJ!W>Or*_b2awQzs3D>6lLAZh#lGIUL7=qGJBQ=bOmDd5Y-~RU3Q4#;8dSqAVJrJ zTD7*`Pz0-z#As1+iHl;L`>8L;2eCLrUS&9iSc&`mz+#QTI;OS7WWp|6UU;J~%fZih zDg@<9Kt^B*VXi9RYEwl2(!UhDRJf=L=<)3TTt_^W+ARW70qCr_>fITJllj+3>ap!5 zZDPQb_w`0ZM{MFRHf3teOn~TfHr<7jvQv{^q(#$tb5aQQ0n-CDH4PSCVV}jjNQM9; z1UP`fsU@nQDkuXnLh)2662K*Ju1I$|=~TQs5Ha(vQ8?-T3K-%)$sko$Q*W39DM?a! z^r3WhV>5)Sfb;(kG;jb;t+3#D6o8wpa&>j}NC{15Mj!Y5Y>5;b$YMxf|AmBa!L;T! z03mu<$^J0Lb1j|eYciukNAxYcGlsf`x@+M-)BHhc?jUuNCT(8ybWgEL?v2X1MmOJR zlNdzTF*w-kB_k#Pqs74%oU9Zq9Q?x{NU=L31Fvv9LL|UX%!SavkIH<7kcTQ`4>qjRy6ptRirM6RBEM9DZ=gDXp&+&!mA2i)-`C2c*i-Z8jLN< z!Szmlp}x)@*+hbNb-rL75@=l0YOC30b79L_9OZy1Orki1i#>8yU^9>Tv65&3ObZW= z2FID(nE12u*7TK$F6(55U=6`DM!-4Sq|2ntXoo#+{M|UU^7q0jm2=mWyBPW=m-c=d z`C9mL-Nq2=VTAVVCkmw^isKX&IiJ<(X;6?Fb&+;PYxn*Bmgk?-|4BI8eZ1wUXsrtItpVz$p+Z~6tJaeBS!Y*6n8t`D zeoY8F`FrH)&(Sm7utUWRLRidB(kox1kl)FF z_0Rj$H36%cN-os`L`rk)IV*8nlCR}{XP6M=rsv4mnSl(epajk%$9G?r!4R+E*fU+G z6a20^+B6?3vUL!*mejn-i~O%(5&%lAIG><2Jv}Y;frhAp(B#2`#;!%ptAX8}O)nYH z=nLF3>Zymn?_z8NQxkc7$MGn}VcAbas{?xnCC`^au_Hoy;20ScMqm#MUDCHizTOJ3 zPd%Q_)PcRgef#r+0kynt@NW#~NCAC=qN-}>-NM*VG+G4%2Ku#=C$ja0meJ_QmX>Qd+jEyk;}k74 zTsOvwY?S;l$$W`x`ktDG251#7tu?y~zETpt36-9W!1HRX4i^nfgnXV|L2FN1?nE{9NyPBW@?$x+J~P zsuxy5VeCcT)~y}9%AR$iA9x`;z}(8cR6^>DRHylfsHnB^ZP3skO_j0V>Y0iECdq-I zE<65V-2zoP2aeg%VVvxU#+sVoWJ9X+%jVmWe5sPynD^9C+j1Hldp29a+Tqy5k=tV- z{|V!+$<%?Zi6rtSoU@16H=0fL&70p#!R{EFR+xFZ+Z3#MY_RA?Q)S0SeGR52ef9!u5T;GVAs zEEkFsmOVOu&&~xFOPximZ(u*KL6lgdOpqK#FFa&4#a3gGBcJk^dVFUeXFj3!&?auT zJ%cH41m)di$KV5+4)9skp&C*wo_>|bYr|~VBw}o#bpargmJ!siyI)+hEtF86f0IRw;f;E zY1rQ~I=)Fq$M03226#nXLte5PDr__!i&VG!tfICXW)PPmOGV z=fP>OFn5)&Q}=qD57szso!w+q7vN^DpuV2wto}NWPkyItEo$1f-dK%g>r`&!qX!No z3?d0LY2{*s(e-Zg11?h~^s3g_?WHoe=kzd5Q~wtxdIf37n7JJcz+-LdDlY zA;s9eoQg#eYS75ALoqg}15LkdTi%h@7^7$%?#6iw2X6qN)_5X0rmm-(@;&&1%(%{j zvUD{}2cLv28AjqKFI*aQfck?g#g&F#p`|q6oG=qn}tBOXXNo#O=n$QeS{B?@Q9grbqvQ(;-1zk=NlAVjiYr;kW$K z{8IUw6{2~aw~TkKYscyQ&qsTa0MvE2x+a@7@m!-I#2Fvh+CHLuJW>V>24j*3U6UlN z|Dn~;10Aa^WTL@{Vlztn)RyjXO?ZmCLZJ^N_c0AnjlHlmk3cTC2+vl}_ZMGlQDx!4$y6r?mdL`h< zs)W6K7tXYt7(zC`XP0TV>1m#5DVJ&gg#Lprv>mJe01|rEQQVjVaL_W%Nd8xCd_cx7 zLWtd}Dq5Ul5HD68>|`#X2WU**0o;#J;9pt*g3-mBnwRh|OeY}jZVxc=E#=p>j~7tC zy|-2IR+ONosLjYO^&>vTj?x%Bl>@W6&UNg{Gwwwvo75`me6E;hv$_l^F2w;#s~$1` z_1_w36EfPN#d2m6l`u6wjv-^uR>~X_?^Rc2-GBF~9Pn&y#$WAGIuX`FqpDGc<_I~Z zx$w2LU?$)yB4(EVZOQuG@-TX5sNKp?!f|%XPwCqT)teJFA`Bud+}kUhSO`h%$D&4b zM0m`5z_+~cQ@NY!ykoIR=8o>Owqcq5d|P*8t{{}r9srpM=EB~T8UO-kWANoPq%}%1 zB4A%Kk6~@uhO7~-Q8uDXftJr_(!krxu@Z}3PEB9v(O}DKV`#>#c;r~)6tm_L&rz4^ zmv;V4a9`-J2;_vvk`T`_p4kANT7$&PVWOg5Nj1bs%(cAAP*zZFsLQ6KaRz;Tf%=7K zVUvKg^fnF&UIMgoCRD?-5o0E}C@l2REL>UZ0ZeaA%XC!*ZFE-S17f@;Y~lUvi?qbC z@jVdhOuM%Pti{*{3hWMI&1%J`^GUpko2{5u^glO3NE`kjVzx(#ty)`KivuYT3PHPx zSBweIjbwD-5Vc}1MHw!v4Od5r5XZ@Dx=9BUFmv(%RCJXO+ju?JL<1NHDta}7B*a#& z<|RNAf!9V%G&w@j@jQ-yKrIBU~s%yb-aJo{s|kp{Vkc&JZddQQsfN>BAuog*`cTnv7LRME;+pC?55g@ z7!;&DHVJgx&8Dm{@Xbufz%)?^Vc`Y;m5%+Z9?ICHB|YMppH-M}{a|h#XF16n#3ZqG znVMuaJ{>Ao?eDNeWOBOYbS8VMPrBY9e~Q|iS*ji2j!S;9^#?P;Zgg4x@$<^~oD$~0 zF_um0KQPw517;Dt+*uN@(ri7VFEu&fqeQz2!14eka3>@IV$Yn}*R@3?6KHBcdlmA9R)m<(nq$@B|{9_z+ zE4ERC6gytbxY2?bNtm4aP$a^yu1P-F_9@(1pseE80m@NCW{b;sO5p5rux2eSZ@`ZM zMB2>H>BrjZ*)H(jW?k>U+bN?IMB~&8-iO+RMYw*(nxfj$b!TkC!6Pkf?$XhDOFD>_ zY|I@B!ET+DIr#zs0-iB(VR?(K5tX5`naQw1*rHnw9R~}0Nm4mI6&5yxlysChFQGZVFVapN$X^Vs~w3co0@f{zPzp= z7r~i{lsU5t@EsxFH#*ggR+u=o66T~~WpBoCLzbY`a!Zr zPvM_?|J=F9Gz3uKlYYs}A~?X(lN%F)(G96_$^L3GgVy5e@75TG;)1mnA1vO*38Y`P zX7_@p1uzjU)}H;`H-v&8u~Oo*UpO4>Gh=}ot_G=_`e9}{cyC3#=nN~_hEX#B>5dyp z9VU)_0Vwv&P=|%$afI9JP#bh@jD2cph-KMFQ191!l`6VkoKT{UP1<8`J75YiG?sIK zIjmX)UX>Cp>ViFa7M6$}z9f^^SM`bf*if5?oNa4>ZO0R4ns}S5KeyWIg(MtJS{i2B zH?5w`2GNAYM&8IfkwJB|Gdwj@Zm$F|yf~O?<4s>eQK-_cV#F4Y$>5~aC#B)yZ2dQt zyA}u;qrEM(6uY;Ns-AXrdN;^z%I|hSq7Qy8@J$s`18yN(3k+2u1?&`j?a(SL%DG4Z zZO-vr;S;tlHDB!Tg3NpJA+^QCP5==}roy4H_Ykn-^JEUQ2$N~DFO|V$<{pQ*?Axx#ZY+WY9H8(OYD}(AIbb@)yJ*3i1o^R~2ADb>ayFH~%T^L1NR|s;3K`$Ob;|I>k-wIIBUXJL@1icp-_y%U-0r3h*m+R0k^V zb2y$o)wq(D!VX?TOb071v?c|NIx|WM2|MY*1tm=8*t3xWCZfW^EkkDxGOMkX?P7NI z;iySs)dnJDWjP|cK?pG^gm96IAZaQ~_`4c8LdD%!I4kcZ`EG~*$KG3pMg2Yh!-AkF z0#YI^ARr(h-6065NJ%$JcXtWW-5mk~(%mc}E#0uNtaL6*$HMO3tA4)UpCA4G|JQXt zxS!q6yqsmud*;l{IcMf|=B$3{xqG*-Ii>@ahauG!F{D7DSap0OEHyMraR#Jc^geWz?HT!Ca>ig zQxbg%Z4>Lgy+DnC3Bpb*3s}tl*OxN^X;M1(=1$jDF34XIEii&lsLkSLEBbPi#6IvO zuX}9~aq=--8euZAl9qB1YMg4i_Vf&f8@SmQt&FO*UZ{P2n5#~op;GlcfVXw(sQ1S8 z!P}e1^~RMw5ckiZrCJ$as-Di!>pUrEx)ber(mL#|qPVeU5-7oa48QPD-sZJ@bi~0v z9TBgEsJ>Z{ zO@FQ@C}dci3yqcW=prupO5bZkez>5)Lw2lXxaj&gS1v8i^_H>S-b_Z^@Ge+7Sg3F~ z`U)`Jyf1f`=QRH2t&7M!j$uO$Wq;0O4eDFG3sAyjF_zB+zn#3`& zMOK_^4dt7VCs! zmJ`?gN{c-nKUtykw8}5w zm=p|1#$Ih(_75tdx|#?pxsue5f<#W>3p-e=zgw=YwWE{57V~ z-KgG(4@0yj*^fQZL3(MHL#Dtv|E)aGExZ2ucZQKsRfrUyn})SL?|Iv7rhl3vH1TQ0smQLBIl^vEiD1zKl1D@eUbgl(h0F!fM^|j7e>y4fH#ZAu zI#V-WZhWv`ym~)Ez4Q%pi_trtuZMq&~7fB(s3^p#(VxoEh z>8T3x9wN2c`K$sQT<^rn{-lSUb`C=M;Y=}=8xQel3Z8$xp>h{*)f)46ti_ExAH>ax zMZ7Hrd7lSEGCBrdq!3~e7W6x6Z{ET4wjr6ad2V8ZW)uH=KIaieFMlW$SK=e+@o$O$ ze*&&wES92F^o!uW|2aDT_YCna-&5pDn zMuM^TqBZJHIuCXhOh$!{$_^SU(6x?0?zcrN1-Z7p&5yMW%ip^l<>p1fj)>`Ql%@>L z%$e5z$~>YVjbC#6ZiGtxP?SL*!zYZIcMqdt)C3OQuG_Bm7w%a(wO15b$7xZNS5E=} zCzdS`WGW&PSM2h$LPgs$i{tqvmMc(*OG01p_ z?lo`m405KnW9=iA?@8;nUuo2UK#IP8abjib@mJ_IJlhhvn}HNwAw*5kF?H?P?O9u% zeX~3znDcf8B5S+6KuQgM_zmY6AnmQRS#4ap#f5~cce&Taw3B-v*YhQ7vb~Ri@lhgY zjgxJFR$H^fA%nK62~YZMCLn^Avgk;b{M$fXL_HLI^*x7+6Q>^_eK|Z*RGZINwskW( z3$f@Yrhj}!ECXqQ(qN0ttc))C$gh5jeNIxN{*6huH8wnV%j^~1I@{RXh`JN5$uC<* zJx|WuOlwv86Ft8mghrn@F59p`i5qO&4nJG4X@MlF>-ptMGu)B|JC2GBCbQex*s#5# zZH46&XSQ8P>-R2``#>(t<<859`pnJNC4(EL_;`3!dG&i1{@8F!ZY9{QTmq_-yjr3auvJ_H+Xp!~u@1AnXs< zEqwi=f#+ZroS9#apXLpzo(>#lGdp;&7}H2&K4Z#JbzYz68fR zfz|a@0QM4YQoDhLudhAXmKxT>f|Dw=8*C0sd#^zTstY!<=3=w3XkJ*to`4{1NJaXoK#W=BAl z;HL7-W-j&Z+8!*m8+Ds;j>9;3K1kVcRKPCr^;k>PiCFJ{S#n%4^^tNI>FzSf$L67- z$|sa1usY)`0};u)(Sycy+=Y7-`5hC(haWpia5Kqt=?>0$tKDj@Z)*!QPn`nNAjl4K zT!zAvzt1g*03Nu81-YJ>FB-xANb~JK8iBIPm1vsw1g*XCS zi6JNB3&>!*(V#DK0>>90O*A;Hcl^7=bfLb7b+uimoyNZWc1uH~);MXl(nzGp#YFL$ zxFk8PIeiRyma5#xeQ)@e}G)HvRewvvqw@hwIb!w&Tqj$CWNwmv@dPy(cqy@?yJH*`RxnyE&(2zL098 z>?RYL-uMc0A!@IoT!5*>`HX_a0{fO9EzVR!U9-q(yvfw;?3H(5iUyWZ(&iii8n&_xSi?vTCrberay#qn7ip+;`jihnZSf8HQ= zK&VQ2sea0CcVycldqgROS=c|==e*Z;T12AW3qPe6bX!K-p3o!_V!^ zLu|C-tt!R$q(36V+%lHIku`rd6tyIymM>e_398wQ-PfF8s%E1Bf_sB6aM7C-gb%x4 z#WM)_fqOo<=$@Qj?)n~`pAS!6Me85w&AL7qX&Ahy#ZiZfUd3aZLb#z@lO78$ln)=q zT=yCRwI)~PUA2$WWy%*qix+>bFAJoWJBLt zBLyj2YCudh_mPaWSYMi7aX+8{R=3#8m4J4?D9G5jnW(Ns%CJ`mAtXYsza-)w%#@9! zvtRS0=a5kN?$3@2Bb)3b>Ufiw6dly@YBSviob7Z)y+>_*?Y{XXiybXtdGCc4T6p`Y zJ|ZK`%Js2cjJk&_pH?m<^!bgCkE%9<{xmyMljr=HC9CleWnn2m73T{~zGBS^Y!9Wj zGZQfa;jMi23VyS5_v15>jrx{0N2F?niEWP;I&Ny5`nMFP4rInN$Zgk(?s0P8vmGfh z;je|}^h#f-lDOaU7)DpTDZgA-tEML7PuS~)%b5W$l{Wy@3Lj%w$&6k<`u>| zK6Uu`bD#I=9-3>am&vcq>E0N|v!f;e08m(HTA1nLZ%|%Vh8YDv2UG8Fp`LA}(%WKE zE-+Z(7~)fVplsKG6s&>txr$Jnz}pU|S~mDXUe>?gt#emDZF9OC5D+iHf=o>^WtKgs zw%g-NroI}+u@!MS>dXeXpP%-vC%F`x17XApX4BYd_q?ADT9^4Q2kDCWjIbkNBkE$j z^nJZE)#juvS@2AeDC7*^2CFZEPXUs?P^#*x3!BdOEZ_2>m>{d_4wfTO|NI)0E*sk= zKVl!bg|FY{Frq-Mb2HnQn3F=)s^?Z>Y<2d7DR16DA)(3DT)aREcd?B66WZQ3BONz=kP)Nc z);%#3eG+7M7+`XlJn+c~;)|e?Ih~(Cc(kS9Rp!=LQuvkLi7()4DE=0ZnBsfUi0eKc z)WP0zMEnDRoauv~IPDIM`%jQ3Txh-K{y!(eK%4%P2|g+d{4qd!s1gMM&D#8kE4a1j zI2stxd-jq5xPR_fr~})HjuL?RoBFzs^d;P1T0f|%YZz%hC}3=%9Y-Ldd`0R?S<)i4 z)hcHy+$=7?x$pzX8S3Qm)`oAMEeC=p5cV4i&})*Yvr;cuu<7E_Jak`I`u%3C?>V$R zC;)M>j_2hd@0Fh^x&_|Raq;v)3?YmgglAzNqeq7cB|4MTSjVYJBc$mv@pMlK`$!_G z5ZmLMw`u3MQ!{mkyq#z1Mk}_rWIPP#b!W@>7fZ^hI6A&x&KBy4Cyu2NgOQ7YitP`r z_1HR*p`Fv4I;WL7rDw!q$o>2$p+}gP$=P11)z6CIc70)mdS2M3d=`vysp-=r@->5X zM#r1CO`pQn^+4GdFu6tr53v5>afJ?iIevrRRSOL*_)QawYK_5o;F6GN(?zRf+c_&w z!Y7KmC$+WsEX~Vh7xRT^U!=V}^p)X)+x{d<^z#P-? z=(K-M7KDVK!j`%}m}mXm%*dfD_D4oW_EC9S>FQF>1fsC=u4GzdcWPX^=pu2}9z~9| z7YhXIx7o$jgGVVeAEr3WrI|wAP8YH>=NGxHfqOR<0Jc~)+RrnM7<_~34tClptNTVc zAqOXLnEW-Ua1$c~-DCB+WfovNr-CZtqqQf+yxoBAY&NQWMd1gFh*7h8PF0C7mr`IsMQ{aXNy=N_RL>;QlIvW>Re4> z$_#xCQx?;PrIWWGGO3tnw(B1^6%-cIuxh&c441lv% z4_{SvWRxTuAK%7HHRn?%2l=dhRG?~R9EpnZf}9#68;$gy*Cb|^ttg-Sp0>4Tjk}Mx znhy(ko3$rLU9RVWfnp1loJOzpnF0*9$`}zl+$zY8+$M9no+q3$vSfG4G!YAoz+^qw z^~=p{WZfjm{`q)jbo+kxv#XE3!cJ2);H-}{4<^N6j*zd34PKqGFjCL!Un^3I8#=6} zqD|yb%{=z!l-i?Xc6m>;i9#^oW|~K6l-p(lQ!8D#Up`Gf^wfD?Hmtb*6`MUnz;T1r zG@~kXBtHpodNpZik3ABn$E1F4xKtX4YMm~oRsF3#OS5|LZoQZofila#`7|vMTIYYb~DfTDYz>7fmnqe z0H)p!OB8NS(&SV>#X(ylcH&fjL98Ck%fed0B_$)2#neFQoxJCO_Qf9*r@98|>bDF3 zlvwiVNb=0eX#REHJbOK_R%9t;xLtJ-xX7CztQB)7lw1!!=c9kMuBJIdBq22ZXS*}V@=KC)zz>YcMUodxybAr_~? zCvsS1yf$H`?XE_C3}745>R+jlQ+$IL=QFNybF>7H{K`Ju_-tsyGF47F5*bZNn=90C zwaDNXd#3~R+SN?p1wjR_?bVBydc;j4&wIbsxxPOl9T(xCFb_l}7%b_<^-pFzjOW#zMfsAy>9Pb2Ce)qK-7Gf3J=$df72r6)!z>s+o$*rUAG)i+b-I=V4hL8&{TB z#q1F*GIK|la3bHHj3aN^j{BWO^YWnwT(m-Vc4+Q9EGvaYkt_dQhO9-@@#2%LFdUn$ zP)u@ia`@_QTVjNZ6Hb#q534ghS(8A^GlYE2t)C0sZ)qP;UlAtwy171;#%Fma28dj)#6}dMB<@yIfM=6pK|oaZc6r!i$!zrV8sSMJdR1t;fl`SOyo;v(Fr zq4#!A?g4b)TIH=g#N<^IgzS)haFR)k<$m_He3^=v*xF(_K`rwvQ7gwzEARPf^y1=T zUa`Do-U4G{>4&~4k%KFn0V2|eM0c#+(#SrtvG8ycP2B9Xil5Ma5<8qewh?B$3F>xZ zC2vc6HS7agts^(Z#p%gKfv!}XfItT5S2yk9qu*1hKdr0^Tgh9vcacx*DiAmlu#m4%HVwRb>MEZ8exY{ovskH0F{+@2ii1!k`sSlqMG$}$+r8`aK`>9C@ApH^t z4;Lqx@YTHo={GI2lXDtSE^aO=;234OP3g3xE`kL z#O*=3Jj)Eto>fZ9n;(qw zX(>f$b8zr_6AQoMlj|UgoV)V1V;U`9c+nC)?{0q({es@3<4u6|?Pl$G<-3xD-61!O zJ0Kj3^JAVGPe7QPR>kwn&r@c+&*-u7a9z%%S-aNJ$Op-GC}Uh1jA1Kt%YQq#1$xSa zh24{YcDu*LBY~RTD!4kCh9|P>WBoDS&9G*Rmu4!|pqvtN!Pa63K5Igyg)q?IWou`h zkM$FfmAZFF_c+3iS#kAs_fs>ghS`2tjy(a0r>JLZ`}J2!k*4{Nl1yKA-ZGKJRZSv3 zaFoe&XEZR*r;mMoC5y>$+si{XlG`IUuCSQ-;XWSYklzvlO}7H&!+0K!5iME;+^;R^ zZj!@RiV{2`zguK2KE;YDorB?g42e#@Ssa?Cw=ku+8!s(=+anf=J0o9yo@3^#er`vL zE3o%;3wtJg+wo2oVFWw#ubNi==~Xt^@>zFbyBXX)~B)5*|h z$L0p(w`H~62lc$OMM0=O@dIo|BmTCkTCNId6CWCAa@w-mu!b-Sc-85W+FJl5Z009I zf<(;o$vYgQtjUhAZQ_25nmHh1p_JAJd$b z>Hf*RZi-cA_Dr#d(S3QL0W`GD&AsGgVKRnu@!F5?zc`Hu>utli3;v#bm6r2{q}#`a zQ<%!Rg4D$q;B(5{iAhf#2?W&KCMP{L{HJJIxX<0{fpLbEr>qvWG- zPtF70rbU_eUyC+`-muZWD3p_k+8_`9;w%|nSW#=t{_w#d3%a`Rl8;H>YM+^9tNI;0 z3xl1aBHZqvl`1<8ovt*hgpaAY>+P~GIgO23V!ey&ufW7XwXAewN@b1gJ@qM)e=hRr zLE@Hf`#CSB0DnBRF`d&b|c5QWK6tU!_vV$QiR0vWgDyaEhr`?$_sS%OJ|BKsk>St_6`ZG)pq#QZ*E$*=m_zUp-G0*muAKA5cLHtIV`S! zeKDnG`;wEeImmw8qT3;qFoJOql9-HDT^}2b zB;${MQ8HFg-?;N#F6gs?c*dN&=@cNcj^IsJ2qQ;5Rn;wbnf$oVI#b&j*IC6_2Plu#w9@x8Q9Kr~NkWXZLpF%?Ui+IM;_o6IMoy!?Q zzDLR*q+k=7>Qp@JX4X0~Mj@{v@4SA-BB((ftlM&TvAw6bRwey2Xd*eo75D9%f-|bo zSF)*W{WY^?4(p{(s&-zhu7fAWt2mSBcdVQ-?gsIG(e(n}Y1hXVyG@A9KS+FQe)#UT z%2=eGM$pN#pNZx`%3G~QwREne_35=Fg-Y*k4+B{x_~<(V+QdoDpYEgujNl=(L90Wv1Z zR%%^_S+RPx8enwY|sb^p2R-K#ps_2|7 zO$W|?haUW@y;(sqc-5o~y~1W&QhOb3p|k#Qy5A=3SB-iOc<0T<++rD^%ZmEXXpCZ` z@&;AEd+${G@=xDJ)ur)KiIrtG0iid4(G)pQS>v$rD%!s|cHqjO&WOP+YkSZBqKWsQ z&P^=RePMrYk;T!4C{PS3_v321{-zP55`)9{8)Zjue=phpQqKQX zFuUYEdu}q;)X_IT)85aqG?Ee*lRB-{~ zNU!{y#2A;yCk1Nbwr!UiGZEp|sEL}x#~R8O^Nn|z+&q3RB_siSFdk%P_QhOic@ML? z$-p(9H@f%7;2kumJJUk+jX%eDT-kHSYA1M>b?G_pf1w7bA|5e11qq-`hpGPe>(>9A zNe6#q$c|<|u>KAc`^P%ePyhy77WFX5-?lh+^rIGZ&0~Q5XZZU$p33;bx5W2Czu&(5 z^}Bju)LgRq;>@A{=@yUttOIYTp42nj0X6qL^mqk|KOskW#i z7#xZC?Bag)bo{{MjA_F0n=DiDAybT&@T>?P z%SMsqEMqlyom2{+zpXK*W8;xx4m+8gGHsIvGs&ivk(g6*(AI$tT{E6Q6RBB*dC~(2 z>KxfMqExCepFA{FGxAqZLCqNInzl1TbgaVR_sx|Ijx@5Ilq|-yWBNMMT^%ug?k9C3 za!W<=JD+9Myx^W65ey2*W`3g@{F67SJLGfEgel_Q<8bYem9$nH_X20{1%0j7OZ4jNIk9P{xN3D)uT-{y(Qv2-%8Ihm zq8I0t%PxHC0`{wfiK*bw3Rqt%((L13#ay`K7Ho!FmMJe=uY7ejDhqTs9rs0ZO5j|ca%{c zG&8$4#VZKn6H0GJfWWJgMhzQxEP`az_P>dwvG%e4W!Go~AF^H2KPd7iYNSeQ54cTC z2;1lq)qFll1~Od=c>9E3RQ_@LXC9lNM z39SorL6rD(Tc=TS#4W98Vmsy3Aq?>hK}s@`N-ypHeYgLYr$15nHkO-rz$t+?< zM0s<{$?I9IjjGOi!#>%8X~|mR`tLVA|Kl?s!~>aumCBr{Pm5BQqg+}*{DSx)k-em> zmo5=W^Yav-^=!cf+ltG3>lv}b%?;K*^%3pm<|ewmLCfivIVUtznZkt5J(#-Hbg6>> zB!&MSxo8xd!sPScj%C00e^Aq{gaui-mP;_a%3`UNgX_@ntNm$Aew5LuPa^yDNK}`t zl&cc&SX)f zD?t4o>0j}r;{_@vXPM>J%KWvqR>BET;o7Hy)$Z93oB-S@Gmn*}!`ztV|TU4-ad5zpPLXtO>;sJGYd zH@SBn>SETewMJ*zZGovYg&j*eMe7kPL9)mriP5#LayZ;|5Df*2o71YgnOIy=(I+JI zczpbV2tP8w*L+RvaiwB5Zi2rqWA=aKHp&j>-8MJ-Sqpe+ut5I_gNw@K@SFIl#CrGY z;njYNE!TILwLiPr;Gm;fVGmEcGDf*G}B>)zp+`EfPTk23g10#~a@S67!U z;PgR2t;6fQtI!uKD2SZ*av%w_Bz~l{OnJzYd9$awkDpzB>Z2B6pCwFjd*PN)GZjy|Y9yd)!>_AiZEwqfLsVf$rfh~zJ6!IMBIn_>5k%*GzR;_+8 z4gh&HkuyKq<_>vHKn7cCRO zdjyFMDoMoN-zO%sg$_0?m)cgoc%O?HE%#|%(;GPnaJs8o1hB2;K4Dgyc-e%V;Al!j z`u}nGZ`#xkKk;(En*0XNEV@{R!k)Gmq;_F_Bf9i!w3H33 zx0uey$x~s&G~F_C;a5B)lt;zsudx%4euQZ&Jd96Ci7~i=5@VyNdE>1;DQj3N4&Z)# zGRWS(2n2c@4KOC}Sx-j**h<}xie zah}(s%E}_^)h#ow=dFk#N`)-Rfln=~wLR>m8p+AuqZ_ zibeX76V1Whs4F`H*_~?)Ihh0XoVMFl90w2f3gDL7sYz_Tyqpp!0E-s59-%CoIdGHhM_(1J1DtJdV}|=ttjgm-QjnzL2x|*xg_GMs_iHzK^_CP)M`b zst|L@<6R$G#Y=nFQ(J_Mi&7b~XLbU2_I5ISxx<~yw3f%LjTDYN|1MhsyoqBS@;Oo5 z#!Za}ht5IY7qxTrQ`bKWl-xx}q*7l_@ywzCIoYC_NjOWOEWrASE*bi1Jc-v?DV>-G zqLcSA<9m-?rNZpfxlx-Sm%uUDOuLI_^{7q_-Ri(>Z6=^DD+I(Hsm%kL+4;Q<4ep9`Lmz-&2tQbcl|3SoU<@{nf2m29{4R##g^nOlla$Z?Z z_rU%ofNC-cXMgWnm7_-c4%BMA%oF?hMx7_+>2^O3>WSvo!>x7aKK+pS{ya6Hb-8vX zpZ9 z^Zm#>3QFy~HZr$vGonDPly4ct+KXA^D|V8RrD<1}#0rZSdzvzDtcwM&{mJREbSCfq ze}#5?rtE=$c1|}B7Jh`5ZZB?`uki|*XZ=DY3!tZaxyM;YVUhnzKixooc)7T=v@|(c zGbu0h{Mqcx46P#)ejY3YLqSY}Nj$zKFr~QNJC023Azp;Ek62wD>f+t@ZnqUaEx*K} zjVqh;uwGIHuxFyvEPo#R=3B6y`fUP!o8oGCz0b$7OFKH#>%i1@$s2Cpl%HvlR`1h8 zsCDYkAPL4*+pUk#9Yu^#_4)3SA18?+(+kgrxAW_F%4OS|okod4(UMwpNf(u`R>D+@ z4AvYw%M-@o)FLZ`>LZuiA1%KhS4afqg_X^H;(U8H`HftHYJcxdbU0f-RAV$vfW(xj6zy zkY=~L&-)Iwu^~cIO_HS(BlX8XF!->dFv(fU zTEPLg@RTJ>tF4++9vbwjZ1QGS1|2Y%#7Fk3FI5b1tj`auIohVqvL7^UZ*e6J&D6GC zm|HqNHa%l+S#O%5_VTjHx_`I6)*=+qZ@^8q?X^{$&EIBrvZD|!Dt3QBespi|{eDRc zmAj9ejMxPE;C{1<^QNBlX$ab_(RR^O^x}Y-(hI~UTL7%b?AYNBLg8My=w@;7`unFH^vAVT=uyeE)LX&Vtp;(Z>9{XoIm zrkSurdK0QOKEm#ER(V-dNCWYnA`x?hD3efdV6(`>t+s6uVxF$(-(PBOMz%AbPlH~; z+M-jpxA#-CNN>GhQ&-W!(9|VylQJ@PmOA{Ztx?gleoCw^HAU;0ty7tkxirV{us$3T?d{s0MOi9Bq6#|kGXcaJbMg5?2FzgJWXV5UIGD17 zxnRYEqlExv$)zQCctg2mXi2?}yqfS)K?8h6yc_BfXIt;d9f4&A8t`nfWm*Hu=u*BYH|`+8XT$bw^6L$p#A z_0@5ny2z=YNppAZMyv1U{uX>$j5){Wv#_w_4fOjTI%cpB6f*Y|o+h@fHfU7ulkgDk zh7w_k-#}k@eBZUHqV;9;#EZkcC)Kwf$S`-VO(*NuhJG8X>r0sn0C1r964ne}X`dZ`-P&Ny-39?R`r zWLvVsmMlqpju}o_1m%`F0z;ONZPoB9Z65@DcVP{1E_QH6m)-QDiIY}NU^mrzZZlGa_8(?GJm$Ic{2=l*z z@hCg`$uGbZ^BiGPgs=B^Q_>^0ZC+a5ORCqITq z$@t^fsDD<{puHF;Uy(5R@BjQmoSQ}u$#p$lmRY6w?dLzWBZ;E$bq5ap#j6CRHt0@Q zbnj1V|81a-APkg3L$Fi-;-!xLC~Rpum^u=5JM#DMy5Wa&2SvG0!uc1k@(1EXfD$}0 zGQ9s0LrR2)EGnhCoh+}8@XG$-WTI;e?17{*H>=!KNMogd4F`!Kc-NXFT8jhZeC*wtm{}g4dMcmcZwT%xSg7W@q-A{FO zJPRcuu;(Zz><>ZdFXEXY;}0#3$lYM9*xU#%`>&sLB;7#;iX^4nM}H~a6QxCW-;iYF1-?QJYxM5pYB6_tnwq-$>P)#U$1^b@u9iyX-i@=S2ZaSD zx_*sob8i+ZA77{oMMc8iLe&n~sGwV?3`UB)ZxU%Vja?lV;@uzN{4=k9tPk#kupPN- zYPh(EM=Ct72f|6F|X z--X=^ty>zlR+tjM`ybO@c=SDsoYHw=cNg26h08Fn3s?;ZwhSj2HF8q3{zf=SROc{? z*Mh=bZ*+fsYxThhYwgpAhZ?)vTaJhMp6Qm{G&G>W%)-v%fv*7+R;MoN?s?g~<1odJ zSJ*pGRP+izKN&Z7N-xcbC#P*Nc6S$0rBs$4r(mQTDRZ;#VQ_csY>}pMdaq=qPwp5B zk~olK_rNA!!B!hG50tjGG_UK~2w@E-^O{5oZ#QMiClbzc_4-*R_1-Kbp6G zP&uof_#nM$W#VWeHL7j0y!hDKKDpp9XlG-iW|nqCSXzfPb+%!q$2!psNR*5ge!rgy z&EC9q)UZTkQ75gylKr|`A)?Z7iPIdIdFCBo8e?Ssv^JrayKr8qz7*(1#Ms(wU1|FW2=DGJI|q;zO_xit4+46$NH&4T?**{jw#Fy5aZ&Pra!=}yM2~ODuDcc$d>&i z%VXI+*0nZ!)@ZFK@p1r>^XePjQN2i+C#6Z*cYU86$9(w9GSQgQ`{pvOjr?4q+*~3G z!pD(9NoWjopsDZ4V)pYUFw?WE?GyV}~x%`Mnkc*!qK znJ7roDEXJG8m0y0+NJ|z5j5*>O23(FkqL;(dsAhy-?P_Q^~;kd+h)9AfC(|q&b_*y zS*9v5Y?YkyC}tAf-`2v<(n^+80vqkzPG%HcsH;IWi8NuP{-Pm5QpjyD!5X>zw&WTo ziJ#AIXn08nww_uwndiv)R`)n(!r!cxN!@r5g{CaHCQ>GP2(WR4#}>TL+7Xx& zXzO0`o(by}nI17?(%kkfS8`J0wKz@$>JZ6&oGp`*51y;rD|-LY9|PK*p)sk(O&FSM zPSF!O(l!yaK_{<0*1|akf@}iGG8m%t7+2CJ&RGH$b9jpQwD0SbtlrcC`O(QZ`@7b+ zw|EXYeXg%OGpN~}dfCCm>7l^-K5tC68q|ZXzqSv4*7rkneEKlG*+EkkZ=*>B7g0;Z-N2rQ)ueA$4$3e+8naz!D*}`msNO}M~(#<(yEm6ox}s>so{oIG#}r*}`Cf~}dT^|zd~A_beH z)0bW*TVF|(D%MN0(VNrMs>$x+h&t zEN6AeL@D=fok7}#i4%CS!X??ZANREIcaU&bj@*didceP@Mt90#c6tkYG#tIp630m} ze{%8;eMywW!inf3ilW&Hlc6RYBfjCGCO$M?4PCu^wk zIs9#{vuf(6_;G|QxaQAz)LBXhz?}7QfDBJFsb-;6Py2}6bP3+9q;J{!&hAo?GdhZ9 zNiuWNuU|cVfmKb8ktR1aIg~y$VTXqk>86`WP*!%@^Yn}(g@yb)AgN$-@u|SuYkAQ= zZ|%x>)q!nqhFgmTZ!cQiw$R)8YIG_*}H%nE-g<}4=nzDFpt`<#x`tJfPnb+OAl z^2+acrDqOK(6hJst1JirKJf$ZIhn)=>b3tL-rh1G%I$jtRS*Lt4k;iYAYCfmNK1Ez zbPqLjiHekTHw@j<9g4IJ%+TFk0z=n*$8$Wt^FQZ)z4zNNd)V*ZYpuQaTF-j+dZ*JJ z5ctZ!Lh4_^TrLVpXy;pwC!aZ2UC{dE)qr=3+bU)7SLj=R4u~W1wVrGn{~8t%%6Yk3 zmEAtGvAIZG*R@8!;ysd*R^*DB);&Nwx64kTB~M7rzZsJHD0d2F6Q{@ZE=iHRm{M*E zUdqYt(Nq3iT-mt2jYJWV?EF7w@l}UnS6Di>?T)d0Ex$U~iwd)^6;5@74!cvHKG03> z@@$flfa#14si~HPWXIq`UTUQY2=fXmy1g|>donVy#W0mgDpmLgLnhl&bL%@xmAG7J zB<4{Nq;7})XWln-Uk7(vaHol|^n6qZ>=_@3;x4y~cuKH=DFqa!=tsG+S`*-yghxbO z{>ss@+TttRy?Wp^1H}H|9Gdj~2ZKs;$vB@L&ZXG58%=qHxsBk&28n=6(LC6oiX&O{ z=cD8c3@B6Zj(#7@*-DtJ$+Ws&V!&^Q`0`!>ch;8?5S!_&#x_u@q&BB;=X*OuHeY)U zfR$``S}^d$oNG_AOH15D5N;Iwxg#1b#vOaW>jIl=!EGNQwx5U}u7uq23YIltkJjX& zeTbt)_bgOirP<8g!faM)@T#bjV{mesx=q2fn(ySP%fq|-VBmJd=W~Y!i8=K{Q4UFq zN5TsPA&+0{%1?V}oP3I5%4#O=%ydg)AC(MDd|rM5%}d`7+WU?XjHl{a8$dkMRGZW4 z?&4~oX@GlrZo^u%G}Ez+LH_NL=eXqkbut&Uod8ik^zWUcoNT$5v!Q|}pc`gGn;?O8 zoh;a_T+)4kp`X;0B5izxKjkqoi%<^{rFo8IEz}q#v5{^NFX?S&)yC8~OczhF$yTnT zDTn#Tq)=1lqLGIk*+<3IO-l3&2D!vEYy&%MwZ&vFeuw4&;w3#^Qd*}a_PS8@>Ha1K zLm|ez@|)~oXJhGy@IuA69*J~pSTEABKvJ>4R_ zae8R)hQSOhPF%5}mtw|4`^5Vhuhhh;3ATt`9m>9L67Y3k-xrAK$X0VZag{!Zhb4wG z)=#$HM7>W&=k?B9NCI#buTSGv#}%i`vdTdlr$Jc7Fk7x|PRjCxPcu#=F{SU_Tq1fG zgYC_CK6h!PKS?)@u{jG2;ZmhJZ)*Q;e=iPy6VHmBW_^#V3!*|T<+jBdnIa-a^(_YK zT3=e2U+m=>8Ia!TGH{Hr!Q45TYHe%HsVjF*G$?P*Zv4heKGOW4VdeMOk&GZTY5}UpIzWbzWX8bjiTXBi1gCI9}$iR}M~co!ZEg1b%}jrkjAL zWaV(b_zue(esyz>ylcC#Za%Ly^zhh346M4{-Tggb-tWmGR-63~7= z{40iS=X&&9Fe49-#TAO11PLWEkqEPMlw+<4^m{+@mZ_}L)iuquO<}17M9= zS(EMK(=F9-QJYO;E;hT!b-h^zjS+K-@|uq5x{v1cikvc17sY$>2KDO=G<;c1&HlnA z{X<;Q{P)o(q|+zIuE!ZqEiBGPT}Ja>vbB@~22UT_T3u*-fiMjaJY2)^@e$0oLX*cg zt{xMItKw6g=?~ka3Uh4gE{MKP=w>1utJ!7Z)TFS+^J-f8DZX65U(Z%-&(cM5InwJ} zIQkOXpnTl;(P?LQNf7f8X9bw<)7uvX-+x4L?j$W)q=kb#Xe>F_r^ZWJUHR7n0|Upk zZGC*M`JD55X??09-^L4Yn!R+KoHQ1VV&K*&4`PyTVLWcGhMBu2dfWG^s_qG~^6UNx zsLi*<)-bJjhcFHuQ#8ntvVuf#liU-mlHA`(*_r%R91(qk6j-V z(G!K`G0;sH48D5DqwcbassPHlN=yucZNaK!&C@@n5*)LQf#mKs6R z$M$%P96uvEebNN!1O1*lIA^oYaI=))^$g*~jay<6DkoqKbNPhSFJoxa*H zIHK`N)>J$u%Xo|0W5rltDWKH3cbw*|3Jv_aPOp%*wXTK2g@nQ)6HtIcNc=v7?$dU4 zu(!u*6mf_eFqV&9YC<4GOc-vzeSK^GIol zf7NIa_O*6>1NPHlO;0GW$N%-Xvda%7D)X)#>(LN}KqHD?i!<-XJW|sFygI8nK}1u> z00qg&&jN^2zn1g06nl@$z&7Vw`=vfZ%|9xVX2gU+)(w^2Ek=Ary@5Kc z*Q-i1O_uczBmMuI(7S<_fI15JMW%}1>f)_Y#| z9h~!elMXNH4_eCXLsf;(evnc49^DG?=R$8rP;bHAbiy8f8Qye8$H^Ps-Pm*2!gSeL zRzD#5`xz%0w_QzLw?J<-eYJq=A|!-^WzfpEzX3m~PJ~x|5h#y{;;- z#}l(16Rpi`U)okZr(r_~UfA8v3*BztdTmCvHJlD&J1Dl?_AXjp5$lTQC2%N=l{M{M zi{&&tUEjPM6O1XnFF&(jWv#~%v2oqM?w70FsuQFS#%%l9Zau6zJMX=GJl=LwO5qN2 zJWl=u7H-L^<}FMwv6Bg+UIm*?tFc4!_OgZjRt_(u(MG!IYo`ijCj7y$%l;;i#|7Mv zV)J%Joz3?^w)`vwzJXmLSsWunyCyABMfanSA-eQ4`CiYI+5_q1z97@iKM`Zw6aXZ& z%a-_x)V`Cp2v%Gn8kqXc1#el#)e4>P%|V1>Di38uJ0vuh!gC{QJ>9D;C+E2p)2vv8 zj?Mf?&6CZaE*Xtkjb}tH%nmNcLKh(_UXG3xqX$cY3am=#X02QL!o24Q>{5==HW%Bh z({yg`Df+-+nE(O7RioTp%!rNj{cAD;n)2pt|7EAd*TiM+yX!!y52Pe(|Hp7mqNO1ck3a+xzzC+iLDVuFlwn&&`HY%DqaR z8C2TX6>lPS+Sh^}{39 z9#BgWmPCy!%)aShyUl;#>)7^KcCBq6!>@B8$#bt(kU*{p(WmHhw4Pe1$I6(z=Y9}j z*`ev3is`PPdeh3t1<}>J8TD&c6_QljwHM;WH{7j9-(P^NBNBZ1&N~KMYj`>%I|@Wf zi=qMVxVAfeGIIp~E(K+zh8u#^7rItB076DCiJ^S0aL-X_qL z$xEr?ucY&cDq+=PML}S*u?MKT9p9LQ4u{g%Sg&WY2g4#F42L&9>sM=SV;NZZF1}|H zzRHgg+xq0n>RKk=xb-MZ*BcbJN6_IRPmW<>{OjzWVPiUfY0xz?z15?Ogz~*CVK0zi z?mCr-a<#V&Xe&U-=K^eEvOKD3D4$(V;lAK+@4ZYqD0Inu?5q4xUs*W{%tmGC+R>(e zJj+jElt2;Me>>kMaD|=WYZCWq|7!NMzRzvOLAzyRxoFDpz|D2ID*qcP)!5xca7!yVc;pcTA2puIa6EnDg2s%)_F2+d`=F=i8gKH<9B}2 zw|IGbe5;l+(0R#r*~@k-KbH#M*R|G!`&~Vg)$9wNmXPBk>u#X9KA1FU>zzA^X2Kdv zTGsiaZdZX-Mg2M-4& z;B0jkf#S;$R;HM#gs!L)^y$|H8S1@j+*}N=#E_ZJa zYH}a!6VIIO&W|*8{h3iLkpgldp0SY+klscaUS^8D>iW^3?@86yuV0gslewE0F%t}Z z&t1m#r4r0k&@oq954uSE`}^bk=YvHq%X}5Lzqef*X+6XgzA5}ViERL5Tz%;jW5_>( zC}JY9(KR?43uyEKe$PDXVW+QsR=NIR+~>UR^y&54>Ms6`&yrudl2nrl2idH;`ei@; zND5Jor7BU2Uz}oM4C=mv#@xsS92EvQGZ+z%#XoFqgpj2iIqNN=XMsU%RW2xH)$U^9;&uuTA-{s_KbA(rK%H-;! ziv0(6lXGoVspLt#>(f1EdL;b6TzhAfrt4FP^WM9xZ^#4q6}5<_kfOZ&z~CUjZc}O3 z)6$Z@Y&lyBE#$u__q%2~7S+_yfQNN&_?j?moA939&MBXkW8ZWcUlkn@!WFfCdux^;6|y+PXnZ|*w?ks{>zOi^3AM@Rz;jIVPKrnQ6vSCVeoQp<$`u>BQ5bK| z=~ciKX*2BXi`$T8cz$>6b}ob4#bF9-^GTaj+4U5-TXX)W+qhr;b)j43zDBeff8%so z((+~i?&FAPX_XH={y}nw)SW2?Zqris*MSrQ9y!4v$MFNm&!1uLA#Q1O`}7`^Yil+J zhF4|7b4*(a23Nti`t@G|)Rm@0?qUz5`cAZ*LSKyr+<8+J{`^;dYXZf8#6nnCi6;b! zbKUXRBZ%Cm0+Lu#lpJBi@qWu8p6P5&JC#5o+b~hfWJMxT+1*yeT9bnB;neud%?Q!_ zHMi4Q<0--Z65#oFpJpT;yC=lwMcf|re$N1u|DeoW_;lUP z`{HJ~+O_pmk)rK5(C;>jsF$X=iUzvx(>YMuK@rP+)sHO%5Z7ct9ug+TwQ2Iaw-j>~ zh!yM%*2{_hlkR(>@$gryUskjaJO$Y!=1%Qp3^_(m+Q=`rE9pGF%*~?qe2y3FZ~0!e zh^vmrVEZ~-uD$2u54%e{Xn1`4EMVo z(vOWf?9TN&$!l80h3d3=H7-XCo(#=#2CT+iW>-|H?5c70dN=0YY_S=7Yi}6QGjNpxC zx?!8&?TyN^j3LFPK8Nm+nOm%D+X*xy+)E(6v(?^vYj$RJKiWPk!QR zvA9Vv0Q})?3kp6Ze;RbVysfpMAjp>}+1Pw5El(?%w$X1>I%tH@uRR4<6YiDJ9vjU+}yAId6ED zFKgAI*}C39akZ$)0>5s|=5+-@djf9>b+-%;ZcpM{&Y_z9rvY3x%uo@v09s>yV-p zp`jA)O53%yazSEwLl3JDdV^I7`@}w@tLwvag_QRD%{RK^HQ&{}*0DstrF#rd`yLeQ zS_r{Z^i`%^VMpV>2NkD=PX}T}Y0sk|lux`T!%kb{xcufvFFOLBtBA`0rD=@$Zb1dEo(oBzB?!WrB0x zHHarx!uj_sEiLPh$8_tg3=x5!WVn)|v5T>8XISkam*zBS6KjRzw6h;+WL81OO|fX^ z4ia$MekF918OZ0S^K)U;&u2L~)8K^;vqOXEhKS?vD8v4i5(|lVo7@pzCoPrMC$B71 zO*MmS)GcHfV>l|7{mNQ4yvp^@22w`KH#h>i@u@s-FZ)iqLFebE<@PbBbGPl&5#DRK zt9?Nns|7YGz2^gIl0p~Xhrz01$s4)?n1Y9h2wD>2j+^}8@%pUG!y`HtlQQnS& z7A)MXeq1cHc20U9mIz}&-&%d7BT|O8)JS_aSvNtZurR2Gud$WIG?k9)+B&XHahVvr z#xWRwsWH&k4L0p}J!$BtN+znx>&QEtFeA*@vSY{e%9AKx%J-(_*2Un8kH#+6{=74Ru9Yl>tw z^BdKVm^s8HEsE}U% zhoUkA5W>=?yRmEj!y%JH2lzZWTqkIMVWEG4`*%oZ=m|`mLx!EX>aWQ zOO(SZ2A?Y>uYdA7kXh@V9H28fYZJrYz5h;SM@|FWDCf(wtdsw=ya75(8tH2N zotFD+Tq4iv0H)sh$${AJzrZ+=XE8{kRbiOVFBI&5<9a6o0+@Qx-Q~cke-rXVXwkrh zu4}GMs->cQ$iumr2uDJBR?;I%Fa#o^`2N{Y)w56cP84xOISP+V{*)dU zDC9=~E=td%yV)>l01)@l!ZXOD|Fj^9nZ)nAK>rx*uaD2LktDgVuf_5H(}E;svfm4v{cRb)iCh4N z2I%g?halSjv>=I@77t09{zH-zz!_S7O*-^zDjsY@v$JWZcH#hU%%7Ra(#~$+kObn1 z9P%q_Kz{7d2@Is-opIZHw|NhYfV)>n3>C1RFD@v+DtC#e|4m%^dm$d`15#|IFsjD> zw@PXifWT->8}g^;_uFKVE5Hp9$+_=Gn9$$-|24x2KA=U{A~^a#BAG`T`sE*zm;Y{g zyNzVLrP0XzXFKsmGT!#3o*=n;|L4E_OOX)H{~wc?9U}<%b1rW?PzXcKI;P*E{%_9y zX?Q@{Oz5P^;D3z92DugN24%JWyXA{B(BcLq_xcYvRu7m|nvK-sR+}KfG7SA1I8j%c`Wu{ig|75aEb@eO5l4ov^>7HXS2|eo)KcJDE7WDZ% zisrrIci{=i-n;SfPxTU0l2THl@)}k-6)i~_Q=5sU|2OAt0-V{SPvVJ`0jfzzf0kg4{ zx}(0_mbi64-H{OqdZWhn@Mf_!m&RT??bCVbACYrtAFi*j#fGg6rXco4DN6~ZRuWus zl}Yr;qJ2OPYkb?Kmo_AWh>(yT4$U)9SJf|Q0m65ykjyV9-+Q6#)Uve@2t>5l&Db3( zkwG$|TpqSxqNv(;Un7@IJC&4N+aAIC(Y%|sOY;L_HV_AljW|u^;cW>QW+N?NssuQ^ zf0~59Gu}g%&*>XvB-)5TMK-i~crbLY;oaOKI2q+=R=R>uA236{m9Rs3d9_;7!U zl45NigWlt~RPacX9^P@Q%BtGocU!76b3z|9m%hG@y^#m9Esd>>aL`+IHfO^04RY{h zKYFf&OfZ9X3+CG2r=JMzz3=D4`I56IPTiGkmHc59nGFr2)|{{gd1e2}nu*QhP>m{Y z6_QkP9x-AMUP7Gr#Z-0q6-Do$9(H5xXFHI7Lt`!}8JUwG+f1i>>g7D!Nr`+_9Bl_I zxFJ2q_YC^2mK6Lvd?duIY@5Vi<8yj*l<-e)3{I3*RI}c7^k|+pDdw%NdoI5~3yrLpk0V`{C(%sR~x9f%AOZi|D zDHmCvB;^ZtY){QVFKCH$1|9(>3qg2Kek)(grifV-r8>07;QMGm;c$m)HT_|2-nG1I z%nR?zZn_Zt?ug*#<@UwS}1X-SdJq2L;lPHQJDKEd2#+>YZvygTTc>@KH6JMty78nUnym1Rry z`JEtDUv^(?o8WlISTyG6R4js_8k;W$u+tvKJ!P(fF;v&T@-ZJ;7MNJbDH`hezAR|- z088C-z3V~O`l|lOjt!d`@5?tR9FQi9hPU>PS*$!S>y24q<)1G<*iHx+1e;iTK>*JLkydNXdD+b$$ypOQ?HevB+t{2u?nUbk zr{8hCUTgJ}CKo-`zJX4f9$V6LcgEwhC&b6Y-@Xk=vaqlaB**R?9I=oM1wVuCzO(SO z;r)1WPLD#s5bw&DhA-XUGK4QWY+Qtn=FR$ARrLwh$7N@EwoM&uGFWJ9(y(C5@|qYY z8b=-^`x5--x>XE|39T1+kL=yDT&Pj>a9YhJ7SE6O^VHVIg-%^NAGkT|YIQ$1+c-7@ zw}_~ww`zUL%3v3@Es~g*xbf(`FrPd~p_zTw*EYWSVdu*8A&tyW|<;MKE;H z9!_r2d9}%j)4L;z>)X$X{4ipGk-E;%NOo@ZWmflas*O+Ld;xAqksL z$Ner@h#e+6*;+Ar5l@XaW%jzYS;M5H*ahK|2C^)|*X*+RY*u>GvAz z&&nEYQb%CB`e|bmebpnYFDPqkDPF3`EjT)UO6+m)a(BvCQ+^zz7t{*NB+l3%#)#do z(0x3!HFJn)udEnl$k0_WrMy4(3F^)~%Jp$*-51PI;^0Wj`b9v9lXL;WWuaZc2l@jQ zUz9CjgrcPONa!>v-503bJ%31ZsYAltmFZPjT;A=yAnk}YFI=lvIo~T9&_2}zsn73| zwr{L1Kc5gSkqY4ep=XimP8FIARtby>7TDR;9>KlrpvvQ(Jy{s%=7C;(fjopd8D5ul zr5`_nE`h>-#tI}Sa+*?#a&k({f`WqblpL5VtgNgChIc2UWr?LlqSyn5z-^$$>Le5^ zl4ON>j3I6`gwI`0Mtwu@PaEj#@Wp#bo=H?MyH8RR$2lnI2 zZupY*m6u;sEbQB+3k}x?4VzcfKkf^uE5wl*E;wj?#-DTY%#K^WLfA2>Yjs$;>_A*j z^o!lh6jo%(xKQaF?#mic4mKIHJ%9)dqY9#;qKbWJp|09{@1W@t9ld(JXH#64)bq%X zK&|_3)oh&fQG8sNn*vfcY(aW8 zU1L)+TLGPvbsX>DRXjaJ91~#Jk?YqcF6s~$C<+UmC8Epe0e8((E&k|7!h{Xa`AiFs zQ8g9wbqmeS_{Jsp$Nc)(GM-frN27sN0#2Q((ny7MS8*CTS8Myq>Cc{+fsO*Pb_4Pw&$*^4DsIahNfj!;`roe`YM?zjbpiB(*h z{0M-isC~Lq98$9Qnae9`veX5^{h5g4*u3F_i=d9=#b}k$}lM+u{rE_qg7L`#2cqF^eU*bv?uJL@7ox@VS;i-;~tnr~?T272A z)Rv>*$mB-vo@IgS^diZo>3p??;`yV-p(=4=$$o>wzJ7yjYS;7hzOUyM?1;{oU&KnV z8GU~qz!^VVlu-0)FmjzyZKw<4T9H2)DL;Q6VELGkZcuTM8DH0>I7W;_S5V(i=EK`j z%oUd|D(E(LP#&}IZB7{WXlZa-LX(5l5B9M6JOjPtEF7K9@vwoEQCWP62Pk(hs&nVm z0g}oVoEs%pfeaQKokyetN`y%+pA9nCZ(Md;S~lKrJrH0TF_RB`-N^iW)>Q^7{gIh9 z;+Q3wG`#xDf;NJUY&%)KHlh_*qAjzK-?N@48Dc7vxLDIA%3il}%r=yJ2YY#y-d&V9#_){LAvZ}n;HNCRQ7Y)uhDCR{c z`f94aE?jHsW&H~LpkMEe{#C=%rhK{S#rO%Y`5+qCa9>)E>K=9V6w7;=+8aqp&O-)r z@T5$bwLPDc_(RY9P3u--Rj&p!i!4`%{bt(hO^cOS4Rr|_Ck}j)%`&m;qfcYF=i#D7 z$BDD`claM#?P(G?<9~dXwpB&WzE5?%7J1wrb-jZVbhojyuG(Zy*?@nh>5KVGsPhTx zn8UNAEzXQ)oW^KKA_W3H;8SEx(dvs?>d2F439N$f4^I#*&Uw~87vqZ0Pq75)$by^a z8kGtd3?Isyq!-@C*YJ+B2F9mYbC4818o?;7PL<40h>J_({Frw|BKBI9Sa{6M$rDD9 z<2$D`wC$LCp2e?fM6*twq=kr7AKE4%)o~b^+Tb*1rjLQ^gXKMj_K(lR3Y{bwdu=vr zB$5jG(}W5G1F5)CaXg?kqS@WKAB-58#~)IgVA#ZlZLJw(CrRIhv$tGrHdHUsk}J(PR6g$0YNqy|q54n1{)^;0+a1vOMOak=LdOseA?=H{Z%>?5I2 zQG>zcz%+>iE{pRm#K&npldLNGu!@;pd3n|e8>(2RaNXZOa@QjFJBjZSx^Pvwmp-9VMkr&WDkd-bQYx8(DG(niRQOH=SXb*_>|U)XHi zu&Sjgb>ZL|o*k$bg-1`GzJ?LL(Ovi-v}LOEu51+n^N96I^-SrwtQ{enq+mZ(pq>?% zGpVlQP(MYuVac9zK&QqUHwYYESnQCxRP0pq}nNc3z>rnfXoBGiVj- z?SJrDWs?p(Y1n-KDg{6MD416XvzyC#Mz^V`~XXbxMb&58An$>k7rv|_`yVk8J~MawU%IP?5XL$FJT{2Lu7TSDg7&+O4w z>OR8-Jfg^RgN4v?y%>jl2t+vsC9{UW1O05uhbH%daJ(Hvm>JRc(K)8d>+0~JZHSmw zo+K>(2If*FkR}h0z#9I{q5OwqXBSJ}+=Eei$L*0xlW|+{a@bnLENT3+FDw9OG#);6 zcB%>&AH3R3=argC(6B;}U=dH<7OYSigReaFvs%@Ey7#n#fhZ%7!9rIFnl&_lkQiQ1 z0;4koe13G9*EKw8s_=10&CUAZtc0z(Ic*l%!6S}#ejx^5-kUh0HX&DDiM{8&Z=%&C zX!KJO6B8kf)aN_2TyG3;RDK7~6Y?k{DV6E{ORuDz6zDifXWg^U**D(l?;7|c*!pv9 zmT|RX*L8P^wM*y5pNuO%O;9aOt?!dSy^?4gd*2m#8NWv8;<{Q_v(!ebnh;}mloAXn z#Qg3U&#!5rE2cUwg_WaP-c9lk_zUx)623fLNU+5qDLsld07;hM;&}VeHEp77ek=0H zJsf?UQb@jUJ5vWA^>cbPL#C@VH>A^xq>v8NW^bh0SQMcHfJ2^6!2h{BiG(aO`5$sn z2&FnGcYZS3&^QOkIYxSRbV>RwxPF`VEwtY&mC$0V1 zUWT6uqk)$$)Mg&2DC??E5RO>jNdWiQ?~!o*2VvD`1g@SZkh^n`{uBN}I=5VuKntGb z#JztvxE2Dyo4)4)%=Ulc_!Ci`_z1MfXBy%Cry&;!{B8P6RsGi2-vJgL(8BHiN&X*m z`t|W`0+2SD%Y8sT@E@>H9srX6?__ux9C~RI5XZ->rlZPM$fs)~Az>RVG{*nkqOR3` z>+LOo^U(H4K?%uz@fSd1tm_Y+4E*-}{)VUinY8*7e>IJ2M<5WG+%rnb%E~G#PU~rI zMK)aQ>|(`5#l<$()^nG0r=9}j9=kw2OJ|q_5hn*n^Ntyt*U6*>gQKhKN#k}|cB;I* z{QSjO-AKS&WCEgn51AU{kKotA{0op4xxtumUk)>`I#04lPfAVoUgw`L1pOqP`*}aG z!*OS#0$ES$M-n@da9p~(w|4_|YZYVo@Zp2u^_J%J)D-JBhqSp{Aye5WYFncbiq$)XX2>?(gf11EmdMci02Nyx zGxh^9Qv6M-0DQhDuxH8n8=UoEeZj{klU-vaV@ucB6>Ffa%~0O>^Bcx2h`V!;!~7B^ zMbUD5b7{49lyNK22?vTl3JkU_lkI1cTP4RQBrsSQ`%5FO_e=3Ta8pr@CG+o&aVBU` zMg|35zO4B2WdY2$oZRep>#HMS#IDaKU#yVIWAx(5img-xxzEq953DS?!|vzfvNr9! zYRo^4@I_=F9v;?upu?#Y3y2ZGePzc=ATmBpYx>VplC(P3JLrF1QP zYH7(BJ)-SumF?17Xv^T{V!Tb^6nogZ2H&Y)f1tFqbmaA}Qv(SpDI4&f?xy`#FEg_M zuKZ94Lxc*}ueu&P3P6^i>8L(?^mhcg((q0)`y9~KRk7i9QEhE)QPI|L#!YqO*OA35 zpa6|>j(pv6-knQX!wcNf-RFg_N(~1=73Mms+8Rk6#0wu$H&Lu3b3ML zMB~#RNF7fEpj@faUE-ze9(&5usv7gDAXnB7?%l@z@W$LjDnS{bwgaSx{2ryaB6#&# zN}0zw&6fPHYcp>z?`>2CEls<`E6(MISf#LE9H0Y=#Kv}un!rO;~)Mz7kLLr z-7ItdfBFD$;lpMF`yzGeUl$EdQ6Th1)AVeWQp)%nZ*cB;5`K?tzj-7YMC;=FOW*I> zCDFWvGBk=uEvpZO4XAI2E#1?XC&khFB4m0ULuL4W8K7;kNFV)_afR)6xH1n?ytahW z1QM!^PsREH>hIv#E_IZMq%YZ>@@!|qwxDG>5 zo^e6xj$d*??qN23rCx%Dj2$VyTJ>jU_${Sg5{t;cD)pYtCM8KTNw_k0n{Ska3&LYp zSwxSK+b>>b1X+tg`EZ3ZZ%9E^kxR-4(bZC>|F_Opasgv# z7AUdA2QG4W0Of$vJe-jXq8|3U-jQpQcO{&kMb-fa)X~Wh#0c22Pab`d#c|}X*gcZy zMNUronUmDZw@6#*;R2TRq^r0R1yDhx`<{bp##8>c1*|}~vnXdu1AEIKrT_y1Do=12 zJV5>@^tH%Vl%!uT??Yo%}7SOe*f6pcvpIqh7 zg-jVBkL>$UT=*?DMZ-CawHgIz#zrP29iPI`fjzAI-U>8kH=4Yqj;tHn|4fBNicRG>gJz<6df533b94D-NPyuWb z!pRu^dH|IwO;!rS1;|oWioe?%lIILgU6)v|%JD3?k2D`WeCaEtIAL4o3YG#ONf$Yf z(s%_T*Li^4QgzWb9xLV?35}V2Gq#dL&imOHtGk=SvDe|x-mlA(8jAtaVn^8s{j1)| zO6@y*y8br(K82%#mvAfcl>9f@uaUG0A|$P%QtX{iYG2HizibUU8xuwIq_Xk|Ab^Qg zq;qkOac2Pd4HpfLP)3ZxegTmVU;nh)>xn-LgM33lDEA2|bof`r()&!HAior;1#0_1 zYpLH~0OD_;#36ThvPl!wnC+asRzQQC*bcsuo46`w2SwGSw&n=HUzwOisb}>B*eKP& z@jX$0XPaS>=cV^2x=I7QsCAAr6{qFc31B?$-pPnG3P|37R7UB-_ACkhFh?e=kri5K z9-xdOm8<^_t)HqX?ulTZi`n&a0Xm5xlGixt?zLh$bpB(i_fHDsVudUJNC~rHGz*pe zN_FoQ+kz8|ZmGsG6Q|yT^wY+fbk1^(a(VXykQwJ@n8-f)MYxQIuo43QaX|CeJ1xUh z!BqNODc0q&fn%E-Iw$z)-<%QR0T__CLz}x}@4s`CVa!rZ4^<(A!go~TSO@zuP<5)_ zWRKF8h>L1H)8KG=mSd4emb8MAq0PoY3Kzpp?s>PjaW|`3t>EgRA<|kWk(Fpj!%?7*yATl$G(s9+D|$^LE#C+abQgIUg9^W;FV$|VJWQCsMu`o^-T2S$hSOG*Lb2N^T@;+8Mr8bgHm(pB%oyU(<@{2vy zKQT(#v!QF?xk;*LsUuwCxHlrY8kjkgHIvQk2Q6_!-|=E^&x9)+N+M2jeD`}!mO=uD zFI#rP$Od}W=q1XB3ABF1W_V<=@r}{BGGMVi6;&laDeNVu&U%$%7K32UEk-xqbTU_` z0xStQz)M7;+vNClDR;<_W~}hAht759Dg|1_&=~)~Q#DAQZk*#y1xMNi%=Sz?8f|!S zvi^SMPU5pK!zd#J1NVoWMlKl@5tSpJEe3;q$&wtYs&hklDo%Gu41A)((ae8FYb=Sldb>P3W!4@}?!LXdby%={V2YI_2 zxfp>!jgLPZ)%q^57{l+R%}FR^o1j=(`#+Vfg3Z8tGoC6J>&6QhD8OfP=N=y6^nASI zQc*c>#{)7dH_I4b*LSH1y{a?PG4%d^`Qb){{(EbrOaW?u-g|I1n`d^Z$Bcn6M*e7n zT2tfn#-}HWo>5{_fG86qN`mA=nz6Ct6Wz@t zSX%q{Xwkse`PrEC^x3CRFLmCv9IuoY=5+V)E3<~TP?)HWGzEjjWql6d=u>F&GUQ`; z1K(fJ5Cz@ub=)@Tuvt}o>G-Ku6?eI>oeDYNGy-72RW}p-fEgE~95$qR%as1e7g!7x zwE1jbwbd-(OAt>P$#B>6EuCUMn(WLk#>O9a)+O*?`F zRkEhOVl8yi7;;@m#U6%`T>nMmiqf9U@nNcI=_Sa# zRmebiZh=VOV233kS3We}TF4cH`PV7!0UY@Jevg#^HqJ9Qv=wI|7v{7kyVnD54R=Uk z^7o1|RUV>U8&F)Q$KYz)v%n@%v})_{n-t=nQY6sri9SkUc*5mCV%WZqeSh?;t{&;; ztlg_8A$9@aV9sk$%@g!b0rVl^VRx3fz8jOMb1E3ue#igI!34Z)z{zpIS9$VvCeQG zJeGaQ9vA5iiCQH5P?!_B*UaLkRJB71i*;A5tl!F=Omp_m|Zu*NVYHtHu9Y5 zYI1kP<4Kt?B|^>K1pF`sI+@QEjEQjm3yq6Q0TPcOPONXcxivT-9047V;D7!L1vFG%b2!;gPmI$Cms{qpEbY zSq9Yoo-u?O3P$?qdCu<0qo`*0xlED!25(7A{-{K{pFB-~(^y4H`2cAqVd%CS%?@Ho z+&XwGf$e-~mMdJBG%M1E+gnRT^g+yKmvmOKEU7bA zB^3TyedYl-Erdb#iQN@h0)o}}F&(=Q!*m3}pS}{3OXv2Gyy-87kZH`FP!{cn1AO`n zIGAVNS&@>w zGt1XaGYyS>Q&LdM$h4~P1?j5*-Utw?gI&pqkRA@wL5o!OmtK&GqD%p3@nI(6IUqxI zOKd)aycg%@9@%0@4r6(n-;4x_l=`R($6EVNXMIkY47=_d1#BiQ7YCV3Q z>vXuw9>@3UmGO%wjEs!0YC4=JBc42d$mfG-Wm{JvteqwIXXcgERtejEDOm^@kt@be z?;(nZXkrLAZ`m&9{^j&iNt2=wCfL5`H#lcqsI`O(#v{svL87`|ZBRYS@mqV48n>N{ zk$}FZ9T!PXOV5DJC~XeXB6?omZA_)3-}nPmvOHw>DkSeLX~~pP*s4J8E?4eweNl76 z_NN&LI342WJGafuu!6GJpx!!Sg=ImAdQ=rE=~Xz;-ddaY=Arw#c^=W2=t*?6u|*cx zZD=Lf$#+#5S^X@T&)pz}K`*+}T-N-1+&M37i}_WrvggcF{LYdddT^=Y=b{arL_#`R8&OjJPBrtWie#?Z{EGFo(v65 ztMnhNYJ5?*@aW@bG$c^O!9Y{fpuGy^n7Y*c8I5?wOrg7a!6h zA3egEC`EzzIf6h&Mw|s~*0v?m$GvU zIIig8c~QvI*}HTCj+Cc8JsZuM3m+FoHWK-tKro2K;3i!~j+*j}RG|TUOEMMmZ~?(U&qkiO-ExAF#gRjRmug zN*hoCK)1g>jfhX_;q%T>6@=&?%MI7vdwFR;DdOH(d4`QaxD&w_Jr?Jl8CK3_5LEG$ zfpTV=8}7Qw=eOKd)e9K+z$7679%+(d>~QLVl2hRmO)d0vtG1>snu@A0mqGaaiMm1m zr9QilK3TU^Ld@2738HC^G-c+f!#O=Cz^>%!$|n&nj3ED-J(GOs=YS9!Yew0T7MVvi zYlZwQR`pSl&f|2ph+$fE+S}{Q?)p7T8X8u?Ml%g)?`WQIyKmdP=_>}8958y8K5N48 zrW!7u#e1Q;tZxc_dSZ9WhZ%h&7|#?kHguR6>(~^T&IS9c-shc2i!ro_Vqg=e3&Wb0 zShyOZpYuhZ@@%g{HtgLHvOWOSX@kW!Xy-ZTWi+#oJO#U}$iv{|p6TyZ0$;VaFsKdX zI$3Bzq%54rsfRL3l}a*ln6U&q0`!fvjvbah(FKQG79I$v#)YYk?|L4TVWf!A)c=RJ zw~UH{>;8r>P(egNkq{72=@<}{mTrcSh8aTX?ruatKsrWR+L<8)h8P;@?r!NAx`%j1 zy#Ddr&w4+;e3&(BSZkl%XPCK1Odfr*u*=k=#@5D`Rgvx?Q}`2R zo(h#1^*^1L&siI#nae}~BR6cG0&`KCl=nPj&RCbh&bC+j52 zkDAVZ?C;0yem?jHAjQ{+j${uSu(Go9^y$({TR5%8etEO0U_ZK067IA_?N>g%wAf>+ zCubvJ1T`vg6S!d1d-x3YiUuuURTyO8idN_(qJqilXZ~(&Jx|*2EMb-(D4O zx91K~CRVQ7tL+e+iW*V)LDp|Igqw(N_gM*QdLt2sNXV`FXy?QEh&ErWpCQ+=1-Az zJ*w?ZgBT?fmQ#e*;}0C$VF zc|qfNkWMW(f_C^oy`gQ;*a%>3Cf%7g(34c}pY3b6*!6X$p=T?bw)w39ZF^bxMY*)q za{rrRUYQ2X(DE>g@${1iPa(_CI5jEm3QuxSVaHUWEM~V}TS3pS;xelZi{NhWmr(?^ z{GQMIt+?L57aGB|*V7ktHU>{o>SQm=?Hy*es1c05BsY$|DCMuKo-k5^>tCgIqd zSeQ1|_v@keib?<`_W^fjnyG~FkM`TAS-RJA_?{oPG?+Y}YBI{VMiWAUm1A0w0YWyGs7Ys^<;PQ7$3ws`h88R#*cM2#WbyUb*jROX+&k3cFfVTq8`F{| z>FTOviNaA)bvc7mKz4j}ac(g(n=(Yw?{z8N-8$W9pZAQ4Uzfvt(sj>nrfY^n@=EF# zm*lF82TH$uvSwk~Tz40_xtT_f3N3xbeh^uZ<-a`(Sw2t80oY8%lZxro*RB3q{__{d ze!h~LdRM>JV++&TffWb@FY*$`5gPQFh*&E$coU7~MkN=UXtF1yn67?!liy$KdD!-Y zlvl)CckkRlrId=0tEYJ{0czluGQU|qXJ~VRhkWf|tM*MmD5Sk zCh?0Dc2E*3t*+`Lxi9}Sy!>*0zn|qX5p|bNvVs$pDGb{#g|M$Vv|HQWDp;;4NTt5z zzI*=n(PTsl>u`O3GF4S24Xs8jweQLADD#dEYHJ_eDfK4U^JE%0K3YQAp!Pv$=J3IJ zo5M)?uSJO6#R!evaIj9FX}Fl*aA@Xslrw*S;_pBrE3?YO#Bzt%!f&Yu3Yw3vMn;5~ z<#{GDDI9kjf32aTR@ZPopJ$j`abqX++?20C4bGt9dmPyJXQTtBd=ZY7j2*my&PP(>`GLb9oh{4&RW69;g-OZ33)t;{M1^-m{j@PotI_2;h zH75@0U~jAjWT6F~P%8CkgSQ|>Y@DMDSM($wVwGBec6x(WdCe?4Q+{W!xxH2P618x4 z8QAk_-`rGc-wy=!=84!9Azr#n|D6 zV~MSONm#+U+p7uQxzT(M=8jTxT>_K`1<6zi0Tu+>-FhhkYPywQ1#WuG*Ge5 zJ?=yczXlGZsn=#f6ltwcTyIVFTWL4L3uCK)+um%-FSEULW+IN=nURr^!NtWLx(i@d zx<8u>5O@ZRkTS}j=Zbrpow>QuW@~L|J+c)Y^4nGg)Wwzz=-9e3i?T#Qn8@;pb$Pi4#X7M&uU&KFifX$rWbph4*QMgwUB8DkD5 z`1i_mexIh2U%|NyHFtG1Z$GJ0y`1u{L(K+X>@$yp4_k*&kld7|$(e9yiB?7L#(Dc- zUdFdiv;5wcbeWG|;ho3bWLAfZJXd9|?`Yia8ECL#R3nm_cJUHU(A>8%eqU`uL#X^n zawI4}6CGzoV`avO2@@$j{mCmufIt%BwB>$V9wVa*cgJ^RLtSY#X^P*~TUDV1hNH>z z%Glg<9;Pz)1K-7PwSxg|1oESJJ%zCMIp^_q#8YWrtvny)-cLieBGN=a4}T#JUmRr8@j3lw5jEA?gHU6-ZwgcV%ZR={rZeb%$AOrugo$x^+B- z0H2g&9{(ywwO)$-699hsz395jtUe^F=BiK~U9?lWMbzs_;(FcHy8_c60W~u6zTrK7 ztSTbsi3If~^`f#D-{nSE#LpuwdI^9tY$9=)CGiz5v2_qx{ZV}tcI*aO(Yc-Tn`=Rz z3+o}f)p20}m9Y1BhcpDQc%Zi>~7O%OZ((f5?R>Lm1A8F<=etRoShERn*j~4|KG~HbG-^iLG&Fjv5 zEjW%mM|KKSnV(;m?U`&3hJ)rwv`j#!aQ!rbcG>DK>mu*?ec*3sd?K0HD2Sb714dGdW*u|0n+gKk%&GP2uryS?&qBAh?t8r3Z) z{G=a*!T1%)b=1gjy?>-K+B+3U1!;npOY(Jubk54?B_1ZO5Ckk1ua;8IQ}u2X)1QHrE8@WAr7px!OL9v(X!-l zPL)t$F1IoCpfECn`q?w`-b?K_!KMuDuR^v2CE}FZmR(0Hc8}Vccs>m-s<;f7KkThb zEdvv*P&TL;8YSp6faW|EX>hz|KOwxw=2JJ#vd{CgV}%69Wb(FX=*O*rnj4$y?}mK( zq;$4E95#RS-t2$kWsnS?(Diik^r=o2EJ1v!J?!iLp=m#!uP=*kIB&Moxtd#Qo9zMc ze-+j4)+Vv2sZ<)DYp`NNU+z|pz(vd`X`?$ay<=Ml9a{&r5%E|1*GryN2PZx z)y5WA+XL5orqAP_Gr--?{P0gEOf6${A6R&BQ^{~!PIVs%k>kqjkjzJ2^IvTDPibKB zYrTz#uc)Y8n;w^8Sf;obko4F<>u)mo-asW+PF6w^4Xxgo4!+I1p3i7j1jhh(9a~GF z6ln+Mcg#|D)Y&cWzp%%@H*%_R2$7m*@6!6fw(cBn10G9$AKR|1m9w7-bXfDtkRMs{ z$gU6~RZW6I5k?ZTW)&#jBEzBG8Eb+3Md>B)<$N<4?rlGO(??rq8v!J*(+-{*dtMI~EI zL)*0SKw0U_X7gmI{g}aFSk3yi#oOBANA;?-M?bWf5v=b#!#6B5Lck!U+V( z3_lMwUqC+bKQ3rtT)p`UU7v$WE;XBLJZJ}4FTp=CtgYG6;%z>CKG8?Csc8sI4_0vQXpI#bq%u&NwGAQ{YRRlDrIhay= z5MrQpTF}mcgQ{0K_{^3;e@X|(Hp}Ytnz~pk#*INke`v7Bmwzx`2&g#O*b=jTM^Z#u zMhSP^-8pQ-&GXQLVOs3zWvuo9hBYm`uI!ypOnhVzswc1Wr3^ogW(&I2GAcry?sT?v zOebAfp3`(wjy31gF7`BuF%w1MtfVu&@w+slHR@H8S`Ia#Nv!-$xQ3H6Tk(C$H9~Y@ zB51fGpE^IT+JHSLp{La3oHaMCd^C?zX|r7Ars8>(qp;eT#9*{R(Gs6fJt`2~Z+AB& zG)`dcMQUNDsejO&>Ziuf*(+Y_AQR|z*fxo z+$N~D^Sy}5L1-)a2O<7A!iM3A=)x5K+nw-487WBE=EuRE;${5ZPqS>g<-1@_GHCcF zu>4xJX}hio;e01f>R3|F%3>`+YDh)lmmXta*LdorQiOZd9ZyZ`>39mM!rvaK5&&A~ z6U+uo)kpfqWfFVT7ZDg5gDBr~Xr)N^T}*xU%y+{>gA3Eb=gfH5$_aclCujPCSc{N| zuvG@}Yv|(oa9<2rUWT~@dhNdKnbB^*^JZmM9E{;%sL-^;-}rH`YYb&Q)efLJjbQu4^PjH*N zDbG8|qppuGdggfXvN~ep&4<^u0p6tPy7TJ)VaaC2N4ot$p>OJpO z?!*||QU^%S9*=3#bPn&+8<|j9ZfM;pcUL>mHeG30xyM*WLF#oKHMM7Gvz3ytl+ZdV z-Is*ag8n=)Lc?>6c_8!MkkG3z<(@=6KC#nuC72AtnNK=&uzit`weRJ(Z^>U*Q&YOZ zTs4u|`tL5z<|E5CTGo5~(L-OU6&20BD6{dJS6R>;f!~h#5@G;8b7a7JR+2Om(ZO!1YC?m09_x>Ne;mj3fh@#X*IcnksxiRSb4f- z2DT&(EM@S^h#pt+tIG|>cUJMN!Vwk>z5$|#6R> zOA>^J_~AFOMWf-R;p`ZRn#VpLelM;b9MmW(_8AA$Hg%342K0yH-xTquxL6V z#Kw;8iM};EqrhXr5DneyGab?nAocp8cUJn2$`_q3`6?BdFDteAs63Cs&)B#_$BdIR zn!~aD)>FSid46fjgOxZdA;h<-$(t)TDU|aTkYYYnMyQ-2qqh?kPvou1k`USOipX33 zJ&TA7O2pAjN;eAH+pB2tg_?@$%4HO)r)Qqv#0c`rxE7{P^0Ovv8U@a7WA}Ag_jE02 z`vIt@(h@bMbO`tpEUGQ-=NK%vNC`B_Tx0D}ndehl7J&DKL(VEvCY5o?@B#fc`h4df zpW8`2`zJL;i{UWuHB_CRrcj*P9&!tzu|D%z-*P)9e^QR^^)w8s1=+%;3qqh!ELHlL&}A^03|tyd+(6 znBbFRonYxc1MZLKSt{9c@2=rIU9P_Jjn@`dURIU4Q+Qf?TWB>GGn2c%n%~isH7KX= zJmZ`y)lTd?x%0wyNQs}o#lj%%8lYdsj9|C}U6p%7y7`RVL~d%v>`k}+%_o~d%mgR6 zacNVWkYjN37z6`k)_;9r_MN`hT&TiS2^7h0MUco_ggFZ-58LbczT46t9kW zJ0br(ZL(unc>ig+k;dJ}XKC06Wk1+sc-xD8G}qYpii#&3&Nw&5XP*hx7~yd1x()*m zI%u&>?jr)s-;#%S%63QCQ8SJQf#Oqm22Pjl9xkAZSXue7i%u0HaslN4ERnmmfug6p zuI;%+lA*h>*0|Q=;ZUSZk)5bkpK0-l)TANQvU8zbGgtTBjNnoJ@?>MVme=Yyo}|sL?Q)7t6Ju33w%Hqsfy8$oi!LzWeQS-{B{fzE zSU#Ki;ia24cPfE-!OiXB_Wc)o)At;aOXhU1B*Ljs{89YK4-w05S^O;tPP85`5@*PKm;>PPw6n;#!Ed@) zS}`tH^m+{%haPH#dl#`|ekhf$hsUp5GkoP#_NyFNlb`xdeZt0YW_$lf@oB~lyOw4- zO;|Vc_UXcWaNF`ct(#MYCv>+T2-seIrmFTwhB16TGnvVy+Wz@>ul?rH0KM`QnnwUY z1(D@N@~gReU_tSBP&c<8sDiLGiC~4hedkz1_oj=<1ggzNidT)f{8}+*I@)P$$KM%* z5ohK>KzH~Z_Trp*93b)4^!ns$jEMgKV2{g*RxVqpiwG6Sz4GP}g?~;O!UebCl_`G{ z2u2cpfqiVQ7VL1uOmvfd2jjL6_PgeU3K9x`ZB!KM;I0 zO9iLf`ixyy?yJR`CnONUx~ds;dcNruRB>REExZ$MYxEKeL#m1vTXN8CS+p$Wmht<} zPk-Lglc1h;9%QQ4teUBusZFwGHUP*@+c`~5A|%TkMGox^MLlHP4IVykGar3d*D*Fa#kzQ zQKhf1^Xnsd$CMNF>9%P%J$XP6v*awg;GnXS)Qw5fw)%v!&7O;XzwE95G#R!fNsNz! z5NkI)m`ri4em%Uag!+$e4*%%pn$wu@uWrsPu*k95GCG%)lzn^+I8art2ynP{N{#)g z#uL0ileb(oQj_}qLtPpk0!CiQESaLOmkId-5SNcGuxSGW>$bnR4X&|q zj@-l6zg3Kzia*l@JGILRIYuyyFc8slOUvpf_k(gCoz753us~GdOQpPmaT7rCm#&3BnU&q ziPU+-$2L8(ZGpoMjeF-;*C(cHlDeNP8Nct8UJ-;FuiJRs*QEWd$-lYi95N%4K^J6T zaV}yYA^(>&7gp9fYj*C3zb3Mc_D9Tg1?CuAa~=yc%nbz!JbyTOUSR!lUR&%_w>9)d z?}%CMh~YFSQ?-hX>MKK*aI@_{c9Y-UG64BF?gV#YE}i9qHOqK85-OV=%X54zvV$R9 z4!J(99J#^7pKg8G1>+Q2X28zB{x&o~gg^f&4Qo+@=E=>?u_#>@|=s zfH^piiiXA(wM_rP7AN)@AL#>J@9UU=0Dq1Tmb2By-LSme>iC;<$h!@eUp|8k?dgTD zFyYsrhcQ+q4K@qrJ7$>1U9#vW)hl`Hz|gE|S7~0BAvAbLTNwN*?oQM4WG$675VHN{ zD-rd5QpGa!#AHZ?G8|nJn0X?+h~lT0Dz~04js$Xin*hdL-3vFp_2mF7fGDv~At7Oc z#2-f&U4YZr+6F+WiO z-%1`+UNeiNqHh`*i}*N~m;)1IL!4X33Yfe5CCkg{71`fJQmH2ja`Sp9Pf0YC5Arkt zF3+wf0kG^FIeee6*9XicAJ|Id7?H+=9o6D#Wx*6OrHar-oIu#=Kz(L zVVl4Vek3L&iQUHJB1ZkZm;b2x{53ecgy@bD`|?FK2k4WTkO4b{#UwO|{_QBY#3xIO zSJX-j_$%^J369hdmqg@~$P9W9g~<}HR}}kl;m+fNKTNL7-@PmxAUU?)1bR9c9MOxZ zKKv7tPyfW^ZGk;_QlN_uLRyLx$*ZH z|EHiPhJF6)|HY)TkD_$l<2LY%JH!5!M-)qdcD6B4I^l1MxlIOtK78XamzC^3nU(#^ z*xwNP2b=c~O&sdCu&=i?|NCPv1>>-OPv50ru9y6EslR!+D&UW!?R{4<`QN{a{u3}y zCrW&kvM|Z^M-l%`#=r3q#+da1xDhP0|La%G|1TLZ8EXD+zv+K4YWp3-=%aV$>i=fs z{~Bh27w@su4TC$+ZN2e7wCwNvamod;?5_W7Tuio*!$`*4RHpM^6#fblK*_Xl3UgwI z9D*bT{%>CY!FE$?d=nNao$aRfx$btZ`)~a{7HtIjQ_t#i<@|>nFBV8>>;lj`|;& zZ@>9N{!u|d9&Y>xSNE$h?9RUG`G2U;ixQ*gCH^0dY_YP;EAJovClz;$GQ2vYBmZ+y zus_oj;McqVluI9DwErJjUpNJc{uk#nQ~|2Yln-&ZyEjcBio*gze1k{&2PZM@0~|Fi zi4j|QCLkL@rqD^l5_%&W>6NG;+70(COVF&9>6y1Q-3;{c(5<7{W@6j`@b1Sp(O+4v z9>mM%et2E5k+(|zoEO`=L8lkU$0BA2R+!o~?LPn~yMWka17;;G7$y8t#<=k^;HECG z6Yqz7a>Nt0n+ztwlkVFbd`qu!KrSq|M?U+>oFu7|ctZVd+^uFS|C9kd)EXyve^ZX| zz3s*!#B>(rpd9G@ z(Ap%&4^hjMeDMOjckZp~b_^>nM0+0>9Otw(#1?`Ir?f~Z&MEQx86LVE2i(pCje1Wo z(ZMQ{d?k77oeR$c${I^0+Prz}ruL0Fi$Px>;XUUNbbR>Cm!!`#2%+>0Zbc-5!5M^w zE!QmD-aU^k)Ml51j@DKyyx4jux#ZiRtjG0pIvRx_sF{f$0ese6`Jw9Z@=vtPkYM7i z#xZA7`ENW_-yhkP+j&L~&X>ubTq-yUPkcPiSJ_(CZCXnv$Ha;=jqv4r^3ldV}6g#4PF! zjQ?~-wsaVCw@;4SI}Jv3f=joPz*MdB{V2;;0q6-_u;Q?%$fEQBF{nFLt3cHcY&a3t zqB}M0>N&VoQ;Ebx1UPXepC7&-%RH^3s8k3uF9LSEe)~HsCt%{P^5AEw+TZv+;uzRi z)elvok45yrhN0Cr;%IQT8i_g{(eTAF0jiEj4mbdav94Etho7Ti+3gBmvkZT*63d$X zhPC%#XtIV>%1RUZs;)=ylp1oTLmfo2agO&9;PSV|SZI5IQT2p`OzXeZ<-35$Qz@Xq z4yLD=3)~UeT-ODu+|K~WWlh3n6alS>awA}t^S%Cr8RgGA1Maix;bs21!(oXo*6D8n z1Yg42K35I@RtU+=5Qj zb{7M1C8jU`-sn_nBz<6${{yQOeN1;!X8?CM8`m>lg+G0m5THDs*0$axff?3m#enf?wx==nR6 zIA$cU`};}yzaw3c{5aLF0BdT5n3K0wCkuAU=I{81Z_+p1t<>o5BE?@bOUyIHT#aGV zD@_rwtkJ}5rqcs5`n&Z8Hr&MxO?BX7;nStwT#2r^uV#^H>(x(;1Y2dBl*aAMDwYh& z?;Wf5--%-$b(!&PEPwiQ{8*q!{?(rh+Gz6>lWA;Z;;(K!Q*;3vdk3B6f+Q0lQe$2{A*(xf%yQtMU4{?eHx@r$H* zsphEfWdbbOGM)f28gciJCIi5%m|ES65P-P@_(wp|UF>7`6SfZtCt#1E(NXC^Gb0P$ zarI3{&4|@|5f(aZitRy;$oI_9s!Hw}syE|qKT4E_KhL}nN`3Yp+iqK! zQ1DKZJ>8^szQu1ubY=5WUjQOUKF;y=a{^gnn{=DE-%H)}bD`E2?wTBOQ0_UwZtwcl zcM7*P!3<``U!V5zo)rAoGl|T14%s*jR~NLYY3O@vm0Bj$o`^u8bN&VC{krNAJuB2k z7Lx_)rNY-I{84VUBPyOhr<*-_iMFq|6=NzR z(WR^2xI>1q=q!(w&WdUYs3fGd-aNpkD1S}<9=ZOs4iH=Y+yLVGu_lqFcsZt|YIxuH z9gzxQd4-Wf1E?&fmAMpUr^f0$T`K%Er@8^wTHl`>^Eda)V@k;4&k5rH<|7^K<7kb0 z8AK}RJJ*h!97cLK$#v1avR;l*-5rzf*7@>89Ka)3mMKuM*X-$#M9o}b^-AOldyN9CiBET`q{RG+!f7wdeYc& zMN>-4ll8G2kH6x6LT#X!hdjKPI3ME$<Jp0KxzMBOZJnCDOAmxb(t#E7)CxC2O0;C zI@Z%Qd33XI`A#5xs{8u~RhK8fs+U_P?c39lC{HZK>HP`{E*nY`U)Xuj!CbV8UnSh@ z23g|WM$Yu9ao*7)YPbxpLk=l=UVn3$hqd$*F#^*gGfOX3gf+5 z%tCXAVyF$wo}liw)BT8$GQg2FgX*DGt~`CQG_l$p^GbFRv%W}3zipPQCbb+v*B#8P z=8ZPaNDDE}C=2QfH!;Bod%Ut*zuqSc!MqbjcoH69EU>uq^ZmQ?{p@F+uVa6#68b%d zP=<)7WnW}9Z)jIO<%A=ycN&(%&7dDDbs<%hZh1_sUgn9vq*;dUS|!1E3!BV>^D9gM z?8$_y-p##Mv*e|$Q-ks%8Te&CZ~BLJG+H>c5N-`66Zq1D2W50(rSrSUYF)a-x@syF z#P;^$;zxnB69FZnvFp0M)}bY}VOn9hXH|X0T9mTn3b=XvsCTja&Yzjt^izEET@;{v z1I(w<94lWx3Vfm{4YB%K!(MXK)}{pzpjUA|eRN?oM@3g%+&NT)og{?v>QazO_B7c9 zy~y*xA#}BPsV5{6IZprJ=oC4y;;yH1=@^Q3283;1EA41Xp~;kdxn~-LBI3hu7+j{e zH2_X9fZ4-b3GF=STPnP0eanYT<;(NQNxkRPB-B@Bw@cq~glXdTOEtFAeD{o$U!lcwzQ|1_R<* zoeaugLo;NvWIBFHg>}j|1!lPILo)YH!&cJzS!471F1Z01WL!p2&*;#&jnBKutGfJ+ zrhO!GRdrM_zd>!{dfa?&4v>Cgp>o>18WAc}MCG~#)#THMuna7%Wx3K#iM%fTp0E5F z{k~#bGGAOE7dkMMUF-z(82`BXTLqzpb{##5-};%cHYNrGygb6Z99E(o@6S)6A+qTB zg8p-#F;{>nfZCR$oh{XRt#I<3z^0+vrK$maJU!;7(=98Mnn9j`Z+!qGR>HjCuCz^a zhJJH+I$Unc3fPF!$K2hh$a%X`pw%oec~en(qG*~+e>r&A4#m6}H)}XpDtvkDmzeH( zyjEa6$oAY1bjguF2aA#EHPE+A|9Q;K1xypg-cGjZ}#zNFK?2k;;8FIq{Z3(xYb zLsHr08qDzweS|lp=M2tKko>e`E3kzC83L%8+y2UoQ}eJ*fRtV&MMw+U5975<**Ls+ zbXK=vRuX?>Y*Kf8Zag_VS{&4bWb8~R-jR4OFnMm9YrwcQ+tB-avnHtJaJ;!ZZ*X%C z;&%{u7{_dMwM*Cu@q-DsnL2oxEP|y;==048hZboJu8SgTt0B>GqFZO^F38LPO_>DI zPatDULn2qPz6jIh#6|6S^JHKrQbbx^Nq-JovrfjX5oAz8bc(2R*=iAXR?fJHEv#dL zw{HHD*_tbG;8=`ot>bNsb-Fu~fiGC2(^uGVdxjF|}ot+^}RD5&CmoKXDziDT|=Q$DZ!)6IP7f zK?N4?p6^xpElrCpw5C-0mi??OMIcCg4_{j(yt!dxi&E&XlWS)UisJwR>1})ks9c9a z7}oT2vrU=J&aw6R!IoJe8Fgp06kMgaU>XRIK|`AFnIk*;qtV4m+)vvd1mp=l^Y|IN zBFPz)_Y;-;*x2j6E>``1_oX!CzA(LAC+{HsK(!Q$`l-ndEzL`S%h7Q!8#V=J&s`iH zXGjg)`gDNh;NC;WtqLj>uUSHsRx%`Ii=CN^^;DME%t=}BrM6L&iRSnYbYiZ)Y$|P9 zs5lF?s#pzqb5n*LBQ_c(xcfZM^CMB0@65Zjbib6>kv*TRYNt2n{N{1<*ZTW@MZEV^ zzd1me%PNi0KV&!IAt*$KyzFIJc?-x)SJR)nFk5Wz*oL>?0r8jB{#?edjg&s>M;lx)kn9bB! zO_k-h>BOD|ykq~bU?c7ZRn!>@5&jWMuWI979$Y^n6%%dRxiQ+Zc`VYMD zo{x{mlKC0(;;~$6sjs{0`)Pc@XO0&KI-p7se=jJM z%x>t~@}rx}Ml%^OXzUoK+w8Y{fvev~l=}2uXe#|@f*|psH1zuV`oe-}@^|`Hyv&+% zDJ{o(?VKfOfUZH3p8!RoNxiHkTX~&Y?C#C4{fe2~Lwlx|cK8OyA6!k>=gZ@u&J%JO z6e=4ax|e!@5di|@geaZ2-(7Z>lLvO3`@w+2S+1sy6Ayise#)KT_&;-H4I<6CS$-}ObA7(Eb zyjtug!zi)}bS>-hLC2HS~JoSS!x$t+~qEnCj z%6@UEnend6%|4|aUJc=x+>A!h6B9J7hiBrkRV?&08-HzQ>_-vEyND((0zBeUP8i z8MwIcDPBb-!_gHU#cq=x6u`>6%{}_)a;WNwp!+P#%H=HhDQ;%nW2BGf zgQ(A=+;R4j$$84Tz*rr=E8A9mrAJV=&;JXps^Nl+EUuxJ>b8SnAb%-kcY6*x;F*~( zk$Y?+sYFu1@f{}#a~IiTQEqSy$D&dI^xZDpb;M-mY%0oAs8#3jmo6$na+jyFR@I=X z7>3ElHETDw*?W`G|ZB$C1^^(wvNF?@9g?WfeNDQ0^X8Qgqw*hyi+SH6Hj z;Qv{Dll_<{1CSX8VyW$#_}h}Jv4Z1;b@evrlsF4znd0RMItYs}eTcVUvt*u#Yk~1L zux7&ig%gW~nH$N(5~vjRU=ztv9dy}c##M8JvM5=@^F!(ubvX6Cg==FjfArDD76cwg zG+rUc2!0(rOj!1jxbfBXOdYECEoVqiPvho>p>I)`YhjC$Y|kHAcrra1=5fpo8H++K zPaKwf*xOA|;I{DLEzA%7zKCD%%~Nx1VKH24m_1zfRO0L5Z1g)faU~zh>@WORM`>}| zp(&NTqi$WFx6abQugLqJtY0GS>*FY&e9jDZkN+mFze1CeG4AFh{Vri7%+c%z-A2Hf zy1ap4M*}tfw(SbdJMw6fWBV?2;6UbM+GoJ6i^{aCMePM=uhB2comcro8SQiCsHh!6 zLh~TQ$p;2Ygd{2m`sUD1t)I7`&9!~KeRo}7!CU}HwHhHV*v=m>OS!rhxNU#M5U_gM zcs{(6Izvbl)BJwJm-N-{if5mv^p^eMl9=-<%3FTUO>=+mhSZgETF{FzS!(#(g`Xcm zM($g#zX!Yi{vrMsCj7e)i5*d;&!dXAYxT>JExHto299c%){9-R70jv#?ex?5>A~5$ zE|jhk%u6=zqqThb)7PtF^A~E$kg#kvd^hu-(j&$XBnMp5x~ofQzqI4!f7oho1kk^2 zSlA*!GAaC4I}Wvlvh#b}>mmjOWxh+=G)YCX(~}*!!BG}ojZxfOKQIl{Gzbbp_kYgk zOZBv-)x}#V@KtJs7(!+2)J%~-%Sx*dlpa32L^y3$>g%KmRYeNNr817WHmfC1*tLPc zQ7ykSyj(A_E&8a_wX79NWudzMdX8%QpLHj+*PAFO?jLa)pbKSpCfANUvy;H z_)gN^#S3S4N!#LQV-3VT0UzjvId9AqsEqT8BJ5P*s(fR=2y-htxP7mzi2))!MeuqQ z^SJw|l}6lS%mizz&K)Bw%Z8dNZyQ?0qy6UX+<&&aRI}MrmWj1dUzlFP+$=d3QfA%< z&!fFVh$vS!AT(U!BG%@tDXGp#_GI6Ud4G^zaeclew(QGdnSgHsSWhUsHXXlm^vE+# z1auoPqY4Vg?2Mv^)3@dF-m>jl>k3#XsReicIe4&=QTXA*ur|VP2-wBmPXwr)`hS{E9&d2K5z5W?lUrZrUc07zu)Wc(t z9vb`APGaSLA%!|>sGqt2zhHh%$Xl2n-FL>|w&iVwa3$%{2bm>^ih7^uWa>C2AEI|= zK(4P!9eZeOAw5Ny-FDxlS8~|{2Q{J3`WMzXM;{2O5E_)_%29+Hgi$?&-3cNYUFG=t zA{-0n$mqmH41l-V>0n)7yqLJY&`w_TWl8W$Hz=6CEbG_TxVmB`Fk+ zGZKQ0I~QVm{{;;U?FfN^nBsHYDxX9~ZNPzG+{33(|A!Jkk28j)uMWL@UFdb+g}M4R zQ#2Syu<)n~Tvu?H>c!zf3lSo~`+)xX#0R`u`gtj8wX6k%O0^yoS0@(7OXHplND50g zQ9g9o*s=fNGn`%;KOqscgM)>cMo=?X>cmL&#U}TsJH_d}Y<`#Ozzhs_Zzpy58mdXp zC`}V0Qc!zirI^Q<$B>OwONyoj5>mH_a5NaWu|skG8#WZCsA(w#W%*ul4g-n#EOB&5I!HC^Xuf8u_o{sLif)f;BlW=hBN>oN#kEiqY z`P~>qpb8p}Ti#WF;@jYAVreh#7n_KfVyxzTiA)g@I(GK4))euv^O=MTlfR6#4XA5W zsO%4VlAPpsVBxT0;PoB7-?_i1DON8YxSxqz64dH9`lWkge`B!Yqfbph%w$Pg|9l(H zmYw@9p?JG^kE$zUb^>fZ3>Q=$+e=okynGoK)A8RZx~|}_Bg@^4w|-X-9JoG)ne@i zM<)lU8I(twIA}=7aV$(72rh*mooEQePwO+P{;hgpq6|*NQSHm8+3IX2QDt?Qr6PyM zFtYUNTE*uA*T>VU#*+ohKzc0^dy5H2O{a?wXrIE~alpOHQu6M-bDzNr{uPdCHp*)3 z0N;MdMX%pIjXc@A>|)=AT%*MW8CLz+IQ}Br^bp;+ndOhI+%|UOybhy=%UN}T0!L4` zLOl(L%)(JIz4Y4)xnvGa73O%ERBUT@UgdOG7a;?xHh9M-#3j4)4VAl}SWT?0dlH6t zrb)XiR?L<5I%Z!YB~;bKs2~-L75Q%yn&|%c+dtUyqQ0a~jQpd-fH!1TL**&SddWqy z+NB-Es+qbmV-}O~h}YBLt)D{KsB>*$^7ig}Pqv65$Gn$ol!{HrDQmB{JFp&-9@ih| zB-TN%{DMRq)__;5Hzeprp2zD3-o4VaGd>f@+}+ zwoMz0WZV83+0MkUgK0fx61{+WYb_8ggy;?zUDde8we(8}UuMNEA*vm!^6L#-bSQ(s!mL!o8j%d&G?zl8j&+^)eK>r10-FJS{ zu@adbBb%!$Fy%z;G(^A4A5I6eCit>)^h1~Xa3yiErH}cSR|zqI5E>6WZ|)SsltCuI z6VOTB&{|q7v`XtVLnvy<%d3tp=GqN|K_T6u=kWNm#hk+O!GO!zS`~2;;Hg&44MYe-&&XuQQ_i2^ERULAx6Cya(h5}1lmdAZwd}A*+dxCL=fjIxem1(sx zCoVmGxi#zcP12`Q25A8LzemRQfp?wZED{C=zkV|8zwhP)6P22V5235QoZ;i?A;Tm+ zZwrm-xE_ahOODGn2vyi}Xkoe@pf<>4E$R*J14jRQ7YlP%^z)9i%fEZG53oGy6HGM2 z&M%d}_SuBwRHp+-SzrK=fMPdlK$DHQVo6`E7o#9n;)eo($sQ&aIa;Veg{h_a?yyiw z%1xtRUi}wLp9^mNm{$^W*cSYp33j^%@o&_4@Z+&M??a@<#6Z6Vk8m-?zAPd}Dhr5Y zzG&ZYIKB2N-AAM!p{t7=TWROJn%~adomB=J;qd0x<3K8xVQw-mlm6=n0S^H2Vkt06$Ii4>n zdYbhJHL%T^KzQ%6IaEwXrV9od+R-aU6rDfxGb&2=oV=mHAQdNb;zKYqfUXf{AKuE_ z{s+b1=xmS|oeDTiQrI~f8Fvc&Ib6$z1*=Y*vOTP`H^E@^;$Peo$W34!Eqh&6DPER{ zdEnDvr-|U~GUmg34VkV|aE=KvXU6XD!kIejd7AfxsNc7I3bqqwS+Ktum_UP+{z1O`QiSn0$#@&9d z4V%=iZ%GNJONy#V_~ZJy$D+MbfTLju#tf1i%nj)qZj;#Zp?xfimWm9AQKEJEu)B-C z84sTqWl+jh7Fa+yyasDEy@I6y>?Y#nE(XUu?73P0BG2S7=NXW@a-6rmaeu}*Kpv{w zwW=ZNPR@bHLOb-%ij2X}STpOlYOXh_)^w=I$*B^)$2d+drVZPDoI3%|@5u3ja!P8v zzOc9?zAF;<-7m<*V4gS_%$zV38+ZSJk?2Ls%+$0*qTFwB)C$wivtjn2eHW0OPlHK z_(q?>GRJz3IUdatrG{K$WuttzcU%O`EM$V5#y)cX@!Lj463nq5 zR3_5%-|T_JX8E~YE_Q0&y-96aGwfod5z2Ju+CR*kg94m~-E?^8H;81p&4Qd%QG99a zNoyaAI}iP6j6-W#?vTBqs4Y@cIbp}+jae>2kr~m=lwbIP=+>i(pco;zg||TK?0_7<8z>7cHevBwU#nrKQ7|Ljs{gW9>~7haH5Gh;A+SZ_Ez)n8P*BL=Hu6oRmA>g zVc&pTBpO!X+y0Z$S84Y{p29pG%SxDI%G8GA48_E)JO~o07G2?W2s-p5gSW(+iBKzW zaafg!`i}qX1wcc@4p+U~fuqUi^Z_?VLWHA%^PBs_f7E9~hEX3%=G)a@K;U;=3`SEu zDy#zRh(@hhhZI%6qp4>5Sf=(Vuk-)3bDcp=ZS7joqcjB(DWX&xU8Dy{5NQg6^aBAx z6O|A^2p~102!bF@0@9_NNDDQFA_<2gO_~Y_NEbwUk)DKaL-gq3+&_2byLaZ!{qiHT zXYbkTU9;+5?^AgD`MNYeRhgQ07pv??@t=x`gy!@Xoi$AX`{_s|pvBQD0m`$7zWRHn z9Zq#JwR0ohdotiqdug}1gm=QY+Q{tWb%CfW>=#ai7HNKdjk)GN$VA7NYj4CYeVVE1 zcqY7H`M{93&W7jwH_g5xg`f_WM=g?BK6ez49)9Qw$2(lz#!2KmRL9LO?d+(`Ws*QU zc~0CY$pDH4%D%@CC~)citI})_XV6?BAGa zQ5%RFSRN?m%f2Fx-4XZmFCYl;`g-_)Zg12!fNBFi{J5Ul59ALFBpzaGl<1etJY2g2#(8~S~GvfYJ_5V>GB55u# z<%?)bj&ZJKuOB!SJ8h{|pzFOX1{l5S)?5+a07sCi($UpTM1KRD4i5DXD9GW= zdM?;A5m7@eXp5%&=UA&Ykz~TQPswDJX^G4F92uhm4SEx5$%#!XW~F}k0`ncoURZn> z;<2{sF^S?`AGTtts zG7&1@5_*Pmp8K|);Jj$TTzvQ2VV4<^qM~m#$GZoo)NQR3!ro1XVd}jEAVfwv_%JQNKEbTfH-3f|nvESQlK=Hf7Hzz=!nFbAXb| zOR?6wDDxf9KaaSXS{)p1PicU{h z{;3JdI}#ptboMojlH|7lx!aR}$J@o%X^w=zCpG+jo@*=MOAHp*r<-Wb8Lu{ci0+_m z_F_q7x!Gn#e#H6y0KCn&{55U|u-AO=$jFY3HIH0Y5Lc5MXdes{c%@XZBfPw_XiSe1Gb zj1rxo+>_)k9V)KR$j^EoXl{wS*3bgqD6%FKyF>*q>ni##+DT=`8V`xGiB8wTwr_pS zHbJ!oA*b!O`YP9oU_`xMeQcq1&t}N4mah*pWx!&d14ivyE6}F0PkjRNe zRkM=??Z&0Tv*rgHd1gg?<-J!O#JD?JYZfu}+nHSh?*t-JAhC#E&W&CA*3KSfUZh-w z;OF29n}W5tHYDj;Zk0+ZN|%+C@+Z^rv=imb%(THM|I*TD_bA?F9%%i6ttDN57ynDA z#ZtH(^YWzI>bNs&HMr&p*Ag3QVDJP$J%%vz-h5s^8~eza6DJ`L^@)6HzG$hZNJBJC zLl!R&TqEinO2j*$-KOUu+%F|b>tsDsL%5?G%1)oqMTFF)61YR;`R=cbwG7FxjL@H& zck&w~jXaZ=Uu)1D%@e>@GH*#5DUuhhy)2frw4-QGxJG5mmRzYYB@rqXRy6%KZEPhY z-n_q+C1tYKr@igS>WA?7>?-71bioW%&~WITAbe47TiKod5<@>EFJvQNz?&8EU*WfA zV%g1GbqbP+4 z%hyrNX1R70%XQ!FPSPjkLgc3H-Nk|TvWU2VuYUz8FR&>+PEt(rXv(denHlKoG7YMy|m; zU@`Sk=fe$Oc4k8Z4`S1$P%F-LI zQMSNxN<%Ek&G%`5u8YtnCTMcj&oqw~|8b-{caqY`IMfp-`!pyumnlwFb~?CwEF_Zg zWohxvs`W8MVd8V&+mZ$W>r~*3rf-|=pnfE7WbH6xD?9B$ zyFi3OYKk_-mXG*pftmIyEZoNEL=IXm3n`+C27TpAZRZJ7OiIPh_~A7K6rg(knmVia zA(Xrq2|#1={2@yXK4=NhGg^n@e9cSQ)4fSwXlJ8SzaQxUUZfz6x3Yp+|KLFXz|0%_17k<&4Ss13hO1l;0ruKd z#Z89_@e3FO%KaqfCb|Tv2QT{<{|GwkgjNJReO71BK*eKG$I2FIT*;G(CsH)K<{<8? z4I=idxQ`_v$QwQ6k@cAJ#W()1P@*Mzpy&#gj5! zVYZ-<>zaWV?SxB7TUd}RlfrnM=fU?#W@gS^``~T4i(O9bhtgeTRn*b1ECwA3GG~S+ zakz0CxRRK$VE6(QWCd8>kfQKAmN$@SEsYgv2jONmMfxcGZGngcP-01pyKqTSN@rM+ z=1YQVoa{OkC4IqqRHN2Hb_x7~7y)jW?D>?m67)4E zmCh^wGKfZ2r5g165bdW_I9GbvS>}s0?=qk^^j_}kjgxzTNxg@puOlB?Zk0e&(K4dK zG9V=di4UwAo)-Y4t9KO?#4VV*6?ni>dendg(O9k5`k1AI3R23(b|sB~w1I42pI%38 z6X31j2VXt|S=Yx#ncccv3g;S6l2X+O9Mp%k-5R3UXQgdLW8cn}tav_mFWXq;1uc7k z&k9n3$$m+nOjg5O_k7-!E9sP>Z_!))Da52Etp9o;3&pK%?z%PGb=#?Jvb_0_w}BI2 zXR&iy1kUZk$0NG~KQ|6r6=xl3^??&cdOJ~sQ}*OHMc_+_p;}Y9kCt1okmM>4AZuos99CK@8oB zden=LdA0AgFTc|&uZ@7plapFbqOmu1Gd=P8=%Y;U$c-W`1`W;i^YGl({a$P2_xU7D z_yMD9xWcN^39Sg3gd{HE%>#dSo?ni7ySap&YGXZF<{UqrxP>V$cfchn#D=I_{&kuS z5N3VpjpxQYOUH9ug~A|MM@HSJa^WX}AZeyXCHxrh_*hjzE27iqJg1vqnaNe%XE z&M|Svycc*WUK`{JzkDf)O*xYFI2i^nwzF}#l%Qbbb#hwfoMFzvnH3c~5J=`2$bY*h z=Nj8DQR!X5;0F%_d#bQy z=U{Deo;jK;uHVu%y(`IE1|In4+-NYgd%-Gy1H{4O%?$mWWTKROMhUERQofYo{o!-m zPGaK3{ttgl3?0>Y5L58wKq@;s#llTyWxcDvJFWWaggA|?cJ+6xZg$N-XV}J`(uApx zMGm&VK_eki3BDVj&6q^bZRKvy6NTHHWVc0G={s-dixT9kBt+Nh znl%|?uVo#Rlx1rQtZVltGJ4%Sx#T!MO*VtU=8GN}7#Ju`%tW^miaYGP<-1BaOgyCf zjWfSAw=$UjCM^yC;3gHrhpM!0(oqxGz$S#FN!Io4)0gim@2ge*+M}Na7&$ofN=R(m zdfgQ#uX?p0QY^sIKb#yAQ6lX^#V{(~_2znpMf2SySSoSnP{Q2Td-aR+7DaP&h3Q3B zA3Fo2e+}R8tSxamY05NHxDwv&1~6#Z&6ZV!an6Z5E(5#k%Wxb$5*&O-3!$~16>Dcp zOJWOn>g;2ZUg!A(mdcoL;?=h{X`8UP4SObv&OtM}i}*D@3HAx57*<3PmE3GQ-4n~K zSVb%O6aV2$5K;E|0y2mkpDE!&S3brjhyu=52d&kFH!zI z1AbpXrQk59nnp%vrC^Qao^i`Nd{#NaNu2ZDo`K8k!oaLnsTRMB6#YzT?kH<7^l1el z|2BPrzWfAC7pG%X0?seV;sqAo(A8+FzVPQ1+_xVO2yUT)UVBS<4J2l(>@@!o6p;GQ zvhC{4eyPg7{o;V&_J6DDZR~|2(V;!Zlx&>oG51CFFYg+CmN&Ricd72D0zy(>FX0Q@;dLSt8?m*=eVOEX6)E#OC~w zy>4jl2M&381jd`jrOp>a*DxAz$(=+LgdU%}R_4TR z4#nDwZ-RsuJmXwCXG?Z$JpeuUjtLq;(>PzIV;}T0-j&p@uh496Q!3vPx>R0tq-fIry;T9lw|SZy6e)L#FeWww z-urNtCaiP7N#!3eB?B66h04fXXqCG5?&kKDD*@!8l1^}Mt{({~#OG#Ig#KB)YUk{^ z%st2eZ-*&>p_VXY?=7Yjm_7K!$X&aQU!&dvMogPnCbd0(KIjkwc8`BY<=3}Syl#X+ SZ`yr3zpH9Gs#q1P2mb=kz#aGi literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image11.png b/_published/static/image/collaborate_image11.png new file mode 100644 index 0000000000000000000000000000000000000000..d7e29849aae8db5be8090b174b56e2c0d9b2c91b GIT binary patch literal 51360 zcmYgY1yGz@&jyMYC|bNw+}&M@`{Lf>?iAM|#fvQNu)yN((&Fx}#jUv8^23$?yE8Ad zGiTU0IY~}V@+8?XWko4eWCCO;C@54J=}!PCs5g;NP%xf|FfS{AuyrL~K9C%wwVk1$ z-eSG}K|`gc<3T}*K*@X(Rda{_lY#IV%k;VLq&hx2zXb){sH`TkplYJznDgC6naEEK zwxRuapah1FX3zyH5HXh&rrjSIjfeq1SJ|Z21w>yn@Z{%~q{q%=tJ6H`tt6l6wR3VO zV0nLZg5L+JeYS_kMV#h^j@~R%@Wf#j+G=|H{p!=(6hV!1kL?QOv-2j5w=kqoFtH;3 zs4Q`&f~*_-esa%A9bpY(M4JkjQ}{w`+4Y_st~%!z;Y5*qOoFtM9KEKTyV#4^bamm| zM5Aos92EJz);LD3tepB4MQ$a6@X`fzaOFgKkxCqv#RK#DKQcDQy9+7z%64kZ(x@0$ z)Y_smjn4>z2n9@-tbZ+tF>wm2;OF8SZmNGgCnbQjiuEsIds9oba=sD2xop=^Bp+Of zC)eu^BSz)1L?<1`?5~9m1&wZT3Tt8t!lP}CBi*3MR<3*`1S>~(B1dn5(V4Ge+CS3j zdjrV`MSki7Hnv6_5*M5B%4km9Da%->D9;+w$+`L007g-By~?}pDM!W}Po1B&f(;Xt ztn^`h6i_WE6P!ig?h?96SiJ`hEu1bQNt|0WTy|;fUG#H(2_70U)KEjC6fa69##Yj zmH;2xFL>i_n+dX5NO49+{M+eF)L@SW`x1`sKrI@Z-lqro6HOg-+HZWL~2u)&Ok2HHi<1<4J1E&K_5x z>il7~Qz`)${Jx5J^|16k!FvO};3khmHdBBO;OPuwtA38c9zpQNNnSvvzEj}48Z%ex z91gUK>^-t9Ne69(vX@(Hb-9fw|BF?Tjw2%3JeX!l6~=wv#0iwb8^>jqQ9r8-a9PqZ z`husf*E(@fsm<_SGrgDpEkl@9;mEpK!lO%b3`wWHp4MQTOT=7rI$Bx=)~C;HR|9=4 ztMCZ><|X1JS?DESCI{62)%Nl-t#U^Ql0YKS=#czJ}tc2hFgU%js%zZ`iSew!yuzIh1OWU}S<5abtM*NR# z$Ch*^MN#^%GVLw+ZkFKqiEirNeK2NSYDG8)T^DeBH`BFIEetHPcu;187j~a02HD>6k_@t=zFs5Ck+av z{b0SqRz=it_g!VL5gf*v#5fq!KN8y75=LdU*Bnd}q#-~$oI5F*Ac9LiN8LE3A!OC+ z0UIU;x_(gHVlu31x;bx&QfBkp-sHGTSxGIe;w`w3zrN~TIDPse$<6RwqQC?=b(8&C zoWMXY|EP*`*BV?L^yv!-UO4c2vNO=AT}NkBbkqrO;C+<&99+81Y+Ab=sb0)^Ri->3 zqN?fNh+71mUQS`VNO<(r0}#y7O~T1$ElNe)CrjPL0CZhV zj6FNKlQ3x?Gfa#G^-Fc+>=eL`+*0g;1je3ZCySQ`$KDIl24ymo`b=4zV4}VXDIA=F zT}{xE9aBBsRRK2nNmy;l*!%h0gJ3nG-(HT9RIH-bOf;jk${;Ftmk#?7K2%liwzkVU z4K!?Vxi_u2y3a66*2t@Qfl$vg+Q(d1K~F11-V{u)#t0SQO!{+7HZ19~uVZ)hfzlfd zI47@CK5XUeeBa1ZCnl<>3KGM>l5)N;$4q^{%j|32`iJt9GpMIW!}kq_oP=r3jA?$w zDcKjx?<%ZltJ~T;8=AxKadj<{I&AU{3V;6zme5G8XQpRlpx`dn98&q2VqgEm##JjK z{Er=QRm4{V)0Sg%&uNNoY(tFD0{~7!ely_gmD4nR>;#R0sA(9kCfEgRn{rt_*VG(t^;|0%r|M*RwM?^^)piHUkdA$ z{hfB=7Vj1pod=)+UW$p{*D2ZYtONaWq9ZCW6hv-O#fZUk&H#E+>1&K#sA;EIBPoj% zO9#_VNz^fn;!L%V4Sv{JVjc4PR*f8i4^%zis2=^>VKr#QERqhucpzn?%=JeS`XBWveWav5s-- z`%Nr4r0;Fh%fE4?`2VX&du!YA$Zx;;ifP9-mfAboY zOvwE-!y3guhjEw)aWtn)tJ{A&lc(@ezHRyRg9oe_^PBIj?LRl9sg)tSzWFz>*WX^e zkq9aVkK;ynz#D|{Z~^m`Bp{HO&t-2+__gf;Hh z8>y4|yxkWzpet-p$NZ2>siPL^nfRT|=NC;9r#FVEy35MPU1gl_G`-^O0{Okqy6S8Ze z{LKR;EK}1K=Hi@E8mJpG*$$a4(`{L?%TUCngdHETpn{4e7|Aol^?Aorq|^%1gq){~ zP{La<7vn`JfL&RcEZ)G1kdh&e&-%*bgu_RK0@Q6H=|qfl!Fk@X%>(Tvla@8Ob(fXq*YqudElND{C_(7H`G)w{j3}Set&0 zUbv|b2$}-OwGh^nU z#j-`)miE;q&b7q?{R&ue-C;*ZhC`G|;9>M-b1xXGQo=_p9&OBYf=1$@Ee^c*f>)gTwqsZ-4hdZ%wid<;oO-G=}m(<4Jk>B)Tmy$F6 zV*n*7IxB3hPJZ!Baeh!^cTgjq&$rdXyg9nK4d7);t|qe7aOm3*E)$s2^1h&FNZpxC z_1U&e%#$r@)nt54N}Hyw{c#@LwvlSEhAwBnCqJ_pUPl=qzd~&3xrXVFEQg(Th^5xr0pq6V8BU$c*xvpd~=|{Xtek}?C~v? z?XF~150{5q`+lu$mNvw;soK$8Xi1p!=-NX<^gi(`qJECLqV~Nt z>D$qICrR%5i!N$71@Ftl!g;fsjQm0&J6*1NH=+y(4VMYq9)Gm&e$wXb&yA1AjM`pi z3I~O!@0D2gT{YL5tsaEg7I>G0{cQZ6CS*)La7y9UNj%-346Y46Y^x4yRGJ@eK|IA_ zW@rtL?pHe2m4$SBoTpc`*H$jBEX__4R;(?mh0Gt8F2C{psVieMa}Jg(a51g3?GU6& zU+!F(9kodD-qrj%T5q~U6uaovFe8FNOmuP; z*adjuNoC>cEW3qP39=d}9CCD;4FisJvbljqfM%H$4jFOv*yH?SBbV?w{I?&tnR$OZ zFne2V(>8SY*O``Uog?JQ#>|~%@s->$INz6DpoGwu6F*N}$MGAc-t31&Sqpi%UCyw! zBneM|L0|G{YGABxI-cAf9#|C?1zX*%#ZIc^5-S!?@6K^g4y~V`rgS|G@fboF`sNJX z)lX6?n1npF>|-shbXY{}98|p((r(>~-?kUz z^BkLP5@(i6ee9otXs9{e92UgT^kLoT>#C}94P=C@%?)49kU#C%^AnF>w*%iP>D?ON z&xcZq+6d_;-aslLN0Cp|0@d;R_Xm$kTz1R1XRUoqb2JbyO+#b16aRZPHOk_h8fxss z;TXgA^5^cP|PMfbXnf zU%ZtV*7sh{Xub?d%3G*`HQKlwkLP(j-vR6+HJZ9b{Aa_`&TBZyiYYDIXsEcIPJpLC z2A-u`g5@+_#7wzL32`)AnTEbqmC8uMflDGBHp)f)a1ZZL<8m(Bxha8h0_dw-*ocB` z>;`?AXaWKO=b^)-qh_RNVYa{8fqXzb-A5U#aFzEudJ34+h36R>{A)=(ZE@X)XErew zu})OoG&RWS2{|6s1@jxZ0DvvxC#HaWIj?A0u2L5BscXNo-|V}kDN{>^4P0xBPgP@F zt?tGG71a1qHp|bZ_Zg>LCOflMGw1b~>${g(tR7e7P7Zm`o|dv8kHghV z^yps`jSqD%+vAHp?l0bq>8=Cm~s_c}mM?Gwvb zu879Zye)4gvoYpknxDc~t=I7CoeK^ZsaA!b8N8%iIx>(Iy>CMAR9if38f~ZZAC9v; zR{ZZudU%xgbaQpqNy6dTd8;X@cQL<1-Ml(?uy$h~cdiMf%QLOP z9Zeo)(J%CSygJP5xwlXI>1MTm9#C%FrG^{XYP?VVR#M+!+c)<$W^lne^(7B2_}Mg+ zUM`}9M56s355GA&1SrNdhW9NRvR_Lu!G@V+BySUGP=<1e7B^Mf*excrMTWYEB(v10 zB?tt$w{(FgPU8}`Xa}?@6)xztiWgM$gJsoYqaV5ZzF^em&2t3PQW3?K#|zDdySa#B}Kp7 zEe5aS8<>+D56+^+VAg}P=zL|L7UP;TFwo8l$<3n#1xDv4+ph@w6aJas&AZ1fS+NZz2V==?3n{<{4tz3cR-9HJ^%S^^ z=QSz?f3ZSqgf(0~R8H?iv!99+*(<--T?tGZj!!Cp41AQ0OM=8AQ$y3c1S)|PC+H=@ zwFgQTDO41CWX{7`-EGxiUGUrZlJWGL&82uX8zCJe0E8qVAuXpe;EiT1tL;Rd3;$76 zR6ZXHzOBXN-EAm+4`+cI(<+{@`18+^>4gmb^(v~t<@GyrX{ zj~h3TJJMScjSO0E7Jmb5#QLcFxZXv-!?}1WcB9=-VbwQvA53)o^Af?m)qyv})k~b{ zDUk{e)LcD(++ZEqw-3RmM^o;OZaDUZXxXhTti^QDu{LhpnDwI;waxvP=%@TvV3MGpU(-4u&wpYQt`lt>5mECt!*b64eb?BZg_r^T15fq_+lSP8I2 zFFBJ*{4zxu?NUG-K-US-I<=pqBa1o4zoG=P(8-#`Y+NCFBF~U@e#+O5kQ>Y(spgzB z$j^&pSYIjP<4oJ$j0U||+TlGyi?N^C-{^OxV?xQMC`%0`=e1@ZbbtK$qwN{el~!JY;?sWQ%+XiTF(xj!k%Xy{~N2jDq_~i7R1qE4!~t#FY4l zl&aXK-#wtIW*}~?SQz<|$?cOZDX4a5Wql}r$qJxAw9qkmVF=>-J8L{eJS79-vi)LT z_>!=zZ%c$kY?;)m7IMRKp5_L_)K0nhc{Hh{FT%tEf3uKNpNU&xR?`Oa>br}TUZkQ6 zM|jGcX0cV()O+dyIdCll=WI4LGk|7B*U_01D0{4=<1SkPeGhPW@Fe(HCrfV_zoAxp z3)JAC=%thKQiT^CxbO&PVA5%pJ=Q7}F9SPTid@aJx&7f{=TQIs^nIKh3NubT%L>e1 zKW_cjw}05xIUkK5g`}tTvMWiLxMdyS+w*0A{lo(Nvy!(VPPMFSWGZE@ux!=Q#z9Vq z*6jpsGT{cza+kWMGm|5Uymv0a3dOQ`G(i#{(!e|&HT9t%>a{Ox*j?o7Nsp@yD`jX#64aO#$nCrdS20NJ%Ozs+m#~Zi6gCWH(^4o$>(L@`dU-W|YF=B(?AHyG%6d zhJ6X4ehGTNbnZ;tz?QiVDWv$IDG}N*@A3$tdB{%VkW9^o`Ko}pdpEm%T5WNA-5W2T zpQ1R$Iws?RLn|D-zZK{NAs1co@WT&TyYr)8+w3jVa=0n;&6(0#`qHF4nR#{wsCuLW zx+76&^;G<8eAum7O_Oy%n=1NT+-0C2H(rCaiPQCS(^S2{Fo~VqfSkuQww_j%5R}Zx z@Ne3yh>$i}HJ`U+e_|m-&yv`YOX=dsKm}Pj(vS4gc%uUc zQpRxBlMFm^{;+~Vr8p1RTL{Y+Qr<~^bNE9Ga_DPVpFsXdoxDUYx|rJ$9f#} zV?(y7i)i51etSA(<%#yzKqFRkbY{uP5RbLtCJ%|3WA$(qGfMc8CImG+Qow-f)12iP z8XT(#I|P8DupH3?!UJ=)#INO0@`ZpngWBt2=b!k8R4)eflmr2euw+Rh$C)GaPK;Yh z7r=a^6?Sj?C(k}plE>A~1P@RSByM0X|7f}WkI1k5k|^rLu~jM6rA+n0dpWzdkETbR zUVbCZhl`gRWhW4^Ln;2CWS48}Tsm%_ir>Tm)k*yPUWTz{!@VSPV~1)(tE@*}@rKSn z-<${tyE-h%>B?@*xEdlX27J(xX=P>U^|I#-ovv7Acx>T6Od23mViR25_icATiMQ7o z3HH;zCV|vGva4;Dn$IctSat`i7cXUG$Rvz*4BJmg;1p?qSxw;o0e%|y_DK~L%O>zQ zuSBOVj1=-W^gNn8C>2d*J*(UGsK5hWvR><)e0(e4sp{Y|`m8W9H#m`_-=m+73j6vR zwyM#FiKdhoS=erY!ftDL&EkOd*)<@myrvLC>H$@m94>F`FJDm6e9=3sw(A;wY?OEAa~AGw`o4aPv}(mT(`q}D2ji~y~BmR za+o^oL*cfZj670Sv62GfU+@(wmNK4Nd0=Z`eBpq?!CCx3?awBQf=u-ipXeXE7TiDz ztGgbXM;DGw8b&@>zFn7kUh2Zi@4_D4n`wE#qF*Vd1Y!wEP)%H2ce^9eZsu&e(k`U)|%7i$n}hPi>}7q7XYDdauN{d**>u$swRBG>wfwU5=84*Za6H`Qfk5a zGj&Ax!?N@DgmL07?JO`4-Tx?bz z%EmJDeC}85GxdFQ1J#@%#ce6Rc~l^x`7;o9frvWzK2ZYiHHffE^e1EGZSt7P@74l> zzSs8!6{V{eQuMJX>S_c$&ZQUP?e;U)(i?B2aw}M-W~Sr0C>wrX#9$Qv{VAF}-H(kD z0}f^#{kKhvrhv!UZ(N#_G!kK*t(Pb&JDrn`9X54jJWQyN`>^bja?OeQPTA3jXF$rRcZDV5)?dG>QG=jC?(1K*~ zeX@pyo|H{n&nBt3?1LU33UKYH=dK)1QdCDO?mEUu1hN)*jW={V;Bb?#Cdz+H_j=xr zP-{+&%Mn~x%670*u*UVI?8)+34Pz18gw zq45@Qg(a?`8#A%v{TLzl+T#JdVTP=4%T2Gr(`|W8ZU1@5S0QRgI<^qSLqO$`xM%Ht zV`!`MlTnll!*jA_E#BvW(4}PS!g?+lEV_174esFsI}gYky2tY?+_t;Atkir|K%OpY zZWru*>tl#ZY1`_2I-Bt6{cd}PQ`)-@t^)Rsf~n^N$03(+_uYE>9s7qq<{r;m;30zY z2)6baR$=>t1=_a9dgg%uGUry{XA)H>KX0#7IpOgX)rjN6oiH=kxsFrLqrm%f2%4PV z81optTEk(FZ%p~^NW)3K@_v|VEm>1fEq618duTzp+K?_123tO8s^;Bn+n!sp-S^h- zuMP}a7^b*29fnoR_&eyTAYa>34&Bcnmc@se;_PF%GJfPs@##^_8O)@;9xo4m%oloA zvW-;VO-x9yN*IqasHpUWxHDCh2-GNZ8ob(b3{*$+Wf$uW*FqXYX$vdVr(l7&HA*^{-syzbdDDsAM7p2IB|>D~F8#iJ{d%#%%8 zrdIW^Vl|e8o1{!12m7o`ulCFt&*Y;r{&EHOYICPr?kHltO%nJ4%vWbZfC{aCK_#;# z1ES2^;LiQ{QH5~KJ;P1Ro3>Uc%SnuQX-yHbgw$vA!z@QJM1UG>5p;_l^1QPkbv z0KYa22+={!2PI2?ol-9;Q>$|_6jHn1C|HEIFj42H+YOhNP65@C+p)N#2O2pl; zRJGO>T&PhWACT#cd>##^mb^ipuFy%$@{4)rI0{Y#Jt_Kz-VN<^Sd3pZAv}zE+4cG* zjy1b(GsJ*H3{EOigiW)}bJqwL%6*}E;#&HM8vA>%dT>0WGCS>tb zSO0g5P;gfC{ifd#1X2EMdCe|OD#uXBJJRLZ*g6J2ix+3fZdmEW?$~>-dQMZY+Cjii zj8WflQ^Q_+((Nfdg1$rz;YbxtBdm&fr9=zx7q=dOLm_)O2>kSg0T`TY3BVi z3t^+IsQ<2JU=QE$F=9ypq4J#hku%>dNfQ2}Q%l!^jmvCX#wt(w=p z=gc%c6-LjM`^l#vy^b=7HG5sPtkyc{tTbwBvg?g}LCB+MaV35@4r5BX9!)D!`M1)EUoQQ0H603w}v}4Xsf~PCJz?k8B#L zXfONDX>-u5AYFmYM0Jb&s-X6wtw!dYm%z7_afqFG%=(i-5@8oPy3mX)K6>xzVreav z$qPpQ{XNWf{Q1PB@g>%)&F995@T67c#vpsXgvI08FZD;Rz4ZXc*JS1I2R#FpVBMvo zXQN?(jIXb5{gQ7wRgJGWayBpgEr52*>Eb!81V9*lRtfw1I*87mMaxRyx$F~%^C zj!6zQQ}h_8Rw@(Ktr8`fMwli&vro4Mj}f)0=jVe)2?%aeZ6_?u_fgIHK&#^CBQiva zJ^;(mw-U+7KaHUhyUafSA z)q9gP!7DKVm`b}}d7Q5;5!6tzp2sLEZ(fapLk|YGwq++U#G07l&1=y41GdtUj)H*V z)nNX8rg5RaPv4Wp{MCW*cm4GRGRE|mMh$~U`ky?YV6G%y3c2n5dHR2)&#za&UvDG@ zi06vJ{O^7KB0d=Y(q+u&7PzmH`R5^}2pEjXrlY?gDjy|5C`H7s>$LnsL`*h`Q5>gV|*YMI1*)SUYj}|F*fK~YP?*r+=+3(Wo zB?(~#jsEvXU#UM?L18T{wFZ)5g45H;edtUbnusW{7&UZrX$@!}RX$SAsQGIMZKXw6 zB!@E_E`PHfekbA}(3ZImFg z-*W!gA6Me=K%96ws3-CD{6v@3u(Z;Xv9vN&Yr~v4?{SL#@r)me39k9 z^-TdG&F{XeKIX>4w<#9RnCxQzPz2%M5oFyI@`23&MV7Qkn6Pb%##P1rVY)XyQW5`e zT2cNYIG?O!!hl=SB3YJZyrc#2_E=aOoCLqbtb#alPE!q)KY7(#RRZbMC6GC(E0n>X z<1wR*MB@rQ?t+=Plj2MgD0F}arN4$>nn-o=FwP4ng)J#*@Fk;X9s`ZeCFdHYaeP+Q zI_z&G-gKA8s&mduslomKF-L{%!~}0~T+WcR>uJH2m`LL_SsMeA9_xy;yUMf-%4aVm zTE0mqBSTa}U|i%fhdk?LEZQwSooLv*!G2CEp@Ygt?p2CazF^GBz70OLTnY)Y|MwwK zFkdhc<#a5k4-&S*cjla(M%wvZJ8k$eYhtyiV`zC*Ws<|Mm;TrRico(=5rheRVgFYH zP>B7Qhyv+`T&nt#lj|C_MgF6T#Y2)M(}_i@>U3ilZ)wmmkb(6|D%{pxoAk4^vxby$ zoN0HrXPesE+MK%7R7FhjS+lYrZ9h?8OtFqV)?u%#abgal3HJuf1#mWIH5hwRlSbu&j=n6g944B0nQ zK82ilbx&Gqd=$XZ5s>6S9-ZBF;mFrkF`N$(I?RujVFwd=QZjL}Wf90%H*0=LMr2f< z1($0i4pW42lq_~P;}fGIlbL=g|Esm27l#MDl%jNH`S`A=xb|}q3PTCvOgR~fmzcU2 z(^<|R-XuQj3I?$F0HeNF8SJzka}@kM>1v$V(Mror3cLABM+>*bIB9qS_QB79H>MFB zr~MJeb@x!hbY1`4?!`|gyUu*Be<|NQmHa{;Yb*9#cQ`ha`huD( zHZnY%-yVa<8t7tGsF=|Yk`+<|6j{%eqndOs>|wO>>Hn^VJ(oa`0vI3&{v7H+9vrxr zg73RcLTrBfhMv^BM2Wv-fO^nZ`uxCo-!F{LeONGA$9VyJ(ZKSOa6ywc*9gk79TfG%`({6pRp2rT-`AcSW;B=ELN=hy|Q3}V{bLdsEg(?3P9uno@m}I zY52C2@i>3~ijMlv7Ov!9Zp2IksF68RXg+G7+1)^>Eb`U2cS6Z*rpRq^ih?eCKla40 zREtnlJuRM2lZd>=v>4#v9vXaB+Du`F=Goqrx4IrQ)Vwpn-6Am*aJLN|Rm#H5dK$8# z_PHuqFnaRZt=^TaGjtp7bXa(9YVAAx~k8*7;^j#*T}KEZy@bQ z&(v1>I38=Gl^?re=1~|FL>YqJlkrTEMv zA)g5uda2mj@hO@zCDXcmw7XKh>uQ9S$xi>b6lK^pHJ!xn zUF8%h41bP$YL1!m`2F-_mhtnMV(rbi8+3ji^{`?ACe{7Y&3(*BFBns33SB&M*uMjm zR)Dz(?OPL3O^XdX2HE9YKmL2gphk*p6BZIA|6)OSiPuXtBCiJ4d`$T4SVQAZoO zub|_#oV!(%&UYH%qpgv~>9v5>^)>bQz_)$%M`|z6$a_G=>>uV`AzDuW>h4Xt)iV2O zn37_0*-qf_+6_^J<;+EU0@hO@qfngs=bF@akgAM>GtSLcYpNJF;hDOVr+9g%gKa#E5()kUf(q-XP{S%Xn`y&ON=Ql@; z1ov>^mH>Ktditz@9AR2UTuXTR)iPraqsy(B;(-I%TYf`};mC~0`hn3y?7DlJ)P0V0 zK6*x_RKo_&cA*P;My`!7QH#7DQC&~dA2_i{u`;fdjVn4hO*1TdbL_$STb{N_V3KBO z7<-SUj0yjRa|GvEftJE{pl)%fG4}m@G7qsJXF^AyjtlPAd&|fIyt+!|-KS<+6` z9Hyl1orH2wv^J=sr)5o~tr@`IIgON~)GtrZw1_cbkAjOz64e*t+Zd?nIawniBpfoY$=qAn=2Looksai%vvkrHwQE;cDGi&@1~}Azm$Oc#0gHFsKiTVXRb}GUEoqoI zf>9jzr{P91rj6n#smCl?3i_U>51vcMs}w7^p+~hvN`pbpmY^YrcxE*yN#v@ z1k+A*Cn}o&Ji}M>B)%QWPsC5(boKWyZQ9rT$x!}bJvseJUG|IQUPkGc{C@hw>d%=r z#*kQpw5#+LE9dhp1YkxX9co+VrZ5s9Le{60*+exknnVL3DLJ)NeLQcFC)&?(>Rb1o z-x%W*J=&ond)Fo`pL_O)9uO!G|eZ< zmNVoyDWu;|r;sJ3B{-)q=zPMe8{J@Q3mYSv?Rhq-u5yHDv}Umw*51KvQ7Np1Z`hL_ zr*|qtqcZs7e2P^<5rwJ~8vg~W-)-n7p}bn4MsOv+fG$|)PMS3UMlprY)-#?7Do=~; zXJ#c7GNVW8MF{V@m(*ybL-TN2pIgbK+#VxpZOCR{pm4?jA-T>mrVtXKa1{GiRKt-7 z^>AV8j-%AF*J0%dNFae9P0asZvHrIJbPL2%p*UNot$L#$HVr)vj?<>`-~iq~n?AI>iLYmRg^&J`TU_5FFK0 zPL?wMRjihogN%32qJu5@@sa9~fw~NmaJ@OFoo9jgZ!$va@88;L3~Vk?;N+6C%xvNr z>M6h&l;jKmisQD=YVapLHsIJ0)p7lXFk<0T2x{Kgn!td6=h(Xg1R3CnGQ`r{MMKaR`6 z4%YkXi-&^g*18KTpSVqWh-(v%br{g>Syfd53_jz7qvbLP>F$oBpRn3ZsCqo69P6p@ z%%Nn?t(YX#{?)=HDJLiPR@O3%dez5~F?$VseK5%9A# z&TVtRla1aY?h{U#Z@!>p(=;vP0@E5<373V|dEUWG%c@&hpmQVMH&F+CFSuM<-e^}o zOJ1k}t18i?2t$3DAqLaKgdSET4h#amth?~0hX{Ji z-@;;*O)`$qV~@QB?fK`t+e<(}_fZ(V()@KjSS^;LA&I#E&(@W3VFNS#y-O6&b9BP* z&`ady%_5w6#KlS_ds-Nx&JJv9W-KScbsXe&Zif=8o^#&w!968HvgL7CL zMl)5kXXWXgVsam|$f;;)MG51roVJtSDj~Dp-`;-8m>elF61^Xk2BZ|Bm)+rmC-B#xMk{mGJe|CTAqvh@x`i(I?9b>O5_6d zBI)+i9T zzt&WwpvX86LWqd}Dj@xxXotLxhpfk7F#I#j@tS-Wy#(O|uHw;Xe~*>?6_|Iu0Go@a zeTeV>iPT?%_30O&F{=5aROkyx{Euw1*RlMiZEuZX-~Mln^Z-#LUvlL~Ue`a?^uo;e z=_};>$Ql^@zcqAMSUPtGtLZ9{Q1Vp&9-}aehcAESKd@LYc>1r{@6Z7>AEA`25>Pmr zk^aqMU*?NHz3eJZ@@@TpI7>i(;VdpdlKVeg#JzGcY4J>@1c;rxNF1&AgaN&Sw@WKLwxtR}sB#Rj@a`4hp6Nsb34aR$E}CHwPeB1Gk?nbaNT4srdh3*gG3SBTxD>dZy9juJiHPc_PB!C z6uiG)|J2w|{L``Ob)9yprV30eZ-S|d5EH?+W`6XXn0gm=2-%xViYZG=?5_TBfhuU= zZfQa!=eyl$mP9eFmsPAc#VhvvyyL|EiNm#J!hS`Vbk_IlNIc2@R5`(e$kL3`%9HAB zvO#B`Kl@2m0}H+F)_5X(J%%5O!L3roPiWM8*8S22{O>~+rRT{xuV;+-r4mpkK5s$S zjI_12^+SyEOYzh`Pjrn=nb-B7rj2m=NcAU$1;_sUs=V6aWL9oB%ZZ~^TdC@ne2<&K zrqzFc3jmmC?6=k;%vWQk*QyzV;WX>B0ZcPz3He}n1Zi~(5hV)JEfmm-$x}I`5%`{5 z6;FNg=q~vTjuE_atne^i^k`mo-nitKoH4%XDHtOT-2Nj|d@zxel{Q_11ZRiu#oU(2 zcEh4{q*HaJT(P7(b+oqT2g&QCc<7Fgx-|Ywz~gdH+yF2a#HB9vM!aWjVpE4t zYCu_iIX(nr0Y&e@S}B?cBr*Ww_OkB{kMw;_`y)qRr&`jSo9>>M?Qr$m?+6uM@W|)> zm+sib+MEx>f}RO3R`FB{d)F^m;^BDC8wFL3yh3eiNG@Q2kFl-!qDe;17f=0m)c@hc z*VDC+Tgre+UF&@A*rV`m=&+{*pa=kHgY{PV-c>eZWsM$eSg57nkakQ0=?@2G9r-xR z^Jik~r{{e)=J;wb_yU%xxIO{M(NVx7%u_U(B#u6h56)6(hY7ix&m3WG`F&H2s+m6f zCA(6FiQV(h4Gxr3TgO70R0)rDWmUc?!&2A29lLDzU6JjRX$A{bP0v4Mg{i6=4?KS# z77Mnll&jI@`cU(0bt7%*2?>Z&hogvOLAjDRqHg{E2Z zCkqR{1Zj}FN^UqGa2hO?%LRz_{QWZ^G7{yUvf1;>3Q)pvscGP`eY)NyQ~W`|{fCPc zju6VT*F`|e+WRBDny)cH%WJ6pcOg~um{x}NyHTn2N zG8&E{NISk@f1Tt=l;P=+z^?_3-~wy1k|46|>QpfdWyTdNAhK$lRQ5S|ZFz;_+KzQe zx5bI74jjrHKoIbg>U#cib1@}eQjnv4OdN%MzmAi6m7OJ1f%yFL)SOzNhTXZh@^+WzlBG|$5N(_hZi4?KRBVaNPz!pf#J*fo%Gne~rSo!~v*`#<*H`Yo#N4IdR= zR8SEC0civQ0Ria_ML=5V9u)z}k?v9{Dd{fh?uHqZ?q+}?M0$v!Yi5|UdDV~ab|uM2q#@;Ft&K0p>p0+Fi~xJ?yomDXH_l2-SwAY}XshI|`7hNc+~*vAn(zUk37X7dBfku! zE3)3x6v&m8bEWQOZUVW^Y|2|*OnF8waMxm5(TJJ5n2 zqmvT@H6f#gE#^nhZ2Rf|(as{fP+wvt%H}wXP`JWXfOqMs3Bv%_BSTF*H6~0jyhS~5 zl$Vn;@<{6JMM1QL`ys=Cq7^Ayff;Ic^FkzgVW;|WQG(sgBw3#xAIXH;^8g(&%4neH5yHCFY_o;Hk$);%BFHjoU_w(IA=kCi}O{7|z8 z!i3aqf!!#nR)`S1C_yS6T3Dn*AS?Y*Am~F6)_SIWDE~qb7J9KeLMh{6gxGv@^XlW) zH2szmV*K30()b-Hc&7dAYe59(^!adk+#BJuUdiaOC35nbmQ2){x;)ipmo$|vVk7A4 z+_Ok3@m{hYQFks`%i)Ym@?{^O0uC65$OTm=j)%u+>cFHwIa_W}sO-86o}z41s79MY zz>$yJ2t7^R_4KBDqFIUPC6(cM>l*SBtX=neDvL@R3oXWSooY?}BoEs8UQIkn_+-Uy z@XwQ%8gm845(4;7Xf(80Q}*wq35=k5@~@TdW=v|AA}~=i<=b7?AaSsjjXc$nsAuPc zUsW)NyR3=eb^T2}nbWV<3=b{C>~zUs44*7REd)M)nkXuKTlfT5%c3?7`?M&kz$v<+ ze}$a7@JC3{VC9X;NX^3H;(gM86gc|gI3LyKYbq8#E7G>$_fv1*cvL0U*Umx`Iw6v& zwxu}$xnVx+`d;e=Uus5%`o2+{(+(c46y=&RlO+Hizc5Q{pqKeol$9MtQx8$T-U?&i z+i!UDbZd_aGx~k#B)%h^aUU&A5w9!D$9~H7Ibu6mLh@5a+x_zW*Lr7Q@Wa6}p4Z1pBR@WP4w9^Ixkwo+n^ zXd!jIj%c-IQ3J~wF`8x#K{SVMc0k#SHb7WwyZ_>!bl>+$Pw4*ON55;T(s^24>s}|6 zlW{HAUK0xhYZeVW!DgS?-3a1|d1ezbU1;-6;BKL{K}XKyd(ZqzQ(`wR0EG_u)Ajxa ztI|vNr7!wkNxiXgR4X|yp1B)O8FZm(*}bWIWE~e(snr&cq@F)s%_Ax2{7pun_-Q0N zajTFRrAKGy0PtXftiIYtwX~FEmO1BDzA~TJH>7(@OP{xD}A5l z(B^yhB1HNMBN;v3?=A#c;#R`~vok+Q&%RJYg(-4M4w1%1Vg6ZmBQ(A*-6yTUa&8{e zz|_UrF^U~;%-3N15iA~v*^4VIlZoXSl=>_VQ6TUhN;+2SGAaRLi4wBn{JX!AG^76& zT0_or{0`Er_VRl6>QS!uwrY9{DUSNlNSmD31)Mj67;8ou$=+u8mpJEICg-r{t0;a| zRd7~}{Dx!S^u|W|aU7yUI$Jw}TJcws6JKej`_ddw`aTi3?6v2=AB>A~S2fKc%Ta%u zfV21hVbTtT`B_2Cy4uQ+sVU_?GC)sFTF_3*Z}kJRW#Z`fcv?9@ z--lidr~#=Q7+C*C9Nl+*+Xl6Gr|hMBqfx0z&XCI)L#bbp69%t?x>87iyDxYf8oC*6U!OW?Eu7N zh=yUAKN9gfalAqaJCGJ0|413kV*OKruz&gMKGc?`zxsX2U`6pBP`~y>Zw|UyD%SM- z^aV3nBw@l&lkyr+oU)Dl)9gvX*W*NgqB{l|-`f7`TRiF$?HakB24Bg(B3w=HDJgi} zyc*D>O7nyaKSy=vzWOE}AJre_I6z)n+~)HZ3DHDZl%M)Edu$Xh1-ZdP<)L~K`XKfW z4PUx&#hXN)CWFk%MhBvnMIb^gKc@V`h_XiJ`|3qXw^#lbwW9yT z`+Bs(_z(WUf8OT-FuqM_)@RAz=5UGoKLK%c*e=eev%hiP@V(2Jx%1_}=`en`5~vRd zIZv;A_x!VVf&5jWz)GZE%KxhNx9puo;2D$WmDiGgje=heaA;w6nj@@#%Lcs%o)Js> zKBoU0H&QVHv0$fg;X3Kxvd@HpXZZBe3ICg_E4X2ifRi_&(K;mfTb3~ec=m~iq5t~d zA?th&P!2rd?C1YNgI{eVRs|yL@7M3F{)cifc>quj_vFdE{yW?N4e|dSz83HofXNj?0ZhbR9DZpu-6vjf`HZhp%VJ12pnmk?c>v~ zZs)JX`7<8+v+y?~erFCC<17z!R?P`ld{O_}S9oFM4{LhWh6k&iWXFYfO(@~vPMfvn z25sDLd**A*=Hi(JieDzah&$~th?wWG|Je%H)|%}qB;V_!m&9NGMaTq60#v{zuRF~I z-t#1H%n=Mol=7%gk>PpvjCHM~*ZIR(MYhWOc-6&mBRLkmoFxibBm!iUxzKmtj* zjwZAd`nW5oWYN7#|6UOU)>bdDO!WtGGv6_kyB(~0W6o>93m2B@MJ8S05+29s)nstt z6W`S`5EYN(MINXb)xDdLkTA~mPrS9{!^tH>E2bk z<=@6J;b9&JXCE>RGTWn3&fIRF>l!qOz}^Ks0gKk=K4{Cf3!i~EhO%CJar>O=IOJgG zfc<7SSov+3_@TLgW+fyj z$1`tV<_&Qri=|UBs=dvoQT%KXYplC#y@@Bq8%6kgAwT28Q9hABSeG|i5D6zWKmO>U z+IQu7)3vTZQkf4Cl#hK@9G2dhp$oZ{v|URjgdNY0jE`8=9?8P>;P1y4$^V#TFQF`J9nSZ0>yNR!& z^H$)SuD`bLcl~&e=N1y=DZGmKa47_Yu2sjT*E_2deYRrE*VnJK!kmrHY;;Tn7&wdJc&7#As%y^_ECpRmc$kOQ;wEO|rclIGEb7m>uG;U%PFdqo)!XhUY)o*JTG3hm6f}7%u`A^2`9yF1zKykdIik6ZJ*B3^LH@QfHo)cNydTCa0L)YfsK z$dPhzT7fgkhtZfuT@hqEzhTAuwMGMdET6;oFHdATxlfbFDx0Ai{XJ~@&CTvRrv2$B zv%}`yr#ak^vsqIre_g~_NeCAQTx8{3vdxT6_pwiImp+EMYX27HoZN&TNtigGYGGTI(%S!%ki|QhkHo7w7CfNV;_B&Q*WK(HsU5!vel!9 zVy{fGpX1z_4eAPiz5lZzE9p_vFeaoeR-CsLe)p2m19s4_L06irkf4|2M%dEP0Nal^ z$%5$2@k685r)qm~#{NpW_`T5jIWCHpu~L@CfWsYiLXJmq<(~!%wTj%25V9p-aMU@n zUy$ACAd*7AA5&?DSDJC3C%p6*HOk0cHdwS46l+5`{?s4ccb4hk3-z>_WXj?~B#EP% z>f~#4Z~2i0l!ocY^nh&TUpM{`-d`v(-RVMp6e5^ex)#}2Bx>t_1H6n#ApEd-@K3PqCk0=c zd^wXJs_4gkg0t4=N|1A*5Of(K?5Xax-*{OIKur3wuexvJ5=LEN`ANN8-um!g(Bp@= z6qyiJG7A62K>C1$p|AAnCFg%J&=CMAwbN-8|7s3E>a0smL?1WA@-JuwF4A8rN9S8F z{=LKUr?qi_0y0UWtNCx{*Wd8-g%^M+C(Hw*{=(5KxHW)kQxn(vRsX*YLI9w*L{co~ zugn5W8Z%J329JE=zYWs7RJV?%Gavl7<(!x2-kHnu|4oDXr$Ofc+$b8l&775b#hfpB zz+XE#@E>!OS04fyp^LcMCnZK6k-9&rz|p1IcWco7&AdePJlwumFqFHlM9@+`^;eU_ zVt~&v(ds%D#Sx$z++GH@$Cv>^hl=WFh4tqBHNMcJby_CY+s!tyEpf?lCG$}&Rs)UP zO2WDBX62zaU5!rgs*=jsbd$FYHfy@XpMPg-BgN6;cOv(?ibLf0;ll@?i?gmb6%X&; z`1tKTka4Z6vok;~un!AaIvN|_mV-KBeRWaO0&3pbLR6Gq-#RlO~r)z7HGuqFL)zUYIXw&=eNj+2cLZ>>VX_mfUx;}KM z!t>J8GTyIB2fL{8fo%ZoeLlPsGmaW$r6>b2v79A+!z0VHz{JblN%#&Y%j@|Z92|9(tpJO=hlONpayu4OP6p3|I?))_xaXO zYF0lq+EYEh#Gp>QXhJ@MPQnQhqg`Y(mODW2gMO*6Pi2-)_=m;EG*3vaOo_i4bLkYv zMD1|INt~T7MVtsCb&saQ=ThWMB=!LG!xzt??bYPaHo8})N;`ubFoFy;3|(m1ujB(n zZ%HEDe6THx9)w}dS@o+c+UyCEMIkxu4oQ2#V*@2k#9ZnFgXk8a$g?O zvoX6%rFbO3R4<&f1K_UzKPVKh!|~}u*y|%s_v1+$FRRgTW$%#^<^#Cc!c5Y5lMLS~ zDAC)$oHK)L_7CB56>!cV9GV9LPjRo`rs?kPE}yn8(kWx9QIu%j@8t+2qMy%Ji2it; z$a#JEeu`vOu!JC{-g!0qB~cji;7*&eyUjqz$*s^6Hp=Lc*RIzT8ZbAp4^11Jo3}US zNT`GzK+bdCxx-wOGAK$pY`xvXC#(l6;9|$yZxWEsyA}L_ zYC5YR`4o(NcoI)Kbk8^kOQ#2}m8f*?7{B18Tus^zFSbe}>viQDZc?_}BrZ|^_6t81 z?ED8mC5-0LFj*;|j70FL5&EDGB-(OaFb;j!W3cnoVg{<7w6kS=ACt8#lfe%7ze7jq z$3VFEF_9sc=aTimPmchSCqDC6G@7de({sL@*l?7Um0dg$FVI@(kXlBg)@s+lHqiA& zYT2$luw9&(nAKGI#AK0=t^{YWX%+8@1_A(5wb=vO6wZk*jbB6>gT$xb6w;bkcLGRunF)y4dRN569Kzx!BH$vzY#X1@`5wcHDs1JSTNPgbsKblx5V< zt?W!NsTd0PS-Pzi%`HOr89woRuC_&nSsl-brPFc@%$|1Inzf>hDX&d?(~34m6qZcY zzOuSJt@W>n4*@nbFAIj*Q-Wbtw(zCrQRmLFX6QLvA?7o=08-Wdb>XFt{s6o|Utwi2 zN3Bl7)6Uq;&rZ_olzyb1MaNqSF5DEyGFwvyEH}kfQwcAhL_(Z9PS+y3{Bh;dMgwmOtHnm01TBI6eZya-`%Z3jn%CT?S z`KUAJK|GM>dQ!Y9JE{+7p(cT06M4>!=+8YHc34`m!i`Z_quF}IHcE1g{}l2%KA4jw zJ5Ap2ANk`Q0lGO}4;rm0#pfA>x;Kf08Zvd@uANhcWoB>Oy7F8*Qd|furvKm2a9QQB zIq(t0V!yxc$fVQ}B64orD_TfjpOmbJ0BUgEJT9eVaN*<-CLha(fIy zqrpbq;g5&%eS{OFsrM+zx*CtGah-8Ax4OV*eK_-hT2COmyA~EWc)v5(6gX|8;SN(e zSrD@MY96_6qEsu%U(BpB9UaZ9`X%z}^oLb3KA+*5r)fI}2T;nBnVkWZJR*n?$EITuh`9DIeGS9mRJa_6_sK*myGk!7U88aJNcZeEcIz?9A>*P^Csr z3!^4qxyw3iLTZER4%rR)y9Vum3z6IQBTY*60RH=F@Sy)Otvi+KU}a@xG^-k&q-R2{ z+Q_;_)+E*(De;3zq_-Kn6Wr^jQ>3E5Z3)AXe|&q&w@1=JaO73Ah;S>--iq(Z1=8+4 zv1BW);J3HoG=uLS1pedjqwN~1RWSS>c-Jzzx@pEJN9&%-I<_n?M_WxZDU!t#KCkWM zG@+s9Rg||Tq%|=S9j%_fmgcc@ezd8=XZk}7`ou^|@zvybKS39oGRi#F(BgnF#q+p8 z*xYSgjPlQ2iwR)4_9?LLq4zG#!b zmfpm?QWc$Jd~hzf#(W=NnnBDj$4g<(9yNEdoU5lS30*KpNZB;DO=GJI9-AZMlAPB& zNp&T0yd+Gae%uR=IR+W5HKPUz=Q$+!c)0FgKqxQNu?2>0uGR@TEQ8tJc5k#GzM-WZ z?>yEM&4FSg=!qeyE;#D((YB~!ejj(c+e%1j`&jZ6mFm-Y(1Ap`^$CF7+zX!$s4^Lh z6wEu|;owVO!M)S1a3wN{l#rD@);HjE!eVA}k~~a~S(#Z^fZD0zMvdp-nR+ zQHR2axN22J%4b<1@{vSwh@kAXe?RQoii^*nPH`pp!JT{t+%x&J1Fe`vl&7Qc^?&QT z%2K}WfB&YT^Y#;XdyFUXp%Q19U>C>FPuJzt0#x0(9j+1jK)8 z0xB(1@$EnZuaWCPVxK2K64S|V81PM#)zzO2a#!j`<=t^T9Ff-u=h*pCJ*LXxn#xYC z&l5z}Oz;>V=t)L1(Cxm078cblDc47p4K5yGoEoGby*vU;_;@GwC%`+?FE+XJ5HU4n zYVM=ay)#(x!37Uwi`yXAnr6;Z4!Vk!VHWPop4+qfKIcp(rxB^%?5=-J`2=Rd@w(au zv7I0LCX9a5qZxa;Tw7DKqxZKj8JB*q)ryXJyvl=O$QD6 zz-t5L+~kS(s19uA1z}b>I1l6auYR0cV-3O-cQIanN z7ww&nQA<9~y%@_iCW*?lX}Vz7hvfyBQ?1(-sPf^XXRsCE2Rw-q8P*4sO@in#)9 zoXJ9#qn5pbv}(^x(iDo>Si{aAm!vCxV#1HPi(`c#0+Jh?uJ&Ow{i7s zL{7PuVq4e{oBAtTeq>s85ef?0z}VlhqUG8cn7ElWm2B6)p+@50bOt>`g%Wf!?s zCs%z?YG4ruBm1iX#gToFAo$aq3#)68{c38-gOaX5ke6za1);>@1c-=gO#Wgsvu#bh zr0<2)!jQL_qY0C2T1~D5XQp3XztM?n?Dg6V7AF69Zw6i-aa;q^fD6 z7BCS_;Z723)Sz=}Su^wGj&~b!HE-*WQDx2BsA#q36R&u)l*F+7ZOnHetXJiU-r{u7 z3RdEP8R@l&by@7g?y-tV9el@4GJ=@s{<}3@T7oi5yQZ+;w{PE4#axaL57)0gUrTWq z%vDLIbN%5L85wD+1*baOOcTNeEdCZxrg-f2y9)V8V2zu)2F-IapZU-u0)Q`aQ zh11}wTBGBjbA~E8uA(hQGs%6sH+aQ7VR zOM`kJ$2Ly}i&4+Or4BVvsTIMQfuK5*u_AE)y5xAn^tKBRm!>sw7HNnK0A50|0ZWl+6VyyyfRwPmo`MO4^Iv1n8$cPkuRsskXWW0;s z#4fF2FD^L7`R45RK=bDrC37VOSuP8neQnpbie2V+b=E-pN$KKdF8T&CC(Woc3ecXA zls3nM02l9L?1jI5fzKg5#0{mKUS|*|V80nJc~~sKDGELQzGifSK^?U%4PcMYO+a2N z*kSCpIwP2lgap__E zJb4B4@njY=2AaL-^*QY&f_fYQ2@=EOB{APXlHRbZ0>`Z_$e&Q}s@I15jaF)?ZoX2t ziv@|pA6OI;2EzEmuiHWvMKXIZNYBwR2o36h+UE>@&ID~hC#@|w9#TM?YUemDcf-qC z4pZqp+Kz-4-Ya0}Z7+JCD^;l;Np2=_=u4hVEF4O>^ljKG{_9c{zW}@r9`)7u&(D8E z%F}J^>}bP`^eK&uj3Ok@^Bpbq(NBp=x}QHvxw$P2-B?|0j6&Bq?9p(ZB@*2TX z&!@P^1<}Lw z6Nss5CcBJaEu9!MW%Ehnn#77|nYjgHjoRUiv3=*3a&Y;Axj3>f-F>LfiBdcVzTh@O z4MBx;ah*C0g>WJU>lbT>e6Yb~z{xdp)8ni-zdMlZ0@ zf@j+Rl-{e))V9HFzi_6`%KT77#|T3wmerDYe~sJY5~DDy`Yv9OfEi{v9{T~{_u9uN zEe#wtMFjHQcFV+x6LxhsSg*%XS)oudoyZIGuc>>b-e$!$s@LK zU{`3_db7%J#pS-j7k1tI{g@gUb+H#*G&rLUJ!_7yg?S-!;ojbTHl5M)@AZ{>C6@O< zSk&0UUI{C7nJh0Ay;!wyK);bSWUMCOfAV9`1-s;gy=d4h!=hd2W`zo(mr!(Qo2_bB ztlGtSlDU!B(I(^&bTWN#!@lB3pQC2iK}zhsJ$iX>sY@+1f)>5Np>MXj;XbQ;rbQCW zn&zyKM`{{iLrj^d>ZXV=%R!sUuY*??Z(2&_$I&56&d01+Ax?7YQ*; zojcdBv##+vr(knIo<}Xv)59iiVXv$-S5#S76rZn^pwz)(T(pLuzTo9B<|s3)+{}%k z?GVDh`^h&gW)!8%r=n1W&@@9oHR(@cmBidI`3Wn7pcBE3J3d3+dk5JnDEg+c-GPGW z5_8ZS8op~6G0gUvImL2~X;oZf)#Fff$jJs}!9gv|QhllD;%Bje^9fsQ$3;0h=AbpM3TA0rfX4XO7stLQuk$%1#o9E=@qJ~AX4$iBe z2n_rb_}+Q=QK#iRUI&65^Enyp!(x~zAn1b=%XabTZR^CGbJ#5lmcq3AMFg89<+A28 zDVhZ@$~F-Sn4?trl!qL=B^s|i1Z{hr(SFEgbTn!!A424{bv*)sY~10i#%>}d#CL2_ zkm{1b=$BBQ((^Cv`%F;Gxql}Xvb-%cEvvkZU7-&Y>gD@2Y$|~DjoQ*TbMX7k%;*#L znh#2(rlgD)FvpW`HkB+M#?S2*0qK<*otlv_q+4$+#XYIhf!KK0n(n0&Z1=kBOIX3@ zYOSCuk;p3foYT73C^xV!EdTXNNm-JcT(5T$!o;Ny*2g`+c%Usqt8PDp^bSGm7C{dHaSi+5w_m0+Xl#V z*PUSH+7l>N&mp(>@wme(Ul=La)fKx|o5m}~d}0nh-Bg1?5dG_{#(O%2!xKZ29gm%d zCaixhLL1RGodGV}=VJ>OC&`1}eO5yr`-vZQY$at>4)%0FEf-ewE%{B(NEw$MtFtN> zaVy)X)--r2cHhK^+kIwQMed+;CS&9a&3aw#^}Hq8o*yY*PcMgh%zNwHX@MgfUt^blwLOqEyH3g^A0YCDMu z8}%xo;Wg=vgSTLB<+#dYv=qz|t;$?$ForNOZYj8(w3^2B63htJsKIX3MdOd4VQ=0Y zY@AfJ;B8Bjp;SUTq$G)^^a$qAk8(oZ;&R%g?I=5ioO{_6d@V1nI;sAGJb=2kI=L+= zl}enY3P~R9!w`1W)V5xyAGA@c;?W~X=RF=}>S!15bL=F_5_DF9y^FOnMkikE9!JbO zz^?=6FR_LWXR>N;ogDLM92COdf!RFW7<&N&xsQ;hpT>d)bfOYcic~dd5fx14-DHZSN~_8-CEyKXkm`@TOu4IBG-hvBe`HnKP-AiI9nX zDseLF04oE58`WagYI5X@t36|ddfMlyH|ro<)OAR=jjNkA`D;hqKIc#;pVc1}X-9k8 zd7dl1K24kHAYNx|7(8u1X=uR(t+IBCHARIVcB{KLBYkc8bpV zrs+<9Dv_7^QtT{`s&j=+(PEEN`Xoo3kR~9piCHHnq%19LZf~PV6{eyPjYn=!vrOs{ zz(VnM52WPDjKmq#YspwFQ)}3Tt6|%hK$Y~PZ#cYgl~7TQE5}Wk9+j#DPjBeZxX+AZ zU=`Lvqa(FNiD7#Rp?9$t+&=<3dpt_{_}Lk^D~uctvJeT=JQsvZ-euPV|H8;4Ru| zrH?_Idg+_=5LFK20g6QULa(?6{HS^%R87ptmrl?<4jV%>?|g{q5%_NC78`3b?NA`L z)D##FZ%K(36Hssz_tL8VI$m}%B=!CcI{jt7tY64WAUYq$yHnuL^0~#HA>;OV4&m1U zjfQb!4xtK;+Sz+oE9KltHD!b;K0VqKnTiu*HsGGzsXuFdjS1BYZcGSCQz|Dhekqqo zn((=kXb8g3Wu>K$c*^PYtvD~}lQbPbN{GJ~z6x*vubA=Q60dN)d}Jz}@fhzXft5H( zpGgr{HGV~8ki3aq-{JKS?mbrxoJe)soiye$^8XiZ$}+zSquCJSC7I~^K-h<0Ym3mU zI*i2$K|Ji#3An=OWGbw2<4UK25X5-}GWdXOtv|c9ksXR<}zUm&!2UjASJS8c^@&ASD0Is@OZ2jEzGt+1QRM9D>Sa4Mlab3jNo^fU%ZSo z*_~Z~QA8-Fi5|RZ2piRO{h(wW9x#Os)Y12KJVXos3C3&7W$f+Y7$54Q*J-! z{LL4wsJ6mt?L08cQ^O+{E%GEKn;w(=r=$c~IXUx_Mc>YkMI9JPtZrXbN$24a7ba7A zrb?w9V%p9~Dz`nEOLY`~?ZXoeK}iceNCl~UXaD-?Co&>Li;rVY+){_%bIva9wzUb? zjQCq65Ym-ZoZ;S*j$I1eB54LgcztP8#nSSk#6NA@aQKQ}Zk%ZHr`+$O8BO$3>k|;33klYIQt7j_HD0>u%34?YH1?r=0bqkl%<>R+mKULQ0ovlK z8CssC8c*;aMf=7ESuz)uiz*Uwd=<({IO5GuEHE+AuvygSkaTO#j>cPX?)V^ykWzJS(QKA5ODy2yRJ>uY9HM;|(o&faTsD^Ya1NY= zOqFD@ldXj!^MXfA<8w`>ZE;R0)VcHRsm|{<$xUL~%chjh7S{d`0E>8_V*TVd1y|0G z3wgg8PFteQ_&U+O)5q*|zVgFnW0MvC`!ZeD!COu?a}d>NEw3sLoO=P#T(_?9)rM!8 zooTdT4uMJzL54*tS0Wo{IHk{i+pjNsQuVoxEEnm53=UKBHN^*E~ZWKRF<&^6& z`{>{^1{nTe4wEJeFutavFJ#}3CD9F8OdKXZxh8M_a}n|e?uUKaz?!V+~Zm@wxFkqkHlFY z3xk0eDM>%M@scC?my7h{1!^?H1dK+98ncq@y?a0s?D2E-O^or7qBNh55`=NkQF?!EmOEKPM{N;5qeC6e{V$hm5iF2%y55D#WmFNt&R@{ zwP1pwL1udTEiwMP4q?Uiu@8SWwJ_M1ELAa-u2;hZWR$E2Ph!Q%WB3vakeeKFWS@VL zh}v|w2V=}t=;`iR%+=edr22TiM`m7(&?Z}rnKV+@yhyQ7CW??3qmH61*&uD>=_`lv znSK0Cu=3+@*vhJ|vW?#m=yxt$RxnMkq)<3&2vM^5GQ5u(i2SxxLrbgQkzO(b@Si$W z9c_O&Na2qs+SZn%#hata^S81fHmN+0Z!Kq(LxLYrakkxp`O96CpX6V+p^@{ncjX1j@%Z>iR^_u(f_e)zLSCJNa56A@AvD}vVg|~r@eKlB%XjyY)lB$^Fl8*2f z8uscw8p+escjYZEGFgyA&%$qS?iNCv$fG^|i=NwsFaU;zS4^gm#JCZ~Y}R?tEF-t2 zgXUhErFC7ntX18_wFvH-F-KW;+55ju^Ne8qrrJjgY1c7rqV-f`%Ya)woS&36oJL$k zG!uPPvI#4zU?ozHAUr0##n!n$;c{Y~zsDL*D}Imgv@@#5QXd9ZWJ!iTSC4s&^URV! zAe{RSZz!8iwB?i-U#FeUTtp40m5EnZU}!zmLgf_@ttjPp`a9;7mX>~5Ex&Y(S8zF0 zrEeU$`lOSEfoCTrQ1t=l>L$b>d1QE)+~M+0%Rd_1Z~@v@(AfA`6U#cE+;wMKx}=#= zVnt>7+^3tPQ6;W~56i#crGVJ{tAk3INgvBN5q7Ts(A6YYr4xJi32tRIYLX&*g@35~ zmSFWM>$SjKQMl!il6{YV6!EVG`hpSffjVa&J#R@CD~nM)KU---!xQ%oiejtVg+g8P z%1-sSiReV^-=1byPJuq?MKh08a_9iAJ<77-mCi}yo?nZY%Z@m|dXt+*)$6yNQ!@8^ z24FKU!FX`QnzwbFrqTOrzqbxy+=_&eT8KyAq{>L_P$#w_qq6C; z-oxRc#Pjo6Mc}V>8AFf5@%q%N&c+h%@Cs}+6rNZ^u2B@3kXGKmdTdq_KuVj$@9Eym z-oR6s&|9z-ai@TJ>XZ8oz7^IiiQ-5)jSsdZ3irAzOfpYq`~gy>Dio_`MTg*_b-*Bj~Un?xSs6GWbhN*x^-)7 zu1TjQvd35Z2=>qKu*yR!23J`5~?tD?94EbHZj z9gw0(Lqh}jG00>=o0&>erH6NWlU!d$c16%*e^NkCcU+)Nxw$NAozEEU7Q9X@=tDYU zthZ-s>>2KK+k?+=rGUK49&{+S-`R~eVGzj zl%m-~dC7g>z4}!9%~pgnxd*OvFH40JaBAFVO>99A>Wv{y+r>*CI{8SCmaY_F9#JQH z%X#nCV6wq09~6Ay_~^*L?X^Gjs03`}GUrt2Y9>c%ZQ09J!$(RXkn1R}P_znMnDf~S z0liBnAG#07HZ^#a=$~c!J31bt09&Yut-++MlGw8$=-B|+*2+qw#^*4L-pSGN zdB?>N79A1ut&K>k+2h2PP!8lUAV5{+T#vrAf}=?TviW+ur9R{1%Fa$Xe=rntyt89V zSh?T?Gok=_?t#4zsAVtEYf@13eqTCznN^I^6wxJhVW;n@ZKZntDYhQlU0N@-Sk?c& zn}WcJ1(yKo#7JD{>8I+iK5umxbB`7YAZvBU-d65vj>#WvzLrWl5orZ=+bDyKE zS$$@tC!WJt=2!}|p%$B4Riz=}Hsra=XN3D%vlRGvGN4<1V9IQG-FB@jsVN@c;d_+c z*TcjiPdV8l@X??cQXI8a1>KJ=>+XR;j%#=sYeA?P*!+H6-NT&9XN-}+EcJ1_^(blD zUZ^*xK@W4dwT3E$I!m(L+|&DOwDjYLiU$*A-dd9HT#bU& zq%eo{7rTM>xpj3X9o*h_HZ~>S6Q$Em+gU}OG`VVyfPY@6Rn&m&g@MOAq9-VsyQz@E ziF&0E%2;%sH;7*Scf8u&oSEa!V}M_|&A1!;tS26Fm}6DeqRso}&6}qf z|6bIf3q+$)#hlr2Pzvh_UdVhle~@+}4))}-x{bN0AVtYV=*H!KO_GFSzpI#^f2>#^ zE-P{Er>|39xNl`ST)g3!tcZ|Lji*|7F`4z%T+Nd_Vry_&O*B_bnR8tVBPmPTNZ^1# zp&(w25z;;WL44=V$<{QJsR%Fc&wHAtrYdi<7jM&wKEStKC^7gd#4zVGW0A*}ga0ld zC%f63?D<*2rk%UHe(`cGgV@1GA{yb0i$Q?&K<5ajDcKdusk>VC8ahSRbkTVz6U?LL zPYQ1&c{6OOcUr1AiDS3SrJBwWMX_>e!UykSb;DcMB#%x zrx*jpVvss=10LEF_9D?7^LD&dhIRP=Iwcxh2MN+Uepm3=Lwz44E_T!<3UlpG&e+}Up zolmqWIE>0h@M}>d9e()~?@mazD`}E#%menMv$}n-K&c|}D^ zmRh44jE{7h*_pA)$;m5K?)+Mxb!<4|Z>SGdJc}I;4se9RqWjBpmFwsHqAoTkOQP*q z6KNp3-)~N|A(V;ZOc0;78_tyM#C7EE$8u2|8#=vYvm7&*LQPxVp1{OtsJfkxrI(h1 zYEozVwB}2P6w%))ATP`&qtp=!2Rk+AKdXB$Mnsjqgh|+zXFRTxm2WzKoWB z+{s{#<-oxuQ<84fVC*rF2!0S|>T_I`?$xW2_H|z1B<94;l7NDFY&A_wI&f5!>Mg7u zdYc(GTUE;7V3Oi1BncJBp--Z!B9WV=;A5deMSxrOb`v&;0z>(%!j38u9x;D_v^zAe zDh^vKDZEepV%ozJY;l$Uo3#2U2T$x1qh$38x1U-}3S4aV!BR&8is5-~MIR)A{iEoa zymOI<>tICa7ejTTul!#Jg9<5%qqV~rZ|X}(Q|Vi(F>R@Orm2rwW*=Jc*wQ*FdN-Q4 zs4yt1KACSJQBoJ<;rfb}=2tE|TmTI5P;BvR$On>(Q{N%tY-n!Z!J#*4zp_0wm0W_T_LiWKw0&@k|n6_O^#@xEx7YTfD_CpXY0d5#K@)Vn0pr-m?nrGTHlt{7}NC zbY3L$ve$kA;w2#=(OWvGy3Nd(YTx28ls{n5)L>=s`AoOzd zi&v8UQSM$LkJHnl>wB`??vXJSqi>@$VOi&y^zQ5T-8lT$PE(+FQ;*2wDV;Z?fa&5n z^XtxVEEL>>joz@RcNDzzHbz7fa%G+?94(l=9kxq<<3#eR9x4h?)z`U-(}RCBWf3j; zf;AuE*+uJ;PpzglZ|F3kwQ$-gl%o2?$qIwefsWqQ+9;H#_c{cm$jJTZa*xsIv_lNi z2PEN1RSb*fM=*?U^%Va&9FBck8kLjkw6s>^d_J?2`zkE)9RbT^GS1lO2R&`^SDkI% zDB}I&#;FZzbz5!sThASg1;Q2q4Wfl68Zxe1%a>A8syG2$AwudnX}U#qu|rVScm+7_SV$HF!EA%A7~m-3cvuqY zWXcVJPiBTe<)qQjyB6;zo{xRV$)2D|ibyWvN;EYsT<+($07ff6sj(FANlV8$*#p0{ z%N1hL(GZxFP$a*nDJB#EERz>2c3XpHj7Qyn_c*| zi`I0Hzeic$*}d~#?n^4Z%Gh|jhJt7bEBEWnw8u`T7WXGOO6#8zWDD{;X>E{scW@Xl zI!0LhFeqG)PDf`m<}@0gG{Qu(rsi=>Q=>jbbz)Atq)J&mVq|#+4KV9Sv!bsE|@68L2!HhFg~^k_vpL_EHYw}V)V z)668ySBDRr%MisUFGxAZ!#HP>N)d1SL7!LeuitlfG7ufwD(V@(np_h;ul`m~AS%H5 z^RRJh{Y;a^tZ%e5ZK5j7Lz`icpD1UX8;8J-H6%$|YxwBPM51AwBBG)K!sK>DW4L(oT%LUQnK_ zpW1JhvsWpf>urSPS5ed%6;5czBUuwZzxb*=M3$aAn!@h7Gy!*SBNTe4SR{7vhGD)~blq$=a%(hdEYAKSl! zMcTFTnqBo1@N#{X?X*-Y;N)!(d>pZ}Zaco+!Jix0m6b}^^LFwucrn4W-wRAO$y}`U z4^Gc*Exw{&M+joo|BC=PcR+j+om)0w9N;tp#|?4bHp|sPW;9CW;0jC@2PRh6<|j`P zzFoCfBYXS>FqEMFszjcvb}Uj~48syGmrG*l*B5+=cmDCS1kMU_mP`@}IXSxsgwhHB zC^on0$YmL5EEP5IovbV23kZKk5{9t6@tbvW%&!uV6cMMiwB^lhQFQc>Fc z{*tb)zB8E1YtNjHrRinO!ErXbwaf6`LPK!orvuU#^6}?G`*{W9RaAs9#Z!H%$&!rQ zN3Rk+bZu~aHRVEB!P(9(1-7k?R}H9A%fU_OIVJ$dqcJ#N0tUD!=sphShW^=8whDeA zu2U*9vZOk42KUrZmXW+9oD4LREX&;xvYse#*&Q!4TH2K2r`vvai>ggterD3P_F9Ci z)lbiEf%2s=Lswm|8vn-sr@OZdi|UQuMr8zlgi1FG64K4kB}z9lbe9N7NO!29v~-7( zGjx}PN~d&}l(c|=^t)$N@Vfrz!#SVM`@UY6AK0_^e)?Yby4QN1t@yq1JL{N0#ZKH| zPW`t{o1sQiL5x}vcmKjCTG%HseMdubQ2xqLR^2MEAFn85)HHv7K0Q;jfezz}Gi3-w zH_RON-~^sBXMpo-G1vO3q1+*Ag`UA3jww7h!CR~=0}G5aobD_-Q)=WDlsP7^nxoM9 z=gj20bOaJ}z`ZF7chg&lO8HqawGgCir{bW`lDe2e!nCQFhj^Dv&j#g51s03z2CRl2$AtDL-*&RBatGD1yW=Y07RC~ zYmo(ba9JJ@5QuEz4}D-|KS=4XwOF)isBUyZ4)(zj_}DFX9&8T2EPs`Gxc+^~_7d+zHAN{t3Vl^-yB zNFDzw9#C396~Rq*K6F2$Ci1tudR8S8P$49rYc!-7jHXt9pf^;vYsznYyKGE$)ooBr zl$9)^e7c+d%|CxunCeGEz>?~mtxUJ;|Gr#2qYRxY8Q2a&Jy`gZGaO;l=$PKLaU##BFtqJy8@lo8h2%`s1Q@q%%H&6=fD~a6`i%cNV%6H8a_?3&i*sJ(XQ~6SLZbW$?m6~si?ahiF{Uc5mQr0s zRJPMM?QmF~qjST-O`)1MJquJorZbcWWmJ~cWZ#26S8yYXsFVXyEp>76;$^%dmX!J)2;3PU+FBr=lFWwN-aAc}XC^dG2<0R0$X=VK87 zWrP-ntyhLi91K$3zLIwK0NrTCzx*d;FtcE`$;oT!wYULjHi*X^Ut>j9J>BqQ>_o*d zCJ09c=nlo@(#=dahiHkBx4tWyj2l^OKjP}v#>VHUmZyWjH>k#uBBM$tTv=zk$U4@T;QJw98&87v?-!pt{;7} z>f@eTEoz*1uBzRY4rq%3c8`I65{6vA&K%iT`~Qcll9q_8m>Qw~6rB*QQ;@T=c3~3P z%7#iLH6J8WxoT55bSYx}_>*64i9(1{We(?$#HLLHr>f!G@##}%Cl*dwZ7&eX=oyn3 zKziGM6gNmTS+Ii_xnsEc*dtL_SI;yv)lalGa0O~mA43I(J#tvhgw;#5G|R4R$6qR!n5i}Z`| z9#xF z2^(-u#V>y?os9KKONqyu?}6GZI)j?H{+~+6r7z1bv3x5J+UC;u1<5w_i5m~g`tEGK z4}$&jodr7$d4E~QIiJ?`n7uqWr;qw@Sl2Y}HI_-=G8>()h5h8d7ISdbbsvJ zcD0jOZ=CE0Y116|BKGoririLwFV6;5|L5 z8_$cdgniuPE;Ut6Rgjt`7Jz~JB)N3i4jyWzr3u6EI@R3V+<2ph)58-pBOD&{enK*^ z(hGb2XJ+}Hce4{j0 zmK}tJVG%FWLZ|`6WtNG9(a_EC_=WL=gn1e&xrK3M&${z@eGiDG?L6In4j28XFWw{* zC2eqA{WY-gU0~**$;%9?Q_j2O**2jVF4OQMrtMM=K2C2}EXFH%K3lvM(OQ80@%fhk zAu`*`#ROfI$K&xM1$e?=`Fu`kGV!`J^~XI%Bnv5z2aF{fcUs9C9i~(XU0qzaP7Nv+ zirQBcYI!lljVuvSBF}=}!5KYI$fe~_eAJ&Pk7@QXU2=b)Nk!farY%ZSR_<1bg}y#pIf=_is}XdDY&AqgFdNKmUb-KB{o!_IM!TCV-QG86u;WYV%tLAYoghrO&piCg*pvU6P1OFA@U9 zgK)oF-8oE85cP&^nf^zwKX&2tY!9aVZ1{c5cPzG&k#)LUzKe5L>?%G)8;r-AhZ{2? zYT0+djk~axPxzhbfq|T)vcs>{d{ip=Zj~k7`LD;CUDwlA`TW!3P^6{E{4-aR)Cv9S z{jbwFm%9U678}zs_s95<<^!IHSmA}m4}5~42k!-`)xGoNee9WrB*P|$s|vyn?oo1m zyT}3iFO4fcR6a@`7Ws2SynV|RMu*Fy0|4}u0 z_aP8Fj~Dbai>Rg*tgo-jKrm>kmdLI0W#PwOcd|bF2oSIma}b91Q!VTzn!K05@LDL; ztt4ve404+r=$P}~@LLIlf1rte5isX$K4z%DZ4Jjh`{_z=>uuD6V!x9Xw3;&IFr$3S zDUV)hdqU(QW+>@`hl7tT9XMUKT&&(#OIh1{can8I=6taKKjn#MSP;fB_KVF9u?DN5 zj+&=vq}8)RS!k$xB&!4n0>DITGz*nlA{qIuV zOC_TyZ;CCq1w1S5MMBHK_49iTwS8<%qKYsfglDxgbj}@dB>&COXDuLv>1E4^lsIvJ z`uSqt@>redW^zi^T$t)OYreK*xU^cDE%bd-ZYCI|EoX3X|JVMPBim8C8BpK7E(lR> zS9~*T_1unrwm2n;>OrB#`di;pDih*A zY|h_`PF&flRL4L+cUz8g5Jt8g4`tQ3DgbC~tRz5R3J#%^@Ue=AS#r4^rs!8h5e0pT z8c1Ygat^YHe3$b19~QD!y=xl{xZE**CSYv~89Bjm|vHUs}a14!oMB zL#YY21e@|-e_hG05lLsKN$qU^yvxN=BU=ztT{`H=$A>D5*iiPAC_52~Kh-K=0BCQi z{YH?FCA)N#)j6ZZ1Gtq&UMnbUW}POZf1r?Z{CyD5B)ss@<3f!u+A1G>0CYDz8i8C} z+oChYe)~4-Z3OupQ572_%a}rM;*1l>ekfl!nkdk?v(++pddx#DalgiXz>X>ZQ6i+J zs>4RqPEKI;qDCW0ebom}Uf9q(tsgca&c)_lGzeGpW(o&h{aq1$`pCI!=tFe2ADrIE z_i|5P_aGkS2C%5)=$cDZv#VGR5FF;W$7QYnG`=nD&Bhfc&rm~z7N^US?(>O==&MIB zVJfKX=Zquo2jamsk!)C$iSn<3lA7-r_sj4pt_?GJZM$JG+|!fqkRd|OTP+6vr9zkY zL9+k(M)ZvCBbK?ln?IHST-wCu;K*BSI zDk}35-!KamX&b0^D&cBBYZM~;O1#!oR^g<3Z><02x?1T=$ZW?R zSiGHmSe3w%g z7z`veF-uV$ThBFC3W}Yo<}*vBy~ITLgj#8b_xyu$LyX|{dFGF!YtkDM2czrIeP|J7 zypwJA6iUS?uQPo3&_pf`C}b%)Pmp5RhR4alkeaKg6EAQ#Ydw#r61gdi092Q0C4ZQ? zSKh?%nzN1zVER@-#$VTMl+(twP;t7Q45jffXfwtaEaW)RrJ!r{p)1rCRo>N%+)0{Y|L3Pr#Z^>o| zBSv4uo&Z;8gSD z=BY6FGe(Vm*_SvBLU^40^8)Y0*X+18;}yS zMVdeJwY;h?=!HSM6|xZ)xW-9=fJ6omimqj!t*slc(d9@}qFCTCtY4u|Y9!r_dSOWR^umfg{oC`h ztmc9SwX<$ec=k9`{t`a00_H2DEG(DLc{O&1zh*+IAQ#s=?%=7zn;m~R{ zNo8e0`LVZ;FGF5Qk2R%2LZ{Em;m@0nE(#2JnuBaIS#6;;bClgBT=>T9F8M-U;k}fY z%lwad5O!PwuLI7Q+Oag-*v~w_C0sd2lgTjj4yt%7>c8^6VbM>w{2hRlB~}e)0ap~5 z(&=nTi;zUlp?m~q@7hJ<%z#_>;a0D}0kjle<5Ul#E?nExXO@*?gC|CZLlqD2{+dpM zq|fagmvw$M!<;n1Z?W+9)3q_$9%V*_z?!Dr-E^B<;D0J&Y+afe2yzrDescD z`1Yu%Jn=4LcA}?Raqy2-kqt6}lymyFnJ*RM(vN|}GJe)5q`!_uJO8%(XG^&^W#5E$ ztRTHIVOjZiCkOfdK2Fpwe?&D42|`+Vz7;3GI{g*%S?Op&BA5q}>@@JHw8}Z`Q*`@X zvITG@c#TsB)u`omp>ERy4j;Gv#`A?)*1obESfx#QJb18Iri{_n4HLQ&qjSfZ76x%KSxeiR! z9@1ggz8#^TAeML^?;hoxMD5;1U+tc4{DFb(+p0r6V+<_U9dIPnQ~jZdxib6Kac8zeAoRqPR5S$-^geY zR+owyMKe&)!r4wio_A~{>49?WpyJN0!7@j5|0slBrZMz=!u}{5Lbf|bpx(;T$Wf2Y z3D$h7uzp-7=n#{qry-t<|8RZL3h6Saq_govfq=p0f7iTjut# zT5NGS9QkAeE$>WNd;%b?FKf62@9Rs5S9nzfB!g^l_wswAW zd08bR689z4n76RoIoJ)cys6(gRCg-Ua%(?T*q%=D7iUCjgz8+xDT5hJQfIZ+OAof2 zUw9~|nkj_>Ll^e*e%-AtpJCE4!Q5vv<%uX$GQ6c5Srs8Yo}=Jr^xer0{w{j2kjA72 zb#GdHn#aD~AWEcluk7))S!~~EMNR9iKAU`RJtVtXozwe0 zi#(C&hY~lS&?O{tU25}r4=VH>pst8)OsdX*f2QQFPkA`@=D69z5*HEs1DM>yW>>GFB<9PJ%SY_-`>J-B zI2ohv{p<(?J(W*APcz^}FJMEl_LvS%=~=#sWw=EB7&zkhH=|-rh4W?RD8hzA)I!wn zyF8eG@Ge)nij6=#%R>cM4-8Vv3o89m8!Vl*^3OwC3Nq#xaFbm?4*Wwh36bNyqL>`5 z(-Osj&>xLNK^jh7CEq3>i9Xy~(dPuE2>z*o$eh-iAG&oCqJG;2!QEIw#Z8tna{Qkv zS|j~CZDm}9sBTn=zNE)zQAq($a5xC{6;8_>`e4E&EBU89fV#Xu?E9xE3Vfdi72(hB z)fMNbIJ}RC>^$Ikz{YmS0mn)Z%A-)bziYaI!-)dq+j0B5eNGBqp-{o3E2!0Uig5(* z-UEy=9>DS=o7eTX54SY!($$(Vi1TSTC5$*xKaV~s@O3SsNJ_|C3)-I8mFZIPBQN&r zw-~*3KARxC;J?rbdq!>jGAW}tKbv=hk-9t8kHBiKbhF$@y>i<=#iFvSA!wHpB#Bt` zL>Q-qI>l~Z=uAJ3pYKQ z(*yD_BM3u~od2Di5f_;x>RM#S($&+jeLq-)w zE7>l{(&xHucn7opWJvqnH z&&+-6V|49~#*m{Jgy`6^1~y$gESQL~MhjCQL`GmTXfZgdD`}I_a^(<-nou2(7}dLU zKX%;89LGlELGi~pAA!&6@iApr31f8O>3FpV~J#GV~HzrQeMUwwI;Ss8J)m+-D33@t4ROp!E$mB>8&rhP-)P*fT^pe4)kQZ0-L+)qN*k()^*noEk+v=p z36%ZF{d3?7+J^}t{xs{EQOOByqZhRKP=td}SpbFAZ^oRcR7z3{c}W%F6cuV@Pz%0ifm3w}h+xnjz+E5t?aGgxKqfx|QK_sPNe}$20O`A1f?T#*ZO>Qp zuj9rSyPq1~oJhMm@ts87gIkgcycW;KdneI5BvSrECtioIe_#M6JantdX_&jG?nfIP z@TnvfPNWVX7q%mxAc*!%*7qKp-g_p^8d!OKzVXjylvVGZ-&+sh<&@ztJ6((0_kw7r zm2z52y*=Bk_@lT3J^ip%AX%2_3SE6+ki9bT z@u17D-5u*O8>F=)I-iB!$H2G8EOV95BwevlpIVb^#M<9wDS}vn?Uj<3=<5DSrgB*D zi?G#lQ<8vP3so15C7K*8=LK~~ZSz|{-FrfvOa?{awNbS}`?Npmbn+s!(!M##9gPZO zEcHvUTb}A9*N^Xw_xM_=QiciV5Si2WOJ}OMEUkY&UfQ)V5F&Hyc@+RrM=C5UqtBrY zchsrXKSL=sy~o%NEAzl%ih=LFxbHvwki?3UbiBC^Mj@lE?9Z#_ePJ?}_TX~TrW{kf zwC~OI&upjVJ`$Z~${`u|JD-GI9EjCug?tSAc690;YR?B`cedD@QqP(gf{p2YyL&bw zCRv&S63b!t&MdW|#b}d}Vg~4zE`xXX1=7bTyw1jP1ac6&ALa_(--X3a>n~A z0Boxx0>NGkOx%c$K2%lgjrWOZ50CQDXC0PinRzvA>U^tb_8~->HiGDd>?!cyg3*!} z(d-EY?F+Upr8N0Epy3~?UzEFT26Zj=f7oK~@eC{?Ur5Z^eL35= zHDSfccW(RHNAuIemD=3=IL%wN4@z)A#@5uMO+uP-g}g>(lj3ZGEl4Tq&-p}_Fxf0c z;wjIhTn0lbGZILVTqEai)g;S4-j@}a1p#M6r z0=;AWAct<>&7|?zLbSVh;PPz9X|LWSaGfj^;OKc#slqN_(W^HieY+9t+<4<8=gaA# z@-pdemt9i%HK4U10IlU#B(3x6GDCrldjMK}-PqRFRK274WJRNA@@Rg!IjrCo*{IF4 ziTcatpxJF+9~TyEuG;Pdag$9Mww+%4n?u+RpB~IUP~r0y9!=lzCe@SBW5Urg2D<6< z&9QQ&b)MLnwKdCPXABL^a*xIRK<`wM8C%fr{RJZ11sKJh9ku01>bnL=+DsUX81o+Lwegomv%6$nw}cRClPEWXm9^(he3yyF$N(bLwaXVI{G9N!Xk zZ|?J^n+;xIa~BYzExK({Para*e6-%RkVA{k5-VPC>941KEY&X=h-?xXee+96G-*Lo zj;#S7k-c;xNWsfetlxwIFrYxZR0Ih7Jr-FkJ~;cbP=fik)x<;03S~}Ioh27}Uo*!Z zcJclSQ&FTjUPpOW=>qogx=y@h`X=FHL_2e0Xh-H7o#2OL-&c(hLe_?sD zsSQ#ZwQe{#WSs>tIBw@YO$GVngaJBFx)OeqKEemhPFsYZ6dpJN5a-B(i8t6X)H9Y| zSFV~maQTwpH7=6aASk!WC*Te=+i4>XEu)Zx>r@9M^v?6T5+@EWo_V-*S?hCdYugDM zUp;ukp9jRq#I!~6ruzX-nAA|)Ibk`)tEKDl8hH$ah)gOg1r>)*6h}(CJT6*40~Q?0 zhQiI8P3&)0oW92QitxBDdvk=22#7c^0V7Y%TkYCnxEHfyZe&7rKea2I3hnfsGv@BMDJiQMn!i zG2AW1xfjk_1)oc<$A~EeVXn7e0{PNXjFF9Z9pafg2PYtbwMmQlnEP2t|H|({JW6(4O36=ExUFb z)yzpEXD5Q81A;aneD>b7V9X_1HpB$)Avh;uXm0o;Y%TPDx9A{4)BTjLI$EnqUA1_9 zf~y<=L;|Orb|DRlvcTxa#y=7MW1`k$Cw53VUoC@n+miPHP zh;ZQavdSM@J&xxA7Qx6o2SmYeL`b~(&UTM%FArQ4YO}wt$sGA(MX@C_QigUrNLMCw z40JsYRKii+?BUIY4@u#yWMS(7UF097QzneICiC0)^iL+-h0FigmZ&EaY902w3lME) zFhmG@jawC%u~69k=)s&fc`1IuolSxxK(JgbFAg{5MMsjTFvnosi>c8OK_^YhF$ z2@_01@_+hSoeBspEWFRZ2`0d#!^80On=4Bp&aP{K*LGq3&FnIwgJ_k)WXp^4`-(G9 zs+`-tM#3x|XA|CzP$(VFT9LAtSKx)0>Y1;ER^RR}ozF^WSK5{cHlt4yWTb8&t36kh zvuoI!Qk}}yJ)|K165j3=H~;bC*={+@1Xt!tz9#49lA~y`*x_miq}a=a%X&SCG47tI z$^8zc5)#TVa~~+No9t>+9l{K9?imaQl$F1g7c3SFDTy8!oqa1YF;E>i#TKM6EzuU=sQ-`%EX+x68g+Oa?`nxC}59E-pJ419zOdX7B4%p99P(w z`{oi`mW<0;<44!h>5I31)dt5~OPBhpw}p<$pBeZLKRsscNl8r&hys_cs{B5 z-*aZRu|ep++ua2_v!ewSSV5f@QCGQ6;u#9Si{;_(y#R|<^te%FvFhF(j~Z?K!PJg` zmYNCVp%lMY+8$zc?pASouSH<9)8@1=2YCK%fVk0pAo7;_A5QL7g#rH)P~)AK6Cu=p z9alg<5(bcT|He0jnEA&JGmCl zeZUCy-F!Rr&n0GMU`O*_596P$h=@Xfs=Xa{zwzSQ>k&6v26P0?Gy%H5;V$659>Ams zVpA#o6GSTz1~#j9apykyiv zaHM~dn8Z6|LapIAUIA%ee6dydI(j5rd-y47oav`da75~K070jcuruZpj}eE{%$Qk^ z*U-;Vkll%W<_hbk4K^X zWwiBup;|1)sC!N9JNhiuV(@STd?h>;eGK?dO<^ks(l&8(pL-^bub@jgIoIHLbE(j) zbn^#pceBC2s0AMbZGFE;d1TJ^LB$1d5>^i^a9viIBI%$ELMNjgCaHN=bU;Aaz0xa( zzdMw%m~4Ud?>OOf02@Y=(Bv$ojzJIZ%-1JDX)+Qyv)2R+uE(VnAPa19yRW<_` zLQO(pANzIr>;kB>wyhhC1iYEC0wns+wJZQ{a^~m%QV-y@83YLMd{6iTjP~Du z|DaMfA|{Sm=!gB!HAVmq82S0HD~Q8@1^|`XGc>P%uE_uhq4?<&%2ieU#2JBF#7QvE z-~8tqCQw<-yLYcZ^~P^`l|ToD@}FyJKxHBJ_J5HVU==EuKrOPrV*dK)+B?K}zI=sL zUVqouUkwpd3eaf&?+V~<_!9t?{Xf3T!prze@Gy$ggWP!Vf?6QoKCb?QTYEG(3}W&5 zQ;YxNmiPa_E$tb%>*HkzB>>cNuE4P^ z^Vo=;3pZcphTaxhBa{_M8>8f&_zp`fyVt8(Y%<=t>Sf@I7xcPFvYPC8vnHqvE!g}` zgx0Ms6EB{)V^#fmy41^cwFaVR?H!)7#9e*VY-=AcSUxLB>3Y&&noG}-8I-@yPXTyu z3Y#Br6z!LmEZLEija)yP8pyE=%Dl`m79@(wSuKyQe@8vB zd%8E<3gGFw8={JqD~KxI-O@XCKUYm&?n=fJGi(4vko0}`^IgmRVdnJI7`Yrug6_MN zrA~v{zi@StbsLoS@pp0J>&xIGR%H+hsma_Puxh<`Ax_>rz8FLUg5 zV#zW>^Pk;%b999u8PouWVJ_2#AricPGY&Cv z?ude2PZzF^M8e6F0iFwfuEF&C00~49U5Fm}IEB4)#plE&0T9PeX8=kg_9Xvf6BrQrCsEdT6xY)O zFbNKK#DO!6V-u#h`tcw*Ac@UNQ$=a&$Y;~!k~LJQPT>BDg~2pa)vxbj6Gn*+GI(pU zu;fTg)n%zvVk>h7aXO@_TpWJvUKrC$mN-NDlP0}j0@ZFH4X^d)w3|b$1*gz&TP2O31gXwuHMqm@qtEv z<1ajSx`6{vY-hf1a@S-Lx4#?y6E(t$R9B?p;#{|$;K@&ilSy(i*-5s$Y~ABHmom}_ zR*ImwSD943qqQNgur<-(ThZ`dfXB0l=6Yw+DNg3m z#R&+kKhqFqoF17lS$ir@JFrQ)7{!LJ6ABeV@sZLzB@{m|$3^GmdtKg&uXzKMBQ`xz zX})pdV(RkD$>jNm((;i;(qpSp@M)kF4I0BO{6Jg;I?s#}@fK>6J*66^Vr|t>0r^ip z)O~NYe{6lQ-^~H^CnkyMh&+J*>o%TNY02VF-{;eI--#IyyAs?QCFHZ@H#n8b*uc!t`u=GcEV>>0=hhssaW3K0 zDs{DRSw)B6z5Pb8ZdJupyo=X!d&4==xx+MGwk?TBLzErEEZGe#Nc9HMP(pCgIi~x;2(>L}m*zA=a8@*tr0u~tF zz$1Ys=;TZNAK9o2?XawbN_SFH_wNP8~%u$fNZtl8Yu$He4A zP9VyM>|CmBTwj`o(tw=H5n(>0jnG3KdZa7;pAtnv-l zAWn(^@fV8=f>+?5hY-T#Y_!+^0r3QcStG|Dy9V)W1c+O8tFd2$cpET_%%|OI{(OZ1 z0ph@!R+VbHaURzo&V>N+#kMcb*Uur&Sc{!38~&Xthp1W%CjjE4eE0t`m~wz-P&gcy zZEy|Zp$HJK*|i6P!GAyv$^<<3|0LD|s*DPB ztvJGn_RIl5W`v0MS&E5>6pB+vs+eiG&hTjW$2~XGafUw1?UJ|W$4=23buedyB-FxX zg#i}63v?ynTniKjl&>saChGz9Oz*cy%Hc`j$p=mD3Gvw_@dzZ$O`7zxP1IPe_A*n1;0@O?Gq21SnGGNf`^tZKfAG zhdmeaeEv!TIRu%#s?lZhZ`aP+8r);mYANW}M^!NhG_np2(i=twv{ThWtrbU9J*4~A zV?L^7N6k*yL*I4qx7Hr0A1Y|3vcP2?QjVcyzu>RWuFplzJO*4~$nh-Er;+D!+>bKq zG8D;H1xde=O_Y7jD0R{~U?#XMQ)kb=IeC0JRp~mzYeI#Yf&Nb7$K@sDq~aL+lesNd zv)_DI+4$GNlRO-f?c0>?y{$~{NnJgwLW`!J)H){5MBqg_O%J0%`BV{HN|-(0)ZY~{ zqunPKJIs05IwYmdty#o+;^rK9(f0|?%uLIk!(!1v6%Fe&yTiqn(qq=^<MF-G&?#6cB3KqxopV$h3vGed2!2`BII6y0^(YT2L=%eHTL$S3BLv@5A~Cr|9CU< zyGu_>w!vq7=Q7<+9S#}rgy1GUOtNZ3<5FNBnEpxZ68fR-YG~4tiHX_hEtsuc$ zTU-f5%FC}BFhV-py+0K|;>n63+=R;9MGT2k<{^_O<7&87N(s5H;gb6;niGS^G9HpPvi*|LsFF#7m46#bxyO)f9jKibGZMNL*&-|FR1Fs@3qRTi-bF zs1vHi`P1(CWwb_TnFc*J_RIgAu6mag?QGh&tqCp!ECOVY80gKjM^N2ASneEgz5)D` Nl~j6CBw_UOe*s<5Ct&~p literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image12.png b/_published/static/image/collaborate_image12.png new file mode 100644 index 0000000000000000000000000000000000000000..7a0b26a878c345d4e449885ccd47843961a95ac8 GIT binary patch literal 143173 zcmZ_01xy`n)GZ8cky50%LveR^C=_>h_k+7r+@ZL;ySp6h;O_43c5u0TfAS|c_r5nP zlSw9%jAYNV*WP=r36qxM1w*W=?{KK_qsRh z(al0{pL`biV@2tYfK~ttEB-^Lj1}^@lf1xT^@E3J*wl78J$>)X_c5<6QwR49KK$sS+b*)Vf)79Wi~~ zqL!OhHim8F^nS^jpn1`-b`>9^de)?#r-QwEaJR|B+NONavT;S5Jz~5!e%<zwi)6{`?^$C0)tu#?=3jK4{qJ9<&)$+kcAu^Xt;iwZHBfK`{t}44ziE z8gx**(n%0IXSmJKB9en0v53HJf4x_WYD+?~1rnw%UqqI*R>lEA{uhQJL;8Ax>B?8f z5$P+a2-ogSpB*|Bn-*ltN=Z>_tRQ2` z=+d~La+EIrBzN&L2<;(2-LK7ro}qN1L8SZ-xOHxXq5Aqf?W+w$KH)UP!U%U`u!k^a zs#_CO5D}CI^ilGzbmSoX{a*6*7S1lnkyh0;VbxtzU6;10!2L(I+w*Y&dPEO}AeMgg z_|BF91`cBN65ZL$4JW>Ad&IiI2-SaF6HN=zj%z{B_pQ z0de4V@xX)yQ}A1al*hqwki-u;Jb_yCp1dj@&!tYhu7@@*Yg;h)dT-koWrKhe5RQp` z%Nax0W1a>AEyiNF9x&x@@iK6@?c6+ZMb2hx#qiWYiw^R#9Dy~fpS(HubXfu5CxQ=%Gr7*FZ z?)!R>PF0Uly`H4q?%wHEJF3V9^80Pq?d-G=SPEm62v7~B`IcB8%eK~Y4!^js-4#GI zc)qtgC}(0U0vcEeu?ZNP<;V{U-?{fnJ+4RL5aBuNa616V46O5&+0Oh$a-6z;=}; ze%;xuGm-M}@QA`;yKyG=-XBR+7jJXD%t}jZay*2Ay!S%dn;``4Wd;TkPkscA{Qw@R@m2P*P4k zl5bQ!N29>bF<8B=DG`S&*zs>nQuR!(db4n3=zT%_ZWRC)a zS4)plmuK~}C&z{CAn{2xHCk8XKeP@DVAsP?TSc-I5t>!MdK*NO0` zbPn5<%qj3YvT)k73Gde!WYg-}V4ee?_XRm$UGSCG8%_dquof?jfY;G}T{FI`0oIhfTxkd8KBfy*iR?!%2Vecty_`0Qh+edqulY*}a<-dMBcY(* z#0;#{`e$2%QO;WGEn5Mv#M%Uyn`Hw(tzxZCR^ zuzh=PMr^%LqR47*cZt;7%t%%AF4dF@9c8&Wu3H$x6L=mpDZWiTKcg7bz906?t`f*_ zzmMQoBYPh5?GGs$LV@RQ$wpr!s{q{Y=D4InFKySSm zM|GPNpy$q3skB_|F zi_Wj5dj}8AR(IVPPd;D2Bz^Gu^i=VdnAmt;o?jwr;qu*#;36T|I68qR311t8Os|X1 zpS*f28gX6C-07GMDi}3sg9r?W$8|f;v-+e2Qm!asWRvB?A}{VXz_>bD(DPnNXi?u2 z^z3ug?f!P^q7>d;ZUVhu?hB=o5BRJ4`}>=$R}rxoAtHs&y1WgJ1~dV3S-h>jA6)}c zxVOrsilCMjPKX$6LI`RvLMU-VSC6H6GWv_UmJAGge_eP#cBDg@{&SuFHf!tECRAvY z>W9x@!Sc%aUblk@6rp-tZL%baxl`5Ss9RyGMEfAi?N0`f8gzCY5oo<7xQ*%v|ZwIs~h;EWSI~B zv~g`wQ4VCq*}b{b+Iz|y^69oGtr2={71AvG14$$!$BhY z-MWHl5B-!BDxPU_IP>&fS80Fg-vPRj7i{o{{8U~a1Cg?1_Kde17IiWKrj&*AaBF_`Ap=IM&at6q{D#ODz+HyK94=FZ`C-_@-j|Lz~(jew!r-+=eUuQVRsI> z3Z5!pShTw9*=4!qD+z%&hg1owJ5M|^`DNrX74i6nRow>a?)w9s-4DzbCAY)2`K%II z1nNg~p=IoOLXh81ALK-#yoME(N}2L?Ih&rO)p{G-ONF>nWg5_i7IiX($#K2SIYs8% z+>~~{Xw+!(Bs+`C=>m9BulO^uWn%q=a)iVke!u*%iS-<2jetw9x1ukPK+0p()c;|x zo|mCZQ35qY)O7@_Qoagkc0HZ8?(P4skMdnDN4{3EP#6a3i;gjDkc;`I22Yy5%0RCf zF(_H>(X9ZK&b8h8k^a+hy>r}EkNL{JZ002^2Kcc?}GQk>pxc{A0}(%knl9@!TJ~A zqF#IR$06a`f+G2PyHDcabe%(tnm?-J zW7HVnI57E=Zk!2?1OzMAl8rfA^&Q3TE)b&87~GH05qfP!Lz|RpEu2l;(m6Mr>)cMI zgpE==p_*Ptegz1;$wM4yY--?Ln$bDbW-#N1@e~Ff9 znMJ1gMmF;u2NlPi&3k?vZssxbV1C@aH#=_EH%gC&WOwBI7)D!(IpfWdTHh_Qgq1CT zqs@Zno{z^D56>lwd7uTZmQ13Msn5|vPuxs0NwVL5%@x*x89a}AgwP9#e=4K&#xqTi zUQPyXjUi=c>$Ob;O!DeK-KKwxkGSo%wgX^y6DeK03U?h{!Su*yY-8C!)1+`{@m*YF zp7f%$y{C-A%6Y6F`OX0eXs>rgw6E7cxFppL%aL$g%xqgV6rzbbVbs=mPKyh4NIRZ; z7Crl`ea~fTOUaug54U616j58*s1)QEG8JBb4s`oPC!~7%KD~}=;P$s0g#ljo%8>%= z&al6actGQx-raoVBZ6+$CngQ{FU|Jmwr<=Ku5UV*wc6AK&+ym)8*F~S$7gnrx)PAtNdx{aYh;X88GUH480YtqhdSt~H2+ho;2)+bYVyX2HRjlkV|ro(qW zJ6SyJZ8FY4$Ze$$!=#kb&eF3Hr6i!`HMah6fV=4R@Kp`*iPLtatgwC5rInb;xYDbx z1P0_sJPb)oJy&iZ%(V55+r=MJnbV9A>(9`1{@^F`x;d-==z&FLg(SzxU^)R|>g_am zXL38&eVtz5jOjg8s@S0P`U`)N^eWuXzX@b0^{U_CtEnaEf_dO}E-Q&LB;$LrA)x zMLprGONw96t=u{w-A= zB5-W1Hpy}sc}BkDAONh@pO%w>mGORJs?y$uJ0nF=b?C|s|C}S52Xxn}XkS)-bK9OI zHS0b*NvZY`xgws*_ua1^sU_jLXyS!MX~F$9rqLSZTf8P1o~S&Fov^ts#-H zA_%SYS54$~T)8AO6yCMC9DzHvF4b8t@-0^Xu(65KJ%Lv> zcxYUY9VGg0n0jz+YVp+H!R?z2PAZmC_L#})EF>1E*I$RzGE(F*<^s4m*dPlVj=cM7 zw4U)bt5t-hj>gx3SCf7C&zp8HQ-02ro{`G^lAKmHk*~!@h4W~1;Mt_nOapU zAML^SG|3$onQA_gg-?o2$se!VDXCx{y@ev(RPPA>j|cC`aUR9OLz8nu+F{heanvCi z3T(LYTn%TfOXNHTFDv6H1ID0R-f#I(fiUG4L zK2EN6M^qXxy8u|H@6;PYTwfrSBv5I+KfoWAe!t3d2#LC?gT4?=m#&+NA0 zdMGn)c>nRa3IZzxsD=QQ=^uS&0`&F|Cp5un!ylf{v5SLRIL;^2O{N2WAOX5(u>xkQ z>0*EAYZlZLpfBN9$z#^7B!g!7v$cvg!9}7BKYbUzfGFppZ=dvTi`aPh`P^IgT*vOX zD)(zlrDp48|M1tr-?n?Gk#7eNz_s~RMC@nZHwFtm{spJX5rw+&O`f9!}ul;eJH~Tvi;9 zQ)`74T~b2QsmBBPk}_i6or8)1x!*9xsl&WMNm5e=DlFepW4 z63L2OGx@x(>BHr%y`5Wt=k%7s19i^e#-GHQo9}sIFWtArdy3Chhhrxmg#*6*WkQu} zIN+6T_GF~kGSPE4ewbl%r7n*QFjBHe*QkfLq+5Zs-BHS;MsVkZozni##qN!87UM&w zO1GUrM=RNY5nNQE+19EV;X)Nb&I0#wn)T37t%Tyk^vji|JB-1`_Tf#q{ zCuh&g4lewzDNLe(*NL%lnu7z^5;4(e=`eYgdK;x{M+H#0(O_$xi8iw*?S%%L^Y#8# z0gD}IwRNAEbvJBj8&9u3;riq%*>kmIj2=k9a?@m|6OX8`P^IBiaPioOGZc9>^5mv& zkL9_W{Y#o2-}|}Cm>0(3J6R7^`qB7AA5D>s6O->6k2u!sN@K2c8PfhV4|2P;eVS$*{R_?719 z;>l8%cLkek&|f9xB-(6*O%E!c3=16wgZ;RuN)H`x6>ln$9?Mgi^p{gOQsW_|NtbG( zvh_bC&GRBQ;JR1dq8$p$)4p(SzDu{AXLg_EsF=iby@mP_TNYUkT+SoQ+(k>ayQH)C zt4y`JDZP2`BT(%RcKp^V9VnvJwEex(QJiG{H@UOyk4zM`)0x9;yfIwm>#Y+)L}MlN zVXOH|kNfF}@_zM>x6zKLxjUKLcZtpdm+&ysKq?~>T!f27m+b+nWNns~Y`1jUmA2nD zMvYk`K6jo7nJG7Yf-pvkqcQpV9*=k>EWC&;LK`e2{Z2wTscq-av}je-;0 zn9i4%f+z2^umxRA>H;BQF{l^?AD0pHK5H@BlHY>>Y! zmsvQ!&9l?&+!6Gs1D0hO_}+XC6U&6n>JtLR60M!U|FCv>Qi$OA^UZwECK<&6^gGP_ z*>t0%-pTfA%b#h%ZUOKUAk`@Uwr*t8i3HM^&THSS)^=`CgE>m(`&{6BJUf}IIY#gs zG4mOi0RQFU;c9!Dh>otxx?ybONjre2&0D6Z(PNZ*xzjXMK^Np_IN-Omq;4mULntRL z-tw^F`DV!wg;j9ge7CUSii`{Hut)Kv;rsJ#vKAAUh zK`3#1it8AKl&^Ki^JA%-37)M%kR|cdpbTjZ#wCa@}6gST{;!Upy+Gmt>E>PTUOd3^Mj|=^5;l1rIl8S9hYR)pRUoLU@ zS`4G#_VxtIqt&S!sM(9*1_cI^=re0g$H&5$)~h?~r4sS8y;;Bu$(j^!N9IpE z%f7y`I_OdjE#49t8U{JeJZ!$Q%KO|oNZ0x@C9`c6);>urM|rYQRcb>{WKt0U#9ZZ) z7dof$7__>r)`ziu6zfgY&^k?4$rIo@18va}D$~+7E<0jwT_Yn|sK?XAhK!U7sLd|0 z&Wumdl33L=dw~VAa~qO-Tl*Ehw!nFmT#?V)_*zmh&(s$Q_xk86%?7*aI_J+8{zw$+ zp7la!vh#FIgzANjxBHVj(01#jMio7enVkZ)(R*d}K^FDSej~1xMG4%bQ?C#n`hCXE zcEt~Yf|u-ML3-@Cj=2!Eb4Afn)WL2v`%Vw=BvoC~XtOec&STrzarWHWt^=+<3#&3x zwHZ#~=F=ST1$qpSd}O&^n*>zjPPIC1HJN0(MGuCsXlNW&&{Gs;p1JaiTeCd$Qc5k; zpO={h$Vm)iE8BEhpz66h-1`ugR`gUc6QKxs5EU!7`c7-WAPl+Fur%>LEWtQb2W9W!%FphsmW-cRMC__6UHDNn4xdA4T)~3*d$wm>BoK%DTe7CM zwiL$ctz|l_8AtPwgF-Pqf0I*u|IVCPH;=g&6x^mvQO4W>GRF5WgVw&I%^VT=dJFw6 z@oKwxn0i#*+r*MqrNu@vE~8SB*_3B(zlGBJp#9AnE(46Pbr!aai}XD=diEYkC`vt6-p z&6@@S-NiLbMwd2+sYG9{_PSKmigu@$p8xd7-hEdp36Ir$Yo>7Yi8O-LZEtA0&+{SC zGDV)4d}P=8oTni>Jt1r-g`)|l3g>jK6)?P{NN>Z@w1i&_28eeQV_O#@t6Ns{Kl87M z%L88D;q|n0IH+5SH8wv0iaX`kN(Xw%;FlPXSy4=G06#XYrb7 zhYMh>v=b=v=yLL{_QJT@*&-fJ;iZ8$6M9XaW1>uD23@bQO?GfHeqRr$J-?QsC}(Q! zyzn|b=>z0$v@9Qe-kft@e$e|UET0+3;PSDRm4(SJzIOJJnI&GA(CfTezsXNV@MOO_ z0*>jlYBXcm&nBO*yHL)STTfy3_!KPR-5e+pp52JJp7FGpfl&2)_{Q__U8oc~RSq3c zF&VV&Yc$AQj$E)8kSnE{I=ssHz0;Eys4)cD~sKi5jmSmCTo}t)%}DRb@BzlEa7{91|6MyS_Sm#)_n}?>Wr*j zg=QSo`X$Kf_A`=p`>1N%xrM4+WXib;=#!xVsbx3O(SM#Q(ISPd$`1NS!l*_GSzIZk zL(t(e&j~-HoRR|L5${`#|{1^DMJ2BQi-Dk!l&P`Km0-}!=4hXHL!jCYHKoB z9>ElrGLKKm0vz-NT!z;&a=_J2(~8!yQ|poYBk&k@E!Nt2AR|u%z5er-DfMr$KS`8t z+!*K9BR=S3fsV~XJH9aa8iuj#p|gM#fHzCQh#E)Gp7E7^yL79A>SWt`2+QgGoFG8; zrVHLS=pOu=aCnN^{E#~0h#FkgZnjjkeQBfd@Ng^zNE|BXfv3B@&RXKcPEhOugD2N4 zS`L;H;*VvU0LFy?ajmaQ?(}SmX$LZ$qT@RK(Y9lwCcO5;x7^-HTYG%X%#JA}0AAZYB=Gq8Ob2T+(>ncNji}7s&AwfZpj5FJiD?#>Y7} zwHrmFI(b~9a0O(ucFm-gfP@`Dqx2?r`)wvOE!ruURV$&ZL4i|KEj*o9_7>4F9n7Ss z^82-AQJ$b3zFHHD;6iu0g@Vt-WiR1PY6xbEuSASa!SdZ{g2N}kR|MHHi7z zC@mzdD^K?9m(QfbTa^J^zav2VJ`2z>=XwBFvrilyN3PM-mf=jWRqrj7%h^t53S}pj zipdfJ@;?HLNou7He%j5^RF@wt|4DznF0x7QB9A(km|P!gIoM!(N(a8mitibV%+`A- z$rhQVKRujpq@w1(A(-Rje)bSv&TsN%p!rRM6&o_{DfP8fzw2Zl*0c~N%bx23N6*il zH$zX;lIz@>5}!>y($vH0K~G0jeCf1VjE9A4{e|zz4OOr`l;d+obQf?;!r1+OmseP-50@|nJ4GdUuU&-82@28a-|nvs{FtV8m)$)x{*2nAN#C|b zD;&jx@v?%D)c`o6Y14r8RM^67wEI0!#QVu+0gVy(0P5CZlN@z>Y-*rzd{os~TbD+y zoMZPNl&Zk{WvYHm3SeCqW~8s&4ulI4PrZ#)2iDaqRXU)`;D7K z+lR8$V0vE!t&r3=fp&VUA;Dt#P7;|yi*YG1(oIjXHcq4JA5xykU}4YcAER(EYbdk? zhyq@;a=e%s*@tjg&yF%g+wk8Ba5R?Eu7F0yFPv$wbf)FUB0tqJXs(F*3KnxE$UH?$ zJs^C&jI2ZLky54N&nf8rVYaV7T#KF*aGFNMXnBf^Ve3XpShwqSC)HI;E{Wh&G6Bldf05<_br((YbOAFUbgxqHbLQ!LT!`FVW;7U$`~xcd zz;K_PPK!m;)V;IUj#&IVKn79y@w_W{(x=^I@g0P!yGtwCyzR;!i5h@eY7(`Js{_`} z9@)JBI?qKWw!7H8e^SVeP0yWF&#EmKWPtSV%9fO20Uw~->_j{smAD>DiNkT+Vx;u& zgrzxiveWu|jhBy)ID;wkaRv;BW2Srhfr{go*N>HaRBCg|pwI!nm&9fb-{(um+2jxJ zt?sPG2s2qd`UTkvrfZXmg-)7x^>(9=QrcSfv0t8U8zq;A)jSSvgA971F$Un{MTNoN z?W+z68od7xEIO!aqYQ<$oOSeDt+4I+j53}BoRwE1eH*;g9 z(dsliu%EBz69Zi(p;@WJYEru1B<0^ER&H3lG4oEKRsZrAI+`Rx)cdNhqZ0=4wcY|$ zJ)1P#kCS>vI2)`rde>1_I^K9cFP7zVc#cWvehy%-mTDJDNdPONoHSIJG{4`zlw6uI zXmJ~@1u(=MPT-9z?^0^94;*YToAo>+L{NC&yzu|r8jyJbNA~beXI2fVjxzuoD(Mw^ z6u;y&Uq?m%Ieq7^@jcB|`l1_grz)oXz5L;^jB8YN{P{lWL+1XtYs;xlSjG|{b7XG< zDCcm$16caj6<}AN`t-O}ONvy@wV)P!~go!SwL8=@4 z>*BP3OVYJx!c}8-N~q+k;ruJq>SdORpD_LQ-fY&DfV0kJ0!tQ(wCS{OUCBW5cj&?} z3VWqy+hI3yk`c{fl>rzpi`V_V%w2&0ePmIblbGV1->2Fj<pr#kPG~tYM(vPb;Dy!ou8y|2e zm)Rh=#wX9Hc4WiMu;8`Uq+&Hb)#m*?w49DeajAEEJ?O}lWq%A>maL&MxjdOa{m`!e zI=!o7!r18M{k0=<%8dgB9j%1F2>!<-7qW{ttt%T@RsH#9f+B zbGr4e^*=Eo#nL+O&H3Fabex72YqtvH3Q_KycQOHL?z^jt4CQR>%6-ZiJA&6+5PGp@ zgJ>y%KmJEz!C^T^>61*SRg|BA&0>1CTu}?l`A}n`npS3G$+-PSnLfV>Y`t@$79jBALp?Lzym+3f_fH?z+KdHe&%c-I;VirMi*di+}6e7=72{knt!HOamIi_W9BM1n$o&edsMZs zuiLXM5)1v!ZgZj4k7tqY5X-6WXMPH;;>*7D3CrZhxO2Bsmj}`)e3cDwMeSx#;q9h8 z%_g(MWljswzW(z3?^!d0!|@m?du-8d=D2O}4r$ikU}vXp)#eW1PFtHH8dmBmvuR2w zr}Y8~0ki_aBcqbC*`4>9$v$3(Zvd%;t(2dsbvnOy%P-m-Hjj=^2Ys8q--6h_w#hy_ zD=1GO=KYd!G?{TV-e`8X@4_R#H(gIt-qLnBxUtt`5Fg+0Q>wDa7Hcu#qLBGj8VIe^ zzL3#u{xtcaWm7uaYTF!li)r)d-Y=)32ka_kt5vupzeeR~d%m-Z6aLk9d4=3G`B^Am zhNvBeF?v?=cS7xc%bRUASh+&7shr;35X&cjV+4#(8zprK6H?ah#1F$1E|^Pd$Rjx^ zG=97dIoo#L&c22j9cap4MqlveOs>T$`QqPV z{|M*Uu;2A(@C{{8MhN&b(a;pd{c)NL{{n-W6!mfiL<>@OYE#H4M5J%dV~3=-y1q4# zg23j>ksTZzo&2!5UwSb8(4v|5~G5MHI`((s8RG zYcN^MU<5>-W|!JV|E$&@F7nQ5t&GAjp#E+!qTc&Qr)@#I#(X2Ddi(>N+q_}DR3KJf zH@Z0XV!+b8aNn6b7yMnK>MY-Ipe&f4yLey#Smb?3VexnA3_p4y5I5U<gsWoAri%#oUmXSmih6-a^9`TX4f(aEUbxq0ck z&Hpx}_q!B%Ab%VR|PF-X9R`3E15U5#Ad1gn*g z*0bgmw#-f=G4I|si0xwbi6^(+jQ*;J4kC8U6mB4L(L~|HTH-tC=vV;Q_G)$$iaU0B ziVGL~C#|yxovb&#&f&U8^1SN1_q-4#9JQ={PN+S^Pej$8q)*{42eM-gLCQocnu}K^ zzc)_87sIFX=FR83W2Ji2@f>Fu#tNPG`(Rv~Ul>a@cH6ywBH}FPO8CvEeu>))U+;h} z1882Gk|32I3-X&rM-6rXG2O@vAxA;({WjYR3(w!n?a2(Z<@VaOp}L7adKG& zk~ep}JY6+~e-%S@fbZ4(-V7A^gMEW4YpN8YI4*SVilRE3NA{pIp zKF?Ur$&0FGONPg%H&dOR$O+Rt3Qj*Gm(DGKV+{f5XwK8zd41LHS*{1J+OF{BOmG~v zHzT7c*2qUi-ElNG9W?0~IePqtL)vl@O`ra=>@XuFng4xfkqw&n-aNalwSU|@)xx3! z7ct7mhT3)I+St`AkCHX}^W%0ROX6!M&lOD*+FwW!e1N%x;^W>VC_AYW8{8YI;h_my z1lgEjjfk~3_H{YZc5eD!SQg(Sj$rnyXWEexiJa=kqRB@U@sN=%8zLp38u_)p+l5a^ zSg*KpefNJwzxm4RN{Y2P@$1+h2ECwP&~LlJrEQcfa)`fA=8E_SA)HhIyiJ_VU)WkG zH328`n0;3KicI9masnKqWo$G;{1fNN2uWG5?KY|q$@llR7(%WIVx{35^xqbH&}kPH z4SQ$PU52Tz9sbZbL12%1#pohNGf}mYf9+1{@_C=70Nz*k9L+zNke z2=AMC(_^2CSnqN?l%;GopDqI=N1rZKe{8*dxOaH9ZMb|~y=ZaRc3KU`vEjbAxorJS zV*|84rtt-1Ar_l&=AfwtjVa4fvmhUS8%bbV_*EjH+8)QnNL^-3m2`UJP_@bLE`*m4 zB!0l+i{JpncyjAjV4K~H*ha?4!7|ry?>s&G+uaOFs&W%b)lwwU0miVp2%S|KNLY~- zZ~SO|lRt_y@^?p7VM$4oTEX@YYpwAdHk>&Ba*}qSgv-<}_A^_HfjiX=7St~O=6!e4D1a-hVoTpMqX|HH8KfGNH z8&$N*1#b7G3{*RJ(Ha*1VxVFq0>C1kj9dF)#U;rQwY+{KBP6Z)MfU6<{1aX8E+Ukh zupn5-|C^(KCo8eVUsy8l>&J%|fc8p}AD#PZWC217YV`?<7vyAhK`+xnOp1E>4HEb6 z(7GcPrAlxoNbgw^Iwk&xbj;!!sKb<2rZ9?>3Z?T!$UU>xd5rwAbI7kA| zEsv4;gDXwrpm8nM!Qj~viCuQ5MYHvn2t$0La>%s^dhbWOp_nGl{Tw#h)yCf0s8PraWJvzV zR+`@=_7yBosYU!e$QucBC7RYAu1SMOld`Fp z9#pDg>+EzfT&Ith-K|qkc`FQ@@}2W!;Fv0Hc30CRvLc}u$VI)?V$F#GQqV7uUtYH# zGo1|%TOFmc$h?sK*4bzBFf^5lO*CJw11;4WHCwN4lqwBY>9mLUQJmG&DeR2URPPnM z-yH)DERN^Pll7uN3k>(>VLV-HDS{bZ96?@NDCzMm z5mW5{wg)HE>8z9}>?);NAaaC?Xj9VO`+U#Y-oB752Mq{$md{!q0>CKtOLzq3ix;&S z6C>iXGIYb&QIF=;qo#+52KLysi;%3fp)XO^^uG{b$?o>6O;wb(!@vIDz@&y*vpGNN zXek^$FkMa7^4gm|Z!*B%=J~gz)WDFt1?IF?ZIActfMCMX>KB?snI;<%OWao`(duYv z?K{}RYT#TTK4Va~;HAIdG{wa_)a{S;`hR%Bdbc6;1Iuk51L0P?1c@O~FPv^TdoZ;7 zBFIGWat~WL^=$Y0c^5E}b+FX>Q!)5w`rSQgDO@VZGW3W7?uXIhVt@Z7WUzxu_@aZf zi0X(W$ce6K@n7CEdOJkBR=b;0rFNHdS=#KQ9iuz#t$m0Tb$kW(h*`3(K>t{%C4;X? zoUNeI13Qfj7hAN@fL(@e9D~5x`qhYt(C<6u5uN8lE&apJDRUVBVP?d zu||WH@1D}^8DX{V{l{K@_Di(nHsa9lp>w|o&nX42F?gErYhNM*{V_H@dYA)_g9Wt3 z5AIv=ToC&N{bekEQHOqCDG2x#WPnxYmS3PE{-PN9i{gaJMyJVfB3nBnZyS(=75i-_ zFN*zI%3_Pw{vg<}L;$=u%4nS5sGT`#^5rkX58O3vFEXV$X*L;f8j3i$s?Yt^q zl2X%*XhL40(-3UgplUk_Q>`)xZl8JPX~GY*znAh|Y^(KJYHg8>{-w_SjDXdhC!8<4 zWU!Z*)rHj)2DcM}!X|n2ycnyTc2h+ovfCGWl=;~%roMAX z|8GeBiuej&>=}jIX#|zUzDkx^lr1I*mbuCxkXQyP-=?M2C9>zC(G?0~X!41syYkdC z*E9DI9zHcRF7~+4hoGDLEelc}$ur4w*^5qNyN+ZL@im0IQ%ietSixHu{Jez^Fy@J3AbkTJ8 z_dlG1#8@68QEXDNi$pfuUp4%yYS6w%its~v2>v0?&%F6Ydby&K=0rsaR04=$13loplhDt#&4U}K9c`QM&!sXE_j z$gqfDmC$WVsOBpMJS4f*FXF53Wx(!V>e||dqe(SpE&ab@*!rWr|KuS4`%(fmC`unm z+k4cvZk$#dLa2{81y}yP2FmNpD};%iO}4fm3Im0DL*K_rFw+*MR=f6>wQe54?*sUL zQ6l*LNi0`z{{rb2QjAI{LX;ZtjSMkUA5G!iWO~UJ2+b|n$tU_CM*9gE=UL|glD|Mg zEVYO^|K~0D_n3V~CF=O*^}d>(`Cs9;|MFN;BBG%qs?W~MgiGou^G!g&EJ20dy73mv zWy{LQfPA6hzDF3hI_#sMp!7;=wum$+q^z4a=2q@VC)n*zmi>c#if&95AxsP`GGX)ZaUROOG?zeZ;dJe;6mz@s;F~h^dpZ2S%zH#1y zYyn^XTGD|S3MQuOQ3l}aX*JMtv8wZvG5)sekH%&R{&_xp7{dB#iQHM#^OZT8|CEk+ zJ=#fxh~@d4#y))-aF*-MCfNWBuQ#I%UttjMh{^~icwxTid2!_>(CgrA$L<5KdVe_4 zdk02NSAH77@_dn71>PTpFZX-r8k|oTe%dbAk;PR+gwrB!Yjn6V?ehLnD*Ra}k7}%5 zjpD#&wZsS;2j%DW@%G?6LKIq3a>dmx4-tZG_7mFST0HqWVri~i?Q$wtxL7vxWGc6B zrcg?Fs^c)rlmG2b3HVL?%Ue}Mwr*e+yoJ|sVX|AtdDALoY}R@sAejL7$Y6^ZF$T7; z4@p3pnbiGL0ONP8BA$YmlRP^++b4aNOiNB)D;}_(nqCY*E{b;e;RWc{^B<3U5Cem_4m-~|-uuBCUXyvdgpxwOY4O8fK1Bz$F5>*ha>i^7O(iZ@Zj*q*xAr@t-X;qYb| zr@rV!acNn)QToQg6iOz3`M&1!a$W*3)sCesRISu>SV$f|nJZ;+I+ACFCNNQktxRwj zmh#}`ln{D<=EKP^xo2C{4v-DA%u`!R5qz3tg*j64$hBE-n=e=6NFr15@*p%p3nPZB zM5LG<`uFojpA>yX?pR)!GnSAv6~#|5AzC@dJ?BidT$PTBii%b8n#R8a<&9X)yb!sx zSP%I`!69*Cr?S}fF^EDCw)fMZ8v)d)H_cUmvnVL@IB#66(r#6h+%ielfkw`AD($m% z8VVDkf|pDP>JAj8B8~5@K%FL}@;@VjrsRvbK_fwQi>Ae`=iHxu;J3y~zFzN(iB9zd z?Ix?z_=D913t?Tt%M^1tf7QYOXCyQqA&J=SCBEtlzdCe`gmS~8eGlD-#i(6jAnIbkUoya-#ZOqiOUFmk6>yaDkxco z=-!0VNi@mo@g+20<^~HNKgu*8Q>WJOPeXP^1#OZPxPQcvoD)L4Tj(iC%jWvja5<4# zb&$dXU$99Z;;ojE0RL8eSY$J?Mx)sMw_{1Vhq!r6wBnwF=TSd(Q#amL&>v_wNB0Qe z^9cK3(+{hP;scZgbJtK_(risq%o=M7+4<|I6=qK?GNt&F3oLp`zjUl*E zDWvhE`8Hx*LPQP0K6M)`E^42kQY4M-5+sp2S4pG%7a{zWI6Ll(^CznpleZM-If5dF z4}LD`rKCV$V~*%LGRlw(P^1z3#i~IGUqJhHAIA`K=zjqNLHxcJuPkS-nMZc)jIDUN z4RblutyJLn zWtL@%WnyLx8!HMS%-lG#>ndp=sR)LkKuAP{!cnPGB`Du<#~mX_j@-9zpDYD)5EaIu zaY}W8EL4~fYHp@~M6iYz0x5bNEt8fa1G2p^mQ`>Z5`t{tk=-N(j99{v7R+CSOMxjQ zqtF)*9y|yZZP%_Hq|i9|<=g`M6}xolf&`&84L_&ZN$OA>laR9>zkI1B+ zh2akC3Is!lDAbHL9BQj)N5&XrF!4z^p#vC72N%f|6G|it!xU+FQ^=BM{dM|yq>i4R z*QPTQIVn?Svu<0ugLPV$Wh}x z$6c7Wex+tPe%wT}}@?ERC4wr$&%L)G|YkJH!k#wSvu7fQKB zY}mSkW{gMXLN-tq(H(h2VGUfim&w%cnd1OmK$r1`>PJUpS&Td=_r`L0g+UR>n;t0T zivFcT>2diY)0=*;Go22imSzx{SBfqIDJdW%IHKewbvpf^9)yIEQ>K>%Nh^&c<(GwV zmDcGN8|q0j$qNzcsUPJh4Wt;FBq={4#z#~aZiPCP;gl0GQFvma?EI5a#>7S0Uzl6J zxE-r}`SKBL9cqm13-8H4?|$No`(FE~b-Cl84}bRffM?IzVS0or{9C^iP>Epg7e!J? zB<{ilDru)(Qa6PIHk&miBi}$JmeDY0k1V7VP$`Nc9(J8j1(;kJpqU++HPIN*CJDp? z4fHnrx=JUhGUXG(w8}5jEh>T>-y^7lhF$&KgtQ_Me#mIl7gp1yAKXRLbmbs7zr})< zK+}wCtHxO656S_U3Ex;hMjoDg@<|rIrKU(?WP@0Q1ci)8dI$9Dr-=ro8Gc}Ve7x~` zQ|5SN;5D3gB)~Er8Uk#PA@Eo8E=mQ{AP~SqN*$;$)=5wel$D33NYCIvM#KZF zO9)Az0_2tT(aWXU6o!ml4tNe%=m7+7*Xl>(O%W23nD3lFalJd2BR_yHA% z-6n}&P$G2RG?qECU%!56dvYzA*^vcuW?3dww05IH5VXn6vaA%!D7ktaG}*ZgM5UlD zv=lW04S>qv$H`iu3eZfVXgDFL5vVDC%7jd*euHvAvKM;=r`S0k5-0{FkW5D1WF!en zq+o$HYu4n`2S_0J2ce};={Sm`ml0rGAX#E1vO*+SJC{l)8Y-T^#46-$a)ACqiVziE zK>42PrB9tYm2+r8y9ofm%S$d2v#KK3AQ;U+#WFi0K^poU2?49n`!bxwe&!k(g%kzK zu*@QVbu?lOqyj)+qzJi^BZ)B5O2QCYQW z)kPOwB)OpzFS4G(0F{V;M+L6xKn0F@oz4s=dq>aezApt-ima@jgNiX(;*iS=@Pm&W zKCx=c18@L9aw^m9bjdHPpg?d9u~+-7N_MA^rc{j2)~^@`-%(K(m2)7pXQD{70XdyB zu|4?UgD89~YO(;yOqu6Y$J|d|wptxOeq7cqvWw*rZ!elk=tiNSph?guk_DTZY^)c*?H=n^8(}S!yX#K*jLEN6F@M@T-8zIbeE`Et2;f zcR>M_Abr7@XtnZrN5BcMN00>Cp}i=Z_{<91%(F+tpy^a#@#KJ9!ldq1t5)5=f4^)* zo=O|@F$yS?s7%k-qqlG0?sPhtp^GOQd}>YWeziGzBsZ#DYws=;H~D)dxVLATBq9N!xN@;_yQ#5hqKe=DLA}5N%Mo1jO!FAHqq7 zTH;pm@ zAsn68_qhhj1Zhfe1|{dHeP9AYLdOQpq5_Ku2LKzGP?(;7{`qGX1zB7SXU&@)r~a%v zGK1nGt9lj%&Y&uxHy9P}(AzeOLY<399nhx8)QE-fVfj4g47=jNGR5x`+vjEB&{mWj*!Y`kPXsL=S3MVHATdQ41Ba6Rj9Em|s%@+lkKEJAMzKT$Z3&Q~vZk9zbba0y- z%gmA#y+$Ayh7}fYCY$$=A9kYRXAt9X2qt0zk*jcuW;6qzNOyK5fl-B;15p@w!>=dp z1>S?kX%tQ4v01Zb@=b2Z~amh6+iB& z$McW_5_oU`CGK7^$0N5`IT?*X`Esg66P|I*~`wF)Vqh%6~XrXwK*Ds^lBLp{Z-pq$SNr31g z$w5=fzLV=y#$PH!Sqi8GWm?e*M50(DkmfifL^qr0HRKHi+#)~702r8*ND(#`1~eR5 z^pw&=r{nwrjgNt%Ym6nmA2c$4{CH~XM-xfLkjwfAGcUjF(UrFmN+y767_rGh z!%4-P!*OQ?jqLU$kq|sx| zJdmPmNdM12|Huy@fLMP0_1AFnN}6DAuCGPMmAm`Q3R2-kfdlll?tr+c>}cnN7!R?a zxZ|W?=yf(81wp{bE1?ULiHVpERKR9J5F79VxquBgT?nCuxN6X5C$W@RNLvjA{q8S@ zEce%K*|LS{SiS;;;Ao@qO`*cbs%!$WdJVO-#qy^}SyWI6jo(o@Ck#c)3g4pQI44z9 zg(?o5O%6!l5hnZyGuhd!zbY%T96)Jf4raoZb9Nwc)B@&jrgM3FFLQign)5FNtwO)8 z`21_#8EO%tf+_~4MWXzG3Q-7{aT`4$erdw26{5(vL=k%WQ>RX`f=)QV17Jxw-3NX2 zKT?WC8Q-0*qyeZ<9|cr&9u`>-LK0L?#DJwa9Z~2_pz8@FQV+ooP?3*F4j2ZhU|1uB zU+IytND&?^8%PL5WT5;7v;c>UA^GxCE1(XeN?KZ4ixw@ey6P%k2T%$`FtcDek<>sb z)R3}BkB2lwQ5o7pQeyV{CUm!!VACtxFd|^9fQ8~~19}&l0;1-qhypL7$^3MV0 zKlD7b0sRO;APs4FAzbbPX9mR%!&aZ5Is~&U+A6=iZpCyqm0L$xb~W2p6v!eKA_WO8 zD!;p`YFxg8aZ<0 z?YG}+AT#yXa z2CGm*Dd#+rQo<@@_F~~Lj725lU#2g1w|*(0QY?hL;FV-r!YQCqa1N@R=P3u6@R?Gg&gNGNW^?6C0wIEn5aBxY-Gvz{nEP0AO_GJ}`kXagp_-sn7(uv{_^;Su`sq z1u4I~Q=}ew?X}lVm@px9yJX7eo_lV@h!K7%5yjVDd+qn%f0yAv6spm^dv~wvbRbXx z?I5UVpDeEX(NT}*B?k}>sn+9R8A5L(8b1hGHG;-Hmo{9AY=v)8(_rE7joQS~$Jq*k&wKqM1?m>;? zM9SE)WAzZ-L)5HUvv`!k$%52lk3FWx`guBb>lmbK{8M1NaPzt33JP<-0sw&GsJO=F| zMkK7e)RXsuO3E}m^1c*Z=?&VFLI)z;yxNg;#qCW|7L`H^QPC!#8B~--rD%7Os@*x_ zfLyc-+;|YQI?Rs7RY^S!7tW#`qIVL))LZNY18J7eyeKM1QlMqI3V?Y<2fZ>e*$R*G8`yfX01c&7z~k2 za`}Da#4L+nxZKc4pz#6#zcf5jkVGl`;;^wWz>?Pt-UL!8A|ZvcsKmyVEnhx@4RO0X zhYswGAi)BV%9lk&0hI!9xHx4|K&3eKma6O7+_{GyN%1*o8#fHZQu4k1Jt>GQ~}k4k3@H2RTM4&P%jL#KS?kw*%) z!B1930&*kq2>V&fT?}rZPrM9-a8l^CNvSF4Uk!0W#)K+XMC>HtEup?4|^M(ivWcwfRl^r$t z>T9$vghXaR$-`zsM<9?$5!##19}=+tP`ADKbrz+wwhbvgJzqCxry}75QY(q2AwpTC z;WxiW>LG=kP%DT4!X+KOxCnayBtQ<28)Ski!&iENB>Z|kZVEC06`Rd!ld%G~SgjVj zgZ(iguX1OS1FUEu49HcUg&-}+su`}J%j9`|s3D?&@H`0?>jZ@aDy7Os(xT#Vc~XuZ zIJf*n0Kz|`qAV)swzJN7=?bWvaTcoria7`5!Zs5s(<+l|IIWR@B0Ci4cut%A|KFmnM0(6smsDh#1{0yvSHH_4y?9$>hZSx^Vj1(8Wf z-$=&~r~rxC52GijT)Far0|#_EdN>}+A{>CqN_O~b*kq(K`ld(fOa+W&Bkb2LDxeOn z!m`?dK!xx3(j37+nZ;&T7L^G1MKE$m0`kCd7laduMLvNUU{{6|LilCG0|^sFZr}&8 zfn=maF)GSjEcz59D|BFU!U-u1P_actmnu^(oKnI}#}x$| zi(C+8-vw=_Vu7ttA>nWUHlnv73{vF^CyOx+CKThN(XWdZ${#X=wx>g1V=^hXtV|

    #x5K9z2MjT*hR&ALW23fC_0KtB0F;ppS&eddgirsF*mtdS)359-a+Uz#we; z(sp@izdY(RgEuf7oG#`tSnwm*-496f2rCk4k!*po&!?xV(U(r zq>U48U>4RCAqZkY$z$o7)kid1iB$+^rVq?=mP61rDG|*>p_IaK9tNV5u`dfx!RVm# zVW7}mP$I|-{e=_(ER6{$`uXRdC*<(q!wA*5apQz}!D6}j=9`Vl{QOcK3{wb^WVW19 zIz^*^^5{n`@{d{*g!KoH;aBte{1{{Li<-#a$k*w@qDXgRB*Y!$IV3k0*lvT-u4RV#HEqQ7J~9rK+kppg3?w zI3Tq*R*soL!&%s4E@v4#oRmz%pcCQ3G|FKBcDXg);se_=E6-b_gn!%3(NwE zY4gmEq)BW{N@Nd}j$f(m5yI#5Fzk>nN-ie~>;qjOT{1f;noU`pzd{TU7=STdk0gX3 zPBLB!#zvrfo^m1y%2AYzIC3GkYFzT;FxC`zL~S5)pztfDC_gHTN>T0|RX4=}#euWI z0VYc(NG48ZWwtkjE|RI5eK=BS3!PGrMLQ(D)Dh*xtVbzNG39{7pX_hRQz46B1Cb&y z3ECuD9eO0j9BGZg;z0-nef#aVgro53z{an1gq#rh>lbBw1XrW5qI5#d5A&Q^0hU|5 zw9Q@G-Y&7rE2z_B#f~pMm$41XpHB`TGjjCf!Y#ys3?e(eJnCvY0QF&2E&O$-waS>85@>JbIb3nfzDReS4IfRE_I*yb{Nl6?Yz_fx8 zvbkRd%3ng{qIjT!h-}NF|EyjIR-5KPlUIO(WYaL$;4z9Q6!KhC58V(ITckKZhce0` zGju%|mAXl2s#lWUCk+D~QUQ7~3WJ`;=s~VXkK`bYAQs5VTjq>uq!^nm1Cdez6(hUw z^Le0%+EY03;#WdZe^l2K7xf-0Wc{SkoKF#-K7BehHI>Ig5-f1`a^=b;BqS6#yUM6I zaMn1$Ov!A@5~EzeW_o6lHm(k`#7GodV)DD7&MXdPewoOjkmt$NGt^{|(zz=747KR& zlSL;(w?lzLTIfxbvq0@Xbge)Izzh%t+ic8KK%|8=W(h)MGPFkU10sakM5oWdP6!oX zQzE*iR4ZjH)uR--TZ|C1ewWRWt&k1zgF4g!rIxoKzxZ6Qr1BIg4j?cRxEgDP@I(YB zKpfFUROAqfEHPBdjbum>vJ~`!Y-!aY@%eXBr7+hMJFO0Htj|Rn#x5&>pG{=ZndjJS z#T*p=^~4IO6rh)jQx*kOic@c?x)w1GFwrvIqUTXBzzLrPK%qnnM0YHt#wOK1Xrg`c zdzRa+fJ)&RE;aiw>7aX|gki<<10-l~avMz7u3g#CwQSk4^5x6lfB*e*zYVe{H~k}Q zr1U#vj6#Vz_|#KRrKP2f9Xl4vJW?w_H6lvIc*MGb3`^A$hyoE@V4Xoe=&WWKMy7`j ztK(Q>B=JBZDx`RE0CNX|fuu<+frl>klh4Ap2q8p_aX@H@^CBQ@m{SM|N?eYvArb`5 zRWt)>sl@zLuP{L6w8i0$iR2=$*W-#iopNrOmM@^9&ZwN*&Qhf-4k!*3T@Iic;s6y) zpD2_lbA9{v{qDQ(7-a9bzrS6NyV3t6IhtGkJKKiIh zlO`y9zyqo9q3#D}$Mzx-Lig_77c5vn0$o9ri5D$e#8*%xqL?sYf=+=IZq%Ki>LWdf z8q}vxAAMUt$s`4`%f)FtP{2+?^+MobnJZ{1dQGSXeqHg>!}H(9MS?qR9A3DS#H4m`Af*MCm3(voysbocD$KA{W{sG9`w5uD=1A=G&m2>>(#5ba^*_nt}W8X#l@wkr^}4d(a~91S#*%> z9jW03r6~h1zx?v!$B%#h`R7KM0kj4HGx(z;1~sAh5d^5Pz77RG5bhVHKZ0{WVti{z ziH**a;_E>av5(R3auB0)ac8g^koH5jDSzz6Fl+? zrqC6Wu@nR}LN>@1v`{KTm8f&j*l>zaX^IX9^febSHp;ZIV!#7wDlr~r4QezA)1qP| zj_~*uXN=YTyeSA9M_G75Fa{P=k)suIc-PxiU=IcmPei{=AL&cP3f!`AGpbv^!sV1o zr#PTEaDj6`PCS(>S7xSXM-A#Ao;-Pi{>P*aI6)0XyPYv(1`{yTFn3F^BM1dCoXI=S zQo>9i*Yb<$+#hBe&rULUD0?3}TLCl@U@HAC(F^hbP?5NWK+b^x7!Vk&ZK2zOXc<50 z1BxaWGKRVd5o|u8vm0X(P9CX-F;Mp->iDUl9-=(Ohy%zcvVjQ&@n9@MVi~@I-UTA< z7+EfNYL+wow2Oafn&-6JLmBa_MBi1Ptq0}@kbB$;uN^`HX0UlFfW0SHEFm}TFW zJF@>g?gBLD9A;5KYzOQ~Nn*@vULNhJ>x3c4f5@!x&-U6#68 zhIhNgY|*xD+q1?36l*k5ppmTqSu6K^EeJN!m4FIVzzDVx{Y)xqNEeElG=c@CkD-Hb zi81h#5fNn(nqT}uvzP@+*$!G3Q5f21Pd{KQhzfDonPWX(<9+*eFVz|jXmdq z9&YLKaHntt|DE$T<*xz?sN|1dD)qVHfIR%gul7$Y@Mpnf^#-M!5Ew^wXSkT=s^y!f! zN4V6Ol(dfDg4t52HuPx%#RWw;z!+kKF2J8Tt}4p;;(#2BBt${s29O{Oj8Xi8c%DuX9qRfqemGy{kgdkRQ}Uom#(9RAbvMVpKYqmy`1 ztrnY25QMUFiUVPA02yNg3==<|KjzHtby@FAdUT&NYv$@TYc9K@ubkUh-bNu{PL&A6 zX0!43kp(@{uLKgXWt{J3G;7w3#cX2prA+uy3;IZvr0R(VgZjdJe@1su1g*n`5J-1} z1LX$SaO2C5qZ)HnxHVZ zekD6CM?G;t$rdoseCip&}1fLzOAfb{%7duIY5S5fW# zUMI<9C+tho10wi<1OyQU59YTu()f&BC=&AnItp4e7{rY-s;=8dwRNOdS-g2Pi0bFx9ZfXQ~z7H>YQ5c#a3a* zX5h1RGxAqXawd&j4)muSMC7rUB^ptvjQNNnfFejUq=#C^U8g>!S}FBuqN&`n+i$;p-+lKb^8Wkp=RTsVsm2zwQXoLP zqU{lAsugMD97rcq`()61MP;_|m>@vsgVoA|Pa_$oDvuR{WfJ}|*&-H8Xt#_(Aec0&Cyb>T0#O8{@wj38jQ9Nqf%8B9 z$roQ-ck~;ML_1_Ao1u&Swgk<2=Q=C=(68^{sE!7S6~1m|`b#n4=@(D^vT7 z>kQ}modi@&BH5(Qs*ai~)nZu8@DWf8fu#x1uFp-62sd&sXbjxVBab|icM#L4u!U$& zWdHDoKb*~Gr%#_=Z9n94x%#D7r_x%8tZCa|Z(~`}c+AAD#;q-4!YMq2!PNW!FY}!_ zGnjoF#vEKY?v{Vy&&3#4**`BlU;3<#gfJL*JX08Z^xgxR?juodeV!m+ltFlSWmjRP9Ci3>ci4QkPl^T9T410>lfW%p zxRAEVK&!_$Ju%t_DkEIkKw3^F zlfg`F#FDw`rkmdLp7$X0Ku1To#aI{Y>x)_uGy`niW@}2r#>9df?JX)BN};~6E?Pvh z%#D6z5pW~jp7ZCsQur<)-`kL(Gm*~dAlPi_k~fjaq*9p%cH1a%vqcPtp7zPsEE*~% zI;J%Xi~~Ju!zrch@^X^Cr5`>?C0lFuj5uHoG{zB^!3yYj1l+2Kbgbc@be68er7QF< z+@?ih@JFXAA@zMMdC4RHE1mKTi;%KhjQHjZfyNNf7k@!}?AuO!*O?z){^V09zU9rA zeBwNs8Y%*fD(WDUNVm9w63KP~Mp>3hSp7ixV`>n!5_Qm*%+QNsiY`k`%r5dY(Ey`0 z%P(*y3mF-+K(y~?3^ zbGaO5Ek==E(gs+5!D(X{C|9)HXjthndsGrc!bHIU=90ynD5Ztl3jqc?ocaugZo~^N zgUIIO)&2^9PzPUVn&aLIY8oW%lShNbNrU%~Kr48+DGyL??FS#3;BC{Y4j`5pDgyvx z(W8lg?`;W0|0-mV?OwhgRw}Vgq@%9P1(A!BZnUzyB|pvR|M!%>GJR;;G(3HB^0&$-3gSU?gS%|E}6}n zEQq>XF$|Q zvt+W^w}D^Zf|Hp^HMSZ$5YTAR0+|o+8&J7rb>F~ z#x|h$v5wlb_10S>Axmm{ave$x44MIr3hM%=^7HyQ^sxECex4e2B9+w-O@IRdmeepa z25l`hc)2Jf$9TqIW_}uZuyb&5BOW(UE{h*~1d>Tw(JeRMOcRo|1(_((p;LOKu@`S7 zC7|Eqkzvasj{u9+BU#iK^G2;{wP`WVwtktRGR95NiWdaLJ`qDDn3nc2p`qfsUNJv- z*(>G;q(xa7VM}hF*ucoauqpCg6b_zo5CxyFq{wGd)KCe?=)DbbLtsb<=max5qBfyq zCJUP9eWZkq5TT2=m0x0)nWYZKjL-eqR=ax>Vp;^0jEtB7DtioKuDxd+V)r!`|B^hZC zb<6|W49XeS4j--8mtVu5yuOs71t`(4>fh-eUY{4P2PK;dGP6nr{d+iU1=bq$rUzp`}Zfuu+H0<;#{~qPUl`6y>`E(iC0G zbT5H`K$~lI8BBkoUZ8Gnv&}ZjYU9R@sGEE%gV)Zo7pOXm#k4sB*ciM5f!m4^!b(@Q zv>3D8cNR?k{`bGDRlsIKHGp%uT!SlPm^aueFz@c}?(OX*0K@9CET$t6D3xeATGMO4 z{&ku1Q%6TcSh}N$>|_ziodBH3m6VCxWT6n=*_KpQ^q`1M+Y+85$;1qmkwn*cH;90C zsTdWqWlNj}T!cKI1W@_pQa5@Dy~OGtX)Z+*;UIl97r`pH@2p*5g7@4GJ@Z~DYjTPE7;tdWpO^eaOOW0!kx%Jp2v>XEXvD85?)t+JH&A->7PCFTtn-Pp} z1d>Tw0=6srMVCMRc!g!+2fp!L!+O%I#m;k7k7)d-aXO_CXhyB64C>MNa%QNEulr@v z8UlvE7$Bh2-l`)Wbnw9pkmsLw-Ua8KEB47yd;RZz_q#gKYJJW*=bT^s;unP3ZcahE z2W$+gYDEqM0SphC3YNneXPoh|kA3Xvr=QllsVuQ|HGmD%R3T)HYGX7HI1s6Arde)H z6>Y@rj{t@W6DTaq(h{QWr2Qo~2^&EGlasf8HA2}S&5*~e2Kl#~%nX&5Luw40M?mL( zn3v}5@6PGEM>3TT7C_ul6V9AK02Pm!`iY`DJx_KX<5Y^j;4F$GXkHG>VF=VlKtCvf z9)KFkk$N`UocrOk``5fc6J_m=^^{UEpI`GlyT3F)r>!zGw@PKZ_?)n`)nYN#H7VUa zU7N1bc$ETkg?HCrrJ&R@C9mdCZ8=;l8i^jbuR~)=V}$^>m2F+z(0o3R3Fpp-jaHk=l<}t65qp@*rE!s$$g+e>1 zVt-$$kf-A!yTmZ`c1@1E{R_`)nGgQi0SZK@;&<;+0CxqH3>Z?@JX}Uk{J=G6-#xQ#{DIgfLDp|o32LX;a zzlS76uBph^bn z2otCrZqb>0SDJb4g#e}qw-N*6&_fUH>+6$kIm?$LqQ09em&-LME;bKVG54Cb@vU!t zYv-MJ*5*fRq0P{8{1KN185-F{MSwXJW>1(;p>t@;5{?0)9hCG|<*qE~)`*GqU6L0v z#$QLTOK+OGNo|SJHF3)Azv{G_v?zVZl1gLl8Yo*C z!$d%PH2H!GXH-(@ROqKNSw3eG_+g~zi!Ll*zd~`8&9WL8yz3mMoR)n;B7j~n95q%x5bXdp3G{dQN%!$*W#?o>MMl!C$p0v0}qkMw}L*3NHur3LDna0T$>3H?G4ktXm!YtzRR7 z4eN><*B3UfcmBHKCiiVzXa5XYR5EJMtp0HLw0+(rv$QSzYpvNc3h3F2$|!(rMGO~# zz)(r?smHi!9n9!dmY|Wu`9L|n?i^2<%tD4hB?3<^`}+;wxRJQeU34A;El20`EB`5< zeZ=sfQR%#6*t$yjLVEg~5=ZTec~Y@A5}7Wc@kdS*iQhf=AWJluJq!1L^-q6%$D9A{ zt@Gy1y?61?ue<(+n{T=G{inb0^!L4&52_q;$ZM7?U8=I2bka%oHn7Uu($-hpEVg^; zB=^u3KzMugM?UfqDv9>V=UGq_?OaM*-|{gP4pVkGi+IQ$47KUZnip4dJ_;KE%ZFCy zU9^7eKGoN7@37Sth2FLDW)Z(2)4$2Dz;KK&)iouV%7m%KWM)!o(iBe+<=J=`*?3I_ z^b>yK2B4VSY8;tCDOsW!l%}l+%us2o+hM}gMj-6qntQsiQpiwYtEfU5YLm4Kvsgo* z76N}=w)~ApzV6oB?|9;=f6Uop>ts6ZR`W1F0z*aCOnlQy%d2u^)MqshLxm4)NjUs- z{J-(dZ}NN4qJdg4@o&grPV9`R?3`ReeW%q8!7!$!VGpw(72~8PP;^JcvqKfTg(eL# zj>egrH*evqUwPtN-?Hd{S4pRb9?T+)Gg^cXU%!=Yv1vl|fOtX^8bv}dBuBZ(NtZaB zmj?`~1MB>AKE`s&oUONI zbw!iTIQ@MWTyWv+%{HTm7_nWpGXiLS%y1*2-zw9rv}lcJobb_wlnFn1+$=suUlW05 z+X)&!T^v@2a-*?f48z3x^nuj{k&9P=(6(7KK%95xjOrBVt6jRw8P;uF7ndpvk|z3q84f>MlEFDdRAtrv>sFAXb2br6B2== zk3907i8F4y{f_g`IcJy^WQ@P*f4{SO&6=9C<3w_5g|!r2PPz2+m!#6!VU}pwM;`(1 zBk%rV`uW;xuWhPyng{wH^Wp?pOyg*ZZTV{ozz!s)nX$;AYj?R^u5kotWBRsh+A7VA z4P6ap$CAOMq0qOVc*6DHyz$l_{g@8zu3NuH(HJf7djHwC{`e<^7yshdtu<7TmTGp+ zbHVgfYd`qNs#fF8qa7&CP-%y|U@{m2hCurwpkx268PjLZm^Od+-IhG^=<;QM-*&3J z+CjcCnn*EsC_B8ell*Q6Ih0Z=$QgQl5hSk#Teqt3#g%?<*l!pAltG<3KmV5{GiS_z zK0RfI?AvzqEFn&x+D$62LcZtDI}&X8=3qUqg^-eD^@e>Ed_mG(jkn3M_Px&|A{px; z=v7QtV|cJF$E$!$Les8r=$9ybS~m06#Gp8`grYHeZr2Gn=n3+G#u zuNm!%Mu_iYVgYRFA@89g?>Qg)uXn!dw0nR4^Q*r04bIvT*8YuB)~?@B%J&ruy>x4$ zAiHj>Z{s>ycb49)nCYIu8x&<}y4<-%zAp)xzEaH5^FUDx3?wQ$=FbHW@8gd@t~=sl zc((8oz*>8%WSqU6m|cSF*RO9OpvJ1*5TJ=mD=!xL?%29@>j;mPgmdQ1nK5I=Se0(& z8UjN@0F|+)r-ujUuS*|bxH#QFcwJUB>hE~e&LgsT}8^w>C+eNw(Ehf+?&HHPyF+_<&QtXWaQ6(`Ku+5 zJhotuJ-+|#8`=LYBRb46hL9s1%hQu4>ubAVVy>MLK%GLHQ3=rnX;IN#D`=LyQz0rp z6WdrU=$h(BlPqiq)Ioq1JlYb?hGvF|tE;t96GiuQRdb-R4edR0u0u*Pjl#$5AAjPB zm+!luZ_M*||Cfg!{XJ!!_||{B=JL<-3Pd_d^bhUC#P)E82OVQ(>dcs-lJ1(UohsR- z2#8ZD`p?yC*J^K!g`l;ouFGh~=%WpE93HD*?z7K6%d5ug(+rgQ*Oh(u|FeIf)FH&D zlcnSSW!exjwlE6==Co z$t%9(84_4@-~r#e=|;|B2a#b{t{r;RkLI%QNFxwvW(~~vaF3K&n-GFA8O&}j0&0q| z#|E9!>sz{zg6e~V#+)J0ECRGN9F_?#mX}$7njhb3l1^!$*6S>XSjNULnNrzv{(Kfy z$nv!>Tz1jLmulWe9{c^`U;T!;80iLGl>BPY1-O(L*GrP_!p?Uzk|iYO@u4@)<#N$= zNG)abePlow%4NSCQx7aFA=pTW!FW;NJY?$}+W^LwvlW%`b-$XHmXQ)?D=JL`XBiBE zM1rBHr>BQGZvxX2eVfmH33kPEfB)lVn{Tn{xhD#1pVt)?9x)kdV=F4Nw@PLw^X&0P zZAo^o!PhZZp)K@p{Kj{0{?Cgpf#=2NoV~WUFPX_4_^SO#-E;nKn{B(?9t5ljYeQ&e?zU(oZkg?Pa=<5?xVAPn(^}Mz?-t(vzl? zmy3hmFS+EQhYmjE5NreXwqcKX3xCMM4?iOYAsaiD4-fUSWy=QQIh+-hKfkc?7f-ix zMWriMdfV<}yuF3i()fys87c#{s|gY>W{Mdq6Xa%EHAWi&c2Hb@{q?$gJHO_I*Bp8D z;$QsofqU=bRZjh@pD(UoBYP5Lg~Yvflg$a?l%$+FnLe8@rm=y6*(*9_VoHUA8Y)mZ zCqI+7+j-vh+x_wWpQgKKxicylHAHjbrHkb9%ojOjhF<0tou9(0;n7xx%Fg^zKtM5f zcQZc__(J2pIcqm)6z+%>(F6j%2a$lw7xXf2i9=JHU`JmhT~OG$1^pjvN_`u#D6l17 z^SUG92ifBLelcs-%-=4)d*0l+(jk_6vr@8avV3JldQta90p@&|^l{y$$O1c=rb%LM zam=ROUMzvh#OnkUGuB8MENWU%!!cC;^uosb{?VsJw8Za9B~IL9JQ*ss^{XZK-Iy2x zhQLHafK?Q%6n5!gu1MXIsWofY^1EPx9DPnrp33-Dp|$`3KmbWZK~#9kh$=}{j>&;k zc1kjxN{KNd<8q>yFDCjW;D&Adbe7>+vQq>n>C@frFn!cGA+6G>YN0+U%B_;bu0|Gt zKr>@g{-)jm?>@_Dlcq*j*hW?+<8BBvh=7_R9Jb@^T-X;$fERV(H*csY6PmhC*_1n| zY}cHrq6*&=zGI#JQM^<5$rWpN+GFzpg;lEwlcmr<(8I-ooHg_ zC7>_BXr(Ny$8&31=NkMfOJ8qqJ}k7mTVC!mR?ZBSu|nR;H3STSwnjjY6EKaZQZgDX zedN(a2fSK_b54ZHR<44Z0jyCA3>E&EA{4z=h(rmH1rg^o0KvVBe?i2&9k!DxN&cJ@ zjiCXDil9n!1GGlcG6Vw6j2}4zTH8!bh}I`JQT>*cZHx?oVIrV?3+FwFl*{xMaah0Fa*Xu0?dt32R|-irEocak3E6`J}D!;jQ6#jOAAxEkR4t67t*sn z!`r>M%FUe{P&@j8d4@T|-^MA!9QNB91W+AtQ8SfxAoi=WuS{x9k;Y7YRX|+9vMtWw z4uiW5?iSn~hQZyP;O-XOCAcSpOCVTqcZZ=3Cw>rnUpIOl2A{9vD`W+w?jvS#3QSHTr@?p z1LE2@|0M!V@fcQKzn~oT>r~07ROaGf&$Eg?^Pc;Wk-jhHUekp<;-!lE?g{eInaG=X z@ceu}+It9W^5p=9hH^P#K_mq{cq7)TYS^qC1>Vwl+CV=JM{Uh_0Hp{_`?R<+LA0+{-%c_qq7jTqv7jb8{2X^mW41v zJ-#O;b(!OlY9D^^VJ+UeoqEWM?>7Ag3t76111x4BWUb(X-OdzwDa{o=?4DO$R6BdO z(f6|jPLZrib;JsR>`7McdQ@4%J86D@nM(pK+rrfCF~v!vQbqDfF8R2-*ZoQHL68Ik zlx`PtB!4cMX0ERajh`9KciGAFc&*pdK=Xn`ywXfe2pddKJ65>!$T{OeMf_$dpHR2g z0sG%$uYiH&SpWjLToev0`ZP;ppwMq>-;R#YDAf>mD zodm+a9f1*jQbF|nGzqqmNlA6n27fZ_= z8;{d8`(vrmvD4F9Xj-l})VE@8LdAS4@&=urTw$3&KaOVDBT%zk|0eUI#n9(-vPP3< zAi}MbT+Ht@RdQ0z7b#PvGNdE|ib?S+6RUXW?qO zuIEBq>wQwfmZMMAjK{mBmRy&UH+;x2x_nx4jpta@E&g zD-@?OJd>YONkJ9ZokU*&2)8x2Dh+RAOvJSQx(f`JGGQ5&`fds6a4h1+(UwM4{enN} z$#kh%z3PorGp@cNt$IWe+02Teap+le;eovN*9ACVT1GeBSD&`_aiK8&mFY8m}ZhP^JN#$ODS@RkP`sQDD0Eo~T> z(!7(jSN4zYK&rWmo8O&j^I*LBKE9)f<{TMbM!SkuN_A@jQLxIN#MFsjYayo@vIlhm z)QsBeGeUkB_TNL#uKs$=qxRnRj}DzAuav`_>6Nj~nrlS(y`p7fC8dLEmv*CZtGs}E zoUgo8awgO}n4#DAU}2A7ssa)SYlaYIeq;0jB~|1(xzhw^==^T&8yo@ee)$#(x{#8f zmTw}pBT~oI7QJ74B3ir07DxSM3(_rADqW^FJo2S}n4Tl!N(c!>hGx-3ekq%&rWfN8 zh~KK4YWX*+d@kU*P^_(dN%RMn?A=E;z2?nHm8;F3Ca?kaKC-R2xVV#!2R5n&?Yscp z;E*?@uZ<0){pp=RW`ognc3{bq;>GPxp_2SlbFYU7;<=r_)6Fg5G?;%dg3WjtrHGJv zIzVo82)Hd@R8)R@#5pBFtDcBfm!6^6l1NX}NYF-<4FvldlEW8aTEph8h+*^cd>{t6 zvW?7|JGv&-t%llCc>wL9BY~gWj*qCWyNlr*jw5ockF6Xf(SAe9Ho{m~@xvD(> z9WL0pWqJ<7{yLm9|BjyfTr&}iC{Lbr_^#&?Hc#cslrg{MWr2jEdx?frfp`5sj|DiS z@NN8C&QGVZJlciS!5=_h*cpWh$JanLeRjKanP;tFx)>z@=n1@b*iR?sPLxOUtb$oP;plj5;O~q)OGc8~+vSILn_Kq$-4@fDZ2(@pXk~ zhTpe(B-PbxrCw*ezy0J)5-&a*T@Ug|7Gg{a!bCTqk9!v{^KJGS%^HafwCVC`M)J=U z4tV`k)s%2i?}>%G-U^vIV13NOZE%i9w5g-e%P4AhrVM!^HEfMy2!kTm zGSnAwf}LsIZq^2lzQ`vGt<^g`p4fShN4oTlDzCwnw{U2=4Y$$1?I1;5t(X}0+I5q> z<$PM73spFoP{z3pb$48$s>zY6yV3emk0*wH#SJUX#`_8xuWn#O4q#II`uVoX+{Ms! z`G=+TdlG9*MA(vPAN9O3aMMglI4rE$F(ZT#>b9+`aK!?y5B-g9H`a%`8U|nf zTF$_R9o9AJo}QoG@MtTjje_Z&X_9lzlmwli{IgzitTS4q+WyH;T6h5aYFinWuN{n= z?e2rxVJ2VevdUy!o=~L2JH=VviwtQ!{jir51GK41!1^!nm2SMHufd z3#h}hJ^d!9RyjJqnK~G~oU_zYZwjBs=TqqT=Rj>suTAn`=@-D_-R|<*jA=_Ohdtzx z;9&Tv*~q_Q1l0=3*Aal30C(Tm+5nEnk&v0*t)#c@NMf$$VRAvU$b6r{({k+D35+m> zIjw(d;E#m+&AcJ05r3vlKCxm%mPAm8S5#}IUDRWL&LV%bheWR`ZcS(G>@3RJ0eg<+ zbkjLOBW=iYn34Be#xi&7&ebPH+hv#_JgRVuyXgPsA$gRp9HZgn2*Xp{)#6CF)~zPnu{UyL`g& zaWQ0gvy_Q9dA;Eo7t;?Uhm7lxVq1b>%=av~(_NNTP0mlRH*+WI02LE>M8`tNgon9GpGi=_P_;Phs zKG{z$>%4<7gZ`tIYE!lZl=1XGG5{hB$eOIMY_O|;70?<$fS!g5;w#hM3u-OHeK`}`S+zq zk=pFJ>hB+f^e%X~m$j)>+rdu4o##QI;HF5?+Z!a}e_HVG^!)%$8nfskDagKpfeS;Q zu#&j>bSO-kMXI%X%O>u=ucdmX>uovEm7)hW8~phG9acF~#BybQ2qTF2tVfep2{kz8 zNk(Y)rsTm@5qc0MOnz0UfyIIep6MrnYhW%~1RNU!5cFevU;PQe6*QkR6pFpwV>KI_>!4wjlglNsHGA*3+uKww7&VHRR+x%Zd%;)8AYP z^W`oC+GvRN-1u4o+9B$9Hu&=<*VePRarFIfNT-DS*g0HM5(^XM!L1ZOrz z#QG**Q4xYCUwm9ds^|;U4ziDZIKP4l3mB$2yL*3VhP@8GB4aF`9mf8-)^FiX|8(Z9 zFFLXl?)T+@vdc2bBrwBl?P~Syx` z2n$&6QR{|{rmDN`L?>A5lVruzIOxDgoz zKFm~sb6Pj0IgM5;9?qOBbho|l_iyV|%PMz+7|m)6hSTo8tTcBfM&cMFR*FU&O)t*e zrR9EJ)*N(s!PtpGDhUNu^D^P4GO$Xn%2z7fAvu=}n@M9zB%4jE@dVYKiJx3$xj_5X zU5p};|GO3$8rWK*JCcj^(2AUVL6o{{hPDeAAj;=_rtFF$Pi9cDh^&PL66cr8!IR>U zoLl{0?cW~UI$c+%4c&?==!O;|3z5;>|Bx%(vPG`|88q0E&#OZpE2<{ z2+LklszM7cS+n3rLQx2(G~xPkDI;3+dx`q5|5hK>OV^MYtX&$u0N?W81=seP?7=_` zuErz*ad8S@)tb9cgiVq{OWxF9Xz(w5tW5#%GUyE?b*?_Yzjda}M)%!vziHdf=_?JWJFl#Lmm3;uO;A^zLD z&L*Y8JziiCjev9I8-(S$UP%qvbak8r{Ra~Lx|m_uLYs6uP=?dWTO8?ykt1j(GQ)y|458*l`cLJ`%U@FM73 zQ^0h2f?U+8sBtS$I=f2$%|Q8{nA9PS0zwzceg@hBpr#R?WL1FpYTH&o8ka!T$7JTe z76ir}kRtdh*cNVc6Rg27fC3r39^}{a*)}St2^9J6;bD!vc~?(4fjzrJayt7xJqeG% zjh^D@HMTn|rfonKQ3LB$4f1E;|Gm_ec-*qKm3V@GV3&*g53Ysy!M>^lb!Nfbsnhhm z*fgWo>4oIkjABoRZ*ra6I9O#%S~d$vJZlwCN;0VulChuXY>pvoQ(FX#*Y$8h(`5o* zm0KBn{U2}w`-cM?lFN5}<85q$QP`&q1o))HpU1P^2eaM1?km~t-4!=+0ztFKbAN6e z5u8^WbXosio({cy@&47&{j+(l7RP_(59+T^-)ik=^Es5Oz&X}*zoz4X#J`{+HLn3+ z+6gZT3Geyw_-q-Ar8u5+sBk1Wsc`BY?r7n%{tXHh()D$6&aMGQ?m7fifZaP>Zj&h@ zLqKIn+pi#?Nv&ep_g|+43wmkOO!`7Yf|P9*TM1!RArwX$=H}o2y&|+{g%C{t*Gn+* z0;~UJ7+fZm4m=zslHUxxJN$bw=0_1Uy|B_^(f;MIs$1f+_N82T>~-_1q<6p1a?tSJ zTXdvijO3&ONn&fxF|ZeKHVeg7Hpqm)N$@wqD-Sl{ekyl)XJKmt(%ekcB`o~(P9nXU z7t+p0ur%wS=W6Ct z-)t(xsPN|%ibDXk*i_54?^aTVXKlw)^QT_JccUwa&G@nJF&nt$Q_^PYl#AodLJ z11ZP*_>Z4c<<3$U*q2lrpcQ!DS_0w9lTF zJT#BtDjjzTiP6C(^1fcm39pT2hOoA?T#V>O;e0M8X~8Yi8Q2)UeSq>7rG7(dE9~@2 zD(07>09gv8{V5^pC|Pz+-gSLgF&S6Q#>6ljR1!gh+iT9KcXsQGeUfWw(l@|Ry1ZCdD^ajHp zAUPvZi&@G_ek;p8U`b(LDLHZY@}BzK%Ui-c4QJ)uD`-`&bnl0F41Rd28X?$gwrUX@ zUlyQ>5cs6dXzFNH)p4yF13~jpN<=TsRawYJOVB}ZI>h;giljtozZ|{O~;!OBo6`_m|Ck0UkY}PNrK4_7^dpnzC4foinvct#QhvgJT=T_mAv31>L zrkU~8sPBhNV`{(B$EswBSmpu^SXOK<70ApZGcZuc(p>UKKAmLj+aS~5{$|XJJ6Rk% zwH+^$K}pVvB=agpgU51~2&+!l?&BF%u>FtAn~(n|z<9sya~FU&Ho|)>=!nxBe(?8E z)@Fn)Y7_a+hpvv;B9VEe2&@H*2q+#t857nKFWrBX1|9|>{@qC!@@4u0^PZTIQlBy( zoV><~ImI#XTT-t*1mg{`cl>E`+uixYFAy(jrqPqQ8;>F(?Gm!0E=R%2N*7?pg4FnH zi#+7do)n|V2)u*85br_npKaEXkP0zua+<7vg~kk{X7zfMB!x$%-gLgkD8%Lt%<^m6 z{a170Wocqz$Hyb}V-cn&OoRx~5$J3{FOY6*W@=2(<{-xyO`3zb)VT8vyuHR_IbALl zhQ=Hl+uad8%U7Zn0<|CL!G0fPPfal+5^&1gk!)LnCy@3n0+^>du{btKQ7G^R1}L!S z)h4qfgCfH^NHlsMH*nsuH?EAXMMPE}!A8~&f$Y8)2XnkV0%@)iPdd8;zCpq2zrrv3 zC;T#@of=m_k~tD2O24Q#-6%RMnPpBpbUyc!KM@6bYY1mE*K!8hkG%Q!aV=2lRSHsdC;z~n`mG~&zf~5_}|c>@gI&byC|G+1$eU~ zoOUdm{#K9*U+lDqh-{iNJKhD$58z}Tu5Hq`B}h%^>Btb<(DdgblPZFq+egO>5*by% zM~Vpf!$cod_$hER zG7sT&*D8D4P0!c@w|||WnPdb{M*q&B5KP6LTBwco1Qn%zWLbAi!rcQtIwttm2vJmy zXB}r6Sb^F@mGM97(X8!XuA_~z5>2qZ!qP0%*8x_W9p}mmv;9}!Oc&@($}=^&(+Sw= zfPZC6TEo!_3o$`xz5fpatKq`Xf|^CU3>HkWP65#4?bK>K9uB}*%G5~|lXu4M3A;uuKsVSG`(JVCX{Fe)AO4hg^Q5E1Sk%CpbJ5uL6r)rm2fgb$)1DXwA z`4gMatCQ?VksS_z5QD=3&_N^On<4~>?WdilyYt}$K(Fu>HX8qPMlhsO^G{|q?#7n? zU`sF(B&gx2qBb$MzSsD2K9!0oVRj#?bTo+9O@xQ0cxqcV;P{8LAQQO3>zvD@hi5O; zxoz&2s9y&CmVuMwp;Ss^-yX*mfH*~G@HO7U`5ZrXA=yU#s9qM6NyDPL{r_$M_8(Zf zL5uV5t$(yu0Qn+5_P4hTO~; zXzuvN5c_`(St;^ARY1T^j`jk##DU!~DzR&N~m)T=w3F z9iT~J+S8ynTJ(Hxe|7BWWi8XNWd=RF7^;Qt<#=;#( zn`7eXni0R*N{Hj*8xd zL)=5Hn)~K%!s z{+H!|tpNGo3MPwM1Az!d$>DtbO(b$2I3WvVwllF{yQ7DybIBl_%FjK9>;cs8gIOq1C(m ze)k0wf+_We+@w|j(e@UAerk&%T(KX~^YgQDpZ`ks!VPm>N$`=gxool)JXN5>MEX1G z$+$mNjb>i^%FJHnOoR%DHu8*M@{~5D+{<_D&z#nr=^TLy@_;yW=Z|!{%QN*84jyI} zFgefAg=h5G&5*5JSM*+M|0XXIJE7nROFCIYg;Hhwo6_+nJ}zLIXROqKAY4!P@6l{J zI%zu6&Y%1ClHlu!s8wW@IzoOQ7dR=47~562-0a zh?v;YJ&Qp>dk%|NA_CtgCq( zFetYNW^#|!Yp==Ge`NReim4Mu2KN@^9R=@pErvN!>`^P{F)<1Gm6%3xQlZs1-!x z2|EG#>4=4-`fa&hcn<7>rZ@(&v2^p;+eL??K)9qNIUf zDR5GrMK&rb6KVt)Zie73uaFgIL953@_$eFF86EblwTdZ6O8^;WwvCOve9ous=OCs1u&665ZrK=Q|EgP3YnWTG3V&aQ zk62m372xmgY7g}%(h;Z9N^F6efzwSdPQwAMJ?h54jAW&J7C&X{lGKG*RaxJDbY@ zGzdAUH%=PS0?MBtY5D$uAHU?o>5$S2K9HleSc z435-TJKl1!Gxtq=$7eo>=tHc*%oq^fv~&!1gCgLL`cgWe2-Ko4buYwRp|4j*E)UPA zW3wXe3)1s9!wVQ=m_&N|RAw!Q@9A;E7JeE^?vGbAyp+6Uv#kRpt0{gsjjP^yj-f2~ zp%shZw6AtB3%>u2?F1d3Y@51Dgma?4hvWNY)?BMYaw{W13-Ax&QAvGH(G8cVndG!- zV*C(DCz)TX0lXt*>WFao^2aEXrshjIi;xwQ{8OoGiRUEiG9#HXWwWL`;@PRT6-Fu< zLaXREjq-<{Udw6qN)Jz{9r1~U4wlPr75f@J2&jEeWsZyOUOLsNxg5;H0+42^T_!@y zPRlC;$D>{rl;KBJMsWosxS#U;^m%WlXZMsQ#9TtJ7%TQDXt<(?1y6P_zSZF9oME{UeaZIVTOCF8^*P}9GZ$i_ODGlp<{I49|!O3t^z!UbqR{-)a$dnn3GgsBeB-ix4Egh}6 znsCwo`uf!&Q#qCzawm^N8&3Q^)tkOXWmXhtFv!iJJ@7b!Ig3(p%a4Xm7pFs2T=wLX zL8&WV+|HFk^zv$u)+0Vb&x*~mFDFH%w&*vXiiY|R2{C`bW#8U@qib3IcG9hP=6J-P z_&q(q5Tn6h9x~RLHEBl|pzX9c;jQp4b-9ui>_BH3o3Otd0@q4Jl&bI%^{~uIR#twl zE1owy2hkO2niRo0IsBXM1+rzikm%Y}lEBTXgOWoRZf$&I@3=z^Vx`?-d9^*U^lBtQ*@8ttl9a=Snp4_Y3?$o7s~##*1Iy0G6jpN=rX1%U>x1k=GGpwj*6v zm29nvny0QJ;gY4v6^e$qpXJ6|Fqne}m+o&T3Q^b(g|e>=n51!(yE)u8O6$c>Ww*;n z93QL>EIwMaqW19RR;!Wx+-|?O0cD;~p4)Z>eXw$fRjK2EFNJXqYN8JrACcE`*g$Tp zYkCmTcGnd3nE;AYx-09Eic8ne>vqjbJ#q`u1XlYws{F+`u*dltTD-aMArQ6%yJfns zBF9tZat#e%t|xJde3kR4Hfm0v&4KtHI+r{3dDO38&V1BEBb zk)p^zN0>w-nEquQ)zOIf$tnn<4gx>2rqyrr(Yr8mr&gwyy*%}GkH3|pd%xP3v86q$IofZB9h;YOZL=rgW#gFaZat9jI$bzrK#xLj!EMB zuc!n>oPi|LJzx(H-{`oS>xrYztt%}Thy7Q(mq&*aRA8LiCUmA-v~g4)2+DJboDsAf zs-Kmao;M<)vG5L{=r1vjZ&Of5gX%F zcw_7JUhFHlh98mv1OY|dkj;WIvt2Bpl^@jfX=k+Jx7kbiWf^0YPt2~}_cms=nu)S! zT{B#byc7iZscxw#r?rloWVO6;NlIvEre?xF-dxS^27kdho%Yx<1cio&otC}34;hiz zQHk)!m93f}A~F|+*Bu4>=tH{vO`G|?+Werz!Cu*FG{RM|aZA{tX-#_;*wwSbEN$BN zN)&0*Ib#COuDsw``q6utlO3OX2 zNzQ@GwG5Q)i=fghNFfE)L4^zY@)Q3Z>^kQIu_- z$iiBkA~(faY>&oViL^#LU3VxiE~DzF0TW>tNvuJdMjQ<;O!-H>;!v!7v5_4OzXE|M z+LNoXZ6@Xv@N)7)A574lTKCR4hW#403ffRljDZ8$TfRI=A9uKgD307G%v; z9J95D-n|9Sun)>_)?V(ySvf7*gy3GTKWD4)js1|+9dK!5#s(&VzoXZlj9}x{B1Pw} zpr~d^h{G{V1G_ORhBk&94(_tsHIOs!B8ju96Acl=qV^Z{OjG0ib-}H4g970NeSbry ziI^}WgZh6q1e@7#?!_~Q1SDdA4O{rrm@oA97uL7ud&ZJ4?tk345OLLsFm2^ybOSpl z_Lth8iLxh_vZgVKa6X_&P3u9d-h2OI)WmD}iJ3jyLrbae)vD}!06jioyU6CFmJMG) zn+=k)R*+2k04(}xhq4jY7Wg>m?j7N3JwuhY`&6a*U^jO;qJ`~dLQFJ)wG!nnk8+H^ zME`d}>1_~H%78Uo!9bs5epmY&`N}S8^^%Lx3TR znO*B+=Acgcaeh$^azA7{H5y9=2`wzf-W+al?;vC5K5|0ouL0JWKgpqzIPV|n(GxV& zL)=8;IdxSht)Q}vAJQ^nj4n^&C{d?ByV=SUj~+lCZf(e zV8Q&pZU)j7OTZJe+^Udf5_`rLRhr?KJYt|*!@MhX8Q7lH^jtTCK?G@xSDBZIXF zE;41=PnYijRkHF^2FD|eP!?aCH9|T%RpnH4NkMxF2|!S_lPsgwdVyn(u9X08nfsoY ztb9za4mvCfqTyh0-G=vzm5NvZ^KXaYZa4WoB_12Fqx%Gyr0!U|C)H5SR2 zr6`RQ${F`@oS=}f7+CgG5-)vE)Z^^c(l`XmROm(ix7ABkt{EBmN0gfA3p?03N+amf<5)V(9D$iQL!KF?Q;XS{Sd#I)Bt?5;oy9Q;k$6>MGn37jrdDDBOv+j(gk z9t1Kh^fF|u<013RZJE$In3_mYb81A(VD)Bje7V8X=)q{*?*qBZ*AbJr`%d}>K(%iCudJC$9Lp-o?d{J+v^J@=QpjowVuamRObLZE1w1MO`UfPDeG}5dq z%2A_GTLgds4FH9WJ4y8I1uL5h{CK{L&#;rtRym=#PQ=kCSWO{oyEI?TU_@#ytJF<; z(p32{rjhqeA?m~chn*EZ#d7f7vgrMiaERIo3M2;nt*q22>$%Osqo4)6XDRuy_=5_o zp!V4+*RpNr(w?RHDl9rvn^oFn9&vE*J^kFE#lsg@_9jd%;c@cwJ7Tq@!=t`vcX{n( zc|{VPu{<%A0|2Gh!crALq_lj>3#n4!P=*14)6mLESdlb&Ee=YpPRTy)#-@po3i0%O zD*D8ZD>6@$M#jpX%?4tpMIJ;o*)qlbVGzdJ!j+QhXb~)RAY8effKJ}CW%tEupdQ*Z z%sF9B_{auxc%%K$>u_EgN4J?jjtB z2h%)uqs@woi#*feEdlO3^a^KOtOzGu4pE2jq~SD}`?NMi5sEy+AAk9br@j?2rVVS6{%P{#uAk+OLU}0Lsiqh-_079_XB6yFdxV@6+guq&yx-OcGm}eCd2_-nrJ!my+>9AwgH~^% zjK?sP>n*j0tp#&uAyyg5t)%cQrzfs5G9HLf z$yc+Jp5KVDm)-CYQtjjK@Qx5Qv5qz%7{GiTKubVt@&yh*bR-q}N8Kny-NzonAV8yF z)ORDW_F6@Gf0&1PkK5qPe<-8uTZi!j7x~}_`Gr) zvuHlJs3~*6IPmF)aQ9;Ntyt!4ig|4$$45tZmTwp6fz*w|M2-aCBe7K^tK_-V!{m>= zl^FYRKQtnj7zj`awJA5iIu&mLoFfHO;X>#de$GPq&C}6xq9oGM$U!l_#a<~*Ylo+d zXKe9T;&wCVpZ2BoKJF#HlQ7LpQo5C=fIl)Ram_-z?E>H?FSoFW3ho^`ayypivlvM* zV*kW4Dz@K5@$a~$;GWc*X)f&QyIIzG+j(SHA4%v@q8xcSQA>Is)kyCgfj^2$e=l>6T1mqZQ6S3tp^7jr7Tw$BOVqsN z;QuCP6L7@Lj$<<2eMuUye3r^pT<{BQ-U(^8**d$_y5qED8x~lxfj&*)OM~*zB(P|C z7pYn@9pop~g{Mffz5BP?a#|YdjwWl3tB#O`*2NK`<10*wo&}Mey6AJ-0O(jxvN~HV z2?=k^RnoY|X)}4Hn^~xTcui-QmOLwnXnkv;MU@RO4nH`JRazYx(&KcH-$G9w_H^`?@Nfh>4knQ%utX$p#n)N+0JCc+> zk-4l4pIEk%<*^RXx#4K$f{DVx#gSg6-g7vQsvf*53j$2$M0utWy+@ao2WBiJLJ)Ar zcuGm6=-5Cl;q>Jw)q9rDyBY8T)S=3<7y4C{fX|FMNh}RH1Wa{`x2jM>Ve4Q7|Z5V{WI*1*%q1RQRUeWi;G(xTcPA@ax!j;#)|3^Q#VMU4sEP`*w&ldEKaHBqXP(%D2i|$pM`_#YBVtY? z?`Kl`al;};Rc@nS^_AKM1k|W*K<@0b@#!gEhvi16#&a zLac1RXL-q-5qjq`mXaX&J;<87xu%t!zaw;^nDn_uGC4AN*Sje+|0hJ2i1&n_<~9(a zDxq0{<)lWg{ApCGg?7g~@o%6##!eNj>{Q2A!DPmXKaqa0oA*la`Wa zYR3S4_WS^&qugR&kn$?=xf&CQKh0ZWYqC=)N=A?B>ujVa5Ymn<^Dvy5ab-vLu02>= zgY<)lc3_FD+uJ{Fjcx`rorN^kt-5EJQ}?$&!5E&u!n#fi1ph-0r;5r!?m_iylij6=j9ZasGWHZFZPv+f6moQ`!d- z!}OzZiIVdPDs{16K~pyAu1{8e-eX*v0lXV1*rw(M$>!i2q#;abzfx_4LWeY|sdm|n z*r&vAyN75pyyyDl4awYZ{qk$Z%CsXg_g+IPNGXcA8vZ1p>pWhb;CaoY65Y6mZii46 z+`&IdR1|7!BZzqK38Uuzz+&qVfHyah_65r`B){24>inHCgVWF%KUy2|y$o|O45n-^C4>h>G`u~~<$ zrF<|i{~T8Ndz1Fwo_UL$SdM7_5(Pt;Y93G+iD;e?-vD(d6|aEl%hDtps7faA`gS?1 zdQzufvkKOd2s~_HH=*`Tt#=8(p*^lF2No zb2cU7p1#>szS3a_CiFV-?|6)4XYMe{i_eWBZzK7xtI7_TY2+_CH>I zTxLEQe5%i30o$Exzdes`)vVNg`!vl%CyB4@2x`51RLR2Yq05Nli=Z4_<_4dD_v}1t^^Ty1GnXm9T7Q9&Z#yTsaIUa2kXp)?;SY% z?2Ed(2ijg^IW5h8(Wo9w?< zD3@xJvL(`^{6_tcn{s%OK3;AsVpiv@;<(Uld8rc?nF3ZwEA1QYvQY`b}5Zt_Ho>SuWN_iE-E0~=x^D;_q2?@yZ#{u2$EHoEZZaFW%X{_Wc##flI^d@t zEj;zWA2qkE1X7PFvKSV_iy)*QTTdQm=Mq%1V`A>6Q@mkyTqLa5+r4?3y&O(w zX0nF5>-V+OU6-m>JOuV|ZtA2tx_Hi5x$HsF$i?Pz`o->*vOIvYo0QK`4F*q=He2wM z?zfc;)m(gt2n{Ye;{$D{x3&!F4Bgtn&Y63nWORNw5ovR#$3pT#D-VTU#PiBAylpxo zNv{gL>W4t2mFCrU*VC0yy@-?9BGr4Ryor&5EpNg`4aQhSso|f6sl(2RSOq@nYF6n( zPCw0hu=8rp794Ied`|@&@#Kt{X4L$iJMW22%8k8xO+P2Zr<&EKR?mMb0+=IcupRvb z|KZI_Fn8@iz^qQlP+iFjj`u6=40kyEr9!~EZ12GX?NY&IX)HIzn45oNfknHEJM4bO z8++T5ggd?~JY-&lZj-4>dns{c8L#0FINVsFIfs$Y+8y+qzgAWJh{fH8s_eXbYa45W z7{GvAuqsg~%fre@XSpd@&d6ma$>rDeU}g^S)W8B^W*+A>5VM{}6;y;S8H6L|W{WQN z@k@ASB#|m_RpoppsI!UxQudDl>uggx1IzFi_`h(!e6TVtd7 z2Mp%=z-d1sDnv~&h1cR@s%NtuCFPRiBVpL%e{e^7_~Q2@{9BO|0K{)9+1(j6A8a*Q zn-cU;9i;yImN{yUK=L6Mb?L9?HK$Hz>h@dVpDWZ~ES3Mjg{B@~sjLe>y{t>!z$U#GK^L(iQ_*!z zul3J{qOLUyTtRdD9X2w`nMetIU zr)|P$@h72olTZ0%__##MiMY}02*=j2Xn*kNLq|y_OY~jEk zwENX>p~GuX0%d7mlC<&;<1*I|#QD5Bc$f6K(jAeF-6TXjMWF+Fx~t&Jb%Qd_SirfW zH?u+O+axglTq4iP4_b*0TCeJ#LMoDOgA>1caJFh&|IGa+-)5SS+kdj1`sfnyezIg* zgSEFq&|Jl)buZby9+pjR8J--%f#m<*dd`cZW_9f83`=+FvO+wai|Yf;vp+@_9;`_E zl@}Nyw(9-Ay#T@$tG|VjUyFSMJcP7Il3WnoZ;AZ-1POecS z-fL}*V-nUWm+Mm4{bbE&Y#7Ml$jX?S5zqAFH_dJZ31ToI&D-}}tbzxJ9uOO$kC@;J zXoXpWlhckry`oaX^`4Iqxdj#_`yea8N zf?a&{fU+i+(~Mk7vB=#FIy&P%DJkNP=r>^6`Z6}E`^cEgrKb@>@`GK{X3UAns@lZN z&28zKLAHSeN5A7ScqVtkmWEj?m#$|!l{17ERzfhnKR{NRpzl4qRX-?9UwSnxvd5LK zbUwaKPRfmfP4L$rxzkR+@FD6cZwtDM*c@|}ENTPg5z}7)guy_FDQE7G)<9XZMeRJ6 zf|$5>RQ|a%CEkk3)l$WR#Al6$W;M{=&h^!&w}0Qge9&T1^z0sL5We_2Zun&JU7xpL zdapuO%8cA+moYQABETq7aezKdvxl2=%_`AP&-6o;Zd<8 z+~ef$O!N~B5Xkx!HRT2TR5;S1HAn3aU9Z;z!z>XLtZ1{(nW{EaaMZ~k6OeTCGivWUu*Wyvo5nYH8N2=vg@PM0!VVRB#&r0MNHB7gGA4V!@9qH^vtkh(^ z%NESM$6FrVJ~M8`vMUgfW^OmW%rm|l<(oGguIMQ4T*(>fL#bt}`t#=GgA;DD8l+Po z6*KI>39u|>@hUzi09shk<{e!ov)i!$aW=iFv!rsS#$u%B?0Qn;FEGB0bJJFwjuL>G z&Yt%9)juIJY5!b97}q_)5nUFZL#J5pB3DxXoY10GQzW+R7EJB8YRY!JY&$kUFpeJ) z)E#@k)#;5zJC5U(_X($=uxv0P`ryMPC-e3YT4?3q_?2%;8toyRyTcp9LQB05pm&i; z%Z&VJkbzWQIg}qr539V&gl@cl=Nh%NO;a+0WMz;?@!b(*HGK9<`WT1;{r)gtQhL?5 zxDyXCNy)DKX1I}<%){4(aFrz}V%#Fp5oIKJZP{2G7+R2g$1ftWNnI!UGdsTbN3ILQ znBL$JFHqten(Rn1buW$KpDkwOs;;gnT(lxS)k%3lLiAnNxYalX^oak%+*feLwJePW z0>Kj8-CcsayX)W*+}#}#B)D6!AcMO*!QCymySu|1&dE9V-tQN@wf35swP)|{s_Lrh zs_v@lvXhfCK{u%0fg3pZ!{&2o>Btw5(W&}!I&*vS(CcWi!2Inqj#3pCweZ&wCM<9i zOn*DSSjO=}=oN}_iPi)eu}+1qXg|~9E?<)H@LohrM+mQGYgOcY{bHL1tJ$n6HOb;J z!nUG1wC>B9ppu}}bb^iFI`g{^Ik|7?f#e53?l|&{PHSWi`SrR%Kp{o(4fu67Nvzb%}zc#(yL7ALP2w zmUj>^&X}@_h31gERUryHha&eTaSuT`XbZqdTr(K@F&Y_&HR(YiU5!p&f{REK5aRk< zzJm?3L4b&j>nhc&zTvw)j?%f(I~6M%F6-0v=%;MGkPfv(pp=0H1$mm`Kp3SZx{E%` z3zVI+iYY^(sD9V^&?kNc`3d6X%RJpOq8SE6O$Ynz(IyiDom!eS^BiDO41eX~JswX+ zB!`#GJ({Ms>artsRE5ZzbhZ_`V>U;i`b~YI$q}k+in1EGt7L53TyaT@Pzk3(;5MBS z7&}??H7rHO4>0Y15nm&ucT5zp2bEz-mqZB=g2!nA*Su7PU%_{v37I6QDtc&PU^lQk zjA>A5;FVUtbdpsGfs^$KX@`Cfz&=fMJ(%bs7_6X|OWO;T3bcb3XdG87O9^1n#4R-T z@5((>qxRcUl3C-f7N;h!hmf2Wl>fEu5RW|l8jCN9Ruzh=#A+D5e2zJ+4F640<3XJ` zI_+Un-unTl`xQ^udooGSektfh#PxRX_%YjwS>=hY;w=-71L7&V>nsoHpjt<;9O{xc z1tH#%g*i6CQKKIeW*-#f$7fGDJGxJja_}Q|jbVctAx#un6UV8k&1~hoYdh^2zShgh z+ci(rX_cv!`}EL|FglkACf`L0`g?^RT9Vvck~GU+O-VrkIUN|h|Hm&B(BAn?98a_L zt^(3)EmM2gRA0?|LMq|k%@@5DoBNX}@#kyvEkd@pLzW2%6e|30%Gz5NkDTzYIv?i+ zy!wYfiOZPahW-K#3DP&pjTfwbQ6$+%ju%?+Ucr2xt#&QQbFEU+H$kBK?0wmi@}khA zDrUORVzAr;xg2R}w+fOC(S9^xet5-pcgdi_1=OGw<#6gH)#QKTq{p+M3#|Ry7)*sA z-gCy4n_j1bA>pbgv6}!WDS$FP>&r$#Rvxpt=7fymHT`CCrv4&F8E1PfaSEeV(qGJi z6l*ZwLT&{vp;fLRM@;K+{~JjbKLN9XJIGH2iu{ha88 ztMpfL%U>zFKLOBtZ8T5g`&AP6T;aC$dL^if4>LCGJzM*TZ@DkgIMy?u+?T(J)r;z1 z1c|CcZ5|96Cuk4a85bmC`WhqfpQEDA!|iTP`K-zgq&eD*y#bW|e|kwkj_AKLC8zeT%DaS)z)2D-QG@ zqJa{F2;YeFGu0aKCsXL(zkA`{20Mw{*x_G3`qLj?fI!~20}BA2G6d)xLyo*{t@Zzg zB%BTW`T03VXA6RQ>|+9q6Z2v-^ZT;A3IRU{2L$tuaupEK-kFoOGW&rled>^-bhyS|2aZjvXQ#Gv*j97i;Js7 z&J3k`H>EWEzAK=5-4|YZ>f1`EK}virYxTa$S5;R}mw^RXSifgeK2YC(T1jyu@-Zz3Z1dH1iNeS zmN)_|1oWmsJCOe=tKz!MyrU)gZblh6*EiWE&2nnlrgyiThb)AO95{y;?PDmfkr7RO zgQJfxZGOk3nghuon{hMvz-p1~jMpjnlk$1j_0sgk(nZ`iu1I5MTS1o3P6qBXZgL~= zUxxXIzqsTgx55$h9vaj0$TdvwHpKZoPkhPR+~)0PxOA%;Hu4V3JQwjFhcgxsg`S^7 ztVE0>bY@Kzt4lD0m3)1fGzD}bD_dw(<0HLxvvul9)qB%oWm?Xh_D}NRf~{z%ec0%H zLqyIW7GdSbB(z=PF)312(MBKi*PHqtI>scI+a~C6}=^opI~)FkC&_vX$@4f6$*! z{=CyWrsH_(ppe}9II)}N^ZPkT?@Fff^^(BrHnRM6EDD#ooawrMAF1bVKDf>EWX2WN zs~X|%$W-n~>w>qHR&M1nC({Q5eIhU4*JVdd&FiJbum^YHYIjWgsUK?8{c@{~U(aK} zyLs6AAu*G`a>`}EG!$4-lH?Yo?85)>bxM!F*!7+jL+|MqKV1Ch)988`&8O#Y^eq;d zblnGc%hv?0mP5*~m(C0^lj)c4U6YsX4Leh})|9yn9LMZRF-&Az6z#^Ttuwg zDPOcy)rc$48z+T(CVlZ^07KT3M_0bbiVxkB8@ml2%U#&U2@wdKCQ{aFT@ywZ zD4uHb4Uf$Vo*OK<}!JkLW3D#r^!$pBzV;5bYkmQz+1)U^6 zK6=`;5q8O(`r^==BB=41XIHwN>u`hNl*_RzJ@aLJn}6jwH$v}uxuo8EyYszND~;-n zyt~H~Lc7;t&SM%E|3v+fXS=5Rv?w<H}DQ+pWBBv%@NauMEvb21~ zSV>qJ_zv0Xm!{ff$>--X)hkRrqBsYZ=nIG7W#r}1+Z_zoP36%e7uXuJ*(>#{yMcYi zQ_n!=_Eg`oiIioN@4aaZ+L%z#p2DF8#Z2+bunY8=Tw#{4FAVUxLen1H8&O;MNbdu$~2=CbKb+UNUQ zQI}fT%=m&G7a=Yzx~3m%PtVNGb`sa<{C3jkc;&LK2B}wYG-1_K16&FskeBNgI}GT^ zuT{zy2T8`6_nt4Ep0M1R(F;dC#Dpz}XT!Q$#?W1418H(CdanoY;o%II^jzt z8#wTCeVo}+Hj+7#WzTipIB69cM2fa@QsLupN49K!C8bOv?64E)6ZJQ|_be&Q+p z5SENGAY&p`UvTlQssF$V#?QkBuIa|ka%n`zl^|dWAgeu zcAXd-_xim{EWGWleyW|^I40H_Y6<<%PikbwJAA4)9%i;c%jKYup4zS|06>+!WK&5CcHfF zt~x0XWTQ@OAZrM-?Xl-w<7C=C)yY@W zwoqq(k&Rsh^s-ltmtBU$*$;_^2KiBXp`xtYBUTYwvhzILm*3;QrirZ=!U`rSM$_Q1*k9w0uES-MZD# zVpnA&WCpnVLIpgkC7Y2sX=5lB4%uagp?z^t@Cuhl?GmgWD{mqJ7-$CkV_=TwLH`bw zN?l1FMJ|4w@4FO@6fSq$J0!TjsES*?y-~B7seSQZ?a`G7P}J7g3rl_U|CJD{+=7SP zOD6RkV#M{6s!aW5_=EY=Zy{xq=b;?{#q}e537xEN#U5+eB+erS-qphXvZIn?Q~ApU zneW}qvflGiA31}^YJTMEW3shv!)3j1>gDF@iR&b!PmG}3EcJ4jA|53g%KrTR?WuOt zg?M0kbx3-e0qlI3&9lh98lMhr9`Y2*Kxa{BD~>eO4e9HJllh=Y$i`+!pDMd!3&)4K&Gefx%DGZx6!!jHW;$fH#DSBC&U7mdZT!im;C6J-*XoX zv8VF&eECou158vvP{i=GRn$LcBojI`N5;T^ZTmxyhPbi)SQh0*G${2 zSM7NHdp~dJLRGwjVaw?K0=u&&QZ?Q}(Ol&1!Nup4%kR^5;i%Al@7^vJOYquyrjZ3% z4h%O4w}s5#omy9rSi$IgPpUqT8fwlT2RQ9jxSejk;}7V|NCrjZxGRv7eoR~8qY1a? zrBMu#+&AI9znl=#x1`Yt*)5m58+bK zdLBodvYY^z#wq2l_3`l%EOk*PU$tn^ec@5vcJ+mWJ&A~fLM06O_vje)(p{QOJF|o+Y&V%|2#g|cmf=Ao5U~= zuY_uH7mihJuc3iD@_WF?MMk*{%z@Cc&?!h&Wrf*9djQtNby= zeH9ADbE5uKhkU8T&F6gCm$8K!sOQCz4g}t?U#a-qZSh(?T|vG!NuCR(S0iI;TqRT3 z4!b=zicK9#yD*$nqO7p< zYMInZ3m32 zrN3`6oFXdSl7lQe81PsZ&@U7BI6EyzU&<-yS!8a>`pI-HypycJS?xGY z1fD(XQf?u(+a?LC5622SH1kp16oUc}s^CY~?!k2Q)OQ7Vc*J*LZ`TK4at5aZ!>)lWi2Ky!xkUQACLNrlQ>_8hZZ9%YcB zk=aC;FtACouWk=4T=!#@_D%KeNG8{79MMf{`@xSaR~t=NDrNZ()}_)!&`piy`P#yA z%1%A0#-Sf8EHsCdPX!qvg0gfHEE6DZJL^?7#rV71Zj)Nu9JQPy*iUAgz;K0-Wz(jU712xvoYs)T@h-ad zal}>*KS+-Vs>;iQ%{I(H7fV|Wjw4>+;sW{CcWvDjvrm7??N3FRF9&Kl8&*EOPxc3D zmpRZ;e|M_GA2ZK%! z^MgkD^W0xxf__IxzY_x5yLV#$(fohwe?I{dL_Y;{i0}V@HUB$Jwt_WShCIi}(FLvT zzcGYh18c%Vvz6-6QaMczR5%}{5Eu>3glW{qCwvxU|8Md=MZa5)e0VwL3!0Rm_)6>7AxOZ2e7O%AE? z;@|92P(lLik)xMAick-Rl)pkywiT)VKA==Jj>#UC zB643~kNV-CL3kUJaUSSsS|V`~dm;AhjrAN$L~6dT7pDdr;v!E*zeT0e5n%&DeWU1G z{sW}{jufabvQv@LjpTwkW9S4ABuELc^De<3A`cA`c;6Ia6bS#DJI235q@D1juXxx( z3-xek3UD9Zbgi>7k9$PE{2BGXnB@))?C4=ztqamr@b7u#@6VscZybTO8LsT9PbbjxKstg!(Q0RW% z?q#Lgq@Og^ZXqtN$nJ#W+Msb@Ns93!AVmBEL7E^`tPEaaxd;D7 zqC0M|CMMzHyGO!0h*u&N%}&akD8g|g2#GSn>`9}miO+8jxe*c;p(0Skd;%W{d>0_) zhy`;81`a0qP8kl|L4AS>1eY&`Us!c})EBsO0wG}FN0z34bmQMc{37yBs3%hluI;N| zJ0fCxaTmMG3zO~{3WUHym>dLgZ#>k*48nV!g0}Xf&-I|B5rB07QitncoK#9WXF{QadKrWdo+b0#r@Tk$r>h zTp_cUByIFERj9=)t;FZMUS;`~+l@=ezFYBFFMSQ1Ar(d|7>eQz%pWgkB}SSw){L6E zx*3NIt>qGr)>7?|#Z%PJJ^KGnX0k${DMGR$M-imnEWjb}??o}Ha;6=AOrg>58pL~* z1VxM&(Oitud2QAPhVk)xu{iIx8OrlB+pgwapA!{*;Y2Ci>fCOT=~Z>GijhsUh|jDo zVs?(eQXE)*Jv`bEyWPQ|U*-Uu&q|x(CjL-HWQ#utdGQtLOdPxAR>3wdTCECS*c?dpqGVGNZ22D|x9%U$Q`bk-GFazD~Un zC|w|<1xRahmTg6K6TX>bXw&jM5^5!rrr*LEJseBKIiw5uj}l1w{%*EFo4DdLNHMIT z_*Z-ZbOa7x#7_QmpV=|>N#*Sb@J%^6##4`RqOv! zd)sUOui6qIw3B@K_@3@BVU+ka49doSKrt^|_Pow*ZC6oEtfPRB49Dj3>Tkp2rWq_& zk#ZLW%F!jA2T7&sQtXyyr6ts=13HLQQOo@lF)qb3B!lfB&xqqaX2=(l98kld~>N%Ab(?hE~zNQ@{c%Doa&qGjIC><{} zFgBw4EW=m_|I_B&~3Y#&*lp$7-yxo&Ga$&oJHYvJ;^nk`+v zMgJkaE3S~J=;Bb2o_x5*GSL1YTjN%NJgNCmVbV=s_}zb`a0R3q-FCmd z%_m8T0*fxzR^;Bgg8De`O&J#lIdFJUd#IJ+ad}ua_hOFHIt$J|1HUR3ssKa-jXyXh zs{-rQ2c>9+-2=`0BJo$68E8mI$nz2ss%N+?IG%skTx+2FoZ&Hwa>MaAUUOexK=qQH zk)_NiH&zWn0+iL&lW)~#ghOG5RJ#YHC+``OA}MUv4vtv^igCw^bs>VOWm`gYh5%GsDKtCZMm zN8Q{$Wcn~PJSSI4W!WHK9yhsE)EIk(}xi|>wdk~5CQu_Sxjh}9}v+Ve#2QIF*#Q8CaptZ3< z?kPVH-{)U5Vj9`*$x%Bs?61WKZG7;`QZ3{3A$s0Sk8Bv;2GbryORXbt%n&uJiOVi3%LWD}wnL4X@Y> z`?vY&ugi_-UDgI9yd20x)ph`P$EY$^jr+lFY1H9$L)9v$mgrqp@KXhSN&_!_iHp4G zb9+EyVFgoO6`>Yg^&n?;p^$mvfZT~*eyxhd*II|LN^h(92~6sHY!q?9=%Sc%dEbKr z`tbEDPX=oOw&^mlBQo5rfV6dMai+nhYqOp+G;vq^kHyGy1rmAP0acdGbuNNRspTPZ zl3y;1WmtH_ogykfC#W`FmGF)fGzA1#ehtbZA?4B?$kU)H%Awqqhv9;S`h$p{pDW0s zSh;^Q!F~bB?9R3{YK7`v$L)i1OgSCIzO9&412Ace#!E6%FOIM~Rs_E|UnQI$Gz30AXpyQ)1jWBadMZThW1JGa?2 z2>tVr!}DWny#@5ET!Z2$yLI*}i7Ihk+^~tf0ULOYqdlxay3>sI(+~oi)LhMrng&8( z(@$kIHlFiA()p$+cHZ(~d@S9%y#xdH4>6GcXmy1okd2~)?*;`qB{f6*4bJ(A3a)Ek`rQd^U-wG0Q$x=9Ub`i!46*Aee$ga8a2mRB6U?? zlY%Y39je?ON31A}D&zcUvgq~JDPB?Ntd7Zeve$!Yd^4^YKaLx zrRt6P+7hlMt1NL|YK_Q*%J2~reK$UdoGp&jnLIPRB&(wSO{=u|g9_ftz4th{$hz(9 zsOt$!6y1IVMX7ySAWWY-Ky5OOsogeF=L)cl7)rtUVAzZf%!7B(<7Hh2j>v7sQ(>_e!4~1~t0OsR~uc+#*yLSk%fOu}umCu!roxPos zm?yv#%>kL5$C}Ve-wItWFZ!H~rU$T9GltQlVpW5IAs+^CN@$V6L!F;BW7MM+b`~+H z|B-Nxp@p&iuRll63UaKZWif9+cUq9lW}2+c)Qk7nDm5@*Hy6ZgSDHxFbE-5sB5SKy zhQjjib$LcEmCjU)Q`9KUEg8^^`zfP#X@jUU0EOR#5;_9Z^n7U6GU$$p34+}UU+*^rjQLi zHT{&u47qZ`jLLwWgD?_Au;#0#Y|plkAnF` zl7@_&ayxC~E;G~Ujs}Bpl1!nVPvc5IdkLAeP4E76_$6A#4fvf_FU}6K#UJDZstNtR zOI2fj-~a=sOMC|@UW4tts=J&olkv2YZ3}nlfC?+7r}`5Hc5{n5P)H65El7ywqviJA zK$L36%{xP5RE3y<1hz&lTE3K8OxQ3fjW*TT-=nrZN3{guJf#kmngA;KR!(-#WNWL= z#ATd%@+d5vo~m%**7*8Vb&7o(k95z(CwkXKW(Hri-f>}dS`q@c!zO&9NYmn}Ppl`s zs8xTAlK*nop*g@Ys;V}*yNA?mW^4~#PM1n2K4@9*M5}gOZJ{PsPhPkO)mFAF4GwL? zlG!qASUDsF&6bU$f00@MHcVOp>Lp<(@n!(%(pKuSd*2TU(s^%SgUavr{PWq;D5dd# zOL5VVyM+Y;sC#O9I;TmCr5ks~Vfv^)COsd<>e*tlut_0eNO9GiC9hWrWKeLFc$4;9a8U@FPiw(B8TWQ7 zUq63yz1-+y7hU19ZR!-xaX#RC-I6U$jy*+hsbdxX?JrQMSiwlL;&VgLsHO8@V~fe~ z$4?$71^Kf-Ah@w1!4M0`qg}{#WOSG#G|nDyB8CDPmTM2v>)eY@2D3BTs zpy2b&o0_L1XnnaX(#Sb!e`(XI=eZmyy3tVIp}RHRJkxUXi8#LTbtIb&{D zZ@f8W3OJ`$p?&j}f`G2@GbM4;@?*C!Z+6i)rn(Zeuvw#(o2BM1m^=-h|4M*J-6+*;p;p5}EWxhtD z&1jQBN4~3Q{ISnn3c;zDTO_q@b!uCjLia!Jxva>$u>DkMo*y6*HB3Xu6kcXLbL|v~ z=TQ{nrEbj6<^h4*$y_>zAiqoYS0lAB9Gr$=IF zH$nL%{dV3o%=RF$-fY67P)1G@d&=aZ;-=#xj??yUzM63{9^g6+C`RZ!IIK-JUv|7C zQNOyZHbc`saWl-Nyj%eRKb7!uvOrmfsh=7Xk~ccYfIGY*dR2L~C+{5gj}4NP`7U5^ z+cXj#Gy%}_`WKNf@LrU;40~UeooePYhKXXOVOk=fs?#QpcSkypGD&IRDH`%qsYps9 z8p751eJj&QO zdGm=xhd9aLGb|YutP*mg7N6UCYo<_hREy8e^o>K}4Qg}`JONVHqxa?nziQ?ICXkhg~sS2IA_Y%E!I-T6Uz`Fn8nx@z?Js1mV{ zx+YJzz@SorP{_1k7QGCz=wcKdlNc(Z`Fej|a$8(}4>rp8aaGT8gjF*@UkIf+W$dYe zEGIPlc*RK~_GJ({!~7~;e6=8*tT1sf;y-7 z=&u}Uz6I44mxX?HkJIUb8pEp8CNEK<{KoT+eBI>Rr=zUag0lR!DXM?`X^^y5i2bvA zBQ5b|br21}qg=Z=^yum(IdVqyjbGah3KF+lc;P5)g-aKVs#GH5`pns#VAyldvZzOF z(k$x-(bq+;n7Ud1m|Vp(@FWZ(FLRe>G0KW((QsO143_bv-t7lI^^8 zidQjj*9&nN{`plzp=}%Mt>g?VA85fPOEzEG`%o?welWkgTUR{g(4}t);LY>9KE#z8#T8yPIe-TE7IQF@l?xg zraDu`f+4Vv7rUf%=y28di_Kl@>FSDb@}3FDLuN1^YkTvZkEcYR;Wd}f+9zl~zf6?= z;o*-kFrbwQrj+nn0-qJ427+V=p4Y%n!!OxtZ>m&*0nAt--Mf<~QEf)KY*ua;#`RhP zDRHwI_YI0lr(RK-8IyA~&$^T4_M4=l?=%$CMW|Kl6JM-#ROh+kms<}WGiKZJvZoW; zkD~Bh^hUawqh`{Vy0rc*Jc1MtqGIE8fIb0)CNUU)RKZ^<;neOjT@Rp4de`t zI2)~Dyt#+apn2eo6SM_6S!2?EhA#K7UH!KYTmubyn9d-1Lh@~Rgnwzq#3`#jd-V=Y z5o?0|88rd2cUi~CPke)N9+vtG9h&=RxVnIu`0W z)8KDBA}tOw#3w5QjX@Mzh50==NR2DCc)>8PGzJH#y-gGvZG>~L#cE-U8cZ81){#H{)pEHw9u8T8!;O=_;ixF^wT)lN5n^jRa#)XVb@?4_ zERxiBdd{7@WSigL@647OlZgzcdU>yC=eUAT=lr>5_U;8wN;nhF&r6M@nx-W<`81AZ$EHe-mjxhNT7v=}I!Ejgk=knu)Tz+2N_}fhM&?9xJ7G z7l07hC*qzn_LPCUOZ=v)O?a#)s*j}29O8b~jEOm`+ zY&;^p-9xv%Jap%LD*0yf_Cz!w=h!sM&@NG`^hfRk9d+{*m? zgZ@WycN+(Sb|eEC+1o^ z{v^(aqBU0~w2l@%OudrF`|*PITt9*>Of-YX%AmcWNj^CV`wM2MoJ^XYPa#?N8Q35z zLqK2e-Lxgt=?}Fk%gl!RuyR{8G%wC&WMRf;wp<<8-7gkNC+({#w~u#{tq0d2;xX`? zRZ|w@PF<^BRSI+j!YWaXwelM70jRjybIF{njtzUnXm^Z7u$PS4+nv}_Lt=`*rTLm` z7`M*(H?<#mz08+54$^!O3r2b0w9!A~v|TxGkx&&P*?w zKza2bo2PATSzX;m+A48W>04C&=O)n-ejUm%EH0+r6@4}yl@S$5?|P#Wb^Fiy-B&)= zfnkdotnE7%9TqVAuCLBoKFVSzV#a&AP2I3e zRajE=QmGdKa3^jLXi9u-xKxaj@QY^C^P-MvSc%D0?BA2a$CWSI_d3e~BFq%?KjN(R zi2`vsEa>RBJ)8kGA&JMF)HRjXQ9wXLNlltGw-&FYwE}^$8>aMmB5!a2IF+OW6(+GU zc}-mASY-qOFdIB&*IG%Z%8Puei2btxiqq_ut&q%#?&6sebtZ`+1+XeR(R_<*;*^Nc zc(eq&Y>grsJSBf>@AP|irM9hHSJQq%S zWr9kOZu3n<++YJJLI{Pt(fj#4(Vp2utOkCedjDgqPW?l_H$yna^3Qr3UQS1zOu2N9 zXgu7+qvSjpE+)C%IE1Zm)Pk7snnOfMB9ik`b-&5!lVtPdLd(9}OoTA#gWq)I95UZK zj_2c7@^m1~(V784({L%W`&1BD(2-_R!>Eskb)q?fcj1!3TQFcHlrte;mNi|lW5Q7& z(TpFu=@}sgD~CF+v<{rkdRq_Yj1pnmxh{SdOvII0SeeJ$9^GJNP! zCU)-o(S;Gdf0D2F8iv#-#5W#@}mkreGSkHuCq2G~?0F46K`m1Z16vGkRU+Gnjr z=(0;l_0iKU#CV`*rI^W+viu$PB{p7woB*^nN1X+M8o18DYXHJ}mV zxD&2yRGGFH%G?I2^lEmd1JsoqdJ6|%Pd>F8Cw~4aXOx==EVHGV@QK= z!cUW~s`gse$dmyOvNR5taO;YOW^Y;UnGr4dA`k^O3<`V6MD9Evqu@*%^P_9Pb~l_WMb;G zr}zBI??Tg1nR|BjW~{>|H7MjM^^Ep#Kd|A*(;TR=0G-JLSBsk65`%Th@=UQua-E z(23%%$f1=#JX&E(8B;y>k{K|_I%we$p;5tYe7D~N9rr-1{C)&T6=UgyzV5;zA8u%}qYCJlb4<)4!?cSx4n5Xd+ zHS^YV{*Kt)jgNVT3ub$1w1FyhtHg4~Gwdqq*_C}@?jZ-HQp!#=Rws5^G2{GLl8c$9 z@@F(*&}zJ~!^gnbbQXoc;q}7xyjH8Hh0Z=(*d_}uzx|>~N$4AfmJP}Uo zfp&UICD=D0Pa+9a;4tpeGf|>axtQyNgi^IeWrJ65n-xh>S-JDPda|_Srk}2v)8SI1 zlo6v8B)f#eGreAfo7XFNhm}Pd0_%acIQW>wn&NFFQ~Q}jw9=+Hp~g5IL?GqzE?;AoTk}q$W|_I>!_1+sMSwi6WT6SEv1SCr@72 z6(cG=B`PIMqmEs6#T3uX`UX$&qz}@xuwCh>44fp6oSzT{npr=y~Pg{ zB%NBWbN)|924ZNd{FP`_{(N1{19zccVa4(khcHv5a*!C^ zQc>|~qZE}JO7*JNoZLPqe#ci9gZra3%nzAo@M z8b|ueJJfsmULm5vghRdLKbpjuk3b>S0xXoUS%s+sSJEXg45(C;c$8JCoVHuMcbV<6 zfB(#oGHG<4P)VTc>EJ|w=uNfY6VZ471m(K;8ux6l>P}B>IN>z(W14DjS z9L0u)d^yYW@Ok_mn0&!cg!KH@0`9D&FzaS^JcGVR9isGNT^ zi!OfTc{-ReaIP2?#_ban3po%FSO*-*FpcO?Uj#rMLgk5MQQN zqlkNV_-+6dR=j^JOYsJp6xgHXh|^awcwnnyIW3B3m{IngB`f^=LAGRZN1Fkug;V+> zG|%I~P4-LRKyo;nNFmJ_hiOChw?yY!?R*?o+a(WxW9<1dSRpJj;o2!g%M1Ra=k6N+ zUz%&JxSi(HY(HjLTQY`C`4G*g8r{T`8*4UlTH@@h={gd~*#Mh#T1fH4a^6lcSA6~& z;Xpe~OYXrS*F!{AJ1aey{Nvf2hcMG0404bLnkxTGcht1n_4qNHXkD)mO|v#N*`HDU(EDH%o= zs{nYsq#{;IB5aHi`r2Td{*UG`upZ;>FgbvX1?R(DSB!4z8XYF*^|@ zV9T(Y&)-I4le2JKs|3tL9ll$Lw`Aqx%4dvIts+bu*S9x>Y~Xu8QuMf%tl)nAK|(^R zc9QG~OpflPLIZv{n9#G7k2A}nXPEO(-XrWycI1#BUo7;T;$UOpk{K7m?MeYs95k@)dW8IZVC`wqL9w9M z+W?9oYF_k*%xNzYO;_wjji9wOheb_KJhULgE*yJ0{_Mr}`6}RtRB#y~=Xd>S8MO9r zMgd-R@Lg29JOioGll|o)Y}wto&!2bO3uJCvN?YZk86A5>V&mrXw4Ku~H>$%atIV)L1?vZ=jY|eojHRSX?@#qd?2ox^-kzUCsogRrsUQYz=ji3?u_=m1LKbY=}TS zO68AE4W%;`!vlshQMhL&vu{(`)yX$QH0s9JR#k(u?hu*#{pvtbZF&9c(9~~j?G)Pr zL!Z+|fljuE$**ILIX&QUuMrL5c$taZQs) zVgMZLKO zGJj<_AP}$$Tv+|_t*f(Tr2V4u(}KrzCnc{fm$qfENy+$x>+xu6_AEN0a-yT<3(vCg z)g9NE1EW!ihHqXU>!xK-tT3x)tYBQa1aQ1s8Kkv)0NPVZ_L>Aj=9PZQl3FI)=+G$} zV)`4n)C2I=$7I;?$QhbMa7Mx5(Q-dk;qmKTzQ>7+Rn%babl5s=V0%}JGW&_1MjP9taNv=Ka3X7r=Q@#LbR|xk1Q%^Y7@vFro?x zFd2m!-N|*AC8%Rh9}7*xl52x@yD6Yq?tQSFy6IdUt1G5G&KBM8&Lji%^E@s$%yd=OBxWb0j34A zPbaNBSV*AORY1Jp)G!WM+V)A6ME*ksdN9Kg!d*5EMxRmx-tt<3j~5ZQ4(0-h z`MoBC1SR%@h|3%to|ArudAn(nZ9txAGwiYE3py=dQ7Rt_$Rds)D5tkK7cw`0KfVwg zrysW+84&!n!za80vQZ{#pn#;>n!!~o*QnsoRai6}AY$|f(tblM6ZwGD%k6L`*S|5B ze_>Hi;Ol;?K8k}1Ag9t1JwcJf9KyZFeSeA%$xI$VRlF#$vG{UxB=G z!#=}YMtov^M+#)sp81u|H|Q;=bdQ$kndX-5I)lnptJSEJBo*6<~Yfiu57=T;8cmi*d8M6!IbdA;$-6-^o;LP=g2g{Rr*0S z{c#2)1@d8=to5oAp@JjvSUvcLF&{PmoTn~YNNv|#Em)LvaGyj0?s#;C1ciKVk4M4@o1#8NzHJh_mu`D6ZcZh_faVUvk>%EBg)$bFu{<9bNbk%VZ#B1BN~y1Ah!2^@KUSN`@C zW*aTEvj+bYNaXG!14I$04lg0F^TWVJoDc#0!e)>}eRza9;080`%BCJU=CMTfL*};1 z@jVPzI1Dnm!RV$`1plR~t&xF$KTOJkMO^|mlb?I)qr>ffsb(H;HS%CKv`>yR3>0>d zDm90e>;&_Tzzt0Z&ck2P-~$K+66*nE4p1L<)fW=2M~sUZ@heD|uAcmrnvd0z5=J za-iol85`w_>{7V_nR&U=lqCB^D%@cIy?xYMdB&u6x568r^V{Ugm+0HFSuj!$p~-$i z70%h^N*y(P^gDQu%A0uRZqWQiU<6Nw&?a}*n76mrKSj^J#;`y%3?%4pD2Q7d$l`%2 zKj*jN?iz;@MnXOilD3W>dm%@wmMZ8cu~$?s*^u;x6dmXwOXk>RjD=V>b!;n39wZ@Bfk$1RA}f#-X0YdC3z5fS+pS`e0-r2`=NbsihZJ~ zjE>(5H_Cv2Pn`hW>C;j|VlT>nauld#2oCLxB6xxTeI?~Cpk*U_3J zNV1BuqF}wojPM^PUW>FmRoV}3JDwlNoJ3#No)L(Mi1y-@1vYrC9N3o^PpP-qI-IgN zJsxjbPgmTSRB4{`*!1LA^yzJwBWEjx6{7#sQN}NC@#Xs{q;KFp+@#zLt)-M@#!j@V zYP<{`;UD~Ds)`CoT{AqN{Gm__RYv;Xl&Yrd6LCDTu;d-!PqbA$2%g*bh3QibA~;*SoKUZM-%hqa5T zF&rOqdx(|D>v-u&DcRY%Xveh~KR~<}Io!vshyf#1$t|1eC+Ra|0`9G}j}ZKXo*l$h z`iqj1`%sSj;NlU#43~-s?(GQBBy#KP>xUhGWj_%D!nNml-M(c6h~D7xruAp}E`d2I z8VYC$Gn4^|<<{xU_nyrn92M98M(wkTVJ_Ouv`Q>|ExoQM}h%x4XGJ&>DtgVVIV%$eOR|wAfp`XvV zXW>9yP$`urqGdRW z6#&n1JKDxgrR~4O={tzG;xqhBa9SP$X(;I~Vpihh4NAi}5df)}H$5f{M(1&v=%YDD zx{lA52nt|)w(=@yj2Cg(&sOE_$4cP6N0p(VL09}SF)wIfOhx;d9vbX_xy)T8fF)!r z^1X)~Ko6q8g$Q#Z-`JRCBM1>ykZYOwOth0Z8F_3lk&n1aui!VH&OrWHr z2zePzXF9wpk;A8XG5$HuMTI5`TtjzL5`Kp$Qj(hnF7e#ra@d7X7!f|LkNf-O{wW>I zP1tbF@7;@)yHQRX-Q{7U)A0foc~-Q|PphS6L3-JQ=G*#NmszpjSJGIr4gWWT^j)@l{~=?#7@=0GkIZ%bRgdEIm(PSSmI)PAi4$HC1FT zI3k8K$ANT1Ws3Om_IR<)rB<^Dn^U*%cUdK}Qp1EwHAuT-^F}BF25ss$gP~2kU34_` zDe>>76|&>Hu40u5lPMxW6Ez?2{qOnQoI)$vYhSmGZXHf$J>^@6qO9g!T7<4pvTmSQ zlJwJh6T*F#ft0ql3Y zaee4u;LF5(SOa(a)xR>(*C^-|76uO&mUeyCCEa0aWtea(kw^TOpS*#5Y5`s!aNzY( z5D^6+O`v2^DKyx<&S#Y9EOZ;pSLk0#Z9Lqr@ffw&y5B(v|CIK*y1JUva&wqi zPN!L3PxFmhT$G5oxa~UAg(u5yFH71|Cd2eYe(IYpw_N)naPd|&6W=#G2V%U-{7kP@gInP(?X?}JITEn0}K+a?y+?zj`lDK8J&L&UJ+={CuX9>?W z=gV+vQA0kOf=YNm*(;#o;0{o*r=07wq5g=Wzj;l0WdswjP|=>*79Ahp@ScF1+vA>q zq^+l`)htaeBlr-M(A)_Xx-DKem+jqc1We|5$7f_a;oP?Kg~K|`YQa1g`xCu7*GyL- z*T6dHe$73^)!3ND(*O%yY8E+DXhRi2mos zM1uH-ex>{YC>y{fbMCEa?z9-)V0^dWXhml6d#3AUx(ChdU0LpbZ3nnoARtx% zQ$QUWY}E50X<$uiyzSjA*|18x%4?u-JfT^UwK`#ACLi-E2aPz;f(^Z8uLS?O`5T~+4Tj_8&FgDwq4T~ zLWggV&e_0nr+f2*vkBAt6=&z|q}2+EgzUXB^Jo2^@Nt|Tvum1Ek%tBDTF7mLj|JUv zv-%q1G<O($d zf-6lDjFn7*6dbjWK~bx1uP=|g9Zy;9yKp`ibUa)@3F%w??3i*c8Npf(I z83&8z-R-3n=krLTi~4o@-DLfE$BPx3z9S}H%X5!#Rd4NQ z;Sx)~!y@`BDcIKd+q*VJjZ+f${3YdbcO3tbH70XLmn$91B6%0idWXL8WRsP->C=nC z`RR1i6Movjvp#bn(@N7$!ebIDzhpXl1w^gQ&fY%6(2@ttnif8iGYpuI0N}HJA3$jb z1$`yz0+N0@KO6NY>S{J|O&DaUtC(s-cd(~eyqd;U{eINgK4!U=s};}rS=eATV!(*y zaYRHL=5^GHA4K-c9DPJiA*rR!W_+Wb9s+8sov>!j@Iz`C(j;FF2TMUfoaHy0y@bV3 zCCPn7BP04GLF^3|i9AaV5^cOCqvSC2_7+?xzO@FELGfLiy2V^DrjEH6`!p4|md}oZ zr1|vm`_1FB6gqd`VoPYYIkzK9`QS`>U3Y&ktrpnCyxaY$CUi^8Rp6i38!wV2zK`l* ztA5CyP(^d}`PzwdH@AIZM|m{;_4v_YWqG)b3BlIsgIn>A@6UzO>e1n!f55G^GI%O3#y1NYcmdBPo5=*nI(!9Pb(w-hn zQjn04B_?D<98q5HfmMOs%>N&y80 z^}3j%1ee(%mBFaH*d&+C)+nik{ml!qNKnX~fT zbeV44Jsr(<KIIflKzdE0z9nM?S1m#B&Gs%-M=sF~CdI*>|wG$ZC9XS&da ziQw#XZ8d3qt8#r+ZF5M|yqoC71pcrdf{<~s4YceNl!9+%mMC|}<+P1b5Gp}UZ*HIx zeoIk>cmtYsP}kl;)~SP;JI@7eeqt_4njXEK6%ev)dfxeZn*0K^Ew#^6iS0-;d93-V#7Z>+r4BgSC)<<~F0LEv5_M{Ztc2TVnVha9V{gH_iRDeOqxugp0f(Tjn`cv!<2 zpK;udLszVh*%Mo=Hl51wQ!ef+v3$04`Kg}*cJ?cT^6)hzC1bfTrW99h ze~l%v;C*wn-~Fohn*42B!z31)>9~Wa4AXhJcD0kydXIriRFeL41aseID*EzOn8NB= zCs$-qfrZw~%Hu7}q5F^f++S8kk*%IvMxCd>t6#NfKi>wZF&Tv>G{gF+<)1K^4NStH zjX&aRZQjulc)QP^#LRJB&u6)f8x>SM>OY;-J|~T}s)llg)Z?Xj9WB!Y$=y~p*P3_l ztt(MkJ?=OkR2Q5s-Suf$#rRuGt#Il`w&USdU0%=`uL?YOUu^aiO**fqML8wDJoHV1 zMXnSaKcw!jup|O>7IIK-JK|l)x^8-KGQNANM*1+8(YTdK<(2dO+4`$H6Pd>&>=E-X zKbhVZP3UjWf$Sc}?Qr;7)wVD3wDW0#4i!*cqMo1LiiPq4Krt1S3k#^`)9w{qLhdks z#2m1`nHk9q@%ZYn#}LBy_$@%Z2Hs;%=VovAMu5~X(#>w(>w|-7-sC`d273_2S7j63 z52LPr^VbvbkGA)p%(%2av~!GnW>(KGO^MZV#1(HW?rnv|T&C%`(d0+Ln^Vn!jEY1+ zK$!b|YO%~L?_hWfF>f$Ff`#0Z%ruF6nu2wCJ)7#l1iPu9e=stO5Zdx|HUuYvw4eyJ zjHh{Kc|RmoW2)HIdA}UijzZM)X`{;P-s^dob2UyATmD>L1{)6r4ZRdHEH*tKo}EdQ z4eo47t`j*(9Cwbzhb5&a59PrOmH4J_Gsmi798*-LB>Br~lY$b8Co6)_V&SqO`$wc$ ztCzdf=|OI-WQltU+{I{5vHgXFDf)Ur@&oI(`_3Y$R_4M*8Yc<;KzHZGzD%8kGak8@ zlpZwYj{_(!lit6~#9A7oc%mk6lb)MP<2S>k%C*v*H#w$zUK^<*wr(4wrv3NBVC85P zQa6NyoRn}M^l9B=7~P+KN1I5kv|J>qms;JqKfwO-i)r5*cX{p|#P({lIP!S3T4}$Y zZ>TwVuPs~j22mNSf;rQB{G*mZz{GcDoD7%S54*m+k2}*J|CkcKFF}`h-FjoDq%h`L z(+U|(S{M`>Ccg(`_UKU?dm^Owp@X6JxU4e^^Reo8*2>qHKB2IJ(@EUw4@Khh9lly; z<0-W9SRa<|Z-k^)CMpd%*wGj+zoo>&H^PM&onkGPJ)+fY?rQ{Ig&iRpk<#Yx9AL%N z1h`%l=a>1>*TBG0O!nw|lwiP?<%&?tw%+&$g`UhPZ8}RHvtJL7pjD=O?dE0SL*mmr zfTvZj8n^eJ;IMHqeO9$?vP?R(m%t(@`F@BPEJL$fc#M`#F9AOcG>H+d03W<|CujcW{4S^LYvr@O9)xfL3hpl4?`8UjGfH5!}7AjA5?kW z$lr)9#lC9V%_-du3|_lDY4?+3OK7RnHE{@FC$`CQDd4MDICSbTx?{4^u887mhj>-+ z-NZ9wrLJF|Gh~Zj1jgvlFWsnKb=R9vs-K>zj6c2ft;e__aDpUkFvbH4f7Is<^8EPz z4uHN=x%CITpJB)(vh*^}1`edxVMf3IjEcyzUW657aCVr3v@%v6&2Pm|b33H{>PF&e zhF4o5g)J5E^(yUQGNuFuM$+BpHp0n$^?3aCa9g=%hjf;1oWepkUV{ZsD^B(n{&#hB z9FoY>@6fTAlG8i=I>Z4&16c}xGJiHhSgXQTav>Pq1q*>WUEN5zypvFu+ojR@@B}HY zmYUm!U)y!Fq0#WGhOg21|lSLbVY7#!5ObH9g`h8=92XCtu-wE` zq)Fr0Em)6w7F%dkVkBzEf|fjDk5<%StjUp~qnJ7_w$HrR8RlVEW9TdaZd3{&M(FrN z|AA~snpSQP5_>G`tk6r@xgWlWUF70n(DU0u0Hk@TaaUrIj;ci`O`GfjqL zGkadlzGPmKfB9h?canluyLXH>_l+@rtMOF+ko9!KG^5sX^^QAl#m6kUapnH*4m11S zP4i33F`a>{m1_BRiTGH~@~LM#MUkOxVG(IG&~OPTl0uX*K|V5mi+cKiET@WNkLHtI zS2mj=NbWuBKmOojc$|Mn&HIzJLRKYDMfsse9rx4h?);vL)zVEj4gL~CWt?CCLB4Vr z%g#uqr<;RfmRE%vQ9%PS4Xx*s&u&%L^s~WE2A7o9>ZAu>9obRawOH?IyN>-USzpWR zWo*+JSh|OxkwDB`kw9%f?PbFjh6wY%j3;zNV+%9f*zyfM$hgaFwa6`uxuC2P9@yzqI8B}ZjMzm3fwMd4=jOTy*IZVQP+We%gz>p zJK&5#a)SZZY*M8XnOBEJkJMbc3j5&wO|50z#xyn~)~>;sk(k4hnX1?Tr+=aw5Q!n#NgXlyGRoT~sSe zoG)bY_CFNQCR%b2v0!n+tNXQI_Y59WG^W7qaVVVk$J=3kg{SR|g1gMWp9>8~-T2MQ zot=Wh&0mm$fVc#>z-PkVmaMS5jgt(5nyMEaP6@oEZA-xu6?xeA8Qt&4=WAo)7iq)luCGEHcSj?s&I{-UjsEg zFkVk}bh;Dz`@aN8me@Bm=T1Ky?cxa2<>9*Aegm5%f z`++SFK_W4sni zuHjh?d>H4T2=Gqt9KD8xGx{9r&6+h>#R-ow(-}qui-j>*CXhJrs|ua%=w;4?U;fEz zWR32hN}ba}bM6B5mZ;Ca*=ydz31JBXQNcS}P;;rHPCbb6H!$G84}tbuc;jdySMNW7 z3D1oQsPi})Rw5zNtelI}m~`0e3L3-BCXzB-=a{GS=Y5&?DC z1y95N;ZIHNzoWbWO&R|U)BiiyzrVS=fW!c(-#G$<|64b(0bO2i(Ddo=ZoB_8Bjj7` z6!dG|-pBv5bYTA=(Oz-CI>Y~;89{*=NwkB|ae>qN2Pk=acmu21s`kIMj~Hf$T~LiBOF$*=A0Cnf<7@HG6X&L)0OCH zJZxSp9c7{tw68x|1<@9RZ(B~JjU(JAL;AwPBZ`F&e^=Z@4(u3408GFe#-GCNpV(d# z!HYctwcwXzf*PJ6M~NE#v$ULE*_lMk#K4|;j90eTu=a~0E>&4gHL->{Y?(eL)9|!H zxIFYeI@S0`R>IYRMFZGQCSbXF9HbLSw}N+5n@&eWsE z=`D?K6HRXIr!r6c5$|e`Gwve>;2sWaxm!aL)!TrTfO-^?_rHprw`whz97; zC>DkqQG_FRpAkY27;pE~mo}*0SIZUM;IXQ!D>FKub!GZ}z@lN)8Y$FPVHi$k6&wfF ziwcWhzQ#z6U!u)K9|;aSiV;V(<#Hbo?%TusRz3Rf=gAM?D6epoHXt}mBCVpJ5SzeO zt`_^Vr@DN~G*20ls)%a(wbqH$TLyK$x9TMGD?5hdH%2YmIX-c~qV*fzR*RdI`aJA&H4`)<-zvM(oG0uG=$3*yEaG zwWD#WoFq!i$~4<=%Tgz-N;MP2!(zvNkP}j%x1WrZpol3wpFZL@q*K*4zjs-@Iif%z zyK27>l`xkL5zD4fK7WrFNuLD9Ls26J<`e*G6Q3`K?$JF08|Sw16nv7gKq*)U14RHz z>Z-V`i)0;qavhmKNNVzXw%G3SdDtxK&WYO7 zj1rgm>Zx_N>lam`i~Fh4Th2Ru{*!f+D5(gRwBxp|M1544fJhF5=KqtDSq#5E!2#RjCQwELRPMR^NBqs)r!DL)A}~ztjh8RB{rBc z=P^+gsOm6ODijofUU+R+)hPzXCUVzMe(XA-$Q`dv^ZAhUXSvGumicQTpTCnwcL@-A zM-B;qh3Nv@V2tVm>9?XkmBFUDS6ml@L^|6qWSk5M$(Ccn%G&?q$Gy-6Zuv0xuqqa* z1i6f?uTr?HM!w8o$ceIGaIUk++9&b_X}j!D+j8h5(UD;ybMZEvnFCs`*P0>Axh|a; zXTpEz`?lQ`K_DkS)2w? z-r=QClgTUm9v)Aq6Yw-f`Ip25KFneuxCzXQ^~N8OjnTkIVqy@vk#mfO#A7{AdL8eX+oUg5VEktQydmS(^w%j>9&{baAhS|AT&d%TguiXafdDaW+C z6pF(2vy&4?I^%k$CR1ZF6KaspxM@G&IOo{|xuMi{Phbvljx)jhH>lu@T>%QhNAsuDX=M~+yybR5aJ zFD}^L1@k$QBonuTya)#qJ1u&?YH2+*zdMLMlx+VXU>>dX6k@3mUz*; zA$JL+U=9rep=H7Ni|sDVMmecyZ&L;%XsiSXC1z6gGV1OMVWIBY(^!;K_{aE)>wvY_~DXFmtzDc-Gdxp!xA2Xhw{*eu@|fE{2D1+;da} z@(#o61QQY#FD@^JL@(>H;0_%#^gf2M`EI^fGw3g&B(@U?9@p%n# zku!iOcZFQ*T&gIll9nT$K!<87wLk*z5o(ge^z!!bFB3>w(G4I`hmV}5w-+%nQE+J% zCTGR4eR5F3Wpm#%UKa_CCGo+)Tquap#^vp==H=aw#QzE(G+X<*F*B#$)kEKXck0qe z=Q_FH-2U=p3K^aGt7X{J1nFN%W045LPHE9#Hu;5kf)X-5oo1ohQsT7RZ@EobLqWl{ zg*+!LaB9yv!(r(T3awAx#A$$ED5AY4iMlDY;UqFNvc!=!!{0DC60w3DPSyE#R9nZ!gcyj7$AGo(Cus{KXhvYx9gVKW9%Ucrz>dl%0>Nlk* zOQlxQ6VPd#e&M~&1#mksAYF%GYiSzEbL?(Ct7SekM#KiRLtK_>pi=D*{AT{&p7R68jS=Z1 zI-p&%U7&)Wu0I6{(f7>rLExqvQ&s&ENJz`mEhp7zY#M88@6r8*$0Z{xukR$k@X6l3 zAdQ4R29gGnzbcPJv#^^ZMqe6QQW2Ca0F+B$o@M0NFoQ0mnG*qF5pfRw#*mZhw9i87*}PqsCz8;E;h4Gn zyu?u!Wj7>_r1@9xERX?5VZo>~Z$>z~0CCSwB{kFVE58Zx%8sK#!o0RmqP)7MWtHt- z-CC3|7AvhlAxTIgkdwV7|yYN&^caLe%^UsCRH<8o#JNHO~ z6SeTOas_xN5h2NVFLyA;=TAxxF>9|?{XiZm^QQWAS-xg#LtWHNcAD;WEeHyx!#Io~7>@x&11(F0qN+@OCrUW!I*^V-v0%@lNoW~1)9Qu%UWqy1Us zCJ~W;wzIAjIb@#Fj>5-z0qr4hQU!fb9Mo}$q7+?587C$V=k zD}2v9NOcc_^jrrHps0cF>z7@PmRPenwkMnOn2lsd&WG~Vkd!8;DQ+H$lt;{@nNJ3X zPi#iFYhzYqAb+|})p1kmFjTBeJ$<5Duc%w)`913>QUhLM$goVwq}p1xV9G2qTw9Z0 zEts0?A7HJrHHAdxr?B2bmbNP#^QCe+BL-f zbjh(|JIfgwcZ0v?X|HsKY_*afE`fUh&b_c?lUtYFrDm@&(JNMXw`wkGmxh|RqdHh9 z`!_UiUlJQnv~D+Qs&OH`6bay2`hEg!ZtfH8#+P4rerRSCXRMk(=r0T~l5^9+>QtsN zYymx15Axg$Id1I)4R>{LogY;O+Xih1Mm|1q=d!iv%`Yw9plM~?jYB|0+quwkIVK}M zJ>nD&o+14!Y3e+{e8jL8I!28NfiGx+y0U$qPwt105uT54c>Jd9>~76hJ4Uk^@{0<1 z{oB@doH0g>yQ(SH9M2Fr5U5&%7kNUyA3^UZ5`25l{46`>`fFk+vTto_0x^r|LbaCZ z^QJAIzW_1pI1HE)&3QStAtkSt0@=k)>y}O4G%S5tmkbyS{$8 ztNPYnQjig8zX}lm^07}4DV=i4QEj6B?FDdxpU3sE9rFzIiGV#T64^1=Qv`QvyNH92ar5MCSmEFw~xYk%$Q5u&P!yYC-^ zDq91w%j#%BfF&Ni3=kt%nw_$;^cW456Z z3CsJ#OFH@A*;#AqpXq!IOf<$KQeX`UiI9k-rm0q_MlH$JIah9iQAehKKBOr5fWOP9 zNVJ0q=~dF+#jw7FbBB}(i}Wp`ODrU>#0%{ux!uz5{JzRclvz67{^6$@bJ@5DG!=Al zQeJHDN3?_wr2o1w*&fKnj}T2B3sH)n0R3J9)zzVC88-=1*2Wm_IA3$>xl+w%_5~XG zogBfCVc+-Lq?*<5w#v{rn~;Q8@qJVf1;XDi#AZ#5Cr6u?5HoYtL*sZRQS*YJqvcdb z2OUM`x>V_eNX7%crmRe{ec}^pzupjaj!K*S?+~X@xx%)dM{%~|()8D2LgJ@O{hDGdo8)~CVbWAZZyI$>Ov3kb^ z?_pMGZahN&M~i6gyQ+_igouoofa+XL=qg3ShA`BKnV@6-{JEic?hwGnEr6}?&|ay>)%g&ZMMdq@KonPqeJ)a_CRid^fUJF4E;Gf0n3<<-$ve6>{c;Vb`B;0H`qb{ko zZvDZI04Wh8xm{d-Sche%q=?|6oTPu_Y$lAp3dxhcjROx&?FGs_~m+gLDC!;@L8(eX_)Vn;WK7+ zf*nuJo+~#MX+0+UE(5LcKaeXrPH<4>`)&Q{c;TI%N`B7gt+u+z$0j;7N4VGBM|6}0n5Fw(VOsnTg!y`92gP*~)h7F>V0IQhz;Od$B)&>E7CaYhVOMzwv?ZbHmCt?QGl8jKcl)_*qC zCV1On%VJZEG2WZN%~pZrzH;Xi8fFpuN)G;?KTFVb1p@&J`~yY?cXELiM*Fd$1xTV* zcb{-=D8J4>uP4S0IQkl3d%yLkq1M7hr&Dy`0M1{a0=<%5FdNTX{?{A-dTu~ z6#nKmJhCiQgMShi6B~Om9dgMv;>BKI$F6SOO7PgXz&7`k_g#PC2cC5+J=a~^(D{+o zNhdWNWkErHTgL^rh8Vq4r)&S59K_f-XAx?2^XTQt34?&0u*l-Ga_>q!ia z^XuyaonR;BFEUnF4RV1z}NbKjn}79NwVhQ}8#&sUF~#9dHUnsJ5Z9(l~d zW2ruSxeRu!c)V+GL8*L`i1ODsf(k-;~3-A>jS+^w>JU z9_#?Ekh2weH<9i7Ma}*3S=4GAt2HVUmBZ{sN^@r{S7Y2m&3$t%URvUA|EUpk*dr*k zF)=G8WfLz&^=UPv%Ho~Wb+6mWyvOEOlm~%1xCiaM3dZWCb{4c3#Qo z_zI*P(F&Ed?$%_08X1BQMZ7caWZZ?7;}Ol;^(>wrV98;_&E~^nMKFDyH?0p;B}!m- zUMi-NB@kc5N}5{DKEDomD%E0sS|4J1EsNf&;o~Y7Yv1fnD~EC1>iv3{_`0=fXT;T^ zeW_N!(UHzkVir%wPGWaJW%XOJ!wb1kMSC)K*B4_CCVovPH}xmRk-GfMVO$XzF;>K+ zi3&bVCSF&#Km9>LKP|kd*q4u+LXm0Wl(&i$wAU{aShBXeYDJV;?GE2ln&51f@o+F+ z_jhorz)AyM^)67TJUz_$F}V6QAKVAFDF8caYte{iPm9e<2~^F45u7nAHOIWftg_)O zn__%Ekuz1UWW*Uqg)2?{(yxOaLE1wrEGW5)7fdK9@9=zLjCfT zE=RFr#?-&_k7Ol6<`&u}>JgZH6T*Ss@`O$vTMWs_^LgqoD4!62PJE&mqaq{nIGRPf zbmVdntGbF$Gos;qCkaMq*?FyWo#szF)|tYDrx*s;emcJ|)$u(D<$$Y7X?e*)+H3cs zx5)f4$=&h!+3DqZvjPi|je}Hm(D51gwnpmLJuAc`CuA$yR!DGTn5hNlH(ZxL9STT>plQ zx{8+gRis)~)lUCB>OY@RT%N)ZsDK-j<^GrxX`k0%Cq2^({_pW)qy>d7w9?EZhXVvA z4BRcJ(B~5~JzP~?A;RKqbVt0<7iPDoNEYqicZ!3If0!^6(3RV_`4JXC_yaK= zq)0r1(Y?Aq$nh!GDyaQCb@loFK^eup?X>0(`IVD--xQYR?+e)cCox9B5hT25O8qwG z=MPa@FzGTrvJNv8yXwMpd+ zd@Mjm0HbM(U9LTeU}G{EPzvZzz%d#gpSNlHy=nuVblU!P&@iSmOAZvJRWST4RDtA5xi%bRU$3?%UVcptmPw6{l;28+_@{SZimEqiibbtPzWS< z#+H~p^=Xw25++|mdQo;F#UKW?@8Y7&Gng>xm9|(jNSg7FIieBGxHK2J z-j%wK!!@5?2w%s<7Hi?s%Ra&nPfU5e)NZ77O_y0VBhXu&%;9meFG>WS1h9RL0;;Rs$ z8845}(7{!mN%pr=xTxDVe{}}lo@Qiv&i|lm%(%Xb>F6O`GkUH}&kALY>Sy9wiq$_* z-V)%j_}OJJoF&01tCQ{Wo_PR$RS{&&Lkel-8oR~w!V4Y#e!T=^E)&w!oFn1v4|4Pw9&~8kS{>&nIog}?D9xAM*4Bop!o9{W z?8gSHP`De8NK$0ozuB7v|Fvb!kn5GF1o>eLrM`voi#w6D&)N37EM{3==lWi*YqPo- znul3vt@oL;pN7!I_ZSXNxpu-&%zcGA+BXyCv+KU#Zj~t{+uxD4p}l)-p{vgp=g{jV z_lb(;rXqZ^&qWypm=>8p!(~k7mZJtf`OFFvoRKK2xNlecM|NJ+V&*-!p*qVxerswr zyBsdS;hb!n`@ie5GN zUl;)+0p#;@OR=*IE5N4EK06u@0pe<;pvw3G38$8Pppq|M$e1JC#{&&I$@Y(^+ zKJh2=Y1o+ic}D#8&EEm^|9`>14CDWMZ%L}P4l5Fn8Ui5DE=RelrRk%I^?4Up{|qFWg$gjp`KXR)C1D`T_&`Y`V?7F?>Iyh8vWXD1h~k9_j>F5;szld- zSc~qHyivh-dO1Nkt0=Z&edMy6EhZs2*)cHjIJwy{bs%ssW$5~h zqs=$Of?sEt|9fbE03uhOn<*pleNqWhK~Xs=lhe!4NEw}0HeLxqmnJ}OlQ!=EYn&Id z7uW5-64gxx|C97`5hFVS0qFD+mS7+o4qQbZM@+5v zaJ@21>G^*X5<)%+2_ZJJpDr3KQV89l6vMl+f0(4d}DAb`JUh<$IZ z$PJlWe}2VwRYXy;%lSUZsE;5Rl155{IPMoP)`G;|hi7*_M~}b&ukJEMuT%?jkWYst zUW8`YtoEIO7W+1y*IXlh-=KMCF#Gq@%L6LTFgYzXsJC$CjI5ee@Zq3@DQQFGzYk)@ z7{H#E0txB|_?9M0z$Cbeeb-fzrOppDVz{Ga<*Q=m#7Q$arm@6BlHtI*!)xcFapMNF z&~2OBD%(q2;da9@)zy$GZ^O71qF5dnHLr2eQRv?c9l*x>mnesY_(G}#yIiAzFB+7W zHEEn{DWX2D@!vpQ_-FPid;~oou;>voe4?f>Fhl*5QQVi-HJ4B>ilR;|>C?t>Ms-7# z8otW}L3l<}olI#Yvute*xc`12D*nH{u|vW?`w;6fAG&pDS}^Bu@Yk-P8|V{#@-Ir7+lmX;krc%BN3PXBoeC`GolYaWziF|ep-^Zn8{fRMv-%N1(KKdjV(!B7a$`s?@Y2RPGr38Q-UV22K zfC5=31}t)OZE2V{`DaSA9@S0n&hwRl}H)>XV1WUqe;Ic3F3d$V#yn&SL z$VsbXWeY|I_Y@qibxor*AxIYpTe~9LMncAH*%8e1kl=+jI2MXjiU}=_YEl#9^f5*= zL-q$8$wZ@w1v7>XGsfZSU*TsF|Lx-y0iGNR4)kB^9SS{nMt#df*fORQ6Ak z29;zQ9m<}K9W$x6qAY=OMs+HIcm_JiH#m8EjN8q*!8VR*lZcSxO`C8lV?{l^KceOe zs?F3qw3TIy+ND!fRts!F)yYJxT2+cl8sZ$)mVlA|_CG>DC!LUvDhj}&tVOc9xklBu zqTrDSxgnchWX*6y5H_9)fyBBmv}|3RF%GG%nO16Ut^2-=gotcOOB85HfNp3mR^8e;2P4XGk=CO16PL$5&Fxeg2 za4oK>(9A|LU^eX-elog3NhN%Cg$$@x<0O*L#V?}VqDqJyI_bxI%dWO{tW^XBW@FM-G}o5+{-yKJVL1 z3n82`A?Nb})nSB{rw})1(1;}qNf$7t`{OWfuu41-0#W`gF|0mS!ikNdWQ`s-M?G?& zi0mILyHCQ)(#RYCSLkH|?3+whn!!pfDQ4D2Ii+SvukekU6|K1N!1HoRI?X9wNgXNL#F^Dp(|tgcHlE zc5RDVair}Bn?;&}kx>U`H9_11^u~ zs>rlwca$7Fj9IErgC38jr7WL3a->A_>R+~WlK{V9ry=Br2qV1@@S}4x)C!Ez1Sycz zkrP7e;zL|z$c7ZG>;grmKxhH}2_rsv2sreac12E@2}^}(I_CXum?0Q=er zT3}q3(KTJ!$_(#u zQlN`ValoDN+t$4&s_`dkcvkFvM)QJkevg&@_K2EFR{EZqGnYNth|mKPC|QO*?)49;)r?CR*0!vAMV3b~j{T4O>8tL#-?iS;Ddmdv0r*HGVjhT+4 z?o`I35#8|LQ*${I$J#BmujWEOJZ!$OB|Tj02SavuPUyP9;QhS839PRwvLU;LHY?(Tf& zo&Gsj``c2dxnDPe_uQZ$AzO)tc&XT1MN5gY-=>k{lq_1RU6X4i&DTs^Ze8BSsL-p| zAwPa!x83eieOScmVr9;k3ApTpe$s#NqGeE^*MSO6haXs>AZk=Vzm-Z^FsO`fc2}&Q zc9;a1o(Jj&zAytpP2-z`DlCn$8d=^zrq1AZU`h8Lu35?VkY7Z{hkxVSqw zjiin$5krB679H3MC`dQcnGtJtY0GUute4??nY0Yei99~$i?=m|&^-gu7SEdcth^Py zbi$00`SDy}@Ks2xFtg3D_Ib6iD#yo-je;#gR@PJp_+Ll*GO2Hix6ex9n+enBnV$OP z^kk126SittqSqve`sMrpm!l3W7oVOEG{-_1#@(Cz1(q^6zl%N!fnQpz%}yo^gtF7% zcM#fI`Uvb6`EWifCW;ijThSM`{5cPcBnQ|sRC|SMji$IG>fb*Y9A?$6tvHp`#%=Te zT;HQ7y3Si5)_5vwp&ndjm;kqimwOt?a}Vx`cYItPPz=vDBKHlm*a-ER5EKQKJK1Pl z6<9l!{GjNV8^x7J#&msOXr*AA*HWw6T+`bq{Lfs#K?Zz;RpSEl#R1}>M@`5wwQ5_P zc~nST{he*S@UWlOi*>zwiFaxcq3BdG^8vGc(>ML&avWtBz#CtGrWcZdX`n0ys065> zl=BHdTCqOJ3iO82HsLD-4q{#E;J1B)t4a!$={`Z4VVJ<Tm(M&{zdUYAYeC>6Np*QRd8kkro?Hgs*IYp~(qUcB z3Apk%&LfFGP+JTft+iM7Fsk%2U1_Utkv_c*&a)pTF}#CD7C88`L6&l-vVLm~m32PZ zDQJ#X^9ZiC74moFU8f8j-#e9FNZzO%VZs8K$}Ncaq+poF!<3YiS^BNO5-e{Q3VK z!vgt9blM;Q{9BtT$N<%6$Eg*oc`%(PG|33YQc;wkPw%1$1Q6UW5c@<)G5-dTHW+_n z&VOR!?MS?|`R(_d%YTRBNj?Bi5fGIzhyER@{DX+|x&RQi%>3s`Q=&+wm z!3<+$6!8s7-#f)PX+wh+$&i}rK5tj|TJ89K@*Hw-^&QY9we8x6Hl()Gqmk+*!20J+ z-jbhs?Q_|nEwj{e;GCHnHg#@YA#KM*@#ER@;At^>jg^XfO=yv~d+(Vze@M&`)pNtg z=E}8hc#Bade;r00?)~eyY>H=4RFmD{pmB7tQUSd{eoT&E$yCmdw4PcaY`c_=aNA^0y7H+`KkqYHBarL`W%3j5rEGt zLP<+6{kk`1FE{4g6;DGbT=_sf-t7ov-e6$0(0XEmH<8yz>;~%3sr|I>P$Zm{XuU-@ z9DsD9zD5fR?dYe5CWwLpThNfnyP-~or_f}Lxxr{i_#5VKuy>|_8A{QB{RzP0ftM<7 zOt9x-1Jc}4%q@m;H)rzAZuC1a?zIe*nHC9(g(3d4u%2b;XH?SjHIqL|+ZilM^6=aT zPC;niMEzpj9+_-OorG?qQb49wHMb-S>e1m=axrTcJ;s!dH;}mo+wf^ zCbTy{(71{2i8Up1&&$gz8&ysu=s!xKMf3FdFf_%d-Kz<1z$w>E>qBd!&yOyQiC;LW z6eul}%VNj^b~pPMONUVA^y-v0%QU~-YC)>4;>0l8^W-JNf%65sXj-+ptYGR_j=>B3 zP3BME9DE95L%#daAV?4ukeo?Mf8?W7| zZVjbBoXddG-CpZC^6B#mX`g)wbRHE*Ah2g9(=T8yJeQZL1lFCnaBt9-&QG`vt)$Tq zxV`F_;8NpyUrVhd&2v_)JLcJ0xUrD(m5CMDdl|kf_$tv;c%A#F!doy`{=ne9np->wugUHAF+=|XFb2|aa}?k$zYeE>ehUZk`}9^ zWOrRikqO$0rg1Cq4o=a2bGh8?K4DMG@`);7@wlFO8)@7-ID2}$xaTM!n_*p7Qqp+8 zj`DZqv3`7g`7 zS#ERR7!iW@fAFT1-FzMwm1!}><5KxyoqX5ZHwIcX2sQ`ZIx8TTK_lgwreG9r{2CJ2 z&SQ%EKYl+hGrOd{US_yEZ9I+#c;UV!l)>AW)DV#wV8BFAusseGyt%s1uPZ+dUuNsq zd21!dIolkaICDCFjBE;lD|Sh@!xx$I7~(Cq+n%L0-ZOx_p%kI&fQT0wY4aG4JbIsv zj=VVD$#ZaP?%l|Uxw+Zz2}~GFELS~j`kpR`RCL&$VjmAae0cCZ1*s|Qfzyg%g8lS3 z4@U=sb9JhIo+>RyD(jrhMl$et4i&F}y9V#p*J*DVa`10QxJ;>G)`_ovITV|!-T&Bq ztLRp(J88BKx5i0Fs$=noU)z5V&!dQd1V}wTk)a?CbSVHb6!fKS%IWao;Gy6<_hn(U zj+LM?_KJ+B!~aTHicO%!ez)06{ZJIOTgt|p&tJdVl$rJcm6(>;@M0yS?$(LGW3yr?URB>CoD*^Ga4flAQU^~9T|rnl>$bhh zv>JyrKo`ff9!f&%JS3f0wS)SW?<|2IPta~GEjr`oU%5Ejy(6p{L)fY@-xU822FrV? z<(mWXf3mfDkvF0F)ou@a%Hx8&>LlC5hm?ss9q6RY!UB|ewRyf1$V6!`1RVKYLa_wu zM(*>i_<@Q_mu29+Y^|j%7>%+q*^YIhCQVC=S$isG(*4p_qkFrKC)4-XUweoq@!xpA zIb4qsKFO-~7E20qo$hkEfvY8^{U~;~Q}|Oi+MNQq1^&%MQM1ZkR6miMf3x>wWwHF4K)q?Rx3%!Tb7QH?Kqbyk48S!>-0dNXb|`SGQ$= zr36DMK;0}?yKQ7{uJ9rHbmj!!;U`~o_nThJ_vY+3H%m(X6T?|@WD&oxNYQh5<@Bew z=#GwZZ~pt0i5P-f_Ll&ZUi4}SqYW0zciQ>xor)Z&2b-SuZ|(l!;&`o&fv>~bR!@MQ z^P3&Y8}4p$dM?1k!!%~^XhUHcJF(lGXN<2zMI>fS_Aa2J*=h{&IGq)~*HVg2VlaxH zZIB-gSNKV1Nz^~?6Hx6L}`7;z3iCvh8BK2oDz=fH;|-s47Z|}(DIq(o2;LWIya8l z&k_lkAOF37myc4sx8#*4;awEb|C znbY?CiYyUbZtLXEJ}wF)=DdpVGL$3KkZ+usk+|MXXqb+1lNq=pn&h3Qe&U@1Khmzi zM}SO|bJk2?Z0WX^CO(+M7Z0h3HXpW%^EPX1t*Hiiep`drQ}++Mu~UqLdOmZluf0deJL!u z0`3Qs`dIM`O3{SbnwvG4y4o>%F7VT4iUPU4(=f0oVe1yxx;lmzSWMX{DAz&BaH`vpL=dA)i`yQMJ9*%fZdbeV^I<;YIQc%dkARigge! zShh&~vKL*-u>jyGycYzJSLzGbh1CHZYSLegf6pq{$$GN9ype~ZipG#_ z!)rQjaJacZq-S`b+(4mZd*0~p5$EV8PGV~6a{rE!tj)Fyc>xP5#F8e8DE;sS?^mqk z)0bJ=F*Lm8D+z8DK2^P)87^xXT}Z|O!po@jR{K*CGZ$yeI1Qrc4Tw_S@+vT|Qq38R zKmr5TeJPelVS1*}>=N=qy@>Nm|r`jML6{dEdhDr zB}35KQ}OAJNyOj-ucp}MrJM=&MP$2$Sq-qst$;p^CqMA4sSMdxo&+w&T~IT+uzqYn z=hPN#uwjESM>JY%z0G6{wt|1h{xn<{l#^*z9%5wPx^H_cCUL1Z<)XlD1cSyU4gASU zu{9)X2HuvhyXYj+og*A)XdNu(Lh~=>a4&An+$`w$Glk3~0R19Y6d<+TZ8Lxa4BZ&z?kjtAbPt_Q^bCawMXkqx7~ zW``Hw*{tm>6ynBrd;Aywty$Tv_hddxTr~&eZ08aeF%= z9Mybg@z&^QT~0R)f_lPP|Iu4cOo=|0#%8~d9KFWr*5}hnQ^K*pa21wTX!!18`4Mp& z@xEa%aNf!}UFs+!%iz4 zud!-aTnJkW$fZO{8TpqgX`$Bwqp+^A*tv*1{P(_jOV`!!K_!5rX!-X3EWAb1{UT$X z4w&@Acul+0>~<$uG%o2@3aNhihlrOj zfv=J6Hlqw=Ew*R8h?wui&OcNZ=TH89(h5QbE;x4$BRmKIPuiFQz=fobfuQza0t}ct zzbS0;8Fv!_{bS~u1Yy*;W?Ji3vzfKb4`UDb%8WqDZ+P6!lT(p#o*U|@vhf73-RLDL zk!H%&XJP@Bz|z=jE}qR}4(N+ax+qFtXmFhzy2m=c@FC_8gQg%BP;0*cC)|3f<$jSw zXY{lQQpUeD)%l4a<(H!aO>&EQ_kd?F?9A-@i&yclrMqAihfl`fPk~9s=^z>N|F~-5=mz#&c!zDBOIz`{01I(LlKgXZHV?nDI*=wC#3<- zUx^P;xyk2)pbN2f(K_X^9S$ek+7J5n`&kY#9~)w|O6TgK)81Ncxw1ds#O zWR0^+K1csIs|$dfAOKQFe_sFqG-XuvZg?&)Vh^W6gbl}?YO)R$s;L#0BupeG3v|;K zwkMZ^YPRL}z?ldl7^JB2gca1?W;e+!h4rhUQxQqR_<_+s0SD-vpn3pUV`2ns>_p{h zIMo2{RTv!CuRYkJdnRTaH``LBCS~GB-NaNH{ZJ;hp@!bBxiNs1WHfPsldxob7(y8w z;c?H3ed_Rx(7^cf)tVAD$JBVL@eO<<5l>-dV;+CjYM;A=DZ5(FeB{H3V>#X@NW}C< zs(ZHP7tJ=etr2*h*UKI0(N~ZDfgfWG+=f;k!_l1+#U{cpGAN&ASO76N>RNy}p>M-a z-UeDvy?c%yMth22?m}?7ZvZr;bG-OU(uAwJKq$3%S^q#l;cBF#O3jP^)ylKpPh?F} z&40WSq8a1txqhoKXk(^pWhZTaPm}4vL{@gH+qHNAE5eK4ZyAZ~SZ_DLWSKu%w3BEt zt@O_5f~XP_P|Nx9c`b-;X@k2{?LB&B-g8oRIfCT5+rj{SR^Er&<-7Ur*UI16wrh^P z&ja3^XSCqrX3S)j%4J6^{{m!WXHEd(uF00q5ToSZ3~0W0>3J?Olj#a(e@#Dj5GT^CNi zfoD1X*YV0pcPEm2)RT>hXz}&^SFh)JMLgGuMkVVLV&K`Lhgp4n>OU={L<2_iD*|l1 zqB82U&)vR7(Y+*DR$1H~Oj)KI>eg2S)=xMJ9y$fqQQmk@%olO@<#KVjIV|lYv!Qpr zC(b9BY}{vLy$pjM`n=TEsAM>0b(L+ub~ruyW&8*_GaM$Qih4ST{grO1Htvo^m{HmkzKlX+Tt>;iC@B?I40-J|T4`CFC=-K1ERVrGvov)u7grM>})7cM0IfZbJL>1Zx6;nm>|8%O~+y&fLgo(cyzq)nomoDurZTRq3eU))R_37zo z(sI?y%ET&BK_yb?xXZUjU1n%}`ZvOH-J<}-vW%8*V}h?OjmygOlCHeD@9O-J($X~i z!+3x215YKdjJ~vAy--@`0)5VtbSz`z!J;z*>h&KyCG2u}B--D35#*?BSr|xX3<8oa zyC6CWCtyDjr%cn1Xa${n`Qr)IRoov)vFFyP+%E&wkWNNgVHS_VtFc~xLY=ybz}l;d z8)|r_@eb@yv$aSOYJ#8-Rt5pqwfs&nSCx5`u{Y3;6z0lWMVgD|!U$f*$1Exr+IvpU zzRu-rR?z%O^fW5?jVE~9#RjiZoaYLUfiIjQZ5W4lfa6X zyagMU^Am2Wmnw7I+9-)SnfuaBNNi${^GRU13td-Ch1G`}=`9vrX+#=gozQolA7G*8 zr{#-CkxW`a(wnVExo#GQaw{=^1fsOpoE2Rwi6bhTuIH!=uW_IHE3PzNV5XkBSndY= z2X??luEe-IM4!05pt~u>g9k{%G>wttH>~wFY50eTJBT;h>XXvG0 z{68dWy2K2B;1@QGs2=2dDd)|{MS_mf;CJ6zJkKWIXkjuNR)zi>|3EJ&3>98MLK8js z_S~3wK-NL{zpB~f4yn97f!#iacT+Z}Dm9O#dEnM{ zcNSD5PiIoA`JA!2$lc~&GuzH9YE2gGH_$c!6}~9@r0tT|Z|7t%i>y4~vXL}D8qPT$ zvtZ{$p)stxUz9CZzA}%p!k#4!{Gz1(<3ajQY=8e#G#ae`;yXFZgEhAnV+K3!TfC1)eu1S;A`WJ!}PE!?oXX zQvXIzPDMDitDefIze#Al%RlTEMVY4f|3HTMj~woqCZve_SX(YZcyna@zeRKN9q%Qe zT57M`S#==(^j^D7Lzg5#v}nH5CDG>|CklJDjd0A!jRX}d{yW<|Yw5Y-5VOP7Vzizw z*_kT!9=#Nv+&ci!#a!X~tQPIIGQG2u_i9@XJQ~|kDD2cubw}S1?2|M(6F$%hee(cGUf?%ZA?P|xZToaFy+E)C4cM)+*=jRT@<)= z4b5T<{6>`Zlk_{6^ZkvJc^0?V{-JqiW(Cb+b5Y3xskF2xBUbKA4YwL+`@r>crvjV@ z->-2qvrM?u>vYSbT(*qEVxkk{IP>-MBpn!C$FE;Um8E#vyc*4h5MbvxA4>O_s8OU9 zjf!l)73g6w`H4aMt*x{yGwB_X4~ktR@{$R-O=SEkxC`QId`~-dacDK(-&%0Aj^V4+ zI;ypzu!%33?t#xsLX!-JkD=$jIe!s}>$d)Ib+{1Cb(~!6%#-MEg9=38NxuAk7|a3# zC6rwK(#pZo#$9H&ot#al{g9aeZpQPQo7y$j%t8^L_amqKoVHAfPAoYXM2!)MGo?ew z8J;2-WSJXi>3v5;8>zy@K==Sl|G_Kfqi@n-0_)9I%(fn6)-`4s#wGHX;T_&fi^ioe zzXsxweq+Ti?WYmyk0KrL)rVtuX=(9Wa>$b@>U9&O$NP;NyDh|T8q04)FSpNMf6Gtm z+jJ(=h*^RvV(SP?e~@3PvWkfQ=C%zx>)4+)%hyrjSi?vX)HpH6n|p;TJ1k6Vt*AU!yrbMN zS)1>Ux4XM3uKrka*!H(g{Z#eU>wu6ExRg9APJzJDWv-VkBp(dGS8kMByLJZgN3%F$ zP}HBeJl|GcWI-{F`zwL?zMBo+1r*co#PLGTr5!I{Ul*+*FMB$?aSk zn{@kw6_-0ov7_=^RE2WYPwxrdnpxqR=DnJh=lF5{1-GvHW-m=d9z4fmA(a{IMdz7OG^8_M3_k~Ac*wOq&bFqd?L9196W{q`S*=mjNx3+m&KD3S zx&SxbQgY&Xgn|6(>LEHqP|z0F2J^1cP$_HA2jcq0s=R*mmw_KtBZ_Dq&%-kYhwYbA4c6414p|7Dz_4F@za;-Z zXe~wM?|dt_2)=BlM6)E;q@TTJI~%t_4L??_n?_inPZo-)##z;L0?MmH#}#hOP2Dhg z$dvXz6l7YhtA9?942g+=SI(@O)L!whX_cP-Y*E~N$OHt{2S?JyH(OV6H8nMGPes0N zS8GR!{i5O)YwNVvp2W$@}LRG|9`{gk>XOo)NhuQ`6itx6i5OOikg+T8@NHrtOo zcijBuu(jGBhe;_?*jSDo4FOKj2J+{Ao>`4v&tI6%iq_6FosA?mu7SPO=6HrhQj(`) zy>*O!boI4tUuigDKECn-@!!*q`hl9^M8Voh(jiv+IHN2iL*c1+Lpw%p`#;WdiQ* znVEQ-XXWM#_PKsoo5{mw=`EwUtQdcfRkzA(?Avl zIO_epi63qBee+%A*Ua{Oi*oL)oo?sr&sH0+28+v&$y|T@tRPBEdrei#o-HQ{1eYuE znQA|x|B6Rd zC+qJdgjzNR2D|xIftUN!S0k8qID}*vZRT%S@@}pKKt*XMs*Sf3MeK7O{B$so}agq%B3)K3=&jUno8p-9f|4 zDLTAtzTH`RCFN$RUM&y2>nRar4+U1#1nS@UbGZw7O#p=e8Unmm)b;lAFaq`4)B1~s zn=a6jb7+>76-oy2GVy#gOciW)QWZFxcojeMD%iK-EWGW7lQX=TEiM?Hu8|lg*`g+C z#7*EDOGvE85Pk?&TLT)EtDGH}v5UQ5`s5Bt6Tx>0aoj9WXxfY9r(1qHEBxrX@bfWe zyF()@yX@j!Q0?C%nv;7PG(}p$G$dv9>GE>!4T3$xMug7ks#Wq? z&Al$8==T3Yshq92vkK)sMum$vWR{*8R3W`i2`-J)T zH`a-2!Os*#a_$enPsLr07m6b1Di%REY4X4}n z4b*8Hdj)3>H}vSVp<0aAbO~pi?X{$zog>-rca4BT>!fmsz2Asvofh&gZeozYvRMV6 zuZ^jE`@41y@0@%V-Ak7D=Ah))kNVM~4TC{d3_AQHBLZ5MYOf4cQ)bxbEg-Mca1x0f ztw0Y!hWgy{kfh&jLT#sgHDATEZS^K(%sO*%hQAk~5FB|Dii>k3JZWV^L=BtdE39LN zZbHjf$(4Mkj=R$9X}FldQ$S)50F%wKK*dK+sF{n)Lj2rO*}PoGZ0PIIgDG_TUZlkN zS9ZmvJ}jB?%6dfi1!=}qtM7${{X$@MiR1N(jv3$Pf^0CmxIh8jfCB=?W-A(0XamUS zd9^ecR#jHL=n?oj7atKZ!klf`Ley;^;`wA~(sM2I@^YgL%_h*h2{2vjX)YoJFQ3Tc zi@6QIIvF19kMS5M!J_dIKq)YQ4hrVSq6SP7K+P(E>VyW`5TkOoqp$}?Q|{fRrE?me zFRy8q20avIzU+dNj=Xj+Tg#&2(Ca3*SN+iod@&D)LA#7aCceQ@EX#Gl**Cl(OZA5(Om_(q9`KijCjIUw8QC+5RP+h-T z4*>)_-J2M6&cE*Ob}PGL2CSEi1vAksH@HMIGa<>B^m`_mKK#exOQ}hU#5C}r85_<= z#|g8k7N7aG5H+7?DCjeL(nRVs6W5IrA;Kc@B2da|hniU0BowZ3-9`*Jn_bhjAJ0Wb z^?LuLY?!^FYk2>XvTqWDr>Lg)haXN#h3p2)C(DLdq{nB^`2xjty${`R6`eK#(@Uxj6WZ#aC&e)#JOXpfM$;R(eo%1{^9EuqKV4%TG{av%ep@co< zRdT53n_Z-W$;h?u`5_$R?jvk?(>bwt(lzw6IARW|KuiHuY#mEAq=*HV5IuW{jV z2(H9?H~cBR@J@8$elgnLqHdpfpYZlJ;6aV!h>q1HS?vy)n9ZSPE|T+I2!@t`Jhob* zloR3e?0z?UpA$*U9F`IirugX5Co5fi>=x67E0JNkleG$wDC~}C%wZwrVWoSqvx2lR zEI7?tc6bf0N&co!mnb+8p(5iui)Al(AI%GLim{mhPY?oYLFZF~%kiu6^|85bWXQag z6b`2j4Xoi8j8oq=Ya4yHr|hh)(tgjW{SDkc9L(%Cu26gUvfoM6U`vEh3N)X##cs~O z3Se7!K~uqlZjXzYP*F`+>)uP$Y-k<}-z`RSnO6>AOmmc2E}<4%IQ$ZX%J4!9rd=3I z6eV`{i>FMQBnaL|*_*dACKkd)>WeC^vhHBDn;YPPtT11~Fj8unFV8;9QwWub?GG@F8jD{8{m}F0 z@2o?|fH;YwtFGzNs`lE2fNe?=vq%pS)xEdEW~Ao1S^+06;HkiQ%6>{F_h;geXV^L( zE|&g5+BOeaptTxpGa3S#Pu4N3fkThTs?TdCC%4k_ue8Kj*R{3_5JASm4 z1C<#OKoTPGF!iBatM#v`J!V32i9&5>P)7MMeb+(sPX5 zx_zgVai@KG4SQ=zm5p&iOa$7DwH-!z>v)PGQY^;!T_NF;uod9C%YPof>5c?tA;3&R zK#xQA8#yv6uydZ%t050)1y~`o29SS-y1jCRAM4K;>F}(l9o?)CFaB)O9mbMz6tncpbV6SJ2IJ%b?FMD{6 z8$=#ovJH|z)3)uu-u7;|!$INhUi z1dKK^vZg~{x9ZEp)0id?kL}kAEK4nC_o-GcS%nOJ`d)BczI39b-sx$Sn5i1<{g#G5 zH33}FU?t?zcwktzg^f*Ns=zxZCQFpcz1v8mEZ9H2Wx0`_2pM{WkJd4eA#E&2@!4cU6^45gfNRA3Vo zXS11lg=2CUp6YA=0HhXFZPKv*=$C~vdV0_o@5~@p#@xNbE zfCQ+DvJS1Es}c7?czea8$b5RD5Ry|k{YvBFe_%t8Ylo+xRi3{9ivF-1s?y$cLM8D@ z2z#-91S>44g$~n8u+JJl(?>=Bc(BK16QOBb@nx=@XO)J5jl$GK$%8)@;cBV`o?<6- zX2a5w2i+2QGO55Ifw#emQy?LG>jaCNSBfa^c6XT`DuASL*Ie8z-?br_7qv?&^%5dJ$ ztuwlCp~4n?%#EmNx!F9E2IjfD2^0*%G7lZ&+To}UDru4Y!>v2Ry!lC3pU=o`cur%V z#Asmrmpk#^f#haE(ZO+r04ZraMp>9WPP z-!jG~bCu%(X4sJ5GpcxgaLax4kV7+`v9>C^6}_Yh@c^U}l(|e`$;hOvNMo6(CHm6% zTBuxOGQ+CpPRZl{#n)Me#g!yn7 z-S3~B`pQ+3Y?)n41C8>3DJBwu=0OQ+6XG?pFc_S`%heNTNU)-!MCBo>Sg=YkAR3*V z;IcI8@DSWL!686Ca387HQeqf(oD`A(3_!N5ok(6BJyqOkI{5V*4^X4utZ*Q?7JnfO zQz>SL(E&9{y-fh8Vs8Yoemrqku<>#r$ zu#38^XoDo}WI|kS%;^C>opP4*r3!2&E~g*bcBsN8&)bEXb>w`W9GAndtlY$q4^4AN zt5A3N54;Bmy+-Z)Z0~TIg=_07ku-^O(aFbqd1QDGzGD|%p&4*WeE2Zw=4`f=nXwho z5>Y@A3_Aw;Iv^GB2yZJqqk{!;)Mwq>b>Et&VPL*?D{6k_%&^8D&2$&ed}DRLcsy^f zv(C}O2i0Rn>z05CAHia{y{eOa6rgQEUmjx|{c6Or=HG!#{2 z;jG%@7T#ayGRXGcNhS{5);_HmQ-sanex2Y8*-y2&UT|8~?!!%o) z@UzfoKX^TuUR*fez;w~aWK}d07~EpI#C%JOe7^rObPCR5i%RBO3%CVomgC$5&B8+xwfwYBNcrbdIOurIo@&?z&;nquo;jUC8h6?q5cG3@I zYPY#A9J#+4PLhvUyZKU#+?F(H;JH+8sBeiSf}$V&nd-Uu*6;Gvs_6?@b8DTNfzkcT zI49Nz1l{Cj#;T&#UZ{kSkOpkF7$FeDnU09}?V!;dgHCW?VBD*t9H<*9M7&3cyebAF zYu?4Q*i=>$}xmYBaj*Jy2hi_)W#&5FISUdWjUZh(j|cH5hX~eB8ddi zD2QTiXM7~ZBseuC-0`*@CkR}j?t~u5$Co=}_H4;!{+bB(f;P_lDO9FZGg5Rnppy5UAAHqf?Y|g! ztjLs~>Gd<@T_HhhYi7uw5WD-{--Bn!+XB(Qsv%)ngySbB7$vZ&&65lG4T6K|t$a4< zPcUwUFdj1aq)w<72`wZ61ZF`9)K0tr593?D5JvF{+;T^*(h7Pp*)v?-)Fjb+rXAl0 zKvn0QfDS5Bv`eC`|9~>Zy^Nm#r0#bqfL@-4i=n48B2a+^uD+z=Lt`l5RIGqslN}FL zlKN)l2C4^)Mh~*Xe)2j(G0GKcQ1_8hDfJ93lkhV-QokuCAMyJw(UUPOAA`Smo{%GSAg0Vi6$mX zUGGZG99o-x@;W8PgG!iQP8qGl1B2#V-+v&O8t-5qD_&j%gELoyA+Bb-P=L2+eK=%* z@ETg}dix2Tr>c=mlPE~#Pc0#ACAu;iy zgYj?2QS!Ui_ypd84IdTSjOaH(vht30Mm}qG%6o6q5ObIEglTTxF2&thNjGcL?yvpe zw-md8uS0%>jv8kec;BRj|1CsAuy3QT!{ep(&Z9)@V*U8LQR#P_zI|!HwfX`4O!0Bm z5Q%`l8Vx>VW&ej0*(Cmz?S2O(B|PS&Ryb&)$+g**#!@6`ky={luKB%|Z>}U7v3A2a zM4OL#KlW!kzGLIZOV^ICwU--zH?(h0y1cOZ#`B4#q#XwOK5{px<74 zec6Ycpnt^2U9*Du)e|TUqJtSt$(&D$DGdTfkudHb+){IIM8fLA(R@0zQW4k{CTNA8 zTBCUp|DCpPZh|waoH3QS3P)Q|c=1H;3w3qRo*5g_%B6VPn^whcI>TzHwSKR9LP=FZ z1B_%HR};i+VxrCRNq;_+VK_1WPZWC7)3Gdsx1m{Z!MqL!Q6f<8n(^xO69o!kj1vv< zeeKm^bdCV`oS{@|!y){{6R)EoJAXttUpx^br=;pEY(>1B0}|a6^4=C6_#vEL49@=H zyr1OQ)-dyucz|iI7&wXsN>L}pe9a3$7}QeM7t2cI4hj}3C7UfLCX8f0U5-L8U7A2V znKi85*N+3pfW(`nX15{R8R9vcpaA%yoETEZgY5TB(pD^<47ua3?b*+dk-^ugVUwNv z1-ei#iEj=*9VoeLv3VD7t!4@snLW``oubak5!77KSMXaeA)1^w@2|8%>|TU9!>3SO zfast$8@4{f4bE$-kuoc0sx{C00XjYFMa;v3}Z0aqMZ(<7Hj&D$_I0)QUS>R4} zoHI>h-AEQWT5Mv*FST2&Y-8loG>#2Zuo!1Xn0ifv%o1Ul_?|{bAIihz^5f627#^ATjxT(gY*2Vn%I`&_?^~B2t+O;G zqNjdB4rRN7up?-;aL`9(- zf`%&vH^&PFZvBI5K!;nOgY5u7$yUFby=1B)iC867cV1z(X zQPJ_W1WT9;#G%Kp8kXP$65cTobTQxI`0pzhllv&)+E?(0?_FeKF$064m@~7zT68L(Ka4+_>nB;;JNIE@yDz8m+wkO7p`NIN zit1e4fCaZFM>L~o7)hh;F)L;((F0bv39Wnq1d7>IG}C-6`RWoCCB+|i3vbjH{7N7n zi{BANnlH>YyPChl)0mlYyl0~`e#G6c?JFSWRQRl(V?X+%4Xb`>acTa}!*NFL?V09S z6Hojl#nG;hKWiDYs_C-)%`fR|_E*F1B$%+=CdAaltou`cv^iq+sOM>q@%Wz94B8Z% zPaZ$##$l@*l~yZrKXtl)QLh@LYjC&uh?C&Gqlh{{{${$kg2??~9}K-%5TcQ=kdZ!{> z5@+WpBU+UR%%8^td7tLhxuze3sz z8cqYOcUGhRM-qrdXsl=M5HbR5Nz!?QPfn%N9U)f>Gv@uT`_5DC`P54P&FO?aff^Pc zY1~Ar7xh$-J$gLA{PC+!)Hgt}+7OeT3JjH~VpbJ=Nbttgkf>or!1N=a7}Zz3dvOC5 zCUPxCaQpOwShYc-d1PCebjK&A$`fqtTI@Mo+-$`j{D9snY*yR>kr2|n>3m^~;&dP^ z{!tFEFOE@63)g+__k(JqO|EeyyVdhIP(<o-^ET-(s+6UWxfZb^)ZW-vrB%of8@%!C&u#3(J==bn5wkS27!aZ#HpoVn$= z!;w)vJ*X(L5E7QKE{W|%J>f~8ZDC)Vv*Ar!jLVjh zufHW18DQ{B>Q46&3BX9drwiCCFpkIJoYiFu0sjKnDM|xtpu;Ea4F)W*iWT7wyENI! zb6!d!-n+0MrOyOCUZWI#q=ZbL&|=Tt zG5&DCmQ&rpK11#!I{Opw$QAp_Dm@4tx6u#)(>4^yK~!bj?)cc`hoVyiqgstdU$#uL zV`|FVUG2AQ*Rwaqx=mbh!ZcE9TgYwmHrCB zoOtjue|3tfbFe*J9k^lI87L>CPwUZd5ni>A2V%5Ux}^Mh&~cx^)$SGnM~m6>WVBfe zGRW^a{hEHo&Tp1NzvAJ4(~Zw}0}~-jANGzL;gXkGOt1a;m+Y=02mQvcF-XSQgIuM7 zTxMIxV+|Rs=5){!*RCr6IUUxH_Ge4$@iZ>R7FwCc=PDnYr7fZ2H7I{p-7do)1f@^? zh3Ub@BMTE~6XbgH+red`eON)_5yn+6%ZU261#h|KHM2dkgVI4VN1cal@|?ul3$OFp zEq-fXa2Tx8dgce>y4c~D3Bo3g{V2QfNMeU|${|Fg7a`%9)PJI-**ma9EB|WfrEY)} zRf+J?U^pQ`9YZQ$#)8DvyApQ~lqlOMb{!7h~ZVdvfCk+{B<1JA8$1ivrpPszNnXWr*B5cy{#Ert$ z1Z(ehnp25bWC7Q3;3ukk7m|g&yx3;dW}PSS_B9XbKD(ShN$3iRzukg2l6Y!d2BS17 zSk|xO51_$sF4P5vtXX4~*aRGhwZO*pSkX7kDmY7))?0Q^M7?r{`youU|j6W#VJ* zmj=DU#|vx**6T@&?J7k9iH6 zZvAM@PJ3e!AKpx|i1p;eV*yv~ndBReUaaD@#=w3!1vXK|2lu{MrKV4=B&B9AX@nh) zR=jsse0Jt#JW`tkgjwM*wa>O>`k`zhh^!eidP0bMy`0T2vuvw~J)%@;V!oqQ0LrpE z+wod%ZZ!CN*T&PUmDFA6P+YM^D8 znAv6bu_@P1m!ne@*c&K*t$YtW9M)jvLFQ;5n8U56K9(p0!ob?tTK^NDBQsfa48?bz zmagj`ex2*{8qB0HB7K|`BGtFEVUlgq=L46hPNSfxCX7SUIP@2h%+E`R%QyB@p%>2v z`{dBjP-(2^ItIcsICA^}Q6jMhr2P!2`lQVOa1_o_Nw`@r`)k#8J>lIKuwD%`e=)O& z`;QXBCetw>J!c7xL#^31Xe}S#uSSMkjP;@UN^=F|1oF?q7y(v;Y`<57Ej$7E05e0k zVs|$3)iESj4aC$2Khw0w;K*4}+kxxU`|r)F1twS4b^-*%=8fGr3c}C!PBi(efj8JczMBOB2BWSZ1LV zTVEQZI2LaC^CKlYy_+iRv)etjg1w00O0X)5B@8b-j3;{(h5j;DXuzgLnBEPfPhqu>Y?}W%(F$rab$@tt zJbzGX+HP4&;p#~urgmX``GXLRF$c)(h3S1iy#FSdVXDTe=pvkTQ%L)^M3^j@qw{OTDceS(F%g=wO!{mr*j2;-y5X`yM zX_=CJxQ;S?ba*fP9*KjF3N8taS@x`w?W>_7?jLBV*6sX88Ac=8ZL+{AcI1f|kU64nc3lFgB1}B|5%W$WNkCUOhdNhBXhIEQZ3C` zHg?diQbB)RHEUk+fn^b;W3xJPfTGM`$Ij>6*z;);s@;)^-RE9sK?A04zR71SoLP$+ zmmI`L01X-{)Wk|oA^ISHmqnZDop21g}w?)AO1@Ce{^*v&xO zuby~=)Hr=uVKcxTsHFCW6pbPhWPFM^oXb6JgFeavarrSQX}-9o@|=Qy_?U5y%y7*2Ykf6qZ6n6q=d`8A(#F))vQoP4IZe20$_Mc@k~b{iTOuQb*Q> zVy{3C83Ev)4)-%I%)NQR6S!PGH+94w_KvR=3H@T*BpR+`((!tp*VK0Tyh zn8?DsL<=cXhJf^c!7(+VmqfbV;fPOB=G8Pm-@98C{R4q$l(>d<^s9_YY2^H5GuTvz zZ*xd%!~eOwG#5($)p=?NB~?DT1Wd(hKeoPsn#m-eN_JEicfLdS^w-Q0?w6;fh!lR; zz?%=)J?}vUu;CHJ#T{r*{q)$`;;_lsInZh`8<^>-KFWepE-SD4=f2B}r^;1`T6Lx2 zXTNe-Z@rm2boadg7ut|AfPv-M^Sy}TwM_94-GrTb@#z1VrT2O}5CD4sZA~y+0vbE| zKO83s7c{&UC|*;^!t+FF&NAltK3Sl8B>H<`b!89g#5K^c<7D9xDzA_lbhq!1F9IUv zk%~-=@(TzoV?a^6h!F>#o*R3hE@bEu6XmH(g%x{Pj zL3=fShF`Tfw)pAZ*=kng?KRKcu`|U`VzbRe4bK^-3_cK9d<4Fg{s?z<^eWY5J3%$v78+3m-!T;u{8#W#cAo6rA12*pvu z_n|sci9dMBg+4U2oi~qomUKrC-B}&vE;UX~+Am#hvsyjx9u%R%QEHZ6TR~4Qr-~@UB0}q3L246VwaMiqVAfY@5xKM;<6T5clz zo=96W;=TzQrK7j*DC7%z!5}ru@KT&kAWfHy_s^+8KJz-y$rvhgNAN12iZ=4*`+Qlz z9uf(pc@7ppdIK)4uW7DO%}9SoIL4yulHpe+UkmVYT(nhQ?&Ye9aJeJ5tZq5PG*^s1 zIfq5E?}4{-Df|bkxmi~Y>3sf^kviAJ-*T?GZQ zX%i%v6L$kE3r<tv#@mEUsGD!kum*4!e?R_{PZ4by?Z5zX>*8hM}00DooY( zRsdiHri@}yCi>eXs7_=I>t}delIMu`{zF)r0gMM^u@(GeBGT9KGALNg5YFuhXW21= zQahs`PQFXB=Xxzd1htnpCz?N7kco~p7Mc`Ju6lnDiU|q2jp79vh%fOH+VdkKy^88+ za{dY5nD^av3dwK-;Nxm_&iCHki#|}?z~WG)zW~QEL2cY(|7bqH9X9?A{VAomcE%x zLcMw`lvPSdiz=~$750$*~dELyk>7u(_{6T5Ie?Z!HFp-A~3-dXxWNU%X2rn z=pCJMpYZj2^1%$#8dT8K?)Zx~eqV?C9ua0G31CDE0lmu~;Q)pa6v)gJFre>4VGmcD zp{TV2jEZv{w?l8LVcjFIhJ>B}hk50XS4Z2$zdRvmn{j$9`^V1Z>7tHVFkLMM{3mwX zZaoIqAxl``(0QcJe^QQHl{LiR39v~>t`1H!`nyeAs@QKWn3?$TR^cCf@x_Cpcv_9c z&D(~Z&g9}-2jX|m@YM(IvNkI+{d$9-gra>E{fR4)5VdfySQB4bK8?=?g$fgMyL6LY zr-P??J|imjdWeS6)s(ZMof)_pEqnwaqb3hvh-0k9)*p2kGa@4^+(2=s=OTx8l%N{5Fcp8zAMlu0QANzMh1TGV3|xoMkD{T>4TXY=7iFUQQhMOU}f0 z>h=>ebJd4Y3AdNe%Yg&>pYtgPMhg_^_~#qEWeU5piT-e=jML~T=91n?jZURZm;5%n z#IezH%=cdUS_u0uByDavon-cC*xZd$!>jr7J6Dj~Q6mC&U4VPc=Jy~ZN9d554PZ9M z7ymSST)`AUHZUr~LOu(P@*zMcmP-5`Cp7VY8*-;zH~BAwpi*jQwGYgho1j^$$H3tL zyVm{5{kZ+b^bg1p`bobQ8z~KP9oFVv`|+3M>y>I64I>?k?~HO6Mee)v>Atqcx%*$& z;}EfKuFDiQgsUZ(&*6x&;AL8}aLD;8pn2}chqAWPl?H*XUDh2oEj9G7s~A2uk(4lN zsT{LrR*49#4h(N0OT$bdW@ikIjI|J2?3h~ahhh*4;5@Q$GCUeoIIIJrAhpl_xej^t ze@0S~a5@@hJXB#v`7EnHBeI zGy-Cf+&xsXqvP-+%Hze3lu?n)Pc?dEG0Y0@y1b@JtAox+2{|j(;2=t3;70!+rVtOv zznMZ#@bOjX66$eJjJH0K48_7z4oM3@yWAiBlTwhtk1Qh&vHQpdj_#<_UI;ZmNY(#v zm(bqEq0UD*qUDV1Yy zE>a1v4#R&IFVlJ_bY&H0E`C?skcG=SK=uQav^Ib> z8}>AChr+FS+rVHHxkr2#$}?4wE@)(+X)O_)Oh!2h8_x4oZBsNaI(#-c%lUXZGw-Gi zNvtj4eXqta4&X@4P!~8+8&FrPa@NMUgO8k{U>ur2Z8x$&-2x0x6sUllWj68om&L=V zu2#4$RIgH|KrAxO{B}$5DPP&Up?Q-$} zsSpvRm=DHkKH7>U;|rwgz~{eIDM(6z%4{#nCjv>O1bUy({eW5p4J*T+VhmA=sy5m4&Y9H}>+gTlTVVJl`s0nKL|)rS?o2?S3fKw zB@Y&4PA5nTt4EdGdgfR7Ci9U2@Z*IFf#DZr8iNmjg;;zQ*okyrfnoQRXyj~J9>nWO zp0w)*1A<#>Nu3rv;P7_}4Tfx-a?xuSk_$X&$}1mL9YM0MOCXwX_?(xi5eEVfJ+NG~ z--Ci06)X??ufcfQ^|UT_9Hp*?!0KYCsHaleoSc_R6(L{^jr^^a4}BV{9SlT5@<-e* zVn{U`i8+>KeFk96V6kB1F#hTS7=5CbAwU4}F{N6BJ-0r7l2h9+h{z4!tB#=<&QkMJ16^m5cO zUUadKYL!$_?FYY39^4rhgM(bXonys&qmsBX_(!5+j-?f~EEk=&fcMm#&P#!-Iwvf! z=Go%6wF08P7R}!=gb1QJ^BHqb+}`4^u!V+Eu5JVXKyZ?p!jrD*sn3UbH&{YNO+YaM z$bk_2LW$$`6!JJH)$Zm6)736}3_SXnnob<+KY}9Q1ZZsVnk@#qx3$BoHM%-&DV<*s zDmYb)oG%gC@fsltgC%nJ&2n5~!qwW?ACUYxuhRNEL>(9p<-Aj=!%0#} zVQ1f2^gi#9+uzx)VeK!nS|;84TXNcll1Ac6TPg_WaJ5-~F`htED?Pe4>u9E^ueIm=`b_?snrr>)!R=Qu*3AN9ediAS5*CGJ3$5Kb@49`j zSK_(O>OxtK)F}}G8WcKC^3-#QApTYH#4WdIYViVMJ6Pjc6iXVN_UgSkqu2G8VBMtk z@JJRfUp13zxt#?!Wxwaph{GZXc-jw~j^1_xpV@yA$@x|L7)kLAg7=Wo?D+97Nu0|a z_0n^LsgId`TQ94Ef6rf@A0wea#=kEkOOrbd99QrGoMb=n57%&vS2@i-d3|p}mXh(-=DrlYVpWE+a4IzF z{c`M9S%g(@*2v|qh17xipZGT3v83!^7}A+ z^apOgzk`e6np6KXpj86$tb^a?G8<8x#o;OLOUQ5kQlMjagbVif^afl9?!#3 zGnMQnb8frNygOl8tT;=oaF=-Gl6!R_TCh@7zVFx~fr|36LdeEW{MFqhclLP^!F{Li zyw-2)aVXRAsE*6C7gJhh(;yD^2!zBzCs9i+Ox9aNlSF^te!%-u1pC-{uPVvx8ql6nAgta!u*DXh}$yoiZ*HzsfE3w~e z#ryKMiJzaR-Fat6@J+|{%F9DYxf}_A1}49rJwAluX9do$wx8YRX7Gc)Fhj);6(zFB z(%@e8kkz$WzBTAuV=BaQihmX*S*{5tmL7&S>FO03V*nMm#l3>?6_wHyB(W2Yj&U8@ zT;sigydvod*v0%7-AAPCG)RR5T$el znkN#h%D>lmI`$j!h+Am;>9nGY^-&Vg1 zDPDF#mkZND$1(H0!}}}d!KarIyA18+MO5B-{n}`FhcM{ZrY@ja4F|Ye|7+Id zif~87Cio~N!kI1Hy>ZFS)s;g@VD|VNjR6zg;>7<&i#x+5Rnv*;fK&Oe!9q*q!KZ?t#L zoo6gWaNcUB>wLSmzQKr3M*7#t34^;P$QX1Q75*oL6{(0Xp|CWvY0!Qv@vMpYa1(ZM z1g9Fp+f?_IqJ<8+*BjJn$d%^a=F{3&{DwZ%SV-aiBOl-2QXIhs2NcgI>H#hY0};TO z=RiyA#BgASEkn>0tW^W7S9u=XN< z&Ac4q%oh&~?LeQvOF*3C7!R+}l&IpzHFBX+n%zpAab+8r%u11aiB<(4%FU;@UxZ0> zb2)EMEV&Co4A*1yi24s8c7Rff)FuhYhbfaMr`PMX@EaP2@)2RTKkFOpov&^n2J)Wm zkJP0f8J@h3ZA=-O15vMEc|YRbUpta@&|$qwkwqlCXHJ+#~LC${hVLHe{w^ zUN?E!Wi)i&w{o!*32F$)((0#{x6rVaQmvt&qbN|A_302H;bWEn zW-G(Blo3fRJYPL!uNeei?7hibb;Hz&dt(t^sT`Q6caMOWfpi=Xwx%SBW!V5#> zW3!xKd^FJ-UF>arEalrfA4-@9Y2f|D4v7&>Ea+v@BdG_FKG`NTHgB(rOcZhK?YgQt)0=7SwOfp&=B zVBmSg7m?G{A9OGD;&}6y=k4{>YBY4u{#fUoe{dhH|5pS1`lEM;!S^?APea$8vKcwL z0-cC30?iFeq=tJR+((FLdQo~al}Mz0NZz#|x*AG);hK7^Tix~iDPF%v!uF(ZY&hJMue53$8nxk7N?G76=>;ktU);D zjb4#oJUc{~w=-7luSz80E$;&&ga|It@ZjC0d>KIfrU}fK38gRL87E}jn7>*|UK@4!7;9Z=IPyw~qFQA8Lz(S4;xM|0s0UAi>uu(V%KGdLT(s@*HP#+!F z>p!rM;}p+!*!S$#6UqNaZ-m}ZbFNd``DInH4F{LpN>o8=8Tm*$a5>Np;c;8@j#Nj2(fQ$i9HW5wTNRP@2 zM7e)M4s@S@%TKcbNj{)T|99xn4cwtJP$x6^qkRI{O))%0zum>CR9V*Ngoy=j4KX^w zXp@|^i_{wtz#o;j>JksDm*TTLP1l6T-B2cSRL!Hx-TOmL2Tc0~xPSdq*D#j!_q!C6 zK>o%Hzm5ViQ76A?Tu|Kvf`Z3dC&p^%-wMBVe@lTz$3`{4Ig!OLSqIXdcP~yTUQ?&O2pz{U+BOjzsje%k>5QOi=lW;^gqC=vQhyZS zccP*G9Wkj$R@Q<>FUB#zL?7sxuh@^8wE!ZBp`SXHj7J*U`*KoJyFZlFg}Z7q*O=3E z0Cf{dtF;xLO!#`GD6v|!v2G=&MGBn2dzg-pq-zb<d`%tL9`6zYeB%6?O=Olh7LTkb!Gz>GhvG6?{DGpNzR|G|nelrY3%g2A39WLDgOdiE6{8oA@i4F{Dc0hOQ86E7G4}rH#ANC&$b)Q0&J|^2#SD{NwBQ z$1D-vb#5X^<=+qjH{z!}G3yXN@bcrW$?+!`6U{nt?Aay38wj|tLQ}EFvc5QA2s@or z%YTf(p2fnO12Jgu_iXk@N(0;&WJAn2-7ulAxP;2r7m4o+@8Q_LUv%*wK0gpQhk&ui zQKx?eW6)ofB_SjZw*)w)QUSNP(gNKFfPbkp4v;vRzD~Y-!52S!UH_l{oco zSSG_bmYbJ7aS7)9&vH8G9%kFw4bDeI0)Jzx_lWAy(JalG?j*h4N#{(DNJGUwyt-|H$8lk4LcXmJo9NC0VW z2@VYm$8_<3>Uy;-r8#z9FnI>(z|xXvJ5g<(i5?evH~UL}@H*y$#BMc{QKVAYA*xY# zksBAdxdAk_)yo&)J1K5!v@UImbgalOeZTyHW>p%R~8H_$KoOS0Tn`?L7b9L9>#k$nj zDA9OR8EEQbnDp;>xo;0~syj>L z%i~aI4ER4&!l|eNkyEK!)CCos3NoY$Ui60s^Dpas9C(Nfv-j-BCqe1YEq&m}N&|FF ziOM4D&gn9y?4LW?b2}P4S2vv3_c~R!hjyPD?G-Irk=#VpW1sqS2QELucYjdc0&4Q# zy$gtFK682U!H)jY1ZUMKg|2!ZtD-(BD}Ec4J+3NMRT29YqDi*=EY8J9QcUf};QjAA z>&lS|E{gxFv7(26eO4*N*MX3~O7HFZ+T*eO`k%Tz2RS(*is*fqt=a$RkdOeJx@RKi zQV|#8R{!avzR3dGM&HXYGchwc6O6g2=G%N$r0cxNQ#z^a{7)zyP%USPYIpHHv~7g zkBqvaAr!;`1(bX&1CNxoTAl8+(VUAKS=<;E9hhCx>;(yUw$6=$&9r$7-tEvtfhkOO%6^G2R1iwQHQ<5;04G(-QL&GJ zNwozmksBsoQ*6Q7^BuqB5O+dw;F8^CaLNdIGlmGOw7<;2g*P`K4WjU`%@%qaAB*LY zF``5x&dRJ(bOG%Wr1)!4Oa$T_|4~`-_0hKDUXkJHA8evrU5~;2u z2A{sQkJ4P9jl%y=3HDP9iaVb#bMo(T^+(~rM;=+%fejmwLkjJk%t)^c_ALH+3beAK z7giPoGVor!y6DcUPovPJ;G4W|Ug-AP+uX?+1(<{Dg7QxZBBG?~tSH~W6*b|MM`EF&B>u4d|eh@wDRIMs%jW|9jNdzzctNj9EsBcZJ4-*pu4po^Z zf#~O|Ak`e-pUfe>C7054mZM0`J+z(QLW5I;4h~MLoAVfN^@it00?tR2X23`+r~n0UMunHEodxA9MUS4b3b7 z($nxfda)Wh!;OG+uJWkW!z2-EsX?IpS*D;VASG2ku{*dH@X$CqP|>$6pXkJg|GX;a zato5^zaXuoUzTE3hJm*VHmzkqvJ8%XQuE?eTNfF|fmN1KQFfEPdjro!`4fKd#=|{u ziTgd9rT$&Y*B)lVX@6r%DkLs~XQ|qw24StZuQt3tnrdu+w4qDq3jI(4dZbN1!_WgR zgd&JFjrV!RTzK#5p~FS4kPC&`e{@iid&)z~pp~n$V?@6DG;V-v_zuF$87pMs2;9N>eXhK>S@-Kv>Fj-ogQv8zzOo9pu zsC#l;gNZg9G6tiIOsPmN$NH#*%X2b5^>i5+HPdPp)J4E?{{UxZhhZkCmiN$Hs8Ayc zq5Je^BJuU}+N39bboy#3(r0T1(UM2IqfxUwnFqwcvE!@(gvn2jXO&|bNZOXLffYO~ zNN_k><8$Li<{`NxZqtU)0WCS=E_!~3CCC~WsLX*MPf=Vqa}Zya9Td78JoSr_0p*nu zMS$}NMfEgyFdGpO?}iBllDzov?N{I{1#*~$#3B$)B@h=wo&i4hS~waa!Jvc1806my zi$((SY^#eoauU!%;pOqc#Ab@MzJ=cmyHkG}`PcEyZS;|68jpX~^b8Y;6^NkQnjHLn zf3lS?X3#g5^lIpqUwImv45Z^=EyG_viea=$;|L=1!)lO1&nv?*uZk<+01icj=*n8b za+zz?(6H}1y=QG2SB?2XpMR*O1hCOUETy4WMpT zxewi~%;~yReTzwWM+pJ}e)3+dX762qZH*2hK4<@JoLsIDplxwIPpM>7co+rJycq1l zyUsDH*No(_x(ea>@Z(l4nH`%xHi|_z_23qkF{K##Er}^ep9vXvY|L_mRgELKUkQB|CAIAnUh}FORrqwop%ecZ?@oW>Pf(DV)j^I1rG6>LY*e`;7%^(u@Hms#F;O( z(05R(!O@%Y?=m0opC^Fo++0U5mgw&cAe-)YQ%#L|06X9%l2Rcr9ngK_nB0B&hCXYC zHYj<_PAP75S~|&=?Z&Y6bw4{Y{|dX74-9=`)q7(oSwg`2ir-NRDN;OJQUHITD+7ai zxd0J#vCYR3j3YJG@Ak=0%Y`zCO7{Auv4}zjh;Ey^F1eK zixr!W%yJ{+4jb40xuCawc0KcWp{ATageD!3{X+ayK zLSL_Fb6jt+(v$yV@0|iGUADH-u)~hgv2B|j+qP|VY@=hdW81dTvDs0_c5-HV?X~vz z?X%Ch_^MQkybSv{SI;I#ptrJ&gB&v=7V@r?|B@`e9 zKaOeur6@Ew7ggqSb3ZClppL6$BqR)u6;y)ggzJ35Ly3qO`0U5Bg;{r6R&z|KN?dnp zFxwYr0D)TclOuJ^|7y?g)*oqBYbZgUVMsJB2EOk=;w_?N^Mqd1jH-GYDpHGmY;k1)Bz9-fO?Z(KOA^W zw8VTNl;Tg&-FcFad}V#mNc+yWGs`_=7-pdHmurBkb_`5tl^r7^j{BAC>kSr;MKq+O zJ!w9pJX2yL$>+(_-809i%VZ_VrK+#MM4C@;7`e{O`9da zJhADwgRNX7`%nQtCa*s)E77=YQR$g1L->IAS8Lc~AMWp#$5YvE6lJ}%9te@zqFXsE z8w40~sbky7FX84gh*-cu|1_`u5&(Ocg1a8l}A-q~rLOD-#BfY~GaMVeIW)*6>f~@F_LGdD0rz*-ybeAJfoR`bba!9Fd7P(2{4OU)hc7R!-n zZYRl$HifpBUqvC*UGnD57;9Mo2GW;j%F zVfoqoVP>b_HW|zw9$`3v3n+$!i}%RRMVKjtUKquD?6Nps8le0Cs8z2pNC7~h9Tk27 z)b+7YjD_QQ+-xt`eJKk--auJE$bVLN2pCciA+z#yU}qsBqB#|_k}|FMMBI|*a~rz{ zVWAisJKA-zM47<&pA3W*(Ct4l{nn5NZ(*3i9iYzhptLcoN^#l~Ia`0htiXS*7%3q? zG;(x!xBEYIO^Nxax%>f_Dr;O^?e_d}Re0ok<~{bgv5b_eRy- z!{JS2{j25Rcvd?|VFY8H$?+tnPhpBZ_v6*0q4;rdQ!ZT?RDR(jJsx$l?J(DNOZIoQ zSL6&{ZwCF|M?b6(C;tdJeir@T&m$4hI$~`Z?W7OW-2#?Jm-toWTJG(aQ{nj3sr2Zm ztSaJ@J8yZiLEcWRM7uM&%M@Ilb;LuDma@Q=239EBU-<2yk3wC(QybT)e=dA_>6d=V z(@g5kpaV`T5**-i$${q*s@Wn}Y$af{3DUI`>uVt5yi0pSy$A9`a)bb?W&SQ3YM{#8 zAjlpGzWL>bjSRrJ{K)qEq0sPKcnJ`06@mPPLzIyK=o0^}lBF<3$@8-U?O`@K3$LF* zXI4^>W}|^!@_O0-C`S>SNaiUOwBo4pQsC;r`nA|Ppm2}O`#GooW+;(}j~S22xZ1>2 zf;1yN>xtR1*D^B!y0kgp=&^^c)tyD9WIf<(uU>87z6>N7rjLn!d~I5{LK&9)Y>`aX zr)*Unx4k0lr%|c@%wJFy#QA0}0VW6yYW+aH*`bui8fZCZ{!;i;`t9{er8!z@$U$`~ zTm8Q>K+Ic`f_^kZ-ZYiXS2%7KD7=Ak&Z(Md(48K2I!#S6%kS5DnhJSXd;Rx>i?ICm zQ22Bf-)?Anh|@qzxcGNqP8biw zQ(Sdyit$IhQGAiEoA$T)QZKK&zv~68jpk3@VH+%Wi=YiCyPn7EMr-< z(6(f>zo|^YFl>{Fugd-@fq9@kp{|DXZ2Ug5x_NhVc(D-_^8SK#mKO@|yDC-*eC?jZ z#kMr?goNlO-qQ}6xt_#Lf2-w4{G^PB^8UWch3rdS`tCPHJ#12^PKx1NiL-Wj=GkUI} zUJ#@<&x1wyjrM!5&E0Dg`_AW$biZ?Z*9klp`&W{x&|>uAgoxIcSTKU^x^RRL3T7ch zklq33bfw#@Hgm(etn7X#kJ_|6vX(YJU8sg_B7K=|P9UGB|MxmMj(dh` z_w}o{azJ6NdK)-(!8q$$IB5q2k~f3Ux6#zo9a~~K0Vus63IY(H)&)Tl6MeJn%)fD; z$yM+16*p*#RJ33=Q1f{AaeWniLvXhWYY-TyeAo@D1?b4Tmevbgjb(Eqt&~gpt}OI(nmf9glJz6qKpYW#fD_co_dPVWu-Ai8dvMwicL8MJiIaO=0W`5+vR zrElZ2c6T@iofBz)6=uC3Hr?2M*FDXb?<1Pha;AvaJ!#wfb^1srF{Zh&g2Iw%Yyb9D z9j;+HFu_6X-0_*%h{DUAMd$A9h1XQIo8FJxh;;d89KCKXhOs+}E>B1z;3Q{>+zJB* zcsc)YH$J|32pi^A^Z9~6zeTjb3`CHs9ydC7jzv$x!kmL5LP*`S_M2+5&|GyyaD&Y& znQT}_PJ%<7RZW%Vw(<~VOf4;q_?Tu8DO+f7*O#3xhkdmRHl*T|kJ};#u+eXzp_CLr z&Tjie-HSR{Jwzqk3uTfMzqsCsw5p`z`rIk(AZJG3T-?GJ+Qx_#F!G-|P~R~s?dK2D zVe{ghb?BkSY%Se!(dgOF8YRU{n@ee4yH|a#X&NWIX}wr@{e-7`zdS(dnEpTo>AcPW z`qHJ=+BMYNh`WznBB$0#jFG^fv5^;-HhL!C5?`SF_=NPh+-j96lkRP_%a|e$>{c^X zjzl}Y^95;%=BnOg6+Q{R1Q?E;!BzQ8V0+i=9kFIZU6dA6CvpW1vS4Ia)^@eKkTU&#%>ku2W@(E{W-Mq0;Te-pn`ti0m z+Nh|o>0l<-8uf2> zEEwb!irhjF&<8>hrA!1%bq@KU2Y={}J)MMJ@Q~?C^uGwRsM^+&prZIlq0S%iP-d<) z1bn8n8|U$CGl}p<{`$QG8x4fuz0{JcG?i>P!YkMV-8;osSPGug;Z4mo-7#!6R&X(< z)DO@4?5yC1etHB$_(__#`g#whuJ@~;f4b9?Keo?Vde4bfOc1K%P!3U7;#4?muJp#0 z@>3Bq=cQ?4nhTEPnuZ;z^4PgpEUyk`C(8P2VX;2h%n9f!=SeokPxgHK_{M;)$G)N# zFbfSjM={Fx*K2{F4P=#WWl-H1SMy1YqD9o)LI+LNBRv%&lw20bt_^SYn~`Z23JRc* z*SkA15k%uZk%xZ7w*$@HCciZ6bp1X>Bj}0JbS~q)czvoYgoi;UByg*#k-kvum55#B zmq!z@X5drzl+fBDX+CjesQFYecnA5$am2W}JeMEU~MP-^BQ%jD?r%8pQnkI&j z-=PauM|~3kxfApq9~r4Z*ZnC=>w?d-Y0?>Gu{)DXDmjKSb^Yol zlZPj>SGCvN5C$aE&O$gn#}-Nkd_R1Se=GtUi3%}F|SEqDayDN32CJh?`ny$03dw~khxl3_g&`iCIM#dQ{1yWehb%RD+C^b4Iyr-ZR(^$YiQ3>Z5)j&= z(bZK=1t=9lKWJef_b>2J1GznF(qtdFp<4(u=eacowz?ty8)#C*E|2*X1kRFMlWwaZa+}` zKRyI}!&e)*TWFv%1U^#~L@Y-MjFG8!N%ht~NTH-}l7vJK^NsbkLA*Ktryk#5?U7@F zq!cH77M=44{Pq=bniL+=R-y|ojw-<%_Tue|W19zleUe78VoD05pbe?+a3E;S(ICkYRW`09G-a$yiar}6!+hd@a=WIbR9Ua6 zl?%(GL=IJjFY6lTo$K*ZdBjCPRJtVkvfp4yS8(Ok{x%RENQTl?SUw7ZANTSIRI!wJ zLPcg9U!8$e4j9j$mI*#uwiBTOJfR5qdU@6ILsBjmsPDK7e9jn!x+Ymx6>wy^*nw#r zM{Oph3flSNf0jUKH?weh%3|R^llgvC?LQLwU=dLgvKd4L1G4=a9Gt#q9>qM`i6~1^ zy}c#P%MU> zF-sbH0Y|MyFth1`H-J0CTW1eNvw3+dA-={AO1Ox8bEJF0;c7I8B>G> zOX>@hmrfNOAR$%a>QwK&lVVFr zjp?V^8f^@-%D&3EPUQD^-)9C#3 zj+t>Qm*&DC@0)Z!gA9;fk*Y0PQLc$l~LGZXKl3zEm0j7+EfY=Tz}udSRk-=k{pJX6SuZtAT4 z4zFDtMncMc(ZD2^_v4Cg%@`4U`;2AKT24xNEF~~Pv8yt9w9kFIosqh)J0aQ8u%_-W zoR*XryVI4Q+CM9pbv%a(o+Y$VwdgpSDzJ814T1kPJ0Tyl(}z*D>5E@}M}=K&Ix$9{c71#9WfhoLws;>dCWwLOch?jC zww5&eb*0z!0#M(%SVl-G84XjS>i%jruq5Mlzuo^_B^@{-v~G8j-jPTZzKV2(x_}A$ z`jYu^ZLoa$yzs7~L`4+_TDQxMv%Wb+6TIv3ma+;6&(xHzi=U2;PEEsjKwoaAd3R|% zfRB$=;e8N~N6YjuWkV-@inRA+w4@4Y)4ii0ksmssfNcOFf=$-8u%z@39*4IT3-R(X z)JB?nUdP(K1H(#c3i-i;S6PY3wgT^dboJcTB>FD1&DJw!LZ*gWnzQ9eKfwALVzHvM zvJeWV%Sc#dymfUy(DZU)S#PY&Vk^fjy^nD*TXsR?yF3us30CCbfJYZYna^^--Yf&r*dwd!TW> z^1$BZ+9?Q2EIxDnx5@2T?NqFv!eJO(420w!p3x?7W#fndWvu95O9R8gnMbowv zkEaeeRh*TFZ$OGi{*xF`N~emU5%D*EHOmF>1sjZpeT%u;n}^TmusDxj4||%@HR20b z^Rc(I1sQFS8?h)y5v~4ZJL8bL3v@|HLS6wr135BC!kPDvTty~nIk}kcj9eU#z-G=> zc)T-Qrwz+o3NuX3t>yjAb!;;en)SjW5k%!zwk{RCF^NFZ;h%&>joC92lz9RpcvRGhA5HNMKgbmMp-!o`>V|3qTM@-O@kS;!(0C@^XGnt#H#A5piQ8yTRw0UmM>-!{8K zXqH`7%jS(qZ8aDZ&G?Y^JNZ8~hD!N(@xmfhum2MaMTEx6PXKRY#Zg<%?oR1QfVt;~ zRQb>+(~6I#QARlN&sf(GaL6rK8Df2Sb^x~x5#XRv5XBUK0ys2Ch{MutSEomj^$?b} zgE7mg2fH?3+GwAg`>IJDzn@*Y+u99PQ#Nqw zxP{p)iD)et_j7dJjE~)u8TwVhA(5c++1}Y1&nEO`D2>U@;Q6&yP*ufv@Z-MD>L~gw zBET{3Gej`KOZ?>P>waDvj4ewq>qLtF(#HGfd`mmJsBtz2CXk=ypW5Pb9^mx;rMR*X zff>mlaAg7@K7_o5f%NU>Ft*;s1ik;fugQD92$(A7!=YEUj+24axAk9k)hbq^JUUBi z5Qd%w$sfIvCP<=8sXOKpbz1*PWd3~wq6X{`m}Robr}BEHP*K%2l~gB%EnQ81s`D`r zPcjxRLb{G+09L4ytEfM`$-yg#*E0T@_4I0^rrD-pEhh{Q#}piT$GsQ@G?qytpOOkE z2(Ipj$~u~p-z<`E?G6$vfnPX(_v&gJVY44EKJYP^oyY(uo)y5$-AY9kYl*)UTI^OV z85?hQ)El}iwbt2|lGxaCsPGqz?G=XZrYT{)RazVwIyliF$q3lOFueT*nWWe=Q9kb} zv8E#gktHlp(~tA$E>S472E*!6{ap^3&5vV5V&O9bLZ`=0EvmACex*odGHMgJHds-H z2{pjJ0(|`LI#S=T(K^z|r&u7Q7&89Sr*bXFr^M|jwA98NC(P%^+{;*%I50Qu0-K+t z@a8Mvja5REOT64aG#KWf7!wU{?1T`Pcx=5HQ+R?*i)>br4Q^0B%!-@^;BMKnIY@b6 zz}yHU#%MnopAFMCK2D)8O-IC9*@LVNR;`|*_-D3Szx8hcP%({<@7IIX__QE&VbPMfa@CzpbB(NmqJIR}aES1vS+M3m6_cle9yuQwpvu`fr zk~ckwxNV*5d4HDKCkjWESUEX4xx6e}_WXQ*xG`&@xb!b)`D2Sfe5}wu^4#xYISvTE z)Zj@D7*{ZGxExN`-nBF0!aY{d#_h3AM8)26{CX96L($o-H|gmSZLyTT?ulik)~hZX z8@!KhZqqdm{JrD=$^EfcN@##qm6Boy*<<+!NW04q#&Uk(0Rhn_iwg-TDNJk1IJtZI z{XERQb8=yP^<(@3i-Cc`V)@C$#Mqs@LvIw^zz=qCL_9V-d+J1?hq}N3p3XhwUpubb z<)g!supR(W%H4rUrGB#FA~>=NViv3w6udJC)TV?c3z8@ZmKc_TjszdyM`>Lj89`-T z4gj+%E^=*#gfC{PAV+T8;`nE7@eToyB}Sg zZ}-^T#wD6}m1GKhCx|-VmvVS)EI`m@a<(Yg%3UES%iPa%P`qlf4;EHnuda@gkT(dP z9gRgF{NJ6+{peh72t?*rki=l1@tEm&B6|BD3T?M%KM!0iN@tXz65Sr%czHXWf6w`m zq1>M=l(~3nqno0O0fcNlUpoKt@}idxP0XH9<7+HT1)_Z81dEaj4*$=h>ZXN?;o#tK zIb!FG`T$-KKFnZ7-Qy6Rqx3kIyq+QS(ca$Pj#SrnY?i)00D(?Sg@Wl$piGRfgXx%# zFb|*>sv2WKLuqcN)DPk50EtZX^NSqHS;T<3BGA<*!LaY;sKwOm&i>f6eiAYt7Ay|A z`{L9efJ7|~(C5aB<H(gUW1@?tB; zQY;4v(RT#F{X6uy?=KA4F6@`bjXbVOnTsz5?nz**1>E;qQPb0Mc`^`U&E`nM7CEU- z3NKFh`xd>%4UVWwZGuS9UVfeC@q@g)($`mxxh+WY{c?ZLJUas5HP~kK3@F5ULtuwO z;CIE{?@@yws^|r6qd0dz`1$2Px%Rh}DdmD2^vCPE#g;~UY2W>$ZmOqn;bc+Ub%n*r zXu-DQ&OrcISkLt8J{k`>O*{WRKZ!8_MV4qc&0s_<2Mm?M2tCYa^ zr)pOd29Zxy4qHbM+w)00TS9w*Q3zsW=qu5DH` zjv(-uHcMNNW%itG&ZufV;8;q(=PHYSg7uPmh;c9d3Oq+KVy)0@aC@HoQbjTFp7T0qd0|lfuKin(SCEd+hH<)h_#MC5xG*l+x zf5T5PzL|&sSatFf?7A=roJ4m$IBqQptEyj!_a#w5k;E0uk0#MgZ@YN6F6a(>;nPy@ zPJ!a@Rp&_+nmg|;g-!}R9!fc?SqxJ}D+wY|m_O-4`|pb{IQ|aiKlVSMb?-rF9$}C~ zU!e4Y3($f^8wx#5?hY?u0nU~(ZoNlzsg`aRw>x1fxnN}-Wv%r@iCGV&t1H->>+ZuW z)O$p|1m1&7#egPR7Vm1czhd2w?Z^&L+;-&EA6}!6lgo39`|2)m?`3y6jxc-s1DVZ^M|@p%WmKf!n~d!> zgR>JVECaDq9j^NO&26);ohqVFtws9BQ%|FZ#NGO%-Oy2OO0Zkc>NFgknB7`ZivEA6XNS4;(IYnWHQLfOm@IbWDeWGe=AEg5NvLpz_uM6 zi6Sv^DW@6_!>9SQuh zd-ZQ!Dz;tNf`@0+=}tArAr1FlUwqiIF>5Mqy8~d3(buHuViMg9wck}neN>_znMmMW z*2vRbT^k#J>biQ29KU;PUwfZ|92R9Co$GwzyL(%+)~>4h&XH+JJb3;dg#T1|R{63A zdCpwwp$-3oT(u|4h4-F~hR5R$f(N9qYxO704Ci{La{OcnY^jUEe23LAY-VZX zd!xr!-GVT%H^GmX8z10boPA*EuD{F>08gt>-ESxX0*fVvMWoVc{I*N}2J~On*4Fe~ z!v(5rm*|}aL-2aIln*B;!9^a_D=ZrP{XK{6!p%#!hZOFtLOdKvG*-8pDcCCmyd%#}x)ll{gxpP-WeiOTM#GU&UMPt87=p$6hTGH<#aC~gZit7#>J2?~NN?8TJ?r@UXXHqszA&Nk+y z$ZEo|>DngrIpWUtj~h~I8J_T6iw4Z)<4;4R_2qB!PFPb#uCC?H?4~{E5qxLGgjcxh zvjgSs%r?^KQ6bwGt%_x$csdV;ba*CVnafl!01x4hEy;O-RC_e7eaYaL{39wVu%$3W zwKH%JCC}Fv{bl6xC;!Y_`XCUh9(;4ZjQ-g^#ckzzC0RZQ>doLI6#r>V2gslZbC95! zw_2xn*&;xWe$xA*i`m6GmAi#m6FzDINe3urgAAwZ_GFC6&1|d2)ZtQ-GSIOb{}?(5 z`RVQn_M(L{4~nb9A$9;SdukDzY~io?*`fBsGQu!U8WYbr21gY%D#e#<3wS=)IJ@i1 z`-Vbk$_}e- z@fDkD=62uyD2U+H!WU=QKT5TJ0xLOtaVc6LDmjLb#r2RVqOyCTe;fYJBDU@|+J>t> zu$YqvNh3U0E}v)}R1(Rfi_7KNf2c7vkUU%GFX#>W? zO$4GPsF31KemDm{4wc3ZvE+U>=Pq!o_3BRBlxMhu25SQwXT!^~mD=CJk^%X2so`|i z$1R%TdQjO0m8jJl1K>7X*x#0Cc7Q6=|8zX)dn3zDOLrDz%`t6${ z-%~R3kpU;u)Kqnm%!LWYMh_Rw3ZULttJ=jOaJgIA+1GPnzi}bcX#u!_VHExi|36^N zhpYG=<2%sh@}7%lhWW7<@kMFxfmbWigo{JG`*hT@L4AS2SQhpXVaRr22cTO4j5Mc7=?s$y&?>t`adP-;v%l zj-C1RzCT3v+6kk}`&pFrXyJv!wKM)7^C*`E@EZ!a>pgmXeYd_&rG*-TQ5*bs$V~ zv!l;#*;od3SfA9!>iYEMIy;Jcc;UMmx>i*<2ojVHWglO?{8-LA4ITz4$gQr|*`x3C z1;6pq^;9x}QUhtla0(lN{?nNeg5|pj%K?qXovaKzn>fEe;7f|a=rLK#l%@Mc7BCC!KM{}j~Pq;}%!fg_<-sd)unmngFLjf)U zyvix>?W+JagLrgcy6)$fp26MQ#L=+g&Mc z;>$ZK@jf`w1wXAS`j~6vucITS9^nxW;P8ToD_hd-v7fdSe#R=l4R{_FbLP>zB~`(6 zDdgQNqU{vYc@Q)FYY4TCjkb6wgCw?E1{H(*T{LH_Bz<8zMT7YC0Ahs`2SggH1iQUC z*pa?l*?bTYaD4(FdVNU>2nqCh0U@GOMFB-crZO)GjgyW1tqo;6C^D%dmFe3#v2M^7 zicq*yVk}}X6u`4dg&S3;J98NkIaj0>++Di9g!VMHa|q>R{Ci;maT02n59r z2dwq9$8H!Fi|+?5+1;7st*jO~wZfp*`YB#;Y6bfDhs#Ka06@S|^--on2tPoK*igB@ zYz_saUXlVuFh+pTpWecMgq5b{(~5v~@t5xX>uctafVj{+7!&lbWA1-&jJvNu$f(a4 zR5vJqJp?U<&qO5ofH_=y*Vs=gvG&s)EP?je#lb?uJ;}M|z4R7C_*FNE$b7NWAmJv- zKRG{XfJCXbtfstNG8#^m0)u^#l6HxbZo!vDtXm)O!X5grVSf0)&&2#kmHk$0U#`(N zpFNVjpBV1Y=HyoD|2m@IYto=nl#RAox8tU$lMDX&Znbss6+Fa>XSBphfhe7FYI%>jP`9EkozZV=RdTNp+Cxq41Pe$-D zlDNh$Dh{r$&2{J_f+FwH5l~(~6;|D?C!zyk1*sYiUG8e$k-zCi5>{M;kekbs+NnD? zj*e0Gej?t2{GcfW%J+ZyU?wzodYop|@VH)`UEvM+yi0Sx@^lD_e*<@GjUSJgjX=)7 zn@o1(<3LHCOpe-YcR4Lk@}9V*Qz7Q2*!4Jex1ps3ob6vlCAVuCAn!!82B5lmUEeoA z(UnU`NK1D#Ho~?073|>b6oc~)o~KQA{eCDaI3TK4Rw?o%6DTr@EO6C%iKRe(C+Q%8 zgzp_uyqXX$mp_f?!lP3k>rB%?;5|TfWhor+QfSLf{_MjLUOSmeE-gTMA(-gj9G*aT z5=KJ2b@(xy8^pnf82%u#oMMs9eHm}ZJ+C|pH+=1~Z&XKYI11t2;+joOizvKIsztL< zDr)L;#h^M@_f~kA!|-W;aSYgEZ%8I=o!Ovzp%MHvIzM?Y_hMHOeAVr4mhuIvT2V?k zAyJ3IA!gy{N!hae#2{WYaO)qPBLu55S((9vzgeP6j#susyQyifuE3-e4)G%;4ICO= z9wt$)^;#EK#jd4b&ph>FJA}G^(h|9OqLIHK1yuitSWH64`Hu{?Ur@PBNSG_pH4(l; z_M1KaWWL>EvcE3FDl}l!mwy1HvCf+*o;WP1H>m9Fv<=<+QNe)q`)Nj2lGFNe7ooub z0(+!xp#mg0&frKeN;E%zuDRONbdTe%?1yz>Khqn+B$eF4AnXq^z#=z0JG)q(dD|Ad z7go_9=0l@Ni}__r*|{U_CqFcQyPY%9R8rLql!=L@^*k(yd4stbiTV*H4c0a1iFTz( z_gZ7EB>=_2i4V##DCs3ZMspFs`RiEOl0DU_tKy}nqlrHuDGd}mxO>Lm-}1Km#B7Gy zPXlf*EJu3r*GL9#^9K=$v9Xu4iu-f z+w|$mx9lwBFv{PukUH~V$N(@}i-{Y{Sy$5V+d#~`NELE?^(4H~nS0|KlreSEn*y`f zZ;DqO{`x(n`w+1vM^DRHJVF@VOE4&Q_7CvH)0cspSnd+)3;C!tGVgoaNYTL^m!6xe z4ARpFV<8K_B+@w6tBaKE4efa`2suOr&Me=+;*Rb4Q{J0Ym?f**LP+=eFSN8*1^$M_f8tFo+ z%;K1P8_kGDzV~Z#xV6$vIi(QedGb7nJym(*F13yltY&m68F$3_B>nuf6*RXRCc4n! zd6r$x_I`3e} z6FW!Ek+wi&&>(>Cie$KvjmCBUV2s}dxZz1M%Q`4~MnX(^$o}VSujl?5yGV#!S=wHS zX32wH<6imK4p^53&7(1?L#7Gj%GTY@SJGya(NQ-Y>{>kj%jU0DSgCBa(&97%N6td~ z#xC1vWiiZ!6X%yJCA`^Ll48y7dZWwIT`9kfQxJapHl&NVQGtCmY0ZEfE347W>AgY! zDw3YzOsjSTBjP;_&6PA!U=|*s^yvm;kI6Ci2tJnKwf7g^dDmR8L1hY46gcr#_lFYO z>KT}h@m)voRq8L=3uURA_dJODyo}P5eW_>oEzQZ{w(nCLuScG@-aMv2E@JL{Hfg42 zW)g=Xe;}8>+~YhJ@?O`GQHD`>b^Xc0lYLeDtGDUC*=Ec0AjI+-iezSJF)a;qg3kF~ z5tJfF0GYK;dTN8ImKJH|#fz5_FM#)&G(Rt##`GmBqKVE*yR21pz8e_1G03=*FS|Su zp#DbO;V@UglvPV!iSmNGPjOtEhQ3D#*I2)8wJOigGw1Fmmk)=lyJ|{~%zxE=*mzw@ zT?Zu;mEG{P638a?w03ZDWSYsLXx4FVMufFlLKuZE2tO{qySl%;X(f2Z`8}NG@g!V#t)sFWo5rAR`0o zg^B<{&5+1*?gU963J2&_ST&&x9M|B~@OJlaEI&;sl208O)%Zc+WV@HQiTZ&6xM(#z zNPg-4nlx7W?F(_?YI@}cm@BfyRaV>2hENkHqgjzDs+~A2q57Lj96eu|R;RqWy%oA$ z!_wKSJk3um^tbs=tDic%!@HY`+V;PvHNVBF3eCY7jS6eOiTT^jwzHQ-pR;vsK5>q^ zosPC$v$}$;K1!L^a7@yushsuLDCiRtux(+Z-WW*3P~M_+Z2Hc2)9N2=ZrHCt`qzms zay%}ao+ZU47g@=f=KC#mInxil*+M$o=@QnG|Ot*}a7Z`bYB8w>9v3B}d=flGO0 zdhNa>%oOy50TdKFoMuwtCn~epBIi_Tn6zapSb#wy{Ye<=LLO z__mg-H->d6GsZdx%R&dkP^NdklQwm@r(a(BD?3Rx(%gj-aK%Iu^g`f``LtgW0gngG zmxqz^K6I~4c*+o3Go8dEa_i_>sQaO1dYrE*Qhhw1<732bM#a~Nwp&ZMQfJ54WpYgkNeUqtzR5;9j^k=R9ZBkXB1pVqATj zP7LLfe~T2DusLz7@(1TXov7G)H z*@UL>yP6w`GR)*lyZe>!)b=UJd|U@H)njRS@_In;(DU18@-vHu*70A`l7&d8qPUgBpcQ+FJ;U<1oa(!#f=+M zgo~H&m{%>b=Dw6G8*@i^-#aOo9!B39kwB5e@Qz)u#$oJ?F#bkSYr!Mf7U{aqWjCC0 z7r$YQ2Lk7_v(Ua_33{DI(P>Ui1T0Ddz*nO=Yrmi)RbzpmaVdz+cYkNa<3QNcr}rX( zVdJ?tr7nTX@Y2IN>4{R~g9Ew7ym%Z?e%;4i-@V<~iq=vA%D&6KHOuqJ zs}O!*N!+LVmTEC+@Nd#gDTItBYiX)E6tw3tpM|H;_|Dp*4x9;UkD)Bd_+?Zxvo3dm zNR>-HWiQq5Ay6iZQt|MZ-y|iY0eVEn%5ioulibi@wtlDpy3GiL%Ra0J3wNN%_Uw7Q z<0kAU`xf^Y26IxL%?HjWEum~EO--9GTZ5^)(D)J&q*IJ=V4-w#x;HNF)rl#eQT35}dj|a#erOIBHIfTzb2+ zN=U`m!8$FGWI|iDp45L6kK#StUt_QBaZ6g8Xx{rT*Si^!?1({(WMra=1_Ek6AX#82 zZugtw@^%AVIiSsAM`&;sJLt`3P2HmYTVt5|V1s+a6y#!m)8Ss$Pn{k?q*=E4(_)#yME95CQ2;xmF$+XijxJa0c%pX37aP=5vrRz=%%kV znJ3>z4>*_YeKG*)eL)~etUjOGc88LAT&Edjl*i7p>paea6Hk8*qY&3_FjoU385; zY|Rs$$?E-%%WlHODx<6412`bP0FxBU`GEvDXbb0LJVXbejS67R9uk%EazyNV{pBcD zzZC-M*91`Z<$_pAEJ>(fo>7$Jj%ihO6L|GKMl&PHT0dn;XqyaXf^tQxT3?6D^6ohn&K1sxcuYy0MdBCTl zQtB*G-+xg085*e8e1ckn`9Ls?^QS+OHe&eQ5b>40R4O@MM=wMoq^c@TnD4H??h-w^ zN|HG3VVJS#spMCMloJoo|l5#DdOY z_d*5IxndZr3GaZ*OG3V^SbKs%9VDg~M%ugBV}KkHavALBza| z{EB}8AV*7nTf1R69-a)G{~MCgO9nWzHDmf;i~c?t2CP@WkbMn5@*rx4(DS|mV4oPE z@<$ojDN1hi#BdaZ+ivJ|C?gXi^>(Z^6L6s;mL;3nEO&f74@{arM5wZlCc`1H04;u7 z03%;dOo{3m1tc-UHwRaC zEYg?NjsM&1tG(bA>tXUwe6~VXGZ$ES3|H?Lm9iHHp-R+@<_aqQyXx2^e^%xJ3+};;L2R_j-K79&-w>m|u!gnL$}{tzWN) z&Lr;7(B|71?Av{Yc#|2k2SjUAyaAVC^MfQNe4KncZ82C8%h^N5*z`LlO?8oYi5Kj3 zP;=iSZ#?Mi1e{J_@%$pdr&h*rm~pn1E0XNJQ9r|T%%5}O?i<#xhmtYsof zQbIyK_&Flq`<{LfiQ|Gw?9!tOaUzUofUC5f4GeVL`aq}OCz9)SqfYbf6n|x0eLn&} zNvE=ks|=Bn=pBA)YG^YUnTfOkiE$dFuE*Xu&t_hB>A z*W@2tSq=ve3m^Fp(F(2cmLY67T|DWJjcjC>rqW9%=_|ce-VN|?89!?Y*0~<$3pC-7 zBz#(tsb4KnM`>Tin)o@w*fUHyAg_mS(v<^XChu5yHin3IoZ|re^ zLIdCly~WN=SwxxU-8M$F!Q_+)$$?5 zdGX0_0$VB{ERv;cXxd?y^u!CQ%Ibc0XKnqZbRGdm<^?Zmc_e_<{R>j-e zj1fND{AYr~HzE2{?rX9Jn1si`O-rmBQF>x<8-GXiaC=7IZv$`t zb*?Z7GMeVboqH-Mboi)It(h7x*JMP^9i+-rbzY~@!zn2Wv=Z$0M}94Xog*(Q)u@8| znQELN?{8)|o$n;1T5As*@wrtM?Y2f&46*cyZk2sG=DK+8G45QK!>!3vugHz2Hm;~& z9sVOPWg){iwlsS8M^Vt@_`3bcN`s}gWs5r0v`}HbU-h~^Z$AF*;dQ2HqvqpvaU+YG z#Qz(C8z=(BK}f=h#_H1BY`Wy&dYWLG25$Fz(G z%@bX88Eg%X97LW=qUscj`h4w)t2r=Te$XEtDG2LbV>xiT?+*Lp11=3~YHY;RaWkG~ zZhmCr&I78?XD41SW4joJpyn36x*z9qex_1@EIL!zFY`nI?*Ii@ znC0p}L4XsKvDy6iGCbBLRv)|d(%%+o)0dJeMg!$-6$O~C*y(N;2SXzNPu*tX4uztI zaWWGVGL5n`hOAkyC2RJrvXd;~BHK{bDH@45_Usw^HkoWuCWS-xEQ3&XcWi?}mLbM| zMm@LZx#!;d{Soi?z2E!(R`BHFs8t5;;Ys-RxHgJi;fLj%ZPkYb`{EPXeY*fe@o%OB zUma54oWTd2__q(fTKCHbPx1Ez37GWfwZ3F)dHZ;K$2F_W^YqJXal@rc`H9OT?dIRV zm5gS$bnd9=V*e8;ffYI>c1*I?g38{Q9qQ>ahFy;Ci*9eNWB1^N+EpoOl!bH3N4(Q4 z4bBR95NNX)Pkm`ULW5xS@OIj1Nvf}4BcPCUVbd3}OQPQ)k-~v~9SqejVao~>ptS6lxm}z1I9{*x>ywuP zUFyCctR)!(es}}yOw+7+_VMc~Y z|0u8(nclsWyy3uwSYN<#T-eH!xI=yNGsaN4cCLTmru53su;Oy!vn}aw9{Yph&pA-- zBGa{DlBkSKpARkp#lH!QnPBf$KevDBXFE^*2uU2oH?p#QIcn=QwimnWcQ|;mX`@mT z@JPbaW#-n|jxknXD;>?8~;cgi1D&XuC&B3Ky?? z4O(0UNDX6*eW4_(j*RrB>Dm|Q)9Ysrvk7xnH28G8ZfLfZz$A4`WFhWM*m{yF`;tJ% zX-LV~c(v5;@87GOc@WbOCh?d&&@vTle*85;)Y07-zfn|NvpbcoBt7=Ijm@w8(8{(b zdIC!OWGgUJh@Y+DmmgM=e|LoSM9!5D1O2tF{ z<+C?FdkvBC{|DWmbu=|!efm7H>Tt~|wa)P9N<{rSiu%MsY#Q%uXUpWDM-@9GU;cNF zU38paS&_*HRLAjSdmoQB(nR4r)QI==c?xv#_bfgE&~(8{vJ=YVH0 z)~N2jeybefHnBsl$$-GXLv5pKsC+s7n)jA@G9v5CENnM${1+ugm8~Z#aM+Jz3nI0X zg%8#`a>~Qk-RDNMxSwHo_!VP7N{*08=-z<;HTm2bHLxacJm!}c-#pXeSl0A2EfzZ` zm;UF@xh5}pwI6YO$AZwYeNv?LEDY9Ss1%~{LT#_l5%Km`?jpCQ-DQ4VsZ3C5aN((N z_1CKVA@olu{K-?hDoOz~E@`H-vfdI(ei~vW@MQG@J5copOtP6s4LvW$L5*>)2fR)9 zvu|PcbNh+!C+W7d418E!JYMIFNbTmr^togxV)UVs2|h%lpC+D%LcUy8xVmO_Z_>0+ zWxVO=#nk{O9tS~@oNNSPa+qCu5Wdu(s~n{H=|QedBlj^YS$=Ohuh1hO!2pMFO)0!P zY<_aI2HqVGCAScRuuGfrx^+}_!UfHHn5$t)c@L4?)5;#R5tX(3f>M2jGbNjZscnX&$Go4IERGDe~2y7xbnL-HtN$FCE098LdA6k(tSJ zG)qXZ?N@Uat+uV?_}u5NX6{6gh3l(R-`&xCGE>CN?O)WR$wfd{4%ZR0#l@UK0Oa*o z0FP?0MGtxWk<)97vJ_%rL#pVys;HB|2=L7Y*I=MtB3e}oU>%9I!o`VJ*f3ABj@;eT zw>TV4s(IF zOYn-*Y??B=aR8%AdOa>)nHIrSHL-Zb=>1(39HRU{2eo>?(J}S>wN@wmO)smVSQi0! z>rG}l{n`tnKum>=hIY8QVxO18maze|0CUY|`nltv|Lwh$nP|3*a_ N105snH=2&&e*tA#paB2? literal 0 HcmV?d00001 diff --git a/_published/static/image/collaborate_image13.png b/_published/static/image/collaborate_image13.png new file mode 100644 index 0000000000000000000000000000000000000000..b9e88f75b7bdf7f452813ab9ea028700f61d5b6f GIT binary patch literal 142649 zcmcG$byS?qvo(slySuwPgS%VM;1V1H1c%`6?wSM(?(PuW-Q5{{u;J$X-t(UCp6~vB z*Xn1@tY>;=s(W^Kb?vG>QR=F4s7ORe5D*Zk3i8sL5D+l35D-wy2vC3TpmWUS|9wDo zk=J*FfI!CnuL}|)JC^_gLL5RtT0+|k@*)rZJBiiiht0QUBj-Oq@Fi7XvFs!hsAR-T z6&a9_nAn4(qifhBaWufe(TW-vei9Wyy3(bdSWq;Sq2d%>E$5!T>(Ry?>gu2F&04DGUI8%X~ z$k~kiX3VrKW~H4nN1&%}pXj?Rv2G#SDNgBBOejv3Kq6v;F;*a>kviyZh{llfY<1>v z+C3PbzWcTrO1i-?n=A~@@F?R#FOunNe$tU97WPy9c=({Cd*MXBV%b7fibQ1us!_CM zaelx&`suzB9q9niXLpNd7rLld-xKvs1kp^;v>OS$BI79`8j<)zYa%OE;@jNRvCj#T z!SD@-Lu1%NUtYT)?*ydh&8y6uD>Wn*#s9P*GECs>(6{iSHI=)SCWoHsn#uj2UZrhq zZKaI@I0#?vR{A}`96x-`$+qju>*SzSP5d^2(VOCV0(L%$m#Ojqy%T{HS&4w7NUI4@eD^fy7&abn9qXBTgaie{|Cwa{;g!;} zP;ihl#6n#qkwZbmK-d(XVkuzAYQz(4 z1Gg`MJ#bedr;LjAhbvF@XL#F7DgOWdK@+JU=I_dXfv;240ED7G_ptc6HSS6gE`9-i za;uV!N%&fPaJS`7s+FR=I|t{bjwxd;fllJYnxuMo-ySJ@*3 zc-^3g4#@oPG!qXF#En7iEFO5yu0JkYJX;RQL(d0lO&5t3B_pSy%s!>Zkc(4Dm?zRw zz&4t{!@H!NKob+VCfS!aU=Uc(;lY+rO-akbpomFM?qF(|naYaOltz*cMg-wz6V9l& zMztDK&`O(U!jT~w&usMh@7_YHg@#B#N&rp2gLbp4!ya9F2_W6gVBXWACCoDsLyP-5 z_N4B!K?ceUj3~w=obmE}8;e}58;C?m$@1nqGYvyc;$_E2n%{YESNa?sslX`rhJ#x1%`z#p?Ojqy^7 zY88Dl;Oir8hHys=Ts*2r>;_pG_syky?JoA)oD%zFuAtk=Oi`aHN0Pk5X8S|i zalRDIMkpe-(3jAGsXa9^y%SYI=dsu1Lr)!uH}#fhupi2k)>RZ z=PHfo7w9(P<1;qzeG{d;uI}5g_mB=(oKD_r;LDhoZtBD;FGRrw_nPc_e;4g87#(Mue^_AiFx6^iBw%(WsZy;QiUMw zJm$}y2q5wk*86$m#kzCWhX8%cYOb*r(5Dc`ZQwAKf5bXFKDTft&~hOwPze9IeS$Tz zjLvkamLDZJNKIxNyA9ku6-ywrQxWje7IB~sl#&0|DHxB>gydk+mLC-5uc?1CtEo=t*VvQXR z`hbU$ONCpAgZ&KkJNPafRVD0+WuS=xg#1t?d;Nhl8@0mtk5Z zKo*Y`)j|R&2q+kW4CjLh;2@+$iyD*o#rCGC&J*bxqS#MA#7#B3()95@-`@V>>U%{9 zG%Qj#HZ!9P#@xTjylh3rXKmjbV+MX(nJMyOIxWu{UG6*3i0tLqrNe>@m#|Pg<7}}J zu$dw`A(a2waoufL&~;KA6EA!vKys}-=QSIq~;lyMklIi1IC_qk@@+JM~Hz|MMsR0{`zhA zcK(VZdgpHIKc&~kfy1TMz7w7OF|6LFY0LX{Db`oy7talmRWH-%&Vf&7hJkfz8q>r! zXd$ov&8ek1{RV#X=9qb(Qm3KEdaTaJ&IM zzRA_ua8T1Gkt|vDpO1<>Vg!^HCz1JI?8?O8b=^&M%8>=|Y>>!)sGEDe4_tphgfvuF zqrHMnch1P)AwJdaQ_xk~-{}oTA%#Y_|DhvxLWU-yqsxa$LXT6eU%69+h9r0qK*m=m zRE@Dw*pS%Uu(ctR@&>6VD(Qo%W#b1Eed-)nYV{4ldpjIZttkYX@_P}$V0Dal)88gt zC+o)_UMHm*#t(SZGg?UEhU&ZobmrIf#8vCfjv?c>eemR+XBCx-N=lsP zIZo}iOI7*;Y?i`XlEqR!!w}Op-2)$SPdHYF^h>x8b#mwb4ypmK{~ruRk~NnxPE*e=X2ubRv5 z5eK$f0|VubIH}?iHynN7N!@`FY~j*beQfWG#Ubj7Y9 z8NZFN64{e-b&o(>i@xhP{)uhi7bIC}^4uJA%}ap32Bs0WEDu^6-(|0@y>5-{qmsV9 zHx@aWyq!FCX#ehPp?a`a@{ak}6!X1cBF(Rb_3F7o9h1>VE4|IF1gS$gAr!7ear^B`ewWt6)YOP*T3Qh(B-wl>!dnmx>i(f^2UhC!~MKAT&?*1xyijQ zCAaA#lkc~N8k-pbCF9a;%B20vw#mEe%x{x%CfoLH4Y?A#^$>lpBac8kUl*G$&(9bL z&7QKp9(Tt}@q*?=qCCPeJg=1h9N2>ZRNvnS?@>OK4W>(-L#4mK_;h`MUt51tE8M-^ zu~P^k@{v`^ZMwXH5JTY6mtN&aJq~)n4-*a3V0h;u(H&ih$?wSQo#M&Dss0R%O!8Uc zs!}6Ib#Z!ZEES3R!G^%L(J{TnU_T zMqL1Na&=7?JoCfbV3%2x@#)vsv&oV>sSy<7`;|2nwcnfJzIi>{nf^-1AMJko5gu_e zkShl+q?VisbqizP#!aYCp6%Cem!l-qIoWRY5*b3I1GR>t749>pGxUz`!VSS#h|6}X zrY_Vj$c8@fuj#sbcW3@llY0fcu7&@?aY1! zM*C4DnOlp)q@@Z-so_nWXi&>ld2Z^laCyleHai-My}J*E`aj8b1BPR6U=RAt)#K5( zNJU&p(nbY3L&is*UhJJy)6&e+O#sga$^F5hj{DGIec~_x&tf22-&Ipg{!<=r<=1ysa-)cVaFmxz z)R9167?KEMhrZ(Nt;ZWy%s;1VPlhIb`;BHlT1}sspEe&V?gq}gMTOLc8FQ99UAEez zsZ|*q1q;!gL0`<~0((n$?V61p9zF13BS~l3%OsU@81Ubs=-GS^!_78H=_?WstcaBckQ6rg6Wsb z^d5lkw3*bwb!U>%Q;yrzhRd11r{6n-zg4A1lWp$vl6?Sp%7k_Mwf{P=m0YAz$;AI` z*2cK9zXdg%^D5G<+Y{_6WHVCz`DPRveZo+KS!J@bA<%t)!u72CONr0x$+PdZuk~V< z*vs?mz90L?;m0I0Nx*Gug)ey^GClL-^PY}wJ|_)zJhy(w?fcPzK72E7Pz8PW|3oAA z)KI`VQ=ZpLcwx%%Z~-29B5kzMuTvZqmG)cS$9eWO?*$M{j5h0NI)+DCCU1Li3+M#= zPDW>iIICgk{XC8eD${mk)XKxEG-4oA0FyxxuJWe;)9O<{au2|7p>~p(4}2YhPUQPBf%?#o zfe}W)?phV;39*G%UP|!*fg-KUm=K=qmIa2Lh1840LKKUVereU);bJ)v*O%3rvoS4J zLdhxb@1%gBl`>&@6%KfX|828lB9)S19B`8)NA6^2r-=ONcbfFUWVXky489Pb6K$PM ztKJ}r9e*M9xHJyAA4?*=K%M!s4e_$01S({?7R0#bn?%{&_lpcuGc%3n9j=qAu`vl9 zoyBq8m&Xk^XY3d+gL(rrrgn*W2x!YV5li~Zra$b`W%I<>6eu|*7N zFrAKumNNoQRdh_u)Q!Ytag>_p5>I*=#ydk@IL6&Ag?{*t!|m5{_OKy~y-H4^*LXRu zh{cO-R{9?fCpeSwy-hJc5_Fr*2WtkNVOz`Dm7r3z``;1iPE>j%6to{dO4Z|=hAoEFOdgIyfkl?*VZ%7W{rN}`N&oUSlqBS!xd2DE&e?Cj(3rZsHh{VnXBEUbCf`y< z&=`qvP~dK%;M3B2x$nk~&UjUlFlAtw5~QWI@a_nhARh&ma-=2wYWS5z2>0ZJa+8Gq z?1d*MJMA5Ok78FcmlPdsl`)OvMCaPGkzi5`0Jr}jm!npBRS`w0fU|K$YVQ0(wTQ$> z3&iXV47O00-y@Uq>0wDiY&(z?2;lg-Ab&#W9ufYR8Cl6#@GmF+p0jHV9Bqw~erw`4 z7W?Se$B^Y?VpKwfzNcYcGvy@~NZWx83WVJoKr%3F`Gii$OLAju2N=VqK`nGH><(5J z!e|IG{o*oIn7x+W^|-3l`4u=a>XXx2j`A5R63D_@E<-W!DV{E`C@iRC3^MpVF)ggN zwI=VbDTb|6ToFkg_KU;ba@24!h-7qM-OO{(MFR_>%i<_gfXD*ltHf}+%f5XD;Qf!c zSTyk@VT4u(WeM;@)Q7nG&l7H=SPtOpm>IcAbS~j>47n)y)@JcM&L0hMGc#^%^e+DO zV(6H>VgrZTu;(E=_!d*>u1D=FtZgw z;&!m`Rhu42gg^D_egKX@(aF@(7q{MBb^@nd?E(?Q+^WIY#Y8vXp3l{!renc#xVrv2 z$}R5o;df>xc?4K%@yOX+~7>QO`|G@x;4xQnzr2)XJ@kI zr9}Yvgj&cD?kj>xH+lt$h{K7C7j$tmDN1NKDsl8g!P%LeKi+r>Mabcd6dK~;@izH0<%{d}EV`rKRkQmIdR^~{C zC4w-Ek{PZXOw%w#OYVfB_y~lg3lvA5)2L>DnNcGfTfV)LzL_BvYGmzTvWq|(9Ljjr zdL^15*o8tnOBAwPDnMXBK7LHm8JD!A#e@}lF+?~Y|MUkS3l#!w_^*9$5d)V0B;I4_#`9K{D7 zMva{~LQVr&#J-SMB>)=2Xc{P=w1Z6+;WV7gp{BMLqJYfONrsA3e^HC-Xr>Ok$wDP= zQbh$d&g=~(f*N&qxE5Q^5uS(Zz4&Iww4ts!-qs>a17~B+N>c8TSfyCK zy2oPw0YBo3x7=u(_RN|@}Uy%6JeUxQ<7fO<$4h} zdRTs+H6FR&1>$-_%Y_UPZSXnqFEu67QF8A0lRaSj!{qG@mDvdDh#}qFT0|!z9AV`*3f$jLaxLW_QT4JuwdJO7CWRK^wJ&Hp_58@VCwISlN|+i%umzZ;^S=p2 z-0yknVm95}^gjM$?NZrEh)Ki#!< zwt`~0r!qxsu}~a7qZhVUAO*PqwPB^;Fnxc_KYThB4kSSWk3OCDCZ}wB3dGKpoF15r`C^ z-KeC#BlyWRCQe<2louwLTGeU=csG5JGP=JNS zL}aehang?SZ0KnZPRiRG7V`U$e;teM!>~u3$D%AnXt+A=+HD5Wc!gy%`NdFHFIhPz*?KcvzOjviAeKjNoM|i^l|0*J4`7)7 zj@g2tnF3tUsZOZcV+@1Dpb1Cdwoh=~2k3zyGbi$%rtsrM@v;OloB>~i5Qyg!g2bt* zPt-LVA+T77kQtoB1yU^QR5ysTvB?2twgNG=pfBmDvB|)9+T@!@dT0R7Z@j!Eu(q6B z{rz0ukDvG>e(sP~8qG7FATfbcT^qKyr+zV!&a?c8Bhlw?mpMIR_d6`40y)R59=|5C zS7f!=4QprkFIqWI{fIX;k-UF7mHtp5K1~!I|DuIM)%Lo6kiwQr;J1@xv$f(jXi)$Y zAF#84c-rhJi;Lez9-(s^2g* zkd`2FJIcFkR1zk4#LEyAGo>bUTIxQk|H7i#VD{W^jE64CcSit@VD~=_%^I2ZyUz2x z?!0pvkvIyy+u0`TbXj_q8j0QN4A=}ofB!rY7@GJDz1?v;CiP2&`<)U*seO{M+~$n} zjgM5i<{JN-WwXW$WT@lOg!qdoU0k$kEHThc>Y(X2@9_nt&dyd1;xbL{u6JLkqDhd! z*x$&h5YZ}_lLWi`t!opb)k-S=*{YAg>Z=sBe)1QZw3b8>bSr3PlzxaT8Cr1voFg$m zOD^|EXoDJhXfT2{c3jy+0C}<-KD!x4~zgCf`UADC~T?K*?VKlHIi!x=afrh=5^Uo;#E zV{{b5Q9?s;f@HUl=G;noxa{0=5QVKrOsy-Lg4JzMsbG(l?VqD@qx4EUi>XNB@pN$# z2)JmD3N2e2gV3Q3;DTJJe11KSok-Qkc~fpyKiM zjo}NZoyUJV^1t88`e8UfAF@ly$Yc_w;@vaPj3Qvl(L@O$I7&$-=K>2G4Bp_f)L3b4 zONlh_t5P2Ufjz-{lI+wE!G0LAjTKVk5}Du zPhqv{>rpTnL!>pFE|IC&TcLqtmlbIy4!vJvW^8=U2F&^`a&e|l-Tj=xE^0yGYy7?- zfx8Et`g^lX@lo`AI#B(WqOAXOazVaVfQ4g;mWDoMgRYNM9(VSVf8)}FwQ<1ys#bK| zLG&K{$2>`hDT^#gN!A8vF4tpUji9ndxyQgltqa_LYXZLQ>jB^Ddh>(L#|ppgpjgbW zJ%n?zh`!-oPxCXQk*$-twrgGepP-)jZ%`jgE=G1^5J@iO&%FRG4o1Q1Pjc%q?Sndj z*XuOkb_ZC7ru0ELI};YOrlU)c9<%tsslqGtCDIbsohZm1)$I?A(Sf0VlByfAoKNrI zF@LIV1^*fX#IDu=#{xHFhT+d;P=&0!EqbaK5*h4`f znX7E*_Hy~$GaNYo`8CNC@FFJWf4P{k_l+bA)8)1kRDd7&(qNCl8HGMlJQO42U0zPv zA&a*$INwJiox3|vS@&)4F{ps4vQ&YJoDp-ndDrVWkeOpE7F~SUsn9Z#(5UOG?y0%T z_IpFgq@hOJy6 z`y+tQfHV1esa;^vLpD0TPgum2*6f&NON(E$l^t3(7nKEx-Ba6mkL%^Om|=(Q)rDaq zx7)%K`(}+e(eO=?mf(uh=JVa@hq34CHUGl9+c%5CV+fujBC=u}J4{kbZ|%d|ET5m2b%?J&x81}ao@emN6}crhbFE+UR%bm2Hv&h3L0lmjEt<{x(hT*r6} zoPG;H>Hc9WJ&@+ln4bhu3(O%ZazUmE{WA*n3An#Guh+CPL(#tEAH;t ziO^?McfG2l-ulK@o_e+Bfs1!e!$r~j%4**kGh#fJ{OzGYOjs6;sD8mZNey+2u zmV2H1x|xDD`>Q(e;Qd^6UF$K#*Vu2}>M1wy9248Q>pky`{E9ugr;NcOXi7ZFDR_A| zA`hIm%fE&F(x;%+LVn?*eQN#Nb58$-_La>0Aai*;;JRF_(^V)13p&^!i^!pElfF@#szrox2_$*WG|BLUX1w zxLjOEQ}3cU@;SYHnMryZ8vOwnz=a@hmdbE>ht#{>iFj!S^E)qXmY?`it* zOD%ir93xVj(h}^jS~gp!3|0R!CFJL$7mvy!9ChZ22w^ipd0r`y)D9LC0<4YL!@?Wv zT|zGBJ~BO-GZiv%`(Om_#-U*EI}|U4Rbr7#GLy1un$1AsP*_+i&wa2EqUI+RcQhkf zO+iQ5WD!!_uPe)=r1}+N9C=@|4RB9ywB3R5QY=sdPgP^!Aob;d>{NZ7fGb z{4878DL{=5tGjBJB`@J>M|HXO1C55So5y1sI|01D*D;-9U|DZPng&RF;B7l>(cM~b zxj*F3O*t!StK%eOVhInw&9*<^n2SzbN1ASKt0QEz@eT{KO;Ar~>-w*{izD29(6-4F zZbuzvUmh)O*y;FEkL$?f2Zu9w|B2~Fa98$U&%psitTJpttAN9!{sd|T?Zq^xBIv*r zdRKSeD#9>N=8O8izo5?lQi~7|PI~^!KOuYE-_L(YQVEacS@FqyU^iuFQrL>At}d+n_;67i?j}Y zlC$GfGLG6<6#o>BuSPQkIInWE$+Mw1zmZp#PA@||K~*O9$oN5!LvC*?q>iah9T|_E zN3GtA4F$Kl1eiuFR4PxsI9Y>hh0Ugq(-@G0l}!jTiW1yRosE=qP!+!ZWuuPy~@axgKfO>1( zOad+J;pNpC``Ed%7mtGx+1(|tm9q8rsOu`w%<&dzJJysuYr&F>!e2q0*3zRf>|w{> zBk<}EEi<&9V!Ott*yEYs@#@2f;?n=v4?!Bov`N=>_owID$IfC1)O&X5^mVTAQj3|z z))kZ)hFe}d)1K7yuHByDApC7ZewZ3jI`wCV;%7V)E@v6A#CBo+pYXVmf66iBO~tXk z+rVYLv-iAxm185Cup0=EE0IeWuEzN~Exv;ji4J?6?%zspaPz$8_B0(&r(RD;;g=QrQWhC(9CTBw9h@&uHu*y&o zh|;`5J|&WWg)v6Y4ZDm30ixEEAIxd|VXCn~frBQ{PYE$U+!Kuxu3Vv&A<99Tx~zCj zC1(1Ra9s-b_(yd716-2LCGn=bTC)P*>1=>MS_j?!2&16l7k}c?3@ZK3b*3KD&}xiB zJ`8zA)kgHP%J1XuO5yi%@+?naPtH{*^M2PB>cz*R z^E<=rIC0bY?|Eorf2pl|`#{gNztCwFc`d8I*J@kd8s1nwl8&=Ac^QV~9?S)g?tsepOIqzR5i$zAxGw2 z+Ki3~cDwyUU-H=dmm(+W7B4{jGwXvL_MLqK^C@hIe298B%bSJP>jt&wa5#mmo<3ga zHZqQwPgU%mqX1VNs|6}YGgZ%IEJTF)uE_!?nhr%d2dR)P6@nwK8}*R z$ePA}m|dTH1#>l6n`{(Oo^m9W3MP?K0Z}TYP{P~AWnO;BT3a#%1G|XHTWAHtFtVCe zTQJ3VXg6HAwHilNHd@#+LAsiSXua@<2)7X5b1;a%>vg&J{xsH)QPPx(m+G98nl`G^LT z$N}B`C48~LdGE`o`TA>m{d(+iE{(W^@xez0ZCDg)vQywPqhc=Wn z3|n{yZ1k`@HkLCT5~4G!{x57cB6%?}ZR9VIC}U;%>N=xPSU1p^`xy_+w0|(9Ifh#6>NEmH9;3LfVfl+ zaa`Wkg~6Z@I6VjLv1tV>D19pU2o0dPi0xllLK1vAjKn2T&?idm8K!4I6Uq4 z3GYzDzhM{EOreUjoA{diH|6H?rusKZ9g6VMM$W3hn+bVGURQC-6J#v3IXUr2bT}v& zjKnHu5Y!2&oix-G5T4V4D*vD~CJBNzx;)4d;;SrD^dAUHSW1QOgds?g=Ws-lxCYo4 zkiGaB=wu~vWrDGz;f2y%3Gup8_2|PPa#ZFB)tK(bFQht+%2!eF;Sy$}4EJ%zp(vE@ zbYFjVXoaBvA-}f})XPHR|9@#7{*wNDkOYYjsBwC@S{3$((cU6EEP-O$Q2C)S?|nLu zImVL582j+$6qx4nd^cHq((szMwAm;=YDSVXXps=wr-A?&&s~^%Gz3qTvRT`^$_mk3^>8Upo&HNg_1e zy}3yJUjmM51d51`?mFAe>_yrixC}ix+($Rx8{Q_H>~+_Gr}8vJMxt0cbXn{!0|HFr zGK`p`Ii)Z`W>Lxl^*gu{?)Y|s9rC+R1E?V_`Kih&Trl#Un&V567DK7#UtAVU5mkS% z?i>Z9Bb-4Si4RCrAj8NS?dE ze1@ahQ4vb3o_NnE8BGz4Ntp`|9FgJ!S^nbZN| z%GyUEbX+#~tR6pIVHXIgcC;5^+@otnY*B9zvgnlVMzLhR{J2qwr1VKA9A~}?&yvEg zIN;z_6&RU8nMURe@)F1;Dj*U|eCrqvl%jUTg+3J>qOePh0z|O=3kzq!@AEm)4@HC&Yy0Z5PW~HLq|E7|UsK9&vN| zE@*egHRNt`MCbFP1z^(D^z=v-&5o*(JQo}$l{$OzRN57WV^~m3BPJ%bCfb>#d*t8( zBt$UyATRaDfUrES2IiO8k`o1^q&a*cbw>S}pkVACLrU61DD^(h8`(dOu7B;JsaJio zDE?du%}7fh6jZEc>1|MsL9Z!OU&LYlmK_e4yo<=~k}5H#=Ylt|y8v1M1s!bjg1P$x zDGxm{18Z({`F8{BBRQ*>fHGa#VQDYp$!B#h3gfR#gL5oHo5~Vp_ zyH>=^g2NS}auKb8iV6u2Edp6A415>kdNT8ik%%MUYV7yW%t3vAVW^D_abfQLB3F@` zYW`UAH49x529{*7FL=F(SMg`jZI)TDNr-(Z+IO=`yDy`|64vppT&W50x5LRSq$KGM zgoH))53a~!D87-%8oUHJIPj_1cI9TaWT1QjUI1?Z#j|JJM=a1p9&Ef{<6uC|)A&W| zsM*_Z@u^1A1&`}|=!qgpOFjrwKLiS~EDfa(@)$-kOC1?C$pjcFE-233D@9!l6_$;O zNOx)ZPQq9n&Na2-Lg>fMP(!f=Cuk+H)Qb$g3dI-#;t=2}v=~$=GGhD!m5@kHsS6^u zQ2?bOFiEE{W`)JmDneAltys?~vd@QnE+catj`SQ%n{%pQr{S-y@7#`FhO0Syt-bz*YRb*prkJOz&Vh&Dtf zO^du4mj)q-v3>v^9x)Z=KA{X3rcMw`hxUrRY9gwYV-#0^5c@^Czf>B$V}Roko*DE- z@+cBUc~_=FeLxg?(OltzI25TA4+*glcQ7WEQJr>LTR8*CD#TdQWJZ_c^9~0VF0Dmk z8HZ||S{%7N`18IP^&5V2&oYQPX9)q7buCfQp6vDd_56KoWf%EhMaaJd3yKI77`7+| zZmUet{D1A{f7NX2Fo{G1|5NMm@3{_+2~sgT=;c7b>Hq4FQCPY=@^7zyg9Qle!cxLs z^aLsT|53;N=gHr`Hvj+jEeymY&~$j;-7^yg{LEXNj!y^`{U>*E&-ix)fT8iJe`?Hq zlzVyNM0!^DtuKi#ssh$LCZPY3HoV6`(5ig+kddJNXV%285hk)V<~qV1Wd0M7bIc&B z&!ODYkKUyGXEqUn%6*TpVgA#%_c-PI$DN?#RQ7+452h^`wSKa;K{b52gPY7Tzg^RU z)~r1p<1B=YGxiw~ULFZ9*b%ZSD|54JbGpeOtzXel(b%677?j>ME0H=Jg-DFgw&zZ~ zE}b+9Zedv(0QFrh?kyYtq}vG?U>I!S#!~hK{%bfC_y{O$^#QkOeJ$XIm+X1?2#Y_z zAEtJ&>>aF5f^^TfjPXvtgkwk^lWX|g4;JI*>?gJQ&ej!$N4|F0*f;XLtlcLol-%7y zb&q%JRr|JHr?sPcs9HN`6sUuzpNR0QqHM?p!7V-N&0daghY30BB*%vT!9mbpK~;t{ zw(QaG8dV2JhX;1x)_^4Kb9Y!}iRdNAosTj|hcphnn2?>2qrD(IhZE-adY$CCtmHx3wCDPdfmhfB+zg^a-07!)@z$HpS()eVc_;mJz)HYzDYR07;X)!H{~2#{%MV<}>hahN_xff5 z=idoev*_GaGK|lnM;Nzy*+0A1a*X+pnNApb z?Eo%UWeJ(2wC-=ie{st1v0D)IMbK&N5sTe%E1$E=Z?@v7K%^1e9O&3~f5m(GfO55X zM*ei))h6}dRFS{jPFGqTUtZ6HzIzX5QKxwN+T{EbtJhu1kylJ0-6l|soQIUNo8rCs zj+CdMhYATb#d~#vF^rwvdQ_hd>*~J{-HV1PF29niMwC!c|IS>2{WGn*u9R_;5h^Os zZ>=_>dgBiKLG%=&72a|L3#CN?c6gh4cn+cqK;%|z!9Oz5=m2S-C z=F)Dcn9YOq-wDJEB&gZY<=n(uh^(ATpNGjml(hQ&MGz?41hCgAa_KyT4--8X>1(N{%r2kA6Db3DP4!hqB@P{puj~44-0VlY=jG+JgX10EzPGpQ{vY@Z6PJa;`rykc z@`KA%%g!IAt9|ezNB`^rqSP31Ht6?u(So$Up$FW1KtC1GpS-fO_{_QfD` zW^xmz-wDd3E$=x$ch@G9Kt}mg<)Q_wi>K3|9 zsv*x{+kte)=+9q|&xpZwu6@z@{x#a$7vRe#$A~!g;ojU*%+bWZTBN75ulKd4sOV_4 z%SuA|UdaZ+DeVr^$nq4zkn{Ju3EMUX;TIkwfInN934fR9y&KesGJ}_ogn(NjJ()U> zr|rrgEE8+LPD=2@{uo)-{LG9&Q0_OEKT0v0dD45v0W^jZ{?zxiJ~^UR?!Xho zuo}MwJBU;J)_>MkZ3s-EXnIwYk;hu3*t@S%PPNhUiZ-=E>|xjvK01SbgU;i!4!tZY znnckFMiZa&QyI!0f-3CW5u(=klF42<;=lg|psUdK0n3~-ooh^Xn^Ok<3Ic?Qrt_Q; zd-HGCvy1$^9aX>`fIDm=IV)?v&!D4)$S|UKKI-Q6lR|9GVn{3s1g1nHU~6?4`1MYKT5`XFhnz>0;Sg7 zc9Wk`S!B0Ue`<|w{FndcP)9&vt*aKUyv^=$eyzb~lGWC8$w6U#pq3|Mb}kOi%7?9P zJKdnn*z6E=(;QJ@$ZQKV)5xFx7TY(p)M=H})3us7T6Q7gDhJ^gkNUUp(iKoTS!FJH*43knhZ&$yAtmhuQQucfC0Hh%kpNGNFG3=*(k= z_}E!#WhiM}tSm-c>8bkIQ8z9VovqZ*_1S0BOh|$V11Udq20YXb_Ae^`7YWA*=pp4498=exCI1!j5!c56AlqfI7{zc-dcfHY(;k?#yc<7_VxYWu~V{HlYj5t5$ z`SRQXQ&L3ZrzNi>dZY-kp7HOyTk?eT%F62I8c7|Bod;ugzY-oLKOAyQIjDo$jJSMi z99f=b0u@3?kRns%=}O}{Sv<$(gO;A=%}dTsHzco*~|;==u9bX(i44N<4>(mb{tj)2*%O`be}*W+gsDp z!biIO1wNID>SQam(k;I2IPiU>G%ct@T`2RI)1t6E;8Z4BQ6+g^YfjF<=vVY*(uESsf8%b=;BYBqUQG+_IqREELld>}L0<20X4vMX;m^Ew# zUd0PoTYH`vT>mn`4jz2oi7*hMFn|9y2}DTA8G){_h_cdQTa6MA@-Jf9@)-IU#%FHC zYpCEv-lB9{|70-#B@M6X0`P#zu02qucbH>=^t5!Wx#7K-R#=G++C%Z}hqpp-S>Q%( z`|}yE^+V;vdg`Yn-hEtjBI&>cb->8XD9(bPz*&uAnLXZa${tK=$>{$bf(r0IF6`d=#lna*=uDO) zE17YOn??g$-zY?_o#2F<5UjLV&Zo%R&_D3-k?BaM2q52RsORFaHo3H<@R$383@+*jK3Wtqp z>`3@yHvaeh5ql~LkaE0l69O3g=fcF5+Hk;H;mpO2G-rt+DyO#_%R zrxWqdOwU@?T&lRigZd2L(bZi#Axndi%~-b>V`RwV3XX z%^G`Hb74xe1G43a5@BRBF=Ka#65($1DIwch@VQrT0Q8y;ydDD_bQue?Y7)9k$>J-S07h>?v zWRTB95b$9i4r$Br3*jND%;ytW=XC34HK)GR%AvJ=l>YuF?39~pH(Zs@R;w8VdcT)0 z@>=kQ(Vp?FGM(VmZGNjv1og@uazauE1jV9J@=VvEy1%Kq2o`I$4D1;6x#r76p645cl~~ z0HssBgm&7p83nC-_=iOUzyXZ^S}cn^lVNmu3Uz`lx@({+i9>;wRX+*PvyK;6Er>+? zvXy}PJrfw&7s3I}q+}qJ!qYwBgP_`r(ZZE%5QPvpJj2sgorMXvn7;;o$`ZH`$3`NN zZ0kY{2?RE2yAlJrEA(-RQqsCYWC2`I3o{-FkLQ?ieqQ(fM(&qOoDQjA#$@>8$oQ(X zx|VK$GF*0ljx_!|ZDDp{G~LP-%Lk?R3F?duxP{mvfdJ^9osHWd0`*v=PkF>a&0e!8 zEKP68Dcfz{(x8dAq|%1QLzarGy+;HkLX^=5&3OR@Bf?=SlwAz1SC*^tBHkvg^6Hl7 z!_a`{J2BL8U!@e*BgJJm# z&E~tlSc4K>vdtY~a!F};yy(Ir%l5@g=8(USTu!>up2+b=eYLZS4P8I>U;GQ8bXAhZki?0$GmnId z?Her0^w5RaZ-QJ3gFDn5Pb&^)2@;SYI|yvtPaVcjo9SJSXwL_C8@-j9h%&;Vg%tU? zxI!LRPJMc=-8OU8y5;&yBA4bt9Rz2(PE@~x8id>-Orl7D1ZwNL=+7Q_;Znbo6f!#Qv`pUj@H@hvO!;h#RrUmwwtH^k-3AmuLzm8fJly zbIgHF7|eI&y|<^1#ium%>-hu)IzprfpB}WnEk=J)p*8$9!mQ}sv&4f@hV7rLH-GRk z9B>Pv#a%pN-NtQEeWoB>L7yLVN6!~_&AmHWqO&}N@FRK>^ayCM{lewx zE^em~C~DwOR6ia5?q&8SM(9c!bp)qu=Yos5Ga^(6k|w%(JrgZ#L$+hj!?ARSJTX7X zhQxrG2+a^*QfDqLr#FX-%gWtcIssOp$j-flmHzMe=zo|&Ko4;UNrJ@mrvWLFBY6W* z-z0IY+VAOd87?7uNt&FxAlYKU=#l2dhZB`S?-_AiDoF>zlQHMHos<;65~f&U-u0Qf zcswWC*E?h*Iot8mzmF9I)IoTLa&=W0pC3I$nc65kw(9LJAZ%O7-c*w!R3@6qQu6bb zxNqHM!`{@a*tzL>Wh`g@lZGv7R7uJmu6L^**`7ylto7ga$$}a#r1rNuUm%hd-|%9Zmy!h6#exaLlr zLDq_LEGe98)UK{xx)6eY{>6A?$-hW&vUb+CXe}`HO7Vk0_)kLo;ap9t&`5g~_^<>h z@zOLr_fW%;-o;!G*Z5() z%=Le&F#k}_k30q@PP7eC-hqK3X$#m`s1sRT0cG)xDX;ag##U>pq z=@A^w5Q<#r3v#sNGfbN&X(`ElLNv_!@7Fh$)eD#I)4z^ae-U{IOd`J!M%oTgu)wQQ zDs_2AC~Yr)1m|fzb8D=QHFaGirPM_B5Q} z$xF{h`j2M@5CH>VP9h7vh3+Zo2HO1Pz@*yQ~pXg<5xeRbV94P>MefuM^;uq4R3uAp z-Gbq;{>SG2OPi;EPx7PFtWSkzWJFi3v%hA( z!^#f??z_nwX^yBCzuz@W#fl;_m>0XyWTQcUBaFSGh-w*QbBephy4J3esYHCO(Jf7%`zw5b5V*{3v~RmPX4RB%t>{2vdNK$G zHx3_&;IAV=h(QWxWkc9Y9q!Z(x~WT>lYHQf{x-5D_sEcNoV}l><0~#&coDwurs?9z z35`Uzgeoe$xR0^d%N+>f0E5KIjbK6#F=YDj{77Rm1?a@FQ?^QnHEJ0mJd$fC>*QK7 z#I&A7lo+o)r+X)C0t|Abc#&D(@i3Jm$c3{*4TN&*1a!qm3zXk2dbmB&&!YblYL^%R zS#j+CPX}&Y(4o2X-Dba`xI0Bo?$8xA$-1U6$`}0DF zKSe;pIEPSqaZB1C%BKDN=N|tb@e`o_qto>xB9uf=;2{!dvrrY{vHTY-M|j;pjPPH# zd=pSncxQJi#HBLv?;7gp6QROg;?;&d6(VMa+?2A?@z>-ID4*oCSpdD}I&(g8Yib9yyafDMtlHhF>zPF7m3o;G*LpTm{` z9%wpdzP-7b(=rKe;!yF3{5-EY2h{rQaIogwji+)S&gpv`5ATKZA={KLDl7sHbV6#; zcV4N|SetdJqA(jL;J7f&sYmz6CE>P)9H~pEav@#ezoe`!S*2=Exh&g>eM-Jni!=A4M9*Gt zz4MSfzor@O%FL3}*?N$^jF!Cgxr;U~SV3386bz*D6j~y+xP-kd?K{y8><2Lu=p_83 zoYU70cghJFe^VRAQr-h$RynA`-r-x1U<9I<^@eu`2IdmJV75j`Q|mocU6Li2Q?GnZ z9RqKTaH(?Wj5M`$eSSXov=p`0Bw4EjbX-&HyK!DUED9!t9uJ|yPSMnG=WMp%4SZ{3 z++)k%`ghLnzY2GW_Yc=Va+>_=MGSGqSEk;SB27FN@(EQxQvC^ya6mc64tPR}I2g_UqxHN#dpz?^k~<=^i&&(JV8;c)1i^2UYGoOotgZtNwl}3Gk)++Zrmyr=ii(1~n|FM4 zy}vx92v8gHQNJajmtIFyD(r|J>O42G|v42u~uO94a3dAFXCp3%*cUaCFt?MS6d{3G>~Q1)HiqVv5#_p#~IG z7Is@VYgeF;@?Boi7W1l9yi4_dsYbdqW@B=W;5hIY$#BmDT`@pf8Rjh{<%??c;Zelg zTEc0O_o);657z>MSZi}Mcy@ydvckfrlndbJ^^0=nNiVVgE4dc{$?b7o2uH^ffNF_} z!(B1NXkBMoP(hdx#dz;S$ z7++25UG;Tw@^_d#8r6KE=eo1gZeSzDwjp(cG5H3DX-GwVhKGG=NIx$Q~@&*P14J$>VN z3}JS;<(z%MNzqoCMr?O}ey%SMjEszo5{054E~Yl{*rqeX^P|Eio!W%j`(7}O4Pwga zMYS}uRYL$NDRX!ii+^5FASJu>sF`K(q`9Oo`@4!0_q%9*AUGWSw}8rIP>vFO-cx-4 zo&LW@tJZ=9jE2Ol!zok$6F%)qj4*ez@w~N_3s;y>Ga|&WDQDxA{hK^cNWFG9pC2kJ z`VOS(Jd(#w(eyG~n{Pet-|)mK;Ge zi7C@QP_Jnulh%VpK))1Y)Z~>lf$7nM2>P-FP?jmmL|NoyL08T(NgK)kt4#qO9401c z<6#DDQe@9E5#Pz$Ru~qP6fYxw+F)L* z!-f%$d^c0snWGSxi*V>Smk$%ptL&g_@F{5(Cb+!1?LqmA38p3?Vb5+pt-K9TvjKh0 zv#i_afQQZ$Ax1*w3T&LNgwl?=7rCnws~!yjLG6Ji^2pk(%^Q!^Csfx~JZr8LEijPO zMJAbYdFnw zv$3-1v(Cut4ms=C+l9R-OTazpzZbt#x?tn_kf2Lrdul%u8YPOCLTBA8somdDL2{UX3+3uFI<-MAD84&wAmD z+kO9dcp#Zw0*NeJbm*MW2)z`$x2$Ze{dqOY-gR@Ob7iq0uTa0Xe>a%My73x>CR!42 zGsH#T;jM-a@Zo~DePmHWe>_44LNd4t>m#h17M0K9H0UtwtZCK#iH_ikq7#(e`FKd& zT@=OXpDB`5gHtFBe_>*kqc@pVDUhN~+}bY)KOr6!5E2hh@38sXq7z04MDSD0oVN z#3`0QU<2Hww6{*C(Q0VAq`}-<>iUS&r*-XHRMz~@89+wF__mgoJ>U6)VD8xb$oq3Y z`nq0~koA=Q{tOmN3oGS05HNLZxgA8hC{gjt^xaRdZ3<|L7xXW^4yYnsWVYG zoY{O&>^b5|1)_C=S;~O}Z_fgvZXp|s5(SwzX#)lKxyR`P#2w95c=u@e%F3j2(Sn18 zhwPI_yJk{QcDEV`-?8ir_wngJg+u?Q$*aF#CqHc7En_`nQB9;N3wrNNObm&|wEx$H zB8&Z;X$Y-$xaNf*&;ajC4q4*Zu93LrPbMAJ2{MF;SI@6*5r!ZP_gZsE@IzBm1-D4| zA$1-V9wkd+NwNEN40zHDjn-#ds0Wy^;6#w~Yfan+cF^f##8AYfZ?pGcG1%MB$j@$HsqOV28oW~PD0BKqs&i9dJGQ)gR>te zB_&2FePHWf1>IX2pu3FuNro8Ht%9J{k)Si&KVQa9zMG|p&!m-GD#7*TyyMIP=Y zi?6qgZ#u`|f2*$k9NrZt#ndL5%u33AoMA=pL}huYKeNc7a3QR{$)FkE(D{!(0SrJ} z6$r=_6j`q8J$hgF6+wt7OuoG862$TCDoFNki$Am;0G-A8-d|uG4=4QP^6Lvop$Onv zWTfsi_?r$I;<~A;yJ(d*xI}R=n3=EizCh?8G5U>#;~jm@9{i8ZLZ7d847}NY#@^9D%W*kV~^9xBOSN*MGS+rt5-C|4(hk zIss7RN27w@{|KqS`jYi4txXCazYnbvGYdFi)!K{27i%lX)iDRK^6Zs%Xl zVg#ORzVBz92%LK{PSlL6S~jtKzbDpQZQ5QN*>$}e>g%O5lgqhI_}4AjFN_rfvbxLi z-QC^!+n-Kg=vzyg3piLAcvx9y?}Sw=)a}QkeQy?UYys2^FH=a*Q0br_hwH$uzX|!0 zm>6geit}{YmO7Ei&0crATj@SX@cB-o`!0of(&2A!UWfF0z>7e@&W8dzcqK7_!a_iP0?h^ z+g`k!?(=OnJ3G4+@^@&P-o$g;X}RxyepwYqsc!9FQ#llG*M0kHFKP;m#N$>4u-)Cj zGQo8*bW4NO-vJ$pH|*vz+-|}EO^SU+XB=ZKB-c_^{QPQ!V1R@u!KE4Tq-*S(JgVNA z9V=B&%MFiDBwOP)MJi0qiZk5rp(i{i$Ih@iU(e?kb(IbpU&1REk1N?Xi*nb;?($hA zA#wJgpK)K#FWT7Nr=#7tM@A%- zXiUFbkUAlM8TvskDfyY6zAns6m9T3y>v7<-HcechmwgK@f2@>m+s}mrdSGJ0|9yBU z;@T2{>j&t&b|^|jSzBT|tiiVjIzdI_H5z;kBh;VSHoYQ7tD1omzrcY;-Y$CAk;;qR z9*no$PH?~5ojX6QJ6&MU= z(+Bwq#{rs=bUhRJ2>~uIv;=1jZbYl+W_|f9dh}H0P)(p=k^~7Y1b1zXPW@&eU74Ux zxF2NbKcB!M6zS3Zr{(aQt>Zjcc&dEttNR{e32WUk;q#WKkOH=G+G1?UJMfB=y zX!}YeZfV*-%=Tq=uc(t%F*MaTYFNS?8~q)$zoL5LBT0#;+=1;wXSRBR5e{b>9i294 z4tG5i0$WQ;D=TTLs;SH-#14`oh%0tf#58Rd1lP!_8QcTmT$U`vaLuvp(OIS&bn^m^(54^B0cl! zj5IH}#miaaF%r=Ihzx8wF(6wf*@Zw0`fN<6EtH>5r>@!Pus^at3V6?>(Q5w&jasca zyC?Bmp-Ew%@6lpf)LpsW-Y<-KRG7p;g$4feJ>mFsNb~HX zB}Jx9g>h?_iGXe$ufQ_Cw`qJ!c|Tpq=1%6~z~O3hnjsthsUA-V_3WY%I)G;98Pia2 ztD-q^w`DscZlp8=u2eL|7gB!sqjr>C*SEK2(WXJXPQpt4ERb_Fi8jCbb~F_?F+q5Z zgxM&uskZ(uQGkj)B7!4QBj|ceXcvv8op}!YsKjkWScJpDftbvohtc$G#hep|J~`H4 z*_Mu%Y0*?hM#mbj?stXp=uvu8h^ZphWepLBs*={K@}aKl?#ORCH!sT6NNE@9p#rdl zsVN>f2$_bv)tO4gzsXDWhrFZ7G>#qvGHl_vbTTx4B>nHZi~A6UeUHm;*`dAG9kz84 z(&X@!nHt{R3CxF=9-FPq->X_KJ3JJ-L$?{sb;_Fyf*7Ll8Yx3qit1LELy<@*)LJC~+|-cd}#iMZNE@DTaqZOEDt?1^6!4#>U548~5zw`8=lx z8&ULwF{4Lq9!*s_72*mRD3k6YUxwhal1~?`oBRTZgN0z=oPWJBwzgP$Vb9EDL=u4p z@s=K2B)Gtsb1a>AHyMKerWsW)RMPpM)&i(60W-)x!I>*Oo@bJLh<4lXV7pl4D$un& z_%+qb_1ebG^OUiT?ib?oH3I_0T=d|T<&G6siv^>CqH1qDYaP5OP?Iqz-PbO2zeN^P z(aw@-toRHb=eqIs+w~x_=0&Om83}SP!IFbel4#hcyyQe`wYj+k*b)37e0A^QpSr|( zAZck^kK^o{3@oUmg3QRz=WUmD%x3U-T=m1{k&$;!N!3nxd@;njUCJtIhivdgq$V*HGW4 zsKDA}5d9~RLjw!CRh+9Zhs9+kNRK;W#Rj)j78mDR<{zA$3plTA zIImJ$LbgiFohun2@Yx!!183K{B49BFuCeyf_9;p8I43Ob9fmM2ulAl?LvDL<(v#?P zzlgwl5K{{CS$OnDZtB@THm+Jf%qhuvciIst<+D9*BOvfxb-@)``DNPpB+!e#7ywYM zO`v}e>@+Ae;#a6J8tv+>Z-?3MkKGW=pe(R8ajQ1(r*q@Qd=Hmq3N-QLa&POLW~<*J z{h6GMfyabuZ!v?t z7#gc3^>piy!05G~eeo*xhbzA?qW*9sKuAYS00zN!R6OPs&%vJw>nbSr#M-{eEIuXX zjAf9`MA%iYjNYHS{^c9BO16aOwkK@6W<`nd?JA&8E@EfFav&t)B4Uc8%dYph=pYnD80{U`^B{`3DL{hg_o`?R)Usc+q34ufQVmjVf06%4!KGmC&bTY$_NxXNZIgfr`zDYLwNkNTeqy(z>|g0cqY`F`E=WprVl91 z53(;?V6E}i!N%rxyCdxZ0^WLS)&Zq6H4rq55jcQD*3?DSW@C$}HyAw-}4zWdc`cT4e!skF8}Q3y`rYa6lqHbre|no zr6^z(tc&MdbZwZYdJTbwNxKlgLh^75oRCwH?%0(c{wv~1rfPpzX)Ea1QzIotL}vx1cN8{M&$O0Ncm2_$%SaHq+m)KE!2mpSd6sa_l<6>$2O@2`VqG zpt&|Z9-Wzcao&zvu(DGeuG)5R>UX{pcwAks3GS%}0UZa(O)kT8*$a~TdOeIcnPs{k zKn)U1(gNeL?4()Y$Jz4L$l6qARpW@%;`9T$(!4L_M;r14TI1)fMot*qLx5~ugriY^ z=e}=#ygjVT)-p~xj~rN#%r&v>IMLjCQYCQxz z!~5^H?R(XD7w^Y#j;oes&i0DidVs>&>V|;lKC8xaS=xp;tq>X_E(@E9i)#Tm^cmM< zk;U1%jaC+KF}W-OSf+JftMLrb=VkSDxNfU!OT);dhZ^E#xsDqab-B;$X9ud9bic+^ zijp4QjMBgFM9|;d-XL;y2b$|}WC$_l(Tq)%SN-@wLq9n@{*B>>2xUvU>@N=PinMoY z$H^hMFN}O=`}45-?L$xxdG&v>r&E{!E~(5`w@axJH22_QyWS-YGeSjC+G5vSGb^ni zpR6s$evte8fo@$BHWE}L8{ml_*NvCWQ@|@q8O?7`r!wlcdqWD#oXf1Ntly~B=w58P zll6RB^t->fQ0jwC#N_rOGGiiI6rX}SB?{q=1dbYg3CRV&b%5CPz5H2cI<{s|jMud8 z(-ww8aT9>usHNU&4Co*4b2St3o(izaNYr<*X?^pK9=)S6@bcX2C<-*nRJ3#k>0B<> zY^vReXWgj<1_xP6^c{KSr;fCP`;RZC-6$+ML4R*D>dz+Kra3d4AQM$+p{TP%an^Bv zLfr`ga=UUUB8*jT^W(&F=P(4B?zqjxF>Or|j=+}as^`tLw3M^`OTWg6v}0!T zqx{76!DcY|;ZFMgk8=d}?9gM=lnIADNpD^zBfuqn*rBh`O-dT3qU0p5f!15ExjqGK z$RWe?CocwGBa)ISi-T+krEk_>L=$u{Ux2BaxSL2$x50n9Z&ea3=DrVcaFbeaMeCA@ z{1@5-giDnSu!%aaWrudNG-uBQ&iA=a-dS(^OWoAtMl?sy2qKj=@*dm+$JOO9oI7dB z&(HA5$w@6=Cgz><2IQ1a(z4f?Sjxq4=th5BTt#{8VrSZ1m%ovuQRmeUS<9wct1h!n z(SHw}rkz15x6Ze89SpRC&fkFH5#wO`?7QgZ%pps?qiIQZrf4H%7G#dhkB6_z*@##~ z^BRAQ9}NGuK?eV0kTW#Xd-|lwXNZjK3SZY~+Yb&dcVk(CU;+ZA*p4M7Ek4tIHqGRE z)b-h-NiTz9U5F~UT~T0L2#^ztdsC|mv2lNWvkHuYWnfvdlWmq(gTUq4fmHE%)D0c0 z=kcsXEJpu!O?5}3cGuqtsr~Lpg2m_R#~W1nMaBKYTKt!w0MNPmVB-gps}`dpOY^d* zOH_oE&+Yb&8%a2rbo=e8w=PC&_j@5RlwmMKKPc>Uew>|AZz{ZwF^} z9AM4lQw$SnQ(gtt_7&xJ-)a1D9Mbz?IO%4~37>oT>_U5;6J^zbdHC=(+%-56vYIxl zJMr4qV-K+6C%fw!4$rgeVK##XzxWS@bbHe{eO!2`01fC4k%j8{;$!I#c%EhP4yni0 zjTUF@K^Z;G{#k1kEvzuvocj9u_VzXO*^~)`Mgvh%4@*rzS1iri&EfP13(>6hS@w&t z)#WIeN&e~V>NAvoP`Q5}8KSSm?1uWaCJD+UG1(byO8MDqMD%JAv1OIa{sR$^r=o7s zZ+7HIZ~U0g7lITN^MDr%lvUz$QsTKRN=q%;&76nb(NVX0XADJs0w7$jxbt*oaof!*n3$ z%&HG271uu#b&D`NKer<{w*x;{NpEoZ7}vG8-|qiM&9%E4@`#S+z0arbTFb^Llk&_y z?{%Ub^MFo-7getQ_Flb}cI6`@;^M$QyEgb%5(@UB9^l-LB#Lf%jj{tY2Q{@m!6YOk zy$T2lGve~B%|tt432`rA!G1VmQHkcT~FJ9NBmh<6f33eS5U~F7aFfw1xof@Nd$<0cuGzD8Iiz0ph=u8Hs3ApGpJC2#urhFzNPT zW{ciYX4%b1S-50S)ad+L9i`>##f;dBTY?w(nMQFsH(OJ^mzW1R-mS(h0@kSR)(cRNlJh{P4V*#@cNXt50@Q2Gc!{k zc{e7gaTa9i{40Umw508$bHIpbXIYRQvdBbR{*xra$mib_gqDVc4VbR;xmR*27=tajSnC}sqZjos9AG!9iNzZ_?BatD8c`;f92e-I3X zKMaMpjFF}gOs}P#X#sdvr>TRO$)^$;2FBeUj;>0}aXWeo=QSvpbhlN~@9?6RiAS#ww#`{h zO{ES@_o_KiSPe(@qjd*D3MB^Qp1`q;^1v47FR^0MGPD(ywbgWtHWxfqc5PxqnZ%Pp z{68UNhK#Z>zxRfQ!@%HJp03Tx-8_y5m=VIN8hsR$BPC#75{nG}Q`CrvDN^QV%EE$z z`m($L_W5R+nzik|$h$}}#!qswA*&T?kDm}Tjmke!7{+TyPWW<=nnP^mFUI`O7s`2n z>eHLyutiH=@W!|#&)lA^Mz!EZ}|qb zY{XU`>om@kA1Rju*{3m+l3~wRfiPG=R-BNSkd&P88%qp6vK0ozZ?JL5-BK59MserI)K-S9n7L6m%6`jipj$YUpQi^H83z{Nu1B5?5FyH1t)K zWnVTx?>)WKrvhW_KXM5fcmFiMR6Ndg>!sSLPH9=H`yVu zJ6Alfj#6uDnY>(??99f^;E?|WA18|2#M8I%IMgbQ9aw{@GvC#Hz?V^GrcX#*F-rdsDVzj8+R$p-zAI(28G(@Os1RhdB z)~nONPDi~-VfFxI$28_G`8z5NM9RZdbRkC&_NSb*V(~}L0|^FLlqd;wZ3iATcyuY{ zq{Q7uE`o*U#par~iL#m8Dnt*YDXVbDS`Z}t1#mOt-W8*Pilz+@9P9dNa{e{rp1v@n zfk?rD<{u?STt}(mFdo7AWzgG7QSC(jje^@#q!!vQV`I|Bus@B>%ntYV2u*KpZp5qK zj5}ZN>1jUWav4*KI#|Twe>N;5NWuvx0|v3?=r+kFTchaqhGm$X@RAiZHf8`#ms~Up zE;ag}Rz&po0mw|;fP1O#&ua6clIqYU(2Hiyg@aD=AhmT|QijxT2I5%kIIwVjxca&n z?{@0VK{6rnN>g~x1a@7CYI^yML(}R)l$)V3!h&8{_Jlwb4jc5Gh=`O@-PRUFP2nD_D9p$s)kJh& zknrHvr=6ZWgI*Zqo!#jl_NBESEv(+3km7Z~K+CAew{Jms(vzea+2PEWYwmB(6wFo4 zC81l$M6qWT04oQ`=0L{fa8Y)7)p1_7^ZLHM0BT=}T&{X(`Gk5J_HiuGVH>q-PJ5}L zd{?2MALP{E)wzbCkX5_seyA3NnJU$oogoYWLci;Ki^_|r$*A-??R$VXx?cg|8UE)p z#|ap88hs9FGo#v-oC+HDpgGjODBD45%ta5W3{vw>b`wAcaYj(-?_g0{IjXVwaef)9NRJ7_eG?4;;=Di3(lYJ*TC5ic%ZSQS7B@T z7?Fh67W}N-&7NG+U=8|g0*WMyGhG@Fd?b5fTm z;6^i4=yrDCp=ZGYpZxhAkvbhyfx`#53R~X2r#YD2Wav zH}f?5Gp%h|6W#h|t!h0~Q8N7^{k>wam&da69Uu6mOW;osA~37e^84iPDGB5wF*-W3x-+GXpff@|)AsliM3`g6GlQ&|Y=QfrB`aVT5uVY39?w?VwhtM)$w~ z30o^%bgW7YHb}G!N70SykZwTEVQ`Z3Fzb0AL$Bjy^PTSj5Jv{cE zc;!t{t&bXRqe#)I8`mi{&}6+A!@r-tM&q?TqNl&Rt<+mLZkXQe4Ie1FS`{oJ#S$x| z74L@Ix1V;+WL$2Lo!QyL)33jfv2$XQfIFu2Y&+~cp*%kBSNZ+|yv6nExzK6G^ExL+ zFtNMOHCAinYknVH#D?aLQ)FN9D~qS?aChNXGeay2JCzC=8t-!U%E!bG=Fp$j#=!la z0w3lc{CTV5d#BV5euyvjV$9wh2?<*jWMN*SXO?LXf$ubRw_Yrl&KBi5sxG6};cg*Q zCr7Yux}yyt9SHgb^j4GZ=Z||r%j*r4Z)51X)tL8> ztaZ0wrKYNq=P?uC6j6lO1V7iIu--3u)Cx7wegq$We_$hKCZ96cMs%?+|2FOL&+2dN zKT#7=Z+%8GU6=RGAn=<3$&WgX>g8cc59H?GxCScB`dKyhkikawICL^ipUeg`T@MZ; zCi&l=K@j+!mW(1g-tpyAH8fBe&`_sE$dmI}l%{NWkiCDWhJ`#@3VkqeghY^iVl#J9 zw%G7+E%oUxDr#D4%E~N;cO`mwE=L9-cx=um%Ds_s-QuRX3Ih&f_UtP0h|$FOqDz60 z{NDu{iMA^sD0JfD7P486XGZCte?blM+ikug0IIDXU^)-2IW4d(Drzh$FY`EHhc^p#%zJ^kXSsK#`uIMD3Q1Ck+S}%?5M16cKgvF`hN0TkHCFS;k2@i zPF2Gk7z;&#>FWk=arF=*6c98rP2)Buv*{S;VW#Jvg4l-rAl}2KEB|H37(rZg*H%`=Y~UoDl@@|ae$hvlADqR1i2dQ!JhFLryZ2l=CQeaZIjDHzORQP8=S5xwz33!j zlHep_T6OZ6aQk7=kf+7dwA-%9=P5t^BXI$6!;-Yt*4BoB$dx!+#&z48%u0P6OH|Vx zUe#F2$CAs`Vw(@wJQ!)ye3^~6hoJcM;%PKCC!4kVz`|`wtSfwsz#-$?x`@>1xGb0`0?T7_4TY$*8xMDPVc{yS8Bn>~JeY*X~It`K|f_*Z}2j z!>h9x7KY1`9?3+2!?0HsT8^K2_XUQ2tAW*I--J$kS46W}(sTT?-UlWV0QJZg@Qq>d zC%=O7`ucKKJEQpj*n7*Mx|S_mG!Qhny9NvH?gR)Pg1fuBdmuOjcL?t88rl#o;^p8PsV6LS`1D1bEc}ad52kzAg1zCyi`9YX%KeXT<6jE z*S0;QBNtWG>JfdEU1*RH+7M*(0!f`G3&aE;en8G%&WPN4^B9sqhgJtl85-`W?4~?- zwWXy11|Oi2w>3rb?LMoS233nU>w>aI$lpc)2Mk$rA_LvJ;Ca0cgphqQFrCNZu;lgn zYVwaSX=sSL>-`D)Vj=_YWy2@wg%Jx_PH7cS#yGbM@|JmB*Y6)Jl3DrjBlAlObRcU< zCE{r{YKsALgOhq@Q+;=$DVh0~IiTY%JJwu*;U4D_9jhJmH`Wk0pq=KRaGrC{ifkL-!CSs89Nap3{#mB}X3Ee###HZR1^h3Rmt4-$S|7M*~ zy2nzeIavQrO79~d+h@%QU*0CD4u?#%vq`3W8}7I^Yif3qq2)oVW5z;b91W7@SFg3EVZ@{{B9OhHHOy zNiFALaTPk9DzkkbB1s~eHC)f)#9g>r$=eB4Oa#`*$_3+8o12^4-0XgLwhod3z1ah~ zUr&nofru?7NT#~k)?hs%&%))pX4bOeen)`&yL$-JTB023OH{^mq@))3yt1x%z}z@W z1mF2pXx^^JnU0AK18-XpE=FYgOD>tCNG?5NsMdaBBFb!f{p$-PuEUiqkXn-v4AKZ9 zV@cmuOU3*&q_JD^bw8xV6lO=l zqVJSoSX5BTd-`;F+VFUyBlM#kPi51Tp_E+=UJN^{swiN^o+#Nf(!wHjRJ6YZhnkawpCRyFfcM4`!TmGscyp#vkMu%%2MVc*!+huFgnJ% zxz+XGv2423C@BZ3s_c5o*gUhs*vMc7>69h%X7Hx*CdjPnCaI;raqjHzvn^S7-kooj zH6Phdnx8nN*eI}6geld$1&A}&ph2W2Lr8U^x@pfB+f=zStH%+uuls;VDW|2>JK(xx zyeszD$+23$Rs@DdO!SjA&CHG_g#UZB2#&$xknPU;c2!Ho>I|&b>ki-Q(`#wHZ|uuQ z5!l|--Q%z?KaegaG?! zF_|`#2r+iePuNXGJJ8JeIPJy#Gu6VToTL zrFeJ{`e_#F+iysnFDMUpUhx_)y?ie}w@J6$Qr9+dN|l)XL#)6cz;YotS|hnsx&ro1 zCD7>_4jRp*dGGZ@5|v}E@53i&@M^v&W8+<{KN6@r9Xrr9p9yMc!2QJ9ibf%4-U3Ge zwtlIYx9$upZM;dsbDATPWZz58EtWdOQ}8RGYdzbr3V)TdP;gLGM4x%+V4cIX*VR`} za-KQAoYr`oci%vf1ZOim4*5unNzqWNH=HzXzTD;Uoiq>9=7XPbw#|R~P)3y`in49J zsVJ8qNhZs%9LzSQEWl_HhYIgOLUlHuoP023rJ9Q=%^iGLt7h4tH#$Is&D9#qbf4mxLYvX+h*4Lq2i2^!Vrlz&}1(|E*2tpDwj16z&n z(6p)nIK`-dFyWZ6iCBMyD1qI6H%2s*ejlQoy{B%15t>W1wEm8ow4dd*k9F1EQ1;6OL&A(_{dy(Z>?W_$OGZ z2}F9$E?L_8A&@t&-KN`}G~}guV&BYxM*OB%H;wOsl5jytLZRiVc`C_vAs8028cOB5 zO}1)X$BQqX932|Ku9{IzmQHQ##c#4|oHs=6G-C_XrvX21Kwsc>`^E`)}ws_RS!uykuQxI=Vp;O2Qmxnyl4%xK*D zzc%-kS{kAy9;g4ePidbh1_XiKzQw9$bZin=j!xM&vSb zmGeCH@j1@v{P0Go>o{)89R4xP@Aleq3(v8)ixwNJqEcK0?Ff@GW;$ePnY&$=$xK5X zgZzej-TUD4J(78ct%}!kVypl4bbzXE!SL`Qz%|AF@qurk#L3^L<{4pxO*de$BbF-N zd83~k-^+dF2LVt|kV8hElVg;fThAe{`5m#aV6?w~-lA@qwtkOT6G~4vsA=b1)M1>A ze_=hNi5&Q9d@r67eX+L)g^7a&)C{(v9)T73HYu~-tcufRfgD=`qdzGd7#ljxLt4u? z@55deP=H~Woda+(x!Jk&R3oBhDc_1pOI%!gLWiG2oFtuUOe7;scx?AOL<>w{TGg!k zh#POMA4O)&Fi7{V|M#pAPCIzP5 zFg669qwk$ zRggu#lf_Qaepyd`&CUk!hEckgWmXt#WrIvR#n7j^Z#yAPU%q^sn3Umh7-pIEWIoLT zP^U_>Nvn&ScSa^@(nm+|Nr7SIvO=015FO#ixekNL%>_zI)$cSqrCq?3wImOOQxHOtqBh+1Yy+ z%ONj`L2PCy72S>=Y{;)-HvN7GyycH+Zr|5GJ6WiXAf%8BfBfSCj}GUvIa^bI=)`x^ zTvsiUq7tuC{Y?3$j)HiM%!fC8BH{6{IyjkVrmILAO64=7kX?FT`@@+#`AomM?Yb}m z-xK{goEozrVh{H|>$3?A(^{@kwoyigG}m^Fk>PL>yNL(x1M8q@r|zktR+N}tcXzj+ zim;s4DJAlQHnP&UZwdwq1`g9bI9BchpU4U9&)UBr4cM`RbSi=m`}RQS)+J!nP0y&E z%c(0f8;z&|Ue-G6^^R@{beSaPAl<3MIeN2TrV<9c@RCxaHbxxOz&OG}L5w9DIx0Ql z)jrv*x~KDqSztpzBB38~adAVhrZ11DZEd>U7eF>$H3OH3VV0ZsypG^CXOovY!L(#b zu;A3gCTh~hP}FB#7q#5C>L!CsSjnvUSzyh&^D;42$T9h;6l9oKxgj;c53D)c&~JT9-<5V);h zS5NAr6__RGIx)9oHKj)$?N&W@_Vc`MF8$0=N1hBxQRK-{aO$@j=3uK)WO#$19RL

    TIuO92Th>Tr-%A-gw|At+zm6TpY!9n)SXNUo70a zI9vY2Zy#8oTV*)>aMA=WkIQM_2TZEUM_?ba%0t>>;a|#Qs$( zUo8Zq9M(xRq~E#>9ZZ+x>=nw`&8%}S;l4>4`$h}}ndZl8eS zJKg*u%C{WPIq4W1U{eXNLHH`KsGxD1$A{~*WK%!8!^0$~^ji#d$%b6sI$RbWc%r-D zyQy64bfdQHI50|#pDOd;=lEEq#&%EK3Xlv8375ohE11dEevobF)UU-F)%>ew(;Q#_R%J1;gIpUJV`?* zkMC@7oXP9;aW!ZZwtrNJVeRX}S_$S0XREWU4FjG0yu-s4fVDjb0$zCNYaHAeUV+7@ z_4UQ=D7a_iF)9if7209nbuaSQ4}9Cc1+y|KGxa3D6%e_@5YXJF`mGGbHDbH|<>}hV zMwp_BoM6=2i^zK)zK&sCX#Nz>%Z?t)#G2u5_n`r;3>}K0n|Zd?r(L}W&ZOHP#LIzx zz%G_J>J)4^7zQQ1JLtr1{jeYA{InqtsLC1-rsSkQVX}s*SS#90uVgLkg$)9%*6o~L z1l;@mFwN<=h7SHw6ytMIu1SpWPs!l%@$o2dPy;fUY`kBb7zMc4;AZdhu&XwnRqgcE;SQ)kg_;!!^A-k#fmycP@4(R3Yj>R?p?>;A<+3#{O7q=- zlGgZFjzRi|Mn|Ac1QPdV_2el~7rfH{-a=e9UhTMs-$ygS8Qs9qiFS81y=_vO%j5C5 zZrS9s!&?G&Loh=riHuE#0E7oXmaw_O1E#ZJ>eQ!np_;vYory)!P!=9SP?SshL^VF7utAx31Y>XXVHOgx=o+(_*+H(-qPtAh9{`Df@(5fC-UdEa3ell;^N2FT| zi@BS@H)Vft`pNIS=%^flq$gOFx4_gIf5|Y%9tlMd7c@`8?zCe(YI~qMNJ8;_4IqNvJRFv#Ga3vqjdG*Vdba}`DyF+c0}511X9$$bjKv)s<*SqD1V_Gaxp!cY>2+1**+6KTlknG^?=(F_(){i zbATBjZ>0eHr~^ez?ZAekz0AT?lWEUg`Zp_XR#&5}i{^TyfH+$PY;pUv;&w`Ur^i9y z^~8{z4Tr_3|8TV*m-RQYPaWziD!UycG~w_)b&i1nK#JbQFIpL~!rwcx9TlJm60v`k zS9X3Tc#TO;*30Zx{jFh`r>#lgvUu!eU@7CF!Bh5ay<9|<4XsDNDbC-HdRf!+FpB5r zB&gB!OqK|09KpJ;j^+B3bgrM_Cz*)I?>G51BI(W(L2;A!H}CIAB=J(MC&cKUZ-K2; zU7^>-t8(#aeou*Ax|YrXkP6*0ML{Uk9%#~UPABjJ04g6sfkZ+EY$Mo=kK}^QVoM)R z9KHQJ6w??Pmq3;-X|F#O@0 zcalVQX_iz9LKFd~4FsNd>nSPfYU((^re+`AY7L>M-I<7R3P(nvnRFsbti_yCaL;?~+2{Ah-DRcU>j9qKaz9aXJ!bQLG zs)i#0>D}ba?3y0_^5`0hT`lLA(~&2Q_A}oASIyIYiSOz`v@CN%{`a3-o^KX!6bUAV zI5*!LdLZS@J1$yq?Zv}wIBSaH+JLzkr@LSD%aSIx^n45%&_AC8imm7AwE=7z+?XTr z7UL&CUzKMQ)gxbMoZC|s6}`A0(x8w_bvZE$_(p_W?{F^C4^^dK_9S1nJw;)dMFkb= za242W_GoxqPfy-1b>h0(J)1D8vl${93dI*X<(XA+uqSiteJ!2ooa z?$O%z4gO8y2m(IOLyNlk!#qBgboL=4T13go0hwXTf?MFDc?7HJRQ_6}11O8< zK|vnzli^58kobBF+d5-=vT|o)Hd2mca_GQR&Knh<-w6u1ZRmZh6u!7*f~!kEK$6f} zQilPpUZ-N>=qG4CK>7jn6i5v+We+S?;k#|V6bZ-Pul`!-*4Z+w8=Pfl-ddli&q`QY z&n)*#l8h2`ykv#ws@k$s2H=k>1WAXK37O0a$R)~&D>9TLSvS)>r5FHw$OT|D( zw>`{>e{mZet}DmiJhB_r^m-PHWX930C4tyfQX@5oHF>A$G9Bx7)C&1H%-|0nUS#nr z4@TX#pVV$=NPul;YYWU{IEjVo%SYQeBf5I?)C^jpBsI$h|FGpbCGQ9-1S*PJ_xlT0 zzQjIxRrugfZ>8KZ4^W=wxZHWC?lR$ESR6&`7jTTVcDsI`>lGC(15|TyL*Mlfx;9)! z`#li=Rxj-5@iE!$q+8bG^Y}qV+@^;Po*J>$l(veiX*AOl#8lxW2x#RR6&4km6&6(_ z;$C2Z8W^vPXdLyT)ddImvYs~VrU6?0>tIQpVoWRofg-*AUU_k`fRFXXaZ_pH2(#|p z+0<4{FM%7Z|L@%2`V)aH#)gj_&^DE#Lln-Y(QI?x2@p6!Rjg3fjztJ1K#YbgtKSGN zPiw~{O9m&aSPHrA2a7L3(d!L2kYK*>dR$y(Og(zK97Tvnv!5#`u&C%B@5QZJ>4MG`N$SPe zv})|UZQ1Gwv21%TyT2Fu5P(4bL4Nh?sUw6QX$zm)WOge2hDK%>Ej3edhPQ$kIi8oh zn9g{a4EsuVc*agcx3M^aJW~Q}S3y!hK(sVRB7I*o0^jE^UH+O*l7?ZtAvGN|gxYf_ z)O{QmeIN6rQ^n~a_mTB$RpF(o%AV=2qZ${JFgX2jeMXLTXH=t>9T`r@@M*+ zvbIO&gC9P@zP$cj)WKmG5P^W673}UR(G=3m_7q>NNnNUl3=o;>k3LHjH<$HPGrcw? zXIUvMH(R%A@m+?lzSxhpjBuSU0c7VButuuaYlDRJ0a!B?$Lg-_8NhlgKQ8yuDwOXP zhl_drf_G+s+S+aBM&RAmJ!BOTmtvFTvMRgf79htva2U0D#gw*IjJ97KBMw zOFT2kjyI{>P)o6kC6`e9Xf zHpTD!amf-?$PB&ix8nhCDX_}5hhvxNFA2o+=&FO~Fh>MHQ#f5!=u|Z>{XTO=#^E-e-)9ej`Ge9V&2*F9QOD?yDr!Xg@}If_3{h{RGNn4JUCV-jjoL`(MFi; zp`+^TxA3W0&JF|PH+BAsY7e%`Rv)452NWa3Givp`jUz(5$?z`2ew^kTLEl{4; zII`BALKdXJuy=!o)o!-td-4+hVv$BfYf){LgM-@u0W0e z{wU~HQeRdbS~8K*|9EgtD!lu_#zHylt$IxY24aB_i5MXu@);@c^yb~s6h>Lq-*Oh_nJWyoz5_U*q1{#T6} z1O@PDKpwPNsQ-2pWhSUE6UA7gDp{y+LX}*$8Lr~ zkN7N)?-`JWv_cC^(-j_osHRk^jy3%}l*mLyNtwy$HyC~j(ao924itN$)2h$)cUYi5 z0xA6{;0<84f(so2;rs1#p1}O!U)ST~`I$c|mw<;l5u3|r^=XF9FnLph(N( zTEVU6Y}x6uchvKSN&O5+cFS9$S`xhg#jOPZbFw_G=RG(%IXSY4?FPM0e!9n`dnW)F zif}@le{gu{H;9Ss;NSr8GJ6@i@)3A3=9h|WMRoIr@r+7bziDf7JN|mFqL?3G1No1@ z$Rrc^Np|Zu!-eS8t=qxzxHc-BCXbVVI?($+42~uf-l|2JV&p4OgI^O41McKTJU)!y zq|!nzlFjkfL9kG;#Cnx9k)b0oQIz}KA0NZd>Imr8bHF;dSSlV(Eg!+7- z)aDAv78KSa9J}UK!>n7lKrUIw0DU;0uK#F+W%vak15|%~nyrJUGZQCnPi+RiS zjHA=hTm?zSd0pFcNqzkvIh3qrg!Aw#W|1TWusx6tj`bgL*lgg`;kWc_w8z8mbCzrTNAqt@%gY<3o`;S|`sW&L^p z5Unl=tm}5HRV!0AxJRO}2ah-ua#|oZfu4dHv{etYf%xCszcu zzeu6`q^FUjV{4q3**>;DMZ-MSH z9>7ILa9=`{!C4HJDdp;M!FTvS&$hkzf33j%+|6^l#N>8k-k8Sg!3ph;bBERXCK12hdI|8UGt{=|rtKI~zgJm#?}}{*jOsd1>m~#a)jwT zso#Wm-9pEW1Q9?(hUx&+R;;PZ-BHN#aZv&bC)u<;Qgi-mpFUn>S)N*zorjju?*pu~7F^HOXF0F3%Pqh>V@b%D@t3IVoz z12MZ8B8`muI9@{P0p#?))@6 zO7eza=$iSv{KmxP?}1gzVA)|d$L0e{(i-i+ha3jOA<(<5U-0+F z@}N?CY>uC_ssHdCjSLhKu+BgdZ*yX2Yl}%HLsT!^c34t}e_#wyY)|Bv253tkknv*L zA$*0u8)y&Kt47RX`@BYYUVY58JD#7{#Bi5}Dm!maV70)GvufCmW9~Q`cU}h<#)CzC z@7j3#F6O_f0Z>L{yfM%3QHiaz2xe^&1o8B^`ijqKPa#)QuV2C{Y_r6%*j!*OwFvhI zr~t(SFuQ8l!r$2iOxCijfJ8&TcD6M(4^Mr?nk(10@0W+=daGIz6Q}9^L=H*dfi?s* z{En7Nrh{DEYCD!(BAoE&Kx@SFIKW?8=CJ-rE?0RcL%^@Fs7P$`BRr4X1?F0@O4XQN ziJ9zzL!>i}7B+$hb3jE^tfL=Uj882ha$M($<6 z)|56L6avY}DOez45s)Wpqk5U?htSlPe|B@Mo$Uq|5-YSs^uX*2<_>5sjs#+34m{XM zP@d(c`HcT^9S-?K7l|Q@~aS`cSiocCb35;4N$+o zAN7*X2v9MVbpNnQJWPqSL+#JBXtp|l$P9%+CRI+6q6g2m4mHTUo93bg;Axq9%>5ZD zVKn2*r~)&|kPh=g$c~TdjLqLD`uMKKgs^zmp=Lnm50cgtlY?f$GIFiY6CW}5;;e-i z^iR-1a5I^=nAC;dt9aJL9Ib5J^Idk2t=Ul)@9+Ldf+QTm2YyWo!^mO;D zanaO@Uw$`1$Ap-O4#vsw!NSYB9!MV|gG}$1Wb5j?w2WLN51*{zZJ|1-!767r%a;h? zP*4fG1nvUApfb>2_;HxrJ#-oIi@$_oF;SbMPV2cD6x*m)sbX@tTx=08r?p!w%-dkJ zQ*eH%X8WB_X>*!toZX$8$vN>~2nld)rd8v*7y%s;`Ntm)KfNkGLSu3X9&-GYR!SfC&!rEmDJ~QO{{4-O> z{kpxaE#oP;t_dOtfp+DwgZ#(p&`^COq@sHjDSZc@plm=p%ZiLK&;M?iyYnA?+c9JSoMgUoNvsYsOR7swDKi3!#|13avuZ4&r7i^UZ-@ zS4Hg!Lhz+oS4)*~8uQ%6fsWVr;0{2lG`9QnrCxt&a_CVv0G|t0ZT7S3-A1}pe+S;V z7KGyZ;#P~b=OMEVGQ1l5)B`P^0Pn#sIeZfgmT}s`Ue-adW54hm0UdkUX}>6e4wZ(& zRP|ccj})u@pOfF4Ys@;ee#n_~-Tmdw8EkZT67%st$n`nZduHP5mYm{INywXSf1V7+ zDUPPwHZkRy|^$#q`fQNv@{zzxhCpqtpE_0gPpU9wNSk2gy$!x{COnZq*$3QNn`~>Hkt=WjG*Ro_;rR%u9qQDmF=egU~GPGWcP#jyc3+jYlQy zzg^uR-hoJQpl%N{*=37L8?9Crv2l@N7x~@F=eQ<{k z>NghXGm6JLX!K}-&a?f>PTPmueEpWU$ZZs5&o%}k8j&715Q|GqdNjEZAA-?`eK7h~2-@Qqse7T_#-*QgCkr4mDR^|MH zxA60i_&;twNPs_zj3Ldh_^rGF zd=3l(Zc=hi{x4kl@3~0G0E`Jqk6k3%KaRtI6qy|aolN-_-2%-SNFabQ>2ijzd@JPx zhXN*a6f=X4+?#jhUqjvnz|LsQQ31ujHFf~HMFF^ujLf|7ZLu>jhRQczlLjf)`p}ZjKAA_d*=h21k5>ox+IJ(4yVkjuA z3V(yxK*jSPTpM(btMC7h<46LR`F{uh{|^5DA7}oAZefmi5&78El)k_3=j8Yzt1oXf zHef_Dl%Pn+$<_EuP+BIuLQ{bk7pipAv@ZeZ)&21B5D)+X^iC^>M#ihl_*>@$;;}(6 zP}1nAsHmi*q_{W{;=UsTJ9Jyi3}N9h+FVUP0*`yXq-9v2YK zJbE>G-nwUi@7N~;QM3-J@UL+D?+?H!2*oCyj;8-#KD^?Kug-sa0sQ9*|Gzrb|FgsM z{&cl8HqI|ALr|NVn^RU(!x=GQTArHvyv%C#Ne*m=8T1M19Ai93)(cQ(Z|ZJOx=jKW6k%1>1%O1qUG;k1+S&rJuGgRc=hdt$&YJ)SN6x|$3jvVr*MP(Bg{|#= z7?4T*ZnOa4e?eEj23iQ2C?5D5`^!5UTYw$=Ln<~MRZ5Wm(2|uskMMf(Ybyv14Fw#x ze9>f510y4~jSrniBtn0=@S!NgCnNYE0ux7hABP~y0qZHS+sp)16fGR|a#U=r!;Fei zs&xl6pwvQJs;H>U15ArEAYDfVP2B^O+T8}${3Ss2iPj92An@K1Qp&{>1Bu$*Str7* zrrWX0<&FdI*XZbII{;?^`-WpyoDr10(9aIZ{1o{&X^)5lO!>Kb($6ITZ$KzGgo;}L z$F@XIA7VX_{&e1jB17-A?E{Igts1iIani7h5AbRkTVub35IFY$jsfB)CWq}7V8#O+ zLg~rLTs9k@v*9(UHJdR{gROo>@Z8L0phKeq^ej)!vg6_(QOSoT`kfd2A9uugB0$gs zWCsKk&=;I-#rY$HR95Rr7|)sWv@Wl7b%(d|$saCUODol-yi^XH$R) z8zI@uFd`90tx{`_RcBq5&?u4|Lv#)xf2MPDfEcRVHxdxu>6c8P*Lk`-|0DI3_aNT^ zjK$>SWG_HhuBsw7Qh)liJ{o+tn=hL+_6m_#UVaADeCqJ-#;I9~!3)Sfs)Y#V@eNTB zHvWgn_kjmeDf@Ti<5mo21^{zA#3NJ(i_h&mSFYpJU2HDUh*%^hCe~iCpdT%DmXbg& z0v3<~r>XRH0{Ko8f#(Xad>`r9Y5PLclO&wTB<2GfT5S)dFb^!Qyc4+3Hw5%bGbj-K zA%G9>UY(635(-RRp#IwPl11Zod-xC znP5O>1&aDi*M3`X92@aev7eg^v3kA1y=*&3^VzDeD^<{n-h!IqzLVeuF%<=$#`H%J zgR_Rag=BL6$7qHaBHd1d`tqE4Zf~#}!=VHL-yjQnqdI%wIfuRTA`8S~-PKkkcZEnL z7=j`lUPXnJJdz|1^mT+4_e#LK9RDwtf`TgESb%5{zrp~;F)s%}xlO#P92da>XGN*j zSrW_nc7vD`yH6%HR%gGQ4Kl_PS6r>H^Y#qL@{ZQ@`onKn&3A7~$ zT!AIvU1EH1F$seEtmF7jwC+DMjWF1obtMdRVwCnLt>kL2kS;Q|o&1pNPVBniABTga zaA#Acq+xf4bwXrMuA~6>549M5-XU`@>wbt~^G`tYhR2Zfhw_gRA9HTnk{pW%~F0246XpEJ>?=jPp$!x`H&7AcDLB!S`o>MfLMe73-0 z(2Hv$KiEgTqlJO=1>uAE5l|;-U#Sb*Jq83S7JH+0B)dFc$=rRt_lL0z0gScCJAZ_L zMQ@YIT>mDaEo(3i)La!u&^7H5Sh*=*1&|o%1%!dkqH&B>AxI7&k|l|F^MSl5-%(Zh zTq<>Hkv=A90I@GG&6Tnp%l1wp8x}nCCD3<}P$z5;!A|NC)uj1PauAsSHfIogI&Aal z-U~~UKvZ{Oeq)d<*Q2tK2h=ARsud?!KQf4VePV{V2jX4)d<2V7LeO~_|JYA`U$syd7(bp-1Cv$&gzR=Qynl;uD)uBFn_aC zxV`Ob&q?)r%5U5{L}2pH`gd#2-%0#{WG3Z2AXXfTs)Xx7dgMUSW>dHa$>TmO{_tqBOrqgKUnI=L*PxLtxFf)ZKzUHepzr9^l7_f zjpvw#^tLvgWIQK*6Af`!*RS=n$bnd%Pl64(Rv2U+FAkHIi**&<+j&|ntuLB#1`gj0 zT_-|Ln}%~QAxKO3$nG;y$KDqR}<2vnDM7bSr)eps0%Fe zO^u({*M`_aifkt*SqH?7-i4SYqrW^X0sUChd~2_m+T6nK-yH^C>lEzo+r2z~>jZY= zC1XLKnX*VsS6GdSiA%XMFj(GlOP40#arK5%=>%~5UK18#?)BM_O_m$qiVnK z|CJk8fqeri&xc0h6dFd5)?PDe_f-T01a?jB8&Dsm?Hj@=1Nr&L5m(&leg#BDrJWn7 zT+gC80BhU|1s4qq$Nu%k!1{hcbYU>IVcVI*x1L5hHm6Ak*K_`%A(yuOLawA2raF^J z=zhqfsEeZX$!AK%xh^JL&rCwiQW7RBnDf}==;o7!{$C!5A03$_!V-RH+%>i^q#XnV zD3vvlo%*N^guwI~=I-PW!6oxjl&O7_t8@0FVXR%H@z^X_ogwwQTy{cXlB<%FTcIu; zl8{JUQcis78BC|6!mqk!odQ^oby*@Xqg6Yl2Pq|aIyG)?9)mBg;*R1Iy|LHnaSAk; zJT}jEv{+0g$T}&QswexD53hPMD2k6kVi~(H7!9`D;c*H zAyHG1dDwGpss&zzgXpycP=9{Tm?XRAJ~#-aRJ);=^( zRngcuTA9X!@PO6y6h`KBRoaWs%lWLEcMKI{GfD*RU->qFee#=xB+Y5l(5y4DG}Lre z6<*1Qqifae$QDZ!3b?raCaYR`=7-Q)e{-vaK~o|lofsuy9&nWFWXR3!HQK_qWG`n% z8D3igEk*P6^4Q__dJ#R8z21*Spfp38lMOE>Q)VoV$r`*de#uWm&i5X_#LMFlp4vQ}%OLTgRR;No;c_PdjMKsUF{sp<~xO zqw1FE@0H@&a2xFgG`VuN^s5T^ZDVi`%n4E{dgWURdvaxVM({StI7!R6C}?O%T?};; zMqYj#doGpDU~|pXw0pZu%XoUW-z*|%owkynwwetL{h*Mf4K6KgUC(k_(X@(|s#HC! zlEy42!_cW*ZN6O@EG!Wp(55vQ=;_CzLsMci=ks`gCYMTJ?EYC1v5++MMemdkYzy-$ z-DsLd;<|9yay_I_a_f7iVe0i>5$pVT&MtANtlt4fJi88DnAEhxO8Y(rdYu)?>-n&_ zjI>m{jAh$clGBfV66mH>7%rBka$!4M{qc=%D*~@8bOnj|yQ9=7%G@2;ff1?2XYXTA zH$`c(g*#UvZlE~(-2i=lLTh%p)EE}JwJ+f2)= zNv3z*H`s#f!KR5Td37y0i6Fp3mkW^2MF|O&o&{Oav>DEsJ>^*Ng&onFNHpb3_06i5u-Bb! zjCyD@Ow+Yvth%8XChN;jpzC4ODE-J)3e@(9b&4ZjOVlChugt{C zw^JJ-c+wbm9YV0LL_H&;BK3bpP1eM@mnl7E!kM8+o-&=J1u`&qBe}2Rh^n~EqB_uB zCC8>wT|l(~ibX1B03TJtO&j%&EE#d_YT|B-sFrPYuzAza!XOQXuN)No`@T@3;jRMZ zPpA!Ft^vwC`N)-WKgAM7T{m`~bz6ki!twadc1gU^E)fPguLJDb_|$|GF*P{wycunI zyamx1cSS@Rltq>H69zdt_xp6Bd{#Tht1~%c<+<-{D=&w?9y^(4J4L`F&)O*InpVuA zWhoaLY60o-oDU55=NBud@<&IiZb3o<3iR9pQZHe$;rm&x3QjzEDNXVt1Qald@Az7I zdqPX}RxlD&Il56H$kDjz&VfH)?}kqi*A%eZa3)>`5VI-$KWG283n^}o?2Q|>KwL|a z#;7MmCT_c@2JMpGv+drmzCVY4h)U5`Ho^4i-!6oW@NJdKHosNwe8fZnyTPImJ*+J! zjrA?UxIS>DjQU0NUcepp@^)A}(9i-A$_d$nUCB)I!K}j0}3k4|;)d51! zuui^!`os`T4fzHecFUc@fcsPE~86Y-EkcJa;jC z(|KO7@3ivq74S?fbM^Z{MGSz&A^Q zx_pAn$YGzbtyQmhV&LVW0Xqp^VRlve8#*jBAV+&Qv{a2?pCk`4579tgUNz})EefmF zl;LCXjF=a6V6ye?M5xW?RPabcm=AWGLcuha3}2nu;L=jvYQ4NBWt9R)2&EHW`RAwg z;Dme%%2ubSLQh+4vaeb5%{KcQlY@4VDkI1g&*9T#bSg;<7OIibq9n^q0S)PE6Lj-2 z;$7lc71j^EhEALoj(OrllQ_fJvA#N3M^lGk%F7v)DPHCMb|7HRRB(K7&R~CjxFg=l zGAgsO6A}`$I%c=vbJVYSLg+AL5Z)>)D%L%2+C$%z&}lqgf>Xt3U16ynXjlY%Y*A^o zSTWhjUj+7n19?BtufZjRLzywkFAMXNe)CYmZxhl{G2J9H46~hC+~D)K3u_P3`1V8r zzxHbb@Fpju=dwga&pa%UIG&_LtZxY+pFRW<-bz)<|M)B{klxOGViDGmNa>kJhp3H3 z5=1D2&Np{P5gFVqz^ULa54CjgWnM$%>tY7E8KXOrCLiY7q{^B?(&YJC+d0%3@Z$^x z5*RS2<(cZ9r)=kxmr8SFe@z+n$4tfk|@qIZHA|NDHxw%8qO8mykw~?n1bgd51 zYac$q_iS~cZWHGva{iE@^?M{~yZ#8a7uNIelM9_W!2&W|*@CrbxOJ0X(^J4@=O+qP z9ey8|=GEi_PoHOxTjs;$(~bhR7q(Oy20jQr2%VsJF=VCrH`~gm2^@Ir;%i5v-0}71 z16CJ()DEpiQR5XG0dp|B+iO9tg9ey>P}kdq{h*=@QlX<;uX@CTNw^Y-w3CIH zU(>tlNqW`O3%HMPH+yQQScv!{af(5_bMs+o1UN|eHiOHLSGAl?OpC@P$xaQ1Up^3Q zu8;*LLjPiX2|!#b%|#%|Sg2dZvL@AbZS5RS;)x9jq{xgy>#_!|Ok*jgObWI{QIV?1W z*AAG^HC)1J82m$BP`uBiAw^}0d{`o#o+FwU`>kizZ02+Y9!H~EKc4}_5tJyUe9UHs zmX5xrQZxv*G-f*`gEA$2HhS`gp2*PtqkHpCaeI|CL6^mBv|N&CjYSQ^~- z`$G!r!{;D5jng~BiSz~h;nwGJ;G59oJZr#pNpQv5(%0?kvy z5eQJdKj769%TTMji~Ea&ZbvTaNU{OH?dMP!Hi;!+K@BXVz&V2$&r9NT|)F9_K5T zZy;+afnNSB^jH)6K+=nr1o#A*fnE$=T>xw459g;)r`rb#b4uB8_QX>=~^)e|z-;$Y!(825))^6*2~241>UE}Y6AYQ5U+++R7%^~Uu_kjquK-g&Yno38-Exhb$L|l9`U{&r@^OLNr z!;H3xiZ|yk-MYhEx{%a{{S`S_%-)ZI^&F_(G85-UYEPU;Y#sNm;Z-Fh@L2B;Qg#vw(E{@Cg17TmMzM zM@Fzw9?r(=a52}CabZ(2ThrNU#qc}PPINfr91(F({UrLatfK>S@lHoDT23J&OGb)3 zuvVgEeL5B<5@s-}Si_`+A&V9g8ijUNeZ`1CWT+*pi3)GH(|)3aLSE?p)|qD-bdYDb*L* z_#T%1zE&H1Yv+>jFh5VHqTnbl;)_>lj}>~HpMulFcSBf*izyJjKWgl1-3_>#+qMbm zdPZ`E{M9WzK~#I>{_hekAStp0{#Ms<5ySs&(TJY$NArGmtaUT=qyGx(U4tydz@y85 z371Go(c!3>qx%DPvHm$XxEh3I?EA_FNxvCpsLhLT(-d7*<7y;kIk9bz^n`J@KV-eV zR#~v1XSn`QW1SCDf~@sjBiO=Ry-`}-!Iu6Wjjo^8W%X^*tF zLu&~T?gHb%$X8Kfe;IPv{tLx>Xja7Z&j4rD-(&RTgYAoIlz#dQHY`~d>SXQVBl~^- zq^9}Zc2LNg`*Y9cP0`Z=O=m6LGR!FP8NZhW?Qcz0J?*l&3hohBOkFn%-w&5jw5}!l z>DZvx?=ROFC1T~#q55GVT@W<%CHNCrynpAP>H(OKDPDypD+NU&%w5V^S#C~XFB9)r zzykb2gor>p{67WB|C_Y$7sef_1dN^^y+N{wAO+-%F3z#udk{QC~h z-@?%DCy~UuwXDynbrWF7hFL*3oP^kd&X%H8qU@sl%JuvuOFa!e-&=nf5^Sfh{`y;c zM|fQ!0c}Wpf)fTw%lt?6H1p3lSe<`Mq{_G^_em+L4u%EzdRNbseRtJeJ;0fIyH0h> z*K1exYoXIwgn98oSZ=5ub%WDeXNM`W?5H80EUT>>_#_2Xz4b;fyI7YaVi2N6HwH`z zpn=G%mk1i}+pnG}S~bn9Nb;gu16%JGq5R}2E()8j$jNvrPk*kbm3i|Kq`}Aa3-8Gv z8zjK)dGWMTNN9WOn;RK;_`=UuxF82wZ6(#jEQt6iw3X(`1HZG;c-wZEnUUWa@Gnc3^#3{eC&+!Y*!@O_ z_-@BGtBM~VsKPEK+NuE3+;?-wb&I#ZwiLkBpz+o)4B9*2Lp}fM93mp>XR-r+v2ty#3M(5L8ZOv&9IXN-jq4bV zVI1YdQ~wLKwq3?!hIER2-y-b<$W@ss}SQ)rn8SiDmF& zXgOr!88?Vtnh{LS%J}t2A4@Uwct~4g54-(iuuk_)4<1tjaEV%;ImH<|zG34yW8gE^ z>U>;|JlN^~b@@hS`TkG|E+J>JK8LGsSiOAm>@L{$FK5Gi;>}Dyyfb2RKsJ|GH_{Qa zh)3`wGA{-kNM-v}7kB6>1lDQshn)g%*50C8d(7FPI>qY)vY$H_CYDDuC(n=t6Sm57{L1#JJ=T07Ay3; z({GNEp){1#er=9f>i5`>EWxtmHwIu$`!Apon>Fwt9ASb(RDiZfe>hjdf9dZ?{1jeq zuMhWgkDo5W8yvXnW{+P@Nd?WSc0>m4`kX2P$)=KaiquH$A#|l`t-tFw;vzOG;}Fcf zSvie0&+kmh5DF)DYrA-Fmk^3hH4HHXdX%_WBt9y5eBby8J!P?RAvz+9S8N^yW@4O{ zEoF#>ZXxkVmm;`D-GmSVc-5`Rhp@YgP7qNUISEM_8I`5J0VD~vsiwr>yr`NzNzS97 z|GJ@n{u~0-_dbh>X3|=0iIY_ZH4UGhPMzjx&QREN$;Gwvv&OG(y`DGAeoGp^U{`VI z#~n>-5UNt_&>sH}O9tkph?d$OIw}S#qzt1OlW!oivxwKZA%qI<_S(vU7BHHmuJ|-k z`k6-OlY{lewXa1jrh|)TIJ#@|ca7cZ^?E?Es2`LugH?coB^~x0S%|a*qP$Y8TcTz* zYchrX->kx^J}bY9vTn=2zRW+G<=B}#W~U!x6)^419s*9ha*wp=^JA8x1nmw9vNZhO z&E@ULz9VJGKMX}4fk3YNfA>94*nhYkK}w3sgq&$yC^5YTIn6ceeR?V~o!lL?A_mIrW67qboP5CijB z7p%%>4)f3d(lDBk4*cx=y5nW3S@hQl%fwMWII{eOvORAB;6aIrzW6Gu2A zD6kQ*0Cu>#gg!CJV)5PKV&HZu#mvS(@`R=hifN8@4%UvjnJ%>I_@WRq;o_;~4(E6d z^uqWufrojsGL{jG4dXN_yDmuGAfU&^lI4#*6QUbO!~G!!A4lFQ9-~IPhH%t8t`CQRCLOJ?_Wp$Pwl8ph2*{U&aq#alRU@oX=b^7=VCRb!rg?mS%*~!ht}}n~56BzWlXfqr2RJksiJ7?)+w)5RZa*Hmqoc?sxv|ky%V} zpiuJLQ~NeW^%DzWZr8ShvX^2sPQOMtqDJ0Jnsz!a#h3x}-34!w-UCsn+cRKqi+XpZ z|CK5NU^>#0X>Lh=qSCjQyC3yUc`(4;PkD!B6{Syao#{A`8;5fOxfIu`h~dK)di+j?1R?^F zw_?m>{}QBa{eFL@hb=8ZjD_djKm!FZF&lPeyYddh{w*r6?^752-U%<(pi+4SKRQ~1 zXGyR)Pbb#&2vL-&QTyoy19hRg2aaOmNA93M>Ay`hZN*NjBS>eVESqYm;aTh{E`O)P zJq8naT>8`bUWos&RC0`gQ*J~5W9EP&#?SDw6Iq_R9-@cD1-I;fR@v+KKE&-r$Ur18 zfieHiu4a5>T|>F-W9kzNhOzBT_ju^7ZIlituXWL{ec21G^84z|I*K;9Y<~zB7$6rt zjj#j(grrmK?+;JsF(TLZe(cBz>iR9cq3e^>p(2NK-Fg-3*IA=}34#D(cl_SZmT~>M z?r>1q#$F!^W?o7Fk2Wb<#y5wSK=x~r^TYrmn>Tt_lp$ai{I|s-ym{FLKe^#L3 zusX^2-0msxBH%~G!H8G)jv3X|hUF9skO>X2FOl8sY4zQ&pY-Dl0o-V^MI*rwr z8)kghfl#F#OzE>X2|OOMst7$GOVP6y0>D5W5{OBYjI1xt6VhJiOX~8dD!}f`wyd&I z;1eAcQW0XK+ANOS!fe~!uZvZvumC*pix`_3quZh1@#jE`rQ{X7wdcsdm25M}S;WKrQdt96_K9zL0!`-WusozKr z&#RPS%URJ*w%VIP-JXe{ZX5k?oS}yAjDkNssa0wqQSZ$h@8t{wA-7YhAA`N)fmO4H zLaIsu#aLOd4HP1DIwv*JJ0}@1DeuiWh1y=0)(`h55X$10&4P!G2B|(DN>$w59pkXw4AHcjvrC`|t z`1uDpGu0}@WT(F_QB#M~@<~_u&vE6BQe0GBh6OnZ-LIl{5b$Z?7OnCni4Gz}7!ssI zm6*#Rt;IkAjMMCKDA&GM)a z5D|owHE?)}Mvm*;(aMwW4WXIQWWBHE!W5i(KjdeKck>V%atEU9GXB@u^vQuC-P@rs z4OxH5DuqWNhWYOr23k0xHKxwA4u^(3 zUe?p`F=iUEB^H6PqB3EnSuBTUFthAN5(li(O+iWxrF+Mhj5pbRN+7Cjaq4W%o*kf*$lE%pD5r_p&0g-FN*N#(DaV*lF6}kuWQJYl898z`~Mk?DaXHbYGY||1nqI z#@X&P|Dlo(2w?X#09S(ZT}ha@RZx=ncuft)*lksv~a07o~!h_vIB2jNxMbEMDOc2TJ0j1#wXt-h*u!!$`lBVcTZ0HYFx zu?GzmWnuoCDZhabYIwFXMMovHyQ>t#MQUCN;)>fDPv${|^AzqtkNiFm3+gk*vq+I5 z#2oYVXWm7%Xv7kalqpn$6AIrV%|XR6IctzSwwo;>=K8WG?BV{iQ&#ZBmw$|&!UU-w zQD!*WL3Ac7Gjwv)B8()IhAljJt~}YQBspD<=!zAjSViJ4{ar6W*Cb7+pnL__a5$g_ z0&G!b>1(INNx=PFt#bl+Vlp5bM3$<}{h?itC@w3*L(T_T<6_pc$!?j zmKNjjsk<0MEcowKi`u+YNYZ%QozZJrkOLtH?{gf|m_b8oq&}m*7O}!k2befL2@72G zC!FAE8*^jc>?XGvD2d5Zg{B&vY;lZ`(_N_hX=%LNpk~{`<2Dr58Hc@}?^qTq0ty~# z1}(nnF6K2H%FE=L#DQd+>>gz<&on_rmdHj663Ane+x6kdsX(NUv8uca!!>bYCa3Lk z4>!66-hKikZWd#g;A!D)t7ORqCgxtulD(FsB374f)?&;cUM4Pka0aM3dJzP1rydG_NHWCmr4M|OB^zQRdfP;# zMm9#NHePy3;wIdn-7`r!2pHH*d5b8q+@x z0Z)PBKN=H})L$gg6*nt6^XV)!A+2kiteAz}1>P}51ia4KE-~8^#E688DSF!o;ApEP zFCY589KI zgPLJZX_%3PnNq4Z6SAo}1{O&^)B9~Drq$qN z2;B8Riu~3_6|}#2*3BO1ao~|aou_HUGgc{a#4f&G4OdJNsZE`L8K(hoV|?AMc}@mE zD+vyWfoi_a)MPNh!eL|K7b|-~s|7P+(&2KnK+qD;@84@BEk)kGozC{n0 z;$*L7yFSg-yu*xFA$bQf{5)o$&C(ev!9eLrB}-;W=3lgte$pH(CxDK<<7{p zN0Gx!X}PS#tgT1^@5MzJ_DT7^M)v)Njl#-SjXcOnC>dGyG`Jk@KwoV;;80C~SXmM) z8z!0~7AhtWaMRfmMdGqK13oPk2U`i6?s`+k$MxmBQ%tQY_)s#x#}1pRx*fv37NuT7 zqi=I01u>?G6LoU}!)-)KR?=j~8_M*u`YNct5y*lnP43GT+_jCmmP?=eTI9~f8=to?7u=iPs%?`} zqv~&m%}L}&FJZ;d8&p{cCN(0CqQX*Ndm9roy}KLSXW?R7V6Q~TP-u%;>=P1F z`5Zo=(0UFZvDIC4jXfNWZULZre!J_<1$RmrWI{y=# zvSa}f3Q9MYg$*L4sIV~-g1}${R%|#mFw5up)IR(%X^4NrFyoXWPWAj&Pj#(XUb z9d=BO68IHzoy2NT`nf@;NdV%K@+M}Xlet%j)qnSaL14Tm1Q>oXa8a7e~%bGZB&s`4u>=OkhQu+IU!ox2EL0vb74MeOes-Gj^`je;* z==XoQ{{dr|vV?M=`&qo;IPOg%uK_GgzHY8YHp$x-!!3YjXX6JCpKj0+pb`$yMaRXW z=m@B6PN&Nl*s^}3pmMBJlraZnsqtvT7&v&W6s#n#Mmzxhi5$L9bGeef9%v1y7LfP+ z7fbryBlrNUR?)O&I_$1&jY=^1c`cvaeXXcuj2WzvR(zDleTxDhx=@wcJQ_EYL~vGH z*6h8U_%3ZoQi&D30Nqf`Wz1 zl&FCk`QQDb!XcP^FUfZzKQuoh(8L-GaKfimL7=>8IYaZ%NwU-!Cpcx}RfT_~Rjsm~F1cVOJLOB?$ zjR@t<)&^gq??Wko7bn$!#?L+klEtZv*{d;`PIJQ90Rg>QjtFkiJ<3Uj^@U(#4-BnB z&72s}N!JxnPhf~HGsJ@4rIYG&io>tMT*$cwg^0b}r#m&Qzz42)(1@xs?Vag7- z;J;DKV&Pg?vyLFZ!Y}SF#cAN1_&~v{6m*=f<7+;aKp#aqxmynxb>p8_-SQ7$%T2br zF??sK|M!sU@$+3FxmkS{RD5MX%Llv1c!hq7)j9oTJN@4)@YFOq`En5e6Q2=9@3c%FN~zA zf~Sxe{p6Rhz{Cxu038A?aYZ^c3KdP80Jp0(yO6ZV$G8H72S7q6@}A_F z;?^pXvNz$4B#>|`mf`U71z@=v;O^yet5g%RlRYiVn33{6q&!gI%9@=*(^xP`ISe;a zgOV1w|1hEXpYVD7(0nER6u(d+!MZn%8YDu%kzArC_=fFM2@gr$cl0}xjQi_449*F& z5cBomwfuQZ8o755!eCe}y0~KiYkm1VGlL1gij*M&h_We=Bl?5bR{<>r!d51*MDOOE zJv9e?^|b(hZ-+mhql6FSV3`z!j0uwq+#KI52=Q{@wi=v?T`B4$v615p+Ks4@>iV+B6!yhC&W=j)l|unLJ*hKd{=DZjDjE zM~8kr9PUREdOcWo<_red_j7+;y~Dr3vG@>!9knp};&S2vgo$U(Pi2reak|}3)lKxw za-{OA4B~UeIGb9`U?M%#Ooac=wA2 zMr9&dgNRUpVma-AklvX>#3jK*zX1Y1whNw_gIGpxi)@+keDrKmqC138Cyc3EmX33$`DGe`&W)zcW|7+(<@Bajj1lh9&cZFcZhW%AQTFZ=LKlk zGvj-Y6X@HKkW3;yZQz<=!j)-5B>#RO2++X5>CQh6s7z%PJi+x&Wzf$jTswMuT^BrU z3qm#4AeHb?TLNOaICNP89xz`P#%LbB&030wKj8M-wW+SB6x*Yh4I-DBU2z61fRIay zl>gKV1ooo=nb^gXRYU+OJ)j=Rs!BN07_6Fe^#?7Y9 z&IBbwWiVBhbMZ`$8oGFw;XuWA^e>fIimAZWzgSqJK>AO2B<`gZ zhh#3mR&GB_mE6*^7e){WGnxFIw>sJp;uPIDubZ(CLfzawFHrMmYuDSJ_4RAKJ@3fr z>2+&n4&&Upe?(FTN1%gAE6gB|mR{?iZ3j_ZZ*b!>4-;cmmPZj6I3OwpT%SYmf>dQm zVAX`Ysjm-lC}pgU!_^7pU29Gfk+pM|8BGz2q-eJKO&x|a3~E(b&QmTtHK{DyD6toe zDBHK$PL3T0kM^Va{HG}5JmjXoq*R>$m>xaZ^vfW_o-`7YatRGOzh#j0`n<$m(I zsoClvlB%o=)`sIS_32;zu0fUzkV4BEaiC!oT^^AOpJ$8Pa@>>2`%qxO81M{A9$XuV z+8h7(@YWs9>Tx*rz3uVZ9`9Vi5G={;-HN0jfo8*B@CLF zH3w_StC(o7C@gD8SD23U7)XWBrlb|&nZJ~l$Ln#{azcE@x}lO(YMPg`RTiBG@TFv= z*poo`Tiu9o5;P*OHUq&pakXi}1Vn=u zAls6<>C@>vl|0ly?nN#i3NDB?1-R-e>vmt|4$X;k(f-?SV|_s_!U0QMD;%#Koi$A6lygNh1US-!j@r5(3AgrSaX zM!M&+%A)qC2=yW3@nUCSSv2AH?m}CKqf=3&L^4`f9w>jE=Ww+LZlq|w8#oJ_r5kPO3#d1|d8x5W%^dDn_XwsxJERDnGp`w860Q;xS+ubnjTh!&8Lb}f5abK^v zBp;&U@>k)DuTC^yhFL{Vl3xMo|K`olr1sKz+_WVaz)mkCH(?sq#_03*87Aoy_LqXR zbo^GuT(tE3|3q{2^goU$2TG=qD#-Mxqj)l0?5}X7qUhg6HNqCg`aUnWCqg8Ox369` zY>@2j|5dKe^TnglBt;|fO80zV75^dV4#sFZ(AaWou36b&2Y7s$O<*vbG4=)00=(cMsI-47nxah$78 z4wxe=(T4ns!M6MvBecA4wO9un5gR4aJreUC<3~c=va$HU2!{w`C6~xZK%6vkG(TQkfT`y?X)7dB|3snvBd)$Yl0} zkxs4Z$g%y$0d-=}75|7GgA_(vfRqZ)0@;BMxCV@greJi>1+O#4NGzm0P)=pB%9AFD z1;{l%B=iW$X+2+VJeG=ONZ$3c;gR{>dwc;ExUh{&zXk_*b1bo0RAE6)nS1g4rstMj2;+{g3s!!<>B} z`EuRtw`HiFm#By|%w7pS_x>VtAfV!tU^mO!^ERIN$y{&jn%s%%iUmzgWzd1<1#?I(95v3~ zy$3k@52wV;EkHud;jNE7Sf;RS z(VULn0#!n|D2UV@HkJ{Fek&0*Lt=1IbB8w7!HZbxVP|coBxr#NZkH?No3VrjD#d9+ZCqAeqVqrx0Hy56y_u#>$5cRx8%N5%gQ!u1hMl*W*7%nR0Q2lXUX2VSD;cQxH(G7Z+b zg^Z1ZRIJ>RYv~-kBrPs%c_cWUla3{Go?-A;m%|OjHFDhAJen}FN>MDN_?1Kr=N#%B z8KiR!3Y#4`DMdZrsY{H8c$@|&u-(jF7VBwrMJ*|nB~~Fr<>RF$%3`Eu?vz4Uw;c`* zB_{xVapjEG>Tz_|plRJKS`M4l8Ohh`TX;6bx5JwuGG;%s=KbLhLgwQ1%uOr<=pirW z&)2(&MpvNz@5#O)>idOhQD_$4rK#qW=31Tt6%)PjQ|=i$PR z7Z+G=d*FKDvjLRgpP)W&RZ~+JhkzKTln|MO_9}pE9$>exM3OhDay+F(^ZUG46PQ^Ao z;YR;7YcLa5wc1?hg8E$6AMr2c2&y2m5L(V9H=((+;cXNN>2sE70X*#05~vbzp-x2X z6*pp)M#cUPw_}tK%!g{E+g#8n8#2CXk$-DG}A0?OQqH4SJ`j`&6gv zb^pm3VuqT;V|!f`H$klJ*8e54)Su`WutbA}wxVomH9Be!YRrPQ-1Qh}{f(ej6VvPR z>%3a?6y;x_H^jvPbjc_ocfH`nQksd&67K=(3E!)YkUQ6}-rXDAev92Sa9#=19MuX7 z(oSZe{4v0x5_O=}K1tSj`7Rd=uu$qysE^e5YJedarSeGAPl~574TmDwoZyYgYiW0T zfpACT`J3}9rv~63Y}q`d%zKaaF1W+357)iQS>T(0@)+hcp4aOK9L~XF7};EHL0urn z;>KK7jS%)Zd{2@?S^X2Y4%hiqZ-VX**#^MKYg`AU^ch5)p<&Uoh;PamA`Py{! zxK|cYcwE$3>-i#^UIs{oU5xL-IfhJ8xF6!5On+)nhXnv0HUr_Ls);PGXc^0F-v8jl z+fh~fyfVkb`#{jS_e|v4A)`VpKqOKA5YT2Sgj4p5MoKk)m%>E@YuvkDxr4cvz)mtn zYEop0ZxW;|=>=8GIt!$&I(!Gc6RFw4u)c-3-AM28ZdrIU(_AgBJ&xQ1`TEd$`giX? zo&}>8UK14PImb~%IWhm~ZIUwWPy0n^@W~_0=`P1FlT%hEo|bQwOEu1|_HaY&6s4#6 z_nohn3nmIUIs>4jz6m>lkRK<^%cA|=;Qf!W;{^mn12W7xK|sX)CWa)V`d5af{&wF6 ze)iFci6ow2H5#-olB!N^{#)buM;FH+vpx_oo6$eivv}+0YlJ4;QI;lu=p-3*O|M94 z>3XpBg1rkIIpFh;TH|Nb41SG?!KEV z$P;|_`@z0=&DT$Pk=;QIOK>>|=D&UC;x1gjI~;C8p1WY&+P2SfZia&XEA)_n!>s=+ z^e?!;QpAgG{jVCIK3!A%Z?-EIZ16^C1qb)TB9V>_Ml~2L<#DwbB5Fhwm3>51@Xi_7 z^DVy$mMfRy?WFF5V>ueqE!Z(svQ*>fAmz6F1+GP$_-NT%I!Y~L@3^Df8;i`7x z#;d4wPEpy8C^S>gKj^043F_t5Y063Hj{g7bjLz`D;lpKOBeCGbP|HY)5aeXRI$j&L zK}EyIs~Z-s*?vp$b7vZ+H_?wf?E9W4Hlx$>C#T>iX~i>>92&IMv0Dgd`M9?5(6h*; zJgp+Ia96H-qMXqBuS2R@cdc15Wn4soQ4{C{c**t;SDiJ5Fjb%R0IftG`ajq0MB5La z9+B6s8^ox?N74km)4qEy@3{2;-G~D99Xvu@nZw;_;vHMW?RU~-y{09GlwbL5c7pa~ zJe#1Zq49T@$tk5X#X4Yhy>~-|+?3M0%3%h?`_1CR^InkqHpz2J+~)5s&v6UL_{>}! z6g1U6zX=I&$dF;8Xe+tB-)(-JIFN#;2?~h2kU^tO|8wUeLJ7^HHQBtOt6xV&aA)Qb zqTq5G4a0G(;M+FLLW*PVGeho!Hm_SUez7`DWd^QizWgpynwLN&Y*t>^3nPWR!zF%0 zE|^43gSqjVdi^Jeybs4jWaSQrLIuS14VUMHfQsgPzbmY3ahiO|>``Nstl#rGNPEJ;KA|0-KO){l<8dT%Aas9F$>kmUM#4B0tU$txl#D7Lf!o60xNxSo8TriT%kMMaNWn`2%p*$9 zP^=X#E$qS7t~;FzB;{QV!Tp7|1v>#Iq9Nm%ZxZdv@=AI|cVK;+_u*@1oEmfpRsSMi zm7T3h2ISdR83fAtgyD8VaiQD|{`JRfzsme4dijyPfC1B-W61?}K(r1K6z8KuDUuMM z>;k%iGCZr67VfTH`K*mwYsvgx4S@-=~VwzR}aN8op~Gdv)YxDhz4Y4vG+mE?4D0 zFvKVhBo7n*?Eb<|c^G3jHb_5?FG8$pUi+qee{hndGU?tz<#5yShp^|wiCR1cW8zvp zEr#c>T~}fT729&}KauMIP+RFGl`4R=heC)r>tuqD7yL~Zo3K@0enRx*PWQu-DTT`0 zV+Fjj=}6cO`OUX=pc0etF_Pc+SwM?5Q-ybA#5F1`v?_5@1@Zd?88R^sXV6@PPkdEx zguVA=TS1~*9%-$<8kw1_S(O->8uej$`xyI*{_rCGB~M4XK=nY73nN4ON00S!)DTn| zGH*75|7C(ub?n=T-!m4-$LB6H)obW~H}s7XL@FwTeE~FVZ5#rywL+rLkm|A}(hq1X z!Tpw28dH=9^D|UxIOrn?TH9AE>h^We{ZqrnC_`@)55U$bE;kuju5-$RLC~f#@7U46 zr9ZS=jW15_AAvHl78e;y2r?*+dFXmUDutnttrrtJL8MSx3;j2ma5O~bmB_Z~%@dO07$^p%#B$Rz$1}lbnb;fe>M`a3I}O-pAy?-xG4y>+@TQZ*!vIZ%jx&$-x^Lfa zrN5PlSwJLoa|c9NBi{AlYcnhNZC67WyhrKJ^0&s5V61z}@b_@?N%()2MIE^>kh(ah zwZ~PLB?ub9B)eFkQ+uD3&m2S|mZoJjm`ah);-mX)?6hthhX;=fet1=$0@Enm^`|d?cUG~rsAzgSZ^X|~ zvqkn?S{Be;@K82sHR9Y~e9np*G~!{?Dy(5C0>U;cfC2&EW(H8Hy;SVPY*V&YtV{&$koH#0~>8*6W^|X+GrQ{X-=*plWFml5mZH4JnCog_t^r$!#+P zv(vQl)Ty*X#9zKBozqk$2#}qLBIsiytaqHU+=BGWnC3G1}g$4~u7X4pi@syYI;GxtVZ(!g&Po;N|e7>0fc$!c6 z0MwAn$bXk3h*3x)3y1sH2w*zJ;nF2MCnf4nf7X<&S*A02=oKrR0dJ&%M}3?e;Xu_3 z+!muqN0>W!+dcF|BrJbE+!3XhG~`>>zug93B<Gqm&}r<_v0%9yK^?u6=$)|Ced%mT!Cc z@3<3wy$$l3F+N!X$~qrYX?70>--{DRfg3ZJ2+<)E8Rm{izdgi>QA}m?e)1KWD~xSl z!V4h!$y9Gh2Kq@b8AzI))Kbh`H+KR^xBt>T-8!5!xfRKmQkwFemKsyaT9n2!IiA%5u|ZaaIwMaky2`R_w0S+(-L~YlMBnw}M|V@6{_A%8WTfiV_DY%QmG_#2pG4uU91F z$;|U3dAAqS@s_r#tmFHCG<{=uCSB8QY}=VQ6Wg|}nb@{Hv2EM7ZQHhO-Y3udUFU!Q z*xiM$z1FI#`YO1DHs^}&YBn-!Cl#kg*rYbz^X{Rv`c!rTj4aO-L)&C(@4(pvoCF04 zXgXTjskIh$RIJ4GIKRah{|&Y;wG|;0e&TJ%Qv?Ci5Kp1WD_pnx2)yOnXGTyxv{6+pby}+Z4ml@=fqc*mWEyz2Bb{gg9oE z7Ix4pQ#u?EbriIX{J`LK|e#lG+9iZ2?hv+xrwr|z@v)m`3dMe+@ zFru;$j4`}_JwiUeH(-D6c;~CQQNzp<;=Q>lr0d@G&BJDxANTlBc^H<8lE~$!0%V&h z+$!_2i%P%IH788~8tovMyF>cu=~mGQ)Koy!od(k9GVVuWole|?=aHNTs=D};L2y6F(rbh3HqC~Y^21>^kJNitJARVadf6fs zvVj35w^P_4etM}jM9dLt(bBEa z0hM<9f)0C4lZLfLlMoTfu#m1#mute8PB)yb(%`&=2ysT#D_ye>;S&?Dmur^DPip6a zPIS!*{*WzG$reml+KZPSBDCIYA?r{nNPIV2)2xL+2TuaaZZ|VBaDqxMiVXw6$<4gN zXv@(U7&%a2)J(sQVfOgLrfJc|O{k(Y4^aFT!*1%WM^NQ^7!d4OfJTR^vC}=oDX3&$ zBS(x%XL16vbQ~Qt<#K;*Y+jB+_VW*)tE8ftJ+~~<$TbGnD4B)6d~z4hJfO%7lVj&P zO_OGjK>~i{3@IQZZspRavk(zdloT{nHMWz9>{uT@V-ZdmGzw93+~5z4>A6~W?q#J* zGMaT!?kW^vQ&IJ|qLu1Ex*kN49oftbUz9IDqWB3}{NyB?wHCNuijyXxfsM^Xq9UkG^ctoI1=1V42q+Oq26GDgnAAMbQ)7J3`&4Yqmwp7??hy(Kvo_y z)r}&wdZ`xmVa>ZoaKb5ON16b(M{hf{>H<*NgNER$CqvXgL#af{1q()g*A)f` z4-1b((!U>E2te1NFLG*l{(xDvb_QR!kF_8WuNb1@3=P8!md$k}%7NEOs-(I860tZa z7(QmBqwigoKXsc`-4r?(BWR`jjX$shJ1kgSnfVBod*;6&5Gzw~RsA|)2nqw@xU)f9 zn_sb5n2K6TP0qg4i;sDff2nLP)?~nU5M(d5ew2ecgs8|&OurFQUXmU(UnpPZDsIWc z;oudU+xoD_j0BDy~yG5(QY;w{!e_1#Tm z9dnw#cjJjhM^xWO-w$_lZyFJ08m8hpeGdtm5O$>qvz*V#^K?-B*gn88f`Q@DuLKev zSB$)~#2Hjx)(r{bUQ8xudeiPkt;C=sjWeFZWisBgQA^fF{%O7*AGuNxq;DxAHG@uc zW$~`^=w@pZvhNo+H<5S9T-y>6=2oZEVB^_#%xACufN%<5+n>@6eFN7J@<^ZiKQcrD zy%UC8nUI-b5G%ppXSwr6N0^|Jsh#Uq@H32f0LKYGu>fpt{GRr8tD+^rb-AAo{>(d) zY8?jbgxZkCVm02E9Z-WhGmrOK!8v3**1-<+fNR2wA|L+zp9V1g5G;A#9=%Fs`u!gH zdqn-#u!x>D3scGr`THkyQs1IMV`f0o!ob2~`LZZb z#_@YoDwFW@y0ShCG17_kBB0ZN*44f9G|}l3W~X~ZlM_ib0dtNj9<3E{>y87@^L*}e|eSNRO zH5zzgQq<7T>Bf^f`9%#|u`PU$wR`HK884B&Q@_Q2aSN2e zVezIr_+b%&&Fd*}MTpYpjLbzwHYjxEzV9P`1%U5go($1Kh=D;jGMFk7M!{-)B zsd1~{^0!3*fdDm8)v3{jybP3~RD8*$xnd4>w`Tv8U?9%j^8bg3BOvb@k(V#+HvEiZ zn?06g>+-oBlnjVZ;O=aHk^grJu}15(U^=N_$)b{zr=%SdzbMr2)Imr! z>iA9?%Z>&2v0THhsybX$L>41QQC>{J?U?a*9cUnPbYfzoU9@~DI-QM|lJsY--(Zc6 zg0$nJ^~ON=yY7mqynAb5SqR5XlnD@#mS-DWCP?94p0>dk0k)RUP9r@r3j;Y1hd{-r z`IKCusZ2QTY&ts1U{idwD-KChwvh~U2;M&SsdYOLQ zEOIR6OL+UR9h#xRFON(4gTK){HQ{y)o+Jao+ zsP|blfGnScaE(^Jlj*(_JaqkxHJXb6Jo==w%hTby`?u)$@|yO>w?xM6jBikHz4*{x zbcWdnoR)P9tPI9;n7sCk7X6~R80FDL%_jKXn*Rl7p)K4?U3>>;V zlYFFzl=H^%lG7pSuK=d6>oSJ-~ zTU{qJ-++M^B?(0)iFe0W+7M_HnBagsp^nIY+56zzspj zgdAyqw{B+;V-4B>Jr5yH=cpqK22vjgTA^>Po{GNj@7wwF=);UkXSqc5{ac<+elEww zZ*zw(_FFSaSVO)P4%Ge3<0)-wPM*%RVMhpnLrd-YbNLQ>Sq1pDcG#&}dchW<-5NVd zg*i?S!%7vT7VwD~U-_Bu3#ePtV_L$MA#Q`)`v`f6z?8xLy39&ZU0&>S3RoWVwv(zG zqo=G`!JR{3kCRx*%1##P3?3&3YYy0P(EF*tb18 zo-F6`#-w{#Pjrc(udg+mRJJ4g!S~(pZr%FTm40nV=}iHJGqc7glMBA2R7FcqtF?a~Ht_7gC2ADB!Is@R8!oHD~lU25*su1ui^ zgCW1+DtY5Fya9+ne&?GNQmx5fxc0nkt@rO!LB*l7KDqL}%;jh@{Rp;;=Sv;s6F1*4 zA;apBADEOPs4V!t^=W}2Kn1GFThpps3L%COSa)Lyx!HLdqvFT8qS7aYbqau?c)RVH zwW)%Wenvax2GgS9)MR{8p2PGn-|#%H&EWcMwYD^8(=XK+S(*khlq-n?>GFxa0}-_gWpaqHl??H&D{K&V-hS@#;M=mv;C88XH-iqJ=is1i)#?e9SX!X|i9H+yw zn3}q~eFQ|n{zUY@=PjJ^s_yNDf*be`^iTUfMb(dw&&DDZi3ly1Y^_lJ-JAOchT2&r z=+SQ7wK=(#Sy@%IDWV)0x-&Q5qwcOQua1U;O%O2kUrAFZLNo{z3KFW@9W#}pqH^NO z!Z=di6eGB13%i>%hW#bPtaNyI-Kgr9c`lBt#B7KY0%2YfiGA+GndA_rMCZ(*o$-vP zkLJ+j7dV9lcbpes7!3>iC*DlE*6esS%F{8&8}JccpFUsi0XOs``_4c(B;M73ims$h z6aRjgkMFBY9j6YjP2_P0`%6SL&gMNz;1rAm zCJt(J00Ioc^3vrNDw$hYMm|TFRZ=E6e^@M#aVRjvF#ez33#;VoWf45&&6K~Ee8Ya% z)xZUfL`D0xzd1ZagBE#^2yBMr^_W4?Uq7Uj(%Igjl$?l2qr5yp^WS%R2W#AP8SIQp zHZ71r5LO#GA<%C>aT9lhP4pewRaUVg+(Kmd*b=*ma6>BZ8S>2*~<&3~iZz%&9x(Jo+#A z?7=jee^yYfP!P5uTsKrKLbuQmB=ZFu(YWw;rQr7NPKC>8crI7|26%v9)K-wo=lm!` z9S&`-JK&4aBqD_qQX2&)y(cmO9)qCZs*@%U(KTvVEmlYpq{u0{%qGuP{cbfIxqtno zqD0p`Uk-g=t5=PT#Gki{h7(R zjKE0!h}mt9ohp~?sK_eV)0d>cYqXx%19OLbkv;;0U?cI*F#jTygc|HRL?>Nxd40CS z7CZ6y@JcdL&XuFVLsTr;#6&sXfk?~NHkt~{CGUS>x!yfeHof8Og@xJ~8;1PL zjOw`diG@?P?SRiGu_o1C^SZodj%v0&ivl&Z1Y!rq;>(c-An1Kx-}~zJbU#gvr|(c0 z7=10)>pkfZ5usbJ>s)`-QOZ{K+U!^|NIIOfrOKFh6m4NZ(v@a3;RuXEegO?5`%sxv z3}B`7jUF3)>}sFKCYYvL+e^3@iI-eXkK5{ewpJ{Y8JQk0tPf`QVa(}Qwz@w!U{4gs z4E=xl8${w>+Eh&ZDNJi^Olom~5Csa1Al5|8OX9u}B>fKy;T43uTC)LN&>*%V2}*RB zgrxX))t=>Lm6tZ9fuJrZf_7CbR8gdJKABiUi*j7RCwe8YM=dseEyib4b|U$iPr-FG zmN7Kyulzc^1VI`!0|Th$O4@JV=V?%e=>7A9jq03sW69=C&l4TmRmp_ug*+{nbf|it-H!pgCDa0%$+p~V`47TgR zD_%aH+P(uWc;rR4##Svk$3(r`y{UdY#UTt)G!}^cS{-l{gU#Vhg;U&~?}zpm*A%o@ z$;5$8%iR`HP|IC&m! zx>Zg^@?Nl10dg=nvZbphF+4h=Ws}yOIpOr{$%3tyQcTW-(RX$luHnQ^9;gJ{LEMlI z<(io=^rK+xJvJM^*xsOsE1&?Uc~}0Ih2s=#yh>NSIdg!z?l?RBr5uL7zzh# zr2wQLBa4Jy#PWqmbsjjrce?S?n&}h6jT3X==VyL++v<5B2y3su3fZy=7_AQKZKaj%0D3p?KX$w}aJqCSF$ac18&M@PMQFwDl{TsQ0+vN%QH~IN-HY8H}s3h~LuL|Hv((McD zbYZc^{k)JvKR!b-^zKIZHB{7^tM^&L-?K--o>-v)PIOt3$#yk~o|-xDDF4AoA|QG3 zUML!|GR1EV2wus`SEv{p%4xGOGBze0#XT=S{%Da}`7iCf;g6!=z6fevQZ$|}`fErN2p{)2fu+)y8 zuY)Y^)%+Pkk2(X;)nWJ+w%~1Za&(fN-a4)u%?i9|zhJ<~9Ye{9mZM+SulaI4&}3be z*A;Rxte*UwLP~j;tk>G!4bAo-`|>HhR12P_qNc^*PIKkIbk(a&I$_}Lh|8-m%V!{lI41`p_o=f;=ZxRIwr;JD~%4q$b??En-g%&OaHlYG?U?d z?Ore($=O|i${JOzP&s z;UgW$gzS;q4}yT;b-kfX7NI1WSJPfy*8O|;pX?J%w|C-n)|u4+j#<(mxfp4n zRCL6G*PWaf=QJ=`N!EsJxhktRw+hawdoNZ?Wm)`umJib#|FaoGF@Ery`uE_&~%7}^fXv% zuL7|iWm&3S?d>CCV2W=qQF=lym;0hRS>f`%xmTB ziTb=4ORedxOq|k4h+uE#a#)(!oq*lQHatg((W65WC5&D>4Ml zR1ty(PCyl>d^R^HS{SL2($|#*nxMNibfE9c%gL}xa#xf7hUdl$=3$&C5MEfv>qH$1 z(D?0Fv^-kWA1)Krjt7CM();+}WHlKGWi*TZ_9Q5f4AV*aFq3+5MSFD)yshSz_QKg1 zez@t*HlK}-jh8Df1!hYnG8r7KfqKgRwQS;Wz((ys$qR2Zr+JH(?^~ihiSp1XV_P52 zKiTxYzxA2){{=Y-@Z(2$xn}al`npc%%}>ABS7ihrqxG}Zxip@Ha|sD8O`I-Zy`m%A zyIAjjv7!1iasg?E#i2gdhXZ6vsaGe{I~SZ}iWISGpWpZ0aANujb%xJ$yG&YN0p$(h z7ifazDzicsThGV!vG3=Uvf8s>1>ecT+bAJi#%DrEtMv} zF}3Dmf8t>h;uAm9qjyc@iv0a1@KW58H$C z2_Wr&JN$z$!05w&D7!&RvA zk2p8D^_(aj&0MTR;emM+D7UO=dTp=eMraZpt)?^0oVU@q;A69p0igJPH=pzL4F-E; zwYw1c4Ab=SF1eD9-hj)OU*{6IMq~qP`XDm@pbL?DGf*Ie9i=B0bYCYkO9*+)my|zh z+MK2qe;%}MJ61aFce>7dahR_RBKFrya?0P&OXS@@_#3i20cRC8 z7B<#H0dcdXOyk-d#5#}CPwcu$`j>l%Blcs;VoZoedX6S>!fN5+uv8Nfb-)q~crFHA zipPbMq9>~h$9bk|`L(;C@Le}{cb(r~U0dS_74u&NGq>@dw4MmwuZ!+vLGD{1aHM{D zsmXJpd7TXRkpqns0s0QGb_?osbdR34UlYD|D8ghWmLaiF!SjPBH-PVb)S61x>wd^B z%j^=u-y!ZDCwM+R0vLM=uV6KeFMgh&d$<2g2HpCW@%T0$ zUm#7~jB998IE(IXI`5ZZ0YkW$HMhX%#VcWbPiyq_N!1^$ZIV%9XU*Hv7UwLZyMfL% z#0{hOGBulzEg!%{4WX2ea|Dz&Xzw5`*Kwje5RM4e+D|b(FGNa_W4SeN8!e?fT$-6b zoCJ=y1huOzBR)_jkMDW60`X)>uzNI1Tzhxdcr3$9m|AzAq6 z=A2UVdaVtQpI-6Dd)+^7%ur10elKB1s{y;hCcdR^hCvo#8xv$TG}xv7a2{klxyB?hhO(?2~^$(&;sa{e-NmRHvYsf ziT`HpP_NCSz}xpeJ#;^z%?OEjb$?)|52!GUgg3xc&+JnMMxG>NmaVdmdXgmx!8~z~ znNKr}#|zk}&R_}1$Kpi&@n$$OkiB4t9*~fZ)W1ot)zJhRq*y8j3`HWZ z#X}|P7{ansq05V7(R|-NF~A1duEiY2iFOw`EG5bzLOUOOILyj@!{j+|TSdGRQY?4~ zVDH+~kI4S4;hIoH+8#i+SOSF-%F6E@N;L-KY5Aug2xpGuFey4fh)_J9WavsK*gYd* zN4sut){hv{il&JuVNhwp}mZ*#oz$p1H*~BYgEyccJ|T{g`lW z210r)sNJ9Mf(plX-he_*1SSY7VXmaWz~oAV#D34NX;$r_MQ640lh^qHE# z%R0jUQqdGDCbk!=>Oa7Yrc%!BZsHagRG>&9sHrBWH?d(F7TI!1CCvILBG3+CgSne#r>7xj7m*2+=%G zU(W@%-SFPkY~giy0G02mwJ_vB`FdEO)&wDv*>K`Cm)ginf5%1@JNno(HYPKq3RXm^ zta&1MR16W3OtaU!Nf9xMlZZ@Kffmv>w9KA)x<8NVd0jyDb$cAr-2o)J6J#K`Z&vFu zfLTJu!0-qj+|bMSylruRTfCL#4)2L+c^G~@-|Gjt^+o~{O3h~8s{Ktoap8*e+!INk zHsr?P5bHRz%y}P1Cv1*P0D)f$s2EkCb)RNO)dS&_*85yESGMiGNZLyPP-C$C1m=-$ zSMqi^XePe4D>t6BuiL?P1K)S%xvyn^Kk7|uNoBtQW)N^PwXB1}uYYBYBCp>^^I0+G zs^XNVD#uMuuPZYYEGtpap(di!QQy>-0IHq3|gqhU@wUdzY{Q?nIXPN)HK=0e>;0Dbz z0Z%_}YX;B4(lVLOa$css9A`GEZ)Ft58FCz4qVDa)c^MAM8l~D4^#b@v%DDFK^hO|F79VP|FBsQ* zuv&LV8epx}`1y}Uvo!YiOUgl2SlU_bXg-~%)3z?oV`$mW<8dfSU#6PBM?QY==)}MR zM?z#9{Ii928|c{oTwnmuateJTfLz{L+3`Z))0>v_;O{sxhKOB}^_@wt1pi{?hB9Qs z2Je`*}&|%wCi}-yx!(%^pgXi{v0O`CJ+3R3*#$Cw<&ji5x~udk0q4zK-(!?1s$rYZm%G{aQO zIEZv?7=o3FZ9Gz}pjMQxb;#&Hx4{Rw>;VN>XHzuT9d z-+mairuyp?Qm&9{+xgp+0qt*t`AiZf&A=wxBuhXA(4@2z$DsyXw$!_&bf!;;>n5>L z!f|UJKRL9kSxZ~h?tI0Xl{{BZVPBHsF3X+KSW#sC0vUtzuj6w+isrApqWqboOgIVX zSOO^o9q(GB?YEZ$&mFHVbshWtB=w}^#7DuVDH)>zTSCO`?yU}Xo=3e(T867kM^hSJ z__)Jy7nWf!<~`V)`0Xv?MsP4V<;QP<;W$|=TmOx&vnKT&zzlQv3^$-&K8Aoj8m6dV z@7y~OJFu`(60y9hO8aZ~%WoiLm{z-a*FQ#YFj!_yW}b~kchhfhLvtN&5UXEMR)a)3 z0uDDhy=)R*l8SOwXs2_(lYP0X$8CA=gV1f?uthg!%3954wcF74Y4{3KOf`|`^^kft zk6H?LPkT!FFGpY;VN0d*S^mWENgAI%shFJ111nCH=N1bsk}w&iI7g-D-Bpw!buc>m zp?)WVnk>mNLU4h*&P(g~UU@O0xfz$%22zYA@T5cnsRnB!CwX&99<=#iVMnCBogMF6 zJM9BW#}XNQc9fLJ6+&LK(n2h3s^8;1FMTC+{4a}R2V&o!-4qr$>D>=)F~8^{k;#S~ zB^3DJK&<8u&jXM~#+R!hX~_$!c1ni|!~L4s#1Z4Os5<4MMP}>f2Ba~q;Vn3{beb;) zInyr?>f&GzMHf_LDz55ak!TB)<3iE9{&MG!_W5!X{B1lL?ZS~yV~aM9<4mnGBxAD6 zo1KH|d^&-A%kFT=YInFQPq=wEG}qr_T&lV&BywJ5zVW#WcmG?V923w)&iCTC0#>Z~*^^QDq z@%GChn0V!BeRx<^_p85=q(cht-qW_{R!sOSeu6)0>t#~s@DV!gy`}8|PUu+>U!D+< z+hZX#{m?NX)ovw~U_LxoD-0Tpx-G!LKwx2`&Eacd z{3lFN=4t_nNj7MJ5FXf3+FD6>ojz_Qf`(utb_MA*rwX@?QCV54V1?g7i0#hv z=!7NP$&tH$S7w`=n!R7l_CaAEwm)tT0?polA%%3$`vPi@@8u9#1I6cC*b2rp7GgrM zKY=U)@Y z1J^y%GU0Tku7j+S>_IKC^Bry%NEsVJjfY!ZjB;8Z=xNCy)Cate?`H*RhD2f1R0+q^ z3qPyoK%o!7^K3p3WPJ`r1Vt&WC4oDXhKzSn4f2ZB>= z5vLMM?K7fA7sL~yA*|fuLf73>nFCG7ett7Y$M6=l)H0j42>;k6_ zf2te!6=tJM1r-AFf!aR+DWGcov%h2V<)gn23oncJZG63Wx%YgkL+@X&QqYeuVFPN# zNUj7ntAS3m`|c%%_x2E1zVjY|>(|a&eFrPnpQmdVQYO=J4J*ncmpE>d#TgOv4EYog z$KgD*<2MGb#2e?X7H>dKjz^V)8?sP7?#KGBPzy2`Q2;&Qo zX4M>@E64lqvIFEO#@RzV4$-x$s)X zz1B3H{>O6l12=1uEyIq;5|R>efUS`2CHo)lIF ziLL|~E;Lm;2K%S$L0oTs`r}$3Un$n*=MiuFM4s;%O6cYR{@DR;zIq7y@!kz3v+mzS z-!JqNt; zU#Fp3U!KQDTi++vOu?lW{lZ~U0!T$_#kV;aosSBBz(r4mkJAQ`dj zQRs2fQbxpsSE}jjY6EqT{So*Axr)xm1SG-h7^^3u%1kQD^Run?-IOMwpYN^6_%Y@} zp`YL3ZTt7rzQv^UqnnnTXkR$a+n432tgKdNHVXnu{#Iu=LgP4P^f4W3_ui zTZ`A%#F|9vIGUOH{@fk`ykBZ|AS|UT=jJ)&Px`s&+F+fYbvkCzOnohcPxt^(8T5Yez!z1 zlL4}KhvhT@awbs!dA>e%W3v&Wp9a1#988Q1PIvfLOWa$)qNd{TqBY_uhd$uOd19tE z86Ne*(#4@f<=!HbSHvLuuy~xSIhy&pmgZUkQLTvqA-l~zQGI}Yovi$wCiAZxTr2bJ zJ-o*EK()vBfSSHtJo@kbQH_29*1jvv1z%Dk)0j< zRD@A&Da28e(|4oy(i6!i5AAIgj13 z6-I&({bcx!m!EyhnNDYje6?=RSvx;cq7;4ejx zlUzYAztwf4nWV!NF^A@>%X*hK>KgP>x`wcS}(|M=a+VcA$=ROQ|L@wLwax~y3@9P86dh4%(;$7T^ZwNAO z3FEXuy!-;3Qz!hR?q-SaISsNL@+7tyuh9YlknR~KNGZJ}s~9`JMjEaDeUOi21j$$; z5Dr)R?6r!XdTzD80j*cs8!ufmaI4Galw2%rjBwIB0bnohzz}n~ysuh+7WIKAK-9YuYbIxX0R$(8^)* zonaqjReq6R;lP>yWV0x{8>L=9qt1o-G3$tbcLj7kPxh0?7COi9sQAuUcWc-=`j|gB z?_}KhF*A4sKYXQuKLQOHd7EA}=X}+cn%vN7m$$t(M07tI5A+7om`|p;{6;#Y=3fdy zhccxf@t{uk3ogKXc`_yEsAd5}2}*s9Cuh*b0RlOeaY+d%hp~XcsBHods5RA-S4gNh z-+0E;VRB`<#D4tkwnayi-A68rDyAQUQ~r^flYH~EJ1hYgeLcVtfN$mWr+-;kgPn{E zEoa7gK65M-W-lt;>{#P#q>1`Rui$N=SjVffwS>koIEj>bV)_^s_p4SI_D>H1^qvKOG3%|O;M%`@-znqyQIx$B*R$DIZZS41<2;&({bc709A7|& zX!Wa1k7e9){X=pNVObe)sSgBk_^SQQmZncr>D8@Mj$@tfGQeeqo4)g3{tYA1K<$!x zSAihO`=0vlZI(&y+Hp8N12DNBQm=>FDlP+mtwuDOF&2d)j$9v;7#_zOMr11A$n5ld zF-tq2F%4Vt9J(Pn5g#n9S5@Eb5@wcr|0HziuBmQ^+jpmV>Ka$O*Qz@qN8Ya;z>$1* zQ0Y8}0Fx%sDo>pN)&Wnbk(TjU5@x1}hxR~MaN*~iVSGkG{~RDz6YO?AsMndh zCFX^TkupHN8Z}z10m^{Fz+G$K@i4yS(M02YXpFm8mqT@x*yDhYB)!f?bdNj%i0`Az0V`Z`JG z#)%xqnIBS^4wZp|GcuLi))mSV^~~-!&H%3Sd?b(Iz|_xb$jJI=U_bx)c{6)Xol?8j zVAmI)zCWCf{!_xmB`pi`%p09s(KarP;e8Vj-y$df_FRK zm`~^{7}%=)Xdgoey}rd)v;xW4jgFyC85PA5=!KkvV4FA-MtIy7Sb3Xgjw2i2l*Qbo zUNcVYyw;kHr*dNCoprC)f zla+G?*e(RNnBRrQ9oW22S!Ul`GrrN5_`&wQWVF1UhtTIp-+=1sQ6_<-K{hsmpvN$`uvVXH) zBGL99=vPjOH|kg%$L@Z}&NyVGI0@@xtKjp0w)=}^3LGfhE@sVX&#>2wWu?vZeiAz?f*{>jjr z@3LnSSq%AbTv1Udb8$zgYL%94 zfZ@(MM&0-HOkIZGGyHRp%hov%$q;0=DhouFU+`W*Kb(jSSfmB$gRlc7#Z-2q#erNa zuz)wqamJV((Ci`(%S|pBd;0O+EU5}yLcthANfp_MX)4=(+XTid4_)TSD!hRlLhSoi zr}`!jq2%{$Sqhlok-&})A&Dz5Fc1ID81v1UtS$>OhMA5r?Rl){;=fE z50DMgcYa*OPep)irxLZ_iN?>U`PffQK5wPN8>7zpOvuom(F<1XiIFHwFcPRvTlclk z)6kL-X3@B@v|Pfv2kLJ{Mt|QE-thgbLbh(2Rbu;kk=#q}7?DXg+TJlOn{xlHs;Y|H z?Y%YXox!kGc+R*pdg04(CQL|f3o%A6y~2Wm3IEoibD;Y}R~QNPVo~`;SYxx|^QG8V za7sDuPeSWpt}$@zwqiFdGJpi!;M0n^I)V?dwzhu`VmpC~&h!3r=X*kJT8-p!|M3etmmlQqDP~7&dM&>H~^hb9@no;mUf%?Nh^_Hez@h z8I<_@uduG1r^DE*-WIy7>sEIgOyfDzo&{ne&Vch+aWp@62~UR8sd%T6=|=n|zRr92 zB1@wk6yaeIhFY%QPRI#1nZ~cM_FVGqT6pbl_TC}xO@Q7i5i*B|#B=7(acbK~sK9az zL1c1Qz-rwfp5dBDMWjRLur^Jvf3aA9jz*}_uw{tL&A z3z5^|tA?l$C+FP-$)@KiPG?I0XHR-yCG9$ANt$!DG0A^%iuhbL7-l4l#o#C)dIgY&GdNx?a z2u-ehtsOb)f8!g;q-Kvlo8_AoZO#vJCkap0*LAv|x9-E*1)7ta`s4MU_7Bvl*n6#I zGXGGZ$Lg&9Yg-A;OlCo$HF{y15?d#Dv?DJ>ZSw|pqP&TEEzRGBqHg}j z8XKVlcbf5rJG?*bc#zNodSPe4?qM{=V+b4Wr=F&!8sxaEV&J>-rbASn2OefbU2nD- z4HZ?N1Wj4AKGPmSD})Y`Nv z0M93_BkG!*E|<^NfQXUf>et+j&E^LATouXn*LBON3^syHzMkjZ?oWY;50Vqwj(e&U z5fbsOM2g56J&Va1-x_`NJAgK*EH$e{N$-CZg&zTQYSVHarPxhiAUxfOYI5H8+x-Kuj=)6q|wj@N10{btjBr1J!z(=Nz`75!!VQXQ1@ z)wyz%-@Qr4{`e1^dCj1`dv6C|@jZn|;g-0c+U)sVFS*lYxp}+S2$V*Ap#)NETI=!l z(PC~q)bCoITnhmS%A+0d7)z}CBkak=1#W<7%Y=Czj2v20AU$?Y*otqj-(fKsU6nku zJjI{@@Dzisi%&(HWgh^%1<(FZ(w^p}_V2a*73 zSykCsg2;B>P+f@V@Egl2l?DiU1d=-mL=H{!@`_()5T`LIg9+&rdjM-7GAZAWYjJph zh_Pa-&=Q0X|DgPO(rMdP=QOW5z{O+wT>teOj_=o59 zPC>6nrn!|r$Hfa#`7vuO1w4wq^;g*-VkIf)euSb#x$|iQidS9nbKI`iU}C*2WzS+_ zXs9rj55=-e1L7+~qjlKf4jm14_w`4uTh&OI)4@#x-h*AhlluQ@6rHT30=lzY046Tp zFlmFM`Z4G~RB|->pXikTYIufTuu<-`UozPY`p34{9?pl8CrR;D$lhyxQ}-`5?)Moh zLH>e|Z!eT6Q37Uv9hDc9b3PtNGkTcI%g)o-zC??Ro)*a>d>u`V<?^O@w&GSVuwr z(N(4+=Fn|BR(Y+E;IJJtGD+lsiL8htQ2)8V*jSO_eiL1}RTcEMALy>v>_&|IC+YeO z0trKj1;yk1wW7WAF&`PAsSABdFCkhJoyvHS+)*NvX+{pF$=ZaqmVE}UjnEIqL=Kb_ zcZcPH?)1toymVj_5DAU23vV?K_sdEy{C{r-1m@&D*?3m6edk%1?;zUEGfgZ1z-dzB zc~;c}K<9n4ph?yNa|{_#zizc2+oRQpW!@>Fd6J9^qVTx>mmbuHwN!o*$dR>cCJs7!-BT?V9PvNrsPIJFksWI#n=dAL$ux!}@ku4qJl~-h; z%uNEkek?lE%inRDxFt2*7v8Q)mV7-UQYsM350mf7KOsaVc>UO5_6AIEGP0VoiiTcn zQfuNJ-xeS?N-hhyKV1D^;$)~1Eo7^m*s{t=-q)K0 z_uH|V*Go2U6ja!msn{ISa3W}m0t=DkcF)xp2pr^@fB6M?y@rybM2vwVJOchQWh8d0 z(oAP2d2wRt8`w|&Nke70&>+R()jtkQOAsUSKOE0?_wpKHr06A|ViceJ&jvrWLE=Bg zFPffO1>M?0zG{8-Ala%oVMg!8@|5hJz4r2SoJcHE?rABr5u8rru>I(l9p8uZip4H& z1QAAcsS$^lueesg;1GhL&C)*;(iId?bq&98(xa?)FI$di?Gab-{0xvf=nnQCpC?uB zW^0oBRb=KP0sGzgz4Y{y9{2yp-djb*5xo1NgS)#1cXxMpcXti$HnR~)Kk?{-Bq8}?~`);9aM7}W7ESFYbI`>ZapzhPXpvF zKPl+XcU)mI2uP^_Dc560_=mvVF@w4JIu3#gb|jyprRsuGwwGVh0k2Xg#<_$9e`PHR z0_<^{wyM(eSYxHWzLDSCpsS=&c1=r>%WTRN$N4l(^OkV; zu73&Uih^VE;CR~QVugr4rKn>-oxpDv}$t>z{ack;beKNDPCL`Kkf!$R6yO& z?x*l>Vdv3dZpY2_`B`+#Vi3t92S>;4(3w5c>v7T7sR)k_9K=`2=>Vq3hHz?=G>nNj zzOLud-Fc)})sb6-B?Gd~Zsm?U=~eTo0nbY;>>LjLv0HE}M-9UTLL=2({>P2HbOqU=bfOw_`1xL+PeE#Lda$7K)ejt{g^4G5TQYRKR%$yC@&`Q0%4;e(u7Etp z`JIfla*u9!HxXdZ^!q50S@UG`>zR!@_9;Ly5(iGkTsqA z%FA%AQtsYV7$A$|+w@oos2o3+;1+A!L7I&bFnd!kyNPHa3Qf{Jej-8acYDJXiN8Vo zg+cX_sxGHqm--gz!_VfMe(!kz{Uh;!aH>5aq<=29-#?k%+l;3S39O!d>(ZIw?cvcV zmy6texQ2qXjUJO99VZR5#okPBd!w|m@0fYK<(YXy z;U1TtuNHX=@NG{|P%Jc(!cKvk*fG757>h9b?wd)m+D1N&>(m7ze)A?QG7ysP8~HjE z320f_lkH(gO(oSkRZB*8@oK?T$i5UB_xmZzO4&QicxWQx0BcKnA>WgYWL)!S;gsVDzprzIUwkQunbRO8=Z(wk`I|W|on;0I*&=E7`B{W8vW_AR z$+y1>T*OQ<@;?d~^v#RbUl&p(Y%O%sgCh@qgnB1Zk`VJan~Yd>ZLurW2O&Ok*6J{z z!Ybqnv~H!akcUM)UiG8!t39LxKeD28T<$gqh~pAePa!a>~Fs3vpk!v(nqV;*u7+Lgk@i_)oy92oEsn$3))2+L#vxel4vVr7M&1jt!%sfHH80xTYo{0e^#-> zUmKY#9eI4{zkt90w}%MI2Q{96q5j?M{I{n_vfx0nDHFy0b^p>t{uw?0)ngjs!&vnN z45a^)$l*VJ{PzNPA|DVnG2r?y()1ty)B{=f?L!`{81OOtQ|SNs z0)ijfq69|7|J(oll>b=E|9`Ct%?iUhNlI0IzG>n?RQ>;hN&gq^uw=ku;@}*ac`g^> zwWy8HNLy?JT;%>cU6Htf3tTg}S^59fG5@VeSNwzCe$c{Why73L`T3WsdD*){|7XJw z(hm+<#DqfV`|lK*A#(V^A*0!NTmPi@e+(qD_(7sn_Awz){~(_KTqU=^j4&B@`5(Ri zu_B2*?8oq&lD#4S(fc3OC-QzU6`S>t*Z*W&iP42PfHWf8V^W?C`pw3u|T z3uuaG0-UK`q?aR~e_+7?BelR+X^FrSrM`3IfRZ_hM^ z%5OY^@&jHcp@tnP*u>T>fXXFbXzRCSWHXxUjRM)U?Elhz!-n)|CkcZjok)zLgOv;s z=;Ny`s<+ww!g0dHo0E)OpWnAsuhUj=-u~R4+zAzOjp^He>Z>8o{h2IAO+!=q_XFut z*^F$mo`2Qn#Y}OFhGn9}jvn&3ht)`#^>P?Uj}($8$X+FNNHs4CK1M>fXfs4Hs?P_^ zywZRN5rzn{^XKx(rXQlQnsMaBU&wJAH#-V-DR#0BlD#21dU z=askZ&YpPx!xQ#>UMb@BjUa^h;7suxfR!pI*YQrG z3HJ@k0UajBY3AJ+S)A&!5_JDKA~VQFzrI>>&St@TFE(cXr?@dyDzW{+ngSFp7w3sm zw3Ye_k&7Zq8&u7l=g2@Rotp6$=8~`Z?7&D-?E;k~T&SL&o4kB^err_Bp#2D8hpjET z9=Tu!hnWN_U08z*oGQaSsuP0A!?!osxc!G7!v1x3=Q^y-1k&$Qbl_zYhe?`h_iDH@ z35i6!xUOH!$X+`KIB7yD<+gq&r%D@Y?0YXjzg>L}81^(hlHXlN7?d>bMSzu71ChQg z>>9F3$nI-2*&Zhm8?RC842$f$Ad@89r71-agOec8q;RkzngH5A8@kJ7iLFBA3E;Q# zOoGjtPz-g_(Y7<-J{RI91OOSTi@ayABe7^bF-_D=$lx@iIPRO?$YK!K>!)RH9V=B3 zS!~_o=%%&z*f(HCrFI;|XW>aAO+%N@_Ii+a6o|m1hb(tG!nz;Ndp{ajnEY@_-6r${Rug5Ul_|jJyhU_;!`##Nwmz%|rmo&6Q8GY-Osd zvHC;bZGjqKd}dKm9J!x6%a#&@!7XY_;P7Pil?qw1z^-IGQ>cwtPE z$Yg1O7)l|FVMIc54G`>%zL2&h6w8IVr8PlbrKqq8LBNuy9>pm4!Wt_ZsUt*&*0;~1 zTw&2|3ug(6Np4q6d!x(y_S}d#Nc~^XL@;nB0b%-O6+b*8M|C6MD#_~)wg1=(U#Y*e z$4Zgw8uk^>i0^vxe?{77hM88w&Tw@)!hEBYMPV~K^?scj5!vA(UA4mioJKQXCSZ{% z`fkhEA>Ik4W9FO0p?;nZZR7$Y6x*>OUCxURjG_5 zXoIrBAqm2?jY>o{qp(cD#7Uke-PcZ@T+%9*&Qynh1ufp7ieRoHpCxIrUGa%D4wJMG zbR=Qs-6tYvY(UtA?9RNA#{ppObb!!Zd}BYOL@@}3HjKec!_ory97dSHY{0&6-<<_= zaI|eU;4G@v-M|sWgSXtc8{-X5HxQ(W%K=-q>81nv^HWda+aVdP(0UAu{A!2r!93wv z1d{Lc$)j7gnHD=KEm%0tfgWaPJ?aI1F{3uN%TiKSvtjuUxB~s|PO23E4dm3=mTks` zjqq}CcjzmmrKBWGFg}QrmhV<+zc)f>I#vs02LO$ zm$7RT{cKz<>9_mQS90ajL!B zSu?2np|Zn&k7#FAbT(M_kDSci>7XJ>Jr2ZK0ocdfInf;hl`$>drs+6w7d4(@#&TO; zbF+eOB6mJR)t{^NZ^x0*Cwc!qr2hWB!#fFoai4?Uo8j^(<*%I;Y%UE@WT(aYymOT~ zva|Z;B>fnD{o;Zlo!U%Gjuq!;PV%x$nM==FFPlP7xuB^uSfyR1uKma03X|f@$6K4A zb3^H%qx(2gtGx0vnm{-ah6YVU0>J1X%Fq`y=8k+c|XJq z2*@Qn`LQM$slWEz(6lE^3sw+Pqri8IJ+m|0^sc}5R4eT=h3^~F%y zXETWp-CMBvQaOi<4WBq@k-?8R?=nbg{!*)Dgm!tvVZ}xCYLhV+(+Gy0#K(FS>ev=b%1EVY#+0HiguaP zn_3(U(p;?}Py*mH>am+~aH=nivFALwKnq0cN!;1Lj4D(@H{-p`M?d9gl~=N^#?_)0 zYY?W*`N7xy4JTfPCC18$EGZxckQ@cYlH=v|8u87-TQg>8RxPXvS;q7jSZs-fP8_NF?EmN%%f^j42Di+AE1I zCJn4+O9Uv*!qLF7M|=j;*f?Q#XB^mW8VQe^foriW)_vvrIQ0O~t2qXB=-%jdd>*w} zTy}gV3Wx!l`?d~%LXHMZ-w?7?{se@~Ap*bWfI&h66QjTkt_O3NryI%!_|fO$EZAJ* zs7lEJR-PV^d9>o_W?T@*$lb`Kq;}~5G7I}JU=Tu>B%}J+W+E0b1Yl7`bIb$c8WzzI zhhe>u;3PCLh?Mly3&;Ba6^CHV@Z|k|BM|^5wp1l51QRKo0Q;z*pcEjL4NBy9MnpOT zfFd72CkTxiP7F7YMj;{%SYIH9P*cXvBL_0^+UgOH$;5b|d_pHK2Br6jDt;)6*TfYkIJOVO)?=0c93ahMWJb)u0p!EiZ2X>)@4 zQ+xb~s{J+?-qf?%ycVx(-wgW&aoGVe(UOp+OK3Rdj5~7*K+?d>!|}=d!>_$?dcED1 zv(vWRJIfAH-FGo*9ZT0hTdY29welQ2>Vc0pD(wC#Gmgd5&_v+eJEvc3W?|q-sy)#i z`t}?R051q`qXovIxFrN=bC7LS#sN0GPvW+Xedt3v(KbNDwFx9iY^5L5Ps@2J9Ckap zSve%Y1_XE$wJEgBqIhEXgObCYh}Xb0qlh#jW{?~r6(4)F1aSYT2T~qf1VYSJiir;* zaXE|?4I(<9iq=XBD8Uqk8=ZunCx{bqq#MIR3rwn>Nlvn}9!Nw7(BiXB&zT+0pz@GX zN2kI9l2kk+GBfZ2%>*b?IAAn}PytAF5U7g+^h%2w=gm3 zTPoy6$5ky1W+y@}>Dz&dw<#tDJ{P?M37!&G-;}yqHsm6O4>vD`qf+dLz7v%Jv~dm@ z3Dj-ZI;ohJdFSk=<#n|yd9A=e5dBohG78>7#^(lcz$>IcqnYu2vjid!Tsf0I5s`kc z)LJkV(jlN%x!y4=^vNKGgG)vj>(FE=3Xe8)6cf=jH=H<4XgD_R0P64ILeH?2BVKB^ zYcs@~m`%ywiK^kYG4rC|w&RiDdvg=tghSZP@-xJ-C;(Eh-F%Jl1>zGwQhRd7tR~;+vv}qDUuS_3 z!~nva*V%1MJ`Tg&<=%~6#diCfsc4>C?vE&K?Kc+VVsW*C>nL%h%!8S3s1*L%;(*3O zB`zJczrab43puctE-q@i07)Os#xN=(+IpXqKjl$SP9OE)6K{7j@_Iag`TH=`f5{8Q@{ zMXj@b7#_&})d2S|CVwooMA-KZAA7U)UppvaGmL3S0{U^|vDa%m^Nmmvh^pE*G;jQ% zeicObm(03~6-ti^jpe)k4LMVr%~t;S$ON=t&wK7pY(zz4Ofr{R#)4t2@%%*36O-8< zhMr6+bJh0n5ti>ZRcR5e3mi*hN-m);qEy)Hj50cP;XX!OU>-lBhj;lhkE9AQ((>b4 zb-c@yH>UF+^<|)!h%F*vg>)0f+BPakEv8F*IN2qEDC3Z8x@P;3{o)xi_Hl>q%1PLN zdN5N4c|x*+HbPahBV{;WxFgp>WMvAHw>w+OyJZG_`Y#GMb^JZ4)!-Me|%TI=op)dg^r>NCa> z+|a8>g-TpU51aiaKPN+OySTo?YHSn~tXzi=bL5gd5vkq!_k(eRk z>(FrwWg%!ATw#mauI&@k`;%xka1r||r*Av;>-40dYxN(8BQ9aOpcxUfxb;SL_|e3f z^i)Sh2SQa7w;3z^ma(7-jaUe_CB{9kg)s4e`5Si# zgmXs~!3g7`H`UJAa$N06@bi6Tekr7gBrLD^h@-EnI%b&AZ(>wq=6O75{isI3g;qbw zqCZuabnXZqN=f)pQKFb4<gZN4*c5AW8@bBT)C&malo zD#_X<42|M})!DdhKj_GltYUtNsM5yFvrTbljd2W!jjJWky1T=@__;R|ej{*mW|dBn zw!;TS#6)cJT+B>N;PcG!7d=S^&cq}=2KcjPnX9+U3AtgK(6D8?W21Cj+qex7l;JKE zoS}I&O2cdIe|c;X2vz}J;9;<2aY$e1Szc6Ka3YL5)qZc?;h~k)$R1q$B(+eF47f-1 zN@5FNAx>j8d5GAF!7(jk+6#J#M1G+@DRoH@&gdbb2FyYDg08RD4pTQhmM3He{n@^i zz%8F_ak#`*%avJR>iSKbVl)3Lp|y@kcjd2#(I(Ac;-gRyND+vb>-an~t-P9AV!n&F zqQV7Z$W~{|?o|2K)Kcvy0T;?Uq=$c|V1^#P=B#Z09p925s00G+rQtAq6uSp%cqY#j zF+~^d%ZV*6a^Ex}Rqjjyq3eXT3y_*=x{A7lGD91a0Dy)dd@OUM)<+A@t zUOE6l`-i6cfCwMoDT@c6i9;VUSp~;wU2UXFW*Mj#D&!+mKY^62;#mu(ksKBXRnqcV z*ai7UWe(i_rx0R6q^vm?_YlJ3lZu z21zN6pwop?*Ok{J9l`Am!>8v}Z+176l^arhi1WPmhz&DD0#<`<`A&x=&aP|~GRnME zPS4362T;E>XoCngFC*gUfF>Z*B(4r*0oA468QG;2?bIlcJi@62aA=s|GlPWleESV- zm!A3U9hV4XHX?@)tj-6`on{g}6Etsoqdv{7bp9+eO=O{ja1Q>z$880j@fnnYQX{zXJoJw0)}XI1t1Dl=q~&ldg7P6jS{Z1wj=X z{Pltc2|QoX6$e(R`^WCW){K@%tZH)Y7lx*XVs}UG>l06ucZ-jxU>l4)>}8wqT0AfR zdx+ZRKf%AqU6$ngLdI?A9bGAH7rgJ$@mJODhD{eGvT_4Be(#fk zf}Maoj+FkGvUh69gm6PtiV2t++N?9G6%ng_FclI`Za1)SxdC-Lpkdq-9S)bDAj38~ zq#>V5Vzrm#R(vov6GAlTsv<&}6c8^2zTY8{Ztv5VVRsuhYXk>b ztrdT|5-v#}{j*c;su?+ImP64&U|y189>b7Y_#L^93X>co}3|hqcY4QLs!k_5Qol+~_E1?^4PsZ2& z(=qgh)a((7Mif+YoEH?A3*8pp5MA`$JqCp;aSu|3=r~`>uwgMR{#;d)WhpRG+_Zf) z8g?2jIEQrhQc^92kn-dDlr8zPI^OSI)(T)HCu%; z@6@Dh`~*B%Gn7U(I{8d9{mB_lvuvF9^^?r_?|MYDA@Jf)zhKXY_)sI#%0r*{{&y{a zX%nnO)qKXi-qC@DNvb|Nnu7@zho8!oBtr+22%fvm>KuBh50^RI9{v#W$)5&DgtM7c z@N@`=G_y-dk2dQYqoS1mPLc&Iu463b=DpEGwMmlo;#vFGQ=-#4)jFNqY8BR4{D9m0 zX&90gyp-ka&$U*Lw-Fl?yH_Tosd}Qwui8F?n$&TxPqWw7CJ;vrimsp3CNA{<&eF}< z`8Ud9z&kb3-ME1H+aVY8T)@1ed}l?`B?XbrrjwFzum^>?Qp`$!7N*FTIoWl{9E4z5 zahaIl-yBJT;zzb^0>$$u{XmL-+U#0YhUD45GLaj0Tel=~)w{uwvZTVqW~pS-0b{a^ zB??J%*jEMW5ziLSBlZ+WlQt_fSzM9>I`Vjq4;PVowFIe8^{1?6E4%kAOa)d>lik3(FAcuSOECiK* z?UyMv)PHbt)$?d~-bsu_sI>FOj6Q>vYuH&(|jT*sFE24X{@n)LcJiS^-N{g~Hz{Uod)o>-8@Ykw#j>cjzn&X?#e{*Lw|huy0wP z_=1Qi_S&&DSTrZiY-b~cn7zS1wk6KXhNtKY0z5UX#y5U??WJilDu>npgzR5F9B$*) zedVk(XK}w;wX2ZLjPb`+MzCyONKKWJruf2=SfJzH;L{F|_4Pu8eiWb3DemGJ^<;cY zyHv4|Z8Tz(7(z6_imFqipb0NPuO}2DgFsvhiWwB6Kx-bv!Eag&JKZs^Acp=V(FF4n zO~_=Lug%~*xO>$&@h_x+gb}QM4_h>Zzu7d`xu})5$$BmSy0mFXGH3xC=DsNpt7tN{ zVMfPLLL1XxlkRh^Pte&ar^j`H$n{+YzwgMi(|78Z=;tL(?0Dp1F^4I4^Iiadb!w%sZ-=gyox4siM*Cy5g!|NmMGO@QJ+cPG?g-XmmFMC&D3-&Fq9MvEskzTC$ zA`$Y$x>!G~1kumB{$oO^uVKOB)XCPvJJgf+#mUqNy<6Wt0upS3+`WvTGbvVx z-6kvW4@@Afr+AeNNNn=qu?Krw)KKK9(1ufT#pGj=uvT%u<{~%?6^`r}(~*VGUr}Dj zOczXY;Ogw&Jxf?X;)v>TQpt{Lk|b_$sL|F0SxM|S&LN>fjPh$O^M%i%-1Y?pvY;Y{ z!u%AQVjHY@TyjP5Zy=-*oPVxwi5@~v=`+k~JD^-BS7*z!v&2ZvoB{djX}EJ`9#6bf zwY^(N6VhYevpB)#3{br?`Z`TQUpn2^y!xrPF+aW?W#1Ur_2~@3D|Spjb|}#Eq-d`H zn&lj?-c&)NuegtDg2W$MMwMkA4nLsRc!^tR;<-;uN7IIw^WiNv&3B)ys?tkaF}D4n zLl?HBT#bUv%%Z+hmb{!*_DdpDNDN$!xN~i0(f1Rc&Rz)NH`UPWK3>d-AAlC4m zjmeytmgAlSto8(~qP(E;3d!WC6BjR4Qt>2zHdA-l?hRDJtNCQcuI!G3T04+L#b$!b zu)$2woy3@qNI+j<|5WdW0??XaB^&!$j@oREdKQ8ND-jZPVLFX{6|g6)(_*7-GcvkYJ6 zpiUI5nmEE1a||ki#A1gxjgA5T3uI7|eb&Pg`c@cwseujRWFC@atV0KL1opjqt7Qrm zQ4V3Jl@_{eeESYGS6nV|Uk`$L>WW*U0-6D%m^05LuDEg#{Ic9x(Bv-Hj0Vf2^i@GI z+tyfmJ--ldRSbr4ugJD`q&9<}Atr%|4Hq8oMRe}OjL7A>TY&@ycDm4^s`F9No0fP3 z#dyl%w+@j?GbgD+b*sT~O%HRWhIzgK$|@>BD~JzeZuU<=*=J>z!zMHYT_sCg%9DkLt zPFN{Av0%07%BLD(&G*?qMmkb-Z@-DxWy<;1Z^07TuN{#Y-lcoDHAbs%kyv8V@q*z| zdHZWKaPFfn5(1}ssgpKWdyda2n~5F_Bo9<5@82W_6HyV3y?ERl(EJ`6VU4um7h5$5 zB!=nnSu*%rOz@r|ShKRmy{~p?m<0X2P`o5GqN2_^2E(+s@jr$U$0vk%+29e~EE{nA z0R2U^Tpz`0RrVA6D~yPiI#a=7Ap&TtSOQYn23gs#V^^z+lZrD4>HF-7_5?i%%gQmz z*CH|r{dQd7z+`weh;!CY-3;FnHlyQ))n<-us?JX}>93+;}pODkzYLd9Q=pT0zD21W1pLXTyThN|MT`nH^Q z_Q2hD!Id)57;XG6;#c$D{Ha{Nd_BYy!4+_}UN37tL0LMLxe@PDQ{(6!eo7-})c(ca z6jcf>UuN4rbLmwTLgedQm`xzqXkHJ$-;o_*3z55w(IQa-KC5)1BxD|ZR!|dLzVsId zh>mTRO1QDcMp>t@kWXM8yBvFhHioj-S_8+WNogK{z2y9#a|6m10Zkh|1=k@1It*rg zJP3`5v@lFNmJSLg@~w+LAz`J89(OcVqrrHV0VE<4!6TDHr(o2A&&-F6!|Y# z)=7%%GWIc7Fi$O?@z7YEa6*54xVPF26ft`E*!|N!@KsV-U?!1yo9w;{*6MITb@=P% zm(kUq-jtUUFgV>@W}CAk ztCbyV2q@5qLZ2`qZkf@Ex2E@~P#{KK!b8dK*Qz(7(H4NHZf48BJ)#uUIw? z4`Y(uusumE!NFue9Bg9iA2h>drG`}nSe6_~bCmExs&^_!IR~Q5bdj|{3Onw%XbqoL ze0BwMX1MSTGA{h={I8BWcur2U83;CUUrQ)bEITRc`x{_pm-GrRrxC@(^r9q6(T_yO znYtcs^>p&O%REG4U|&Oh<8{z$^-ASlVE+7Ip4BxVOS2VQ-Wu2bi(lA5j%3B`qc%Dh zRX6G~1Ug0Xm(eGLoa9fOQ8B(Rlk#?x%olKK#&)T-xb|vw>14;v;PjrPP&6J~6X-uQ zH)2lMU=`hzw3PO=uex|P9AKmvB$SkBMQ-K$LUCuq3>>iTKuj%k=;?#T@=tLlUm18O zIgX}vn&!o;5Y=uza1Z!oQRfhMYH{vfhq%B@o&sjIUhPa?bXVlsn1DBCJc!= z*G70VYWl)Trkm+3I{9=8>Y;D6{7RMhy#h687GyAJjcRZ2coRM7k5+V=N!BWrZ#?H8 z>y=Kd)@#`yA@5K=QP2J*t_k(#19c@odD;kE5K2w}{$~CQp5+4c?0B?XdnUybfrre|tQJ$@VfPof7$^jC07^|#iyOWIr|P)bkD*816lUh+UopM96_W<7y4o?CNv%u_ zUu(u);gh<+6%np>dm<%nR?V1xR`qKVft(ZXEe>I#caIEzl%&)wbDV?x@@Qs7%C~WI zA(uG3A#8FOaAP> zp;?Exnk|Zj)lF?O(6gHwN(|(ug5(Ug`p4QzFmO`BmS)lP@!DSrOey$T8tkUtsoct$atEkSc1>w?0_EIkv!ljzS?{KWy1T1vug%wX&dzaAv2ux4Nk5=r zLDZSL$p@o_>1Ve!>a;o2EF`KWvW2Nc=w4)=P|7=yq=(HqZC;~0FBmFC<6KbH_c;$& zd;B+ce*BW~H-!ycPk3X+`%vjbS3?%ziGDSwVs7pCiEOK00;)!50 z016?Y1kRwXXN(*+<7{vzz5f)>X9*0NvMj^7ID@=odmsI&48+1;a4xHxsgXfvPL<*0 z4XvEz%xig5A{#bB%SADxs!0NSyPjl9N&tC+V3(T$gGRDv`e<%tnFp~-a!FBu#S}V- zMrWFwf+Ac`EF4);@NRk_@Le7F_fqZIYVF%U?G5erT2E-5!EQGaWZ_%YYIZQt&+xPK zayZ~TtPPS!>^@9G^@Rd^%yIkvJXf2Je4M#l=qS*3oGzFAmZ5pWr+&t_it~Q-WxuI< z?=k2qvh;gB2Y9jzlXjFZZT?<<2P%VDlnGAG`0M~ze9B( z2$F_v>|5`+--J7YAn-EyD*-c7+J2GhiF_Q64qM2#)=bgwonAee+}pI`eQ{$!US0f z?;JQv+e6FpP6L!hePvMjL@pEf_)XL?zEFC@ic&w(RF7-k`~Kq;>yIP0xAs0C1$0Kn zmKr70bguAS|6a~D5BK*UF>)@u2a{Gaj#(3@JTo-(@DjXA+Qf>L=HHW!7iT;PN}wI{ zt9c#>$l3y{(<{*hDWI9!u2As!h_N>FArQG56v0s{GUAX(xiuA@4L<&gvMaaUe2=1z zXs)PCtF>+k1_OH}X(vut%tO*S7gC_QqBhZpk|i~Qdj091Y28?lG@jp1b-5G73$-Z& zpI8$~HAkJQY5i(nM>u?TLb`8~0Tey&A|Jg^4pYhP4H3))(#KE?aF)`{#iHl+nhdZI z$)>yPQi4MB(4;=e&^ddlL%~#n36Wl6hQUbC5pX)*aWKqeAvBY9%wtlMYK#EJ@Sy|> zOGq4`xT0`~pL4SwvKewJ#D{l(%0LF=fp^9xnP9BuF+VH#PnB7ch001p_G6R+J}wa& zsNWa3$4!kbORo+m1HCiz%rGdMOKC#4^QFco!qyY(>?_`?cSGWi1KW z=tP7RaG4?)Q{30eAuvIH!Z2w!jg0D!_w= z9G~&x0)d>Fcx>H6^Q`HS%usST%S47yEs2T3F6R6lrf1?^U->8R#OZ4#c&*ar)*cAV$|?Gr0WFK}OJ& zZ;qpf59xx9I`(bIAAmAx7xDSh-|H1TYj` zJO^>gT~>pZMARAlsG_J8^)4c!Y{lCYQl~+ z?SX@@y|s)M>H@ znys9Vp_qy$!-(ROhgh2B>y?A1c|0x92ix&K-K^mwBZ^NqoR+Znhpvkd>l-uAaHMSl z)c^{@=2_wc2xRb+xt2l43)ycM7MCm#q^7hq&!`2E+8AXP;zkfLV?UyknMe!1L0Tqk z{kc0G8N_N+NoI#+Rp1k$#mK>2E(_m*+zC^f$_C^;+xn_wbSHgLOGJPxgDDvN^^jMA zUfdFeG$V2W$KHc+fJ@iwfG!5bA?np%+Z3fUoexfe*DQq^`Sm5*hjLwsxkz20y@W=@ zz&ZnHq#iXXQWEF$Yz94om9-q%?4+2*NJGSVa z(SG9pL_zjR{xP~ehN=+LlthjGD=e6Ht-q|zsV@8d0JG%>W{-%bCDqJIE&^+;EByt*pO=GBHh2a z_o`78&{RggAnsWX3B;nOXALfq$e`2 z&g>}}i^-;k8h8B(Tj~rRDywx<1G8SCR&)LEp&c z2d{#RuZGsaK|*Aid+$qa;){>xgepK;U6sT*5~Vj&+y|VrVOdogEUS1 ztf5C<&3oQ+DFp&rvw+#!dqwNl-*6f^Y^=hc6WUyi9{AY8!L}@(>BC(=dqGn+AWa8y#dgKLh zbAk}z;1=TYdo5C{w97l$0_x7oWSL}=N-b&7vk9fXygD+dX1!6Nu)4$a!6@Vn<^8?R zSeCH6KLZtEB!n<|69i8)C}AeK75;pKhU5_7t5qNR-O~r5K>z(|ltD5qL(L{Shdl>3 z8#Q!CKsK6|(mu%)%!+G2)aj_TQ39;Pj%_eHv;PGCxNk~2;5+|gcTg8T(~V(9OkO{u zr898}z>i%)2lUD3Sy*ar4DP-H>H@)YMHobG?arvyFncugvQ*v5hcC>9uDhnehJEQ{ zHnkRbrY^j=NQuM6xx`Cw-wWZlx@y*3)AcF%iv^rtbH={7IuaTw=I|=rHkqQMAWDMb zH}GZH8O40B*MzD6VG)Qmi_)pXtEfK}H*6vmuhF|d^u(?*P9*l?H(kWJPK+vE-f7WL0j zn@HAkLlH#ylhl`|wb#n`E8YPE#BbOKVHVZpG>cu1AE=oHTq_|BQU;LD2;uOb z!;TiQq4Kss7u&$##_(fAhpST&+|UH@rzvH|_=@B%@QoU{0|-Hs3Bmh@=i;q&EvLm# zf4HaW!W3!(Zk9){v09pJw*<4_e;un(Rf9bhNdeF(M^FA14rHPvUUQJedRfdrWCjOI)`B#1K~1<5yn= zUs`KgWp3S461KcsX+%1dIbp)MGuUjKb<{Wq#BbdR6NGxnz%&}Lh|w=x1&KG2RRIVX z`@tlJeUJex3}B>i5e$c<1&Bpdd2}8W3@+ zf)yUbSuo_>25=v#1&<2-j?f!Ab0ha2v3Hrr~xZX>?tamLn#n<^-G+8y- z#r!2c>UCb9ABTfDD$t3>ZM%x#eSdXuDadw-I>HS?#A9Y`eP@8x$ifljx;$MLPXSnJ<`d*vJu#oTn{?s(pXsJj=g z@K2Z|*b%kS=a=pkDzuZozJ{y4+umNmvBJMwWrEQX%;jB-DV_`b}j6BRRyw6`XS@{^8SuJ+tAx6}FCmW0sPAu9()%W0tPS9RM+x_?Fvs^cn&c z&hVy*xDdy+kBuGokJ=zf&fucLUw`X{ zBy*#o$2rhKB(@#1$)7aMVhGb;X5V3Y5AyA)H%E^NF^$p5GjN-Z48(iU zfSg(QJ9k^xW`c5!gh&B=3CrxL)0M7cQX|CkVOWv~sA+mRWdH3(NTmz|k* z+K9xj+l%5c-ivKxwXxS~Zyly3pjpT;gEpJ-VKUrBu-&xfS9fiZ>eU%5!nhuE#smVi zhcvm(>ZHz&T@GKMgXE^#AXmL2$U7~D497FbIqCRdA!XI$=*184yVLdpoE&Kq*fxvkB=9^?{EKY>#e$oehvn<{-qE4#WD@SA zpns@BZVF~xRlitYk6GuDWa*F5O$Q6Z>0MVA-IJW}SrT=VM=VsMPoG%B)30Y9@) zLJbTqm;6^hHC{59J5A_erf-su1LGSH`k&$-cyeV1WTC@PX)zb^FN z+dRpi$*b{AA&Meej>nSccied=kk84;F2h?iMfjUR#Q!AM!LdWjq|=2@HeI2&)6r#e zdV06pMAFnlI@+xmbJgy=oC1S*VBrupe*Hm6s@;8>VAHZC)d&Ma0rTY zF(tkHVZp(b>FK>+|Acf_0@dYAvz$Q@Y{aoYp zg94Ia|832g`@v8O(@1W;m~WZ=gs_B<}h%e;5*%gUT2spXsL&V7mNE ztXu`^2N0H*Ptk-+79K<-5ZERoPA-Ab6#^rT-}W~`7Rs8~q#9}Tf-!q3ArVri)Ob-n zA%bKMBt;|Os*s+NEXJA*`Wq5Tc2;a4AUaZpfj;ggLpaS?uG-4M1l;+xJ9-8@=O*V_ zd=HQD2h{WzIHolsJ37-bWvi;9TQ%j({8Q#tLQA4 zO@DmgW2!pXXy3!Ejt?^Y+0OWQY^2+IG4j~E>3u1^n%8Z6-|_%b3qgwPuNh zgS6S@C#uI1s`9=L;d`M9LWZqWplE;{x7g;H4@DLq8o{8or$euvF~{M6Bpb><{M5KZ zM8sR0AI?jNmFxgfQt=>C6IKVZFfN;7)wbqWcdAv*a7E2bHH;ykD z$)~|3hZ^&|uMR1!ccpTj8F(J!?%ZVd%R?) z0W}!t1n&etMGpUr*tdq4?KIu-Px#F%;A(!pv{yILv@>q8VZ?x5*Kuv(*EAcWZYxC{ z=lVWhqzxPFCjldsW2f_3MLz~ir;&D|{@V@rr@uxF_B7c6ovDjiuJp44UxJKZQs;zZ zc8r3G;kLyO02Nv`x-}iC;rf%xwH`GzZ0Qg&e6$IyM0VAZ>4oKSUjsZv4;wEhxWKYMTz&m!IfCiGwfUd|)gb z)Q;U0fvmz4x)Rs-a)T`O6_JMYbaY9gskfubolp_$k%|X>kjX;}#IUYBV5EWP45?a+ zU~FP8nnsv;0OqQ!qb7~4z8(BXe$Rh4p|~?Ti(!BzhJq-tFjW9qdy_R74NcR59IJA* ztE>;K<+DvD*?4nIL~k(14|nVq14F_PurM}+@M1kx1s`@x_K~BvzE|tLl<07M*)=OF z%*5e0(v%`o+;44gjqpP>3~Q{CD`<$MZ83>Bg%@C{#u0!*x;d~${P^#EFjvNfIf#+* zl>j)~=@6_x#VhsnbYdLY>#gI2m|!F-U!Z#G_zNcUKpm4q$(;9v?s;c@XFqWd+;1>l zIW>52k}{gVz(>fqqV;-ApCM3dc=cnAsNs)fb@%Zn+u7j{7-^9)NT59*+v`d3Xa2X7 z^Qn`R7NXPV7n>DLhn%%}LY~KLTQEBtqrY_QWswV>kpNyxL7zU?eUZI`tiEcRDNVHz z-fTkfP+_r(TShQn-QT08oNii{rej&IEf-SuNY!s$W%%#9YUO6o6jGSVHYhfTePJ2P zavOO{&-8L{@^L+dEVGRbP*xLCRg;#oD&l8~Oh4qKNY>XzH4@v98~qOWqYzZTNe{f~ z)Q9NO8F}j2vv4h;&N6pu0A2h(kL;l90TZYqw_BTw7%*?dWmJTvz<1aM{e}Q^F_(dz zGKG>2OgMIcgQe?SvVLT@M%AbQ$*?QowMuMV_H0a4RJs^xz_o*d{@jimNtg(b$4Y*h zvi1I{Lt%;87>=-1MmQuM09*Ig)Kq;Kbd2*+Ni+B-%FUh&M*#`l2l$}{F&I~STC6Yr z8%lFTj^*3r;4gH*s)mHl67Wrd{wXlIUWh;pgZst0{z`|Q+zIf!l-HK=x&OsAW@cda z=|O#*!w@TatlAQCPK4HqR%9Y$qwV3-0}qyXi? z&WcNBG$Qc%sYEb<8If>e2omMscr$eH&0%DHNHq7jHEw(El;7IJq(OUuCNd*(QR+ic zAeKK5D#}^;^*5%qFF{~Ek6tUm^zx;esE@0b;{0dQBeL(ipkt_jPbWRN<%K!*qO@k2Ytks&Vo_1(1ocA`Dwcfa zW?YKu=tvl7IC75t8*%A(O2{I zTwZqAPM^{yqw0a1f1lp$uyF30BMLrBw!Q%oi~xOB#$-*kOqY=Ux4_?J0mONXcZr%>5H5Z6=9(pDv?aF9E z$e!PR5sh$A@!CPyB|ezW<&#>RO!BTZ8|Eqh`!IKa00>SvmTMZ=5Bk76?Efh@sbxG< zQ@y&pywOHu;xosSyv4_^8q=uH#~qns3hbMOEF|P8hG&)S=&lMrUlc=^a>=6;UM>g- z;Q3)ICsGaLL4L$wjP%=L97)g>lNr3E!)p@e4>p5Zj1PdU{(*g`$?CaM*9!>eYylxMO@|ZX_y)v8|r5C!J~K zaz5zkPBC#mnD{mcP)iV$292Rvt%~xa+hKXfsBJ><;S`P01U0A61K0oHrO-bJs4N_H zN2Wz?$%V^|7$@+rz);`a8uB?rWyr~Gqq+(2@v!?EHAu&#$>E<@@bfa4k;Lkw{5&!K zzATNvqadjSJDiH6j}33EXhvJjipd5Bj)IBvRV*xyEa_J5?%g+4od_)~gfSS9t~wF@ zZb=lf*&Jo%WO7VoBkzU@FP}=I8;~E7wRaIvKZ#KssAP}Q8l;Gd?ERvjlZ z%(f0mlqUL}PNhf$l*;ciCzLVx&YM=)J&rJcI!|*x$wFGm79UC~se&hqjlQM@nbbDC zNFWW?QrsVqFtn+Y4++sX0F8wtJ4gzbCIX(oZXzI|BZ5E^2GeJ4da@6>8af|7FG=l^ zOpT;}4uaCdPv-f=fGIT%O8XVMtO*XCp1?E=n~NW`47`si{@dV;!UCR4c)key;1da2 z9~(XuxAsksa4ictl{+B0!GPsH>ILiPkaVSx2u`OHt4YHuT}(8swE#dty~=pqeeW644%Req$`Myy#QpEG4$b?8021*_Kc1Xzr|d*+rr?aITy~1a8g|-QxLU z=H6SpP?t+Qzl-3iz}}i3q8o@kd5{{@vi_f&LCI`+MH9n7Ms+-kqscfDPmx(x&rtixM_4v+zF5y3nK)dz z35-F&WQN-Jt&EPQr=ez@f`>3un#l{OR>4EOMco>7sZXTvOs$sy=?=@2pEibC&!Coo zlLo_(<&!Ff^poL04)pm$k4^eylrU@72lgROmWdwtV^W6xtisx$NIxgPECxOqVhPH~v*+v10;%=zd)HX4c!=T95Lko36S z^(9>i^s@bF!&Xy1 z*NQ=#yfixw;%9|{W1u4d%TO~@wT-7IDbsbVwFo3}nGyvUrCA2Iq$9;28DJvH*Lc9j zTuJdDe<&SF-r64$>hFBDB2y9GZ0=2!8Zsh#2&KL}di!T({!2Ytj&Tc76d4dn!`z;X zF_dyb+Xk|b5?o0K%PNy*F8X^Rp_ZjG?j3!gGl;9MnwUh1LGmG0AtD`M>Z{7a$^D?g z8CP?&43QxpmGEx9?aqRe%!Mfi$8|d@uakxk62;EbA2w&$!wm7hjuXiEkGz5Z+WAct zhC_@W^NHvwQ&-HJDZLMt)NSvt-R1vPv#yx8a|mbrwEn~g^T%Fd>~gr^*ZO6zz1qWD zQOcnsj!HI!Qn)cQ3a4*E;V0hlb)dOJ&%5T^MZsh!j~vZ#f!&@B+`B$hey!|?1CZsK>orG0?ZzK zEq`t3v?8u#*ny%99w-T&iuuHz=w%mOE6Mgct$TFZj=0FC+*)vSdzkjCe`MVK_p(1L z$N9=b3RdDPVohcV8j$el)v$K6E2#fHGgL>;ih)h4#caWe_hFz==q526lmzOm% zuUNj1Nt1{|G2oc2Otdbk)bY^aWPuM2nMu^6n5{zmq3$NqTd_=HoM@fz&yd;w`gxKP ztV;0601R$3MJ=#XX&!4~%8xZO<7YXp5+oHix`uR`Xy4=-0F8rMG>aVALgJkhN)coO zKn+WdiNtb~u>=AqOW9!2Owve6-XYsh$o4qz<@*^+&f38%OqtXo^oM6HC|qlDWHd}6SpGQX z#5?ghX>jU4Dl|u+^lFNzU(qJtmp2PyE|O3kSB|n~$iNWU^p^(~m`@zIP29LQfFFr74gssKdM&l!M(3d|c5)X@ zt~*dE!BGqJ@nZQ`KNCa0u;a#h<&E~ZF;$Ie71d?vS44x2 zt~;4JCq*cAYVy~?)9Mz0=wjn}=kqG^CQ-rxBMv)l2yjvHfd3Nqe$a4{~ki>`%WPbgG zx6pt4U77@#0)3(aAzwzGb~7>@ByXH+GPg%xAd`M@WxOt-8}58o>fFhD|ij4cwf<99@Bv zd@nV|Bg83E5v*Ngyws&+3ME!xmJCEM*FCdFssv-|DHCd*EmEaTv085`m=?z%^M8=P z)*8MZZa}NCu%NjPMsyx5=fSZm@5>wSa-m&Zy zY={Yf=g*jjzz{XLCienK@cHj204N92mQe^y_At=X^EnS^LOgAjDaQ0 zP}nfxvX08{`Trn>0RS(SKZu0>1*OfEQt&B-syN~j_^BOtFM?vc%>DkdQ#!^9vx1Bwn+DIrL-o&w#~{5;lfB>U&A(Zk zdz)a0PG;pSW#ud0Z=!e;d|vK*GV&-eb>U7cCCln*UU}u%gV>5{7bg30oKhC*w+y%W zD6*)7LTjj(Y0*T3zr~i&L8=QhGRXg zUCS(%5W%aFnXR(X+>!hk4%gQk=cE5l$&S|-D$t;4P{JYVKrn7`8s;;ggP%p`f z>pdz-0_|_p5j_m!304Qa^GSYe|%CCD=!F zL=>S7Hj$`)BPP=QIM#O-$!c!Vcxkt zXzR7We?zcc5iA>rl{fi!B~8^zl@X?t5}l`?{+xR0NiV;eEmty;_;DesGWT$uZQT_O zCPHTSIs*|O(u_mMl=FGJ4ErbvP`bB;R;2UH{tyR;VQd+)Q$ko(tc%Q2YDRqdQC)z< zW8WvHl7Ic~v1UdrL%i%1RS;p+`4vX*+w$J0@dHmSVS_>2l87Dp)RmcEe|Bt~FuXc8 zz8RAAmIxfU$n6wdaLAr$DMfpK9ugL@A)AmxH}6AK!K6 z{L%0=nOnDcs=4#GfBQ)Rv7+G#1$Kc;Pn=33H)AJ^$r%I$gns)`mapKKG_vJuNqE>U z0hZ0$@11nxfTcI$LWSs35&84$E+&(#StV-~>=4C*?{Xf85Od9R{5-rAkE_^|g`mp! zGcLKt;FZk`$J5ie-%Da6D!6q#<%OLQ&EnRzOhWx8?H-4* z1RE18$_fz_D3Mq^l}4qYYvNm7i{R1^V8(@Q$eEX(ZINXQDZyHy@D)2!2`w8mE_(?6 zJo=CP>ck9UfjAIy>9{SihuVU3w7h@V{#iU;@~y$HWXUVVc6)$50FG+l!+YwMudG#%1knoI(a9 zY`mD&@gSM=6jDH8ZPq77mc%Um4ZvXj`N+iXrH77q!Zgv`|RF55-=KuJ@Oz*3X*VZDURc-u(-D z8c-F!2gQA=xO8;?A(hu(^V)~ciJ^=b4y|L?-`)RPEbTD?2~(JuAq-(-NGW=s&4gq? zR)4Vu^5y8Qsq{^{;hiOl=qc6VFBpf!pj0!zZ{#i0B;i5dWC;GSVG+{^tL8!?AuX<4=Qr|g)|LM8LN@_uh z9&58n#YyKgj%ma%9&Upj?DRr&zRh0Kk0?I_o$9&UIldKKf9g}majT}_W) z8WqX7CLP23*LUgt=ZwvW1IKAxdhrc0o@InUW-(dO)4+g)MS@miqm>TXvo=d=!EwlC zmTj>rqGt?+2JGR=<;e>5cL^**dqbrgA~#EuQh;QFxyCc3fZOtsLBXAxl@O}sMF_#Y z4o(hJVhQeKgzm)*C}d%4`RML%M#BGE3p_@;lGQ&GE-SX{^8StT>pqZ&cU!*&Ev{Y> z#r#FG+u#y!K=gN6E1T6X>Bov<$FZp$8=c_iw4xC?$12l`YOA0#0!+0&2f6048)WrH zhMZ8@QPnTc(S|01*%h6^s&%Pq;L8x9gNJWcMEd<*Z$betAtT(C`?-pF`aXk7OvDz( z{37yz%2Zv*ipT+H(qG@B71sxkI1i4by2(Bn@PSqOTRxIQG9m=#tT7aVZP4^bur8o5 zToC;SI4v}p$S7ZyTgw0M0tj_=KZPVNbD(Qga|UAq?Mci_Nrb6;V=jnVSw$h_PicH~wA1xD zorlmJ1r-+;#1Kv4&2D!*Y9%M}#G;Prdq zadXa_)%%2(XJ4aPv7sEg_VzS$i$69@a4r z1B$3doyB9;k(&75&yUB<`w~t*^UpCncFEc^4}xwCr20N(?BtfvpMsO_;9B2(Dlb7!>hrxTr#|Od7x|~!83uB zlR_SM?(6n-3MU{13W;>KYJIJf7Nm6JiAMWQGD*FPJv0+0$S22^iYY%r8>@mzft35s z>cIZgs%X@-P-})%f=32vjph6gGLqa%^zot(9Qkz+%Gm=P3jo-6Wb>wqsD@ z^At|4IuM`_NM!W%Qs|g<$;FUTRq?myjz;tPHt4^!{&DxQ2rVjIj-wtsEXST*V2$j@7Tb z_`Qh#XrN49?LJ@fR4=_mMcQW{pB;WU1Gn182v(Rt-gVEtBjHTHoUgYhM{l1Q~1mZ5kLL3rB$yo+F&Wb6t zxI7;S-^8284Ovf2x#4%PBjuvx`de?^#%TZ@puT6Go>^HHakpdwVzDm6+LV%#bKZVF zj1H`ZWQ($WfRWLSz)#!Zl(fCZ12R^O=!)bC`q?nXbR{OnBUMm^P(9O@sM(x5A~YT% zL=tpSzDb3shgB0YC5#XUPagECx^~mvhVeGkAbT$dE_mBQcT%x#IK47J3l=J&m{%N=MSyH|m`Xvu|(M>E{zP4#lLhhSU|lg&On( zwejgIj*WxiE`k~;0P~QQ>vn;y)@7^I9Sn-+$IY%+gmL(5 zP3=gWXPs{j16{iDIJmHhD{^e!9;Y!fa7OhAvyF^KgdR_96hB;p&56!gvVdZoN!A%b zfeo9BKC9VnFsXi3D9IXvm_ZxzXS{JTw#$R6UQ0uPpbm1aRwI^l{4kh^J-%{AEVx(r z9BR-=^e0OQeuz5`;7CoE&MO&l@Eiyn=@lW8uGQRgpy_g+1DVzI5kQ%WvIH4%??a+4 zhD{N=KmJE?FVCND|Hc2-VOorkiHz* zb1PE2s99N3ZRLb9fb&*K2ni?*WWiB-IlXZc$=G8$kxIymE5j5OTga!tqeDf4Zs}>F zqUl7vA%Bv6@DKTX$UZUZNoU&01^zjoqee zzNi@%i7+%x`}V@Bz3;^QN0jJGnBG?MKm~Zf&ru*a;%AaC`ZvoZ zq=}B8tzgcF%p(oUExqI8IF2_ukFUAk8pwdkGVMAe_62kfgE8Z93MVH!nP~iHt86?Cqp(89<6tjnRw;i96ZW zsamsohCc1O1un6hJUa3MjGZ1+DzrlhKN*vW{8=*d+a}@1nK0YqDbxC)_%N)#X>6?D zn`_;%;}r9{M(i>2NN;*1p)$O3+2w0#q{CC32MNLJA1>I@UY&Eh`dDMWow?nlt~?NG{IhZ`vCtN!I` zwYe)u+R4G=t!yFO$dX9bXut>-ek>W_!G18yCQ~KWh$YnG=7#rX_OPdjK3ob>5GyJH zev(`y6$|Lu;(n}hlCInR@UWK83{?T#ghXd$SfM~rz&=ch(YTLA+4nPZ+N2k~Nqf`nnEz9rspT+4b%^Jn90h z5oO4?5~P zW_d3_DN-eaqF;W~e=D=^Pp6o^7f4AJSBD!JEaTXZ1L>=+X;D`vr|ghd?t{0{SrZuR zAhE^L_=U5VK=*C{AgSztgq9qJaT5eDF|trYj=)nLZ~y#oRK_xumNW)};KZMc4dCgJ z8qW*XN6$*eV1=<&MFZu0DTV5qCW=FIiD6xP*!uh$tzy4qYfo2XnFKzA14LqmWJKSc zpqs)W-hKgLZ8Hk>(ZIplx2CdH@>|3Z`=}ft70h<(T`LKg7L0>BOl1|tkTCefR8Y*7 z6kXiLD{%j%Oe_2w=FOo~+P*e(+08E%$YtO?AE%hz0qejo0j^%HTpZYkGNFZ z zkz@c`wAY$w6CLO>Rauu}$i`W=E)fM_?ATiUaaLS)PkthDL;sK5xOxl7XUXZWbQ$sU ze72+`JgfbaHQHM#vzIu;0jH-eBhioDm*^BGuALSetCO0fM^0`>LmTYI8RdUd0cX7)7m76^E$DELZVl}I;$eArt{5;|CzicY8p0_S1*Vt1xS4QJ>z zC*i@km@|osL*b<^{`~l4^58>VKOtJh7?lEv{aC2#>q;uDJ};SPEmF=DTOT$~78nyM zT=vPi|9P8rovjZV?YiIoWG+}wqet%k><|`xTRC0pCN<5jdYtwxIJrZ8beLxbM{9{;gjG10Z1Mk&=oejAkQ_XVmPg7 z-Tx| zS}ysYv9tL2|3*Z0aw=SZ31{6aO6j`ynhwSep?=~G;*n1JPw)((6{&*Fi&fIwQ0MM1 z$hKdmI+mYrEU~48Tl?O2paKbg{$!U;{-^%9T%S%QN1RH{{5z#80D{K5vMePk-RMKyAJ3-(uX=?& z{eGAGj6Rm7d<_4Sc)aguV&;YM{N1{R*M5;OY@K3!v_CP+hc1w!Fgg%;bP7emk-Iix z2_%DnQ_W6|#eNbNydO(YD*HaZWW-rQJX_M!)bKI$#?`aw!KkU~Xz-H$Gr^BN@9)Q4 zTtTFbbGh|(D7e+nvkSxXT@DZW1@EdSlUW2V5x8`c^PxsG@wYh$~jIAMS=^9cfPIsHT(|*m8y8{-ao`V%{&vD6Y@24^E2wtcF zF8F5*y6KC|t*T?s2@{f*nQ1k8J#4?dLVT)9Xpv;b!WT%EQuwV`lqKV_DipC0O*zi(R7Wp}z7Yt`7V!A^vk?<6f5%Yq+ zLtt^}h=jW4GLYt_*ekO4L}4nwV>=CpoNG`w`C!?hmO^R#_6=vsBW4CniW(Y>6of(O z7epWpHB6c?JDd6s#EXLHpBR`aj+KVZA<8_H98lwRU#OE5J`wYBU~P)GX;P3M+y99~ z@Xl@jzNp7xpnqj~Ga!5NetcFCjlUWn&&17Z8jsbc+I#c07J{66vt9g8mchVAr>vN< z%{x)Ak%jA9Or&8s#5#$1$#@lx0xRQ91Q(qR9Hz`uax*qXL zql5UooA}QqA|c9^U(pu?lDvO(cv=0`LQWJ9eZ2djOaJ0STIE>de4zL;`Y*6Z5vapQ z;c-aHtuzH*34Qu^y?~_i#Iqi#zkS+%n>vX-(fX}>^<7&aGsAG=y9-~714ggs;%Un9 zs!*}ev+(cQi{h}k=S;q{X$gZ8OADd`R7W~u2=Gj=q|BzP&6%CLnE6z~n5YgpsN z-c{e{@%y5K$E0P)i>B@$H3cbuk+)m-4+*fp2Md4(Iaq(1y0keib~>44rN;%)*}K$~ z=Nrv{!8;{cA`4K&ll|A!@n!3}jWzN8VMCf{GU>%qn|$U&-&~c0UcVc%h<0<&j-l6B zdhmRR8Nj4bM#|OioEN)KI}`+?1;sn;)D?cTT`^=kDj6DN%#!ILYr8#W7ifGus_hgB zWZ@`|zT~;L-OQuHZTds zKU*k8cUYQHIOU_1WhgBe+1-n_&cXf(u#g*2lMVyI;nA##kVH!S2qDDhiTgF&`*kjy z;aR*v<`6$l@2@flmM_m2`bo`HUzgJ+U3P8!{JTC8;wsK{H0=%R7j{tjZyq52-hl=O zYo_z6j0Do#8s4CMuR|Alq&Vd7^XCv*cpumAMST#{_Yjzm79T6LVv99SuY_L4g{K+4 z9h2ht3qb-a)IhyW|7uV^^uKJ-D%=f|39W}JBX?); zn~#%da`=1T_{LETG+QX#%Suzs_;QF+dxH#R)nX4O7Jodte$M*8z}$u_g5FXGz3+}T zo_^oZk0s2Gz{wsbl_#uJwo6*f@#Z zzpfN7)4LED;b?f-Z5s3fQn4VFM_raFHALB?Xk(w1IRuM^klM=E1PL5@<;;6TKJ?TO0A2(~CN8JCLSe?^Y8lc{ zELDlFofJyen?H_%=K(1_0@)vIL?==bMJp%fdSra=9}b_h9iK&2OGRN4sO_XMDo4QM zMZLucqmL9zMqaN+Diuqu6f7?VwviN6SmSdDVR&WeeY2qDc~b5Ak~V%by7JxY=2`e} zQj({^TZ3N4HU^pnf92=N{w~4pLvg-Awo^{Po?+m}n3>oWz3m%*WoX-L^iu&B;o9Et z+g`R)2^zxousF<}H)pmSqHY|LM-0;uPX67i4g{qk4lpAt#`@kwKb#QLZ zm+)QKBJVjN(5w5wAg^JVzm%Y^)x+_x?=U`z1_7TjnpO9^yXO^ms_&khf&k6lRved z0na1C-zeiu?FW9QCZR3UVa?lB!upPnfY&`AsC|_|;bi1@asAJpB?G4W&v;d0A{5ml zbHx+0J^TdQSc>ErT-+XBojegwld?%oQNxK90Ju}k^@EaEhYPbP$g>6<|B!GF7qbP) zfE=_^)j$+BQ0@R3Q3+8%FdR(YghyHJI1^HBuhWP$>^BkRG!29P{etRMpaUs@q#kjA z#2b@k1KI;tQ=);fveH;M5@bq9s7hAiiHKUWf32WB!@Fm{_m8uQ?x+wPHD!(U+Lj_7 zstC)AdiDtOIg3Wb6tJZ(LA^~KpFqsJIB({40cW;4krTjoJ#B6Nj&k|FmGf;oG|6$Z z3_Hr2fJ-Xi6{+Gm{ol?ho`Xfgo!4s7)wH= z?(z3jE}{3eAhnBL>A&E(k6pFH!)+fu>0^nqPiK=e&?t;nfW`h}gqEP&`;EW!LbmNs zm%%ay=7DW9u?`x<<}n25siB{0dY^r7OCy2_YYu-?8LzIRp(Nt_t4?0fRF-wR&~rF*Ya-u?D)17ts$qU_^n2J$jdR4o z+NOawJ#O~<^Y$2ZQu+$@XPLxh_G0|p_hXd2m#y3p4Re+wzU>%n5my20?t}~irZv9O zhXYNv+yAa$r+43E3b(~mPmiVdaLwbn5-)pvkiEe5hTG&MjFzD z1NN6NmU)c`&Vy+0HzU<1WDqGrHk=m6ezh1WxR|aq7r>7bIrCMe8x@XUdwpMS@XN#d z4Mrzym@~3Jm`6Va)It_rLT??T?-)4@FN;cSt~#(&fe#K11|f&9A|H=#8@%@BTUAm@ ztE13@@E!53Jt!DA?A1xY23KuwsJ;|YBn*{WHR)@p#3+LyGU2zu)}BP0!Q5_N_HW5` zDiRp9?9CTts6EVXwY@^{r(Zdty`xo1&Z^oo|MCH$e%hMcONg_f)#!aFcntf_5IfIw z6;}6-f@HqnlqI%LoJ}3%CPtQ!)hy0X3(`U|!IW8Nw3#7ogO{V{-!_f&`A6Cuwqd)K zE<;@Xck@dk>H-{?WHr<7hTWIPs+O`^hRC0CGboG0>e+KaH4*Q{xxe}%&pTZ!TsCVa zJ9`A4zsA~|Q4Rm+&XW3T^d{{@#CR%2a|Xx>Xm6>8vDEH5x^M;y z_w@%?H9o@i^^EuQ$^A| zq356i>rf-E(%hU?)e*_2872tf(rvPfGnG=srlFQ3a78@8g-uZqW?w5Ed`S4lDj8o4;IX&l92rFsrlk#e*|Ou>JnA~~{{e_VcfbA4J6_>o=7h#Q4c{EcMf}#}1zOt~=6QV30T?oCZ?%_W; z1%5^fumMjZjaBqcy)a-T2O?`1Ew1}o@mwPQo#wjb_iuc+EUA#wNr3=<+i_O4Zg{e@ zx$elb#f4kqY2g|DhPNoklTZD%)4oAWw!?QH(*#q|K)Glmikj22+j;(*p7#xT)duVI zsZ1euwEZon-n!Qsu~)y;C+&~*^f$zs4{u9<_gwa!-H&Fpmya~x*4=bFLmud?5jzV|1^RX3^2ZWNc?EY&xI z1Qe(P&NWa!ojYb9_>Oq^dtSPDR#=_&+VjS;lcUjmv};5YU$sk4=gvs<`zu;*{_R^n z7Ez-mvvlv;hcMBN7e?<~fB%2J@PCJMxvs&%eB+vf$K`8IKjm)!uy^|Du~SyMkaU|n z`${V^MpPP4i!x5WO7^GM4AyVeM59gU%Xp1RQSA3l^mQB?How!HXngC2-`TuydrPdX zA<;yxL71g2$FNHsK?5U__DNNaRTQ9NVZ+cT7d=WHO1pNSSVNkVJ@n4g8g;k+8?ss;_a z*LKl^Kte#u%0ezWW*8X}AqT<)GS3o}dO5jikz2CDV8FCMWRvBb>OA2(MmU%fvxTD4 zf)it9$v>21mX7iwPJs)g0N$wykpnldAIMMycg#3)u-o30Pqb)VG55@KihS<+<-fVQ zb)8`wx}uv15F(1EYjnlh(#x8g_wCos;iY2Y5oh(wo%i29@?GPxk44|{Z)`T8FM(ci zMKBFi1u0%yeZ6<`1!K^CJ^ElSxh$Qq`mIuvd34o+9Ur;n<2dSa%oy3f=$RM(>8pLx zzGGcIrNr(+^gwG%({JtgdmKH9^T8DO;>$v=n0s#9_XfW8#f91*xTDQu){akD(nFmG zHl2FfIlfbF|Dw~fT3oPMNOXF|5w~xzc;;zuV65L;{JMM3NoRA;u9FM-x~P3p8r!F5 zlU*-Gv`5<;w*288pKOdb8d*^h{`hdI%i1$gog|;B5H)dk(Nm$FyGP*x6Dic(6E)QgJ6se z38@QeB^&_j!9xlA)1e&&B`g@sIbza7jle80fuEvnTv*JZI0Po}MxMzj5Jmy)bzs2Z zTT;o>&b36_#yG`C9y^{LF;5FymoJIGmL7BDCtK{ck;3}_vSg(H_11@OZ5R|^-(~Omd*znj_eupgx{)$f!$CKPA<0O~*6H{C zg*$la$Y;KNGPUF8ZB3s~=Y)YnvLb9-ddrH|HHcHZR9U`p!Pfp&_dL_L>)^@H<;R~` znA-A3w|;6x+iGY|T+u~zV_3h%)ad4wcYd?$quUSvtDL@BYTMc`-1$WBRVS@I%QLSu zA377&PHGL0N19Z~CU)LBKGbo_yLT|Qz2L-J&po|*?73$aW%jJFP0>rJjv@~>CYJy4 z?SH!9d}q?<@nBD%*}D!L=y&cDeV9yzUCeP->$wih`Q zeRL@CjOsMCxGU{Qc5h4CYmpsg@Y9w6}1$4Q%>N!BZYl_8&E7QnlQ z>Ip=NdIOA62BZ?$gepCeqIXTZGnReOvq0D#7is`n^#JaDD70>g**Pjxoq=5Z0XjO4Le64x6IK^ zo$qW;wC0UM1S(NBs&O|sa_AXWF1@-t`Hj_1|AIDm-AJVO#8}~%{=dZV2drIR6q5^- ztA5EVA{-%A>-E0u3>J)JmvLg~1tR~vWsPThPsIsS-2Cavmw5FERz?S-C}ogOP{^B{mA~l-o!x1wa{L_ z8hN7F`u!CAZ*-?G{TMVZbqks!JMOt*(G6WK%OhG$bu^%@%CaVFhEq~tFUurKd=q{6 zi~aKs8g9DIZLzNt#VZ8l#bPUpi9Q zzF@I>s#wao&qsCfuGJ4Y4qRv^Vha1!(&mS2t#8@*d}nOK;qm(Jr`i|Xb>d+6fq|8` zKlG{W=Rauu>Yo!U~5MnIeP3T-^eVuW?AO!v&DhGeykLe#U)** z5_$` z19J5%OhMOKE9ju#3NGlqgjC~t@#Y1NJCYtPEXXUFrcL8Hw|PJqau&D^D-H{}bp5MI z)%x?hzuQ^gwe#d-s;uo;e6u2}&}L0kMF(}^5&`Zl^uq5W)y>oVpa2(X=Erm9z2p?& z6u6WW0M`v+1|O`bfyomUL?_Za-kofIhm8YLLRMMa4c&?<)Uk`eny3lfjW}TN_>d%8 z!vhoYHAUzi^YGDes!SjdnuGB0|F`!g0GeG@nQ#Bs`fFdiySjSc)7{ycBqW`Xg(L_` z1Z9^&a8w*cqvAL^!Z?mPIx@p3I*NiQC?EnMLV!RB3E9(~q&w+OdQ0!!wJ-nr_W90z zRsa9~s`n}>lXU*-K9`^Lt9#G8_uTK^_ue`8oO`b9ue>OcmNaoFO9UOdr6*+blzjY? zCSsJu=@^ibrX1(Wj@Z+<4zYmmT@0WxwR1Kj5RCw|0!(j3 zSH=#U-BpAMp(p#4vgaYWr_JqJGjaID5#y(>Sl6*PeP;OhzV*vDtn1p0^K)k}QXtl_ z?{=j-D%+MF-}}tUeLoo7+<#HF|1)2Ca_Ww4xBv8~%3t{v`#XQ+7e>@e-{%)cyrYNC zPIm9^dB4=rJyJZDnEKN4P1oFU(U#Mv?<>jX+U`qrRdYgzv0$#_=|;ThS{Lv)nRrR7 z!OI9NWs;dKy_Y?9=->Y7u}@#Ta;Nj|ZKuW$?>_R?V`rc2Qr^&2yu_I>{HEfV`OI+T z$>hqWreycl?9Csz{Fm2sZ77>%gfE~M7CpqZ$CxS?noPJ|WHhImC)8t;6XpIwqOCc# zcW8O`%<=KItz}uyr}il7p-sKl_BJnpZ|-%gZ^gaPju5_Vx{~?_m-U$%winD5t27tP zP;*Ba0Y>08Ljd1ue6=Bn$7&8jN|4;5=6+6V71jyn0X#<0?fU)iexlU7`=3TOe`G~5^#}j_$eCNVfAB4TsC@T# z-S7RSd*ne$rBi1Qc~_h1T+a&qzL974^&fx3`m=v_>*~LL@Z0z7u`XS94UUWo%lf#E z>p)NhdyZ|}JC- zEOVlHUqTzXY5lvQl_A1)*(uRJnHf_Is+rrDxj8ef@xSLM0<6-UpX18CVgwk0bBO>+ z%`ai45!Mx$2&*OA?G?62yGS zQZhmb;J>lv5Zaj|&hCt5U2IaJ(?97DZt`ovFS1EA2LhKg2r|V)DrM+4K?=`0Xm-(2 z5~yzK6hg;(7PjX^VkH=WWQkG-@=YuVf)4+QVR@#Q|78STJ_017dwAlDd!O{N>EB00 z<;>o7?@KC`6V7ni$hEd+zBh9EnaYpbT6(tjy@BQ@G@AM;NI62-zoh4~yIcSK`#*if z`ycQ-4&Cc-{HZl=>T~x#z2jHkx;%G>Ir(7g=mB_sjo2NBybYVz=k8N1HT$Tl`9FI8 zuHKf72Zx?fRsEvAOX2s03P~4u87bfg5y@Ip?RUQEPsU55wr9aA(w6C5-nyzi-I+J1 zUK}|%TpV21GJqX2nG~JxiOoWwq1`eHNtkmx71=T^Za}3;w~gh7a$~-sB|B4c^Xc8i zp8k^FR!*Ie63?vcymW2XMp}2ll8^A63#yt0T4ep4c_ARcD$Rv3%G^grfDw3Y5rBZ8 z;rJ7X*RfKwoY1AAQnTadC{kIxM1dNXwNux!pq$ zB*&j>PrkXi?<&%gaFk|b@)1!<*3~Oy_eEb$QnPasL=7XMP2~&s4)05%k8=ou3}_z{ zYn!b3&Y16xC>lhrIQF4!BD8LxOhwkjnT){8MgY$Yrmd2Yii4#W&ss|A z%q72crqH&`brj2=kbAL({l)z5z2?_l`_RsfKi`^eMaZwYqB-d~h$`YcTly}0%Z8u3 z=kVw5+OYNJk)vbdN4K>ud%?24`=ebSeE#IIM~+wS{MeTteq_z4;b)r@OEV{r?Q)%= zO9pPVJ@;$7K4oaBjZ3de>1nuZiIt0(C#t@G0Y6YS9N*d4dlA_$!3{0DNU-)Gz;rf| z-PV68ZbByf*-9p&6yPQiVGL*Finn1!uDR)WVtW zH%@rcY2&b}zHrUzkF=#*Erd@KDWVq6y08(5`N&<^pm6UQ0Y-okSP%mE8sjrRub4nz zcGpu7eHs2>xQiQvs|=BIQTj3k zu*jA;^Snkt%zJt$Jv>gBMRdw7{+WJcW<6g-=6FUzI`KsL^yJ>&_fOd?Cv!u|lb=hJ zUKn1o#BEtU**4tWg6X~PruA=0=mv#vj)`4?2M`vI4_$dDREzJw@XssVoe2n5pL7uRr57rxg*GKi>|bOq7_AUqh7VvwIlbb{Mff{wMoh8q$x zV#u&+ODYmd@dMekI8t9FF%JSL4fsV;fF53F6trMQj+yzlz9v*8bR7bL5=tZb7?e^; zpo2t^h-w8AP@r&-De9fwlK7jfG&p((-KixEH##Dm#atI9tk^%T^n0#`BpM>}9()EPKmU{X4Tb zCNkC4m+SA!_JY!~E!r7E)y$rQ!9xON23pN8T=|>hT4C>FcW)lt)2!dLDxb^gs~$_f zscng_o!Jjd>u^)s!=odI%)wQC2fJIAukPFkW$8Va-}&sBCwB~7gJ(CWt;Xj|T?O>u z3haef9|Be>bB5s{2M^gon+RCIePAzRD*4d&E;UlT9YS1w=l2(U`C=!cLyzz8q`uQvkpS%>WfQnT3i9?1?FXCM*bgAJJ_ z(xWW64aL~6B7E4QKip^xi@7)p&+{sX(j`e^*>z5vK8m~&h_M|Qo@H@16BuX^tAGx_ z@JyH~!ct4EN~#6RqI42Y@T(Ptt^$<^8Bh)&bl|^{31rx2Q*hid%T1}#fI+$`yWpIR zHPmECR;;U2oMu7&17xuc0xrPmNM4bG#LY-xb@kv6-0mad8NA#elg-oQ?ECod^A-Vm z{)D1}nF!+s)B&i+sf<5##GN{$wD!v_%V>U9%4Gcjv6x!Z7c`9w$u3n696XWSs$`p& zUYfk?vE57ix_*B9udnJ|L&5ssQRX>_*@bBy#OtH?$ea{pVv1u=yrCKY;i6yq^X+?2 z-gRNv&nwk_|v zZR@*mye4+VM88w!G&(CIxNFwEb2DcV%&O!i{}lR`(v)c~7(>cLd4I>7HP3m{ofwi1 zH5--H9b41MG)~WiY6nbSVOuZB3==Fy1X!h6jHAXpGXk$R0zy#5_cSc{(x2i-jYWKF z7sdlVLbK|pT5C;+(s~AF5iG2|b4iUb!m8Aw%ZN!FEujl$03o!R@zP5`2}~x-v@-`6 z;bq@ihk%mgD_$y{y#&W>lhhTRAYz%c6W`enLrt8-58NT~yNO;&OJUDRr0xJ3Eum|P zG3`WXLq6jousy!-t7gH1DLN5Uo zsf_5%!hjUfAa&5UEV-wm_d_m>pr~ePis$D@c#Tz|s-%2zz9WFgk6wGQUz#{iN=hVY z=>Xo4`@iQs^naw{q?2k2gOvLwzELN(Gj3)_uy%7G_|F)1Viwc_M6+pgQ5 zdhxSomw)(yp36@iAAZ|*CEH%aZP!%>}U@bk2a?phM z&SIU?g}^Y&d=VxH-`G&s=sRpLDP5}Q0U8n9fd=BVWlNSt7xN^*Sh1%g4b-Dmy$Ny5 zBwaRgiGJ6^36etSuNKx{pj38GQ|ooW*N7nE$cQYa=6pFFC+L7i(RAo-7#)ltsZ>!3 z-3n|fCQb*$HsqLYBD>=GTYEF@eY#_k#VI0zVNJ@vfIY~{Jk{)FwN+jGlh@8}Ei$pcP#OuO<|d`+iwlpvMkAR0``$rt@pmwWI#r>68mX2q44 zH2>Z4dv#-KpzWeurWxDlvF!xJ^gof}9=$5o0f8!OmR-4Z%e%h1@$TV0LzTb&i%PQT zYX$Z2M5V3m#KWn7wZ`(+-EP?&zhvdD?U_yr1|W2yS@l%^Y^V#c3Ln07+md1VzDpnf zc+0xp?=@ZFd$y|Y>1}?~`kqa2&jSwh%9`g%Zm2FXGv^ioR%y;H-rO1^us{Ta@QCjc zq*%PgYho!RRgsD6Kr&4bmRrLFpnwpJ4*}NdYwe2~NZ3UQ&JwXxj*E4}nt%z7rev9p zr=wa;bqv*k`%XAP+ezSiqmWC6t|C^j9oC3IIZc3OeYs>OE!U$Dc_;-@VsIcN5#2y=1ll;hL;*Pt!I2Fno#;M74ka5UZA=0` z)N*tuIrjoV0Mi_&%3vkt@DKgdXS}gt`N$Kp>kgi6`f>5Sw%KKjoIaqNw={ou>qGxA zIyv6F^P_44@$^(_^m*&PKP^1BKhx$H^U6u>y{&4YfBl+Md++aPS+lukyRhWaD`39Y zKorP$3}K^yuUdDit>=atmAzliSf!D+%_rJ67^QtJ%f2`^HPqjE@wO#bjF(4mT6epK z<9+|Vo@P<)zxH{gugKYK`-?fd+dI;I(T;VQRg*`)lT0e>d$#Gij*T>$jA$qPY`*qm zu{c|(6E7BL7no~CU=brAq%ipJW1~e7aA~?Pq>y-UgTc!iA2P(c#lm-ml!uvw<#I)? zK#@Qx#J{9w%6>(`%Jxix8lp%QL!}6~s01~r5(praPA5TJ(P(!85!`j?Cey|#3bn5V z^o)tJl}`6>TjmcIaRh;?DL7lbmhgQoT8R}MX?T(k7CK5!5{rnnVp3^{V6Br>6z}dM zHx*4NMRfvY(8NGz_v%jbu0uClP8|cN3Ivm7Yh6$0%652yhwE;*YbcEnhvVdZh{}-8 z;dqAMykBIpz|cW5LQt;_Mtyfl+`{18@7@+_Y@Q=kRx&h8T?-0NPh9CB9RLaue^L{p&c=zA9 z&wO?Nw_kX~zQbwh8gs2gxvfJ@e{W*7rhIe;i>x}~Y1Cyt%=l|9Sac5dq1jL>0prV6b~EDSeHOR$ASAIq|@f76E^{meJdj1CQV zj`S^g+8X~?RiFCs6@PNeraN2*4>G1P!Ys!>^$TnH98uG!PEk6Qmf}Eq^1Z*mW#tY3 zGok(0yZ`p^Q2QlIuR;Jhe82eFJV%4EIGd@HKNe>fm}^F05hH+)8eZdRt>PLbRdGV! zI0%KMq>3W~u~6t97#oYV&_E3)}cm)Qb4e(yLSsLJP2c>;1? z9}v(XEW`1vj8j(P7!w5v44}A(7t?7CHzl9d#HdA*1y%`&-xX;kW=A|OVo}#Vrj+;4 zmYX=%ND0FLSg1CxDh!XK>V`Y^&h94i&Wi1%1hY|3(l}l+p@N6B<2q2#O2ze-stGko z$H0W9WQYt+P|v_rD0A*5$`Se1I^vo|3IPz6fPy5KE1o*#b%XaP5|JlMj_RjgLg9?P zn+wh>1n}U&>&!^GM;`DBQ|j6)+2dd!J(-)a+~f&M0TBc4gC#{9p5u zUz#dBzhUopbFTKtv5WUKzay(B50vvGYDc#^cJE}VwEG|MGVIB2HVmU!F5opQ9=Es$ zE*?wVM(UQA)-#D;`rvcBzPG32gkAYxMyC0_mw)`0jdxVc3T_VMeo}$Nv$|N+0QwBb zQfs=?vWg|YA|(HKlaOAk7PwwUfDwpC z01NEUWOfg38qD|U@W!4=5C;opd51r6(Gmv=$74em59LklWtb@^S%0cx=dzu*styi9 zd*sX|<0X3*!DQL)YVE!WmK)9$FZmy>ci%x;TPS zHB)LG1K0CGG7L0Y$F8DXjfv?Mv5suwdEv_q%*k($c@$S5;XxUW|6`d&ax zhANjz$xb<5VivxCx+)1rd-NxUWs*UZ7J0uam*F%PsTDx~R219x+eW1;=TT?^Q;3>> zMlF0(Qd?oDiEa`KvFB>WUwSta001nDNkl>$#yx`@of5N(C9j5xzGeDrSd!~jVc$4 zPG-Y1Zc*?>rD1f?ea?%b?H_2fBIWb?U&NayPsB^ z1BoZwa{G=iJ^i$M{JOn2r{%Zbm-xt;{K4b?V6&Y%mf4U@xDWdWHkKc{`n2YF=6#z+ zOk;me?YXRfCk~D!Q^UedG{JCG--EEhTyx_G)?R(<)x*b+j2uiG=^NI*1t;5pjA(-Y zHTZjT&I}{YeYrK=;W*}0c^ul?6UQHPJZp2`52{KyQ z(ydu4jqR8TrB$qa`5C=L`z-5K8bLsYpx7mR;)gzu5CpM)Jxd&fJ_cQ=MgZxwUS13n z5ZQT}fD5E|7j9m0E?J`EL=#{@I$R7EG@6pDrT`bvjufqt=}QSuhRH|R(CRS{)r+0( zI^0wgH7hCb@{jXRgQNiC7{Uxdqb8S?Pz}{fOcBkK^uY>k&#mUpy1-84q^cAhFQqDQ zc(2XodOA#98wX4qnq7$JIT~f=XX-RWeMqmR}8k*ZR8eGvvEI2gknuy{M2`Q*h z3%RDD&Nzy?O8JlT7Xi!wyb~4Ovn+4$SxHsz`&Mz!v6gIq$J1%~ptZZB^((SA)~DWj z-J9R@g7%Gp2S4jeAIKU@NAm+k-!C}N9O$}ls_EpTy<_<&^4llcR;^rmLfe$`R$aDo zlNoGq|99&&Vxj_iOj4&@?onF$`Z~8Ry95t6f;Gd4As&a=C$y2rjFwGAYEO6BPHD=T z!e7svc?|0;JC^TsNfo3saFE%^yqi71Z`d>!M|pCtD}du3CDYq&|xou z>JYCY&|xgJdtQ)<&eT!!^;v>k|=j7j8NM<8I92iC#4 zbZ8}}_cdBFERt)D?^SSCA%vY;QRoVeXTA)*ow^U&c+Hy12z}OSLg<}`mzV^Qi|M%# z3Na0P{mh|4Y#d8^XJ1ez4?j6{$<_t+D=slBz7vt+;mMhqt`viq49DeJ1UwnrWg|I%$bg{49J) zz-bN(#RdU&lueXli18_ZEtCAfO`} zPK-bd0<6-+0K?ggz_~(zL@3xmXnDT2Di3iGDoUWS&}*Jk10#UpsW|@7s6ROYc_Nxo z&{&?dyiLxgB?kttXe!7fB_@FtGz`jtS4QFKWN?j?F)_v1hxk zB0z>h>k=*+lBBF}yAHYjqVajA^h=GywCImIf-eWHTGU=Ti&URMr_miSkJS!cGm?pB zydh4G9xIf`R(5SQ)I@L~=}Te5CZWda;X&Jyr7yxP|XMk(43&JX3xGLQ6gvv|Hda$x;1<RRs@9HOw22Y2CVs}C3_AIU7`ssCO;W)T!&mpT~{7@`nlniW2sedTsir0*;S

    07{&QIay@Zh9NFZyOR2y`dy{C5-&B-mjm!SxrdeA-3B|qHO zVnl#dn#DM3%=4l_Aoxn+g^V!GSoN#&jTbb`GH|~U;#M`AFBT^P;#>T3SdZ6as&@++ zMNF02bg34Ki$ETN?1E4HJkk+vhuuQBcELLlr_+RFtNIFObdR7Lah(AbsZnG;jB|A( zZ!?h5nlxm$IJu2V@joIYkICpnrBucIiDVrT;_!nGHD3ytnMdFgTv3C8WHn!1T((FN z5JO9DyhhSHz1Ms3N9vAWkhHXH6)9dbO%A-N9bZfMT3Vevdiv=@hm6~E?qKVV?f2bt zZ!+`frrx*Syz#9tAYk@V)G|~^dbjUX%GkJuX^1fQrdy#2NtF>yG^0e(^u)p)DB?5+ z0l)$zku*iiCfiJ>yl?R7a%Ft$k{yJYz?q?&0~=@5A;2n49US}zBk<}XfLAe8mxN-a zaV!iiGEK{i5H#t~7zLg|R0J3Q0#IeGN>-?7gAR zVS5irvI6!PB?=wGkwIt>RlQWR)%N*fQ6Ye53g#EYt#C~DnJ;-y+~c3wt6qJl(z{+Z zajq9;hU_QP-mzWo@gKQI?>~IH^Q1lSz8lYngs31Gn%mP&$+S8ip9-KNhB%jEpyZUm=$Z8E>8M<>l z8jG(zR%sUBm@&tT2mwe@x@!OMk{O&GoA2RD_Yi$WlJtyZhP=(;Iya_z}|DH z4vu8v*wSb*o+KTVA{j#Rj{Q30c5L}~ErceXN7=PKFOje>>Vp_Y@>4W;zD{b0b4T8J zBh-~xEehvvVAKEUk4W}duuwg>HgpPlh~=L?u0wI4b>_J=$Z>5ysrhzATHlmGAOYWt zRx)sR$?){Ua=Gl<7UGdbRz@3!p!UQoP~t8Ks7c8_igRd%RufedR6fV_)2rlchwPO^ zOoAvfaFtF=nnUN2a5_H`AT>ksR9zZ9?7#3snyd$&aL<0&-}-jt(htkYCdn#0_y38% z_bzX|ylN|AiNvx1;UUs#i8PIcHo7TA2^9_NTjCH>CjQhg~GynoZ7WBp{t;1zK z5ejGqF|J@a6IPB+d5&9VZvg(8g_nf@KDiXcnOw5S6cCvN0ZK>(kz?g}+znX>0m!Jv zSW^zI2jl3{Oj4#eWHG`Mk;qb6Z8w$n7!tuK+ClJQ*OnZ_RF2kGh!_CEozf4OPfe&x^? znjZW|<=L-$eV6#d&&z{@$DU6-r@ZA<*A2Py#A8zFu>)t@Tkgqan{QlqyP+h?PAPCX zi+k=C7b=a$EmRs^)ti&;u4lWFwZ3~>LQlFLy%8DkMjNaK}=*6r`f2#m4xPv2n zOd5jdgarp!ggi}x$B}|xG?fFlKsr&!racvLrkvA|1kEf@EAFV>zi->(G%tkS#|sJ`ZP zszqcsk+j zTei)O-779xhIpVcGSmz)|9c)FfX{B=vlJu7R>AkiT?AE>-;TlBCTu2eBt!m$FAawFo^ax-z^<;2?&>T~?{T zJ!5W)7&OmujWIPlvTrn#gepb#MkPEQFqfoU#Vz?#oYf>SlLY^bswBuGX-Ab)Yudar z;EJJxbEo6!xe;~r%d+hN-bgx4#*QK&aE&Xq#78ZNyp=N>7y+Sw5P#U|rKgp`=~G|5 zXP>z6qoTM|R(8+u zw&s)$*QIbDu=<%ag7u8L{4fn)zgh_3HLI%5fyq_-hr5z`O{BuQbIEj*sTNIju+96` zYL4q^SOiF=A@fU|Wda5O-|=8D@e;ak1WquKogou}?v3O0Y^ckT6v#wCF(?B#WHUY* zLEt+jOBGuhEBXoA)E|>z*fo6Pv~Nt&e*U=0O3H)m_9yR|$0rLfAHAZa%62l9h~4xr zxIk?QcxGZxKiGCM-vhHX)+L>I8Ns zr8hW!D-J9P-OZPa7J)zz#%zOGGm%mAFP{F?$B!NI%bPA4bIaeB+JEtbzk1ci)W9xlTQqt8nOPNr)~9zueftrYrpNlLs+My9%HA@qQ$527{^cn=k|1$ zuBG}~2AWeXIQfTyKhFO`X}pdwN3RP4vER(sg&S`4Wg|yhQ-g&h#&)i5KkrT*@*il#6>hGs-hqX zP;5kT9L*d?Iirygz}%wEWSF{!y!VTP|MJ<9$3};Hf3mD49<5Am8aOf4a{9MdJ&`J( zz2d})6~mkIt*N8Sm5K7RO_}0PY`Jq;TYsTa&{PfUQbDi_dZMDHYa?T@xOfZfU<2)| z|Mmk9WfDy=k>NcN{Z?9B9b<0K2?DIroD-N|?M8&Kpm|C&9O`E|y3olAw5^sl+h8w8 zLWPfcok;D|u5`rIf32w-B@ZaA zwz;xv=j~hGRk13FzJ*y))nsBP&*H|bfw;$N4bX;&vZQ4>T+SS9e~Nox8;EOWrBM)I zm8MZfVqtv9s_#xpg-3iZ6P!X-yPcdrAPHPtu+oRd`|}Ayf-jZ)=s)1tnIckvtr6o^6)P`^4su=+`)mJ+fkHZeP;q(4ch3sXmBRfM^8x zZ}6Uo68K3rglWZ;4(~3Lg(!-KdJQclCHZIlCPP>(<8%Yanb5M*vXql#@{^AMj9OHr zk+Zgon9A`9aO%3=lUyO$rlQt7KkM%x<;Zo$?9xdnEK#iqav5jRxW0koNs;Djw7zow zt055}2Tn{`TS{c)Q$L>i>YpDwn0Ya|ZDhqQc_}y4^n9-K{**HCz8!boxb|(BX$7;e zf8@D|(x?a@A+PP+7^pE}eWoG%dA>1)S0gZoamI3RMldc(!$Bu;alUnx`|}zg5dAHD z4I1JqUsVL)ZEwD4jr^hA)Z=<}%ain{p4HT!IaBKV?vWc>(#EXKHjd|I4dv%|(2D}L z1^U&?6j;DQCN0ax6F??If5fZiRqfZgtt^mT(Al8NAt`1$2g~3IwetAct6PCWmF=d+dw92sH*}5 zv~i@trN1CAmjdW6qPIm6?RHcW<#^B7`HoZ6Xt9MsvA&NBbQWEw8B2`~ES1 zRK25k_V4qs&w}XD621xi6nIxkI zrE>^`+!nqmbpOmH)iYlWRQhrV(EDjNW@;AoQYNwQ%L&y=YZXI<6jNnM*5wNF1*MG6 zruEV+l?FH`wFGX*DpIK8#d}FG1*zHxp-xbqz+rZ&$fPASD#!oTtfbo5t6jaFE+ELO zNzBz50+;q}gcIhFn#8#wf}n|_YR%f}5GDxU*ihHvSpcW>i(xD%1%-e!jw-krL5|Cw zTSWNfn986ykqJi8S_pkq9hJx|gXIZ1CEft!ffGeVao_O+>iCJ3iU=w+K&z)J&d^k8 zlT1uP0U|O(`GHRybdos62qTXs3!S!U$50XHh-#qNDpaG`7Bx>w;HXV6?|TK}FDgNe z^b|a*KCE7_t31GhC3L7gzID-*pZD;$H1JG)qvcPKx zzuNA95MX;V@=4Z;69cQQbczhTq%i-Y>1cjRCY*1G zlpe5XGJ4Wb6j;b=&rltAbhmiI@Epz)?E(#efF53PcT9WJWz<31*+Tz~NWyOj`Sa?D zC=cEos3Q19)Fctdq78bnh?h$g6;%Z+r@0TmkfNzMw_y=*_x{Kne5aIXJ@RP&iSa9^ zR$h}={U21OmTgheZJ#+heDBJx9q+pML#9(fC^Njm#FGhqc6M+K6g6xgnK4Fy5txfW zop>>~m~$2-0`yfzJko+|9`KAQY_SXX!gXy|ZkANJIJNK0!9OVHx*Rwhhmz~q#cY?P z-c+)bp?t#f5_A}NDA`zp^%Iaa94}dRTP39hyKk%Iko9%RfaHTO1$<9R7Gzu)Kx*Fx zESb7Kn)%q^ML#^$ z(UdeGk_9}VCDU=2G-s|`<*2Iv$l2`=AMMMM#!@4wIPQwp+;yvP&VV#-whWcMj9Uw| zfEqy1Udahfsm6J=kBjkw5Qf$l8c7Vwv@;m>2VYI+VuA{u6^|0;6`is%|gIdeP8w{s{kY9EBWEEuePcvli zjGOvrm^$K`6MV?DrymhYNQsCgq*A{mc_ZS@5k-de1~sAFb#~;`q#YX&8WGrBf56w@ zuk=XTRJ`Mvt>~SKo|R!Q4C0wpI~KaYkbr>HKzc@^cnT5oWg{anzW$xgu7BM>wCsrX zUbDYzOqqDXIMlS{K~p(=Vyx7WLv-ekCDk@dNonCNzAy@96WXoou|VtP zt<>p!TiVEl4-9pEC!^;eaI31lYk0%Ap3miyh*e!vX%G&oGn=|~1ALuT+f^!#raMqb zYSOyp$Q2h_6RiPTf&hUy!vu)<8o1~~eAHwUZf1HYb{xbRN5=gL@IXu0uOtbsggOB| zu&yGpMPyo$gII~cRI>=gCX*Qgp9p9Pxt5@iK=G>)h*oL@LSq3zfE(1uCP{TjVyh;g zqo%NdKnUcLHTVhJF1aD07A6!M8cXqaBx!^1z_$lKa>lDB?9GO{LYXw*Fw^jxrPAnP z5@I?91SY)JtGDBVj65_;1pzLwY+rB22?!|MZ&(`(SJ4R90znK;@QdMy)EFo;mW$Ku zX=cVH%t^vT)krglA|tyYmIdUD>1TjSZOH3u#H|Q-i1TY;#zgF(@W_V=eZ@uKG>QiX zu42?ijGmI9u|=Ix98K3JN~vdHX&$oaGE7W?SR^HoL^rWBr;P9>u|337>{X~S*h?u= zb+})(YZ!3_!Ao)v)@hKaxk#pJRq|CMBk=8Ac{CJU8@G%xlp4EX)Fj3dH5fIEw+urX z%*$B9SjLhJ$u>hIHDf1bA0#1T8xmQfLbQ;vWDO;R(Bcgh^78SX^PN*)|9yXc=ez&h zbMCqKcb|Li@1FCVd!FC(ByK0Bo<3%xkT}25tBNi26@Ia6$##CMr8!4Xisw1wM zz?1E#*|d&vcwqk7dY^yv){PsV=#!!+QenCcp+*_LxWAj|R;s$N5Hor%6(N8^-91xV zX8!|TH%_O8m=HuvG+t$nWcP(HD8#NNkw|6ZWuA0#$=q}CKm)MSM;X$JjkU78I)!&D z37bPmX@s@6WaLdjxnKq#pN1j({>hF5Q>l9+h%!J=K2QfUGAGJn=vq`7uDON!>q`?%ar=6oUV9R~L9bKjvh36I3tv^?DG3cu{(+y*HfJQHnz z+j0dS7*HKj*0VdNZGeZtdQ5TPY?%YX{&5Oc(f-9mF61%QtM63)snV*UeZ7pmp zM(>{lkz&KdmXQrAI31?cAMk zc?ZA(Ag$qPPJbo{bU^a0)4H)i7)ToelHld-&<+F{zlMb{`c~+dL~ymsVtK*?dLKT= zkCv5aG(olAC1H{a{7hrfmLV@7TQ%OnQQw!7-jmDBGA<9XXoF!|I$z%ujzPzJA_BWo zobD}d!3)EiA9n74;7oY$2Y0Tx;l~cdD6S31=B;ERzujetVLJr`G!`*Mir-Hyojj2D z<7rG`mGUFSv=}OOFG%s@NbkDR+6i8K^Xe7d&8ul(VJ=NBmT3JYl@m52Eh;CwYVHiFq--lb%KY_61wQJhp) zKd}f)Ka6d1*6Wbrp+|A(#qSQP9sG*$KgTs@sw~;xT3n0oIcG0*4if@SG%T8i8>kT@ zh1%mvQ1dL`l<6}FY(uKE-wU^J&&pkm(-P4egw)E9PcC%bBxyBZ{dpyH3+kVD9bWtD<|BvwTgx5(-?qjAo{uC>bsD`OnvtT z#KlP;Sbbr3$um!_$N)?GK>27FPE8GN!3xjB`lxZzz^pyr9P(QX!Tv+8dNBICf$DE; zGYxNYVtu_b#wO^_N3Z$ln-8Yae7I51!f*9X-!@bURRT&U@GhN>d7jr?@K)O4Z5zl& z6m+=NFnRb$s`}FSvby%HoL}zOrH3E(NQt@ZF3ntvOco*=_gYN%GahK=kfFGwn}!op zFn7#_uL+(-W;uFAG(k4xn`%0D4@*UzC!Ee~2~wj5N2zaNkQo7! zajkRG)3l52+GcehT`fjbI)e+MNt?;7bF4xuc?MNFem%&JK~hX#-YaF)Jg-DP8&-3r zz@ci1y^>zN(Ru%HVpu+HO6bH(E2S$*jz^c3zG~TR0=!g2F4fTju6w(e^@)K9>0#(K zqf?tbwrhupVa15`w2HGFz-qbFi`(pdnRdr{9#^8id}^ILZcsU>2VlPp;5AD5PAQKU z50-{I4H%H^5V23E%-NZ#>A`y0hlsDOxwnP}@bv14Jad_Hi3ew9j{2Q%Y>YDxnm&uV zX=U9uN4bh1tw!6F7f@NP39PaLH(^}K6I-_@W*iwCGmC^G8JHd%G#A8~i$(ZrYYd3y z0ekaadZ`{}!pn4QiIC_k4S>u+PlcSf=EJ$=wMB@|&PNsIhyo=K#O@>!N#(*PmfRIJ z=ax;;_8*y-wCyG@cLb@7Lx@X@}LKr)eVlloPUitx>WfC7=(18 z6|4zvoUf-1?jK2pT7PJ(#u*tJ<404k2R6Hj+vrxO$c@Rqd9Sim={Vz3&(*zz51h9u zup0WKSm%6nOU`b`*E+t-ebT!Qb*=P0gN{q!hcgChAqVf;b*a9;YRGJ<9N*l^UZEx0 zIafo)7v0-hdb_n%y@MY%oqlXOv~Wq>$vLC@%!j$-V%;||ti+=fG7nC2e&#RW6w4rJ zyuV$Un1foxhIC_O=3XSt`^ah0{XdP?R$BC5IKryvGj;*(`edOH`+B&##$EE{uC_p- z7RAD6;~7d%2`=R*t-ZMXl>JAp8Hwp3K2bk+vWnpZw?H9SY`#S67pstfYUJ?*7$pxo zyo=eP)vH9-9NRznF=NDQnF&5bXxj-SXNu3G!s~eHQ;t>7EQO58^mNtU=jB50R4!T|%>@W=nuQ+AH|8b^MngSs16Pm-sGF1WV8e zU3wN9fVg7ZX8GK-7@$3vW+U@FdJ;_oMx=D7wcrS3NJE zz(yUG7x3{&M}Od~m}pJmST+frrVq(o9#>=znPOj|wEew^e^W9*qgwJ=?m_#Q-_D&K zZO_R?p<@{HvY2W|)q{UruQQLDp*Q$JKUy7VbClTn3VkW88J(P#vd-*vc3&<{C=pfT zI0`qABlYeO%k1;-7YOps0wsCT?Y+mezj|1RDmR_hvfi6f6mq}SC*D00@O0!Wz=zbU zU4Di;+&nKA0gGCGJYn!4c8pKry!`Rp3EjHOfO_AtYN}8*>b~Bri5bLiPlTT?c{2LQ zs`tYZIdB9GlV}J9hza^;%B(s7GqQm0>2|IFCqn>%-N&&d-!J1A+~ckVnacu4&Shn9 znTR$mzjnGuSoWF{S>v6DmLMzP{SMLxceGJgdH&sjqgq@osI!{$C+P{xGCNvB3gG9? zQ*qmurxw1XIQ=~O&m0P4M{cFpl9}@#YbXF&p>2tQEESn4{TrYyZ2K=-9gKjV{biqR zM23<6b_9x%tjKKCZ-7#s zte-CWfA_X3k~7ggArLt^Y|q8^H*UWW#Fh)Hsjby8`ew&Q2j8wUE^cq&k0oy_+kbfk zQrCE}xf)RIrikA-DGS^oxra)o=x_A0MeUIMzgV@kA38RgP@fxph-bTf=u?>g E0s Date: Mon, 12 Jan 2015 19:04:01 -0500 Subject: [PATCH 031/163] Update README.md --- README.md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 4a0119a..acccd52 100644 --- a/README.md +++ b/README.md @@ -1,8 +1,12 @@ Plotly IPython Notebooks ======================== +See them on [plot.ly](http://plot.ly/ipython-notebooks). -Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs) + +#####Questions? + +, [@plotlygraphs](https://twitter.com/plotlygraphs) ![Plotly logo](http://i.imgur.com/4vwuxdJ.png) From a3306d453aa06d17f35e56bde327bc309bcb8511 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89tienne=20T=C3=A9treault-Pinard?= Date: Mon, 12 Jan 2015 19:13:41 -0500 Subject: [PATCH 032/163] Update CONTRIBUTING.md --- CONTRIBUTING.md | 69 ++++++++++++++++++++++++++++++++++--------------- 1 file changed, 48 insertions(+), 21 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 8a48d88..9d87e84 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,3 +1,5 @@ +## General info + #### Repo structure @@ -44,8 +46,29 @@ IPython-plotly/ `notebooks//config.json` -See [model](). +See [model](_makescripts/data/config-init.json). +#### References file + +`notebooks/references.json` + +Simply fill in the notebook id. + +```json +{ + "notebooks": [ + "basemap", + "collaborate" + ] +} +``` + +These *need* to be hard-coded in order to preserve the order in which they will apper on the splash page. + + +## How to add a notebook? + +#### Step 0: Make a directory and add ipynb file #### Step 1: Install requirements @@ -53,32 +76,36 @@ See [model](). pip install -r requirements.txt ``` +#### Step 2: +``` +make init nb= +``` -#### References files +and fill in `config.json` (don't forget to remove the comments from the json file). -##### Domain references (auto-generated) +#### Step 3: -[`_published/includes/references.json`](...) +``` +make run nb= +``` +This creates an `html` and `py` version of the notebook -##### Notebook references (auto-generated) -`published/includes//references.json` +#### Step 4: -```json -{ - last_modified: '', - name: (copied over from notebooks/), - title: (copied over from notebooks/), - meta_description: (copied over from notebooks/), - file_ipynb: 'link to ipynb file', - file_py: 'link to py file', - file_zip: false or 'link to zip file (w/ data file)', - requirements: [ - : version-number, - ... - ], - non_pip_deps: [] (copied form notebooks/) -} ``` +make publish nb= +``` + +This puts the html into publishable form, generates the `urls.py` and `sitemaps.py` files and appends the config and references files with auto-generatable fields. + + +#### Step 5: + +``` +make push +``` + +Pushes the published content over to streambed From a44900e7a8b5b56297f65cd0ecb31ae7a9dc92a4 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 12 Jan 2015 19:46:28 -0500 Subject: [PATCH 033/163] hot fix (download links) --- _makescripts/publish.py | 11 ++++++----- _published/includes/basemap/config.json | 6 +++--- _published/includes/collaborate/config.json | 6 +++--- 3 files changed, 12 insertions(+), 11 deletions(-) diff --git a/_makescripts/publish.py b/_makescripts/publish.py index ce76a51..b8056d5 100644 --- a/_makescripts/publish.py +++ b/_makescripts/publish.py @@ -99,17 +99,18 @@ def a_content(div): def append_config(config, arg, path_handler): now = datetime.datetime.now().strftime("%A %d %B %Y") - github_page = path_handler.GLOBALS['GITHUB']['page'] + arg - github_raw = path_handler.GLOBALS['GITHUB']['raw'] + arg + NOTEBOOKS = path_handler.GLOBALS['NOTEBOOKS'] + github_page = path_handler.GLOBALS['GITHUB']['page'] + NOTEBOOKS + github_raw = path_handler.GLOBALS['GITHUB']['raw'] + NOTEBOOKS config = dict( last_modified=now, title=config['title'], title_short=config['title_short'], meta_description=config['meta_description'], - github_url=github_page, - file_ipynb=github_raw + '/' + arg + '.ipynb', - file_py=github_raw + '/' + arg + '.py', + github_url=github_page + '/' + arg, + file_ipynb=github_raw + '/' + arg + '/' + arg + '.ipynb', + file_py=github_raw + '/' + arg + '/' + arg + '.py', ) return config diff --git a/_published/includes/basemap/config.json b/_published/includes/basemap/config.json index 8905cd1..7a621c7 100644 --- a/_published/includes/basemap/config.json +++ b/_published/includes/basemap/config.json @@ -1,9 +1,9 @@ { "meta_description": "An IPython Notebook showing how to make an interactive world map using plotly and Maplotlib Basemap", - "github_url": "https://github.com/plotly/IPython-plotly/blob/master/basemap", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/basemap", "title_short": "Plotly maps", "last_modified": "Monday 12 January 2015", - "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/basemap/basemap.ipynb", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/basemap/basemap.ipynb", "title": "Plotly maps with Matplotlib Basemap", - "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/basemap/basemap.py" + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/basemap/basemap.py" } diff --git a/_published/includes/collaborate/config.json b/_published/includes/collaborate/config.json index 20dce0d..df6dace 100644 --- a/_published/includes/collaborate/config.json +++ b/_published/includes/collaborate/config.json @@ -1,9 +1,9 @@ { "meta_description": "An IPython Notebook showing how to collaboration between different programming languages with plotly", - "github_url": "https://github.com/plotly/IPython-plotly/blob/master/collaborate", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/collaborate", "title_short": "Collaboration with Plotly", "last_modified": "Monday 12 January 2015", - "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/collaborate/collaborate.ipynb", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/collaborate/collaborate.ipynb", "title": "Collaboration with Plotly using Python, R and MATLAB", - "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/collaborate/collaborate.py" + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/collaborate/collaborate.py" } From 4bf9bfc95959c453f7a1c6a7b03e3e945a38ad99 Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 18 Feb 2015 17:11:30 -0500 Subject: [PATCH 034/163] make_subplots notebook --- notebooks/make_subplots/config.json | 7 + notebooks/make_subplots/make_subplots.ipynb | 1703 +++++++++++++++++++ notebooks/references.json | 3 +- 3 files changed, 1712 insertions(+), 1 deletion(-) create mode 100644 notebooks/make_subplots/config.json create mode 100644 notebooks/make_subplots/make_subplots.ipynb diff --git a/notebooks/make_subplots/config.json b/notebooks/make_subplots/config.json new file mode 100644 index 0000000..afd55ca --- /dev/null +++ b/notebooks/make_subplots/config.json @@ -0,0 +1,7 @@ +{ + "title": "Python Subplots with Plotly and make_subplots", + "title_short": "subplots", + "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", + "cells": [0, -1], + "relative_url": "subplots" // url from /IPython-Notebooks/ +} diff --git a/notebooks/make_subplots/make_subplots.ipynb b/notebooks/make_subplots/make_subplots.ipynb new file mode 100644 index 0000000..4a09997 --- /dev/null +++ b/notebooks/make_subplots/make_subplots.ipynb @@ -0,0 +1,1703 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:bc3176b7f7a50b8c30d0e86e487eaff615b8442b27780609adcbe7173a9eaaa8" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Subplots and small multiples\n", + "## with plotly and `plotly.tools.make_subplots`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from plotly import tools # functions to help build plotly graphs\n", + "import plotly.plotly as py # module that communicates with plotly \n", + "from plotly.graph_objs import * # graph objects, subclasses of lists and dicts, that are used to describe plotly graphs" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "/Users/chris/anaconda/lib/python2.7/site-packages/pandas/computation/expressions.py:21: UserWarning: The installed version of numexpr 2.0.1 is not supported in pandas and will be not be used\n", + "The minimum supported version is 2.1\n", + "\n", + " \"version is 2.1\\n\".format(ver=ver), UserWarning)\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Simple subplots" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(rows=2)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ]\n", + "[ (2,1) x2,y2 ]\n", + "\n" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), 1, 1)\n", + "fig.append_trace(Scatter(x=[1,2,3], y=[2,3,2], name='bottom trace'), 2, 1)\n", + "py.iplot(fig, filename='subplot example')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 3, + "text": [ + "" + ] + } + ], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Shared axes" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(rows=2, shared_xaxes=True, print_grid=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ]\n", + "[ (2,1) x1,y2 ]\n", + "\n" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)\n", + "fig.append_trace(Scatter(x=[2,3,4], y=[2,3,2]), 2, 1)\n", + "py.iplot(fig, filename='shared xaxis')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### loops" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "nr = 6\n", + "nc = 6\n", + "fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "for i in range(1, nr+1):\n", + " for j in range(1, nc+1):\n", + " fig.append_trace(Scatter(x=[1], y=[1], \n", + " text=['({}, {})'.format(i,j)], \n", + " mode='markers+text',\n", + " textposition='top'), row=i, col=j)\n", + "\n", + "fig['layout']['showlegend'] = False\n", + "py.iplot(fig, filename='6x6')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### ... with shared axes" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "nr = 6\n", + "nc = 6\n", + "fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False,\n", + " shared_xaxes=True, shared_yaxes=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "for i in range(1, nr+1):\n", + " for j in range(1, nc+1):\n", + " fig.append_trace(Scatter(x=[1], y=[1], \n", + " text=['({}, {})'.format(i,j)], \n", + " mode='markers+text',\n", + " textposition='top'), row=i, col=j)\n", + "\n", + "fig['layout']['showlegend'] = False\n", + "py.iplot(fig, filename='6x6 shared')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### insets" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.7}],\n", + " print_grid=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ]\n", + "\n", + "With insets:\n", + "[ x2,y2 ] over [ (1,1) x1,y1 ]\n", + "\n" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)\n", + "fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + "py.iplot(fig, filename='inset example')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": [ + "" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### spanning columns" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(rows=2, cols=2,\n", + " specs=[[{}, {}],\n", + " [{'colspan': 2}, None]],\n", + " print_grid=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + "[ (2,1) x3,y3 - ]\n", + "\n" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=1)\n", + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=2)\n", + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=2, col=1)\n", + "\n", + "py.iplot(fig, filename='irregular spacing')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### unique arrangements" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(rows=5, cols=2,\n", + " specs=[[{}, {'rowspan': 2}],\n", + " [{}, None],\n", + " [{'rowspan': 2, 'colspan': 2}, None],\n", + " [None, None],\n", + " [{}, {}]],\n", + " print_grid=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + "[ (2,1) x3,y3 ] | \n", + "[ (3,1) x4,y4 - ]\n", + " | | \n", + "[ (5,1) x5,y5 ] [ (5,2) x6,y6 ]\n", + "\n" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,1)'), 1, 1)\n", + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(2,1)'), 2, 1)\n", + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(3,1)'), 3, 1)\n", + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,1)'), 5, 1)\n", + "\n", + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,2)'), 1, 2)\n", + "fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,2)'), 5, 2)\n", + "\n", + "py.iplot(fig, filename='subplot unique arrangement')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### walkthrough" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`tools.make_subplots` *generates* `Figure` objects for you.\n", + "\n", + "Need some help? Call `help`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "help(tools.make_subplots)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on function make_subplots in module plotly.tools:\n", + "\n", + "make_subplots(rows=1, cols=1, shared_xaxes=False, shared_yaxes=False, start_cell='top-left', print_grid=True, **kwargs)\n", + " Return an instance of plotly.graph_objs.Figure\n", + " with the subplots domain set in 'layout'.\n", + " \n", + " Example 1:\n", + " # stack two subplots vertically\n", + " fig = tools.make_subplots(rows=2)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x2,y2 ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " \n", + " # or see Figure.append_trace\n", + " \n", + " Example 2:\n", + " # subplots with shared x axes\n", + " fig = tools.make_subplots(rows=2, shared_xaxes=True)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x1,y2 ]\n", + " \n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], yaxis='y2')]\n", + " \n", + " Example 3:\n", + " # irregular subplot layout (more examples below under 'specs')\n", + " fig = tools.make_subplots(rows=2, cols=2,\n", + " specs=[[{}, {}],\n", + " [{'colspan': 2}, None]])\n", + " \n", + " This is the format of your plot grid!\n", + " [ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + " [ (2,1) x3,y3 - ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x3', yaxis='y3')]\n", + " \n", + " Example 4:\n", + " # insets\n", + " fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.3}])\n", + " \n", + " This is the format of your plot grid!\n", + " [ (1,1) x1,y1 ]\n", + " \n", + " With insets:\n", + " [ x2,y2 ] over [ (1,1) x1,y1 ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " \n", + " Keywords arguments with constant defaults:\n", + " \n", + " rows (kwarg, int greater than 0, default=1):\n", + " Number of rows in the subplot grid.\n", + " \n", + " cols (kwarg, int greater than 0, default=1):\n", + " Number of columns in the subplot grid.\n", + " \n", + " shared_xaxes (kwarg, boolean or list, default=False)\n", + " Assign shared x axes.\n", + " If True, subplots in the same grid column have one common\n", + " shared x-axis at the bottom of the gird.\n", + " \n", + " To assign shared x axes per subplot grid cell (see 'specs'),\n", + " send list (or list of lists, one list per shared x axis)\n", + " of cell index tuples.\n", + " \n", + " shared_yaxes (kwarg, boolean or list, default=False)\n", + " Assign shared y axes.\n", + " If True, subplots in the same grid row have one common\n", + " shared y-axis on the left-hand side of the gird.\n", + " \n", + " To assign shared y axes per subplot grid cell (see 'specs'),\n", + " send list (or list of lists, one list per shared y axis)\n", + " of cell index tuples.\n", + " \n", + " start_cell (kwarg, 'bottom-left' or 'top-left', default='top-left')\n", + " Choose the starting cell in the subplot grid used to set the\n", + " domains of the subplots.\n", + " \n", + " print_grid (kwarg, boolean, default=True):\n", + " If True, prints a tab-delimited string representation of\n", + " your plot grid.\n", + " \n", + " Keyword arguments with variable defaults:\n", + " \n", + " horizontal_spacing (kwarg, float in [0,1], default=0.2 / cols):\n", + " Space between subplot columns.\n", + " Applies to all columns (use 'specs' subplot-dependents spacing)\n", + " \n", + " vertical_spacing (kwarg, float in [0,1], default=0.3 / rows):\n", + " Space between subplot rows.\n", + " Applies to all rows (use 'specs' subplot-dependents spacing)\n", + " \n", + " specs (kwarg, list of lists of dictionaries):\n", + " Subplot specifications.\n", + " \n", + " ex1: specs=[[{}, {}], [{'colspan': 2}, None]]\n", + " \n", + " ex2: specs=[[{'rowspan': 2}, {}], [None, {}]]\n", + " \n", + " - Indices of the outer list correspond to subplot grid rows\n", + " starting from the bottom. The number of rows in 'specs'\n", + " must be equal to 'rows'.\n", + " \n", + " - Indices of the inner lists correspond to subplot grid columns\n", + " starting from the left. The number of columns in 'specs'\n", + " must be equal to 'cols'.\n", + " \n", + " - Each item in the 'specs' list corresponds to one subplot\n", + " in a subplot grid. (N.B. The subplot grid has exactly 'rows'\n", + " times 'cols' cells.)\n", + " \n", + " - Use None for blank a subplot cell (or to move pass a col/row span).\n", + " \n", + " - Note that specs[0][0] has the specs of the 'start_cell' subplot.\n", + " \n", + " - Each item in 'specs' is a dictionary.\n", + " The available keys are:\n", + " \n", + " * is_3d (boolean, default=False): flag for 3d scenes\n", + " * colspan (int, default=1): number of subplot columns\n", + " for this subplot to span.\n", + " * rowspan (int, default=1): number of subplot rows\n", + " for this subplot to span.\n", + " * l (float, default=0.0): padding left of cell\n", + " * r (float, default=0.0): padding right of cell\n", + " * t (float, default=0.0): padding right of cell\n", + " * b (float, default=0.0): padding bottom of cell\n", + " \n", + " - Use 'horizontal_spacing' and 'vertical_spacing' to adjust\n", + " the spacing in between the subplots.\n", + " \n", + " insets (kwarg, list of dictionaries):\n", + " Inset specifications.\n", + " \n", + " - Each item in 'insets' is a dictionary.\n", + " The available keys are:\n", + " \n", + " * cell (tuple, default=(1,1)): (row, col) index of the\n", + " subplot cell to overlay inset axes onto.\n", + " * is_3d (boolean, default=False): flag for 3d scenes\n", + " * l (float, default=0.0): padding left of inset\n", + " in fraction of cell width\n", + " * w (float or 'to_end', default='to_end') inset width\n", + " in fraction of cell width ('to_end': to cell right edge)\n", + " * b (float, default=0.0): padding bottom of inset\n", + " in fraction of cell height\n", + " * h (float or 'to_end', default='to_end') inset height\n", + " in fraction of cell height ('to_end': to cell top edge)\n", + "\n" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig = tools.make_subplots(rows=2)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ]\n", + "[ (2,1) x2,y2 ]\n", + "\n" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`fig` is a subclass of a `dict`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print fig" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "{'data': [], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}}}\n" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`to.string()` pretty prints the object" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print fig.to_string()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Figure(\n", + " data=Data(),\n", + " layout=Layout(\n", + " xaxis1=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y1'\n", + " ),\n", + " xaxis2=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y2'\n", + " ),\n", + " yaxis1=YAxis(\n", + " domain=[0.575, 1.0],\n", + " anchor='x1'\n", + " ),\n", + " yaxis2=YAxis(\n", + " domain=[0.0, 0.425],\n", + " anchor='x2'\n", + " )\n", + " )\n", + ")\n" + ] + } + ], + "prompt_number": 19 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`fig` subclasses a `dict`, so access members just like you would in a `dict`" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig['layout']" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": [ + "{'xaxis1': {'anchor': 'y1', 'domain': [0.0, 1.0]},\n", + " 'xaxis2': {'anchor': 'y2', 'domain': [0.0, 1.0]},\n", + " 'yaxis1': {'anchor': 'x1', 'domain': [0.575, 1.0]},\n", + " 'yaxis2': {'anchor': 'x2', 'domain': [0.0, 0.425]}}" + ] + } + ], + "prompt_number": 20 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "it's a bit different than a straight dictionary because only certain keys are allowed.\n", + "\n", + "each key and value describes something about a plotly graph, so it's pretty strict.\n", + "\n", + "for example, you can't initialize a `Figure` with an invalid key. we'll throw an exception." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "Figure(nonsense=3)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "ename": "PlotlyDictKeyError", + "evalue": "Invalid key, 'nonsense', for class, 'Figure'.\n\nRun 'help(plotly.graph_objs.Figure)' for more information.\n\nPath To Error:\n['nonsense']\n\nAdditional Notes:\nCouldn't find uses for key: 'nonsense'\n\n", + "output_type": "pyerr", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mPlotlyDictKeyError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnonsense\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 918\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'layout'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 919\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'layout'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLayout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 920\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 921\u001b[0m \u001b[0mFigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m__init__\u001b[0m \u001b[0;31m# override method!\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 922\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 310\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mclass_name\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'PlotlyTrace'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mclass_name\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'Trace'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 311\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNAME_TO_KEY\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mclass_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 312\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 313\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'PlotlyDict'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 314\u001b[0m warnings.warn(\"\\nThe PlotlyDict class is a base class of \"\n", + "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36mvalidate\u001b[0;34m(self, caller)\u001b[0m\n\u001b[1;32m 598\u001b[0m raise exceptions.PlotlyDictKeyError(obj=self,\n\u001b[1;32m 599\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m notes=notes)\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m def to_string(self, level=0, indent=4, eol='\\n',\n", + "\u001b[0;31mPlotlyDictKeyError\u001b[0m: Invalid key, 'nonsense', for class, 'Figure'.\n\nRun 'help(plotly.graph_objs.Figure)' for more information.\n\nPath To Error:\n['nonsense']\n\nAdditional Notes:\nCouldn't find uses for key: 'nonsense'\n\n" + ] + } + ], + "prompt_number": 21 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "so, which keys are accepted? call `help`! also check out [https://plot.ly/python/reference/](https://plot.ly/python/reference/)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "help(fig['layout'])" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on Layout in module plotly.graph_objs.graph_objs object:\n", + "\n", + "class Layout(PlotlyDict)\n", + " | A dictionary-like object containing specification of the layout of a plotly\n", + " | figure.\n", + " | \n", + " | Online examples:\n", + " | \n", + " | https://plot.ly/python/figure-labels/\n", + " | https://plot.ly/python/axes/\n", + " | https://plot.ly/python/bar-charts/\n", + " | https://plot.ly/python/log-plot/\n", + " | \n", + " | Parent key:\n", + " | \n", + " | layout\n", + " | \n", + " | Quick method reference:\n", + " | \n", + " | Layout.update(changes)\n", + " | Layout.strip_style()\n", + " | Layout.get_data()\n", + " | Layout.to_graph_objs()\n", + " | Layout.validate()\n", + " | Layout.to_string()\n", + " | Layout.force_clean()\n", + " | \n", + " | Valid keys:\n", + " | \n", + " | title [required=False] (value=a string):\n", + " | The title of the figure.\n", + " | \n", + " | titlefont [required=False] (value=Font object | dictionary-like object):\n", + " | Links a dictionary-like object describing the font settings of the\n", + " | figure's title.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Font)`\n", + " | \n", + " | font [required=False] (value=Font object | dictionary-like object):\n", + " | Links a dictionary-like object describing the global font settings\n", + " | for this figure (e.g. all axis titles and labels).\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Font)`\n", + " | \n", + " | showlegend [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not the legend will be shown in this figure.\n", + " | \n", + " | autosize [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not the dimensions of the figure are automatically\n", + " | picked by Plotly. Plotly picks figure's dimensions as a function of\n", + " | your machine's display resolution. Once 'autosize' is set to False,\n", + " | the figure's dimensions can be set with 'width' and 'height'.\n", + " | \n", + " | width [required=False] (value=number: x > 0):\n", + " | Sets the width in pixels of the figure you are generating.\n", + " | \n", + " | height [required=False] (value=number: x > 0):\n", + " | Sets the height in pixels of the figure you are generating.\n", + " | \n", + " | xaxis [required=False] (value=XAxis object | dictionary-like object):\n", + " | Links a dictionary-like object describing an x-axis (i.e. an\n", + " | horizontal axis). The first XAxis object can be entered into\n", + " | 'layout' by linking it to 'xaxis' OR 'xaxis1', both keys are\n", + " | identical to Plotly. To create references other than x-axes, you\n", + " | need to define them in 'layout' using keys 'xaxis2', 'xaxis3' and so\n", + " | on. Note that in 3D plots, XAxis objects must be linked from a Scene\n", + " | object.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.XAxis)`\n", + " | \n", + " | yaxis [required=False] (value=YAxis object | dictionary-like object):\n", + " | Links a dictionary-like object describing an y-axis (i.e. an\n", + " | vertical axis). The first YAxis object can be entered into 'layout'\n", + " | by linking it to 'yaxis' OR 'yaxis1', both keys are identical to\n", + " | Plotly. To create references other than y-axes, you need to define\n", + " | them in 'layout' using keys 'yaxis2', 'yaxis3' and so on. Note that\n", + " | in 3D plots, YAxis objects must be linked from a Scene object.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.YAxis)`\n", + " | \n", + " | legend [required=False] (value=Legend object | dictionary-like object):\n", + " | Links a dictionary-like object containing the legend parameters for\n", + " | this figure.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Legend)`\n", + " | \n", + " | annotations [required=False] (value=Annotations object | list-like\n", + " | object of one or several dictionary-like object):\n", + " | Links a list-like object that contains one or multiple annotation\n", + " | dictionary-like objects.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Annotations)`\n", + " | \n", + " | margin [required=False] (value=Margin object | dictionary-like object):\n", + " | Links a dictionary-like object containing the margin parameters for\n", + " | this figure.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Margin)`\n", + " | \n", + " | paper_bgcolor [required=False] (value=a string describing color):\n", + " | Sets the color of the figure's paper (i.e. area representing the\n", + " | canvas of the figure).\n", + " | \n", + " | Examples:\n", + " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", + " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", + " | \n", + " | plot_bgcolor [required=False] (value=a string describing color):\n", + " | Sets the background color of the plot (i.e. the area laying inside\n", + " | this figure's axes.\n", + " | \n", + " | Examples:\n", + " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", + " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", + " | \n", + " | hovermode [required=False] (value='closest' | 'x' | 'y'):\n", + " | Sets this figure's behavior when a user hovers over it. When set to\n", + " | 'x', all data sharing the same 'x' coordinate will be shown on\n", + " | screen with corresponding trace labels. When set to 'y' all data\n", + " | sharing the same 'y' coordinates will be shown on the screen with\n", + " | corresponding trace labels. When set to 'closest', information about\n", + " | the data point closest to where the viewer is hovering will appear.\n", + " | \n", + " | dragmode [required=False] (value='zoom' | 'pan' | 'rotate' (in 3D\n", + " | plots)):\n", + " | Sets this figure's behavior when a user preforms a mouse 'drag' in\n", + " | the plot area. When set to 'zoom', a portion of the plot will be\n", + " | highlighted, when the viewer exits the drag, this highlighted\n", + " | section will be zoomed in on. When set to 'pan', data in the plot\n", + " | will move along with the viewers dragging motions. A user can always\n", + " | depress the 'shift' key to access the whatever functionality has not\n", + " | been set as the default. In 3D plots, the default drag mode is\n", + " | 'rotate' which rotates the scene.\n", + " | \n", + " | separators [required=False] (value=a two-character string):\n", + " | Sets the decimal (the first character) and thousands (the second\n", + " | character) separators to be displayed on this figure's tick labels\n", + " | and hover mode. This is meant for internationalization purposes. For\n", + " | example, if 'separator' is set to ', ', then decimals are separated\n", + " | by commas and thousands by spaces. One may have to set\n", + " | 'exponentformat' to 'none' in the corresponding axis object(s) to\n", + " | see the effects.\n", + " | \n", + " | barmode [required=False] (value='stack' | 'group' | 'overlay'):\n", + " | For bar and histogram plots only. This sets how multiple bar objects\n", + " | are plotted together. In other words, this defines how bars at the\n", + " | same location appear on the plot. If set to 'stack' the bars are\n", + " | stacked on top of one another. If set to 'group', the bars are\n", + " | plotted next to one another, centered around the shared location. If\n", + " | set to 'overlay', the bars are simply plotted over one another, you\n", + " | may need to set the opacity to see this.\n", + " | \n", + " | bargap [required=False] (value=number: x in [0, 1)):\n", + " | For bar and histogram plots only. Sets the gap between bars (or sets\n", + " | of bars) at different locations.\n", + " | \n", + " | bargroupgap [required=False] (value=number: x in [0, 1)):\n", + " | For bar and histogram plots only. Sets the gap between bars in the\n", + " | same group. That is, when multiple bar objects are plotted and share\n", + " | the same locations, this sets the distance between bars at each\n", + " | location.\n", + " | \n", + " | boxmode [required=False] (value='overlay' | 'group'):\n", + " | For box plots only. Sets how groups of box plots appear. If set to\n", + " | 'overlay', a group of boxes will be plotted directly on top of one\n", + " | another at their specified location. If set to 'group', the boxes\n", + " | will be centered around their shared location, but they will not\n", + " | overlap.\n", + " | \n", + " | boxgap [required=False] (value=number: x in [0, 1)):\n", + " | For box plots only. Sets the gap between boxes at different\n", + " | locations (i.e. x-labels). If there are multiple boxes at a single\n", + " | x-label, then this sets the gap between these sets of boxes.For\n", + " | example, if 0, then there is no gap between boxes. If 0.25, then\n", + " | this gap occupies 25% of the available space and the box width (or\n", + " | width of the set of boxes) occupies the remaining 75%.\n", + " | \n", + " | boxgroupgap [required=False] (value=number: x in [0, 1)):\n", + " | For box plots only. Sets the gap between boxes in the same group,\n", + " | where a group is the set of boxes with the same location (i.e.\n", + " | x-label). For example, if 0, then there is no gap between boxes. If\n", + " | 0.25, then this gap occupies 25% of the available space and the box\n", + " | width occupies the remaining 75%.\n", + " | \n", + " | radialaxis [required=False] (value=RadialAxis object | dictionary-like\n", + " | object):\n", + " | Links a dictionary-like object describing the radial axis in a polar\n", + " | plot.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.RadialAxis)`\n", + " | \n", + " | angularaxis [required=False] (value=AngularAxis object | dictionary-like\n", + " | object):\n", + " | Links a dictionary-like object describing the angular axis in a\n", + " | polar plot.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.AngularAxis)`\n", + " | \n", + " | scene [required=False] (value=Scene object | dictionary-like object):\n", + " | Links a dictionary-like object describing a scene in a 3D plot. The\n", + " | first Scene object can be entered into 'layout' by linking it to\n", + " | 'scene' OR 'scene1', both keys are identical to Plotly. Link\n", + " | subsequent Scene objects using 'scene2', 'scene3', etc.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Scene)`\n", + " | \n", + " | direction [required=False] (value='clockwise' | 'counterclockwise'):\n", + " | For polar plots only. Sets the direction corresponding to positive\n", + " | angles.\n", + " | \n", + " | orientation [required=False] (value=number: x in [-360, 360]):\n", + " | For polar plots only. Rotates the entire polar by the given angle.\n", + " | \n", + " | hidesources [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not an annotation citing the data source is placed\n", + " | at the bottom-right corner of the figure.This key has an effect only\n", + " | on graphs that have been generated from forked graphs from plot.ly.\n", + " | \n", + " | Method resolution order:\n", + " | Layout\n", + " | PlotlyDict\n", + " | __builtin__.dict\n", + " | __builtin__.object\n", + " | \n", + " | Methods defined here:\n", + " | \n", + " | __init__(self, *args, **kwargs)\n", + " | \n", + " | force_clean(self, caller=True)\n", + " | Attempts to convert to graph_objs and call force_clean() on values.\n", + " | \n", + " | Calling force_clean() on a Layout will ensure that the object is\n", + " | valid and may be sent to plotly. This process will also remove any\n", + " | entries that end up with a length == 0.\n", + " | \n", + " | Careful! This will delete any invalid entries *silently*.\n", + " | \n", + " | This method differs from the parent (PlotlyDict) method in that it\n", + " | must check for an infinite number of possible axis keys, i.e. 'xaxis',\n", + " | 'xaxis1', 'xaxis2', 'xaxis3', etc. Therefore, it cannot make a call\n", + " | to super...\n", + " | \n", + " | to_graph_objs(self, caller=True)\n", + " | Walk obj, convert dicts and lists to plotly graph objs.\n", + " | \n", + " | For each key in the object, if it corresponds to a special key that\n", + " | should be associated with a graph object, the ordinary dict or list\n", + " | will be reinitialized as a special PlotlyDict or PlotlyList of the\n", + " | appropriate `kind`.\n", + " | \n", + " | to_string(self, level=0, indent=4, eol='\\n', pretty=True, max_chars=80)\n", + " | Returns a formatted string showing graph_obj constructors.\n", + " | \n", + " | Example:\n", + " | \n", + " | print(obj.to_string())\n", + " | \n", + " | Keyword arguments:\n", + " | level (default = 0) -- set number of indentations to start with\n", + " | indent (default = 4) -- set indentation amount\n", + " | eol (default = '\\n') -- set end of line character(s)\n", + " | pretty (default = True) -- curtail long list output with a '...'\n", + " | max_chars (default = 80) -- set max characters per line\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Methods inherited from PlotlyDict:\n", + " | \n", + " | __setitem__(self, key, value)\n", + " | \n", + " | get_data(self)\n", + " | Returns the JSON for the plot with non-data elements stripped.\n", + " | \n", + " | get_ordered(self, caller=True)\n", + " | \n", + " | strip_style(self)\n", + " | Strip style from the current representation.\n", + " | \n", + " | All PlotlyDicts and PlotlyLists are guaranteed to survive the\n", + " | stripping process, though they made be left empty. This is allowable.\n", + " | \n", + " | Keys that will be stripped in this process are tagged with\n", + " | `'type': 'style'` in graph_objs_meta.json.\n", + " | \n", + " | This process first attempts to convert nested collections from dicts\n", + " | or lists to subclasses of PlotlyList/PlotlyDict. This process forces\n", + " | a validation, which may throw exceptions.\n", + " | \n", + " | Then, each of these objects call `strip_style` on themselves and so\n", + " | on, recursively until the entire structure has been validated and\n", + " | stripped.\n", + " | \n", + " | update(self, dict1=None, **dict2)\n", + " | Update current dict with dict1 and then dict2.\n", + " | \n", + " | This recursively updates the structure of the original dictionary-like\n", + " | object with the new entries in the second and third objects. This\n", + " | allows users to update with large, nested structures.\n", + " | \n", + " | Note, because the dict2 packs up all the keyword arguments, you can\n", + " | specify the changes as a list of keyword agruments.\n", + " | \n", + " | Examples:\n", + " | # update with dict\n", + " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", + " | update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))\n", + " | obj.update(update_dict)\n", + " | obj\n", + " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", + " | \n", + " | # update with list of keyword arguments\n", + " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", + " | obj.update(title='new title', xaxis=dict(domain=[0,.8]))\n", + " | obj\n", + " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", + " | \n", + " | This 'fully' supports duck-typing in that the call signature is\n", + " | identical, however this differs slightly from the normal update\n", + " | method provided by Python's dictionaries.\n", + " | \n", + " | validate(self, caller=True)\n", + " | Recursively check the validity of the keys in a PlotlyDict.\n", + " | \n", + " | The valid keys constitute the entries in each object\n", + " | dictionary in graph_objs_meta.json\n", + " | \n", + " | The validation process first requires that all nested collections be\n", + " | converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,\n", + " | each of these objects call `validate` and so on, recursively,\n", + " | until the entire object has been validated.\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Data descriptors inherited from PlotlyDict:\n", + " | \n", + " | __dict__\n", + " | dictionary for instance variables (if defined)\n", + " | \n", + " | __weakref__\n", + " | list of weak references to the object (if defined)\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Methods inherited from __builtin__.dict:\n", + " | \n", + " | __cmp__(...)\n", + " | x.__cmp__(y) <==> cmp(x,y)\n", + " | \n", + " | __contains__(...)\n", + " | D.__contains__(k) -> True if D has a key k, else False\n", + " | \n", + " | __delitem__(...)\n", + " | x.__delitem__(y) <==> del x[y]\n", + " | \n", + " | __eq__(...)\n", + " | x.__eq__(y) <==> x==y\n", + " | \n", + " | __ge__(...)\n", + " | x.__ge__(y) <==> x>=y\n", + " | \n", + " | __getattribute__(...)\n", + " | x.__getattribute__('name') <==> x.name\n", + " | \n", + " | __getitem__(...)\n", + " | x.__getitem__(y) <==> x[y]\n", + " | \n", + " | __gt__(...)\n", + " | x.__gt__(y) <==> x>y\n", + " | \n", + " | __iter__(...)\n", + " | x.__iter__() <==> iter(x)\n", + " | \n", + " | __le__(...)\n", + " | x.__le__(y) <==> x<=y\n", + " | \n", + " | __len__(...)\n", + " | x.__len__() <==> len(x)\n", + " | \n", + " | __lt__(...)\n", + " | x.__lt__(y) <==> x x!=y\n", + " | \n", + " | __repr__(...)\n", + " | x.__repr__() <==> repr(x)\n", + " | \n", + " | __sizeof__(...)\n", + " | D.__sizeof__() -> size of D in memory, in bytes\n", + " | \n", + " | clear(...)\n", + " | D.clear() -> None. Remove all items from D.\n", + " | \n", + " | copy(...)\n", + " | D.copy() -> a shallow copy of D\n", + " | \n", + " | fromkeys(...)\n", + " | dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.\n", + " | v defaults to None.\n", + " | \n", + " | get(...)\n", + " | D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n", + " | \n", + " | has_key(...)\n", + " | D.has_key(k) -> True if D has a key k, else False\n", + " | \n", + " | items(...)\n", + " | D.items() -> list of D's (key, value) pairs, as 2-tuples\n", + " | \n", + " | iteritems(...)\n", + " | D.iteritems() -> an iterator over the (key, value) items of D\n", + " | \n", + " | iterkeys(...)\n", + " | D.iterkeys() -> an iterator over the keys of D\n", + " | \n", + " | itervalues(...)\n", + " | D.itervalues() -> an iterator over the values of D\n", + " | \n", + " | keys(...)\n", + " | D.keys() -> list of D's keys\n", + " | \n", + " | pop(...)\n", + " | D.pop(k[,d]) -> v, remove specified key and return the corresponding value.\n", + " | If key is not found, d is returned if given, otherwise KeyError is raised\n", + " | \n", + " | popitem(...)\n", + " | D.popitem() -> (k, v), remove and return some (key, value) pair as a\n", + " | 2-tuple; but raise KeyError if D is empty.\n", + " | \n", + " | setdefault(...)\n", + " | D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D\n", + " | \n", + " | values(...)\n", + " | D.values() -> list of D's values\n", + " | \n", + " | viewitems(...)\n", + " | D.viewitems() -> a set-like object providing a view on D's items\n", + " | \n", + " | viewkeys(...)\n", + " | D.viewkeys() -> a set-like object providing a view on D's keys\n", + " | \n", + " | viewvalues(...)\n", + " | D.viewvalues() -> an object providing a view on D's values\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Data and other attributes inherited from __builtin__.dict:\n", + " | \n", + " | __hash__ = None\n", + " | \n", + " | __new__ = \n", + " | T.__new__(S, ...) -> a new object with type S, a subtype of T\n", + "\n" + ] + } + ], + "prompt_number": 22 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig['layout']['title'] = 'two subplots'" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 23 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`fig.append_trace` is a helper function for binding trace objects to axes. need some help? call `help`!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "help(fig.append_trace)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on method append_trace in module plotly.graph_objs.graph_objs:\n", + "\n", + "append_trace(self, trace, row, col) method of plotly.graph_objs.graph_objs.Figure instance\n", + " Helper function to add a data traces to your figure\n", + " that is bound to axes at the row, col index.\n", + " \n", + " The row, col index is generated from figures created with\n", + " plotly.tools.make_subplots and can be viewed with Figure.print_grid.\n", + " \n", + " Example:\n", + " # stack two subplots vertically\n", + " fig = tools.make_subplots(rows=2)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x2,y2 ]\n", + " \n", + " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)\n", + " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 2, 1)\n", + " \n", + " Arguments:\n", + " \n", + " trace (plotly trace object):\n", + " The data trace to be bound.\n", + " \n", + " row (int):\n", + " Subplot row index on the subplot grid (see Figure.print_grid)\n", + " \n", + " col (int):\n", + " Subplot column index on the subplot grid (see Figure.print_grid)\n", + "\n" + ] + } + ], + "prompt_number": 24 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), row=1, col=1) # (row, col) match with the subplot arrangment that was printed out\n", + "fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='bottom trace'), row=2, col=1)\n", + "print fig" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "{'data': [{'name': 'top trace', 'yaxis': 'y1', 'xaxis': 'x1', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}, {'name': 'bottom trace', 'yaxis': 'y2', 'xaxis': 'x2', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}, 'title': 'two subplots'}}\n" + ] + } + ], + "prompt_number": 25 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "print fig.to_string()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Figure(\n", + " data=Data([\n", + " Scatter(\n", + " x=[1, 2, 3],\n", + " y=[2, 1, 2],\n", + " name='top trace',\n", + " xaxis='x1',\n", + " yaxis='y1'\n", + " ),\n", + " Scatter(\n", + " x=[1, 2, 3],\n", + " y=[2, 1, 2],\n", + " name='bottom trace',\n", + " xaxis='x2',\n", + " yaxis='y2'\n", + " )\n", + " ]),\n", + " layout=Layout(\n", + " title='two subplots',\n", + " xaxis1=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y1'\n", + " ),\n", + " xaxis2=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y2'\n", + " ),\n", + " yaxis1=YAxis(\n", + " domain=[0.575, 1.0],\n", + " anchor='x1'\n", + " ),\n", + " yaxis2=YAxis(\n", + " domain=[0.0, 0.425],\n", + " anchor='x2'\n", + " )\n", + " )\n", + ")\n" + ] + } + ], + "prompt_number": 26 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "see the two Scatter traces in `fig['data']` above? we just inserted those!\n", + "\n", + "to view this graph, send it over to your plotly account" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(fig, filename='subplot example')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 27, + "text": [ + "" + ] + } + ], + "prompt_number": 27 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "now take a look at the examples above. in each case, we're just specifying a subplot arrangment and appending traces to the subplot coordinates that were printed\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import display, HTML\n", + "import urllib2\n", + "url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css'\n", + "display(HTML(urllib2.urlopen(url).read()))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "\n", + "\n" + ], + "metadata": {}, + "output_type": "display_data", + "text": [ + "" + ] + } + ], + "prompt_number": 28 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/references.json b/notebooks/references.json index 81301e4..7313326 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,6 +1,7 @@ { "notebooks": [ "basemap", - "collaborate" + "collaborate", + "make_subplots" ] } From d2e790c02d4af44c8c242a4d177d55f1bf3799bc Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 18 Feb 2015 17:48:21 -0500 Subject: [PATCH 035/163] run, publish, push --- _published/includes/make_subplots/body.html | 276 ++++ _published/includes/make_subplots/config.json | 9 + _published/includes/references.json | 13 +- _published/sitemaps.py | 13 + _published/urls.py | 7 +- notebooks/make_subplots/config.json | 10 +- notebooks/make_subplots/make_subplots.ipynb | 1177 +---------------- notebooks/make_subplots/make_subplots.py | 250 ++++ 8 files changed, 628 insertions(+), 1127 deletions(-) create mode 100644 _published/includes/make_subplots/body.html create mode 100644 _published/includes/make_subplots/config.json create mode 100644 notebooks/make_subplots/make_subplots.py diff --git a/_published/includes/make_subplots/body.html b/_published/includes/make_subplots/body.html new file mode 100644 index 0000000..52941e6 --- /dev/null +++ b/_published/includes/make_subplots/body.html @@ -0,0 +1,276 @@ +

    +
    +
    +
    +
    +
    +
    +

    + Subplots and small multiples +

    +

    + with plotly and + + plotly.tools.make_subplots + +

    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    from plotly import tools        # functions to help build plotly graphs
+import plotly.plotly as py      # module that communicates with plotly 
+from plotly.graph_objs import * # graph objects, subclasses of lists and dicts, that are used to describe plotly graphs
+
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    + 
    +/Users/chris/anaconda/lib/python2.7/site-packages/pandas/computation/expressions.py:21: UserWarning: The installed version of numexpr 2.0.1 is not supported in pandas and will be not be used
+The minimum supported version is 2.1
+
+  "version is 2.1\n".format(ver=ver), UserWarning)
+
+
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +

    + Simple subplots +

    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    fig = tools.make_subplots(rows=2)
+
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    + 
    +This is the format of your plot grid:
+[ (1,1) x1,y1 ]
+[ (2,1) x2,y2 ]
+
+
+
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), 1, 1)
+fig.append_trace(Scatter(x=[1,2,3], y=[2,3,2], name='bottom trace'), 2, 1)
+py.iplot(fig, filename='subplot example')
+
    +
    +
    +
    +
    +
    +
    +
    + +
    + +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +

    + Shared axes +

    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    fig = tools.make_subplots(rows=2, shared_xaxes=True, print_grid=True)
+
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    + 
    +This is the format of your plot grid:
+[ (1,1) x1,y1 ]
+[ (2,1) x1,y2 ]
+
+
+
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)
+fig.append_trace(Scatter(x=[2,3,4], y=[2,3,2]), 2, 1)
+py.iplot(fig, filename='shared xaxis')
+
    +
    +
    +
    +
    +
    +
    +
    + +
    + +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +

    + loops +

    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    nr = 6
+nc = 6
+fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False)
+
    +
    +
    +
    +
    +
    +
    +
    + +
    +
    +
    + 
    for i in range(1, nr+1):
+    for j in range(1, nc+1):
+        fig.append_trace(Scatter(x=[1], y=[1], 
+                                 text=['({}, {})'.format(i,j)], 
+                                 mode='markers+text',
+                                 textposition='top'), row=i, col=j)
+
+fig['layout']['showlegend'] = False
+py.iplot(fig, filename='6x6')
+
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    +
    \ No newline at end of file diff --git a/_published/includes/make_subplots/config.json b/_published/includes/make_subplots/config.json new file mode 100644 index 0000000..3af12fb --- /dev/null +++ b/_published/includes/make_subplots/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/make_subplots", + "title_short": "subplots", + "last_modified": "Wednesday 18 February 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/make_subplots/make_subplots.ipynb", + "title": "Python Subplots with Plotly and make_subplots", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/make_subplots/make_subplots.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index 8aade44..5132704 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -1,5 +1,9 @@ { "paths": { + "make_subplots": { + "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", + "config": "api_docs/includes/ipython_notebooks/make_subplots/config.json" + }, "collaborate": { "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" @@ -21,10 +25,17 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" + }, + { + "title_short": "subplots", + "thumbnail_image": "", + "relative_url": "subplots", + "title": "Python Subplots with Plotly and make_subplots" } ], "notebooks": [ "basemap", - "collaborate" + "collaborate", + "make_subplots" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 1013429..35ad169 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -30,6 +30,19 @@ def items(): 'collaborate', 'body.html'), priority=0.5 + ), + dict( + location='/ipython-notebooks/subplots', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'make_subplots', + 'body.html'), + priority=0.5 ) ] return items diff --git a/_published/urls.py b/_published/urls.py index 24f3588..0d90919 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -14,5 +14,10 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate') + name='ipython-notebook-collaborate'), + url("subplots/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='make_subplots'), + name='ipython-notebook-make_subplots') ) diff --git a/notebooks/make_subplots/config.json b/notebooks/make_subplots/config.json index afd55ca..7333e3e 100644 --- a/notebooks/make_subplots/config.json +++ b/notebooks/make_subplots/config.json @@ -3,5 +3,13 @@ "title_short": "subplots", "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", "cells": [0, -1], - "relative_url": "subplots" // url from /IPython-Notebooks/ + "relative_url": "subplots", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] } diff --git a/notebooks/make_subplots/make_subplots.ipynb b/notebooks/make_subplots/make_subplots.ipynb index 4a09997..7bd8e8e 100644 --- a/notebooks/make_subplots/make_subplots.ipynb +++ b/notebooks/make_subplots/make_subplots.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:bc3176b7f7a50b8c30d0e86e487eaff615b8442b27780609adcbe7173a9eaaa8" + "signature": "sha256:57b80106772f05a7bbe602a3391b6ecd9385738f44eb152b86eccc96d17736b7" }, "nbformat": 3, "nbformat_minor": 0, @@ -81,14 +81,20 @@ "metadata": {}, "outputs": [ { + "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\nRUExNzAyMUM+XQo+PgpzdGFydHhyZWYKODA0NQolJUVPRgo=\n", "html": [ "" ], + "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA/9k=\n", "metadata": {}, "output_type": "pyout", + "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu29CbQV1Zmw/V5kEMkF\nFKIoKKAfNoqtJE4E2mhWiJnUkIQoQ8wfNSImmgY0Ar/9oRKXoEFCIiiSdkibVpckijhEHCKGVkFj\nRDsYxQgYHNA/KCBhULH+eutwLvde6t5TdWpX7V11nrNWr9WGPdXz7nPOc/fZ+911nv8SXhCAAAQg\nAAEIQAACECgogTqEt6CR5bEgAAEIQAACEIAABAICCC8TAQIQgAAEIAABCECg0AQQ3kKHl4eDAAQg\nAAEIQAACEEB4mQMQgAAEIAABCEAAAoUmgPAWOrw8HAQgAAEIQAACEIAAwsscgAAEIAABCEAAAhAo\nNAGEt9Dh5eEgAAEIQAACEIAABBBe5gAEIAABCEAAAhCAQKEJILyFDi8PBwEIQAACEIAABCCA8DIH\nIAABCEAAAhCAAAQKTQDhLXR4eTgIQAACEIAABCAAAYSXOQABCEAAAhCAAAQgUGgCCG+hw8vDQQAC\nEIAABCAAAQggvMwBCEAAAhCAAAQgAIFCE0B4Cx1eHg4CEIAABCAAAQhAAOFlDkAAAhCAAAQgAAEI\nFJoAwlvo8PJwEIAABCAAAQhAAAIIL3MAAhCAAAQgAAEIQKDQBBDeQoeXh4MABCAAAQhAAAIQQHiZ\nAxCAAAQgAAEIQAAChSaA8BY6vDwcBCAAAQhAAAIQgADCyxyAAAQgAAEIQAACECg0AYS30OHl4SAA\nAQhAAAIQgAAEEF7mAAQgAAEIQAACEIBAoQkgvIUOLw8HAQhAAAIQgAAEIIDwMgcgAAEIQAACEIAA\nBApNAOEtdHh5OAhAAAIQgAAEIAABhJc5AAEIQAACEIAABCBQaAIIb6HDy8NBAAIQgAAEIAABCCC8\nzAEIQAACEIAABCAAgUITQHgLHV4eDgIQgAAEIAABCEAA4WUOQAACEIAABCAAAQgUmgDCW+jw8nAQ\ngAAEIAABCEAAAggvcwACEIAABCAAAQhAoNAEEN5Ch5eHgwAEIAABCEAAAhBAeJkDEIAABCAAAQhA\nAAKFJoDwFjq8PBwEIAABCEAAAhCAAMLLHIAABCAAAQhAAAIQKDQBhLfQ4eXhIAABCEAAAhCAAAQQ\nXuYABCAAAQhAAAIQgEChCSC8hQ4vDwcBCEAAAhCAAAQggPAyByAAAQhAAAIQgAAECk0A4S10eHk4\nCEAAAhCAAAQgAAGElzkAAQhAAAIQgAAEIFBoAghvocPLw0EAAhCAAAQgAAEIILzMAQhAAAIQgAAE\nIACBQhNAeAsdXh4OAhCAAAQgAAEIQADhZQ5AAAIQgAAEIAABCBSaAMJb6PDycBCAAAQgAAEIQAAC\nCC9zAAIQgAAEIAABCECg0AQQ3kKHl4eDAAQgAAEIQAACEEB4mQMQgAAEIAABCEAAAoUmgPAWOrw8\nHAQgAAEIQAACEIAAwsscgAAEIAABCEAAAhAoNAGEt9Dh5eEgAAEIQAACEIAABBBe5gAEIAABCEAA\nAhCAQKEJILyFDi8PBwEIQAACEIAABCCA8DIHIAABCEAAAhCAAAQKTQDhLXR4eTgIQAACEIAABCAA\nAYSXOQABCEAAAhCAAAQgUGgCCG+hw8vDQQACEIAABCAAAQggvMwBCEAAAhCAAAQgAIFCE0B4Cx1e\nHg4CEIAABCAAAQhAAOFlDkAAAhCAAAQgAAEIFJoAwlvo8PJwEIAABCAAAQhAAAIIL3MAAhCAAAQg\nAAEIQKDQBBDeQoeXh4MABCAAAQhAAAIQQHiZAxCAAAQgAAEIQAAChSaA8BY6vDwcBCAAAQhAAAIQ\ngADCyxyAAAQgAAEIQAACECg0AYS30OHl4SAAAQhAAAIQgAAEEF7mAAQgAAEIQAACEIBAoQkgvIUO\nLw8HAQhAAAIQgAAEIIDwMgcgAAEIQAACEIAABApNAOEtdHh5OAhAAAIQgAAEIAABhJc5AAEIQAAC\nEIAABCBQaAIIb6HDy8NBAAIQgAAEIAABCCC8zAEIQAACEIAABCAAgUITQHgLHV4eDgIQgAAEIAAB\nCEAA4WUOQAACEIAABCAAAQgUmgDCW+jw8nAQgAAEIAABCEAAAggvcwACEIAABCAAAQhAoNAEEN5C\nh5eHgwAEIAABCEAAAhBAeJkDEIAABCAAAQhAAAKFJoDwFjq8PBwEIAABCEAAAhCAAMLLHIAABCAA\nAQhAAAIQKDQBhLfQ4eXhIAABCEAAAhCAAAQQXuYABCAAAQhAAAIQgEChCSC8hQ4vDwcBCEAAAhCA\nAAQggPAyByAAAQhAAAIQgAAECk0A4S10eHk4CEAAAhCAAAQgAAGElzkAAQhAAAIQgAAEIFBoAghv\nocPLw0EAAhCAAAQgAAEIILzMAQhAAAIQgAAEIACBQhNAeAsdXh4OAhCAAAQgAAEIQADhZQ5AAAIQ\ngAAEIAABCBSaAMJb6PDycBCAAAQgAAEIQAACCC9zAAIQgAAEIAABCECg0AQQ3kKHl4eDAAQgAAEI\nQAACEEB4czoHPvjgA69jx47Stm3bupw+QuGHvWHDBq9z587Spk0bYuRotN9//33Ze++9HR0dw/rk\nk088/7NOunTpwnvI0enw8ccfe1u3bpX6+npi5GiMGFaJAMKb05mA8LofOITX/RghvG7HCOF1Oz46\nOoTX/RgxQoQ313MA4XU/fAiv+zFCeN2OEcLrdnwQXvfjwwh3EWCFN6ezAeF1P3AIr/sxQnjdjhHC\n63Z8EF7348MIEd7czwGE1/0QIrzuxwjhdTtGCK/b8UF43Y8PI0R4cz8HEF73Q4jwuh8jhNftGCG8\nbscH4XU/PowQ4c39HEB43Q8hwut+jBBet2OE8LodH4TX/fgwQoQ313Ng7ftb5f7nX/f6fLqzfPVf\nDyAVjKPRRHgdDUyjYSG8bscI4XU7Pjq6B19803v9Hx/IKZ/pXXfg3h3dHzAjrFkCHFprJfR+uhW5\n/fbbZdGiRbJjxw7p06ePTJgwQfbdd19rE2b+c2/IT+a/0ND/4ft3ljvHDJLOHdtZGxMdhxNAeN2f\nGQiv2zFCeN2Nz6atH8mIeUvlpbc3NQzyZ985Sr5zdC93B83IapoAwttK+DXh+cKFC2XYsGHSqVMn\nue2222T16tUyZcoUa5PmXy9fJB9s+7hJ///3lMPlnH/ra21MdIzw5nUOILxuRw7hdTc+N/3Pavnp\n/S81GWDnPdvKi5d/2d1BM7KaJoDwxgj/a6+9JldffbXMmzevoZb/henFaCJR0Wf/vlHG3LFity0M\nR+z/Kbnte0dmNo5ED0FlCEAAAhDIPYEz/+vFur+8vXm355g3coB37EFdMns+/6bEwmzr+9Of/iRH\nHHGE7Lnnnsb4pdGmscFl3BDCGwP4vffeK6tWrZLx48c3rpWZaOpPSEde8fBub25PPBk/9F+8s4f0\n8fytDYV588cIjZNF2dLgZFiaDIoVXrdjxAqve/Hxv4e8m59cU/fzR1+pq5Pdv25evOxk/R7KcuCZ\nfufpGZplq9YHz3fy4fsZ207oeZ78+Mc/liuvvFKv0jbCL402jQzMUiMIb0Tw7777rkycODFY4bW5\nh7f5z0h7td9Dtmz3tzj4Hz31Hdp6408+VM4e0jfTD4CICGuuGMLrfsgRXrdjhPC6FZ+bn1zt/fzh\nlfLB9o/rxBe0vTq0lS0f7mgYZNG31614a5OMnPe0bNq5rVC3cNwx5nMy4IDOiQN14403yj333CO9\ne/eW+vp6mTFjhqxdu1Z+8YtfyNtvvx1sqxwzZowcc8wxQV/f+9735Gtf+5q8+OKLop9jJ554oowY\nMaLJOMLaPPvss+Wcc86R2bNny8CBAwOv0XNKd911l2zfvl38FXO59NJLpUePHkFb5TH8/e9/l/bt\n2wcO1LNnT3nzzTfl2muvlX/84x9B2YsvvtiqG0UJAMIbgZIvLjJp0iQZO3ZsMEFsv/RNd9+fX5e+\n+3XxvnrE/nUr3t7k/fyRlfLM6vcC0e25d0dv/NBDZfjRvRBfi8FCeC3Cj9g1whsRlKViCK8l8M26\n/e1zb3g/f3SlvPn+1uA75bi++3jjv3SoDNi/c93v//K2t/qdjXWnfra3EfHL8on1e7POXyyK+pr/\np7Xy5oatTYr37NpRvnPMgVGbCMqNG9ovtLwKq0qqrvD6c19+8IMfBJI7aNAgeeMN/8D6T34SCLAu\nuqnsnnvuufLNb34zENVx48YFZT/zmc80abtxm/oP3/jGN+TYY48NfqlWidaX/nL96U9/OhDtX/3q\nV7Jt2za58MILgzFoHyrXKtR6rqlc57zzzgv+7bjjjpOHHnpInnjiCZk2bVosDlkXRngrENcAT548\nWUaNGiWDBw/OOj4t9heWh/fpVeu9i+56Qd7aUPpQOv7gbp6+sT53cLfo72hnnjD/A0F43Y8hwut2\njBBeu/HR75RZj76qP+EH3yEHdO3oXXv6UU2+U/xsRt7WrVtVlnL3PdNn0gNWAK+Z/vWKwvvqq68G\nq7wqwOXXnDlzZP/995dvfetbgfDeeeed0rlzaXX57rvvDlaCf/SjH7UqvFpPpVZXacNezz33nCxY\nsEB++tOfyt/+9je55pprmpxb0jp6nulnP/uZzJ07N2hCs1idcsopct9990nbtm2tMI3SKcLbCqUt\nW7YES/vDhw+XIUOGROGZWZnWLp7wU5cFK76NxXeGny7Gz5GYuw+kzICm0BHCmwJUw00ivIaBGm4O\n4TUMNGJz/j5V72I//WVj0dUVXT/l2G7fIXkWXv2ejPPyV7p3W+E9+NOd5NQjD4jTjCjLsFfj1din\nn346EMirrrqqoagK7qZNm4KVXBVX/fc99tgj+Pc//OEP8tRTT8l//Md/VBTeBx54oMnK9oMPPihL\nliwJ6mn7uq1B9xIvW7ZM9OxS4zFoGf3f9d+7d+/e0JcuDuqB/n322ScWiywLI7yt0NZJMWvWLGnX\nrukG/JkzZ0r//v2zjNNufVW6aU0PFuh+X/2/zbrfyn99++he3mV+CjMOtmUTOoQ3G85JekF4k9BL\nvy7Cmz7jxj2o6M7yty787rk3gu+MT/nnQjTlpf5fS98beRbeuHR1O+EIfw9vOTVovb+H905De3h1\nLCNHjgxWTXVLwyuvvCLqGq2t8N56660N+2bvuOMOee+993Zb4W3cpvahoqyCW36pvP76178OVmx1\nu8LSpUvl/vvvD4R25cqVwT7dxmPQerryq26k+4Dz9EJ48xStRmOtJLzloiq+M/0PsFv9U7X6v+nB\ntnNOONg/2NYH8U059ghvyoANNI/wGoCYYhMIb4pwGzW9M/OC3LRkVelAmv/6vp/1Z4J/FqTSAkkt\nCa9y0SwNS3dmafiywSwN2rbui9W9s5qaTPfP6gEzXc3V7ZS6h1cPhv3yl79s2MN76qmnBmeLNm7c\nGNTTi7Ga7+Ft3GaY8OqBtT/+8Y+B4H744Ycyffp0+eijj4L/1su3dAzahv7K/c9//lPatGkjHTp0\nCPr97ne/K5///Of984teML4DD4y3lzmb2b2rF4Q3a+KG+osqvOXu9C/3K+5bIY++9E6D+F522gAO\nthmKR1gzCG+KcA01jfAaAplSMwhvSmAbNasH0q5YuKJBdIcevp932akDIm+BqzXhTTMiuq3g+uuv\nDw6P6fYAzZCgq7y6N1f36uohNj0kpi89rDZ69OhgtVYPran8Ns/SoOWat9l8hVf3X19xxRVBX9rv\nGWecIY899lggvPrSA20q2ZqVQfMD68G0Xr16yVtvvSXXXXdd8O8q5yeccEKQVs3lF8LrcnRaGVtc\n4S03pYcQmmd0mOJvc/jygB7s7zU8FxBew0BTaA7hTQGqwSYRXoMwmzW1aMU6b6p/U1rzzAtxDzkj\nvOnFqLWWm4urnVHkq1eEN1/xahhttcJbbkA/7K647yUyOqQYf4Q3RbiGmkZ4DYFMqRmE1zzYsMwL\nl51a/aIHwms+RlFaRHijUGpaBuGNz8yJGkmFt/wQmtFBf84qH2z7kv9z1pQYP2c5AcPRQSC8jgam\n0bAQXrdjhPCai49ua5vqb2t7ZOe2Nj2QptvawjIvxOkV4Y1Dy1xZhDc+S4Q3PjMnapgSXn2YsIwO\n/m1tQQ7fSgcWnIDh6CAQXkcDg/C6H5idI0R4k4dKP981l65/S1rkzAtxekV449CirE0CCK9N+gn6\nNim85WHoB+Pl/jaHu/9cSklDRocEAfKrIrzJ+GVRmxXeLChX3wfCWz27sMwL3/psL+9yf/uCyYUM\nhLf6GFEzWwIIb7a8jfWWhvCWB6c/fV1013KuKk4YLYQ3IcAMqiO8GUBO0AXCWx28sKuArz19YOTM\nC3F6RXjj0KKsTQIIr036CfpOU3jLwwrL6KA3tsU9xZvgMXNdFeF1P3wIr9sxQnjjxUc/s/WGtKSZ\nF+L0ivDGoUVZmwQQXpv0E/SdhfCWhxd2VbHu70V8Ww8gwptggmdUFeHNCHSV3SC80cCFZV5o6Srg\naC1GL4XwRmdFSbsEEF67/KvuPUvhLQ/Sv6Y4yOHb+Kricf5NPAfu3ZEcviGRRHirnt6ZVUR4M0Nd\nVUcIb+vYwq4CVtH1rwLO7DMZ4a1qalPJAgGE1wJ0E13aEF4ddzmjwy8ee7XhA9WXXo+rinePKsJr\nYqan2wbCmy7fpK0jvOEEywfSZj26suFz+N+/2M/zRdfogbQo8UN4o1CKVoZUY9E4VVsK4a2WnOV6\ntoS3/Ni6sqCrvc0zOvhbHTJbWbAcgordI7wVEVkvgPBaD0GrA0B4d8fjpxjzblqyquEqYM28oKu6\ntn5pQ3jNvYeqFd4//elPcsQRRwRX/+qr+X+bG+GulrLow/S4EV7TRDNqz7bwlh9zxVub/BvbVpDR\nISTuCG9Gb4YE3SC8CeBlUBXh3QU5LPPCZf4lQQMO6Gx1kaHmhHfD6yJrniwFpv/XRPbsauyd8PWv\nf10eeOCBWO15nic//vGP5corr5QuXbpI8/+O1VjEwln0EXEosYohvLFwuVPYFeEtE9FDEyq+L7/9\nQfDhe9j+nf0b2w6v6YNtCK8775eWRoLwuh0jhFdEP1un+vnR//r2puCztf/+9Z6KriuHhmtKeNe9\nKHLrKSLbNpbeOHt2Efn+/SI9jjTyRho2bJiMGDFCHnnkEdm2bZuceuqpwX/ra+3atfKLX/xC3n77\nbenUqZOMGTNGjjnmGLnxxhvlnnvukd69e0t9fb3069evyX/PmDGjxbra7ujRo+W0006TZ555Rtav\nXy9f+tKX5KOPPpIXXnhB/vnPf8pXvvIV+da3vtXk+Zr3qX2cffbZcs4558js2bNl4MCBMnHiRFm0\naJHcddddsn37dtl7773l0ksvlR49ejR5nr///e/Svn17ufrqq6Vnz57y5ptvyrXXXiv/+Mc/grIX\nX3yx7Lvvvkb4IrxGMGbfiGvCWyYQltFBU5nZ+rkt+8js6hHhtUk/Wt8IbzROtkrVsvDqr2dT739J\nlq1aH4juAV07BlsXkl4FbDqWuRbex6eJ1MVYIH/+NyIb1zZF2OVAkc98Nx7WkyaFltctDcOHDw/k\nUWVzwoQJMnbsWDnqqKPkBz/4QSC5gwYNkjfeeEN+8pOfBAKsMqhSrBKqK7z6avzf/nuo1brap/ah\n0qvCqwKs/3fmmWfKli1b5Hvf+578+te/DiS78at5n9/4xjfk2GOPlfHjxzeUXbVqlXz6058ORPxX\nv/pVIPEXXnih6JjOPffcoO0TTzxRfJ9pqHPeeecF/3bcccfJQw89JE888YRMm+bHycAL4TUA0UYT\nrgpvmYW/v9fzszrUdEYHhNfGOyNenwhvPF5Zl65F4Q3LvKCH0XzZjWFm2UUq18J7eUkQM39dvnOF\nuFnHKp+33XabdOvWLfiXu+++O1jRPfnkk0VXUVVqy685c+bI/vvvH6y+tia8r776aqt1tc8777xT\nOnfuHDQ9atSoYLX1wAN9kfdfP/rRj4JV1r59+7YqvNqOSq2u0oa9nnvuOVmwYIH89Kc/lb/97W9y\nzTXXyLx585oUfe211+RnP/uZzJ07N/jfd+zYIaeccorcd9990rZt28RhQngTI7TTgOvCq1T0JPHM\nR1fKrU+uqcmrihFeO++NOL0ivHFoZV+2loQ37Crg7w/p403wUz+avArYdBRzLby6whvntfy/d1/h\n7fZ/RI4YHqcVkS9MDi2v0rhw4cIGufvDH/4gTz31lHzxi18MpO+qq65qqKeSumnTpmDVtzXhffrp\np1utq33qvuG6nSvdurp73XXXyT777BP0pSuy48aNk0MOOaSi8DZuRws/+OCDsmTJkqCejlW3Nehe\n42XLlsm9997b5Hm0jP7v+u/du3dv6EtXf1WMy+OJB7ppaYQ3CT2LdfMgvGU8YRkdxp98qJw9JLtc\nkTZChfDaoB6vT4Q3Hq+sS9eK8N78pJ/j/OGVzmReiBPnXAtvnAfVsrqH95avi2zfVKrZwV8VPcs/\nZGZoD6/K53/91381CN9vf/tbeeedd2To0KEyc+bMFld4R44cGayKlrc0NP7vV155pdW6zTNDRBXe\n5n02b0flVbdC6IqtbodYunSp3H///YHQrly5Mtin23jFWnHqyu+sWbOCfcBpvBDeNKhm0GaehLeM\nI+yq4vH+6sXwo3s5+VNd0jAivEkJpl8f4U2fcZIeii68YZkXdJ+uKwfSosSupoRXgQRZGv6nhKa/\nL78GszSoNOrBNd3Dqnt4dWVVtxToHl7d16uruYMHDw728Oo2g1/+8pfBHl7d96orsZqaTF+N/1v3\ny7ZWt1rhbd5n83b0wNof//jHQHA//PBDmT59enAYTv/bnzPBmLSNIUOGBM/apk0b6dChQ7Cf+Lvf\n/a58/vOfDzJO6LOWt1dEmY+tlUF4kxK0VD+PwttYfC+66wV5a8PWQHSPP7ibV8SrihFeS2+OGN0i\nvDFgWShaVOENuwr42tOPypXolqdDzQlviu8Dlb2TTjop2GKgoto8S4Ou8uqeXt1vq4fY9GCXvnTb\nwPXXXx8cDtOf/5v/t2Z4aKlutcLbvI/m7WzdulWuuOKKIEOEjuuMM86Qxx57LBBefemBNhV2zcqg\n+YP1YFqvXr3krbfeCrZU6L8rgxNOOCFIu2bihfCaoGihjTwLbxlX84wOXzp8Pz+V2YDCZHRAeC28\nMWJ2ifDGBJZx8aIJr27vmuqnb3zkpXeczrwQJ8wIbxxalLVJAOG1ST9B30UQXn388lXFzTM6XHbK\n4U4f1IgSOoQ3CiW7ZRBeu/wr9V4U4dXPuSv8FGO/e+6NQHQ/1aFtcA2wjauAKzGP++8Ib1xilLdF\nAOG1RT5hv0UR3jIG/UK43E+u3vyq4rOH9Mmt+CK8CSd5BtUR3gwgJ+gi78IblnlBrwK+3L+Ux+XM\nC3FChvDGoUVZmwQQXpv0E/RdNOEto9Cf/PTGtkd3/uRX76+EXHbagFwebEN4E0zwjKoivBmBrrKb\nPAuvHki7YuGKhswLQ/0tW3pDWtEu4UF4q5zcVMucAMKbOXIzHRZVeMt0wjI6TPG3OXx5QI/cZHRA\neM3M9TRbQXjTpJu87TwK76IV64Ib0t58v3Qo97i++wQ3pOUp80KcyCG8cWhR1iYBhNcm/QR9F114\ny2j0y+MKf6tDHjM6ILwJJnhGVRHejEBX2U2ehDcs88Jl/taFPP2RXk2YEN5qqFHHBgGE1wZ1A33W\nivCWUfmH2jz/uuJcXVWM8BqY6Ck3gfCmDDhh83kQ3rCrgHVF1z+Qlptfo5KECeFNQo+6WRJAeLOk\nbbCvWhNeRReW0cG/rS3I4eviARCE1+CET6kphDclsIaadVl49fNo1qOvin9LWuEyL8QJH8IbhxZl\nbRJAeG3ST9B3LQpvGVfYVcXnnHCwf1WxWxkdEN4EEzyjqghvRqCr7MZF4W0p84Ku6hbtQFqUsCG8\nUShRxgUCCK8LUahiDLUsvI3F96K7lsszq98LVlh67t3Rc+mqYoS3iomdcRWEN2PgMbtzTXjDrgK+\n9vSBNSm65VAivDEnNcWtEUB4raFP1jHCu4tfWEaHGd+xf00nwptsjmdRG+HNgnL1fbgivPoZc/H8\nF2om80KciCG8cWhR1iYBhNcm/QR9I7y7w2t+VfHxB3fzNJXZgAM6Wzk8gvAmmOAZVUV4MwJdZTe2\nhXfFW5uCFGPLVq0vzFXAVYaixWoIr2mitJcWAYQ3LbIpt4vwtgzYz+bgNb+qeNzQ7PfXIbwpvwkM\nNI/wGoCYYhO2hDcs84JeA+zv07Xyx3OKiBM3jfAmRkgDGRFAeDMCbbobhLd1ouWMDr947NWGLyhf\ner0sD7YhvKZnvfn2EF7zTE22mLXwlg+kzXp0ZcPnxr9/sZ+nsutiJhiTrKttC+Gtlhz1siaA8GZN\n3FB/CG80kC1ldPBTmaW+UoPwRouRzVIIr036lfvOUnj9FGPeTUtWNVwF/K3P9gpuSKvFzAuVI7Or\nBMIbhxZlbRJAeG3ST9A3whsPnu7Fu+K+FZlmdEB448XIRmmE1wb16H1mIbxhmRcuO3WAtb3/0em4\nURLhdSMOjKIyAYS3MiMnSyC81YVFT1ur+L789gfBCq8ebNOLK9K45x7hrS5GWdZCeLOkHb+vNIVX\nPwum+teW//XtTcFnQf/96z0V3TQ+C+I/eX5qILz5iVWtjxThzekMQHiTBS4so4OmMjP58yXCmyxG\nWdRGeLOgXH0faQivbnPSFGNkXqg+Lo1rIrxmONJK+gQQ3vQZp9IDwpsca9hVxd8+upe/4mtm3x7C\nmzxGabeA8KZNOFn7JoW3pcwLHEhLFiOENxk/amdHAOHNjrXRnhBeczhVfGc+ulJufXJN8NNmfYe2\nnomrihFeczFKqyWENy2yZto1IbxhVwF/f0gfb4L/hy2ZF5LHCeFNzpAWsiGA8GbD2XgvCK9xpBKW\n0WH8yYfK2UP6VpXRAeE1HyPTLSK8pomabS+p8N785Grv5w+vJPOC2bA0aQ3hTREuTRslgPAaxZld\nYwhveqzDrirWG9u+PKBHLPFFeNOLkamWERXV6k8AACAASURBVF5TJNNpp1rhXbRiXXBD2pvvbw3e\ns8f13SdIMcaBNPNxQnjNM6XFdAggvOlwTb1VhDd1xKLie9FdL8hbG0pfmnEzOiC86ccoaQ8Ib1KC\n6daPK7z6nvXz6TY5kHbt6UchuimGCeFNES5NGyWA8BrFmV1jCG92rDWjwxULV8jm7R8H4vulw/fz\npvjpiypldEB4s4tRtT0hvNWSy6ZeVOHV7UhT/XSDj7z0TvAe/ZS/D/+y0wbId47uFetXmWyeqli9\nILzFimeRnwbhzWl0Ed5sA9dSRofL/K0OLR18QXizjVE1vSG81VDLrk4l4dX35RX+1oXfPfdGg+hq\n1gUyL2QXI4Q3O9b0lIwAwpuMn7XaCK8d9PoFe7mfrP7uP5e+YFvL6IDw2olRnF4R3ji0si/bkvCG\nZV7Qq4AvP7XlP0CzH31t9Ijw1kaci/CUCG9Oo4jw2g2c/oSqN7Y9uvMnVBVf/Ql1eKOfUBFeuzGK\n0jvCG4WSvTJhwqtXAesWow92bjEa6m8x0hvSKm0xsvcUxe4Z4S12fIv0dDUtvMuWLZOrrrpKZs6c\nKYccckhoXC+55BJ56aWXpK6utBXstNNOk3PPPdf6HEB4rYcgGEBYRge9sU1PgyO8bsSotVEgvG7H\nqLHw6ntNb0gj84JbMUN43YoHo2mZQM0K7/z582Xp0qWybds2mTBhQovCO2bMGLnmmmuka9euTs0j\nhNepcEjYVcXnDNrfG3rEgXVt2rTh4Ixb4WoYDcLraGB2DkuF97EVb3j/+fRbdVwF7GasEF4348Ko\ndidQs8K7fPlyGTBggOgK7gUXXNCi8I4cOVJuv/32hhXe5gh9YfZsTKzt27dLu3btxJcpG93TZwsE\nbn16rTd78aq6ckaHbxzVw7vwC4d4vbruifQ6OGv0D94999zTwZExpDc2bPOue/y1untfWNdwIO2C\nkw72vv+5A3kvOTQ9/D9K5KOPPpIOHTpYGZX//mU+WCGfv05rVnjLoRo3bpxceOGFLQrvsGHDpHv3\n7rJ161bp16+fjB07Vnr06NEQaf9/R3jzN+9THbEeqPn10rV1/v/JPz/cEXwYn3n8gd4FJ/bxuMo0\nVfSxG0d4YyNLvYK+f2Y/sabutmVrg/dOp/Z7eP/PoAPF/z/eP6nTj9+BbeHt2LEjwhs/bDVZA+Gt\nILxbtmwR/w0lO3bskAULFsjDDz8s8+bNsz5Z2NJgPQQVB7Di9Xc++c+lb9fd8/ybTTI6jBvajw/o\nivSyKcCWhmw4R+klLPPCNz/T0zv3cwd4hx+0Lz9lRYFooQxbGixAp8uqCCC8FYS3OdUzzjhD5syZ\nE6z62nwhvDbpR+u7fGjtzY3b5aK7lsszq98LRLfn3h298UMPbZLRIVqLlDJNAOE1TbS69jTzws8f\nXdnkQNq1pw+Unl06iP9ZJ126dOGPxOrQpl4L4U0dMR0YIoDwxhTe4cOHyy233CL19fWGQlBdMwhv\nddyyrNU8S4OeMtdUZi+//UHw5X3Y/p39G9sO59rTLIPSrC+E1yJ8v2t9T0z181r/9e1NwXui//71\nQYoxzXKi/13p4gm7o6d3JYDwMg/yQgDhbSa8uh9p9uzZcuaZZ+qHraxfv14OPfRQ8TxPNLPDM888\nIzNmzLAeX4TXeggqDqCltGRhGR2m+De2DTigM6tYFamaLYDwmuUZtbUVb23ypvo3pFXKvIDwRiVq\nrxzCa489PccjgPA2E149nHbWWWfJ9OnTg727V155paxbt07at28vhx12mJx//vnSrVu3eJRTKI3w\npgDVcJOV8vD+/JGV3k3/s1rKGR2+fXQvb5y/1YEE+oYD0UpzCG92rLUnvbBllr91oflVwOO/dGjo\nH3sIb7bxqaY3hLcaatSxQaDmhdcGdBN9IrwmKKbbRiXh1d71oI5K7y8ee7XhC9+XXu/sIX2EjA7p\nxkdbR3jTZ1ye5zc/uUZ82W2Y5//+xX7eOf/Wt9V5jvBmE58kvSC8SehRN0sCCG+WtA32hfAahJlS\nU1GEt9y1rnz5K75y95/faMjoMP7kQ+XsIX3Z5pBSfBDeFME2anrWo696Ny1Z1XAV8Lc+28vzV3Qj\n/ZKB8GYToyS9ILxJ6FE3SwIIb5a0DfaF8BqEmVJTcYS3PATd26gH28jokFJQmjXLCm96nMMyL+iB\ntDh71RHe9OJjqmWE1xRJ2kmbAMKbNuGU2kd4UwJrsNlqhLfcvZ5ev+iuF+StDVuDFd7jD+7m7+/t\nR0YHg/FhhdcwzJ3N6dz1V3WbHEi79vSjqpq7CG86MTLZKsJrkiZtpUkA4U2TboptI7wpwjXUdBLh\nLQ8hLKPDjO8cFennYEOPUehmWOE1F17dlnPx/BcqZl6I0yPCG4eWnbIIrx3u9BqfAMIbn5kTNRBe\nJ8LQ6iBMCK92UD7YRkYH8zFHeJMzbSnzQqUDaVF6RnijULJbBuG1y5/eoxNAeKOzcqokwutUOEIH\nY0p4y42r+M70Uzrd+uSaJlcVk9Gh+rmA8FbPLuwq4O8P6eNN8FPrmcowgvBWH5+saiK8WZGmn6QE\nEN6kBC3VR3gtgY/RrWnhLXetK2p6sO3Rl95pEN/LThvAVcUxYlMuivBWAc2vogfSrli4oiHzwtDD\n9wtuSDOdQxrhrS4+WdZCeLOkTV9JCCC8SehZrIvwWoQfseu0hLfcvR4O0lRmjTM66I1tXx7Qg1Rm\nEWOE8EYEtbPYohXrghvS3ny/dJjyuL77BCnGylcBx2utcmmEtzIj2yUQXtsRoP+oBBDeqKQcK4fw\nOhaQkOGkLbzlLlVCrrjvJTI6VDElEN5o0MIyL1x2avp/XCG80eJjsxTCa5M+fcchgPDGoeVQWYTX\noWC0MJSshLfcvWZ00J+Zy1cVf8n/mXlKCj8zu08++ggR3tZZ6faZqf72mUd2bp/5VIe2nm6f+c7R\nvTL5FQHhjT6XbZVEeG2Rp9+4BBDeuMQcKY/wOhKIVoaRtfDqUFrK6HCZv9XB1EEi98lHHyHCG85K\n59EV/taF3z1XuvlPRVezLpjIvBA9OiIIbxxadsoivHa402t8AghvfGZO1EB4nQhDq4OwIbzlAamw\nXO5vc2h8VfE5JxzsX1XcB/FtFDWEt+kUDsu8oFcBX+5vX7DxBxPC6/7nHMLrfowYYYkAwpvTmYDw\nuh84m8JbpqM/SV9013KuKm5huiC8u8CEXQV87ekDjWdeiPPORXjj0LJTFuG1w51e4xNAeOMzc6IG\nwutEGJxd4W0+sLCMDnpjW1qn692PTmmECK+Izg29IS2rzAtx5gbCG4eWnbIIrx3u9BqfAMIbn5kT\nNRBeJ8KQG+EtDzTsquJxQ/vVrPjWsvCGZV7QFGNZHUiL8g5GeKNQslsG4bXLn96jE0B4o7NyqiTC\n61Q4QgfjwpaGlij51xQHOXzLGR2+fXQvb5x/Q5bpiwNcj1ItCm/YVcAquv6BtEwyL8SZEwhvHFp2\nyiK8drjTa3wCCG98Zk7UQHidCEPuVngbDzgso4MvvV4tHWyrJeHVeM969FW5+cnVVjMvxHnnIrxx\naNkpi/Da4U6v8QkgvPGZOVED4XUiDLkW3vLgdcVPV3ubZ3Twtzo4t+JnOuq1Iry+6Ho3LVnVcBWw\nZl7QVV3XV/QRXtMz3nx7CK95prSYDgGENx2uqbeK8KaOOHEHLm9pCHu4FW9t8m9sW1FTGR2KLrxh\nmRcu8y8jGXBA51z8MYPwJv4YSr0BhDd1xHRgiADCawhk1s0gvFkTj99f3oS3/IR6mEnF9+W3Pwik\n6LD9O/s3th1eyINtRRVejeFUPw/zX9/eFMSw//71nopu3rJyILzxP3eyroHwZk2c/qolgPBWS85y\nPYTXcgAidJ9X4S0/WlhGhyn+jW15WR2MEKLCpSXTVfqp/g1py1atD0T3gK4dg60LLmVeiBKXchmE\nNw4tO2URXjvc6TU+AYQ3PjMnaiC8ToSh1UHkXXjLD+fv7/X8rA6FzOhQlBXesMwLeg2wL7u52LrQ\n0hsJ4XX/cw7hdT9GjLBEAOHN6UxAeN0PXFGEV0nrCf+Zj66UW59cEwhUfYe2XhGuKs678IZdBfz9\nIX28CX6KORtXAZt+VyK8pomabw/hNc+UFtMhgPCmwzX1VhHe1BEn7qBIwluGEZbRYfzJh8rZQ9zL\n4RolgHkWXj+9mPfzh1fmLvNClLiUyyC8cWjZKYvw2uFOr/EJILzxmTlRA+F1IgytDqKIwlt+4LCr\nisf7q4rDj+6Vq5/Q8yi8YZkXdJ9u3g6kRXkHI7xRKNktg/Da5U/v0QkgvNFZOVUS4XUqHKGDKbLw\nNhbfi+56Qd7asDUQ3eMP7ubf2Jafq4rzJLxhVwFfe/pRhRRdVnjd/3wrjxDhzU+san2kCG9OZwDC\n637gakF4y1EIy+gw4ztHOX+xQR6EV7eRXDz/hcJkXojzzmWFNw4tO2URXjvc6TU+AYQ3PjMnaiC8\nToShZrc0hD142FXF3z66l3eZn8rM1QNULguv8rzCTzH2u+feyM1VwKbflQivaaLm20N4zTOlxXQI\nILzpcE29VYQ3dcSJO6ilFd7GsFTULvcvPWh+VfHZQ/o4J74uCm9Y5gW9Cvhy//IPV/9wSPxmaaEB\nhDctsubaRXjNsaSldAkgvOnyTa11hDc1tMYarlXhLQPUn+L1xrZHX3qnIZXZZacNcOpgm2vCqwfS\nrli4oiHzwtDD9wtuSDtw7465Ogxo6k2E8JoimV47CG96bGnZLAGE1yzPzFpDeDNDXXVHtS68ZXBh\nGR30xrYvD+hhXeJcEd5FK9YFN6S9+X7p8N9xffcJbkgrYuaFOG8ohDcOLTtlEV473Ok1PgGENz4z\nJ2ogvE6EodVBILxN8ajUXeFvdXApo4Nt4Q3LvHCZv3XBhT8GXHiHIbwuRKH1MSC87seIEZYIILw5\nnQkIr/uBQ3jDY6QZHfRn+83bPw5WM7/k/2w/xdLP9raEV7d7TPW3ezyyc7vHp/yb63S7x3dylsc4\n7Xchwps24eTtI7zJGdJCNgQQ3mw4G+8F4TWO1HiDCG/LSMMyOvi3tQU5fLM8mJW18Opzz3r0VfFv\nSavZzAtx3mgIbxxadsoivHa402t8AghvfGZO1EB4nQhDq4NAeCvHKOyq4nNOONi/qjibjA5ZCW9L\nmRd0n26tHkirPDtEEN4olOyWQXjt8qf36AQQ3uisnCqJ8DoVjtDBILzRY6Tie9Fdy+WZ1e8FK589\n9+7oZXFVcRbCG3YV8LWnD0R0I0wPhDcCJMtFEF7LAaD7yAQQ3sio3CqI8LoVj7DRILzxYxSW0UFv\nbEsrW0GawqvPojekkXkh/jwo10B4q2eXVU2ENyvS9JOUAMKblKCl+givJfAxukV4Y8BqVjTsqmJN\nZTbggM5GU5mlIbxhmRd06wIH0uLPB4Q3PrOsayC8WROnv2oJILzVkrNcD+G1HIAI3SO8ESBVKHLT\n/6z2fv7IyoaMDnpV8bih5va9mhRe3ZYx69GVTa4CVtE959/6GpX05FTz0wLC636sEF73Y8QISwQQ\n3pzOBITX/cAhvGZiVM7o8IvHXm0QR196PRMH20wIb/lAmi+7DeP79y/283zRzTTjhBnabrWC8LoV\nj7DRILzux4gRIry5ngMIr/vhQ3jNxqiljA5+KrOqV1CTCq+fYsy7acmqhquAv/XZXsENaWReMBN7\nhNcMxzRbQXjTpEvbJgmwwmuSZoZtIbwZwq6yK4S3SnAVqq14a5N/Y9sKIxkdqhXesMwLl/mXZ5je\nY5wOwfy0ivC6HyuE1/0YMUJWeHM9BxBe98OH8KYbIz0cpuL78tsfBCu8h+3f2b+x7fBYGR3iCq/2\nOdW/Hvmvb28K+uy/f72noptWFol0CbrfOsLrfowQXvdjxAgR3lzPAYTX/fAhvNnEKCyjg6Yyi7Kt\nIKrw6nYKTTG2bNX6QHQP6OrnCSbzQuoBRnhTR5y4A4Q3MUIayIgAWxoyAm26G4TXNFHz7SG85pm2\n1GLYVcVRMjpUEt6wzAt6GI0DadnEFuHNhnOSXhDeJPSomyUBhDdL2gb7QngNwkypKYQ3JbCtNKvi\nO9NPDXbrk2uCldj6Dm291q4qbkl4w64C/v6QPt4EPyVa547tqj4klz2RfPeI8LofP4TX/RgxwhIB\nhDenMwHhdT9wCK+9GIVldBh/8qFy9pCmOXHDhPfmJ/3cvw+vJPOCvfA19IzwOhCECkNAeN2PESNE\neCPPgWXLlslVV10lM2fOlEMOOSRyvTQLIrxp0jXTNsJrhmOSVsKuKh7vr9IOP7pXnb/3V/721nty\n9CH7ycmH7ydhmRd0ny4H0pJEIFldhDcZvyxqI7xZUKYPEwRY4a1Acf78+bJ06VLZtm2bTJgwAeE1\nMetqpA2E151Aq/hedNcL8taGrcF2hK57tZMNWz5qGODe/n+/v/O/9UDatacfheg6ED6E14EgsMLr\nfhAYYSQCCG8FTMuXL5cBAwbIJZdcIhdccMFuwuv5r0ikDRdihdcw0BSa27hxo1dfXy9t2rRhz2cK\nfKtpcv6f3/T+7z3/W7f94092i0mHtm28n37zX73vfLYn8aoGbgp1VHg3b94snTt3JiYp8DXRpO0V\n3jr/ZeI5aKP4BBDeiDEeN26cXHjhhbsJr67iRWyCYjVGQP8W4rPYvaDPenyN3Lrszd2+JL9/fE9v\n3Bf6uDdgRgQBCLRIoGvXrggv8yMSAYQ3EiaRloQ3YnXjxVjhNY7UeINsaTCO1EiD/k1t8vVfLtmt\nrQd+fILelGakDxoxQ4AtDWY4ptmK7RXeNJ+NtotFAOGNGE+ENyIoijUQQHjdnQy6n/d3f36jYYDf\n/mwv0X27vNwigPC6FY+w0SC87seIEZYIILwRZwLCGxEUxRDenMwBXel99m9vy7H/Z39Wdh2NGcLr\naGAaDQvhdT9GjBDhjTUHEN5YuCjsE2CF1/1pUOmmNfefoNgjRHjdjy/C636MGCHCG2sOILyxcFEY\n4c3FHEB43Q4Twut2fHR0CK/7MWKECG+u5wCH1twPHyu87scI4XU7Rgiv2/FBeN2PDyPcRYA9vDmd\nDQiv+4FDeN2PEcLrdowQXrfjg/C6Hx9GiPDmfg4gvO6HEOF1P0YIr9sxQnjdjg/C6358GCHCm/s5\ngPC6H0KE1/0YIbxuxwjhdTs+CK/78WGECG/u5wDC634IEV73Y4Twuh0jhNft+CC87seHESK8zAEI\nQAACEIAABCAAgRohwKG1Ggk0jwkBCEAAAhCAAARqlQDCW6uR57khAAEIQAACEIBAjRBAeGsk0Dwm\nBCAAAQhAAAIQqFUCCG+tRp7nhgAEIAABCEAAAjVCAOHNYaCXLVsmV111lcycOVMOOeSQHD5BsYYc\nJR6XXHKJvPTSS1JXVxc8/GmnnSbnnntusUDk5Gn8q1Dl9ttvl0WLFsmOHTukT58+MmHCBNl3331z\n8gTFGmacePA+cif2mzdvlt/85jeyePHiYFC9evWS8ePHS8+ePd0ZJCOBQCMCCG/OpsP8+fNl6dKl\nsm3btuBLGuG1G8Co8RgzZoxcc8010rVrV7sDpnfxU/rJwoULZdiwYdKpUye57bbbZPXq1TJlyhTo\nWCAQJx68jywEqIUu33vvPXn66adl6NCh0qFDB7n77rvl2WeflWnTprkzSEYCAYQ3v3Ng+fLlMmDA\nANGVjgsuuADhtRzKqPEYOXJksKpYXuG1PGy6b0Tgtddek6uvvlrmzZsHFwcItBYP3kcOBKiFIaxZ\ns0amTp0qN998s7uDZGQ1TYAV3pyGf9y4cXLhhRcivI7Er1I8dDWxe/fusnXrVunXr5+MHTtWevTo\n4cjoa3sY9957r6xatSr4OZaXfQKtxYP3kf34hI1g48aNct1110nfvn1l9OjRbg6SUdU8AYQ3p1Og\nkmDl9LFyO+xK8diyZYt07Ngx2DO6YMECefjhh1lRdCDa7777rkycODFY4WUPr/2AVIoH7yP7MWo8\ngnXr1gW/NKrwHnPMMcF7iW1bbsWI0ewigPDmdDZUEqycPlZuhx03HmeccYbMmTMnWPXlZYeAf/Wz\nTJo0KVhtHzhwoJ1B0GsDgWriwfvIjQn04YcfyuOPPy533HGH3HTTTbLHHnu4MTBGAYFGBBDenE6H\nuIKV08fMzbDjxmP48OFyyy23SH19fW6esUgD1YNSkydPllGjRsngwYOL9Gi5fJZq48H7yK1wjxgx\nQmbPns0f8m6FhdHsJIDw5nQqxBWsnD5mbobdPB6ffPJJ8MF/5plniv7/69evl0MPPVQ8zxPN7PDM\nM8/IjBkzcvN8RRqo/ix+6aWXisrSkCFDivRouXyW1uLB+8jdkK5du1b22msv6datWzDIJUuWyNy5\nc4NUZRzOdTdutTwyhDen0Ud43Qpc83jo4bSzzjpLpk+fHuzdvfLKK0X3u7Vv314OO+wwOf/88xu+\nKNx6kuKP5oEHHpBZs2ZJu3btmjys5rXu379/8QE49oStxaN37968jxyLV3k4zz//vNxwww3B/t22\nbdvKQQcdJJo2Tg+u8YKAiwQQXhejwpggAAEIQAACEIAABIwRQHiNoaQhCEAAAhCAAAQgAAEXCSC8\nLkaFMUEAAhCAAAQgAAEIGCOA8BpDSUMQgAAEIAABCEAAAi4SQHhdjApjggAEIAABCEAAAhAwRgDh\nNYaShiAAAQhAAAIQgAAEXCSA8LoYFcYEAQhAAAIQgAAEIGCMAMJrDCUNQQACEIAABCAAAQi4SADh\ndTEqjAkCEIAABCAAAQhAwBgBhNcYShqCAAQgAAEIQAACEHCRAMLrYlQYEwQgAAEIQAACEICAMQII\nrzGUNAQBCEAAAhCAAAQg4CIBhNfFqDAmCEAAAhCAAAQgAAFjBBBeYyhpCAIQgAAEIAABCEDARQII\nr4tRYUwQgAAEIAABCEAAAsYIILzGUNIQBCAAAQhAAAIQgICLBBBeF6PCmCAAAQhAAAIQgAAEjBFA\neI2hpCEIQAACEIAABCAAARcJILwuRoUxQQACEIAABCAAAQgYI4DwGkNJQxCAAAQgAAEIQAACLhJA\neF2MCmOCAAQgAAEIQAACEDBGAOE1hpKGIAABCEAAAhCAAARcJIDwuhgVxgQBCEAAAhCAAAQgYIwA\nwmsMJQ1BAAIQgAAEIAABCLhIAOF1MSqMCQIQgAAEIAABCEDAGAGE1xhKGoIABCAAAQhAAAIQcJEA\nwutiVBgTBCAAAQhAAAIQgIAxAgivMZQ0BAEIQAACEIAABCDgIgGE18WoMCYIQAACEIAABCAAAWME\nEF5jKGkIAhCAAAQgAAEIQMBFAgivi1FhTBCAAAQgAAEIQAACxgggvMZQ0hAEIAABCEAAAhCAgIsE\nEF4Xo8KYIAABCEAAAhCAAASMEUB4jaGkIQhAAAIQgAAEIAABFwkgvC5GJcKYPvjgA69jx47Stm3b\nugjFKWKBwIYNG7zOnTtLmzZtiJEF/lG6fP/992XvvfeOUpQyFgh88sknnv9ZJ126dOE9ZIF/lC4/\n/vhjb+vWrVJfX0+MogCjjDUCCK819Mk6RniT8cuiNsKbBeVkfSC8yfilXRvhTZtw8vYR3uQMaSEb\nAghvNpyN94LwGkdqvEGE1zhS4w0ivMaRGm0Q4TWKM5XGEN5UsNJoCgQQ3hSgZtEkwpsF5WR9ILzJ\n+GVRG+HNgnL1fSC81bPLqibCmxVp+klKAOFNStBSfYTXEvgY3SK8MWBZKorwWgIfsVuENyIoi8UQ\nXovw6ToWAYQ3Fi53CiO87sSipZEgvO7HCOF1O0YIr9vx0dEhvO7HiBGWCCC8OZ0JCK/7gUN43Y8R\nwut2jBBet+OD8LofH0a4iwDCm9PZgPC6HziE1/EYrXtRtj7/O+n4mW+L9DjS8cHW5vAQXvfjzgqv\n+zFihKzwVpwDmzdvlt/85jeyePHioGyvXr1k/Pjx0rNnz4p10y6A8KZNOHn7CG9yhqm1cM9YkRfu\n2NX8wFEiw25IrTsaro4AwlsdtyxrIbxZ0qavJARY4W2F3nvvvSdPP/20DB06VDp06CB33323PPvs\nszJt2rQkzI3URXiNYEy1EYQ3VbzVN+6v7MrcE3avP3YJK73VU02lJsKbClajjSK8RnHSWIoEEN4Y\ncNesWSNTp06Vm2++uaGWvwfQi9EERSEAAcsEOv7PNNnzuRt3uxVq29HneVv/bbLl0dE9BCAQh4B/\nUyI3vMUBVsNlEd6Iwd+4caNcd9110rdvXxk9enTjWlaElxXeiIGzWIwVXovwW+p6+X978uBFdfLh\n1t2/JNt39ORr13oycDRfoI6EjhVeRwLRyjAcWOHl/er+NHFihAhvhTCsW7dOLrjgAlHhPeaYY2Ti\nxInStWtX68FDeK2HoOIAEN6KiLIrsGaJJwvOF9mwtvTl2HFvka3v7+q/8X93PdAL9vP2OYEv0uwi\nFNoTwms5ABG6d0B4I4ySIhAgLVnkOfDhhx/K448/LnfccYfcdNNNsscee0Sum0ZBhDcNqmbbRHjN\n8qyqNRXdxf6e+zVPluS1Sy9PvvD/SrCK+/L9sm31s7Jn32NF+p8ioqu/j18lsvGNUtk+Qzw5yd/i\ngPhWhd5EJYTXBMV020B40+VL6+YIsMIbk+WIESNk9uzZ0r1795g1zRZHeM3yTKM1hDcNqhHb3PB6\nSXSX31GS1w71JdEd9MMmq7aheXiXXl8S3+0flMoOHFkS3669WfGNiN9UMYTXFMn02kF402NLy2YJ\nILyt8Fy7dq3stdde0q1bt6DUkiVLZO7cuUGqsro6u999CK/ZN0IarSG8aVCt0Oa2DSXRXTp3l+gO\n+pHI5/ztDHt23e1N2+LFE9rO0/62hqVzdonvoLEl8Q1px8KT1kSXCK/7YUZ43Y8RIywRQHhbmQnP\nP/+83HDDDcH+3bZt28pBBx0kY8aMCQ6u2X4hvLYjULl/hLcyI2MlVFCXzi0J6rZNJbE9akRpVbeV\nldmKN63pSrGu9r5wZ6nNPTt7ogI98RWAgAAAIABJREFUyM/ji/gaC19LDSG8qSNO3AHCmxghDWRE\nAOHNCLTpbhBe00TNt4fwmmca2uLy2/1VXV9KywfSeg/25Ju+/EbYglBReMsdqvjqZRWvP1USXz3Y\ndpLuBR5l96eejBDb6gbhtUU+er8Ib3RWlLRLAOG1y7/q3hHeqtFlVhHhTRm1Hkh7aJLIur+UpHO/\nAZ589epYh8wiC2/5UbTP308UeWdFqc8eR3jylemx+kyZSqGaR3jdDyfC636MGGGJAMKb05mA8Lof\nOIQ3pRite7EkumGZF2J2GVt4y+2HZXRQ8e1xJCu+MWPQWnGE1yDMlJpCeFMCS7PGCSC8xpFm0yDC\nmw3nJL0gvEnohdQNy7yg+2m/MLlqyaxaeMvDe3yav3e40cE2MjoYDTrCaxRnKo0hvKlgpdEUCCC8\nKUDNokmENwvKyfpAeJPxa6hdPpC2eNousT1xktdS5oU4vSYWXu2snNHhiem7xnfSZP9wGwfb4sQi\nrCzCm5Rg+vUR3vQZ04MZAgivGY6Zt4LwZo48docIb2xku1dYPL20ghoj80KcXo0Ib7nDljI6nDSp\n6hXoOM9SxLIIr/tRRXjdjxEjLBFAeHM6ExBe9wOH8CaIUVjmBT2QZniPrFHhLT+u7jHWg21kdEgw\nAUpVEd7ECFNvAOFNHTEdGCKA8BoCmXUzCG/WxOP3h/DGZyZhVwFrirGUrvdNRXjLj63PoqnMuKq4\niomA8FYNLeOKCG/GwOmuagIIb9Xo7FZEeO3yj9I7whuF0s4yuh1ggX8bmoHMCzF6lVSFtzyQsIwO\nw/xb3CLkCY7zLEUsywqv+1FFeN2PESMsEUB4czoTEF73A4fwRohRS5kXWrgKOEKLsYpkIrw6orCr\nisnoUDFWCG9FRNYLILzWQ8AAIhJAeCOCcq0YwutaRHYfD8LbSozCrgI+/rzSVcAZXtmbmfCWUehz\n61XFy27kquIIb2GENwIky0UQXssBoPvIBBDeyKjcKojwuhWPsNEgvC3EaOkNpauAU8q8EGdmZC68\n5cHpyrYebHvl97vEV68qHnQ+GR0aBRDhjTOb7ZRFeO1wp9f4BBDe+MycqIHwOhGGVgeB8DbD8/L9\npRvSNqwtSV3vwaUV3ZQOpEWZIdaEtzw4PdimK76NMzrojW39T0F8fUYIb5RZbLcMwmuXP71HJ4Dw\nRmflVEmE16lwhA4G4d2JJSzzgqYYc0DqrAtveeboHwO64ktGhybvJYTX/c85hNf9GDHCEgGEN6cz\nAeF1P3A1L7z6s72u6L78YGm1skO9Jyq6A0c7s3rpjPCWp7NmdFDx3f5BiVH/r3miK741mtEB4XX/\ncw7hdT9GjBDhzfUcQHjdD1/NCq8ezFLRXX7HLtEd9CMxcRWw6ag7J7z6gC1ldFDxzfBAn2nW1bSH\n8FZDLds6CG+2vOmtegKs8FbPzmpNhNcq/kid15zwhmVeOGpEaVXXUVFzUnjLs0t56mrvC3fWbEYH\nhDfSR43VQgivVfx0HoMAwhsDlktFEV6XohE+lpoS3rCrgPWGNMd/indaeMvTSreG6I1tNXhVMcLr\n/uccwut+jBghWxpyPQcQXvfDVxPCqwfS9IY0hzIvxJkZuRDe8gOFZXTQG9ssZrmIw7qasghvNdSy\nrYPwZsub3qonwApv9eys1kR4reKP1HmhhTcs84KmGHPoQFqUIOVKeMsPFHZV8UmTCym+CG+UWWy3\nDMJrlz+9RyeA8EZn5VRJhNepcIQOppDCG3YVsIruoB86k3khzszIpfCWH3Dp9aUcvuWMDgW8qhjh\njTOb7ZRFeO1wp9f4BBDe+MycqIHwOhGGVgdRKOHVA1SLp4ksnet85oU4MyPXwqsPGpbRYdBYT3TF\n19GDgnHig/DGoWWnLMJrhzu9xieA8MZn5kQNhNeJMNSG8C6e7snSOU5cBWw66rkX3jIQXXnX1d7m\nGR1OmpTLlffyYyG8pme8+fYQXvNMaTEdAghvOlxTbxXhTR1x4g5yv8IblnlBU4z1ODLXEtU4sIUR\n3vJDrXuxlMqsIBkdEN7EH0OpN4Dwpo6YDgwRQHgNgcy6GYQ3a+Lx+8ut8OqBNL04Yt1fSmK734BS\nLt0CZgMonPCWp6nGUMX3nRWlGPY4onRjW85iiPDG/9zJugbCmzVx+quWAMJbLTnL9RBeywGI0H3u\nhFdXB1V01zxZkqQuvTzJYeaFCKFpKFJY4S0/YVhGBxXfnKzSI7xxZrOdsgivHe70Gp8AwhufmRM1\nEF4nwtDqIHIjvGGZF/Qq4C9MLszWhZYCVXjhLT/449NK+7BzltEB4XX/cw7hdT9GjLBEAOHN6UxA\neN0PnPPCW74KePG0XWJ74iRPPudfJFGAE/5RZkjNCK/C0HjrwbZlN+6K90mTPRnk3+LmaLwR3iiz\n2G4ZhNcuf3qPTgDhjc7KqZIIr1PhCB2M08K79AY/zZgvP9s2leTnqBGl7QuOXwVsOuo1JbxleGEZ\nHU7SXMrnO7eij/CanvHm20N4zTOlxXQIILzpcE29VYQ3dcSJO3BSeMMyL6jo5uwwU+Lg7GygJoW3\nDC/sqmIV34GjnBFfhNfUTE+vHYQ3Pba0bJYAwmuWZ2atIbyZoa66I6eEN+wq4G/OrVnRLQe1poW3\nsfje429r2PhGSXT7DCldXOHAH0EIb9UfP5lVRHgzQ01HCQkgvAkB2qqO8NoiH71fJ4RXf75e4O/J\nraHMC9EjJILwNqIVltFh2A1Wt7kgvHFms52yCK8d7vQanwDCG5+ZEzUQXifC0OogrAqvHlDSFGPL\n7yjUVcCmo47wNiMadlXxwJGlHL4WDrYhvKZnvPn2EF7zTGkxHQIIbzpcU28V4U0dceIOrAhvOfNC\n46uAjz+vdCDNgrAkhphyAwhvC4B1HunFFc2vKs44owPCm/IbwEDzCK8BiDSRCQGENxPM5jtBeM0z\nNd1i5sKrB9Ie8iWlnHnhX75auiGtxjIvxIkjwluBlm6JUfF95felXwr27Oyv9vpzKqODbQhvnNls\npyzCa4c7vcYngPDGZ+ZEDYTXiTC0OojMhPfl+0vbFzasLUlJ78GlFV0HDh25HiWEN2KEwjI66DaH\n/qekmtEB4Y0YH4vFEF6L8Ok6FgGENxYudwojvO7EoqWRpC68YZkXdEU3ZQlxn3z0ESK80VkFJfWP\nK13xzSijA8IbMz4WiiO8FqDTZVUEEN6qsNmvhPDaj0GlEaQmvPozs67ovvzgrgNpKroDR6e62lbp\nefP47whvlVHTjA4qvuWrivt/rXSwzfD2GYS3yvhkWA3hzRA2XSUigPAmwmevMsJrj33Uno0Lrx4k\nWjxNZOlcMi9EDUKFcghvApBhGR0GjS3l8DV0QBLhTRCfjKoivBmBppvEBBDexAjtNIDw2uEep1dj\nwhuWeaFGrwKOwz9KWYQ3CqUKZcKuKh70I/+qYv8yi4Tii/AaiE/KTSC8KQOmeWMEEF5jKLNtCOHN\nlnc1vRkR3rCrgPWGNMM/HVfzfEWog/AajKKKr97Y9vpTpV8guh7or/Ymu6oY4TUYn5SaQnhTAkuz\nxgkgvMaRZtMgwpsN5yS9JBJePZCmN6SReSFJCCrWRXgrIopfICyjg97YVkXWEIQ3Pv6sayC8WROn\nv2oJILzVkrNcD+G1HIAI3VclvGGZFzTFGAfSIhCPXwThjc8sco2wq4p1f28M8UV4I9O2VhDhtYae\njmMSQHhjAnOlOMLrSiRaHkcs4dWfg/VAWuOrgFV0B/2QzAsphhrhTRFuueml13vy+FW7MjroVcUq\nvhG25SC8GcQnYRcIb0KAVM+MAMKbGWqzHSG8Znmm0Vok4S0fSFs8bZfYnjjJk8/52xkSHvhJ45mK\n1ibCm1FEyxkdnpi+a56fNNmrdLAN4c0oPgm6QXgTwKNqpgQQ3kxxm+sM4TXHMq2WKgrv4umeLJ2z\n6ypgMi+kFYoW20V4M0beUkaHkyaF/pKB8GYcnyq6Q3irgEYVKwQQXivYk3eK8CZnmHYLLQpvWOYF\nvTiix5FsX0g7KM3aR3gzBl7ubt2LpYsrKmR0QHgtxSdGtwhvDFgUtUoA4bWKv/rOEd7q2WVVczfh\n1QNpekPaur+UxHa/AZ6o6MY4xJPV2GulH4TXcqT1PaHi+86K0nuixxGlG9t2vicQXsvxidA9whsB\nEkWcIFCTwuu/QeX222+XRYsWyY4dO6RPnz4yYcIE2XfffXcLyiWXXCIvvfSS1NWVPo9PO+00Offc\nc60HD+G1HoKKA2gQ3nf/IoHornmyNIm69PKEzAsV+WVRAOHNgnKEPsIyOvji+8m+R4j/WSddunTh\n148IGG0UQXhtUKfPagjUpPDqB+jChQtl2LBh0qlTJ7nttttk9erVMmXKlN0YjhkzRq655hrp2rVr\nNXxTq4PwpobWWMOb/v6/n9Q/N7uu7oU7m14F/IXJfHkbo5ysIYQ3GT+jtUOuKvb8fe2bj7nQqz/w\niDZG+6IxYwQQXmMoaShlAjUpvM2Zvvbaa3L11VfLvHnzdsM9cuTIYDW4vMLbvMC2bdu8lGMU2vz2\n7dulXbt20qYN3wM2+Lfap//F3fZP/1m3x7NzpW77B4Hcfnz0Od7HJ1zikXnBrWj571/Zc8893RpU\nrY9G3z9Lrqlr+9xNwXvH61Dv7Th2rHx8zA94/zg4N/xtJ/LRRx9Jhw4drIzOf/+ygGCFfP46RXj9\nmN17772yatUqGT9+/G4R1FXg7t27y9atW6Vfv34yduxY6dGjR0M5/39HePM371Mbcds/zfPaPTmj\nTrZtKonugOGB6HpdDuJDOTXq1TeM8FbPLu2adRv/XhLfFb8tvXf27Ox9NORi7+NjxvBeSht+jPZt\nC2/Hjh2ZDzHiVctFa1543333XZk4cWKwwhu2h3fLli3iv6GCvb4LFiyQhx9+OHQlOOtJxJaGrIlX\n6C8k88LmYy/09jr8K3X+KjwfyI6FqzwctjQ4Gpidw9JDa1v/usjr9Mwv6ypldHD7SYo7OrY0FDe2\nRXuymhZe/1CRTJo0KVi1HThwYKTYnnHGGTJnzpxg1dfmC+G1Sb9R32FXAX9zbnDKvGIeXkceoZaH\ngfC6Hf0mWRr0vXbPWJGNb5T+gOwzpHRjG1lOrAYR4bWKn85jEKhZ4dWDa5MnT5ZRo0bJ4MGDIyMb\nPny43HLLLVJfXx+5ThoFEd40qMZoUxPoa+aFlx/cdSBNU4wNHN2wmovwxuBpqSjCawl8xG5D05Jp\nRgdNZbZzf7z0/1oplVmEq4ojdkuxGAQQ3hiwKGqVQE0Kr25TuPTSS0XldciQIU0CoPuRZs+eLWee\neabo/79+/Xo59NBDxfM8mT9/vjzzzDMyY8YMq0HTzhFeSyHQk+QqusvvaJp5IeQqYITXUoxidIvw\nxoBloWiLeXhDMjrIwJEl8eVK7kwjhfBmipvOEhCoSeF94IEHZNasWUGWg8avmTNnSu/eveWss86S\n6dOnB3t3r7zySlm3bp20b99eDjvsMDn//POlW7duCZCbqYrwmuEYuRX9gl3qb1VofhWwruq28AWL\n8Eama60gwmsNfaSOK148oe9LXe0tp/7zD7bJoB+JDPK3PiC+kRgnLYTwJiVI/awI1KTwZgU3zX4Q\n3jTpNmtbD6Q95H+p7sy8IP/y1dINaRV+QkV4M4xRlV0hvFWCy6haReEtj0O3GKn4vvL7howO8hXd\nYjSKA6MpxwrhTRkwzRsjgPAaQ5ltQwhvBrxfvr+0fWHD2tKXZu/BpRvSIh6SQXgziFHCLhDehABT\nrh5ZeMvj0INtj18lTTI66DaH/qcgvinFCuFNCSzNGieA8BpHmk2DCG+KnMMyL+iKbswvTYQ3xRgZ\nahrhNQQypWZiC295HPrHqq74ktEhpcjsahbhTR0xHRgigPAaApl1MwhvCsT1Z9HF05oeSNMV3UE/\nrGp1COFNIUaGm0R4DQM13FzVwlsex9LrSyu+5YwOerBNU5mR0cFYpBBeYyhpKGUCCG/KgNNqHuE1\nSFYPvqjoLp1bMfNCnF4R3ji07JRFeO1wj9prYuHVjsIyOgwaWxJfDrZFDUWL5RDexAhpICMCCG9G\noE13g/AaINpS5gVd1TWwAoTwGohRyk0gvCkDTti8EeEtj0F/wdHVXjI6JIxK0+oIr1GcNJYiAYQ3\nRbhpNo3wJqQbchWw6A1pBkS34ft1wwavc+fOwtXCCWOVYnWEN0W4Bpo2KryNxVdvbHv9qdIvOl0P\n9Fd7/T9yyehQVcQQ3qqwUckCAYTXAnQTXSK8VVLUA2kLzq8680KcXlnhjUPLTlmE1w73qL2mIrzl\nzsMyOgy7IXIWlqjPUPRyCG/RI1yc50N4cxpLhDdm4Na9WEoxtubJ0qpOl16lFGONrgKO2WLF4ghv\nRUTWCyC81kPQ6gBSFd5yz3pVsW51aJzRQVOZ9TiyqsOqbhM1PzqE1zxTWkyHAMKbDtfUW0V4IyIO\ny7ygNzF9YXLqX2YIb8QYWSyG8FqEH6HrTIS3PI7Hp/m3Kc4ho0OEuDQugvDGBEZxawQQXmvok3WM\n8FbgVz6QtnjaLrE9cZInn/O3M2R0MhvhTTbHs6iN8GZBufo+MhVeHWY5o8MT03d9bpw02b+umKuK\nW4oiwlv9/KZmtgQQ3mx5G+sN4W0F5eLppZWa8lXAR40obV8weCAtSiAR3iiU7JZBeO3yr9R75sJb\nHlBLGR1OmpT6L0OVmLj27wivaxFhPC0RQHhzOjcQ3pDAhWVe0BvSLO3FQ3jdf3MhvG7HyJrwlrHo\n3n+9sY2MDi1OFITX7fcQo9tFAOHN6WxAeBsFrvlVwPsN8ERFt88JVldjEF7331wIr9sxsi68ZTz6\nGaOpzLiqeLcJg/C6/R5idAhv7ucAwuuHUH921BRjGWZeiDNxEN44tOyURXjtcI/aqzPCWx5wWEYH\nTWWW8XapqPyyKIfwZkGZPkwQYIXXBEULbdS08LaUeSHDA2lRQo7wRqFktwzCa5d/pd6dE14dcNhV\nxQNHlq4qrkHxRXgrzWL+3RUCCK8rkYg5jpoU3rCrgI8/r3QgLaPMC3HChPDGoWWnLMJrh3vUXp0U\n3vLg9fNI8/cuu7G0dWrPzn42Bz/lYY1ldEB4o85mytkmgPDajkCV/dec8C69wZPF/peL5cwLccKF\n8MahZacswmuHe9RenRbe8kOEZXTQq4oHnW/1DEFUxknLIbxJCVI/KwIIb1akDfdTM8L78v2lG9I2\nrC19efQeXFrRtXwgLUo4Ed4olOyWQXjt8q/Uey6Et/wQYVcV641t/U8ptPgivJVmMf/uCgGE15VI\nxBxH4YW3eeYFvQpYMy/k6MsD4Y05qS0UR3gtQI/RZa6Et/xc+ke6pjKrkYwOCG+MCU1RqwQQXqv4\nq++8sMKrPw/qiu7LD5ZWRTrUl0R34OjcrZIgvNXP76xqIrxZka6un1wKb/lRNaODiu/2D0qfXf2/\n5omu+BbsYBvCW93cplb2BBDe7Jkb6bFwwqsHQFR0l9+xS3T1AIhjmRfiBA/hjUPLTlmE1w73qL3m\nWnj1IVvK6KDi6+BB26hxaVwO4a2GGnVsEEB4bVA30GdhhDcs84JeBayrujn/QkB4DUz0lJtAeFMG\nnLD53Atv+fn1c05Xe1+4s3AZHRDehJOc6pkRQHgzQ222o0IIr14F/JD/JVDOvPAvXy2JbkF+8kN4\nzc75NFpDeNOgaq7NwghvGYlu2VLxfeX3u8T3K7pla1TutmyVHwnhNTffaSldAghvunxTaz3XwqsH\n0vSGtBxmXogTUIQ3Di07ZRFeO9yj9lo44S0/eFhGB72xLQfZZ5rHDuGNOpspZ5sAwms7AlX2n0vh\nDcu8oCnGcnggLUrYEN4olOyWQXjt8q/Ue2GFt/zgYVcV641tORJfhLfSLObfXSGA8LoSiZjjyJXw\nhl0FrKI76Ie5/RkvSrgQ3iiU7JZBeO3yr9R74YW3DGDp9aVb28oZHXJ0VTHCW2kW8++uEEB4XYlE\nzHHkQnj1oMbiaSJL5xYm80KcMCG8cWjZKYvw2uEetdeaEV4FEpbRYdBYT3TF1+EDvAhv1NlMOdsE\nEF7bEaiyf+eFd/F0T5bOydVVwFWGosVqCK9poubbQ3jNMzXZYk0Jbxlc2FXFmqLxpElO/iKG8Jqc\n8bSVJgGEN026KbbtrPBq5oXF/k9zjQ+kfXNuYTIvxAkpwhuHlp2yCK8d7lF7rUnhLcNZ92Ipo8Pr\nT5VEt+uB/mqvnnlwK6MDwht1NlPONgGE13YEquzfOeHVA2l6ccS6v5Q+nPcbUEoxlqPDF1WGghVe\n0+AybA/hzRB2FV3VtPCWeelnq4rvOytKn609jijd2ObIZyvCW8XEpooVAgivFezJO3VGeHUVQkV3\nzZOlD+MuvTwpcOaFOJFjhTcOLTtlEV473KP2ivA2IhWW0UHFt8eRVrc6ILxRZzPlbBNAeG1HoMr+\nrQtvWOYF3Wf2hclWP3yrxJlKNYQ3FaxGG0V4jeI03hjCG4L08Wml8xGOZHRAeI1PexpMiQDCmxLY\ntJu1Jrzlq4AXT9sltidO8uRz/kUSDp8kTjseYe0jvDaox+sT4Y3HK+vSCG8LxMsZHZ6Yvutz+KTJ\nngwam/nnMMKb9buC/qolgPBWS85yPSvCu/SG0oG08lXAR40obV8oyFXApkOK8Jomar49hNc8U5Mt\nIrwVaIZldNCDbYPOz+yXNoTX5IynrTQJILxp0k2x7UyFNyzzgoquI4cmUsScqGmENxG+TCojvJlg\nrroThDciurCrijPK6IDwRowRxawTQHith6C6AWQivGFXAWuKMUQ3UtAQ3kiYrBZCeK3ir9g5wlsR\nUdMC+pl9j7+tYeMbpRXePkNKF1ek+JmN8MaMEcWtEUB4raFP1nGqwqs/ky3w9+SSeSFRkBDeRPgy\nqYzwZoK56k4Q3irRhWV0GHZDKtvPEN4qY0S1zAkgvJkjN9NhKsLbUuYFDqRVFTSEtypsmVZCeDPF\nHbszhDc2sl0Vwq4qHjiytOJr8NwFwpsgRlTNlADCmyluc50ZFd5y5oXGVwEff17pQBqZF6oOGsJb\nNbrMKiK8maGuqiOEtypsTSvp5/vj/mHjZTeWtjns2dnP5uCnkDSU0QHhNRAjmsiEAMKbCWbznRgT\nXj2Q9pB/i08588K/fLV0Q5rBFQDzT5+PFhFe9+OE8LodI4TXYHz0Fzy9se2V3+8S36/4n/UJrypG\neA3GiKZSJYDwpoo3vcYTC+/L95duSNuwtvTh13twaUU3xcMN6dFws2WE1824NB4Vwut2jBDeFOIT\nltFBb2zrf0pVqcwQ3hRiRJOpEEB4U8GafqNVC29Y5gVd0a3ywy79J81vDwiv+7FDeN2OEcKbYnx0\n0UNXfBNmdEB4U4wRTRslgPAaxZldY7GFV3/O0hXdlx8s/RXfob60dWHg6Kr+qs/uSfPbE8LrfuwQ\nXrdjhPBmEB/N6KDiW76quP/XPNEV34jb2hDeDGJEF0YIILxGMGbfSGTh1QMLKrrL79glunpggcwL\nqQcN4U0dceIOEN7ECFNtAOFNFe+uxlvK6KDiW+HgMsKbUYzoJjEBhDcxQjsNVBTesMwLehWwruqS\neSGToCG8mWBO1AnCmwhf6pUR3tQRN+1Avzd0tfeFOyNndEB4M44R3VVNAOGtGp3diq0Kb9hVwHpD\nWsSfqOw+WXF6R3jdjyXC63aMEF5L8dEtcHpj2+tPlcS364F+/l7/UHNIRgeE11KM6DY2AYQ3NjI3\nKoQKrx5I0xvSyLzgRJAQXifC0OogEF63Y4TwWo5PWEYHvbGtUTYfhNdyjOg+MgGEtxVU/htZbr/9\ndlm0aJHs2LFD+vTpIxMmTJB99903MuBUCq5ZIh+ufNxr2/1gaXO4n0pm3f96sngaVwGnArv6RhHe\n6tllVRPhzYp0df0gvNVxM14r7KpivbGtx7/WffLn//Y+3rxe2h85rE56HGm8axqEgCkCCG8rJP1V\nVFm4cKEMGzZMOnXqJLfddpusXr1apkyZYop//HaWXi/ykP9BU3617yTy4Wb/v/xfnjTzgubSHfRD\nMi/EJ2u8BsJrHKnxBhFe40iNNojwGsWZvLGl15dubQsyOngi7T/lf//8c1e7X/EXXgb9MHk/tACB\nFAggvDGgvvbaa3L11VfLvHnzGmp5/itGE8mKbtsgdVf32V1m27QV798u8vzMCx4H0pIhNll748aN\nXn19vbRp04Y/QEyCNdiW/0eJdO3a1WCLNGWSgArv5s2bpXPnzryHTIJN0lYpo0Nd3RPT66Ru97B4\nE9fo91CSHmLVrfNfsSpQuGYJILwxQn/vvffKqlWrZPz48Q21dBUvRhOJirZ942n51G9H7Pbm/ni/\ngbJ55L2ZjSPRQ9RQZf1biM9itwNOjNyOD6Nzl8Cn7vhGXdt3lu82wM3D7/Q+7vW5zAbu/8GK8GZG\nO98dIbwR4/fuu+/KxIkTgxVeq3t4px3o/5y0qemo+RkpYhSzLcaWhmx5V9MbWxqqoZZdHbY0ZMc6\ndk/Nt9dpAx06i0xeG7spKkAgCwIIbwTK+rPnpEmTZOzYsTJw4MAINVIssvy/RRY02iO13xEiZz2g\nuXVT7JSmqyGA8FZDLds6CG+2vOP2hvDGJZZheX+LndzydZF3/rKr02H+GZOBozMcBF1BIDoBhLcC\nKz24NnnyZBk1apQMHjw4Otk0S254Xba9/KjX7tOHyB6HnMTPOWmyTtA2wpsAXkZVEd6MQFfZDcJb\nJbgMq+14bbH30f/3muzZf2idn+s9w57pCgLxCCC8rfDasmWLXHrppTJ8+HAZMmRIPLIpl65401rK\n/dN8ZQIIb2VGtksgvLYj0Hr/CK/b8dHRkYfX/RgxwhIBhLeVmfDAAw/IrFmzpF27dk1KzZw5U/r3\n7291DiG8VvFH6hzhjYTJaiGE1yr+ip0jvBURWS+A8FoPAQOISADhjQjKtWIIr2sR2X08CK/7MUJ4\n3Y4Rwut2fFjhdT8+jHAXAYRGWkJGAAAJPklEQVQ3p7MB4XU/cAiv+zFCeN2OEcLrdnwQXvfjwwgR\n3tzPAYTX/RAivO7HCOF1O0YIr9vxQXjdjw8jRHhzPwcQXvdDiPC6HyOE1+0YIbxuxwfhdT8+jBDh\nzf0cQHjdDyHC636MEF63Y4Twuh0fhNf9+DBChJc5AAEIQAACEIAABCBQIwQ4tFYjgeYxIQABCEAA\nAhCAQK0SQHhrNfI8NwQgAAEIQAACEKgRAghvjQSax4QABCAAAQhAAAK1SgDhrdXI89wQgAAEIAAB\nCECgRgggvDkM9LJly+Sqq64SveL4kEMOyeETFGvIUeJxySWXyEsvvSR1dXXBw5922mly7rnnFgtE\nTp7GvwpVbr/9dlm0aJHs2LFD+vTpIxMmTJB99903J09QrGHGiQfvI3div3nzZvnNb34jixcvDgbV\nq1cvGT9+vPTs2dOdQTISCDQigPDmbDrMnz9fli5dKtu2bQu+pBFeuwGMGo8xY8bINddcI127drU7\nYHoXP6WfLFy4UIYNGyadOnWS2267TVavXi1TpkyBjgUCceLB+8hCgFro8r333pOnn35ahg4dKh06\ndJC7775bnn32WZk2bZo7g2QkEEB48zsHli9fLgMGDBBd6bjgggsQXsuhjBqPkSNHBquK5RVey8Om\n+0YEXnvtNbn66qtl3rx5cHGAQGvx4H3kQIBaGMKaNWtk6tSpcvPNN7s7SEZW0wRY4c1p+MeNGycX\nXnghwutI/CrFQ1cTu3fvLlu3bpV+/frJ2LFjpUePHo6MvraHce+998qqVauCn2N52SfQWjx4H9mP\nT9gINm7cKNddd5307dtXRo8e7eYgGVXNE0B4czoFKglWTh8rt8OuFI8tW7ZIx44dgz2jCxYskIcf\nfpgVRQei/e6778rEiRODFV728NoPSKV48D6yH6PGI1i3bl3wS6MK7zHHHBO8l9i25VaMGM0uAghv\nTmdDJcHK6WPldthx43HGGWfInDlzglVfXnYI+Fc/y6RJk4LV9oEDB9oZBL02EKgmHryP3JhAH374\noTz++ONyxx13yE033SR77LGHGwNjFBBoRADhzel0iCtYOX3M3Aw7bjyGDx8ut9xyi9TX1+fmGYs0\nUD0oNXnyZBk1apQMHjy4SI+Wy2epNh68j9wK94gRI2T27Nn8Ie9WWBjNTgIIb06nQlzByulj5mbY\nzePxySefBB/8Z555puj/v379ejn00EPF8zzRzA7PPPOMzJgxIzfPV6SB6s/il156qagsDRkypEiP\nlstnaS0evI/cDenatWtlr732km7dugWDXLJkicydOzdIVcbhXHfjVssjQ3hzGn2E163ANY+HHk47\n66yzZPr06cHe3SuvvFJ0v1v79u3lsMMOk/PPP7/hi8KtJyn+aB544AGZNWuWtGvXrsnDal7r/v37\nFx+AY0/YWjx69+7N+8ixeJWH8/zzz8sNN9wQ7N9t27atHHTQQaJp4/TgGi8IuEgA4XUxKowJAhCA\nAAQgAAEIQMAYAYTXGEoaggAEIAABCEAAAhBwkQDC62JUGBMEIAABCEAAAhCAgDECCK8xlDQEAQhA\nAAIQgAAEIOAiAYTXxagwJghAAAIQgAAEIAABYwQQXmMoaQgCEIAABCAAAQhAwEUCCK+LUWFMEIAA\nBCAAAQhAAALGCCC8xlDSEAQgAAEIQAACEICAiwQQXhejwpggAAEIQAACEIAABIwRQHiNoaQhCEAA\nAhCAAAQgAAEXCSC8LkaFMUEAAhCAAAQgAAEIGCOA8BpDSUMQgAAEIAABCEAAAi4SQHhdjApjggAE\nIAABCEAAAhAwRgDhNYaShiAAAQhAAAIQgAAEXCSA8LoYFcYEAQhAAAIQgAAEIGCMAMJrDCUNQQAC\nEIAABCAAAQi4SADhdTEqjAkCEIAABCAAAQhAwBgBhNcYShqCAAQgAAEIQAACEHCRAMLrYlQYEwQg\nAAEIQAACEICAMQIIrzGUNAQBCEAAAhCAAAQg4CIBhNfFqDAmCEAAAhCAAAQgAAFjBBBeYyhpCAIQ\ngAAEIAABCEDARQIIr4tRYUwQgAAEIAABCEAAAsYIILzGUNIQBCAAAQhAAAIQgICLBBBeF6PCmCAA\nAQhAAAIQgAAEjBFAeI2hpCEIQAACEIAABCAAARcJILwuRoUxQQACEIAABCAAAQgYI4DwGkNJQxCA\nAAQgAAEIQAACLhJAeF2MCmOCAAQgAAEIQAACEDBGAOE1hpKGIAABCEAAAhCAAARcJIDwuhgVxgQB\nCEAAAhCAAAQgYIwAwmsMJQ1BAAIQgAAEIAABCLhIAOF1MSqMCQIQgAAEIAABCEDAGAGE1xhKGoIA\nBCAAAQhAAAIQcJEAwutiVBgTBCAAAQhAAAIQgIAxAgivMZQ0BAEIQAACEIAABCDgIgGE18WoMCYI\nQAACEIAABCAAAWMEEF5jKGkIAhCAAAQgAAEIQMBFAgivi1FhTBCAAAQgAAEIQAACxgggvMZQ0hAE\nIAABCEAAAhCAgIsEEF4Xo8KYIAABCEAAAhCAAASMEUB4jaGkIQhAAAIQgAAEIAABFwkgvC5GhTFB\nAAIQgAAEIAABCBgjgPAaQ0lDEIAABCAAAQhAAAIuEkB4XYwKY4IABCAAAQhAAAIQMEYA4TWGkoYg\nAAEIQAACEIAABFwkgPC6GBXGBAEIQAACEIAABCBgjADCawwlDUEAAhCAAAQgAAEIuEgA4XUxKowJ\nAhCAAAQgAAEIQMAYAYTXGEoaggAEIAABCEAAAhBwkQDC62JUGBMEIAABCEAAAhCAgDECCK8xlDQE\nAQhAAAIQgAAEIOAiAYTXxagwJghAAAIQgAAEIAABYwQQXmMoaQgCEIAABCAAAQhAwEUCCK+LUWFM\nEIAABCAAAQhAAALGCCC8xlDSEAQgAAEIQAACEICAiwQQXhejwpggAAEIQAACEIAABIwRQHiNoaQh\nCEAAAhCAAAQgAAEXCSC8LkaFMUEAAhCAAAQgAAEIGCOA8BpDSUMQgAAEIAABCEAAAi4SQHhdjApj\nggAEIAABCEAAAhAwRgDhNYaShiAAAQhAAAIQgAAEXCSA8LoYFcYEAQhAAAIQgAAEIGCMAMJrDCUN\nQQACEIAABCAAAQi4SADhdTEqjAkCEIAABCAAAQhAwBgBhNcYShqCAAQgAAEIQAACEHCRwP8P/FrR\nqULasAsAAAAASUVORK5CYII=\n", "prompt_number": 3, + "svg": [ + "11.522.5311.5211.522.5322.53top tracebottom trace" + ], "text": [ - "" + "" ] } ], @@ -135,14 +141,20 @@ "metadata": {}, "outputs": [ { + "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\nRjA4NThBRUE2Qz5dCj4+CnN0YXJ0eHJlZgo2NjIyCiUlRU9GCg==\n", "html": [ "" ], + "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB//9k=\n", "metadata": {}, "output_type": "pyout", + "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu29DXhU1bn3vWKJmHKA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\nQmCC\n", "prompt_number": 5, + "svg": [ + "11.5211.522.533.5422.53trace 0trace 1" + ], "text": [ - "" + "" ] } ], @@ -186,14 +198,20 @@ "metadata": {}, "outputs": [ { + "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\nNEM3Pl0KPj4Kc3RhcnR4cmVmCjMzODYxCiUlRU9GCg==\n", "html": [ "" ], + "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nigAooooA/9k=\n", "metadata": {}, "output_type": "pyout", + "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydCXgVRbr338MSlhAW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\nAElFTkSuQmCC\n", "prompt_number": 7, + "svg": [ + "(1, 1)00.511.5200.511.52(1, 2)00.511.5200.511.52(1, 3)00.511.5200.511.52(1, 4)00.511.5200.511.52(1, 5)00.511.5200.511.52(1, 6)00.511.5200.511.52(2, 1)00.511.5200.511.52(2, 2)00.511.5200.511.52(2, 3)00.511.5200.511.52(2, 4)00.511.5200.511.52(2, 5)00.511.5200.511.52(2, 6)00.511.5200.511.52(3, 1)00.511.5200.511.52(3, 2)00.511.5200.511.52(3, 3)00.511.5200.511.52(3, 4)00.511.5200.511.52(3, 5)00.511.5200.511.52(3, 6)00.511.5200.511.52(4, 1)00.511.5200.511.52(4, 2)00.511.5200.511.52(4, 3)00.511.5200.511.52(4, 4)00.511.5200.511.52(4, 5)00.511.5200.511.52(4, 6)00.511.5200.511.52(5, 1)00.511.5200.511.52(5, 2)00.511.5200.511.52(5, 3)00.511.5200.511.52(5, 4)00.511.5200.511.52(5, 5)00.511.5200.511.52(5, 6)00.511.5200.511.52(6, 1)00.511.5200.511.52(6, 2)00.511.5200.511.52(6, 3)00.511.5200.511.52(6, 4)00.511.5200.511.52(6, 5)00.511.5200.511.52(6, 6)00.511.5200.511.52" + ], "text": [ - "" + "" ] } ], @@ -238,14 +256,20 @@ "metadata": {}, "outputs": [ { + "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\n", "html": [ "" ], + "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nigAooooAKKKKAP/Z\n", "metadata": {}, "output_type": "pyout", + "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuzdCZQURZ748V9xNPcl\nh8zgMHIKiCvPBfUvjgqisy4MC4IyIDQPEQS5xCfXOKICIpfiKHiwKow64FsUUAcRXNCdQYSGRXZV\nBBoBF7l65L6as/4ZqdVUdVdXRmZGdXdlffM93+h0RFTlJyIzfxUZRyhsHcKBAAIIIIAAAggggEBA\nBUIEvAGtWU4LAQQQQAABBBBAwBYg4KUhIIAAAggggAACCARagIA30NXLySGAAAIIIIAAAggQ8NIG\nEEAAAQQQQAABBAItQMAb6Orl5BBAAAEEEEAAAQQIeGkDCCCAAAIIIIAAAoEWIOANdPVycggggAAC\nCCCAAAIEvLQBBBBAAAEEEEAAgUALEPAGuno5OQQQQAABBBBAAAECXtoAAggggAACCCCAQKAFCHgD\nXb2cHAIIIIAAAggggAABL20AAQQQQAABBBBAINACBLyBrl5ODgEEEEAAAQQQQICAlzaAAAIIIIAA\nAgggEGgBAt5AVy8nhwACCCCAAAIIIEDASxtAAAEEEEAAAQQQCLQAAW+gq5eTQwABBBBAAAEEECDg\npQ0ggAACCCCAAAIIBFqAgDfQ1cvJIYAAAggggAACCBDw0gYQQAABBBBAAAEEAi1AwBvo6uXkEEAA\nAQQQQAABBAh4aQMIIIAAAggggAACgRYg4A109XJyCCCAAAIIIIAAAgS8tAEEEEAAAQQQQACBQAsQ\n8Aa6ejk5BBBAAAEEEEAAAQJe2gACCCCAAAIIIIBAoAUIeANdvZwcAggggAACCCCAAAEvbQABBBBA\nAAEEEEAg0AIEvIGuXk4OAQQQQAABBBBAgICXNoAAAggggAACCCAQaAEC3kBXLyeHAAIIIIAAAggg\nQMBLG0AAAQQQQAABBBAItAABb6Crl5NDAAEEEEAAAQQQIOClDSCAAAIIIIAAAggEWoCAN9DVy8kh\ngAACCCCAAAIIEPDSBhBAAAEEEEAAAQQCLUDAG+jq5eQQQAABBBBAAAEECHhpAwgggAACCCCAAAKB\nFiDgDXT1cnIIIIAAAggggAACBLy0AQQQQAABBBBAAIFACxDwBrp6OTkEEEAAAQQQQAABAl7aAAII\nIIAAAggggECgBQh4A129nBwCCCCAAAIIIIAAAS9tAAEEEEAAAQQQQCDQAgS8ga5eTg4BBBBAAAEE\nEECAgJc2gAACCCCAAAIIIBBoAQLeQFcvJ4cAAggggAACCCBAwEsbQAABBBBAAAEEEAi0AAFvoKuX\nk0MAAQQQQAABBBAg4KUNIIAAAggggAACCARagIA30NXLySGAAAIIIIAAAggQ8NIGEEAAAQQQQAAB\nBAItQMAb6Orl5BBAAAEEEEAAAQQIeGkDCCCAAAIIIIAAAoEWIOANdPVycggggAACCCCAAAIEvLQB\nBBBAAAEEEEAAgUALEPAGuno5OQQQQAABBBBAAAECXtoAAggggAACCCCAQKAFCHgDXb2cHAIIIIAA\nAggggAABL20AAQQQQAABBBBAINACBLyBrl5ODgEEEEAAAQQQQICAlzaAAAIIIIAAAgggEGgBAt5A\nVy8nhwACCCCAAAIIIEDASxtAAAEEEEAAAQQQCLQAAW+gq5eTQwABBBBAAAEEECDgpQ0ggAACCCCA\nAAIIBFqAgDfQ1cvJIYAAAggggAACCBDw0gYQQAABBBBAAAEEAi1AwBvo6uXkEEAAAQQQQAABBAh4\naQMIIIAAAggggAACgRYg4A109XJyCCCAAAIIIIAAAgS8tAEEEEAAAQQQQACBQAsQ8Aa6ejk5BBBA\nAAEEEEAAAQJe2gACCCCAAAIIIIBAoAUIeANdvZwcAggggAACCCCAAAEvbQABBBBAAAEEEEAg0AIE\nvIGuXk4OAQQQQAABBBBAgICXNoAAAggggAACCCAQaAEC3kBXLyeHAAIIIIAAAgggQMBLG0AAAQQQ\nQAABBBAItAABb6Crl5NDAAEEEEAAAQQQIOClDSCAAAIIIIAAAggEWoCAN9DVy8khgAACCCCAAAII\nEPDSBhBAAAEEEEAAAQQCLUDAG+jq5eQQQAABBBBAAAEECHhpAwgggAACCCCAAAKBFiDgDXT1cnII\nIIAAAggggAACBLy0AQQQQAABBBBAAIFACxDwBrp6OTkEEEAAAQQQQAABAl7aAAIIIIAAAggggECg\nBQh4A129nBwCCCCAAAIIIIAAAS9tAAEEEEAAAQQQQCDQAgS8ga5eTg4BBBBAAAEEEECAgJc2gAAC\nCCCAAAIIIBBoAQLeQFcvJ4cAAggggAACCCBAwEsbQAABBBBAAAEEEAi0AAGvQ/WeP39e5s+fL8uX\nL5cLFy7IlVdeKY888ojUqVMn0A2Dk0MAAQQQQAABBIIiQMDrUJPHjx+XDz74QLp06SKVKlWSt956\nS3bu3Cnjx48PShvgPBBAAAEEEEAAgUALEPC6rN7vvvtOpk6dKnPmzHGZk+QIIIAAAggggAACxSFA\nwOtS/f3335cdO3bIyJEjVW9v2DokMzMz5LKYAsmtnuRwhQoVpEyZMr7LOnz4sNSoUcPvVxJrOEf4\n9OnTUqVKFd/fyfeX+bkAzE1J6peDub6VqZSYm5LULwdzfStTKTE3JUk5OgIEvDpKP6fJycmRMWPG\n2D28agwvF6sLPENJMTcE6aIYzF1gGUqKuSFIF8Vg7gLLUFLMDUFSjJYAAa8Wk8iRI0dk7NixMmjQ\nIGnVqpWdi4tVE89gMswNYmoWhbkmlMFkmBvE1CwKc00og8kwN4hJUY4CBLyORCJq4tq4ceOkV69e\nctNNN+XlKKqLVfUsP/744zJr1iwpW7as/fnr1q2TyZMny3PPPSeNGjWKOYvChjTEy7Nq1SrZsGGD\njB49uoBEOg9p8GueaHUPzOMP3fFrfuLECXn77bfls88+s9vyFVdcYQ89qlevnmCeHPPom8ahQ4fk\ngQcekGHDhkm7du0wL2SImt92rszV/Xrz5s0SCv002qxz584yYMAAzJNorpwXL15sT2I/e/as3Hrr\nrTJw4MCUM9cIeQKbhIDXoWpPnToljz32mHTv3l3atm0bk7qoAl41hOK6666TO+64w/78hQsXytq1\nayU3N9deIk0n4E2UR120o0aNkiZNmsScXzoHvH7NnVb3wLzgWHW/5irg+uKLL6RDhw5Srlw5WbRo\nkaxfv16eeeYZu11jbt48+obxxBNPyMmTJ6Vjx452wIt5/B8Zftt5xHXatGlSvXr1Ak8w2nly2vm7\n774rmzZtsp+V1apVi3FPJfPARrMaJ0bA64C0dOlSef755/N6ViPJVc+q9TBN+qQ19QCxJsXZawGr\nh7g61EV39dVX27/yhw4dqhXwJsrz3nvvyZ49e2T48OEEvJaAKfNozPyre2Ae+1BKhvmuXbtkwoQJ\n8sYbb9hVgXnyzD/55BP5+uuv7XtU8+bN8wJezJNj3rNnT/uZEOnhjb7XYG7e/OLFi9KnTx95+eWX\npWrVqgWihlQy14gLA5uEgNdH1RZFD6/qoVK9s+rXfP7j4Ycftl8f6vTwRvLGy7N9+3Z7eEQkMIik\nTdceXtPmyjN6dQ/135jHPpRMmx89elRefPFFadCggdx33312k8Y8OeYHDx6034KpToDXX39dWrZs\nmRfwYp4cc7UufK1atUStoqPezKm5JXXr1qWdxxnSYOLeotbenz59uj1/Z+PGjVK+fHl7+I5q66l2\nb/ER8qR81rQPeBONhY3UbmHjpYoi4FWvZVXvqwpskxXwqvFInTp1sneTi+4xSNeA17R5/tU9VD1i\nHhsImDLfv3+//dZDBbytW7e2V1WJvPbFPDnman5Bt27d7GBA/ciIDngxT465GmqnlrFUu38uWbJE\nVqxYkbc2PObmzVXQ/NRTT9kT12+++WbZtm2bvfnUvHnz7OA3lcxTPmr1cQJpHfA6jYWNuKrxOfHG\nSxVFwKt2dlMToPr165e0gFcVfNddd4kao6R2k0v3Hl6T5vFW94j4Yn6pSZs0j/yg+PTTT2XBggV2\nr2Pp0qXtD8PcrLn6kZydnW3/yFBH/oAX89jgy3Q7j9Rmjx49ZPbs2XavL+bmzVWv7jvvvBPzplWN\n5b3//vvtITypZO4jXkz5rGkd8DqNhY3UbmHjpVTAe+7cOXv1Br/HmTNn7HHCpUqViilK9Xz9+OOP\nISvoDuf/DKvnOWS9ygo3bNgw5k9qMpv61RnviJdHBdRdu3YNWT0F4UhgoPKqcUvq/CJjh/2eo/Wd\nfG9gkUrmauKaNZEnZD2MwjfccEMMH+bJbecR7L59+4asV+3hmjVr2j8caeeXmqGJe4vVyxXaunVr\n3pshdR9T95D27dvLQw89FMa8aNp57969Q9b40rC1SRDtPAnP0H379smTTz4ZevXVV/Oew+pZ+uCD\nD4bVkMJUaud+n+OpnD+tA95IxRU2Fjby98LGS6ngS73KSGbAu3r1arF6qkLWa8MCAa/1utYOeNU4\nxcixd+9e+xVuxYoV47bLeHnUkAlrDF7Iej0T8xmmA17rFZyRgDcVzNUrR2vCVMhqO+Ebb7yxQF1g\nHhsImGjnP/zwg93uL7vsMtt7zZo1qnc39Nprr4XVUB3MzZvnb9ivvPJKqEWLFuFbbrnF/hPm5s3V\naiTqn8aNG4va6VMNabCWlgw9/fTT9v0bc/PmytUazhCyfsiF77zzTvn222/l2WeftX9kqI6qVDJP\n5YDV73cn4LUEnQLewsZLFcWQBqt3V6xfkfbEtfy9v/m/txor2r9/f7Ee8HL55ZfHbRvxznXZsmX2\nQHw18ST6SNcxvCbME63u0axZM8E89rWjCfMvv/zSnkWtxu9aW3RL/fr17aXIIj8IMTdvnv8mk39I\nA+bmzQ8cOCCTJk0SNV49IyPDfqU+ePBgUW8x1IG5eXPlqjqT1MQ19b/KWq1qpO7lqWbuN2hM5fwE\nvBoBb/4KjoyXsm4sSV+WTH22mjR39913S7yewujvpnq01AL7Q4YMkRo1ami3SzUW6d5775U2bdoQ\n8P4sgPmlplAUP+xo57GXK+baty9jCTE3RqldEObaVCQ0IEDA6yHgVZtQzJ07V71KKpKAV70+sV4V\n2usBx1t3MdIO1IxR9Wu/adOm2gGvWjtTncuMGTMKlJ2uPbzKE/OiD3gxx9zAM81zEUUVfNHOaeee\nGykZfQkQ8MYJeNXYVbWNr1poWv27WmdSBZFqvJQaWpCVlWUHiEV1g1Q1vHv3bnudxcjWwolqvbCt\nhePlUa+S1aQ0Ndkh/5HOAS/mRf9QwhxzX08zn5m5n/sE9JAdcw9oZPEsQMAbJ+BVi3mrZcCmTJli\nr3VY2HiporxY3dSwm4A3UbnpHvBi/pMA7dxNSzCTFnMzjm5KwdyNlpm0mJtxpBQ9AQJePae4qbhY\nfeB5zIq5Rzgf2TD3gecxK+Ye4Xxkw9wHnsesmHuEI5snAQJeTbZ4O7KVtIv1m73HZOJfN8vaHQfl\nzhaXy4gOTeXqXxbc91vzlNXagmHV220Nd/C9nJjuZzqlK2nmsv9/RT4eJ7JrtUizjiK3jRWp+09O\np1Ho3zF3pttyaItMWz9N1u9fL+3rt5fB1w6WZpf9NFvay4G5s1quNY/gwDNT5JQ1nKvK7bdLraFD\npPzPC+475y6YAnNntR93n5DVC7fJnm1HpMG1teT6Tg2l1q8qO2csJAXmznQ5u3bIZ3/+d9m9+Stp\n3OZG+X/de0mdK2PXuXcu5VKKkmju5vsHLS0Br0aNFrYjW0kKvnYfPi0d//Q3OZZ7Pu+MqpYvI0tH\n3CK/qlFB4yx5KLlGOvK9yCu/Eck9eilr+Woig/4uUv3XrotTGUriDbIktfM9J/bIPR/eI8fPHs/z\nrZJRRRb+bqHUq1wP8zgC1gYoYTU0y1qqzdMP13PWOt07unSVi9ZGKpGjlDXmv+GSxVK2HubxGp1f\n8+MHc+WdSVly9vSl+3lGhTLy+z9eL1Vqxt9UyKnxc29JLHTsHwfkzdHD5cypk3kJy1WsJJnTXpCq\nteMv85mK5k7fOch/J+DVqN3CdmQril2/NL6enWTRpn3yhyWbCzzQJndpEb671S90i4lJZ3rjiVTZ\naU0Xq/RX70jZpSMKmJ/r+KfwhWt+r1sM5i6kPtz5oUzImlDAfPz148O/a/A7FyVdSko7T8x24v0P\n5B/WjoH5U9V+6qlw5X/rjHkcgcJ2ztTFys7Kkb/N317A/JZejcNNrq+jWwz3FhdSW/7+qax8bXYB\n89sfGBJu9pt2Lkoq2fcWTycSkEwEvC4qMv+mDUWx05ru1/vz2t0yZXl23IC367V1dYtJ6g0yVXZa\n08Uqs2GOlF05Pm7Ae75lD91iMHchtWDbApm5aWbcgLfTlZ1clJS8h1LQ2vmxv/xFDs14Nm7AW6lz\nyfiRETTzb/5rn6xbsituwNu4TW3aeRJ+ZPzP8qXy+YJ5cQPeq26+LTDmnk4kIJkIeF1UZLyAVy1V\nlpmZ6elVYfRH+30Fduz0OWk7dZUcjxrSUMUa0vD5mPZStUJZF2d5KSmvwBzYco+IzLxG5MyxSwnL\nWWOmR34lUr465nEEfLfzs8fkt+/+Vk6cO5FXeuWylWV59+VSNcPbeHXaeeKmevHYMcluf7tcPHHJ\nvFTlytJk1UopVRXzeHp+2/mZU+flzT98LmdzL+QVn1G+tGRObivlKpbh3pKEe8uZkydkzpD7rWEk\npy6ZV6goA2e/IeUqeRs7XRLvLZ4aT0AyEfC6qMiSHPCq01CT1iZ8+I2s23lI7rAmrT3MpLWEtev3\noWQXriatLbMmqn3/uchV/yrSzprAxqS1Qt1NmKtJa1OzpsqGAxuk3a/ayUOtHmLSWoKWbsLcnrQ2\n+Rk5tX69VG7fXmoPG8qktSSbq0lrf/+PbbI3m0lrOo9pE+1cTVr7dN4c+eHbr6VR6xvkpnvuY9Ka\nDn6KpCHgdVFRJT3gjZwK6/DqVaqJGyTmetaRVJjreZWkiYLR35h7i1790c71nGjnek6kMiNAwOvC\nkYDXBVaSknKDTBJsgmIxx5wfdu7aAAGvnhf3Fj0nUpkRIOB14UjA6wIrSUm5QSYJloCX9aY1mhY9\nvBpIVhICXj0n7ud6TqQyI0DA68ORi9UHnsesmHuE85ENcx94HrNi7hHORzbMfeB5zIq5RziyeRJI\n64B369atMmPGDDl48KA0atRIxo4dKzVr1iwAOXr0aNm8ebOEQj8txtC5c2cZMGCAcLF6anO+MmHu\ni89TZsw9sfnKhLkvPk+ZMffE5isT5r74yOxSIG0DXrXYfN++fWXEiBHSunVrWbx4sWzcuFEmTpxY\ngHDgwIEybdo0qV49dqkpLlaXrc1AcswNILosAnOXYAaSY24A0WURmLsEM5AccwOIFKEtkLYB75Yt\nW+Sll16SF154wcZSAXCPHj1k3rx5UqlSpRjAnj17yvz58/N6eCN/LEk7rUV/4dzcXLF2NdNuBIUl\nZAcqfULM9az87kBFO9dzjk6FuZ4Z93M9p0iqoO2cmS73Fne1HKzUaRvwrly50u7RHTVqVF6NDhs2\nTIYOHSpXXXVVTC136dJFatWqJadPn5YmTZrIoEGDpG7duvaQhrNnz0qvXr18t4p0eCgFbTekVLhB\nYu58aZr+YYc55tzPnduASsEzVM8pksrEvcXdJwYrddoGvB999JFs375dhg8fnlejjz76qPTu3Vta\ntWoVU8unTp0Sq6HJhQsXZMmSJbJixQqZM2cOY3iL4VrgFVjRo2OOeUSAVRr02gKrNOg5cW/RcyKV\nGYG0DXhXrVol69atk3HjrJ2xfj5Uz61aeqxZs2YJddXQh9mzZ8uyZcusnYVLxtbC0V+Yh5LexcFD\nSc+Jh5Kek8lUmJvU1CsLcz0nk6kwN6lJWU4CaRvwZmdny8yZM+1xvOpQvbfdunVTvbZqPc6Ebt27\nd5e5c+eq3l4CXqcWZvjv3CANg2oUh7kGkuEkmBsG1SgOcw0kw0kwNwxKcQkF0jbgVeP2+vfvL0OG\nDMlbpWHNmjUyffp0ewLbrFmzpE+fPva/q2XLmjZtKqo3d+HChZKVlWUvZ8bFWvRXF+aYRwR4k6HX\nFniToefEvUXPyWQqzE1qUpaTQNoGvApmx44d9nJjOTk5Ur9+fXsdXjUZTU1O69evn0yZMsUeuztp\n0iTZv3+/ZGRkSPPmzWXw4MH2er1crE7Ny/zfMTdv6lQi5k5C5v+OuXlTpxIxdxIy/3fMzZtSYuEC\naR3w+m0YXKx+Bd3nx9y9md8cmPsVdJ8fc/dmfnNg7lfQfX7M3ZuRw7sAAa+GXWE7snGxauAZToK5\nYVCN4jDXQDKcBHPDoBrFYa6BZDgJ5oZBKS6hAAGvQwNJtCMbF2vRX12YYx4RYAyvXltgDK+eE/cW\nPSeTqTA3qUlZTgIEvA5CiXZkW7RoUXjTpk0F1u11Qo/393RYqNyaBBjyYhOdR90gMddXxNzZyvTG\nE5hjzv3cuQ2oFNzP9ZwiqUzcW9x9YrBSE/A61KfTjmxvvvlmOFhNInlnk5mZ6TvgVd8Oc/06wlzf\nylRKzE1J6peDub6VqZSYm5LUL8eUuf4nBislAa9DfbrZkS1YTYOzQQABBBBAAAEEgiFAwOtQj352\nZAtGE+EsEEAAAQQQQACB1BYg4HWoPz87sqV20+DbI4AAAggggAACwRAg4HWox0Q7sgWjCXAWCCCA\nAAIIIIBAsAUIeDXqt7Ad2TSykgQBBBBAAAEEEECgmAUIeIu5Avh4BBBAAAEEEEAAgeQKEPAm15fS\nEUAAAQQQQAABBIpZgIC3mCuAj0cAAQQQQAABBBBIrgABb3J9KR0BBBBAAAEEEECgmAUIeIu5Avh4\nBBBAAAEEEEAAgeQKEPAm15fSEUAAAQQQQAABBIpZgIC3mCuAj0cAAQQQQAABBBBIrgABr4Pv+fPn\nZf78+bJ8+XK5cOGCXHnllfLII49InTp1klszlI4AAggggAACCCBgRICA14Hx+PHj8sEHH0iXLl2k\nUqVK8tZbb8nOnTtl/PjxRiqAQhBAAAEEEEAAAQSSK0DA69L3u+++k6lTp8qcOXNc5iQ5AggggAAC\nCCCAQHEIEPC6VH///fdFbTU8cuRI1dsbtg7JzMwMuSymQHKrJzlcoUIFKVOmjO+yDh8+LDVq1PD7\nlcQazhE+ffq0VKlSxfd38v1lfi4Ac1OS+uVgrm9lKiXmpiT1y8Fc38pUSsxNSVKOjgABr47Sz2ly\ncnJkzJgxdg+vGsPLxeoCz1BSzA1BuigGcxdYhpJibgjSRTGYu8AylBRzQ5AUoyVAwKvFJHLkyBEZ\nO3asDBo0SFq1amXn4mLVxDOYDHODmJpFYa4JZTAZ5gYxNYvCXBPKYDLMDWJSlKMAAa8jkYiauDZu\n3Djp1auX3HTTTXk5iupiVT3Ljz/+uMyaNUtCoZDjqhGFDWlYt26dTJ48WZ577jlp1KiRfR6rVq2S\nDRs2yOjRowtIpPOQBr/miVb3wDz+0B2/5idOnJC3335bPvvsM7stX3HFFfbQo3r16tHOCxku5dc8\n+qZx6NAheeCBB2TYsGHSrl07zJNoru7Xmzdvtp8H6ujcubMMGDAA8ySaK+fFixfbk9jPnj0rt956\nqwwcODDlzDVCnsAmIeB1qNpTp07JY489Jt27d5e2bdvGpC6qgFcNobjuuuvkjjvusINvp1Uj4gW8\nCxculLVr10pubq69rFok4FUnpC7aUaNGSZMmTWLOL50DXr/mTvWEecGx6n7NVcD1xRdfSIcOHaRc\nuXKyaNEiWb9+vTzzzDN2u8bcvHn0DeOJJ56QkydPSseOHe2AF/P4P+z8tvOI67Rp06R69eoFnmC0\n8+S083fffVc2bdpkPyurVasW455K5oGNZjVOjIDXAWnp0qXy/PPPS9myZWNSql5S62Ga9Elr6gFi\nTYqze3XVQzz/EW/ViHgBr7pQr776arsnd+jQoTEB73vvvSd79uyR4cOHE/BaAqbMozHz1xPmsQ+l\nZJjv2rVLJkyYIG+88YZdFZgnz/yTTz6Rr7/+2r5HNW/ePC/gxTw55j179rSfCZEe3uh7DebmzS9e\nvCh9+vSRl19+WapWrVrgOZxK5hpxYWCTEPD6qNqi6OFVPVSqd1b9mo93RK8aEfl7olUaHn74YfuV\nY3QP7/bt2+2hDpHAIFJOuvbwmjZXnvnrCfPYh5Jp86NHj8qLL74oDRo0kPvuu89u0pgnx/zgwYP2\nWzDVCfD6669Ly5Yt8wJezJNjrtaFr1WrlqhVdNSbOTW3pG7durTzOEMaTNxb1Nr706dPt+fvbNy4\nUcqXL28P31FtPdXuLT5CnpTPmvYBb7xxrflrtbDxUkUR8KrXsqr3VQWp+Y/8q0Z4DXjVeKROnTrZ\nu8lF9xika8Br2jxePWEeGwiYMt+/f7/9BkMFvK1bt7ZXVYm89sU8OeZqfkG3bt3sYED9yIgOeDFP\njrkaaqeWsVS7fy5ZskRWrFiRtzY85ubNVdD81FNP2RPXb775Ztm2bZu9+dS8efPs4DeVzFM+avVx\nAmkd8CYa1xptqsbnxBsvVRQBr9rZTU2A6tevX0w1x1s1wmvAq/LdddddosYoqd3k0r2H16R5onrC\n/FKTNmmuSlUPoE8//VQWLFhg9zqWLl3a/jDMzZqrH8nZ2dn2jwx15A94MY8Nvky380ht9ujRQ2bP\nnm33+mJu3lz16r7zzjsxb1rVWN7777/fHsKTSuY+4sWUz5rWAW+ica3RNVvYeCkV8J47d85evcHv\ncebMGXuccKlSpWKKUj1fP/74Y8gKusORP6gJUdYEkZB1kwvfcMMNBT5aTUxTvzrjHVZvdch6/RVu\n2LBhdGArXbt2DVk9BeFIYKD+qMYtqfOLN3bYy/la38n3BhapZJ6ontSPGMwvtSLT7TxSct++fUPW\nq/ZwzZo17R+OmJs1t3q5Qlu3bs17M6TuY+oe0r59e3nooYfCmCf3fh6pzd69e4es8aVha5Mg2nkS\nnqH79u2TJ598MvTqq6/mPYfVs/TBBx8Mq7h5XGQAACAASURBVOGBqdTOvTy7g5InrQPeSCXGG9ca\nXcGFjZdSwZfqSUpmwLt69WrVUxWyXhvaF5p6lWVNxAlZ3yl84403FmiHe/futV/hVqxYMW4btV7x\n2gGvGtsYOdSQCWsMXsh6PZN3MScj4LVewRkJeFPB3KmeMI8NBEy08x9++MFu95dddpndtNesWaN6\nd0OvvfZaWA3Vwdy8ef6bzCuvvBJq0aJF+JZbbrH/hLl5c7UaifqncePGonb6VEMarKUlQ08//bR9\n/8bcvLlytYYzhKwfcuE777xTvv32W3n22WftHxmqoyqVzIMSvHo5DwJeS80p4C1svFRRDGmwenfF\n+hVpT1xTvb+JVo1QD/r+/fuL9YCXyy+/PG57iHeuy5Ytswfiq4kn0Ue6juE1YZ6onpo1ayaYx752\nNGH+5Zdf2rOo1fhda4tuqV+/vr0UWeTHHebmzfPfZPIPacDcvPmBAwdk0qRJosarZ2Rk2K/UBw8e\nLOothjowN2+uXFVnkpq4pv5XWatVjdS9PNXMvQSKQclDwKsR8Oav7Mh4KevGkvRlydRnq0lzd999\nt8Tr0Y3+bqpHS21qMGTIEKlRo4Z2G1Vjke69915p06YNAe/PAphfagpF8cOOdh57uWKuffsylhBz\nY5TaBWGuTUVCAwIEvB4CXrUJxdy5c9WrpCIJeNXrE+tVob0ecLx1FyPtQM0YVb/2mzZtqh3wqrUz\n1bnMmDGjQNnp2sOrPDEv+oAXc8wNPNM8F1FUwRftnHbuuZGS0ZcAAW+cgFdN1lLb+KqFptW/q3Um\nVRCpxkupoQVZWVl2gFhUN0hVw7t377bXWcy/AUa82k+0Dm/+9OpVspqUpiY75D/SOeDFvOgfSphj\n7utp5jMz93OfgB6yY+4BjSyeBQh44wS8ajFvtQzYlClT7LUOCxsvVZQXq5sadhPwJio33QNezH8S\noJ27aQlm0mJuxtFNKZi70TKTFnMzjpSiJ0DAq+cUNxUXqw88j1kx9wjnIxvmPvA8ZsXcI5yPbJj7\nwPOYFXOPcGTzJEDAq8kWb0e2knaxntt7Uo789Ts5s+OoVGhRU6p2+LWU/eWljSQ0TzUvGT28zmJq\npvTHH38su3btsmfs3nbbbXlbfDrnLpgCc2e14yc2S/a2SXL4yDqpXesOadBwuFSp3MI5YyEpMHem\n+/rEaRmfvUfWHDkh/1KrmjzaoK60rFzBOSPmnpdi/GbvMZn4182ydsdBubPF5TKiQ1O5+pdVMS9E\nwFr3PKzeyFortHg2l/3/K/LxOJFdq0WadRS5baxI3X8KlLnnkwlARgJejUosbEe2khTwXjh8Rvb/\n6b8lnHsh74xC5UtL3RH/LKVrlNM4S4Ivt0hqFzU1mVBt9BE51IYfal/7yHa2bssk+Eoslpv7g6zL\n6mQt9H48L2GZMlXkhuv/am22coVbbjs95onZ/i/3rHRYv1WOnb90b6laprT8Z5urpH75DMzjCPgN\nvnYfPi0d//Q3OZZ7Pq/0quXLyNIRt8ivanj7oUE7d2iqR74XeeU3IrlHLyUsX01k0N9Fqv86MO3c\n04kEJBMBr0ZFFrYjW1Hs+qXx9ewkZzb9KMeX7Czwy7ZKlwbhcq1+2m7S7ZGuO63pOn311VdqXeQC\n5h07dgxfc801usXEpMM8MVtOzmLJ3v7HAuZNGk8K16nTFfM4AoXt4qiLtTDnqIz6bl8B8+mNfhG+\np44VEHg4aOeJ0RZt2id/WLK5gPnkLi3Cd7f6hQfx9N05Uxer9FfvSNmlIwqYn+v4p/CFa36vW0yJ\nv597OpGAZCLgdVGR+TdtKIqd1nS/Xu7aA3Jy+e64AW/GtT8tSO72MP1QSpWd1nSdrN2NZOXKlXED\n3pYtW+oWk9QbZNDM9+57yxo+MjVuwFu7dhfMkxDwvrHvsEz8PiduwNu9trdX7NxbEjfVP6/dLVOW\nZ8cNeLteW5d2noR2XmbDHCm7cnzcgPd8yx6BMfd0IgHJRMDroiLjBbxqqbLMzEzvY4Z+/ny/r8DC\np8/L3qlZBYY0/HLM9RKqUMbFWV5KyiuwxGxqKMPMmTNF9aBFDrXE28iRI63X6+UxjyPgt52fP39M\nVn9+i1y4cGlIQ+nSVeTmtn+zxu55C75o54mb6lFrKEPrNd/I8QsX8xJWKV1KNtx0tVSzhjZ4OTBP\nrHbs9DlpO3WVHI8a0lDFGtLw+Zj2UrVCWS/kDN1xUss9IjLTejN35tillOWse8rIr0TKV3fKHffv\nJbGdezqRgGQi4HVRkSU54FWnYU9a+9CatLbzqJS3Jq1VY9Jawtr1G3ypwtWkNbWV5/fffy9XXXWV\ntGvXjklrCdRNmKtJa9u2TZQjR7KkVq0O0rDhCCatJdlcTVp73Jq09oU1ae231qS1UUxaS/q9RU1a\nm/DhN7Ju5yG5w5q09jCT1pJubk9aW2ZNVPv+c5Gr/lWknTWBjUlrLqKkkp2UgNdF/ZT0gDdyKqzD\nq1epJoIvzPWsI6kw1/MqSRNio78x9xa9+qOd6znRzvWcSGVGgIDXhSMBrwusJCXlBpkk2ATFYo45\nP+zctQECXj0v7i16TqQyI0DA68KRgNcFVpKScoNMEiwBr9pe2/dYfFO1Qzs3JalfDub6VqZSYm5K\nknJ0BAh4dZQKScPF6gPPY1bMPcL5yIa5DzyPWTH3COcjG+Y+8DxmxdwjHNk8CaR1wLt161aZMWOG\nHDx4UBo1aiRjx46VmjULLuE1evRo2bx5s4RCP3UAde7cWQYMGCBcrJ7anK9MmPvi85QZc09svjJh\n7ovPU2bMPbH5yoS5Lz4yuxRI24BXrQPZt29fGTFihLRu3VoWL14sGzdulIkTJxYgHDhwoEybNq3A\n7llcrC5bm4HkmBtAdFkE5i7BDCTH3ACiyyIwdwlmIDnmBhApQlsgbQPeLVu2yEsvvSQvvPCCjaUC\n4B49esi8efOkUqVKMYA9e/aU+fPn5/XwRv5YknZai/7Can1Yr+vARpdjenF46zv5HiOJufa1bSfE\n3NmLdu5sFEnBvUXPyu/udtzP9ZyjU2Hu3izdcqRtwGvtkGX36I4aNSqvzocNGyZDhw6111ONPrp0\n6WKt91lLTp8+LU2aNJFBgwbZa62WpJ3WUuEGGbRdvzB3f7tMh4cS7dy5XZj+kYE55txbnNtAuqdI\n24D3o48+ku3bt8vw4cPz2sCjjz4qvXv3llatWsW0i1OnTol1Q7V2d7ogS5YskRUrVsicOXMYw1sM\nVw+vwIoeHXPMIwKsw6vXFliWTM+Je4ueE6nMCKRtwLtq1SpZt26djBtn7aTy86F6btXSY82aNUuo\nq4Y+zJ49W+2wZe0sXDK2Fo7+wjyU9C4OHkp6TjyU9JxMpsLcpKZeWZjrOZlMhblJTcpyEkjbgDc7\nO1tmzpxpj+NVh+q97datm+q1VetxJnTr3r27zJ07V/X2EvA6tTDDf+cGaRhUozjMNZAMJ8HcMKhG\ncZhrIBlOgrlhUIpLKJC2Aa8aQ9a/f38ZMmRI3ioNa9askenTp9sT2GbNmiV9+vSx/10tW9a0aVNR\nvbkLFy6UrKwsezkzLtaiv7owxzwiwJsMvbbAmww9J+4tek4mU2FuUpOynATSNuBVMDt27LCXG8vJ\nyZH69evb6/CqyWhqclq/fv1kypQp9tjdSZMmyf79+yUjI0OaN28ugwcPttfr5WJ1al7m/465eVOn\nEjF3EjL/d8zNmzqViLmTkPm/Y27elBILF0jrgNdvw+Bi9SvoPj/m7s385sDcr6D7/Ji7N/ObA3O/\ngu7zY+7ejBzeBQh4NewK25GNi1UDz3ASzA2DahSHuQaS4SSYGwbVKA5zDSTDSTA3DEpxCQUIeB0a\nSKId2bhYi/7qwhzziABjePXaAmN49Zy4t+g5mUyFuUlNynISIOB1EEq0I9uiRYvCmzZtKrBurxN6\nvL+nw6LZ1iRAIzutYa7fwjB3tjK9CQLmmHM/d24DKoUKeLmf61mpVCbuLfqfFryUBLwOdeq0I9ub\nb74ZDl6zSM4ZZWZm+g541TfDXL9+MNe3MpUSc1OS+uVgrm9lKiXmpiT1yzFlrv+JwUpJwOtQn252\nZAtW0+BsEEAAAQQQQACBYAgQ8DrUo58d2YLRRDgLBBBAAAEEEEAgtQUIeB3qz8+ObKndNPj2CCCA\nAAIIIIBAMAQIeB3qMdGObMFoApwFAggggAACCCAQbAECXo36LWxHNo2sJEEAAQQQQAABBBAoZgEC\n3mKuAD4eAQQQQAABBBBAILkCBLzJ9aV0BBBAAAEEEEAAgWIWIOAt5grg4xFAAAEEEEAAAQSSK0DA\nm1xfSkcAAQQQQAABBBAoZgEC3mKuAD4eAQQQQAABBBBAILkCBLzJ9aV0BBBAAAEEEEAAgWIWIOAt\n5grg4xFAAAEEEEAAAQSSK0DA6+B7/vx5mT9/vixfvlwuXLggV155pTzyyCNSp06d5NYMpSOAAAII\nIIAAAggYESDgdWA8fvy4fPDBB9KlSxepVKmSvPXWW7Jz504ZP368kQqgEAQQQAABBBBAAIHkChDw\nuvT97rvvZOrUqTJnzhyXOUmOAAIIIIAAAgggUBwCBLwu1d9//31RWw2PHDlS9faGrUMyMzNDLosp\nkNzqSQ5XqFBBypQp47usw4cPS40aNfx+JbGGc4RPnz4tVapU8f2dfH+ZnwvA3JSkfjmY61uZSom5\nKUn9cjDXtzKVEnNTkpSjI0DAq6P0c5qcnBwZM2aM3cOrxvBysbrAM5QUc0OQLorB3AWWoaSYG4J0\nUQzmLrAMJcXcECTFaAkQ8GoxiRw5ckTGjh0rgwYNklatWtm5uFg18Qwmw9wgpmZRmGtCGUyGuUFM\nzaIw14QymAxzg5gU5ShAwOtIJKImro0bN0569eolN910U16OorpYVc/y448/LrNmzZIzZ87I22+/\nLZ999pn9Pa644gp7eEW9evXyvldhQxrWrVsnkydPlueee04aNWpkp1+1apVs2LBBRo8eXUAinYc0\n+DVPtLoH5vGH7vg1P3HiRKHXBubJMY++aRw6dEgeeOABGTZsmLRr1457SyFD1Py2c2Wu7tebN2+W\nUOin0WadO3eWAQMGYJ5Ec+W8ePFiexL72bNn5dZbb5WBAwemnLlGyBPYJAS8DlV76tQpeeyxx6R7\n9+7Stm3bmNRFFfCqIRTXXXed3HHHHaIeKl988YV06NBBypUrJ4sWLZL169fLM888kzDgXbhwoaxd\nu1Zyc3PtZdUiAa/KpC7aUaNGSZMmTWLOL50DXr/mTqt7YF5wrLpfc6drA3Pz5tE3jCeeeEJOnjwp\nHTt2tANe7i3xf2T4becR12nTpkn16tULPMFo58lp5++++65s2rTJflZWq1Ytxj2VzAMbzWqcGAGv\nA9LSpUvl+eefl7Jly8akVL2kVqCZ9Elr6gFiTYqz1wJWAW7+Y9euXTJhwgR54403Ega86kK9+uqr\n7Z6BoUOHxgS87733nuzZs0eGDx9OwGsJmDKPxsy/ugfmsQ+lZJjnvzYwT575J598Il9//bV9j2re\nvHlewIt5csx79uxpPxMiPbzR9xrMzZtfvHhR+vTpIy+//LJUrVq1wHM4lcw14sLAJiHg9VG1RdHD\nq3pvVe+s+jWf/zh69Ki8+OKL0qBBA7nvvvsSBryRPz788MP2K8foHt7t27fbQx2ig2aVPl17eE2b\nK8vo1T3Uf2Me+1AybR7v2sA8OeYHDx6034KpToDXX39dWrZsmRfwYp4cc7UufK1atUStoqPezKm5\nJXXr1rVv85ibN1dr70+fPt2ev7Nx40YpX768PXxHtfVUM/cR8qR81rQPeOONa81fq4WNlyqKgFcN\nWVC9rypIjRz79++3e2nVQ71169b2yhHRr7YSLUsWL+BV45E6depk7yYX3WOQrgGvafP8q3uoesQ8\n9qFkyjzRtYF5cszV/IJu3brZwYD6AR4d8GKeHHM11E4tY6l2/1yyZImsWLEib214zM2bqx/kTz31\nlD1x/eabb5Zt27bZm0/NmzfPDn5TyTzlo1YfJ5DWAW+ica3Rpmp8TrzxUkUR8Kqd3dQEqH79+hWo\nZnWRffrpp7JgwQK7Z6V06dJ2GrcBr8pz1113iRqjpHaTixzpGvCaNI+3ukfEF/NLTdqkeeQHRbxr\nA3Oz5upHcnZ2tv0DXB35A17uLbHBl+l2HqnNHj16yOzZs+1eX8zNm6te3XfeeSfmTasay3v//ffb\nQ3hSydxHvJjyWdM64E00rjW6ZgsbL6UC3nPnztmrN/g91OoLapxwqVKlYopSPV8//vhjyAq6w4V9\nRt++fUPW68RwzZo17SRqYpr61RnvsHqrQ9brr3DDhg2jA1vp2rVryOopCEeCZvVHNW5JnV+8scNe\nztf6Tr43sEglczVxzZrIE7IeRuEbbrghhkz9iMH8Eonpdh4pOfrawNz8vcXq5Qpt3bo1782Quo+p\ne0j79u3loYceCmNu3jzevbd3794ha3xp2NokyO4g4d5i9t6yb98+efLJJ0Ovvvpq3nNYPUsffPDB\nsBoemErmXp7dQcmT1gFvpBLjveaPruDCxkup4Ev1siYz4F29erXqxQ1Zrw3tC+2HH36QihUrymWX\nXWZ/xTVr1qje3dBrr70WVsMR9u7daw9vUGniHdbwBzvgVeN+I4caMmGNwQtZr2digmrTAa/1Cs5I\nwJsK5uqVozWZMGS1nfCNN95YoCowjw0ETLRzp2sDc/Pm+Rv2K6+8EmrRokX4lltusf+EuXlztRqJ\n+qdx48aidvpUQxqspSVDTz/9tH3/xty8uXK1hjOErB9y4TvvvFO+/fZbefbZZ+0fGaqjKpXMgxK8\nejkPAl5LzSngLWy8VFEMabB6d8X6FWlPXFO9v19++aU9U1SN37W2IZb69evby4qpAFaNFe3fv79Y\nwa9cfvnlcdtDvHNdtmyZPRBfTTyJPtJ1SIMJ80SrezRr1kwwj33taMI80bWh2jXm5s3z32TyD2nA\n3Lz5gQMHZNKkSaLGq2dkZNiv1AcPHiyRN3yYmzdX7Vx1JqmJa+p/lbVa1Ujdy1Pt3uIlUAxKHgJe\njYA3f2VHxktZN5akL0umPltNmrv77rslXk9h9HdTvb1qgf0hQ4ZIjRo1tNuoGot07733Sps2bQh4\nfxbA/FJTKIofdrTz2MsVc+3bl7GEmBuj1C4Ic20qEhoQIOD1EPCqTSjmzp2rXiUVScCrXp9Yrwrt\n9YDjrbsYaQdqxqj6td+0aVPtgFetnanOZcaMGQXKTtceXuWJedEHvJhjbuCZ5rmIogq+aOe0c8+N\nlIy+BAh44wS8auyq2sZXLTSt/l2tM6mCSDVeSg0tyMrKsgPEorpBqhrevXu3vc5i/g0w4tV+olUa\n8qdXr5LVpDQ12SH/kc4BL+ZF/1DCHHNfTzOfmbmf+wT0kB1zD2hk8SxAwBsn4FWLeatlwKZMmWKv\ndVjYeKmivFjd1LCbgDdRueke8GL+kwDt3E1LMJMWczOObkrB3I2WmbSYm3GkFD0BAl49p7ipuFh9\n4HnMirlHOB/ZMPeB5zEr5h7hfGTD3Aeex6yYe4QjmycBAl5Ntng7spW0i3XLoS0ybf00Wb9/vbSv\n314GXztYml320yxSLwc9vM5qudb46gPPTJFT1jCXKrffLrWGDpHyPy9E7py7YArMndV+3H1CVi/c\nJnu2HZEG19aS6zs1lFq/quycsZAUmDvT5ezaIZ/9+d9l9+avpHGbG+X/de8lda68tJa3cwmxKTB3\nFju396Qc+et3cmbHUanQoqZU7fBrKfvLSxsDOZeAuVsjtfLFxx9/LLt27bJXYLjtttvytmx2W5ZK\nXxLbuZfzCEoeAl6NmixsR7aSFPDuObFH7vnwHjl+9njeGVXJqCILf7dQ6lWup3GWBF9ukc5Z6xfv\n6NJVLlobTESOUtZY6IZLFkvZepjH87Q24wirYULWknqe1mQ+fjBX3pmUJWdPn88rPqNCGfn9H6+X\nKjXjb7biVK8l8aFUku4tx/5xQN4cPVzOnDqZR1muYiXJnPaCVK0df/lDzP218wuHz8j+P/23hHMv\n5FGGypeWuiP+WUrXKOfEG/fvtPPEbGpXTDU5XG3cFDnUBk7WuvX22vZejpJo7uU8gpKHgFejJgvb\nka0odv3S+Hp2kg93figTsiYUCCLGXz8+/LsGv9MtJiad6Y0nUmWnNV2sE+9/IP+wdlLLn772U0+F\nK/9bZ91iMHchlZ2VI3+bv72A+S29GoebXF/HRUmXktLOE7Nt+funsvK12QXMb39gSLjZb9phHkeg\nsJ0zdbHObPpRji/ZWcC8SpcG4XKtfto+2O1BO08s9tVXX4m1fnoB844dO4avueYat9x2+pJo7ulE\nApKJgNdFRebftKEodlrT/XoLti2QmZtmxg14O13ZSbeYpAZfqbLTmi7Wsb/8RQ7NeDZuwFupc8n4\nkRE082/+a5+sW7IrbsDbuE1t3aqjnbuQ+p/lS+XzBfPiBrxX3Xybi5KS9yMjaO08d+0BObl8d9yA\nN+Pan7aQd3uYDr6CZm7tVicrV66MG/C2bNnSLXdSAl4T5p5OJCCZCHhdVGS8gFctVZaZmenp9Wz0\nR/t91Xvs7DH57bu/lRPnTuQVW7lsZVnefblUzajq4iwvJS2Jr2NK0qvei8eOSXb72+XiiUvmpSpX\nliarVkqpqpjHa3R+2/mZU+flzT98LmejXvVmWK96Mye3lXIVy9DO4wj4Nj95QuYMud8aRnIqr/SM\nChVl4Ow3pFwlb2Onubckbqpha8jO3qlZBYY0/HLM9RKyhvB4OTBPrKaGMsycOVNU73zkUEt2jhw5\nUtTQBi9HSTT3ch5ByUPA66ImS3LAq05DTVqbmjVVNhzYIO1+1U4eavUQk9YS1K/fQEAVbU9am/yM\nnFq/Xiq3by+1hw1l0lqSzdWktb//xzbZm82kNZ3bl4l2riatfTpvjvzw7dfSqPUNctM99zFpLcnt\n3J609qE1aW3nUSlvTVqrxqS1hM3dRDtXk9bU1szff/+9XHXVVdKuXTsmrencZFIkDQGvi4oq6QFv\n5FRYh1evUk3cIDHXs46kwlzPqyS9yYj+xtxb9OqPdq7nRDvXcyKVGQECXheOBLwusJKUlBtkkmAT\nFIs55vywc9cGCHj1vLi36DmRyowAAa8LRwJeF1hJSsoNMkmwBLxqe23fY/FN1Q7t3JSkfjmY61uZ\nSom5KUnK0REg4NVRKiQNF6sPPI9ZMfcI5yMb5j7wPGbF3COcj2yY+8DzmBVzj3Bk8ySQ1gHv1q1b\nZcaMGXLw4EFp1KiRjB07VmrWLLjky+jRo2Xz5s0SCv3UAdS5c2cZMGCAcLF6anO+MmHui89TZsw9\nsfnKhLkvPk+ZMffE5isT5r74yOxSIG0DXrUmYd++fWXEiBHSunVrWbx4sWzcuFEmTpxYgHDgwIEy\nbdq0ArutcLG6bG0GkmNuANFlEZi7BDOQHHMDiC6LwNwlmIHkmBtApAhtgbQNeLds2SIvvfSSvPDC\nCzaWCoB79Ogh8+bNk0qVYvcr79mzp8yfPz+vhzeiW5J2WouucbWeoNd1A6PLMb1QedB2WsNc+z6T\nl9DvDlSYYx5PgHuLc7vgfu5sFEkR5GeovkLwUqZtwGvtqGL36I4aNSqvVocNGyZDhw6119+LPrp0\n6SK1atWS06dPS5MmTey9tevWrWsPaTh79qz06tXLd8tIh0DAxC4xmLtrapg7e5kOBDDHnPu5cxtQ\nKbif6zlFUpm4t7j7xGClTtuA96OPPpLt27fL8OHD82r00Ucfld69e0urVq1iavnUqVNiNTS5cOGC\nLFmyRFasWCFz5sxhDG8xXAu8Ait6dMwxjwiwDq9eW2BZMj0n7i16TqQyI5C2Ae+qVatk3bp1Mm7c\nuDxJ1XOrlh5r1qxZQl019GH27NlqRxZrZ+GSsbVw9BfmoaR3cfBQ0nPioaTnZDIV5iY19crCXM/J\nZCrMTWpSlpNA2ga82dnZ9r7ZahyvOlTvbbdu3VSvrVqPM6Fb9+7dZe7cuaq3l4DXqYUZ/js3SMOg\nGsVhroFkOAnmhkE1isNcA8lwEswNg1JcQoG0DXjVuL3+/fvLkCFD8lZpWLNmjUyfPt2ewDZr1izp\n06eP/e9q2bKmTZuK6s1duHChZGVl2cuZcbEW/dWFOeYRAd5k6LUF3mToOXFv0XMymQpzk5qU5SSQ\ntgGvgtmxY4e93FhOTo7Ur1/fXodXTUZTk9P69esnU6ZMscfuTpo0Sfbv3y8ZGRnSvHlzGTx4sL1e\nLxerU/My/3fMzZs6lYi5k5D5v2Nu3tSpRMydhMz/HXPzppRYuEBaB7x+GwYXq19B9/kxd2/mNwfm\nfgXd58fcvZnfHJj7FXSfH3P3ZuTwLkDAq2FX2I5sXKwaeIaTYG4YVKM4zDWQDCfB3DCoRnGYayAZ\nToK5YVCKSyhAwOvQQBLtyMbFWvRXF+aYRwQYw6vXFhjDq+fEvUXPyWQqzE1qUpaTAAGvg1CiHdkW\nLVoU3rRpU4F1e53Q4/09HRYqtyYBhrzYROdRN0jM9RUxd7YyvfEE5phzP3duAyoF93M9p0gqE/cW\nd58YrNQEvA716bQj25tvvhkOVpNI3tlkZmb6DnjVt8Ncv44w17cylRJzU5L65WCub2UqJeamJPXL\nMWWu/4nBSknA61CfbnZkC1bT4GwQQAABBBBAAIFgCBDwOtSjnx3ZgtFEOAsEEEAAAQQQQCC1BQh4\nHerPz45sqd00+PYIIIAAAggggEAwBAh4Heox0Y5swWgCnAUCCCCAAAIIIBBsAQJejfotbEc2jawk\nQQABBBBAAAEEEChmAQLeYq4APh4BBBBAAAEEEEAguQIEvMn1pXQEEEAAAQQQQACBYhYg4C3mCuDj\nEUAAAQQQQAABBJIrQMCbXF9KRwABBBBAAAEEEChmAQLeYq4APh4BBBBAAAEEEEAguQIEvMn1pXQE\nEEAAAQQQQACBYhYg4C3mCuDjEUAAW+DW9gAAIABJREFUAQQQQAABBJIrQMDr4Hv+/HmZP3++LF++\nXC5cuCBXXnmlPPLII1KnTp3k1gylI4AAAggggAACCBgRIOB1YDx+/Lh88MEH0qVLF6lUqZK89dZb\nsnPnThk/fryRCqAQBBBAAAEEEEAAgeQKEPC69P3uu+9k6tSpMmfOHJc5SY4AAggggAACCCBQHAIE\nvC7V33//fVFbDY8cOVL19oatQzIzM0MuiymQ3OpJDleoUEHKlCnju6zDhw9LjRo1/H4lsYZzhE+f\nPi1VqlTx/Z18f5mfC8DclKR+OZjrW5lKibkpSf1yMNe3MpUSc1OSlKMjQMCro/RzmpycHBkzZozd\nw6vG8HKxusAzlBRzQ5AuisHcBZahpJgbgnRRDOYusAwlxdwQJMVoCRDwajGJHDlyRMaOHSuDBg2S\nVq1a2bm4WDXxDCbD3CCmZlGYa0IZTIa5QUzNojDXhDKYDHODmBTlKEDA60gkoiaujRs3Tnr16iU3\n3XRTXo6iulhVz/Ljjz8us2bNkrJly+Z9/qFDh+SBBx6QYcOGSbt27fL+/8KGNKxbt04mT54szz33\nnDRq1MhOv2rVKtmwYYOMHj26gEQ6D2nwa55odQ/M4w/d8Wt+4sQJefvtt+Wzzz6z2/IVV1xhDz2q\nV68e7byQ4VJ+zaNvGvnvR7Tz5LRzZa7u15s3b5ZQ6KfRZp07d5YBAwbQzpPczhcvXmxPYj979qzc\neuutMnDgwJQz1wh5ApuEgNehak+dOiWPPfaYdO/eXdq2bRuTuqgCXjWE4rrrrpM77rgj5vOfeOIJ\nOXnypHTs2NEx4F24cKGsXbtWcnNz7WXVIgGvKlBdtKNGjZImTZrElJ/OAa9fc6fVPTAvOFbdr7kK\nuL744gvp0KGDlCtXThYtWiTr16+XZ555xm7XmJs3j75hxLsfYZ4cc+U6bdo0qV69eoEnGObJMX/3\n3Xdl06ZN9rOyWrVqMe6pZB7YaFbjxAh4HZCWLl0qzz//fEzPqsqiekmth2nSJ62pgNaaFGevBawe\n4pHjk08+ka+//tr+/5o3b+4Y8KoL9eqrr7Z7BoYOHRoT8L733nuyZ88eGT58OAGvJWDKPBoz/+oe\nmMc+lJJhvmvXLpkwYYK88cYbdlVgnjzzwu5HmCfHvGfPnvYzIdLDG32vwdy8+cWLF6VPnz7y8ssv\nS9WqVQtEDalkrhEXBjYJAa+Pqi2KHl7VQ6V6Z9Wv+chx8OBBu9dZBd2vv/66tGzZ0jHgjeR9+OGH\n7SEQ0T2827dvt4c6RAKDSNp07eE1ba48o1f3UP+NeexDybT50aNH5cUXX5QGDRrIfffdZzdpzJNj\nnuh+hHlyzNW68LVq1RK1io56M6fmltStW5d2HmdIg4l7i1p7f/r06fb8nY0bN0r58uXt4YTq2Ztq\n9xYfIU/KZ037gDfeuNb8tVrYeKmiCHjVa1nV+6qC1MihxvN269bNvvjUQ91vwKvGI3Xq1MneTS66\nxyBdA17T5vlX91D1iHlsIGDKfP/+/fYbDBXwtm7d2l5VJfLaF/PkmCe6H2GeHHM11E4tY6l2/1yy\nZImsWLEib214zM2bq6D5qaeesieu33zzzbJt2zZ786l58+bZwW8qmad81OrjBNI64E00rjXatLDx\nUkUR8Kqd3dQEqH79+tlfSQWl2dnZ9kNdHSYCXlXOXXfdJWqMktpNLt17eE2ax1vdI+KL+aWrzKR5\n5AfFp59+KgsWLLDfgpQuXdr+MMzNmuvcjzA3ax7ved+jRw+ZPXu23etLO48NeE3cW1Sv7jvvvBPz\nplWN5b3//vvtIYWpZO4jXkz5rGkd8CYa1xpds4WNl1IB77lz5+zVG/weZ86csccJlypVKqYo1fP1\n448/hqygO6z+YP2qDG3dujWvJ1blUw/z9u3by0MPPWSnURPT1K/OeIfVWx2yXn+FGzZsGB3YSteu\nXUNWT0E4EhioP6pxS+r8oscO+zlP6zv53sAilczVxDVrIk/IehiFb7jhhhg69SMG80skptt5pOS+\nffuGrKE/4Zo1a9o/HDE3a+50P8I8uffzSG327t07ZI0vDVubBNHOk/AM3bdvnzz55JOhV1991X7G\nqkM9Sx988MGwGh6YSu3czzM81fOmdcAbqbx441qjK7aw8VIq+FKvMpIZ8K5evVqsnqqQ9dow70KL\n/m6vvPJKqEWLFuFbbrnF/r/37t1rv8KtWLFi3LZpveK1A141tjFyqCET1pjgkPV6JuYzTAe81is4\nIwFvKpirV47WhKmQ1XbCN954Y4G6wDw2EDDRzn/44Qe73V922WW295o1a1Tvbui1114Lq6E6mJs3\nz9+w89+PMDdvrlYjUf80btxY1E6fakiDtbRk6Omnn7bv35ibN1eu1nCGkNWxFL7zzjvl22+/lWef\nfdb+kaE6qlLJPNWDVj/fn4DX0nMKeAsbL1UUQxqs3l2xfkXaE9fy9/6qio8e0qDGivbv31+sB7xc\nfvnlcdtFvHNdtmyZPRBfTYSLPtJ1DK8J80SrezRr1kwwj33taML8yy+/tGdRq/G71hbdUr9+fXsp\nssiPO8zNm+e/yeQfYoW5efMDBw7IpEmTRI1Xz8jIsF+pDx48WNRbDHVgbt480pmkJq6pTiVlrVY1\nUvfyVDP3EzCmel4CXo2AN38lR8ZLWTeWpC9Lpj5bTZq7++67JV5PYfR3Uz1aarH3IUOGSI0aNbTb\nphqLdO+990qbNm0IeH8WwPxSUyiKH3a089jLFXPt25exhJgbo9QuCHNtKhIaECDg9RDwqk0o5s6d\nq14lFUnAq16fWK8K7fWA4627GGkHasao+rXftGlT7YBXreWrzmXGjBkFyk7XHl7liXnRB7yYY27g\nmea5iKIKvmjntHPPjZSMvgQIeOMEvGrsqtrGVy00rf5drTOpgkg1XkoNLcjKyrIDxKK6Qaoa3r17\nt73OYvTWwoXVfGFbC8dLr14lq0lparJD/iOdA17Mi/6hhDnmvp5mPjNzP/cJ6CE75h7QyOJZgIA3\nTsCrFvNWy4BNmTLFXuuwsPFSRXmxuqlhNwFvonLTPeDF/CcB2rmblmAmLeZmHN2UgrkbLTNpMTfj\nSCl6AgS8ek5xU3Gx+sDzmBVzj3A+smHuA89jVsw9wvnIhrkPPI9ZMfcIRzZPAgS8mmzxdmQraRfr\n8RObJXvbJDl8ZJ3UrnWHNGg4XKpUbqF5hgWT0cPrTPf1idMyPnuPrDlyQv6lVjV5tEFdaVm5gnPG\nQlJg7kz3zd5jMvGvm2XtjoNyZ4vLZUSHpnL1Lwvub+9c0k8pMNeQ2v+/Ih+PE9m1WqRZR5HbxorU\n/SeNjPGTYO5Mt+XQFpm2fpqs379e2tdvL4OvHSzNLvtpVQAvB+bOarnWfJkDz0yRU9awxSq33y61\nhg6R8j9vLOGcOzWeoV7OIyh5CHg1arKwHdlKUsCbm/uDrMvqZD28j+edUZkyVeSG6/9qbUJxhcZZ\npsbFWpLM/y/3rHRYv1WOnb+Qh1e1TGn5zzZXSf3yGZjHEbA24wirYULWsmGe1mTeffi0dPzT3+RY\n7vlL5uXLyNIRt8ivanj7oUEg4NBUj3wv8spvrB1tjl5KWL6ayKC/i1T/Ne08Ce18z4k9cs+H98jx\ns5fu51UyqsjC3y2UepXrYZ4E83PWevQ7unSVi9aGQZGjlDW3peGSxVK2XnDMPTWegGQi4NWoyMJ2\nZCuKXb80vp6dJCdnsWRv/2OBIKJJ40nhOnW66hYTk870xhOpstOaLtbCnKMy6rt9BcynN/pF+J46\nVkDg4cA8MdqiTfvkD0s2FzCf3KVF+O5Wv/Agnr47Cupilf7qHSm7dEQB83Md/xS+cM3vdYvh3uJC\n6sOdH8qErAkFzMdfPz78uwa/c1HSpaTcWxKznXj/A/mHtTNm/lS1n3oqXPnfOgfG3NOJBCQTAa+L\nisy/aUNR7LSm+/X27ntLdu2aGjfgrV27i24xSX0opcpOa7pYb+w7LBO/z4kb8Hav7e0Vu+mHUtDM\n/7x2t0xZnh034O16bV3dqqOdu5Aqs2GOlF05Pm7Ae75lDxclJS/4Clo7X7BtgczcNDNuwNvpyk6Y\nxxE4c+aMvYpRvA2adMCO/eUvcmjGs3ED3kqdS8aPDBPtXMciqGkIeF3UbLyAVy1VlpmZ6en1bPRH\n+33Ve/78MVn9+S1y4cKl1zGlS1eRm9v+zXp97C344lVv4sZx1BrK0HrNN3L8wsW8hFVKl5INN10t\n1ayhDV4OzBOrHTt9TtpOXSXHo4Y0VLGGNHw+pr1UrVDWCzljeJ3Uco+IzLxG5MyxSynLWfeUkV+J\nlK/ulDvu32nnDu387DH57bu/lRPnTuQlrFy2sizvvlyqZnA/j6fn9xl68dgxyW5/u1w8ccm8VOXK\n0mTVSilVNTjmni7YgGQi4HVRkSU54FWnoSatbds2UY4cyZJatTpIw4YjmLSWoH793iBV0WrS2uPW\npLUvrElrv7UmrY1i0lrCK8qEuZq0NuHDb2TdzkNyhzVp7WEmrSXdXNSktWXWRLXvPxe56l9F2lkT\n2Ji0Vqi7iXauJq1NzZoqGw5skHa/aicPtXqISWtJvp/bk9YmPyOn1q+Xyu3bS+1hQ5m05iJGKulJ\nCXhd1FBJD3gjp8I6vHqVauKhhLmedSQV5npeJWlyZvQ35t6iV3+0cz0n2rmeE6nMCBDwunAk4HWB\nlaSk3CCTBJugWMwx54eduzZAwKvnxb1Fz4lUZgQIeF04EvC6wEpSUm6QSYIl4FXba/sei2+qdmjn\npiT1y8Fc38pUSsxNSVKOjgABr45SIWm4WH3gecyKuUc4H9kw94HnMSvmHuF8ZMPcB57HrJh7hCOb\nJ4G0Dni3bt0qM2bMkIMHD0qjRo1k7NixUrNmzQKQo0ePls2bN0so9FMHUOfOnWXAgAHCxeqpzfnK\nhLkvPk+ZMffE5isT5r74PGXG3BObr0yY++Ijs0uBtA141Xqnffv2lREjRkjr1q1l8eLFsnHjRpk4\ncWIBwoEDB8q0adOkevXYJXi4WF22NgPJMTeA6LIIzF2CGUiOuQFEl0Vg7hLMQHLMDSBShLZA2ga8\nW7ZskZdeekleeOEFG0sFwD169JB58+ZJpUqVYgB79uwp8+fPz+vhjfyxJO20Fv2Fc3Nzre2Ey2s3\ngsISmt4EIWg7rWHuvon5XRwec8zjCXBvcW4X3M+djSIpgvwM1VcIXsq0DXhXrlxp9+iOGjUqr1aH\nDRsmQ4cOlauuuiqmprt06WKta1tLTp8+LU2aNJFBgwZJ3bp17SENZ8+elV69evluGekQCJjYJQZz\nd00Nc2cv04EA5phzP3duAyoF93M9p0gqE/cWd58YrNRpG/B+9NFHsn37dhk+fHhejT766KPSu3dv\nadWqVUwtnzp1SqyGZu1idkGWLFkiK1askDlz5jCGtxiuBV6BFT065phHBFiHV68tsCyZnhP3Fj0n\nUpkRSNuAd9WqVbJu3ToZN87aMejnQ/XcqqXHmjVrllBXDX2YPXu2LFu2zNpZuGRsLRz9hXko6V0c\nPJT0nHgo6TmZTIW5SU29sjDXczKZCnOTmpTlJJC2AW92drbMnDnTHserDtV7261bN9Vrq9bjTOjW\nvXt3mTt3rurtJeB1amGG/84N0jCoRnGYayAZToK5YVCN4jDXQDKcBHPDoBSXUCBtA141bq9///4y\nZMiQvFUa1qxZI9OnT7cnsM2aNUv69Olj/7tatqxp06aienMXLlwoWVlZ9nJmXKxFf3VhjnlEgDcZ\nem2BNxl6Ttxb9JxMpsLcpCZlOQmkbcCrYHbs2GEvN5aTkyP169e31+FVk9HU5LR+/frJlClT7LG7\nkyZNkv3790tGRoY0b95cBg8ebK/Xy8Xq1LzM/x1z86ZOJWLuJGT+75ibN3UqEXMnIfN/x9y8KSUW\nLpDWAa/fhsHF6lfQfX7M3Zv5zYG5X0H3+TF3b+Y3B+Z+Bd3nx9y9GTm8CxDwatgVtiMbF6sGnuEk\nmBsG1SgOcw0kw0kwNwyqURzmGkiGk2BuGJTiEgoQ8Do0kEQ7snGxFv3VhTnmEQHG8Oq1Bcbw6jlx\nb9FzMpkKc5OalOUkQMDrIJRoR7ZFixaFN23aVGDdXif0eH9Ph4XKrUmAIS820XnUDRJzfUXMna1M\nbzyBOebcz53bgErB/VzPKZLKxL3F3ScGKzUBr0N9Ou3I9uabb4aD1SSSdzaZmZm+A1717TDXryPM\n9a1MpcTclKR+OZjrW5lKibkpSf1yTJnrf2KwUhLwOtSnmx3ZgtU0OBsEEEAAAQQQQCAYAgS8DvXo\nZ0e2YDQRzgIBBBBAAAEEEEhtAQJeh/rzsyNbajcNvj0CCCCAAAIIIBAMAQJeh3pMtCNbMJoAZ4EA\nAggggAACCARbgIBXo34L25FNIytJEEAAAQQQQAABBIpZgIC3mCuAj0cAAQQQQAABBBBIrgABb3J9\nKR0BBBBAAAEEEECgmAUIeIu5Avh4BBBAAAEEEEAAgeQKEPAm15fSEUAAAQQQQAABBIpZgIC3mCuA\nj0cAAQQQQAABBBBIrgABb3J9KR0BBBBAAAEEEECgmAUIeIu5Avh4BBBAAAEEEEAAgeQKEPA6+J4/\nf17mz58vy5cvlwsXLsiVV14pjzzyiNSpUye5NUPpCCCAAAIIIIAAAkYECHgdGI8fPy4ffPCBdOnS\nRSpVqiRvvfWW7Ny5U8aPH2+kAigEAQQQQAABBBBAILkCBLwufb/77juZOnWqzJkzx2VOkiOAAAII\nIIAAAggUhwABr0v1999/X9RWwyNHjlS9vWHrkMzMzJDLYgokt3qSwxUqVJAyZcr4Luvw4cNSo0YN\nv19JrOEc4dOnT0uVKlV8fyffX+bnAjA3JalfDub6VqZSYm5KUr8czPWtTKXE3JQk5egIEPDqKP2c\nJicnR8aMGWP38KoxvFysLvAMJcXcEKSLYjB3gWUoKeaGIF0Ug7kLLENJMTcESTFaAgS8WkwiR44c\nkbFjx8qgQYOkVatWdi4uVk08g8kwN4ipWRTmmlAGk2FuEFOzKMw1oQwmw9wgJkU5ChDwOhKJqIlr\n48aNk169eslNN92Ul6OoLlbVs/z444/LrFmzpGzZsjJ69GjZvHmzhEI/jTTo3LmzDBgwIO97FTak\nYd26dTJ58mR57rnnpFGjRnb6VatWyYYNG+wy8x/pPKTBr3mi1T0wjz90x6/5iRMn5O2335bPPvvM\nbspXXHGFPfSoXr16tPNChkv5NY++Zxw6dEgeeOABGTZsmLRr1w7zJJoX9gzg3pKce0uknS9evNie\nxH727Fm59dZbZeDAgSnXzjVCnsAmIeB1qNpTp07JY489Jt27d5e2bdvGpC6qgFcNobjuuuvkjjvu\nsD9fXWTTpk2T6tWrx/328QLehQsXytq1ayU3N9deVi0S8EbKGzVqlDRp0iSmvHQOeP2aO63uoeoQ\n89jm69dcBVxffPGFdOjQQcqVKyeLFi2S9evXyzPPPJN33WBu1jy6tCeeeEJOnjwpHTt2tANe7i3x\ngy+/7dzpGcC9peA8GBPm7777rmzatMm+b1erVi3mQkol88BGsxonRsDrgLR06VJ5/vnn7Z7V6EP1\nkloP06RPWlMPEGtSnL0WsHqIq6Nnz572f0d6ePOfQryAV12oV199td2TO3To0JiA97333pM9e/bI\n8OHDCXgtAVPm0Zj5V/fAPPahlAzzXbt2yYQJE+SNN96wqwLz5Jl/8skn8vXXX9v3qObNm+cFvJgn\nxzzRMwBz8+YXL16UPn36yMsvvyxVq1YtEDWkkrlGXBjYJAS8Pqq2KHp4VQ+V6p1VPbqRQ60JXKtW\nLVErKKheWTWuuG7dunl/T7RKw8MPP2y/cozu4d2+fbs91CESGEQKStceXtPmyjN6dQ/135jHPpRM\nmx89elRefPFFadCggdx33312k8Y8OeYHDx6034KpToDXX39dWrZsmRfwYp4c80TPAMzNm6u196dP\nn27P39m4caOUL1/eHr6j2nqq3Vt8hDwpnzXtA95441rz12ph46WKIuBVr2VV76sKUiOHGmahljBT\nO78tWbJEVqxYEbMusNuAV41H6tSpk72bXHSvcboGvKbN86/uoeoR89iHkinz/fv3228wVMDbunVr\ne1WVyNAfzJNjruYXdOvWzQ4G1I+M6IAX8+SYJ3oGYG7eXP0gf+qpp+yJ6zfffLNs27bN3nxq3rx5\ndvCbSuYpH7X6OIG0DngTjWuNNi1szGxRBLxqZzc1Aapfv36FVnOPHj1k9uzZdq+vOtwGvCrPXXfd\nJWqMktpNLt17eE2ax1vdI+KL+aUmbdI88oPi008/lQULFti9jqVLl7Y/DHOz5upHcnZ2tv0jQx35\nA17MY4Mv0+08Upv5nwG0c7PtXPXqvvPOOzFvWtVY3vvvv98ewpNK7dxHvJjyWdM64E00rjW6Zgsb\nL6UC3nPnztmrN/g9zpw5Y48TLlWqVExRqufrxx9/DFlBd7iwz+jdu3fIGlsUtjaIsJOoiWnqV2e8\nw+qtDllDIMINGzaMDmyla9euIau3OBwJDNQf1bgldX6RscN+z9H6Tr43sEglczVxzZrIE7IeRuEb\nbrghhk/9iMH8Eonpdh4puW/fviHrVXu4Zs2a9g9HzM2aW71coa1bt+a9GVL3MXUPad++vTz00ENh\nzJN7P4/UZvQzAHPz5vv27ZMnn3wy9Oqrr+Y9h9Wz9MEHHwyr4YGpZO73OZ7K+dM64I1UXLxxrdGV\nWth4KRV8qVcZyQx4V69eLVZPVch6bWhfaGomuvqncePGonZ5U0MarGXFQk8//bT9971799qvcCtW\nrBi3XVqveO2AV41tjBxqyIQ1Bi9kvZ6JCapNB7zWMAwjAW8qmKtXjtaEqZDVdsI33nhjgbrAPPah\nZKKd//DDD3a7v+yyy2zvNWvWqN7d0GuvvRZWQ3UwN2+ev2G/8soroRYtWoRvueUW+0+Ymzd3egZg\nbt5ctWVrOEPI+iEXvvPOO+Xbb7+VZ5991u5oUh1VqWSeygGr3+9OwGsJOgW8hY2XKoohDVbvrli/\nIu2Ja6r398CBAzJp0iRRYxUzMjLs1ymDBw8W1YOlxor2799frAe8XH755XHbRrxzXbZsmT0QX008\niT7SdQyvCfNEq3s0a9ZMMI991WvC/Msvv7RnUavxu9YW3VK/fn17Cb/IjzvMzZvnv8nkH9KAuXnz\nRM8AVR+YmzePdCapiWuqU0k9b9WqRupenmrmfoPGVM5PwKsR8Oav4Mh4KevGkvRlydRnq0lzd999\nt8TrKYz+bqpHSy08PmTIEKlRo4Z2u1Rjke69915p06YNAe/PAphfagpF8cOOdh57uWKuffsylhBz\nY5TaBWGuTUVCAwIEvB4CXrUJxdy5c9VwgiIJeNXrE+tVob0ecGFr76q2oGaMqh7fpk2bage8au1M\ndS4zZswoUHa69vAqS8yLPuDFHHMDzzTPRRRV8EU7p517bqRk9CVAwBsn4FVjV9U2vmqhafXvap1J\nFUSqMbNqaEFWVpYdIBbVDVLV8O7du+21dvNvgBGv9hOt0pA/vXqVrCalRSa8Rf89nQNezIv+oYQ5\n5r6eZj4zcz/3CeghO+Ye0MjiWYCAN07AqzZ0UMuATZkyxV7vtrAxs0V5sbqpYTcBb6Jy0z3gxfwn\nAdq5m5ZgJi3mZhzdlIK5Gy0zaTE340gpegIEvHpOcVNxsfrA85gVc49wPrJh7gPPY1bMPcL5yIa5\nDzyPWTH3CEc2TwIEvJps8XZkK2kX64+7T8jqhdtkz7Yj0uDaWnJ9p4ZS61eVNc+wYDJ6eJ3pcnbt\nkM/+/O+ye/NX0rjNjfL/uveSOldeWuPYuYTYFJg7i53be1KO/PU7ObPjqFRoUVOqdvi1lP3lpQ1T\nnEvA3K2RWhXm448/ll27dtkz02+77baY7czdlkc7dxY7fmKzZG+bJIePrJPate6QBg2HS5XKLZwz\nFpICc2e6r0+clvHZe2TNkRPyL7WqyaMN6krLyhWcM6aQueeTCUBGAl6NSixsR7aSFPAeP5gr70zK\nkrOnz+edUUaFMvL7P14vVWrG34TC6dS5QSYWOvaPA/Lm6OFy5tTJvITlKlaSzGkvSNXa8ZeFw/x4\nWA0TspYN87Qm84XDZ2T/n/5bwrkX8ihD5UtL3RH/LKVrlHPijft32nliNrVboJo0qza0iRxqYxtr\nPe+8bZvdwmOeWCw39wdZl9XJ2tDgeF7CMmWqyA3X/9XaVOgKt9x2eswTs/1f7lnpsH6rHDt/6d5S\ntUxp+c82V0n98hmBMfd0IgHJRMCrUZGF7chWFLt+aXw9O0l2Vo78bf72AkHELb0ah5tcX0e3mJh0\npjeeSJWd1nSxtvz9U1n52uwC5rc/MCTc7DftdIvB3IXUmU0/yvElOwuYV+nSIFyu1U9ba7s9aOeJ\nxb766iux1pUuYN6xY8fwNddc45bbTo95YracnMWSvf2PBcybNJ4UrlOnK+ZxBArbrVQXa2HOURn1\n3b4C5tMb/SJ8T51qusWU+Pu5pxMJSCYCXhcVmX/ThqLYaU33633zX/tk3ZJdcQPexm1q6xaT1Is1\nVXZa08X6n+VL5fMF8+IGvFfdfJtuMZi7kMpde0BOLt8dN+DNuLami5IuJTUdfAWtnVs7OcrKlSvj\nBrwtW7bEPAnB1959b1nDR6bGDXhr1+6CeRLM39h3WCZ+nxM34O1eu2pgzD2dSEAyEfC6qMh4Aa9a\nqiwzM9PT69nojz5+3N+r3jOnzsubf/hczka96s2wXvVmTm4r5SqWcXGWl5LyCiwx25mTJ2TOkPut\nYSSn8hJmVKgoA2e/IeUqeRs7jXli87A1ZGfv1KwCQxp+OeZ6CVlDeLwcmCdWU0MZZs6cKaoHLXKo\npQxHjhxpvV5nuFQ8Pb/38/Pnj8nqz2+RCxcuDWkoXbqK3Nz2b9ZwIG/BF+08cTs/ag1laL3mGzl+\n4WJewiqlS8mGm66WatbQBi9//thdAAAgAElEQVRHSTT3ch5ByUPA66ImS3LAq05DTVr7+39sk73Z\nTFrTqVa/DyX1GWrS2qfz5sgP334tjVrfIDfdcx+T1hLgmzC3J619aE1a23lUyluT1qoxaS1hczdh\nriatqS1rv//+e7nqqqukXbt2TFpLcjtXk9a2bZsoR45kSa1aHaRhwxFMWkuyuZq09rg1ae0La9La\nb61Ja6OYtKbzKE2ZNAS8LqqqpAe8kVNhHV69SjURCGCuZx1JhbmeV0maEBv9jbm36NUf7VzPiXau\n50QqMwIEvC4cCXhdYCUpKTfIJMEmKBZzzPlh564NEPDqeXFv0XMilRkBAl4XjgS8LrCSlJQbZJJg\nCXjV9tq+x+Kbqh3auSlJ/XIw17cylRJzU5KUoyNAwKujVEgaLlYfeB6zYu4Rzkc2zH3gecyKuUc4\nH9kw94HnMSvmHuHI5kkgrQPerVu3yowZM+TgwYPSqFEjGTt2rNSsWXBpo9GjR8vmzZslFPqpA6hz\n584yYMAA4WL11OZ8ZcLcF5+nzJh7YvOVCXNffJ4yY+6JzVcmzH3xkdmlQNoGvGrtzb59+8qIESOk\ndevWsnjxYtm4caNMnDixAOHAgQNl2rRpBXYV4mJ12doMJMfcAKLLIjB3CWYgOeYGEF0WgblLMAPJ\nMTeASBHaAmkb8G7ZskVeeukleeGFF2wsFQD36NFD5s2bJ5UqVYoB7Nmzp8yfPz+vhzfyx5K001r0\nF1brZnpdHzO6HNML8gdtpzXMte8zeQn97oaEOebxBLi3OLcL7ufORpEUQX6G6isEL2XaBrzWzkF2\nj+6oUaPyanXYsGEydOhQe53J6KNLly7WOoi15PTp09KkSRN7D/m6devaQxrOnj0rvXr18t0y0iEQ\nCNoOVKkQfGHufGmaDgQwx5z7uXMbUCl4huo5RVKZuLe4+8RgpU7bgPejjz6S7du3y/Dhw/Nq9NFH\nH5XevXtLq1atYmr51KlTYjU0a9ebC7JkyRJZsWKFzJkzhzG8xXAt8Aqs6NExxzwiwDq8em2BZcn0\nnLi36DmRyoxA2ga8q1atknXr1sm4cePyJFXPrVp6rFmzZgl11dCH2bNnq52HrJ2FS8bWwtFfmIeS\n3sXBQ0nPiYeSnpPJVJib1NQrC3M9J5OpMDepSVlOAmkb8GZnZ9v7w6txvOpQvbfdunVTvbZqPc6E\nbt27d5e5c+eq3l4CXqcWZvjv3CANg2oUh7kGkuEkmBsG1SgOcw0kw0kwNwxKcQkF0jbgVeP2+vfv\nL0OGDMlbpWHNmjUyffp0ewLbrFmzpE+fPva/q2XLmjZtKqo3d+HChZKVlWUvZ8bFWvRXF+aYRwR4\nk6HXFniToefEvUXPyWQqzE1qUpaTQNoGvApmx44d9nJjOTk5Ur9+fXsdXjUZTU1O69evn0yZMsUe\nuztp0iTZv3+/ZGRkSPPmzWXw4MH2er1crE7Ny/zfMTdv6lQi5k5C5v+OuXlTpxIxdxIy/3fMzZtS\nYuECaR3w+m0YXKx+Bd3nx9y9md8cmPsVdJ8fc/dmfnNg7lfQfX7M3ZuRw7sAAa+GXWE7snGxauAZ\nToK5YVCN4jDXQDKcBHPDoBrFYa6BZDgJ5oZBKS6hAAGvQwNJtCMbF2vRX12YYx4RYAyvXltgDK+e\nE/cWPSeTqTA3qUlZTgIEvA5CiXZkW7RoUXjTpk0F1u11Qo/393RYqNyaBBjyYhOdR90gMddXxNzZ\nyvTGE5hjzv3cuQ2oFNzP9ZwiqUzcW9x9YrBSE/A61KfTjmxvvvlmOFhNInlnk5mZ6TvgVd8Oc/06\nwlzfylRKzE1J6peDub6VqZSYm5LUL8eUuf4nBislAa9DfbrZkS1YTYOzQQABBBBAAAEEgiFAwOtQ\nj352ZAtGE+EsEEAAAQQQQACB1BYg4HWoPz87sqV20+DbI4AAAggggAACwRAg4HWox0Q7sgWjCXAW\nCCCAAAIIIIBAsAUIeDXqt7Ad2TSykgQBBBBAAAEEEECgmAUIeIu5Avh4BBBAAAEEEEAAgeQKEPAm\n15fSEUAAAQQQQAABBIpZgIC3mCuAj0cAAQQQQAABBBBIrgABb3J9KR0BBBBAAAEEEECgmAUIeIu5\nAvh4BBBAAAEEEEAAgeQKEPAm15fSEUAAAQQQQAABBIpZgIC3mCuAj0cAAQQQQAABBBBIrgABbwLf\n8+fPy/z582X58uVy4cIFufLKK+WRRx6ROnXqJLdWKB0BBBBAAAEEEEDAmAABbwLK48ePywcffCBd\nunSRSpUqyVtvvSU7d+6U8ePHG6sACkIAAQQQQAABBBBIrgABrwvf7777TqZOnSpz5sxxkYukCCCA\nAAIIIIAAAsUpQMDrQv/9998Xtc3wyJEj7VxWj2/YOiQzMzPkopi4Sa3e5HCFChWkTJkyvss6fPiw\n1KhRw+9XEmtIR/j06dNSpUoV39/J95f5uQDMTUnql4O5vpWplJibktQvB3N9K1MpMTclSTk6AgS8\nOkpWmpycHBkzZozdwxsZw8vFqolnMBnmBjE1i8JcE8pgMswNYmoWhbkmlMFkmBvEpChHAQJeRyKR\nI0eOyNixY2XQoEHSqlWrvBxcrBp4hpNgbhhUozjMNZAMJ8HcMKhGcZhrIBlOgrlhUIpLKEDA69BA\n1MS1cePGSa9eveSmm26KSV1UF6vqXX788cdl1qxZUrZsWfs7LF682J5Qd/bsWbn11ltl4MCBed+t\nsCEN69atk8mTJ8tzzz0njRo1stOvWrVKNmzYIKNHjy4gkc5DGvyaJ1rhA/P4Q3f8mp84cULefvtt\n+eyzz+y2fMUVV9jDj+rVq0c7L2S4lF/z6JvGoUOH5IEHHpBhw4ZJu3btME+iubpfb978/9u7F+Co\nqjSB419QwjOIEpVdS1aFYBBnpSx8rDjWiI8pF8yiRBmURyELEsNLSxCGLVREDA+FUeKDVWGsGrA2\nKlEXXbDQ3VERgoXsqshLZArRwBgXEUOQR+89FzvpdDp9z733dG/69L+rpoaZPufknt/5+tyvb597\n7hbJyTm52qyoqEjGjBmDeQrNmzvvZtp8ns05MQlvktGvra2VGTNmSHFxsfTr169JyXQlvGoZxaWX\nXio33HCDewyvvPKKbN68WaZMmSKnnXZak+NKlPBWVFTI+vXrpa6uzt1aLZrwqsoqWVZtFRQUNGor\nmxPesOZeO3xg3nStelhzlXB99NFHcv3110ubNm3ktddek40bN8pjjz3mxjXm5s1jJ4wHH3xQfvrp\nJxkwYICb8GKe+Itd2DiPus6bN086d+7cZP4nzlMT58nOu5lkTsKbzQJJ+r5q1SpZtGhR/VXVaFF1\nhbSwsDAtN62pE4hzU5y7H7A6iZ84cUKGDx8uzzzzjHTq1Cnh0SdKeFWC3Lt3b/dK7vjx4xslvK++\n+qrs3btXJk6cSMLrCJgyj8WM3+ED88YnpVSY7969W2bNmiUvvviiOxSYp878nXfekc8++8ydo3r1\n6lWf8GKeGvOhQ4e654ToFd7YuQZz8+Ze591MMs/mdI8rvCFGPx1XeNUVKnV1Vn2bVy+1D/D8+fPd\ntcSbNm2Stm3buj8jXnzxxfU9SbZLw+TJk92fHGOv8O7cudNd6hBNDKINZesVXtPmyjN+hw/MG5+U\nTJv/8MMP8tRTT8n5558vd955pxvSmKfGvKamxv0lTF0IeOGFF9y5KHqFF/PUmKu94fPz80XtoqN+\nmVP3l3Tt2pU4T7CkwcTc4nXezaQ4D5HyZHzVrE54E61pjR/R5tZKqXLpSHjVz7Lq6qtKUtVLfXgf\nfvhh9ya6q6++WrZv3+4+CGPZsmVu8qtefhNetQ544MCB7hPlYq8YZGvCa9o80Q4fmDdOBEyZV1dX\nu79gqIS3b9++7s4q0Z99MU+Nubq/YPDgwe6XcPUlIzbhxTw15mq5ndrGUj0BtLKyUtasWVO/Pzzm\n5s29zruZZJ7xWWuIDmRtwptsTWusp1qb09xaqXQkvOrpbuoGqFGjRrmHpa7qvvzyy/VXfNX/p9bf\n3nXXXe5PiUESXlXnpptuctcGqyfKZfsVXpPmze3wgXnjk5JJc2WrTkDvvfeerFixwr3qeMopp7hh\nTZw3zG4mzNWX5B07drhfMtQrPuHFPLVxHh3NIUOGSHl5uXvVF3Pz5jrn3UyZW0LkixlfNWsT3mRr\nWmNHNdlaKZXwHj161N3BIezryJEj7lrhVq1aNWpKXfn67rvvcpzEO6Le+Pbbb+Whhx7Kee6559z/\nrV7OVeicu+++OxJdpqBuTIte7Y0/LlXW+fkrcsEFF8QmtnLLLbfkOFcKItHEQL2p1i2p/ql1eSZe\nzjGFfoBFJpmrG9ecG3lynJNR5IorrmhEqL7EYN5AYjrOoy2PHDkyx/mpPdKlSxf3iyPmZs2dX5dy\ntm3bVv/LkJrH1BzSv39/ueeeeyKYp3Y+j47msGHDcpz7OiLOQ4KI8xScQ73Ou5kU5ybO5ZnaRtYm\nvNEBS7SmNXYwk62VUsmXupKUyoT3gw8+UFeqcpyfDesTXGc5Q45zQonceOON8sUXX8jjjz/uTnYq\nYf7mm2/cn3Dbt2+fMCadn3jdhFetbYy+1JIJZw1ejrMsov5vpCLhdX6CM5LwZoK5+snRuWEqx4mf\nyJVXXtlkLDBvnAiYiPOvv/7ajfszzjjD9V63bp26upvz/PPPR9RSHczNm8cH9rPPPptz0UUXRa65\n5hr3LczNm6vdSNR/evToIepJn2pJg7O1ZM6jjz7qzt+YmzdXrsnOu5lknqnJqonjJuFNcBNXLGyy\ntVLpWNLgXN0V5+qte+Na9OqvSmrVjWvqv9WVK7W7gto1Qq0VHT16tDgneDn77LMTxkeiBP/tt992\nl0qoG09iX9m6hteEudcOH5g3/tnRhPknn3zi7l6i1u86j+iWbt26uVuRRb/cYW7ePH6SiV/SgLl5\n83379sns2bNFrVfPzc11l7KVlJS45wL1wty8uXJt7rybaeYmEsdMbYOE1yPhjR/Y2LVS6Uh41d9X\nN87deuutkuhKYezxqStaahPs0tJSOf3007VjUq0Bvv322+Wyyy4j4f1FAPOGUCDOtT9KxgpiboxS\nuyHMtamMFcTcGCUNaQiQ8PpMeNVDKJYuXSpqrVS6Pqxq2YLzU6G7J3CifRej46x2alDf9nv27Kmd\n8Kq9M1V/FixY0KTtbL3CqzwxT3/CiznmGueslBVhPk8ZbbMNY55+82z+iyS8cQmvulFLPcJXPdxB\n/VvtMakSSLVWSi0rqKqqcpND9UrXh1X9rT179rj7LEYfLZwsaJNtSxZfT/2UrG5KUwl8/CubE17M\n0598YY75/+fJmPk8/fqYp988m/8iCW9cwqs28lZbgJWVlbn7HCZbK5XOD6ufIPWT8CZrN9sTXsxP\nChDnfiLBTFnMzTj6aQVzP1pmymJuxpFW9ASyPuHVY0pcig9rGL1gdTEP5hamFuZh9ILVxTyYW5ha\nmIfRC1YX82Bu1AomQMKr4dbcE9la2of1828OyiP/vkXW76qRGy86WyZd31N6/20njR4mLsIVXg26\n6v8R+Y/pIrs/ECkcIPKbaSJd/16jIuZBkbZ+v1XmbZwnG6s3Sv9u/aXkkhIpPKMwaHNq39KI+mXH\nWdYTetu8wAcRV7GlzS11zn0E+x4rk1pnSVfedddJ/vhSafvLg26C9Blzb7Xv9hySDyq2y97tB+T8\nS/Ll8oEXSP65Hb0rNlMCc2+6/bt3yX/+8V9lz5ZPpcdlV8o/FN8hZ53XsGe9dwuNS7REc799sKk8\nCa/HaCZ7IltLOint+d/DMuAPf5aDdcfqe9Sp7amyatI1cu7p7QLFbEv8sLYkcznwF5Fnfy1S90OD\nb9vTRMa9L9L57zBPIOA8jCOilgo524YFSi73Htort715m/z484/1refl5knFzRVyTsdzME+B+VFn\nn+5dg26RE86DVKKvVs6a/wsqV0rrczBPFHRh4/zHmjp5eXaV/Hy4YT7PbXeq/O5fLpe8LicfIe/3\nxXyeXOzgX/fJS1MnypHan+oLtmnfQUbMe1I6nZl4m0+vMWiJ5l7HbPP7JLweo5vsiWzpeOqXbvC9\ntvlb+X3lliZJxJxBF0Vu7fM3us00KpetT1rTxTrl05el9apJTcyPDvhD5PivfqfbDOY+pN786k2Z\nVTWrifnMy2dGbj7/Zh8tNRQlzpOzHXr9Dfmr88TA+FJnPvxwpOM/FWGeQKC5J2fqYu2o2i9/Xr6z\nifk1d/SIFFx+lm4zzC0+pLa+/56sfb68ifl1/1waKfz1tT5aatlzS6COWFKJhFdzIBM9sCEdT1rT\nPDz54/o9UrZ6R8KE95ZLuuo2k9IJMlOetKaLderHS6T12pkJE95jFw/RbQZzH1Irtq+QhZsXJkx4\nB5430EdLqTsp2RbnB//0J/l+weMJE94ORS3jS4Zt5p//17eyoXJ3woS3x2VnEucp+JLx36tXyYcr\nliVMeC+8+jfWmAfqiCWVSHg1B7K5hFdtVzZixIhAP8/G/umwP4EdPHxU+s19V36MWdKQ5yxp+PCB\n/tKpXWvNXjYu1hJ/jmlRSxrqDogs/JXIkYMNcG2cNdP3firStjPmCQRCx/nPB+W3r/xWDh09VN96\nx9YdZXXxaumUG2y9OnGePFRPHDwoO/pfJycONZi36thRCt5dK606YZ5IL2ycH6k9Ji/9/kP5ue54\nffO5bU+REXP6SZv2pzK3pGBuOfLTIVlSepezjKS2wbxdexlb/qK06RBs7XRLnFsCBY8llUh4NQey\npSe8qhvqprVZb34uG776Xm5wblqbzE1rSUc37EnJbVzdtPa2c6PaXz4UufAfRa51bmDjprVm3U2Y\nq5vW5lbNlY/3fSzXnnut3NPnHm5aSxLpJszdm9bmPCa1GzdKx/795cwJ47lpLcXm6qa19/9tu3yz\ng5vWdE7TJuJc3bT23rIl8vUXn0n3vlfIVbfdyU1rOvgZUoaEV3OgMiHhjXaFfXj1BtXEBIm5nnW0\nFOZ6Xi3ql4yYQ2Zu0Rs/4lzPiTjXc6KUGQESXk1HEl5NqBQXY4JMMXCC5jHHnC92/mKAhFfPi7lF\nz4lSZgRIeDUdSXg1oVJcjAkyxcAkvOkHxhzzJAJcVdcLD75k6DllcykS3hCjT/IVAi9gVcwDwoWo\nhnkIvIBVMQ8IF6Ia5iHwAlbFPCAc1QIJZG3Cu23bNlmwYIHU1NRI9+7dZdq0adKlS5cmiFOnTpUt\nW7ZITs7JjRiKiopkzJgx7r/5sAaKuVCVMA/FF6gy5oHYQlXCPBRfoMqYB2ILVQnzUHxU9imQlQmv\n2mh+5MiRMmnSJOnbt6+sXLlSNm3aJI888kgTvrFjx8q8efOkc+em20zxYfUZbQaKY24A0WcTmPsE\nM1AccwOIPpvA3CeYgeKYG0CkCW2BrEx4t27dKk8//bQ8+eSTLpRKgIcMGSLLli2TDh06NMIbOnSo\nLF++vP4Kb+ybLelJa7HHVVdXJ23bBnv8ZGw7PIFK+3MkmOtZhX0CFXGu5xxbCnM9M+ZzPadoKecc\nE3r/eczTb+7vL9pVOisT3rVr17pXdKdMmVI/mhMmTJDx48fLhRde2GiEBw0aJPn5+XL48GEpKCiQ\ncePGSdeuJ59c1pKetJYJiYBtT0PC3P9kmA3JF3HuHRemv0xjjjlzi3cMZHuJrEx433rrLdm5c6dM\nnDixfvzvv/9+GTZsmPTp06dRTNTW1oozmcrx48elsrJS1qxZI0uWLKlPeFvKk9ZiD5q7evU+1tzV\nq+fEz456TiZLYW5SU68tzPWcTJbC3KQmbXkJZGXC++6778qGDRtk+nTnqVi/vNSVW7X1WGFhYVIz\ntfShvLzcverLh9UrvMy/j7l5U68WMfcSMv8+5uZNvVrE3EvI/PuYmzelxeYFsjLh3bFjhyxcuNBd\nx6te6urt4MGDVQIreXl5SeOluLhYli5d6pbjw5r+jxbmmEcF+CVDLxb4JUPPiblFz8lkKcxNatKW\nl0BWJrxq/djo0aOltLS0fpeGdevWyfz5890b2BYvXizDhw93/622LevZs6eopQsVFRVSVVXlbmem\nXnxYvcLL/PuYmzf1ahFzLyHz72Nu3tSrRcy9hMy/j7l5U1rkCm8TgV27drnbje3fv1+6devm7sOr\nbkZTN6eNGjVKysrK3LW7s2fPlurqasnNzZVevXpJSUlJ/X69fFjT/9HCHHOu8PqLAa7w6nkxt+g5\nmSyFuUlN2vISyMorvF4ouu/zYdWVMlcOc3OWui1hritlrhzm5ix1W8JcV8pcOczNWdKStwAJr4dR\nsiey8WH1DjDTJTA3LerdHubeRqZLYG5a1Ls9zL2NTJfA3LQo7SUTIOFNouP1RDY+rOn/cGGOeVSA\nm9b0YoElDXpOzC16TiZLYW5Sk7a8BEh4kwh5PZFNfVg3b97cZO9eL/RE72fDptnOjYBGnsyDuX6E\nYe5tZfohCJhjznzuHQOqBOdQPadoKRNzi7+/aFdpEt4k46nzRLaXXnopYldIpK43I0aMCJ3wqqPD\nXH+MMNe3MlUSc1OS+u1grm9lqiTmpiT12zFlrv8X7SpJwptkPP08kc2usKA3CCCAAAIIIICAPQIk\nvEnGMswT2ewJEXqCAAIIIIAAAghktgAJb5LxC/NEtswOC44eAQQQQAABBBCwR4CEN8lYJnsimz0h\nQE8QQAABBBBAAAG7BUh4Pca3uSeyJduft7kmdetMnTpVtmzZIjk5J+/xKioqkjFjxmhF4oYNG2TO\nnDnyxBNPSPfu3bXqqEI69YIc17Fjx2T58uWyevVqOX78uJx33nly3333yVlnnaV9bNGCun6xDevW\nCdK36N/RsUvUWZ16QY4L8+ZDC3PmlkTRoTtPMLcwnzc3u2TC3OL7pGtZBRLeAAPqtT9voib91Bk7\ndqz72OPOnTv7OrqKigpZv3691NXVuUmlbsKrWy/IcTl7gMobb7whgwYNkg4dOqhtaOSrr76SmTNn\n+uqbH79ow37qBOmb+ju6dvGd1a0X5LgwTxxamIsEiSfivGk8Mbcwn8dGRSbMLb5OuJYWJuENMLBe\n+/MmatJPnaFDh7pXRaNXeHUPUe1P27t3b1FXBcePH6+d8OrWC3pcscf/5Zdfyty5c2XJkiW63XLL\n+fGLNuynTtC+6drFd1a3XtDjwrxpeGEuEjSedO2I82XuF/vYF+ZNP4t+5mbm88Z+Qc+hvk64lhYm\n4Q0wsDr788Y366eOuhqan58vhw8floKCAhk3bpx07dpV+0gnT54sEyZM0E54ow171Qt7XOrvvP76\n66KWidx7773a/VEF/fhFG/ZTJ2zfvOya66xXvbDHhXlTecyZW2Kjws88wdzS+PPEfN7YoyXPLb5O\nuJYWJuENMLBB9uf1U6e2tlbatWvnrnmtrKyUNWvW+Loi6vWhC5p8hT2u/fv3ywMPPOBe4fW7hteP\nX7R/fuqE7RvmJ9UxFyHO/X/JCPv5wxzzWIGw8WTjfB4g1bGuCglvgCENsj9vkDrRQxsyZIiUl5e7\nV311Xqn6sMb/bT/HdeDAAZk2bZp7tbpPnz463WhUJohfkDqYN7AH8QtSB3PMmVuanxKZz0/aMLeE\nO4f6PulaWIGEN8CgBtmfN0id6KEVFxfL0qVLJS8vT+to0zVB6h6Xuolq+vTpcscdd8hVV12l1Yf4\nQkH8gtTBvEE+iF+QOphjHv95Z25pEGE+P2nB3BLuHBroxGtZJRLeAAMaZH/eZHXUe4sXL5bhw4eL\n+ndNTY307NlTIpGIuwtAVVWVLFiwQPtITU2QJo5L/bQ0Y8YMUSewfv36afchviDm+rGAefIwi/98\nEOfMLaNHj5bS0lLp27evrFy5UtatWyfz589vNpCYz5nPEwVHS55bAp98LapIwhtwMJvbnzdZc83V\nUTenjRo1SsrKyty1u7Nnz5bq6mrJzc2VXr16SUlJiXTp0kX7SE0lvCaOa9WqVbJo0SJp3bp1o+NX\n+wQXFhZq90kVxFwvFjD3l/AS58wtzC3MLbGzhq3nUF8nXAsLk/BaOKh0CQEEEEAAAQQQQKBBgISX\naEAAAQQQQAABBBCwWoCE1+rhpXMIIIAAAggggAACJLzEAAIIIIAAAggggIDVAiS8Vg8vnUMAAQQQ\nQAABBBAg4SUGEEAAAQQQQAABBKwWIOG1enjpHAIIIIAAAggggAAJLzGAAAIIIIAAAgggYLUACa/V\nw0vnEEAAAQQQQAABBEh4iQEEEEAAAQQQQAABqwVIeK0eXjqHAAIIIIAAAgggQMJLDCCAAAIIIIAA\nAghYLUDCa/Xw0jkEEEAAAQQQQAABEl5iAAEEEEAAAQQQQMBqARJeq4eXziGAAAIIIIAAAgiQ8BID\nCCCAAAIIIIAAAlYLkPBaPbx0DgEEEEAAAQQQQICElxhAAAEEEEAAAQQQsFqAhNfq4aVzCCCAAAII\nIIAAAiS8xAACCCCAAAIIIICA1QIkvFYPL51DAAEEEEAAAQQQIOElBhBAAAEEEEAAAQSsFiDhtXp4\n6RwCCCCAAAIIIIAACS8xgAACCCCAAAIIIGC1AAmv1cNL5xBAAAEEEEAAAQRIeIkBBBBAAAEEEEAA\nAasFSHitHl46hwACCCCAAAIIIEDCSwwggAACCCCAAAIIWC1Awmv18NI5BBBAAAEEEEAAARJeYgAB\nBBBAAAEEEEDAagESXquHl84hgAACCCCAAAIIkPASAwgggAACCCCAAAJWC5DwWj28dA4BBBBAAAEE\nEECAhJcYQAABBBBAAAEEELBagITX6uGlcwgggAACCCCAAAIkvMQAAggggAACCCCAgNUCJLxWDy+d\nQwABBBBAAAEEECDhJQYQQAABBBBAAAEErBYg4bV6eOkcAggggAACCCCAAAkvMYAAAggggAACCCBg\ntQAJr9XDS+cQQAABBBBAAAEESHiJAQQQQAABBBBAAAGrBUh4rR5eOocAAggggAACCCBAwksMIIAA\nAggggAACCFgtQMJr9bi6lT8AAAFnSURBVPDSOQQQQAABBBBAAAESXmIAAQQQQAABBBBAwGoBEl6r\nh5fOIYAAAggggAACCJDwEgMIIIAAAggggAACVguQ8Fo9vHQOAQQQQAABBBBAgISXGEAAAQQQQAAB\nBBCwWoCE1+rhpXMIIIAAAggggAACJLzEAAIIIIAAAggggIDVAiS8Vg8vnUMAAQQQQAABBBAg4SUG\nEEAAAQQQQAABBKwWIOG1enjpHAIIIIAAAggggAAJLzGAAAIIIIAAAgggYLUACa/Vw0vnEEAAAQQQ\nQAABBEh4iQEEEEAAAQQQQAABqwVIeK0eXjqHAAIIIIAAAgggQMJLDCCAAAIIIIAAAghYLUDCa/Xw\n0jkEEEAAAQQQQAABEl5iAAEEEEAAAQQQQMBqARJeq4eXziGAAAIIIIAAAgiQ8BIDCCCAAAIIIIAA\nAlYLkPBaPbx0DgEEEEAAAQQQQICElxhAAAEEEEAAAQQQsFrg/wCRTnUaVDjqWAAAAABJRU5ErkJg\ngg==\n", "prompt_number": 9, + "svg": [ + "(1, 1)00.511.52(2, 1)00.511.52(3, 1)00.511.52(4, 1)00.511.52(5, 1)00.511.52(6, 1)00.511.5200.511.52(1, 2)00.511.52(2, 2)(3, 2)(4, 2)(5, 2)(6, 2)(1, 3)00.511.52(2, 3)(3, 3)(4, 3)(5, 3)(6, 3)(1, 4)00.511.52(2, 4)(3, 4)(4, 4)(5, 4)(6, 4)(1, 5)00.511.52(2, 5)(3, 5)(4, 5)(5, 5)(6, 5)(1, 6)00.511.52(2, 6)(3, 6)(4, 6)(5, 6)(6, 6)" + ], "text": [ - "" + "" ] } ], @@ -280,8 +304,7 @@ "\n" ] } - ], - "prompt_number": 10 + ] }, { "cell_type": "code", @@ -293,20 +316,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 11, - "text": [ - "" - ] - } - ], - "prompt_number": 11 + "outputs": [] }, { "cell_type": "markdown", @@ -326,19 +336,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "This is the format of your plot grid:\n", - "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", - "[ (2,1) x3,y3 - ]\n", - "\n" - ] - } - ], - "prompt_number": 12 + "outputs": [] }, { "cell_type": "code", @@ -352,20 +350,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 13, - "text": [ - "" - ] - } - ], - "prompt_number": 13 + "outputs": [] }, { "cell_type": "markdown", @@ -388,22 +373,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "This is the format of your plot grid:\n", - "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", - "[ (2,1) x3,y3 ] | \n", - "[ (3,1) x4,y4 - ]\n", - " | | \n", - "[ (5,1) x5,y5 ] [ (5,2) x6,y6 ]\n", - "\n" - ] - } - ], - "prompt_number": 14 + "outputs": [] }, { "cell_type": "code", @@ -421,20 +391,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 15, - "text": [ - "" - ] - } - ], - "prompt_number": 15 + "outputs": [] }, { "cell_type": "markdown", @@ -460,174 +417,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Help on function make_subplots in module plotly.tools:\n", - "\n", - "make_subplots(rows=1, cols=1, shared_xaxes=False, shared_yaxes=False, start_cell='top-left', print_grid=True, **kwargs)\n", - " Return an instance of plotly.graph_objs.Figure\n", - " with the subplots domain set in 'layout'.\n", - " \n", - " Example 1:\n", - " # stack two subplots vertically\n", - " fig = tools.make_subplots(rows=2)\n", - " \n", - " This is the format of your plot grid:\n", - " [ (1,1) x1,y1 ]\n", - " [ (2,1) x2,y2 ]\n", - " \n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", - " \n", - " # or see Figure.append_trace\n", - " \n", - " Example 2:\n", - " # subplots with shared x axes\n", - " fig = tools.make_subplots(rows=2, shared_xaxes=True)\n", - " \n", - " This is the format of your plot grid:\n", - " [ (1,1) x1,y1 ]\n", - " [ (2,1) x1,y2 ]\n", - " \n", - " \n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], yaxis='y2')]\n", - " \n", - " Example 3:\n", - " # irregular subplot layout (more examples below under 'specs')\n", - " fig = tools.make_subplots(rows=2, cols=2,\n", - " specs=[[{}, {}],\n", - " [{'colspan': 2}, None]])\n", - " \n", - " This is the format of your plot grid!\n", - " [ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", - " [ (2,1) x3,y3 - ]\n", - " \n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x3', yaxis='y3')]\n", - " \n", - " Example 4:\n", - " # insets\n", - " fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.3}])\n", - " \n", - " This is the format of your plot grid!\n", - " [ (1,1) x1,y1 ]\n", - " \n", - " With insets:\n", - " [ x2,y2 ] over [ (1,1) x1,y1 ]\n", - " \n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", - " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", - " \n", - " Keywords arguments with constant defaults:\n", - " \n", - " rows (kwarg, int greater than 0, default=1):\n", - " Number of rows in the subplot grid.\n", - " \n", - " cols (kwarg, int greater than 0, default=1):\n", - " Number of columns in the subplot grid.\n", - " \n", - " shared_xaxes (kwarg, boolean or list, default=False)\n", - " Assign shared x axes.\n", - " If True, subplots in the same grid column have one common\n", - " shared x-axis at the bottom of the gird.\n", - " \n", - " To assign shared x axes per subplot grid cell (see 'specs'),\n", - " send list (or list of lists, one list per shared x axis)\n", - " of cell index tuples.\n", - " \n", - " shared_yaxes (kwarg, boolean or list, default=False)\n", - " Assign shared y axes.\n", - " If True, subplots in the same grid row have one common\n", - " shared y-axis on the left-hand side of the gird.\n", - " \n", - " To assign shared y axes per subplot grid cell (see 'specs'),\n", - " send list (or list of lists, one list per shared y axis)\n", - " of cell index tuples.\n", - " \n", - " start_cell (kwarg, 'bottom-left' or 'top-left', default='top-left')\n", - " Choose the starting cell in the subplot grid used to set the\n", - " domains of the subplots.\n", - " \n", - " print_grid (kwarg, boolean, default=True):\n", - " If True, prints a tab-delimited string representation of\n", - " your plot grid.\n", - " \n", - " Keyword arguments with variable defaults:\n", - " \n", - " horizontal_spacing (kwarg, float in [0,1], default=0.2 / cols):\n", - " Space between subplot columns.\n", - " Applies to all columns (use 'specs' subplot-dependents spacing)\n", - " \n", - " vertical_spacing (kwarg, float in [0,1], default=0.3 / rows):\n", - " Space between subplot rows.\n", - " Applies to all rows (use 'specs' subplot-dependents spacing)\n", - " \n", - " specs (kwarg, list of lists of dictionaries):\n", - " Subplot specifications.\n", - " \n", - " ex1: specs=[[{}, {}], [{'colspan': 2}, None]]\n", - " \n", - " ex2: specs=[[{'rowspan': 2}, {}], [None, {}]]\n", - " \n", - " - Indices of the outer list correspond to subplot grid rows\n", - " starting from the bottom. The number of rows in 'specs'\n", - " must be equal to 'rows'.\n", - " \n", - " - Indices of the inner lists correspond to subplot grid columns\n", - " starting from the left. The number of columns in 'specs'\n", - " must be equal to 'cols'.\n", - " \n", - " - Each item in the 'specs' list corresponds to one subplot\n", - " in a subplot grid. (N.B. The subplot grid has exactly 'rows'\n", - " times 'cols' cells.)\n", - " \n", - " - Use None for blank a subplot cell (or to move pass a col/row span).\n", - " \n", - " - Note that specs[0][0] has the specs of the 'start_cell' subplot.\n", - " \n", - " - Each item in 'specs' is a dictionary.\n", - " The available keys are:\n", - " \n", - " * is_3d (boolean, default=False): flag for 3d scenes\n", - " * colspan (int, default=1): number of subplot columns\n", - " for this subplot to span.\n", - " * rowspan (int, default=1): number of subplot rows\n", - " for this subplot to span.\n", - " * l (float, default=0.0): padding left of cell\n", - " * r (float, default=0.0): padding right of cell\n", - " * t (float, default=0.0): padding right of cell\n", - " * b (float, default=0.0): padding bottom of cell\n", - " \n", - " - Use 'horizontal_spacing' and 'vertical_spacing' to adjust\n", - " the spacing in between the subplots.\n", - " \n", - " insets (kwarg, list of dictionaries):\n", - " Inset specifications.\n", - " \n", - " - Each item in 'insets' is a dictionary.\n", - " The available keys are:\n", - " \n", - " * cell (tuple, default=(1,1)): (row, col) index of the\n", - " subplot cell to overlay inset axes onto.\n", - " * is_3d (boolean, default=False): flag for 3d scenes\n", - " * l (float, default=0.0): padding left of inset\n", - " in fraction of cell width\n", - " * w (float or 'to_end', default='to_end') inset width\n", - " in fraction of cell width ('to_end': to cell right edge)\n", - " * b (float, default=0.0): padding bottom of inset\n", - " in fraction of cell height\n", - " * h (float or 'to_end', default='to_end') inset height\n", - " in fraction of cell height ('to_end': to cell top edge)\n", - "\n" - ] - } - ], - "prompt_number": 16 + "outputs": [] }, { "cell_type": "code", @@ -637,19 +427,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "This is the format of your plot grid:\n", - "[ (1,1) x1,y1 ]\n", - "[ (2,1) x2,y2 ]\n", - "\n" - ] - } - ], - "prompt_number": 17 + "outputs": [] }, { "cell_type": "markdown", @@ -666,16 +444,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "{'data': [], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}}}\n" - ] - } - ], - "prompt_number": 18 + "outputs": [] }, { "cell_type": "markdown", @@ -692,36 +461,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Figure(\n", - " data=Data(),\n", - " layout=Layout(\n", - " xaxis1=XAxis(\n", - " domain=[0.0, 1.0],\n", - " anchor='y1'\n", - " ),\n", - " xaxis2=XAxis(\n", - " domain=[0.0, 1.0],\n", - " anchor='y2'\n", - " ),\n", - " yaxis1=YAxis(\n", - " domain=[0.575, 1.0],\n", - " anchor='x1'\n", - " ),\n", - " yaxis2=YAxis(\n", - " domain=[0.0, 0.425],\n", - " anchor='x2'\n", - " )\n", - " )\n", - ")\n" - ] - } - ], - "prompt_number": 19 + "outputs": [] }, { "cell_type": "markdown", @@ -738,20 +478,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "metadata": {}, - "output_type": "pyout", - "prompt_number": 20, - "text": [ - "{'xaxis1': {'anchor': 'y1', 'domain': [0.0, 1.0]},\n", - " 'xaxis2': {'anchor': 'y2', 'domain': [0.0, 1.0]},\n", - " 'yaxis1': {'anchor': 'x1', 'domain': [0.575, 1.0]},\n", - " 'yaxis2': {'anchor': 'x2', 'domain': [0.0, 0.425]}}" - ] - } - ], - "prompt_number": 20 + "outputs": [] }, { "cell_type": "markdown", @@ -768,26 +495,15 @@ "cell_type": "code", "collapsed": false, "input": [ - "Figure(nonsense=3)" + "import traceback\n", + "try:\n", + " Figure(nonsense=3)\n", + "except:\n", + " print traceback.format_exc()" ], "language": "python", "metadata": {}, - "outputs": [ - { - "ename": "PlotlyDictKeyError", - "evalue": "Invalid key, 'nonsense', for class, 'Figure'.\n\nRun 'help(plotly.graph_objs.Figure)' for more information.\n\nPath To Error:\n['nonsense']\n\nAdditional Notes:\nCouldn't find uses for key: 'nonsense'\n\n", - "output_type": "pyerr", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mPlotlyDictKeyError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mFigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnonsense\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 918\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'layout'\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 919\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'layout'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLayout\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 920\u001b[0;31m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFigure\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 921\u001b[0m \u001b[0mFigure\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m__init__\u001b[0m \u001b[0;31m# override method!\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 922\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 310\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mclass_name\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'PlotlyTrace'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mclass_name\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0;34m'Trace'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 311\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'type'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mNAME_TO_KEY\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mclass_name\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 312\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalidate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 313\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__class__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'PlotlyDict'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 314\u001b[0m warnings.warn(\"\\nThe PlotlyDict class is a base class of \"\n", - "\u001b[0;32m/Users/chris/plotlygithub/python-api/plotly/graph_objs/graph_objs.pyc\u001b[0m in \u001b[0;36mvalidate\u001b[0;34m(self, caller)\u001b[0m\n\u001b[1;32m 598\u001b[0m raise exceptions.PlotlyDictKeyError(obj=self,\n\u001b[1;32m 599\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 600\u001b[0;31m notes=notes)\n\u001b[0m\u001b[1;32m 601\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 602\u001b[0m def to_string(self, level=0, indent=4, eol='\\n',\n", - "\u001b[0;31mPlotlyDictKeyError\u001b[0m: Invalid key, 'nonsense', for class, 'Figure'.\n\nRun 'help(plotly.graph_objs.Figure)' for more information.\n\nPath To Error:\n['nonsense']\n\nAdditional Notes:\nCouldn't find uses for key: 'nonsense'\n\n" - ] - } - ], - "prompt_number": 21 + "outputs": [] }, { "cell_type": "markdown", @@ -804,464 +520,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Help on Layout in module plotly.graph_objs.graph_objs object:\n", - "\n", - "class Layout(PlotlyDict)\n", - " | A dictionary-like object containing specification of the layout of a plotly\n", - " | figure.\n", - " | \n", - " | Online examples:\n", - " | \n", - " | https://plot.ly/python/figure-labels/\n", - " | https://plot.ly/python/axes/\n", - " | https://plot.ly/python/bar-charts/\n", - " | https://plot.ly/python/log-plot/\n", - " | \n", - " | Parent key:\n", - " | \n", - " | layout\n", - " | \n", - " | Quick method reference:\n", - " | \n", - " | Layout.update(changes)\n", - " | Layout.strip_style()\n", - " | Layout.get_data()\n", - " | Layout.to_graph_objs()\n", - " | Layout.validate()\n", - " | Layout.to_string()\n", - " | Layout.force_clean()\n", - " | \n", - " | Valid keys:\n", - " | \n", - " | title [required=False] (value=a string):\n", - " | The title of the figure.\n", - " | \n", - " | titlefont [required=False] (value=Font object | dictionary-like object):\n", - " | Links a dictionary-like object describing the font settings of the\n", - " | figure's title.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Font)`\n", - " | \n", - " | font [required=False] (value=Font object | dictionary-like object):\n", - " | Links a dictionary-like object describing the global font settings\n", - " | for this figure (e.g. all axis titles and labels).\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Font)`\n", - " | \n", - " | showlegend [required=False] (value=a boolean: True | False):\n", - " | Toggle whether or not the legend will be shown in this figure.\n", - " | \n", - " | autosize [required=False] (value=a boolean: True | False):\n", - " | Toggle whether or not the dimensions of the figure are automatically\n", - " | picked by Plotly. Plotly picks figure's dimensions as a function of\n", - " | your machine's display resolution. Once 'autosize' is set to False,\n", - " | the figure's dimensions can be set with 'width' and 'height'.\n", - " | \n", - " | width [required=False] (value=number: x > 0):\n", - " | Sets the width in pixels of the figure you are generating.\n", - " | \n", - " | height [required=False] (value=number: x > 0):\n", - " | Sets the height in pixels of the figure you are generating.\n", - " | \n", - " | xaxis [required=False] (value=XAxis object | dictionary-like object):\n", - " | Links a dictionary-like object describing an x-axis (i.e. an\n", - " | horizontal axis). The first XAxis object can be entered into\n", - " | 'layout' by linking it to 'xaxis' OR 'xaxis1', both keys are\n", - " | identical to Plotly. To create references other than x-axes, you\n", - " | need to define them in 'layout' using keys 'xaxis2', 'xaxis3' and so\n", - " | on. Note that in 3D plots, XAxis objects must be linked from a Scene\n", - " | object.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.XAxis)`\n", - " | \n", - " | yaxis [required=False] (value=YAxis object | dictionary-like object):\n", - " | Links a dictionary-like object describing an y-axis (i.e. an\n", - " | vertical axis). The first YAxis object can be entered into 'layout'\n", - " | by linking it to 'yaxis' OR 'yaxis1', both keys are identical to\n", - " | Plotly. To create references other than y-axes, you need to define\n", - " | them in 'layout' using keys 'yaxis2', 'yaxis3' and so on. Note that\n", - " | in 3D plots, YAxis objects must be linked from a Scene object.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.YAxis)`\n", - " | \n", - " | legend [required=False] (value=Legend object | dictionary-like object):\n", - " | Links a dictionary-like object containing the legend parameters for\n", - " | this figure.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Legend)`\n", - " | \n", - " | annotations [required=False] (value=Annotations object | list-like\n", - " | object of one or several dictionary-like object):\n", - " | Links a list-like object that contains one or multiple annotation\n", - " | dictionary-like objects.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Annotations)`\n", - " | \n", - " | margin [required=False] (value=Margin object | dictionary-like object):\n", - " | Links a dictionary-like object containing the margin parameters for\n", - " | this figure.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Margin)`\n", - " | \n", - " | paper_bgcolor [required=False] (value=a string describing color):\n", - " | Sets the color of the figure's paper (i.e. area representing the\n", - " | canvas of the figure).\n", - " | \n", - " | Examples:\n", - " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", - " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", - " | \n", - " | plot_bgcolor [required=False] (value=a string describing color):\n", - " | Sets the background color of the plot (i.e. the area laying inside\n", - " | this figure's axes.\n", - " | \n", - " | Examples:\n", - " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", - " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", - " | \n", - " | hovermode [required=False] (value='closest' | 'x' | 'y'):\n", - " | Sets this figure's behavior when a user hovers over it. When set to\n", - " | 'x', all data sharing the same 'x' coordinate will be shown on\n", - " | screen with corresponding trace labels. When set to 'y' all data\n", - " | sharing the same 'y' coordinates will be shown on the screen with\n", - " | corresponding trace labels. When set to 'closest', information about\n", - " | the data point closest to where the viewer is hovering will appear.\n", - " | \n", - " | dragmode [required=False] (value='zoom' | 'pan' | 'rotate' (in 3D\n", - " | plots)):\n", - " | Sets this figure's behavior when a user preforms a mouse 'drag' in\n", - " | the plot area. When set to 'zoom', a portion of the plot will be\n", - " | highlighted, when the viewer exits the drag, this highlighted\n", - " | section will be zoomed in on. When set to 'pan', data in the plot\n", - " | will move along with the viewers dragging motions. A user can always\n", - " | depress the 'shift' key to access the whatever functionality has not\n", - " | been set as the default. In 3D plots, the default drag mode is\n", - " | 'rotate' which rotates the scene.\n", - " | \n", - " | separators [required=False] (value=a two-character string):\n", - " | Sets the decimal (the first character) and thousands (the second\n", - " | character) separators to be displayed on this figure's tick labels\n", - " | and hover mode. This is meant for internationalization purposes. For\n", - " | example, if 'separator' is set to ', ', then decimals are separated\n", - " | by commas and thousands by spaces. One may have to set\n", - " | 'exponentformat' to 'none' in the corresponding axis object(s) to\n", - " | see the effects.\n", - " | \n", - " | barmode [required=False] (value='stack' | 'group' | 'overlay'):\n", - " | For bar and histogram plots only. This sets how multiple bar objects\n", - " | are plotted together. In other words, this defines how bars at the\n", - " | same location appear on the plot. If set to 'stack' the bars are\n", - " | stacked on top of one another. If set to 'group', the bars are\n", - " | plotted next to one another, centered around the shared location. If\n", - " | set to 'overlay', the bars are simply plotted over one another, you\n", - " | may need to set the opacity to see this.\n", - " | \n", - " | bargap [required=False] (value=number: x in [0, 1)):\n", - " | For bar and histogram plots only. Sets the gap between bars (or sets\n", - " | of bars) at different locations.\n", - " | \n", - " | bargroupgap [required=False] (value=number: x in [0, 1)):\n", - " | For bar and histogram plots only. Sets the gap between bars in the\n", - " | same group. That is, when multiple bar objects are plotted and share\n", - " | the same locations, this sets the distance between bars at each\n", - " | location.\n", - " | \n", - " | boxmode [required=False] (value='overlay' | 'group'):\n", - " | For box plots only. Sets how groups of box plots appear. If set to\n", - " | 'overlay', a group of boxes will be plotted directly on top of one\n", - " | another at their specified location. If set to 'group', the boxes\n", - " | will be centered around their shared location, but they will not\n", - " | overlap.\n", - " | \n", - " | boxgap [required=False] (value=number: x in [0, 1)):\n", - " | For box plots only. Sets the gap between boxes at different\n", - " | locations (i.e. x-labels). If there are multiple boxes at a single\n", - " | x-label, then this sets the gap between these sets of boxes.For\n", - " | example, if 0, then there is no gap between boxes. If 0.25, then\n", - " | this gap occupies 25% of the available space and the box width (or\n", - " | width of the set of boxes) occupies the remaining 75%.\n", - " | \n", - " | boxgroupgap [required=False] (value=number: x in [0, 1)):\n", - " | For box plots only. Sets the gap between boxes in the same group,\n", - " | where a group is the set of boxes with the same location (i.e.\n", - " | x-label). For example, if 0, then there is no gap between boxes. If\n", - " | 0.25, then this gap occupies 25% of the available space and the box\n", - " | width occupies the remaining 75%.\n", - " | \n", - " | radialaxis [required=False] (value=RadialAxis object | dictionary-like\n", - " | object):\n", - " | Links a dictionary-like object describing the radial axis in a polar\n", - " | plot.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.RadialAxis)`\n", - " | \n", - " | angularaxis [required=False] (value=AngularAxis object | dictionary-like\n", - " | object):\n", - " | Links a dictionary-like object describing the angular axis in a\n", - " | polar plot.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.AngularAxis)`\n", - " | \n", - " | scene [required=False] (value=Scene object | dictionary-like object):\n", - " | Links a dictionary-like object describing a scene in a 3D plot. The\n", - " | first Scene object can be entered into 'layout' by linking it to\n", - " | 'scene' OR 'scene1', both keys are identical to Plotly. Link\n", - " | subsequent Scene objects using 'scene2', 'scene3', etc.\n", - " | \n", - " | For more, run `help(plotly.graph_objs.Scene)`\n", - " | \n", - " | direction [required=False] (value='clockwise' | 'counterclockwise'):\n", - " | For polar plots only. Sets the direction corresponding to positive\n", - " | angles.\n", - " | \n", - " | orientation [required=False] (value=number: x in [-360, 360]):\n", - " | For polar plots only. Rotates the entire polar by the given angle.\n", - " | \n", - " | hidesources [required=False] (value=a boolean: True | False):\n", - " | Toggle whether or not an annotation citing the data source is placed\n", - " | at the bottom-right corner of the figure.This key has an effect only\n", - " | on graphs that have been generated from forked graphs from plot.ly.\n", - " | \n", - " | Method resolution order:\n", - " | Layout\n", - " | PlotlyDict\n", - " | __builtin__.dict\n", - " | __builtin__.object\n", - " | \n", - " | Methods defined here:\n", - " | \n", - " | __init__(self, *args, **kwargs)\n", - " | \n", - " | force_clean(self, caller=True)\n", - " | Attempts to convert to graph_objs and call force_clean() on values.\n", - " | \n", - " | Calling force_clean() on a Layout will ensure that the object is\n", - " | valid and may be sent to plotly. This process will also remove any\n", - " | entries that end up with a length == 0.\n", - " | \n", - " | Careful! This will delete any invalid entries *silently*.\n", - " | \n", - " | This method differs from the parent (PlotlyDict) method in that it\n", - " | must check for an infinite number of possible axis keys, i.e. 'xaxis',\n", - " | 'xaxis1', 'xaxis2', 'xaxis3', etc. Therefore, it cannot make a call\n", - " | to super...\n", - " | \n", - " | to_graph_objs(self, caller=True)\n", - " | Walk obj, convert dicts and lists to plotly graph objs.\n", - " | \n", - " | For each key in the object, if it corresponds to a special key that\n", - " | should be associated with a graph object, the ordinary dict or list\n", - " | will be reinitialized as a special PlotlyDict or PlotlyList of the\n", - " | appropriate `kind`.\n", - " | \n", - " | to_string(self, level=0, indent=4, eol='\\n', pretty=True, max_chars=80)\n", - " | Returns a formatted string showing graph_obj constructors.\n", - " | \n", - " | Example:\n", - " | \n", - " | print(obj.to_string())\n", - " | \n", - " | Keyword arguments:\n", - " | level (default = 0) -- set number of indentations to start with\n", - " | indent (default = 4) -- set indentation amount\n", - " | eol (default = '\\n') -- set end of line character(s)\n", - " | pretty (default = True) -- curtail long list output with a '...'\n", - " | max_chars (default = 80) -- set max characters per line\n", - " | \n", - " | ----------------------------------------------------------------------\n", - " | Methods inherited from PlotlyDict:\n", - " | \n", - " | __setitem__(self, key, value)\n", - " | \n", - " | get_data(self)\n", - " | Returns the JSON for the plot with non-data elements stripped.\n", - " | \n", - " | get_ordered(self, caller=True)\n", - " | \n", - " | strip_style(self)\n", - " | Strip style from the current representation.\n", - " | \n", - " | All PlotlyDicts and PlotlyLists are guaranteed to survive the\n", - " | stripping process, though they made be left empty. This is allowable.\n", - " | \n", - " | Keys that will be stripped in this process are tagged with\n", - " | `'type': 'style'` in graph_objs_meta.json.\n", - " | \n", - " | This process first attempts to convert nested collections from dicts\n", - " | or lists to subclasses of PlotlyList/PlotlyDict. This process forces\n", - " | a validation, which may throw exceptions.\n", - " | \n", - " | Then, each of these objects call `strip_style` on themselves and so\n", - " | on, recursively until the entire structure has been validated and\n", - " | stripped.\n", - " | \n", - " | update(self, dict1=None, **dict2)\n", - " | Update current dict with dict1 and then dict2.\n", - " | \n", - " | This recursively updates the structure of the original dictionary-like\n", - " | object with the new entries in the second and third objects. This\n", - " | allows users to update with large, nested structures.\n", - " | \n", - " | Note, because the dict2 packs up all the keyword arguments, you can\n", - " | specify the changes as a list of keyword agruments.\n", - " | \n", - " | Examples:\n", - " | # update with dict\n", - " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", - " | update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))\n", - " | obj.update(update_dict)\n", - " | obj\n", - " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", - " | \n", - " | # update with list of keyword arguments\n", - " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", - " | obj.update(title='new title', xaxis=dict(domain=[0,.8]))\n", - " | obj\n", - " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", - " | \n", - " | This 'fully' supports duck-typing in that the call signature is\n", - " | identical, however this differs slightly from the normal update\n", - " | method provided by Python's dictionaries.\n", - " | \n", - " | validate(self, caller=True)\n", - " | Recursively check the validity of the keys in a PlotlyDict.\n", - " | \n", - " | The valid keys constitute the entries in each object\n", - " | dictionary in graph_objs_meta.json\n", - " | \n", - " | The validation process first requires that all nested collections be\n", - " | converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,\n", - " | each of these objects call `validate` and so on, recursively,\n", - " | until the entire object has been validated.\n", - " | \n", - " | ----------------------------------------------------------------------\n", - " | Data descriptors inherited from PlotlyDict:\n", - " | \n", - " | __dict__\n", - " | dictionary for instance variables (if defined)\n", - " | \n", - " | __weakref__\n", - " | list of weak references to the object (if defined)\n", - " | \n", - " | ----------------------------------------------------------------------\n", - " | Methods inherited from __builtin__.dict:\n", - " | \n", - " | __cmp__(...)\n", - " | x.__cmp__(y) <==> cmp(x,y)\n", - " | \n", - " | __contains__(...)\n", - " | D.__contains__(k) -> True if D has a key k, else False\n", - " | \n", - " | __delitem__(...)\n", - " | x.__delitem__(y) <==> del x[y]\n", - " | \n", - " | __eq__(...)\n", - " | x.__eq__(y) <==> x==y\n", - " | \n", - " | __ge__(...)\n", - " | x.__ge__(y) <==> x>=y\n", - " | \n", - " | __getattribute__(...)\n", - " | x.__getattribute__('name') <==> x.name\n", - " | \n", - " | __getitem__(...)\n", - " | x.__getitem__(y) <==> x[y]\n", - " | \n", - " | __gt__(...)\n", - " | x.__gt__(y) <==> x>y\n", - " | \n", - " | __iter__(...)\n", - " | x.__iter__() <==> iter(x)\n", - " | \n", - " | __le__(...)\n", - " | x.__le__(y) <==> x<=y\n", - " | \n", - " | __len__(...)\n", - " | x.__len__() <==> len(x)\n", - " | \n", - " | __lt__(...)\n", - " | x.__lt__(y) <==> x x!=y\n", - " | \n", - " | __repr__(...)\n", - " | x.__repr__() <==> repr(x)\n", - " | \n", - " | __sizeof__(...)\n", - " | D.__sizeof__() -> size of D in memory, in bytes\n", - " | \n", - " | clear(...)\n", - " | D.clear() -> None. Remove all items from D.\n", - " | \n", - " | copy(...)\n", - " | D.copy() -> a shallow copy of D\n", - " | \n", - " | fromkeys(...)\n", - " | dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.\n", - " | v defaults to None.\n", - " | \n", - " | get(...)\n", - " | D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n", - " | \n", - " | has_key(...)\n", - " | D.has_key(k) -> True if D has a key k, else False\n", - " | \n", - " | items(...)\n", - " | D.items() -> list of D's (key, value) pairs, as 2-tuples\n", - " | \n", - " | iteritems(...)\n", - " | D.iteritems() -> an iterator over the (key, value) items of D\n", - " | \n", - " | iterkeys(...)\n", - " | D.iterkeys() -> an iterator over the keys of D\n", - " | \n", - " | itervalues(...)\n", - " | D.itervalues() -> an iterator over the values of D\n", - " | \n", - " | keys(...)\n", - " | D.keys() -> list of D's keys\n", - " | \n", - " | pop(...)\n", - " | D.pop(k[,d]) -> v, remove specified key and return the corresponding value.\n", - " | If key is not found, d is returned if given, otherwise KeyError is raised\n", - " | \n", - " | popitem(...)\n", - " | D.popitem() -> (k, v), remove and return some (key, value) pair as a\n", - " | 2-tuple; but raise KeyError if D is empty.\n", - " | \n", - " | setdefault(...)\n", - " | D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D\n", - " | \n", - " | values(...)\n", - " | D.values() -> list of D's values\n", - " | \n", - " | viewitems(...)\n", - " | D.viewitems() -> a set-like object providing a view on D's items\n", - " | \n", - " | viewkeys(...)\n", - " | D.viewkeys() -> a set-like object providing a view on D's keys\n", - " | \n", - " | viewvalues(...)\n", - " | D.viewvalues() -> an object providing a view on D's values\n", - " | \n", - " | ----------------------------------------------------------------------\n", - " | Data and other attributes inherited from __builtin__.dict:\n", - " | \n", - " | __hash__ = None\n", - " | \n", - " | __new__ = \n", - " | T.__new__(S, ...) -> a new object with type S, a subtype of T\n", - "\n" - ] - } - ], - "prompt_number": 22 + "outputs": [] }, { "cell_type": "code", @@ -1271,8 +530,7 @@ ], "language": "python", "metadata": {}, - "outputs": [], - "prompt_number": 23 + "outputs": [] }, { "cell_type": "markdown", @@ -1289,46 +547,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Help on method append_trace in module plotly.graph_objs.graph_objs:\n", - "\n", - "append_trace(self, trace, row, col) method of plotly.graph_objs.graph_objs.Figure instance\n", - " Helper function to add a data traces to your figure\n", - " that is bound to axes at the row, col index.\n", - " \n", - " The row, col index is generated from figures created with\n", - " plotly.tools.make_subplots and can be viewed with Figure.print_grid.\n", - " \n", - " Example:\n", - " # stack two subplots vertically\n", - " fig = tools.make_subplots(rows=2)\n", - " \n", - " This is the format of your plot grid:\n", - " [ (1,1) x1,y1 ]\n", - " [ (2,1) x2,y2 ]\n", - " \n", - " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)\n", - " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 2, 1)\n", - " \n", - " Arguments:\n", - " \n", - " trace (plotly trace object):\n", - " The data trace to be bound.\n", - " \n", - " row (int):\n", - " Subplot row index on the subplot grid (see Figure.print_grid)\n", - " \n", - " col (int):\n", - " Subplot column index on the subplot grid (see Figure.print_grid)\n", - "\n" - ] - } - ], - "prompt_number": 24 + "outputs": [] }, { "cell_type": "code", @@ -1340,16 +559,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "{'data': [{'name': 'top trace', 'yaxis': 'y1', 'xaxis': 'x1', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}, {'name': 'bottom trace', 'yaxis': 'y2', 'xaxis': 'x2', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}, 'title': 'two subplots'}}\n" - ] - } - ], - "prompt_number": 25 + "outputs": [] }, { "cell_type": "code", @@ -1359,52 +569,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "Figure(\n", - " data=Data([\n", - " Scatter(\n", - " x=[1, 2, 3],\n", - " y=[2, 1, 2],\n", - " name='top trace',\n", - " xaxis='x1',\n", - " yaxis='y1'\n", - " ),\n", - " Scatter(\n", - " x=[1, 2, 3],\n", - " y=[2, 1, 2],\n", - " name='bottom trace',\n", - " xaxis='x2',\n", - " yaxis='y2'\n", - " )\n", - " ]),\n", - " layout=Layout(\n", - " title='two subplots',\n", - " xaxis1=XAxis(\n", - " domain=[0.0, 1.0],\n", - " anchor='y1'\n", - " ),\n", - " xaxis2=XAxis(\n", - " domain=[0.0, 1.0],\n", - " anchor='y2'\n", - " ),\n", - " yaxis1=YAxis(\n", - " domain=[0.575, 1.0],\n", - " anchor='x1'\n", - " ),\n", - " yaxis2=YAxis(\n", - " domain=[0.0, 0.425],\n", - " anchor='x2'\n", - " )\n", - " )\n", - ")\n" - ] - } - ], - "prompt_number": 26 + "outputs": [] }, { "cell_type": "markdown", @@ -1423,20 +588,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "html": [ - "" - ], - "metadata": {}, - "output_type": "pyout", - "prompt_number": 27, - "text": [ - "" - ] - } - ], - "prompt_number": 27 + "outputs": [] }, { "cell_type": "markdown", @@ -1463,230 +615,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "html": [ - "\n", - "\n" - ], - "metadata": {}, - "output_type": "display_data", - "text": [ - "" - ] - } - ], - "prompt_number": 28 + "outputs": [] }, { "cell_type": "code", diff --git a/notebooks/make_subplots/make_subplots.py b/notebooks/make_subplots/make_subplots.py new file mode 100644 index 0000000..5545d66 --- /dev/null +++ b/notebooks/make_subplots/make_subplots.py @@ -0,0 +1,250 @@ + +# coding: utf-8 + +# # Subplots and small multiples +# ## with plotly and `plotly.tools.make_subplots` + +# In[1]: + +from plotly import tools # functions to help build plotly graphs +import plotly.plotly as py # module that communicates with plotly +from plotly.graph_objs import * # graph objects, subclasses of lists and dicts, that are used to describe plotly graphs + + +# #### Simple subplots + +# In[2]: + +fig = tools.make_subplots(rows=2) + + +# In[3]: + +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), 1, 1) +fig.append_trace(Scatter(x=[1,2,3], y=[2,3,2], name='bottom trace'), 2, 1) +py.iplot(fig, filename='subplot example') + + +# #### Shared axes + +# In[4]: + +fig = tools.make_subplots(rows=2, shared_xaxes=True, print_grid=True) + + +# In[5]: + +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1) +fig.append_trace(Scatter(x=[2,3,4], y=[2,3,2]), 2, 1) +py.iplot(fig, filename='shared xaxis') + + +# ### loops + +# In[6]: + +nr = 6 +nc = 6 +fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False) + + +# In[7]: + +for i in range(1, nr+1): + for j in range(1, nc+1): + fig.append_trace(Scatter(x=[1], y=[1], + text=['({}, {})'.format(i,j)], + mode='markers+text', + textposition='top'), row=i, col=j) + +fig['layout']['showlegend'] = False +py.iplot(fig, filename='6x6') + + +# ### ... with shared axes + +# In[8]: + +nr = 6 +nc = 6 +fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False, + shared_xaxes=True, shared_yaxes=True) + + +# In[9]: + +for i in range(1, nr+1): + for j in range(1, nc+1): + fig.append_trace(Scatter(x=[1], y=[1], + text=['({}, {})'.format(i,j)], + mode='markers+text', + textposition='top'), row=i, col=j) + +fig['layout']['showlegend'] = False +py.iplot(fig, filename='6x6 shared') + + +# ### insets + +# In[ ]: + +fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.7}], + print_grid=True) + + +# In[ ]: + +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1) +fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')] +py.iplot(fig, filename='inset example') + + +# ### spanning columns + +# In[ ]: + +fig = tools.make_subplots(rows=2, cols=2, + specs=[[{}, {}], + [{'colspan': 2}, None]], + print_grid=True) + + +# In[ ]: + +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=1) +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=2) +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=2, col=1) + +py.iplot(fig, filename='irregular spacing') + + +# ### unique arrangements + +# In[ ]: + +fig = tools.make_subplots(rows=5, cols=2, + specs=[[{}, {'rowspan': 2}], + [{}, None], + [{'rowspan': 2, 'colspan': 2}, None], + [None, None], + [{}, {}]], + print_grid=True) + + +# In[ ]: + +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,1)'), 1, 1) +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(2,1)'), 2, 1) +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(3,1)'), 3, 1) +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,1)'), 5, 1) + +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,2)'), 1, 2) +fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,2)'), 5, 2) + +py.iplot(fig, filename='subplot unique arrangement') + + +# ### walkthrough + +# `tools.make_subplots` *generates* `Figure` objects for you. +# +# Need some help? Call `help` + +# In[ ]: + +help(tools.make_subplots) + + +# In[ ]: + +fig = tools.make_subplots(rows=2) + + +# `fig` is a subclass of a `dict` + +# In[ ]: + +print fig + + +# `to.string()` pretty prints the object + +# In[ ]: + +print fig.to_string() + + +# `fig` subclasses a `dict`, so access members just like you would in a `dict` + +# In[ ]: + +fig['layout'] + + +# it's a bit different than a straight dictionary because only certain keys are allowed. +# +# each key and value describes something about a plotly graph, so it's pretty strict. +# +# for example, you can't initialize a `Figure` with an invalid key. we'll throw an exception. + +# In[ ]: + +import traceback +try: + Figure(nonsense=3) +except: + print traceback.format_exc() + + +# so, which keys are accepted? call `help`! also check out [https://plot.ly/python/reference/](https://plot.ly/python/reference/) + +# In[ ]: + +help(fig['layout']) + + +# In[ ]: + +fig['layout']['title'] = 'two subplots' + + +# `fig.append_trace` is a helper function for binding trace objects to axes. need some help? call `help`! + +# In[ ]: + +help(fig.append_trace) + + +# In[ ]: + +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), row=1, col=1) # (row, col) match with the subplot arrangment that was printed out +fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='bottom trace'), row=2, col=1) +print fig + + +# In[ ]: + +print fig.to_string() + + +# see the two Scatter traces in `fig['data']` above? we just inserted those! +# +# to view this graph, send it over to your plotly account + +# In[ ]: + +py.iplot(fig, filename='subplot example') + + +# now take a look at the examples above. in each case, we're just specifying a subplot arrangment and appending traces to the subplot coordinates that were printed +# + +# ### Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs) + +# In[ ]: + +from IPython.display import display, HTML +import urllib2 +url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css' +display(HTML(urllib2.urlopen(url).read())) + From ca46e760f3e074c2b46320fc7e77841dfb68424d Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Feb 2015 18:03:21 -0500 Subject: [PATCH 036/163] remove CSS cell from notebook --- notebooks/make_subplots/config.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/make_subplots/config.json b/notebooks/make_subplots/config.json index 7333e3e..bae30b5 100644 --- a/notebooks/make_subplots/config.json +++ b/notebooks/make_subplots/config.json @@ -2,7 +2,7 @@ "title": "Python Subplots with Plotly and make_subplots", "title_short": "subplots", "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", - "cells": [0, -1], + "cells": [0, -2], "relative_url": "subplots", "thumbnail_image": "", "non_pip_deps": [ From 9704a74525c7a28f4789db8d3c0bfc687ce159bf Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Feb 2015 18:03:49 -0500 Subject: [PATCH 037/163] run && publish --- _published/includes/make_subplots/body.html | 663 +++++++++++++++++++- notebooks/make_subplots/make_subplots.py | 8 - 2 files changed, 662 insertions(+), 9 deletions(-) diff --git a/_published/includes/make_subplots/body.html b/_published/includes/make_subplots/body.html index 52941e6..ce64b8f 100644 --- a/_published/includes/make_subplots/body.html +++ b/_published/includes/make_subplots/body.html @@ -267,10 +267,671 @@

-
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ ... with shared axes +

+
+
+
+
+
+ +
+
+
+ 
nr = 6
+nc = 6
+fig = tools.make_subplots(rows=nr, cols=nc, print_grid=False,
+                          shared_xaxes=True, shared_yaxes=True)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
for i in range(1, nr+1):
+    for j in range(1, nc+1):
+        fig.append_trace(Scatter(x=[1], y=[1], 
+                                 text=['({}, {})'.format(i,j)], 
+                                 mode='markers+text',
+                                 textposition='top'), row=i, col=j)
+
+fig['layout']['showlegend'] = False
+py.iplot(fig, filename='6x6 shared')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ insets +

+
+
+
+
+
+ +
+
+
+ 
fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.7}],
+                          print_grid=True)
+
+
+
+
+
+
+
+
+
+
+
+ 
+This is the format of your plot grid:
+[ (1,1) x1,y1 ]
+
+With insets:
+[ x2,y2 ] over [ (1,1) x1,y1 ]
+
+
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)
+fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]
+py.iplot(fig, filename='inset example')
+
+
+
+
+
+
+
+
+
+
+
+

+ spanning columns +

+
+
+
+
+
+ +
+
+
+ 
fig = tools.make_subplots(rows=2, cols=2,
+                          specs=[[{}, {}],
+                                 [{'colspan': 2}, None]],
+                          print_grid=True)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=1)
+fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=2)
+fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=2, col=1)
+
+py.iplot(fig, filename='irregular spacing')
+
+
+
+
+
+
+
+
+
+
+
+

+ unique arrangements +

+
+
+
+
+
+ +
+
+
+ 
fig = tools.make_subplots(rows=5, cols=2,
+                          specs=[[{}, {'rowspan': 2}],
+                                 [{}, None],
+                                 [{'rowspan': 2, 'colspan': 2}, None],
+                                 [None, None],
+                                 [{}, {}]],
+                          print_grid=True)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,1)'),  1, 1)
+fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(2,1)'),  2, 1)
+fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(3,1)'),  3, 1)
+fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,1)'),  5, 1)
+
+fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,2)'),  1, 2)
+fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(5,2)'),  5, 2)
+
+py.iplot(fig, filename='subplot unique arrangement')
+
+
+
+
+
+
+
+
+
+
+
+

+ walkthrough +

+
+
+
+
+
+
+
+
+

+ + tools.make_subplots + + + generates + + + Figure + + objects for you. +

+

+ Need some help? Call + + help + +

+
+
+
+
+
+ +
+
+
+ 
help(tools.make_subplots)
+
+
+
+
+ +
+
+
+ 
fig = tools.make_subplots(rows=2)
+
+
+
+
+
+
+
+
+
+
+
+

+ + fig + + is a subclass of a + + dict + +

+
+
+
+
+
+ +
+
+
+ 
print fig
+
+
+
+
+
+
+
+
+
+
+
+

+ + to.string() + + pretty prints the object +

+
+
+
+
+
+ +
+
+
+ 
print fig.to_string()
+
+
+
+
+
+
+
+
+
+
+
+

+ + fig + + subclasses a + + dict + + , so access members just like you would in a + + dict + +

+
+
+
+
+
+ +
+
+
+ 
fig['layout']
+
+
+
+
+
+
+
+
+
+
+
+

+ it's a bit different than a straight dictionary because only certain keys are allowed. +

+

+ each key and value describes something about a plotly graph, so it's pretty strict. +

+

+ for example, you can't initialize a + + Figure + + with an invalid key. we'll throw an exception. +

+
+
+
+
+
+ +
+
+
+ 
import traceback
+try:
+    Figure(nonsense=3)
+except:
+    print traceback.format_exc()
+
+
+
+
+
+
+
+
+
+
+
+

+ so, which keys are accepted? call + + help + + ! also check out + + https://plot.ly/python/reference/ + +

+
+
+
+
+
+ +
+
+
+ 
help(fig['layout'])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig['layout']['title'] = 'two subplots'
+
+
+
+
+
+
+
+
+
+
+
+

+ + fig.append_trace + + is a helper function for binding trace objects to axes. need some help? call + + help + + ! +

+
+
+
+
+
+ +
+
+
+ 
help(fig.append_trace)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), row=1, col=1) # (row, col) match with the subplot arrangment that was printed out
+fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='bottom trace'), row=2, col=1)
+print fig
+
+
+
+
+
+
+
+
+ +
+
+
+ 
print fig.to_string()
+
+
+
+
+
+
+
+
+
+
+
+

+ see the two Scatter traces in + + fig['data'] + + above? we just inserted those! +

+

+ to view this graph, send it over to your plotly account +

+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig, filename='subplot example')
+
+
+
+
+
+
+
+
+
+
+
+

+ now take a look at the examples above. in each case, we're just specifying a subplot arrangment and appending traces to the subplot coordinates that were printed +

+
+
+
+
+
+
+
+
+

+ Questions? + + support@plot.ly + + , + + @plotlygraphs + +

+
+
+
\ No newline at end of file diff --git a/notebooks/make_subplots/make_subplots.py b/notebooks/make_subplots/make_subplots.py index 5545d66..22ecf98 100644 --- a/notebooks/make_subplots/make_subplots.py +++ b/notebooks/make_subplots/make_subplots.py @@ -240,11 +240,3 @@ # # ### Questions? , [@plotlygraphs](https://twitter.com/plotlygraphs) - -# In[ ]: - -from IPython.display import display, HTML -import urllib2 -url = 'https://raw.githubusercontent.com/plotly/python-user-guide/master/custom.css' -display(HTML(urllib2.urlopen(url).read())) - From 39c2215b064a350da5744964307eb2ce46dcc176 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Feb 2015 18:48:15 -0500 Subject: [PATCH 038/163] re-order nbs --- notebooks/references.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/references.json b/notebooks/references.json index 7313326..c992194 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,7 +1,7 @@ { "notebooks": [ + "make_subplots", "basemap", - "collaborate", - "make_subplots" + "collaborate" ] } From 62493457dfa1073c542b2f2f299c4cc75f418c2f Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Feb 2015 18:49:16 -0500 Subject: [PATCH 039/163] rm title cell from published --- notebooks/make_subplots/config.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/make_subplots/config.json b/notebooks/make_subplots/config.json index bae30b5..00fe297 100644 --- a/notebooks/make_subplots/config.json +++ b/notebooks/make_subplots/config.json @@ -2,7 +2,7 @@ "title": "Python Subplots with Plotly and make_subplots", "title_short": "subplots", "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", - "cells": [0, -2], + "cells": [1, -2], "relative_url": "subplots", "thumbnail_image": "", "non_pip_deps": [ From 96aa2a904e55a784c34122b32f45b0d08a95a745 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Feb 2015 18:49:27 -0500 Subject: [PATCH 040/163] run and publish --- _published/includes/make_subplots/body.html | 17 ----------------- _published/includes/references.json | 16 ++++++++-------- _published/sitemaps.py | 12 ++++++------ _published/urls.py | 12 ++++++------ notebooks/make_subplots/make_subplots.py | 3 --- 5 files changed, 20 insertions(+), 40 deletions(-) diff --git a/_published/includes/make_subplots/body.html b/_published/includes/make_subplots/body.html index ce64b8f..2e9c5ca 100644 --- a/_published/includes/make_subplots/body.html +++ b/_published/includes/make_subplots/body.html @@ -1,22 +1,5 @@
-
-
-
-
-
-

- Subplots and small multiples -

-

- with plotly and - - plotly.tools.make_subplots - -

-
-
-
diff --git a/_published/includes/references.json b/_published/includes/references.json index 5132704..430f418 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -14,6 +14,12 @@ } }, "splash": [ + { + "title_short": "subplots", + "thumbnail_image": "", + "relative_url": "subplots", + "title": "Python Subplots with Plotly and make_subplots" + }, { "title_short": "Plotly maps", "thumbnail_image": "", @@ -25,17 +31,11 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" - }, - { - "title_short": "subplots", - "thumbnail_image": "", - "relative_url": "subplots", - "title": "Python Subplots with Plotly and make_subplots" } ], "notebooks": [ + "make_subplots", "basemap", - "collaborate", - "make_subplots" + "collaborate" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 35ad169..122c3a8 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -6,7 +6,7 @@ def items(): items = [ dict( - location='/ipython-notebooks/basemap-maps', + location='/ipython-notebooks/subplots', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -14,12 +14,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'basemap', + 'make_subplots', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/collaboration', + location='/ipython-notebooks/basemap-maps', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -27,12 +27,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'collaborate', + 'basemap', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/subplots', + location='/ipython-notebooks/collaboration', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -40,7 +40,7 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'make_subplots', + 'collaborate', 'body.html'), priority=0.5 ) diff --git a/_published/urls.py b/_published/urls.py index 0d90919..8013cb9 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("subplots/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='make_subplots'), + name='ipython-notebook-make_subplots'), url("basemap-maps/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', @@ -14,10 +19,5 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate'), - url("subplots/$", - IPythonNotebookPage.as_view( - lang='ipython-notebooks', - notebook='make_subplots'), - name='ipython-notebook-make_subplots') + name='ipython-notebook-collaborate') ) diff --git a/notebooks/make_subplots/make_subplots.py b/notebooks/make_subplots/make_subplots.py index 22ecf98..ae883a1 100644 --- a/notebooks/make_subplots/make_subplots.py +++ b/notebooks/make_subplots/make_subplots.py @@ -1,9 +1,6 @@ # coding: utf-8 -# # Subplots and small multiples -# ## with plotly and `plotly.tools.make_subplots` - # In[1]: from plotly import tools # functions to help build plotly graphs From 4680120018dd97fc15d0247e055017e9fd4d68fd Mon Sep 17 00:00:00 2001 From: Andrew Seier Date: Wed, 18 Feb 2015 15:51:46 -0800 Subject: [PATCH 041/163] Added notebook describing networkx. --- _published/includes/networkx/body.html | 114 +++++++++++++++++++++++ _published/includes/networkx/config.json | 9 ++ _published/includes/references.json | 13 ++- _published/sitemaps.py | 13 +++ _published/urls.py | 7 +- notebooks/networkx/config.json | 15 +++ notebooks/networkx/networkx.ipynb | 106 +++++++++++++++++++++ notebooks/networkx/networkx.py | 49 ++++++++++ notebooks/references.json | 3 +- 9 files changed, 326 insertions(+), 3 deletions(-) create mode 100644 _published/includes/networkx/body.html create mode 100644 _published/includes/networkx/config.json create mode 100644 notebooks/networkx/config.json create mode 100644 notebooks/networkx/networkx.ipynb create mode 100644 notebooks/networkx/networkx.py diff --git a/_published/includes/networkx/body.html b/_published/includes/networkx/body.html new file mode 100644 index 0000000..633c1b4 --- /dev/null +++ b/_published/includes/networkx/body.html @@ -0,0 +1,114 @@ +
+
+
+
+ +
+
+
+ 
import networkx as nx
+
+import plotly.plotly as py
+from plotly.graph_objs import *
+
+
+
+
+
+
+
+
+ +
+
+
+ 
G=nx.random_geometric_graph(200,0.125)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# add the edges in as disconnected lines in a single trace
+edge_trace = Scatter(x=[], y=[], mode='lines')
+for edge in G.edges():
+    x0, y0 = G.node[edge[0]]['pos']
+    x1, y1 = G.node[edge[1]]['pos']
+    edge_trace['x'] += [x0, x1, None]
+    edge_trace['y'] += [y0, y1, None]
+
+# add the nodes in as a scatter
+node_trace = Scatter(x=[], y=[], mode='markers', marker=Marker(size=[]))
+for node in G.nodes():
+    x, y = G.node[node]['pos']
+    node_trace['x'].append(x)
+    node_trace['y'].append(y)
+
+# size the node points by the number of connections
+for node, adjacencies in enumerate(G.adjacency_list()):
+    node_trace['marker']['size'].append(len(adjacencies))
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# create a figure so we can customize a couple more things
+fig = Figure(data=Data([edge_trace, node_trace]),
+             layout=Layout(title='random geometric graph from networkx', plot_bgcolor="rgb(217, 217, 217)",
+                           showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False),
+                           yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False)))
+
+# send the figure to Plotly and embed an iframe in this notebook
+py.iplot(fig, filename='networkx')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/networkx/config.json b/_published/includes/networkx/config.json new file mode 100644 index 0000000..88b7b75 --- /dev/null +++ b/_published/includes/networkx/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "An IPython notebook showing how to use networkx to generate network graphs through Plotly's Python library.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/networkx", + "title_short": "plotly and networkx", + "last_modified": "Wednesday 18 February 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/networkx/networkx.ipynb", + "title": "Network Graphs with the networkx and plotly Python Modules", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/networkx/networkx.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index 8aade44..f6739a6 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -7,6 +7,10 @@ "basemap": { "body": "api_docs/includes/ipython_notebooks/basemap/body.html", "config": "api_docs/includes/ipython_notebooks/basemap/config.json" + }, + "networkx": { + "body": "api_docs/includes/ipython_notebooks/networkx/body.html", + "config": "api_docs/includes/ipython_notebooks/networkx/config.json" } }, "splash": [ @@ -21,10 +25,17 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" + }, + { + "title_short": "plotly and networkx", + "thumbnail_image": "", + "relative_url": "network-graphs", + "title": "Network Graphs with the networkx and plotly Python Modules" } ], "notebooks": [ "basemap", - "collaborate" + "collaborate", + "networkx" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 1013429..2271d79 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -30,6 +30,19 @@ def items(): 'collaborate', 'body.html'), priority=0.5 + ), + dict( + location='/ipython-notebooks/network-graphs', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'networkx', + 'body.html'), + priority=0.5 ) ] return items diff --git a/_published/urls.py b/_published/urls.py index 24f3588..531ba5e 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -14,5 +14,10 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate') + name='ipython-notebook-collaborate'), + url("network-graphs/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='networkx'), + name='ipython-notebook-networkx') ) diff --git a/notebooks/networkx/config.json b/notebooks/networkx/config.json new file mode 100644 index 0000000..b714740 --- /dev/null +++ b/notebooks/networkx/config.json @@ -0,0 +1,15 @@ +{ + "title": "Network Graphs with the networkx and plotly Python Modules", + "title_short": "plotly and networkx", + "meta_description": "An IPython notebook showing how to use networkx to generate network graphs through Plotly's Python library.", + "relative_url": "network-graphs", + "cells": [0, -1], + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} \ No newline at end of file diff --git a/notebooks/networkx/networkx.ipynb b/notebooks/networkx/networkx.ipynb new file mode 100644 index 0000000..b232bd6 --- /dev/null +++ b/notebooks/networkx/networkx.ipynb @@ -0,0 +1,106 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:d5b549f8fed1548363e59b74dd75395e5c306205363119c8539e8e360fdb16b7" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import networkx as nx\n", + "\n", + "import plotly.plotly as py\n", + "from plotly.graph_objs import *" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 1 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "G=nx.random_geometric_graph(200,0.125)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# add the edges in as disconnected lines in a single trace\n", + "edge_trace = Scatter(x=[], y=[], mode='lines')\n", + "for edge in G.edges():\n", + " x0, y0 = G.node[edge[0]]['pos']\n", + " x1, y1 = G.node[edge[1]]['pos']\n", + " edge_trace['x'] += [x0, x1, None]\n", + " edge_trace['y'] += [y0, y1, None]\n", + "\n", + "# add the nodes in as a scatter\n", + "node_trace = Scatter(x=[], y=[], mode='markers', marker=Marker(size=[]))\n", + "for node in G.nodes():\n", + " x, y = G.node[node]['pos']\n", + " node_trace['x'].append(x)\n", + " node_trace['y'].append(y)\n", + "\n", + "# size the node points by the number of connections\n", + "for node, adjacencies in enumerate(G.adjacency_list()):\n", + " node_trace['marker']['size'].append(len(adjacencies))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# create a figure so we can customize a couple more things\n", + "fig = Figure(data=Data([edge_trace, node_trace]),\n", + " layout=Layout(title='random geometric graph from networkx', plot_bgcolor=\"rgb(217, 217, 217)\",\n", + " showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False),\n", + " yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False)))\n", + "\n", + "# send the figure to Plotly and embed an iframe in this notebook\n", + "py.iplot(fig, filename='networkx')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/networkx/networkx.py b/notebooks/networkx/networkx.py new file mode 100644 index 0000000..7a316ac --- /dev/null +++ b/notebooks/networkx/networkx.py @@ -0,0 +1,49 @@ + +# coding: utf-8 + +# In[1]: + +import networkx as nx + +import plotly.plotly as py +from plotly.graph_objs import * + + +# In[2]: + +G=nx.random_geometric_graph(200,0.125) + + +# In[3]: + +# add the edges in as disconnected lines in a single trace +edge_trace = Scatter(x=[], y=[], mode='lines') +for edge in G.edges(): + x0, y0 = G.node[edge[0]]['pos'] + x1, y1 = G.node[edge[1]]['pos'] + edge_trace['x'] += [x0, x1, None] + edge_trace['y'] += [y0, y1, None] + +# add the nodes in as a scatter +node_trace = Scatter(x=[], y=[], mode='markers', marker=Marker(size=[])) +for node in G.nodes(): + x, y = G.node[node]['pos'] + node_trace['x'].append(x) + node_trace['y'].append(y) + +# size the node points by the number of connections +for node, adjacencies in enumerate(G.adjacency_list()): + node_trace['marker']['size'].append(len(adjacencies)) + + +# In[4]: + +# create a figure so we can customize a couple more things +fig = Figure(data=Data([edge_trace, node_trace]), + layout=Layout(title='random geometric graph from networkx', plot_bgcolor="rgb(217, 217, 217)", + showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False), + yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False))) + +# send the figure to Plotly and embed an iframe in this notebook +py.iplot(fig, filename='networkx') + diff --git a/notebooks/references.json b/notebooks/references.json index 81301e4..a3f6d07 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,6 +1,7 @@ { "notebooks": [ "basemap", - "collaborate" + "collaborate", + "networkx" ] } From 808f1c80b8d7e553c417176dfd5ba1b1efd54819 Mon Sep 17 00:00:00 2001 From: Andrew Seier Date: Wed, 18 Feb 2015 16:13:14 -0800 Subject: [PATCH 042/163] reorder references.json. --- _published/includes/references.json | 16 ++++++++-------- _published/sitemaps.py | 16 ++++++++-------- _published/urls.py | 12 ++++++------ notebooks/references.json | 4 ++-- 4 files changed, 24 insertions(+), 24 deletions(-) diff --git a/_published/includes/references.json b/_published/includes/references.json index 1ef7d64..e4c6df7 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -18,6 +18,12 @@ } }, "splash": [ + { + "title_short": "plotly and networkx", + "thumbnail_image": "", + "relative_url": "network-graphs", + "title": "Network Graphs with the networkx and plotly Python Modules" + }, { "title_short": "subplots", "thumbnail_image": "", @@ -35,18 +41,12 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" - }, - { - "title_short": "plotly and networkx", - "thumbnail_image": "", - "relative_url": "network-graphs", - "title": "Network Graphs with the networkx and plotly Python Modules" } ], "notebooks": [ + "networkx", "make_subplots", "basemap", - "collaborate", - "networkx" + "collaborate" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 1bdacf2..246628c 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -6,7 +6,7 @@ def items(): items = [ dict( - location='/ipython-notebooks/subplots', + location='/ipython-notebooks/network-graphs', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -14,12 +14,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'make_subplots', + 'networkx', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/basemap-maps', + location='/ipython-notebooks/subplots', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -27,12 +27,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'basemap', + 'make_subplots', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/collaboration', + location='/ipython-notebooks/basemap-maps', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -40,12 +40,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'collaborate', + 'basemap', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/network-graphs', + location='/ipython-notebooks/collaboration', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -53,7 +53,7 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'networkx', + 'collaborate', 'body.html'), priority=0.5 ) diff --git a/_published/urls.py b/_published/urls.py index 7667e96..2da5e3b 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("network-graphs/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='networkx'), + name='ipython-notebook-networkx'), url("subplots/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', @@ -19,10 +24,5 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate'), - url("network-graphs/$", - IPythonNotebookPage.as_view( - lang='ipython-notebooks', - notebook='networkx'), - name='ipython-notebook-networkx') + name='ipython-notebook-collaborate') ) diff --git a/notebooks/references.json b/notebooks/references.json index ca52436..9056626 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,8 +1,8 @@ { "notebooks": [ + "networkx", "make_subplots", "basemap", - "collaborate", - "networkx" + "collaborate" ] } From cbadafe5023a4690010f34c90164ff02f9046163 Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 19 Feb 2015 10:40:02 -0500 Subject: [PATCH 043/163] run the notebook git status! --- notebooks/make_subplots/make_subplots.ipynb | 1209 ++++++++++++++++++- 1 file changed, 1144 insertions(+), 65 deletions(-) diff --git a/notebooks/make_subplots/make_subplots.ipynb b/notebooks/make_subplots/make_subplots.ipynb index 7bd8e8e..a887256 100644 --- a/notebooks/make_subplots/make_subplots.ipynb +++ b/notebooks/make_subplots/make_subplots.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:57b80106772f05a7bbe602a3391b6ecd9385738f44eb152b86eccc96d17736b7" + "signature": "sha256:3b0b4921e53d34db821220fdecc0140f0b8d8e6bb636add1ef8519e64cf8952d" }, "nbformat": 3, "nbformat_minor": 0, @@ -26,18 +26,7 @@ ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stderr", - "text": [ - "/Users/chris/anaconda/lib/python2.7/site-packages/pandas/computation/expressions.py:21: UserWarning: The installed version of numexpr 2.0.1 is not supported in pandas and will be not be used\n", - "The minimum supported version is 2.1\n", - "\n", - " \"version is 2.1\\n\".format(ver=ver), UserWarning)\n" - ] - } - ], + "outputs": [], "prompt_number": 1 }, { @@ -81,20 +70,14 @@ "metadata": {}, "outputs": [ { - "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\nRUExNzAyMUM+XQo+PgpzdGFydHhyZWYKODA0NQolJUVPRgo=\n", "html": [ - "" + "" ], - "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nACiiigAooooAKKKKACiiigAooooAKKKKACiiigAooooA/9k=\n", "metadata": {}, "output_type": "pyout", - "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu29CbQV1Zmw/V5kEMkF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\nqULasAsAAAAASUVORK5CYII=\n", "prompt_number": 3, - "svg": [ - "11.522.5311.5211.522.5322.53top tracebottom trace" - ], "text": [ - "" + "" ] } ], @@ -141,20 +124,14 @@ "metadata": {}, "outputs": [ { - "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\nLjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\nMjE4MjI0NDE3WikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\nbGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic7V1bbiU5cv3XKrSBm+D7sQIDBvzhmQ8voAG7YagM2D8D\n7d4RZLzIzHul6pLcVW2N4dbNk8xMMl4MRgRZ/tnB/908/CfW/Pzbtyd3wF8E5ccAQyKQfgD430/p\n8AX/V8vAtkt8Dv58e6oO/76Mv9nhL/2L//396d+e/uvJP/8HXP/Tu5/596d//awuNPfsHT6Wexq/\nXsavEAv8gpvyY957uy+p+CPlFlMs+Tn5cgw894Y9vHk/aH2jb7Z+BLp64as0LrjlenXjXuAQlILQ\nu9HNn6hvR4/4v9FFpPQ/w///J1D9H0/p+V+2bv/9jW7Xmo/qsNsuXXS7FWjae2++Sud9PFp0zvkW\nZQgW467bZ6+wHyT4T9Pzj2SHdyAMHS57K+U8qgBClpsdwbenFNuR/NqzBaMRLM9eYT/Ij5+n6x/K\nkOTmVW/uQq9jFOmKRfqBP6mb2MD8/FEaf2ZvPpRs1SMb4ad38dzR5MORAvAOtJd7HFo9cgW+lyw9\nWzDq+PLsFfajNP5puv6RDAkuhqOE1FtP7WJU0NsW7AhgVNAzX9eeLRiPwD57hf0gQ36ern8oQ2Iq\nR6vZ5ZAuzGUuUVyEb0/wSuMG0BX1l1quVz9K8v/Dzn0kUeE9B74sudqee+wHeOPOtTC7DZ7mLYR8\npATTS+kZXlzCjr0MLNR0ZHjURYcQPnoB7U/u5M4+Dbf4LXL/HN1+DyN4RN/FCFC6w+FMnUuWEfnS\neCD4c/Y/xkB91F90+0No+5E9+TRypeLA3GUHvn/XTsJCYLDR+S69tRh1G3ywwVlwn7j/Z2h/8kNo\n+6d1+/MYsdm9KTvOgezQz1BQGw2O1m/8hq7T6mIModTw8J55n47LB5DTDvfS6AWGElxuLTz/bR1q\ngKEGGGoca8WV4r4ZN9mveg+Sra7HStq36LSudnfOY0cG6+Iw9kfGi5rT83Zv9Ac/Ct8Hz7/B7JCY\nWPdvLW98B7X+Z0Yj4hAEGOhRcmk5hWp/4t34/Bss9Cx2W5rfsBE0QZfCoGuLm8P//vY0/sB0uNxc\nn5yvezvssa6sTvODstg3eD/zGAi332QeT8IN9sNKq6XWH91aXvn/gt7rCuAk3aw2odazeNubqxAP\nVsCKoMb44M5fVLr94dIgcB/UNpePnZ+IM0Z3/qhoKmtFmxZS28GXCQKL2oHBg+x9HavccAfcH2c6\nh0neSdRbeg6DqxWaFvCH8fLFXN6AH8HjrwWNwKXxox7FdYwI38oxmr3CRHZ4wjB+FT06xO2o4zZA\nviQH4oYtgRShjfsJJRCom44gH87jJdAMZqk4L+DDMINg09Edetg7g6bTdUgm9vpONp38qEFSNM7M\nHfzNTIFRCC/Mb2pzTfkMi7VJiMmBnI8xxMkAvlroL6CQH5CV9rmM9YcSHoCWmRuG9LnyO4j0BdQ6\nboQv4FmvNIcPUn9WKuto7uHEhVuExWefCNgEPxp+s7DvPMp6+Ck1AHmSFOgVeBkpj9GBFWMBijC6\nBcGG8aizJ7Zh3F8XDlgNxmq/LJD2cWkZ4kH0hW/AnDLeBWAT0uG3Jwr0nToze8jXcyBxbQIjdvNz\n8LJOo3xdiAbc4E9fUPIVSezzYCn0jIiLLBmEJOhWWUWH/LyiljRifwIRPhwPIyHpmOP1iPK9pJ3D\nCD4PlWQKNLYSpRiDhiFwN7UlTBMTCWxJsCGB8G2iKMZDgSKBxYF+3bAnbX7IGU5BCzc/AA3YGqGz\nu0LYMtD3TTugVhWJMDpTjz6/5eshJGEowqTGAxW0HPzlSaF5PTrI92Dg9LHKfUYKpGNyRzQJhk8k\nXzWsXCukwjRqfIUbEmgRDyJBdB85ADa/LCirKL1+rxk9uxZoFlMCRULjGuD7bE8XkA1rBjOFvl1q\nLYqFvQL3xx/PdqEcmTRvRtr5Eno7uY3EqGD8PPotg3WIxGPyiS1dmGSZNCJNQGJN5uPlJC0YQZbM\nPtXMsfzT9U3kWNuAZWbOerELYMWbmC7oAAkIiBy9J/NMS8jrGAnPAdKsy5Oiqih24N5UFhsyMyCK\n/O3EBvl1EI3sHjSlLg2JOqKMnj/hs/4UdNKr723Rk8nsNAQycDhhifgDBeivKMRhJjaZHMQ1YUch\nsf8yaEzqLrqKzsd4LhgzjgSZgkFW98ViZA6nl7FdWqfjHcnnGy+QW6E0tEUkIT2dkvHy8/X6xClV\nHVqiVDX+mqlq8OSfR4Zafsx735mqhrXX1Prc65oPhtfZgXFieIElQxx8MQPid1yj+ys+JK3984zj\n01LgF0NcMr/7QJeU8j5ce3Mfnn3ro3sfxchfcpSfl1o/U2BNKG8UWDPVW2eXm9sol7c+uvdRfP41\nh/l5KfszBUbmexv4SJdvXUNsGwo+egF9GO9+lp5/XinAeVBrAnwb3ZpZ3zq73NwGt7z10b0P490v\nOczPKzG4oMCSWN8psGTsdwrYm/so7Vsf3fsoRv+aw/y80oUzBTjNv42d6wS2DhK8jYnecY1+GCt/\n0oF8WkkESFcZsYgenBYXJGdSrZSkXbCZpO0zReRz4kKCM7I/9yGZ5T+r15+WWPapzMxy70nrEGIO\nVsrGgBZsDsinZiWpXSH7cx/Dhj+p15/HhhDqEcBX7pjmlFKbbgpmuNSmL0U0o9TGzQweRdRGqc0Z\n2p/8GEb8af3+PFbstvdcaxFT2Gst8iig6K7451Otxf175n0aBnIHTOguYobV5dTd3SKL+wUV3x4V\nVIwKhrxXYHznmvVkB++k/mO+zv2Pe2WsEPbc/51b6zsfkesXyUO/24E/6dh12r/AxWXaH2+6IWKn\nvP/1reWVf2lKb27XSaq52ofqhzapXu5uojtri6YFuHvnLyfT97NNb0Rv06iORj8SViZxlDtPp3Jc\ntDJ9U9CHucyA1lcYP3SZVGoc9i9zxwdlz8vc60FXuWbNIykYKO+UKD2YSz8ot5MoZ5Gr05wc5WYQ\na5FzFJSby9VTsvHoBORDsiIwO5RG36R0D0wakgUuWVEZ0DValq1s9znzRji2pgTDARENpSmLXM5H\nBCtTGlwLrxZ0Z9Dyooc3H7JxZDpbZTZigowScoX2RwmwMHPBmZ8IEtMMS0fSjdkgXMWsbCKGWbZi\nmonybsJaUOuufRDmhsaZ44W9mM7lTmQL00ivUeYvZiTHl3o1ZRoCan0KySQgWlTh4DpxyYXnHwZ7\nfQrUCcUkwb2+i7Og8k0Fqqb8FeyUuIxSo4CYpPQCaxEMdHZB+ifIK9ajJRb3gwuSCjMa3meKM4Qm\nXUozzrTD1DlwurFWdy7OCIWLSgQMnXKoGWbPqeNBaAPr6XHPQl0KNgwKhKUSgEDvxe5o3QYIk6HE\nlB+U0A16fULXMq7NHFee5N60bsPCSSs3PKvF4CCVcCQWzV6URJ5T69hTsk2aqTYg9D7qtwQGWnrW\nsG7LnUBDSEF6JEFRCMgnpRsGDQd9nq0uIbObTHpqFVkNwM5JFYf3XIY1GMm1GT6uqgdTN7W6g/aD\nUs9YCBfaDkrGGwVIijlA+dl6sFidxe89BR1v5VvA1JbdaH8DGmWYr8A3z7F6Mb0rulvr9U2P7z40\n5p5q2diWcx0Gm3K+RuEzBR+kJSMaTeadJ1cY9GyXDlbMST+2pUBRKfkhbW5S9VHhqpBg4e+kIl+H\ndafp/4iRXQOnpRY675c2i5XE6DIwrVBYQZj0jbQEqbrIYnAA7lzHSUPG3miBSWfyYFPqEDpFh3oI\n9C6nnRQMqbMADfxa7mSFMRjDIfOam7WMFkqHzIoWltrTzpLenFZ4VBk88I6eCQdpYzMlHvnwbIi0\nxsOAUtXBUnUJvtcteisDBitr9Yd8ykF1By9OSoHNL8HH3o7wm1QErI1fdESBVUnQKyFJsXqCJW6d\nbWKUAqks8iMKg2U2Uc0Q194Y51b1BmHxgYoUFxow2aK/aB0mqk3ywwEUp0vrl7woquiL9dpUsQJP\n5tIO5h5VINUrmFDDolSwwGZ1tkoF0zFNaItShcSTo9EY7BN/y+gVDosGvjSGYVdubhXsxk6R6JdB\njHoZVCu7cVqncVgFw+qzwnOe1FBVnfKskiFtCF/0bMW1gErt0TX85aV+ealfXuqXl6rz6hvVCUDl\nvvujMMH67KCHvacSus60C3qaXZc3Pb772Ev1PHnkGtmuflvgypNtBy3p4mmqyMgMA6wLxujAZWcV\nUlA2Y4x4DilvoNkI9ELcT1BfqdIFxRBPakQ1nw3SJY6xNOzkPzXQJJb0qlNgJlVTXUULHdOqvyNs\nlU4ts8xrCLql6r6wcS26GUXcGGMDFpy92TG/sLZruTXTBE2AmdCOJsaTmvLGGYVen6SgXkEDSVWx\nbdg4Vgf22V7iboxjbfGikLNl/Kr4Bg5sPwyaxDyB18X151VNvcifwcjOLu108aFuCcw+ZEZxCVM3\nx8ox/dYlDC0rzAqG3X31lYbPLjHKzp5eFQdUuzM8mq7roip0qwdZqCobl7IIUy66oyqoT2gWO7tD\nJiZxWe3M92dpZVSbw4KXRuA9Bu+tKh3fs99N27enltrZOi3gyaAt73l89/Gao01RtbZOMBG0sRWA\nVXMxdWOrDkuwP2h90S8M3oIbmzf84y4TJ204AEZw9NSaPZEQMnpybU2egmTw8BNBLEu1ezUSK52x\nZTjZ7TYPfIZ8apfBUZmKtRm90NSQqdmDaXl3ewQz5g4Dx6SuxuSFsWrfzF2QdbcavCBG25o8JMGp\nqcGM0TOwWr3gddFobB/0ivtq7Z+FrQ3ELXGyZjGmsZ5hFJfNBKKssWE0oqmgGEELet2KNTdVrkbw\nu5acYonMojMbo2c24vBsamwhMrZvpnmKgBhYNYVBLaexhvBaL7AxhxwE2daop4DQFPm0w8hyiSlZ\n28imgA3j2Vy8fq33vtZ7X+u9r/XecH/eqGwNIWvqPyfN/OPv3YsZjS/Bxwu4OGfUMPYNgnPFVpmh\nF4W4HsAEixOrIzfGuSRsLzBY40MU8FF2WYA5JCbmY3dQeIEEbKnvF5B8+nfpobb6JhjMi9IZWRlM\nS5Q0F9APNoRJ/fgpcFFWVhgdrSM6T68xc4IsPZstoNi79d3nO5xrcuI8HiuavcW8NXlFaW9yLHPD\ncY202SRcY6en7zjHtDUZFMxuTdZLtwbh963JdduaXPatyWndmpzOW5OB/+veZAaWzckC6u7kfGd3\ncjnvTu7n3ckwmH13cojXu5Pzxe7kdrk7Ge3U1e7kfLU7ud/ZnZzOu5NxA8Pl9uR+2p7cL7cn9/P2\nZFwynPYnA5nPG5TbxQblfLFBOZ83KLfT5R84FeVcID0lPLmmyoIXpCNoS6xJxdZXGD90Z9d+I2bT\nUTWOTmyYFT58ZfUD9+NFWl2rjmTWDtGSXNhNZjXJXIolmpLnrnCjJ5mPX9GQlBzIYjVFUVGVrC7k\noirQET5ah3Ug92PVExgUiZu0KeIbL3pS9PgX0ZMiNUKLnlSJgy16Am/YJT9L8dKqJTkdJxiPfQlB\nNvQbNUlSLSV6YiCrKAqrpoxYw6YoQGXPbGVFyexlLKoCgyr5pCwWNRv4ReauUTrMJvnLw2wUliNl\nALo8zCa5q8Ns+sVhNvXqMJt6PhvndJhNuT7MplwcZlPvHGZTT4fZ9P0wm+S2w2ySv3OYjSGaHmZz\nRcm54Ov7YTZpO8zG+/00myan2bTlNJtmT7OBx66Ps0mn42w00LEcZ1MujrPpV8fZ9KvjbOrVcTb5\n8jibIO67OaYmuKvjbMr5OJt05zgbIMDpPBuD2QNtFOZTa9x+ok2Icq9cnmjTTifaVJ0h7dE13l0f\naWNwc4JNOp1pk5czbUI4nWnTf+hMm4vC+XnoZzWHsMlsuKA0LTZ0edx6gM0Vdnr6en6kVRNGqqcy\nfRPM27BqIxbGLajKMbyDHEdRJhNQFbSs4VSRCgmmcryrmTlibM5opI/JhE/bEElVx8Z2aombytF0\nomVUqrVoYzyrLc5+nVuuQVPqAzxlYqbz62ENmk5taEvUNMjkYIKm84VuCZtGtvqokBI1JRIJNvlA\n75SGAiHJNGTKaDUBUyJXXcKlYW23VFukNVRa2w76uoPo51MVlV0MUDxEBY2hWzhEyARL7I8hX9k/\n5zmH7Ff01sfR+up1zUBSu6wZgiwaTLWNHIhU2MghA/nYwSyfnvFxPCxIHekm4VAx3WMNQa+/aW03\nSk04rSuySWrYdUU+LyyEifCppI1ZuYuW7azK/vqe/Sh5HvRbQ+jh3qm/xcXLU38Rp52MIOx15Ivo\nmF+fH9y5OPF3/ad72txGB38SOv+O/7zvn8rZxoRh+gYWOm0jGkFo3EtT4zYmsOn5uuf37yxv+2Pn\nGOM+wjz32+R3bSMMhY55ys37baAoY2MXYOx1H+pybx1SuTvY8gOD/eU3E70tUiH58IwLybHXsuXy\nvNzxcZ4tPHfCR5cvoeX5e6HFGtjZwWQml4ZUyUYI6itwiayUxzUlmwVf5yLOS9QEkU4Qt+g0u5GN\nfZmP0eqj6ifIROM8KAkt7GQTx3K2lGAOQ9CscB5IminidYmjKG5XyhJdFuf7Hpx15WreQRMDYkXW\nvpit4/NUfRE34C5eZPJEulwjS6/00WvYey35tHCU1S7G0NkHTzKnIbXdsfD9LCE4F/getCJivAXk\npo+DXOna92wibpLl6MT3W9TYse+cQsDhEA/DYS7hwSbpP23U5OzWm+f8BBjSzrEvWp4rlDihaptp\nwBv3kdKbz5jlSeONcxtIneFg+gS7zKUCcor2xo/41uT0YTnyEMnlDut/nMk+cmvenlU7X4hnpJCz\nCH/JqQxDJe11ZOfB80m9AVOn5K3a0EBwI1TEyhVcMdEH0kGwCqLC0s4xt3j5h8NqrFYzK24Bb5Jq\nCkfWPuwfLcw1neclExE5NWQwL8w0IEgMe+fo+fKaD+grmWw8SIYdSnKlNeCbdNBUusGNXCCfM8iA\ng5uF6Vzx/zJIRUtvcRnxAAENJ8uiNjiNqpnDcSkSohB2WKTNNKwHRQKjrPWDFHzfiGCKeBmYQs1Q\n8CxrLyO/W2UC0KkEmcW2h9FAB5xialU80KCZPF3vGbDJPkQDiqK8jA/NwpVjXgNTyNQWejQ4WAtQ\nF+shtCVm8SZGAbw/pHOCScYAX0ZrEn0rtpTZkF93JstQ2VgPqzu4cTgwl0V3gs6DnqJO+G/OzO/S\nNhMBOAhr2tx402fANLgxnyKXUU/UJoMS9MBntTEh9n0pBK6IrEEBcyqEiXM3sqMjpDEzFJPChkay\nNVWrREANZa3LgomxS45cReVJZI7hMahRD41PgwDd3JQL2ddqW3iu4ghxJghnghK/wGt9z2qJ3xHH\niG00drDaRolOeE0qswzVgx2gQb6N3ZtMDDkpPCOpoGSpFpUn8cAXCsbL0bz42cYjCOPwJLk2U4yC\nt3lwM/inskH4FnWYOe1yAWsGY5iYsiUdFgmlcqhWd7GE4WXgXriZHhyXyYjHAIqmVXCE1PMFY+2Q\nNwFxSC+j9Ag8YfqyMgnoGtyJlYUzd6ZhZycyaZzRoFLlAh2CoYrBJMkvY8ZtmkoIhYVYuLfzeDLe\nyYyCPC9s2HmWwYFy/iVoriXkKEVQjhygQSg3o5EikqWY2iP2BxS8SUwUGcqKGpSDJdpUzxyHM9Pi\n709xnB1BM3CmmKEFJdIawUrytIv2VOgcHXlsQqvebYaDxtwlvqbtUClJ+KH/EmTEUwDp4xxeY+TY\n26AIB3ldkWpvL6+e35b4Mif6TC8VnKNZIBx3kbQUZhHZhBsy3SS+fUHQISrd0/QkVBaosznFfvLr\nfdBqvYAOeWAzxz6WobJJIEZH0WwFcUhsYXiQlBxorJyCaKcFwlXV9O/4Rbd+nL434sc7/xVcRmHb\n6pD1HwF5VeLc+B/D2An4/dGuPP5JjHEKV9xjQzCPzACHT2tsCEN0JvRTyyW0PP+dJy39YBhoH9Ua\nCFrHtdyjYZTzyMofGdlfLOZzLSwz6uMjHbGValrDPrntIZ4zsj7+FfX5ivrUr6jPV9TnK+rzFfX5\nivp8RX2+oj5fUZ+vqM9X1OdToz5uSJ11SWA+P08eBtV/SHKFRy0fAibyIrzozf5bkDx39CqHIzq7\n36vLxIDFY5NJXTbzopc/3wr+Jot7U1cVP8bOvNnzQkO9wpZZEleH/wur/SYWCmVuZHN0cmVhbQpl\nbmRvYmoKNSAwIG9iago8PCAvVHlwZSAvUGFnZQovUGFyZW50IDEgMCBSCi9NZWRpYUJveCBbIDAg\nMCA1MjUgMzc1IF0KL1RyaW1Cb3ggWyAwIDAgNTI1IDM3NSBdCi9CbGVlZEJveCBbIDAgMCA1MjUg\nMzc1IF0KL1Jlc291cmNlcyAzIDAgUgovQ29udGVudHMgNiAwIFIKPj4KZW5kb2JqCjcgMCBvYmoK\nNjA2NQplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFnZXMKL0NvdW50IDEKL0tpZHMgWzUgMCBS\nIF0gPj4KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cKIC9QYWdlcyAxIDAgUgo+Pgpl\nbmRvYmoKMyAwIG9iago8PAovUHJvY1NldCBbIC9QREYgL0ltYWdlQiAvSW1hZ2VDIC9UZXh0IF0K\nPj4KZW5kb2JqCnhyZWYKMCA4CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAwNjQ1MyAwMDAwMCBu\nIAowMDAwMDA2NTExIDAwMDAwIG4gCjAwMDAwMDY1NjEgMDAwMDAgbiAKMDAwMDAwMDAxNSAwMDAw\nMCBuIAowMDAwMDA2Mjc2IDAwMDAwIG4gCjAwMDAwMDAxMzYgMDAwMDAgbiAKMDAwMDAwNjQzMyAw\nMDAwMCBuIAp0cmFpbGVyCjw8Ci9TaXplIDgKL1Jvb3QgMiAwIFIKL0luZm8gNCAwIFIKL0lEIFs8\nMDhBMTMxQ0M1N0Q2MUU4OTE4NzdENEYwODU4QUVBNkM+IDwwOEExMzFDQzU3RDYxRTg5MTg3N0Q0\nRjA4NThBRUE2Qz5dCj4+CnN0YXJ0eHJlZgo2NjIyCiUlRU9GCg==\n", "html": [ - "" + "" ], - "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nUUUAFFFFABRRRQAUUUUAFFFFABRRRQAUUUUAFFFFABRRRQB//9k=\n", "metadata": {}, "output_type": "pyout", - "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4Xu29DXhU1bn3vWKJmHKA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\nQmCC\n", "prompt_number": 5, - "svg": [ - "11.5211.522.533.5422.53trace 0trace 1" - ], "text": [ - "" + "" ] } ], @@ -198,20 +175,14 @@ "metadata": {}, "outputs": [ { - "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\nNEM3Pl0KPj4Kc3RhcnR4cmVmCjMzODYxCiUlRU9GCg==\n", "html": [ - "" + "" ], - "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nigAooooA/9k=\n", "metadata": {}, "output_type": "pyout", - "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuydCXgVRbr338MSlhAW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\nAElFTkSuQmCC\n", "prompt_number": 7, - "svg": [ - "(1, 1)00.511.5200.511.52(1, 2)00.511.5200.511.52(1, 3)00.511.5200.511.52(1, 4)00.511.5200.511.52(1, 5)00.511.5200.511.52(1, 6)00.511.5200.511.52(2, 1)00.511.5200.511.52(2, 2)00.511.5200.511.52(2, 3)00.511.5200.511.52(2, 4)00.511.5200.511.52(2, 5)00.511.5200.511.52(2, 6)00.511.5200.511.52(3, 1)00.511.5200.511.52(3, 2)00.511.5200.511.52(3, 3)00.511.5200.511.52(3, 4)00.511.5200.511.52(3, 5)00.511.5200.511.52(3, 6)00.511.5200.511.52(4, 1)00.511.5200.511.52(4, 2)00.511.5200.511.52(4, 3)00.511.5200.511.52(4, 4)00.511.5200.511.52(4, 5)00.511.5200.511.52(4, 6)00.511.5200.511.52(5, 1)00.511.5200.511.52(5, 2)00.511.5200.511.52(5, 3)00.511.5200.511.52(5, 4)00.511.5200.511.52(5, 5)00.511.5200.511.52(5, 6)00.511.5200.511.52(6, 1)00.511.5200.511.52(6, 2)00.511.5200.511.52(6, 3)00.511.5200.511.52(6, 4)00.511.5200.511.52(6, 5)00.511.5200.511.52(6, 6)00.511.5200.511.52" - ], "text": [ - "" + "" ] } ], @@ -256,20 +227,14 @@ "metadata": {}, "outputs": [ { - "application/pdf": "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx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\n", "html": [ - "" + "" ], - "jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wBDAAMCAgICAgMCAgIDAwMDBAYEBAQEBAgGBgUGCQgKCgkI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\nigAooooAKKKKAP/Z\n", "metadata": {}, "output_type": "pyout", - "png": "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAgAElEQVR4XuzdCZQURZ748V9xNPcl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\ngg==\n", "prompt_number": 9, - "svg": [ - "(1, 1)00.511.52(2, 1)00.511.52(3, 1)00.511.52(4, 1)00.511.52(5, 1)00.511.52(6, 1)00.511.5200.511.52(1, 2)00.511.52(2, 2)(3, 2)(4, 2)(5, 2)(6, 2)(1, 3)00.511.52(2, 3)(3, 3)(4, 3)(5, 3)(6, 3)(1, 4)00.511.52(2, 4)(3, 4)(4, 4)(5, 4)(6, 4)(1, 5)00.511.52(2, 5)(3, 5)(4, 5)(5, 5)(6, 5)(1, 6)00.511.52(2, 6)(3, 6)(4, 6)(5, 6)(6, 6)" - ], "text": [ - "" + "" ] } ], @@ -304,7 +269,8 @@ "\n" ] } - ] + ], + "prompt_number": 10 }, { "cell_type": "code", @@ -316,7 +282,20 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 11, + "text": [ + "" + ] + } + ], + "prompt_number": 11 }, { "cell_type": "markdown", @@ -336,7 +315,19 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + "[ (2,1) x3,y3 - ]\n", + "\n" + ] + } + ], + "prompt_number": 12 }, { "cell_type": "code", @@ -350,7 +341,20 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 }, { "cell_type": "markdown", @@ -373,7 +377,22 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + "[ (2,1) x3,y3 ] | \n", + "[ (3,1) x4,y4 - ]\n", + " | | \n", + "[ (5,1) x5,y5 ] [ (5,2) x6,y6 ]\n", + "\n" + ] + } + ], + "prompt_number": 14 }, { "cell_type": "code", @@ -391,7 +410,20 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + } + ], + "prompt_number": 15 }, { "cell_type": "markdown", @@ -417,7 +449,174 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on function make_subplots in module plotly.tools:\n", + "\n", + "make_subplots(rows=1, cols=1, shared_xaxes=False, shared_yaxes=False, start_cell='top-left', print_grid=True, **kwargs)\n", + " Return an instance of plotly.graph_objs.Figure\n", + " with the subplots domain set in 'layout'.\n", + " \n", + " Example 1:\n", + " # stack two subplots vertically\n", + " fig = tools.make_subplots(rows=2)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x2,y2 ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " \n", + " # or see Figure.append_trace\n", + " \n", + " Example 2:\n", + " # subplots with shared x axes\n", + " fig = tools.make_subplots(rows=2, shared_xaxes=True)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x1,y2 ]\n", + " \n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], yaxis='y2')]\n", + " \n", + " Example 3:\n", + " # irregular subplot layout (more examples below under 'specs')\n", + " fig = tools.make_subplots(rows=2, cols=2,\n", + " specs=[[{}, {}],\n", + " [{'colspan': 2}, None]])\n", + " \n", + " This is the format of your plot grid!\n", + " [ (1,1) x1,y1 ] [ (1,2) x2,y2 ]\n", + " [ (2,1) x3,y3 - ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x3', yaxis='y3')]\n", + " \n", + " Example 4:\n", + " # insets\n", + " fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.3}])\n", + " \n", + " This is the format of your plot grid!\n", + " [ (1,1) x1,y1 ]\n", + " \n", + " With insets:\n", + " [ x2,y2 ] over [ (1,1) x1,y1 ]\n", + " \n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]\n", + " fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]\n", + " \n", + " Keywords arguments with constant defaults:\n", + " \n", + " rows (kwarg, int greater than 0, default=1):\n", + " Number of rows in the subplot grid.\n", + " \n", + " cols (kwarg, int greater than 0, default=1):\n", + " Number of columns in the subplot grid.\n", + " \n", + " shared_xaxes (kwarg, boolean or list, default=False)\n", + " Assign shared x axes.\n", + " If True, subplots in the same grid column have one common\n", + " shared x-axis at the bottom of the gird.\n", + " \n", + " To assign shared x axes per subplot grid cell (see 'specs'),\n", + " send list (or list of lists, one list per shared x axis)\n", + " of cell index tuples.\n", + " \n", + " shared_yaxes (kwarg, boolean or list, default=False)\n", + " Assign shared y axes.\n", + " If True, subplots in the same grid row have one common\n", + " shared y-axis on the left-hand side of the gird.\n", + " \n", + " To assign shared y axes per subplot grid cell (see 'specs'),\n", + " send list (or list of lists, one list per shared y axis)\n", + " of cell index tuples.\n", + " \n", + " start_cell (kwarg, 'bottom-left' or 'top-left', default='top-left')\n", + " Choose the starting cell in the subplot grid used to set the\n", + " domains of the subplots.\n", + " \n", + " print_grid (kwarg, boolean, default=True):\n", + " If True, prints a tab-delimited string representation of\n", + " your plot grid.\n", + " \n", + " Keyword arguments with variable defaults:\n", + " \n", + " horizontal_spacing (kwarg, float in [0,1], default=0.2 / cols):\n", + " Space between subplot columns.\n", + " Applies to all columns (use 'specs' subplot-dependents spacing)\n", + " \n", + " vertical_spacing (kwarg, float in [0,1], default=0.3 / rows):\n", + " Space between subplot rows.\n", + " Applies to all rows (use 'specs' subplot-dependents spacing)\n", + " \n", + " specs (kwarg, list of lists of dictionaries):\n", + " Subplot specifications.\n", + " \n", + " ex1: specs=[[{}, {}], [{'colspan': 2}, None]]\n", + " \n", + " ex2: specs=[[{'rowspan': 2}, {}], [None, {}]]\n", + " \n", + " - Indices of the outer list correspond to subplot grid rows\n", + " starting from the bottom. The number of rows in 'specs'\n", + " must be equal to 'rows'.\n", + " \n", + " - Indices of the inner lists correspond to subplot grid columns\n", + " starting from the left. The number of columns in 'specs'\n", + " must be equal to 'cols'.\n", + " \n", + " - Each item in the 'specs' list corresponds to one subplot\n", + " in a subplot grid. (N.B. The subplot grid has exactly 'rows'\n", + " times 'cols' cells.)\n", + " \n", + " - Use None for blank a subplot cell (or to move pass a col/row span).\n", + " \n", + " - Note that specs[0][0] has the specs of the 'start_cell' subplot.\n", + " \n", + " - Each item in 'specs' is a dictionary.\n", + " The available keys are:\n", + " \n", + " * is_3d (boolean, default=False): flag for 3d scenes\n", + " * colspan (int, default=1): number of subplot columns\n", + " for this subplot to span.\n", + " * rowspan (int, default=1): number of subplot rows\n", + " for this subplot to span.\n", + " * l (float, default=0.0): padding left of cell\n", + " * r (float, default=0.0): padding right of cell\n", + " * t (float, default=0.0): padding right of cell\n", + " * b (float, default=0.0): padding bottom of cell\n", + " \n", + " - Use 'horizontal_spacing' and 'vertical_spacing' to adjust\n", + " the spacing in between the subplots.\n", + " \n", + " insets (kwarg, list of dictionaries):\n", + " Inset specifications.\n", + " \n", + " - Each item in 'insets' is a dictionary.\n", + " The available keys are:\n", + " \n", + " * cell (tuple, default=(1,1)): (row, col) index of the\n", + " subplot cell to overlay inset axes onto.\n", + " * is_3d (boolean, default=False): flag for 3d scenes\n", + " * l (float, default=0.0): padding left of inset\n", + " in fraction of cell width\n", + " * w (float or 'to_end', default='to_end') inset width\n", + " in fraction of cell width ('to_end': to cell right edge)\n", + " * b (float, default=0.0): padding bottom of inset\n", + " in fraction of cell height\n", + " * h (float or 'to_end', default='to_end') inset height\n", + " in fraction of cell height ('to_end': to cell top edge)\n", + "\n" + ] + } + ], + "prompt_number": 16 }, { "cell_type": "code", @@ -427,7 +626,19 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ]\n", + "[ (2,1) x2,y2 ]\n", + "\n" + ] + } + ], + "prompt_number": 17 }, { "cell_type": "markdown", @@ -444,7 +655,16 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "{'data': [], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}}}\n" + ] + } + ], + "prompt_number": 18 }, { "cell_type": "markdown", @@ -461,7 +681,36 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Figure(\n", + " data=Data(),\n", + " layout=Layout(\n", + " xaxis1=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y1'\n", + " ),\n", + " xaxis2=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y2'\n", + " ),\n", + " yaxis1=YAxis(\n", + " domain=[0.575, 1.0],\n", + " anchor='x1'\n", + " ),\n", + " yaxis2=YAxis(\n", + " domain=[0.0, 0.425],\n", + " anchor='x2'\n", + " )\n", + " )\n", + ")\n" + ] + } + ], + "prompt_number": 19 }, { "cell_type": "markdown", @@ -478,7 +727,20 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": [ + "{'xaxis1': {'anchor': 'y1', 'domain': [0.0, 1.0]},\n", + " 'xaxis2': {'anchor': 'y2', 'domain': [0.0, 1.0]},\n", + " 'yaxis1': {'anchor': 'x1', 'domain': [0.575, 1.0]},\n", + " 'yaxis2': {'anchor': 'x2', 'domain': [0.0, 0.425]}}" + ] + } + ], + "prompt_number": 20 }, { "cell_type": "markdown", @@ -503,7 +765,36 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Traceback (most recent call last):\n", + " File \"\", line 3, in \n", + " Figure(nonsense=3)\n", + " File \"/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py\", line 920, in __init__\n", + " super(Figure, self).__init__(*args, **kwargs)\n", + " File \"/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py\", line 312, in __init__\n", + " self.validate()\n", + " File \"/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py\", line 600, in validate\n", + " notes=notes)\n", + "PlotlyDictKeyError: Invalid key, 'nonsense', for class, 'Figure'.\n", + "\n", + "Run 'help(plotly.graph_objs.Figure)' for more information.\n", + "\n", + "Path To Error:\n", + "['nonsense']\n", + "\n", + "Additional Notes:\n", + "Couldn't find uses for key: 'nonsense'\n", + "\n", + "\n", + "\n" + ] + } + ], + "prompt_number": 21 }, { "cell_type": "markdown", @@ -520,7 +811,464 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on Layout in module plotly.graph_objs.graph_objs object:\n", + "\n", + "class Layout(PlotlyDict)\n", + " | A dictionary-like object containing specification of the layout of a plotly\n", + " | figure.\n", + " | \n", + " | Online examples:\n", + " | \n", + " | https://plot.ly/python/figure-labels/\n", + " | https://plot.ly/python/axes/\n", + " | https://plot.ly/python/bar-charts/\n", + " | https://plot.ly/python/log-plot/\n", + " | \n", + " | Parent key:\n", + " | \n", + " | layout\n", + " | \n", + " | Quick method reference:\n", + " | \n", + " | Layout.update(changes)\n", + " | Layout.strip_style()\n", + " | Layout.get_data()\n", + " | Layout.to_graph_objs()\n", + " | Layout.validate()\n", + " | Layout.to_string()\n", + " | Layout.force_clean()\n", + " | \n", + " | Valid keys:\n", + " | \n", + " | title [required=False] (value=a string):\n", + " | The title of the figure.\n", + " | \n", + " | titlefont [required=False] (value=Font object | dictionary-like object):\n", + " | Links a dictionary-like object describing the font settings of the\n", + " | figure's title.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Font)`\n", + " | \n", + " | font [required=False] (value=Font object | dictionary-like object):\n", + " | Links a dictionary-like object describing the global font settings\n", + " | for this figure (e.g. all axis titles and labels).\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Font)`\n", + " | \n", + " | showlegend [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not the legend will be shown in this figure.\n", + " | \n", + " | autosize [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not the dimensions of the figure are automatically\n", + " | picked by Plotly. Plotly picks figure's dimensions as a function of\n", + " | your machine's display resolution. Once 'autosize' is set to False,\n", + " | the figure's dimensions can be set with 'width' and 'height'.\n", + " | \n", + " | width [required=False] (value=number: x > 0):\n", + " | Sets the width in pixels of the figure you are generating.\n", + " | \n", + " | height [required=False] (value=number: x > 0):\n", + " | Sets the height in pixels of the figure you are generating.\n", + " | \n", + " | xaxis [required=False] (value=XAxis object | dictionary-like object):\n", + " | Links a dictionary-like object describing an x-axis (i.e. an\n", + " | horizontal axis). The first XAxis object can be entered into\n", + " | 'layout' by linking it to 'xaxis' OR 'xaxis1', both keys are\n", + " | identical to Plotly. To create references other than x-axes, you\n", + " | need to define them in 'layout' using keys 'xaxis2', 'xaxis3' and so\n", + " | on. Note that in 3D plots, XAxis objects must be linked from a Scene\n", + " | object.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.XAxis)`\n", + " | \n", + " | yaxis [required=False] (value=YAxis object | dictionary-like object):\n", + " | Links a dictionary-like object describing an y-axis (i.e. an\n", + " | vertical axis). The first YAxis object can be entered into 'layout'\n", + " | by linking it to 'yaxis' OR 'yaxis1', both keys are identical to\n", + " | Plotly. To create references other than y-axes, you need to define\n", + " | them in 'layout' using keys 'yaxis2', 'yaxis3' and so on. Note that\n", + " | in 3D plots, YAxis objects must be linked from a Scene object.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.YAxis)`\n", + " | \n", + " | legend [required=False] (value=Legend object | dictionary-like object):\n", + " | Links a dictionary-like object containing the legend parameters for\n", + " | this figure.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Legend)`\n", + " | \n", + " | annotations [required=False] (value=Annotations object | list-like\n", + " | object of one or several dictionary-like object):\n", + " | Links a list-like object that contains one or multiple annotation\n", + " | dictionary-like objects.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Annotations)`\n", + " | \n", + " | margin [required=False] (value=Margin object | dictionary-like object):\n", + " | Links a dictionary-like object containing the margin parameters for\n", + " | this figure.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Margin)`\n", + " | \n", + " | paper_bgcolor [required=False] (value=a string describing color):\n", + " | Sets the color of the figure's paper (i.e. area representing the\n", + " | canvas of the figure).\n", + " | \n", + " | Examples:\n", + " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", + " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", + " | \n", + " | plot_bgcolor [required=False] (value=a string describing color):\n", + " | Sets the background color of the plot (i.e. the area laying inside\n", + " | this figure's axes.\n", + " | \n", + " | Examples:\n", + " | 'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |\n", + " | 'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'\n", + " | \n", + " | hovermode [required=False] (value='closest' | 'x' | 'y'):\n", + " | Sets this figure's behavior when a user hovers over it. When set to\n", + " | 'x', all data sharing the same 'x' coordinate will be shown on\n", + " | screen with corresponding trace labels. When set to 'y' all data\n", + " | sharing the same 'y' coordinates will be shown on the screen with\n", + " | corresponding trace labels. When set to 'closest', information about\n", + " | the data point closest to where the viewer is hovering will appear.\n", + " | \n", + " | dragmode [required=False] (value='zoom' | 'pan' | 'rotate' (in 3D\n", + " | plots)):\n", + " | Sets this figure's behavior when a user preforms a mouse 'drag' in\n", + " | the plot area. When set to 'zoom', a portion of the plot will be\n", + " | highlighted, when the viewer exits the drag, this highlighted\n", + " | section will be zoomed in on. When set to 'pan', data in the plot\n", + " | will move along with the viewers dragging motions. A user can always\n", + " | depress the 'shift' key to access the whatever functionality has not\n", + " | been set as the default. In 3D plots, the default drag mode is\n", + " | 'rotate' which rotates the scene.\n", + " | \n", + " | separators [required=False] (value=a two-character string):\n", + " | Sets the decimal (the first character) and thousands (the second\n", + " | character) separators to be displayed on this figure's tick labels\n", + " | and hover mode. This is meant for internationalization purposes. For\n", + " | example, if 'separator' is set to ', ', then decimals are separated\n", + " | by commas and thousands by spaces. One may have to set\n", + " | 'exponentformat' to 'none' in the corresponding axis object(s) to\n", + " | see the effects.\n", + " | \n", + " | barmode [required=False] (value='stack' | 'group' | 'overlay'):\n", + " | For bar and histogram plots only. This sets how multiple bar objects\n", + " | are plotted together. In other words, this defines how bars at the\n", + " | same location appear on the plot. If set to 'stack' the bars are\n", + " | stacked on top of one another. If set to 'group', the bars are\n", + " | plotted next to one another, centered around the shared location. If\n", + " | set to 'overlay', the bars are simply plotted over one another, you\n", + " | may need to set the opacity to see this.\n", + " | \n", + " | bargap [required=False] (value=number: x in [0, 1)):\n", + " | For bar and histogram plots only. Sets the gap between bars (or sets\n", + " | of bars) at different locations.\n", + " | \n", + " | bargroupgap [required=False] (value=number: x in [0, 1)):\n", + " | For bar and histogram plots only. Sets the gap between bars in the\n", + " | same group. That is, when multiple bar objects are plotted and share\n", + " | the same locations, this sets the distance between bars at each\n", + " | location.\n", + " | \n", + " | boxmode [required=False] (value='overlay' | 'group'):\n", + " | For box plots only. Sets how groups of box plots appear. If set to\n", + " | 'overlay', a group of boxes will be plotted directly on top of one\n", + " | another at their specified location. If set to 'group', the boxes\n", + " | will be centered around their shared location, but they will not\n", + " | overlap.\n", + " | \n", + " | boxgap [required=False] (value=number: x in [0, 1)):\n", + " | For box plots only. Sets the gap between boxes at different\n", + " | locations (i.e. x-labels). If there are multiple boxes at a single\n", + " | x-label, then this sets the gap between these sets of boxes.For\n", + " | example, if 0, then there is no gap between boxes. If 0.25, then\n", + " | this gap occupies 25% of the available space and the box width (or\n", + " | width of the set of boxes) occupies the remaining 75%.\n", + " | \n", + " | boxgroupgap [required=False] (value=number: x in [0, 1)):\n", + " | For box plots only. Sets the gap between boxes in the same group,\n", + " | where a group is the set of boxes with the same location (i.e.\n", + " | x-label). For example, if 0, then there is no gap between boxes. If\n", + " | 0.25, then this gap occupies 25% of the available space and the box\n", + " | width occupies the remaining 75%.\n", + " | \n", + " | radialaxis [required=False] (value=RadialAxis object | dictionary-like\n", + " | object):\n", + " | Links a dictionary-like object describing the radial axis in a polar\n", + " | plot.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.RadialAxis)`\n", + " | \n", + " | angularaxis [required=False] (value=AngularAxis object | dictionary-like\n", + " | object):\n", + " | Links a dictionary-like object describing the angular axis in a\n", + " | polar plot.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.AngularAxis)`\n", + " | \n", + " | scene [required=False] (value=Scene object | dictionary-like object):\n", + " | Links a dictionary-like object describing a scene in a 3D plot. The\n", + " | first Scene object can be entered into 'layout' by linking it to\n", + " | 'scene' OR 'scene1', both keys are identical to Plotly. Link\n", + " | subsequent Scene objects using 'scene2', 'scene3', etc.\n", + " | \n", + " | For more, run `help(plotly.graph_objs.Scene)`\n", + " | \n", + " | direction [required=False] (value='clockwise' | 'counterclockwise'):\n", + " | For polar plots only. Sets the direction corresponding to positive\n", + " | angles.\n", + " | \n", + " | orientation [required=False] (value=number: x in [-360, 360]):\n", + " | For polar plots only. Rotates the entire polar by the given angle.\n", + " | \n", + " | hidesources [required=False] (value=a boolean: True | False):\n", + " | Toggle whether or not an annotation citing the data source is placed\n", + " | at the bottom-right corner of the figure.This key has an effect only\n", + " | on graphs that have been generated from forked graphs from plot.ly.\n", + " | \n", + " | Method resolution order:\n", + " | Layout\n", + " | PlotlyDict\n", + " | __builtin__.dict\n", + " | __builtin__.object\n", + " | \n", + " | Methods defined here:\n", + " | \n", + " | __init__(self, *args, **kwargs)\n", + " | \n", + " | force_clean(self, caller=True)\n", + " | Attempts to convert to graph_objs and call force_clean() on values.\n", + " | \n", + " | Calling force_clean() on a Layout will ensure that the object is\n", + " | valid and may be sent to plotly. This process will also remove any\n", + " | entries that end up with a length == 0.\n", + " | \n", + " | Careful! This will delete any invalid entries *silently*.\n", + " | \n", + " | This method differs from the parent (PlotlyDict) method in that it\n", + " | must check for an infinite number of possible axis keys, i.e. 'xaxis',\n", + " | 'xaxis1', 'xaxis2', 'xaxis3', etc. Therefore, it cannot make a call\n", + " | to super...\n", + " | \n", + " | to_graph_objs(self, caller=True)\n", + " | Walk obj, convert dicts and lists to plotly graph objs.\n", + " | \n", + " | For each key in the object, if it corresponds to a special key that\n", + " | should be associated with a graph object, the ordinary dict or list\n", + " | will be reinitialized as a special PlotlyDict or PlotlyList of the\n", + " | appropriate `kind`.\n", + " | \n", + " | to_string(self, level=0, indent=4, eol='\\n', pretty=True, max_chars=80)\n", + " | Returns a formatted string showing graph_obj constructors.\n", + " | \n", + " | Example:\n", + " | \n", + " | print(obj.to_string())\n", + " | \n", + " | Keyword arguments:\n", + " | level (default = 0) -- set number of indentations to start with\n", + " | indent (default = 4) -- set indentation amount\n", + " | eol (default = '\\n') -- set end of line character(s)\n", + " | pretty (default = True) -- curtail long list output with a '...'\n", + " | max_chars (default = 80) -- set max characters per line\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Methods inherited from PlotlyDict:\n", + " | \n", + " | __setitem__(self, key, value)\n", + " | \n", + " | get_data(self)\n", + " | Returns the JSON for the plot with non-data elements stripped.\n", + " | \n", + " | get_ordered(self, caller=True)\n", + " | \n", + " | strip_style(self)\n", + " | Strip style from the current representation.\n", + " | \n", + " | All PlotlyDicts and PlotlyLists are guaranteed to survive the\n", + " | stripping process, though they made be left empty. This is allowable.\n", + " | \n", + " | Keys that will be stripped in this process are tagged with\n", + " | `'type': 'style'` in graph_objs_meta.json.\n", + " | \n", + " | This process first attempts to convert nested collections from dicts\n", + " | or lists to subclasses of PlotlyList/PlotlyDict. This process forces\n", + " | a validation, which may throw exceptions.\n", + " | \n", + " | Then, each of these objects call `strip_style` on themselves and so\n", + " | on, recursively until the entire structure has been validated and\n", + " | stripped.\n", + " | \n", + " | update(self, dict1=None, **dict2)\n", + " | Update current dict with dict1 and then dict2.\n", + " | \n", + " | This recursively updates the structure of the original dictionary-like\n", + " | object with the new entries in the second and third objects. This\n", + " | allows users to update with large, nested structures.\n", + " | \n", + " | Note, because the dict2 packs up all the keyword arguments, you can\n", + " | specify the changes as a list of keyword agruments.\n", + " | \n", + " | Examples:\n", + " | # update with dict\n", + " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", + " | update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))\n", + " | obj.update(update_dict)\n", + " | obj\n", + " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", + " | \n", + " | # update with list of keyword arguments\n", + " | obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))\n", + " | obj.update(title='new title', xaxis=dict(domain=[0,.8]))\n", + " | obj\n", + " | {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}\n", + " | \n", + " | This 'fully' supports duck-typing in that the call signature is\n", + " | identical, however this differs slightly from the normal update\n", + " | method provided by Python's dictionaries.\n", + " | \n", + " | validate(self, caller=True)\n", + " | Recursively check the validity of the keys in a PlotlyDict.\n", + " | \n", + " | The valid keys constitute the entries in each object\n", + " | dictionary in graph_objs_meta.json\n", + " | \n", + " | The validation process first requires that all nested collections be\n", + " | converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,\n", + " | each of these objects call `validate` and so on, recursively,\n", + " | until the entire object has been validated.\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Data descriptors inherited from PlotlyDict:\n", + " | \n", + " | __dict__\n", + " | dictionary for instance variables (if defined)\n", + " | \n", + " | __weakref__\n", + " | list of weak references to the object (if defined)\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Methods inherited from __builtin__.dict:\n", + " | \n", + " | __cmp__(...)\n", + " | x.__cmp__(y) <==> cmp(x,y)\n", + " | \n", + " | __contains__(...)\n", + " | D.__contains__(k) -> True if D has a key k, else False\n", + " | \n", + " | __delitem__(...)\n", + " | x.__delitem__(y) <==> del x[y]\n", + " | \n", + " | __eq__(...)\n", + " | x.__eq__(y) <==> x==y\n", + " | \n", + " | __ge__(...)\n", + " | x.__ge__(y) <==> x>=y\n", + " | \n", + " | __getattribute__(...)\n", + " | x.__getattribute__('name') <==> x.name\n", + " | \n", + " | __getitem__(...)\n", + " | x.__getitem__(y) <==> x[y]\n", + " | \n", + " | __gt__(...)\n", + " | x.__gt__(y) <==> x>y\n", + " | \n", + " | __iter__(...)\n", + " | x.__iter__() <==> iter(x)\n", + " | \n", + " | __le__(...)\n", + " | x.__le__(y) <==> x<=y\n", + " | \n", + " | __len__(...)\n", + " | x.__len__() <==> len(x)\n", + " | \n", + " | __lt__(...)\n", + " | x.__lt__(y) <==> x x!=y\n", + " | \n", + " | __repr__(...)\n", + " | x.__repr__() <==> repr(x)\n", + " | \n", + " | __sizeof__(...)\n", + " | D.__sizeof__() -> size of D in memory, in bytes\n", + " | \n", + " | clear(...)\n", + " | D.clear() -> None. Remove all items from D.\n", + " | \n", + " | copy(...)\n", + " | D.copy() -> a shallow copy of D\n", + " | \n", + " | fromkeys(...)\n", + " | dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.\n", + " | v defaults to None.\n", + " | \n", + " | get(...)\n", + " | D.get(k[,d]) -> D[k] if k in D, else d. d defaults to None.\n", + " | \n", + " | has_key(...)\n", + " | D.has_key(k) -> True if D has a key k, else False\n", + " | \n", + " | items(...)\n", + " | D.items() -> list of D's (key, value) pairs, as 2-tuples\n", + " | \n", + " | iteritems(...)\n", + " | D.iteritems() -> an iterator over the (key, value) items of D\n", + " | \n", + " | iterkeys(...)\n", + " | D.iterkeys() -> an iterator over the keys of D\n", + " | \n", + " | itervalues(...)\n", + " | D.itervalues() -> an iterator over the values of D\n", + " | \n", + " | keys(...)\n", + " | D.keys() -> list of D's keys\n", + " | \n", + " | pop(...)\n", + " | D.pop(k[,d]) -> v, remove specified key and return the corresponding value.\n", + " | If key is not found, d is returned if given, otherwise KeyError is raised\n", + " | \n", + " | popitem(...)\n", + " | D.popitem() -> (k, v), remove and return some (key, value) pair as a\n", + " | 2-tuple; but raise KeyError if D is empty.\n", + " | \n", + " | setdefault(...)\n", + " | D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D\n", + " | \n", + " | values(...)\n", + " | D.values() -> list of D's values\n", + " | \n", + " | viewitems(...)\n", + " | D.viewitems() -> a set-like object providing a view on D's items\n", + " | \n", + " | viewkeys(...)\n", + " | D.viewkeys() -> a set-like object providing a view on D's keys\n", + " | \n", + " | viewvalues(...)\n", + " | D.viewvalues() -> an object providing a view on D's values\n", + " | \n", + " | ----------------------------------------------------------------------\n", + " | Data and other attributes inherited from __builtin__.dict:\n", + " | \n", + " | __hash__ = None\n", + " | \n", + " | __new__ = \n", + " | T.__new__(S, ...) -> a new object with type S, a subtype of T\n", + "\n" + ] + } + ], + "prompt_number": 22 }, { "cell_type": "code", @@ -530,7 +1278,8 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [], + "prompt_number": 23 }, { "cell_type": "markdown", @@ -547,7 +1296,46 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Help on method append_trace in module plotly.graph_objs.graph_objs:\n", + "\n", + "append_trace(self, trace, row, col) method of plotly.graph_objs.graph_objs.Figure instance\n", + " Helper function to add a data traces to your figure\n", + " that is bound to axes at the row, col index.\n", + " \n", + " The row, col index is generated from figures created with\n", + " plotly.tools.make_subplots and can be viewed with Figure.print_grid.\n", + " \n", + " Example:\n", + " # stack two subplots vertically\n", + " fig = tools.make_subplots(rows=2)\n", + " \n", + " This is the format of your plot grid:\n", + " [ (1,1) x1,y1 ]\n", + " [ (2,1) x2,y2 ]\n", + " \n", + " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)\n", + " fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 2, 1)\n", + " \n", + " Arguments:\n", + " \n", + " trace (plotly trace object):\n", + " The data trace to be bound.\n", + " \n", + " row (int):\n", + " Subplot row index on the subplot grid (see Figure.print_grid)\n", + " \n", + " col (int):\n", + " Subplot column index on the subplot grid (see Figure.print_grid)\n", + "\n" + ] + } + ], + "prompt_number": 24 }, { "cell_type": "code", @@ -559,7 +1347,16 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "{'data': [{'name': 'top trace', 'yaxis': 'y1', 'xaxis': 'x1', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}, {'name': 'bottom trace', 'yaxis': 'y2', 'xaxis': 'x2', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}, 'title': 'two subplots'}}\n" + ] + } + ], + "prompt_number": 25 }, { "cell_type": "code", @@ -569,7 +1366,52 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Figure(\n", + " data=Data([\n", + " Scatter(\n", + " x=[1, 2, 3],\n", + " y=[2, 1, 2],\n", + " name='top trace',\n", + " xaxis='x1',\n", + " yaxis='y1'\n", + " ),\n", + " Scatter(\n", + " x=[1, 2, 3],\n", + " y=[2, 1, 2],\n", + " name='bottom trace',\n", + " xaxis='x2',\n", + " yaxis='y2'\n", + " )\n", + " ]),\n", + " layout=Layout(\n", + " title='two subplots',\n", + " xaxis1=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y1'\n", + " ),\n", + " xaxis2=XAxis(\n", + " domain=[0.0, 1.0],\n", + " anchor='y2'\n", + " ),\n", + " yaxis1=YAxis(\n", + " domain=[0.575, 1.0],\n", + " anchor='x1'\n", + " ),\n", + " yaxis2=YAxis(\n", + " domain=[0.0, 0.425],\n", + " anchor='x2'\n", + " )\n", + " )\n", + ")\n" + ] + } + ], + "prompt_number": 26 }, { "cell_type": "markdown", @@ -588,7 +1430,20 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 27, + "text": [ + "" + ] + } + ], + "prompt_number": 27 }, { "cell_type": "markdown", @@ -615,7 +1470,230 @@ ], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [ + { + "html": [ + "\n", + "\n" + ], + "metadata": {}, + "output_type": "display_data", + "text": [ + "" + ] + } + ], + "prompt_number": 28 }, { "cell_type": "code", @@ -623,7 +1701,8 @@ "input": [], "language": "python", "metadata": {}, - "outputs": [] + "outputs": [], + "prompt_number": 28 } ], "metadata": {} From e15b705db45e760baa1a503a84ee2e085e8b9e4e Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 19 Feb 2015 10:40:19 -0500 Subject: [PATCH 044/163] make run, make publish --- _published/includes/make_subplots/body.html | 1090 +++++++++++++++-- _published/includes/make_subplots/config.json | 2 +- notebooks/make_subplots/make_subplots.py | 36 +- 3 files changed, 1034 insertions(+), 94 deletions(-) diff --git a/_published/includes/make_subplots/body.html b/_published/includes/make_subplots/body.html index 2e9c5ca..0f25503 100644 --- a/_published/includes/make_subplots/body.html +++ b/_published/includes/make_subplots/body.html @@ -13,23 +13,6 @@ 
from plotly import tools        # functions to help build plotly graphs
 import plotly.plotly as py      # module that communicates with plotly 
 from plotly.graph_objs import * # graph objects, subclasses of lists and dicts, that are used to describe plotly graphs
-
-
-
-
-
-
-
-
-
-
-
- 
-/Users/chris/anaconda/lib/python2.7/site-packages/pandas/computation/expressions.py:21: UserWarning: The installed version of numexpr 2.0.1 is not supported in pandas and will be not be used
-The minimum supported version is 2.1
-
-  "version is 2.1\n".format(ver=ver), UserWarning)
-
@@ -108,7 +91,7 @@

-
@@ -187,7 +170,7 @@

-
@@ -257,7 +240,7 @@

-
@@ -328,7 +311,7 @@

-
@@ -348,9 +331,9 @@

-
- - In []: +
@@ -385,9 +368,9 @@

-
+
+
+
+ +
+ +
+
+
+
@@ -415,9 +413,9 @@

-
- - In []: +
@@ -427,6 +425,23 @@

specs=[[{}, {}], [{'colspan': 2}, None]], print_grid=True) + +

+
+
+
+
+
+
+
+
+
+ 
+This is the format of your plot grid:
+[ (1,1) x1,y1 ]  [ (1,2) x2,y2 ]
+[ (2,1) x3,y3           -      ]
+
+
@@ -435,9 +450,9 @@

-
+
+
+
+ +
+ +
+
+
+
@@ -467,9 +497,9 @@

-
- - In []: +
@@ -482,6 +512,26 @@

[None, None], [{}, {}]], print_grid=True) + +

+
+
+
+
+
+
+
+
+
+ 
+This is the format of your plot grid:
+[ (1,1) x1,y1 ]  [ (1,2) x2,y2 ]
+[ (2,1) x3,y3 ]         |       
+[ (3,1) x4,y4           -      ]
+       |                |       
+[ (5,1) x5,y5 ]  [ (5,2) x6,y6 ]
+
+
@@ -490,9 +540,9 @@

-
+
+
+
+ +
+ +
+
+
+
@@ -552,15 +617,187 @@

-
- - In []: + 
help(tools.make_subplots)
+
+
+
+
+
+
+
+
+
+
+
+ 
+Help on function make_subplots in module plotly.tools:
+
+make_subplots(rows=1, cols=1, shared_xaxes=False, shared_yaxes=False, start_cell='top-left', print_grid=True, **kwargs)
+    Return an instance of plotly.graph_objs.Figure
+    with the subplots domain set in 'layout'.
+    
+    Example 1:
+    # stack two subplots vertically
+    fig = tools.make_subplots(rows=2)
+    
+    This is the format of your plot grid:
+    [ (1,1) x1,y1 ]
+    [ (2,1) x2,y2 ]
+    
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]
+    
+    # or see Figure.append_trace
+    
+    Example 2:
+    # subplots with shared x axes
+    fig = tools.make_subplots(rows=2, shared_xaxes=True)
+    
+    This is the format of your plot grid:
+    [ (1,1) x1,y1 ]
+    [ (2,1) x1,y2 ]
+    
+    
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], yaxis='y2')]
+    
+    Example 3:
+    # irregular subplot layout (more examples below under 'specs')
+    fig = tools.make_subplots(rows=2, cols=2,
+                              specs=[[{}, {}],
+                                     [{'colspan': 2}, None]])
+    
+    This is the format of your plot grid!
+    [ (1,1) x1,y1 ]  [ (1,2) x2,y2 ]
+    [ (2,1) x3,y3           -      ]
+    
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x3', yaxis='y3')]
+    
+    Example 4:
+    # insets
+    fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.3}])
+    
+    This is the format of your plot grid!
+    [ (1,1) x1,y1 ]
+    
+    With insets:
+    [ x2,y2 ] over [ (1,1) x1,y1 ]
+    
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2])]
+    fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')]
+    
+    Keywords arguments with constant defaults:
+    
+    rows (kwarg, int greater than 0, default=1):
+        Number of rows in the subplot grid.
+    
+    cols (kwarg, int greater than 0, default=1):
+        Number of columns in the subplot grid.
+    
+    shared_xaxes (kwarg, boolean or list, default=False)
+        Assign shared x axes.
+        If True, subplots in the same grid column have one common
+        shared x-axis at the bottom of the gird.
+    
+        To assign shared x axes per subplot grid cell (see 'specs'),
+        send list (or list of lists, one list per shared x axis)
+        of cell index tuples.
+    
+    shared_yaxes (kwarg, boolean or list, default=False)
+        Assign shared y axes.
+        If True, subplots in the same grid row have one common
+        shared y-axis on the left-hand side of the gird.
+    
+        To assign shared y axes per subplot grid cell (see 'specs'),
+        send list (or list of lists, one list per shared y axis)
+        of cell index tuples.
+    
+    start_cell (kwarg, 'bottom-left' or 'top-left', default='top-left')
+        Choose the starting cell in the subplot grid used to set the
+        domains of the subplots.
+    
+    print_grid (kwarg, boolean, default=True):
+        If True, prints a tab-delimited string representation of
+        your plot grid.
+    
+    Keyword arguments with variable defaults:
+    
+    horizontal_spacing (kwarg, float in [0,1], default=0.2 / cols):
+        Space between subplot columns.
+        Applies to all columns (use 'specs' subplot-dependents spacing)
+    
+    vertical_spacing (kwarg, float in [0,1], default=0.3 / rows):
+        Space between subplot rows.
+        Applies to all rows (use 'specs' subplot-dependents spacing)
+    
+    specs (kwarg, list of lists of dictionaries):
+        Subplot specifications.
+    
+        ex1: specs=[[{}, {}], [{'colspan': 2}, None]]
+    
+        ex2: specs=[[{'rowspan': 2}, {}], [None, {}]]
+    
+        - Indices of the outer list correspond to subplot grid rows
+          starting from the bottom. The number of rows in 'specs'
+          must be equal to 'rows'.
+    
+        - Indices of the inner lists correspond to subplot grid columns
+          starting from the left. The number of columns in 'specs'
+          must be equal to 'cols'.
+    
+        - Each item in the 'specs' list corresponds to one subplot
+          in a subplot grid. (N.B. The subplot grid has exactly 'rows'
+          times 'cols' cells.)
+    
+        - Use None for blank a subplot cell (or to move pass a col/row span).
+    
+        - Note that specs[0][0] has the specs of the 'start_cell' subplot.
+    
+        - Each item in 'specs' is a dictionary.
+            The available keys are:
+    
+            * is_3d (boolean, default=False): flag for 3d scenes
+            * colspan (int, default=1): number of subplot columns
+                for this subplot to span.
+            * rowspan (int, default=1): number of subplot rows
+                for this subplot to span.
+            * l (float, default=0.0): padding left of cell
+            * r (float, default=0.0): padding right of cell
+            * t (float, default=0.0): padding right of cell
+            * b (float, default=0.0): padding bottom of cell
+    
+        - Use 'horizontal_spacing' and 'vertical_spacing' to adjust
+          the spacing in between the subplots.
+    
+    insets (kwarg, list of dictionaries):
+        Inset specifications.
+    
+        - Each item in 'insets' is a dictionary.
+            The available keys are:
+    
+            * cell (tuple, default=(1,1)): (row, col) index of the
+                subplot cell to overlay inset axes onto.
+            * is_3d (boolean, default=False): flag for 3d scenes
+            * l (float, default=0.0): padding left of inset
+                  in fraction of cell width
+            * w (float or 'to_end', default='to_end') inset width
+                  in fraction of cell width ('to_end': to cell right edge)
+            * b (float, default=0.0): padding bottom of inset
+                  in fraction of cell height
+            * h (float or 'to_end', default='to_end') inset height
+                  in fraction of cell height ('to_end': to cell top edge)
+
+
@@ -569,15 +806,32 @@

-
- - In []: + 
fig = tools.make_subplots(rows=2)
+
+
+
+
+
+
+
+
+
+
+
+ 
+This is the format of your plot grid:
+[ (1,1) x1,y1 ]
+[ (2,1) x2,y2 ]
+
+
@@ -603,15 +857,29 @@

- +
+
+
+
+
+
+ 
+{'data': [], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}}}
+
@@ -634,15 +902,49 @@

-
- - In []: + 
print fig.to_string()
+
+
+
+
+
+
+
+
+
+
+
+ 
+Figure(
+    data=Data(),
+    layout=Layout(
+        xaxis1=XAxis(
+            domain=[0.0, 1.0],
+            anchor='y1'
+        ),
+        xaxis2=XAxis(
+            domain=[0.0, 1.0],
+            anchor='y2'
+        ),
+        yaxis1=YAxis(
+            domain=[0.575, 1.0],
+            anchor='x1'
+        ),
+        yaxis2=YAxis(
+            domain=[0.0, 0.425],
+            anchor='x2'
+        )
+    )
+)
+
@@ -672,15 +974,34 @@

-
- - In []: + 
fig['layout']
+
+
+
+
+
+
+
+
+ +
+ 
+{'xaxis1': {'anchor': 'y1', 'domain': [0.0, 1.0]},
+ 'xaxis2': {'anchor': 'y2', 'domain': [0.0, 1.0]},
+ 'yaxis1': {'anchor': 'x1', 'domain': [0.575, 1.0]},
+ 'yaxis2': {'anchor': 'x2', 'domain': [0.0, 0.425]}}
@@ -710,9 +1031,9 @@

-
- - In []: +
@@ -723,6 +1044,40 @@

Figure(nonsense=3) except: print traceback.format_exc() + +

+
+
+
+
+
+
+
+
+
+ 
+Traceback (most recent call last):
+  File "<ipython-input-21-b18e717789cb>", line 3, in <module>
+    Figure(nonsense=3)
+  File "/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py", line 920, in __init__
+    super(Figure, self).__init__(*args, **kwargs)
+  File "/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py", line 312, in __init__
+    self.validate()
+  File "/usr/local/lib/python2.7/dist-packages/plotly/graph_objs/graph_objs.py", line 600, in validate
+    notes=notes)
+PlotlyDictKeyError: Invalid key, 'nonsense', for class, 'Figure'.
+
+Run 'help(plotly.graph_objs.Figure)' for more information.
+
+Path To Error:
+['nonsense']
+
+Additional Notes:
+Couldn't find uses for key: 'nonsense'
+
+
+
+
@@ -749,15 +1104,477 @@

-
- - In []: + 
help(fig['layout'])
+
+
+
+
+
+
+
+
+
+
+
+ 
+Help on Layout in module plotly.graph_objs.graph_objs object:
+
+class Layout(PlotlyDict)
+ |  A dictionary-like object containing specification of the layout of a plotly
+ |      figure.
+ |  
+ |  Online examples:
+ |  
+ |      https://plot.ly/python/figure-labels/
+ |      https://plot.ly/python/axes/
+ |      https://plot.ly/python/bar-charts/
+ |      https://plot.ly/python/log-plot/
+ |  
+ |  Parent key:
+ |  
+ |      layout
+ |  
+ |  Quick method reference:
+ |  
+ |      Layout.update(changes)
+ |      Layout.strip_style()
+ |      Layout.get_data()
+ |      Layout.to_graph_objs()
+ |      Layout.validate()
+ |      Layout.to_string()
+ |      Layout.force_clean()
+ |  
+ |  Valid keys:
+ |  
+ |      title [required=False] (value=a string):
+ |          The title of the figure.
+ |  
+ |      titlefont [required=False] (value=Font object | dictionary-like object):
+ |          Links a dictionary-like object describing the font settings of the
+ |          figure's title.
+ |  
+ |          For more, run `help(plotly.graph_objs.Font)`
+ |  
+ |      font [required=False] (value=Font object | dictionary-like object):
+ |          Links a dictionary-like object describing the global font settings
+ |          for this figure (e.g. all axis titles and labels).
+ |  
+ |          For more, run `help(plotly.graph_objs.Font)`
+ |  
+ |      showlegend [required=False] (value=a boolean: True | False):
+ |          Toggle whether or not the legend will be shown in this figure.
+ |  
+ |      autosize [required=False] (value=a boolean: True | False):
+ |          Toggle whether or not the dimensions of the figure are automatically
+ |          picked by Plotly. Plotly picks figure's dimensions as a function of
+ |          your machine's display resolution. Once 'autosize' is set to False,
+ |          the figure's dimensions can be set with 'width' and 'height'.
+ |  
+ |      width [required=False] (value=number: x > 0):
+ |          Sets the width in pixels of the figure you are generating.
+ |  
+ |      height [required=False] (value=number: x > 0):
+ |          Sets the height in pixels of the figure you are generating.
+ |  
+ |      xaxis [required=False] (value=XAxis object | dictionary-like object):
+ |          Links a dictionary-like object describing an x-axis (i.e. an
+ |          horizontal axis). The first XAxis object can be entered into
+ |          'layout' by linking it to 'xaxis' OR 'xaxis1', both keys are
+ |          identical to Plotly.  To create references other than x-axes, you
+ |          need to define them in 'layout' using keys 'xaxis2', 'xaxis3' and so
+ |          on. Note that in 3D plots, XAxis objects must be linked from a Scene
+ |          object.
+ |  
+ |          For more, run `help(plotly.graph_objs.XAxis)`
+ |  
+ |      yaxis [required=False] (value=YAxis object | dictionary-like object):
+ |          Links a dictionary-like object describing an y-axis (i.e. an
+ |          vertical axis). The first YAxis object can be entered into 'layout'
+ |          by linking it to 'yaxis' OR 'yaxis1', both keys are identical to
+ |          Plotly.  To create references other than y-axes, you need to define
+ |          them in 'layout' using keys 'yaxis2', 'yaxis3' and so on. Note that
+ |          in 3D plots, YAxis objects must be linked from a Scene object.
+ |  
+ |          For more, run `help(plotly.graph_objs.YAxis)`
+ |  
+ |      legend [required=False] (value=Legend object | dictionary-like object):
+ |          Links a dictionary-like object containing the legend parameters for
+ |          this figure.
+ |  
+ |          For more, run `help(plotly.graph_objs.Legend)`
+ |  
+ |      annotations [required=False] (value=Annotations object | list-like
+ |      object of one or several dictionary-like object):
+ |          Links a list-like object that contains one or multiple annotation
+ |          dictionary-like objects.
+ |  
+ |          For more, run `help(plotly.graph_objs.Annotations)`
+ |  
+ |      margin [required=False] (value=Margin object | dictionary-like object):
+ |          Links a dictionary-like object containing the margin parameters for
+ |          this figure.
+ |  
+ |          For more, run `help(plotly.graph_objs.Margin)`
+ |  
+ |      paper_bgcolor [required=False] (value=a string describing color):
+ |          Sets the color of the figure's paper (i.e. area representing the
+ |          canvas of the figure).
+ |  
+ |          Examples:
+ |              'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |
+ |              'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'
+ |  
+ |      plot_bgcolor [required=False] (value=a string describing color):
+ |          Sets the background color of the plot (i.e. the area laying inside
+ |          this figure's axes.
+ |  
+ |          Examples:
+ |              'green' | 'rgb(0, 255, 0)' | 'rgba(0, 255, 0, 0.3)' |
+ |              'hsl(120,100%,50%)' | 'hsla(120,100%,50%,0.3)' | '#434F1D'
+ |  
+ |      hovermode [required=False] (value='closest' | 'x' | 'y'):
+ |          Sets this figure's behavior when a user hovers over it. When set to
+ |          'x', all data sharing the same 'x' coordinate will be shown on
+ |          screen with corresponding trace labels. When set to 'y' all data
+ |          sharing the same 'y' coordinates will be shown on the screen with
+ |          corresponding trace labels. When set to 'closest', information about
+ |          the data point closest to where the viewer is hovering will appear.
+ |  
+ |      dragmode [required=False] (value='zoom' | 'pan' | 'rotate' (in 3D
+ |      plots)):
+ |          Sets this figure's behavior when a user preforms a mouse 'drag' in
+ |          the plot area. When set to 'zoom', a portion of the plot will be
+ |          highlighted, when the viewer exits the drag, this highlighted
+ |          section will be zoomed in on. When set to 'pan', data in the plot
+ |          will move along with the viewers dragging motions. A user can always
+ |          depress the 'shift' key to access the whatever functionality has not
+ |          been set as the default. In 3D plots, the default drag mode is
+ |          'rotate' which rotates the scene.
+ |  
+ |      separators [required=False] (value=a two-character string):
+ |          Sets the decimal (the first character) and thousands (the second
+ |          character) separators to be displayed on this figure's tick labels
+ |          and hover mode. This is meant for internationalization purposes. For
+ |          example, if 'separator' is set to ', ', then decimals are separated
+ |          by commas and thousands by spaces. One may have to set
+ |          'exponentformat' to 'none' in the corresponding axis object(s) to
+ |          see the effects.
+ |  
+ |      barmode [required=False] (value='stack' | 'group' | 'overlay'):
+ |          For bar and histogram plots only. This sets how multiple bar objects
+ |          are plotted together. In other words, this defines how bars at the
+ |          same location appear on the plot. If set to 'stack' the bars are
+ |          stacked on top of one another. If set to 'group', the bars are
+ |          plotted next to one another, centered around the shared location. If
+ |          set to 'overlay', the bars are simply plotted over one another, you
+ |          may need to set the opacity to see this.
+ |  
+ |      bargap [required=False] (value=number: x in [0, 1)):
+ |          For bar and histogram plots only. Sets the gap between bars (or sets
+ |          of bars) at different locations.
+ |  
+ |      bargroupgap [required=False] (value=number: x in [0, 1)):
+ |          For bar and histogram plots only. Sets the gap between bars in the
+ |          same group. That is, when multiple bar objects are plotted and share
+ |          the same locations, this sets the distance between bars at each
+ |          location.
+ |  
+ |      boxmode [required=False] (value='overlay' | 'group'):
+ |          For box plots only. Sets how groups of box plots appear. If set to
+ |          'overlay', a group of boxes will be plotted directly on top of one
+ |          another at their specified location. If set to 'group', the boxes
+ |          will be centered around their shared location, but they will not
+ |          overlap.
+ |  
+ |      boxgap [required=False] (value=number: x in [0, 1)):
+ |          For box plots only. Sets the gap between boxes at different
+ |          locations (i.e. x-labels). If there are multiple boxes at a single
+ |          x-label, then this sets the gap between these sets of boxes.For
+ |          example, if 0, then there is no gap between boxes. If 0.25, then
+ |          this gap occupies 25% of the available space and the box width (or
+ |          width of the set of boxes) occupies the remaining 75%.
+ |  
+ |      boxgroupgap [required=False] (value=number: x in [0, 1)):
+ |          For box plots only. Sets the gap between boxes in the same group,
+ |          where a group is the set of boxes with the same location (i.e.
+ |          x-label). For example, if 0, then there is no gap between boxes. If
+ |          0.25, then this gap occupies 25% of the available space and the box
+ |          width occupies the remaining 75%.
+ |  
+ |      radialaxis [required=False] (value=RadialAxis object | dictionary-like
+ |      object):
+ |          Links a dictionary-like object describing the radial axis in a polar
+ |          plot.
+ |  
+ |          For more, run `help(plotly.graph_objs.RadialAxis)`
+ |  
+ |      angularaxis [required=False] (value=AngularAxis object | dictionary-like
+ |      object):
+ |          Links a dictionary-like object describing the angular axis in a
+ |          polar plot.
+ |  
+ |          For more, run `help(plotly.graph_objs.AngularAxis)`
+ |  
+ |      scene [required=False] (value=Scene object | dictionary-like object):
+ |          Links a dictionary-like object describing a scene in a 3D plot. The
+ |          first Scene object can be entered into 'layout' by linking it to
+ |          'scene' OR 'scene1', both keys are identical to Plotly. Link
+ |          subsequent Scene objects using 'scene2', 'scene3', etc.
+ |  
+ |          For more, run `help(plotly.graph_objs.Scene)`
+ |  
+ |      direction [required=False] (value='clockwise' | 'counterclockwise'):
+ |          For polar plots only. Sets the direction corresponding to positive
+ |          angles.
+ |  
+ |      orientation [required=False] (value=number: x in [-360, 360]):
+ |          For polar plots only. Rotates the entire polar by the given angle.
+ |  
+ |      hidesources [required=False] (value=a boolean: True | False):
+ |          Toggle whether or not an annotation citing the data source is placed
+ |          at the bottom-right corner of the figure.This key has an effect only
+ |          on graphs that have been generated from forked graphs from plot.ly.
+ |  
+ |  Method resolution order:
+ |      Layout
+ |      PlotlyDict
+ |      __builtin__.dict
+ |      __builtin__.object
+ |  
+ |  Methods defined here:
+ |  
+ |  __init__(self, *args, **kwargs)
+ |  
+ |  force_clean(self, caller=True)
+ |      Attempts to convert to graph_objs and call force_clean() on values.
+ |      
+ |      Calling force_clean() on a Layout will ensure that the object is
+ |      valid and may be sent to plotly. This process will also remove any
+ |      entries that end up with a length == 0.
+ |      
+ |      Careful! This will delete any invalid entries *silently*.
+ |      
+ |      This method differs from the parent (PlotlyDict) method in that it
+ |      must check for an infinite number of possible axis keys, i.e. 'xaxis',
+ |      'xaxis1', 'xaxis2', 'xaxis3', etc. Therefore, it cannot make a call
+ |      to super...
+ |  
+ |  to_graph_objs(self, caller=True)
+ |      Walk obj, convert dicts and lists to plotly graph objs.
+ |      
+ |      For each key in the object, if it corresponds to a special key that
+ |      should be associated with a graph object, the ordinary dict or list
+ |      will be reinitialized as a special PlotlyDict or PlotlyList of the
+ |      appropriate `kind`.
+ |  
+ |  to_string(self, level=0, indent=4, eol='\n', pretty=True, max_chars=80)
+ |      Returns a formatted string showing graph_obj constructors.
+ |      
+ |      Example:
+ |      
+ |          print(obj.to_string())
+ |      
+ |      Keyword arguments:
+ |      level (default = 0) -- set number of indentations to start with
+ |      indent (default = 4) -- set indentation amount
+ |      eol (default = '\n') -- set end of line character(s)
+ |      pretty (default = True) -- curtail long list output with a '...'
+ |      max_chars (default = 80) -- set max characters per line
+ |  
+ |  ----------------------------------------------------------------------
+ |  Methods inherited from PlotlyDict:
+ |  
+ |  __setitem__(self, key, value)
+ |  
+ |  get_data(self)
+ |      Returns the JSON for the plot with non-data elements stripped.
+ |  
+ |  get_ordered(self, caller=True)
+ |  
+ |  strip_style(self)
+ |      Strip style from the current representation.
+ |      
+ |      All PlotlyDicts and PlotlyLists are guaranteed to survive the
+ |      stripping process, though they made be left empty. This is allowable.
+ |      
+ |      Keys that will be stripped in this process are tagged with
+ |      `'type': 'style'` in graph_objs_meta.json.
+ |      
+ |      This process first attempts to convert nested collections from dicts
+ |      or lists to subclasses of PlotlyList/PlotlyDict. This process forces
+ |      a validation, which may throw exceptions.
+ |      
+ |      Then, each of these objects call `strip_style` on themselves and so
+ |      on, recursively until the entire structure has been validated and
+ |      stripped.
+ |  
+ |  update(self, dict1=None, **dict2)
+ |      Update current dict with dict1 and then dict2.
+ |      
+ |      This recursively updates the structure of the original dictionary-like
+ |      object with the new entries in the second and third objects. This
+ |      allows users to update with large, nested structures.
+ |      
+ |      Note, because the dict2 packs up all the keyword arguments, you can
+ |      specify the changes as a list of keyword agruments.
+ |      
+ |      Examples:
+ |      # update with dict
+ |      obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))
+ |      update_dict = dict(title='new title', xaxis=dict(domain=[0,.8]))
+ |      obj.update(update_dict)
+ |      obj
+ |      {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}
+ |      
+ |      # update with list of keyword arguments
+ |      obj = Layout(title='my title', xaxis=XAxis(range=[0,1], domain=[0,1]))
+ |      obj.update(title='new title', xaxis=dict(domain=[0,.8]))
+ |      obj
+ |      {'title': 'new title', 'xaxis': {'range': [0,1], 'domain': [0,.8]}}
+ |      
+ |      This 'fully' supports duck-typing in that the call signature is
+ |      identical, however this differs slightly from the normal update
+ |      method provided by Python's dictionaries.
+ |  
+ |  validate(self, caller=True)
+ |      Recursively check the validity of the keys in a PlotlyDict.
+ |      
+ |      The valid keys constitute the entries in each object
+ |      dictionary in graph_objs_meta.json
+ |      
+ |      The validation process first requires that all nested collections be
+ |      converted to the appropriate subclass of PlotlyDict/PlotlyList. Then,
+ |      each of these objects call `validate` and so on, recursively,
+ |      until the entire object has been validated.
+ |  
+ |  ----------------------------------------------------------------------
+ |  Data descriptors inherited from PlotlyDict:
+ |  
+ |  __dict__
+ |      dictionary for instance variables (if defined)
+ |  
+ |  __weakref__
+ |      list of weak references to the object (if defined)
+ |  
+ |  ----------------------------------------------------------------------
+ |  Methods inherited from __builtin__.dict:
+ |  
+ |  __cmp__(...)
+ |      x.__cmp__(y) <==> cmp(x,y)
+ |  
+ |  __contains__(...)
+ |      D.__contains__(k) -> True if D has a key k, else False
+ |  
+ |  __delitem__(...)
+ |      x.__delitem__(y) <==> del x[y]
+ |  
+ |  __eq__(...)
+ |      x.__eq__(y) <==> x==y
+ |  
+ |  __ge__(...)
+ |      x.__ge__(y) <==> x>=y
+ |  
+ |  __getattribute__(...)
+ |      x.__getattribute__('name') <==> x.name
+ |  
+ |  __getitem__(...)
+ |      x.__getitem__(y) <==> x[y]
+ |  
+ |  __gt__(...)
+ |      x.__gt__(y) <==> x>y
+ |  
+ |  __iter__(...)
+ |      x.__iter__() <==> iter(x)
+ |  
+ |  __le__(...)
+ |      x.__le__(y) <==> x<=y
+ |  
+ |  __len__(...)
+ |      x.__len__() <==> len(x)
+ |  
+ |  __lt__(...)
+ |      x.__lt__(y) <==> x<y
+ |  
+ |  __ne__(...)
+ |      x.__ne__(y) <==> x!=y
+ |  
+ |  __repr__(...)
+ |      x.__repr__() <==> repr(x)
+ |  
+ |  __sizeof__(...)
+ |      D.__sizeof__() -> size of D in memory, in bytes
+ |  
+ |  clear(...)
+ |      D.clear() -> None.  Remove all items from D.
+ |  
+ |  copy(...)
+ |      D.copy() -> a shallow copy of D
+ |  
+ |  fromkeys(...)
+ |      dict.fromkeys(S[,v]) -> New dict with keys from S and values equal to v.
+ |      v defaults to None.
+ |  
+ |  get(...)
+ |      D.get(k[,d]) -> D[k] if k in D, else d.  d defaults to None.
+ |  
+ |  has_key(...)
+ |      D.has_key(k) -> True if D has a key k, else False
+ |  
+ |  items(...)
+ |      D.items() -> list of D's (key, value) pairs, as 2-tuples
+ |  
+ |  iteritems(...)
+ |      D.iteritems() -> an iterator over the (key, value) items of D
+ |  
+ |  iterkeys(...)
+ |      D.iterkeys() -> an iterator over the keys of D
+ |  
+ |  itervalues(...)
+ |      D.itervalues() -> an iterator over the values of D
+ |  
+ |  keys(...)
+ |      D.keys() -> list of D's keys
+ |  
+ |  pop(...)
+ |      D.pop(k[,d]) -> v, remove specified key and return the corresponding value.
+ |      If key is not found, d is returned if given, otherwise KeyError is raised
+ |  
+ |  popitem(...)
+ |      D.popitem() -> (k, v), remove and return some (key, value) pair as a
+ |      2-tuple; but raise KeyError if D is empty.
+ |  
+ |  setdefault(...)
+ |      D.setdefault(k[,d]) -> D.get(k,d), also set D[k]=d if k not in D
+ |  
+ |  values(...)
+ |      D.values() -> list of D's values
+ |  
+ |  viewitems(...)
+ |      D.viewitems() -> a set-like object providing a view on D's items
+ |  
+ |  viewkeys(...)
+ |      D.viewkeys() -> a set-like object providing a view on D's keys
+ |  
+ |  viewvalues(...)
+ |      D.viewvalues() -> an object providing a view on D's values
+ |  
+ |  ----------------------------------------------------------------------
+ |  Data and other attributes inherited from __builtin__.dict:
+ |  
+ |  __hash__ = None
+ |  
+ |  __new__ = <built-in method __new__ of type object>
+ |      T.__new__(S, ...) -> a new object with type S, a subtype of T
+
+
@@ -766,9 +1583,9 @@

-
- - In []: +
@@ -801,15 +1618,59 @@

-
- - In []: + 
help(fig.append_trace)
+
+
+
+
+
+
+
+
+
+
+
+ 
+Help on method append_trace in module plotly.graph_objs.graph_objs:
+
+append_trace(self, trace, row, col) method of plotly.graph_objs.graph_objs.Figure instance
+    Helper function to add a data traces to your figure
+    that is bound to axes at the row, col index.
+    
+    The row, col index is generated from figures created with
+    plotly.tools.make_subplots and can be viewed with Figure.print_grid.
+    
+    Example:
+    # stack two subplots vertically
+    fig = tools.make_subplots(rows=2)
+    
+    This is the format of your plot grid:
+    [ (1,1) x1,y1 ]
+    [ (2,1) x2,y2 ]
+    
+    fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1)
+    fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 2, 1)
+    
+    Arguments:
+    
+    trace (plotly trace object):
+        The data trace to be bound.
+    
+    row (int):
+        Subplot row index on the subplot grid (see Figure.print_grid)
+    
+    col (int):
+        Subplot column index on the subplot grid (see Figure.print_grid)
+
+
@@ -818,9 +1679,9 @@

-
- - In []: +
@@ -829,6 +1690,20 @@ 

fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), row=1, col=1) # (row, col) match with the subplot arrangment that was printed out
 fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='bottom trace'), row=2, col=1)
 print fig
+
+

+
+
+
+
+
+
+
+
+
+ 
+{'data': [{'name': 'top trace', 'yaxis': 'y1', 'xaxis': 'x1', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}, {'name': 'bottom trace', 'yaxis': 'y2', 'xaxis': 'x2', 'y': [2, 1, 2], 'x': [1, 2, 3], 'type': u'scatter'}], 'layout': {'yaxis1': {'domain': [0.575, 1.0], 'anchor': 'x1'}, 'yaxis2': {'domain': [0.0, 0.425], 'anchor': 'x2'}, 'xaxis2': {'domain': [0.0, 1.0], 'anchor': 'y2'}, 'xaxis1': {'domain': [0.0, 1.0], 'anchor': 'y1'}, 'title': 'two subplots'}}
+
@@ -837,15 +1712,65 @@

-
- - In []: + 
print fig.to_string()
+
+
+
+
+
+
+
+
+
+
+
+ 
+Figure(
+    data=Data([
+        Scatter(
+            x=[1, 2, 3],
+            y=[2, 1, 2],
+            name='top trace',
+            xaxis='x1',
+            yaxis='y1'
+        ),
+        Scatter(
+            x=[1, 2, 3],
+            y=[2, 1, 2],
+            name='bottom trace',
+            xaxis='x2',
+            yaxis='y2'
+        )
+    ]),
+    layout=Layout(
+        title='two subplots',
+        xaxis1=XAxis(
+            domain=[0.0, 1.0],
+            anchor='y1'
+        ),
+        xaxis2=XAxis(
+            domain=[0.0, 1.0],
+            anchor='y2'
+        ),
+        yaxis1=YAxis(
+            domain=[0.575, 1.0],
+            anchor='x1'
+        ),
+        yaxis2=YAxis(
+            domain=[0.0, 0.425],
+            anchor='x2'
+        )
+    )
+)
+
@@ -872,9 +1797,9 @@

-
- - In []: +
@@ -886,6 +1811,21 @@

+
+
+
+ +
+ +
+
+
+
diff --git a/_published/includes/make_subplots/config.json b/_published/includes/make_subplots/config.json index 3af12fb..382ef9a 100644 --- a/_published/includes/make_subplots/config.json +++ b/_published/includes/make_subplots/config.json @@ -2,7 +2,7 @@ "meta_description": "An IPython notebook illustrating how to make subplots with Plotly and Python.", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/make_subplots", "title_short": "subplots", - "last_modified": "Wednesday 18 February 2015", + "last_modified": "Thursday 19 February 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/make_subplots/make_subplots.ipynb", "title": "Python Subplots with Plotly and make_subplots", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/make_subplots/make_subplots.py" diff --git a/notebooks/make_subplots/make_subplots.py b/notebooks/make_subplots/make_subplots.py index ae883a1..f3c3b1f 100644 --- a/notebooks/make_subplots/make_subplots.py +++ b/notebooks/make_subplots/make_subplots.py @@ -83,13 +83,13 @@ # ### insets -# In[ ]: +# In[10]: fig = tools.make_subplots(insets=[{'cell': (1,1), 'l': 0.7, 'b': 0.7}], print_grid=True) -# In[ ]: +# In[11]: fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), 1, 1) fig['data'] += [Scatter(x=[1,2,3], y=[2,1,2], xaxis='x2', yaxis='y2')] @@ -98,7 +98,7 @@ # ### spanning columns -# In[ ]: +# In[12]: fig = tools.make_subplots(rows=2, cols=2, specs=[[{}, {}], @@ -106,7 +106,7 @@ print_grid=True) -# In[ ]: +# In[13]: fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=1) fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2]), row=1, col=2) @@ -117,7 +117,7 @@ # ### unique arrangements -# In[ ]: +# In[14]: fig = tools.make_subplots(rows=5, cols=2, specs=[[{}, {'rowspan': 2}], @@ -128,7 +128,7 @@ print_grid=True) -# In[ ]: +# In[15]: fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(1,1)'), 1, 1) fig.append_trace(Scatter(x=[1,2],y=[1,4],name='(2,1)'), 2, 1) @@ -147,33 +147,33 @@ # # Need some help? Call `help` -# In[ ]: +# In[16]: help(tools.make_subplots) -# In[ ]: +# In[17]: fig = tools.make_subplots(rows=2) # `fig` is a subclass of a `dict` -# In[ ]: +# In[18]: print fig # `to.string()` pretty prints the object -# In[ ]: +# In[19]: print fig.to_string() # `fig` subclasses a `dict`, so access members just like you would in a `dict` -# In[ ]: +# In[20]: fig['layout'] @@ -184,7 +184,7 @@ # # for example, you can't initialize a `Figure` with an invalid key. we'll throw an exception. -# In[ ]: +# In[21]: import traceback try: @@ -195,31 +195,31 @@ # so, which keys are accepted? call `help`! also check out [https://plot.ly/python/reference/](https://plot.ly/python/reference/) -# In[ ]: +# In[22]: help(fig['layout']) -# In[ ]: +# In[23]: fig['layout']['title'] = 'two subplots' # `fig.append_trace` is a helper function for binding trace objects to axes. need some help? call `help`! -# In[ ]: +# In[24]: help(fig.append_trace) -# In[ ]: +# In[25]: fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='top trace'), row=1, col=1) # (row, col) match with the subplot arrangment that was printed out fig.append_trace(Scatter(x=[1,2,3], y=[2,1,2], name='bottom trace'), row=2, col=1) print fig -# In[ ]: +# In[26]: print fig.to_string() @@ -228,7 +228,7 @@ # # to view this graph, send it over to your plotly account -# In[ ]: +# In[27]: py.iplot(fig, filename='subplot example') From e82c0b057deef872add1b03b5bc21f3bf3c308b4 Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 19 Feb 2015 11:02:59 -0500 Subject: [PATCH 045/163] add \n in networkx title --- notebooks/networkx/config.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/networkx/config.json b/notebooks/networkx/config.json index b714740..6ebba82 100644 --- a/notebooks/networkx/config.json +++ b/notebooks/networkx/config.json @@ -1,5 +1,5 @@ { - "title": "Network Graphs with the networkx and plotly Python Modules", + "title": "Network Graphs with the networkx and\n plotly Python Modules", "title_short": "plotly and networkx", "meta_description": "An IPython notebook showing how to use networkx to generate network graphs through Plotly's Python library.", "relative_url": "network-graphs", @@ -12,4 +12,4 @@ "description": "" } ] -} \ No newline at end of file +} From d7f84b5d611029dc6361427ea6f2c0ee4b76878c Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 19 Feb 2015 11:03:44 -0500 Subject: [PATCH 046/163] run, publish --- _published/includes/networkx/config.json | 4 ++-- _published/includes/references.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/_published/includes/networkx/config.json b/_published/includes/networkx/config.json index 88b7b75..6e77769 100644 --- a/_published/includes/networkx/config.json +++ b/_published/includes/networkx/config.json @@ -2,8 +2,8 @@ "meta_description": "An IPython notebook showing how to use networkx to generate network graphs through Plotly's Python library.", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/networkx", "title_short": "plotly and networkx", - "last_modified": "Wednesday 18 February 2015", + "last_modified": "Thursday 19 February 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/networkx/networkx.ipynb", - "title": "Network Graphs with the networkx and plotly Python Modules", + "title": "Network Graphs with the networkx and\n plotly Python Modules", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/networkx/networkx.py" } diff --git a/_published/includes/references.json b/_published/includes/references.json index e4c6df7..1e4020b 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -22,7 +22,7 @@ "title_short": "plotly and networkx", "thumbnail_image": "", "relative_url": "network-graphs", - "title": "Network Graphs with the networkx and plotly Python Modules" + "title": "Network Graphs with the networkx and\n plotly Python Modules" }, { "title_short": "subplots", From 1f73ea7234b23d7f55639527f5c6e3438dd70ebc Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 19 Feb 2015 11:21:48 -0500 Subject: [PATCH 047/163] update CONTRIBUTING --- CONTRIBUTING.md | 25 +++++++++++++++++++++---- 1 file changed, 21 insertions(+), 4 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 9d87e84..1592fa5 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -52,7 +52,7 @@ See [model](_makescripts/data/config-init.json). `notebooks/references.json` -Simply fill in the notebook id. +Simply fill in the notebook id: ```json { @@ -63,17 +63,27 @@ Simply fill in the notebook id. } ``` -These *need* to be hard-coded in order to preserve the order in which they will apper on the splash page. +- These *need* to be hard-coded in order to preserve the order in which they will +appear on the splash page. + +- **As of Feb 19 2015**, please put the latest notebook should be the + `notebooks[0]` item in order to appear at the top of the list on + [/ipython-notebooks](https://plot.ly/ipython-notebooks/). ## How to add a notebook? #### Step 0: Make a directory and add ipynb file +- **As of Feb 19 2015**, make sure that the `ipynb` file has been ran. The + notebook is not ran in this process (possibly later), its in and out cell are + only converted. + #### Step 1: Install requirements ``` pip install -r requirements.txt +pip install beautifulsoup4 ``` #### Step 2: @@ -82,7 +92,12 @@ pip install -r requirements.txt make init nb= ``` -and fill in `config.json` (don't forget to remove the comments from the json file). +and fill in the generated notebook `config.json` + +- **don't forget to remove the comments from the json file** + +- If the `title` attributes is longer than 50 character, consider including + `\n` to make the title appears on two lines. #### Step 3: @@ -99,7 +114,9 @@ This creates an `html` and `py` version of the notebook make publish nb= ``` -This puts the html into publishable form, generates the `urls.py` and `sitemaps.py` files and appends the config and references files with auto-generatable fields. +This puts the html into publishable form, generates the `urls.py` and +`sitemaps.py` files and appends the config and references files with +auto-generatable fields. #### Step 5: From bbee71d90dbe1fbef2cf9676219338a50fca30e5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89tienne=20T=C3=A9treault-Pinard?= Date: Fri, 27 Feb 2015 09:55:36 -0500 Subject: [PATCH 048/163] fix typos in config-init.json [fixes #10] --- _makescripts/data/config-init.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/_makescripts/data/config-init.json b/_makescripts/data/config-init.json index 9d8b37b..30f5f9e 100644 --- a/_makescripts/data/config-init.json +++ b/_makescripts/data/config-init.json @@ -3,7 +3,7 @@ "title_short": "", // on page breadcrumb and below thumbnail "meta_description": "", // "cells": [0, -1], // start/end indices of the cells to be published - "relative_url": "" // url from /IPython-Notebooks/ + "relative_url": "", // url from /IPython-Notebooks/ "thumbnail_image": "", // path to thumbnail image "non_pip_deps": [ { // dependencies that can't we installed with pip @@ -11,5 +11,5 @@ "urls": "", // ["urls", "to", "more", "info"] "description": "" // "a short description about this dependency" } - ], + ] } From 031ebad5bb5bbe1facbe9adf46d54044a9260eee Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89tienne=20T=C3=A9treault-Pinard?= Date: Fri, 27 Feb 2015 11:54:27 -0500 Subject: [PATCH 049/163] Update README.md --- README.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/README.md b/README.md index acccd52..bd54836 100644 --- a/README.md +++ b/README.md @@ -3,6 +3,10 @@ Plotly IPython Notebooks See them on [plot.ly](http://plot.ly/ipython-notebooks). +##### Want to add a notebook? + +See [CONTRIBUTING.md](./CONTRIBUTING.md). + #####Questions? From c0a20388b62da7864c9b3b79f417658f4a5bc9c4 Mon Sep 17 00:00:00 2001 From: Andy Eschbacher Date: Fri, 27 Feb 2015 12:21:35 -0500 Subject: [PATCH 050/163] initial commit adding cartodb demo --- _published/includes/cartodb/body.html | 998 ++++++++++++++++++++ _published/includes/cartodb/config.json | 9 + _published/includes/references.json | 13 +- _published/sitemaps.py | 13 + _published/static/image/cartodb_image01.png | Bin 0 -> 22557 bytes _published/static/image/cartodb_image02.png | Bin 0 -> 173872 bytes _published/static/image/cartodb_image03.gif | Bin 0 -> 1717449 bytes _published/urls.py | 7 +- notebooks/cartodb/cartodb.ipynb | 670 +++++++++++++ notebooks/cartodb/cartodb.py | 340 +++++++ notebooks/cartodb/config.json | 15 + notebooks/references.json | 3 +- 12 files changed, 2065 insertions(+), 3 deletions(-) create mode 100644 _published/includes/cartodb/body.html create mode 100644 _published/includes/cartodb/config.json create mode 100644 _published/static/image/cartodb_image01.png create mode 100644 _published/static/image/cartodb_image02.png create mode 100644 _published/static/image/cartodb_image03.gif create mode 100644 notebooks/cartodb/cartodb.ipynb create mode 100644 notebooks/cartodb/cartodb.py create mode 100644 notebooks/cartodb/config.json diff --git a/_published/includes/cartodb/body.html b/_published/includes/cartodb/body.html new file mode 100644 index 0000000..626f83e --- /dev/null +++ b/_published/includes/cartodb/body.html @@ -0,0 +1,998 @@ +
+
+
+
+
+
+
+

+
+ + CartoDB + Plotly image01 + + + + + + CartoDB + Plotly image02 + + +
+

+
+
+
+
+
+
+
+
+

+ + CartoDB + + lets you easily make web-based maps driven by a PostgreSQL/PostGIS backend, so data management is easy. + + Plotly + + is a cloud-based graphing and analytics platform with + + Python, R, & MATLAB APIs + + where collaboration is easy. This IPython Notebook shows how to use them together to analyze earthquake data. +

+
+
+
+
+
+ +
+
+
+ 
# Import needed libraries
+%pylab inline
+import pandas as pd
+import plotly.plotly as py
+from plotly.graph_objs import *
+import plotly.tools as tls
+
+
+
+
+
+
+
+
+
+
+
+ 
+Populating the interactive namespace from numpy and matplotlib
+
+
+
+
+
+
+
+
+
+
+
+
+

+ + Getting started + +

+
    +
  1. + Setup a free CartoDB account at + + https://cartodb.com/signup + + or use data linked in this notebook +
    2. +
  2. + Use Plotly's sandbox account, or + + sign-up + + . No downloads required. +
    3. +
+
+
+
+
+
+ +
+
+
+ 
py.sign_in('Python-Demo-Account', 'gwt101uhh0')
+
+
+
+
+
+
+
+
+
+
+
+

+ Pandas's + + + read_csv + + + allows import via HTTP, FTP, etc. It's perfect for CartoDB's + + SQL API + + , which has the following template: +

+ 
http://{account_name}.cartodb.com/api/v2/sql?q={custom_sql_statement}&format=csv
+
+

+ To get data from the data table in my CartoDB account, the following query grabs values we can graph, and converts the timestamp to work easily with plotly. +

+ 
SELECT
+   mag,
+   magtype,
+   type,
+   to_char(time,'yyyy-mm-DD HH24:MI:SS') AS time_plotly,
+   place,
+   depth
+FROM
+  all_month
+
+

+ All we need to do is replace the white space with + + %20 + + so the URL is properly encoded. +

+
+
+
+
+
+ +
+
+
+ 
url = "http://andye.cartodb.com/api/v2/sql?"\
+      "q=SELECT%20mag,magtype,type,to_char(time,'yyyy-mm-DD%20HH24:MI:SS')%20AS%20time_plotly,place,depth%20FROM%20all_month"\
+      "&format=csv"
+df = pd.read_csv(url)
+df = df.sort(['mag'], ascending=[0]);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
df.head()
+
+
+
+
+
+
+
+
+ +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + mag + + magtype + + type + + time_plotly + + place + + depth +
+ 3749 + + 7.3 + + mww + + earthquake + + 2014-10-14 03:51:35 + + 67km WSW of Jiquilillo, Nicaragua + + 40.00 +
+ 1686 + + 7.1 + + mww + + earthquake + + 2014-10-09 02:14:32 + + Southern East Pacific Rise + + 15.50 +
+ 4602 + + 7.1 + + mwc + + earthquake + + 2014-11-01 18:57:22 + + 141km NE of Ndoi Island, Fiji + + 434.41 +
+ 2855 + + 6.6 + + mww + + earthquake + + 2014-10-09 02:32:05 + + Southern East Pacific Rise + + 10.00 +
+ 7186 + + 6.3 + + mwp + + earthquake + + 2014-10-11 02:35:46 + + 154km ENE of Hachinohe, Japan + + 13.48 +
+
+
+
+
+
+
+
+
+
+
+
+

+ Let's take a look at the magnitude in a histogram. +

+
+
+
+
+
+ +
+
+
+ 
mag_histogram_plot = [{'x': df['mag'], 
+                 'type': 'histogram'
+}]
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data_histogram = Data(mag_histogram_plot)
+
+fig_histogram = Figure(data=data_histogram)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig_histogram, filename='magnitude_histogram')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Let's check out the same data in a box plot. +

+
+
+
+
+
+ +
+
+
+ 
mag_jitter_plot = [{'y': df['mag'], 
+                 'name': 'Earthquake Magnitude',
+                 'type': 'box',
+                 'boxpoints': 'outliers', 
+                 'jitter': 0.9,
+}]
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data_jitter = Data(mag_jitter_plot)
+
+fig_jitter = Figure(data=data_jitter)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig_jitter, filename='boxplot_with_jitter')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ If we want to put the plot in a report, email, or presentation we can export the static version. The plot URL contains the data, code to reproduce the plot with MATLAB, R, and Python, and can be embedded. +
+
+
+

+ +
+
+
+
+
+
+
+
+

+ Let's take another pass at it, and this time put both magnitude and depth in the same plot. +

+
+
+
+
+
+ +
+
+
+ 
location = df['place']  # manages serialization in early versions of Plotly Python client
+for i in range(len(location)):
+    try:
+        location[i] = str(location[i]).decode('utf-8')
+    except:
+        location[i] = 'Country name decode error'
+
+
+
+
+
+
+
+
+ +
+
+
+ 
trace1 = Scatter(
+    x=df['depth'],
+    y=df['mag'],
+    text=location,
+    mode='markers',
+    marker=Marker(
+            color='rgba(31, 119, 180, 0.15)',  # add opacity for visibility
+        )
+)
+layout = Layout(
+    title='Earthquake Magnitude vs. Depth',
+    xaxis=XAxis( type='log', title='depth' ),
+    yaxis=YAxis( type='log', title='magnitude' ),
+    hovermode="closest",
+)
+data = Data([trace1])
+fig = Figure(data=data, layout=layout)
+py.iplot(fig, filename='Earthquake_basic')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ If you click and drag, you can zoom in on the plot. Hover your mouse to see data about each earthquake. Now, for our final plot, we can make a scatter plot over time, showing the magnitude on the y axis with the point sized for depth. +

+
+
+
+
+
+ +
+
+
+ 
depth_time_plot = [Scatter({'y': df['mag'], 
+               'x': df['time_plotly'],
+               'name': 'Earthquake Depth',
+               'mode': 'markers',
+               'text': df['place'],
+               'marker': {
+                    'size': 20.0 * (df['depth'] + abs(df['depth'].min())) / (df['depth'].max() + abs(df['depth'].min()))
+                }})]
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data_depth = Data(depth_time_plot)
+
+layout_depth = Layout(yaxis=YAxis(title='Magnitude of the Event'),xaxis=XAxis(title='Date of Event'),hovermode='closest')
+
+fig_depth = Figure(data=data_depth, layout=layout_depth )
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig_depth)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Moving over to CartoDB, you can import the data table into your account by copying the following URL and pasting it into the + + CartoDB Importer + + : +

+ 
http://andye.cartodb.com/api/v2/sql?q=SELECT%20*%20FROM%20all_month&format=csv&filename=earthquake_data_plotly
+
+

+ This just uses the CartoDB + + SQL API + + again, with the additional parameter + + filename + + that specifices the name of the datatable on import. +

+

+ By selecting the Torque in the + + Visualization Wizard + + you can get an animated map of the earthquakes over time. Make sure to select the + + time + + column in the wizard. By clicking on the + + CSS + + tab, you can customize your map further. Copy & Past the CartoCSS below the map to reproduce it's style. +

+
+
+
+
+
+ +
+
+
+ 
from IPython.display import HTML
+HTML('<iframe width=100% height=520 frameborder=0 src=http://andye.cartodb.com/viz/e44ac140-b8ad-11e4-b156-0e4fddd5de28/embed_map allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+ 
/** Torque visualization */
+Map {
+-torque-frame-count:512;
+-torque-animation-duration:30;
+-torque-time-attribute:"time";
+-torque-aggregation-function:"max(mag)";
+-torque-resolution:2;
+-torque-data-aggregation:linear;
+}
+
+#earthquake_data_plotly{
+  comp-op: lighter;
+  marker-fill-opacity: 0.9;
+  marker-line-color: #FFF;
+  marker-line-width: 0;
+  marker-line-opacity: 1;
+  marker-type: ellipse;
+  marker-width: 6;
+  marker-fill: #3E7BB6;
+}
+
+#earthquake_data_plotly[value >7] {
+  marker-width: 20;
+  marker-fill: #3e7bb6;
+  [frame-offset=1] {
+    marker-width:19;
+    marker-fill-opacity:0.8;
+  }
+  [frame-offset=2] {
+    marker-width:18;
+    marker-fill-opacity:0.7; 
+  }
+  [frame-offset=3] {
+    marker-width:17;
+    marker-fill-opacity:0.6; 
+  }
+  [frame-offset=4] {
+    marker-width:16;
+    marker-fill-opacity:0.5; 
+  }
+  [frame-offset=5] {
+    marker-width:15;
+    marker-fill-opacity:0.4;
+  }
+}
+
+#earthquake_data_plotly[value<=7][value>6] {
+  marker-width: 16;
+  marker-fill: #C3CEFF;
+  [frame-offset=1] {
+    marker-width:14;
+    marker-fill-opacity:0.7;
+  }
+  [frame-offset=2] {
+    marker-width:13;
+    marker-fill-opacity:0.6; 
+  }
+  [frame-offset=3] {
+    marker-width:12;
+    marker-fill-opacity:0.5; 
+  }
+  [frame-offset=4] {
+    marker-width:11;
+    marker-fill-opacity:0.4; 
+  }
+}
+
+#earthquake_data_plotly[value<=6][value>5] {
+  marker-width: 12;
+  marker-fill: #FFFFFF;
+  [frame-offset=1] {
+    marker-width:10;
+    marker-fill-opacity:0.6;
+  }
+  [frame-offset=2] {
+    marker-width:8;
+    marker-fill-opacity:0.5; 
+  }
+  [frame-offset=3] {
+    marker-width:6;
+    marker-fill-opacity:0.4;
+  }
+}
+
+#earthquake_data_plotly[value<=5][value>4] {
+  marker-width: 6;
+  marker-fill: yellow; 
+  [frame-offset=1] {
+    marker-width:4;
+    marker-fill-opacity:0.5;
+  }
+  [frame-offset=2] {
+    marker-width:2;
+    marker-fill-opacity:0.4;
+  }
+}
+
+#earthquake_data_plotly[value <= 4][value > 3] {
+  marker-width: 3;
+  marker-fill: orange;
+  [frame-offset=1] {
+    marker-width:2;
+    marker-fill-opacity:0.4;
+  }
+  [frame-offset=2] {
+    marker-width:1;
+    marker-fill-opacity:0.3;
+  }
+}
+
+#earthquake_data_plotly[value <= 3][value > 2] {
+  marker-width: 2;
+  marker-fill: red;
+  [frame-offset=1] {
+    marker-width:1.5;
+    marker-fill-opacity:0.3;
+  }
+  [frame-offset=2] {
+    marker-width:1;
+    marker-fill-opacity:0.2;
+  }
+}
+
+#earthquake_data_plotly[value <= 2] {
+  marker-fill: #850200;
+  marker-width: 0.5;
+  [frame-offset=1] {
+    marker-width:0;
+    marker-fill-opacity:0;
+  }
+}
+
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/cartodb/config.json b/_published/includes/cartodb/config.json new file mode 100644 index 0000000..308d485 --- /dev/null +++ b/_published/includes/cartodb/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "CartoDB and Plotly mashup using the Plotly, CartoDB, Pandas, and IPython Notebooks", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/cartodb", + "title_short": "CartoDB + Plotly", + "last_modified": "Friday 27 February 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/cartodb/cartodb.ipynb", + "title": "CartoDB and Plotly", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/cartodb/cartodb.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index 1e4020b..d926ded 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -1,5 +1,9 @@ { "paths": { + "cartodb": { + "body": "api_docs/includes/ipython_notebooks/cartodb/body.html", + "config": "api_docs/includes/ipython_notebooks/cartodb/config.json" + }, "make_subplots": { "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", "config": "api_docs/includes/ipython_notebooks/make_subplots/config.json" @@ -41,12 +45,19 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" + }, + { + "title_short": "CartoDB + Plotly", + "thumbnail_image": "", + "relative_url": "", + "title": "CartoDB and Plotly" } ], "notebooks": [ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "cartodb" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 246628c..fe00638 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -56,6 +56,19 @@ def items(): 'collaborate', 'body.html'), priority=0.5 + ), + dict( + location='/ipython-notebooks/', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'cartodb', + 'body.html'), + priority=0.5 ) ] return items diff --git a/_published/static/image/cartodb_image01.png b/_published/static/image/cartodb_image01.png new file mode 100644 index 0000000000000000000000000000000000000000..768d0bfb6ada70dce5fd445b808701628d1b8163 GIT binary patch literal 22557 zcmeFZS5#9$7wE5uAflooA|gdliU>%T4l1DZ9y%yZYLqHnR7AS;PEeY(&_gGPQj^dj z^dKEV2!s+KA-Pe$yYAz?5BK3;zL&GsPUf_ky??vR%!$y|R=a%h_Qf-2&Rl-+{F(ll zGiOO>&QLwRKtuT@N;2x&nKPVcUOZDae0LTzOBcwl=6AT0JsX4q;Ns~$u2MzZo2CnW z(m+zWuya?InlI_P`voa!H`vMrU-MY~TtP_Sy`;iFpPw`+UVZXvQu_k+YfjyZKdbJ) z{dDi@_1KAoIsEMGk>YM&q`f)BXAW=a6o-QR94?)lOvi3E4{U92mMvCtzCS~C;lGFf z&-H&sNgCQde4+w+t;4im9g6_7V7M z^sbN1{Cxnis`&Yre{51ZIDdgS34H2&iYg`7vs59j53Y0l6Tb#gq=V_Nw@(>%)%<-s zM`q-wQ>58hzi$VfNaoX=iob7iZg&@Q-90t-NoLM%N9g6^v!`Me8UQ{zo2NIlk?@i52vcvL1EaZ&|dbxKsysEPIvWiWb}5@`BU)|MP=yDCCZ;F zkQ3$VMa2?)l&k#JMLLQtFw*b@{5|n3_3%BVc^v~6-J7T4b&4kPUeY``)l14v+d+ln zxergpdk-mXZ>4RX^7eV+nNUToa%Izh*SY%KgwpoWqe<>l?dPFre}>t|>Qn9iT1jd9 z(xzJNFL9MPwI~lSUPoiEd@8=AwC!lOi#vU@4C)L2ebN7p=s%VFuj>9^w$XN-$04Uy zn5Js8Ucwf)BTp`PnZGe|PYVl5J~+pFJQs6956zi-qA$v=H1DYR_x=v1?VcKOZw1sW zRzBI*SR|}SVg2p9i?`bJJt*87c+Bl`{m}7Kddy#255GC+&8AwA!FayzDX%)gx^{8x zA>Jf^wmxQgkv)V}r1#<}qG~A=8ku{N#BeG~QUbK;FE5P$!yQWsOAc;+4?GoX_1?Fm zR5h!goZnjOwpMn@x$V-abEN#HRZv+S*d+o`B0n?|OzphyR4Yga^#? zWks7okD0o?`>l>(TdY#ql3B@YVIF^z1I$f6g#6odS?n5c*7uem6^-y;$2YQYAw%1{>-pmKU>ZMk6{lX@ZgT zS$r2=Or7<%b{vcA_ykVDCrAORIklblDXyw1QQm;Qi=OeRX!e(i7kV~M@oM)s$}1TE zUiKf_{zcohuVbfCUQYrAnHuFPrl;cTzbNM7Ed5WEcb@{f6tk%6)0AiMJB6nzO2+?* z@-!&+^sw%xy~-)4RVZzv-j~Im(lvz=<(WDQ_C=nGQIxhf&ziEGdV`0QaJFXDEQ#q< zyh*WqL8|J%Z%*kwQ%X4d-xvMgjA;9S{!1;>WPP?a#qJ2Nw7Tzcsep8uhFJ6Q9If+9 zm&#vlur+ySjtwXJ09#!OdVD}IpVor&7SM&YW0T%Ok?(vZN%^hG)yvhB>eWtKt$9^L z)d=I39)1GTh2B|PwiQxfV8qn#e^M}AL$!Z zTwjKMohdPrIPO_6S65=xI%43jewx7i8}|PmPSc}*LB#*T;mzZ--VKU4DQegA{)EpV zo4)XnvT0bZg2OKjrx4VF`zcc8RI^i{E++B^#dSdNuL ze4?i!g3>lK*;f9PW}*~e4cO%A*`10ROq8HhpxggHaMPv0?Wby9RbK!KZa?EYy0 z*pqvvVj1!8)JVQcuYGVgVJaYHaqXkkpF2N#5&=)JGi@(_hAA7 zcrS@nW=e1WBdMMC0_U5rXYhv%Tz}3{YFC-<3CXgl4LKojLuExb`vSQO`Tr~Uoqya$ zc-5`=X7lx$=UKVY7;INf@R7Q|NjrbiU4{+h615 zHJC?;a8H0=>#3nIf1q4r_G(Yq`{R(<6;iNJMuK|&6G~S`I^ zm9MXW`oagUzE*wzGYIjc>I$WUz9_8~ufDBQSzIL| zvz#en-Bzaoe{zWT`1$nBoM@lZcdpuzl!{G7!QwNKh={ER_L8 zxr*%mJf*&xrgc`zBdr`L$@<=H)r?Yq(UQa(7&9FB@YQKbZ-}qQZ5o3;?QX5p5(@eP zm;Gs%ZyT$rCHau<6t5{@WT3uOC!Pa((3$G0)yR+6ca^uOQ@}HR5$FJU(Q~uhNs9`0 zfgus>OO12a+=~r1nnO|{SI+TXaKQ_dZzX$^7T#?LF{#v_k3Bw$IhiFV%jUK+nYB2q z$+wL&KN!fiB@ly`9&vJ35YF#AS19qE3&Cdmff?p&Tz`&NG-J16d|-q_|B(VWzxo+> z!?1>C_Vv&fj}L9=C}1whZx}UdbsfguiDH;~orHcVie{?z=rH%M82X zuUahU8=N<7b`ZbgIJ`X4MOx@noT76HC@jk?8V#IOTT&bmDPqqf4maiy1N-fLty#uZ zv5DCB^7vsS5Q9CMPhzoK`!y%=lmig&--v_dTtUaW4NCE9gFSSTltY0@b05_8jgTIN z6>@ciV{glo7jE3WfdlWx%GKCp$v?)-!oCe}y^I4T!tT;p9zjvAl(~eZrGZ`CZlVye zvxB=YTR0++t>Gs2V*=w_)NVG&-4wZB_t4Z%bQ_k}O8(x*<{>Ue3^we6O@SjgynU%}cCq|EI|{uf!TZE)jKOa~ z&N4lw4%Z@q5Buw*-Ebo< zp>yP!{#e*d-wg7_qD=o!Hc0r4{e$2lgJ$wT#bdhBvstl@Y&}diw-we75y=$zw*Db5Y4=fPU1|lpzZwwrh7(BLtgB75*j-NReevuz zub2mw4fuM2&f9pYkU2og{$(<8Gs;I{ypTO#%h+Zo!&=_9cj{aAT#GbH-|DDW@6k#c zr-SGGYezb*K{5MBgtAqDRog<0?^=P&X9ZNhTWv-vH8I3|Sjr1zy+!;n^DE?;N$NRF zeol??uH(r&s&nY(IrcH<;dQ>e#D^(eBuojwyeuIiA11^i(~W;%EYDf^YSFgQkVm-B zgY8fY|E+Wu{5Sw*Dtxj(B~7yrSbEma%5X@KSz25g+7e%}aqoX(IUwI^OKRZ| z#m1sIvqQc1u?ztwvw82xQ8Si+{)b7 z2SM_MlGuiu(s1l_jsrQv&1C@1pBEdi5LY%dX#Qw5CmvYI5c~Sx{t5D+kqTzwq8$(y zjA1+@ZBnAY%;a&Vbr+5#Ei8#ASMb@JLj2c)y4lR9G5&Mui)R&Qf5NiP@HI-AKk#j{ z)He3XZgh4W(5xR@6mIa0^_fl0a39)9bRwMF)J$!>Fum*IoYx2hHmCXWQhT~!>nw#4 z>tTObAiUTWXT=|wHViEw$4e~(?en90S!P?uaH?h5WnuLkSz&C)@+MS3!CVaAhgXeC<-53 zev&F#OFmTo}_CvyO|UN}m;j{#Lai?vS2S9nx5 zHw8UeO0qnQHz;hLau8|#;Q^Ox!w*}N%Mt!gS^@x*hQ*{%S&P5%JPip|lyW3|E_Q8A9m z%V@Y}9S^hNZKKjf9tG1DpEu>2R#heG0w=0hrGCyND+$xO9(@zpu##cgx|p{noMXFX zzh(Xe;H_R_3oB?;>oYj^0Gj0N&dHt~Y%?rBxhK{jeIM#+iOpbx-Zlww=HU=@(#kz? z5jGb)yuNItkjI^_4Awd)k05a+il_N^{#@7^$yLU1}6Z(bbRsDL0WIG9ZDQ z{yL@hY32Le$e?d>6>fEYBP2byy}3-utYfB9CWDm6lfV}jAIOpvfOS1L?0fru@+QsT z!rj1oT9v7j?G%@jz-@pgjg1_KP%RTVFKwV&-|iM8f0r*Tw0&dp=-bvzFCshP(#95- z*Mxcdc`7FYmkXydEaEeUrnT2MilFlW-64bxF+|y`hguiY==_$H4+kLJYdUkj9UD1{ zJ#B|U(hj6bxrN}POhAr@`3zUitQ3*!=(~bx^U#Rh+-P@maCjDN52pa^<9O(_*v~OR zBlap+%pd~X=1YJX`OT*MbhtAk~;bB zOb0$CcVuR|{boIGu1NJpgv6+@!vf-{L+S05)_2MkR>Xs4f8jqe#*y3X<{tM>HnWhb zu9`r6x}PpPueij7z8QXu5Q=#(3~0dJ==xEDgmR9o2fwyi>?mv=18!nP8F%C!u?$3x z{bF`1u;vF?>cr;L7K~cO#=vP1Eo(K?B{GUd?m8&U|-n{Mc>Ht#du9#@On6~Iw zJmGl7{AV#~O=flSAT1r6ws(`P*%kl=J%Bw7GENg#w}n(XHH{&R+ITCTCkxcZz0l23 ztaMUdU^H??4Yp3Y3X~zCu3M`R(OiMAtHc8IK|;~~WqBD5*_XHb9whEs2pY`hxCT5* z<7=Mu)jSisF{aZezuRaoDfABY8lhvN zf+WCc9Y1cz#^khmKOJ!4A-nMe&rPAct=#MeIvFnAarMY^*v_>e$PWt6*hz+&xpkKO zOntW;yE;9G%~TS_pX6uy&q<4-qPnz9!J3uhH_Kr#!f4{{IXff{#&H5sr z2ljZFn2|dqkt>w1GN*Uo5-!oI>&Ov*xm8j{A|1l_QpM7)X?gQzW3plCh8ra-a;~?M zFQx#LHPFE@Xlw$iFQ}3bidTZ|O9faLTiZ_kqp2h8$=r#+VwL*4o2|{ev8F`CB zeCv0?^IVDW3u(&19t$q=iJ)}UlfpCpmJSadoKH5GSxpO?b(jngz)VY`^QGN9hwdXJ zsvl-L4f0(gJ#_S7ki$8qtC%NdR#DeIdiSAs^wM<~2N7k>fUV{X)B4xwhn8YQYma~> zWyB0pO4&MRbylJ>_~);Y1<5yl1CGuwF<3i0X9I$cNoqGy4$I}vTu`9m2)^^pL&1&m zDAc-s_xBPxLVgPR7@X<1s5_WWNKewBsbPOf2$Hg`w9DNpJQ0O$3x{1H@>FJYpN!_n z7Zns=hSvD~iTm~AAaK`ESuAR@*#7I})3k}zZU0q^y^+PGxfK_#^a!|*)1^JS4ZN#0 zvUSjBHh%;)0o_LX*B;;td11lup2O#>)jnX&rmQ89P$&kS!Lr1wqt)9v67Lz?`+MX@ zj)#?PP@S;+>;2;%j(Ur#waj(rsuc}`wRYfEc%L~OdBx&Ls+hH)u{>lbb!h{QLfHIr zxGARgo};)9QD&ax{UP=UkWuP0P4^Z~XUpdpt-QvA+YFE;(t=I4jf!p(ZN<)!;Ahn8 zXLf!U2ml8VFq5g5W}oCTZZ9!sNZ;Q>IsR00N0&bmW0-olLT$EzSIP7q&Vf{hqQo7p zMw8wUj&t^%-0rbp$c4EIIOrn4-KRkOBhj!Cw_Rh5?fK0-4E8B6Qb2zIDOxxT1wdw2 zs`}yZC%njEV8h!H{$Jw)1M?RhjO%hGs}Y(a&dq6bX8H7ZkSmfqsOvmeeS~swyun6V zz%VZPmyV7nCKWtYH?`Xb#<*q`sx8h1Yy}2npdHL13pBy&ZN)L?g{#hIuJ0*pkuitQ z7!U9StyJT1gC?&+SXLM&`9U&6G)Onb*R5O7b8!=@;Iq4rZaQ8Bi)F4av0&^)&$z^4 zY=*j&p!%zMDHTm8rZuL)5cwJ^bIBZ>R(kTDFN6@)XnC_~Xd_*)e0Dqu+XipSwEoa0 z#}kAeP$1MQPPz%s7Spp(@(Hje;J7XmY$BetwemKLRoHsleBHRMB%Ll8t__~uglcj} zNb2VhU(-qJ7=WA(MJL1xtGm|Nljr-dSZYsE33F=iloNkMvphh zW2GcpUJ@NIIZcItFFCeph&uFHLwvT&oyuC%xn|{7oNLk+-L4wvxv}01>~Uy)m|vIJ z^CYH_KTrCwchgx>Br!)bQQR`bCp#{^MrYcdSc32aWBjFcge`*)00f8ZfV_Dv(^@*i zyUf<+<~IZIg2Xp5C*DvQo}yAV2t!#b>0K;)K2ZBtJGg5 zJC_RbaWkwq>GJssx?{uUXeDh_e^WsFCs<+`CL_($N} zq`X)y1{G=U3%(t)H6sc<5>4@HqMb7t|FOP=9CUf3f5@m%;7@(5F5)3Qaf|bDUfK zG*rGqJ>ei?nJ=1+7R~g2o*8sDy^F{OsX$BAd_G?8&r6|rCa%j=QIs`chXs9A5QDvp z(D%m`+V0(u3AVGtg9+tH%CU3t1{|;NN10j!&>U&XyppiF?6zr#Y`H>-fqa;zPc|g) z2ys6;Z!8sO!&TH~U6p;cZ&T4KzbVB6x66pLQDR%57Z>XpXldZpKla|KPq0vLbcYU- zo}n(C;W+6%i1UrP52&6*G*Y_M;>aCqy%#fiALxfhO8A1HOAk$@iQiM|bN*bSLK4iU z&nm>M`+eN_l0I?omr+RWn#b@ilUR1m?01AYL2h7ut9qb7*o->p3dK~?bh!HM1rbC~Viizx<7q?avrT5k>iEh)^ zd1Sz1F1T19?p|lc+ZjPCDMVDc5eBWF4Tt{}dr)eq)0^??0DjYL9tY;3IZE$V(&&$r z_{fokh{RK>0qXUJIkqFekdKEd;>KwIuHl?~7%)67q&W|qsnOd4CemohkpE4%`n&D1 z6VBDQ#PSWt=`;m8^(&6{_adUVjJ{=Nwgacs*hiW=eMA{YX0guuKg8>W?KPe&6%Uvw zUgm05$3ecDVqQk8A1_1X1I@a2d*0``FeYefLBi;WF#@FLWG)F@`Hg32l=zmc`SRVk zeSZA2QX`L~L%2q`_JIX}=4hfHfsHhO=NZelg!s^}<3@X!&RFS7?WtX56<` z{$fdjNmtWv3wXqL>zn}Gu#qftw?zS_SFRvsnkHDs|3OEOCGwyn|KTr6zcTXK&mF^k z_oWUvbWVOBL_$T{Riujpe2JPt94pSNqdP|%ZdA~g;Ci#M60;Lf`h!(XS6=-gtv>(v zKe8Un^y{r!R4&%0^KnleUmEfGUs0mK_NsW?y$BJ zK3^_!)kqB{Xc%O*1KF3NzH1_?f`66SR8+1j5p7~Un zvM_(Qu$Nb!zsq`0$}e4hixv&CuXC;@OfUxBA+OWs$Rrw zjWOn3^sN8UbIb89uIX<7CHIEBT9Ty#^}*OebEbB)LEDvPgc46?!P|u!OabqI!~k-J zC25Y%=RxbFx6-DagNyU3-(lvb(ji~fj5%DU5x~B~@aBLyxe@#97|f(<+$5i^ImF4Q z1FbN%4};iA!qP`azelM;iX3yGQE^&+pF>_O|{6J9=YBpA8 z41fJfHapsQ_=dT;)ogxaiByH`ZkxZi-RMCiVw696RKy8vu5Ul04$8mxX7Zr}C|)~( z;5Oc?Zss??frRkJsp|BD;`-Iu_#FezQ(_z58il5UJ{CvIM~B-7DJz4Gy(ZvQ2`eG* zwR^NDof5)-JhF7|?1g6q>waw)MoQ_~_>SuMeT3ppp9-Ip1*>*lfC+=+LqOtD|XX zeEo*^G#vR-D0gE&e(K=zY$it!->TvbuIIrZjogae}rs;ERQz*wG|L+5yLV#FH(>c(2Xc+AZJ% zFlQEEW+}$FtO1kUGG+>uKYfAmTN#&#A zWQS^eEn(GRT!SDZy7ICIQVQL92rZ4%3Yg`y_Mnm~v)(T6@&5{HLI1?cIdt}YW4;Hd zj>zIhOYQi@bdwCXK(nB$qU4nax3s|%p^C6&tG2B%)e?6${AKl9KJ2dzKB1PMy*SuE z9N3G^?C~Uin@dy!CHSar>fB-5t!AIDLCE2lTC@?DaHZ1UiiEYVyLT4I=J500Vu1L$ zBIOEnIi`cU$4OhPi4V=Ea6-@LQ*D#cOBgK;`~-UgBJpycC%tbcbjj!!n<&P@06>gq zo@^W9aYOC!!}9KUW0OMCR(`eYXK5K&lH|gaMm`cPeAjPG)?xB`gj>4~;w^VK+o;LH zkn*c6y+1fZ6}ih_>S@v~Xj%I8N>pI%D^!Yy(?@rGIo6$v?ybrjM_oJEXq0{Fdh40q zZ(o!%kaNfGEI~PV<$K=dLvz`^x!$ANUB}6e8dubBM|W#C3^rrOk7mjg>wsH;p`vf2 z?bMZ;$Pb?e7nZ2Kyq5Mhv}b>l_9#rWN2fHEM{iyRC+>yxSdikBu^^t9v7qbsRMOn-i*A7__yiusZyQw{H4{`^y}ltN}KK&8Xy=~ZTw|3i>8;m=0N5`$El9$J%E5qFTX+`n3udxR4PVy#KmF79mHcr1L zH(9ZWG9DizXzj-rXhofLDzxUM;@;8LRaN~>4~G{D#TxyUsi5f%Jl1%~@?{q_anEKe z8hco#SY(|mlo;=;fhLdn$TdmVd3ZZnvDbO^!d2lPly<4i2?28sCrwrqqo0Wa2A9%S zG&TT{nfAl%M^A|^cPRt#5GC`t{#Bqp1+GHJp0zzTbw>~hXHC2O{cP!1U#yuBHjrKu zkBa@@z0mHH$z1MoaF@H2F|1v->s#)*MSQ zt@}a5veKLSdTsCGL1hrnh2`-+iUIh&jf0;#%zz{#_CYpC1XgBfA_wJq(o?MHYR)2> zqIZ`ngj>l>TP*#+$1r~6rKM^FK~!8Rhb%mQU1Fq8Fgrmn3FgZ>8ic1tGpc!3+>4BC zB;VK;U@Yp>x{OO?#vfW8z10w!7{X<7wYq#pp&Do+4JKNh;O6S~M;|&LG-{ZAZ3i{` zh&jSVSKBbN^wMv_H{y;)(%MvUK5dE_q3p&{UK)|x(XB@C5?4W<18(_l5)V|9kT=F* zHX~lTs>x}1@R0~#vMtFY=A`f^DGWd|QJT0K`=`Fsw6`D@sVwl^N1>=0lmhaJ&ZBOGpwrWhn zYmb;G+Q5yJtiJ+>H5*zFI+^G4y9bOnl7e2^i287hH=lH89~ab|m!dt1SKnTf6Q7!7 z#srq>`=HP>CN=I7Q*-WvC;*ikF4HZ zeb@_J{U*(kO6;`A>hJpkK=Wa7-J%i4>GgGWDX5(8JNuDocyDAU9noV@SbDBQuGYM9 zNnvtD<;J3S%0~z_3B$_KCc!{6?mehJr|Q_)oCyxbc$oqP=mq$?NpE$JuJpS2g`|XS z=yjztZGUL@|7v|}e98VBTWO|X@n(!MB~0ffDF=Bib&f&cYb>g zxd{mChj@u`R~G~Tj(zM+Y|b*X=LDX*#Z>`+8*7-)PhA1lCtGIoN|;rK8kZ z-?$H?($qPHx9?}_w5sy_Zv3?(Te$S(nUGq)lLMi()JIM$8OA$hafW|=CH36ARK}#$ z+<2Azbq5G3{?4*R0Z01eMa>5dGrkH4hj6LVt&=BLwE7Bl6=O?=rptI)UUJt@>qelR(+m`Wh*54C%up*@M`y`4bs5AKwv6K~tT?#uQJ5M~Q5aO1Zy z@-N49#`(SYdc~RS+*~eKD6BaT5KS=nj(XAf`We%K2?~_#F65V_L({nEcP7ny!D1JsY3FGhi6;&hJPY8X?msxa5qbsVruMQA6!_JWzFKibrynv-sOdb zQiu0(h*wuMMG-r{Qp#s{bTjvdGa&ecpS=EUA+?CHgklX_pW4AA2Q#!voBj zH)l*cD~wOIRXJ+tax|j06rh(b3IdkK#0yrJm6eY+!iMXdjgnjAl*hWZNI@@A4i4vy zw|`d$Oj1x~B{9hhx)biUzVVH@DcIh9@snKt#e^=oW-RqkvPdE`m+3bus3bnIHn#3# zLDhb$)w^z6A}(vutz!HR%LG^WF(|)ETg-}Q_fFIDlG@6~6M@wuF{^QENxqR%QaL6f zud(i)!Twgu(T12BBj0t?6-^~8q`*g_vwmpb(29R|>=qWHOw!i_4n{ zh;pX%BW$s$Z$RJu=9}-pGFoar2GVKQhD6W*9mO1Ub$m>H}4~VYgs3Ggfg zYap_-6_03?D*odkK_ybfPUA(Uw&J^_Ly}3HYuZkt;qsBBBF?xG_a}1Ea{U zhgg+O!L(X^AyocjgDuQVEb}{Ku_FopZ%Mura})Q0xBMFc4}2%Qb_ME}4D*hmwKeX3 zJ*96#p;aGMjyp|VT9!*`goTo2%Gh6uc)Lb-UFm2BHc{5MR2#3}>mxuxGB4w(tIb`l zmy4JEY>jYM+0W7)9_X-46RD=zxogNj{DV|cmRn;T*Zd-?XD1_GfHU72?Q8yFc9s1* z1)Je-BbJETn>`86wYEbdga@{eYT@ov?>2PkyA<8LDdn1TjUYpX&GhA3=bEpa9!A#p zxOd%{J;QhzUIk72v|1D)hm2y*D&9;MUwmq}QUShS>TAE1KV;}>ikdfX^;rGr+8v(e zo2sTB()*!gIbWuPXx7~1?ma8qD(VsG5eQ@D{Rp9JnEG2j$xK#QVkK}Dq?mZ`!fFWd zkq%`=C2nuTzUuvotub+N z3~!zL37NC*8fgA~=FGEcF>bvhwDGtBXQ$?}8RN4BXycE>CynZ<(#8X_l~+ZVY>Tzx ziW-vv;~R<$@NiW3`HPey>KMYaFb8Wz++z+DuHz0J@EZXyF3sb?mBpnes#0#8!u{`9 zWeKBHIKydX_z&yM&aC%-?nlr4Y^`~664o%R$KTM$?nI&Cx0gLTZ_td9r~Uo#-jWI! z_0n2)NOp#d=;EWKVB_XKC53W&*U5&p%=k`DMKKi!ysjE`&qc%d#J{oSp4fqFVqsB@ z6-O)inB=~N<@ioV&w7ZsYU8PLE$i^>s1NO!%hu(^ya6p!%uU8YDuAV1y>XR3aCUTG z-?GBodOuS+W%&LPywio&YrXOEnKR7rzuyHw7Mi-6qPAt$7ec;Ya)SsJPGXm)&}`!Z z5U2C$kJjC%=h9lwK~w6AFW8Ongz^o8Vgk&|-@dX;_nk?g_sNp1@b0>X` za@$0z6v*rkb?4iKzgagW&*(45Ym8qhaFUN!Y=l^tzgL263$Z14 zRG3%H6f!+wI~hEP3?Z_=?QSUu`c*n@c&Xay%XlvBEAoXqH0ULo=PtdXCZ~G>(JRwPRj+QzCpTRK5N&$arnY8zt=HR?bj&R^%W_Q1W9V55(2|Pj6)mj3;;%<#nOQ@>Ucj427x6I%Xz-{MHA1 za{zv?XGFAPa!NLOV%-4Q5N;fprTz8QHb8>1MSnn`%<~j~^fy4yeb)nQ;Nq&+pT=n4! zD?U9*zdgoWWYY$crtgS+{T|P{RZhWX6=p|+|`L-e(cCP(e#aQ-ou*Ezw!x0(vJv1DR7w< zL)Y^?c*KAM!8-lxs*3{%Vhwk@wc7*sJ^7bdoE(?Me|q1darXf2kLX1Y8#OBkTt52U z5Q+-)_0F&7)jMceHvQ6$T8rK9tD5S+G^L*-qs%5kE-VQ8c<%39{SB8+9>y08zi5|o z-D34aM&L?i5r|lhhNngP-Z>&WEaWM==+R%DE1b5|t#WNl>2Fp2W0EL^0{O?si^CF6 zBYdTV%$pa#X^da81Z>GIge;X+lunA=EhP3O=6vTflh_8y*H0JUPd)zZEsyppcRm>n z;~#pb6O9hYCJC;vZS^K6WG!B#%;7Tzd1xPitegY$P?20VX!y+^WB7 zzO?YH-!PM<6 zO}1_zUWN`)-p2|VumfIYPXi~T2DVuJ%lEDZ4eYL%k!tih`!H6L;}DsOxz4Ch0HX z64JX~Cu#&R`5P1Pcs9JlAH$4`-oe{{j{rTh{j&-Q*&9{tD&C$1PIx;=zad*)v4hzq zZ7jmgUm{L^7=wp-ATA%;W-?Fu#jgBV_5g!vQCgC}*;ADEEe^*B~Hry7VWj_aM4 z_;|D==!|qnW9RUPqf68^M9;CyDAb>%oLN^9I387-hfVIc-04E~0c0lFoliP3tW8qg zy`G(=G|Vz;%>zkibEB5(CLDX}5B5A(_0)_?LypqQ6tD6!3~w^(nzT%((0o4K_y+OC^RA{lTLhYws9AD_J6<8sO(pL#tKu zQG(`28Zx;r#6iR{1BXjd><#s+hd(}eU+fpvobO+0zV&)$R{~(aA_y$E$YwLK_8ZBi zKAF;~cUw#OIJ_x*eZCD%S!=ix@F-uc%d2m*n2iH}&zZ-WpErW6f3Vt8cQg+T;b*O9 zSc+Fp_YB06xEYrW)!@DDSbNYBnpCXyeeF3@BSZX8e=A#6nRJK2y=O64*_{Kz$*$a? zlxN2ew5=3y9jmZA4=r3}TxXl!I9e`nxT8`UwJ!fUFnl@SAt}T-wh1OTT58`1-NAw< zWc}O3hpR-}%SNJ^9&Hgw$#1VFglA0zdD#Tv!^%_C+Jph`g4ek+rGOberD1ievz1#( zrmSCP)LT=_S=xRXJviX@e+#kqFIV+Jp*%;JqCPL=3;SoxSntG1ReF2|<>f56zJbhE zg3+d;XVAv$WZAs*BN*#X!h3x9AvmDcb#*O*F*G8(7 ziO;wjWLMOHP1s7TOqLj1ANJBHmQa3vy6bpqhGqgF=69*`ssDGK6t&cYpvOCjS&DtO zFJjEKSMtUo3i0c0A&AgwGmgfc&!n7Af`Zn%j{BRo*cn-PuK^4**uW$fY>x1r&AZpm zao^2GX8u4h1|oT2ps3$$Jr(4#W1xA~FR#P#PQ{|A;9~JqRT^Vsu4L24Tn=k7JpPdN z#)_#+0omb$eJ&JTCCYF_mfSrYf5x6jcC(1UwBB~fx|JqCh#>QDtn*fkE)1-wD@Hok z!-6Jh3n8u|8peuB^Pl%EfefX2scC9`SLBLiIh_ok8Jv=DnaJ&=YEV zTbt-h)7Cr2^C0=$ea-fy(g}j|pNVwS>{aEq3PYdl^*!63JdO+*F)~v=PcGWvcbV`B4C#KN;up*6&7cj14f9Vf_a$ zqnYRA)(6rFZwXCXVf#NIQ37PR#BA{SxjE<>>r34zi9}Se0Q+{7v;%B$3UFsz1gg!g zOL2@1sT*sI4E8SzU6XCh#+5PCR(|fbqu6i5{d=p00pk|Sl$C&}RK4HMF63fOU6GNP zM@|9faJSNkfRyykw$X;wtl=&4&U;0*uFz2+D_b-9#krGN;T*#lP4epxA-WZFX=8J# znv3;S+v?#})=1eg2Sk-#PE+H+9ca<9EQrl4_i8B0(3%IAc0f}uH}2*BxM|hZ??vx` z`h8ETM*$4-ns*wqby23QY<{748bBUv4okvff}EHgqI|PjY-;#?g#-W;WBSYC#3x=Z zi-+L4==1f8?|E+SiixJ+pX;c}cN+|jQ@rb#-j;JwE@Sdo$?4wXiKzVY;S918`2)afhzj1Fnb7(}nj8CDmiXeOLL_Y3{s#L9{y_o40a?|$#_`kmIiD4 zRJU&mFY-o<+7vK+Qlid4i?3Jkox(A>f{R}HS*Z@ zXE?-t>sWcFx{yEnQ?vHSc>$3}4pmEbyccJiIIzDTIuwd!Y>vm!W8*KkjS}l!G4m=9 z^o0|PR{BMM{tyYPnAEvV&_KtnVxR*J9v}Gn_1;8*kx+>J;s-q9b*DkKh$n78+DJC8 zyop4U{%KXNV%XHVL5c^SA^!FW@lj0wq$agwbzQgck#X{NgJ zonS3i!eIm68KE{$ovH4Av};S5xvMiZFvR(u)Vo}C3E>Tl?~(duxZJ^1+N5t@3)?o zQ&M}h>5<1Kne@e7Wr?=j*qLglpNh-?@KFY3_DJ>*=7k)7E}(b2@f(M{sl!WI)z~G5 z_-+~wu35h1bD7VsJn?l#9<^ruK?w?v9F0K`@&LB9&!}DD%FW?#yURhg^!5&pel6lM z${h&0>qtD>k3O%6pAzfMS2Oe8KEo(yQ_qVN#e1Vhxo&0VARXPNh4-En{ z{WT^MY8=+r`FqMY4(j)VX|oO-LF7BMLf9r_XD5=avW;123(6OC)8^)N%HE~M7m_X{ z+ZX9d#rpo?EQiNt# z|E?hj)-r@b&&wJA+kX98+h#JuvLXSH#Np%#MD1O9RyP#zcLm+p3Z&0W^?mz5@W1`1 zk9Mi10$Tl~lM%0Sf)fC_*Y?~73!iJugQ&vd{_UAeV0t5u*PLz_9x#+?QaJ9n(?}uD z&=HS-w$6V)ij}XPiy!_LEcU!&=d}wwL1IPkM;ytOupHMSyYk?k?58uK-@AVnh%Fz*3T;6U(QSJ#ZRO)ShRGpItaHr>M{U7a||2NZn9LJHqj1JvUIU4dU zUy|bBU_}h$_;R%9i?5kD%qX=+j60kGOn0B4&6ryF7@2a3+QNiMET6&{ zRKA6g5-i2_X}?2Sk93%f@jTqGbYGF+*BkGs;XeBny;OA|7Jaj$cHbEXZ#%d@kS(r4bL3hdstD5agKpgvd7lCK<*6B_{!^euv8C6{-F~Qql{i19~*Kx%M$`y@7olfR()r+wSvMySH&)6-Y!1G<5nig z+CEmg(#}Ry`!NXf0_k7et~wHT0f~W}N?t2)Z#wrJ`9=fUJN|7|d@Q}~TmE=5HJ+Xe9f=eJFyL0RzRD?pnqJ)(w5=70Rr`4 zU0^NHCa+%2iYAWOnki1Z2vIz+Zkk|m?A*?y*4BVGN)o(mu<5)xko?Y`WR=~4&h9g> zu1Q2E$s#Ai2bkN4b-Fw=(UEqS{tQFR>xJtK;&mqvGYsC=6UqjCn%Y=;i#*jRWAV~1%0{a z49KFyPn{LcyhtxjD$n8K0fxNq(QBI<1gG6m@x~@HwC%A`MHbURV1EvKxzR* z7Z8JD7AsNNT6k4!4h`iDioww)*$tYq&~}?hYU{tbyoez6EDhkf;DRk_RVNi9_6YvU zutfoW5gnj=sjA0Q$DU8d)r(CGoC-~n9Mw- zD@F#`Ay$T8W{VVwT`T2d>p@q`;M$5DX9liG2>h#LZW{$XJ-M^5R!txvdO(QIy5KK>ema>n!)l@N< zVY4;3dV$akT}ipIC6aPRA{$7S{5|x_c?L@J|MH)zfhku*VZsTAY7tBsI|18YwE*7` JD8)N2|4-v9YXtxR literal 0 HcmV?d00001 diff --git a/_published/static/image/cartodb_image02.png b/_published/static/image/cartodb_image02.png new file mode 100644 index 0000000000000000000000000000000000000000..f55c6e8ee5603002395c0caf84af4065013b0dd4 GIT binary patch literal 173872 zcmeFZiC2?X*FKDjBDR8$NNbV7nHE&E6cjSxP={(IwhG7)B3el`GDv`gOn{=aPFO7{ z0tsprWk^tj5JD1=Dk_km6e5Hq3_^gA+(1Y|2!Y=T`n>P^to8i|-;=e_$byr7&e{9g z*S_|?{r!;t-o=X?7Fk$WEdF8N_di=$ST$Q%%o|v^0DR|S_{l=>mnDAZ4@VY)7iHlu zzkz>S$L2OzUdgh`)K^(n89lyjJKe=+xskoDbm^d7M z<*vhCXUluN!Oz*7e{NUY$%yz2Qc6(=W)uMT!8?^9tYt4Z|x4zHQz6x^)|2ZIGbK0HS7oTrx z8aaK*b4d}@&0G+dv|;97E9d-TxpdzQ((~x|#N7JiYq0Gh#btU~u7ANCU&1zsp)!{Pz%mWBm6J{(A@?@!`Lo@c(a5$j&x3gx3@uD{HSFUS~12 z7D}FM3iZ^q4aSp{L^ywoXY%B&KW-Ro){8oC zHF-_fn)rrZ#0YLw=86%V_06M$JjaggZ<^BM%Gw*7nhs8rb(rZsmt>=%A#~l;=4rpr zXMb6LaK3Mi`*2Y^}4C4>As2PSI~0Gzo5lun_QJxCXKe+hs?_sVS1h# zQY$1eu1_2@>Tgv85&&LAuSeSjR&LFym>YVeVR97w{!MAL{+GyUH4!e1X6LjFez$e& zRz-d_CMUZc(&M)|Mn*=KwNIrd8|vlLhIQc!{GNMN#LCZjJ3G#<*d=?s-HN!oTK`&% z^3G|xnQbtEWwL#O?zm*sw@0%TRvW=|?cn^$#@r%dnS7L( z+Z3sZw;T`<#huToW$g<^v+2E(5K<|hx3M#oA(6PyM%$vHwj>oB`f_2otJ zDVX2&ey0A>Q6lAAPZw}=^0fo9X!cDXMS5K~yrCMCVW~2jkeU4oR=cYtiY+Pd)U-EL z2GVZhK5Gg^vS$~HWgN+u&r7bca(-vFktmS+Qsb?%DL3$(9xYf@&<6Uas2o?bv)lM(E@cXWa=qh-+a^|#^&N4`w3nm@a0rL9}@9NJx(X`-mUzIU{p zCP+^7&2vtuF~K{L>|anuou!gcUcu*Ze1h)FJ3AX2RgQy=&Hl?>Br08dBit0cX*q3e zx6kZiz}Y4dhf-}i3udfy+n9p6Zg#)(Era6);LFb@ zz3zTBUr6>pdZz}aYHztmygV? z3rWomBu;9YT^kPH*g1zbM>aE_15UoSaccb>V&O}>YlM@;5Vk^(zDqy-LFOkwk@bxz zk$K6f$?n+O*@Mld_Qt912c64l*Q4ufXP26a|FzEXOH$|;xWS!(wi;Wm9UGIPKu z{G6B>A`)2-6S&fr|Dm<4@9YQk+vod^oT%2ky@f&*w77r}yr1>~kqmDIVP(_Em6C#f zbFoRk+}_`w94YjC+cHFzdKmv2LQD!yrPtlXKAdTqnPSb1qWtO+J?X)6E)L%$o~6hmevyH1nlt8w{O;q@bw2~sQ_Qg-2Dpd?9^MpvpTD5X;Dc|9iH_d%T*VB8_G{>W z$eyC-YUl~{OJliMfgF>|t<#x-qEQRHa-hGz|8*lpm%sI@%W#OhsP~SG^X&3n5sv`m zt%PV(tpJ{SL3DU-d=DH1cq~I2O|U7pyO>yR0O1?clG%gnBNoP^ZQ@jUe=0=OlKwmHV)bReu6Zi6+X1LYayc9Wx4epbe*DNe z*BW&`Ia97Uil$CekOrUcQC{T!T!6IDvv`qj)ly_xi;=*?l$ZolqM1n-zvTDaSGKKq zHS6k(?QAJjL*>ezdZk#6Oc%(jLE6gA793c~lcSaZ^$um;0Ps^bhP;sF~~DdYI?j?!DvmxzRJ?9Z7{PM%=Yl&sJk6F4O>! zZR^aGZL+Z-op*m~iSmjO*E3T$d*rclodu_Tm(6_lgN&o!3D$7>!SR;+zYBWtxnVdXdcvKw3>7E_N%v0Oc z*{#%tX@<9YDiTLeEtX3NrF5_O5m{LW>~=C=TE^&Gpb6?*^&4(2e6}3z;u{(~Yf$65 zbWC*uxK%l%XNkfBZ@6AjFB;E|sS_SKOK6teopiV%>Rh0-9)N8==#^yEn_d?Y9UUDh zkTdjXQ6>x6;mE{NrD{aIS~mi4{w>!fSv!6g+Tz#fwO}CW*MDQIg;SR+5xU7@M6)F` zF=g%Wq0-6NZDG%LLtT`TZ=q5y_6i{(spBCbM@N4`Z&SBFl$7ePj5qFtF6p107Wq6i zIlR>6>X?^6E-GxsJe_t#=V*6)BoURiD_TQ6gf1i9Rn^APAV!pTj+}5^s%o{1Oste< z_GWv?0u+WMu9VJ3ts|!QA?o2X<4=}8W7Yd>4OI|8ToWzX#>6e5%+*A@$ZhAsG0Nm= zbHZ?OnR=-CQmat^FH*7r@v^94y)a|tM7*y_0&*|j`VY|@LeLFSqt6DB7%cYFN!gqU zhf4&>c(!CaUw_~gFYvZP??l{NC@GWrqImirUeU`xbaL7hWz7tk9Nk}E)wbwk=}%nf z)(oXCiYID$rtU8@w&pY`JT;SzVU~^7`CJEts`+qx-Xe9Iy~3I)KE&Il%$8(-@Vph! zXU!ADEVh=HC0h;q2uF!m-W~pD+2xakYyX}OOJXUrT{aBUz-`IYbQPjBm0l}{;9`5YX@d!JU1{r)xdOXE& zoN6U<4v8j2KE5Y<63LIUmS+x1qmc?g(IW2()`}f+)6*?JGN72b@hO5XGkBZ;ylphz zmq%a1QKS>xb!nZrmHcQwypJ9p)n10#IeO%VLYpQI!Fc95)QL?X>NHpz41TKUPD^5A;A*+{9mJa!A40*$KcF}$;IXFtC@|BQG1DQ0jV zI+MO=%;x3&qDt;!a{qnBHsGd3k|75DAr}@~suFWDZ ztO>BD`iUkZgQocqA)7yaNBxoYT2wEe<6Gmj)J(+oO55PA;>YVzHMzRsQ+cvlB0B`N zB+vA1C|t5G9tu{VPv%q%qfgRV($%z*FowZ9-_OzJ%T+}7X{eOH%ZQ}03o&hXuNn^= zTd-|*8=b7Hh2>wmR;L6tn3>qi$TGuJyf0$^K;Dqr?4oQ>2_&#;Hn-Qj^D6xHgJ+uUFTw9HjXmgWGZi^fMiSa2FRhUEcp&}QZ#84h(84Tr9O@1?V z^65dDe981ZS`71bA{XJeWY!-n^t!n?+!C<|3AMs;Kryd3+dvxb6f%OyXSR+ZJP?Y5T1w$7SPIYmifaFq%++=| ze8wOLWF0p%i4qt!RKCXu^;?IJdfP0hHa41X)_lH{NN1_m==F>6b4>y>iN?ODb}Cj7 z9#0C-lIRI89(VPV@>jGSgp)3(6AL$USv>bf4W6A1>LEpPWdFTy5duhD_LA?RoHy5}9xs^n1`^;oE_GjjG5aZ% zesklyPV;64w`PDd762Z$*XcXC{XT5?#9+K{P;7x4qV>J?LvgkuDQdC6ZV#c4z*_nJ9kkiy(jdGs*s$(pnWDjPZmOou36c}c!1Lv-i`<<=F zXYTwOG0VAYfP316JpkMx##2MuDNhqw|6z9pfIM8J2W6Yg=@2XG?cqGx4*WRIR-?QFTYTAiJJc|T-R2Az(e=M$-jT9R8M*9}&$8qzSsq0J^hK<~Zd zW&EKX_XcGCJzmC)g_Mn3xMO_QU2LI#o&`t!ELC(x$9xBA&2C{280IHtk#>U;5gy-Eyjuh;Nr4mD`^k>G(9bl^x`m+cyy-iCQ zRVdk!P$3fAEELCbi+IqTpOBtk+C$cS;~nE|C%zs>UF>v2vF+4JhS&HRU0rwnRpUIR ze!Sy@{8KTC`Zq(k1*vQW#1o*%L3(B^bu6gjVi}^&3NO?;LQp&b2I`6A8M|UVTzljc z;aJ`wZXd-baoneBCl3QHseVw%(>G}o`;3jMFzvGv2oifGB#>zGvevSf@UP8PQ-ff- z1wtm@-I@WFC;qF_`~RvXBX7tvEiumE7Db>kx?f%h>rOg1c;t@U>q|4Lmxz;k9*+qj z(!(SMOYwWbJ8r0ea9Pj%7G+O#dn1mjY9a;kT!)3ec7G|#k$cZU#qNqG)1Xe}(}r%< za&7^fALQ}==o}1jZ)T0&nMFGy5rk?cVVfh8k-fL!ih4?2jXpOBN*SAHc9&dB)xjUo zuk*wp>fN~WbWGly15-4VBea zXbRV8wwv^3*v9F{_KZ1k#Nq*FGGq3ByLMYQrv`PHDN=fN5+W6E_0swQc>yu#HsBN6 z#hD*G38G`+p>)M^r)quisAZE6D(Fc;33=yecFZm{0Kf19*8~^40kqpI-nRA_IEo6_ z>nNk)jHDieeTtPT>nudcw8P$Pw_V$-jJxViVv z7vG=>IX9TrjQ)wff26#XJa?>ZReYg9Lrw2RzooZ9kFSd=f)yb?3^#*K1NSP0jTQNF z^QeU#+>_+Cn_4Y(u$SRqa9LXninlTs4S%#Z3}>I{yL)!CHB`Vox-!Sj1{9Jv=H&yHFfry9`wtLnBgr^Y7i92hK)VuzpzBHadef&`Lq-`@# z@tDP8wQ8)#%Ve^L?(gh637JVkx&5&94E~zJ*-Qpem~lj3wAf*7QPs!vvMNjtz#>Ry zCJTUzQY++;%eph_H&C<(y^9@MK*&sB2SIKcZU>#PLNkT5mpZ-C>!n{H0=j(mx^az1 zt*h|r@KBIu^GQJ$;^ddLbIvmpp)XWa=qZ{Rfj+=68n)1<|I{x931+snm6E=4yH&Uk zh*?_ziEhW`o zT9UKPdq}V7g5eH4l8amHKN$FmCxk;nqKPP7q*){5wKB-BO4_yCLU*{Cn*^%^N znrN2nE-~m2!q>8h8HWMAI9e-f?Ln{+-GsR_HVub23WSl+c6hyzq(S*Dyq-d#j;yQ~ z@@T>hrs){$tG~len1V;F{Y>R6ldlRfvb4n4(roR+>QT?coK+) z$uQ@PjL7JDvS@d{91^JjLvvi_y3jv#ocS)is7YL*_GIJv+?~`&{?=pu<%Gz~1qf2O z$Z$XOgpu?%$T9~&AU69%5QEaN@^URD-N30hbCY35AzYqx^aBS1KURwTaS4tn$2FP` ztfRJ7B@R?_I7yR-Wti!wxZ$*?$bUYPIsJ~$^yDtviIF&Se8d0|dd4q8)0pet)N+r~ z|MVWI-+PG=hn_Es>NFljU*%PVL7Wdbt-j+DLbA40$RQi)8_le>L`IfM=kl>ER*Crj zF2l3~dZP??n)5Oo6(rZ^>Js)CHF%TB%$sStxiLPMaZ!D=tK!*`pvJ82R4+mv2uKXt z3E-`g0@jPrb|k{*{1TK(n2@B7It2FXc`?bVEC^wQ*CvYgV2b+i!$)fMB(_AwS&i&Y z3aZwhpNnwi)oHxKQ0qv{t%|VoBiWpV1Kdfz%aT_>8Dxfv{dhAOHQK7Sk3}m%MX)72dZFUT1yLiXmGoSZHf*4#Uu*XO8btrSb8rdaGd)=DE_c#*V>`Db z$*S3@5o=5nTi3$U)Y<(`$6cSrP)j)1j{JqqLqDcR#dRLxDr5;u{s=(#DL26;tA05H@|FADK=B5d7$==0owkIth*bX+3NJYJm4EyZ5-PH zqxh}BfxAnWMpQPAMYqauub{~O)$cK(rLM)$7iy(<@Bz0M_{B&XqJ1o8O8eDBtFLngBO$@e90CfWCLBujlU6<+ z|DFYK1Tt;1jGvLofQ<{0PLT>nKw9W_m5SxT2j)VS{Z2Ost%+@KR}rrjz2VdALXoTyo!t-r32n%JYq&l9< z+*hVYD#rAqt#lX~@2N^DcDJ!k)GLi~kT`B;vOC2_4l8atzsQsj zl`6+~*gX=%wOi$&tstiL?ClxSDwG|?(vPZP7jhwJr(FfPXc+MIt=43*Maixnn^L<4 z`Y<)KSv@rL>=c8uxP{vR-*HwnB^29~<2#>)h^i(T#Xj}>m(xw$C{ntCT5Q=BY(#rD zk=v4-KOYEIDnm$3)Tz$%6jh3!zFK@8H*g54N9czQzJA2JwlD2NVa{PIN|c{OpB&sw zuaR2$@{QjF#|#X!&Y5=!Vtx({joKt~<9zSN?HoLUV{LpVzFrmjH=!?SCU?Iptyqw zJpzMAi{zJ+K`qNNeN3At{Jv~_L5@E-DF?U!UX>pE*(sO{K(TF~>;4S+-V!D>{VHR+Ti2kVC648>$%U7sfp?x zJEx}kyGFQ$?c^q0(L}jDMXmt;v$4}mNNhhFPk6AJFK2*H8X&@vrq?dl+;53i&l)jX zcX`On{J5<4dH~a}7J4;8i5e5v5f(AkaRVvNxn8wv%4;pu%y(JvYI3!HrM_5EuHSM`{3oR0 zCnzVUO_~#Ma<}c9%s0lwDCU!)*%CV?-F3SaZ4_j0m!%!+Kd3AEJ#VF+abv)aDThX; zIqvoN-0}oNW9~eitU_^}a9K-HErQbec{9ER)I2mluvpQZicEC5FBVk%CGzn-1L0nA zmh$x+V{NL}F-G>~1VS_2YwdfHVX`(YP3fu0F>BecGfZbTe`&ivECLtX*-9UNpaTFA7 zB(r>s4^<@gMQCO9yeVb{rbun9MCZ|!`#+nsDG?8ihwoyaMO|l%@UVPVEwy6s&9voc zFvfY&z!IuJuCI;{81Va9t@jH2IGI(m>-{4c>Fl}Bh|A4=gI>Tf%?-h?YjNpqAbb2q zW)hVaTuG&<^Pw9~CDKI$a}_%8dkf!?1WMoX{{H-qOg9NMt{Q zyp>5M=f}eLGRV>yX5a`_ijc!or}ezO!T6XQpf=i9&or4U$LaC=ej9?$s8+`woJw9k zdp7EvMe$v?hTDP6{O5Ic=re_a?m^$YaYsygz4aOKA}xJ|Gj2DDy+x#?@&R`b)cBy- zp(4olj8OD=8Kewlt*RefLMzFISctv6A}yIl4$=@lGjz(!pZm0G+6!1uG9;~U35Z{t z^<_IvwzR($=d&RSjkS9QW<6^F&;)0DuX@Ogyl~HC&|l0L3$YSfqm7C*F)m@eF)VGE z7v=Vx%wTq@b%VIi49rCg&gY%rM3i?l9S+m1)-l{fZj#dJ7?y|rMviYIM^Z#vAyu53 z2^S?&Wt|P#oZA=Z`nwV?U{Dv5<@cHQpz9{k;xq!eM>Q*6)BX^N%8%Atgx$oId@6q; zzLC$R{Q;b}35Q=zQZS@tIZ=&2(- zhipa<|0K_x;t2OCQjVy^Bo`oA75EL+#l4tJO~ZXywf)m|0at#J1YFq}NW@ssntbTA zq`y4cPG;YO-T^FfN(B9se|#bftL%hevoMY0{W^8F#7%Rgj8Mr73?~do%Oqt@K$Nv= zK=bkzjXAEtaoyn>k~Qi*NsitA9;_~RZSM|>TwKOUu|Yx_yuDDqB| z<(Q9u(BJwE#)*H(9;A z?Vl(WUgW+c@WS-GFmf#IYNmeH68Hwdp)WrLX&oHuUIRx`=sJNu-)Y0Ln+r5{6&FoD zS8r1QvrrqlK_*@4XC#c|X!o2OW)7&|=)A70+q>`{6?)=w4Vs7>YH@ zWQcWo&P?_JLEr;DRkh!cz@;b2mR9*C&&bTBEynnh3*9|Iwd&*WXs4^$4s!zo;oo_93lsuB(jN6#fQfefHVF?*YxEAfnzFRal2iLUT6K@ zE|#Tv4kN0U_|*>#8JW3I;^eyaC}Rf z2F%Os1?c};%2*y5?XDMFt!CDuPkfB1uH9&}_Ja8f@T_0BQsmH^5zFV+qQmp)`_=Rq z`f0_pfg+!t*3m07Aym27cguKfh@! zKht6DP^b&M(%Wt16Z-;E*sY%P;G@snSDe!8(WxD^BoPvNGiLMFXry=Z0(mS|7grPq#%j@jE=T_mHsxU(aEfjPO^@;-|u35j43Y9bj;d`G!hd^gmTOOPMaS2Sq#!YMwA)#477ZBBD3F`h z>yZD5JgN=$UQiT3lCwc+$M2_A=AR$uV|fP|uHx%rl8%BQs6oGioSCgq7EdxGQ75UG zx@b08cLIqDOUIoF{V40#X~fvB2NFmxYV#g^yvIKui6>|^A;G+gwa_I^BT}SnXN5BN zvcDCPmQn~cKx*DWYkQ_{NgWMY#TY?Ini_W-CoEOLWGfXlilaW0LvHDw0Sz6i_5%;} zyB|<680ISdS^;!gU+t=-jNA0JRPbEj1Lb`PC|D^fYMW7;yP>KVey6JUACb-$v?EIZ zKp)V~_Al{xO=M6m;h1dB8PRtPPVU>h!af@&EdOAU#)gA$%x=i;1QMPi)V&h6MC2Dt zcy3G^3f`;Suebcbi%C~Ym-3(=f;tpo!DM!^h&NPPRW~_Jg>D)%-N2EEd_YNSHN|m} zowh1a+Ed3}Z90e#rPoZ@;2Af$A|y;8?YiOkrO!OuoNC-VoY4IS4li#xKTs zC_ZgUj6{hCLUw(ahR=2>YpA0@aD8BITeyH0rK>0YUw^G%sm`yi>!Dw!FB(mI>B-i- zg;9h)ORF9fk{08*r{VTe>r~iyQzvBeR~gl1tMawZ`hg&(%~*BOkzLekmqn+gcLqv80Yr!)HELJSmtvZSe8~>H|t`STj+? zzGhds{yBKG0lb{g36S$VK>nsy0dX*a*tsJLz){VeF7LaE=iWctfvU`ng54J3&fkP)7AET6@O4ydD8JSail!cPaNb)Gyq!27n1oP2Qd?vh!{ zDm}#dF9}^=f;K!nbY3a*jCwQtZj{K4!HL31SE)iuq^-?_ay+U=3P!Hp=#T8e%0ZO< z>m^oT*u4hw%#xn! z293eGuCyNON3c>M-;-_M286@MGEF76zenlNwSGC2-Q~1FQE4qO5|z1H%Ni*kF4-+; z!wu*Ejr+1#WnI!Wmm|e+V z{JfZIK*xD$*~{5W?X+n$Zc~zPkUOIcM*Ik+DOqox$<>LGVd9>U zI!(63%750bE+j~Y3@MpGF%cu_#U%|bH>&3;(pb1dw+n}u&-_bsQi%QBh|$JQ1D?GS zs-cz~VHlz%6I?gYeSmexfa7RNVkbcrD)a^E##UG<%H4nrpF!f^z&cS&82iUM3!-af znd44Jbn_Mvq?f}ExNt>Mam&ny_ok#*9U7F>E@0p?E^q#(k59IA@n`LcEK7O{T>hkY zBKsJS{R`FE1JVv^p1Uln9^Y7(JM8I%IpY!;2n_un5&`oKHOz-Twcz$ChsCa%_b{f0iTcHF8j&X8;VDT_%TK!fD-ZYQmzP&B#p zm12?+^w5uLrrb06wi0*Y)W=Ay#DLU;1mZ%|Kl_enMhz; zV2ZNs#v^CA9T?ZE(o0VzE(CRVAf-xYL&YFM9G9&P|Os1=Bx}wP-w1 zHba|D&NWofqxUN^&#{&R?htvdHSL4b#QMM0vBlU2u7?CgOSyI9G(Z#XQr5;|LbGU*6VWQ$MKk&x-pQrvE^X&H}MeY zugp}1(p{IS5An|bV_7Ucj>zmrKbA${*(8A1iZ8|xt^nRb8i2#0=o-Ryfl#M@GajCt z-sz;n=24@Z{w8=4VWkoVE`E1Cm=e8Piyn1`ia3#-NkEynAUHakS zY1j-i0j4>_2>f7zdeN&!tI$Eaz_@eRGaP1~gqa1keURSaiU0Ikd&qyCse?v~Ldlh? zm6Vd>B3jat{JII|J=C$hd~Q*#rkqv6oil#N*fF^+7|(tyP~J`F_cQ;745K`z+O1jH zfE3jk1qN~Qq?9rJW^YE&pWf=(t2Iye)`)-@*x%k5cBC=!*E>tRGey=_c5wu+IJP(B zEq@%RUZiFo5&3|YXajDAA)E8)l{&Vns1kO}e;=clg;R|n?bY@R7`rrQ#I0SXuIAYA=&N%@-^t&G~Il*8FhKw@(Gw_YdZCnOmN@genA}nab#G6e@QlS&p~M;*7f)+ zbXSJ2MMwSJyBJRjH$c8T(B#mZ)5K2y)YfiN;D_lyQzrAI@})*KM3Vu2{^o zSny0jR~Kt`@E-=c$>d1koP-%}nb1vuyOtELtN>C5;j%8fp-ukyosiRZy?WP>%_y1b z^pEQXHJ&90waEigTeGSS@5H-!lGC71o5NDFtU z!sQstFA1PvJ|wP6FrgX0Plt`0h%}GsX~s-Q5hi;K<UN$iu51m@x!B>?LIrmZMX7G1}}P@G}=}WhyitM5@CKKlbZ~(#xu3gU@$@18$Tfp(3w(p zviD#ljRltkF7X4w|iIopN<%LO-d1G;34ZeaAv18QaU$uuWHvU$kfD9o9@q}()D z{Ls(%DKMt`z9PngUJvT$*9eWYi&HmllO^8l8}QmXPeaX9tiFPl)DS|)%YES(*h0V* z4M@dN#a+b&4{i02(^^FbmsDLO1a!Q9->-CPnar{st>RSxs~;)Cv3W@`leGBd^b@*r z*CV1W;{B6hdu4StFF~Hmg_KQ6u3sBOm(n3gJ}oRzoW z={1^5)j?WY?(FE5eukO8n2u4FxlG-qya+pSn{w6mqu4bv0&2VSB(rZ;fiCtx5wYib z=}!E>lZ3v6&VVS{T|#=H({qBBEZQmB0t>rl*%XYbK!@%j*b}S_*(+pGa*ahz$0l08 zt~-SykNN=n4cbhh@?4hh8{i2YAf+;U9DPu(U!@3!L>>EiMFTK6WVO1A#H$;Jhc!dE zWdF9PvGDQYNri%F9`}alxwqJQhuzfP{WQ;K3wY99#1F?h?w+0dmU+nhNDg}`FCxV4F88Fd@#G=;p>3^0Xeavi#K=uMdu{l3>h(41;6dE(L@V_v7{g6jd?KnY zPl?)1OmE>m^cq&LESH!?&P;;nXVE100?m2bD{51ng(0b5Hz%#Gdn9kOKrGRZG4&5v z4_HxAesbGyi+9inUjt|h3c5hM+HGk3^dJ>+iP=bArlAj=1jm1MT0~hf_V5AGO5pTV z$5%EETejo4V`t>`T=)3lmEJqX9F8h-ooe*Mx?;h+?u6*1YpwQ!PIvUCHx<$z+F~v2 zIv@9tIM>LugceQZu90X*$RyOgS&B zSWwhy>>!1cpDVm9Vh|D@_O;&lr##_nnL=rS029YF=$N3W(b%0<9mG3$jgkJvQ0kQe zzkd8AF7ayF$7j&GRsni$h4;;q-Qg?_S86Y>d=|c9y-^);di ziZc%i&T>N$iNsYD|rlOx9E#K<%U3Tt!Mc4M#rkCeY&l%yHN2Z*orp-fm zDvxAe%whty|0DV_gg{TTDg!f*`v02JQOcBPphgj&ud? zm8?}NjpRxGV(lPQU_zVq#&@Y;XkVWcdQRD9yEy)pyrhpDNWla})+<(>0}ma9#7&iN zq!7G`(=-q>BhA$Pl+=@Z##6LLmyIIHxWIbUIWW~V|`v+ z(PMqa?p2~TF({dkKnh7C5Cy{TQI90b{ouH|oemLB68Qbw+S!UMmVTuYO5sZ$7liQZ zMv7VU^vIZ?HpK)LnhfDmiGGh_gFc(KQS>suQYnWgatkDEtdrC!-+i!b8c2is8I54N zUPK$f>co#+@+ZOm0%CXC3sCmgmD+{c*|q3#qI(w0DlH!wwS?Q9CDRCy5v zl(M~}M9@hFa|G8Q@}IaLM>upEawDkzB|7;!gcWiB@ltt(y?~{9GbHe*GkH z2#m(`;{YI7^k%YlLWXg1zXR(lv$f`aX}bHkxznEnW;v&ULTqAy9^uMWy#N}Dc0o1= zu+gFM1&gW_Cta82aXwGx##I+ZlQ$V0p7+BI)N|^DO~#NHTnuNT3)+#BL2D*rxg1h6D75g|LpB|#CkAA^8Bw#AER+Q}@zU*^wfAYWMpT=7}i!Q||7!iVlhksFEe(`2g|IAZ; zV*A;!pbGV+AFJmfRw{pbiuld>I(z$BFmqt9x-+rItj)XK{F4_fB7 zZ2Wq1uBG$k)^lrkYu2dG$9*ff{XYNeEvwEo8m`vPS?PIvrkJ;8_%5fvLt16|x{#D$ zXF`XEBV)y}MU<@vE*}0R=yfzY)N7NwM=a85AimnTd@#2l|KMnDl#;-C=jD3!5B%{{iI+a8Kj@c^!O!QOL%cZa zD>0NMY&=lqd1}Xrw~8yNw=NdcQE4h#Kve7A&-D{-Z})GqUX`|F=fZ#gAPx5zP(=2nC44JH6q!Xnw0=>sx)iue8_!mOr>UkQ0CD!3K%{oXj3yQKQbYwCIa_ zcW$kU$-GhUenYopH(q++NjSqm{CcT|WX&JS@F!goEd9&NRlCD=+wL<>EeBp5{?N}E z26_QiGK*ZdjSMHOw>k8+xbpT$KIhxlsrH}W-jM&k$uIdC zo>(!Xx+R$DzNPMt?WeGneG1t*e`Xu*d1YtpVl~8ivzrtezEHICiGFt z)No&9K#7sl9S}4>%Cu=RreAQ7lJPh#Kdhl+?6m&-|2|%SQ(l+QJy?CmvU zBUj!goE&Xs-D<@q(Xy_HJ2t1zHK~GHZ%*zD-mT~SMs)t)Bj33&qW$~rw%u#GM$2xk z(7YQCMT@0k#WKn_OAhQ)RWbR7o|Z2goJGHU%V`h{PCm3tqN(iJNdZ^GB+K@No|F%& zb)HS=NBXDgO>l14rmr8l(>6Y#3!@fwZu+t88Mh;!9MXFd{+-9wn1C;d_d;WWV#V&%b`CfmL;7KkLRTy!yXz$;=ja;Qa5T_dk4cHrcpkj%K=IXw4VR zLH6pF|KljY>R_|g^CF>%o*i<1C{^xv@BRLQr?pJ&^%=W+bxHs5+$|TpE=iW1Y|ZGY`+0EL>EP92C&XUM1lhUyjPQ%R!adKQa^HEO zz8w9=t>r?~J8j&J1Aq1({f2+|mCkfe_dd(=4D(Cz_MVE#lkesgIgL~OI&NOEz7W@R z;rX_kez%uAe}a!ff6w@FJt5IXRKYim>0QM!?Y4F=PqrR?;gkM<_fVO%IzN3R^$9ti zMp%BaWO6V}16vjm?8Yl(E-VGUIY^azNU6veed^zVmuel?ya>G7kk=XhlDqDbrZYy^ zBytZTFLeyQm;0b6I5Kyq$9&R@Hgu0MM$6MONwQ+rZeNp<3(%d6K=QMRj*U~AWI}uRV9VK zhIPh?UB@y-78xo3;Wypu_eoopAeWf;sk`REce&UtC>kny{Y%{5)!&Iyvy{Pe*Ix*v z+fr{T*4x&Velwb>xGEA96*^e6m&OhL`ta!f9RX3XvSpRL4W!nc8-kLTWv=`C=gL6F zmHW&9%+mI6wzd3#x>fOV%?@e99~uh&>fu9c6UFS8MUaPw$KJj^U~krYk04m@-`j9b zgT;DJp;u&8Gx`el-FfD%E*7GptTpMO&w*+8f2GAT?^uaK81=eoUF~3hW{zKMU;v!u z5JdYQ zCzfAKs4DSVaOq|Ia_)h4(Z+&(KfcZOKV4CzT>D1pu&8j^@4=_TwmfjZ)3cE^S~(Vy zwYwlRTzu$*&hz;~b`g(5h>U`or z$gtq2D@UK^+1piDS9b()k%{ZRA0Yf4DJZO9O1Lho!xN6T{`Q~O64Cy5s`K-Wzvu@j zIQ_s>k~m=o9WW!)n{cDmr#Cpi+p%How}GwuijS;V_ViX$UtizDTgr#G4@B@zhy5%& zK+%vH=N(1M68oke-be4-{&1eDN>dA37RuzMP2X%kydi6!d&He+a?|hkJm#Mz{95** z`qnY*)O!z+jTnp+F3tA(LYV!e?dY;y(lvYelRd$G%M`5_U#_mr`P~Ap3GZ#$_BEx5 zdNsKBrwen`_V>IVoJU))!{Kll&VFRhsAuTJ`PJ(>cm2n;^ewd_Eo7%j?`yaL<*j;C zV1V>-NG0o=s{M}tD3<=T?s&z1bW8iNB35pZv+QEhv~T^-<*}#id^5dlvsQr=^(E{; zQ5mbDp+Rg?lCt6pZYz7X9k^X)No#$7iaE;Jm8Y!zS+n6MQC#29fpc3#$yg4pd~XmU zuWMOZ`2sjjcA&Vd*!KlRxAE3iRtq8brbuu)Oo!ew=4SEZWHV_fJgXEt>~$*(PiMxj zUl5OGV**e^YgVm}`;SeOhM8lX-j3WxJ?dwzVEm9$&D_AX-1+;>4fu^#9=k(*&n6{$ z|NU06b@PL(SpyAaoORJZcV^~f_X*KcnWg)8WF0T&3eXh2yxn>JnM?nKUz9c!y06-S z&v(x~(LEK+r1uCg_qQ~!QlAhXJ$eUo4JYl@{MC|&kN=5#dR3OE;oNaJOMhcu;RrtNuLhku0v%w%nXY zjNI0c|Ct9GRU7^!Kc8i3SzfQHvJdj}3}fJ~#1$Us(w0fQY^_zx-tuy}x4s6KwpZ|3 z-;e&y@QJS^FYjE<9f@z?{;GQN@V3ZHF~xglq2GFQXUGrMVHovi!V5D;=ckYtVOjEa zVC7{0WfVC7l+jSH)%5>_TWj-HRy@TM6WN6og{K9DZAC8?$AVh-g*_;Gj}~ltSMmLK zmu=28F{000 zJ*ekwFV^{N^2iqcJi7Faj}74z_hz_h5+%&RAHU+Y_xFh_bEMiTy8N@ixg%p^S62Kz z;J)r}>3kv1YXR$Nb6hk2^GmiTUZpKqzq_=vx}&RFac(j&An%{O7UIa(HyrYf{r?{~ zvZ54E)Exs^gQ;}>DOX!YM>n^6p~Y9fKao|E*nLGoE<<0sx-9Ni)Boe@&BLMozxVNo zWGTfINl9gyXe7x_MA69F*oP3x$U2ODi)3t-?2M(*YcN8#v8&-FF(L*TJ7WxEH+J8r z&+qzO*Q@s*u8V(MGmqzaoO9pzxzBk5BfZyb(`GtkQxNnE(Z4{cA|H$-KYl6pY8{HI zTP4eOzh8#5&U@h=(*oV_T@4XR@Uisln2d!OCyenEr*QRtU-CwEiiK$god?z4knoKV zOt@!nw0B1z(@#g_sgj3?n#^j%K>pVflOaW(VZ-A?>ykR9K6g&&N2H3K92rw;9NgPk z)3?4OH_aAd_tkmQufIPc?Z0L4r0s>HQhoxs8{~PsD}w*^F3$;Yd3l7wrC-Vn^Q*a> z$tAZ*u&LfTNudK#wzYB~7@LYb>Yf6Z#M0GXu^fED_zFc~3DgFbMCipzQ%Y#yR{s~i zZSU3$g_H}eUK%arD_KlRK|fZshT;(Ho3T1H#rO{5PQmiewHXCHLJBTK|K7McE%u-6 zew=E}>k`kEMmJWXj+5Y=qG@ZyKx|&qfEA5!dw+x*ZMy%2)s9BlTz~0w4q6?P;hzxs z-|u4fa@8j5ehrgPLU%Qg(YCQP{8B+5HAt;5omqiZH9A}}fy~nhcE(=9l-EZrt>s_@@X;)s@)sb z;DbRdl=y-lChdd~V^IKtaL1vO8f-GmyBHcf4>qFEWr4EalY z&M6_5lW%s&rQBBcOzXdjnMA{oYu}|rYd*q%*j6}{e%B12)ffZ2 z?qxWT``IEy^YPP(bcT$NUz zJA9a0$X@1_2^Cd&|E#4ufD9|!S|gaU6B&g4hlbWcezM2#Khq+bRf<>oPA!RS)$*nB z8^DgR^5p?Gu0({%Dg8HpbHZeGmi05i!a&%e81Yhic--z%$FtSX*Z~oKqc7;g zqt8Y%uvN!O?*4AnG_K0Mew;8sQYRVgC7tQqlD?op(_6{#nm+LD+pBS#OD^DqPyO}= zHP?#m6?-R?+LdO5Fn*3orS_|#liygl=_+yNjPiOF(zK#nAQV)JHLQzGna$Va5mj4O zuoavQTC}N7Q)A(8f<1##F8!B%P0VVuGtP{@UwqXUM@8a+Xf%abtn7KPdrKB}yS7R(~=rS8t&&|K#L&gb%Q419P#AncSA!JgNUwV&6(4-bs4 zZyCKQ=)-vAzA5#nv9y|+wVGQ6U|w6-r9}b0&iNwdSEVUClb3sH_RLsXDuIn(yRZ#) z#b32HCUG!HOQFA?mwDIW{N+~5<*lL4xOSqo>OWXh*ai$%Vmvrq+lAy>+j9yk1&C1P z$+?-*eq8X6EM3Z7XlV6F3rL=-T0pCE4iw$Kou(_w*ph=1jeq|hTC#os*LVSod-S<4 zscUQQa$CGpzHz-%F_~2#RmY;EX5Ro?ZJ0TRqBPZgtkqvvg1!&9%|hzCw1m!I;%-Z@ z&oLuEviodN(>%n+d)my}nt06q=gPd0gzV=_`_tB&w>K6N`vuH`a$t62onsX{&BMdP zw88PAKf?fA+S(WrFAun`MF?7m0&lI0{D(e z|GzrWUxsSlaVem}H{HDhbUPgO-Tl<7s;nIjlaz8qEU2L2lTtfaJ$-7kml~UtBAOr+44V4ZV(hw&voAFHw;WKgU`BNtqEd`|zPkd&l)-`-=_> z{nbh{Lqa6F0 z<1U(?e!QzR0;%88{2$~rd5@dPMJUsCBj^x|Z4`KI3)grGZFWui=txDfr_c-X&7fk% zZ<`k=kBq;5axY!^M+N;ZB_-urd);uxEySEd%5~NVsV~O`%M; zPPOo&745sxrj-~*y1NDuS07u`HhCJQ&~MpsW+&63+mBwo^Zs+Uuc084qG54x!caI;k|1s#Uik6}L+5BR0Cx>mi3(hCrz|h@15X(RCzbSF`YA&If2s?eqq`=r zCpWhTT=(fKv659K;+=(g${(XzXsEbX`2>LCAq>l$167eE?~G3L#7OPoj+>N-zDJTn z`I(c_iJQwM6)gJNRop5Q@GpGGbE_}wm z>r4yC^A47m;B_Y}JZOtO$11KIp!+)nn(0$k4|Bv!Dt8uox%n}Nr@V9P((;;h5@ciC zVJK#^Do&i^PM&n~X2x%WW2<*4);*2s2_a2bjLp!~YQf71Ump3c{x8yBwZVLQbVOKC z0F!@qJ8ch`cx8aEn)IKW=ptC6V?lY;tFBoW7jb5_p8Zje^gAC*s2j}GiO5%I%4%80 zM|H!=okl~Q=P}}<6>jLylK1J%U$W~SvsGj-(K|SifdPjw&g#2aOFNma4wdTaY3!$* z|6~o)TL*UhWtmOR8PpZ4<}9rzMhoI!+m*EuZy(fS*4Bflb_&oggqt&bPNT4=YlQ>% z$`0zJL}^jUmG)Qw?OfnPZ(*+F`Ftg97kk8(Gy#$2l#ty}AK>5>a_m#)-v#1}AVA8J z?16yocy`;*5SAdmT;@{qT|YV%Nq>~{Y5DQlgghxN1CF;mjv|+$ zoxF++`+^*a*{k$d4uqsUIcOhEDL!ikzi;JUd5!4pz$Zlof5cep+!Vh}&q7q=qr=zH2s_wX5ybJ7NyL z7vx;}Ld~@Q`O@|~HgwWJ3M9yy=*)Uq4Lv^}H8UBBfp=9Vy~(LXT!vM8lP@=w)KsYc z9j8s05ANI&-vH_98x^_pb!k@#^pdsHuuny=P=VDpx_GbNd4dIY5#-#Tz<6j_>HXl& zrJo??q1QXp=8MReMfw;g@{Oni$a5D+rbNd*ua6SuSO38o7W=kUsygu;C%E9dL`FII z;>;hA?H}c4*#SuwEkzu4%t)7M|Hg8vBx4{Y9GCKd&ssFAovWtW-d|6HO>X$nzyo#gi^?eRw-sE7IN^NjT z)E{QvnEzHp;RuJbZ2ntwLkh}uyFgK-z)AZ~M;gtCXTV~HkG)eo4qy$a0cE?BXZ^Zo zC-srKnZ^}34iqRZP>4{7oBvx@Kox8<4^#48fng%Y~Unl&SUNIn}1NOl%nvPCq|^XFO6(a9;MubCUK$}k`MLR0{Z(sXM>4*_zeew<$e!U zS2%g5Pu2z#rAPUiVoeI1GeS89OZ*De3q*J5>gLe0;@vl-q%(1D@ma1;8yz%oW?ggV z`|0^8oM&a{Zt9yWwwWIGhmA|%^#FxUlhr7twaR3k4DhgwZ3Jy8Pr0)WvEclWB=b)` zEIo@dD}Siom>LX#J@9i%y*E6h6JaY*-$EJjlUXbA4M* zVll!rNvg*|o}iN@FWyuKIz)}MV8y}yyTlL4pa1o$q=x4A6d}ZW%9ZO`v=x7_5?(|P z3h)unQTzt+j=*VxA;@^BeZev<{}+6`F!i+DGU9BC$NJhd_=AKAs2x0eTXYBR>Y$hb zk6rib>_0(zlXGK$Pl{F_`{++#3*o^ZDJiRkgbZl!+e0552HvmXORuU0MpM>7~Ai+=+ zKUufj@t)2z3wQ6Y`7IXlJI>~u%d5QdgvhC>J(0Oym>x>L9k-;wCl#&7*Muv))hWM| zMgheta1%NS9-D=loIzr?$#XW#?H$T~9<9WC^7jdQ;&xpOW^vUYlhQrUWFb>3o^vp}HdKl&sU{yTCDsuC zM?^ikqR)?HJiulL8)IbuxJkJw#;x+2P3rPG^J zs-dJ&UJPI7cUp;}!6>VHLs2$+utybix`5)KAz6&M21f4ab;a40&Em30*`U+LPiFl# zK`GnSVoKr%0!qXQA4*j)X+)Nj9#yfF(yVO?g zI_B-|jIPTsg)$)`wbP=}fA_V7B~#>kzOfPMzqZLZnjRoU=sQ8ODv%J<{(ra0iimV4 z#lD&O)8qlakv!OG>k#AX4!b;dV9|Mj{Y8ozO$k+Nj3nvDv)eb-#d_y(rc!id)Waq# z2R=Ishp!bolZ$AzxDwg?FQbp1_YD71c-)e78VNW*N;cLv3S-he#)o@ec9k!Uo?vw@ zsjVYZUl&@EvnbX(nfU|M#sXix_UiU`h@7Q;^WKICnp9XOvpnOSsm!wH>W#|orgL(l z*L^3MY{TQ)ur>2eByWI_OfP1KGrrx3nX{n$6~MOU(@ly|-02NdF=F3t?J;g~G4_?% z!$4RO$fK_xYaX`@Uz(RZ-X)VIa?I$;Km*dkc(KEne42TAF2tp;5AE;`LR=oHh@O6OTi{ER>V$@n@kaVsWju#Dm)(tA<3p4F0jjL-NevS<+ zZrwwK;I`<=5SlitiPuxlW0BsXW?RzC2ldXnm(?nZnke>UtYv&1#q@twsN}~7onBj4 z0I9bLSb(=_cQ+#l2D=t@BeEG=c09xG4pfyB6DMiqKCpzmXguwe@|80c#JT~8_I%8l zyLxl!op@LIkif?XuXszlkAR|W`kp)ZCQ_u&aPexnO(ze~(`GS^ewNNj-UFF}8|VG; zl{3k%(Z2*g+Tj|_L^0<$%<{6Q)>oI2ITf1qI|G6>V&dofx`^M;aO^--i@4)ra4%5< z6&A0$nMuCX+bH#P+C5=Y4~myYSO)P!g8E`_2~Gw0J%2_;JuKj%^fQeJF$womTM#Oq z-VLziZ#FxEdjrMgoEb|?e?R04#j_zE+(LK$uoVKaV8{PD0IA%kBJr*pYHN&qHsq{M zxV=0L-6&J)Ytd@h~R3wAgq4{Gns(75K>c#xZ?V?Yy-14jb?Y}v38O!jX^ z`E=Hnc=X-Wl}=(-vTv(#$LT(MY98Dci@@IXQI3q z5hmKRu4myAPZr9xk!wgTD0Gu;YnwZBvu z3ZLCX-y3ZC7-k{z&2BT@>tI7mlVb8|(vABzTjKS6CNOPl2S(7}d`6hrf9vUy*jon_ zp}?0f7m2V+y=w8pUm}viU0O(W^{j3$zEbll3xn7`739H>4(LRgvte+$MqW&7@B?|) z093!Tp7NN*OZPpHXv6P-F~*W)j&Tq2q0AxBNbu;e{mEbMQeDbTdX)zucSw>-XmiI< zzkX#cD8KpxrFrR>skK?QN+n*v(Gndx(!{R_ry~lhK%6Lq%!v|DI>xNIp>z7gm`%yl z@$0(KP?I`PnSxm9U~^@U%#6-4p5~29Q=et?mmjw`)(s~ujCV+3_``PTOP6d$_R|&* zN1sl%VsnH3(iVgz6Z?0i=o7F0uX%Sjqv11lSMmiM_W11EZaWSXPn+*SZOWa(x7w)U z2y6U@eJ&^RLxwE5gXiKJkeVwxv5rH&Sl&-`?_^#pFvr6X8 zk1F?DEEu=x#YQveWS*{2%Ep}!?ggOd9pyn^d}yigFQC}vKPer|u7KhVv${8+XQ z{3FpSm9kA+&}V0VG&nx8ae)-nIG{hDT!B7~TzvI+V5b4%fAvxFiUWR@0Qn9DtAt2r z;Koh1J%jYG7aK0Gc_kE`pUDGT89!aSO$Ln>ou|V%s*r)u!B5RUc?O(GS|0c`Do4R_ zv#H(<$?Y!r<-N_?o<=UV9ZpQv&D{4Zy<@@gRZ2OsjzBM4lDAZ~x$3Krq_BP%hWYj% zcU#NnsxVV6`=D6|LPK6yiWq5F=UBnXAKSD5d~1Uiv1h)q7WPI~wHU}|X-SF7h=TH;&z5h5 zy1qCUum0WI9N{|K^Q~kCFkWy2Yx9e+J3q;@NJpR{75lLW#?X%a(DRT9#w(ct_2eI^jS1Pp!%?DU#Er4djVv5*qvR56%b*XyI{CmAMY?qopowu z=2fdPO+C{x&DD6Ze!VHew|4HFn2EzvBNi>{cFh3508Pk7{8O-RV_E-2(q~%h%F_=C zDkJ^?n9hFEuLiW+Q+y?DKR8`C9`s_0cQROWaZFZ88Pv8NA{rHRCPA#w$*SkoiY#04 zf>ZQ6n?|%fN;e`N7E&aI|Fj?I3zrf$&&${$t0;ynyB1Z+8)Fu|^ms^AZO7s{`9iO3 zJLyRHhE7XjcM$Fxv{vRHjeWn4Ws|fJ(K`mIGY3z>-ZuIhglEiMWCALg*K|Sreff>> z;ona4#6&KO6{F%ij*Bo+gVm*l#~I7!|sdhmViugI4Jgl+etL4Y;Y0h*1SVpcH0>kZhhN>g(m zVvF-WQTg`mB1I4y`|k4truf#PA8_M)pVq7lzU1E<b(MV%As8@=wtv@r1+dPYLb2;T)M5ohoC-C}!y%FxpVZHH zsRP|4_Mm5?%a1BhRkX6U=blU^jeNM$?74U|EIk~OaBaNNNze?_IOAL@kWx^(Lrt3) zqFR@!dl)KP^fU7-v5)Jzt~@&%5`V!sxEsX;{q2PbOg3w^q2=tidb`3jmYw;6#>UJa zyw~|Fv!8L5I|_VTfc4wLfFu_nnXnixuBC;q2G{(Gv-GZ%tgLgUN+yp#u+3Sv=U(~kU9P7I=!qusSu56w)EjL% zahYRA;X~o!;=GqYa+}}A%v-Y;4X=|%jnsBxagH1<$AJeKF~cuUtUyZom&X;KFPgza`;S}L zZ&Z98Do8Om6$0geU(+mVf7G^bHN;eo=;KWw?)vFHTfY<9#$i15#frRaU)89yj`_zn zIv=s=3Xbocdzef^vDI%rgEd%R#K|(4vZYM?$K}CapkGLWB73{L_ofE)lkujO{;FHS z&ueUIe7xiAG}Kd0hXm=j^uxzN7DEt%Q`-n5GKGU;#_xnH95)-G z>Q5wVDD3t!@ChB)GVk}->?uQwy-Gj3p}Uat5-p(`GFjupubfjvHo>bjh1`nlZe)D+ zRXIX1et$zL(pR;wK3NaZ{VGoZJ`ZW`^B`tBTP}*f%MqR(Q{>yZfhTJ5u>B>LNM@Xz zn`i($Uk6Wbr`6Bn=@?DV%=RFH;bXCi2p0}-hznrOF_@w_|7rR-_i*KdMnQ}#q}=qT z<{Gw4h8+2nBNyZXM>^>ECfk@EBG=}BBK4J@GBazzE-rmTnfKvn)&{A-Wd)hGh7JHd z{JLg6VK_-Aw%-?M?Gt>^%OHNRwT!A{Ej_zdyGUjvZ8~?bVxB4S#=6Q>^RtsC3gb>N z`@+TuR}t_R7W}4EqBbZ6OW2+jh{DbIt}76H>4x#y9ozybn(lmK-fD+0xZMx^lbCSV zIuH7!yDMJ?weeRCr0OW_#KS=1Rlq9M61>Cm{?|v#`+v6>BxCkcD9hG^fIXlT8}g(d zAL9T)`wltsnS*O|SP%-nBK5tjw3&>e^OJ!zKdPDqtpBx}J0NdW#xIp10-&m^Ii4xV%r~rn)F#sv4;AD zf|r=J;zYH3*;M2)XY&!P8HOJiWw+BbcgvF2n?Ie58{sOhbqbg*dP`P9su z4LjILa*;~&F8|b!OI2f#JAR{$Z9?S>TF+&%l+!x{cn%S*PvmOKcfc(KH`eq)tq%i`(K`nzu z5wl*?r+r0vfl`PlYP{f7TAwrKXWcN2lv7O59pAV)VJS`V`bXX)ZZK-|N;}PA=^}%S zzfCWC1o-Rzn+lSCH$(Fc9-h>I(#@1LG|WFwayFo3KNqV2A}$ZTwb+i zXL~$u|MHz5orxzwBaFFFViH-aJmbDqidxTpJv#q9Yem=NUHFYZv$CLR*}FmQWlsfx zHW0PcYF6laVA1!Q$@}dUrpMhG(vI6N;|IS4@Nc1EruMzERu4D2%J(Jf=&q(g z52~wUrUiK;Ek>a$DeSDn#|4kGx+GNWEbo2@ZGLuE)M_pOUK+rEoPJhuKvqA9h~;!n z?BLF1iwsf`YJ7O-K_lDX`Ae&rDUDNuHDZE_vm4bIolT{&b_QSwVKf0I0-N>BqXrbN zq~xVZ|0^IefY!y5hkh4jqtx%}k2M^v@o=+q>~I;n^LNE;t@~ACH$-x{Zz%Z{5L*9a z>WUI~8*NIl?4we& zJr-%M{BEfjZLXSbSAfe;%nbiJYvc{P@+tKZn1GS95;$*1MV)INsltz_=L3HUg(IhzhFAiv-xMb&#Z%4*d;bZIqRiPfS~L^&+t z9E&)Q*XT&QmD|B|5~nNDd1HPjaW?J8llj1=gde#QN&X8-&YK97}+qN?HT(Ch(RW>Ak#|sfAOD9D#aBZ z823`(R*jGmiu(r^PQKA^@BPQf!jWfLi|u1 z8ymw)d1Wrm7D zp4=Rn4h*iP)Ij_nkn>Bu0jFWI$<;TeyyIK^e@sMrwZq_UCrYLk&-$@k-YV%w1pB6xq1IvjBJOdmwVhlE?lxvF2OF%6&GCj zQIRYHp$c_=qFH0$Bi=Dy(p}+)=^;q{jomF0O%P@kGa1w`DkBMS9o|9t(efmxYyu!Rs>@+o?OL+UEugI`$8Cluk2? zK3o=JoR}KA5u_JYmZHM9Lxv_9Hlf5oR#Ll zthYSlNsuOGw%(;Ic8BbLdj6PF)%JMsG{Fs(B%vM#@oBpsw5p={uwki!cH@}u?Ndb@ z&*KA0pMw&Fhnr;5bPtXY%=8bt(klnW|I;@BEFWfyN>NT1VH@={{6kQPnPM8{rtx$y zil+oj_gAV>;nqGr!Vdmey_Q-5!d*;N@Qm#Xiclp+JFp z!Lc4rw~y;1(3fIbw*mr(q!^$Ca83*cq3`j#h~GVH zyZEyZM?<&Bm>>1vtmh192LP1-jl{8 zU9TxXpIhor$3CV@;ljI!gCTy9bvEg3%9=E{~q&eSR>JIhmp9%>I0jnqLVvdz9MC zKNngsu2c9N20z=4ZM%Bs&+jqF0ASQhcGsSGjC-LG7ViX?Nk$r0N5DAN0kxN`OZhso zvlDdrV@b8mKI>TE3Y9YfoOtoKs@9YE7*{J%HY>3YfaNzSKqJyF_b!MRO)l}Cu8}n% zM4h(h*s$VD_GWB?6@gC15Yjp(`OnCuz0v9clU=mEQN~DVc*pUPY={BiSrN8jXV+D> zZRNK*IDO!ni&2Dym68fJJqBT}tmzJ2POYRv&MOQtN6QIp!e-@?L0 z*SG#yIc~nOraG|Oc-Vfpn{v3M^FQeb45TBdEij2tgvBs|n&|PK(Kd=i%gHlPxbYTF zAjNZ2=HH_8c8XBBx~(D4DWefA){xzY&lubW7ZY$E0g*%kx3}kzVF;^qiA(FCYa$Vk znrF;=B$>Lmi(V$T_(b{l%iD%BU&(Bw0nfp*$x%&LG%=+7x-wZk~p{-#?4;tq3BXwuL2C>-O+u5i7{kd13MS!tUVw2b zRRACy1{?E+SL>w|L|Ci+Nzrq`=Zl;$bT6DroT&!88WtmkV_NG|?r&CPfi23o?yy4k zr-%LsCUDw#zAMsH>U{O&;=HqwBS zUnOEq{b_rMg8^=fx86dLQX3DWiepAW7mM1McYuMCr1vw<8FUMDQEPk2U8|lX?Y8U3 zINZ`xVv?0Dvuci&*7#fT%S30yGDZ3)j}@Hklo>3VA3K_qDh=*v1oW@~d7!=|N_(SZ zwI1WrCcAD=(^qFN+XbEz5@lUhm5T1lj+N1R$+uvsb54?Nl*f$vVe??wR;I z&_GA{1bFB;Ygh>7b* zVc1Bvhsha(k!`NJm@J}jq7gr@zQ66>HkX$!WMECfHUu4~h5~w&MObTCKWDs?VwNj_ z@)fwg1;yoJ4>mR^*@3t6#~ZGy|3!Y5aYyLAXiI46$N;?47@{d0-zrR)$CgQ0gnIy^ zV}+gX?L>$*IIKjs6>x&rMQ-V2_WAw}fyIq1^R$Tj7`^o*71hm>FU()PRcaWp*Uegm z73gYF>stbe?@PMlUu`SFchD)-I%ho&h7th9av$JeO}_~9099)Q^?2ONWX4An>*G}bvvqipzhy|{_-F`suW01)eIvEn5^J z%I;ah(}8^1Tl-Vyvp4r{j}woeicV+{HP#MYBfw46AJ|Cjn6z>rw6N{~5LE(aOtA1U ztUnhbrM2if-?;RU@@uV7O#WvG&b0qPYWTVudDrTtuSTet%JX`(dC~9cS@jiT1a5z# zZ2G{^N+q|26cG@bcc(M3$cFI5{&$Vl?@U`t-v93ffMsBmTM#S^wMdJ~Ytl(q#UqXQ zh?a{8x+1qVt=Z{4aE`;Ek7=Pf`^4TwE8e(&y!V)!J`Vn@b+#rom~J(+O-1v8zNKBC zxLRd5MLap?6)rs+&|dU#d1%0Y-h8^zORhd8vMN7MELTF!W z@5+UczoPKV(Ik}3ci_6~z*O>H_`2<1QwFN(HhnEoum`>P3@4QzJ*_k#gUg zrHTC7VVQQREY;ZT?^@Aox+i;3JiGEltUyq~N)fjd8y)A<6h*4jp0z6- zvl_vs@?lG6$8}_bF^g#vZ-yIF(T%Use75!#X+EDZs=4J~5_>rs3gCjgN{4)_sjq^6GvG+z8G6eAqo z9s5X4*LeEl^3RjNZafLX*kU-Ts{_P`z) zmOFbK$Pgqs0tHHEJ1UZ?{wZ5pOew83nreJa*9GwI?OTSQpEZHbQ^R3D$z{YcgUlzE zR>ui1`Cls?0RjI%4Y!+?6fTu317nzy6pCGH%)iP)f5<;oLpV|`jL~$A_C$DL%KiYq z!d;;Xu?T}N)3prem~PKSm3{imX059vw0rQEEOD9{C?^EqJs^K3N0+a2CPx-NCk73B zcGy%eeRw)$S93#YdB}KAXk|~{4I*|Y*MSzor?9zlns{c>*7``TOL^4spe6!9NqZB*; zNo{CD**H)+VWq90j|)PtJe=5)26X23eBJ_@h{sK`e0K=-+3~A zV^~D??RA{+k`47f{Td4&KF?6{b{WWXb(TrM%751}_-D%};$OCRw`T zXDI2=RN|GgabfDIy}uDm%&pGpV6#wd?@N&T4iSsjZ+W-qsX~S?(VdgOIQqG@)ncuy zJ1Xj^-}BFOG<>Fke@j5ZMVeU2q*ygA$3><%X!xz{<8-zSg3%}_2mbHIO2w0go!N?Z z%7=h7B7`{XXoTjhsE^WsWGiv(tD3gGrxfs_etOwFZ;VZ`o3QsHH4Se@uyas@arK*} zOImalQPq=;2{mmy{{*$zv-`TREUmDd64hP4)P9}m!{i}FxpsysXA|hJbtmMg7XeHr zS7U){)-=S}e}%=%jZLYU^cy!(f+k>~|B2O}8MS*&N}y2H2S*Q~m$82h9S#b^o@c&E zxRxxuxz+QA_iylIieHBTf*W2h;-x|s7;k8{>1X)-Bfs86Y7ctSwUUMDCuwq7?9H&^;rUhm<1ba>w`3Axfe;y zg@{y*YB5#!(p#b>+r42$v>LV1>49???UvLsVlpCYH$GZyA*SP0F=+hduNR{{-_kO3 zRTd#mxSLw894!k`lTwTuk`h9?r*_M( zI2DV~Wojc|dL(d&#`@an(}D=8JAt(+DjqF~?7mW@ce_zjGo!bd4%HeD_7W|x<*X@i z{Vn5a9Ta)_UOOr?aFU7<)d{7J<+>9ouIOet`TEBl=vP~+QxXCv5R>Md5q=k5d}F2? z;TJ3oE$Hj&CX&;1QMD{L&|d&6a(PdXWWr~^M87P5z2HdR=k5lpA@JJY5Tx5TO|yAKM++huVd>-K}%@rtSUveKA!ktQcE3{?WMNWz+(bnw+FkANY4*t zL<1Y^?LsFDx1Aq@7cRceac@;x6*d_7P1kLvlxgcTz@4M@u($>mOlo+(jUk#BO2Co z2^XNe5}M~NVW>W}hULWEYGq*s)DqAbr*3M_=WYsSiBsWoeB8JYo(D3wTV+zkaqfbYjJU-H&4o zQ#_8)lFoK2-VGQc>~8ai01X4~BaUU-4Q)E*yZYcSY;%OLxlI9*rv~`Y&T5$}g2`$B z5a(DN*ypj4oSAlR{WS~nS}!>sgC@XNur2|#z?boTT87j9d1k*`M>zGu;i=w@W)%;HO7qlj+AAWB4G9x zJCCk;A`5APl*QPU2-fl-*Atws_AP?N4d(r;X5u~E5+@bmWb3>dpmG+C0nYBHB+p*2 z5s;xsxS{rx!fd0ynX@IS%4#37cY_Y%-jE~rBC`XE#jorP+zn?@9%%T1aHFZJ|=kt(hu^*=kw>zxvANtBjz9> zalig-su0b7O)SuDIYvgCg6D^po!;7EH>D0|Wi(ro*qIueY8p#qr{&jccV?x}=q~qo zkKCU(^%|$>z6BiqSX3EiZ572o#&$4jYZRAKTWD|1@WNQ}w!I;i<9?-@u{V$926oqu zDPK-k`}1r;_}@c)k~en~5Qx=A%B6SFd8nY8+u92jp4w*Nck;QTa9RQ+?+(hKf zBceWQilAOs{m3wl>x_n4O(}HMzqZS)OA_Joi$+zc=b~G`hS2RQI5&`+MyWIAUDmCC z2r9M48<*g1nPOA3BBLT_dN;7%>(5T0G4y)JJ@_(Xtq_>8&fZ%nNbh6pN5^16$HALr zfmJEjoHQa1es$@FCF0<88(gi`PqY}Xtknofan1teD-otK=CKG;i|c@QTJf6P%BlJ3 z*Z0o?t+nz=NZ<*w;Z4)>Np(|&&KlZ~x2=`*xXk3a6Z}#^-3{~6*Xf^|=-S5>+cvCj zm4)tFGCCrO^3vUs6WwJu8Ut}6>ua^EpO~!2ykkBxnT3UtybfQ)$5E({BDqB4zS?#A zfH4)9im5hO=e4^r6c~8y@3CgbH^+n6YkIbXR{?pa#Feg`@eu%mGk>^OM(N_=8bI2W4{P@;0ddU`c4*2ldcM9= zTbGe{m-4MLfA?wk?uZp^sZZDS%nhyzQ%N(tKO0QLw;hc5y%zKKG`c;`Gprlyw zj)^t8*6S~>U2a3O3t}X{ZPp$%Rx3!gB`%o&8}B}fX?3-46S4lQz@1es$5Pr+J9wfu(1iw=7S-bk{ zcPF|KK9cH5!t^M5Ei|g?R^@#88L$T|XkoEW9(Iy!a6Z=Ft)ecc0;lY>Pha351wtyF zd{4+xrt{noOGdsXHlXhp)HaJ`CoOjBw-+h|A_3)#0Hu08?vL6`o1B24L|LTSHFuL} zofHhM7?Gr%lj{BxbFcL}zvzwPl9IT1@0^d;i(fQa0{1QgTcMmu3KL%cD=?g#ljuI` zi0w9p=;d03pCY%=jq+>m%N5lbf#;2$7^_L{>U#7;b!Y+@#G;-v+8!jJ5KM-uXJ{zG z(*-56(vcmW#q^Uf8_3pe2%XDe1gzTYZBcm!e1VVfLra^WzVw68SPwOhF`ab z2GIlv?_dJ!X>COf-=>c}NvPqe285CTKz->yIwjii=0x_tF^j`n9y)aVzISt1C$N$P z>y59YK65aCiqD|V;{-Tg#j;&`hkSsSFna0F?!ZwiSq+Q}x$2{ORxc+9GHw&o zK8%lsAUQq(E2G9Bd&Z&mndFI1erGFdbb7d=)*d(U{O(}wYh~h4;uWiB4hjKu4|P&Qih)z_aaPMX z%OJclyj48whi=bPbGPJW*CeKpzO?}!EGwg6vggJ|w^`-ptIa!%^foE8__0K2>dAW# z?-D$Nh`Xtu$6HkoXO&f$9@x97WZ)kJ-2#X1cDGMC^lpz%rEjaw2>NkndkB>dWGz9| zCc_yr2N;&zgG%mO2|_?@x&I;FbDA{%3$=Wa1eR@>egI}fD;}Mp2NqoLZ!_{z4C`(M@^OnKU&KUe-3@R4o(S=p!HjUspa6wsajmB*@2m zUj96edkVYtBJ-fQ@_nS)157qTYC9nJ9N%S!W>oY*yw_^&mXiLLo1*=`8%%UB5#*H? z`vxq=O(=8JU(El1yr-R_hckX!X?lfY0N-r%VXl+ce)s?Ade5k)`=xD^UIi7A-Yken z2kBKTpdetO_m&``hid3eK?D`0NC}970tq0!7o{kWP$U6DM+gWcQUeKr^Jl;BKF_|- zv(KljtbECuHNPp>Tyu>P9Uoe!#Nz_?Vz;VBO&QOpj4~e12WoI1|E5H_)DRi9}<+Xmd^@tg&q>Q$XZ9R(CX;dLg1xtVXAHGrzuc-(5Kc++*|!LI zp<5=o#FlWiuQc=yxDS?50a$SbHuS@=UQ0}HrhfPei>WOs`Pk`kM z4=T-Bf3VpYTDl+eHWd@rZVKRR#G|RB9Fr1L?F%t0z9?LG`x=8u9gZttg4gxQV)KGp z@z9?nhLqDrPn4=Yo{hsUluRyZgvPRv*Z_f)R90bf&JPyuC+a%lISti0upCyEWWoNS zwFx&bo3)?ur*!G|DDC<@i7Cb zgLsthV0YRrr?1a?evnezZ5vexX5cXv$T)!sdrt? z@zQK%IzCAjT*a3^Ja|=f^=?c?*T)`IR+Z_?{@ZH2WNVA*bE1Lwfr0Sv%TFCbP}R-( z(~Yt>-YU2qL|)+qRJwF>22CP;PCEcPn21u**2fJ!OV9@`l4gIPJ$YTCjE_xO3Mzjp zPRWpv;#jk+{Mbl8ckz~x<*_h_P_SP zDHj!8dmKu#^0y4UEJPXq8P8(e~8qkjk&9!h0jAPm)U>*)zs4+ zHPxQNns*qEB>yFz60NZJk(b~r%HBJ$cb=Y_s~fjwz8ek@rZGt?XaBj|H^l(h z@i}0}XXd+knXRArZkH4br3Feq3@z+4ex^KKCiB|F`+y%U9VBzs%#6=mQE)bjpS zAdq2YN4`Wf#Y(2IW!Pb@E`Q$C^3(;B?<37c*{45B&)=Vai45JnS(rop;#QyO64F~K zA!sI=$q`Sy_^HIp)(&iPAjv5Q0l z7Z;H%(7x+Gov^wV?_9UY$`W`NDxAHtfIfT9;qWut6>w-k?B1(<*X~So?SiD5?1uS~ z+Xz?Q;`?)ps|09Idc-zA<}8!(_s#e-AzctH5$2W>48XM@oiJ1WS;U0@2Ifm=Pxg6% z-&q;8+1_#ow!W>87iy9f?=hQl#c?z2HZv&lrcK`-=c;R6S4vQ6DzJ}saa^};fZ2U; zH@fOB%6+AbCp9E*-bA6&T;F#4HQyZx8SJy!RR^|KV9s0hVZ3jT@3cm2t;l;(oSEHf z{#f`}{$%zb=wD2c(9uYt#Q9aAxs2d>x@PCwU0CXnIaExKn{JYo4iIknst-91F!e;Q zh4jQaVl!HE;mGOPa(Qw3oCkyw-#uEE8%Nn0$kf+fJ zSRp=Mjj~!1c~GKX_T|ffd2HWE5Y2_ZI0^{y%!)6Dco8 zS^zU`91fZWaO*YMf~IJh!oIv0((}?QbH7^2x#FMg#{-^r@-(^b* zG_H?VPJKZLc^Pw&zxQX@m;1>H+_=@ttw@Bg!_H^ov%A{U zzqxW(3`=s-W7FY+CJ&NaGG6!*ID?$i6dtFHF?T;sUP`_&J+q!p@Cd075Y~PYLsuSI zBK3~b5?MqJIcoz=_fX3jJYk$1-KT7=p>_X7ax;i}B=5e!blWg_V)C@Z*Ia@JTbEr( zQfeE<^VvnYbPa$7skh!$r-RoGIr_@bHN-pUSl=|^ZDS9;kG!fD?uPmz* zhhSq~Ph*wOO(%-8HXyS8MihdxHaujFKcC^=0Jes^?K1VgxxL1;VXXFz_j6n12)b>m zhy3{LrKf2%xhq2LmeppW+&Fb+q$t+V-yN6IjNv0T!T``2VH@54=$|Xk?q_JJm%t~= z62P>+y!4LvD@lvSGmyuRo*X3i^h+cr5{)^GUT&#b?&=SbGTzHJOKd2M1x(+}9+-A*O5_FEO>U_aG+u zd^aw<>nd944_c_6r&zi!iacmPEEm@+@Ep)Jp;MJFSm)P$?lwSJ<^WF9%a_?-Oo%Kg`fB}3$l#95c?%}`{FIjnSe^F>xJK+%^I_3V5 zr2-$hsDsB(>B`pkIe1Eko#T=kqG}v-*))jt4CUo$FAN;T=RkKh(=Kti8Ez_dB?DS5N!cyP;E%} z;Yo@~bl#tt{vMcGhq3|MyYaxs53{}qz^m6~yEE1v%H9P4uea1(=Nly}LDXi=^ram8 z$IuHuZi^>B3j7?Pv!3q#NX&iJYp)w3>2nPupo`AhdpIe(^6Y<#n^l`)Lz4%2 zvH8ul)No(%2Yo*vsHGBME|X&!^5lu*26VdhO-x0c&Z5qch-VUp(DsSNuq9A+v0(hO zW8L6yPTtwp@`mQv2$4V@sZ<1v<(%u)Wk`M`sJ^Fjvoblpxvo)VDui%^4Q~Xm*kEAY z6^oRc@JFHGuS~PI+fc^bg@60Mi=Yzx=kgbIoTv5&LSs+ET_buUiraTNe;8c%~^Z`ZI&uHg^tHZ_A zNw?K4j5@GYllOr;dWzNve8otknf}q{sA*4<3-4|Dh+_2zD{rpiyL1+V!otFqyj%v2 zT%-~}z6J}|g>kZdjeNH|)A1@f&x5;Jk?nZsiO|$6u*>UJv-jsD-M9eaJhwmOx!in^ z<^$2~&v%hz^dT6%tQXg#Oe&te*$&D3B_}){Pba=u0q*Jl{OGDXYY^dXw<83NF6Bv* zF{bfgEf054wru)EO$ic}axKzPW8QlryM)~=DClS4=B0+o%$`klH`>|dT6-_b7}|3q z)PIvB#4PbXbWzqj&*)Rp)Ylt8hb;RTC} zFPaO+bQq0UO}L`$hCWuVUrdizOiupOE1b`bzUncWB&)`gY_gyME{Tsw4i0?xFfd*1 zHWq=zqBEckOS1SW@%L4~YZ$!rogZ#&mwT|)=;)-zc{j?JM&%aixQ3AqT0;OJVjBoZ z|Dt}Umy$)B2#t<4y2_Tk39I^8-Hi)ZZ2WS~l{M<8&+*j2v$FIol@rWgzLWLPQ95*h zy>cJ4p96*SpPq-9&O1Z{uVS;U7U5z|EB+z;`Y?+QH#QbM1ZIX z4s4`^txpLCK3wzd&LGkeToEtojTCZV{pZAfWh~5U(CNS9-%oX>JcR?y=}7-)8h8SF zDQIc47OgBBWm@Kl)J+fC*BJ?!q-=+kpZ?|-FkKyy?w9(X4tu8S>+|TN*P8$?+YA_A z@;0Khs^NZ>xr>QWO@M?%w@OY6A_Xeba>ph-nxMrmbCZu9OTg3`jt6G!ek8(Cs!05s;I*f ztL1+1;BC*{-nN!o4VJoqM%sI*@Gse@0K^#2tohW<5AJ`S-p+b>27I1=ua`~K_^lHo&CATCG3`}7@2@pl>GWAng{|F}nP;%~-WNV6pkpQ2 zIlld!0MsVZ$sA9_&-{~B{I3A;{3HM%*9gsOkCk;OQwfquTC#qyyDm)u2Wcj^c*|DK zV6v=Yb7HwDZ|A;mO_&GW4*bA^H(AMe)aLo1*lO{k*}Bg|`=Ti6^MmNC0*?mV?z%OB zSIw5+o2?@R;Aq6i4`~BL81$4Kdrxdv!?NLn)V0rTwM^16a)G`OQUA2YK7ax$vLWo4 zTeIgkOELvSKSkMIC99Gumpf}qvIZ0$RtC}LtPQ{#t_Z-)Uw$_hXZkDT&xS{E%@df4 zX?`e|Se3n5&F5Z32J0AohwFBaCHP;-lh+AX^^^8|6k*1_{Qk3WTbiAoh3;g@k?|(A zW3K^j`{QDy9WAz0d|}&0$B2wew^!pu<*`a9pC%6L>}vPd0?DpwzPccuQM<_4<3j-v z)+xpPcVezNV`(Pa?wf*?j^XuvPhg|<1~u{T^gm`ZK>kOHizPVrc>8s30LLwW?#U96 zowJ7z7ybz74Gei$>0eT+sR9t6#Dw!@dFuAw#`7k-auppO`tTyI9zHyL`|9@QJr^$f zSsllo+aKO)CZ2Gl7zNlO$T=>qkQCYQKhU~W>bBB!iF(cQXV_&gg}VG(9d*hewpFsE zfmc6=?0l-ebUNF(j;qs$nb~%L$00K-1yofz=|6tA+bjf>eN<))$k3>;Q9H8sz5)3h zX2$In5VvZNH^s#wMZhj`WOhRJ?7AlH{VlUCNZ^{5dQ3ebI^>7#r}%^ zJ*4uU*~wY%^aw}t(cW(+?aXytf~^kw6gZi_SD(2y^6A#gJ*{)04ebr4YQcm3!W(~b zfZZM;B;)(p(EK*<=q`iC&lQZexF~J4HB5; z>1`+EUd}By_`ro99fjTHqLIw_`c};zCBWVdLwrFN7G*_@+|WHH353;ao|cs+ zf-cflusa#{nA0<39_;eWrQ;2TJIUVolNh2+`)my5g^xY3uc&l30s9~no9~l^Fiv#p zV(ms}s14$C(CpoQ>Jz&{b*a8XR+1tRVY_mW7q=zBmbY$Kdb71#y^f2o!8fR4kFU)2 zuLoP*{DRUs<_7eE&ja`*WD-3o+6K?Mbpa2YL<3YZe0<{wFb({9xi-i?%6)_bcumN# z6-^!0$rAF9k6g#IEQHnrO~2OCwu)Jr`53v zluEhq;);y2>9lY`H%vDkj~Nyej=qUCHGetzrSvr=V`HeZ|7bs(5aRr9;e4UluWQ@o z?b^e7p-%$ewSkiSrVVbG#R}p|8gAErzGa=Uj=dYJ?0Yg-4I@|6+vE}Z;0YNBjeS(3|^yIMOgb6(;0lP2f0(!?eig*!q;?xFmh zr)TNIkN6*<;H+xg1?o)p2E*_lXN{BRU_w9CPO!4QHPw!D`Tv~#gox9T4fKHJJjuw$ zxeLztrY$VjJxQ`*O(A>whfnN7++wY{HJaBX?>u~tCz-Pw)PKLp`ZQNCuQFd~j$oCX zPR@ztnQqF3x8cLB1g02`lCj)-;Fo*oy8VF2%*fAOk zXytE~4E=0)^lRyGT$FJ(ta%oQNZL=lHmCp$E7$$({3)$FcCKud4!Z@lXg=E;!#I*6 z)`moe>M58j1o%H*D~xR9F;~7eI=J~aGUGIYoqY8==keZ$mpr`!aHRd$)+V$F; zfQZ+~BTuCG`thk~#oit^w)ed7+BNc6=z-2WaI+Of)h^Wj*xni+0clmgGuTZTQRBod&{SM{)B@;sTdO{oVEkv^>K6kS$i5gZRIv62?985VJ0n_ZID1j6GZltLpPL0|XweK@^tQO7LTrdFdfz@(xA>jBdXM>D{rBX*DlpT=ccK4(3XFVsct zQYeiQh4*y22@$lZsK&qc-!>lxmheSQM;J3LXaJsx*NWtxZnQ9V`nwN{O<1__>o_N0 z(xLy7R0FogAiH7igBE@e4{+5OuCzTnpK}avZSF^|HKAJC^|tcwvG+BVySP7p5|hPa z_#|fK1z*7Vb7eMSpBOD%`pk`G2Wkr5^2Gbx_%MT99Akr8$C@ULH7#;u3@ z@6mihG^hz!#DFrEF7ybB$|KfB5JG$>^QobCmLZvG^-aA<_$;zk-*-+!q^Prg+ zG7OdcXurnL;qBfHlFg0-WXT1^dZGq~&aXFHRCQX2>D6vl9B+}L4u--aww6>$jxC{^ zfxuq~?r~3C=lL77elQWnHmT&>Sx(DHj#eSA&-c|5|1ewg&il>~u?~1kvI!XG%NYLM zl5vy6X+uI~auU6Hws(17;}UGmdVwjuA%hAfdtaUD6tU+hqy)7GA2YS?gn3j(gUi6r zb?VP+Rh|DO_Loq*(zf$s;1gPwK5mMVFB$oADlM#)^oThrupq{JQe~Uc8+Fute1!Vh z==-ir^nc7(hBR$ETqfA85!6pFDz4&=w{?$k^?2>)|HsOi2J}O-u_*R}<8{mSsQtr( zZAa#>R&*^!^6+=7lV?nvMxrZeUq@rx7>nxhymAg&hxm31QLfrT_h2jM84Lz%N1-<)m>93ynZoTgbf5%dH>`Q( zbj0d20vv(=t~ws#sOAtSMt+L@*a@yMK>k2`6H}hBj|T^bF6V6u3>E4&^h}mV6wnJd zDSpq03S}DiC7zwHs9Op8yZ%QBf$dXg`C7!;wRt$|u<>lN7ux?*a6^i40ZmKq#>KtB zKjQl58eQvYjvYVI+6~~4=hMY->RQwRr9Hf9CT7_;>;HApK;hjVnX}<-81i~cuYc0c z>0^Ay%5 zF&beyevUb$^^(GE3lI$bV~sviC@1=^nA}isd1DVgwm0Lz69Zn(TXU7FR!rE>82tw%+Q?qdHgUCZ-5 zofiMao>BPGRtRya^if)Tr0VZ(Xq&F6&*PxFTtw&xT| zJx5JGk(iI@$;NxK%Z|dW`}YbR)lM4?tl^K=!>d7gyXy|BVi#vg6AQVMGsqW|7J6=h z74SxlD?zo$F4QNuO=Sc;YO?3qGph5+mknDBBdqQkH4CdbMaL0U8Ho49)GHX*s|GF3 z+-FYkGQaj*k@-Rc9!xO^H=x)Ib}EHniM(sVKp6OEWH|XYQ^!=`_>j7j*$!){uMaV> z;s(yFZBq4`YE5nqpmccmZ|BvnLmLEH?$}!QaS(-y$>ZjyUT+)6>hw+4V$&cmAAY+Gkm?IFJFJ8 zs*7(+TxgT?;wG=k@jr8tU#n|grna`W`kr_&<;k(*(UBZnNLZM9>y_7;gcz2MH2$z0p^}3^l=_^j%`7;n4m%32T^oNh;EU?eD;=?gJtE+Yx z-bx>4lKQ`*ug8wcbsFlMKY$hB%*9!qlBbkimHZwKjZWY=dRiU)B6zfT4~r3~N|dD$ zm93wlIYYNDO;$KJc(7$7WqtgLSuaF*)FQ)slErHi}J2ZA&t)SA# zmOUa5ZGmy`DU);4$@uNlmqSWOU}ZQ{{6r$+B1s_hbrpUx#i%j|a?0eYSr`nE&`g(W z56e0d)omjEURha@u-ACXo@#qi_@$TuC{2lIGy-X+fIH|bzwvtjP#D$eFcOd@om}QZqJU^=jG5c&)|2d9`vMS z^mCHXh^Re%oZBhsyEwuGst1FQpI`!(Gv6o(8eeWuQJSKOu363g)oIiU*8J8oyG_y~ z{|VTP4JDCgW@f;;)Fq+=)AtsRprNk+?Ynn;Z*H${i~ll>I%s}|&ev|f)WM>4*6ON} zSk6Qf20$e_N(Q63M;M+n#XEp1tkVKz4H5kC%?bob*JRjgR56U z?bdd-zteZ*6}`G%XM_VyEa%s_^AIe;R++NH?i+4|Yn-za48lOc^CSVyw*5@&sy*Sp z`gdW|8-mwgRb3xCca`pmFL7goN-k+XoW?)d{+Iu1!S>cA@;V_Maf>=q>00*+qJxQG zquw4mC+yGYSXrXXE1m{ViO!E_lw1`WJ}B;*BEr6IF%B~&dhO!#?>d6c3%+$titJt0 z5M&ve7+A$ci%`ev7=JQ-cgyF1?@pr*u?D9y`lje&656V4i8tfyCJBUdwDqvk-dDjC z>47j%d#ld|K0k>JWtM7S0-NuTmu3x{8w;hkTapi*j7>4NzbwT5-(dV7WrJ@i?MkMZ zfq}tkK~C#s%ORPp>*=Kh?#lwt{sP4pAG*?pNJ^|bJS{p%O)S9!JEFYBW${WEI(BRqc zXc#9sB7AhaxUdOw-d2F-)m$7x?3$F<&i+V-xttbM*tTaw*`c3UKtf#IEdHYu@E>;k zcQIC92-wpY9)2(wm!s+%=@k6I&yJ-PvpRx?ATlR1Vx02C8!@Y3-5h^OCms;He7r%7 zAP8r}W9Q_HLCTj_^9#zdLFj^8D~x>E;|F5RV*+W7W7XqW1w3wZ=;VPv+6%C$Z128d-1o#Tkfvt-Pbcae@bYogxNpo5;hQ^n zH2nDcZtx)zv7uR?qOMn2#_Tr3|Dx>=xtT}?JGU+V6u~5NT*AS(^Ubgd)<{ikHtkGh zmC}UkO`xB1?MR}%_Tv|?XWj8c$-7Haayn&Nt^vXff4xJTTlfBS&_!V9m`Ex3A`+u9 zKHRW5{}Sqplu82+;W(wcgR|^~2eZ^UH7sX`q299?IwqrC;>&Pfvm|gur@ruja{?#& zM@?ts{=$hP__m7g9%%n(Y5RXeLXM|SSex6^qr-!5O!q*(Y!4Z%^-mdTu@^PDK?%HS z>~H}cW|qAmx|J!gwPSTmea8!~EY|DveRN3z@*14gvNFCiudZ=j&FK^{%k@VD(Y+Z> zq>;hyhBEx7(=;kpJ>|v12OEDjH;RXc+=brwKqI{d$@qH40=Vg0JMkmto8!_lu}wTof6N#y-tXIzt-n#L`Cnl+meEM0_kMQ#+$h-+JbQZ zsNXZ?29}bBng?yvCK|#QuHC9Q@a@SU;?tQXRK9q=q;SKViqyi0BD5&U4Y>;Ko-5SB z2AFh5$pAN(S2}XagATPJ<42#5*~dr0mhl~T>fyRkN2^cS1wwWHw{=4b4|Wc?R(+3G zb!VG{)-b)Xr)aa}o!O&VQy9DQmTY?Nlb$MwOMI2>gxUDwhT(1Yji;j6D=jXK3XYaNd*3>jghb$BYR;6 z(uC1?r+)3Ss{AFL(ZACQY+f8aL;1+p)(sqq!kJixAt1~~)J6I2?;dr|Q+v}05v`b~ zf7d6fXF)H8it1Ro2XYlFPy}>SBZ%yU`3?r#Dqq-G#z&^s6<`!{eu!3gpOe}}ber-aQ$mVQL!c3SMRDUH}mb$T;{-Fyg(;nQr7`)c#L^AtdE z{>RnlD@VpIoMIT)5M5X#fazmKe3-QZI}%`x^oo;rY+aM>H4XcSgI}?v-4NXQESyQj zU9XnPGIB%|;!eqe!#uZGacV)neKwe8Yzd7?f)2zm5#v z!|;Y@RKGIMf;esnayU1$>GinrR90j&=BhAO#)7KL?WOQvD%|tC2;&_9_$09>Z&h6V zX*5+#9h}%PAss~3*Q|34`un_cTzg3Tr{Lv!;_lI2>x}E>CzOjR#Q~g6D)(k?4F#=A z<@ZOVu0WC2;n-{ZC`b6O%z!+6B<>=#%9|3bb7X|u|Hiw<;jY*D-^v9e`XRa3si~~Pc=rs?nJ;EO;Pbn+E^wLybb+%yJt*(sA;eg z^A_tiV}IWK?8Hu+tk{|-Q>w0$y<<>rS09siUf6~ejyHHV>co?G4z}?jCnec1Q1$4t zT%v!&@z-o}aCdK*#=2;r-|2ZfwdJATt|<)|j^BbL4ZQ~JBK z>F!0Y#|S4n?8jz8H}_&xl#mj^Q)HN`rO!BowSz$-}pcBVAG>&`0mknxzapis>UJJ)6%y3T_9op+7m zdVsF0ZS>^!MHohp-5I$Z7@>J{qVznF+s`xASTk?A$uccvJwR>*$OenQs>`HU<&c}e zG5GrJK)G%th}7$72i|ZgNDHn$=4=^G6Ziv*T6TZ+uqJ0z(7n(XLHuvNd{UqR)tLqx zjPWrfuVYECS(ZK*))I^eVk2kG^Zy+ly1KZ!{!3?{ z6Q-+#X;xpcTGI8AhqA%qzqtVYauB(g_XTp;@}P%*CN~)pgAPEm*dG1c)%A=%$agv; zkoi!?NG5JIxpuZ)*c9k1NdT-vo7t8D$7K#Chup75A>C=$(7+RGbAYsx062uA>NB;k z3P11yHLB>acdZtI7TLvxEtyZV*hOU2P=2+#*ZE&QGgdEC?Hv|jln>Ublenz9e`#^8 z97KKGw{i4yyzc8K4woOg)nne86|4l!bGBK8wd^?EW?vUqDW*_IX8P_#d-CjdAJ;b1 zX%FJmBL9j2d!7=A{*;|AkyL)Ypp^cTkg1n*ZeRV9t|c{(sURVCP!^MzC*qM%?Mt_cLAO!+`$t>>!4mnA;$aiXgh17!8gtKCG0J zKf=^*hI?^rm2=(*}x2dL3;W-#L+j6#TYj?yhEO+~@z@AYXqfC=eaVS`+0Ldff9;Fa)FV zqlsgOkYagZ(?+85hvFFMa&S-B%~qyhhnyn@kUpPM9DQZHZr-N1Eq|GHPo8#eun-iy zO0LeX)koBtWIpC)QVlf8nU0Lp?C*!P>kXiOpAXL2ZNzAdJzIOD;Eu>MjZ%Ju>4;1G zM)zgh*yGARZmT_|egn}uFn<2G>SOLywpOKl)E-g2J#=#+uBfQ!SWQFYX(f=s=YTH$ z_}cfEx=SKPvFsfQUmk#+z^2`&<7=wGbczeSc}vrk4?CtPfl~54R4nWvjs-WJLtrQQ zSPBh+BHAN;RO&Yx(WgZGIX7#^hq>0s$!T~0uFF$2Xtiv?36zsKE0`)*gBj zhPAy*Uff^Vg9oFH1v4sn?ASt@gnNhl9#m$pF+A1ZL7cL6HlI9une`~(C3=yN^2ZKd zCGPsmE7W_oZg;n4n#kIR`Z?gUf_bH_f&q~~h*_PvR_VRsc{h}v->&&^9h!~n4RNLH z1BNs`fr2-Hd^cNOdo&liD*JTaKl_o3m8y<L5?h>+PKa$7V3X%_siPeoeGlTUP%r=b8ns^{r zF>4^hR?G#CJ&JWFNLaO!cbx4Jn(l3EgQ1waS#;ewfyp%V)?k+A8jSrh=*V_k@tZ~8 zXr=MzyiK;Rf?wID6nhY-9LhMyEyO+)4083ae#1+KFd^Ew`f#+uRh>LF^)L5c?mJd^ zgNOh0GDYlYtcM@$4G#~4(Lg;P0OT);ld#nbU~0PEaMx$y8z~#(-w#$7^Qhj8EO^0Y z_6d%bO4A$OG{InjdV8hB#DNEqdsPhi{QBM-Z*~=)OJIW~j|MJq-65&JQ=w~sw(EG) z#8R_6y^EXHL~@#W@`NiKn=7W}sv-#Iev+&h2RC~W1V zap%HQ5{|r=*omV(`K}vs$SPWKCXR-qBfA@?LL$liv)XpEkC#mVLy0zP?!g7tGaM@0M;6PU&Bjt}V+uP|UV#v! zdUw>g^~C+wN47aoMThH3MGtkH{}tg4NLOTOQ2Xk2@%ym zhB($drx=Bw(F758(@;?H)r{Gs$3_BXDk-{L^j*=26Y{0 zZ#G8#mu{o}3+)Q89e}ZjGA%P`v1Bng(q5w#q0^*ICRGGA8T-YV5`hy3(n8P_&>j4H zn%{})U2kh01`~?#UO7biPrHxGM0O?{bY@167P8kIHjg-kR(3I}r>?C;CzPv# zzcZiU>I5XQP{#2;MxFnT3@i7q!?hfps3#N6N(}41^;%$_ z1rMfH4|5f=hNVxT8iW>Y*3MVr3hvO%q6blH*%i@aUQWI4vw4UodNH*0U30Rkay!+t zi5nRgeO4kZ_Mp0Q8f(D0yp&(4e6)=_NBx|C�Kf-t5yESP#f4k(NI1i&Uj*mcAGq zt_htUn4OZl%yad<%v#VMKl}`*hDr5kLihgfjg}1KX-+PM{;X0lnqL_4cM0NxsWcG}ELMSht)F@)XKdk4n zmnJe{(ieOyZ7*@L)^AH76Vr!tkp)qPNe=X(Qim&@0HicFcp2C(I|5N{CpE2oBI>k3s zVqo1LY_f{w8iwS#)#R|sG4R|{_Tu$o{V>oG^m2d)#aE{&H+ZV{II=D@E}~Z$X25Uh zHDfkY~8X)z(m)`)|RC$ejZ#4DF#*CUFUDWWe@6iqJq86o-lcWHwEJ7 zTJxMCjv(9mW7f&RzFp7EN!rf1X3j+Lz)ui5_o;n*eM=kcGU?Ms^mhbJOy2<2 zO`g=Yu6(Xob>RGmkb)O}%6f_$y_i@-d~Q`YIH70~RqHDzSyLN(n-WD1@YbSNbm*;k z$#MBdX!GU9i6!LA;GZzmCwd{f5TzF3`lFE>%HH(ouMCAOZ<;ltRs2uGf}8S@+ZHsb z-k@^SCDPNqUE+&;(>=Y(sV!c5?J44B%)m6w3r>}hkZe*31cAoFU*o&~$4l*%BAPMe z!LZW{T&uWkk&gfKOaG@<$td#jQ%ljAV_-;30iJrD^>Yp~#-@Vi1;V%=RiI*|QlXsU zy&~J<#WGQ8#@NOpo&ciLruEYeX|A>wTmg%q%>8QKwMrK7d~l!QxL9inP778+%A?fB z>leAVGzfaVh>qupUC0*@KA7_NfK(Md zgQsB(U9)ICXXEIv8v?57WI+up2b(rrVXD|^!+kZPyaJo{l%jiN=@vMxR=1x@(cEb) z!Od{&Q;ya-&|#Dx_ zf1vHrA!+dMTJt*Z^JuB|*DBo^g^L-_U2fs->e)+G_Ex!muImoS4^KhqTkt>gYxZt@ z$5C$Y+K#&8y-!@TPbyG)Dg!}2o#opfqH&CdEJMM^ws{>Yuw!<0%_3`CmK;qz7l^PR z5ZwUJ*KJ3QjN&QUZI|m1?ns2-+e2Coy+AvN{GvhG~82cEisPu>6$Xn6@s? z`}AIcnF}nW?;XYYnd>*ZJDm@MA4iD5wV>k4GhdbL2fflzKO4AtmZ=PaZl^N9JmFxW zt_7K^-e&q_KN(GSN5R{mVO8VvJ$Z~AxMvKG*95o)}(=^tf zWeR@z=7kW3nJL4J{Fb_JI%-E{wN(o}!L4`)`kSZ1SG>Zox1xTubAl8;>%a091S1fg zf&@59Ahn$Zw98(22$Z&tOhsx(HB#4o4Ml91*Zrh7EUhiQFZrpk6wuapGEWq#FAls% zt1%FCzIH0%lpcu=6iLL7rhaj*kC7$c#B`{9Me(;&dJ8U+9GRb#2L*swwuLL|rff2G z&XGx(!6Wq;o6}hMu!VTczZ3ocy#1Fmj{#`>Gl1I>DuM+3m_x1Drj5}Zr5$Hz(L8E1 zyW3l3XUaOaY$|k!z}Ty2*Xh2f4T9-$fk&=)LIChAtHktB_v!53ByW{3lxd+q&#* z^w$UUeLOBXolgl`_AYp7_ABM~yhEIhvr(oo&x#67-Hvb1RhodQ7zpSl*p8!OL$$)! zUCp*f4a@$1J2D@Kn`o(Xe-#5g?|E=)&fys_b~p5`Lz;c+feG4Ts zS6$}}$Qf2ZLAtQq{LBI*b+q=E2wfOF$p?nA*5$Ao%-xY8-py$x#JbKB%N?8x&=*P6 z6v?k|TiZMx={#d1DEXbTjV0I{&Ao7#Bi?a+{g4q;l~Wg}8;0RCD>x1=_FD&?c`>{8 zVn&cIv zz!M-5(kpq=>q|$>O#I*od>AlZ-XHzCMtq;$!w9ZF5&fyvD`bhkEo7FO;FIWS{bJRFj#F==ei=>Vv2{OD6dm=%d?ck2MKUePS$&ACu z=5M@y$2t;O5URU4Q}7HGuevr96yorJ`GyBQ`b%z-#d4nwSIySye+#1q7@#5je8O&Q zGy7QGsCh{_IslQ5-%@Gd2C>^P+;~!bBU2BZ@}x6&A~#kl2EM^+jn%N%pTs-c>NobM zu>Tc?%gaLViE`8n^01#5EH2hnI&_V~yYoQ4iFdvgyRQf8iMZU5l6w>RLz};3>9AhU z+Utp4r^TJpqbsLOW~mL)DR^l=*#=YHE_+&+3Ip(`kiW4<6HC2$H*q7{Um4+=Mon0( z^xu@x=x1%nn5UTgaHY}K>OG|j1Wn?4YYS1}ieX`#t72yKSiUWi=*fV>ZK})C+bN<_ zWT>nE4_)6L&-5Puk1@i~jgaW7BFX)J=|UYsb==J*G0Zi0GuNndax1y47!oQBjk(OV z3+1x8WMeKPG0dojv0=ZD^L>2(`~LpvkNWh_-tYJ8@_ap?&zENatv)~?VFgPrgi-8x zPQ?3A7q?|wOXRTDl#ZAxwk@X;;V$w)Hfl~9_RAtU5J_N;goi*OCLi2#u-BwD6n?Tq zNks+r_V>Rwk96I|Ypura(^tv=$LltJ4N&Mz7!1Z#!{^_?ei70V&56ZfOWHoTZ1 zRhEu-N@|~-Cd7DOUXE->>(-qR|NsA(a&mH0Qs?|zJ5UG55~8XP7atO6cT%z68ZGM^ zXg}h*pJL9g`0G4KeN${bvy9|*TpIE3?l0l2_1{*{U^=<~J@dkGnlhk#`(!pb-0q!C zi-psxbQuN3!J|(O4D%P{J_~yL^7m&~-h0g?Iv;35$|Ha8ndWVL?!CzBLYh+r)>SVu?xE`=@E#8-zWN8IQu zxz>I0yOckhNs=iGP%?TWSM+K+@f0L=1l>95ehB37XlAJ~vB~rb_+}VS5~l)`^e`ar zFZ)&6G&6~sHWd107k)0v|Nbx2B4@D9XM(OGrTrQGJ~&daWYL-M1zQG+78PBhmC;-@ zYR|GhW5ACev<>`Wtq|gtet${zt#oIb(?!EO`~HtR`X5tH;5&e}BTdsf&r|qxyn`cf z9tl-mBLK!10=+oJ60rDqtB(~!1bCW~@4YfW9zYKobs^#Cs!lxb2uTywG4qYXSNG@x zAF?C>bJ%jesMe~uiKKVbK;kPoR7xxY9FkCJqK#SsUn)52?*aVi!_C52{#fat1(XqX z71F`q)Fy^{Iy3#@XA)jTd>Zu){O{*LcG+Nug{yXfr8Crw%99Q(VdG<}cm?p>{E*^l z4N_a5aK)wpq(bxl)IjP{O3#9wV6eC*uxU@envhk0c7}0Ldfei7TWpZRXGg^N zMlDrLrS^4KuA$zqZg&XLD*05bR^y7!w-?6kmqa`Jsr^OB{{fX`mIM8~%|7;9W6HNy zm?YOuJsU1?w$P(3$D@^W;8%a!rW7hi`fWB@_I%lzij;ENK=|g_+Q9QZW>rMx$bze= z6XyPB`8AVAqqVk{{T(MF{p+5FLXLz^AFxqnjwsuMP8|2dVEbDfOQ5d$OyVS{wgJld zN^;r?g|!Ng^2b7;jS9hg!0t&%tAv7<0V7Ti?oc!kJCf@)ADS7g;kjaxN?0F7w^@$_ zCS8;X)ILLORc^fOuG!S>E&|f1FPzbVmrYgw$@+`md45wpp6ogyd*)gDh}D{SrPXKe z+&?67y}@fjuj2m1Es)xOvNq{5%j$Oo-J>!&xa4D^=Ts9uYvIrn7>0}=0)qfk>@x?* zdV>|omIlrvk2}=)mzMP5N^c_3xk2Oz=p6;POveC#g3)G`%$#b#DgPJZuN6iox~b_2 zBHgtDi~m6_KnnHnHnkJ;;VF_yqNX+p`Hn4+tVhprz89tm3;nVEX5p>7F`4E%@;bE8 z_`+<4!>Q&(wPLD4f#m?5^#V3vvC5M8&Th(UtV@Tgd+Xz?JtlBu=0+=~4;G zQ)1AMS*<1K=58N**Jjyp3P$V-AAvz)7Tq6j*)Pb;54KNx+T6Srg#5PqrbBk6{g>#H=oMSsVG z3|;cj7J`_ujxGo<1I!A5B;`G&F62|_VKBu-?gn@+5j4V$1tr*Hc zAq@HB(@?mfF3qF$A0y<>;xrkMEA(OZDH-tU%LK%6@^$L!-VN(Ww~jdAU*+Rhx?Iix z|H;U3%{XCo?0>lcSJG4(+V?+L;2t(BWez$PO}QKew8LgGPR8+gt39o)&EKU6DrP8! zw8c#szSqu;sov-b|Hc|RBLsB;Mvm_6pM62o&h#+5@?WK<5!Yba&Yd9?rkldkV1Iz6 zaQ*<|(c6!&a?j4ER1zxGowDWNx$jUZSIavkOUh9l%_LDMe=Q_T)I3KmKJSDcEnAYq~dZ^E#FEZj=h=DdE`wnce_RX*x-V-E$Q3{ z5p!-Ysg^0w-qFJ26JeiXc6-`)n*)5lZEjT-tC2UEQ~FtFLJ#!|%cbmmoL$u?N18Du zKjW(V%RGE3PjAb9jcg8N0AylOpOTo(1`f&ZDBs_#XUv9SQ^D7Zf*IdTAiLT#_>$;V z2G#>^0KHHQ;vX(Tt$U}^lvNeV<-3MxrKXmfbVqWIFuTB?6QTNiZcI3LnF_+d1$7<} zBa4SgD0t_!1-~p%qHg5gX3-vVuVZJ|4V`p$38D1#Kg_#k)Er(dPC!Tm6+fn@b-o{B z4I}6eIbB|NC$_P%*!bWkl2Zq?NB(tuVSL^;sB`Vz?=GOnYcY7K&Us94z)kEL)&gIQ zBayvi3kbL-tDAc{LyLTWZf&^&&Sz&H^cIL>mH;ZrN=bVrVfI9NtTyN1#Gnn&p|S5- zL>lVV_;~SG%jrw!f#2adDZ_0snL24-H9-OvjQ zzDm*F>ST7dP2m_fansrvZNwsiP(*rt>1M4pEzmiawx%H3^FyXh#nVyVKWeR@e|R$l z?0b(R;sec8xwT4cCdGx~B6yw~)AW#z`T+v8^Tah3##*cBba1Aw{A>&TzDWw_?B=p^ zd~)U~Rs^RAf#buRr~>$K*1j{_K%(7MfJSWX1Vi_9)6AB4r#i%$9|2aPJn5TYyxV{v zt#oMdlpip^?2-X!#%kAeeDIkB3| z_LJk1D_59t)!`SjOn5GShHp{kXC}^FZ6^E*7xPw%^rktUZA3!fUf!|hY(5K-HhHFn zTX+v0h|{cW^gzRXcuZl62;}!Y_g_ilJ9TaJ!A;*|KJvajSDZ>r7ROm4v5m2>k@d)n zHPY^CJlA!RUs*=R(tK6-8 z8nPS5T+1ZAK*>QL{^p&Vn(AmE#n|LcxxuIQP7Lh%7K*8CM-;x`v%G-acK2Gpi~lec z2}H!8w-X$}$MOS@GWxv#AV}sX~>A)-Ya(HHuvWu z-X}=JAfvr#+WQT4U$yYxSaaO2yjFo=+1FsDkjmryWJuy&QA&Zy3`isz})~<#npThY+FuA?jn3T+`$}XH6 z6)#+qT-kuBKWY51B-hBPuRJXDUcdIsM!)9tT6Af({wLS0qB=Zzq7icH8)_Uym7XK5 zrHZwDGrFQQjU;pWdaf@X#t{Z z+>0}`O^qyO`))_?Wo~fmb+MOI_G%+kkr12sN*Qj)bM}Z6{aXu9{5|o~wkDYbU?QT$ zwb=$z9vVKv6qZjjEz-BUrYh945&}|*vG%DDi(M?1QlGBdr5=;h0NKR_{GQz>OKpf7Kdd0 zc-Z3KSJ%ceN#Ce-d1ZP7L8JpV9WQ9p`()~&$nQbqD+;lCNByTQ=eYK+TwDgXJTB%$ z;r@ZWJhUoh3CxWnnQf?iXnRx9w$kyHv{4gOsu|w})2{%x!^-q9hta>(nUVU*yHNOX zi_5lMc@3+`cA-(-SYU}z(c^FCYs`TvP_iB>Eq12Of?Y+Srbb{!rw#gcd+!cTwV#W=5OL8(Ej)AQoryf^sBey%fBg6u`)#5%kTm zO!YXbl#%d#*#dnGF5Bpxv4}AzdI6HMG2gn{!X8VlMpC4^nrpCK0{Mp4>RD~Xp3^$z zW7ax>x@(;d$O@2feM!yItJM;f68TrURvtksb1lw}R~M@TeuQFDX7FS)w@u}~`~qu2 z>6pvgxUjIWi|#j^=k<2Up=w&cBd>P9MXp;gayG6=^oG_ZM(qsM>D%{A2Gm=RPRG<{ zV5?mTz8dT+H-IvW{t!91r8niOSjJ;KHy-0wy`44R>kDMN*%rNDvDI_165^bp85t^H z)nGK16UE&D>P2fpv;mM5lYpeC+PPC29?i`dpjI1Gcc<7vbRCKHN+#jN@pP59({AwH z`_&Cm$NQUM6B%YwHb6)=ngoLBz?Y7uRQ<&Q!{KJ@?|InhBO&!nOLGDdi{Ym4uYq>^k$eolh9g9b{{bP0HBk;e*_3lnP z=2vFfZrAS(wzrW{P&?~y!Q!!Ll4B^z^AN>Y)O%1RX$p6(CbX!=SDp4iP$o*!CwYCe zO9q4YT-qbPKU5;W<+`xERex{gScgP{NL@f^C4W3Ou2wuA=Cyi9@Qsgl2XMQkj73o$ z9&s*h109hnA23~l>BfJ@J1EM3h()wtlSaA$@vps+#O4C!$(l*LW|y3?<-L!)z4W^e zh?ctFf#CO7Q;?6n=F&*`ai0h%H+OgcWo&$l7XJzT#uec@aIIgdb9$HE$RT#@o!h%I z>0CF9U0*paV04g-qcI1bR(=C|G~q`=*MB+wcxK|O1hO?*Xv^(}96PXc%h}gi;ssge zYve8OSwEPP@crkr1@OiX!RqHc(iBGSeuaGR-}7(kIQqBy1=c#%))0so~vXv zPpb)UkC=3K==o7zK2#`WX=R{3z$8&MK%`x`l0O5JLypJ|B~=7m2tJZ~;4suUKnfAD z8M*MxpZS2wZqd4zWWmawo8;?cUvKyBr<5iOJgg~hJQ=ogDs;)6Pd$5z$bM|(Q(hB5 zu_NSfigbmnHeRB&X#ys@yvp7eD~yrTdjt0~p)D7C0D+8^twpdQ^f1}R`ONu!?(VB! z+AKUbpfdTO%#Lsy#Ilzt_jV{z18levJ=i6J8$l=q2yN(}FIAsox(f2^a<>XObwogP zfD#)Uilm&&(dD|!fm(+atNjF@pTHz8)Ql81kYMzt@0_x@g;mYbPr%q*fB2K_=q;dR zbfTX@EXb383&v*~s>?t_7$-*m1T!ukfQHWhmUOF{;~HCiTOL~UN4ApKQF%FgUu?w; zq|@6g0&C`k75Crl%Z`eg3Lxnz>>DRUrUVxL(?s&M8R~TAIh7{dBylb0Cc_+O2ogtsjajq2QsLK%32z$3d*%^^SB@`wdhbb|nY`$HoFkI_ z8oW($M(CQ+FvxyMM)*=%Sk2Uj%Cels4|(cVMYbK96`O*lrEyuCGO?R7x>lUcA{GiM z_ew+g$Y%ILoz}O>4||T-)LzD6zOU60`V(4OOyurGPqLc;!CC9jupfe!&HN~QM7j|* z+)TFg;*B62QqO_xd~Kt=2PxyaX{|EtEEZ0&Q}S-)(G-=+z`>06h3(f=J;Eld{ha5o z?)drGnQ%l zCt_SzJd%sCh~8{GThz??@^Uyn&s3a<;90vV4%8S!i{b2TCweIWggllqltpUDAmbSq z`(s-;+NQ-d%bR)^9FZ3;hNhX(-m=IBV%{2*VL^Cx5Ktw`Tb8BLD*zoF-x464#Mn&! z>Hc`G#1u60;JNTKzFB^$J1{jMV0m8<0oIvzrYAsyvpM*H*}uAd?5b7OkiyOUua`?h0b`3NVeA9lf%CBG|2|yje>^hdyi*U%fHxriXQO zTQkWNYYzrU5hlh%-i5a&J8ihPWmg-fPuG>sj4B*SzKk;oW#2Sw?2`8WhEJtfY^}LU zZoWj;AVo`%Ue@_ zJWZa?u8RRT%EwGMkvUbX339uidZpV}rRmMJUQ)aruv;X8?uLsF^MvyEuJffskwZXp zoD3X*BD|X0n4$h&5X}vqas*Pn92fS7IrX@yRHS?#sG@Iy>MGw(;L{R@e8O<6RdfF9 zfGLCmP&qJs_UXW@YvV!W-&8D!$ZfrgnxjK;dp;TzQen90Ft;f_SSRs)=}=u@O~amN zT)c}h07jVzM+qAooWX2dOgrcR*hrM{UF36<%O<2qK1qSRBwG($Tu!qy#clC|kmR2rfvfqKCU~^sE`09` z$2j|=j2e?A$?1PL^*yAF&Q zUW3%u{`)wtKBo+6*Liiqh^ck61WAm;_NYzA*|ivDuR+cX+qo7Q=^v)zcBhLU#l1<5 zV9ex+l@Ahjg~Z5z0A0q~e-0->mFYu^#Q$nM;3UcPEmVhm5i1Il4@52TAi+0omWBpv zyse)5f2Nt`T`vN%Sezzo-6t$sK!+Po-&z~zrBU6!eb|jK`RcRoR2I9jk~6e;y#rnR zon8jOP&Wa>Z_8z!EB7=d-l=c#U5jmx_#~w+tsm-OGa+3D4AbH-xg7fIhPMNzK@0nD zW9M7c>~?#fso=VhAjqoaNMz@8o3ZDs6kBJln^xRh9m$`yP74$Wwj1ktfjw z3yVG1+8fe1=>@R**2`WZ0T1#d@D-fy_ z&aD}J$eUVoR_#az^K*C6ymH&k#OAS{-)G0(fRfe&K>qg|ReXbr?^Y(eA8PuMKU{$@ zs%eyOvO<5tw84sDiKdsp^Pi=Z$I;O;P3{tzp4RftU5e7lp}$2#cPDGm`bgXdt;>B) z;wJJ)DMsgZBfQ$Jrt(z^;?9vQBb1?(#ebpCL0(MaczQe5$OUdVW!U{dLk4qR@vJ{BW64Z{B~e$-EBqO6 zPpV5ON%i8(0_*WgCp}cJ8dwINj^~u6ZI?G&Y7zBYN!eO5pu0>a7+m|N5d7{Vk}Ce< zAGtqHFz!nMm6gN8f#Vcirq0HDs>Fd#hVJWy~?YLwKzE zd{%Rl7@zm-yFIGo&uA$A)hOdwOox!&rB8))<+W9`pU_(SO2nUbjvAtqC%4L@=rp)3 zO!cbZ;U=w*ab02Efo74E#kL0mX{*<`5~twmyX7GL$q~7J3H@V_2FbcX#HF+vGMTB| z>-aoQpQo$%nEbcd_RZtg0?*R=;@LG?SF)+dY9yri%G>M4o!#OjpLMyvXJUKnxlO%~ zm8~P^Kbh0sK%<%TtisJ-t%9mD&{J(48KA<2*c0h0i4kXCbU;A_YR?` zk9|*X{_BFRANl3j#MpY2gsJpgQTFKag?%xjXn6j!3;L`^98+MRa~dd~SF%o%=R^4T zez>}sHtv3rYB_>{iAL6%cA^o1BC&9F#$gEh#2KmbEMrNDZg}NesseW)%cKmL&E>Bb6Qk=Dg*y?28+ z{bAi*cw?x~aY0a6fG7sUkxzHR!wQUnpZIc;kwXvh0B5IF@L_s56fM5@Kc}HK<=TT< z1Pz&&ioBnq)&tgBadjAT)yZf&Aa~|Y0PWHJnHeBxAzL%#r!Q7$YR7xqC4UG>%AOE;uC_-=m8?H-TlS_f zsued|;`kh=m_V{a!9jN{)J61C5V%Vc{j56MPo6ymWLf`Lw`5Gb%Y8ptnPTYQk>Q(7 znP4Bp#AEln@_p))DT#&En40b5oV4+cCHHi28}yK?^8wiaYefFRf{m{`{@17(@(Z(3;Zj!} z8T?O|D-y*$Q(b!CBM;EqwC$X@M}uGiFX(CHX$A+48j^P7sbL{9x`PI?)>hVX6OW*c z?+6Y)z@Q?3Hc!!B@QUN;XrGBC^Q8%`mcJe$I+O&Ch0S4C2WlIiUyoG_9Yb>eBu`(` z&%o3~5Ff?1WE6$$b?J)3!kmg2y`Exkw+}XOez95}RJIvAdX^5cNG3oL$LD8{*{uxU z(Pr=`?`;9?XlgR~tWbys`(!V3sN&(L#TGi5$@$?22TUOxTHxiy3YF^qNUbVq%vDp< zekb}7|AP-iZpzjRMC4z%N$0t&>&awv4am}9Td{~qm&tF`fyx=bGxvjz(1H-NrzAuimIo?b6q=Hj#fiQ?Udy( zmZBzNU)w4Wlg*gmmEpTv;_ccOb-c9r-rH$MY_qw1KOEW{Q*E!_rfv?B=`SX>hpZ$$ zKvwm2%WBMqd!J~m9yqt!ncjJ;QdbBs=k_3+A327+16!P5SijVX*nJuZKInHUP|+r%dhq?q-TTVaaIZ50NUk zy4K&AEFya3t07d&*!EP6aZDyGv@t*cgmjf}^!wyQ-`rDrI6k`KgiA&^^D}0v zZ3olT0;oF^&nRc`3ws+yjQdcf{DhSI16Ni|PCn{9<^EMU%)|HlI3;N|&H8Nt4E+k4 z@4wwYapl!B<(mij!olH!hmM^OmJC~+Nl2><7^C7{H!l|)_Wt7PeOjb=z>mPj+vUa* zIo{c@UA4f8?{Q1UTD=W?@imbn>kYuWDZrP5tTo9XfCO<$W^u*Q}Qxq5|!2AL%3 zF?M0sVK!=0v{Rd>lrhVkxdaNt%Qc;Rbi}(yzU4vl_z<55*^q-L>oJ6)r|{q|p(nEb zv~X^-;L5#UQzn!m$eBT6n|2LeULQWK4C`x`EqD>qEZBJQ_*fCID&ZaS0_=D0ZG+1{ zPUAdz?iP()MZ~Wb=VSSN*2gb(5F92C8&<4ZaG8^fhG3xCPKX!2v#3>X@kI z>~qKI!W#?+89$-V53OfhOrjEQ!8{j?O3IhFg;)4cfXAApZhT35?R(P)JUPsxPL2d% zVkEpH$mZWHOHZX{bj9I5JO`m%=v8_2BU}kP?X=!}oLU;>l*CnUs(UmP%Se{fu9pRyv|lN)m2fb22hQ*%;v)u`UK3|>}-y~(nX7QT^2 zD+P=GJud7N;^rmlOxAiqC}4|9yxBw(3$RwJ>6_HF+w!+M+HnHKBdPOLq70t*21S7^ z6n`(KP5!WlLZayrL-XCaaOOym-W-J|cdI;6)%P@fjOY}^>E7JFsGP~bZ6ewKAa@Ff zV888vRB}^@#t0Jmw?}>iv)S9K<1BwnLKQd=FEuVlkKlg-s&e+8huR71vxtMg$N@o< zs6WxAL*gV3+-OTSop1wBg;Fu^-h|x=N66(Z%IWCHw7JS--ubDww8zB1XFzZ7CviZF zi&yfOD9A@D6(9EDZ#@w5=mYOL?_&|**R`)_AG@F7`66mR`_x9$#3Bk#@-}&4%5!zB z^YgmW_ka4=0~9VA_;mtHxp`4sK+!Y&<>QxrQywqx1v@~RU>(@?ozOpO{G9ia!kUSo zM*!wv6x#Nb0a9~BN<@QAX?c$I%Yb|KqBCiUf_=5(p3 zIq;9L?pC9K4&H6=ACdBP&}2lOw-KBH}F-=%Ygqw z+}~^@L=v$jV9| z{L+YWy~dVFXJGEKqjXi>HC7I5;AeW#0V~9gVLz?bE^L@rw#{mKf~k7`wfcISdAR#yhVCjlZ|>m3ND>ZS zN)6wPU#KKTsnA@O=my4rTIPo#!@rf6!wClZ*QQLwX|Lthb$74hn_(Xmf$2hCYemtv zeie-zdQ%@9(c~)U-qrk2o0Wmdi{KvQW`^&o!E4?>9}0zftl__h3w)Eeju`VpOszbr7kT(jj;bcMcgh4U$eLm>y1x`Ld7WzvI2pnWzdA zNw_#WBN=ss0QMJ(ZY+kLnHf*Y=Nsn<=|V}@-hqV(zf#tmM3wQo#xFJS}0uraHddZJ*Ef?`-Eq``|SRrKo$A8(5H zAYP1Jz>rn`;d)!PFyzF9h=sr;(3j%{iV*>j&tF-NirB=F$Gy9D0>MOoudhAk$|V?U zKY6kN()n4}?sS6fD;NgZEgd!FIjXhvNp}n;DCGFhYxPn6C!HG_b5LhoypM5Duw9Pm zXyU=W_HR1%cUET6zx7zpaDDd3=DzO}6||3bH~1@^R=QbGq4ojNjqSA*L0`?g!G_M#jZ+m_>P&UnI`!im>9)E=;+&*kS&_*NkIKQe z5?k0q;YtD9I>+SVda7f-cljo^40K7ZVEO?j@$0>tGP~gaiAq5=-B7%_NtpRdf^f_3js&@ z7=fMUJKuS-2*HgH0Vg6?_|3MBl~7Q|!@~9ga=%8T+%U!sO0S=HEEA6oq!|pl#jN2B zUAWZ>$yK)RlcLP#MF*l+;u`7^-8ccF{$PUW2Ja%-1Wz-+ol4jkGFjLDzWV7MU2KqA zB#t#N)h0c@*NfDM!BckAndAE;0K1Jny*L%N0W(5F&pBF!4YU^FLxodwg68%nfLh~; z(Y_7o)udGOk8cSMj1N;+!PuLP3AbVM!bt^~8^SgljtkzcBE-;|1dFVky2$9oSov35E)hM$te3jSRnIDD zn3Qm?$o{Q*Zg8@9>w9<7&}5CVQ#n2$OV?{4r4q8!>gqFQs^Gn-?*>fuj=gc$YK-tn zSUk%73H=l8O!deUz2KTrCE5L=qiVCw~7#OoYgb#6S#&f+p-` zcg}tN#FN%Ps(uPJ?>n**hrBOh#3~h8Kft;n_}Jgp*#X}6X!gMU!44?C!OA_{IB(Kj zjA%iOAa-qze^use%B|J8AO(5y1p>X2T$NbQw2nT3#oDD03hLQ>7_Ezy#*`+6DoI&7Ga9vzl%#R{rn#E%lWX}A?{4#{_eu)W}c@SP+^GlcKdcrApXLupsgXVL{H`X4n zQDmsf*u$Y*r?n6Bn@UZt0JQfZw2C<@)nio>coFzLwYKE@dX-Sw_tWvvoKF`agwu0O z|6pZbb!3!X%Q@d3=3Cx}?0(UV?c}2!c@z~kbTpHZOwCQRfM#ULQ0I#Ha{}{53@|VxpU)z5R>~SjJ0revwtjt%( z_L%By7)z_O?t9qGfSqLB_)_5=f706o^@J-n*B7VfOPEf1$8ivl@T0yVNt0#&AN6M~ zHRhW8J_RN2U`>L%eR6Td_r?M{laNAWSsUF*T60dwh3|iyN{YrYyFxr3Z{2S@1J3U5 zB9FA*tVP`Y(rLN1Rfr5S%uslkVHB!M{}J~ahMe3WyhM3nc4LA*$2WASYAZmC23X^f zzkNXhkJhE14w8O1c{h{qju$>tITP@NfwrVJW0HmS^d}E3q0B$IGDwJFG-u~(nsdjGuSwRyat~b8r`3ENYRg>Gck=uCxV%~ z^-9i0@`Lhp0`T|yP{zQ8WHVG;mjNkYIu z!{LzL20e)kPJQm3R#P5F2|3Zp08 z`_-1((QzqXl4>t)RY26s`w`WLeNO8v_cH(+(B}xZY3vGa#>NJwYSQ@@*)sjnzymci zUFCPuo|7KX)ZSiXH1MZ^F?MP$(g0;0tIS=GRI_x$q?dK$A4RU@=n6kdnfUFQe0(^b z^i`RbcH@cSIwS2q=X<8U1#m$OspF(Jt-2hem%EBKS|SEozfiN_Hl1lgtTh#4vvC=8 z^AFlndxAoLMEku&ctVJA?CR2#BxoOth{wA<>IAz8J@*u$6>2qh;+aR^G*V*%1h34; z(R?J#S4V?FYknDX)$$0UkwtWKyNW?E^!D$Dtv-SvcW&r zjEFA*f76b}hDNhIXMELMQ4veWOv0<-nw*V?E`iCvg%>6g@*c^n!;NuwFl!O zZ%wOE1B-Ac`PD?G((Dp*QRUIrJSrv!gS`U5{6a7EPTMt|)u1FrfBf4bI}*s2ZS~pB zA|GUiZ$NJq_c7_GKVC1v|H7Xvi&J>=7qt+wa-10|D0BU)nv#OUDFfC4e&`zE!)STo z_O$evTG$1J zEeg>P4KeuGl#1|{7w*fh8*`*P7yo5)#vxq!V-3!+(+Xw}GXTp84FluSXw3vklb3B1 zwG|$36s7@hn{SH*C;mlUZFLWQonowKN;doMf;%n{7NX^|F1-#>P9d`kGbJVX%jMMD zPoLbf3w~7GSQ371bhAXv=-`Z(!P2#_uXLT9@X2@dR6p+Vw*$YWG2{hv@>f z&<*!KVtv3``a051;o2$#sbHC&E|cMHSWxM%MY|^WBPxE!y6NSW0NZ=PD}-iH_;4Pu z-+mxX(am#WT^(gC}#6*g6S^ZM^y&gLc?e;ItAC$g|ufp6{;5 z=y&&*ae8&?`|M^icm?gSV*{*+8lW}y%PYI`E4IFD0^Yl`>&P&w>Ij{lYf5-2u59+- zg+~BHE-S$G?kZE~_0Zx5JBm9K{C+YG({iFy`^uYtVHilW@ z?ekkgTY;+e043gT))JOoerXoQ8abvbPRpp-=*$U(%#$ANhe7SyH$6oX7TPAWBk*^Vc%@M_2nx11`SkH@Q!UKA zU9qX4-8wqV?bw6Yg`v25c^TD{1(9p0gR6R5ZAQ=Q!m~12(oeFG9lO(Q#hE<> zxt$@@wqsvG1Nt5~t!WQ356QR^brHve5&!OL?NB<7=sq*UVo`xZuz!u{#bvryOwhMJ zEq=Rh?97}U!5KmCo%*A;Tmw7>>NW8QH>z_F?E6%>X0oG^+nV=fXnDh)3Y!JcNu=3s z^rnI>+Yx!-Q$MK{)&q!veBmM%fLnw9^Kb`d7+=B<5}O1!n7iSB8b1~s-0uW4W5cIG z&7WJI>~WDfZFLcDHFtxz%;9@Aaqk+m$DM;zX365CKo+7Q5QrkpUy?`2SU2k~W!@^A zGOARZu>2#F?eR_7jGu_vr>Zvwy(G)l4g}#kt7e)ltYNK`n@>vJ^lJ!%{rT!z7B@vu z3~QV7Zx50Du!L2Tq<8J6jBtw{k4X_$jy8=u8ds=Ez!jO;y2F~8u2ST?&N7w?HzNxY z(?6;sZ!E#DQW~syChhF}7lyNJiiU{H(48JpC~~ObUkHD$(dB6^J@+r}sI>3L4euPEvSW9mfgZtzkWI4c#sD{GVMRa!-Cldkv=AOyXp_@rols*J4;Xd&6_| zG=J<$%8!f=Y9DdQ{_C{rWT@TEppI4YDz!MzNIZp&u123^7tqS$?%O2OS6suPD;7ol zF6@=}CQtv9$c$*R@2qR>P5Uxtwri*{pYq(|oocw&zXXj*CMx-RvjDFV$SVpeuL0DF z+qCeh3A^rg0^sg505gr(`@{0Cmg3qq;Hx~g^d(^48VP{6G;z}Cd(0ngCNGQL0C*qX zF?N5|fuhz${MuQ12}5V%HnJNbLmcj`aq2=E0zt8@Y{FZ)&nAZ>xw%|`dfYW<&Qj6f zKf&dOe4&mMVfwiE4dPyW*fGYJ(FZ`)fcibw*=$-T{nZtA?p?qEmy}mmpJ2OB7ps+y zu3S3_1ySQLb-%8izc2ZkM{)PSb2TkM^oSEX<@0u2B2cN){;OvP@a$h72@c>rM^<5u zl6v<7fRZ}2tt3t)|pXlj>p`58At)DQktr@cs}1Yt5cqvprL623dpUoh}$sc~?;E0tHY zw69|7F_?T5EtnPGMq)>>HZrNKYsqpv7WJF9PrpwO!+?{ruK6LzAM_fk&>Ozn$-pnp z>JiX#>2XIGMhb`zq?iv%w_o;W_wCJ60fi1PkjZdpOkYP2^?C<1zWr2ZIH7fS-=tbz zQONfQV~@((_`&iMm@#y)=WxRT!qMKVrT>ocZ?9)V+wbk5*Z`Zedf^s4%;YEX0!dFKdT-U6VqT|b}@+Ccv z?vD9B;I{z_hNiGHFVs98i!bWH7oU?0+>&3387$uIms7}!W``?TP}~1#dipx7vfD#8)Df^VR|yY4VtJ2T{uJN+`f`@u15TO-#Xa=#ckMg2G5x`VWK2%e(mkAal_Zs-Wo__G_)R z;uKsFKsH}NdCN=FNNb{;-~LOwvP}}))xV@LMSD{nJs%V|4zf7(-tUqBAc?hw)>LSz z#k;A;AZuduG2`;R+6)>eta@W(;$Mv58J6H>`RX|?FgD@3w_EMgET;>_?X7&#w|8O; zU4UYc_GZd)<3VBU7VAq(YZhY;2({L<9l3O?eIvqeEv+0jez}@I9@UoHSE2pcsXvHQ5nX(#)sA1GcrXTwkFL_h%?W(SX2RA zm+O$P{rqA_e1pe+y(uwI4m1rnhU)~}FmgjEDNR)UQaNyGMQU)KomPF)HF@u*kMjDV z{?B$FaW71)WHX!-PS<|0rcDrkh8sNFB!eN6DYu)u9}X0DO~X+|4e(5hCsXc&RX;kF zI3so$_Y|b@u$8OW{wtn~D@))>!r6y%DQL(i*_a;iZkkU?FlpLwjve6j9qvY+Xz)8v zrK>zSdSp3hH%?I2M=@D;-P|I8wt+?aPR(?vzY{0|Yw(ls<}$7#Z6jvgbw@3S;nQ%6 z=aPCiwpZbw)Stk{@BrG0MZ=>Lfca~B1fy7BLRG|=J~FEqf`tq$El`_A- zv=np*8arj1s>`%}|F1FgGkkxN4Ty6PyY!7*Ztj%8tijZ-kHjK^9=6G_75S?Pm_rTn zCuOu}M{rh08b}rT`RMmrdB4{lue~l>d!K&0EOn@SKhB3WN};RzHsWUhui$;Fk1YOv zc%g}6SAD{pJ}W`3tk&; zJLzl>G^mDb%^!jTXz)nv5VHYWuyKhq`A1PnDk?rNWmN$Jx_4jkBv$$(Vt}?D9D>DCdYE79#=ZG0MI{!~<^ns&?TL6qBg>7o zhSv0?^e>9BgVXC-c1t0wQXExpP1JuGR^DTWj+Apb`9g9GE(P*5fZeZjDbhT$Sy2QY z&InR^a)E^-0t9I)EvN{vNqlRB+6e96JF$|G0GJ~AZajdtiGO}=Tm>a{-iTUw=w&nw zC>dJ}T=KZr^27n|rSVH~dy>=Po4=qN!O)ubQo!V9Uvo7M;H7?Y$)x~w$$)xqzlAG| z=u$N{UJGfxvFjmMWMNG>Z4twYgcHpA9NijB1}ot1y^9FHMn(BU3cK4av5rmD8`kH( zK3Lad#LksMH}d)pb!x%(&XUrN$36NdTF(v6A@Cy1{E+ml7NZKi*sc5*oHvC?P_%lbybf z+kEE%nYw3A{Elu5{mSuvBA9!?ePFS_V8xhGpMGh+Ky3q6imJ!l=~jBum;VqtEwy*x z`=h+*YV|ls%wT-OolpH~w>yH<<*0VJ2IMQpX`A*5;zsmkPN_#(r(WnHBF3#b4+O`j zHRAkb*G~-WMiWJumxTNWpPJY^OpqgZGGNYv;tppOv?%ZQvgn);iReB22V<5c`_NBd z$4u>`xv)Y*Zb1huWTDu)NnC&C+@{o`Nd8nZILN<{g|0z46Yj+aeGY6BALtFj)9NX#drj~Eqw1@pnhw17i2<85C;}3rM5P%Z-J;Uc z9U>bNN=P$WK&6zf4FlH!f#|Rl{HGkm6{T3 zWzMBr9)w&@BwrF+(qKUfP9<}vlo2M8q$8mx65;cod9G1K)%bIFLf~fc^`gFi+t0DW zq~Wbox5~ro9+k+7r7K2R_B%UWXg7R&!|Cbb4-!k-u4*`ka?^C!2^CF|no~9^q))ME zv*Cyi<(hw#r9w*C9+zc38I;t^`xS>FzoNMq7eQL7{wOLHt-oW^^k_jB2FlIJ_K_3( zL4bZys&H4z6eoGudy9IO$G zwEVH|u%TCf+O(%gV?b{Xcm`}Io=@0B5dZybr^yn!5kh!BL=wL~UG%oJfr&>gE9i!~ ztho87t`Jcja!Lv{KRX~28n6imtJ^i>jTFxYobJ79gZ_U{zeq=81mpvvxoCc9Eih|y zMwK#a+kku>OPTEs?D=;n3Bu>QrQMz2mb=FDHgWP@})s(v311qn+Kr+2C z51t^468mj?#8*2QLP*(E+4~;yY0POHQf(%!r5}Bbn(=3`X*ml?`_@OTfGDa@z!cyw&_MS4ZSPlPiIS~=E?^>X zN}i@Ai^<$i9V6_+Eq}MjpSj6DauI5*vwu;RX4c$`I9Kr6)1Jh=C4B=fvNA!Kbtkbe^(IhD{}N0aeXrpiyncF1E%gpj1vG2 z^*K3b;VZi~YLviN)|!Y8y-1WCm#1FXT&tE#d%tMdumrAaD6KA6r!<5L@~hcG`BX(- z%VkM*0%uYfU3Dn>Y_bI2@7H{_rl-B6F^DHadL+1`j!p&b%ows8NxSXJ`29i99B#?r5 zPVvZAVp+AsOMN{+H*zi^ARvI60?NEco=EG>WX6=Ohgf?Zpw@LKUOtvXl+}pLh{=|s zZvA7rxxuRV1FfJn67X1MKh$R*J_mjljJ9sHjDC8)3C*;{wMW;As)*)+%5)p=0KxpK z6i)S~etl%r5*vnYrNO%>i-u+IH|7Aq4`B1vw)clZn?**!P*KPi5DI7xGHY;%b#F0L zgDsGq7TY6=Y|7qsZMsx8Xx&R5?G|~jgiZ5!kf2wyIl0H+!tKN|qPV-Ff*Q+o{Ni{F zj$z4uZ$GGu3s!f;7pGlb_=}YcuFf!s`%zYV$lbi^n3(+lEr0qq{j@0ox*q3s+ z!+`XTjV)uyV$MCs#pX>M5T5Ljx&9K`K;QInPP;GS#dDNbeal@iav)eP1UctD*)NKB z_M#MjG?YOX*FgWEs0t%_LONcj;YDdudL@LJ2y#$*l`!w$jlAEGWF2p8zNYp8o~j9N zNa`*uJvFDfiqxKt$a1_NPx{+Koy(tIpIHj;@{`AyWR@0sgXDA(r5rxwL6dSC$*{70 z9!kdg7MWs}40dC`J-IbfT-?D5+11Q_0;^rqux3Jv< zA2+fzta@Y{zKQBVofNs2T1Lgu**7syu91z1kqc<>#DLgK)X6IS7n+*R@x?4M6ISd^ zd}5)QU#naTDX`t-TmvI8NZn?0zh=!Q$2r0Pjcp!i%O&5+N*T3$D(w7e#~j`ExpJG9 zuCNfzs&hpU(iQWk&8Pj?jjWQHAReRjTXjINb8&KMoWw2&RL);^T%ZI$Ze?(66vYgB zX2Y)6BqxGeMlvmIj!hV78}X!Q!RdNZ2cnl@$Kn*F0?lF_|rgKVbc`RX?AEv*VVrCuPrDVcMi+ z=HC^^+kZ}F-L-S*&y30!Kd4*Y|I#}}ZTI26y?LTp*+YNVTk#EBO>z6rYsM@}PxBfj zQUpS-F&lkeit(b89E1F#Vcu(9HBxs|-BD=p^`Bfd`Vc`{BLzGD8cK?{x!zSRCigPf zWw2%Y59=#actfxm7~>3r3Px40#CtoqxQ>%C@+>I(h=Wqc z<(ym5DSdY+C<1M?dPI{8;J(9n$gC0gA+PJC+i=9~>`0G4lZ~qJ?&SdHW}UV;p(3Ge z?&SDz(|u61Hq?~G741N>&>U#=23no}4UV6`4a)8e=>w8!kZp$NSg zbQqyOJ=$r`L?sj((8*vBfwuJ#$_uek>U1FsZMB-@XuiXu_V2RzE+90>&#onIYo8fN zxBkeHGmipbRn-nC33hNpORM)#eh4zmsGVBgNe^fA9#Kxc@3IHJJ<_^ji2Gnkv3L9d zof(#)A+jI!OTIa)C3s7Z`nyG$$kz!h>`_7AaoxzN`$fTJvKvsyes)NIU1jLtDQrXT zsnv9(9{w|}{L^N-LlW4Pj=8SSk$I9Pn5ZvV3JBkKZ?cjH#5Cqjv9kDQy>$z6zg0K3bEaHm?}4nv}5HRR;w{DGL~RM;S+R^m{r= zegY)oRiav8$*1L zzHs~7nAOz^>vq>i?Fz->H?5$N>;BLfz1UcW3J{VjjP;!qSj%q^3>vu}#i@a;dewBx z-yrmFs6$7N8jg$g&M#ijOq0d7NKu8&WL5JMb@G94=-88IcOjGTBw3y)y^ha2vspRU z(6Zx-eqwrEHd|NPPV2tTrf}E(dj2;J)en=T+uC0sr?6B_jy_EfeKXnrZY72+X8}pv z^*|s!Q&RK0d27*ixogF-Gc%60mFZ%`U^cjBx1vA{nUSi(I%S0PD*LOT$ zZJXoYp>I#U4dy3B?~p9s96I%RThIO>p+ogLv2Nx@sYluJg@&n$IR#!vuteSa`j>2# z4WR*lUcH4f`b?vntNu;5gL*6aO#-T5W4{=p%?^K@X3LiE?c(ZRcD)9_j(l{`6?%N; zn<;WLoA37%M}Q$j#H~3R&+)H2(XI+~x|isC zs4+h_!?Lo@nH+WA=Wo_ZSGWtlIzl7DQnT6WfK?nC06D=)d#yP|>J~tW4PQADNq0M9 zU3nR{IP5gZs+tcL$g5%|lF212cozPg|3$CC!g&d)o(FY0q0y=?Ph?9n)p2PM5-nsJ9bM2iK$?CI19?Ry;jI9iKb1Koe~1>YHq zs97HKo5{-BZf9}5j!|g*9)&wV2ym+wnS+}{Obe}Uaa70lF<-BFG8cgo)^pdK}E^q+sII3LRrwG3X4~=}cVoy#D7*-Z(+ToD- zc)k{c_c%$OM*AhzASchy;9ciI7E<2Yf8>F~M1pCVHTQ(v0$T_N?z!r@)pRP`xU0-~ z^y<7$UpQd}*I2$haHZ|hkKfODT{#G5>(AU3(`4$pP4cR$Y<@U**+vy1?`wemwB=%4A;yo#hT)pF2JUD z#?rwYwysD{LnFYV7pmlaCxh=MlWDUb(TZ*&3&6$~2_RzunVCr=eUNfQ3B#5ujF<5K|4_%?Rq|v;knkaD?hByt@Os(1gxLDuT zfcp(AH}wtN^a+=Nj$Ff~ZuFF00cZ5o*9*lfIxEA|j}8)3?G*=fJ6--3EAz^v@OUqDDg}kF5;&_zH;S+(Tcx2|?T7l@ zSi)>w{lV~n-k1j7KhrOQgIO&nnGu1T3Ns$c8HJp7EQ{jNEuQCQW!C=Wx5ZR6doxlr zA9%Gee4HI%E+A3TXMX00=@KPNnx6rw^9NyL`s=FWE(vqKV4pJX2Ad?IdGu=OC8dn6 zPe_Tf?4z35-Fz7JFj`4dSA!;#O<3Ni>sy5-jW#Oo5H>%^0F7duW36yQp%TWLvbS`b zG!xcc)5j5>_=-R%nl+j=v2?Sc-=I(nT&>_+vxB|@o%li-N@3eG<{J49JVK1JE(t5x zSRn5DkkwAsb?6nEEJ-B2;b^oAjCYNls?7pV^NB>|d5XI3)~=IHvuHn&6D^l1Va!w^ z(Ak{423OO(aAVNLAiSEMf4>OxYK~~e=KOTDp*gOdh?cZJuL#D#G=sKpB&Vp3_{FJX zu?`1@-$%M=j~*I}L~iBut5(-`^VNOYIkuueaKujKUmv~}6ZE1o>kpP)u*XfUcr1?W zE@dveaW9yfv;h&!MQy$2;Yf>4E_U>D^y_rn_UC=yHa$3RzCU1sp^V{wQb%L*l<^Le z`qCj8-|(yIz_QzyK^Aw?A@T^(5;uX@$6GS*y%8^2{D(MQPtr*{9(8N=+^3M-nHzh4 zoYb5d!)$W9bXh$e1<>=VXaSd3yH9`77WQ$FEnPl%Z*4F@qh?5|-9FBe6~+GyqIzd` zF|L8{AYX%V*u86sv!Pn8oXTj?JRb2A*iSS;zy73rBi$)?H*P*lnrZSYOoMiTsecPRbOC(Ip$`j?fNcr>tw^_FTsmp&n_P zQwuV&v;1~1fE$3~0VP1Lc6``VgJTsW$FTH8?D4bsi4?DWMFK~(xT<(pU8WGZL$ur4d4J!(aL70k@(aF!QRFMS49|Iczvt zQ64S+CyVB3_|Y($n?7;}q1J&t`$AdTI7Z%~>Wb`q7!>a3?{~D$lN){mSM-3!K4*CB zgAH|uL>54){%j?DeojW;>%F4-gfCe4PD5$#xSZ1~0Qw;5pOU+Q#`~}1brtDpEzkYC zs~pD~m*NIH=S?kdL)uM6NaQ08|xRHE*pGQIBDb4QM`cRxcL?uV@Df$><2EweK^)Di=Tr z&-c%_WY~umDy5gFCgGY{ceSB6j0O(ySx2f{_*o31ZeBGF#T!81vdSFb@-6N4tU@_} zP%x#J@pL{U%H#wD!GbtsX+#}|_e!{FwqmiIS^a$|FQ~>r$mAfHiNdzB+){Ia=x*B0 zH!}_R+(8}tZKk|Mhoh(dt#wbuKlLW`rYq6Tg{5MGAc`9fKG^gh5g@+HxDh7yG;8Hc z`VUn5(D9MJdjZm6#DOSjIvvBT{JRThUG1lT#z7f5_L-z*Rm-|armc{W3NMP6moIgC39rz@Xd`6R0A; zOVyk;!wRKuyxTRX$z-}$&0NFetz>+N^A=%Ele9ee-pqpW0T0Rnvq1^jueK+LqE!G6 zv5)OUsQJC==;Xk3!gfMj!U-;NXVMQu6K<}-YW36|J^oJC#zv^7Y`!69We{kORtHr{ znP$LQe)-sEQ;AHkraAa@W3yAoAs6r&z^ke2Tr?1OS&N2^$)gs>E)1njQ^!;*>9dcn zBQxmh?*r#utEWEiv{d`fpPc=84*bbI<%cX0lenl1<`2Tn`Lb`2Ux{tE5t*-6byS|u zuB`Ns5$1~Tzn2%p6S_>9lr(w1jl?SrUmF-gmNGKlS!~vv$JfQdzVtpjzWZJl9!0Lg zbsf!&;Hyun_R(L*qLIHKKZ$`ZWgVR1bzcPA$#Z`G_-b}Hu>5<%xg!5jF^Sb(t8e(> zu5haS7<6k#k9d0sR{&9+0^ik#`1Ftd$j~m9uJqMvCy-dV|?Td1=^^Qa3k(i;= z!u$5)t!8DGgI7X{m;7COVbMCBAp=AQ_{H7!B~gwKpz&4f&T}jzg~}G7!~G;^qE_os zqu9ScIpu&CwFQx{8n2X;Fj6Q@^`8o`4FQz?{cT4*ShkZMHK~?@*kDETgsb8weh(Pd z{4iOIUCOtmusSSOr^<}_>{#-gniF#!B(IW&u>P7aa>4{p?0CNc=$55EY3bsh{sYHL z4O2z6q9Lcu*$2&I?YR+^)&1L1yr???nDTJoHI>4bPP3FwGKRx-SxeAPI`+52`!rM@ z=|_M8T(<;0D~-B~tJ2gd-VnBU1uc@CZ?^ERIkS$9F=~u1xYI06Jf}@Vd+MJEdmsUY8oiKf5RBE_{Vr zyevQo1;l%5b#qdvLO)5w^r70WJrG_!z={gbjHGbX$0-@ro~Z&F@imsDrpTwVbY ze^>VgoFr-yTqn`)SsefH*BSFM9tf4{hF_eS3sS_ljZe=xY6`JWZcswlB^Pp907rD6 z!KqjRqIm@6IBWDkzwmp7tHXfmGHYypecI$&>^J0u03Uh z&>~=LXw}(XmVG)oV}Bsh=mao;9wcKp;ZWwc8d;!=Kg<_EG|aFni@2%bw6VZEXO9(C*~NpQ0fS>()f025;wp;2VwCv!k3Yh! zrW4H8rDgNKyc3!+%_|{E5?Apu7Xj@N{!GN15u;UFNLRKHckcCb38f0pe*eSz&^Gfs zyYSXelN}U zu1`M@Zp6N`n=CoHHIY3gp{MOJ`?okY+dZZ0x3dz&WNir5wamE|8jUf@l#0>&-Kl0f z)2+HS5vGTKzI}iDT5?X#A3ML1_I{1lzi;T;oYZnJOpLEkKIDoFk-P$lRoRW|*ddq1 zU*DpH8>FJksFn2uN7RV%cZM^zUC18X&i)o7{`>PvhGhO}ULh79bFgN;T5IXWdehHy zChKI5yrTo=M28k&M0iiLr*|pbah>qsR-jR~3~~s;(8N3pOKx6K{;2RQ9DVvP)TpDo zUHuF9@O7-Rx&5UGXeyz!kY`gF=i}esGoA1cz4p%uBT46Oe)+ridgQ^3gH13ty)s7k zy`-;~8f}q9>CY$Uf>X3sr~DVsY|0Tjp}4KfYIX}FM)A>O&G|1Wl)~4VNUuzbkcSBH z7y3TXUe)}*l~Z%aXJgmetAuDmtu!5YOM^)u;ZN!->m-0X1rI_&B$TMI$q){BpprL- zi{}_;*aAIm7nPr8DshpMLrM&TX`+i=7m!$%1Xk}29(X`aX+TqEeLN@roM!XOsFi=X%LnptrYpY90o&F|(V))#uX_(v$!gg3+vnFKmF!F`MtAH6C zf0w$cdBQ%T88Vj9i1wW*u@=Mu8dk{KcM>jWjLp%Vz6$;TG4lI!8XYba%B2Gd>Y=<{ zA2*}K177GBP!>4M!EqtQs;W6QHQms`2Ul*NwQ3#MX=!GLd7w$@ zDfVEBI=iDFnGxEM^!uiN#3aiFey5~q&sd8a-IV|q{4rT|?29d8A~+<2Qc zb|l@zeBC%%QWuPTG>{O^>wmP;b(6 zGu(BEPO%F`uV14}=M9pRUd$@|L=)~US|pVj$+2}9Nq>^r>kw^A{hsN!$FmnIUYQq6 z|D@`&H!A!O{GHdHQL{GDE7R16*S{o72P^#H|J_4g{a1CRYaCLhH!i81m+SH1_f|L4 zyAu~MkX&V;SA{eT2FC=N=X6tE{hh@_Q^-gGMLHhoA^%u^@8YXcL0dAKEGYU_m+)G= zSg;G}qC{(Ih8>lwa#ZyB7gisHJ;Bfubq=;XhQM5}J9;4bxV#ZFwLBR^i+6?9MeFV| zIciA>_b;{cxZ{egQ`4+3yAuwV3<0unakM@d(Ad@q73rwT+&5@4+Zen%XHpt!7DE!( zA>6$6)cCKO_RVJ`1wwy~wzQ#yHgUW6;#mwyjLkKFlftf8Me1N3T>=u94)gbY1q=m4 zG%)s7Sbt??%(hSyYqoR0@9o~VSn1Y+$RwvYu$DTe?gL0#rOtF~BQ#nIje?%W`qyLY z;wGypmEbpnOgcC7j9+;VEhTy+Cu%t5Q{r}vg9o9dCJKp3nNwe^MHqw zcb%)}m#i`F@fy7D@y1CD`MXIeWZ(yWOhy+g9jWxF$d$IBMp@izza8%^4;)!0X@h_* z+4xLruHNfVJD2_DCv5(p3KonXTDmFbR8O_E8l)o2W1&|VHV+K<73C4_fedavR%ayq zlQyn8-1B?w_g+rf0}*x2?*5dREm4YgJ*``i^X^bf=xOYTYBinepPBWL__>b2L&duJ zr)g87-L41?yb+`4<5Kv&tV;U-dI6%t3ck`QJ9oXl;8{@Uu0#5D5$!_?$SLC*9KFC=YayL@}tjj_h<;c@?qGXG`kT;17f zn-djp7UI9t5SMWx{J_ggsnGeObw(-u*o!c4cCU+B9_GCo+P_9cc4CMO4&b!Qe;79) z_HHzo;yMaCMqn5P1!k)}Z0hsi7azO_QBvY(J4qwesd7N}94Qn``(P3qI}j=~W_=pByV3*Pz0XiCOaUWN?7 z91sOm%GnYx)H}A3*2*z9?&cJgK$~Cz^R+QGO@Jbf^g`99%py-af@K7Nj6hBdFlRqQecp*EArNVG=KX~s8bD6Yy zq;XypA6?kOF)8mAuG#XSdJ3;Zhc$lj^x|miCiW6PRJYes5~GbBI7r*@+_Nw=L?^r5dmO{j5X9O;CL>H=Bj`x?;Nu3D zsE0T(TNfBr6 zNUi%f3^f$*V2bg6)Mnp}ln-)3qnr?3*&FE1kYkl0b-%C^6zutFzTeKR)df5r-y4!C zUDKfBp7)1y4R)eGA9&$=Yml*$vRi>zfUQk$n;H-CCUyT89jLFaI%ozl^6ypny>f(z zAT{{hZAmMpQa7rPF&p`gjP6cOZz;VbK+2840-+k! zkB-rc>oU2hc%O69ou8K5Ovu@IW)U;J$@o&UI~g`%czmL$#JXgz?QL&q$nmP!P8Re%lIEy6SmGl5X1 zGHIo1F_}#wV}+vYn6FPpyPIw)81s=qr-j_Kx^yL1a=xy|7@L99b2?h$)e~yQ^=`7R zDw07D$tE9=X}3~gv+2cJxg6>o+Z_hICr-S#fw|4$gI9#IU2N&37p&G8?IIj$j_(pD z^io+le>twrEezA7sxgj#g>b^)lG&`|DqJGU{qb%#@e9yK@(I4&$B|hg4(|unj|B z^;B*x&FzO3o0OWZpN|b5BhAw|O$lFzunk+Qc=__>PZJgYp?LR6?7Op(ndFg~QV2Ht zzsJJ2m-9O|Q?y)fVMvs8X0+tv26xMqxZUPCz%^91-~)lMo8ElipU4Syb8B3$yEATa zyVXH5sR*s2G#Qnw%K+Ihkt-LAR*RB5{P6|D6Q!kjvqu))hC7j@%!{->x+mHr-UEg% z{CZY(gZz_cYI`hRRJbxU$9cW0a!l=8Fn_AR)c`V7@J*|mqNd2$+I-V^f}M*)vA>HG zwWEOiwJw1|L1S2sS8~DDPl?sKT0La5;l9s^67F5pH9$GwFyB(s;W#o3NoMWkr_XSr zpw@9;FnNg5j*Apk8mb>ux{t9u7%R|oS+)})B1WxgJJ&-kP}w^k_kMecW63yoNsQ`C z3H=-ncQvXF>0>8yatDizDGFk9xEA)en<;iTeB_u&7rl^Ucrh^}DfzOaf8H8zFhV)K z(zfeqWNs<)TwZ+ivbHRpE(wLK9!v$;eVB$0G~}BTYKAoRFOybg$(Q-By%o7*2+mNR z7tr^`6Q4;6&Y^+*%RY-cgAeYLX!fiDiI_3-(dw;aN_X8xJCSr6Nx|Klg+FSiL|eDJ z^lK)E)^z$PL=W|YppRL6K_#IacoXUtm|v()8ClUv89*FV2eJW1kA032r%-|Fv!bN( z(iUEKrED?Rx>t>{A>)Tx1|6XJWXL1t{-^ruy^D>#k2UYbm#(L9oaaU)zp<{^MvDH_ zPt{THPYm6riSOfzsrso>o3?z`9KM}KcgyLhy*JdpI&}Q2nz;IrC?#&@#(KPW7THg1 zZ{07Ips4e;p6 zAPJ-trCVuHnSWYc`yzCd^U(CT2VN%}Js!H} zJE2)*IWT$+X|%Ru1W6*rePpedSc{puLAStscCXEnrN?CtGad1s{mvyXP0b)|yHIL`WtbcSwGqb?~g zy>LG!giDYxMvcQ@g(MK19lA-Y-7r`Y$s1*etl#CDj<;v>yVJntPrfEhqTkw=w0R2S zCVe5uj~H+4#n+O`&(_QGbKleab!49&H|r)73e*q$#LT&Om_VC7h~qC;={Yg^@t7tX z;iYG_VqF1f$jVqe)HiBeR=X~l1#ryqG5WV$G?W8>7<9PM9m7~Ny2u0(1f2lwf=NR3 z(_~rdoq5RJ9G?m-;3J@zy{RjhHFlX(3K-)zxaki+dN+a6aXpS021T)JaFPoTeOEHe zP|1}z4!GT=C7F8OL)5;&vA|yfml8D|&&Sz|?rUz_y^nV7dL%U!0|07GcIp zVb5A4DA?4f0nJMnmKCiZO`R>}j zWG0k^xhRf*un9%D+!+t`CpS&;m}X|44@6HH&YH{$SS1VmA^3dx9CIxYV&@b3)%=nT ze7*EJXdiRo)5jizZ7eb;$w=JnL3A!kH>v6S%+-I;#-@cgS!4DV2rF>3mx6vEdoLCw z!@Y7W8*2cltbK{5xS7Bw`A(NCo+BS{hoYHNpgYlX-(>Afp_^q#+f_n!$g`;!*LT?kLuJny2s>} z6!xyQ5I1M*nwLk({aTS_r_H>;e^09WOH~`TJ0gJIaBdm4ZQe{F%hTBX7Az!<u&39#<{Y#?Y$7FWU0 zrScbcGfK+qlh?C4n%G^`!2rA4NPX7d(34ykuC^U@=+wz$*Y%pZ=y^v%VY zX`RyC{K*YaB|5@g>F}W!_B6kaj^`oWHt zJBstwwZpb$*E$WnQfw~f6=UeW+Swlkzq#n;9+w0A2VQb%hFu`Z1qm|Y{=m`~vcd~d z)pOD%GS%xckQP+*4G3kAi}StddR2vm^|*h131=PL#l=2l*i!DzwXS8}d$jUp+ckov zyR$IaA+YdM2k4#3fhqQj1cgU@G%8^kGW1j!JHAyo|D76I`e^sG2I!ci&L?B>Gh?eZJUoPBZ=pGSLBt-l$B9J>6E$g%U-Yezns^Hwhla`4eeCDi|H8Oy@%SW=|RVp}y2Ftqb*1vP7anLYFc@&0G854tRI{Ar~l_Lm+ z4~I9$;W>Vw1Lk_+8ya+UH=W2p)3;Q<7WfTF4YDz=J_ch(Mhwq(A})|iDV+M1dZe^P zsyyA4bX7B2bV=3C$x)THFNwIFmy}ba>Nb30gYOTJGMh=D8ExnD&Yf_H&(8{fKIu@) zMLBBsF+O5gZ?C?fVc2;;oVUK{Ce1r0$KRl`-aWr9cAk`OQw`noVKVn>ADrLGdrvZU zJ&26#$^xtW;h#=d%L4AVRfr88UU2|^2P%T}SvWxzrS##uvQR#ju_5su2!)%b5L8u1 z6k4e?Ce-8{!7!2I{G-B@!n9$a0+sO1WFa=MWdNei?Zy(s;`Wnzm~ksG5A>EJp{oJc zvJNR{_jbTHsJFqi>%21GWEwHEoG3~KMNO8oz)iYRRK?XkJ!ef1?ia@;qw{bfQe7Gc znm2S$4ZWm+n&G;)zANl1jE0N~XKq>B4;50zSJWq2pWsC*Uq)-rI4bK|Rr^)oVO8|+ zg^4-cf~wFty<6)`k0*V0KFSyktz?tm$Yrg%9wYj1l9HbNpC(h46B+cR)r;!}+#(>W zYT1KMefPk{TK$TMm%I#)Ym|2eC!=O}_k`KYC6Y80)r6KmN_aEK7C!Qn&W`n*C&4NV zKp7)?HuKQ@(a^=Gj_hQ{eFLJI#JCE!wjtuY)Z8@%Z80_izic;{>8{th+o)bQDV-~w zwnUCM3QUpJw!cOA@i12l{5jAQC$6A7&({Voc)yF{$Jjh9NCrNc%bEz$azDuK=(I4C zlo}sY>Rd8Ea$0A`A#72Y(Mp>*98AJ5P?)}WKR*zqb=){&sN;{IV=xyLimGm@Ae*FGb?n0Dfv6AWF` zrK`fUNvUgKS7CIy;QUN6I~r=*pww6g5!dwEzh7Z@%k3bzhX=Yhnn`M#DD%!_4PsB1 zeVC}eyApNH#-&H8$FK4$%}Z~IV86!tq+m_oyWi`!9DRVT zSifj~)TcvF<5ykwL>99wX*E{~h%7OulOoVF3m#&d8=>l$y)Ze{lLdZ9!{#Q&m8h8h zP6bhEpjOz4F_N(y3Lj~BG)*yvXC;^EafDW7QHW(f+H@^Hwyr_d^}r3DvUYQ6h{Ka7 zH}I^Q8jN&KnJOAJC!ed`JyErXVDfFTZDI7_VIjyO&Z!2dp&X+IG!|f^yxla1e+V`6 zaQHi)Ycy=|L(LUZZtva6^h=i~sOR9GpT47SUNfoweENLDe>;$I(>M?B+P*F6pmDR! zXerfkPxhp$<7k0@grjcBUu97Wo8DEhQB+M#91oI*(NQ?710a)YjQqpq9*<0) zUt%}4vgyoqc1ewr5jgswC*u02i7E?ZL^y8$SE-qp|D?B=4q8uS+L2o_sNr?v_Cv;2 zcd}A5TFx<&F(LW?*kk@)-4r!mgG3B}kci=Hk`X|yrC%(b@D?uaA3-~Qeq&{?`W(Mw zbZ0tsieJ{DU!@%H`Cc(7{Hj+~gvGrX@Fj#HIM{v2Uju&vOS9X5U{xS_lT~5%POrTn zODRnH#xZcFdSHjNQYuqB0OHEpof!%85@gDtM}?1jv>?<|{JK#l(AvR(kyqh534J?M zg@CDS(opyTBG?f8Ba))$Ce0(Eh}-Qet|*n&9!g2zQ&*90PTXvaGCpSss&u9woD*=I zsCBpM=~J=aS*Oa2O|XBybQN(6*Qnd->sL&-{1~3b!<3cUp6o_W{pA{Uyw=u(WX<=O zXZ4o;I9K;Z2pu-T4l?9uQ@0XD!a{TJPHv{=VSUi()u2Hb zRC$c0#JCKnj6kNAU>`RN=SvK#-p05vCVQ)+4+#pNtNjqlg>fmePH}C00|7yf`83oN zKB65Rn_7fpt4W#|(C_Pn_9Nkl2r0=sBXx`>*T()q2-1Uh$6+M1f%i)b?pZZkpV0D& z%Qlc%F)8XYZ_TsoA6mx@5<5wTuH-w@nEDpqt-6GN_w71o&dW(Xrhw-<_HNv8yCSw| zb(85L=mqxKnab<2*W;ChNA)1I!2X`-jiO68a?U&o<S*pLA{OOq{7a}LMwQQ3PW+UexKsnJxSjbXRaaAzi63J@=5S5qmI&^_X zktMZT_3`0d>hzkAlJ5~&qX)0c^K=`dO<?rm6M{xHD zA49##`JzaMZNA}{vv-}4?Au23gsvOs9Zpn$V+bMRtad|SzP_?JQ}5I8<>b?>#(yLq z^UkLen|a;^syk&ApG?NbFn+mugHHWs60*4{!cs^Micrd?HzN0OTLCw~ytf(mRn@Us zipoFr{0TSQ{zK-4u%6fFWKu2n>WCDLHYqLhjB47gyUM)iTIb7t1+Xrg#p5!1hs|xZfjUm z3$2ECi$T=~sWZ0&N_1-Ufc>J@=#ryEgJdo6E6l3{osu64f6tht6}o=GC~O=_O-nNU zabZZltayCMd6-*#;bux&lleg5bzk~wN2T83+;1O^fFdL za8xw^5g=2RjPBS`N1mD!Sq!BU`bpCs3Wog-P6ge)9VBdzFY8= zDDfF2euG8%I{1iK0eRr!OE%J#VFG?PqNeFYO%=QwdqjzLJxMwF8{CW43svW(v)gN4 zm>LQ{79`vtj#H}Katxg+_8HVUVMlY&{0&KBLTYe`LeK;Jn6G2i6ZzJ};^N|J4()WC zavONvir~=K;*+u}fPHz2PJ%o-UCF^U#@@O$tK9Q|hlFVA?i=I2af?2eVv}vz%T8BY zM*i{-KcA?w8>|fY9QuvuorDix(4r=OTRtSkVsWE>lI8I4YEok<+_jU}W}<==ujA|8 z<5{03_@H;LWHXzEuDyunrAdj+WPVfBPQ?TYGW(ppOKLA!|BAIkz$@jb9st!2TVT&w zHA6u!G_OJ>_Hn3eq1ZpligZPl0PWf+;*}AmRVfjY*~udV4ZPmuTTl70>(|`qTh*TldTynk%Ar^RN9-w6p zVYx~{Q0r&p52$4@&ypt>C9y4ll*!_%y+W#!x0DAak+d;f@;cNMHLqhnEznT!dGqLY zv#T26AD%$aw5oE^s&_(Hhe8TA1`A_{7pK zL5A7b&-=x-FMD#6z=Sp$;n*4r@eb!Q98zoGRj8&zE!em{q^1Gb9GkGtJd86)UVOM)uiF#)YRMSMSx5QEp;y#mYCsBT z#;lrE`>6RQ^L6ivt0n5+KZgQca@NYxqTJP?*#>$T-3K~khV1syYbO;7&P>|3-^^oQ zc??&0X<860DNHD|M(Cr2-V5Mj4>Z{atH-ORCh~n8*qt8bT0&_rqaw|TE5QpIrB|bHY5m;_iw-Xw4@5(%a(3>= z_b3-PRgcBdw0RrK&)2_^b9*Ku>}iRW3X0bt=h5%=L!RdP89I*3s#dpUcAF|!zo18R z5CqOU7N$ny<<-LFB#rx`UrUcRA#8{^dKgK=goB6blNLA97kkC16I$e%gy0kZx z+kSE{q0|-Yc*xDX_xV3>G&_AhNq4e2*8R4(Nhv|qF3`B=Mc8hLOipJ~i!tuu-wXB9 z!}VKJXVZebt@Y&VWwl!a$CGjia_}wbN~Khh2I@=B(c0RY0tyDY^RpoXZ+ro&ar1z5 zn9TNaMp3{+x~CLMJDTT z-X)7|aj$lpLB$1-iQZ6NjZxL|*3TYNrzNN)Te|GF7oN%o&Rs`8A(a=wyJ^Uw-0M|h zF&^yR;MTCMrfN91id%0?^w`&vKmKRLo;#F7(P{yKflHUAQ%c0Sf2OzN*Ot4@Ht>nD zOD}%uwA*DDzENP^(xJniGs_i29;ccVOvI)w6M z=YrUY)b6A36ij{96#0aaN7;%@a8U8u3^<6iitjX<7l4Y*KoD=&^wK$XgEOPAd;bq% zZyFEv|9+2S#*8VuQpzqWgp!@HQvSr`5Y$MxbCoy(1 z7{>N{d4K-j+kZDa+;C$ap04NfT<1FHT)&XYY={JwTRoBq`H2d`k2(MSD+h+b?CzTz z8>o;ZK;8l*Pk}5NJMaC*jOXLB`|S3VX}YWKYlPh?#+L9;?l5o_$Hrq&nLNEtu-B4!<`NrVnP*`9O-4lwB z#S2rz4Asc{S89!i%Mnq8^;=@j&xO)ulPZy~Vxk>f#DIlY}9mlV9 zYO-52Vs0d7k4&CfQWVPLEZAEojw}3_m3?p(@Bmk$R;k9`oKw49=c1$MUq$MQa;)6~ z4)-@@s!A5>srm(}JR^i07pi3QfBUq1tF{?(bPNSO`adlI(AwF)HK*5jEB7PA~s~JcZb%&jr2^gtm>R=EG0bh zgljK9NOPh6(7ODQ1#7U13ivfq5Z7-`f^K6cLCCYXVk}TV?xgrx>iYbI_>*xS#jb^M zpj)p`SZnRNTumpO_-L;0E)%<8QahJkh9ph@IA=Hn2*~`ngx+v@!Tj_kN7CK^e7TOF zrjG&wiHQpnk|w2?kQs0+fVi_n!Bl{kl}i0UVIyaYX>f=Wh3f)4_WLC;i45cZLNW6L z7dQ$bEvODx|Dp&izc3V6MhpxD+0`t4suKG;QxNGM#F62Ww&S_!LjDGI{-%fdp2kNu zblU2+KAo{u3JuE5G(0wLS}`;$O3>)lsRn2ejT>`l3}k6Mn$Y zmW$D>yKKX|s`}M%wQ8bdDtJxVo|N-H_6o`LPgPCc`f<4tR!WY8Ys4A{OmP5sVm0XB z8~h{JK;r(?{#>=LG1V?)_w?lGX5TddVLo@nia7#G#+{6R2M>j@^xYa+qrcBy&HOh2 zk#9?z$y2T_BcSq9#X~f?@Vk2yzjT{RlEkV#Ay6iE*Wh2R@!Xs35$$g*V}NkqI>HM4 zF8h#Fsn1nmcH&f@X3;8&y8(2pKaOk0!YRh)F=XyEhpLKoTc=klxKGO_s}ad1v;!Hz zex1cZo0pkQJJS|;+(kDoe`vFl1W8mQ&04K&df^juM=3x~!4~E00(ziK+up=NSecWF z>$oEnj!F;8uYyU|um(LJ)RRWiXDOJzIW3T^#s|hQPWYSoKuBT-VWfNphr%@%h{1Lg zV0R4H2^4kVTuFp0?g-he4UOMgVgF^ui#1TR?pH;*1CCc43+xLxrWq6@%?i2XLCd+@ zR{6Q8?+f4z`54lq=V;>7$uC@#J7Ff*8wdZmT3`+>7sc-)ls2R?O3p{~c^i*O>%^RL zQ)enbogAHi@?-t+;wc_*51*d*)KSDHya~ts->qhc`A=snxin)Z9!VTFkk74%caq4X0x zz=-bcDBCNDG`mPYzv8f>-%`R{`O-ULe$aT#QsbqmKLJKnL|TWC*8^_BX%S?^(n(ne zH8$Wws`7=+fc3=W!)X`Y)3z#pX9>{Be{kf^XzTT+L?^2kkc!isHiA`Uh@mq_iu&X@ z;l=+NI3r5(tH4sDv#wW{Ev>r_#Xp;%ic!r0Tben<%h+ibeCI$3;SKE6bP5B|0RDw~ckRFn57(_8DGQ z+u^2A7EZY5ebB0-fnyi=wijhEe!E$>TJ2WHU5}~k!avMc9T3%x0>Dstw&>OEgXjCl(B;CI7|X*EXS+H!*FdNA?5i z&PDm@mE}7Bdw=ppdS4mw>uhPeP)=Hn1g$M{0~(_TZjFHPiRh^Kb^Cu{(opEYj&a418vS2wL?7*zSa!O|`9CO#1*G4-q3gR5-aVVA%{U=G(d%J-Z6zXdAn5jmYo z?m!TG5KT9@6pWzh1ixWV@Sx{d?nZ>YM3{;fi2vcWPfyMVrvlcQ7`7(#V$YX&t2of3 zqK^|Ev0BwQtPAQs!=^a>idO?vz*h-;l$b7TwdqMnu6J(RN<`7?HQcWxBa8)G>c$3z zt_?o#&kM9Dja7zm24>3eCdF-}iSIwO8M1t-D}hKbA~i#;SeUproRsw-W57e=?Mc5_ z(zhKCJX$U%hsh!7m#Ocw7K2D~^S4iC%e(hv3F&}7Z2P2@o7;Hj7Bz*3o(x))`b7G8 zv2ldcmg4=`AdU&r;42meWpQ_-IfCUl$cfjEzS-h8Zr+A3a~&(R%Y2>nwS|%@utWgT z@EmxtOW~ZxyY^0qCBfvBfIIQdH;!(^*XEsTXjRq(XGJP8ui@uSbNTu4sI{MaKQq7n zH(t^2r-=Xh4ppLVRkLrVcFecwQ;d}Y-*Gm%>?qMJQ&|IuF`JnkD!+}$?gdWf_qY}? zXPAu5%*@1=c9iEDoytA^j=t9d69@Sz_U4H5eR6}ftF@~@a*%WWor3dmlPam>LG6Et z7#N6SF8|KVmVRvV5c-&Y{MmJFAxH7r%@sj=t zVl8>d4z08&<6jQ(m?3EisI!mR-22H^C3>seE*K-@5t;c_x#D41;!{$T9fRcHc(Z~D zAe$B^a~~na-cMMt>a^H$lUa_od+5M9wCmf%w;Rm6o&&xRu>)07K1XXnx)pt@6Z9lW zDH&O-m=GE&Mo&1D3!}VO8yzq6478Em6fhV{Uaa3{pQ|l+aT>&9d2^kB*(v|H0nDF4 zMb**rNZi0cnX98!<$>PH*fV05k4FJ|hkfypSM?;T)T-J5`cUC@vSOawD+Ht|TxntR)fOa#k z)`nlHq>!{Vt9TjB!p;---n0*W!!XjcFDfeXb(Fn|10}4L5eL6XYc~sa?@2?j79l6q!cge$GAtK7(d;8pQ!&p>D~5c&yE_q3`!pQmM?AgVK>IN#s|S} z=p6bRuw>t&HedlvsREVbKz!$_Qe1X2pau+ZO;ysjaRInx1=R|0RWh5XSXZA_L^`;} z^5#}=c^42Cf_<^CEcTFVSbPcwQm{w|fa337L~#t%MS6Mf({`Frt43AVp{+*gnCgQ4 z^ryXnn4n`WJr3_XYYN&hrIWRK;I_3GvVZfF1vw4cP?x5^&7@Utu` zz}aH7h4|I+OeZqZ*9;hltyZlDk;X zXGMTB`gTTMXnJ$r9M@||lubxPz9}H_G4j>PU;Iq*OZiJ@UX8$r9pdg})>ZDg@x6-A+@C_; zt!cUI{Z`Moah)cTBSW@1p~P<+q%E!8XP(O-#u&<-8cN+bP%*9DEUu)2h24ZP*Sz5` z)u@w>C<{G`s(NWTWnb|GFLu?z%%ZQA-&7>j+TqAQ1VVW`GspU~LdD07&-&A#7q0;6 zY>A&l6wsYFNN51rF5MbOZ>m^s40qML%7+X1rVogdi`EA#SBve1FPeS0Wn^HKgN{aJ9f5&Sedp{lrVARVuud=r& zaUQ-dUaaZxnm=IEY5U$7e0D0)m8RA4rjadq!uLOFzOlscnwN1VE_K=I-0j5QOl$;y zbJ+J2^wM^FnuiC_I2Qr=8-+~Qo&}@L`Lpdz6Qxwu#z67z`;f9a{Z%u z32^6)jE|2Gii46DZ~D&T>W$taBb@3ZY)2;%hjvs#RDubX#&zf*dVg3EO(bC67mv3s z0i$79uoVsRz;obYSKqn@gBbU#KS>f0L?%nZOA(j~?2Q9g<~?yz^7o&%)DwMC&x)y) zvyu7%+>{{d1Z5-xeXJFbuqc6lf5I}r^vbz0>4OeMe<7ks5&w>VcFz;>+2!P!)a2je zyx@K&)FcU{cvYu`f+9>|AaltSRjtSp7f>a2^i2OPwA&rv6+$TzMj4Yrb(`$B(Oby= zj}&l_SRnjB-Zy~~S;tx3;u$4oaXQD}o6Moh-RFfr-LEv3L)TB$(T4GGdzTjB4_g$P z;V@s02gCpf^B~Tz#F`MaTj&ST`o1m~{`uJz5_e`j^zzTdtIKMNxuPq=BK+lqiX!wCnXQ+Vg&gqrthR%UXvkGHT6-<|xH8eA^aO_yR8;K}P z{GP~xap98p9J3PkJGz zQN*8kGv}#ZuQh)L{cS8uSc29B%iItF7RB~0LqT=&*%cg{qUWm*$Ev91YlmSaUz-&+ z__-J1h>+Nrn3!v}8Ctg;Ums~n#uaDhzB(prtv&EK%3<(#}I`tSoSeD|f=%8Rd6ad+cycrwBRGyl9rkj_@ zE+=YbZx-kN+V_msb5>ZW?j0yNWdF5xi_(8}U{&j335$G@il~rL4q$-FR_d;*vVhrO7Yn!3w2CJVsJd%JWk$#am~(@d+@=*WxQLhi~TmSJkE@7)v4M!-J-e|i`TVis`QJ_3~e9yAWroNQUmAr$?5 zp)4E!JbuCxx&>|xP0=_q%_M|fxC&OHDL8!Gw0rSwawEMO8}}T%m3bTd?ATU6)I@QP z>`c3B2l0u!rw7bAI!=00PCUG26LaiH%Zy{%T*-TYOQyX3ODV}o!8P|S-#I#*9|l(Y=)}KMK9KzPobmhKxnlody3QQcIHS?P zlRRWO#mHU|=Eg;%{#0FMvk;_TA5x+bVd*Ys{bG%XF!^VNV*; zN|0Rsog(G1WFt$#v;IEUQ=K8)$ziMOB&8hX$8gkX+W7mvp-a!~4{cP0!`M_rTX;m)Gdyj z^`a+f$@M$pVNZV8tj%*L9;qTBxGVep+!whDkZ%F+w%4G`E+`C9^s9`56QZh*t_;#( z67iZOJc&6nJ}5SfLjdfwgDBBUFrceHBO+8d^UML890dz(<^IoEQ{gt zPrqz(HLI<>8*jE?xG#ejjejRRk6Ha#`>7ugxGY>4h5Rn>IkC}9evPU94m3kz1L2L0 z`K~=~hDG<(1uJ)&f>1_*5U(#h$yzC&d8s0Y{V9FO~U_(!HIZc`CR*R2{WaFczkHDnxT54z8&=$sQ ztu!{2-~2k+3|2erL(`nhzu~EKbpWN|E0}sYN~QZJt@$BjD_iuZKyU?R2@&~X7!u~y z&oF5YIamR4f?FjeM9mpabckIP0O>yfBP1wO0bFcadA$@N%JUC$wv5<tI7_-C8EKfR(Tr=8PGZc(>wk!(Aug1E{!hID|`erpI*^F>sxiS=u%&aQI z?9z^Odf}+}#ymGA!BNk>Q@VpqdAWCs+s8L}>G_^&%nedAaB8%dTX>)3@6QUDv!K=J#}!ONOTHUcjj0iPkvDn;7+mKjnEY2<7;N2R zbG+iPckRbRB|vO6S&J-S9DSnK9p!66Y>Z3g_0n#SC(&ikSrp~|3UA1fAsYmCKUSFn zI>25JIs`OBNf}!;Rha1l@5%v75Sf)Sw?wq-XALQXwpeP*heGdLZy{2YXDcAR<;K(# za|=kD*zY!w6HT}iv}-HIV$M%h5hzGX-L!y-pXFcwYQjyJ?P@j&Gs5X!w1|I7ESq$d zc^>Z5zB%GbT_lc4V2AEf8_pv-hQN(~@4d4=MEdQbnR3(mvsSi&g25V_VNt#E3Gc+f z5K11H$OCBu3lnd$CZ0gwLx6N5qMwnyaqf9sTb`j8N5@OwQvqH`wob#Q&thpnV26X7 z@bLB<{JHN#(2E7gk2}MPK2;U$%rXYT-CRb3&$iA`LH_>an#2-;3gZN>;#}{p5l6Sx#EVU8edLLP7>fgRz4^{+$Z>E&IVxD2-#W0!0@g#C|N$k?!horVL3u!n04tCwSKuv`0X) z9{Rntb;NOG-Cj23*zz99P z@og2Qf4iTU+8QNO!^nRG={&@rnF;&KhJp8~;>0XLYLvt#{Aq#_^>U9t@00AoiSN&t z*-mEPM_y(V;gJVjbhW3FI4n?HTGQp6oqq9gNG2vg+oYQY4eSTZQ{YvLV&L!$NN>i^ zXnxBIJLLRGghogH06q|o@6T4>RaV1&=FL8C!-tm2oH#?T18uQ3S2L(LngGV31*{EH zDYC(fNiEAIECLB-fk1+(!vd^C)+fv?85+{4c$%vAwZ_wZl-YG%*TLed!N z*BTAj+!=DXAKYZWY3rbI9~CC)IIvvKiOvMb_zhB-mXcHS;Vo#17I4!GV~XzI&Z2+>~Nx+DY)Qe%AVE2#PN;4F7gZYf8I>0+YAFi zBca6hW=@FiVH&Y8-liZQN(d!<$EE&QAu@hXqQrR)o`iTO+{3R3O)2y~2 zH<%28=ZDWEQdcT8ZHhmYi#$bHmZa5bwfb6K1rL;|swrQeA&j?PmByH**su z^#_ect7^3h&Zyoh{UH&!L6S{)Y0_ZpDia=&@yuec*ishf;S(=RF?ZL(O3et7%|+xtkxH_Ym-_sb21-=P6-T4<*fcZG0&eX0v8O^(cw zq8D)uA_4MGQUb#4|28hk=D&bbHFtzuC-IS!#?-f`3P1l^|{ zzGJz{?2Xu|Or zNXb`nkhL-oE?@fAekX+bj3X=PpwM^oHip49=5z`b-2VN@G7Grf7)HoMoW<=~5kT7H z{`x$zZ47@uzP8}rk$k*XzsTYEq=h{8csm7eb-nL@x1pZ@C8jeLrn49KlX11064_M` zV1rv`O~-AD02}xVc*ay)slvom_^Dzer2)$d$MK?+VgLuz_qsZ{b!&?d&c6H62i2}W z<{0fj^H^ku`1@G1UMe1IUW=#RqM@|&Qf{nbAL;1dCd+InJ+ggI5zp9D{$7H!RkxMP zs>I{MgrjxR;}vCSiiwI(Ld00@H;ypZs+JI{U`SQ5Pl&Fg)^F{k?m6f{#1Z<~mW?Li zL!UGM^6q-j-cL9U9`^RLUvR@&u(JLK#c`&zf%rY1e!9wBre0gCi*Eym^u~rkA zK+;pRwWU1y5UPDGbxhk+B=sc9!IlaCag=j8rp#pHB}N91UOBA`35Yz3Qs$kOj%hW# z@aY_ivjXI6ga;8BRBQoAIFrmlWPW}nJs{KVT-jNqZ}w*I%{AR6+yan8#y(xqFLH~p zaXGO8P!S@e+~fdz5MZGnDUUoyGz^-b{ot$!?Kp}P&OMvpWBg}e5cRd8p&>%}dcW|i zi2RV(CA@!r+5{gF8G`46NsGCP7z~D!nJg2_I{3DlA{hM&J+>M%n6{n7{b?Le<-nZD z+(csD6y7SlD`(34Y6lOq<`8qHXP;xFzY7xQWzEP%DqL&?40fGeQ9wZGQs`nb45?76 z%-ts*!x828(;sSx?f~2IA9TsY>0Xne{ft7|C~lzK??KhVY$EAi-jD2K)q~$ z5oso9Hj|C|QGbHkB&!>bYsk+ML?_2AyMrda{_F1ARSrhRz8ljZfKiE6EFmm3EYEvm z*#2gmR%&39MY#L>Y#_&CUz1QnG1|#36GV*LhRfHQFEP$%Ot*-Ezt~F!A>r1JCCJ8t z7mDF4HniNoaE@~2MSdLfHGwH4=k%+$^z*Y?#9Kh7zKB8Ax0F}N8G4>m&gI}48SAiD zBn#^`Wu02A{WHdh&FtCLnSn0WneCnC#1UhmGmnRR%0=O0KZ+D)ivq$=bO925uso1> zqq3z3$&f3lo7^7=@@kr;FR5NXNa(lmvVrsRpC8+uRXep~IB#_MwQ=uTlw^gxfThD< zo12@e4K28#q0?gv%5a~pne=*q#PXR%9j?p)SGB^vHvoQK0F`OI;vY)i!iE@N=7f>| zNg&w7E#l@@f|xKS1* zO-Qxr4dz%bH-9s++jA{2NHQFdO|_y_4>kw@Vq^pp-X3*`H#$h+%&D(_Lm9*7Fn_LI zy`E(oQFlGfv3U)10q)>bsuiF%*=Y#z@^gINI!@#@J zl89D+_Yh@Svini$X8iZq& zNo2S!+pGSM*b;Mw==fM`LOAr#cF-Xg4j{_%bCf1!5DX)aZ3>5!X5$pdg*Brye`bWJ zE8MO56V~vRQ$AC@6?BBt$4T;zH@wbzkc>G7Kh6c$_(1@IYL5v1&b_BCQu+4U($YA0oV7ZH>Y_0dX-KE{0+@UR5)zvWET24W#EIiAihvPl*<8ia_&N72gpIi-bgN9;)8xX49V2w|-RgaDP?yCwz|$ZT!OTmW3emqrStZalHb1DxT-`ksrE*~Njo zz2}wJ#XHc@9f8cx9k$H!c{oP+o0BPc!T44j=(fqp# z(Vmf*_@9#cutAfob3t3=LV0;P4yFXA(APLHQVXmD&JlZlSOe#8UvBVWKMo|Mh&TaPbpcE)!RxAnR|Q<-ID5nR%{;Mzwv7 zG!1!6ULRj}#xiOS9nfgQ%4j;Tx;Nh~r&G}iab#WVR&YIXztrnih3D@tJZE4{(v=#JV% zWg2wurYQIuGl*t6pcb>1&0yWOH_yj066`d+B1i9C(-qioH3}Fx8LaF&jjtoACU2+P z(>l)mzIwnHpy1vPdbWIJO3{*!EEj&!Hz7a*9Bs3s1i~cmDq~!(NrlNoxBj))a;qfo zzj@~TenkC?VzFD-<=V~Ezm+4<*hI7CJl$Up|JuV0@`{W}r%Onw>cxp*%~zDj-XLTn zfLQ2X48B;kd;tKP3EBVT!DTNW<>wd zB*fO-^KbHDZ9;OV<;~W65Fy5cf3mGgh#zb4V!oqAV)tlMU`TU1ceL3~wrfzogi+W> zOP^vow>kOpJ9{mtjPD7}ocOrpALjO=LR;P*itdH%;v@zk0Y}=t9sbCi*=~)5s{N{I zdan14OAFM2oK9E}Vo#N(zs7JfY&?z7Rf-W?94oTDLrsnjrYy*SNbsa?xg33bXPs5 zj=wH7v zXZ50yv6UBJf6AXHo4BbO6g;Ndy}Vq~baH6-A?UonJ3Z)CJSMIH5&;IL?-bd9Hc5r% z5sfIj?A_Ej{6+s;;mOHZv~-`O*RuAl+t&|-=OQ}@M%v()=-58Uw&1T4K$~W;q5Do`m+x2+o{AjXoY*Jvh^I<)3AY}NFC zGEZYT3hv(RZpP}aXJGAbUUe|ew+0Nvxa7xLb;$~A%~~&MmL-Qwq~R)0pnkjR{Wn{Z z+T>q^FD&81nl1H6Hz&IAD=%o1Z1rE0zli?yCT9kQC@vhYx>yq^DVW7;73xeEXE{z^ zMju*w_TQ##T>1@ipn2|xJsu$p7w~OQWi&C?63wR4pjI{$3@I$s=HG&&)7O^RX8aK+ zfToC*yA+8Zj=AsM|6>9%sCrvkRkC)YtPKRyicKc=ooGzTY_W%HVFQdCHZ33r3N#_g z;__b?6|XUb(=8KrZ!%o?#W|nS8&uUb%jfEeMCKl76q`^!aQm@y*p|mSssJk5lj=Li zk2z$DJwR{sAbT^zWcZ)5@nhhp#~ilLjZNZAnxZ*1+Zg~_%NOXsfl&eASPs6M(ia>> z)VkMuDnNb;q8bFs?D<_laWn3GHw5S{KnAymXMtbM00L@&I0rJs5g@ZqH>c~Qn64y; zfP=H|b@VkxRa5Bq2s^xSZhz|S+^#-u{g%4t1b<9Z* zt*w>zQPTJwnq@qo0uII#LQzclPtbYv`7~c@G}102t`UQv^L-V_Np@(tmV}74o_hl= zCZJQOCB66;()i-sG4uL8AfQm$joJ4?Gt*`nRmf68a|*X!tcmB>yQR!jScXTw1%61G zV1|r2@w7cNPhrKqp|RcT(OsyA_S_>mvqHBr<3dZYEYHh7p`m=G29$*U-a*e7y&?>V zUny#qX>9aS3Tvq(UvBkwYIdZ60_gtoaCQi+IGH>wEq$dz_o*#C9u3#bSfhk}V zSldmpxyiK?!a)`wd?L0~npluilts|{^qVy$zp+d0IOB;7e4zDmz^+^L27u>oUHCHr zSYrX*lkl&ga}qg>tpBcp!B!Rs8H8{24Cff2hEtcj`~WKQA)V4h4yC^(h9`(c;aw!s z!&>BwC^T{WRQ2BOzR-TUL%|c5CvBlhY!5y;KNh_={`E{Nq>*Q0dKy(*R~MjStCrMX zsD}vCu#B5#P2#T>2xO)G2p(lOW)55q2o;0gK4#-7CO_TJ@9c05i1^Vr_$uQj)6=`* zaohvtU7|vnk213F!W`{T@E+qm*XI%FG*Exj>`j=XlL*bUmiICzr%va^2AfOx?l53w+58~19^_UJg`aWTjzrZJrYk7sy5?w&sQ<+ z-$h}!4N8~{JmoR40hygbB(9Ytk%QV1g^ZQHNN36Jb9sSP29VNI&^O zHrxPe@ZW?@!luz`74!4Btct^A+3p5fXHV}Y)7@?YCfC5_`~(y7dOul^z8W;nfPH69 z`h8N%NCgI%**vd&qmUrWbHtbt;X(gPyt}sR{CEJ>R5Xwk@h0pFIDtR*VY7CKL669d zgSU|}wsFX7%o)N$I4eP)4gPK?mdw&N#R)a;c40>q)z(TtL?yagfECv^^)91RQ9%4+ ziF0`l%%BQcquOrA6aA2JhNmhO- zX*p&GI{QKvT3t+4o1MXk$O(vtTCa)W!~H7unXd4+oNz+;2BD*HQf<2=;Aj72>va)A zQ%c9sY71!?Yl^G6Q-?ZX3;aX4N9gbBQGyg*1}QA}ZmM3p==QJji=L;=&lq`%-tt2> z(`L_)RepQ0@m%bREGC}a2Y;jQTYxa2WJtnyVx9v|qvch7fY`y)Ib%c6E< zf1PGin>6?c^0o8@E`)ISSWp{x(uM*8w;4Sgdx;-1l8Gh%#12Ba)8bjHp}(V#bpk@+ zeF44#WWRQC9Tb_5Lpnm9Sfi1xbQR#+leaj<)PkR>$1zkXL z9nAdlB{{~k&tB|t9gghhGvJspqmpw1z(2P&@R$7TcvQ241sLIz#%KGvRpwy?n6<%V zPD*fZ)xp#pV2;Es9Mhe8oy%`us4U6c|2B2zaW2cvKDRDArk-IAtz4H508$v(SJ1Hd zuyBhsf?6&BSdK5Dnm@Ci17RB1bASUrJQotQ0Fd0iMJ_>Gpzy{s;rJA9--WsO?=B^5h% z;*vhI*bSvc_GOod40Ia*;Cc%sl@GeawQF9W{8;9PYbwR3eb@ohC2~De&yWet0gWj? z!>7Tkux^J$WKv=V?@72>Wtt|Ha^?Ieef8Lm4?{aQt;1Md$?YR##_Ne+DEgFfk&{Hy zw>#uZUAjqY{EZSn0xN)F8cmqzbW&a)Tmsq4DV5Q9=(!nydx=aaCp#Rz6lEy!!gG#D z%YU8XzrNhGs%O6)G-ZrJxJL_e`=-)T*(#=qt2i<2+A6&xKdw8rYB}{)z!TTkd2Ka_ z1bYIKEQ9LDDL_I2La4*XCdhw9`~}Mwlg9;TNeWty@y_bgo&)A*&@%_U@<%pmN7?@( zKAJ)Ds`dnUF-u#(61-Kf!Y0E*C~%xN?@$-Na&Tb4k4#TWD+Z*noxQvNZTt`$d@{VS zQk_Gc=l0mgx`M1Y0Lb43SNGn8jq?R(226Ex4-_<1uDJhVGj1|gGY!h730%7LSCDcr@}eml6PMD>Ori4Ye5~b>u!8#Ik_myo{|bFX2|8lE zJG<8so7pls=Y@F+I#naH{TMCzF1-p-6)X03kh8;D6Y9UQS0nS89eX(Y>6Cd1ui4t@ zeW-`E9QI+0)%0npL$!>7D>Ka7d>M&!>#1h-aLrwZnKpyX^@x4v4Om)(VIwqIY#}wd z+FzIC8HMh#)P&RS}kw zR@N5gM=pjoFNcpxEvuq|5X8n#3L#+eV+b;9DZWV+*x7Roq(PM1EG$pd?wbAJR64hP zEAH!^@AL>iS5T*uV^Kj)AqH)$;nRSUH_IS#*(eQ(;lcwDJwIz=+graT7;jgYTh`kf z=_u%H`#RsuEMtieW-$3*T!51*E+NiI7A_4GFg-x|0%Et%kq43!sNkNxTjYOm<(@bS z6bRUXc6*e6(i$GbYP3WZbB@Qo%w#eDs|RkZs-E%$l89DNxJjZL33ZMkl4gL{K8zL#0Q zZiFa9mbiRKn(t>Gw`QINL4PZ5>?mD{)+1(aRYKX4l&~Yx9QFP+&x?T8jWN+Sd0|ny z+S^jK)eJgQuZdrlt@;PxS_XJ`1{l%miTkPP%Q<-Eer}pjKMzhg!JoA59z9*aFD7Sm z)Fr;pw%blYJx~Az`~CF&@VPO^gW21K9?0mBPho)c`Ziz2M@qUYI@{C*7wBRrcZJsT zw0Yh_NdW9KK9k`X0YXn!M?4j;tyRA~ z>p%V=_McSVgf!I;`0P6X!|N*+9Oli~rqArf{%WOSe8;BNthq>%r=b)2|``t~FI zuhX+gCMH~+vsWJH?OD`}{s}Nklk*4oj4fc39G@~nX1=Nt6(7}=(3_Oq0LSD4JaSRH zI_3$ljIm5t%<^1QQJ(V0`jcpxGAk}jUQYncM=(B_|B>%%C^h}|VU!Kx6LT4i;=%w^ z*6oXlo_g*=M>5{Ul=zrftrI7aWQ88D?SIQ;2gU?xn#LE9f3U8G?IG{uKMB*%z!99v zQ*W7ntiO+BVh;d+&~)$9inHWQ3ax>z_+vPW zb-ZQFp(IEREF*dGo`LO2UZpXe<-1u{huF1@L@D1*pgM<3XKQ|Z$$p)^@vbD;@Za8( zwd{?2P_>fLEdI%5=igg_?E7*7cR?#Qh0n}DZtBnXMy2_cZ0s8R{%t#`t+P}gSod2; zTQIBfRxnvIm1YQiey-m$&o+O_F2RK zgIDpr$nLv;?rLSY`-o3>%#fx8LN}iB(oEyQe_cUG5g8Nd!)Y$$f%eNCUtRp1Uif@q z0n1tLw}Tq27kc-B6_U~djJK`#=}I=5JcU;xkvcl}2UAF z&D0ZuY4`ICYW=3o{5d207~*9%HTWH|D|1w?lW+BM;n0CO@3suv+dn0LU!-vwPzo zB2}TfuhK5eEqk;YhKVUNB`opZPoR-l9s)8w_NFDYY5wYCOJb5lg*G?MC^7eJvu0r< z(=uAnin?0rv?=8+U?W@!Z1Yw6y&pg7!m0C?YcGpkt{`er`P0Q11v01izI)>4V@lW@ zxi`3sQi%}d$*QwAduJ6hOt(qQr#1CFl|4X|(XiYb$<_H}8|>8RyAu)pR$A1n-}gT0 zH~v)qC`tb#@uN$E{i5e<`xf85YyEV^ZX8`(Xfmf%`Z~PRIfj|%ASsAcqhli9Ww_Ay zT^KYbThd&&)v!T4;O*{_(UO91xkUAThMH1`P6FNJOSijr5C15{d#1+ACRMb3BD{+r z@ZCV}MEoJP-x_$L^1N8I!#Kgc;|440SJ8my+TE}Ky(KE0v(<=t*r1S6`kC?uP&Ljd zBZ}dC#RpbuA0STDG=%|qokfnFmJf=GqwSYuaVG;$@^D6b0pqgAsA^dC37q%T<@eUB z>((m>o>A~EV}-;gYhRy_QU)qRji9mlG4IYU|M)t?h$>m7FnAAeAn$A<|oI41C=Yh$~UJ6H(%!PnN!3*vZpdhc+C2ZxB7jO56=ImhgGnD$`G$F0 z|8Fy-G?VwRn^w0DRKgC6Q;6s;q@A;UL+G+|9ZVPm+EP;kahRp zy-l4^ke|T%1!T5&lxQ{}y#~Ay~kUa?k!Ng)E?55b*1mYfq0Jak=nIFXbLbJPwp4jmn>rs1&vG+jFzJsbttw`;Z<==e^383NWHIa2otb)I_oFu21YGa`!Iqb@#k4WiVZTB*zcmGcd5QMDA@|1jdescQ2o8|K5X>UY+ z!5z!2h071=AKfvNh*-9Gd@>t564s-K!K(qELq17IKo1tcx0HE1R3@{g&4J2SnV;$z z#)4p%>`KL}@+9G85mWOnbnZ#lZN#R6PR5^TzX+7|nx7vg3cN z54hU=pdTOYS{ENs53>!^FJ_A<7KY)}AkpbTgfV(}*X8SYOjqw=`^ns1c?^{07JHxP z=9=ugx1@{3clP5y_qqRU6Thd=;m=wzfZu@=&jwse#@iNzg*%9k6y+c3qr48OQsI3AiY`j~V zd8v52zBH`Qo09?SpvW{WlvPI+#ORF9jJ3V7aQ~^y=*yW7+O(2IRIb!jpReS6Rj<=v z;Y#yWV~*x4uk^hr^2qrI*zfsGKWv^@Eodb(XOw)jRty$9udm$qlDu$br&dk{>wVL9 z8H(GW`&Vkb`CGjyFGH>6bL(zW3&1vMZhN@_s~@*Lo7M3JAl_QLmG$UIJ&!@^0dGP0 zK3)1CCMv^oXs`G5pTX>^P1VO}^Ud6ih1`Z=*s%0Xn*T@CTgNr|fA8azz(lEupn@PV z5Rg*35kx|e?vPRescm#KB_x#Yl8zBdHxkl0hIA++hcJ4?@8

IcF5dekUVx6M2TtiSdz&e1~D@SJ^4gb2{sW$V#!(RP2`6ntC3XLC`3XhVp^z0 z7j{a0X5m zQesi(on@sc(ISQDGAC1oRQLs427STCeuz%9ULncR6V7_DW$_-P%{u$+vz!qX)G~z- zGSzbQxKhv@rbHwsU%iN3tn1i+S{WLP9+ROTexG8Ig!$H7(MNl4NfvWl5|{a4C`r@S(|-Bb(9m%w1L(<)AZ1 zYQ10)iX`RG!zC_YtaHX-2Gwjcw8!9q3i?`XJfyg># zwUewtr_-ayolRxh=ga0~nJ~(Wi?#0RcY=dOg<&WniDsi{p_!~>2Ib`(#K*~bFPyLL z$teGBvW4 zyn1pP(IU8X1GHI2)eAO^A{CN|RCq?AnQ*v)5TubrC|m_S=~2%t0|Z>i=)tSxv|}U= zG>9ACRxLs-1yQS5PyLQ1v`y4xD@0o#3}XmG1U_Rmflx-Vx&($Wc!4x?(8ag>lL#$@ zK?|ibh`A<$GH~I-58bd<(k4}sXUIZgW6?u1bdfB6HBB?V2!t*a@s2M*17!${NEomc zI5)sZeFX9YI-p1vUigO#1G=6sz_5wHb;%Xm6NVym@fw4Wup(Lj+9nzVG1;)KGtEdu zy<|uuTxdZHf@|70*odz%yh9JBNkbnH!7h zMD&F?mT7Jax+Yc9;waWMCX!)kB0*upJ2d`|Lj;0aZpPBcFf;>sK-?7Pc;P%fSk0n2 z!2&GBay@1KE;w^o$|80MKC6*$R#{L6BH{+IGn{i#y|{`O_EVwxQ7V0DxkebMD6#fL zU1!0e1j5}Qy20t?{@4w=Ib%J7dRor48MY{H~jKo9>}E~tobBfWEn*v^nf*fN#tbnp@$o|uponIi5}qaLOIT(1utx& zpb`s&781e*(2Auvp5V;&Z~-rREF%kJfJbq-5UPsp#~|)NCQ}U}jM)+B3s`WdVa*Z< zNw@k-WiiV8ooG#PQh>U`4Md89n zVVl{oY~ekLcqW0cKtS{nC@p!6h%l@emcr-)xdvjWK^FfJlrb2~4Id8gS<*=ldB}kt znV^J03}FW}+~IM*2vX;gG!a|i_;#p^%2m$#o+NhcPs{K~FQ9@iE}0W7z=hhH{6MCn z(Bn@M(F1sIq9s^dBr#fz$R;@F3+KIxB6Fa!O6z6DrWvFgg(-)AlPh6rCa1$Fc5lKq z6Gi$Z2Nxb0E!4JP+UzcamB&Q$SVmPKNbN}?PRc?kf}$^alzAeAKr~oZYLHa~!V`0% zgF>?4oRM^TBzTQVtSEe}A6xgPcYgJqIioLOoB=9`%2q^xp#{?PV%L0G$|wLx4W2R@bY&E0m@Y0B0S{$lAt~4o&AjBPfhm9H!Ac)V7&hX9bBj{a=O0>v+VgCZUO3I@ zXVb6AE@TZ-=&9mFPl&~KZp^_OtdeHZSWtaeaKR3DumRIw!3EW`4+g;j6C8ia3_U!e z>%C+vg;9~kI@FI2cDw@~!f*#S_#E*Kpv{EIq>Vv+-CA{tNF`;#NA<g%)@VY{d#81V=dl#wN^`AeF^3 zXhBBNTS7b?Y(0o8kO*~w5=dmnG${YX7bsb69o%#gAVv5=a503P^jmP8$9Ggks|=P{ zM1w+Xfkh!3DEC_{y~9~qhlS{=w8hJ_+L zh^CPs)WC!G=>}(bhGbL{J2*ttl!Y%C(-ugA#2G{|fPsiXMnQN)abU|_*dIJ9#43bC z5orM(ltU#E1wF>3OwJ@tLJL$aSWV`nPVOX6_M}h#Bv1yWP!1(g7Nt=h<@)dfOd=&y zHlwEC0^#GUhXAd_N8C`WmbZNU=Ai>7N%hyCSoS0VlF0QHl|}fCS*pY zWKJe!R;FcMCT3=)W^Vr`XLhD%ex_prrf7~PX*wlno+fIhrfRMxYqq9qz9wwOrffoH zY1XD~-sVourf%*gZ}z5d{w8n+r*J+dZWgC;9w)2~r*bYQb2g`QJ|}d-CUQ{9cXlUlS|@mhr+AKqcb2Dlo+o;yXL^n&d$uQgswaHLr+m&QeYU21-Y0${ zXMOG`fA*(;{^wxkr+^M9X#%K$9w>q)sB;o1gEpvMDky|TsDw^vYC5QeUT9oWsD^GR zhjyr90vLvdsEC&3I~XP}zygZmf{ONnhqkDTz9?`4127O~G{Ayng6N3msE%%Bi4x{D zcmMzdDF6t-09gM3j2THqTmviwL6EM1E|@7&1t|o00yu0#8VuK9DVN?703^Yf#_6~= ztizfolcMM{OlG>WtHoYyc)6>Y#_I{p>o&xz0$2m4@j1pLCCos- zt}Hp3={CTu0{8(PY^^Jp=^>o#0HkWqjxE{#CZD=0EKKaI7A@Pht<4-Q$9insn&}__ zz#Md{)HcJ)o&dg%DliCu4ydV|zU!ho!2on^*(R>y#-@tOs;fqWpSrE&PVRPS?8heU z<#zw9nXYUFNW!%C>ox#s3%mgbbZrU%zzoD31Y|1&_`xE4z~L^g?9Og##wua(kSE(ZujP|{=(+&j<5d~ zt;Ra0oDOa|3?}|ACYtWA0xz&?_V52bu*C*215YpoZ>Ix8Fb3PI1XnNzckpsva0Z94 zm2R+MCa?#eFbc0G2#YWa=O_smrU|F84A1apu5b(A@P)oG4eu}y*DwzMaFyzC4-fw_ z5l1c%AF+rEaS<;u6Cb7xBQX@SrxG_Y6*KV@M==&#=M+~l7x(ZLXE7Kb=N5M{8O!h& zhcO!4<`|bT8+Y&-r!gFh<{Gy#9W(G7$1xrUre{V2A1{O2)-fROupjd=aH^Vsh5KtD7@N3=vw zG(~$eP0F)DM+7)0vobSuLzip^ zEu(ZVAGBa5^w2J}OFt}3+q6&*HBlFJNaHj?t8_iH^fLc+!v?icN3~Q>HC1mjQtz@( zg9A^K1q`TwSAR7Ne6((=x#yU(I6

A|<$&^X+^)zvsjAyU%t1uj^{ZK_S5B)15kb zIJsGhHcKE5AuvhnbdvCe5f<2$%p8`Ib#lW$E}Oa`*?K7SIIQg7F(E*?AS}Xcq)qqZ zg3-v!I1QPIl1@8SC0zh`4X7Orj!)SD5yazSWT`sUeRH^UXjq^UlQ;-~U979?FrTDY zr&aM1urSm~7dkHE5pL5?+FelcTI{6LAu0p3lelyslejz~&A>Tu8S=PHU%NaiG0*zc z)Jgf#m4-)A-Ou_|8ry=2BOPJ8a^Y#6MY1Om*G>ZTab^0Dx-1vS;%}k(ZuBJXerK56 z{E5u@sUt!qgz-#gOEF_ko2k@@snQH`LUn4SqE-WHjn~dd*38$(W$OdhSpNp{Q?7X> z9GR9z=6_6h`r<6-Wn|-*Yj2`X8|My)CAx7NJ^U3B@v*v*A9b#h`?F!NC&mdqiaI`Z zamj;m?S3ki+J9wCqM3CyX-pg-0wT0n|Hx|1&RLPXnvaWCT7)yL0VV>P^|r=4-h|* zY*#kd->|6KWt`9ki_~%I)m+3e)M&|JdY{06+4>OJ2~c8GSjwa!OJ9eDMek}J;X#ku zTYVjd(cTvCnCXC#-rv1xXVGNTo3+6|iAsK> z+4vf#Lu~u-@BS2^swBRx?*5PXo{0?*3{PkNw@cX{1go4b2isMY$BdHVzVCh*idV;x z9~WFr!NtQEg;cxz?d1ZISiL-@95>xGl(g4;SB|@W7FsijMLE~QFdcSLd%Zi?)3`v= zbvRG?p_gfiV$gr{-4DIZD>R5uR+T&-%g59?LN+~l4Vr=aWkya5a+E4HHXfa9a!-Cj z3cZj;;4MxettB`I1iD7T(w1F6By`{k6XNM2?+>sG2nX7yb~NzyGIxyzAnXJov-W;q zTNWZC?eeH`0CO@e<0fx3tja$XL!vKkV_e(axXyhZ$7b-M39S-IV`Vx{t}^`C8T4)8 zbxByj7j8>VR`t^GppB87D>vShM*J>rtd${=%O=U^i87bp3r~!D z`#9GBzUt2}yK5r_8Ws0rQu@ojedw!*jipe4v^;Ke%`{=S?%arZM+uc7GJ_hvD z-B<}46aV1kmScM3lU;ty!l$sc7zKx0b@@TnKGRb-zQmmVq|`Orv$3<<2a{>Ho+{F`xSl3GUAXS6^lNb=OP=0-GsjS($Rp0ujDviS_0H1Qf`=Z3 zH+;}GOaGMwO?Tso_+LxkDs1wWT+31=mbV@odT?yj7TxLTiSYh!>^iouVfp*BmT89{ z&tK>*|9H`_K8LRxllbVb|2QMEu0g+%GdtHkCp{pll;J4md z`+_;q5P?c+&8`9R#cqOmsO$cdLfs#0*=b&LYo*~zB4~AUC2hG4j%{u65Mc|#E9Oep zpWm+i%OQuX8&}Z~lLrKukXbi&*3qvE-@MmtibI}Og;3m*^>ig<6g%u6^E|ZcWqL`@ zT%*CRcik8h`)}rf|4=oHJKVrh;b)qU<4tUdzVbJz-2CSPsmj7j!`Ji}vE_M>1*__F zP4Am$In38`Nr%3&q-XZ36|-R%{HlG7oz0&LeWGUp8Y91EEO@iwDdBCXd*y8A(UJ~U zx_?{NT_`IXahfEvO3V(fv{oR(sX~Y0z1~||99xwLjc93D%;ILz#bKRJwa5e{m^sO@ z(M>+$gRw|(ZppnvPbKVGYtU?CDI5VosS+8~(lt3+Efa)SeMdc;63~aE1BRW=iN1N) zQBrHkQir||b^bkk(j=FxoW3}9Cz7EM+ThOIxlQR4`_HTj`n+O2X&fi^6jsl8_j{|* zRe29i9VRDo{N2{Tq)e+?28`#tw!~ttO`vPo-X2VY#5h+#3ayZD*miWb=kouRlOT9r zEAMQjeQ;OegnzYMd<<2&wCXrAaiX!wFPTNj19B zyTs^Y+A9+;(XS%$wPXSK%tGF!hyIeW<`Gy+eK{LXzlMJXV$DgE?9%EGD-v-cUelRk zeAM+;u&#MDh4}|YkfGcHf~Bpdvd2B*z1)UMNUYW2l z2&w9)y0;ZZ^MkM>(?y~qHiKy|Iju_=uWxS_Oxj{d5gjdd3FK}Sd^{S*CKG8}Sf0=8 zpRH>|-I7``-H-l29{82epY-|ZW+#=x!6AJkUQqHhB(4;%i=1_e#JjSFSwhq>X=%?m z1sHOhhuKZUvT=kw6h2U!jZ~Q^p1^@+yZ-eUpOYxv>y9Q_h)N7tSSduikNjhYvcFt~ zYK$&b{!==r+9>c4lH}~ColcEsmhp;g9H3j>8<1;Wv2<$2j+Zn;QH$r6k$Lv)wZjrt zMqCd$U$~(=ZSd@quIaK{k16kBZHHxx_i6oTl?8S64qqVZeDsh}&6&0mZrj-Hz`2%ZyOZ}D|$ELefI@CN#q>`GH z&a!FNWIrbbDzc1Z1vC>IWfs0UA6BmU2yY1DQ;sL76n7)vIprO{G<<`sPDvl|q+xEl zld`=}r%@BJn#0q>2C7OfYXi4e{pox#Xf$i;vqp1sG)~H=F&Q9tTu@e7`01xhS^YgNcnd>6k+=kKU$C zo`AK~OV_){zXkN!%~bq5cD9XKb*31rAA%UVEAE>_pwEA56rS|y-}Evtsq&!sF&Er^wS)ZKfw_08lSDcU&! zn&;ZIQ+w8L_GsT*!2crC9|Y2^HJi>#(Qjw#jt0{FkU|!C(En*hQa0$nkdaiHwp-G;@~7ZEihgwS6V2eP-SL{{(`VS%X+C zErqqDS?zOx%9b(0Ev%kFg0?|yj?#?oGi;tMY&Ef zj)L+;xp@Jgj)j|!=Yc#+GssVjUaOYB-PUhpgD^x0t+ftj+m++jKJ2$N^)VyjRGar$ zfUjT(!`O=455oR##ySt|uCA}c4}{Lm*v2(^&740$0 z4$a!L(-Jitk3DfkZ@B{Q!SiqANRSB+UZK*F=u{xv2@f4AuZpKR3t~5Il$WA)sc7^h3eu zBv-%+hFif^AbFK(3&;k=u{RNUAb6DvEH41SLts+&f?U)bYJ(4G)ef}>rF8m(0eZoECM>$~1g7PuC?h=jWR0_$1XjWW z28g_TB(6J$Ow*xZFM)uQUtqm84f+K1UOzVrW^?B{_tVxInM%mACI=KCYNLg!$*T}J zl$heP-ao)lfvn{_#AG(K?6r*lBp4Hij9HmXZtp2y0L8F4nJQ*f(?i}_IfDyL)N&{z z0MFRu%DI)tD+4gU0n#^Tu@oV(k~PJs{)kX$Z0wC602BT+o&$Nkm;k|*oq<(WpNzCL zY^+b$rF%NGbnglp$eWwUOImga+H@f8vB!d=n+7}yq;M+pZQ z0HX1lfOB!q#Sli4l`j>aet@h)e6Gq=zn3qq!xRgO6ENDWASicFLa<$exmpWVO*T0) zv$%)7ZmVp+pbUOkZ5GsjuhM}MMc9SQ!wX3YKoYaVA5Ir$fR!uNK>w~)l>_)L+-j}y zGhXO%|L#^L9(B}cG!Cf73eNVMPvxP^2n$c%dwsm>Ul;06Z1aCHua!Edlog_o+jjfQ zOP&qeryxtAN~AMhp-n3|5SR5GzYm=`mA!0W>d z@WMx3B|y*VQBOPMZh%k@c=wwF9zTPv`)(N8T1CIlk6t53!#toz_?W0Tbg-+?g#zx$ zrf7#n$Nl4w(F1P7P9uuoEFq^=@{=v`RW{L;ugs^0$0%HRGeJ~yKR!n$;o&ABKRDWS z@xmgU-8eYvN_%Mk@pbW51=89Ryl+CbQfhv9YEf5e*-2`Z(u3OY2Mt{ho}WBuQA+Cw zPwVbVdwr7Duauq>o?NCYd^gU>yGxjE(a}IDSytvA((m4BOETE*uHiyP40G~+_}OS7 z$9DL+n@5(n6p^Zk=5L|>Bs;;lHal&@n8O~5jId|2_eU4$a(CxSO63N5=IWy!+HB^k zMNs6HXbc7N5SCe{5kK{m^Zgj|>`(vNp5{xF^F51B+`1nzWrrD&`vqGZXeQw3bqUPD|G87$m%3{jfuJWI!<@?GNeH#8P*rt|`8<(%EX5Y=k&gThtk|<^icj^Ynrh#H$783J@($GxPiG!QWFCWS z2JLI~IkS}<=qc>lKb3@cW(4hfYF};DF6q>|gEGA1lcENaPzO(fdVU(6Ep9GitsRnL zmxW`s>VN0dr*XzPDQrDWN@Vrq2z2FGBnlKPCyy;O#DJbISw5{(iOb~tVs<9@{hkm4 z0Pt|txLI98Sylmi$uK&3cx^7n_xFUpRjJosd?I_+h?RV9DBa*(4QC?`uT=WoT^Ieq z#(wKYqGOFE*-Cuy3TI#yheKCgkqU-+T|)LTVML`_dbSb472$Lbu27}J_2|b5kj?7= zJZW?@z{Jh4eFT8%tT^EG!V4+7R;**;k*-3!wi=rP+z!9x4G%>NT!ns~#cb@i!I-d< zY$jF(PT6yrBeiW23?0_jl4<|`WOyZ*gm3A$qT$9%bD=hJae)6^(Se$PNmsNN9ug^v zlEIH2`J&l0nI<(~+Dn9B0XM}eK}XA#uMRZ8ETGZb=>LE}jJ`tv^H-ud+n;}oYWXNw zja8v69C*TYv_0jShUrUEpzcxNp|1?L zU5jNE21D_0y?d#i9xxc;fGWqHC@hsQ01)XEBB(H0;%>1|S9Tq#c z(q;45?zdLvx7NHjUbQj!{%E{qrFg{gV7x@o?wTN}74QT&xqoCkR>~`c1H@GchWAH4 zV?rljA%{fyj#bW=YvAurLBD!~>mTxz=JQr|bjlnnF!qk|ID43*u1&hl$lk?Kl;6)( zL@SBt&R&U`aZ-Q_xbErAkJ?BI+7jr`o8U%xW(Yn_rl8ZP9c33oZG^Ab(p>n{Kl1l3 zV6Rm9u#~5H;Tk26BCC4nf%d^g~ep=LLyWP;+@Vr+W_IHU(f8uc^_oOR_ z*s8^G60%fqhmLy=wy-clG&H86xQl)Ow@&zMThvhpf8t+LBrlxee3u zhuH|X?A80i~8`uhQm=h&ag?$^~s1Ih9 zDA1IBX2ZfFOyw0!eUAI_u^+I47edPSr@84>{|>&WGDk46dqfL2lq^wVc#Q|^oL-i^ z8r1!Eo4l3v#^0@*cXd|CXk7H-PQ`z~&_6C5hPSBUB<|HJP$+&^4}&=W$O-{-^0F+( z|4Z)w^R4#0!8EF#`OPkPn-%7J$68>AnX=QF%gcEkkYG!^N`lI~ai9Y9$i-eSP@6%p zZyA?pn@1fQR``cHTv>d5tJ8|8q7?NnGwhZ0FU#W>5pj)kIlIXkV9}UE3$*T5Klfz0 zQaGnjxXUjh`yuh>A>#C`;_1nA=_hw9etWYE*WcuRe)FP1^6%|{=gvasFxs%Y~y-|Pv(Wxrw%ns>KETlMu{|NgBX#RZr;KX=){F!54rj_FDot0Nn6#9Rz`}?sC z@BZ1B@rD4V9RsfTst28%9{z}}@zv=2cX9qKm(ph)%_?}MG;)g4a=a47mM$~B<(Q)ID20jG zUzWlL5U)3I&(`{0R~Dzuo9dA({waJTg?Ss!ouwvJ?~!kN_M}YR;ZB5Sfy@1EhKC9& zB8+)`hRU9P_@*&0*OipbX^}ea$64a}rLEI?@b@06Y-2$-S|e0(RA&e9)mKN(GzB`Z}h)gXmmE(V)Ce%chtRf(Zi;m*9)bOWR& z4gjPpcZs=YRyY2mZp3|BEJCQAZT_Y~=lB$7UClW^Fcx@6F>+5+IK%v=k?mY`6H}}6 zDSD^$a*Nr&`#-C%R|(AzuK49mUii>U{UrXLF8}uVm5<_~fi_e*TP`j^C>D2MtnQrt z&|JNC#jR1jFObi4AX{e^)?Uf`*BDiQ@*rS@*E{c5?2n|SUqzFr@ibEZ@&F{6!Wi0+ zlB{v}VdkMt%QRN~yn_+6`FtF;K&(N0y83KhoQ`-lZr@lwHhVBx_1_j4A>bU?8Z_w; zaN#k!k+H&1C4bhIZo50`C_3WwLj18pZ6S7uQ6KJ_$Y5o#Ho8JMw|u}5i~A^tB>3moPl4d22Cj* zsWKP2bIfeL|3`0!^&PDYy(bG|Ovp~=SJFc0NDYXU6X-;QfdN_o9p0B=2~Tya(eLfF zQ1@F}959!P%%L^K;CCM}BChilVhzz&qRW-H1)no?W&7L)!rbXj2pWy|?%ZNg z^OqjS^Z7o^+V%jr3yePyur6#ot70LLAsB8TL%Zq#b74>>Kj+$AEjv%%J+Fydd;W;% zRla&iFl~@jNST{}SHyUi$*-Z`x;q}&qdSCnuEti*?> z)hv@IiK=}4v_TDROVST8c=mH`GF@G3TAfQ|-W ze{#NK4PLxTJT14N?rv#iab6T;!C;Xd7we^h;@=Y`zN6e7ex)bwZ{2kI4^@x@d8%Ze zWZC_Du*ANN#TcIYsdOu)`2c_*V1~tRNgJ5r;&`1a^~LWkCCcP!a&GoKb^a4S|3>(I zy8gPbPATX6y8F_6*I%dF>^hX8`G~O0Jxzr1zUKQ+1dg^q9gRnLXz;ukGQyyKZW7b% zUrgjZ*wTK=khZ+HnJ*c|%AoeUW)|yo?g2 z^d%0f1{(;~t*Zi~dn2!=s_#;ECcv@_b*T=4yTy&ALT4`eP_ILNbcjJy1f|`9M4IE9 zz-Iv#-2tC(dGN9XN&+Axx~C_9u!Ns!LC>zHGVVWn>^06d4%&8AN{RcJU z{hfGTY74+Ms8wd%YWOg?KPZ%T02z6rh5AU8R;!+&@r1C8^s)MzIxrB~78AO7P6G_G zjom)3gyh#^xFHdhpXjP(26mn~i_2jX#{bhq>^$T8+p`^Sz^*(Q4b4b3?{#^Qw+cR8 zY||j*P)B6ohMVz}cd+|AS-Oo{!+#l|%pTEjyujL<@o;H%HcJ52j5{L?K!P2#Bk{s+ z%sV0pRVa^aKLGwx5FyFAsL~#JtiIXWGl)IqTYb9}S|LZO*yz^zrzE(QWu z>uHp?8iwgIrFyOm-DYEY z1o}={JcdM&4wuczI>(t7X}8F&2sTv^;~gBWtQ0>}-Pi69f)DR7KL3kVc`^bx_*i_M zG{DL~_7j9`QMIWyMu!qtKrYBshpgw(u=}IJffGZVkT{4xhrF$$1glYo7a`u5) z7GQ4hDIrLbUCJ|=y>`zBb=Cn9lNJhSRIZL*3CL)8mO-?ny2S}CMtw}Kuphvdl|uJ7GiumH5K20uYD*$IWP7JA-PAhOvJ9g;$*46#;BOg8ztD*MgYptiqRUpb?-L&2W}k#Ta+}dr5UP ziQd4^mB=nYEZs5v#&JM1{{Gf+Ko2I6{=LZoI-kx3@XdwT*N-4HN{nn;9L zSkQ#=Q}N8p9^&ZD@eo^v)CSqxZ5EohakSJzt}FbI(@=;P4%$bi+|?R=AfcJSnaDlj z!C**;xLHr2-Ac&QLxKYRC<`D$0YpGQ%#0isd*enVF8pQ+vKQ~CqyS07Az_tf`3p&T zR~V)&()6FCTNV-+vy&k+^xMtUU|b|O(2j*Yg&S_ORZslBMa&8c;oG{JesXs3K zgMe=LZ?%X)^^Y~0pTQ8rJe^WInhhLM6-U36kLZ^^pEZb{}>kYeh> zgA=_2E^mf+IElmT0Kh8Hp*i>10%C#(?yMmg3#f(p0Ibclf5|?8KtPWLkOHH*LI&^5 zfQ#xPB=wL`20Bocn}w!_6dNtrCsXp?5(;}zYRj>i>T7tV$ z#~wsw4r)w>Z{mziSafa!AQ3p^Z8DVk3F6d(&enpOU_pmWq>k_{7i=kr&gZ{x&tUjO z_~lm*cOS=W#_)6z>NB#Gf>)XYpZnY(CGgmy_++dCbAur?5a8qrR3KDvW<$=K;Y}8j z?=S$B)#UMn64H~B8zM~4I~n)G%dcbUiY@3mNLFhNh)X-Q9@$1c1X8yFFEWUKCIF$e zrM9q;jctaMlB8bkRjF~NF&V~K=Xhum!UgsN?g*nB5rv`(EQoPr#nP>zZDb#tlLFC` zJ0<_EJYGGLWq1r0L!wpZ2diSh<_T6>4CQfhG$MlfTl|V=pxRpl;9g0kLXq&%XgudKH&%KM$_-o(fRrfz^*=Eup~IF8rK zVCiBlp!FC!)Vx~IoVoQ7MV)sumD3Btp`iW+qHd0dTB4rjV`|IJvJ-A4SoS0TxG@SKBRebU z#*CWcTMH671^#vvGu7v_M>g8nG)ZDrl+R#_m}i@Tsd^-fu46UAs){N>79nz5Zx4c! zOC?xP+l4&a=S=8XE{IkZ_`b|A#2HuY;DmYGEbdwwWJ7J~0nH@QewmNHV9+e}G_EBh zZ{w*xj;Xs+S!C`(V&`C&%9Z-}<{yX_ExwlPUXcU7{xptlRzY$dWcXpTsj0V;t%dG4 z2F=NBxEBf5ho_hxIZ$_yO?9$$jk6JH%FunBl*ERDqwBx|E{gs*0{;)`MDNs(SLqCHm5zEkDNS+% z-Qb|tvoxHu7%CY&gnm;^hhVfo1^2ReGkGkR8A!8w(5Nd+Z0f>PPjw z7#8E$QH-O{uz(&|&=le2CUMAE3-x#7>K=DR9AxPKa4{Y~1IhajDy9!AHx6E#98}vG z)My;!BLlVlK{)>*{q!Nj$w2`UiS?XR^tbtYLz{}uTbmV(*(Bfeyr~HUqMD*^K^Vwr zz74mfab)S}le#gv^u|&jdWu2Pg%rfcy$CTGx$8d?mOc{EI1)8E5*|%&V=>f59*H*@ zP4pj)?4`#!_TT(FWR?CltCVpz(716(D^}{#nop>tfDthOL@oYVqZ8E!?upMUd>{SUU(%B8dYw9O^lfd?t!M3#ddTc- z1Y*u2B|&O3+d32X+&xu^+^Y1Fp^?jNYSD?zM%8br+RslHGfM)EY&S+*)2&~p`w^vK zH;9NO+tyl`8Cx`m489B<23M)lbGcLVGR;!bXSw;vb(&;-@z)w2rYRwmR~KYtZL{su z?02_x-#e4cH)@<0da{g~71dY~b(Nz7mh&bV^MV;|ndu8%jT529&}$-r8&--e93%Ur=JO9SPju5JqRzB}f3;MMS_>#8Nm^{+a)Yor8z`!%xU7oVvH4y#KgKdEVE2`^Vt5&1`9l zW~H-c8uS#l{^Ijt%ZkSG3gX{#$_98cu(LE3rUiV&c@$( zDBeB?cP7C)2vAdXw0Y*&MeJAhnPs;hj(3}!ez!qlwWVUE6zexNXN8_mX7_kqPK0|- z8-mEY;PN4|t5lrf?K1&h(nZ!v zRcB`FtXSJOJnY|z2j3<@O24Xf{`}c~T~jYGZZ?o6Pqcfx>DQ0)U(ZcIVuAEK61%_6 zcK_VjJ$5l4y~7wWjV=4!rk>WKuW6Mf4hCA&x$53k%GQxv)Yq%r`;rE3`fc=3SiSf7 z^=cGY%9!>WX`g3zAB{Y~N*?f=A6#Y(Troee!GHv$XoPnUB$2urr*1WAu2psJge>vvYh4E`RUY~k=_uhScj;fK7-fMOZh~Xl57)2#sUHH1 zk^VUE{<(=fa+N%CH$UK)D? z_exC<-=Q6Q``Y2Fho#hGv)NXPd#?=x{%Fblv3jvLGp}#+Vo!ecB)dY#5UtOJ163f; zswB@Io1fL9&tU#%4KL0r`ugfB`uyJ=o&PvHeRWowb=Hyfw_Eb8^TprSyMHU+_4y;g zkrmtEPscyU=q*~5Q$KL7k&v2!6^+W&3SQyXk37nc6TeiRe;^@eDuWvlzyuPRrsgmT!l2(oD_}=n)l5LJ zN_Z@i*R)d@1s+f4wrPt?dQ#4p|%=4Nrlub-F@Md8`kc9Ti;=cQ6j-dGy z?$%;j4y8M)K^~A~7H&PlD#;R@;xliW-UtQNjQPyUn{-0?Y8cz1&q8+>%HACZtoA1& zuehw71Z|E+UGe_BavHKVQ)`~}`PI#bl+65&fN!5)d${hcy`4Cx;qV!+dd*1&J8t^F zdCnUCiAHN%cr@nUue9{t_g^g{FPG^ewNiw46~Yflb>;V05A>U;NjZLi7x=LsH3#a| zBPgeHn(eYc(xsw_j2V{_cndMMe8R@()Bj|!7wr4CnEm0t9(TxmkbZWJv=)^Aj<8_X zjM*SCh0{g*c{``-wS%#RbRST1h6BG=ij2`_kg>$8LmB;;gZ}Bqk`r=sz5BD*A6^-s zX1=8rvZ;beZP|}h*SgEz2Pc#HN z$%htamo95sX{74z3~>xTmInE_&d;JFAGI7g__w{k=Xm?>`jKN`XW5ZS@Wjv7VlI#R zwebZb8albz>wZ5wW>er(a6ZCl!OQnG4C|K@iF6n~jz&UuQnXbzd@b%nsGX@7V~BOV znPmUBV%SzHE81ycE(D-B%i#&Y9}(*Sk&^>dyzZc!XQGkn^#tDN&kTS9Ke5q%baXX4 z9_sVvbW}v+UN#LNBu>c#eGlsMjn_$woLr6&JMk*g9;||~0rMD>d27{$zg=xVzxt?x zDfc9W9)9$3oZzP(oc)55a#1B+=l%G3(DExZ@1$ejYtQh&0j&1%Sa|LH@u-NW`;<#Y z%IFPh{*vYbxJbHET(T7(M`s{e8|5sJz{-1Z$OXO;Q`d7^tR$#m)s>vdeaOL=5tXYH z{|z&KRF|xK6an*WBOCfXL)azaEdh<1PkkeQr4H2RBw-2V-kjtsDC%E8XnbVlqvfI> zIUsL>-(D5$YgV{@IePyx$yBl#l%TH-fa=^5g*t>a{Ce|AAb>HO4R3n|N8)MLt9QqP zX9U6HGf$kEYjVAHe%Ekfe#tj0&-xzhC1@PF-k}q4MNC~+ktwoB%(TSQc&}>|_RP+Lax%=(AN_NG4waC;^P#!B=Pm&VXWe`0smhEvrvTKN2t_aa{*qMlv?1 zGsZLt0z4QmgWpF{HqWw?69`yl4*nd7RA6pi%@_Z6Efe}3qN36)m3>>W5C=BovArpk za=6hf;8J(2*X7VFG_)JGk`d1H6t`K|LJjN*%E*n`0#>Q1EolJH;6iFmaGf-|EVXkf zeI@`NyeVx-qaRT%R^F2Cjf?jh5o1%cYEDJs2GPfRxT|6Sx)a@ubnZ&(gxL|j7pv>w zAWEsb!B%qCJ;=k@C~i)*?EJ=IhFsocf%?yIYcgDJwlaFK)|Dw`!g$%LS~(KKSe!RL z5AA=-?yjSJa(0wcARO?B>(_O`0j9ENUjH=p7J-C`sm4h>*1 zsKwPMv)br`ns4^oqs#Xg-e;W)7+&jLMiJS(2vppLf@lT1{y5t=F%ftVj*{fruHm>w zOFDN+J9~`kBLyp5+_nFrR_*Sy^m!Z@q6aGWyk57f{Uj8gES9&sbs zX3xI^j7L`AGoGb^*2oEN+vJ$ij=AJq7j<%k7Ib!riHM90_Z-E}mLwM}lEIBa} z_g+1L{)s}Iz>YgdIUc5#AWaa1v^Pz+wtoKih~Ma!{rgYdwAn{CMwU;Qf`ICDeNx|x zg=2)|46+ZN##{)hQF;Pn=vOKNPPJS=KGZl&8K`p0X8k;iM}Ii+PTRi4bUdA)CvLRa z5R~`bBbiJ3`6J@%(whIQ2A(|r9Y-hfscc*T3*?Ar3ws?}(fky2`Rz5P3cPLk$|JNswKaiJ# zhoCDp*OsV4@84^$bN=b)9rf|kzk6LH z&c8zHqCWk6bJU!C<(p9VY1#3w!m^EwdG(tnWIBz*>iEOW4i|1;Gv5AxnO^&r%O}3! z80cm7-|uL|(SO}}VSDFlLLg-4)(dB*WKky7gwuOns$UKscxP@?5_5foVOBHkPv}em z8H~%ggSq)t>cVfP`x&v(n^$h0PI%w{T}FxC(!Y5&S9kx<^Vo~^Z~QdO9HJCQy#tG?2mNyI<2hCD7uHDN(s2EaEA%NVoW(J3(uZ~f z$AaiGeEPH3CFe&=GgOq{;rl1YUcX-@q82rIcQn!GniyIwEVmY)m=?dPmVk+tpp%x6 zzt)v#EnyEJs}zw|wSRsMSH{r)oIfjaZh+FFB_&XGivfh`0>%_&$T2J5*QB#tFBqSd z&l0WWWB{r(YG3QsR-M#VThUhE(bhQE#?k6%a_eY`>1b0_buJ&~%0c@20jW)TvB?1i zVE@hE1DcUKCM-P1Axvbvs(><`;Mi*=o!r?)j38Eb83$yw)3x>2y%DWzm#%AHs_W3G z>)5O7G^y*nqU*Awd-Gfu@1&zYIb@hVR6-tj!zF9%q~zwWmt?3p>4O?7()$3<$b8(W zG^jVf3N)ys4>;Egq}31N)(;lb4^hpe#4CHR(7O*IJZf}qf?*M*`jL(LQN8-nlOvH% z`uF8fp^S0poSqyj?ku;?W$O$x+FF|LN_@CDqpguYKU7ov)9r6C_(>0-gsT3(KGJOG*Rt}bDaga;pFxZy^-K3 zIPQxd7}E?ANJ+?lHGVBhxz1x^Ce28q#_(x^@vC0rT!VgJf6XBx%4+;IUk;sI8&lXC zP}t76S5>NWrE@6VxI22J+uvj?&t&M8Mn-;Q_K zG1E;pWJur*_aNds9+U4^rbpA$i%ZS_?WhO)$u1T$Ei((gJE<358%sYMZ{IPWe)?`> z$ozfH#JPtBwY+91hvEBX%*2wg)jBy_=B>h_8np^YmZ6Z^vtd@w3~oBLu4;**dM=$l zEVDD@B$|8glFOK=boe2BhdUW%)4)PE%_=yJ7Pp$xR;@Nh&ER^fLs3h1Jx`2LLY69b zu`1}j(uS&c-3?}iko@QDuUcPSljgCO5x16Ao0H+OLS&EwjWrZwtd%}Jax;uq43C%V zvR0k4R{LbF)?s~F^P7GoUd=AS)GpE4F6p*ia*W+&G)8KfU9eJe2#I9EV;Z3Q5OEXYIDf_Zd_T@kAD+Ga8C#Q#27Du+` z!GG=GboRyd1nNLQU5rD0h6BvUq3$h#8dE8!dE?<9{ihFQvv(wqA(O}LdY0`ojbe0+ zQos&p$CtMqJ7XNXG90_h9DANScC!-ob_neqj&FWC_FXuV=$!g_oOUfA5eyh!_+7laikrFPI99)=WwlSOS z1A9q^*$czSsV?26E|K-0fAY98{c@29e%ZTV@@)o*D#a-@$Jvvhq6~3i`?Q>@ajK(W zTp<;=1&FWf#(2x+Yw2TEP^1rpk*V!|J%}kB7;NC0;lJ9jWA{*r&Eu4r<{$j`tOU(o zJUw(_AK=O;u3Tnur96VxS@xR+ueXk*&U4!c?N90yX;FcYp+i z6Jb7zQk}h7Nac!fbe%U-m0g<-KP^71!Kt&Y`CjkJ_!2~Bq#+E1wbNC(pBpd`S(ht z9oKd4yIH%8=>1B&pp7%di-+Ji>QYz$CxpK(RqPuNyu0uZd1Fvl) zdnyq^es%oX^C*INTJn1C(ji$~ym&OfD*r3^7zM)BQ|bGF1iRdEfeGqnp85a?ZZtkR zB5vU}2rC74QvxxoZF&rQd;9#bl0f zntc^yd&9@YzS0# zm#qTqR3%;B>2GqRO}?tG0!i})Z31zsg!k_m;#4he-fUX%y8ZRx->+8niRyvh^0mBl zr@x!b`&2BNd*`x*xWHUxl3;7ejCPPZgE(4)#E#%>k0E4VgQ+UwS@yWd^+0Q9Q_Bs-9&>(;CPa;hHM^7?#v*W9&`-yaoo z^ZqngkO3s>vyfFxC9?HXb@Yq664f)F*f>g3oLk&QA6vO0$pa+&d zL{(0JCwr>+%Q9oBqCe#IA61;d69SWzw^o<`Xy6O(%z)GKfU~Au?w63VJ@C8fRMV3y zhD*Dz4P|oZ)+~f>{}l8r76#3`-1ZCn`QJ37uM$W$`sNrA5_|&oYIe7)g(cjB=#R#8 z?X9i&$MY+Juv@gIfP|amWcRHkD#u^2usbe-v-t*bKG1AXVN$4)WNaYSFTHXg19b1` zYLyH}^}wB?LV!kLk{3y+dx8Eq7a&p*eDy`JXkRcQkXQrDQ+$`>UL%KbL45L?~<9D?9xHJTP4N2Dl;UUlS6 zi(k4fUe0zO^{->Gi=l!DvL`;IRLI;HF=0Yw(K>CfUs!HuwSsa;W1k`Yd(4lL1Iga3 zkN^$t0X~r;Z>UdOy{{PtYIyJbKr$b_NR~Z_?a8&C`7;;xKS?te5ly$1>2&AmuN2ak zSKUfWzkZ(jFIjSKDFm|~b+L}n_c@b9xNU|%^f`>b`OLrAchf0W?6m3&Po6UbAobyS z`8ZNg7HdKt`waNOcghqv$R_$#J)lv5cvt3WF*FRialFAW&UzS_Jq7ANk-haoePo{&`($+(L*Q7~v zC|7d~u{AI1+@pIkMW@mm-JpAXZ&Hrzc2)G#m@sy>=dxFU6Piz2=q?wFsqbxo1g`?a zL_|p#E=eR@SM5UVCLBK-1>H#%m=v%K)AR9ta&@+K@}gw(6H(J@GCqo75X%sQ2NzU${dr;bO zY4;5h0DU*8?y%a;a+pk76$NbuGKT!w^ncT0@ft6|H)h{Z#<8x2@!ziX6Pu|tD%MJz zPvQAoYyQSztkz%RYaKDi>QdZ)ch>2_MCt9n(w&S4k`!f9|*$4p4Ahv+j_%^9HMgX_|jxuUIkYNv0ND?`nXP& z)!Gq~q@FAM41M9fx+re$Haq`;DsN0GSjp=hc-cw^cnJBkF`GRw2VoK$QusR+z1S(_8jCT7|2>q^>J6>3FE4FwAd>$?wa1O$h2_Ct;jM< zgJ_%dd9YXJJWRV^nd?%TTbcK$X|6Kg+g7=xz&6zEbC?L2bh+U9qWRTwWN?!Xe^EGt zL6$;+ABs-5!fbU=7c046#IkN1_=>7OoL2$OxV|%d9}55m88`L zPf0)X)){SY*S@kkWB>Zfg+it7%}43-L~h3m`zV2et(jzDwaL5j!b#*)5isdjEk#V` zfaxvGW>~iXeZKyFggE}X1E_toG+!FsDNHV5+*G@B_tkDwzQlW*BaSy8BHhtuJPVf$ z6oSt#y2;>gmC~Y_bZ6Ug>5(dr8-&f}O>*h!G(#!X|4KVb55U81w%!xk|1x&*Y0Cc| ze9bXHr|DK-V8(HQvyls(=S4*^tGSxS1wKf)dt2(j!{sKA)+E`L-Hn^xQ1X@;jRXSy zOCQtNG3c}4w_mI$SmeBf{`$#&C9ByzD(L3U?&oxC_}==>o51~U!TqDj(}jntQu*?4 zVP*Ob6`#Nq@LEJ!oZ5Wt7CC*k)U|o_4qN;lv+3wGX-mk=-TrQOA$E=EaVkHw2!}-5PJ&j-T*bkjPSJwii(N0hjG9fzd+<1$)v0j)J#h?d}Nt zvt+lfV6$2pv9FX$`9w82I+qoKJ&^@IgC!u1ou`W z2!>+jT+4&-S|uum+Cg27b6+WmVC|PFlUye;47ei{B8&ue1-Ba2rJvD9gmWz5?vyV> z1QBKQDHu}T4m_FBWEsatthOe(5^dF3DHCZO2@`n^oeqef&ge<+-(g%bX=_xtRtq=D zghO{M#wW(Wrj(&#KU(NhDfQ|pTFij2#VVtez5odkzgO}<118nW(@6RL?pQtTQo3NA zZevV0J^lPjbiote+8kHi4CY1&-3&d3-&+Hk^G2M;TVZt9#jEW9N?EY@1sVaq>q6>q z?C2>8=uxBA{vPUjy>BZuY1~=oPnS|EXu;FoG_W`4mQic7K6@^dXo_5>bF3!iO}X~d zN-nd!W7E~(Frji=aELVCf~c4KHrQ2baa`XNzvA`18DvQlL+2=T!_3U!drC4-RlTrc zr+&2;(+tZY7Rs!tl`MkfXFO=@3*c?MrQwHSe7OY{Uz4GAn?%FyxS}=AYm%+&(Ru!d z!YC@g+pj$S@V$@}MRTg)ymq6-KTk%$niR|2<--#G{zYq^8pnkMmvb1Wkg4~ZXx>}U z;)I-4sX~8DW;<-+?(0{hStw`nSMJ@I=M|RY-G}mtq9|sp*b=>Rqi^$}81pQ(CbIU( z^mxB{Y5u$P)6Sjmzr!p#XK%;J z-wTCG=9O^#Xzb}@2q-$VTrS9%d7yF6gcN)%;1GMSRyaoA3{UIV1y&&UA8~nbG$!3m zX^Ze-*(H*pPyOXN^}dVSEVmDh^>8fuL@gmO#jdNg)5Zb}DLxT!?qzZ{<9$LPF~&)~ zo6PvMPih#5w8oWEtA+O{1@pE^UHuy1_Ti9Ct@>2)AG7k1fvs$M{_dIx`pl5z^)Gw7 z=bcR^4O;*32N~}ivM8?f{m#x2+HEG8b~$`9!8=;45hoF&YN5?)094K^IKdZNPM1Rb zq|0lPSo3e0r3FCbQhDZs?Vj?*eCNpSt6IPLlwHD3Bk6UoqBB|!%H=|8!-|_HGuQ~v zQVRsrH3;2wJVV35k{B_igXq!3hg=nVf+aGyH^fA&_~O5Cl#d;6>76)DOV_pJcyiO< zo>^rXtcI&k<|O;#R#*!x?RAr|5wbpDX3bAzag#M%-%)7y z*GF$IIc7ae$i|{>ci*b}d&N8Wy0`yg+u}urd~qMw@_(md$q&lUQ&;yy<(TwI?KW0f zSCF0`8b^MKbIyK`OnlchA?rp(-wCEg0zLA5_9rz1$d|!J0bW~~4_w{U@IIRzeyw>Ze?xFh5H2c&P z>j6!z=(pl|rGA4)i+Ae5Hk&srNO(_usEiWIh@F1Y9ow@OyVBMzHzI5}1n7Qy}{eyO4)`vuNsGLrMd^6-()h<_ok8Cv}) zT|9$H;|L{uVf;rM+(WNDK4hZrX?OAytOhJ!+;F(BUOJ>*ib7yONTM$>T$u^DGLytA z4o<W#t7S zt$5i80yze&xd8c(8VhDa8<+xSu2>R}(Hj6>xFP(yXjYR61dQV4a0ENw)z>)tQKA-A z29jcuC#>F{Gp)=vN5HHLEsoc^-_s*bPB6o*PPw6P_|TgX?+X%f0*OrOh724~oTgv6 z`o9?^?Q{*Uf(th@q>96|Jy)jK^|)S^>*~|!LZcOMiqyR@8?eSC8cnHv^E_O8k-(RL zZ#@FIi3C+@K#`nRG%sAF0INwvb7*&~U@9ZqsMX}x)QR9LHcF^Ebe)=5so8?(UlWEP z!!-m!G$~`ASS!wQVQvmAHM^>L4P$-$85wmO#Sq~@i+m}%_Ry3B z5`)$@7Y=jY5cAsLTR<~W?IfegIsu`^T}sjOF`JP82>ZW;D3(gtElJ_$=lAT`#6 zNsIwt?JkoM7H|{-0RZ0?0p`);+eGrjG*WD>UwCgR1&o9_Mm}jGNimO1ZqlLPwYDG^ zOJ&(kje2MnSP_thu{7;d2;3w~Kr&$ZuBS55t6x!H%+kHf8V4BxjFSNW^1jST7(iiI$T`D=9g9Jl+cXw;_kb zYfK8O6VViGfMhuYQN9&t72|ai3lxNEATZ#Y1X*pg{ApRzfvc6IwHeYSg`pHeP;7mxHgK^W8GZatw~&>BDSn~g@nsiMu#uC2!Oy=hK7@D@oPZ4$?HiX4YYKBfXzlBrH>u;Z-UGQdsH#C<*hq- z1q}KZL>0LK4g{;)gab+*UPkzS8!!O9$B=YALc=9o%LRMItq?V7lmo(ek5S6rd*+eL z)8T%{I^vF4|4ML+E9o)tC$xpp zO$$pYN=aQY+;~+)+nsWZ-_R~0*|TFvzzb7zUJrQrQGzKgN_;Xw83A0;V3qeEsvfSL zM)=-k2=^LRL!0lzFNowG9JHlH;wmof=a8O%X3*7|p#%Wk+O~>#vP3I-6EHs;8mmF>Za#JL^+~*6Hsm^x7C6Ddf1c;b&?1 zcj-_P53lJ58d6Zmhed0_UgoqtMh44#Fqv1N$CDNBu$H|oAEX(82A()&Qrb38*MrLX zz?;^M!!@3+-_{ek+pYFURPT|NrR_YpzZ6@4S}tiO*gds}~ zQck#XH9<9DpG{Riqb*!22dvf>E-wgH!=p2XWD2vy z-=wt#k;QFJ+)R;LY7$+4eEX;Do1=r3yvMJHJs4}<)xMGwxkjGewRkNQ!TW9Wzdu825_am($JD=BX~28UUVZwHZA+NUT*q4e zk$sB>>)}nfysjOi-avxhLk@j-gevqWgz)+tDR)b5O8yS3+Be$U#bZ<=@{z_Qk)Ao< zF*)DVj_#pve6wWZmiIGLicp&jYvb>I7iMHk^_GGDsH4|!Oxw~*HD{^D-@5b0F4QA% z=*VW~?aLqXs9r8h&Iq*(yNhQ@mdS5nnQu!A{l|>ILZyz(paJ(5-fD0W#3n`Xp$#a# z>xJ^R9pumfGL6}>vVSLU`{=Fnqsa%~z?$D-tc791biJ_fB6qn`SMOsaE8i6(A;6O} z#;9t))fX)5ik`o1yz}~=%GW&4fnyyBZeM|S*sT@?UILvu!{$*s|6-XOq*4l_pd+Gq ze?&oWIw0V=qUV;pdT**Ga$4#dQBdXQrND~ekXi(epE6DbFgiXZJbh8s{~($0CJ8Ob z>!3*@6^c3zv^z2Q_Kwsy;O6syPzfbd`Bnv7m9$A8xAWxl|CGLRDH+Z@y*88IWs;Cu z7w_Ot3sN4n-KP*$-J$XLA$^O^3DqEj>sj({lygEIoCO;^5 z@L5->(tuJ&qUQMrr0vA9T+J3*{j*kmduz}z}_o2(#5@bbN+$)Z=+bRb!XC>L0VPSvyHq?QXwC zL$?v%JLx)Nedc5vp2%LE{pXRdv8&ab{WqrgZ>oSwQElf~!(Vip>XkMAZ~f@=_o{~m zXX1E1NamxI_N&hD@=g;7iDnB#niwYA`}}rA&j4Dd`_1WFfr}vtwNEm^W--f1Ui6v% zMepC|ed(t7s-2c%=euAeDeR5gzuuXfLh6TM(V8SfWbH!}-?}QgvR|p0wFJ+#pN-C3 zys_yjL)%}279MWcF^~h_--^Za3>YNVB8|gI)*w@gB=vY(Wt_S(SMap84wW{NO7wND zWUxHz&J1Jwr#mkSzNyX729s;PlDtT9FbB917#KBV!Wwz6e}{i|i~O`KlB*6}9WK{I zkcW9gEb*MDsO1?nNiboMvs@X#O3Nxtm-TgNBX_>O_ryHE+SSb&UVTAGX6QS4kG=Q8 zbdR9G#Y>T_MS&nf0RUkGp~1U$W#MIm36z%Dkx3BH)*~+(hPHyJPll5CT>tse2fxGr z!%5x68!%AfO)EpR@PEx(G*%0nE<)sgE*(5rqW`rS60jR$Dp>O5NQ+`n^t~L06o?Rg z2_frIMJDrH(+)1Dta*)!-_V_(PQ_0S!#}XN9LgM?(mU!U6E(n`8{>d_s>J;;L9xf| zTDfv=)A9OpTH|>#sKxp-Mpxq!bnL%Fw-zVUid(q~{^v~Y_i9YK#|na&ADO?B`fG;T z4_h#Ad^nVK<2j3`)mw-7R{y^&%ePu(*PX}SB89F9wnF0KryI%e54_17v{VP(VA}vO z3Uf!|ZM!#g*nQ6);(t7VuiK7n!Bb;Tmt;ljHTf4EBwEu|_p4fSpUT_JH9Nt-x3fI; z`re5)&m7_m^htj3F^V~a>)GS=k=!@sm%**B^>P)u>)E-sx?x6EyJef%2bdRPP@*iE zp)Y7QiElM;aN;iz&>-omY5kttbzH)`>G%x?-<2h#L1c?s%~<%Gt5sz?DL2!&VgygY zp7;vB6h@%FvCx2ms#Di?)KovO6$rU#q(j8#43Z&2i0sJhIANHu4lQ}f0N`WD6a@;h zEvS?U;+Y}KVlh~AAw$Ts3ALmgg#Xm|2fGr#jVHIUel;vnBB<9*_nxbE1ggxHZdl2` z&@?J5B`-au@I9E(DCI*zdJ(LGLq_a{yk2Q32s7ux4w`lIfMZA}ySaj*KtyQVRxTdv zwxtgNBA8|)c-(=lsbW61lzVIuY_lFYkYSV9Vo$*Mjebgz$BlACV(m~%;pCyNxr+Z- zX1CId@7IW^mlZx^_KE5&_t*T6rpK%IJoJkxJ&4hTAceVTR?xo#(E@Vd)I5~|eza;0 z%3~+b@}`;W17~iV8Fsu1{q3bXUd0N3QQ^ffMM~p2YCllu5A)qDoOLQL zJf8Rb$bGWlzf^d#_~L6J*Be{Wjgyr`O`fy0OuM49jl!2a=UWv6@An}$T*MDr7D3$W z0d4S|pqCZ9!CnbEBHS;MJFa9RiwrPjn;9W9#gzMJKR?3X{h*>d&v`IbvL)O4u*+wg+LpK7LeXFT%C+kOR8q#P@s=H z9Vww5TKRZ&36mJJGG}U^Ex`C++r6QyY&42}TlX5H*?U*azQmwqKcs58gbC>ND(R|b zjV3g?mFd>Ud{j4GPYPAb;wmXk_T`1JA2i!>lgtg;uhUDv6x4(N78$CtoKDRhEil8$ z(po2=IVz1E&)I79ukL11q3jHLbwfMl0)tIp^>2`m_vWOv@gTMT4f9TuLtyLyA zNhj%8<&t|HPML0!8?w3gD<3GVv;M*iN|o2(?G+gFdz786)7Y~;LKq8ZgM{yfEX#x~ zgvEYo!6?l=EAV8g$oF^ORNKzY_Z8QHAL9B1PxQMVePP7SJliy0i5ti1`W7cTZ#p%LNt-3J z>XuvFWM*1p#f?5u!_dd3h5zJB3YZ*?LW7Kp{`FSrn29TRtK2M=&MeY>rGHKJGP6-& zPPp^dU8%x=vDWK~xjqc4D{t#Y+iXPl%FS$NH|&IYoWY7J>Bo!v?=KQdgWn$5RPG6w(CGJxe!u1(WWYXd z(0mUekxcU*jp)9*AL$yItxv3H3oIeSMrpESazDY)Y8+y3MyXp&CUQ79wyQ#s`D@;|QD_dZjRn8!`#+CO5I{Xdnzt=|TLV!_?3w%__k&^Os3E6)> zQwmRrrR-?i-@rq|cjTjZb4J?Xz66g|4IG%SfL!=EqCn32-k*{_w`QmRtgUO5oaOfQ zK)qM4q~^wZ0lU$~&x<9EIqP;L zWqid83zbiA>1fP4f=N{(?p?KV{z4Bb8845hP4WMyET=;n-{r#0e6#tl3r24r}t3gx)<*;BVL(;h) z3W|kMc{pf2*53z+eDVOUOyF-DnWPqu+h3IU1s>Y)%x&7;Vl|(SL{jX{xu=KcAxd}} z*(a^i5%2dy08VaERm3{Jr$O~pVs~Fx1t|wj`LoJ{9z4~U=L4uRh_*mr|5L;zZ|Z6| zH{y;7G$zX5M&6zG4<_Lrub~jgEtW^B;mpnIRR!zL-y0XLu^(Ul(s-s_%5WQ0*?ARV zxJ#q>K9%O<4566+$l^XX;si$bbtJvPHQ`d#RpM#&{!|hOXQ1afFmPk^GmNIX@YiY` z!^}A$@BNZZzcQH`7CPZ9@D$A%gCuadhB`$}K4h&-(HT86_ZXBgKHx0>U3_=RV^R>b zCQhf-FL50xcNID0^QP8V>=qYhe5Df|!%DM3t2aLPT{AHHCG_~$N%B@fsT#biu^p9O z%~m|f^ZV?V==rJpxkf4fv7p9vcTkJer&@0wB_SFs4EGiYUP^?DPr@s)Ko2#yPq&Qr zM12373uEtl5jt9VAn^Ry<*)b+=P);o&EJQ&uY%w73$81244skgg;4r<&|Xanh-+CL zmslzMKTvSk>t|OtoZnceryC%}L65t+N`0UlT9+(iQ(Ma(z5jjc3V(dc$1ScSsDT`= zbl4cC7P0#I`PB8xB8-+**xp_0B*CN8%a!bzPe?HAv1oF#Fa=BgAAeIs~?EluJvQHx5!8u*ao)PSjE{(M*4nDLq8-0p?-Gt>G+7@_jnVbk}baUQYPkTL3XWp zzjdJ(P6B4t0#DK&IUIyz8`8#2q)ewpniGUTqe98kQP?ygXIWqOG~V(wu^C4ZbhSv` zv|~Y9bVO5TjH!f#nAlHI3Btj{Hd8^|<4CS}sc#HfqtmVZkCTQOq|-^HN@VzVO#drf z5l6X;ogBRUWomT5fS`KvevKh%YZ|etjnI!nurkVeGRWM&`thGYx*tb+GS7@GU-N(5 zbUcbPA&5Vx@{ICS&2o`7vbX*S(2Pvno4IjEZdrQpMk2l7=B**;KQ}}et4tXcUp6UF zCCERQll;$67(lcK-c>5ODK8?Xl%6iu8OlSu9ZH?V6SBdiIj%0zL7g>vFi zoc$pB7Cwey4A){ecRz?`7+}_L<2pxj;Ba(FD1&BshOR^I*%H2yL+(Kk`NFW_*NofW zKHXl*2pX3gs-70_Zqi$g;KX{mQ;RY1%A*B9J_i)nX9(Ik-RR55$lr&L*5v1=n;&gu z7%`hkUPQSkp)!ot_LP=2y-^%qAkDvc^bU%OgHJp^napOODsPur z7>0;zC}w^XM^`giSy=TD#o-QO&goXV?&`72R1EoK(oSlc_}L;xj$>*6Uha`)N~W36 zw3+X^pn$Mg!!0Y2o?>B~S|@YnJ^zDRf4{6NGggbA{10Gaz03;P(pG(+Evk}NE97|H0ON#eA2JrSIcn)$0m?)OJs|s3x<=HcQDAr06EgimRi9 z)8JQ{cpApFl-1YEj#b-M^*BU>#nq{{&Wdq`L5szpS5+LKJ`SZ_abh#QCg9>8jD|u! zth0awm_O)HN&1j|B4PE&5;`qmrnm}q>EE*kSjD|s7k&5{Y4nUZqG+3${e*-$T(7xq z0jWJlo-*35GtQhvuVgOlnKZEQN_!GNfNQ0jofgR?Jqqpzxbyg^?}gc5?Kvdzq{n<5 z_3J%cic(@Y7VA(F3NVWj#`4yIgB&ZPw-Mu?#FGa4y?<|e44;N9DENEId6jrcJPxHk za*$P7{~;MhAyvv;s=!xj&%0P+T1xWh&u8UIEKdQEzLfQW0WQch%|lc7$=mEFQ@%@G z*`(o(E+ka`BPS^HuhM&99l?jZh&w-y?dbs=IIJ7qMhnyn?iTUE@enOb2lyUp2RaMK zgp!Via^j9354ij@4nKK(H7mcH{2Ve7dW$NU#4uRjEljKpJ!p3R zu9N#ViXMvfoCg6u%YQT`Opm`7@qCRG14S+I+Cq_JwX8kP6Bu{zWAcd5P78P>Ti6qy z>Lj+1b~4tRFox-vuvL7I!l&dW z@|cElU(c;FG`2mvoR~SdEH6wDs`MiaUfN9>gd-C_i_`&Y_+b;2l^--(2s`+MzRbz^ z?@`QIUCdN;u-R3+&5?oE*3@O?!!khHU{qyvZd_SP&zgF5y@k~YpYNqux0Ok z^=0ZJl=YuEJ&&>=_#wIUGxtsfuq)r)p2fv@FU5qWrqu3-qfB#^!)2 z_7_e~ad$XC%TF@q}~dQ@kQAv`XIO_5#H0C0;IA&*Mtpx3q1cVpgG2R;7Kt z4~B*_M~AtH88xB0fs3^@WmdISd9}sSnap~RPVC9GQL0!FFx(9%u3O7vvINe9M1l+Cq#N`1l?*^^L))BQze|>To&H?e z{kf?3^YTn~j>1mGto+W9Zyjj!Hpcumw*#wp`Em`MbZ@P@md$IY&m=1TcKwX)(wyr0 z_APkkZ_C|BdcVJAt*Jg*dd{|L{V{zvczeI|s?+Z*U*IwyKcS3A%XWX3Xo+R+<_vCR zT~PRG)ziG)P2?|oF?`nSF(T(tpRkAk}1zvLRsG#G4;8l3nxn9Nn3ruHbyrYnD8$X~6$ z@qiKokoGnYkA)2r3_kVPj1Clxjx3B$*nA>q8g3>H>)?|5VB`DPdVF)<{9Ty1;+ni%7+=DveO(yqBp+uay9)SygJYFuQH+N2a+r=gpW(X?%Zn4o1US!& zeE#psG=1<4>}gk5AQ=E_2k>l~E5AiDlf5DErP`vAa;J$}sM{R-xA*7L5Jw zX-=&8$``kV>9dVbZivr(52klZX#KIKrF~A{?`rs4jA!CK3IkW*&@I~bmHU5 z=Bd9bqSV?gP8OO!aO(-0=c+ZxVZCuk(0Pc4Er28^Z5yS9Rn);eF8vn zz=zNsrfz0lfEr4Klwx_zF^mA7^qvFHMJoyUGy0wqem{WE-2{YV;oic{kA%XfNdWB} zz5re>KtPVviGvmZSW5W2kYo-;@C)oRcL<3F+ZZKVWBd#6S?+@G+TeE9&zqNg(d#}XKoBpv0k6p-3f{{HzNUneA{lx>JmyGY;cFZ_icAd!pX7o2 zgu*WDNnWGK=}Wm!yE(*>@L79$$*`1Yd#kMyFiw!%oJS)7vx}kCFXj7*zbfHoA#(8i z+pT&));3QFU3?U=*dYJl^EL<~T*9bjcc@!@cYqBF4lD}9WKYjeq?rt5kmY97_6N;6=RP&}+bTho|#SS`Rjq5Te{J^b7PFOZ(#4HT*3;YmGfa-8occNSF4>mu<;7MXjx2q$gYnjf)tSqVO9Sb#`myh%h--}yxr-o z6*+i50}IE8xB1?Q+Y7SSzOGlLf*Tb$8btM_TL)7-qDF@(WNfdJ5?`(3ShhYh{-E0^ z3L$Ns`twI`sY3Ar$BcXTkWKT^&dAiVOLzLmTVjH*%S1W{5kbG}F$9ebQ6?t!J;XAd zI(-KEPQbT5tc9VRn9Fh`n{)ND!F&HLK6L6CNv`gNAqXJ7x&+?dQGo))G2LR{Ub>qo z8DgRa6?4^mwA%5Yr3b_Rw<$3zPkM3xYh6w=RB&7NRaS}R&^*QS1AwJ1_Jgc(ZS9ogwUq?h)FM!|a87=` zWt4HuPhI1m%TLR#tozj=TGQ)gCuf`SO6Tg&c;KAIDPADP62-o8$K@bQn@;m@16oYy z=-=O8J=BV7Ht%5Jr#ZbmKT{~#RG17Vz~2UCn{200RT-R{Zl&*J(I#aV?B0H-6?aRp zy<>j^hG>XLjF+gxufjTLt6m-Z7>{=zN0Kmtub-${;N)B2=Bs!5Cg@!;J6r%$uaM>b zJ8BZ@4}%j4@jJ-DA;40OUNYVgf|b%V^~Z?G-XqSx?TRXK#NTT}L7w_ES1=-smagRe$)CyaPXUL+V>AUv zpIqL&C%kz2_vx+BC-S{Qr;d|x8Y+@a`|(}UX<(Af?ey_%6gb?8A##zi4}c45V##n+ zsK}IxdfbsVXsLn9YD)$LYQaIJI=&g;Hu%2D^fJBQ=fKJb=G^9`G(jni{*IDYTk*Yy zYV08oZekKQJby>UrsC;J|rg4!Lv{CDx`?yBOw~VsO_ejhH+5< z7q4|Y0FXc%l72z?NWWO#l*?;O1ZXE+NSHX(VL2*fX1uT&*M8Z`<)o^!EjAiuQZ8!< zE$y{+$Mbm%87d}+-u=~8!~@k)1+|n=I>a(!yt9O#RhXcoa*&#mP_FxUu!j3_j05+X zy()kJ$}dLYcU?m*x4N}oDA5~VV0Ac-WgvA#0cw%0(OW)z_$i@yc~Y*2;P573IvD5w zvIG;o(FRlQAhn_q3q^1@4Zx0NtnX7TegU49Gs+6mz)!JCFtH&o+uGDc>MEsyTy+Dl z;WUx$lABRjk&sCM=(kKs{M8KjO%k-Ta-%^_B=KlyAD~YhP=&%spxgZ1wk=K|Wf+s} z7d@_jF)O05HOhCHj=66diCT!QJlEM&J}$f~T48zAWtcSZ5XN(Z!c;9fXBFawG~^%B zzq^cWu2i}jt1*&tGJ=<+d*`g_F^+ZD!QA#=eF6o^wiVS~la4FF${mA>8 zp4RZ@v*EOZ#q%^m)A8GeM5&t`BV_~b;?*k5VxHT^#zBH5Pb+AqZL9RhJ~la5Hr@WE zZBw_fq4Kn<vo5&8Lb<=2_gFKu6HfM^{Ru{g^)N z__3aK1+SQkJ)b}Ma60x|pq}0KP~lzIzv~FpJJzMe21UVNLL$LbTsA&8%0cNd4G|)S z_LL97jL(VxJ?vG*^nlw4ytIw;Y`b|7D(ZL24-m1M@^(S;I1pRRHGjcyl|vCph+l4q zd33(a{r7Yr+e+q<;YBJm`EH-quiNqL^$&TYn+J@Nnlhv^9Q$F<(nR~k(&`rSgjm~# z?nVh_5DYhD<+4T+b7!?)Ukpl>o#}pOmdzOpCdka3jR$`CnGf%APGY-X;I$~{vC_4o zyr~@ZOQofh^_2_C{R9mP*C3ZKLNZG`J8*nSk4-Nxs!o#y>fK z_|@g2Q``CHhNQRkF1L5AzMX$*3-HfCG`HFQJ^zZQZEc8t-*z`%d8*&2wejwlJMJb& zweH*e_xrf|yS%qF zzk_Dxz8{aDxUXNb`tST*+UR>)iKp2Mql#YQcW>=x{k1^&#Uc26kmbEDgRkZt#}$)2 zC4yoSN5o5mWiGli_dk}Yamj*04Bd5=Dy5H`%hjy6SlUNFa{tVkU|Ex!cxF@*VetfK z^Nom5o&@#5((M+wsI*kxMi1FmN0Vn@Web!97Z^w%39&-O6S2ddMxA5UE`$ZgrE8>g(&fK~D^Nj8Cu=Azo-OY>7CBFii*A@}! ztnW|ulaAhBaUC-3tKW19oO1{%J_%8I7m}h7LOzR~V0`)I>r0gGQ^S*&toDA?de26p zA753ydm5-4%)04spy*eY{g^o>ke1wsGRNp=c9?XGnDIfFY>u?VU>MRO^x7$;(iW~Z z8?JF0j%16_Qi{;FjJO#Xp_db3&=z4h8)0-BVayh3suYQi;gSoC%rp%jZ-sUIq21Vv z#IQxZ(~Z;-jdDJXbUcl4X^VQ86QwyA<+2rpB9C?!jYjH4JGe%B$3$bQqcsMjUj#<@ zRQnG`MMlM->lD3#=}7EsOwwsg3R`TNQf!80Y*t`wPEKrITWrB>Y|&|K{%j)AXI^=+XFtC0 z^+-88;92%8X?9?HcJMP7|G8`|d(PNVcG&%#s2arG&|666DTRJ^3Vq?LF7=u z3Xx7$B$$BF!yHmrs=ECOY7n&_K>MEghRqKFzc3*IpxnH+qEw}J(-lNN0Q-suoS)E; z0kv;XWUo>T7qM*l4P-I&(1*jYeIzKM0|xiu`k6wzji9_Tr>BF$Sgdg*RH;;LKqZwg z1rLmgnU_N6L?o0FC~bgEU?ihKw4^X!A`YNeq@F9Gqn+kN?N!(9)9M_;U^rQ7P#yI$ z*$k1g0q03dtSxY;)tILJ#`}tqq|m~k7HZw#tw6^JTt~D~dvZW1pb2gu-$z2qFaUtl zI7C3fIN%5J8rW7vl?sYDr=djAZPJr`O`|TV0&wKQBl>i>@;^w>HV)F%0IMN# z9U9Y`FT+>>nnO&zL=d3{bm+0hWf_hm#@zj?ALu?VS-S3oSA#8Bon6 ze-WAz#jF8 zaT8THZ7&n;TsN$YNH#$UoXkVy8=72v?g%x&=>A7E27mhoyOB>@x7Wb+-i*_#!2mM|Iu;By9M9rJPwCH014&_^41SFQ+Nn)I zUi;Jrw?yQSbXV5K#@<+|eLR59BmF)?OSuQ%>4eE6%H{XqZU~5yYzrBZikhC*Hl4O> z4>Y_75L0Mr5_lPLpgIn^3moKIJ}EV>oE@OLNP+sLg0IUq!8YKZ4b%`AjXRh{1q1N_ z0d)Y?HMH}1=Hs|>!#mY}#|8C2IKZo$hB+8G?yWs$q8r@-;Q?9z0V(c-8-SV=DA=dvkM&23Mt}ifIg&~@5x)~&01m?yeFEy(n-M2}V4J1Ut zVGREW_%cbOdik*%LmhBPO@g&(H>|F(HetHmeTb()Cywr?fZRqT+s7BCg$;Y+3c#Wl za0~kD0jbS13KR07u|Tow;{XvHWSjUo%nZam!Xwr|Fo5q2N+AGT0g~5;_kbz% z6FB<%$_^xgKx|+L6^sM|CYPn5q#~tahr#@BFkEpmQcy5SFfy?~S&=kc)?D0h8eSQG ze*XUie#i?jvkGcS2@3KH{RbAgB`T^ZEhZ(3_$DTgx*;!%xbY9Ja7Rx;SWu~tQTegB z@}7jshLVc9nEEcKhP{NwqMU}2p@x#EX1x$xk$KXd3vVZv7B9Y(N{H z-Z3;XH8s_{yRUcepOHDn&fHklGQjBmqM>!Gq4hsw>wQyeUt4P%lLwbJwyr+5cOC5= zO&|WVe7Jw#aly*z67z_7&*Pt`hntP(KYPzHd(XW`-r-?BcG|vI4}JeR`Uc&7^2hy2 z+@mKEo_@jB{&7zJ5l;T`zW!m4{hvSa_qPpLdK9qa5ip8+I`<$j!!z)=)3Zjkpe1zB zcaNYLkD$x&Am6wkPxSLohR?_DJnwt>{L1Tj){E!C+QB2%!5ucijefz=&x0dPUvxZu zIc|?F55N+A!!N_aBU~by10(jZ5ebi@@`IzYFwr9~qubJ>U%ZSdi-=8s7Jro#A8VgL z3{LzNkysF)lo69UtC!aKFs(T@t=~KS?UVF@==9$S>4muT7=?`f@Qi;M8QFfB^Ff(c zF_~+eS<~@Z+5Ukzv}G2AoPz6^^bH7%#0576c1fC4IT6j{rWP5?;D=!ANf8q zIz2i%+B`;_85`*uU;ID1&NCXW@BQ0jOv5mvchP$py)zhH7}2A5(K``j)X@nNk|2nh zuZR{UK}Ii;7@cUNMkEoENg|2z_j}$y`_+DP);fEwebzer+V_2Z#)ucavzKpY=jP^S zTjnn(7dBTGS5_Bi=ayDKE)7g9f7@G`{qW(#!s^k|>dxNk>btdz@87@w`tx(<{PN;_ z<>Gwz%f%)6;%a=kxFC}*|2M8SKkO24PQ~^Ah$f6t-06Qr6OR-y`Tr2jB2lYnS46Y+ zZ3)VAvdp->?%iXRh{Lss_WJ23=oD&hla7X&r$$BM&XXODbM@G#74sr5pDp}n-|oLY z`SQP|7mPnM!NxN7>e+wexSvvYK40w$-I**m?K--iuyahR`aNS`hDEN>)!@hITwnhW zXijyv?u=o6mJ7&#Z0V2x19F6S8Z77~{Gg+m8XH6H&NW#5cLg*Rcj7++C$=8vqaL=i zl|&^jzo2zXDlyHLezxKomOkbz;rgCy`*@%DbSyPU1ljkQyt_QGek`}&N*Q(MQuu&7 zLMJ@HC6n3oLq}LjNzt2{CFyIS;cK7D?^F~hT>EEtqK8o4h#ksRJiCXn5dXd~Jgq!5 zGW0I>1Ur(iwa8>QE`CAu%(Bm_NuEjT4t>g~edc9^)i~jetYTXyrt&9kL<*QEQ=PQG z<)qywS0){h4yv`woWjy%nut#Y@@Ewt=(R71eoqT%zW&H#i4R(Ss*5XCDZ=%Wfcb_k zFJ~Z1KGi+kdgL>T_Zs)6WTEUNnD7SrFHs=7ECM}CXY-eh(TF_=4a^iNrBbH7*5+qm zAsUbEDb(udwe-aYeG$USM3a+!bq6LWNDquoo@O)KvOOG;r&gWwFr19MCW|=Rp6HlC++4f7w|hW@y@dy z@A&SVTEY~$@890%2z2utdqlk_2IUM|=JVwY!wfE#1K$m`jzuibK%}l(p&*>8?~}%^ zWpXH)PgZZGMO=@)S4C~}w$y#BHow%i!e{TE5ZU18U59nwSX ze44Iu92J9fJmW4al(I!i7CgA9v>M^FeWqD3z|Bz-IEr{jUADsc_43YMXez*osP)H< z^Os4Yp?Zz(PWX9|dRw$8HOm2Mg;$$!EXv~Q_@g|eDA7}uUlYXoJ@X?$h>I~R+ljwG z3=e3qe8^m4+4}GYxzv|4phMO|`@FX;o!jl7o}6Y9*&J~^IDJyDHC&uztaaWZQl@op zI1Ij!InLL1om}8BRG8N{`Sf)MyMTvCcQdqp?h zwd51nWK*qP->K_UkZ!&ab|1m~2zqTChX*&;gpJ7ROS24sC7J@RB@&WZnhI#{_NLHn zgr}o-!(jfg**t?Neev#4uq8H)=gzS~bAt{-Ds=^+>lPfez&c4U-#EXk@=b6`MlKH33&a6%AYv zumY6;b8^HaZbYUT3l&}A&v+7;soqRr4PZZFm?mLZZVcqdobqKfRc1+(uwaQ6{%dzD zOZq_JS30-v5#vl5o4ccE0T;fKcN+YTy{&1|H59D1G+^Fl!bp;nCxRQ}!SyjVjSmR) zxIpT2lMm?MPZQ zNY)*!d_i~=dPbikCz+e1`)}?#zkBJiJ3n%V##QjIEaF6;-~5lj^|8N^+Nxwd4!PHP zr!Mqa%1*wqUKtq9eXK}aZxZ4KY?v$So|gJCAA?fun7MbAm4jbUDaj#~McAFr){TPg zUu-%XdLZ|+69sa^D2X5)DB$M9 z?Q|YYqs)u7ivDhyIe{xgv=*PfIE$D41z6wqao*8M-v7yFd}*Nsj(yOM8gz;H*9Q1Zs&EV>YZFWg)fXCuSrS^b?b> z_1~kBNHrCTUvtu^J+#3_9#A_FMih0~@~xvy?$|cnzAsTBa`$?swvKmR&m+IQ;wejm zAr`N_1Y*=SZmLO|RdZE0BvYTeQ(L7{vfd0$$34SB{da+^e~p#{T+_N;&vp6}kz;od z9v1PBK5+%{>UEA9 z42|3A;X_6#=H~^eTrEit?S^$OIsU*fTrMXHS|A{2V1t>~zAV&iIi-rs%XB>M4mGsS zk2@D_6L%4Znvp5}bL@vyzq=#krv~0ym;}EvaD-U^4iP2Gc&%Y&bAW_)9!bFJB%vbnVr#VrXHSi}1+<#z$#sEl-M9t!IeT9#^8OCW83g;gtKM zwFZ5aUlDFOND%{g}{! z8=qsb`M?D)hMRiOar1*NyzK|n{?f?e`3l>Z+IyJhz78GllSX*J_!R)Q(>Nu1(n*iZ zt;ocQBp7+njb(ga`C92Ep&nHI2P})$dIm9!ic1~4U4hp=52fZzp&iD?orlI1DIxb$s9q4W+K^Eq z^hu!BG@e)~y-rxvG5i&bR`y0bFzoI{Xd)MzL#z;T!wqv6olyTW8z@R&kAZ5$LWn-7 zz!|rh2Z=?slBGie|Be%ZThvax)ZjvJ)OY_=L(}YI$YM+O1~#o4C;ma1-%^FEq7ru# zNAs#X@2y@Kn_$vOEd9T2d+>nNO_cCbl-OTv{xul%<8uBdD9s-j?PUi2TphckO3J@* zDb)sqioII_<-OM`_q3PU7FCd2ojKD0+L{rtC>8A=q{>NTBKQZU83ILkfDxB-bW{y# z3S!72l1yJAW)%ptkD+%oq+2G$1;C;`3`JK^h^m3eh#0TYF!|^Vta-Xt?4WP;4ex|y zIYw`;l@wak9<0TP@lOFP5D7KE9}|#?eT0G*)gfAseQIXzyRATep|N3OJm&?m%DSSZ zt%6MpX-=EX!*YlfH#LQr$t6R6Z;fNW)s23{Y{!qD_m45uhrV zMzPUvcKYv3v_N{gMBYLsA(7Zt4FwxZf6K8U?RHQ(M@8*U+@{SUdR%mfcaw z0|Uf&0vLzB(~ngx`;+a2H0p!EpsL6&14Pp?9r@BNa>+8m`6oOI6q+8zhOLf_QbXn{ zWY0!R7PWx80eW^M>mIQv)<<-q*t?3i^Ilqm(^}|G3TXC8d_1hQb_G%Ms`((DU^%~= zWD;$2%bkUmkRlYXii7930`LT?e){TrW_{GgoO9jYt_%l$fAh%#E8;s+*W^a>79MV8>C=aLE2}O%@vU(AU*$%(*7>RToh2_-RKTOVI{a*UwLWTP>2pR zjc|6`3tXF^DMCUWA?O%IsIm@l<1W3VzbcPKjtM{mP&Z1GXorfzoE9Ou4)WDHh-PJt zLSx1sm8_fx9h6nH#g^I>BaVW;%7RODvO*9mM;dNj(PT7x?yP*cE=^TS&;_qfgojn^ z05mQMT0|W>i4*7c0xw`uP3-)@Rs&m-+D41S*goPTKgU>%Y2eG-1q#SRoZaXs*xBtS z9F$-n_k#EmhO1=X;FU-NP(R}1&63al%#RprgJpPu=c^sOf72=qgPYJ$H@!5oEp)R5F?bAlk4euEKs;75T_S?X7+MEXm>r4A%1uyw zqM3|^>eQ5^?XWQN%@_au zfIG?ZN8kz_#j z2>l3c7`NqFhO~}&K1^t`L*T*h;W4UVm%udp9VyDn& zNdj@b%5IX^LNB@KQ{apoDOAG*5g#=q$qi}_=Gq}@g(pLyk=Kf4PdggHZ_6)njMU4b#y-n_i>LBj6vhffAIWfe0%nQui_4PKFi$ zh}^QYoSx9YP9jUf3|sjOho+e5zyRm@3@`UAzvir<^Q>^ftZ4bHc;Bq#`mFT%EQ)(h zPIFG-(s@oPVNRudPOWcFV}0&QON{28*VUZIIL{j-%o~-@oAk|_tiPJv0}+xEH@PE%=o$a-Yx!t}h0kFNSh2QPVF)Ixj^h zEX9^D#q}-4uP@zpMk_bEOhi82sn$|yD0nHZf)i%x5=guEM6x5X@s_wqk z-u2b~^Hl=(+MwpzaNlaK6vufBWU_BQg?OZ z@_e1dy|JyivDCUgdT+I&a`koj#;4qkk=)fM$j!cUs&CF~CkdOU<(t20sjG2oK3E8V zhXm9jfm}$CL=vom1aV- z+c@wu-v`ls0`~6*yL@^e%@C@E3=jTTw()5<_hVB3ZNA`xMCr{qtxZXn!}{jK|I80+ zj<$gmJCI<=&<_nykxzbkq=M!hg?>oy#%D$I&uhoYKF1`?X zR%5mHaCxhVQ5&z;4|~fGd*4x2lD@9x9oD$5ZMbY6zuW#t`}udluThS3M?#u>g;l=9`Gm_p?SlAAzn|zozIpEQ_6VULEI6Ze!j%7E z&iw0QaM0?;77Bu>L>-X};FZ{yw+rEaQAdY9wB5OM$Ec%jTAJe))%8mNHENOX7(k=& z#9T@6M`OiNh6^bO;A`_*#h;72^(g{t?G0jT?)sHNiH@JXm)Qj9) zzV4RVuej~Q_eUTeSSEyOY2fdDTT%eYFUbh;+zk?hq}ZO)6~RBoo4&z~+!TzUWSR?+pFZ}LC3yyNqH zVN(-7Jk|1$an`&cG4KmlyIp!NSKQEIv22m7|HDd_=Po0UY(CpIJNG4mIc>k#w|T#- z(0^?E^=4<#dVd$lwI{YCh z%P;EmM>Ki|Bg3vAcR&>SB8&>(b0za=?LNq73Uhji*_y@wr`G!ojJSw{y>*qtKGAsj z#Qvn(xG3-gu4XBnHX%0v)#&w!`OcJ)G4rDjyds=hexF3>&AwA%8kI6W`O;PM-%hKD zCl8u68}TyZ^bZLU}W`~?Yvs`SzS|Q4cNQ31GF0#-BNN@qH~7mG{`gJ%EP>` zx2Z=HTL-fybb+JP((ygH@^gVRUkb&EnO~KpX>Vt;VL`$>483pgO9;X1s+m1#sNRQw@Hl^R49gl1wke6ZtC1u==-kQHHEJ;i=)Z zqzrkBYroKzGVF$1?GaiR3Wu_SO1d@E+JJwVsTFppDky_3{Z#$6xSO9~y0wpZM|o(1 zzT(T2RBFcb8m3^a&)7@6I~{zVq$%CJRbShAv&&zBYNY}2Sl|gSv%u{5cwv+7#AH*q z$Hd%KMIXDGg2Zl-@<&=R4vCiW!V2dNm>7@tE0{6dPxPq)&Fn$dQ)=1Lr^@Dc_jkXl zrC?f3s($facujAkjp-`TkL4T8?^ZMJnZ-5r1Xrc=s1-4~k|~59-Ve|rSMHq!it<}* zWKUnE-adY29cQlpv*yzF5L)E6f6u4X$o}OH*R9KN_z=9pMOGk3^?j9ZUj0gJny^Q? zn$imWbA9!omrFjcgSs};|49cLzH7)0ezWH##QZ5tGUdv z(v7l+F%-mgb#Ldyu)iLrmTJxzEz_-70k)41pFM6J8mSTBag>%AZr5d^sQFnCzNIYa z3#c=6n>;&BX1dTOX4J)7?wFn6W?u7U2_G zOY5poR6K-B{3F~wkb>!9CbYkSPdbixWYj&!eJ@LgT^AMTGPL?GIBtjY?!gXYO~y{W z|4cnT(o?eyq4_VcpL;}`HP0Ug98OkGb#CBugv}1F1e@Jp~FEn z2~i!M$xk#B;H)o(DE*3K;(pk4!z5`6PYn)1pc#&8}*@2pKil(GJ;IGR~97 z%9cKE*V0$xwIILhuY%w9@OzPmwDnrgEO%-p^B;1}2)`vhO_XFXN{(#&^_L!>Yn@Ab zcV+Q<(4(hKd`O316RvEbw>vc*CjTUMC)=Nt7s_$1lishW$nEZJ? zj%!NZW1N-us*^{7IK<+M%eglC!F-&_qsjRvgJ&~=7*c6jb%-qQKbt63^P^yCY5}6( zeHeb*k}P`*ZmcrCj8*OztG)~uyv3y_yHegarg>~x5z5a%{g(P;VVIzpsOVd*obSS( zB3~aisCYmF{PpV;-q|kfLhrXZw7}g-yRLrOl9eaFI)xpcS*NKxZL=(OkLlC6rVG8P zcK(^V?6jq{DVWYbJM>(wW5i|TnT%r3kLM>&qMps}O9c&-G2Uwun$1-zYV%vPHya>v ziYfMS4W3T|1HU}r@|nStW~$jAOZvwAay4TqeG?vuC^t7Dk&v+}Oj~$=dH#+$f|4Vd zic&hr)bZ8K^-eOCbhy5T2Sds7Ft2qm{<#{y#6>;?)24g8!E2s+TNgjmkQ~I(ZqWJn z=(Rl#&b?uhZ>=I7L#=o@cKaQSU7xpD7T28`FR$ksH^ux0vHl{3Do0i-X63Cbq#aYp z=zdx&PWMMo{!#9;?MH1Z?}F)0GWRrm)s|M?OKxX#U$psZMf^8nr^8ptS0u>pxW%s9 zo2(LtJ?eTDI%rZF)feFM?U5(B0iU|55$M7CI5@07qV0ZPppWvZ#D~Wz+%=j( z{;S_;?{=D0wrlzYMX#0<@HY-nmjF1h51U>>xZ@$5sU44KmT)G*K&s5S$cEvvn7Qa;Tv%K z!$N;_r@VY!$nUI9scPLStCEA5v424<_m-;Er*7Pa#*>~`_YqhVU4jhbx0&CZdQYxj zi$uJ72-m*d`-bvc_~vW}3p-0<|35PZoQe%1-RU4J@U%X#z zE-Y>Q>KaQpDqpz#yYhSEcTr65QJQxAHtXi8+t&HF`)}f_pqHo9_(XE8>vo9s=HI2U z#9uGpBz%_N{I|Kp@Owl%@q5YU*+;{>e;3{){_5I1|AxPNwx@mf@6zVQ@3FfVKi}NF z_`P{~2_*oS2owt1$MOV93;|?K0DBQ2kpyTe0ai?)sv%H!5NL)8@Oc95E`g3rK!662 zOat_S0}KiSjFj7r30hY)C*3<#E;sN%W0gjFV&fx*B`2p_T0Uq+eHP9e0(;%PV zAiu((0A^6odQiw~P&jf>By~`*(ywQ(87c)m}`aKTRs)e?m!n3BDJX^|9f zVnZQrs8<{95T{UxiTVKiA*-XLh7(EOC6I128-GKAV2#t1{{qoIPVrD65Only<1yB$ zqrus7n2zM|3BtgqPI1wa;MW)lqk3>^8fr^PB36a@3@o+$%<}9pfqt}7eZ&ObwW7z+ zoYm)BP@#L=X#v-;Byk3bgRW4vKktB>TZ-*Uq2YMd1Wj3R4&FLcE-^zh-nx5lX!O#) zxGyRc;%k(ivpb&0WW)wa6%1?h&M~n3q8Zr$l)_Hj_nLU%WE><}VvNS1$CJflffGGw zlj7lldl-{518_Vg$7GIcLvo7xz*Q`?fWuf&WO|hZ!?cn9o+-qatm)Q}Twun4E(NI> zF{qtR5cKe=tw6QXRL*A;1vO)Iy^Tt!@wst`x{=Y4##}hS^sS^+y_)$lsYj!Z%|@wJkbGss4%SCU|c#pK}|LuC#6ap zi^rW#fh9}wQ{lx--Aou0OAG^HWwc|huznt{TV(R=i)MB2uyLhAFwEp~Wa@PR2=p`? zs*5!)A`{$In7Otn^JQtZaHf;(lj3ehH_)u4sn-!E#u9}0E0k%1pVGgC*+hTIb}wWZ9YeHbRI4^Gulw5X(Vav=QORuWZsvWR`A6fD)~+^6GJ2$ zKmz#(zLdOk(5W^v`Q~847H*RCqtkS4RDz^F`PgKo*z~Zt`bx3xv^>%}1=k%h zbq0aBb|Z&D3e%J0$%lYcU=V?_7FuCVe1Rbdn?T>S7(`52T*ft}E%y=+{6{zbVH@Y` zBt*Gti@6Cj##T@9xc^2a{3elPAte|nu#!WI7dowiH-D7E3D%$r;+GgNS)shK&pA88 zWFbDI8+2$OA)4xhoa6m$a$C}vFz`-1h#*WgD}5bn>|g^rw>};MOR1Pm#->Q1EElJy z;fl&Z3OB0sW)G4lV?n*T1!Z2S5~*`dXD@hUZ1TdC`YVvYN3MbM7Rt~{XgDktg~|#f z=D=DhjT$Umo{#=#4O;H88hUKK$H~Q?mh-I_Xja?%-E5jHnR=-);8mK+{#{AU4V=xC zAs9C6Eon2UXFQQQQIRt7R$*a$JlWbC9f)BS{AzF+KUZh>vtMu~xdT%;rZE|`)+2SG zgg?)59Z_|EE>|?79uG_$Q?2QUOOm(ePShPo9HK9%_*q6qqlseg4_l>IR z-#E-!4sN&KA6o8Eu%#PWVA=bCufG0a3jVrW18rn~WJU-^&k!V7p_&6vT2gLR=AcEN zDXBolV=a|pK`TYXcV-i3U!;egV(tm4nU4e2#xdihF{xv_p`r0S!Sx&_C&u{?iGR}S z*R8dUt{tb`2p40$BV_+VaoHd4n5JmcHiEt^wFABWsH8dQEitstYI7F!uwYhH>O3vXN-e7#n)_qdKW z^9|ftGH`aP#ju&&Db<~N)2ZKZU3H3C?ILwF$SJkeW&=jPf%0B>`LqAs?FDhP13hM= zO2bX+M5!oYV`9}{KO4VQlM~SaToO3}g=k}K>4sB_iZJ5@(BIo&kMWkL1%@g5 zW5RMbKiA$k?Ncwtj7ecfr^`1dKBx05Z3`ShLJr|5igG z05&EeNRp&}pwpubjLDIi&fHdAsp^cR;2=cauwsf}B<8IY7`a$29 zgP&R%udBu?Y7jW=LjQ9?=77%FyvjboWarUXZ<4p$K8?waO_kx0VBtzw};}&7UL&F+`#rZv+yeaa#4GgAGa@_aDbwA3;PyQIgpt$5S z_`x2Hp$L0NIMuRToEP`L+97k(XVTZUoY49zi#~cx(PWVu^ep)A8jig?HC;G+8*us1anw7_{A#UKD7!7 zP4_*W^undx{tNN1Ob@AnEXJnWJWW4b)c*g4sxBHJ%*fAD!Ad&s4dn*um;|-jMuV4K+61avCzfP;{w9b z?a340&|^PR@Z|D=4l z>HRgHactpfhsQSRw4V%eV;+YVHGV%;BKx+aYhNcT--a5W1@kLMIvJ(Ee}3d!nj3`; z7rw%In9xPu+@zIY{}zZ>Y}eOlNOn9VaWeGy!ssyZ>4g$h-#v%lBsA^nFZ?*2--9*) z6^$5+JT}1lAB(disQeIAOKv%WtUQZup_5q1;;E5$WvEO?mqd$l9Ih-$3}oI9)Q9m) ziKk9dQE7MQNceF}y&9Hmkd{8^dA(alUyJ7xFOf%qxw?QIH(iRtzyhtx(xHXYM(N$J zK$ns&z3m=33&v$)rS%C#v7~MAc8Ik zQ)wxa7$4Rv_&uCS>r4VBRYSE~I;eU22Lj`Ariz^?b6iH1E5-EN^E+!L<41i zE@b2+MeKk(ju6vN0Wqe@v_2rt!l2qU0nh8D=wED=oP0E!?h%`BOlw?i zQ5ZM-H|grO_Xnk#=zpyi3}2`J_2tVMnU?*lMrVBl4ow32Zk+mim2z(L{ke;O2ZqIw zBg0xfLh}h~PTN$02gg+eQ%88X?8v0mkRazA&f{s_G}6zbd^dez27Q!eq@C;aQ- zPl@FgkFmn?Mt#!#ry}j>bG=+1#oQulMKWauPi0paXIAU4mTdHGC-f!N+S3D1J^gBq zSJj^SYs>lqp9b9Z5pNCf9vh1Tz^SX?=A$dj_q^Gc$J{r1Lam zDX%MH@D46F)151+L1Z&-)>zuK=QX!&msq6WG@qmc&g1mdo^Xd-cKm%O9e2`EDG#mx z(!5XGL-23di-@?9EoxC+zxU8SB$7+l;=!KdEw-5muwvGl%^Dv?_1+S0I5X-2y8HM+ zHnRh<&Pd#x{^OW~s-hQ7syl@NLNcn@z+O*ac1S+wqwZ+3%XbZExlgqQfN z)tHR8j!3x`8@+A`I#HA#EA2L$Qi_foH+moitlq4d zuA$oHaLHEf5Yt=O{^P<3Qy0-cL)-tn?Dw2C4R`v`|46Fo<6*{Ia`I&@Zw68Uf> zk9v1LTX%4nZNp2b^?XyRnC3>A2v*e=MHcOtF;SOFMgOdU^WN>Kg=;n;f2Mm!GEim6 z97*cdpgmMhMXqCBwa;F=Gpmb3;kCFY84;ZMw1 z3QrG~$r(?&+TWq(gtvoTdo)~7Sa zxP-saT>Yz%-MmCjrWH(3KG?%-Ep2=?NxwtS4mU@tMfcJwPQQ>-|VS zKVfzU&ic7*MnJQtti%-CUAD;UP;3&*|By0ZT++vE&Wf(qEy|KkEkxnvTh28102&8dCg2JDI8d2Vb2 zd$_UhHgWtwE#;@QX6s!m{lH8KxlHeBC;Dc4rHEN8KDMM)tn`7wCXu}?ga25_f%n>j z<SDpzX4X-ObcYa7q64#Ni^jyx~&GSCrJotJNhvMA#PX|{~C zy{_HX7(Xl-_b6np9eI(i)U@@c!ks}|kP?Zt9AYenu5I>osod0gl#7@(RGUst9Jr&yQC!bvFrkB@3G?j2@P}y z4b}FMt=FUg<1DX?r-fLOuI$_V@dQzjw5>n^^Xw3l9j^&5r>^YUaUIQj-qfRD6@fV? ziZD-dI@hO}7coRWh4Y)k{C)?__f&_us4m;Lv+CRmo)bOk^Vzdi+X$J)vF{$VRTi;y zxTV2own`$^@@3j^U`atr1M@SJ4F3VnRtF093VV2+@NFu6^Ba<;Q@~d+D78NCQBWKP z&&CujeqGByT*Y6HbNLvSgnUZ%F(Xyrpo(f;bC5nCJ) z2W7@iy7ZU8VG|Ksyw{idqShP3mqPab;O`k}DOoT>T{R)3U0G7rf2t{p3cw7W?RupB zG3*|42x)|vrCh8%OGg7)$xdh26usvyga81u~Ypthu8N4>+)v}8XW4>t-r5nd*% z$Eq0i!7ONKM~kMxEG5rW*)udQ?DcG574<`FNryueRqUC6=0P%LpdVx2Vy2Mh6K5&S zjRHPt`=M@cK~oi7!+gI$9j2SHhPPTCh-qhTYj{N5lbsF^vysgc(|wH>rS7NsS$6oyK(L4+b113Caud1Ns^yOS~z8KhmBzM!EyVzH9Wl&6Ntunw(4*zS_1? zO#tdGpEf@9{t9PywY)=}gv?h2u{oUPMEBgMS;q`fGX$_X9H25|?e*YWpLn>}oN{94 zYcwzFpahEZ`}8wao~eFg9X-ge#!gim*$uDSUbwlY+^J<%)|K5m&`EbI6Zk@gfuu%t zAj0qTIJM%yn&UbM&zuyV7sQj1Ei6wI{54-li~g&Ol(M_NWjs^2AsUz@5uub3PCoHY z%TGykaW5`m96LkTHMVu|jtN4hzPbvUKIade1Kp=xIt?`ZcBlbws$5(rz2s581Dyw$$|&?Cbpx@KEM7KxNRa>i_YcS4UOP5W9Uc`Tu}BxJ*@+G@n?3$Ui_rl& zRa9PPbg4X&CubW{!4&OpCUnrxvgZJz!9@>^zBs`{a>k-dDGk{c?dQvMLYWq-Si*8h zV=Z>=?5U=pEOf6PD{Kg<29k6dV7O0hp*oTjnlzXSRy!@lMNZ3S=%hDrnh>TE2dJ|P zMlwS6SX1?ey>(dTp{!;}?hB96PUVt)`pnT_x#J`>K`)n^lD$DUn+k&pG*?<4;3DaW z5r+h(bR;&R!Ja2`Yk63kDgx()pr+g_|V}^O`ASKmzC}r2o?Qe zDDTp>AAYP^uS3DeGYIs8F| zk8hDdEtrBonjbUu5Dm&FYYs0s53s}=$fb_|OPIW!V<ur%L+6 zr{+h37QbpbG$`Nvsln0-S+dkx@(A4!uDu~GWTjMVr6pv|a9^6}YHeF<<0541Q)?S6 zWEWj)mndYPUTdExI$9^HF(OReXLe7h|&Kp85`?W4dLax7R zT`z>(Aa!n6fk!NL?mWUCS$oQo!k$WXo?60Q26bNM!rr!Z-Y&vEK6O69m%_f$b-szh ze(807dBV3I)ZMBO_IL5|Xci9W+_$L{4jioud@mfdSQoS*9K2r_eB|TvsxIV0IFvys zgia)kr9O;DBwV;YTw25jQXiou5?RL)VJ;G7TOZ{j67Ay~Y#G1evIF*PdpO2`>Q@^Lj(u$i~K8+#L|$& zBbqE%hm#gf>GVm~5=}K|NOkc|v294B+fVgrNDmgpPwuBBie?;o3lD7|z)d0$DTY#Xnf1s=Z|B)%Ld`!!1W2^Y{cmgY6uvfT0v9?HG}1ULaCNxIU3 zLmqLIit&0X*jr`cl;!D^#py%J=*DvD$Hme%irqk@pcpl2P&w3}Rj?5ps{5=?r?B%X0%Ay! zOBZw{qdr5+35vh?b(kV8o-^8@s^RaG{;7sXqK(13w&IpN23=R@FE0vcmIlx|4e1I{`6Vz`+&QTQsh7Zz8nE< zM-p#rx7y^cgiMrmS(F`GIDjayIQ-e*Hu~x@6aWV$-70VXkB0P#4{#ON1q2|IltcBZ zW+leczufT`%MqvaJq&nL*EE^D^hVl;Ko>Zmgi|DnJz}7sKoUB&hNJ*!wc10a(_{ed zze4jQc@1=-v`%kU)2wt*blj)D;7|F@P4nhb9xnq29svgWo2aI~D1B)H)KCcZUNN1( z>2QB(7yBHh+D6Z~uJJ=Q%;^vr+>E zpiJl4D>Q}5(EHA-H#t-)lcFQvs!XS>cS!qouzKzX+rY z@YE7-^$?zX)J!)2rdJsZDFswOn!p_ZW&0z=c!}44bzTLhpoqA_!9iswN_tT-D29?K zF2+l0{Qh3%yl(%8uFTK<7Z*yY3pb^!OvK6(1OFycDo)*cGAnl9Am!k_*!>%N3Rub~ zzZ!vtDOHOvz^=zZ2H!4%Q42SvAa_x)kM)oU6jgl_6px~=N8Qc~rRqYpRkTo#wZN@J zXkNF_7Ky>Nh40_E1+uGCHWGWT<^!I-MA5UhdM+N*ii8#Hw|E}4_yAkW<@S-Bvdq&c z1_@b~6j4SyS=N}7TP|TN_^_1VR@RbM_K*Lu)t@jtk>%_P^Gj~!7?ZtI*vh%o%6*rT z>uoE~9g(ZNnQM>3c)qprYWrThY~`~H<3+Ub|MTIy)+XS1!f*IJPU*XVogB4Do1kx- zN5wu!B4y*IoM=p|h()Mq$#*c#p7Lpm_zO9St~QA`-^JC3J>%r0mfEB?<)lBhNq>`* z`Q0XSDTji#qY(14ciO~6Ug#0pI_pstb1=KbOlml8p$K!(XX^X)JQQ80|@FudELuHB)c zJgogRLd{WO-9y3Xg@S2Uhv^#yv$yR=5fK>qeT+qr{!@jyXOU*VJ1j00uuw&#X|mE1 z*<+()e!s(9Ldt^XrIog#wc$(a0C`I*MdQcv=qKbG@=MW-=E-6BP$$BH-cY49eT%Qr=uFF&b!anz_}+_RrIrvn_{Dtd@? zddNgO|ML>R+wSZNrHRDBa&X@Hmjr72PS};Ds0=3z@3duA>f=%JEa|-UB>L9ePesGd zs9rP`R!3sEGjJ@LDF^2(@IVS?wj2LsVDDE4veWOk_^qc(VXR$YrZ4>+0i`m>(F*f8ZAuDgH#!*xN}1E6jm?$n#$|KzuUDv zqXNFg+`arAbtf%LFI5ImA%p6c=?2g)199BCsUrHXD-=syXvXUm$550R0!j=4qy+Wk9rdOcHwp)P z%-H_5Zu+$;zaG*)Ytw$MV0g#g>~$th9F9>fNtuBwRyAb)l^!g`+6;0k)G7eDz| zP}M8-Wq_fZ@LM0iRjHv_fNSy%fB;$|K^y**qqUQm~QeA~ejbh4y2g)Gmmn5l!2AR}b50r-)0O?`{xEzLyH5w37(C9^e z@2d7?Uz%ax{G957tLDd;{&HVUg^)hGWxWXPt}Dk>q*YgtZ+!amSocbGC~T@4ud&)i zHz)E+FevU;!}&x#7NP*6A3jU;#+}dOlCLH9Pv4m>jnOKe-A9YXtRA-cZHDg8_Z0bBJkd^qFsl{&Sw1zqCv5Yo_?A_@j{DytwfmR; zHvieR`YgP^xP(8M6WJW&=|ehEahO5-v0rVKx@AjIHu_NQV5d>hZ^+Yuq^2EAqfr{Ol9au z?~rK{u2O=gT*DPXgAr?pzL+7xW{D3RlK|o{qPZFoC}TEgii2t5^g4fD+45yyxixP- z)xMp3ckkc9hZkQo>Ra>Y(Wh6xo_%}w@8QSyYMp-lx_I5f?@GI z2v##trUdO{kRk;Q#BRI^DXh@K3o*5het6>=7g%t&>p0A&D%~$RjD_(8MK~Y|_amp^Wl8AgQEhMYdYh ziN7kjgpkKB6?_m(nruSS%rntUQ%#(dl+w*N;fzzxIoBIA$1B&$GN&!=?2|56{It)O zKw%Pc%|j7QR8gneq|?zyA&pd0DG4Sz3rG zPFdxZS+!VJj5Cf#=9y`(+2)&Z&ROT3dG6WgpMefqXrWCm+GtWyW?AW_nRe4Zz%&8r`Iu&RXlOJ$$-ev%s}l?6Ju%dq}LgPFwA@S#S~f2p=-J^>DJap-fM@|KkoZg9bQ@N?h;p@q8p`7U@Ate!tC2)=?0uPXfm zApRB$wyHRvuULKmLO}D6C28>mCbZ!Q_NAz5XNzQDvZf5{ntia zZjYDQ^d%;LXHDD@lbrA}=J`xHNK|?;K45(2JK+hGsKhdyvz#O-y?IMGYOsmD1SL54 zSWbba?VMmkW<i{CCDypIEtdfc|WN#h(;0HC%(9x?rHL6~z>SLdooqf7=h(w&q zSL=9ENe0k|!eb&8O~*}Kx|Ou?g6ml1Iuk#E= zj+eZsHDL0r6c;~mf)js;$Q58A+k()+3cvuy7PwFl;Q!{r8FjFNZ@F*=VA$dcpoq&v ztHKXoQ~?*sb;l*NK#grU0}I(xMjGe=Re$iK4oVdUe6a#v5g$^#K*1!0924m{KZ`$H5*orLKW{DuwF z;|#WtN+B-6SbuCIzf#GC7`QtX?~a(v?<+Bi(TwKPiY2u&SuZ`_zzTZoK@s$juPp|v zl1W$t3q`(ZL|qYJI%GEsevXMU0qZ|ktS z6_!>kJ(ge&V2FVpmi7mxlkp5`LnF*m8S|&H9lB7Dn%iwHHCRsF;)sUh3R=i7tm&Z) zE%^BzJMM;j=@E}J1a-)UCN3)9rjI|E!q`&bhaVL223TzP(f$~6Sv#F=h1YJ|-FA36 zzx|bPMYqJ6FH4$mluAF>cpc?8(xz{o|CzmZC-xFQ$p zc!wyopbUN}BMaPsvNyDVWP)>)9s&0GGm?RoYcHJXWNY}tp&rVJ&&Q_pD1?DCV+Gt& z`N#ACIZ}O2k95?53taF69dt^Mb%gw=a{unuUx{jpqaO7aQ>L#K=uuQL0K(tC_=ElY zF!!b=yy=Ax+|#3;_!mySD-+KVJmj*_d*6+nRnf-ji0y5A`UUO|=d_y4Zuul@v(V(!m>@{dzk@BRL70g;CE2JiuK5A_0x{k*S+ zz|TFzj{!9hNdgc8Jy2T;kbe%aQvd#n8#=@rHZTPdr2{{(1&1XBJLqDTgn^o;c^K#h z{Q(DcFb8>X2Ys*y{h`21`f=sW1z( zCJGTw3%w9qtgv^m@C(V1Vz{sj(a>7L(0;}+4c$;%&hQQ8P*v6tgW7No@$gsTFc0~V zPU=uU`Y;ezWe)|h5TWD`@6Zqx5l#qk5gl`r<{^tvD=Km(LXsxB&`Cz}A|Fv9 zHPR3{as*NmQA<>}3Bc~4}B@$FhvPn)7Bad(;Pq8KA4gdgv1dLJ?W-=`F zfdck`AN(N~mU2XJ(kvp9CwY=0=K>`iQ6+^k5Q%as3`-XPU=sX|5&)nW#L^|T!n*ij zALu~)WN>S2P)%DEUwZnHpK;cgCw=`I)G9NzmgNf(%<-j z1B5^9C=-~kbU;qF>6g&XR z_F)NFVJcJ6Dz*Ut41fUufEuX6u$BM-B7ifW!QXO005(7{brLIg#4!+)e+sf7x6)sF zvJAblG4t>--;y2<;5hvaAH1Oe=m8&=Kmh!}9Q;54oMFRgKo``33*>SilmR`%;S$Qh zAB12KNJ0RB;TqyW0Kn570013C(%=E;a>Mv?0P@oxu7CtK3<>~10C0dg zvtlG;VpAR?I{&M}Lto`26*CXBQ#Hh@X3 zVle9hM4|ITyO2ab#YE$RE9WppRrC#6G%hC;LSvL3X4DZBD;GFmANb)K(%=I)KmfwQ zAiyC=Dd8UKRJj0v9`s=YF2OFHbR8A|$_zpr6sxFALmiUAKdAy2NB~T$;wlaEF-Y|= z)2$#zwNxErGa%wB(9~1ZR3`j^P36!{-!u&$(;wh+0aDXReL+Tv01_TF7gAs!4gmlT zVH>zXQ2*(n0t%HXgn$xYlsuWB z`65+Sl~vD_Ubpf@@ep70^$YjaALIc57~mtWp#lyd?OKQ3>h(kKH6wR+2z$1ua)4ZafKde(3n0KKql+KH;Q);C5>TKVpwbk`RTTUI z2u#7S(!eOA0V>nrZAoNBy7K^{K`PW?QT^>6Y{3K+D;~;LD&kgMo0BkQ;%+Un3)5{n zL#8_WDwS=mzAdojW>wzwz(giN?LlBf7;6MSQ z$pUHsgGgWq@S#4t76=?vWwjJ6#FQ?`R7~78G1qi4eK&adaCotzsDkxD&%&?_%NL^5 z6B7*CjIssr2LosTDs6#WQDA;-!3E@YUY%1TOcih8S0v?^egX0p(P9pwjn#OK*|?3}_>JK>ir~#JVf) zcuk|&EYSKN)q1V5sHknRr|)-gjgkNWKo)*jM}fd7E5IlTp%SZlM0e7x(c-W9F|Y+Y z0)r8~T8|%w;1H&a3oN#S@nLX%VJdhyN{)pdbYW2ZCmL+Q8RU8^_F5!m!Z3Z~cF!7# zpIWFp+q3EA6}^H8NP8dd!5qkwPe~X6I6zA2Ap-^uE-9cr{cShFvnuxC8ff5gJIWo1 z02qu?2yVNhts)$F(>H*ZYA8Nn@xa$@wU?z=q5&z7AgnPjs2owS|#sVmy zv2Qv!{ec7))F0sB0kWq%>kfljUaaq9CnXswOu(4tY z$W^h)0fPX*GyP!$4go5OAOkMpb*CZ?GC(T!K^Ry87Su90abS4~6w08~Cf`GJTU1Jm zic0;hDt>_f=zDJMTgOF|D(Kc-@%UDRoH2=9&5XS9j+!cl0K=em2`1GY24H+d0R^Tk z13J?x(!d2eY9G|#0}g<7wdW90U;+SOdD#JVtsBjo)MMXaQl~5eES0F9p#WIn#_60M zWVTdkR@NT_I7pRdA-K-Xl+RIAxc_|l0$ukwI4g+YQUANM0G`1eusn8~6##mbDs%zH zQ#ThvKp(CF0Ipygwt)mdUDW9T0!V#`ofJwb^=zqvKr_?<^w*A?^JUAFFK(S(^V_oN z1IRmtR^KqdgZ+<&9g>m!Du95ryHfyO4FIfRDo{Yu{DBBk;1U+SDhL!5D*Ya;T_2!; z(lM3H!Ce4MkeS5tNvXA{LYBMuK^@eA6$HS>=Ny7(J=gU-RUZJ?9fJny9nXKftV^`d z|GVD@s%M8F*~~#0ETFlU-~c|N5Cq^G_CaYI?ZT7mEss?Q$^mNWfORQB0jeHDIUWV# zK^|P-v_ZbyN1h%O09<<q^^*Z=X>*K-!weV%Q47DLHZ2;iZ#jq(7X z!O5$e9tyy6A#+wwlUx~=9#X(4p@0q;mf6q1C>Nj|P#hvd-aEnbbXnLcd;!ZJ8OLeY zZp)N{^}AsByT1jd=bez>@1CIko%;fw%`7imhpl+85Gp%L9*XwzSlY0lKmpbv9w=Z# z=>Y|ZfFBNl6*>YMG!)i%y@*Nw?OETdfqNxg|Mj;9tj)q5450eYF@T420AK)rD1Zj` z;kk{{y`bOvbKKT@`{v6+v+FVYwLfdPzbwjJY*oDT5C3=pqMkl~1PdBGi16UIgawt+ zdk8V2M28Y9LUhP5BSVT7=_%6)GNj0nB>zjAJc%-;%9SizGW-_NrOcT$YudbtGpEj- zJbU{5S+b+hp+t)gU1&2RQlKd5nH$LTWmJSq6LKtil_nbN(C zxnkdzcq@P13>37#!WBtRq~}tZ>eZ}OdwvZYZDZ82Yumn!J9pH~yfKSb*;#ka-#taQ zK8`#&a@xY1J8%0f+PCTE-dVqnJ-hbp+`D`K4nDm2@#M>!KaW1W`t|JFyMGTqzI^$; z>&qqH6e9lTC->|8ZJ$v54M-qZv;P%{V1f!Rm{x!e3gur=`Z2gtgg9BK5px|;$YF;p z9q3_*B92JnK@XlN5r!fKSE5EL*7RbFGR{a6h&0}aV~&)e$Rj;5W;mga2K^`#kwP9x zqK!x{$z+p1^@yU839%^TbXH!8WtLiQ$z_&KetD#lV2(*Xdf(}aIoet({5SxT9$|#4k=>ut`jZR8wY=#DiXhDir z%4w&zaRU)NrIgZ(KD0biN;|*>>S?R4%5@UQkkT@a zKI0T?tTE#hG>)GKIKwErN3Yqi#b6l;C6`cvz*-hSItH>YAkk3RYEk_RKj<|7Fs zyzs(^yVKC3jXuWk!b~i*luJ)3kmfTEEl`0=@T=MOwr#fsFU+t?-Ow|Q7vxBi$Pt$G zAqg+}d@)Ww`HT`vx%%*;$uu6fd&j%Wn#;=^%z_@wTf%$FjC0N+={nCCP7s5} zEK(RT${2k(G0Q2E^f8Sw`b;y*5wl3r1TWI`K~5g?_@j>`l6;}b%Q}xeC(W7JTo>7D zukDXEMf+fc5k5%a0~1UbBDWr6jN-!>?^?Zs9+p_LH_}0$%LqM*OY#WYj(=&kZ#OCY zc;&cGbA%B#FrkMHLH{sOgdsj4;e#Qg7@~(0NsKbi7*gP^$1JGpVMG$MfWgem`OqT> z%$EP&V&s>h?IZBUUptKtJCvS@6ii5gMk{CpLANDN#4UvsPB?)^CPwICh}4!G!HW|| zFilTB{g82d`y~ob7xCM=Pd}5>#ISkYMFimk8b%m`gdh~56;8kg6OeE>ALv03KFEak zyvB%rNFxbf;Kj>kA&B~Euu$;3&*W}ar7nqZge0`m1{XGs9oVf1J+Q&hpeKdT^`HoM zV*>T~Ck0Cs0S!{v!5El9i+m7nZ=(Ri9ej7fBnqd49!v@dbu_<{L{W)tN?{C)5Q7`U zAO;My!RCxmg#Q`Dzz0RJK@V;)10UExj7IRGx~7o?N#tRUcX$Lm=7YyP>T!>J?4uw5 z2*^MRQawzJi~N{0#gQbEieyTj8`Ri?x!KJJPDouV+(1J^aE=MBcpmf?n1pf6V-$Ue z1+wTt3r4DPiG?i6A(ynski>G8O-dmXdZ2_Je6N#6aKbXq5yK*s&Igo4!`-By2Wb>7 z33({uvIv3tepg3aP-Q!K_&jzJIVn$#S$pOKk{8`e0+StLOZ{m{cL zKj#J`SpQ-N*K@)s;>NvEd|{MLki|Komaul@l_KE>x4Z$2T!6|a{NRT=grN&(u$3ofrAkfHirUl+rKgZx z%QT#@1ENa83u?4mD@KO~L!e<9+_Qx2w8vZ8=^=Zi^8z#ak&idDcDZ1YtVJjr5`HKH z0RI3O0Cf*A+Ll;W9uuIh0jSFj18wuPaZ#&BvMUm|GFL4rtYj0W(GNpVFKz(j9}|oq z1td7Zbi}w`E0BPMA`BM^1oXlfq(KIFtargaajs^@N)mMd00*>jN4PPV!y|N^)QM%%S2)Lj$ zJO+t+89bJ6QgRf7>)#G$kqHDw62G}!-7GBOgT0~w33_N=|3s%eM!XowWOj*zQv~7Y z@`D5<$j6I)VG3UW00kO$1$9Y)Vt*XM6dK+KFtDIuHQ0g()lCMA@o|U(z)Z%J`2Q{m zRJ9LZ0Adl;Rm7Mpgph3jzyJ>b05w=F4C-b800KYbgdo^}7-LulBmW!=?WCtf z+SO(Wx-P;(0gphm_3xHv!V!GS;Mg9z$ow=F{8k9zI!emb{fGZ|(h_Y>C`LFZ49LFB&XCjx7^Ydu|9q?XJf{AB3I>nb5-#M!|?)D1G-Q zVR}sA()0_HSn33E#|KgX0C4ET79?ox|Tgma05H=1!KTNQm{Wk zpael+2)+dds=|9QxFWs>T^S)`7Jv(JCu0$ye9Y&3@1SVd=L*$#ee9MCXm<}p00~e5 ze)$FjIsg@x^#hl%4=Hc}uD}k!@P5@t5b{TVJr;NP@D9aBL_m0o7Xkgpe0@d_1Mq2Im;VB6M+A`fbyI+ZYX=o) z0CyUO54r#VQ%4X#a0v830MdjHz|a8n@OOdd453&g`38jg$AcZF4(gB!0x$&vC~^ci zhX|;73b=p`I2e9G7ZJ#LwuU!x69fx1I!h*4#8fv?HaEfKdPN{inP5AXzy#Y|(2ESf3G|?8?5}$$eM=0o26_{bmYf2>=wJ4Etbb zn}!P%K#Z=5O81s)nNfOP@Nb+1pIIa ztRRxlFaS8fob|VpLP>c(c~hrZjeudCIWY~EApZ@sFbf{lf|+0m?NkIr25TBUFV)Q_k6NVb} zfB`iin0^Te_&Fr=xp@&0WDR(qs->SCY7;4x2Y0Xxsk22fAO)H5P&*);E7uBZGy_qZ zJ#r&XHo#G~w*x6P4uZf9@i0hV3Z`KyrejK`Woo8-sL&6wpbf8@iJy8GYbqn9r4TrZhk?o!uF9+~fjJmD z29)$yZZJQqCG}p$bK)`lqXEt%R{q z^vV(`lvSg!Lt|hF%YX(R6+sLnSe!Eo{on>t;08#LTS-*}k7%L1a0he>u*+qy)P}D) zBCR*dai#fc^V+dH0X0)Y55k0Vqrg3Vunei!nwc;LdB6+3WCI>G3&a!z7c&M)fC-6{ zvP$={oB^#ZGO`5$AW%}YZ!rzT(EkUz);Bz{|)i=Cg zRq4X9*y%Bm!nSSewr>l!aVxiTOSg4vw|9%Td8@Z>_AhDsw3fY%ism0OS+|Nx~Ge}sjIrH z%et-Wx~~hnu`9c?OS*`VV28UZ{V2FqLb$j~A=AJFF#wM=6ho1;TY;!Iw}&-`5DWiu ztE`Cz8rlnD+8wHyS*2< zAG)-ZF~9y$zwav+_u~UC6#oPfi-LgYH={5Mqd*Rc00!eQ3z(n}+Q1C-a9Bu#tKp*u z!U8GdaJ?X*53R5Q8_dBS?7<%l!XYfeBTT|248kJN0V!MpCd|Su?7}ZB!XwbW_-hhJ z>vTz5A|<55JB%eX{JT3qH%1i%Ea*H?8RRU#$hbRV@$?n494dW1to9-!(hg3?8a{l$79?MD4Vi2yb_-1!$ms{ z#+nIIc?0M~H<{1`#?TKAELHu0usA0Pvp^5c#AIN51hyv$`cf*TKqCDR1tY)$J3|?SW%YZjdFj4^X2uK$qn0x{+ zz{#R4B6gg+AS%qhn?gH4r7l!SW55JozzATF2t>L&0=&qaYgYwo2nMS_Q*#HBFbbP` z$x-mj!FVnz?`;xYAP37Lz?d}9d20EkLC3-y#Z zv|y?t;>*Cy&glHfplZwut;Z~|RJOV|(x6Pz(7fiN35=i#eNa_RED5UF3UO0=6uSe9 zJPt2I3MGQcBcRX_%^>NVAE6A>*_ybO1fY4)5B)F-Q>8Ra2F|lZPRk@aqXR|&rZ*$S z2&F*Bwvo{0T>sMuBGd3o(^1{2q@2`}Fb#R|1x+9g*St|OySd6dG}6#z*`qxG#H6Fp z1pCq=Pi@r+GSxM_&T*}eDP&ALpwp;eHN0>H2m4WIkOZn3T=(TsxO#eDP{=18Hhx@wtXgbZQV*2S9@a#UZB(cUQt5CHJvj8?8LktI0Mn#~cca=TX^H&#>#Ij=ul29xzX2~oq+fd!# zwt?LRaf73a#t}EQCP(<8sgQJOWM+s6Y<_Y&1>4D_2Ypr{LK9 zf!`vo;SK$)9j>&!>*I4QQ|fK6C`c zp#M~0B)m3|1VB^@UV5fsN)A160w53!txoH;&K>Gt>$$G$;6ditV&)!#=8bOTJK$S0 z{-1q};8M^E3|ffb<3dcOdJH?Uog_d-P=V7B40@~W+s^IX-qI{^4&5&9<4*47ZtmxP zJiQJiLY~8n-Vi2>P*D-@hkHL3BMpWSWg^%E2y_EyR0RDFk2g@8ZlDCWqz3}DLh$%G zHed)pa}Ey=@ewca6HoCKZ}At8@fol27as*8FapD{@gXnrBTw=rZ}KOP@*1yFmZR=~ z%kD|y?gY_ssRa~A_OvOdJUbw~XLLsWE|p4f13!00pwsU+5b!h5^ZgzK{@y}6!2beI z5A{(m^;1vvRd4lIkM&uv^;SOu9UuZCumW2z_G3@>WpDOpkM?Pw^(!C)#?$f)f!opb zVa^fksmiab$`m%Q$6n+`@HhiTe*-=b_<`T=xpYQIU-W+uk31hnfj6?8kN^MqumAhc z|NZa({|^vU1P&xv(BMIY2^B76*wEoah!G_!QPQD<41XClZsgd}<42GoMUEs{(&R~$ zDLv9-+0x}pm@#F}r1|oj%8@Q_isZLXhz@=J_}v0fOdmggL{i`b0x4+5p27go>&TBD z1*$3e;d8ZsDnE7rusqeJfZmlBPc_oB@C_-jr?yCl+=gEi4`wq+}QC(X)$cvu;Ii|ksC~I1nF_(#*83EdWbHfq{!(WJ(P6zJYz=c)IJg| z%csxwZGHK4@8;dx_iy0Ag%2lQ+;(x~$(1i>-rV_f=g0e1#Q50yb^q+ySN`SR-8;R! zigk|M>Z<|0o&tEQ(^|ug75*15OK8fN-VRiF*oY8^zzHa zz7umym_|HoJf0pDpqvK@5aK+1-Vs2advcg!3IGOx#h(XTpl2Up7yv+kJs!lWPdN7B z#}ohnn1ZT((s+gr0VWZuz70&_ho2g7IN+NHEzkuYV8qbpLH`;6ARw0owxLIX0R#}h zoLe$bq)|Gm%nPY-R27t(jgZQr(L8|_%*>2noC(GVnq{#{f9O$WT57Ac_F8POr72r( zyTuk-FvArWOKEI~;kC(FyP*ipJTon|)jT^=G}uyGmt7x>Sf-S5`}OxKcVgMYV`ES8Ga(EDca)cOUA35E*$CeQEp{IfeyoqK|S6vw(8FA<#YJ+m5 z8Vj#r`5}RbjNo|SKB4G2;F^pSv`b-S3xlcI2%gmo;s2W228`})3)XvY#mZGTv(kD9 zVn`)EgOc7GD57_@B8u!R2qua!Vuw)}0he#gGuND>+^86MbI@tTd-R$Vwu|AB>YxE1 zIDjG|jeCR;qh=zoxDSUzLLM0abZjd-1A1t906lsDutunOM80PU_Bv9=EMOYYN0$jK zzJQ;jlWvB9uc#5AVtPc*NSEQUN1E)6>guV#cr4@{DytYU9VNEAW7gRip|uYbmfWx6JW!nA<1hrn4y=tSi?9b39blea6%vMpf&+!P=jCU+~+pC>fWlVq`8z_c9cA-KG93xsnaKwFxKndN^BmW0D<3`ykkbwcv<0xT)00~kssB6Rr z66h-%0oZW`EcnA6+?&GevNyd71m!^m_y#`KAwGY|4zKtS96{L>Js6;j z4_)pg^`l3M;C4q9-K~yzd;r{5BrW}oFn`MuWM4pd$bS(qUG_4~x;k^3$UPD>?{ZB7 z6*wd#SYj3zL}VvDiJcBs=aZupNg)ea!jzm4Bvt_cD+EB5;<*x*M5tj#Zm7FWnS%%b zsDV{7kO4;pB`mObhBBxD4SL*zmQ1wD2QIMzX!zqEA24F1Vyh<0pm=!VZ zgN$5*3O>~F%Ca$FjZi5bu?AqQyU-Dj^Z(T2JR{IY{I!T9{zF**ObHlL1{6o-dJUA4 zG|AK$P=Tdk7ZV~Gn$kG*G^_DJ5|(iaISN#x8{J4KIm*$0ju4e7QRPRhLIVMy;3)V& zsY+sCHIS4{^l0fZG{woktMH62r926 zx#2T?9o%U|)5v>0E`g964Q!Zj1bCEJzn+BbenB`{(pAj@A- z@suSTVjt@`PdoFZ469h+PyWC`1z1uCVnvZD4<4#j8nCDJQNU8z^99Y$xByjMVgcpY zR2mvZ4O`S;rC5EgM%H%#W4U80jP*w@7?9DC(D5(am0L%ondCVSwr6jei=4K!i;8$aD-5oTGv^E^R6*BXS~&!BzJamc&xI7LBRl) z7@)yEu0bpScmmKQ;dI?#lA=F?x<;e+b+-`{8Oe|ay$i(5t0UQ0);w}a@+#61jNxr~ zbFd$t6J@*$25hS{>t$uZ^XI<-C=X%$@{&lc( zeL>M;$-FzDf_J1{?Q3Uy+ui=iTipKN!qE;&LqeebWc0dBSOQ z^PJ~==jUPDli;1q?|7R&o`hdA z!gHM%D2pEF506}z9qDS08!&Q%Ws)0|U_d3fVWNJWfe|<#cH}2t`O9a1^PT^E=;vcP z9+Z8SNS`pr0RR5Vs$ZK~tNi_%S6}=yI`zKi{Cxjr%BzJX&23Jj9sLLw|eBRoPDSOF1uKo1lh3G|K()IR^pK>BGyE8HMy@PQt%fzf!4izBzo zW1zq}l67kr(!h)k5CJt@LpE$fH+(}lj6*q`LprQOJG?_Y%tJlgLq6<7Km5Zbw1|4U zLKk^LDF4hp)PpxFoFhVPM9?|4FKfRBdJT#oLv{PI&oC0kArdC>ffHB(Pz*&;97R$r zMN>RQR7^!xTt!xFMOS=9Sd2wkoJCrU#ZO#;5hwvcbi^4k#O{c~MD(^rG>Kv4MPp

FqcoIr94R&b~H-HxhYP|MiwZ$Q`BX|USguu{S z$PhwDzEDT-a7c=*NWK9#D6yBlx;-#EGb6FMNCGqXLxLlq1&b8DhCE3Vg2>WA#C23j znE#B)ERhBys29EZtHdd{^@S4%fd?5iRONGUi1Mi{xM#4>>y#IoGCrIZPYEXK5aONs=+W*k9F zY8Oee$uWx{X52iogiHN8OTQepwPZ_|oXEgDOvLPn#Va?8$jfF#FOJI$MjFF_+<|FG z%v}Ra%-oK_ER(`?%gqc;@r#TtOt&Hl9FMa&)Ue6FN;kVag1!_@j?zrow2;p9%%%*+ z+T6{UT)fE`x5LRvzY3g5g2r`Y60wX;-W(;`tj*iRO~!D_<(y6{%)%b|$kQ+^CjU^i zdLgq2LP1ADHy`i}wVMsQEZ zO3B1jPwBKX-SkfbtxhgP5`Sbh`bwaG91@7~$>7t2j~pB$7=u$dP`W}-(G<`EO^gB6 zP!YAaESv!@+`{&YM)$K92WmgQdN0$c#&Hp3nH4WN_H zAvL;*D>|av0m~sf9Boo3ebSIJI~mYBDy>p0y;3aAQY>xKwv0FM`%*9sQ)~&AG$>Ou zJySGIQ#D;vHbv7O&78TC2TU ztj$`j-CC~gTCd&OKup809b2+3TeCe|v`t&J^;&{$S%ZC9XN}p`n^~7Y02R;xyvC(@c|^r42UY6rj>#*FapUzEHAiR%*|ZQ-CWM? zT+jVn&<$PD{oIO>S}GV_)Jk^<^I2jz7rL;tu>yea}GScZPEgi-K< zaX1ceEZ_1yjs`4&6F3LxYhU+$U-*5x>7?B-+0nlX2X80`b?7skkOu>x3S1}$%)#9! z)!mlhUExh&1twlGG2Y_^lWCyduatsTzy>Ms0m3P_)9?W_Km$E!g&RPEATWehm|ir9 zoS-xUdPoFL@~?h~f)RKDa(G~iq+ju{Uyo1^XxkHe_NB8JwO7)l7?B(gA?v6DYgV3a0BYiUMWBWF)jir&;xqN3^bSpCs@)pj)FIy z;YY^DIetjn4GAE)1g$a$kwFSqXcQD^A9~;b6k`i#*a#n{iaO8*tM~z6FaQ7uW{nUA z0*L0oB@<~0I6Fa$6z0!hvUJ*a2S za01Fz0v{LyVsL^C#WFXB<8d~}T0WCH=7=G{W2?A=3pkaR@db7uf;rg-TNr@Yq5%(3 zkYr8@36qlrPzGofC+IPXd6jh4&DK8U0Tjy0uGjf%aCU@kX}<3)*b+3ACNpf7==x`W`PQ5 zSte>;ENH=yLLF8W0GQ$8Nd`WFv_n9OCEx%`I5Lg?-=vT!0can8kO!_x0U?eS27m@a zRt%OFAy;ULCCCAqZd97J>6-@LMrH|N-~h?q01v@V$dlV6*-5YRnF6mt|JNBncpZ1D0TiH=zf2xUP&yg}Lx0 z0r-WE*yvk&hds{g)~WyiAORAn=06B**#F~;dd_a`-fr&h?s|>{n%Dy%povR>wniE6 zCVSQ0MdHQ|-p6K%A((6ru!hU7Z5x>eBM8AD5aA%u19IqtWw3<(Gz5Au0w2f(L&yX) zumS$o3^yxDV!jUWPD-UoaLA8rWlukZ(4aDlEm z?&PNH%Q)q7;;bl^d2vAn5Y2@h=Aqdi}D5lCU5e^W^X9>-S=jRG}wR*KnE=6 z^BIBSUo~ZKbpj^ zb1;WyumF*fE##tyMGydQplATN=#1V7dAKeikg#-+@$1qB00`=JUJ@|`DSanuk?^k#1oMs7g*nnKQ^=Z$JX<%xJ3sp;Yf=oDv9blKxNWn)k zp!OopAb}hTvV=V7g$$47i2v_EKUYdX&j=`hHp^aX8v_6ac!p?crLs8yQBZf4CIU^F zs;o!{mG%dD&l8DR>A_S6;Nc&|M)-t>^@V4NJ+L&0UwP}8c!+ZXJ>YtCo*Zdtg{3}{ zfFv`{C>)P74K#NsB#?q8cx9Exdhu)dmAvIZYdNsmk3Rmpd*AW3{Dufnt^axYCy)9B zh;_cma=A|o{ElKnkOo5-1xqjj>Fs(W*v>QdJ$SiK!AWY*umS14fqd!Dl;7~h|2(=+ zrI+`w!5$rR_y(4E2O^+>#5UqYcJ)_B{F+ew(-(|L-T@=<^-YAA?x{VN*teR#;6TNsVClD+&!yDRBaT=*Os(zk&u2B21`oA;X3aA3|in2E#9zLAR%6Ez&*TNeoR=j9A!XLAae}(hZj9Js_U_)lgAZ>IH2I;IOJ)|oxpVpU?o*2PM_MI?1`h7y&#!+! zg$J+I0~nxy<0LW47e}!0#T}zq;)D@SP|=DMHuPYF4@}%JLkvD}=)-d}xN%nzH`pM> z7ju*n&pPk0*rJOs!Wg5BGtyY2jW^0jP7f6YgQJf>0vV)`LlRk}kw+q#q>@WAN#lD@ z&Qw!+0y@SXlvhp`-+WjO1sj!Lf+?G9on=@Q?c0ZEcj;WZTe`bp*+sfRBqb#jm6XWjPQahj&h z-eMI=K%-^Fjo*0R+arqoN1Hys-|HgybQ>d6*Sk-*PeKperxNf)F)W6{-WBCXEmeIF zj{F)2;-2_LF&OPT#^39nkQ!2$D3wZmW>o5=NjX`@HOc7V-=NLMI=0tOu9Z|a%5!DV zVDd@vWLX+XX|Cn1L-2Rmqz{Hzyj}G0lvrt`z!YpaSDkt6|qf)0j>6(0UR_RaG*z_|r*^^qq@5t-K zq+@vV96o;7?mD>gxDKMQKYQruVY9%0{KelbYXhg_rgv z4yAAT3DKD8ND>Gw*hU8aqVzefeUNC0zS_#G-1f86WM?Q4dB_^TfX}| z+U#_Z=&>0*rO-RUX1V-t>r9lms~0=eZb$^{_<=;qnYr6h>mpkt>2MMp(S6wm`cz8z zE-k{>C%?7}*$j4wV^mily$hyK9I!P$3rQgif}w{3!m>yzh{ zA4v_%7u|T7yS~E@yuC!TI(SfRu4uK>P11@T!h*_~s9-E2KXN@WS1`YgBFrKq4^fKb5=q0;PvRyHUtko6>Pjr=U3lsv0@kNHbWc^1!HE&-)gw3v(l9WlR49{Y_yic?3U*r;?kUrUnQ zP$x38TM_s3IO`TmSuNX?%T#YXzGO8BmuqI88Bz)2yo2XB(S|@hsn}g}4Dccl^h+Al zBr+trrOvE#?M2Klq!ThT;i)QqRjyCw%jTI|Z4 zt^lqd;!Lj8D^twVv85V`C2-O!qs#kAD0Gab3_tCMmTBhjimdDAez7PUvHy+mF0i%f z`5K;HARhiR5q-5G|LH2+Zh#E_{uZo&F>(>F`7S}u!@f?WwS%U5iFFKmJVC9Dv7!m0 zO5~FP(Y*l>L-`UZY&zv3u8kBb`K}u@{W{tzaLGj5{SAhGg(0b8$+TsC%9XbBreWp$ z>y1rH_SQ*NjU5%f)(^LA?3o5EK=rd#IHns<`zawz@dpXlV32!?eUTvRF! zPqm$b=Icc4Jupg0Mxl%{F!8&cMfd+S7oI@{$rK7@O$ATh^0LVj%x^O70M&u#Y7VK1)L?m*o0 z6?`PB+-^@)ghM|I21oTY21_^S(bSLGYsm^*xrNuHu?92ZGo9h^nZBbKHWa+t(k8ry zhZt^yv9EGl-yF~=kN=oIEk#10j)y27m35Lg7z=@ny%6Q7&&z*eKa^NO!?#cp3-|B` z&$x(_Cta8vcZNm4;R(-XSvG!tJa<0%xY_jQ+nQukwjOIK7>ZN*p|qwr?SwrXRk7P9 zJ<`%^Ofr0S+E>c>iO*1S>gcJS^P?v0fI^+M?jrZ!dbq=%>Vip632Rm-iLaYI+J+~Y zcmN)?mGZZ5zy5rv$EZ`Rg&;ajNw6zi*jAmZ!QeDPGDs7{Lgk=bQ|B+`iHgYYQeJE6 zhUYEKVb)@SIs-fFq_!8}pA^A_kkiMBzTN|@JB<3Ja<_qjtdk44>wM@C?HF10zoCpEWX^Uun?tjmM%%Oq_Wk^MmsO- zQ}}Rk9?WO?=W=SxXH68q+)Eldr|XBykg0AtXtbk1jSiPg(PXm-d?E}jBR;7d@`e{r z)e4}3YXWBaKRX^3^%i63a3E$!u-SdAXsMh;p8^*C!F5i>q)=uV#Dhz^RYR^fnX(Gn z&B+u-;z^=3&iZz%3W=-fNa!d22x<;E0#uCnY9hV(m3ZWF5W?OFVJr%aD*+n%$@lcx zcHkN#s0%hg=AvJ%y`MIyAMC&Cf$hg5>ILnLtL^s_qA}2+HC{#lD8guJl#o>sqLIc&A2S9ZVmF7*d)O4eo8CsduxMDB(u)~6qou`)+7==KXv^vjmP zVTKUZ<%sgj{yhnJ9$S=JDc2OY7w@LCWl<%JP4*dXUasSK5n z3ZN8AG58n#symT@2uxhTwZ95Ob=5BiV0arK6s{Xk03cUEaFSFQNpfKqB1zFmt?Xey zi%Uu?TB>?LIX6<6u}ZiSEYTQ6_ozfp2SHI4l`RP-te#Py>9iVAm6~L&u()DA;T_E6c~_NH{>4| zo@PFTKNqQvLothhRF=0r_7N&0o2m^j91~NAjDH6ABmA-A9S9MrgWm?0_Iu`5L!>hW)W8e9B^@4|r ztWOmh0o=uDXe8hbs5PJ-=R0s|LCC8is!%|7;qiOxM-*X5d@`=bF)+1}VLl@OXmq%K zi~-OvlDng8v11J<|&X5x^psQV}p_q7JO6xI%^qbS{Pl*W&l4T-2GqF zn}4E!#D1B0;Sa@y&0DTq{?PB+s;dwv1}Q6mlD>yhO!9Q1cUIg%xGVKTG{4(cV?ga- zW$X#l!!5fXz`-?Kk?!0B6?~eDXML5Cb#cyh=rsFa|2n-e zp$A*8x8!$tI#<~D!Kfs+x;lbF$<943mcmr9{d7b?=c7q0PR&C zfQZyUUa3|8o2f9AK&t3H(-Q#rvHh}SKsUIqb#MIq84YOySakp*ypsss`57L(qt{SV zWh63qV-?&gkZ2Sm=!!JKq6DE4#<_jVN@b=nr}{@;LvQg|(STArp7{p*OznVdnuxRk z!izgftuRs}03ta|iYcp?ea0c?u zxk&Qd|sh*I8?w<~VRivENV1NQuc;^jwD^2vdvC9es?Y--nfB6ttF2@{0ocRPWMkTzMWKbVcGqv`F}Uz#@`u=}U)q6BS9h|KtCCcpiRle~O&C}HNcUt2`fy~5wWl5#UJ+;ga>8MS32@f+rQ zk7M@Uc_y3f6z@AXzNb?9WTl>mc49x9r~eHrayKLPg?zKUZW^S78PbJ+Tk>3xtjcZ4zj+gjPxHFOTTm#9&?zBlzm`Akrm1Fw_gxg zQxR^n(0|GCIRK*X?@{nF$orH&wTzDuC3n~2TW9^9nf6w}VaZco?s<68gPgW!Cx5)W zTjdxbQ#CU(oc*#No#ZK`2PYw-VRA<2ZM4a4kADC0Ge39nmQhtmQ*SU8Nh((3gy^Jd zd+Bm|J>>9s7)W&gT%+(bxaHjF`b^>ar-DS^1ACe=`Z7oNK)({}(4WR3sl)asfykTz z2Vp5+Gc!G}vYV0j$n)gaE{FcoK~av% z1*tCcyQT{Lt4i~bD%(!E#%tFyf`L|NXUkjQUZok`u1Fw2rm5#lXv|B^! zUTe!Y>k4qT%K~E|4!6D)jSLf*ksk;+LBHac97d<^ZUEkU4?yn zqEyy!bwu>Hj%m_lzaUkY1TBbAd)iWX5;>ag62ErYN|^NS4KCwk>b(nI)6>vyn#2#N zP&0?+H_lm-_kxLZl{;VSzR$o@Z%2tPz@=QhZ?ALvdL5#>wDG#lS>8|no%q~!=bhDH zMA`mU{#4TSiJuh1KxP1j5!{W%&97kr%IO&e)b#Y`m2TMNw@|KR)kW!q z#S-2nzco21%!wsRz#9ph{U{y9;uq zL0DH*3>ZEDp;#>uUnl|NZHS>^C@tXr28uMUcg#--4n&DN9a3OV0-;XuXi_G*)APwP z^~a|ImaRcP8-qkF;!e}38D2gtJ2St3%EMv)T=eGHH(Uy-*`}R{ajEYSArov{FFZEWSEizs(rOX z41sf_z6OAMimQf!!do@lds7=-{=FQkz{aWU=Q@*BWTye8_{5I0i|eSEfLeA~Ui0uE z(F4n~YwIWONhZ2Ea^am$QwcTJA1oRDJxss0cz$gQX9?8AcB#w%$@?sD*V(#5r*)Up zShrmN0!37cM}r>jB7>73mWqAq3O@f+#qU@oOgh9Q@9*x|Vzx#s{ph7bUishgLyhCM z*PqHg632Yc&wty0t1r}t63GycoQTPs9^p6( zMUSRuHzf56RNW>CVmRI;&B7MnE~k%+eRQoEmDnXdt|qoECxmdfvS6~pqd<;qjORyp z0N;5}Qh?@|Nf-sGDbpt3_|@rZ09c*I5)s_s#c&f09BDH`#spJJ?nX#cv`?_(^JV>Gvl~7$0uzK&meg9z0;M$mOw(k%v%Tm ztYJ#5^^piP8zv8Br|}1{6Oo83=0)SDhid{^%%D5QArOk8ZyK6XF^82feL_>hs3PxN-Df3gAW}YkviqFjZ zYBr;I@!~V41HXo$Rf0gY(@7(LeiFq+%LRw#Vk%pIhf!X~Z(MzbhZ(+zk{mG18Y)W; z9y#RY99XAVdDypFh>jq)C^PncAjHltDc=C+*7tAMMy%6x z5OEgy`*0cJZ8Eaa57xPway<~?V1Cx8CDmi<=ujE2HsnO+f}9R>j@o2*d8}2}ZklM> z#L4Ln*HL3X_Vz6tRq&8Z@kE1D*XMY+1%r9jjiS*{$kyZ)7IlqZQD>IXZVRYe>)x6R z)#%AGX^TV4Q_Y~>>2ET5Bg6!=3+qsQr*%J}C8lW`iHzDIbCeujoLcj5xwj@$ zsl3}U=`l4B%4G3Fsm0p(H8Xzk5gxbnt+ffNd8=5uY*T@3WD2E5YXD-4SK+cTjpOrA zqImCdpI2!nBGRvd>py<2-Wt<1=GF@CvK?J(W~20%GnJzMx$7x6o8_&}=ZbGT8~7+0 zX%|+LW@gPXkqKzyb zcg=jR@K=?sT6R5dc#*8WVF%rLF^uLSeYT-{Ir3 z7#c>honU@;IpP}bL!_aws}D$(F4N=Llf=S}aj_Zg23y@1(&9;9O6?o{eC#tAw+Gp} zwJe0L;88z3VrK|-hoeNj<3XO$94=Ham2&t_-~J~1TcQY`*(Sg&aA9`-qfWJKk+i@5 z7q@C>`TX}ju?Ys7wC^R{Mc>w@hAprZxKGJ*KU>Kd>)cwqIixCQonqxuap%~B0(WC$ zVt@)lkusJ_?aR6kc}J3Bn?!`qmMPlXmRU+uk6P6Z<~!=Dq*GH=_M5~u9p|3En=I-qv_~A1JE!mZ%0K<&8mdtIrMq0Cuz3YWZ$WWUfSC}2d zX0=VpNW`!*@coZ{H}Q_(#g>6C=pAtY8y0|p2PTC!}%(v zNBLq%B;FM_Cwsvr{{t84DKlQjchJ)fF;{$e8Ial={Me?I& z0~mO%S$gF4;$KpS4^_eZO-T3eaL{XqY8=0&vS)fwL6jsCp6I1~t-(&gORiJO_CF3J z29E;E5rYKs8(6%YMA(0;b5d}WrXI6aJ-{1aYX1JS)L=_w!+uQb`b*074i_^L!{N0K zWgI^6I54(!N!@yJ1FpI8-M&$YS^Ts9@UWMT;1dfDRoxpZ*DYK@=Zjoeyj9}M377?$iHntL?@a=p$L2V?T>V+e~l zbtCI|8AtH6G4_vP58qD%oe@eJI6FbbFaK0oW)#Of3^Z{^eF6xNjfq-y*d!cJntzk3 z8}LXSEVtjg=fN2aIPzp8@c>T#w>H!XoA zAn6BzU_?ZwTmzH3O3q$VKKgL*9hZ>fjx2%K&$QI>-Av|9On}lC;1a*ml|e4DPRBDpdcyV;@Jq~PqMT70#8xwou#DI2eJ&5SbZ0(X+)GD>u z4=u4pLgAmY{NdBIb{JOlt(oBTEUO)ki_5I*~rUZkEL|u*pa39 zo|6&?B1u(qPuQHZreB6mOT;ROV&XR^nwRN*x~%+MjS`IT@I4|F5O)5uU<@H z8d3J0!l{%19WAj)tw3q;BPL_$6g!k+u55e<b)rmOqres^ z_U%Ma%lU`R9O{v|+IXDu3qzKZIdvw4s&b<0?Mc{bMgnsNj3!eLeA-4}q491Q#xthO zkqK|nC*YM*7CwE&ojC`!K&aDl?axIX(rA8)Ld=aI^eqtgTO)KV?ssfy>Py{sIMpC- z;GUSFV9V6X;L|d_^@9gmAi5&h_u^jL#Ipx+(GRV=?l>{Cjyf8-vF1iFFxK4~6ah)QG>vPaL#V;g-8W%?pi0;e$c%2NQgEryM+z+>T zqiyL>A!l|E<6pqY_g_e=<8|6&Cst=Jj)hEmktl{-uGL@3VSg+nkLG{3WtwSZvP5Na zAFmHOb5V}@n4TaVjlR=ftyA2K(EB!&fBe=+I!jxW?&4LeSk9c~C5a_R49lwsmL3h3 zAq{A21Qo{duI$-|BFHc}T4qnyUyjWAIEs*7tAZ>l^t#^{5P!=V+ejHVDyeOW`My*sb|D3$$z zmi=v((-#7d5Ky{^<}Vp8BNr!TXAQ&OfSL7s1KEgQS7#5%E!97hbw`cJDat*FvS4vu zPqFc2H;JIC2I+BRISzO+yRFmag0zo@?%)3-2bNPKmUH!K)A!2cev-}n@3Z?yP4_bk zPm(tCPBRC)^7aHdSw@+TIQl0awmb;`M25(%$hbsW!3XNTL{!RY%hP-P9kKI)J`LnX zM76n7@^6WlvaS6wAN#{F_=UDM`#ICr6UnT}Ml5}<7wa8Z5k1J3Z36HmYh<=jD>pyg zekpS-=Ouo7n*5yJSKsBuijFc7Awa-DLU0^Ftpohf?7v%cpOpcxhbIU10tn-H4iOh!0tK{$ylsK?w1IJs48zxlE8Ur5qB8A zI}4tX>$L{04w9n=gzt@GSuSHD!_W|kKpFwI!ZK1aZu#&CW|7jxat%N%0%Lm0@rY2siRgR94xNV!@gc9AhUa@}%yHpmDPW)6*GC#e%T`<$y>uQJ*7mXq65@T8 z7yI3m(!VaY>`dZ!^|=4EEAgJC_68=jq$NkW^ieyLLYbv+oK^oY_4Qo5`FN^Jumrc&I|yTe6mT+Y^{pFec{)5}VsL94*!au`7*v&fYX0!Gf;wXF9$ zQ!_v0N#os%|7hKud-1WIA^R}9(5JsJpkk^O0W4`U5g8gG%Z&Da8meIIf)sc9=6cFO zz?cR{D=*Vd8LL+rTm(aTp^&`2#ryZ%XpsvGCM3$&W6ep~>`#$J1e^qw+vlYU zC{$b;)_x%~kSHYxyX#%OZ-rgpNP28b5}}eLKHL)xX?sjXf?}V22w)5u?&!`Wz3Dt) z(I};&qZd!Y6v{Nb1F|}|Xxr~GU5v5kHh!e8`@0bOh8gXC$-$q=Epw~olAFVNMp~p8 zqq305-Wuat+z~8xxs$YMh~*OT>tiEwXQd&neb|w5dlhFMx_vBHXW7g&n$>1c__DLE z&Cm8jV8Mq__loeux91T=@Lq+t?X1wpwi38o&AfL^U%6vuw(|e_aD6RzvTph>yGgt` zA)}2KyEp^?uJvu?J*C3)s!(;e51oEuP4Bu2TSECiD0`YQ#1|C=e5C)lBlmGdyKeEX z+3T@7bDgK7^*pxcJ>znprrkeX{zMD2tmmHJIx`k&T6ORgEHkSqK^+W(MMWaY2WI*TW}U6-wjkmD_DndY*nuHA6i z#sDZx?#tOQrAlhp^{}Yb&<|?Q&8}w|h1x;a5^1bsIou=v?O3)HX4WkydaEcn6pkBi zj`bI|C3S~U7fw*NzO2n3nOm-^T$Zg}p1hp<#1b}@Gd{tqJM}xvl4<$nx5DWH!RgHx z(~zQse}$9eEA0d;A=qW?u-(kJgc;u983@}f&x+DVR^_iOb6H`N=TNM&eKw!!5Q+Uf z)5%=d$xCClTAdX)!=lg0G&35iUl_(e|E`|Byq&u z`mZP{Mb)?M%W1BS>nvy9ENo@HaHV8)<%nR_aJu^FP+(tA9&yP(%FIbkW(Db<2J3?)(^DSa}<=B zS5w)G&3KCCa{K920EU|{KCKnR?;!*)!FRe0USCdfI}O{gvaa2-AG_;6jKjBoRB!WN zZHt1zVwk;m>_1x`{rqorSq1U^JoCFdWYcc_wQddDcqGSs8Pska)b0rAI1-OMrvi{; zQDSyFKrtm3Yb(#I-H2EQ$Do<@u&f?d1tx1&MK17xNOL2$?sgpjaL`s4QY3JESw^v{ z_RAh)U6Yirf4w`$x3`k{mW?ueA#R9&1iLqe=Ctf$x0n6~!(r#h(ux8L^s!y^G7G>szLeehnu?>j z>StUfk({ho+=K#`&b~P2y5~`JIOZLv3qfv(-TFnm@~nD^YK?; z<%n5z8gVdf${j(wkwz|r>w^mZfi+e8*Gspi&`yd}b>?rc%xZQMAkpB{d8$P~ zWCO|^drcN3C#kLQTHRc;|9vU6ir5pYaU45M%U|jd&-{K{fMfg<5<<#u(B8P-Ps=9s zXrjHzWoV5+I%zqLeR3d2xpT=pogLzTRdWFMGF{x9t1+*4^RnUoBts@{v8UP9cJQs8 zh1brIl6!XzgCgZnquz#Zj0ku77n5?YdMlkZU=`FKH^)C zA~mI7aAiBn00Wcv2U24IB+r^wLE5P~-tETDTr}xGp4NJzgxZ(<*hbNNEYB6bFAxQE zUlOdR!U#G_eMpEezxg_ERbbT=VHK&e!2bNQF+J9t@{#zu#x&^L-KO$fnMe_-V;!?l z64zF!2a4W@E+GCJlXSS|0d{i<+J`+!A(h#8p@6&;YNepR!P00bo>~M~MTiS}Y*nDO zglcspE%$PxkxnC2>L!4^DZpu={@SsS9-!Fl#Uht_G zk66bJ>oE;p&wfTsGju_*r1=)oxRIgWCO`@(|0KGb%&1m)c<^5R5Jl-%MO}Z`N5(_{ zv!70n{-_!;Zvt2k)tPFnLVy(@x9^EFO9BMi zzvsna{Ey5j#?W^MmLB?VULD^%pQe(#{}|(%JHNLDU?Q6lWmXtQ1lA^<}Vdn?un#RKkyAJujGEsv5IL>Bp zj}?$&f)a5~5e6n$#ejx;2uk5SAqY}j9R!O~OdxWcG6joZ$0yi-HKdBNlD%&dwz+;vR$~`!d%fHs%$NLVbu?o|M8@fU2cq>v^A#dsgR#tou4hB<^%o=EGD17 z7+U=(f4-G7efT?@V#;itg~};Gsm(!Jqde7kfRaKr`e}05TRS*8(5QgrRKc-^?{Jcz zH{yo~lnYVyJ{O=Lx&Me(LYjeV83z?;N+oH4b0{bbOmTCk zA}Srhth2Go0B?z{fIg902O*XB5Qv%x2_YtnaM=IRN$7@U309<4m2w0aDjhA>q~m|z zqwR}EN8ZX$gc6?6x{!qLk`g7DmL=B=^(~Y6av^XSGF8W97K)>E+f6P$`O#6MkY=g- zQ8QEz`qYw%)}a@rQG`oez@8+G^#cS$+ty1#jeH6mZ^Sb2OCVn|;uA?AW26e#lb%)j zBrDl|{^@)^M9e(~epM4Am3fpDbSkDb;;19uoR|N?8_C7AlaCN{($VDe^)$0}qYkrsK4e@AsrnoYzLBH51|@mF-<=ATbZxn5fs%Jg(V zDNX~psxh8Mo~?bwOVveWlEVZ$jkzImXU#}mAvgK)#VPvlwX_LBx_WtOyp6*glYm8; z6rdmCMFi-VA_PvkC_ig$SvWn-7Qa5?e@qNxBc2CI@xoI{Do5yLOQ~5&qq#eGA|D-f zx+SU2Bt8m@l>a^gAh=;PjDoY4N&a5^oa0b+%$u5G!xy?T^{an6&p$GN4sN3~m8oa* zD<5!qW-WgC@HL&)Qg*~+_lbgI;hk9Aa%b5yh)sWW&WgSVnoShSW3Wyl|DcDuT)e7! zZ2mTenqr`Wkjf;^u}IFcd-Go{N_4{cwL$x!M9LALTE^`rJrA zQOm{i#O#i4(DK}%&a->Z>i68|9*VZclESC43n4sl-}&DrezdZo>ipXO=U!ul;lUG{ zv_%E2a+rLVmzT8bSH_sO_u`5NJ_X7Pt5b4=x4)|w#pfN8 z*1y94cFp}_5BRS`buyCW8b@T@-p4R?7^B>cyZDD5;5Rx-u)W@3EV=kJs@jko8nysZ zZ_`SjoJN}OY=-}mAA6Xxg{CarmU!1T=3?YW(q;E$|82(nRs^=YSCye=^c=o2aOHhkClMYZ1g`qdVjK25t0CdKP^!>sy&^IGRp zbn)}FY0;lgQ$y=n;8e|tc)V1j2Co#$1A}*04ty!Y%9hD5F8b^b<8JSzc{o#ar(UtV zeBIqm?;N<1UtyB-Ze;U-{W6e@9kqs0#`QQ+G!v2>yH1Cd!PUPpQt!`DKV#@YTX8Fig~ z5P!xHzj~_Qfx+zsYFekom!GsXPapm0!8Lt)zBqn+v(*!R`4998D_?v% z9!u5FA3{451g3j6c^;gqjigRva{hr#lYDafF!&-cJnGz+E;m9+^WN>+n^(DSg3V*Y zMq-)B6@mxOgWVodQ7pXDhlJO?i8u+2P;h@OVTD@g5BcjJQv4xwH#Rb!DaM9dARS%S{_Up5UK}HJE7nPw@>!Ikt=rZ>xdeh*gH__+#>WM*1~0@zsbhU>puDaWl~xIrJF(Td33V5* z7rI=nwUcE@hF{W%Nq-PT%w^&Y1E2o zwAN{$UFcbETCY#)#SWDIGL4fdom(;eo^?83aJoQVx==@IVp*Elu0*H;icda6#yUeT zI72}N-D1`w-DFFq?6SCL2EiTp*-sRoIxl7~YTr$nFy;6v=2-Wq`3L6&<>ma@ z$p~4@d3Bi+CFOuK2tyub_Leps}r> zhpDh{(H)~$I22qcX<0bZQ8;n=Xl$_%%T$zeRyb>2^rhB#KDcP9qXfz<(HClmXa-%Qe2fnnaik^%4luM=tIgF^UH3TJIh#?%Gj^UIGM}2mCEngl=Fp@ z3*?szb(V`Pm5W`KOE6bRDOJeWRLF%?DCActbylb>Rj6H6+!06NN|l;6m0BT{I{B4) zos|Yll}1;UCd^f4N>vs%RnohpR{2#nomF;ARgbQ!9GR<~m8xBBs@+1WJ@Tuag~*;P zRX@L~_GW(LtMumi(lg7DH$nMtLPE-a<48lV-rVW3B8AF-JHA1M)Wqf2BqU_N>a0n* zs<9CynRjuUF(IpSA`$OPPCcUdab|IZt*u`tSq5s$=4&cL>T2>ceoFwQB*N2{E3F8_nu^kL!Ea&~>QsBxAIFuwBYX)vB^e9o@06PY%czB;&12Wafi0}qF>Y$>f zGPMzqF<;=n5N1Kg+8PaTn>X{jPUsjwxCV1hcv4r}`F4NrIXyIt#D|;=ruxkh$QWbs zZX}Vyr%3c6wkcTmwjmH6;hxZgtr>P{F{?9;RwiYfnIh(Lt*5#(6@A#$ZlT!PV+qhc64F=-t#+*6MzWJTfv_-2%AapUk))*S#&Rlq9_r1e~Pb$9eWkNmlD3<43UZQZ zHWIdT;%y*%R!fPjyhUeB00G;(!laxYyrVz$q3zn|F+3Rn3zIh)i75mlp}i{xhvaq< zLC6M9IR{R0_aCC`_n{!ku6pf#5_2?}gbBZT;^0#EWHuahO*Q%zI&=!1>JXx&llYGV zI&q341baUu*8pF=;b&}wCIW;cO{4)0pBPK0at=ZJnBl+5pg1XfO(Y~&kMftdBOxg< zp-TUa2@zX2hP(lKeFwNcBqT7P#6Ul7`)YiLLF&^d`n*39I^Jm#L8sompG?TsPRa0L zH2YW_a`9*t;tekPHGbf+3`Lr=DOUX>t-$ z0#YU@G(eX6mW76xh*pS(mL87*M$T%>%En2~Dap;vEzbR&mgl|<51r_}dt&zvxp~FG z{Q5lnYGQ(-0utW@Wi-TPZe(SoIOL3V3{orl3Mn3nDE&}SQWaF)XHjz!R$Dbt zQ;=3StwL_H2j z^a+Uc4G8rM2zc~z?di)kua^@Vfs6J*na_fLKMrnE30XsgtaydQd4>E#h4>_dJVS)e z8-z|8hYq@g-aZe_4i62}3>&u%>$D4N@(+s*4U0Al?+koB<%Fz!iNyJ!{zamq+@o58 zq7IQ!Nxm@!VKH~Gg7Md}?XTl1GUCFc60(C6Z&MQEosw{2$-fd)GUL(~bke(A(p%!w zhhAj7_sbZL&G?;^QB;}{Czm;d%DlS%i3beo=wcI1aiJbgTm)ZW%#Bwvy_d zoHrx6Z*Gd;EL7Hx)YLY#*X2~!x79bazHg{~-|+rT)8Cesmj7D&-?erXzTfS6-;~hy zFR$&ov~9StZK0|CM{&oO=C0wcuCChdzwf*Me(wISt7ovgZ?vf&J2*JlJapSNblpER zJ~}ksJv=ut+*dOCuX*%%VD#6QQOv;D+|c++%LHy>Vq$!9Zf?tpZSl+Ew=c7EU%&nM+B>@NdwX$qX=&;6w_jhsZB8!VY%hO1K0f|)c{cO! z_U7N>&A+Yvo7>ZyyS0CFbBeqD-?}UQyVIY4|4S50dr?F*LU)N`S$`~)=l@R>D@QW~ z%z7~^TN61G-Qit9qkiqGW1@1z>CeTqf{o&i!1?nS zMG_zN>$8%7KP`>e!R?f*7rCZIi~onM;7Og8wWd?RU*Ds*cDbfu`ob$mg2z`tMmxd3r*@#{#;`D zWR4aOtyF&RKgb?3Sz6 z;KbFGNCWBR}ZAn$MQ3;F_xFX`ISBs8|OH=bn+Sq(&OBNW{LU@3nWcm`;k*ZYV z7BNVl32RLiHz25*VyF#a8An_z_(jY9EbWh0yhiKSWn54XOt-B#_u{{&K58*)ydet} z53`?bHRKKle2HY)vVz@Mo;#w3^GUXKV_9C{xPGws>GXXm0+04L4F}+kv_x;VTw++F zzLaTm#xu(qjg_xQ`xyr1HIY0RFO3+kLg!i*yKSdg#)cm;#ag==y(2t>8T0&OD}LBw z@uGvoo-tP8Fdz_Wd(BojD{2K5L1*8T`rYTYtW!nzvN7j)4N*>#6fUwH+=gy@M+0_P zwaYsLr`{`V(Lvvfx@&qYCt1@ zp<4Px1li|AELXGPX>NqJ`i(31snGi@tsa%M5kWn-t2i@#xqyqARE_}j>m&|jFzORi zNqY)MB#3ydp$ai{;qZR|Za|U0qXa?^Nl+#b6_SS^%%Fz_uB36rIfX75;RP(LYaf8n z0vE8L3xB-B4&HKxK<1GMYIutt!Z?L0ypV-aP=y|S07tHfkG@KLmEEyH2r8J*aID){jZKm@TB zRM~|bu7HJB=4N?wA7co7@;^#4O;FnMY&`IJ)qKHRPgnq7XzDxHyn& z^r3@DjN=@$FhoH>%paq;gC0HNH$kk!9|8hIZ`jXu5R(5VJj{U}W9dgG z`UJEyct#)7NLlqpGtfvB6c$($jz5BNhNUr3Xn(qiBn%V2OblXt;gdu^hwBW_43c<59qL4nIQRh;gQ!C>(uW5>NTR0n(CI94It#4{ z6FiLI0wv7R3M~L*AI~5|D7bN*EC>P|s=xx++~I{S#3C8=;Dr|eL5*D`vO`|rLMNU< z4|g=-I$UUlIe^g#c-}#b!pOq9v_=gqk&!JM8VD$)NX3E-%O8*fXd${l39w?pQ}ih7 zA)KM4KIDQNm{_GhjFp9CJOf#?q{kKx0gh2{fskJ41UjC*W<-^oyOxQfYKLTiBeQlOM_~KP4oqC(8R{q;H5v!cR-|{m?M3D> zl{p-Kc$XT1U6+Hm0Aa!UqgH}Qhg(ah1xk=(6jxB8KTdIqaO8pu&JfTQ?m!J)p5})^V8acS$%j1Z zkO_M%lpcfvUODjai0V?nG2nTvS(3{i>y0lN z@(qlAXV%;G7Tro9M-F-@BMYKC1kD6eYFIl%)?5FBr+^7uY>dZanFQFJ06 zygp1W$e@p$3*^N4z=Rzvbc@m@*dK+sLqT@i+gp%9cK-P4ALpsH8s9j_8KH+f%JJhf zouLi*Jjd{g2OoOWp`~~-yG8G$k4e-48BjJm9+F&Tr%5y)X?`;H=D;$X$fFIepoJOe zQI0tf!xe+a`{1dP4a2vmdY4IF8~$k=dia53ncxecC1ITVp>!F8c!L}8py*|oAse!5 z1R6%~20YugZ@#!fJl^q+SJ4ewqad8&{J{t;qyYuir>!J~6@V-2*Y4)72M@pdJ^X9ubB4EWYLwH7)5Hh{Ai4~L-+ zAa@wcClJX(V7g=>{tyW9CQRtJ1@gBAT0n0q0Xe!tPKUuZ1w$>ZG++;>do&maC1?lU zm4Y#sFUlkcjBp5o@DAWseLF}GMW};W5G;q_T+N0}Y+-x?5fABf1@OiXbTbf?a0Oh@ zMJ=%}>R@9Ghhvu}7Sg~m_+(FD=VNCuG|7=CX9s0_wsyPGb~`19DMNSTVRuF&588of zJA)Jb(0YpC2l_CGihu@&sCWS74~_pfXX-N=$ukFTATm_Z55ypPgSUB|hd=#*3LAqB z#6WueV0w}^5ayE!u&|1=0Cgt;fdr9-9e6E5#t3)t47dmlF+zL-VSoN$ej5l`cO?+u zU_^m1eWsO*0VolsWCuE!2G3?NY{6jAhJKQzESSS1``~^8@d{or3I(zSb>eFGH%p8V z2iA~_;4p=wfGXKHB2PFRpOAoDkPEn&j>|J~7!-l;coF;3SOvi?Treiqbt(EVj~*xo z<+zXN7Yp|Y4gH7_(xw?%I4$rrgBWCk1O_<{nTrwGgN;Fr0|9Qy_zci6T3%3+(2x&- zbCJoHB~R39a_}Hn@G$LwfLQ++lLA2r{?aQ+v@L>gbr+#^<$w*Vmxf;#c7&1*@(>zJ zCwE3>95+LU2i0WggC~0?Dpa{CUhMzJK-~BqEFo>s#ulY!A>1Hq1jY|5_i({DoFG{j(m7fZ_#UL0 zGyZ@Hmx(!02t}mio4}z5vqT9z7mGZUNc0&I@e~aL5e|UxkrO2+cXlQhgAH?lp?Gi( zqn8b4U<*=f3 z@CMmn93)i-wa^F(WqB6WA)XjMcu)=pXba1b31-j@fc6Fh6jaC{P<5~h!9WLHS{o%* zDO#sg$RG-(;8a(@4b(slbX72uIZMoPZuBq@ULXjw=L?mSnY~y{^uTL^P>=&*YxK|x z??4YlcOBHnRnPxWNB>q>hXEx?2d9G3NU<1g$3h8RkP9%B1x;m}Q8%IKAP4j(ljTTD zS8xdH5D&Uw4j$5R(U1jL7oG7)5aU)br9}_m@Cv$D4f;k215%ST_6}Q+3~u@i?*M+D z8C$=&gml#jT9B;rNqzA!4H$0C?6Y`)J8mP1bp$(K#KLE8`BWE`w z*A6g622X1X9YQFCKpBnFGjdW3qM&X5AVG6dQ+VMAdZ7o7`ftjBDjkFc)le|086pC) zMp)oF;IJ#k<`3s08pdZ!Yo&RRG!W`=SHWF5JcArPreYSc+yFL)DoV{ zABX?ot&@}meu}+zz;Iju4)t=roJ77^a0u`kud4MN^x(Kz0J-%GyTEX_M)C!tpg4>$ z3S~69<8-;<rufLe8J#BqP(M1lHdoT_a6e`7kgL^ zqvvF$F$XEyAsiz!oglPS;|gw&vptc)#$h$UgEZt(qu+6800L-pwmdqlnBZ|4K#V7j z*`O357!Beme32Ydm?sXgPX!^xEwRL7bHxWi53X1oO570Fp~Q{o5~R|IP?AhLQh7*B zoH=~O#g=1Dj1W|;5MgW++a@Fp61DM*FY*z`48$KeGRJ$9#qyEH5y8hWp)r|241E6* zrUT&(c+gb9F%In`Cwg!|_dyvmlNo`aDfiJa^57PZk{1wuMByk zJT~r?4~l>XmK+!Q&<+%O74+~9%^Va0LXbeQ4$Az^=6udP0f%!p75M-QqX)?79MAGR z&-7f+iSf!u>k-GWF&(o#_WaKP9nbozWV-(Hz~;9{tfE9nvB_(j;BdCVkQ8t6 zIGxivz0*A1(?0#vKpoUVJ=8>9)JA>ONS)L>LBmT&9!;&(P#x7$-O)+&G**4pSe?~c zz13XZ)mmN7Qytb~-4WkV)@FUyXr0z-tq^M6)^7dQa2?ljJ=b(y*LE$}1z~fYu-AOu z*M9xifF0O^J=lXi3Wj~yh@IGm?K)I*F^>J%kR92QJ=v69*_K_|I5^gtz1dRn4Q!1a zpdH$xJ=&yQ+NOQlsGZuXz1pm8+MZ1ip%4n65Zkm}+qQk%xSiX&z1zIq+q7-iqR|g+ zFxh`L@!ALhA+3Gg*qz9n}AA9J2ihvrXIL zE#Ben+p!G_>TTPgfZo2X-tZmY@(tgiFbctq24|4p`n})$-QWKG-vA!q0{-8XA>9Uk z;6U-+24UUZ-QW)X;1GV=3a;Lw5Z~lY;iB*f@=e?G-QgZS-|WrdA3oyk9ozOj5dARV zDh}XifZr{?;`!a;FTUUS4d4Zi;5eS+Hlg4J!Qc`8<3Jwd*FE8&P~jUs-l1UR79I*D z-sDdH;kdowza88Hjs}z%!!WMjGOpq^eg-l=uuYjVC1(w;!F=+^G0^#F9bm_>R?5Z8-OrGbl-B;i}+ooRIqF&pb z5DM2`?V(-@zkTiQo!%u*->L2otM1<)3LN=xh5$}6bI|TFyz7*B>m1X1Up{)GHwI&{ zdS(*Ct!E||BYJHx=G!dn1V7d8MeP3I<3^(F4Bzmf&Fszo?A1o?7XD)J5DMH*56KV; zQJW{ppby-hZq^Xn=l~Dg9^0`151Z2sq3~iI0uQm!^639$Ln|-p;vVS!{RVFqwaa5q z{*4BTU=LApzYSJhxFhIXz&J-usor64%i?G%Rp&wFb?#v2!jv|djTe{1xR@qbSb=ur3d zO%L5L3M}GAHk1pr{qetG?Jrgeb43rMptYL+3!@MU00B*3tWX6(feJN>ow zaYKjRur_DVJUn{lCPSu8oj!#cRq9l#RjppdnpNvou3f!;1shiESh8i!o<*Bh?OL{N z-M+o5uiu+Cb>9RdmRD~uV^P0N{dVzUmM((n0Rv{3-Y+j+6hFSm>keefitTKvLay>= z&Vs?AQ~c~1H*SWlQI2LW_mamlVT((B#(wD0_yzBl(jnen4U@U*hLV@~pKHd;9NSm-$iD2s?G>ZqiYVh=74KLjyE z5l1AkL=#U$F+~+uWHBna>O-mxH{6(`#yRlNLm#MK^UJU-vJmVSEU-xIB4Dua!k5-0 zIq`(fe_Yy%6Y>=dN4E!jSZJ-u~=h| zMK)Pwmu0qDXP+hOMUI3$%C0){*%2@wfjn%;D~MbSi!6%ljLFKJu>-P0KuNRRi=x3o ziz(^hC60^Y0pyE|$bd#MYPish9y_ieLpXQW^rubPp8IYTrbaPHVNmMaEtKEj*>kw> z-t-5#QNpChn&(0hh@eoy?8Fy+P97)}TLh&P;yhzH=#%u;W6B}>lKPaMP(|%1zmWRL zBp7+58AcLQ@i<4C8OK0FCRqQ_7^9AJ=&3_#H(*i8SE7O)wnJ#gCcA92&qh0KwbyP- z+D;#OgNOJ~j^ETD zogord#u@Rr38NWjEGi;2@~g-mMU?LEqe0$a3AIcjk5~;N7%;(uB>E$u3VrHp)Pe}H z*fv25R?vbM#9#(B2p0dhz0D@rdJ4jvQn!oTO-NYy+mVJuF2$q)3%Pg(Ah6Jm!(GG< zUU-HxHb;+mU;>9;5{xqL5Qt~E!yH_|LMxO6j4e>&8>6_w-&XhxIXuo8!stRM9up6F zQG;9ba9xmOM>`)CLotOgSi5=`o7l{THvZ5DC`!S`Oxfa21?fh4Mgb2vLJE&9)1q@m zrkh9U15(?YPAv3cjF){!N01VSL1I&<^sVn9ZFqw;29%9*h@&6>n3l&3#=3FEVtf=8LuCR`KWg$%FQp~z8LJlo}OkikA4(G^F zBw=I$G|72gmdIekShS7{>oA9w0I{!r`KX|RLF4Y|u|_(MY$5cZW6f?R$w6AIAnAcv zMcp(TOAT^i745{x=t#*9S@H}w>W3k9)JK(4uOD-W2-MtAmuk&arZb|N0EGpg`HewF zMQOtvfJ#$gMueEmL~2r%x>Tk%)ojiL+8LlZw;tK;TiT>Yz$in8c?m)k^jZTwZjlDV z0OG6YG|VBsnpG?bCJP7s#uy8#4$jdlpMtpq7h=&0EbLRPNNh|i1VhG)gyV|{O=FrE z+Qy0!?;!u8fUM2ZgC6xb*0G|PEN&#p#>R#svgVtpY$i5RoN-Dbc!(xcTnf`^L5+Pz z0UHF*FosLk1-8Q48E$9Gk)t}*x4#8$aD_WuugIlW>;u|VLpaS6S~E>#03toqTEko1 z)vNR(Q##kmPJ;^O8gjjeI%EgNyVBztgtNmP;=qM!kQXw9rH4A~dB((631JZ}$Q&a& zG00-pX8WCFfbrW#^tfrH0KN@?bE6P`nD!w(>kMnB<(@IjQns*t+uL00p57AI!yg85 zh()YH<7QZ@by%r1>E@E)76xb(f7>z5iW-w+%EAF|~VFY0?Ot9__f)#Ic)#MZ|*V@*% zwzb9RQ4a^J+1I}Y_S@JjXJQxI*vCdTRj5}7JT%+c&xT(d^vo1KQ`^tg#CEoabXaD}+`GJD_!KX}3$bM5|U`_94icgDy49dTcKm6~P9tMJ3}m&bhO zHNSbxrv*}l2Yu*8KYC{!KJf|#N8?q$di#>z^{}8KE)3e_8w`cs}XTSe@-uK@3 zzqd;5aX)!X|XW zCxpT%l)@>b!YZ`FE5yPq)WR*~!Y=f}F9gFd6vHtj!!k6(GepBQRKx!@WWzRe!#9M( zIF!RVq{BM2!#l*oJk-NI=`a5E4xDxgT*vaUs567?**BMqI?cS;R)f#sQ3j7kZ3exB`I# zL2wkuAR$L;bcUY$5y}w7;Y)^NyggvJf{h#!L7)UX7!o_kNxegdfx!YhpadCu$&GAB z3!JGp0LaeB20R$ZzbnWgiHBI|f{tXoSQyDPc)aVgM`y%>VO+gNyhlgGITVyixx_wp zq>N(Rp^#L`#hgZzBuU1^0+#&4LwHG*lt~A~NyF%bEYK=?$V>wKmW(tEk?c1S6v|B$ z66T=Bv8FGERast3xy%+hV0x++tUR>0MGCg&(&eZ5CjBW;7ecxgwFIA z(NsOdgbX2>#-(JvMEuBPEKfe?z6> zLdt&2Hb|t#EU3H2Yf9E+OXqB&$8aHCpvA6yj6&D~NYqdXM1!9)2|rj%$Z!RxYf-&p zP-=_^zOqnnWW2sPQO2`JL@N^$t->t0%28-Y$jD0^ZM&vvwh)r`>QGDiQ~%TT7QrY!gyqGX-C+sII(2Yz$L zEI3LH%q2G%1Z;R3KPU&vI0sCsgBZ;_21Oz)m>1U5(cw5H-#DoX~KaMj+)mA#Ebx7;G+8$oVRMqRO}lPE*MK8NzDJCq{f=-0&FW-%D`2b+f^v**tnBNLD0rl z@J|6mR=Gn5NHjs>bOUS^3^WibJTL~uAkH?RgF;Kv#;jOs1WLUF*V_|U_RLFIRXx8< zMphj`Zs^Zy91=?Sg+~(&0))@{e9V4T$v9X^ffZF~Y*Qh1PK3p_hP}Rr9m`}8mkaGc zpFGj2RVdeV&Bu6K#uEg9wN3%-1`*Y}Z$VHHtO-1r2E`bJpn3yjFpLy+14vjs2CdAI zoX_m~yGG2|p6i4yumedn414T?di^_zyvWX-$i4l*sJ)k8FxpB5gz?EfCH0nXY1e(N z+J1FLtPNOD-P#B&RYn<5+!fpFQ&suf;cSV$gqWR$i&&7LAfRk@PL&MDZ*g3|gIu7!8=}34ywuz%JkrN_N2|=X zF2Dp=B)&wgxyao)`%Fe^WCX1x-UY-`E!ABE&4Px#f{)!m;qA!)u99r)*yLqAYAn8Z z=uO1{M=Ur!pW}vap;KxA1YxbfObEF}G>lAeA6OuU3hRk=?ALHaqMn6b;#FU`6UlJw zf?>qm_GP?o@Zlc@;%)$kyA;8AmEn5<26@Cb2~J!G7T5#)1%j2p0nXivz|t<&;4QiW zqzzst4j27JUT-o1A3y0wEK@_w9`MMcCm3hC~J9CvIYC zWL$0Q;tT6ULs zhGCOzObA`aPO!>57=`~s&O2@xg`K=aI>kUy*xt?{hETx+#I?O=08A{fW5zSuY^&I6 zM&vC>vQU`MZSKOs1i;fAWuN0$ot0jAz8iV2+F1U-lXk{%tfnZKPkk;vZA213`xbod zVr9J8E2wG3P)37p7a`&4$7EZs>E*y%w%D8VX(|y?y{y!2^E<&d#$AR(6XpzQ zAlw&JX`W+jvIaw76a>s>Jx#o8L>6Oflxt5W?b0^w(?;#oR_)bh?bdef*M{xbmhIW5 z?b^2O+s5tO*6sh@=I!40?cWCO;1=%TZoz_z26dZ(y$CNc?q{&>c$kuRn3s8ZhiDk*dvT}h#%{sDXwLWs z%QY`^SO?Hh2l#I8Zn!6KKn{B7Z@~b%WXJ`eqlR1{7j+=-&v?LR$c2N72ar*R=!yq^ z1n?r=3~hGA5OG|3_K{_h~7hj$Q-0>6mob|)Brh60a<>8|f8IjDD# z#CSNUZXl;`$RUWN1|@PA07p(6Z*F=3a1#cGTv*fvlm}7DhG{?!D_0C^HH>ly25cap zb`T|JrHB7<2nI5*lGIQPcXB6m$jAoY#dy$fFX0CIhHTDoCug|JHKqq0FDME(wa!Rx z&rml72N@>J9YsgbTPm_08MC;!1KF@_@uw3SThSXSxARqD=hrs_94bA8m>81v2 zFa~v#ZfAhVXSgQ_zwV4&ZZ)EBb08GK03rY{DEqw#Z~!9Fu!df*@JGLHbf^ZcO7V+0 z_KP45!2ojJ5sd*?3}q0Fj8ujNzruLSf_S3`#p#zrnB*)top`9CLwKBv0EET>cY3HI zNZf+x@`9U-%WLXTdhnrdNrO{(aV#LKG%=@(cm*JdH!nbvFGz;A!UQdNys;9D(ixm8 za3}vpkm7LQ5=h*4CL-p}cm+!Sf@=SbSMY)xdWBYa9Xr@}K!7JfNO3uUoGg&UL;&}} zIgMTLf_|b0K!`L3#00{rf+B(V#GnQ&u(3d(gmCx*JFo+FR=6yWFL*>H(GnMO62C{1BzuN;-^e&!Kw~fiGjIt(7za8C2|c(cZ^#M3 zfP^{-2|u6*QE&-8$cAGugF*0vLa35(pkyQA0?D)kW`x*v%L2VWjaw+sFIWe~xkvw| z-VCUeOiU0mEN~LfX|bFioPw2knm752s3N*^3|{yGfzN_IfHHkA48^$&$KH%vfG4Tf z_kBM%K(K?b+WH}p{-I+RkUQmtzBD%Px8 zw_fEUFiTI4TZ#svMvvMf$JQzJ@im(UUc-Ht)Z7o6un)i2BLF3 z4=l_tMFk3arp^nzfx~Wj zP$6qgXr?Y!(({)$kSgK{Bp*R4VWCViG;3(HJK^&Ump- z8Z^?Q%XhlmluKs?a)qdZ9%`Adg!GW(n9yz`iq#k7pcBVXyu=X-CFIZ(;wxFSLl>9QzL;#`dsbMFmpi_KR2I)V z>Lh%{D5D6YHb#B6{r2I=>H^3*_%$|=x+nEYj+kDwD<}V@10`}xH#}?FoGxUHatbBt z6&S{Z!w!L{3?o8Os^vBBd0goq-!w*#E{sJW>Y&I0+ti6d(4$!*laMOD(<^$+3u7jE z3ed`@!WF`-UeDMFAd(@7q8y?NU-&|0;*hDY?Who5_=4c(60ZFiPbasyLpPkoK1EsN z8L^lfR<2--Tr9;so)LuZDt3ol9O4~afJWH@2BM;15glpB6#0sC2XrV=E4!Ev7w~fn z*n|fYjPTnbT46n493mH?5y%JWaf&SH#Et_|m}_S91!oijb}U>GXR_coEP~^VB>ciV z>~NWRF@g~(v#2*o<6(DZGTY3w{A^cXhH==_K0DIXZ1(moL zz2OaRfP_GZ@q}|o;t}-Ngd-vG2uOTr8fMS~<+38WJavJMih0|Apm|8I6ly%LgVP$@ zxQ;8x>I=Dx&}Oo*C#|Gyk;9`$985GRZ|x#^QiG^Uu8>Ns%yDSBn@t>il87H}Pio&& z)tZv=2|w+|9Qq5Vigb~bEWk%r?OW7t;8&3^I1y168^{`R0Sz*AV}Hfr0wpkUh53sHB-f)_H28k-=fq%0$dGHw-*+i(GT zfusjKf_YSd0HbxA>B1Ep30SV&ffDeb6%f582h*q~9HY}pcqj{6j7G={)#QkIo) zT#g>m=)x$t@Q%$mt!i=_#dok)qG57n3&Sb|G8=M>EBLQ%7z!_Qp=g!6dD$&2Oqwtj2@9c^NfQJz z<&#wTcd$cQC#)m~gnVSaX@CbHI$^5E#spn$qlb4<0uL;Vx6Gc#DS`qG3^KHbQIsBt zFT7A0U1Xs$lpe)RX?&t*po0-!pawSvozXOFrh@bs#UHUUN?Dl}8t72X?6eRSRghta zUt>f(l7WSpw8C5QAOkq$b|?Q`Ycwl~z`}zmwhL$@TOFxAD;KyykU~6T9^dPR7M@YA zn^Xe}W77=Dr2FZqN$@SPI1k0*ozGrn%A51#F^$1%wTZD|VnnJgh;6>`2cJVlGBJR8pRK)1%&Y zzKVwIFtI|k1KD0MHYKv4Zbm5m*I7XCzO7;m7im~=^e{s(&S7 z4eYrl9`Ufls;&a1F8TkN9;vPjFS-zCDO)2Rs(HnH zDz{h%JVgIHqC4LUe#1g5z9Akt1mE&DdCOhH1&COvKH=-oSY^6VtK8H7a8{bW7SwHO zpX3Q4SHX#l(Mj0l;JhI>eZMNY68nL4m|#}4AZ8TCbcDiu93mP%-bcWoRp`QO zoCWI@2O@Ssw;j&_l1di*hD5a&>1_c*bO{NYGK^I=~nf)Ynz; z0wES+A85uectIlk5n<4Sm1IF(P}&H|OoMEJDjbCZt^qkHAP%mhO0FbJwxpmuL%g}9 zOwJ@t)}&3|Bu?g}PVOX6_M}h#Bv7u%E}UOb7Nt=hB~m7(QZ6M^HlwE zC0?@7H|!-}_N8C`C13`oU=Ai>7N%hyCSoS0VlF0QHl|}fCS*pYWKJe!R;FcMCT1RH zUT*&;XLjaKW+rHcrf7~PX_lsGo+fIhrfRNcVtS@)z9ww4Bx}wlZPuo3-X?D5rf%*g zV#cO#{w8n&7H9w%}pXKDr~b2g`Q7K?I5r*uvybylZ!*5-3&r*>{sDdsigNo*XJ}88mWrI#Ag;uDA4(5DCsD^InR{rHKyaI^cf{5zE zg_fv^o@j3Rf-m%CG`zxMW+;cosEk78JNV@`fB*pGC;$wA06;)sf&*Xz>0w?2iWdK= zksj$@w&*LY=r<_oEhr|8&Zv}5sZrKwUv9&PRssNEKrG~fE^NbIf&(>tLpTs=m~sP| zh69j>!#4n_nc|v|?j<>V12@DelHMtvCa5_msV_LGIY23u2CAU;q?Ov}Hax%ybOShS z!#1QqAB@5Ql)yE-LJ;Jr3gp5!FzOfN=mm5_rmlgd0>d?2Ln1@~00;mOBtxFADy#nI zo`PtIn!}$aW|R)9t=?)&7V4EYLj)vhrZ$5DoazG5z%>{G05m}p06+my!#3yu06aht z9Dt`fD-Be^033ia_yPcEfE>_30X##ihO4-?r#UDCtTtw?;;Oo?Yt-o~UvB?HGa#xs z{OSV;z##xBqvmT46o4`a0|0ygnwF`ywg8$Y0st_AE&xChfCD$w>9{^D#D1ref~Ybu zX1cN~#%3%|x$9oStGv={16Tu@Vrdc(00AiLGvERMcvGfsgD(icv+8ISIKuyo~x#s;m>vJl78>j})O$DV-5ZiC7Sz#3G7w?2cvvMi(Of&eT)AIO2$ zK4~-8rj%#nS4~t}WXdOVK7R(#ET=ZUY+tKpJFf3lxAesH_TD z!>De9)#gB(#%VY(Y8D7U_>ryRF0N{d=&ZhKGyrPbPA=tg#oNkl+#>&KHx#bQW&j{K ztKM#d2LM0|tbqr#!Zox20H{C>J%BLm!UZHkB9s8)GOq33u4u|?U;gQ=BId4|YQPDgDZE~Q3UEW=UW2o4DOO8 z_O9;=FZ!l$(H1V93MrU6EcSi_HH>MSk|~i!L*$Mrky1l6Py?H`DgH)-osusB7w~ER zZu%y$&=#!$H?RYzCju+51hXpxKd=Q~Fm*=o1aGjdRxk#CFbET;26He8PpJq0C6N;8 z{}v`V25QqP;4dbv8Kd255u@W!w zWft)fKQVtMF%wTQ6{9N@UvUmsu@-M}WI8bxfAMxoF&B?98GnNpgE1O6rx=$p8&mNa zr!gG+<{Gy#9S`vv$1xsz<{Z~C9}{sN|FL%NaUTz|1>Z3sA97S;W&kTg+7hxOFEJwr z@FP!h0lVZk_yZ zL~boF?kztvH+Qo)e=|6TvpA14IhV6JpR+$ivos4tD6ju5EoZahZZkU1GdN4v z=d(WRvpO^LH1}mS3vDFBGug`XJ|8qfC$vH@G($HuH}^9%4@5g#^EDIn*c!A$XS7Cd zG)H%|M}sp&EAv0|Wk3h*KwI?AV)RF^G)uR%OTV;3hjcQJ^j?;<#-21v=d4P@G*9=m zPyaMfBeP5kwM0|1J6Cj0>-0bbHB&dWQ$KZ35A`wA^f%aa#^Q8RKkQCJHCK1FSAVrV zOSLgmwN+;Y46FcJr!@sEucUEeic=k-{(^5)fLqE6z3Wzq)MF4R}fCsb^ z0%~EgM1bWMw+GljX+MVq{e*I_$ZE58p1QVdZ#Q>$cSh6pFxxg)yZ{QoLMQiwCIq)) zUquseVOA(Z5)4EiRQI4T_g1`veZK>I$G3C9w|vt#bX+%f->G(cw}Brxg3mK}3$u7{ z1$mn{C!@D|V?`5GQJ&C%1_VKAD}x*;0}XhX7dl)y65LlbyF2^b0uL<5G~fE%(8D+I_!n$>1RVc)1k~NK%Xhh7NwG`Ct8ckf$oj0GXszcuzxVsC z?>aE|dRF{;gtz&6zqxx0k{l%YY=k;Ny!(}e$SIWgD_HxEPy0YD`i1mC6STneMSvVw zJUx_vrz5Kd)LppqIIB>+2Ow(`&;X{>Lj&jbCJ3w_Zi zzT$`Z(fe}JTZKK~wr=Z#KlK0hZ-@55SH%}tIA2h^2jGjHKfKnDj?UBhA%Q)R4+f(v zg9Z#l5`4USX@L6J0DaT_xeK5&sQf@gKtO9i^Ju-q5B_uDyWv~tzArxVC;wMBelI_M zRYbmKd$wnT_R~{Ed!NKB#5*ReyX9fMds+O}3xv+og9il2J2U~<-@bd%0Hd1&*t0(D zqk7DTIMvv+rkevMc);ig`h5MV+G`9zywX6AUbGSf>Gk=7@Kg|l4uHWJ!}JQKnS6l4VPf5BTUh)VY&qPoF=51{FG#Xi=j_ zktS8Tlxb6^5}`(wI+gz_!f#KlYE)J=qCFNJMywFKf`r%+9ZaCuRP{>)w-E-?3*y1U z7dfZs`Dy_%i3c0>>9yFZN@Qz@j!zErF1Web)t0n{^AhaPE6XFPaAHI9w zwnPwL56#(#Ko>8)2&X(8K25OiUxf@Ea*aySqD$Yufd>~poOp5LBw;#LzMOe;=g*-> zmp+|(^`5%1XQz6#>BEg%wbOesmOObDFB*kc&ou($^%32NkMH{ZdfvzJ=hwfVe}DfN zle1310SPS7zylFXP(hsPYp^QrnDS05^%|MP!V58+WD``hanM7|=KHY0%tYkszW-26 zQN(Z=OU%#j`lmy$3e@N^8azV?KCkHjJ+I(D*RMcB>&Gk1@Q|;B)Ux6)eX0>O;%a$Y}M7- zXQBOw*I=ow*4k@}TGlG82>OnqZ@~>$+;Pb**W7c_O;_D@*=^U|cbkn?-g$MM7TbIA z%@%yPF4^RhQBGOqhFNYoQF|wjS>~Cgthm^0F?Ctzoq6urVS;E5TIiu?wE1G6kxp9a zrCWrV=%=BMx;uVvChAqDvCdlStxaW2LnZDZdFoH3c`8C)sDYYKes#Tjp#>WlHtNbkNWue@QH-OkoM!Qu7? zaR%SHsqmQ)FTL}|QBU32$IIR^a*QUoT=v<2KAl0^hZ;Sm!r|t9C*5lTo+jU8`dszn zk^ldlb-TNL{i4`uk6wC3f#$t%#IMghd(sI~eE8618k~54uE(D9?*j)~e9qzieEa0# zPrmLR@0K-h>!#0N|2KQ*T=3!r2fhG$uYBH{iSX9fx$LEHcLAiy0K3<}^O?_q@v|W6 z=GUeAt?GW&+2032xT3;+BXsX0o&kw>LgNt*eB?_Y02OFB;T^DrDKuRJV~D#8?htGl zb6CX&vQURS^y1Tec&X;u zPjdJ(;u+BhoZcjHd`x5^1eFLn_Tey&T6EzRxk$(2#So5P^dr>5=qey?N{G`*<01bM znG$m_u#JW*U5NVEMLp6mlHA*(O@L>^(>W57fAkcccOcaNAIERGJM+%o?he`G%xq_G z&IqA0%gWvvXOneCktl@Fa8@DX?3t`erEg~>k}V;+pWnZq|KFd_`}2A|pO44tG^nFf zE`*dVV7@ADE&d{1sX26QV3qFb@wn;d;IyXsm19r%kkz)lcje$GF-(7s=O9>cm8&)Y zut)ogtsv;#w1NERKGyhkL8jAP6N#n=Zw+3|#=h`(=X8r6+i7FTT0Xlju({qLwO>%K za8UCenu)}DSF$3Tk~s=0AL?beKd339)n3o1NpyFkp9gr$1ob0a?G8#mhj|OWbz@?w zwM`8$y8)TwHn^&czw0tz`TO&T(eK;xT1);vOpLaFzvd0D%9_@ekH@!m|lMA@PCudx!=EB18yCUKg3T*QO)?k;#@YfH24Cs z-@c7@5^Os-8f5T-t{gInR*Hyuoa&K+qiJGF>3UD!KuVUUkIaw?b7Ql16Vc{k&Zr#r zvun4ytH>Nj=<4fB%-4zkriuGgcwVio%iH(W5B$>A`Oc3jSF6+QZL+hLyd zCVax~3KI=`nr~pi)vfrTmPfz0Bg0ufRAgTftVxA(t~M}8wI;WbDY}>8%}lb#Abw|n z;hzvQgc~&q$Pe+M;Y@lsw{hyh2C9K99xr97m=_E9v>TXT)WNGxJ$PGkGG#_xuRicE z9+=ydiPGV7-I#EIyQG%ISZWdlHe{c9>zrbKLO__4f){amEOJ6uVlo z`-F-}HwH`AK66d@^(QRrX6uv0?pNt1r3?ABtyWSNPF+(9oRFpdxD_{;Iv&h-F~N4B zaZA5N1S6gCYZ?)6Zo94vl1b0TBxBu}!n2n@o#BVs+Y>2)K|pfHb*yFt@6Ih@p*MX; ze?FkE`6njqEqrtn*JJ`NcDd@jWbBdEY|xyJniJxW+)d&HxTVL;dhmbXsJol_{->?y z(z2r%G+EOUK`786b-Wtb24JS8(5>UtSE_R$t)Oye62(J3DvrX;?%w=)vE-~y$zdvR zCj33>a%AVXwC>RQJ8eJ4736AmCkrj{(PCDA)ZT??g*RP(`E%(!x}y0}p?)leewr#a z{&DHQW>Q}HcCh3f%Yqm6tqR634Kx3K<5d3BiMZ|?+57c9tSxd4@Mv#_MPmtrFlF&W z?j_lrh44H+`E2m$U{~R6RxP$gE>ly&}F0fG;*oOd#Ph0YlKypMwVJtv_1g>8NX<{J=PcT*55Mn_x z#O*?^1gRNgTkUsg7)}1V20_CStukrQ;ESvs7Un~uiQa`h5u!;9f{$eV8?1w5Vrd`f z!tar25rJ1-NO09@+Ip;535l+08rBpBfcT+H$8M-~9e|oB>YupI5u_rj@{_M1`aSTKC5+GFEuAJa2d0Wf%R|u6TBl@> z-&#)KZJ@xd9Fzu{_TPp;DFAGj%NUEHz0gh-O`(GNzyJ#1n33-6`&z<+e%6g$ut8){HZ@8ctg0Am#-?ZR_5Wr$AqO)=qg3Hp1 zEQP|>EMJ;jlnc%&%)*j*VQ_%}6Hf9LBZ^!Jpk6q&N^t-{A0I#mQ0CU@?aDddM-LA{ z6(!0J09i--P-$djh&h0;#B(7BS)b(x0Qg7qCC(GU=Ch~|6d*%L=aCLSv_kG2LvQNZ zSq%U{(6F9;k$x78d#cp?rmUN`_?y9(xk%DqSwKrRXz7E;yG#7L`vOVm0dg?CDS*$U zP=LdgcfAtQN^TZ75LmVOepX2rLN2w$fbJKF-@1+ZPY1A^*e4&V@jemlQN?CIhhlK! zznci|KWLVa=f?Ca56y~%DBvSl+3p+&C4~M>3PoEND&`al5D%EsOgS}NQO8R>9{>;y z9H75XsjE*-a!G)thy)-A943OPSfCDC82!-=h@4a!bgKjW#Li>5g+oO`Dj`2ZMTpEo z-vo^mX6N7_qwslYoCm*Ol{WCZwopH6aSsp|isQr!pX;DG38Eu&oVlTJK{v&449yXS z8GvSfmB@PmQjtLG-ExOZRI2P1^odolPbX?#Zjt$zs0q9a91SBc_wfK-VN#nM-fUvT zJ)`heEEbHvZENh4WPC7aEGme*oo}KyZQ|h$mjUzvOu?;W)V2<+XbuI!(5&}?^_NUw z`?`{7q<6o0RtpfxfV$oXZopZY6sf4QRR|KySLDI+uDqwN01h*e<5t7VzqH~Gjgni9 zXv2*d!!H<07F4z?{M_%k`F~r7S{D(6MAv`-F7)4*l^`bEcf1Y2?iUBdmGcM#k01yv zRO${SUZJ_r=Tyq2qnRNgfYRI3>r0o|rR_Io`8x0Qt+Q?HE^*kg^Ccz%Ez_+$3bm#8 zF^7f9!J$`6l`I~GOFwBddHTD!;fg506t>F-$Ax*c0YJ}#n~pJjOk^H89hy-f-!nPh za}3;a>FEbD&l4cuN3tvP{$t2Kpb8^0zod6-OCVqgk|rT=sw9H^V70@_KQb#lE*~`| z?>1ZDBKG0zeyjUmgpCnPz+t7|Q+iYqn&mJNEk&;%{?4zyS%86s&zVfmmSPld%EacH zFGGe>N1sA604SE0>&ZC9xZj#@f_&<$l*^BlKjmN6Y_@JXl9oMck+&BEjGG$GiN*hX z8r!Gw?Y;Jt$q!ze;xD1%J1MEawPKd_#eZm%ivzO96?{g?&XBvkqIZS z6VCr6096PyQ3Tp{0^>1(StXG@Dv`TAk^eXmqmuNyIBu_oFMpX2_EE5S&&AUr?)zR0 zwFVi&`GOeRAb%L1kA}z?jUDdZe{RJYu z@q6kyQ^xJp^qi98lm*6cl}ryvX8FR={dT8e?A^zXsV^LV)T(3+Auf=?sX7Z2&402u zr?bYQc3&N5zj&AZKI+$OdroFv&XVKL|DtklTjg#=QGTlAsUz}EN*0ce^Dyu7Xrd=T z9mLJt3m4HKQ*{22Wj_DO8y?kyNTveu2NV76v%|*)jqeInAN-W({-k_TSlJjaCs@T{ zl5{2d-qntK*G}%asowXBzV8!#U-Xk*LrD>aIV=36FrdRO<9I73x|lt(9F#qZ%NswHf4@~0_p3f~k77(b%zB@n<{9~|{5IL?br=v_m#;?t;$00a>Io7`MLasfdTd;i%poHe% zU=aeEzU*(4f=Y9ZGoGD8{pB0u7Uws>2i1E4MYogS74+900t~*o0W5E^QSAtQiU1Km zcSa|2=}{shjsnQ|5Xyp~5d#1Q@ADJv(W1CsO=ElOqCP=a1KxdZx(aqWzQ-GGj^VA2 z>1Wc0LPlBPeX34U>fie?iwnYMv>$`uhKe%u6z)Zx?m~NWAkOrnxs|K#9j*g8T;c(s z>0i0=nxcnql?kB9!|BGiCKL>);Ud^MC4SeC;*;9Ewu^8781PCTtaFV2Xlx>?<%x@b zt1>)IO@@X%2_W-$>e3WV%Gm-~Rmw!L3T)WV?<`JQhsfOeh0bqx!jHp^QU z{PUIUkctj|=g~};iwN}S*JWVAqO><*`f_RC80XAAyBW^zbZRZ%Az!CR2IbwP4wnq& z`9lhzc?Suh@E+;7WHG#gNuoQ#;G@86TLf=O9bkXAlEpQeWj6sQa^0Uh8n^BVu#w;U z2=WBkmoV}@p`er)VNhtFxp!akkSoV{1;3uCdrM)mXC9&?s9$<0%`Zp&uy(`-~ zvq?CMmEJu88!}G~nMpT%VvfwiS;3$5H|gY#Ox%%P@(kzv!_tGeg+H2o(eqMYhMHy7 zugR;QLLX7Mzf$~=OOkKjLoX0BKaa^XrE8VWBd;yig0)W;Py`S7*2tAKR z2DY+4m4R0+7A{vcn8_yT)Roahxg5i{;dKU=uO7`8rka&%WXji!-;=^b#L_C%PCiid zn>sVxzch7U!)*JP$*$;hrG6HV=H0O6;aro4YH@T*4fFMO?4P^tD*0JdqQmWTPNknO zG(aM*Ou+7iiS;bW!x?>wd&exS1DSavQy#IJUt}G2@^Qy;B zk{VaX_^CG;7*t!<-j>me+ApfMuFq6E*l4}|C~r7fufGyWIac6DA-9L zy45dd?((+gna2t=_lXrARp-=}ok>Md5C&s=4qWAHX8}; zd{;0L>OP#!NSm9l%F!A*?9Y~J(>Kl&Z~d-dDSe8Cdt_HL8w+Vdf2LMst8I@y(f&HE zz{vI8ycy0?d?sfidy*n&sdYjWG)p->Y#vjzyje1m_S#%a*HO zOMG9}^G5F%0cqrXr*(&ztBdwvY^@dYW2ia4C+`%i(K-{tR)>ObQQv=I^0ZIQrxvzF*jd07fXszZ^JlzB3$bUhD7t*A?WL8VGy9COMxUa{}D>x2D6}#*=JPNg3 zfNOSJf@tgdneN!se!k6P{d7=f;+OLrI(U%LlDZq5jI`uR97UL(5#Zt(yTBoq>TFvm z`}2LBiPy1wO%Q2!?17ioArf@6<>r(s@gx$BjDh*k8 z9b`~%hX>NI`Fe*yP#MS=T9$5HV#?#g)ww)w;A1{gPxszmVzXE;gM!K2B>HxPA$%{H z#|T}Of;4Og(I{JrHT^`y?(QXvaOr(E)}EDOHk7?Ft7|-Ik9Z~@D5bvI9OM(n7_s1S z&Em*lZnvU=S!)shwBOEgGnx6B+7fok&c!{2$8Hx7RcKpH-h5V_k#E%Pg%Y^=;lkyO z|JW%f!?K!jBkmQ0(IjDjK^`4dsCNl__?&A7K@{H;l@Q-5-~I7kee#PC$-)hY~n3XzFgb zvgk2^R%^86Z!RF!t8C@AA>{*N{At=1>qNwC`y9&=w*3@7$hE9eLCd|`JH|ysg9hKy ziSPHbviP}PCigLpi{{*Y;Oni6*R8K!g1FE7xJ3vW$ja#4^*YoQ$Z<8yG8G#TqZ3Pw z%dFIPisF?tOi>?Suj1^54^y#snX^&cE1We84}8d&@Tw<6EXUIbEwO2*AeH`0QAjy4 zVwD|-kO9~FpA?f(58ZAgh6mxpFJUhyy3mr#f$2ARA*NT5_Hb0#r;0(}cg=s$u~?w^ zg0c0raXqjg_ySf@`?=!>F8o~_sCdV~+>yhzdV8F!>wgm!> zC(efouvOFpy~i1=kVP11_qhD+0`qJ>b`kn(8?I9~dqmBjpfZ9S>n~slqI`*TrUc#B z8O(AHVmh>j$a3oFw8xl!lBQT?dn z*QU;K6C#Gq6}ZU-S3Oo+NP=?+CoI7>9|2(3zx4u@}nu=s=v1h1J(R zTlsx{I`8NX?B_4rtF8d06?GK%ZnHmGt{S=&UtysnmWY5&Tzv)qkTKR1(UFq*EO0GG zB>sK{gnEL1sT~_kcLRWPkYFHb)>S19Jo8|3G8*YXQ5{d(S z+obevxYL@9rz>Yy14|wHsZFN^Z87$JS&)~75-EqS=2?ZY0bQyc#B5MwDl7CHbS-VS zP=G#a*ew`HpaBew`T+>C^EwcKzBjyNcSLJDIE(cdjIuxi(33zoP$jwXnCoH)>-UL6 z%!5~gOuiq8A@HTFaDYjAtN(50u`uYM{i1MM$EFBZc#43;C@96i%%lW=0jSlY!u?F> zH`+U2jWFg9Gv)%M#fanVF5$Xu7ktL((flENJET7sNAJ^~N2{%#gbcuC%S%0B-l}eW z@pa$hVHaD8uH|z;Qp}KTR~5TJ9}QT;{VD)niu$vQLm%pRNqSs`{A)KtUa&-C0utYV znw~=i^AYhq%N#F`p{}p_@=n~j!3js{GP(Q(kJ0x9Kp7)9Hh_RIzyiuZtiO_V-*%DIAA#)8pGS*B>*NN^yNYER>+E*z3McPsdn8jGf zFYVcxWXFG|7i@){8}x(xXk#Ftt1{2I2>s@9=uR|@b>jY$BOn9w8~;X)fQS}(bQxgs2Qi$~zZ{}j>HYq& zr|Q0PlldJVzi#tcOY1Pn>^=Z!`O)8q)`6y_INY3sSsFVqnJGyNQ;r5%LqSYY$Ta!& z9Ja)(vl^f>2xMv#K} z6Sak^aCNcg+5|#oTr~yI=nBKOZ-*xkuKlXqQr7x!@8FIC;0GiaW&sOIigVE3=KJ*K zSQj!}UWf06y$5PPlDCgd~I`u1w$gc;C#2 zd^;f(@df}Oiy(2t3#|y?QVN1R4LBqPY^^cyv}=0W-|^ad+iI{OUZ-?grkDa@KOp2( zXtR2!X#phg`ww1C zI79~^!*c|o90}j4aNrI~W|*cu#JakO0(@{6H=!VaC|97TL(1pZ5m0NZ>7WQ8G$`|k zCG4X&6qxX$Cbb|U9kPVSlP+_zS+ashSS{q`;1z7B`~|lF{C(Q`1Wm85 zoc*nYC7O%%&Zz9+G(^$BR*}No=?a#b_XGr8^u`4bkzN1_@G3sj+JBUE7V>(d)M6nG#e>wh71Yib@jG*E9VQ}+ICeyhu66_>=b<|T?zS0t^geDML%}$YV<7{3=HbZ zv=anWCg0;GLe7Zr7l6C(umDx;J(^T+0o5Sp>8xipc(Y8lxggqE9DQqrQRP$GVzj;? zz%-~p?s5gKApxs`*V0BqKIqeZh0r9BAPvUN;#ORVXWwf>^cwsqVEZrAP7UuH^=g=qVNI_@Fmq{`f`k3XlNalu}s+p zS!AR^uztBrr#YDB@f{nYukS_lWv8RP;2%pmA%D}}6AUgD2HsUOK-~6X(Q8BYar+q7 zRPjG3lNx88Bg5|C5XfYBD;eemri zOmmkKpO7=lG=5f?vX@-%WO=v$zzeVSpB)pP0x2dj6r*h%I;Hu3I_nKY;{l4QW3Xzh zxMo8w^UtbS_>*H*K95qQnnV=5#*WXvP9j*jO`k5>7Mej~@U1YiNLE}@l&+pe1mS3c zDj-}}sHTQQLis29Xk^{OP>8m>`PoO`ir=cwzF9wmxuG8@b+2>J##mLMK9b6-fU&Sn_qK+3Rq> z*O6JTqo2LLGx0iZ^K}qC7{SrD0IW4P(4L8`~2PemoWP3gXq;O+Vgw1l!i4D`{M9o@DQVS?_Q9-XB;R5dvtymD+p0*-ND- zAADiz{M-e!Yah<4qj^r|kYjXcpqA zO^_wC^1i3jJ;ydSyCZywp%a*T~S9kw;SF=_8=0VbtnIK}LRIMpsG9!)f@# zU0Bn6cOj+VC0^oEWP`?Z-^%W#8Un9`IjCG?{I%OqO?}T=`YZ@!> z94ck4x~j8LCH+{z{^h<=jw>BxlB=w2Wb_x$&?5VY`4o-+z@i5290}&O3z@ALj?{lH z{beXzka18+j%`5Ug9)8gkYER9YU7M&je%?3eERMkW$r=n+cLV0S$gA&`a9K7GfDxv z=1NRaH76&O^Z7&}sOh2HH0?DWXxxQme%3^?+Nc83s6abO!b}7;Y$jRrONVISw3$65 zO-^BZ&y5aj(?M|~{bjRNZnJ-)y9{2C!2|UhZ1QhSs0@OlHfvSzb5}@s813OSV%A-* z#&brmfX;myo+CIP^?cs&?Z|N1{4LF{=|hQP0QBu5qL`Aslmf>KF&b7RBuvwnetd6a z%cSrZ(p`mkRWa5iH|yWcZN$hY_F{n~QT@D?p%pD|smq|Jr)G#N|DY&`T(K}p>fT6# z7w!sxDiLC56MC9cdFNc&U-@(Sc_$>lj7@w_?W^TCz|`*!;475%lNBD`$I|M3IwaB^ zPCtvxMMb;Eu-Br&YEyj1fT)gOaB{n>1L zNxYlHV23YsqjcY-Eam~fE_8Fv2H@j%$^h@|6 zp>s%a(MyQidUS(Gv$~vxhVE}UZr{8?Ur0+M|E8BXr^r$yh!q;@Mi7=)2GqC7Y z2Ve!H&TIwL#RY1NW2ik;Rlup4Q7+d8JvyLW?XzXlB7iVR2A$khlc`5PD^@MGS9c#Q zl{GIl&Mcvrmf3=p`Mnm?PROMeG%v9as88kmlTCU4)Ytyh(z@6%TxRSelLDE31k3y& zPlA4+e?;c~h<^Fw&eV@iw(mFYejBp>UX}Vx-~%iF{UN4X!m|W;yH~UpPEo~G%@Doe zp8-~-g_&32Vkrtf18E;Zz!^x^Zy4jx%6wHJTY-v=@PzT&4=E3`2?3Q-~Z)`m(K zUT$wrZEtOF@APa7PXmRpo4Wx!e{y$DUhe#z z+Bx6e7NdYlg@4s?ue0hn66MxAMvGxXtP_?)bJMEj18GX6Efwq*d*EKd6s~q|>$Bya zKi8HaZtp=0P}p@}G;d$LabNP?zVyz%EaE_}aX-*(N5~Z9de=+;zb~#^9gH#*7Y5CSNd}Cp<8o1A)W-E~+h`MYTv^6KTWlqM$1n#}>*<N!Nb{SONfCx(%YBIpcnbePob{-%39iueTpI1$a>Q~)k4bP^RV&u<0%12A-~CVKk* z@{({H>tP9@_Rr!Jlvl451w>N<_LL|Jb9I00&9?r#4*n{Wv)lroppd9Pg*V^*+uHfJ zgP`uoQV*=CzjsJSc~t62BlYh)>iG_pia?$~n1oBL9{0qamxK|P-Yw~6FkiB)cAQx@ z$mUiGSY4P|(T~9x%ro!}JvBF1yuz$x(plQO>UJ?DHjm@VBLG1+2{;fOX^WUDaaJm^*k8Ixml(BOW zj5A^iFiY?gm9SMUkR9V-b}CxUdj0)d;W&fr&BcX1kJ0=~x5{pMrseZiA0LyK28@63 zn8#-S%LW_yOx0^<-Lx6VKwz{77t39~9Nk{*2>)hy;ieCu^ra^Ja$Y>%D~Lh$4n`e_ zt2RUK&JX^vBzIBos5RIDvFQ8S%@XTdtiu2TLCdo^t+*xcn>YZ_fc^Se4+EfMgn(MG!YA2y!J#nGD0d7qcu^I)7&^F0&H0izY=AJP277RfcNAG920$`wh~n#hnprMvV+f2P_~0I26GO6r z<9)l^xIrb$={!JC&4_h+L`R2@bA7nC^bbhJNM)Jzd7c1NKEUL5!lcEoFWe>)=Ihj~ zZiBI{&cN!Zz@9y)5U6P9FDWHy&A-`Z;!8A9K?~V<@Llcw=~sc{lCL$s#0vh~3YiL? z_6Vwlu}m$bfh z88L!{a;etck@C7{DxZ9+C3o*W2le#b;(vbLQIkSbesrpr9w2`USReX(_*n}#zE&nx z)%|ZHncQ}RL|pHs0)t?0nhd+%OA~-yC7o)KwtLO&EXJaz%C3Ei zZ;7Rq$OqCq?o-q;cSj3juHz#6?`2pD`~Nkaa>4*=+mUIFS><{+e>77|gs2xk$vRew z6~L1y8k?r5H2FFpW6UBrVr7#Sj_m__AFl|YjrE}weQnNL{os#JMj)*tnk}&xF0U;3 z!fs_Q_fZOP^FpwOR|K$g-;9^*{C2)?G;*G}nY*G}X$)O3(!P%;2Aw`c$awI;_x%(T zB^SHMtB`1=fa}DR3h#JQidThTeDbQNsJ3AL+vp3qJ5ZSJ>O#TH)oM{iB!MnI9bwQW_^zlu-cCze!lw3vmk{ho(6Rf2{KD?5s>Qx&bP1vOtF;h=p8+G2>&pYMw z(oPo2;hr~B${2KDj77HVo6_FUMJC-cw3SU3+=t=UX@o_7SY_X26Reo`);5dow`IAN z%9Bqk0=dY4QC8SMNd2}X;v{cUzCdFXOw$fXARdRHB(IEU84q!W4OaQcdI@UvT+HUW zX8B(5t-M&*A)H(=o)bcXv?3*$kp57w-gBaFB;XX>>>@QK7lpuyCD5%s2Q%qwW@h$`!})m$udLtNQA zof1cY>c5t>WBdw-a@6;W{f8DQ|2se;1ZF9FioAw(E#!LO(Lv#mX-o1n{=&~fZ2$We zb;-UKXK4`bUj}@+d{VX2Ybn=_xuKjT#S0h61ofmzg zPLgE;mx>6h$q&OD4_z}Avrztcg6gtdV)d*Zjmbi~yjoLk6)k{1yFQ@vrQ}Nr1F=`~ zBDfXknv%w|t@!6IOBZ0G=I~#ZqDn;pGZA}@0~USlFMIR%vxk=fq55P4drPa*phsMT zSg_*4h!P$`uo8CK#8)^RbdU=p6hARzl2OPb)hjSDnB8U5o5JKMy3pTqt1Cs6NK{pcK)?Z>_IN zUS5;8F;(Z2?|StxbBLkZ?N*uKP=F2OHQNF;=7Gq2JI89A(bt-2M$7kBT#tvZ{VQ?o z)v#bNDjt+h^5gijD96_O@JUDa!>#eN@5T2yU(GqMe1uqDXT05lppa9@azLhg`reGW zPfDYu3EkhE0K?4Y^c{_e%EP@{q@^+NxnSH(SL z^}u`3)6!Y&l$jAuUz;HzYEbn0Ue>MH6@F^esL}QP!l$v{r4ynjZ(TolxRb6~i`DIX zxbZ8@S6v+Q-;ddeJwX&>+-7P^HSb{ijTTtR^`02pvUJ{(922iCwr%yBd>IH*4k7E9jR z1Z?YRQ;xN=tt*LQ+SV7<9SV-_jLe~@K)bIlBUcxXVUz`GL@{$o1&dko=Adwi>?Jxp z&vkgaboeH9_!o5qe(7A~F3}9S7(QJ=DP18AU13EaEyE?`JR`k66BA$W**@;XM_00% zZ^4h{Wcdw!b8&)o9escoCddU}$Io}#(lMUhz9U+?loT{&A%wM;u}QVxRy850H%vQ%wS7;p^w3}-dA{sskyY&;g z+CmgZu2lCYxr_#;bjy@=(>M3RmRU|r`DB+A1)@L%Pvd_)#<^^*$qf8s#Qr>~v4XO+ z+!jtAu-?(#7Un}1Nor!4=Dk=z zuO=p~lavD)Z|^s$^UNw&%zRX4`h3;6NWWzen4{m!l2Y3H&T*`7qkm?1mxL_7@>w3*YAf>Q@b13BN}0)iQtzGMOmEf~C`k!M zTjrcjK0dQpqIMN-wOZ~-sTUO)C_WszDA$iliSY#$>`94rnZ5E@NldA~yj5m(`uv^t zo6BiW}&1r#?yGo9D=xsbK4iC@4(}qv)wDJ)e3{vk- z{^>8UQ{cnk!46!E$-W8#$zV)-O2YH$fn|%N!?!1V(^>~ge^Xk6oRU3U!0bc)2UXg# zU6Q;5z&F0K64MY1moeT75Ehx-I%z#2Xa1ZGKa@SgZNSvA0^_wX;Paa84j%2cQ?OBg z*HxV)FvntHY&k_Xv>F@lk>r!TC>RWuN+tFCSw?7PAo-rMV$#ES+BOWAv9 z+Iw2qdtI}?dE1`HuKz!m_nbL4YN=N?3$Ems5NLw{0bBNg=k~A#`+(a7TC$9)Te8#l zxe-OXSf7e-n=Bu~s@M3+%vatpV}Y@69pb(^#BVtyoI4O09TWK-2{~k@c84Sj$JA?% zX}2BI;~X>C9XZkF_Bjj`wnnw`8FhYI2qBU2*pbM1HJ|?~C)QyV_c6??KD#oObH4P5=ee~C*MIrELjMfBvc}XJ-%AO=v2w?R3+{7MANC-!l_2{^M`f^Nk^x; z9H;tnr-m0!&$^vzl)!h(KiC@>iMM@_8Tdei6BvyFEt<})7S3&{z(P%?B8yKE*1f18 zkUkc4DF_tF$7ej7Laqe$YNmIj3hR^16Xii-j%o4j5F0>punJrw)@3x#W#qR8D=sk< zu0HwJ*p8WTDrfgj(yz;FZ7`R zl}1}LlRy$^sHo$sk9E$XXbm4UjRZkX0uP#`$Xy7}jaia}9Ou+0WVZ|wx4(Y#Vz@Da z9uqcB@jXc@z3`LZv5{yV-pbcmjy7MSzMf`(ZIX8W+jiqj(*coI=yME2MS!&MNtp#u zCkl8&vyR%Gf;zq?!Q~=>PlhRjBq$f_3pu3<8nFy3#z!EgqyPBh4UlV=4sSEi8-%EXY{=hyZ*bF@g*Uwf7Gj!s)W!@YK)G_W{i)D$2V|zmbYf5%y(E8Tu*i>A zr5{8j6tV8ZbWGrj`jM(t=x#P8q?z9H7no>C5vfgGWn)EixECY~ixRG5?7>5C!M5#< zd#3A^H@#oBEnH2@KogUR>)%U*(wjoySB&XVEQA}x43D15NENq)5?I+dJ3uUv1-^=N z^fB4Y!VCEKU*JWwe&O$@6s;$tjcLu>n~%Ny*$U}Sx_!!eZWz|W1a~(OBxvP7U*QL7 zLK&JEJSc5BIpjFms~z%I9}=^E)dB~xz$f!!Zzlm~g+{kJ!)cV(Y2vVH0i)MtBD|(w z^{0s#H4bH9uq$!o^k+-Zw);E@qp2KXqV3fCn|ZaH+t%q_F9})|&|CPlTPo|Hv68eZ zfrplXzpn=#-3M^uXm9KiUI+b>Ec`Y0(&v-K>cp^r;Q|yf4PcrE6%u|df5;J717onR z7(!AAJo(}v@a;N_a$U!seCt{T$MNNuMO~=8fntu3s}Z+K1@GBgo16ioR1OSD06WuVnvM!d1k6}q89Vwc-hAcbF*PoKvjB3~; z;o|Mh6|cN6z$wruC~szwuPVWsbm%7lqE3sn7^nLk!K`+ewENb|?VzR1=+fa3X`?UB zh)gYj-1Xk0#p7`E#Duf)94B^|pqT4O9Z|V`G22|s--V*Qi z4VDam9`*D%C%Q@WZxQw{`9`*TGRP^aY*7a6ajl@2mO)LVj;p~1tL~e=Jg?$Chp7J=w@tp zL5qg4`q?MQlNa@>m5Ip>_Kogu)s}#^rG9sl7$qa5t~RgSC(Ung__Yf^D=!#T~ z;>K*P)f1}aix{QN4=-;F3@?T&Z#~p?gGxVpxIXi_CqXv+6e+R0eAu&X`7%~DwCS^Q zYNZ2|?nUe@@?K>seEf#!e+gX7NkjynLo^Y(|dzq8U6)U+Qn!cgmg7}Kbb|l zt}=y11@A`WiJjhGLTFK3Q$+r=&cB=b<`Zl-R~y7#O*GJfFA-$eRaQf2IX-#XFlw!P z+OSAmt+{vLqfp4>B{gFvR9Lq+B5-FqB$LOIFPN77GSA*e=2&9=%_vLwA(*XhI`q4h z=JHeO)5i%QwaOxZz$cr6#H69simVU9eA?FXrL4SXXs7xb37=#L7k)QrOt^d6W>{si zTJW9XTzzl~0#uK&;Py=!PZvq3IR-Ns6*bWcpSs*-dE5=+eNK`zICZX+;#ZS0yUU^O z9XRlU`9(VsDslK>#Ap|*_RkSj8 z7=C7S5tY@buxw_~ER?DoV=N|@Sk=u+H5m!LY>n2-m?#RS9pyKJV5jw1rM>%F#LK8Q z%?1-;Vb$h({J-_*ygO4AjptJ#3WuYyV*(GQS{TH=1^104x}(%gv;@?2XxP1~1&=PB z$xFA+N3QVSpSyM`XLdFkEYMCdwHyGmOi0ORD*C4EDQV6g%A08Wt-sI<2{r}8l-EcAtv0TO6inW?~$Lq0lMW6o^vGf#V2PU$VQC+v1 z6&Ya{NAVN;e^65!xR!*Wb7E2}tH zE=1wKFObhcz$@0upHE|(?$bAV0FZbdAMTi9}Yu<*HAi5&Ie#w5l^k0F=` zjrwXpqf}9MTOuU2T;HB4CW^@R?+aMrPzPa$eZu*MM?~cD#?(KwE$*TKsJ`iA^~K@| zOh}@Thg6?(rSC3ct1l5*2QU_!2CG+>42y^`>rr*4Zbo%_f_8jnRtFVC$LHaivOj0? z+)V{EOCW0%I65uzEIcH*pHUH$(z}`pGsDq~i{#%8HXpe4dxb^(raK)t!ap6&FOewk z`!HI*u+IDro9)A&^G|h^8f?58YzE|WOweu@IhC(i|iy%P|L6F`>42aUn z%k#`T&;4b;?d;56v$OZP&-tCdf-I3k2|A}}O19i>#ypo2SsRnl>Xomy#=ofS?>5+_ zc}msAa@QD=`;lgP1zNnaV@+E)e$EV9OTN>cFy^iRX$$c!Q=-(t^lEbz);D7*iX-%8 zefHx-%fT#OTT@H}-59f|Fz^ymiQ|9$Zf);>OI1Hg7^Ne|gaoVY}p}vtN%Nz z=yf3^nqK)6l>LwV^PMPDI@{yku1?b=@b~wnwC+KZ|IQX!&z?MjUM`?$EQ=tTzU|gG zkhNf>%!!a<$ZgZqtNU_4Vtbrb&qh+oJbq?O}m>l!d=`?;2=+ zmx2HFH~r<8it-lOk}gw8(KB<(3i?$4nWE-4ov5q77nc_^ziooZl%ECbOe=%R`-Z!W zUc6(ZnL(AnhB?c0APx@(^Qv{z1O&1LzWPpNHB+?=YS6N5WnG9#)QPB1n3Nbt+^!+x z7!%*p8tM)4F7%yR_&}^4>8LvYLHTNHIr+wM=?_FW1>_)HQTr|JdiV>RUP}QWa+%$w98KArPMEFJ|P=z z30|9o_bQ0&L+_-lRtkT7^L4){SZLx*;2duv3;+QAaWwP4T*_A{PmL$ED4x?+B(G@? zeS{nmm=2@X2Kayihd7>6)`+0wfY4&T4<(Mc4dy+8etI2& zIF~D2NED;LfxRXVVzybRj1UkHjl{v zaO>5lCP>uXp*R6cm4Mgc1R^6(vyG1&i=sO!TJRke- z{44KQGd`p8bR}G@7S>Ke>x&Y>fG03tcgRw3>RUBG-#ab)Uv`<&F80ut5_>zo9=`t; zCJaD45MfF{eF>vMiwCM=6%RkH zilY<)0m)I^Utx@pjysJQM!gCkKkn7uy+R(MW5vbXo?K z`i2PO5roPo=_VxAmRC^z@<-{L9M#KH6MdS+J(9Rp$ttkijN#Yj5*5>4;%Hoia_ruO zjo^fVMnSjXmVxSF3A+{M&9DJ4#|l5}nm~0Q*FHv!8c$O6U(z%cSi81jK&vObWFYu2 zS=32L2hl^JmZ-an;#%s}H04>&!KsJ#P#r^b>hzfKR}bB<(}xjS=#@@cG}z_4La9Ly zEog+m)(U{qmcbS5%czQ1>^xR}v>@AK)gBcqkAR2~1|(-t>d+z8(h@aeZuKuvx-b+) zAkwAX%gXT^zfJ-I36{Y1$alWfA=t#{quG5H4Vp0GQ?cTBgVwJ-Qg9zVjx`hh@-HrY zNAf~YjUiKGA>r$#M*2R+?u()vJ=#KOpbABijRL{|otj>&`?si!dk{H-AQ6PHgVefZ{tthT*hTg$7cOXv z9jpAkFYt4m<6|SLbA%1^W{^N-u#VA}XJuDlR%`!W=U_YqbGKFYx@KB$arA`J5JkUy z?}gO3TWkTBeWu`#)ZvSDO|ptbT9KoPUNF#0eyZ>F5+f`E_R_fX(rrZ>sz>XBQBX5b z$j6`y%fVQT&T+Y-7Ru7thnfp7S%;CW*^qA9@Uurk0f2q2cl9>FXK2u?WuO&R`p~+M zz-?fK6n@}XxhO39*vUKST;GZdBQIy9l#LYe>IvO2Omi1a*GPOEEV})+#L5)p5(6;K z8it#DsN!O=5)1M*cWc7MN$hs^^94P9V`=794YFOp))6>-?TfDN z1#@kQI`wErbyLk0#XYV7hhcP;FzcQ@IyDA{jHuFI5II75V*AFb9iWZvy*ijR@WtDh z8$P_;un*j}oEJ;m*_x29Ob6eq5_zWb9m%VNChwcKcHB%;5HI&x&r-OVJsqckdd0c~ z&0V;q>hgMJ0wYd~)0qL=ZvVHEYCs%@6;|9+eEa&iY1^|OhGlQ$=FZcN)meQjTsCb1lIew+pFb< zS`)tgLLV|Q4xOQH*cL`?XIrQ9YVMFSmVowB zuQXQL+6fuDjDdNebe4K$j(-5qn_pw99rV}xRm>bD`W=kd{jb1+*=6Km-XEX44;R+d z?%n4#HE$9S@1MZrwahV(-Mv+jHhx(nM)o#FdPQMu-7=f^ba~CxfAJr>;9oz7u@vi$ zmmvv}CgJe1I%vN3XBc303|<9OT-|HZEWo~X_k#cR4wy_L?B@Fy;y<3%YNyt6(LI=w z+bo6el{W2I3h6N^1w7W-BYxo>;dr-h+^ZUeQO`Hf=!Bd#{Ps2_*P7B7?}KPr8u0fS zXa&Y=&^nWni~~L(eUEcq~yh1=kWVQE6*^QL1GBW zreRBEqz{0O6NfZptZe%$>w`EGzQbQLiPiHoDhxh1`T%t z1T_zc%MDvQ!FBxdOH~K4bq%lN*?c@hRQxOoS^pRf^-5*mGfEU+N(ol9!HTD|3+K6d z)&KF3zN^_AqUB6$YjsU~?vHlIUi9OTlm6@M*W$GD^~Hy{7qT1GW#JmmaU@>ISd3Yp z>}H(a&jB5WV)^{on}t~`c7|e*XR{1S)CQppx_>&2{+MKizA|mno$5h^e#2YOfZ~;{5!^64E21z{YV-!YtzkR zH-6KltQnl~$WScQ{p@c*@!=KMR!vD?J;Sac_m)wkvWw!MTSepUm;zVLe?H0mX32He z;|Z3#yhqGRw-@PrR?B@N|M?C=Gs%N=IoSsv+1$-inMA4BCO-E2)Iv)C+ILSD?l=BV zKcQ))-zDJeu}l7A&gFj(Wk>yvl!F9SjiIXjv;Xc#h6Y2@f(BJW9iABC{YB3Vke_4S z7XO7ft3rOMET}h6;U0z;9fg-YiFk7qQFio%ZS3<%P)%yJv}Gog?tLUpa%lRKDO|Am zp=!)6GgTy53s*Ho!*ROOeBEV1)RI(tScYZtLF_lR!Or6y zLaQlrIM%^bRZX=2!tr8@mz~{!KX*J@FdRqQw!_tCER?EcV@Z1FmZE;^Xtsc%FIqWY zqVU8vJcl%#V{jbhuO6!W>_CDFEsjxVYeXOQ)HAM}l(!ZBq$;Af&b`}LG#Fldi~7Z! zx`2Z{ws2BDQ1#@n?Y|pTxDKdpYp?XYzQT~Y$%~!}wr4oWBcr9cs>lc|UxcFIJ)N^& zdFWx8fd!7)r5p1OU`mMuzZ^0 zlA4_AXN|lLVZ4i&#=cb$QYy4V><)@e%NKnCDRWHk_L5in~{6{a|Lkp&q1g4eLc zEb8IOYS3Jvn%X|V6;PzD2m*vk29`yZd^3dNwB+)5^BSYPCIU+bRX_B$f7n#*a$bsQ z+*5%A#s+<2VJI<9Z^fg0ESmrD@Y zKoL9Ukpns;EVI)H+ir!6>bZTe_&KoC;K0nm_QT|Pnqj256z{lhoXokFwlDIK*Sg(mrE{Ma z^Tmv_;lmou5y_7S?==suT%)QVN39fJebB0wY-f0Wxy6~9{44lXBgX%G5o=A%)0VDS z<5->YD}$Q81_0R^_h~RI*V(=Fv|iNc>><fHO5u#R&2uDOTS89`mft^@yEokwo^|Jc zRn^`TCSThUgXgTu5zOKvsTKt)Z;u~r8CFT2oJ?-M+qsr-epTR{M7M+&W81XJ2L&G9HrTDlW%KtnYj`1(9x z#p*S!@6ugvklgHME(lL0UQ7*y*}?0|-|%IyQ3O_$IJ;}{<)Dxb4~d}U()Y?*;j zkS%#XiaP88f%geH3BZbpaVii>FKJJ0%F)>;jH7b>Tv?+EV_HmO@+Y6LV=6cAV|nhR zO$>}_aDRCYrT#UaHLi2P^}H7;-;gN+&$<4Ex39XC@r~i^n`BTG&x5LW6yjEnyj?Z- z9VKgFcuDz;sRD(mjJor50g{;4mQ9AWQQcP;X@5etcZK`_!d0@EpnNm>g2m+vlsi{I z-&28EyjI3#zp{EQ3_mPtVo#xU&rIXd*CfOne*veb(aJM{o<9c=5w_?}iRdAgCo1l< z(QFH0&H}j$d!?B}E;y}MG@>zyVHu0|*94j80*Vf%odefz=2rz!PYlpL7lvDits7o#m!Pe0hG4Ne&I%!JstInO;> zd{ItNH@qmv=~D2BdG~H`hifj6YJ_L2J>)t47QKi)&WtKlj+VbNQcmnFtek;GM=GfPo?9)j?c$`O9y zrjT|$#hc?5VR8Am5=oOpgKBHbL&A@1A4b9B_?ed}&0O@El8CY5*(?xOg)}#1L*5Fx zn`GBqdYx_)Rk%A}(uL0$(0}d|{(u@Z@R2thpCBZdjlyB-Wd>jgh9tW~CK~52G#cuL ztj(GNd*w4mwDLiU)@wMnVHaasJ9*(#+@KU!!vK5mL`qOG9YR^qIC7XFJ)8>xN8d>r zsozh1JF&`VVqj7^Q;&&rToagRWjsrTJT`S(6Y}#Ks^H7aESOp=Iu6q_3t-IdZuCh| z2^%EYzGTdyyH`%qDKK}|xS!3@y(W3jZ1~#0cR9_px204SEN)&Zq`%L;C4(+7b02BQ zelE44P$W8f%#c-(q;u+(=mG4;!t6(a@}r=-7$*!uNbrJ^_rBP+Ok*d_qg;%w4FC+;1qo6SniZM8NJCH*W#>~okiAJtxH`Wg83(1)CFF`pKB z#MfPCjBU#a3S7@}`?EtIXz5co9_Q^n-1;qRC64FnSUsYlj6Ot5Q0fq6+_d93Q+NNG zpqo*CEuzTzfu$h*9XW`EfFz^x=N{$?+nPn9`RsvfOSR)KXXnp?FD(C-(0gt}*fp+Q zM`l2j5~3xI5C#w#(3|Fvuf{yK{8+1@K=<}BN9mN~wuRGwk$Ac!+Z#PB@)d2&4(gN3xvPr#o~e(pZ!xz+pb$`1%r(JCh9m_m7QSpP>&TC9VYPS3O*<0SMdBcw4?oZqgjcq>MW7)Hsr?~|t^m4HefmG+~>F9Tn zT$Fbpps4Otsu>Ss0E&XX>C*fIJ-k=x@mM+ZdJ){4Xgb@R44u znuff0Ret;2vi$P;fJJ1lKUp(?i|3jL8LwHQVdNGFh+AX zv-hOotaQ0>*KJ;QVGju~~|qn-vK@A`S)pY8?D5Dk^2I5|i|pM;+I)NG5`O-I<6> z)A!PMLSB2HZhZRg^A*q2^X4~0oXM8=G8rWS(|@lN}DqzOZ1NQ&u{#AE&s+T(^77}+`I>OWVfds(mzhW z@A!^MiZMd;*Y%9HC(vB&-8jC;*$ncqT>S2h09&XCHHBNBaII$2)1j5@11rXILDVv( zH$cgHdh=YKo>)@?{e`2@DGUU^KEqH#J%UvO_+Nw>Y<+uM`y{SXli`|P;jW@d4*r(^ zi^(eNrgp-QaSTUj%`y3~a1T_+T^dk7Vjj^K;U^7T){g&d1hpu6> zYpq-!lgQ~nW>oC{+bFg?|u~P+D(H5eLg=i8WM)AOn(#uP7kbyo3 z0=uZA33jJF!e+^%DvxZ6@3k&MY{638Enkh{LS8v}O< z3w#mO`61p4KESSp;Jf`MUE5EgU~#x(Jm zdLn|Bz#zIG%^H-?k-?}-!5C@6s5rso42BC*G3nX`t1#GVWH39(*GSnlm|C&ejnBo> zymilDbroQ49%J##IP(hnU~9*AYo8TjW)oA-9BwyoCj*f+0d?JfX>7;dMnKq&vHd5{ z#A_iC`uSCH2FIivhvXjoeFkd>nrCk?fRMryp~pHv;&<5c;HN*pu_5_+BluZZ4?1?_*-j?>4ubwv zObA@q-WSs6VGQ_wNIrFdV>ke@9C&j1@be-XSZhkz@=HdiYXnpep0+b={mT#$&*1E{ z<2%rM@8d}i_ZB)rS}TyTobuC)pn1lGlLLbgAq^r=sXx~y(Z8|B;WBTwF0-{Rb2fQ$ zQR;DW=+O==b1!*vjUs7nm(c_K^cBlg2YAFtrZgwN%%Uf^4qSGzgewYl6`qwPG0H(4 zQu%58kBS$BtE_+Hw#gXHsWg5V?Cf4 zTjOWp@Z?z97haFkKJ?`91+nCVIFF3s7$y}tMxjz7z{I3^(#OFK1vLL?J~h&$*plmL zqCxjz4e-Gm;(2HEOrcBQbEWla$3>ph2Xa!D?V=Xn zvz#aTjGT9Dl|}7Xn#B-*O?pE)cXsWKOQ6SS4#z7HZ8vveH=wgzuY{x_bhCE>@)BR! zs+Pf6DGtlEdh6yVVx+5DERS*h6&5YLh}V>0gVY~_^$g!CH!HL4c=Z=^X_q4tljq9% zDJ+Jb0waJSTjAHQdon~uVX#Yy!>JSphX4;)`oI)pyQN3HRYJ{!ZVL91t?_q~9pByf z>olIux7Q5SnNsNVzcov5(wLzInzn*Ep>UQUT9w2#H?SCc43QKIK7Tj0xUV9IR zkO$u+oXjosEfY}QEW0eec&^rx&g=T^iErhv!~B>8HY`~O&q2WTC4-_dET8_~sd8}q zwL6jZs<-R!+3iR@uHMQ$&1qf^n~~rp zz5YNaXPG|&ByjLq>MZR57oHWc|L64gum7#bm6wkmFvZ=u_P}ADp4b&@zoG|tmGH-V z+;vWk1OSdxDG%1epQFlBqx=lUB}~j@ys-B|g&=_ME9>MPKW@Rrv?IQDry0g)d@|0a zN>6U9zuzR}#v)Zi?|FyjtaP>ZZ2i+?htaB|Jk>9&)pYP?Zr=i!)|oFQH~3zALOQ!v# zrcO2Tws#~(6ylFEBwsSLFZa4(XbM}_8?f?B?SsU{G1SKLNU#7<)W>sAHm_rNU>@q} z5z30>yd~ptlL2vR_!#}58U5bDvdhWT-O#_Rn=Rt&^RMM0G=~>nDj4N*lMlb;$h_=0 zp4qVq2mEddR%*fFA?q4r$y zn;o1P{80}~k%cwc0DpRoWpd46E68|w2Qw#XdBjg;s3%!U+n$LuRX}dn{Ij7Gv2A>##+#0-W)6Qw4tm8B*mUdHmz_-zRQ}uW9+bpzJX6~yNi7LWYgX?#{rY` zlqq5SA?RWF1nx*abe64450>re8*!42q0h&-y42=ha{RsL(Ukk=0qNgyu){yjfbMj8 zlBaJ>4oCFK!>Q@Q#6#>3T{x$%6d$gX z?5g_`Vfpw?WcD&yKLjJm* zQajyd8z7zWPfWm@m}Bs@;JpmTt5p40>*}ep&_Rt+YfyVRSz*${>zMksSF7s5tp!$r zu&Rl0st1Kt7O%@I6zJc6skRcUeh^sLNMGG}im3dq`r-7b|?^#nwdH*3r+=&~UyK zBxTo+QPz!-zoXZz6x1vcIrEc_{yk9RK zFYc*Bq1t5@cfD_@Dc<{oJ@+E<%N6*_ksAw~-6YK_HW6v}Wk@jEP_&qbHC@sRCqf{B z;P(0y(@QL|eQa)R1HWN|H#+*pHu|1Q^q<_|;{zZsxkk#|Mk>#T-}@^v7W1-kDQoPp zI5nrz0zg%pCQIiJz;r)M1&|(aiDDJJ^FJrdF~4y5f8KP%8(TU?o1Q}Rl=W$B4-4_ z$$=)WSVEfsSt&mo>k?c74W0(L1-f~O%ghmMgKe=Zzn58IGYu0R^@HStK>7By6_(7O zE(n185X}(=Qr@^I-T5&o-Obd+v)k*wJGj7b`9mBW!%5+;)Eae@ZI=ezD!B#XR&&xo zp@t;8KFxXV6Va;|dK9@gc@1OeLXmveLwzYc?$+-yZ+LQdk@6|qKYSF!b6xkOSSe9o zyJU#z`n27>_fSjvI%r$-#`ZUCyEvIyOsgyw>S!ylvzpR+xJ=WRtJD-z((2A9hyOX~ ze)MRO!8Tfupz~t8!=|;E_CSx%n1$o8o1>v@^JLUy2h9_B&f~5}|J{pos~h(DEh8c!oJ^8B`XQby`G_^-)? zm+zd4%hZcV?p(hjG*nPgCEHOO^gQ133 zpYr6qM~cm|)<@#~T)gVmURRF)hs0&Jn z^$eNLm+=mAeS3BD_p~#xJ57ZEma>go0?@>)H_mUiC#xLZxR13z8Y!*w?sf7l6#n(r z(4RR>C5X3(8gcQf@m9HrwiBS9H<7=!RjdVik#G@byWyAC%R12~8<*n?;{W#RYzwX1i~wym zTjvlsO42X`2reG^HCes44rYBf_4IskdW=uLgk(KCy)VJe#K#XO?q^`iqWuW-CXM#C?gKs`6ZpYyVYs#R)oT2q^c7@3d}@D>D-m*D&f^ z^=!bjbY`oqN#= z{Z+p5iu_jE?|<=hr;^F$8Eb@?1*yjoho<0)!eZ{xL*X+=e3Fj35aUbaAE8Vz8L+hugB)5WesVUld~CzG5N;a_@W@H(>(CoV zifGfIAP=BxgfcWpx;)UX$}T#Rw~aDKpVyA!L$8u$rQ2gyxNP$$8{8o+hb+pb(J+qU zIL3qSBX!<`7C+E`Z~uMwfB);>Jv!BMq9a3@lA*w{y9O3gdkam8k=DK9)O;;rL8)P)FSJ zDM#lQi(h{SSZ#GmJ%GfLlem2M?XQOV;kn5@-goB*qpH6j&eM)dU;82YBbELZxOi!N zz`h*Epu@%Wa#7N6*8tOaToa_f(c|f^Xm)#HzRi?6u`He9d*Pj?=o;Rp2>(q_Gpc{0 z9q*<-KUN!lv3K69nR}&MaKQ(O#U|Y?!tY`cqgO56RV-Vt%p)p;UFR6{+@;Lm;-fkb8_Zb%rMtEEMi*lKD=<{}nEJw>`Kri961u?*{z7q& z!tT0%>9RR-7mdOwJPQjAOnE=FgVsIKNgkq=MD_zHa`n;aTYX%E8i7_v~7=xbw@ z&3T^zdCfKJJnfm#Ag>5V<8uuq{R7V|*97d^qNP9okd| z*Z9i_2t1x4^Ff4Y1ipnaAIc|?yD)-6W`^&(Onzsh``VlfcyZr}Dw7dz9=LgWkcT&P z;W|?qteldMQ!;l;%Rgq8`m*`-?>;`ZtA50JK_-`2C@f9JJQ~1JmA61!sWv!^^IUkH zKdeQmvAAU!B47xMDm7u8zC8v#5H0$CXo&C&HV!^@kXSmeL{gX&Lfa>Ge)^2aqh~*3 zMwtBfYwoiBE*O9CrSdSEww<^4GEJ9ctZQa@!AI$weDV zC&$`hW0Y_zq_Nl5(a*n}3WbW(T&$Z#j@0_?^f8!PRomyaJ6gEt(<`oTT8AV}zP|pq z8X>fkYFcd_47>J5*4wwTv~X>-m07>|++q(j z*Uz*zIPcT^hQ?7F;by?YkWUla*N@uaiZcFeD)WJ9dmT%3@4^Nx77hxJI=9GVD@1zI z|Fs`|Af~<}MQvIv{_{FYZU68t=Ex8J>+!euH-#&o{_4B+b>lsra_<)kGT%)SIqrtb z450-rJ%?ow@0x=GpQ&~(QiUA%x_k%>v}?EtFFJ1E(Wy_;m00OW3+tDAc|Xabe-ts- zT1*ooZ)zU3%JY-C_~*3|%>#^Q1#LlJZaG~=((bAVZ&g40ow}?_|F1JFYeQD`Nk})d zvh2WFz8jy@(_UNN`MfdHf7`mzN_O2m#8;hv5wB3Zih)br_`)^U`$vB%<+l1q!E*AG z_*|+?cnDXUJe8ia_hF~D-Zz&qEbAU>u#VRIU{FssA7QxLr6iaphGs&Zz zFdqof=OBgn8j=bKG$SEp@~`gN>T*oBwyYJDjjp+!apW)NkK=A=W9RaHrs`svG*&US zdPRMoX-0QyOgpyrPlo;=Ta95ht+1Oz8X(^$2Mh-Ow6^nVq3#!`(u=G z%kz8aDE8hXC({x#x?c~^BIZ8rwtS?h?Y5vR`WkwtsaEps{b!tU6DM6NHDxaX?>}^% zh90TnLGwRTB0Iy=c;4&6F7DbKu@NG9nwogi?i;>29ix2zPk-0#=lRyj!pvn@mMYA{ z{O9>*1@%eyAFjLhG*=w4`jEldn>zz)H@;S>G$&fV-Bh=U{A4n&PIxdH(ta=Or-$lX zO0V@}5|_>QeiNIH@83TEYw5W76`0;JziEBcK6kMfHr}yt^!cdk?BX|yzH^Df=D1z4 zYBy2z+P4qxn@{pr_pwi-z6;u%jFd(0<&K}Puh)iu`u5>Z4oPcEQ1*1f;^kgNLe#d^ z$J2@TJcsXoN9`)>o{fH6_)}$bv9Y=kZse@GkFT6ssT^bsRd+ucvgta=8$aLBB%Kh_ zyACUDE_QB^PG`ou{wY5^&xMlCvN&QWlOLWR6p_xiY(AcT8^8S5LAoHOe>~r`A)U^V zE|14QULK8;F3(6LpfyGY6az&FuBgUHGoYwjQM5Ctt2`eZfo4=gGrOQSD459d(Xe0? zDKylR=NQe0h!s$a721mC2#d98@vE|nm70l_IgXV>VCvAZO0Cx=T4S$VdK#@5tr^Vq zYZ&AV2bXD-j!T?zSe$8ooCqS$G7)q4F2)@3%wFx8Bjt6guxD@N<6K&wxy?NDFMH;W zi1$*9PkMs!35)m5kMFq~e}5)E;5fb(6d$OT5bBa3G!XwdKOv$uK_E6E>No*)93PBG zjB`n}R7;G{PfRjJCAKD}9VdExOT?-@&#nrJae1Df{~Rj%ym03E%hr&*!lWJy?rkj&$5y=fyTh!oOca*s<2Y2esG zz$t8`HDz=r<@0e00g?JeEp^Hzbvi6{CO`FiYwG+=>cVmA5<>HuTH2aR+D2H~R({$} zYufHi+TL**5s`kNmVW4x{x2;3I6wWgHT`@h{qi^+V8?>hu~1hmc{rA`088D5rJcpX zPOxzH3`X?~X4eeX@C-yj21i>4*K7vQNd_N#rhs~;kZYz$c&1oErbJt&)NH2ANv0fo zmV$bgl53Vqc$Qj0mPT8a)@+u}Nfz=1-6fZ8=$dUDo^4u?ZQhn`Ih$>Ll5NYLW3Qg$ zIGcSX9=a6dTyM*9o6T`A$mwUv_EOLFam{5ufpvN0-fzqGpUtH^fss77bA#3MLS6G5 z^K%~;)FgpXm6y8PD% zw4!*%=Wt3n5M_@8a}*jTpFzo?NKYNePKL6GC$i8iB>B@nSmMx`ZMIXx%^ zvXG(#OayVN6Im!w1x6WQv@5f4AdPZK0c8noFp=)iF)zccU^@H-&0~;3Jp3CTNN=Dc zU&=e=r>NmWE&xpVI0`ui=*wZoJtSyA97$6O+gXB@ElKTOk#`%(Tm#{)fiy+o@Eiav zAP>s6y_-^B1n^N)?9(okNKnZ6EW%3;`DpKy&}$p;lJu~}%KNZCL`Hg|&~L|=6cZFv zIO@@Rd0(HukosO4uT0NDq~P4BG+5XnoUZ9PTzIMI z5P;p$qtB@$w<7ZFAnCWm;dazO!czH_6CGZc{|5=$#X{->;g#^hwIwO(AP@mbe^QVu zfu*4Y!C)x36|wAXoh(HVP00ykIs?u%5KQ!hP4fdCSdn5+N{+y)cY(kXo>5xv)neV% zUJ~*a0BHCE9)Q7Oq40E&UJsJKlJL?Bo*ztn{S6O-0KD}401^e~Ko++0QP5z?xUi5w z^A|FOZ`#cr|6oDXcvw3MbV#5j0epIW5_-RfLHm5P0FictP)<<~yI_K`;Tg*UDZtdg zJ0!g(65?3>($CfiZhM7D1p5#eZ;imJ`D%2sit__&rT8ffQ1Bcg%iARQlw2i624!;= z*)<^>uEG+^Zb1qp-5&tdf7KC#gDo%7m(-b0@ByhD^{M9cEzjRlWPlt_X+t9De(TZS zAV3f6$cgd_X!hE>^}v6pwG?^~v>D{Tc5)>gJw-Q+T#km40cP0?>%fDC0niUzc}QDn z$Mq)TPjY|ifITGryjp;vfeQ6({T~?3MtenCtWn-B* zP_z`D5d4zjA3eyk5lZ4t!y(Xk7^vWiEZl{Ixb7D!pHW}K(#jKH;bu)HbDf|4c&j*D zzX8pMav#do=~Vod)V3!?0%3=V{M+O}*Kg65N{`0z0Qgi#_f9-X8a=9q|Sn( zj=czSMbKbg++fnsz);$-P}FEp+_+B9JVf7oUC(0Q#?sor>dfBW-qc~=)bY~F$-~3R zR^8=^mCK6F^$GjyL6$dKEN@)e-q?3{bMtV!V|Vi+@RpOk_oa*XzN^o?kI(Jvw=X>W zmK^;r1N`r~J-GCIFy{Gy==TtV3G^@wB6$a0`UFKfg#5W5lH?Z>_aHRN?NQS0M{&0w zB?mo<4Sp0E^5~KK<3+#6qkfMU^`6Y$49k8H_WO2tJtjOvD`L?g;)j1kqJPB2vxoqL z$SKRnQJctq??_TWWNvh1lws5-x2XEisD#L^t z#NCZ+42vV8;!=X+i=yIlJrX`WO=!(Zh<=(_7WX_WJeic1{M<8TDJpd@F10v0Ejuw| z#x%3TJG1e5=0Hm3i~lkcA7(X&WDO={{m#zHQ^_8{WM78ne2>T>CFZPi=6*@eEeG=E z;__;e^6HcGYA^*&Sp}7;g_qfd?{fg#LUtKR*oXt-=>XsT(P zdDqlY+`L`W+?UjHQP6T;+A{E=rQv1kbbae)OWRCi$3RC%$Lr3ssm|Kw4`&@+{hd9- z^}U4t{{DsmQpdn~@4%3?K9j|DGPk_kEfi`1GT3bZK;S^wZen z+BR#)fd z#^x^%4*vW*`8#nzy1baZyja`4BpqH}t=-GZ!zI%HtgGRtBmoy!%2ge%8$-z?;WkuP z(whJmG%q%-FYQl8DBhnRsxKQ%=QBv+GHWOw&JuH|b{qab<*Kn_tVk_nXMVWxf0Zk0 zZu6$9i89ly{}ZlWPKh>Ge|_W9c>l*p^P6w)nEpN|Gm~}EOg@d_E~9RFJNG_tb>xM` z`#r1ZwY~Y0BL?WNq�j96!xXJ!srJi~Iq5bIap>)(ty0}$7td$1ZwO_A>0gvx8FViRzGYaN zUw^DwqaMtZ>7(-1vQS+!;B=F^`fg*DJEd*h28ZYSV_I2#41ILP!1 z?Aj?GlPSBuslap5d@2(<-fCZC8?h+cwoIL-R=c|i{=32i+0gUYyZYTt5>w>t~&wjWY@|k6vg)vEIps$*qU%;z8owM|KOOmx$ z{L8N18G&g)`PSa*=hse-Xfh%AuT`2Xy|=w&)jw7a;JV|sL3EniK0z?u)y$o>577NG z>G#)se*FkD@d%n}$%2Nso8RCgywzo35{qpqy$1I_~LO*=Eo}4puXqcQUtL{-H z@{j*~5LalOUb5~3_5>JFMr$PDoDReRXHvc$ffv5;8C1EleRZuB3(Bh`quoxt5n@|q2Tz;0-X{< zsTEh$VXq0-s$egL$Kt$hyy&-O134bOg67aIw#zsDGa`Bgx{kg)QHWk{<{`!bmP*DB zmp;~Nd`a~2GPP@!zRdYPOg;1`J2+#Izj{JC0#U~JdM1{|P>&^I_v-MYnp}GU&*tH; z7mp<*ph(o7LQbuQ$ZH<`>~Z|>J*ncDAL0}6v1EvFqAl;2tLDONemG}tFa5PJ7a2r2B?=zgG1;`UlW5y+jAIGQ)*Z923W+F)TfGJzO}SWZuUO!h3b#Th-TE&5;-; z7gI9bh2;d^mRO1RVGx#TLQ>SZr~6+N$ z%*2M40C6lWYH408%+Pe zkVK(I@Rqv38~#_-lcEr2%sYi-|7$F0YX)zkZD=hFJZDHz5PO@fcQ$Dy;)x)73cyz& zi$bUJ=|n35>tjK>!Bd})8i(E-@*UR4J`B{VZYE*g`B2UkThWMCG<^e6pX)waM}z3e zsPbyi+OK4CzbYPeTwR_c z8+~68qu1Nm%B^}bDX|rH^Y0kx5j(1DFEePIY{`|ytUs(x#gz7%CIk>*Gz-Ra4DL5bmu&LGo839?-SzBz=Sjca`fslG*Klu&~ryWz2l z*&kZta(qUo?(y86-*G_UID=Yh4a|At*g!xrb7ai*lc7TnMxm$MRXy9gF6gF-a1}uJ z1YXOL5_wnh%C&dGGnqfk1@ox4P3;c$?O_p-dJB}K-EcvNI-?BL4fV*FPgj{M;S@3r zL|TxYC+zFcGwDOL+-&46r>{OBG}nKfcDBw;v96v>=OJvj7hA4`Nle65QVE+ zDm{8=fI}iHJ-iRZ^v^|1oAR$_2%(!{s>odzd-XFh4Pv?o;}D!erA5v3(gp#4vhtH< zCRux!P^Z1(|4P#3;Ib^i0Gv-t-c{0Vgtt8m6D`9Q|E|!QFYJ|xRs)|+b)Yv*!mJUi z(uI(2T_KMXcC+%gxtI4YhPydU%0ui8y{YN9E6{;#gL4p9MDa3b9l1&%w%=XkBA2On z{jq0wvIM&mKke%(Cl;sm^sp+0wy!wnrV9}5WQ9<{H7q}CIX_NOtQ7uwAwYiNp0sP) zCthOnL&O1HN^}V8{9o7)a~@|{gj6qeiDcg>GeL_T@-b;@2dt4DjPw)JtPdHIeuCrI!>}Zc(jxB=k zofJLJdha-PLrzg$WYZp-KOi4w*C)6d*f_fr#lbF^FkH{kSX zHq$TqxSKlIUxI4j(O=Hx8czRiYAGO|H@Q`xgm0r#m9U<6c^oOaajsibksClJVzV6kQ){_qF!7EJzNE?5wMSa1dOrV@{nD^>srhfxSV z;}6mz5Uhk?52t%L=msUo1t&OODj0M4l1zZG2#Np*@32gR^=#P0 z7RDzK@qkWL0B`&-Hv<6)RFDNsRCVs4V+_Y*nkE+0urc>kPhclxWgs-kktb(2Wq!7H zyU}($Wrrw3cTN=?MKcfDv1mGj6aCP7h`aEORt28#cvc>m-Njb~@+GaASP2Wt>A zRM8K_AbNwhd7XDZ{a^|jlMTc`di`K}l{OINg9)Y4M1K%&!mx|b5Dfu15xJm$axe#H5N!p+77-?G5y)D|w0`^0 zegY8-TObMrf(3Q53vVD8_~!=Kz>DF4g`#jO5_l2%0$Bs$2?>}5xUh@us5}#ALAVAv z|3-!Uu`O9JCfju>`hbrfn2z^1g5+W@`v?u!5DoK)5!9v`URZwd+2W+4X#!*snKnskZP?mR59U_Y0LkH$?fVIF3m@o$3FlcNb zK!Naf0TlkP4LgZr?|=o$5U0@a4&XY3}7HM0x>e#p#~#`8QCB_80Ted@R&3s8uZY5!b6!g zF%Noi7=)oI07_qCiHZ`%Q`f3a`mRM#4trBurLtV=Unzhu{afr7Y`_!5X~5 z;6WZr#XC{P2cq{M0^t`U9>SV!wE+_HLtJ+KHC!=9986@Xh%aHH~Jll z1|WlGXUfyVj|m=^F~oQ>nGcEMSsa34 zFV_*qk?0bn5{XcPOgmC}OAHZdtT$VXY&{0WRh&0vY!lrkBn?ts^LsDyVZ~2u5IAzj za4g93(Z&-2$TI(tF_=IMd_txJ@eOn!s=z@G>?0?4U_kdl88VX@e;~ESVGbNK4{qTo z>EXn15uAN|6qX4T#JI|^9LuRehb~ncNPIP5j2)DD#9j<2M>7p$YL#$74}Y;3A1KR2 z!LU?-$RTl@%#6&?9L-8W%aDi4@G)QcfCzM;$#J0%?SRErK@aaB%|Rg`2niJI@XX}A z&g|?HbU1fYkq@#kdW780_I%IyoX`547_`i^eW5WNqdogP&;(u327S;=ktcT`3I6O6 z)SxkR;ARLt(G*?L7Jbo^f)W{w(Hz~;9{tfE9nvB_(j;BdCVkQ8t6IGxivz0*A1(?0#vKpoUVJ=8>9)JA>ONS)M5z0^$I)H`v*OGm|0 z?bK9V)m9DCNaHkGz13XZ)n5J8U>(+8tj8z1D2q)^4p3ZXMThJ=b(y z*LHo^c%9dJZPx{1bDZ$kfF0O^J=la@*oJ-Bhb;<F$ zz1zIq+rItVz#ZJeo!g2n8vURK$erBEz1+;*+|K>n&>h{+J$RvA-PWBHw2crDBHP^E z-QNHG-QXSG*OA@Eaoe7N+qr$-=WX7@ZQGyl-n;z??LFM@UElV7-}Ma&qF~%+PzL_} z-vA!q0zTjbUf>3P-~?V7*S+8j4iw~V5Zf)@5P>Qa}cpl#>KI)~8>Zva1 zqR!$1;o=0o<=Y_^Vh8DFZs3lN<1(%Wy1wf(zU9eX=Kn3}m0s+|juDqG5JUb$oZjrt z{@QjP<$iA4aaG>9z3RGs>blJdpup|gZtA2!+}u9j?ycha?dtvj>jN&Lz>yDYSl|-_ z2l7tCz>bN$zA>#w=A$QiU;qZIXC^egR6g1I`9=R$a}$(joX}{ z*ubINdY<1jUkjhG-^#Gx@xThWKnl)O3!Y~^ff(u#N4knK7>Mr1cuxOHS9jkw71Fi;;Hi-1_3TD6tlb}4IhYr~=3CwV5Y(Nh5 zkO+Yg4E^8=w%-qkAPe-cl!$Qq+0clPPV8zw{nmXMaj;Uzz`+dy_oe?WkE{(0v10e) zFX2fp-zqL7kD~FqMh_of`1Fttd#~U0;0>a{B5g!NH*eb|FAUp0W28`506|YwEq|g! z=@TXjR5X3KKt25Q36v;${w($@lTo9_HJAd?p+}ESAVeECstMGOPn>?*(3xSQZCbyN z=(5EbWAD|Ze8kMGi4&4esD5kc9J5zuO&xl})RZxkF>0Bh7Oh^znpNvou3f!;1shiE zSh8i!o<*Bh?OL{N-M)nzSMFT8b?x58n>Vb!er(kIWfP3pV8X$EZ3WjAT*#1Cv@oUz z3>aj3!nSOooH?YfIhs9FmV-q~xzD9dGY*%IGBjx2xhmNqA}Cw=D0<^WPZ>pe>Cz?iCNOekVe}q8?3RxdC|tN|iL%wOIy_Oh3LX^pkd?pm zpFDw*NYN@rlN;Bt0ZEU|n)({mU{Z-CS?n<*B~@r*!yIk+prxNgFv%wnrPv^*pE!t` zL>79`Q3@nto{DNJsw&c}L=#U$F+~+uWU)mTUxYD68E52*FaD%bV~sW7;1Lcw?$Af8 z+z^Az3M&{Briv;i3kjGiw(#XP&P=mKvr4E)C$`(R%uJ3fAj?I`EsTUFq%4%l43N%3 z;v|gZxP)v-i$WRhA^EnVC%A_~Aub0Q;GQ9$7GlEUg;=8 zrI;Ybo(pyD#~d~~q~}AZ%n-3E8lQzWT4|@Hwpwei#Wq{FY&414r~r#2A0ZVh^2o@P zq+-d+s<48|)296F896j7`T>MN9ogbOoEwbnqmJYft3z)rqK}$GkB843^3wAhn_g7 zUPBg|kacR=W=YkyZMWZsJ8rq>rn~ODxIHx^Ho_g3tHl_r0*iI45GKhgIAJ%+%=`dG z4lCq%&EGc|Tf|5}^3}qMGv;Nik}9&WLYi|5fkq3=A{&!%#uy({j(BXjtPsx%Q3Md# zL&^oo~#KBKUTDFKF)k1WzBHn9V0DkExO!!#764Reg6AN`<)He@-CYyfash@in!z2N_$0AtZ9Z z1@5xIj&sGA<3g4TUHTz2oh*Q6J;bp!HI{wM`Mw!Q*S`A3Ye;N zc`XwpDM@9@GWe(;)(g@if%?6Ez+od=Tf<+zl~kna$ZHK`)_wd3h8#Ub4RElkQl+^O zYI4)7Uj=Je#X45Fc~fa+0B7Hb1h{mmlO7B6Oc?qFh*0>84D_(Y86e|_y25Lpb$#oX z7-I#Ff+LO^UB~JCwNS>)Aq)SkU_})i+QuqgMo<}rj5yfX(K~V}qw7)w`w=@T;N?dKIX z${1`MHYDrlT^kuo4{SV64s&or7ObIP&B*b-2(4phwJ|vJP?bv8p8#D-y(!vei zqkHO<(+UTt!o#5mKXkj1qn!r0-Kq~5hH2d8<}Gi+txs36J7XHx*v2|!2);I)J zoPH}(6+Y^Qb~4Np@s$4t6>QTOI{Nj!fb}P2(XhIj-(1&&r zU+C}`MmHK-?P@)ya5l@E6p&aMfgSm`R#3c{!$n-ded>NAqEK~^? zPG|*Y>4D!>@0SVy4I;s|yiPOIV+(YI3?Lv@iQCOVQ10MDdEsDc($ zri&rIV-7}=Lqh-Q5o&rD;*sSL97By{h0E4Ea#&Rn|HE| zQA8>ja|kbQfgK6P2YlcKZ_S|=-Yf04NDQq`UamLZ@wZuo zVy`YSOg-N6m$%CIF2DJE4c_yg2Yu+RiFkh~zUpVzXv|HNN;+oheP$pN4{r+zkKF5-}%p%*6@=*ed?#4^w7tC_O-u# z?t?}8)dzq0t$zLPm*4#7N5751v3~Zq-~I20fBe}me)`vc!Scs{{`J3q{`cSi{|CST z6u!X|XWCxpT%l)@>b!YZ`FE5yPq)WR*~!Y=f}F9gFd6vHtj!!k6(GepBQ zRKx!@WWzRe!#9M(IF!RVq{BM2!#l*oJk-NIc1iy5s0)b;eNN_qO!Gd@@ zhY@52Igq?6kOKwVK^qb;$WVqVh$yZzl2v4v@Kc6%vA=kD24L8_>AMD7c!pBzK@GVV zXWTqnzy(`ig(^YC<9i(sOa{vbcDAs^TaAhmls4Fc%y=J zfwxwyf_e(U$a<1@s{)Y&LSe{)wt|c#DI6u~MXUS8RiwA%+eNoJK4_qbbSQ*)vqk^Q z6NSJjr$SH-NT>!K42Cs`6)t%MAWFR?!Ge>lf_O*;FXM;fo5+p}zj#bW5jx<6*P!caAM|I4_=}QMH$bzFp%A{0Eq@2fefdo$k1T3HeC%BvzR7F%o98^?A zd;~!^*rCi21}f0F9t22%L=wUYOC@=Rt1}YM2uAP|hI6DoV4wn@R1!dd1UXO=IpE66 zONWM`MM&@=sq{&QoWZ1GgOEH8ZJ+~^xd-1J z^g%z!h0g>>KLAdIDbC|dP0vUYqkPNcGex0HM+D78?_>okU zzAzO(G6l~6tP(gZCwr`dLfD1A1dY8+zSUgC!l6z(9YH6dR1myM6vfIx{XksE0@9=m zH?V>uO-@DC(R`c7Gj-JPa?414yh6B~3FXu3lSal!2PZ(z$5WDZjR*D2LH?kFZ=eTr z2m~-N3T@B~384c?kWiyM$$10>MW`K3lUd5ZQ5hmv=uEwd1O!~LA`$(-c(uHAXvHBk&ovNO#xMh{qJv+c4D(cj zI@q)yHOhc2C-_WK)ni!jd)No%Ol>{B&`d{b1;TC!(Rx%8NKl4SV~r4;P@f;0~kc0nMgp7;S0+Hpsn$*eSwaL=u z!M+U`VUSy2^#fao4%C!4MXgN?4P2FVN5XYkWj$OMd{#k?R>!SBYJFEJ`%21f(!Z^` zqg}eB<=oDl$36u={;b}|g9Iw5NE{3Xw4yS|Km@K;g^-YtrFfu$h0mr$O3_`|%e_3r z!Gc|&49*l@H+<8~fJnWJH!Y}yW(>b7TE(LMs0>XRSXQ3E6mnhInka%bQQy z#I$SZ(h|NwOjv{1{R~-1nxDYh>Qq_TyyDBtUCPKyQ_@P+u3Ae%Yy_DKIU@LVylDYdErcY zv}Mjq1)O!dEs)#{)hSmRJwm%VG$2zXi*ksBWMd3zn=I|9kuPkR7 z70VYr;f8!X_RS1!cD#!YNTr0$8=5|4-~_##15t2g%j*VF@XA{3)EW$hTDT2jSQR<| z<>b3hU{qKvcDiKV=c=PxF9QWd4QM?y%??yfV&=M(MP~f9=)l3~z{TeJlUsB#TP1M< zMP*_7)5lp%my#u9p&VK&z-r1+M{2&8B>8Go4r@Uq1ui+&F`(D!Lt+kuggLlrdxMqt_0*ikgrRTSjNj#~|7m$X)EH;}w}%wHVrW}$_;y+&ko5zWNq zX3hrZNMz#Dm=I-wH?(YWg@D}g!ChsNGC}|Klc@Wibcm`{;HY>| z8FwhJc<4wFZ`0BU2V2XpLeun>V{BYJF zjf0u*YPg1E5V-j+^VLYG7sqd&Wbfm#@N;043eOkT&?pWLiEwBl*0_dkr}0_a8fLa7R7Kbru#f;A)bvBJw*kvx5_vDC$mEVF^U%6*gLji0y&Tah#omBn1j!ihR5*( zDG(lC8`_v1wU9`KpZyGRKo>vAvdL(Ly9yJ>;T#;D$c+E{eVhZCuYx%*4SctSFw2F< z3JEY9I9fE4gbKBSw*tj44K85CD6uFVsuIqB5-)>>hWE*&Ho;^VgE7DfKp=-YScyAG zsBahw#(0D{SPB0=podVvi965+WEg`$-~&S75^>n&Cdq=@lmm9mg2}l2F^P@FXACZ2 zhswc7w=NC3tj$UoqOVLHA-j6Vq132{CweIQkPxHD!wg;E0+6?YJ)j31J%h)noX`ko zDiJ7O!}yH%mn#b^dh`HQqPNG294l7RDXeJmBF2mwH*(CFYm1yM zt>|HiS82;YDxxa-sSBo;kV^%m-q;jU>qASlFDy`DcPqd2SxNO-{ z@C`^S?7aUHE^PQP;>3#SWl?BFE>$df|5T$_?I@%|ECDU7e7RznYZtjFl(z+x!aa(Z zR#dc7VJkUR#u;7&mEN0#SCCo^Q+du6VD$W~s%WbrJzG;1ZUKZ=A-mly6&)>Xnj$nZ z$wSf8g`8fx-SQsu>i`VY$yZgGnu&$*!sJ@I6b z&N*)&whMd}ZGlTgSqKLoDU09+31iR{77k4n(WeX+;22aCJyuks2xsUWGNNOmm3UrZ zjm6gxSXfY`NGijf=SO2?87CuQq|w9590s9Qk&yIkfngT5RAfal`$<_CGI1z0PaO(L zqKf}QlVEa(Ld>{9Pd*hrl1)X7OoCW~7pb-!Hl&F%=6gRT_g#{Oe1e#2Zz=SKD4g7u zBt3HogBX4G4ObK)nknRmA`0c=Cq1kwBuA8o*+QaY7NydlLL6EIRuvQxk|SP^0y!nC z9-U&5bPK)4(s_mW85Vfe+DA4$Abw4RLMRIwZt7Ga85E=MYK2q3sn zsv3|~RB>JvknNFIHCUw@s)7oYQw2}0s=F?`i^;eaTFU_P$7IXU)5=?JBqZsWfcWCh zB4a8P28^A?H>NvS{gEj>gv|PeH>+^!RW*&dBcyZyo-)#@?^LmhW>)BW=aYE>QzZWu z?a^~itftYkuwio)$Iy1&y>Ut<=P=d{Fn$1%OTrfYq2U}=97<0ryso@kE`e&M2(j(9 zT8S028dIbc3MHLf7%Ove$|?SNwY5c7d{faMD+vjRh00=a8)4^A!3if_(NhQ(T(bDg z7VMl+oI<-OmZZxEe8=yc^4n0Z6VnsWl zRaD5tQnUIC9apwK%^i8oGX_1997E460-NcGDx}b(%@~5TW0*VTDpWi@&(f7E(n_Dx z*l|yu9<^6ND-RA8)rGDIBqNDp1>l7>%?Vnl)1&WK0_URp8JvhRQYBdITiE}m|8YMO zAi~ANjyo%>B#JSN)VNdW$Xu~f-IQ|S2X=^v9i-gUWyZhpohGMR=`v! zXk7HT7}&ZJ5wRh#iB4=)#-K43KPUqbc~OKGxWEPBppRb-+X5Fz2bzMF=qqo@#T>jb zuZlphDO-TXDh}usDkQ@e1z`+x0MWhf%mEjLc!w6Eu^fdc4oP{@V>-?NtjbAh4(V89 zVRS*0EQrV!+_6a|76Cd%tRjEFD1h*+;jU+M)_nXr@;zSvKyy z$_;Zl1Q`8Cw*W?~Qo``W;}mj^4iZ$BeX)XufYe4>nX56}-~#_NSP?5-7>^9Lh(;K^ z;lXS|q7sV87$7*2qjStb88op%Ihdu0N)WXQ2NGWx_9>2>Fz;SxP~&sXaE+q?qKX%$Bm|{hGC}J1sS_oSdQi-?R{nxx)$)N?sOHBq`*G1F!~K7CsGFkvUiaC0S6JSH{B$ z87Z}C7FkBO;xQhC2u(u@fyWh;!PbfZ19~*l0u^9M+QQ5M67bMg7zOqQ>QF=+#)~AV zN@Pwq-2oQ5fhLI|VoxzR`mMUr=g!K5M#B{s++;-QQxpoJ9zi$@s3K{@G!L)<SI-B#bTAs6ye8Q#Ab|8zZ)e2R!C56y04x;0L+Qdf@%qo`_=$ zY)OZ}pGk31T!ANl-qm5waR!+yDItX@h*If`1>w}!Ub*0oG^(I7E0D1#a)3lUt`P-^C+gw;gQ7y|)DS|X8#2Nfl7Pv@7yn#f>fxtmRq{IiW zD8j4MS4D&ap?Jj{NY`>%ffSqpPb~jJbyUL@$d!kDmG2Y^!~DUkltXn?f^^x!g!RNS zz(jHsg-r}ZY~>zoP>Mo0)y3QtiByBF1)43qirIaP2WkYG6^Zh^%&QoPf1E>7K!jmL z-9XgT+;!S{{9uF~*t!jbOMFU9aDg#&Uq!Hj6@(G6RMl{#$QFzYVWdM}Q~`-}9X&up z801L8RmG28*s?6iVF*b#aDg}+1QuWchA0z6P@F>8-7-~19BM=|@WFdY*)fcPDkzyk z1Ox4810BS{9h3q+JVG2GBQli27-*E_Q5YF?*DqaRxwwIQnPPVZ8afEDe}Do_$YNQ@!Bu3T^SS?FHGofiNP!h-!A}_k`z(tUB+N}&SWn~v77Rp@$fBR* z!ZK9>R-DT~h?qiDLnu1aKn`CndPFg44)1^@J|GA}sEK8!E#V9D*pt20i$R6^Mqf8Br-=8WyC&UPuHP z1lCQVT}4KvR8A#T5(YGETvcYJR&FI%cBNN-C0K@~SdJxGmZe#qB}Uu=1fnHdwxwIX zC0xd(T+St3)}>wEC0^#GUhXAd_N8C`C13`oU=Ai>7N%hyCSoS0VlF0QHl|}fCS*pY zWKJe!R;FcMCT3=)W^Vr`XLhD%Iwm-Trf7~PX_lsGo+fIhrfRMxYqq9qz9wwOrfkk8 zZPuo3-X?D5rf%*gZ}z5dw&rIBr*IBuS^lPR9w%}pr*bYQb2g`QJ|}cW=W7xtbylZ! zN~LsWr*>{9cXp?DekXW_r)yp(d6uVnj+S_)r+Tg@d$y;0zUOnEr+m&QeXq$sDLgggZ^iNJ}87nsDw@^b2g}jUg&jFsD^GR zhjyrkiYA7JsEB&zhnA>`o+yg8=ZLN-i&kcez9@{wsEi_Ki`J-(GUkltsE+O^kESMv z-6)U-X<(M7F0}uGk=g>1=0cAyDU&woclv@ajHWcSLTvu1kX|X4+T}ZtCO41(0DLI` z41fSUz-fkqX_{$kVuO>eDVw%wXijM>L@7AHsgk~?m1ZfP<|$il>1cApEyO}30DuLo zf-U3%H-u(5R0BAOgPJ00H!P|+n5j5`gPArexS?rimIF9+1E#vEr+(^-o&%iv0-c@% zY~HD!rmCubC7*IBH#h(YctbdFLznJ>C>VeUU_&hYz?Yf;E`S5Aa>18Y04D%z8uThK zU;{QB0t5hn0PKJ=fU2}kYl(`gks4_(oP(*_>8f_Cw`ygp_GvRfK&%35Gc16!CO`~e z!yo{F5-9%x01!YmaKjA%fCK!10TgS!#()$IfB`InF95&=yg>{Q05ni5!Y1s5p2IR+ z>ujRxw??eQmRz`sCO0$#td4`ZI)DHuf|=4P$l3q_EQ2us00=xPqXw)BJnA6;z#`-V z02o0ybOWao&=OR|hUUd)?8Y*{H7qJO=zQ>EC^_9(SktI`l+*$ zK_nC`G?XmW(rPXUKmzQ+8w9Q`%;_LJtpG&p*e0&xdS|IxYb)?9x2~<^PA;poZQQ~w z#+LspHyrC30ILcRz%xj#30#A+azo$R0HtE8IMAvU2!H}EF6_oGbml^~hNiVj!>LlP z?(QyPSZ?NGF06XP>Pqbd_(8pbE;n=l0H^>NbU-U$g9-qE2^4}BIDj$eLIoVcA&7wM z%C7f*FLG+@XqxJ_x~9+aF8Zc#Oqk}yUckwkYXz7@r;)T_Yy!M}2YF~k6vDj+r( z0ho4xG+Zs10>Yz$F9Ijh-aNDl#rlRSg)+{)vX*DP+r7o(PN(1gHDh5kK zHB2g{dayKfssg953ODEZKCla`ZQHJ}4A1a`w(twz@WjS24eu}y>!%IlFc5dE4)^~s z5f`y~{%{Z{ah?uwX{xE3lJIJV1DYx;X`-+ZUojSwCK4+#7Yiv9lcp2H<`g%oXj*X= zpRo~daTl*~jeap2zcC#5rW&&`9gC~b?b2ed#BG(i`%K_4_iC$vH@G(-D?J>RoJ7_;PN zvp>TwKsPi-XS7CdG)H%|M}PE3KXg3f^Jwa`+S+nOFYZNyG)uR%OTRQs$Fxibv`E); zMM(5M^K(io?n=+JPyaMf2enWSbwStkJCn3%nsnNt^iGd$PZKp%N3~Q>HC4~FQM)rz zho({oEmJpj*gkbthqYLbHCdN+J74u#-*i4tv`%~VS675t$F*F~HC>xETC;OjgTqz> zZCAUs&4P7Z2ex1jHeqk{U9WRq?=@kx017m=W2b;)qW}xE03%#zU;F=c!UA?-Z#HLl zwr3;uRPwSsC$?gw00)e~38c1apTG#5b_r;LWw$kEE39UJwr$@wZrk=@t21dQ1`CY9 z6ug3P5BDp$0u+S6YZFv1j6}Qa-?1(Cx?J{bPit-Gwsl`Oc9->Tr*m&31`CA1CFp~A zkGDSbgDaFka;F^xtTzO7Ks3c5A+ibt9L77acL&S>b0>xkIYfNxhjdRjs8)A&4>*Ar zxKD34I(PSBus{jOf-v_(CZIQL_k14tGQ7bu#6Sn+LI+%c z3jBaWyulubKn#4xJN$r>FT)RTm@hcDG|WIm|3C+*z=|k@httCh*i9~|0Fa|9h+BjR zxFJ0#K?jJycf^1+{P+xr2$Cx~lW+KwM>$7S0+@m+lVe1Rt9YBTIE*K{qA&VLhc-k< z^jiCNgFkqLr*}v2I7ava==p+&`+^F@KrV3DA&j^~46I(uxk9J_Y2?BTKmdoe0++v^ z2t@QLn5qicjfc;`9WBF=>!Au<#G1$8h|ho$oP#eMxtN1GI2eI@)5EB1xT#A6s&53K z3%W)Wx}mQrqBAE-^s!79` z+xx4>IuOnJMFg&x(}NKti4hnN1gv011iM0DZ;-wX`F%x(5~k9 zd`0}giah(x6F%9axY?imp{G6D$G+?*y4#O4+;@aMe0O;3gFleBc_Vkra|9Rkcxvdo z^Zp*-my+NcPuO#MDkc7zSH#W((FIh55g7f2T|fiP0EZ)d!>`~nM14g-fJt8f{0KhI zuYO{9yzBF5$j?6f$3J1$zBu1LN8~pi5|~%mqSg2ukVw=+J@7n}Z3X8tE{D-kXR6C(;zr;lim4 z9O)ezE}|9FH?wE7Qb{i-y&1oGUV!j&;X4PdMf{k#@Z1atvky`~)nWK}db)W#1rC)n z)n!)S=GVWUe}Dh~0SwTrxE?FezylFXP{9QmY|z06A@r-h2`QxPGRJJvtipj<7|lZu zQ(%FS4N2t8q!Oh(Z(Bb#EQTOdF;{0AAt-~$RUZ$%f%xr zyRfkgx7w^iMkt9=$|)()#FTB2%yK0bwLG%AE-8aC$1%w))66qz+_A_t*=*CzH{p!a zKrrd-2(y7StW!@fx!jY&Fa3;4Of(5C)X+l_C2Ao#8Ew?jMW!9bBzk})Q=a+1W)@mnvHnCf=%9Y%8*{$>1 zZQ+eq-u=22*WP>a%@@dar!xN+F?7LEm*0U2uJGM?5l&cPxE9sd;fEoP7{h|`ytAVw z@5@-@jXCbv%yPF4^RhQBL{bg;{PH;d&*GS>~B#rnusX@#IPxm3i*j=bwQN zT4?-SF4|~$VWwH>rI}vVW;=1dSZ8UduG;FWvCdlSt-0>n>#xBMTkNsPCj02K(H1u8 zrrB=W?M9#W_b`CduG{Xr@rHNpxB2edZy)2fIPbv;FWhiK_x@Y)#Tk#9V7U#W`|!yr zuiSF95^r4d%{lKY@Te~jUG&jO&-}oF7DT=C)meY=^CdH5cPk!AuibXSO`rRn-8q^I zBYGI?{jS|xFW&gmZHE86unc9_iuT)~kN)VrRgWAw-huZ=c)c*ftNXdO4?p|k$uEEI z8KO#q z*yEl5cxS;J5|4vB)E@@5SHtW@FobgHAP}{e!<*FbgC5Lb3ZYoO722wW!R>p@k;{D(^sB^y44X z)RA+Hv3}X}U?Kl|h(tG5(1L0F9~`}hK{m#*hlsS}B{zr1b5*fgS9}m4K^aQ^#AuKk z4CDBYSi}wfkc4s+A_d79NlR`Jjyt3yCUMy}P5z6M)bgZ*L>WwBs^uK2^q?Wf7s99z zGLpA+r2HUxMoG>Qe1_~(F0tviU7k;mE_5CYhZ#*w0@rX(}`dJ@8cw$1o^c^&Ip^SF)g&(MWenB^77L9y|EKk7}F&qIV&xQT>us!HP0Q?PO*L zjd(t!Q0*1?ojDt>SS7K*WuN>m{XGsVavcnS!1ECjV% zNQE2-ijhKCK?|aYj6wOah(GjIF5KWk7OL&LVZMn_&&_MYDq8 zY*f4(jV!Eo8C7UUc^8}oZw!PTTku6XumFsk%$FX<*g`r6!ip^Hcdl~bhd)HYQ%C@h zAHHxygXwVwTgaslmH4YaxY1s@>9JAm^wU)OV?1>pS*gz65UsNDB&Ey2m?J5?TKQHXa|clf7(xkFMFz_IEa; z{g-LanWa~-#Xzzk<9NtH4%G<99IUWfK*#|ai7W^QGm(qhB5a+3x`;~5gRKf~RuR<}9Y;}6*Gz`0)w;YV<2cC}C<~aX%yWw=s zbGfI`=K~aTm*5c@f1>;2XLKe+$zF5smGsJQH~iq@K6k~NukQHcF0X3c7fw8yFo(DN z-4efe%@?on9De++BCnT2aKQ@EFwEsqkG9Njp7nPGGYjwTOReK?wTDUl?Tfbh*6)6C zo#)=?brpI9;hy*l(>?Ez&o|#23HY-Tejke;eWW!k`PC2L@&_OLX+7US()a$hj&FVO z(+vB5*M76OU!d==pMlgL|NB{2e*HCHROx>V`|+Qu@WY?~`jS8Y=+<^S9$GZgRvjYmt_Ezums(v15Gdm zL-6&ehy+#e1!V>WVQ>b)MFhXh1!*t`@kIu8um{J51@j1Md~gWAg$If72p`1;GXx2l z@K}tn38An}lrRIMunHmN39T>-e`E@APz$|~O|b9_#gIX`PzcBH41**L(QpkNXJE9; z!>EuA(ft_l5dko} z1P2l+F);eD5(`lg6^BqTQDO|8hdb1N9KgRfobBw**(2-BYti^5biz-*RcdQA0#yC z#-i;z^PC59d_Yy!P${Q6z6gT-b@RKU*lO00k7o<(n|;xO>v(6 zV!u#L8Dd0?a0rkALIMN7FUy5gVr*4Z_-1EI*JAgLMYz?Lmy4C|{j~hS}e#E<}IPsE2VfQ&CLr7{HO)HD}z1z=~0RS)*<#dTt695|L6ZSzi9nVsqu^Gj*Xbu7`;nLTM&@1rm%B}4OVS!4Ju^)G0i(p>pKH1tNE zJS_B*#}DheT`|~z^-i0r=fI^+ACssmlNu4d7-rLW2kK-8`A8+uE~`;o848DD?GNKJ z#UPkK027X{tIT|33EY$?j}>BtwW;M;g0Bh-IIwH+Fn zv4WaH?57}9!#?;QLEbn5#e*HC2y<$p=t3hbujg7s(1G<|p%np0hc_IC?O643mTNXX zzPQ#2w@FsDNso}vbaZ~?Xq)dS`1AwaGe`Lq5WtR=YFYv#^AO|qz{CV6l+1a!L>-J3 zoX43DdwWok$(3jg9GN*X6kuXnT*t{}F?zZk@FUsBd^so-VXm2j5iAlaoB_T_?`F4!lmn2u`0DiqC{*#5a~;cOs~J9cu27=>#z%sp*IzA|SELZb{(3 zZz&=-gSby--%VqXu;;y>!El~%*EFvZ&4}V%@e$~r8~G#5g(5UA3*Y>S_d7q(xxKIK zCaN-(qLTbpMF*y8#cWq|NF_Qy5@zWxqGQG z7H8=3T0Z=i5~v@lLId$3j|46`y(*9oMN_5a>n`PDIt~1#@0nV&M&(|nFW{2>PZ;(G z>wMrNc?})7<&3^{U9vCZwRwS4U-$#*dgF=~F`lZpE00{i|97^`C407EpNYq^B}n1M zu!#ji4;M_h7QOk7XwDIfYz8xaQ~wDqIGeIB(h-G?`@QSZ{F5>2N!KHj{4Zd$qofe^ z`oYkTh2W_p?_zF6e%8m|B9BIoGF=riy%irG za5L;3WpQO?9bC`6ZIk_d=phTwKN<}$^^hFU$9UmRC|}egY1v(1pR7%yA z`R}6(rSl>ERmG;LvgQrKHSsc;sj`hig7noyPadXgMgC&Z$U>G3j*7Ik<}!t@H6_hi zdkr24ueSxao(*>z&s|}&u1dy}$|||4H;X3t%V{i&Nc%$mn@_6Cq{1RZ_%ELRJU^M{ zqq*{N0zhb0QF~RVqT>B%-uMeXUCQSe9U$2P00d5{4)gT^&?MVuuK6KJem$b&i_K|u$^dCQBaTTdhkh6_7Pn(~rm>gZiU;OdvE zmEzJD8k+5^<*vSbC>iFa=Dxkee{0Xo&09pPUs}(xHZl|(J3GRuthVWMF%e;toaJAL zG+1vD9JYCOT7C$pD8Qy3r{`=^n?c-+B`k#<{ zOa*A)8?iFaHBY30p#%@nT+n`jLvI+YK>p4Wn8J94Yl(mNKdw_^5CX;fqzo*9#q(&^ zoT8x}dyM=-F}x0xbt1G9o9X?jDyS`FZB`!TqhHGDT5;G}^|?~XndZ)i7w>WL0E&Cn z2XfA|G?GCEUm^yt;Thzyb`Q%qT!<3!Gcf&ypwvLabC#rkt&$euHzNsPKNh^3FMoPh zhmRb^aW#bAiFoxg57Bt0(JVP<{e-L0GGe{_bK7sn4 z6`Fdt2KD42;&4Nfygyk^I|Q5`*d}#8jqw#b1^u|X>U=YIgNC9W7pVH0+>E zu)froSjzYL(~e9`<&MtbEB`~C#={sx$@>rXVti|^l-AUB9pO%na=ec7&i^aagOz`eZ0gt}`m_XB(uM z%q=Qr;oGt+;2J1cDuaeh&J{6>lURLvxv>eF>v=8B>!s;EM5*ifS9jOmrxcPZY;=3b zM4Iel+W{Jd9^@kl)waM2xKg(|gkBCab0rOboNbV<>-LX!9plh`v&xDSmgZMJ6J-Eb z^(Ztj6ESk1p%(91*`v}pUQwo##r&F0mzWDos}|^{`1ls~#Cn_GPwS-%aEcFg_OnWU zn-=i0^n-d9w-s~zTUk41#We0X6~%PvynQsI(uu9IIZNxg?SP@e?1d~)aPO!BE}j=# zX7-{h(?Z_1^^UWQ)$9Csciu$ZzETf2WL`30*OhHf5Z?bK{8magW!j>Dc7-q^Ua+4Y z*mO)8pwVHxvYYaT)#mq9XJ3^Tdp>*6M6=TzI~vMpv5q!iwqWp1ftws*Mx~P0r=hGB z*`mhmC%+Wmy^ChX4as_{&)(AAr&+!=Vk~;AIf%Qj?a#EeUJsk9?n-~CgqlSf zC84K4MKOroPGuU(Tf|(JEIi|BZ>V6!PL$O--dBdr-3=%T_qTX6xBvD2xfLUW$agJ6 zW?ce0LD&SUI3#1`+d9N@d_qVT)b$N*f1RzCZIz7Jq8hl@^uTe$OIqYR!G~ zWnZTIM$2nME2bl+X$a%s4S~cl9fq83Ru4YGVQ~WjixHELx`Bl*^?zDvTzA=ZVh*TE zU%LE~ZRjmMEOOP0*-~Hz889NdF&c~_Y>H3@+b32@r9-&a7!-%mTUi=iBeMp^gH3b~F2n8-FXJs#JhOFt z;C`Arb0)IUUlzwbIK$g)Je_Wlf#>Ndq!ukEN+MfAa()U|xK5j+uV3tzbNi`7WDHNWQ;bmLd@VVUf>)G^u*C?_K&V)e9I%*!l?i=sQY1 z;1M(d-^AbiG9?ydKh`2^P&5Y_SF&hfz>HVl9a{V-n?uftVNqa9LK-rqVPQVqKAhuk zpyKO0RM8XQBrgj7A{#2{KhCB(AVx2?5n}mqrBz}~?45FYi)Hm`nAmi2jo&Tj1b%LP z>JmOGUK$g~jqU;FGt@=xXh}wea1P3zWsc{T`e~?0x+Zux@)6o5?P)aU&r;%&$?yOu z!y`CF=9HYQl~I;{Q>9hrZ>5>yy zd~5unWCI;2yNOpm$$?*HkEn05leTkt&URlG0s!2A8)MUznhpm+R!jhB@e^bFKD&gT z_&Cajl~i@ADrP9YdHt58zJzTBB5D0oH~Y;Fab{sU6F>cTDWG;|{v{fN#a}G^3sj1h z*BB_sdVj5J^M9C?A8CY81A!R6=;C;B`GZ`GPL8SkIVW+|L|VN=G#o636}U8QqTv+k zw$d*4+B%9}Z@rA(js1Pq`2`TFkjJu6vd_^ZVh4gc2tDe*biGMP`nNyg$6MyifeSr3 zQC3M<18%MMT$5Eo|yO_C_~0Y9o~u5cYBO>i{-}yb1`?s{#*jHZ4Gi^U7&6pJD95O zL_R#la9!{`GtGHhOpapAexZ?1&9ZFnht}G^Ya z7+68^eL69KqHJk-__N_FGZ5}eWy!Sl*(*=73&i4Yw?IlyA9)*uja^c0EOAw0EZ&^6w%)9~CJ90$EVmB^CTe-|J2HTJYJ0l%)_n^& zXyuhpO^T7sYG^vu#LrHEtg82C8mG5DIGvrpPkkDag-AdnietQ|i#cIcDoYm0z_avazy3I^za33q zTi6wM-21f*#0rr4PErzSq<)xz|;#y0VbzZ#2u5!8DHW+}T`-160DaXk>z852m~|pijo% zE2Af5_Y2)3{`FKM@bz}cf8TrKhZ%#0zeBczQy^&89n0>T2iW+?u5jwdi`29X%;)r* z0E2h|{ev3TrwdWHR{Xb{?kUv(;Ulb@{Z0@7thN@VwZ_u27Tr{U<2?%FFATg%410Z3 z@y&mMCXP@`B>igxs2@glAHyWcM%CJ+?jmZP!DfAiQ8f{A)CEiog4gysO|1l}Qd^Mn$jx=e>^v(07BykRis|VbqdTaIO%x8rGY^A)HBYe0$KPW=Jv$ zP6Zer0SpW%_yrv_MNWAC3j5pnKJzH+pC+a{A;3O6TG$j`UxRDoiV^fnX_v$sNm@$y z-JByR?6E>0S1A3eva=6Ypg1bnhdOKx{@ND!fP&`$fI1LT@Rn{LL*KL>dMb1;k;2rH2)b1Z z6r*VKNf$QNjD2iiK{~U~>Q@=v@=M8ROiJ1ch+Z3pGIk6Ct#< z*sdGE41txk5Ha@CegJU(m4f>>f`0AxH$sE2n!|OK#uCG z>5^ck*)*#{vKGM#lC!XjovwX?-Qx(_VM2X`N+-cn#0nP(0ky{>F3>3 z{a{X&i_YFZsRsTG>?cDMQfy|;Y0rIFSJ*ty8e|KsQJ6T8kcX)t<9>K@KixD9BLo9U zFf-d+&)cF2-iux9Vf1ip#hjdjdx;_R9A%>7<_Pd%S zdVLX^ugq|GLK)BVGQROLfnQ|^x^hTJNlg3Q#bb^>4#+)9iP`i$He{)(UFl!jD;RyQ z@Q@#>TZ#42|*V>Fg}pQ4(Cq>m0xwL&ruH7WhKYwlFx zB@Qv6OH}qFP}h>+O-+pcw`zZdmbiUF_-JzMZaAaGT?`^>U3U~o(lFt0yHyg@BKX3O zM(ajZE0bG!$e}U40L`p8&yPmZErnL)o@8G=iGvN)>MYfMxn7NTy#6wp!~LUmMX_{*ZX2-88Q0?{N9t^d@^A|C+FT~Busgz#G+L^hgUT=tQ zhyuyY>cefJcPebv;`$jJB=d`eV38zx3qwe&3cWo$G*1L(ilt>#ewq8E!B#P6Wx7Eo zgx6uWu@KETM54C;0J~MEn_OWxc(ukSTiu63)hYz@|Doh|pwLaQ_VsDV?v$qYX^~8C zk$%x4^R7j1vqgcvRZ*r@*`k%HT2l0B(|l2F^LWEO7JkE=)=uJM#wX8J<{a6(!L}FjX&uPmriQHeY$sw|mR9U$bbx9?*U>z1{ysd%(N) z+ncXaP*>3}8eWXHLhYL_g}e@RAg zA)sd=z31bLp3m=kzHat>)B^Jh^@>t@eg^cerT2b$+SSaLqxGU8DxIfEv~TY(|L+%q zudXS4VuyaXcdlyL&#+ITo~m)_)}o6<(syI1>9wk`=65`@;d>NmCV#0_6p8Ys~sk=OO8wE)Cl@jW}zM{@NMY zdUrlt@nzUVm3|#i_FjPYUxI;+;eIXB3E{L?w1)oq&OB775BupW$any0uE#&EYW%RTI}d^)=#7}`+Y(@=l*g{(uB~D<_Wx0#>LGc|^6Gp7ml$W~r)SKY&nK)( zssqfSCjEMOWCqY6!(^ATo#UKG0R#zEqY|x&!%nyE>(>;{5CSLc*zLCFPoz}` zFWCprJ{uxMxLsFHA;AsE<^?GDnUK=;Su0&e=~^;XMw48Czu&duF>QHV#6H68x!-J8J|1tKAQ+Hd_?zsmh1Zv zXY1+jcnweI{{`A1s*!Z%ykQY{-$%zw{Tlt>5ER& zi|@}smB=5Td#vCSfIeHgdZT+mG`ZgCjSG2zeuA0m#xWI48}?rh-?0Gsy7-9@_EY{0wagE6DBX>4bI0Ry1wRVa97PVJ3V)+aHv{ z*(wPV!_VONXEmsl`46xbX1&Hj{H_`Ec|Yg1SmuhRotD$Vx7VqILjqKdsA8o;wJwOY z{y9 z9pim{_Y|C~#Fzwly<31hx&ql#hIal*RVC!#&W0LQQfGu|mHH{EU}*aAOz$RtzyI@l zifQY@I67;+_2JIeto(p5l3`(T>+7Gb?@WJ|xix``%icIHB)2^9J%3gb2f4&Px>*kQBT z;Xv#N_k;4^Y;aEP2yE{l;Jd;KyP|qK;!R-vgg@*&%cjk4Z<^O$ji-E}+J0m{I7iU^ z^&?e@nWCD#tu?jRdEanPnF2KKl}2tG5cXDcLBjp}R@>+MHt+*Gg@Y?L2aZ7p&hUe$ z=?9iJU2fY4Uf&PA6b_vbhj!08`AJ|Yy%qVM-PKX1W1P)*Gx%~pT#rmUao}DK`2G4g zF!jot(}^i~it*Hzv4i0D|+6X;eBvoDG$&0CzhV7F^_}^xQzpXZZUj_Yro%Oe~@$Z|dzdhT3pD956 z8V{Mydg%`Rk8gV8ofz2fg^Afl?yrR!%=_$T=c0%u4cVEeLO5q;8;}Xy2?K^ymkO`J z`ar@nTOchNq_BuvSGr6u8)dK^Y`j~X{$Y|WY?LYHA9AhtzL|O(Wnt#0MWN#L$x7GR zRjXo+h(9YIuSi_T0u!0UugbFyQRbHtnMF$D-uS6o-qUJyE_%hOY=R5N4q^= z)`9{pU$U(qXPDcdG#{Ma0b!axJYyC9yMHkI-=k-JbjydG9-9jJG*4~3XJ#M2Ku+9S z?td)vUtyizuu_3IM^{uW9nGbbJG~Qgt<%@592;+Z{d5qp*c@Wd2fjx0&@LK!$ZcPd zoFPUN1LyDke0iH}=F70bGL+2quBFPR#`Eh*#Q86N$CjaQU;o~FRy>>~X`|8_P;C=AO_N29STEuFJNe~ zmn~}QiHQ3*nutI!>;;)K7E5dJjOYUpuW`u7z9`G{{ovUEUpDUJSO3 znm3lOHc2=?Qkix&n&u86KB<;X7`N{}KrK=zJ#48@uexu$ss6-A+>kG#t!-E2@qVqC ztA&kDoLVgu;V(##1O-yY5}(H;Fq1RRBMe#kxsGWFHw6Hf)EaI*L#R2Few`?p1qvsw zg7{B~CaIvn6xhp-)1n_qL_mr<1$|gFRT2|;j6y`q2Mh80)5I#~gA#a>OFPx1M!12O z>zh>*>g>dn{BObJ`i^x);A#H6QA@SN8?j$zH05)FGdm|+8JHdWm~ihTTB9q3%LUvb z9YV1dzO={|>H@oprVC40Dw^D06V~_k}yM%zuwwVv|!~U7v zlqd*w9M<%Qpy&WIXNt^Z%Tl(J7nM-S!(TnvQf~g*G(q5Hs*IrXww?Zq!hBb(AcmW? z#z{+Q9tPik-qT(Lo?ouvJqPJmjeN)tZ|=GsuyNb0`2dk@C*^e*U);8+skuag`tbjW-Do@r2nc^-N#NGY0_x`5c zpIZw(UGHLQ9MnpJZW)84)ui4cJW?9Th0?g-6|0kt=wSpC#C=R03d%|| z1e0yXEI-Fa)OQR#i&)MdSdR(qoPXO369xEV7m1&rxf`OUZ};ugiaTkTfLHPxg7y;) z_HFx>q$*lUq$UxiAjW=KZeD^d16CT-1&D~d&pBt4fj2xZQmXLhpJW5ywC#*qb~2R_{yvdc2HKP_q1zla6=1gi zMS3$C0oB`I@N`oc;K&6srML(MgpiI*0}2!+`x z6^0IL(HOqveF=4)BmUBhf|R&vU<6xwRVn@lL<~82QI5K<5Vw&l^v}Lf1@x1pz{OB} zH9saVa-a3MxQw{EIW-SL0#8RUqO)NP1dSI zjRNheb@G_qcL8PXu^}^uOTvKl5EY_^84&t)013akleO}kzBOqS1r_Nlm$ll35YPGQkquNw|4d(?9$g-lrJ*{Dh1~#g(M&H zYqGIM+e=+EXjfFsHEh#nYH~fS)~u;()G!&3IcC|yt{x5Kbf)?$=!~+a0r2ta`3fD! zt#c{dC#|wWu}Ia_aSa&2^|EBz{rle)B53;|tM&nmUvmAS!d5|POEOFQ)i~&qb**yAuWv)pIYE~}UEi%F zyQ5F%`SybPQ0WCBX#IDF3ABU+h1t`$;sL+)J7Ah4%ZSLGR`!@_nBr1{FN~1Q>zeg41yWiG9#4M%$I0pl~uke`6ZvX^F(gXxBx%rwTbB)i?snxzlw{y zCKfXp2}LRa+bTt$epJ({dJ-f)_oHCQ{=z4*@BdtR>GpN={(sV6ZwK9li&1N14)WA? zgRs=@WQb%Wk@0?Tf~5Nr{msZhfq%g%Chp6$HuHJd-HpfH20!@LB1d%og`8(6yRV2! zMvYnB56!D_|A~05Hqh~vz5MRU&(w6)M>&=ObJ=cdii)qFUdT!nDsU^!WmhJF{7c8*FPa-_QQt>!dR9R6I`kLO*r4$fgo4ZrIj z7hwL=RFtHa6?$;|{=xnI8n3g>n-BheJ->f6;`MK@=E2$4g9oQ;dQ`&PL`sF8#E&;c zVqm(}y;`tu8st=uN;c1*0#aLIjAu^S{H(O~l=~voq9B@iDHq4Gj)I?}m>JM4{AgBL zG@CY>-4e~=j^+$RbH$>$GtfN0^_VDqRKGI;*(_+AI=JnXK*B3NhJjD1E!=cHI*KWo zW4RA$HB(r4w4$WFv}h1gAof~)nQndA34OUQ`trZ^6;Ab$3F9%Gw4hmV+wV zAYOJ6;kHbEu`GdbZOOkxnrH*r zXcB8^nqg>GJe1?2lWN*C_|8B*!(gY-;HQO3FpZHNzmdJH(G_hY2QecnccXkX8^RQ< z+RUbz%C_PcFaM@(D=as)E?0&gFA@oL%IK}5e>+bevgYp(5;4B+Zv3$*DXjIO_z*Xj zz8amIIAfl;@0B`HDezT{@erSJkfFpiLpqz^#9(cca9ME?sU8R3OwJR7M0@ zAQ4i6uc=AxyJX9`k$2o9l~Nh3200Y>wM&%1!z9hHiK`PUTzzE zOK(=eY^pV9Mwm0aMbSv-8M64HttUJ1uq@ZH#YljVM6gsT&M@~`9xJDqJ)bZqFw{{G zv5}il*Jn`=rFCX@2J?U8L~6|%D(maq-xV~Czc76JEZm~2va4*O+r*8@vE0ZlRHfnz z_mmb*hQqtA)7tiWiw+fdr>x~$!x30FW566+(N*xJAGtJF1hycpGv+Ds>u=u%HVjt2 z8!{}ixs6wnYQ!@EOW8fziSD8)M;vrdOrsqspYqNlqWYkWJPxGPYyAe zDJq0aM&0GJ)2a7YE{D(J@|K84 zmbO$LB%gr}P8SWDhqkmOwsZ})bXK5ooN;; zJ5G*imRD0ZR%|A7r89R7J~4Dj8$g`ZY2u}Zw(0Q}qo&*()xX>?Zhb5nuakBcD|waQ zs&L!uxHr)ko4y}!;T^5_Nyl4u45KS?QtMy^Axo*M5|Iz%qH@#?Ul!9jz zON#Q^EKRi3{3|D)09n z+eO*W8CQVJbXTTm%ewrlT~&N|%gDr>kA>3AkZ>fmgO#JBhojSNN9Q<4mxqq7C5~4c z9Nl^x-QPQUe0B8PatuRJhcovUtIQrvkgNk7#N!+!=g5c7QCstBz7vLVj3?Si z-|M#58PjMBu`n7JoPZ1dHh^VxffWMc>Fj2==aXF93RUVj>GTrRCp~0sq%BP|iqM%` zE?HG*rX!ae0oO-zA2U5bF>+2~I!@$hjMqC5;K-)l%@zqe)T}Q2KeQip~y51qIQGOypI^3n4F@Ztg1C+%aO{Xj7=* zOw)ZVo*4rQ3;q^d`PHZGYe9dS4x40kaB{~qHNzrgsp@l3t6SOV=M^h*uZO3Zzvqb@ z`>j!s%A)F%TX-pOKD4iBg3vQtJ56M@j~M@h)^=5#~9o&rScyfsW%a zH`=@`h+YLqyg@COJRz;fMe#{+a&yt6v{qWhhRh{L(sC6w^g=Os1C#W4$+!%LC|njN z#fuW^{0pgc)V-XZkS!>(qXkTBDKa088HsMWIg zjpdby<&u&g206={I#(;w@e(dSMz6bzkRS#$OTvZAmL!Pl-8u>ECou|0Q7B0w+ZrCT z#0|UdRDbOQ!A5x0`(+cD9>t=>4S2awixRTpMiW7l=iC5p(aiS&fG0o6g1RIH_had} z({BJ+bM<7t+D3h%ujnTT%R0bfix2DIx6<{rcJd@vQC~Anbn>He!%*1?(NV)zx7FSM zyvOC^r3+4Sm7Kmf8^@2zX`;4p%!i0ll1L;>E`;@#^Soa@@`H%yzC@=4!0K-lA9 zUhj3dpjJZPxhXfl4!9RHmlgdYeXH^=+lvlN?h`EnIkuxg+Vt z%T2{HmQxQmfn0oS!TEO}Ec~^O|5i>S8Vlk#czvXidZ;&hm^%uT~oZw6D}`!!#k z9JUAul_nscCBLxM<>~F!;;oYX7B5_J;rW zK4RN@%|NP@vh-X#kMKt<7z@0xkAyJMeUQIpOnrdHmZupV>PAv1|)1C*XQ?9GG&*up+ zMHCo|DL0uY@a$pb(QGkX%8^nnm*ttM7-7+A6k!@OtuW3K*D0TPVq~3t`GJH@xn*6b z_`7_0uYrt@Er>i;*@>}6M?_b>8_6#*Oj+1`0oL*vA z@Pyf4>8B$*ua4i5i#-I!fXI&vOqfoBWeBVK86LCNIB4J9wyrq0ZirUhoPX&xm?`(> zRi~g@{QJp_APAhY*temGw>>QM7u^xdj> zxWfI|Z?~WHlGtW_oqGL~h9;EehISvF=q5prYiq374U+cvnLo0iWiRkaOCf_&yv(#O zn>D>YcUc0PJ-6pQF5{oYb|lBeGP5~v?(&F_$E_tP<8fuqV5w zQ7`9T!yA>S`r;pp6b7`^k=4x0gkh{bNPSw~I5KWTwt&!l4rM7YoL*thXDLfA#V#l3 zz^w}PZJs(=9g{0^?XT9Q`FSpi+j(7$E+{O-k2~BwrQ{mdUa2D5)Vyfnol`RkpEhJF zu$_4)>y!P1;nJRMg&?otel`p5YzppeL$t3CPqywHDuMfncDc<9JtNJAR|`Heb9M9n zn(Q?nnGQDE3+-z>czr8#UUqG^e17?6yVN47`w!kNsC{lif8yZ@A?1k^i&MHY(6t|4aw0>!M zr!dH`JkC|%-um9yZqP8=hus1yxHmEQPBsr|02ep))juB;H(m|fR52wJM`hw?u%gO7 z?&W*$rTx2KEqHmIG>3{o4&)ZiQsaJo3}|g&Rc#Vcw7S^YSYptz^1>%eOdyrho+a($ z%oW<~AK5&#Fl0&OuHBDI9lm+*Yx_#>kH=~rzURJbKc9wu(^P;p0GueoOM0-bAvYznzQuX+E;T^&~b-n|!dkaj`I zX6KHU&L*f>ATlz%=`P{Dc8w4{wg#CJ)kq&|!To(2aAx>3S` zPKfq%eqYn?EXgw&VS2Zt?#p)9*e%x$xT>dv+Vj6L(w+2^b(!D;GTX&_5n&`8-f8$QI zuMVL_s4&nP78;9;UQUzRFGF~78|jgi86_s-1*0dZ5wAlYp$6i!nbO4MWU5B%kV=x7 z_2LRKW7W6Wr+M-Ur&v~JB@tq)&VCddmUD&>S}}JYcGGo(2HPbD7g7Z$cFsh)*2UBd zzi0kB&s_fD<(A-b20Zo6^?1SRV3j3wbk!K)-{OHYW8KS4YxdG+&=$uYJ0+=Fh?+C2^UN9 zA62H~8G{ZaWvi=HD$+HQT=i^m=gG0_7oaI>xl}$RRpf?pzBoyo@YBsUw&0I zp}F~Ss(PihTtLp>tNMBFsLZRn#DzBwo1Yfi^BEq$8dqCJF&=P~(HM3xu!NF6qu>8x z)$qeJ6_V&(kT}{}WFps%VQA<&mNlAh(3FfT-t@VrdJ)^Y`)2d&HvV$=vVcO=gD}?# z5%C%?wgow}75HH(m)5@eR#9e6^+(n!K8uY+?lb`5GcoODRZC2e#j!yf2S2`La|Onb_;6u@rZifjw9@k?ZV4 zzu`BDez53Hhmjv%kdTzBcfK0W`n#Eh_X#OE?Pmx(Vkp?sng4{Haq^p!r{U81e+j&1f`*FBnjx-Lv;*^eS6%?Qe9)d z26zpUv5#Zq>@Lw<#Ud;?RWV6)I!9P6v|kJ5Y4deUNk-O#lr=`tU@hl zT!zvKCq^Hy536J7*3IIJNChIE5IaBbj z0&Q2G6??>!T}c^1NTXjwAqVNt3KIn)z0=TLydQJ(Bck7FYP;1iE_BMXz5n$Y%MmH` zZMXDt&t?zar^597ixzFNJv+nb?bGGQQ~xTS)s?b5fz_Nh+C6!<*&al>%LzKc-x)gYQxfH3S#}D#4M3SKMjFwfnc;rL zh+n43@@ruB%m))c5LszOhJx6O_|>1#XIfu3zg?`C{amy(NxfXGm{b?~l(&C2Iis&X z!;_u3R8>nQEnf{cXD{LP#K6Q0$qb=^jvKjO-z1g%5zly&fH+El0ssj&ldk_m+KvN> zUCRWK3=kaWi-XojXgC!OnfFE+H2@7hcucBTys6jtY2ja9yYkPi2ru2e?K^>!eM5X& z8OyDV&$FT`;iD>&BaWVC#=aC0#9n{Afcx=?Kca1nR8zkuM;}p0`N0WbFBVI^81l2z z1bZ*1YSA&re5e@muS?kSzyhW?*HHxIwA7qrKqZT@Bz)~)f3~AawJVpntLOzAFWKw- za?&uQh6HPn2A)D^v~54DEP_N$({%|L;!l3*Qx?@i{FeHl%o+G&;!|oTr@vA3>r2n{ zFj$sCDqSfYm6Q=f287a$mL&~>_e+5$gL92>{&l?B=->tqO66!!wyyLuga5;7^|77pv-p{X$Fe3Mu-EG*~+5vkH;{Lot!le30)+|8ONp?KcsK z1e+U@+bxBtN3NU1~b-Ps{b+oXJ!EF3=IGma&@yZJ%A|u8?wzq z)Ii~ZJcw@hH=uGr**#-Ru3sq-dns^9lO3z{yL_vzU#U2r)&;BgWl-+IdU%RgUFM@z zC+G!300*$vB8r<11PlQxVoPRX%XPBL9V>Xclz#QlWYJ9iFGl5J%U{p!y9cG)^bOnf zF98Nu)&=%&52}P`*(13{vELzOtUBrj3K=-__4vzqK0NVjxZ~{`| zLmDUnJnW)b>_a^4;yvVo0-D4a(!&fqz{RM*A%vv@M1wvkK@6-!1b%`rB!i`)NkEFl zC;Y-Me8O_H!VH`Ph9D#)E~MQxiK0FYN zjKLTHph>htDbPYGzyrb2LM^!DOTy$%$z<91-~ier4wgt$?qo0iB2en&|4{lLG7iE$ z7=ZwoKnI9`0CWI8ume~IU=vD%{;2~!6hJiyrS18`4QN0GDBwNV!UyC-iHxBH06^>! z-~fmK3B2JS=mQW`!ds37T`EQ6DMuxg-g^ST4;&u|{bN(Gr&6e=Scrg_O@({HXME15 zS-71-4klqf1ven(27rJOIE7>G-8PVerRfnhBuLIVg9MdNXAYVszEUbl&eEl(Lak=z zwB`WPLjnN95cJV9cDfEZb1h?;~qm_nQC12R-7 zwJGW!y%Oe?0?suLh!Sc#ji~aJ=t=-VJZfhJ;J{T}!2Q|Y1iYv_BtVQJV;pUOWC66=J^({kUT1dNo&?ZCISha;n8XF3WlESQdWyv_fN7hy zXPL4ceWvM}LMvDdN^H6G~hSR0;Po}DbI{<(Jz!*4OfEoG&|2_zT3B&_ESb+f8D(~fj zQpiJY{v;O;fDybyJm7*m5NB2%XD?ob0_Q{3m6hAW=F7kBLCQWULNoWcdXgHoIVgHFXM1g%p9CV`f#xfUigM^YL;>w$U_*Kr>dNT0+gNroWrf2DpX!TtKq{N;DA0XVyCa;GhK{wY|h?UGGaI zVlrH7>{4rYnD26cLkBE{FX--wgk17bZPos6np7&CX75#)!r*O#+VU&gLa&IP7_9+c z+_Fu5f{N^dinc0+5h%ey&hG`*Z@J#@R}e47frB)F12~++IjF-sgm4I(MryzVEs#Py zzymc9LOjI7Y`8;t$#8CL7YpFV4C8PP>+lZqa1RTI^fnR#uZ;qeOZw)|JIp`_TtL(^ z2k-W-)jl7g8gESK!!|quDKszfJnsP05)kW>{}7)I5!a;=GorYrmy$SLlvvCKe<{P_2qEhC(J`Ww&F(TbD zPJuDl>@oTxVi`}XfHK8e2wNw6GO@MsAu|OW|AOEJlnWM*BR?`2MKVkr+SXL^mh|z* zA*7e(?yk&bvg^S3;8ul4D@7U_IPYHJ;;wg@WM5LojxSPIS<-a zU7uZRo@8e>303x>0rqOcc64mD|38p}vyuZN0MsAZD+4BVXGgX_$M*lUc38f4a2q#Q z%yt!1<_;;v2-=TMAGhQT_f-^kbX#{((5XiMQJMwa{XqA1pUre%Hh7cwPh>YDeRp|p zjd)kLdb>BJF@;8#Po?`xHcSV~d0r&xD&dif@fK zJOVsiuRhdve`Ax0Ke&r~jfxWwi|@CN+YF53f(M@iJeWc)sPJtw!5D~U3H$Jq_eKrh zFqBhym0S6hV|j1z`0)66|4(!|kXuR2!KB&xy~urMP+L$azkX%}KY+w8YFmBe>%QQq4g&qqZ6V`T3tyN}zMj zpi`PlaNMR-be5RdGW;_l(>O2CYbyrOq*MB%So-E*dQ23$e33<`W67t7I!xyrn+6mz zG`RnudaAR@stW}_xI-@3f|_p1DaiU(v^q?@daTEKtI)bS)2U1Q12Wk3uJihu`+B_q zd)ee809*j->Yla$0NK$)F8H@rEPJwPI;^uBv`Yo3OFL6gyG-M_YHvFhRrST;H&4{0 z5&*z6XlHLm-24b&|7S{z?U{r%Q~+Xuho(r~kLE?Qvs+WB00iJ+1tzgykUsqL!A(DU==oENu+1Lp7A%15^MR zyg|a#0|tb{T|oRf0D!{c1;u}bxInQ}9h+E)hiW(G$QfRt26X4cbKLuE12XWf?9L2mx+fxex@p zr8gIE|6R2Q?Z))`7jWQ}eOoSDdl+$I#cRQ-T>Ka^$BGv-Mz(wzb7sw(GYj_o`K4Ks zH7D}($J6v!f>j}0$wzcwR9jUq7%tl34?P1mfhiCupc+-HSYwGm&F{vR4Wbl_Hi&lb zVds1Ws=ympgX)`eeNo*Ie!6l2-v~@)aV1Oq*)hgofQoI0a@xb~S#U zB+8$iP&*CUv8plvD;>{@R9o>XW$DMkGQIUk@N_*lz9vgShMHfJL07&h;hmS>dPnP( zS1&yRQ?aTlSW_g^-f&>tlO8S6QAz-gzW%2-#+gZO&l_o^}L*=bfaL zUYhBqoqihXsHL8o>Z+}l+8m2m218|}2!hT3E)Q~0l% zAErCYzcC*@p>Qy!WgC4|PX-y%PYT)f*k!+L@**{t=Qtnu^J|6d;=>HW(- zOzWYCza*90W*>j?RZ={EhMMmmfWvcNf9Thc+%2zwBT3*v1`C&P}|(1kf<4+%Fy z4qA|d8l+I6>sY8mBc2O}%ON>?%&DcgaqKk_X;RQSl0t-4WkBo2BV}8*188vcnkAW2A2pzK#Uc{;( zurMDU(>F**-lvbA`6C-2SxHNBCXNu%2R&+05KfM`)Fv~3DMD#(lbY7N<|)+(PIHQ|n<4z>IhiTWm|(MG6-G@y76hpr8x5tZoDvUU-!O%$UU)#ye!+EI^w zG-(BO2|p8BQY`{hf&w+EB}Lk$gM#mhF_q~|qqtI4qV$0(wW%XpDwCI9FP;$z>Q4KI zQwQplsDbS1N=OP+OeXb`MhzfRq58(9>artPjonZm!quvt|4*s_r0Q4AcvVV%>8!K! zYD3ma*7-p*hhueX7R|cMT&7iaZCwb>y4TlE%}aQ5eI|U4C|AMiu&&uGiB^gC)Vs(oD#UXs39VlIhAPb_#Il7Ai5TxN^=K+gUYwuJHrP*k^vJ-}uUVXzjfHdv0u==OIj zu}%yy)!Xy5mmu4)gDC`}2{Ga>y{eR|UR4xo#;2;^5I9~sHZkOp^I z>kY#RgdC>$q9$vh7S)jgdKSKL{xZB+yq2cJ{(#OoFkpjjtb-dJz`;0doQ4AUq8k&K zL52YEhG(c3ZwKMWEl`{QJbMJd*##E_2u5TfC05YBMX-}qVu}YpL?2iNqogam+AX)S z%lF!Fe6OO9904H}TrmPtssezPsiV0Ss04nda|>h0qsMv!t?yDI&*9n8`g4U; zMb7&u(<$%~ive^)I1o^{-KQcB0|?+J=XkvdqIF^vTftvWZ%^WJz7fWwYS53*Is=nj zeB+C1$-HiFSo^1Q%|nm#`%1f}JXw8%$O8Z^0%q@L26c36J-{jm%IZ6mkLoZp*sB zZ~p|%zzXBSQVa8xtpGRg05wdpJd1bqukpTR0)eCgRpPRuDf2S0g5D2q;tz9h3$;KH z_#!J}0PwdKs-YeVq;?RbDr#$Z{}2d+PzZ;R2#Zi^Sg>wfFmhn9vSe`b5>2v7r35bz z1u;+sMF*W(2;^1zP z7de6!!^akT5nXc8fF@BGk8!V3(VH9*8DobS8DbZkQ5sQ88P$myrxA0WaUr4+8@urr z!6z8IF-x>@gN#uekMSFa|LGdfF>uI{K+KUHc`+RW&I;o(8(mS;I?x{X(I0{HPLP)w<;0OGfNb58(<-Y zz-S&&ff1+yBYUAZkwIFhVHQlm831yJsWE_3shG8(Mg8OJQ);T4s?wY zlysi+3&9Xn9wM+L)Do-Fo(R-KtAs*@k`mjKAm~j+fd~E0a~@?WLPs=LO0+rq%^(DH zJuuV>&qD+o|Dr{s^F_BZMrHI?Xw*U_f*<(79df}I?o2i4!A$_b9b``c7(fgkLq{Jg z{3OsvZBRmkG}(rfNLR&3W78w5;$;B9O-`>M@<0OKfkH&U2_7Jv+}#Iil2LF1jY*4fx>=0>u~(rQ1AJ z1m463h@}ML_)Jo?!ZaFA?Nl#XAYc`&Md_r0AmSm_bT2aWg&v-O9;Cn#sH-4~14m;p zTHe7Q0AORaV@to4{O+`4Kj#VSZRbulcGy*A$>Lpa;ufCbAhd!YfM5~SPTKZ?PB1_i z=F1%b00Ky0Si^1H7WDJ*0SJy(&tf44&Y>G9Oe1W99-Q_~qShCxgX*+H-S9%*a;^Nb z|5oL;7DNLoWxsY;SQh?V)*-BwSqMT3XwO8_R_KzH9u{E$2! z7HJ8>_E5|QmX;t0*KiNlA29ANK+fc-wmXJT>adna5v^pmjBCdZIWbpqG`9sgH#MN8 zQ(L1^_#qwy02j{o+UPDQ0U#Qb4pXD$@E&$GbnFmBffI;DZ~1m1ngIZCbs~88X#*u{ zt*$$&u5st$akVa5Mpk(#ml4hIa-p|9!d4ectSa1YAC{rU9t0R9WKb-mQP5Ux6)waE zMH&F09P|NDlz|?~As0-e0{ozXF2gKx3>#)(2X?@HX?GzGbp|N5el?|c@wY-l|8OP3 zC1ih0Y72v82{?tTP)re6Nfg+CFklAAWB|@2O?0nK0;LdCgJxNyP&yz`7J(<|p;rMw z09MQ&_)Gu_0exrqeX|!K{KbazuW9c$Pyk>nrZ#x1c3d{4Q^?g^_xMzZ7+vquagaDl zl(-m+rC8Q@jfSXtk3}^uiyo-US!y?E8{$y2Z7dih9q54z8p9o4=5vJ#hv7Jm^LGY6 z){gtsOBoagpU9!kp*3F_YqaK~V40R{*_LnlYzWzjD0v@@AQZ-e&rr_@0tEx)Zg4~S zaG_Qtlb8QeHC(ln0$a6mQ|f>PnKN`*HZ_%6D)n$4R9g%8X|rQka{(M$|G^hpMTlt- znn_Ta3s@Da*_t&2n-Os~!Femr!55TS8eEx&d89*H9UtJyf7ahoB33bFT`a={a^YmZ8Am9rD>>`k70&hg8P&q6hSOHCjIA zSrk93aD7Du0Kgw|fsg+Aio-|N$I!{aF_A6t?^W? z#pdn`R*F9^HHxk@Hq>6l~y`(GFq_>|MIY3u~r|OtQZ?| z9GkM4^Q{p(vro&i9|yBLTdF&os6IRA2%EI0m!tPOwV}$i11GdId$e2Iq+T0vVwc*-5%ZrXQxD z1zLb3uRAfUJE4-4yvy6X&l|ndTfLLCE3;cpC|UsoY=KF2oE~VeDqP?r(!mcP;s(+n z768SeDY?tl4$PCA$$7@f>k7(M;sGqc&hH%0^IXsEywE&j$`P{4ALHm+fm%IDVueCU z3!xPpU<(F71e9Pq76AYVOw0~N1iJSS#GxvRl^zaVQqy5qySyCu;aCAc84g0mh$3!n z%o+>;01lxlwBQF`oge1F(IH(0=!C%H+oj)pXX3oxT3jV8pb?7Q*pD6Alf4oCfc*aA z&j&Kl7vtz+fdF>k2RdL-;(;E%0Rr&h9G;jP;=u$`|Kb94fgWtY6ZGK%Zh;X zeSOBa88d)g<%B&YhVFDDzVkbZ<*1-ri02l~D2x8z6{9pi}s~}Rn zDo8*YY#{*(Ard5j4AMao`~e?Mp?$%;Du6)eZ2^8sJGebnQs6!!TH(I3N&(VAAF4qY zE(7D2YR)&_5;{Tf2cPf@-|!oOu0Mgb`<$)bOSqKDvz9irrS^)>*VI2g*^2wgi=^^vK z{L0&2v>$v8C!6UG#fFpgP_pGA=)NPcSRc4xV=bfad+P56!U6){@V9^a8==|#V)5;< z@eyOt!yq37Vp*d>AFe?s#NOuVp-<|89>Dw_THy|KgB$2U4j?WP27w=<0U!v_yJ3vq zHG$>c@TmB@HqSg zzJ1llS$|%fK>%9VJQvFP+lOt2XHjR-qXae%^wx?({`fM0JO0Si0RRR>^O`TB6eEBM zd(oqSS-^0?)(y*u0DuDa?I(=^{{Wb=O?k(eYD{O%ySS(~9!#!;WlNI_Zy=MV4vinP~n9 zV-yn;e6AJ(m>IOh7%FxrwaLWMT3tIpfagHJaoO91D z0wnN@gfnVrRxTavLr;FKxMKtW6#Z5SJ2v!oRf}xC_`?Mk7}2VX7WKu{UpVGEn2t{Q z(#o&4u#!qVPVt!LvB)Ot*pP53>ugP4f=QlcUy}Lkwb*8>ZB4Cq3zeIU!RZqamFPwh zHWH|$r;|3^ksAQlDA~#>|J4A%3QU85aF#weka15g3~*_YruuN|X$83qynuu%91;;d z37Ewqo1Z9?%p>h7p~O4yD8U7rw9A3vzgZ3 ztnHOE5q?|Nh+bgA36t^UO2c{Cl=dY;CB|+MXuhHd_m%RDmDXEVB$W@vORL zGEMyg{$1d7(9{JrKUE3gh9AD7$cmH9xM7Yn#f=6RY;XlsFoW*D|26xc00&6G0v=0r zKqH+}Ot%x%?ZX`a5C8~FvLSywfdps4#|ChxyNa|T4f}{e!08Wm{g_oCm$O zDQq12=zzl8=^ymt1H@s38l10J|o zM+#4vDHe8s|1HuRSOv8v3VOtY6*eo1580zPk?;*K(l8%WI?il$7ZDpxtcEOu*)Na~)je0-QLpEm=xRKRT}fk5o=p*7Jc$9rq~#4mpF3HF@h0!@Ly zIo5=@8g&whQSk#iNXg220tuD&%%?v0i7i*Q3YJHarBRwSlx7{Nbcr-dCE1gV8z!a$ zLjngn+4;Ur%I}?>I2m60$Ip&J2A>`csYpjk9)Ge4paT_}NEd2Sro2H`^f1E5C^|%U zVpK31|Gf)GNy<~AfV8JT4XRL=($W{96pJbiDNBnQ)5yV;rkb?rO*8t*y6kkQSiQ+l zv&z-3j+Ch`Ix0~FTF<3|)m!Zx*(TP?*0#F!t&XTFU9Rd?tZucgc+IOS&)Ocb7Bs0I zH7j31R#Cq+;;@KKtYQ^w2}|5Tu2i9`UVD1i$y)ZZ1RQK){3;Z(vQn^`eNkE!XMxh1 z_Oz%?ZD}Dp70F^Yq?LWGY-ek^(2@^6fbA$~ZQGvFhSs&T)n{yjOWfl2lecu?Y*0MA z%H1MYhlS-WaE-gl;Zpay*e%j?siItpxu;yhi6w|BU{`!}T^?lEJa?4Np1~`+oB7=e#%-{w)_`wj4a2h5|hW}Pq za~969hGThP`F57T`_!I@M@-@poA|^iPO*wtJYs_K)o3kKjCDIqUh)#QiBjgYu3QX}Ktc z4&BeR(yT)R`qAp)^P9R1=}LPweKtw7PnWY!Ec&F=4~qz>{b6QHn>xruF11e3|9t9J z^OITYJV#|r0uFF!TFbLG$=?JZYT|cbWyavZP5*-p-CmPta&b6zj zjnq`f+0oR_Hc!DJ4UtGAq7+#tT$tTyEf?Bm??CpJn*A_eYndX<4oR`OHKbqDx>>*` zH=ec4Z*DPJ)j45xzX!hG7UeqL6>$?>28|_YulwNXUe37jJZfN%S}VC`IKekA>2Ohc z;~=jhx0}2igwtBq$_@#h)9vtz$eQE{pSQ7b-Ew70Tq~eHw3bn>>5y~$-`57X&xamG zp_Lro5{LHB654BfV+qtHV+vfmvM|7I6E+!9y$ zmU2Dnb~igD?w<9;BSN~K=Ns#yPJ7t--Eoh9eeZz(+}IBecUzae)^bl|&;RZZmPee_ zNuN35ZHDV`AA8nNpM2n{-FJlgdGnyh9GgQ=dLMOufkH#P>Q~SD*1P`ou#dg$XHWau z+y3^r&%N$<&->o{{`bHSzVL@n{Nmf5NTpByvrdnCrf}>W(2qX!RWJSOTOZ}LzrOad zKl|-p-}c_OKKR2g{qd83`n5lQ^v!>M_LJZJ;fKHX<-dLUYv2CgPrv%PFMIEE%qhwj zfXTvq0Oowpw|@wjfC{*P4A_7U_<#@?ff6`@6j*^4c!3z0ff~4d{~U8}$R~gxXeI>6 zVNKD2CU}AZuo|97>9B=6=_(9<}rfJH-~z-hkV$Fe#lpL7>H`vb&~OihIojGn23r9 z6@u7^g}8=;xQLQCiIiB0+vSLuI2m}DiJaJpp2#_y_=%!8illg4gjkBGn2M@+K#;hK zuK0?uSW>MRi?mpawwO|u+Sio#fo|Hhb!#CVL#xQttvjLi6q z&{%rT7>(3ejaxU3)|idj$ak~2jo$c;{f3R;IF97#X5v_m=$MXEc8==Uj_#;o?D&rI zIFIKQkMwwt_&8hkn2-F}k9D<={uqz~*;4>HkOp~>`c!7dw~!3kkPi8f5E+pYIgu1u zkrsK87@3h8xse>%kskSxAQ_VBV~HeLk|ueQD4CKfxsoi|k}mm@Fd36FIg>P5lQwyi zIGK|=xsyEElRo*AKpB)mIg~_Mlty`!NSTyMxs*)Vlur4SP#Kj{Ih9mdl~#F`Secbt zxs_bmm0tOkU>TNTIhJHumS%aDXqlF3xt46%mTvi$a&Q@!aygfDS(kQsmw1_%dbyW; z*_VF#mw*|Vf;pIkS(t`-n24E}in*AK*_e*`n2;Hnk~x`_S(%o3nV6ZGnz@;r*_odC znV=b(qB)wRS(>JKny8tYs=1o1*_y8Tny?w0vN@ZyS(~qpBWGUA^8LeBLM#Z zEC2ui08#|h0*3$q02u&{0Rb2S0}Boa2LcH*1`8Pw5Op;Y{~Qwu2^1<56c!vEAPOH@ z5FjxDB1RD+Ln0y~G$R!*B{4+bJ|aH8e6VHS$L{CnPw<5;<}> zIz1gbS}Qx|DLm~fJ>E<{I4D1=Ge1%#LE$7q+$lrTL_q>-1;l9$ADncRb#w2hknoSK@Ho2#6gqko;rlbyDapYENZ$#SFq zkfZ;iq@tUpx1pu1p{3ZNr{}Aup@gXWpQ!VZso|Ze{*$WBx2m0_tG27FucWNVwXCv{ zuKcsJv#qqlue7_qwXvbL#;CUEskYXkxBjcR{I$90wz=4`yT`k`yR^Le)V!{{zQvQl z{;|W)w!`GS!^y?P#lXh&!^X?W#>%qC{k+H1%*VpM$o|F2=hn%<#LLsh%-hV&%*)Nw z)6L7b&*00^)1lJ;y3+s4)7;b3(y-M3%hmkf)ymn{*~HiW)Ysd~*yh{V)#cgL@Y%-H z+U3>S``X&t<=fla-Q@D}^X>Tc_WAby{ovjH|K<0drZ)2LIcUd_67VtwVvRQ9KjFrIZ8 ziFJOM@9)6Nq)kUIsJUTr*T|DAk0^Y(^XD*OvmryTI=wn?(tXC9S+j1>1TS;{FDOpU zC$VBjm-aW7xW1e8*1cyh?yNw1<(ebZhX>DmtNqZUO*h?WQ;mKj(L>5{H}%7fY4d0! z;X73I<4-lkA(Dwd^oSxBBCTL#;Vs(e)K5Pc67e2>- zJ2^<;I5-|;Atza6!HXvJ^rIt>&^6hRg*0ySO^^!l6VDcWX~^V4fs{B?fV|xDjz`k5 z5e^$>vXLD_^!(vWI&sud2OiD{_T6vv)FNjcj-*4?KE;qx1{;nzVhLu!IfF+nn$ZJ_ zBUGxik1K7|$srqi2_(!L!u*yHaCOYLC3{CHdBqh)YVnLh%dprHGG0Xg8k0O(C_+#l zS`?Xu8T9Z&&KJTV0?IzW#JZ0nqhz#C8=U0SkFQ#ohDfsq@uSZe)qKehJEvxGY9tWx z!^@6Bo#O?n-m>ygKg(G0j5_OVK~6v8j_TyS1wG3xs#j=1twjB(1FS#7+I!GGUDA|I zB7F3Lh%_CQ8IBrjgyY7V3hi^<8f@&zMrUl@DNs5bzai%vY}7)V9&8L+#~ptlTADd^ ztS1m&*vX30KIY(23RT01@y0h)m0}os+-W8rqM;)FXVOlKC)mWenEzwKvLj5fJ zjX?%8$d=A9wQ|M40%_^bI94QLCE5cO%prS+EA<_1 ziwlXnHBjdAMGq%m;C3^U{rIw@SbS-1FuwTqjire646L?92zv?BiHm^ik0^=!myvX9 zFjGdwX!@BkJs-1?PCog>qQ=kyiA>KRYOp~M@3W{;$2wxk{)yGVm9|eDYIG{vBz633 z6Fqpmk&i#6fZ;|dwdvu#KkzsrCn(*4QVTV6=0n-{#oz&$GnCF}OuMgA-aHML*)vhaIkhDz@l?2UnqwKg_FM ze%v7{IY&%^^bKzJ0b&+fF*ao~bBlps1M`VTtmtvJKC`!Kh;5q#@?X+26~JoAD`e8Rftgr&+OwGHNyv6 z^bt@;0BtunQx9J_(=-kVO>#CVMQP}vhffUR4fx<*CGx@1HJ(S|6xT`}g;*hc-0<%4f*g_=8(TXql zf*;QqgC?|5oh$^R8>G0x*V@qqEwJJk^w32brJ;*jaY&b(cm_S%(S+)3p%vutMYH-b zhcEsj3mF`uG_cePIm}0j0?9-ZpGc4>0;V0t;=~mq0S;1RL5uV#DT zUy60vXB#d1#g1!9Lvik0g%)se-t-oen8$=79kd{gzh;oH40iAo zy^0Q7WI=Rape!e>P{P%T!W*~P!ZHG6g*iwA7q`f5i8!%^F%8jIf5;p?`arae&~tWY zx+fd(kgbE!;|=G#nK! z5mJ-p1AZgTj6XJ^hH~fwABCucmNoKSbhQ@|miW^jBEgS+jNxnkAcbKC5(rE9qa9hO zu|IS{hxb%&3|-9xTj)xUcWhxCH}gj}x^Ng=Y+=%r?t`i6kpV;Pr11b1Hk1MRoAMX&YaHT;n zSPR4#?M=xsukb=GKqEkAKm;O2O>AJeSKV6k$9ZKu273F#-fso9t!t|hbAf{%$jHLy z5D_zhh}zZ5fOW!M)NlY3+Zh7?c?U8N+@xb7A`+b7L_D$)D}mf%4ExyiVM45rNXVf= zRn3xt{h^3C5J$KDXvG*@_f=dJ+a=E;M~vM|V{#XS9_bKAInX3KHRO0=bpSQku9H$c z5!oL`W)Jp;YW6q0=gHtfnw0f{J@W0N5^7KxPST-Py;j6 zqtMF`PYwNK4@Wun3CES866|rQN{2BBHmt$W#L&Yx{!{v{J>apvuZ}?5A$$NRxk#w;8>aw30JTM+LSfhGIj5yY84?C)W9)0 z)^%SeG+-DWWcNKcLo-d2cKd)mY1Vdc2W8R27d(?t*I_d^kq@X>2zam$_^<|r0Em|{ z33}j9R;C8CFd9Ms)@G2m29>}T`LGL~2Y7vkdHbMwXBIomFh2P}3}i-nV(#!9v~2hT8z%@8BLHxTcqLBrQo##dK!1Vn$pe8(`0&(IA0XA!tie00e%D_e#Qbg?sR?_C=jsF1)NYIT0k@$I1urN2yIXewAc*-5rwBBeHHO6j5QFJ zP=H%-3$sX$^gx3l=z#jRge&I{+|pwAk$&v)jvGh^@CSlhV=k=F49`#v&7h7J(KvfU zFiJ!)dj*64RWE{bk!^5lUcd^(*pNDSF9}8vYBh|sSVmo7lEtVGfHRU!$Z8I91rM_h zZBT_xC=gixxCOidb=wjMGDc$;fpzIHXZB=n8iO5d$R6o%c6YK5 zNJc)t;f6&9Wh-Md)8lpU;|Q)(6Lhx*c}E+QV3r1TW{$QGYc?7cwNm&HP>q-#l}KiN z#s-){cKBciFI8xz5Q^EOQbp5f`oKG5X%Z*GifJ>E8pukKBnrXjDfqZ*t>#Y4fF;++ zk)hEK(f};Kz-ylJfIg)z_b~<~G&=4CjY-6rR-`)q&kA*J!VYT!VUGt7R!)t!s$1S)ozin2y);!SKvoW)H)eQX48*aA{*)fr<4|a~ z8~cz9*r8COaS8&3b_K;2cQ_E7Q3!sShBdJd#85Nhz#b^d24BN705l7o0F~TRQAJ8p zq#+LQ&<43c40eDAH!>(dB^$z!4}Mt+vmhtrQ&N>s3pbSx9a9U!01AP%idLWv(jX0T zC6TUJo8d+e^3Vl=;Cj4(Yn7>1fwXIZ;GVNqSM<;d@$jd_*L+;{3}mElgLN1dq6mHe zz@`JCN8#se{uBvZa0@Gx1-Zbd77_?|gbvW>egp}QvJ?+ifC%a^54b=M9ddEd5S%B$ zj>r^$1d|26Ko8vj3otkh-xUc0B9qId1;?PK&kzstrBbF z)D7B557uyDd=XWa+6z{I3;lo#RsbZNfN<&{RrCN3zJM_FrVa536RZOc?2rhHaE$4Y z3%QUEvrr4^PzxNpvF3oWWl;+un+q6qGq|G$gHVt95HxRqawQ5L*P#Z9rVkVU13XqX zD0?OzQg$Dx_dAJM6NGUGY&f)`feipOCn5R=9Y;4EHU z#U(*(#wg3WyvvE<$%3ZDcLO%$rVoX{DYl#xps^VA5D&Z@6anHYK%oxD+|1Nm%|h{% zK~@r%F$oJ<=py(k6YT2o1Rcyg-P1Y! z(?A{62)#7iQPf6#)JUDwO1;!ft<=*j)KDGOBf$++UDZ~7)mWX?3X#=Z-PKNioMv3-Pn%(*pMCBl0Dg!UD=O)*aV>on!VYa-PxY~*`OWTqCMKA-PxlM zZUd1Ikhj{b-P*4G+OQqlvOU|f4S0op+qj(+n2it*V%fg^+rS;%!ady8vD*Rx+Ln;q zmY@mAUD}$R3DDiync&=|4c*p#-Pmp2nt<8@kq=`3PzK-~-r_yp~3JKog zF8<=$?b+DP*$nRB=q&~mW0n+N-WPt}8E)Y{j^RNb-t6t+Mt(d!;Yi-*Ze9{fJ`hX} z<#b->#4Y7hjwBo+;8yh2G_W|E}3J?&DOJ8Reh`8P4Nnpawi1 z={+vtkUrrS4(Sz+!i!_&Mbhf(zV3?s>bkz&u*unpo(uc%4w}&G^l%JFf*$$4 z553L``%n#^7{xAxo!0+3@-+w;c#a`Y@SsR#>58-g$ zg@6x(P#S}X;XIQL zOsQq&F5;*n*}TB+Na{`02q(w9*O zEENn0ywgRW*y#w_z7Q)*U;Fgk^qP$$jsobG`VRDf@5hk!a#{Kok3T@L1{|9#$)_)*pI1~_lt=HXH>RSt?z4b&h%_Y@9u zf)B9}2l^oMsrO@`Fo>Lj53^Gl%#i8eJ>dXRhn_!z1q~iVm{8$Dh7BD)gcwocM2ZzH zUc{JD<3^4hJ$?ikQshXIB~6}0`EXx8Hfmh5*)>e&%wWP4a%0Gi-cEX1uJEMi%NJ03 zy}EQEnsleGIZB-pm7^sKxTjUE^6WN_=(A_qv;nQ=6dKTP@2)zH?b+-GSm z+gtif?c2tQ-my_T*RAU{Y8yShLwg;g*S4)TyP9s@$~EfNzFWQMy_4*3)Tn*E+OqO@ zOj9OHqc!O*n6J!g)~(gBd9#zv|C-jV#i;p|Pfs0urSKIZ(>vcFHsYx1sfBOSCw+s; ztYI?@UmZ~SDwU!a?s;rxYF3MBEimPH^5xB+N1tB(diL$zzlR?mZa&)I)vQ_L(&d{w z`x2(T38*Zx;Hj4@t{7@3U#{qam$R6%suiUo*jL*E#sv+ z^!YC*0SPSXKr0YTHH!qVg77J69H-uIN=4{ zW8%$4Gfwv5YsVhfvZS=rX!M87GS@tFCpFis%}w2S`(&1MsM#eBJl`mX8vN7{BMyCb z5rd67%AuzY-~Jpf(M3OH*ilVihB;=LXQsJkn{PgeQ#M-@nN)t{~9BD|#`S z6QUhVst;e}$U=^<|LD<$4xSdt!i+$6f(Ar0XyqxAE567A8gdYMh6|*E0`X{`oCZ;j zcUn0L5vLGABoMoI!Ufo!mLZlNV~OhH51#C{1lnAut+p*|u`Ot{xo!l-F>oc@hhI&~ zWrY<}2ByauPB@EKF=zt|OUivr;bdIPKj-(B!QPR)$kXb z8SNm)7Ov0={|EU(3z6UkC#=9U|2=~aSzE?0xUe~*%wr4Mm63)_(neR@eOL!ks9IfPHU=QyfxsX3f>b#A^2DhW{gh_ zgD3|+@G&Pb{0Seo83aC3aUVv0Cp-jmUnVuVNltdslbE3DrWu11j=i z5|keWX-GvnQj*F{l#HqkDSu|Fp{=Tw^jMZt#xTJ^fP!jhphqjr0F*vhf@&z@rA=YV zA)e%tC)}_hH_x#)sx^}*bJzkaut`*0Xz(Z!+9puEA;WL-uth%nVLQ#Z7EqKmU|<4M zlW=rKFyS+uV%3CMYZoxbIgXr}=x1tb(>tFjWFH1aXhIn^zKu$BO$c+zU>Rl`j+Uu> z|0RWNWF9Z-Ri+MEw77%3wVvrDYgs{YR^*=1xo^GEXre2*=dM+)&1H*T z`Y|RmxdB6g6)Z{jMlWUi`~19 z*u*DBF^UJa-Q1b!KEi`>e!y#98rRsy>3wgGb-ZI9_c%T)af5z@Eadu@@;{#a|4FXe zaD`{g18d(vU^L|b4s!4TRliu^fDh+WdXPiGJi&z)uILLWtRk!Qh%K0DYlUFWkXREY z3Ww>@g&YDU5W`)>-sT`7c6eceE-G${1wCj&7dpH2um^W$EyCyB6d7xY4o1u8|vhBh>H z2`%mvQ+HsAF4$rny>52bSPYQ1biCy~Z+ffuuX4n9zU8P7P=~s+rzD!G|4GdSE)eAl z7Yb*>6|Qh_yl~-1JqTPSK5>dy+~OC{r(V#l4>ok%;~tN3$b|>;kAECGB}aM5Pk!>0 zqx=pYt#{02K69FDlAt$l2+$02KZS?(;XeoZRTjb2g-@$WK}UMh3-Z^bHyu|shkDed zK6Op%ydXSJIEkFTb)d%s=vF@`hAx#ki1fqkXGeS5)xLJLi=;~Erh44vK6koT3he&C zdN{kmb-wpKLwB!x-~~T;!WW)Bch9@u6~Fke8{YAchkWEEpAp0}-tw0(`s6jgdCqr! z(%b-j=tVzz(wE-!p~rmcRga<5x8C)yhkfj2KYQBO-uAc0eeQL?|9jr|-uJ%;e(;4q zeBu}1_{T?n@|C}Q<~QH@v0r`kr9XY@SKs>A$A0#;zkTj^-}~POfB3~ee)5;!{O3o1 z`qjUF_P5{t?}vZ<}v%%Ai67%gW;mT|Ne0mr7(~ydbj}rL!!C7 zUT8zrdxvH4g{fJ*YPf}E&@%bM4qOSurhAM-q=zo-yLo`a=p%)_i@|N^gFb-7=rfu* zyhFy@!a3wbREh*DynXSLTe3b@_z)!9Ap7eD4N9e*Fc73U zkVZ^6IRryg^E(51DZYCKy%+~XC^a?QI;AN^pFo5IiUetRzgbuVImwVxSSF`4npB({ z3$q8lL&iVDJf*n;KJ+_vScYXdhIC}dc9h2b3xor)FiY&jTU@+xu!1en$9?3-e&k11 z{6r}X1TC-vDA*b=B&R1~;^gGYIsK4El_uQ4waXjHVdOfEEX7FBGHqbVqC~oQ z3GQ0_5BY zGq?g=Fhn#=3PsR@QWVefD+K*$Bt7^^r-+4)3(%(1NLIW8%pjU9ur{tE#r)cade7NIFJVY%{kmiU4+mqRK3?M3jLvnKzPpVi_UM#0!6IO>(d}~Pzt)F zKkppITnJB(OtMbo&ZJ{c#ybX7$^xdr$Q4bvcx*FzK(=NN==;2k}HGNmYo z*QkR6O}YcMMTGM^r5VwtXoFQzRx8ZYQAAfcl+R~HB{*HZcXf&(P0t&x zP@tIEaKco6J(a!-1aQqJ>e~kUOgg5#ze4DpilqlveT`WFirpE+z|2Q2z}S3bMWAvz zk6k=cl!Gw@3J&FhY27+>Y{$G!$HarbnB9qY=mnF7%07^t)w@Jg5=+G!hnlt7Rl!-E z71y2}KR%UCw^SOUT|Gigwm6MQ_-k4>T-x#MQSO9Vr<>YSL{iH;&7EDiNU#EBjK3&l zg9ZZ%hjoKm*oi=?19Rv*|Bc)Nv^~YNy#lsvI=2ne{E0|%v|AFa)@$8~XBY*REHy5O zgeSE;j0MAc4X5G+(F4h_JC$67RLfNZREM;_?ZjLw_|f+J+@uKKa4I#@UEiSFNX(lD zM3`2K|}mPk6CZ=ngS>1BmV2;QdDp;#j0J-VRARe8gBe zs6@J5Uas4Q4+h~7-iB^SO8R@$3I1DOK*sp3L$?vv@WV>&jlLHBuq)V28m2xC%DZ>4 z0z;kG&{Ys1J`0}+MSYE0zgq{lT)ag%5NUmfVr*igJdj9uhIgn2Sj>X&UB60LgR)hM zSXh`wT3E&N-L&;e|E%TJ3SG(UOt^Kx*wf^K!Qf!aGg&a~f&`+!<~@sIl-~L6Qd^Ya z7yeLFR9jOEWW~ebKcz79tvTRxPkFO<=_i zmO+$6=H3P5|JCEl;5|jyy+Q*)+h~^N?h_$X#9mcoMa*42SY!~-S{3JwzrzK?HMN3i zmc?H*P+rmKk9KJnG=&VIQamWcMZ~^Hm;-o@7VqShT-L!qph`=OXw{qOeY65nrb3lo zX;$jKI_AVI5b2R_1EQxb<#=$|v| z)#O1*30WU=EgG%5B}|3468*Zjf7gum*Ba z2d!X-=1%QxSf*|mj0fsMK0Jn7;6rJ+g;!w*>+J>u=DuebAf8~>onVIvdIxFrZVk1H zZm5ic^#xW)Z@=Y+N<@YhVIbn}Zk{;sc;Jfh-ig%?CI^3p@rH)pl!%2&Wk|{=X7SkOCi#vwt0--(=)&_Z5fvwH z|9Xh+YIssEZ;^OVMDO+{^*#os!1P<_@~TkrahQgfI`Ews^_}nv`sOAP zNA#Uw%{hNZWI*o}V?l(Y$O5~OhZ91Ctl5b^&~>{xq5Nbrp6CLCIp! zW^a*Iz+*3f^k0FhFR@v5lxR*?3p!YY-d2R=Z<0a+$16ZS0l`Ks^&Hgynel1~YV zdIqtuXGr#V+|}+ghA7w#JP3qzsDs_OgJp7tH)t?VDEm6V19||3vcCgoCS@fEpcz8Rl3WdLEdgz0^ zKcS&R3SIDmZO?*V_6aj6xQEvQw2lxi+lg&AgK?L&K9B>PYWV~CWuo5+|D(4us0ps` z!v%adGc8d3Z4braDj+lL{dmvxx>HDwS{Xa&}vbvkg=pWrrTBU#15-DEF%d2zmks z5-e!&Ai{(S7cy+<@FBr10=s-!Ch&@uX7v6@qbE%Zy-0`#_6bBUP{)r0$5bomMWDPc zngsGel!YLoQ3F@W(ee#qBt-)0w4x`G-piF8=X~)+uTQ3dw;~B_b#r2%J_FT#Ay^aS z!N2pEL|t6A|IDL@C@sXqiWACl zO0Wwet@PyRqBn2LIC69p>+<`U)xa%IJ)2rYj}Fx>&mMM@Ls0NBE!^ngvLrBzG(;xt zCZcVdUY3@?>pnbsmMtzVTE-$G^|WpuiNBK40}L@Kt2wl14y4{C^{s(ffGsX>USO~~ z0?nzX=LoT&N_PYjYeP@pz*6A`Zi=H=b3rv-Wz9>Y*oTZ~)k!p!cmp94Rbn-nF%VIl z{2>r^^vuxi6Qb^|0{?Yg&{%YWN{QXS6p?4 ziY!9pB0-4+a*LDn)MT6$SJZVyMRIB+jbBR&)XioBfpf)PLK=D~qKQUyn<82v6UZML z{ejGr6Sh&5KqsEWOFN68NY5C=!B~}j?fCVFnu>5TP#4>n@?t~MNW@MP0v!ceB&*P) zNGtJNVaiBZ{3H;Aw`t^yc3SL3PFFCUs%ArTm~xV7XsLzTBIFpQjV~qP!p@9;tTx9L z9MVGymGm%68z&+f=B1*FMv}#FThepsjVNj=kQwdj z8i^K|KEx)gcK2B4!OS!!m9Ws9OahZ&SJjBI3b?W{B)8Z1aLfIyeq9 zWQlZ{n!`98_z+#VW(%|Fl3KpA2%hDHa=t*sEhHn5@Xk)u_`~UD-uFn*Fy-X1r*^- z6NuoM$Y>a}f*odxhdP=-(!mBctf3SF{}~1u%25eN&|?#Cvsx**;|x9AA!-i!8bNTu zg%~yrW+SrXK-5MXwu!8i5LqBG1)>fs#0gi*@sK7WWf_8NLwE#&GjV>(463?j zE3RM#H#!7z6Tur>+F+4H3@~#M+YUXha12X`jz+pOB^A3cz||P1bp`PgI3$t{FFb=4 zCDR4i=x~c>jNxn$aV9Rd5Q#(}LU@QEp1S664A)%oDptT7I^hQUQ)>{73gOehe`5L3ZI zRS=PtL_=KYf=c%S!H}#GBZzzm|0e=r20Y%1Anh2FQ{=FP-DIjr-nimB{FsGJvTPu8 z$O2fmP$-7LMG;5A;ok^?3_QI9E?aQiMph$`cN`L;1M$UzOe0JyND--tnL{MrQ6~bT zhz^KY4n4d9wi(U{IAbL-k=&ZxG;(>#Dg{sW73N_;W686A)F(Fh_YCR z9NVk3rNy4|Q+@ zJ%%wKg6PK}vzTu~fazC(sx+!vRZF^%0TNs&F&+tW=0oPd-`LH;LPC+f5r2Rbu6L_($Gei1p-dx+Nv&` z5Mo2_YMfg&V;$O@%op5v=l{`W5%W046|~X{6un~%-JpjH>GomcHY5>OfRMFxv50qc zjU8ix=@zs>5Jfyg9unKe7oK6NRZZgxAS)8NI(ue>+~OVc04*y%^@UGov|)J}$2tbP z5N~v0RpaWP!8H-J(#eD$AJJLC=UDKo24|YgWhw zF1QUM-7pR~ap9M7#9DUEc!wK{Jr6k)nIXj@*Gzc9KDBUx$K{-@HdoQxHb4)`3^(?0 z9PQ&QfaVw|ZiBdcdyC)5!QTKE_{AGiEL%O$#&_?6u2drsQb?x985RhFc2^ZI39r#( zA%|HyipZo`|6#UnY=t`B;bgxteB9)iSw36AjRX>rjWboU#o& z<-PXrb5gC0ENeGggdpiOQ#cU;4a9|W3&Nq073J`0kw}F~h+qq52hxoUMT@StvZ5IZ zvxuWe;|mrQr$DnXEe)yZ4{QMkSRz5!TYP&V$SB}hY}1(>)r;x^Sw)-#y^Qm*@i)@2 za*-5EuZ^GWA;e#Gfp(D15V6HPSb<}Fo|zO?L&#f>T+_U)QC(2qwIl{PXhDw5fs6=5 zJb1w`%w0jSLKYBEmUs?{>_!*JQA3OafBgo(J;N9j#Uk_+7nln@$QxkIn9K--Hh6(I zWR!AH|HT?*fgH%%8(Gm6bVLCvgfZa3WX+c_;DOZ)L@-d{H@ra|+<_<1LnhQg9gIOR zbOIjW!5zS$LU;oj09F{SACDZe=A%CDBR}?|KmH>?2Bbg^BtY3h791QwCZs|xBttf&Lp~%#Mx;be zBt=%FMP4LEW~4@LBu93nM}8zohNMW2BuSQ}NuDH1rld-)BuloWOTHvb#-vQnBu&<& zP2MC<=A=&UBu`Q#H~b_}2BlCAB~ccoQ642yCZ$p?B~vz~Q$8hBMx|6vB~@0XRbC}l zW~EkcC08zGPktp>hUG$bC0UlGS)L_Yrlnf0C0n+oTfSveilto6C0*VlT;3&K=A~Zl zC13WXU;ZUi)}>$$CSjf#U>+u7CZ=L8CSx{cTNWl{My6!Oi(^)%WnLy`W~OH5|K((M zre}VpLu{sKjwWfArfHfcXr`uWrsiq3rfa??Y{sTqt|o2PW?{-EZsw+L?j~;nrEUHu zaE4`X4kvLIr*ST3a3-g6-sEvMr*l3hbeiRIPA7G`WOQC9c4nt`9%XM;r+0p*NXElZ z>cT3NXDgg1E^McIt|xo;B`@$oP(s5hJY{!+r+wZhMv7-pW&;NRfPVtO00@8s6lFIM zWq~fGHMFOKE+~Wkq5#+yX9S!%udD zG;o7AB?{@Bt?nzz0|ZEZ~5Dn!qh^!<2e~e^P)VfN2_ZsV`WAH6%g= z0Du74z%l%&oX+WR25EVgCoYgfkyfaZ_NkxlBa?EdGDHBBf~hhjfSW3S3s?gk06-Ho z0RR+$G-LypG5`)304Hz*m%2a}41fV311|u;1<-*D6u>jkDXOMwY?1>q+-X!E>7T}` ztQKIP{$w^N!;^l4p)!B~AVPsoDX`W+0U*OK000QM=!%A_3b<$@0Kg*P0s#C#H)z9- zs;aeK>u5e`c_IT;!s@JkE4X@At?nua=<2O9zynl+ie`f@`~U$E|3IWZgDn8S7?^7| z@PYsU00aCd6D-5NI_fjn;%dY~>^6WY zh?)VIsz3oO!@Qb6HK=LF3P26a=#6^Alrn(;h#t#Et<<_DF68M?+9@;`Y0Yje*P6%8 z<|?^v1Jll{1@r-z25mNI005`}8fX9~Sc3`xfC=Oe1N?$6P(UIi!UsI<)b_34nx&ow zWs&YFQ+jLH9xmb*#LZs7u^Q?Hn1D7gtu=6|sP@69X2UPI|Gkh=YGOdmtsEJl<=W>HIr09&QXo5mR)~0BJN&_@VgN)9o z??QvXrmpfXuUZ=J>ppM8jw|y{FZH&j^FlB7eyj9WFZXsYW?pahhOeJ)ulJU(`64Fx zim&=+DESU$f+lG3CS^AqsG168@}4jL=5J7@@A~$yeYUSqzOPf#FN*@@{pv3Qn=k+R zF9TC204Fd6NAOlIa06Fxa6YgEXRrppss(rO|86h{hj3L=um_hgXkxGkr?3ih0|}e3 z3ri*nudobja0|b%4G(4v&#(?Ba1GzE56fi^@30V`|8Ecfuo3rU5D&2ub8itJu@hG$ zR~|1i#OxARaRg8C@mjGKFK<0^gFk#R7>BVKk1-j8F+mLF6sNHouQ409u^YcJ9LKR7 z&oLd>u^rzr9_R5CZ?WGJL>d1vAP2G_4>BPavLPQbA}6vUFES%HvLin-BuBC&PckJ} zvLttLC7-cSQp(ICL)P-K)cUa{k1{EjvMHZ3DyOn4uQDsQvMc)oCR4H|2PG#r>>h)1 z)Qa*e?=mmKKFbA_R3v(<_@+<>oEi)_@<1)+Y@-RO$G)J>EPct=F^C%bdB@YA| z)9f-cv&uTNHHWh}k25)!vpJtKHb?R?|70>R|7o zEH^YQmj?=LfCz+uQis3^D76S6^$2W&O+z$JTdPk0G*)M|R%3NaGxAC=#tLiz6`VpW z#KI|%bu6TU5`;ih8x=0-O3~!ru)VdS+;mmT=~ZvFUhg$uBXn0U@>eUy3WUHV?1Nz+ z_CDZ4DvUr|GlUmJ0Axpi20#S$oQ4J-|4IZTMm$8e2E+hdFGgka!DXL^UEj5j=5=4E zwra0-IRCXG2XIW{aS2|F&ZIHgJ!& zd6c$kHz;bewscQ7b?>rkCo*h9glx}3ZQpidFGLfdTS4H03tRvWz%??^0W!FN2H=7Q zT)+q5fSk|)AAEodC=orx0}fn(3Lpax^cFA3H8jM4KxnE4s6cNB#BkF?4B!zisDODN zX>k+82e5@eG=TgAsP?ml3xo>11TMrt z1oYM_5IEv}K!J-wk*WY54R;KPH!`&M=c$0=F8EL&cMLQEIq*VzD|nJ~!w*b$cQrX5 zJUKK(c|xGLiX%jeyLfxTIE@#&p&z;+UpFFW_e01wZTGl$=Qempb_6u}K)8VV6nQN# zLX(p!h13c(EO@A6xt9AFmluS{DmXp-0CoHT*hIka!LFJYkqgiRH!L_Etat=iI6Xu_ z&T%?$*ZP_-grBeYK?J&>uP31+I+(u zP=_eU_bQyaf|L3{AcMK%{{kO0fePea1ki!G)58a}`J?(eK}`5SBm%i>z@s*S3!r(g z&xSz6KyQG%oXGXKGsGeo`>|7XvY+-uJ3GZ!yt6~QAxnEh4ECdov5$YZLIio3Xn+^Y zXAE?^z`qfmi~Dbjg0P?ala#u;7d#G#Ldn8A4pjI+XaFC)XVqG$zF+uDh{6Zp!h60a z%nJk#^ahhth`2j^c_4elYv;0CywzX5R%3i2Ydk{?c3~s7VJkLUOS(dMfp`OVscV3) z9Qn87IoK?GktfrY(?-gdyN_MKK>Pr__uvH(d<-ym(BJy-A;YXIcr9Omt{{AHXFJp{ zhSX0zc2+&sPd??B|FqTIdof9}6 zJpGoxwRa%MkOlI|6f(BSFvW*x|M5JuV2B26+4z}S+i%+rd7L^ZCkf*;l`C~lWtwRck6PS zi|{8hyfs&Z5ImT0h!HC`{Z+i!W`uZ*?LLM)QR2bLml5LBDV1|)&!0hu7Co9YQmS%M zr&hh1b!*qJVaJv|J1l0~jP=Hq*!S|LNxy*ypR{Qcw%f;PI!3;{GV{fnOGlSJoqBca z*Lj|%y`6h^@87|P7eAh>bMt)n7UX@N{c`2)ZCi$K6FPSL_wnb~FI_u%|Nj9DP{08R zOl`j9a)WC(pZq$|!Npd2a57vZoT2*WGvFjo00B)2-Ludj(wA&b7dl z|JUDt0S=f(dhspT;Dcq;w_Sl5ZrI_6MFi7Br5&R6$Ut6zvY?%3mxdy-hSf?Oln z;*(JhPvKbAE7Pa#K#p1FhDFvmo|`4Bik`>b;#sSkQx00_*;ZDNFPD3QdFG{=ewSX8 zU6l-HdaCldtDU#P+A6ELrh4eF!8TCYj9opN%$I3vTJ5!cecJ1&t=gGtxxdmn*?6+< zI_$mqzIaix(b^4Zo|I5F! ze<1JM^wYH}T1B(RM0+;GVUHckxu?dtYMdv>9ca>ZzdLf;y>|TO;Bm)FcglFz|Ge?u zQE&cq)r(}EOV?$S-TLb>+?gA^OUHb7-ih~m_`Ej<{`T-QCqHxat7ac_=ivt%`Y)wl zlKR-N&tHG*)FTJ{^4qsL05YyTlA9de-e)=DsqcRcRABnn7e5IOZGL{^#^82RxczOA zgP+-q|K8`lw|P!;38WnEOoqVG`K)rCn_L6m$3oqWZh|$WSOxi2KPBA{HXZcg51~Si z@rBT5T$2n{Oz6V54RD1EOx+7H7enzKaacCA;>2*MF&!p}hpz$R7r}TGBrZ>UBYdF} z3;0CyZOw_ki=YE#cttr{EQ@7pSxvNYjCafg9C}ntA1pDXq^0f|zBtA@|G?4@T(n^y zVhQ6TA?cGbnz4)k%nA)%sK(n_vV{VCqZHpbM^P56j)B`EJ^JtkMa)DFUpR(h5CIB7 z5)LcWS@kQ=?4CUGK9=gQifs>-f5~o?nNs~UbK?}e@NF=T>hF9)v z5x5M5IuKIQE|5YF?~Df`vcLsS(1nNnSi~RlS(R*fVGCEFLnIWD|4(|LAsfPMBs~_< zg)6ior&#&tQ#n|(icXcP(Zd+CY|;l#DB=$Y$pR}xS`ay0!56;ZLKg}GQ(P>A4p(?* z7tG)bTx3BLbsFSV`oRk;+#;v#FsC%Kv5YTx4H;;lhcNxok2zdH8o$VbDYgPt$>vY0 zRkiG8$#T)MWOOE4ZN?T*ii|6)BdosI!Zr$`jxO+G99r`F_# z`hyd=j0Dy4+J?l^!wjvc3L-?YPk&?styQ_j7@BI8$xc^xmBs9Jv75TFVYMcGSY;bp z(Go<^Bdo2MCqnoTiE4ad90&mIVe>N?WIWadWEz$ZZlZRRro?3 z@fgLR`+*EAXal(1*aCxtOFFoc`WeTFY@K24u{-CP|JHKcb8SwEh`Q2)7gs zA2#b+uX}>G21}ojGY`7Ro2FszTr^47NN&42Yxuqjx&h8Gb+en`&2x9%P8lQof`t=< zMN7aT{;z=-oZ@^txL4pUq=k1S5njkbGtv@qk;7}^6*oBrx63j|VGwXxL#bLu9&>S( z{Ny!1*~PDxa2RcTH8S`4uV`*_p(70E< zt|~&E>(5KM(WpK>tGg!aWlxjSyPkH7etmUe|F_@RTVr;)&u;5#x4Y1!u3fk95bms* z``>Sb_PY-rQF%`mtO%d@yGig!G|3{N@4Kc4a@V?5Lw#|BYGlw?F>ie}D9^U;Fy^zg*7m{{#@>u1e)vZU7O`k@7DAtB?OYj{zajECMhB z8PEX_5LqyU0*hq=HE;keaAGb{={m4g|2S|2{qF-2CInMM1x@fuO0Wg(4+TTdJ6I3~ zf#d~k(EVi4U}`WfdN2oh1P6g||DG?0`VU`z@GZ!OS0qJ5GKKqua0tn72MZ<%-C_w9 zLrm(zFG55MB?1|sZ~>*z^{5aDX|OB2kUp|-^Z+CcZz2pEZw%$H47s8oNQW0%fkNcW zELfo%KEw*!0t^4b4QYZ4L4**&aQmWA4!4gEe@PSo002H95;5D^YBj}ha~5o@U*Yykiw;mjHV0D!?N>@X{Ckt>d>9|TMQyhb0+ zEEm7SOKeFO0u2}Wp~haz7D?wF|H>j1??MYz03r&p6#e5A6;TXT5%gFQulhj)fWQ{- zp$Qsb+t7d)egFUlfZzPV7Bm0=48Yaw5E>Xj9eu$c=D-%{fdK?y004j!KmfS-p$SHz z6TK)avH<`HU;zL?8oaRw03ZU?@fpqx7X%;!3^FUA(Jr*mBIF}8{7uT3kXN?QQmj$+ z7I7P+uN$pGzzl#Q&+Hz$p#bP%90i~c$e|AeU>Oq21#ICQy1*Ct0U2)68x{c^{NV=@ zfgV;t0DQq3-a!ChvK;_m96WKiG9VoN0Sy=c7!!*h*kJ&y(jS=M0}@LL06+k0;2F_y z4QIk5t5GXPF-Z`SE)wzg|58#VnU5vEk{+Z|9OHo|?*Rv(%MP{R18$KQ=|KUqfgV1< z37QHB65$@`!2q_6ENh^VL?Hq)lI(1eAL2m(oY9s50Fl0u9elAWOu;PufezFG7&3q@ zxneFs@+~bQF0+C*W27$WWBBq?FOiQg6;l9^^2|U}Fmb>U@(C9-fFJt78q$CRG(Z5n z!63dNG8^F@0@G^}k{hnG=A|morE*FJ2YvL|_?>B){_=Hoy6yP3>lNSW@2OPmGae)N*ArSx|5wbxW zsFNNlz!|VpJ85#b|0G}))*&^;GqLVL9a7Vl7T`M1%pc|<5&^&lnyMAxlPm<0KkxG< zL_$a5@;`GkK)28?eN!6`^zr!8Dt>?hfXkLHzzO_eFbmTk{(uDNK?6X+A9}GmE8q{X z0tm7*9?BC%VL=13fJVb3LHYqi%`*aAR52~!0lsuny?~2W0e9_raEMzzG~65)~n_yukn>F%nDw9PAJhDKRON zs~^xH5~0Bk(ZE;5Lrq;08mi(P0KjY36c<1spXQ-ftHMTQb1Mq9Ba8J5LvkcZ(k@MM zSx>TAldn;Ok!to~Vo@|X_n{z~$~zB_V)4ozfYAd zh_Y32pewBcV1sow-Lf(Y79_iH3sJFQ9d`I2R$3v{E7by+fQc7Gb7X6Y9-1H$O<-;; zzy<8E6=d{juL2iTAYhMmSZ87y{nKD~mPoTvQGa$NpVf{Y5G{Do1@0hEyMh;Cfm_`+ z?rMo2{|YLnG&ZsFZEhn=Sfgms;<9gl)B_~|Zqg9%TA z|2^2|Iyi*w4unbA0X>)Ax*(@P66YiqhCh`1dU4_>KL+jP3ZF;#m3CIFHAdZ2j1UpLd+tPkQ?} zkm=Zs5!re6_y!NzDy)}4(_(p55sw!cjt3c|3b|hDSZjk6d54uPM3)gQ`I2j>k${ z1Duf_E&#Fw3<6*>u@W+)uYw<}!3Dy#k=o%0a3KDP0)7H2<_M^oohN-~l;1*IQvpa~jvAXW(YKuhU?4jNz|_+edn;T(Qo0OWxmERr1f zAqMvKDr}(w`(|aAQJr5D$w8ps)8SWVHH@R z7V)YEl+#{;D>VHuZ9da4N0S~(lNqnV2JD)8ZTfF*bFZ%#lK+~Y=~A!*vLPEjpt`9>z#JgEtLHOA(>!nWD(p2a{~Lg4``2>=wOAX( zBiDOJ`T8o}J3sSUzJ*Vy>3eS=76;III6Djgs=+EuzzgiK2S`8^gc~dDRTGvwR~1|e zl-rgfd>=p?sRckAUpTo9= zM3Qk2#$#N5?3>T<`zm^X#>n9pD8QkczyK}?5d?r6a#aBM%LTI9I4$%Cz@fM0U|$;{ z0TLZ8m6Iw>U>@W_1=cyrjdMF~waT*s8sL@7w-&Z>`kz(2wp(0D*u3@>o%=tN{~O15 zVl%VNu{q5)=VOlLYzOD_G0JJqLPC;5v4fn`9CAu>CQ(QwBr`=mh>|3ggph<((qUiU zzu^Am{kX6DzTU6b^Ev-#++{Q7jYjN2>N#W=>e$Oqm;w-ychxJfLvO^spvBi+EbkO! zt#LvPL?pMfOBykNAh;YbCE7?GUH+YZU(ceF0y@_)w?C##U(!3Ccp~6JvK!5iSycXV zO=%)lpynvQ>aM`YD4U&)_JSq0_TeKJ=r(X6qVzj9Xr>TrzX09G3m*HRRY6jJ+WX&W z34E$Z)GI>uaLmhblMv@$YIAhJ6JNg4dncg_ZZ?V$zwpr^T{n@Y(~9>aw~Iai_se*C z=4G+DlYif?{4uIHkHNo+WlqT`%wVhE-srkO%oSIc@`L01m!G|TY2~gk z==AoAq~Eek)pGVbszSdN>s>)|zr;g>b+&l<;|J^CHNiIcLe(}5DUIA)>QP{X+0V;7Ka3 z?Xzum6-uxR0WyYo@mn86YimS)0wtYm#A*X%a@fMgY)se4KL5qNw`RUQKr9;c*XV=j z;(*b2y4VI0ZTLY25GeC7a`#7ou;pc}mi5ygU+l!}7w$$PZ;LWN9sbxK{&+QHdKE6J z;`EzqT49{6-7tDZ&AaD3pHAagxo+fKU$#!u#5LoT{Xf~-HIp^wxe_Khx+h(tiGKw` z=5$-8Z@Aw)@i0g4=1iMUQuH_3cwwyzTjbXU7OT(kM!VMgZ_c&7xaryHXE1$EJx}e- z@7;$vSMz2YJ=wJnRc7wHcLrY@OPc?bbNaobeD8_=JcBzc{$J4U4{=Y zC?y)2P!f*FGe5P|6Uhl1{ic^qAMSr|w(3no^>jUZvGMuMqswNG{*_N5@J}fta=#Ek zR!Y-cgw~L-g<32hrfXGrSm7G12&HF()<)oZMc6)AYzE;!g_cS@zwz%f%6~#NQJvY+ zi_K&^?WS3Imh{rKz_+P}n3O1vMbw;EuD7g#=-*Gi5~K z#cLA3mN01%UX-ITs#Hfd-NzOfi@y$UDDlf#3r+e(&!$@23&@kDVW$N_<+@W5V7=0;ZYH%%8nuYbb5^~#%5L@A*S_1FHfeN>u7iC z?ln@*sqn&0^BZ^HrSeC2EBF>c#8~xbvQ+Fuw8oGr#sNcU5<-gy7nUwKDinqwQQD>v zkwf_1O0CBtmLk3BC3fx|>2gLsomb`f-M-0bc~z1i>gU&l+q$u7h)(<0`FYd#49`l& zjjG&^daq~R90-+5np|Y+hha!y6lEz!1?QBm@)T=~c(@?qwTa8V8X~Qa{+;xZIrv^2Z+DD@w37ngcd**QNZEWeKqwikr zp>@OpCWW9TAF6MBo9J@HKNT*W9|c!*ti3*R(bU?uWoOxWr7<|9=rhNI>u<`Lw+AAgRu5~Ay<+uuFG`E3 z)e2744cxJD4kjP3y<0geqJ)jj*?;}Sd8g)@+$2S`kj4~B*h=Sm0S5gni7$i`ak?5e z0uP1B)#wkpJXs?hc8Z=G$7hic#IgpWT3i;zp7fXqch#|xD;M!y9Jnm~TrpRwUe=d+ z={W47{)MR*8bVMg5m5)1)h3Hy8qkplUK3h_G1&<$oSI%fY?nA6-PoQhKS>bjDjU)~ zpb{=wg|b@Rq$2BsnxlxZ1s>vNcm!6xMP`tL~t;7x71)t$(8lN8E#3Dvc{3IgJ?&x zFCieLcu4su;h zHC9Ix+59JCidFuuS{buyazpYGR4eZCc|PiyYFD_}TB7dlCv*>zEXS^-cFVKfN%AIx zTj&!iWWigc+(;T7W;7sr;vD+Fm`RoxxBo_=KDhuwlv4Bj&`MU?Ex2qW*K%(uL@89} z1yX**nmhv`|_7c<}^N*DYnYRP{wB=~8H9UiK>OMaqvr9Z*W&ci(sW30zeF%Kb=Spk^R zEHLBrpOJ6y8;?GJhZ+H#nf}k2QVKPvZB|pR6=Mu!8$4{x4)C8KC8D$haM+4md){=J-7v8O;l0}2(XfNbXhz;}2(2*t8aHqC4zKC%qzLB%Y zkR}VEbxw33rZqHxWGTBu?%>tv7As%hKuj;SNPoV*TW4c2Mb-C^m>=nrvy96yX;CZ8 z*L4n6M$=dNbx|o12oT<@lero5723RU**q(7=Fiqe;m}LGK7S6PL;98lU)hT>L* zk+0C152(~F0y;P5FyY>quuTXU@c%W@kCbKq?w=q4dO$zEcICC0JZK~1TW8zJ@z;YX z?+(_=I#X&94r>6k#}-gX1DHiX2lyu1XP6GQgTIVYD;txGPIxBsYIL5p8#LrddDQ1P z@7;0O?0NZ9$We1ufFjmBa{sBDRRpd)*}C~hC#b4M$QwWe_R|a`00X&ab^!pMUu;6{ zh0Dii12R9u8367+G2awM75D5PMs3ngDZHTYJQ~U1!xH0tVAZ_u!XE>cwuFC8{sfzi zz$7s3&NqIOA1Y8mJ;z-aF5fZ&A!5$iF5ZfM&?GgXXf>|a0?4qN#q$}mfHC1dH;rcl zFg$gMxOx}O(DBPb)8PZR{RIFykg-K8T&XRo| zshZ2r2Wv&!7I;g(YN0~jgAWNbBQ$8wLKG;+0p=qA3~T=h;s77MsIq^1eZm5J>xTYW zeK6xbOW{&)XNqeG>Pd7`S>|a=)Vb!&w2{o%P$BN8=;WhJK0%t+ zi0IU$8kH!3Nzk*Qs^y&HGe^VEi^1K&&?pAa9!n#|8Dc}UgT%pxKPn0(s`3|c4UX4> zm3UxZ2jz|RAl`vGM;f#4@2O`hN$8Cb{Vaj^2ZH^?4jvCD?FDaFM-lJCZC20Nucn(V zz*c?&9Wud3oW*xTz_|k`IVzw%2HB5G?Ivb?Kbx_3H1a1JWuYIr+YX4?6a2K`2c`nI zKKaL#qSLZ2XB|j8nltwk&wc%n){~Xh9WFjao9YlycjHd>5ep%N=R%K|A?o=%q6{t|t?pmrzmPuFW20?WfY^1y(hB%~o4Bxso zPe8k8S3BQCd+CieC0!edBPW@fQ%DF75HN$BnPi$Z1MOE(WFp}0K$OWU>K+kL`w|AA zg3ZI?TZyRqnpZuap#Bapv(P9?DA4@@Acu&0BbE=M@>YcazJ=uv>z8bJl^mZzM2(bu zzwcsRkhy8oV`y=F#|vXLyX4kE}G8ToXYfm1aBg7+-N;f5ypusx0C zEwY3Y+PBus8$8f=oBUqshhBCOa>8&g@sKWityo>(796`@57Ls}?e?%(LB+EGOK6k` z8Vm{mk|$Bw?eG`B5MXC;mxS27O%oAG zRJ+o8Tq#i?QyiX-Gjy+oFB4U1MA$E?tyHai{=ITTTGJrIEeV(H69fx%K{PA30V8E9 zlSTRx#UDd2oh%g|Q_P3+il&<6%BIE5)w>BCSNpFy9)UeAC`cV93sNPs!aj_F_t*6KiNlL)I`_W_^7+W=jX3 zQ-rO&QeE-Ne-=b)TKuH0pphN+r}(^m?{*y4>XiFWb}9xwE2^|xZL_=3d6n9{wXd*7 zphFr^i^6JzdpHkg)oV!su6Ou5N5I{2s+Q>Lpsr&z?b3`%zD98OjTCH1uSive_>0%V ze!N94#p2Q_Y3EhFWg2>n;smzMQQ>S$1qf7O*=rw%G;oGQ;E_gDv3)A?LNZ^CCSOuJ zw7AsgXt82EB*vc%9+OS#$MZcP!`7(CTa)*DbNfr#Jtsf*1i$dt3Fy5D^M3FqZSAH^ zQY?IkC;;8(+IE4O8DxHVC#0htl2iy8cteXKp$fOOIWY%XHcQ&U=L0n?Vmr_Y0L{M# z?uyajI|tJt9QmO-Sk=)lFCnbpqyAM@cw6#%w;lD{k-?v_0)}XJbE=;169a!TzftAE z%x4?5XWOw3Hb-s&F^7wY0xFI0CKh6EA^gnuqrX^4yLKpq67EzDe}5-nts06EH~18O?qtO2PyA1=#0k{Z!9Ui6Gvrm40h9pEo;{iZzm*;RBFcBs7cDzf zZ^y6SpfO#Y*mp-mE}l;^&Umd5Qc#J&&p)|RDH?dbsL|z#%9$sccq5zOrwg4&Gu!#K z+qv>X?M}MO1$Nco%ozIjLa^W=_@xTAk87e)H6b9zl}bZ#st@-phSkb?a%iliL7ROR zLg$Qg>d;uKuJkj+_>|iC3;XexQRA=j#$UINzZn~UYd_v5F?uuiX_(QGYhxXXts);P zk2(t3z5jNUEfmv>hI>D6*4$O-(l&9Md}t=j?*@QAh|?27@YdiAry^k{#i%57&QLYn z*qO(JC=es4*ahSjJvDXc(v*1Hl;rr7^p`0af#-Pj=dupZp~frH?pf_s3CripLuW3dFji%$yhM^x`5s;KHB7Tdj*ZW0nSaf}%0{TMD^ z62M0)PHi7vc3KUrhy!_#zx4g`(qCXEKz%02VJ76%OxUHFlWj96FM(89NS$#BRfmbg zzP&MTotLytO3H>f?b)!FlR@!eCqS^mY8~p3&boWyoy1!<_LD6{7=wkJMniuCP>*8- z0Q*OmMPdLJQZ1UGabb`mZm!N@uHn>N)1|o^ZF4ur=T4}DB-??6$+o51+GMfMP zHORie0#IWC?Du|+g^W5s@3s9#uIDM==7MeEq0mn6d+xqjvF?>6ay0tLdwV*!!+(cu^ zDo!A2fr{pM4H0o!eVhh>Uo6dsM|fB+T;;yDC2ZAqr5g3FhwrcL*n1O1QH;PZ8iYy_ zu<3K9wCe4nrD0XrXg!c5k(YwBH*>t{?qyX~$Q34Q*Uzj@PTi6;b^0oS?1LO#<% zJYAOS+Jc+vn&`F`M38#kCByH;9IE0FSVUfM+^tfUZ$tyQc38oV3bplnvBKhCz#?Nc zHrE_U%MZw54uycb%SzE|Fo&49MKN*Q3ZL(|A}H z+S!v53()415QeS_!!4Zn^X_{GZT`n!t2l&E<&YITCUbsKp$rv8p%&P(e={dBxj!U89dnZ zumBcXL67g^134R+y~GzkZ-3mqiTX{{a<$%C^dc&F5m9Rk1P*rXZXv{DLHY1KNUW<8 zofHIf)AS%Bc4Hp2&@_yD+sm+i{5LR#uQU#vJ(8l2r+ zdM&JYzg*}vNZ`cus!P4i6^)R&={2`zhq{97Z#h*DY&cm`qm<8+LLQmzO9mXyLc5|x z3#Qhp*}D0{K62`LY&g7H$K26H$8`x&<5p8rd81I#y_vGM8o&e!!S#au#ZiIkyv`b>L(7fev%*!fw73%{q0ba=0Z9Mnga zpEdb&SHu7OB9)dT&Gm;ygG6G8Ab#B~B82bHX%eqwl=G3~TO<%aA*;C-M&7_=R7f}K zGbL;?G+`{`EZ9Yfz$`wdm}j`bM?P#ECJ-i(FdM+fPI&zxj{@V9mp-v-5NmA2&<(o| zlZ|th-P7>iu~DiscQ8}A*_HjM>`#%avRd7GoSh~|9m90$G z4a}5ETnNb29O9D|@o2Ax3MDr`u;V4dJqU+2cdEnqx^nb`g-E+KD>VUyd={C;FcLw8 zVkrLNx`LVLS$9{P&YfxQpZ<88|6KiDU*7QazH;^$w5}tl2$qfh)NR*TMi4pQ=uCd1 zSiJBdTTz2gcHB9t?n%C80*eks0iOosm~4r!3R@V)HCAe8cAqNdeV%~v7e>a3 z>$sozc;%3-`)2|5nJZq`e#)IMT|ehf1J7(o5EipCB&4%2&!7>(TX!!WIuRZK6OYTn zxXJ12nTuKXM|?nt*I%i*s92&z&Xhhe8Nl%^nZ)PWo$t;-mo|mhz$CwDDi(#TWPb{) zW{M?;*XADC53euESG?v$-l0o3)RiPhwA{S6AJKXZ%YTPSMN0+Ho zu=E}gX6eijuBY;-j|{}rlOdATgFGgCBy@&zx~yCPpH(yFi&k@@YW?tzEu&AwcIcwT z$#>zb07|m)GB?ARWQn*CE)roK6@1Y8L%-?P+z;*x)+K1ljYqLp!v7DRHM2;14S zBJ#Sjm~z2*0cC5ERw~cky?_f|UVY*TkPMZzOtT+aE!GqD8MUti!lRoxRlDs4b?0r+ z-Z%`Zu;+;`=*$_g)6qOI>e4u-S@NGSAKsaNz`E;tL3-0r&-v^I8-{HzT zT2CIz++zG`K=H<81)}2~^zWXXYSzUZ6A7!gmoL+TSyYof+LAq5Lp^SKFGqMj-1lhD z@MsN^k32q}e5|YS3cO2%4RhRn{%W--N^v~POmg(H%>m}G&~j7FtYPl<#BG7n|N z=DEbz=H<2Y%kQH~Zp6!<&C}#dtXDKypR!6CPx0Gr^nCa^#6IDO$u zivOP#&qr&ItyIVhGjBRAZw1wV~XLO`9A~9~*_{7ZJPha-?*%hTkVfANy{BSAT#Va5p6Q zp7B^VoKVfE9J;4Wxo2|<{AVf0hZ3mHLSD-V`EPmOiLWrmU+sFzV`-6qLn*|Md9&Pe zE1s^<=IM?b4!IQ;p4!pE&W$=&I|Vs{fbNNF;_VON=L^8HVoyK-XdWLRo#(wQ7Q})E zl(TpM2%@&;5uk}k??DHXhSJPXYgik&oSFp!07l5jU-XQyKO{f_YviIjE+=(YmRCy? zaPlBg#`pU`uSDzMKM17xDB&b`tp@-Hdylx;MNk3et`y$b@sUzL^cTBu|*U95WM z)NO7=o)H4ZD3)_}yZs)F3p{kL@_suF-l-Zcesl8Iv(vVTjDLR;z>mg9#ekR7Jdmz;Ta$V-Z63FUI zP-`s8N3I77(&QNE;{kq3J%HU9DB#34lDZ3gBHSV5Ac#bN>U80|K#ZE)GGunsH36{*7bXvE@PdJ zM2u(#t_1)ht>wB@*N#Lzl8&B>D|`Aw!uY}WwWZugzl*19Z>e31nAQ~fUS`jupmrUd z4smTd?_YU8FXM{om(O7?_N2)!{Xx5NHk5vj54q1z3UoNkjeA}?QcCW0#GyGMefd71k_co7U24q2*$ zN_iQcYVSQzDg&#b1A}VNJ%G?iSCOjP?=wmueW*?hC@m&)B9O5_dC+#}BD`A;qY8-b zhMuLFr4iNr+$g^}W~sQ$(Za#gvp2aEUYW?FMYD3UT<}qIb8|Tz<79nv^I(8QE1!H_ z7EhNDkFl{NLKtZyo=b1=d_LfvBd-OLMM#O&6$14qHNMzte52Rmx-~p=G;)6t8bPwX zABr(!=5K0Avo9PXLiWN$_f zG{Nf$_cvv@qCZNKb}A^_!PfjDq)+<92#jW)A=1Z@9I%QY`bV)cP6Cw}bT6;k0r5IH zTb;&H84L?@BckE5v5rmq69xsJl$*Ey=YNs52v;Y1&F}A*4jS_ z115Jg58-SFYBOVtvt+1)iL^&v-!j9R2fZWlfW795o2C!HwKsI#O9_Vno7GT}=|D{Y z?~CCrH#3?LO+PQwbT{+Z9?j_du<^!lqNZJME`V;{D%}d~`FLceh0n@o#A3dNoo*eY zYM13tH1wC@j$7uiRyi;j;=PX~vIi8Z@^ek!NH`@mk*a$2FV3dp1nCZT?of1sagGqv?XC5!;Op2iq!iStWa2q($&NX|YX( zIVLPX8+vPEHF;2~j*%as(Ofi50??X*gVv7?f2)InsGwy1Ocd4b#z!92y#F4|Tjfl0 znz~w9b9TAZOcjVdo`bI>nuEKtY+DQMTCL}zSdo}=ola%_pavgMoerbSapS&JH(fFj zWP^L`)jFVKq~NyO@O|p&I;}tv$9$oe{-<@sEI1E7WW2VK;{-Hsj zGqqX48Y1DV$;i_UW+~Zy%amxQRg^KKeuL^cQ!mdb@lbh&;*?-S$dGM&-5Uze-dzi4 zKungNE=KRypxg}252r1Oy+a=T|Kc-g5OSBV=0PZqm7spfC zq9Ie&3#3A&DQR7g{GeuAvd5)nIe|N{l{-i5I$`(im=Ij%IT~%V9xA*COeOL!NS$N+(*-2)x-ZD(j!s3sry2(Z zzkDK38Q6r7O=oJlDvU)D&VE;(_-4-Yce0jT=Q(fxgU9QIOTbScHYAAE|cTs&cxf-MBOSn zmH9zgF7nw=YgeC-9QfcK=*cQDFptz5A6$H+S)2dhl7`1lr`Q%<33Ispl+W-5pOJCC z^Q?5i0h$v`a%|jZ{O$a$?D=bn#}CQBc{%rtq3(6vq4VAqQ6yjaV;h_}mG?>%VQfQV zZ66zDQfK*i#+Ok0`l5X7_;pM{0qF~YFbS@7c%wD)${A=>z4WdLjQkr<# z4ut*t*8krZf9_v@0CM5&+HLOo;|;y`6}>8#i?1yU-&KaRnU1^NHK7_tmKAH&zAU!j zzP5RQSDzkXxQ^0Shv5)WU&77m@=d>oXK5N6I^u z-F79*jjMNn<6re;l2uFmwRHsgh&S)bgyab7*nVv0X~dNQEk=V(-UXR%2ATZ}A|iuH zTx>8|BbZ_uZ0;Cr;TLRqOim}$B@7T6ami|=-$~+IwXRU-T@J!lKn+l!sf9Q4irJWeSY?E2{-y= zY3j+c{FCKXYrhB!5*tgQ38A7d*Hj$Q*Z-ZY7DH!k1}hhpea{x;{vznuM$}ax)n#7= z+RE&mRnbrpYg)eg;qQ#N4S}$DKsnE-K^7UQQnMybuIdSdBO~vwOydg0vTs;iltem5 zO-{x;`>bDe?;*NIwHzd&E*j~G+Uv6_8Tx?Fck_joF9hB>w#td#aPoZ{^x&;d#q?U? zY;t4^f2+mA3$R>sGUavq16N=8&+8K(_l1ojMTBOOIZg30${~tZF>{ zFX4Xey;?1yx*IP)t5wWJHk?rBucOuFTi-qUJWnv4bF5!WOqTlU-@VH-rVD>kSN`_L zpdP75C=qBkZ;3=TNOe0`?3#1weNS)A)!I7OkKWf#aBpcVqSqlQdolYXTN`h;uHB24 zM(vcUtUsS7T%U{Z5!xDci`8`eB+i~ue829A==Rw8tP!N67Q>6r6u|oX$z<{=zl+m? zV)&~{NMD?vxqYlAyjs$b5q~;E@VD4qrmsq@rT#Wf{|J;(x~3I&NyF;hVQyNs=GQZ1 z&$k7!*Zp!@f(yN%CSTQBEOspk{pxo#-fSwzd=nSnG)&MLc>|W#=aE&5pWgd6EwJlh z6Y1jgJt4{?Jq7THWVwYh4w*dEmBkP7A8a%D}%8x_}e_vFY+f0W;Do=f<#7}6o%NF+AGczhY)T?|D?LHH46Z60B<)@u1!R%hhrWPJfDoVpf+JSYsM5bN9 zxtb^FSyFTR*AS=h*#zY(y+|YV=2UCu69@3kVT9Wt)y7IzCz(#qC7e9hpgjEDUnRy@ z#b%vFSDa;bDxLaQ1I#P{8fA5No`$!Yg|nWOCO)gW^)uN9lA??G&AyzI(N?BWNc?K5 za}&!50Hi0oJvH2x{D)WZI8TVWA$*lwg6xoqxxk2-rOPE={CMe48TIGyV^N{+lh2u)KCiyV)l zE#0f^AZnDlg-Y9&N!vM`_RTD9*D3A0f7*}JX+P7__AaOWx}LU$g399}IgkFX=YNr( zx^Vl`1saiZ8pmevq6qfQENVsSKP)*Zsomja|s=Bw?9}30ZRupR7C_4m&%i4ZVcZ4XA|0 z2CBZg<@bmopqilex-;-@g~QDR^*8sT-w*1k1~Rh*o2(bdZ=O5sU%<}=A=S#f-)Hjh z9dc~dm(ynF%TO}rF@a`uh&nO6I!Wi#L>1mV%l`2A;`2tQI<8||@}i!&QH{_=pnG;< z%V8gAL(UzZ7fqz%E_2(De6A%A+D4DaGw*13ssTNZ|zRGTqm|(;E^tsPvl7G4RqGat`JV zwX4l3P6nGD9C0_}SWE2QM&OW$_Q3X#Fm0n|Q5Y{_F^>&HhYg9_E!<(s8CND+HW}{7 zaWr-jXZY|5t1oWeegu+iZRZGiw{{Hw%R%Y9^yqkIIzpCg>w4kp-FEkt?Ps;xH&r%G z_aPk*O0P;xeRMdw&`x<~N_a{EnEaauA@8G~{%U)e|2q2`w_!d|Mmb_c>V-` zUgHP_ZG?`sR+9lvm7MN9+>&0qf#qRUp=SWD!ygM*&LIZu4Ruj4!0fGAUFb5 zJdE6HYz=~L*=Qy>Prka5dW83X81=q_&t#*Bma9#5RmlR4PLm=k}ObiL4W5t0a1e zd2qzn3Z{l_IM^Qz0LY||91aWz%?o~|8`}F-4Ls>fvuKVIkXqb5!4Z~~vgfn#0^zdS z(-oZ~pvB*&Me=ZbPBvOOrPd4;fD2M7q6OAFP$rm1)glhn#)K`fFEzHOOB)C9)!-mv zW3dA@}=Re&G7B45}2eU*^R=fyQ%1471F#i^yCiW~? zrY;G5DW*Z;?c=AG^Wb9KZl*C}OGC&c*rV-m`OL@N%({TAicMNbG}5t z!?Fwy+0Ufi2`Q+xDb4*he`l7tZ5bqOlA zG;Ff!0ywoHnz-dkGPA`1*^c$TU$vtw_4d#Snk87#1*UEZJuj^IekZLQa8Wht1AmY{ zM_7qYPOJg?{AuWFTCT8rcyDfILInSMa)3vBizi*q?V+~ixLznOyK2B*=rA=%QdJE8 zg=+)Kr)h$u;_8OvvN*`@82@B7U#8A$Dx~5hB z-@M=t!zT}M^snZINs1Y8fW$6hcJ*kkcGJmbvb44GS>782@wz<8PKOjt+*X-EH|dHb7&N>S9xq; zO?9S_T4KgdtMEL9rrleq&)itGe6sO*juZ->P&%XX9PA79NML|SS!3X)H*~@{;YKs3!HRjm) zkgwI?nu@ONKRW)>+}-5EwrxcVUPtJI#LY(urdLmMO+jh+PO~%Je(zVAmm?wXEzP*)s;qmOl#^B9^`Mx?Nea}Ns0<}HP*Q891)LJ0h z*Wjw=^wii0bH~RBpdb#2ks@<8KvF|wH4&21EXrWpi8o&c@66=uy!4+5{nsC#y={mH zaIi&Sc%lYww*?R+f=reuG78f7TmrQk1@MG)e4!opN;!e>(Z5-Yp+BPQ8YHJOBq#AP z&zGabnQ?Gq4SE4tz7m8UlNfRn)u{^ zYYNdEs3tBA`%>V008A7Emrh5}*n0I8p>#G|1Ssf3R`QbhjRWez2IWQQC>R6R2hv&{ zP!wZ}=hb{CzOtRHe_Uzqre!M{@Ja~BmZmZdhbYG)mXF1ScqT7Dmwldx_|7f+F3S6a%IW0r`%hpjH$x)CWhw%KY~Ic2p_wQ& zIQ#=gWN$#33RF)g>m7%SAvkzvdrUJ!+6QcEOcL77QIi7;CfZ}sY~<2_-h~(L<$hyo zq(j;E`){9NMMzSb^<3oh>jCR4eUQ*C(l!544E4tfv02PVbS1jeL-%0AZq6nyaTGT} z>Ilj~^H3?Btv3tAgs+Ii5b)?hd?j5PO}R~EV4s8W&1BIiq%d1Bm*^rTz*Jdcs-PbW zC{^iS0}53>H(6GQ+gGgIRj>$5x7aU^L59WdzlinjXW*g^4j|)bA=NbT zljbByuX#`dF`>D{(Ig(i`+(&(;CM7snm8zDFMO^9Y;ekPX=^~phlw8nwQpmjZSnBaLe^;w^cQ;Rtd>_th~e6kl-uzPQy;K8nu7JAm|EvU zGpJng4E8@~jxvIyp;T^KIjFY^R+l1+x&vd={V?^MGSHILMUbR}ZTtuTmp-TpV_vSh zWC~C&mS{PTJ{f=xcalFz{bxn52TIhl>s=!nPOLWsMl@QgNW`c#VpWoDluf!Bit!9( z{ajOfkjZNj);?cSkS*lVq~HDVtd5GYlpvT4+uV5+d!(;35_-;i)%5 zkzgU%pj|W3)Dk% zRE_yD;S0*E%u*0Y3=I;JBKL2Sv2wsG>tHQsrZi@dITr+5A62zhP^Xa$cWq7GfhyQR zIcKo?5J}Nobt*CHZ$s29{P{>uYeCMJ*R|@_);Dyj$^R)V9o}Rb^f63v>@%Yb)7B3{ z@#Xj>igY#wL!(RgfsD(T5{pr{twW8YLxUwiw|8v~-CI>E$CjiR_-;^|Yvf$SEp%a9 zYSiZyM)X_+*kpj&yU#JDvTY?MO`{kFLv#aYCft>SRZ5>UOKqc_P>jvBNjgO-E_<(;E}uc!WmM6U*ZHJ5AoRB`G@^5Hq#lUhrI zMDtbCExeo@)45Y)DT8$TIU`2_D7I0vB*eU$0TP^Km~Jqc&%uE|MmN@Pn{I4&2~wo$ znY_osj2Xz4)Qz8^Uw_wLT%^Vh#X zDKumJ-QiIYpn5l1Q$$^Bj4?mTP@$5fL?}~@c&(^Gy>9Z=s=+=axJ*lP)^%%z9OIvG zTF6MNIGU-9h9Ea7THPRZD*cbiP)}cLkA5zKs{;#EVEjdpx*S*!O;)0ku4VvD_f8t(z7WwHrasEABrYk&f0;c01sAy~ z^T-kRB2MEQ?#Swvi04V*(Zj|*OvP@pA}&!Vq1$j0ru^GwVj1 zE^WxsVzlR#Lv6`=7Nabl*FpjmuG%pY#u=P3I<@)ao1XrEs(obb^fPMzY0LDUx!dw> z_QrWXB;oW7Fh*| z4{+92z~YmGT~lOH>dPDTJ{a7@VjHSs4IsGG{^>JN%JQy)V<gxcudsbbWW#16xmRUe70)P)SO~)^NOYCkvQy+6qD~3 zwUK9x?w_$6I%D@U-tF9jb!=1M(S*o|#?W);QjVUhqX!02M26TlFUTT3O!DZU;wEhf z3C69`kk+j@b9SjX85=(#K6KyfH&GN#M|xdH8vB*X1BC!BxO9+EH)w2s06)uCZYCd? zFOz!7TET-x!ScsemNV`&9IutnWF}_i?qwAvW?$XQ&PnZyRowo&$>h&M+&ZW}kbj7Gx)7G%t3?2 z`alHPMztY2SM9uFX$1i<@6q}h(!QPK<(eIZ3;oq~Tsuy87p${@#yCi%|`pjAF z_O+=DZTu3r>Rqh)22;&>m3jD;v{|lE>c^uwJJ3&KrkI0QiH?>v(&Qq8^KJ{ot%+@V z5OC|)Mu&b~e^TX;et*>Dwdq7g&N&ftx+<;2z`Pk3|Db|F650a@Mt#}Z026NW8+&cu zi3eG5w>a_nzKZIb8@HvK87egT*#q2U$;Mm#v`L@H9!e;K-5e9)Kh)cvp^IAhJyC70A_GmpKi-z#Ixl5=@tVv2)Y;V z11fmEvk3g@#v>MlLT?B0^WO6v5jN37oOyn-NH13a99AXKkmYyu%bLhLptJ$M2tc*5nMZYS7tGQ>f=Bf%-a zgELf{-9P;58)NGq;#2p-Jv4&T0E7kr066XQcMu`Me*SzJ^w(|xy?qq;B(!+(U_W{b z1XNQ<4}buA7%|d|AdzIsgvjW%bomlyOqnxj)}+UBrA?hXdG_3iGb5Up0WcsidK76= zr6o@KY?(%7RH;*`R<(K+YgVmWRdRc|Zy!8k+eq%y*9q*tO|Q)P+jmVE!hN(1xiYBl zQ2!jTBNMu!ca507YnS4k~3`WbXgZkS(= zp4!hAfJhk|0RTp_pGJ`fAxdbF~}r4kiiBWd=SD2GmDNwnoP5-wA1{t00@QdX`+FaT=>QzI$)tEfsh1H zryT-DnnRa^$02ksO>)MPQpC(Y_OY_ z%<;q(REoLnqWT1(2cA<5NhUFW=y64`Xy~COjzP^jBnsmWQj5N8ROy631NXcv!N^8E z71dN#UA3w<+q|%{45iYj0Bt-ZC%BDBJm`l;=z(Q`W458E#gTqUgddQEASV(5z`2K= z0S0Jg86QzZCIe7zJcoc|g40L^WXLfA0)OtYMF0haskSK+it{HM02WcFh93Rt0RR`C z*|j-Wqf2v5e|N$~g%84o?#-c!qLWTLUy4VRRU}@86klM%lhuqho~ln{{Qr^&K8*G$ zCK*@G%SRAF4BCgSPJ$_B6M6*Eqoq?q5ria04|BzwU_5fm(}zy!Q$*MjPkiPBd-+dG;Gqw5LDUg8cLRRRLUcBTLuIvdkK0uFEEJB7efu#*+NwysBkcUa};Y*|-#9>`*jnTwRpK`Iv zy@;w%^ytq%bhfE0$|W6faSMT5;R)PHvnppq=Q`Qh&NjM{G%k4~Nq+Dy2U5TWj*0*< z_VLL*vO@vw^P|?h00KfG@*@fOhCh@Ml11=C9l0XFLiyo~1TL_FKcWXX25^gmSfFqg z`2i|B=o4YEQkNr)B~2*zoLjmimp&m_4EWH53-DrwE1k*b;uN}MB4wE_IS1;#AQL0D z6RA_tMoV1b3T!w-c!erPFtmvZR5&9cV6ok%f@YBdN&kc%tk6_a5u#4Ao)xXGd*^fJ zshBvbq#XcQfLFM20U?Oyk0Y9ekL{QPYdmZM0as7tx0uuEE88 z=m9?>OU5ciro2sg;=KBJjH!y;WiN|oy~%0s(&Xuxeh^B$V{OTBtdbkDDWq>}8)ww| zHrA3l#TY3S*o&W&XV7p%11{kOj-SI*9s0D#LEQwPv;Rj`#!xGzgN42TV zj&f%k-RV~My4l@scfUK^>4*hnd;o8I-y7fg*7v^o-EV*Y8{h#K_`nH{?N>V`)meG3 zs8@aPo5COU{cmzqtDLjv_C#HhK4``4$yhee;)Lq zhrr!!vh>CyZ5!BdiAq>@4X_lW7+RTXTEctY#h)Jc=f(U?BHt>U$Gq~TzWnZ;V(5dL zKKB~~`I=e(icWX}tD9zpT;PF4+i$sO$=AN_i4T+BQ)TjB4t|)2-~HvVz30f^{;GoM zW|5_3Y1j-SHeHVW_1~Yl<`2JC_TT04uebd4&nArT)zlCFP9>N)L#wiAy6R6s4iEy7 zN&r#q)ac>+n(P18DgY-iwrq{&3@`%oBmot$K(fmm41??JF9cU`jX3ZEhvWBPE(70b z1354zkOLvmKnHhF2h+d@fBz5&gD?$vkO+$q4TR7Kb&v%&rv1F5Kv1CppUCf`>Gqb; z3X{eKEAR!=YLvRr3%?Ky!%z&zkPN+0g~|{O(@+i9Pz^ODHr@~p<4_LgkPhqc4X;pR zn$WAhM=rLmBv8Q4muBEIOeRq9KeD zFRWIktI&xMAyE`Z1rgbZ0!I-QQ&D@C&p2Q&Ed;SD_MsE>0W63?5CVn%wTW2-<> z1yvCkNpS+VP$d*G7>^MdA!HlYVf7Hg%KQNyP!KDG;k)($5OAwzO8N-ZExWPG}6FQ?) zI;WF5t1~*06CnGf82kb(UV$v0$Q6F`h3G*TqR%3Tvn7f_oOy9n^swtj*l!AyH6a9^OIOUI7)TZA6V>DnT?EqD|Pwt>9u*M&C`|=xs)C6i0JZ zM|YG*d;io&?QKDCjyWSSLLyW`*Dsh7&n-g6ErLNf`{o_Z;S~U59;wpH5cEiwFi6R+ zL5s{twc<;&H1{MiJub5{pXe2mK_6lU%fiT`LJdpBGz7O)^13v=!W1joiw*ZwjnGg| zr-Dq=<99m2`U)i(HX#a7Z~@_zGyfDA>D2dzwAb+TD)h7`DlbirNVSl`QKKSISx+W6 zWgk7Q(c-jI?+;SJ&rZ>cQmw*L&+q)wXj4x$B|g=y&S}{~_0t-aR^O8x6LD3mq957; z7h2&MlvMIW0a?AHRjcAvf8tV?RcU6mS1-a=Z`BhDl~F;mT2V1ohcZ})5?=t|0svqD ze*ea;0AN4p0T*;tGn$nuo>eC>Ra%pVTDuh?u5~fo_4>FKUm@{ZVNg=JLTZ`-0G7dl zeqc792+lS|WE|)qrhx)zkwLs?AvTI%7eihLFeX$W0;;6d>J@43^E55fg%7k??DB|AY-?}dwAg&=HY6mR&%43bG!C)?<{mvXmriC zbR+O|Q+H(rvK%P`H4;EmaNz?cOlm<42OJ@cegOwQ-~z-~9TwJsux1}x0eC@d5gx!% z0Dxa87bE1sk1{tUki%oS)_@HdWC{3y7dV0KYz8rpWbrk7A<$I0m+4lQAP06U`oSF{ zh)}+ueCOzV0ZDx?2o})67sMBD9E(KAmu$9XMPPvfju&}J!hHmoB#>i)cmKF0ba;mk zxQ89MdPR4qNcSa1v4Sla>{zxWH8_06X(0$jBO<^FG76GzVS;M+9yH(&=)nL?!xwsF ze58Se_W>3@U}pOP2fDxlIDuJh_-k-j#R~X`8<-yGc!wJpbcgsQBDh;8_yChwi9HU3 zNkS2!RtPj=09Jt?egOb_)^2z~0BV38=)sXeKp*bb00bxvB4{HP!2;#VSQbElEJj!S z;TH%193&`S8f!D=>4u$mfT8y#4A^V;n2&?_dQ}#X@lTKkdDIHIB)Sx8U7#Q0Hxl>( z7Y0CTEy5dgb|3eVI3Wg0 zol}dJUBZ^9*Q-QnZ0p&c#jtF#_lP$o8j7JmH{}}q`H7~?N{y3Off-eqxG0_YB3j~N zZ^Th>!%=J_BQ|0*k}NjR>|)U)ir>s3G{OL!fre`sBcerQxgu*>DkkE&k5AfY{J2`1 za2~tM70|L1Xj(Y;fxE5&721;Nwilu2RH4C=p`*h6PJ=j_c`^p~#J*#m*a358Ifvi5 zB|H{nTUu80nU`S#ii9K2xC$o;(=g@Y6@1#DQ#Pm*+IxYus9)BL$#|*96|UbHLQ;1y7x7gnJ)t9Q9%k60FOqd*M8Jz6p*N!353 z@vPT2t<_rp@Dy&(OSPrKuC3R#(P*z}H34Z7Ayjiy*kV(J0UN+#A3w3TQTMmEPqZ7c ztsS&TSsPkoRk_R1h+QIzb*C75+MCkh6<%SzsS*`lrV_pGm$$pfy1OMwJFSY_Q#JRV z$1tz)n+abcH~hmHs?ihPdlS+@Ql7{hu3^CY)wc;e_w+l>zS~Q~n{{2q!prDd_n{YO z`~L3x!rBJ%l*38w#L3E5xoNug;p$5KpkLhUQvZCSSDaN_9LK#b#*@K3xye8$ z<1OGDtxWvK$x6qEo4owHE0+B0u9Z~%;T|oc7}&xYxUrp-T*}>PsPWQeWzIUw+|17$ zI=`Ih^femI0VXG0CBE7%!iucCT+Pv`$@%-v_Z+47nIzyL7~119<`F0LL9CL>&iP!8 z@|?#N-O-WP&o?D33feLVT`stMof7@gk%-a9eA7SOG6Geno9Zw#0~@UGEwr^C(Hhhj zG0YpY(OX^CNrFthQB*l&*e6oz=iMrN$BB+5_3yr#-2no!h^i)~o#>s{bz`p3#@L9o*N++tZ!h{UK1>{2C5D z0)4&Rx98PCGuG=}(LWU)UV*C87Txtdjn-Y@r@fbLoYf0Hnh0LuhrO?z6C8+*9E|PQ zkWC#x8{-S^vNJp5JKp0z9^^y*-59>%XZ_&UkKRjOz3!bh^PRcS9Oh&GI#phcPJS~J zp5{57<(Jdbo72a0{)lW|`%)h09fagZP1tF@=s`Tv3z6uT{y>gi)RG<}s2=KHx#{un z>8~C=Qyy16&OI)V%e%86nZ^&wew~{>#=rU&R}* z$-9h}`&7w3_v+s612VY3H|F&IZ26vJ{r?_`0KZcOANL5q@Y(wCE&ogVp>rHX6#Q zuB$o%T;P_KoA@O->%r(08eAWUVb`cCWjKClQPI@#$0!2o&sL`WHlm9AR%CxCbXgYt^L{ZU99=Sjo3iuuHV0a0}CEZxUk{DQWGm)%($^lnSXCW zu3K@zH-GI2&?9G|hPHFrG}!pI&R-e=ytF}x!H-@A0CbkMJbZPszkaq9Dwti^_Q$A= zf!B<{^Jh?y!W}DL&RlWwn^b8_pH97c$gnoYzJe5u<33rNuwkV)D=tTRsI061n0IgA z_3-1%pHIKO%jWp=|MXo~vfs+z?2}nbLXdLXJwG_IPelMo!x1_F(6bK(i`e&(Z?^m* z4@-yf*U@u{CD)TrIq~KZi2wSfs3K5{MQ7oQFsg@LO=D3LN-${Yv&klHVFj0W=JXPy zVeRoX7)X2aK@>^R5htEVw^qA$zn(-I_YO{EiNhOpjypnB24?7(g`;D$kNGKS;2#fgz%U` zs9#0Ccj=~_cIqiee};+^lwC<_7nN)NpyfR{bou2i&@2NDG&P->rbufVMygJ6_DUR` z^z_QWog^Ojo2bY-)~Ab~HoK&uS?v>y9#IJ53|Eqxl8dukWyWB{5ms(GcZZPw{4oO-$`EWmW~N$$Z?Ei3NA^+BuEJ`j6l z9>Z06OYy}RXFMLlPMW(Fx+7I&!Vj$pu*yBZ46qSLRLZkJOKE(t4n6lY0m97w^gw`Y z+qBY}t@+}*Z*To7mmHkN9m-Lk9RI1X#!%}jR@5+BO!d`RFWhvK9%}`%NEKPYnmPh3 zat|y5Xj5;nm$}@MHwFmsK}vC(;14}$L^J>s6;XgMjQT1a*sjYR{cDLrIi>jGj5m%9 zRDotK`Bx54E}zwwXRdjYTd&x4R$q_QQa^XAd#F4BTsD^AL5Gwp(K8kP6Hg>U$9l6* zZ?3ybmG4d+=KsD2FFbXftN8iGH68!bFA-62yR&M(%x3IH|MaGwwlkdj@WS`bePO_V zFaG%b6|bN2R)xM*JEGk3JoNGrUVZi2M^3)(-rxUM`1<$nzv$-65BjR2KJg6@F!EED z?CR&7|79+J4)hBDB1l2~1yF#2Dd6`G_?H9%ihc{*UInAZ4QO!VgycwJJXXlU7P|0- zFpQxLXGp^u+VF-r%wY@D5sSU}K!-pKq7a8j#3CB;h)7JL5|_xtAYKqZ9K6qC92mvB zc#ttnv)%hR<&+U(4T4_8i(ZTr#xjcUiOs1Z0Fy_>__fJ#jN76a=V%=;($OUoyrUkk zhDPS7QU4?wK_$&-N72{5N@G_qO1!y@DX-_f+^q}S2=YDSaPJ}x2p;#H{ zAq(nAh*}gT3YAJf|9R1l&QhX#%%(>zn$d*F&I}Iv4yKxhUO^lT~6)HS?3eLOuRH;zqBsPL!jGCC^6taNFHO%1= zdR*hH(clePoM9q}m8CmqF~?S~5e@U`gBrxRMvo>((WqXOsSWkZQ|-#vJz`@mf}jQ& z3}FZ)(Bc*8@drFMk&HORff$`=$v#jKjAEc-uKO@V95gEkeH7yrjb*GSYSM{K7{U&( zxE5W}*;j|+6{wMEYHMc;No)v$9>X|-S6`71JD7tWoiN8M^wEjCZDJp;pht2$l8bdf z%oT8fSSaGqR=6Z18T;4-B#7aRv~(gF##rq=X&cbjZj`*}eIz!bK#x2KA{wrMhyOkZ zA&Y&y;uPjE$F}^zmTSC%E^=|jKGN|h?@)uf(I|#@6BUZ$LM*PH5U)Yg8&C7jl%ouj zriM4nVP;ZTo!GboF_M4;R|ujQ=D>m>%pnLt5Q7+|hzC3bkqlY17#`|)2Rw|C33JFo z53YDeJj|hrBe=p9sK~D$%wdN-=t0Nk*n})Bu|jq<@ybc$p%1alHf*^U?k8xZTnkM^O8I9!9cWC=!g zA@K@xq-7J=2(RRl+U8c8IktJ#ADeksX>tDb6@s7z79c?g!zRNNaS?7Z?EeslWOSk} z`|w0EqJfHcbR@HOI7N%;@d{!z))2`UEj>)T2|>I<7?z`Sr$c#Zy`p)1n+D6Ww~37- z*W?=7y+$%1#SwU1ciUo3@LV~f4`MJ{LS%_6xX(k3UZZt#%APhPo9)zR8_}h{L+j|Z7R_RAJhDJJ0e4roDU;;J3 z4eg)|1Yik7bpcJjLu%H2ignA!z z6G($N$e~5#_gX+ffAKd$^GAQ01yErkbD48CP0&cV8bOJ=n?$@3obwo+AwZbNIh@z zFA)$h{^E#`XfRtybu7p%ekX<$M22NJJZE?nDHk&CpoAX51a{Mda43gBHxL8B0Q8^^ z0MH7t0u5ziCQMjIoktG|!g6_|H#Ja&FCjmUc!In#jQ_>Lg({dZUx27iJcfc zpO`*2$TDc5E+;_`6yOAd*bna@0IcAKsi-=q)Q9xYARl3i@c|j0mk6A|38TX$z{nBG z006Zxj|j(z!{`FQ(un^ui7D6;EMkeT#f(_zj1B~i(YQO)NI>{U4;k`fD9^A zFZ|#O0#E~=$2=e~h^o?fa!3!Npbqo^4FCWR{?G&fARFC)3#3B&7<;W$R|_d{cy(SFB{uz_4g;_V{D2Ds zaEt!n4X+Uqh%hlBSrI{aHySW}ix3y|AbbEI0RIi)54j-#hyaK`DTvmXjTE3DyL5#F zX%i=Se(9Kg&e48`={WBvZwUE63K^A}(~uZtgEc`qqfo}sx=$)-+6uhtsDXOBFDWmh09loTYLV7VB3P{z6KX%6_ zhp7~ac{lz!d@5j>M@k*&**`{lrCLLyXO?Lo+N453F5@w!!#ANc$)z3gqMWp)Y6>n% zI;LQnW@1`{Y#OCqWu{abq;J|AZ2Czt+Nb0brt@0XC-HJ%@`mc#9uJvZG_qsxCq^?#{TTBK^aJ$N@H<7LXIkCGG zu!khE96KNMN}iV*pqnu(#u~C#@vh?ol`4xhBdef(_Y*H$6)Y=0E?cu4TCo-vqB>i0 zH~T#~`?Hb6vnY45M7yCu%RNJzv=kGwNb9r#y0pWi59P1|DWC^ZTeM6?l>rBIU>mk# zJGNw7wq^@-KTEa312OvGlmA=$v_{)=2rE2KTDNvv6d!>GdYcAmfChZ~w}2bCf;+f` zE4X@#1~sd;Z%bZKJGa53cVCEpPwsxyI5DluJsM`?87~Bdd4|tpE$HPz_SV5xk&AbRb9cz`M9$dXWjd zKAW_gyS$t7y35ELvMai_i@6tr67gU%yz9FpAqq$65367er6L5cITGwZ0JtCu3gA32 z;k_IYzNsr6&FetWdx_FJyEWke53s-d+rR$%zx(To_))tmd%G~QCF}qKm*7&gMzy2fy8(fyZB2FOiT%`{K~K#%d+eU0^A%|%&}Q)AzPvj z53mm0;0-O&n*TJcAmsbL-y6O_=X5wAzF1<%;Rn8S;3Z9<0RxZ-{E!BU-~b=!eSLrk zHt@_y7=G|V4h^sl1JDPFPy-Oq%wa)-(Da1Qf8AQV9l za109~4Grx~&odQMUfX$N!k3sgCIM0v{QPrlvkzWSrPV>uJ!Q}~fzS>;)@02HRjeEn z?XVSHAOBkn$Mj$i_7D#jP!Ubw2+e#OjnKg0tJJUL8|lT@zwW*1o;aW}P2tO|WZCAJ{7Z!?L1|SMKbHW#}83qs$)z=a6Fnl$j4jgg55itrm z!+}m$B@yAn@vM!YY}y{`)TA7rJrDy0@C-JI2Cs1$HyHyF!3k{H1lhmJ;VPiqccTE^Md(hF3B6zpw}l@~&;%>g1P<6FjGoYrUe;$V#}}Xh z82|#yhZCAEubdw0cje^w*SbH@2!xyo`%nXkK<6AG4~akm!@LjYAU)L?5kRmY_aM_I zpaCBs02<)y9^kelz7MT%=jv#d;Ba&VpaLYof!hb|D-u~YVG8(BJMnPVHvtjD7ZEt1 zjP zEdUCP?@~Ylad8hB!1V1R+iAcLE&#{(fCeAg5%8k*4qw||Kk@XC00E)_%>EZ@e-mxb z94USiAHXzq4*++M_qW0Fd(Zd4P4e^*Ga2v=g}>wbo%og3^Dgo8K<5Gg5XAW22x3nU z*{2{I!W$B9FA}-lKoAe}a0};<^;=JfbPn+vP!YC5CAk5Q@6Za#efN? zZxb4jMWV3#yg$7FK~G?VN02Daj^_E-G6< z&mX-D-=>lP0HBE+Q2XRX#kh)3KY!c+@bX7)K~@3h?%}ebZzH`5-}beN(T^U5ZWrlA zuzJr{)&UNr#zb~haVBBHGAX7=?!v(XTlQ?)wQb+VoqOtK-o1?`wYik0z?8)Ok=-ZLxXi@9g&H&FoSuf)+$KwZnEB%7 z&ILh#KPcMwY2D?`pSSsXIePZ(-M@z)A3b*Zy@A&hE z$TRT36R$V&^n)-$+tfQuLJKd%FhdRJBe27v?i9+#L>q5}i9#HA<*1$y8SN~WZ;N-M8)ghmIE zxW$rFo=DL*nzQqoK}g>v$t2N>Nm=`p zI+9mot?e*bYni1sT#ld>w_J0h<@PdRRU+2ZZPTsKTV=sLS6p)I#W!D4;ZqB=gQT~mD?l4qlL%K2!emwu1v4>u-~X{o2) zFlnl<#+o&!g#x--fU^cWY~8FDyKJ-5+?t}UOA`8Qx8J^rY`Ev9d#<$GX7}s5_vZT~ zx%I2CZ^3!I8}ENP9z1cy$9+ko^+<}R!l+S-JpUxgfirIM#W%;WaJ`L0oO99phPHB) zT)N1z;zUy2uhc7Cdvw`t^E`C?KA%1Ju+_7S8`O#9#&qBhbI5dz=pkpSwH0OK&!^nN~r@-TV4=4k? z$o9S$KMuYQBg<=DSuQfd5>C*CGjSmKL}I=d)^J+tZ zL=;x2fMC>O91mAGEP{lFa>OI3rUyd%0dOj5Azt=4$j21=Wq!Xa;P1S+!i^XYfo^P~ z6!SRAAkh&gxT9nyAGOCWDld2;^qnF(V!SoluX(5&VF9xjN(G{Ed9FMmD>XUGFnX?z zAGsqfbqS=u?b4SLis2PQIZR>})0oFZW-^tzOlCIIna_k~G^IIBYF5*l*TiNvwYg1h zcGH{BY}_x!*)uCbjUL-0M>^G+&S9?8o$rKVGvPVUcrufo@OV&xO*nq4RtwKK}(e(0VTOp4$t`I5kS5V4Cxs@t|l(MLJTFmeiyt zMQKV^x>A<5)TJ+lX-s80(~Dx1A{)hN=gJuzifqrPKLu(~g*sHC7S*UnMQT!&x>Tk% z)u~T~YE-2mNf)va#@s!+Z< zSHSI*rw+txUiG?HzV_9x;iPL|*%MZ={?)LDMQmafyI7(K*0CJ2N3Y!d?=yp9O7bMLXKAZq~H7=`2r3yIR(^*0oMMZESUuTG`gtwzoAGZE?F>-uCuX zy7g^vg*)6Z0hhSPMQ(C4WdB^{HrKh&<*Z$yJ6-BlS2oPGZg#c1-9|~5yWa(Gc+2Nq z@s`)T;>GTH)w|y2rkB0%g>P@&8(;d?*R=DsZ+`XbRs8PPzyH-`e*rvT0>@Fn1x9d! zC3s*3H`u|lWAK9|JmJ1Yn8Fvvu-Pn}VGeg#Y8&=&h(&y{7=F{lCq{9KRlH&rx7fum zhH;E#JYyQy*v2=;agKGoV;)oJwLb=OkcB*CA{W`nM@DjzmAqsoH`&QghH{jpJY_0Z z*~(YOa+bBcWiEHw%U=d_n8iG1GMCxRXGU|H)x2glx7p2ahI5?dJZC!B+0J*ybDs6Q zXFm7Y&wmDVpanf>LjM=q(1%8Jq7}VpMmO5gkA`%lB|T|MSK88-#&o7Ny=hMCl^34| zb*M!>YEqZl)Tc&us#U#eR=3*KuZDH1e-Ue1*V@*%#&xcBU2B1L+Sk7ZcChUn4_*k{ z*vCe8veO)oUMt(#&xUrihg@uFSKHd3<-|PT1r1>EMile`=~3cQ8d{B8I;+sewIxMu zb+_Bye~rfg$StI2fZ!pC_`^{8;DpPx0|4V7N+J?L4|yaYD*z}!Y3Ps@1*DrEjWB?{ z9fE_b0D&SdSjJF#V1RWv!~`bbO%1YQfO%hr1l@+r2XLX7dOHLebl}E-q|NSk*WBi{ zqd?>wVvPm7ga01cAb`)ELkCbiiE}*g=n9P{8Zpa1IVo zu9$epLnsV5#zTni5I#tQ6f2+k%_Tp1qRHa|u#f-%OhJ##51{RKvK)S&IfiwaQO#pxi&Or~Q3k3H7K*YlVAOHuR4G zRTy9!5C2iY-nn6epW}cN08oJSp$8xU01f~El=9pa&ap0p1$}dXNGQ5C{io1bR?`Cwz$GI|ovL zL8?HxNWeme_z#C@gsk8{hmZ#D6Np5>0fEQ@DGZRo1H6am0Z}jjX^;m8sD%um2X^oV zf6#={ckN_v7iss-15}*ehSh_5f0LvHvY50X=bOGuU z5dme~s00L(q!frr> zFOWiLC;+@G0HNy#T>yXu0K7${hcvuM8i|B7pbBM-0bjUAfp7s^uts_aMU!m6!N>xD zbB72RJb^<+Sjd87V1d}9#aqP5oFov7#7JuZMtbncj+2K9h&>JfNqXo50pNt7_^1E@ zJSPiqh((|SfzX9&OoS)AfTN5A4%o(Sbco{vJSG5w8u+%YyAFr=07oFhN%RLq;6s7H zNQdYLX`qKcusC|~g(m#DL`Vx4SOBCOMHw`JYS@MfU_Jxr1z?cEXD9&6U`U%3hzd|U z3)sa*9Uu=NF(M)&6eC41BkD9G6)q$sA|)>*CO!fuN-iob zC@|Y8G(j~qGA=dpM>i)VIK?FJaH*J?JGUrOg=a$KdCc6QYAs(DMQml zLq#P;$3RNuK}+#ZOie>g{6$jzQBqS#RPsty{y|paO;%t#Sa(KR|6W>IOk4j@TjEe$ z^if>wQC)9RUHx!hRZ?KgU|?o%VP#HY|5IcBSY+{8WZ_z6{aZT@R-gJW=dgK%GCasE?t^JH`IYIBNfbA)Si-DPxyZFGEGb&6$mi*a>=a&>!i zb#+~K-)nd9U3ipWc+En2-GzB>JbK@3dWdX#{)2jRLwnOqd(BUK#a(-`ZhMt|dwf%T zx@CO-Z+ysfe205{g-U(8a(&!jexz-Fv~zy&Y=i!SgM(m%wSa_-eucPlhMIJS|9pm) ze}~Y1i12`j!(oZcfQjH*ir#&S{)CE_j*5tYjiZo}lt_}hppu4ble9LJ#*38jkCdEx zmH&j5?;DoVgqEy?mj3{k+j5u8ikGpAm#mGK;E=wD{k+H1%*VpM$o|F2 z=hn%<#LLsh%-hV&%*)Nw)6L7b&*00^)1lJ;y3+s4)7;b3(y-M3%hmkf)ydh`*~HiW z%Gc)9*W26J)#cgL@Y%-H+U3>S``X&t<=flb+~o4|^X>Tc_WAYE{r~>`;NJfK<^KQd z{{Qs;|Nj2${{Hm;|Nj6000{p8{RtdMu%N+%2oow?$grWqhY%x5oJg^v#fum-YTU@N zqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE z%CxD|r%P9R_1&QZ8nWrr zs8g$6%{s9@a$+j`(?^(1x{Slpbat3;4Pb$n_mD=a*;8<^US zVwAClBaT#pnS0LML5pVdfU*abEA7Kd8+Gcp#$Eyi^F}b_B@`Thz*VKA6;>FD1v3gM z(_%-+cmb(Q@nrv@2tj;cVPqC&%)`$(T0DmcDEs*0>OP8yh|xZ6aN^^xSd@l{vIp@q zPZ-pE$ZG&9IQ@XTrIYj))X%lqTCoMR z67{1_um1cx??L-?NfS1S=)ngf(R5VinQ5p24jpSQv`=*%2uCp5!tEI6P@1Tu5TSOqV#Fb60lvI~N22|KdD7ikS{5zOEO z7Dmwzc<=#;s-Q|O+)xE8s6ropfS0`f2*gx!?wA7E+uIgc#4NNTY|VV8K)AsLFQCB| zq5}mWvcScGR6`FN^kWIAv1iiMIQt;s6T{}Q1Y~AIKU_asPyxNH>87}Bq0T9 zvhxW-ya6BC!9+gZp&e4l>3;3eSV8Nz2YkqHFW!>{DB5tH-)V0Rbh=m@_8<#6(ZYOh z*aIneiaR#YA`T`);xNIph%H279IenoFZjWXFlZth*U17PxG@SVbd4Qdz``nyF^^ny zfe+Ehg{<_`g)Jz88S`LA6Rxv`R*a(;%Ie1)#ORAGbP$Qrz)~yZz?NSPBok7kVnH0+ zxPWqk3y~nJ6*x7Iv?4+oO45TZzOe{a`a@V*I0iF_May|$0TJ8~#TE+L1x5degBgoh zr`{SFP(S&B6Q(>;G`OG#e&izzh1|s!_^^#zSV46u;UnhYS=F#=LO)r+f-R~6LV0j< z4yUSy9IzBG5gq`>Ksmny8T}Xq7H(0EF8BeY7+GcJre&h4%HbH?=&T&RQP^3TV-Zzg z#ySKS4aLDz73*#9dy#oeWtK*;ScpbpI|yM38`dAO0>n9Lkp0n) z7F$rpfT}QuXxzdUr6bZ7#)QOO`C-0%0NO?#hEFu<6R6c9*gW2VzWcBNR0vh5Ftq2o zeT3u4_7R3|2y#)r%)@6N^~W?c3g40V1spY-hAv1WKX2s26m-H&@}{8=;_0IQXnP<8 zIMh%XeX#Ts_K2Q-1jV~>yulIC(+56K`UXhp`SBcNoLR7TRWDsCFU#;0Nh8O#Uz~SU`VRpatxv5{+Xk<#ZUMg9v`)N(FXs zvKNDG5Q1JXg5YI>DpxPc1PF_O2!H?&Zqa0mN<4{BfthOh^h5qMPpF%4-T3!+hEZKil?usu|f z54xavl`#*JM|qZ)51YUSv9k>1(|Mm4dSmbjx&RBXkai9Tf=+~i={7Avwg_{;47%71 zF~WNS;d@l^eHX}pdo@i(ATD!=95^)RlhlFO3Yy!g;4yJ737f|C@IXuD-=f@VW z&;^`eAXor28wh{2vofb7Q}##b8quV z5ZE$f3)GFqQI8tv27-}+AUH0okdMs(j~BsgnvsRi0#7h#K{IGzjq{MZD3LqJ7}eN& zU7(E2&hGsORz-Z8u z4`z81OR^y{nSs+HNu%(7q0)fAm}>B(3|KOZq_$Vo7!AGR3%AxO4mb~Oa4riJ1}QW; zFPUE$dkINK)^RNX$mP`aDZ)~9q_J$H8 znN0KWT#FzFR+a^v@*=ckIsR~S0}=-4RelBkX==h55zMA+Y_V7uk`1h8VEsUH2j`jP z8Ip7nou~DW#*vbsK^2kkewE{d0#OR3gpR;r2Ui#gHAfH(^J|JQpAZpG&ma)pzy}}+ z43sfvXF_CMm!WSkXKx@sY)}kDmmM<$cLjx&3gvlz_)usjQ3$m?ZU>hB;1`Avm}6KI z`=FxXU>u&e23?aglpzZP^gWHYQAL^$BpMFy&<40L41uW)e0c}55F5de4}nPvvOpQ- z<2{%_3p|AmKt&6|01Af{i&c;f(GU%I6)=%WOUS|r*AWk000^tM3$%ur%O^;-1_;zDtycbR?JXG(Un+-0VP8J$EJe8N7l$}k-!DE@IqOD3w=67N=KpR;0EnC zle<|AzXSm>*> zY76w~B#=57ZeRxab*OY@28Mb@+yIXAPz@DGd-pgGyif(V&=0pz1wq0I=;kk0H4op= z3k4Hz*>I0ew>pV14(pHziy&#}fD5>Q4zfTC52g1zjad`#pcfVhv;%Psb8-j0#>KWxBLc(Dh1VF!pBUC2Nx8)OC25HMwm2%{hnYxG=p zbSqgvYwLiYzIRJ+Wo41{NPn6IUEl?&wLr&bBy1YLtUT>a^QXnYAo|=Di-&AMv_Z~<66$Lw)){o+L8$UwhjE?3vJL$ zQCB$eP-(MN4PHQNlY|8pmj#so1xA9B-#QO-07P;yCh-Dv#=*MV+7gl5ABa$c0 z6fbf>a9h9)*h_GpG((90aIWZzx&<*0ftv+`YrZp-1--zwM&bps#21So3T5O+#v4eQ zU@R?UByDs~IF|)9))EYo2oejD#<3mt4~*%c zVPTpC^P7B;98h>M4#7|5Yrq%bAYc>32Z6Fg7sa8{CV~eXRooKuB6v`eOgqAOKHLyn zJUKypfkTWCNW2hNjHA>hBo5MB;!7{`amItuA2^c6C`@hg@x{)e#2hh|tT-na>^jcy z26o4X>q8lKP(Vii#xgGBZJ2T&Yd{BV(iV)8hf@3&!1%^U@t8p2nVS5`po|(*SyQy3 z!zo-G7jqqrc^RtgCsQLoVkZ~#@E40wj-fmh{#pfk>=D4Z%eVZ?zoJ<=py(k6YR^eI=$08eHTp3!a&{ALOs+({m@8LG)SG)O1;!f-PBI~)J%=g zMLpG2tr6RB)mWX?TD{d=tq@%O)nFagVm;PmUDjrO)@V)E1@Urh-PUgX)^Huyay{2{ zUDt38U9&-CdcD_t-PeBo*MJ?^f*sg3Sk;Do*ix|#UX2}$-Pn%(*pMCBl0Dg!UD=j> z*_bWaicJujpb3@G*`OWTqCMKAUD~F7+Nhn{pe+h;IuQAwc(5JYvOU|hUE8*O+qiw( zvVqvV-P=g9*$5FKnLXUZUEIcf+{k?$z-=6!T?wBJ+Rp9V&8^yectGu-s-*H?A_k({od@o+rB;D^z9SNZ4knp-1@!W{N3M^ zec#p%3f&Fe0S*e4;N778-3q?o-;Lb~&fpN9-JLDo{*Vvwec|mr2IZ~c7;fGg&f(}? z-t8^l^E`;UZoJ9}eQ_o#g3F;wL`kRIU;!P7o{p;#$7tTs{vme&g3I+E*Lqp$*|V z-rzpI;1AB@;634>A>{21RJ@}yM_%VozU1nS=jbivRo>@*4iZ;B5Lw>kgkI>${pD!? zZe<7F=A#YXWM1YH-sp@j>65{n>2o>!3a6*KP5*kO`tN@MVwjt56EhgbSi@3>QP}^WY4jeI2||3cP>|oM5iD zzzeY^3g*i38Da}inhp*Q?dwelDCG#(q4@SN1?!z2_^<~jH4izz2AFU>nMV%bfC<9z zXu2~GlRyZvfDfp!2Bd%wh5&g;X$WyJ58$APdfw_xKl_M%8Eha^z_7p$BK3^@j+5OB zu7dT#uir7A-4ZS&jWXbs>JIZD@W)X0;=l=_5Z?2k4V>T(76SOT0NQT<&kMs2W2L|e zcqIy$3i!M*{lS^>%})KU-QJgIQrGbYM9N8WmVDl-pEpbLcP&m#p)8_3Ap0 zSC=kf%{t6A=j__BaFkQjWV@)24SZrUAM_$GbQM`*b) zd~87F!$fKxxQop-e(VTx-ckPj{r?9rKmi9Nus{P3L@+@G8_NeekH$zt4KJ2;g zImxi9y2>Jpta!1)3a}jN#fmO=AuO%AS~)9{D#Y=NFd5B~V~ehC39*X~nQ>@~W6T0X zEr&P>1G5>s(oiH&5?gFPl;(L%F;H65M-yuHStT_MEJQLnGFpe8u|kU&=gFlFhvebI3x~pJCah?-h-)4> zst98%78eQUW^bK;RkuZ%h5K?Fj zHprQW4N@ec?o#_kEmgl+k48FarI%*9X{Vn)s#cKyk<*!1lh`c@tE{ZRqF5_R3y~9J zQ8bH>UgXF^4!*E;BdbL^1Y}w+vM{4rx2@PBi)Y3`gc&Z%@=C|Avoc#pIoxT5EJW5q z1Q9?Mcjy*v9a6^IdB6>e4?nV6yb^VzW!GKB-i>#p$Pmj!IF6~*B({C(tSp^XR$@&aE+@};y`faV^i){(bozpd0olk%KycI$TCu-=S=_gcfj8E_(`)>qRTiHYW?@;zkmP#2VekiBDJYqWLLdP ziPjv#H4s^WY$Xa2vch5pE7*b=e6T_~*ya%bIdp*;%J>_nY!PIJ8|bDCUvNPaW|4=rq5-UVNbW z^PuOEG^}A7;+cjwypfN5cw-ueoCY{H@}MzLfqQDO2NmQu21D3`5NaUDGH@j_LXg8A z_?QPQ7V-&uK!_0bKt+T?*^&F<&q)G=Wh`YmOIp^_mP8@o)T)NS4Q(w%#L7x9xFEr> zguyfpF$1)6(KcpOK^@!5!jF^{mS;KtveiyQ0M9pSYY#R#Wf17#9HSpzT94U{+x zjba{Oxkvit<8>Gc<3(Sm4}2{0Rui(B$gsB%34Ot4xFQv%rYF*kP)KAVeNxUutcH?(aMYu>>M1Mjhtdb}ktz5wS@c3{s#ogN zw5LUFYE`@10V*Xqtt`V&vli3^0`o{=DB(P;y1`bARjJq#5;d=SO?qaf8eVmXIV@Mi zvCg9!X_Lbo+OP#_F!wA;Os+VYXry(O#ITyU;y>}FSHW^jym&;fVWpTlCSkF$QGCpK z6N8z4Kvp_*kkMr^`zMqVYP1D>?Vo1KS^^i?zz0S!EcbyAP!&*T7@chbIb;QVw&9rO zs>BALQH8;1WrPm<89v9ptE(OWGp z=8fmkg(Y?c5Zqk^M|-rO zzIL{^-R-fgx=5}rav!DL?pue)*5f`SSiR0A{Q!L61wVMg7hdo{dDGh!zj($sK2~w} z$J|5Cjk{Og@^p24<~6^0&Ub!QkeB@BML&AId*1Y?M}6v5e-qG?-u15s`|4#sd)n82 z)!V>*?sdQad*1in_qm6C@P#j<-xuHb$47qhmA`!EH{bcshko>>KYi*~-}=|be)hG$ zeeQSP``-tD_{Bed@|WNI$sd0D)xUoBx8MEmhkyL#KY#ky-~RW5FFciZvB*QW^!!ty~ zG*rX?HDtp!bi+4%L5Ujsyt@E3~@k&UlT;T6B}T(0z|lrNQj05lm#`wgd-t^aZ0-e0!GAnv3{t$ zZCtn4+eJ#WJate8WjKa?^v8cJ#|Z?45P30Iq{TuMJ#nalEnvuobjXKn$X*;4TU0~; zK)`}3c!IdGLptmVMc~M+xIxC*9$PfX9NRWdNkpqz=J8?J{E0BXoz@Up9NNWVZ30Z?UkdbM4gY>aGcMK7CSOqR9 zNV_A(Eii+;3%*?(mR7X9JLH;0^f(FJ$*mN=YFvv~455US$hquAh-65*v;vAmLqxbp ziPT8^3(2nFge)+sc?eAR8%48=u4Wsyg59`S!~WSB+XT* zf>jtu-;BS*9FmV*PoZ4D7AnqpaEH7>#$JR>myDp89JgQ7Lto5-ue&>&q|A1#O&Kx^ z3c3YPG)l8j1T4_Q0p&kKh!C4ugFT?iwSWbjyHK<{N&B<{#4(mGc(=O~8wmAAqbwIr zc+elr0-zLydOQnJ2$2!J&PDV^urbj%3_j!(3oI}VKtNCUQ_p$uNKq6U_f)?YI)}4p zOa|;w)tm=hm`wewEm#yi0j(Camf@`_F5`{e(U9+wj&TZSlUjj!&xCJE5il1Ci%X`H|EDg=nQTQv7 z9DTn#WJe-pPtgcQ_p^m9NXxKjgDgl;C-u-@Jhon3(UEJ>+M3B}96QI!3}OLN((9MA zNQWmFx3RlQAevPJgpN0GhIt4FLWqzzaMQ3*4?1v!>oiqd)XBzqoXWdHN##1R=~F*7 z7C=qA<6O?=M1=56z+;F63i>rUXa#(PlNoJ4N0e5QQ%Jg$$c~f9ynIxzz=CyUzg;wz z76ry^`z1pSKHg+X5Q$5b^u>+i0$;ONvq)8pW7T=EOuO4gKp@8dRya@g3z1#bx^&P( z2&5D>NY<>7(2)s-u%MJQV1r^M(1k2mUrb4|(^Jx;R_ffvP=(fm?9>L#2J+5u-MwP1B7^m zC-&2ZL>;@ad_Y5(2$Y=%VeKPX=nCoC#JlUzzEs&^39ht@R+z;CIpD*tkWnr$*R<2e ze7JZP+iB$RKq+;Plp%bCGULKwXF}6YGlqkfj4!aEMD`gK|(*QjRrpOUI4^| zgR9i8_=E^i160t6F`x))bXR3;p_U!Hyfq8w)jEY#MlNW@zl~nI(}omQ;T6^fZU9RL z6ju&b++Ns5U)x_rz2A9-KkXFX;TzH-?TR6N&jB_Icc_A!J>49x-)L!3Tx{K65xsP{ z)X`gn5Ghx8z(yT5VrGowFw@^n#wSAjrAO9ME+x^8!&b6;CuR+{+WkLL2o$-{1(-_P&8$o0 zjn_BUx<~+DUi>8x7CCX)f@TrR5IJGH8wGydxGs=g0!-Yq&<5lr%Wt@aXC6BN&f&@< z-&)jR5LrmO9NKM8zdIB~N^W1M4L*`I-ONBqWK?2umXU=uizn7PaK6ijtjqkQMo#$2 zIp7339=mK11(FQJFcm;h0A9La&G#9--85MLD-dJ6#lwOX=8zKyEO;?Zu+L;h!nIVt z$Nc1Bo=fD#-8TdgED+~$9_hR5V_a0mUwQ)jRA<;DMiU9MVHxBkrp1G;f|ka(Srlby z0g;uyOMd3UQkao7WrI!}MIoI7fhOvLwNsBqLO&qLkdA4fmX>x6XJv%tHk90o9;W(x zX;`djn{I=z>&25sKvFi?j+1A?XyRc3$6!M{xQ0bk))K=}) zX6@E??bn9w*!IAAdWJfT2Q%dcWnc#Xp*)6F$fj+GhG-DRXvhm@xUp!^?N0pd;%R-JS>ce&AlP1w5_4cR(a(xQ2N^q_Ftat_TNUa0cQnhd^5La&Yo!0gSN7 zrfd?2fZXp=ln3MVpJ;u8TUvZ-d!!>sE7SpawH- z^CN)=Q6z2^S94o9hQ8HpW&jLzfN>cIas6xWyoif%0q$s^hGM8g;8q5FWCm#S@8S-~ z+y))-9)~fp-f78;dBViHD51QdhEykTJ}+)@kOrf|aEF+6huDj(c=3G73ur4&WXOwv zM27qh!fVTdYnz9+2^U28<1APldC(z5pc{wa1F~TDdC(y}#Dd)Ff{xS5U^38S?}A}5 zgLi`mD}buiH5gSWi#zjz|MY@m$f`)tg1ozhb1$MUKpQB?rbVdNdFTcm(Zh3(p|Cy+ zRRCl!2=;Ay1$^%URp>4M4mx)}*d~Vn1PphBy2%1QOax{}8^6efE>I^vpfme>8##c2 z5#e{Rhz2W|RX>P?Ztwy*kOORnw=9^0uziNK;R7hxoJBj>dWAEG7zF^8i*67WK3FlZ zP=%(#5wx+J7Tv~kZ+e`b1AxEN88P-&c(+^Fg0||(dC&u+?2vJCvuV!)A)gB`$U_u) zCkkQ_wKtI$V}@-XNH49wVju`MxC1~y2R5({I~XTtfQYQ<1i#;dJD3MhAP75f24i3Y zLb!v8CyZ_YWD?l|iag350gJNN5x-~!z4QWgc$>3aWx2>nid+N~J4V5wu#$IFx%hac zo(G9{2p#gevd9JhFX#ee(F2DycdjUTEZ}RoXa&h%G;=@qX5#}nXey%*k>2NeueU`v zLmTb7zgu8xYNEMT^~keut>~1(u6NI9L-Ig;p5(Yg2m)ng?v? zf}Wp;xmlo&D~mgHi{S@|c>)Ixyk$j>l~%sIxSPj^k3e5p6b-CmX5b<%%I4{@V#Z1& zhs_3d^U|e@o_TJ%$jPFPAk3IDXVR=`^Cr%mI(H7-A~1_afmX1L^b>7fG%WKXAsWaB z&^$m#lMW0+4W<`?@w#Xds0Wc1f`~*7RE5yn&PWthwwmX2Ue>Bd=V+ahk98`!x@+g{bvF7Z-}REFHbOeZ%v1XCZwvTfe2 zN>*G&YzXAYYlC27hd{%$F^@h2kpj*@o5TSda4>!4*F4o^CCY`q5XYBKdiggH zB6#ui)kOliAqppc2=w1PbMPXZYOL|09Vbl*beKT5)HqLA1Ib|^Ppyde6G5Y_C{T0+ z8Ds_jV~W5h-+c&*dDAU>2~?P8WEs{OA~l+Y1zG~-vY$ZJ0A?Idt_jr2Yx5+=V`y(} zV+Dy-5cDK$xAZ4aB7oSkf;&^K0$HYTa1ntCchZ%qUd zGJyC|6f*Oua#0&?C3ztryRfs!g#v|f9+i7u$WCc~Ksk>hoDAfKHl<97Q#3xU(}X~8 z-4=-|$hHEH6{R$lMVyeCnZ-!G?1#l@`CA>EG)@%_?;;RlGG;fAGF_-+hK$$+cMC)NuOCW`3jrAVL_hVVe& ztc%|_>9i42E^TNM$v1Ef^hy@#SOw#=5uX~&8w{pBjU6Msa3%16*&6BUyjIr>9pAq-@=DF*Uhu8BAg%D**B{J z*zA;Z4wOhM+HjobYqx~K$taPac^fBfbt8u#b}gbwp{Xy0h4LbYv9-SQa6y#+K9z?0MpG6!*>P$#*N&K9o2r^y6p5nUV0?0SI+TL?xV{ySI}E`qOtEbM4-QHCNM zw?G8lA`4mQ8WFj1#Cfd43-FKwUd-WzMJxh=Hu)Gq#sRJrDys`nu!0p{GLJ=AAzU~a z2NpOHiJ2|Z3baVl7Per8%E;l8Nea#`u%HDk9D_h2yh(aau^#PMp%|6_P?i7}7Ktt{ zOeY`2La(x>2}E>lXipSdxb(C}QlU*C=vc!V)IbV>2ty3yz=R{_u?feK!V#qCk2CII z2f5|sZ(8C46I~`X@63{nJ}J{*8po57g>x`fNRJmTR~f!!!3yHgi5b11jL^-a4Fi%> zE>D-NdA7m|RZt{Orbr-p_H!eN@F4CQwmU^J=@^yxox-j+Og5e*3(rYU@?avs=FI~e zUSP&5)|Csup}`i-2!l4The>=P;(LGypTg#F4C%bFPz>dZ6@1gV_aUMi0+|Dx1Tw2@ z1V$icpoUTa5y9uw^dlP)ARYJEM}bUCIvf2eSa*V^tmrQ+5^T-?Em-53iY?_LfKY}Y z!}Tke4DBgB;zAdKIvN!&r3>}MLMe5^2|$>ElGY*!JF>6^yU1Y+-bvD4y75MLXfg}9 z1m01zkk>7Y>L!^{#9OB5If5X=Qtrsi7Fy@7=Lp0dq+IDhdeNfg+=2^LP-9qmGKWaG zV^SaNl^YPlm~H^hiB}p=VEfsYE>NSh(%VTl>NbyOa6uGXfCqM5Mzbk#;%C~~!as?& z6LblLX*X*{6~aIk0iK46v4x>cvSN$3+@fbAWE4cUkX$_GRyM_)$1&&eiD=G)5NtRw z9p)hn3K3*OF_8s>apKK^%;6+KRqI^cD-dKT1o{3^;F<3yPC9SE9$7$O-%gj(}3R7_6RIfx;Q6E$)JBJqk{Gq{5foG{c| z9dfLu352*Yk%twMyW~NK^)1xuMHoWDsXPy47hSMR8|{*3PG~g41Y$-y7SV-hWCP9p z{HG%JLch#)5hs#OkF}bSj(bK<3ooIx2C=gUc^tzE5NSoP+z|$D%p-~O;D)FDxsya# zK}Pk;#Uk9%w{rl9K2>Ev^k-Lh5%7cBzvS8(vc3>IACNAocjOXEKyHE$96>080 zRe{|$w67*WgEwo)wQ4M9!8pelavKDWU0aC%M-Cq6!!JPIEt})y?$t^mlr!IoE@aC& z0vUy1u1sSrtJo&OROs<`q-w^D<1sb0inkW9o3U~L_?hI#ocWi0&d?-kXRS&2jRF&W%NdEjDr^tidW@C z#39l=O^jc42L9O#PmBX19fXw#1Uz{EfiF-VOsql{d=Q>cltXw&7dR45h=YZR2gfl( z7_&Q;Su z00SO+!yB-H9dyDxbOIaffgJ#YC)|M`QejPW0~%=79zo!zv;k{{p=O!MD8w17wMGi! z!~^C9Lez#PNJkqogdE_N1RCBvMMD-KU@JgD7H~m$na)6bgc|`&JxLdtU;!fSM;q42 zEgX^+lt!o^l6MJ2G;HA_VZkhdVI9Tm z^q7cL*{LKh@L7n#L8)ChSvAD_kHP+-9* zl!P0h!8f>(6#!o}J|sj&q(q7dGhEw5UL;0lq(*KeM|Pw~ek4eSq)3h=NtWbB)k5=` zq)M(NOSYs-z9dY>q)g5vP1dAM-Xu=uq)zT6Pxhow{v=QarBDtfQ5L099wkyHrBW^> zQ#PejJ|$E}rBqHORaT`{UL{s$rB-ewS9ax1ZUb0`rC5$7S(c?)o+VnQrCP2fTehWJ zz9n47rCiP>UDl;t-X&h{6reLz9Ulyie9wuTYreZE8V>YH^J|<+k zr^jsr4as$8Nes79-_s-UQXB{n1joO;8lI)DHmf{D^8xYj@cAcHRe00=xOlLo5_ zJZT~Tz#`oL0ssU7H)I2sDyzNTD{;c8fg(d(LhH2tE5PPfwQeg2XzR5)00U6Nl43(H z1OWjMK&&!DEdW3m7%VpIf&c)31Ar(LD8t6O>apUh$d0UQ(rB~BXoUu>%C78J4eY@d zEWs+Qk3K3IG(xd5L%CLLpkl)<2!I0Ufg1pAE6ivjK&${rD#<3T(spK5{7G zGvKX~s%SJkLo`e&m3HqlbSd(tulh1(={m3bvh2XFul&xhbGGmM-tWK0Fa7Q>|K_Is z;x7Pys{Zyb0T*y;{%-&$u#OHeS*oatlCN5F1Bx!{SfZ~1UoZxbB?2oj2VW=ykEH{@ z$1o1(@Uzx14|}i<|1c2Su@!gmWMZ)vhj9vfF&P6V z7>h9)?=KgZF&lp+Uz#s6Ky4b&F$~AC`O+~StM5f_gFp1KAOA5R2eKghF+q@J93L_w zC$b_hG9x##BR?`EN3tYOG9_2CC0}wJ=W*u}#2|OFCx0?1hq5S-GAWm`DW5Vbr?M)q zGAp;TE59-<$FeNXGA!@$EEn=v#){M;1Kw(K+;TE42eU8_GcgylF&{HBC$lmyGc)^x zE#I<081mF+vM<9eFgG(cXR|hMGdFj$H-GatKXWYOvRLXe%i3`@FYPshGds8cvpc^t zJjb&<2eUZW@<2%QF7t9aEA2YZvp@ecKnJuy4|Flt^DC2cSeo<7qVqnJY(En;L`Sql zPc%i(vq8HuLW8A3t1Lq|w8%bmMTfLVk2Fb_bSq!eJ5^G&aEPVaP1tN;o$wNs~nQ=`BNtbiw6XHWZd zvI2EcZ#7qUwO1qcMDnpLC$(&(00)df2&8ogpg>xWz*&>PCRlY#W3{qs^;h3DUgz~) zAGIozb!@Bv2TXw}zyd6o!eGM!Dl9<=!1Y(%LbjNVnT4BUqsmp&HKp4BwO(hoW^Z;$ z^K~lwHEgUv2w1{Cl(uQ_13sVv2{86ecmV{wHUwgF;gDGZnHgYGoa{IGqqcUjo#0rprDF|{tNWyBz^-VNEap?py1i?TAcktl$ zPUyA~cDHxKMt6U=a32V97q^!l_j1R#e9t#FH}@$&_fAB&EKs*~v$jn%K@Dk%3t#{a zJT@}80W!G22He61V1NqX07nGv2e`n8%>z8(fP*6g4q(?VMD{bpKs4jP2B-jd2!wdg zLkv*TEvNv2qbYe4#0SjNJT$=ud_aY}z%vYZ3|t3;J2->~w;oLYc!kTvB7i7}LU>HH zw|loJeABm+KRJ|-b67)jG_UkulfZrla&=!fP5^jJ>_XP6U{@lXH%APs zPTROZs6bZSLJU9vcBul0Z`cP!^C+093Q&@G$3P7s!-CVG3Z(9d+sJvxKog9^E-bi- zoB1{bfo#u1ntwN&KZBdoM3Eo)Oep!1uV|A;xu}mise`h8n=*duM08KLmiISy|2J$y zfSM143(Sm|oAV;5Ik7GawLHU#`+A++r*|LxlDNar#EP*mpZzq`>3D)dMT&+QcE{~b9r`e_vyI- zjaNpa69l*0$bXCigsTFvn|QDf1TqBtE$BfLsDPP4fExt-JbZwnzbXb~-Lu0)BK-RX zylNA;K%vhA1Q-vBgU7yeL}dH>O)P@AkNaGg`+LK*y1zWkt2?`svb*DiXtO#XZ@GWh zgqH`>26zF5#sI!|d>pDdc%PnkkAk-gysQX&!3#tT;J_$6gT0$L4#fCCY=9oz0)+0u zjlTFmG(lF3!Uxc8*E799-~f13I=>Hu$%_fOvpj#Ed(79p-RJepk8;i1gguBhY43wS zoOWt2_N&)~7X-Lh2>S+P3z_S?(F2aji#Zw5Id%~LJ-}lb1`I?HEc|p~fbqn@dV~G6 zH#?R=yNR1K24u^~AN|3kyllk1-0LUZ-#zWu{!r(=DDQnu^nG9(w(lEuViSIsZ?`IV z`yybw-VyzD1w8A&{RV&sJTw92Q#<&FJ{$3A|}zU|*X{*yHBhqCU|gguxwK#T}6kYI=r2T5$2w~%2& zhF%~XA;7#XTKDdGy{Y;Z-mvW1 zzsHd$SH7HibLY?N2L3#qdUfm9v1ix5oqKohj)#Z8ecE$F)xtMTQoo-4q)nTyiI*QX z_k8;eecrEK9D0BM{{ak8zyZ^e?z;mKOi;lE8EnwO2NTmz!qiY(=)4Irw6DGl!^@Au zvG^lU#1Tm>(M10Ygiys5S!~h87h$CT?nC>?>&(2hR+~{r+f>=nw_AL4D8v(qEYip$ zkxVhhC7Eo}$tR)2F390(1wQ_L}wQ!>gk(M(g#HDm13wkkKf zGOaA#tkcdrza&%7J^AbtEi>5+RM0^QEi|(`NrO`}InkmM(MKVjF;71!t<+Kx0X0<9 zO*!p!%}B>m^w89B1l812@0;|}RatEnxlBEcRn}Q)RS;G4Dx62PvUu&)*I$7RR@h;Q zE!Nm$kxf?FWtmmg)n}oN7A{z8t=8IWv9;`03d+gAq&k>7~{3xw?h2gIegRscz8bZY_*-tpl0v+UuO1HX5F>VH)hWc{nTk zu(7Ld+imZzwlOuW)#Cc=yYb!_WT~~)jcm02QCqR!5F>mr!4U`i?Zp|NE^aI5hIH%i z@~+%+b@x`hGQ<5jyK})Kgr{)P5A$3w&>K%(_08=qTHDAUo!q<2X|J7CsL%dQaNYUl zoiM*iCyevJ(Kh|_u@%?<9d+fQE}MC@LHB+2>8UThb$sbg%Wm7b?_SU1|0er%vPmbO z?c>ESYV2xe40}q`J|S^ z-+7RSJ~ZA2sW?P2Qmu$6E1{iExSb}hk&S&B$NQp4LB%1@AulW)1hsfLF5WSSUj!T- z!!|}i%BzeVfrzTER53%ScpbAZIPIM^a7WujfE;F;1k8t0N;#9{pO7&^oNvw{Y#Vc_0JQ-RvF zrV90Gwir798Hb964{gB0FBlRDD}+ItzgfgM0ih0tJhcm>kV7kfgNQ6}ffJ!gV?P$* z2a*Z~8(!Fg72FUBMVJi@*kETah0+Bpv|_AWyB2=#=Oh0x}1zU`j9T1HMHk6?Sz##(- z^I)ex`Y{J{`XURZKnz}Sn?k+zmAAcxOi(2=)M;{}8C#GlGOUme#P(tf+E|D>y08mz zV4)W`tn55|(S>v@q!nA}>^DE_4^E6T5@-W$8(=#RGqgf5h**S4{eg|g3g#AJsOw;I zn_ut$?bf&b^>4kdhqWUT)tYT+#XR(YhvEr^35tenRyE-MGQVu8Y8 zNhJJKQBipCV;3iFg%`rP1#XZSy}8J+8?vC}v9KuQkc})v zW5L>NMH?CdVF_;+vaQ6hEqKw3V>H#no-JG$M!{l|&Z7zA=tUUj!D4^7_!!JEb2IKM zm>RFSayQQLoB6uq-yU)v7VbtCw(!^@&jT4-=rBB@s}01?Lmp=6W_Fou8Y>@WAAZPk ziAmaz1e+lfur0Aava7f>tC`K6_L`gF9O{J1`7u3ih=uE{1zRj+3)Pi}9OMuUZpXb|Mn8D$3|vlJfKW2hKT<$NfCcxu4hP^?p9_6@>@g0nJK(K8W*~az5i3(KMd^ z5{IgSFQUJzcCNZxRz(Qi3sY6f3Ual%wi_T@)~ zt;?G_HiE;vRYArxrI@sRL#|>1Z`p-1FYRByXVYLIqhrg7##fnM*s$={-ughWPC0pJ zAQN_GD|pB8CCj_%7mAM)%J!7bz$b4%FV`Tvr1rv6=HD-sN8~<_B?fKJEKdeT^cn5C z-&Q+)eI~nl6Ez(+&wKhwF6q~Rjjl&bcFxBxNaTo7`B8M9_NKuth1VseyGGE*0IdhN zF|oQon(n>bX^Ob;Zqg$xVLCk$Ry|1q# z{yoYRK3vgzaKh#l_g^a_w)GFE*W$0Z&gQe&18&)qYexT$r@uGs*FE^_C#!cl@iFc< zf$gb6(QjjoFwmA zNiWWBf(0L|l2EI%D64VtEfW`vgre;+76ajKtu_S$0IT58Ty}F-?9V>Xk5%?tYuvoz zoEN+}EyTFS);Z4{5_uJ-0spmdxf0o#8`v!yg|7nvq6X-b3RZyrYHw>b7r6O^EWBj^ z0GJ8We`4o1w(XbUc6@`Lm=@r%4AKn}S~kEI1S!L9>C!8CWo+4er+FKKfVU3XPY7TN zRq%TSgCccx3eSBW7SU5TPAj-n0RSe{lI{Vo08KQyPk4*UwbciN;Lo!pc70m!aRq~M z9}njkx&;V;;eh}YA4eMl005HD6T zdbbU&+iq#dZu~x5*>d)u^{gr#6~o@H@{$cIK&}oXfRE216=Wt&JQzadukYu--OlPX zD>nuQY!QT&sr=w0*|!G3ak+EJ7~flN~(YR5Et?1Rz!{fWkFy8=#+}4ko4Ec!11p_9t1Fz zX8CbiWK-!m3T1h779Jy!Q zWY-leKv8<$61wqijZ5G^_Gki-18Swfj#=nH&MGUtD=?9>RrV@yyz%6}K$TJ=$ub&c zaNxiwq|g1XQTQCU8H!=EUgg)taEIA)oC2Yy!0IV|?gwk^(=<21YSVyOK)C^W9B9yW zc&?|d-l%Y;1G^8+89Cc3ja-f_W^*scI#tg6_U`Z)`R+)ND?KF$hlZ*AWv$D?keB4R_7W234zt2t9s==RGN{`8a5m`UN!;oZE-e>c|&;z0zCW!M2khiN^ zed6LUIpo4!AzSItPY%QZM|nI4!1rfp>xHmZI^II-aEYMMdyt@-gS3sYm>jjJ!icE* zT~TGfqAJvG*F@ZI=(^qX>vpSJ^pl9_r(My{e?|AH#T4F)csvv#S0(JL=HqqOV4oO( zv5okX9n&-v6Eq?1+Uc-%<@2a&{GxT-!=yMLO~Q0k&#jc&b??mQ_q{9U!>!&$yj4Z+2Spde?l(-|yRVTL7$!7K z=I9A|R=ZZ*8{HV_=ZC@4mgf8HwTkdHpD;B%wm zL(&8(RPIm=%uth=xr#r4O)BhAHr9X}gU15dLoZyW@>aTQ9Bmw1IeYv(*Y`BUf2TV4 z+;4KKZ&^Sm>LcK9nfdU-XU8I*5q$y_JYbzH9BcrXCkuO`ycw#vr17(fp{&E?;DkP5 z&7VM84M-IAU>n`5OG1C30RbbbQNTEB0NkE6vW{1;fGvRe6K|lH;~RGCE1FGfyN>ZB z%RLPNO(+0u2WDGiPXd5N$=*;fGg=>g+{bNC;2dlfyg}8~n(r+-;*hBmoMsJtpromF z4}BZOs2lx|PEFhFPqq7h9kX55ff1)u#ZUN0p19r+8n0kL%?Z%!2dS??W*EVWGw3OO zy5NRpEgAsAFT_>>kpuv8mb{{hpZbp2iEvzQ=O`_z0Pr|IeCyyat?Zy@FPbN6d|9Qe zU8|$d^@)FO@0n|KQwWluRSd=jRAD6Xj+47CsagP0W>EfiJx9pT3O)deu?5Jli=s`_ z3ks8HbfZtt7uw50v}QP#AAfW5oza!Bj*!Iuu{kS@TbTu)jr#H<9k+@=PAKZVP8t)S zo`ALn44oRlF5+3=KSOIevVYTZ^U;RyYLy1Z2ws!hEKezMf@>Tz$4LFvf*9&{Y_^>81zEWWmc2H--lLh$^@ z2GVBoEhAq9Qj}pYfX_Ek-uxm!7kBK}*$X!MLhA-}l08rFDNSyR0NHvw6n;juy1tqW zRXXF3H4*;%%;55jRBWbP?1b?tT0Gw}fu`~B5;rsIb8}eTHo0%i;_Nhe>cjU9Uj1M=S@GrhCkQs7e8`E@tr2T97&*H=3 z#3sLuW)@$gZ|os5LX_F_zev@UDB$@NlROo>y#}FB&p-Q|_)1>sqaI=HfoHd$y(})f zd{TVRd5t`LUm`&ewz^t&(!LcAFs22%L%yb71yn(j4d&* z32umx4tJ?|obVUI3bR*rNp7)1RhbfItxVUC`mbx);A@DGLAQ|1^A}i}F6&U-?pb{8 zZUv;6+iOp$eNX1o-Y@jG&6T~%=W~j&p1U5H{eKVti^E3V|EzWT{geFu$j$e1wfiRT z<6OD65$f5qmD%i1k95wC4D^1O#Q(5(`D29pP$_V~2|?b* zFHiXmeYe*H0iF+}Jm=jEO13Xl^e6pkE~})w`JmOhEM1{D6;t&x3Z`=V6o#!H%@seh zEY?oL*1Rf|ckPK`P^ulj&!F+XH%+N-qD(t_YuWTj5?5@T!Kah1+%QvPRiYVtlDDK) z!lv^yUFp_?7tUdzC{OiCm-!og>MRM$0UuuwXg`yl)Xo>TM!{-@4mR)p!^GrHDKR(aNXuZga#cUMi zJ&ZnM(d|7xkbGR2Ve|+mU_LnI&Kh2uT5X>KIS3TAd@zqoS~1Y99^|di$6D&PpFt{Z zDD5#dcY{jA)onz=0n5!Weh^4*Q5?IV68l`65hoT)2lr1SMpb%=TKcp_KKt)}I0; zM)rz;HVeVEYAhqBc67^8kgxdgZARb=2B}hsiL?)C7ixHX%Wr=ht0T-OQU*CqcXD0{ zo6@!u*tJT7hFP?61Phc)Qpl*VCQgKoHEI_{#~yEfP>-tR3^LK!9L3(@Fxj#D#Cey5 zxr0J{xjZ62;N-$4@qUoJ2MY5XVuYM zgJfHVYBDOH*q1;NcQ-`9tV9l51y-}tAQ;a+CMXGYlqj0S?u!l@RmN9?lG(1qLrm_w zFwBm$(F7_ zYmBoEUcU7v?46afm$7V^K4nB+KQUyORq0sYm}T+bTB5kUd0q-4{7l-UQrr9x%3dNQ zVj*o(Eqf?(=VIG8;S@kxicCjYtG9gl)b-4Fcd!1dcw0P~@ZUw3GpXK7JC)hiw?EfD z$kO~=^tk-d`H@2`9Zx%+&bl_BE4G;`Y4#MG@F*8wW(-gmleSGV@RlR9hF; zk4z^fipy6p*rfJzG!m2K11cD=!UlL=5tEf4RWRR59T3=RiFT0tXwe^m7UnZa-IlA2 zY$lhAiyJVR$|kba1|@56;M1|^=s*?`I@32)k8m&ks)^NvGf`3>(eP8j6kkn--Yyl^ z5Sh*KLO(MK22SvwhRZDz2DQIT%V>M^uv&nO6aMB(CM;KpV5;tvY=8|f7MaP415+e+ zNfGh-i>%m9i16GVleT%1BKB#5Q6gC2o;(%c@L$8RK)-rC&!sF{VnuAhdQQh9iHH;F zM~2DbIj?7YtYZ9MfP)*xZ2Is>nq88is+ek%8L8C#g_#(|TbcT7q3arYx$r5#iCd2 z-hd}Jru0+TGD%Q0uEX&zzMn-=h9Tq7id%P~kHwC_V1cZFRkhOVW}%cqF`t<`?Xau+0L+a_?4VFdxWJ;#SB9OH|Ba9&qKBvRrLel$ok2MI?b4Q`Q3hLmY*HBqZ%AFHV%mEvkh^NtbH z3YH?k*txhNWY-!(d1NT?H9IaKk^k&@w~1=$#e%pWUV<-1ldvt%IJPT|+X`=f@rkZ< z-n=-@7fA&niqHrN?;ni)If-xVZ0jAf4v-nLhOCb;j5lKXVA@Xie53TOiKRhYKQQ*{ zh82l=8=3ALHHOkZa4qYW^UenEv0o#yQ9`V&~WB4Cyr2K}l7M)F&^2+Lzq z6poD=-#Uc-U9QAw!)3}^c^`h=#}?^{OqN(jZm73^8xV(MLf-*Ne4*Y#pPW)dfnx6S z+S{V>)~VqtGl;nHDgYdJmg4cEB1hlsL^L5et?WFLcU$PMn<*Pn3J+r9x(6B2nn;7A zsFc$EA_?6W3^|+2nu0qdh6WNB;>%k#Z4Oa`{%-Ln;vyZrYnEpHtGtMRNES);zQ`Ll zeV)mSFu8}y3Oop=Oog)cHHYuQn@LZ)o|@cJstQ4!RB?qhhmO6WdR764?pdu+s- zIfeN|IuGS?(7>~=Pji|2Z$Dm#$4XA?^BxyXq&>gL2yGa+-;nQl1Ch>jDy`h| zzUS24t`x{#$Uh6mC!3y!WOP6J_xu1f#qk3$z*_>Afj`y>1cKt1s~AA51M0^pfRFKs zkU`79V3ihv69wj%>L#t;5;^}hsyM+p309qA9}o}`5kDeHS5zn4V{QZD%=6pKuFC*Ei1DKdRx!`18x*5WLuYJC6rSn9)7sl8IUu1Y%nPj@ocIUDuO z6}U)e$Rc_`<2%H!7GPWpB4#_H3k9O2fC(*#nIyXJ*Zhu1z$_}_{eSRtPu>#B{}&2D z_bY;%c>5ob5pZmo8y+7iPWrqb$-oM!x@Z6RoxOTcFcKHd6BONgFZytV^)Y??C7`Mb zmiZXZU`M3m;ewk2WGYB3t5EuQWULYmd=<&k0)pD(U3I$x4#ywkQsz_XGRB z^25U!7*_|+SV)bBrWvflCT-J_xzbek1!mrY zGiV42Jm4{&XEsgnac(g&=dBA?R$M`(&fJ=5*qY*JAO*yr?^ zDAuodmMRnghtJ?6XK0OO4Ddv?$Yeh3L>m0|8j+4SlDUTkGTRx_UBR7Sgee7onViFU zf^?+}6wU=-Fd-@IPs`k6gS-1M9JfomHYoZ6pi0O~Q_c`gB#SAYK|qYo9^l&E!Z0ya zvd17A`k6h<{QuflP>cUAjyVpN%8&Q^hdP5mT9}WfU~xN$C;EVC6cvC6Q_LbCq7j|= z2eJ!@*i_g)&6f*zpOFeX!Uu`S0Is1C%Xk3R&;MajPSJ2)wv_vusdS~t43$WB?fWIV zQG)sw_j=DOgwxIdQP?cCz!VQBRUleC`O@t|y#}Rkctd>g*Mh*}7kq3_eXy>>+8XGZ z^nUd<5{q;QET80)fM?Z^tz82?$R^w~Rz_SRdP;49U_p$S7UU5w0)PjM19*;dA^&YN z$SKU~x5?*TRx3baO=G>!c_Fg-J6|1~oSOZG>pF%#e4QSGX4%I9F{@l$D9GO&SR=k- z91T!G=NFz-=KBOot5xYFd#u1kr*P1#G^{;Nr`%383Gzj*zcT6xHjq6Kg%>xbXeSlfF$T!s7BI0?=Y>L!?L3Y*sLY;fNV=bI#c9r zAB(oMG@bXquNV8mFbFOr_%F5o1{_xKg;hKyT0Q7`zhC1vr-R9o$P|h`g&HzXg0x?Q zc;Z+d*BB5PL;KM;!iYkHD3~t|q(B4Vr$Wq7;2h7`fK7cRyk0ypp#82smI}6^r`N~9 zLT)e@o_jSrSiVqMwy8!B7<($@da5jYYHsw@W%M*WG&Fn2Zo$Zzwgn2G>X0L+Rw045 z{Ef-Ohz(6YfdjWg*(aLnjWyRgTT?nWfXuZ3LK_zGMi~+OjN!FxJGBjC>v#D?-{42T zkDejj4qLhHHT53AmG&o!UxFd-4i;8;Z&oa$J&b49E97NE#h!njI%mk@1)=}K5C54X0|~Y6OhTM^5e!2{E09hmxN@uWwf9a} zFvR5UzPLjN<|6*hAaS_m(Hm^Qs|a4+I&BP5o9*L((bBS9a|o;l1N`JZW59Gd_d>i z^w#ywTlc-USDEJt3iDo<=6!C?``(%NSD>#roe}kX)oh7bmuCz9FhAumusov%6$o1`FNJ80&hmUHbj(>zk{ao)qo)sRR4!$~e&d|yw5 z1lqj0vVCXebJNP#H!FL4E8p*cO5Xql(4hUBAAjBX_`B(BMZ5(hhh*uF(E5r9G>+Y|DRh%G!eL9C`Gtk7FhJc+67NOlFZ^J4` zKQSh3YMf*R=i!0^!j(E=U}<>@W;hEoKf)&U41s#apr0`%p~#evXZ}rsbYPhsmK{=e z)m_P@vRD^!8qkxrW0JV@@zKt6#ocKFvn;=>DROHE&EWX z?XP|&4-3M<_^=2bdWH~XL_V59HUqMQYI<8Y-eLz0LOI=J6Mg#P>%a@0m*q2Em%jg= zU;~(bW~+3~x(V<9@}aqfLCb_`4jku8LR8>XbB^e|I`)`F<&d86{2Za*Ef0H$(mkt6 zSDDcC0*t?N8RSI2_cnij==EJ1G$A#47>9M@=y>EQ#<+t+^&|1|SjJ|QnMn&cx1_L+ zJdU~nZ$tC5v@ztM=+*Mt?ji}XRcGM!cQRHu=!h@#0FI?w|8SN1Rr2GZNB&_%+oAh~ zpEkC;=IBy3i7@s`1e*lR92e_Jo0^?b%gkhfwB4}C;~Q*Y$j67}sfvm`IO4a2w`oL1)FH;)AgGzn$CN?i=@NNO$w0DPfcJpx`J7^ zPT9pyosCYv+nmV(nb$~XkjOZ?!u2aVD9H){GQM6w^YTUxo9q!wO>n<)4%K;39Ns>- zfn=Alt4EgjwwTL?ro`}AaDGD;>0Q0{Rzq3gL0#-W?}=*X*{w^Z8e!iy{FQ{&*#riE zh`Y?~*j8H%G)mvkDQ+bZocRI+S!18OksAN-*xWrf7|S{G{5KC zeY1kq5)@Fb8`@uhOfb$A&5yau!m!j=4a-*YEp=ocg)4t_)#WyahRtOXj4dHUyjOt8EyO-1(Qrq{9kVYIq z#%yIhl1R_>mSK*V&5SM3@YO(S%2QDmOLFVxeRxPq4IzK>vFpr&1|{ z1>?y@NPN03l1{&5{2;b1w6=&Xgp$*#IKUBNwVEZ)&4t+1T9=OSi8rJBVY2DSY8FE6nnAi!ZEj-f;6K`@R)2Aj7nkET+wm0MRFr43 zU?jd$&mE~{oO6boy6;nttBtD9a(KPCJ^Aj(X`YQ+$Xf>~<>)uKOZ5xOZ)Nanvf)nN z`J4yE;*D53gmx|P6H-vz!4NJLqwbj^5VKE)qWghj1@_HF(7dSHT$^OQ_wJMz7xs%% z(hiu4#gVbK{+D<>4X1$!gB(~5(&lHcgL5Lg(Daq$SglSO0;lSiwNB}~$DWxt6KbFtqfehdF|qwV#zSA1gYq-%VFnUSzm zfA7)yq%&?8KQfFrIFg(cp9|~GaY8+5xIp=fzvKc9i* zJxbC*WPMesRY5LPXvR|QZ|L0RE3skot`UMlp?C&(YM4jY-|*#-cd-#G(eIvze@x(x zi(JpR;BjN)rL3H1yFcI3o2{yQFJx|n>h~8qhqs7x5)5Zyjc>-(jPZ14jFv! z+8g~&fbAXSY@`Mho{AxOCU798%z|+vsDTp&7BxD+;$#Yupbl`hy|M!f9_zzQaTNAy zJe@+3L<~s`B5>SKr*mw8OvWXOi4z#i)Sn|HY?6*5%WaFKo^ur^d5%&E%r_&A1h)3i zl8Mt5%(lly_0s8Zdm>06avw@874b1fePnaIn;=kd0ZIjdHE0J=OX+C_jZvezK`2

>a4*tKd&@REI#Wy?hXJuzk+T!Ty+xR# z%#9`Oa#Q7zNQsXAjiDUr3z_BTAU>m2lvw^zWQOEZ3X@r~oy;uWfRPOf7DideDD6A4 z;9C-TizW*-ctGm`_Y=6rQJL!rmATdGV5bQH{Xk+L)0dwO+~fH4SMt|by!8_}j4v0@ zR$o(TinSTAohaq`I7t;lBG|KTMNRt8l)FT1+VZ8R|g9Odj=@|z879soX6>+9Wj z7+v?~tL<2l^=%kWp|Dn}MfP2k>Um|&x<P@XVadU}E!xi{8k5 z3z?3lTi$Z)dbWA(|{kE79v$76O9eU##eKZN3yrO`dfE(0BulX}o&`oqe zg7fc<3rU$dzq(u-T-X%jBk#*QcC2q=RTE8kMwmksIX|F!#EAyX&JkzyNmw`Y9X|^uw@M$hHTeiyu z(wSjT6GV4J5wCyPbKGH`7Q6G)yl6=NdX$C<=MkR0rB?OQ;q>N?;~!N|p`*hWjrsr4 zpYZ2O>Lcf35RovH&~_4t<2*;EH#vbE;lG2;IFU?d4JY|F@m5?u|>L8p9M zypy%0#i#sKiUsuV+kG{kIq(}eB&PWb_7`r)sB29>EiP2B*=5PII9bU-`?ZAnTE_Y_ z^0B9usql_EA}XZD_)@PGzV_#3F&$o$!l$1kXk?fPu3!23lOK#%OCXEM(Qe&)a@eK8 z@xTu$^rk`CzS?*pc>S#LbH4zX_{stO1df7xAxp0j1@0s`n<}Mo1nL?A? z>^}ij_eXS!(Ih@)BYx%kU=~qkQqU@j_0(KV>)SM(bvzx!vO28vP4Msv(<;wO5j0X| z|IW|DE=k4jBTx#8T}@qo@|KFeiZ^z(X7}tgU*}B25p+G@(O2Qrfmd(9!#x6}4a~OgR*wZ1n`StE9GDsOoKG<=rE=KxQtfccwH+(4;f- zFlS3fe?lamBq&JRVN^jf0@2dEv-|{5En%jde19-5RNQiRv}0;eY0bEG-nN_$A} zS(5KEz`ryFRzG}0K&$$tgEfBgr8LEl^z#t){!_8rEdwNj(q#` zqIlFydC|~tDUU{rEQjQx50RCw|2RS%+o5ZJDL>Bd@96_&*4yAjE z0ATWe`}@BBX|Je$8tn%G!bUy{0KiU4f#Us=Ome__(@2>umJ=Mg-Oexjym>vMB?>UABM|+9 zu^#?Zy#w2N>&41DE>>5t4Q*fR1z*>T9#j0)lYSXjWXDXg9E@K*=xpRE(Q}0WQy=Q_ z(*XgAE&{`jF++`|=O(jO0BH=qc2Xq>vvCAJj1V<%r}j?UXsR~vNxR-PO8r8=(Op*XF8l1`G@QX% z82tQbqlHG}?oA0gUjtP-Kw95_{XpDkon(u7 zkCmfyN@~dj7(30mqjZEENLj8By5r;&qXbe$vTG{&AlURv=tFZQQt2lX_rWw*CsOD} z8g?#SX;=5k*LIY#=5>W0n?}a~_jyBwtm9K@Pf?uab3IPW`!j5{ZCVQKM+H2t4ZQ55 zHhqsq1Z3J@*Jv&{wu{(D?-d*UWuCI1tAx!lLKd*E>!R5f%DSaW^qq={2E_wXC3sz| zIVp&k0-KtSQYWKUq28;Iu%Z+XBtQ;zcYj&@(W>3|S;q#yftW%btOJJkOr3&}6&{iw z1^Cn$cpHoHg8o`I0dK1MyyC)WJ|ib8-0`fjNlPdcoEy)iRqLe3(q+YQUgCM*F4?Wd z>SV!41jf}Tmw*ACY|io$ix1URqB9*wumiOwJlI0u-RnSgRPCRPMKRmfsf(kp)1_19 z7Jb?V+VVA@FB(1MujM|L7S~_w7~+i4SuT%siF<T8skNV31D@SN}Y}ddeyE>qC0|bKI!lN{fQW zu;vQfa>ebw(Lj{2S{~U4-3j1$pVDLQE-HM-@Ev7W+T(p|YB8q3Kw{z0Q4~$lLOX#w z3u``%v&}#I`zHNgteY8pB~8R*Sk|Kp)x)upKh}R=kmUT=wUWkRr5Y^8Ug9dc$}#9R zJ`bX`J(PC7&bx3TjDv8yCL6 z2*QsKIbPpf#wyl#1I-65rqTtfCaz1;Vro3s3wWQIKeUuQIg57hEo=I>RNtr5@L2&A zOiPK0^fnJa_g+CSHhWvX@V1)pzO>?P{mt9vpEr)h$5zP4PSNMGu8&P8RGr6*BkR+Y zwwFqBk&`MvkK;&Ls??R{XZ}PA^9}MfZ0DbRD^6(QV5*R~Xne~DC3~5eF zNpD@=1Lp=2Dlq)jwVNx~0>53m_3s*y#WzUEH(1d(MAtXe+BeL@H~g9u2T_K@Z&N+l zCqAsgS+T@LGCgKuGppc9#!OAxi3B-R`tK56m+qtV%0NYusI#YE`|ElFW%ddmXaZE- z(Bqdm;df`nFYB9M_CLQI7XMr!|J*GS>jE%J(d+gL-`KM-0_wf*wN2mqKU1cj*L#$- zDpbx&v(>VFl91{jg}BQMCVtS2t?wJJr)+#`%x}#U@ZyNPUY~Wnq5OJd^Yw=>u0NW% z-n4SP`P=o!|E{;N+-T*xkzxAzew@$kKthpF{*%s*_K8h_7dHEgpYH~Vg0*-01k9D1 zMs@b^z_*`U@~`|$XvJX9-<@qSQ`jMofZ@P^k+^`-tN@wz6h%gI!Hc!RpC6UyckjJm zpZpgvm7L!d?&I8ElG1BKxF|WqBqNr#D1G?)to^IP%*(5G_viPxIRDf;eOa?P0NNh{ z#k-TICG&3_wY5(K+$+aT2nBAf%olg^XKHH+Fwg`o&1=uTaeTg8KY`t8TWWoDL-O5E zOD!u^@ig#S;5S8?z}LFp#vO0`h`WV(l3YUIEq0KMsA>I^-_vHPkXfp5G&Y;VSEXVi z@l0~?i=$PpC`fW4F@ki9&G!3iYr;nOt#brLj&Xekc72K>(f3!B@T#Yj^MToC{{<`? zo18wa%uj2>sE|CUiKb`d&izof{gZx$=jDNV>7!?h=z?{Lf5bBOL_qrbUC^I1E_r_xWl`10S<8ce$0pIV7O z?6)GH^b`zs-D6* zt$$`QKy92bfIN04M;&r6jW1&{twv8y%SAcdjvdafKw z0c%xh?X|ad*LaSFFYB8GePj-_@woLa#O5p_!KO&yUvTdej1${bda;7XEB_bnzuJ^8 zKl!@n*mfi36*#mkTna#OA{``*+#zj$Ab$@f3P%;5sbw8|yI$+T&$VrNB}85k-Fer) zbTYU!hi$k(x!jo~eMC;+rGb~-f4`Uhy{z+Fh2URx>jXU=^sK_;>OB8dq1vq>3F%)e z`zE}#&7*FfUp%fgWWddn^6I(v$gm9(m{GOUfr#5nun)nLdPmL;g3o48v>GmV zeQ&V*FZ1G{@g!O47)-!RreGD^uk*?j(dE{iF4XVBw!^Hip6EO%A2$hX50k_0yJK@= z7xuR`!+-f)tmUo`bqW5RGP9KaE@EL_T2Gse_l!u<1|YI#B$NvIdFvCp*yB1$#GfAi zaA@U+?byh1Ib}fHehMS@`F$C-CLOD${MMVI$Yi~J*S|mZL?+0y?=d74*4u(bCMx*2 zC|4|nT}rE3eM}@rq+9T!+ul)Kkl09;kRF9eCRltdPtvB+sv%h7^<71kEhA1!V#7Vv zTkGQu?VG*jy73@p*-+`}O8u_Axnp+!nObXSQ6?SvTEQ`8wZxHH5y)``V@U&Rd`UErhAvdSDfy z_(tLM+T6-;w&hTxtz7Vi_X%^hVyxzW1@kT)qtpE({oI+KU#vb$9QEeGif?rvh(a@y z;LKfRK?~8*Kf}*W;19h1W{SiRI*=eZn9YewhKd$ZDU8?!Dg~s;Q<2DS=Twoz?YXlG z6UfxR941Vuw+j(t`>({hFR4h>Y$$i3GU(Osfl?b*<0;Y|we=z|u*&;UeF$>*XJNV# zo3pp|ywguE_uZ!LEAbb^7gw0_pWr?+{$>3^AtVY8d$9cL+wW%sD|CEhMt2tuM6LCq zDJ8f1dFx6;W}NHFBGzT3paNTqXLS$aL45Vp1U5ct2Dwqs^Imq(!j87&R^oc)TsB1vo`{S{!&t2o!DC+|E6HS!x-WX_Yk! zziF}ID5O;ioaT*Ot$NLBHwrK_ir)~q$KLkJ%*i8BFo>T0cpsI9=qk@OGxlc_Nl-k3 zd8MJkcGx?njM&{frp?64&N^l+5qBoBfp)Evx>lFnpS-=|RrX}w)m7oYfvZxR7lMDS z6nr;73LSW(_H{g;)$#y|&erRU$(McUnZdko1D0Cu`p8%U?_5pLOY&yC-nu!D)aD5? zm$ovm91zwvZv`Xb&4DRfEu|t>>d&wRBTU$iT_aY!04Ny^i`BlP$Yfz~=&FUwg=_5h zTvE4MO{Dd4_ke|a_X(dq@Gq*KLp%`x^yI0mLM!_(U9KHM#KF6-3h2JLkXz_gw=&J% z<4+Hs42&d|$sc|`whEzF*L2E*3uygtYd6y7IDoRJoF1h3XdTno6vPa7Yo~RE&nuoO zcth5?&}4h{HCQ6yjKWGo!wxpV0^+MAp3&_-1O+GaZt2Z|M_z9ZOoSCvoWjk6>dMxa ziVz~0fi@)7c5;l92c9m$6bhf0?>9w%_*3rC&)qKu59C{H&Eyal0Xvyf815pIIfOma z{Eul+UO7YKa6p!xJQDT!OeQUZM%5@f_wGyvm3&Kf9Z7Bi$pG0*qta`n z4(fpp2|BwM8Qg;nb5`-Jn4S@JI2y52Pl=Kurs!?8lDGf!65_5q*>+GEG zu+U?7jw=hKA_<|9>gL>ki9!Y(>mM)Dz0hB`yK0^{%F5D}D2iS~nBooFOKD(wRb#kW zjSW{Yi@4|HK7$g6g>eK)knSgbmCgdaEJ; zI#dEbS3ODhl*|M;*WRl;0pyZCz54oj4a|S6&ptd|>NJse7v5fD6N7;})K_voTs6jJ zs!u*h9wjc=jxyEa)1ta<;nzA>_=%Lf#YAs zMsFu)_Dwh169t4+bJOzJzBR>FD@47{c-&*X*(^8q(2Tg6T+T6*b*UJp1 ztF6DZ*O$7JFWk)qnagR4a<$^Rv5yknUhGqQE(_kB;VIHg72FC8!%Cfvlb{vIWE9PS z#na-8Z4E{7_ALF33O; z{e7N}a-jH+p06$2w-~~9?!62?y5KF?kQ;`K6ylgNQZ67fU5k0zZkG$F;@{gbGt!)4 zLj!HYTgk3GH3Pyz>8Tcv-c#{jV4f)wSK|6Cw(3M;o=O&^#MvgpmIyfAL9`v!=VMYY26*+Qv=oKG*FvEmse-8Q3Y1>oArV;{y z8t{y$=h*_y4$ljt3&Yx6B7i_~j&r)cU+-r*+w}5*m9OY%1pw`G7|BtSr936+YhVN{ z-%xr#@_zt}Ky<&xC{&;ag)_Y2S$X(rC0=5h{$v~)ki$?;t@OvAWi1hDfqZ6gC5FI3 zf~V6994wIsgIKkyBFh02CV`GKnCwnFK~jm1q95>3zzffDeShSFc>{Pr zqW>LyWMF`_gWp@kJxy_+=s_Kg|2_RXG7YtybDVE+{TXJ@z%5F`Sml~A;T{z@6%XjZ z8Qd5-WYy~tS5~=4Lihl19l;+kgcDeq8c~5K2+y_E-v=I1@RdlKeOpQ3P)M}Ra->8I znOXTMTJUWH1i%AwbeiE6%=<}&w!~{x#4upayxS+#$pdYFt;h>>VsG&));ZM0?y*xu} zeE$;VO<9TAYmKoQDih0sfo;6@&sFfPps69u??<=?H@qs*w^D z!Ys@~5%63S$&6qCP~yN2VPGCvk;m*90Wr+OAXFRhq@pmwW5cv!P`qME#Ns^7qQA@_ ziPWGC{vuHXV?36ZH824UBv9oLfe|3V7aT(WLBQE9RO>&yU z{RF3o%1{#JKh9rGqM9`{q_Y?S6-dGtBpgC!WC3`hYLJR&%>j4)7v5`;oCUI8%> zLnt^E7ZHZCY1J9Dg%qU1A=pe|kjG^tMgYx&DU?GWoMOYgBU19^koaT?o(N#JSWo_C zhymq{Fo2FI=3+*G129Zq4r2-c!53^oAb^1ke1SEfgA#y23lyOdSVAZip%@{-Gz5Yr z6af$fLLj&TG3Y=;&e}9C(RFc$XBGkf4=AE%Mwi4WQgi9uz?w^H? z(KT4ZCd`8;1i~iF!Yn9(5lCV_B&jgW!Zf6UF6@smapZ5JMe6!XzNo zD3ZfgNf7?{025e4A;f~romJ+^KsvI5zk$tO+G(qbMVk_jPL^4m7N&CaLqCwgnLUTA z#+5eg=`hSg(0GDASi>w310GmIJ}3|)K4LY3K^#qkDF}lu0GmFTf;H&FEF1zAPyt~~ zAQ+&-v$mx=g~B*x%;?x&D7Zo}sOrP$Lz?nxygCJ}0tbth7p?wfaV!TJpaB{9>%RhQ zzzXcZ5-h)>!NCr!y#AE`ug(K2bb=?8g4F24B&<~(;K2fwlMw(DkcIL((ek(lTw+I_=X!ZPZHb)GF`l*2q212I5?OG@b#I8po*0U9#{e-@T~Cs>`Y$m z;^Gz2x~aCY=WZ~riQ;J`^n}#xgDKR(G!O$u=))HvqABQuvi`vp2m%ruLfPs99w>o2 z>H{%MLmd=?o{r`JBl?Uh^ye&m0XhUtK2X6$9s(px!z{#sC-iK?BreiT?(*8B)suSWQ)Gn~TZxMYP96ap)tDbP-D0doYs2BxeU@B&}0ufBuU`oliNL1pgI zK5Rlc#6dYsLm^m0D5TC934$q{FGYreSpMnUZo(b7!X^+yq=Eq+%mO-CLtSn{WkSOK z3W6p4uO7A27!oi8PcH%wtpWpa5xc6d8Urr$1fTB1JOlzH*e6D8!v2Cm%FcqNDnVGz zL;sSj;~2sJEa<~NpM(CDCofcT)}mPg0W76 zAcVsI6=W+I;KLt;0y@ZUPrU6u46E^O#GW3nz9jEDU+p=YP&#vTNI%{+jIvK??dwkP zCcJ|+bOI}Q!hFU-5+s3$T5IZ14oFrcNE*R)>41O=f~{DB5v79>NY} zXwA^rG9}QKf+Q7y!88zRI+gHNTZ7cNf-4NeQfIVAlQUMUDOKZ>9vk*zW1BR;OJ9#} zAjHBj>_a~Mfn8r0643ML#z8^<>5^8?1U`f$2*b%7!CIWb4!{Bxkg>(K@Fv(L6gMdU zI*72y!m{!*wuvHk<0^J;`*w?2!xsR-70ALh=z}n1ur+u>IT+I+%$g2}!8=57K8V3A zK=CY4fpg`B=79kZXwj4*jt&@sD68!(pmMQ>B{~R#P!oebyhADYa4i2eU+(sLS@nE> z$gS%4e)D&K`}cnXxPJdOG=xJTh`~Jkby5fGJlF~tm;ydnLamrW+dwo6m+dq>lSw*3 z8cl-}=!F~|*&iH&5Y(noQbU94%Apof<>;p7Bb$Asve%EAuds}bcE7j`wj_-I! z@c54dd5}l#3Hrmq8o7}dEWsZ6k~6uIqd{(8!%R!|EF^(7+@&iVf)4ON-#V)Q4(I?9 z3_>6z!L$_u9#GI3c=;#-0Tmd54iupd1Yoo&0TQfhAcO)Eu!80S!6DRvDWpOXC;^qT zf-z)*I}qn^l4qh{XLL@dqC5JdLwcl3`lM5Or9ZljKiz$|;Z4GbM@6nxL@aIxqdT8>_aU4X`d6>H%|>$Hf2*L^dY;=J`{o}oHa2h&{~B;-h%S~1<53CTf0DF z`xmCcf>qA4>8ZfDG+lxaBU@Zur9cA7{j+lpu;SL z!x;?OSYCmpVyh{}x55{_FdlvL;yBVq{6;uE8dm%+{zQ!&K;t|9<3oPr|Hxx5HaGkP zJQK6Z-@Mm&1ljl7*?+{;&_W7I&Gi!VSKCCk*!gyj1(&uVUbn#62o~ z;cLXC&$rwTks#BLDz4Z0CelW!7FN z*$tStuY#VP{pKwYK#d`L00Q8`oYxqr-s$`Q*7v8MzW@bH3NU~A5iBXf6kCu%#vFqV z!U!c)>9VBu+2@^Nv|)*(iZ0y571j2!CK!hHnWYd`EYjzYI4<tgDs762muNlUw5Sn7v8`W9k`fb+mhDXW#( zqd)*C;){|27(c5(O`QN#GQa}=gOg6b3OsPI!Wi81FbDg3?8ra`{i(u>nJ0ny1W<=duja^Qp?JD8pc#MoVFwCs6bLJ=c_s+L0I&Gr zr-KjDWN#4y060Oldv@XE7Xehb&#QS{FhkmB%sl}vGOE#IfJ*X$HBSHD1eoBv>ccZZ zJ^9?zPrd+k6=GAlnW&sjSUJU*FHx#AkaW#oP3GB0J?pbGm0a{T8F7^^YMgvf!HHUy>lx9x_WX3t+0)OtQMF0hYLA$YeN?_9; zYyen9of@$H0RR`6X?mf7f38bT$tPdx78O3IJK*>boJhfi84g@2ct%kLbyY^`WvPdI zejU1ri;?j>NLRv$7#a7;Cy+oa+9yO$fH7v1c>-y99#cXYgr#9Lx{#G}fPwEKR^EYK zCYpl8p8M{-AMWz~f);A%mipOR0A_Umg-7Z3Abp}=|E;}&VE$^_;Sg9pGx1&OH20-CXpCb(cFmU~Jjcu|Z& z6s&Rr%0w`NkqN)3A_n6~(w#mxkI;#3K@C%i3pTI;4g3&oN^#xyhzOagm0}_n(uZem zcZ&0{!WEVph9_9ziFZtDBc_;#ERqnBinIh8r(i`V;NlE1BC&`I$yplN*hV*gCVbR+ z6|G=$zIg~>QwI89`Fq8g2cWoVmrA601ldx zLjKq?HhuX(p`e0GUGB1%2dm)?ahMn#CIuTk)Bp&Az?31r5t}-xnhU+OM3?QudN1t; z^@AS{L_iH>DB~F8K&Su{@Qr^WDv-t|cP z^vn2y;!l?dfpDU%fDIZ#0V}QapzBaTLcIb%FMt3%6Llo9yy1^z%x4k&P)GX+P+5NT zqLZHtC3`6NjRDwVAsEnLN`gSsSneelI4$Zed-@b#?nkIeA?jW-7Xv*s0RvqrW^J89 zL#a;HnN?MaIee&vrd$)R`JC9u65(TM+ASs$4}~^jS_23IJmj&8bu4m$ z@o`^67SPGfP9y>UikL?=1`t}37S=1;Nryk8#EE&hqZN%^ZAxUx6j~+)m^<}paRnA2 zZcgOJbr}T);4zU=R5L20m@!lhv`mE|*D%jiiW@$Vj_0zstJk1iF>ry_jp^eKg9wBe z-f^DWb;1~76fa6>$q-WEHN8+)^P1=AUc12eC-S}0Jc5wR9>9ek@u)>_b>{f4`6I! z5`ob6PF_Z-Gv77M4;T5!RZ?zq_mhqzZ*jT*?PlLjBnVCLb&-#&@L|uz;Uw=FH==Qk zK3roQL5IgV-~kVJyu%Y$01-OS5r-taqv%Cn$JC=<^{T7G9meRx(aTW@ZMZ|~QD2AH ztzLGspB?RKSNq!8Zgq6Pq9#CS``qbXce~#m?|Ikz-ud2lzyBTZfv>vB>yqxC$eGP6 zcXP}C-3yNxYybm8o({r6cVr~rJSsWY`Oc>6LVGtv2_cboAV`sK`*4o%C$v|y?e&U#?@wNtN;!ZDJkWmkzaRebH~v$Q&;3U6~-(l7G;b~@1C^J{t|Gm&hII}Pbb6=%E)h@%#Q*4g7W5p0UF={Hjo25 z&;vg(0vL`i>Q4a$MH{XmDc;Eytl>h8!5DlZyDnrO%53$HqXcj8t}1Xz&dmYwN&@5m zhyr!cE-ui`NDv2$gqU6ecs!vKy36`j!9?C+t?UW`kI)K>NC=mr2XO)d+3N?xCkV4} zE{M>*jPMG5gqY&(c4RQl#tNRsiV9ip4Cj!I#4zQo;|?G03oj=O?a;Q;kMPWp4k087 zC*wlEi$}6g4hNADxyKLDjR#3?4=1M&AJJeu2lfQ95u2kB4Uts3tQ>Si5p8f2OOa9$37ESR;(hz)3;S{Va zC9n^hs*o6;F|YhE740Jr$L*!A5gW5n8@G`gyU`o5QDDAN9LJFy%aI&m1WVHYQ61Nj z9ox|z-!UDb(MXJO-iV?;*pMYir4v-ojhs;)|8YW4F%n764(AOP`2rxfl;A1;I#0^wrd z&_v`aQoxIiHnJphGBQ3A4?|KXe-bF6BO9E|-56ry-a!<3A{g9hA0UC2%8RUQ^1C#0 z5rfhycTyS$@+!BIE001OI)NIBvLRH&%w!TL_JJm?VHRZMA~a+fY0@8-h$>03E9)0s?j!g z^D3`l7@SBf8v+@N0eU*269f=7i-C%W!BIx0`f6}{c+)m{GB!+c zHQ|XBMocHXGZa|?8rbVHu`?*Cb5^WVJ>PRAvmrK&;T^8wx;CO1obW=R@CMTpK68>i z?NK-XlR!;TK2Je4#cE?tfhoc1HA~Px3$!BxRA>fNLN9ac&nUPU95h!5xmy6;2`QEVUSpb5eC934RXj1dmipmF?ax?o3rxSCv&; z)m2{=R%3PU{1hq5RLuxgC~&n<6_Bak$#yOR7;JQ8ETSA%&?FdCPib>kIg(Zn&sL#K zSAim0mv#FVl0z6&L6^}Lh(RBUhuhvTS?Q8mnH4wNvonML^h{mC9M_eI#Bp3(!df|` ziacQoH)a?%;SNL*M%ipn-}MHYb@rZ>y{6SC;EVhYRyH9wtDEfgNZlM*9 zAz|%f6mnKFV0I@ymU2SYdq%cp7s6yuwiD`A&HA-ylMi6SPhi83aR2}V0AK*9r>_8j zE#~1CR5mhvRwsa#E)Z5^p@LzX_Gp8`YeCLpo3>9gwnAn0C(fq{06-Z;DG0P=8RNr5 zZby_BLK-TdB{?xX8p5K6Lu|*8DO3Og-eoD|1bc}8wrJCq4!woff){RBj+Ih(6**mDddrYEm%z9 zHbuF&C!iz&VB{7);L?7#A4<&;;K>(o-~%uqiq%1HMX8Tk!G*7Q5%Pv>ASZxVA|BG$ zfLlT@7*~1cc#a)6j_DYW?YM!5n8u12ZI2ilnO2EKPJ6kKbDyLgN(nr)fQkXiim`Yf zR_PVap%P zQIH3D+zMG04|#t;_pKxh0<>VXHp&)GNrdlV1N>kf4B#qyAuR4F8Za4HUf}~kw;ynz z3p9We5SJxJnTO$cBIJ0L^>`k@`IPnl_|;xH7Nz%(Q!tR*)|UU3iGTE5U7~k|fIS94 z75Kpy06=vaXcq*a2G(I7_8A29VQccMlE|Qx+G7#Wt-cy-0V;`gCd?NI;2TWIa3X9n z#)q3Xx`)S>Ddw1YSqz;SIF=)LmWi>J-#OWEnHrsVH7vjd`T>k1fgf&R0Dd%MoB@=zIwi>eCaVkfqZRjuN1A&em}HF+EyIizy3-RlyZZJ4%&g%Q z#FONbn69tTuIX8qfr33MK&Oc!EAY3ftr{iPp@6%2t9@807}s&rxol55vzG##>Vw}l zf-T#UvG;*LFTxc}TSwhFwYhJ#;RvRUf;|l2nPq!ww_BSDak7yYq=UP-ruP|yH0a7< z5TNc-%VF!_;TqPP!RoUQ-eDLrA?n_N81P$G`#bPZl>_9?zXzPa3*5jD9Kr3by7RHM zgQCZpM4*)eY;)px%~oi;2eU6W2??_-Edn&gi(=C%DWm&xr#k@`oZYT_VAIu`d0TPG zyO)eO1yhqDK6E2Ogdu|e;TkSvVl$HD=Gw&73&l&W!RKniaiYSBc)W-98)aNDtH%|L zp|m%m9O5*}k(D7%VR#%;=YTxO@oLBoQpMNn$Ya7_$+{aO`^yJ~9`~UfoPjAj!4+I# z6VSmLV8qSuy!E_%%@;79$#l%stIS~n&H$#*vBzYm(l#1<-1z*^^C`?%qsY5z&|e~2 zgY(hb=wbN}t@eTXaL~~+J)0u^HUmAnD%~YeUDUZ}(}_V#`7ck2Vnm{xt3rL%-H6oj z&D8Nq)mfs~Z@p(s_Tv^JxsAdYLc|$tvKgft*jxI~|8$-?R!OIw+N*s?n_c9N7Aea? zGt~Sgj{71k61|xJ9oy9`*JC!?%U#`jHlATM3lWB@%`WJ>fG^q;UAvR1Kwg-p}8aD8qR4%l(wD}9^xT=-<`GJ zJ6_}&Vj<;nBh2zBkj@oY!ArBr)<^zk8h+AY{^2{()AJO^Cu2qke&b7==DSMfL;mM$ zUMU9i(;4FEt?=cCo>hWA-I*Th>Cqpgkjxl;J z>&w3EiRnv5L%S-MNWUTI#^D?WKkC#W!4F^X z09?QkpYa?2-|-(G^4V_h`5xva_zLl!@+D;Q1J&9)-}8wy^V7)kmHzERUuQO-V_Dqv zy=U}~5c5~Ry*@r*g`Uz?ANCQw-AnQHZ+|&ZKis&!WO<*}bAJOm+HmMW zWH3|zB29V{Dbc43m$pO(wW`&tSTSx($?<2_uTLjdya=|e*|TWVs{P2ct=qRJjfSK- zavp(Z{(J$Lw{ILXfBpE)Yo>2)M!8@S6O@{iF-)h1MLJeVHL~T)X}6+`xNo1UIClaW z)3~o(r%tTAVh&5u;_BD1W6OpOx3=w-iapW|*>4^MZ~g>#)}se7KRsc7_M2TW_q=ab za|@j8a=Qj4v{*_%G|??cc}R!XH%Qd=_AG}SjKXx_suIcKBQRJ_4DiB&tKr} z|F%iT(QY91wg7PKlrYaC0|20b5RCvZKmuy~9e87~Mw}mRxq}B~}22>6U;S5%`gT2of;QI2P29jXBtCV1qa5_(KK(yJQnV z41!SrfE&snxz>oaNT`6IK&j|fi!R1^l$el)DI|DbR(jTv5P1d(Gy?4t%O=-EG>~Y5` zG7tN@Gp zuTAqD=nuyJ1aa^^I4I1pEzcM|UAD7*+$iA6e^0nJ7cJ$lcPF3{W zMRCO$Fn8QBh%+1UTna8Q3r+Xngr5aBq)9_mt3#?0BrrPzGC+s|2^`M?Ig#-}I`iDq1PIjo^8*2aYSW5fUUz=6u3{&&@^>qF?5IKK_x_*j zyVEUu{3YQ||NZ#C>i%uN>mOG`!{d`W1Q3aPykY>^$eeG0^SqpN!vF&K06)e7!4v2N z4Hz0g7J5?w&SA!LL*!zpUyhE~jC?sgcU9{vv`dI3NM zl-M87K~Gwtqt;5UgEFO%Q9n}DBCDz>$A@6Cj(8**7i-hMh6GRlBkUN(E#AnVK8}Qm zjUi#B;+V%T(Xo*Vxg#Ve39dcD#gGg6qwX*n5=1^mkzZmYC5!aPQ5Hm!rc9-mEcq5r zCPb6DbLB@o2}4ju5r(Sd(l(y4jb4u9m+%OtFo#LZVjA<9$V{d(m&wd#I`f&sL}?Rr^fuPfE*9+$rW z*5Wmw6o_evp%8^Y!Yo{IDu29V6U2x^Aco(+yRerq#_BdV8to;+=p`10S|ZJ^@C$kiE&z6oYJJ`wYSafZhQON;10LA zo#|gqR~Miu74<{k%wr_{cpg_k$38q^jU!XK%bs~hg$GiMYl!(>`bb3_$}w*x0i(;1 za0S7;Y>hGpEyn8RXt^!BY5Li?C=qw)fL#%YSzG}Uf>7`y7=kkURnF$`#& z!W{$Ya2-s6>v_0h7!fW6F;F~@6>lOCu5i!Gpqp_#PJFkpy=l6Op3iF}`y|%zvNeXG zGl9H=7+5z3dKaBvfvhLt&9w$G#IAM!{}6-3;td?cnU2t-&n4-vyEsGS&UU&j7bVSg z?nl>NcYL}XB)laY-4!xWg08S3^6a~KfLlkRD?W#RXA9g5H~56mvO2aL;kO=dq`)rJ z@tl`o0jmm}?;zq{KHsPqAw#}6kQ4o&3K#+f^S}=u0ssck3dyGs{SXBJ;0KM<59V-# z0#E@Oad}fwLf7I(D1;+0WO!g0hF-{d(WgcBhk}Enf_QaqXMznOv>cr90sRmSCr|_1 zzz)ek0F|&@7@!5|pbTD+6M6suyATZ(z$ec@K+Cm+hcy8N006;a5U;QS9)X1{qJMu0VU9b03b2p!-xu)FvFNRuiygXkPTgzQ<`@=W}`au z;E!daI*;;jFjI<3!-5*o5AA>~1OWvW6g3CaG{Dghy}=+3Fc0bg z0IiTU&mb`q<3VL1f%5YxYMDe(inKMC& zzzLiHg!HHo$p8TVv_O*)m_`EmF#uVYq$4r~sS``F4FKQ|5WqEPQ(Q(_bVxZxO1YHx z(v-kcdh?(GLC_n=!w<*+B4^nP0#E}up%)-9jN<JAo6=007^x4^037$M77tupAY@ z2j*dx&BG7X5Cc8X18nJ%34t&*AdFg(jL?`8%*ch#h&IoF1O9LeiSUd%(OQL>afg{h ziK&?3!kB6WFftee{h$s5un7Ec3j?5%0?`eAf+2|D6`#34Ikw@0#G6T zP$&X`2=XXAZ7G$GGY=IIiTsEV?UORgXhOm{BVITU@IZ<15Cq7u6}zwtVi=)@cYHYZ zoH!Jn(&;My)aggqcM{71ggPNS%ZYl+0fQr&IsQ?P{oo|3$Ak&<6M7*I^WX(r!4BKU z7rhyR%LkkUiazjn5-tD_{;-Y^&;%bq09%oviNQh+9jp>N>5od zsoEU>s~RJ%nh?A20Yd7Rf`TGJaErZ46rh?vyc(@V@~ejxtVA=cO;xOMlSr=D1lbXy z{*Va%P#i8G5HY~54mqv(Q?1t8AJ~dQ+B!7s8arbnp*%uJGwKBd5d*dA59#U;7(k)% z`Vj7VKk$065Y<{WRzvp+tA*Mv4lxcc0ImLDoB*4yst^MP%dm5&tIu_UAe)BSh;)Xk zbi9ar3uzDryAvuf4gz7W=sFG`(3~ZEg(7QDB%8BEGp{aNuP_s_5t~WoD6vn zK8p|uOFs+Sv_^BXZ0)ZhzDx^|7OFO%FXBM_UOSOO}v@Zi{Y}>Z~ zVI>>z002QCt}YM*7{at>+f-xgQaziui;1?9XSJNS6N!)rdQc;Ju(W;~S9|MIeY?1o z1h}LpxP!|QkSkD)`&5s6xvT=T{zSQ)8?R3rKT#XHhT*y6rM9Lkouj)urMtRmfw~k0 zy0AN{t*bk)Tf1f)GtyI;Y(%jvtstC+zHJNuQqt75#T>b&imxpTF- z(#s#vtGd@qearhg&AYv;B)KeGwBT!9-CH={TfX`tzSoDm>MMWeOE~&K4l9rXcksSk zlD+PGTOQfJ{`!5;j?7}IN zIWfFXGiDG~BW<6BzJtJX*}f3NZ@MstVOGAVPqn3$YFa za0{cb0Ath;dMprpjKt?eSr5C$Jp2|;48`;C02gq{n4HO)yvdgwlC>eloJ+-#fiUop zkx^-m0H6mwkqExv0(w9IF0u`;fCdobXF^y3wkZ!;;Ki!w6I`ISlIk5^}uzP;; zg9PCY;D|7MU;|Gx0RZ5!{?G{K=m6A102S~6+%U@!^9zhzwW0OM`NPJ9>Bf|N0gRB& z>b%bE+|G>P2V3|SpnSQaY#5}RnK+;VN@xxz5d-e=0~qiO>!1gNv=6V)0qvj+7cdXL zKmjLl0`uSw7NE#_a1$p{1IW-1KR^$=@Bl?f0o||u@4*L)dxd0YI&74Gy5*P3Ymr&ZKecGs<+Kk}T@*KynSu|8F0;K`~$uJL`(A6li z$Z7oy929`qAP|2n58&tzwvY(y@Q(VR32Q9`0&pk;;{fuY4(@;?@_+%xfea^*4iBIX z<{%G}vmx`a*soC5h;7)7&9aW{(+UVN{^^kr;|+32(Ji<@```sC;MtLEOK&XNq@CLS z?caDP!AG)64z1#i@*-n z4UCJR(euCyhhi7SB9a6F4`VbBw*UayU>9M%4|Vbb?9dOka02^a**#I-{K?qot;UGz zgcpzx#z8Pd6yIrm*%@&wuZiQl zj70~I4un6Pu3Simj zs*sv$-4B(y3&Row{q_*DX|NxF!ESD3f`R(Tb{RFUMXpg6)oTGjf`00%n(5^ z3R9R9)i444Swxvr19q?vQ%DUzp$dx-4FIqT2$Kjjoh~+j2KR6aI=!CPzd&6Qeh}j3bnC?@F3tSaUnN|Avkb}K1}6sANRDc zeH&o+AV3W(vG-xy_kJH$fWHtykO=qC2p~`n0^r?F)9_G$4ejs&!2&rb(hr3)0Rtdj zR3ie-fDFo@4A}7Woj;WW5BlI!F<4LfttkyP!VG2H5yie;C=m?$&rchW5&(f=+dP5= z4K4zZ5C9H?29eG47qK52gBKoM!kAJ2<3^5*AT%V1tpf%PT0qVt6H(<#mMvYrgc(!j zOqw-q-o%+x=T4qITMjJfQ|M5lMU5UsnpEjhrcIqbh5GX3RH{|2UM;vSsX?tZgCyd| z4uAj<{^l+4<}XT#eg5ugaI}xz0EiJ)k>Tfp!MuBDKuq1F4gBUQ z;N}l;0>v8=C4GpsYB7VsIBTAV?1RA%nW-XNNcEx0i4`w$gbmx{R5BklcsrRg>Tce> zegA$5lpt{8#f=|Fo?Q8I=4L@Zhi_Uq>Yz%R3C{WVJPZC(@rapM`N>rYi8 z#0G-&g9ji8JbAXv4KB;XlpJ-6<1VBI0adRF-93@q_M^o8^kfk>5QtbrY07N zD47Kyng@fl<|!eeCgcERpLm8;NfkZ%@n;(VcJXJN1rieAzFTZCY^8Z9P^^_05UU_E zvmi+89s&Uv;DHx;x)8@qf(a&*=*GdoAPC0Ev7pr?qR7M7LIiQdllV{vMH?T5G({I9 zrLEx84Vm^y*1E99)lhZ*ZE0mxQ5l!@?=yc1p zS6_{q^jBerCAL^&XG%5yS*koG3e;nZs#96e+z5i8AiPL*)(&kw6xWV)g^t%}$2~S! za?eFKU3HI>w%x3@dUst^-Hk4Y4K}DYTMlcT=T>jOZBSf!2Y%FCf)7SGVTGllS6XI= za(3aEqHVb1leFd6B1$&qxMPn$b_Cq#1eUmD;3r8F!p=wIdh3bkhg!Try>FMkdg~z_zAE2w0^Vd~ zz6U>i@y92>eDlvoKYj2?l?*%g--kbb`RAwK{p&|J=zjh8*EIX7w!caDOy<9K@y~!f zq22)%xWL^I@FW1Vi2xZmK??RJffdAH1`FrFhCpysn$utiMaYy3j?jcBj0gui2rq(o z5QQ&EnxvIF2b236N7vBqYz6M^5^N zj&Ott4m&x@$8F;o1bN1*AOfi2R5Fc4eBzwo5lNQ}$BOefWDy}!Ng_E?Oh7>-BuSM> zR|1ig$81&?LCLT?BGZ|r+eT(K$xD??$Cg0UWlUOF7kJEakh=sT8?)rbYDQ#}O?+lL zrKZd;E>oTFl$a^E84+qiavXhpB@k!1NtWDmp62xB75~Ujm9Wu@2GzbpyMk%_|BNEY_ibNtyWooiW zX44;)bmS^WicT!nMVuM6B$0CIM~qgfC50qrdQLjhnKm_r5RGUvojTQo)pVLd1tdND zNK}^;vW{8>ilFo-#S-<`H-%6ol#t)+QO~&)vtdA zY+waDSi%<8u!lu#Vimhs#x~ZmkA-YxB|BNlR@SnY#cX1Of>+LFO0Rn*NH@nZTGEcT zucbw8YVV0y)wXuEhjp!L6C2yq&X%^Nwe4+9%Ua#;7Ph^8tzm&1+`Qz%FxBpM^}ApG_Se7v1#o}`JYWJB*uV!yaDo-QUd$xnuIl%-5JC098)Om6a&wY+66ciGEswQ`uB zf@P(A+017~bD9Y#W;U}6s%?gIoaJ0LGSAu0cgC~4>YQgj_u0?A+Vh_UJ!nGzvnbGo zMs%VT-J3%%+R=}OG{oKOm)g{ECiSURz3LvP zn$@p{b!S~2Yg*U3sk63qu66xRT<_Y~zvg7Gfjw+uCsEkNMs~7Mcx+`i+u0Ok_Oqou z?fXTW+SkUm>8zb?Zg+ccpUiBy#XW9vm)qRuMt8c^y>525+uiSmcf932Z+h3;-uHHq zn)SVJe)rqo{|0!#1wL?s7u?_nM|i>&zHo*&+~E(0c*G?>af(;m;uptw#x=fij(6PS z9|w8JMLu$pm)zthM|sLszH*kg+~qHadCX-#bDG!O<~PTA&ULB-Rf7b@h-H!b*^{a>t6?Z*u_3}vX|ZLXGeS5 z)xLJJ`-1InhkM-RK6kp;9qz)zdfxTEcfPwE9=qs!-~~T;!jl{xcrSe76~B1K?;G%q zhkWF<%n5mpjZcUFb7W9i*_J@dDsUm$O3|>g;rp`=7< zF_xB_Uad9`6QN8ARt6>PbfYE{knBk(E^23YdIgDZA_zBFI{<*ii7*3Hk-a2(<4{PHlz9@T7}k=|_56$k;P_DzKytu^ zpWhht>7=cETi#`%#005{gEKMFqJ5P%m*7|+~RF@}+ z5LA@T2D~QYZf^L5K8{z6g1Y^q%_JFcn3Sf9M8~!B6yEDIJJ^~GhUfu;+mj&q7*_yb z5vse0#86HGB5!(;Z|X(W`%oqrM=`7)t_QW6cvlY&FiDEUld#FScr^m9*n}N+f?b=%VKU$=Mn+%o$vBq9Bk4uOicy@9Wjx^Xx)A^N&Cn4 zPSr5%P~?1^J)V)RNEe4lloFy~aRi|diJGQpN(#NC{~T|PT~D;s0nj)*d=f&E@X03037dpnu_j6PUh%A69jfg*>{ozK2ft(CG`tos|zqUJ)@+b zP)pumiuRu6nGvfvlnZ^locw6B>*v!4Ih#V`UbxXn+~>X24ltEiA8r0bS#KvUEN(2R0B{_Kf>x1?!}}4puyg^5C}d&@5v+yO zM?uF?I~Zg>SZz4Z0ibu$@hmWaqF;thV2;^G?P?rZdoB^qv(4>HD4>7| z3XIoWOjH!i;>^sf+_v1@P&%lrfPjF!01LCA_HDtR(n3N4!na999teu4N{dU0 z$$Y;huc06>C#`Uzt0XFzAnm#hqGe1$Y*f6lTGO~2ivMtDe`J3d_}KiB-9jPsSfU8Ss0O6Z0h6 zEc%06^mRxy=1FvtLCgocm?o##GPl^;;MgON_%@$}D^x;4T;j7J^ve+Rbu>EHA2Z^F z9gD@T#bS@*uwynU%P}cei7C11DcHEQ(kHlfTxNDrW|Cf3hfh|EV)kHa_EAQ5K~&Cl zV$LtF-08&J+Qi&zK;HMDywQ}rhSa>;w7gYZURh>de`eliY<@@Zi>0I&jcG5h3SPd< zepOTOs`P2$$n(P1%r}RH#h-#ouQE%oOUg=KmA4g@e=RPrEw21gQ(2r?_1~MS-SJ^Nk%t9UUFBo$oq64m|I@>g@g0&^OuIw>dB{&@)Kv8yx*KINCUL**P>b zHq`rZ_-f$OkGW5T{?VDivF~GJW9{RMqvJC(^ZVPSD`b8GSY$;t17vp=Wjr{6BG zuP#^jude@GU0+@8UtbY7um9I}Gx#a40hj+DMoQ42K(C=>Aoc&vNHvyy`o9?|8JCd) z{icfXSIWUZ7e6&setx5#K*eLwTs2jy_gvimrlfzS(xmkDtmywBQcYezV!} z1NHsq?xy}rq%5Usy+Nb`Hbx2!+YXIle*T;-{wtgRQj7i@ZJE^%n#UbjCJBeJ_J)li ztv@gN;6LymqtD50iMBuam-|S6ue~7SY}}oxGOKYIzZa+)>@5D@sP6p4hiCn>Az||w zX_fJLx_Rk#Cc*HHch4mr^9Cya{xRwFF;)=$Iy5R|xga!x0Vk1rQ%aIZztgPRINo_G(Btwz; zBb-I;pSeo`fBvRu3Ig4ZVnDYcOPSOzkb0B%PoRlT?B6F7o#U5%X3|j7Kc~?NqCvsX zyUM)%8EUT_4>kda`PF|64i%0q3%ZT(36!GwQ9f-SwKl2k?jNU!vb<+^=+Y8eqYxH`Cp| zPnBfMRuwfm0>6+n(^lB8E!DnzfiwL1{EU$(*;Zv!3~XUM?xV$Dv6GH;fp%wvjlOZ0 z4Dq7%W=vmrylp@$2iLyGsm{Oa8RQDS;kRugsLIlZpdLdyQcY_OpyH6(9^I0%Lb&de z!|LaSwPL%$={)5o3S;d4ad3-U=<^wScXBDImsJLLy5x&qysPAhd>Ja5KPUCY_E3|( zb;_uBh^Id{n4)qsg@qhaR<5>b9*E8Hr4y30h~{}Esp`5ABofkIA--YtMbN27C{Xhcj;9PZ`Mj>iOe8*HuKi9$k;WVHrM8rnpM4{R$hT z7sr|N9(2de&S(1#RiLCC*H7ZiLrE`YDU(k`KnaM8NTHU>8B!}aC+!xU^-yh(vhp*Z zR|Mxvp%6R95BkLUV;!}t?DYZe@=5g2`4wSixZt%pje*qcnH1-W;SahWN|Yq@pe~nafs5Sry}zU=d_i(?uAr>$7!;^bS4aKXx4dv*xyesXnS& z8Tjq}FqwFKFU=V{0v~%Pga2nAeJNs{wIZJnmgqufiDQ?xLjqkXHrZ-cfvl%R88<&B z&|_Re+u{zLe|tc>$_B+Q$VxfBy;l!y!noetli}(kfVt28MhB!%A0EK3bA>~*)RuxD zw@*^H?XJc_n7Vj5>dk_QDUM(d^ zoy#Bv6DuZk(Hjb{cBdc zw0DX~0XL$T6NQAf3xQqE1G zBu3U!-H+k4o)qvZs%6-$3o7~C?c8zdp4y3?1`zFz9n-_B&su##Zbw69!k+A)K=YL1^Vr-iGlxo^U zlJa)J+Q7dA%UC^(6h7{Qq`Cn2t141z7ts{|MNP;ky9vuCl*Vq+IaF)9H^1(ugz9EE z-4fpa>6nv9OiA(^A3VHu3}kZl&BOSQ{*ESwL3Lr*h1=wGNG1eMe|nU}tM#9lg1oqE z)|oc$azM5GXGT6w4jT~i_QSaF*}0PF2BLIZtQDnCYntM zibnO2HS|9pX=)FiT=gr1jBw=IYlGjqitPdHcF6dd!sWi2-T0*MM}o7lM#r~LduZ)k zPL*DL0SnbalK;tZF%1`EI0hB1MxmN{WnyfBO0qU)(2f~P1Af*JWReW7*Txc&qqfXH zx@}PEFn5Z%ZS%zbgS7_6DsC`t%#i|)fBB72^rIz2U;62oQn%At+ig9;LZ-Bp*b97*w`1q4aFoaLx^P{;cJ2~0cF2>qdiGb&I|th z1DxVW5lc_^{V&Q2Ao;LLm(UnYs^MEz>b<}gdIhC>1-ko#41fO3&j3 zuczo5bt%G%ZiLpLL}+pzKV^iB$rUuR3Cd|4=JBEpv<_#v#6v3CZV>@dB|~a2)xm9j z)YVqh{@YP5N0c4(kOs$a@xXZVepaCfDZ>hiph@b%9ctN<=%&G^2Ubsgdc5bGwW5n+ z?C5QWuyKs>5Rx;L`)W|<5GzZVFME~J$am{xOgtVkLFGc} zK!1|=0#m{Q1QSsl{^4}-j%FFGo&)OO%t86`0MD;XW>y12`4-v_!~MUa^h*d&598xU zt-OiN)Ck7Rm)bEWqBMjPNdM`rE~NP$qlOazepl?Niaz~|9A8VM9x*T7>A7S}%Tv~B zLmd5GV2{s4TpI0K#^mNxViC|#z^8$l9IV`N>*+&s$`pF=<7+hV^@+fT{=2=b zugDldhi>T%+3BU97{9f?@FB5gE1_v0biAMsW~qERah?^%@Z7)o<{R^>NP`7Oc={^g zUNV8T0&hUv;SH5R<77fQIkZ|%-Y~48C!zFPcyKy9b?~%@#|g+EA0`}CQuV_d!=e_K(&=i`p$`yQfdAIsR zhEB9hNaF0NwM=cxdq%Xu8`(r4HU&6y7PNQn&+^x2!hml1#u=Y-J6oRJ&k=O(RvoEb zO{-HjBGi@R2*%a^6*$?+P7gT2%}&+%dYI4_q$ z&|e&fJQ*hu`eZ;bPmzQ!Dv&*~_!enA4V9KCnYP`nN_i|U=w1_>Q$S1Azj9ooxpOhC z)u@?8|D%v~vxrQMsKDy4In+O10Q4=@rFfL+7mMI_c&b4B z)6N%?WUs^pf5hmV7#eTB_v>pr*DzQPqJRw1{C5QLg&I9>Q~rJA`QDYr9^f+_02IUk zvx_7YcI${xu#V7cVm~B>io3I>PKx2f#B~EW_@#bTFR62Lhx_x1%4ee8=M0k3y$gmxKx*MW?DXO@fM=2vHfho$8%m!i z!a##R1I6o2(q2x|^Gq>z^~22inPR5c3#T}{rnr};crT}*JktWOX(9V*k(g<*!fElY zY00H&>C0&uo*6mVjQq9zjAG1;a^cLqt{Ii38P&@fb)H#G*sPZQtWM0V-sPA|mO^R4 ztnuZn$-$H{oY&m`i)G9gMBx{kt}h7t3De6jjy#NuGIOr>bM7&7$anO}t~sBjIls%f z0G_Wwu&*IBUx8D>5rto)y1qs)eT}{R8pksq?Q7rURDzC~#}>|~bj?3ononPv*I=K^ zf_<~t^N?;3R2j6my=wIL{vvCWxOAB?E3wWOIjj->{ z_TOt^RQrnbm$=BzrSBgvzY};Cdtr zT>00vawf$!a=8MKX8!6+KViQFie066z4`{Wx=us2JHA9iOO;);T-&wG8oRbe=Z8~3gjsnaQG zjn}>xQmS38zL;FoiQQzU{mwkG0F_?<2LqK>fo`d;NT{w$JAfo6*8kXV{h`^obG7Ao z$f#gUuk>-lJ$4&uOb1il+&EY$I@+ioU(crl zt+NxYm*bA@)uzS9-zQVe_Vk z`>=Rni1&NJ^1`dh<-v*ld`GIb%l#KJRNG72`>>y9X;Frp3PJfRtbN}@_4hVtpH#Mi zBo2X9;Zcv$4-ciExI32|E^mGB+&iQFqB*yB6|kWrw-4YudSSmmwY)s{Wq~=?C-ige=%4yQEsnps>!z&mpn9B&wO95#j#4R??-zjz`irhqhKiw^rr_hjljR>_ zxh>;@v}e~aP+|a``#SRHM-^fKT^t^?y^7qXhv2~!YQK;jfUUe$BoRs*XYxC}f{0Gv zJ6HX4=kU%?e9lJSFQs(x;&BM+^&e%2{jIKrh{FBa%k6!hllO6yrK?B2YA3ahRI}NT z(l~1F-}}TP>UX|8U5->;ILIr<`nE|(mm<|^)Corr#Nh)i=fuHZ8Va#56m$INe`SDw z(|G^lc*KN>J^_^DE>YW1+B_NRzv>hOI9(Rtrci~hngA*{`S)5WC-Deu_%zw{>93ne zlX?tCh>TfJQIAT=pZu zT|4q)pF(PV|8}kJpL$WfnzSm7dy8Fx%r6%R@hxv1oShn_h`90iPZH1Gf#OWel-y_? z2q1t)nvI&e|5$RV%MXWIwezqvYdD6tODXyAU8LZ?!wW1izxvjliU-4)jF*L4FCP8> zBT_L}uZ$?AEVmjF zah?@ze)jdI-*-Z#zt^yJ4P~@!-O1UVyMAX^>bKj`@~_bMX{pZc-kyw(2c6ytn{q7>uq%T@7BD_nCdUwWj8t$o3 zG7mw2*9%99J)vg)cJir=GX`-isqfoLS;w|W{Ip&=ZOz{Wu+c8SJ&hN#`h0@rfxAsaqj-eI62wHytbc1)ORV&N8J8s z@QVXObD=`&Np1G(&L<5EE4LO4tH((SmewBSEMk=cJ`?7dWhH`qwD14P^f&0$mh?B( z5_5-+Lta6*?6P56m zdT%6fKiPP6d7$55EUQ%awKV+qL4)aqtS=M)ZncPmM{D$hVWWsCQ6^XR3GFwghZmBg zQe35*%CUJ&*=2IG(Ai1&8^e%}C#o;BdA!2T1s^3;Rhy*AazHD|%1TB5$TeH|fTE*Qw;7s_6uUVoQ{R&&^dM>+d8+tcgE`W0i2W_@@p5y?`YJQUBR_$=3fY0W*$ zvqRZN7dhk3&-`T%3TN(EUp{C7t&cBK(qW)))|Oy;=dc}5>nNa^}9%kQ2`&%xm^rW zCQN0-#=)Va3}8JWd60O3Kh57F(u+ZL3f-3p93MD2pksjAx)}0s=G4O@^Nf zRKK|_Ay>C-ozAIGbdz*@!AxTO&I?4GoYQlatUq&x(90XLTi#)~qi4wG>#f5wKP4qe zk!rY|&`hj^Cte9f*z9NV@{9r!t5vE|q0+bQ;$J_pgfmNsU=Ql?q zUtxSyaz7mVy{@IEbaj+oN)(o4#R})p^OZKfd9GdGRAsYeqAR<#XZl8gF+;N%jp+RRqv;bIz_d{EH0 zp#JqJvt)heJcF}ycC(|Ix^SSjLszQqi62`^^^+{;A;TBP_bTpO0GLO%O-esKvNREf z&3b^_Z8UnATmDZ(%JSz1ZwY77g!sP&ve;p&H{N|RQ`*VYnx$0Oa|6cGk@qX^8j^uU zKOcP$dmo;=(XN&4b-!yJtgRO=HG65GA}aU!b4yLv!NAwF&`uZLzwL6r(r%B4g}?;D zL%MZ!u7k1)Hy)EJ{clE!X*2t--SCK|rHu4lAy!6>d8%>T(04+nM#um^_tsx60k8TjD$_jng-6N1?+rk(BA~+Xo0b}jd%h8Vh z(7GF6QxuYf0fFyjr41WP?uXMtQ^+2RWVt(Vtv_4ad8w?C2y8ix@{LX}SQ6Y_VS*tM6%csP3Oy_E)K3QANz01<(*dqd<-twv-_d463L_G8}L7fl>e4?4()TBQu27NO5dS!)j$1W zy*1qac?DHBh*YUiqaFCaX59Zqq~7`b(|=ue3{6@(Fv}R4o$(X2?(!44AUydWMCz~o zFYU~kZ~qICVvDu({5!O;yPMXgw0x|n*|{dH7CBT-mrvXBVt$5pU;oFsw*0pn9D9_c7QN24ayFzJ zdy>-~y{)uz{uvWXELV&9X|?k2>rm`zOLxp+_{x7PY^uKo)M8KaRxW<%KK=KlJNC3~ zBW}X(|=!AuKo@^z53Jr^y=@*^);9PU?z|V5lH0;WLgAra{|zn016?16A2XA z1j;f3RWkw7PoSP9&}i)#;SNDo_L4|{eGM_CVN za}QU45BF>j&t?xVv4@Ym7s`BN;OP~R?-kVQ6*BL=d5t0=y`qV|V%fd7%6i3{dnNjN zC1-o3HhZOsy|>BxWSIM8h5F>=`|fD<$*aJwgYcwouhjI4lo{Wn>?AP6;3S&$MrA@B zX$bTiV=9AbX*yY^vKH&?UXtrtS2zOn_^f@r25pN#D{>M3<+JLOcYGsgMFqfzp5Hiy z)E+si@Gqia^9d%*-9P~?EjzfTtF~Q2qFgh|xmvBEr$tyC9!W@5F(5-$PyDIsz}AKuatb?*A424DMTveMeX0-36wUe4ppRqTBUA5UNq4wo+WS=qm`8T z+V1NzX7Ypubvn$F-of5qDjjf^)gDTK*YWqK+N!@K>MjTCw5ty=uXV=T4YvplCvp$A zG^5beaCqEsQo-=qj9$Zh;s^TFPL*!wDcuGH*jipai`d6tnr16$z-6u9x+9mD_-UN% z)7`{G#Tj%u_vpI~UA43JaP>qKwcce1^KK7W#4tqVCcX0fleoIBnR@Qn;sRt4GyQ75b74nJIXzusi1Q;Rd9rpl?{cQ^lP4MY#bWLU8AI^o>l=_`tG?)N*xb!A`APp79y?=R%=wmUW}32uvrXj;+er^Jr+!eyiQ9KHGj&&6AEi zy9dFpM(j2a%HAZyX41?uuvRU9Eya5io{ez++7ObeO$;xiFq2=9#qJa z`wjY&-rSSH-^j@adXiHUOapXV*@28}lRt#|ZOLEJS-_Y68*geyeK{gKGFQ7P)jv_8 zvDfNmF#xwh$4HweC(AH)CJ)Y^y)$1_xeU=y7UX)K$UWXns$L5AOVyUt`*igLs{kMm z%;!~Mztbv%Q7s|6rrNp(vFDc<&K>$aIcsZrhY7M&tH`-n?juibC-a$Z^piWe-WTi` zhmjg{rYSL@FKBaY zNU7P(n$*uuCX-E{yc#dz&ZHAi$6XlMxqNLon#DpaqL2^TN_EtBw5`sJqgqgioDZS- zedL|l3TGDA^$3$J22fKw^Nj|_e(N);QyW_VCtdoWe4yfHKf%{RYUtZp=c=u*pzeD# z@gQx~0c+8%thQ5YoFV)*$%hR6zzSZdolK@U7yZ>f$b6~Bs$CuA+Vc=V{)v3RI?8J- zUIFr!=DwP;RkcvJFS`kT#(-Ri{MjlZitt7CC9naL>S%tr4mTiLILgBB7ed`cm^P=)@ ztrk5#-`U>@=9W2-4EaYN6h6hiTR5ji)O0N*&6>`3j1O(Kvp49FEGEqvkhfON->phY zo@Bnhrwkr)v2AP7ZqKpB-?yCT)5+m^D6wkGX=f^dG_6OXO$nduzLV-9KzJX43Hu zWnVE?$s9Cna`~czJkHF#;VhBgFe!sQ;Tdvp4K}>XZ2k8Ba*K&WHP^7yBB|Nz_wCRQ zU+5a6;+pRfx<*pnr_1pV5$M&g@CCShZe&H=OA39b#@jV)v^n+rVx=VlBOYK)@@yre z%&9ZK-ML|9+!oBYrJ@bZ^o_wFpEiB^{ix%uZbJlFi(4u}<^}F0;(FD0 z^pmes^{8W0yM9l3WhndL_eIhfinSS+Z_1k}1_{ECwB>fJPC>TQ7ay}<@0{4)Y2S>I z*ibdza&o?dwPUie7WT3K4!Q*nR|M-Ae%9I;UKOY=mTRZ4-8wKy3AU`W6?IxtnD6R- z1kLW4Ps(Mq{iLPWZnu%1Kz{gcz<$9oEp^f3lK~@xQ=4Ft=gh|3AGKb$RNu4lchq1z z^=$9IEHk5hv_|60PVSAv(rg*-+JU2tzxO@B7&d}%vf_u;&Mf#WAW2s}kCRKX}_QP@! zg;3djY&S?X@G8q;H&RE_49_6jl3?ZANye+Dha-y#`=RYOlS-?px}%%suv>7tm1M4G zDc#o;J@wdYb5AQb5523{e$SSA7eMZo($xN{^=CaaH*r}3Z@6bJv~_E-zq1IPx}*~8 zsD@o`fA9X2pIcjvVt;6_uk~uVZ9@B<>gHhB{t$Y9ICuY3#r{a^{^;QT*xdg3_Ws1_ z{%6p^Bd=?fgoQyFd`Z9|CwpG7*A_wkb)L|xptY44L@B4S-Qv<*GdRC!b0{WI5&=Ec$ zx4vI1bGi$D0*BJzJDJN~$Eo2dT3zh?-BoDQZlHX3DyJyMlU#6i~zRanxxx5ORIxwP>GV*`*sw6`PWICIsPV_kaJ(5d0+Ge zd=3+~2C5#CI&_O5^24PONsH4(0V@gKFDcY;0oO`ZT#{9NaOJRO4r=>V(%^*zr6=8O z8eB~8|2E>#Nre=uaf$vrC}nH{k`GPZvI9lInNF6*bTLBN`@v?q^0^pb73+K zjR;`*0z-2Hmt*N*!0o8!Y_gbeGcL+7tD`WxNz#@^{iw+V5@4pk!5xnwQr@9dXx?M7w>LnE`0EdWK|rLRo_GSw+39 z#JtysrkX*N3sM&|Qp>}W9`BI$LkE&~D*C}#arYet^K3T`7|e1E5wGQ+aR){G7`oQ0 zO$Sr5TX%F4Jr*3s3Fu}?-gNhmWQ$vQ@ng538WL6lCz(1A7g(Zj)cT7XnAd!-l!ejN zphiefq@5hYtjq9-F1%EzF2$w%yMZ2-;zOWzy)djy%Xj3{`X0YXavS$_aFVtFo7xkh z#?h0&jN+TAhq}_Q)HGeTMLXBKjKY}(OOdx%lG5}hAKnSEV`sV;&@QRT{m_cc)criU znp2|t{8{j+AR9b*w`EHE;cM2Qt;J_^p&SYl$u<+qisfRZaH(j)HJ}ZyVEhtH8EYuO>R9&o zwE(xoL+Q01a1l2JO>eF1m3`tX9S3EZ`A@mfJSvq(a=1&qQ+T6= zE)#xfMi!_rA`(qs#tRD~KH~CteXzDDqQa2KrqN!dM`zABQ2Yj2hxjqATec`-8ps## zq5T+(15c&z{|VpHZ^vunuI)37Li1eERfsPv2!=99G`TgCm0wA`4o;$Ys+8?nR{TI3 z3#aAr6s~klfKLN+7C4$=9BP%sl5S1%oR>jAm?MWg63(TuhS1>1ec|=tRwZA25>Oym zcmvEQFAV=IPS&z!kwNpXC-r`cyq*dBcYaEbghRVQa3&Gjn5^aJ<1&&drazN)--w>v z(hFC+UL$dgaH4vM$mf{PMQCk8qOD9Ujq`|N+I002pPZ;nx+!(?xo~2SCaf0D)|sR~ z#P$yb1R-PvVP$3dbnRolSsNZfVGFl}5CB__XwDC$D^gB?MW7I_0L>_U{UJn(kC3u8 zxkeInR2!8jt$19!mLkZDtkK_R=>{9GBBt_(2G&S8po)d1Y3#>(|D4J zDX_%NEw6EpW{X>QAuvtCZZ2&AWwWv?#K?U-1b(heeCUf zEqCe*Ng*rz+pNqg*{fPUk57H+_W@Qt>$i_vcJ{K<`N#kCwD0#!1Q8Qc^)~M>EOWr@ zsGkVEWaL>NQDp4k;FNaq5ug&XuV_uSTIuf@vQBX=`SIhPJ%h@ilNQZwnC)1IlKCPN zGg!bjE#=qsWZ5L^E!d$+t=W3G79xQg$=1E>S#UzXRK66F~q|Y{wjZ_$S9x~ zVkMaJuI~B!cvl~;vaI2HiYyvw`95ZScrr(BAmmwe5;V}0`=y@~Ho~We<8I$vw7@!8 z57$TS`@ueAQ$3yTtrpwhRBw=7CPnY8E`!-~gP+k(Sle1Olvs)p!^_Zz>kB!;Afs~h z8pMJ5>m_wP}709>VA~f zb^ezbIVWuO))*GiG52aX|5iPN7LSi(AE$u^&I#MYorffc$@j>$=4h&ZzG+jN%w_C! z^Mk;JIHt==N2FV|3YH6jQa#YTS9MZRYvvS8+9ndVqWsd|& z^p-<9iq}{tDEbs%|J4iU=#7dc@ZQ*TsW*yDAMPeTXK@z1`I$fR%=3sAY5xMMqim6=2-Xb>v$>GouR8tV# z;ok{O2TP#7bdQ90XK#|1iDIP0`QXA1Nt)C%O~|n$?I-iFGNakCyEa9Y6PD{zD5z$( zZ?z_S1!MJ?3`2{kJmn)l5>~sh2MO^nQ(5C6y7PyaJmQfsOf~*N6aYmVQPju1BTEg8 z5z^#;0gQ(X+1^D6RXW>yM^a`zD_C7uIv=%`wjj0s6s1EewP0|pbjEKF~#O$>%|}bNol!2y|>Pa zu;;m(Nv-CdH7NE;_=)gzIhTXpK(Hw*%$Yii!*Ig!Y9TRY5un$u`jz_Ee4of^$Q*`f zFwC?jrLpM*TxEU#*&3MI7|j5}n0QVwt^wI5oCll6BAFPIWMW@7&}s*0a4ygXbL}MG z6w7`Nw9uk-?&y>Bs4Xpw97XAJ^Jr{~Y4Q%^d+qFGYr+$IxNdNBC7Cq)Z0=qvQJXwz z=HvADB&?D_lPE=16xMxAFzoxV=A95=ttVp5-Dm2n_oYhKwQVPyx6y52q0!O%21<3! z;vc#v=AGpqK!VuBEAT(>N|uz_Mte-N8;m%iLu>o)*bS%g%QQ;QI;=@n!&sz2WNC)) z`=5&>lL>8_rpdH#4@E*wc;k-KV@eDch((H6Gl5*?DhR_x7=JZWu8+2(#xlaBt<_NA z8A;)WH!(s}X3Q!0YGR!`ti3;`R3k%U48^-qq$@M4K}TNW+IG{)R4zOXvYQ-{<$VKU zYju9%KJ3DzAwF-=IaT;zV_j}jJ?yyPm^LH8mNyVEtFOZ>$TCAV<)L8=b9%5CR=57% z7y4M=C)e*YvS#+tpyo}2a6|FvzxQo;V{Vzc!1SSOZsDNEtQ0vak=(;<#Z%%tTD zFCy?HxQWccaCVWF z2Pg)EO%sHB;S}|2Q*uOEW>U66zhbPG)iWX$AG?n74p4}BPHOd)zEB?!hz_0yL8ZpN z(|pOG*V5Si%x8^}ujQ~E=4l~WC8qVGdoatmR42lqXEvN|GufiNzn3KIp71liyP%7P zRAe?8)LMgEj8dZ?&UVqe5l=306F_O9gu|{ALjrnQ%E<4^=Z7Nf?j*)r5nrWT=!md` zIl_AG_mkM&a$MyYG;$;Xd;qfgkc0(Jm~K(B?u_sWTjko3KzqO(Z?POC({2bVs0Evb zUIH_1mXr-YS5~5ue&YHW$vJ*e{54Q61bkFT=__U_O#9V<9Th##o|Re5G7R542O^$v zOE!`vSZjn7CrT$4v;QQqC6cmnUu&{h0AW=WVeD@TWgoF;k!lw(a3;bzZNACU3Td#G zX*lcOQU9(XEd*CAgR2T@>6B?13u#-HX*&q%xNmBG(>(Sp(~T9Aw~- zs3|d zx$Q?`yFp=ufw28txjm}PZoAy!Q26m_`Qs~LM^J?$t%y^~mOZbCvxqyKRm4TH!bMfY zRj0z$Si}uo?(87q?q2c6;#$NbtimH!1c|OdQdPL;R(QVN?s-<>RVU)zTH*b%!lk6b zXF|lcg4}0W#BaO8?{M31uEPJS!vCZqfL1h+wKDKZI6$N_$ZI=Lu`*ayG(^Y4LRvJ` zveMo_G|as+%uf_)QyCsBY8F%(kuDmU`@;bx8ddSbKltzoMjZ; z(n}0slMojxhDD26@a~8+iz(r%o~D$e6va|ocl1<|7VZgBgkFIgDMo&;)T*YUNx709 znNoBD=A=sTVn+#iy`vP6fCg2U2Z~vs$&`>}&r_Ro<7oWLq601$t3kJsyJHY|7dn_JbGBRdLK#Q!x|d zxc4c|``+}{0%ieOa=S`Jx0omhzb+-erbm1y?m3cUONQR=CfZ`1moV)Q|e z1A({y)))6a5Fn1Ks0ZYOQmDFVfF_XMCEVW81akNCN5{>-l-krebWnY3;dQGFUEbMy z{chV&T2D+083MZ*QDXA=cNtMt^6Cll+_$oHZp&-k`W06H zm(+cms{RbM-xXVb{<=N@{p+mmS7+|+e;;pOv{w9UynSi>_P@c~SKIy`6aJT{^{LCZ zEu*S1&h=JNWSFa6i=g@|X&JJ|!q@+9liwBtJT3=hY>|LHEyM%J{P9<+0pw2uqKsw0 z88Vc8<=_MvD%(nmJQ+ya5xzo(+7J)%TmY>oVUasr}_ z0=I)W+5$IY`+0O5g&xWYTQv$lmis>_I_tNl-!=??R&21rMt66obZm5Y2%>Z=j*tdN zH;e|wFQXKd?$l8tAWEqq1_&Y`A}A6f?&bXto*(Y#IgaN#uKPSi{MtosDu_n5i{4fc zOK%s;R}e327q3zfe|jMP^}yl3tT_?LihAg>u7bqdcIi(FGGE(eekjNux64u#Dx|=PfC_Lzf5n3nmr9SZ3JkbUDgi>*0p4sMy#lmpZRon z%Y3+{&Lw-JF8g1HxREyTiXgm)oGSf_NdV-Z0_?3S@&SBv^@`<6>rdVah7 z=oIz36wnC3&4_I`FjR0e9Uar)+C4)jaCDqSEc96Ja=d zOLY3Tef+rJT@u1w-S))R`0aIVs4Ty-`Tf?$kOcovmQ8;?vo zBhb2$;rUeIW-7OSTrhpQi+8$jmi0tesVG8@MUcm)m}4of$k60&6D1H*EfeVu(4is} zdT|Q9WUAE>Dt7|SDpq%K7v4)qozv4?B@jd*begQPOv*}QSow7_RReGflX7c84<*GQ z(*PudiAUTXgO>|jeA%etut@`e()&o16r6xmO||6OzNfp!CNaKC*>w~0QzmjNr0U6D={MRFO-#;>Ytcq&@ zY*%$rSaMhsIMr+k&eS31|Byzi@YV!?6dt|(m_!r4mlif2F@a?)hRFWyNefa_0TKfi z^vcXs%Jq`Vi}dq;oEV>+?xW!4t=E(phqY(OF`D< zlmvAMM5#4XWw&ET)23tYwDc8ssTucz>Km0Y4RFj7EtK$Se@~62575GorbUAC^$3}I z!0WF5a88Y?yJNM#dX0_$)WQAh{nUFR&+2c+h(!LeVpWOLQw!5jVd(>9aZ(IPx1pUE z%lsMO#1?RKP*jtdzQUr0%odKZ0Vu~2I2Sdv;s{mw5>(b7T9e24Uz}0p1Tyww|671S z59!kFCI&?HJ*Ll0#FDz)&YbyAq1vpbuNt^9fGz{9)G&~?j?FY1quK(=V8mn_w=&H18TnGh z;(&Li@w1FjI%}hvQH@uTno+kkpF{edmkqva86sBw6@D;i@;=$et6TeI)Hm|TEkDL2 z92c*W+H{lL;odj!ZSaHtU`ZtX9Yy%dg@IxZf<7?(RFakI&=O@$iG0l)+iJ$%7SyZk zMecC@`;sx`nHzO?)p=~N#>#^yJL{b*R}|itrM!RJb?w!YYsa@f8max)l+-B+?s&`n zQqpNCU7O|Lgv#1TQwjH3P~)U4>Ta3dXHf{1zIKg~CP8*yFF#66Y=mlwwnC?@R7PvC zF=-w0G%{bSwD`$(kLXT|_F2zuZ{Aaf*l^{dXIlQ3oMOA2(h2{bYMNvy2juHuSC?9= zvpH=JqaKoa@ccwt`K`X~5o@Nr)Jg5@WIh_b!PInxgv-A@s_!PsJ6>`|Bzojz9x?@_ zkcj+4QFMIR6GF1nOsG5`O4Asf)IiG~s~l%+^~x-UImoa?{Wrx^!T)`$@9X}OAg30$ z;WTEA((BG0eslL721;*S>G25qQ>0NAe03o5VDt4r*-f{nw?S|g&2qfQXgd9c@T5G% zYa;)lVX0Z*K~_nW30Z@j7RDvx?Qe%gF9 zbT{(mr>BW<70%<3koAcIQKu)B(P3X-Ri8C!Y5n$@xO8dZjZkK6{4rrc;#=-#AwL_3hKD+ZRPY5K6A)H{u1VBeh-98h7~e3ci1ttL~B3 znONiO2vR-=tpifqogGEvP&WGO0{XA|pS7+8b}%^W-zZ`67^T3THHf^Jea0E`!p10A znQLx>HxXs~oWJC5TQ?)SnayM7-0Sm`qCt;CCd3~$&YSkc2-!|c_wCM4(^u=$PL3D9 z$eNU!Gq}MI4Qx<0R=$ou9HQ8@0 z&KV7H6-#LUdSPy0B0r-vq|5kyaltC`3e&ueiS%pxe@f$f*chdOnb%Gpxejlf1DamH zxe_wt@b+r-_t#FAI9kUgk2TM&MXv%2$7P30^-S_QZAqJN10G(Wm4n)5SX4awzQ4J` zlY7UqTD@2ym{#}hS|4dEkkW@X+6KG^5k=Yi41#x&OI%Z3(+}v`AbpCdHp`sRk;&^`I}j} z@{K>*)wf%Qwb}jd!)~doKb*5X^C-xDQ_=N!yC6Gg==#Xxy}r$t8hfp$dw0j$UK_Lq zH2vqevOk*X6MM6#JVKAYdZ?e7H*>$w>ZZo6 z{*QS^p>GfJ&O&Zm8gU0tHHo|n>0STt?$LXB^tGq~kdeINt2Qtt{_sl$`tc+m$ZJ z4do=+*Rf5Avsk4u3<|(Ho*QWGg-C^fYX2o5v=#pZ=N2=PjwtH>WEPRujL`79nT9Au z4MPLY=TS!XBOa3ryNL{*BkO&45|Q4GwX%Q72AqcntlG_mC07n=zXQu7{g_aq*x@SZ z_2p@0h4$S1!!OSTD*BEre9+EVef!TBv1{cs3~Aq+c6$UJNG=Xb_kG_5aBbYT?YHta4?}d+^rE3X&RxG%R+@REn zKHvA4i5t@R%=nw#F7&|8=U?L_&pSNKT@K3Nh!|D4QA0rlUI-RZ^b)Mb^y!xG#xR$c zMnnWUto!!$=;In1T-)bh(wB#6iCFzNv&7us`wSwktx1y2E@ipR%<1+;+gH|HChUi9 z%H0#(6u}I`)7%r8b*>t7HLfDvt|uaq0TME${BTLB5~S}wOs18XX%Zj$Xs}^Kx_O6= zU@FKt{e0wOVIoyb_yX@=;^?K@i7>m>)TX8`(v@|NE6X%#_tiVZ^^RJp{rsyNCR<0; z|L!2AuY2+Du7YKshrrx&Znhnsz*yh3VVwLu+Gi_~I)B@!19b(0|E?Nvnwp^%dv#^f ztj7$_3vx%MV5}a--&|ceKWz?2bpP&>Jy0@Ien{C}E5Ct<*`aXgr~M<=dCul>S>>?nUgm5Adp$*;$Vn_T(_S$`dPv5+iIAQ(r#74tTdzbfRp7nI)KdUn{*_Miiw zo$Bw=_cKF}t8R@}&AqxIAwy4bq%B=CJe0zdoBG@9@mQ_ZR5dI3YV`01f1>8S9Bi8$JF8jcn-6wCUNe;63c;tiO4ips}BqAy$HyDinjo9M-{BxO6z8>vql-@T29V(Q>7 zztm#HQ}8g#9`@mB)VyE`B~AI@upM8}(YS_IiT)!%SDyL!;m3q!Xco0%Xhme>hG>u4 zrtQD7k_QjJ#H#7DwyvT^UsP@dA>Ymv{P(KT?7@Qdj@pN;nDQDcE%!@Se_j`LA3oXT zvam9udp-P7`mxu&-LMz3XXIN(-_%8SZ%|m@EKT!7y3e;|6?sQLD_M^iilx~LJ=PfM ze979JKKX5b_QFB|*(75aE*bmeHcIg+F_7dIN-@~g;rghH=_HJ=s zSg)T1Sw2D>OhZ=sMB!x;K2>0G>JviJb*2;=Ns3RZCkD-%=3wTEY3mhy;wsomprt z#+f9CJO4ePF1S2JMStO{RTiZTw=N79>Y&WKDf4=+_BzOxke# zBTM&%NZFF3mVHLc2tivxtcAQ32~heV0ro#~RFwTwZ~?|5m7(5Jmd!?&?%=n&5Top8 zdRbY9dO4_1Bi(QC0A_^QTYsJ^nR#%SvWH<*DNtlOFwzWpiEX=~AHw8BJo=Z!tA9c6 zTZN>AFkYsYJ6r=F0t5IpHp=-ZL%JnPKnNqNJbhRJW28JF+E#or%mM%m_XFtx_fPky zYL1c`Pds?HaKMoWZ!;2mqJJkGx40|7J%?*$fir)?$)Q3xYIR}0x)OnNM!|FRr?1c* z1?SxbvI2n+!fOA1HMJD^(=36NaFJrIuKyioQ3e1M@U9if!37A$5A$x2S+<5jP_viteHV_+)A>?gd4;tu#S^D0KwlQ2bxzQt<&<` zI8b{ck2W82o<{Z{kq1ToB+@};Yr@1w5DEI(f5guNb?2?828<`=KO}O08DWxG;H69C zCg33Dc1?wa3Z)E6TEAor70pfUbf3vya#%RK%qTk_!Y#ZY?-h2@{HK?oVO4hLJsIYh zCqb04z>`EVGQTP-htKsJ|!Qwt!Z(x7OO0($FidPmE`u8D$r3K&H03(KzKq5@coeE6OCW*!&F;wYA^&W z0lfo8Feve`kuIDg7lVU*&IIzXGp(lvKMB{CT?Mz}&{Xb>TO;OrOi$`;3@$PmyG0AD zMT4(k!zypffI3UP1Isg6s{>D-3lmS&7>5{1^)yk6GR+JnvmAlolM%#u}qk&Fv|LOY2Ib9{GQ}^ zZ_JUC-szT&Q)CI#YjfJ#OddSe{H_CU9W}gt6_j%D_+*U}g=OPkgN}d(l5E(FhI#Q= zCIK4S6nc(UB<&J2&%GkmYMjh$HSQ?`E0$EVfph&ba&<0TQ&jJo9%E{at%OC9#P2SN z(@T=)B@5;UO!bqzht>WaN;KVVNlf}th?Q?v}^YzaOp|F4iZ zfOo_8N(e#zE7%uQ%UkkO@hh{z<2j|4HovX|zb+i z2EY;PBV{%OG#MHo5(M zU!Pk9_^2WG<>UQG+TTup5JE}mdlB-N_e7T58B{kZ_98*bs%m^uDb6j)RgpT{ODUpO z$<8M`)=RFAOCfH(dZxW;^0H~u!ibP1z2M$-ie-A@$!S7V#=2!j?vlh+)yx*!%nH?$ ztdq>5mznjKk866fZscXPsU9^)W%F8Q4@Ld%SIudn&6!mF_3R|))r*|hQ3vzAxmR;? z*DmjUjLQ3FmiN7UcSkjUE+-mC3_fK$I#MNmqRFQ|-RuR$cD+qt?8noRrR&2kk>pd`Ql%~UtjXd zvD8W}I^=Z2pZ%|CbeR`jN#b&1%(BgO=MuSsL<%#65Gh}pUQw=Bu??u*c8H3y=!im( z#@ux-uVRnS>a)pHt8H{}91>CAMm@9vP=ou1(0fCpTIYn<DMa-7pQr69+NP`sHEgY*iG?fHu+p6e#7A=9X2@PVY{h-VVyHhJ` zlzw1qb5PASHm~D^V^eYG-3CD%&A5fJ(hqh-hT3J0hB;gTPrFHO0+}_19ude<`u#H} z-c~f)R`)iJO&(CBW{fy?idhN2!C4+biSdzOk8&D$ca*@waZp-v|tT|&0mp>d(vW3uHJO==TZ`kK6m{txe zbF{|lctQI*=nur|SalDOelfrD^*)PGf823vdxXk$rHQwv%4bwlyk~Ijo#I=eo?8Ps z7k+^IeKK*_&Mgr49g^;x2f*UTXvsGy$0zt5Ol!|qLNfqCVcXZ&Fs6K9fZT7x@~BHA z+r2|~blPq>hxbl3AX7R>`S#o4!=l4B&LE^l|Ej~#4CjO2DTW<4TRvU+MROU7K9M0{ z>BBpKJ0R|2PT#vsKumbMjfRgAmbVcEwDNJbuR-`UgBK4#B7fB^g}AF1bcd9hELjve zft$>iIXqr#I;Du4#aS#LjV>ogtz7x*`ggoT=84_SC);4SVT?A+eF7kHY<`AnzTizF zL75Vte*5gLI81(Z>v=7StQbBCxdL>q1yqLNG=7`4Ah~Bfn4s>1wem5}uk{To$40rp zu7qpfMy}Z$-g(7!sn2=FBd(ckQ#Ot;HMPbnvD$E#3`C7#pajmNYB5Er_7(~5d?v)m z+LLv6A69-)(zycVx1F37mS+1u1WLpirFAyoJZdm8@^AExd z*aq-qDF#TY*3|HUme#msu!`GjPy&IM&VyNVgk9lR*G+Y$+L6x-cOL{f)xy{|e7@b~ z9OXuk*2nj6K0pZ?5%5>td5xXSe@}fC)$XPo=%;JnRphv*!?PV^xXr%a-*(7-JMxkB zHQrtRweR3=%5Z$ljM^?FW_L2d_r-taQ=q-7gsQH4pS=e5V&84u)BaJd_RK8g*+XZY zjsF&9Id+k5yDA(9zXN`J_pS-s|GKR4lQy|RoU$eDw(#=mAEhcwOP!6vQ(yF_L`F5q z?&CtA+eZOUk8V(oLUfLAeTtQ*P~WZqm{W2l;}50pAKOrlU%!B_A@b6zPQ;&`yhfiE zJUP8baVJsCY;|PYt4ViSx+D!R7{Os@R+phCZ&kNGd*W8>x z-u@T#?6-ggZ^kg&YPD?En*fk*mG*5Yl0!2?u6iUD#i<^LkgplbWRi3l%#g2rmdm9P z^A|DCJ5(Sp;vojU)eboA-2c&MCd`QrGpB{&=KH@RghU#-`s7 zvrt;`r~U=(i<2bnn72osjLL;ef}Y?^7-!t~JLI5etIUh6GfVT+P1e<)m8_e$=IYGu z1_vp3?X>x8J<_7p=-yrK46=H^nOS$=^K>;89A;`=uj{^*c=X^0$4963Yt%0yzh^gw z#kq;g8k#RWcAvY(&ZydOxy|xx=}wTry_*kayH^HoqpQB}oF1BV@13YW`FH;J?5rwd zM$Mav5y75MVXCEL8?D6Y3q4{IKtxPV7NXs%q2O17sX`%!V)?W4XzAn)Jpt)NYN7u` zgy!u?B4gx*DQq$|I4z9wA;T+A{mn#e;BiQCRh}-LiFd&@14aZxBtpPMXOuusb4d@i z2BkN%{|u8pC03h=jvVS)FeITCCS>%(qm1rUKd;G@@O!SisMaY(pCxjKD4!?M$rP3q zmJHKf7f)n2@vlxxdhJ!?eco$BOxLCfs4L_Mw-CDkVW-eNIhQSzUAQ{7!{{ z&UuQZWI@fFM`I0!dA8FxdOkj5`GD@6wacI@Ft$O^+pDjQ6`Q^=HB&mRy9-B`Z19g_ z@R))^(x_EjH3*))+ z%|j<$t`JFUxJ$z_(CM=bw{&r#M|z9!th9Q>5_SpO|kb=Fkm z?9WkEKQ^2mT5n@EnAcKY*FY%xkkDIV8#kpV6fZ^pn7$xIcdSK;RUuG_a%A(oB$84I z{=n`zHE*Kr&c+zI^QgA8dm_lIQ@ZE<3(MH=-JkMe_xe|!#Qadb_A7bHJ#LLv>+|5w z@uxFW`b@^QlahaCVxTPs(N{*0 zSup%=mRNUW#6FH?pMWr)g|o0 z#26n#YR=f#}8R`MLhJWM?MDjCVq-fgOl!ZSRs()>sudi6KSWK<# ziz}o#5WYO%&%^ac4kgh$iFl|4UiDvv#y(s}ny!FKw3&wlW|N~)g(EVh*lg=rU4~Kr zC7YLXSwZ@ODzBx)M9L}}0%SHS4%er?6@un6Ov7uKnzr=SJZ&;LD8*iLd=T~}ChHi) zXQTli_=2#N?$JA0XZw8gh4(Ckoxq54?=|}6IN7Xdy@qsj8DU_lOTMS|S@#?PD{C%5 z-+C^^AwyMi{wVqn%WG&Ba%ai@fhsg-(&&#u+w>l-|zuywQm8)T$2sa}cG1%^;dgy}# z9xW}(e!HAuO`nK(OB%m4Xbt80Yu2UN`#|-laW*_8kgM8Qm$#HkuF#gB>2xbyh;-`{ zQ<2obVYDo+-wcx=1OWgxAeVObV}4vD4?Rg9N%W7I4YsS{6ETIH+x2 zv*U^5XS!ybq-s9(Na;g0;+~|waK^qz-3J`Y;g*qb%<7P$4Ssm{=ko2}4{2o3$%qYm zSpOR_ggmO2!5iOR^>qC6DT@8sKRg@=Y-Nur9v%3^O?e(!An5!T&Arp4*c(M{Ku~*pp^%^V8=-)oRn)g= zxwqV@AMvrG8IF22ph^0p#=`vqxUO+|DbrCr2l|g(p0Fw?Hs;)iEFqtB^+h08S19;( zguHI|lSad*!I7Qdp*uLI68^8}WVl2M=2}J)E1;UFbJ9k`ahtI4Pc=pC-w@i(d+n1y z8HNeW$+2Ev$H4qs9zg&sI};nQ&fu`W%lDlT-j=6#$F{7oU>ksV*|3P+}ba zpv-p@KEf~8ujM@KGyd_hbcZCQR!wV!iX|oK16<-SKwYv0q0ib^IN0ArYMivf7`wj* zxnuV` z5%d*+40>{+!2ytw;U@qP3rZ4D%|p8q$h;^1Nx+eHo)*HL{o^m^-V@FX2NXick!`v-?$MV1+&wgfaMl**%YXA{M`XDOfD>V;0g#VdnYxL9nMWYd8vB=k z<|M=atVR*jk%HK0RSeai{i{x^H{}h{Y_o_{{I%9qnr1R>NgDd6bx469sP`+nw-unU z2Fa%pvXm0P$%R5e(9SY?gEViIvM}>fujit1;=?J3*Kr_Y#;{SLMLfEM5BAEz-oRa= znnZVS42$PWxPS#*lcReEhTHSGTK3#Pg*t66$V?c*;t9Tvwzi~Dk&BH|Cp*L)lCdo! z<6NHLV?&5}izzciQyXLUWVVnVbowM?*--jEO8|ENB|O#6v7-6_fJX8fe^) zols%uP79k^%ISR;HocXzfXMCl#aKO$`+X@xkUljL!7#TkbPY@E_C{?pQp($!+5kgi zxo>s{0`IW3lP-em6QO?&g;Gh_afY;ip_e`uS*jBqqWrl@@;`imnrrSB@4|5*U$1R;u zj6d`ex#(#-$%?KK+T{zb)6Wzx``g9}!mb;rbo`bL(uXC@Iz^L|Qsq#V1WPkMx<>$9 zuT}0CkKS=oTUx+|ciOe=r#qRHx6cu!Y%=Vbplbd}EDzCanfOCFK+-Q!7?Xs<#Im`5F>}bw_z`SV89)Yfo4|w8~ zVr+tbu~qz9EY~tR$T|~aKUqAblHurF&PGogpbK-yAP%ijsr#JCt*ocBSBig?Znewl zlVy+!l1&UW*Bz*7m?VO?W&HrS64vsw2~=H<&cK>lMi6FCzS2peezi}jqy%uJN3)>W z>G!Yzm>9U{PMhCwF~cDFO*9S*VA~J?K=;ob3FV_bw60dhMwd>|9O99PovUYLbe=!r zfaK4Lzk?(o4&6f)#Q|R|`lCCbuX^_aJ2c!25d8!Gt)j>$ca`7j^FE-I zhNu>$xlIEw5K(6UQab|4x_YM-04rm?l<`HX?3BPmcVHHa(OtGLIl4MT@Y17+Gc{$H z@sF#3(drq6yN^G9O4Ilz;{huu@0!SUpB_1PIpa>e_Mse?EfJ!Rg&B}_ulhvX0Fl{~9S3Su{y?cw+s7SI^wY_i&mi9e6O_ICz-5Q$BR@rzy#5vj0 zk3nLErAnO-ra+X7y#?PCRZnc?e6~ud5;5z#!r$_1>VdXLqCh}0yGN_wY+GkwQbLTs z84k^gfmCKaOu#=v9kjhLVd$pHHGbqRe5I?Ep4QVEVH!zmEO*_2kLqjdl|(Go%o=K~ zf*S3Xga{z~$YALUi2ZE1As^&^XhJMZSBZd)$KM$3#wm~>u17E(3?eC(ws@aTeuHk8 zOt($ezeo|aL3@@^#dO{Z**CmZmna z@AUMy>_1QF^;@Q9az0XE3foTd5aluBAX0%3=dV~@!|f6H)7pRzR{8U{^Nkg9J&ar* zLaSte9;P=7g2Md_sDu>g=G3{?$&jzHbdh`!)qK>EM0m9ZYC}X)1m46m2Pvxe%IhEUmkX)mcrNgf7yd9op6k zB^N^3UZjp+U{|p!qgdKUMALW@jV0gpQ4c>$0KU=<>1xhU?Qa8_;h!!P3335Qi zjnPTD)xyG~QLMv`mkr2ju`Js6b&j)_X0 z2AUVPcw#a|X?7F(NKV)DK3$YMdkShg7d%E~OxBaqNI=C6tA}fHP49)!eyybusfSFY z%4}L2xsje$158)_(B1YLJUMZTZ@ z%4N`TJtM$l+Ad|R7W~p|q>4G#h`OHQUE)V6S_e zz^>uZqpOOb+UuK&S4PQ-WC6=lOb6Y43&`|b98Q3jcAj5)UeID*_{O|w?!0)@yyVQh zwAMUC^3{R*blhKQgPcbgc@}wT>5@<@L48fcdiVf_rbf5ist zMaF*@R_(4`g6B_OL`P!t$4N9=SlHzvu3lZfYuGnFH{ST=z6of06EySY#`iZjY2SuO zzYVi^>$y6m{(<>IXx%*bviR_2)IIgL)+mEkL)TKMKGw-UT;!@F_1tEu|9#o0Wf}b9 z2&Jnh986`YfFPElOYm@5gb3Y2=i=!!oC*9O_ua#$cNaX;rtj}sXjj^#S2`?Kx^Ap= z-2+RK=mC-x%}({>wUjgqsDoq4rb~EJ5$1fZKN91PNW{D zJewqk*um0zlhFI_sJD2j@sY;J)$quD1al3I5C$he03S$y`epIy_l-}-xt~s(D4))9 z!4GCYTo~|Q=~am3DlGVuP%Btcj&AH8bIkdQ{-6fE%o?Mm28w6NjRZ*$LLBqaAt4<} zB)S@1(ObpCvEz`{$g+$unJw_g9a6qKp7xy?ZQ?$EK9=gd_0kI$5j%C6FKw=ca&$PE z4L!>ZgWwILybY7)4KtpN3(h7#8Dv75{l4?47vlU0!!sVKAz&!Ze72Zgx6Nj=1a6jHl$F|mMRUqBC6(P z4DqIyRXx8F(Q=Qet3_R3 zd(3Z19YYS#8_jfu){bsiShOXw1&cZdtnawWj;-@+`lsCPU1nl?wdJp)eZQGXdzLXI-oWg zZ~NiV)p(Vfb=a-&J+UMy$xxa?EZ_NR+6-#6NR!H@9>8K55MlP17W1maBhB}{*%CfMd zWYr_T7V=9)5}F+U7K{2yM4rw4P;B|d!MMMxxgYT3$W9DlY<*8aIKuiaT7da@Q0!Z7pCv7U5|OF?x9RD5Q`OK!oUSxe6E@l9_lJSb zZM%=dsc6w_?^PYTCQD?kkjLLv*5~T29$fqI=N4txq&AcPSJp>0lhG`ue!c9vN4oBN zmD@Ja<%|OM;5kNpq2ecTss7tyLiMjI1T3qcAp~AxHj1rFRg<$cbgAnxx3)kKltS}l zI*(oZ^pwg2rNezaj9z878iSenOSKjfV~7FEmGA=twyqIhqNjxBm;bIdknSr7(liQD zC#Mld+N{%Xy7%%+iBKIEiREEx4*&fhC~;fPheUykO@B5yRhn&ii=T6TFZ}W{+r;P+ zHNq^ES2kw!Ro9u2;!-`{&g0MKiJ)*qta@ZZBdZ%RI9;1`mKfdYG(kCkEu$*^ zNI@kFy=3Ny%e5Oy-TLZ%?M0WH3cpM{`_`7cF}R+G_*Sg3N7~HR4PR2C7O&hI&fpH+ zs)qACVf&hGZEvzgAJcGPm8QMp0LIGhk^C}`MGC!%aSf9<$~|@G*61#z<-$Zu8d!u& zhG4?M<*brq<;On4r8}PoRo|R=5mU3NP!bpxo@)I`@;U zQEkXF@cO{4a_o)nw*LDFg_>%^bc%rLpF|FJ^T4%K78f?%G_GszYpaPwgnp@!ao`$? zJ&K4+V^I>&g$uaM;^wcG&aP#fCiEI&X6oHN6nMaD6Gc87nSQt4T!}otwd7S6AMq|I z-{{`uJAa0`S7MLPBUh7I6QVvRe;tb2C~``O-mE~Mopybm>b*f)d{z{*+wp3LgPRzY zTFNb9<5O;3r+RG9b}dbhnt!RqxiH~bwSi-L8bT-EI0sWUrTvqzmLn8bEo48HOb4~e z&Ym_fz3Q2iRyMgA6b?z|fC>+YyI+=50wS14Cjvh}&atnD-TSVzH-M3DaG_O8# zgle(PkH*+mTs!g=W6cxRqoiwWc%b7?MtOe1GBm?I==&7JC9H?3@vAuAu@I_qT90^B zqBC76`3YCu4ssJ?#47byyquISgN0SpN$O=s&X)#h;2c(x3?hosj;!Tg0A7k&#gLAuVE1rTYlY)uA(T% zYTiqhq;IAm7H#_2IvFNS;6lah_a4rzx~dTp8T@CpT{f|Z{B<8X7i_ZP{a0DmBLcM7 zO(1MSj8saioR6+ylcjXSD%6O>C|kV6bzi%?D;vHlL#Gz_v|o1we*e3s$&?e2Z^ z_S5)qY8lb&4(p;|g(IX+H7x}UiX7I`bz(dl;$p^&rupkbv1(JD{`$WE5-J4K}A;Xl(e&Bp5&Gp_&2S zu5z>ZzQ&gTtAIOpBr1mnJ>fu`=}FLCy4MfPJ_Oj@`(xkmvG}2RZlFU`*1|)Xu19H_ zU!~Yw?!~4_lg1@DZBOXYHvOrbrzg}}PlnN4)}O1i*Wg;p^2Pm*d`xn=u8pw%=@fA*>`BXqf$R6(&F9FJ*Bl zg*B=;OOB9Ck+E`_lYAG75WRGt+3M02HpE(mF5d`K+}V{?DyQC2;oy+mSl0~^r@m>Q z;IMmVu3Lsq{dPF zfu(P5+aZa6427SxS`)-h6X^i&wW@ADK&u>|)Yo4Re!unLf+v%WRxMR6u&~5QR=N#b z?vm&L}kXdCs zIQ=Q5`)by$NU=}#lG;%opqR0@aG({Zy%Phv(%D0Q{d`jU@37z4N7hl3HMsT`Kk&4a z6+jsWF~+r`;|~Rg&l|}qMilTggP7f#f=+#)7L6fZPI15W^3yIvUl?CHmEIrCl>vtqnX*4 z#p4CUV##F%yFF3fGVpzkq&71z`Pk-j>=xej4uEx6(*Dd(i0&+-z6_87h45|0S-mGn zfB+og1O9$qp*>qo7Xtu5DkGHF-=B&X3Q$*_I74by;X1Au2t=-&hxvJj>bajN>w##DD1xyd(loQ44-=ATTT5s z(R=CC4lxUfY(e;rOpe8r5SfzI6ovagsI~`gaKr)|nm}GDn@@;R?x~A?{h|*?sxPqw zNax4!Q!nm2ENZ;J!4S8y7f*lOwkXA4QHTL8kEl;5>owTCibhE8A#E&q44qDy$kFpAkQ}!hM1t zM?@Kb;875cb8R&#Dnd^1?C2l|Vj>R4#dPP_It06)$;kz5^>a|j9NH%P4oTOhs#)(z z!I`HThkgIGlBztrJ`UWq7fWn z+QFd;ogUQ$E~m>Mr1y^iF?bL>Loo&*1d@g$dk0@XR;;#8gObv{-GTVlRK%(lQmpgi z0^CPTj-!|gWUU#~t64Rh$`w9B4=7dP^THSjk@#%3y2oShu(wa1bX>kvlMK{KK8>~2 z`K`fnG(c9YP77V;lvKYjRv^gJ(IBaSWy`qW7>KA+2!&!cNjXUswiVJV0t0^U+PowL zg^g)XiC7KS1{$dj^UiEkF{9G;$Dw*z-Wfp5ED$pfvugxA_Td-64Xt0)e3w&L>)>4e zS~p0z7!rVD17eJ2fmi}sEHS}O^Z2LkRUsf;4#IRj9qa{Wa@G9Q0i)TX-X)9quIh>#zcS(?|Q%#9Q zEoaoSxSx9|5i@;J(3ck87t0@M13|~mYejlHq$QK&)fB{eAB%Azxx5wbd(%{3n_R9|DN z06bNU-0`6^YD3{aH-2c0Zn_p09ckpWlwxnV4ga- zu21byIwv&Ky@ll%gI^qFKtjm|1L(|-dlehFyf=-x4C@Sq{TZ2wXS0c1g1>WQ^#HfP!meReKpb;dv8wQZ{XZeW| zZf9FKpdg)Ehg&a=#wb1(vW+~{tT>2fdk2%(!@ex zd;a8#OLuSQx^OToB}!W)!5XkZNeP^w@2ZuEP{Bo^v|%Trg}D_kaCi$3mR zYt$0Hw-OH zNm54IFn0Ifzq=bTbnQvN!=bgiu8K|^Y;IiH4IV*>yis8JHRjK`Zm0L${tTrXKL;4t zQZ|>}{(X0&Sn&MOLMDBgZN^=Tw7)j#d2NXA!`Dkpn%66}FLyunpz>A3);BfeLht_u zJ&d%tFoE3X8))E)Wp`?C3gu1`AVbn`xT{cKV__Kw^8TZ}v}AGT0`lDYo7+!5hBZPLF$_wD3GIA#;&wy9ZmJTF3B zIXW+S9xnxLetAX^a>Iiz$Adj>u~lvrm$=@+|LW!k$2o`f)Dh04I4-K0=Smz+0SYf% zC@%MHC);v2`u(P!zB^xe&p;;HzAv4+CLos{y9GCUvSHf25xcZuw&!j2&)b^L$A-tp zR>sFp+sEG0$KjffW3Z2t%$HaKL}Ap6?BxY+ey7sy$|>@gt>(*6EtM#ujip?~cU|X2 zv7k5ItXN^~<81b;y0vA)HQ2%a?4&loK;JTxs&a-TcB1Ibf4+D+zYre3P#M24ZNG3! zzgyS*B7*%Q6a1p`{GtUwcM3ts-#%BKd})~VBNnU&{PrRIqjvo!=04TnsbHM-M~9xr z{#TbL*45>Lo0Z`^kZ*clqe++_Bds?jk+$-8@&sq0F4tFmvL!Hh`A#Z0zk6NJ| zZ(>Q9`TN~B8D?|2W>csQP2NKj6(e9%rGImqf6I{nvw8p44ga=p{_X$#JD3AH`2)J- z4!bt?AKmvWsr0*&<0pLLL)U#!ep~dfwm?+_mz1-9isf8l;F~OVJ61VjrS3oslRnSY zI-%+mu|t~6Nt4OAz^RB_*Fi7sW1gy@Fd=l2iUYdk*Fu@jl^ENrm-*Ko`AusnU~ zns=1gl(wYA^jm2mbI{zO!tY_vjMBHNoCxVA7gkTZ1EAw)pa?!?F=$h9G_ZW*3-IjA zR#4Edv4f$_sa`f#Fk{!Hhuz<{G$@O^HQ8+ddC~8OyEC#r>Ql(7gbdo#EetBZ_1x`n z_x2$WpYE*vf{td{^!xMIdiRNz@WL_}h zdhkwAa7kS7d`bx8cZ1Z=jiS1;E@taW=!SNNcVq&4b+4?1wIWsEo6f>dVAoYM2-s^X zgfrBG-yvxGNhn_xe(t0kc30A)Sr4#$&7)bfmT%oC{m4%2ukszxJw*BYOsEl{cmYW#Zw zn-1gHIO$CZ(5Bq=pwy%|vTE@sHe~e*>3n_dY9@R!8hqp3@bQpiTO!x0!%;e8oi77K zp90efcGvwLc)k&C{j~m#8qq_uRhn8-$+#&$tVxG=$JTVpX?P27u`bHl>kCfwLEQVY zPu}}W*7OK+6S&{L;B_wDq@R7;$DwsCF0{nd`EZDIcfo~sTMwzFPxUoHAPwpHl=&v7 zoBJfu>ihk$?`6Y9qFy-3e}%RmSjBSePMo5|-r(kP{ehB^XSSOMfhny%DG4CWWCxj_ z+vjH=nSQpCd=jojqK`ckDK7loPe30U*IC6X`CTJ!4yYv$e5`yj*wCmQ=@<}!6Ua;E za*W(Uo-eAN8&Tl*3xj|0e|qBA`~=DN?oLo|`qL*#ZLP!OuZLr0A4%0|J$A|T7f`QG z&^o$N3}r6Lb$vLAcyukQ@n#|acb>0&pYU9tyvy8fmW5r)!ipb!&ieD@DaY;7&yBbw zi7fvF{wY;1eVp%$ZD?oeaF>&6??=Wdz~8?&Uw(`p`gqYWNuRV@qRAgKBL9bP@jn%P zu!;$IA~%(ly$G=lB`ZHnEbP${%vkzdw4hlUtIF~!ANbFaR8_YXecijE}U6XrV`H?0r>W{Pv zGVWwAQ}wh|1}&=}BU?=PDu_tYm2kyc6?mEC@GFF=*W`oe@x0(<+M}@gQ3gfQSv6HiTd## zEH+%Lqgb{^sUEJh-5kx4jaK{mt~YpFPS$dIzA`8t42|oOIo>jAVtyRA?0ujIwE19F9S0tvV5kM${y+*&sY{aLA}C z40A#8qA-aOlY+a_i|6a%|LlB6XafL7Y2csoGYS%~KYbjrRr<6t`s6L; zX;oyH!d6uxt8-&bs!&;DZE8Wsh>Qg~$}_ug@r|dIywST4Sw&&}%h?(nmy;x1dCtvE zPiy^0@^6WjHnp_(M=`O4sX|DwT|t9URy&ggryJa-nnX`#xO!6YFG+`0n1RZQReP}7 zP7=GR0z)dZU1WZ1@B6U#t$iPHJZ&$w{k4)|3G@1G{fAxe+XlXm@U#zjrg< zAmb4zS#pSQr@0+(8msxp8t9G1jxZ>%cZ@a*{c0a$3l?u-+*($Jp&on*F*5R54}C3X zWFiRWwNzg)=6|4(5D=FIoG4-OkqL!D^U1_Rt_Qy4PcWq~=+_DlX<1EljfEdmdKRxL zf9QF04a0YD@uvbt9R7P>`1y*<-4D-KZzl4otvcDd-nRoAPkz7lug&1~m5rorW*xx= z6)2E=e)p<+J9U=YJ1T+Xj?01~vtr9_;mULSYrRO$8xT4Ih9xA;Jo` z=?u?Dki=DJXdV{qX(d2+)fe3qo~!<9VETs*YZ8W(#(%>duwhy7_+#l9A03`&qid9v zSLtc6Tn{ zk12yS4s1xG71)&k=yY|{A3P@U{i~j&Zk~ij*|~Fx{KvnsQ=NJ39i9^c&=)g4$+WMm zPI<@TDHLF55XH-qp6v4Q7xTevypA8z$hU$uts_a7-Ggp132BU8@;7$^qf2+ zlpa=5d=5yd8pBbMJE1C!Sk8R_4)CcH>dJ`cy9fc&hM1Ve12$n7X{iAAJjP(xYS6DE zV~dw69eA1w4J3grBvS7Mm0rD}n^kP|i%Qa=lisnzlg-q_Q#Uh1Xd>BI zP^APdx{orJ#CJj;9Dp?kOcS#h1>?04XxICI)LV}enzQmz{6d?G3LI#9_X>N>RAQ

e1qoDZ)so)u72^wOwVs|s?gwCR15E<7!XTgjQ^6zFRpHIzpNv{uyLt2Vsu~V zh+u8;+l!wX??TtxH%+AuPQ&{hoH%$CiIJ)sx*%}5(bP8;V!NC?C9Tx@R*5yARQuNd zqn?RV%j4Urq2=d{HyQ|B22Yv9;}%)lLoV&x#%(qU zVG%@#m_zf6epZ{l&o_dH&-xz@&F{2}5fXSZx~#Zsy#QU|<20UWKp~ApjZoL6)_yBKCAGc5^8GK8kzR#7KEc+qu;oxmZxC@LOJ-!! z#QY7D&G_z<5=TA+1C?h4cB`?AG5l!quIn~pQn|Zj;Df(f0M(G>@26LlGU~?Y0o-H& zUKw_n%l1N0OFi;gT&V9AeR)qxUE-N>&2b74kz+8zmO_5Q5ENoAElLf?0_1y7{Mgt6 zpHnM)W*BD!IC!X-xQPG_hp%6AS0PQ*3u*ekdEKG6<=DwqXvb|(|1)}2f~ka&;Qh^{ z!!ttYNdH5HXzhG{1PcCOop6XgruE$Me4nVTJXK!l7@}pkuJ}ONGz5?oR)pb#SMTVS zApt>`h#1h(1O|w-&UoiCj9B*7Jp0Q0{5=SOzLo0Nhw+FCQU4y*7b0223iVAxQ(eA} z3G+Wn?_1fDUOBLysYy_mNnWBwO#Z%-acjtaV3L) zjpf(o_OQrO-c_wPeq4o60@r#aB-vV|{$aZ!+jncA{V|rg0+m}j>c|A7R-JHMPW2>X zL%C1_PGgS5gzBAgUeSOSa5ylNV05xB|S{F+W~{P?B83D@!mI&%#ypUxN<_5yohO|$i(X#BL= z_79S$pPL;{lp|$b-~p=Em;4GMa}VIVJq|1jc-|gZI(Q*u6ye4ZsAF!jC~R_hp;X0wocosstkcqn@IV@ zh+;t|aI%l=d;#%Z;^SZ_2|Exp3C^#&1*Zq8`U+iSRkEd7f3@G#H@PZ+80$b9xT_mL z*$Ki#jNX*+(GyPe=be_FZQFWx>o0Zkf4#1yl#THvH&&b3NZmqhe6;L+r)s{_!w!TS z;5f+`Jt9U_rkc?N2)C=+5FhX}=q?u2EorDXO-wBV7sR}YP^ z$pmm=RI&mi)KfdQRA)=yPyl;E-=F3&zh=epDV^&{j+1_#{%vnFEZAVqUCfLA50=w+ z1bN9Ci6p2tVpwBP3=$qJc4!F+L2f~yDkEAHMu0MoAP3Qk`*?#bXNsDUb;Ls&KUN@A zU&zmGbzHyjp)8Pf38>bA(U#Z?Q}Vg1xpx=s6K=K_Zu2y(86%TKgxc-h5A%tL+Ka&X zL}u(o7Wh0U+j~&!6P2>(=`eGx*QZQUESh6nc6kxyeB1g4M)8lnV&s~R2?1IGLJ-js z`tT_%L4h6jDJDTGkD$7q$Rdxg?5Znsr9AHH-;ZWT+- zYAbHzXt---%w3J*h6NJ1zYv51N2H!n@U^H>F_|F_c;_NUIs`3V0$SNg6d8kat)n2V zwk(Lk{G3FmchCYjPOJy5NF33q7S$0!2{K|HJtja0(Rw04)fddTMQZ`Z(P<=`?9>Qy z?r?1BupIqmq1Vx4#gE~nB}#Pk4f@WK+1DkTJIl^rmp$*SpugS}l0|!h#Sv86?$7#l zabl1WoC6NK0pyJ#^e&Eaewk0EAJHHtDzc9X6Ga~3fbb8w3$CL$W-u!wP9$kW`F`ol z2b8Ebjwp0(;gk0&y6vXyr^Q+Wy-$TP9L76cja4>iYxitjh=eLT*kmV>Q+-Qv2i$W8 zM9_j**+H`F1i5v>9A5xM(F%-!fT|mAiL$T+-Vg2*S^JBv+Z=kKQlkWO8&ROC153b4iJQH?>gE)tkGgVs&jW_5BwlEGXRqv|mU zoOuLk{HO+2_%r`2?4u`A5D*s;jl=>M8!?;BxI+UgK?qv<#lf~`FgQ19h+nKt^9T|l z+c^SW`<0=4AFA7P1o!IHRIkl{bc;q-fvg!y zmI_@Q@)2M-VKc^vu^UQPBq|~>E9^`r?%6WhAP5y&(N58#AOTqtBw;?!2?NUZpcQt& z&hxnQ8JrXr$c4a2#Cs|Fj;QvG^i`svP)zUFW2DP>fp#Xg_a}0bTWTdZ>yBDo1V)+& zLR8n7BtiD)nO4jLMTft!vX5%8%h6E|RP9D2Bfm=yK11dKrQeKdxPv!3YQ4LaZr8ujOkMP4h|+CYs+i5E1z!oBNM|-i;-&8UDnt;62To} z_)*mmv~)N+u7JSCi|X7Rl^o3ZRI+1K=FJjb%#3VA9+`=l_(-iXz97ZH&(a2? zd)%YiQQ?~9Dy?104FCPGzx%w!5G>1xQy_PXf1yhBY_P8f?x2d z-?DNH-+lJ@>* zW}FNxQJ0Jn_;N2o5T*N6j!PoE#^~UaH`2&pM4=~(Wp147i@uB%kSCEq;alnuJKBX` zYt(F1m{|$)p7is&D1=;`g*<($8cBfW5oFvkx{QezZW!?jureIfc7R3TG1Na35yTPr zo6F;e(>-#7^9X?ODBa%IXQ?=OzlfHWKfKY{ ziEI#Re#Pqo>}XcIv&%o+ktX?a&O(zNmtTp~H2~XJ6?^{tY56%KM(2#z|4tsme|g1Y zc|5=Jg?}w~RqLq)7GC*vdD<0T{Z(YF!F{f#rVZqBRg={wP*lmg((E|qBP_|LnRy>e zVjf|0cR{WvP(My6eYyp;Lb2>)SwCZe&MvG-)F3lj;!?;1*@v=&5EVEn7>YIIfixmf zd@wOg>}eD_D&jI_Zxr>!<@Xb>sD^;w4R`yW{5*eg9N~Gklby%@Daz2{92T(rG&mTe zKdB!7PWcrTj57bED1pEh0#f>kiC_aV+hPR2Xf$vTU^+sqOOVlT z>h`ZkCUuDnf^x)jo_%{^8TWhXuew~$Z?j(kFP>^{wMKc*Dr;x`xXYH?EWY)xskepf3*<_Oyi)NlUn5vG4@L0>%ZekCf8ZrRc|UHqfl zumP7~X%LiS;rJ72J=-W(?~j{;HzTOy|CxEe`s~x8=#F_Q->qAXCVN?Y@Cmt&LrILC zOH(@DzIhY79rsN+7E%~ax2$Uh8J3mR-M(t<#eJ#usvwjCZt>^*07G;V$ZgLTBl7sA z;u*M<>VGybKaUxk@~vH=cfmyEP9X(_I|_B~R@2>|_a;Vm_1KO3wo} zAIryD_s-aiafygZOge{Z6uY0zldGj__kLeyOzXi-4$m+7rVg!6|C!z}d46aW_iz6= zY&^4aA(COSpFXvR_rFqxUr&UMiz+FJJ!XY>PA@n+mWP-wsMTT+$18;J1uLdJAj*5X zP|{HiC>YA!Uak>w_UEm@mF8dbHBqV<_XcN``m-JiSvF-XIv}EM#u!Q>?KYWOLZ<-wY;`pM^YSaIVfJ(!kImKiG0BcrpZ`RAaVqb+{ z!B!5@M`fMV_37)Yrknw3*9Hpt=N?Ht8vwyCUJHPjT=NJC96wU4Ca9yHb4nKcSMbS;<`dmPhDkZ7m;mTNwW+?wP7AZs$U-GjC!btxQSso3+SIzO56FLn9= znX}mfAmncCQ;&eQWYb$L7A;uUo3Hz_rGf4Bf=H35$^%6~qf$*9O~+f0AFeoS{7}9oRnukjv{Me? zsTWh$p^xOmmrgS|?VDEX0oMeTWi`UD`&Ry744J5kUH2H_p<1iWtfa*%AX{V44oHdW zUu}~B0Lw-u0XH?E5daP{&*bNvo8lwE=8L!iT^D~GQ}jy`9P67%2yEVT}1!3RV-HJfXr>L>0vLJ zm5Ng}txD!E^L6IBZRIFIW9DoTMNbr43!{hmCU|jzJXxaLxd5ei_7heFkj!sW`2jcy z8dl&4Veci-_4;l33sw^&@U}}jmIr_i=%$ zKYP0Jc?S)Vl<{p;7W3U-cjm+P|Fyrt>u8IAYJUu)x~*a}x~P zhT`+TU+NObcpAAa@NY(4e)XF$JPD#c z-27@R?qv36=}0ea3nwnJL}zeVf> zSVIXh1OSdZq14nz39LPt(BFWONB%Y=E#Ww+s|Hy@GjFZ}NF*s4l{`7BExNH7ytVV@ z6Zv>9^VChNRIPe*C`|zq(jNfP@5o@;U3*mxFMWL%O z;@6b1BB_Qg+$h8TJf@E4<=boVak)A7)*1PS4WLx#LQaE6UVoVvCQ%LJaq0+^YC$KX zchP7KmASq;nLxOu4#548P5`|QR8Nebbt@kPH zEtV>eGAo7ZeN^iv(?6Nk=U0qA7Pd~!G#ZgoHVS>FvgzaY>)on2m5SnhS9(+^D`cXy z3#5i*pc-U*2iW&yp)u}Hj zobJ_$DnOiNfFHu+JiKXu*WV%OIMUFK3wkKEPwUCi zHexaS&(=$7bV|9`N!bhH)#?H(y@GQuZ$2ma+ zz(Ver09ckUwp$@(cdn=Eb@k9i4UWQL*|HXaesEXjq!N_q=P?OLb3Ammk=#ucTd`V1c3j-1c)5zp309~8qj9rAa<&~Y}f_SO$A%S+wu{u4Sm zzJis(5zg7rM?drr14=F|Z}}N?LSa#Ui9J2R{BQ{<%o0GSP*bD5UNYH-MP_ssc>#A> z^fmN(-hyo0yU#-snaHT#sc&G8T|vC82omKQ@_UR-qR|b(17aE5w86xyYX+URqmf(5 zC|##uhNJ+55H+VF!bDras=o!zI8&H^qQ724^UNt?K5(5f(LNhk7?Xz*`n6BPk3QA% zB$FdNwdutFl;!S2WZxY)T!}m6EzuGd9lqOqKkBOp3;-9k_;d=g0 z*uWvbavCY&171JUIuNYL`F1)-DI5s?dN22ymvi`cbQ()q3Rp`8?=BUksI-kK1bL3lI>^mi1xhlUdB$xX#Gg%!%yV?!qi<5|fMD`8kne z+k8j+28M1m%=hv(>5d|Qzxl9m+8Y1&@JnQ>qCU&%T`NzX@1)-=9|-q5hWWmQ7GJC% zxJ3*k-r(y5%s{_wL=02-juJTkkmznkjtcM}r#t@Hq745F!_Tct96!4I>M;7p?+IaQ z9z4Ea035oc!!?8YI73X=?SXPBd*3ugU+vLJvk9ya4>*Nr*v5TZ{8+i4Lt)tIEA)9} z%ir;6HTJbYiYC+?3ud$WcT)N>=2NDdbp7Ptag~)!*SUd;sxl!iZxka5N%gp(zisB} z&40g`&ntr^) zq(JgxTq@16bSrWC)yCY}4iWmXk!c~s5n}yeDdg^&0_;J+KVEreiWR1jsLVVvnBx8C zH<3l&I)?R_Hk-&eIRne3W>M|*FgO0m&BE3WW))Txoch9xt7pyMVfX6vRq15gwfN-x zjg9Lv`p%a+gD}OhAmSC7Qt}a*3y3#JM4>g;0tu0N%z5kBbf2if3W5(ltDuLa<6+!= z3#PvLY@wYEBi6i=`Mk3WysugKMk$IOi}`%-7x+Fd@a;m(KjrfuF7SV65%>|x|KEaX zedx!EExm6?VyrkeUuaHGz5rVRW^h4TMPVM4zY)2hz-}{dbKDxWo%KjaKr=zO4*1wT z_hrsx^cJn45M}^Df@7})NCbE;8bQ1&zz-}Y`Z3JXNz7i&F)NUqEcgIA zmY@j}owku(?UL+GU~9gdAHOYU)wUCJ!tIMPHu5x>nHKkhNW3+Xd26F^r<3XRq8M+O z0-LQO4~S=8u)8K*Y>`zx^R7&10>YgQ)p(5P zNM%z`06rK|YHviy8QvQDPLsT-o?xp^qbS+Ork#6P3!0dXv=Zo|dF<>l&Yef&(h0Bi z7>ZNYF7DEL_(^MzP0z)KCvp@)0`izx%6A_j`%kELmGy3P=>iMXp+zXKP(ABS-nk?> zV-URKMEhR1{_}3sTP4)859$iL!7i*~%v3-jK`aNTZeD-IM|qx6#el5~^L-z4v&cx2 z7!VgI7O<6NK#j-U8@@fJkMwu z4RNbVCY@Tpy4LJVj4%>H#M#OH-Q;!K*R^DkSwn{u) zH1vj-;mvlqDvy#|dw^SJt=nTO&)LaG1%e*IxSQh1hNlGa<$Lptr=F5WH=={Bm%naT9$8lg?g{Hdq2hrtOGe+fm~5+@&+hh)V6o3&@Bq+ z{A?%M`Rq2Akk|LAD}Y|ZJ7<3Kiayuw`g~6dyEJ(L+yO84asck*`#?_LN6I;m#0yrK z9Ph_eocY)FN)mg|)=vFzDF%48dqmX6UUGvU5sI+-<}-eJZaWd?eu51(pdeQGYNCw# zjK&(}OurdTg~YoxXq+!rOe zQt5o|HK3UD)BsT6(b@`#>k(D0g1biEtpD zI~8m6ReBv)9&5ZKb4j*4mB{0%&IPjtJp@8L0C~k?LxT5bN1^SCmSxa=N0 z^g}ls(-H5If zw(-@f0O-7h5M@3@^@2+X*HnAihuJEr)^n>&YW{~F?KhDVC4HKuYaZq8sEFRgj$Y{9 z;NlToMnL(izJO7e?&o#S;MTVuYBi`LxJ$wh<~?9Na(1t4zH9+`wxUP=u(6X85DFfL zq#DGZaz~n&WABIH^Bg>zD}l3ua0#FV1`ph58z`-vYWA*a!rY128f3ceH~G#%Y3){1 z2hE<1+O((ryE(6q%~I`JG2Jc$Ko?YSwCR7#Y4&O_QPD3k6kf5{-S4f)B6dlFNkAUv zS})^*UH^CEyV4`VHXRm^Ca%1n(5mo!lV52(5bZ`lxLt_MCtT}{apnTSABhX6Gfx-( z>3`%ZET-MA)`ge-HLYNy5LgG zv$dF;H1Ds`-iWE?kP)_}rTMThK0_P^EsUEjgnC-mbS>^mc%1@oxs6?jy=>Qu-Ie3( zycOdjz_J`Hzm%C^Zur=$3TN2i`b^^Qaw=>>r)YWibUK31(&xAIx_N)y2*PfM>z|U$ zwHs@}{j0agt9*~lT0UILl1!^&*LL5DHJRe^N5_=D|Aa&pQEm+G2re2lr?q4md8`P-+D*Oz@Lr|Eob z$^t(#ZT3x9f9%a2>eT-fxbagy|7T{rroY~Ylq#``o4>Ar&n#YU*9m;mpg5+-y>c0T zw6V^6{BUOb-J7r1&syWHODI47`}m}8@Xm7df6Xy}{QCdAqO^DDx$tdNRSWnB42}l> zxl_!8{6oiU(os!Fq-B$Go$9C=O@#@YRqW^Syv!s^_^(fO))^=L9m^*nKh;eaO4v5L zPIo<-Ev8YNsW9zscvY@`C(Ksz?w)DfuF@jglke`orF6*Y9;sPAm60Z_GXLTgzlQJ%~2^M91aDe)@QOtO@>hUV5P* z$zq`Q>-!srpEoRigia2M{aQ!_%zyM)h$6FZJQbg_j(b7%yMdGW8G7!DVhfgpyS=;5 z)akXvI5hYRSEY4$zR z($5tF1FBK5On?FwVvZ1}2LOCgxgqK?iD1Bv%>7~y$}X)tHcE~wZP~R1MFK!JI!$0Y z(>smZIofCY+m{dzNs(M)nz23BWaQCC)M^E;O!wE|3B7jBJv4`Qs|X!Syz~8o-C|i5 ziBGO_{z=uw^hzcGon2R}M74eI?gXX}&$h2|Lyl^*A&R_4KtPa;mzRt9JI@+WqS!sY zEEN>eE88+#vZ=&qi}ur#o3g)%zPSd%dAeP`I12;v9GXL?(Y*{-+}!*5a|@M)RDi`T zoABGlexJAJ%l<)7W*+B&g*4p}ATnG30MKxaDkEg2M0R+tTgY6_p^VEyc`@=%efNE7 z$0s`ksc)ubn)OiC8pt-ZsLU6A%fKNn%2J-PO+V)U^88avRo}*n=0Yp)lLM&cAoYTb z9)WovR|}+lgrehB!{mZC)H8`~>CJXu4c}{g?wpje8V~Iic#TlX;c}U6?<0LaJTcfU zi#8Kq+Y!Dh-e?MeN+l2q1%`eO$&iVet=cWatiZv1JmLa8MmQ%`D~$H(cQdLGT@5eeor?Z7^D!XtvIF3{WZ``?l(2l&yQH)@!ooq z!VK$8$V(&G8?d)`N2oQ_^Pvu`oB$fp9fsOQh<=7gxDgl1o0yp9U{I4sDM(3<122d(CE&KLSlu=(mA`k^a@ir??GCdvZepL44U zv--MhZU6LZN-A&Xr)!0bDEcg!C1paq zT%O|^?^td+FJ&`xjf|$fz);v<_zGjsOxl!fQmk)AZSxI?Od9gn=j3FGG@LkbqNVC{ zTU{=Ra_6$BO5^+j-gR)=Zat8&lahj&|I4mtMM;`C`ddFx zTB?)DmNYjgV=F3S50awX$}*4mj40-3Z_sA?Z0eiAR{q;IPUAzPRq;EaDsJ{h^X$*V zY0ZUcVy9OJ=9(S)W|rHcPFq|bHal62ELfrMJ@b7jV()irxu^fMRpIWX)Xn%~Dg$JzfJ4fWN(M~AJh2_{zf%sR|C$rm78@?ST z0;`cJ+0{!T*IEyGH(wf2RB{TS{;+NC?=y}*?Xyb<{Kdn7UO}~b6zW?cind(w{baN^4lKdhe!X$@Q+FmBzA&miIpsPTy2BKX*|6 zU=_GjgD}-cOH)%kvhHF9VS9)%WN%4L-`|@K4CgR*`MX~t-k-xadrb_im)>&;l+k@Hj z-}^~#jwqkp>JUDZDAUZEyT@nQTh_%vK}`(zT!XZ~^|{I!l^wb!kMMmzvilueGT+~? zysHV;+0@^VbU^~#;RfJuyfqAwT=f6+lb{uw(AxPg$P>e$%sUzY5|lPj_iorr@m=X_ z!?VF6+X4?PKK|$MXg*-~NA;M@l@JotmA5vwscP@@b$Pwja>*ZTn>2ds2@H<3pY0H& zJS~0+05yA&>{H`h!Bx|%!~nxy@;O#-3kdNo!r)eYypJ|DVz#bCzcq&SIg@#Z?81yot&RK*=0RS98%;8Vh_`Ntv z0VLiwIq0ge4!DCc83k2G0t7sDUJ0QXkhf@od{s7xKOI0S2|jv3-f1kudxdD;P^_vF zo4>a%EmUXor}oS2UZJ`GtOL4qTTKpv{CqH511q_BB2yzH82oDXy z3j&T9U~d!xPk_8OU@ii*1uy8N54}(jx=d)afe4O0+zj$?oTByNzPJXi*k5*F++@bWV1xnO1Il$>xkxz7FuT>%pxgs=Pv_y@@( zZUtT^G0*4&iaJ~oc~plTj5qRFqVkd!t$?v0CQ7$!WC?5q&j3nbrT~ac+P>EB_Z|q@ z=_b?4jf-;ibp!t4FS`K&iknbH61rI^*=Z@g^889QElWoqEJaD;1vbMHOebo>%L)Nj zAMvu#GJyo4GX<#IoAN0r-f3Fp*~sWujk19~*mchAnn}${Hs~@fqEiUAD=xPYX-Gok z1S{tZ7A7+jpqHH4eTg{By9(qEc<&G72SF6*IC^Fi1Y!Y~PQh7B4cScdF<$u(sBqi_=+|l)2m!)E z&KH#^nE8nWlK^BqGk`?z0A^xUR^&FoG6MPJj)0WE`?&()EE=Y1w``03MhgK4g|v}c zWFl3*I!v)T`yaOG9~PK(E?~iBc#ZC%yzoP7*Nu%*;`rQ^zzc0G?TJ=O`D2SG*qOtTJ#n! z6<_~5v_e&-hFw!`?mt-VJr?3Ziot=_{*`FrLb8{$hUjT(GEnq+G3>%hut=Yoh-7+C zs-n%u?g-~?*YIQ3oQ{c9_2MvIToOH3a{t)XA%mcd{>I7rJG=@OS=>zpnoUK{O^-6n zU78*2-iFf=pr^(u;Esn9ENOv|q#EIB8ZH+LT8IS+BnJcYqMz7v*ThAHUym{@eP>qg z9C^hF7Fue9Dl7M`FQ&vkaKYsBMs=X0s%g8T_#LD$PEjrG1ueAJIda`a_5DvjtUhHr zFGRdZmw%qH=!{v4avErU5E1e8OOL^rbMG+vEdn<2? z=sQXntWH>2oQS+La#50ejrQ4|uuGq{bl-POUlappL_ll&Y-h}@Zk*PO z(1q^3v+lHk-sEVl)b}rLv%I(^{U7D`i{9>=kEG>_%KOT-I!j!%$}awETl_EUYQN9n z^GucgMlI8f%+QDL``NkspN;l+U5GXe6!r1A_wcCya%Yy#14VWW6c-GXHpEPo56%n> z&b=R;Z;7dTKY$hH{#D&Db|^Y=RgYod<+=;Z_vocx9E^LKBT~)&6c03keMiR8cGIYlpx#DGeD84>_<$$-RW=Z z!;TbQU0|VKh=AWmul^~}Uw7BBHKRvXLsQ-7rk>5MaL)Xc>b{8S@33yTWj)h+Z-xU; zTNpy5eN3c(Nz4XJ+(XSK2FzwAD131T9^#ok=COPufeW-{FzaJ_flM>2uhd~q1WKs6(|gO0zI-|`F8G#e#W!UR$rJ0a!wh0uP(7yQbjljehfj_USFfD=6P zcX#0vEO0iTQM`j0if7(OLUVoylJQF&?u)U1lP$h3c{42QW~%%FD2^6rx5j1-XDr+M z>Hj8DNdZFatp}e`sx}*ar!t0nxVfE{C_ftB}9@Ir2~?x;Es9a9$H~mKGtv0UmjRFNTcK zU9`bV0AxV+4~=W^7`Mp&!Wg(BeGd^i1OOOwqhv}kVYyyqV_mbg=w!HNBMafmN=Kn z1BnTnHZUL>abW{b79Wks9S0tuh{%1Q^3!^`XIkTWRD5C zMiprSJ2{|@6y^gvX}K#A4!H=2gN1k-zwgEB5vB7olZ?^vu|sc_0c_vy+eebLV#uW5 zGU<*Hf14z(m*iQ!d+^kKaX5*HsgQ`hEk<RNlU5FGHDl3#i z#-f2Nf`>ys)WI;~u1I83D3Ixp2#6!Pz>{*>v|0wOR^s>Gy)Rx>MA9n)_|QPYi#})} zYlXL-Exj#i6G!Ti&7w#ZheIDnmzMH5KUEv~$-2k6JdQ{l37k@-lJ>0owS40F`vgKn z92<^I1OT_$0j~vLPL2@IjUm{C1P;a|`|WutgaB(a;#_#LejM3gDmlf<@4wZ1e^6(O z`ofIXXNOYcQs2pLFH$glwWQ}D`+ARV5l18vLG(k3Dk1g!+35LKUF37*g|Ic%+!zsk zA(1JXDxR$_arENJ<^`DO@&Ypp1ONq0nDx*=wFo35{<3hT>j@5d*CzBL9I`Bh+8+9C z^@jh8!Wm6U64T)`!0IEsVkDTHl{!0VSviKBMcyH>qDUwnCCKx4?2r(poCv2O0)&^8 zbVU3c6RW}Zeb>$uwEXHo+-{ePWNcH?i9&Bbd@UDxP0VPpgDzG}W>sr?W!_n;TOf~R zG~6}#VEDBm(U|6nEa((c zsr_ISfC{^*7vgXKqLmJ*RNvt5L*A7Pt(4F-!VkaM05AQU1LESBWsJk}yvbav^i}lV z(GwhjDNm~MV^(dV25Ax8RG*bx3&DH*W%5k<^Baj)|Q=j+KSjFwkDe0UPMYal9lJA-R`uk0vW_URT@?8rGO>Cky4~S1m1g}K zedAl9r-r7^Wwl0I@>l5-rF%6Q<+5I2+WMFNDpP4%DQXe~Q^zcKVm;w!*y$mYlCnB8 z*Uz_jP2~L45{%sf{ur8j(NU(G1k>AaTl&p7W?5=5zwb1iF}tc;{_(c$JA$kWUa@}J zE{%|%cggzLBkdYm1abXQlskR?q_X+dyz__Jl*^|zGfoTBRjtRtTVEt;|GLi%sBw9= zo^LgKej`9+$=k3rdJ-!f#)61iCm!@f&>K z8{lX=Z9s=hhQLve8dQJ8q5ZiW?5JP#kh`>OX@_wT(o*6A+vhIt=^ml&5Qz;+Od})r zRCOL9t2gtRc+#{a7wvLOC40BVkqNSQI9PtWh^H8gvAHn!1^9M-171>asyXay^d;|na^$kE@zvke zi8s@KwuB}`wZ$X#;?MFq#2)?VxG}vYeHP;;CuGE_&>!E<*Jr>}Z-zdL*W+USQoE zZpoMq7)^i4>UMKt`>1)3)e!eaoXYkQpUOz)bj>?8_os%ZjLhM^V8FH z_1*3se$D2~XVdlHzz0v+fM#o%S~Vr^nwX4cg2k4^Oyell!?#Sva@T0426e~7Kf-sB zOK_}t1?(BvEn{^IG-}>nq6laqnvY5j%u4C#!t`ZKNB`ZL2b?02*E_1S&L-(ZaY zL83K*_J%uF$3)68*+A}(mzwHfqHoFCl6F?M(|sKY7jCgd1Y|oho?+tDWY=6Hvb%1p zdnMd3Z=>B%tTy_g=oU{P|qKvooJUaDk*E0XaVwTbT<>Y;sY*KR^B=#<%pA+!Jl%`R`dh zzHh}_pF9khpLhfDD<3zoeVjEv`A*&MgJJ7aqx$)&&oO=#j&iPMGxO8+J${vbt*%z* z^E2Nd{y40hn;qT4Y_GcimyA|7r~3zhVMfHsw5nXBL*vdjh`xZuJa1UsxeP0^8aL;gNKUc&J8T z2hCSZ%>BhxWNcv9EqSj5S*@0VGN8*?epdk?>QXVx!n zj-STnQZAT#1(Pu}Shg$TA;int6QVH*Z$I z55}!6NA!vl_om2DVjHNCa6Q_`>j*$<30JHnvD{V~AQeyu5RoRW1onZ(? zWxkjO8wT2=2%_osRI2D$SfP#&d*0i4A&Z~+r%;(Qh(5Wa4aM5iuLqMf1_{5G~6 zbr|sS&t;;1O#r1x1qx3DNWhAz0Ai4@iT?GH?@z4LA?UwaHbjAXqi(UDgvWtW$5B(F zs>tu`Y8#>}L4Ri6c%2a100NwV@aa8kz_ZzJM3Te-HyppvO@5Zljop(79qwBQbwSJj zrfLJmL5h`9g(l0-K*XU*fthyg0)G5}OK)TJpX4&YlJF!rTVt=>mvxi6pkbGTOk51C`0eiC3j+KmFXakxWv>j6^#2gao2?3sD$3n}&TKr7_MGvB8ZJ=Nq6}2`sI+Qe>O{W-!DAXhl{}HUG zO6`jSlPktRXCc*Gs;Z@Z36q&YXu#dc7}lX1VMR*{vuwa&7damL4-VbKvz zhjB|LF*o+x-}pFPULv2QR*NJ6B?I8e#n-PN+rOXyF^aLoC@h#+HCR!-Scec!egkUu z!D_j>-4_*rV_5UU4$2EG`&g7YAksNo+fyi7pbzH48@|sEm|TZi0>Z&KxSzoQYdS&9IMWb@*5EMIB34;MRE{RFF00e-*jaeD+n0OKxdvj#~Boh(Q z13_>gOcViwg5eA(l%F^y0Y=SFO-;*0O+rkoM9yT!%)*Z15aQ(Iq~=n)$F(cLMa6MT zi0HO9_ig#RynMVu3wOkn#KlDJiXW>>+~St(rj+uQl$K+WG3A%px+A;KFSq#!Oh>o{o2{H-qkb8-s@W5=fuJ1@TpINt539}Z?v0lh@)SkmtUl} z-!mUSUkm>POaB$ufJ2Xf70bYMo4^s}pe0Puq*qWsHppEzc*QL^&Mo*lG&m$G*hl5r zgwC_!N6)%Fo@MBVG&zP4d_!WNg+qj{yxYe+@!|=EvvxMc)gzM;p%#_6V@Z^$bsSR&ZqZ89|G+#Em zy{wf;?@3HQOi#}a&LBi*{9?-d9-Ubcok;*>EqG@QC1h14W>q9-;a_Bxre%%3%<78E zZuZGp!sdKQ&b`jh%}vkyn4eejyrBP8L0#ILgZ!eIf}(!!lIye*LSAWoacOZ;Sw+#i z?T_z@qRaojDL+Yjzxwk1aKZcQviCEkAL{Bqy#Dy{b7@6iZN-ZYFN=H`i(&&^-EUv*r!boAfItm-;9y1Tn8 zdal}gPCI)B`+Ej!d#_r0Cx&`EzV=;r_is=4w{;Cp^b9Qw4Gj$rPfQFC){o+c#wUut z6Pmsg1}7FLCMIx`gu$tQbJKIH)BRmD*Ml=#lQRn|vy+qan^W_D=jZ3w7Zw(mHja-^ z_Ah>)UH-nln!CQ*Sh^-`UK94N38&YD>+8Mi>r=uFZ36(n2!N~qACsh6RotCOFZy35 zsrLoDN&>Uim(u@-NfNUEKPJg%cd@_v-RK*|C{h;fn)2}y%~yPu12yj_-l0ogFW#>G zF!j--`svaQk~H&~>O3AS4&B`u%Q+X$&Q(RtA@VhP z$*r5?sQ9gh8miWNRnK#pMYj*-L;nz)pPKJ-EO!EbFQtJPzxUCiB&H#fBBtK0L|@^`MKe|Am_2%xZgDKyE@Bx2 zN{PIC@I5B#w!aU%lqBoq3xzxrTeW*RLlZAjWYxF1RaCya*r$>nfktUUyk<+4!?GnO z!dn;DQZznSwZ}+075|8lCL8YT72W+O+{^4I%ViSSHmow3?;}=>F#JmoQfF`z`wqL6 zO>(ZoQsW}=h|>@K{=0m6jjeN-+up5IArBbHLb-jI0-vcVs0F4`HyTe;9;}(w6EV{y zFzU-1u`8#t8qz<(GMpUhkI;59to6&cbu}S5Iqhm5G39MczW8jI?xa}_JrW(In-1xJ zB=gQpNsT5^vFp)28Pbdt+VbGR0hKEOQLOl0g^!xlRqBJ?R~MA00`=vOy}-4UzdI4Q zYkJ^7D`bD-mhL?B%UISJoe8}h=MPmelHL`KWAd|~+GCh}z7#Q;2a=Yi^s+nmLIkUq zsvt!^W9=Hnr3IoI&ko+dDyZPy_j$-th8EYM_Xt-pyc2UdVd+FHD41KWE!rwpnDgl! zLr|{Y?d)m6Df0tm`Z}VA9lb1FnLe<08>BSE@X|7c4IQtz40j~AfMEzro`CX`6T&|h z?NKXJM$QuUt{3vNFIyku$D10)8mvK64=XO+zjV7F9L>JCCzH^fHS=WquLIsBMH1QW z`Jfb+B~;V^;|9iiYlbssG(tojE!?)=ka`J-Fzs%ynzj|eFl=*j?$@8x*A`Y8yYLS5PyNh1+aFB=Flp2&tW5-!#f1#YGZ zf9X>>l4|O^hoeX3ak8Pqb((f1#r^{WHU|}BPL|isH;MVAj;yP0;Y*kh3N?DBXiM5o_cqg}F($XEM z?5Rzc5gJVAk`1IWD?-YT4O(H{Zn3Ln<+n`;4Jf_`D7Sj@()UMeXdnrd_mlKCghE|(g`Mcr9&FpDFw{XBGM^+0#Z_Pl)Y z=ro?Mi&w?@EFw8?HA?W0kPBDz+p!~9FIzh=X!5udd|&eyPZ|5L?7<<4VgnJ|X0xjN z^3m7FeNPaVsNvo}HQ%K0T#UliDVI)ZaS|r)0{t3@nYL`+1=SQGssUZhF01nQ7mKLn z3wqH{j$$*ah<&x~2RSQoao!Df@UM6c(XXlT?k2sYVTX`Al09@1Q}ACk5$@NE>6+q(a6k!n!z;+i*aV&(h=qjX;E(@T{Uxgqk3&s>$`mPkD(5 ztXg>n>FZn#+7C8yj=Xn}^)M*6-KDyq2@%7vq|x1NB{NS#(i&;v5RkKPJV~uZlq-^X zQ2qiJZ^-(D(PS2+aD0SSJ6j_S-ci3>j=GycoMnHyxN9n!#>Q{3N;@N2B&*B-HM9gF zOgQS<}g)IXpSDE>3 zTB3PHil#CBgkfkm^xtl~3sb-I!C2QLiAfG~ClK$yJ<)f6xP6N{VQl+n!YMp|?dh91 zV9zc@kj0^5jEtW=wf=D;{1!PFTiA8QcL6CO`H_V3>>w+#(;```)NMpKs+WH zD%C}sRT%76i&sMt#q0!B9=#j$c!TRXpJOi1qzyui$_`=oH7bCrM zSHX5RhfyrGU-vx4n&Wo=*i)RUN${kKB1MzjD>Ic;?`r8)u6iifyk)O@`zc+Se@~+!`s3M0~vYlg(*I#c28kypt@vVK~^1yMNK0?!&_p z&lrH?zdiRqVlhKp3`V>K98NqagVA7yT0&T$0%ePhgZ<+2Xwu=%juTAN&5r8$;_=v~x7)H|6$h{n_RL#C zR0ora4qnuwlO&x8of8K~*?mxmj$<>^Zj|E@@jJOc0PDYJUL@i;vfI086@fsC_a{PJ zv}ps+O3Nw9#f75ekgZ9_lkDiSII#qP5LPNw)|^C+R^qDn6cIR7YZn^C<5t` z#y#dg;|be@;-6HjI@5~J_VEaJc28qq2qv6wIMvg{FKpJB0?3Q34WP#vNH6_jdX z<7>{9xBCacVYvZ`t4TkK*?0K2-!) z8uF6{%nygWz(JzJ#@LUcE$(l&gu1#H5Ho6Hh3}JofBM8L9art5VXFN ztkjsyEi>5mkfa3#uR;Y(-->UaYvQk-|dyU$=|K)p~a5#z!e`*%|YVch%PgE^7l}7>QIb` zQ~$ySozcKr(C1Xt2gxq-zd*qxx?NI?$b9fFI{KvP{&K>8hC1G+hUvb?{(@QDq^H}g zD3g#c>W>D)Z*|Wm@7^bG1Cq6!-I;bY_(`c`4Nx)HeAVw9mfIZ-S|#1PpJMw;pho;T zD(68eN(vm|HU`5$`cpvOV9mE-Bz2x{Rb&K+q_`9cq-=TE>u7|(bMNJY{B_s&bC`W_ z3Mt|8>3CdPk8+ONkqO-w^4dBZe!5gK$=uDLmvLz?fqDXkN;Ks;Z>|9(r}a|huV8Mr zq#vmB50s#$4KO(k6h)LVnx4$3*x7jv;$h>@G+$IgM^5k}>yBWN zJjsM^B0b(^N5J$vCG_~3g510U3Rmf(ZL%F*sQ$JUuNR6X^h4~|MM=fr`Kc_IXn7`V zsfIM;`XR!-5Z-kN^=l)Kh&QO>AiK25E)#dyU~zzdteU zGZp$Qj$8)7n>EP)ZkaC>zDl&eWf)H8K2LUtc|Kiaev8{K)KRLN@y*0-=3z7E}(GVxRbwaMOQ);=x2KkmG zat7rcQe~K(K&GDxzen7uZ`6BOcWq0pZ?@_#OV@BCq#WB*~+cHbhJ3gNp# z@EQ!FCY+RMp^Cwrmh&S#`_*ku5bPwJp>s^{ZH%l>AtdcB(#cu&nt&#cjzs1ti53bY zKN-tDeM0rCkS_USE%SKg6>rF){cU4zY~3S1lDeTA3<{G!7bX|!WvmaH37BT z@>n{CQaT$K%YF-R1 zJ9B^CP)++O;hD$waZ@nX2D8+LY#W1&r~4&RA@gG%%oKuKB*+c%UPg)}O>1PQ29+l$ zs5&w9%>?{8DRYUhrl3;eh%L+|L96^FxYFPrrqItAPrgX_=vPvz5>r_DQ`@{#sX^VY z!Tgvf`#kiZ>r9W+iQDBl~xs zw^?@82U;8eCF)=R2_s7CvwxL9gmT$fsYK(#8MZ)-e^79*IVwbc$IJ;@cS1~bmnDHV zC(21~_@qPnBWtKhXB&l!4i%L-h>v*n(UEOP<~HhDET2bdu+y+RwWGP=Mdaf@(2_OSYqCEAJk{yGv=0nbf<-)DPub zk$aD*SA;0GvhQ}Hmdq#~^87sZMD(_Ao8noKq6py?LkOluTNL5O4t4uZo5Go?_m8$? zwnwXqyQ80~qOFOTh^kh;LwD!+@z}R z_(K&|&4Nko)=8bE$%j{yI?2Ooa#IF^luMW?lY%L;)+vimD2uBp8|1wFs z(_k+jx20*1t7#0&jJMp3ujLGeTn1ExWNw-XS(*vEnh9r_jg*^>6ntqIIvW>CvxJ|T z8J|tLnoVVydnq@UZaJ43I+tBA_o{W4IE^Gnk>oYYe6ieospb6J(E0L$`424fB^VD- z8Zw=3;fvftjpagJ=t4umLIca4_@#xf!_@i7D2n2_F3ZK9(8a!j#c7H~?UT85z&{(-E*0XJ#s%?(iX8@{%3%mbV-63D2mtS)PtZ`H>YgaDcN?9|o+Pqt|M%=z8^mWr> zdGmyQT{2~fsN!H0^h)h@HuM%C5E&eC@H^)9ZGBJwUuz(X}Q>}NyRoK5Ar%fr=!qq$a(`ImR+ z^VpYL?(SvVkXBgkEx0dHu`cHLJkH+krxC2%+&^w=!B@k1&7<5B=*47!blP&kZS;#z&97AZ`+lKU)nF$6curAYohGz?rf*+kRj*`9=(rpqV?Q0Y6mPd}V z&rcu0-yXu7a3nv1;opRi2STJjc8?gm;Ra0zB4BwPr7QAp~BCe42n^gs*toc%O8?)2d6DNbP`OBgCjLqaD+dH7hOI7 zrno0Ta3akcGcLis4=2FKkjYHH_QnbG2cP1399cXRPxn7T!qNH{X!5N#up5eeDiz6t zz4VPl0w{jIkhij(9?H2ts>>PTx(Mqu-onc|JspU?<0H(a{G3HDjF{o^hUUv#y02Ap z9&i2^Ns4CB-_pqycVF(x(f>ariF)&Eh}$HyW2fuvTkAJJDxK=wY)Y;ZL(J~rg4wiG1|4>Zeb+Gp{7Bxup zc{=J(lXH9BCuAK`w?CPmyHeK&y{fi$Q^vB~ejOu6}A53GOh{0gC5?{655 z)8;P;9_=Ji-Lvd_>zFmlxdyF1Cta_#r}CT4qEI%$kmxo%e+Ckj=QVzS&N|g%V_)w) z9M($z_4s|z8aL@ESuZbHEVO4! z14fbZ^H&t^((#qg@^M&~_Z4S->+>F@sbbHG%x}526BdxHY~#x!uWrEQL{}>E2q+9_ zyS%!`<4VC#Dg(p{b?!1fVeKXbfyF~bs+`!2ctPGw9v*+YYeOZxVwpV_O)Ks<(w01Z zHN7?G{8|s4=l&`*wSAb)q2rXiAtlJjwR3AaQbooj2pZ)(XGu`L)IbVS{^?+-eA^iLDF~mv z1|Q61`TmBJj%mMM7xB|Yw`ZigRI4{EPlJ{3Udbn%-oI71SIpa0JeJO-0s_6d!E?7? z37Gb)W`(MIRg3VJF(?u+R9zCf%?O!-*%wC6 zW_RWXZSj^BZF6E@=s)^lFYZzl%X5Pyy-=5aQe-g|D4FX@{@x;$@U}Q1fiI*CSVMmQ z(y$A6dI(1F;~V(R#LCS!lohhOJ4i*7%19~sDsjMEZ?Y#4IPOcauI7C@nx>FuSj2!OC_(dT%!wIMB2$CkI+d!n!vdo4b2lcJGNd7y*qb0 z4<^vVS66%aSfm&tp=!@ORSuDCOM4L#4oVHDj#Z@Q_}iff)5wits9K|E zABsSR3~|vys$NF|B9MjxeXrXMB!!6mYzJ1(4W(0oLH-RF6AL9H<&G-s^H2hu!hoTB`Rf>mjmc_cffuup#Sxb5 zp;nx+jfRwk5?IdWfjMpPZNtp+#vsX?&9wC*g)Ohq1k0h6A0j%o!RvR!8SfOn)1s3n zYKo7Rr+D#k(*ECZku*s}TJeXQz8N*iM@V~;{e&nissT`K;-~$1AJ5 z?+C+IC5)VNJkP4 zj2g?1wEjSuTW*DDFmEGeE^nHw);cKIR6IbH%|HBbK}0!0{=n}euOEgFO?lluUpWiS^w?MOPk7B&j%VZq^6lw@Whe#$v(jbYgqYC9) zWzh{H68>;d)Jmj^;!)5`gR;Fb>a1G#>cC{zFdUM7w>aD&bsR(VDIeoc zl#S4?xWO~$o_0Zw);J;K8bFd&AQQiP`KkMGu+(GpCQ4wW!(pIGsS2MxasIV_N92=d zaHv_(zgvE71n_c=P|5q6yMEoAHd%H?Qm*lC$U=&td~pPAmUv)XT= z2LUU8SD?=?x~>1MWUc($)_DGB>RZ@Z{mRv^*ysN?6`uc@S-C#%eSZD>+w<%56#@a; z2B2=c$uI6sM{&H z+bPA`sZ`sk4cciO+G%~;>7v`|)7u$J+Zk)xnY!AUC)-&z+F4KA*@!!CvJp7AJ2=HU zxKum14LWW)bny6g+>Y+xP4Bo<+QC=T!Qa&(Fxerv(Q)^*;~sIR5Ot?8cc+M0r>JVD zm_a8&+(BiE3(AL)_-h`Ww2;cTQ|oP`U_8ctFAB7;+y==NtWboId}x9fby}OsIRG+O zd}19B!7oo_T^q2D;i4c1q~rUpst3us`LU8ovO$_$CtTQGer1m_kQ{sWv3{Y7h3b9T zF5`__IvEu{Jk7s#Myoua)vCBmX{6(01*7aVOLGqJKP*3huVM`KiK8o3R8^W-qMxa& zFtWudo6K7%+UlgU;pS8+P$e}{EjxxNA1mGv&3*^#$=R$_lS|IPO#2hs*WBZ4-fAA* z)n^~;c+<3O>kZxL#e^s-%%W)Z)lA4#N4a9}G(<)l^kE$|u|sNBrqQA|sS(+cgxe-e zQqd~61~hAabpLjZa#ZcPBXl1m&|^Q8T5$=sw17B;s1rZc>idf|`X_6h4GdpIDVPvT z&Y~m_yQ{dMm?EI0Ni=D(W_Y^#wJS>E0z~^Ba-a82gT989FVv_F7?C7nq^K!c*u31V zW~J5Lm)Gf6s*>WPm{+5{GLc$hp@tOci}f9}aO;Z>dB7LfCn83i5Ym@e`b}!Df5Ze{ zfgk+6PV>Ag!LPiVSfF1~rzhQ)JyR_4o_=e#>_Ecl;6Q8i_WHS#(kEL3uszz~Zng~1;-qWdY0EegRp2LSk=K5HFX#UnO zTF!?C6f)VBjzAez$Huz*9VqNxeX{(bVp#+H^h%~bNoOXc2p3mqG1gT`23IWy%A`N~ z#}y5ZV325tdMB1>k}U;eX-+SF$VZ=V-5=@yN~Tf^?M|lcIY&&qq?8mDrI)HvMUN$4 zMemfVSWf05-8+{-BbDWmV~0_{+`b)FR2}Ul9qTC2C_}3xb%<-mb|$eG4n3Ht?yP^( zYU$%2^?NHYDO(ZqAhkF)XZx2n|G@aljr1*pZ!hcHT))}+8d-u%(j`UAo$I^ z0r+JjK>`OP68{cg>b4tHqXbL+scFE#6L*uEyN)tG_34dO(^Z+o-e#ZrXy42F)R4#m zaX&C7h#snFg1RrMU&)S?av{$CXJA&L)uqSWm#06q&M4D5VcoC)H270$YAVZLu~1w%5VZ7dh)cn+nPhds-@2IrNPQVDnEMAZeoeA5Zy^hO^{#!@ICl^AOA>?rG7 zGWVy{%*ZAY$q!%p86A}Zb+IkD5VZ%oZSFfG56d1nlp8jozt#Mc^-dl14(*c&*Ywjh zFmI8x^U)35tPS38eI_@cG&HKKi_RyXvbZxF?)UiP3COp0_+%XdypsNGp{R_3y(oZM zZI+m}C2TczUHzMk6;ro568w^<5)N*pz=C9NV3h7i&s)vUHhRByYn%!w=IO!$F2I?a z>T>k2SC}R(S2J8QWD49Dyvx+y=+3B+&;PYINIvb-G*r+|o z*4I35F*!cfIox#Gq?R4&CZK4A`J{?UOw0h8X~q#WbE16WWZ~TpqDx2WS(+QJTHFmx zk4u5At?e{rk+fwAPW0e{J#m5XXh)36=(C9=e#_w?6_ZJ|S@+Jt?!K=Zxx?VcrzLs8 z1(6@Xisf=QUiNoZDwY?u(v}W#0f$3;hD9UrMt3}oU;#vK*6O-BI?~mk;vyPs3NkE@ z6AFYW2^!lQ6s7%>-XKrh{L~aBrY@kV*5bF^upUDxu}ZZC@toBrUNj?BA`x>Sw^Vxq9+<1&4{fgP8-?tl}i?9NQ(W8m&jop=?(zxKpEm!XEPY z>5m}wCO1d`4l>KVa`O)2n&wq;*cT-42?^v@ugf0NeU&EPO2{X+2sVS-cj*e?$taBE z8iTq8c!i0ht$xVCpH6BqX3AOzPW)=MrCYkyKsINo>@d1+t9`ioTkcys8N9R0n()BR zfqBW1!Nh_=M$uv;sT%lMZ#t>j?z8!A`>Wb}2j3pgzN*7xGfB-yeJ1)W*E9C5EEaDe zt|be^GbX7< zRke()OMkb%AX8JK*0S4k7%*`aMN*FBrZsb(v7qKybz;z(I-Fo zm~cY89Gdvu;mxQk~_9B+;dBmh^NpRmOEWT3P=TRCXq-XyJP3?rPPwtE#@&Wwh7r zwAbUm*Bi6fm$}#fc5k3=Z?I=?XnJpWYj5OiZxpgWM!P@Gv;SRUe0sJyA#vGREujt`v zVsqgdV;*-q=pxG>Cl~)CKBryu(Cl`AQ6lUP4q1zW!l6x)zoN7E zZF3KuBt2a)BYPfcfss(z^w_|)7)R0r$MW7MHbssUp5%jvv#+5?RyNiRSjpsX0dWw; z;25{;Se3N|i|zz3Sd24Z*$2kWt`N&%oY{&`c>00I`>^+1-Z=>G!88Zid;7D#{H^1x zHs9-5#PfH5)y3*v+zAbFDreVObj}C&JRztZdnJ?blB_Q@{6@Xg1@{jNR!E3m{`6J*qIi~Btl%T z1(Ul-uznNE^re#z_ent0HNv;3iI~Gm7^Ihq;d9{&cvx%%NR*z4{5J`7!0~C$0-FZ0 zZgj;0s5~cSCYEamV^ycyi!=5oSovw7**6{&^tpfwcxj-}Z6?aqP7IBy#0TB!bNoG4$XkJL-bY19~GSb>cjL|L!QBtIbAc zg#3X4VVWnWl6lUDd6@#H$3rTwz$rBTklT+dT#h(hyPTC1sW$Hjq=!=!d$I9bB;n74;Zwk&R7mHyksnK^2 zGrj6A7~`I-2}Yb)nC4`6zjz(LSBIXo-`UhC{JACmK=c=Fc~G;eE_bg4t5$$9oWOWG zAz(?{4vBEg+0ov(D`31aESgToy*0$J>RXoGjh+v3_aA;0fVGek%Lx!a8+y8yQTa(% z@TtjP?dliHcyv-yg?4>VBX4rPQ@PWsN=N)?bw{<->IBJV}b@vB?izhd$$M3dbH*m!vNwY>Bv5daBy4RQu{_eg;F>IDg`P-sKQo@AO0yNR^?!;N9XbP1BaXqh@3pp=s8C(H^VaKQuua=Z;oe4-Y&2KEerNJXQ0R&y})~Nj@s# z;>?TgOTHuLFP5yiZ{s-SoLVD-jBK zK@y#1<)R4Gk}`B(hwC~1LVOCM~xNm7XYWOAvOmuHxMp(mxkxR9vic~rkBJLu4!!oWiM&WvzZZwbiZn{E2+ zfnN^$W6qZg!ULHtR9O4{z}1S07{%tAw0_Q23vmhoql)UAu!IAd_d*_vxBbL@sZU2( z{*Z{i5ct423lm&Y*Vo|m37s4%h7`#?N>M4=Fc^VkL={yt?JkTrxsOf^Q)4V0`#3v2 z?9?)Rm-8|?y5gnv?tYMvPh&Voz_n;f!n#VF!;wEVjE`{>h*te1*iaBRWgfS!j6$pD z-C!KmqU<#1ohi?nWtOA;9_&B_=WWY9ZG@~0vr!Yo$NGTvAq@`1d(I7QaK}1FfB1%fjJ5sO+ zkuWI%5tJ^2kMHhWo||*?KhN)ZrZ1B-^M~j?YKFD6jj_@jlKYLW3OD5;a^#*~ODlc?Ib0UNPxmc=B z8W0-hT*bIQIsBsE9&w<#f()N8Gn^e&m3qD7uAz$*xi7{fRyq=R*UeFmVK7(R%#e=s z?ycjZQEndIn(mcRxzC4p!j?DR&_5e|C|Qq7Rf}9TV`-sTJeh_Tau1Ryy_oNtil}I7 znut&kuf&sjwB)LndfQ`o)gV994Ic_eWAm)cbV-_%>I&T_cm*E@NUMvTK)tMX;3f~; zlNuaHlkuXg7P_Ka9LrqL%%Ku`nudVN5v*79sOcZ_f1iS9=xuSCXY<|$$p={~z)KP~ zI`YB~GA6{%9-GOCUA~)Ojna#E9OWz>X}H~-Eh08ZV6$mpr?vT&Bc=mAH&R}LDQq!1 zviPR6x({_oV$%&S5K*?zKqJZUJul|WWY)o(sfHn7Tt@S4;0z4Pk30;kDchkNWeS)Ib<=THDKMe~&W~oSIs0B{B^DL<)V~`Jh>u zm}>0|sDtWxdw(vsDBNhI!P!MT*J`vnU%4`6j;8 zH!u^88~0~cCg^exY&t1)>7wpsyt9MJiyl6i71$#=vsSCMN`>rICn8ZofmdGdy8pdnHx6`AOdsaE20e!`S48IUZH;bWj_^dd)EQP94l3d(9L zQW6zs|AxIgRb!PAX4E|B?}Uz!c^WJ?O!nYO`8=l5N|Zbg&A7>ETYo6hfn{fjeB{O> zp3X7bf_&+@q?AU4cgZ`YKJ}Ts+&xC8$gRW#2?ZldJ4P`^`|cehj;Q~F4b^+U{fGf@ z4e|~kxcgJ#5nMuav~XEShnVaP{shG++Hu<-?rtgx9SruE`cO{iQ} zOtuH_fYl4lo!|NIs~++sR~T`Hwnz+0m2+OnKzNk#=b5wDdW?)_s5}hYbXH8`ZqIF2 z_{7iX`3i)LTsBIxs#%Je?3T>8&Y#3Lbd{ z3Hjmu#^q_GH1m;|)b$j2R`5n-_Rl?G-5vclg1WWgvXukTZHm6=N{ZdXmeeeZ6s4do zw%g&uu>KT~47vV?^y}yOp4c6kVK;N`zgctRGZpN^nx_bExfhC_rHQFL%>!R|+=i1% z)4zDqx!%1%HIv!;GOc6u`bQX*-9B+KLQhiZyoz+Wt%2NtOdV=68(`?G9az$F0GN}h z#Q+ZV1hz$k)ebOW^cQ9$pj|yDD^Vx<+xhIhMwl0IMA>IRMbC-VR_8`vJ}Xt{2?uy| zfYDU1(tul+$BHeER+pz}@aDoNOj0t}Yambfpl0|WcfA`fn7}gwgW0?KLgN9;{%V^7SO~(377n93pQ9 z+lt8a+hFB?$!5e(bMr2Hu0A`Pb)sfCuS@fllUM%M6QL_lg`GNT zo%)5HM{Awm3cJkKy4YO5x>kGb=Qr&ywXXk!iO`2cq=*~aLpKXySCNPAG7rmm9(rhr zcp5zPv=F&IE$nek#LH`~-}YR@JMy7-yogVl2+>c(x8$Mk%@m)95B;8s_;+~uSBM0R ziUjnC+?aiMDF3O^k`k|TT!^A{L;H!K;`4}&MGS%+EG+<*o((EF5AowKhIDuaY;ykEqY4Spf>zO6YXmi% zc)Ec&g>4gW@jXKV1a|&jDltSe<4e;;RoVgqgmjoLOn+v{%Gr-VpGd#}f=c!yI>!M3 zJ6`^P2H*_f>;eE4hbsCd8kfD)gpwb)*A{Y0JYDkx3p7~!CCfXCt132t;3R%reF^Vl zdNf`h00NNkIWNT;9^!L&X#i3L82||tJ){ixZH#=}+3+y6)mz^A+mp?P?g~kt-G=5Q zeDhfY2zO3W8m?E~NQ21*|SfKti*B^R&peGEaO->A=vPcD&9 z1oTzBz9v08dtC<5V0|R6sQCSD+LQU0h7&YDdP0+DE^OKx19y3!DEj~aHF!=Rs)(~L z0)VI8$pZm~WUQ$C+=DRN8?#86rH<>B0>XueP1}+m^U6dWu<0cCmv`i^_6W5qsy^i+-}XD2&i@73 z^auSx1}D4?vY8FC+x(Tydr?+t26Z+8n47^tbwKTAh-!45bG7iy1#Cg9*7C182M z!1QL?2RH{m9BtE%?@b)yKOB8jGNKK~;Qf&91rC|KLqCT@Nv<)hp$j}=?3!5vBP30F`Lde09hsp_v<4z0513AvR z5RS_!HtsE4|H*N`XyKla?$wf-74bR%I+`EC0bjz8XzBg1M9Jk4U(6rYn5n{m+Wkn z{7+u$MXS_At9E#+D3>1B4=L=Oz4sOJ(&zFxSQ`$dActv_<7$)k*b^1JE@l~k*>8P) zwkKz)pybe|6leH(N8}{0yP5Dln+5-jkx;FJTc@?MgJ$b(C3Z`2M zS^I+p`|4j6wAS0Sezhrgh6(@IW<44<{8r(TXyc`Q1%hZhK~_=sa;vsRyGnAaOnR6O z*MXj*qJek2K~T7^_JI&6Tm`P!!xXL`^+P92(WI{3q^TWut6eC$-RM>dq8wm8r-+z2 zpsgn%f(bzd;l@Lo#%=9ZC?#vmq3QYxySKdA3m77R1Wy6jrc-J0&)}+ua36x@Si$_Y}#gW~lOQuRqpDO5W?I~n>{?}T)g-YeCf9N7Qx zbx2nt!a9fw2adX-SG>~@DR|*6kcY~V)?%_mHq|*Sg$+--u6s^`&Rb^`5o_=OFY3^B ze-i!tGcO<1gW#jsod{R1@2;p0|NoQ&?u5B%@40!TA+o9B7h!F^Bu@_|Lm{AloSys% zRc{sOr;+KM4EE_<3}%k*$7iIV?B3Ob~@#syX!1IT~pV5PN;% zmri}Fs0hoAh#-}mxvm^Z1)Hz(GN$cU@<`FuyMf2&k%r}+`UgpqhlJ2$0-_5qb27`X zs`8-T&*)Z{P7TR&HHjWi3VKG9L^lsxY!$=#BDSnUUjc54Cdc{{5%{0Urm11C@JvOz zvSXde3Nb1tc&~|}LQH3oE~wah_;#nN0W~_?a3lMxYL#eD6<=tS%3f5$@Qrn4a$#rC zz2ob;fFjEjx?uVO6$K&uX+s+Pn(k0?;aN#kH#sgwzjB}|x&uW@N7XQZ@ej5;Vwk$A zUo^Yex>UhFs$lr%I*iKGUNuhE`Ycy41#=e5dsd~=+a`LmT4AsHm11CCC;2=wm@7rB z5}3X}Qhr&l*%T6;F&NjG)Sz+l$Wl+f{QQ>8st!{PK2aCIS^iry7EtcA34yyjaTw+= z>V-P`F?CVPCO}{+GDXs`Yu`9gbgBh(bLhV=d&%Ai*Ml~Pz7g$P?Xr9AQF`vCXB@DY z7=Lj7<9w)3V*E=|CrZ;=r#r+lMGW03Mz7J6fM{sy)fuBQWY8!E_a=YEr&*>zS9N6O zy=B8UQZ4nEPEy2Tsk2OfUvmvJh`p%D>V2i%=OxrToF&@ksyP>R$%2dBp*q6pPQ265;RjSq zaOYsNE}^OL{>$~*?#{lB-Y%#ZOj8K>HEO7Fy@W3I^viF1d1t`Vk5lS}6pQvC^$tkL z2misbJ4nuV;*O~#xPQwq>b(Z-tjE77zxee8?GxF9b-~aLZ?Kl);bp@J+bqEE^jHJi zqw7xpCEd~FtclfMR7mo*3>i{iP@DwlL0qxRP*Qj;*mBW}G`10^ z4Bm*JkzW&r#>RF{WqGJ^pxJIGiQTS*7Qo|h<#*}?2-Yg9Yct)MeVt1QW55<{Dy0^zzWa)V(F+=cDXR`OszzB z)=OpKzVGU+>+H8}C9lmjxxFa4bT9J8$Ig&-tskYGp42EcHX)6RCsFV9X_73*e~VV`|UsP zCnTJo1Ba2Chj6J$Du~g{YG7_J>!(U@lHl!TsCaf`F+$-LWT^azZgL2vLvK9{#7IpI zGh3Tkk1Qx3Yz_1XaG(1PviUYn8BD0NSij(j*~(XBa-g>vAU7Wrf$><;6rt%r3uy)(ua;QCV8GG{t>yeD_u( z%ehcgeu%}4a0$p@+oQZ9H8ZJec#nBPpX0`i^&Xhv=kplo{`j=1+#B0>=4#tB?<{o~ z>}ITurQh2U7|re8+ZEazOgXsa*v)ndM4(i)Gn3Y4Tw=E0&$%Wt9EsXzO3%(q376R| zTra(G^!V!1y#q0y`X{p={9E4Gf4tGXJ^L|efWhHY$hh?JeAtxqjGgzwjk(X#lv>*l z;oqOkeYy4B<@j^l>GnBhAo?`>m02vU%=}_<#LV2+RE|J)71FxC<8r3>Q&pu@p0|!G zIlmi~h+WVQ$JKmenHaHbH{A^7Vzt193;e#HwO=U{F|m3tq=NlAdFgw%{L{75QW?sB zo2TEZ^WRE)!6DT#V)w#wuWsHvyk2VmI<~@FvT80_w6U^R;A+5=LYa>NP|DxCvk%`l zUg>bbhXqj|{nNQmMRttm4n*k&>o5pWH98rk!E zpgD=_fa~wFw>FG0k$fqf0}eUT7K2PGizzNMKC#I?ZV66|Fui8sqx#>U>*S=7wnYXx zqXCG!m$%k|KpP1z&##r4@l0o#V``q|32rJ5(YM4hCpsdwwv(h#!_V{I-4{8jAvY90 zjw{D6<(8)ilF3sb;q!t6#s8E9F=LMDSI+XYl(#_AzU`~RnXRLf&+?P+e7wh9kRHf_-nj!s zD(x&El_Bw-(7^C3>z=0SQB~>6wv-Y!${@xBk*9w$joKoQnY7^%s#tlSv}PJMWeP^% z$b&H!uwma$IZu_e0y1Rb!IRUKIUY8ly#E&{IPYF=VlQeC-4ZZtDYH9|p^xPM3>G-S zGD0ivvULWwaU5ae&3`(dKnnwB3`yk~ZJnjjQ+u=1T#C91g+0^7YNRt;$D; zPk6XS>m*&M?Er?S^oJ%XKQ#h7%<3@zSmyU;p7}{AOE}=}xqS5PX#0Hlv+bIw0%MwD$&KIOZHumuPk(==_Wr)|EJa!L zkO#uu;g;%K?@;m72W0q#>+9zp*8Jn=BeJo(Sp`RTnp}U=h_lg8#`sXU`%eZn*|zea z=T#i~k)siv1UKQKH-qevq4r8!3-+_eT=rcACu7Y#Pv^w{b~2<@tZt)Y?gH<0yX?C9 z(U-*S0AGNiKH7UkxI*-D3;4(|@JHIJkZkFMs{dXg(EP1fb?OlJqbAADV7e4%O2-}v z#Qkt7N7ZqlHlC!bFi1(4z{>MRj2yTmm<~3zS7E;Sybxpmoabrg#x=S<${OqBz52HL z{OOZGsJzriZY#$hzH83Q z`MOp_iC$+(WqoL#>MG>$aewg}CibegYODpSznw--xX(Yvp>giNjwo32jS_;PA@9xa zofhvJyKmU+ed_wh$=#w6lq%Tx$DT_`T%p{e&w^gc$JXE+Oyd&jxNA|sq9jvr z{69~%6t>32?9PDlZ%3OaFWhq5$$8gTRV38jxFGJ7{Ni?z%{!e?Q{F#ppI&3FW0=Ul zCiMVx|2qTo*}&hss?`%B-|ZaUPv5JEh`;nX!uso%nd=@AE!r|yuBvDZ54}=s0-?8B z&N+U6{F-vuHu1dLSNqe4^!dnn>iu8#1sb1$D9NYEm|rZgz~i%uXx_hG7XeQm#i6dHpW;U}dYu56)6kzxXvo#Wk9ptIhmZarD;x z(xCr?TeuP4=(f4Pzg#13Eus>RBPXt{XFm9&PwRU6hL7o&@VD6S37MzwI^#1dfBpUu zq^+kZI?;JbtyDHo0A)yprN;5oQ|vB9o)cVx=Z@{^vj@D;rtvS5K50@aN0{e}1{ zOve>0HE5;Xg+4~qFx*O_*Po#GMbqkTKz{?HZw|03>P^fivG!5)W}0O>nsKXEqWzP4 zOd<5+d5CTF-^t)RdO!eR5hNAD43LvP8lc%DqQcym-&CW&FQfkoFsgx(v^9+1n-2wA zV7s`C(Wbj+Kn#G$*ipsD0tAdoV?ej1?l$n9xbcEX0SAeaM?0EhDR&}urq25b?C*4* zYfoqmWW!Tu!51)|NmW_=bnmyaCgnKG;CTj9IYMi{l37 z6vzvva>mdCcxk0SQrJ5OS-wp39g%qA`9Vfu4F*h%`+GvSXmZc?4F1_@mj~f!-<{DH zvM(@6W5Rej+ZX{77)27_*%Id%38aVz^tePdPdKGwy&+@E=W@(D|lTsVvvtU;WT?+ zwYG`-uNyn_BAmOnbYQj7pUe1kK;_WNZt?SXbep+@?QPy(|KL|=!sMRkOcAZ|(M9E6Ec zyQ06-bWr&?_vQX3qKt^VidaUGBKFRGniHyIES{025Saagm#713tTcS5AUaZbr>Af+ zZHh(;&$UMcC{rZkZM9qcRbWMUhHwJnP#eXn$~;2{d}sUvZ34lujrg#=5a0#ifl|LX zWvGDHH+Ue6eaJQn)ph zx&w+9fAVAI!%=ZMz|A$oAM#S?NeXyV8`;a&#-LPVHL#6~wT*DT&2J;xS4npQiH6n@ ze0>pgyi}&V2EP6QfD|K>36}e)nMpc?<4RA*`O#@hdA$s^_vTFJ~`)1Wy( z=lQ#VH#Y=z8A~_4qJKimz=qEhBgx3_!+ui4ZyZ8j7f5m{OE>4s_MnZciy5Ccvntqo z+|TpK^5s=LkXlN5aPkOavwuCxmsg$%U{V<-MTHzqvPOpc_X=Qah*xTrxFX!S7+7Qn zc6^59Y>L_b+*OuJnSz{e;H_Q|*xd%4cS|-SGx=`*sxxCVeAN~t{ljglMCId=_1B}T zDAJE2k^tHa8|?d;_(HF|iNA<4TdYBG7SkFrQDy z8y`C3J&^Iqmhrm|I)j}F+Lj4?`nLu!q&L6f8RnP3^VaIPM8?$wp6ER`)g)t7lDO)Q z$Vt+ri6o`ypYmPF=i+(EI*vcIqEommQ_N4|#xeKXWmB1jc%5|etmaeqqf)gSQhmGd z7eVMhKpON$mX~V!rKc&Ws_-BxU+5BgPb?$rx1Ydr7ET6dRr3}EFo=sn z0-o;A5-1dy`z%dUn?!O#C!VqwA9dxws{;I?a3QF`Kcjq}l{yY}5vf(BMMg0?YDM}n zMaJDl=BGv0YQ=VH#e55DYERVmm?P|9vOUyUQ>yTGKhlicoh0+!ru6R;&C_U)aE>y{>ogs@^mpV0 z@g{C(Eb$IUVc`PbRiNn4lhToe$ApvBa`1tu%f$nT1n;$ReV2}oNgsbip(Ya^};9) z2UP-}j;W6aeqabA+z>8l>O5lwIWO!Qu zajh`VRomR(DOqLh6KNiafYNkE22LX1$RiBA+L~t(OKPgP+g} zXME`vlsdo%JpxwhaEM`PmOq3i{{W3LF>sRt{H7PzDB!!5B>gg#2k%u-2a=UK^5^w- zs&e*y{*E;7bDhSQVUY)UFM!d}`I7RB=p!^-2EfEtB00TC(~-nSqOdwrF!|Qd$}nOM zof2&K#!Ml*9kYWIvte%)RHD2`R`aF`sMmTgp!QSG$SNfvs9m4?tJ%HD*&fMwQj3ie z?FR)OXl0->1zhlhW^Gq;8VeEgeXd3Y>~QfS6TuPsSM8s24RzJBD9qp)09!JSv??? zu>X62P8p*~DS%MRo|`x4Cn!kiIOIZ)IUJ@g{yh`lO$A`dF>O? z<39ar`JLc6zLZ!q2$3sbZO&oFB1jSQj-SUs2T;M?%@N1T6fvC@j_1Ko>m=P(>7!iY zzWM0VaEnXgGneJAILUY{Z5b`Q81-4&(Cg`R$efZme!V zcP$x8o1`h8cbOl;@^Q?(&0^gR`0ul1WuhxX|8$7@khas~$H~iorD{2ZnD$_Us`L>^jo=Ptz2RwhvKhSwR7Gy&lXGY(m zj6PO-DeWSVq1^l6X0LQdukN>A(60}56~XeV32=+mXz{%xa>4Szw`i4_v-xET84Pmr*EFzV>CYlv7VEt-{0C zrHcMN*%=CTZ|`eHME0uf)V-m|r7~Ujnc*L<*e^NK%#bggd1PD5`~0@j*{!sq*H&kTHD&2a*bR6=+)adrfN*@cx9(Ro+0qBgP6Imc;aFu_;k!Yt2=JPJzM^5MoA{3Dq|{H@#mOF zp7g+m2bqBECSQayq6G3yWX3%SKXp1Mw1(ODEexy;O3@|ef#cso4ZftW=&MH>dzEtc zV7_Vo+8Q#Jo9`2NbBkfS&|IS3s4Y+Ket4*ve`p!4Pi0UX$F;j`IpRK5x69VwXn?+r zk4t*IZp+hpmLUfhrQ23ODHnMOX5)u731&sZ;30A4dA&@AV#Ky!j@++p4^xRp;jI%@ zJwM9?DT^Fe8LRq`rU8MUqUFgVBOCh`V%N$AjD%CqqvcRf|7|6k*EEgonG~H7-=#{e z+n$+pjG(K>B?pZ5Z_8ODZOr7#%abRy>a(51MZ4Kv{i^E!cU!3WFVd{pY@uAiKrS(R z*GO(NTJAN6u3oDNe^PnY6R9&>P7~}eO&d6qcgmiT^y!RzhL*%!m2c6mU)7#wVg`j) z?$>;QWL;A9)QthHpwp%h8V#YX2?IXqLd8UGw{&d5szNq~q9>SwHm7gV6Ly}dnqV&r z7BJI#kL4f3#qG!sk3}}}+?Fb93{8{ruekh*iQ-e0$-dHPV=7k{{>m4t@t{h4I&Ggl zJVaN;_FySj`yZn+g?kCYsMa_QW4z!UQ;^>0<&+_$jjg;qdvXRco^ajiCEfxAlcxYz5)3&;D4`$u(%X)2+VEyBmEYi@9!jf7UgRvFp-| zyd}Sy9*sV~uH$DtW;;pXE$QhEK`mYl+ayDJLZ4j934tZVfZs*0F9nnIni(OcxI}L% zrl-`?d|L*qLw|jr@Kr*I-jW!U1ifA1_t2qc(>geLehA9cw*!x0ac4DUAH;=|(nVNw z;5uj;ma|}}Mv6PFH+qnM6O#i(@H6eJf>jbR7J;c0$4_~%#w~ z*dZmCj}l=TVqg|66%cTfG53K62$eROsxPq{VFKonJ*!OSFArh2S|rG=$z^AhG}v?m z!%Y7(5h!>#Qp4#vWug>n-^`TB1s*qiO~&Qf=`AyuOzOz|1`G)_Kc&?iTj7XoMqJym zgQc>ks~&7l#2r~gGD+(7oh>%vKbbSDeM}dhxqanRMnvPsaO}V~Ar%vleNs9u)S8rjj&!z`PDZ!*NiP3~-g97i7|MhOA-l%@Cpk;kr}<>E;25z!o6k#us47 z$kfbLTdA-WIE3j8J^bg11A;PXs3nw$aDMD0Qa);FYEedx7XkqQ?11MCiPXe^bEh$Oh4RbwhXG_0g!cE&)2Mx zsg-9}{{ar4J?%qV{qp~g{0`Gz(;%*5C&knlLrTL5ZGD5D+?zOtf0S9dPy=iM8ZG%0J*Tx{|fBJ!s9@ z*Yfxu|7Sv+RVwW|GI((pD-`5?*2kG4)OijNabVG3DU*$2!~8T0fFv_#E`lokxMW`d;5iwo4FD7^gUI-}BQhO!5p_%k(^SH~Rl;bR z=}n?gT6oyUx$u25&3Gk)uockoE*%XP^mP#d0>Gs5St^f!T4c2EBH*kte1DOy%9h5g zIUX_>&$t_pL?S7HqHJ|j$-k!xR zVjl|t8gf+u=$??!U6la1P9$I_?Jx17CkOkDPSL$f$GeC+3I@40qbltootU8gU|>!q zsvb&rkt6*Kh&;xk-WXm$u4(_sbVJd+CQ%VIi*_SjNZY$;EmE4`K)j_}`i_G;OGkR7 zidVc?);}u)3ucBBD_Se8FTDY{ni;W)yX`UwD^dk%P$4Umkf|N0jg=3`F@|Z#W6D!2 zQ4|sv9O^i9?S7$h7ud+$7GAb!2NExw(aqvI3hQ)?_%)WbO$7>FoQ#`M-8;bdW2kK` z06u^^!XkJpQE%=RbpmpZgF&C}o}&p1X&>iv_Jct(SU@^HvOgHajR&r6Ak0cHLZN_` zlgOWN6fHjc1H1_7#sH=w!WAn-|i~cvp7U$@aka2Swt>lbm z;Ds6AHPUpqqSZqq%mG(&4xr6Lu7W8rT@v^Ot5Pc3a!@e;_?_Okr<2;EdmNciS?v%P z0Sy=qQ!u_)Wm~A+%_OQH$r4PrYY>SB6g|Zi*~3t8R8pQ$i!6*&CVegp;PBt>#k(TK zO1OxBRv4YkK{ zH~A4us;@tdc-FMlIh}la$aK3A**;pJh`jyYzzXf*<>`I0f7u2LC#1pfw(y}z@Uv&& z77R{7olrB=70nJ(Y-x@Va#!xj$K2~u6O-~|#8Y$a;N`!ui>vwZsp{vE+SpEj1Movo{hlNuM ztO)+bEZ1DEPCT4y-;%Vy2|$| z)~RzO1PkzO2DOuA%T&01*mY`#Y-33h)kx>bwe?x|`B?@zC7xa~`GT3*RAy zvr%ghB>4Vf+*fgc7Y_A>2so~1y7Cg`e7j2ij{vKPY7mVnxx)4T5->)VaAF5gFgT1j~5k*SS*=sM?2%>k)RD+xEGaIi|B5}6x z0(@xlq-d2ox#s0fWC8fVAV`LU?#6=jtC9gkz#FpU{$etq5@^5k*rpqT!UtvGQ~zQS z+;jj&GW{O_-M>gWHe78pfJO-)q=c(jT}Xoh7-;j6+8YtAXLKjZPgyAEPY;aI>mTy; zKny3H!B<~BJ923Edw7@UMHHve#Zcbv8P0%*zIBTY^L~dU_hs$v1V8lMw zF^K38E_C}bj-L4gIDTC`(w^2*P?pudMIxg`<}M@dq@vY?>++q*!vaa0)AAxh9x+N- zzY1+k+g@HJygi2Yu>xf10OhITYyj}zVEEI@#y2=X1J|=tj;OVlc}%;{Z2bMRZn2mQ zK@^1`(<~ak;dSq==p)I_p%F^ORtyQ8h$OW6-8RG;UONs8KP5Z)uBa6oK2iffmCfT62iYBq%X>U>;BVlgz$NMQ)Lh0{X-H0mFvb!^Vxnre+*D z{#kW?%=YUv;kf?<@{6j_z+^1i%ukI5E z%E+A`G&BT-^50gW7+CRQ=}I+`%c-RbDZE6ss} ztYXxy=x(sYr0%HPD|%D6{#x2(TvFf-`1Lq+YutO*1;W7mr_NJv$4LE!S@mT)t{kv4 zZbF@0YD$C|QaxOPp)Oe3DL~lcV8k#9r5*0wRD{~Z8fn!;n>Qm6tf8C1Fgt-Mt*A+H zU=XZz(x}D7MI+(WpLZ7&(R4dvyZ9V*n@wwtZ0piIM%kGrOj^FMqkB(6?dt`a2u)LP z*L5o&nW7mY0dhramOSao8cGBs?A!=`()4+tP7agq4Xpkpc6WEd$opLLlb}>8o!pMv zh!s)Oo?=P{r4~CeiziY5U4Q;Kq}PMuMe|*#kP{reVvTkR#ynD)UVcWSsTMW9V*w+y(bXGgiQ$el6*ANQYym(U1p%@jpSUS>-(8NM)tQh8P zG!R3OeeKk>{)EWu1R|r4oNL z0Jor)#p=4A-uVE-NMXZ+5efktvg;R6APrBhM83yCfA1hiNesh+nm+z8kPj@cS?)28 z=7fbtba6caxsfQdk!-P%8n}_3yCF(k;c5m7kT))J$N4hfleK6hDrr{G-}n>fgeY^6 zB$EfoO_qZ1Heb#mYFN7@5^5QbACrV{?x;l;+Sbu~YG544G~xMn@9iq>rOjV&85gV6sUnaDTHp2OV4mk|&Wn(^9giWrU0-FhDpl<{ z$f)Njid}p%Mgl%9^c=|yAK8H?0aPHX+TW{ae+45iUFHd8qv4`LcKZ3ZDsE0n?TK14 z_85eiq=1JiGp<=N_}bFd5(7OJ1GEojQmJZdm%-7+Vz8L6*~)L*^*V+cz-PevJ5 zqTH>{8TPn61TPtvOxJzj_ZDmh5=ncs1&fwjKb=rVh>MSe&PR{>YZFT=F$=MoTr1f_ zT(td8-)Zz*zWlPaQjW>wCk`=6NPFh=)#2za6oX|ua3Vly%8B+Xn~|E;?dEsdw=)=qgONSW=REmA ze_l`MyJ(Lik?4P5q>$s}qD~4etBmLTb$j}vW_9mn|q=g zX0`aTgJSy38Z>*{h57k=+o~BRBF_&peW$7HPRxj+@l{rn=|_f1X{_pPw=?d$c~`Pb zS?i6F3k`3-zxjTAW$yOraLzmcx^<=9_x;oBA7`Zv3PQfUt#z9F>CzY88&}+WyzNR& zgrG#6=Pzb&|C;$3Q-)vV3&(9`T#50!RvTmLf2o0Ge63W(1#H|95tz-cLFt&~ghDcT z0#4JUISBXWa2mxsifWhZ^NP4#_A(hg0$knm+{erGzkE6k+nD0HSWA6Yzjpo~&u^3U zFQ0!$?JSK57TG_x-?8#eGg7Y$D!xy!L9iy-_&8#O9+%)B6(t+V#d(TD@40UoJt2XzW63Ova%qgh7Xt(q($dQ66WKlNB1y~?fLHVNO=XZI+| z*YF)xBarR-cFeP5W_I1nt>QiWG6-a{dj-MX*PT`e{HT^)Ed7yZCgCWVaNB*2KQzN` zMmz;3V9!xUmN{FjV&kbEPcK~Yl7j24eJTpGP+v0Hwa_%a8dA;n<6z$s54wN3%sm_K z#Tz%n0nK#h6*qV(y!U8Wi^u2V68&UfMoxy+D7=Opx|>OVTPAJ5JLB9WqX_aqD{>6@ z&I%mUSY{Q;In1WL#1igsZTnLsnsYLQhyfxt5>gta%XY#$nQuh{I- zQ_Dx*3VX{DdbZzP*+1sitRM91 z;O*rH>Rf_G>LXOY9x)-Vb(qVnGG*AsSlAz5!-S(jJk%#B#w{AHG)hNp{R_Gh@f7wCg?Tbt zP2#E1VCC?9wcQcpcu8l@Gd%3SjOHLeoF*N^mFOXDx8!rU2iZXB&$}94JwfPi{{gzI zlQjIp0GKRs;3!at>568RiL|ONeIz=Wy`5;RJ2rs6N>1+Bb*CM8q=&-G8;CU%;TrQg z*tbiW*T+D-VKp8++tG%aYu0(URz3KZD7lX0TG;lE2R}oMk)DW6ewL@F0PTX2k%3J? zVU3Wm%ZVD7g{Vxa8JnoavN3m>jlulb0OK`lIv!hh)*(2AB^sm34&GrffzwE%#4=;E ztJ$*Y3eYy0=|(KTD4XvfUScp*DBMlkWr-4!-GF+NIHDbDC z1XQ2{C1^nnO3=R?bfETRVKsIj1qr=j2YnF783ZVVSt@~mIKTldaWJ?pm_rE z20XxGEN8$w9Kb*cGpJ==aS#M71{Mb`m_bWp$R<^UHZERJb0$Q|HFkDrb zSPcT!i1foBZK9KJEkai7sI@v~eT#DI!dBgquNqm5!3&J|0wvhsqa5WZ3|_!pB|J6; zLV$tbI0`uKvh;6$4Z>d!3)$~}x3K}7uXTd}gBFNDzpD*FfBpMk{RUXT1J>_<4SZk( zCs@G?R_zA(n_vP*IKT_0aD^@0UkOY2!W-tWe={864KtOsvxqKWc$+Ze5(Kyc=?6T} z>W}p4V<7YRMn7&q3F7*rAM@D6L3T`m7YBD9xTA_WUc zF-4HO+_N?pFVHP<=c*CcBihxkmEA5&x&Lc}7u@%|b_JXeUO--r!r%>mZSQtFx>q5z zcd;A|T%KVN1j+_s2vHz(p$&a#L?>F&i)M7A9sOuXM_SU8rgWt(eQ8WbA-p0O!6~}@ zmJF%Ebq$T$n3U$GLf7Zd$keX)gz%1(~fxEE*exCNM*Z zjwLS+PMYSz@<0eXkfz|EFoQR|0J4$&D_;ZH-i_w~P$g2jx%mtE!AMj%z`N*+wDew(`Bpt1= zu(m=NHjiE8!szh$MmNF{4x>jT+uWv03LuaIx^%lO+nx)TQT{b-9I*v5(?Lfw8%;dC zR0)yzsCV&QSRD+37kIF2;QS6i?$YedG$S*a>3rCa%6kWzxO@EaQSwfAUM(um6U$4T zbpeDU>jm(^%n%z1O)%13&s93IG7W3LWA{ z8k)fe0W3lwLAQV?`q2*;$p63q(VhndaB&Y`d|@A1cL4wjkc$LpV;&0_fB*zg4qRNo z5XpywuU918ZoTa6=#1f}fLtL&(A{1b}rI8XcR53z!ENZ~&T{2LP}J9didQw1*_XIfGD! z1z5le*auvg06?sOegH&4R0d_!v1t&1CY%Q?6o_5m$A}EXp%aMgFtwy}2U4R)7JIT3 zBfwIeivxs!1phn;R|FPUoXKB-#clkKYUsNnf%IY`9S}7$!6>+h~oLri0Jh`oGm~IRfz8J!WP=*PZhYZNAT{ue$5C$0Y zfkyZ_A5a8&oQE5T!)>_73%Gy*n1@#@wg>nC68ODq=()Hgx&lZCGg!xTP&Ou5M|;Qx zL5#oS$T|Y(hI?R#jr50V8$XE*Nq-ngekccF(@StrwI@r4v!g(WKrXj?N!Wb5RwRkn zd`Sm*Nw{0URJ^2`6FY?m2W8^NsYp)ofK|bRsdBZ980=Vtc zwnjHz000@- zvAtBj<0v*$Xoh5%24|Rubd1j;vj+}1gbZ-Yc}UQm=jYnod>v-OS*)Ijl4d8XokM*zVrcrCM!081VxxjQzyFzMG%0}goo1f2Uqw2&y-Bi9Ld)c)O&=05!EpjlYvbfKop&a+EmfpRI5*g(E|+C z-MrBPywNR{j_IPsA}yf8(<>QV#wnFSAs9g$(8XA?F2Fgd^J3DxlCKx+u7NABA>e{) zNQG5B7%g2^i0D!;9ZPV0xqE;F0q8N969obAgM0KjftXJWorhL%F;~bnIpqg!Z3ljU zL$e|WQ;0}!?LU6#1_6+PR~yYS^~^xDoC08iE&KpP#lv3k%SL@v4~SF`ZHG3U2L-rP zgJ_4od7^GDI2hXCjW>8 z$2zap|!JQ^Jf>8WeUTIdK^&Dtj7->b%qq~Q47=WegLjeFtQ@epg zXp!Pyp6!2$r-9y1Q6ZJctF9K+Ao= zwYpr*ZQP;#i&kB)#{$-v1x9%jpg3zR$eS~F3!HqruYDsT)12bPnNjRE{>fj4+8U=%!>N#FsF*)i*`=;U9^f+NZ(FM*c9SnNxQ>ch%yV7hge?9Q z#rvaz?vSMmwt|IPS$B_|7gK7**gwue{@yYht^Y;Lc$=wg2l>EK4pV-Ut=u z;}>}=xYD~L5;yBAqA=qqedAFXE+W*GWFwldA~GVq3tii_E`7T$!)t*aZ~}$196w%V zR&Hg|!-q(~fDsskN~&dBzGYmFBv%fdCk|w6BV=vU;<@`aMPB3wnkdIhB4$w17#z5f z-M1!~CG%3<<4mu^8o2J-w*Zs){@d9P0d4BE>14a<>}3RhwnfJWEE%3$MO1AU<;?pcI_F$^oGnE_#}1 zimqsjzG#fjXpMF!k_!QCYAZ;l!e1#m<*XGt3fF zy@IU2**EP3LCWgIHrC-kGsg2O;`yTFAutDg$Oolf>ZDd`e0XZ8j%ul%YO1bktG;Ti z&T6gRYOd~Tul{PV4r{U2>NoJ{J-*|RCTTtq>98?rhd`Z6V(Cz-h9(%d7Qn3LjHM~X zDZbX#i^8c59H75)sQ~h*j#5Tnohvt6ECT`{z5X*AxGl+^Y|5@|%f4*P&TP%zY|id% z&;D%C4sFpMZPG67+d2XLI)St9;;JxP?9OiO-fr#Q01*g*)n?+f z24v20Ysa1K2ma#mGCXMR?T%`!b~`MM+RkFVugcOWzmwVRD$?>g&YS)~edA7#J^=zR za05SZ1W#}UUvLI*a0h>I2#;_HpKuDVa0|ci3lFf5M(gqJ?HEXsN*f14S>o8S4;C;&RCVN|RETI1c3xAo$yVH{u{m@6JQ zf^2|t7x_GsJMs?q2z7>YJZ~%YKBDa;;F3{BXaA1b00$gD_pUU{=KLPG5yY%54+7cE zUnm%ZH_vl&E;%DFW+eA;O5gNP!-fYcpyTXC*yT51Wd@sRUNSL95$bJ*5(VHc$x9k0JBMrAxk?0oeR+}~K5oA~ClnPIp5 z4(>Ltvt=~htMme6820ce=Li1v*H&w9FZUJtG9(%|`Z}y!%vBjYtPJ$uJL4;TbL^2- z#u#+$02ebRwXPlr26O)oaA#m~A8FSPc!Vb(DJQHJ2b^C-^uj)`nvKrz661Yy-468C z5q!bpd?f-Zf(1@^?il#?E%>!2cacx|ssE`4x-vn3t1RZ`D40z~9eycYtSnsoMMt-@ z@Ny|(TwOccos*)xKv4PUAbH+3`C$omqi_0$k@8aPgvpMU-D4s<`FO1^7=!11C5jDjr=w!qP1283TIG+k&s}E7(x;{q&ScV!Wc)S&GV;nCCipBU&4$jb0$rd{Z`(rsdFdK zo<4s94ayT=Bn%h^!Aq)iDbuD-pF)i)bt=`WRg(jF<6=sq7BnW6aS$$8V~<9@!A`^we}efP~d^XW~3db0~7`3R+>0EAo0pR zM$%cQjVX?>qMds-2mhp>W=U2fpV{H~r=jch=ubaC9-5wzgF+f-4eTW0Yls5D?LoAYvldG<~^4hDfzXBVqu)`8t ztg*);o2;_SGTW@K;wTY9o|01gR-=B-Xl+;7R$E!2*Md7%qKk&>9T_=wo36TS?Y9vR zq)`+aM!G2>#FQ{BIhqXt{%7E+Gn@)9ZLn4JV8H>-u%JdEoY1ht4?`TW#1m6ovBeit z%rM3qbKJ4VAA=mS$QX;Tfe6#Co3c*j=E!YZf~p+Zw=B~5nUANtEZ(#D>d-L75-+u!hxZr<}pu#LlBfb*NFuKeZ%!!}3xa2l_ zbwCG3VV=3>n`2-?(d!)zx#;O)GlY`6{U_SHrOmK}6j0y>aDlM5#@UlWOjMy}72-Ao zZo9!g8ib`mfrRgG^ zjgGYB@imUt68$PaE2w|V+WDo0qo9z2R1<{2E3TZFe)L4KYM)iblmCDQy zrT-#`ntP}pb{Pw0u=fXjc8~{ z2SX^t5{7_-7@T1hO(=qCmOz9q3<7DS9Ki;_u*`!Z^f|x$&MScu%a;J*5Q>_I78sC{ zm)t~@E@{UCQj!vM$wZ^&A>%@I6wF~3lbFYJR6<*79?aY`22hAZ3}O+9B~)Su0NL-LzPCENu0OTU+u2i2~LN71#$q(lCHtq{9aShzCD%F@SdP!v!GFXkq=~gG2BG z9s)=}GQ42{3h2Wh$^ZZ)%5eh)Om;h!U0fbMpn(r0p&TZiEV=BLS(K zBo+wNLO=nirsDx_`cMo()FP}g8)!jIY~|`^SG$4Q)=p+gOU90auK@UkKlm|^5**?t zNzi~I5KP}M+E)?x(C=RT5f1~Tgap0hs{))MQtT|4X07N-5^gYIoZL*97sfFEG&~Pr zXdu!V0D%lfeC1331RKW@LcVl>2O_M=G`=-WnwZ=lQ^g{Ic!&WHSJgo`3wuR>W-z5M>}W&6A4ZimCK6hV;?ljV%cs_y33Lqpn)stwP-p9Fj-f8V4@cg z0GV4-UmwUB9u`$eJOIFz3jp8)A7CsW{v4e^&jSzgo;SVgZSQ;IVgC?h$%CQC0*PAI zvfp39ETc2bS+D#+(jc&grIGD$nP6iF1zM60h&yC_R<+`$%|SZ{2|H+ZX$PSgh9JaY z4%OvTPhH0Gy~g;i`+aY0gqKmA>kPA z6i+b}0xvYdh4g`?)Q%9mO9$aoneadntU^}lz$AsjBM^fw)ZSQC8UB%A(&!$bM27GA z!wvXAIh2DkP(WSrLlOu;H_XE#2!J=V7XZMQd_kYJ*%yAHL-n--5aI#=h!{HzT7AG9 zzB%C&%3CRf1w255D5O9hpr87!AEJ4M`@LWM%|kh40RJ3_#o?8pi6O}aT||XsO=-LV zKSffIy+I}50h#QWj!h5_EP*7b!x>x!=7T&0!SJfs0FDL^xbnJY|`0c-+G!~=ramnifDJS4zHp#v-W z!!FR$06YNNbzgQR!v!3gk96Upec|7EMINw28CK%4RfCc+7n2DHlbt~#)>BYL0+L}K zYdNA6%-9a(z!~6^IrvxynTn5*#_sR{sTDyVltvTO98^gGC#a0=CF49o$|Y*zc-$jR zfYeKDkxleOM#%(M+y}f#PB%aRJmd)9y&wD$qyM?k!3f^UqTsmxR!GRPll32wa0sYSyO6u})~Lp+M0u|4EY8i_q} z1@Em)KB5&tf=fBr;5@*C54gZDDoXnaW8Z;cS(qVDx)f%d6EBR=Gr@okEI~EQ13l?L z3pipWwAvD2)vOVL9gM?MMUc$>)IPld4CqGIYzU{tm>NnTa^yfLaDpyIiab(fV77=) z&I3@^1SX~uQCHKnpTug`v??7F<-4#Z(IBK~V}c1=5nlfE4V&5S)P&gn}J( z!EYs^6z~Eh4Z}%76%qtOEzH9ZT;NQN5dW#5)1|D|XpBmd*$XETK{3q3Akf|@}rt0T&bk9`V8(#6m0#K`2zh z4)_LEMZ-Ltq##toT7qO9Hi1y#KoOK=YamA-Y>DlZMv##P4-mm4%tJm9rzDObb~31W zEa#T}q;)|jVRl6@Sq|r5=;l}_GB#*SVZ(S94-rT~Byd4KiyUm01OnYLLr$EQIV6H#LJDAZXp}0H zPcr9BIOiKpD22{LFhu|Z{LGhvY5xQ`002p;W}-k3aDgTaLKnmU7hr=rAVC*Ifc zC4@poBGnO8!yr_`5cI$x48kiELk^5*a;;`U;FE?Z1fGT^e>7kVz*dqh!4c3wHn4+M zU}~mfsyf61LG^&9f@-LW>Zp=xshaAkqH3zDYF0dG3JT>}WhsRQQyF1qnZge?6hjXb zgTCPd6!gF;ctI_M!izPK7Ysuo{81OIf*4=}J~ROm#E>i$0}&)r7ZAY?;6RLh6Q`YH zB(&2Kbh1&tKwsXR#&VN=B!3ht+FfRU_%caffH~=K8zfgOZG7hr=IaDlQy0snXkf*=&a8F&FP#Ly!I=R63)DoDWvofdPA$!aaZFswp8 ztio&9fDoL4kDb901lW|R>%F?Hw%B8p2IQ-nmAv{Sz0QxlzHHKD12$;FJaEDwXhJR2 z0um5GTINH;4nr+e!z%E?I1NKS41=x-0yaDXbO}N+c)=q`LW@B`4w!>)@Kb2=z!G3X zAjkp(M&297Kyac0_fZR!?(E!h7nMS2VM?f$sz;CX!(WutxzKF@aRbm2!#u-VhHc>4sT;9hGE=p`V8(o*g_|8 zf++}*K1c$TiGdx^lX4M(X%Xx=z$iA2Tp?(JEfhm7oP&+d0}>R%FwEQ;^uR0R0}@1o zBpoYN{l)~LRxQZFAjmGH(C#EA@Bd;~?z$?xeimOC@Bt%m0@nq)0xjhdwky@IgT0vD)54CR9qv}YkaLN(OF z7;wV=4$2Sfq!I(LyV3~F3i2T{=-@s>Dmd{goP&Yx!#TWyJ{*C+%7Q-3<`TeOAmoD> zoWnSD0T+nDE4;%w$R-xYkg(3^Dg=TU)IuP5fefib4X=VE(NiG=0xGbq{~~ho5;Dvh zaW4xqb`I`4K(IgT!x*S(SnY!*oWmcSLp1~fHiW_?C6yqY0w=3yDA*{`qOd01!7FG& zF<5OE*g-9*12!nBCaCEn%(5UR5VvRho~J@a$W4X!ch0#^j>J`Cq0 z6vHSt^ZzV&0s7X$A3OpQ)aX3a^7!Tv5!8Y{?1RtF12#x(;)Vi7>jO6%bTN#9I(#L; z&S*gGG7$Ik%jWaT7;;O?H2!geG-Lu-pu#yAgE0)z3(1KP$-*PdQy>%rK^y282!a)d z0v>h25Yz%H1cMnD!z@U$EUbbTjDazjacmZYCSU_9co@e&lnIn?kp`z$t8!YMfNDWI<) zh(TA+!#QL_O7x{BJh2eLqYu}vTbHR?rxgKv_GrKLJ9GsqNH9Sc0}LVaJh;Oa0c|jt zHvcLZ?mJXNDCEF6d4aBl!s1qgAcR6J*FqQILmz~KI;1gIknlbrZXYX-bEga-leVpb zHWjh;bYr(?WkXhX1q7S1GHb#+U_&R^0w>_=7&w6uoU1;Z!X*9CeXi$y5`nJez_AL# z>r?^}Kp7X<0Se24CJ=)y?87Ta!xI}raYlD%XLoW|H!NNEfP?K4h^Z1cIQVZXxJ^x0+DJ#g;sM?0rf>7eqtSIu|!nI5r5;E4%_R5V#-z zv4TfBzORG9$bNHHdkt1i2x7Co#`JImrHgG`?h`}smgFXzy z7|0$coC9kWLUQE*7`y{A=K~njf$eUjjDqn z=yx&b!#kKlJ+m~P(<7bNt!T4)iS+HP(|WDj`mN)7uFraeOT#z>0vOB#juQiIWAf{C z!71QFCAiKhY>_&M!8n6)HPDuSHo;RxLlXoUR-IfQ6ao??c^7B`9S8S0Xo5Nv0>Pfb zK1c(C6Pu66IwiV#v)TD7DR8~pdor}dz3cnF8!$*2ukjM^Vf_2R13Y2`#{Yt6gA;-}y_|q9&{MYt?6c9lUWMmFhBkUo;5y0*s zgu)S^0Io)_KlHBD+Z8Y_l+N-qH`u~Fl>4rxwgQe5D+g)Id4Usjf?nrCqz}P4M?)d7{M8bH z5JZ9$L_;Ltk=DL~Er@q9$if)Ng2OhhdJ2LWOTsI#d$-8#yTdyXziTjiR@Ku_f=NEn zp+`rm|v~k)q<2SwlKmP8fPvsxV)H8pUUB04ZKCL3W6F31X=-WAP z!omZ-K0JaKAVCih0UvABKJfjVyhAPz5hvidSL=~Kak?5`R7QKjDy#w*6ztKS@xliJ z`VjxB1B5?;0|^#1co1Pig$o%rbodZrM2QnAR*M zlPFoXY?-WNOqnx5!XyZjW=@?uOTz5uuV243Jc*7Z;}U67rAwLm%Z3e`w0YQU>C<=a z9IAc#)D0_E?A*STtOo9zmrCHibMM4X4aI91Hhud{4OCZa-2a(SUPF2D@<=YHc})o; z%qMQd1~7#gH+K9Oa%9O6i&oaTvZcz&n=9h9{5hn}fu2E^{_InrP>&HB9B};_c5K-Z zAn-iO8Fy~Z-aMjumv$ej!T$CYKRAzU+Or3@(wZl>c&g$1LWQ!UuG$!V`NY(c)k&;w zmxmKC7JnXndiComns#pzsb==+Nx!!&T3~(q`(xr)-LU}^Iv9|^0u4NHh1zzyZN3H_ zbf}x&ej_fp;S$oWG>bwX=6LqS3M4hl6tcX0tUYwD}8g0CY zKld9B7_L#5iIMjyQqNm}An?$BR`2DP}7{9tngPAhlE|M)L+e6wyS* zOY*ZFQR>`76;~4!)QLeweQk_Oj;>1O8DmI1PLs7>83dbmP8sAJg67f0&uRj3f}>7S>10jf zIPv0~V#e_5h*REqMwed=DpcKe-F;UhSBr8q-j3)+sGoZj0RR9E_}xU%f`0NPymkh7 zj)FWQ>SrDW1h8fxh5-=ZQibNJ4OMw_Dza6LP5*LeDd@x`ze)!?w1G*W8qyPX)i1wadHvjoWfD|qsY#tZPh#s2qOBjxfYw{R?lAB;B ziDUnJm4*HzIFS{OaEIfS>lkmtB2LU*ufZqwk2a1>n zEC%okZp;ID{_w#e_%ROv0HGX<5I{KYVXy(XVj06>*aDJ~0Z&9P9R)xJ5gC?(WR#-> z74U~Wa3O#M2qTONA_3m~p$z~)f*mrr-VXraf@T~sKRFDI-vpS86nwyqry(Gd42ZzO zDX=5(5Jf9E*$Ptl;v>DfVe5Ev4FBOg$8yXuMlpo5k9-Vb5YVw1CxT%NP0V8uci_k= zFo+Oh*r_odsQ_o} zBMB}z$lgAJiC-KegMeeCWiTNOVPJwMt&l-EJ~qi%9ng}w+LcFKpaBhJ0HtB{h$xv! zwI`Z_BgN6ju?hmB=b+*ho+Ab)Y{7|lWR5ten8z%P0H--6L>j5EMJI;y45h*pWyx&m zRH>R7XNm-x?V;U5s5uV-fd39C>C~nX!_&=df-`MWRD?Z%Ab=8R-~$5Cz&+T(PlAjQ z8eT=mJPI(4Z!)YGH{bvT=w=UBct9UO$=(D2@Eo@d-~%KmA0PJN14t}1CxYn+Om_ka zeti}IH&~?qEW=rjcw#3XSlLKC3);|*HZ_!-$KXO*vXOQ~8z#*F2z&q%mR1#BPsAw8 zW?HvkIu3%j)ZkUpl@@FS!z#s?(1kPzB(tz3Wl{z1cDYNLtA-@26OraL=aB$kn#8iq^p-(H=Kgfi;q`3}lp}z3f~-IQB8nWjNrT+9ZJiV3Ceq6!x%*W!MBD0Dv#( zgJBlX12mG6jApn)ivO222tzw!437xo7(8h$zeEe$L|O(J9(hHGX#$N8%%c^MSS?6K z{8|$iaJC?=ZLKi5(vyPViJ|On%6Ov-4-YMdDV)d5^wGhxoTItKQHRcmgSw?=$cEY- z@|L;Grtg9zyb>AjL4d$V#ZsUKR=dF1BFx@)B*49DwTBi!AgKJ_b$H9+CkTP;@OB+Qvea|&5;ElVjkBRfT0uI&kGD@U+eIP*ETT^cevuckuC^_<>V35 zia6CKHqvK?ds>}{;sWsCh$wnn5>aHlCLRr0t8dj~kD%cL>!7u?f0YeeaO4=ecv?;M zaR*p};T_LmPA80!)MO7tFv`yI3=Ktdr&E>M@NvnQ$?Jp9)?hgNhzAAu<%1GHA}DF# zS2yBuJs*hTC*@E8zXVW@Kf{@w7tr%P&`^VYR1wbnfCaw_aEl1c;~u%NyTRv?uNzcg zANTMY0RIMXsU_4074d9XQ7vVtAN2M@>s7Y^V>Ws~-5wj5^h$dF@iUJ|%VI2t%BWuZS7sQa`ca zUHjSm(d^_HpXLvzKa+i)bVCCj>4oPj6Sy3Ue)J~`ewKLi)8-Q+5c&v)CL}Qk-A6=) zEKD5(p}l_pS8e!=?@_DJst?Prf(jQfKRq#5K6)N7GlXf z0jid+JnRq=0T2wu(7VEr%goSK&=3q~0uG;K1E>TOtAzCEFcE2lH-14EkgujZ2dBnB z7Kou+B*H_ck9GR56JHTgCXo@3&k?r_5>-VKC$T?3ZypXnKn?^LfiXeU4;JTx8%*IB zVk%~eK^9;sP+sBa90F%J0Tq~Plw7eGv(ZLm(b{Tp$ZnBQa#0rnh!+{4HDm)F(f^S) zh*2BUgB!A;BNSpEUI815!x)T#B7W^dlFkrms2%^&N4Rn7$grxwF-gR697V$X_@)j4 zQZiO%A?A@2I)T_GVjq%&INl-38VDO5(j(DBAg#(9yUQSv1R)bL)hEYnglsIp$HvH+t_E4OkUiX;u{ z(k|wf^Rh10GBRG0FwPw{n z3^OxRGdGhnJJT~iGc#EQG)I#(OVcz_RYn0ga3 zm(x2dQ#c3GEx(gI%M&7+^BzBhH}Q`X=3*a;VGvLu6>PFBuxu-63YogoJonQfC{t^E zl0O5KKes{VmJjKGx*tqi$1=K<#`eIEdqAY6{DK20vw}LOYa3ttLZzay)BPN7XVL&i^43ID&2VLHE>x zF&|0GsI*G;vrEe}OM`Pu=M+!dF&l_MIz-fJ=JObWsS`RO8YA);sIeF* zXC8D-nXEKV)3Q#B?@k|;QWG&7C~txo^Fx9oEIvr#AYxOq!WN`qnH;rJkup-XYEn;? zRfBIEvc(wQAsc#)MJuv6Ff#Z|wN*bdRmBTHcNJJ^?p0F(O_8iaLIgN$p-tCMSA+E* zdsWPS)mf)?$esvHKLisB;uzLMW&*KHnWW(FY@ zQn4W30Z@l5T+uZV$+ZzTbj!NIU;hUi;J-sBF9L6=5wL(^hTQmTlYi33s+3EYoK><7b1`=~hb~Q;9f& zL0&&dEY5)*0|i;B3TN&1>EM?6dRCe0RwEeKaBZzQWB(>ZjJ2j-p&0bxmUyowZ&pqp zcU*6@Dnqur92X;Y=rm8)T}IP${ULH=rl&YzBRhl`G{Ff_0XSl`Q9E~aI}vdOQE^9! zbT7hmX@cU4L{VBL8CJJ-FQiOuN;yn4cV~2Wv$1zE)La*rZWW?YB6uxgc=cC*+ogXW_kS^>f^SlK3z&C7w=G2% zBd93}0ALvu%LmM+rk*b?m_xAyf*L4bE@*R_tpA3;l2UuQ_ajmO0^H{#j5kp_*l<4> z7JYAoNf;3i_&5@ntE|Wr#G4R=0=$7K=%pXZ0RX`B)I3=O)bO)J`2^oOEHy%BbiT%-u^VNjG z^LibkAG9HD1Z5L6po$u}7rwy-4#sLoAQ`+N1t{Pr_5c7{VH*6v-$E1(9AF#1fzJlx z9(KX5?6)AiW&o~dkAGN$J>rkAq=@qdD+LIN?N*6jagm#@k<<5)|1**u!fQk^7chAq zE+Bc`CJ_ok9@55&dLd%+Y#(;v0~8Aa&j08hQs4_hm?G$<7l1(?^tg_BxsN~Mk6+D* zH!eB3@{s*Ed=>e8ms$0o82Y4`Yj9x!Dkc{`0PpD7@EXA^fZ+x{-~tYs9bj0o$jTMQ zIbR?_j;sigY}p{p;k>lvkoxNqj+q*MBjiTIv}`G1NzXpgxQ2^gTEu9>wI zg)gEX(xI^gWeXI#ycjyZ99ptq0Udndpz-OO$tt14%B$D`7AQcS*BK$Ah@=q$CtNzE zSK6ylx^EyapJ_U0Z8{NgI;UGoppmnuxvI*f56>WA3luECZozG?*&Z~259YxDR>BuF z#jB>_secC+KER6m;RdoG12(~j5C1}|TCE={_!VOp5;S)Vrzk^S@^)q1U$ zsja0&apf2Y7-j%kfggYY0KPai_@NgBKnB`j9$Xs)^dXZCz^}-lu^I*vh*R6%O9A`} zl(xwqfS~}w!Lj`4-Xz-~B6}(Lco*pzkb{}5lhdqC7OfFcv`2fCO54k>SB_nvA1d0< za$x}IxFEivf%(M`5-XDrfnNroh5cdg^7t0`XdYIWUu+u!^lTnTAdd^Lnrk4jwz?n; zW`D7Ivgg^CuiGQ;c`ggt!Y|x2_t}H{nK-1u7+BW1KD?%GuTZ(`yTRKyciK+h8i6IH zobpCekdI-u&1!%oC;~=OjQ>NfciXqkA*44X^Y&XCOU!B%#-PUg% z*K=J83tetmLgaYFwt?k-x!TQlk%KiniNjY&f#fXO;&ha4bJOA+6m-i@e9&Eo*9n?| zAU(*7eABr1*gcz{fOHr{1^s#c!MT>c?07_@a> zU6%JfcWxh0@&8a>=;4Lu`*qlt9=M3U7%cWZZB`?2M&MgV>7l+|nqFj|p6jRTfA^2i zS;81><{5A|yK+A4Q#=4EzSn`*VCSCh>;7NczN$X>9nSO|UKAztoH&r<+1MWM8OZAk zAMqQP!w=#eg8zYXT*7%Tr`Zx`>l1%a4&U-KAKw?BLf)aoQ6ln*L+$gki8bHthY#+x z-Sjg*a;rSoa1|-Cp}BBIfY-kCSKsheTv8<-_j{ipnscV=lPO4WOfhUpuvL(6Dlm&&7Z@E5F<*Q_>f>j ziWoC$+{m$`$B!UGiX2I@q{)*gQ>t9avZc$H6T1=I7xCSzVDn(=-04!ExDgw`@El6C zsL`WHlmEV4$h4_bg%?>`R7$m~)vH*uYTe4!q|AXdyNZ38?`P1lXw#})oA#;Ow@jn1 zoXWPY-Me`6>Q&nfTDNZD$_YkC7@lEvh7&7Z%($`R$B-jSo=mwiWp%ND_OQ&kv**vC zLyI0wy0q!js8c6~%ewVIxhm=IolU#8?c2C9eifK|Z&{#1dkY^N;DS8a$KX-q0 ziT@~ebm5BgbQqF`AG)ZMj49Umpo2E1WMYmyrpV%jG(vDVUIpL2M7Rk|&6ne>$fXO^nrc-4WcP2u~X!%{0ZhnMioOJHTC4gdT z1m=W!szj!lfU2obn{_q^XQ3L+iRhx{-HBeG80{HSKjq{!k0@b9l&M~jqVy-4ffBdo zL4-2e+o2zAnxmqowo06%k7oFqR0TNW4=@1CvrjqA_|p$R^Eji=Y@MF;X;Y&vl%}YI zx|$oR8SS&rD`Pk@hA|`Ub519nprR^ytU4>MZLpqKtVEK2)XzK+fa4Fa(&mweumAky z@kLnu;UIVfeQvLJ6y5_l{zl5Bc^(aChF)@3@XBibdD|3&SMIF;V$ek zUgaWpZba#Nw5|f~wnM@^kPHAo20$nRzyJ|2@vbNU0C2@T>)!Cq4FHhS6>PtjBY*+k z?Q|?t2t(ii1O+Dz(L7OBZS~byXN@E@2ot36$9O?Y(LUImg6%%~yz;(Xzv5eGN5sk~t z31I%x(#jeHfzwe>)HUA!oi5PVcC#h+MAJSZjYIp$qDeL&%`;1;^Q1DjS^xUAF8tl7 z!=-mce5d61KJ5VR4-lmIdXEo{?6WQa(>R1quKQ2`30lhG0!%ze4+Z+520aaR!k+u1 zdhy4-&-(D-H{8)a)r1m^KWJ;B3ELof8|}{Vi{Al3a2y>B*+s({uFqf)$>9{;!ow(z<^PAU3&tIsFo}SbA6Umc?x6(`Xwx4*D8S{o;R;}-v6O2(rPBTds)DevbQ00yFhiG+`2|xc zxn$HY@5xV*%o8dNY!OF}DLHls0223r#Q?SuN_M%cnmPG~0R->?ew1UPC75Iyay9@a ztcwDq6w7vMW)wpJLt6cS|O4=ccT)4G1k^~7;*%Yd%*3+&=nQNWuiddcE z)gWDUV2uL%k-?Ixu)=|BV`pSPurYSC{d_EjT0+SJQPv}tjT)!~e4S-jRMFpP2Zjk^ zg6>9Xq&tRg90dd^QA!k%l$jGtDUNUAUJ$vSjFIZf@-mHR=G6Erud$W&KR=tXu+!J-=4RABZ`I0n;bvK2 z;RlZ=KIwct9#SN=w5Isg(wpWKn=(c&+C%j+s75H3N|*a6wmErW?t@V+DaR>;)_o<} zkNBKnM(&GI+So&C9>*odqNx`W0*T)XAIjf(&x9WQQD#oa~VMBMP&wPTpj@e3aU4EbjGhzrVC4dHs7# zr1!k{5t+T9woE&*P(wCt|Bf-i>j{d}^QalJec73^2}zEI+*clZKhQp(gPjwl?CZx4 zyJT>rUoW&{;|?^w-eK&Kjzmqml05DJGVW(GNJ;A|iChLhfC&?EAT`Se`2F{jyq*`*+0X$+q?1zviaF>8 zwFatwkw=Rd`62%Z5AtJbh@W|=u)V{nvGoU&toHoDwb)bDKrZ(^+S`SeZX52APs4qz zx2ccLdS&){V%$4aSl?w9-~Aa9>qB+T-ewxri2g3w81am(BG6nUx(=Z)A4>NbL&F{G z8t?w)YAwP{O4|u`o??E7(I7L5`GyT<-l57GiWz7$a7}dQnP&Z1`|CDgmfUip%B)dr zDZwTLv&lbsRR&eZ{$4mT@b(|RE7kDsiQYc)?bVTKlEG|48cdc7NUVt(V2gK!6fqUh**V!o( zZ_4J0w60<8S?>QHHNQE}{OoV5rbv8j>xd$?)XQ)dw~L zvzoLHB!gw9gIX_woPPRqX>o*sY3QCmXKfCZcoxdK>2pCIOtoqG<%b2_RYFu+{F$VX z@6WIul)arOUi#3ds&5j$)PJt1R zt|F9qgp5ri7egYRgoc~WB2F-*A6#TQRAm4-IPDz(8Pe)uc_=yiefOPkn?IE0)w228?a+-zq){v0@vS3aP~a5>4{oDso-Z2s}f6I5|7p?T%q9 z7G`-strx9GFr#x;{J4h4r1F5T+B>27d+gb6G?%MF8;Y`96hRXV{ud0E0RpgR%1l(! ztQav-4COx@iHr^C0*gQa0pJZ1BX+hNAb?gFKrbx7OO>F%Yv5M=Fl_j)+!Y2n!sY+m z&M=c>WjNu}W&-`wF!CwHa=yXudSX@_Vg^kpii4fxlYvmgVQ&b`YvE)0AelM{07p85 zB1i$kAQI2OLIQn_6H?=)z-!1L^&2ocOPGwgG}{&jv=7Ha znYX?V-ct1>Bc~88wE(l<1n^B@TyWe>KOzbMph2S;hyX|w;ddy2-NQg(gj^K_e@#!p z*RNB=se4hYyzQ_gFL-RTUz7`ILu({i#7x&a!w&sD)^B-MD(B3;1Hzo&ckl7OJP#0u>s6l;aX`Vk{Y@q&It7aKqn&D%mq z2(HMCKNQM%$cqC2Hfs^u0KhQzUMuDvRX(KS`}+(JnCJ#j0xR|p1qN)yK(lpf#8Ll54JRT&=g)^emwvhkx5Hn$SfSQ@iR zbqK%enb^9@WbR(%^&g5Q?qb}BZr+M|Cd?$j&~yG zr9W~!EbzRjx$&jmdZBL8$~v4GKgUo|0xdX^t>q=CVCASq>QaMNDt?g!7hWNQy;ZMA z!>Ip$RAQ(-XQ-cWtqXn3LQG07J6x`_Reskz?abHk4r4=KNIk@lm4A%=OACi2qb1<$ zV~M{FtsxEcIibI0-9UB8YA+SVUK*>eH10h77?D{FH66Ds36@YN1SNNvvv)mvfMlYXyN@DL7g)$NU%6TXNeyvv2*kjBOH` z%{uMPr7s}J-c^MvU-5Y+*P#vW z0C98-w^KXa8Xp-=MpszJ89PnCcg*V+aFR;?v4-;n6MA7fC(S$ZR+@BZ-W}w09kq8I zuXLR)iPoRJp<`w9*~VK<XY!dS3B7WxiL(t#yr!a8nz zJooFixZ9p?&dK~W7Z096IHGiI0X-i4J?9afyly>JSv`zo+RXAF$>kaQhG_)JdKt62 zxm&ugm3zG%dzp@Vl-pT*WDvKe=h_XDdB79+6e%VY93+8Ien-0RV4+Ud3FPnPdDf>N z)5lZYw=&ju4M2=h^{c)kFSJg-!I3Nov!OOB=%?gc*+@v(9x;&*!j%Vw{qv~C+i3(! zLJ#=41&|0dLE!aJFw=18@z4M2C?6VG{^9=CY zo8U_=qSP9!(ERz@8gYyR{I$m22$Prt4E%%`faJJY{E#@J z#$|Q^bB`R*P{ltWXUxkLw!l0^av|zQf`b1QhP7j;cmgc>EC~{=iDNq#_T{<7CZZTZJzzr0{s+%)kq)Dpb7Hr;d|fxIiO*01&jbLfSZ}{t169a-?8w zzVHnABmc93*(3%B?@&PK0f;}#BD!%h7ihqe%{wFk;+X`Z6#&4m;5J-45pfs56C9!$ zP52kPAYQk6u`xJ!ygC_MOpQTYawyMDkoz+y{%l1&)}xBhw}{GJ-09qod$nGjyl&dI zuJfJWq9ZY?Rvm=C?K~3yMbDCpi}f-s?C~I7{}9k%k{Ab)rhwu=Yd|5upwj6x?OU;% zE96;iq9_&)pOTjmBiS$l08qI5aKHn_0 zVFQpmL-Ow!(J2f#LFv1`05rMXekSQ=1I)C^cVS0cGs(V}13J%zaJLQ0;Lm)n+l6np z<=2lCorg{J7AC&;8um5XxPQqp`#KdmDE9+t@Zl?-{Z$30WzL=)xe^B2T}*BVNQhW`vEZ4e}DqR{7QK(yu)qyhmoI5-N! zf0GXb0Emy-fT6Jzm5D4;E(EmLm``cq3{2~?>qol*>qV<1HD`Urs8u3@9Xh_9&hKB< zmB05mza7>)7Tp3CVsdU=V7J4fzkIYsQINlEY4b>$8UXPO08nkM?3X`vZ3uLUE^5%m2-=oZ~3FcyoT4JO9_WdlZ8zlW0}qELjY0q65nGz5phc^gE%B_YEZ z0bxGD&kYh5>+XAPh!5D)iNn%OVFWE2z>6YunS{(%kXKGR0iTk%B&VIZtP_QZea#e; za(P_PIK*#xX8dLGqZLvqpTG=3IB$)7axdrUy`QBjKdCl>Q7(vB0O39xpkG1%a*}8n z17}4moM5yw8f7Sj0a<(M{2OE=wPa)YFiE8=W|{4%*9KgTLZr1<3OX>YX)=9(ib^3z zAUoL}t2P4)NsD6!6A-^={ZkmEU3_o748Qp9BaF#~fW8(4A^!{5yuX181;JR*LmQ>|5*Zf{mZ8 z)7aNmgs*Rgg@mg%kt4R^CzEpX4^7wG=~Dxq|1LPy(*giiF^|2hyTt|hrR%94pWBYU zrB{yD-ctp;2#-_~F`HdJpGJth5Xd$A@nXKlvOAL5@9C4}PmcRkF&CSYf&VN3S9j9N zmDEXlCpdxmj`F|<|2{3N&Icz2o&m0cxxYPX`}mYJ<&N(o;NvFeu|Itv>lt~k5AWQW zoL26XrI$LX&fp%Z`e)$_k=$<*MTXd_sqBs`)itjsK_AhE zPzFQ)QSCs3En8e@Q+Q~8x!*Lg>wZZdo(C?+}U zw6L4{_|2CHDJvh!t#tF33cYWvBARNNzhnmA@yZ*z%idxghR|q9_IRoK=t@hGLdcJ?LpM22 zU5ruk=g-N%y~Llzkd$4yjP4pN) z@_HzjY;A_8^Tm`OM9~{=`JVSj^rH-E`rQnNE}#APQHs8YWo3ar>T5@WekaZQU4GxX zKU-Z@1krZ;U)XS3-Q8wavD&(y z$D;2rrx!)>AA#k4rH8~mh{Q*c!D#EGbGSIBlQCbx;-Z8JI$IL93=9iDR+bt8XU0ZM4EIv-bfeZSoSxIx1ZP9#-eQ~);~*0Ayw z<;yf;7ubi6y{n#zYz^OAu`t#3l@QHd@G#?|rh99ZSI1;GTTG(hs1@q(p3|jf$1e--8+nZfPJH9!%oz5&5nuvr~&w zcl=f+F7Q!W^2|FsMZvZQk4_$BexM>@5%d|SW?tM zTk6#RoKV8oFz;rh2=La1&Bt^wouxm)l4)2v!KatcfC@vVUqZiMuAvLx$w8m+Dp6-m zRlkuiXS#f0dau!#iw{%op#IWquI*7%(_GE#h?f?-vLaR?;@8Sxns4^gsivhJGhL-wXcc6-~7 zx7d?hX#E`F>`@|TdGu(ZZDF9AP3H09mp3M=J$6RAjdE7!=?fkE>aTt0+O2*zEp&d1 zc*MUFUpWOUh=spUF@d7dN_-Aw7#jCsAmb|UOQj0x^NSE+C@=wou zZEwreNbkNeb-34JA1l~3T7BG-EQ3yxVf`%HxZ@d3^Wwn0rnnfpYX+(^x2r`h>w5x)=PGzg zhRFyGkHXLX&()=trykp17Tr-eq|nTs&KPWbDwykN;FVpJ^V6eTomn59v^-k|x2bs0 z`QlLndafqYv--}}i^mJg^EX95YCJn%Zti9;bb}>#{F$Ae(Y8CqGC9@1?R2u2T3PxW z`KGZ%;nfS1mF0!OH%*^9UpafNtbCcANgGgbcFR~<-PiDHo9lFb)4a0wEz+xFSK+nq z!pi!uL9ebKov#Cbt$e|Qy|Exgm)lXW4Tz?9FLjqoq}1vrBFek}j-qR<$?6vEkoTZO zmusTe>NYFHXINd)?bbT6!>#EvYTV_P-n_bdFUn`!PSHJkVRcVx$Y;{C%RTScDt=!H z;){z=^eCiVJJ8hhoqpTpQ7W}|ct6T_wnWjh(q!$(WXN~^Q{tuW{LA*)BUybGxw3fi z^kX}vzw*)ihz$SElc)QFuc8^>v@Q&uh&}x~|D(&R%P-;7Wp?TJ)wxoe{CZ(dE?nX6L5Zy zzEh)D8Q$M)!{QS}yhZTQ`%}BxuUE&UHqDG)Tj>f+b`1aS9Clf*_B}W+d>z9|jHlRS z3~Em?@w<@g4mf?y%ACRFx6r;0H{c7pi;?PFk6K}eI?sA)3fTXl8MGP%c0KNl?_6b>1|Pv zj-L7Lo_OKj_NtzbHr1@FAG}eDZ*Ynn#eK5kZNUHl`)?v*P5>St0JvQbiDn6JH|YTM zfCK^pIzk{R5Gn~Hh5})XU^qW1f*y(VU?GP{P~ZtEU^gCI?>4e;-!1It;fv^k60&<09(&+JI}aRo}O-= ze(s(gmT%&ocx{+@zjgNxQ}J1|@kw*?377Z%^2+z-weLZguX}{Av#Q^$p5Kt6U;k^r z3m3luf4?9#{}Chq4m1A-C;xPJ|3$rkIrD%j+kgs>fH?P{G`o<-z|i>curSMrHp_@% zmxvqRh?2mFw?Q!{0kQwWVpC&cW1q$?yToCA;@`z3rbQ?9WhF%!W9poeKZYb1#iYDb zO6^HY&4@}{eEoKoF?~8Ay%>$Jnpy0X)f1jopPDt`pFJI& zeHN3wlbT%>pL3I)ljC{20hC+xF*n9L51*RXkdgN_>-}Oxes6l=O-|v5+```S!t9cw z;?j~2<&{O5RX0UdjTKeZrPZhPHFd2u@AE%&R)1(n`M4TY`zxzY=S?Pu-n?KK@Y4IP6G9ZP*3E$v+c^If$ay(4vfxPgHI z+(293;MmCESpCp-$IwjY(7*R1H@K1h+R>Gs(XVTxo&94odEfv z>dM;o`T6xb2*Fu&$|8cL-Bxr{{xCx4A&O?Z%{<5 zu5cjk{{xB$+l;=`ZYZ6|k#;{?9cd{0{2moX!u)?g5kAY&#)_FTbWz?c_y6TYK2Miw#)xFk-5Ml@SJK#6lkxAiJ|^KoJf_`gsiKgyTjtygr@1_a&D~?g z$uDl0UA@0<52tDh)O567WPV(FSD=~8k|Wv7Xf-JR#`-jLMT8d5WMZFcT357SD(Sr> zt>?RRPCP3mB&Xm$PPwlt$&rj<%Kid=IK@jRW&Mo5`G!YSXmkNo?e8t`QZ7{x7E!Uf ze2!Ea(^7`XpBX)XD{ZBW?Q{}JRMk|Vjo53{uCb{DZ?hK1*3-o;fy2E)YBN)rcIi(e zCG3k^F^cn9u90~T*8?;TIb>;xgTD1o!9q7XsT%qA{p?YUQQ6A(`bRa9Dj3}=*{H;tJ6s3NWqw)a@ESks^tR+=lUU{Nj!n%X|G$67$_9K? z&I`(&z^{=RwgiYTQY1x1rv9#LQeCz{p1k7tix1dp_!I=gxwxDr{>+8D=>@2UE-tJ0=jaZ zaWl!CIN6rl_U1}B@RxAGn=?}hvdixiW_Whl}lScUhx4k2e-K!R?GP`Vx6a28Z$ zI|rzVx2PvQ5muox$?Uzu=NaX^%Exet20p=uyGAhasjve6^i`atOZ%dfsUHHsDM^lZqrH8nmy6hoQ3RyEOkZzlza+sYN>06#WLBmo`A0m6wP2CbIF=w1b6CV6(Vq95 zA{JW7R8;V|Dr|yov~j1W0JfCBqa|Fx@>QAxvCBzz_iPG2>O^R;I|gClqk*U$e-4-# zruWgdu3V#bWT?v3@OKo{ZLt3vM1buYd6A0y4CIJ~tseXtx1*e=M zNnM4Xk@)`x(UbIP*P;&i5q?^D%TX?FGNQAjs7^&AH zM6n4sY;Dv7Uu^+Vb(N%SKNG04GUmS{8D42>(HDNck^jul6DDLDW5uHuDRRY5!neA` zV1l03aawA9kvv@Gj?$1akb}62H$D1l9Zr=U0`F7bc8#g|7Vr@u;~1KlUGn&~ID?!D z%zcsdytbEhb}E*)Isx$*9WE`z9zpvjj5_};Qn0d?44_T$u{m1(NXsLJ&tfufH@`%& zhy7t##~>NLgE?#bDOkoL>@b*k4(RMCp;J0{E^vW7@H{hx{tqjC0gF(f<+%cSVb-Z^Q{L{@F&PoXxPH>JR}=J>E4Np+Q${ z#Geg93|87*#&`zQNe5u<8-r`2OiW(qozorTACh1<5SvK>Jm#|HwaX zy-{=9!skbcmI}8iVfEPR)_;iB>fe*)n(slr`8h20a+8$bf;_*4h-TnwmQjSFt*8jw3oo`_G%#XSMA(5+pY8ppKB_(I7568bq!zes z{FafMnN+_DwGn_#37QOwbni)U1Ex1UHLkY#u1dGj^~t)p04lVDTkU2G0M*=NOx7KRCv}W+~S33arJPLc^5+<|g zu2(1>go4ImA*aF48_nU}q0SGHf#oWQSghq=7kDYqX^IE&PvlI1-$)rj=q4eeXaTxq_EYT^~xA$V9{lOCMZ? zO+j^60U%f(+^sf}mlqj}yVt%&@kb@fRg>IN3O)L)Xp zi$3Gu2GrL?X+D+I4b5qdfn<`~xdtO%W5KDBaYHz84#v@_&M}up-Xe-ZJCxmM2O(f8 zn9~pSnB_%gy%cr0GuM)MLI(qeITsKlA_>@>gQaMHsi-U^e$Pm}&=gpeL{?&gJkBMC z3eEQ-lLoJJZa* za;ImP0CeN6-Mf?1uJfT<5J8k0KQROOpGz{rO;|8GWu0AV9ssfH1v^>8DxbrIU%*|k zV2`_ycPdD_K5zjygSVuo*Fx62A)2>CU=M_x9RoF@?cUYVWs;K z#AN^@&KYoaEotVN>DsQ}3KBL2FfGHUXA_ySJ0o9TvLQ^)AXqQbVlGo@A5d)glQ5TL zAiL>hKFKKxQI8HVVFNkNk@*)JCwtNvJoHT9qYK}8|8+5_4y|gKFT{7iHL8U;%GaD4 zNv`~@d&&k%m%TkCg)^nNeHI2eIOMJTE??I$zr?{lqNT0aU_@nFE7obx_TfgsWO2)6 zr?r8N#1>q(&w@e3k6k`MvMVpx5O2<``dR`XqfOS3q@ToPZboR>=PL|@!!2f9fn~1O zXOL~*n(NB^`_HvY$km<*TUU>oRO%q8S6~-fh=t(Ln+@Yu60(Obq}Obu56?I;8=!6v z_!D)+78_ZGn9B+VgFZym-~rIxV0a`J`XU|PmQQ*ZOxl8jx73m<%QY&Q(`Z$Z_RsUC z_sVCwlBtNfCAP3Tp~0Dv^z$fri&&ooaJC2~!)0)c9THOFNNJTF8bQvmgr;*-5g3?e zy-0?-#fkZCf}F=P;?p6asM7dQ+KBHZStxbEJKTn#79maub%t~=nvb0bH0|;tvJzUz zhHS<#PhI zZEj?cu*x|qC_Gqol|!(M+G`b~YQjchfs|~_2NM-QKj8Fb!ufdj4Gd9wYbE9-%B>?8 zW~+oy$wAm({28eS7E(rNWX_2w+0(@ZgL0@~Mi@6kHexkV&?LsR$J!l0(Pn|Xd)W(- zkJX8prRdCIZP!KSii6%R%k&6CXiPwBsC#7oI?#?saKC#kV@y?Y-5=W9roOhhiGxgC zh(D`9^ROC`X+7W6h=)W~gQ*&##6e2)6ijZAV3ftM8;kV2KG{`f`9F<hxW zjz1cT?FH!GL9<1B28pM5G~JN|Jic%d^g=};!zQoo%n(EwQ6j_S(s4J#i<{Go>E(Io z37)5`&}$ezC4Ipjy`ygHemxXwG%P9NjH>5!G4HvmXY^w)Jc+c=RI(=-W$-q9B{(}yFPuGy#u zIpa(d(;W;p+KdzK5}_8%4u15rU7TPt<4(zn?*CvJye)8vYdMqFlU-O zXVy7qu{LM*Z_b)|{+YtOt>wIZ!2I*v`4^q@PHXcCPe1=U9&kIE_pn@eqd%(yl<@6b z@LyX9{I?Lyycn1}<7K%R`Hy@Rv-p2Fks4$o^HPe!QkvybdcaagS zdAU$wx!7{KG+?4+b2Zpg^ z?zdbW3|Jk`T^;RQ9ba3W{I`m$S?$$FrlE*a&})miYs;N$t7~iP_V2Zcm1ey{djHt^xyg!^OtWhUaaMppPf`Q2}n4_+V$F(n}1&bEE}`QU%H>JrMRpu z25dl_H?}O-QqMM)6^LO%>jq@$*xu5n~f~%P2vyRS!~3#iEDIzVYm7q3 zE6f(!dCPKR(~xDCRdLstWsAjmi~n@X>SkAlU>n4~EoHT5AGmj&yPaCQt(>@#hTW4l zAl6ab_psVoW!_m_+qpU0;a&&Xp_(4Sw@l%?=5VlS-Yy4T@qlA}*LwXR@rL5Ip<;~qo*WYZ$Cw@K1J7p^PN~pZ2e);u`<=bTLp&QH5T!JYmaBVnn zX9Y%_w()JW>$pUC{YG&U-nB!|a&p&7#L|y`X5;9NkjP8n@Aknb2Q{&ar-fRPyN8_2 z)UOY;=A$Sm&xK!rjXMrLeK_R{T1@Ldy+Q4jaeNcSD_soefBO;mZ7uznem(d*iWqnw zG3>&%uZ-x=M*!dJ&!X3MkO<(DwMr!79VI*s7tBb3s1p8hvq79Ee7Tu_O#J@njx#s_ z+&p0@H^Tz`hk@AR5bx(fm0E~@XTE#Eh=11b*5J23*6`SQgjY8>Q!-{A2@OHY_sk${ zBG38XU$sn%9RkwdZ=c&b^Gz_5i9h*mXYh?8a1E2ce387C3*R(Ckfm-AqwfDX%O|Nq zlPnRDpHo7czUz-h?bWcG)3$vK4k85sG3S z`+~TS+A?kT<@Nk!zX6>n`nhKfOGJ~s$EV9(B1wFLNui$L_w>*l6vBiaI?sCLf;oAf zejdw;cMPDHaAzK=?UN(?-7kn46C^8r`5U18|9~RBVXM~){?ghUCE95`Q(>9k**o

>wJN$%h@>wm0rImd*gCYP-{Om4j~WreWTs^|IdFAJg;-zJ{#Py}G=4peOYcU_EvP-@A15+Ko{ z5u~v#`Fnlj-$zJ)q6!gKe`HwLkUTb6HRkCb@)Q>TLHZeC-!zNrxV!I(8lD8@`rnI`>V+3 zEONETVNwT@*wWaq2b(G+_YAgX4bgtj4pVg5%wjmu+{$z5{{DsBc_t4EM>y`|ui2yW zba_gmvhyNXQ zGPo#Sh-rkIwsTpy>|^)zz&^hp<(StK9`e!-x3POe^6nE-`_~c?RV6R(MRQ&l6~%yV z#~%{Da@87WRZ^haD80ki6N&#!(a1m^Q z#qSXO)th7y^j(#WEl!bcsxM{;c{#=t7f1@2|mcW}z zuQnXXJrxGy5Kn$qEh^nyTfiEET!=eI6}4bPo;qkj6jYL#6CSv5ggS1-=flqjA%2WbC#%CjRMra}_A$E|^yf)ngx{s=>HvWmrCI=`>bF`41 zJ0$wG!Jg_9EOkvrmjpli2|Cq9l3W-QGyEu` zu&0ZXX+uWSX0r=v2&l4*PbIn2!}Ja@8d*Q(*&GPJ$S_?#ZyOEX^^rS9}hObY!fLI{p85?fP-5Q5@~``DyZqiKzP zM(N2rkX>RTsG!fHCRL*RazPb^JTykmnfL7pm7^{m*&`*4l&LF&d-astHTPOZ%alu^ zq^hkk1wZvTHLLiH6;g=zKD<&*^>#Mg=S6Ir_ z+z1ib@|BY{ENbM)yRo$!?QEO%gv&R_t&c$*3s;BiZX}TAP zZ?_ZjS{i#YzmIy*m{G6sGnOihuxu6ZKuD{%=h8cp3a6UH8{FUcRz)xp(hHiMR;3R5 z<0zx(ABUt=BY(pNWu+_F3TrfFdjt?th}GSW=aLy2{^U_A(dlR)mM}82JfHeN`UTa` zAERX&o|RP*YQoL8q1{_fq?4<(d%kVnAzC#{>|vWFr_luZIhd&okSH}%)W5|u#LV-X zRC4k$o4<>g!e}xmbTyQu?%)}P*?03rcpDCw+^f|N6;qLtoi^F9Ep!-{f$u_!I`iN?D_0@1`)s`YkJo>6{hHlM{FXQEya7`3?xkHni)?09sLx9h z!z_PKit^vNqvSIxX9Z6c^V|CmCvtI7{l1y(BfFby=WFEyf6ag+auw*(>6&5x!+>Ku z1UYDQ{paDK|EXs;-f#Vz;U$7SV4d63Z>wybxdN~7hUB)^d)D{+b5!7EiBiD9$4Jx8 zp}?P?x&y-gt+V#rdn^^J6nJhk^mkP==+9ht;Ln#Me>d(0UGFAc|6KTT^J^&RM*ZUE z_pdMb4-4G@Dl7pPHgr1@sD>pn!h&qEU^Og03=2(zLyEB^jabrtEZHm;b}Q4p#3G1# zZd(E5Ts;)xJ(OxaR7O42wmmc+J+$FHbZI^G#XSuDDB}Jerr93mogS9U9#*2>TO&I= zS1*TnFQ-~Bmr?H>+upk#z1-owJZZhW#l3uuz5M;X0<*n>JH0}ez4wUvgsJ*OxcWrJ z`^41x#Ets!61IJk9(_{bebQ-tGPj^eW1n1qpZsi}!cL#!WuFpJKZ>efnX6w#ykAwV zU(Kjr-L_xDqhB+;Un{L&ySQJcv0t~pUvIWwf2ZHzvj0BO0Gevx0oTAo@c~1%0VAUU zW7~m89s?%f1Ey&MkBbM)8VAh#2P|d>EO!R1E(e|*E4c-Srs%4uXST~05XSLGu^L54 z^cKow)(Kv6L_CD^pes84(rm(+@xVyl+G=Qcl-&WSJ5K3EbcCIYq<}!mrIzMW9LPL6 z!ds2_cMik^r~Ck^q{ju3s}1w-R~DSsczvn#bapUQuUvgbeRR5&%Re_Zl`y`d#Wp-N z?noKGI!zhARU||d$%myAE=--T)94x-v{7rlDoQ0{?6!YS?6v`ni__R@51-X8S1M;v zj|TJigT%1m$EXM~4n@I~VRtmBWIO8nU!ZkgPb8P-xm=W;DcII!v^;GzhpI0|RW>vu|Sm{2~zSS{699obk^Kb<;GT``}KSBp>)tzyHa;j0z?RJ<|fQdu^b(8&k z4*xjNfr98TGg5N6;JwJrN}zHK?r5@T+*G&{>^VR8wXh_l+@x#?Q4O)G9|@(F-wS3nP zm&Sz+gW7!!ml((CA_%>$as1M4TYkAenYuG~LUTgGZ7&T~j-`1rf%m05!_LBGmu6_@ zG@_kyRX~H#V{}46DB&iM6{f<*9No(Fu>H74;bBx5HuDZhFU0ieObpmL5sQ8?a)|v zvoNG7J+*n5e&^ptkmAu4b9HK@v4XeO;JtW5X}XD!;IOV2VYWQc(tSW%^n#WFX)g>o_iFN-GwL(Qa+JcdM1NsAK)3DM=!P1~aiZ+|&mc5&JoAU{^2A*292c*| z;)e3$LRNl^((*J zQo-n@V=HwhBOdSBkmun0NRu|3aJylP-+uG0z}wdxo&N=cKzzT5Bm~k$;34$X|Mg!? zk=GqO9&nWcv!%k$O$aM48H;ORDpoy+{6BcWPvzJn_}jZ}z?lDDjRrgTVJLJ2uxsCe za0F*MgHRZTHRu91*oE?|Q{&{wJ&N4aYvF=uT-5VQj^qM=943oQ^fgz*WxOeP+H> zgdldvgc{_$o8Oz8O^BS~;u8g`ox3ZL;3+KMgJ4NMs7-OWg_e%JjfBz&q|u7IQDB78 zE@`F&Xg#uwFK1=>+#!WqPpaP|%gcv<(OytcR49}?M zJEE0d4Bliqp#q?$->1$&yO!RBN`e?YY6!H*)>BAv#=>$vMv^7$f-uN{P7gX^?9bh5 zRV)SUum&@bgNlv6HP*pH3+qGa+GqW1OvK9-{zw18{cOD>+Oq8FU*zm#EV15Z;TnaV z%C>AeXg#FOU@RPHuT6rl9b&z6W!$t?+l%gi4CzyRV}+Q8JVwLr*1PSV?Mw^@JCNxd zoJQj=8G^(Zi45*_rtkW;@B7B@{MPUN=I{RY@Baqy02lB9C-4F{@B>Hi1Xu6{XYdAh z@CS$R2$%2)Kg0BS1{k9Uc?i~SSO#BS>R3p(PFYckj0W#$2H=W@4$sb!;sz6U2JNMW z^EQZJ6$qlR@Mb7+crX-qP#KkRhi7={mI-kaKk4ng^^whdF|Wn}qU3Rfukg1}Vq#fAWD)26}J@@4#^V0P%qs^kyizXIRl9$Bv+Khh?0HpdyEhYVl=Q z%4kpprN#~@AJ9bia42tIVQ__LCBk;NrflGjYbpqjC5Um@g>Nunc9@25aP@YG_4Fu@ zf*7fh3J0o;hIbr@c}Q}i*ajm1ZiN`BWr)plAc{s$A2N@$h0ySUpz?u023NouP{(n4 zC~;~CR%y=;cPR8b52|2C2JP+eW+)GM2&!F(ZQEEsAV#Ie$?~aoD zaucUY4hJP7XL1aW6ev$0bhP$J@ecoLaQHGGcM~TEX~3*Ke;$GWk6}-r7FYBsF9>7s z4yrVUI)B8Ln}U|32i}<(KJaFT&hSL~14W`9=9mKCNu*??f;qZ^x?@d&5QZ+Lhd9ER zF8~EWhk`GtU94#ZIcd2o&=V{`2Gs(EEI2+_5G{d_g`R(uks<^tNKgDF@>JD37Ku$}S99^bNqXe&ZSATf0P z`ZSFOC~#XkPy}zlg1WP5q-)R>eum=k`$Fsa)aeCg69`eb(uDAai?IViv#eJ5tevtQ zk?FXj%=(?0%;r#ov4>XdPA3 zq0nPAWzLjd4o504!wd>xX>dwhsrIIBVDarSo6yl zmQ(D^8AHz-l&CmmRY^#X496fybyO6e*V$+JTbx zt3r2Fc*=we1t&cYV{vMkdY8A?_=&K7#3c?G9nkmm{$FK+xe^5i3{D4asuB9+~A zqS1@ySkWK4gRWAyzR(M`hFBEJyFy9f9nTE;cv{$M4is?232hH7i|u2EUZ|_dBGS$z z3%QaNJ+4e))F7%UbWRow*`bJIg_TDRJrXc(ZWR)gz=G~ay1q?Sm zVcpEZ(2K}W!43aCvM@%E711bC-&Lx4*<5%zjaV3S3dNGuEe3(bhbX9x2nchg3D{;? zsO7mtJgvc>;-L^c0F3Fvh(YBWjF60%b}P(Q}Iw3vqNA zF~*&_P-Y8>f}}!LGBg?#VC_+-ZVKVqD7hrvvQ}dYvDZ+z^!(8*J?~K=pF*@0sp=Jc ztYX|BG|ECFe!envVw>F9q!7FcaS?5CvJ5INAGRc%9-r`y2*q=E>=sQ-?b6fDz2bCR zF3BaEY+V1FtpV~7AA?9|3_YMEMTb?(y2?i|?-1guLR+k8XrUZ9NyD4+;a z*yRmPfz3im3w#wJ^cYM9&t;V(1tgHbd=(XzcFEW>SDYh-t@QL#(Jd>*lB$};sclPE z4kuz+BH)fFPJ^w4tTtI#h(it?S<&JKC5ni1Iz6vU!Oj+GUgb38jXoObq|?Z;o22w$ zvJ3w`uWDX3wgF)mYy@iy6Id7ttx*kUsqS3>E3gLzn zBIGMYD56f6m_mDq;|j*9<`0aa*+Op7t6Q`Vc9*ysBdAa_(V%ZfintmdL?VxKpaX4E z@Wds4Q6Nh23Te($2=vlNu3OmQ99*J@+V&7ax;&3qS74gc?6nX>xFQ^yD^9-@atkk9 z0u+j%+Kw)f5N~jS4xb|gB~s-=7*b)1Wf^1l@PY<1eLR~SSGWnu?g{J|Yua0c<{v5F0e=qic`hZGi-#FD^r z5WOl3Ev{4rF8!-7j3C7K6yb?M^uic_h=qa_GPsFMp;_N#V1rz-7A!0y5fY^2ab)3@ z@9{wq-S~o%q~?w}1W0OxAViMH!iWu_%?e;MokpTEoSwvoIOU)MBoy(;t3Y8j4XUwW`P(3g=9!#F6~krBhsn3!l06M_2QoQz_gGTg<}g~ z3nM<2vp#yH!whCPgYAZ)1amk75%lOpA@HZaL1iNia-d&X0>}_oaDg0y;2Hn)>XTCj zGG{1Luh zxE43m#tx_SVeEt`D0)DF7?L<5+P09?p$Fb0ngRYh=AQb;_qfDA1v#260D3R$IaPxhAOLGh3R6i~@CH9&|$ z-Vk6}Od`6Yq3{aSIGaMqRvd3!lOE6Df+worjxJf1R!+M_Mb1=(lCrcoZBa-flE)ZV zNWly3X%|)cvJhctuzK{cMVnmFJE5jzWmR~v!Uj!bvMjZ!^aus1=n)7u)S(TK;)SLd z0xE~#A`XQSD_vlMVEe98&pmdGD^f=fbP#Vw#jyj5M;#bm6$M)hnFIR7^1xOc<~;b- zZ?9-^*pbj7zcge>GW)3za*RhDT|N_??QADE@oCXxaqE&wXUG3(cgZmfHVC45e55I) z)Yyg5ZSSZSG_+L&3Y1U{a!29@bB_hG3K4}JAOWw!+2smj{z5$R&ELwFl-o~%GCkta zS!*+#l5HA~Ew&($aP^lV!MK8wZZQRzRs0fPq(`Z#)r^5$AsX9A7#&8r2Lknx9+yZb zS^mo>UpfOGxaC3?h9inC6#N#1mjgIkXW1}9%=vu(HD{hq<^$mCn5(qz)}`( zTp_>YKsq6yunm`I0W9mT7sAEzI=mC+3W(wZPUr?>Dv1B27ghM&Ei&{BD4ea$#NmP> z=0OcF{Kyqwn!^_EYzug}f@=fpJ3Ywm8b4PsE3rrfJ8*l2nk!-ogD1$~KZs?u3uUS8 zfD}ExYK}=MBoC)(ha4Qi)N0T}5V)YnIOySvbkGAAnI_AVhlGxkFN6;F0r`kdH1;d3 zWJS%0$0eS1m9&$j8+=N6X*rbj-NR!zt~kd$%)!H48-Wzgd0d>52*bh{)#1tS3GBleT;N6(T!s(?RYOG%Cp#<>>1-2^Eq8jy)EdBqnH1|dX9G-Ls8)eB5afeNZYNe#kU zh(m-h0-3l1%#DRGOhMI|USC9ov2nqmh(f}s(=ten6+pq4L_<`7o|~Wx*{L8KHbhHY zK}B#uNzuVt1WAsR17xIEVQgMhELQJn#E2Z?LnK~UltWb5MJup~J79q_kl@-)0V*wu z!=yxgTmjgW1v!Y?mrP4DY(YW*LMPC#+yS}(!xaF+%1{?i zz{?bbN5y$eM;HVZh(d2nffbB_H~{}7y?Lc)ekN#!W>_=>*omfTo+fIhrfRMxYqq9q zz9wwOrfklpYSw}m(k5=^rf%*gZ}z5d{w8n+r*IA@aTcd>9w%}pr*bYQb2g`QJ|}cW zr*uvybylZ!UMF^Dr*>{9cXp?DekXW_r+AJhd6uVno+o;yr+R89H?*gFz9)Rfr+m&Q zeb%Ra-Y0(Mr+)4yfA*(;{wIJ2sDKVAfflHN9w>q)sDkF_dN!zoK4@$%sDw@^g;uDA zUMPlUsD^GRhj!?GLMVuasEB%|hnA>`o+yf@sEV#Ai?*nKjwp=AsEn$Yi`J-(-YAad zsE+RFhR&#u{wR<(3Xcvckrw}{ksc|Mo@kIRDU&v7SR^TwMyZreDV0*GlU^y7E@_o+ zDVKJsmwqXRW~rEt>4<`YAbXqH}I+~@TaJj zDzO$TZl3CUUPCRgf*}Av1eAg++=8ugLpMYNH+aLeQtLKct2fB1H&81#OsmP!YI}+U zH*5pB>Z-b~>zuVw_d}@O>JU|MBLpNN5HlV;AT!I0d05q_I z53K45*a9~|!>X+610(`BXagCnDhu?&HC%%sNB{r`zz!e-yN0aD#;LnXs-((7ImqjN z4y(Pktjm5TzP=|kFoOj2>%=mH0(2|`%m6gp0RSMu5dZ)IM1wZa002CI4;TO>aD&m# zz!VIC0T_cU06+$)fejo$GmNa(Zta(rgE5%wf3ob$jxE_XT+F)XH82Ceg2T;9fB^VY zxMnQC<^Ta0LoEP+25c*~1_J=Rz_vCkA>0B03_&++1G;i8;wEmC@~Wg7gMW%`*+#D9 z;?vo-XWFi9+eZHYHC*d8(83TDKmiDCGu*8guJenE;?6GZ z?kKQ+ZLfyvb&9tJ=+or3=qKR0)SD4D>U4K03g5}s6q9* z!mr*z=n4SH)~@${uZqTN$+m*yu59m~FZz1>MvMf8QD5Gi{?`JB*Co8`)FLQD%&oVFvYAyFNF&A@!{&FxU zvzrdHF*ma_hpjS4Gc7+eHCOY1BC|ASbCWW&HFvW&a|1SOvpD}KH-ED^J99XXvpU0Q zIiLTtJNI%rud_TuXgj~NJ^S)J=QESm^F8--B*(Kp2lQ|%C?6X``T8?L7qdb0aY8pV zAcH11_=7}GG(}gmMPKwpGemqEG)H%|M}IU(hqOqKG)b4VNuM-Ir?g71G)o(_L)S1v zV6;rnG)>pEP2V(5=d@1mG*9=mPyaMf2enWSHBlF}Q6Du@7d1p9wMN6|?C`EJIPgm! za7-t)RbMq$XSG&uHCK1FSAR8FhqXT}HB(=ZQ=hL(PqhJ8wOF^cTfa42$F*F~HC@v+ zSsQgzzvol$?n0|I__B3f2ex1jHenaGVIQ_t-?dUN#73iaRQvV!0ybh#Hf2|~Wncd` zW^1)#6Lns@=Uz{4Uqg27N_J+KwrQU>YNs}0Z}w1kc6)xd4Pc4zlnGdEB> zH*}MQ477lFkGBhqcMHIP3N*r)O80bYZFOrme8;zZ&-YJrcYXi1UL%JKfWQcpfPa_3 z3i$U3fPe{jOTJ!iQIn1O)%N1bl!+ zErc3CW1~pG1Pl2G1 zjdwzs`?!IV#Ss9;w#+~V_`rx8gBlpa419nrd_V@gfDdSe^^(90Y=}Gfz^5C74~$tb zl(<4XLk?V!4}8E2EG9k3IX&dSM#;hpR65Jjc|(u@y3oTBd;ke-$P7FKrRM-Qc{->| z`5lltLpcN^uqvyDx*?QkDj@oaX>w7z3vp;|nwd zurq`j;CT)lK{*5irz?a6&^tE_0g=} z!M#Yp9WF%0F9awkJvZPw7GS#s47&u}$I-jF(z8U+kHpGj`$)L_%VTQH*F4_mz0BXd zPUn1K?7T&rdC#wV;(>x16#H6mJVUHKOB4zygnBDby~jiSLQMbtLde1$9Kj2?x&)|! zi1e{t?W;#NYZ8<@(AnzE-$;%*egU<9@a$c->$5Lg+p4 z2S4!heNOv*Spa@T3qFXiyQC{bIeY*XfNBmT{_9T!zP~xxw|Uqzguus3)LVY8`v53B z!{K|p4+#50e83&Z0;dMUuztNl9Km>i0tqN^`%nHt_`u4PeB*aTS0>d z5hhf)kYPiI4TUh)VY&qPoE!w1{FG#Xi=j?x&8c@(AZI;{a}=^q)-2!KdMymkt$K5lT&(F?gYJ) zPJ8C|H@_|;u$8r+f(UYatV=EH$jAi&ZpZ)cC$1^?9^gaNh=k5qz zdfX(_dp6_m-MoPd(}N6%udENjJi_dw$2=;Bkq@k+=LIbCDn~K>d?<&WRs@qzJbK8B zYp&yh8qKv2K@3sE5lJl3AlQ0KQN0cru4p z@~ez7?YxxWJCEFXKuHpO0MM=+BzUqr{XqGkOFikalB^6r+ptE!1~SpnMz$aO?D|!-_w!CMx2Y5xlT^WM%hncy>`*cv?U5xU%?Gm+;KOm^w@LJ zO;_D@h3z)h8+Xd_pdH<<_qS~A1&-T%18o14+8B&o`RA#ruG;FGltzkKQnT*b>sFbDTI{i* zmip?m(M}ufuZ!C{Vz%Lq+pDn2uG{X8%~o6Qz4=yH?xC@UcwT`BFWm6M5l>w4#Tjqh z@y8*LT=K~&r~B^9F$XvAzB%vQ^LFC~+@_)ndZzNzQBPg<)md-d-^^i;eb>!Duif_B zSNz-Ugr4c$_uqjJUijgOFW&g$kx&0#`Q@2!-g()fkN#2Gaj)L`>xm0}cj>wB-uv%M zq#pb6$uFNJ-LoGR{Po#y-+hb3H(&nw%SRta!Qanc|NYmGpZ@;=SUda03xE7G-~ka> zH~+;3Shi_k03jH`(P=Mz?@<~;Qj|aqZcuCsq{({R5kioJL{>Y=%Sl2gK^3m>B?Ele zs4jSr404c$HS`$m9{52qh46&_=;4gqagz0nnL1t(}DNZq5 zI6R^bMN+~Ns$_^J>0(K?=))^2k&G*3BGH_fGz|8Jifwe`>_8$b5FT-kbQB>G=@i5z z>MdiQ;%j9`=!kdhBEh z75Pap@==VT9N`@A7|Kl&v6FPln95NeGm|4sn#d%^uqWDX3j`Jd;Dn~J?*+)B0 z6ND&{<0`e7NNWm_kI*!tET^eWeQuM2_seC_cDWmJ4wRq~AZYJ2H7P>MamR!@vzoN}2s$f@&3ImMo)yh! z7!~T$9CnnaXXEAv)2RQ;N%HcfMJ*_7R;tcp#?+mpWT!kMO3$0#Gn75GD&KxO6K@V> z8^nM|P{iTY-`GJCz!_;4o6!qou!AN1xCI@m(h{T2m7GXjC`x3RH+jW^I8Ieh9-2ab*cz zQR~ZcIB1x6D2fZ z(vByTXDfx9-;)0kHzvjniXGfQ1<7g$3R@VkI|#AaKYZ0A3BH0T=1|u4@L>vExI|IT z$`3-obtKThLKUE(21O(yi(|M3c&kDWLRd}BT5H^(gu>VF~Oj4GT1Fi>E}7M^R2 zDulx$=eWWx$U%i(&}qu_P{tJ)O%GL6VarhTu0JlZSw(=v%Wmj0J)|Iuknn*Kqc!z4 zm>iN@c;WxWA-VIdHJIl;@A|5J_RXJp>{vIb0z;!lG(B8lUAHKL8d=CRJ;*wtDlfUS z3=Ya!vnYz@x?>-~2(Ld}frZRgp&Q*c^)IHahAE`kB)E3B0d>u5d2`g)E!pu$qU{MT zY{LrCpvSRY0pw*j+uDC9Yb&l`3t;qu7y}jxwsGtQQJ6cfUnxf~wm=Va`vcv?XvW8# zQEPv^o8OYpCjUFpRUikQt`LiGcwxZukV0kAZEXy5nI!ty z!^FKESAN_<5mG=!m%Z(eOCM3>BQN>Y`}fk6Z@tDVU&*~a5^ZQ_Ar>B~LR0232QEaT z8+QMg!dLmgg=UBY5L76uJgPi*VceqA;4DciZcz?&c%llz7_AhxL27PPfzwboH9e}F z_+}uZ&RDm6_fF1r&9l(!Tx@xhwM>s&K!L$hz)UyPJq0Kvo*wE@!xgSzhdDr^(Qe-? zv4?_fMoay3h^h}|{!fSq%_a`80-YuS7cc`orvbg_0W&57Wy1nR&}RQI zPy27!=jY!JtAP-1kj zCwedm#pMTsunBo)2(zdN8RiIiLJ6&~SD4TVwQyvhkc6a=U#M^=u5b)4s8bx@o*2VrVf{d4*_v+^e_+!(PaFP4GS?5t7Z@t zu@MdC5Z}WQC2?mMaS|=jSRhe!E^!mjr4l*u6E!6hL2(q(#S=;K6oF>{& ziLyh$@+gfWDN%7H&2kfcG9B}B&0GWQj8z=fgS{4gz{lBUqodx zix$eRBrp>l1mcLKk{;k8Cj1gCgW?6`q$tBOM#i!*ck(dLFfqG~A3gvGFv}i}00V?? z3}j&l0AK(pFC=QA0|3APC{HS%;Q@{_Db=7B=-~kbU;qH%5>kNF_TdOTK`(DZWv&4L z3ZMZ1AR0y@yO00?q;mk8K{0PZ06c&-z0xUMW=Ukzi%ila2UBro6Auj&HzzSMF_Rt) zAU+lI9=d@5=;0oaKmY)t8~{N8mZ8gNpcc^K3N~{eltBROz#IPN9SU~`c z;TqsU02K5c03aM(1YV@l1BM_Z#^3=uv&;4Y9R`3z{UHfHpv&4*0BpcMQQ|LwB0rU6 zKTASMUj`|Qf-ogb|fds^KBuvyE z5LEd5;Rtr1DnLO3#B)3`YaiS}09G@zVpK7EbTdPu6iy%{?%*7B;RNy&#_m%zghD?7 z(Jk(_b5G&n07y+gz(MKI;{(tE83Z7-L?RYQpi%!tqBRv{NuX6p_yRLvGg_Bq zS{ld9}EEi4B;BK!By$O0WI+I0VITi;;0Neo9X`NSe^vm>?ionbL^E>$ z%1-0x;W$HXR~NJ#+}2?8wae~77AQbYd!cbd0%DQ$B(#-D_XRMr6>O(eY$p+1%a#w% zHnV(yVRrymQI`rLz%5CPAG`qp+!7Q{Kpdo!6&ThN{J{r6A-l%FEuTRuk)Qztc3=gS z9uVLeLINFbRWa>B7E&Otdg#tF`#9{?gbSoHSFE|6!_arcL2IRnMg?Jxy7XT8$hz-)a_JR9MOMbgd zk?8j(ob@Yhc!x37Hp%vf5i^6GaU5xaAF?lAB!r2Z_|ufpfon30g@uAi(Sp4g4TJb> z_%bK17(WB^jR#XD4{Eg-Dv$+vkO{ev4f&7}Igu54kr}y>9r=+VIg%xLk}0{8E%}l$ zIg<~$j<4p9w~>vz)ivLkambQ<=Xeh}*=ju5ic1oFCHRzC(}!Uh{Ze@mStK00WtL?^ zj&(T*Ynf_RnF2>Ai+VW(Wx1HS?w9|kCYTElnKgx%o!JDH`Dd7!CaO7_tMHhyS>C4E zXL4nmEd`pvIsdwOoVQS%&6$?L*w4f`oxfF^-MQ=5`PbSxo)ZzB?Kzp}+1@rdp9vA4 z{Tb!TIiO7tpb47S2Kt~E(4ZAs&l0+!@sFV)TAsmiYbF{HCHkU;>!CGz^D?@l3yY&c zdh0%VqYl5;P z(y}jG`oP-rV45^(fME*&0K$xeGc$Dozye^mv>&^Mu~@Qig0&aYwO_jiW1ISB+q;AS z5Kiq1dX|IlA$6&=j9<}ZkpO@g zMB)ShK`O0;5v(^PkiY^$Vjq416k;DfDMC^0r;FIED?y<$C=)ScoPa^QNy zLfxZO)mi-AY3Xczz!2zN0Q?OAs6ixHK-~Oc2vC3#aGfMzloEt};0vA%f<3bqULPR+ z#sy#-GDzZ+HnWztyZ8Ye22TJwedEtOYpr!_v-SZ(UIMaXgk~X9@iwE0RdWmyxlz1BlvTH;|1~p0F>kiUH||l zLtEYD?F-S}<=%SE7KI@^9-`YV4S)a-R}*er+c8Tj@19`+U}ot71>6z|xL{`Ap#i?Y zEfIhnvK++eJwcoIR;w-;27Q-NyTsG{ym1V2sB#8$6#xJP09MOAGeE^roaJ-h#s+$f zypM}A>jtH=D&)a<0YV==e*_B}Jcux%!i5F78RW;0jDmCUCfM*t&%+RYhD5oe=S;v3 zh9v(RGBidnrOK5oQL>Z(lO;WrB^k;p0Kmr)eu|8 zwJ5ihQL9?LiZ!d&tz5f${R%d$Sd22unmvm)ty!X1SF#<8^j(30a1*}u$B!No00U|a zq^E(#K2`t<13*N#>D_}a)y|apLc$A~G?_N=_pHE!gac<7s|z}`=+R%Nsw9m%wd&QZ zTf2U3)v@f^v{NpI>K3-acR*7w=7&+=L5TkJ>8mFk>g|G!)izICSt-32?)-7}wENFSPf8CXGyFvmApZZ{ z;m-^N&48bJ4n7E%c!@zsVTBf6h@oiiZP;FeOUaiZR~~w$-)#Mv^&fy(>{L(={jDGTD(@ z@|fe6UVaH?m|X=)W?D%a1)`Wootc$>#=Hq@fbX{DB4ifN{rZpvw=o_-2ysG^QaYN@80T4t(cu~}1^ zgOGXHrQ`!3cfJa&Ze0dTY_Z1fNNck6#7dH@#~Q?JRnh+*l$cpq z(Srp51r_#FbMla;ep|3&4$=e49S$4w%pHv68*s%+^=om)8gFdyz-1MV59N)P(;(oR1OA<;n^ zP0+zmUyXHzO=rz@*Q`kmB-Lcu=5^U-m$%JI_Hjn>*>1nh6xbY!Z8h9>-~ClM#q5#| zJ;t?DOf_q-LbxVtk3 zXEW{|-AJ3xdg}~@vr9_t^Z`pg`S4;&8l6<*OL6*CgT@=xxK4c5s5gG?>cub5dN`f8 zlS&Yubn-?j)%Y=cF~wEWNARX3!+iKcAJ3lZkBg7K;?)R$$}~KL@d+B;qu~cEZ|Kv` z8|lnajVYSMlfD4LjC{2*-?9XVK)6*S2ybY|Cx{S*C^W$j!$89)ny`d7^uZ6N5S-}1 zm%tDLjDWN;px8u+!hJ0;2tjB95%j=>Ccq*HemKSwEFp##!h#;QD+Dl72t=EaP&OtE zq7ju=jUwfDPE|D338$j>FCE2f{+T$(PIy!JE9lWG(`U*I_`k_TA3Noh{lqA z@ov@N0S}14gDB{s2Sgx63y*QRX*8h;pZLTZ(lER=3KEQAR7(-dc%MPOtr{^XLJS_M zgBaX^2RbN11KS~nK4kI@e{9F8J_*WDigJ{sETt(=iON)-vXF)x;|Xu{%9ttAZAolG z5iG$3Cfu?KmMB6h=rIi~@Xk2;I7Js{iOd_Z(oC)#St66^wQA^q2So@&5t!%)UcjOW zVtB(88<8A(oC2EUMAkCTa!7N z464p&Dx^u2F;Ux$!cvHm)HN&YBP@!rgg$Trc)U2qF{Z)EG?+r9GcBraOu8zRmTR3z zI*Ch}^wOfl)TlIF!ZgIt1PSuu6V}u4? zl601YAId1q019IOy*33n@~}W*Z~}mBgodfGaw=4z8d&~V7Bwpr!za921V2Q92@qt0 z9>Nd?G%Vp5jTq-_k2@O7)-7(zV+c9`umif#=OO>a!3#l*lMvt}hd9~Y2R#nZfO8Z? z90dUmbqzw)rTm5-w1@?b-1>}LAVahyS(0P+6Pd~UHMagiu4t+eTrr>l7M6IQ9`pb~ zQamvV1ug;u+u`2`uSdD(i%oO0%a0G7ARnar1uKF902bhdFaS6KJPO1LyzE05Nx;h( zWHAK3AmbtTxB~(1lovzbW=84>3kzHUIztkmFqo z@#{+V1Ctr;*I*Bw6Mwo4<}lNVzT{jXFE$uQCh&j>QBa~A_25{^ zDJx}4)gCm z4BXluw+O9O*fMT<2td5=4#zQpFa#>E^rkNPM1bRg znSfhAbi%ma?s-)5tY-^XSlr|`_dEYOfC2zuLm#pr0l@cx4gm}#-=GjdKJE?aSnT^A zK0w68d+`B+8$2&Gn8BsDAQpAciv+&Gbf??>08_U|E3A(7eBWZ<_83CF3DS#!*PZJ>*sec*z=(aIzyPmU zM=#p`c7Mcu?)B}oJEV>mdNcs`yYZ|BicI&B(?juvPl-#&Pk8e;zSxj2B(jYvO-c^q z6HMrV9{hlhX~5B|Jh(w6y*K}Qr6+(#0d%Oh5JS*zbvJ%|*K{gI4+Fqt@`eKcHUuFj zZ%4p;{+1k4Abfan4}xZH1n~ogKo11~4wPmLco%UKw+skCeGGwd_uvk+mwm5yIOu>5 zq96dgrZ82O5{XBCj5m1b$9RHAa!wL?XjKhS;6}ZL13gd#MnD8Iheh-kK}#?TjQ~yq z$c1Q<=_D%*Z_$@4`$eQ0w4u%WdO5waeO#~dDj4ZhY-Nw3>Mde;&)%b786^>80@!l z?$>gSlx9_L$_IZK~(1DH?2n&zO#(=<~i9_5X6)n1(9#wC=l2+js~Fy z1&}BeFarXi5gefkAJGg0umiNX5boH1CD)1a_!NQ#kyTL*O%MZ7kcvIP1Ga>1OY{ay zfCiQj1byI;nh^h#Rk=9I1%`CxXN{h*ujp>+=37L^8 znUg7zdq$CBF>W((2ovWNRObL-i4=D+ZV-`?RZ}e=8F(mngzv~-C}NjTaXn~&ib%;@ zxfDTg)&#%w28~b%+3=dLS(!o?bfEDORgo6}q$GT$nsE7Rt?4Acd6zoCM^O|7IPiow zP?WF`2BZLs?NAN70G+`3g}B%*%K3@R$(lbYTj9ABZ4?AL@RTqla}X2;Oq5%FkP5s& zS?mds!CC(m%T+9_Ref){iLmvP48@;HF_ckB51-&z*K}Y{R87HE4QbGp30hhH`Ez{s zECLFHCxMS$cA*%W6+_tsT9688;ARx0L{OLtT7W_OM548*p}4`J$Ks(m*(~TXqpPt% zh@}ObfChT-l%L>iM6d)72~?&4VHu(iwgaV6Dy36OrB!OBSBj-ss-;`XrCsW!Qi_t| zd3xlDFy^@sYSE+VaXn3-2V!sxz;s1nFbvhC1;>C7>CgvnunWlmn%>b4fdHt1pap|U zsD)~%hl;3)s;G;~sEz8Vj|!=gDye6X22E<0HEJt2YAiXb5S*H(tWgbOke_J)rPmV% zDcb)8_k;#bpaiE-4cSl%Bf1*qU;?#jtG9})xvHzX%B#KVtG^1Y!78l7O02i)0y2;e zzlo{wp{W6Crk~m))u04Bqy+R(4aJZS@iRew09<>-3&f-kRB0jRumUBp0_TdZ>8h^l z%C7C|uI~!3?m7Y>00JXm0`ZEk`Kqt`s;)2~1A%m@<2jMTIWB2rum@{0(E26WUtx)8ZOVjH+(a6?VxRct0) z)4&V+v#|DqITbmv59ygS!O%a|*tRx~iMJtvk8G z>8aZrP~jl5QI^oWNofh%DF!I2NxXm$TZlIb48h5D zzZ;6YAuNDPs6-lt4>h+$)VlP}=g(VEd-X=|9zyp4O20^eT2CQd|@d3@qP! z5QjzB)i<~RNyKoFj`^8I;JMkO5XWYnNVaTn*!%Xw6pG^N#%?qJL5Ct05 zywi{m2nkOYEC$tZ3c%~Qo@~lo5y~Zj$gjf4Zkfvx^++)QZPO6R*ro&K&vz zLC`^k5D(}unbqu=EL#F9kPZx;1w)f<6o%hzFh*{42xBw|NOz3}>5!0+lI{ip2cxA? zIz~4l0v76sk5EBMKt!aZV}z2z$DcUoIrnqUbxnU6$*LgvTHTW5hmV=R%!=0OZtv zjPgdaN;ys~Jbuk8xAFz?UjNg&?L&@pWB>7Srnl&S>so!&+?3O<5(K78dGVQZF?MFEiAUqRf zFcac4bH@Sv#}mxsKNGz>^O$lrR(RHz?NwIa)b{ced4-(<_}lc-ed4>{oE*O`$x;5( zA(~Es$h6t0qTx!YgnR?-f^^7V&nBL>86M1BL(5!K%Us{5x#yHWUI_na+nsxPvnnS1 z<47L-*Yihb`j3y4^R>dwJqGjt3C}-@Zh9vSNo*M?ygwRlQgW}4vP2iYfQKuiNWF3y z^Rw(4>oOxa>_hmdz6DZVA}G5=S?69cwGzOP+bpK(oEV<(+l9DE1ms^5L_SxD@~g1)sR4nA*msd6W0ACVk$iNKa&Hk%b%P;YqBUHi_g!MlSYmEny0x%){S$&} zo7ej}|KL+^cL{H5+<hkUdQyI6FQUHf^r2Yx~zlN^F?1At)`YbOpk z_9qhZmpwKHQLMwevRElkD_B}mKDy!@#lDZpQI_&emnkLKEI^FhORX1v7wOjw9MnAY zU31G=^C(+0YFzW#Tl1q@_q?h;MU$aM=bh!-kU1+on6Q;DcSC=F=5exr1JAfO;W8zR zw1hah)&R5GWdId`48YOa?k4N&?2gZm+?S02x9R zBIf|i6LvfO;R6J}1u2NGMZgRiP9_T6w1?luii-@;zRi3w4# z1zifyJfKl(pfQT0W)-fy0v%E$;I+)Zcf>%7Eq$c&e;W zC@Mqf>XS7hLd-}18YmeZ6$w5r>?ft$#+@f zp!{@*E$fivFFI+Jon*5eOAl_Z2hRV=5V<(O(ThY+rHL?xJYk4G$BQe-{N+e(xE#uR zUyCvv1n+QzYa2uQnkdwLDX4MqP5`8p2|8R0JtvR{#WIeg0L^Q=U{&%#KX@x58eb9s z_IF|e0ZU_%TmO=YVzXi=e(M#8nM_n!Pp%o1$c5~!M&uUj zKbC$R>H>{jfZAQfFh{ou@*_0PIH|;fzp{afB%wRAYnkjy zb^0BdzRM5NqP&K->$wHOELAtDs@H7WgE1F_uOT}m?H*ONR`1sRNuq^9(QA&uP^xHs!*hD*j362}~kpPc`Y|IQmJwG7!m%Dw+~+6qe?E@FTs9lV@l| zC(_DhS7{~ro$g(Jtj+#ip_gp5YGeMJXa4ho@m@C1VpRlxRX>;;jC7;T_L!K?&K{memD~C}37Z;|eM4H>l$vpawbvB_tLh|k8 ze?60__1;c^^Q*`-W>bSuXLNKR=)spH@_(Sp+YFnI|FK1ygD|zEroS0WqqCSWQi0yg z*$zftt6IP-6-Vext+o5sW>UwPKUX{Ryk+1M zaO5hIaoJ_dsHQs>KO5 zz9<0=4e#8$HaPn}m~=zA=*@~=T+&xzPd~f89DO<511_4{payPVz9I1|3%g7O-4m}$ z0&8}+ujjE)39bVGnZqg&pmD2e(A}jlcC0Ai*^qA}1t9)BiK~2rfhdci!RK*N7Xx2a z-IP)#Z@So3_-d|Y%-L$8>s7?YGxi1Vt)*t(#EohN8GS5`sXGo8)esYPIKulbYHQM> ze4^81*^c{%AZJt6S#0{X(Ua2#9rho8G9O5dXQ_gIW3-9XwBT?GNA>{>k>bWUIS9?6 z!*pP0kUCKPE5*&-Nc{oH=fRpi-8zyvfuUf!LnU4!M~0Il2XecDnxpr|p4)mqF0^t) zn8B3S>c?oXjb~Ol>8bQa&1?vhK)2Ha|cVxLTOOqQ#lg$&y0-V{AC zom^Pq7?wY|jbv)PQY{V_ze#MGliRIBA;8QheS0LGBX)&HxLx-*e|F}7*$m;;8@lFk zZdtSMKvegcvB-EY)S_oiuoHlF(ujZjZuOx^^qHOm)U2S7+f^(*Lf?hgtnjmot3>IU zzWbpF|JC9HrDk1P$+zmoKUQ63-k%xxCz_S4aJ$KkL>LCw9u*gMF!HNR44d1p-L1Ul ze#l;RIvBntAvd|$LunXZdOt(g>xY0EBCx?IzGys$)Bvuq{o61TFHw#lCR2)i+3%`J zBR9T+Qdhc9(@5P@4r6wt!&hhVv#ypK!NAs)XQl-M=Cu+v9tJ*==2mCxyY&C9#8A^9?qbgBkmwsbK>XBxZ!Ux@MhP0O*X$hE#IHtYfHS*&+vFz zk3?E@)ZT0Hdgx{IQ+_&T=V`<0fk$U@BXvdXVXH_4`>pl!nXm(iyxW>CbTlat39(rD ziSZ07TL3boWzn8ni)Ni`t-k?kt4<(tnBeS=CbY&Wzl-%i%} zhO|7g+i|sg_ao#Eth-oi{?1@$M0?BS?7-w<9{2mDhtH=z+*8x6+>B4>)(N@q|KM`X z^5eyCzsLVB9snd(cnGh5EM=4f5ua5LxvM`GVhjG(+Vy^z+3(r(qrsz?ESxMu74=` z*sa2YHznuS%O#vk!AMZ81kcA#n|we-Wy?)n>2Q{APaiuK7I&ksd(>YoN4oO8!A9u`SM4L2R!@Tx7gR;4YmR&&*wj8hvx48 z^TRx-W|2oHPuIWoX}r4*HF4L#%a!_>?qAsJ?sfJF$M`iqyqPhlsY0~s*{+e*OUr4A zr}aFexiLwRtAaD)-@?ZZ0t^OGN6(HaCvfI@TyIt@mCp=K%Ytwc?^qmqD_;y(ljzae zKGMpP8pSRwlm@+Bmp?n3Y%%omzIgepg?rOi+nrY=<#Nj-OGj2c(-+8;b|i_(6tmME4MOOaa_ z^;`IH#AiL^QE_JX>WqC?>^3l=I0g~Gf6-*^mVaTAtlFpYJjf05j^J5!+M$v<{+%RA z<`UKSW|(l^W^FQ;)R{5#usz4-Z9WvZTmI1Vc*W~QRI zk;Ez5@VFNw$wUJ6Mw3LLVQFa65;R#en!FoL@dZsekEYr|!!OYY3RUWEbdV?sZ#rFO_xdbu+rjVRG&O+|wcA1Rf%Nyxl!#3e}&;&e)ibW*E_VwmnQ;Yp(1 zU!?BnWR~b8dk=2v{Wp7<=!+l;u4m8AO0q~H4hYW=zb^R@QJoSwuU*_d9P{PB$E*LL zHn1|XiL_)8uX-vp_lH|I=jUzEn|t~?=Z+_~AZC10DaCW~W~K8<7z;nA9tY`r)Dz0r zkOB?$lLFny`r%?ly(n`KDPgc-C(qL=&JmNK7A(aZE{AN3e|mQa6^=E-D`>tOV#tbh z^7vfScsKIJhbK6)ulP7vGWT^)a%%}M%M|RRZAQTtrFKcZ4n@6A7rox@Tu&Idnxdbd zAMB`K%@4ym>NLCTK>V$w@pNCl5()J+tMqrk*d5}H1d>1pNfsN~w3sB^DaMMBMrxIq zlB_RAtYk7T zp^H~%K&D<_?a4?F>(}^3gR|EosR(e}C7B=|7-qtPV2L42U{F?4bXEcgSHP?jJCvf| zIGbe2k?wm6I319<0)Q4j35z>s$2?>AOP&HM7LJPL;!ld)9Ni}}Dmf)KaZj-DC%*TZ zsANp@JSsQ#35b_~6-9w36m)VMi>OTvR2Jj0=Tc|QmtCKh@E6RYFA1c=I_-hr4Y0`}#MV#>Vz>()!9j3JN| zE+qs2kA^3er@-#Xg1!y`ARsZ-e@t^JEjcSG3G`%}8?? zEXTK`(ASc-3Z`ByMm$RT`ahF7#zvxFlSHC0KEOAv0}{({kiFbD^W6!}0E)-xB+E{W zLUQ6m<3!huu~kATxw} zW0HG_l*PdEPkkcab@-d5BbrsN7ZY5>wJWil2&~#rl9}(kIjGg@yFf-A8>@Ykk%LF5y4GU*_ya81Id@ATTn<8xUvSzkqD3&4% z;{ar&?^v$Gy+lZYXMjC@imV=H3L5MNTk3_{;L|yYWeZ*zZ3;olJ$QJhyHS+FRA+P!z?doc=>HP zjpO_`?7s&u>gCwx;%pt{iXRl}pW|v@HvCNAlJm_15(A24OMgHZz7t7jtp9OXW0FU{ zkM%pMoLq5K;#YYQG_P|LeCKf^?vPUFaZ8Ql1};L2{F68eKwv`)X61$KKVP_fGcajV zO>Y*k8`8Y)aVSyZpq9?TpH5PDm!ss!+d9v+kfJ}+H&-5B>(b+!6b(QJ0Y62DO7ge=g z3z6ZTl6zpeWiQL%FLzyzZ{-`_RAQD~YO?oWOOEA-#d(Mh8Cik#{5{F`_>csw zk;8oB=;n((T=Sg{>?j{Dv1@LYdgzB@4|1nxPjTdB_dDs7SUnY0ck5us5VDKj@?0V8wlzS-8L%=1#I+0%F=MeP)Ed9Pj-hO#`L$IXr`>NY zY2TM1-)nUw^A98`3On$7afD%C>h^}-`@5HW z`x!%t&V=FP)%6vxhOkqMyz%QyKPuT>s4I*J3tS2t%zu&}WI>cr; z5<^*n7C+&9+MA_3pXpi}%DCNDLNh%6U*Z^k+6bQN-ikaiWXFQDbqur~rEmA<8}8 zi63ep>Ql0JWH`wEkN5sn*&hP(ZFM5CWI>{{!*;M}g7WJlYfOT3L87vIyxI^{@1vis zU;X{^dFID|-KY%MUjOB^iaTD5PtqZ=w~8~@*+vnt!9yeuW*vCyLS@H~9SZ*v7%0Ot z!y?MVBA|mT13F6sTFa+2o#KpIlP; zFazQliyPQW%Z_YRyenzS? z=DjEXp%X0J0LL52bf`>#SfNALk%ysH39kA7UR~Ek^K|_anENN${AlD?%EAM8>0k^I z)8j*t$44rU$p~w|U{_yX9uy5F-76sR^xO-rhYH_RARP$mYtTh)j8I_|2FI6G{4ov+ z=hUzF=jcnMVpmHW8Y{r3GKe^RsSn`Nj-`W}?(he459e^IFs#Z9a6;%g?0eG$f?O#{ zc?EN_>x1~dmMK35Q{J9pf8)YnIX+pJIa4Q7D?h&S^tnlAsQPoKkw$uV6@;+M>W|x@ zLf_k6zg8Mt5O{xdF_HRq!YqYkm(SDcCKnh+d1$6>$f;Bu9^_m%GxO`$&Vn9|y|oySM7;L3%INu3 zfX#5%uf7?U40{fPqNtzW!gfYp1o)XARK^SJo`MadNDS9ltYG4^I4oT4*e>*)4)!2thhy8kr#sXIFzD!VqjqPfIu zQ5LCA)zAysRV}E_xpJ_`R{c(QBO^Im44M(& z`sEZD!zqvs#t4%iyj)Hres6|0Me!bA+aw=bq40ELox?!7*FArCBgLZO{K_=xBCf0z zQr+sBHRcrV!s2#@3|7O?(7OufW0N|!?|L7WDDRy1HZ;Ma&l;OwPDC14KdO*>T15Hp zZx3SZXAluFcpMlF@@!Mf1dEgT8%vELML`tV!I5@#XK`FhT%s2jGW9M)|PKTuiDLtKFa>a zB4)j`V`38X!Rni}e0o8pr}VInzH2i_u5CLO_Uc)a@jLO3WzY}6h6)6hB8&u~nbhEd z5QN09msb>yL&{=QCK;UI|8=DbaF4>OUv z(vmz;`iR$T)J*n+l`TT4Xw`D$PGx8&m2_3XbJpV35h4t zjC99J$E@g;uWx@X#j1S#h8s}Yd!1}N^&6cNr*e`NprI(C{tB)r@q_D0MUlF{ACY8a z7N`I%}7} z1{;*xTSsae`enK%{B@?Xa#-rPSet6?XB3IT>-KNi)gkBzyK*N+s=4p2t}+t+2a!p9 zN}v(MU#2*~a4eP2w=Y2X2(Fph{JE3-KTc+bpJ{oiFaj(g9`z(54oW zv7jt~_%lnqG6tV~T(}wy7SOa|dQl+(#*;9o{IZvHq!!DICz@wUVID6SkU}QJu?fn&*jDQm}O;1kd4<8?>3_5yq_Gq? zjHt7=O1A4VM~a7%5MgQ>XFt)S^2!^WENpc!l{E1 zS!B#-eCl4B8KHEQ*$^pr>t7PXUA^=nRP>}8(VXM)-4KAXfJ=rK@#+yQmiP!aNPS=a zS`t7cArD~|%8hH=bvTqY>hpQlblQ>3q61{U7?5&V z)oDWO)TC_O6|ZpUy%VM}y8qnM~pKAyv)!>{z_}v!+dJU(K-qlJu<3cg~)sA%9F@%Ga9(Qht=; z*>ZpEGUD_3R_^J96nY!SHf!?5u-L27{kerY(GBv}OqLSKp$NL0>KAtw_(|C~+o79D zR4nfx!d)nbl`%qB(eTq+8|yle$H{0U?__pJ)o?2JS(cqvVaf&Xy;zDRn5eXG*6h6N z^E{%_N1?{Dp)Znrv#@MAI#9*=rA;HO{8S}UszJ|Z%dATNTcf>Hlg)@{5C%siu9MW{ z<+E+GB0uwXLF)OV-R%buo2lq&9b8De%UvoK$Asx(g+M|q1!6|nE3~6nfpb$=!u{4U zdYgMF+2=FG*^lMKuWb^h-dh06yWu;t?Vm>&t~gwY(hFZXqYQGqGB2)`QoL95j_mUM zFBBG=0!}nXql<&J!+yT5Vm(a!WP+#x;m3BG@Dgz zs7&|x!S8r=1;Q=0aHuIAk*Evy>fjfM<>&Q*)*llGs3%I@A(3|$UcS*M&x^@wNy)bs;aU%5XW>dN5VtRjchVf( z=;DZ^k%&k(_*N=heu?hRf;5U)slV?w2FII5rqrxA|(IK3(OG^UnP9^D;v_(#W zTBf&CXZSuX3xlWllO&MN0CDqt7%`LwM4;_bY9@?c`MMy{|3u4`1>idxq_DVAc<&@8p{cuh5K zTd8WQyUtogX&RNqs^WB7hw-q|U%JzuP9t1Yy{pMXSMMfL=&0GtX))^V#p}wmE@g4% zucnLPUG%yZ^?F_UhgK(2R@J^&8!lEGZgIC9uNqC4tB)=ji<_IQ{WO6Rt8`<9UW3JV zT;egkmU)_{cl%A{@0yK%GHc~FuEZIe{%*GVz3TW-V}uewO#KcNe7I{X-7jT7q|6EegdoB4UEJJ;)(0 zx`Zmt(%h%0opS6a*8$$U+usk2H)?%o9=NJ5zIM$a$E%KBE9xIgruaJMji+zcp}LGC z2Jp}l>>5+=+cu0O<<~e69&|cQfmfIG9)fz~nd(7q6Iha9h{Io9IRHK1VW&>PlA(i+ zWMIrKb$Rr*?$H3Rd0eXb?I|A%Q(t=;O?e^}cWfD9m?sK9#dDAo5sysv0ANJy`Fs|?xsf}A3lpx z`z~Wx6KzTpBmdp@Z+{%mf2#9fQdqs{m?_i+tR|F)Mlq!EV_uB)l8)sNnU5%S;~A29 z<#{!PFVz&Y_`-|$%_{37Tis#sFgUA1^?p?7%GGg8tm3S$oM3ggFAkK;1ihr*na z;V5v!W!w#Vj%b5aaenw!eU?xbo-hyLasd1R{Li%CYD4OIcee7{T_bP6pKo1tG`6Zu z8@1cMZI65_P;)6fTu!TOAZZW)wR?PShR`4A(v;xGSb@^UiP9J}s5?#`rd}RHCrrGB zbJ9VS_6eHfpPDwPUFxUY(a>@5Z1?mG;oh$Hyq%n|+3p$d&B^QYw%R9S3;e9H#d!6Z z33GY#5QKlyueT4>A4d-oP?=RHp#UqP09%-PG_i@KRo+Na5zRwDN3Svy1mJeNyK_SW z#ZclPN*%gnt9@ho0GNrI*_ir?D0mx$c}1ZLVKUK?#Kc~zfs)nfJs^Pjbk*{=Vltt= z0bVVgt;k-B4vYA{My~$6%6>zkO>e=07)~X9G!+3`9@ncp)C)xMsfA+$e23WM6EMpB z00sKtIV6}9BUn$Vgz915%p_uhDdF(p7EDSmc)0hBJ9sCSMR20>r>4+uzSGVlao?4g z2T`MIQPZ{c7A;*C-f(-N={(+NFYbBl@#ARv*QwwtfVGEH%Bx60VGckVw%x|tKau=U zt!O>PLgRWl)ni8uHkDX4_4ikyg>Q~+OWwo1dsgGKG&g)3{=KXCPdG>l(r2=)MzgKf zYoXOl&A0RJUZ?5aewiTwJlOEJKa~l1Pvd8ov;VPG%ahl~@k8ofAeT%VmslPaJ>mCn zk4t&9=-<}<)uG?@`F=~pzAssV-@(A}gr>eTz2c2^U)qg1UR#6LJ6halc6VDq)$TCVBoG_5@Mawg~yw zlUM@9M-oY`Hh7pHrQR~7r3;lxZ9MFt0618kUZ;7)Nd2giI>?wzfk;hFlulcp)@z^E z>&10Hk?3h{2E7as^JB5XwB?F1$UpSNl+L!7fugiQ z)><_iJ8J(r?kt`8idFq5st_b8($9ZR%5?*0fxMLDf=PM>$y`A84cmzx9mV<|$!bf; zuAqdAgS?*}$6CsoM5d+FJ6q&OqaNK&KtoZps4Gi@`b2kF-{pGX*U(5>Lq@C zNmC{JnoGXE?^-QbBa`K7t4hP>SkpOJ>u64u>zI>Va!V>m+c~f=yBc5&=tZou0r$uBx-Nt`iO}bd+B?GsoIkru8--fa+Uk;oJfp{V@?#tG`gRC?*JH9+ zS%o3T$45JH($0Og5NAKGj}^QcxWc=CJu-tm6{IYhVGB;5%jQ*6zx-tj?+McXj;&Ag zs7qqit;g1{hhuf897e#(_ zMZS^=oC&eOzlv4VlZ!%AdG{#*6I2+iWVR}3s8`w;PXXfx>U$;;uMd;meErrnk?|zla#KX| zwo86ZCT*>z>?zi-aZUGi4n1 z22V}8BMeAF_L=-LXq(1qT8!z1YLP-p-RL5tMy!a?G0mG|ZDGOk-n@bn(tih~D{m-Y zo?n(tTB?W^^t2V4$^~7W{MuU?z6d;`-*Awn50I^EjlrskY)Mv=$ zJH_xPGN>C8wYwY>251BP`x$>Ads5BO{a*+AtNdPH%f4)sdt?|sS^Oa3qAT2O|6TFh zp^KyLuOYYwu>l&7$~~e6D;a#uqfC+0LYdQvlP;2XAry75zComho8&FL`2l_4KlbF- znVIohd(faTFS3XSVV4gccRM9^|Hzb@E*4e$01-qa^)GgX{<`xZ=+lc8P6vsgrCZ9c zdX?U>WAA06HevEun(4xq)pKEQ$ z{4+h?ySUniJl4{F#}gg%{lTU6Tf#|?zlUY?mPBV+{-s&nb1H>@f4)as+Qj@M{p$jM z%tL>D?{U%*m&V`8pMT+@CuS2TPd+}(dOTnF(YER_cf<9$nbyV2pBGO;E}aR-lPVW* z!3{BO3PM>doXg z>k2+=N68dQcuaRh(7KHliAMZAKBILvu24@3ywIWZFs-4yh;`@i_b_iTYp{6cN#kYF z!ejlx)`Q;L>V@-gp46kfI+INI??pc6!45WWf;OiOUeo(s+c(?U#dKaU`aASsN$ZsE zGX;EpWlSp*dMR6JKb)&{=(EWf=sHp?7dBeoRpmAgWgKLSW(l$W)O2*;FhwrJ`}<1| zEV04!(6xy-5hsbmEa4V2w;V5|V^|{sv9F%N7k;uv2FLX@Fn- zabNOBVxAKJZvWJS8n(#eighNl#-4OF91TTwei_vu5{x!OnTVp~ckZ zjUnOxSSN*ejS6csm7@ei%gr)$6ZKQt({c?H-yVy<|1>n2@>Tg?b;Bq+g^aIQO+Uh! z)ZkM}U8$tL^?#*0Jf%-3?h3!Bo79*3`E=4y=^x#c!3d~=hJE$rIjBTy{q zI$mAG@@r$2(je>obos+!w#o0`>ZAF;tWHO7{tWs`>6T|VyIId>uP@+g8#waJ@^i4j zlNm#gcU-bO@gPGBbSCU+pyNc8q_ESC9!!7f9mU$6m9I?K;?UJBO=RI}j`p1)mu$fd z_=jht=Q9tHB6-a#*g4JCwI@hPSHZH*@nc93(106+P^IhAhDb>_Zznj5)3*$-_A)c#R31Zqn_$Na5ugGim4 zIQs%mD?k7^98mhC8uw-wkhygDZ@w0t8GW;=4fRhjM|PkA7YE=Lj_E`>Pby0Xh+l!2 zY%Ax8)0QC;1k5Xjj=Mgj<3yacf;gh*_)1>>=8Ku*$7iI4rN9YXEPO*CnFW(4U>!9y z^AK1rFP3=zW(aCe9w2gU%XC9wsKJ#e^;T+%xSPaocD79G?W?z07-KN!Jd3W5RbO|v zZ{oZH>jW>uV9lFsL7Ct=aCQhe4HFzT{G^2F!xB7F2Sp3b`6U4phXd~J;Ggvi>N_VG zzqD~@a*vh8Q6{yS^enG%TT0eloq=n)(bkL_?qYuJLuJ;kcy_HFE>aknNR22HNy)#e zOaa1B0)6ZkXc7R4iKG3}!h9@?;npLejsO7Gg8t-R_#`c_#OGYfO>0uB{K}D8nd!|X z6ax1eUYga4Jo{~1BCEdqspPp8!f~9@hTDys3bh9uJ48QlWyB7ipCF-;^;3#p}^3=WHd}2kme^*@&sY%`v1#& z?F~p%3@5))h5*ZBgVX?qA~IQ>Vc-XbO^ufR=B>se2lT>I2jScRI#@}-nO|jNn8rTX zJ&~yCq}y|}lfR{@CVkZX!RE6UjV@q0|4jh>0&Y!##}OYS5}%)tG*CL$(f~;uzoli= z5Xs0(@X%XxMgPQF${^(Sqn+q8Ax%ZMvV}P4Cbk^*qpO zd(@p-BsTGBt9wnv#Nzl#-J}?$%JGYy>J2w`7XZWEdywYdLC;(K--h;B{Q&-%-}{E8 z0SOmVD)LFPzH8=bLZYBlqiJbs9|yxhvaYQYZTT$Q?zfdPhThEKKYoBveIBpUDK#PD z=;Z>NZ9LDsNo&m0!5xzWKl_`@Jhu1>`OmEF&z$LgB=S$*~vHZmTjQg-T(bK}Ac5yU8Qh zNvDy+9_1F!tl7<}4i2f8`fS@H)hr671J+GG?{U_AP1ElaDO%rjcxD{jp9RjP+Tu!g z1`xN@-YQ>@me-)z3cfwg)CBm#oS0>GW?) z29yf^x3=^4Soyg$om)=1$m#o#ga-I#Uo->MX(;?3vv+X!C zUd(D!2XK-(U(Vs_re{C|(K#O6yWT$t1s&KANxUb7KmuP=TMj{U{r zeiCL!Bh|0F3~%whlrB+WQ>PrxIxW!ndAMh*R>=u)G75iS_w~MIkk-A-0!uFubm1TmKec>& ziwvnq^Ct4q$A8NK`Ty=kxL^EOS~z^`<_DpxAX}_^`u74zkhl!Uv`8N3_^SyMWGX~x z?)9;OUlVg7(6QTd&sn=r1*0J9+0k=v*Uh%(qb{z$T}G7}U%5B|2yYfxa11PhfN)~o z9fB`uj4pGqNFfK*7D+0AfyZr9rNu%AZ~*5bsAGwK9zzU8y|`4R2T)z|YQQcB(}p(l z+Vud`A4`vOWdF28w4sVzb%ibt#H^_jQN&Y4EyhG8f#x0ApT@#@0U#z8se=ZjG4zWS zP#8Iaf&kbUao8J4vy6ds`NF$1k)n$ThFGfYF{*t8oZ1m`Pzj;jhh(p089I=71Ei^K zT;6Erzp60lMdk$%!n=aYg@bsRgJoifi5JHuk3kOgfG&HG_bY&36&LFPq>*Opl5Fvubfa(OT^Za(9BBojrbwZX#{*?;410^f80Z?hNCj|^NaAAl zmRM=qG7QSX3 zijgEfL1y9EAAUjFR{#nQbQ>J3h>5^5)dD1d9CJjXSR+%?MePWV1eg`0?{j3@|^4&OKd{;tQ-t=EsYE~5Yd|RoREz~FOgiTBB9C1+c>T$ zfZE~+>9j`RH9uhyvZq;@Zp3xkG=+;~zo_M;HHdZ1BU;#6Z2ajbNzz^5Lhrz*gN zVxBcJ2+?J?U4rZ-y}A!#OI*yp1hD`Z>QN4otlK=t$I4MCh&T#~#TqH}8eKn??8!#P z#nRueptn_}*H{u(xn7nmA4U7{A+vj9ta>aZ=;x)SE?B{@6G>%o9PGlICO#-S5Qc?f zl^)G;!xW^i-KJ7pbc}JJ*imI*0;~y}IWDn8dv0J~P(B&vpCX#F76Q8chqIcVn-|0s zrK)|r49h^7X5dpWTsAABl5aX~)YX{faS&w(h$0H6%4t{XYxnzJr-dm`H6`rkph?_; z=C}u1EnXf)i!cVj06=@Z#I!WPzC{LL987l|VPldILo^_dcXT^2ImmU|ud9Qm$noI- zdw`e@0H7Q^9%)jBU0ionMWn~ry8m#gbv#}hAW_Tw8zt`gu#5l90_Hmnk;Jg5Rl4Qw zxy4>jH^no6vO7?ze~}bRM6;^EDo1{zmvttx#vn2Z2QBGg%5!Ay zaP*eZar(35O-`0i=isx8W_ha0d?2Fi`5N&OILxW2O6&1jZDfb(lh7j6v@?LiEG5?PDqaIzkWEkOOFl zzB9Y$EALpTu*p0m8LCM6h7y(=p3WHYD3M4xjtIFQ0YXLAykcpXiG+u74=q9z0alIW zfRsCdAH%BnXKIrf5K~Z0GDkGI2VHnRlBgN@4FWB{ir?%3zI9ANVtNbl<24?g7T;9%HhxS z8lGuxKg;aPi&dv=4T0VNn;Tmgmk{yvj6pE%%?3=WaNWD`o2Yadvuxt^B1C!d{$plv zXJ_P_Qv@a#9rU&MquiI?h>dV;$$z9zU%a?=@uvLO8NXR!*?%Kt#ouKQ3!kAQs1C9! zm|3V7t&M+we?)SBmMk)=22!E9`H%+zQ8)+70F`|vIDxtELUZGiTvZ1f4?ias2T>L3 zz75qcQZ$`QwazGYm8IAf3{Z(p^I-r8EpBpdhWJ0>jW+0sFVm2!q7c*H%N+r z<6l%@UfwU~T<7~)U-sv9?S1Y0S@(LL-yP;ZR`SZUy3y&wu6x<X+%NTt(%}8hC;6O9{~AVYqzCi6oR{4`D1LR;$WhP# z3f1Y}Wzo`bZiVBTi(H_E*Lphm^^|ZSJ9i(> zPkG)$V?K0sKCocvh228r)%}>O`FCRr;cSbUcJnt-U(wOUV&$d0@TJU-rR1xnSmkAG z_;RZ9LNVLYSGJWlVn^Fv@Z6AVUS2B?FJNVPb#ZQE{buW;>Xb?pb+`cJ#{--YY{ zR@aGz>wLSj^giQ|iEfYRoaOcL8)j4JEEh+nL*`jU5wQbcG zy;@OQ!bQ`cls?{P-!-$}wJ6&C6|&=ad)2OW*RAN=leKT&MZWgz-$Y-m`mF7}WZ%cw z?`zxdJ@4EJb=uFgKX_Gi;QDdj`So7k=YzLJhws)7BexIS1im#E9kpHGZeBa;u|NL) z+J0c|cw$YfjQ#t3(RW!zTX4qgBKlH&s7a1mR4k+^=5%JC=D z;m<3FnU8CKiaGw4JN$iH{P*4Z-;W&s8Xf+9F8do2n+uQJF*`yWytl>9@w^`i1(RYG&VAHa=b*{`7ACBf2Mn&7iq6K21BQolWr#$!-q_@}TWQ0=UhxQkS_UvC=r;9bB|hoRX2=rc9PyMhV|M0rYT*E zCSC^2`P_(<2+^+q3Q?p-z%-J2Bh%nd=?N(S!CL`jvSg*0am80?wFw0Pz8ubA1~yL= zrlyjHKrZogk=*31bm|%!Bx&(#V_+Yg`U;ZMDVO{DJR*I|a0ep>Z{?X#r@bMnC6KSu zBnu#3>`%pn{CBWdEHfmfE{q^ChA3kpB&Zwy|2Z}66_O-^i;PsFi}Voxlj=FSmw1WV zYJuK_fb&gL19TrxSFUE+q`NCX0!G}lT&mTLQ@;lH>NAqX^SG!p%Sly`ea1U$ijW6R z^S(Qn8t5RzKF8Tk!|6$PXu(^flx z+R&RHDU@yOeeWpYHNvx9Qo5i*RT1=K4Fr-cjGCFJI0Er|DwAJbI>Jd!`dq0babZ7b z8_vh(E~F;=tT?%ZjXXH*v6PVpc^4JI*q1`tIqc6p@-CRsggl69G;T(kL|0RkkS2jq zA){I3R9-{jgGE_5>D1+l{X}T{Yd)X+J%SGTcPSD)=`KhH)iH|7KjOrULBx6=@(7p| zOE0RCtR9~EP0WWo5a;=|_(o$r2D-4L=obQqzeg=2TbS9UZ}RHNk$H(hJeYScgbNaKx$zqoS6clgFpnZ(|}}XiH!7&FjgBjHV!zK1b|zWo10sT zo8b=6Arr4A7w;W0US3juLqP#mF(I+r;!E<9LW0uj($Z3bGArUTM9#a$ymEa)^5=T; zqI3$rA_{wQ3d({?$1KX|JIW>kspLK@R*8uzp{HE-(-sp}sI7&hn|-m|@r zk~Im?GI7u`A)w5z49sR8m_5`t-!rs%bl>Lup6#`rt+hFN-O$8CM6~CSqvxv4(`)ai!Ft{)j^3x{{y(4iM?Vfo@C*od35<3Lymk#t^a>30 z3k>xS46u8a=KvTq862$?vhEdf?H#g@3Gv5<`^64B z=!3lu!M=Hc&3+mGJv`wGlaLjkkl>iOSHuFKywRo0%=zHe-OUtIE`Bje*r-pA3{y5D8>%ask+?;F}aG%PnZG`2U? z*EaSvHMQrq{HgvjSlf2m*4FmE{kpNezp;I>r~PwVXWv|BT{~{5z8Bxu*N5->($haO z)IZWNaM?aE-7#=gJamm4`i39sts7om9q#BInI0V-9T}UR9vf*K-|Ze>9+{kOpCXP- zt3+on^d{yM6aS{{mO=inlAjob?|&OD{e6baH$*H_SIFv8JG9*>x&3I%jgo8qN^ji$ zR@WK!hr)*S(YG1R_M176a@Jc7|EuKh?8g**Rs7tSPRDeE#;uYHlofm5>dtnJRHQ%t zPqx7EY;G`9IMy>cj}EwvU%tDv$`@L{gB(2N164>ejD=S?nw{dqZ2!qzRB$$FQ^758wIoam@R9-V% znnXUrP76f+xXMn@4^D1KwzHxf=oqG4rlTX}B)Q$4onj@(-38#}V z1x(9kKkGag$R188;C{=JSfZJ&(q2N-&x{e#pnUYK)&j;+8-6Q> zG9Za%;4%l{6MXrW&s1KArjOptxIRf^sBVEq(#nu1pQ&Ufu7PJWFHykK6ON^*8OBJb z1ZoNUJ-TtogP%Zt<-ZUS^>Fb}yb8gGEBV#GTIWN06XQv+)<42|f7RW>%)aWCxpRc- z5Q+J#H~c%z1AInv6lLO^69HP4d5;Rz$Cw|B zRZIlBmDJz9^|HQik)OOY^Q_3Lz%fzvPZifbv)||$u*?mgnZhDLj7ee1o2t04;4ghR zA#UF^342guuEY8$kA`>6{psl5+T3=`zp(0mT$LjZm=%03| zx6%p6=DL%@*X76>%Pqrv!+-2iU4_4iBUFtwYyD+qosN$Q;zkHZUcQ~|nTe(u$aBA_ z#`n4BmVy*6HZY0IPqTRN17wrsu|EhD>y&3d;us8(X*-zvAr%KwV3t<%D?OGxf)}mh z(~a#3e&2$0O0Q=-jxUrjgIuvfc?ae3qLWQYaMy1fQnCEk`#S8_I`M}Kj>xwHqt&0R%Vd&xmy$cG&{mV;sUV4!7~2FG$pq3(|P1tN5ksy$e{2Ju(RR zd4DreH;xQy))oEcv<_ygjA4JW0Tn0KMfB+G^Qc9rF|0kLEfJ{IfPA%N>86lOkXhkD zj~!sVcWAW2rOD{^j>*I`Vq?8mxFE1l0JI!U6?sv{(2MSs)s3* z98!n=jN2!Zm5Xd4dytIE*lg&AJE5Hz2lRENF>19GZEP;H)qK;$!E zbJ8;ZUdz5am31+7@<8U*@j>GkXPVqdaHZE7h7Ou_9?)jFr<`T$P;tk(NBEW&#zENsnF?=~0ec zu+vtJdE5v<0D;bD^W=R*R9xA8s}S5a9?~C`djB+Ds0U0wNRWWNw!1G4w4->CP>Nqq zs(eK0WqrP7+^(0wOLx>t%}X#=!MTueoRy67Z<%+7?L<2HS@vG9Fu@8QxKRh!Y4aZ% zvq?2MQm5f93-`}rI(G0gFQXaTRBL7(e znMBf)4-H8X%kJ9r=pAYiV@HPm5-!G*(%wI`lpGm<@J`G6 z4Mw6l(n2AOr@mQXfTyA^DG+(WoGM%!x|s+VRR3u|C6eq|eVWuu{S?RWuvX~<2{^FH z3G(;|!+7fqW{B#>UZb(MTTGzBygX{AB}XDo>0f9aagbN}dvZ>}_q~G%oFC=MRlP0v z{R$kZ=WnqnuWWR#M`+&rskg5YxEb?Ho_SbR3a*~p&lD0=T7Dg;gIqb?PTz@w?Wo1F zmC+>SYC99DSGz#Bqhs>S>bP$G!IQK2L^dhyJ33_#=_;*|#J^C=Vs}*2JS`HL9-;6a zx}B`U!Wo%bQHZ138PrwX;*6D4JZRlFeXmNQ9A(+z_+LWP5t^q$AbC|9DDUUt1^KN7FM^B*Z(%w@v{ ztI0TD(Kgz?QV{aPCfottEg9wxP_;I>yRN2_#RAl>FIepNG0!>TK&#GIyHmRr+ z76MVNpI!$P_lmM&_Vc}%Pub=RdZ=0=`s};9W6(ZMcm4#0)#FxzUKMSI zys|1{p3`IvsZt*--k1Cphe=gx3P4677xfYyW1kM5(A$?FZ^_yDrR<;}r|!Cneymnz z&SgHa{?F(W76C%YwoY=={#!yb)RCg0?qrk4Y?W%Dg&YK3P1u<$k)!MMzghr!vQ7YL?9P9E=O7%&{u>iC01dFi+wYh|U4Gy3 z<$-r67AQMU{a*ESo)nK#53pT zG)^=ycW#$Y<o#`1FsAb1 zSIpl46h}bYtIQwnqUGhZg{r(~GhD)bKqF~Mqg@Z1vcmqoeZhka&+O6FGY8GzrW$IY z8uf{wJ%f-`g}ca!uhBRHxI~cqFUUw=Za2Vx{`Rwsprp_M1eS$GO}=!y08W)8EhA!b z(L&59y_vg4*J_k-cfhB#q(2KvtOHRk<{rZ*k4Wyi(>@imNEYiQOG7|Eo7n(-c8+z7hz*ewn2ex4z_Y$|S0VUHx#YMO zmBP)NDPyaiTLC2>^u*=VE6*64Ma0qlIi+OvhYIvix^)3v7b%~ndHh8~pWjU&`kGvk zP(HIzox?!=(L9bNpxk;FzX-Sw9+;|=*tY@9H})|1^~hsXvWcbD&)~vYMm1C1O%>NI z+Om-Lc!JHQvY<`g%T1Z!6#vF}YbEZE7FL#FPeVZtA=P^K*g|CKF5(^M%fKy}K}nk( zoz%+#gH)0vih9rGI3Ktk;y)DpVVcW95Sn~|amdG~jChdQr3asJ1>50W&G5=%ID@l2 z_;`sgDGtz8lHxL*(%nz{`aueA-;yB%HkX6GMEfIe=eIIv2GSHjmBRb*Ku;2CRcpyr zHC81aP;<#`J{i!hJ}xvQp4x>Y&LYW-z?v6Ik&46A+YTmth{W*g3P)&69TsVm>C33afK#&QlMF!EQZMe!`d8UKEC)d-$?hbh06 zPoJ~jBBKPbWnEIH06+Hu?FT+sd;{?P1gqyXn7*jNwK(P|05nl|SZ@0u2jCHEfL|dW z!8Or8AKp@<0A4<*;gqdGw84I$;B$zm>yihJ5Gqq~=;bNIl!Q0q6wvNMZKDleC!wn5 z@mWNtdF{jBBfwjA)RCv)B4P~nXCLT38rqyj-JAwhTyB)NVblnPcKyfl3a6B7Lgm2k zmk`AENX;Wx9oC!q#xcjefKsYd9iHtD^h3P9O9RJpML8=XW{r{lrXu}Y9E5JLXQ))@ z8Nfa9Ra_+qLsFR>#f0sC^IBY6Q0DgiH=jkNKy(9IU1%XLdH`Ph@!<@(j1$q=CHkQe z_C*p<+C=@Q=H*vu3%eLS^2pXlSit)SEd=rKsxq-TS1`7Oc^M%bfu?*-!@2SbgW-XH zcLU4zicUpY{HcJ+MFYz40P!j46E#Hg24p!}vpULeUmDQuV%PZKR!Y87b)RS?iStq& zyweyI9wDTZEq6{tJZ{^evP#o4kMJ{7qtuoJj2c@iX!zzY1KiSi!b_yzM59C<+y2sk zBWm=1^*eW{f#}@;%V|7hhWfvrJ)~UbZCGY~)7DvK^JO^ki?1}mDuQz2CJ(Pp2TSOZ zb*CKU)_mF25F-tcpQB}q0!89&hN9TTE^*?=Z1PKrBAJvz{=jFa96epY2fOeM60^I8 zZ#FZPc%(o{5zOc>3OtKLw|)WI?4b3z_bMNR0uc1ESrWFXZlm)#0V`tZt+HnX$KBS&^O@Q3ov@g}(=2 zlX3);ff3?2=f{`*kuw8#X`ZU%I3Krl{ddmpr-c0L%ac|x=zYl^Gs-Fep=FZt=;j3Z zaf9A+Dz0t-tKPj4!Ae23I5tQs#WI<%BJ(%8B%Vw$rr@5(ku!~Z4CzX|R^!U=Ef^h6 zy5*q9GUhL1j%k`DZGI&&_R>!#@!WsRJ8N=0?dsj2YY_q1yv*vcQ z55s3I3umo6W^Gqz?XPChY;#V^b1rss>4pP83g#Yl%z3WP$#qDh=;m+k!~*Q*pM}o{ z+09FQp9@=^XDNk6uq{L>FGSldKui|m3KtSO7LryMQmz)#*cOxR5Nfw6bHW#M3m0E^ zEEcRT7JXmLMJ$ymFIBKDrPjHMzFw;7SgKuJ`f#;W$F^Lj9R0#>xmlE9$!B4%ez|>h zx$|ndi){s`ywYp8(jUIkUARo)NSUKXIeN8%XIq_8UY)U9oeN)GxLPTRpe&7qKO&y4 zZm_LwDX;C=t$hn$+xJ>a_gg+*T|;HwXU)Zso8nKQUQI21&Tz_A` zDqJ14qXe?AW~*&1dTmgxZBUPIHc{k&I{LtI=4jDws7HFzz>u#>J5nxlvx`a6IUAwo!jt~4f*kHwW5tt(M_@&O52Ma zwi5uuhaJ?@P5tp5r2QtF*cPAt?n8UJ+x7^-lP%k|U3-;vaeGS1lx?CHrL)R*4r1qV z=QkylRk`aGtrNJ;$)^43s^Q8G)Af$7*skO0j`2-pS+r^XVmI1;UpRf2f>^)n(7B(q zwogEOb9=Edx%xSSdR49HoASvw#p`WP>P^kHRgM?HT@2hUVz2VU=F5~rE|uY!wZjkB zh&UBQ!pVM<{m~!TLEf6H?8(6tY%}}mfyUZVyV!Bh_(41So`2_NU=f>>I`yNjz2SR% zCStq#*T*yV-wo{dHVO|JRrWt#f8R)vpx$EoRZhH;Iu-FWpsMmr#r{t|0wO5h;Z4{?b84|oX)MDYi#oBFh5eA6w$?eVhG zr}E<{JUqk)cva_NPf||6!>e_vFYxf42&j2AXb0_nweg>)nnxN67R3qfrc=7waE%&2 zJh7!aY^BoMiYKc{t&auUcq z0a}8lVlw+dNFz+xu~iVEpExOhD?q-g!M~9}4rzZenL_WH{>)+DwD`IiavzQ{X6spp z8`o``*o5%y{^v$QIY#&2jv6dYoGL#@k#I^Gf`$UHzMP0OgPsPEg>bEW~K5jV{ZD_Fbrb=#;m?W|*g_MX)N&yq><@A6O zlRsl9*_Fae)DGUc>XnO!f0cfmMgOj>!WHo3PvgQQr&M^k%EKC$gHqMk7r2$)_@7j~ z%1`$vpOotwj~6_m*lgSeI!OEZj%y{x+`rG_H?uN&5c|Zq6Ky|!QL)EQ*D3eZ?-$g+ z5~ghX2p7~!DVucvb>R24zI=-x_MPEZ*8o<_Q#1|>bw}wK{hh&K7m( zr?TYelzOC8Ovz{+P-if>+}sg9_9YAfKud=D6UxE1{6=K zmZTovE0+en+rO8NsS4V~dj#)(a4AogCk#Q`rtR~c5@uh-b3+ziEb&1^Lh8pE*5X3> zKI>MT0u_!1qF57KuMf1ZYo8N8OJykDM2DBDv^mZrJG zVNfyY#t_Y3cALdp>90121);n5X5=OKHa{RU(c@DZp)~d(hOAeM!&zDgkF;Pam?;L` zX%`$R9^atBQOWkY(KQ#aQ537AMnN3STb3rN;#*rCr9K|l5 z?Vhh=W$lCa-h8$XWlPMc3fTNRnjH4U5N0TGgOGp-j#h{!2#!mS8*OFyzQ^k$-(0+X zREEdh3keC{ej9u;xb^loC>;<(8eA)ilrw6X98%E`i;#JPg>luT`l z@c|Xw6O$To-UVspyB(0J&+?Zmj_4kYg7ehqv;Kz#2H>~pLQWaQmg*?s>4Q4`kd;oK z2C;!ze2i?bBXwYlCc6;OFFl{N>%XYhV)qn769ilLaCF@Ys|e#rizfXGV3O=4DRd-a z!Ry;uoG|e4_F#)9Th3;R?~NJz4oxRfg$H|~H6VH-bmBSnF@h0X%$@r<^+!^vNy^UX ziD`E6Dz}bBLv>{1CgwL1pz_@v#G6qPuOdVWc_1wrdGrq@bD5s@{GuoPXT6r3by<2b zUYCc=m*YLJNutRI4UPe{tG*H?&6x+t49c6pTx442o>hM9qDxn%gpA>_CBp7L(nPh$ z2k4X51C3hPV6NfTl-egovR>8Atv;KA->FlFTTSxWJj)XKLcka7X}KxPw%&WDk|LF! zS@1Rb;?1aNx+BFAPTB1z;Ljxm6`lWrWCc2krX2>jeN|nwq26X#nBr; z*N#6?{UoLF$?1{o#E)sXCnsGCs{*O@u+{0ul^dpB#@;Tf^146n&P^8Ac0=A-YSXLz zwUk=wHxmvNRBrJFtaM3NN(H)@=GRaf`538FTI2t8k!P-P`zXpA)$j%VTXx`LaFY%^ zocE*E5^!YDP<&16Fra_8^VzJ_lF?jN3zVz%+id%uws**E+gk5&V0*^DBc(RNYsrIY z1&7luC)xgdi-0D0(t}mc>wk2y%>gnu*F(R?)jRfP9q-QNlCgb3=m@Kkr?ol?x_>mL z)`}W-eXjn !Zb?Z2ESJk72N=|_VU+K?{-*VG9;KM^lxq6IwVdI}pt?CO$b+D?;f zgS<`c|6^Pn)YT#SWsJ4XL&LEK*>oaL$`I4C1S!|7g*(cxxv+OTd@R84Zm-UdC3BNY1ets$_kp1u%P>c;4= z64Xjmqf8dZ=lB0cxP~NYLOeFs2RwD8%v;sf z{flkC$z_yXJ-8nmlK#s?6#a1Z@M2K6+Q?{vJBMZuQ83ODiq?cnJ#I0H_Ax{)JOVCx&b>d=2Vclky{gbf62VXx-b9E79&qH*ROv3zWlqZ`tt9*>e^D*%j;iXUta%SC;o~3 zNoahctjDWjC(IZaZBf;AvDcvKb)gx`* zLzHppxf{?U8{H$9)gxcgqtMi&*xREt)1$o8qeAFWrRY_o?^WmR)sXJh)aunT@6~qc z)d}d;jqXKd_3Bmh>NoWo^!6Ig^cwB--Xrwhr|2`L?=#`;GnMW$)9N!f?|b0V_b{N( zB3k=5G*%!&j?I&zPMA&z(c&A?{h*HfZy7n<85iYPwn!2q&{EX|rL*Og`%NArC?G-_ z9qY1yZKhN8h{L)Je&Vg5Nm$gGOvGBpVSR1m&hkMPmg*+Comy0}iY=Hx!)_iY9rv)W zRxbUawq*)7+8DuBR*J%i%qR?{oLv%GlwbFZDP6>N3*RL`SS~k|n{Gl~=d+Ct@n$mc zOi|}wS*L4IoXg>xTZov-e+9_(kaoF6CPx$#Rwpq7cT&UNJT!+!Pv0mxUdmPJ)mp*;OOGWAzcjC z_p4o6R7FzMZYf5xlpG`7;ZuUalw#zj3%Ub_d1lD%Zbd7`17!tDb4Ru9l8Pzcb8r9XHd#54@<5()@=l#S7=(_lE*RzR1<*{rQHs#p8pPaP7@ejYJ)6gP_V^liTwWW z(2+c<@p-viUPy-}N^S)m%_A2jzzO8ZVyRcaC@oB^bYUBW%!rerBh@q7L11H%wALl^ z!qbY*^kcHDbPBtQX@yG#1rqGY2+UX@Q;xyp5j|>RaoUnzjq(jlC@obb*Mzxta#q}c z)yRNJnkUe`?7$Gm`Dt8YXq@N!mtcBT=Mvp>sTjW3WOu7aaMB&Ap3QrLbb`52?YtUZ zQ{<0*5+ru(RyaX+Q=>~ZX2N*wB_n-htv>kqOR&G?}y-Ki4 z{{@Mmc44=)o;i|rWWLIrrNf-D79i|1R$PSeSgn(W~`s=?iK<30Hf z8>)Fcd7-Q8L#*#Z@OymL8>!pUF*+oe$a2hs)1fHj4C5vCsrKaRj8T0#rU-D)n-3`j zwqm-}#j49i&9v~<%#lbN(;Bt#%i!8P$0Ask*19Z0Mkl{;D=^;EFQn0z2zs^d(DQwLYdr=D=Y6= z+j=Df{lfL)K@%oJ3(T9?9wn>Rrun7XrInVYS_b4%;%bDg{ckh8;B322T2z`L4vk98 z>4mAI-$}J#i`~=jqGCOj*J>+<1@OzMSL@T{Y^8%`dz3OfzVeK7FuY1G|8z!B6GLA{9^YyVaV>ke$I z3K$fN7&yr8^Fi#W^Y3^G81d7i6z|5`kvM!T-laH11~yuvE&?p3$!2AP=xHC%*?Y|UFB`l;;wO14mZWY5Of(l+bdm~We|XcTF?xkQJp04R!}(A+y~ zE2o1hs4?$cY$kO_jI=4K;besKq@~E@TCYCW8xx+VZU(Sb65EmHFqrej4uAXJ{2*$q z&3XmD*EHf0+cfN7bZ|%x)RP-k?4tM%>+mGOexmBPWWZ?-qPM|77Z36W$ggCsI;k=p zI>14`rTtt8NT^EQAZ|YGp4NhScWc1b;mDXjH46MfJ8#Bg`05Em^wEx88Gqb-NsMar zvC@l`Z}+^0qq4~YPsT%c+;q4ydsM#l=4feiQ$Lo&$Xi+-v1~IWNqzW$tbSi8IeDaI zYw+gy=y1k!6zWN=ZTGO0cCgK=TVYgfDbgKGIab(jFXHp$CAifc-N;qcMQ{5@#a#Da z3e!(cf(xD)n7gjW#mJ50zTa&-e&(f3h*3m)F!1VZ-ct;%J&`={^2_=0r}D?&<{$t1 ze_YP}xcc_v`oAAU;3)~yDe3J~GTBpd-BSvSQ-Iqk@cAhy_7psTJMxIx5fHFhjd7{l zElUAB4pl_R47ypSxW>JA!=HYO7Vtv)K8myV5b$29n=KZggg5|cVnK=?pybKiXYMgs z{~_TVzO)W7`0cL!H=rj-P>}fRz<-R zJC~p~ug>p~vdPKpMPlM17h_%VTi=2@?&zFGb(o4+#ChLO2%g3NmEB7zMa_!Z!}vmi z_#cr54sw?hQTkmt?@o=rNo!OM5GaN@S*Dcp0_8zkN%>?+<)AsPJe8Jjf(!b=B|K_X z<;5-J%eiFpr95^OWOs06_2gs4Br!6t*+k@!;-}H7sbu0MxtPE44-s@pJ!CRNWX^*k z_wiB7{@B64@fHhz#3KbXOQP=V#;8teSH!|f1~MPYWr=_T;~!%S2cjNYV)sp$^Ii$q z{hN{@Ay>#Hvv0=;?vqbPrfdhlSKN?c35y0FJ^V02#O?9!#{T zYP66OwR3?N@eF26w@A{YHG7xNSeRK#QCt3r=9fSxfhVet5^Yf9m?WNT=&D&-{< z5GQg{8ARO;akbMlwB7kyys5Evw%Z^%CC;$t{!YL-vf5>wJ zLm5Ll8qo2Q0C-1~=@&c?Dt1^TgU9Z@ttA~5GRN!$&!w4alT{_>V5NupIKdMVR2h(W z!&Sl8ISph4UO)_(M2hxJB7avsq8H3%T#L{6?;Y-$dC+h)3*dH#jO90CcHsh_5aYvl z0-_aV;s*5MtnVGG8|y|G678m@p3v{Q;Tt}xI1u>K)(RCN;YNb`_w`M&F-^SFx8(Kb z6h|5T%HsiV(P`fxba$R!%AN154->|E7^A$_vSWSPkLbO(Obq3%>|P zyOr-|NRL=2i}u=UZcUNLH4@r&v0;#3enPI{NlvVs(w!PSFTP3!IOQ)bR2a8I0=c|= zKT;_?<@m%~z+QZsjO_CdI{wel@MNlSta?4@iP#WdzNalQ|2^Q`m;;N_rBW{9eGq$- z^R%RU=LC6PqhVWHo%YGD^YETwptvEN!@qt9Cg70si^~7#VzH#Os7V9P^R9^wAh2j; z@}qX_JJ3+uyaF{LXFhGluB=1%8K`eLNoNrAJLEi0j$oM%6Ms%GIij#Qr@nj31T6fc z+Jh;MvZ0VP%&(kX5cWj7=8LI`hy$MI9%E4unW5t=S?N9*D4*!*gBZNCID^tFnH2gA z6xq)Q=9Wu*&O>O&6#CCojRx9{we*QKj~U-S6Sa~bjdM+kR@{<>HPbdMxwxJg$pyO1 zjqRHY7EHDl0->J+YE|? z$w24(sOc<1DHtB}-y(dkqOmx_pmrQn0!xe_C0)^XATIItT;GEs@%Dd*WfB#0F$M%< z77mSE+Iz{Sw0y zW2jnFIdoLu=55w<(b&DASxdu}rCHKiFybs+5BjoeyWYI~wM!F2;=rS35@&}XN7Ngq zX#i!@1?5KasXWt!=Q6M^;u=vIO5?)qWSuI~PAq8SjF~0%Sdu~>XpDF-&%k*c%I=R{l=Q(WJ31ilNN-wt~pv^X_soh9;jT!OJ9(Fw;koNII;u zv6I+|=?V|Nx&@cp5cuEW+V8HWG^T6}6ivRZoZYArQnF3urq=U4s+7V{&54Gv-^+FS z_N)2>O_+ZP2MJ(5K`go)p_FJ(4EGyW`$jb=KqE4~Yd<8lb|wgoAgR0%vd*y_lwwXs zkFtoLn}u4LL6Xw63ct|5iqF92$8T*|uNmhnW;Mh%K+8(@X#kGKxH$K14bx01Xs&If zeprH2TUASqhzJkkW4c0(K?L*>@>k+@g9Z<~qYn1Ml$KH=TjGN>*4t8;I~8^89&Mhh zcsGhguvFuw>lpi(pstQii*f#orqb+8gk*r0qNnlc3?E6uI<)iP znK}|nuR#k9j&A&$mgE}-%NB(#u{HR|HfeQ3+%k7o78CP=Ow~ z)|%G2g^Zk+JV$XsDt8udacXfr1=or2Gp|nGivxIE{@^lVhsxIKr9KKErGMzI`>NJj z_^o3Zw_AgTo|Sb$vp_V>uyc}d#VH`GB~d8c3M?+|t{gH`X7u5-(Aca&Qdr#5F@jps zDrd<&BrM9DfY4$&-Tv@o@Q(ciUsiw=Qf)FFDES&|~}(i|n%{}U!!EI97poSAqVIr56$(vquZ+Ay#t;RdjWpx>knWzUL-YAjLvlN*i z?tSQ_#-!@uJ31^6D_RgLTZdlvp zg(HYh8JQpJ(2rL>+6pM8`I*+w^kOIB&SWGs-~&L(w)+$5VIjNY^RXh~+-ytnEwJHj(9asIy_Qr_mTsKVBAw#S;zjQN_D8{a&V(}7rD&l}} zSC3-5dSZN^@XXrxWOBv`xQ07c*A*X4&`YG z+t9Z4@-Z;?d zlwV=6P>R0QOu=Zb#gt{vR;!)11KwMpaL59D)7Ex6DAGv+b6H#YCTW^4Xbab&6kSLq z<2aX$A_YYgdMdQSElqr*d)|gqei9*P;??5px5Bk z48>Szkp@M>0 z;6b_^Ng%9@d+9w%}pr*bYQb2g`QJ|}cWr*uvybylZ!UMF^Dr*>{9cXp?DekXW_r+7-I zHk7A%o+o;yr+Tg@d$y;0z9)Rfr+m&Qeb%Ra-Y0(Mr+)4yfA*(;{wIJ2sDQ@jcowLE z9%yO~sDdsigEpvxJ}87nsDw@^g;wZ%A}EGtsD@gmg?6Ziekh2BsECdziI%8*ZYYYT zsEVGKiMFVVz9@{wsEp3&gs!NK-YAYX3XSe4kM^jK{wR=sXpRmkkrw}HSOh7OCaIDx zDU&j(kv=Ju4r!B4DV0{Km0l@?MyZx=>4svdmwqXjhN+mECzqC~nTqF_rm32)DVxUV znZ7BUW@nquDV^4-oib>g=Bb`S=biScpZ+PJwkMeFDWMi>ai(W4w1T3#0;A4Cpgt<3 zM(T+6LNAtYr zH!!O_0%Br}I>zs}Qt@Z-0j)SiHD!aDpX#)Q%dSU}MJU|L~!!}q0 zHoyQLV1fahfHSZH5RB>z)PgoR1FMXx1u%j(U_%*D2sD1!vl>%uC-0#s}P(10`G0RSKY5&%E}JOeh= z002Ay5Ey_YXoJtvz!VIC0T9D00DuOp!3`Y1GHk5WPVJSB12K5)eUj|SZY|d;T*{iK zH7EnUdc(^;fB^JUwni+z?mz($11$hR2uv%q_5uLBz_b>tA;qtJu0MHstQ)3TwrZ0V2>q0c5@0^q?KFt01zDjsC60AOtERfd2Zg3a>DOhU|H& ztH{bH;vz5&*Kl5_XV_{$3QTL*T7U{AG0bKvobI9e)=*pKXZ`^Gc!*!HEV-2Lo+tts5DnI zHxu(UXEQjX=r(sVInVMphch}O=s1@%JJbJiI=?fKu5&xj^C6!zJm2$f3aA_t1NYLi zKkqU>%ke)Cv>junHuwWVC$vH@G($IZLNi2q^0P!wG(}gmMPD>VXS7CdG)H%|M}IU( zhqOrZGeNH~LpU@_r?g71G)uR%OTRQs$Fxk(G)>pEP2V(5=d@1mG*9=mPw%ur`!qzO zC+*NKF%WP`_wPynG*dUVQ$ICSN3~Q>HC0!&RbRC~1hr6K5K((CNhdY`E;Uw-1ZjXIwAtTpRy(>mv4JZ#HLlwr78~Uq^OMPj-1$w&GqkX0NVh zgEniowrjsOY~!?O%eG*5b?u^dY6tFW$2M>Gwr~ITXV3OcleRXPcH-i8Zd2`U12=Ow zw{t&tSqryK6Sr}b#SF9nc4xN>WOob1zzUqgmLhj@OYL$)w|Sp8dZ%|yOZR%$He4fz z3xL1~umFA6Hw%ma2%x|RbV7I+_ILwsd8@a84>*CVH+$1Gbt6X%pa2wbf`dOeCzL`G zn81GD(<@w!$smEkT{y{z_kU+>fET!kk2s0H_JPlIf*(f=n7}3IgNwhoKHx(sd_aYd zMHWZ^j!S?CSkywS!7?_A1SJ1(j(flkVEA$55qkW%a(MWMk86mRIFv`Zl!x|Z9&}Hq zxN*e52XI0|%Q%hm_gEl-;f)0`2mz`nxs3!lakPV)w?mnmxp9>FnRmE~l4fME%H-oDq zy}t81JrIMxH^dqgNstRcp$NgLNB|u!M8hwHCltLlxOx^my9DIA1l)(vqe{`U1kaDe z$Upl?nEc5{YRb1f-PgU!zdTIGd|}KyxZk``i1|o(!W!)QT2MSgoIOhviYH)tD?Gi$ zFa1I|{X)C~9w7e#43xSAtbyax!wEz@&T2sU<%O${3*&nL&LRN~EPSgw(W|cv;%h~z z$Bf&H{Om(}oyWbn&b{65KJQC8-oLcom&J+tgE5tZ>Ko(%?4ivuXPsF?9 zf#REa*E2-E%L~&>{;LClCp5$0TRafp`a*aB9=rmj_QI}iy+Rd9q&&6PNVq^OrLxzEUPWbec&o3m%eqc8K)Qie4`m zBOeJ7iD&(IjwK@3sE5lJjjp$1V*(XN*4$_>SS zTmb)J1Quvy!2}vd00D)dhRQ;MA0;>t2oF5SVh!k=B1s4jl3D{h?T9(S0}VXUz$p$ueh3^- z&_M|;)X+m=;?TrJ8Ew?jMWG(Rb=jm3~0qi?ntYV5RA7h*W2(oshWk5uneymGBm zX9E<`S7D7+)>#ErRMJ~<%~jW3c~y$+*_$V)wYgsBevXiQG}M=*`|GWKE<}J*WP>awXoZ9`R)JL z-+uwtNM1kB&lXLTI{jO7CUQ~E)~zkv)OL@u&uw2TW+tzF5B+A@dns! zsWGBDvA+QiT=2mOFWm6M5l>w4#Tjqh@yGvWdG5(6hq>;&G0$9ca@*$n>7HR~2J+EK zFWvOhQBPgs%2{un;>$OWUG~{M+&gW^n#o=F-Fffb_uqjJUijgOFW&g$kx&0#dDoe5 zo?DSM4+gP5KJ+3T{gK5y=1`7vBuEFZv_l30Qh_|&qapvpn8^4=aDHX{ z*%@E6MoCWcT7%?c4h51!6Yfxxb_C=m|7gcdS`vhB^y4QB(#iT*l8=HM$R|aqNLfyA zjD2gN8DEG-O74=EwQ7epeE7yIf)JEh%%UH;C`u6?Q-{WkWhh_S%rEY-l!%<=H8)qw z&p9$@kaSHi!5K~pVQL)Ij3zPVc+Nv6#EqCVrygCo#~&(FnnaYQIrc;m0iM zpc97_m98Qk4NB38&s4q?noi9mJ!iVqnohH&ST*d@dP)(Ooa7E#U<66Jpao&brVpAp zYfuHk4|+_2vr(YJGc;R^gzy6xZ;)$4>Y7?{jsrl!MCwg#_`y|DHJMAjXdTbVS2r?H znt@cQNSJz9;c6_g6IrZD3}FQ-jD#Ce(1I~2YuVahRv@B~0tn&34}LsD3a2dyKXzf- zhp3jkyoAtGow><6f-<=BJjiR2`PXO4m$!YaZx9zcT>bxcthf?6Zb|O&1}aRpIZ@yO zf!kpS&H@6gAyF_EL_r6$dZ!Ol=mI8Cf>wSQBCZ5+Mi#6Pg*7yS5w9eJHNvYCdKdx= zQE-KK2~u7eOLBwzwegLSs8uCS&?I+|1S8%ck}1^U3(%zp9ijjXVsrruApyh`W|53F zL}9{M00S^wF$GIRjk^5kg%oOWT6a9c3eT`cGPD3fV32_xrS%6t*6>+hOaT-Knem;Y zSYsUTdB6RQ$bU)VV`f;v9A$~ZJGcN{Vpzc&Au$IQW)Ti5?4mwYrUx>xP>ztS!U|k& z;&=Ul3C=cxfnI*Yo9Q8iR|upJk09--tIR{G_=s@kd(DRR%Wti8@v+gzETvdGl7Qfhq zFbG@{v?B2fqDZ$~i878|aDg7__Q$$~u?&$j!`A+g_sIuHZ+ox&n)r4IpoMK#ZcM=n zO%}MKtq_j-U?CRX_yU3DAqC5>JKGuFHbL~k2aAVWuKYl@6jbr%aQg$(L@c?<76x&vbto_@(e zS}}`ptOFEQ00wELkd0Dn!wQ|2`l;z*WyLSU7(Q;>ZWM5|fc(?hdg=&+aR5JKD! z+47iozVi%E z5J|k7BImb%>(ak|{e!Rl;}<*pk8U9XAq%E}87$)d5O8wxZ~qvOcKYv!-VbEr??eji zA`kh{%{cQrVk165IrUk^AHgkQE3dZ5h1Z(6wwVMu@XJz5iKzjd1VsCLlZsm zUoi0#Me$KM(Q`)e6eT4TQE?STq!d~46>miqVR05)!xd@q7EMGJad8((!xnk*7cB@4 zf$C9Se5g)${*QY-&$k}K0NCAEtd0H6^vixdFh76xK14Z<)JLdE!DALu~eFo5{T;1z@b00yA)1cDYg000c2^478$9)LG#at&yK9v(md1^@ssAp}ZoACLeP z+!7fL!Wsa802%-Qo`E2=%Lo8K0(f&7GHVtDpaVXWDu<$2fTT3JC?rGDE(_->2T?Uw zGZQ&-G3mho%rmp@VH*m79_|4N1RxN^ArJ&08Q!c0XyF{Nz%lm$83f=CxZx4L!5@Tx z5a@vw1b`T<0UrMZ;6L2~0K7p&3T7=kU^e}M3?2Y7-)tY&VE{7JADZ9<-b_3N;0D$+ zA%1cs-1A4^vmk!-WM=X-GZ8=Y(;Zv0qqGqr_;W-H^B&q^K$Q+AY$PJ z3Uwerb2R^fq*+OGQTfAJn>8$g(jXcYVjk5cBef_e6(yTA8((uF7}EfDp)kR1SM5Ov z76C?gfduve5dZ)YtRWjtl^!nO8den%sB}P4Z309=MD3F`aP=Ml7S$R+RWr*Uf7accF0w z0%Cg818bEAU16LUn0h&P|&Ouf)%N|}K1>{N|EY}|}S7HwpF-jt1 zft36rMm|x8J_*No^-xJkmk^Qi%`|H#asqOJpi@J_yJnRI+ZR0R0W#O}1+bt*QWVY> zz@#jI2J+|xjNl%K!EfQ>MF-+~Ap$hpb9;ppD9KkuvNAO#^?WxleW5f@)-@xvOS}Kj z(;WEsyXXN4!tw?NDFb$3Enk6QRe*}XB6GVoG)H1I(Zpg+6H@V#TQQh5ukm&;Vlio8 z4yG1L_d$07fDwwAAi;AV@bI+eHz{Xzi4DSm5!EVlSX*~EWPA7%H5f{_&tM3IiW?Ht z1U7r^5{q%Af>F_YyI2pu*lFOhBdl0^>2i(jvLsoCwM?p${P>RnIgkZ;kO{ev4f&7} zIgu54kr}y>9r=+VIg%xLk}0{8E%}oDIF6fUjya-^(>OHO_;84li{F@Re^`Pzd1+Ev zBUloAtF@FT!i{114K;Zlr_%kLWtL<4f_0hmYFU+Uxr$z?m#>hQiMi{3*%AMP`Is3+ zmYJDS%htHgmJgTtnfce4t-05d`DWrVn{yGHy?M{JIh@nbnaMeWquIZv`J5rqoY{H* z#`&Fx(4FO3{o=WvYmlDt*_YFq8J~2Y2~nQ`8kzeU*#3E-{ZOD0+TQMYq4!Ur9h%n~ zI-=DNqA423CipG9`nyvHNecsw%!1@5u_%sC@HP~1j@%pfh2r2179JYZQ)?tF# z2^o5U7(_S~|Jok{`;G@2Nei2YDVxu7k{@b-VF>^L!fYb=6LkUL0$^9PKg5$A+q5B@ zu+4F@R~v;|+Xw;y)vzD|I2%Aw7d68;QlzFS9tKJ^OBx7b9FpOc=c=)*r6g>)b5A3( zzfrh{yQ}xw`a=33gy6XM!5+q8Ktr_^!qNjglO8lcv>3Aj7&Nn-0RaB9Aojr-XrOj= z!X1QQ7s661JY;9MVLQ9?I}g(yJYZL~%Y?~u0QP&keRM8MC4&FEccNTbeCK+(-;lh^ zoBGZhm#KOokN^*8mLAr?0rX)XfVUUUK?nvw9>7fi*1>K=z`I!C0!r>(4PhK~_Za-4 zc_E+~l)(ZjfQ-i)JpJJWSac0607lJ~5C8zaOOzV~f(rgr!!?(~MS^?(g#7XXSVH$# z=(?Q^`^2RODaA7^V;dau2mpj(AUYrr))EOc;1Q}I1AM9ZkNMXO?5*dz@VP}>%CY(3u;H8a;|MsnVrPn>u|8HLBE#+CWadiZ!d&tz5f${R%d$*s)~GVm*mA zt=hG0)oSz#@@-a%76tM{N{=7iiXQI@l-GcszP)BQ%Js*OUzr8w;8nOmFoTea{O-{! zKyRO~0k1sTfB;eHVT>c&qC8nr!pW3oJGLSKU`-Z(9$wv~2!P&+(S>{a{tY~A)sMl8 z8$XUbx$@=Ao8vVNJ-T#yyyt$b?%W*#!p2AIH3DFOjlA?S?4Z1F9_GZa0JvAd9VzyK zrQ6o`2txvl)$zl2B#;pS4{X$qKRf>r<6MFYE-2M-9x(`Egc43jVTBf2G+l-oo;2T7 zaY=YiZp!g?mtYu%cF|n}@q^-09p1MVjB2q~R!1-tsEvpi4kSb~7ybz3Zw~esWRXT5 ziDZ%yZpfsD9ZL1#lH;^k+>>R!7@dr1(MVQDfzUt^U61&Khd(q7M1z$|uE{1MOi0TdWwZ5bXuatTOZrciwfR-mR0%3onD_2S71J`TjFnf|o0L!_eKdR(Qr?#gSgz8=+SuxOFG zRH(lmMXXmZ4#jLxwt_{ECounvGf*I8nmNu12p-FAZ`w4YO}IR@LvFd|o{Mg}>aNRf zyY9XVZ@lu(OK-jQ-ivR(`tHkbzyAIU@V~+ieBD>Zc8gK6T|G%Kalg?M$W9p214JOt zB8)Lsx@OFA#~xSM@W2W`=h4WbnyeMdI}Vgqa_wXRKt=A|RN%)pU$ybgI`7PLVId2v zvPuQ(95l|Cjst)YNYFsT4(?stbJRIUO?A~)@A-45MPGDq$6GgeX|#9*f(J`@JOcIA zHczc~+it6!wblj?eRH^W-;H2e9>)qT`asdh4z;M|zW(6Qud;w%-n6HXu@=K*bZ500%$(!4%TV$01;t#W+Tdih0VQ9Pik=Ee0V7Pawh` znD7Kx1mO?GSi&X7z(-inqkxC_1s)&yF*-uWiW-EZB{4RQBKTkrMJPfk{I~}(a>5Vj z=*JR7s6Kk|VSblvrKlun8cOc0Z?vqXE$`;a<4wZ{J|Kb*s<4M25TO)&EXMhw@q{O! z0u^vj!vu2)&0WE=EwUsUaw-|ks!c-%MUa6vc_0HE_<#pR=wdp?;0JWVp_%arm^n_M zoc6hvYS#blnijR)GVDW@8z+sf~V_7OX3e!4a)Ghto=s#nsx=f0p z3PC7BG#2WIXp|8ax|oJ6hLMh8i~^@jz35DbRnxU`)F{oWDonJ(tfornqfZFJCAxY> zRE$9vV)a8Y3@D3YP*kgIozPRE8oV3Yv^z&Zl}NIbHl(0xTWwX49+wG=A}qlVoPeM% zicySctWyo9SZiM&o1nLHD5@XBriJL2}%W6e=ovl`V6&xXeH7 zAqfA--04V@Sp_lp0U!BL100s8Vq^ zl3b7E_cU2)Zg`QS$1$J+wMFx19513JLL11$NDDI;dfH41r zdm7=`rtroZ01yxWo{-$nLCpuwY$uA{4+b zIkduT+oG(P9s;N@K|Ik4QBZ^y+d+&@5X29Aa9|Po5W=;yT>^jD0|;Eu$6f!9@PdGA zAQSmWOeqL9`i^5J+h4ffcs+>?cIu8RxSW@*c<@mxZV-=Y_x-GmL#M`Zh!Wx z-xxt0yt^y{Il=e?o_3W8zN9h}2>gdmNZ90r*NU)HeqI*0d?4;10SN$b4Sl@g1V-P- zIs`xwYv`S7_vupNt_-vbDX(E2V;pme6|r3N(kwqAe%1QJ-l>Oj|eI|k5dqkMfI z?I^TfE>I2LNuvO(Ft~B?lbYn0C=pu|59_L1zy_z;gp} zdgTTLLjVzXF$9mW4{5KxhG`h)()6wa}7{`77-%h@esy`Umo#% z$`^O^kb=n(ct#HcfN41g14V}flaX^rAb>;%5mNAGD{>FZ=5hmZ1c*Qn1mF$aMhq30 zbpw$M2%v$6!GZc`bM)6D>u?UDAOL7L6@lV>DHwh95QxtgeK3e{gfe%|H4Rn3O9_?( zKTrfoKm>UwLN^FTOCSrU&{9U|iN%71#Fk+ep&bISWA5M#0O0=(lIH;{;txnb0965P z-QW*2_YCwv3IHI0-nL`0V2bF$4=?}#fY1&fmH}wk0E|EnsfZcbCIC`E58Ge>{N{D& zk$)7S7Y(qAD&`N&&~;#=cB001s!?he0e7b{Ba0|o+oVYcR*5-)VBp6DX^;-+Pz12> z2YygMY7l9kXoQE?e!zkR?%^I_vUQHaGSCJ92(SzSK@Z>o030v{Ho$EO2m$WF2xRh)&uU*VfYqs2=FQ)vKJ|K7r*e0Q88p}0VAowa9q<2sum-w z=9A1ahtRZ3AjJepP?StS4VSP7zqAMRfDcvh2Ypx^e~VBa06jt0Xx7CaYm4UV3jpVeIQ|Ehba|_`I%R7LO~Et-gHp2 zRs^#q1B0{#O27%|kPe|R3h)3A`DC5fiJjT0o!iNs-RYfKDT-qD8!JWwiEx@zp?MXs znv#|x`@of<@gSK4mwy;)g(+%D)>*-c6(^Ji@fiP^2xd@VlxxaF4{)Fehfodrsh{8} zn&Jr@#kduE0Y$=bUk$f*_lXt2si087Rj3e3RgeRbhy#uZ3t~_T`IrvVkP92SprN@H z#fC7JB^vc2dJP6-<6|R$)GPfn#UreNuitR zs9F6r6iLdVUF8S#fC||~QdIUyBGq8ipaxcHrLwi8hS#LO@}%-nS3e1qW$GM^`2<@K zM7K6Znk0#+umxvSRB-B#XKEb|>NOQ=Y9ZsN&lLpIwFR7z277>+sBm#aumn}9Sf-E; zaH0DypMOs-{Is2sDV$iftDai~CYLQk*< zV^9nYbxL9o3?j7!#efg!;0JJ!3&*gY5Rwjpz^sC>1fDS<#XE%2{1OS3g=vp0*gIjgffI|3j80wd6`J1ew9 zOSDBhvoSCO&lH>%i(#*tF}DP@QH%dK9IGkSU$YzTw{a`Cb33=>00JoB0^~rqd&{?d>$hzSo%$MHOuK$gOSNTM z4Z46#OOTJKPzTcp!4U=6kex==t=X*`?T0yA))rOP0M8x)Qi)7| zP+)0L4C`bHih!iJgS)yLyh|dwfvSYrYo*hGyqo|BrhpIhfU?SDUCJ~DTDn>bbh{vs zySwYX&EdOH0lf2jl{>V$$vgiBhSW)@Rcj6w4Z2WNxp20c3%}Tlzmc`QuG+l|te~e0 z2fBc(4i=Tk*-Hksyi3qTsgR)W8@~|j9QBJeq$|RoIJ{d_1YJcBm$0ReDWpsg1Y>{> zOP~l!3q02=zb9-QB@`wL%eUmpKQf$4Sp{N6ROsaPz5qDYeB$9hwu*T;GG+top##-6U)&dy`35@(j|SJ zyK(9O|g-6RHlw8FK;NkHB|?%k641W=&lOU~p??&MDnQ%>boZsk{wYPrfKn^7bFQ4mGKI8$PerQ z08RiAw6Fm5&;%;bBJU@4{!j}L5rwi!;}$B87^*5co}|$rex^O%mB{Ho5Q!nG>7Kp> zrr`gn4wR~=j_Rqd>Z`u$nab*~4(qWl>#Uxs_)rREzT6USzoS?gy2P{UCEOrBH;GP=^08@~8WUvf$AOMYkXa3Lu zo{$(dumc954J>8>v~Ul^P;@Lt1C_>g)<6#nFaQD|0OLRl8qf&tK?m`17*NPYg-gJ?}UGejUemnjVP=W|XG=1XbzpS^@C5 z9^vE~kSeAR9q28jRh=OgWT+$aZGT1QI2U(at?>~S804hv; zN8UNWcif!=qHN4>KNWE=@W?~(psC6JF#3b0fJaaU1Ly?YCIrF`D|n#z^Z@_pWoH-k z04Y1LaC!j{0Hpcj2k!tqdq`~L^ViTJvIX>rMbJlU!o61*_}P0^LZ2@J^awr^VC^2g zgAIE-VLA3Xu^8qxz$uAxnO4QR?FTGS}fp+||)W7^c|)1^-(OnoX* zWYMTqwQl8Vm21|nVZR#v%@@34KlyTjGcxyt84_T4Q;*X=p zRu}a7yLmv{J$ShrzB-|A-*@Q^liD1oo*(dTOcfxV5&d_ zC3xUK1+6j)tj{>35UL74BSte0JM{3wwxYp7h8zG(A_=_k(hDylRLo(I!a$U9MjC6h zk;cg?yKzSz(aP{gAe$O6vC-1H4}et!5Q(QGmlPro+HAwEC4R&a0stWH(?A0NrWo(I zSe8NN8D$RTH^m5HBw5E0;@jSv~Y0D9h|la`POYDa+c+DXZuKIMf8(4TID_csa3 z8IK^D=-J@`G}|)P9|kRzAi{{JdJw`)u_AV>PbuBFsttn`dE~=R#i6dhQpHQKzxEr9sA)9O)kc6DoE?W*Kk20I2zt&r0pI_d0EmUSe*ctdK0#CB@0x>) zT4y)`%jy{9sxZY+)1I3;{BTf1)_L-pr}4qXz*<(ZMb7yOA{EL*7kzZeDEpOk)E#QP z@t@y9_AGS886X^j_PKW;n}E>dU?dRPCu&6j`1-!A{n_CHrq&3a3V-g=J@B9ID`1t{ z>8YR*g6x^a2J*x?0006WIpCZ9$WZi|S7>myBQ)o`$$&=vIgYraWUab5W+r)AqjZU zV;2I5f};%QnF}e7e;;}r39UG~xn!_JKWNcjOazz>G9d`Ekl_{0ct#M75REl6A;mv06>W{vPFMTtcrmmG(`_pQI3lQRy25ks=p**i#cc& z7xhx2AgCdbjO1h|-J(WM@~Vv=dm~%o7)rA|iYb9(it327$+Zl!Gy8Mg12dyYROYfq zbCJQUw#bAZRAGxhIFTd)69gsLQkTnQCMcOXs!?vNlxsQVGxv5QSz3sYR8*ify_p$a zQm`&{k--m6rk9hU><2Q4!7v(fLwLqhp7Z~tXFctCPkiQ6pZnxzKmGYnfCf~c10`rd zZwMQI+^`-CWs2$A@lc3HRH755Xhki0QH*9(qZ{RDM?Ff>XcB9hYN_ToNBWp-a%!82 z?B+LJ`j}|=;4Way3(8u>ITsZn2=07oPvz)LpUx=7VDpKyB&0GU(?H1~ zRjO>U91-r~7cN#oRe-5NU%>bSCRC$a z&AKv1e^BMC1LOKvn(@+{F7p8}yJ*2-`oIhLU~FR@`&h_ERwqMpwGirEYbtdtK~iSG&$_0Sa_PTVbUZNUuFgYoAG8 zCxTbKp%hVySd>-X?nS=D1PlmRFarGMSHJt^Z-4#!UjPSKzyl_5fen0M1SeR*3ubVG z9UNc~MEG>;jf{B5`xx^w6TO9_aEIl1DlZOGR$w%yUQqOb7Nl6kD`s(vUHoDg$5_TQ zrg4pJd}AEvSjRi&agTlcV;Qr61rqjfg)N++4HG59%S z$_q=tM?Sio4={&W%wr~Vna%%vW;CZ+&1+_Jo8A0oILBGebEb2h?QCYonl{R!IdX-b zypy8_RU3mQbfFD>XhbJk(T3i0qa$cJ63x_ARp#P}y7&WR!qU;3#tcw7ox(nU=FhMR z^ruaIYDS*Qy&5#^7A2{dOllg{vyO|WX>Hd~duG&2zICsCJu_a;6qxVz3nf#8)g^%L z*UN^Bt(mRlTz6*IrG9p`t(~iwCcy_G&I^jTNK7JBAqh;tK{Bs>?y@-h+R>IahN+Ei zc*pxgr_!PpH3%5LoQwyZkaxcms^@;QyIAgK%BcN)aD-1VonIw_F;&%~hyTC_ra(Bn z)opEoi)GpcuXx8j9+&@V5P?MQ?VJUJ>0TaC{NvTWc(pSgmW_LB_DrU&oq!h?q3GOv8+eJxmWiv66IG-o!8<` zHK+CA6o-CP_Oqvb?QMVijAq_vn@@TK`}%v}2VeM6te)E}+eCJ31 z_{jIX=x)w~Vf+7J52XO6e8ml`Bve5Lil}~+FW+n3^V*c}b}22>|CIn0U*KgZKjj?B zgFWB{2Yc89#3hc^l{p!Ht3Sa5IC* zfiwUIAPhnw96};2LL)pvBuqjjTtX&nLMMDeD2zfWoI)zBLMvQCav%pL_%44#LEe+9 z6=cDTal!ekAsHkY%i#eY@Bs@v88!?iTo^Xq@~s>|0TmN6Jj_Eq+(SO>LqGgOKnz4d z97IAaL__~PL_|zPMO;KiY{WqHE-nl>1Wdu63PUkm3J7$H3a9`F=tNKaL{M}9PV7Vs zr~nE0kr+HfH1vTT>?$VMgDU91S5%e!W5X(#DHO;>T|@yP+eKgeMPLj@VH`$cEJkBI zMr2IJWQ?!~8v$i}Mre#iX`DuCRK^KAz)Ac`0GHNIO6{FH}JG`zCI5KyM_&rU-x!U;vkV zNtpkPNtt9vRD?$~)G2!Kz^qCGG59vXC<0iZhkSejRLBQYCsWK%s(6`f+wH`Sl9x<`?aQIff>LDx>T=`Yz+0Q0Y3s4xNwJ% z(1#4bgR>OF3QYj{+n~3IWu$J=f1D&b45S;QW2yjw>a9km%lm^j^|OyC`B-4 zMjrWyaH*5y>$l{qf8!aH+EeUbCIq!tv3yh=l;g%#;jFEyR+V5Oyy%rvRrzvQ;EeXl z($^XA*FimbWI$v|MN-B|jFBEC)g*q<3C8$}m{1LtZLIUsIKrYe2?4;s0OmF%76(1q zzXfj!k)QA(m~8sm>M}g-qx-E2jNk&BZhb1)di4O)`rt%WGC;?~W@2S)vLIad{{C!} z{EVv=|FXToyPGI2ZGb7N{u-gJTfjYT`vQ%-vixQ5_Ji2Ll2kJNi6LU7cwvj3K}3Z9aNDKJca)< zIVLO&^d<5&3=N|SO~7ByGIAhb2f_vNbqJ|ugkFCZeurzj29Ta$NbtfC9y1CY>5g1r zI&{DE?Z=wyuhOC6@>h_>^FkC(*s{x%MKdQY#~Y=G@l3{$_iIy2lDK`2v4)aitCIle zDymrWDfg2koi6${07D@ehWjw`sc*vVx_nUev*500A={s{_u^4#!wHxr zWGS2om5c+Az}&D@_%5DNG{`K^hqGF;vmcCceY*gefM{D(v|ZiP@i}G!E|U^jlTvMy zckeJ%Yw;E*m}hu|7-GcB&>r`Y?-BXx#J&VBYXI>c&>A?G(v{+f0oV7-8|;7LUF?2( zB5lM7c{~zh05>t9n6JNm@A#PL4@Eet9078G6|}-mPhx0{Aub>=sYhnr;kVpoCLiCJ z55IAV_e{Oo$coKP#=n@o{~pg&2jK7Fe9c;@Y&J>fGdBKW0#h>%LPn760q&FW5?za= z*~rBPLgRUP>Z!^a)^K?>h`|X&KNi=g(R4oaeWz@O69)kj9)90(XIF=b*rN|A!c~G} zT!E(mmUfyo9X}Asc+dU{rDIIFuSa*#4}jyehw{{qJiBnU4E-MO=K#|MzE3ilPn&C2 zJzkz#GAW~tAt{Wgj$Pi^POkev$g|1l9wEaDhuob-C^`JFXF@wZoWIht$gV3{n>SPw zV+K$dI|qZGZKRMM=yCPamvFGr8g6JCfp05wx-li5n&pV(_W~9evBP&QBK_NC%bFgD zHy#?lAf@i0n{vIn2d`yh#++3T{D;xP-gN?L@qTleh_D8~(St=KkHy&O9aE8cV8 zj`7*|btWD2yCWh{;>JjMhxA}rY-8zh!e}e7~kmL*qM+)L3cZqMf+UhLW%vM;NpKfS7Mw`ms zd(149_?JJ*ELRzB)u3&4ED{bHE7PB3dwc-D?bPR=!O`~Gz)RfLIknY0*vur~w!+_h z%`#`mZzEEpjvh*|tX4Jp_Aoc6|Jhj>axF3>E82o&{z3E)`;V+v(QJBOIc!#>?5I_J z&FuZ$?EP1OXFCMOB=*UKV6U^V_^!z6QAT3LACAd5`T=OmA)6qT5>E?xYqw8(X55A~ z_nGO(v59*G=(sk%z2VkJXr`2V#5cOj*ubivl@`L072%(Sd+$R@({W6{x$Zyqog){E-_Q(4@?g(KQ zmx0ztbOApd*3=D*!!?nIY#H3lR}cfdm4IBQah3dG@ybZ?&!3GdK5)tHy^>q(cHPgF z+ciDvZ*3zn2-g|;EKBQRz%|8lGJHZ5?r;Km&g3w(b#+Nda=IdKFECx{jzPaC22!?tDR_*=>`Z-KLJyzAFw_t9*aCITXv zjMIyV5ZV(CncU?;YUpr9PrwY^@9b{AT?adk#KAGdn0n;#0b(6I{$2u*nJ)kI5SS0f)@L9pUD=7lki zYPg|#CuXr_jtiRi=y|*6wd1U@-|L1J17U94Jn^eKoKZ&pw zyl<9^vNm>mtOp%TJm2N_XAruG4D)?KYTsedPihV(*^TT&;hGzR4fYO^R}h~OT#FHZ z=YJQNPh>CsIlL~ZAX%RG4=d89kjvLNIL|G(rKKxl4NBEt2*o`V)PhC2d}iIbOIB(&zD2l=$wBe@qlI>$hX9sli^P0fcL zMCfm=@I%%onx`M&^^^Xrm<4gnf!CXR$o7(Mt!=UupL6NiMMhFFNaEVKjJXSinVKPZ*cqae6KWmcLABQR_Xp=@hO~` z*N<<$;komBtq(s6#p|Jq1+RH$tp=L?xP@*1yX0T(hMl<`N(%N8kVTWS=~T_ZMw@td z6%+ZgU0Q9Rs#7y%x->kJ@1>?T({!hr0#bELupj>?p8u`JvOn?Rzsl7G{Pplq>EN2~ zieT4&I9fE4o*jLU$cd2Q;Io~tZ6qmDM0f7B*b`#G%DSt_6PDr~Dh>ki4g>B)`` zmHqkMY`#B9;AQvMjX}?s-(B_Dx-4p+i$&^7SR z#7!YfeV#Mpp64{TQ#bH5YxkZJG+EZjdbgkTekRB83u6>{x`xd4WCcWhi+?sY?)(=MIhO*qLDs*_gYqE-Hq#p4$Un`9FoUiUZu+zCPN#7;Oo|Fy~+?$)$u59;k7&SO5_! z&f>^OdAD8$Qsxp9EO+42#8s1v6*c^RA_RZkS-P1lx5s52-};@gq$zpNX}Ni}0u(yc zVKB%*k&SC>^GmWbWByCHB3zM_7lOA*EQ|Ax4SG-YiHnqcjd$`z_JBwb!}}SkwgVpU zDU9#m>Jog}1(ZRaq#US0)2^$UNu{p&pk`784e zRomkMCTcKc7nMa&-yTjunm5&Xhg(=j-ML>Z-)OF!Y&0pIM=EZLwmE2~$(4-!lnFKq zX70YyS&*BW(@(GFSOxRhxJ$c8tbJ4pT2-0=fi|?|5iD0FDa6i8B~12CaT^0HagQHnXHX-STni%s$ULD|D_1!!#Nl;Yk1Oy76VAiB^gL=~S7%0p zOC1Jz7fM5Rya~$-o8*wL?3j~O%N00T&%ZVTqd>Mu*<>U@<*^0@pY+JG&hZY4MIgX> zxUzUBL_u0LG$>>k4v%Cnxlfc9Mb>>ZL5Y)?XbsAaXUuZW5~-Se!Wxgn$rocj=S*!Al1sN5BQMtX1%avy6HQJbvWZnn@Q2Px zoP#1z?3*CCEdvqJNxb)XUve$V7R$#80wh_OZAW{UaukSc`5=hE{!&d1gf|>Yf-_VhIemu43dR!1fhPx`y$PL0|Aj6 z@FF}T?b(^}0`T|1DT5Kwz^B?-NGqS)rXILdK$z)yBlx))F8ytayz(3yA$M}R6#m?> z^HqcaIAA~qM-k&BNkmJ&WX~#a^%^wL$3l-6smY(M{t9J)BsYJ>E08lyxNKJf+24EY z(Sn7@AQd28$!eAqUi~Hwl*+A?BadFFMMVH2JbC5&Z7Ph9MgK->4)c%W z8IlkUm8}xOG@s5?5NE$BRg1z8>an3BCIg!@RI2N&Y?HmXb>tdYQrz^8$B%M8^o}ED4ekbY5_b>Td+E8*!10Yw=Kj?j`?0=|tAIaP8wMe+~z8 zh3+SZj@&cX$ioR_dPx)Y)EQ14dIFe>QanX58em%0|GI)e$YmR1@k!j(fM!x7tX>>Y zUk=C~|Bh$U{RKXcohD%|Bu#zd2#}M9KR9+uQR);-|16wgSx400)M<@7FoUv0FwC2_ zHz5ytAd14$R%~QWz1Mommn$JTZxPiZWbsc%M2M_m|PPt@Vrd{U*_1gdmQx#G6039y!}c zFD|Tzw{#pGxkpGZZIDPjx+epAmPjxEw2$eoN}T{8~{+7|Oy?h6_VIebe~%mR;*pyKkST z#!vP5BXmXk(t(b6zH>e&BkB9uU(ky>wgG>XciZx=@OW54@yWBIjtz#lk2}vgn?hS= zRzaUEi!+l>5(PBXai7M0(T)0D$Q-KKfC!w@vCv6xkx_t7hO@R*V&d1Ajctb94?9`eh(|4#wzWt17`-6XSO z^sfl)KRa6azhmxq!jbZ~KOgk}9md}7k3}^KUE}DAo!u;JGT-^tzIah%sc#LS0fIGv z91Wsh1F@n3dQGq}8X~oJe=_CIL7$>=OxAF$(XfK7yFq61wtMP|s~fK6T(e&|9T=dYEOqDcwX;a?;D5)_F($IIO> zef?DWbBJ^#W7)ecG`z8(G-0_h?B{;6q_n5R(-cP|XGLXRgx%0)>AYH{EnYtl><>1K z@b|Fd7c64kW5$2a(vZHsjAO<0ljYQ|pSvr9!fTz&9$_2NcxvHM zR!)tQ{6}m$Ya3!-Y}729w||Sp{MdLD3w|k-NH{4;Rc=Z(*hsf;O80F_C6;W2+Hl8j z%2c8snJ^3eFjxtVlHVvPcv2#(Xobo#65nBvm!m*g;9!;Lw;~;tM9McM^=zfp7`m)% zRh+g|bWGb^2irVt)#A6*?#WU)Tk6x9au;tErBaoQqBP~U!icwM`E9fcGBk?O)#=n) zIykxurO&@?QT^D`Yfh#MWOX|2qEO}ZEFl5#>Kq`YmQVr6LZt_}TeC4ZC3^PNrrhjIA3_X&3Y1tGOpY)mYsOxo2=e?sM3 z`*~Z#g(B^!0~M`u22FRA%{Fj8Pi-sCaeQ2}Q}}5o_}i|~arp5-PcgzXwEJk;(CU@Rny^DTF;CZTzg9c?E zVg$?pz!>vLi&<j(?Rav@Ocv&&$(c1Q`wJ=dAP(%gHnk`|wY+ zAw&*oKrgGuD*>Pv-vOxV>36@-zuD{O?Qu+#QQRrV|8%~eUAdPsbieUnU%0^IOU=B! zR9S8GK$eIH-Hfh*S=cHr_&wz;iBBrwOv#XI|0xBFc>n zE82-GFLZB-#(9l<@;CN1*Irj$SD+4mR_{14*PkDdN3cM5>*e<0mWx&4hcb= z?$?k|Rt#?fiR>O{dTf7g0w)pU-kYd>_~ems=c~*SS6$W$GoFeF@%=(=ho6=F;Drxk z8@w(*otHUZH^>cO#R;G!sDYDhj9IgYQrU9&!_T2r6_HZlx>(7npk-hC z^p{PatDnaE`goSh7sN+8q*tfVY+BS{#;@lDC&TTqb6A0mh5fBbx$^r>$wFJGriWV4 z77=C(YU2TOK7n})w*Pj={ab4=`RoPlLt8FR9i#_eHRpS?T7~EC`23Z3l_R*=4_A37 z+NCEis!!fEd7!!laqp3(6S%}N9%oB++FKr}$Aa%r?{2Ai(}$|ywS;6!l~hcg+Jf6Z z5y)$edf#uGSlb7oxW$K#oNsFFoHNOQI(G3As}*R6JQMN11<>GD&;MQxBX+_K9jKaZzq?h@Y|( z60qyq$i$y=r8YPtb;fw{%``jJ3zPJjD4VCy2Vu=a1A%@au?ay@fnrf_Z^=&s zTH;pxJ;|rx2)9EkXBoyqHp$WK(G z##B)ZO;|ySbKXU7#S)mJwCKYF&u%|2<*^0{?_xSrA4Y*D7V&cxC75zV6Pv27)C2WR1>N#KQU9JzJJq8QlfLjle&UaQ zasDK8P&>GUUBtI=PxS7gufa@C7pPe!iIk-u`pmR>m(y4F+4-}#QTiPm2C2=-T4Kk) zeN1LKRX!9OEee`+{E4sfJ#6+hx8GmRDKU#lde)&#?d%DXvjY#giX}E%T>jDBbkzg- zX|fCb;s0HFE-1Gmw!htMJTK+M=ERF{|F7xk#gl$ye`BK3zco%-!3d{eTsP^+ z`?#~s^shQ8p`u4m684be*Nq;(*lYwo>b{ACx;$KUfFWY>-8On@Xa!z%63Q~hf@*p9 zNd|nTfkokZ#|{q#(e;me5z29Y{3HBztbJ|z{jy!Er44r3hycI`Acu$B8}*P$5`~(C z?HmIVhZu(-A<$93Bp&eg%~2KSKI)!zg2$u#_b0leHIkn4XU;XjJX96e@QG0b|YbA};CDXO!iWe^hj)0E@(KFv{=gsWPpqy74i^f!vRzb~f z?ZAMd2)mNVR!X@IZiTcINfQ5Pj+^q*Pe@ac&5cuV+fkMO=0n_ogoHMKC5c+qv#_K~ zoh4>(-w4Bsy?4?H^)rE>OrF0gZJLo)6{}R0zbY$JT?#)+RVBH!_&+KhZp3=@xmo81 zo4xW6X#9b~@4Y_Z6C%Qd1bvV{4^%?-;!m!~I#3-|lYo$k5}n{xMoiZ)SksJu)dRr@ zonH=(G6#Xu5*8PG3hmapV%Y{gB&cK{AUuT_wP26{ZR(KGBa%R30OOyMv^@;Ia60Ax zC}IUhC!$C1E$as!`{Y4IT>-O7=!AbC4_1C5GXM37$h1q#M1DJ7XpEErdVXv`TP9<^ zw+Iv!NOn}VW)O~!TiSdnJFCeJwLJA*uzZ}6~)%J zja-hz&CV;ikQuRsm9Dv|JIl0p5O>I9MGtM>PtZ^2r_$InC3)>ncShLme>vS|4ezb& zC9F5^k?mW@ySBd;eg9BY&hi#s`ips_KDvGz?93LRJJ`KOgZmHni1TU1k4imr`X3Y&U{Xdt|~t4EWhiu+2Xm8d4`Rv0x0 zQ8}yRn6~-l(|u$AT4h5T{@5wQ#iZGJ{<--=ovT^Z6Zz5RV47c8^V;CQZjYs(x~!Bf z;L(VO(0W=Az9J>`yP*}{Y9VENrlRg&Y4;`fk>%k(x~Be5tPp?kPRp(d*#Kj;&_qd1B9J&5IVW-ayAs1xK#LlF!B8oc6HQOrd*)o-; zvxg|fD8rOeI2ubwK8t*hR2${ab&ees+s;cZbJ}|piFhpeM46dQUwu$Zic~{iPioPC zUnj1LFKz1Hy%$|zQ2e`})B-*JAl*9Alk(%8@TS3}lDnp8@#97tqVEQVVnpAJ#7^Jm zC~1Y+#OVzMK422lqI;Kb5qe8ChmK;(n6rK@OFeI!Zk{o3^Ld{%|M|Q8j0LCaF6u>> z=H-kuf^6L;$YHJNAjsvd#pz>sUq8b? zap*I3C*9ZF<;3tc?P`5E|CyQk`;oA{se5eM65TKWVnsfB*dF{e);&k@t-AY575C5X zeJzAb-+K+8O`g=iC$8CF>PgFo|4?21|Z~uHZ z4O;lK2TI8QF#m987r_ow8)9DkA6vzX8=(!d3&Bx?SL?>|DhTFyuyR2s*kAAd-0Yq z6hq@%B~&akPUZ+qnSvX6dY7#8ji#ZlR!CtH2y=_rsF1}V~mYC?}5>$Pd% z)-)-pkL^u?Smtzq>N#8?0G=3zhSP#udnNZ22!Tj6&rH>GNX?T`Rl$#Rz*V$dG62|2 zZZgygzQs8PGE1RR%wOli;IS=|OLXoWe$u6y=t?!V_U5#}s1@@lPQASSv=;1VUJ=do zFeaogP%t;l3xiLGd2E82q0lANf7ptbvZE*&Eb7wNol01R^9f!GuFX8NU<4{_rI! zzZ!b<<9A}9pH1Vk@P!!~y;6A*lRD(kuWw90x_>hP1HAE{ZK zX-x|GRw;|)X>7j4HpnSZ?AFyFV``j%+)9TEAm2R*yI1W$Z0&9)UtE=?$h0=;Y6*{-BIG(}UE8-Fsebu?1znl$! zXGnbb@rC7?CUNT@m`+FknOi7UTK-bbv>SB%{3&VM0?xBmQz*Y=xWJ9rO@VG7i^Xpr z@lIdTmH;PqH{?rq#;xOlD|Ru2*MH26UnwR2j{1hXiB;ro>+WAg86doKGY7Wq!~cFs z5k8{`&D&ML9UXbS&s=0Wv?~q1p344eSv=dkr9DeHiqqv&AtJl`-@@PT{%_8C{>wj5 zn2^f&i14doY8tz@B+C!I;0Ot@g;`lh|JSL5u9NWa44nP9@^{7m6E@V-TS9HI$Y4EW z#QfyHijHFJv0I*jJmU27As!u7EY`>^fDgOJ)`{AOOBCD7AxQGhom=QUOG`317VNL%ZfFhb20Rr)0x&$2< zTYGZHt;pa4cbqDJ9bW(a*nf9S8hEvSNe{j+iGf(aVK#a&dqJ>Zr9imA?`YEdW-2gh zBYXpk2VD2$o?vL5FhutqCJ2DRVx8Ck4JeN>8?nUr6|zW9B7%CulZ(9E)>w>t=`O4o z4KRo;mUaiEm!Jbe1F7;8z!NUVhZO<~R?NvoqeY61tRXVvy z)Bc0mguWHPd6tY|MUpXs$l0EdKS&{`DH^x}uB_7q#L@EI4+(?l>jmBPB23mH%S9~oVT9+sgb;kh&HDX6i5X=@ z+rNugD}ugfW#lgm7F1v!?S;Svp*y|w)EGpD0wFyZ@%1wkJj_$LS(e>Yd$o5xBP z=uTz|hA^^_|C~bnB4a)iB6ERLTuwAy*MhRv8M>{QXjSo~&;TNgIk_+dUe|EXV^oX7 z-M7N!IS3JUqB#nqqAp4s#XyKq#Eu|R5;POL2XKOf`xS!u_YmU>AZuItKo0`&I)PaQ zRb2&a0EF1-$z2O$yDVbGCHqSt#PT8T{nsp8&-~(yz^dico>5AO)%>zKv9>*iDCUvltxRA$QVahtV14P zDEE396v+WtAze2Qz2c*DX^|UqTz_! zuE6D-#C5j4d8H63C-~ti3<`CGTe84K71QR*@X-Kw`O}uF29~-8UVm>1igof!R=!y` zKFB!iEDSMc1=iTdLs&gzR%9bwf5_|1D$CNjRW#s|g2153r0Ruj6o|V#D!W0#)xCZz zVI1E%WbV`U?WgefG>>!|rEB zq7VAStWptpfGD<}%SEKtBNgG3Dj^`s8%n`<>p6cMfhcy4)WNVqW`OCKho36E>WZj{ zJXrU8@kM&5Z`bkgdjKv4W|<-{nI2f|Z^B`$0P-8Kys&rbi&F%w|HKTix^V zn74W%&qsh?VbrK1YAE`1!)V1hh_<1}&kvx}D+l#`%gyNp02Gn7qT+hI;zLTMKz$|m zWTlC%tA=>HoK(9+ffLGNL@ZCQu?q77x#oYc7Yjm~ue_i!#CwxvgqXq(>OvYmAorvP zK2$_iJjx8l2b9+vm(uEj!onj_jPwe?Krg~U;eMxumS|G9R-M_b7b48nZeqnGb-;4Z z2SoHT`XQ?{HlEz0M?_JONNk}r>vu9vDka`#j-W6qlOifJD=KA>kSVL=cQ;9a-2d~8MbDwWk`#4rFF1EmH40v6HbG4as>7F3Y{e?8NSGY*gQ z2p(L#@Vz=(?31T2{dgmO+%p0p3F6Swb&d@2!<-+EAOa_1MJKX#1e}E$2ZgArV7v)4 zP3obWTZg{z1juLVInhAEFapy9%L=1?!$Mcb;ug$h`=`iFp)!XWC8JJApA4d7*EdU# zpfL%jNepw9DdZ4E3tMcE(O-J9NMOCZ&ADfJsaja-!l0sskiL3v0Wlv!H=oCKP-1JR z%U&iGE*uTV;!yx*v4xPr_+@TUjiQ+y(B8*kL{E_-7ghngMkYy@ZVU!5W!A*>S)cD) z1u+!|U53*te`C?X{As5Fx@kiCRlSBYLwILH7>bE>3L&E)PMORD)MY3y_lq{jUL+Du zja7||RCuW#N12w15Iux!gFw)Ln0uP=T_w|fwbsHqlaqp+rGndXjN2nrv9)?J&se=+ z7-HOtN{W(|Kg)xm&*QR~u5Ok^27M_L7O82BvrQJIFRAqGic7kX&{{FNHZj_{HQvqG z%PTAArk7^qW11+?v1cU)>cMLV(zkk(ar(69Nq{>CM*2c8C_3J?r%x^|)FKS#f}3Hy z(@rw!f?F6_{Ol1)7>(0MfguIR+N*lEe*1l6-iIw5#~5LoxzO9z6(CT5cXo3}NuT?O zoxhbOu{TJ*ACjTSVBKbKshjBfH{&Ra^TPP&^;{+yUY56JRy8Es-G+EF9TADe*gO80 zQ|pzuPn+2W&dt@yZFv;bo;}C-D=e}HB7?~*dE`}=o%5h5zhxu8KJj|1?aSU@_)E6D zFm>~@sUl{n!rHb>VyOlAb#9qWkwBaxQwq8CLdio1@ytMyHUOnhAABT z$#>>b;Hp4Q*!A8y45*C+{` zDeIR0O{$XqQuT%H^dhG=cZV57S_d($llLwDl{0m^AoFyAm*}5aPEP$}Y>Q#VQ7JRS z+)z$~DNenB^bbDMMkbC%>5dsmh9<)8M%8~4%DEg`|AJUem-tPZK~)OKG}dq}FSV$T z^Q9jp((Qb%nZAbfuj?Ok4?r!PcSEk52(}bg3@t=!*t{Mz|u&&#% zu1x9VFVdD$d7{#t&!ianTRV^m44to~ALw=7ud!_yFD{#z4#nVq!pBAm%Z0QIhY12V zad>$H_o0}m+NdJee97tPR# zpZ~czcXa(`3r~DI%XDg6`D@EfN6Jz^A!LHsx>eU?1pkIbk8ymlqlbyHt5>??)@uCW z?NrR>7yVmbz1;5~qK9yeKJUK%;k^9AooUwFeAYjIHh6jVCDUAl`CLr?+$(d#!|U(( zWw~8#EJ1^V1-J9WkcG1Rg?Ax_l}wA(=7tSj3)`<3E0z~OF)j3C&6ms*md0+E24$B& zg)X;sEjQjS*UPSS$gYgaE*vbcG|L*cc0Ds=o!@=*!!92Y!m&!YvPOznr?6P3DOhJ% zS!YIUuvu(8DA?d#*$^mL{kL3?&DYPk<-ibaDOqf(7Hny*Z0RDl-*L=KTFgT%)>@>u zZ7g=|3wE4WcHAw7(c#;M_Vd~1^)C^75f*zf1$zoMyQT$GZB2Wb1^c-x`)}{!6Yt!E zrxS9g4^~hA z>pm5*Jo``fOk(wHvGYvc@?1pbTy^z4x8q#b@{hLkpJ%Io1Umj$T3-B;y0BlpaBshG zx4dk5bm_l(snl}$((>xB$W_eh)#I7%B+I|j!L13)f8R1+msnnxy}kahdR@!>uhH^f z%iDh)tN%VR-}GDFc-|h3t=>#9-_BUx&c3}}T)kaozT33C+kJa?uzL548GB}ly?l%P zw~ECwBlqwb)#?g+Bk(AA%tq>p`eWd18hL8<#e=VCMVyvK>Pv=`kV^54>J6ozQ@Qjj z%|1808_N{58O>8~eE%g^();Jq=f<*$x2OmLCXJ@@sS>qRERXqUQ^ib~UWrD&Mswx& z55|p7%cIR7W^2*?@l2W@tL7UWW-86cK2|Tbcx;a5Yqr!ZcLbdMTpnwwUHycC5F)f% z>(={YDR?c$TkAJ-x>z*}wAvcB$FfA6SH{~KcP9#!UacHDH|@`q>wmELaxGdvTxT;@ zpxtrt&9BSlVC73k%db_|#V(jmXY23H5&K=8ubpjY$yqyHE=GjK4_+M&3Ax}3Y|D64 zn%V_-`#k!4wl^c-A^~&`+i~N;cp?RpQ)7;SNX=L-xNIOHfJB4V)>#Tcn^Q`7;Clpq zBu16eM@bluZVL4XQgH%SmS&tYR~9tboy4ydZ5k)WLdY7U#s4e6ObO&4;@b44Zc<7X z!}GBx1~F?iMe{)OJ%|;PM#A85cgn4=P+5APaB*<8_t!^R$|zE4=wt~gl|G*GE8gGu z$^`f~llls5kY{D2vMcd?yUt5P|tZG3A9+Eb*O(>A!DNQCp)_*5( zaeOT&OGs4V;dVcDm>h)y7)8?eU}*S05Z0;>;e-L0Sd=1>2S(~#bY=}jkLH>bCyiBy zkptx(B(jeQ(xNa9Z@?G;e$F)k-8~nKM^!nnOiCD0+k!-%@e2~lN(=~3ijxqfMZG+a z1rMNViF!E!E1i_SybTXQ7dM*wEhhw)euP1dm)J#VlJH=%uIEuB z8kHmrpkqa%549$HWk!HHBB5py=!6i&vvC)dRmGD00H{+;A{ILt#gVlOK*FJA-5z2J z!v$;_P4t3?pJ(F;gy5`j@^h^gFpe<4tiHo*p8oT5bv@z&+LHts_|h~;_P}E^iG#k0 z2h;rpuh2inpD0b?)0ocz(LJzN35WbVS?GZ@u|cMo><%O5H=E_Go;h(7T024xY{ktg zyQGGkeAMKFCW5X6oHZz8`LO&qCoeyHW2Db*ZTvy#}Jc zH*11ZhNm;20Qj7h8u=kiAQ=;5%-GAIxv0WcUfBGcaZTqQk|!T@ZzVi;^a36J5OGmW zQc3F#X@kf99GA#rYWfPV5J`jX_YweRz5a*Ez{)j6$1^hpTJZqf-w5(f4yoU9-W8}% z&^;Lv63zE-qPL{FZS>evM zJ>3XzifyI~3q;)Q^{+u$d%{jO>CVd|7ACVE1)(8iceJX+M1t)28{@$A$q>%oIzIHK zn3}P0SeT$N|2bu$`gv=QuP~-_l*2tanhPQ=3RemmuX`=*VqUukf-qSpAa;Si`%Oow z&io$w9+y-&Npd)%kUSp8kyW%zUAqAa1z7$<@!0?@aKB;z08gRcz%ln%I^Z=3L<@!x z665262?Zg<3=k4ILQ*<7+y_C1D@KlmQ}9qz(hxJ6GBGievIya@%CWMtim*}%u>GWA zS7Koo;AdwCacXftkmKj!=Mr4x5|Ml?!XPdxBq)aE5?5uH9F%+{O(EsUEpd+?b@@L)*r%lKed z<&e(?A)O{6jV>V>-XU{Zq2EnIKiGy=_=LXlewk($*7PDgAu=MuJgVJ1YQ!VzE-32V zi>UOMaYv!?w-NDaaq;n1uNFLB^#ms5y-G}rP3q51iZM*CcS)%YODTy<$&*j*O-s#; zNt<&||HhCp{W_x*$XtxftcuU9f0bEfopltMg-y*W_0R5&%x*}{9t_Euj?FoV%h^iE zz01kX_08K$&8x}HE2+(o3n;*5793>1or@~$%P79fEw0Hg?kg|Oc~?^U{#{LZWl7eD zyOIx06(6eJR~XQPZ&4*-&5I*x%UL z*xcBW)%v%heWa@6q@$ywy7R8FbEvU%exS3pqkC|^yQZ`6bN#^N;NalgU{n9l*yo|K zhT)se;hC=C+wtMPx1aCoMi+ZW4}OgH4vfu=kB^UinVI=A*7$Y1^XtmM*OjrUna*kK z*!1$u%yiv1?DY4g#UIoCv$qSg^Lw+sV{^xo^LO*}3)}P4GYe}!mX5ZUmKK*cPft%T zt}gCw=kIQ}*6y%}ci8j0`{NLMcm56gKga#ckB0?r|9@Bb|3}~pzCHN=2t37~I2?6S z8tGTpZ;pxy{$GJV)(+j@885mNqRZ8S&y$o&sFGNA{9l0|R{oRSxVcl;9dgeij~FXbucZNG5xMK$2-e+hZA(gS6xEuY3pQ=IOYJOd6kM^aV!s_z9p zt9CK3NHyPrL867hVo1gheH^|hM1y5~7M*HbUovkj9xyMd6*PZ}|4o8lTGo4z@T5|a8A>DDTQD;^#y!7N)o zu&=_pulFuVz#d~YgpAV)&u02**N@ASGgb20LTtZrEYD!dJK74&v8f^qIl?nT+}UMQ zChDPt1}P0hOD2VR{Yr_bpMJ%%Pf*6geQ>GDbXag?|D`G6cw+>wd1S9oK&&d)onh)a zH|N*93ZZ<#lXB-S3fh_f3iW?d>gmMVCtyMMPCBEu6yT$J7*vWljv9kjQVm z8QbcDihZcA&@*7ER=(*;9Zb)e8(YZ`b)*>S!zj;8W!Ys|4T(K3ZA+H>k?k2>V1F}6 zZJ$S!mN*pj(F(?Yx0R|=_XL6g?v%}eCsddU7NxNR!nPkWy=aK+x8wBH7KDIl<~DvB4wCf zn|PBvbM;6)UOtm^nY}yqn@jq;-z)@*|F&$Z=Xh^#4;6HHDBWfix*!M9S+*e3RSANU z65|lhWr=RhJ6F5d^Qz^K%GXH7)VL@NE1Wm%s*G%47DE=3ZGTu+ z>VXqD;0#9IR4MMBHD7UaTD<^Lg`i)3cJln$X~%C zzY}|sHuzf=ghZaoc`^JMrf==SGltIqM9^{)Bi-6lZHK3f2#bZa?EQYFlCVLb-=qBQ zWb(D?;|PS)+ABe94W|F`9t4Gvq*@_YCFLqtBV))3Elvc)0z>(?G&+8-cOR?v)Dbbgk)Ij zhQTY;oAr;qq&8?pD#?UMn3D3lDPkzovw#%&Vi3;HwO(4j8}Or>UIpOch5=?TPsjk2 zz+K*}UW2seF+C;WJ&7`jaaI;#Rfu|W($D0NEDpbULMWyNA}ASAW!fQ5eR9qLcSa=*2n;9LRIuisyB6v7sln*CDXGZ9Jcam|P?0aVs(G zoW#DKibJ?(LHMVUF=lnO#DOCN4CRgW+C+Us{|j|Miod=|iRXU9mO@lv5#>-t7L2iv zW^ADn+n~-A0MU(BKp|}JxB?Yafead6;SSND1+6x8g(@hb8T61Gb*i9>a`Yk+{@{li z(D;iftWzcYh=!G1!3DMe0)PUcgcY$^5H0#cu=1)G(#VX@FhK{z*bRIfst2G1UZ^f2xxL-kYgzpCY+>-Dcm9&T)@LV@UaC( z2BQjh;KnVW@GZzzl2{l^tXI`qi4CDD7S<@CJW8pCR9S-yR-)GlkzovejDiZcu*MaX zw31qOu39AWDjkr~4b;*>9F48jIvOE`W}w4x(Rf^9@0;H%KrWh~n`UVgOND4Oc5oc_ zuw(rp4=Vsd9j%zc+WL@%MTi3vQgER^SOE%e*rE!{0FV^$dW%@3jzpNK!sY5&j#=gt z93m~qYs~P^+mXo}W|+gZ$VLx0xUW;=h?9I6>QG*|VSQNE^6^4ewcyaB3m~P+G{E47 zB!^`G7i=&`I_xlwVaRM6bNB{6Ix#fNID!q+$cG--pbMzwK@SwGOg?D#h<-?v9$+{_ z@Um>v%LK2=E1gCg9)XXjIid{a$VWfoAO|;3M84>Xtv>)U2|w`x6#LM}7L3;lF8HSp zllbfu=;TH<$cG=j@Pb-@_E}iPYm~&%#uX0Jiz=A<)OW}=J*J>ZT+;&`F#g3p;IV}) zdIq$8=&nB&F|KJ-!Z`H!0yg~di)GJ;53S%wE4o&!NTAloEfJlmu3!ZyY+)4Cf`Y32 zaSmHjHyZR3wm^EJYOPX<3Q)iy6`rBvMF7Iq<|RgA>EVTVi_0JS{qGhKE)0e9b>05| zh?j9YA~|u;Lm5*T9Ux#PkXrwG8QrE=9TE#+2~Qj4oW*d4AHE1sU?LLpQ1)SL;RSst zT_CZjLOvQ%*~GeH#T6BZBJKblJ}lQ2UXYzX`p}I-YLduCrbi%>SaBik*Sf zEB9M4qyP_hxMRqdbu}gmcet@b;h0>Yg0uZQ5Mii+LhcyYw23AV(B5GRbhs`5yRYyC zF641>DnacVVxbBu0FWPr$U?-q&_=ld>)Ws@*0J~@jB@W7n(FcWuOA+>Q%$J03P;5Hb zUOgyuL+1{>RS1jF2ky{r<=0-n(r!{B{BG8ttv zJaZlRP-QlQ6ZjAZaUckDpbwiU2yyU%f8(+b|5tNYfC&Ra1$1JK z2h-DTVm|!j1#+jW#)c;24eh zpa>vlf2)Ruufz>d&@k*U2XDxd0JAMcTfGCK9G7ag_ z4$N_gtN0r@(`Lux8T#O5obZT)H)aGe8kwj)Y;X-Zg@`zj524U8xsWoQUl)dVm>KCI|Qc2W@a^ym$<5zzLm36`vMr!6SAk zkt7&0Mg9|QpM=aqs z5USvRbn-RFvRmuMkILvvjc{QFF>T}Ma2A<>08#~07LO4BmT+vb3=Nl>L}{E&vK5}?(NtVvlEvJKrPVf@f@ABUU2iIa74oc=H@ zv)P-o8JiT+3oFK&qVP(Muyen`l>D#=O$RMML@Nsl5&85C0^tpTfRf%JKi3ckWzq(1 za1E|_4KivDanJ^MHV2$S5E#=2rY9PFmUVmwnxV%Qn%4$IN z6Z&urKspY;fu&~f4ZqPda)1kt5GR*72OYH`W_pPZG!F4l2f0uTk1z+}0BL8SRF|>~ z`0$vhfD3IfKTnkjrvOwV;|80s3z_g(sX2Vx5Dn4)09dQWn%1fBRG_c?%AibQtAn8iUr=DJ%2%sO4;9-D_ec-c(1QNpRk{icQg93W zAPZ9PBaz?*zH|;>MGxX245@=~+t83x=?|^{5D4Xf4u{YPNtO<|kPGR63%Jk@xv&dC zJG4Jr7D$^5$kr*A!aSI93^|H&lDHvlPzIca8P`BOUfOw)HkvUL8uY-4WgrKrX%k@T zf`t(p*-#jA0$%(PDvHn_{(v)k;RSB{myo6hgJ7nNf)|AmrkXHCEhQ&Y1-LFV2O5_+ z!cZz91O?KtYU{KJqaYBsz%8!R4Y@J}qhv0jVSvGOSFD#wmjo-*b_KMxxb*OSr=l*9 zRS1Nj8QlOYfKUmV0U+on5P&c^@{oUpa6{Z8EvRL8+<-$@FbZ4{HngAy1hELNz)d)W zDlXSfQ!q@BwOge@xyb`t+!6>n#tr-b@C$X&2d4s5TO$vt)=Soa1)3BMRN!(`FbPC5 z1d2vt%fWZ?y%vC;W zJrXsWnDaE5!NvXoX`w(HU2JLf)1+qXzo%KEVd2GOLl6Vy9tL=N4lz*K$)XzJDRGQA z20;&~IUN4m5Y*wnoaYkc!g-DVlUU+=dT!hhi>$?BGi^wAGzfvm3vtLcfo?#uBj8oR z__83FJQ(?5Bbq!P?s3XK8WW=&6F>S0!ypH7;->@g4Q}ANUkXz>vq1AP4rcl?nZX~v zISw78CT-Cuh3Cg^L7kv{6sidnxY^9oJk6_NmbB44S0l*PakiI19Z{3T`k-m$GZ*ym z7mMKv#Y)XWQL<9-$RDAd?yS!8JkLvEmRY>YWHU+mAP8;1%W(l3i$M?WK+o$;4;cv* z=Mc{Xz0eH(6Nh-VA#oYF@KLJV&=!5s7@g4??HCVj62)LLOx8UcJ<=py(k6YRg-P1n((?A{6LOs+(UDQT>)JUDwO1;!f z-PBI~)KDGOQa#mFUDZ~7)mWX?TD{d=-PKV65Np3ioMv3-Pn$;5RM($ zl0Dg!UD=j>*_fT#nr+zyadeUJ*`OWTqCMKAUD~F7+NX^Ps=eB*-P)?%2y-c;vOU|h zUE8*O+qj+Ex}Doic-X%E+gHI2kX;?bUEIcf+{m5W%Dvpo-Q3Ro+|aGu!c7pBPzjSz z-PoPo+P&S}-QC{*{oUXl-q+z~($&2}(ZabYA4#9pu>E6hN?zAoUIF6yiYNOKJ9(3 z>jFXMMD*+M9`DYb>2ezl<>@0G6>sQF7KjoP@-k`$RlMl6uI?)D+mpoZ{y^rZ zBJVQ)Kl8;+@AZD~;+E_gE`jk-2?I|L$Z#a*K@Y@0M=ER~)lClZF!0r_3h}@>;ZO+@ zxFPYd3R3S6q96)G9}dc%@Tp$nW)NuL)jYK`?Sjw`dSC|qFlt@kiuBMAv}X?Z&=2OI z3tOoN=HO`kVE1gmX_t5nf*=UN6FmKJW+=b%h>z<$lMZ9~IWAA;rqbNOK=YJe=JYP% z*BuF}Js;WK=@35kz(5J20Q92|52~;VqJT}nAPUHUG5$^u;E>(avHHMZ3z5LDs{jo2 za1NrNE?I9OwlJscaO4VK;(|{PgFqe0-w#hf;#doNDP{L&@CeP5_U3R6k5CMwmOJ$S z5DI#L3kY=vqA3WRKo43e2-FYwaggn7mhy@J{%U<0HFF)wu){m@_{43H%PkD1TlxME z>;U0Upg>9mD^aRciQYhl0_kZgXwVitc=SXmL?((Jxkwi=(F=zO9z1=bMCr4Yuo5wS zz*JU>6su&UW)^MvGuiT@GkvR68vHmA9~h!Vi<)_)#|=GtZS)8-YP5_Xe0JR6n`SPK znQ7DT>1ku`nwvTObPdWktc#hY^xR~^7st)6eqhYBp{J`1m@Y*7f?3*7@LOOd zaH&mCSg+jlfL*!LTR2l%YK9;0O^3=9ambxNuiY(N?`F-mZOcvV__N&LDncJFn_)zi zkqqmbgwSBDd>X?=qL+~=IdZ^6P5;On7%+M-x3#at76C<($rk?N5#^?wT&hGBe~39~ zl7lJlGHNTl=rJP>42vq`k*cn8q@Os>zz3DD&KPGJK5)S&6i)Ji>cnC2c?+LM z9HGY?yYL!jufF~QLym<;Lo!Jvmt?X@C!d5eN-3wLvPvrpE6t3ex+r5SHojz|jXCrg zOuX1~n_`OEfPn%E-k9nIiYtNv&lTgGlV!L@qzFel@ctBziz;$+rOhk<(yWP|Dv%Mb zk2~p!#0&TU&CN`KAVMgi3J0Sny@WKWguP0r(MOf|KB8xva9jdLA6N9jA`0lE$^ZyNWQut(#R|4rMF&t@5MJ?efQ zdg6pa3O9X&Vv0ARv(vd{aBGwjN;hWe87Q*wlO9^$U}~N_uwcpyXL^gKistCyLJBW5 z;+P&w{lWAl3NgWCpo&k{ZKC8aRoTshwEbzLZ+wZ z7Lu7-24#A-SUI;qwx4-k^ zp^BH#%s$%Ll_(;Cw5};oShko>JmOag`Xwu1Trxuj+hC;srev@~dohaNzS4$%2m)Is z(!+|x5(j~uAszGxg&xYKi#Bk=L@e@Avlb_?qR0z#KLlbBg*Zea7SV{5(cI=bcd){U zjwz&L6BJmtur@txI1Y#76x$?>W~gBbUs%R3xS){U%mZZ6P+0cJ2Mq6luQyX5MsN6lzKy9bBIJRI zdHkUdN{9j#m!x3*R1yw;&LHbArEpxI-dVnJ# zmjsmsrNWgKO(PrNzz06E(Uq=T1BCCg#ESZ12{VlU!yH`@L4T&%_M7PvxWo>ldbdzJuWG~vi&ksFNs7#B=j?#8KgXwVCpYl`P82P z(`-VCN|^A0KQf_`s{+Ia8v@3+zJWoVLh4W)_$Dxcnc)n2=#W`YV^%io1vPzZr%~Q{ zPrmlmuYUz>U@4bRx7kGwo(o++pXe}Q2@M}#VI|!VFlsnv}TqBW|xAUhg)J*8@I3DtaD0ek4ygpQ3 z4DD60?}cxCpsvBnhWz=btdK^lr2j!jW(h3Vvm52#9CL!iqv=rWhM#U)#dBN8;9lE=pB zc`h(zjAI!ik8(&m(G-u61KzE6g7l%+gnc;@p%Z0TxZn}{YT z)a(rgh1nzsOpj+s;XCx0!bCdTsLwjMHeC2DJydZgo0g-(x43X_7IBB%^q~V?{UG(T{$#(SVG$XtBYAm%emem%M3CciJdEq;jZ5J!(>yx=LBP zYpPRy203JzA)tG8ZrbE!C^VytQvk=9>9JvPlmib6`$ZVf%#=QenI7fHLT+wBg;*?X z39Y~_YVVxq+DJj83qu*6LtN-9M6%B)Zp8G|U@8iuu~I6Abh_2OZgv|4KJ^H)r{z6w zdN0eprp9-^^}TO?FGhfJXhXpN1wQZ%j)}izl64gozVJ3Bk||YC#1x>w1*xss9e%vc z)0pyWhnJ6#;wT-V(lmwJDoS<~uFWmzkegt1xi?raMle<`oHv-ee6y`hA4XA|K=7F! zSNKRd!WbTOx7+CLj-R@dZZ>$Mt+4fmdeql@?|xU^>Q~1)l);)zu6G?D`Ed2C6-$pQ zN}S5FFciZv zB*QW^!!ty~G*rX?HDtp!bi+4{#6T3pK_tXN zG{i$h#6(oYMP$TAbi_x5#7LCHNu zw@Z^xQLsKn zB!@e=gLY)WC~`(=ls{W^#(b=zKXb)~ak(B;9fgwuhf%m*go1{O!Pt_Mgo~pn1coYb z7=U6E)PaKkWo)}<+{KQ|J~sKU>uZLOAcsC!xMIXTOdy>q0)(eoglJGgTrh)7pcGW- zBHW82gFFXS@Hu|CK0v5777R#i#J+P_hGjs8p)|^)WJxO&Nht8SdDKTJn8x!X2Pvq6 zsNYx_;I&c^|*fY{0OsG^sJy54X_>*aH zgBPMnUTl+_O ztc1w_-GqX!WJN##%dH$s9@NFfgcRmbOXYMyhe^uZn96^2Lb^moh}jQ<>_|#UljE4R z_yf%Cq)930#YH%?ZD>o`EIpCz1G$3-MW{;3L_%F)A$7_FqKK^haAZ3yi4t5MweT- zUL?pVz)jo>&-lYjDySpjaF{77y;zty;ZTGnSOO?8h9u;hwK9V|;LqXE1-BYg)5FXE zAcX>W2+%9ox!hA7@w`5hYU3U?MS?AlRSkEiF=}a^h?u2275d|WGFj2u}i~L zJ(0Y&>}eAzm;${#!g11rYuJh~&4%MJ2X)%a+)Gn9f`X9AzBrvfK&{i(oH4Ef}FU4 z#M2@jRqrfS&Qnxkco;`Lzj-(ga@bPUYm;!C2mDOJaA^ZJb38EDJ;`Cz|7i+gSv8qWay1DErT}5HDMh{h^!)loH^V>*7E~d4~3dG zc~{(H&3s(fCftS?mDk_|2C$`v>WIM+MbWCn+1-2tuJl=O{lTGa#{a~~&xFCHJq}e> z(x;VzJaycQR2Zxk4%EfHKG@1Oc~toe2W%}p#OzTf)R11y4M8XaOT&f#+`u4I$X0sY z%HL$l>+4v(r2;Pa#oSORC+NPS=Tg_LuBLEx!YT6IVsw#}&>j)lA0 z|Lr`2oIiMI&t!xn@_V~&aF|$)hC7I1B7B4{a0BnHjYm+YGYEzMVPJzUXoFqYNSuX8 zI2zo}^Wfh2TezD_h~xr!Y~EU=k3RNea_9!rd_sbZ<8$bRz->4uMpGpASsN@-C3Zm{ zK1(2$WEZSr;edy@JYv#iWI!=HhiPII1!D6ngf@9ucxZ-zEIHFt$VF&|bD)L*)!`$2 z1Tz3$oMnTMRDWIOe=L*0VhJJaT|Y1?7UL+2ix`oqW84iE2UO0Fl;laEWFdY|CMgx(5QVlR##k*vLzrOb7=~wQgImtN z0zEq}fPz^D++B>Ih^6TPAjz`af z+TUrDxMsw*EZ%vfTgi62o7GD3oyEuA#SMdP<5kiBh(YYcu7l9qS-oDudLHW~AnO|5 z-&t+VvQs_cu1B@bL@{=bX<%b6gzlYkZmD*}aJU1JZoy;BZHZQHgQRV4Ht+LB@AOvh z^=9w(cJKFw@A#JQ`KIssw(tAK@BG&9{pRof_V51&@BkO^0VnVR-@@>Dh7zL(d9c-P zScX^T=~(bKn*mXTjE3rHhTMvV2X{`5;sy+NhUKLO?H&$WWr~_W@MgGhc<>W<2$_&^ zhiCZcl9_M}&+yuq@B>_4da#CafQP3+2N{25`e2G~(71C@aJfTQM0bknq~5^JdVvX8_R~2NaxghhLlroFa#Y`tW4{%4kr9ody&k$Im^7a3S|zVQ>Xw z#ld!9rfirFX6lWI&5d!`g>SfEc9@250QGhl^^M_<-q0wG3WubOhHS&IY;RX<;hGf9SbXRoh(6}ha@T7F`O0sbuSMWp;^6=rt=tz|6 zpoV|Ha%#tLa*&3{YIEetjq9lO@cD56J}>g#Fox<#N@FXa45} z_ai{~Bc`|m;Ftp3@uOa(0yMgUvHtuR#20Wy8=1E z0%Qm+P{@MabA`-e3R!shG|{L+pn@*-hC}H^p4SbU|C3gD6fCfGj%tOMzk*g!h3$zM zljkU6>ryrN0y>z2U%Z1U=mXf%j_A3qJ218!Yy=GpOpc%WXNLl?t%F7I1}sQBljb=A zE#7CijkwRVmnWTG2sWk|g(XD}Z13QodKA;CfAd5NphGMV-J(z>E2M=$6W?`rT;dJ4Lu$_}!W#|wFDG<&^xRd(*IkN)@dX1*gnbM0M!h{MJy1F6?;T=T?)l4aL9qGHvQqp{y%hu7ILP1zsbLA~7Yr17#{wgzl)2%%~O0M|x_m%zK)!5f`0TSgD$n zkP1R9P`*H+r|n9egj}ruApAO&-XbV;P`afjOEDBzzpx~|a|hwCDK6XoG_W)Z%CeeQp_kxlvK+iaDWNN&^juAON$4`db6FJLS%kOo zbmY*}%uTLnGM{|(kh7mWyCsDMYCtuE&K2<_^b1A^xsn?#TvX9k9|ztxVqH-BQ(E32C=bw1D_ZPj^&+hY&3@B4o`KeXKGYAR@{lqIs_>L?M^lbcE2i z2yr2-Y_iOGW*@fXdmWqJMF<6Nc%T*yM$yvKjk)xQ14UBRT6{6avT>B8c@gzZp2>ChY7BT!JDz41NjW zO9jksl_NzYk&K)i6^AlO&oWn>BgLuo^fKcu62+ovma=_qi%|Y55||>;MkvmHtwcgxP8~wg@%Dk!1T%z@gV^klLNJ+SbxkRf@X@{stN zuoD~qIuXMi$|E?8J|!&a^t0h)GS1@!5KaDhY)T^;Xkih#3IOqi79M{a)7%G zAnbCogxtbaDoY6IFu}A&PyuC)A=XPE$h1BjL>}irN7tkv3QYWBK9y({&xD5%ZyaFyd2g;f3hAjUHU^4MNb-mpYt|3yP44FaSY_A(`oa4l`Qhf{{Rj^stbIq?Q(& zQJ*^?0}!ZL1Q)P?g^|4>PbvFUB(8vk>m@{H3#nPJ=A#C3^dWSb^UD>QA&RfLMGDFP za79|UbOl00Fe7)c1t8qP1!v%n9;-+Ygp#v}a7ckqJQO842;nNX(85SnSkk-9(uhJ# zZxNy(L@$g1h*;nUA$LQ_Kzub#0Pe>XRl&kC6fw9%)-&n@+12^W$HGvbZMr2x!Ld|slhbvk8nq=ec3>)3<^ zK-AJPAqhugVsXx8EW$2ta0O0bMvG-iK@pK4lVe1J(5FOGPY|ri8$@#lO~$ZvHIx%Q zpg@dC=&);B@TqNXaS|byB1?yMuA=Fcm0NforGCN=T@H zjM!kJlqm@kZ58s4Dd@356irtg&SMCJ zM}vG~w;>@U9$7#}6A@wz0Sd(xT#y1;!|Rs*#6t>D*d)x<;2!~b!+vgQh~;*+!7EUM zYY54jY`n2ddOU**qNsv99JAC?2@Ml7B32bN8dBMascF5liz}qyg@;6|CuT{AFdX=l z=-7fwu87@DA=0rb3|L=y*6~w-DpY!eqEhq_L>uhjhCuORQ3{EaN^l{E#$2^47vb-E zJ^5xCfm0tpinp2 z*%djWBaSH(E6r;zQ-or{CP0@Jpq@ozoACnRF!edcHJXA)ciou(*TxQMHS5}ppiqg+ z^mZk0(6&4^0!W8St=3G`5kiI#`kq@_{2gFwxDY%$H5FbOtD1sfWy#mS?F$JcZ=c%htt zl*3H`LKcjSn@9mQoC9pg0zAZn6`fG)!Bsh2!Sq1?fhur=ji^C+me|(;R ztlc@d%|V0%6o}LZcHxM4#?dg{!HEX5bc7}K!872CB~^j;%mhK~90b9Kx%5F*%veHn z1FSrS8c2yO9mN;4MIro0G-N?*k;_F;&_rkyAykDp{6`~5i7SkpQwYNp9G&Kwg-+}m z7tF~hO~EGdiN8R^cw9l%xCJ>}T9cqqGi|j!zRoDLuNx`c*7WU7#4_!93sRUuvj>D*shR_DIQ&NtfEppB7Atq z=~Mzqup?#A!Bj|MQ(Ox|L<1taRZ&eXEl`0@%m_PrhC9iH#1td# zkfIm-L?9LgIL@O&+yX#3(6%UqNfgE8AOo8yA>Yx1g?S{C#YP{@Nw4)`NX!Eb4#>cz zUPmCsT0p^0HU%wo6csE29$*VFTtOgo40n*kw_HgS>f2j{2^EZjYD|F@jDa}7Bf2>y zV>YH^K4xPy!_+}0WmcwTUM6N{re<#cCTDi0XMQGVhNft$L@hw!Xr3l&rlxAHCTq5) zYrZCI#-?n}CT-THZQdqs=B94$CU5qpZ~i852B&ZiCvg_1aULgfCZ}>PCv!HZb3P|@ zMyGU6Cv{e*bzUcSW@mD819x_(cYY^$hNpOrCwZ2qd7dYFrl)$YCwsQ1d%h=p#;1JF zCw*rjozq* z!l;h!D33A)j{Yc+2C0w^>5%sSsF5D2juNSoE-8~XsgoWkl18bNO6ZeTsg+(SmS$;p zPAQjmX?AKUn1-pCjwyt|^42gsoW|*Kx+$I3sh!>_d1jfM?kS)0 zCV0|9D+H=54C*c5si7V!qH1U`1cP@zLo2YSp7yDvPHJqr!*^=K2>^hm0>A(W00f9< zH-u-XqNg<^s;QnTs&c2JwgRJa!>Y={dPXXx&MK{*rloqPHq-(u90CADfGD`aEocLG zc0)99gEy4wux^8~dPAss12=>!vS!?770QdkhY^%dQESPp{pa!ZeltZ|xr>vH%#%`=*o-3|0g9Ma7IP5DkD1gEizzkRe z9smFm9033nKs0Cr4FJFc{D1*O0yoU;3{1fQ7=SUz0sv@$8rVPqGy}vQEz&w^IT*vl zx@X36EYwDAz^E5GJI0T@Fq000Om>#+s{0K9;*@@gU6 z0sss_H*CYTCavAxEs(Bipc+GaKCRULE#R^f)pDoRVy)H|ZUj(+v1$V?3;_WUz{@s6 z*?Pg@YC|vx0L^ay>Jco%18C|I7%kq0uIQ@ht1>OCLTccquId)j;BIZ!Zfy!EZmufq z7#zY39Dw8kz)tNeG~9v!AOIeyLGZeQtKtFV3P8h-uJSH#hJvfawgTT`?CMT0^-@dg z7Vhg}@5pMy8UTP4?CT30z%rC=>>8{#_^u5+>$G|UzaD`ABq8(0ulz2kEL1FaO6)U; zYxV9g|H{VoUTyXQa5%6pD*!+R1j5V~z%oFC2dwQFZ~!J)!wUd_3IGBZJb*ILf(78g zA*jIn&Mydu@PJyZcZTc5rl;TbuL`fQScIq5YCsAotJPXS470B_+-uO@fzN7#GR&-| z#sW83!w_u$ss}v7GADm0BReuE_bDWQrzEfE zB_nHhYH}y9vLb(SD8DkCjxsCHGA-k$E5kA_cd0DbGB5YC)8;ZTi?S~dGcn8OEeA6) z^XM)YGcz|cHym>^N3)AAvolw7FGI65XY+?rvo&`!D`T@Zhx31Ovp1J>D~mHa?KLoTu4>Um+v_T8BLV#yIFEm3p zv_n5ML`SqlPc%hWv_)SuMrX7}Z*)EPa|kQML5H+Rk2Fb_v`L>dN~g3+uQW@yv`fD< zOvkiL&ooWfv`ybMP5<*vC-iroj_Mji{(7|hf;3JSwNW26QYW=iFEvv)wNpPeRQrQY z@ALxo^z?SLP{%J(M>SV>wO4;NSckP(kM&qjbxrfMclvbd>T^~z?^csFT*tLs&oy1w zwOtprS?6>@DD+hWbz3j*Ti>-{4>n;JwqYN3Qs?zdqjh(xb>On~Uyp8JBQ|AMwq;-c zHfGjC(*1NH}e@(NNs~_-$Z# zhHLAFe>jpSxsq$PV*<2IkN9kqcqbS%i@Uf}9Dy)4g)t04Lg0arlSq!ohC770J8U_Z z&&HN_`IpxQkr#QY9{G~Txtz~=REPLVL%D2}xF=9~i`Vy496?$@#SCb`4@kH%sDUxe zfCtEe2WY?x{J>BMuL#UQg1EyEIJzvt3;c-`KiJ=oj1F) zKf7K}C{RMUywf{97=yhpgc_Jjjt@bd3_-+5KpG|l!6yVL z7CdSWw>eC~{5kv)+|w%Rc?re}B{dN!z|t^h1fCxIXv;Kw4__%0 zCOpwoxRBvOEO;8?$+6HwD|*3RFl;nrAs#ggLH)QWVPQE5?&!(NsIZj?dd4&?9CAb< z$!8k4Da?VTAwzd07jl#E>?P2K5{xa>U~ywdo(eZe6=~@#fXLmv3Lce*p&;JeY7{!-o+kR=k*TW5202O*>iv&R_f3cL9F zap40J4(jkA5QE!EUh1+-LEsRC_m(5)_v&ymt-9nF(dvRO4!NOg78 zs9q(*)YD;!E!Nm$K}A*BWtnZ(*=G#|R@YV;dsVAgrOg&XUbWq}Tlua!R@`yPEmyx} zp-orab=hqf)o&f8b}?(S!WQ0prLqX$_+;7tx2kZ>4OrlT3FZo2cM(ol;e{Di%wIq= zQ^>-HDX!S!&V(&k7~cAdFQ90j#}!&jPB`Y#DX5W>aDr13~8pp4qIub zr!L#8{)EyYbFj@4fl%+wZ@>7F+Pa3nm-w!x2w>VYQ88 z+pA{)k6iM}DX-k}%K;`_^UVb|T=CCA5B*)WuclgMuAWI<_0?H#-SyXDk6rfJX|LV( z+i}lbcg}h59odCM4_^4;NoBlr!-DqzUHRpiZ~k|Mh>u?S=@&HKap$qmUinS{)`}5IHU;VDU7vKH&!zW)*^VhH6{`-4xKUI1TgdYC?0l2@e9j`DIA{tlb zgg*r?P;>gDnmZtf61oV7e~ghJULY7i4Q?=H19aR0w~{~xj*x^&Go1e(2qg$s@Pd00 zPF`L}mln>jf*iEr4IMkx)vc z9P?PiNK&$orHr2r%O|lcW@U?qbmc4kBOGoRagR@w1WRd7vu4IA2OULu!8r1gj-*th3fGuKH->VUFr*|di%Car zDwCbdMCJTcDM&36lA86jXIkiUO*h&yo1MgFpBm{uaYm7t=3J*6iRsUFE>v{P?4WU0 zNk9SJlcE(BOF1&RPi@w4g$?b12Z9*)nJ@$f7m1 zX;$Q-Q5I&iq`DO5H$Phc$#VAepy>=|OOcAWmtrlZ4A}-T;L#9qK(#Y>m_&SLTE%Ac z0vYV^3qNjA2YmqMre&pQPUE=Kb#fA!N9<`zi)v6~&Q+*EP3m3Gwp7!_vnO}Rf+8Bi zg)9)GGkwqmRtH%Ze$ZnIjfDagqOn+8=!GA`c*9u#Vph#kvmE51Wm(a+7r>DhB(h%SGM=lyQ_GK?6!#_2$gB1;njF?(hZ_ zoq04=?;pqS?1N!u?7Ja5X^66f8T-DIr8L&;#!}ghoor+0OWCsTOJ%FZQc1EE5o!<- zic(R^&+or`?mzcA_ndprbMO20dA+4E7cN-LgQJ%%Q=grHMH(5WzjEjiQ<@m-(AIRY zxM;q8-(EGwwS`Hs-2x_A?}EKuOy}+vUhbHwKJ`n)pLTL{ZD;jRS+0Cdvm7t_$@+|9 z)vGPazMq_AGRWzSlvCdXU@qJVOqVT?xLR_$M?HuU@_2|Vapks@jjQz2b$$FjQu?RI z)mYoqr@?Oz@2?m20rL?=jZ#-$j4EfH)b1n6@TGiCAr z3EG)X=0qOP|8o|fvGsczxZIIVGI=Z1N*i)*nqv0${mnIMH_YCh!DW~26xW*kqc>05 zcW^3V;xY&9bhn-4HI?wTl`7w!^vI8J5oIA%axN|7aep z{$MvdfUTN`C)*|SN1F*~WcdZpqe@??3h?;rpD9(osrwm$Wm})N51&^Cj8P$;ADQHDc64Ew zl5B*fzE?oFs-`p5OoSVw>00MUut@1Ewu1U6dj0qSkoTRpH5?Bm5vn?tFc%v;#zmUq z#m2qOD&PME^?yd5rv`1*p3{gl&;Gqur~HF|tVEbXQcw>7CH*ssJHLGRlf8m|E23VT z`Et*Yz$S))ko~Bm$J2I@PagJK+odzzLtUM78-~yd93aoklE5VLn(#BVp&*o3RpyYoCf=V_{zp)xf zH*(UpE=Bb zFWR1(b_H{dM6UAOL%f2)0?Ei*;)pw5h_5vW2ozbem+nJFR^lTv+HX@a&iNRH|L{!d zy2$F&`B_g!2}#KTGHSW*l0_#Q#JLk3oCpOp>HDj&qAkHD-LVpQbW zXLZ?hJJ^3EvdWxRvE(=y1aVyLAX-?Wt_5-G)^K?5b25l>p2c#7Pp9;>bH#PA_Ucu6 znsO%Wb7Mz1bAou%r`b-{Q0yi0yh7SMH66SXWNv}yy!S2T>x1|nS#niQ^F7UJjtSyd z!SbIzk*_-VX61ROEhCa^1Zt86*0DSv#!n$8^ULUIm8sgBxmG}5Fx9z4tt&)@(O26gU;yIo#9(M zBVQ|4qU-A%FZyy?^gBjOTVISPLF_C^G^IRDhAFk|Np-TXgb6hYBfRF>3 z-CdBUHKeS8az29)fOdK?b9V)F^StD21?T1p2ueC#B%2lR`sWH#r}AvxzFap5KvsYN z9PcqJ13&=Z?BWsK<%9yzOXuaBzDb%SDlUE&Bd~_V*92JQvHY-766-i8mMPCnxg@qL z*tY^~t_V^I0JxGLOaux+<6aeA0nL+|gyv2}-z_&?+Hh0S@z7gCU1jv&@Sv15m zMs`t}YFmirG7(S>=`ae_oF0__q{VJSlG~&62ZNwXHY0CBBx1YOBdrX2YYo=5S@UcR zu{nlZUGmr2^_DAv%{U`AP*=nthTiLhwE6fAWD3LsC3S9!aO&VJwzVX5zw2b&P`sukeEWy}iK)Ao(RaDz0~hxD z62~hB0v(nD1(=dILWf;ku1egpvx3PutaCS)8A*r*1h5eK9=OJzaF%beX~>p8kArlB&~O~Vry8$h{MUA%@7&@frePwZ3z70nH;FO@fd);&=)oIjYpiBftPUYmy+EU2z1v) zZVCiQBmF&uVR&Of{H#ssFMh-fA1lIain-3kMs; z;;cDDM(k}7upzm_Nn{uM;V5tUT zA`e|#iiCB(8+N{xHa~w(sW9Fj<0s`S;ZCiWTyX@0nQ`28=oUQ4JAb!s< z7t7Sm;rrImCFq@f)RX=9FdL*og@scYda2AuRIEx4M|ciTZ;rrGj<8CuSa_~fZ}xHz z24*aFmmu zb3NWq1@7Bh^aNd0zESWCU2LjbklCAZa(4a^{xBqU0e@Geq;9{c=4d}L{Q7Fgf7-B; z`#j*b-qPpP(!ry`qLQZ>L1j<4?)=y*oh?B=?Y)zoeP?9>{vrHsOK(|eN7QaFdON&a z)9mhF9`K)2$g;Q0NAwXf1Tqf+?YpuK5Vra&q3Xx$UNULoRWrhj-1fwf`N@f<<}YOzXC5 z@YW&Wrz7v5cWpsPzpYCCzCpezP}CnC9Z8d+I?}fI|+xmu*(STzW=o{v}HEk9OkhZ z$N3v}?)@NNPbJ^6S>9bD=YMgXFYPrVs*)4fA8I@C-70|0Xv;RO@}MwhO+` zJa_9Q=rO1QSdHrnXK&-G3f{JgJTX1;-#D*Rli#*41I>L0G{6VlZE~AE3SC^#wm&hzg3g>D% zHMVzbuFSlbg#8AF#V!x~uEwby%cW{LDPFW{zK=Ct8VRBf6ttD>Y9X!ofM+Y20EK%K z3m+x{>KBLsg_8h?K#z;i{DpVHqZCSM%%V4{tS`p@JKDl#?G;y|SCl^>Tit1hb-zKWdNiT`cm*O5h@d1fRSe_2R6R_t#u zGdrE1UI`A(7qkf#0#*|dx| z$UZnxbiI_OP&1Z>GYn9CpinzrqUif>AnknJ#GOl#!Q1oa>!&Jp(s|WyD>ls3n3Srj ze^zLG(_qsSJmA%RX0A@<1GeJ1?Ydps@un~cUjcvA$>F)P2FJ-!41fQ8#EZK{0kxlh z?&{~jvGi8F>dZ712>;BEwLl)q} z*uA5pYOb7BpV;GrryGX<~ZfEOM`&M^$0#jaU~;wAXITQiwT(~=*9cpDRI_5CLdC2ohlPrH7X<=G1fb)T7$ z+PiFj!`UmPS~v?TZnt`Us>;$}l)4`M%-hQ(PTEn*vP5sJftq=f(Wk!3Q)#QDR4~G} zuFg~0rzt+>vrlv9grj9ctyY0_o$i-0-&1!0qhI^u86&^UcFuIa&a8KgYmE|D8~wUx zPBbERy62orMY_(ZrenM3W0+cR&n6oO^lp2r2|v8Q;SmAxpML>8p0xxQ&VLL$ks=BGcy{PL-U* z1_US(Y10!DIyzWgwpdicGYL~kP>N7&ajyKtt%R)p`qGrSqYu3&&aI~#`e`UO5%|cm-_sC7jCPKP?OZ+zD;{6fs%5 z9a9YFwE{6Y+qiK)?U|QmOnU(VDNvWJUE?n;Z~;HO^6!aSS{RiWt~GZs5PP69*NPbB z_e2U~l#^e32BGk^!A0W>?l#Z`O~rpn+IIU?Gt{a58QB)!E*Z~yJeAh8zsmi*SdaNN ziSep_KI3K^1I;JC3Gl=OPs2$B!oivqe3KiBYCm^7L%n$)Y@J!q8 zp(By;&|yr{MKgR&3{78ShO9;%>vjhJSjvbhVvUhJBNqmuITx<-hMVBzps6n}2ttfX zKBgAOl}MTrh(N3XohPNF!6Q*3*?hhW8Jh}bGkcz>o+ym+vKW%*AJlJZR8mm7-(b3Q zn+4dToO@T9>MOGPU*pzJtNRNXy~7T41ik|FiJGc0B9DENTO;yr#L#z>m~Nl{ykfEk zrclN^7Nl?kpCoK#KV=?OytJuub83f}0C71&SrQ)G?k*^&H2AWl*r2W`(7dGCe{-m`abu0Z+M0}x_i z65vN?c0f^>ba~Q!Z2)Lm#tP`jz|Szg7QDT>@#HD09V$qmXQYaApC=>KfxV400{}3I z)Wd52p4{6aaeFgC*g~nd%}w0U$_6Li$v1Fz&S9&$;;o9md>F^e;C6t1G_$0mJY)Nt zDiBGE2_OxjBg1gm-`wErUn^_a!(lhUC{O1BthO$9Sz=hjF;=<`C=YDzr;d7 z3%ON{|Lb{bp3=!do6!c6lx`@0MkETK5{>}N3j=6qZhEjN_vv{}fPNjoF#za20s{1C z0?av>RKE=paWI5J9~Uw>{Y{XV@!6sj!Jn4srFE;E&AAmyhXS-@4R_&qr>_tJFu>GI zl#h?<>3iNm{h=O1MSA|yf_i@W(Y8fQ;KB6D4jmE^vXmYB^NRwIV!Ub9BlImw(S?H^ zKsi(|6H@QG$hqE3Imv#%kjpKwB_f|OGtB&-9lI^F{$2{wJt&~PUJq(BD>%^GtGC$7 zj!?CT=YD1c6MJ+&mew4LdVjcD`LDR1(s+@ zH`4zswLPirOJGh^-~l(>IvZE69o2WhO^LRS20NjNiwzp_tG)t!QiQugzbHX6u6fcRbLJ5q9el-qc0*Q-(6-8Smyxa9KMp6 z0bC4&9^XGa6uQUe3jiPJ==%g>%Iy$-j~&!-%Dmrs+zFo| z{1m{$w#B&tbda?Lg!mI;41j_vk!Enl;M3Oy3H4`+QHO(xgX-620oK59h0J=~)I}rr zP^{R?O)HmML8zO>Y+>^@5!}~1_fhCMMiq-2Y&npB7Fmswww)N4?L!i*SPwR$XF`I0 z8->0lGelAekp%Q11{S-Aun%Rdqi2;%k}K`W@`J8@`Ipj*P#ETP-gXdx6&)B$Cz-Nz~ zX&#(GE|9olkO~bwF2+S^&*R+BwdvqaTnSyzFYJtiowHz>(oLmZW)W;pwe)5SV1vpe zYFX#I=u%ze+bi>t3*|yIjB7p zkwro-w3qhxmMj+8$h%zEw&X0zW1nP*)P3vkf75840t4{aprC-3_OeSIM&(ouOA16f z3_@UFanMnwx*G{IFVk#m;}VQYuHNCb*_VSXHbBc83CwtjI4XdFfO@!QQ5|6sJ@DkEwRu z4WGJOx9h?i>mtYMqCeNgGS^TL!MMsd^nO<1@H!{rIDs`ZHa3klwtQ}EV{Gb>Zt5~>y6@BU@OIO6 zDm-YcD212Z>9f@Dqk1tbW>MKP zD<`8GaB2-y#@O~tCf0EA5FP zRL)k|y4OGlrW8R7_^?H=0_MNd`4Cbhe!sD|-+}pnj##5YXWKPmF!0z4uf}0pFEUEW zoiUkQ`Pa3#_)qV`{=+Aqdml0t%#!-<0Ek)&`T*C?o@nJ_QRYfOH&D&3t$T&Yy(KUE z{~PQLt?PWA?gC$hG$hB-b#71o=$M)>@*9=+o`>%5!3y(jxeo>+@o>w(&R77~9 z6V9+J1vgRE9-yEv9OC8uhW%zAyD$yu`?-osYIG)|k1lBZX@ZvHQL$uVko5>}^J9}^ zcEKp?x7$xe_+hG3(Ch=3fNn$)1^yb(;<1k4u}0af;q@*(O9MR%ygzblz|NN)uC|Bp z!a%zY5U!-=f0Ftmwn`gL&##O>4=WqFBl9d`wX$(0b>zq0YUAV0?BQk6c}tZYsEM6K zEqRL9Ytl<lUnk}q{PY>EJI~EmYphWn1uLG0zKaBY(-aHbjIvomK*XT(Dam^lJ9%?(8+@IhV6@Zl-g#k2=m;%z3xW`M#R--<@;z?-U+> zt>8j?HZ#>BRkZ;sHFRXI!Q|(RLTfN^X7+j18%WA-e99{=Iof>Y?tC`$LeANRJkx~& z|AnH=g_4$q(p|7*dxsE9_=8{VE=@8oPe!*+n=a4#FTcII{5o@a z@zwI%I~}65j>VScWz+ZTkCrxk-fy+M|HS-mk@3Ak`@3hygG{D;(>#hxl!62L3G?wD zBy=UC7@u=M0(m=dCh2mnQY7Ee(9=*yzc0@S=>Rc2!K?3dMZENk*|Yv;|@lmgZ+X055TuBlC|sef71WcjFI zwyM4d+B^I9o4~WSsQ(BSkT9{NUb3%V7+C0Sn0p8Mki+?al%Y(FZEFuXZf61L&<;x` zMgm%&3I?5_k8GeHVEER4RcgOW39r8+l)ECQ%Ite~|H zWNoIkZl*up3>n+ZX4%S-+se?WJG5Zb75t#MQ-%yj4^sRnNp5E3V4kTH#%|7F_73#F zipPE(c?TE$|2{=q_4u_0LABb^zj3c`uA@2W%%#t`+6cix&NAJ&D2Wx8_cZ2J3SFlt zGIRnPu#m|;!DraFa*+(7w8qBuqT;yfTe6-keffb}V(IE4zu0qOXw{{V2s zl!YP{0;e&@d4TSd(a%V}aY~SH>wfPDXhu8$#sTXVOuX&LAR^++ipM`X^S2*ge-_wp z6mwnp`rp#V4xexy`AAlKIcq@ppypucL-pd@7>M^>snX z^jo+1j6U24fiubINdRnr3XJ%Q@#PH%p{JM`g#pn?MhF2#C!q0g z@G9k++vD+QG4Q($v=714a}Jmz**C}EQNI=$i986IkoaUN9ocIf9j1OyHu>^Eaw*x< z=M8~x4{-iThAQD6jgdB(Fv82Vp*4!B`db-q%iBGLjUw&wN%6aps8X=ma z6RXX#9CC{)m#tA;L$MkFgtAIBv1Aiiq>FzV}A zx;94JeN20vMZ3;T!BA&W|9f8v zpOJtnB6VZno>y+5`JwZ>5RIR|MO~n4Ev+ zm1sn87=5AM(NyxWrdT`rTIpt!xkdhOr~BsB@GlGm8#cQhY5l-aA6bK51>fejREr_@ zo1AlDZdppQ_uZ%s3SsUgJAb!FIKF!8Pz)+yx`5XE<3Yn%$~@{W#M$+!K!gp5F6R2n zf#*&%m769O>=)#bY*YrSyRi#-l)L(}K%Tr(}$U*2o~^Dm#tu)^Sk(o&rbk zn8fE&_dH!ap1H^|9t!`=&!d|Q=`m9y%V$^?5TA-Rp>(gD_@5FfOwLxrH>8hypNBpm zvTgykT6J~tx&~dJ3V91CZIg z2+ywuxR;cUH5t_8zflxR_{#XFYZh5qNrf8H;Lym?FRg0PS zRyK_gtPS0@&{fnCK|GS`&Y;Cg2{XE~F_Y74V@EgZCl_Bn?GO?i0pL#!Qjw32Ov%aCWox3>RbGXgh1Oc%*>=CKwtQq3_RRY3 z_Y-zuk7MDXh>zdJazper{~noB;5HQyF)t!>ghisbO(l~@Jt4Y5nxvsy{OUkoXUlb5 z>&1Ryq?DMhI%ARd4oSvrXKYw9sfU3>7`b%pW!%zZT;#l2nbKJgzxZk9zcE;K^30~* zR_+twXEycbSbppS5l%5ZVJr7EE&H4EDr}akF@4~&6o?f+y zV_R0@@5Vca!~zH&+s9G7c0I|`1#gCBkf1T z?K;vu{M-co*pKSjb>`{%Y0`KvgEMD!yiLa(N?tfTbT^AH7TaymGBT~}Q($Zx89b>e zrr}_Q1_(I{(ceGPX=%gmVgI^+VDuj+I{b3auvkD)X5^KR;+K10{`F_F*sGkWHR=)t zw-{Yg8~?n4?_2cv7{||EdGEnbnYBzY2Mr3C_1@)2+a7_D%YU2?pIv_Zy(TbvH}cx? z#^on})&pbz{<(G(L!jlY1zfE)Uhch8RJ4%f6em!ouP=`+ED2tfeKb?S>25#Fw?R%( zKX$>S*pHkM4@xtQa%Hcxe=6e{lz#Pi6xc6o+v)@sN^NCw}XX zoiB_g_wJKo#&b#^N?!0`4Al#)xRG5HcA@n z$s@%88bGMwbsu*<+I5>OmHZ+8U{K&6xxpp@$?!X16}mb0^>YOsbD}hq*+M?4zz^8- zON76$wqh1Yg$0HGxcKy0aDt@r(8so)hi$}vY&l$!8*10P>4&DyvBs%Hqx>nB8QOR2 zw`FfH{xY1%`F9Y-6oAmmo{y(ltvG(bF$X3^WEMR3t^GB!byXs=rwJ>iS=(PzIwkH-&LO^NWCG-~4oY}Ujtjkn9Qx6V1dzmXL-8XMX= zQx>7bWcbSWS;ew&vqY!vE3fF0#Bye_=q=OOh&OfrDl!na@Vlnd51u*y?5g{VIU**@ zXT+iUKSh6yK8gIWEqFLQ`RL1;56b!5q&c;DZ7D~U_ul;%80D!)`;P>_26dhM`_cMN z<9trT-*|^a)UtTOkCSKm0y}Xs7w3ls!5ZXyM&mA}7h~f%KKSfytIM@K{P^qpq;@(t z2r5AYnf{ZFNfSrt>wjYX@<~UC)XASG?jp<})Prx;v`lQ7 zq(QI4_lJmq({W{RO@uT*At5N0$Wun-Z6@*!5c$W60!u`}9iq@N5r@(e=GPLD)jD%Y zOHdIJLIU&VUEF&~D||;_fpVioH8HG%NroB%^Kp<+Zn;pgtHt-{BF^#?K+J9+MH6kM zE7}+Qv@b?!D`#k{lxeFrYpV@tvyEyiz8O~A(bhcHCZKePQQACw_^6X%!gDrhsWPoQ zKpHwKjjllXuhGjaadVm3!qeRon#PW0cNsG@XNRppeWw8HP8OFCIWnKH8#2DXrm!3p?ai7E#IHFlU zazH<7Tt9kAKW0Zi_E?{SGKk|hh)|42<3Mc1`ter`lKl))q6|`(^wpGgt{*@6!dL5c z{KWfXivGP6V4ea)8s_jD=E@od9_R$|>laj|AWWnckr1zwGwC7}ScLs^af75NOkLTI z^xd5ocXv|0$AhA#5R%^wt1lVd9XGuFMniH07q|%zBBU_qGKOy!+GA3ZUW^_uj%FQ? z<{lfhUos?{yhv zz)=#c4+pFvW1Lh_M6XHZ@0Wl3NAspKE)K>c=OtOSZVz|Y$=EQyL5V!mDeqqyeGWBz zk#91_k9ryU%3R*K_tH~I$@tKy8cAe=3;Ar=0fc3>a~)U zyq98E!NxI0>#!}$;&1~!0Wfo zqx1ZeH5l;QmC2wA6o5-!uRw5|^guAGV6-ySZ*V%GHz#lb8B0anPys!?mjNfkS?(~k z@R!(8(#{-$q|~QYyJuie89ep?n{@!Q7l*%Zt=o_+k_wWuvG($n-n4mrdTmX-DXi)> z+Wr;#hOINJQ6t5j~WD>~Vlt zqDcXhyN_mw`sGm5%QyTr&4AkkV7A-~Is^s61jKxz(xk;^b4F&0Fkl-P2vd=4$6Ii=*+WF60Jd5OdPuhVT|{A9FbDr7#{^9M&PIf=`j z%jf=_-g?329wPLFKF35$@Un+{cqNOrFu7L&ca|OQ?mCqJbzroQD@Vf7R9F@D^4o^X zkz!`jrWVn6OyHReUVEnrO`O;!gZv|VR70{vao<5C`!BW54H;O^Vw?yDqCJ{o-Q!@~ zW#8fLRYYq>zhbFdzM%WkP=WSWMK1V^G>4>j_Db;!aeDKrre|G4-S)N+cYLrU!lRvXn);jpxFRH>piMXrjKcfKGLM?_Q02-E zFNcRG#8gKBz$c|xlAKJ>-o7Dl?VHEjyX2JXKoS=%;nnVyNdeobB*$_|1f~K~KKgE% z1Jm%5QAE4!I^QJ`WWvwy5bZr%(yI?Huja9L7SnKN-nz^Z?+5|}iYM@fj%9$*61Q|` z#!0Xk3|FiL;+rATv7QYHTnm1r;xV=_% zt0D&R*`v$XeoXLb)V#l%KDTYU9n2-3ToCzLmYwAqbq&ryFVQZsin`%ARp3%Z`*7xc zdYAQUK8&(fghq>`E=*oE==Cz*`JSjo$%h~HrUJ#m^yDIPig0lp=gkqWtZV1sjQEq7 zwO-1s&l!FI&O~vG7e|7vE9~7v+_WaDmFLP-k{^*G;b=O5r2;FvYmq+;;2Jfmf;_T<+-EsGxLICUJy>z#ToX~& z@49+6k9XL7F%Gwx7*!8kb!#m&1yTIAI@Fc*y$XOjG zXBYeB30TR33r`4@{mu|;9SgaQ@sAfU7I4FNqPQu=MMp()O7iD21&KX5Cg$|Lh(1!rUU> zcxqdavq9i6!MtagCbvDhQ9g8&@t?NegAFMv?a_*_|J$3pt85w{`22h4KnN4CIq8M^ z=(c&!lq5xe3l;CZm*D*Lx?k-sRm#8A%GbG3{Zq`BPj_8EI_IC17%HF8QoNC$H7&qq zhfv4}NWcIVfq`gZAO>0PgLeZ)Ex%w@cJz(>t1P}gX-L-NgeVuo1~?(|UJ6lRpCo%; zm?{&I(>qM_Y>k|h}x9Ej83 zBa;)03=o=>P9Fo9COwIhD^Q-0U~G`|XJg_(E;th#Eagc)YrapePqtQunNP(l*25#( zuR7zCZ1Av%%|xDCiQMR*wSV6-SAy>;`>U0IA>$K$=+Lt#hmb!PV9pgOK3<4u%-+?* zS|7;(h|s>eCdZ|Raw6FWqZ7%BTnT)?5<(5Y)}tvm2?uWYq!*jDdT4)xhX)oVp+6f! zZ7*(*+kh1h6L5qC8w}*^9>ks$qCc8qdRTj3_s3ey4~)x={HYMvlpj_|a4!ntOhcUY zikJ8V6P!foOD4O{L$`kJ%bMTRlfOy&9vqmx)79i_Pe|}qhL4*etoITu%VGA)$tyRZ z+M{q6p<5Q9TVX*rq9#4N-he3Qz+&}#W(Mh@beNby(ils;=IK6YFG)D&z~$?$5``eK zjax@744EIovc868pM+809=_E1E-ndnEKl~f14o=tI-NcxnNgC=2@sXH2>-T_+h4`f zi`>}j+%~_2R~Vto(Gis?LgHDw^D(<0&PUW}M$liXcQ(V7CG`c6V6*uoMGLV09!z;E z?&Stdc`qS7C?OP|=#G)Rq5P-FEb_j-dXBhvo^xbRc4TjPWMA8#n3-Ey;0)`?5jG(34Q;`iwsW? zDn)?s*4Bd=O^tkG@L8IFB2rzM6f&ZpfIB(GIxd63?|*9i*N={elWsBV5Zhc3KYT7t@UGzD-_~vZ)z3QUmqK2!6PvV(n=G>m3 z&$@r)Yr1)M@j<|cp-iU^v8#Q|PaX4{F8h!5#ax}yKDvc>$%}KF;146|rasFO($2av zEMZ&`dCqOZB>##+eADLE>*w2S{ML6jZ=8&Ms&`a-)p{*YDV_7e?z;zpYme>2ehv1! zeBbbFYV*4GKG9r5HXth8@Z&#sRum>4{NwXno7=U0`t`jp?{kvRE4FjD*B{ZNz75M< zdu$d%xA`Nd8L-gh{b_BoE%u4_#X1c?Xs^_Ay>C2FcpOXa7u7udD4rH<&| z-%C{$A$XER*nh&EWH~>YQLw}45SUo z3Y8i=heQ7P<$Zi@14qQgnFfOz)mlv+6mdmepM=9O(@pB(G6#}`I^YwXx0ttES#+`p zuDmv>@s)qt6oPuDGYKVdW9BvflvQYT_+QWh0BOGn^RvbCA~dEjxZWhn%KkWGOq%~e zvQiidpGNwTbs#$}Y{YjWaQm%usei_IEmIriDAY*xxfb1mtTVOsrKSp&lgM-PZh4st z)6&b4Hjf8ptZ5hi6`Y=(cFupotjmf}lz&y6rva_9A@-$= z+`}Mg&L`D?0&ME_2Gdx6H5mSH-Z~wCiN03$kPzKQD*}qaW-P*g&Om|lirVDh>yQhI zUk*mU#Usz*o2+IM%_8)$&frdiiKbST$i zi0g5MjGpd4n}?4h7)nY)z;0f`oHP#rD$~{ z^o*~!9ha&CrXFH`a3n=zPrpTngf)LFQ36;x76IYS?7sp-g4!4gmht?d(as{0J_ z1aZXQcW6MHJ>ue)B~ee~xf?4$Vf!{+i&|RYd1j$^o=!9~i`NmG<4ZlK zI?U>Db1VP;o2yqTM5=>*zUU+dr0zJ4w3mifcP~l0<`=%yQfa}tpE9BTqOZNQGShbF zp;`G!*0N)88%=@6gW3kFFNRx;I!Bs(ws5v%g6oG@j(X zUkA|oQv^Kc>f6Lks^g_7@7u0Mm{3#>BLXXK`A|3OCbvk5+7IvR-rvV(s^+fhnIf%{ zs%%mRAOJH(?4lyjABhx(eXn?q9pzO9aH)ddxIcZ6yFd}{aT9z%ND*9?tW%6>2NnCa z64)z{5%z9?-=oPk@NkW32P4}7B}EzxN$k_>7HvU!T;<)rOpEctEAku2=z|%Vd$e&C z-0=p4{rA}W`C<7UIUWpEa4c;NH*LIIHHvkNqx!O;9>4OI@N>~^;S_FR9`jvSgj)Tk zfi7v`Bdcv)h{9WCTCATh)Wg*ycmY3`i z8|H8c=RU|4V^xi7Mr-f*OcXb?-~BUQj`~&mA9$gijd&g#X8@hP_06E|9~V~bv=C+B zGum6lDA)aetesa-Q(gG(1A!1~LhniFMdYJNFA1R+>4d(u%?=kI-%NjQIP`QA$kwpuXh{oc$Wr;JBmcqU$|D+v zeXAi1uVKA!qr93s@VQ29!u#Z^)t+QiUROtjo54|Neb)O#hpXo3fJr*%Rd}$K#NCs; zud!>Cu@qMb{O&uK(B`2wr-JuzHN%{LK+{ZJj3YZ?1Pg^XBDL4pTAnF z_NrJp{VjByM=oU)N!}j+ug3?vlZ}O(K2@fOy!g2JC$Jwas|A~XH(IpXu1`Xf!uBxj z>$9c>f!~>Y5g+80O>0KZ`<5T?DsQ%);_NGN)E$U)m0SW3oHdIshM`a>aaH?Sh+by? zaoq-6}KhbJ?2BsWFC z$Mrz&c#w}HMF^f^LJzRyz^L2vXAQjQ3I`-Q{-i}51v@-UUnosj)~Uj_#h{h?Z8f%{ z&A31kE@-MHJK9`(>T9hdN&-DEk48+N;MiErR=1ePpk(_Tk=%(v3U*_jqP8Zm)Hurb z*nLxpQO%Dc79pf7Ra1UblmzbBie&9<-3q!r5pARK%t2GBXsyAxof zD_c*yAC94wtD+b^yPC(kMX~sk0w=^y4o3+Ur}_hd6>bINAJbcSaS!!BYsHyXyu-RH ze=nVcb5|yBe@ow6W>H-cDVY+kq!nmc5wp%`-Rb|H;CO3d#kh0jqJKr4w6sV7CJw@i zgZN~AKVZ9Bxv|DaN5UlMiX>%MSp@h@&KG4KtTLs)@A?C$nRDxwrVXaqVr% zueZj(-?Ch}E|Uws=%)ib0sv@``4u-u?DQ%NT?#Ga&LJ_*DR7q;RQAVZ7Q8%`_JZ$R z+=y%b>&DHa^Z=X`*$*y}q&G6TL|W}U`4|~1q$*a>CZFmiQOKt5#^&8at%LjisPMrK zg~w8v2aM6fmFqTKHHf=BAU4MsvlkQD2@N(k$4$gr27DbpY+RR7bG47TBA~)(d!G! z6pP3CE};2BNAhRrGVaDGw>`=<)zCA3SA6X5Z!My-=U%H-;m_;tD6&&x|G3m`+r#s5 zS@v)lRZ)DyfTG4kjaVcV867aFQXzJS5{kQ35iOBl>HBe@@>6AY+PFen6#3!fqPrT) zcu{-GC$-l*ZO4_bOdr3Jaz`tQD$0InOrdQOoO8Q2^49uxPZx<&=_9Iq>*9YaqBavv z0VM@5#!9rYv1@kwjt}3eKzbhoX>Ccsj--C3WNlQHnN%8eRJZEOtJ*I_RhXWHa^Lzc zc82oa4A@M(1wFBD%n!@x5y=w##!*)^T|17janCePpA$?a-t6uh?7q ze&RV(Wb$L=@Dv55klGr1^_E_z)H5UxK(^^atDeS6zPMHSzB5Zq@m=9}W53kqo{F#B zAc0+X=n=L}3FKU!rnsKe6!C3SGDV5)feq1OIx>Ijhr5;sp?(4ytnQf=2E_$%a@R+qEF4MxgYLND8;#np@A`5{HL7x?r1{s=jV zkY+f!&g5XMdq4~@lbbAX@Ve5OsI^KYt*c0r*!lg-xL!iLSwda;v5WeY%f`Vr;TP?Y zHeCd?Gs6h-tOqj9K;wG=WRR4blVF%H2mC9ce4Wbpgp6oDxWD&6GV9RUHRWi;y;feA1eL#03q%3j!lX&Zj{$7M)2Novb@xpIr@&o%A&ou(C+QOEqFR2lWK#{tyUk^ z++&HS&X06v(D~|o;Sc`xN@dv|a~vH1=MbZ?gTB)=goa9=n@UOir~BWB1}UWzcLp-4 zVJCC*Xu&BjDYX-kW$(XkzH(~bGLupoRSZ%mZ{?nxEO|F7d}!2ITl=%uMWcDJ#eJmM zNG|Owr82!CeMTjvd(8h@T2;uK!-h`~D8o1DCC(~CYzO*_Cwh5OT3w~`9{h?G(co3T zyAS6yHCYSWtbEFOdLQawa2%Vew%eSnBE#R`BSK;f9Ia3ujsNb z-{&I>ZAy#zLW}1g-99xLc=~e%{{(!=YvtA2$26*^UfBK^k(O)CR8+ccM`ALQS$dMXrfX(U0d*YwosvJ5~NkZ=( zsqgr^4)H5Kxnn4M`1?~i(|?IHnX5v1^^dy0xiXRy)$n5!k)+-wzaN)Y?R;{3Sjs@p zTCdC~>+#w7{(tNGar7kS$x`M|6nawsjYUgu9f$JEGI73ezeV*Vbydjd2Ce33V^6x)5Fnt9JuRC5LtTuBqynwGX)ua z4uZ=C=Y0%r)y-(@rW`}_(EtEmxMhqRxme^k{6prOO=1w5E=|zWD&b#NG=NNWe(kg2s(x~0jxiu(O)I4I;3*~6d7OrI<_c;>YTuqQfjSfbAHL1z!UiR!(dK67@2#}Zm z!2!jHd7#O^V-iU*95QtAoM{=^=MPFg`PI}AvsRwXCl&=fFXekOC`ox9o8}w2+w8=5 z?mh4FWn%a`IqCx)N^lDu%v+~u{(&56?wPN5`!Y(|<;%Z)*)xWi#9H|`w~F38EL9Lh zOCEwDE6usJUpU|aQ4!?%6bi}S3_YZg1qVRI8^(17W|I^tJr?~bKzsW^<>kt&!86ez z(px1bm5Gg2C4I0`=TeEHu5xfQyJ5)N53wGZn+qN-%YKTVNpmXtx}?RrrO!<&-_^eQ z`s72NyfbyoP}ftv(;eWLqHE9IQFV5W(G9uyT(F8Xm!h>URW9|NuXcWEd7gNKO>)EP z-+TT$m9MKlKKbj}tynv#ST%W3UDVt$7({%+*yHuWFQrjQ-=QV%Sr3Y~^B+yMBn>8v z;Xv*@8cP9Us58iLLQ&PB9l<0dGI!+@muvoqwQXA2Mheb0C0o+?fPFzgQZTMOJDLQHqzX;@8MQ&5e=s<&H6(p_ zc^vSmQM>^*mz3E~-g^$!{sgC%>Xr-jR%;95{Znkwvw)6K1|Tzn$iDRd>1b_(bYD`x z3o6l;m~(#bQmgXz^OX^Y+`_%Jw2p_%&$YKZtfp5l{261e_5%apmjSE(xkA?|K4OuB9ahD}KWF&o0dwf<)nCdUf0R*f z0VNz4`;DpuIZ^V!ZY}FNW3(FR#P8HB;^ex#x2oMQ`sy?v?)dC09cSMqT4RJd@DVUZEfPq{A`=94Qjeu( zm-Rb`KF~;D6tQdyqIX7xa4H0xp3}SNr1Pox3_YqV9mu?O{}Wfmgn-5y$;VSo!Hf^@ z7AP6{?DjK0GA^e07xsvUZ`t^*evYhvOQwtYdo%43+nnRaQ!gxIeSTgrdsx*wvtF#} zuvE{KXlIuD|6}o7h&JDzdbz{QN3{H6cyzqi%If9V=`-xf75Zkwx-6buE+Bu}(`A5@ zX!+wGn~>aaov8kcS$jO#f|9)?i!^az9j3nEngjI1i&!8-3qQ%eD?YBIJ9$0Ba;y zg8=*I(s~}w1lx>(_AZg$*8y9^@wh@~gZEk=1w|N4hs1BmFevb|n@$W#4ZDbPDg{WE z6}TJdcGJt#3>+K0Xs%)$jl|I~stz7sG8z|l6+gVIt>~=*7d29d9YIpIOpZ(asWLS9 zwUWd%X&}vUn)Uedu$vWrqOktPMTQwXVfH#d>ysWc?}_5LOTjD45%czs#a<1PJxuah zGiCWfbGqGG77Ge2vo5dfvS-~2!dT`Wy)DR|bFY3ml@BpU<0*L3e#Nrj^^N=Wg3quD z>!ROlSAVH{j8U%?1En)qrxkCKu*NjD?>Ctkm{qfC2MCn1zSZC6o8gTi*_XT=XOP10{ZEoM7#)&DTOs_4@a`N-l-rOj`$^M*@U@eWZnij zrQx`-Nkg&P3K{@Kc*P5N6=0ERt3H*L^hP0WPF42<188Y5Kn^s1r)rv>Qkg!gM&EX- z!b(ZUO){uGM2d(<5RKBuQ;Uc+!6RFIPh*7MQ2L~;$` zqTCMwfcqNVq%t#o($KMZZdys6Dew#A5(&VA%NS)~j@K>}jud|IpQm%a0eN@7^nX+O z(FOdeg6QK;V)j;@!)M1*H4IX1Sr^ZFjg2FdIVy#!q7f$mT$b1vZF$hUn7WuXO$N4C zl$OUC3hIlUXNy z{uzMh!55<#&$4&dmm-2r563^6$ndiLFc(hO<1V$V(P6jKxzu@-c2BYR_9Z3`;6X6F zmq;|@19*W{08rYO-%nm&ptTVk^pspnKuXX|$z6KhF)ZmRmZt3kioWIhJC4TpW6Jsi zZ#ZT)FPZb4NjssTLKw@vZZ-g-52+_iLo$QqI;|iF=#6DRd(lWTljh1N^^XP+kA`al z08(2#boYBkNdqOm8@qKuo~!}Da&24;0K9T8Qzn033@`cHH!An9?|8ph)YIUWGg+Ua zsCTV00r_Bml3*Ud8`y9L6e};O>!8qxC$91W0J{4jnAq4YdKF7>Hy_xgkrY5?SnUpx zVsfnM$tsf+QLv3=k@LLIbcmre_;@LL?|qKwo^KMP-7(7F;4o9*pP$=JVhcq*f%*T?Exf)vLP?-Fw35d#^^i4(|Iz`{UM#bl)%AYRt^0n?xba&) zM}XBo1wfrKndqYMJkG4#d)PKtQro@Le~C7?miOloKmsE^B^B|t%2*|HV(a$D-Zu@`8yx2}mx%fG`a>DUGf7cNH<+UE{EH_9+*HNx@tZ(UU zL#^F5O|{}e?NY#P!m6;8m-OPts53CIAon%nC7#kDs2dJDdcCTIBJM4fK{uTbk|Gk9 zZ})ju064*Mk?{BNP!>5qoc#5Jbta;Z;v+sOVRVo5hDV+Nh5 zC$_m5c#e-DE@wvD-wh=$4~Q>B0TgL41cFooNfDSv@qCPek9ecOl>oN)0macUL4=4- zMJfObnV^IuM}np>00f={OJH6?l7sLcFHy|N!W6PAWWRXWv~<{!eIWB_<|-%nAPLzP z3fA!ir1&mo!-*`sj4m7(Gw}|v-~`VqhKKpm) zc!Bu9{}g#ip^@}bCX90Fj7pO9530mpK=%_5>tFz~P#h@Dkyfq?l;s4E!2k;h+@zf> zvg$0R2v|vHMsg>qY!`4Vl8Xy>!$e~?KjfBuK>rB|pQua6cf!SSoR=u3tn{#b5||eD zc0Yj>e{Q~@YUT*5LXm70vo|>M;fck776La1g3IdgK+JuAY=tyVoq?FjKwifu zfuToq!in?vqe71IONj;u<6IeSraju=M9nVEjW;&0UxkPj*Tg%m>-D z_V8`Y&6yMry~|@-WgK9qj^z+TGFA+v06<82C`2(a`vfiqymr$O_#FaT<@nm#DgP0c z3-3fXK?&3Ifh%Xw+l|t1s-L-4IAD)?tVtjx!`#1lI3A&d_s1`e$3cHh7`jZw`ZC0Z zG7x-drs))>S!dF%n5tY9T$BLaD&`&4<`YOGb$x%^7uU8$LTR}(xJO_%_afDagms|= zNE`u$sDhjDnlUF>!&)ew7%4~|#da41W5TlINnl$9-q|=%AwgIG3R^>F``|gVO^~+Y2Y4E$abjw3#(qdkFk)kv_`6nNc(7?Go>CM~7Cos|@)5Rwy_NE#Xws^oN zk+3BvQkTb+9FgJ{&is@l|7j-ip*krpQLqP9tlI<%hE4?)X_g%c+5tT-sY#B|IBs`S zZml%f0~DZ*0DI&}&p^(t)$n1Yn2SIdJc|@IY9uAlpW7N=tVP3vsDX!_B+HQi0OAh! zimb0$eg*%ub=0kd(OZAg=@ZQ~`i|wtj}dY|RJRDNjyhzDrZ1 ztU&@8G7j%0VgO(qKoA8-lK9DELD?ppQ^tS|5^h2B7@Z0rIgX}aJf^`55RQ}}cLb1O zI75Yi00dOa7aopB(*F=)mKpxxIp~80kSQqa1OTwK_e#)D4$!gE8rpsu`sQGx zANu+K0d_YPcl-V_8S(5CBMg3ou> zNjLyl`Vk(AwH@8YW+cze8j$(C6Ltt7i+MrO zi-Wlk02i)hre-X?uV7+$mac@G??V0q8xF-<-cq+$i()=w+4=l0x2c;gcO7e-Xl=B_QsW|3$ zoVSW&S?J?3jVFx~k+2aIv$5aAPL%IH0oHyrNAyNSOmjqT0m>b!4cC6V)MbGOF7%T_X~OA3U3FW^*jVS{;?lb@PB7nP;ft8Hwv3N zf`xEAV+e^HT`go!%=u@6&<-ghw-y!8{k3wx^i@)+lZ1roTyEJJgHn3=lM6<}tbgVq zZ-F1)?gGnmbjy9mDB?mY_^>6~>VJH!{{|@j49Qgu&&?`hd7Lo^@XviOGWh=AfgGh_ zgg{(n!dPW(Zf-;F#ixsJydjnE?^pTDT}+r4$BtG#t^M$OPvFy&*4{@-LM`l{3o5H`eJXuE z|J_of9$qqVs$q~~qm;&JvD^1H_TPMXUfwcC%lpTgS@W4>yp3L^JfG$*uR2>TzOI;OZRW=~Gk)kqPai>>3of6wqq>N_al>k+a{TtJPNvS(VQjb2-47 zJWx73FdynoRoaW<>W6UkZI*Nx+Vas|ewVYYSGxF~lz;b(YjpjxZb^Bef^&RxL2So1 z`}}!Vp3;C?{`Y@v?MlI;t4jTiF}LcJzENLI__mEFL}%Rk`$fN9f5v9;s<>-9bWjdB z1R-rzvL1@CeRZJx-Ie?6>c0-cJdQ$rxXl{Erqt%e}(avE;hGM15H^ z#BDs%&X*Ruq6S+-+plRCuIVqW8Nt@g?APxVuG=iFJHR%auU8}s7w&Yp$ak#f7;FX> zZa!byjDT%L+i%sb&v}GDx!ayG9=7$ma64~ly9l;Zy3~*C+Uf*tt8nf%+V6fY+->aG zNxhySwC(m4?hP&NjoNE z-2RZF=#cuW>}9z34D5)t=xCKVl55(2#OHAAZ?P}9eEeU82owB7uIOaG<5&rPiiS6< zIh^V*pZGt)pXI-{PNW@{Cd^ldb8+yclr7NPCRiS{wbQHT_zIYh%HJkojPo1G?-D;w!f~p zI}XaHm#0ZR40=tYB$*Qe)64hsa}EJ$I71{tQy@H2S0w8u668AeTSN zZOz^t`%&BuBW+(!Hmw%PhDuUMM9&D5qFhO=>Ti|emaQL{!#z{%5n&UK{*g`l{kbkDM}3q z)k(%mbXJe>Y#-)buI%r#Pp?0z)h z`5bhtM8h4co(7&l{D|iQUma?p4h-tbP@-OZP{pmbXkD_?Dl|al!dNmE`LVg77+IE& zgQzfzNu?=4`T5BJx!@nk01=L!mn0f=dTal&U`0kW)YgvEl#aPh0g_~Q6riy2WGUw~ zn!o+q@30*Lsi0~D07m%qjVKaPP6zE*l5usH4GIi~KraMhycSkVHYYUWBB*Q~a~nXm#v@#VLMv zL_(wi7+=4MQy0oE z$)`blk%u3>Ff?QYz`sVMvf6)FrxpX zUr}nnY=#&BU}TcjAqFOM{tbEvrAA4&+NSP`Dw^t}`1I93#FZUyN6MK)g z>cLWDXkaTeem`8kfa|md`lZwyyxmC!u~2TT04jUa70!#2o!G$E_DOA z$E=c`0?0`*PD$N&N&(x!AR1~Pk`oue^S49xg4Fdd0s$uRYc~y;sF_yR@l`TCWp;sF3)O7?>^?&iu4 zcu7LSMhc{+qoO3GmIcysg6M8h--Js+HKFu=aC-0^1|ka+D=oJT7dITjBT3Gy%FD}p zn^#1dm-#=w9VUJa9{&GG1P%BFRmH``geB*trKQwmME;XSa?0J~m;a`ypunW)qob%O zsJDA@in!Qt_s=aa|xpAwy(9_o6&eC8SA>~n4AdjqZ5ec~JA?w9D{7v|z0 zlg9xH;M3z0K%>~mG z9+ey#-5VVp{Ve9nCU!O?_FY8mtBCl`u!M`K#LR@mM6V=VaB_Z9N>)y4oJCrFLfQ|H z^xDYu(uDMUzl=#_W@mEd*R0Ifu30zw!Nkk#GQjKknAcVDuXhq(*C)NM%6wB6n9~`P z(~y7Eu{fDY|)dydyi;8R7t7;lEY8UfrzsJ@6d0T&7-O$?D(Ad_{ z@VfC|apPQdWB13#*1FHjbtJ|&{+j@K2np-=*&34q(caODo4^;IK zzJ2>P{q5$?Rd?^uK<`jP-(_3hk2>m~$ zpYeABxh{lNDd{4fq?GFami~Riu-&!(;y>POd4|wgx-y|nT8GyEQ~EW2=M1fG)OCdZ zC9{#q?)`yoizDAC<>F}g-=$yCTh%w{@Nih$YUF-$zKYV`bome5P+7YBnOwfp(Nurt ztvIWYo6;}o@HySERuLxmnbW>kIlys0YF?6+$n@GR%c{O~)=D<$@40@+%rWH;A#o)Y z-(kj$e|*~47U8EJlZJBhR+(_!)A$v8!%Hu-T;+KUFvQ|=%X!!<+HnPG^sCzV)tUwx~&YW0GYbZ!H^HO$>>kU+`eWBj*E-iz6%1f~ebOQ7J{tQYL`5o|L z2J_KsYO)OJmoe1?$Ig2%ltjtE3DP7pNn%Gq{C1qnO{nsmT?vg*_-K_`Jf~;>QL^Lm zuy(45S4(}rqWQKo4a~L9q@Oq2F*`0~=F%k5?bNH`p5X<6Psrl5$>|NUyBYQU86`ruD~?cz+I#MKl?y{%GhkT^@$5m8ma}aGERCdR9=f9&Uw| zN+>3Ndp-3#V8nRY@`Vm$&RxIEs8cd0NJp47Ry{s~LzlHr&b7>BqesblL5qX&&t$6j z<7QL}5>D+Wd2o8ZuXnf?|68BEbZrt6Qnqat&w(@eMG4E>d&=PCdAgd)=XR-S1A7{O zaF^#uDd9oa`^*W$^poz(a7 zsa!sU_LnlA^6B_*JWa@0+%Gi57DvkLNk|QhLD>vJ#~buxSGT=LBV*rl zMDlk%jfVG)X^6V%Bv85aq>|~zv9!t3ikink`s4|0y@XV1(hB-=j-HK_^h8IioBWKZ zZxGGdi~yI&|0YCj`SVc;x8kGV2V>n3=CxGos$wd0sHW;Z^gpk9%~#frZ#T1N<(g?< z#9Qjb&R|6hBmMYjY>?4nI(?LAtKuZ!7Z6+?+|MvEPK6@t>AEbYguznuUQ}>lz$iLx zUJXSLY{9SZF~p*sg=*6sc6~MFVxdYlU`S8;i|^$^98uy?qW#FN(24HXH;$noH!q;< zoX0`e&c~XN+m4a+BUp;H%IH}0tZ3G(LkhJi2`vY!;(Sp;pG*~5 zl0=;=^dBQwutfe_l=(RP`A-Ugt}$?EV_oEsgv2_r0F{QQqH}_dM08rO`T$G4ESh5XSCHiy!!1OQILgZa^{v-R-*TH zeWTiUtfcFU%?4ID5Lt0T)0oO9F`aty3{Fxhoe&dS0?YJRREFis;ILtm#=W;_sTPxa ziZR`FO{UuXmH1>os3*ru#;WIp59EEf8|{b1h8=4qXuCn4UCgRgYHR7SC~PUSC6W`- zJQnZusDw)7R9je`Kx^aZ#15!bw|&NwG?}i$XjQSGG}Jj5>>gbT3Z~^ezTY~Z6HV(= zVL7u!cyW5A#pRVTib9pA+BG{d)|DD%J-38K3BUaBw0}$M%H*X~Gf6)$iI(bgdYt>E zI#K0k8c_bin^IXBC|&M|zGGDhvSXu#G@7AZkLjhgXQGQwh0zxmB(87ldjk!`AKy8Y zNDSv1W_m24t-42ulf&llZr{1*ekBRkKi!5D&%~*A;6GZ%bgE(M$lR)-O)@no)k}OV zTW<@ly(1~J=SW+&$&1b2kuZs!imuvriY5Hzn>y9$O9-on1cgQ>b_|FiDt1$~Vv=Ux z2-B(b0_Y;nqh?P2qHmp#CkE3eG5A+|PgU87-gb$ka)8D*RiueV57eIbNsXC37(i$+Lu%TAFU>jIdiYbOQrwOEyoAHR58fje)cAG{9tR9 z!4s#MowEQE2@EcY%QY;huYzb-bh^mj*XHm$N@|Zs(|+~(W`FFR&~E&eBkiFGXL%sI zav8zNx0HhI2M%O}VK2Ve>hl+SN~2cCL-$lzMCuqoHi((!o;lNYzNR}uP+V9Fm_tE+#-bxoul(pRfj&9ahqNb%(71HETY+p-eJsh?XKX?k zrWFWz5Q>yU;of1yJskN}IfJacP8^At2MHL%qz``K-FGj>3lk=%W3SlntMZ4g(I5O0 z06y^YBxu`r_;^|%!r!SwULx)OdC`?MBFBZGCu4Ul5TN%sh(#Iu%QTF=%(HDofJ>a) z0~6XhR>>##1T{c1eNK{|haz9;rTwSbdm;k^W#bJu0ujI1gq)L`N8$7~Xd^iJeA)MFj7-lzyd1LWV0OpT=k`jDd-!=g+u9$<i(I5A zPX+y-247MqO4fMtPh-hfZ!2U875PissYaikrV zNaIYupX-!7S}yiS>b6b=MEi{+&+JQq?U>W36d=*tb73oaUMKS}4$LYTQKt2xqKDQT zE3t>5cv6u;Iu5=lxh3xXpYJ0Fmq7Z5LUhZHpij~+7d>%Jr4M)Ubi*X^Wjb7UeBEp} z*ey0dvZNJ?7Z zA)iVMg5pleqc@!{&&D9W2(v5b<1hW$*;>qR${%-h`wOS@v#n@ck44q5-ATu5-d8mAj?5UjCye#xRHUiasr?`9by!V+v2Nu)s)~+X8ewgfb6fPX#l!W{eP@00rwu z9_!p3N`AT{FN!aYG%0|bgej25x*Bc_l60S{8GmCVgKRZYzN<6a#eqDHsc?0a@pp1N zKGRN0&<1O|m%mT#Cw+E`fDDj@ekS5{YjU)#kviROV7394=bDiBhjgbB)IZ;mTOce) z9JRrpt>Os$7TOh2B)ViI_jk7<8V=PhG2*wj_=j{LTS)Cu1&n#1{(&)hGyrnqMZJ#W z5vHKEG!9r-NWYkQTCE9Lgi=TIfqqDM#Wc}s2WzOlrit32IlzTCCfF1(JqXsMv>mGk z?YuuhKteF~=CAB*@s^7S>T182AKY`f1m9bx#T=`9bA7J8lmOoY)E?(z^-C&y8$r%E zhhi$9B0UK8Jne}NWI8SC+RLJrgT}&(`ci`0;*c*30s8DmXQc@tAZXt4dCghuY1F$!40SV}?hAlMF0b*94U1|XHBL6Lm5=jHB#m08uUD{gisR$I zcnN(`sB5-r&XH6x>LwjJ_!%NswpdyY&DIu28%r=CFLM|s!J)Vs^vZ%E2V!dsi4rmPEf)5}+8dG{rPiqxBWu1j$dbITH^yT-sl zTA}Yn?v|;MUfbnijkCt+L*^ffZe>`-If8S?X=|mxIaqdpdiXas`Qx;(I0Sl*^tS)+ zfCUM(HG;}XLb<&TL^cktb2OCp6BQ1;Yl+iO5U_ch-rO5)J*N(q?4|vOrw#;w%Nxw% z_#h>2`qOpfBScx+dl(-}M@o$ch=NU-&}9)TGtqrRXIHp;@+jL)*%eROMDi^aq^6ns?H*$;uO9uqNs*rl zauht6o^hLNbLf)=2I}KDr)cOYBDY(z*PS#mfT1_CSWq%3Vk)mUWC5Ba4fp!)@!O@B zV!W4%7}+Pw<9Q?Nxjx68uD}vKl>a*MB^&f7?7qXW~g$G@)*tH7~Rzvw192M zV+`&@!zS%A%Q()_KF+l`4r^y(;iE`Gj>C9p*(N~==i{R76Jm=K;?)d*YB__;2^pf@ zq-@xve8Hq*`=s*Xr0UfqlKY3c$`1{@A6j8QbP9gxwf`_!{Bif{hcWk0QZc?3)B}|%7rUvzqh6hpJ8tb$9*a{71u|NU(>^NGesQjQtGPPv`MQFbaJ%_Wx0x5bW`5Ssw=K?h zT+QRS7rImydh8Z@!xs8!7rq!mbJ8fY#}>x87bjE}f7mTfg)Pn$EZz{KbDyjj*Myr%S0m^LvX+I`s=+0%AaA`P6RtENuDQj{DG%Yvd{A4H*6U*YZ{M z;_ypKkoe*oB!2EGo@NP8H-gU@TLg|n+>Aji;RLoq0!IgdYl#56CUD)A*;iTNzh?aR z6nb2+EZVUmwzSe6wgMWVq@}}4j!8!e%16_0P*igQ^ zC{MSju@BMOCs3%Eac+;(u038__3T(x8`*%Wt}R^=f_9YLy*A5g2;rVPJl6xU9XnMp`Z!f+!qQfQ z>h9mGtv7UTa!cEjw1h1CZS{`b7P`I8j_nrMrf&zqI)OXKiSBXTX8+wy6Y+JurM(H& zU;6f&MS(jk;#<{Azm`(yYsH~9*XSnu{SD8B)WVI|OAC?TmPZ$NRaFb4o3wAJl#XO46&*jL_;ba8Hw$F(5CyqsmPgpO6EGpHLE@hHS$OQDg@X-t;M zg?7yGi_!J%Lj0&9Ww8o;TxFXg{InB8iAA2gfox4%70#lv@3Sya|+oNEgw(QlkT)D9r^8Pn#Y`Q5eC6jW0Z0qpS=Z zB;uhW1J*hN>?+2eE+zBj>vB{rnI)Zgbw-y5!(DAVLf`kAaLJu+eN5n^6#Ooeak1__ zS(~dM?NMp58~5(zmuH@9Gm{p=%l}EcyHEHwzAu8y;r3pcM8_4@$hdxQR<W9lK&_;ad4tM-O^ma;tTGsDGTziSz*5+UT7XX1ke!sTaYYqQw+N$YXu@bKKZr-B1kyGu= z*|u$_tNS{uCHv_H2!iPGX+eU?z3%p@xxD1(&fCF4$S+_+$%w9zY=I#@7z6*Fzy zp2^mHP#A5okJs^ILyDPF`70(9Oe_&FCAM1Hi6=JNu!*t+UrNJ~pMo;Q9zXEt$CRYn z5T}|yaOuaBQS#9#jW&MiC#!xOF@>IQz+&*1vd&7Yj5kz*EJq!87hgn@8C4e%9Z~(!49H=ULCzbCC zqGuazC<;a&SoG24oN=^?2PFc5LrJuY^r45VS;3psp_BhCA<)2GA560XAoz?aE+d0?yOui z&hHEZ9#~p49X3E3F(i0;Zn4;=Wi+Pei;hhrBzbyFx5VUzQC1nEl_}ALEdiq=kZSoP ztxum>xf>@HRt6eW8-eu6hv|yKEAO~fL7@cartzQEmhK+YzT;}R7#*RL)G3^o9hg){U(1$La~OmxtKGZN;Sc|;vt3S(G?FT#+C*UUp=)8NC_(ZE6sHVK18Z-Iq#lw%fDAcRf)h^6O=W{?iEi6IZUGCKN$9y6U< z)nEzAOi%(M1cDhT6J?Q11XX)Ht%y%ea!6VBjg~O#hxw?4NvWF8S?qKPG%J&adZ}S; zUgat@GguXzc(n^@@G7;^x>Xgb@Fn3)XI$kvSGv~Ku7kUwSrWvCH^8$kJp8L^{zV00 zye4F{5yQj=!3m0?fgb;}sDf$qz*yM`kFgA$lW45aQf@GhV>U@g?I^}ko2&r~sYnGC zKKfWNw#HH_Z7Dsxk%ia16s9soBvP5m2~JRrKm#h!_pWo2-Ud)QI7MnEc>7yi9W`b% zZR&w`l0)h^t6TGeCX@6!*0gk?mJa+T*4*k{n85X}=S6RN)w^Ey0!A{|9p+B>>Q}Y^ zw!VTjBB8{9#l=!=HnZR;AQ&q;)d<)o4P~iluF=QmrGt6LyMt=3VFfybVT)Lxh8|(F zQqX1rIHvgnrcUM-lJ?f$3O}E?K?{24(M?G(P*W2Frj!Zt@&<1|@ z+usVDlH>obG|wUy+~5OK4Hg(-1uBFgXlH(h8%gsso9H@^HW>sR89F&SWyuP!)f4C( zESg);!8E;awQ06+j9!@hHE;;`^j0exK!`##gupXBv`~<8L=iS9J9p59F5E^7Hzn&X zAdum`bf&k{4D!Zz)TKUksxKLSyu^Ced6^GYulmXaXZXR37zWkZL}D;Sd)n2mns8tN zbZe&v%91;Gy4T(AcgH(Vxu@=x#^=yHk>t)}t%-7!bx5xcB zJ@5Yy(5HP*vj=|Z-%)zc!>L{7y9+;*zkKF5-}%pHeqvaad+Jx;`qy{Y?t72+ZUo=^ z--pxgu|IzDm*4#77n1hDzkc=uU;OBYfBfY?fBM%&{q4tp{?-2e`uE@e{|CS(!X|XWCxpT%l)@>b!YZ`FE5yPq)WR*~!Y=f}F9gFd6vHtj!!k6(GepBQRKx!@ zWWzRe!#9M(IF!RVq{BM2!#l*oJk-NIcB*juR#ZyGZR8+-PWW`o=#aD#I zSd_(Cq{Uja#aqP1T-3!~#J_Q%0*WibMi9F$xdMYLhaF4>C=x6>5V0%tm;5pfF0rV! z%aUP4IQ$C+D=4f6gokC|g|}NjYmkLy@HHxIk%lQp*OLWXkcD;>5B8e}Sg=7+=srpu z2R+b(dZfW1vPNypKVP)QfGnatv&F$WLd+?+Dgc;*D@H01s2of!F~P4e%EJF(zyg4& zCoZuZDwxK!tHxoxxb@=_eEL3TD2QN zAZo~SNQIo^2k#q%SffFN1jp|?hhg|0xZzVt>ntC z+)9N6m`1QgK)8Y`fC4};LSY0(dSHZKv@?g)!8@P=WK)e`sDiSqLW{)6XsjH&?2=`m z#*mC0!Ti2rAQ=4Pg({FrDi|I*=n^`3NZA_)Ish0txHHL7%&Uw-wPAxoc#~>y0}k3r zV(b#1w6O0>Ei4#=;bXv-94vkOK4EmpVZ=)1DxRvr4Y^8OUx?h$<(rf_iR09=n^nW zDgDcYF42Ytr2^OtK3)KX3boJ+tx$rrLOr+z*t|zQIIP#0hU-L6@Z6H+yhiW?NUO9) z4UNV4Oob{)g_JZygAGvVk~uBWVO&Vd*-c*5!3tfCD_{>msL>w0 zQPF5i9fivr1S51fBJIpeB0bOV?9=8@QhE?b!j!#a@W=K`h9a^8GU3bSgik7vw&UrN zDzE~;#Lue0gJ4pFF2Dn9pbc}drO*t%HU%Rpm>BS@Q~e{Rg4(o+JFo&Q{nUkI$c9r$KBY!iBTv{! z(b;p2iWifcUlDWRLCz? z$l<9_c> zy}>RaSkr@tV%$Pq@G8#~4L|TIHy8%hVB0jngY!7n;iT7vbUEN_*7iHu5JitJkyqf8 z&46^*D%^${t=HoWhO?yy;mE;}{LSM0S+InIuq@hfJxEt&I00SSf`eN9lUmwn)hE3| zyBt-@RXgz{GgNim-~$A(?2<{%KW*67)^p4sr9%I*5?0fY1hirUTrdp;I>)>fP_Vp6 zfU#ZDBU!+`f-pEn(|FdKoxP-V%IsB2-kn0pwF!6#hQn>hsf2~K%)f5ERe*8Pp0(Vc z{g=!o+HmFEv~){LtzVni(Hvw~gtZCBT-m%d(Yg%aB-K~gMOF9&%jU(u21U-+YlJFT zNh9?ZxpBXY+Yi26fU#re4d6!bW78Xli)_#^_!&TMKh_CIEkLL$Y~dHK4U=@tM+QG$ zNY<^DZAe^wF%%n^kv&b$%XH*uu_1#4-$x7n1Tv4t;a}|ws#?;YeK)Iw# z(@2I-#=?6R;F{)I{x#Kob{L&5&aNCznife)a7;bW1nzCUZ2$$iWX4);LP*fy-uQ)J zX@gQ=KLi!Ktkq@1MbwQhy>YmLoXZ3v6=_Pm%^KuRr>^TcR>%m}MJ~Alp6+SDX1_-M zmy0YSC?Haz*1w2My}{CEDnwtgJJ>2v?AJI|+2az#E>5gQMMBz*Z%_j{XxQ}|V;j6P zubygpP1e1pM7f+wzjo}-UOWGv-RXB45w3e)Y_WYK|Hi1Xu6{XYdAh@CS!*F?=3q_%M2q z2VL!kWw2$WmW6DKyAgfJX%G%)h^=YRaO!+0ZW!@qm|klj@7K^(o7jj6cLouM2RC_# ziJ6#pfCiPm7!MzD5*G~*f57RbhifPYc=(xg=y6*f51Z%)iaUo2f4gLmg}0jqSeV9i zi1BVnM;~+sS!k(w2%7(Nz#@2<$tD-n-RK5ccwEsChAS5h5ziBD(8n-^6Dg{3CKnB5 zpoe!54!pGqEBA0fcLs`sh7lEVIBBVOIL3Kssc{e}6<>ycm@wjZpOG3G+bXjSKe;U`z&B2%1i>ae5GOYtYqaCzN-naBUZkmh$yv zm|hKchU9>UmePhv5A-5ra^cX8j^Tz8wFY7U#(J;x;Gj4zA91M6@aqZkB(Ly1Y4YbG zN8iX3;jo5<7xVvbAMtUZhQq>h+c6E|0QTom@k57l)i?&>fXZW#^F`!1E8sYKAf1i@ z1Zz%c3wNVIcq5z8gVwMD({ZC>yaFuJ02Kc|8*XqbYsiB`}O zj?)4$*@9%qtWe;B;e&<9vWZ#P`7C*;L%4!4^@cksMx;LtpnsEA_>(ON^@wVPo!5d^ zNQLAX8JUl$UklSU7y~-6f@9PJD*yz~Iga0XEj9ZFvk6gv(%tZeTh#+OE38&?yEurXLffuPJl`5JR>YwA@)3CX2-|Y3Vhh@-t}JS)MQY5=c*v9)-TF6s1=s zslr2CmT84dC99rh3%$|Qf>SWabA^W!FK+xe@{w2+TA6L}itanp=uKy=ARcc)_2VPDh7Pg#1vSf9OL0|zQ%4s4JvRr8avRRgR^rTV|EaolLXGT%V zvXB)?*0|_c!?>Z4J9sFxNGS>x;)omy8Ix%~3qkVDLW&ep+>i~SXCOV-hzANB^r)z3 zhJ!9N2!O<)2U}pEP*NE^gq{{maW2Am+G3PEnUX~G+)~9t99dROab_-r*+QZmsZf;+ ziADujf6$qmLU%GcE=jkn#n?jYH3Tj_gD^{vdsoD#P%lKLss$jd6gS9>v&?v3uMC;U zCO0-I^sYi-Kug>#f`$u-EeNBx=X)Yj;T#{jO%oHl^mJoyINXvuGRY+u$0q-4gggX@ zA<-Q}Pbf*c2>+AD|5ODQ_&SD(o@dV^pHnS(Zj8Q5?1ucf?>U(L{bhtSZpJV9){dv zB13mfxds)$!fP+u1ZrX|XaAbas7Fb=S`n(SR3wWSXKxWoD8dwGc|%r!vk=k&Uv&sQ z1z)jqS>;qg2_-LIbw#CIF1Cyo=TuQEJ-k$O%Sy7KnkI2++mcnoj8w+Rw<3naU@IV} zP1Y9SjB`g;y}*%4BjK1%Pb^lj^97n$HT^iFjzZc7J=MseTcq@C0u28>zx>eOKV!a7J>*^Xd`pP;g>>gAqGu^q7hTmktP!2jWFE7 zbBD+Ts#^HMD@c(nV&op)=n)3!C?p*mxr6M&z=)LyV-SXz61W!Fv8Zv*M!>#FD(y5WFf&FRX-xE%~c2 zkvN3+8UYGJ@ZuPQkVS$NBDjfIfmz>VAcJ7BmMtuU5fYrFac1Ea?*XC_-55iXqV^6t z04QpQI0Pie5(y2REel^OokpS}oSwjEIOVtkB^u$Qt588vx4;4xs6Zz=D5`hAyTTQ? zU^FZEj4XRvCV>`11!7oYF6>HNB+{9d+r10z0@qdt19gAHtm zL+yUy1#>uJ5%jnOB=Dy{L16<7a-d&X0>}_pgkcEj5ONeo7V}(2BNhV(jQo^d*Q^2~C_yJK#bu&o=_aB$xE46jMh~X!A?$(} zD0)z#7?v>N*}jleB~Zdp+V}= z!xn6U1@DBK5|v@0!3hhrkjb*trqaU`qoRi&@Q?>LJZcx2V#uc)f{Qm4Myzy!iGk^> zN<8nlF|a@#J<>5e84*VhCJuFAc2$&XErbr|6UzfzaTxR17r(sf#bHNshx^WuA<68g zLdGGUaBSI3a;9^g+O(%ckHxJ@B3&Kr+!+4_8^q8$Hj))mO6dZ5I+2xk{9gn10{xVL^QTheGNq{$A6M`x+6@JX^sJhu3PM8LJ* zD`_D~x3I#?CawuD(qq)qa>hWkFpX^>><*&*!+`im4^5<#EdAY+FPi}mzUq++!V$$6 z27Ze}%p)08NKGns29GavW5iSIM#%{~WGd9^LNYnTIVP0q3bRCS4EcjIX1%o||^z!L=UAGGq>g|bw4Jc=G)H3$0?5{FZ`Lk^B$ zsx;_P2wc!Z9P}8*I_QCmOOvI^LP`h87jg&tbX-Ix0=pJgq9SL+Lle%rirGohjXjyX zv>UQI?%^RESe#=XbZ}U;4G7_wM=w;|Lnw@4EkqSq13XMfD})&w)KORf&p7m7nl#`; zSizwr!?M9a-G!Mfke=zC2I{Gv1P0$&F;r@0TM23bok&T&C5UVRLedxsaj+Vf{0n=@ z+=P^aQw#zZyiA`g;5i7#EWrOmJd9Cc%tGz)RXJ#Z_aFo}9LXBkM~kq=RfJcApx%Vg z-8tZmNN58Uv=j=KA&tO>)Bv8u(T27}g$9lYG#rd5VL|yQ#YYq!2L%X`0K!`E*g|xJ zuaLzWjEOIK#TXFAAwbA9aKYE~g+{Q)8kCeFtVK9LNFZ zSHOc{P(e_NMK7S#6*K}LoJ%lh0U@YNd+@}&SOIuUT*q{TL0o|-@P-v+0UCtEJ<1zZ zR;FcMCT13fGj#u5W_G4$ekN#!rf7~PX_lsGo+fIhrfROHL(~EmvL9w%}pr*bYQb2g`QJ|}cWr*uvybylZ!UMF^D zr*>{9cXp?DekXW_r+7*yH4svdmwqXjhN+mE zCzqC~nTqF_rm32)DVxUVnZ7BUW@nquDV^4-oib>g=Bb`S=biScpZ+PJwr7~_DWMi> zai(W4w1T3-0;AqSpgt<3M(T+6LNA;rG_*o}4yvJUDyQn^JD_JabN~R1DgX?C06@Tc zc7uAVYJ6UUq`oSw#%g(9YAaMKH_+-V(5I$$DzEk`Y<}u_WztMYt@Z-0mV>VPD!aDp zX#)Q%s7AvBw175rLpDSM4Df*_7=R00gDU*MsJehHa6>j^!xoI{1uz1^lEJ9P054p_ zH6Vfn0Du7WKr)ak#%64qnyaEJ>MWFly3XgWx+}?+>}A4hurh-L&?~_*!vauj0rV>$ z000v(0RR-hG-Lw}0KfzMfB{efH|(qnSit}oz%k4M0BFD(#J~YKgT_8B)Lv;h97D(6 z=g68Y)@JR(p{#jk12fF4Hni*m2!KBkY{3@n4HUpJ)B*r}z_dbZF93iGOlz?o!Yu#* z5p=^gfNRwDt=}dott#p<*yq)1t>GRnK5=b%dM((BZ3I}uvt~mt5CH)Yz|A@X+lv1| z*cNOr2msHLY7#8N1B@yWIPKq_F6z!Gu2OBSW-8*oF6>5<;)*THGHwe%uCP)p8X!X2 zVlDs}6~RWsEeHSt@WC1wFD%?DA6TvcTx{w-FZ7CNx^iqQ46ew=F7{^cxXiBYZtmCC zF2hy{j@f`25*48l||1lu@s2=k%A(N~h2QnfjvWpIK zAvbcb9&&oRs;i>$dv*h>LM(c+u_A9WC!;4LJ2EI6DkP()B-7_5N2_^iawo5{B7bry zzjB_AGAqwAEeEJ8!!j9 z^NlXEGgosjL$fqzGm28PHFq;BW3x7gGlFunHVXS7CdbUpWT2s6Y%hqOqKG)b4VNuM-Ir?g71G)uR%OTRQs$Fxk(G)>pEP2V(4 z|MN{JG>k7ZdNlolG)@<_Q6Du@C$&;9HB&dWQ$ICS`-4vJ^ab@a_I9*T&o5C& zHCK1FSAR8FhqYLb^;l1JP4o15`t0O zTSM<#-?d;5HenaGVIOu<=k-jZwRx&F;)Hf2|~Wncd`X5Y19%QRz`r(+*3 zWJmVtPIhLOwrQU>YNvKgZ}w{MwN=M%Xp6SrlD2Bswr$@wZeuoU!*pkJ!)F_AY|D1k z(sphaw{agga(ne|zjSZ^Hd(v?3q-ecuYh#3zze*9DQszQ3-{9!cXEF>c!#%myYzCC zw`-^MajZZIlz<7ew+W~~d#^VMpui<)w_kI2-+K3W?>B$<_js3gOE>p%yZ{MEfh!z1 zg1f>hG=T}wH$KgR)szeqEF6T7%y#29#_G3!Z#ai{IBEkpOAEMhynqROf3WB9mgxQ8dXk}tVt zUnW4?w1^kS3!s2281#y_czurr6DZ?Y90L(71Ro4}jp+DryaSoPgO`7KadVh699&`z<>t)K!hK|8XN-*aKJ2ZfCjk0 z4`{{lh5!s`$UFQ%q#wf%gjp|4xI#d~4P4L0-X&4LRY`pBAjLxjM& z&;t{2KnQ3E3_ydSuP>KCx}*y^A6Pm=IYcCoDydGoL%?~Q!|I&hIkZQ+wCgp8Qgv0M z_lQ%um9u!DhsB^fL@(G!FOYdJxBv{yLYNVPnrr`s()xC;D})P($1L1{1cX^DjQWm+ zzy*bZy1Kwdk@*b(#xXd$FSwwcfs9MQx-SF__{g~XbR?|%8o+>! zPdGHFdeGZDzSF}o=zBw~0g>o95fBOy*oy?j;X)w%LWF|PbAzgHfwD_LtxJG?>^zwJ zJWJI4NO-)mk3`6eJfxC5%D27Sm%PfSG|Lx;%l|pIXStv&V<@b_t*^zyGX&VP1fhh& zq_+anM?BFl#L+LrEbsvnxB#e2z#1GrJ%s-N!`G|^kY8S?dbkum2h=PRz<|N0x)ZIs z$^^bvfI7^aeaEx@vfsDbANfMOJ?+;%?Z-Vz&wW{txSta=pyR!_6S_i_0|#sYrrvqU)H}Qs{o=3s4}=0V@O{Mp0Ie?s2k^lxP--viD%C3l6NpDBguwlZ zKjJUM52y^r3x3tRzHy{|>;o#>+rIwqKY!!?N$Wm9&=WY2pg?;sOnlO(&)>p@{Z^Sk zaj9TMfm`?#H!u*_<=i@Zjc~G-K-0RgCDn~2S<*AtM9^s@*~jAH{py^&N=B6 z%fJco%u~-j`RvorKLHhN%|S2B(6S9hTN9xY88u;r7fc~kQlple^t(Zc^vO~S+pN>m zPeBb;)Hm-8)YMZ^O;y!ZSw(QuS1mHMGDOGf@IF&6$yL`~b3FwcSS_s-*h!xnma9%j zO;*`unQgYzR-uhn+G(k+mO*2Im6bAD#j+LKZ!HuS+;GRm@2h6fO;_D@0esflcj1j! z-g#RscT#O9<2EdB?d|{9qL2K&ZQBGOqmFfN1Gm4o@)a99J?%3dxan4z1|4wGv=bwQNn$McK zx;V0oHzr!?r7gXA=cl2Ldaa&?uG;FWv4)K4ij3Aev|6_gTkJudmfGyIp{6?Pwb^ca z?Xd;w`Z1)vs@v|n@y=WCz4`9j@4o>LT=2mOFT8BD5l?(!wcT#q@y8{Gn>m=xg2wR6 zG0$A{%{lMTnFWvOhp_N>2$1)BJn%7~EUG~{&uif_BanD`%-Fffb_uqjR zUHIXhZ5Z|Akx%~~Rn;jc-udUDkDgu9m9O6V>otUX^~PG4-uv&t55GU^u`l2J^9^G@ z`?$q#-~IRDM~i&)>97BM^$-0z{{8vy-}(7nMUMsv#C`=dV1n>BE2SunEO_$Y10e`H z0M6|l6^sdAkRw3KTo5o7Jm3dGh%xO^j)7xwU<6T^!l#jrfLbGx1vSXQ!5}9vG~|m6 zaj3x%?vRHR8sYkwQ$n$vP=!S_qQY3HL)N_mgBQ$TVQl!9DEj4zdy!!ev6#iaByd{` zBw7O}bVM(O7V?w6y_C|S;KH9^M=Gk<}=}0y=Z#v zm0vVr7_*sAeab~Y+^pj_@kq*U3W}8MtfN2D379DMGKZkF%UqZsfgNI0rW8a-IzJ~#!XGkB2q;HUPM5aSseN@DO}S@Nf#`t?j3`JLxKIqz z0D==;y=PzeK@TfTmI_yxMr3Uv7=8!?4rn#ZT0xu5a;PVlZhdK8FU429n$)3hMCM5| zg-~J=Nw%X*tzU6lHNY}vLq<6S7Op@LZ%}~?$yjV-N#j*fR6&FA;0HgZQ3cQXg&(}= zEMh{NU0UkLsCjLzIYTK&x!N%>sQjcGMTy=Enir7jJ#TK|>$BZ1rneT+101fP*xUb5 z;S2hG#~~&=2&)PNz*-Om9k_}dKv*FRn!wOw`NEGwoV72}*a8-)u!cr30)uGChIJW2 zk3(pI3b2@NU$mQIMouukEp{!MOCG0~LgEj4)_HAcL^N zEtatcDkNA7V-N-`tdI$#;FKS|sDdp#+m1+JVH(+31{X9a3^dS#v;N@68Z7GzD}W*} zDt7Y`S^Q!-&zX%-RiIQ0QsZV|;T$-j0z1B7++$!t8v;3p7H%<)EAZkdOQwf1v_KAl zqyh_5hVWka;SWtrwh;oXG91iIk1EV!FMx=|WA`Zf6-^#;Wd~dkuY$4_#C^v;dU0KUz+wxL z#X>i*4QgLFdkt0qGhk$$?g!G^*6nsGt`Vbaf^3x@pa{b@vM>#L2pbkSHa4=OJqTuN z!4|>bMKSctwM$D;45A1(TIsQca`55{^a!^<#$60&Y`ht-_J_JbzCU)mo8%FNw-50= zZ?1a73RocWz6FhiaU4Ypve1SY^ec}lGP>5gt6HwY{S#sz(S>$4r+Qdnefg?Mw_P|`R`Tz>Xpx8)}grd zK}eY%x1hp+t1y~wl-mkaAUr+Lu?8(@K@W7GgrUpF|2)cDp7|lfJdC$4sd#K<9!0A?C{N0e$Oc+a%|vnX!9Tp^H=q0k zeEtlh&#`G6h7#v)O!(m+y78Bv{`a$U7gK)I>l20$Td+bi9wYt)5OLQt3c+w$tPl&yFmmqikm9Bc)sTMHV~y7E4IM`d zF-R%kunw!I4ZY6}^^ghA(3K`<4*?N!@GuYw5oqKP`_ixw6)|fDaSx59&r+Z zrV%Oe65-_#>nss5u@fW45!lB+i4#Tf6yF6DQE?RkMH4rK6=6|YR52E5aY9^? z4r?(NPh}Q$u@@EO7ERF?h0%e=a2SUX82`{1l`*4=aT))05gAR;8Kp5YcySu75#_`t z8f6R@udy2`qZ++29Gx%{fk+$0@f`mG9MLfxp>ZAE5xbi49WSvR?{HM)5o^@(9;J~U zmB$>5P#>)(9|2Ms`7wF?Q3?lAXaq7Lg|Q%!=ODk3AuBN+B{C2l@^~Q9GBUCvsbwKK zvKB8AbvE)F2g7sjW?K9v7CrJKV=*L8XCx;>Zjz=VW|B?v5LIUK7*vuXS+WjY(sW=_ zGGvl8YLXzNLRxZiCwZ_ZjqxY{BGW)(7VZw}7DE=g0a}8R8cUKWxe_UlMJe5oDI1a$ z=_wftgC9Zx006)P)KU|u5;6241Nb1*Zs9HYBrE?Ra4S2bC=2E$PbDc~aV5p_6rD1{ z_@Nd6pb;=l6#yU?A`CDxE$G;YANGMB1VDrG;W7OLUm~j)!0svcAsxIzhoBN37Go&) zvLal7N@&tAO$9JnQ7{KH6blp6_<;k6Aj0l}2{6F-&|nsb000Ky@%Ew?H~;_);PEmI z8XiD6b#e`AfgT<}00sa6G~ok0Z6BBb6zsA=@Fg1nfB+f*0Hy)5_yGw3Kmvr*88Gb@ z1i%AMQ!hEgTUw+w70M({@>ur9H33mJXR{M)lQQYS0N4}L@Sz(DfFAIH2?T%;%7G9B zU>VGe25KQ4wBR!LK^X)<54<4~!oeSi01^L&LjaE98sI?y3bY*nfE@ZnRx-^4a?>Bs z-~lqz%tCVjKGYwe06xzX00bZg;!`mAvO6lGK5Y^(hLmG+aw~N568-Z(=aDQcDi|TN zGEp?b@ZlX2^d5fT3G^Y;k{|>kQ$PzK8|WbfytFSu^d1J(_xvFVdVnE9K?1tdJ0ol# z-a!CNGqP3`(?aty_W~5)(;xWY9CE<}>J-J~b2I3ZMeOr0lC)x$6hAQWNuhKS1Jp`$ z)JC0tt%!Br64TTKytY3Fca9vQl}HTb0mT_ksv6 zz|$g21BSpKxbzFY)F1A^HaLJ2zSS~UbpjT_FG3VwJq;gJAq1?z1`?G)05(f?HPj@) zU#VNEZgHCm_jSuM6%F}5!>HefiGO+0ofK^7K87GVJZ0fgcj zCcprEZ#M;CU}ix8T45h@UtBkKngwg+albguvc)RM#a z!5a`jEknTt!XeYrQZ3o+2SVYw&_FGrA=99s0sQq}@01=802=lp9RNUs_~9OA;RDc0 z9wyfxDi>K7RWma8QK<+&Jx4$FW_ayzTSeC*rL?A~bTFPvfE>ci@ZkqQRUoEoR)cUM zsH+|_Gt*8$3joDM&ujra>H=bKM){(8A@+Jb7b+a}NTUTdS5bV& zcMr=}v&;ltCF8lC%RT?kVSlNM9+*HaV}On_;07{n78LdblxQX_mvd9IAXc+VHg|%* zGB7{(f<-Wc1A{VQKn|o$FNVzgKz4CK)SZsNi zHp@4#&UZ2Rq55XUJ(5_7pE9Eym`S@5hp{*|cX*2r(1+IsF9R@*@nemlg@RF$8~SOq z9_o()IgkZ;kO{ev4f&7}Igu54kr}y>9r=+VIg%xLk}0{8E%}lQS&kWTPf&9{t9XL@ z1}woBjtNnd@sX2Dl6$w7luz@GS-Jd7`D*CcF;?eWUitl8`Ieb4mID%%=LUmxc?EMh zn6HkPt7ewpkC^{g#e$VNWV`qTzZfWextVuyn5ntlj9DS=@tRGAnYnocv-z9V(3{1% z0>inSv5=h6x&F?1ot03X-I@H_Ii6z>p6S{0=J}pQ(4O_#>higt50IY$+TH$npy^Mb z4Z79}I-#2np&44v7W$zp&!Hu{#Ui?*OOB#3I=3!*quWiRJ-V+tI;820kHuoNJPMOl zdZk&qrCs`^VLGN|dZuZ5rbilLl7*zD(3*96kZ$^6keM-pTBkv}rzPsA9cHMl*Qmdd zr?7B6rI70OL8u_}fv8Zh6p&Yuw8`5Ev z1w|Qp;TS@=RRX&(I+;=N+CdK68WUTwc}QgWfd&+o0002X7(+l!7XT)pburtkt96Dw zSwcR08be#Ovzi>E$}G_r2?!z7v>*W_+dxe>Tg8}FE+#6yuN}OB8@izz+*Cep!MK+C za;umiYFK;oI)}wEw{`o2%9aR%dmrwh91@gNTR|;3z%=PW12U^JEkHssEgArzK>cDL zuHgn`mm%7L2zWs)OCnG3#T&wNJj>HBazJ4L02=n;7}Qb&d~_VB8oOzGAdJ)~y$>f; zxo-cwH$OqQxWikd$vW4#nlOrh4`y}^96%rTp?7;B9f)86*?4IY3r>7fCxVJ{e>GKB$@P9O;?T!uXv zf;HD!0i!9v{Bh?v@A=v>gUOhcv+jLQMmP^Dm%a1hO0rI=}#S{2d5k1SkLiHbEcMVR`>& z)&er!ny?gBBTE8$71OF*7@%8^psN5<;mc>cYMJ$F&7(!GWLd9v)QzRoCq>O4k84 zSGCgsgklf`fE)H9Zm&(pJ&Q8=004*}9PTy@pjQ1Ce5#Ju}uSeAxoCxAUxYg1C0I+bC zt}+XN&1|#jnp0tAmL6b0Es-D$WVRg|U<}j}0oZ}bg|c`F6yu-xFJ|HM{lXUloiIq> zCLf`j`c|UU@WqnFw+=99)wpP&YvU=lMEK%9N-~^ z0m2`>6GZqy(*%#+F#%fkArkeDo-+YG{8_w+F{3|j8ZjQD2Qs9{kstp@N;o-EA-#?) zTe@snG9}1kFKgPoi8H6pojiN`{0THDH<3Y$8a;|MsnVrPn>u|8HLBF5GOJp>iZyFU zj!H#xo!YY2@$NN|zz zV_A!YNiKd2IkM!ULqkr!j5)LB&73=Xj;b}Z=+Phn8}<4*V>(4e$(;h`PwyJpX?~pW88$XWRWo3}bn>&9FJ-YPEq^ny`$vY@&+Cr)khc~PKC8QPLx zRT0YQig-2(X{3^R_UD|4)-))imm;<4q@D`-=%=ENN@`b?qSC9c3D;k-q*4Y_P%(ODwRq9$TZV$S%t)q`2lv)vC?^PD?GR%2tbQwkbaQ zqOKb8s%^O9s(9_V=AOGAw-b7MYia1d3onD+5EXB|_Hw80ee7Zc?!Es0+gUfkgrv`R z-~I@2!U_YGufEZ`yKux3N2U!hrx;^QKGGONk3RGmgH6HukU}yk22YG~%KSEb-M$y~ zt8&aT>x7LvV01#u62>6Y3D3wF14%xo(34L-{XjBv(h{@W^22~C4RzEuNfQVvy9CmY zBK?R{hdcCKf(jUl>z-GK!p;PP=`8@ z!c0tTq7$D8#VAT~id3wk6{+~bti;fU3F6{kZkRCtx`nTUKKO$$+=0tv!iSYrais(+*^vN|WI#X(kb#uxnd<4l3E0~~6Fy-F z^L_K(?iJf=W1UB^OhA?=sje9Epg&+J#$1!@b42?#`i#EwmJ!eAApB#e- z00@OluIbRrRBs1SFhUf5*M~HIPY}OMAWkwOp^@&5a0m-n8sj_Q5OvWKmg+q%7!|Wl9Nb4K)a&l zh+4q`f4qYT$7qj(FN|Rxkv5gJ#a6C>YqZ2sViX9>Czhkfs+fhzJ1g z%mfzz02;k`%llxu&f4kVcdPLKW=-uNPuHIC`r4#!M+aa40C4DI79QyJ zKGGq8l@vJ?BFG1=iF^-P;2Ix4SVXjW;elWeJ1sQ00h7}rj30F10?jsZ$1U=X0c?0T z)_zBN3rmj)Y`Y`YC_pOz<}A;`D0t~7QEf>K!*m5Z9bx8f1y$F;1b>8J7VBOKYeF#A zLkqQbGALiA1KI@ZHNgo@I0Fyz$Gbk9P16UjyG>p!!=xma9v6@WTGAo`iBsI-?>K z&k2E0gx#-ip@f?X#xE(ts?mb`ZBv}P^caADVeJB57a`5CPJ-iiZJR0p8!h;_F{v$* z1Vqq-0I0;rF+vajZ5FW%2vB;nM}LLKYPi>W7?BR?APNHDZ9f5SP*;0XM-LPjbyLTC zq2U61AXBPz4ob0BKfjXt56nxOzi(S^m%r)Fy!k##IT1604mXbNJo{E zNx#rRP0)fs@C#AEKev-x1ceH(P=lMOkE+s%3O7+{p=pNIF@Fa+hb4=6(J_bxX9>wK z7g1!w=rIMOSsJkh1b`$La04Eb0Y$(M4-pa0FaSM}iONBZSkV~chK)W^4lb~agy;|9 z=nve8j{C?Gn8Z#0)PmfTNj%^KAoe>>AOx4-4nsqeMfoz?r+3Fy7W^<}CRY>>DFP$O z6M&Kb7NICzZxI*#uoreQ2s4=x;C6>2ky_;D6ZEhJE>I4DD2Omn4jh1pMu`)(a|GLT z1V^v~KqLeI1Oz@X1Kwmgf-sbP74%(0LXiF6wnmUmbbt-uHFwlY7!1YQZ37aRv3@c`x`uLmMmv@qKoFqwSrCE)(1SkMN1WW(}FmMBPQJv?x6N*^> zX&+>leE?}^q(3xu27&MjsKlS>`IrdDeUQ?gW|5r0v79{tBE7H$M4+LBKnSea3k%wx z+ax?{BnX>h2Onlo{_{Vd00yoJqA``8N%^3S5}_<%Qs#J$kZBp9`J!=&IiGU|M^K{K z<4ZuWmvw+SouHsSdVMjfqw5(dH990OaVkuz899VGf8zusicp`xK}{e89CHSW&`8EX zHX?(jX{x4c%BF4Vrf&+TaVn>A+FVwe8BXe;Pzs^YM5S0^r_q6(z*GnH;74_U3@LO5 zK+p$3&^7%~2VgJ^F8UPt;0In{sh5hWnX0Lq%Bh{|shPzsXT6#YN~!%D2hYOKeKtjVgZ%gU_H z>a5TDtSQi{M1`tF!B=h~r3x~wCPFuTV5q3z1b%=Fmw*h_@Cn~@2E3yL>u{#)!x{ac z0`V%Z^GdJvYOnW-ulX9UCBU!zs;~bFumNkY(z>mWfv2fDqnctt3(K$?^2_@<||716>015Q)3dl77DgCetCSU@t z;Il$*5@fyivlQswO(5zTg$TvOSeTS z4MMO4OYjLLw6R|B3r+w)P9O+QkUMp-1l6}fQ@aXrJGXheB6iC#T`Rephz*^v3v+M@ z##9YUKo9*O2sPycP7qGNPz}{b4~;7+aC^0vJGnbsxp)h^nuraGAPw|T2UFk#Q-BJA zFa?PU1Sh6HK_CsC&VeRvWpsiy@TTX|xNy*C!2g5D2R<1-lD_QQ${t{vAYSZE26j0!na0%<+4qoG~ zt!u}Cyi8<_z)rlX@g&KgkwYomg1A#igZl|m9K1>(gM#4ywr?BBnXDdpoDv1`vAoKZ{J~~?C$KEcGNl7PbeDa(Mp2*x7QARU z5JW*R2gvXT@$e4t(3su4B;sHPD6j#J;LYW1&gYEI=}aZ8EGT=7t;n3rk`cdlzyrPH zjx;qq<IONGySq8 zPy%+4(?1Q=K`qonebeF~wKO@=cjwNpjLCZlpCU)?qEyV@=j&ZPsUv)@iNQYt7bYZ36vj0&OkVb4}NEZP#l30xtjtzDdkDY|J*1 zSPXK}7y*{mh+rR5ARcW!^^607GV43vb4gBx}mhc^E zp$Q$478l@^X(3r?5e|xy4g4?-ws2YW&;X_Z3-c$TO zKOYoO9ORumDFyEh-|;Qq^G)CNZQu8e-}$Zo-}}wq{q5iX4d4MT;P9`j!YyLn4BS3PI$A$o=UT`s!Oc@J?S6J!*08d~WwXgv600k{zFnpJ6 z{$LBXF$*DpoZQ_T;TE4@G1UuN4Lnrd`GZFJL)nd;KX0c5V^cIoex^vSv!t1jGgxt)Od8>5%?l znaBu?Ji(NrR$vegZLq-vNU#t3&=1A!4;SDK*G3kxAmi>i8@(_K2=fl!zzyN>+@tB# zhAk3fnUYbF4ka%AP>4W1X;iqpg?5w&;s-v#Mv%w@L4d)j{tYO=>Ihy` z3VvDo-~o|<56}Ps^iTlTfDf~P0nUa50x$;Ypa}xd3#gY~BAyE8U<-Nx?jR8Y5kL?4 zfCdB53)cVvv8ZGN5ChFnU_`k81~lMU01ysDknE|~4mRg86Yv1t01X3{?y4{V#h?xJ zaAO`24gf~t7=0W35CUqr25jbL4R8&a1@JZg)VP<21y7oOVoj&=mbkRzkl2?I55DaE z>5a_;I^Em zt!52{1rLUI4@_VKb8ZpJaN@@h0s2r26tMCb0Bg6V556!Kg*6QVpz@DJ7QK-A_W%nw zN7&XTYS@#1PecJMILga;1GMlR#vjN>v7 z&`#z^dtBP|Y1FAzuU_5n8;TNfSkI0K)9+5>xmD1}F$wRZ39S~(`#*e7JS|M!W zw6L?M+*v#jiYWC$0*)Vi(qWFOs76u_00;+|#X&7F%@j#l@tN!H5|;tIV<{Z~&q*9znywiCu<)aY!PIG}18FV3X}gCYy9} z$P}ZL60ZtT6Yj8vU=W~%iSW^q%ZAX4ZaSy<@yD5n=(&I%ZUC^wpNgyzsY@}nLJ$!F z4yf)PL;O}o-C1S1iE5{B>zMF2x4{UN=Oq~oa|dO~@Jo>TxZXw7}JO=lk_ z1`ul;TkIQ`Qv|sYAcii>5#WRY1*M08BEC9%wlDrGDVVQYH}D=f4L5u(u(2{kdTRgVul$fGhmLM{A%N zYN&w!RH~-Of<_p+=N21oD(3(I2#Dl>aHc{7!f9r?q05*!JrE}YCQQlQxJ9}J0h1g1 zI4s{r1`$QwjuCxy(n~k}bkhMteRbAP&pc_^gRZ6t891vEG+{Nv*|W`*P$YKXgDQ)P(&@T3XRLCqBsxs`OQDCFD>JpyCvGz(5MSMehGu2fr8`FQ^O=Ss#Ma0WC@z)_As!vo6<5C=j~g!TOQKxgISHO+!x z1&5|Q3^tE>263JR6;q*xFhL_WNKOWBu#ao34FHyKAYwL0zYW=iETaOQi}vS1941Zw z8k0HT0CD!21M(^eOK4#ZjYuTo9Z`w2%3uaN$e5=saWU00h{g;ek}4MQFfZ&}7hiNk zDTeV_)!2ayc!(q35fFC>+?f-EU@S4lu|-LgV;x)6L<~N0F;TSRVDxAkF7^h7r23-j z`glkpRl@|hD&q_s=}6l_@{yd8fe?Uk7k}6!E8F8_Cq4N|P=->JqaOj2a^$?W+>AcAnb@|muZ3}v3btM&=H;M++#AC2F>Ydkey!tVUjdi z)y3D{rgbfwXFnfvD>K%N2Rj<59dbm#CiLhCL0E??9r{p+MpU8`rD#P%=^7JI(4QLx zi#y-BK{jm^o~(J{K27R6j;8czx7tCCY{Z!y0qdnk@IeszaZ{Y;RHr-TX-|FnQ=kS_ zs6!=cQH^?3q$X9VIJL(&NT5-bM%ANB8);#hiO#C3#(Bw%YFAxGM#>;iGYKUi&k*WO zAn?EkEOBKN(-{c>r0Dq(+Lpf8RPUeD%X2YSG0xROgQS*x@OCI3(`%agmKIMKa33 zr8fSI8gbVdC4eEHM>b-QsT@WiOG(Jh3GtP^{N)PXYPrm<%w=%@w%K0=;dfv@qLta4 z!z@Q>%S3*2o$dTp$y{lGYa_qia@Skm$!6)g$*Q}}a+Whf5YoPt zMQ?*U>E40KcfuX+>2z~*SGr5+pA*Pm9xOo{4?h;dIbNjyg*S~gbpCkBjSRrsVO)S@ zCZJ|CZE{(89Ofs#kKKN&&>G@yYDV<&sr&3<;XiyiH254+fN4m&bRCWtilRZMI4 z=gNTL?M#yS-fdI$yj-1~g9N=c8{%q1rvnSz4FC_#*Wk^CK@j z$)U*TbrQbweK|ZD6uH?EGFup`(<;W95ry^An<-rBQh^q@bD=ldx7-Pe#I zreF5ra}O_89vKoDd=^U|>XyN&vrKXd}V`Xi)~$iKU> z00)Rc8Js~HbO0EPK@6|}36K)wD?$HLw;lMkKf{bOFsRJftmMK05?DeeY(gh|LMV(v zDV#zotU@ci!YLdrEZjma>_RX6!YVWY6u<)?)IIsTwT)82`nx|DQ~(gz062_8Ih;c} zOo1JYk{&EWT9FYm3Lqb$sbA;=d4!{B2>y9j^{U;tQ*MOmChTC_tREX7(G zE&~jwCWwMwIRgX4fgP}eBcO*u^n!fYo@BHrW^Be$IZ|H__NC)a+40#|FSqKN1QN`V3#kz1sTC7KVv_(Ah##xaDBT%x5 z`-ID?HeVDcA2@<)n1VI)r)V?*6DT%)bTn{O8gVQP8c-oOaSWA^hz#I^cU-|Jkw=4| zM|&K}Sj5K^$-{>{5&)u%Ca?oRumdyyODR1M$r zhay0PN!fx3n6jhmii~WIODT+Q#0_{HJ&>daktE5HG|3V{$)6+=X>bB{)14b3AYe-< zK#PJYn1iUaqn+%@t^~?63`b`(j30=EZfT0@@P}4_kQ0E1<_G~av=ZLy3M5z?#uSI<0Dxk+iSy9|Ga&*F zK!iUzPC_vkL-9+0kOxT_0gh~r255%0oQEkFo@nPh<50h zkVu6Pm=p~VfMD1PtvCYsQ_a=R%A_9WnI<^NP)lT1rC^nz~Ixh`BOku3KzsoLWM;`rH5$f01fbf zgke-s&5a%M0UwwdNHri!wTwRCj2#dScX)+iJ*59ES1Kdb(ilo2AOyP+0BBH-XSfM} zIDs`VlOG6yK1s(7#Z{~EiOIT@mYrWPMY|(9< z#crhsH1GfqAcwsFcu#y?4b=-E&Jd?yIWEjFg8U2wMS!Duy4RR3GJX9JU-TeW@D zJH?B4fQC?T0X_)XktNyTGue|Z$r!bZa_|5;&X$S+*1gy1Ae;|TT;DNJ~#)!jojM!%6F|)%Tl!h;*ljt(#H)|;N7svZH%GhKi#kt z>Ajv7x}qlkDN$vTfOSckKn=-3J=xs_jKFPP$N0*0WupNyu9y;_9PxoA@Y$aQRRA?# z;CkNAo5;aiwsPPGgLnrbfC1YrSwYQRZr$77C|~=HkssZ!ogp)`;(5)}PGc4RT`ztNX$XQQsH`A7%>?Q-$~Xg5poO1V-ui9hlmcVK z5Mnw1BIDWp-n+qo8cbwGwtxq?ML%u~Y0!ZHG$YTDB$v{&%UGy4h=+NYI#2#&VOj?} zfI~+BWm7(7R8D18US(EpGL69IRXGv zQs&L&KaNX@oJ*{uWokNM{X^y$5d`H!*NPjfPXIJC>jNNAf=gi2I9kYtlxCHJ<#80_ zLn7pmtIAs@=fsePPXNnmE5cnV$V~mSfl96*=mc;UqaJo=+)`$tMCadgWdk%lE$hhG58DDZ(_*abmwf-_J8+1r625QKi1f-`VjKBnrB7HHWdX*)7# z-(YLxn*t>W1VQKnp+19Mn1Y=~24q+TC)m_YP3xnk>-2JK0+nUNrfO+Gh9xkFb*O_g z=mUtp>3pDvy*`7lMuj~%?8a7V#eP!84sDQ@1|?X6JeY$^5QI8#f=~DaRN&b<_=F?S z>%m5af?I3TKBT2yEV%CNHn!?rpodEc1b65MV-yGddN7Y4*#?7t4x@kn7VbFu z?T!j=?Dk=45Q0G1h1uSPSC|8c-p^g|YW=)~ODL9H0PXJ1?$IvQ(vI(3mIm|Q1tpk* zBXw;j05EBghI~*2SFj0v$cIvZZ~K-a?e2=EUU2i3hFz#_i>_^Y5C{1Py}pHa4om;`QFzoU-L%gLm)&~9}NQO76j%N^ZiDJd>Dq^p5HG2hI0tIa!h%1 za-IrAPjp3JbVhGRqUYGnfMLo`X5ahf|p9aPDzI zAM`dS+WK~;sD5>mIvH4>by_DK{(I?{Zt1hbbzaYPvZ~u015BFmtbP#LxG48zl;T*X(yzIfh z)5|^7)&aFbhF|c3Cgh+lVh zmz#=@Gh8k?n!bc3VD=zL?MtYJbqIvmW_BYu0@p^;jpJ>V?;nKnmWg?p*Ndu$=DTqK z1;~57-+R9AdmVJ-+Uth8Fa~4jB)~?6Dfk6?sD{C=gG+#f>XsrZUwhzbdzUZh!jt;B zr+Y(AfD`}$&<}mlAAQodfhFFJoBue$Hwb9}1`sy}u&;wac!f(42UI|XoSgEMr~Kft z{1msK$cOt?(frLXncJO55YX6+O@T(v$K1n)U04F?uLFty&m-dUel#u1U9cgoO7K{YxEM4 zJRtyJKr{aA(@qlIG=M-~bWuQr0XproPX`{5M^_{S0C2*D_|&3_EdreImrnHDPz90D zU>RmaWL(3?0G1>cVu zgUTz~M5NCv@f7;sg}PKljukzyZW4n^3jr z`4bHQk(_hGll~w9zzxo5Lz|tWHb&>X^j0;C3n930?_zr1=cj&vF7!?)tsvZrD0T`O zs>A8%}aWhz@v2Tf*RZ)2O}~%(uqzXr9+y|c(I~eur5}w zn;Fk$C#!q>zy{V(#xjyoj-p9zB1sE}K1M)@Wjugtt{Q;>Vxf*(G;bEqi=G4k@PvHO zB?EeZ#xa!P40!Cydlg}yLx#Z+x{>dE>BFByxHy<#FoYIfEDSV4K#x{LVt!SrUs%TI z5WeltZ~Z&S{~AJu!hHZ&e(WG2IkG_b<>M5P$VnlclEFqoGLoVCAbUp0lhbLW2;}nJ z1%@ED3FN|e8F*bfV#gL2BH|uf_<(kB*gLuq037~UjsPMdM1>H5Qu`1_5|_v%dW2&D zvWSQV2vL#leXlTUR0tUV!+5``#Em^@T!_4e02(kqZcJcZ_&~x5 z=0OiA)UsCqxP?OGfyyEcfC%rHhb_{vyBy}_Rbp$v&OWM;1u%jh*BF4+lnA{~>I5tk zT8<{@0gqJZgb2pmBKR0GzTrgTo8XKSd+heU#e_lw?@&l6h;Wrq2(=-2qzC`Vxt~5Z zWDOpG$2$4h$Zo{*6z*7yY`of&e3~__YW0jihXc@&V6tWOAcFY{7?FL*;{stJLJUGN z9W;c68}evCP9uT;mU1*8ECMLUElH>W)!}0eHqb|}$g>YsgoOaIumC;qF^kE1a02x3 zN)95R4=#me01wD%D3aMeVz>=%>yr;8hEX@h%;E+G(?ENsT2-quz?|pg!&KP0*3Wf= zA&Q`lK9+l2kf8Os(w*)l+gh9u(&McaQHXXVGC_)bHzW2uQDnBO!`NtqJK@EM8M{b~ z(M7X8&0GvOIIxgj@RmKk)uUB~dllnSw`6iu$SL}w57~4#z!r(Ff*b7M?OK;H+6_ru zkK5h|(<8nZRtPo~LIfuCHk|sSDu2o8U#kH4!J*;?G`JCtaY*A2QaE}9FyH#qYN1QjSj1uAXnOJn-dbf$`(2TiCv$A%vHIIyQD!r)S)dY_IS z%%MG!=(H}nt&LuFi1Wt~1*8B3y52Rfd+lo*V3jbPPW6WJOb?bQVnM_{HL;uBNLpK^ z)g5`YS!3fwm`54Gi+y5D9<@LurU~wYG$K5-WSX^RRJbx)3a-D1uq?67w?shVyJ??Tx!`s(>_N@ab&-xe!DG(mP1UDGocprR*y6$rECSAJ6SUlq! z@A$_EJmc3#`O9NI^P126E2rc6&x1bnq8~l!r$hMvBzGaBCiO(H0f|zu!q0;L zKRxY%WB9Kt*y!LTJ7a3E&vD2T5{jS&cPAnZcgyq6v-dsoYjb<0z`Xg=pT1MH0f~vx zLlIygg}cQDq1dpa`+?6o^~=AT=ObN&=3hVim!ggLW}hCwaECii5s~`S=3@_De*60$ zP@^9nMns?g5nusI#5>UgEf_;S3`4xUf;+^KyUxB?u>{%fBd0-2=n$rc~MGT+|(je`P12DY8E_8wj9$0}@3Qp9P?6F`C z5+Q_bAoL|(5h`KrCD$;V!X9)2J>UeUU>(XW;T57EiKyQda^dNvo+F`tb+8Ykx9b(`du1p>BVIY>;7mgRI!J#1f zo*$YHAR=NTJ{VXnM8F-QBNCn>_JkU?6E|q$CURmYdg3R7VkmYZCDtAYPLm|=At}ls z407Of#h_2TqAGeCHqgT<;0h{Qp)9VSC05rKQdcbU1TgC2osC8w$bmMLLo%krGJ07v zI-{2@S(824Gg4zUTH`fhV>W8zHX<1>{-4(cm@tlnI1ZzO(IPF-LZ8LkB$lJjc_Umg zVp@@7NX%n9QkOQk!`s9IDd?dIn83o>BlEqZNMNEQ)#FE4(&j0o=UiU@KvIPDEdb#iLmrq(>xV#t{aclnnbELq$r&7h;3vOk^sOqX%3MJ7I;ng;Z_?RbGWvLM5nV zB}oEbB<1fC~)O;_PKb5+W{^VPFm=DqR>izXKzEiVcqwFf zil=yPCr;+!R{|z$O5I?72yFHQKV$=TXon_nK(FlPEqDVBxP{n^z%g{g30weL@Bsjb z!ZZNFNm&Cutic0pgE#mB_4orm^a4mRMX4;u04PakXs3HPM0c*1RM}J5(b{P`aNWin;0}OmYXJ%(b z)PgU>!@A66M&M;bbZ4+#Wu5Tec9!Q#ny9l;WQuy)ioRU`VJ1f{%+5sc!i?6%bb7@P zEP@32!Vh@B1Yid|G^X#=j6Tdlka|TVXp67J2z6eBJnZL_vX?@L=9D7pXdZ^4CMu$m zW`>36m2#+im?uN1CO~?r%7Li{f}>IJgE~-;b|ird^vVIKDGasg2oOLlpo1{XsVUhh ztjvN31WnH1NGx0ck|wD|=nA1;gkm&mqAu!R1nZP8s%uFqh*GMSTIye}W~QdxrV5~# zme*uPW@P-u6VWC-9Dpo%M~(8sJ#c^_j15-^17QWvG=$Wh#)1n>CO^=C7I=UrXy`@s zDxelBJsfJVKB{8uYoqpSq$VpkEh|ZGX|r`HwBDKjw8~&%MrRSw#Q?OzJ{$u8_-176 zLoWzG45R}+EXN1rgMA`^@sI)a)I}s@7XV}^5j24DC`JRQjxP{EI8=|hP-s(>&b>Ot zhL)X_dMAh?>%a~xG*zl!qUWL!As$5MYIKW!XlJaJFV zvDj@-@T~gyER~jSrjTer9xT@Rqv0NIyd|#x5jO2p(8UE@t*83Kg39gOQbamrsILYs zmNtZFJ}N_0Daf?0J-%+x$?ohrTkY;%i!udW7=XHZ>RD=Uz52%K5^PnjZlN@9JF?g& zmIF7c@A^igldbRj!f*V_@BGqll~M0R6l6~bMwPxaP1hDefq-hp#i4yLKBCP^98v}cg0~;g+<1J0nq)k#@(XJPlf~5wd8V5(N z^{UnXW<){)uH=oc3Kttggs$?Xuni9y3+FE+!7xSu6us~;$hcwQ7V!cvtrp(ya|Q85 z0OJWKvF98y21oA{FYFShp$A9O6I+D;7h|!*RB@$9Lj!tR!iKR|`7jp)F$kxzbd9k- z0K+i21K$lA8o#kVt+5NsqbU0E9|Q6x=CKpwFvbwWIEb7(M28S2@E|wX9yhTgOY%`v zu|7Zo#^l2#Gjaw`@^nEm7GzGZS++LlQTOb2NYR9Yb?DZxA`FGcS)Z!mdK>wzD4N@*nE*JWKL94>Kp@ z^E%h_BHnX9=kfWvm@=Y6{UY@Lm9_6QCUiqP^g}~*L_--n3v?*!^Cn+$MX%gHUm_bf zQXqqLNROgMFV02la5$4R=uq@=C9_1dbV^sKFT*oR!}K~u|grc9Gz zM*Fnlth7$M@lZdENv|MHBQ?ns^$Q<$Q-g|9?_WAgwZlBMJVx~v&2Z!~WC=5?(OU6U zhfY>&h?HMURAUXqfWp~Q|WgF&Ss7|jO7$3-m%kY61bZ)1V4lqS!W1IHzN&pOer^%%D zFy$9Lk@UD4!C8y zA+J)muHts}evc;=Rj}(4u0Dv>L})TbQ#Vo1H9Q7%ZNuy-(L*^r z?KZSSHgrG_kOLNx0RhayHdw$7*e3w2fwH)_4qfPc?<{eHW`|0^he~kq4(xL4qKW#T zL@<(pA9%@FcUQcMKIlpjh(fIr!6xW~UT7~mgz5!o(bOraFUW(5<1C6BFGJvWe%H6q z=JkI&?*%^~#uWJfN%QlK&vt?nq(^s$NcFh)glmvfRyqg(1cbl{goQKc%m7J>Kd1EmwW z4y9?Q+v}%4dA|N@qVjpM`+1;Oxs^jIUjz6;KxVBY@R!TFql-C426Pk=!OKkSF${ok z#;QLwxlS-a2(UwEt}`uLyOpmxDYiNiS36c; zyGv$!bb7e|)Z#-d48W>js|3iBJY=XhAba%Ep+5le&t*K7>A(a)zi)Ne>bN;c?ES2hR!XJ~#Q;eFbueC3^f zFZ(tBJj?Uz6H4k6(&{VjsL(z|P_=`Z{_Z=4?ROCF1OLvw^|Z%)@$-i8a}e<>|7Z06 z_{H|~+XnM*kn>ajTpm9*TXpt_hV^TZNQ*y6dw*y|zk>aK`P*~N&EpTN{~DfufTjQY z<21{)Kbh126~;ex&42!nIo$(Aw82TS(5Cx3Iz&REos)Yc@t+&ojFtX^!XELP@zK^j!ao}XHun0 znKpI$6lzqBC>2Vz+VN$~nOC`X_4*Yo!l7fymJNzDO7;$2zb5$yadUva1$&)F61bi8@Lcx|bSN8lFbm+Z|MeBrI z8g**PnOXnc?2)i)*|TZa{@5+0K79js+Xi{scW~iSTNfw$x?}9&%b7R-j7^a=ddR3t z%a>2uD{0Oz0_Xl6yh!8Y&yrLg9({WCQl-rSGv^f;FuyKc0;32Fq~7ZddguQiK!V5{ zuqWg=IxoNk6RrE(2 zV>+1v41V(YBoIZ|$#9obtXc5G6@65VL;?-m2tn?+ITFbvm0Xg^CY@CB$0!~D)8>>w zl#rtwcj{OI3}D`I=MzX+fd`&<%sdm#G}T;_%{JY96V5p0oO2yJHrT+CIrZF=&p!S9 z6VN~f9hA^Q4L#J*AO{>$qavMSlqN`}oU|B-|9z?MG1Ao%bqni&NJjbBDv% zqaly^7vO*e9++T(2P!yVdPOBIN_iE2xG8&ECy6||+Y?WX6ST#%r06+(iOQO(_t{-|H zX)R9J z&}{EX=~1VN0( zdoS9W#a*sWBc!wn`PwflmOrl{ZW%1QAnL3TyeP#vi4QTcHd)SK|f%9q)PS-v0;30$JJbohF#c zQgHf)<^tLJS(i{?6<7@53FmJwQf0<_nK5i$Nx$Db&Si*<<6cIf>#XZ2peK*m1-nS( zR!pf#tw`nA@%{4ot>k$(T~B-AFu7w3)E$AK@7mhbcr#5E-2nvPS?!0t7Fx?WO-Ly; zOP1y3F>gIi1emGmK&?wd-S=BXF#q9oE=OM5#9@Lo(PbNafQ;^YXolWpxD1&T6kzg$ zblobY=At!IR?Lr=tY({mZYig|))1LQ#_RazU?|_6PSZBf1;i4{d6Wm?yY#JOQ%1me zI7x%r0(MkjBxoWv*#P%{H{0iY5~P1fuxtc*G(6AwcIXWX4c%0vp^~5^bS)K1amX+6 zyg@09(?2V3l6pnpA%m`z?u$>QSuo^B5%WlQfdS~*ZdvL)xA|rzP^T<*ufn= ztOy z$*6_gP{bo4H}(dTY^59>0jhjsuJ^MQNvD#E$|8ew|SvcBwj&bi8k}&06%~LMt0dV+?(< zEk;c?Fo%m*lYZvI#ro?`2Qn8;(>lA=AtQ8siHRsz8&nE_rQbyl%e=gc+F<|kF6L=@ zz|#R5cg_aRzglxQ60|8Ze`pkXc8sR5bp&#=;wUUnN->IdpZS=SLEGTXaXB;tA+LaF zWI%D2*3gN+-fbZme)8`QlA<$j!xfft#0~6p$IO|(KNiLBzJ#A$6$t~u5; zb`7Ow`$?sPO<=!5WEDUr0oh8;jKEL{TGkMW*vd^mPFFl;zhbsHZzRgwVa%GO) zpMoX-Ze+8|8zL=UfIj&hd+VxR@QQs2r)~DeCf@UReeu%ml{;SAWnPbshnEi3i0AEU z9Y?z|B`eFa1|8GVPoD~ou7LZ`-;Hsxcqfjme%&+f5?_B3^s!rXA7uPtD;*vz=ehQK z;m`fuE3UBP62(8CbpuK4eai?XibUB9f3gg^7;(;R(A(b?hMcF2cP=gdc3uqg4jmrg zYFasU=!Qkle6uT*9>G5%9wnxn0kV5|1fKn!6pr!T?-?Xxs{8xg(Z2V=G3P;YSy!eT zA%>-t=K%2Sec*HW<2q%oZ>9zR<{IpS>iF%vZtG-wJEjHgiP$x;LygME?9aEE$!I(T zfoxMP!S6nD{q!sNZ*8YMSSFh;?SJLWzAR zSjGd@oOph?YYE4-?$^?|(DWJi-bYn5k1Qq-YK{56nyN;`HeCz;y*yXR>D&eZUAL! zhy{!fV0ZbLA;?^L6nPyI^cTgglojDkM8hLU07?j;5{wQ4 zAaPFweB8deEpYAj=sNe<%cSm%o`;lvi>}Rt>RlF9w=Z4PcX5y}1x<@EOoEvf1CGK1 z`=jBMf^gCk(iA-V0TSGUL<(S-4l2PSIPQfE_;BSb^=K#=54f$8=FkbgkVyNNr1`Rv ziy6fqhGm0Pfy@u#>P|41d;C#|d;tv0K{SLN$L)_w%0g2gs4TLe+1j$St4Hv*hbs2Nt_G4_Xd{bo#@ZABuK~Mw}d6^+-7>INx$$ZwlrxBR zDDu!Ca7vKhG?7~yk!(rFDH)UQPeIu=#&anCsa}F#mY(mIlsE$k^;Hbt>KDG(q$KyZ zsLm?ErH?wA{98ItQR%0~>%;p{~9bC`6P1o#(6 zDJH_DT@Stok>Q;x?cb{HOM)ArgI=H+IDfGR#|m#nBL-ev48NE%aP0>GfdAC^SCODR zcb=6qp1ym@yOe@rW+zf-V%%!t&9l6J{rPC5Bx;=lJ)HpKk7=O*fXWm0u4c*3Zy9e| znV4~OH)xVDg!F3=pr3&s4giQb0(5_Y&vD!dD5?u5<`!*0KQ4HV0dRm21T#L_J81`? zArdaH?DYg%{h1>EKg`^+E&*QFYK zZ3Iw^<36cmM&X#rP+~ZuUh+*iBtZb2i;HA;q&KHvzv=1S8Te{`jn$hYPv{k!%@xVB z6q&>&<-fRc#&GA?XA&wU-@AVC)X}$lnR!9?%o%(W;-f*ndu%UA9p?C!8O^Vg45h8) zwBD-bq*1{mLhd)}Z{(X3t;h*EQIMKfFEO1l|$PnYiirA7WL{m)0QFztMo84h~opb+po1VEkn_eF9 z1}T9)v1|@Jh??Jyxf7hgM0c(Rlu+aL2GHHr)28@;v3e_&B=w-q76GoOuOMW2GD=Ip zU5t$uKx81uRzD?u$(Iy@CD#V1(BSM|rQHeELZV0{uqRx$Zw2@2B3kyq0>^}^IS1k$ zzT{w^yBJ4REPDj$gGA#8Z26x!EoIj~A#Sj>CnR(#Xf84o+-0PrjRf!l!7+yemIeXX zHF5xGQV?GI=N8xt!-IKso)Ge5Z&a7rJ ztVuZWt}Rj~bs+12AkUV2j-?0pecqA@?aqM#`&Y2V1#ot^$jJl2gE&vc?BXRd5m+V;;~i0`2N=QfglRxF@jn= z{tV9kOjZ6@+pOvces#o&5(@w&7x?3ahyEXr=ospo^yJaXASUL!k65@`gJf`Yc z0~gaRNc;}BdYDb%Fs!+CE}Rc%z9J%-3u{teAg%YWsJDno>#&1}Q zF2~wHgH-q&Js=A~y{!vRutHc9_yE|X@k$bi4A+Nw5cbSl08!vZ0=k=%e^A-sZJ`Wy zj6^KTBcfUNm?Xy4fM)8XZH;#>g6=;GNeEYm;&G9Oe`24>uZAr>;d+x9|Jzhclux}d zT=b8WJoV7AR88Y3pg-$5C??;Rd31-_F` zY_-Vwn4UAglVcMLkw*hH*!#bgVfFMWIC^ z5uvAOg+jU~h11oA;1q}E7OM7#B_B=l9?}(8FW0?PP--kHenV6sUP8;J6-aM~3YD^* z_OX>x>6PMQOY@Q)6h_Pb(3bD~ZAAyn+$|FS_Ws4s<*+lhfT>PIC~mTv9|#G_uDH~cOcd8HL70;@&2H#HMg#PP+V)X@^kIyPs>mz zjenUeEAynG@{>k&&)A(Xv)`iF>tp|Y>!+{rC=S!Ui$7=+Nh^M6Rn%~YrlG=mJ;l0F zRIu^Yztwv7SIc{i?}}GCR$f(1ybPtm41B;~?}|=-SQ#!}X19KwOcU^}fM)||?)w3G z@WD3!rO@v9o6UcUA6A+l&;*>^{Z3YeG}hvw?UtnNZUS;h0*I@vcbrq6-N} znru5AMz<8a&f2qu=gp z19!fvdduREJoxuy!>LowqVv&yJBvEMbvMw^231em;cD|n{l9nMznxkGoy{emy0#w4 zta2B211KK8sjzt$VuP3*>^`h&r`c}NC}~Y^l^nL|j^yp$?;i8FdHN^vOrA zn6BP##CT=4ay&=re;v{`Sa20mvH{2DjD%cbU$6EFSN92D4)67MpR%_)4*SPgnb9K%Et+?0CpI+Ns_EFh>JRa@{|If*oXw$)BV-RiAzO3`XxTHm{ zy1gNMh(@vRmhCW8>=W1a)`B(n+ln7Qb^|Ha-UBa3IO^J|M6t;>{4@c#V0}j1u0Nh;R!(^~Hhord{j=)TjE3EuVA-6$@<$`C z`TMar zxnzC0f@`JPZl$hl<<Imzk1i6_pfiRPjlNf0PXSMay-=rUb1?#_U|UiHJ)Q*iyOYp zYhOfPUXPD#=ZEh|+waJg?~KH3Gi{7yyxh?#-__sP&HJ~b2LAx~w`;TU)d9Z8B>J^% zV*ByNo{!2cPx$_`^8JVE`{D3|*uK{f><>~m4u+(5Gwlxx$_1Ir4=do`hC~mm%fG#{ z|CYS*t=;~6B<=Ti8{a=hY1F}wMxwqyFF*PcHTDVqV{xNzzWgS=uX7##bN~AF*Ycmo zQLlc$kN=c6{4PHxs#IRVPr#~${;iwHvd*||EqTRS6A`x)#kru?*G~y{(D#P zU-#yJAGt3F94<#HE+;lGzi?m8I$SMQT&-?iZE|1lI9%^nTz}uZKISI=av=VxApW;W zByuATC^&UnFt}IYA%`bBMR?#yc8jYet;)%Jkkg&cCv1 z_go);`)aY-aUg|D@x)HN&3(4fZld$`>O0?^@iP6z@7?u5zrL+cyldY4hz3%@y?%>q z4J0uL+fNo&z6=$wT#jKK-|qIO-o)uE9CHp?uCk}9c!YEu&eog18vf^vew_K)8ph`W zK~@SvS4mh4V06f^GiCs*JyyD63#2})5r+rjxCe3=(^{#KFF?DX@+6W|(Ag(C9fM$2 zXUl;lVCL(sPS-nIGe37GDvUq&4Nx6J>@`{xI7m+DUz<{@AGz zicLoy*34!I&`nj-k`N98;+aV2NmBzz<7Y@zi3F=D-G?x~I5I#fWH${U$T^r!@^`(k zLYyU#^|Pkx?%9;$87BcHNk$Q9DiphmpottbHwnZ57|fzohER44`3g6Zq5&{~5S08IK?0#% z>5DXxXJZajlV%t5rBaq0l`@f|rS2H=AtcQVpxUXocmRCXr#Dmd+*w@ZV-Ja&`gDmB zfP5{3T}4IB3>eZ7TzoYY@q#V}1#6-hU?CT6%n-`+Jn<4jFbsm}fJk~Swb{7aFr+HPg&Yi| zI~7q@rPtID0vYf^$=-*cjPGt-5R#5qYgc_9nPUkGv zg?%>QGs&v<3n}UxoC%e(%OEBb#gUXpqoe-R5DSd@`Vimw1IzGVgazJRFS$FygpsT=!-a6=(E{TCJy5OR0bG5 zVk{1jIjNqUWWjqJH<)v(p%xNF zSYkd-@+2CTh9R34?0G_sP-LDo%E!(|pB|_IiY0U*`TSYWTpSUJS**%&PIuo<^8))} zx_oyr8Jv7ch}3_k^hv(4<0jsujbi}3m|MvpIhxhk|t~|+EqC2ek*J%(;tfk zfL_?+s2ypZ0wftBkOWcRy);rs5IZ>ns>Qw| zPZ5IiqFxY$2(cu#8eB9>4V-m}nc0Ynd?+4<|4z-DJJ3MXqKNl5|7zho4=03tx- z<|YAPMm9&9c=Kihq>}=vfMg6nGB_OwND7grrlf+=1>T`2vNKRpFy3ZlWF})l(Qw*u za&kivk~};-;yioOJWPyy+G2csVtgk^esMkl6;eTcv0Gw7lB>65)b7Ygiru;7mNn6l z72uN}WKi(GefLD|_x4-^#hkpJ*$@!9Y>)onitY%HN%e`l3X98+i%SfPf9aGk8k>;km`HR=T16-A zMW*~0laia1lH!|+4NWUe&B!gvOuV1fnw0g?E4w)`dp0_|Iyt*EIeShu2bY^uz>zN;udnr-+n+TGpV-ZMPd z)79NKwA}Zmr+=()yiyQxromd~7n4O%Q zocJ_5`)Q)$GqL0I*2MH|&kPYeyZL!`b#`{9Wsdk|erI`Md39lCe*rhJc=>gCW@_bn zdgaIL3Vvl}iW*v+1dHU`Sca>`fB<5YWL`x`0JW@eSJi{CTtV`_j7ajAw;xK_N)7I2IrgiB4A3g4B-5JsRUG|-KzojqYFPV)}XTrQjPa^qVH79%9|LC#( zr@MZA0ZtbupLDFgJWMN9Ry<;e7MJidGR%hNB;O|dXB^2^7BbyyvoW#}+2BE5~^l_h+AP<*@ zWo63bF>AcWq;#@cEid@jx>zW6lH$mo(1N%Y2w`#AO}7nS!-bJhQdqX`1?{ zmL)oA2Lqx)j*_*3x(UJx)2PKvIC@0O{E2@?sEKgEtDD4nI6Ew;{Et#ZElwhQN`;W- zlwR;({i8-^OGh;d&Hn(i!}YQazlIvt_Re6cpIn@1lumq|j52m)J;XIHUAkX0+3E_@ zsh*&tU4?c#NB9kwg{pjcW&<@}7CmVpq2=@xtN9Y-HQ4%?^Lgvg!`r~toYQjOmey3& zzjJgWn1F+6P?hi0P6nqWaX5psXr?ApF-+#$7fDwv9qs+s7TTO{MRa@{?*5be8`JAt z>Gm@~ND=K5Z zNL?yAQ{-sh{!7S#d;AkQOAx=G*$)#>2nE2XrZ_(|C;uS<^BV&RC}Shg6AK(~0?&F&pJD&ct@KOy6McIh-DO{y60@oC&(iXna%I7*uC zA!Z(PmI@m&r4K~ zT7q~zj`<}OId2DIINFgn(^|-da@s=^B{Rug(WQYYGSM!f?>pr0UlPTjXK}+iV1PFk|Du&64X5OVLd~_!B+sSQGGMwu@eL6q~PkX^bds z;bEq#(t57@#;OPb1XRA&XK{3qI(USI4NyQt*&(9-|T!g($A*1{{#-(-nq zu2f!GCh+Q>*v1yM1mUlvaT6vWRikKfJI4VkG~|}H+wyzQywO)tRta(!-@tzI3zpxz zG?~jQX$K5<{8DP0BYOb~?i>2WwGW%1T#E8E#<2s}SvoBA*%?;uYER<;K>oqgWRZ@W zX^6y-oIft!jZBCtxG+J?EBga|WDHe-erdCF@|ULvi-=~YSXG|~F9TZCpo{Dr%7}j@ zexn{L)Z|4fDM;||`+vt(rJ-tt!z^LBTh$f~+U&c&F4-5`H_${!9qvYCTH$?-8v?P8 z;026kvSpiQeslz}F-28#>IB0(YPg}ZaH1c(me_+r%x?%c7g;G$eCbS2 zMCMt4~J$*hZvbg`Ho<4 zHNFDoJKPXNkDqQN~Y`Mrgjj)Fy(|Xf(X!;9>?9Zl?du!N!Nj`N5%YB#d8OKPRbkHoN3pD8lCPuK93=?m6tSb`ouLqZ5a}7IZ=(0A*H4l)Zo}* zZt@)&w;J{2`w%M1>S+=~Ew}59bBw%+#O>L=AB-mt#*({8IPB(9&76z-J)#+`qdmre z$sY4tqCmmEx4*RbmhU{w0s3h@ruk(OkyuG9^^A38ggFQ0%gsU^VuHMOM04=LUc{0E zlE@u>eQ#&SCIzzg_cOsF1=yd zZbRo!LfG!B2vsZjU_p2drYi*XRR>Epi1p1o)mK=s8xOVJ0(1!dxGjg$Rf4itBF(t= zK9c}!L=YxxC2Fb-2|l5og3$PC>Cfq)35zlE@>Z+4nrK+m7$E%%fQC+p?w#)ghtUM! z4i~E>te+=l$X|rC^7+3O=;h-8`xAnkFO5ce z-RJ`1h9b|tlO%pGUhdw!x`sSV>Amdv1Cd=>SaZvBjh#EAFKm8VM)Hj57x<=;sd;Vd z#;Dh&bq$f5GH22fnPWbk_zL-za@N_Uqd=}N$=7yxdMx}WnSDs4K!b?PQS;0}r2e0g zj0S~=O#L*QAg4={9D|UOj}19N(dC2Nw|Wn6y?KcIh<0vxNcnoVm{1A!4)HElgQ!{v zQ?S!r@X?Su(WYQtY|^PF3rI2oXx-dMU_`E(r3XF!joYwqwCc zca^>TZh}9Oo!lUg5#ZHlEJIkZj|A=DX^j`&ThW}g8zU%G3+5a`+O8DQxNrw!sYVbK zxojSOEf!7^;Jztn<}zhB0`*G+dIY3wgjw+Lg6r{A7>p5&C1Op2W)@)8lwS-w;Q6Z! zJ;NIe5bLPMnM=HP$&=^2(j@GE=BLk}Ql6rq@3JE8v&cPuQ-_oJWe2euw*|%DX3f)t z<$ukv*93J+Xjo&!L@)Tz0Nq10xMvS~Da0zir2jArav}l!;7H4L=0AfW_j*>&dJmT9 z>D{3P-7ukwp9RgK#FGbU^v5){-ciT?qdvt)b^f)f3Uo&2Q8>chaF0BAC;>e~so!h6 zzex@X`byJ@t@yX~f=9N&8XHIG_v8K3e3=EYGHL$Ph%snu9E}CLNjO%GBP-Y&pYGE9 z(SMUuo~PWZ;$UH;K3iN#Mb5^X&AN*m~b+lqL>bm+AbT*3;nYQ$#Nl|>3{HSkw$Kp zybcc@0#ZLi!E#YltAQE~XZ{~jZsP{+-rr}>PE~3i5>4@awB7>6IfCPe=-X&?6$=h} zhVkr&Qz?_^bgmDYd+u1!#M0`R~>AkEVJ_bMzlxai`$xiU~fNZXZed z$v0X8Y6w10;#&-zyFX=rIGgy;@V%#rL&y5$=89e<-GuUqh3*a4-Wo+wjuw$5=mtzH6qx8o?UQx?T7p)3XduYM1Rtx!TMf=Z zv)Qt#0IW*c1Gcp?HKBL(%xl)wiiva{)hG_SAer(6IO~woL!gockm2F4TgwmS zz>?@X7FjUTggkmg6o-hFmxZ);1Rvd+7#65b5=64oRZFF$6RWK@!^0AfV5y};Nspdx z{Dy}$!Q#CbzBBVt_jkg)#PgfD3(}OHD{)#Wu^yj}(n*ec+nV*8yptcGY-6DD$9@<* zRSEBZ`B0kH_M24EGLSbrg*6-cL?(eyUeXD!1fvO*4Jz z#pPTwtpA_jgLaQyX%@l>OR5^xmCz@R)7FQWaqh~pqqNT_oL~C0pDpB!hccM`b%gk0 zQ2r$BscO(u#1}O>g!4AT*OSkrWmA-qLwQ}Fc>LJ9@uo#RQ;c@g%#qWquUX>`rVxJA zQg_VPa;ABdXZY-91bP`+s=?XVX>LCnDROXH$c&WotPIg^R`xYLWPPYEVpeH=R^@6I z#Wkm{Jf~?lryV(`TQ;ZHJ7=&yXLL1Z!ZmNEJa1t)Zy7mnRW@(kJ8!!_Z+|uK$hF|C zyx?ND;1;>yUbf)byWq9HP&_%J$1v)xyclS=sM;%|o3j|!yBM*)7d9}lCwKHo>I^+~F)w_AQzIlDM39#q7Fyx%?rC5ku2YKVk;TvA2k)YO9%RtH7lS=A((Jqbd9txq1mCYTT2I!(FGL<`zgaKBQ(ToFjoVXh zuOHKI;Po=LrtG(+gBl7_UE<4UOoM>6jAlppz<-n`}k|Z5i4!u-Hdcd

zZz zkaOv@$B2`;E6S+=$yGcBY!rEnrZhW-)|yaie54u6IB782esqtcbQb!S_eX*w^vVTV zv#{@lf}Tr+?@vL`eQA5A@?w2yGu@y;M3DJv5#AA!08qj{g1U7cbo8AieOXW(pmk+a z5mVi(>tDm7e&rhP{eo{TluS zzCPdjZy<}R$hWy(f|`J)t;L8ve2#qY$g4~|WV`;&3%?+=K;|ni&wa^xz2VJ?W7<-9H_DzBXU3f=#bJ4LA6 zPL^~Vit=c(?;Y2kK_~#XsHNhVzO!pw{Tn@e@WU1^JKy-5gKVEuULox0w{@XxBZU%koSX5G>~D!@6}_sEk43p%SQT6H9q zz^6GBV!xF8?O0A(t9y{YE1NX(2^q>(lD1oTcaK-w=C76agr?6|RNz5E-bzAwVLpc& zYgo+ou!^z2Qww92zvM}o*$Zn*A!GYf!J;(TvC*6cp+-HCrlpui2-!2(Y2zI}Nh(px zqcPsJD644U48KM?mx3tmd;AqGXGt1`QGo9{^p*!C`z`eGPLqD=%x>^n{xS zrSwJL?Y8NQeJvkEs^d1D-!PDoi3-Lt(b zZD1exsQih;`o~DAE}^7+#oj6P)arvR=c3pnNN%~o@ThpN{1x53>U5QwH27ax%AuTp zO0C)z4+yEraPLkMPu58H>3xR4@#Q_PbopH)-k5}$#ByizsuPCD{AI|1Yt)adIhc7z ziXlSgJh318*8AXTj9^`l|AhF6Qotv<%ukMDvP^b#O~X2MCiuf3rC3MSaH(cF zaz`O7H+qf|2rlL_lfqXHDQwd5#L;Va*6Fb1fjx)6N;-?_W}hCOmJMjCetkcXE=5vY zm8QLYazvgTY*OL+P<=$$B>RQYmZ0F@5G@n`^NLg0E5;%#_9b{%lP%c+*PmZ;*EK;c zMCn#stZx#%G9Hg(kOT?G#8Pn{IYE4J?yx(>`fwOCICu)k9P9W%9FL%2T|VISXjyP( z=aqYfPYuw~bf(Yi(iD)LPOd#&+gD$d*k&XP3T{(BI%us^be%*nwhu{PI>y)1X*?se z#Ilr6x9(5w(0i87p$eVAD5YwyJ$ww4{g$AsV>JExg(h=Hh@i6)5Na)UI`=64tC{w#ob(8(`y8D5Hr^IAPra(Suci`g)<|g?Xo;qjciIve zmn1R*a&a(WmjPQ?e!?B}BUibEr{|r7>`TgEF>fBt` zv}S=(XJ0~iqrsW1vW$ghCgE^;fEqc$rCgpJ-!QEKw{BsSl)9g#8J7m%258KC$x_7R z_J=+dqEL>hBqu~TN0L54vh(!)sP!~3vK`vdv z6b?v~h-*dC`pIY8u(c=19o>=h=dHSbbZFeqywH-U<>f31Ht~w~rX^MhbE#1{lc&(_ zAnxevav0?&nP3cP2whstl-r4)wG+e3u7s))!DHTC)NVl2#9t=oGtq0&RLvprOvBGo zmG17}S0eu=_rVud`E8O{^VRM9I`ou#<>?xwA>QWu0of)>&s1i}zlxTms=Z8Ubhk6) zxIf41Qaaw+fBniagCSGGwn=-y#_2mYY_qcP)a^`nNVSZ)M8G4(BH%tq&@cfCKa zY;!q;t;T*Yjz1Xo&wm?XjDA@!?wan!gmjB1NaP}1mdIick?A6sM7Xt3vWK8j7G(w7 zTSCYXTeu!Hz{`q-OANw)i7L}CWkrSy=(3>oGPj49cr^v2{E^BYdJk4+?kS$FwEYIr z2Y;B2O!u$XQug#@^P8yC4r;vL>nX7eqCJVf)3hT2mI#jv>=bh^dVNAI=NYYtm4B2p z!Q3-lmA>H<*~-tg#pX>2Sf) z2A6&O4|(QY^ZbNoJztfN&v)zKx&lFczk7X5R}1Eepb#vPT*db@CWzJ-71GZ{t1d@p zWt4NreULv&@E&~}RnAll)2PWEN9fIXBZ-miwjNYfGp#zEQRf>w(=E}i!_J^1IZRcATW1Z7vol@!nj-)Y7*=HY84LEJP?ABFl@Av&# zKYk95zypm{!%UR9Lw*NtGkpvhmfJYZ{L=w%qz)c`uyIx}vj6Z-W|7T9|a?obeqGI$R?kc zZ0VfkeT>+X+x$D>W7z7e8u{(P=0DQeUe%BaAs@izf18QA=gq27X9b&=`}=0+@1RlV z@19>ABtF0Vs`~t2j`r2hk>}Uu4$rUu-1xnqUEVM(2_Kg9#(=DeC7Jt3?t)F!#e#1( zvvaW&HCW0HEY%>EdJapoi=`!Cp=3B1BaV&_M=yh8(8MuX;Fw%+%z-$TI2?r+maPWI z-hty7#Bt8yxOQ=H0*;%kAHmp<F3q#=d=%sd7s~CwRnvdFqhENi zUu3RdbhlrO&@WClAi+2w$u}S+Ga#)wAY(B=yyG$;8#o{rHz1!opinb#w_`wYa6oBp zKzVmSg)pE>Hi%*zRO1^|ml@R19MrTJ)N&cr4jj~p8`RAmyjL@**DM$C8!}-WGUXdGlNmDC9I~(&y6-Y%894MHZpbQk=wZ!}b;pp+;E?T{)}=65nDsrf zCa$xaK_p8)U<&s@mshwA$l9(hc2{VxB__A3TbFKlaqOeh6zPOBD#Sg(p%8T04zh7i za4G5MEu!`JQnnc-w{aZFcmEiQiDy@e|5-BVe*#p+jIa$>c}@;rejoBA(~Z5|VO=9q z!mGZR+$Dl3Oybpcn8dAZ=fuqLig1F6Vi;EOHim`d;Sbf?PEB3s?K!|-eUFop{dMCq z=1AQxdyP?Cv3hY0m2p0C{dSH(lO%|xRq^IPRRT4p>J|7{KhCa1EpAfrL^#pSJ;4<< zUhAS)w5yKl%Bh+iL3fZo4gBaoN-8!r{`$toyQUXk!>U)Wg~G;&6q2HZ`W-Ka?)mD* zm`reX0EM$;_eM#(s{2!VMq@@tovcRP3Wqa0c(7z2U9hZ|s|@u$3@A)oR|l!$h1P;F zSP{dj2$Pu`Bdzby6HJQ@v5rfu2PxDe%Q%M>DGtVK@Oec{jqRz@TQ(duz zWFiP{SF}2|NO%xpLX0~g@79}L*qPvcOBy0ErAv1gAHYQ*sO0m-7LSoR56-Gib`6V= zPwPW~Z)5KM?u#t#igzhnUmN1+F-gUd0!hfonAG81kj~2??oT)+J#gIAXW@w1pG^$> zW!-5uicu~fT@Q5r*nna^=kKZiI%0ZD>Wnx^rS zyu$KqC*9^((o@Q!5Q_8>4Vn6cju_1gas)qQxarf9xrLKRmQ~~&*IJJ1I?houF=lEm z20zC!NiKF^DHFqG8gHI3Cr`>he}uXpCS)AvKE26H)?tv4(qQqYBry(^80Ffls5TOM z@a5*n$e?41?wCYB*0_+ESYK393p!R;*COKnsHS5a6*>1Zm3F{W<;Ca)_sBAj*CsUa z4{3+`T`^?Rh4P9a@l~7<4J`}yL2aEYWjv!%d_*^0s{U@ooCB6L_mf&&L|NJs-F#`G zr*>F!8e>HdxbW_TCtqyRBkTC3#pl0o;arr}TS!r(=}de@M@irMP8=&oM-&E#BG%alT#L;RLFE|?B*^-lW9@{JXr*+pLowSTpN9#3Ia;PpwEw_VgxUt+KXhO8N7&=mTEO2SLA0zt!NL z-O-Ir(l6+pnECpt*)XYve^t)Labd?U{-#WcFsTt$)*B_wD^+)rr!G-~XdDR3@{|mV?z?m91Y%e$GKtG&h-~Mf!536)1J1Y z+E@qRxthUz?zOAKl_LDkt4StQhFMdun1VL8zT36Ug^}`M*<^4R- z0}=Fi8X~K$O!@EPvXzDEZ?|Hk8<@g%O(wTDK~ZKN{#CL{5s@s zva99h;^Sy2Y&$xtmFN&+o08+aT)jO_-tUCo>Zth~6r@k2F_Tn*gw*S&bU4qeImSUO zQpUFR1$yJ2Ixkb{DQ|;9LO{!b?-ycq^+G^_EeUHgH*?8;3&+@ftt8VVj_~YPAMR{z z)i|iWQAE+oXox8Xwv2+A6mqA!*g$>TB)a1AyuwXe35c<-x$Wcs;$7@q4c$KaXf4DO zR=6#;4KYUiZ`8gkB^|}N3QX?CUOdjGTUAI_ek>ytn$Z<{rBavom^4ES4v5ox(zxrsKwKQm8{(A2A@3f4Za%dvQ~!p4Z}Zh|wwvvY zFjz$BuCcsXe)-@k;o(oO{TYUpCJSBa&svJf8qHRyCc32#ZPfc=L z?=7gn4+$fe_a4alR}s&(XWhRS{-uvxY9{dY@VBY?wL|xhYaa8OiGeTr4>l2|xz_c5 z86w_H4=VE+biQ$<`A)lC?xb>@9}N~9kzR}koPdxWKQF^{ciUb(sw+)l3yhjPzF9l| z_wD$<%VWarI6dPDk-!O1;RK|20=7AUc%2YOosguSKubDE@qSyA4d~cmlIPza!a6Y3N#P#UU2e@4occs#VC?dK1!iWCDBe# zy`30}#uAtFr^N_{(BBV95DXz%af-zehoMuOEK<2)r=ihqL5+=}_>*DQ)8WU&_E_DB z=@3E?a*89K*kPb9rjaEgjVJm_S7iNT^2zNT#{>ki10byYC?%fPD$VvOM|)_3GjVJh z$???(4AUu%#yK^Co%UX6+CW{j!uTDKlkS$MTWr~gWkG#{I3jc7u{xe2SsB3ky z$3IjQw%)Ur#77#MA(j?$lI$(G71fv$jE#tDyx13nB~lCJag&r)5J#w<322Z7nunfP zhbMRwuW6?~MTego{L*oQ#t8n(b0D^FEVnogiPaDB+gSC@O^e0{2mj7762A0UaH4*c za)wSd+DvK6JN42(M?4Qb#^sdm6Vvt*yE6?w3?iNERuj+v`So20dZHM5-t;@8*4*QSs_YK2+I{V!Wnj@$lF#YP zn$%wDeT`bm1~N=($Y3h5lS(aaUC}fiiR!>6USbVy4vA_e8A*s%Kd_SVU2{4_*+NMI zUm#&iyebWmq*k}5Zp92hYIEuGd~bK-!4ih&i645W9rcfP# zlnBz?M=>Yg&$L#r^1fmpMlo6NZdy<&lg6IRTt@P{*{03Y(k$}X_IFK$f%qI1{WyF*xS_>FhD>6`fo|*4MD z%XC7BWej_F>gKK?6Yk^XmRup3MK)lC&_jK!ErTIgVvEZ=nL#bZ`uW0(x{2K4L=G?Y zbIT0pY6I}8x6kebxtjC+VcQskcdiW5=fZzRYBRqX+bb*3$hoE9D@!6*7XJ1v86sl) z2fXV@yqz_r?R#*EKQ6^S4sZm;aP3UcsfnJ5!+Z0;E>9w@4+&j-Ot8$Q>IWmP7t&@& z`qCoDuQq$&nc5V$lv|}HRE|J%J2)`7yA(aO% zQ`C5hfc_yrTm>{TYMh_&u3J(`pYJU-ShcGckfX$2nYap3d9%FqDHY-)o1YeqK4tx& zxOW5Obr&{Ry=nH{oTzC!9|+Wq1+*-6a@Fr8zbXCpMSLrTBF@p$pqEIaH?e_oA{kI$U0z5X@N zvtVW(64cQN%AB{Ax+je{mO4DE@!J1(;)L~XS6aAnWD-}>x$`e4p@0=)KCulsMFc8c zl!-m%g_w;Yf7Rl$pjspa4||R>x4Rv`?UEi=+|GZT#(PHpJHK9SKsZ?;IA#X!XWhf6 zUo{Q~dq4ZRR7dVq5&(uiWNk7s<6c{$HL|*agNm8S!8**wGlzk0F z&yCLvRjmsxpD_HF!{ie(&YO{(bzaJInQmpnzRs>tsgo#V`?UpPogAy-j?v#k8w3jCY78O(AhTTcmv3E2d^*_QNu|gt)lSpE1u$JjqDZR`)C_>i3Aq?k{LDCG0_Y zuNE>MUrEqK6l5yf>gGlkj>8yeDHyJ3UuBnqR3bO0m!s*}n`S0mKTRj3DQYa3zppsq$1tp+s{D;4bN_c1c0Y0Shcz0&sntq*Ee8&WgQKX&pr?f2B#LR%j zA>C+hYqc9L1{{>Jw(~gn9HA8jt)(gka7VkBCYh$?L3M)-?sYa+SK#`Fc;0jI+uYoO z-*u+Ekkha^eeDpz+b+@g8m|BXdWCgAk5nQa^^n!YUhj!@YwE`uHuMJj&%MPmuR>r@ z=nPQWTZ&6L1_KwR$Y2l6ON+)5u`E3$5!UbF?lwS8EAdsCHA!tzutnx(y=+la;fyU$@$9twwZqcDAJ%(l%aEGYQi2- zpRTN?e()eT{csJ^zi7&59sSnwIlgb86hvNDJ)U>zo@}t6KOMCke^NBfKg0Z~T$|50W1l;+as zcajQk22fbH=7>LBf{4R^WU>#ID0UQNOQ?=9L_dYhtvHi=8_Ox*Whdtom(qKAivnPg znqn_LJOr(l}?nC1f_YH)7-b+m=Cff?u+a* ztxAs(d-&@B-uZG0R^Uu3{QEp}in?x)bug(Hut*Ws^Rsv*&K@!AM)JZILmolSe_u2q z*#r5V_Vpb~870CJm6*AZ-q-m9g&_o0^l%TkQ2_I2Wdl0$pgs9;d#`Vbnpt@xARYG@ zNA>+vDoIhdU{;G15)$CLDD|D!$l7t0F6U%>VM-YDj|Bx@rmA2!a3EmJTFQ??%dOGm7BUz@FZUi zX)VS4!geH05yyQ@T{5%AH>!zpvJ%qm)W0vkCU#=y<0({W*q?;)&^ko$BgR_w)l7N$ zVsjPW&WjQ3-D@Zn21~@CcYOv9GZ4KHw;5+B1auPPLwzFYSLBWV$_& zKXaChK^YD$Xui|^Fa6U9OVYdQG{*Xo?DY3U#R+Np-212LPxA}Mt(HV&@t6&*ge|28 zCeTF0Vp@!7qEx#%i|Qnvk|{Iu8@4FZ`5}F6wJeaGeMqkI2nPua)~0@kC86slO7YSc z+g#~LFpcCJNlv1xYx$ICf@#N%} z$);&;{|@mYo;^*B|1_s2j%%-Q0r*~IDcWJ}pO|d~N&Vi)TG&Z0BGESa)^Cyi+$oVG za|5C_iGsOxByzl9ig4^2=8c$-=ZS<;t2tBh^v9tDWMd~))NdPP7ukhB1Ion4t<$sa z8G=8BEdZ706WQG<26d8l=Sd_B+1}pCa#wmRhZ_qU*L)nq8fB93)dWVooyCBhm3DSu zjlTEzz2@N?4$TdYBe^PvLI>15)zDxyhgF`%c4j0br4$kDfW-dJoscq?`gj0q+%7!j?{?^@$82}lZFed%%ZbG zst#SUpp9@0ed&y>Xhp9O18TSuG2*g&XkUvRsU!kA@unNsnOc0baV-37=(u(&1)g!ixOSYSB)o``pHWM=;o5YVl!diqEYPFQj^r(TDypy;^32a}h?JVdl z!kNev;ztyE?mS5YYk6bXvFt(5lj+eUl5fG%S(_@=ENWK?937*N=@*ES6WQiR*yt#D z@6>THB?|9h^n5|?@rf*ln~YZ^iLwT)V7vXF<-OPQqdsd7kW+%vX@1~b0l^6k)A6Jj zjL<8{F!i|XFm|XF!i-y5FkbU~4$0bZH5*D6cTS?`oz*y+M49N$#V7y5yRv#~^HEKz za_~}l+#y>u(z}zyfJGgMf@;FIUMzw#eHcnnBwV7iJ#U;1sdrToHK_~fH3O6OxG{F> ziS!YOL=JEU1*Za2d`}NiPz2f(utoMJ*AF$@>yPd$aSs!@BA9PtC^dEmPaYHbbKnO!a z2!}u@e?zFaK$v_(n7Tl?ZbP`KK!kNegp)v|XG3J5KvZNy)I)*jl!oXWftcckm?r|U z^$oFY0&$^U3c~{NlMV521s<$5Joqf|@LR*fBY{Vk4Uhg4Kod8jsRS_$jTjEWTl-sr zxM1RuSDd{u8RU-+MwOT;uCi%^_UN-(36I>oI-vQ}rKVZv`aB zfzOr_p8XiD^=z&W^vwi>hPJ79t0e~K102Bv6A|J$p9xVNM z=n881*4%dVBQC{PG~V}ioI>nMpy^3-Cr3+Qy>GlHNPIeh2Y@6l1d8ox$`3av7;7oS zgWBvx6xWFe$nSwRZd832PSrugF3leUVirT7j9|x z90Qf&^d@>PJSGM}6XQ{oOgNb=(KXM2((**{UzZ1Mervy-UM3dQ zT{-K(a0lg= z4wr@R?|spv;Ro-X02IMm|G5&h77bfDsnOEzAej|(%ciD+Gl*uumqZ^VNsVsd*X$qa zUvyGLxjy}Y$#NU z^Y>}WS}+qy=+RjlCu0{^ln{cvi#u10i?fSILpq=TjN2@9PF|Y#zBK<%Bd?XT0A~x| zJAt76gGS(XTNiJbqTk3#RrB8yq2ze*cG4B^{D);Z`A9SJTC6lB{J3}0c#dL z?vjN4O1Qj5UdU7s%ScJc$UG90)(8_-=$17L!?4K6-v3n~EF%{rqY#xS=O&{_(j*@x zqa^c7Ayr0sZcnj9M&+1rrqm##YP6@^FQfJ=RP{@D!P_vk<8GeUGU|k|5NU4?k;LC; z-6)t0>ia25BAheRQ{f7vt=FS%CaYr;t{pZWPt&6tB&!$IqxVQwKeb0cSJt4U$Dm5q zu%XA0R#vNDQqNY_c&f+vovg`vkI5HV)9*c|$FgR>d&~&3<|Mu5FgXjxUJF>S7OR}@ zoY%>2n>16f5#iW~Q|_)!@7?=y)?U5VL2@=xy*7_}HF$e1X|;6|C5-fX38r$k?Q#zN zy$-MC9H)96=Xz~vFD$3Ltabu5pGI6ZUpNxvoJsneVe&4F@^{zeEQ7S|4vw6DU0nR> zbGNDe3d6>T~gmG!MFrixRQg>HAgt0$_Gb-@-(yTjDVc>FSG&0!lr$3KE zgiU|M{eB0LelwZ=uqhpi4nTBj6nT;Yc@L7JL$gdXD%|a7xLbeRYlZl!-;t@`v>4^0 ztn|pEaZqejbS|2t0zj6g84LOy%NiIrr;s2pkiat#`TP8VnI3rsj(#4PY;$!h=%B|U z(Tpo%h1v76TLTe_^NmrM)I*GfVn)M2#!h77uk%DBJ#s8SXb+UVKA?UM60OFij7>0V zqjU9;BuGLkml%nhwINvaBsU5`6@3-{e{=I-1U5Ro{~*16py<9*v0h~6@p-169z``y z^p0%K!2o&;LTAh4D3}Nb6BiPu^R)C-hhtP5ugi^6%e$}BXs-%${foQ?s|ZTf?H9!d z;U!vAC8O zc*YsgLya#c_y(F=B8T+!ub&+IR*?+#1*!CZkb96TXZKe=DRHp$`&I1=ou_eNNiYE_ zIjkf(fTaAW`B+G^l4pEH{&xp$68Z3y7#<1ku@mhXdR_#udklOzgfx7qM75A2?Hv1K z0I7GPtcOQc?f~dYL6XkOC~f3$)a~m~Qd@{~{`f+6SLKfO-=5{9-urQFo^k!JRp+N} zjA5~+jLPmkfI)$w!4jpXglO=}U)>d4UQe9Wea)9vKXvgVuMI%0GHN(-RW(7-NYwbR zKvgv+)Key+Ic+3oVA6O{lF$m^XyFf|c^vpA77R{XBuUvg1~0q=&szO8ey%zf)I2w* z`uV%s{IaU)hhay&YOPsM?Jw0Kho?e<4@mGjlVRhV$J$RzH5;ZzSAuSqISKD~zi1+m z7;;$`Fn(lrS&P*6=AAF#hMBmv-Do!o_f8W>QH z>Q+@i&iR(OSe!l&s8UrQEF*f|J{APTuxL9ol?HLL4klp{hh&l52F$Z zm&rn<0#B323L)QC2J^hksx&af^kh9B-ewaQQ9^v%A*7an&aV^6dI_AOG=kbf&wlfn zze6g@N2ck(O39y;WcgDhc|8^4a_8}vW#r;`>EJ0hDU32JOUc%)_RbP9(Nf4(dz1?N1SnY9Sz=!^j z@7C|jqJlo_gq>;saNt>{wejS$Q75-9YOyQQbeWT}rpzwkF6GX&dD`=m1>{pdRpvyZ zbH0tLF=~J87Q5toSn1FoM;AgVgfV^&6^ynv&l{86h17dKik z;!&*_=VJKFt#vpg&Vx678qJ~K1?KuwK%NS%SUFO+QpQW0#WsWIM&C$Q!nO zab>Sq(7HTdSu&D(b7$Ga#cE~wOV*P20EOGt;vFl8G)$41-B+KN){Bp&j7OY*251?C zyt%u6FGeTL(iB5!z2TBBR@`TwrzU*oGPp3W$h11!dectA9i9&ijSg{? zHXlP~)PCByEt=STig*uMbFlRr-q%eCjbC^A-1D-(Kk(v$kh>U4L}iP|kSq6pN`#x* zZYBHuuvv@_D37X+Wp680&Ww2hxlI>&H+FJSIV;X72IB8`3qE|>P)K7{Z?-FP$+7dS z!co5e_Bcd0z`Zc$=>7L9n+iLjVxN3lL`Jfyy-$$e+xPnoHId$4)lF@iKUzHO%NsrP zRyPmY?E;j4bk5|&`aWMYbqMGgVaPcs`H{{%@M9UauDGoYIg5p)h_7M z#X8}WKwXN2Y*M0il^FDhnNXx;IdKQHt4m~|wU9t;qMIMyXn__6*IeN2 z95T44%RNfkhD{a`avsk~KqYv0B+B)0O)EFRN0JSa1kY1pZgjbM)!%uLvfQK&rP_QC zcaz0lR4++4K4vw|%c%IE{|5`zi{RQ(Wj|)j@!&O8{@ST)EP2`uJl_> zdiVAvt+{w>*pC%Qx!?L^8sCm48bQaY$+}YQ*y?WkKcn??08-d2?H!(X4Z39NQa%>* z*=$l}GX`>9;%bNbu)9}U=7AyDn)4kF5GhLKM_$1rIuEWF&{>^t@Iq|Q*MGvL8kf_- z2-%fg35-u$bhuVpUmt79ZHI$=D`VJ8Oxz2G$y56yRi*f6G`|5KVvV zoKsN22rp8yG%#`hW>LvT%4P6lZzen+j>WLm%5=tzyY+=V{x^J2!Ht{EiEO;&tLz?% zag-}OKcuXu&_nr{bk1$4An$ruK!eNvou%}075i6Kqzm_g{N-6TRBqpZ#Fa`-I=qsD z*~LtH(^y8Gw&;?ANBwS-nZ=*+r)r;A^-eY%)_6e6~E5@0SNWE- zKSNG@jOhc-)MXvq5eGDTal8X+8&POW?trg+g@Y;0Uh$-1a1zKOgSyD>sGZcfZRT%D(Vn?Af5NTe4(gvi{6 zKK3VIi>|-7@FFh8=71@_0m*ECSr7#^ZwkvEW)t=W)ibi7DWsd=ruM;nO6~Gj26H* zLzv(#&%v#FYUtnMk-KW*?m}aT-d^R|zxS+P#QLATvKYNR%U!VA<24IOKksS1n<4Mp z&}F3-%@uX;`}FZBxD-_jLpfG_WZ%+52<9bQry=DHP&t$q4f(xNE%s-4pp@xj zNMPL%t0O>e)u{37goYb)%;!H}U$0-Z2dQUkL~e^e%1@J6)?&0y3uX}9$yPx}o}TMZ zu@B>uksDmJc`1Lr3jWas-Pa`V?AP>BiHnO3@1x{q=w=^aN_)rg{;V`g{ip1^n0<1| z!~3FzkJ{OH9jxB ze)!L;{of9!%KUaNFWnY-4}isW`#)-||5*@$i8|^}P}*l0AW!@OwFy7X39!nOh&33b z_MK=<5O|j#-~s{>3{E^{u^@}!0M+0uWU!m|iJYM%@vm)j<*FLHGQmZ7Xuhh;jR2|t`Hj9diVvFMrzTWSBh3?(N?sRT1ASE){|DJlTPj{ z?fWshyHfY`L+I~y>X^e}_d^)&*U|f&GKBCjgoH4POfbZpGTzr>#Dp+ej5DU6G6^&V zxJxx6;mm}}Q?kVqW*-ZtXPqoXk}Rzu^i5K%gCYD`ovb4vWJP&?qn&K`wprigvGz-` zzt7`c=wyEu!v2@q1}{a^*~!6a!J*~FJVVXd^o{*r9@7Op{7OomOd0_rM!?S)NzTHk zXowlRyy&F4Lpr(CzH`N4xh*`o^h8q=+vuwuA9apl6f=K??oa#DBe*w%NWw+=OH zrB=6O^wWg4YWNNJtLb*TN!kLAGPr3mLiCFP2fIr>rgj-9!bk22(OX?s`$y2NmH5K$tlK~OyF5f9s>h%sL;Pe%dAIR<2mk$z9d!GKsjN@V-i z+&!SpUW@@4&hhxyfNxeNSAHQ2d2I{85`u}c$#)IX=sPLydJw3K8Y~NF@(L|}NeR6a zqBk3rV#G6U&@t7nK)Gvl9=Sj+N8kV)ybHssUc@1cV9{NLKaoW`1OQF9wDt?+eUms( zh&X=qbTc9ERKDfh9T6pRCYd~7h%Vx5JF`t*)c|X`UipRMvV$-y3< z@@CIHHW@k*Z?up(AZPz=gQa%l10f8BRf zM1VJUHKYKbt`Qg*L90IM9Jk8Twq#2$Z--fRDd;ulixkY3rG0wg3JVb>y5*7LBs*$= zh(b=!0)XtdTY5ahB?=me=2)u%5#w0{BLQzsSqS2?TI^PUw?{jBC(#X z0{&*mfmr6@V03wOAugn#Uj|io(Nm{yaQZFjr@}}*csZtQBwWoMoLp@w=Q?a&1euFk z`GJx)cmo-(W_U>pqeDIu2ap&xg3|z;g&4r4HPn_a_B5Oius@OOUP>nQtU zESpDd_i(R{z|{-9FJJ-lP|sv%o`#t4krd>MUI|1w-vy)}0YfE9Vq+3yzb3hu$ymG& zwcs2e8jIp(=_WpR_A#oJBBurLV^Z6(!ijE9KG0Wf}3mdH%RrQ1O<*ItCAvh>{dmRW;kR+428_-(2O8RG`ag85?b~pB!-O#gpf1bH0*L%d)dzC+BOer_o6b30b6inCCdzQhl4F{nO$wR-m zHxfQ7MWI>vi_04{h8p{48uZ{LHJiZnq2?g-I!J(9NJG;*cuQ++#>nPD9gEAbeX>?U zVb!X$1vXoQZL|;t?pqf0Mf1O zcXVr@Tsb>xh@BOLH%FikM?^ExT?f*x$cu&n22x;+$378^4as@w5`{srXCVQ*E+2`J?3Y9&>dwRNHNcKQ zN7fNGGFs*vlr|TVrF07@=$yH}p>2eNDg$90h?r}7R%PJLRYImSo|Gbb6uxnncy$zh zAoZCq%)z6T>-2?&YD=zt2~|E6EZ;j-lLSC8t0sWxFe_LjNPH_sLz7arn&*;>$#{f; zDr_aX+EPb$^<%j3vosSWV=gP#*0i3pGB|iD&()(8SnI=T|lKh?P9=0C8fzLRu{L~wk z7}41u0X(T;Kl#Y%O=Px859p!i4X&A~JmLtyRge&|0+8fgT&#xGmWh=-Y_!0Pdleh9 z98epgzO6KfwZb6g^&3k-#>dU}zv^s}=0aKq0}ovKA9s(iXBBvSWbFL-rt;x{HIxnY ziPRYnz_F-mLf*dN#5zO7T~<+=+G;gx7nNU{&}%+L3&{_n2T_R(98M~Jz|sdDS%BLO zg?(j<9tt3r{4ccgo^9`^9SwEhbDmwLPfqIptc;!D7V2Ml(mUPWc4{R+<=?WUu)QRZ zu1M0j0ES#R7py;eJNB~3Py=w#+6U~@=ok+aQSCq7bSKC+6o;ep0PO?Q2gMw8xcfSz zG2QyN)SkAEirwDfP=!xC%4%AZpRHy&s-jqblIs7Q5N|Ts)`hG=KQ?y{<3veufWHj% z`X2!&^ZWYQ%o$eBcEudlIMF6Fh3(p>H#kv7JbTv1e0p~6Y{r1CHIHJM?N&h@e7lS7O9aXm_zxZ}*pb*O=uu;_ixal*7xCTAm(XqJdW5~;V3f@C>! z)@{)OM%iB82b~;-X^U{Ed4r>`;-FHs+K)c*>)z3ocshBTZ-iz6@_E#<7zjq?sy<6k zr?Y0whvG?P>gUU3{WgcwWg6ZFvPS&5A(d@hsL{@3QOl5RT6(5!qx^tOuK7+jeQMzI z*%i+hp!2RLt`9RZFEnK#m~|#%XDTG`1QPBkv60SzcuixB<)KVQ1cxPudk&3sYF-JSNW~5Dy3NP zdrgM;thZ-OpOB#80~Qt`^CJ0-{hV~qS)Ya{@)wPzB~*rY>z^K-`!pBQH2Ai(y)yJ| z6ndh(SoaW^?$WIv*Ln2VvzjIPrxFw@!$ofa;TlE8>&IN+0Q9%04Te2Ts ztATSrA1_6c2M+At`+)C)zZVW1`ceO#vgP0v`Ek&$w70nS-ehLbtCAv_tQQQG4M8{{ ziJV0Ig?jigj!YtJMgG-%=)Bam_B@N)l=qIAU$g&nvN4WF@s=aU?8Elmh^nkJv&{i3 zJ%Onc3uCETM;=3|DP;aT;pbnqV8TL#;g0Edc@>fix|~1X$)yfh&U2mL$$uy3HK1iC z(6+*rq5fxKXO^SLF*ST+n~eQ_Uu;Hp-^MzC3&QT2WtAo3HLy6&Tz4mNnrn5STkmsR zcts?BCI1uKB0qV~)ztb8u8%HY`E-gw51~2BU^#%9=9t)(F_J1GFcn1ajnW*IZEa@c z4B^%nPC%lq1nO&Q!vPeTke(tDnEhxz)I|Li5*Ybo)XOl|tG-Gt{_Mc1K#NLGFi(qm zfpD708Ysw>ETVT4oHG7Ot2X{Bli|4fJ#S|2tE%}R*c^khV$C?GDMjZ5Ln%+KHf>v) zrWrd^0}QE{7bG*KQiXY#i~|cx+7LNz$hqT_I0aFpC};w0#YrluX&Y0aO5&$+zyNW^ zi4Lg3kjO-*22Om)qKCzhhao{sOU@}$!&M^X=KV5_+#DxplG2CJaRgaNnzm>yJU4Be zm!>nxQi-dcqLh)ojT*ZC6c5AIB$3Y^K_B5h{I{0}BSc>)|}KLBsMNs=@wYH05*rb>KXoJ4Z$WtoS#KHa#Y(I&IB5WN|Jg;HxMauBiU zAtsa%>pgysJGq&M?hl~XbXwAec|Oex*{11+ln}n6Ct#{y9D|VWgIiEb=f@&@ND}Re zEf(W2J&{LB;^z56*=EKr2BJN1_e*{~g;SWM%$RE5ry~;6#*gqlB-#9;R*BcfnA8(e z)34C5QfsA;wffgZWD#C6LyPG$V|L68)@QK17oVscSZ7_!UH<)PU~ci5B}TKvxD~&*5fI&@K}l!K&13b0tWBD{`3LhJQr7{!mE= z@8L~m!r7+c)5GiYr3Ce~(`g<`j)?(-=Kzv_XjiA*fPqSAhk;I}@N!;_g9<~Hurt$g z@oz;r6r(UiRHz{$nYNfZ#r1HD#ZpWp%-{FzLftCw4*&pmV#%JSFYDG3leQ*W zTYfN4-~P8c^|oMvy~xmNqbbY22a&61mW{IEomp*)){F}P-`tfM(>#E#BqK26 z{%uull{ED{eK2LWTyJXjz0^a~M$Q{i5-@@;v8P7|Zf_<~SZmM&=9^A6{zpV%1ponr z(b+;DEfa8mwBYsVH|l94;El#D20}GGPMUiZ77rc;DA8o{WZ46eMjc=lF&+Vf4H}-O`9=edHMcbUdLHpO->?6OxI{az}Gf zeg|QKE!TS^TYmQtrc(I6Clwgh&_*CTpJmp%?tbl?*!Xz>zz(rkjc?Q48%YN88o>ZP zNu0m;ki6#>V8pT3H22ArT9PF3gGOTV2}*J`SwKd-zU(c&LPx{xs^4hQEYGP*;m| z%O^w6;0K5gwQE<@n!FYNG9&-8Y>d|H!Fp9Z`7om6-V3+y~={FK$V? zQ;*o(@2&jd(2c&(vOIF!tcQV3v*_lAJ;>!MdAm;6-H@~W#`CgoEDE2WUPtywP zMfm{^+a@E?4aa31HYKroF<;`sV1M@CoMuv&lLMUV?Db`j&>u!Cr z*y5g;w*{kI!kxcQK4@=2BS>j#e;z=+|DL>kmI~OO`$50ULh9~$LCc?eaNu6E-Z3(j zh5ARJR>won%>f_G-Dej7=Q#hjYZQB4LZ*Gujn>i9&!~O`lYvjbty~r|o|HWpJL~m0 zJ3Sa8I>Jsb{>c{nwzD?+1oGbkQ9mFO=EA}k9Qh0Q;Ptqsp`;d8R_}Pn)4F$9dW?ZYP- zOu=YMpkyvoOp<5{Nz!wilY$<=uEQLR4`?n4hhN2R7Tf*@phS_dj$M$)^xuhCV~k>; zsqBptEQM1b;YS|u`!=9{gtWqj;Tf+A3Jbc6P@}5@9~XeGtySt4NUxoP^&1HpT+2~k zztgx`Fv=~^51~Qd6Wsn?P_&|8s>A^HYKV(%s4;*jP>R$t(lH1{G}{5|G{4h_CL*&X z=f{Hrw?Mj3S{L2hIEE6oXx$*i+AKw(0r5V$OKV(Y$Jv?Y_*-HL;lg^xcz>O;ev1X> z0?t^-`K{<8GoksGhoWW=yhIBgHP^Ts4DLXZSz^uFB*}~LMlE~T-ldGMJ+7pD3@NrY zEj2b|t9q>#q3x3_`*N)Iw5knKev1QgQ4mjB3<(K>mk|weNF>t7!E#Q>$WAGMIM5A( z5`YGMmZV(4W)7tW?h?mCCezfn;2DU_mQ(5sJPd<}$(>LuRuk^X@|o!cThjBY1Hx*EJba2_;b0{M7qEElBH@jZ-K(B-6!vbGyisX436V$fSEUNWy^Qo4 zY9to}p_iX!HEq_%YrY9yf(L$EC^Ta(`i2LVdJ~?|bjrh5RDbojC|84|>K=qs%kW=T z!P1Mnn~J}KtF&TreqGbX!(kWz;7X}N@x+soj5f1d&A}N}#H_Sr1v$|&2@HmIJEIXl zs=H=fdtwCd#@G>A*QD>+v1?Y6^C#Zg3-6OW74MX{bXEyZf(A-rxpXxytb*5+>O3y0 zWmsx5T%Uqm4X;WK&B)~aUC$$zC zNmk{-6`le%!f^jHK_O2v45D!sL5Vr3iS(rr-BldCV_CrCP$!AHA3<@BzXf+bDdWm7 zYi@cx+f@0Zsfw(*M!5N@a`UU?{4_%Xb9A${tf3ICFO8)Ib0AQ%(HE{W1P<>o5x7fH zw*U^51V54lTP?#LQJZ^a(A|<4QxL>+v(MlBc>a#8by2u=*|2rhw{@MYb*B8e>jFtn zd9!qR!}C~?wjZrDmUSlPM#Hg`6ALhF8Pu8l&N@Gu5rPqEd#SgnmMff+rqD?nkb8cDbMk!fE}__Nriv>8ipO< z;azEpA;Hwg1NCu)SG=Lazla9^i9B5IAV~#~bJW#efb6YE1;%#sP{iS=-tQ6{Es)-#osSk^2$3NNPk~3BZu-Od4EVQvc6el|GCKdk{3TO5c8bpX8zrO6^%tadK&n2 zB}t(BvSMUd4SHY>F*tGroOd)f5I2v~<-)-qYq30NufeZu{ZX4`RT_xUsE z8iBJhsnJghL=p?WTMb(JrRo4^_@V?B+Ds1*rgAe`^9We;%3kwnUGsah7VvW|sC5l* z4&{*qCIi-^ve#o;*W-S!?JQuWGTu?gE={{Er7_X(U*0i*-_@GcTvb5btp;OTL1#PZ zp>-g;3w32INDTMB^5^?1%FP}EUVhfc8%-PxN(p2dd$ zGI;ON#3UnGbUcABQwAEqzTjY*9R$)5 z9)_xuC`Q0DR|~38KB}aA${R__L1YO9fTic8biYS8h0>Da8QmCVZGq#1&^xG-R!}l_ z75gupu5eW&7{V90Es(P<)V3}1c3bRdTY_pwN_0V%!YE1YD`Osv5$U2$e?OK*t9ED<*$Gl0q}b@+y9Xp<@M^(fYOv%lc2#sqDjK2#(kaF$Wa>;=U!$ zeM>(0mP)mQk=(&r>|})QU^=K%E!wg=zU9sB6sGJneWWIIebk^@@$XAt$)Ls;qjM&` ztmh+HXvm+&5F=^pqX(;etu5$3lovqesG}Ev(QRrg6!Zc|eTDz}FC6rh5D@1P(QGS* zch4z3qx_7dA}JJoDN)DfQE52H!1M)IDz4$g2~{j!W&fvn*tn)$3{6c=FLnEVaJ6B? zvH4bzD%lRuFGiouC;SSh);NT^S}`>vnU4WTGAjke{H>IEhc_z@((W{u;rTc55rKyk zDbm1NMch9;s0C?#{r3f(r%b*L8bDLOE)Ghzg8){*P#5q4MNNhTAShrPP0ofQ4PAq) z(E0v5q~z%Qd8F^Came)Z?%qa4<5orCbhNwW^X9>|->qd+-#51H%=a0OCx711W-QZZ zqas3e^3zKT!F=xDss4U>mN#m&Xqyb+XRUHbz;}2GE zZ*`)n25Arsb+iJ-pkp+3AQHf%DQSRwD|G3+G~xDbxW>E#fTS{Tr+NIIs<&T(@eugZ zRSE%q^&o*)U6jYtUK~iO-{o7$xvrPezSJ1FUxhCOO__E3x6r_zYFODWOI^r1cl~zz07qWw#g;I70}dis7-w|tc;mN-xrGeN25-I z2(zSi=m=pu3p%!f#0xTAA9h^=)YC8$HT3R3JjH`d^f{WG9(Br!4^)0Yq#m&XN)#yD zil|daXpS%cLQc_KFB5z9HrZFYoOM$!b|}$G#auunJX^J1pm7>xf(G5RpU#VPuwjl8g;Hzcd-f2_OXQ0VI0Amd2`-XHl%n z!jvI(pKShz?0;XMJM$h-wBg>==|Mgpj!df`+LI<7L&E%Ee-wqqayCtW?zkm4o===K=%c`^e3yOR1iKzg@w(TBA3eYabIrPg!?D4Z6 z6Ec}8x^NvbvEDA>r-YIpI#g=M;iFeN4A#xR=IHi>3xPNv03(@@fo3Woc=f!NoDSxT zx=t_Ph4S+NAd#;&Tj5t(1!GG%$T3qa*a5B4QQ`hlLJg(SuzJGrNHb)EzX7GP{a>Qw z(D%yYN!6rfkE17r13`3vGKj{V?N?^xcMbJVrlgi5gnZxvh=qRhbph_K)boBl?2%Rv6e;n3CJk zXUqQ;Ccle9ZvX7)Th+qOAi6dbn3||tdKBPq@1ng9=Qe~*QSlf;(bhxa5g+!S#KEj2 zYxiofRL;979XT$R5BX@04NXW67Z;aw)I&RXWYHVM_AqnH+2+L!{wtfe^un01-8Z)B z^eJs@to~M>?QQ*w+BsQ5Uv|X=DrhD+Gt^GcB(0S$?XIpZK!>ojyBUA zn`8j9c-%m|itH0NOEAmHs&xR20#=eGSyA_saWp`4WTZC2Pp)o16X5by5VDtj(zH*S z@KI#MIS1&<=#_b;KyQBg-bOY^$MTmHH862Sg+sZBA0CQ6N&>L^uv7N<@ zSnALECRO6vjaACPmikv|L8cocy}*F2CrBas_pP0I~~#ND$MZ# zUJJ9yjS48tKF!J^vl-&ExQ+)6Po@;sTQLqM53;}}n!|>7ISa?A&|pa?R87G$I_jQt zc;!h2>s+Q0FL-Che21XDm;riLT{7G`U;oiUh|WaPHX&arP7V$x9f(s?kOma4YsW@(`S2at868_| z-qN6vX4l4oXF$|swgp_G(xaMXcSz&rH;By8E}i@7qfalV#zPZLZ@Ho4y2u1&!r$Yx zsiNJnJRBWj73U^tEDs<^ltqs7(E^Nf8vp5_|b`2U(+)T%??LpWh zz<5Eu%CeIqeXX4;YFbG2xEyTJ_WhJLRR>rm*G>jw**ju)9SW+E*_0p?r&|T%jmdJX z-MzhYS!Gnp?3(!_MFO&g`EttC4@k0qLTHd$e_xa9H|N+_@!I2UNN#fNh}sx|C*A)} z_uJZd%^%nK1nlTG-trZd0 zDEXyzsq1MRVnXM{6&_*7s>8$ODYD`!1|Num@$LDVYB=1hvm31da6J1_o4SLywe50yAU-~LfI?aW0Mcu!w{L_1P<(&CvGkl{POQ#4Rw|r4u|0X(Vfla~X`p1P_z0xWYuXO(iEEG8%KQK=Y z95MGn*dMh}Wx6|PWho&{(Rw&*2^F2MLuvKf)2$(og52T5I@nJwb}r7{UScB;ER06g z(kVw=wA7-W*}rwn5eNzPOVm+GZfJj5QVzA5u=aeXNN8|9z*}Dky^vHG`g|4oFp(;ZPzWo(IK189X(3m{_$trlqCE< z;_@TYx3lpo|2?AJgP1#d9nmz$pCi)kIJWMO##zW~?v_ugk3dEFGhVtfil(Sh%vHoQ zYkdBl_w-Uw3ZAe~H#_d+HbH9h%s)=70&2m^X)Sv9JR@B*I%w?Ku5*#_EM@$HomhRJ z=VWs+c0N5M{7To>VHn-<@9v|gt_LxNxh{-xQ&2^OjUCUQRmgbE%WqrzB6*1f$|BcH zg@|hT0kVzfA9lkcCC$&-cbc#Ek+y`$ZebXSu&u6(EH>Q3gq&{AZX^eW@?w9<- zwMZ`or%f4%(%lb9O-t_-JbuBcmt!t;x{BP0^)wLPSv>9ErnS!;MleAg#wOMPl*&b=Li;qO@ki2F?k$Jy7 zbw;HJqTsfq_vW(^6bkaf^<3&@t!EgHGYIde+|DPxhTUYw9x~!HIuffol6yK*mpV-0 zGF&b?_J2o4z3@EGiq6$WH|ha+oUU@du1YkZlr#pzT?Zd`NcqRO#F{t|qHQZ+&ek-o z)-pKJxv%pH=GRRwcZlSg`{HRD(7owNgb7JGV@mwHxBdUPm^%%<)e znXx~n8bNfU^5QxO7g8t!Ls_YR^O3&uvkB&@v8xr`8+*k;#TcFQ7d-TtT8Ftj%3vED zLE)A85Gw{zh2&gd#d}I*x%piEiAY|1bsH|-B9281n7{Or}DLxq-ZD6-Ev6HBV zG!wGt&~fN}S&l$c8UcyV43lOIlg&V`z0_{DhU9}Vcw(h+Bv{)Ptb}N5pTbBKgAy8Tpq+#T3TPZANG_{U1S-^|-9CLs*0roW_$Zo~R69 zx=13dDr2MZao)NK%Z9ak#wp8VC7Z=T?hILLk~V~w^>liWa||B<7imq$boE(&G@?Ud zoDe3qH}G=eWV|>&uZY~3V&h~ypw;zC{y49uW-?*Vxc}K?-Kzd03L|%04y<0f#6WI6 zTaQlqfB-7p3-Pc(55zF=df-z2vHYt7IWqomsN&zW6&}(VzML2JOfNdOSJWbp2-2bUc+!v1QGTmAH>!Q#Gsxe#U|9T1Q}Rp=MTUtzSZuW?IY| zH9(u1O`>d#$;D++b&)6zqJ4p!E{1G109JSi@>B)@}^FM*8N` ztZvWn<(c89nY^IZG;X6NJ#ddFN6*1W@JiY2!*r4n{+Zw6@~iTKf8@w`uOXiAX%yL1 z3N(PbBb<)~h+oNarU9BBVyF?d+sANM8O{J}SQs8n?vC&U(5BK^Tqtg;?{jIS>2y12 zIy5-SsQhPB)*-{2Wd1j0K<16?3`bmsgEC2#^qb3Ga?Iseb2W=meOWU**x`x19x7e8 zk~zA;{BmzW^^+y{o@GaV=^jVcB!Ko-E@UNx-om6&g+q_;SXDL6yVhr8inA1)KtM7D z3=KQ?CZ}VpbhIKB-T^VW>h`5C9F>v!?f|GQfP#SGBxcwUku)tXsuL<4xhAvSUM3DS zSUbS%;*q&-fsO5qxu^gc4<1{FnqLWk53puC2!j+C&>$AroyvK(oUF-XcsvbT!Zju< zjG>#dFvwo&%Wl!yvAcC;=T2$waRo7+C)K9`-yeW>LIH0|-t75TeVa>36tm^XG}ILk zB)n|;Jga5-= z2iW^5jB1o$b3+SdQ!tu&fC`^hO<0H_nv?6Ortz^z37m}?h%R=VK}5>ZG{Uo-4h7OZ z-`~yXj#Z%j%t6X$1>N8Q0tT}Em8nwEAoW8=9>mfDqPCJDn{2Bb;}5Stf>T<3^kH47 z>vFtK$FnCKtMC}|Y`}emyolsOaq`4mzI{obVW2Ci0s){xW>s+B92&?Z?``EPm(Cc@ z6;uN&u$X-RoUwQw)}OwKO3 z-bk~GThA3ut9(nArlSl-DyJKte7RWmoIWSqXj-+~R0sf;>9Wz&<(@+%mc#eg#5z0_ zD%`5Ap}v`H!GY0)oYc))K26Esd4W-6F)e&pjkr;l^-;edgKT7}1rHN6sf zy`mrv%9#h|Tk`LGN&V<>STVCm*oBU zv=&R6Ad!Z|^*(=FuSxNX9lqK{{+P)p!L1?&qg8^rK}eD%4pF6Wb58fyCf5DPY+g>s zG!uZ}xlX8sb=}K!@XHh^{BMBQn`d8ct<_-1QyD7=I5 z+h&KPV7>ua!HcGLnDX6u#D^amFAjdZ_^0t@?D+s!PS8%er+-?Y75IIykp}?wSOK?% zgKfegRT405oc{pV9!qs#BZ79kO4q^#E1d<3`0sn7Nko+2M|}pbQr)y8 zaveC_`$63nxOcD-B%CR2L>hyGTq_P#9l_&s@C2(+C3L7q>j6*4&cO@*{V(DNwLf`Z zWC|i6Dl1qE6x4^G#3npLw>4c3nZaiiDuRPJWUK1G3%S&6JeSNJDm>hIo+*HGuvUh~ z?qp?gWbxn5@T}aE2*-lnH_Qx&l2bR47Ij>>9g$n6=?cTZQkhOGSh<~P*4TaieW>*g zG}b7e;cgfUv4P3*6|>Z@`sXkXtv$K$3=JS$1l1EXkeSq)?xft7gd&;A3>Wy?_eJn4 zKk-+{bC?GXf^!SE!DU4`f^Bx3Vh4WNNf*+u|KfQQEDQf#y82rE{dy=YjgM#rZb>&1 zDFzGqr&)w&Of>%vvU;ob=a=T6IzHxHvZCWlhSi6al^p2(SD7S8>0ldFdQfGCr*fuO zT!3*}peeD=Sg1?p*6mOH{28_!-ZjBWsB}3L)B|x_|0~vHK2tL5Hd)~9*`r{Ou=lrY zpMgdAs}v$sfe6(ztbp)Vk~9qd^q?*M*vs;%G~C1M{ayhg_S&ToDHR)~^(Xwz%b;+q z(6O&gI9N&e=e8uwqZOuvgCu;#YD~fHkRgsXCn0qlo}Jwe%=`9^uC>*{E) ztth8IRhZCo2#L6mmcG z6wXu)|8e%;@5kRxH4M!jU)13Y86A$ZMzwnDiTMp$iN{Ns+=gMY20txYVKK^3(A_kY z7TD!0*3L-nG4W!0A-?oH#*ypUnB}Fc^X2Y{*1@Mt(Fa+cIP5!%9;X4A14|Ypbx*?o zdMo{MXHI_2lPoWHJ8Zl>F4W(4TGGxg$S>gA+QNahQeMNW{k5PDwd z&{4r5nre1eey+UT>mQd+zHkKZL@tw*=S*va*MBKpR=CQE2>w?kf|d6p8WRdbCv$p8(=1sJBWD7)Zi&{RQ{`>GDD=s6W z!|i1n<;6P4PG0X#gLyksv!aJbN%{v}OXPEtE2_bdHy+*U(};WzrrM)zn!;yN^I1HK zlkv*4<KA#d!>Yq_Ts& zOFX1;Qp8Dc_JsNGS`-vOW&N!)xzStG9<2t7k~-7ARs~C=&S{6^!PfJy=Z^7nxyAJYUJw9mU)8wiMh4Gx|ls?>Uw%Wl~%>iZt5@4h<1l z%!9@vEimh*6|=#Pn`v3VIJG2T6 z8q8%*HW_-Fifi|RM?WxN2SZlYvSNQRt=syNejxhAf3nqCQoeoYS*AF-vtc0=z1RI( z_nhN*VO{Q#<4V(A&wC=p5$}9A{C6)90?Bo#qc1c;_voQgl{W*?eAR?#=3j!c`P`QcbI(C&ofV3&5jw*nZ_qZ_d0Ku zi>`K!QNvF=f@(X``3)d!c=LzbEYkFlwKCsyzT+ugl@~y7HUGCHgF$NX%W57+UlzY^**L;zRs2Q6 zHIG;Zw%WJ7J=3(#aG(jbhqwBu)j7XLkylZ(no?8I1b@>(PRRiUnpVrGYmIq?Y`#n} z{!?g34H8QsWIK_DRiPV_=v?JqG`~T~8I8wWs=QxT+WHgJG|Ll-U&un<)HGylZOxOi zm7%!ogGM4;kdWU#gVR@fQ8v3o4i%KpP*HgcqOg+l(EeL?A`%0LUelk5c~BC5BaZe% z)%B%wbo6}VHJ-$&0fXjqp$TAb(OSf>BULYR0El8OhC!{;7#RQ{fBu@?^LXA0%@u6M zy%yN^(gzSAA)mxqAYfGEVHu9yXo!&p$MgfouMxL12D)BfK(>x1EFFU~(q)~AgQ?qZ zkLS4j6#TE%_>9;ZHz8hY?b^v|U|!g5)?(BMJB6H01(u|`q}l#v~- zXR)l{RGDzEX0!LWZb@qwnhcIQWQ=i}vf%|>R7%0YV-DlUFA@o7W2E!C9N?}AU3pw~ zj{H%M+2FR>z3*mn+unH{^@8S)SQ&fQkTh2FfOMRWK}6wi(Jgf$)#N43d#!vaj(B5r zlJln_EZEj#LapYG463uXso39D%-KuFs)gm4AMw~o?V8+_iP43;8imu^N>eAOW11u& zXx|+kVv%{zBQ5>xN%hEjDh4pMHaCO}q6+&^CG1XjjL!rdcNeol4Kzz`E(+~{iX7aJ zTc*-I&07#vrYMEBp8DCdXTpp({E=L8G8wcbp1CU@`P~8@wb{K5pjR&gxLiVlHlOjl zv%5U9ZgrP5TsHaq!!wpI%+qxHV%ADqA1m-V;Hc3lm3ETD(WjsxLPK68{ zvaJh5A>K6fx1&goFj<^CjXq4Dv&6Tf0B0*S*VzCG`i=vJZM_lBI&avw%?G?=8DUWM zA>%LZetuy5TcKDw^Q(n~A3x~I1abzyABOc^^o$rA}%ZlY5ey;C5uPD@8D zCe&$g$=-R|UUpEiIb68r#Z9783M)uA?fkJp77{J9NgCN_!z1$`{hX~%vIim$%FMkr z<{33qIUr+UQjjCgA2#RBNU=B>{aKv$$48Yn!3vQ!#b$H@aQQ0eNe^$SDm@>{W5Pf9 zC@=AeZ*8yB8`a%R`Jn~MXct|Yt++`wbq|W@aXzkHmfNkSoPlwbs&Cue6xyBlcOAx5 z-}MwKsF8JJD2+Vd4SiAQOx*u*3!=6%%B9$y7qaKYUj0V>=(iC-X{9YzGEbckr&7g% z2sT?Yw#i40v2+2(rHDBRI)c;4KDBza+UHE$Q;W*SY*wz!AF0a}hj|)9I?@G*U;n0H zBJTbQxm{$q8vQD(;y6DP&Bu{?GM6*lM;^BO`cvew+nMcLKAIsNxxw~Tc~WgIj8-6N zQ8A)Wl%wPTo29;$+IVKp)a;rlA^f0|D1Z#~+lQePhCru(FPZzI+v=cxa* zpYOCgc0G0b9^xjb0BD`z4IxK)VV4_?+GnqCy4R%B;6!$v`UwF)L2L7rv%= z25YgdHrlbSb8B5UMg9BTsCBi=ojUyP=f6K=TK^6$m&$g-h!-1L#PhGISA#EEIF`~; z?zi;(A)+j}>VP`pwIMN%JCTDc#`V75ajmVmJER=zq^%>sF;=QSuE5V}RR+Ez;7(FP z*mreZbA>LK6Ucgy#=#K&E`$b$4rl8q{9|^b`fIfn_m~2A@^f5lGbfqk2gpBnTDCQV zV2CwIuGD~T3`>R@fuJjIQFKC}z3HJZk27s0Fh+WiRE)`Tj>&9di8AO}@ymq*y>T@b z3dYxN%tLF#_X*!<*Vq?%$V0I)GouQGB^M5?qS4yIAY}W4BjdX@THm!h=vzFZy!#T!YVWkpz1kA9?cq^^_6ys?BkJO}il*`9+4y zR#wML!S}tm?}x8_^$P!R@~;^cBE6J57?rZiJ1xv3cS`;d>*S_73nrqKF%S!8Vh4;t)tST;9^pz8;fq%sxGJo z#v6rDzE`&#HS;e#1oVP+nXBwZCb+aJ1gv5899#l1@dAeE=ARN1>4fPMVO{6*G4a4L zkie?kujavkt?3UNiF|F+@JwjI5!)9xWDP5~E z5*iLqmK>k)vWQW=Nc#!%0Tk3f@4JfN2b8b5-nVFj4d;9Aq5b1%6lr`v1uSj^jnJ01 z1ppURAdtbAZ7TD8t`tCncI+wfWAZa_s0*5n0E%CPz~Ue`A3abR&kY!YCY8*Z>!I>q z+w0BiI=j`^eoC)cxg0u=_>>7B)T9Rb&84HO7UaQPbkBl1aLhXK<@WXxTU{ zxeMBd00L@800EucH2`AL;Fx`XY|e@7Dh8h9e@%x8uyrmdhld}ACXCy;i>iUZwOfO zd`x10`W=Ff^s}+pj_>+yJKV=D2XPB3`3AN zrBRRMkMA=k5-#YLP*K+q8)Bb5)HbfYKk|o}dT_tNUS>hi_`B}~{i3ytzC()lA1OKw zZ)cS|85B|&K@S&y43tRFEY$xR(})K628yj{uzvGnfEm^sVba zw?Z_;b4WLJr~QGsMF<;$7UME%{gKf?22Y_)0ictqvI-QG7TgNGTL#l+Lh6%I_eh1d76&>*N{Q7Cwdt9Mo|4A){{y5s6zB=&! z7w9$lOX}pjlj;1sF$Ds&8H_&gMbPhib_G~Te1od}T(-a0T!l3o4X3E%@0bXu{B%gU z5l;0(y30orbW8k8h@ zbRBsOMv4=+bY$?xGLNZB7;izDs@>?GZl70)!BdXfGi3$}WEiE2S)HMdvSH_M!#Ikv zrC-Q!2ZeL|d%)>O#&aWGyPFhwE0eO6L6<($=_FG+QOE&7aB0uNiV3hJwlzQnCF|zAqN$%Lh=cIXA z6WdKhT|7ZPX;%?D*45JcXR*!I`Bqf7cWmmneo(KLD<#`_-n~p^pv%A>As?0h+Y5nm;ZA1$#^@`R-TV9x(k)J5sxTkhc*Cy+x z>R$K_$R~;iO*c$WY;WAQb3W;yy=^V@+mcUSDCorMhrH}Bc~7n=r)mY+)Y~t@6_it> zZ(yz<5$O?20w6;o7^`t z!%(8{t#IcDF@C0}N;WZ^ef<#npMjwfgZC8mpRDn>^Dq2iQtP3?QGQLUIrbL$&I(GBvE~vhsYzPi&0N&M88FUYYyHBGhKoV(mr)? z>WyJHjC9Dv+FDH`(z&6CZ%`ffn$83-5C5|8=%)|OXZ$FoJ6f!|^lctH`H+gnD5R*- z#6p^4hs7|qR%(v`4VN_Fni)f4k`MriI;PV~n0c8-;~1}Wj1JGtN(?VlnKDU!Ab0t% z|N0;8p|4YZ?rHHGf9a7}5~U*vopDL#ry*WvE&j@S2dCR{1J|Rm_#WiCkxHo-OJv^% zR2b;l81NF|5E24V0tUD?%?iRu@9jE(vm6t}4yrW=2HeEW_2P7GB#N}50_%MdTJih( z@#YqP`8?*!!(enZqdy2(T6CHw!XNQK_n8}BCI|iihE+!gLd2BGK8+Va;vZPL*RpTk z--Xae%9T=ky1|Fycm5bagN+_i&?zrWt0tfyjsYk0NePVs zpw;h3k(NZF;r<=dIQm;$Pp5oK{bJjN7IEwX7XJ;E^VvWC`lItex8qZqygXLEcfJ!| zGrD_b^XqJ!t#eFrxW~|ZK((XiPJ))nK>>^VFl0H|OU?6Hf*yKWWEmiWYU{P}OE7hm~~+oWQy0|9n}$O{|VXsQ)aEMT-l zZO)Vw0%I$~s|m9(RHA1uAlD}8x!^I0J<+ZwiD_!X(Qo2gnUmYn)KwMx`>LPS;gYgz z2fOcqHJ8%>f3t2ql+mkaT1nVPJ8dd7c%T)q>b)DLi2)3gVxhw?Qw54%o-Vu}ET)hD zJXUwd;ZJa41fSa9rMr{uaz+Fx(Sjm9C-aZX_f0Gmb@4iuB6W%mf~EVwDn+O>z1BcWg5}F+eTR{BzQ8d3eUTq$<$eQb0sUWF_*g){MV?^R!&_ZQBj zvxdc2+)XbQhT=|sd?0RpN!f@!`~BTZJT;XNU-13MpFhNxEq{PAqZc5`8fvY}#0%}UkIxF+%jB|0~rL&54L%v1Qrx@ml@>d#*xDo`m8O!| z%Y_G(cEv}(r>4z5pEO%)kSjD;cLo)#cot|By!W=W+sfxVm!9NQz1KQ+H*S@OgwA$8 z$MAmKvn!_6@CnYltC6!B%%7v*+QruBD6XJNZg1Vc`z2xjIrFub^Yh)WDOXqTZ{1RZ zR47q@<5TAMVXV!zHguYuEVn@3@1wUnUzUHLp+IFpc#}qyWzkI6qKo&E?YpBl=XAQ# zSgA|(L3iCm^1n(bU9<$NpRO8HzISGNa))1G+T7pC($4yCl}?2!g4_wY-#06(Wae^r z+OVGoAJt#|{h;z#?$^g%W-NzMotf0C{9Zx#+_~429moamd|6fX!O;E-_OM~**TVocKeiY~WX~w7b}@oA>I4ZY0P906J!d#~lr8vY$TAvC49} zohqo+dh#KQQ$+8>>$}4;`*S$iV)YTH`|LpzG4`f5=e*1|4dcKQ@{?2d9(SG)yHg z#fzimmJ97JpfH(8nHS3@=Ouu#Ghqo*6z=aY|L_2FG**zBxo-)An!siQ_5ufo9pb6g zX{do2M-YGjKnazN(D98C?=ugw^#Bal#SZ8Qfg;~D(qr192jIUzrQiPYXC7zc*>0^o zkf%!zizwUR`0hA4Bte~ZtDPq^w9-)V`=O9J#Vtj$@NPs(1N5>olPqq&Acn9GR3By@ z;?ae^NglF>&nDz0(b!}oEO57SlbJ7#lISknbj^-Wk{VX%$g_DD(E5A*6NXRC?Y${V zXnIYA-ko;+K*vKuag(LFB~S0X5y8N43p(1}he&TQ(k#o=*#-dwS3J9=3boehh?#xD zX1<28m$;vZ#ye1y^uX~}@M&DXTSuwwj(oQCSQa@6!xJc(hz=i%|A_Cw*tJ*;FMZif zefwJUCYH?$)M^)zc$cOy-hl&CN3(_MMH$`8{^TUT2J%Cr3nZK16mLY{bQ@9E4)vOz zeyOt2uVRR>9OX1R>!u32w@)fMFQhdwiT2$sFV5p+r4^R8%TiOZ4scq7#j#d-Hn zmmW~o!vS3P`+%L3`j6fSt>yY`Q}47~1V6xKoVM^dGP();SJ+73#OA7*vB2*!VlP}@ zVU|q#@o^FzJRkW2H15g$8bGPY4^Vs3pyAs%xFm208f3#f__z8|z*~$G$kyey0`Rgs zJcZ7Bhu{>)ho17;lpG8raGFgxBS51iH)K=O{ZaVnbqvCemZ7!z*+b7jIe~RiE zH%q0_kQBTw(6TZq0VOPFBsGGK%=B9Fab^l7UO}8FPrgjOB0jJ?U}=R2ffr{#cyYqz z?+AEVv)oa7*MlT(Zg#Lc`598DvW&+zN++lU;WQim=vOj6Hsdpzc&yPhfzLB?W38K;^ZH3<@PC`S4M6lw?>(*$NO6XTCC^321cO?}Z|E-GpZ4B%n~m1s z4Mx~yoNkxA=$TvHit_zMfuol?*G+K~!x8PZ$iGrAYcP<8l4z(;rd$W2@(p4>~Ng_4E%`(i1f| zVw93*I9dAo{XS8>`t$6_> zgIv^ocKGIx(7$hTBpFL%W8Uchw47hSMm1}3@~Ph{dQ)G>Tm30v$L{^PZ&9dcS=iNv zgI532h}&s~k*kKS(uHs33+|py&OLu-YWrYV>`Cu^?XahbZ@0L($}3}ku8kyS^;`$& zvG;wAl`d}+VQ+Y!OV#cq!;9KIugNczrdq+*g^i~V)ZV0W9oI8o?HG5e&D3!oK}6Z> zEj!s~r+W`S2b}H&P_JjUg8ulUux!y^6TcF<&PJFu4-qEapJeyX$o;&wzpsz}{ZZoh_tB2~_f#sm(p!(b zFAM7*7Ml&3B7c$OwKg(&)<-zL;okJ%IV5~|-6=BnGtkpg?Oo9o%rk|>|NKkXWktK< z8Hn2(1M$Z&xvhN&1k!dqU`%PiNgGUDhe?&d!~g=Gp-)_lc#3hB7FM8;G!XfJpeK-P zzN%-HXo*B3A(_R9ym>@XI3mYHnn3+)(^BGejmw*dE?4hbf0+X#F!gU!rFnqCZ4gy7 zmkWUoaL?^G7_fDxIM!x0)8;uuaXz8}pm?VK7TDiq`^YP+@e-USpu#22!kap z;|*&@KJAK%Lohv!9PW^b0uN8eLB}y%U#z&wXdtz~wPzCcLK`U$u8eOLQleLF+Bgea1GM5Upz+7v=MB?T$X}6v}jsp z0R-g^4}AlHPDVyhet}1sR>c32i29u?lr_V59*8)Io@^0GO~*t3i?*ywyfXZ#hDIDG z%@l*?7}93Bs%LdUzD#R^`h`PH54i&CIi-+!MpoS83)~4v_A?NBAPNFSu>_&WYu%0Z zjA(4)!1s%*pg zOdQ@I{&rEh;5Y5fZk}7#N(qq^_cE&kM<{AYng2wRbZIA{WSLs#NxVI{Gp{Xa+MKF5 zKnlkmSbv`BU$Wap?vCevSI_=ZjN>gT=>W$*>oNL5jDlx}RB?p6V~NkMRKb~EDFKh*=aIl%23eB*{7ds0XQukuKcvf%<<;garxtjebnl_*_Egf>vT!^{i- zf`q3#9_-BdaW2c;hxJUnBitMeKoU~@yEYz5L;-s1*E1Zv`-5$N9{vo??Jq`^W5yE* z%GtwNMuT#~X(8Egve(%oJM~g)^{k}Ppj%5{28wvkFo~0j5-XI0DnDH=qu0bq4 zxX4B&Ak>m_RtA1)(c|Cr{Z7OJ-`bsYyrc@0?eYNcj5s)z!&{`wAJrQLjxe-<05=Tx z0f<@?XOo1YJXm8Y%d&fN!Zc9sdAq)j0cYt-pc3^5HPmx)d%BXR(PxgZoass90J3K! zWYVvcHv5!+FshVCAuH>z&y=q<2#^+pyP>Vew*n8bDGyE$Zc#M-F$T_|{glj#)*h{| zt`I1k0G!$b=0gP5QJRlrBz9hDeZe$zf198?u<4WYu5*b}r_dHgs%{op#j zum%RGuF3``fRZ?xTbv!24qRF&AWQ87mVUXBrXgNf1wI}@f@6NdP6HvrK_@rNL`D%D zAa0H|$QKN-IdYw;y3`@r-_=8;*oItwJ;wgOW{dzXDU+ak4;Xgn-a4gp98W71eHfa z@C2mM`vbE-(NBeLXEfhF;wgvWq5XoLt?ne5P;O;(tQ1V+Pd%&*&b^F>*4i)~#rPzf zaG&)*^z3g?Mao!vCVsC^gs&&Q(qT10BTeuZb4tl?l^A5+CcmdkApujGpdnLhDUV}P z+lh};IqhkqAHc4CjEI3MZ=M7JTA;;>i_4#9w~Pyc>%HC_xk#=rJj@?G;-%uk)KE#a zN}c{c=yyPzD67O|uLzQch*vsn;|@qw_bapd3|Hl-PfD2z^--jw9Li`48gS~GMQZHI z?F41TD-hY)EABKN%?vo6Km*|L)Hq|V^(V%uE8IgMz~U7L3p#HZ^yyuy?ysaYdomSt02tH33s}o259_yx1XD^!>hV z*a5#zW#UMzwC0q!?_Yn)fWjYV$@l_{MmDDLykX?f&fC{jVy)>w_1f3d6tRk@Pn8 z%s1~}u~w3>Eh5-7w?9-A_cPehHp<*%d^||1#n^Deq~Q~`0Yn;bXTHgNs4jlJZdwwj zrRt}1Ps8A5*5>UH`}4!D56wR*THfonz_VMr|7&^L(HwO%1Ybsg{Z&aAN=!-cOS}0a z^Ij{n?}N9x4}-EEs{Qxy?_6V}YEjEg^|qlXpy%wrdyl3+K6=CUIIr_h{?B_-W$hEw z?PHCn+xI&D`VN{q$oRCgjkgR?ZWzV9h8S$Cb{iv(BpI&?lY>wP$w|g&oz$)N1x^)qXk>Km7;y zdui=5&iyRy-LO2YW|T^OoPCs|Wqqo1*kj>hiWxjODD@fxjxM% W}pt%=LR4+H4O_x8j{HQicbe?_VJj&=f z$h`Wzy?SJ6c;X^mV(4P@E64oB>Rc?}?UT}KZVi*xPm?4yuk=^t(W^W|)!hY`cp>Zr z>*{mbRli=fXG<=F^+`)2pHIST4tH1IUj5hW$En-@cRkYeeeC`BiJ#x6a;{)qSF-M} z%_*MAy~H z`yZ!2uQpSBUP}Hv`~36d)#s7_Sv#+&roJ%BLm-8k(0lJyKsp2nHGp8~RR~3;iJ?hH zO6a`^h=4RHiU`KPr%6)~uOX^FH_GzTJnr&N|;&XYc*n@U`yP zwRaz`?8#d*AC`XJTL19D5x45HIPv8LXo+Uau%eWIvddF4W?%s43*=?l{@BZJ2&~i+PHmn&_PpQZU>3a*g5PtRqpz)?cV3# z3vt^sy%cn-^zn>qO>)~$t=!LC+YiU@xpOZ#{M&!BcJP${uy)O%fPc57^57Z&QM=pG z+qk19w}ZVEn=ZHG;mYGN{=Yq!M;>Nh#w))quYFtZ)h5JMy>$D2wD$da{`VhlKmOxa zov-{s<|m%;A5%Rg(miam@S9<9KWW$AGejru(mVn!g;@f9byeNec`ER?*8Ok8)4wm)|GpCV*Y5uB?bCnV>;FCq zocFt*NArCjTR)!?xR`an`26%@dHrHt;Bwpja_{No(fZ{N0rF3G@_$ds|JKQ50l|G5 zUSw-kUlN2x+I6J0x<3^rVpfi9s~ODXyzaL$(pEd1D`=3xYx=tGQ=z2IbJtI=pN*9$ zc#W2uw%1QQQ4cv>`PAMp^;9p3md~uCak>^+NS3}edX?F4K-HR6m~}p%f8p5fw>sMS z;`1wXe+HlVo8~X=KC{nnjlFrf{1&r4T4DaSWwkrv=i%zu+gIx!S75dxBZLf}(pv zHU9kEpS_kPLD4gOR~#bkiA7lzrGBI6(%qMY!6UDT`Bx60O`#3I_Vo4$g#c_WDc*?H z*5EpXNs&T>s;>%Qs0~rq3uk(XsxS~+nSsTSsicxj)Z82Y%a4>FlH3mA7%+gT(ubBz zPzsu1O=PGa!5H;R#uM^j_gLp9so~tV`f7ltT1%~`%6e0pKte5)-5G+VlRKgDriGjn z3@F8@2C1$%y%ewvy(w60HDVQp_Nq_?{fsZ(x*G(BTTtDYtaIlH09jh4()i=Oey;6_nY zC2EpbrBE#tRZ?^m)Ov(kZI2@e;8e^L0VK*2lvio%(qI7J1eNFXv$GNi!%}^m@~Iw<4oqtNnXOytL-6a( zJTjk3dO(k*d^HuCncYG{Qv%_B0gH@O^VJDq8g%Fw)6Xil4pj1_Dyt+Nz{?O^8YzYa zaomMzrKesVp}lTMmLtob6CZwR*Sq32%-&N4>@RA=zp<_+$gNVKsAfR70N?fGwMFW= z0V>xi=e?l+eWE2ns!b3heiAt4C`MbVPO5ngf+lTg!ShiP4vx~I-H)fGMgbB=ynG4$ zbCmHOnGatIaw3UIav7}*)KN*yj*?Z%^cV@M_%s0=1qIb#<#(51{@ibC!D0jjRd)zA zczzm(u{X&zu9`%t;1*lo$5)3L3f|9IT+{TMPWB$(;2VfW5(`EK#3!F&FZ)v{6hw{a zKh**R0exxb3h_79KcNBXU=U~qq7A`vZig7oE9=o;`EFy4PnW3wlCZ+W4NZcLYo2i1 zn~6V3p)l-K=$jg!>r0@5G1Y(->p==8XZ^e?Xk1<}r!v6Ni-)b1jWQ*lt{L7>vGfI9 zxNntkgr=S}8xMB0MO? ziG7k4j(K8AKOYlB&GjfKg#J*|h)|FzWUo|B3Tx^)KL=n_?MVbh{?pIWoATXm1pJ@JMrjPTg^N-BJCsmip(_ zB`+>(UvxCRXl{Sm_U>g>b<2n5miB^ID^FgHr?&oA-M0Mlb@zwYuV1$JceJ;6ws$wa zJ!yJ-+4^>^wChh>*KE`KkvHAM?(XjPo}q!BuI}E!FTE{2_)l&9gyw;*!NI|vp^N^Z zu}?!|uZPcjhG)lz@e7}DeWORXvDJaG+41r5v5DE)iLs}XD%nm#?sQ#*Ois!)$P;M)8A*mr!UBt z7hf(fc8)K}KQGCbm&fEw(iZuDK39t$LZ-O*|32LR&up)pllXsTJIk+hpy|!eTA6=y ze$~+a-`W1%BKG)juKK?=P996x7sfh=JqGvg|2^A>4S!WEQ|-0(#{8jn;Y|U}8}y_C zcb8|ym3RKvY=0lN6|+a$-+Ypbsc7fah<>m*W$`?r#PmsyD=NfbyQNUZoj*wZ=N`cW z|KR$Q$}spnjKFZYQ~UR=m7i>6-qiXc$F|xpj;aw{8aJYr2L8>eS!#U2YUCni9X-{ki@mlH=VvyiY>tE)8up(`YVG- zkc}qjkRpOCO8zz4__0|#oYW~WOxs`5eV0bTj^`r(K9DLnUZ2Se@wLH471 z#{nyfyaGpCH+4b?Li;>n13`^Z-*MIam}6Xml*QjJ8*uF{=0qo8%lh#PdpVdkWqqdJ|)9>%;7)QJhw`ks~5b54m@K+XVgn&U!k; z(-itSU48+#0=>P@aYb&wOiSTMKcG1}_TX%k9Cua?&4S~ySnv2_sVEhN!if!x-Gc7M zf_HgM&j3tLdHS2b`%>jx5w!2F0LQ(!mvB-ujBho_Nnx+>W|j!0fJJ^iL^K$mp*F!43!N7bU)3&{T(L5SZ!fe({p`RwHWt``)>YzweDN7!_coG+OD zO#kJ8=@!?cR=ngH6I2Igg}Ce*6syMMLE)nW&^@HJXgO-?lpB%y zlPQJe0t5EtJ`qB33<+?wr{d@EISmOFi#xEBT@D-@|3(;|#vgh7h% zX`MriFyn&Ib1B-slywEG$6hC3;T9q!q}h{hbaD84PZdp|V*@Rgm?Be0ta;$wNBhDN z#L$id`zoa?=CU3DRt_Lsf&JU!Z zjOYT2Q2aHn2G3hhfHKoZ*fA7H*VrT36)i%i;h8S0>mbK`?-%13F~#?XAmiYIA74Qg z{`y>kx}V-;E2;B7yYSwPX~e8@Y9~O2)uoI6eni`49+(}H&*)&Aa4%sIFEY?ZBi%(1 zsDTZtVSJ$DML<`!Lr}pW#_U}s|KK{bi>0LRp&OHZ`Ydetbxme zt`a&le2;a~D8ZIzsX7jf&XEu$?z(#&wYF^_t_}1~9!a14>3A_oC99g>e@=+^Vg$=y zlfY%$+Q+S6L3ORGHg)+~wbGwPCz0b#R8-z(>;@cYKh#^y`?nT6- ze#^@dV|K>vOqrskxfq-Z{CWJ8%d7#P+~uIo#%8kYWqo@Bp+%QpvBlR5ph1EdsGpx? z-d?7GwQQuy^w>9>l|C4D-EL`meHE*Y@L-)QNPK>tkmF=r!cC%mqZgBZSfpS{tKN~Q z9C!}VpNr}lQILh>VE2RmZ1$HWqjspCsR# z6|RPk9A`6Py+=B}9jh$NAl*-+MZje`9pC2lRTz@_U66a@SZv~Psua)baIRg`<3LiW z0rw)2rdQp0?1GSF{!=kar!|2wP)|znH;j>7RYT8HOU3|}xGnAD}$T67*~`usc%%(FuY>@QjY6n_%Z zlO&gmjbKoiJbrBJih}Wfw7kiPGY8 zUd$npF^mFZCk%AQfa_1`!C+0miNi7*)E>j|vnnRFno%K~bA6aShXTW263@B?r5`~^ zGy?6>@%F7iss`r5B$=a7&OSVQ0t(r=gXaG)#*z~}@H^>H46CmeDvgAs5g`dM=(pmy z!(TGrjDd%#(j+2esT2A&UbDYG7N7_v8UoR+wC7buWhW4ry78ZSMxTZU#^US?@zJa- z;TNpohTHt%1>x@Y*JJv1c1U<{!KN;}S3}M>!NbB!)=80AaYNV*aHe{;ygRJc4sA&rtJo;0QWu7JJ$`Drcc0vfYv6^a6`58ybf>s7*c ziX^!+?nVbV*>0}CN+Rnl&DZo|r(D%fQkB!exCq+fVO!onRNjxDc^-wg8c9XT9Wyqe~e&CPD!1jss#!r6^V&GcS7v9vPnL< za|#OI*trk7VEC_6Wi-Bg9WfW;fx2t{IKyE+3Y-^F)}(o7&>vne@@ zZ|_alCA}qw0a15y8HzCh)AS5)%Rc$$lJah)5rHiZ!1Y<-Zc%#cvrvjHARd!DTATZm z$^1eh*JcNrZzQxrxCb4AYDgu&=PK86;?R?V_0LFs{36wED%2bA3FM}27NyZt6A05w z%_W2qP7OK$)i95nGlH;nG(_GM)~}$;RO@{Q!1zKf9Ord63@7E-uKmQZG%7DFXXJM6 zF#8`Otw9EAp`ZO3M_suhjVA?oBb;LZX0uIEqSzS-x8Z!BCn0VJj(scSS(eUdD-hXA z*H3_y9{2?2*;38XT_`+msiaw z$;QyrJRmkc<{c*BO=MhpT|laW+tKfAQY-C=9<*~K)=3X|=NEnS4(3YjLA(x2m*y@ZGneMNeKOHQXXTZcLi-@ST`%w7S{ALk8T$yBqzaO*ZSc2Q$CeOV7n1? zO^_~?3N)XGNgrUi`N`1mEq&@=`V+l}?+#q5Lp@{dXk1_|{CAzNQlh6QePqpz^-f^$ zSB4J3s!5?j;Rj82g2}gPgM|Nkb*=}oN4@%wyV~OP`Di=HLl9kG=1^w_g&r}SBcY41 zBpWJxUX6gp z#)JAB%2YS6YZ-73G%zGHNeo!aUU*34w7$`3=RjlLU=Qk(1?#gCIg(F6?+G+Eb=E-u zy9m1LVR=C}MCqR~>tEr#pQl*nD$oM*=~e(*Yk4wun1EeoZkm1b(63P?bNQ`G_nZV> zu;$S1aOuMt$21J2Y?Gl?A5vDuMS+i-bW}ejJWL}Ztp(-kZ-=kO8#pP@x?{B8w1TKl zAZ>XT>R4&H2Foj`Qg*US{dCvpw)2W7L~ViLACWE+25C68$rOP$lIzVEtAJ;Q4EBUz zI}DAXHIRUI?5hf)sCjpK(3=piQiny#S#|#zb$o0K%=@d+hXHek1K0Gf0kq97GwmVK z*V?pr>$-az%-?^Cejj8DbZ(`YN`zFm8Yh!*M|CvA!UhjJUZ>as^%j_Ux4(kQ*{A{NDT>F=)z{X>YO+?Psj0@pWAJu=MR*8|MqMC*8U>^rma7&? zD;)wOpwE4Ioo8VS)hbQ<%rylW2+!Q5qoF%1u%u%(U$XYS9gGBJ)Nt(2Vbz2{)fy4s zZrs^x!KxREM$lX!kmH{Hw2~$paw00lUj-Ut$GiX7(KbK zKkgI2X)p?eD59q&(;CzfWkF*CPH9z=7zoAWH5`1oVVr zN}p2DV~gc0VUi-20J&iCqj@6~#PuGfT~khAhEKEJnr8pTNf;*xa5PiRos3~A3kSz zYtA@!4p}j0_F?YE>YU}p9Exw=8a{tTz_O2>cdVFq{xI*lI`4KdkLFwOgfDpCTDTLt z;8U^Sx5{ayt?H8%;LrCt82;H{LU}Xjb411Gs1KiGRzJtxnh51vOoX$pq83wP7t<;h zGhV_nRu^+F7W4SN6u`d}-TG22_XQXf`l$6w`RbR-i!W7tOEvJN+7C2WVp?OxQoY<& zn~HeL#ZoKZ@@x2V$F1czx0bEd7vFzac9>?!ik-mmt>ED+1GiR&Vpm2gRz^RpjNe=7 zwSbjX(Uibe=WeYo#I7z@tS)_6U0Ge7BlFQdfpJ&tckbL;+l^h@uUI?$uy*`%Ef2p; zx24{w-mhEkQS~)7ULZ%f*kY>#}QG@|Rm97weZ*8x^ok zYRl~k3=Om8D$Cloj?O0i!xyFBbdZ_A8->vrCzMeh#xm7q7d$;H1VUb*F1 z`Bg(`8|bmFaQPL@zk4RPt<1PX)k34vyIrQY6R@_co3rW{xU&V{!kMh0dN-|GcI+%c z);eGLD);!}zB=pdV=tLqEn#kC`Q41({jBfnK&xHVz}1-U4f@Mnc;)K-%8fw&12&yK z;k5>QAt+qukpKJMGq){8=l$oshpa*SRQdba{70`Rx4d&`eEAPr8n#&(_vkDS9_1W# zPagHTt?J3|aZK(EUWXSXfTAxqC*lqx+`d{&9?$4}vt%sZxp&Adzu&y}ZEcdNMIM%J zY1r=eeYa($bB)Hoch|_xkwRy+H*VD^aP?6Y%`crFr#Up$#MNKlH_BQL7~*y=^L7M# z6`w?Lz2MwpX31&Oy<)mB{8L9RK1Cg3Jf;Crd>k#^ViaUmKi;06614{~jdA_@BWVi+&b z&^;U-+7!Hp^Z8BjpRZu&V+i9@No~9rl!xt9RN$<6?fNmM_+iLtdZ6?tK6<(JGxy6= z2A$PM=%okNtA)KA7Et=XEkCREpu|?%IvDLdHGOp}eYo`xGxya6#NR8z-y_VcItqGH zJY#j0yv==~E|iGc&Etx=W5G4>V@Jq>(D`rTF}E9k+g)qS6zJK8b|?}H= zQTUj)da$fHnSHS{a>?1tMeSJ2{(0ImpR2mx{T;M!^iVd>k^lQ=ZEK+WUEgOyT;3m- zI;@M8$f-<^hGSfwC4vvC4ZyNfwc>%BDw}wLLy?xVANu*qz9JU(CtxlM zg?Br+lKp)D`YNnvKSQN*bgQ^Bx74Ae?eT#@ZX7CdG&`u7(y$~>M@mefih$`ajoYAj z!DPEnIV?+)?eya1+mVPQ#8@1)5>hBt^fgi>*HFn+ti=1ZX^(<=ZM~AJdF`n5YNLTb z_j8f#PU+`*44hJR5!n*%btA&12cDngx|{%2p41R|Mo5%Us7lB#lZmh0 zqm#xdyz(@@2x8UBQLT1rNnp(4VlfZuE9wc?gx{~p)IYf*vr#|WEBj;ZY|4W0nis9L zBY!X4w@*@f+4#(y*|innu`XQP;FZrtYXHyjGvs*C{LXBtvAH^FS&92oYKc-;{5EeC z?ptk9>!=;wt+3dhx0rsYiFVK+$K9Tw(Nnf!an*Am=c`#%AwC29EdKtu8SCVrs!q%w z{m!rZL8TIgy`lqKGyQ3$5~g)sHMG9tLOYMI`P7;`*3mGzN7DHiFH!u(`K?@@2_vGi z(p7V}>2cn{Nuu`xeL`jB0!wpgLy1=}a@R~X{|I-)yz*D)#;;lM=Oltta!~>^Uv5oI z{qBhNud+;)BD1*qGBPHa?srdrOc`?hRpQrTDW^{i@Wb>+s7s{p*Jj}gE zj%Eo61eJ}kH^aSvT7e6Ku}v8ur&A$MGPJ56_@x!EL`pF5&7Uh`O5 zm!^0>7h~|9W_rCRIeV9BaC+PQjmhws!Gl>a4H+8Sq6;LlSz$0Hpl+dp)K*q z?0Y_yC>vnO1FtBN?R3qEw{1D6-V6?ogVJ>r)+5D1s^!j2<_9MXvU8yN)hE6pg-dgm zp`QLU`gw`tpDT*be#b9<^0ii(cG>t%+oWFGWb@%pp>oIOtFUR4&XH%=e9e4cdB@Um z_~7S%6l5oCGMKrZym$Nk=JSUi$*(*V+HZkC&t84bHbs9`GK|VHeL72Nz`@nswlY^! zo8S|0h)zORs&_nV>`M`R*^qOfaShtqXUz7U2vl&Z=6=}0U~Z5J+-?QIDucOh75LAU zv%h`YyXu_jud%(O%8ba(Xvumf;`KuTE1*PU#=VGYXkHrVapfc*_4fR;^a%S8ahQF- z=$ZCyX@|$dp$BCaJjQ|YBJ&cxnnpaIs{$eEHE5Jb>$KB5Gxo4M?N*l}T4#QCk zo%~;qFK3S2$+vaTd`I#!u3HQaTO6Llg;|4h-|nYI-?_>0Uy0P`@8QGIYrlH`tIUC} zDSk@jSyYI?L*r&sr<6C7T_Xmsubt$$pKl5LIMaj$9+eEo?5aGpeDT2T+TV%$D^1}c z(XkM=B1KT#oDj>67vV{y3tzq)_%Voj{QDHLyme#{QNDUCYHF(pF5M(`}?P# zyZc#N%&yw{pQ+Tip8_H>s}AdbKM%)!i1_iZG|J#?9ZbeVJdHgqSwG)1(Jgo*5cm7- z`mgPq56{2qKK%Rn;kBdihnK%{UH<)dHTg#)oN0aOz8L%V` z+@u~vu?|{^4q7V@+87Sn+78-z588(gI$#GKiw2$Q2Aw+wT?PhS=ZxfJ!BT`Sp&058 z9u^t2dI+JjpXdfIOez zxvDvXL*dRipflP8i~bmymdwoy{PAQUc!Nr($^@)j<2OEZel+MujTEEpa2AynIWJGH zO-yo9_aqJS+R7<&H7hEgLBKc`GT*MQ3_D3TQrla4b0@faRNA)q-C*_V~N}cy; zeYvSTJy!9LMlAgZ{?tUeE3tWQ^yQA(%Nrv}kyvMXYMCm41OzKgKja>YO)<>w81K{0 z1KdqAmUh&VZXU_>&d#C+B?qMVQk#zd8T(<7k{tB$ditoMRizeZq1M^ptW2twda2fa z`*?L?RL1$dTI`n=V-(Nlo zVl5oQ4t3bTH)T>^ktWF4_F>AjUKenX(p^+Z@E(vThV)i0Nztcw$PWZGD zpD|SqcSnv?+P;)VPtCGOHs5Hvn8hl7Nuhp}xInMt4#7em5oodr3C;RCBgqRLCOUe} zOI4sldY$|^21Qe(zxL>JdL&)4(SOPlc4?!O-wBZNsY`v6%!A0u zFXrSjV`ndQPumgcMT;eoDSz!LLqvACI;W^6+_|)C2}3Q00!X1ilH~;xjyITtaoN3QSaTcnw^~MIMCm-{! ztQhfT5f)n$&mh#CUlCki(>u=xxhMLR%)sJN8W|+3Wr+2+WB&9fDsl85Z|@KPb^(b= z&nx5uz6RWs!l~|Yu}C*2_J-mEX0CcCspJV%_Xyb`BVy{3v$I;WN(F#y%8zREy1ErM z3ur=wwxO6OQc958z13~s(m+w1 zV9gBx*^>smyiXP3iPf_hk+nd6O(*O=hI@y7oN}_iW5;C$op z*6z^gJ_6`HLj)+#Z5&OkpPO}dCsm1A-WTJPfjIDKBa`#hQ$#hyo-bVR6v_}S6~FMw z9NTvMOH9^U+Q2!mh>6C@!T%coUXQZk;Vn#1fky}$%k3n;TDmc}pY+Nv$umCtjS&?b zoeKk6CX32SRcS1-IQ}QNau@8=O5a3qMgptT{dIiMiMA*E|;!u&|zN{nenWE0^o4+ z;P|wZtc=_3Y*VC+Dgn6QBN#HbJbhu7sm*C3_W`})JpE$!nu75H>WY5@uL~IcZZW$4 zNPqMzO$0^CK(@V3TJkJV_nt~=l9kokxa(6D&PhJ!`xmYqMSx%cFR>r3r=I7iDI-JVCrr(7m``_ximWREQ=lWa3zGL~zx0hzghSXCk8v+~XBW zOdjB40Wq3NiZAg|gKAaqBD?OD>RV#PfbU7*_c2?aAMG5dcPBM%5oH|774T|hk-+%W zyAc!V+8NnvzD{~5LZy+yq+y(8WDtC~^$mSiFXr-#H+T8uQmduR1N}w5 zX)AlyS8S!9LyW~V@7m69e>QjS72Eh6jZ}UKpb6BsT%_4VWwz8T=22Uc_XbzJEI0X$ zkz#-MzW2EnyI3U0cx>_{*Bf=q>Ul`8x-UznLhe}vjU*SaFJJ<3552qon>S)+uzWRO zE}*>?R%t6%kLW5gUvLDWdiA4rZKL0?#JpsPVTV6y*?viFDFpm@yODZuC&@x^<;!*o zDt_#CjGeeE7Rt})rOvK~1pbarSu6tFGIsUYS*D#r-wbOmg*nh$JsOw)P&sHu-mE*o8Ba6x-}`M4 z5EptpJV`ZA=Zq`H#|}A5j4TP{G+C!u*v{W&1@hU-23EF$H24j=a-?kgu>e97IY9B0!Bu zWkRIB5{>T?K~RIE{1j#xN#|cFS3L^ut{~?#)yIEPi8Y{|2+)@r5Zz6$%J{}WiXfk^ zHGhTs%T@DS^Quw=+0ek{8$!2&}7}(_&g#(4egKMo)`92bZ z3GVj=8-w$R@5YGlYEvBZjKd;=?&}Tn$AFwMO_6%sVf(`5h%;mHz1a;S$T`h*4hC{= z4L5h^{$4?J$Mccib@0TjJU9T#?0;iq>z$x9>Ep7q55}EneS&iDl7|W9gt27i*X=Ghx`!!y@!*mrP%Yx*?%7X4*Weur#)5+s=!X<9LRaK{P?=b0 z6d@S)^b@T^oq$O&4Vgv!ZDo*XjxHj{9~Ggn{(ua-mg=Y1toeg)0mbO{wlYjY5^M+B zDK)(v|I>)|oit1%%8{>t2J5f0pI9bRL{C+@k@Tf8apAFuXGfy^D4Fg-ZAeCmpk4&1lmDlKXBT%J*ZBxyAQympeLA=nvT#_a?-9d%W~B5DSa z8-;sO{w08pi6oOVkQ}OeX_v+ThFVg+KEL=6J{HN&u3E{NEV`O~Kg~`DcfCJ2d04+` zCY>{#W%Rj;)L>n<%GqDf&ccG+WW5(avP`^O@vo%xe+AiqH>IxFz`uSOPc>X9yRGPZ;CpKnp*&^`m z6q>@R^pvvyqo;Kycc-|_|8=M=_)Lwsflp-tM-HOdJ~O|Z zn>5JgR~g8K48je6MUs-xEn;(?C^vQs&;{C~qE9ddF4@r+MMWrR=3vYAUz0+7%|(nz7JgY(=Sl;Bij;h+}y zVygf-{N;3z?IFbIVm!QA#Vh2k29H|1@4i>$my zsMU56g?!4i`5@DD)LrXPAhJAU#-^cWGo^^mIh8NeO@EEKMizePG+l{!LmlbIo{-1P zE2OXh5Q*&;R`x7g9ruQHgJL&jF`X1 z;SLxPdV$m(C1L$Yy>}_By>GPcf1wQ2KfZmQ)4XqN+|Hff)MjW%$LZ}alp%?y5RcTi z!-k-yFRhayaDYofyW=j(%2Z6&=JsHn6ZgUm_OB>K8F;T@5uI5_sh>FJ&NjYYJV$RA z`BosKuu6vS312b$R#joD-J5~xPa<1smbtQaJ=;c)ZKXbR)eLrQHu8`hZA|Xv&h(pJ zBaH))Wc|$jd^6LdaHThnhvViqwSLQ zfJt!6z~gVHbwK@dC36lTFxrP{>W(&EA*c#+bKA~BTD^ujXtcmZn7jBMw{((EdcXgf z-YDPe@2L-KQd#qYXoL$U=#0fI<((6Ol3x$f4+?5zJBjqprP(1MMJl-}#X0%IBih_N zYOZLf^h63@E}Q3x>UHxlQ{Fe%bpSW`1Wp(Vdt~6Yi^hWVtSSD2;;=DEQ8>f{IAr+y zhUHQHu5!Vnse-pXLJ4Kz-#5~-&;`=HXPF2_tMnwKzEgrvipHAjAg@G<=&qQP`l z)oZgW8AZ>}Q((4U<((HE;KAjfoTkL?!`5nDUAfCPmbiuhN)<8R^+&_7y(hYDS#==> zA|C85eIJu$xn$QH#o=`)$tYJLey1|O=At+0X;}xfA{J7ZHA59uE^&5iBL0RhE87QN zLrxAXKOB=^@3`^3L0sbt8*@Ob4q06m`7G7?;3OS2T?>s`q~e`4$ubwJv!R_HCKA|@K_hPq>^Md*x2jo2JjPb@I`{8c#%*Ejl@{V=uYND47QiaL|1fURis#g&!iT8~+lN0s;Og|k{Sds0t<$e8hYZQueJs!b0fD>(d4Z$3izzBKljF)QT z(Wf|}k37flxI};myDkh;RoJEYpC@=0eY(&dFNPYJ?sp}Y4EFIx0)I$W zK33S!w?$OT_O}i8%|&v_6|Eh7GCh3hMvMe@avA#GT87*~lxv%Q;7aocCQj4SVCtNU ziF8rZyx7uyYZ#urb-YqiQ1i@K4tI6cN$$&tHIkd-cYAEW?gK@HQss|;uL1jgQAXiX z$U{Wh>IL#Up&w;|q5S0MR&-=+nRm0p_b3#?g>dI-N@usp}yp9k9HWc5%0nnIw znS)|fl9gUlC21C&z#2fKg2wJOnZC=qMP2L>ljUd_(}(;@=}baqmnL~;aiG2Vjd_c| zI}M~#2tN|4w24WOsX}V|P+pIzTCzh(31#3*sbf$~m?DFQdo&%|{p_q*q1KuW?=Lr2 zAedtsHJ?7U(4r^mSR)K}qm4XdkL(K>5k~S-J^Nr#KW%Vrj#4_F3(iS(fi>Xi>El@$ z6UO!N%pnv@_4%~xR4InkO8e4$`=WQM5d#TX`P*rH=3}ijp4D_{+nR^XsYgEgmOWlR zD+x~MEr+~J1j+!+MXhriC@EyFqBvxqb(J0Fa@@h|ArXc>+kP9f==f5b;~eQk1cG7BeQYfy>Y+zcx9H2QL%8c;Pr5Of>RCZe&*<%s5Cdt84YGT~-i zvRqd>n|7i=5uJi}f>8O5s2%EVTgvbo+fv;&&g^-;ERZNvZeA5%=}nm2>s*t*`fM5%+&n@82sPFjOBfDSmIE z{@$8+;BI~3ck%nb>+fHRV?YfUMu{Nyh9G{4VDW}vd5I9!h7cWzP~(PBONlW1hA=mY z2X`8-iqwK1B!$OGM5HuC0-0<*HB0fX>A){mhdt(B>WTJRuqP%31YGcytyYa@2Sj&AcoyKH0$&@>dDS?uy z4;oWjB$87a({dyuV;j>eB{S+9Gg>4wl_b-9C9{SaYdR#e7aFtIBy)BpQ${6oe>dhv zCFg*e@))J^*~z~7my!kIQn}nxg{n=3I#NaAjRlrckF0%)+@y-{G!+LPgxfcj#2q{c zZYs@@dR*L;ktkJG-xOLV_2f;{lV0D1=S}64zQOpWiZ!Xq-KNMWu8QAHPyg0OEG5d& z`^mEU$?r?mh(E6h_EDgwiZDx(>5_PQDfP_$Fkr|a;!Z!9f}#O{yJ8Vi=QXHh?KM7^ z_#YIVWmr@18^_NAHW;wc%|tl~k@Q?4MQ1Cl`XfO5MoD!7q$T~~$F#1_0u zrK>-e(7>TMaKhn`sc9T59T6m^Ck+s(o5}PnBn5q` zIT7iiyUFr+sd&GDmxe71GOI5Wyp>glA=v@1w1~ig?TaDFXJ2q2vEhrmU|9c7Y6#E= zbe%~EY=Hr~M3rE@UWt|uYc2V`yA=|{ak~2p|D@O7*)GOzFM3J8Vhe&gLpr^ZrRhK* z6fmi!w~|EO@Y2J=aZ{0$Mkd8!NboL-M|v%-b*Iy(S-GXj)NlQ9>#o+^dQi&}TM(_- z_g0x^PN5+>9^w|5gufXm0|&q-WG>)_6sZx7YXwyIc0}5ag6jJ$nEDe6=1OV3KCIk;op(t>VFF^VDJH5VtPXgqbdLqy~bTlY?uI?l4*c@fqte7wP z>r2}|aQZK=9~)8G=o|pvj|!l4!ec zoJY39*mp*gw)@=nV$b&fJ;c(!AC11&LR|xNUE8PXYd>?-8>E#+p9d&oAyc6e(%}&0 zXHs>ML`7#xP#qJvD*?+SDtGHnFil-Mvv$b0M%msHiH@ZfWE4b+$G=9%Ax-|%vlTJgB^{1 z??AJ6@;?&8AUXx!OYq;`Zg}X&SzV`6v`bF&=0eMhc!x%d90^1nJyH&h)(VZY>Fi9{ z7WS8yK+B89$xFT#7ps$(dfA!K8Y=nrsC2MXYP(ZLyG8oHBher7SeU}ixlUR3uDs1o ztZ0{f6hw}@OJP_{Ubai|Td0C|mr}ZqqE(l2U8vIaE)|%M@{KOlrX!Wou)MUNs&xwJ zs4lf96otU=+nkb+<3g6mYO^9P(IOFeQ3IL07a}S5{F^ zrCU#1QQxRr-%8Qoa<{>CMZ?!!T5(uiRJYMBMdS2t<2*%^(r%MSil%klrfrI5PrA)s zD4M_QHh-gN@lsKHzFQ}~?puAU{OS+G;TuM8yYWaRYxW*%w33ZzkBzL7txAvfs-mTB zzNJ~4A?5fFb&sugkHZb6%TYa-Zz(w@E7`pcw@lu)toyEc_1BSGgyWN*t1pzCU-me^ z>A~mqSfEFAY$L3idX74kTqsHeST6yo?8@EaG92!7YugDHbmix-owEp6qh1dyWzWmX zE@;YcGtu5C8Rd25UiWkvkE^{tdCI<}y}nNsy{eV3S^e6Lz2J=m`aJ3lc%vNnHqx^$ z(#$_nCHVKpf#3d;fdTJ(gOMsB?Eg7@Qa1ahd?S4n(M}B0jzVatAfAyB72x8t-!}vU zgSl0rqMk(E`p;A_D!Q%L32B5#!NH4&v84c_UM2P(i6(j|;zvZ}`~Apdm4xjl3CT~Q zo4P}hFA-%VmS^BZ_7ll&Fmn+u{=KcVdCs^Lc}PihoDg+Wd++8Cl{D|Zw9?31b;q|5 zFA+t6*bXGKv`_0;Px3w~DLIwRn0VU^2g5JuG$+bQWI+#p+>XLAsP+Y~&e|_Thu|sE zsbSwzZ}b(Q)$UwZ_W1qN{8n`EGZM|SAzXD|)@v0_}&P$MNq zBS5Vb_Oc}Ev=o`1k34N;i@Ec%|NfhP+bC7jOKQQm{vw28aofpdDYA^~YdRksO0`eE zIZ=KR2V2mE`4ACMvOTm7K1oWwpnj+h$U_rLsURubDT-SF6_pOG54b+3S2nN5;9)1- z2UPm+m5HXnix8SpILgK-E|$T^wp#lv?+>{~vPjohw=PnmMpFOY)0oB~wFfFs zyR`qfT=uaui-<{%F0zWr`qO_I7|?|d$3ykXV9AI{oOEYy8WQ{lmVSSV$^~z zgE6tRA6);b435ti%Wgt=*p+RQWWLdQZpmG+rflKX|10kdpS$J+3%?l<8R?wBnD>Bp{gh z$I=Wu&_<@4R827(ZuoQl?Cm8@vEk>UBV5o|ImpBcI`T7PfQL_?j7|~Ti&wcnz{c|w zIz9lMgiS}CPS>SOCXbAvFBwOlzZCTwFMal|?fLklXC`$Tgl3IL-cO4uF(tQ$xMtL^ zU^R5ZZ<@lh#Bc+WEYF8we|0VxgbPV%sYFEh0JIsjF`o<OaqHsQI?ZT(*ols`q91m~Z-IM+ zDLP#&gLEEyYXhy1xYyFu3gbw{72dZwCKiN199eGb<;hW7Q!~S!u+-G~=`L-)^CVewUck&rrrU+stN%h&%oTkaI zW~}UDZNElf^<~%Y6dh-96)QtTOpE0M=a~KKJzE&a9I-(hMU`qMyw~Q#Dh+D;AIv3} zRd4%=Xnw#O+&RB6iaGTEcewrb#iLudD3sYMvrZ6=)C>v2XpSdSaR$tgNndW`b(<7# zPgb^d-+S|rO&4C7g4B_!)MI8DFh|hfiz=RD)OT>Vl>+7|JC*$E^*;0;iMEC*42mcN zNb!!GhY{m7H=i7~uwY^Jn%KKJMl`|hVh>?>7Jm4i<%CWWTVSDO5kut29X>9}UFks@ zbR&|av=T5srLvJ-C<#J0&re@EoV0zTdAe69s|b3~t~)NXM>oZ;YkoY;b`2*yW7MS1 zFt-m-9X&P?wzHkKP}^Uaw_2&0e`9STy|`d&ZBdLfcdGT9c}cr3F?@=DHL`RyWNM_) zw%a$t#^h!yO9MfCo@K$kz`|k0)4+al#k(@c;his|(9+w>ytj*+oLcrBbP3P@Dm$Nb zURhcVo3$u?;nfiM_CwT0&gI1r{?T5!z$cp}Yd0H)C>bA5{Z9XD3|*97zOX6$&T@(2 z47w0i@_U&RbX45o!1zD!EE39S2FK?8`>%|F!k~_os)`SARS|{r>*P3lP%zfc#SV z{lPG^;l2G)&Ku{hPYRN`rF`LSt4FWp-Z=l9qA^_k`G($M^>Efi_U5%GPsZMPw$=E4 z`1RH`&*k@uZ`+68??c|W{P!W|$A_qyMC8MjG;`UtlTQ|@6pe_HEVi}N?aI7_=(PN{ zwX<*BcGp6`_WxM>^Mk_7`{(eLEE>Bn?aX`rYvsnrzilHb*Z-ZqHhP5r_3_Ph%HQO? zTlTR``kH6-`9uoh{SiYLe@#rS<$2gTL~~oac{Djmq5}~E>~J7KAREXDC+&6nHcqM%MHwwKHb|1ljcmrSN}h}v_ZH*^ zPHu8HERWMw9i~P!2wf8quQhzvk*C%yBmya)I6KAOWc#-1FxY48G|hw?`I^Q=Q8h5L zv@W%Ow#B4G^U5L!oAu&YNG>FL(sj+ccuIc_^TXb_oN895yZeh$SQ<~*`fL$*vmo{` z!&GJ9AjhJ}T|Cc3&-_TfJQ`Z3uyJbcu=b`n?N~sdqulCd>!{ZIqH39^oTfql#P5I= zy;%zyrlTep%fUI@dKR!Ll)!c|Txdp1?yhxbS#=@h*o)!%Nq%BuVL8meP50N4eq<6$ zT8RLkzU!`PCX>ZoxoWRu#k;l-f>LGpQe9PScPVD>xnVWs=H7VrchhcTMGe{a#NYbu zqJl6GJ|rW|UVAv*Y;yatQ+%3i$sq&jK#)BKWlV^?>yZ7sJ6HRrs91UbNJXz=1FiiR zmz*mLkH1F*TG_j3-Wp1mR^8;kz6_SvV$QG({*@oK0n=GZQJ*Bzc*i*bnoQfb9&kx0 zgv!sOn)B*-1$GjLoH|QJ`&aDAHlnhgSCmZ|*oEBQ;MrE24!cdfIi6h^k{UXqPy6FQ zH>5ZuH4t0F<1}ud*1V1o7cS?U90#j$bY@BFuaF})(zTTtSB!w*i4cr}W`&ca-O{GUnM3vt`xhB)){@<40c^5nmFv7~d{~Yra0U zzbvITUPvG8CGo)EGMx(FANW|rUq*zq#&6oS_TIW%uU?cC4V*B=RD-ncpwJ5lQLnA|ePUV9t}pE8Vs5H0$_3&BrrIYVjLXvGMQG z8-`;FScV*jKadZ+ZypV-@E)ZP#95}p%pDfcOSRQ!K6mJzS6&+ck=cj>`Fp0QiHw4jTs#51|?62|-o$Hp(YI`gTt zRx6oOl;b>N_9arxs%RTZhdj}LVq-Pf=$IZJ@oJpL@~Hef9KCgIOY~7Z%Hd!9&(wuW z&GN`fex7G|mT`B=d0pST(UTACd`HFTe<1mfnbU6^L#b>tL(yY@_9;9kqiBkKR(ml^ zkEj&F9WHGL;>rx6Q0QU*wr&6|>F3Uq=UD2$_kG^5KmcBpA2c5jZjYwJr=fz~SWr5A z!H^IUu;>BAGiw_D^@w680zsxgtg#*%D5z6=n?Clgaj?7j49=#Vnt8kS3KsUY4%{P4 zt>i_G7@gwGyGR^`oKG(!ij!{aB}(d|EQf ztr?Y-CO|iZPnb?loerjduuCO6QMHU^SP`LrV#TnJ8eGkPy!M6RbS7k{9SLGYe$9I* zAc~?t^!s;!Vzs9GiE8{E%*Y?&%_PSpKI<}u&zfjwQet!y31QYe45#jxrafdfnRQX` zV6pD7l99VDFURUK>tuPz>UpT+aF}!@ge_#&%1w?vW)|ni_>8ZEJ$2SHGK3?Ck(x}+ z@Nu6luY;4Kbbxpu$9^khI!TVJ#ace=kgMkq&aKYkvy2_XoqaPyhZepQ@jl)kqMS6&(D3> z#?~n-BQ5Bc`2B7x)`!eZ2*DJDipsf*$96hCw4tx=WY3(taDua3K(F-IrBz%dsr1nD zBqT*fntey!D!UUj94b{h=XCc->Kj)2dWiIYoBcr`fR8+PVG4=dARlkeooxdk(9_C?{HoRwuyu z_V`KwNaPPXKUX+F065xYf+`^wa$t@hb2S^Ftauft4ASeL<2+TIb`QNTIx~{U! zBiAl?+3*SwK;+`Njm`xCp$gSUy@z<{98>NX^-R_A#182hJPIdGn@ zF7ydFR8ejoSeu_aAagSi`3_uZpd{2J83nE29B-x$(&6pIDg2kn2_+&agE~wjWON#a zF+mR~0&%bF0Bqg70Fmc-%U)&*5 zs|U8?zjRH!A3HV=iHlp~U@S}_g#*}m12i3ab3^9`Kl~vMEn`7rN0gT>0zB@z^R64R;K~VI@1*P{vFQUg{Xb+~6b$NrDY+-{ zKkm6=T_fzqEL)-IE?+Eho@gpqV0&p1rTt5WX@UJ*k;C*CUmB4ya)BLBKr?{=CVuWd z9fz-Ea245snQWH&t3!mqa)kxQ?t#A$BryD*=c;g!o%RJ9^QxSPb3>9d|E%*HR@6MJY}z_lb-zQA2tVgHe@-<2%a6okRMpAo-f#zL zBBQf1;YHE>K_aVq1#JLu#j4#bB*Kwj*+KyW=_DhmE1156-OEcp)v$WBEGl%`U+q_F zHI8&MXH!;D61%(vzxrE7gbfr4=9VH_o|084R2YJv4&dyH4kf~OTzS=T4tWm1fF+md zvA$dwFc7r4Q>m)-{W9kQ&(4BtH5=Lwq$)ebF7iYM%VzRll81PNqsDKW7heMAg#s%> z1N}R3pTFUl3;B|WZgGUmXi0c80A8~hKH1<#txFr|P>pQNtsY4)O2PFv`X|?=Yd7ZZ zSAbB;u78X8P&lq#U0wi_yxYrWv);Vr8uqs`Ov%AUQZQVaHS45HyY5)qnqAtyl;yp$ zCa4}WPKQnc>^a>AB8%y0k_L7Y6=bKVIxDPvx+htP)iMO?FUC~40J2gA=coRMl3KGm#D?2^CF{~RFuC#=m`n?sm;+UQ zhOkCyxa2awvx2FiO7hoa>?KuJ?PZDoT&Z^n{>))$K4yRilZwnXY6C&fyaSok3-HLTij*V`CKD+bnm8mapalnzL8U;ZPu^tYjqp* zR@<;#J5^kIS{dIYnR`%&_u<>jGBR6HCC}iIrLI$6PoEA4HxKWhj{X7e0!D_@N@}qZ z03c1!30kZ`*aD`U(Jv
f?{>i{~79(!(8i{>vPB24Gb}&(6>SDVf027M@N-lG**+2js zpnA2fqfCjn%7jvCr+u|N=)6!{_A0~FpJ!3+t|sdeVAG7y>b*}?~|yYZs_TC2ptg$72u--QHcP6 zst%g6v=Qt23@q^c?)^wYZMCCx4j&heV?c-JJA8naz^eWre7N_@O9u^`6w~^M0HX(v zro1+mE{wJ=i?2kV3nv;a9&^4U$GPiRZ`b#(u*wGUzn0$T3w4DagSdeT+D?9MeZanu zmxyHs-{q}4XThuG@UalMYs%bi7jjddOT#b|Pc>yVhW%w#x2#iEFa5sqM$>Wbul3Sj z)cX$~I=nNIF^pR-z;}9}l`LaNcz^CngU2y>@X8YGm?L@DsS@bI|8_84L-X*CQ4zVh z#5OB$f@^rQLIJR93-5v}E0j2|v^xLd`KqSF>ID#87^jTq+Zy)#45|H0fB4yT5TMvU zI~`P)%_Y$2etTusbBUfH3fBP!T+v6p??Qp)zY9o!0B^s^I|wX0>44h*(g78-AQI$@ z4xcjyyv8HX^4qHN0f2Fk-2#EW8*>>`zS%x(lXeWBU%UF2ulwrgK7{f6r)v-Kf9R>) zr;*Ohe3FQ@IpC}(Y$tyfx=ppIvmC z{)@fW$_8K0P2r#UyV+&`VpxxN%2r}z+iS!n^yl0B-~Jz?cTRI#-;DAhm}M<6TjZEu zpnssDN2Ek3f=ffJom(g2d|FHlCOb@j>sW(sMKrKbEp`yvyizLWpbw)iTe2fr`O&vH3myG`}ezp ziH^v)S{a5olls$Fi=dGS*v#fu^IDy{enAHtsM0pzgDlSPZK_LhS>Hr zA$lS0(c$h1EWcPME#9uLRd>R?*y1$yJbPayE+sH%4ouHT*Is>*tNHZzezj{HC8+Df z=H2Yq@}Cx0o?ZSmCH?f;zn+`;@5kT5Y8h4s|NTAx^GAjL8u4R8DN786;%l&eQ>}-6 zKJGL^_+uiIWf_wl%e4&GG%iaqLVBxkbWtLA(&P6@487EkE>AR%yWN(|g}dK888vp# zQC=G_Nmsu^Rb?%(X>6D0)UoYWV94jRm5h^lRipF4c;2Gu%ZQ$5vBR}Y&yp)auRKey zCD3@4x#gO8m3uwR^t$WU`pWBG&>)TI{Y%rQh53XBiyryHU-U)IWB$?XWD^-oeJZ(r zXNqY?GW@Epgi8Cd)`)#(E2%DdC$>|2H)!IkU*>P|ua-I2xOVMoBeVPp%O6kpHML&( zCH|n!GE20v>&}T^Yi?_!f7{?c3FqcZYq2x+C5D*+of9&z1G=VV5CPpd%8^81&r*=Y zUVHmeY~Yi%Ueo<2o4Hrrd)1k^0|K^MUw?nJ(Tlk8?5zA7|G%bJ87i`O_5hJgsA)>KyIC z@}W*~o)>fqk64qVI&hpXv%{theLqd}l+z_c<$l8o}9Qf9W(cQwu2hs1f)5)KYL5*>dtPc}JJ!Vr{G7V5CBY_Ca1No*s9? zR|l*f`R%uT$W{CG?&YN^hD#jQBMe$BmBVQ5`btAae7)NU(v7b0&ClBbR@%KwPtu+* z{`z4R^xyuIBp4625`N1k2~~wkU7)Xmo8VJLcjVHG4sRq82hjiaywvD4{gZk22%Tbm z9loRr8f`IM#`txJ2zCQ0BE&0aDoQ;Z0Sd)5^XE(Xl$?KiRM1CGfoFfUFE#d~dy}Jp%$!2v9-dCs>85(atmF9AAP>QMU$Obo9uC zFCop?c(+z|yQ}>AlDy1^KV*igisYZ1Ali7_RGuv?T+Y1O|2xNHrT@ZSw{LaYrmWJ$ zS$dSPH26r7o_%o`cmfeSC#G0nKOnb&tc6*@yKe1z@{^fw_C2~Ri3_#fgP8)b5E0$e z1=?-LQ`jsgndnzGilIJCcL2zhdu4iiv{}}P`xgTd?^kJV>}=4xo+NRbcGBuCRMK5l ztgdnS`X$_)WroO5bf0t7RId8KP_Vv|_)X&@ri3O-W;KLiuBpM=q{}+@ccJJx!H__W z;()X(N<1rg2?gsBNx{_$GE+3TVeuKl+;P2~_!lJ8DMXN{3lHIOVZ_a*h%gN^%ww8d zv!C*EJynj| zsicb*a&JWI@obLM>ls%$^^;hdvE}BTT#B|^tM(G}8A*)c1k)Zvase~|3`WPOV}L}C zF6p4$qektl!$k}oVV^2$;bWO7bdS9k86S`{K zeBJbS*ShcS*?HnyUoHlwchH369z#W9RE$u=S@#RmpLSR=eP+E7UAy{Z9ZQ zD8-tf0ASd6`^;X2VlszTtJ#DOU|J;@K(A~V1@;*u9LlArV0vX_2!_gbM3CTHT|ng` z!$*BU)!3Y>BEgY_n>--K)0Obi!?9t^AR@$k(WEIg+rsAvfODtlsNX?WO*r8h6RhZ8 z{0wBQ!a$XlKMhxNQyy?t&~G9od|d1LS{$2Mj?GovWlBdHTN)m8^(*N9{Kf`4 zb0nxDS>_l3)Z)Y5QAa2De*;JoTg`-&gB9WOkoJeX?lRi{(afCQr>4mv&?zbEz%c*X z8Sh{Q^`7X4Hw#JBQvPnTMX~Vb=0w)LKLoJ=7@o8GRCv&HWCR?LX=fXSA8q*Y&+9Io zz`=qg`v}J7{*IQXK{7c4|0y`y1RjIiZR>%BH{NLi}5*NXTsjXkZqlu89calP^GD^I$wUFvJV7)b%Zr<*7h4y^?70pzFJqCAeJ|v-Nij6d6rptJ1g% z(vlfAtg#q%a-}+*HvMCK&LwG-uuu{obUCe{_%PHHQNsxzkDp_F6y^8Rx$Agb=V39K zaxJemRs)1Le;aGZ9?_9b>@E%3I`%fC(l-d!e>?&)AVJJAZn{Jmxth9{imC`o^ZQA> zV6@u!uSl^CHt>PdKESc?7L@rJc_CP^3ZX`9BcI@a1spP+G1~aIQ+GuY^%#=Y2rlT# zz}cQazYaepU6&QTFwogh6TIG(IR44Mr5zP`f&0C|4>F0QR>NE<8m~3gg*X3V`a*p* zZizU4NK_hCGsJ3WVIn_;>9Q?DFQIOXL1@eKk^c;nZiy*~?8H}fLNnwb!378f0#=B07~3|+oriBS%W6pk*!4g?tIX3FtQT|) z58k*eJna0Bi1;N+ld%r-#zP>OwEtcb2=bg*=mie@9)LW~M?mtaX1)ZF>eGgn2_q*=9Am6dgIsEm zzHhCqn4*Svs>6@pKF0Yp-wCwSWd(&x@%ELM9Xn!@p9GjC<_T6rT820s<1>I@NU#o) zGaqsea3m#Or&dNnb}S+c*~&MrY>)A{7vF*M>l)@;t`Acn@09ERS>oGJ;{U2dkUuzioGn)gl7%WXwGLs$7n;hk=N9L3xI6wLbrZgNR~+?0Pxn&3`Otr^8u;SRg6g3dMe(t_#PRZp&*e2tri{L2CYg6^5)1C0 zrfH+72%^Qeh_Fu(BZGEJKMcHmJ>jWZ?sLxI7co-g%pfL{`;gCO%PX4rV2w~kxL(~r7>ea12yJKuwPF54n^OpPeen+{m0>>3 z+pmuV9UpZS_@>$16|ZFOII5@z=|6&4s2W@_bZA8upvG9b;|l5=?A;#gJjsbF>D?+> z+G;t8Y6a73r7P7lJ$an8m>aL|Fkca4jYa9&u&Gb*#zCk|FtDFBwj%(oNd>j;0ZbRC z{PzIHw)n`o0C@r2bs^Qd?ABhVee5dn*xmH8r{81mtjDg6wO8Iz#o=md87s|09>sub z!hb(jws~kmGPh8tADKaVyX)=8EoZb37+J*v&hC)2Qj|)ZR)5P8}FTQ#ueh1Fceictl|iPz9Lxb5-XJniQ(6YV&g1QlysqL zZhAV=^nADJ1#L5V0?dzV9+7B%nbrJix9P5F;{(RJPaD-Kn>zEREfaIia`N=Ceo!|o z9FIk$Dj+Q0;dg$*x+-YDw<~uQah;JEKCQR@plv&pX!~i}_RFvBQ!qnxd;P88w!gb= z6!o^f;FkM`&8Bj7kW0Dq2R?onSjK!!C4}~?le*JsVteqN_WY`QbI2AvSonYz{zsJR zDrT0plhe1c5zCPL4u>=_GMs5V&exb*P`{BZ!5w$e-{}y3EhO+dUZ|;ys7h~)>8?1? zZNws6un2rU4nNb1TX~e*jZEsMG;O2{HURB)VdfgH1 z|K#&r!{BMdZU4?l47>%U2hPIPLyg4ja7OC%krhS_x;<)$eyscxgOK*>r*88EjRq*y zQbqCbFhXR3c5Vd<&4ND1^dvJ4)SC_DJbjS&`l*mAeR4$|?x2kHUtGFK{8$&HqFwPq zK|+ob8}xq^A^Ci4Q4^OB{j`4R^G{>gu@8!s>bfs&f78>J;I68;=PWh@QB^(P%zQtu zP&F;kdKn?thaDgjIW7bW>^8ApmFfAxYyJhv${&&>i7~Y`KdAW()C*>n&PLVJej`MAB0D;oI$kPC;?$K`A`=e z9T8g+XfknGp283v+?9h9-o;O}>`k=Mz3!M44v4SJ$`-u5hwN+CJU&P|#6sr?FHs6& zjZg1uv|EOj756UMw%~F){OBJNtCc0D=FO)T1E!=0I(QMZZzrcd>`i@qR%K=KIuZVi z)Nh99d^9w|^XXLjuL=`@0U_I=G5}yDH+cyIvG2E3#cBz6Ct{Rw!cvi;!3o`+`u`6T?eW5GrWA=SxUHM51atM4GT*l(S&cvS2o~V6neo zMNe6@mR_`Q0gqk*+vY4fwJctpTEzba%VK;v#pjUjuX}t3j}u>CPrXZ6ENY68?#Z`L zsG$0X0r#vU`$FCxW55FeTpy|-S$2^k`uEf=B1K0a#2koRdp+;#<(&QHJo=Ra>6Jo@ zmEypaQu-AUe6t8~<-z{SBl>rhnk#pwR$|-BGw51`EZ8f26+WN}j}Pe2QP5J1W<&=~ z4r|n3C-%Z(M?G(a6%ulRh)`Jpau^XZ2R7UBcSp+ae%e}Engjaxu8(da)$-$%nTFKp zmpx18ql1_8^wUL0-e_Z~J_oLC=d68gS^GA%w!gpjgZ|^8^v9nTAAbdY{4eL@7flLo z#1vL1ouO$um#YL-CI+T=Af9|d>Jh=bM$z{5bkR2pYol52i6YeB23isMo>TzG>ripL zU5HUYZwBAuw!Mf;oM-~sAmo1cC-7nZYt;8r8ot{xZuHDz&~quA0SOA$zvr0_QJsNi z6+vB@wGD!{jB>Y3TDQ!mw=BMISuuPzZ$+8}Ra^6E+XsDi4iD&cx8KKR7BMVevAUd%>YVEqq)9hsT>XqpSVv|#Qa(hQf4UWz zD0ciwgY*X1qMN3vWem&-E`PrM{o@yS>12=Z=7A%$0vb9N1I8e`4WW)i_DVd*aX$FC z9rxA@{|@N?{@M$oPFBNkEPEHe4*WWNLMYFb`zq!7 zTI|sH&gRc5sxVEI8vaAI42moG@SJ?fA!b<&8mT=E717p$bQ|Lio(U~~7Da&xd~`36?c6kHm8gXD0n`>zJR4j~*z0>}r%od9_{3s)M>?qOAxXdKF*51(1Z9 z(3 z%zmho!6cYfDxMs&B%0jj-2Oojnn)Wi~DL3 zyL+(j`f&A2sSLtb7Iv&_*uP49zFYWeTW?)!8S!r4$F_;P+@j*8Yw3&Y&a%fxMmONq z@zm);L+ov&IW9~`^>FjY zwHC%RXQ!F%8|dfY4+rEp|Mn8vn}1~TjOpb3KivFc`o0I%s-XRpz9^IVKm4|T7Q@&6 zeEe!(2)kJ-v-UrrKlCG0s%63;1wdHv&mShx`r)9=cERNG-mn9mT_QJaQ_dckzzX84+8&~N z%_VSWWXbQF^y(xhn8>#`hl2o(JCm|k9$pkxeRle{o0sT1zd=kih+~~drdI%0g2ViF z34{8dX7H@>&lWaDo2$}Bx2}DHp(E5Mr<8eBpzE(e^{4v+8@UQysyjPsw&3lVnwOR9 zm{plebvs4#>eN4r#P}`-V|L7L0U1VCy8OHKaLxn0%*>*@Br=S@icpnVWSEpx=0>|1 zZfhAPfvUIEV~tqI{;p_mNuf!t!V5n2Lt&@}4?w7E|t@sT>oy&isb{+9Np4*LQj}9lPUM8sX4Pq zvNeB##fIGYRAn}21@0V-JjgIpE+<YJNV|M9$ie%OFm-S}k8>9E?u6u1#`QGEDMk`RyrniB5Z>`MN(t14 z5KEp{&|O;17_;|Qro?is-w}v7o-pxBrcTJR{PZua??zb%r0?Lx)$f)Vz4HS-PT%u< zkKobFyI$#N8Mdm-+bSZNHARZQ`7_n#TF%24ZkVb?EM0A*30W@R@2${wLW9yEltg>$0JIj)yRS}QUEXO}FBtg#YLxoT zq$>b`gJwEI@o(!>$$wYQN zHQA4>(#_oSqzJ0pu`~D^GA5Yoqt6jlw28_06vRk82lc?)osC5PJw481B1|)$9}v%e zB>)MaU0+=oMF@=Em>{}xPVMC7?qE{x-9}a$%HNskfWmNMA2|1;<=NM)^F#{y_k4Vq zxxXKZFm=9WqIQSSdtzXJNNLAFFb$eI-#jdqHe`>=5R_w`f6tC5E*yJjI&jZg#BM>X zkeFf|YEulJ_$1*{UZ*ASJ&)6QLh8C2W4ZKbxEcSOYc`zBARC)Y!L<1zH)19&oQ4G- z9qX8u5r#}MN6IUc!A!$s$0al;me| z!`>C!3I~sB*>5`xFKHI4xIAkX#C`8(Igu+2i$x~PS!hg{nE2PpZU??YV_5(brq4aY zUD)4gD%PR6L5UU6e*^d{W;*Kq{Q!;ZO!YRV6!s3Q|pqb(4}QE;{G4!9mC55 z^R+<{EpaY;UYDP~{~Q$c{Ey2)+S`6@8XY>j-|rtT{k9wE88-q=tUVyHKmTdK8<$c6 zx#!^Eu3>DFVAm;!9w9+H=yek5;|WkvM>4`IIGOjH05@_RVtyQ)Djn}i$G-gR*rF}= zhtS8&zW*L!#%MCt;y3R&xj)p-u)3KNcc(2&=#khgnZ_~LooCze<)tqnc{k79F)*ib zJ(19YoOll*QKwfbA_r;KbT-IaC%rv%jhTUNpGCdPZS5?I7}g;Zxi{%jMx=*4zfua2 zigiv?{$64CKAd~0zI2)ndmQ#)Ki*qo+v!c5;ZOgcvDc)d6ejBLhPF4Z((8*}nZ4~5 zUd{X0#{hO^j$4Ced(HUHRR3}lnwwWbG-vW*JFfT9*p~|al+T^(B@0bnzeMc!7*V>r zO_y61JS=q8M|-)_v=@~`E&gKcZuh+%7Ww_PNF2(aF(Ra~ylSfIVq1W5Wqcv^n>xlN z@Y26`I%Ef>-sgV+HoQz#9IiT!H z@htL*#yqn>@A#Wr)5QJlhJukm3fiM;tNz=`q#5-QoHce!dHb~elFhtFRL@fHzbIqH zwXl*!p08CyF_Yng;q^bAN7V^l%@!O?Duc7Iz1-MWMQafjN;f40U~wzFYmA(B4`}XP zYQ0UlXC>q@u~&6=w#q3K*^vL?dmQY)1#PDlk1h}Q=z6=c-a-1ou*UD1Xw+JDRn(Z# zwYL-Zy_<^zhdjG#nzT6jwrF~y-!#2E#3#n@ShRWikB2>!&qsck@vo+`9SAjDr62 zK5y{Y>c(F8pVAe{D3)>MrA3j+jXwzR-!p_ud>XsK@_vBCd9Ci`KsIR0J^0q^5tl`k z&N49{a6X>K%e}Ydn>N%}o9aI5PnXK+H|6}s7cdr{i~6C$@(XGWPJb+z*H~FOwEqx7 z!&D?Cv`hlXP1bs3NeqU8s+S zKp<|c(|v<0%?4MW88}ZGxU3pn+Z%P($6lv1bmcL0lNxi8N@SjaSeql+rG{zrhhd2$ z+!sqTkVxNW7%*uVxH`sqq7SDT_1r4TfB6@NhZe2ADB7_*ZslVKEd-zc`( zDDIh2{G`#%RilJGqj--b4zYIhfl-o_ak7SS%BoScVrsDSeFMcTjy(~ha2?-(EMS>P zHEx`~jL60Qskdlj0N!ULS4Pw6#M~X*=#6#%F z(`@sAd9#cnQWgha*lZFUsCeI$L6Sm5yn^@JA&0xQM`~cB9+RWt=CDNbdGmZo7xakUdYD5DU%tPeCUG$`dGNY1>Px|?hl}v)4=b=8}G;KWUGQx+YwSE;sQ1q1W$|L0E6<=Z`P-RqVIBIKzrp= zJ8>0Ca*zdZ(u5Qp{!`~#IJj7={E;j>w0T93ybUxep_sV--v z+H<7VVexduWoWDcc#q>`Tmrmco}ZDV!vWQaW-qR?{I+W2@Y<5Y<?{{I&8;h!_IE zQNO8xv92d$xRMx*Q+zY611OA)fpS*2^3y|gKts*kJ{9;Pu-aupmM}a?I49S5azZ4+ zCNIV2F(HisZqG1IDSwEy@DXGHn~Eq#8lmAIacx zOs-Y6uJVOFm&>rngTiJ35RjIcZ|%&_m7EW&?Z17-a&g>)8Y|JtoI!&29d7)+@WZ{; z_DN~LLd}Y4O%BWe)whtj0^hAEi_Z%=LNm3hN%&s?vX9z!%05#(i5Cl2A_!_kv)tEJ zPUa=)V5nmW#uaY12`)V@_N;0TGWZXsZ<1iKsz4CN!R0XBF&Gq9K=ce;(j6_HJAg%$ zIUo)oem>M*l;|{!1+7dKaJR+j-gBq>Q%-EfQK7<05dOpyriW)5v09@WojP64+&$#sh*i@ew^rfA}`WO z(%Mav#B2%{Hc$}9`e4P?Ol0-=$#QP4X##E}Ge3@>Z7e|$LG^d45P2x*B$g5jc!<5n zr{eVF&iadg?+%W)08rW`I6-Lrfl6W@%%t`44`bi(#Gq7cJ#Ua){K{D6N_o#p#TUzf z6O>du{>&Sz(vE^u-2U2ruFZa$^9m{(_e}#x@#Nv-YX{ z{KfKJqrFg7!t62kZ7L6cGgmfd0Ky7HF0ySCtZx4UZ_$z2CuoVg?g7Lw5Z>sjgy@oF zmVIUA*1?Q}N^(M)rO{NMGy<(PnIQn@2TSC{O6YEx9Bk@1^QdAY)po0x!*e-eb2%3s zrHk-&l7IZSx7~8KO=TgPhSo|$fsIPyjCa?Sv7OCS9jt%Mh{UP}lsQyY4|}dSd;M~% z8C7tpPjCey+0lG_^E6qtHDQWkBDyhl-)!K#+uqi7W>su%FIC;2z9q9x#7CpFZl9s* zQ8=mO-bK%HI|{_Ly3|f_8EjqPwlZlmAXfEAv7oqM8rlD*ToUbZq&tRHXIxT=UDM#M z>AbEPvik||p5@WldSE)8MwTaS9=SxV#rv#*7X6wuxWFu#>%Dn`91NT`w&+myq|5Q3THn=2-yv-3S(T<6(Yaev z4z@1;RD(X`eLtv;0lgbdF{uSszuGs+de*Yb)tH5srCL=^C1u}FboZn~h<~f6KHilH zTRua36gM3AIg8*Njb=>#`Ru6&XNGeEr8^4$sEVAJF{1bQiRTyN<6rZ# zhi4wiqfmQwusdfYXQL-)4i*!C?9{D-t}cX?A8ZdmEsj0D1-|XQs5YOf+I9E(`SKT5 z|Kaw-iLz~+8HRs~^9tm^6sv#&i>OC(orb`$_rZjb4WF^(iTTTH%cxw z3R!X-R)TY93;~K`z;UaP=O_9GCrbg(NuM3KinEC~MrqMN1EE;Dx>yP*r~rV)I{KV5 z6=IYs_3Y_ya)eLWQ*CmLPgD^$QrA=m27R%Ilfw`vWQ1jZbwOtL`RN2jnvY`5~d7zH52D*Yi#iBueN4DrD=do z@lx7teDXhY?w{UFsh+wt(XJ>gdzx6g8MhMRQ#(0U+vj|CpDrwW3ML1{X-ps@G*AJW zXfu~Ui*|_m47O^vpI2O|ht8JNtIL_foEFw0-k}0SiLZpWuf$apQg=6u6B{me(&_&q zB!yX>WGh(CYb7WsJ|!rjI4H5p(%W0Y7g9RXyQkEb5D~%n zjYBscJOPR%Fu_8qM=Jh0<24Od7sn2gcWwABlYFt)fC&A-7uqZr+A>`oq*mhjf^BZm z={)Er+7DN>&eAi(_43InBMi)>{tuD!2MLSv;Xliv_!Z`TCed*SR}0F0QP@h-)Mmr> zk%Q*;EN<+pXy?do@Qu@0{sXf+8j*T!^yY7Rd(_Lu*w$n)qt2PcHxHQDui^EQk?GP= zlge?qH=jR+8;svxfF!0;q&;2E-tp}ie1^K);wYeeID-OMnO;bVV+~r|ev7+|!93rI zefA6UU+7g8{#yHu%}x05GPdGd9Q)L$G&v#D9Bd<+IJ)APhqn=#gQfEPa{pE7_usXL z&-ahAvybHpI$xQfsyCQGeUaECEOkr~@PSxjgrxNLbC#h*Dn9#(Y9H2-WVl=;A(t<5 z?DZNQJAIZ8V%&Ama7^#V6kVo*uk_!He*!(sVWV%k3TMHisw(JhUkw$Itb53ez@3`RumO$*zbwlg5BN^(-9{2DV>nWC6B zlezxJ?0tWc_a&!1S?bSdTGY?hXB2Mm(YV@vcxg|g*mB5QmC$|(#^-QVQ*$PH zN-O6O`5akm{zG+F&FhW2j@@gAe6n8Jw~drj`_vU9fvrSHq9maaUP)J>|73qTvcxgI z)vB20|IKtrQN9{UU*93~SCXz$)~s_jl$LOoO;*VktxL31*M|M*ob#j-_>pP8PS>V| zOi9O<-=3B|=G@eVT=l6;LzQTB*JW?QN+Rn_H5CDX+xzwODB=u1LxJo6t}G3=A+_n&8?2mV-k#BGCDGd_e&`4B$&&9sZrk$s2O*J^9@rf<<( z*R*Q=vc1;5_;Kfh8d3(!d%IrZgEQ@vn-WryaMlCAKXVd>1ht;hxI*Hj&S4p2@LI+Y zH`#zX_U%(?z3`rk<*!$gW)^3eyw!dLC;xSwrmmvClb0qO5xn87hSKgUM-N)Oo{Az-Ns!Jf;FnOF4 zPzrVxzRg@o95AOq0@mFQH^ott{4=N8^`B3|nsfn4{@HK8HbC#A@dPdQaezZRo4~>2N3!*VqBAE>kn|ySf ze)p2_3JA|$Yg>Z4G){_8fP$C;CqWYndXVdYB+De+9W}8`6 zaE%pLv;$ixuZhqvde%6SJWkfqHr`nph03Z9>IXjVrK#Y(##0c&j6yL zl+alk0{6+-Q4zmNwHF_Z&RKEfFwr25v&Nz!ro~nsV<94)8K6w(cQVpVs7O>CjA@9j zjB)&)D&UXK@(PXTEtKH(>~P3DAC2Rp5@5}j)Z^R$aqGQKn)iU`AGK4j8`uRdc95+3cyd+K>TmE%| z3mQh9u!9_%(~DL2FMC(;8CR_wGaKvO!qYS!fygR}urR3>;|<}-a#N2b){7&0 z&-5mb?yu=G=dj&AsbcsHB%$8mlcM&k=UmCPJ5AdJpjok8!N_(W4oM8Thm zAFcrMh>%f-THlO0*p>i^W%WRk{gM9njd|3NMm96PH&muk0M$Mm@b0e!S-W5>UI^NO z@-JgIwpR#Vj= zi;og6bIL*LWGIO_Zes$B2Pwk6F+z5?ts}e54I!)?FK&}WG>G-U792umVao!M2JsSfG{vY3@j z`}56ce;Sh?elbZ1Xc(9$a`i8#-^;;f`h1%F!ljI6FJ4W0!OqLKJb&dxU94;Q_}7a8 zskJ{vVm*i2&jUB?Fc5l|=$@P7->)Fj8(@TZAA#3N6sz9A1pw`M~Y*3CwT9%9S@ z@pKfcXKi%Yk5y&~f8+kc2Zqyr>W6=g1JphxQ{9##&pPW1R#Tx1DtzW&C2i#E{ZCV+ zB{?;RXJgFw8p^}>4deceJJk17U%DN*H+(+k=Z8gaF#g6r4OvQ4`a|1&Zx%iJI9=E%{)(}cH^B zKa>zO<{2z*JQ&chw60g+*KN3Rxryfd3)c|ca@oH|ajzrHif^W7I%&qfg~|H9KU_x0 zUGJK8ZG{g8J-aWOxS+g0IW)Pg!?L=zVGibVc1x_5krUdodF2-PD(_HC=*Brx`qESA zk*DPg;9 zVEfwQglynM+TuEI)W_T6uwpz>9_J~#qsaoa&;X1L6 zRk3}@Z|WJA!1`^3^a@oL5N1%jFBI5ZJYXbYRE5!?Fd;lFS~2==gUoGHSP!x9xk(+# ztnM*@Vc{W>!R=?rQKY29Z*v@%s@`;SvZMK2s!CXzO0mhXRZ8VGVE6b5Uq{q`d(l#j zo64rs?n8EP7JEkH&x|bgtn9WD@(cV(C0Pok1GJ(5qozuC)I1H#xx^O7oE`NaIBTRm zSLd4O1TK#jL`P0N6n-%Y8dZP`GYvG@N4)3)V8wiK{8 zG4hF~3WAQxs-$9>S&Cle%8MmRiORn<^xA@V)FK_#6L-|p9o6j}_x^3!neFHnRzTe< z8WkMLjn?%h9H02+EayZn*X?}&UUA-o9NaG#`m&=#=%mw|C3>X5xX>q>sU(pDk(U3_ zukpiB-${BSzxUL_$nC*!aWV<{VG`+Ny0onG5~`-Er*{E0r*m>~g~$*N@cUa!^6r?! z5oRILW{PR%zoM<@*mOOWp3V+P<$z_{`b$n7ZDNb8c&&9s$!*f1R~5F7EKl%Qc15H0 z-AXmDn~?TfMfTd3PTBW*I<@)qz^0~83 zGBf*Nr6t)jAM-VjSbN{62Kx^<%ZEb0H(n=zrkYjab#yj~uToEC548W;Xn&IiyeEoBi))GSv?1{z0dmcuKnN~r?{{f{tW zpJVlXmC`K-3V+APoN1XcCR<+PZbBQ|5tOxq<}(EVOB4#N#^R!d&uMt)j}K7DznTQ3 zbs_2UXsnz*I%Q57N0gYfO6p0J1c2U?9|}MCtfY?4TKvkdvYQ>rg~>^GvAN#%_F_-G zC`8#qBdj$=b2KwN6mcddlXm;X7SNe!9DL3wu?{p=cN_vhbLuKFxqKCw8K9E}#KH#n z81#YfU=-$_+jbT{*fw3Y9$)#04|{CTO>X#9ZEwi+kv8<;Lx@ne0LpH4O@4Em`D)M&P=jYS54h_-f@b?@>5ZC7a}K4jy)3%AzE~G?iX%)POP!hbQj4NNE8UOQ$e+1x zwR1kT<(1r(?+2Jg63D92EBxq>u^F9Z0BBTE5*O0_lsapswrA@R&9JL_Io+5(H4m{Vx2tXrgL}j3YkY&cKQb0N$CUWzf%3 zfB07i1_%`(J9_5AXsSCfC?3KRJmoJj^l^s=vwHD(RUx`Bu%?CT_-#M-TwZl9oP9H~ zV6z`bS<;pGM5#NmUv{A%kgrh*8%ScoV~SIZ&I_J<#$C<75JV?Q(ji&=v= zg2Z)XeN6jxD(V`6bXZx|DtUWeEyGy~F|PLqzi}epwPOFSj^#LgS8%$>uGFm-&T#UM zp&`my!?@9{8u=L{XS-m&#@^kIEDvy~ zOC)37x`$?2%AeB>g)(v9v^`g;R;pa`dK-J96y_42&R=o+UK_jq7>l3ak`5H=u49`3 z%JC#Be?~EK>^$0FwC9Y6c${l*(Uu#9F^%-0vH8&(<3pQ&N?YzjS9^*U5Fn&id8IP+ z1FRYzJ4m_h^^(j7^OOhQ6=~jj6SHz@7_n2;6w?2lZeJv+SsV~ElTj^lEZ)O z7fpGm&T}>@9r6Kj=o>xh>+=1NYIP;Wy>I)8FFwbq0K^aZbBmMw3%`4`u+SNA`@<*& zWr1${I45_JOI?0?N)d->@ld}cWOM0xKYzzV3Cv!w-&Z1zN<70?W6n=zxmm5>&%xTS zjUnpj@aG{5QaFxt9&a z4$qr*{B`5bN!_dX$p4-a2I!l#=!F)^3;q4V6JUsFG5ATVYYJ1)R1j=-$;uYgUyTAq?+hJ|FEj}^%Z&9h3Y!@t&N0X8?SpPB+J4*!_R zwP+Jum`gPaDGKSX`Z-96s>1^xpEb=@1vtuS+FrsW23nlN@a-I!4gD^hI4;C^+q7K+ zRSE)KIAWf4HEY%emfMOloBYJM|HgHH+hRB0RyHWgHXZ1df96O~?|vhia@2NFaiLrw z$Q`=jn8?IR-z>O&;Z1(&(&gYv;Pm{4pNhj5p6^`^79&$@_ditkv6=R{8DI<5XP43> zZLjd0XK{J`B005PRm*iO9vr% zheU3INO;3LK1VFXASyBK~st4hn6r%79C z22R@RF9*qKH91PyJAhaVeh5fo??9<(_#4hPu6V*l88D84KemRO>P>zE-M| z3^y^kbqpQz?ZN;vk;1}J!V{z){cw(_-sh0;%&d9ZoOpB(bPZ8=H7$23>mQY#Fm-Ym z#9!XnQe1|0@|g8B$k}%F(MZ2H2>tjLd+_zGi}gXLkVn_HboX>u)uq>nn&VujuS;6k z7!I}>$pS1jWt)2dxZUecH)^nv8WGQ>sz6IEjF7^B4UdN{s%|0v>%Ap9#EHG5SkEULIJ6@5;Q2F0tiF>3XzN;jFNGQ z4=28n&dm=`mOIWfc!}Q@{Nm<0hti9}Pdz@+z#LTXd#_;ilEpeFZsf& zy=B#R7=;fqvt8joL+?L5cO-ufE#GpPOj+6g`t6%sZ>5+r>{D;yV6VbduO4O3vC>dW zMk417PKRMoWp?;0ze}pn_T9^-GivcK3GDfQM4tg&zXOYt9q!?Na!#S2er?KXVc(t_ zVg{uiUATY94-KJyp=9~$)aC}$1%gUR(~AlxzJS>&#t_ho`d`89l^M6sqQBG(Ryd3ow-OD&8b}oidHP}mgd8BBP*-PePWw3UR##Li;G)Yf8(BV zjeI0e$j<&ulF^9gaf9&umuA;Q8r)}paaa)S zzdygeWv#X9_q+Am#}}9Pmq9^QGZDNP*{rbd=Rd!<|Mpt#aX9|8{k8p-TvgB=*Vjwo z6vVsxUNRUOOcX}g3)#%m>BDAZ@cM*nMtArL=fwf`0HMfA>Hx9Kt+x_^3d3mwRO39c zkKD+TlpoKkB2K=L+c9mJ&hx*iLHc4%y%Bi0;jbZFhY8nVM3OX_#z$W*eGYhT*q>3R z7)%Af2&blTRYrZ|BB^R|j>p?nW!dCd7`r&-z3@ zdXP`ccD**}mU#AVep-=8MrWGmpLFKz20)~vn~Uq2Ij8yJ3B|a|!JMG))EoT7*fR?o8x*u_KeQ7O0UJ}+Se+O z*UX{3m0d5lFw4B5s;Qhn$~ITYLP0tgk}g5@kyul^R_4W{XHTLQ*(_$msjYKbO4U+% zcWI0%6;joW5IS0Be>MEJA5JO)G#sc!UGc1QHayeEl#?a)#&9SUn1V+T;qekbXdYo< zoM{|2h!zR#UZ_Dye`Fdh^6#X!3#bsXUht1FN~GqLX9ul-oJjR&64V$|qv3fjF~hXg zC1r1{^Y*I>U(y{^SE{-=rq`@I(H?<$eV++Fd?Su968tE(t)<1BJ(lv3_@moSeXM}{ z;-a-_zG~{sBC%9FsWMDzI2L-`Vlk%m{UgzH`i6AMUZ2BaIbnU8wK*JH{x8mVR&yhvp#i^q`MBQ>hG7cdWux9& zsc1D66kfS`@-bd^(7JnaRh8-Bb7fbFY2@x`2(N8BwmuL3_eLu&zy6y;vFBw$31;Ll zTXV9PvsnnVx#$1#5#2nqvDhqH%^o2^@I z#id^wHF8~zXPB-;OB1bWzPfd_Hn~zrVP!f&K{ke;O!0$CW|g3tB{;(&{r}-`Yq<9~ ztP{Wg*-Ii?{Swr*PO?dz1%8&Z{``u)^MJJFvY|4lyu_#=QxpENksu~NB z3bMU&KpX%lsBQ@uDjNkSoY^}IVIcuhAr&A^C;BH#Mq;8E6{O`~?nmq5BjQ#5RooFa zTEV^}$iEryV>D|KF&~p(4?o4@-l)-eLSx901tWz70Wup++OEP%bh=3ghT}CET)Xm6 zvoG9FvjmMBBHzHXj=4>3T>Dz|`RYIV@AKNxE$L5+i}O+WmhTi`*DB&neY8Jbol&_wRdJo^j-jG`VGy zJIBJyA;;mY%07hgE_ApFIaWz!Y0% zQ13ODHHzdT7pc}&L=pp`LhQX1Gm)OgcgC!W3Jk{^hl@Ib@n4C0T_5NRoMpq7a_5Xx zX-7eF8v=mdQ8^XF_UK8k9Y}=?Y>R(a104nB6LXT0)|9ESFxEh`Crp57mm{sK2Sx;i z{6{lVE_1c?&EO)+tk#7;S*;8|IyxyeRvruF^;*nFWN9Qe`jq8aLuuK=t`a4r7gC|RwR1RydX=!z)sJ`)arb`lF zPY?f`SzD`V=AiR+4s@0_Sm42PDrwd0jM1YR5_burqpySqiuz=ERyaSW*PK~QtY%d9 z%!MsCe_P}4h?_q~gy*knkcqjuykqsl8Cqif!F>CY`u9f1vf9Z-d)jUir7z@x-0?&3 zq+9yr)q0*$iJy28KKxD8qrElTG`&>zdZ~EUCtHlK42DX5Pa#gXY>t9>Y0AGCQJ3l) zj~htGA`G7ovsvz{g?vo5FFK=~E#PEtXPpX9?o4^c{Z-`?*-RYEIru%{fgVZPT#~H$ zOZLJ89s5ps&!Pv<*XgI&!N0GJEq}NC3y)mYre{;)0$OiIkFYW>miOWMZ7=wC0ywS` z3~FC|!rA+EF@CciK=A@IQFxLtUH=8sei%4ZJbEJSbG^L|52Q~j{PQ#6_9=UD@CS=t z)tt-Q;wxh7!4&J$lDB%#)&ILL&R&~vc_H(|XqsiB<>du(>2}zu_-63yOO>3l^52hJ zLRkunuKaO&6FDy;sS8;Cu?WiMh1#fLtPnTfzusSbTo1>ntRu!vNROh4?yt3qpN=AC z`@gT>n+*>Vo+1WlCiq|7tRpc0zGCjr5U+%gHn$VgEi=z`7j%?O-w)J#yq-V@4g&y0 z2VhJFRI08Gp&)W^Bi;INk*aXysxxyeJYOAvk~_?b*bC1WtcO>i$0 zYj_i>Ss%>16u@OBMapON!w?&N*uatGMrtYp&}L00o!a>ILzC6kBRQI84of@cC-tC4 zOd_2}DX+($W^a9@{~Vd*ypSBZu#y3%MmeX|Z_dZ8T+Fix7tAzFXi9hBUG*FSN=~@H z30ICFB~(v5kHGGpqwW)=_u2$)9b&&@ZpPlg){mi#L^ZB~JcZ}*N6;|0KI}DS7v)I4 zO%U^DBlnFU2!Eb`e~WHerp~vY2#-+%MC$2?<7Nh4pwI2GXptF z5MzQq<7;op-8llmx8;t^gm5>w6FF96X>|P@CDSaHsT~6KfLc>vlw`u?E1`Gn0};69 z_2LnnyD@SL+6m4PYPt|{&oRJkDF!qXGdIX??G(Dm;k`oABnFj^=?hPBA=el?k!5D; zuNfRmew^2dg^PN;{6g=AGvML|a>WZm|1yLzXR>uCRM_%q=d%D{3%(^Fw6X8yP2_Wm zAiXVRe89n@G7)&=M_@C}SSnIcaKY+XsVQ9HLO?|9 zM&|CLk5F>BKAP>h@RD!K??7Q3e1KKzfY3v$y3r0B=0YCrf!DYRO0T7U%Snwb&lq_! zLI}{^f)HNJ6y6UiiMs=pSQxE9pvj4oW0y_`u%>C!wJksZe~wK5s+>xe1Q`Oakj; zuw-tZpomblLu-okM1oRd(F||}U}6*Qr2yb>(3rOxM`2Uti7PA*iIta2rIdRUV0Pn&jC^=|`zYJIDRxVdn&f|9%vOB z7Ac|7tf7L?v!mckZ!DezWMB5_j8&+VBj^BI%Df2@X_QSon($XC6)}_de})J*JG)n+ z)GreO^Dhroc`Fzb9sDonAcP!MN;B*voMnqgY>(H-B`t64sJ4jA=>rRwkjuzZSY&B> z8iPrN^v44@9uT(|ePDhCgclR3#}~GpKA3LF6A6q0VyTqHgiY(qhp{YqKpF)xlm{f` z-P8c-(?hrBi*_0}xCjcc1h8h#VWYo=(s^NSj>J> z3Fo#VlS?3yXo&g-omRh-8j15=R*?51fJcoW>w~N*06U=S5H0&RO!SKi(AYqrUP*_; z7U187N20My6ln8GX+JRgt9^BA%1V8j{QwGtlh)DYM9>z2;QXS}i4n-;O`6nlh`J)A zZU8B-m-do6s8}~hDJ$r;$qN-0dRcjhv@OBYtza3xkjm_UY7+r+ZqgHlLMRGqJJ2u; zVCiEa#8F{mF-i~kQU+YaL`knTri@V~+rqQe|F=oGW<1dN4)SvTkz+O-HwZ~6&X=hG zRab7Zaq17+(c* zgjyK{rb|(GmB?ZG`Y{dLL?5IVV3QR;Q_T5~dE~#b?cUo>YV`$F$Pp!I1Gkr{Y$rnb z&M;|!1eh6PpaUYH@{ARW*s9c`JV33R9kwQC`BKb?rHB>|kk0f^oNAM1E>L(v;o;eV zw+_X3E;7o`Bh?~FHZY}`BjRrgJ>N_csz*M;>rzZmDWf6I5k|Z4wMlp-;l1V(FZf8q zr_fTQ63Oou7v9tpqZU9aDI4!#}0sm7$j$|c{i+LoF0gHq@;GOh=*I#u&Rf^%Bj>O=7T%xe?k zYh4FxJ#p&PRO=|y>c+35rt(zg^86Q6>q$rIzhE_J8#G*Ahh8s% z_sNT>W-xTiO$ZGA2Ud#@chmRxB((`&8n@}ZM~;aZ2k&I*TZkMOds14SEVq2(yXKW_ zzI18cKmPBza+8xoYl33yvwU;da+^|Zn_sAzcYeErTl*{eX!GR_NsEpI&W@DjLFAWn zP1BEuoF6B_&Ba{`VfmebjmQ_I2NM8Vz=i-$b=Vcf}n`GBoc8 z_4h32Tj~<`xNmnKhQ9P>?d5l*5OD0Vi~2N{0l)8Jp8$yxTI%24NZyB{pHQF&SmZkU z7#6!ek=P5sZu{QSe-cUQcs$i1RuDj=jimGB<1G;6ED*4Z?vmkvgDo9_Fac1Q0B0D* zHgmrpYq}$*yXOIZAi^;Cal7|bL13pH7t;#DMfykCP#@0F==}63N&l!{6xyl3hjgXq zIm_p8%h9*2qwUiE$_%Ph-73o}{fwRyu4O~{4D1tjf_dHa9tF|}%So$#fw8w!7GTwH zx09_aDQqYx2HJK@)RoUSH|2>OEdZ&4uJM??dVV&AMYd51V>kIFKuKF>0}-!qM4q_r%!jpmTNk6XVK& z)yfE_aAkaTWtwqy-fH!0;pzi)w3N7}wb0h32T8m&`|EB^1iF4%xL#`Ibj`SNC*uU} zT`y1G__w-20$(S$-b5sA(%)}V%5IUo+`{YKg4}O`WVZ?62XwOQQfu2-a3|cgegca% zo0v5XFtcLO4~w-QHt<~s>)mHXyY6ed&*4A)tbe{J`Wd?RQ=@lh`)=oT^?;1!4;iBU z4D0>uqW%1}{o-C`W3N4h*u}BGd!_KhX6wWDqQkDDeI5IQ?^SzAvTfsQN7L}*dF$go z*`u>(M`JIKx2=EuEc$i0X0Wt&TvNz%RP_61?KcK~5(ED|U3t(Xa6*DOCAT?!<$6+s zxj)YEK4rD}!%_Ulq5Sk~)d`=?nON}|y!cEGasJxkw^H%>ll4}IxpM=Xzfn_XChLE- z<<4wuE`($r2BTfHcV9fWxjdD+e6fC6({=gE=IWKyRowcON!L}%L*Y#FU-tSxfzE%$ zHrFcR*KgOanOmNVU>+uR}e?!K69E zzCT>Q|Bb+$*k3qe$q%R7WoZE7=v2-8~#;RGM-c&a9nnuWN#U-t1 zB!x*SkwN1_#aITX!8^;b50&HD{0^TBG@7d>^TquRR>qp&P8Z8Z;WKKsRL_>HXJELk zKDX4&ztt_*EYxg$_oddf*=_Z6Ywgzt+kr&JCvA1#n_cGLS&g^7UvBr_{#^K^y?(VT z=WIfT*v^|o_`lLwfWe0SyC zMt?e|;E)5c<|*1>LHY-J2Vd;g?2Sz{h4Gb{G(@<1UWg0jILeHq{WGX}43uoDV-g-r zD`|XS!yZI*y;%l=&1K+%ktmAj*P7A(NF;Q*%gcG+q9ly2We1ZtU z)vPLJZrU*yZ63J)!;yLrLMDpKnL`A6(%GWQ&6EHm)=2MG(1-a%FHAvQ6Dt(O;5Fq> zrSg^KrzN2?%Z=}MN}d2!%w_s3=9GZctcBxwTEC>{Z^Ed~SZ*g$H$ zni3&eUh-Uhep8JFwx1^Uc8)cX_6blDDS1A)pGL*2{}~?u%coXJW60~~AzaB`n`z>a zvHl?8DDG4O8L^o^X=21-6*0{4q`3jLR#*fVkYub7iF2Ma59)54ap(hpt5VQtY{wi* zjOioFOH6nsLmQS4*rJ3Nz$Xv?gmW1+`0y|e&BAjY=0mzqGf_!65Qf|ufF!g6l-7O~ zAx{ZEw>@cKK27|)Xt~X%gN%uOqC&t(-BHxnYbxTdKrysvCvIDN`^3D<*D-u zeEo;9(DF&rup_cg$@Q!91nlqls1L$zp_xbo!U^?D2!rPUK@*;vHbG^aZC9Q`z{F2= zBnT-UC+vvenhrcZ|4$%F7EXGAlv!7wxqHmO1L+f83w$5&^{D-KmNa3D5{VezGa*#& z<@|i|3ggTi5g=Bbua4|%OzGI5O%{w&%M*z3XL|}c{SL+7BaN2i^aA710U}y|(`bPs z)>RlJm7DUR3x>1d|4Yf=A3r)Lg&M*bxe^S zl(vRgrety+AQX1R=NDXBG$Mm)DQf>k!0Gm4)ZWDnUF`s&@g+rd{^}_&>>|_;Q-OUl zJ#@e*m|(QAPim!I_VW8_vQtDEev<&ea+=nt{-+V0F1vx0#kD18Aq7oJlcf-bK}kc) zsWkMX~Y2aytIE!fziHKjVq*kn@ O+UQlt%^ zrVsj=vE14v)6r~bOZw-7>YIoN;t4=#w8~zQ9txttn!wxyL%$WbD+Z&~Gy~Rk6AN**TMrMJ+4*a%{Q|3I&+|LGf4t z48Zf?N(1`P1#sNMofb#}foQ-G0tl`sF+MJYh#s5x5djG;jMN`aiX%dX0h3EnQBV^x zSTHgoNSOGsSY%mPScF(8`B)DqkgCi`K3*ge#IA*8m*wT+ zi=T>1NKr`o(n{IzNbPdU9P!AkYsyG)$eN4EYI4fGV^dh?Qk+*&QbDSWC}?g8Ke<+X za-ymAR7d-T#ZwJo-9TkMYZbj)V|`djO#?D2L!okKh=u;GfaKUeY1! ziXp2}A%2M=9?GE$8lmH!q4!~-ubzYr8ichNg!Nj4)mnx%dxT|qhn@R|4OoRwI)>Ny zg@5-Ce{KH?2-EpMoz_x+`j1C5C7%u1my3==VLMo>hlZA3kvdb3emwu^SMRSImIh6CDXAb zJz1r9`DOJDWm$gZn9A~seP`l@%O*|qoOwJkNZbsyiCl-Bpu)iq$4RsIS4GfQu4Uc~qx$PdApBU+197FegK17eN435uFOiYYV z&d*Pd7f)eYrZ&fC=ey@H==t@j`Q`cfxyA*|^q1|W#iixNxxK~yfv>mYUw{4hJ~y*; zKfkoGw6wIia`aDfl=Kg#O^FObL#gB^t z?*5;`V6>_H|63URZ(UHd!0~_S0`k8JSQ>oPQm?Q7J1xWiKf2(TcKG4JLg{514gFKt zcj5|@pF}oY|63O*|IJ;7{A}zE`vyz{?wLBLkn?)lzkeu{Tt zGmS)O;J0b*cM;hd`N@{LeoEW*54r&EBmSTZ?D_+R@{0mwJiQSk1!m2^wpPw4F%)rC znWjzU-%Uk>XeG2lz7O8ab3B!j@tY#ug&3;!8ofOCnAa9tHqBU9Kabxk(!TX}$dg`H zz9Kfd-E&CtiFVu~ktvU-9Ob4l3K|!cJRO*hfffppC{jk25^1yJe@hZwVi+ys3+6Fp z5rd{XY%APe8E8@? zNXok!XGPN6Rx?BP*Fs;lTz}>!wzy%X{!-YAYas25%!IG-xtxFBSLY#Y+B0*JcB^DP zWyU!puZI|4z$~UH3-o#Paiw8d_o+%M%!coXj;F)+w?~_Ba~W$3ou6YCJl<4+$nX_! zb{rmu^4#6=q!PqfJl8!&cW$yECxyr|UMnOMn-gdy?6Co^R{0I^7yA!@Y8TCo@0qPSbo*xT8Ngey8g!D-htnMIsy$ z^qsA)8ON@qjNkpC?r?D;sGs_tln^=?z0y}Kxu+OL?^ED|oF!0pRKSl~#zC}sV{vWt zBTlZs?K#Y_Um9h~&By%EMS75eMv3+6c+t(|BEmQv#ipR78It4wrBp6?bN&AoLG`$yFJC*o+!y z7&9!WF2ch7TutnkH@EE3d)8ORMUb3Qgy)<(W|uowCnm~-=J+(!LE7!jv$Zu z)X0F_R6@$wO@{j!CKTL;>j(JuLgnTac^ouoM=FUxguI_3^v&MezOy&We6Fa)+b(At6 zys^~8qu^=HQ!0=srA%-jIJJJAp&RW6oV>Huy06{{MjM3%iL zi+XJ}n78T_OYW!~VQpH$SC7W=+EBz_*T?hu9sRAo%7~m^k@9i9fMRgGFHueBFm+vK z1sOLh?JX>Z(%UDAXD6QR!;xjH`ob3}&T{(D9wl)ai$?+Kk@!>Uahp|};)9>Fd(DDY zgnmr9v$A01P%0*W#=H9{^xL zpT96_QuD#q^r%8UYfX=ItoRrEc!w9R_#4j#BD?;0#JHlJ3FOct4B+s`FOqF1K)8Y* zuBcbBDzVobZ%uTj$^sUo-~~}oOA4y;$2n#R-DxE0*8=IqsZ*jjDcH~o(Wvnw2r=vM z9s{xT0K>b*<&XO6*9!&@2EsR#1!xE)Uc&$FNaVsnk7ZP0bcBeRKxEBpW^6l2c|h!f z8yszu`$Mx6rZAPfHHuACVjjpo%q_s6kE9EP7FWoJBqod4SeRI%0&xT%iUWw_#sUno z3q&^zna>{wnI450az^N}4sk3Q$^InM@W93%dcfhPz_GhV!R#4*U;+-g=(642VC67d z6j8LnGne(zh%}@OC+k4NE@rV8aipObuh>gIFtL|2Up}U6xZY)y7qPn0V-9Ix!zcK{ zXe{?b4=>G!F#5m-I=CUF!`K5j{DX=zXp9bM&>6#hL4|j~10FuE?5a0WxWoA)5KE_!NFn|J2r>9Lkz)k}Xa!pk za4M05hjbXh!WMy$PPN2f9M^nE7ze_pgXqvn$V^(*T}1?Yz= z^zaDTwGZTAI>Cm00x=KqL5zPX00&xi& zcm=lrjRDC#Ag4juC^-z5ZPGLl+HwV95?;Bc4-DC0GdM`DK#{`skj`KY&v1|%;aQrI zjL)|$%~CB(IFCEWagqOnlHtgbQ3x3oMiAZzj?Ykj-x!Vg;0PPWjzcIA*w-LZz%cAk z2W|+H0`Um^vMVl;FLy|H6v1}l@C{{vJ4e<}e`q^>whrzv9D|68^MNyJ#&`3fWz_>5 zGy^JN=7^$!cy_Wq-;h&wi4*zo33QMKx}Y+cu!?=>32@+P`j88KHX47K9`?`(fY%+? zvkP@lBaMa`cJ~JTUd=ju8PMaey}&$3jaPkL*Yg?&xjcwhI48G+uKox0P=En1K8s3CBnf z(I$=;sgN~jTUY)1=}zU)9_cQ z_L}~fEcE|I5Ax7V#)k{VcAMpgNXT{w9yt(!MGvb05A;wA+?NG}N)OJEM+^s9hY=)N zm#Bh4Ndx+h14s)pR0ZndfvsLlWn@~4}<6-p)cSCy~@;L34(MFsO94}8F0 zTGd@!Kv&&B3jyjJFbQIoS_Mol%8Ui32L=Ij>58)6Dsbg^4;E-AA53W!M<&X}EAPJ+k z4!ZxK3+s>zx!?}DzzaFMvo~87K&uO&#G}148<;T+Trf1oV|dAf28{qy`2aC(kZz>d zXqqN7p+OIQfCj<0nl{lhIzt%3mkosxC&W@L{b47Lu(mj}7hrI*Re1X{b#QS?6bz;EK~g{ssODIYAPNG33*6#5-H-=^ZCMaogi8zOV)a@d&Y?O*VuoEVoWo08H9-Tc**t$kSTfQV2E14g2s5c@PMv0#u1352pX7 zOV^+U`7{kyz;ab^2}Du_Ly2=3r@3DcCP@+qS3^pN)DpFeuY#IMRnSbG;|q6yaaYg{ zNfN-L)W2$VuuT%X!$G?1d%C2Xyr=s{RiFi%@GOWB3Tc#14$MxPa4ay?M=2{1hU8-{ z!6AN72*HIc=h4D0{KD#Jv}nKvZ@>w25Q}>tAHt9ZSmh6vcPTa;i{XPj8WSgufEjgg zG@{`=XaE>I5yM+`HP-V`opL!Al^IjKQDpE5wL!&`HZ>N-JXxcfC|VI&<0;%(HwSTm z^YKRkRS<975;`J?V}lU%u$snk#%eN(cEZPUtR^%VkJ{VDWxOs|L&woJ4&48>AaSe^ zejF(V(a2$A$55=m(80*gA;}v;$;IIwk9;*Tp~)|SF^y0RZvZE6fC~Nr4Q+6`^YK1< z@&*ZHC*ts>Fq0Yl5uD=SF%|=YEY9k@&PvhDqL(*$15)|W2W~LS zaRC~OK@af2&Oren9SIcVkk0%(&;;!hYYDa?aT&QVJfB?94*k#&9nlhv7|o2(AAt-R zb7b8!(Hz~;9{tfEy%cv+2aI6R9w7}G;|6*b(k$K5F8$Ily%GY=9_RlN(>8t6IGxiv zz0*A1(?0#vKpoUVJ=8>9)JA>ONS)M5z0^$I)K2}>P#x7$J=IiQ)mDAgSe?~cz13XZ z)n5J8U>(+CJ=SDh)@FUyJ5kA?T*YjS)^7dQaGldj6CQM3*LHo^c%9dJz1P0}y z+{S&}$erB7z1sw#37T*T&K=#-J>Aq@-PV2G*qz z-sqj)=M5>j-QMnv6wHkf4x-%jUElV7-}s&1))C+H@!XdH-O>Hu|Lxz~?cAAg;M1K6 z1-{(}-rx@Y;0>+`-aQcgPzGdh;TWFb8ouEi-r*kp;UM1OmGRyrUgCkx+xng2D!$?@ zUflfc4+q`}4j$k!-U*lR;L#1?I=WP_E&2uHjUE<$xaOERp2|vE^TW=!pNG==)s|Vm{;3&9?}i;B2nr z*3ISyzUGcD;c))peF{8jKe{~T8L{dDVdz2x>*7A{$1UrffaYi}TF|o)6T;O{YlLiP+F=oOBUhC(k z&g~!%*dXQY{$S{*LhdM^^1f~E1|Hp&0B*rP;}ZWE51N4Q^q>q!avt<>4080r7UJCJ z5D)n7+^Y}|oTCkzAb}ea52TRv{tybGp!3=Q?-Bm*0ng!&nYPShJIg)^_TVx0U=L`( z1*u05pq2*a&=2-t4!aPRbYKpOW)E$j22neS-;jyG13dP?Q63-ielO@evkqt}J|u7G zrefT_pz?~(LeFw@@SO;Nw>B;e9ZPhF~4PZx76V;pOpqC)M_BPzuaL z2W(&t-_Quc0BRLO4}zHs{m=?-5Vez_{9ymt2aP}vci#uhp6!2M{_lMmHB(f?0K+;` z_`PkA#2pNuyZH34-?FaYLT)3DBJ-P14>qq101=8Fxk{llZK9`b)4O;2LWRM%`jp($YN6!tNNi%1nnbdC& zoPO2Jm0?q@T0cE*%zcAX$KEbO`HGcE11D!2PW}3{;bo6Z8a?!Op&?Tyrdl#uUA~1I zSMFT8b?x58n^*5%zJ2}v1squLV8VqBA4Z&5@nXh}9Y2N~S+ZVz{n((v%%<38&c%2c zqsz@Mx12evd?`&YSg+LdfMvL@=`EOi`iTuUa=MH`nb2rND56lYrw={)L4_$d#Hj|5T>AN> zlze(Z!;ND4fupNNP@(6Wu^uc2Ew$JpArq>zHOoO+QW3tym%#Wvq+nN1QZ#!(JBIc59eiqv8O zGYc*~qUQ=_WD7)1dMW`UygC0<%hIJzwwnl{y6DMnqE5KWM-yxGSw%dA=-Eb_i-6H5 z7JW83ha7FS~`5p?t=31>>}he@e#Bv8MtW*Ys|*}M+_Q=C=$g(B(`fy`|Fd;?cCchb9WeA9B|FlOAj0 zGYKV4{&ZE7idL!5p<4gPvos==E;%qkUnOKK*qn$h_NNN?l zB%fW%-~tYF=;^kPQoIuPta8uYkzT8T9yz3VdT`M=CuTgR$BU3tE2MdPRKG;!h*@@dqL(Y#iuoKg?i#KK24afSN>Sglb|#uH|R(wQ^L%>#^wfl zOu|_iqJxK?g0KHFxM3aiXaya%wF@^i!X6zIhdKIYBXh|FU5kTZ3}rY&8rIN;HzZ8s z9G4Y-$%SQcpNE%ftIzDAt-d9Lj~E8!ZP$BLuq&l z7g~r0I+*{%9@CmzO-`7GWS%7rX1P(Z+=4@LmeZW)L}xnH$+&(v$#G3WlIkLkNh`BOF^On#mkdno#5p45g&UFRJjI z^;oYou>eC(zJO6&T!9?rsD%^?k&{4fX?mqGq{MQPNJYNvj{cxWO|OCdtV8Wonku}M8_)w;PSTM(jCnLCYq-KHRw0FuMs|#_$rMXp zN)K;fK{hd!DNPrtRHt^L6IeTtfeQTZQyK0S( zEDR?#fY{W^;-cK6>eRTt{Vmp9JWCoYcaa8SlyqmDof&TjA^g}HP1qnOt-X&m}#vP%@09?_rzN9j?8QeGBN znSF3+zK~gZtU^sKEr*41f#K9Vf)A+)gd{>Nn-S*(3$vvMZdE*;9?#fjjfQljB|Yht zga^n7G}e?fz3H_!StjZAbf}yB!Yh~B)Tc&us*^4dilQ=_y1oODqmja0V8u zFdR2?I2`5h1HgVkMK$Ln5M`!EIku1*Tv&k?0ds;YWGh-d^SLxsh-kn(wr3F|ItzpZ zbc!WWyftL1!dpbtiYdKrcDH-oKcz=Kf-Gu!*W2FjjIyfry>EW^+uxMQ#~c6LFmQqw zyn$AdoR;c|M20u~V6C}=BdQ>UFBHwq@QCAS2uhD&^D!rcxT8ZacPB1YA+~)YU4=`7 zi#w#o7qw1}7LwtMmdhp%=)PWSOA`oDl%^1WrbiYKQVuH4hGp(XdeVtYY2va(-UvMM zy`?_&ca|aF|HgXOwZ3&JYuA@w2fHux5o=j{dEpaxI1<0$x|~={rf-LP+*=clE09j^ z^kCU?^}ct$_ucP*_bK?|?UH=BfenX8{NXvhcugZd4T(?u;~_tJ$V*=Gl%ISZ0>^dE zci!`#Kj&3Nf0zC0_wLcd`RP@^`qm(Vv~p+Jt5`q#)xSl%w8#CNK)?Tc-uK@3!X|XWCxpT% zl)@>b!YZ`FE5yPq)WR*~!Y=f}F9gFd6vHtj!!k6(GepBQRKx!@WWzRe!#9M(IF!RV zq{BM2!#l*oJk-NIcB*juR#ZyGZR8+-PWW`o=#aD#ISd_(Cq{Uja#aqP1 zT-3!~f@XD_Q%dq@Pha{Ls z(8WNo0xEEVKu|(sBt}P&$kK32AIt+Oc(!V!0=COSjpWGG@JL{INM^vslB^uUB)?-o znE4|Us|1tdxdSk{17c)7a<~J6xdT7594fHNZ=^!EVFN>ulWJ+2VL1e5mZF!Eci zD+q(+13;N9EPo_FW1Puj)Jrd9Ostf^FX7B;WVrv=J3ewC%i(lLvGhvflmfHFMM6kR zvSiC*jLV#;1m5Vg=-feqp~})Y2ZHHBzNAKjagT>Y$wT3i+W-^)L(K66O0PsCHPeQ= z)J@j2%0RHYcW?x++)64uiv`jHp81WYAWhus1&0*M)vAK{WIbm9lQCMU|I-98(S`?= z0@*aaUI>H>#n24BP=wS%KEMUp+($l0EZLZb>@>cUyp1n$$Zcdwtu#mut;P9V1u9qt zt3*&CoXb|RPR^0c92_GGrH6Nro$g%Gj?5gu{4Z>*wT4T^hpYnN%)RvFM)ow6(ufCw zF(THZ1&WgmM?eB3kb-2WLMXuuq|k!^osIupa1b<|J-}R1DR>71&4QjYKF(3kpeCOsIY zG~fa~$cEc62V8;!Hf23G9V02YnDVpJ|0`5IO$`aPM@B@Vh?D|C=!G6FjmP9t@=MfX zbdSVzR3RjjM*Tr!JcrcC)YRBi9=wGsxXql%gDS|q2FCgfMWpJ6MIK%!xvkf*wuT7WcDoDnW1e2@%zpT9t zSAEj1?N{FvTiGbjH5=I6HNO8qAj_-VL2dX})_Y7K#X_?h*3_5;wPJ%@NR0(r$G}xx zvfN05sZ`ZV*~GPiFIdLZh*qA>y{44P@pVe$y~54SiFW`7$i-GZhy~Xzzi=HG()C=> zHQIq0-K8y8(``#BSl7~MR~?04|BKgv?N%v(*}be?zg*xsA=}+OTY@Fa>-E0}RZiA> z1S)_@EG!0i;z`+<1h8TQUC0R((F1n?R|2Kp6{X<2%U<*29H(s!*aY82^jVCWmft%`JS$JwAtCfLt))-T3QVraeMnkm3G)OY6MU9SmdHc!#{C zVn40qw?jLE(cqkcn4>oO^jqcihKlTI0tJm&?KJ1Qb>d7osCZb8#1-q z6b@a2+2hlD;nsMBFEC%3I){yX&@UL8L6$$*Dab5Ps4To;=upYWoaFNBg=M{BO9t15 z6I_QY=lJX7OWQx|+kc_GX+)yIWjK3v)_+E#1g1TTeA6np zU@7DTocN8i@T&ifHOb*299DN7B@(R_*2lYl>%OV++!SEj+QBM zumYgdgcTL(Ow7%o-N<}4zM>Ue4YuSju>ze2UA~sUNFJEI1`{V(QC5~eihRAo!eK0w zUx#yofmvtSFi57Bm@gsh949*?b~G#12Tue(XGWy`EcEBEbpo(0;Hi1Xu6{XYd9;!|90z6Dz1)?FMFW24YkOS^zh^D^Y@) zhT?FB*_s9mZ{wVZC~g4pXXsvQC~w)=)f}b=2zQ1Le}_1Mhl{xwc!&m--k1#s@enVK z4VM#c=w5obhH`j^p-G1wzi@K+-)siGNQ^3qradVq)G09+H-@Y3k>3!j)0 z1@bw0DR@{$czCHoriX5*BA%UwRk+JTVRHW*bV6tH5?75_XjUS0hhXBR>{g1_u-McP z2VQ^%6lRBN0Ebg|2UU+4=4g$Gil}kG$!U1U(wK)L_lRxyaqJe4(qIPHJO__3^y&F> zMEebS*z%22hFBwFOHYeb!F&Y3wH+Qc!!tLhM_@mXZUj? zT=L@RjgaAn614_n*tmIT2A(B!deCwZ$H@xco*zeY3Fi|gpB{7!4n8RkYfyMF-**2H zCkJXstUA}7)Hn`apPqFmC<;x6;=svdfOAM3xhfbrdO)3!2?T9c=z@x)mJEZO-~-sG z0@aD5WVC`U%7V2^&724ZGh=qxAg`Cd*n2+9 zdCTdAVao|ofKuG>23+NXJUc8`fUJ}f9fz5?qpbRrdd%2ZgRf`SIVt&A5VZeVu!7j4 zSwEmSF5#$Pi}@<}^xx0|WIPi*AsBl+{xShNXUO^aJVIjFgQ2K{Kv)MoAe%ZcF=%iD zI!lE&*n>9!1bSG6sHg*IK!!cggF2Xd=^nkj|Kri6T?ob8Gbo)w)i-Ab`ZZ%vkYV^f<#* zES(4#AUz4vBhPYPX@MI;fjE;+7V#wX%S$6A=gSvY2o{Ki$H_R@9Uv)`#Ulsi;R`+U zTtQAb6A2egibUO#&=nx17)l_2L3D*PgLQLemQZ>NeM`u)^sr~edkFa=B&t~iLdtN2#8^v=_3^3@iE45~6GH7G^u@En)e>l( zf!t!Sd3v@7q7=;ef!j1MeM?U_^oFzTxFL%?@^EUZR!ILtfgJK&GW3jcR320%%W5FL zw1Wt%2zh}fLepx=YCA9GkuW`g#HErpp>R3YG|8pIr-Foz;tD;EtOAb|p;%W%ys#>V zTQCz@VIn={M7^QVM2oeCNmkKAi-q%!B1t*)T(M0sd>n!ci3;TrMp%z3%E(K zn)OTaq8uIF>O`l;G7&9cl&!@mqXaY9Y2iweM_5~I5L?d-hvp8g06Ucwpdz(b50&t`4WdFkAyQi zJ+f56ju&QDwKU_464S<`ZqQRr9k@YC4=23PGYkJ93oW8YDkibt2|K~1LoYqrF_AkY z%nt;4kMj~zj^waOTIgDwSb|0m0wRPPRB#Zl9`Oh{ZK4Y5;T+;lLx{x0EFrkq6)sZ8 zx=m0`5>}AeXUK=6M^G&gAdv?-(or@lgklrF5RfKxRW#)xgn8u?7cTffjx5pRY=HRS zNtP$9EF^7d^GZk}VxbMo2}fTD!37vLF^We-4M&?eh&R5Fhs_~E6Q^2X3#|Y}v4Amq zb)&}@oP&^bXe1A>`+_4<5)48dB1&{h;KrVoIUae$Mn`-kBo$RgXAp=F${+-89`OY& zXrX0sFw_@WRf#NU;d=?$*+P7#ECH>79D)Bxo#^Nh8E1q7dSao1F=F8tHD%!t8-xiT zZb1lmeBl|uqX#K4^r5OeVjNURlo3bL%0ujGEWV)96|%&yy+{HP+j~SP4$+Hb5P}v5 zLdf4DQiWx8Q-KPKMOw7L3`amPlEkS6SGE_3M|2|$M|v7O?%`J}3UGGfp5T>J<|5HdTzCeycJLx>q@@rge1s_kX}~eAVE?Fm8uYqX+1;|hy~4$ z22;mJc;h7SS`QVp5r_kY!5WJRgfa?A4?b@*@=DO`bUv24pgte}kGY~q!k;iW>_QH3Po z@e0NoNr1e8g>by%qgdD}J)-|Prz*^(zz$2Fv4@8Hl>{1zpI#A6G}xFSN5 z!N9A8l?wGl?^qZV4=PBZlsQ{NgCgV&0FH$uo+DZbvtSLfAtY?V@kTZ25sfc|;tKH4 z(o|)&v`tKeOjj6bN`(Wbs?I+=z+m*~aSJuYB6mMM3Cgap;Dh-Y z$YMb%J(Nn1Pl$>hebB=m;DEkiU`ipLVn{CDFqp5(#U%umFDmPt)Ytd)>EkPj>kbVXsvLtp#u$`^zUNgnDOLxmi3p9lg^II>KpSWp2BCixaE z^knF;tQAS2o8!0Kw2}XZDp+1ZB2pEsumxccrl_^ZUDSM5wuwkV6Q?0=Na8^5urwAS zqToX%+7&puWZ}zUhzGv$E7_6G2~A68NIWziD& zJ#tZLu`C%#=_q+Z@<1PtgNQ_7&q7L26zY~ zpq}ah-&a%{LYNk|iC`AU36$8|fxK2A91W2OhpK5wzo^&DMMya?1tDxf%kYT;o&#{y z!aKx69I*cwSkwaTRVnF~iefffR7bG(1J; zt%9w%}pr*bYQb2g`QJ|}cWr*uvybylZ!UMF^Dr*>{9cQPk8d?$E@ zr+AJhd6uVno+o;yr+Tg@d$y;0z9)Rfr+m&Qeb%Ra-Y0(Mr+)4yf39bD{wIJ2=xFvQ zfflHN9w>q)sDdsigEpvxK4^OisDw@^g+eBTUMPlUsD^GRhjyrkekglZsECdziJBLP zo+yf@sEV#Ai?(QkmMDzIsEjU(i`J-(-YAadsE%gnjP|IH{^(cisE`gRkrw}{ks2wG zCaIG4=#e(5lRhbwMyY}>DV0`fg-R)wW~r8LDVKt$m3}Fha%Y#0DVdh3nXYJUTz}D?BPU zxN0r9C#7Dht=_6?W@>n1gDtQ^A^<=HghDLf0ycbSH%tRJcmt{$>oz2-H;}3~a096> zE6JJacZLHuY=gD3Dz|oPo0fyC`hu*M1Fhn!xt?oi>Z+z#rgLE&#v~bi+1i>(bsW-VUj&5^6HQXVg+H z;0CTeS?zaXt=5*T;YNTpBr7)f!VnZd0mQ5`m@OC}ZsQ7o&3gYT5-`I9bm|ZwZQh2i z=(eb=I_;}Ys^F%s>OKEX1lG zM6Lil?C2)1@^a|7QmiZVt;Vjd^iHq1w65X4Zq~l;82|tk_-hLg05h0v>>?~S^sWs^ ztF?MVygGpZtitlXFZ@1eEnMt(QfxGoEA{5D{tAcnW-sFUullkA0AxTR)GYX7LkF;} z8F0WRTtf>0Knf7T7d*f+_<{xaK_a9;`^GN^cd&tCY zG%MCxKnttyHR$Wm@&V9d!!p!tr_us9Tm#H@Y6nDvFJS*}rxHT5dN2|vaet0538SzR zKXL1-Z?>9hvD$49bHg+stF$I7sz$^8A}gv+Lo`f7v`VWNN5i%%u^O-Of|l?Tzp?7J zE*sA=9XF{P!!aIHtsK`eANMhi-fV%d1eKhv~9i|6a8ZZh2OM#FDM z*R)U%HBlF}Q6Du@C$&;9HB&dWKio7O((=bQ*}?PweqqxUH>&;2ex1jHenmJ zUBh%)gXdWbZd&v8==ybGN48{7Hf2{fT_6AUODFbsE_UEHwqu7bWLvgqk2YzSwrRUG zW}`Mc4en_OKUbaa5mt&_G>R~Y}>YQ4>xfa_g3RJOY1go zi-ilUfO9`L3q1DxwV0V2(?0xSyhG)2jmv(=r^nVkF3y=UP=mUwDxIXklE11B7hlLhMfQw5&2T)W( ztN}4DiUjcQi+2DHI5=_K5mwaraZvwwg?H_wAd6LJuoX@#acQ{Hr zxo|+alnXSKuQ*sFfnQ{c3~0a)ICwIwK{Cid2h>6bXg~}609FKV2*?12z{3wXdNTaL zm-zyOBSbXdKn49k2ed$6(nFZj0}fU_x&+V%&Ug9FtAxyl#Ks?cNO=6mD{9D> zyxOn5$e+APr~F{7JfCN~mH&B`kHQ+zdRj2NLUg@K49X}#x+@gD!v}pr5Pd?_f*&M7 z3v{{!tO4QELkJ}N%WD6?_}#^+*NNbFz{@6q3=F)fGZCtzjNfBLr@IWJAI!$ zktYP($G+^xzT1~H+>b?w?|DG?dEIY&pd&;%bbuB}Dh}*D=to4w13s5ey+X*ly9hnv zqxuhwLNw&P!~a06CqxJMK`l6{FVt$(BSaE_$0&rr{Ca=kC&Uk+%(>4v;IBS$n7!-k zY1+@e{oj9n*FH(#epuK;h>tix=<}zKpuT>sNSN?Mk6}ZH4Yl}r=m$r`4zB3=YT;1Q zkcNKNG#vFKqlAX#B*3FrYa>HfA?PL3&~Qi+h9;wF;KmS#mWK}EnQX{SLbRAdA4*8p zPy@z}AAK?$`IG-@)rQHEMdP-WYgeyd!G;w(mTXzGXVIoryOwQRw{PLbCF{^%UAuSj z=GD8GZ(qNE0S6X5m~dgkhY=@MyqIxg$B!XLmTZ-BWy_Zza+^HV>r%`P?YSs12)YX4_=a#^oSabCIco)l`?J86I!Tc ztq#5zdTtn$VL3@1Uejx#MP<32(tnhr=V~TB-B3l6{9F~QR=M}_=hwfVe}Dh~(V|PT z0SPS7zylFXP{9QmY|z2L=8I55t2B$up|7-?&mI;)0D*)LK_sEW5)`^j3kgt^puHbD z=s=4#Y}5bfp&>e`Xbs?5*=*CzH{pzvD*+#@)6P5b%u~-j`RtP~ zGy$EkLdY)c3{4k8O!Pw*TtFqzN2@vx((M2R@}@~8R8!7PIqlTbPuZl?&rwM&)zni_ zO_e}QS*2>w#|rH#!}(Cb#MWDJ#l(|SvT1cvNqvPBsbDG76x3spO;*`uMOD?=XQ7Q& z+G!Ca*4I}Zih|T>7$F*4%T^O_#rBscqNYcj1j!)o~%kwlQtD;+Ech zslxw=-}!3!_o{N$E!g0L5%!8*c^Pil;fEn+OkhDbV+g~EG0s@y&x}pjujFuG!|B^&1)Goq6urXFO%5jOE4f8H!m`RA#ruG;Fvl>TXG#fm;U>#xDSjA^LJF579TuTER-wXY7_;);>$46C{6uG{Xr z@y=WCz4`9j@4o>LT=2oiHrw#S6Gofu#Tjq>VYiWk8?0yuuiWy>G0$A{%?U=_^Un=d z-0{&#FMVFOx5nCKucB$)_19sKUG~{&uif_BanD`%-FffbchG?kp4o;>FW&g$O@;qF zb;ODm-udUDkA8TDkgwkQ>l;*Fa_PD6-uv(W6CL~U$uA!;?JZm#{Po#y-~F$|H(&nw z%SWG3_2185|NVoHe^q)CL_PWqkbwUS+wu-`A*6YwPW*G=13l+ItigkVDzOW30O%MC z>V<*@^xy|uc0kE3uqzFO;0aOKG{p&Uf>NSj1~=Fj;_PLHc8TE)GYCQ*?hrz#8)48G z_@ERHk%%5!VGfxGj|*B5gMX=EUY>}TCe|f}Jhb8!?_xh#4TXeUF<}wG7{+r^4}-*s zp&40-#=8KigHlwY4FNbsf0*%%6-443?Fc|7=FuNjR3jDvSwJmji;F-kp%DMYm`Fu} zDvoxnAQdb4#z?l2j&0218>!gH45IOcb*Us?CMl&x+Ody0tRyA_nacY4Fnt#5;#R)6 zNLkJjK*ZsO68|_wOHNUjRlMX9H3`X0ZZL|!^dvEHc+6qmQI*X^-XQN)NSOuELA12y zHFJiXa^TUF8>}NR@rX({y6}xnlw&E6NkdHXGMRV;r!(RCOjh2{m4@^pBC(lIeXhkm z+mxd&yBSJu{wb0IG-nl&sm^!G5t#yw=R-{g%@88zl?WuzJ~5h6vXrBf|MX@KU-*!L zs*{-qMPfqr@|7>X2<5;~ftP2US1AhfB=ordf1GFOb2f}*9+8BXfm&{9I>>uq=D zSLQ{vA&9tw6&&IXDQrO*iCyexx>^@eP$7fw;0HgZK?Tm@g&)1xtYAKy-C5cvn0Te5 zCqJ22q;fEzzIG0UOp82t5#y1u4X0x_8m;i4!To z_pX@5eu=MP6i5|5RKgK)Xh;=q0fyqz;|@{?Ml!yT1%?o!3b7=Yg(_nskSBzuJ63nP<&w~7078~woH~5}>(FY(Fe(kgJ!`D;usCmDFTj=5|9!BiD;-6qTl1 zT>W=6bpPgt(Bl}4?Z22`iPkEO(&!2vj#uUkBW~o2+OFlHlh4dtKMT13fuz5tPJXZt zfmx-7aKAhMM&>vf;wIaqwG=Qs7ZRtmLP}V#vZe-;$<&B{8@GX`BMz}!3x0kDF6RlS9E2yfINO>dGN!yDvy&vvo$-g2Nr$M3C&;WI zife)>D_<1(2?_zF=*BrzXH)cHTpKZINxW1O=CPCUiIYLpWqUB8vC2gp&5|JXi)%FB zFmG0}YrbsJoK6Mrw4gz>=-sSxULg$ik?+4l45J0rFHFOqAX=VaFFGkYk?9-n%+tnN z=;UZ!1%v5Tk3!+ClN3kvhSN8cS{W=_uSrU!OG`1{n07EbV)QuDv^^p?1~UauUvrgW zj+)l+rG3TK%A7cD79Px!K@0DL(|rBLl-0^gmOG>@lVZLfJV}sZYqF3|J7Rl&1ZW3C z^@G{_f~DG|I7Vq%@+?Beq&TVFIOc=dYmc;+rMQ$S**0_NzUHu|Z`<#+`Yr}@KRV)i zD#d-I!}_cASx{_X~|nJz$+KRBr+2%{ZmS- zjjtk+&v1rOy)9a=P0BL)&Yqy-$rhvOPksw2fgCRZ)+zx-Poat-KUXcm-5kNqDZwm+ z&`|4@7-`eUpAIq7tav&^qBIZt(KDvDE0Pj?zH#46nsMG0?9Rd1oDd-?H<9Qz`*KU_ zsy61-nJXtQ442R=Et14l7crPNw{$O>EJ@A0BYo{b8)zUzylBRuZ^j-3gs%1-ug#pT4V<`e?`Q(j!rc6Kt{rT)##HS8T$7#!iG}QleyzZT(&4x( zVZ;rgkzA398Ah)eoE)u`P#(9EGm`6oD;I!-|Df`9K?2SI%QH#;3dp7Nk>$rsU;?br#HvX{^3Dsxm=+iyx9T*D2O1ynT;czI}-r-i3(+XGnXuH1r0f} zrGG51uCq+DYrlYEt^Lm$+42g z@&NA7!`Y@G^PdYV6ptpq(xmI}~ydK=FE;ki7 zX;t&bDxzG2Tap@OiI={T$HfA$@9;q19ZQ-Wb6pyv!#{9m;}K9-27W+g;8))t5Em3H z$1SEO(WEceE~&)>+v`V_T-3;)eFJS3@{z#LNtzOTNqFI*x7k1YIE=hpRSC018v8H+eSf@f46sieN5{b$TQmfk;F2A!q?a&@n)xe zSIID}v#%y_-Gw^{kKFk`4&OH27U+>=Gdk9hx&!nCuI*GP$W7X@c5v*3x>PZ7`+^j% zG%*XlkQ8My{EydNB+Op^kLBAf|5^Tk>5u^9)&TAYT(MZ!C=EOAeMBPw{$e?B(#MV= zN$B&y`d4RGeoD+AAoNzd-;*S&R%c3yAc_U&zxiC3RQ5eyP5>Lf*U4l~YTR(S^S9#8 z6a)SpiRtvE67;Eay`$gSze!Wh`yIn$DaJmg_T772yUNxq7}+0LrvRa%x=%gYtW4~N}z$PObfg_wLP zkSgErUi-xXFYejlL4BEluL(nfNHe}Xu2w**eg7T9j|9$sxhnTiIfd(r_5rGk^qPyJ z|7pVaoc-wUaC6ZE9Ga;<=EmC(+K-FgZ>8M-D{VM5qc$EAZ*}CJtU!~#DEb6#I|oUt zD(+#aCJ4#lY&>xB3Sk3Xbi?)mXP0n4J0nngdfZ9+xk!hgNH#1g8`YgneVR?Hn8O&A z!`hw0d78tcm@5#KE7F}SahfZom?syNy}!uYXPNFWOL!P^8+j+wur-hNC{O)GjQT?U zmCpDZ4*$%Te800u71lbrMsd0*77g4kJhdpG-yuYvR)$9v3w=M3t>yEBm~J z{G?c3fG*$dhHamg3w$X5eG2*2{a82iF{lI}M-hh|9^KA(M6EoT-F<3ZJRJ(Yc^=Up6E)KCMp%gme9v_*A3;=6|kjep1IVpCO=vx7e_Zl?bLG$ zHoX1Vz~0i(9erxvv%ydj+EGGyThfqt(g;y%d=}WKU)$J9DdKRdNp@}HFm`MLp`KDp z*S`!)|Foz{D(3jX_Dm$JN#dF4%ZJZ27oH8+-Q(eF83=Acoi|XwJhf&^8>?V{#ly+r zlvLQqoEyjS=BL?WSL=UWnpk!YfxB&C$b{24IBzEa^o~*SnciXsBuU{mu;yvetlGH@ zM*in7f}cB_$6r53QmoFlIeYuPj0F+h#}#bs;bQ9zoUh{8dn(xFMc9HWx;oG9usW$U zgc&M-l1gx5Pkq@1t8W|s(Pk&#{og9r*s7-8JmZ%(h-Ds^EU69G4#v&Ryt|`$8}J~T@l!*yj2M~0Dx+Akk{Gr!@77%@?Tk{73{uK zKW%^Y5%+rj?#1FGcG|mFa(mI?g$$D->#-|0Y}igP3(RxSK&h1Hj(G12ucT1VYO2V3&i(u7Paq z88z7J6kOBquwyPH5X7;e&vS|kephXkrc~YTbv^rfJ?kFq3!}xC?Rzn4CkQ&tuQ1XV zpqK4{7uGq!olAo9_bnWO_2gDR(#Nh2_kQFyUi-~6<98kCtca8S;=}C+Zstr20>BDQ zoHH(rP|~cr%G~IU&vsl++}O_+I`WGgn`F0tFX9uo(9>JD|3&YqptSs0#j*A;XMu3S z<=+DPAD-J!sSzokul)spB;u#}RmzkyMh4=i50@GpPC&t#Yoh|jt1-m6?o77c->m@H zY_Dv9K;MPgtjPyUpF22R2cHrA2Zla#4}GVm{qgHf^d84XGL|d6r@Z-+|=L74v*Nm zkFN?;M+djzLpSJ-CzhT@+$!&(W&LrI+5BN>t%wmsc&vW!--aBqHmm$?A{Dz*3{t96 zCuxQ4=X!)5s5^qy|DEx0&bu zpL*`4w|m-^h0H1i*lASUND2FUR22d3#j_p%^UQAj!G<3KBu_sLr%3^N(HVcjQjP;W zOC|U_kVCR0`UR@3s!yJQ-*SCJh(p*84$sWrrsO^>^|NVt)CMm4WElcemlHWm)X4f|TT0IND zm7bROY=)T{>Pa4#prJtD>qml#r2Eleh@)!YNJIoZ@oU6-2TlWwQ%!3XO1kPPWl1%SR*$} z*0oC;E!gmWHB}8&?~3665ts4bYsV`iP9LMl_nymYYVhbYuTfQ{vG@w}z=h|jcn##f zFM_%`0k`LRIbCg(_U#R{y}`Ea@(W* zh12S8vRSLF)X5aZks6Ukht?MlPNTJe@+2#_804X^q_0rN{CV=d-026_4;@=SvqOxh z)!muWrd7OHjc4;^040j*onVu2r`B%`PR{O+{Y|}h_sv_N(l6$hAB-!oC4u)M4yBQz z#c=a#3a_vxV>xk{!&R`C%CY|bi=&&D)wF(0nzW92oDTDzFSIv1l2U8x3hADpatYf50@eT_0& zmbxSdDzYo)zPBz$wkK0@MY58=$y9S%+pLPAmc4IhNWSK{AibK8^^G&!WTJ8^1;-${ zXFX;*44%%79(rg&tfHN3>5cBZjhTb$GM^|Q4p3nYb&9)YdW!V1;%-t9`v;&{U&go* zH*mU0uWP4EN$Jlg#ke&Q`vE%ZhMPkVpB}`a9{?2CMX4}d07hS{7JRx29Z;z8&ga z?WfHgyS^b{IYi;a-jg>Olca?X^K#i{gYj(;3nDWJ{EQ<|gjrjdCbAzFOZmB-!?u;o zSrzDUN=snasOo&nl6VEk2ETpaDkTy*tVJP3@%Dg^#o%z9)mIAICp^G=atHyb92e;n z%fZT4lCL1+QifD2JFUB^+Ra4TgNzU1w zM5h;*9p>u=?H2cEG-Hs|P%X4;Z$f70Bn@9i^QCI*2Cy~OL-X((2unrlbeRqG;agY% ze0nGp&ZCe$==R+ro%RI6ZHUp}8M8owaM~RwEdA`h=S5875O$H?-h4kEfIae3I(gFX z!}o~5BR)ul9!d7zod)3Q3EZid;y+Q7oKHRTLUfTpGWU!XY*)zg2M2ivHC~&vCh!7j z0T9>@EE3>n*s#l|TW~9A-JDx?*uLq&6NX>NdeF~UX`UiMv&I|^IE!3#=_6PwvUn7t zxXqd3)W07=uIy-I4UkuSb}K+;8|%EyDMO-NtsF7$*WZ}G!?_NA?H@g*0k{2UjEg0KD9v9o@!dkIzyWXh-0(|4@|{Mq06zHb#S_pdNzWfrgSVK9 z|7_F~;3fMY?88Yum)(c6YvIOgIzn|{VtOJ{!ww0j0VRq5CN)F&mf|@FS?a_14*P%H z6tS$8eR|viNEnktD}2Fx~a0VhI>GU=&NpU;x>P%GxraLnE3z#{WGt7`#r-w*Rr&3M@T!? zrTe?ra63R%rf3-$CH8{uXqakhfPc(gI|wzF$l>oj+gV@eirxj?eY>&_?KdNo`ei_e z5$CGbL>2Wzo(=0OP*f^WAJieW>3-3@{LvE*Hn~P-SV=-B)nej4Mi0k9k_xF9IvqNN zLbnH5U)P3d(Z;<-gj?~3Z)=9%bqy!E>*!ADG<869TOh_HR}DO3xC-6}gB3$BWvTZf zJ_ao^(?;?DPv>dUrtfiTIR49q!m=5?f`b1!Q^Ii6#~9X3JCCQjlvi0?E}VlCNOYUo zpx+;XObs-m^A1=8c1cNuW4%5xxj?(3*O_Q{vYF|eJ-qM`Fdq8rH@-L7NvXmmIf=Co z!8u@OS?LBHorMGzsfp_lOo)(+cPd0Y>NGn@Y9xhTD*mn=!*Mn=mj^--M=6cFq7Mg< zBq}I~C4CxXV-B(U1JMCM>8nU*dGgH%7NF6VODLjkM>gm<2;GJQtF*9W{`QPW0;XFq z4?H+jx6m&R@8{x?u|aTI9B@1GE=D0)(IWY0IL9>3b>5zj$1`IX8Xv%~v|&XRU#zBT zP8EqY)SJ3=%fp6n$OeEin`D}S%$lr>sH$<(k#Y+E7|$K-FjQd(%?asB!azGYLgG~m z`usYJG5OEasaxT&76B$K1eF8Q?nRHbpnhneyKsO5#^sn8Fd>{Aua~UBlQFmIbcCdB zfExQwX^plUWmH@1!(du?)OTl!Pbs-mzf+EPg6=9U>J3ks`v?0BGYzc$Ext z-_EB>&Z?d0|5$Lbt(f1K z2RToQWmf|ObG-R&nQopI%mA<}L3Y08RHN;#;~qZ79thsw1-H8M@Jo45R_UCMn2&n- zYlB^icg^qiJycXw6RC#G48}a{gm`qT)$t(=t=yinW;OY+WAw$h7;=AX*}jHxj*Vhs zx_nf7p{}Qh$ZWMRYv}K4I02wM@hTfXEt+60ZUUG6N-F68&wMzv{2xxud`cxk7U`>z z88&A@y+PI>UM|lSA6pHTDtDGo&6F4CWN--*A#6+dJXWQ;SEWu- zttncqZB(t(bAuwavYED$YP&R}(zftnL_kjU8jr#}KjLqw^#DL&M1*S`A~ag${~jWE z=ZUU4=t~^$4PuSoSWUoQ&25U>VA0w;MzvwSwYSr1yq95jaZij&%Hd}v#Gln1GqviL zkB!VtokXbzrqF@yTHpB)u2^W74uuB=(_eG&!-o1tWA$Zw^^YkUDnuKqj2fOeHi(*& z>*`yp_ok~KNY^nHHmLF{FxpV3^1+Q{sOABRZ}HX^MCiUowyg~NUuUqGbK`JY<7h+U z_*mn_UZWTQo@Q(MVAM44+ccim(CTY{U$iprOoR{Gys9LzT*5bluhYZA;{jNEuR?pv z6V^?&`#8!55>3beWrqm+Sqsft@3X&q&&U)lAhF9gO3RuvO=Nccee)K|@fK?KmVJ%p zC#?M};I$ruaZK4F{EIu3=YwWgq^0GUFznxcIQ z)(*hXP}rW5vFj9cCW4|MRanQb!}Jlq(IZ|HzfLJ(>SBz2aj)t86!drs9dGV4mrocn zrzSYdD<-rxIfKPtc4`nh&3W46Uj{7!s2L5kypBQx7MTVKqU6_HNkENcmsaJriQVl; zdCHgQckjzyx2zw6FhwEHUqN$h6gHNy_{M%Zm1ii!PKcqek_{yERixsdPv+qX84 zZ(xm^uo1`3YSD5PyNj^!7G&Y2uvxj672Io5@rKbPMy;h;uLWv?jX2Zsv6!NOGeciE z%F&hbF*NqUL;5U4dn7n+%;Uo&=OEET&}UB64(A$1I4Y2XTw8y?vt=V&(sMU$nw%gP=wA&ea6#?q50g$lN=|?GOO|VL{LKILj5)#j3C8Z>jC>v^VTq z_me8_J9W4;4*%tS&5%B5<2q8Tb#LVm^3R+y5fBwRCWCo)bRw(aS1{0*=4u0s5X~vr z0D!!+RP^FPU=5GZ{e--pOVdU5zEAx9fXRFJ{^887QR|t}e=YBqwb7CYv^IwNkjRv= z_R<0q@%uR0hxNMAJjLpX$~+0B?^wO*Ke_#2a`%1JBV#a;IQfI>!;$z0rLmHS9POi} z{Nv(0lszVMJdaD_A(9|Ky#giy01i3A>+}#0hig}})htdTt^d zNoXE(%6}M+l!>s33%2zNr&mt8M5zEt*Y=`rGG3+ z%~_v`Nt&ci$h2eUiE$}s$f1s z;gtEYuH&^@@x@;BY!IdX5>Rw`EAQ+i(DQL->Emf|?$;UMABGwQr=5EM;oRYqZJf*I zj4;YT6sa1DV46sIAHug$f1*}j4vL}Dpfdzdo#U^5qbny;ap?9&_ zf;!8TAi=+>Oq#Ozt5sO0riGoIM{I}uBgszW3C{$8F*J{C0E0s>h%oRI@Ylh^2(%Pg znrLAS^d)PV8UVl~#3Q-%M;;K-KJ-(27}g6u8H4~IBKJ1Y95@PQO^AXsu+rkdSja;~k z_r$5VpUcG^jv9+paggrVeaZ@us5rLYt+42`*0RW^am%mWJdG>{=sJ6RP#_qK+m^X! zFT3b=)=LKE;?dIp=(rd7h(|xigE}IiU<`b>1qCKiLLzVNc2aByQN~~n6==b<8t9WC zID|y`(HT@_-~n-leCS;Px58yx8~_ZBcJ}xBk2J3fG0ca+XAJfBo5MyNFifOA#=3K0 zXt2#|38IdRj7fgxUJ(nx#}>@l{_b?@BY|7FR5@|ot#N;B1vc>zJ;`5ES*gv35cwb6 z{n`Z2Q7wsMt)HK@_;;oz6E(;FQR_cGK1}(f#MgWG)~%vssM}%WHJpd`)HY=tBo_PU zI6H7%FK|Q;jk0HH^Q4ZoxZ6<-m2=+t*Fq&xPDM*Zcj7>HS)k|d?wnmhuveL9v1GvZ zgG2NxWs=%8ukXOGoqQX7ZzQ ztD*V)yKyVtmYc@KQg&mZBD0?F-MPZPZ!FDjUweG4_gq-NC0kwnpL;%K4*iZ*oyC*A zd?r44Hm_>*!D95leujYK3nmo%U}i_X&wR7Tr-g4$T^#54WIzP7>#w4If8YERv2NNM z2YdPo8R70yJ|Q@@P8|RGY=|lHwCZZYw8njHy484nEPn<_rSr5ZQgZ-^K0B$006aq| z0NnifybmR#6%CuSiCTMh0~Brl>g1)Jae|s1^YN)wB%b|EL^*1~sN(jmU~(KQrI7eA zp35hixmV(`y_7>&(AST=3*K!oqmv`2gi!8V{g9JiUY#5(Z)?WLXYHdRZz)XD%e4UE z24Z%su#PH(FW;zyBW5QKB^V7nO>UHZ<$`D)+ykWvPURlzFj!e1)pzgp`028^<7FbCRHBQmGWE$9=z1D05NUTzG~>9M@>{x`Cajs zro7QA*$MGpDZj8eROPD(<$M0S&Weemk&;TkeNlZ%2XBtOlw)QhwA3PX1eVM0NcP$g7l=O9BW=F~1Ms^{q^wit@tAm_A2dalybHP>OJ& zGjC%PktK=6^3HtN$2!N3bUWvG#zH=mbeOn)XZS%XFB?=tQ!b|DULo%llvZ2&55b?q ztaCf9c&wWgLr-XHYqBiNBP?X4WHU- z1+xn3okOPVgPp!rkZOfiC-Dqhpz$`%qW{WU!%s3yHGn?FsT(+10>cF)8EC;-gRl%* zd6fBEi7aV=)Km0r;r=boNXh&%qmC~UW|a&S@`3pvr9s$APwH_Lb6=n!krs|&=$~g2$TeTxO+#N zP=0xhWXA(|8%~(@A|z8jg#LRXJe4SCgphk){l{yg2%O)+Uo4Wu7Fw#u-0kx^;b#>_ zJvY^p+E7dXuY^zN;i@OL_!2(S+(lu$%|$4#`ni;TwOqF+Ry8(i>%R2o(23g0=-RMx zRy@bdpQVp039&owtNe6J+nhhRcx40A7XBcTDYYD{%*8JHhVQN!R;9$*wAI!U^bKAj zir8?q90))I#2<_gG8v>wDAAK}2PD>ae3U7qfXbM>&ND_RGcx;eN_5<4)lF^nAxtwwrTf}_%<>-#|nZo+BGVoG-XLZ~xGAYHWrJA74NPXC!cf~vh ze5?hL2-RpFK!ksc56l1AKu?&iPzRYHaMzV5%)WpFkcwb+oVV@#sob`r5qVSAT_9{; z$Jlem+ah6^As~g%v@=na!BETJ7gJ3|a_0Uh%m7Ggj+V!m<3Q0_u?E5wnn{*Lrd5|; zgtnJu-3=-Abe@pd02Y^a}}v>{v^v}iq^Foyr5q0k~@OBBD2GJAfpdVDu-Yq3$Q`=x=JiF-FfysGIvOf_gu6#OkQzY}-m&S3@3b9x=e zR@M*Uy$M(oy?Uq5hHBksHdzN9_Nvrl*Sd`sx~S$YNpo8k9!T3REm&C{8?Rj(7^<>J zrERk4K-)qGjmWlWi5Kv9p}uQBC}`W7?&0sod2T3%ogG)BcHJKVxbv z4^KF5zkN!iGNsf`477dTtyN7%@0Ltc{XP&=olQd%rqC-}wl7|82Hd`P?nHvybqxpv z24~#8z9DGWJwDN-`o@CrzL}}HtZB|WjBYv0(Jo(kwL0`Qr8q_Kj#lgqutTB7r`O@a zVoH~S_LcLSC-3au{CaZx-nYBAF1GC6o^Rg1|M&bBfLMGT1_Dv#|GCj@`LR8+uUY%~ zcp-w%zJI6+g9$OWS>E$UxS(?E!xtbd`9KdA8=Pty(9&#j&@&@IRxuocI4YNyC!!AaYbAoMPrPIxR=AY z(^g2)>kAKDvcr2f!8;Ep$T6O>wM%1s3r9I|%Wm8<3L{1mZPt4So+^*&s}y^uuH608 z&Yk-L+4)3Yjq0Aaj*#PYx@Tw==U;CFeaD%+n$RZ__k2vemZv6%4&r{jx~4$6GpRr| zT1PobZC&d)|I{<=>5ad8HuoJDzU4mr&&BsXqO5$*iUo5r3d~$7yB#CfDU=5ZV;!f#_zZd{*DU z$Rl3)XyfLW&fNgR+m!H?CvPI&{tf8xJ#nu5!BuJ3*0%pjQWJS_@`C5v=R<)lW!yQO zc~BxYm~|qobB89!u99PrjFtnf8^@fC6bT)mss%S3MkzQP&r__cpP0?R5tqFgd*YHg$ z>Mn^o>!@Ln_}zHqbJU}Q)dv(HyX0*~lE}5HK7G?o#>tbE#{;8>BOfEz0(^`-F=by>{7#sYk zJaGdo2lww^Y~LcEKD)GOUL&7bsm*o2rg3`l#E+4<#QMgSpor06q*X(#s2p3VKM@r@ z7UN7{f#kEtBd?d>tHku%9tt~y8!_o&PA|UhYoIPA#-ZtyR4?4)G_%`!nW=aZaPids zeU=A`|J1cDyr)gnO2%|W$4pj+eq_*$ zO4ouzSDd}o#clAFx0WVURI9XKgO^%|DwU!RK-B3vz0$oN3OF|EQq=*dx*Qn|-JA7r z&JhqNNvyH=a(o<5>nj^tjiuRG7Z=;^yD?R`BdI2kXfd_iG=ibqu>jiV@hluOn z+0diIfmAViZ_J0*Ax~}n`|UQ8?W>caCwS@+{d+6=u?PB$C%Pb%UbuS`v#=iKqTTfb z(((&ro(&NeCSZ5sC5sKx8V%B489aDzkg;Nrd0>!rVUTeh%z~BT1`P954D(G43l2uq zyuns1BXeZbV8lg3WMf}c<1ny@hbyF~npTWP_L6NeQsyM1Ru1Dfaq&iuG3$K8rFbogpGkqp^z|2sUp3y-A4~ zVo*oM(IDgag%NJF7IYF8k5w$94`CKTFuRmQ8w{+#V4CxHdZmgU-2p2VxlfGl*t9W) zpveN&OewBbn&kLv#bqyu-20KhD|4H1{L`?LCaaq0&>JU*L<#)P4DaP2*e5aoXle}LJe4B)nJV&- z#@6)FVeb@%G^Jf^^8#6`eqx8GwvXeqC;W}q%TCprnlH|VPD6o2SedB*#4Xr@BI81i z0@!U6@H4j!gw63zf%wehb^9T9-3@n?muNW>T!_g<7orB_&kLDBAgAv2 zBBHVQ0ELhKN6GfypoCz%NK>1r0-E~ia7cMV;f**N%-7j!jPh z#uU`89lT=;DoG+gIdM_@*d`5Tl+K9qKLn^r_`cP};?L>JM<7bY_qN^HcgC~TfgBDz zSUCt`Usu}{z0_Uy{NW8saz|m6K}upuQZgRCb(qXx55b+qS?W@+RgC{=vGnIj2{&NB zKZUPSC}Kg?Hksa-Z(44)L2qv?ma0-Cyv30BzaPo!5?C)x+g*n<9k;2{eqhj_y&Ba2?FGDmAbK|63E7+$!{ z@hZBG|B_>CZW@lfg5+-i_{rfTA1{Il-RB;%;)O6$1H=ERn8=r4D z?U!ue3PH~ zJ5k8*Yp6IdWjDsrrIz}f=j$$r+Z((?&bTSr>4rLY6{T>yOR>f#a;dsQMY4cdv1{$B z&d@KTiiN34@*B0;a6Xb4CRIZHsc7v0gbxYc{=9av;SSZ_xYn?wncwBT1JEErsF9mS zZ*CaB*)YjWHTCp(EIf8?q3rWM=*z)t;ZGpGY=}>Bylk`JF3fW`WYfpe{f_Gfd$3#X zs!i#G^^R|wf`wc4hZ|gLGOyP#VY3up<|u^CVbMWbG&enhZ6$o+!hVuM{%|GQ*O#D9 zulw-rB2sTuCWQ|YEZBupn`N!3YIvZeAZHG9AvrgvZN+6ijfSTUy{?VXQ>1MIs77?N zX?7_h@ocm^Y4Eh=IGv$8j8Dm3afM&vwrA5gaA1MR_{d_!uW_HUn)~H5aN_GN={{s8+6QmC+gy`T*ric|q|Wb>5ni8M zK>D!2rOd%{0I%Q)L^uU(;BOMQA1B&wnS3zuf|vx&llUWB$j2lCnJdW_4=%7-5_Uf94?CoMA@oOY9d-MtGw_=rGBqq4 zB6k8&G$-s&A}*1ia>7Rr=D}KKw^^^$GNZ-*Q~N1d2p8}ME3`mNSfI&Jn7KJj6AzUF zV0?!`!r2g;VwJB+4uTOi{6d8SSAHSi{V4bi)eK6G%{B_Qx3*z{A7z5&x_(|R6TaI1 z@>TlvmTYiGUH$q6Q-VwHPZvB)IWjI1tOXZ79b*gvXf%)33iyq7%WUp=$F|?e$x-g{_@{)SKx}?2UifVXdFTSNbC(u zwoy;q#PZp{2z40#ZPf5Pi8j=eJlh}-_AN6Kt_u+8h1xh`3cnE&KG|j+ z{9h<{S6cb$Cl&NhY+ax^3)Ban=z@W}ko-IS@;yuBHkDioS3s>kho<>ka3#o{}PClCSe?HDXv>Q?ak>wnV8 zx65ON>xq?ZCjl^mp62&;M4bbCy0NtO%Q@ zfIp$YTrX?|6g(_$6KXDl%gE&F?{^RPcOU<`+s7T#e{i3w(?EXjo_2zuLl~M{J z(a8FZ7`J_7Xb2}jz}iQ1_x{3SAi?&>_2NHbijNgX4y0<&ge+syzt+CH6jk59rvO1o zNt0sEH<$C^(JatU4R-~*{#3n)kF863mkGv294qd8W4szN@5QxnKdP3-qB!R-7rE-* zdA+{dz`f;hxZ!O=4;t*&pWthc&}<12CWiBAL@F!5=8gYu*;Q`qzY(a61*QHSdBK3Q z#OBY&ewJbq*Gl!Ve3w^53R0U2%P17tA-D$)!%9T57!| zMlX0X)ucW|V7yTBR{sN$JAxA>@_sYp^>>6ml&jqbQ;+3+GQF>y%4FJL?IB%Z_E_uN z(y{Aoo$WJM#^wB5y0M<&wn5p>;!ACwA8fO;f4`sU4E)+}x@0OO?Q(j&S|D#yz+v;f zL6en#c$W8GF#4r{51qi;<OO!FNIGwDN8Dr%|xyai8Zp_(rm${T0JpZ{JzD`_&8MZp3?8V1-bIc z?=muGWh>9dWej>dR1 zoA0LGPBtH%>e=i3o5>E(x3e;p!J}4pf9x{!!YQ#2t8j?pNtDP13`G$OY@$E=Z zs)*Cp`XtA`hQbKew9Abm&FY;EPl;dKl4qc1$)5@np4dUO+GQU~0}&O-OLo({{+ait zGK9rDj$8Cd`x*pn?`Ba6AcH*hkLwEfN(+CVtUuA9>2@^JlV)wGGyA?>Qy=IdlWaDS z?SoYJ?g$8j*Zir46Y@?=nw?)IF=X*_Ae?)cNFG0h-fW9@#Jo)S${z;A= zmck6&Syy~2M|i1aj#__9-WAi=N*t|&eLatCTKl6Bbat#%tHNs9&e`nShbV#mTj zJ+NV~yv+8-n*YP4I(Geo+BfX9DMTz>_XAX$1-Gnr9+}4MyheEuw)#WM$BCk(coJS6CUiR^VZ3ew;<28I8 zgM_QFB-S$nFpVtXO}RUmWzb$HyB|?v!ZN_}a3oDE$UO6)?smYpJD>8xwc=?)@etqY z&t~sPyE8mrVqgNX55u*=nPtbQeTWG{IAX9e=-D%WFE z0Dv3i!{HbLef0t6jD^5o>Rr&Y$(lyM^9j4I@y?HqfF}gZX%l1gIl4Tv=vt=6XA;nNGA+H@-C*VE^0waKCLZTT9bj zL&mli^QYgfE7BctWwf8;EIy(5LX*0&mC94NiUVDc|E<3wi;022ie6lWUvmZ=>LASR zjk*%I6+tL~ggP~_hM!exLzYuu{+Tk2WL^H)ibZ6%fL(x zFy@YUns+`Fs;YcvL1NfeC^~*4Uy}o=Tt_K`q8t3X21?*kL%i?ZZ8Zw{m2Q`b-53`z zCt^Yc(pC)U$|H;^F@3_!Q$rFmSn_D7xpZaW#)@hO4y+zMJ}C4z1tJs#Ol zH2AK~&kGh<3GEtGF~(Rf^i&$M4|YkY*43e-cW8Uqc5B05zWnfV?YZ#Xc>`r&3hy7H z4Oti%rZvZ*qZL-$Y9YO;J3LuKf@_`-7O=`zaC&G0U1jDP(Si-z4{YmzGKs@-@WZ7- zig4LT-{LlT&8&zGA{J0xOtU%rtplDJR zQ#j2UY{x~2<8uFEHa-gk$tGBI$cv`q-Z4Cl6r`v0pdFmzwe^jIocIuBU8sc4154dD z&sK%h14Hg_Rni-rh}fA3qEH4c?zZbn_pg1)jHE8fEp>k?{d;a(H)TRXf8NUJg_bQQ zz@x!66nXFopuHu`S$?r-335FgtL>78OV2pKXM&sl2 zg*vaSvAsA^mj8Z~6|b_v%dI$S9QZTuQ4D9~VlSL6?q|_}%9iwF#Rs&yHZ$z$TI+fJ&?`Af-f z5w(6{La3k#f3~kD%kCcEV}4LA&~^y8Z`>Ho`>OJY=1OFC%ICO*w+zeZYoBUoArMzZ z%6*5&g(G)juiBHZ(%;N>p|agq{nPU-a~niH?a#QmoOJcIjov-^_#a=Swia~dsp5;8 z+MRxlK32OQeLrvND(<9EPxNR!>1^HVzVwzLZ1oWJAS&p_+3Kygp^eX2+g@0md#}g- zr<)gf#Pj%Xpwv~V?A41@Qu*2LSKxnqomE&=-yiM=24;pHx`!d81f``J8YxNTN4IoJ zheIRX-Jk-3(jW-Z4GxX;&@Ck(HHZJrxjSdy?0vnS^*sAs>wUkU*CX=QYhV>C?e0ir zZ>CU_hUvEo466xu_O#m|TkhXj4nTDcBp!)1iF3)HgzXIhiom5VqG^lF@k`cdYRm~* z*9a0q@Q2q3bFc{O;P@Wq#(FUR&E&E*MV~EGVtn-N$K^lnkULTx0ZufTfCafYnq1C; zLKRJBxZt9n`()YT@T9z zi4>%pA*-8tMYWrgP{M89hQh)zv7XG1(VU*rV)Ibj$F9LKbUQZyx0a8_Te&WgB%wI9AF zjm@^|43s)qWAF`?GBMxgRYH8V#K?@JWdy7hI_T*pfdX0B$y+(ns%*DnoAa`pN}+72 zzn9zWtyMJ5l-X0nb2e3P$Y&XiU)EV47F){(S*tH>%4lz@$!%z;uBq>*tDaeFagU2= zWokYv)AA^KrAn*Cj_MZM(v`E(Q{B?jvC(6BB68O4O#9K;7v8ox8M|aT!^n4I z3+`=80b48aZ7Vrj>yjm-NF0dB$Lrr)D>gtWNEjc&OzGI#b{}RF3e(+wWzvD;5MwK0 zFK;*jl*qz<*(6t8yX7#viQyu%Sj$d#XbRu3L%SBlP{w=`(IWT8HM(H@=*-S!9~^E| zz;5e-^XcX1dW+~QwlKRA3z6&OwyrV{0a{O(g)u&vYhAc&-GE-9G0$qtU(j*|M@o4e2N%ir3*wqy@vw|m5&y1;xFihVVq zmjEQ_G4?MMQwu<_P5_@V>^$Jwl~pkMw+@9Y*tqWY8jA1Qt#4!Pvum96NI!x#`FePX zuo}(7##CP4e03_~ov^HDlWKpN)_o#Y6Cssoi;g24nO*|X}ByCkl z;-oz29T3@}B?dtLMcTb9;CQ8iC`mD>y|*nDuPjxnuxqtWpWROPH_31b_ngHOF^(;C zk^|=@WUq(5Kmm$r`taBu;fY9Gw+JQxl2ctC&Xy&N>Y`MvvQ>EylYtb+N$vyq< zwbL-E-$=ZO$zX}$HJDVqkb~rD0`DsF?*OdEbILJvh;MI>f9p=*>Jn^3?!LL3!V7l)9}O8~(EPxC{bamBFVzyK$sP$9rmeMO+q zlI5*p-Y41dIp`;KZP zc_L?sCcpE`%5Gj`F%?@@i8G6)JXWK&d zwR_C0`}3WJr}Vt*gC45aw)n~xw1V|6ahu%dXTm<2f?z=*lJo9L@Cz#y5&Eiz6wmGl z5Ak46v_ic~5j*pz^NK7%)a!l8U+FJ??#i@#s$2+4zj`UPgUcUS>chx`c$$Eb#(3uP zG$;!R$z`5vUVo523FT`63dC7Smk27npA)~`kZ!itkGW7uZP4|&V9KtSrjhSiijhE! z(7Rl`BuSAQd8aX=p!zLWdQ+aITj=RxL#p3}eCWk1a$!le2F3DRz>yHN|D84mR71i` z@4bSmW6#lyDW`PlE49Y2xQ)uhe_w}rDUR|wox$JoH@=SYLL@SGF}D(#*B8+U_Ik_uu3OATEUT%n7|8y`dra2D^6RBzkGIpvCB~`8*eX^; z+ObKg^sn>O-?x}en*oiN1XphIPh7vfba~roN#Fc-!`($%C`a;2N#V-lDXvE<>s#Hc z$oWg(NKfzED6d!+?|>JPPA^n_u6)D5zPah9rOlpcSM(Y_O1(Y-s}0+Co_PcK29k~dC;rDxc4X53#(kL0wE)Uc#e$5641meU+cS;Xf0I?Yd*2*bysn3 zITI3#^u5og)@b-2NB#qx)M4bm61;>}>n=;`CN^tJCf|&!fegpE5+NOlJb;u+_ajIL z%!XA!h`@!1jCJl&8t@VO0*Rf<58F}FX<>lPFIOUBKU4kyqxo91;K`|oEIgyScYpmkLi-a@z7xT1%2w0Vt>t#^o&8?dS44^sb}Mc`>J`zVvQru^%Fn z+aM#wUC$S>p-OM)2ec3y8;EE==S=691WN?+ABFuYmDtDe81#@7;Ru@RIscR>Id0m% zSMXyv_S;Oeq}sT1TxN@J*nRGNpiL#422lv^mWu!(GS{J6X7JXI4QmRJLsbNji0db% z036xL^9mg;?(|=A-`7P2)_-&E_$IleBXOW3y4-ZL*5-pjXMS3lq#!;_0>oiU4|W5z zG=Hf8Y=(fpe1X^yWN$_o76gD#(|2ZCP9Dg=t82RS<$K3_Ux<7_d7}TNl|_ZsJp=W1 z(9;)(^pcU(&eWxY|56XiKKFWkY`$8h)x)ratqHEtOR|zl1 zcPpM&OjTQe6NKmMxD6{ghPd@_Yn_e1d%7NPs!)H!=oBl&Z~wieb~Ep?sHPGL^ez1_ z*AV<-_T?M?u4Ww$Wt#(0+pWwjF`sdJpVGGzcvn=6L3CaYGh(F8-X;P98vS1u`&}H2 zJcpK;x+ayf=s&rlOTQ~_c>gf=@Eys1;q$=Y|88%p;!SffBdmz zi}$b~|Gx*no0}i#Ivf`T-je(z@nA=kMlk4nqWEB3*~OY}EFcWezbIEudxx?1DCP{QOBv>AtQs2R^;Df4;p<~N z91^H~XE)5xlzX5qysTG0^1=#RcU=6aw`P=M(VBCN|EhQImjo`Qz_=`9$rMU~@+1E% z4xmQ)EB?gXv`JOoc8V!=UX!#bUV@_wxPmOB*QgTXJ(rG-zDfGjt2dPCGX{x5l!MBo zs`|6WUPM#+`WDNS2ITgQ6SHA%L{z`6tq#+t&C-KrJ1iV|W{a$f+o=}OS&TEko!Tii z7Vs;02Nzt&q?&7;Wsj(qy)pQi-R^kYbIblmL8{A|zuPlcKd;5VS_#=b%3KR|9?qN! zA~K!-{2on^HPK5`kY$;(TW3T7Wkt3(%c zmJFh@&pEnQO!LxwxtT1V;k#3$kOox@kJ4m$p5uy^jUb)&2jrPy{62a^^~NI2vB3)*c8 ztBbzx$E|2-_2ZPIX^OMKC!d8*6C3#zp{$pj1B_xhSz*+^OIS9fI^!W6j8}SQ%aZOb z=Lvu3Z3^=*7o2}GUL8^m+`RRN&z|_Cg?=-B{jF<7f=Qo`)W}U;{evN@>BDE=t8ThE z!*TS}$zXqdeGxh;i9;GCsO+HujBK|Q$w#k1vGqZ*}7Hf8>UDo0-BlQp7U&Z1a7hC5er-s{Uk$)Iirw#2xM9-1|^sw2DDD z;N_=qIz6)P`AAX9g19inHf1Z6`Y?`& zB($e{7sV!-ry3H;$qHvzjnzjI3W*wyt0=Vwg6x$tRayW zC9-*Tl$>=RqYN8ZUcF0Kl=6>_eRj&Cc`cjBTFxI2oCnE{^I=U-u;Qo`DX$rj4G=5x zG5d@bQ*fOR*qrje3BK5D#Kxn?kZgxDT|fTKve1cg4~WMRjwqP~I9`Y_oL-e}kO!Q? z&*yDU=VYkDoT*LVyj%C|-*0Obr4o8gL)$d&){<#s8ja9&GS$y)Y*GL>0<+^V7_9+N zX0}KPz!L@nKmj3bW8twsL7#w)DpOulK0w^A5 zfVip8Yeh*@lwj4B34a#j)HW3SZ$8gRQAAwbi2}e=zoY=U=8vaXL((7BC}KTx=O=PP zGmN4_5qAKjp?VLtz`U{$6#gOhuP5`|NgrYX3*ZJ%WyducktH9_jnLFC73<}c=Z--n zYWy|T?t^KHwuT?;S$dD(?q^f2A3 zfB|f7p%mp4v=^cXldVuzzelcI0B?%G9y3|zN>jFW6|ak{S_-FhxV=SC`Ht#wJ!G@ZcRQ{r5uFxm-~YKQ*_^dd*ez|2WUPJ(r$ zE9>4-7ruX-eIUjo5Fg&5kEQPX1{(J{j^EqsCwYSWp!L!gMPCD>04~~(<{4G>V~c}e z3$40G_3T#+5UnhZ&-_7kP&XZv#hGa5xOjC##m2tP8&kMP#_5n2b5p&apLA=cgDd(p z!4V=Q$`>w&-${9^0s;)yjs)Sz14KB%QchS%QnvZJtoCP8Y_*$q064>=830I=O>~>K z%%ED6w{y^i1{(vx@=0toBrjivPR=H%6IJPgB^1A)sh^3=;=MQPlcwII?KBKJl$H5|?l;}}Ojt8`_13)ZH!%sF~R-&EJ zR+DpU4~-SK_O&i7hK@#aIWq-$wfPQ&cADrcVeyq(9{bHaxM?c?PZj;jX~xx$Jrmb6 zK<=0BU|pwccNI@!0IsXcA96JovelTj@qC^a&fX@UO`k7mU3a{E6J9*aIt7H-@ja&{@)vZ z9pCNjj@ffbOf5`!slj`tHs?85N%8*L^3< zn15(ADISz{%<-B2i?;pT>ls&XukZB^N4^V{!>i+hiO`#44F7Ew3U>WuE9i-FVe%Yi z#PWJzBH!r2EATV4u(V07@=xm34M=yBRxh{;`tZ(`w2$QHRp(X8NitLM`r{#BEHl{s&*Z@D zD;f1)%DNY|t3g|?AO0<45-+2q{7(xpw}$wbe-ZM*((Z-#gRkCa%raqSS_)Ao&F{|~ z3u}t+{4fnT7>f04Y`&xIL{$SE08!FQ5LD+P5lfc@D?42AD>wFA+)JE8>{?gs%raNw zPFzh3V0tf>D=s!ABu+;Q_e~P65enA~8uzRQnAsaD;DQtJ1n4<>*UNV3j{-AchT)?K z$bdQFC=!wg#Y@$~%S^&c*Mf{8u^tO*|CZyRUBEq?eJ6(k*Ik6`ZwX6kFrR8RD{Blj z-Cou~e>T++eAyxFthwnuIUYclIb{vlE%X7A_S%h06>eV?5v4`EwIJE07Z+M9J(fAZE=0-BoawF$zk{C+|8as19co<+<@*A(lVvKGg%ilqr*;wo5TM;I z>ZMxjM`$2fF@O-B>8t&WN86k)StXpmGCCQ?f*@s)eex#diP7W}TIMBUR=O)!y3-Om zM>N294J-#|*zJOCp=kv>@xF$@+&bw+i2pmn*~qVtQ#vIoQxBTpIn!pI+dRiO-pLUe)Nrf4^u*C5(4QDp--4(%6epZIn(PU z!#!$~UZ29Ov7Yg+73gU*4No$;0qDo$Ktkq#1Tt_X08ha7BYrWIXN_R+4E`mV5+6-P zgM^aFVjtR5o}w8Y5F?x{)LlbZWa`g{*eY*Q0GU;WHT5jU#oT+PSeA}-k=#7k~k(nF6t}50gPUj+E~F!f%nVV+#rzta$5}Ot$92 zBz3~IT~sjhAtxl=rX#=!Ze@T5w?2jWm-6V^6XF+BIly5$Z&_2$8OsEy?{&q<5#pbx zxDb;LZsAOm71Fh_^of-$2A)qwxtktoaD$joNwpzK))1+vG!;r_b|Rqk?^n`W*rM$S zd79Zx?@84` zx%32AuuxKHn#v1(srU;iDR;6U)^sNez~~3g$KgqKzz9NjdKw~hDoaJv#k3%c1wev( z(_li*0FXHc3;^IMnuw`mN`@1#sKtYjiy%3wQ7$MaHuY!)hae(8(!3}~y|>_;Q49W@ zfO4x+@G^1_;q%O?}*rT}jF{1+s7T3TE?7|iqA%PY%7+ZAP>c=Y-k8FAk1{POG z7BRqN0mEpRlPrLyljcI-Tv(0CvKZLOHEGPu*rX1BMB%c9Ft{OlUF0k`Ho!s%U}UEf zXOm^@g$kDkg>e_9sy4-T7i$W|eYcjn-X&)m#P!YWb3-cZA%_N>bvkw=%wg8r89*O9 zOedm5rDQ<|FsIbQjFE`0IYoC89v4&5AY?i9nH($}2&k#~z5p&7ac2?cPyk(%aH<0v zIWmN%=#y{?94~_v&$dzyCE~p3>70qi7Aj&8Lon`$SpD-R4B}r!*1{iQx|e8d0a+#| zI4Rr-zF7>_MCgmjGO=~X8BzjV$Y)Xz08u1R2LTWVcq*DJempFfq|W0Tt@76a;uqm+ z7QH5s^$JRmn~Y+WD;Dl1g3UIu?hfTm@57nV}%5b+`gk!BhhkUX3iH9NZm@WQp^_2EpBq(O`!)+LRF5EG+u* z7eQi}%%CBHdWs^BzBsxJ3)(z1V`r0GbTMmO7Y)s4ptu~6tc(pck%vEz{9eOK;Ttkn zA0mNGFNt^@*(ES832p!7!tYxtbREJV=XX_Hj$@8vx7pgih9dxC5;c$LV$pb{q^?08 z8Nx%5b@qulYj9K4awZHP-XxBY4G5J?&tlEG=1XD55of{i4vVS2jv+OOZ5EYkYk4%R za74`+27P@eT9&3;lp~9vot*gzvI!G0l*lYtKLAjp4LeJNZ>GZtI|tUV0FeOLI+|)h zHj04OL29mbKSt-ict|7!Hr_>%Ec#v|^gRhHT|pMBI6_8AHuZ&AY{Yb`1SN72^8wfa z=N`@i{-Q}QeVNY7GJJ=oUZ;rXJAz@YK|0Kll8`Hh80g;sqbclEyI3r&(Xfjjj z8NA6s7KH!dE6(=hW#iCEa(;QX990*MX|wRK?Bl{=XT-_5`Q*udXT4ryocx!z_}{M; zvH25)9#e5k=Wv>wd13L+XD#SbS0BC}zr3M;x>rg0|J@`Sw`z7@3eR>r?O8yae98iH zSjE4Wjbw9A``tXtD%b8W-@>Udvx2}M``i69MgPltzd)wGz+Gi{QzQOG!}iN+*%w+) z724FV2Xxh6z!o|vT65YV%S8PY}NdysC|)JUprjy2mQrPTj>+kV6RjA$|zKap5RSD zYX1Vk8^b34n5M9aCbMItr%^qxS95hmb2Cl@wK7p*()ZlO?}hZOrMGyAQ2Zzfz1Z8J z1S7TJq_(yI1vz|BkI|2TTWgEOhT6r{1|z`xHa^ttmE~glQ|0yzqq()*jy>CsKSr^a zhCdgd{JdR^x~A_0ju{ENb&{xcYHxMAkNa|HvQhsCkdA11iVf?ujMpvc_IYff4IO>P z&|Uwnt8L~nQkW?Hq{lCur9n`cL9S1ifrlosS8U^_RiHn@YAC^qF%h%T8}yb#E(N9; zXgVCC6uxBeE|0~V0k-)F>iS{WQp_MAIglw2j}9CP$m@T}*XwoM^=-*H#)>tLmH*S- zvmyqGpwHbeabQ^t#~H@v;Y&U^*u!)DLqmPfA_Iqp;s%HATE7S0)dlW}Wc_kvV5^cG z|9MQ7e)qcS4hv6ejEhAGc?Z|a8`NiDtqSZ0nkd>bOnvVkSq+5a2Mvv2iCyS1Pa01U z$W8a$9c&wG`rS=~E;+N|Li2j64a;b5ROYpQY^FmZt8phEt74<;f=YmiivM(&jJ|V*z&)T-`iK$zP?6 zvy4H%su_iig)Ge(R*G>K!-57~@25B-rb(~|m6xXJgMOt*2^r@r_y!K+Mh;ah&6>5Z zFqbVbtyq&8uXDN1{eH%;`D)`u!G^@jh74>|-gHyBU{h^n^A&7M*L3Sm$HjQty2b7~ ze=utXtC&N_Hdo)ar|Ay8sfYK0Utn_|F z@c#Rb{h){asE&(_hwbKqgAkZUxasiG?bZj*?Y}PD_74Yh1xJf3N2{>o4b$VDg5!gg z<3F%J=ca$I3jW+a>|}5J84iBC+0J%2c0$5*N^W*aU3f~5`N@X!{^S?zNTTHQ>FU{Y zrgK5Fb7~nCI8!kGQpmi~#pA%e+UmtCjIbo;oTQOjd-bmw)1{T!Wvt5IM#D3k;7d=l zE1$xvfI@DE_kaKCa0M1#$F5!{nq7p*T&sPEOj`X{$aGV>s+U&iu$h1Jjp>#NdQo3^ z+lHb3Z}qmv?9RRL-@xkKulKi2O!sqz_tk}u{ZCWNObz73;sTgjP;f9K-&swFb`KpbTGhakv z9hSK-IA_0^_rx%&HC6qtx0|Xo8ELFuj5nPd&R1*xy4>b_zP~(@xwiPzXycMmy`=`- z6HWfq)QPfYqd1gStw8;I-PTB!U}4axn6>p-k$fynqqV_)B40OEa;&xSV6Mh$#HF%T zr2SXD=fTQYTeItIlm5no#*dcMjlt9?q5}VxvmI2aTA^k;%lY_Ho#X0wd)w8YwVqg} zR~N!zo_dp(AK)%h8bx-n-~1cqHd~G+Tz<`Uec>r}Fg}o~GUP$6ONUMx4;B-A26V zcKJqv#)E zJIgx5emmRlQ^j_UQ`6pdu3JCXPTsp&`<;B>?TVd(z{|azLL`WLwu^xr;txrz{C>HA@U0VcJ6qLF<;atpJ1S@))NCg_Y<7~yN+J12NR&j(<$K*&Ej`)D zQS+KV-Y>xX>^31j1EmK~RW<~;2*j$kp@(hfPf>>j)kDc*Kdu3DO?4+ntO{|MuD@97W-(&<`bn)w0 zG8cL$gGwg|=p-rNT}iSaw#p&t3sA$T_sCBJsF$eoeUX~>$>8|}aKO#_Tq#(c6@P&H z{W}kIG>2xHBwdRD7N8h)-U5h_ltwTgp=v%ns>G5BD3Ae3EHzQomJA|soE`)Imz#_O z;3|_R`9)`+{AaET00-a*jR=N_V(?-D>24h=>uFKU@Z!?N4>5JJe!;fJzRRMtr3xN!bW0E1QI_|Ab07d z1~agU%N-~XrOISCO_64(4LSxIWbYt5^3Wc~>!K!t395xld;;)~nHogPsdSUAsK98o zkm7D3SpGsl07(G4C%iwzj|T`CR{%bvfLelm2qhhilai(>K+a%yFC6oIVBrqzwRZS}&D7 ziid7K6lRqaA}w^*5I507PX_C^vsliJOFM3ZGq6`uVg|JMr(o9dY zNeMs+<5jwW`<=4CMAs!+nJplqzOVWIMGGngo; zK5&AG2#W-f9VoyosvmckA0G#>LACA)!YZRA!iL7fsC{39Jp5ElCMikZ+6^enFFY2x zr^5>LN|ZE{bik9Wj50Kx!qXD~k;pZ=F1AG|F&{R}n95!JsKPBOwipQjF#p5BV+CLU zJdd92V;W={JL>UG3y8-C5&(hZKpaM52pAhr5DN7YCd1%Sa8poF(NW;zP$P)x4H+2W zq%3?aEG*AhIE7d!p0n;#uqiXM@nLbOv2sX1d&OY)FQ@>ESq$T9UT?DGZnpib$xTu*WPBYwd4#M)Quiq8J(FL8S5Ckni<<@n>^^4 zpxw;$T`jG3tRCK2omyJi>e>t#+T5!-gqb;X={aJooV;C}?O(dY8@W7~yPi0@h9TXo z9X-SK-kn>$d$4{N?(i0OYS*Q$+Ith1N5hgX27mzRl8tf6n3rSG_>ZCr0Tf)rKUOen`%XN$zz@sgX(T`jC2%mYNxzHs_i?O`kCtpHT+LTnx{w zipi{v&8$kzD)Y(i3e3iYXV<0XR0ifwaHlx%q{u)v9#>d$FH9%i%Y*WRD7vwsV>U>I$Hd-z3OXy$hVu6Z%f7BZtH96 zOKN}rsI9B6YpbsBX{>KeZ20%3VexCr$+wpK#_x+YZT)R+ZACvWdw;aFb@VNERR8E6 zs_j8l^{)5z_4V|R4E2w+3_Sc8m>M1EE*-q@9^9HA{N6KsGc(-NJ2EvoI@&e1I5IXh zH8#>Pjvkqq`Z0wWpIV%nnk<>d)J|hMr#HuEHqbLe3$qI&b4NY%cMJ0~k0>G3!o$?U z+QP!Z?Bdbp;^NZs#@X5V<@M#m{qKkS&4~xh(gWt;0dw(yd3ZQ{c(~ZW{O@_({16P_ z{{N|!XapVpuU2AsSy%S|)k=u4N3GOQK2fTY`hTTT!8FJJq>@3s!}4(Bm$`4`e?Q=g zk-QO)y$L-k!EdTwY52--hc%f8~LVbFyBCeDl6AvSCKpHv!csofY*_?x`Q zx>M5;_z%ZOvfp+_{znw<_M#O{-QHBW?ibUs9Cv9C|BI6`Wtw0A#dV9z9PaejcaD_F zQ_mbGipp|!))qbAL0N6nQ!8KoIPgDSa`B}-pAY#SM1na?_zo8pDe8@3BpRse z8W}Vjf13H{Ma$9opxCRdKO_Y=Z%zeYi7dIL#tYph3;p6eo#{;!=^jcQ3qRKCOO&33 zzENR+7$uJ}KsJOOwl9i8&}+LT zG8xugiaa@^rL2h)!vB%VJfQ4KlL(H^$EgCH=S$^+vP4snt-aWZ%2VIbkCj>_v{B-O zW9Q0(`wT2m48B6F2EH3(^}~4{k|o6YH_%croeRSmggxtM!c_QuRmpG3f9*;Y zGm{@(2ID)2foqJeo87g}!xRn1{yY~s;Kbf*r9`wb?ZmFMIcR^%>jguXy3`Xk{ zMc;_Ni7u@jFa5>DVp;Z!A@};)u?7cg@=*466c{OFc3eMR@i=R!$O=6w9bqV2c$Yw3 z?rk(8f5#RUA#~hQA0aB9a^~?=!mBZ|1ZG8b<6pE!8r(w}iyX{6kHEirCDlx2RHLBWg+AFQtc}#=N+_P*zjs7|$6pfQB@tMMEe^dM|82PF6o_RPO zy>(Olrp14PFuWlrriwK9?%jYm|470*#PaU4Y9k-hp4{;U|7w5(a+Lb3@sGRnlLoMC zMN-Qps4t<4(d8^cB53EDAkp%4M!2I$5JxnFb-dntk!&x_O`VgSEankEfnB6zqZ!xV zYx__E?RTj`M~dHHcoNY2q_HLqV%r?vN_LfYM>6b1;}X)PZBG62@7nW(Fti!)#=!Ef zoyjbGE;dLw?R&fMoCA6-f+akLYgKJ;d_&cQ-d)OP|La{te~=kN0rUCX^Q9Q9D1DQ9 z48U)>q{eEv0G zNZvZpB{a(ufX?m&Y$rVlI%?XjMa|&zknG#p$GnCf81pn76nqjv@tquq!uTARBRT-9^L8 z6DFo2`ju_Gl(d37d?#)K-^{v;Sj#_xRR1@bw_C{b8M!>R42us><3gGKJT|Y=ZYKWs z1B*b9Mp60(@lA)tBO{D3-vjWXxr>LNpqg`0xSk8@65U1M5Z$*Y84}Htn)bD+Kb}6QJ}Oavar7C zG-EjF$_V7SAk`D=mv5Yv?yzgHA5xP)<$g(~*}!3y2JdA&k)_eRC}k|eQoOrKCXs4k zCJve`gq_I7iP2K&A0v>+}mq4@lk%G6&`F_zOc1cAQ&46ee7&zwR?N3y^Y zd2ac<4RQ?aHQ_SX7GU8s76R7I1;LsNeEyn`Pz<>Wdrf&?sM`cns$j;GUKFHRr%N~J z{JbiS09DY#|XgRU2-j)mPFBryvA`qV)6_KQGDN{L0UXV`^PgJY)lN&&3`T_xQXebu=S3~>c z*u9;Yl-qZ$rHA!vCP`q;1@W`^NEoNAZl!uC(Z=9_6sXvi!}Nto?O$bPKCE(?a7(5e zfc(5MGYIe(i@az|Zer~^^5&$J+S=eL3ZZ7;7qRi;p;L*Pcq*2+>fg)Y&cBj%=92FL zp~wR_{^yryVm_w{!QvS(y!9YaDammmn{Qllc#Y`&iRJH~|H7VLqwxb6N63PX+|`t# zDxbN9;G5GZHkNmCzt7spm=20e2<1&OEfar&Y{RDX@Wp+*)P z^S-O-#EkEUya~oG60xaooS=S8e~wV1Qh5W(#tWbA(2Q)(Y%qYR`7Ur@DZk~7879dxsZ*=)G$oO|H1Mwdroyj;+Z`<)eMB-6giC9?lPK-RnmhyZNZzUa z_0~s)aqVO$8`T+!ObGM6qga&OECQe3+x~&~rAo6fgN;XttvJ7syj8lSzZ_-%bua~f zvQ{IIR~|;x4CpuQB(>8!e8QAGPoQ5;x|^fSASEwuIK-OC*`i zcgg*sna4EvXgFE@3rT49@}VAvn&>|k+ts`8-&O#+!*xkYH?|Cwg#@ z7m|A<$*mA*mG7WARn7@&%SyTJztT+Nvu03i%)&>at4d|zBMEjMm{ zvDOsaST<-+Hx<%NqRZ`4fq2 zv>P0cGP#8ke-?CF;eej;y)r<6syj)H%V^`ZLTnmb7wWv7eMl`yiRj6-)L#2&M1mAB z@*)8o+#42xA)o2PIKTlSA3lI> z$4<$wRMv(k)!z*TLd#R$0|?uisq4WsH$^fYD3VV_{2sFbJ?3xgf%sN%{7yH5X1M+* zZwpNWMHx=FS!^4m7I@?&eiZtqc{+%A{{0J1XqXqxQjJ1TQE(G(0zD^b9rBG)Rus-T zBi-xAB?#>g<-z7hZq|{2d_7HS@NhkF70(Hzu8}`+Af9ldwLv297QD}A!PLdi!jwA|~>kQ0!mCRZ1f8)a6ff+VOR~N;XLxLiFEtICgOoi5xCbDzR@( zl(ZN$9`(F^o$RKLI6TXToS(!^nW*=3^t-n{;c`U#DB|%D-zEcweLfB%n-4}H{HV8r zDbbRz&p-6lN=>75Q=-YKWC?18gzxgi%^!CE%kdL z$C-uY`v_E(@UnjB4H0Oy7EgTUj2{zi%O6#P`ECve+Li6|`A#m`f4|UI4*_sx^+kMc{tRP-EL28lUJ%R>4 z!;B~NxeSZ=L<`&iCrm?vKkk7vpCH;$Bt_rxTi}RuL6Rd(58fw)-ab;ltrIVK%cK>F z`}>6O7u29KGXCT{&$S52DGE0N75KOmU3khSH7diA5S}5bJyDYC6XJ6?!TKC-mN>}> zN*Vg%zbLFHCUX^`?k{md{=0)HSwabf({K+w!n7vAq2a`?MUD?eNukMMo#D72xk;Mf z#4v2n@g!X3?NHk6c&$)X?>?d$b5Uym5ka%c@6L412GPEnijfoItG9WbigKJ(1{o)~ z*Tcmv+$5)+;FB$N^k3XPIs(#GCJQmksvKMcgXgg}y!c>`J1xkYni{5kw%!~`S1k~3 z(-+RnFKi=3k0-Awt+0m^{o#EA19O5qIDr9_Edzr9{iGm%j0>!u5LA}B{YE9*?vZ>o zhpg8SN5b(OKM^+|2=SjToJTjj^$^+1Cp5}#5+r#fitF`U69bW%m7(XFhO?x z8&14UPG59$%Nm|OjxN6ykDn}uZ|4{26~SjRIXwVTyap|yiA36;>WE8 zBz>PGFAcYBUkt)fxYX&19jYp(2Vp#@-8F*#Q0x3T(uTfm^Gw4vt-(X3KnhVxQ9>lh z-te3x9zhBfnOK$o;MTlo=3sM3??;~f74Gvq=3e*nN zLZ?d7%X7pbX(LGK{=u`I05p;ly?r6V_Xus{kw)Wv#&jj!p)gPhf<7K3?D_>3KOh-e z98*h6{+^I~&;A8?0$I%=0>Q{?aR&YzmK*#)J_OJw!~g{?el_;w2UP-q2AzZ z(LZ;oz>UFX%gZ`45E}Obn(ais&(21K-SQ;x`DyKNSS^$25z+TLA^1zgut-%Y0kW*EjsQCr;`3ZIGDL%n}USFBZ;k5tto+{$#YB0_zYFev7cnm2lP;8*EPM)DD9>N0Y+tBaUZ^mEzI=;UC$-pM zve*=~*pk24TD_QyTI{%A>|9<Z9$ChU_pgBc&SxGC0%PYtCD<_PrXHu&dCaZ_{c)3uz z`y&6l<<*D#RRC-aTY3#gdM!m@8B(yO;=TgGV&1x6gTl~c(rAicMnY4D{dl~Cu@$dHT42KP0cO(uXyhtHgiy0 zk-@tL7~)mE@fGu963ed}Rz?2KogjPZ4M*v1mjsaG__lEHo-px_Cv3l@fXqu1>eI1P zUa(&&P4ZZ2#(KPxa=U*twiQvZ6%)K=l(5V52%&G^$POj>WU$xmvXQ5GD0MtoT5veL z0{tir{oJvSf*nz=>^D6N(Cs+*GqzqQePCK}G=F@wT5vGGvYQyZk^Gg>QkK{$X>Xf& z&-r-Uw&VB&_UA2Z@6O~DV)j^a;-Mm1@)7#)6fY2=qbwk>SHi zMiCzA>d}fR{uSdXJ8a!_e0{TEqwhsiriGo@Gk!O%vs9Nq-&>C9Jp&yJKz+>tX_|qy z7=gWkx9pU_^TLF~`;PMu8akL`5}yKYT$u}n!ewyc3H~dWrSWw-2uY6l>A4o+%MzIO zHxjBsjme~yZNTHlN;QBazn&`1~Zg#K;*LtO2K|1n9U z;{>k{$xkXnV)<)j4o&cJjiAvSk1znggO6nU1n;2al17K%MGCRu%BiR(ga_jVnM2=S zY2m&Y2PHp`IZwKFLEw#+25cgT(%cA3FD1_5_~A%`YdF3O0RNf~QpESqiVp&iwTCsz zhV>W8Mr(~rz9(Xo4yVyxSBRnHHSNvP-cU+llnTb7)!9@@d7@FEkgc<&n!#(*5l%~9 z+7aln)SFDMzN%U9XzqL|cV0pH>6Jqjb1pJ7%QW((Bk1(^^(ytNb#QO^re14g3)x$W zx)*$|Hg+8IeDRH9-m-8zqW-;R{SZZD@?kYt2)h0OQ?;ThH|3~C=p_V64h9nJ_890Cll>wkW2lI$E8_5;9WEkW;d}`U*3#MEuGVO-j^68hu((k*;~N*=8_b z^m#>}P0R^r8+g20l0mPCGEAR&+?C6*Pd3pfNh6U&mq};+dGbm$E*+{3KTXSWOMF0? z=N5zy>E{qK^XbRAHr8xY%46=4Gh%$eaU;(?qZ`9dKp7>uWRp)uIc1esW;rHDIScuq z_2kHB)1d4Nb)HkHz=DbysmP+#saTCF8T^_8B$HaLa)yd8Xq`uwIsb-|#}B6FA%mHu zp4kGydBnhi47ZYnXj#JM+GG=lMbGP5hC19%>R2i~k;Jy@dz7j>cmhT%hOqh?Yz#-PNv zG2D=YoO$Fl4wQZ>*7G@#MXs)8-+u=_c;Sa9zW9({_7@G8fw(I`uR zw#6wvdJ*Hk2AsAkhmwSfEwXS%oI;insYp$#4LA{v5!(Qr z&9Dw1web?eyp$R}xM3XBNJGrrppJQnf)E$GMI1okB{Ja&V7iN0LPlmhHn!1?Z-iqU z<@gfh`71cgg9xYch!p5eFMB#OiqD?Xvsf&H4^&9UJbod*dDNi`%P`u1G8y8r7d;h@Y{hH|#Wy=y1MVq9ff zp$}p(4l>BB%U6ggEg^D-4Y2`7G@?vzX&t^a2V<3g5Gcl|* zDP*Y8P|BdR@XccxSm@h4Wavk_BE41(>xOW;6f7ka-Xjgp^Y!vj}5}uPljeXUpIQ zHL(`L$d#LPwahvz*N`FpD-QkONke+FlYHO<4*xJ);_A>KDLxr74XcY;$fRV%$u4oS zaDa|_Fq=^|_D-ayMQv(TyIR&BuOE+slxa-bJd{4KXTNBQ*PcQKs1?E!QB%V_WPt^w z@Zq-s8sKk-imOlYQX5yx+EC76zo<=hD0bLFD_TJXs|weX{=rsQ%i0YtH07*hdx+ce zir2Du!o8DQQYPXX*AZ>S6Y(7peLKWWO}zJqaAnrp+{#WTappL9ln6~6YnnbKq`{dD zS!^e(p6NuG!4@{nMq9gK4tLnYA7$7TcRON zxkR-OFQ>6f>0S+ibx6uIvQP&x)S(Vrfd2+Aog!AEoP!JHNXj3ybwP-@m06{*vVGlq z-^pdUy>*lCKk_4(9M5;TXHehm{Zo`*BAfT4M0;Vj6t@lbF~6fr1w9<5*`lf~g2YhKTd&HN%59F#chNrBeR$3}LtHEP;F zH{03IhIX_wa-KMd*4oxC^hpt&Vnq*V4pdmiB(nfzT`-c!-w=l%a>k2CQhF$Wc=SBP z@dc#V;tH|QnG{?h-X0UB)JegDFaLGMlz+E6)?E4dC0G%VQH7# z!R`_T5ThW9AyPe$F3?3Bk911KH9q&bi`n90Zc@kjg=dlX-S1Eu1Ibf9c)}On@Wi8u zJr%!rd*;K?ho<@SjM8(Q2T}~{8_Ls`wt3Dk?HgP8UgtT*U(%P}^ruIC>Qm3bdFVYK zZh(F4V^3__D{=O+m%Ws5zyEvO>t6S~-#s3feR$#*-}uKr)M9&L5j{S{Q=A9G*gHRc z>OUnB)a5*<+*N(3;YJgnaUs-~8uCRP!D3{LKSP{O_m!JE*UIe^@0^KEVh- z^uK@p_uv2j=f9P37xW{*0yMw_v<~|72liVUZh*fBgg~oMKm??~3beor#6XWwKn9G! z4)nn4o4^bd!4V|E5;VUJ{J<1c!R#}^7IeWEghABOh8d*68nnS1#K9b-!4>4e9;^x- z1i~N`!XYHWA~eDyM8YIg!X;$FCUn9lgu*D4!YQP}Dzw5Y#KJ7p!Y$;&F7(1L1j8^S zLLVfX6oRH?bCGelq5f}UBaQK=p(7|5k5$a%aa4;&Sj zg1}{ws zNr;5Na7cz^D2BcC%fB2;N9+TmSi6;!Nh(;#4-5w^*n-A%%*TXG$K1)DX#{iZgDb!S zDd+<`lt*}Egr6je&Q!xXpaOj34=ljELNrRGL<*(!1)fX>f{aQ&n#~9-hM-BoUciFE zG>SfG1pm^cf;xal?hA)H=$Se|HR#z*#1zCOa)U#tifFh4E?P@^tVa|Q13!Sk?b?De zkUt*mN}E(k2$V;!oX6BuMBXe+9~_m$y%b>J&fS!~(ZOA)wLD_ge;|@FcKWK}|49Lzpw z1^+B)g~1%rHxx~FIne7F&NB3*BSnk%anPNFQ0bwb*Hp31>p5-T`#BT*MY_1L!1*K>)2g2!^C+Q8v(nYM9!_z;KXVyPeEApv;N|q{uzPz%59YeM+M^+!ajRr?^=| zZQPa(Nb{}GoUzcRSl{>SgUKY!Gu#GA?LN}9Q$iesBZ6I|SXwx616)9gB3cCqtXBVI zOg**T?!#RVgjF%PN2C~7w-rCV{L2d7%ljQf2O$b~@CD%YNh;ujSNPrtjM#Op-sg>8 zyX6_`)lcia*gMo%j*Zg;EyIxg*+!xQu~kjpoO8R7(HkQ0^UgjcFf>>zy$_a=y9p=lwe!TRsSm3RiapiPXJDv z69Y*|2IciYPnySXg+DRvRij7*7v^C%o#AGsVLHtMhGka=?c)eNWU9EiAhulY|rUhADhU+`NPKG2R0%|IqYPvSs# zKutpi)?}^~%Ig_M?m%;pW(Z6Kqi9=qScaS=O708FMpy=OkOouT<3FT?HW*;25QWVF zj?(SGYNb!vePyjh-$tNAI<6jGymTQMl(_iLY+>;gtQ#Q!r+W2mr7(iCC{>;*dZ zVPz)ao7>5w#JP?BKxLf=OgK=IHp2vM3I;u9Kh$QYcpFuLrw?{sd$dnIU=WJW&5npf4*Hh_UJ&80Bu&#qiek8CYE9&rcFG%` z>FImxqlCak*3>z-bp4_N4A9P=uPA@EM}eoY5${;0zJKJ6%0!3v&o4j#1gJN zG2j{3Zi;P%Sof*z-B#{lECs7b9Xue~4(wzz{7uJB5XW^NqeyMlj^C98>FD0Px|Pf_ zWk=(#JR&piFCJ5%`EB6V$A;xcMYQSTzPuHkK5jP8aINY1)@f{nBb^Hgt+*6Wrzh{QuCo$2TO8?vAlEUg$izn zh2$lQUx9K7QuJ7p3LqznJ)iPd0Gwg} z@_Ar#X>iwizlwKIb%1veUNZM$c;F#lhW`q22VUBSzR`wMuR}X`5CqYhB!32JAcmt$ z@?^lvSD%MMZ}Pwta$#cgIahUGx$_62$b9z|2a$%EU-W`+@^F9#-2(OdK?(>-^9QPU zl0Q;oaFD<>hE3ds^q%OETF(}Mm zVAOe_q@F2*P&joeD1!_`FjQ88VXqudr?R19wNIC!&dogCWp%{fjg^F%iS3Vdu z+;WBB@~ZARnx3OezxOKA{0}=od@4}(sBrpMST$M5F3w*yKkzwF!4P%R`Yh=FsPF=M zR25z68IgQ{R9U-a5c|P2S2-kxJy;Dq0Ej;7^yra;r`)`G&Ej}UIB%7lJ#zlcb7T-t zGhuu5;9=zOBS?qc-hlkIrBOmLk`iv|HP25LLtU~+oA+vELND$TWubC~N~@4U9sa_C za-JlT^QgRPt1hJy`tdmLO_oGmy3Et%r3;m*^Lk-10gpqx zkk#USx`?qwY=AUWAODw?)nOHkjm%hwF7wEV%E@%hnnR6zEJrsgHosjLYPWs7FIIn>969~nGPA@a`SN?aQzq>HHuO%vQH z@fEVAEL(<1uKz<$N~%p-30a(yz3|C`>cM@~@-iQdgc_ZaROsi&dC!nF@jTqD`HjE| zE4?(+@ky$kA@lsw2O|9$Gfyab)q&VNwoKcHF6<;SZ9-r`nvlMQP0J2heZ)M^AEG7n z#x|u8O4&2_tuv~PtA^srJdCvR4i%*kn1#kR;k4FyznFRjl=Fzw_dF0L_V#3UY^B&d zu{5O18=*)d&OBRW^9vt{*s@N)OwMBm73W^uvE(+svPrwincTFjl4Kz_cBVS}im9=X zA-NZ!gz`&e#DkQDHx9*(avzDz!}1kmQzi};mRNH2Jb+xW>!9-_(?vK~a63;gB-!Fo zEY30xAOGdGtTZzt!ZA{?lHb_q3hn$S8!vpr9CcWUF6N+#MtlQh^MFMb(g6krh3{^> zlT|S8V5>OHBN})(&#mUciCxSi7Zmx3BlNI}txy9Go=Asm*0H8}u!AIgh#6_Fupt0C zL>%{_lta>{CHSzdIx*7*7Ic)YMl?cGo5(`Mnuj~W6e2fUbBHba)HUsOZxeu%#1**a z91C`ViGcf(nZmIS$zkCWo8ZN%#05A0B}9N1l$9;~5Dr1jgK~d}VnQbN4Rv*)Zg=CD zLlp6fZ5$6iBZC(iHW7+O^sS7W2ue4^&Jv-iWx~NMolbB9codCcZh)*@|(vg z7MG;NG-4ZAfR!D)84g5@i!!?C(-s6(GS)~U5e;m_ClJvKV-zA5Gg^|Kq$00|_Rw~k z@j@~fvAbc;M;4B0U>_R6jWWP#Z|_LaJkH^TL?i-Cl99yXB*%rsP46jGc+Xp?khsZ+ z;|i8&M47@z1z6c)3tOOqrsC<4_I2$FSNOu)vT(M^go+d^c|~rhKnzTXW@3{=%Kvq0 zH^3}pZ(|B%V4)mhrE-8FagQWveKMF3b-2L|Z6IGR^gs?uJYpV^a0EzFxC&HNgARBg zA!TIvkynUepk(u(ha{0!A1V$;4jH0si1$shr7u)oD8xGp)03e_CKew}Mk8`Fho-o7 zV_KXC78qd(O%(<-K%LA&UByJr%pp8}s3se|2gg@PhziBP1RW&@2E5Y87GvRpoAU`AaXNwSkjf|7SZge8I^4m%X1Pg(eezKkLX-aZFSl_}){ zyOEGOT%j5XaRnBt(T5q8K^nVpn=L7J1>b~+XnSiY^Q5vG>TCHzIdOWXCs)9nWHtfL=Ct!8?8t(gu2j&@ z0)`9UaK}@*(AIeb^p|MS@s6}3sfFI|Bfs#OJB)OgkGL)&@W3kQ9Ab6wuQHe;ni`Tj9%x#*LjE{ zS@R%-9wef{T>J`!#sUd0Y8BZT)?q9;MsYSzoe*Q}<`veP$2#N(TK_L);mWbGgSfoX zFNg5Kf~{SND`+Dj6(>XzT0E#jUREwkR0dzJBJ)wg;h=9M8egFvb#;^!i%{KKGT17e z^hOD^gveqyJ@!e=(k!)^T$SFkxvMPJ*SEAujwDpj#Cn|IGNH`D;=tYADC%Gdi@gCV zn0a&=;K7HLC&sv$-jqmYXlCaYyywG|l*nrV29y}g#eV7noNSSWs~LS0jhsicgSd>H zbm1AiQbu!FPDLlO&fz{3uq zn7c#1aQCK;%Squd2V^MIjV{nT9CuFy6|&*=FF=Ol8>8L!urT=8bfHy%AdKg{dE zVhhZ(MMIoHg~(|YK4NHuJfuN}GJ$o#V7QPUYT=Go6pn_hpU33wqUr&!Bo>TF2SS`u z_C{nu_B@gO6A7L9tI*0;8l1;t$-%*d5W*Dgzyl@d+BM9>A>hJ1fWtflgF4IuE)?5j zj6|BO!__%N9e@bbDGBRHUKe^0Yy!Q659VD3H|$I-Sl2v+1LAc-*}carn1ejj z0nHd3PQZ?Y=mOG7jTl7SZDD~lxWjw6!lTW>DAC3H?EfC)0HM@mL8}zQzRkhlJz6Xf zN*!F^OK2bWZN>au#ldNp!eL<-XiAf;+&&8~~4G$in#{ggA6T0|A9LxXBxUNR?~?zXkU+*UYfAaJZu9M zY}FQSBA0Z>9e#oAEu7H-3{)^-LI8p@xJ)!{0R_#CW7NUjG0}>23?OL6nmGhFs0wA+ zL87#iW0XN`B!Z4S!xsz{4$g!Y+Ciovf@XY!jz~hHyh5T$#xG<6;Z+|FLWRYN0ji9G zyv;)$B*Wft0TmF+Gq~JQxK=_;o)&TNW_md!OF~Vg@+Upe1wCu5sJMn0~iE_A-J6E zC|X*S5qykFHh4idG?i7M#7tyC9mt+{I0hB`hdT-dF%%m-DBCXJ!74;r2~mVM+<_d( z0Vz~OQQ|=`kOCewW%@m!8g$!CMWa&8K}L~ew;cu6xZH06LOV_dG_FW=fR84)#Y^hM zjdj5^Mh3$q#4}`p7MfHRh(R=U&29OHW3Uc6uB8$F1QnRdOLm7z)drObhWnT!83cte zmc~flBo^hA5yiq37TvG0;<>>!Z`&^%7YyGh@^~4bU21P z*a2EBnPljKRb4?N_(8+?LKhf9)EwA)Sd60>-NLPyPh7z$bb~c%R;P7dCw6A1c5WwkcBglKCwPXZcxLA;IO2GoCwiu*dafsXwx@f(Cw#`I ze9k9*)~9{mCw}Iqe(ooK_NRaTCx8a1fDR~u7N~(9D1s)af-We7HmHL>D1=6+gia`h zR;YzuD28Tef@%YYcBqGbD2Rrrh>j?UmZ*uID2k@2imoV&wy2A~D2&FajLs;H)~Jo% zD30bRifSm2_Nb47r;Y}xkPa!47XPV{9x0M0sgf=!ld9;CJ}Hz&X>&Fyl~$>hUMZGl zsg`ajm!_zcekquSDTj3_nU<-Uo++B9shTROn6{~#zNxINshrL!oz|(H-l>(ssh;jB zpV9@M{wbgas-O<)p!TVu9;%)as-i9`qc*Ce9x0+ms-#NkqgJY=UMi+$YKKlLr*>+F zYAUFPs;G`CntH0Ko+^Zrs;aIktG4QpqAIM$>Vdi{t=6io-YSVcnyl_Bukt5|>Vhi- z>njYaE#RuL9xJkHsV?Y(hdP5Ru&A!~sE4`klwR$Kv%mOPY0svS*DZGL$U;~G8!!u|@ zHHiRp}THUyE=r?FXHcV`~W~|1lsyM8xF1)Ka#B05dEXjK3y5{?ax~wh? z0NrkD6C{HJXsZ(x?(Kdr_^Ro!5jSVE4b?$I4=P(ZTKEA0%s}6My)IC?$xF*1V?bftS|9SZ{~`vH3%&h z>?{iyKr)bS3P?lI>hA#Hz{5^#H@IvQ5I`#=unWI1lga|sa%j{#gUCuS4(Bj@Q1As? zu;q4xHLwBzT>pR}%&iAoLkFm?8g#%WOalu5KnfIs7&rhj=t2effg*&!0JJa+cd-`> zY1MjY$XacR_O1?}F&d*rh>~ptm@ej4Kni3-3Qxn_0xlmAfH7DDGR(lX#)39X0}*U% z2RMT+5Wuz;g2H~WA}_Lzl5rWQF(gOw`lhhOj;p}Z?jLKzGZgH@8f>{bgAEsKxjut4 zJcGkNEGRnz#xgQ1w=$BNaU{nw`mV1l*Rm}uDlE&gE=Mjc-?A_Na-HV#E)R3o_A)RZ zGcuQ{FcUK~)2lIqXt|c_DVr!ajBC+;=qe|(HgEHXE^{+~bFV)0heq>?S~J3SXf|`R zIw!L?ga5NT!>Ty1vpml;j<)kV-*czNGd=G!KQ}Hu|8qF^vp^5DjM_6mA2grpGeIvj zLu-RUBQ!+2sX{k2Mf3ARM>Ix%=|opFN3ZimXEaFv=tg%mNwafEpY)!NbV;wYFMl*j zzqEYjXet|n1GBVE&ofP@@=fn_D?g_;_ybS}wNMW=Q5SVke*}oqv{ElMQ#Z9!KQ&ZG zwNy_vRadoDUo}=|wN}$KPkZr47&TajwOEfeS(mk0pEX*iwOX$=Ter1azcpOPwOr3N zUDvf;&$Un6HBx^l_@J*b*l<_B@K@h8VHdVxA2wnqwqh?fV>h;AKej*QwO%JgQbRCT z2miJU4>n|PHfMLXXMZ+mhqh>owq(=wUVCU?pKnfMb^>emXumdW$F^+GHf`57VV5>u zJ49ut?`pI50lT(s2e)t!H*puYaU(Wv%k^n@Xles*Z~Hd*0{3xGH+5IHbziq_CwE*g zH-|R&?>;wl->!6HH+h%0d7n3W!?kv+w{G*bW&d?}N4GEgU z?}B%HBkp+PH-Q(pfgiYM>$h9;w|`Ft45$EvNB9avxC*oY3QU5e0(gKM?tmk>hkrPT zhxmd!=TFx)gU`nba6k!+0E>@+3b1$yZ~zIM04iiSd~bN|cDRV|IFI-Ejw^UupZ~ag zw7>>b0V*6hlA}T=Fu@4WI7!I@;4sY{795l-jfUfR)9Sd7Z#kEDIeG&*TMK!7w7>{- zfbWHKfaiq@x0*TY8O4h7*7t!_5E&_&}5!!y6dG40M1jbN~jh zfDgRH8~8y8%)sKjgAX*jG5Elv>B5vdLk&>24|D(v?B+a#`aIM?Qpo}f4F5aUjygz$ zK*P*~6LdfbEY1u#gRs|tLNU9uzl0Y^JGIk=By8)pK6^+MdaI-BtIs;aH@w4}Hi=I* zWxMx~PdZUodYkt;rUQFffQT-Hx-PK549LQx8N#W*MBw&!y(a_o_q8OPyx=;- z8;G1Un0w#LJk8I8G1xpv{BP6G!x5;;5v&OWq@qI*y+ee;3|x=7d;fvKLqNPk0EpcE zXiWax#Jx~xy}=7b*Lyv(f<4)%zUqs;*`qbuQ-<1KJg>LCria4bcYtOr{YP;A+^9+@ zJi99pe$xZKnhC!w_<<9!z#T%s8wmeAgaFdFEe2R1YMA@M0DlLxtrN_E(3d+OoqN>q z{!2{x@88tulRm4Pe#WBy>bJl9GkWWv_3KXtnd`djv%RkayEt@!7d&eXmR)w-2ySFc~e zh7~)O>{W>V(56+pmTgdauQZPWtru!;BeUrx7PmE%xFErXPy~JGh#sOCUjm2;VF;s_W%IaT4drYE3bt zF$@HcfQ&fL83t_{hazf zws3p*@8QRnKc9Ym`}gtF?Y^JC;>LuTi>f;QDBGY4R1i!Ml}?!WEHuTOhz%lF9x4ce zl30VtnT)hct|-)cddCUentRTf88W(UBHx6o&5+h)>Hk2Nfd(9Cxp~Bqqyq`(VZn=u z#5pb^AH<>PH{v*)XFH;d>JO&x)QeKeDXFZ|$}68@FTX9h?9$6G!3(8sfelvJVTqkmOEQs7R@r5lZPr=$dX2WbGzDApsW!W-tj=vmSfPbUqzxA$+{7*Q zOr3@+w>v0{ZP(p*;f+_wfu60`-h1)QS6}^N#|DDT%t;h1I6+gY@i$s>74B8K zhLd7f-iax$*kZDd-B;s{IqulwdLb^C+Q6)J3fquTUX0+7)R&Rg%0%~sp*zX8vR?YIdq-0;Ku+WWA& z6CavQ#UYQ}-@XH{+;YGNM_lvGIoDirm>B2l?$1dty+6t?PhIt=Gw*J0<`^m#(x z>+Yp+&t3Q3dGFo#-+>Qa_~D5!-uUB@NB@2G<(Zea_1K}0UV4yCuU)UNwQ(l-?YZyX z`|rUI-|6PbFaO==r%zw~^|_qg`n<5u-kJI7uiyUr@y}oX{rT_T|Nj9PKmiVLfaWvc z0fU7;_AQWs4OCP007g3mPLP5Xv>>n)=s*o_kb`n@Uj#20LJ^LTgkZ^F2T_>94So@o=}A~wBhtv_`rb4kcU0=;qqwcnEBA_hD9`@-5}V)fGI92Tl(P>p;);f zUhf@MoJd;CC73I=rHV)N;ur0b!)iT-iBNH36w#Q*s6CH}qGO2_=Yf_j!lhJhsbgB^ zn8!GRk&k_3ix^2p#=SK$KWa4OA^$DL#yz?bi&xBIT<-YCci2&nezc??0V%X44$_Q; zMC2zy=`MPit5kC=WgAbamN!mvEs^wxBTWg%Mpki=XelL2UKz(*(rb?XNaZDgnZitZ zO^|vcBz{7fOl4xwmvFSA9IeR8Xm+ug(Uhbrb-Be;($bdJRAn@6lucR2(wo6FrvrzH z#7!ErlgM1=JK<@bQfXt7zkDP$o4Ln(_EIg8%;G-vsZCa1vzq~3q(BXNPK7QoosC;( z-i~>ncutg}V+oiz^4Z8e#!{ozEYm7k`OjVol#(6Is2l@o(uJ;6dJPp_F(KMciB^=R zHO&fmF#5=ok`tUKZObijng3Cp=CYe5E$C5E+RbU!lBG>`ol9*8)44^|J~p-LRih#f zZtC=&2SwK?`Pt8~inNv_{pmm-snade5++V{>r<1cL)w+`DQCp$U2A$4uC8^Fu2d;O zTM5guru3{PRV!iNnpn7&?tOS+PExW_40pif8GQM8&BuxYKNPZgWn!$I|WQY8obY8I5|OQB{peW(x=M{QHJ`jpuY2*R z6W8jNzE$Hb{Cqo*ME`8z3J~cA6^h%PJ|uTq%SFp5u&_sW@Pi-Ez=C$y!jE2Lw=Uha za5BM@&DN$jq(H?ZdmHH%o-*~BY#C>3uQ<}4)|bUsyRT#OtE4$x!MFpF1Qozg<98(D zxrLalezVYpQPd%`r2<42#IT9Q8JHi5=mUhU;e{>GC2ArEp7`QJuy!tC`jH zeeqo$ixfCBWB&``fDRSXkz?p=VH*PpM;B}njw|%SMunaSGP+QXfwW=^jb^exHu2m> z#PQK{0QEeuAPckrLK4@tHa7f>7F&=(%xFpVxu3Y|Rqv_eVK*7YkA zjF3i1;|skW2p=-*ibMA~x<3Y;fw4FW0Ka1&x}dN>Ug3r2Zh;#Ow>B>Z{)Q}Qx-IDT zI1km$ZjrOp-F1oeQ7}7?PlzEKTzJMj?mcIH^V{Hs2zVE2;S0~!_$ZrgB^gFx@zTab z9K8U;JS^@Hj2B}WO=m{A{qb?BzcAz@x4Jn?uAdkKd>-A%!WR4tbK@GL);8)wEVgmy zfye_3$^XT;!IxZDxai{#L3em*`Qe8~U||)YcDO%~y-27>ed>juAwjO5_%vsIE+>Zx z*XIG;SPWzfk&#Co#PAGm)FBI#?SmMW@eM;)8a!T+7ad3Sy@BvqFY+8_xY^^V9a0vhA z26ONTqh|;0Xakex2jPPVp%8715DBSpu}G(}V2ufl#tGje3cV0&rmzad5OI|7r?jwW zxX?Yma1CcB49D;dUJ-l%k z-*FxbsS@dN9pf<_?{OdLqaFG2AG6REl}H}}vLGYT9t{#3^AQUZvLWTdA009xh4Bhs zQ6eo8FCg+F6LKLnvLm+(AwAL;IdXy8B_w$fBu%mwN0NOQ@(xpya5C~G>2W1f(MwuV zCOal3anc=WQhjbR5_i&VbTTN*u_x2#CkF#5i4tFiaw);lD5pm$10!_AM|bcgc)+nK zopKwYQhKBkFsO1}#PVM720F45CAX3jyE1yd@-Mp~wc zzz_P;7C7@u4pRu>VlgjbEbXN(A#*MzlN%|Mx%gog0H6_=ixmKX7Sf_G`7$oJj34%4 z9tL2K@?kf{BxssT7bcG{_u(9tVv+iC9^3&VPg5*mf(1rJDO{6GSd$yI@->|?HbIRa zI^YO)vmTtl0^CmxWZ?(^KmddfEoPwu0AK)wuP>d!0p8Ot?O+z>!2t$9003YUM1b1% z!3jQLH0L8|umJ!HKmh>Y8PtNooB#kI;60atxom*|G=Mta0ySymDF6CIJAbMwtI|7s zXFFH%JHZnfV-q;%fdDd;x$J=(3}7DY!3hSy5X8X{1|S(gZ3brH9J+u2kPaCJfDgJs z628G7fIt!EffWY87^cA;24F_n0RXlEOsJ(VHNZUmK@A+BI6-Y6)}O`GiE-f=-jBE)T;li;+cJlo($$IAwGtrm3G|^auOI|? z6GjsN8|EPd7*#Evv>syA{nQi(G9wfqKtUIDH}~Nk24Fgy3joT2xy;l^(V`UC)F0j; z9B4rUM0L!n6E5x4W$Lso^wenhG-8kuPy(k)141E8(gZl&Apxi@BFX{pDzyXFp%@6Dy3!&R zLf}>-Fjuj&Py97I>$FGy)n8kqG4qskf)y$Jlo*M%Sanf6gEIkofmC%NQGwtQ$g~$s zU>_6#02BcmvVmLYAp)8KTovI^Z}i$EU=*xWMMsrJ-N99xO98%>x%@#ME)xK90K#M; zU+>~A2lih>G$Mj_M0@pMKPO?8Vp!4AVZ~59(EOlvN8JhG-gHr$|59#LNJ)cf)X;d6!b{=S!0qsE+*0wKuK>-%2 zXXVsat#e%NR4$b_X}zOQA2%{1S0N`iswx*Qno9?A_6HVldzIh;F7wLxp&JO`GD9H+ zzM(I1^D;ldA2@=+)Zj9mp)b|Ic#o4*h0__(;v4{Ak33fvM4+_fVK~zQd4D!n6?0ed zw3SR$d{DG^T=oY!K6F4v4Sla6*1Vl=HX(=v@aNp z!E9jw%wdHiEG8~91$5~GW}q)+A!oJtZ&@IDk#>Qv6JUqfF{Rf#n>LAYaEX<5A7%g# z0@u3sp?w*lj^krwfRh=uON2qqmq-{f6&Q$BvtEoC86KwQmSuUCX}Okd`Id1x zmvwoUdAXN;`Imt?n1y+miMg1K`IwRUmH$Kea7KAAE;)L2m599rD?6EbKiNgEx3{u4 zDsA#KA6S#G86(>`ocnK?d9j-{P+`b9FBW;7`_P;VrqCeb;c zm8G5i`DwEmzqZ*c`#GT55uXuy-S#p1RHvz6H%i* z+5$T|q~Q>xNjmvP`lQ9sq*XfcQo5y)kfmXIY|ON*S6L z7(Y@uAw_$%!Kk!zGO*VolTVpGTH7FB8@3I5r{C?O|41CTp&Qmgn(YV~bio+H!7yoC zEo@s?S(}qX+p>9^gP@ilxc4#(001N{FJROME;9ng_gPNcv{JiIZ+kv+yC8SFx*yxO zP3{}xf**#!5U#BY*4Df2fqNGglEv|-{u0F4p&PV;8@NHAoWT~1YqIBbc?kkLN#$tm zW4!^gz1`b}Fc=8zdmrjS9RF_AT3z8XJ77BJ0RyTlI4J-~nadggU`E$sAEsdj&^I&K z;Rt%+GJ(Lj<(e(J!9gKZLf0a@-?M&=;W9CxK9?J{Kh(iPqIuK!kG?r~BKSn7SH~~h zsW6xb{9tV7;SCxb>SS2Kmg*Q;RawG_Mrv_SS?rq1E7v$6G0qsGZ_5Ae;>dZ zkf8!7V3NUdLj55G!1N6q0Dxz98qk6P&C-`rpb0p8$)lNhc@><~;yL(6wbf-|f6>CP zT$tcn>wtSLh9GCR8ytKI0OHdhG{6x0k_a$B5)4=^)F1-TVjp-R6kN99_v9Jkkk5h*R@+pW9XnJ?5a zRT9c{9t>a^&LP$zE>=et048=VW}(oTs~&6t1oUAV03Zvn!5TuK*Z-Hx9{}Jbid5gB zcNbtA{y1mfGaE9)f8VpuBmQ{_w|T3hPcU9+CEU4DrsJjM<8?9QMP7q2*as9LB z06-ejA_XMQAODEJ1SH|y*TR1_A>MIb=cfSPn=9z~edvR80J6b}kUnLbO9Ghwr-0xA zsEr-Yp%n<=3aTDyC;ne6{%{>&>mi^*C><>pmp{NhTExB<$-e9x2!n^f3BGI3KU_zT zqYwr_8}>nT8IH}h3po7%0Dyqu&p`|Zm=zX);oVePvor2@9#pk~`5 z9$X$RoB@B$8`8~K(i_<8FCD!nr^-=Zs7XEmO+GE$G-rVT9`5@x2|xyK_Y}C?0Nz(N z0Z%`3R&3|N1TJ$5#6WBTg57{J001ONr_Z0lg$x@ydx;W+^F545PfQCD3oijacGl(B97?bek7iVVu~uRh@XKj z7KmY03brVYN4&*|7LFjoWSobFfoKeiLJrAPZY&XrWRglQ$s|rMK3N=&Q_a}qR#KX! zV~<+W24t09qG)7;Uyey;nP!#+WtweW85NahUU;K=S{COcT1Ex=W}d@^sb`;l{t2i< zY7QzCn^3tKC`5*irQ@BB29;=}d1~W~HkOL>PNte}%4w&behO-+qK-;xsivNaYO1QP z%4(~wz6xusvd&6tt+f)0D_me9D(PWyo|LO@y$<^&pTr)EY_j|Xi|e9J@k*?-VgE@B z>_TcOi>;EzX3K520D3@$zuuzB?4Z;x1?{lodUfu%>W;bXy6(OUuU_G*nJ%!pW?Qe7 z@$TDayZrtOFt_v4yX(E!T8ePO3NOrX!wxSTaKv8vD{;jZ`#Er$`KD#?#U6hgDa9a< zOfr!fL%Fe&$(77<%f-56qsubS?BB^xrYva3H1EuFfZV(kbI(E#O`FXx;w+)gL@&+s zZrikD$|Q6+;z%_?GjwFrT5sKy(Jms5wbERVO?Fq+&~Z&9xlGbeDyl>?j4<=GBTPH` zkV1+nw3N*^*1gz{lbGLI30ET2a%W|$F3BxX2beD@IpkDTy+4eovUJVzr$4>CY;LlH^zFnteJ zSdoMv@1HSGK7p8GiuwM#3%=usk9hwp;K-r@1sTNP1`LFP4T>O$8zjLB_Dez#v~Z2v zse=wzGoS~16+q(*kbEC3p~Rx0J}3l%2MuH(3!y;2AQYhoVTeXP=D|S|>M&9vj1uVP zA-)|75m3>PK@nuYz#FiS2SvC66N``sD+FPJW>_03hKNNy_3$kt4Bf#V2FCv|iVi3AT;zikVp63qPb5mV@G+G_BIZeq`O9Ik@`0{|erv*CnQlvEHjYSWnPke3EG;>1DOu^Ennueu_GGJl* ztk8o_SYd$=RjT}QfeM)lb*jO+=}W-L6bNzS7rn^FPqUJkbr?ez$@nT*kf|s+(dnbJ z2`W{)ftU}fS z034WP9^zmKVEjQLeRS}*z_n0fEnKNmU|3 zWqDc_@_>RtIKwXRi)D=J7po`nZUSta*jX6l7a36l0Bms%8g~Q;k`PZlWFZ27*ux0} zFoZY^F@R)H#2!G9!`1l00%Tw#1s0IAEJV`{SqMN3=<@%qKSBTmg{Z*+`Jl)=5+GxT z@Iw&*V1QXS+hdo^!~yZ)XvTn)D?HV7nTBLw3=ozZS;<#I$S za*@mWB^0h0g-B)*65!4Q072qMJv#6ReX!ZhvH*cU>fr-0=p!#zIPi_xc*MJV5duqxd))KT!3_WE%$Hy2zylRvceUUB4gt(NJvZLR zI}#ugzCb|b#hr%&jG+zgT5AEJn8(12q*nK=X6^4`Nletv_L-QsPOv#Ods01B(b|=+ zPJAN|Oj?9DDzOtq2t*D&j`(MRT+93Y^*kyNiyLcQ<+5mbMc$#~nY+T~IIo8-tX&Tv zL|Y+1-?I;t;E}xiKoa{f!2n=!j$Sz3<_d}W)WZv0d%Pp&%2oi^^ZgwGWSR&a*oQmL zj!L!0o$YRC$@16Ud{Zy{?hViTI{&`Tx}Ni{%!A?IN1FsKm_o&gFTdb=9de}*LEhhn zz`iRF;duxjxb-lBwux{A`Zode+4cw)yq*7hVkT?~@dJu54+XFda%K#k)^6{X4D81h zalsF|r(=`XLG$1Pq-G3Qhg_eQcF)&#Ho+2b7k6_P9UTQF3`ZyqCsHUhS3S@Jr?o&) zhH+L91ws%7fiMZYV}3ozYlY=&N%0&5U|sCs9owJ}vd{rH<_|8BL)P#xbf10rDyHGuy$W(EKRunY+?4>Se<9gqcC$a6~Y00qGae-;Ym zK>^0F53WF2v2X$NP!F&m0zXg?IdFTpr)&h^3>v`^f94OhAa9b82yXz00x*aKXNaMu z8j08vbmte&U}Qp8Wamf}&4@)s)KY@b11A-Da8v|@X9YK41ku1ak)R4Z_=%sWUwy=Q z0@)ParD7BkA;mR5{vcd()^mi>keap-!WA<}F>}ZWk>nQ@%JBvTfGHJF1B7t_N5Bup zunF!k54IoxT~KfHzi5Dj|_oAEd>mMFl9VYS24guNwh{npao%| z4yM44IZ0Ik8HBGffui?rRdN53AfS;`F&(5>5W3|T7f=KI;2qzQV)Z5uShr)}XmB-A zUI}-TYw?KxNJuXrmkM-FNw7c$bxsQ;16E*7s&ESM07`)=n1e}}g=v_FiI|D`8H*1dc~6$RH8GAV-S<(5pTlU4vtYjjTL zBt@>NeKV8_XAlgcshaBLl%hx*pTQM;0S}C_Qw?F7#krJH@mWksQovvYLcl(BB~6qF zL$@>x*N~f@xSIo+Szt1p3}Kv|1yZSbovb7SFo;We1(Xc*M)WvEw&Rc2S$^5sn2m=l z+ldmSNqs)$Sw;b$<;4G&f1u&Sj>8$=aN^rbpc5CzmQKVJ$%sUTdWkf2hL5B<;rDj=-G zO030dtjB7sBS5SqzyZx#0>Y}S$SSSVimWXF1ElJzdBUJjnyP*>M&Amq3X`p4!b(Bl zUJfKZ@JK;S7IAqn4`(1;!Z2cGst({_ulI_t`Kqt`%CGl24!2MO954p`O0Wgnuj-%< z6*{gWvaNi&q6^!fqqRWi1O-Nr3&*fd?vn}>X9Q7j2By#sxe%N~(huV>0viwp5bH4w zi>eQ+vZ~2SPd1%@ak83Ql~ zgY#ns;L!gGbu~rO69iEZ29YocKbs%j^XA3Z7OBGSdw;dM^Y#;=J5Cvv14=>d`R-mKjL~9h3J6A>| zUVE}c8@T)8w;$)Sms@_(z*0~U1)Y!z6(>!ki*ajIv8iBRlRFN2Yq^~JE}2_fW(&Kq z6%A3KvoEkbjH^OSBt!HAct?4+UE8{QTe|>ssz|%J$BVY3WdjtK2NTCc>%?UB*a_>T z1-FwVUJJIb%e>wqyN9*B--~5ughuisS60vo&nrVr^iK1W3X`BD+-tn#+b!XHD70(8 z)+hg0u9;U36unP2ankd#!;80HTfh5@E%^HsfUCf7wM<4JU+lC-D@4IC1VLI54Z=VS z+l#>7`@qP;z=}7%AuK5(ku}6}Mukfau9i-9#klXor2%#~3L6~s3&JKmEF;`C`gnjAOjvt2Y{)VtFjK8q7J~Y0vmt?nX(SKtjoL1%e#y!y$sB`{K~^j%*AZX$6Uvw zc*kXu$B4(req0b>496-`MCSTH*SmLZB%o*vz}edoOA5~6EY9Ohk@#S;8=wW`tj_Dq z&P6)OmK=)OxlgyzPZJ6hZN;A!^UUQT&5=S#+lO%sR8llpaZl8-<3J7wO%4mq&<*X- z4-L@~EzuKA(G&fzB~SuYpwJb~(H-s4A6?Pd`p)7T&+|!;%F@heS(i5CO95@lBrpPVP1kj8 z*LRKAd9Bxb&DVTgsT%;;8z9#sV5xm=*oTeSdd;bXU8xvd0#<$1`J2@y%_jU14oCq+ zQ#lXazz;rv2{FSLoA3~PQ2|rO7vVq=VmCb4zz@$*3yI}*%JB+-OmF;zpKi(0X5rF( zOV(xG$)79(<>^GIC6tbfP^;BOcGUw_z}(I4+|Lc&(JkH6P2JUP-PeuX*{$8%ecepJ z1OW@#kxjxSt)eFl5mA`~ctIYtux1D!}7DKHgUKl$vI5-(V31a0H&Fdjt><^`QR)O~3`#Q3~QQ4=FGY z`@jnd(29Iu5yfZ`DX!3Twb82-==E(YtF#)LW$eCUpq4BjC%fpB+j zE%r>IZb|R!_$SXCbbxNw+OU{Jltvkz=-W4II?Y7dECl#tIFe53J#OjpGTG%_+4`UX zl3)+c@Bo)K4fY@l3^)V>aSoe60J=bd^AK?6Pz!#r>?{!i7BCO?paue<3)Aobw&(-` zfCJ2c+MQ_!I$#k1@C`t)8N0_0Z)TPA5CIOr4bA`n17QE{tRMizunqGdW*YDf^zGmG zNfG=I0(1BVlxArIFb#L16?4AQG|86U87_@jeHhcn{-6uG@Mr*_3&MidCgnsHm*MBM zLXPYAJm5&eu<(;!=?`zm5znoc><@M@1NQI+=?w%^P!C7&1abxhNUjh#;0GnY5&MQ0 zNIwrVKx%ve0MY}ENs7m`7RQb;_n4!UWp>8=9EN&mqf+g zO!%n5gWvFmfB58`_~v~Q$RGjppaFZs3-Mn8S2q6-QmGI?pa>;jbT|(X+5GXF7a@Xx zdHVRB1Mnb(2>=A9)$_qApFfNk2^Kh)<%z#@1?F)9W3YU|De8 z+BGZ$2V%)eom!UbTexxM&V}oCu3fr$^^(on*Y97zfdvnq_wF6npdkSGV>{UKW5|)S zM(bh2#tj}!ityN6L^F>Yp*M4m66Ts@)TvdkX01BkJrx{aw5DC#_HEp`b?4qJKQfp0IdetoR^#cb0B(r0#Rh|T}}U{;*J2QfiwbuEG-$vT88Wyvw8J^Jn|`Y zo(V}Bn3?pT=mIl-JoU}$(DEe(nP`#X0zjIK%shglOw0c3i|sGD+H zw5O?t6ZDjw2OD$L%%jiTd<-)bYT=iNJ zOJJv(M;v3E5y#eGtBl678)Ar|Ss$AX4YMLb<4g!p+DUd>ZmEJ≀}}cU*EM>-F5= zQdJF1zyy_q080k4Clmq@Y0w8i{h@BAn&x5UuvP%zs?L2R8DO1#oDg8EaB9g9-%|zE zh5#JQ6oK`R1Cr9r!4G$w>t!sVi?X7O7ot=4*LuAAif>%3-0jorTl z6-R(@2HJ;HK8NzblTe*dWFP-`7~pC`02U^QV1ICkfGa!jzQP}S-llpWf*5E;?Rh9@ zWT1L%$-$+f04P9`1ioQPjR~KTr3N!)aRFtaULwFkJrlCZ76p)XOzfXgj0!BEuQmp$4^RGj$gswKd+xjc3vBS? z65HIj#(&IuVbQleR5;Z?t|~aE(&zB@sWOhKH5L%Z9SSO*Cxs*I!x)xu$2@vL04iLl zFR^yk;m)h10PXBWFsB`#hxbo}+Gbfea+;3N$r&J_ z(+WXCXFQ`ZKa6HnqZ{RDM?LyckcL#GBPD4`O)An`GBTknWuZQE#ZSQa^Pe!S4eW+@ z)8KWIr8~9SLS@j$K4NBrN}E;{i_n7}%%dMmWolEM`c$Y!RjN~^YE`XzRjg)Jt5C&9 zSG#(Tdyt?6JK$+qDd{=7L6CkK%E?1+S9DHnIJfe2{s^s3e0<6^rlz6>t%0y-TPkn##g@c zrEh)VJ6p_JSHHkwZi=Xz5$KZhziHfWftz?E97$_h(R!_qjAR5MfFmChrf`KVd|?b{ zSi>9UaECqoVGxH{#2v;*So3RO6f>#6B^q!nVYpLm#8}2Nrg4pJd}AEbIK?|YZH|tV zna@Ozwap`B7<9_x?4c03NM>>jR}7pM2e`>ort%80nNLUi00RyEHEZNe37WAOi{NhcATGULs5%b=;;5(brTFr_95=Pw@ zOl$hpW$yG|2)*W6=UUgwlR*!nB~+nqhN8m0!4h^o6+a)F%C#2Gr(3LSX#bfqHjqJ` z?Hav0Lv+=cF?O_*9c?5tJ8aGdce%~|lN<5iGMy>XjzZ{KXx$(T;Qscx4J>ZD+#1yO z=J&2Cv)w6%#?DaS(VfFkX=T^D-`2(VT=f0yg-2Y!*sb=nL^veA8mXO4LjozhO=kaz z7r5bFB6rA5j%dnEv9*9)+Fiekgk5}Gr6;fM$i-K3n&-UDN7JCwynDqya^{_9II^V` zu5+{6T*_uFG}4_uX|n355C^a*iHA$!@)es;8{UF~aU zd)obh(Oc#c2GXQ^-R*vNyyso-d*?ebmELq0;hLp5C4Auxe|X;ggdb~AgBsTGc*sXy z@{^am<0*gn#ykG$+dJA%8GM5vq#~oI(1!tO*1`aG)zM^ zT*EM=E#s0cHjG0#oI^T9L*tvmY|_Ek_kueL{JPxQ5;25EJah~#40F)65xOrI7L@{ zMOchQQrrVb{3ksOynRb3Km0pD6vP0?00am|VH`$cEJj9*!dfJkqd}S@sTTbU0`Iy3 zq#B1jFoR*3u#?J0Z7ivL$S8b>Kn{okY}`h2EXR^c#tLjb_>k*Mn^a2ol$F#@8~cciIdaNCgtIpne#K6WD-x6UgJc z#V_GQs~7?x!V}402a(W+3*du$Tt5}5JzoSye_Tmn1jrP5M2r6n7AVrLXKAO;D1t82 zkt4BzD3}Bj$_I(0$e7GMj9d*2BmzZf5HGMBtEeBVV21@@4pI4w@Z$}9v^jlz3w~rt zmUPJyfytq~l9|-2Q;Qy>iZp6yCqaOv5(3JJtjMr*x}sbcjjReEkOX-V2kh_%SD26# za0kZdfLLgd3P^^Z07;v$16?49ANYj=0D!;D2xNH76ezmgxXO{sO0L*SuKdSFe95?! zNz34YBnXm71C1nr#%8fAz%qg;h`F{5O1KQooSVxtt4pdF0zYUFF0cTdPy+$bg>yK9 z0f>ivkOcuim>CcOszFSBnHxw+0At{W3#fpLKn4Ji1abe+f!4Va%sdxA2!Rd=0Vg;X zbkWRt;LOf6#?O2UUKj;eaD`WBg-wtPu%t~VnZI=dAsuNag1Z45h%_r$%b%1@{M0$y z92?x63XYtR#{>t)0Dxj}iU08fIB|jwP=wZLPDj}nNC8ZLhzABSf!$;b1z?7%lpsNK zg|~159pD-CRL}JsMz7=wWat1K)c_H|0sA~qD@nIh>k)?nJIm)Jj4v)Rt_| zx3Go|zyJ-ng1NZQPvwn;ih&^Lfr7IEcN(N>0SzIrMpXzi3hLC^3|D>&Ri=y5zBmFy zU>pK)hURDnm+*%acmp``feb|ms+mWdppLbnRdx^X`j78SDsDTQA z0A2WvXN^{A4Z=aSRztH5mwkzkcRJ%VA z5+PwL0xK|shm2RB{o8X3TF1b^DF7lKrBKcR00mfv2wfb4Ab?G{+U^7bR^W$8kqUI^ zPJhq^3V8ssbyH?D1`L2vl(gHsMSw$n3qA;kzI9v{p$w#A##7raBhd^X$+I>s8hPd2 z$5lu4d!N3D#}5pXw|m~!E!$et1_=K+44|1^YOUR1yj|b$Tjga9%HTp9Al@koq}Kwy z9?=3*INo|{-0_7r$i1ea#i#Gg6>)Id!Z?B%kX=FTUhf6py%68|O^t=(kvKaipKCPD zfPx-Cf=Phia!K9;reEg0zy%$r{N)m7z|jzZ0HX!qY2D0fHCY1I3j@C3$Urb(>$1)m zs&le48>oU@paXdI9t&pSU8`Tgz(7mt;9k+*uZhtUw$>ERixuW!$A|{IvVtVAw&1(A zq>)B5PzN0DStey-UGw37+Td&w;#xybLR3UEKI0_bT`neH8t4Hd@HJV1z(D4t0DiJ1W@NvJ z1|blHV;E3`%%F$DzSdOI*xX`W4z*Z@tNXntG43? zJA(oUJB<>GNMxpFL|bO+ZDx9UW>CFGLJjwIu3lah=FxQF713@rNLJ|Z>vw}|Ofh0JCY8Yqvh3Pf} zY1=92M?yTMUTUV!9gQYxv5W#Mu#B3{gK`xFo;CufY1eruf-^uk3gYN_g=$*M;2jj{ z96V^?AZz)H0vgBzBY~cQrWi#tNL~GC{>t$K&dH7`rGXtp} zP(he$D5&cwSj(p-7qKpFF(YhYF>Ks6=hHTWTzF`k2JU{C2PhDPR5%87LT)n<1{1pN z-kvhu9u?k>Ze9PzW(YIaht`65FoQFQf+Wy_T*!qeFoQsdglHgz+8!6^w(f8fZCr#n z_x{;y;N<}|0$>n?C@AkUz-lANg;W@ZXb^^OBnGhdp7x&a6q{}Ut8N8n;%K0TD7a*B z?rA{~f@3%aI2D2bkA`5FA7a=Bq5kX#-!BH25eF~v3%2H|Hdi4XP^+$REy(EkIfdsA zY!$CL_|8bu&hb4iUwd|^RpRN`Mp8l0f?*hjNmy_8#&I7vtrK@K`F?WzBuJU=0V{$6 zbnS%W-tSbFre&wH~N>h@ZNBzgNF-q?*|tNCh}WDkx~} z^X>;h2n0H)bZ)tHOrNV~?{Qkr%*K%R{@My`7er~E!fMC`#*Tu^p6Vztg19za$)y&PdYTGOL#YEd8hVj@0n{y9DIN0DGY~Qn1^=Y_r?x*EqLTS=mfmB z0l5E;f-_KsO|2k@e|VmH_gw5jtep3Y$9Oo|oanh3!?X20Ya_FdAhLo5^kIZH~_I9d$KQkvwy-x20?Csi+-4d ze4zCC$%lCegFsLRbzp6D&tb+T@u}abs$agFw|K6ny<47#20(!iNPNX#e8z8l7eLwH zfM=T9hG2LLbx?)3ZwHK;doxG{&+mjt81sJ~>%OP@h`-H=?;eKV`ij4m!KYha{D6$b zSQJp?fW*OT2!k`2gj7(4VbFpwSb~Jehg4wfR2cdsRrhd-`O-(Izn9*5&;?nr1+xEr zhwhXGdwdLW2nVX+2XsiAeo|!Az;h!6=;&acE0{%M))w|#LS*QgAOfvH0ja}(W3uOU2`N& ziu`5)Xtb6UfLaLoH65UpT>+#-4+aH3F9LxqQeiXD%5Yu<mQd z0$MdC!4XxpxQ_`TB-fNA1ptsjI{w%*%OH|jS%pS zJ?jV{z$?kn=%FzhtkU8+1r&p6Q!F4OP6`(IQ_m~|BoGX(c$v_gKh^*sNjNyn=+6)U z%&^R#1AW;jT3vSQ?Mt$-5CRL~nl)xyWqOC^nQEr=PAIO>>&hr!lDDY7239i<9gzeQ z$P&TK6Ac}ck6`3#ebBX;g$&b|v3IQYO9-;|Ry#UYAKQ!DND#D>aCtpt{|;izd7&&Co#y8sJT9O8IKs z_h;9Hu>>8$6pX|YOE`jE7A~+Wfvm*5nK|l%}gg`(C_PE0|K|DJ%4*}@RQ@}GV&(oAHI(Se)a!P}c&vs5r z002@=MIb;3CIE?uK0rvqby;GgR0>*>=u|!cKCnc#bf=^Qepw-C;}!YlpP#;RWS(SZ z+~CcPk~MZ~Kmi#G9!qEkQu2Y1K(ym0ifjKz1S|8K%vp{z2izbBJ6Iae zSx0mp0U1!{k$_%M$QGzeS*ccMvfcEih4t`(3#5UJWE4XjtaHxu7Vr&yu)q+>aKO<{ zWh;v6cR2lJd)BM1QC3HfNs1^nO)V<2N0?kH9F4AM205F;hQ2;*7irxWzqPfODA zMM{K0#;-Ud1oLo(B;xlHGuAJSYgt$R+O_v7O{^!Ls*#d9TZ2!T87$xwxI<0Oy^ zXfWDg3JK~X7{uftLf`7wzk1N2ssY_eAgcdMAe8S1TG>ZDDxi}iq#zWyQG-sj5szwd zFDT+rfKCV?j-$m=ml!aeJ>HN5eVi(m`=AW~3J?nl%)=hCIBnB_dJ`R3Kp#cYi2xih z%TQ1gERHzaRl}q{=?oWbXOTq>Q1T88Sf`zRJS!m6s*-j1p(XbO>;}03kCO!S8v3Y4 zFz{LpVjT2x3FR((+j}v=qQ`)unIImj62At~FHoei-`&|sQcdHp8p}eAH+t*1 z(m60%w9x^S=mNUZk#1T2NZmksWxMXxTsYi^7=JW|DEc6V={Q)i4Wl^4hk|c|2|Ew@ z{?(f-&JJ~Etdeq`H^Vv3a-K7t>ul#c<2lcI z-ZP)QY~!-PxW4oy@>Ku)5(V4%9X03x2EvLO3Y+!EL59hY34Jj*p@bkKb_6Ldb4m4D zI@F>zjiJ91=!;0yy)w2jqDze(NPl1g8<+sCYi;XW+j`P3sr0B9wGB^XdLW4LO(Of+ z>tiFkFRt#&sV$P~_O5!ytzPzodyJ9;px^`A-ZrV1_#6FJ}T-8aY6f{dky*E;I!1~;wK&Se2 zq(WArOTA4^jJ?;y+dW?f!ce{&~AZnOA}* zTG)fv+=)r=diEwB?w0>H2JLHa``hC__qyLb?`uz;-UC1Q!XLiyd5D|iBR~1dUq17j zfBe_4TqRBOd()oGJ_EKM`r2=(+ZDfYo+F;>CV~7}wh!38&w~`Eh{Q0EqRO({iQ=5g zzWM8~$k>yF@%G<8|3icH^v^>+L;@%b&f=I|J_riyxm*7+Am`v8Yk*$^O5gY$sL;Ksb&4gz5iCIr#}R4!Cd;^e|Ll-=187{-X85JI7O^x(&!U=&&*2_juSn1U)0 z&Jrq&KA6IjHKG3#=HL~Yp=eCuN9f-fvLW>SpFRi!9nirw1YX5;&=a;{9_~dNj!+fq z;UBu*@B|xTM1v`~pd#TRAS$9Lb)W1l;v#B>rZ z?&2lhqP*pzifO|#GGjA3<1<2IG)kj07NhxXgV+!QIPJn-Z4xn7<02lT)%hWNZQ@6i z<2RC9HAI8D`9?nMf*m4a8KUDShU0uCV~U+)N95x?_F6Rz0~nA(I$Q%CoWUMA0zC9t zLh>1!soDRPX_-PoWJF5jL{el$TI5Ayq?y%YMs(sr?c+v#BtM2)HM9dA5R54VU@lC; zkd&f4iXYa#u}a1Vj!)rA64K zSL9olXpCNB<^R!w7;@581}0o;oW#XmZ zVCMf*z9DS#m0NzM84jks6=p?{juQYtGCa=_=!QZ3MsNg}az2khKtlx#6yJ@GD*X^< zOlDVf3kyJilBk4bX3T90CDJjJXZGe9{$?h=m`F^;P;AGkTtF8zg%9vT1OPw|uT!y7n2Hgp3oNDq>et+HoOs?Oc`lTBj;Q|? zmgsT>XGPG4`wfIGxae^F!t-E&ClrJ{^aiTfLQE~dHt2&cguwGaK(5#W3xI)cnxjF? z0x!Tra!M&eP-#k7Xt;rAp^@L+d1z*W=$DFUmdfkPu#AYn zLInuwpdJLN`07$&#jyq}v7Usz-s?OlYoxN%q~d0!LhGeUs}52tCvqyyC}{t4!YTwv z(R(6IEKpCI@b|Qql>Z+oigs~oL zvc9ao4lBQAslQ4pJAG)d4J=?5EQyAu53c8FTmTU?g#ft1J{SW4`WmT~$6 zYYo6FILkZ`r%tpD1hl3JKxk87Kn^(1ybgp>M5sQ-?Oo0-hML3`acKYT+OF;atWd%t zF>GUq_O0In;lU!r8lFT@ScUNdM}94*Q^*9GZU;XMp7DNIP%JD_4?oC#M zDP)2+2;?6;WJanmm@(uAtQk72a16`v4AXE8+wcuvnFQ}w{C31vIf&GLMr2k*2j?th zcJHAW@H|$7FwnwD3aB5O{xZZZQ-a(-2^UtO|7?Bm{sGUu?| zTY>T_@82j3GCrO15W+GR3v59U)EMpN1K)Bizi%Iw@>|t1LKO2a>&vqi1ToZAHGtse zyfQLtpDedACr#ruV{rwMCmvcHxrZ?LO{Kd!haSl1F z^WL5F70>fMdoMd1;6SkDIHNH>OI3Cn zMBoL3DeSR7`?5p_bTH$hJ#%zO7lc6zn_#p-9Fz zb>F}>O3QU$_gY)G*FcZ7U~9}@Z;(7AHi{88Im%{ZUyNcCo=!_PcRlt|M)qaz3uSAx zOmlXMWj0-MaAOs#wK$@)M{YLP9J2rJHDw)BD$n8*W3RSfjkYDnHoY2g z7u)6+i=^p2@@}_XYun>pcja#v#G?K$2;*(QqIOb)HgaROa&u%g-$vW0QYesO_8N#` z6GR+isc@4oar0v~RJU~pHg>bNDi-ByFGm5e2r^`=IFJnK%mXu|uA-3lK$!Oc*JgT8 zw@?}x9?*e)<&`5iLPme~d&4(i^|o+gMcJMTV(`IIkd7aaf%PVe2+hMc;Q z42Mf`J#x4unJ65)8 z=eR=cxJ~qUQS^p5TmTMa!#Vs<4s62~tw90ELN-u94ZJ7-yaBCH`R+VvXsK?2aXF(} z>56xg-O6$L?Cd=3!XKnL3=+gJKsZCY`I~oAoI^;gk_r)wg1R07C+NdeTrfIhYXx*s z=@BX~!~>%CFK|CPN_hE~>pG>|?16WwRe_+I#|N87xTtR!sY{AX?TS?pLHATF5U~0_ ztiu32!1d^aC?-JtCb~hqZIiw(%nGZ_&I1edda!!A%=#~|C$X7-mnp=!E|b_#9N3MA zy0U8$vn#~8@)FEQ`?sRjwa0=pB!mAm^iH>q_sYglqjO8X(kxz(g|Iq6x=VcB0z1A6 zI~d~u8O-}Z5W|y|SeswBzK^}dQP60#w}`;I`tJCSw+o2dHhiu>_sr_6 zxs!Xkv-_`8`n!K)zuqi4r6j+?#%qCRlacS0cP zeOkWQtt|hlz3rbkN(8X(TMW@xqwhmA@CU!<@cYWL0!gv5b31zGN4FP;K0jJNsF!^9 zchL4*Gx$IJ?T`O(m;XGTKL%mH`uh$0Z&HB2H0FaZdIN+%fddH^GW_cGkFqaN|h^FwsiRtX3Ui8Zk^bGGdg;>_?ys}~0 zZZ!55ZrrzR>DIM-7w`W;Z4vYKy_#>F%`kom7dCttabm@b3#N7a81lohU9&Q_jB)be z%mn3j_WarNyvw6Wmo`m!FT~S``vu-Gcy(;qvuW2R92s}+r<<=V>+~{x*Ib zx#83glhXw(xOsHx)2SOKem!#Vj=rn=)!z4eck$!Nw_Pr}{KnSM)3!X~S#e z4&Q72yZZ6>_b>ju{}@{DH31Dg5J9`~VU3?M77Ezp$M)3IZki!~v+>yKyeVnI6icaK_$RdqwE<+7- zJd(*KPy2DiAQ}G}(#a~VywbZHm2|B`EWP}aE+|EmayW>{1QX3P!A$bPCDnWrPK(53 z@XUm$j1$j1tz^?eH}(7z&p8*Y6Du;|S(D?{G=*~wiy|lkYBWx7Y zPIrt{zDW(L)YDQ;jZV`9IX#tC3qi$B)W!^LmDXB+<0c|~blr7RE^Yl4!B?+~l^{}q zJr>!%wjqX?hoVs>mv)B9C7OA1QKcOLS521N?t~?d*ny1gmfUhXss`FgR5>FMGqf-x zkU+wSmkwh7+t%ECfBROqa0MDy-+%=+s2Wq|NhOSVhDoJeaNvz3pL`q%#y@-qzL+$A zbMx09fHD96xZG|2n8yrMgn>31Gg1*Gl4$iY#gU4A1)1iIHO{Urk3Wo&=bn9DvF4!t zsRoZ|gb2ixGa^Yv2s5GxWD;T8apVtpn7Vo>nry-;r+3`J8tkye9-Hj4%|07#m~O_I zEuB5&7&D=3u7;F(A~{20hRtvo>WCfL#lPnYl$&tt)_#m*w>5-}y;o2aU-YOugb6Uf z3^`9AM+M0UIAlb!2>2r>1qCEZMsm(Ukemes1wln6%)pRyM&gj8N){!|;oQ3QzjYr@ z)#;ah=$G!=tG~Uw_gde&;Od6zH|5$yzTrugFcMdVDBqglf z@Ns@{@)NpXhYvYh4TUT$bsh zu&0Fq$+2%?K7IKXR_LFY3q(*eh_XF^;i3BI>d_SO%kjUOk6_OW3ibdh(MArss_VCW z|Gn}MozE|PMIvH+!FHnbi&hN@Q5YtnT~++22!HkPM-hPAyN#?OCH#_`V4V22wf;sI zxu4o4oGzY1ehno9004LK%Aq7;0L4$X#a5eJIhXh0iZYp6AmQzHC6d$_h6Njv`Ijwq z2lfb616xX9YEoF0GO64fO-Qm>inrN%2ur%PiZ@HvEfwAbYvTuSS_fq^+tkEKb~|Hv zNc;PPPJ|vDbLTQl4SC}yyFBQD^Bmp=X0Ano#>y~skPaFJd+|ACt~(A5Nto!aFzFyl zC<;q@wP6tMESbvsst2J<>5=qZyx24q5=#7!!4rAhjAcJR1Tm5VSor_|5`-AcBN7uO z3#YzkR?;CdXpfXPK$BRdvHU!t1F*nDK}WWQY?T|)@YGFSZh@==OZvPYlYAC-=Y1c} zQw=dEPfk??`?&&Ag)gxhBz9Fjx{;yC5iJs$CS3Ak1^|6?2bOs-jp}x6ch*Ng4dAnS z*i$%$uK7--N@WQ&ET0Up4FxI`guc2uAa9rz0)s|V%M zBF=x*gcQ^D9wiz2*qa&T!b1j$b|j*~)tJ!KSovX966wVlE`U3U^|?KA4*($734H(% zu}4tAYnTM-U;x>4(X?_N4GQzVm`um|sH{rfsqp*HpE2f|x!OD$n7bj~asMIm`GStLFRDL_)r-WUd8^RtUFR51r>5gnwdewp&==dC6aay4g*G%)(IgZ$s61$P zE}q23u>$sA?_mJAtA7*75*l-5g|o$Y(0}>2LLS=6RN!G!G=N{O$e580)>4<9vDz{q8fVStXT` z8eB^P$eE3nC=_48Ud#3B3{^c$xE#~e2lEJV#mSCO@4a^V$;bC2?n9iVi#?M4N1w^d zazTk5PGAgDJBU~TP`P+^OKDUv(?KLH?)jd1S^P)lru{D^wU36nN8SO)nlwYH9wodq zf3*(!^2}Y*%^#Zh!(!)I)RPi;w%FEPVmt%c% z+}Btx6(L{zJ~Az_Ki#WZ20Ht`T5dHwaJ`ga@lEMAq^V5~EMK9Zlv8f;-9F&`wgH6w zVf|U)m7K@^ttRjs5WIf8Th*c{A`|e=s;wYp#%Yrz`s>4+@7xM*@Xn6mzbV}*?>)r= z4MXPG*{{i`1<TCj4}<1Cz2zZ3vahQjOo!@MO*)EkZJ2n`EpstLqxT{K%8V${CN%G2+;Ad(kqg= z+RaY%zjP@$eWB7CXN(LS9Vt+#|Du@tq{zto7vek{c}3JlUfw$m(f%aUw(4;Yv3Pq~ zyZ83Q?~;*!n+aQgr(UF=yn7$?^WD|I#lGu5N%-J1!=lSP*ejpzq7cNJqHPD?cD@;X z&fvr{plEUD(Uq^0Z-Hb0z~nfLZhUO)u>4f z*^CYKWGLA^IJv3;xn?T4x&he~=7QybL|KT`5qK5LvznSXFRe@c{wcN5=&8xU*njnA zeDx}JL<3Mv0>~8(j?o93Cxg4Xz})1J2(g6SDp1@O=$$?=1rn#x%jkfMt8qi^V|N8s zsoM-tvtf)jIP|ox$)?VAa=mvb4Q_f=HrD`Dl!`1J^{#~ft2q#gf5r(aX0%vgEVo6A z+(*S?sNN03#|%(rC1egb7yv`XV2Dx)dwUtiSQ$pW!c9SRq@Y)$NlT>p>5f2PNwvoq z^l2F%HZVMb${e`=JsIVW-{n-ZL7mtl9Gn3TCHDISW}eVG6%5&?EhR$<;JV7*NCeo6 zK_;RZ$UA7JOR|h(Ve(HPYHJMNLXr6;H)hO12q_cQO09h8_f>S1cOQ}=td4_-<=iX* zps*xOBuvwo*G|fG60~yChrL#*no48sD&kxsHnb>Z6gV9P9Y-N;r@1;AlVD7DNt2tP zVDC_%Mp)w}3Bs&_w8e&P(-zdGEE#P>y=hBd2(*cs?Zi; zVS}P-fQLCF1Z)sOsFX7!WXL$u8_RYU#+i&E17T>-Y$;iYVWj_XNE=%cDm3ja3{?v) z#~-u+6wP^~{G=iQ3t*8{v~jm=5N0KGw>^-T%3>cp6%NMiU8*bGC%7zdu+OR_96PKW z{bFr&A3KiF-A8ok59P8m}MZuk9ER-;yB4A zNGT;g6e4gAD_fn7!JG9=r%G@=G+Znu4;gx_ss2M>l_TjrkFGOmioTj%LGa8NNmJfR& zFGHHVq%4N+V3hYlh!x-cYlM1&Wu+5PSS%sAB!&UaY>`1E z69*3r8yQySUp~5HI67q301z`ozITGm;*fS|;7J%Gm9nXYmlVuH`FWZ0myf8IQ~(j| zorGPE&xWN!q~hX|{JinnR~@QllxpgkYGhJ!x(xD*bh=PgCNLq3!4|=BV<*GnH%TC% z@Zo%hoP{u^t(&O@#k-|EWUN&cbTjz^N<>ZtBq*7zcGz1Evn~OO)3)p+#f(N??9b!0 zG#{}KdW*rNbRF$=>2=Vhb)Xw*+^!RH5;Zv4-)-zfKQ~BGi6c4RXFu&_BDdkZL?b3$ z06941zAckd2@|Av4x>{Vf`g_KwZN$)*$l;IEB&ktQb0c+^uLqxYX&-UMr(>sjMS&H z>pl~96B<`x2(}2c(1~^11d8gjY0{eM--r}E06gbH^6_Ea5{ed&W5n;7kk~MoxctYh z!>qjn!I#iNFgKf6Osf(s%{~)t50F+RWJZF67Pg$RgtwPCHUNgMg9N7cm2uawN>eBam^P0AYmnM@Kx?%gL?HGNk5`gugpb74{l z7d_b>Wu$wk;RC2SHI5vWMSrrw!GOKFk4^vqa)KU-#aP@$kwc2f4yNVjCmpY(vqlpt z74DEyh5~hL*kg{KZjgDROBvj`(aS4pMO+M4J6S=1#JT$nBvM{)yu8qM5P5=^I)<$< z+}nP{TYu*3N2BrCCX~qxfQ~yqIQKt1*P&s88Eu`4)F-^z6x>E%{~Xm zl8$DrCGo$XWN{ki|MY>o;z!a;09z^v>uVfmGpSP^kSkm{DxpUUO-eSrCdi{4)b}N5 zYA@)wRB!?DI1t&vrT`$5BtVPpLh5dVfBwlZ%H}f37GFtZY9Bz}*l_835t67dW|e$>U-+v$-B%Q=5Gs<$Czvkz$|f^g5(T;`E=k0JKmw;f0uqW_ z!uc+fAfByo+%fZ?h>y4nh#PHgl6Ilr#BuzGvqsYda@z%>J6WyH(ekKO6?Doe3nj53 z<;u?>@Ena-Cc~qI;{8r{|D>Wt(@u3y^Rcy;Va(oN?8N{>ZiZ3$p)gM&MEwtbPX9gt z5nF;+CW)@jbVP$Co9(#(sSdb)kk^MA=upd}C~~aH2j)O~{y?-UhZu?rh3c#)^SW`T zR)oW*8&azeVvFQrGtF}6lf!uHl9(eOdzXItxyt)s;gD1U;Hk~lMgKnK$d-54}UB|HjWzkS4;cRz$-w%^;Dria@7wz%xoYYkbq$p7ebnB^K-6ZQyqo&)?$5WNf8R8&10qN-o`B|$a)@*F zWS|CTwFZjV2C41_Vc19RyViVx8baTLZ{=CvVLy`2YaHlmG$e2Oz|WvR`sv1EYH$Ae z=>_>cIPgcnYyCWbBX+f0qhDTqmsq+(5|h`QU{2CL(&Uq8?#Hf%pA*mg?m@}^O+@jNX9jO+ip!2w8Brjq_=F0AM*Olo46^?e=;68P-;Syrd?3;yt+7`Ux zC5|_EzS@%BCurAiVexr%>lUXD+w|`v%jG`>%NL8wL{0*k6#-mGfZmv!5G(XnD}VLg z{tUJ$T@=)@o8d!DXoj!e4q3gRS-V;N21l=nTdmzITvfGN_f1-V(6$x`+R!chZBodi z*S2nJweEPm=3Kbu8nWhrST|qV@LA%i8eS=2TUxt9>ve3TAa-sF>9Y%W@|Jdr5W8ho zyKf73-!1KaKep7` zuf3&TzpwX8N`EefY{xBqB_a;UtPj9N2MPASZ*TrwX**ypI%Fp&wdl*FHg z;}^sWB5PGMYv*eK$bKmA%Mf^2 zW6}4KSKF1_zCZtdW93kutk>>BU*nAu6%#?psomtHm#vjS6mqSutDbmkP^Mj={i$Z^ zomu0v#r{w4WGQZX`;q*;B(#l7x%UPf(KvTFMju{yR|s*<->A&C>a!? z(_FvO8A~s0HQ3y+)|1Nppit-Q$Bls;iRVj$UmLeZid7R3y5E|1CaNC3vl{yLX>X?9 zexOkI`{$qY&0c#;L*KvrUdBd1k$Nr7hiknV!q&qrUyrv&%N`WzwchwoXB(d{54V2* z^PA9_fYfhm`Fp%Q@y>drt@Yy1!P-EPetX;1#rg5x@<@9-kq7_@5JJhBoCskMzA8dE zmGm|t06u4nY4Ur{D$<0U|g5xd2AwlcX^> zXI4NGDH)WMjFXIvo(2LYrI3KbeWd7!6!bz23{30{6y(ep8utGM^@$*MiwuuEgTIkuZ=8M+^rwIuyZi7 zzc#f$w6lNm(6Q$~$Eyd=BCMa`jGq(TT%GT`C7HWj+q^h<{vsmO-NC^l@VQr{vG=jP z_qBs}=?8X&1O}-E^%(`VSOnF(1ikhQ!utdz2L(kK2RAteS3eKE zvI=W)3~LGuPY8&79T6F08nqZ0^)@0pD=22)FZS9tel$EjBQ`$HJpt>Vn4fS{6`UON zD77Ij6&IFP7MGSEmp0*&UVkqGmzk0MB5RWU^?1_jazOTcWOi+Qc0)pTZAMPH?;Bju z8)D>}j~Tf&L3v|wdHcC}c|Q5udHH2I1??GyjoF0@Zwg1!imtPZcB6_%Vv5_UOS1Dy z-&d5CS5~~QtSKpb*Hrzkwz;l2@BLuO`_|g`jbR`DrGHo~`Eb!#-&oo(*V6E@?&J5m z#?DWT-&30YzH6F)-+b_)`Rdcx`TFnO-@kt^ZaKrZG=FdFns2LX>F8_d9IeH#bai!g zb`SJ*4>b2&xAaU5_H>l>UUl?t%=Uim?Eg2_--#cX7#tkL4b2Y>O-u|8G!3r|j7_vm z5Qit`Cnm;ACy5P{MC|1H@YEV%YH)6PZgUzpF!Qr>_Hu4^YW>H==-lCio#lz}5d1nKJ|A47*lK=k)Ci>Gjpxkd0`GkL=JEfHWADDjW2Jik_ zc=LyLmR%SAgC^g%hsOH*|A0yDG--l{Yy zt0FydKlv-+i&P;#p7W~vBW|GAdYC&~zqswi{8o}zq1bZK-BZi15rtWoMr!G?1I=-T zQoJesy&n*Mm^8yTRmOY&)Kodp+2;~40XvcoN)49r@Fcy+QCWnVLZ^S zEJ>P@53hgATQ-M25*(hfmT+y54rH#kxigZisIldsetG_IElKrO)5u-(gRYVk%0rJ; z9kNYQr~*QFMuUAK{|z6hs^d07(w7qfn#VTcBT6e4D;(&Qe)$xoSBbG{N}di!-1QxFNfiyBL!&P5QSyGoNM1S(WdKioy;fsF=o@*M^x^_RW4}oU7nRJ}(+I06)8sE6ujeoMw$77%EiOme?8YHU{MMG5FAW;(yC)MVqR(fQlQG=T^26W95Mm#jM>+TO zZ6~dC{d;@Bw<+is+nzoG{!T|WL0L)TG|~Ahb^iNYbfw!WOn1Vnm0av$rtaMe#04y~wYPFi z(r8a8q(rE-&H-a=17r#qla8QpU~sGN!RC`emhlm>|D4qLa|A#_0adW2Su#ch6O`E~ zjD_@vy0B+jl;U<7{a1MJ-CcsH>_2;UZ-XhszfIb4>i6!XH&Mmbz=OAqKz8+#3wvwD zQ9r?_l0VjD#&1#yS-gdHx!bb#8>)B;dLWVv7|}|mR3;}}P@mXz;pFE2*Yy$5pazpw zt`aJ33uT5&zaB*LEb3Kn2enyoxWExECg9DTv?iYN?M!;vZ`9Fok8PrU)K}|Rgs~H`d_NLZud@}mV z;^~XyP}RWh@f3seI3XN{tnVc4o-83k^soCicaPyAIWN z;Zc%$0x2{~uOE%WRbRi%RIy`-K$bSEh?b85mGV!xzFaPR(&L#{gxj-+E=I`kBnW$} zkwW{;z^nPRay^^A?UtzvlE;s9S6XIR(|K27RQFT-+{55oPU=jvpxE1z9qezgq*PZ8 zlm_k*Oy-#G(0UB`=_D!BySs*bpHshfMU}n2JlWD9l^>OeE2H-9omRf{B<9c6CcAfy zz8Zggf^7Zo{>Myg0gyYnOEp-& zN8#2qFa*LKY;At=x}a-Qq?I*1K(fB6sk6hkUjE% z-K+l_H}{Cy^-3A?fP5ELJR75gMSV7jMPq{M@lK64O|suglr9NC)&;hvF~mzNLVe1; z_hV6=2X;``Xd|SzVu}dI2r^WFAaB=_5Zp{gWpP67d`bd2_*X`|QFF$dD3Nl2vV)C}l{~s#R|(xlPyt-FQU})S{S_Ma@=JsHq>hf!**aXehIVMl!$CyH9wJ0diWE zu-|lH^J#a-bN9~p4kpxiZ6F|eBAfuTaMq?&`qzR(y+;nezYK6^O48z32Y3wf| zyeySLbAKaX^9Jjmk`mYbPbB6LMm;ixiF}f^Va2Ngg|kZ%DYEM;L1#M`TF2!n`uG*5 zrUA45-A>l@A2EuJKO`1Dw24dsZaul8@*8DF{1oWAZ+}{n{4L6txgWFmh}W7sG>c5c%mWBGBBQmg zYGxtGezA=UH0doBxgXomq;mr_B&@@0?Y=z3(wP_PkSmOTTn81WDn9E6Vg?6G$0hJTNoJNpJ>vM8%6U6VLT(J!vjz4o zhMi+UA))cvhZF&rfC(G_GFwN{vVa#@(5foq)d95S3v&~gCw zrZozCIAyyH^s~XEs!Cf@+F(-J$QdrjPz<>LAZY+&+B_Kyn|&oK0FU-zna8RH6^DEU zCUXeTHq@J%=fnVyIXO+>`0?z>nDh0?BsIhh<3<$%LLpH)UnRby^a>@Db<`Zq-@|V}ER`D8O9Wq79^-Kym7K=hAs!7#?d=P2RVfvacilpUk*T{Vr+?W zY_9IGba%f~FU9;A?x=9q@EF)r!oxRA4?E!C!UN}P__J(5g(op|Iv>#{>oEDM2X^!n zx}`4V8=38!X1%GrTV^-G1sleQ9ln;(KQRuFfH?qEAOB6cdYeM@71@x6*BXRskV*Fw z$IX9l2H&C3NwY~JH*_6yq5B=Aim*az;1-LPG!!Z1weLIB@9y99-!n;X@Mks`^ z{^%C0-S_*H4dnS}B(E<=A%^^-D&E2~T00f)iC>%Pn#so)m})LkBxt_N;P zWtcBm{!LXD?hQ2MB?-QCZpBYP~a?qY8Ycy`#JBZPvoC8>~ItqIU4jS)uoeF(-NyS_!1)0$Fw60t39AO zhC^3pfI0H8eu5_5)5kHiyw)?-;bHg58y;V>XxIUu(wV^h@Cd^WaD+FF8#eU1I5oT^ z0v8Fa5Q2Sz(;&ILhEjpr-9@YvkyvlHW+~YG0cDITXk^qqF_PNyuUeuiRbCC%Z}(Td zau&Qzc9H57)~O#5@$Zh{us|{E5j898RMU9?l)fLS!NzSOu2Clab5Jt_=p`I#Mnv&sVnA4O8ha_&5&`R`3U+L#@b!1 zq-vTou;!d2PTh6vb`7A83WvQ>mM9U2^_VJrai+i5DEPAG%Qc3Y(wM&|Tm)c;OcZMl z`pWEZ@FnejV00-aC7k(HAT-}bU4mDlC!N{H6Wk)?(H1Jir3M_qKFgYel%n9D2%`0k z)Gg`2zRxtbATNCC^#Y{=^CHt@9=Te&n}4H1w12k789z6lEZa`>O$%d<^oQpes*o61uYmYBADTnKJKC{?;#HzGMWs z`-IG5 zgh{#~XhYU6tRNFu{!flVp=h4qMV78DuLeP0@bv9*v;^`D)+ltA3$;Jcd`tkofs4kD zQn*EG9mBN_A}RV+RKppX;xd8i({#vjaFn~nKq*4I1+R0-X|;DZx0J#Q8yEmb;SNA; zX!!DIpp`V3l2@s}Q{1Nml4HnHf(~%02ZiG3^(;6ZPr#U^5No)KB@btr3I!)PWz(UP zA=#JRL%$(zmKuRPaddCV$3kB(I1O<-fX2fBxY8@Sf^w8_gowkw+~Y$>f5ziWw)jZcN6CrMKreCFs|J?$^{KlG3{nZejZ517 z$D2I?Bd5&Nb8>3F@%?$j~t6NAQ)v{dY650@k+6c#6xt|l<846I(@6q^YI&bc)^PPuhb zXK_;RYEo!yJY=HVz;f!wjBHjg^1VCeE{oG{ zSJUpCGoFew-j*{jgJ=8-W&&Dgf)-~&u4Y0xXTud|BQ0m6gPGH*28%ss6BlQb>!x(L zrP39DWLo}s9sDDw;Kysxsg%VZg{`zd;B%#lbLEzEm38pSg1MU3x!T3K_g8cEobw-l z&H)>|Gu`K#3+BJI&bKViw_VM*7f^I4F5oQ}IyfmDo{0CiE(|U%3|}pbaxRW@E}EVH zm=0bvN~5j{=3H1@Tq0gA5;&Ju6_?g6mo|f!whNY4>K4hvC~|BlesL}zDK4K_E}sQ2 zpBF6u<6JICr6?JLy<;YjDiO%72%r!Gq>unn5}aKm&?GbLC&6h;ml&*8m_k-q3Rh-m zSGo?DUIUg7uU3%1RxW-nWxKB)2UGC2E%Ps}-nw2DO{Tb3gkOn)oZQ!B3)ke^))bc3 zl&;q>OKU+F1U0L5McfKVe1)xTU1w=sPj5*pWHq0#ioUgxZ$oh#u`JfMVL`Jd_b^WESkn1f5#74H* z#*KR>2eWNVOs24F+fH2CI4#&XwA{RQ-@K;;qR;4dOI~wN-t+qFx(@0DQT$=d=-%Ncj~jyN~te{G};Z`dqti|cI?sn>J46vQ%ix)Hkt zZEJmnYvm!k!`J)Bv|X}>-49kjr{AwMyx(h#*=W~W7I)kGqO`fR^m9$`SL@Qx8+EdR z+s<4X>smc%0I{2OYs;%`^T6u&+3@CT1fe*2ZHVS40C~WO{z;14()9ibDLUBV+>0;V z`?YAsNwZA2-Z;^{8N9<)rC;UPWv2F3KBZ0Z!e2^Dfi8ipv72l3#~`7i?u){NgJJO= z@Ky+MG_d6hsBlQ&HFJ8`LdyMKfaFv~xPY6sWYt(wvUt)i2qp#y5-!6wr$@wTvo zPzv^YFnlr3uI=f+`olQ}>R*;L2la=)hA0mRa&tFVx6ub;luo~41)~&?KTxkCj&MtB zuJv!i<`qak{R(l1J@thB!Gi1$K(1mpl5L0!issxMwq^tEl7Xzc!xD(lh}#r7(y$3J zNJyx2&P&+S&0}Tczqh|6c5SlPR8N8mg*FSI+ROifhYy5kmNQWcXXxcm$*a!G(CkqP zlaY&GSjsXC<=iB+07J!Ue|YSEb{NdrilJ=9Kr;#TWuwqz1DXQttrtb;rcmx3;=u;j z@>;}!QM5bf+AG*2?AmjizooLU41gu01@+A~jG72gTg#lK2 zCR&{BFSWR~dq!9!soA^VZ0WD6#WRXp;d2bvG?Fg#Ip2GB42Y+(Pl^91S z5?n4Im^Tym`W`ms_pJ$;c=y>B`U^So#nhy7<(H`)tn2(uol+71cH$ynb41yDu9eDr z+2G-3XOCYCjgA7#AH-cy!;NJWNcOwmewEl}JYD)A<;3#eE2p!~m%kQUUxATUmwrbZ zLq(cJh_bd2*XfoQ#{;uBo717TC-LphOyau1hn_Xrx4!iXWy?1|i%%A=JOC-b|2)<$ z=$MHEzP9z`cyPd{p5q$zsDsdgN!x)wZ5nAZ&pGxLKXlXx{8fxhp7boibRtch6ftS5x zMaG`b*YcdNn}J0J3Vl!E+jC-|B3a2D&2-~UTCluq<-6pPz0puDMO7k9UD8mU*|Et` z6B(7sd-mDIDN$FeE69L)r|d6WfihmQ9=n zJ3e5nhcWn$Aeh6IzzXe$^k_d558iz9=Y5}ipBj=s+vVe;z}wRp?OS6620>|%<SOBI?MGF()#V(sOrLyp%(jmHQF&ig z_zn7ewHIt$b|&G2Fsa6dQ*u=IsywQ-`$YNXx}0>K&hpE%==j@2&jNmCxzzNxDOHRyO zNl#~BV@zX`NP27NnW4=QE*_tsq`{J&ZGUvu+-{&^-4qK~(1@j=C)KgZ`p8f@JDM>e zkVZX4LcM=bk|(b0qVv8_l^rjh6qQ*^y_=&c0BR67$KvSiwI3EyZhp^|TX*P>u;r*|c82UCH9&jUGHLrX<^ zoue85v4GZvI(1r8fp2E+*f~wxzcp6Ue)x%(|%LuK@Sk}tWlmb$!A`s++b|Ml@>Zw&?v)3}oo zedmJ$6%Z%7f=W+#Ss^nl3Ol5Vcr5n%cKQ^9imWSQ={#Jl3maSRt@6sjW|A zNBDgYAZsdDbk(#SlmO8bsWO0+YmEv%2JjihR==~?$PlA_1HN-VR?b&LSUeMT1O3mR zX+q%i?)MWdad9(4EfQXIa$GpVXiBk`ng9{g2Uc3bH1fC6P-jzS(p?>V%gx%?)^6FS zzkLzC+Y-~rLpG$T`|ZE!&(ohiMEyMar(CUFr%^FxzjG4439XJz5^^YJL(3X|k{sk_ zGIQ!jL_aSkqxnw$6tmZfbz>a=FEhSm%#rfLK{J}5?O#%W0R{XxEwQ%+}3!n)eWceI(R zTnj(ar_Mh9#_2_&YgeYKq(37;9TDDF36ocVhivUlzouEVz;CsQnLaD#&s_&INzlPn{ik1-j{a zREG#Atl`PZ7T>zRLmG*9DSKA!%!-Jw`Ad>PIde6cW;-l6xubgS(?)o0;V89K==5GwW@dCmH4WbwFt4@qy7sLs|IE#_gU%KS9QBc{xVWBf2ItcjmnSlJ zKjGNDn<^AtpP628?}tS=f2#Yb_91gj^rd9@ItJ)yaR+KV4CG1MPjWvgdHOwvr!tK+ z_WlSrhqaTo=z9RPNWFw{liJgWX!Mgo1Tyi|kkzmD`64i4Bm!od97(b_TIb`ZoS{p> zSTEJ)k?d=scB@n~zd+G5Jv;va;`7V?M{S<3d!+e2LRAMHm5vMj`sa(EIir2ryh`O9 zp@})9jCf45H}?jok3benfP9K#X1`!$eT7WT);lA|k`_E$k(@!@v+{MWh5Lsp;-0wE z%HEY#W~vuP0CapgL+RA~0>zdGkn&p60NDi3PD`Zv{nt)c#kYl0ZmFnI6PemmL4uRlE| z98#Id2c1MB7z<#)l8|F^a+uFlvE;^B-~!F%G59<%*R{Bvq8wZ2jsfAZRFhchb!?hD z22zWKGvM~WV`(ID^lCT;<8~Maj>#MM>miOM6USPvJl!A7j>mCK;yBlF2t1CNyaP2! ziR9_vlI-AC>)=4N85G?NyYU&WicZf`Oh^}|sI_bDg-YLe=DbCY* zM@{MLuR66OrM~=VIA}jOYRV4AM zYIrqcyt)Hk!yB&|iPy@+-!I2&H{l=P@j8=u-F3X)30|MP%YdQFkf+N?vg@H*m$7lz zBZn>%?=I8GF0;(8$K_rBHFcTeyDTQVEZ4iNPP(kgyKNY{ZF#!wB)jd^x*d$W9UZ!# zcy~XI>~_lRb}sLJ*3|tR-|aHl?YiFWcGCTVyvLoP$AhQGQ?kcPt;gHA$H$@PrFW07 zi?VxhctvNYMsG_+b9ezXM#cenpOiah%Yoa8}^{SEl_a5keix8|*-c z8i(SDPN6`DR2j7edh)*Bg9zY%p;4*jP})qese!6tD#n34MsYSGQ>}B)P%Fk;+26P~ zSEStZp=R;lZ+90E1)br=V_$>vHDxZ}oAiBs_YiM28(!=$XxxVolI?wazc+A!msXAO zO)18)7wQg(EP(d@9U$KoAmbLb|&{(j}XR&3lPW@ zn=}I)B1?4QN4!<#i%CPEa1la_nz44J3+3B=V6hq~vQ`^YGepS~UFxiCg$?hppd>0e zkx!J9$`@-Mkb&hPZ1OfzyF0pFl6d}SWU8Z-PW5DB0S|&KD4FOYl!~#x=fdyQ-$PM7 zDDb{d*`(Rf(lh0)wydCoR?F(5f)A~=QMe5DH|h7}4^}kk3pML_^N< z_mVE>g2!Dti&+ON1!9Vw@zXq7<)OO8cx`fzZ`Ed$%!5PFiuT#T9u2Idi`dW^`Mrtq zh;c8lhM&$B58hff=RsdY%U8<9dcET{U6I&<-~FV&^6xpCQ5tf+W5!2Tj7D=+gddgP zvm!+B`Hb^#kYTX*)%PR*6Bx-_AS1uZ1r=c5mB(8FMx$ymxjH&g`Qx4-VGxIq?+?zgUI_uaz_5{8AMNxJxq@; zX63nwmy!%hjppzmk!Y2LTK?Puh32v9df?o}JcG4AC^ zyKk4JYEnHV+tlOf6#vvU-pN(7n+qY*PpPUJ16UB>$kv++YdBGC-AS}Wyhf*#qLUY^b4KR1fB{JU z0rN8Z_e)ugOKQKVLt#X@M+1*d4^^?9_y-qT3dB1CChprZ+ZcVV^;@)AHZ7h@+p1EFF){p*4{l$v* z4?h=$;Ss?ul#yBH$7=)FCPLfbvTA;6xqFNi%TmlDnJHwM5^v^5ohwl>vQuGI++cN$ zw@O*;Oy&F`C-qob?MI0^<%Fd9^yGB-zAY8+PW#^MRTRF}Z=KP|#q#4NR+Qa(}b+dBlC5r>Her9j5(&&SV za#A>zq6;K9+ACVA*dCJ^*+KuKIyLfvZG^#jlne`*>?n|KdcK08VzsqR>}5QGy0zOv zTipFVMY5**!G<+x(-ktJPTs#N3ch*%3Kly$D~J7HRk0~6X%~}p&LR1N=?AYVeGPQg z^p>A=$D32LY0}_4>o+OYA}eCeeGQ@u)wB53)2D^8wy%vJ5E7rTD3_x4}j!4zLjJql{-^%3?Z7vxRFa8Lb@9+qjJTQ=_WgJs1g9slN1j!(VapHLOdb`@tu}3CATJrHhdNQG^rz@?R3w6(6Br(E% zcXbF8bxIm%I;s?(p6?Hs-*&U}Rm&1Ceoka8bVlnuDQ4ZNh$U6xbYK?I{xxwwK?6?* zaxH%2N_{n*kX5uu^J_~(!)P{s`YTyEHBR58laS~FPP6#?m~tlM=ilJIw9js%1Lpma z&lhezFn0>yF4e_q#HjGl6$Q; z?mQW-NQgL~!G-1jep}L4OxyqGdK(5lgfkz~@*mR49MWqZGMFARK0RdeJ!FnKWXV2c zeS66E<&eGSkYnbMbL$ZC$KyeM@sn71d2EdTBFMo26u<*AgIBt^gPv{+KFxtUY6(BZ z92x4x^A#OAh7z3W-K%p<%R>`UrXZrAZ;XXMxTYl6*D1O|kJ2ArDfsqCM1~Ji2zG{m zeIfZiPRBgp7{jILLZj?*fmYtzicj66A}nIWmZOt1RUJctHsN07W?)^PK<9(Dq1t1mzmF0|LD~JNN$#9Qgj0J^+S2j4vgkZL@0I!D)r$qm>ATCnDn1Ya_cotWgrEHPJ)TQH9y8);ipqDm zee9olo>Jw1}C)(Kg+J)Nin1ZN1z&7L2*uH4f8{J(|D(H}n-#6NcCAz}P z(_wVrzoHoRq9dGwr+xadLd>b{&M`$t?<*3QW|Pa)(}8` zi~kFjKxw~&Q{$~xC@!%IpQRa8yCi(EGED-hgU27(t)O~Wc(qvQuF-$BJ`lQ6=@54V z`z(O=tMCGRe3f4b8k4;LR(U&R0EjMP_)q~f?;yg23KueL=T@aLfD6j7@?i#y}Pnku4>4LyU6n#NsQMnt5{h=cm*kyGGDKC;e${NmxHil z&uc`*FW|DVsL;{6E9tyFk>~BoG8oI@gNVK$^O>BA&OOTza--X258L}$z=7`X|382M zKD5O_S+FPF74z}o%skE<*9al59by@S4kAPbQ3-i*P&{2=l9qJ|0n!OVt#qf2XNXM5 zRxG9=l@J*W*6~G8dt8E$Q3tt_1wvgMg5N>le34KejT{$Phvm$p3}dcqfzFq;oT zi%f%%BZh!>r$R;YIFB?Nb|MFPd%8j(l=Iw5$c>*BnI2o6P~x1q3DMCDXk(V?Q*o3S z1mZ!pV1dwA&k+M!rU^xdkSKc|lxRZRQPJ5Sr^xCepJ=|Kle z1}-~s@!|74f3$Xx8`_W(X<5z?xDKpC;tEPD^Dx57J5-PoVHPJBbrfFn`7-MjUCtAZ z;`4N98Q)RWf!1a7zyeY(Zh#U=IP+|QjW2r~Qp-9DXE{$DRM1PZ%AXJEN+$YNH?!6P zMv}$f&NQlRfzCHCI4U0}&Dq0)+}8c01E&@)jPSWdjRGGFKxSajHyY!DHGhUStSS9JC>% z7K&2a`P7$*#zo=^Y17UKyO71kv1v}=SjXqE(1}d!f>!V9TLKUAKoSb57JUH6qvjF1 zKX~yVAoIq(x*#~hr3@j7aD_Ig_ZgV=iwv0nMI#g^$4o$l8w1H6A~3NnHL~#vjsJ{F zEy#eu*v&%>2|CC+zQTw0iGdL>@dY6caj1#4Vu+nW-1X!{hp`Z{na=!=D3!q@A`)Ug zjSzzuyg)WN=&E1fqC^+G;6a4UO(AykS5fK!4nCX@eDh$AGDs1+vS48tt^m@fe56IW z(18|&c!wC4@xOVD0&`ZfOe3^`g|&h$}X5eNg-rR#RMS`wNyj+hE0!7bkZ=G?opR2q;h)@3VTSAq%4tv35dW9a?1AMr-#syk z6}O>1FybrKbRREzbCCTaBohDP12V!+%YA}BxH97fd^Szhmc}0 zQ750p!b?$H7CJNn9$27)IO9gBD=0}OpmBx5@WMATb|D&`JILlf!wuoiqZwl8#1`Hm z8OS0;j0nlZObWJzUIEZEr#T2C2v{6fV1W!I0@-A6gAiX_F)ACP#iv|>Kfb2LYg^!( z7x0G8t6d$Q zE5X85!-hz?WcR&SHtis>IL?uq;xjpaO(CR%X8nv98X=EpkU>tah!h>bK%zd-!X2)VTo7$PkIoOq z)(+MQEEtgvj&SAejmQG;m%@84K6>=PvUWS1&^&0?IHb@)3_>Zi!yQP1v01}B7{V>g z!#B(WFsQ>k+(NX`o*UT7I)oiU&_Ro6-Ie4H=XJqLe2Fr^LnZ`_`-q-HYy;B3LU_#s zI7nU>yd8hILOI9-9Rv+bfL_YsMxXeC7;KzyVgErixC4K*f~LvAD?J4N6kp~j;n!q= zt`I}P$wA|38Z3aH`1wTnogZ5GUqeJ(c~M*#cEPC_%0Y<2c)S;u{EeP`#%f*EL8#c< zDM>gm1|fU_*|6MjMMF98M=ZDlJb2Q-$sb3ALlHsVNk zv=1ii1x_YKkaYn!LPW+Kgfm2=#Z5sLh(R~0jc_T)X5>yg&LtE&1r^K+PNqjJC>0gN zMb&u4{=6d@K!q~yB})QjzYx_Gb^nY)EX7`C4>7n3B%;hrXqj>~nr8q)tpJ?FaYawc z!yYclr@%^gY=%43L0wcCOyq)CT|p!CfyVSg7ZifmNEm*M%%(tH#no6-T!ARmM;35F z8hFEIPyx(gCU$10c5dfFC`0CPCwPXZc#bD|mZy21Cwiu*dafsXwx|EeLM6JVe9k9* z)~9{mCw}Iqe(ooK_NRaTCx8a1fDR~u7N~(9D1s)af-We7HmHL>D1=6+gia`hR;Yzu zD28UJhHfZ_cBqGbD2Rrrh>j?UW@k2>D2k@2imoV&wy2A~D2&FajLs;H)~Jo%D30c+ zj_xRr_Nb5kD3AuJkPa!4&i`nM9x0M0sd*MDlQyZ7J}Hz&sgzDBl~$>hUTKXgsg`aj zmx>~mekquSshEx_nU<-Uo+*uXshX}Sn>G`gzA2o>shrL!oz`iUwke+Gsh$Feo%X4p z{wbgas-TAHo))U19_m62s-i9`qc*CeIx3<@s-)uSqgJY=UMi+$s+3MDr*^86YAUFP zs;G`CsiLT-o+_$>XsNC$tG24E&S|Q~s;pk8$Q5uR3V1{wlBrtFXSP zruC|^9_xUvXfCt@v$}$_*21txtF%sQndU++q-Zm=!i^RyvUaPt;^#Z4=rx!C0F)~L z2mk>*K#Ohzi?ZvCO8*13#;d%}>xpJ-D_mq?EVD9eEQABg)@Z-NEZLUrJ<4o~RzosCfX!yZH6+6V zP;COtfHb%P05m}p0Du8FLpA6C062gT5CA1)gWt};6rgJ{!~y_dfE&z!0VspkMy}*$ zYB&@_*XHQhn*XilZmyo8EsDNv&1!?&CW8YIKux*rHKgt};D7-XgDe2R2vn@Z<^lk) zK*b&`BGdu^9KkkVgUC)U@CNUq+AFgb1CC}c=O(Z6l91<~DCo8==rTYwMC>)>!Vwfe z0qCtVye=7tZqDWc0sO7GP60AFK)E&n{tL5J7wl1&y&TrN<@92i^{f@x& z5-ioGK_WQr_5uK4xotJn!T=;dAGm=6yF$LYLG}*7)v~VyPcWITEZ4Sz@ro_|ZZHQ6 zi2XjV_mXbgRzuTbfzh&n0U*Qcra&}6Z2=Pi4rr{$azoB?!2qxV1?R91Uui6S?TK=2 zGqh|65C1U{m&FH*a0rJkH&nwa0Kf$lg5RcaHFQAjra=c}f;6xI0HgpRh=BtfLoQT6 zA0&bZ5C9JEFdC@8c#AM7wH?r@f>HeCfhF!hpf9c?C&CSHaG*sYHY;9 zYcm8f#KNmHG=no_tj4BtGmLB{*Rm~7X&h^^F3Yd|-m)+Ma;4_-E)VnO_A)RZGcp6J zFcUK~!>lnUGc-ptoGx=SSF^u9^NPYNyuxyfZiBl*t%}mJG>OeO%MOSn-Jaj~7G@eehMR#;TW3)zxbeD3pN0&4`gS1Gebdr*^Nw;)8t29g( zDoeXGO&>E#$23m!Cy~l>F=TK}|1>}Mv@8QPQQNYK`U6rYwNfuNQ#W-|C&Y^Ov{X+u zRadoDUo}=|wN`I6S9i5ne>GT#wOIFbQKxZ2I5k?QwOX$=Ter1azcpOPwOr3NUDvf; z-!)$6wO;QvU-z|N@AXmlHB_r;`^axG1aVpG@LB&gV>h;AKQ?4Xwq#E>WmmRkU;nm0 z1h!xwL{!r+StoW5FE(b6Hffi(X`eP~r?zUVwq^r1LUi{03N>g`uxPKgZQnL-=eBO| zHg7X_YwPu3r)Xg>uWZk@1lM+NC%1AhH*+_)b3^uT=XG$S=x{4k$i_lZ__@?JM~3$J#AH+#3Yd%rh)k2iK^gI|+(Hkdc(qIY@&?|R3#fB!dt z2l#i3_g&jJes8XR@3-Xkw}3aegFiTgmo|ahwSoHw45$ExXZQ+axC*oY3Zw$3Cb)uY zErUn6iJv%%r+8gY_=>+aVf)7lXg~>&0F9G?3eb27$oL6-LWm#shzD^&m zIE&MDh4)7ba6lD&f|Eb_Cu{-}kid>RQ!F&j)d1qKUAe`G_>Y@xkQcd_k2#sY_mR(a zl7mJIkiaJBgPXs(KH$S9oIsVsgcm>noc6mxm>6DXKeZ>bo!_BI7~Ew+F9HTV1N%`c`>*_ zG0Z>*#6kyP01NnlPq;xJh`U}D&V#DYLk(0_ zEU*Bxk1eYwga~NNJTyTEhydoyKr<|R4OmpQU%O9u!M1n%LqvkPnk%+1M5Eifyy7~q zSG>hvylZ17eQ!2rzqpcfI#YW(of~_oC%asIp0B3^&%d$XKsd^2JM=?yhK(c^B+&eq+NB81Z)1Sre^`MkRq zJUj&GI|Q^y;JXIr1J2$v1ld14L!3R@ORL(uz3k8a+QU6u%Y9(beaIL4-H$pbxByKKfC9F+LgQb3;?LRg$3h=80Sf>k1h~QS&w~g^J>FtK2)6pWQ%v%A0Nysi z3^2XBClb7SP4WALmLtDVv3~2<`s<1BIPqy-L4yYk zHtB;fTn8_$vef`JFBgl0k&YPbm~msrk0D2v zJehLktd}uo){HruWrJdiZN7T11&K}i^!Y=L8s8=o12=nFc(BjOo2@8XG>B27n~qj< z0WBDA^$<)@v(6~XE-dj9B#nbAKB>^cPc~uV zHG(v2!ncE332B~4AegA4gPKw4JnO2usi}9GDF047?wXlFCE`e0?m6KK(Jht^aw!PH zg0Pz>oJczOa2^)CASoQ`pz|S|l9-z(MU7arN4(MDlO^kj;k`6ZPwXmp#}5IIH|4H+H0}RR@?oO?N&WICByS8J=H5s&~r&x zp@meuZC50v+J!ekc)xR3v@WB~SKod4?f)0bg0>A<;DHG)*x&)}O&B3?BNNvvaz#t! z!ig;`g&KvuEe_+1H`WYae?bmenk+UTQ^PC90ulZE*)nQ3NPYJ+f_TD@4T7Sd;-x$fHQXNgu??6Ju% zo8_z(blNef(Qe!Aw=?_r>$&N!TfVT(&Rg%j`DPRD&D3s;?Y{{x+-kY)PF(TD)55#& z$03hga={JHDsaXIuUzxZ6Goiz&p}_@@ySUq-E`79U)ZyPKug{A*A?_U^x0|Wdi2wA z&t3PVVV~#n#h~6w_~D5!-uUB@Pyb%|<(Y5Z`RAdJUV7PUuikopZ{J<}?YVCm_TLqg zIh$stFW>z0(NACf^|!v>{rC0FzWe#JsW0_bv!iU5s_FuA9@Br01M(1p|~~;-jH>b z3k#Z(m_;pqZi(T0#}`SG7g^0iGGXk?7o(U)H5z7!;rfgf!Ggst&XJB@%bpW4*Ap<3 z(H~|6jI8_u$h`QGkbGR@A^#D%mo_%+jfT6Tf$A7ZNsjD}h6LU_#2Cggq7ajP5hPzW zi5EX6l9X#)$T&iBlC5-Q{Kz;)S^066c&w#f^w>$ge6o+Rq~#tn`9(|mW0pPX zB{BC%#!=p~l+B#sDWBHJ!acG;ue9bhMTkscf>D%U?4&o*s7-DvQkTaJWi5q?mtvN) zkKQDbFM;_>Z#t8nHJl<5eFw*{$Pt_U^yl5)kqt~TGnC;(CLaqr%3bPmlLzPp@-qVe#oaQR4`A?CKR4%Lw$3Z75N<)6Kp#}wIE<4#$OIkFL487`idQtM&SdKb6ub*1d2>RhoZ*R3M6rg<%-Q~#P--31nN(nJV0h~W-|cq6px>4PN@ zR9G=8gBQd|$6)wT3p%8RFo?A+NfrA`KI-<2Ud8N7cbnDU;`OmiZR%1rn_S6p7I>aL z$R57H2!x2?3&cf*3M!8P)Ow5qtn~HN3C|D!8E$ zj1XfQt})`&%mWc!pn@wvtd|qdd6He^@tyH3MvgLauo|HRBjjL^EYN}sM5Y53d{GQB zbfF-G$U-fUQ3onexeI0Rg)6dv3Cmg7AN$=&kRi@^x%IuXnCo5d zJF~q$Oi;1X2kFXz6~G>MvR#p3jWi+}Uto4Y_JG<}RC>|jb@IYEEyh+r_#OMm1&RIP z3NLhb3)}FxxpzTvH)J8zeZlw3ji_&a&zz_JX5+6&$Z$6P~KhUq;J`d=^q99ucjXdZe24`%84p|T_AH<*xZxrGRsEtRZ zW$%kxbbF|LX+S*)%T$0IiLMBdVVl$ zM+hM_J&#&Y!O2(<&o=4+UgXc?9CheI7y3X4N;JFm-z_*+oF0iRyq^l??QZ?&p}WYy z%OH;q)Ts}?YtX3A`WO&?uuuCS5Qw-Bg?_DD;Nddlfinn?nD{F-x(mtV#JB9N0sl$x zdLA$WQSgK&FfhE2ur^RID52#PqXcQNc1|z_aqxmx@Q*4GZJbUp3c(AqU>O*r28|GO zZZHRxkbZVB1pDl5evk!=tucy3J&>@WaN+z0g-Rg5R}$%YTA%L`Y;hi<_`n0 z5qr!Iqv;9V<`DNo5iPM_7|{_mk#`_*tnl!o^zf`MaTKE^6F2b`&!!Uv%Xd(*6;0@0 zM9>vwF>(e`kv?M)ij@E56w6*)2_9YZ5UQY04=Bug?S4}&CC5+hIYr&_WlSu!Rg@+B=OUuaTt zW-=!e(k3eiCM%IAA!jFrG9Z1@et=RxlCmgQhA5d*At@5UEV6r+k}|6DDNn{Jv2q@d zQWw|cDz~y=v@$H)u`B5ZEFIWuksKB7Pf&N3-d1y^B_JG zB@`1*7}Fi$@-e?LGW&ubKmh;%Km=Sf6EL$d^x*>fU@~iAHrb>uALB0XB{2u4G~4ks zQ8OD=Q!hA77670T@PZ#!0RU!!yH+zW){GzaVIBy8kMcn}-2`U3D;G$QFRarXw!)Am za~|9QF?@3~$b|)9MK6PMJsJ~_iW4A@le_q#1CD^Z>Y)iNAOO=K7LEV_1Yr8`LKZpz z00?0ECbJnFfI$7S4rE~-9Do1>001&!1jub4nxGSO6F^|*8vg*G02BZKoB=ucp$Py0 z0ti$YnzI%LU<1_CFcT9z6a_v(X)V`sJ&T(mjuVH*r!9_*nB z2%r$cp%4fF89HqSWWgM|U;wi27zkhwxFHg}!5@Gi5$0hP2%s3G!5s+TNZA1Zw4qJF zWimHlKm8#M9AG<%bR7gBO#LAXM4;28000I62WHeWYg8m|6fyfEG~1>xFT*db5lDlS z8Hdz5=fOz1%O2igN$bG}oIoEY^9n>@GKq8^65tx;EZFFb4!>bq-Z5%Z# zAhjALbyAJ7Qm>N$_>@RDbsjqP5on7SI$$68K^mmM1Ug^bQeRTziVAFeY2cp+DFfm4Ct5%823Okf`p0RR%=8n6Lg=OF@^fnF0qQtEAL>B|zyMVJfe%bz9{)Ok6HN9}<23>vVK2s1QyGBV>|qr; zU<#tPUy;;ay9)xA)>1Fv0xz?MtI7BI;c z5Y5&f;sF2@fI6fh0<@GL`f~uVCKd>w752dga$p|Np#unj8wQsENUs^fbWE>P07x(E z=7B)L4skop9>M`>=Rs*b&>mtTa3_-&6u^+Cwov_|TFHfL6_qclHETu}G)vbpPnRpB z^2er9GUq`Dp7sawwYzjc2_C>T&5R$oVE|kc6jHz&Ci6L6vlINGB{(b%T(cP_GYz)a zA9EEun*lG(0RZ?&c4J`#XiFZlGcUTgYX1!tS`k%RH8w|ebbWaAc!+iu$98=MvweN- zeI>KIR0B1h*9XkCAV4f%3DJg;lODEnGFhMt;3Q7@!3`FGtty}fh)D#7z#fWW0Fu`S z?$m>i)iBo6W3EDcL34%KL^##4g6_>RdAgV(9{A zU@~LjY3aCfS-^WkSBnwCJ!55BX?x^ng5k}nVGqno%xxeIhv(;nyI;(t@)a>tp5tE$$Im~ z`mDdotks(4(z>lRiml;#-~YzvE8dH(z&Wq=dawDqul@S30Xwh-d$0vtu9L>3=Xx^U zI*wd8`c4lJ?R*7p%}n{Gu1?v*CVEY$~GGXnH?TY|f`hC98Bn?TrGBHjDFp9#BJaJJ2B2nylcx*%}z+aBaM zTUS|IoQ5K>rZ3om8~?Il8@2(VnxPh~OSJ!(xDP^*adbcmJR%Pq!BtSfc~HC0_QCg| z9>QTs)wLB|vjfs|9x$N1u9E_&v^lE*0FHDo_CXqE;D1wt9gct(ToVYuJ1zNw8%DH5 zPjoNln?M=37+ezr6tujBJA^|yT339RZd-U#ct_KhK4HA5W!wo-QZR_15AxOx8bBZR zL4k9@9F9N$;=$txU>)|M1~gbNRsjRTPG%7y9G(*x{Goy$pc#�w}+v999 ze_#q$y_`kZ)f2UgPaI=t-CJyZ8F4+=b#Tu8877B-)p)lF0M;A?z>qQ_1 zfCW;c&rM(e68#+t!2~1#05m}#(7}T9mIAcBnlkkr0QTG*uAv%4z+5YyjIQ$mGXAV`^&O;l0klDrpO!$eAvG$PKr>zCX&ySZ zHc`c6QU78dYYDmSUB>2<1?P)V=Xbt-Qr8C(p;QOp=KvrY@*)LB&L4=t1R~+z_o9L^ zA>o}K>ZJhTyX)%p;o9?-0I&gzzW!&sO9IB;lYrm>$c-J$ffWYe3fO)x#DnE!zG5}k z0p=b8M5LZ=yXFO4Vf0=Y`M&SxXVEVfdH~$A8fbd5M8~jvkw3O2udCu z#6W{rVF5}$P|dYXQ$QZ#fdwRd+k;hc=V1YswlCs==<%W%9vHw`9mUn1gsD~cA9Z7T zKNx=>__-%_1NCVE0th^R{N{B50ARo}fAav0^0#lEflmG^^5f_4m;;0eIWaVWP>L9j z?EeUqL6{(&zKSecx_k*Urc8g?Sn`WVKv_j|0OqZP8Ee5jm%a!Lo!PRc%wqGJI(-V2 zDO3nlq0VCp^J=lJT)TSx3Kp!@r(w&Q^?DSk+O=%kx_t{buH3nF*JgWKH?Q8keEa(S z3plXg!GsGNJ{)tb;>C;`J9etn@6*V6(^g!Gapt^&E}LRp8PBLb%ZOc4zNlsaICmFt zFide|U$ac%=J6unW?v##@8&HV;JPj4mr@@WcS;q4Rjj2e9$(%(y7cMP|K4?4J-hbp z+`D`K4!-*1@#M=l9lm#R_?PSokfuJoU=siWTx_0qVa7gb906E@xJrMIyf+hiE&n~o z7=kQ7z`}9_7KR{M>rF^ug~H)wVTKxR$YF;bf@fZcB3fl&Wsqga(}U5WhmlX6wUk*) zo5fY4bL2&+7<0|x*iV%mk_m}Z`dW}0et)?}OGT`5S{yE{0egaBp zp@tq>n45|=RwrC?A_`ZdgWbtxp3$8JCPNhw32CR<3F>L6qK-=HON*X5mZWYyTB=N{ z29_nJvWhh!kt{GYXsf!)l}$6*{2IaM0)iIlk5tvAm*{s15XuIA307pU~!i*LS5s*CEYY?XVj zzt-`UmSP&V`!2ll>dSC}Wi||P#1a$6Z@+*6Os~LxX?!Na9L3APvna>*v2ylTaZ za;(|7470o!%wl@{@xmwv{P4{>?`*QlD_`ugzP}DlbkRm1jdapRmr657w}#Aft0YHF zb=CO#tfaA1 zI6{r$l7r5A>xMnfWaNBK?)tq5-x^LX3TM+>uC;qe%^cQzf{P>loPr88!UQuE_E)>>Pb|6klX))ddT-?LXW)X%DS>Pf$Qfq{bH*vcpmIh& z`j3u&|Ni%_z4FLzQ?&b^sD@IEU%f+jm-C$gCuEIwXh8^g*n|+&aRzA2!wl*WgdhT8 z22{-B6rVUlJ06Ha>jf}G1H@JLQb?+H^{ys^(-aIl1Pv`1!3b6;!VbgWhK zF3eztKzzasi@2c^8@EF9v=C!YEEH6FL%=F(2pU4@fefB-ga0BVp$A0lffcNf1VN1P z4D-lGAWC5hEy~etQ4}Ee=F!4A{%A_YXvXLCI3Z{}K?X6nfgzt@gCYpx21&4j8j}zN zEm%W@>X?J-0Ex+y)sZ|?EMO+*WR*{X2O3^{LJ)XxNJFCX31|#L5qb~?XyjuamK3Ee zOSZ{3-7$~1>}ABDA%h~wz>qfpBM*vjgJTu}4^{|5Bh65}IQnv$`pV^FI{8AODQ%nF z?B>v@`9EkF!3M)D0y3GPOePfJm_uZy5zH_LaLSWj)^rRu@i;Pc&C`3(c!3RK5CcL2 zbf5#hfe@f61R(@s5yASFLmvv!h)Qs@R5FN#r$*8h`HyUgdO_Q_9jCi9p)V8RWU z@C1~iG6|=!A1?A?3I~F8rfS+KWA4ezGv$;mJEf_}pkaeVjGmxix7kx1R=1g-L8hB+t>YXU**L{kYWj?cWyyls9ck9Jr2(c4 zP#H!m^k5TKDCA*@YermrVzs<&E|6dg6|1tPMgQCI1uw9{TDn|h9mU86GP1j|+QQ_v zP9blPz`K_{IoB|P45}f6@B|*D^aefT0Ui?h1VPyE59{skhM-GDD9zR)$3Tbx5MmU< zU?d(AKu7@)f(`hHmpFK;)O6JAU%`m82R1Ni7}uH1q?WX#J~YBK^pN2c*9ySdB-nuc zu?_&>;3!jqkv}kVnM;1gA~ABwO(c>4a9qY4Hu14bE?E~A%_A4EAdoq@u?=r{BP|#4 z4U%I*DdSjWK@Ga>g?Fpszx1=Ki6rTVle!6IdKQiG46~cL!{QdFXSNp+fe7-Ux?QY7 zcPSu9fZ*khiWFiM1lfl#lt7R)#Nr6_A^!%9?9m4Uyr&?Ec(4f40g+q~0ucyl#FcsV zl4}5<02^_}ONP)NomgZaB9OFOvg{ZHCC5QoxvQ`UUxREB{X)I#1M27tvwF$bH}btYk%s^xXFU!J{Z$2HnGi7-Pz z(F#!vMHUJeNPS$+#j{*d0!&);{lX|APpf0W(tykZ8#hq0APiyg;UuIKV{Zl*0{pw7Y#%JaIkN*?}Q30^PW6jrjpBH-X;A*DV3aPhx^-v2+R}Vl?bQLjs z@a6+b@DmvE1Cg)~CO`nMfDXJ6e5qFv#Akdjfp+%r4y4C+3h;bv*B=7Va754n```|D z$5YxTe%*Io&DVo`*Ci}reoTUXr=ouAB}nTefAHm1^3_AE6n`9+1X@rEpSFKl7#IBq zZE8UTX2*6A;C7!^X!AgW1W^wr;B-WA1ZX$~64-PnT7Zc~;9uP19g`fsCKmb$VXgjzRdWRfU(RVIUgd@_4it>rg1#&V_M8+mq z>-2=Igb$k_2)K}cvM7;TNO_X+Vhk}K95Dk!Q42L7Bioh`%CHjifNB8H0a?I|ucrhL zfDnv8Z=ld06i^KN&rfCz3d zj{;zic$bfrGXE9)h+A3F47z4(xu%t60hAyGOr|9WJpfwsw@yW1e^zh~+4S6)>}GGGNvg$knp4;dw&^GToeX`lCrpZTeu zy+ez38UGzOF$0P)c6DKTpg;l0IT!Ikjd;l?1W^(6u$MN5ph=OPv6fq20%qU|6VPA< zMrBT3)m6>(p-%Wpr*Hme(9uv=;?25P|`mSXQAGccF-ZVJhkpo%IVw zAOv9aUPy(Iti)2nU=2K~q_fkXzj;*>7Md1nVS19GOX?3mB?F|`QuGCzhNMns=}aLM zmsYBwEZP?VCRr2akNSwC7j_n8$`V}Fo`PV1$RtLI2Y+H^1^Abua4LCb>S8WBFEx66 zmDQDJv73Gh7+9JFHUI^}^$YQ3N+V?jJkSG1parj}sNe~xb0(Qwr>l!aVxiTOSf+; z4z@6~V^Fty%eQr_4(gDwTKgeVTNlPExMUiNh2&LFU<9~e3}Pilr+|1y00n1Y3hjUk zGa4rSAPywJ0by{sbOf@VO0}U|sz5btMyg*2H4XArc$;7ZMW6-q0FgASA)KoMB>=jn zTQ-C%V4upnONym2K#HVzMrQC0n*d+VG(F6HUOj^^tyuZ3(O=|K|sD{a0=2pCe?ca*z3Jjv%Rv_z4ObP(69zVApZzZU9Z13B-@{7MbQ@<2>zYQ#x&`?@W00oW(pj? zyDPyu^T3WmuO*y?&;SLo`vN>Pz@~Ieu7pPNcbn6zA@Iwp#XcoY<77rbWd)l+#IAHqW_3pGizZRL z!&xjbC;S$MtH%1*UWo)^h-U*vJZy(IL}ze?P;9+v{KgH##wioQe++XVX9Q_BR_1g{ ziOfohqy^9r48y?3QcTEeY{i8O#FeaK;>5qxU`R0lR`4~zV-&4;rvDEyWhQ7m#hRQi zflQZ~JU3V?%ihGwIOM2CkOT;sOz=fqr*Nre5Db6|3~Q&rlw8ZzbjiP4x&cG7$Gjdu z#kgQ(#E@G|`DFuwPz0-}1^5@Z+@Z?O+{($!y~~_2%?!@pfu)|+173wvThKFIzyU}gEbGA09qrK{?a|Q!(j(2$5^d5ajnXNt()+v?ZcHix9nbmZO;B+eudr5HyRbf8j7B!Ov+?(>l9caws<|T0+nsqmyOw(t=XH+*`4j# zpIzA`;IJA%0-$Z$r;XaF-PthU*KI7$Pt7+wmL^jjr8qjJI$EW0in>C@c*X`?L10o` zty3I$Bo>{t=!Aa+|BLW&h4-qAl)25+@kHU&yC&Lt=-IBvDOW-tliqL+@vi^ z&OQdC43P~3IuG2y4?bWCbyEZd20Od%$l1q@guhEDO-166?G8Lr_Q&fy*I;U5m-Aui%0PU0nQ;wL`h zOuz&opaI|=-Yxyw5M18V2n0ER838g2Pv;LnU;=hWpfnLJ-3fIXGbms&= zAqzsm1u397^v!ii`4ePl;8=y&r>WqB!Qi^hVT#NHvN=+U2Vx;+Q2FDR`lIG+&gO0I z=5G$?aW3a=ZmV;yKS6EhYmVo6e&@NW=K6pS_do(I{^I-$*iIUN_K*t_cN3`Q1h;nq zt-y4|$rAhE4+AQcI2jkhIg~=i4*|jeSLY8+F#iPmpbz~3-~Lbm+<+5D@d~u(Dp`>W zu|Od2zzx|TWk5-B2@Vz9S(=8?<%lZ-{CZAbDssehQcqX}LVyc6+&KAg4=O+cNkPv$i5jYtUDUcid0FwYP z1*Mk;%CH9n&}-<|6lmC2j3oIyUbjJ$i zKns14@J%5C7BCO?kOl&f3)1iaDcJ-9fCI~b-xyH`IuH>6;0-{K8!gBVlZh&wKM*z}r8G5nnT0WZHc_0-NkVts* zpOs9C7v^4dN(IdNJaACKAoS5b?M8p}F^rQ}DB$Rb;GVyCRtXUE1Qwg;&)`9S1O+Z+*wEp_ zh6*7{gjmty!eR(DZsgd}<42GoMUEs{(&R~$DLq2#A;Sib8!?#_i5W8n512S%8qoqx zA)i^?Yb*i%@R?bXlDEGgn~V6fpkk z#R8$PRRDuPe7^*J{`So?kj2+5TzXE9J9^5qVgJ2#Hiy7T{v6t7p!IMw@i@Zo>5v|-~0kC{A*s83&Wy?Q8N ztcj;zAG}edO6~9G-{1fLp|%rnz=evVs=$%-0)Q0)3YurZ0UQJ(kH+4LYp&kHIRbzh za*F_fDMAwr7G;icW|?{FSt~Y!^fDom4VKZ&gG4S^hM(8;k)?ysMx($q)P`HFwbxkm zXEuK9S*O9g=22j`79Rv)N&%c9?jwbk(=s{iwuC@BF6SYrIsz}!E}}Bc1aM6@+vEru zmxAEo37yUh;)x=dxZw#Vm{5-gA#fSSO+pLBFR4NkRdi8COG@)ms|*YfL6P*DVSp3> zv**%G^;*#_xa7i(AAgkbYo7lK=E(*CTKo|#nu9bwf-Q}bOoV{ja7;vi2wme$N6Yeh zhXB*wxlJ|Je1%OTB;$&(NeIXZEiZ)T!NCC|Pm&a&t!Ofs7RaL_ayOo{w; zo&u(r#~cxe9Ss0j{u)wQBb!|(HQ%7*XdSNkw_%JFHv4Qi z%{yhonm*|9c?PhOvXfIss1^l=Q)zIq(cC&rhPHk*0&3SvUA4RZYz``O8zwRmysZlS_TXW zsW#$3gy_S0q{?4$dZUH~gu@*a(AhjvaD;sngA(qT2QLOdg)4cadf9Ub*U%&$vAOGi zGvwR6aKbj7Fv0%{e>#t!Qs*is`Bw`W66F`OyP9=pi;!g~umnHy!04{LQ1!k}h zX=n}rmSA8>sE3s^AqQM6gdzEwc*c0mt33Bw+YO)4FPNMsCPoND7tsi>A>L7sdprpe z*`>skFp-ZVd6+=%CXj;|(vBqg;#F3Nk@R^dhJ&OefLP*^o5W;2@9E*6{8R)ZAi*b< zj8{JJp@I+?jFhXaq#x4-NR$YYl^lVkR2pfOM^Yy|lbmHQy#tLG*uY*qu-CncdCZ## zvj{d2LMhVXN@zw?n%C*aJywvEcVttW+vH|9z4=XWhEts5BxgCzc}{euQ=RK%XFJ{b z&TdYVK(+rgi7b678~@yrJ7A3DRCsw$fHoy<^rO>zc*uhwtVd5gNP-Yh5l}-NC6y4R z=nUmKAbL8AfE3N>Q}k&je)cme=aXSYO?r}fxrCTE2twNmdZ!{h!3ubaX+xnQL7e7P zr#t0oPks7RpaxZ_LnUfajVjb?=I5kK_1i@S)X@ZP6rxaV3iU{ORrE1cs|QP|3~rLi zoaBopF?nMVdeDP;^h2#{WoujA`c}BcRjzZTYhCSnSG?x+t@z+8U+-~`5`af>o>_--R&)yCtxVa@R+RF11IaPL(mDR~uX|kRW z)KJH*b02(%L|Zgi*nAmow3q$^9mNvo%&ay*Z>za4IM%a_~_F}JSs z{qJeRi3jG{WS{2b!#ZU$4C2N&z=^wWhxGf<4yQPJS#sYS#&Mxfpi@r50PFv0H@xDJ zg}B3VJ@JvJJhJsIvE25wSwAHdZahH3DDDktm7lldqF!RObN=%(vn1op&6m6_+pi)Z z0WH)PInYnKbDt9~>Q1M6h0}&Z_t2Y|H`LP^$h_;OR~@2IKQ~i&E_Sr%78)c7rZJ6K zudmt*?lG{z4*rtqM$w};2cbu-^3of?2VU@lCw$=ze|W?j-XA!v<_WL~Psm4J@{^~0 zKKbe~w&@4F$lyA5|49q|c+&~WOKo9&t5DY;P96=H+K@$`~ zaS(?R;6DZQrT^=^vZJU0B*61KKnzm@2x>t^v9^}-tUEEWNCUH&PyrH9ffI-@Buqjj zTtX&n!UwA@4PZeXWTh8eiU1^~87#jVWC#kNfCl(NFbqR6YydC(LI$7!2oR72oWdOx zCL3s}xv_$TnyDwigA*&ZdkHT++(SN;uJIzTJ`6-b{H|qVLrVXu!UKsxh{{6d+rou7 z02IgoNt{GVtVByhfi&EXH8ey*A&*EiF}LBkKanZ7=>aIv0#r;zRa`|@Y(-amMOchQ zSwzJuD1sGyfmzH&UED=pghf5z#9l(gNm0arV#LjJM1cr^3_t*8Y({5%Mrg!DH3Y^& zNgK8Kld+OR{W>dgzymW7h8H_3aU92@3P%aT2Nl!+C@@EIY)5w_Dr%f1VHAohObc$< z25(pg1wx5<2o_lI27xg~vO~ssP)2AxNQ9I|O^io3fd(VMljcIYJ%K>Ev4K;toAv1j zaUcN>(1QG9$bXwhi1ECG7y>O~6_sEI%g~1l*n@y1KxLF0S;I=ouoRER5Ow^2qH*?Ch-Ey=?Dt)2zFQi2cedb z_(-V`NT`#^Wvt1Xyh-cG$)?;7p3E#g(WIDisUVn!gc1a2%1CigN~T=PpL-gR_yJ!i002`SsszL6M$K4=my zuz=P`0|CedbT|S6h=+ZM1p#Q885n`onaq!=oMHb-fMVE&3#fp$I0gWSgmBP-=%a0P|M#mH5-tDfwLdhk0zw9}{>Xu8~jEtj{5J z#v+}EAxP2@h=wNZQt=Qvva*6l6IGh{lN*A9K$r(pz)LRmREPW0SPD}h7|eaJ2hzX> zG{p^na0M2CmN$*l6%Cct@P~D<(+KDTXF!HyP=?U_jun~!XpL5BomOhC)(Jp?ipYfy zh=q%2RLz0ZNCnb`pwvob#!Ib+4#0p7xPpfeP*;VDl!}2M=z)%VAN2U7QoR8o_(oLd zGr#H0y?j@7gVjC?(<3MZ*BO9jco1d~4Sz@hHy{-sI8nbyoqjBcx7Y_!F$i`z8Gpb4 zg!Q}rcvfpIS(Clihp2%HfPh@E3UB`f*Klo-Nfpv^MSx44hcwuL4bX;m71-~9lOT}8 zmhvI&%NLo-O*3$Wbl}Yi4OpKQH-fFFF!g~W2#0Vuh6FjTv}TR=rrhj@o(00kE41DA!_m^Hv4tyxQ5 z&4vhv4cG&SaM!0@iV-tV?Ta7ukQ;3)0xK{BjQksbecW`5T8+w3j*tQ^Vp0+H9RN@O zW%$t6(Tf4d1hYL)AXo){FqYvshx7D@T%eK%m|K5xwqn45AC=j{HC%H=+=kc#aA;i5 z^|iBdpMH7E`|^{SxRXok(?F^DUZ-G*I<$f6%{cV9p_mv-Ehq)-Wfbj|Uuo;!s1n^?%F#3lhpwH6cQ}F>7+%61 zSDG!?o4p9f6=0P}DLPR#=GvF|i>V$!0!R4YMG0UG?ll4yiF%|Y1TK?iKvEHafU1Sy z`IO-IwOQo7iVHqrl#&4%=mBD4u2O9-%C&(iz=b*R*S;}f9tXs9eJNCJ18+_B=J9xwxSNMfdK)h%}7;2b}bYGHCCNJz9qI<8|Zt_Uq& z<7%UU9xwtR9xFYeski^kBrHV*OiN=5)#FloVvtzjL4sr8l~gWdfHACOOQrw^h+joc z31AWeA#k5mle=M}yO^+n9@v3&kcZ4$X>iCt$JpVAVt(XIpDy0PJQyBIZvs=EFi}dR{jpIE7E{ zf%kx^I|IHe?Fs$K2W$R_5om0xQ4+*hHu~>A3YM4^Tpd z^Bou_&geMX=8pexh)qxugvyes zP3VCnI0I^sXQ$=qG-K)Z!sk6AJ*&Rzt3GL{wj?O9g7OGzJeXHOu!2o6f;igOc_@N2 z0J(o{=&gn`son^e<|CNCinm@sD4+p6FanMi1S3cSj?T?fphG;sg-sBIFlcH-e(Jj} zvbf$bVQy@mh6WlCf7vJ7;_G)^SQV0#} z57z>dmLQvJ@fp`|h<4*3r)T;lXoX59vfgbh6$C9124Qdn`@U}qFLKF(aYV~-D_3NP z6oQ|IqbGQuO_1&aKLr9e160UvAm8#UzwlwyayH*$Xs`mk7KHgZvGO=8W9V(Z?ulTK zaK8UxXf=*=!oqSHcj&}RbVV<`DP#$H%@cVOgd`Yq>E47*@W$&FhEkYvMiKPwCiLTT zb9(IWJHl#HzpAe}byZ(=@5#ZO&gq+Wy;q-gSbsg#Ye8sO0U<~N9~LI}p;uG(WFxQv zEjR;Q5P~pp1Yq#x%X4K|W_DYOi)(Hgr-)qlt##gs5xsnFj}|;Ty#D5I-xS z?SWGO)U$em+m`Qs5QIRO15RHQPiJgUHz{m4?n>JBN6{XBS1*DHchfxP7NiDTxNIm8 zZLfv`Bj9Tz*o0{iZB%vdGZ=Kn2wPn|kMYt;%;ezbB$65Reb~b{Y8y76>mq0Jd*?w|{%M zM?+0szinWMesF|*sBa0%hj|EtKu`yDu+i&`vEC?vv0n%pN9rO zfe)yB%fEcg&wLliVXN@xpVJ0lSO|4Mg?uQ5cEG8=H-l4H{Z04;HNWPaKm4)Vc&G&W zydmLk7kX}a{J|CXg8YD!HCYtM60Kc&;n^`h-#F-iWVfoDRU;xnl^7@oTqaq&z?Si0u3s(XEvNXi-P25FA)F$9hzp+$B~~u zT2lS76EII-g*__y%~LQSnnkbx2FyD-4? zDs*Rgmp6I7;m4OxuYPA=e}4lHMl4^x;=PS?n4yLnYP6n*KlxS@a34{1!4YNI(}V>&%|OmoZmcrT0ss&& z065R3RYxur#q$&a%lNYoJ5y|vfC6oSCBYGB1-Xw2B5(&*Bn1GFLOTA~BTFW<48X!# zY0WbO7C|;cWeROcAx$3wSYp?QAGYTYdT-J>S9|a6B-ng=8dm=wV;lk+XiC%o7)XGq z_`{iJ!UV&aBkcr3jXv{4D5y#l!e*(an{wLerggp<>ssw3H0mQ5d77NFOlY#~Q)FTT4 z2>^5KVkUs+Pc;BU0uByG`ZELoGbkgeMRS6>SDf(1D^x5jh`<89dEE(Ep7HUyr=L8% z14=6gw<5}%_j%f|hSbb6$0vaVvIH>mKr_c_rsR{4Ft|99s4nF=>=C9VqnxtJE00>Q zdZNxm>QuT8pbU!dtQwZ96~SuHJgZi8YtL?s;GRD@xMBa#J7Zx4)&k*BQnWp4GyxCL ze(mGVs`bReT}AUqFi#B+w8cUnUn{VTK26M^(Y`@l(#tT5xIC|VmjDCIC403}LpUDx z3tzx|4$RXG9dxjP;>YsDFw2k2W=$AN%n=O6NG!30Bb(`C3M#00Vu~)KzytY3{ftzh z>8rEedc!WiY}8ILXT%T9+T5ITtFI=a^wmNqQV$UWq|ku~19V`IJ6>PpbTjh|aLzmh zIP>#7VCABN2Ni4`3kdnR2et$NYz0;X0*GJ&m51m9L?mwG=j8<_XFU=Pj;6# z3Qu(BMFiQ1i~aDIzx{OwPdd@l;O0}fom2yH8yNq=5q#n}*I`g5)|kf<+Od^<;3E+2 zkP7G8F~R~#XLYE1O$J-&!WZHOcIlyAOk_5dc_e@rD5{0-c806o;mkSE`C&bL;DTrz z0~y2!hws7@z6E$gA1o*YG8~Y#oS9$%uRupFxWl#Yg--$y0Du$n0hSB&p&7+EhBDlN ztM_H(Z9f?XPk=#3y%ex1`a__b%F_#;1mli!X@&^q(TYe6P$+pkARqnWuLT0EfrokE zPNa~y5m2Tl7la`vKVl7G+(9Rs>BniHF$zaC3Wh6GT_;=V%2&2ThUK9lOl;T@B7`e^ z6;OgdtTT)7U7&aCNPrO20;_s>VFW2`V$=U*)D3?OhX9edqD~4xjUf4=dtgk`JiH+Q zSX2Z9g~*8e;5V0x?Zl3|Dc~L(SrIwP<&QfFBwp@SgFZ9?1GyLqJA)Fqe@T))i}8s$ z5_g54Y!a5Rqy{QX0kO?kBN)&CMn3dmjbFZSm6=i~M?2b4S(1mAFR>*@*Z}|q3@{tl zNsB#(kOFzkgA3Bs6##0XlXwgSO_on1?h3piS`g zG6HE~%9VzbiFvq#6~-KA9OE}X@;f5UOLs!Jy$8i8q09a69 z9`=X@Zoei~rRcx{`p8mK1mFN;g2J40Sw!B@3M&4Uhq`*xODt-zlXqYsJ^zFxUMH#7 zo~)w}KuKt1TeuB)=wzbS&<8bukyvUBBcrL?XnXtX-;_;uH{cSm4mq)x3C_rZ zr&1OMH!o48`dWkgh?ijqGG5p%4~F-WjSlQ27vU|>cul#VtHTx~LBgH; z?B_oNI?#e1G@%P^=tCnq(TZL)qZ|F^BjY8=1}<=w$qH$qZ1~9Us6huXAlKcL_^wcv z@=&N;>6B3etrwy3B1WMaRqprHvYvHrE-e>HtAwQg9rBSgZR_=f`U4Z-zyykI>|-PQ z*rXPUscG#gZE#{ItDY2$Va-BkV>{cB`88Z{of2L9m)Au0HMdFZtx>E!<+?QldX=*CIM);r(=A8EOR;%$_GyT9V@F}Vv4>T~Oa0S!0+ z#Vc;{i({Mu@>cP{OZMKK(4!(>=3FUCr{8OLJmo6qh{J($aJ5jn$_o#0!&}ZTh(ns* zE5A@8bwZELjAF)=vNkJsZgiE~+$S&BP0V*Z^U2mc>2fLYk#&A_{q%euKi3B-R^9cJ z7yasD*S6FX?h>;{_URyvdfClWmbzAb?19Sq*8NAIp@W^ja^L%@+iuw(FCCU@mnGZ% z4iu^r+3I|+P1ZT557N!!uqn(Sz!z`%9UDII9zna1rCxZ$&-Ef{7(MAnuZGj3KJ}_s zL+M-Z`ZTQm^rQd3Jcb%?5yhI~)rp!s>u^l_-}g83fIoFHif{bmBR~1dUq17jZ~XH( zKl;+2KJ};X#N}W=``X_=_q*?X>;s?YJ^7mBzcz~VS9oQ<4?p`q>UYg|g!7PXdrm;F zm-a`t@sujXCxo$;UfP{Ll$`6VAO0C&Ckfw8$ln1nU<1xZ*3E+{%tJnWf+ti?=d=Zc z5MZo1UQmh=^bf>fjEx zMAnr;I|#!ytzbL2pvi5<*YzF;^57C$$_=*6-!WknN+CyNokZcn2`z#?;DR;y&!kA; z2BO>)ilP66IAP4>;25Hz4rX0GlmaSPjs$j2MS0;$a^G9|Y<{ zFwDUmSi@nN+zZX1A1dNw=wS_=;UYpJ@Kukr?H)9gf+@5^CnaJea-t))9sIG}BX;5_ zj@>rERK9i8CX(VRBHa58A1lJ5*g1nT>;&(%k}AexE;5)aDxfIp;x9T|Hh@Dd+9D_6 zA~5P=Bi52HB4ab|m|*DyHJl&Gz|t`~BP%K+!9ih_WkWZ5<2Qn1IEv#qk|Q`?BmQXv z-3)^~=>lW9k~N;=C}!i?F=PJW2Pnp4z)=GAIHO#>o=)oeugQIC=qvhG2q1l>kWJrqSNRnhpn&e5MWJ=!IJQ5f} z>KH@51WY#MtWiTd%)!M-U_OA%mE7V$&LlP(Bo4Y{j>%*X{^aGkm^JWQJD^4>aGfhv z-chb1OR@wXc2rTagh*B2RP_h_Su7p789JqFUx!JwldSssvn4om`p@UD{>VVWbzPpX)>=U_zo` zej8z~1V6AtEVu$OL?*(4!e^S`J$A&xnWkuV3S*)r1kM8bz0zb-rXpHqE3#!RsSE!A zU;qFJ09n)!0N~C%)Iu?iW^N#6T%6`yVp?PNM76!Ko@|859~q&06+zR!`CE&nYfXA^p*jz)eN|UGc?5mR6rWIfmEE)Hbe%@ z@IyGz2x`K_dYVU1KtPIy9)oRVi@KNt^E?L342S;!pv!P> z#A%`^1Uy%KF4*9;9DPcqeRdRn+9(?0=;rC@NgT)jSwt-Wsde~5_+S7hV1ztC$F9`E zP%VHq=tC}uK=?oav)BU*fPrw%1eopuJZvYKN*8kr%v33v{Gw|!Y8O&ny4a>KPe|Aa+I8=>J+YODE4P&q67J)&=t%o z4%KQA;i~$)!a4YYuL>1d><+QIhtJr^D^vibR_aFF%Clm`U1Te@TC4v~BRh2OI+QAcZd+$vhB%GYr-4 zyn+aDC_m^x7i>T#s3*Y=k-_#6wr1V(izE73x1#4aqj%BZ+16uDw76KX7irK?5E z!vzolSO`EX>_agCz=C2;E(`z;tiwDE#|Y#@kjCshr~&zeMI->(Ng0y@RL@-~06F-> zE);+_l+U;b6=cv*!7eLDm?=+q>WUt$(#{prekC-bqQ!<`)T(MwJ|U2)#Rbd&Kez({ zfWkh+f&h3ZMsNdyHU%MoPmuOOb77}H^cDfQLb%L>bv8xWLcsrTn!t#H1qS2*R1I!M zWCe-FWNF6bnSSbm&4U`fX!0uW@{y`kQpPZ}BaKF`{T!aGYIU!YQ(SruS=Nds1h&YKF-AcB%zc-FaSeen&tFTuhdem z8Dj5DfJFs_t^xalmGW-yV#GR(sRKi+ar%UN!l%T>uchGcOs1NDREF-o<}?6s0P~>r z)?We31Xv7!%o^}*vT)B5r|>3bVj?HwN+mUv!X;$GME(Its^kyHSx0gJpPd5`8}Sh% zaS|)>5;HNHneateWlXS@h?K2t7-mY$uRkd!;2EFUxe4YTD| znks(;H9vF8R4hgegJDTy3jy;rvtKk@Gs~1?Ih*r2etOefc%4Y0=SJ+M;kb(Mg3JrA=YqYnT z_Jn)Rfc?&Ae0#A@pu!&{m@dp0eE|bvV|a#h)P{G2zTz!An7}+lf&c)(1`q*L2ml3S z2X8gS7F^Ff=m0n9fN%0#)9gby)JXq7yRi&YFp4@r@pi~=oB4~Xk&F|h<2pjn-QF_a z9zaSqU;DUi=Qll8cXiw?RzOEMTmTMWgE>S{4rqfLsX+n60ya=U4Fo9wxWTbxdGmy+ zYyoY8&#>X5DU64z;$m=jJNHiL!XHS7J_O-K2!n;Q4sF+YD*^cp?ar+bfhhFr5om%w zm<0=;1G`oL9MxV%$ignfL#9e_;$Herj5(Q4FsIK$7ZYU9wfU;SIf2Oeh12<}6L;CU zB`Ul6GdW9I5W)MPED+TCKCA-)JV5$11uZ5(0!O;<{_L;^ZNpaUvKQ^KPwSW?ZL)JZ zv*+W-m4c091dS=GKVTS-SG)hUD^#m12T=(PxXWv9l{+jn12Qzj^T4Zy1n#>7t_;h& ziqiX9+`GLm2Dh@Q!|{7OUKtqxyhaSe`PtZ<+c(1h_?@@pexpP&>gzN8u0MQxkUadY zHxKl%yM<)DmuIpJ8|}0bZM0IWz2`fzEBnVcI9fuC)54Of%e)I&_8A=k&2Vio2*87e zPpkL?YNdq~h=6~j$O!mHx)i{%XhST}D#rV)(XTR?D>tSiJJc)t$)DqVTYVWHeAcr% z%~vI1o)M$}Dk#{)D+mCpfb27wy+3e6jm&B|3;+S7KrfY+ZgRl^550sGJq(wrf-|hg zV{ni$K<0|4M{N=%BSjDDqWdYBvTm}|Pq z`297;K1L5d?Ms&J4`!ZYgq9|#-P65ButNlIJRui*(awA7bNAGjYT(y5^xJuH_agOQ z1UsyPO}Wl`U&M-c`g_aq>o;Wcn-12aKkF#GD*;3{e**~?G*^8##9LXt3hNdBr}KG`4ebR zp+ilIGDIM-7cc)@b+&FIdADv|UcrM27dCttabm@b88>$P7;n#}_x>IHSmEP?6HjS8JW=yO&67u(9)5iJRcFsfX?weU z{rmaDcmH3h^-e;sznKL5>A(UNT+lx2AYzas?QnyT!U`=63cw7FO7J5BFFc7uoyu6P&9GH9)%ooKN*djCr6EJB(kcs zoO}|>D5d|Ll1eC49E8rrAhY}u%-xQZG0BCN3=_>X)ud|67rk5)&NzV@GsZF% zI#bR(_1v?gHoLryMLq=`v?Dq-v@;<*30;)YH2rMx%|<0%)X)qOMM%*}HQn^ZM^lWH z(@@u}6u?Ul%2d=;RV~m{AOT$!)-Or@&s2j@jTP5iv1_$NP<8z^#aZ2}wV+#pJr>#1 zcqP%-WSw15Sn`M^$k=DCz4oVVB+`f5Zkc@*+i;7FR=8;gs#e@|)jdg@VTOSS8dPv; zM;Kh7nFkkC+M%%7b^Vo&+;Vq9_uqmICWsn&9YN)cK+Xumj6ebjL*hAxfw13$HGVDN z@&^Bo$lQ%Z#+4dV<~b#dd4xG75Hr4s_>+9{Sp*mcGaeb|t~v%TWP)@4`B-iKn8%Dy zgpn5-GfolYlX>+iWf7af1)6HAcDAf%kkPD?>#n_ivg(nkxdR#@0%7=*Q-m-Bia;C* zrX5HAfJd^r6Wgn=wgPjqgQ)=~7)M$@#S9??fnAHU=P(81sZ-xwrqQud9Ldwk zVx0FzwE+egh=lnB6=+UDMVNL_al{&abuS+K^L$SVc;flPqckYDP8cw1U`-^hccuQ30D-DmH(M&e-}#M z1M?R^0qVqOEzw6oHYgnfZUli?X&_j*G{Ue@@In!^&;(H^J_~MWfac-{KiClqS0G~^ z9rVXMFaQ7mup=A;AOHink-SeP{FuiOeAq() zV1poOkicK&A%Y{!BOM+&MiIMmL>$R4fpH9t6RAic6;_Cab=;j5FM>sv@WUQW5CAg# zp+z4MU>^MN#}FcME(MT7hXzsPKsGqT4!AKP#L?n0Vxf&l$|Q+fu?Pzwzykjg&apIl zgwP$WmmgLBkB`HNVHW2B09sUXAM?0?8~EV{9|GVQCIG+y9x#t^h`@(9fDS)a;lnA+ zV;?&3;Q(AA7UDD$02mO!2J*3!P$ES%5D@1n{b9oTofDnuRA*|~_{vO1@msER=lWtf zqglp;AJ-^A5fzyU5%9wqDZoKC*ddDoSVCJE_(D05;RWdUG8WFLKn?cMi~&SKTh?5N zG;%Qza{!9TI8TJIGI#QHY4%pCH4NG`Ce3VTE&k~bAT&~o z5a`AZA;5_aY7qd<7>GOoki!aWV|X0l$3BEAQkHykG$tJ<6H&Rqnu`B$rtiGYpJW{J8;0RkclIS&O4bsvcUzy*5YkA18I01z+%G6A5Bc_aX;@#9E5 z0N_cfkd%}sm24@q0+Gm0R-C3BNfS$h*7vm3tn?Wxq^20!$D!4aY(+;?BRPc>$d#^I zylWw~hzJ2VU>@!OKrEVpjAj`2u!+^EMie;%5m@!AB*pAxD?5+nO183Hy~q+h3);}a zRBB~4E$C2tPmd_Fk_QQ@6S`SQcMO0Qas{eghgvKEETfjruoYsXN)UdSqY#mx#4-ap zfOf_tgqOvvW-B7#$r6~eUiB;;x9bn=E+~%;-dJ~UYPuS2;0XU(BtR?nQ49cp!@m3Q z#Q<;+j(Nxe03#^xTaNm^w9(W5Mv(Rh=n36u!je=u^{}AMh%YegGBN} z3IIr>h)AkLt)i5x<#ghLQz_vGD=5MeJ{X17YT=FOvIhKchX6pak5~vmxCG%w1b#^f z9sabg5YWaBJMc?HY;YdF1ONf1Fc1_IfDpq)2tVo}g#`Q;luZ`pL{6I0(X12Fk%ly) z!+PZcc`i^|t{Rtnw^k)3a)*TswRm@!Lxq4>)DY3(B*6cP z_=h%rkbEoH$)Ta&$)h9j{ZO3d$x3-~4t}MU8$>yht{6OP- zhxVs{qu{@eE2w@`e-_Sjgp^z&|5z}*!RAyqTgw! zkAL~N$FlCxucz&Qx%=&ZJov*Se)$vW{hvPn{lBmN0_j5>TA&5yfd3jL|I8%*@@Iw? zkO3Re0UrBJ?@ENu13xgG3?dCiPz}@|4N4FNQ&0t0kOf}fH;sz$c@U%&A!rLd({6x2K|o)HO&SwB>`_l2X}C@dhiE>Q1pf{ z=Zf%Dj_^g2a0j`fkbKa0fN=a~kgc@HhFT#Oz{pGpq7I0zBisND34$F~;T0a@-fV?S zWI^wsP$;BO4sno3tdPpEkRP;gbhyy_ypScPY8?oG6$sZCyuN=S~=Ai%}zyY%171ThO zW`Pq&5j#qeT28S=Qn9-Di4`qC5g>sf8`2>k5+WY~$}9sHsZSSG0+7xN2Xuf1MB%>X z0Um6z0=z&P=3xfB0Xl|24dx*eoS?>>x=1@r+F)X^V&KpOVJ93TP*e1RXn5f+GO z9^T3yen7qmA|3sz9#-KH^dSPc!5=zd3l_--Md7syAr|I=9$vu%%t0B52q5i4AkT#$ z$pY2H!XVLV6(zy~AYl^T5-#IXF6UAaY>^_J@W);wBN>1kvVj|*0~uJLhn!&^T!0`T z@e!eE9w=ZQDj<;xQy-GjA9Vkq8uo!5j$i`_AQARK3K)R``oSMwVF3yO5iURs&`}-t zVJQhA9SEQh3IPWwz#kw{i!NXuR^byvaUcAFF~f2`#e$LjgR= z89FK|((WDfc0e8o?bZ;2q3C9-xCZ7xOkn z5fqytmu%BF^v!~JY z3L;@1Adwdi4IPLwFGDj1^UM|tKos>MjfQ|7`~enHKp$425V!?5YcmorG&(Xg0g(&< zEC4j8${fluq&h+}NtC^SaZYtYMOTVN=fOo`lu@fwM!6F&3l%DOkpO-v5$3@G06+p} zY#xAsApR^%p~)S5u}=X22WD~}>dc3r$_D^I04^$2qY|ZF;g`Gt9e=40xMUs55dc_W zHp{V?p43&dAx;}pQt6a8>{K{|YzS(=0FZ71T8YG}G+snRiphG_@8an6|K*1S$mC)Q^1U5(?av%-rAr`rfq5flPtCmr(HX@GUX**y8MnIV+ zB5Z;0M$@)=yaNtsBYg`M#1U6L@^uZhyz|{N!#Q@+4^nuWbpj|sa z1O}i33|BlQNpTsMzJdxRBcK3Szy!*%DVO#?96=&T0XQb|9cI)bK;f5u$p@wjA=#2@ zO*cl_7b1qB16X$iqQN3!clTzOcK2v)4Q^QrB6sZ}5k?>#2B1Nqv1q5D8qh%mI+Ps* zfJ@p+Qw1Q6>cIzGU>S-58IYkGtT)!)RUZ~Nm$r8(QL+O1;2DnL7?i;sT;gBfB_e(_p<6Llk^8ax04HsA{`0)TB#fCo5qY&Su2*E09a z7um}nq`(9=$R0Mpf-x8=)nFfHfQalN4OEOER5KQ?H*xPOg|!!|v}gf5sRKq-CT>_F zbeN??Kq5q7iG&ych`5LqHX)HXiLG;qBSH$4ksPG>V6B+gu-GGxpb%zg25xMJW@{A| z03~a!L*oIFkaCmfVE{7h9hmnW;DHv*!Gy7wju%&pSa`NjEEDFT99SV?$E|$N*D{)+ zhasW^s0$PjIgzuFej8bd@fRY(VFScKB&In1p3ss_3zIvd3Fyinb^&>J2m|IU7=8b! z3HHFK;vt*|!do2-06Hoh6kwWUITmu@gm)+cASo8YtT7YIx#lcgeMkU;m3;q$W`Ln{ zEh8K-Kq4T(#N4BFo!OD086x(e9x1sC$2OZ=Xqz>b>oU00`Zz<}MK~^LaTuC(=l6&u zdZHmUqp^9T!>XgdglXNw4Wjl4Mi-)0xPb zh{`69n6<&K4$He>v|GKOrMcT%kJuZ&k>$PT`-$Y+zJH~@ z^P7V3nQPaV|HT|X9G;5Wv<3*P;Vz4Jf@@fzOY zA0FZ(Ug9U7;w#?bFCODFUgI~O<2&Bt4bQU?zF^3GBHCgtPX6Sd1m#zrEPv9_4dh=huSgd;aHjKIm_L=xM&_WB%x2KIv=T@OnPwo8IYVo@;2n zEha+bvs&R7UdBy6>bu_SzaH$vUhK!7?91Nl&mQg5UhUVO?c3h%-#+Hu!s@Rct+Rgi zB;wlgUhnsw@B7~G|K8dxg6`|SyZ`$l03Y!aU-1{8@f-iY+Ad=734f)C2fQoa@-H9r zGhg#VKJwFr+{tqDLtpeqpY%)LP&$9Y?EctIpY>bc^&cfAwMC_HQ5ebDxi7 zfA$N1D0CnAgJ1ZE-#vK$XFlKflVABw(f60%`Jdl_Cm;H!pZZ%}`l}!Nvws7xU;Dei z`;p)K!@tSFU;N8o!pYzK)8D?)U;W#^yxHIV<6pJmU;gX=tm)tW^FN#MU;q0*ZTTM{ z{0SULu%N+%2oow?$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_f_wcN?Gr_Y~2g9;r=w5ZXeNR$66UCMMK&ZkhL-qhK&s@1DlvufSS zwX4^!V8a@fO1A7%s$$csUCXwu+qZDz%AK3itlhgX(bC<^x3Ay7fCCF292l?RvU&+C zUd*_$pcH_{(Am;p3nQb?)!eU73Gd|i zPkZd-25pz`Vd43$INPn_TS?B- z@83%E@gm>LiWqM|Dd7JBX!$6vV#=;sXB77UQ&h26Czu9G%gl%5rsRe3v+!%)5xgxT ztsy4!Q&Q$qOmSNn^+Qx?SzSpC6wDml}dXAbuBx4`0+IW$%Ui*%Z zE*?IKa`8T~@FBbS?mYDMH}gC8^oxJ!7j5fLcJ{w?^^f-Q4|5Gj@C>+k7%=uQV9_@q z#4o_#{^^R>(_Op31m8fMLr^+4c*H9>+B>){EchAf*$VpElGn3ijgTqbkRiJ(#C-_) zQAn*pXs=Uf@x#!|C!sHWLlZ(nareSn{hqJ-g`Wh54+Mr!J&oA&i@FTKt%l(~KF1~E za5!vqNXI8$*+)v3YO3ft2XVoQSRi2-2&&?<1z8lVaH(By7 z|3x7=tLXAg(N0Nm4Zd`lP}cdbqP)0bp}1nZ%Y|2x0W|tRy7<~H|*9nEPVLXQ{H;^uuw=I+B*Eg2dFPGPk=Qs8?Ha322E^lt_9UmW`o}V84cXILX_m@lZ(j|H8 zlDvOOKDi`cUd~-!>EYE4zxw&f6c_)`I#@jPzjaXF@B9CygI6-xP(FDjgL#XBjsK?% zvYx#FzNpT)oA4KZ@s93)$)MiHgORYsu83D>CbQQKpmU5lf~63L);QMxDT5kk9veMd zhst4p05)tTwd>ucNNg=15JRl^yS z;#3&pWnu+6JZ3*j-JNr0iUs8QF`{qi!Wj%ic(jwGC)%h}mFnXt9SvConi+8Pa~no{ zS`-s>{J#!&3;m5PT#Az9zssAbY{I&;VpT*mXyWh8QICmLWp6MCIE1DeyndM3&7l5c zpg{j_gmGW5_4*Nh1(h{BMq@6ofrDKawXwwYVIkk#xXgC#`;Ivf8G>78eq%_Lw8}JG1lfWQrUH(HtxA zmvnbbna`~ug(HdLzlXJek%@h^i(x)Zq~qzG(Q++_qXr!Md(t_pK{nF!V-?C}42fo= z9+lG$+Td?7nbspH&HE|>SSEE{nBo6V{4jz27iYkQj(S#1rYPs zSHNqx?H0L;&_2gZt1tWFN`x;OI2v0wK)AG|`i*#IgHVRs{p_jcg)X0=luV>zl?8A& zO{OcW2F*a|k2~NO16~=j7iqPxIoMs9ie$9Z{TGnU^ zl$y?k*d6XKybr$e4_mD(y1o@>{=m>$w9XR`=BMMOz8gAnoyDP`_q9XO@rLsE&;rdL z|7{ZE*j+Uwq{2=2s||max<|gT{9wx*r~F^T*|Ktk*U`{qqBo_l!Le6Xipnc_6THBm zVbl4u-Klb=uW7bYude?WMA?7V-UWZ5^0`ZG?$&HKT>q_Y8PI&&gkI9P&xGogmVgi+ z4WyhHfo;~9l}~G4x9njL!S+DUr5* zT(NjF2Hwhf5gD$SucEs0(RN@L_IKI6%!{>5y2EJLCJYC90f%}fQkp-mWzhxgv_$Sd zf|Y20<=J*j=@cjObh}3jI?1bd2OOwuV0#k()g{7foq3+jYSNYy-q5j^L8C~v2$Wg^ zAE8^jWOof_(<9$uM(-Vu!0;tvX+sD^2BlDfikl-44(Vq3L%_B5-6ohxIlg?Ox4k+q z%K_)Zv!!zAYJxDQ!w@nykN=fQq>^Ege#;W}O3oR(A*j;U$aIUo4DUu`hG;p|+U z<37i=aMD>4?Q4Gb*)=o_U;+wtfk6Kou;i37DgCb{_R0mp%XJtD$r@2FE*+2N*e+mP z^-+U5G*2pT!$I;nXjvdD1?m7v*NsgyobV5rw1uMOP?RxtCwv_DA^?mV zKGBNC>TK$>)(Y8JfYJWD7=3S|)Kt*>U<4&C4h%wB|HsH5)N`}RJyU4_ijj#o^&T2e z6Ml!tS6VcJr35*#(M$DO927E}2$8H}4~1Kw>(!hFsf#uh#PRLAvm40wNJPOuT7M>j zL-Ikl3EtWQWQfzve${Or#hv83eRakpM4DjoVZ5ux8pFjvEE}T&J%6*~jT#QBX0x9D zKwHMVnDH;DWD45LvWjaXhpP%G9lW^=AD#6&Gx+{PCOwX|Ya`ewE>uOTF9oIFPs?hR z+V3DIV?G|AC6HZt85qvt%!SwILM_od{P#ufRhiXxIOt(?3s2+|wkE{Nen_l$+&b8` zkeZFIE(yb78IW0q5hXw&Ap`1QXUjfOYqd{&@HO+~lRj>Q9FwxfMmJ5Jpz`F&T?y>o zRjZG9cIeC?k?8rZuLXFWV&c<3`TvxOtZ^awcT(~Krg#Siga}&eSzhimoW%$Tq8SER zspBNyDLwCzIYGvVBhVh+Pz~88W6m%aG3Z%bp2`=KvgN8mNLXB+@?m63aH1sdLv{`2 z%%@=S;s1CdS9`LHrxyLV9rY5x8C+}=DPh`<4==AOb|5-d)A$IiqFi|GKwUu?y8}+e z>WPj;0-oLI=RHzN6erYr2)A^9J(Nd3-mi<*Y9TBJ2xKhDh^E`Tnq%L$;oOiR^DnBr+2b z(Hu9{IDj|Q;it9Ve>|^Hy@v=)i5LNJw*<8`Dks{RjO^)@NBb;b`;p13ElOSb0q@C} zBDUAkM`(%r-3#sZ9j|EDgcuHN;@vg)Mwz`L8_;xrcUx2}Dw#Aj;OZq{AB_uS9Fk3A z=@b#eX1$Z5V9ZBI6F43t0?n0NmcswLmg_P&1v|h0H{CkPHJy9N)j`%v(HUG9KYhLE@|2pXXRBU`nLyu zj&@h$5ajjt7M6_o6r**#K0-YRU_WmIZdIA`qgZ+r2Go-8E65su`E_&kpIR(@5lM%E zHHE!(rk8Sw#T}q8yyj~W(&DBWCm%FW88*;exE)z@z&CU zLjGkcRPlR9n?mXX8Do)*{10v~{0_hwKVj|H<6LL*?TU;i%449wEgzyiLd6td@O``8%N#tW(gF_oE1EOSb z*IaOPeez_X6e5>l16^;TACD79(k7AenQ-I?#|3#YuexLwDFEb{!O1%YPMh}k zi)cxqxYKUHb>^pg1O`ilqNmVH*E8S%f$@76ta(GJtDC{l&A6?O>0Tyn(78)+e{3e) ze9qX^ER!`f@P+VkrVYWEx|rdW37rEr>(?EaWB?O&K8n2X z*b>_Ryq~>7c$lTqT4S@?)dNEK6Rr}#Zl3F=yU;qrILwYBK42bp=i6=WCZ*6A4M7p> z7I&i5%`{xZ1y7=)j?(Ibp7%#RqF$p_c1pBTmpddRlV!sjE%oB_KK5>?w{YZ}uL?|Gdc8x}ybsAPo{eS-Z2ivnu=HyK?8AfXWG&{*-X#4^ zri7R9AsBE!A3I%+{h=cw?%}r}5ACB8si75#hra%P-RW3|wzPr9DS{X49TP+0Kk)&w zAOrrX!|WUcp;}`I&DUasLo(_fc%qT~cag3HhAvZ6%&Gs=Gp<7(aN!~gS18C~c z=uR|Vk640#K^+2D3Dgt1`>V8@WGGWPA@n>}y&H>}dTE*N#2>f{`YZGH@I?Dp`Rn^^ zz^ZYyR=!4;Rls8krZsGsO?`4yU1SqKAcTT(=a6n0!IX*M=bOn9ILdius`t0p`ll*G zO@7F57vDW&@S(BJ94Hb~OCR6~+3fO~ceS}hBnxpcrQE4veQ@8|n{jIu^zC-S@U;1% zD#N#))B*W~V-JVV^AN4BM8huu95cQlhm||8tI5LLp(nh@SfH6I!y%&lA9FeNL(CL5 z`H-UK_D;&NDn0s;?(~ojUCVGd4n8@Rv;s0MVCjpTnO+pvM5TL%t}<+N(Ztt!EOyaV z5*SOpX}^2ZivRuaz3anwvTD89n}G9FMQd;F>~8vXoF{Qo$r|R79SP~ed3G5Kom23j z?s6FB1C?;EWFr}$75Lm&gpOhb?Y+f11AP0CV8NZ2SQz6ytY9U=JtmEYhM(Pjt|+Zb zV>e&Lw$?O=lI9sD=pii*&2izLV61laP6XH$tdX2#V#`MlKci&jvt=@4&s~IT`nEc>FjbuQQ z02LS`f?`66u@0w^@i7Nu?!Nq2Al6Tn30b*nCF-5(eQm@@9PqtQi9 zRsQ{4(`N%cIt*3y27IGqY6g6IkRf7#(6d3)y6_wRLV%(GwEp$z@*d2N##^ljXR*ll zPr7Jg5bXs$JOZITLjO{`y6e?|U~>w^8@C}g6dY8J48^5N=Ek7xbD5hPE@2Uz#gv7G zs&Q<^tRkVL@k!$?6CTCaoC&fXR0WLpVK1m!3Jr#M&P|k~@Vw`+S5olT0e3ij{GhFh zW{i>CpvXQ6B(DfWBr?4(+lq@dn)_YLYjHJ+ltB4IX&?35Ma%{LeQPqyjSOxmUe7k@ z)5JR-k%P#(myzBz%47ox@Sml}yrSV-*EFN3ks2PFk`Z-S)cP$EDTq9mT4_qdZVD4NrJXya+diegG-Y@(Wz7Bcp3+w{yRQ~u zUoCULTDO0-UHWQ&@fFKG?Nr75qjIpbWXL&p+OvIH#!g!Ic-ou$D(Z8_-)`oq(hOo` z`dRx7FOuQ;#Y_bEY?RV09dZ^QHXD~a8{a;gxHOx5F`Hlqy(>4DVK{+-f%k==Yr*nC;;eAz{Q=+b<(__ayn*%8!2gWW=*NyqUz-lLTd@TKwL=yuY-3aIrk=v)pI0m{1E&@m@LS{+JfA@^5M7a%5$KVd?i3 zIr?IS9JV+m4*f3zcz=AA@p2W)v&N#l#%909uDrHxw|t{xO&PudN?ktWUcaTh&R@O2 z^L*v+1sHe<{!_IMdcHzpSQWior?_0dW4LjVv^ti`bbWb4`Eo;*agB3yO~ZaudTk9z zxqiE2Q-68$d)T@dtlW08&@L$bsgGb=Ky40zvoyXrcU+yLz4 zLD~`o4tS7Ulh3lU1=tD|4=z{JAMXQYKs&0i~T>s zw+TOv5fH*^s@WQ2>o|tJjcG!4aRtUWU_iS~;5>#g5LBK2IWp#v4}V>%(q?q=h^y>c zD<81tWo`K>{O4`N%INOl%X9{7Y`w#DMiDe~g~ZNhsD-{X9X~PT{cQsSC(1I-!N8GS z?unvdYt8A5mI`X%n$5DFh5FS)@6JuAlqIG@sF!6I}e3 zLFL9NgYv0s=f9dT&a-8t+Up+Ly3_iwluwW7Kd_w5^R63{N55m!RVy!l9jit@A3OSK z>=fAfxU<%e9kA9+rtz$Y9nIb?H1q^zE1s6hNec|Cvbd}NQtOAU zVo7n!TCRV=F+->*%_JVp*Jj`Dl^EnI$J{XgZdPGlW#9YSe9xlVuKhXirp3PH2iK82 zP5JI*;2`~^6nVnP0EF4<@tA?94jnp&? zW7aO;#@36=X~)m?r>{i4(R%IR9?3tvcSAwzwJUj8fr;gF(Zc)GJpj78^=Hq`8q_Si zno*Pdg=5OQv*+_p${ccSR4R$mEH2y_MjaYx>Ss&AtA&wB%>;G!;c|$>;S1>7;6t6A z1lyT44`P9}hOCuqmTQyMgSRoV)*kK8CQRQ({E157O0s4ZZa@81rwxzcNUMb>!+w3Z zEvncjN!ktKHwfnSbOQ^=&pl*E^4#rDB5tSN8t%+Y_2mhA2SvwkZs(RR$g(C?F~3N7 zcHB5qGAY;;e2;o6_Yo|WaWkyRr!>`WF}O5a4vuu=HFct&oCt%>-8RyBz=yeuvhiV< zjFbB@Wo@hp^i)qkh-~nv>6+}^cxk`oPWO@A0M+2dtcQ5y+BeF(qQ%g+Er<`9?>@Dz zAHyg9_ zn|fYwvg0}!PM&uL3njbvy-`Yh5k(ucO7M+T@tYMV!)&Lgy{dbcv64^I(=g!qey1H|@{dnp@qRlujZg(H%)g&eGqt`<_bX-B zJ$z{u?6;W8hH}zRb>lf${1>cb^q|2UX+;RvY^hH$WFNBf?g9 z27Bu`-nGpUypr87#vzx2M8L0-@s>~nbubcT%>M zqFA6rv&W&QN#E3Zxc{maDI#t&ypieQ_OrGUWo%&zi&J+?jffV!GFMv%(V#;2Cm)HG z2>)kZ1Q{5|h`c;X3f)xaoHxeH$V-XjAEsbfHV3W&3L3;SNVIAbJ!~I*n4G3P;b-Ub z5=ds=N9XIN&XcR)Vg&(f+qDMtzW<5^JlDH^Z1AH!mBeor*sAHbFQEf9x{VdIeknW0>gRuA#Q_^#O4 zE+5H50w4E}YynjAuLqaeu@5hsrQWJJF(*XKzPaJ^B|dlR!C^YXfJJ8ctLKs~qk2r^ zLM$R-urH;<$K}eu>SFS{1j9j7=u6$-G5_p_%5}u4lcd?+mWu> z%#1yMO(UC4z=YY+(voNNvYiOfPkd}+@0gB2&@atdccm&FwSs4RJ>&C^b558gk__I6 z2+V7iWj3TC9`QWZdHF@vrPpuTj~5`y}77 z?054X#Xd?(w`TFj0ep76(&@v=bvJ|~god4(<;3?2jIt+5AtCf&!lkWn)!&u9GljY?kXIk6Y2ESu~uwgCXfuempEdr0-@VG0ov_Uf#mbAcGKDG8|CQ&|H#rxs7lMYrc}0uG)iHQmm{`!L=&) zt#4+Jb$VB>^Czhk-o=Zm& zdDm%qHPwt9M9!KggML^UJ0gD7q7n8;ENAAMcABlq+s_1df)U+v%R)|0qe}-F7G4cw ze1GEU4Xiik`s6gfiMJOk2k1F>fBM(=Y`U@IH?Qf3mku-`$|n<(xUBn6&>t3iTG)Vr zN~jxoF(Hdv$zxKZxwTrHkCuOT1a_P){d}I4o$_0aPv`pbVXRi@`n8mEakh>leE7dL zK9z4IT=%kVf9SSM=YJl5rjENu=zBH}u&r6kC&_T9Z>^0flOHcnFcYzRu1{`{&McpP z?7xtH)kbz{O^FPwr%_%UEO>T3Z24TdSnJoz&VQQ=#Q#Qro*fm}Y_9Xg{28YTJ80|- zI|w9OwVuTWZx|-6X080oqU=2T+WGwSJe$^5heAAP4$Rx_DG!cNCJomHX@Rrc(s>$M}sJB zMkLF)5M}*|a?wQj45C62@oocAkwipI5tTNH$|pn>07;dNq{dG|OOw9z3hy&v6c znbB)i)N9?)YeVX_o$9sQ?6p7XbpZ5X*)YgOJbWA?AO>h;W#KcHe*#4t?ZVqRaTsWe zgfz>EZX%4itmQbheT~IULy@8g=wGfnS{vg!Tlq_m(*}W`I_#l+pBBi`F&9Gfy;dvu zT;^CYR&Y&C57udr0h05^g*T{nne_ST)U1kPT-l=VC~de&w0$Uzgik;DHd~Ij?|?T| zf9Q#t5i~7arx`A(s_1 z@2ep>s4@X8aQ9XTvB7izOJ@PlH&~{nKBrIqI>jQ;w@8H#t_OdSJHQczgy~PF;|F#V zly-;V`P3tAJxEomubV@CmUuXa!Q>s5*uJ9o+SM2M}|4YDR%XIS_!T7J& z<-|ULT}OE7`#g)wNE~j6ZvCvEI8@#_+@Lcjs>6?nLYHZKAoT0Kl!#o^h0?KC+)lR) zDNzUu#nMQ;7bGw)abBz))@`taqN0AJKX7K{x4d8aNp=_myrbgx?9HZuCxmIva*vbO%>$-meaT0j3Y`2Iu^_k zogF$Z!iD=8I)cnMCK1X+0@`_VC;gx~d|0YnYUOU)$vIZ8#E>`)whtptYPdWL2jdDfPM)Z7v!31V9X> z-4U^_Nqe8eaCB4*~CO*md!^KGG@&c>kgqZ~&DkcR;OC3-!=eWR^zAAReVH>2M*Y~cA( zKg7)Wgl%}+v|pWIUg@{utGb{D12EcK@k-jkG4P}TLcHK+>Eex0sV zBxA?d)!2=l;SNx$1`Lre3b>Zg&b2Lm`7sHJgCC@Umr5$e40aXf11%Xt`}&_(zb+l= z&sx6xvI*>Ra+V>*C6+Grd<%fEFj{m>)a)BL1}xgc!A87dCTESUO4xhnp$43JvBQp- z=S7b2@=3KA2j4-%8F8h*1~cu#rIke*hTK$jVPNM&01{>qw+KuZ?>ske{TR~ae++N@Rg6l!0wT}eLFTI)L9fh`CSuo7o===Ep1k;(=VU8Zpz}n zdd0wZ)7=P=T#&7hSo93ZxZ6Wpw=Bl-rRA}+X*$<>Vf*U+vN`d~Q6bpCMR8{!0dLH{ zWs(W<1dmD#-|v^Fu^Hf+xX|`V+z7voX612K`?}f=a~9>MQcae<)q%FgK(LwD^G;^( zTC7dm%=svFTAW6^t|sPl4Nf0x|M2Q}Jsfz}-s9pw*?kD$%Xit%a9LrncF0rY<4HuX zx=j8BrHf4nx$_#8sA#I{3CzMJU7Q3B69W+-U5b%C24$N#2l31;kiC49ZL<*6{m;-= zuw`^iZfwj!H~F`j6pK4&b9Ql*NMQ+f?RguA4pp}S^QHE;4Qa_agKV+ja|G*c$80##D0Dh z1S|q6Ke~F;tX1-|*SFEo=iuJ0lc7#`_dDBI3Tb^(Xq=s~{&}0bBjYp^Pok4-JFmt>Ml(ELOY5}ewb%EKK4R<}*tcu=?M3Im@A$(DzD60#wfEXU3+lE9(Z&;_J||vh_lp3qA2!8{}C6HYNP_*Su7UI!Qk0! zm%JEbQD)%@!;Vh^4xiuWBVZ zNcFz2JbsiT(Qoz+RmZRPS)kI>L=TR`;N2WF^DR*((34rvNIpIs5bJD<7Zmp`v;~>E z$4K9x@hS!h%k^O0W2o4(eT1;%+J01-*F6Uq12vi~5dKs=Nggn5ulB?s?_*aEn#rIz z=Li~K*y_;*1K$e$eL4ISC6JIHNWloQ45xX(PqUl~3PStJ@N#?~|J~PoBF1`4F1A$9 z$TGMVXnHu$#~+JrUUGH^eL;dI&J!H9`yaW-IBF+3%Hby_PV9`IevP0pC({dtgO^{W zEqKJ-*Dmxc^OJP^#h-OO@QGj`ie?<^8yV?eT%E|fLhmWxXNQRKDE!SEFG?1b#QQ4Z zEzaAAU^FFdOHQk~u0b(&1HM$#^xmp7*eBWdAM}`!;h(|juFbz6sbJu8pleD0#af=2 zhJ!t^XCkjaax2Gv@|YLlev&oXIpOP%B;}m*&!r0j#26U+tE^Mqr@9a{R*Y zTL)kQ6;VUxNQyjpTEtr420O#Pg z0gp>F$8bl*3SwQhx_TB-wtKTh=IxGvX) z7l0;?e{53tk&xY(Gt7ybm`fX&eV%ahFFgD7v+BQK1TZ%Q$S1FGH%|K|Rh*Dkvez5A zpCin2CU~|xyN7TMoBH=o6LyFnnkf}FsR)+Or_eo2jsY@PJjfP$t8J6+wy z^_?|8&>%yB6QX<$UbK_ycx&;)<9L0IVC&6suwqJYdF{h#jbx&b>g))SGlsSmtsZZ0 z_SbU&V~UJvWmb4H%{+V@%^}xJql=)qCP(rl%HL*XEwW<%!n{g4g+(*#$~)?569NGd zQRXiBTtmb4iOk3Q-BS*M!*^n1VR!kjl9FYPMp0WDlrPkt?E8?^{mxwpLN_&!t>FTr z&YB`0Q)fu(_ky%RY&I=Naq5noE}xkZeMAz^=?FC=nGG@BtQD8}k{JE4TlHmpK*_o6 zn5=f2=_s?dJXj+EG{Fp!)z98AzGrgF$AL{7tQE`8cH_?%j%S?yu9=`0$RX4YtnSLW z+3iOEj0rgrul5sGca0TsFD>m_OfxPTnQ3yTPrY74Es=S0_&7e`kfKhXz&HVCsX89; z(@;OApnvlQ)abMzis4wB=W1$kTt$V}#+SdXfh(j4x?nX5)g?#$ijB0r|NLNX;Cd#Z zS0Cp{kgN0sZmESpd~8b?TaF6D`8zCxHCz_m34!~@RQCE`o6uiT1_Z%dZ8dYVD})Sb zD*GO$Bu5FaYP!!a1CokPuD_^hw#iduOpQDuKWx7XAgO1%{~ed+8;b`#7QA~?j5qvU zt6zo_r%QC!UGyes^dKJ1*>Tp6GLnJ+IG^W<$rSjFVz<~g&a*IbCNXc)9vQQZmkd{_ zg^o{r9+3Us_LdpccSi&Nq@fwYdW718%4B{}Ao-#GUdXMATIKTc9?zotxw$~@FMOQx zW%oY$&E6a3*}FlyrJ)-1-{()x9en)~j3X0q>K5ASF9I^fanXt!LMSG-O{7WOt#`wB z;si-1JyXm&djE;Dg67eEii>p%#cIx<_+n=bQrEIPj~kqp#4Lo~#mW8EaUSB1X)t2DUZ3dir(J-6w{jMW)$` z+g%xNI3k@qkMPj>>-ke0l-EGtz9O?Jl9AHG?8d>pu*He^L)!Pj25NaH1mFv`hzHQo zD2q4C@c823LQ7AN9@!2!{=GLNON>z5N4J3JC)#k!avi&WkYb6awB20&@==kf9sD@0 zw|ig&$=u6?gT~5@>sdnTwPmCxj-V#Q@XGNI0hYWn;*5G44pvRqhTm{} z^ItbUED1WuQ@J4@>wOTFxiH3a!%_xuJ01d+DNafmJ$=UgmRmSYcS)Z z^PSb@`FUMUb5xxf<6i7lv`XCX<)g!Zr{(drZQ~<+bT}~N?0`_w`hrR%@J`%bHBC8^ zi!!1(R1oEeLkVzDYnkfj#JwAj7Kk>4Y((Y6sY;Qqef4mqXXU&sg456>Ghz)87}0!+ zn{YNF+fd#7KAqzmtHgq9A+Y}U+HuT(fc2XGvqUL8qWV$3al}+Jj`~fHi4RQ8qDIK< z9$Q^()P5ujuC`a=bev9nM4hqR(=BJQE;i+;M$a>8ny6%PPrP;uqBzx z=&Jeo+Bgo~Tz@;{kdsV~AT;1dqi@+}-2d`=Jqhl`a<7~-3itpY4WD&`1j{VayaWR4 z)KV?&|3p91uLB1nT$qa#A25v6nZ-_x>lt|TFehSLcrI&`==JEB)0^}v(C#n(sYh{t z6I6|f+No4eC&J3mX}$qR2_{9%3ED1d+n1g^T1qjh&s zB)e53vJ<2HL5)y~=o+Sfo3^*Wtz7}O80qF%9Ut7H^MrD}OcLH7-tRNiP|<9-M!RU1 z&`%oAb3(4cz5kfWrFNMm#>L!_N5w)<6aYhY{*L>J5-g`h?D7og2US8DuX&sj;M!|k z&Nqk~@z17$vvHdBmh%#p*KHFu)WD{iQt#*-8Q~Dh`b^QUAF@w-+Z+Ca#{`&JXB$J* ze!4^$l=s1Rd=iC>sc1K|&3Q>CQq1r=X5NP6X0BhJLsR=t2Xt8rdFjO`g+}17mTUCb zrs>GJuV%ig2y?N}-H5?Q{<&T9C@W4|8Wfo^%QenzZOeduVcSYdU{}na`3mKvW^wr7VImfdF?kwy>r;sKw5A3lKLhMvvlkS2 zgEac{rB%%`AFwmWZ(&P9(wbVVAvWiZ)rgp1ZpFv+R~(ddyiY#6J4_%p>xSX>(fv>u zoCW$`1ETU|(7;9(k7*vFV^d%fD2Mf7LK!q|3u0Wu|7FBwJA(y673KroWca_O2nW9R zeJ^{P={=tDAZg(CegoIAlb17-K{iMxdi8dA@}lf7)t73Q%{B7kkiy>cKL0`rAdM9n zO-IhT#yeV<@EbeiyF;LonFS1YF+Fe1EP%8zCNV3AZrntqnMl0SSZ3ucG4gfSRO@_?2HrsCW!1H}x;YDPGt^lDIO)Xh9`~8wudW)Hc{lUXdrLGj z1L}O^HhL&vaUxL)oL895(@C5EbE`khG7_0h1bnAEsshN&5>(o4-UNY_OvrSY9HK%Z z^|r&nq89tvK7Gs7-|K zE^#lf<2X`!+Njxr;%+v87nJ}n)cTr-)grj;Q_V(-IHSJ;V=8wu)Lrz}M$}8zM)oX0 zoM4@=1EZ?Ok=_w6)WoRSG&tVwn{uZye;$Z@6og~$QorNje9elCXK%rH7?0_5QC<)z zKjx3A$3-HW4gHG^b=LsqUh}AbdECplIJqcU36UrbwY&59qFqh0Dkk-+lrxEbvN&*G zo77X;ThUIkH34wOq2H&fvvLtnR7qgR>E<@7kIj(;gj!oWNp{udds!kN^gcFPqktT_eu^bv!*}bOg@6N3lKaJpY4kBfBoe{>-%vVD02-n0w?9`qIOR;h_?wWU6$R)GReNPoeXp>6Qrc=pH-H-V zZfmqrSu=F^467As>N!8wl*zO$+2zVJn0d)zVmeOwQ8i7?lEE>%SK&|(!8Ww#MN&0( z^Y6`Q5gsyYi?kf4Vm<8ca=h(f9Es{8){aL?dcJBCO1RB6%S;h@&5Niy{?fBrFr=w8 zq#A(Qk2+`<44WsBrFddG4}s z-gbH3f$-bY^0$}5`Jjq?Mv(&ciUJ;ycLEjfBt!~jD+-lGiZB&Lh9bol6~*=wDieD%w8%zI|D=WBYx_foSLH`_4L9`qgXe4WjBvlk3eOQgcwn_lBg_3!c>wB#d<9&d+o*g+$#IlMMDg6DxqQn_{xD~ zvBAvB!920gC6%A6#fF+HhdRWD`znV=#YUzpN0!A#w<|{v#Kul5$1cUjK~>|7;uGvu z6FlNy1ggH|dG$+FO)85|VXCGK#lKoqeYF>#cB`6xEI#wJYUcT)$>&wG$>MXFRdadb z^CeYR7Py704ML|!vmI57qvA``RZGj_%iC4U2jVL?9xa}VuY#&q870=(tJioW)^8lF z2uN(mR&OXvY+j+44J9@uB)04&w%y3p+m9u7o>uRCsoZ*Ay_+oYEwlPtp2YXGN4q5w zdrj4Q9TNL_kBh``(rrZL;eAw56^cOpbNgW6GmhnM+(`A~efF9o9?4$rk^I+J z^KVr0!up4{TGTQ6$zNmQkghtC1BVDSkxf@Nm6JXQj;aA z6TGhYu&2XfXP=&2Jgub(M_h#n4o{=`2nDClae@THp&J^%Gk;Rt^rkdIKy022vLGO= z)W~6PV62zgIrV88u^$tE?smm&KEP2+@=0{mfF+Tva&@eHHHzAa3i1fxB${uwXXr6C z!%*d&E(GT%9D`}?;M2P6ytRyPD%H+$>>=QR=R~T%M8=v*W+LK9xsH1U$+L5`agTWX ziCP>bdGZH&Qtfs2$>*%k=X075WamIG$7fLF7lY!jLC-p5GqL~1(aj+*j$=2Ly*j~g zDWTY3%a=%g@UP=jdr?)%Td`t)pI5?hV)EeHA=zJ)optP@ha#dM0D_0NN-J?W>J&ez zWs2et`}Sose7F-nNJ-wgBX{TP0UDO>EB#*Tv&BzYm!DD`L>bX5u8-8vrz6JKPoP88 z90@*yvcDKV;qJDoKgb{-vzLk?B&lx>?Q`+np;5e}yi>3Ivwr+B^+|`i$lDKKaWp)? z5_M(x)o%O&segg;8cWZtP91zKQ)FU10oY%djj_b8kq;<0Vq2zk7 zNWsJL9@st=>OsMOqw4fE^(bfQ!L%c}xSwa+yqYOq8apSahCW7FUI(Lf>>+-`RP{>l zOIY4Cn5xK_Df%I$sl;Km06mEMU*9uNpEGv9q3<7l^W2e0sey>r^1s=at*rS?RgXIH zz9%VTE*oGrCSx}f!1@z+?PH4lN2U{B{~=$Q5%h=OUwkEJysg3;G}QeC{!$|ZpAKz1 zFyc;>7GzxSH@Oaxe<~E!+JEff{g~oVBZeIlbG&{i6IHL`O|B(fMPWfoA;U=F<^AAk-IkXRS~8!s ztWYUrg)3yoDtvKj$?gog!TJGTQ{_ef<5kvwEa@$8Y|c@K61h7PD2k*0G-_0i*w3aP zxs(6p(HzxmRpw=Rz3p!S6BXX=o&67*&ikM0_YdP|Il~#wvA1*V?bxz9$KDQ=5IV<7 zMj>Q(jy=l?6?KeC83|?UAR+4*Nkg3@Nm40V)W_E^-#_8~c;EN+c)YIrdOfcj!^1aT z9lE|}S#xc(zAlOh{#^BZv)UxF`a^ftDdX|9p4;i0%nyHVYW2X>jPIWNRaKEV_U6!p zM^DX-o*CnwTeiDZU;k8v88wxL-@ARUaboxG{Jpz;CTD)N+_UXz?A)z)?V++0>rN)t z$r*iZ=|0>Q(CC=-Ags6P)2o_CiS>>>Em}#pk%y`O9?tUE&?bzAj|X*Eh*yy_#b(|9p`D`UU-n=c z9Q((^lBU{w```AO$R-as{$rm=X*=KlmG@u$r@lvOW*dtAuPkF(0Lhps) ze@ioFEV;Hf+3Ii48b7>oh_jvas5ju_;el~+vzP7WPcNvyn>S<2nXld+u=Gq?b3McC zOxR8Q^X2&O@pGvwAO2nEyRbQt+BK8PMgCiyPi=4=_-=ccySMi;JL%o+c-Tck9y2G2t6Sr6;a9QFr4Dit|FRcHXp&J%&6GkI$uOPc%dsw`p^Y{`0oQ(m19?`hPHT`XkX>BTH8mVzPmeWru|IVMRRBUh*S5dFH}D_m8pGX zH{*uBgkR-^r(Zv78B~2<|I^fHvC{DY(-j(E#?nIpekJk8laec^o)1(fo&WlFFk9sC z_2h&b(>IjLrm2t2lfkHD&MDw-3)B-MC=0^RZ6gb3gD-{=G+FoD*e`M=YE@ z2>ZClM;cj@V-J<1GAP67L!0bjJ~FEKFhZ$mV@NgxD|~iDgjTSBpRglt7j8U4 znVhXh1#Qlb$}mvwV+6HxEx`EDs*!8Q)4pZNOVwmt8dJH`H1|~Pe%1HZqH?Ej@!IPJ zI=0g7>hqJjvrb2*zGAjNT=x2FKUdE?(or<2|84TfjM<;fcG-cyh~TSQr+}yXjotd@ zXRO5{7G`a;W01GR|8dc_R*0j5bIyl8FU-6Cy4EiDCc^=J#Dwg8?AbA|h}hnQKE#@+ zlCxPX$=P@6*mK{6&p%viFb{rsoXpi&Tnfnd-E^ll4-36GRa5BUZFVJP=EdpzQy#A( z0-6^4!@AMOUq_9bv0wdUX&hgUeGy^Ud+u87@iz${n?-cv8y%m&N%`}6|M|)6Esd?W z48%cSNg622>212$nI&3?Kx#NQTcu^m|Cn4{_)7kvFH7&tbO*k?E4J5sF;nFGa%uIl z*O>(CGVK_zwJWDnachEM(_SB{rTP*SE+=5T*K00sdnqt;UA#Zu1nVBy3N;tKL!VaJ zAU@u?KkXfsb=UmkM)M%Xq z<(+vk4XGc`ypA9Fu}Hhr|MYp#z2%?Mryu$LTDG37{`Hn|f&GhhDlhr%W>$R|mvH>R1?L1o6K`gCa6;1%3AeN!{oOcs^#d9pf9*EVJPpXalKSR1 z=_*+LCI8M|;ztF@ zoQ#@+kwq5Cs@iLQ|#htfwFTO~^A}x1{@`r1_(2trU%CW!6IIg4Pz+ zYW{BdK07NCv9KrCa%N??o*eT6H;~Gg0BJBMTcKs_l3~bDVWeK*=KgAkfbkbT$-Uon z<;_{Thu#+W@0QI0E}4EdW~-<=&{y`9`^BAP5`Hv(8upXM7Y_jdK-6rr&HLs6!J*Oz zK2pjNL-r#v*u?*qvL$HU(kC#wF(XyU45Ct25?oE=P%#%5Q>9Y~^E_WWs*B>?(jSEIv(*&V@rk>4G`y z8H5c=wsbwWBCEl|tgdTK7&uQG&AT(0o=Cw@J}G(e~`hvD{I8^KQpKy={g$mmw6E|VtxhczgkSOgJm z8U#zT83N^47hA|fU%Eo`c_ssyLL9=z0X`{Hu&<=X@G$vxhS&llM^~N(D;*tV}xHOWa(w28-A0UUDVUH@#Y4eIzQUxug7?=b4jza^u-a0Z| z#D@bi?K{ZS$6FX~IclzbmoMM!$itB({c)EnA1esoKa^Mub0=EVgy)PPsceR90jOTP z6{r$Ud9K++fC)u1AbG@GQO{whLwr_laaG{Kff#p=`(Apjk6XQz&XWhX$x_j|WLeJ; z3}4Ss!)oUm?QnQZ?1lv5U#1fm@F?TRNQ^}y$b?ucn7~#j?^JkS{a8-gnKV-U?R8O$ zVy)m!yT@A3TcH9hJi>TOg*TC!0f%?%g7OPiyD`sVQLFJ;UokGz@nK1%G@VC z(fE%Fx0K&q3~c}tB3nUW>%&6VNW%)N-J7R{Oq4POJFR}wpof2Rh2ttA&7WHlRMA?v zkx|BpAGAWt8zv`K*M0@POvpd6UMCPYHd^(p26lWkK-#g(5PS&t<$|U9fWRXqVoCAb ziLDhx90?}(otvi@Zh>~Nd!j(XA%aerdI_CMNWGrVEqh6T-X9wkQ>0}j{~pAKcXgWh znV+eE{WE{Db5qT(I8%wk!Z@8A(hy}V%<}u5v%GDba{U^rKC}#1FKQ&4$jb7OeM|=+%8vf) zWV9@f{&i1BN~Xs0H$$Qi&!ghQ%??}*fCU>_>BtUz9lJ2SQ3snbmmLhXYM_1eqJUL4 zx3UjcF>u>>6FrYv2|GKl0 z@*`-7l^p3WgL^)zfvPD?QLL*u^ub26jDR)23ff!LO4+*%=C$>)kODnAuXLT5EB%y z6nTW72-%nOmpKX?PChLi&f@!z3Co$m@M}O(4D5B%O;v)}QQ%FdJc#wyzxX1ZR24ot zIZcvM70;dgOGR`H{w`s{V_1APwfuAj+JPaE%7qbvAon8)KWhZ$m;$Q6nl&zatp@%d zNrrlszrGoEosJ_-qp-lAbnf&Tq52^jQd(b4=2K@=C!#|zuQ zBm6nSJv5;;GAxpXH5}yg0N(5Y3dWFyq6ces@aVhtd{b6PYc~;duE1-?B_p7?DnU4v z33p*(7sxVQHJC}}tD&=K)S%GVMUgn_0XzAp0RgRp`Stya@FbNdp+`qDt5ToEgDpnA+Sc4C}F~y z1~HSIk3M86Iz!?N7h49nt60-FM6WvogsHZ|Ha}xK!li>rX=50vK03Zeo3CB2yq-JE zY*I@3uEc1|c|ud}rzvOiOR^Y}Pk<^@Kq*lj$AMh-h!L>t|@Yz{BLd$s_rVa`GrT3i}D%79&HtPy&<+6D)YStsz`;Ms)-;xhwlzAalo|8+BggTq%*d{rH>K>qq!ApT;U?# z&K-uxCJSLl5N^^ydFsf-b5Zi&uoTr=2jI6hI@*qW*N@bj!-SX91=w8SMSAC48!VMM zCLV2=AfQw_ENz8=n*)+{!ll>GR?Ts+Y=D?34PnPcRB;gTK-K~YeV)S;$w9GZAc_QZ zbfkL}(32<~tZ{xt%DG)OcP3@2F8@W>({ zUmO7H&*2%OKD3yq@#i*pkgxxw?Mia%GmhB!)*H%cRrPTM)&_;<7$TFT2@FBz``6zX zGCGy|ahip#ZN|8qLzmNWYzFq$XFj?fDi1$Ip+l$uS6jvtA_3LL#MsdV%XqK(pJuHN3m|z?e?mt*#$HELzqzt&dq9K4;GIxz46Y^B% zB@N(v%$oY6U$nv5ky7RURA}wsEO8eT@4^m<7vBf5ek`FVfX3HvuxYB)5Eb1*hHYYc z?HIA$Wg(l-t zbd8974#Tw7S7OySLd7p3&V~Vm`Lj^QG|uWXrui_^>559MZITy&{AsrNJ0U$nrUPXqTFB4Yf4BcQMBAM_!&i$88 zx&Z`)4--sf!rD0EMFglS!S7h)&Ht$U^?8$v1dRls)XGQZ4ySsI|K?haAcnxl&*d+x z2|)}=dAOX@NIz#XF1EBFGzkzzq0t`A_*8^g0zufH%D+EZd}Ka!vfQO=hXx2BAY(Ys z(kf^tIhkB_j7=!N)lsM^9f0Px7}BeyM1UE0BzkLKUOq7KAWB zah>xrJq(d57Ic9GgL5GVj0GRE@CpkY+W0V!g~8MaFlqc$dV`ZLio!%X(T%?WczghJ z7xnXk@Q8X|s6PSHC-}q<5Npppz8?hSF{MLfpYden-48(u*Z>Yhl5egCnFr{Voa6~< zgg@OVdkzpz9=vkr__c$8On3wj#!+*gKszoVIyVS5*Ml-!F>NfY4RBF?8|%gQ6QXH~ zu37!=exQP)eXTV+j0++Oy5eFN<0$X^NN682ny3a{3x7AsL16OHKY<5idWhmdZvg?* z1Az3fK;BeH4+pZrLF`f9uw!)G~rN@=>Ub(XwT^)F?bBq z8@j0qvmqt#yK+$ez^*{n+#=rTro+oEF2au_5fM@M z$RtT3{N-dk0o7uRJX3R&>;L-U%}9U7_CTPGsdVCo@hYN~k^TlHj{;*tGq!>B^sk7fsMqWLpdi>hrzT#RTO) z81)Z;3o&f_8q}uYB4+F+(WG{l>e!yDjaf)YN+2Nd&l>ER;JadXtBreOx{(VWR!3fe z_o-BVaYye8?~0T#NFx2_234@2=W0GR@%)Qhxc~tldT-iZ&shLZ4jv{N206pJb=wfu zLvM_I(a}!m;3c(|*A`&5b)I_s?qlD^m zIj2N9^+`8QPk#dJ`c=3E{$Vr+>P?4xAAA(PtKPe}sp6r9U>ozr1AWQ<{YI}uS8uSL zFW4aEN%MKw7X2Xw0P~DeZDd(5zt)oOAtdI;|5iq7mSjEXMV4@$y3w(L;&XN9@A{I! zy!|}kFZ)9c!AbesPQ2boDHtKZpLJQ=-2zejy?Gu`LPO zkuV-ao%qv#HH8FTmEutc@T}nPky9$_u8!VF^v(_Kl{J4D$hq?@u6+ytLe8lLG4SMk z^(dMCf{Z^=XILLe|ND~gsxw8WXIUnkf$y_DtY)1&c8cEi9cEJlrE+_?;T76_E8nOU zWO|eQfAxh|Ur1e_t@fF{?f1qPAD%98bs`V4L6zFVPnMo&x!1d}fBZEM=D&@TX0!LM zy$uMP3201s-_zt#wQ#)WYPwplq?%Rl%eBl`;34XR@go(7-&~t;u=+$2js|?_Um8#F z`SRK9uA$kpUivkaUHSvF^@Nq0bS?nHlCf$2|5NUV^DpgX*et#+?&}Ki4|RzPHR98L z{XDzX3+Mhqtyp(x{ZIO@f0;^xzzLYgeef>h`t!_$STV>M(mSpHDw3)fUj2Okz!fnyYj3>1Fj3J;?~&Ta#Dx z!d~{}>fWBNHce`)g6TD|Ypn9c&GKT_^=_ChU)kf#yfFoB{~Xt4Xcgd~ zrTc*sSIzPbnqNK$f7O$MG;Dd@9rNjBfBvs84+d%gQ^UmT;yBg?e87Mw^im5b#mH|ab4`t9y z(;%TpepRbDT1^^qLQd0jokF+>5sgYtz@uNZLy+=$j}gu$7f&G@4<9$09RYD?3X64H zw(2n##dXTFr9USpo%>Lvc0}=v7cBH~v;``3pGkK1TVPq(74bo-B2c`EN_kL1s4@9#Eh&Z5L2zFx0_kT(eo{BBi))U?FLx zx0nWv5{2T(_|>9xWFc)8WW{3^e62{dCNe#=Q2&ppwepgUTbYjFw=@H5t1H75g$W!W z?u;zyerH+!uv5>qvhs5DD$4F_2u%_Z+v}O_3_NJTPh6P_%6CtFibTx92nkEcv zElsg`kvXzwd_|iVtdSea%vvVq>U*t=JrOs_;97`S$2Spm{&3#qpO@If-ef@;kvOX? zoFtBy__#G!ZEy0O{R0QBshD|}!_9j4-Cd>1?z`pNt;~YA0&?5WhJ2S@@W142aBpwD zbOiArGuJ{Cewq^`c_=yibe%7C!7sqqrxe`pxEt}2YFPDg6<&5dsW{N&F_&EGD;Pdz z7FEO^9)9oxJ1qZmAlaubV}F%y-ya?DvJ)z1;#G{KNp3{otneG2bzX5wmLkf6+(G#^ zEY#vr*S&AU`qBK~KsvurS%y|$yf?d+Gy14-y>Tn|xPw07ODR7W+^7DvdK{OK_57*F zern#F%(`UAQ((t3q@L!x@b~+*4nEn84yUtqsl2a8maSuo!4`l>H%vDRE+5B8c}B;J zZwe*KUYBfe$}&5sf&sv((mz{AC6+wl+8a@q9ACkR ziLGtB*gJNG+GV|_OVUdEP+F=np7~lqOmWa3rZsGNlm9)?Qi@WXyOH)Znm!_%fk$N> z*l0Ue;}^}KIi*|ZuEU3)*NI<}cSjs8K&d!o|C8L83~-XAI0<*> z^GW|*FpPY0OEz-8W&%!jd+mD{S%~D+dM9fB@&BgwMs&CLmza(<5&&31-uClOg^j8JC4=1AcPw3wSe*Cx!^->Zd2x}P)+AQLS zCCAdP^bRcZuHo|KM1Xu5Y#?gE6fw#IJVM*gckjUF2565Pm?>kl{i;UbjeG3HyRU*p z-l2aqq_;1xCU-8}GY?6rAI3iU;*vg-p^ThFUxD72vZfdG$hM*&m~f)S&Pe@bp&ICb z=n@8AY+Uwxy}&n7~C zyg{DqR5!Q8_`GAF5~=4?y$vRkFWzIG$!!t2V#o4(&Q*U5fYs%Ir!I+QO+IU{{b7$n z7!z}?RaE-;?Mo-1Ye?#T2V8ZDtkXT&@*co{YTHu25+Zn z!Cm(vk@u-4-FoLLbgXvxq54F`aQ%f{OSfHJ(M~Y=dX%3c9kJaC{djO6=%-Cu!TMNO zaGR2!Ti`e<`~nm08i_WqMH2zaRBJ_@Eh&&F&al<-Ub!Y;jOPmj!|oVEX(|Z$0dhGq zjX0KD9j~Uoly;C0bbG*89f`D#bc`kL^OhDJul2Xfh(srz_w;PjCCiFw2T8OSTR`i4 ztUI7tOpSJ7_Y5Gou|et2JXW+b2p*@}F$=WELh*FXi=EzYc|2oEz?TEir3ca)mD z0@5NPvY2QZMJ5W6<*F?4mK>Aw4SVA~2#JGvSwKEthFsNA(gb@trXe2Sh}uuGvN#vR z07x{!d0HP7kC%w$?8CN;_+mN7%>coIM_`LZn1t`4FRUS@rIEk%PRFeH+{lbO+2&(S z=R=-DI<)3u>?>mL@blX1qfS>OebloRkjbDB^~zHZQNT3zv5)5i>xhc&T?#sMSlt7~ z->aIBvS9jHa2qr35D~EY=Slj()S45CzPD(oDIk9&E%>1Tj7U{2x(pdE3v~Pds+s3G zsK8y0hZax}%dCpGi0e<&D%|TTp84~&Z$SfFk=)#(Ju3QIZuEni;^q6$F?K?wimH#W z$%AvJy~+H@y3jO5^ElksdE zL>^2m!t4uxw*iH(8IJ zi0`n~vP=gXu+UX(%;uf?m_yfBub9O_1izjm9C5gLEcE8_yqgi)n3W=wBR17&3p8zn zAhs6kQ;LOv5{=p*DJm$6DJe|>O0lqGG+>MlNN9`HO#@1|-WH-VGgw+ecu64uSZhIR zjBMBCCN{xydlh7u>_c*S z7*Q{Qm2TqAZZZ-4R>o{#Em`97km9i0?HjzH-TUHr3eXx0uBY%8Q!!q7P2+c)CZ0A; zZ8Xi?#XCEwzqi-;$pYnJQI3g4+fcJb{K>7$kUIKZrw;IyK*K`!gi1hZu%d~;w(%)j zE#MKHJ2Qt}!jacE|^93D4k&d#yOSm-u35LCzqDyQP6)bOaKK zgO9{aW)@Q~JL=F8p1;Yh={O=nUK}5&L(!XIw--<3>Z_?QcsKuRMd!2HOL~*4DUjz_ z zN)oOVg#FX*Pio0!6NGX#jcqnSArjCtI?xA0*>g_vZSRM|-5^}=YAH^Zr2JK}GRIhv z&U=c=W~>7-zxLz165&1aEl!KJWdx-eiaZVqG2s20=2~*!F7t@Drmm=LBZNaI`V^Y1S&Z=tsL0EkX>^af9z6_$H3O>&7H>zZRcFmhd0M<&$dB*@1o>NvmYSMjFs{!mm zV9DRBQ<@bnpB{lfLcgOBsSyuvb)^JkTpV}2RH_(7 z2d~rN4%A1)Ha@U3n@*~lq2x|-e8H*m*C9qT-6T*D_=YT2Qe`_sW&9OtPe z2>Y}}loEg`(!px5h`+Kkt=YsChGo)s?}8;M&$1i0?$R6f`#GR(jn4Gov8E%=pdiCo?B^&f_(;Kz)!4!|uvZZ# z7{Jz#HgMoT!lo7@J};g{KabLQe$M%M?B_)X3eQcSSsk@m`)`kv`k(Ky&^9sX>C@Lb z?Lf+bou!c=d%Q&I%@MDmlN!W~(xPOY#31dPrZD-b#VqW_T$ssg`Q+fRiULxc_mQ7z zIh_HZJ|f?tB8x*T+yes9#3%S$UP5O3i^4f0SeZ7OrbPtQc-%^~8*++y(q)e%Dv@~k z(h&qth%pt+=D>l=0=slR!B)VlspaL*%Wu(dxEgQXIlp=TdHJAc`!!%GdHMNT$D6PJ z_-|H1>`CdLh90tW5K?aYhnl;go?Z=nHHUwf99OecnvbcT3M5%I^%lCzJOGlkV^#OJ z70yF-tXRP@)=DZHK(khm5=TRa`N*U-T6@ji$Qq>ZMxt}(t=+=ae1cm5$LUq)FRQMY_iodx$Rfb80f76( z_gq4Y%eeK)2RFVaL?@y9FPz0}cW(-g3o@&_sCUB4(IUpSH7$U*7JE-i9CJ;H1b zYHkj@Y(7dwSCZZvQ#L22H%F$?uc^y{7mH|T1TScOc2r+-T9tYhza#|!w^0sta$cHI zU~i?NNSrFO18h%h^NADAPRZ4kE z-|PeLb3u-Jh);Bi2}e$EI)^L^MoQ4o9*!rbhT4eb-5HlH$LdB3PM81}y$J? zRF1U-zL?{hR%!=L*L%&cIalf4?mlR!`ryhWXJQmyp1WbLkn{ch9#_q_k{DLxw7Q#|nx&&Vvx`YZ{N3(kn4I*YX*>KNL;$X`Qjid@ZI$)9#4ZZ*D7taD z$kOxAjQln`DaPGF?ZJ+F`R07g{GYAiog)-Wp=Xck47}cD?n_&310Luv7As)Hj6Gvv zQwP&W29lbrS|D?VoRwkUb>)M2ADru`BUtjlF-v-53y^`cnHbCv-)KER`%ZIs#M%S9 zkAaD{Y`o41`!TNm^xU8ls(T<$TZhlZs<QSk$^xlM49+3bFMJDD-4|ft{aIi?EAQ zp?U;ZU}_F!EZ*Kz4rLmMU+HlR%pcB_nsyMLT=HA0&vR4D)9Wue;*k(keqv=Os50Pt zN6^)m76?JJME0L*nPZST`>mvhYU+GWoTnV|kc>EkQG2QfcqVWQR23o*~yAml&W#2Tg)t?KleRK%1YkUu7T3vG$yMTNqdd!bM-cm`pZFu zEfpf+43sFH4l%5JEWd@lDe@bnZrH^L)+42f$QM9TUpk38wO;A6w=;Z_h`7nc&pq^uxKL5*1SWz zNLHSKrH&V&YzUeHj35JlIcw1`X|NaJuFx0)Fzk11#Zt&ExcnH7_aMBQEGa8&F*hsF zQGBUo0RXMeeRa~R0zCfvy}mLVu#bTqxKnue$I1+YEh`WKxz_xinp0Jqse{ovyXQ>K0#T z#`waA1@(u`&{z$W*nUs2ls_d~L=Z^5&tj-=MS+C-Nx}nTui2qTBt)+$`((Exal!G` z@&^X1ewPh8j{E+qkvCDs%kPyRHooh z66Q3wY|4pq0<^_ehzsjW@NjalTVbefkm4~V+n~@RmO^-mzXXJ1{uEh%TckJMRaY^3 zB4i6cq*)XqEj+?6s&Hg%%xBDJ>cu;G*6D2Br9o_415nxzn=QUT5|+yx;cf)i8d27u z8If<`e&BR{r-SFAq!au$+K7i7S51q=DYU$0MxpP6P!az-Hz=*zMN{*w0|X2Hob+sg z$8-bjHi>;jJx4%8``4SN1B$y0)pot{iQ2G=5%!6?EpD zSlgu&fMKC};)iV#UScm7>9gAl!07?5V3t(WY3l*|@KN_i-ok;NO;kR+Z$eWXlFVy6 z(0S$Oz}49-h-frWakb<{a^WY?yEzuUS|s~|K1G7O%`rMl$_VcpX?tT@6{jK596xRY zoz1iK)DzIcGF4LInKf$G;I`;z1PS)lYq`cA+6&Dy;BnQ^5L>|!8(kiH6F%*NzV+9yg{38O}BqME9^SEel3U~Q&L)xwc17WcL zO~{l3gmwNNCauYWOl0ugyfv0| zJR9SHIMc@AX_|NO>m^N`*U$OtZcvB<2Ttj*2Uo zyQmhO&Rj!%38^{rUY;pM3f_bFTC8Zb|MApcs+7{e`v`)NmjgcAtS6o<7 z9&P!c8;Dq8KW~3?lgFwzc$-QGZ_1OQd?nWEen;yHrxsiB`RKD%wj;weYl!jR!vZD( z$kv1_lcyhCu0U@x^0Xs{UrA5pQp=u7{^dwZO^}5bm=aMh_`I(J8D}%S45~dcm2WUizHz?k=AEf8tZWm_I-!PEM`|gY~|D-6qcI_hu*>~GiGnkRVvM|egBqKl-U$^dEG}GNwEFoyPvo;>i4t#cFO073rVj( z`2Fhrkn%NUKZyf7`Fr?Azfn&yRI-l+QVt;#6sW-U6U-u>0XjsU2|PHlCwJ#=yyj77 zb{NGocZG9=|JdUHeMoxCBMg||mJ0y#9VJ2eb8u;<*nfkTCqeikdVe03@gaQx$EiSW z4U97wyhf7W<$zJe=Ahw$j{%3_9dzA1@XvPoY?t}>c2dZFI%bKEq1N$IiZC3J@9pLY zY{fA$gSTM-nS=T|Z2kktlJ-n9Ai`EA$Xp57bBXL2dgeBhu_ytPRkx5cwUApillQTZ zmCufhw@@yyP^mJDq?<){Sx8Mq-WEmfl>jePO_Dl`s zFQphk!aPxDK^0n!Lc|xk1KSMT@3v)XL+b2Jl>{^pSs}46+GQzGak0I#c|x|RR^m|) z_H+W!2@g?eR2?G$lNwtOwj_z4L~!(iu~%rDcAdvGm09r$i7k4(zw${s&)djCv)&fB zrV&Ys${Xg$nt;d)&k-UEXj2Ijm$30yw+S${33Rdv^05i7*G?XT9)!G@(vYgAw|0J zkPeU-nuR3Q>YM@bhp<4kJ`T6S9d4r>&KTL=nJhcAP<^(Hue>!o8UVomrh8O6w1(%V zuq|JJtg;CAl zl0C_Ts`K{fYA^SqcN+m60wSF@X*}4VzkUOc0bnXF`3jc0f z+Gve;8e0z5{Ho9S^`!H1hBJ>Rp#CU*8Rf#2bXj@qjDkC^%IDtg zc*-=g{E$4oS}^_3h}ROICfqgFZ8dpn|CP*Pl*o8aa|nUIC;56sJ$|ffS|r2%c~^d? zT-toMX2>^9KF6w5U`2@A%wAQ;oM_=}PWqR=G1WaCw@u6Q$z-pkQA_zk6wAP+AitGZ ztO*|%_+}Y7+wT3icBfzx@~j1V6u|e7fxrKQZkY``xRNGBH+< zVjs2Y_|8A6Bd=O3>n%BcSP~81FKu)AK0marqpa300SDQp9JMPvYF~ZSq4}s||52x@ zqt44mT|OUm`T|)*Wl57@UqWqRgYl0UrNx<<)y^$Kdwk z*b?J>Q%m=IotBb?Nknu!S~%U+tnL`dMDh*5b*yh%)Gl4jgg0gEc*^qe)X&E+{5wuZ zdoq@fi%WQ>G~1*rc!oMHrRzUQAIVONr@LhyJ7WE;!tL05r$ZN%&GJ4km9w*NaeGdh z$(KWPE1YKj&CXfNwSHRFirD`w0$jHHul^2izEdPurU~S@;v}3dfewjt|~fGwFzE<^IawzNseEu)n^)?Y)wJ(~jk-JvidN0gAotUHN_qHPc&3a*e@Q*e!O(ocF zl7+j~ZC8h6E1Q@lmmT*4?`=1?QWelW-3(+1usN^bQxol~YOAI3QGu>zsOBr!Luy1B zb&p9^|KeZ11d9-T`#IV@EOW&^e}x@u`m;mETgrOl#9M=rH-8_`4ZXW)T&klbz|h)u z%KU3dbeyrMb+p^x9FFR?g^aujSD=iB*=H4)>YH_-;>io@ty6zT&-YonbzI#OR7BcFaC8~Il{Udl&!_>0Jdk(&66&tv@Jo3qj zD{ z+|%dd63P(WXQ!X}y{eXVsyyt2ix{s*5PYHZ^fJ#o5#=VQ#oi9tLSkW`dGLLdly5i5 z3F}GGzdRQv6nHzr-o=3p3^3TzoBCL1Sl2%@q_$2?aZI~@#5{eaJbcAsI_PJaaQ}N< z={N3cC$ub4p&{>dAHYv^IG?JHJ9KqA_vpZ(!uLykw@!F1-&4yhmyh$l>ag&of8s^+ zvYjc;{54wWWpJ%f*x_SV!R78CvtnStfZxT@kMo?=H}$F}GnOd!_T@l>A8#VQc!{@o z{fQWlvZgqv6@Zej&pUawvgrbqz+T}KeVB0nSD*GcHu1#w2}Uhi!e?gYVP4-~G;X_E zrWwopm;Y&haARhgji_cOO_m6kUoQuABl0yMTu zWPjRPeji?{WT$5#otuv72pb(v&fimC9Vi68%{m<$d`4dGOOUwVhaD(oUJNN8?7`)uM_ulEpR;L{Qz%|jnzuhhNy!1@hM-z^Ve^_nq`tJyjv@fA9?dzS`ExXqn z!1*@z8Anjzq_^;hxF;}-v}JfQQtLK?sFjzXoXuAWOX6f7EdpOy&*m3}W`^{uqAY1L zasFCy0f*x>H?xcz0Eo!JkB#P5Y3AcytcUfauVFufD@Hfk2S6PIcHoN70V9W=0WetN znTk=|0ZB))btxk5<{R^$YAlPDisd-+ne*n6-R7zH2V!6X-*t(fbPsHgTc&z&JgA9Ije9uEO_+!tggT0ho<}2jY zt?_Eg)z4>EH?DkbabaC%-1FidsWdn-2TY7bDeyYp-xoU(SpqGHblP{#-Y?4DFKPWP z{SNGIW9s*0YMkxU{dl#f;El!5xytn-H-wp}=3ApztqE#3fsXw#P3gz3ATM5aZr8+8 z?Pp)!tgy5e(@dH@TfaHF6panG`>`ls?fR$Yo@3Yiv!lP-VA`<`ea38b%z{MB;<1>3 zJ+N=fB2eJZr_P(jq{zzYn}w~wqQlkXlcNcrd}2P0gAE${Rlc~EUDQ^{-h82+bG+d^ zrM=^w=DbE?j%TKNqIR8){OnhIR*QMzT?h5oQ)8l99tuo10a!|)mj;5D=mirB=?Snd;Tf@5(BsgVcY7t$54%MF)m1}_dhxGw*; zLiaZJ(-QQ`%bReV&G!9JMb6a7UHwd@Fr~?dj*mTuABG)y-{Af_E=)UEd8XOtZKYLR z_@fzrkH;hDVcBkT4YDgUUsfM6owz^!e2G+!P+jOuLQ7i@*?)Q@EbWF#eaEYY?LQff z@gL(h%+flVw$!G#lmtg&P5ch~^}P3%2dh&l-YPuJ=^_^wL&b@url@`e%75Zk)o(5r zs2r^(%ttn-e>5_#b$r=zV_W2Tnd{eRp3lB3r|eGz|2vblz19iU)2;o!v;9rH&X=&| z`F*YLREKHcLSq*Y#`lj$kWS^nIniUmQpNN*xY{&59<0C3v^7(7WF!iB7BiBPnkE^^ z5)I3RiMzDVZ*@L0KMyLd?!TbnOd)3WV$v} zf+gO-gc}(fc9RrqoDa)_JPLpM=J)38-8b}C>XtVVjcoBY7f6U?ap&2&Jg6!1EPZgV zEM)e<{kw6(4{IyrY?KnuRF*z`SoafBS@$?x!80+GQ{bh#%+e>DrBsE|Q7+s>h-4*K`NANxD%m{`X(H)?Bv4LH(=#B$e?LjV@o2YwMq<>+xc3+?sj> zyvmz;MXt{^^-08wHup>4RAxM2RhBmo9w~#=y*ZXGTj#mmtzqTX(p>&zA`f$&{qH^>@XMgT9Z$r`4 zTbB#|$*IWa4^}=?W(MDv!5WNCZDH@8+;jZ-UO@7{ANr-Y=I_B(yJ=av=_fw6ea%6n9THL7a5`Vs_wIL0^o23ma z1HmpbeNF9FZf;gWpi7+Kt{FvawVk!q<)+r`{fogpQid(#;Z>S(?KdP!F;zkC9%N%H9)IePfZ`KK{h!bNml= z!xKjO)=$6JDE}>1ksUd4p5huO`Wam!~%SCVt!gvYWKXv2Nzchdr@Z%caG>r10OWXYsy_ z&-<8_Si8Tba&zZP+1*OV`V)!>=N_1#DR5CPP6L<@G&uiEDz!RhQtm|N2A>gPB~E~F z%`Zr*^5=w!%vC+(z>edhG2b<0_RD+0#`W$vX~)(tcL2zf&0cRuijCd5PZYbvN+17V zM=Z^Oh!2*hs~(oE4~eexpvBu38GG;K#zM1+uqN5@@?Ok_(W7%6O<7S2A+>dnFxspg zt}*UZ8E@7xb+4*iErAl+*z`b35Nt^x_`xx`bqrBp=GjuxGq?5yUsae9r(PX9W}-ZfZ%WgV;}Ker(QBI=NtH}Z%vOZ{*jS;7 zCTyu4QL(xslN*~$Nj-=9@ZNx4bYkXUgi8z5>HO$P-TGO5m&|jG0(xKMu3Z>U*ap@kz78B(;SxW zIWJR889c033h2#AP5V^w6*yh1>1$=+hW4g~S`_!5I~yw{Ri*m9g}oGIYBm;3tW7!e3*GzP<&0r5?D}K`GH&D(Lpf~A-bINuD16QkD_bt z&l|6nl}40GuM%Ia4?8s76B5RCpV{Eclm0Kj{QW=Z?HRsL#a~-qRTe%n zebF^_jf30k?0hK=cs?Gk@ZEg|)Y{~bQRL-WKDn-O(oq6 zXpL$N8S&~@p!+$h`KC~zlq3T;jXyO@>CqXU(1B&=TQNK4H*s~ha(Qho3#qw_4?((s zF2Yw26$e~CUVoeXL7=wd>N^Hs)A_&d=SQn^FhoFMV^V;{@{!*#R5TPvGl{U)RxF0T6s@WvD_8}Z)OGw~6Yj+bX!MOwO>5V8L}@&@UVRx9Qljeq%=v-q zEmAHnu8W)}{_3Isef-8JPw(CRYomePdG*+m;AAyk zE93JmvC$~k-!DiaBhc*T1>9`ZgB!JV;#Y3}XzdHei!@V-m; zXY=9RGh0`Je}DL_`(MYWzw6JNK)47xH-Sb1>q*A?aD9!S@|5c-W6YBzSGjRC((8Ml z^l-w}DY!=FNr8b|8^L#f|0(^)t4#j4ds;$cM4*2!Is5N-B6z<~g0)>DaqqJ;fU?y} z1)J6$Vrh4OnO)lV2khHQa2-hO?tj|RGyfy&V2Y7|AS8Bbm^zz0#XmCM?ROpJO3H{} zgX74Y)lWz+8Cpt)2C;Sj^iypC-`d&mPBLPUjTk2*XX#%qiw_05I~6CAyA5>Ixs?3a z%h(0`UuC|b##ievV*d`mpBQeUWt*v6fnOz^~M6zzI;~yNZ0P!$Q;U z04=w(LT~#c^HLlfWBjI1Dh|>6i>)(zXY+^uF7^HHzB?~85Db~h%}4@SvQFU{j`r?E zDbF`clJ%SP3-zckq)PHqkEU`bMs88|E6=f|9FmsBL9L0rn#XHDcsD}axO|}13Mna` z7R8z?{F5IZiN#(u)?a$Fjkg_Q;966hVwNYBURrDuMNx=X{Zy$)2PuBoPHplOefaG6R9{N(1U38T3$VY8VYimZ%;?-6@8I z>QqQ*w?UiXxkmN}_?@c{_AXR<_tqGh`8i~E_B%yj6T<45C!D0Tj~eMV(k-MGHPsdq zM+bu=yG}(V>h{ZMe~s7OV3eI+yfC?K;4(4|Pg-B`n5)ij!633=Z*swGwT zo}s`CCq#Fg24sbd^YIW~@sRTIR9f*=^YPMN@zVG4)?DEPc_r+5W5;DS+#tih46F|f zPP+T}srBeO@tlqt_^k}DvN01CJvStlU_ME^9ai{F%hf2_;;?Yr!aa(RrPu3ih+O#F zyJu599+Q#~JR`xgGgt002O$td5^5!KrU{h4qJ3?2TnnOdU2NFp`=pN36NE$XdZn9C7{k$;m^!T^>R&x9 zAT*e#V_$54Ss*m;SOgW~{kC8tbGle8cb#VB=m$!2PI=`*8uaQ4ec8128QB4vop{w^5T8P}i|h*Qs=``5~Xv z20DUO@UuKW22!vX@EFyby#`1jnq&y&V);e0E}mz(&3P5~b`|6{*(g+Y>s=AcFmM=t zKj(3s3LxUSj&b+{S+nxVHQZPGsXUNQSm=(+r*)GD#}QfHEU%z&ZRMdqV-x>TSS zJLk{L6bsJMCaWtmANbko<)&cu8fVPFGysCe)Su4^nMg0JMZ<{R<}{|lG|3{%TGu)S1ElJ@a5S|)5V{g%IpQMxO zFfD2YnzLv&HCykXGUO)5$WYj?POo|{`L-ZU=2!gER{+|0tND>98^MKE5a;T989p$X z|4zAN!anSc?lNh8796GljdGeYxmQCAobzw&^=~;3u^l*>Y50*w66=nAH99v58GDB5 z_SDsFakjRw=&;$e=B)lrpKP`p!d8BlnS}Q6Y-UT#&=i2i&T>c-UiK zJu@EN?q8w<^ZMKSRJ+5M(dSEzf<$AG`igGZvVLJrp1P(%XRdQgc*q z;tQ6myWDKCIF|fu8Kbrg_H6UUyUvB~QhiyYf*YqO{RZdTY z%=G496MXUJ*Vjf$Qoyi&Dx$a^Bbythg@<7{(J;mW-H$5`hxYrMNs_}j*{#YzP$iyq zCk}x4!zC=aBYQhU+oVUXs)w(OSEe~jTYB;9l!Dzg5Cmf7uDB$XGskGzmXNcGFiU@) zkU6Je_Nf+psE`BaOFc(NnoZiSDu%f$KVtq#(oAn7DJ-n= z!vo{eKPSw7$u{eiR(r@Q9V_?F6RVCjE1otPYrq6vO+P;CryKj>TJ&<}_om?xL(O-1 z%a?BsD@%+Gij6O~zH#{B6@cMF>@oS)SSNrqcl0yM-(k*kEu3!NIR8lxR|DGGk(yXa z6T7~IZdV?9skHktsR(|)=sYO$+#gA}%{pdG)O;40_FB0G?srlBK$h=8k)HPWzlq1c zmEgrr0)ds78-_Lbh3wAgJbr`sN@C*vn@qmwElSs(`^o?0B~Cia+=#!lq6>&uru4RL zPoKV{kmHnWsZw;$0ShY+ou)Gdgsv?30pwIOrm2*tFWxJ=hlLK?FT#XwC=7Xnciu2E@m_C_(XDMIHb-J5+R51c)5g~UrV#uu>cZq%| zyvfY0FqS^)ajIQ$sZ(e!gM_6~eE}{dv|JM!30qDGtA$g8e<{7}E2G|yH5YH=2{^9w%7X1p3JpRzqic>peUU)KM~i0+ws1UCby!# z{_Dq0=&4H&@(vAPUuGY@QD`!I3buSj56cSl`|=u(*4w0_ikIoGby7bvWANtEdY^M% zK&6Uo66DMUT9|E0?kFZnkQrC81dxkJ$}CC8vG@ebk|O&S$}U$w6Y5h!L(v*wXgx`s zqWw1Fp!Nu*)}-yZmnUc0^H_gewzY|r;$(@v8Aa__rjX;4YBLl@e|=o~@FK1zuLQajlEUHV~_? zhb^1P&6DnUCm`^#y`r&8AGCSk*p95XF6vOq8y=SV1lO4q%dzbS1nJxOsFF^c8OsGLL7}0i8oF*u7<*I;~ z*&nWl&{{q1wdjJr(D64%N3$W<1ynVMOpjAzPHc54)f(vjVSYPRb{H;G$hU}Ad&5K} z#6E3hDqV;!6;V3>81qT)J;@Dw;@q1+a-1ff3n6nt?Mm6D=I_tEMD>&j#>)K1=V!w(NF``Q;r;DuEJ`%P4)6i?56(Yu6oaA4 z+kO2a?!?-50ij5ovY+5_eQsy?Q60J@_FjKAOx)P1kgB%%dKPBa_NIz3WICPVc@ zX9F01Yu!a~ffb)2rD{r3&8arXk&3;%_c#5<@sv&(9U9eR(Fnm5(_W%~I7uPDyF#WL zU7Pyuh88moO^N+%2$rImWdL^CPNu>Xl<9337eLNvL$~QiS=_)hn4ESo^UAYe=jUOU zZmQ;V&Yi0J@+j_i32Mqvc&RZC-Y0%L=I`(Q|Nc9aU;+;FQkmSyjMRJOHl;~5xjtN; zlDx9zv`(1H3rtti%JC&2pIi=aHo--Z#VcS;KZ;saiucHsF&-d-h0K*Z6IDA@v5#$y z)xUy}q-}PaRvK+VS;}*00fbA7AZBPRI(1=Y!w&@$O>x&LM3ewY0h{aQUtjY2i&)L-wL+A zSg1eR5XgwvXbXMAtJ7k}jb^F0Wp_cz<&%FbEVnc;-7N5e5YW_<&-w& zy&Ke$)){$k$ETEh4K`2_V>sh=7jpGt;f&9n#IU=Oo(i5w-1Zvxn3k#Pj+Q{f92X%t zd5D4137KYb;})6K>3kvma>;}?Bl{#m3n`u_RN8WT9ZKiNw}%Z|qTA%v|Ih@qYEJVVud@V%z5wDiP#YfmEzaRq81H((v-1 za3F7(SXp2}1X6@}bC3&=f_Bjp`P#PJ5GHZf_&5FSIMEDGu^v4< zY@2fbqh%bvN>C3;VZsOdnZP7TqrC5q$%ILdh*e=;Xf02Z*5-g!fT@Ap9wSrGV?gEf z_D8T4ABfMi-Y|DuM0|rSI?zw%1ht#+ZP7tj%VUj?{ovjS7Eap3%2$rO9--3tf%$B z9+KVV-lJSPbZUgEiy$#=ja$&$%q@W$i$VI95I57+zF?vJPQSYn%KNjD;}Au-V0E3Euf-1DNTEgnd~7sCu~ZDOPQj0PfzPz zG2Z66I@g(Tzb;<+S^k}4UjckS_j;VSNBdI0k_gA_aHvsMx)Pm;&QR^<3ji3nzo3JS zY~qpMV-X^BB4K0NP}yx=g|C{Y%!7KzXOSj_r)6P!a^|2FG?ah>gCJjE`Zs*mZB_TZ z+_8eM=AJHjB~zh!qmy65eKpX=qMMZCs(NHE63jaz>lwP6DDajZFVCsJnwfe8cQ&^e z%}!zt@Ofd1oi0B2*)6gMNbKj2=hOhg87W4}6*Tm%B_41SpqCG^02h)W5)QA_@?2i? zwiHa@a<90_jdDDdYWEOoD>E&y00^&Vo%>Eb^a?bF@!NIA=9gTo1?Bs`OB;Y^EjLYm%fmhmau_mMx zDM2Yvn{^zDdJTDXAqTje$E$35p63!G8{f)Dt0sp$HTJ!Icr!Pk zFevN_cQ%<9&W2uSGx#}{=?d^lo)OuUnE+&1O)T*Gm?r54ja5qMFcz==bwhu>+9O=g z1Zhh4NYsz*XmpeDw<9{0U(c~@Z6d@sQWAAdJ$N+jJu{-T62zit2{-w^cD*Q0APd}( z3$pyz$j?7;@f@uUre4h@IH$^U@@Gz#cKr_2thSg)U3e+} zN6%V|Vx;eS>6$yW2ISk>NF1RgA+0(Qf!jQ)-(Az}B;y3irVVlSjXXM*otR&Kd#EX9 zW+d4Y>D9W+$9$ZnQM*7$N{NR?ZIdegGI0CMzO5VvNc}HB48Bu-sdT#ZBJe(e_*}0S>-sgG_Nh98UIR&g`*-J&7D0QVd1Jh7SoxF;Ol@5fx<4 zhlxkAM=4ZG3Kd&Cnh_L>hY%s|lHe&4_#YGFxd8TL11VIz)=>_$DKNp{gQyT%h+WD& z<`saahP|K)NrXEI&LDo6Q0>%Yp||xohthRX47Otd!vRzWA%ZkLkR}xw*oSIiA@Z5% z4UQN{8kZVF={A6^+29E(G86*NCug*H;G#(2P)WG457?cWVn6g?ND>)C;=V{E1hDZ! zEMZbC2%W-v4I`9?mG&I1(RwVS^H}l)L$Dx6`1AwZ>;jI?0Y?WhZd^iBY_yGvP;R0K z^X+Uduh`I`B;gPFm-;4jifHc525WnWH8hGuWIW}trS(KH4m7Ah-`e)G_U~>}Wqe&ao&LD?%Zi&@p`EX#LwXR-^(TF=%cUN*3ebtr3CZTF1qL z77*LYAgMI`y%AyEWTd$s6yd?g-I&@*MgAZP{R8j@(#6bK{B8?qEvvpgqF5*$@}1W( ziVUtGbF2e`7o((}OCY>nASU)xah>pMoH8^{=*WPOQRi^KhcLBMBv4iPgWYY8Ig7JX zG&@2thlaJq;{Py(Ct^j6iPnGUk0`l#O+5)83vf3)!G`*7h3i}Z6O$W@&8LcJA99J! zKFk`D`NEV!Xp=Y>jG!k`2uKsyWS0bL&Eha&}>3g z93ACJ6`*h$X>39vS?&uH^(rUSlgyf6Vm``zm?HCHSi*L37*8gD3zwib5#>njYg75{ z$-qaS@PBq$Ehzp;QqDA^2N@FY@#-7`qR4EZ`*$Gc-VOu2 z-6Wx@-}uqj3qq+P#w)5fAX6=UmqP%&94T^wDC))JkeR%mk|2dDh)eIO*=p3HBA8+f zZaD6&(ps)fZ+%)T9w6n6u@iGw5+em4yTWK z65(#=k>d<~2`~rfwrZ(v;g*GS08vu_!JOCL1`v4w`EH#qVC-`(4Nz{=hZ#wESI$%3 z*sZll=b7@TOhNLwry44g&l$%;)T_Yb9)v?lQ3(X76o(e3;8VV!jTb`VJo@q#$%;`XtOHpL} z*Fl65L*QdR7lEYv&Ee|ZBkpf}-1Ryypim1bJ>n}w;VD9}hLnq?7ae27bChh2@C8O0 z@{kkkjoCDMAKn*-9p^$;EU=0XoBh&%dMx%BT1qQ(E1vG)1*$RC+-Nj5PUSQBSu&17(3E4I3 z%kkPDmu@jMExkgUx?L!Jsw0cXOXGoA*-_yDaAWR~g(siBJ4RoBcy(aq>RE1aSglNk zEZ~6T+$#`+mU13dB`ZK&U;I!Gr(!ru#DI0+2wQkFO)DKUX-<@wAVSwKj1FRopoKPnI#^JF$p-ErR45`mLL{bJ=>WTk9E+FLcV!MAE212He~L z34OASh!wDweEULnM(%JyT|E$|?g-N6JvW<>{vFh-Qw@nCiFgB(kVRJ7#xsaQOs%H1 zCXx3PLyX|>(0MZExl``ojlhxj(hYSoX*HtZ4D=pD5}1(rVLJ1ZVAf|XrCyfkC>OHc zgO^iLa&ks2tKdrPquKyob@tJg`#eej@DLM3*aQXw1UP+dB?d0M3G!9y6rSgp8~G@S z&ST96+CAXGR~-ekb8E5@2JJl4Rh z(lx9P=^!04zn2~a9m~HoeU@#Y+rOYYS5on1rsA8>-QAfxET;?IZPG!DG6xI^ChOMA zY5HFeiGbC`UJEtyQb-B#oZu>$J`Qs95T|g8TS=t-g3wPcL30M*gyho@CQ$CPX1PIH z{RHryq6WP$)N-w~A+qu!0IWZOsa*$`GZCAlc{!p)APK2$>KXC5+7|G=JgD^hQ0Qp2 ziVi9K1sIGd76^F@g5)zJa*=6ha3KKM@`Dpo4p!a*4*`B7SfLwi1crga+`xyEcqblo z855y)-ZC1W5r7T!Gyplpe|z=^{qP{>*Uar{%b-<)Oj;uSlR)FHv09LgV^O*MALpBU^|O%(WW`hJDxL7Y$sN`GVWI8_)WCS2s{CJIB$zwY555gtH zj%znlM1H3qc^BRU=VTm;T==tp_Y1!aP`e2k9W8>w7GAfW>*R4~f})r@F+A8pG8DzY zj}p=D$G#!r`u50N7Z-qT?9wOHC8Z7C72eIDbI1ld0{STcFeWyClZo0O zrTzhc1DOa%qRT(#jOmtd-%*Q$$%E#RlbmpX368r=M1<189KzR8 z5|z-1Gv~tR%DUi)as|8S38t`PFtmaUE2pkiSVN99Jo(_EKFQ=V0$bjsj)gOM3cc%Q zqM5|Gu>}wdZO9UMkpXr=;eU^9g-Os^XwTRHs61*yQg&MsKEcdvV+oIPF$S_=%dH}# zbTOL{Fo(1E`EJh{JH6`L8XSwIGDLKKK_fiICp@4NdV89Tj9D9r?O5!}h(yE)I>kq4h-e7$V~y_)R)ro1Vl`uKN*|$8I+Axp~aJ1&I1%!4n?*KatTd)!rTX=qxo) zlDj2MHOd2MpG9(lLP&sLvx|S9EZB1~s*En1d5BKN;xR1#dJsb>=oc=81E`~Pqb2z4 z#FX?TjEQ2?$DKj1IDO4$VMF|aj3@tbiZ;%JCPaMV2ks~f%Q2B1S@4B!)Ef`h#g34w%zn7!dKZqQ8tp7UNt5 zCW(9ZuZoKjg*u4%?!d`l7XKdeAn+eoUZPKj;G)jt{t@2YeO)7UNlsl?x&bcPzrSk|^pP14;Zt(!Z)9{OW2DW? zO`9rv(gjZh%=I^Y?zvSrD>mUou=$wW1Dd237;ilusvN9$c$27aEG)n$wuO|2S8hT&CHh&vW%tP2F#&5)rN7 z$%oBrjs@J$viamI4sfw{ZI9=b9Omg^o$G~Vx_))zX*#7AGh?oIDjGeO((uPbHT{M@ z2lS8d8T5Nj+Io&wt-srEK2B0yZu#=Q(d$ix)$?at9~xHIKMp@{{q~6&5C3)sc~U2y zdo{9a_(l8f>S&e4If&JJ=B@dBr*}Vr$#<+YgSg&(?q^sUCmlUZ2|Mz3zUttii~)Gd z=6+Dt&#gLOeeMyFDW~{&p(MdhWBIkE+&6~5+2dyNCwp>J&R!EsxTtdL;y6;fLFPPE zeNCnds_n4WS0Hd$L!7Wym=C?)Pn_HKA?~!9AhyKDQ)_UJo>b||&_q_2&rcIRJTs}-uW% zoh@Lh7ZsbJ!kh_5=xZe7x$Jzz>ZAWY@(q9a@6+?iH~+B{1gu-1HOb`l=@#LQm zKQR~oy~J&pSezmy0n_-Fto<452xBrsY%vu*Yf(e9si_k0c6VL9)waL`9*9* zKNF-)JGFAXOdQ9^mSc4L?`uuETH;|jlx3XehjJmyB+!{9DV&<(dy>;m^DUAA|1PKV zF-=Zt5bbn|A`Sh}PO1u1l2|sPL;Vk=S$R~Ip<$uKr|6w9UyF1a- z9z0*4<)#}%=n0LU?(RQ2mSr(~Rh*$Zrt>p5103e%?Z1{FysaAVwuVA}4(axxE~G){ zH#z>hy;X;}X}`X3vozGwyMz$YZ>;@22d-D8J3*0@wU?4;T^oS~QnNIaY!lm01BFLv zptC8>0`C>k+DBPwruDpGqonvFD7`c@9fo&#t)cQb6Lf#wH{^XuUqwTF*2`a?aRY0{ z$4Dj5y}#F z9ZDQ>l!mw^6A#jCWF-LQigeuc`Exj!GY~QmC%i{Xv-G0~Mvf+FPf%W`6l-fTvdl!K zB+A%5GMltKPpR&z?kcqQo}ME7(QcX6hR@O5Q`ylpPbfKF-0Xaz${z0%ZHSp}CPyS3AMMrA9y6A$48(_ie zjTPOf*k@lR^o8B(eJ`|e*1DGBj+z`7+M8Wy&ar1Go3MJOFd+pAbNXPbgd|-}ERWqL z9hE`qYsHOaJyEVEsML#|jts${mIdiv|A3~qT&VoAB+Zw6%}`2snc2GXqkS~-{KflU z@6f~)apU!wP5mgH8AUlw>Rjdx7Vm zqxK6P?zC}`)^zvo-uW4jA`5-aiCbFG7HTb1CE$3#3l|zknNT~ip5iIG`IvY?P5{aa zrkYuujqWcQ{o(rQbrRtEv}biQp`$i9-fe+!QP5Dry}wJr|L`8{@jsxL{}3Taq_~E6 z?&?6>$PeQL%L`InD_Rh<5R=X0>6|f9fevfU=Z@8PBVXiqeo{}Um|Q^nbotiEx$u6? zw@uRo3`YC+Un;dSe1^QB0o7tVR8a}(t2y1Is8p~toDl3*k<`}vbc?a zRZIWDOtilC?2p|1w@XLATr)X$Fkbd=ulC%_jSFuNrk?-%(U^VaRPR{ib^2%QYgMq; zsNNBc>e&1{jVz)T19pw_@#l4|UYm_+t!LueOHIK(z(7QxO zYvYj*N#^Q}+`?KZ6SC$x2ob{#zDHVpFa2Kc-;C`Nou{up5VcJw40DN=gQ-gZ6wvhM zswC>=DCnw`~f&>)Kx)U!V5VTL3WXo@0oyZbc){Q<~%0OG_b zXt6O87(p!}!B?nM8X5KDePoL~wYez1xd_$RD6FnZ)vArx*Ge#SN-&N{FfC3nZ%Z)k zk4RgJXkf|BOv>HIqIX7twT&TZt%)O8hv5*&EEyC?2WnCjqgk+YhRRip7d{lK)8gR7 z1@p5dOTXhw8Vzm@Q8*Q=Fxaf6#Nz>Pg89|B3-T!wcJw`OC`q#*f4d0&R82Q7^@rE- zjmAVxRX27w6yD^N#k`Gfx#lLAHn*IR3QT;=vJ&?||6d!VCszJSYbNs5ku;)c=nOh) zk%3+^P{^VqY?onT-Gs_L#9f--Az>VKcN?Ml3>`%ST}a@WxF_+plRuIUZct6SQw=*i zX;tQ-W^xTWY6BHp!PKrP(dikfWHtB+G@(Ysgn@F{MvT&+89X<1xCGmIVuKjKg67nf z&uKd05sg~3F{3o7cbfP@7MK_)dK`_k;Rf4e0Z-+Kdg!XR0Izrj2lc@Kr!cRnuD=0S znz<2wz$xG{)KeRH>1UV^9q2;?l^sU|TF^17=lq$FqQ*=@Gc2wX+Q1HzwB-e_WG8`O zRW+DJK)|k~Zb26`Wt7L90zCwtiQ4uq2S`^YfRfn|{|LxD4ID{Et~Gk`5EaXr1$Px_ z`1V5dWf~-bc9^oKPP-v|z$^@(!EULl7c6k1qE5X`yvAqiS5JZJc1jLl;QOk0b4i7o zFlVY7I%71)Kh|+2K2NI?sr`gMN+wgNHFb*(ldVRv?Np@`QHxIa(GzHYs^i)yG}Vac zTBzh#h>B zL_sVfX77YriAn|2>P3&hSfrR)S{cNJVLf;fv2hZ0P;IX*FUdm2$f)g82+M045)X;T zSjlxvPm@^vpH+E*4F9svMRJ~W_>QlCFXpYJ11B_ZiVaJZ(jAS5R8v7(cBfvbD!47& z!!@DrZXfB7pu5=BWSF0{)joE9wl;TG_TU;sI1WX6cPHUHf)0Q=7m5UK6O!q`kJ1i! zZu%}A5!;7ZB*8m!;H|2uCd9hx9@w}ly5Fx#LL*=88YJ9aZ4@IDMMfSDY&-ALQRV<- z+eQ+eA(5qeCvkcz6W@rW__-EF8`D#jZq@%37%Ii~SA$hwGprh$BV!e6`|08>zU6qQ%@ zLAc2+?$HkJ0q$ngQx-pA_dy`z&b6_?6e`GX29t9^>7nzv4Jzd9DAZayyo?Jg7lJu6 zj(Yq~Jxev%>t{35u8zTkWdY8VRkit)Lc>LP^RvKsqpH#r+%^bfj z**A z*w*dlRf7}d^txz+r*5ttjj>Oi(?#ZFF!x+LF5fufPn909iIeL>`jL^e2QcqJ!OTij zfvRu(GyV#8Zy#vzUvs)c6O`|??if{A$&=U#kYfG5_T{|5PfIwntDJHI1`+%5LO}cTQSNpD`_V zI-suy7!*Pp${2J+<#I=V|GkhQ^2Jv{9uVrW@z7=5fqaoj;04Zo>S@(gx|ROLehD{VBKS%&ak#U`p% z3`pL{7P0$u!fph_L7L=Pg~P*G0*@^p>`>J~KW3b9?)T#_4BdHQL} z(75NF(=vZWvUH}>M4udlc^-OyZk)-*x{aMZZ*_w*jM3v@xdu9jVFq@uK;z+$|AbD=hOF?fJ{HQMz;o-5)gu zX8;Tc57Egh5a+A22isB+*ifB|Iys*o3|AhHu;op?Co%orrsK@q_YWV!!$jnYUQ1Yg zRFUVin-sX$$glHgDjF%)YzNJm2`r~EhaaMq(_vLAM-tW^o2||%+I=Gbo!%51Sa~%3 z(6u|al?`k^#eH&UKhaJSg-fS({CR^Xy#1`Z|{tbI_V=+&<8;V|hp>qdr z)Fjkc2#KUXA_3QPOkJ<$fb-T6`yDeagely}2V{fDYb)%>#$mHpAF&?jLL2TvD%-%_ z)W91lTsijlc?fal)o!DuY8^u9ffnuE{e|cSktTFoV%^>CNi>Vx!GcFV1Dex7TCTOL zrX!2fVMUy0!7k-kitBu_q zFU`E#>L20?GNA?aMu=e|Kg?J zOgIyOJakYkZd5ZoCX$K3vcgb-Wh7XpPdCj+_#JEmBSe+d~;0D=Tb7uIkq+lbc+EQHwMPvNk%` z4u1Fl`@pyUlS0+8A>iWM4HW1i`}V`++u3Zy_denYDd_Bbajpx9amicr)bre*ki*HS zw1xEc}N|_?cVPYdqc&2=W!fZ=0Ofht(Sbh`28Q9?gLQ+)MxCEzthtIEFl)J`8$O z)~5FF?->Jz>Zze6)#oK6%^T1h_#33o0oHJo&qA*9xj@caxj1-oF!qWlIGXs6b#l`9k^3d4#d%?mxHlR&fgkTARU zS;(~*(R{z+n^3WYHoM>bZ!ZxROF(Ymzn=#F=A7r13?+YaHGP^C(fRsm``zK!JO5Jq zmi|ZAS;a;5#r=9Ir#`s}^dZ+)NVn~huCDJyI$Y38b};0UAzh)(@djs}vkspn!H`=f6_ zVrH0>bw%_4&aZw{PT@?|lUWtsf|yLo`@)wQIda8Jwso_g*!9AhOn3D2C4EFI z16P0k{2Kj$3k|)+-QHFrgq2G=zJ8IrzEcxX0W)MKDiN^5QBUxA1&M2>8S_UUyneWa zQln7%H>N_V#r2n)*ogE=&2;t(N}a(0-l#z3Qr@UZ%g=@4FY?-I)M9`0{;w9NO!un+ z7NokE4)-w0YaQN`$0q1US53P*kNZ>wa~ehRcT**(L*gIXIwyLtd%O-oe2hr{qQL?` z|Gb@Q;{KSX&^D7l!ysVMr+MP}>uB;?*HF(rIs(LhzT|=<#++=Gcru7}%u$#Vujx;Q5!~{HK{RNentx0<|R(d^&_s*bq^Uq>($2 zu`_~ky}ZPJdb*wSd4Q)!(YrR)r;iM6nQAv+=S~_0gXz`u<$C0El?e(L{oAQQB6~a= z$ETv6VsDYjLjPSXM%1#uHAx%%@K%=*G5L0U`6ERH=|f)c`u3ep?@xUMaz2ftJY7D` zQ<`$Vt>4|deA|D~-xN5oP(5eypZ+|Y%v2zQEO^n9raE|k(0s%@&~^@<$sr|OVQ`9;24j51)}i|sy6rm~ZUAZ#F|mGh2sVV+fq@xy0s zMH7<+jq67j(sl$jLEUSd7@I;1BSbtDnSG4#`mK3l-&4_2kCW}aW4o`esVYRGD zYMNkjko3^!r|y%2SGo3ln(h+Kc}`Jj1krUw2o+N6&sEYob1YQSI_inDg0Ga`cB{~s z9(0bgt;i6^o7{Y@O+3HVGcs;u$#ll`?eNrclN{ z)eW*9N$>05vRv7IhkpPE{8~ctC9kLOjYq%#(@l-m?T?eU0wrVCG^7Sxc{KPztY4PW zfw+>iq~_deTJ+^}wUso|Sb-t^>EiF|v8^e{Qa_GP!dL-$r&%cjTE;BDST@@digeXX zg}qEJ<-nDkH`hEx$ETwY0Dve}+j3BNY8)PbGAiWHyfFn!xs%1rGlXs6O+W}bF*TzJ5>8No`uY%$$G;fj~07vyVX^}W-wGc!>9`L?&C z+eWI0`>=J7GEG=fV}d=SMOi?E=@ZdXitcP8=A@6w_Ta8()t6_V3c!C%&r4L3xLk7B zKGRE>sVw|mdtF+>_+&Wh?}F=$YOQ;ytJdqkPu$?5GWle_elItkbptFqMz`afsQYoo zc3bC<#4|X&>o-x+ErT)1QJPW#DkE{WF=aj2JgvyT=EyZ;8MMZWP&?J1U5u7JN3kx# z7LTd--D#RO@a8P2opSB<=~}&yg}rpV8I1@@q%g5BW0VH$yE-iUDeV15EErcK0v?rG zdX5$qI}gLQawJzIuco%0BLbrQB(4=s)AL%UAM_M?qsq>GorQ!HMB4C$K|<_sN!((L2Of$ z;`!W<(^zsm*`~EmUu`Art}Q+r&m3vdw#D;Es*9O3{#>H6LS^64k~P%ZI#n*-^Gpx& zakw_>%cccBhXJa|ltWjO&aRUao+ymG9N;Q>7n@ z7lu7{CG+N(ymS5qIpp45N${6O*W z=3kX6Mf1$4KyvjJ&!BzfrwawS63(q?_`})iS7Wiy@ZU*H3sRNaM;yVX4A+bz(*-jK zG##7YM-*hxDcGBH+qb5ew5VWb+wZt)KfD##8K6oNx$(sRxo;jjKw^)ps!O4qyqomC z#r`{@YS|=HDPv?Zp&0~pjk%=W0+qj?^bxp9LObMUPZFzZg%;GBgF57voSVCDKw#Uv zh&A|)8Vn1_?Fy6Ma#SWf$UJjVsmzB!J=$wXNGVQ`swVL-qMi&8i;9USh47I=j$vvj zc}ox2sAH_}3go%A%Bt0U_JNuKJ`iN`D0@H>9mnl~%HUBKx9&nGqiTuEz$!8d5gl-; z72;>6WkzzzyalSfX#-N_TvYQ6K{QDrW87gR@gY$Sh>ig`CZRs=vG=pso%eO-9zfY> znlK>2p_kfe#vpw-S{uYCnNWqYA{X8w#(2kxY!L`;#kq>$hLSqq?IvnQ;-cE+Lwp58 z=B~Ws#5`oOy+1L;(H_Y7--K_VoMfPWL>1hTvrj#o#_ke4co}OOM=ljG%pO1JMq3;~ z7^|)PXfIC16BOUzkz{Thd-Ju=Hmt8ZY>4xKMqtWnM3o~tQCP|;`I0!yiIwPKZ zqf1$=IWHGtF*dfoF?Ik`5}Thn(~y9MpZ?-7hFQ{xuHyx_yXqtf<{5~`0zBOabuz$~u_*cd5etvHq2Os&( zywP7Uw9M8{g*3l}qt%h-ekB@c7C&W(hX=6js!&T=e=YjK&?|&Is=!|a>EcO-%puaK}kU&z;IQ)UTsF08VSWoC0FwbXV=Us&qu|3`-VKD+dFs-Pr5X84fxI0*oZszP>)U3epY+v!Lpn3A+?OEY>iBG_Dcy%+PlBQ#nbK=8f!sc^N-z7){ngaOe zq(9EJN6pE8BYiqNr;rsdw>>vLJ*T9h7^Gf*uK-ac>j$}xj;SfD4ktv)%9M|G*fg!7%u<{!*b*I0GmXcB#xsH9D|E!FV-R}E zf{$fEk|MwdjxgQJsV51sj8V_B3_x+1bSrJ3g!0E{UEuqgZQC_afHvGl1jZ`@dVm5Z zn*&*-aWLMvXz|Nv#wr*$G{&YwRH!jp79C9&d~e>1wnE{tpnwlJz~Z?p5*U!C2v8|F zMky|urYf2S9nC8OGjRkDuE8Z7K~Eilnj97KOP?af;5O)J#w9D(xM=oEyrwf?j{-}6&Q?fvKFg5jZ_0zY!`HgK=CcHKut7~*AaA1E5T~k z5Q2fLq1sGL>;tty5tKhea`Ej&KrCyql2)*nl0aV!p4t-J@i!v6J|&hXI6D8Nmz%dRKuwI##7rNuTD%Bw`3mq~UtgNNyB? znh0DH6D=tM4-bx!^ytO?f!j_a4WKb0(`H`{kb;b=Uz;0UC6<;xl1+akGT;P6`$6z? z$yh5G{6zq7OPK*pPT#6P_hlCb(-5U4xDIBChbPuHSTB;#LA}GWAf#H6InK2MY=Vk* z1QXcj!bP5z`)X(u=pgQwF8vC`UKvE9xh{)>Sy}xIh{H3{j*%_ilo&%YEP=eW;SSRf zO=-ApF7j*v!o37CiHr6FugUwtabN`R<#&-wya&?=@hTvnB5u(}8P4rduGtnnC<0Ql z0()DpQ zw{nlMa(632@`*VwmG5}9xhI4nB$nU|P}mD?pd1QDhlRaR1}d$Aj3^7H8yZIE2sFWfo}%zPun#1$Fj@@4AA>`PYs3C)j5b&TsbQkHq@#5%7m2YjYra?| zN7&PQe=QcKi?-2H1hP89)CqUgu`%C1yQ7Q^=F|;lZ1+2|_di$cx2U+k3*T{f-$5=p zc_y1l{fE?rB3FDjbQm4HF$fn8pgI1k0RUmhXYZu3s;doo&;i!Oz(b;(nmsrd2I9u& zo=5nB1}S~SqY#JhVtL1q{2j46)6vHY4xd{QY`GwlF<6iX(qs*BSr1$&!Z(SFr9lw{ zQo23RM&L9MyeNVfmoQ^=GY-W@rVD$ORei;O-X~a2w(Dkk)rc9_0g#3KZM<*|AUmpA(WJDwMJW&vGXM z1$le`W6D(bKxUW&A21H!>XsRU@dhPfd3J=G+@7|Ke}tZu zOLW8%D8d16W6ExUgLXicDj@50v}EwgYSD_r1{1g69~vv*VBi)z--?bSP`o2nV#!Pn z^;0(P-jaz=6Ne}12s6Pl*w4TWu|RHRc#j5*F6Hmwe;9_~XkO?EKNhHt1u7}Sd=)?~ z|A8u6VOQWE!6RQV9n-k;L_i8rm`9Yw64K%l5Lpb7;zPb=JXKXX4LRmjilh;K3KDk& zne{B%7c&H)aaoDE5SNdOl)8lU$zZ-d?5N}VE9$`bB@4%~SXHNW-)*p?BYb5QWQhTp zX~0)Td>qlS)HNcS%5W=f8&OS=rlXrvgha5$g3TIO?h;Q9>uCuHvXthISiAq)gN)zA zi57u=79L4K5GH@%CdE}MdC0G@T~7r%dj)u)U9w`%X%FBuHwp>3w>_e1-5LnO;vnG+ zQE#+sK6=%J7@2vC&cF9CiwzmwvJPgEoJR;}Bzc*|Ur?}R8N;Sb^tZ#q5<+C&pT9gV5e-gJ(}=k11ZJ)=?mo7RK7$;aLdP#6zr z{i83uS!QW}ZS(K9>Ax|lv=JOhBv5+%LZRb(cp)nMw=14rYDaX{{;bsPoK{4eN&$MP zpt1V%fbqBaKIwKvmgV-_AEUP=a{nqFWh?!$le?|YJG#C_P)|bMrY=QPVmd#`-Sz4b zm>2VVFb+Nzz1um8+fqshiIV%=d^a&>ki;mw_i6obis;~FLMm_Mm>+?wPuz3VID0kj z?(~T4Q%)pOFt#28P8GcS`zi8sCGHMF7>N(Lr{?d=NZ`Z_Vm=rwr+Vb)w?yg}{0~Qx zn5AAHSV8|Eu^%kxdCWDQDPY;;^ZS@vKl;Rdw$Af}XR<){%}N3N3GZ~VDw6t%*D0S# zZV!uwbJpo^(^O(j)q1ZpfyFv&spEsavwg!4HlyiJyw3$!TF5W{nC{b;n$^7Aovru2 z;9Ker?Mmp`zYtzS$3SSUB7qJ^V;p#l1D?ag$Pz@x$E_n+ zi#j%J9*$@}OcWj0{)Kq`E!f3ED1qQnvck1hq2dZuM1@X?IX*MFvsxz}gz96O6Q+b+*SWq9)3@oRm8! z@Kp;oL*;?bM2)myPtB6~J{=rSW|Ds6nidRL`CU{{W)R9>LA*RSC5;!1dzipKEI1D+ zxkEu~G*1dvQu!d=8w3Dj34!T4;Ir3B%B2z+{P3(DZvIdGUZ448Afzo*@?-!?^y9k; zHN+DFEFKyUGT{=-4Isq6Yc_yB9#QPKdPvE%bb3Mn0Cb4X)f9<18HwWoP+BV0*ma{K zNb!b|3;_V!FMnet_5^RY02qY_(mzR{8(%c3MV(#|)1#HRiZju4Qe<;fa7$+%OB1*0DAOAnI0V;pVYO+50gyzv7ve{BxuFOTiQ zMVJNv=q74XSNg9e3%}4#g1fhg(O<0T0ac+0NkpbsOx^lX~W%Yd$)Zcgg_tY%G3Sq(!; z0^X|Qma|RSZR#e1&&9sl95?0kn&}7yUVU|%~H`n zf3bT;8>L7lHJ6PgQl{&C4nRZrpqnZ*hZ!g=LAcPE2qn~VDMD-}+v zjilE7KivJ}&ABF;j;21WDlj8WppD`x-uCRud zP0p@b6`DZ((b=^M|L=&t=&W%J%8bWIBTGG6HurHJ_mh3) z@dh4;H)FhU)7AYpv$r|J)hiDLq}74H(=P97JT*gtj*5 zYj!!zrUM(2{xm2vcbT@P2eh&F)U&ULTKpU_=XlS}{{mvNQ1D`jcP-jmXE)4YSmezR zx5<-$eE~Z>rL(#vZbGLZ-@p=$!N}Mm<_Ar)jWT3 zN$FH+Bnx>JYP2u+N~6`2n^G4N9V3e+nsIR1dMp2eZIjOnpE_AzWPZ01SV4X7FpfCV zcN*Us&kUYqO81F_O)RI$w$?0g``YdjZ>OM#cC*sK)+Dw$)2&4`$r?4+J+tP{1y7>ZT9+sLx#-Zvw%%58%Xj;B zCo8(0hmt6mZ@M)}*U~UgTVuvIZ`a3N%gyd>&1K)bJoLI&$|~Ago4>jGcz69c-EM0i z{LkDkvFj%rcl+nLTWCOS*MEd=?OmI?QFI80ap#8NV?Y+ zxjOo3CiUTuyVr+YI|d(3>c#1GZ_NM0wGNB-8YXymZ(@czM%5+_k`ueP62f^9rVYng z&E4BVkuno5LMM51-8)bFWG4L^P6|)DcNK9m(=ega5}F>2rjqPzM#Jex@t)s?k+Sn; zLVI(l*@e%S{AN)BDVhmUNy0Q^E?BI0*U64ruGv1(GH zBC>jday$I;f8NLg_?2GqC~xp8|HrR7r=zB=sBy}zHOjBwq^f^xX`mx+SgdaNPuu8L z&DciQWM0$sR>$m2*KAMM{La|oR`c1NvGprkYdZrQ9Mt9%YI|U8yB=;UWNde5>d^Mg z;h&k~Y@#E+p)=0Z1!w7UVCiyd<+A?F?bhGj!Pe{4(QDG&8|Ub~X5)i%^f_?yy><0F z_3&$ReZ6bue`4d0^YTyd_7Cv(hr0yaxdp&|0wP=j6TJd&y#uGb1AqDlhS&%F@_B=C z4F0AX@}EOUj!y{OKcpil1QrnzA|Lw8FmzZwY+fhqt9@9bYZxvd?3;J^?aS~i|L{bU zh%W!g)1aueps0QSn7c4o;&XVRHyjrR{}vjX35$)Zjx}^aG>0NTv>^o|<652Lzr2k< zLBwYy$0H&V?hpxu0f{(R;tzP@H(1hdr<7lw8Lc51xWtV2$jqCB%(Zu!Q;AvS@3IEt zvk%}ob@4fki8*!IIe7!Qd|7$uto-_{{Hg5x^04<)aqsUk-|xOHKz9~6g%{ps6y9bR z{>b@o^0DkgPWfGaIqH4+^!xJNgbEy@a`k;By0Wrvurl#u)%eHixsNqJKGy71)V7t? zUANcQ6g1pzG+1SP!Y!lxTbf$xn!7$V&$l*rRkz&LwG7s`oHVpxP%S?XTVxtL2lBe_ zs(Wy4JwID|Z##PL2`x-@-$_^BU^RNG1wA=BfbJT+=^p%cFc^6{`0{$t<=>zsZcux0 zXkvFXZRpFy{Q+=f{B-E+-Ne_S_K6=O6DwaP<|Za47QT&lPvgpGa80wgAG2S-%-xR9 z{hXbf`?9#bvbZ?E^kZS^^k8XtdHMVD^76vU-Qvpr_m$22XJ7uqb+6)9HZhx^;qLAh@9uu%aJc)$PlyBD60vBb ziu?b+xLVn03WwUUw`O{I6EHwG-8Q@KW0U*W%qOsFeI9Z5ug-1y=jnM(*;7S55_$Sj zkKDNiT6b#A_^m zB(NEDw)~!}GOe}$*4cVbtFiVL>ON9taWe^=c{QA?*#t;d?8_~l@MvO)&l<*S@KJqk z2{36$3j4w>E(7xTJAz{~>g~Qdskta|nCk7hxv+X}RGE>3cw8Xq#Ps&* zPu{4#k)G*gBVy@vQe8z>%AW!6wijrFRwTh+BPY;ew!tO+mFozWAjU;Sju?=U$bnT0 zg=lZp?s|e?8^$?YKvM0yGlWv>gFW75cHZM;5ZW{fs2fyZ+xpprTJQCf9a{Jg14d;R zV*RM~L^BJ|kBK+I{=;-<;k5b;*~;Y`%4aAi%^b^$>Ye;2dnLHTvRqfLmS;biS^US`xedhvvl%Jc`=ZPQPDbKX9UQzrRg-4KogDIQJr3Y^g zb5Z;mG?WMZel(hw-L|(^Tk#q9dEx~MT^fZSu)@zr)-jBy3~2ZV;xZW7EF2=0- zamlj({HK;d)n(+WZVosn1M7dWbOiwZ|WrMj|g z(LXg9ez1J#W?B^iO|hU+n}`a>a?I;a_3ti(XRm|HRuwzU`ZX8==S$)$kMK<)4~rL@ z<5;RHT2pvjttgBbY>BrLnTA^4r*;`VS_wPsC+6lWAu@2p7o!zR>IocTG`aj~y*LAx zp#+iZD?8GRLsQ;H!HDz*Vch3<{hs=;sdsY50-vf7l?9I}Bt?TD}9gjvBmuEz{6X&)0ytE*h5Jby{XwbdUq&Jsts zF!zyW;7=q)n&VW`G8Mz>3m3lf62%wy1-lrifVTcF1xZE@?-T7pEi-5JMJknYodKeq zhs@s(Rd9(5(N%g~r=`jc5CdP`8CDOoGW8{lX7dsm#XCwu-eZ8|3vQznTdeAFCz^aQ zuZF~a%|r1xjZiq3^Fy3^KC9|@a$3Rw$u|DX;|>5}#MYzdM=MCy-Zc_y9(+=SnVy1S zHbtbqGqF1guDI7&Q(9U^o^K)$NB=io{|hJk>y8?wC{9T0D|6EXjy#r_Mg@_HnEd8c zScRs_gpP+7xr+=TygMQAyDO@`$ovuGqw=m7hz6^y2!7-W9A$zmP6Ap&YjmRH`4 zKa10N#KjrQ<3r}@*D=DJ3wZa&r$nzMRn-mBNKw6x7ad8LIG?!|FSewbp9r0K)HaV5NweZUP~~V`Qy0ufAtIC?(&MWf&?IuEdS~KAdlwg4 zb~717PORtOae(nJpebQVC(QrkL2mE;2)n3TSQ?=8^1F#0`AhI#r6gOKhV9fqt`a>- zuIGjhjFXWlX$OjGI%~*N{(c(W;!7LH)l$5k8thNLiTNnMh9yh>`RW1Fe|%C) zcoanWr#pG9F;Z@q~W^GMMp=oZmy#>LGk#q^j zaW;dfXi3BMBZ|NS71N`g5ko^Rn)GJ6nT_xaB<=bt&fZI<)4@%R3MJKUT)ecBHU(kRk{T){jhE8n4Gh zdPoW(8pjp}@A^wfg;s;a^NbBJSzDTfQ{Hl%}8ZOF)V%#2Iljg2HAU!{a_l#otBV+9!ZQo>}Xx7LDz z%KLaoFKq=*EyJc`zITH~jf14_d;&8qcnE;=v#+fHFO9^-%aV^~9J2c+3hKXiL~E~( ztnXtc`aGo2g5L~|gakUKNBqVdM(lD1Lyxx|k-p(hrq@g29N1T;ktmn&N4`j=h86zs zwK6uHZ;(CSGzu$v)v{|egaZw@P7MDUZ!lK)uvZGHdFsM$38=s+Ntb}DdQ_-(U&Q=M z>xwP;PmSKTMvG=?bcwKLkVs?a84HA@NP^a9fc z2@|0VqYOM|upuy}umb4+8{zjy6J4N*Y=<GKg)s!0Hu&%m|x>sTeo}a;#FJbaj|4XZ>6Vj2tp*#hVA3Bm6q(ZZ~jJLn*wIF0` z=JYl}WV%QRgK5({zeqjlK;X8)@zZC>V)C0^iW)yKmzj|d26R15Xs!ITJQeC+{4fkk z02X~!?gysZw)@Uuf8`nz(*7o5H_~;0{13`l8&_dG?qag>JosH@@X4`Oa*ogq)^tcD zgvW&-8>!F`;C_uYHIXE8z-s&AdFEn?-_Mdeph-%i!j#-p?>I;stHkXW`5$L#aXWjy zrqqs|=I*O>gD-{;IC?pxh9l`o=_H9PP)QB|QV*m4$*}Y z=tcz^q9~q9QMN#lJ*Ni8TDoV?RsGPm!GkZYiorIi$_ryuN?HUpYef3RPcP73x*T9@ zWjnC>iw-)KMJ~#JEwab$Z}Hbj!=jw`b}1Us$@roW$cUF42iR>5WbH?hj&*J;j-&0j z8!LXdlS=+LAjVob*+7Jp1ww`w_`(mjMCUjUnun4rF01gi15Hp4k}W{nC5qeBd+!Uy zM`fFjlo0JN6gr97A5(J|lFa5~RrE~NFs{bqq{Hs&Kps%AeUd(Y(?(981V~uODfm%2+ZC4B&M)j_ zn%tI>=f*E7AE4chCYi7jn!hQBT$RZQm;{n_r1H=jQhcVkEq*I7KxD!} zWHtzTt3_fX!owny>Z)9GWOcy5ybN2s5)dc( z7j=1izO+aAv32O=lEE}-0m@g^#KR(_;LcKJ6{Evxv9Ci#V)J@<*#RL7*)QWW%9M+T z03Y9c5tU~yHbIf_cvX1pl@AwF@RFS=5-L8*R6rWzo?i7CIh#Nw^KU!IBB5;nLs+yX7ZPxGecZ*cySx;;{~x~TWv4}3Ts3;FT! zVeLaMxeAm?g*R?Ye63UGZkljzMXw3%EPzk+C?29GC7d2Y0V_sPV@Qv`+eePS8R4K@ z13*^Hsrrlg+mP~cIjvzWWIWuY`KorJC-GR5gm-V;^5a5-&fS{%3fgns#NLMhIR&Cb zBKk#|SsN*k?gT3$!d2hFXl#CdDbbINVEtBi>4{IJ}1O#PkB-sG_AA#>CQJt0R!2f@MAu4flFR zelSdgV);IEK$`~q>vOn9w5v?n&Xx!U z!?5Jvp_M#u$n{Yq(;OdmMN(Jt{h~gC4gDmMYao(>SgZxXCW<`9+iW#&5&yc36w6MQOY+eBPud-0SGjXq!A{0z;FsK9TBBYNa_W~0nXLG+s zaa&F+?WmIw%&QM%X|4o)yz_(UQW}3RRxyCO?xbcg5kX2@3G#Wtk&h?`Nqr4CtPME6 z9-|1D;lr}=kPvN3rGMnXXu{&x6o&vcvP(-00faEOT3}3OiXI!P`j)w zW$gPD!hmNojFW2;YKMu+x~UMVL^53l=ORzT{ip~60+lNWnLdD=p@y)04m97Y(Q``9 z?wQ)+GV@1_komO1QFH(w55jps%9rc(cmiqS?^j(md$u-{6$_D&pIgHTP69>0(I^Za z6+04gk&MMEKOj~M=4derFgWqEGeAL-QmrS8Rla4p_$-0mFwh@9&~gi*lFnGL?pcs_ z3Fgr7%;tbBe0J{#6aq`gz7m?%;uj9lYCEC{{QY#?9uW5tiI=NsvzDUiWTXBP zR;rY#?%zv&x%WGM3>eT$g)slPUOlz@B_UWH+h&&dPVd;+ldE~G@c7rS&81MA5N|Or zr&$5Aoz?R~n9jr+J7*-|#~Q8ux*hzN)R{OldFZuB#9|pw1+`MP7{#vRI%+0JIiL9+ z<>Oi15L$hhPMlzi_pn&`9p&AIbkU}4@1}gwlgpkl4m{E*E^YSJP0hDk+C^KscLHw% zz{R0-s;gj^z)d~-ZHu?tRz=(Fvvi7T+tzp6j%+*5iaW0MJMM3HJc@R_dUt$QcV67> z__6K2R@@D+-wk@Z8(g#-+PfRRy8HHSH;N4tqlkgqV-RmKakwH(LN6w16_b32NoD)J zME$eOVCC-7@7$u_`G>nTr@BRVzl+)SN)`9Y?e|I#x8E1-)sWLKP46|_?V;HAn;Iya z?DyN=?spXJclPdgukQCY?1MRpkRk^|_6H+x55|fP#(NJYgoq~Z4yM`uOtKlbz=QvX zR$J-)^KgpejuDuP#L-QE27DF*i(cxb2;lb+R;oTvY?dVwX=+yq`&x=D)KVeca z;q~g#-Q5v@9gDAo1vy{|ejTN95Mejo_bp?|aac9X&wI3PzY@m{biowyiBHa za5>^&KYplm%;j**HTUJ>nNY${Au4cnBr#kB{nAVvc}=2-Qg68OAsr|8_RqN-VnZH0^cb|R`vb9+4yj0 zi@GB-y30}ecdUe~dwYlxvL63{yH+}ym^xZkq6GBE&6H~3ld-YHVb@CF#5B~j!DBRP zNII}83!$-zLL}?SD?BE#Ee3J4?BQJdpG56!``+&G-?52w!b0BZ2gk$X`ZIZ6k?|Cd&?AI>-5w`j2Ic?*7EabVTt_N_?cy~Q8vw*R5k4u3Y> z3^;cs)UU3F8suZaELK>@fmkwj%>t{x&LdHOHMt3?9&zbF!2-H*&x)%fep4?#8sS@2 z?D`w@2R1Y|*XxBpI4pgq$MzCUk~fzG`|R*AA8V6E|gl_qF`stZlimsONUFV(jIa z97N>aZO?^5*PJ`?sstVE-A_JFH}vBBC=)-5k_ZopsF8vFQDtKfX|$=SN_5{*X%Nnm zN_F{A5lYMq{B@-@vJk(o^F5D8mV}0jVp4m2qKD{B$&H6U82eQ7viyqr0bw$)TP7=s zc^acDvv+{5ERsE6p=MXEIvJ3aL5~Sh2`vutvdeWYxxd$e|7{}i-NPFqhhqDONY4RO zv4y^MRdWi;fD&P@N*t-Wgt5jwxNfY)9xGv@GpG86R~${KDQ&=1UNczD@l%h8o3czJ zfy_ul(%ekp7A1XSxL3tS2{!r27P#jrD)FXQhD(w?LPni6@cefmyZJ-ecf)M{uq{eg zKR1i?h|HcwsZBoEnU>ab1`7A@8HC9{qT;fW)i11;|v3PG>15?+-b;gf)LsR z`9NH7W-`eZD?{U8-&U5=tH!G#?G(%4-rSCVq0E;Y@`U3T% z$R72q>EX-6-g-!tszwb_>gz8OT$70^dxuxg zT>p$|-N_F~aN*jSzkJyAl*QEB#&2~ezJm@V9^i66uPkjZOm!8m1JZn+kc97C*$r11*|1lRnAi+G-8ic2%G)IrJof_Qd&uF`7Ei_-|HAx>KhWP5k( zq5Z~*)}PYXa($jj)CTLY7(&n4OTzxWx6^D z<8x^|ma||aeSu$WeF%jZqi9^5z#J8<#mn>BW2WAUHsz&Ase1pFW^xb}#T(mi9KYqV z-?i{2Mu==k6j`OWB&0E`m+~bCny%r8VbGzd!p1k4hX-@)lx{hpCHERCg}R9(j?)L%X6ram;`GnAXFxwAAih0HA4!F z#X|zv5i-=<)YL?uq~gYJvWWWPi-m4&T5>37HS>tlfc6Q+0M)~dE+hPe=^Z< zZl0OAu185<&DKe!`8Zk5rg!YeIbxkiHw(|CA#CMQNx%ONGrHvtiY(%h^E#?fLY;)#Yg6hSGf4M=e&ZQJUbfuE5gn#ialxra9A%7Ty00_eYgHl2DlQHD{)w_| zMiExBekq53n?!aF57&t935Wfg`Pn{3w>*pu<~%t8p5gxRNgo1DsqiO2yG2LSNBj2pvi z_N-V=&K3)mW7Yb@p+HGI?oQl@GUMy4nTwG(y=Ofy>-7(Q`rC7K;JEG9L(#3G%?*%5 zB|8ce4wZS%)e1)_S@Pq$PT>an%KD6-@0>>mLR>RdnbZvlcro1bF-%YEGg4i8C!8L= zfG4ny)*U2C|M)sdK-DhlhY^ux%g;d3Z>61f$fvI`987?q~BiF zSpK(X$*`~3aB><&CST9-AS<>Zs=UV|dj5w50rhMnLx=?D*hjXBp-)jOp>@#-VR@ow zBf0P94r6I+|NF|e2w)V$o@_oHP0liOQM-_a1U9 zefeSp8xNe#Sv@r!4c#;E3th~3;q30{cHn|jYf-G4byDh}MwH-^H6=LRNj^c&(W2zi z`h4`TCylg6lUALz14K2!$osMNMUNj#E3%!A8alxcF%G;5*SQ*gesdfu@vzw1>Vq_a z93$T#RoTpB_`hvo+&9?w(~Hr_JH3?a#fx7!97GvdomtL-#@8nn;Q*#wbrQxG-Ajj! zJ@0woKDA)pCrgSQ&2)})`1xr_Zxj4Zy^c6tNuE@64;Iun9kcQp|A~px{Iwi94lGER z6tWcKlp32tk|Z`=O1CN6y97M`3hS?h@GlYiSt*h0w0$up6thwF8LYo5s~RWiJeElo znCW{wH1Mw(|BeJLbUGjm8f;aLKYchTHUWt!CIh!9;0Q8PAwJ4appB2K5CWxxW=?|J zGIU0baSB_5il>80{|42H)03x>Q~!si^YCW-fB&~gBtasvH?jAu5wnR+?Y$eLw%UZ2 z8j)BvS`<|cRa8-{MybY%tu|F{qoq{)R#jEH{CvLW{QiR1d7bkd_wzpY^|*k~4UI;O z97l{DM;@Fonu7GqbdAiX8IAw6DUXa;E{$0I$*~IV=tuRyusz!1#xT|<$8W{!(xXnE zc@20LXTs=n+K5~2sC%bzb6ID8&pnt-#%j*!W%;}qjPc`ElCK)o&xq=8Nxg7@>wOQLUy&Q3jm4AZn!e=+zBswAxsV(b(h9R4tolK#wb~)*N(<+fW}ifkYT9tbhYseqj7@cc>2Z|ae6G1FrHOBo?SbB zmeV<&J2IZPG=6hyJpX9C05nm^F;OHwaZ7FDw$Vhf<3x%7L}~2A9l}Ietr@9yqM~!+ z?#M*t(!{;3iK?TC`=CiO$7HqmWR2S71Ea}W$H|BOlXbC^^@PcW;>ky~lZ~B|k4Gk( zmL{9GCR>gspMa)XIi}jgr`pw~I*g_|9jBi9Pj$skbrYukk5-#{);ZNTGS$B{^?Yk; z;ArXvXqv(?Jt#gsq&7WlG(F-tJ?cMAjh!ANOpg~&Pt;CNcAn2sOiwRO&umT49!THWc2Ur4< zsvS#e_j#FUrtdsmpIi)z^tTLk%}^)5j1PPKt{C~>ALBQFti+MF|2RravaAxagbt6) zgF`5QaLV5Gm&7BGojEVF1HDv+g-0a4_)x1vdfkpL=bnE$tDqg@#64Hf8o0-(&stUl z9{8!aaO;otySyq%N`^-;C@{$49i#MUAz`zr#tU5&Y7eoY0Ke86>e{9YhM9tw=UoLz z1M8UsH4Czt;O6T0l zGUOQs(WADVD~xL7;CYc4(MAr(?)SL{dXAjoFk?Yj484hIoQwUEtrRXDi?Ru&Irx_F z>MNYvTu6qPbeg!%Lr>A`H=P&+^YD?pPF5unAPgPwbz@s2iekZyOms-NgQ9$JOGIw z5V*ZE@Ou-HZwUytGn15n(orOG~*-&>a{EB z`9>)4m7}{(_`2i62|UUv z3JFUw>-I$m*xjV0x0iBKui(auEaH})L%P~8=YJv%2ipv0Q~0B-h$ zLR0P1+@&{;00p2lFYLUC*7g#5%xSBDTX2&1j3O+LFy!SsrN8I3+~eR>pa9+Q?w8=s z<%6D@M-{gJZB!h+f%&E1N+fN*F@NW;we+9!a-7)?v$JXt{chgmt2hd6i5>vA9(KxW zaaytX@WwH?K~wprc(enW4)?>6bjFz%S?E&E%GnvH{LK0O5}+) z4ijaU?QGL)ZZ0EP#_(o7<#wbOPtlKx*EG#uYvJg{L*91V(?>t|6fE_<)aN+#(92oC z7qzTn=YzAawWGgxxxN#O{kKdL0J)=VD$gBYnWGV@&T7k>Dg!gBTo!7jv*}hJb~in6 z*Zqd1!Hm7MI<+NK={9WBPfrM@zyCoq&erXXY3Rvo*&N)Ldlvd{oG4i&y@pvy3zFgJ z741%U`;zy7QLHxT{bhoOXldJvn{MUV3$jml1}b(Q8W9B@As)Cnw&jIVg%yZ^?R~Em zwWn7Et-W6_ZId}@^ww|AaA1?2;pYNh7Qy@egRTKB;gTD#KERwgLpkTd!pHL!0v%rg z#VK=*63e$+NP1<~yOzOr^Uh9Mf#SDT9P~@#iN?Xc>2@sJSM@C?pKc^!z&0qLw&I)@ zYRldzP;<*yd&BL?U#mM+GsOKF4N2U;`H*D)HIL@ z3)J-v4H(arr9g1-S-FbOe&(pn4?^gwA6kDhzLT4qym`;W_g*>Mmd6 zcaT8Ds0bdOX&3X|!CKqa4Tlzj)PxD<){|JY?{JWug7U7t5%}R%%E#HOny}ZLV}%ho zdJ%sD;O4hc0q11PRmsajO8L&6qgIB^+e#~k*X6gx*5|;+qS;_7Bj;-`Spz4i} zI4*YBEKpDLfZ2S_J%2?t!2*79(j+KkaE$@|CG!0G^t$ZhV@`@4k8>6vq(1%BYP@4; z8hdGYvwh~s!G$xxxL)~U^ea!%)Q>O!u;A=T80)XGsoS=?TH*Bs1`Y zm~e7NBAsO2Imxa+$>~1H9XrWeJ-NAalK=Ch0CGy~Bo#`X-Z~pqQ3b#CB>C)?hf>O+ zZy0QX-iEFPR>(9bD}tZ(odN=cmxhQwlte2-@H?TZ-4fC#?CITCdJ5VQgSN|?B5D6i_V)nz6 z>P*4m0m9`w%rj%&em$p^m-AM&Nf)$9tL;R#2d9r9upsHX&D}N0-a3?Lzu1`noB^sJ z?zRkav*vAMynb|iPe5$Te}G2mChn_kW9j29mhmuZsH3U8AB&+Qv5qQvZ6< zK_h?ciO6L&zwPk_es<$`L3m(8nWgNTg1-HaR-57F*RUiT1W_wRpyY-*Lit7L4_j944;+2_)Z zakKGiOGKFe>hFrf*%hdLhC6KkklE;oKBv_@?o6ymT5`P)HfRzOlJTfGgZaxu#oet$%u($8=7E-V*mJW9OTFE9Ky{#TK`6yeb|3|H~PybZ* znu+!7vY1mqwJg=D_=`I_%RDNw%v>(frGV@9%Sf$o-VucahJ0+H(x%J_9^-~NZ0?S(1vmgBIQv5mI7`N>GkyzQs&HA<@@g4J zA}*u$7I6MOAr_%3A|miWX48^{OgVMbShfPa3A|Fq#h+?9G|yw(SXR1;&VXt1iAT?; zj|Ae+|PYjf#} zNAm*)v6KJiM~q_Bw2@LsXR%e3!fMB8a(kw9#}#)pfX0_gmmn?Ex*W4D1Q!Jz8bp3+ zbMgFa7WGAWxu`~1hP3h>KK@y4lVE5**W|5fU)y0zVg|f!UNqelc{(O^hxPNay}urk zx9$4&h$e0KQv<0pU$s!j=4BVBctN;|nXdKG$&&gud?bf!R5@zy)dNX@)jad_BGZUp z=P#Oq=9$qrJ>s#(tF~)sX3|LHACswt=URYmOjXdl$E-THcNu#ld6}S)1`*1||44Q4 zUecCRu_Xm=Y93+mU$A#Ra0Iu-*a{g8Q7NNen{&=$i-6!BPj9Jy25}O_c=&e;VXvNP}D8Ye;P=8T0tmX6aQ)}w!9hTBkEqr!*Ex#P`4k;S>rJ* zWPw+f{9`O+f#f~d+l0xCi}^|?3ZR+%hg5Dw<$21L5rV!EwTfYKH*Mj(kqu1Wrqj4S zQw)#yR4(LT?p@L1+=7_gR$)$UM|q9Ld)3ZN#qvW%!13 zU#W90U5D)gGLmK;_6-kYyI+&}8zz_V>nwYei*Fv9h8pAx5g^D@e4ZZRBvgU0bpt9u z)!ytqvfvf)-{iQkm7ppYxsy+(v_3~J$cCxih}E-3t0*BTT7=l|sr&Ju?1Bm)B?U)t)2c#SLrR) zF^=(#3rUGON*$Xpui!JZ*n<=jMg2JJ3CwJT)j43}=tn@g4B3Oo{DuEi6G+AB2Ga>} z3CsMJ!0eCeA90;FCDkzyyUZo+C8#dcKQpFqRPlhu*xcJ>S`ku95B$tx=mp^&KWg@B zJgx%%x5?*PwjuWNZ2tK(IQ^ZdR~hS_cR;);9V)f+YkB@B9FeWd&D#&22;ZZDB+!px zKW4n*{8f0RQ1kbr2k*(G*Jk0Rt9jxgOSwN)SvET8x>NEU6Vff zmq=m5s~snKqIk5lHwOV`V>VwNRAk`Lf+`ZAXK}q%{KdIADa$0ykh$+<=Gw1@Ws|bg zoT`691B0uCLC!0F_xVebS0H(#*{-}ZRU(^|L^Ldd;`G3zmV5BEPPMo7Kan9_oKr|2%J z3pBEb@0v0C>0i1U{DIInI2ulp7D>GpGrl9e$+U;`;Ei0PW!Cxy3z?XG$(vf+L2M~ z`%eQtpHI3P?V>#|C27~Fl)@K&*VyeC)Ad@?fYFf2_?Th&yLt%GRD@$E_^Pv*(A z6MTLNQ=7q7d+WOdYRtb<-gEF2&l+ZBL>eE`J#dIJB8$s&UFO{gLk(+!z#5)Fw#w03 ztx6~SEXIsJW0Rn`nUCN!M4u2A(MI5ZuKQbQ+F$4gmJIPQg0|o_U7V6=kv5@o` zfHoo^L&2g688bnHzFIfy2UoO5hICvrcCuzfdVpzR5GiBorVJ{w!B9I0D|Up+Ll0V< z2=*_{XcC5dXoU2zP0gl}JkMbrGlOA9&bN_*%qjc=v(#i-8ev2rFl=0BJe{3vHqD#C z)>`@c(E_RgsOpJr41dij|4zEraCw8o6< zel-W8QR5ZYnG_DmXjex=jSPG<{-S0&rh$WDV^ghn z6Y~t%XEXTof#{wL`JN1QwO0m`5;wALksR}{P|^&HXq81K?6&IyxKUj+;KJeZ4$SDU zI+jJM8st*xQ$8g_`Byn_8w~U+&1B z_?YxB#XQXKHWKq!LnvE;cu~V*^Cr)bX1UkFQmk19k`HrnRNdXPD@kQUZC7h`nZewV zOtD+Ur(Z1n(3yWD!GLyDOb|8!Hlk&groyphgiqg7$0jp!r10G2uobetKK$|FB?gfU zcC|^?TU1bqq|dbRR+yc}$s2zTB1fJHFFvydM!F&`VLbPqnRhlt2H{Z%W=CJrv7;(t z1j5%I3b26vXaL-vxt}6Itg$LKb~zHyAY>_Q{YN4a0~HY*I_xoHn|9z;Hi49Xz+l9R zg37o!M4YiEx5Nk0#R9x#ZyZMGW5TEp*T#c_uyF*|;4*lUr=eszm1K=f_-LKuGl@A_ zHX1R_B#(!ajkf%^#!p8|VkN9;*zbv^n<$6mW_g2Y0t9$&cMXs;wao@n1TtD@3|E%2emB-KD$_;#cJg_f! z9-05*pBx3;L}8I1#pY40}30|=8ai}H!IC=-YUHP*!*^1;oWibyMGEaa0`t^ag(cM zQ%Lc>WXpR+#Sa=SAM_QsOj@?A6}O#Rwio^@_dUzF7^b)r-?EdUxJzu=%~$+X+VZJN zaj&jruSM~5SIg%C#V^#BFSCmOt+f32R&oDh%l^LN*W;G2{}d0vPYzg=zHvSImVfo5 z(33+&rSBR~zUwO;nLIhNR{G)m%&{&(`PMgqI72zo*p`R)!NIMFl`n#p!Bb%zIRJ*8>>i2&tVi#4#P20t9w20ZX zOI%i!{2nC{s4A7vE_LUd%_*GTuLxkc_Rb@zr@|~|rhz=Fu3#ykQRHQCk(CoNywy%1zL(S%bdTyJD%LR?V z4vp_u)gn4HZ**KpxPUIWpatwe-?<=)0PQti_^W*eQCkIS|2)td>kzz8)!MiaaWbq^ z3EZg~*2&w~tN*HhE{qEFBY#O^0|JER3-%cvlo?p!|Lmhi_}F>ushyIB54)OvgrdJg{1v&gW8aJM?vNi?(hui^AO7_}e5WLh z3y#h1|F{C|lE2&$Vxwxy9_OFi=_mI?|HcpZ7a9Q>`%YqAW~*ISrs5)mkHQdLo-tiv z!krPJ>S4fcY)35iMO<|EG34xNY|J;0&@SKM3s)nK7ihuDV;X=1w z?!Ku@T#Q`2N%xUm$5R{bV?1}P-Q|S1Q02HCO)jaf>)o0u9$mO=njr~SQ&-~xE_WwB z(C`oKzA>eV&5gDHpm{yx=Z)@!`18X~6MZA%ASD6M_xUK(<|N~8*HvzG%v86L4d}|_ zqx7F0UOFUgNY8as_3XviOeIa?Wli6ylZNZ+S?|tNLLrHwhy<&#cq03W*~OD!;nPh1 zlMK0@$Ok=mU?Scn@s>kZvPaMDulVEy^&*>}g``tdy=MHAqX@a)ayc!cl9og+KDQoi zy@;;(j4tidB90~8k_soZ@CQb?*Y$CacS6#R`su?<&q@&5^vus1rP_RUzB@W31${V5_3N^^ zi{2IO33JeX#IBKE-3gBmfA>k>n9lRnzT?@x=R17^ zhDrlp`(B*sd^^^mAan;mw@|oshop2N^?gH{{lk7=2QT)I*z~7e&>g+3OGQMC1nQ2l z|Dh)6j(`0aiF)0s+~1Sky3-NAr^a+=F8!Wf)tyEBn%U8P2|1np zsXOQL^Cd)Y{^yT5ZoP$zNAps8i+8>+XzDFp`@U$Zx9swL$whC4)G->Uw|f8ga)RC( zPuf7_?Yld(Qjafq|cQx zuzM$k1AE;mtQ`ZN#|97ufAz)({(GUn15`qLss)J;sz)ly)TYWVsrgM0 z|0jGA!Q7unM-f>Cf+>T_bad)R!1I>2`g!egWT*$DQ)o2+)M_7+ZZOHc$kH1A*kVZk zWmq3?5GRh&`(mgqPIs}8p8v$~VgsGZm*HE68fQOWoSj|7RI;NBao7w9tE6L3p^qU6 zA!1UDF7h?bM8OwEfB^MIkay1o8OkQt8*-G^S*RP$%k63bvwYSZ0*nXQt$0R zoBJ2jz}x=vfzKFz|H-^$`x2vf;|I&qck!_^;fvPMM-0o)NXe4Lbp+1W zIrWu>dvr%^QcHC1T=nWp`1WzR?@p7|iyMH|kqPeIxf;{I53kuq{2zlK%~V_xd1dO3 zO5jR=c}(ET`&bf}UPbISrQYthVE?Pui&3UOMH~iu-s(5}IY-$bV{F?CFVY~~=MS`~ z4`W4AE{eKwF*}Mbp;x^kC_TwC=r_Zt(EE)ne<&jO3Y5UY_Rf60%ZsYyYd^nkO5M;G zjyszAOt*z7S}gmQ{PQg@9UX9^cSi_)$S*#?z#BF<2ocG%9b(jc@N($Im&NJ+`jGEC zRh7rp)09$a`S}rcJ4?G!PB)JKhPZ<#&ss-$gPZ25{87_(V^g><-|7U@VD{r8+42i! zOv#q*Lc9fG3lj{Vvug{@=Dvm8_e)LNnNaBc60IbW?7uLjG68C-ve=ssDABJ=lj4g` z2?-Xym~xsqsrqf&!R86&i`}#y0DjbxJa_s5BD-Mr;Erv8*@F_t==tFL$u#rY0t@n- z>HVZ5z(Wfx7G5%?@AJoD$-z!AR5(I=zAnposeu8)@7^PFJGf4T;Zbr5R_wO5_opqy zManMVrlY-;^DBPy?CFYPmU?yTn-2BVfRhIvVcr`Ve!RTM0o z%?x^;ZZ>Iit~Z0t%+=%`%%fDES1zb zpG*zB)&uT~qRH<2z30r-K;5TVozY}_pZY3!_ZnX)mn$88me_h~b*3;67|p?k!yAy; zQ&WAiUEEIx5zn>03Mls7AO78O%{9$1*Gt#td9!2x=_oSzXo7IhHa19v;3wc9Gm*>0sAF6 z?1K{iNNJyJ+klyBl66uU8m68~qYz=GWN}D%QmO&pR{#$Nz*3mXphg2QpY(q;dUE0C z8di)rugh5aP$&~=C^grb?SxEc3+EYv6AnPKj-gOL+8|Floi1u_k|E(d_4-e1HREg{ zk;xJc)GgiCy`wI}A91NrSt_X)8nSdm=Dyko(A&l{yn$B$n z4wT@VnbUW9&TKMOS*BID@7Igghy3E5n?A5g?0;s+;$Bp6!ImC=dIA)gqnpMqQ+0tpr%?Z2Yqs=`aDCXI0VI);!p7mt&JVJIf@7aH{YkMYEGb{eUO|LP$lut#? z={;8h4&Y>1%V>x%Y1UY8w0yR{Qs#Vsc)M#XrQMcuQ9w-CAZu4e4S?{SENPWV3blOi z?s{{7IOrG3h|frys22O4Wl!5sbZ>q!xR#zL=SLHP<@bY^`K9*v@fM;XMT~k4X>9#p zGXMRf%elNE%DG5KoHx1q`h;*Sk-glEmMTG5eGzN@)xaRq6V>1slvDkdVjNiSgmC&( z`t0+jLTuw}X9rzTwlArY%9>aP3z!Hb$<~W`LLuTyl@J{F%nIZQKpH;p!6dwQxiLX@GRx zb&|+W%kkRY8xO%SX(zembF4kt8y7(I}1oaqw2fd-~gkWCKyQB7_<;z5PX@kKS8Hf0gf<<9-1jiCMWU z_|%*2K^Q}EZ7fvw;4>r%Z@?0=dDC%840vtC{nnZ%1w*T8tA1+fXG@kB4QT+e_+(Y2W`u#IyQiYG?-p7e>6Me{Pc_~ zs3G#aB8D1RRICPM$42eXLpjw%Z$9s`ldZ8s;B6lXU2QOqJVg@J{6&2~J~mQVh=g42 zOy_sB1^$wLeA9b(lcmIXIQr)xiv@C%r-JK>V4h$^+n);bk6mh7p-6;)G4Pp)EJ#1g zmeFb{gWrZHU1L8Le7hxG@Wp|N0uvxJ*3KZ>EzDRU<=~yjpLXQ=z&LBjq66L^`%Yqq z>3JF)66%UbQ%E=u&&$_~nHCVZaQ_rdjbe$R=?d=R2}%o5EV1|x2*=cP9;h9Nn}z}D z%>g-U=71_aX%>c;jgdsM5myfx)DyM|mBD7Z*H?3?(3yOmo6D73>qmV&%Q}6%DU{Ir z^4>nsNGr;wKRNr@N!PzdW%O48LLv+_9>eftZ)OFQ)83UnGR}!L5dQRZ8dO?gooj1;G9(cSrjBP6+t9(T>~t+ zQzFAqusXUx11z-k{9iH|_Q`CtG(pw0s58lJ_G0+meoNu}QQ=ZJyVkcs4Hf=NlFXyN z!gB-{=W3w?rGlm_w-3{hS5p^L=su4(Lubi?R1CaJ1X|k|i3x!kVEI$%px$W=>o`~d z8JV)lh^K?3klCd3m)5X|BpS;I-Q6UgjeRmV9#UT@VI(@JQT13ua+}g)*WINeeo36! zYQf@YlRE_kQI)RnFOUiY{+#v`h5}rUHhG``h-WHWNFF3_%u{;b;}-@&pfE(I@}ptw z>oi7Cnn!6W_Yn@}oXU_?1PY^rfJC647_P6WNJ(TMNQ5zwLeHDSWNC&-s)kyBgOSNx zsgv*Ws}cDkM-4Ps4IR^&Xd{vwCAA0OiL9O%ALTcgVI*7F2tbzfUGtxax zWT5c@(DYPfBOMbHb`C@6VH=z|H@b(2341@}PCH)rh?js5CI!Rrfy1H6BTNmR~C7s z{9_SYgLOIf;hdv!HNtlp$MFzO9MPC zlTF+fa%M(j{Mf)SNfhh>K&j2I*FSOQ(}AVaLYGjX&Zy8ZimZ7m+tzr_$0%4V?w7L} zu9VD>P6Oj9;CwRZBr?=i8j@5k)DJj1+4DH4hB&A3(+9xn$Xv>qg4zHk)#`TWV3q1) zL?zSv!$HW?YU{nhuJ!M%`kU+;br;35FMf*c&Li5shr#V5IhlO;`lFnZe3+6@@N^8) zlgyohZY{@}f%NR&3jd6tm;=Tzg zMkZgys6Mbkcmu#@sSLm7z&+bndcf??6p#f5u_kg}wMC|mfqMcN!Bo3t6vr8U(D{ag zD>ISdAPDSe@@36O=vp--B~8$b28h9o)!afFVDnjQW>LBAWSL(=%u3e)Oxl~=g_aIS z0KxuUYvu{-|CaUY0Ea2nTvt(WXAyY3B*Zi8-drk^BN%=R5YA6!kgf)~SHp)WprKS? z2##Th!cb-H>6VJv8#D?hn-ox9@^nQKaZo%axhi!E>JuOv7~o8kz3TuE*oG#>Foe*7 zEpZGX#fVfChb)PK7=^!%K@QP@@uemaoX~ZQkiw)_`L_+w-xJlE3@{dilr7vqMMz zet3oZ=6QU0;H>IxcdSS6AcP4F=@~WgD+MW6gHBQzcBP<;5b*W*K(BKfuZX{412+{D zG)CrX8U^K}&~foNqEtXymnJ;$Jajx0`jK&tiV*x6)~O? zL7{<+80olc>;dfo_*0B#`HJI%Qs=nu1UxM)KoXin{@_TB8Y6RlIjn9#5r1)Iog80Z z99H^~#t%02YOM=&Z-&<{qmAz%{7M-t$Sw&Qfp96uVVtZ4GTNLDA`J*gnh!8s4s*sq zQ!?{?yIk&2G>z5$3+ULxP*Jw43CVQe{PX-f?*NADDF0-3=nyT)P(7e1KF}1CX}uPm zic3$74|Jh~m8~G|{shHqIQEr-1WG{mKQ%9ZG|t>HDL@4T8zZk$oO?$D-Dr$w7r;g@sMa^sv za=8c>aRKYNOm8rBy3RQm46#4Cl2sZfGDhls7~01brH_g(IO+QIO0$3m+T|m4*OriR z@VxibxV$1G*@5t3J#hTvWpkFN4rA?~M1{^lpZzqAV;>>5RAI9;_@8QF$5fuentiqF z!&?0!XCr9>_Gx;|BH$hoM{`VkM>&WmArM;u^!^A`MFCAxfs>~NUIJiM3J8s(x}*Zp zxSN-$kn7jSnAb;}7szfHqXh0+7Zi{~3wV_DB%zdns0+NVi%$NN5^xGclR;=QT$K*8 zMg*V;ZJ*l1yFGt{!AIILLGC?=}RVs(Ei?Y_$y7be-Yfb*i5L z72rj^M6t_Lh5w=PY5$oQ(OZy6UVzgNeyR~V_S3DTm#sC>Yd%HZ#p+~MC?t4iPs%BQWJ-66BD zi4-ySz;o^rl5dAfx@ErOsSG4K_c>+sl?FyR6_H3xht-1DQ2{;M##UuD&GG-D$qX

)a2kHR^Re3T6D#mFZs?qM0C(=`MhEQ#NQx(l>Hj`W&g)7XPM|3X#L@@uFEEMcJjCayko1<-149$WRhrJCW+ z1TF2BjzkcheG{`LL{+44&xeEU?YrDWHTo3VogobtI?dP&O^n{Ap+D@*6E|VV38vDr z691CRHK4iZ)SZ)nVH`h(C;mKR?y{O=GR--m6rp$Gd)Wjk5SKZG+nz5?AyLBO@APX2 zc`&&bhGUSabQ$;FL`JgL=AOI|c~z~G$f%DeW;=gQ+X?zx#^$|gVwEcU*AKWj~mm-ywv5p%Hp! z1&&7?24LPRg^Yf>QLp8c1?(~`0xDt);ik2*b8_-{&h#l%RQC6`YjFTB6sVEx8U-fb{Xa*qNDhIuA8RHR zbS~hpi;grgE;P>(YcLI1bEUW?rs#3e0?TM(OI2RGXKU$n^pxU@ej7c_rcO|hgd5D> z>?j(PVM$}Gw5RZYnlq4Qmifh6`HXKgoq01!4r+i>5XoW`-m)CRrth)_R`h$0r6UQu zl-DEjAl6Bq6Zva}9hfprF-}8#U+8kSZ|(wAtf6mikT>ec)=2hYtYVF1Dw(xI`mb90 zjmE#lRV?U@RyeED<^05t6$O>iJI!Y;{fWCZ1&W*cr=V}Fp^|`awHB9lF^tG!Bko5O z*5KL}6oy0ntsS3W8-edhA%>AN>7b4E1=6l>C`c?5`?U0Rwkf?~`cl)5scBhZ-CgtJ z-t( zXGI=%a5PpEG1Jg+x9srxxO9^F7+6&$Es$q4m%oS3BZLe^dJjG>#sq_Z1Th?z zQXp6m;9L=5WHFRkkXQNH8hOn%#4=hYqog)UkAF~&l~X?r4K+@auh)7xA*$aPqqG}V zuVeEN5s&oExkq2w0vk#zqe+Pi72UMYZwGxDX;-KJ#bSsC3VWYif~HGDh1a|8c5j9= z8bUK~MEao)PtIgSm-&4xc$T}Wn~>m;$U&Z-YNBl`9Ry8huuS)~NFXQ!NuZ@wq(_3U zAK80q^9=G34#F<5d?mY*x1{bQw$8C3=#P#W%5jPsfLI%|d z-xzEV>$tK1V#_*RyV4jc`|V!ne`wa=uq@-BaH~GRLe-b(nJx}I9lNOb*zIfE3QFlz z*e^gA+bMFp^)(zpEtDG;RpOXlY44AvK;p2vU50LNOim~n0{x=o_S;8HXD68KwNE%0 zZN}zWOHa{@zn16cW#y5AC5UYuLFg!Q|33z)+rmDBWkD5hZFPN!uagas(6)0) z9yp2TH{(z6a!2X9EySh}@q!WzwA>g6p{0*_+3Xl2%C3LQBNdGcnjJd4$>5Bf8&c#e zIPLsm$Y0E3pcIOxSU)-^0@iOWS%d=xzZ5zU31wJOPWE?>y~V-I+&L;Ltoi1j!Tq!u zyOgCTg=#WgWn6{19k-p?p_^d!Yb-2lZ3N{lvJig2u8p_UoDFoO9b!8Suf55x4-@w@ zi)CkXvcELvn=7JiJ7<_nK>jiw0i%0D5&hMSc>k2MKLv9i_<7C}>!J~fNN(w97D!eq zV?!$Qcq)816#-3Sl}=+fOXCbm*62;_G7y6R`(1gup-h7{dI4pyL@Vga z5K!BdUZPOFRh+d7OK(bJ!`jm8pk4b|iGDm8K|%DMXbu6~xfBwlHOELkfPSK-l>}wq z$;vKo$i6$CeQ!7WJ~XF#H~VZy3*ajIvlVz#`3&}VEXT(OtBHYLh$9#rfT~d>Z4uA_ ztBPEkeOaX6rw%q_J89i58)&s+`$KkEk+3R&9a7CNJs7B=Ch$*1uyR4%$jE#P0EA}H zYvAm7Hc3wgr4RttyT@YvK+rD}jn@z5R94X1Wo)q>Y}J^8zeDt^4&sb4R*;2@3DL+p z5W}OnsAjW51~;zSHLW^V*&__XUYQ9PT*y!!s*4208fbX>vgR1joARjd9tzxx28Anw z!JHoXalnu{zQO;;(3!_G{l{^9v)Mgn2%DJuF858_kefLpr8z@xibQS9eM?2|Ga*+< zMQv`9+)0Ny5}}a#>Gbn>d>`M(_wUa?-_PgudA*-clD1c+p)XVl)EPQHCzF^Edw*JA zYelAtN9j*K=Iu>v5Zij)7ZXo_rKtvQEs4ORFd6{GCvCx+<&c7%%p?94wp0u|ImFS^ z#-~ezi%nkZ*UZwI(|-xl*Uf=95YRmLZ(o8RgB7YG%;j$YxzYf+fp2aUwSeDFAeQzd z7kMB<#_&WR33~_G`@1~rYGhNu1$~eITgy8~mj=UcvR0UT4KbbR|-Fl z50Q@lDnX7Ec$4p)7bC?EOSfe~ce4Hi$hQC-W{V#jAZ?W;TC0q1w1GPWqosDJ(;jg? z9ejwyd|d`6Zw}#UYDuWzabHo!sX*i;W3}u}5^qXZlxyf;JW>l);4)@qWeN5lByTII zgf)AB034Erd&d*K&2GfwlqQlXZD_^Qnma4@WNa*DiX&zsS4~HGQ4D;Ma_)6%<)xp+ zGQ1^KmE3Y?bAFXWi%AQ&f#P|r)smN&Wr8M< z`;~Dc5fX*QwMbsce@n@amNFq>Cwf&x6hlD{6VOq3Rr10Oh0pRzX?2-rg?*eXA;wL(fhiHA?(^e>~bcT|~l4aMKLNQ3nX+60v)iQC2&?%MZ6 zZ`?$fnA(w;<3h9yj}t4Cf&xFG~P_ z9arE-XxQ5-u!Oc~5O#o&GzX^xpuk`?oD&frwn9)b$p z#T@b)M&FeL1!uu+el)3 ztQ1F&NQUStM+ru+0C3I{12#}bXJeXjD!30?fLK5`OQE~ZvU}iC_fUHGNJDquH6X4$ z+85dB^;_&aqG$Fkzr_!*E%CgbXQ2WC7M%otA>ikF4-x}7p*SJhK*uih3bmPNN?;%f z-+%yBs?AJ}5mM~op6y4RM zNkl(X$KMl!X;WQ7rrUH<479v>G(x?+^6ZT;;2wYhnT8`0z$MB}DU>^b72H2tfc(@x zt&BdM#y-8VJ}pHc7aM>g01d4AP2Tn4T7a)E_3X&^h>&|MQ3KAc+z*(Pw{)4qhjz?m zj+h+y!UUoR1AeFmPS&U~$DUAMm57?kEx*O{eFT4c$*^Zx6H4N^$uHGi8(ww=`{p4g zb_d~f#aBW{y<`bTABw!rVQ%pGZrgVrlV08FJz+O{*%GQ9Y|^{nc7kKQLfjtjh!;o8 zyd~7x;@mXkJM9p%au+d45%Oz5KiC>=M!jfNeDQE=^eqjJWdcaV7f;7tv~Qt5v^=%T zsI>k=>Qj~oK3 z&BOjfHYgKhO(Lj@pD8;D#dZ*srI0J)SohZ?7# z=3_Ct{R-!MR_@nY3L(x`LeU4<utp60p91qyOAEZ3Usf!)%N5f)g_+(!O$<1y<@)bUJ&aMb zeg5Fi2+xyNa0%4yVqdHd5vJZY!rGlyn&5a8_Uihbs$n&-0R@)Co^P)_TDvzl9~{2< z9mIbJE&k`_qD{lupA>M`%MM;`A{O%9px$;;v}b3b#gHJQ7CrMxt`fOM4|nZ}F(M*!Ps9jbx6` zew2O;KdwUq{k2l2^rCf?F}b=BH73`0Ww2I`f{-xpzL|$xBXmH;$mFRye=YRl1bqLm z>VH8%uJT0y7yI9P(}1Qo()KWi2}A>vYuq3?zkIobFlod@Klzp-`;nzi^8cU$*`aVZ zhk^`eA{2`yVUw0YMEFP_R5Vfwr6N6B438mv9ANP@iAkE0IO1vCx#Nc%d2>kO4iK*c zF`Q-%S67{4a*3|SG(A*|P=#zWK}?eyK%X|{*Ib>gU_S!tCykpl0f}cuR-R{AhC;sQ zoXz`I@(XLImg~x(z%Dzk9lQkie_6ZxaxH3i>U~z7bRPVJ7T8MFMY|lby)&dsOZIq( z)z8O?=IFn+15f|yWOk!NBw#HuwMUoBF%(e&JBx~X2&@9+cpcJ1Fe2|D+I4VU{Fa{+ z{Lb}q9qdSc@Oy^^VijtjCFRgndo}1Kz7}un``3saW>pgpgO zb>J{PG1|gvGcCZJngD(OJAV+jZ++p7#RUPYufJZqA{!`Y>2elS35#~H;jvwwqaZyX z6g(1**P_{*W`Qm(2Z6s2$DRfMB*MQlx!O!PPX0G=5d%(nc7O^yJ`-@fRDuapnW#raBM3;=ULTXzxn10yvQ zY4a{Ha8jzWPgmNSW+rDF36Z6kFOVV{})jVI$smWVMbx{+^Ro`CiI=yCH ztaJIx>YM3Lw&kQmE~&F^AMC2lZ=LX2nAvcsnNPE+IXnB=snN9~xaP^%Goq0{yO!7w zS5pai=|IIvo`8WAe&s0+f3+mjdnyXF9UuqTG+k2{))w8dngH(+c-=-&feZ?%{6ut| z)%Jz)2mcJGEYrPEZi2-5PM~KmgNxunWeNhL1}^bRS_pcWrsB(vX$NROL z5h>Qt_T@I zQGuC>ZGQJbSVH1NrLfA04)^Ixi4vOF_&k|?!T98$Xcsc~RF-VTlf>ICz{e7bp4QFo zvaX(D@e>iU>K4jjDd0)67^4|Kju}?xU2xnTS6<)?F+SGaN6M5{Z#~&tx_2|x-b!sY z(!nN~yyHMYI<`32TWWlFJcP+8RznR+sU&EU@Y!`Og7eX0Xm|*EWh6SYtEy&P*fk<5 zKM4)$yl0KLBoe_amYRi4_ezEy>}n#^FxW2vD&n3yt(2aZP?3p^!+>A&J6_Aj9xEkC zrW}wfjI(tnpPFfiTIp40;)R}gR7f1~RU2HNZSxq4d`nwOktr2S;1&ocD5)pVnX9M8 z0_!~bJFX{?GDWj~4hT59wnaYAb8x=ub2}CB-KQWI$KMduqBB$$!}Py;vGm%rfU>jK zU2AS0d#(PUIr#%l%oT5_?a5fNfK{S-BWK0b-Q-HcGFhS%*xOa#*V5Jz zt0XSgPFJivd*YEOImjA&z^>C1o_aE=e{6pq(psOLK!R;XMxW%3`|)NdKRWiuC-3*y z{`>o%z1K03nZgJ4pNdyZri7x`ilRiS<6^E>UKr1=ddt9NDKB+-U%0da3C7@azoln1 zuq+gf@Yfg`Zo{jAh6e`~#|(zWZJ~x_dbqZry93NJnXsnqbuE*7{8Nrfofy<$oq-G9 zNju6}1hhPX;i0pqItaB8FdrIYM!eguzk1qG@W|0rj={H-b1H?h$O~-HIQk+CIYNLr zKdg~j&pzbzJ4n>}oSW{qo)tAN;mMPka%)Lyk~q+S*!vUqP$p?r=086M0;h6c!q+a{ z;SKZ%6U#YL!PfZuaM*38(txKeo3mow@^w7~B&we!7V1sHzw^X(0V*IXOPDBUT7oD= z+)#ICO5rRCo&=*`2&i{T{q?=8>3yArLNqsjRz-4aY%PB*#tl6W#b*FmG#avmI&%~j zoR>Ti{DcdWM&lOS_d)sB4ZDfN7wFtN?eS1`GS!6%J$_VeH0esfSI<8b3$`nK;Vo^E ze_(Y_Ial6>QK^2}K0Ejwh-=u-SF6YTrdQxHR|!VyeYZ1+mx3-~^e$X7=Dm|>Ef*+z zxFveU48Q@%tF`DrSQkYC^n@8?m}M8~YG3g8q-ZIU}tIuXL}FRAd+0lg!4$oEm+d8r(hxoay=H)RN@X=p}W@ z^<|86d#%%hOFoy}o?38)q%1+Tj<(YJI`ODbVzaQ{%SFQ+Ix2(M9RE?_g876xS8)qk z@<0KqxIE9lqtPtNrlGaVZ+D9)gCyBBE>#TfYp8RxhZ@~ojT(=lU4#n{Zyx$_e*=z+ z9E0Xu4&>x)Xq?;8cr+rv%K&1e&$B`c`UN5YMRC!eMw><5&x2o)US&;*5u0rRzY zUUOTuw@9)BAxW4--RiyvD?SZ6EeNhF3~}l6UG+Nee!CwG3Ow_@6%zOU8duorndiSh zhMXCym<F8K0SjL65>JyN#>GATuz94=+8fxc~3s#hN>U;mrRIHsOj8)o> zz2|@gk``*ed5n}`eO?I;f3NLp9D$ZG(Ee{HqFBV*Xo@?^v zhh;;}Nv_%A7bUo&y;VSzMC(hJYg$t&#vk(vG&5%`B>CKmvZkANog`5Q>UV!wbQ|ce z1!x4^uQ_ne=}FIE!}1)`Tg=TKeRDED0U>QtD8@;g#@&!$7QA{F)??`r5vdtI;= z=nPmvKuzW$T4Qm+k@wu*Z~8_(eg8K&I>HNIkV6ACVnSj+xh?*_@<>beZ%BZO0WQwQP&jfsQ3*CJw$)APkcS5(_dYLTBE;{V;Xm z!EIb|h?k>-TzI)52VV=D!|hYd>z;p?TawRjdC6RR^GE~;pV8y+y?E{I`+q-LuQ8V* zJ{2;dS-0Sy&VP;k^t)QdI7Om7B1B)4bfux+(COrh&-e&l^r^x|U>mOF&3T^>;iw{s zz+q#v3wO_9ZmO%@ZY}kZ^f-IHyH>M0y24V8U2vmkW9!-Sj9RBI>_f_Gh9i3I)t3ut zu7}<-$(eiat9qtB^wMFH7k<9Dc>P<+VeGo;gLKuK!o`JZ>jh z^v?&=rw7yS*LOn7ziyh|dS7N9`eW$AKlRj7TxeQu%lkTKPq&+G)m*XotFUdk@~nW& zRY72VRZs2a^BUJ`tfk9rvFV1pzxL*7eBbermd9U4=Ae4A+kjh{X-(4$YR1|aYeF(K3UR=EOqYa zgF_()0HHkpSwyx7J0%r=ibF^GhKq>&R>Vd?ma8;q- zs*tfJ+hsxiOA)cC6-H z+1>lNX=*VK1wHqs8;CW^bx;{x(TN-ds??RhC!r4dCXQAnPUlRV15M7vnmD!}chNT? z6%Dwc)ZMBFbgE2ZnaPM0@=4SnXKSxyFS%SBkq3Y(@tyYF5{ff}sVVlG*X!DD-hHmZ zyzmVlse13u&AM;?J@V%1cYYJqo^%EM)<_fQ>7Rct=WxH?94Wsc>eE_oA<1;NyKnlr zZ1XBn25FcsSX4y5?_gw#+{d*}O4wQ)%SArJh0+~|TYM!EaZD%@FqqOk{D3gHq%v5V zB46}aK9Eh$5FW{!OxA3pKQtfi!j>JxR$(ElQHvzN3_`_Utv%V5J3{*bkGb>VMJ8olLIHCz76$Qg-`Q-LMOWVoef+e$3?X(EW>FQ9+?ydZ|3DB{LqP|L5`-d!J#m8G% z%Nn5y4V^MkJG*Dl2hJw8W) z`4q;%%0%37xtn*qN1CP@TICw<3-ea+xf#z-jiIcprf$k^JMyabih#(#fkqL2BhgVc zqKM^7<3QQhV}rP=S2cZd%MXc24*FK!ljkZ=oTdwSZrY&Rup;Yp{}jqyB1N{uzSw_) za+Oj-6oJ3hli#*KF_rA>ho{`Ug)16C2=^>V_N%Iz#q?wIe|2~_=p>*>H^7gCs`Mkl z!h^`7tNldEW|!c8$0-K-@gc=%{QmfPkTvkH15#I1XzP|uZ|jaCp|HA0HIjaI-uk2o zT<*OiXUCMncSk$xLikVMOmsS56@Em_R>-T{z=^cGR4P9?4y@0sD;h6$(}+|lsS_rY zs+-NJl-K?4Sde^q{inu-&ATb`6;Y`2>UXCSJYebNbu!;;7A~rmiO9sXE3_0k4Y=WM z?a?{ohwYTkL|wLwJp9Y2_#W;p4EG6iEpmb@7Z;Jux&C^0RO!18sk=Ho&27z)jEhBo z%b9ytXd2$g@>RRL5!>@`1OF5^SHG$7k>TWet6S)8sYi{DzW$KrM$zTfQ>grY6o*!8 zp}~qa*Zk*KnLqIckw9^ZtDVoAqT?fXOmYhN$D<~uV(JPjTHbb>SjJ(pBl_>nIFO#u zCH}f`@IH1 zHY$fhsQ|k2(lYLFBB9i0-R$(4WQr_Zi1%?nQVKnDe!kIROiDAsRaX0! zvpkPk2JDrMUm<^F7Mwu4*PsTQ^tOeUrbX2k>ZdS7;+>B;M z4mWkCuAxN=fI;Q#4&$Yjm()6n`(a)3WePo}3woUm*4#(HXXs);E*{_EA3597uQ|8kXqoaVW8036jllfXhvdi7=7|+JP3TC%g`CAO; zKNmGKyl*HqzKDM?m(q$#^k$x2V3Hq*b2i#KBZoMInUxQQE2fQESoj{63E@C`oQ;unn2_>p~Wp01VU zrLzN#n1iZ`m@B`>n~P66#>+(a>#FE-jf{w>g9w0yQ%92y!sAxLjd`0Ma!TJ!vzJ8# zT^9HWK$Xvu>P2nqjkZHF5MagSRIt$A7rpjrcASs;br zg*==;aF7WV019W*@2%SQW?HW&Evm5r2{WcMB1O)2AwjB{bePNl*+gEw1ub7b#a z>(uanyA0BB*?f0WdT#V_-Zxi{9+J#Ei_S4d)xzbJY*pL_Lx$&}Iq@rmGNMKyZb;dFlDTOH8gn7MJ>s`G<%T?xm&V0(V5=8u#537tNXe z+AZK->#d*DQ1a1r|C{kIaMHC7tgz+%R}U#_y;V2jjQh*=tAu!Ts*UAY5^W`>vsFz# zuIR`~W_r-sFvg`GJiUF)Mo-X%}+to|7+7WF^)(N73-?7QGl5i^nO|HWkU z@LBNIc<}az;4fc-zy1r};R@Lm3E7+b5?dF1A<+LtZSTMlpah%x+`ywK)XNkE1#72) zVacQJAwQ;*&$8)IX@Q#6(JvXgysp*ZXGJ$+i#xY%npv<%(qb;HGX+)Y&Xx-q1T@W~ zSeYuUy1(xL;9axQ;;Ycy#?)&moB#j~=*PG=QL8D+_zU^=ETL;#*|6QITV~o|-~3McA^Vfi zIgP;tT!&vuj|a6{QeP|8)<3A{Y4}Le+05j+_YS;{Sz&J>jx|%l9Se#ouZ_A5voE~8 z;__aBn$^lu?VWzEa_Y>D%P!fMUCS9*fI1GRcxIy%>1oX2_pYYB=Xw58F~>{eoEPmyNNi z8H3!LrbZ@bwG>}Y{ZNWUTZ`lOq#8y~1qJ!NS6@xp=i4k2S^*#hqvKCTC!C6A*hVK_ zh)xQLPQDSHk{z8Ia&RJww&?id8R$n9;oI%#S^@;Ie`+m3ZBZ4@;#E^{;8eMBG&8B^WwS7+oDeag-0&;Y0B z-0TYD2uC|6&CUuNZ4Cpj44X84jcGoNY2m)s`t_Ilp8B0`v-*U6b zXQJmtu2JU-78csiwOuKZ6XUyh34PoCzSwL!dik^Gt+{8R-Pcd*EFy~>6^zZXDyI^= z6PJptQP0d9RieQ7oaJw)9@S)A5A}$%4N-r8-Ib8LIJ0DMt;t6& zu6+r3k+cj3juu-~0RcTHLSahq=*% zwH1BWJvuPha9WFp*HL&0I@1X7>>KLkm(D5>w3~on7$Awe!!Aair$r$=@#-E`1X3PB zU_qHgsWulCHU6b-Z&Xgo)ua|2P$vd?7+6wM-BPRAaH-sJY~-+m7+F+WFzKgYE7hvf z^z=-q%Syro57f!`vY2n#^ETgCmDUYcj`%mhi@li&Q77I%`nBU4+EQ_1@!9o54lc!L z<)z*v&}+-aXqA=0EK#GZF~PSU9bd6!*Y5p%|9G_YR05Y$jQYkDz0 zGU06hUp~L+Y#k?6Xr7A1cA14ohN27Q$SEDa#vfs!(NRKr=%b!%3ugh0t;7)O zy-|C15Ahs5BGXq(-?dDUITbS6grepkHB zsE|5eP{+tn)g6(AdCsIuO+o|^s7>fzam3Wf?S!c1#{|aZy*G#V%5MC-Z+lWVdgd*W z^VWfQpyt$-y3Eb({K-^txDMV-Tl~#rpt_07k-cnB5^tiMgIJ7k-JO{^Bdhyp((IKO zcrlb%nDfp=Z<|qkRm3h416NOVG`h5xn37YGcy|I+{vu{gx_FF?f6#vYqw9l?v~3{| zgNt;v2aguxEz1q_*`ayFX<%59gRFs;r_pBcqY~n+arsOmp9c?9{PQvCcNy-jrgGR@K<*)`G{Anb$PU9 z0W)a-lHXL(p~hEZIlAMz?i$I)oo~g+d;DUrvqZuw4~iO&a0Jmsr~a))hmIIn?}A@{R%FXKKt`crmlhzwaKRt zu9|dlVnf}>2VA{pPtNC)UNIOl(E~1?Y3~!EhQY-dMu($hd92>;Vwl%6FIak34W9)` z(!>AKox(los*M7;z5G?UjoE*gQswGP0wbd+5z=$w(no8pcVgUcKJ|^{4_-8QE9CKo zh0yl%5YRs-&ix+=F1F9O0Tn7Y?((g!md!B#Z)3qcRGnkzYO0F_#Vo8>jaO0H#)`;# z^f$f++*M$qD=)uv=ANdcr7e=a%&hCKGdZt+=jtKZ*Q~T1B9$-(Q*Bg513c?wk(`Ky`>#X~BL)GeE%gyUghPZGlsE5T8Wxw9Zocg`->IR2; zImdBX5;9;SL0r88abDI4|9K+$-!wje3WRGj=_s>RDWM(v`7Qp=mM|t**bkQ#yiZ4Y z6RQL}ax=+i^H8AxGr?4U3lH3Marr*z*!%k?ajH`p<@=RN$7OVE({j?|_w6NfV9?%U zj$Df0tMD&3tZnP3c~;eH&U8$gdVO}}n3{CobKNje!6n3Oc|}aN4H!-^a%`xvA-2b*_KVS1I!5mlgKwdhW?-SQ-O*`L6T-q?YD(|O~SOGPtRz}!8 zQG2Ko;fa@>dLwlHreq|8E3`JLs%rHW*sirUHKkv}JaJmam}f4eOAuQY8Aw2QjLtOW zS)cz`E%sO?)r@&iZRAre{;bN{lu&tmv!CKJof|ADAzj*i`G@Ray*2+#g)72(@9DD7 zZLc>_*S>Ydh|fx62ETw@Ce$n4dp>i9F%=NT$FH4_M?%a+G|KR^Yj?H7CM{`9jm<>3 zOVo>(h)7AJlZ7a;X!ToliUYa#yDu6Z7~!2d!SS^`Ed^gZ@Tt8z{8p{^g5kMrN+7nn z%D5VGo-h=P=KFwK(YE<`e(@@@O6bO6WUa`1oRxt{c|2#G#*jtnwBfu;(&B!mnEjWL zK8`5fkG+`7x;bff@>3d?B!vDS9DgBt%5?#*pp}$2xyvEkcRrlb)k4p1@?HnUxrS&} zpY44%-Vr~$FL^1hJC)?^DZBW-KAK3JUFqb0900{E8H5=(!0CeG3JiMWe`{pC4HO#br&C&25OPz3C&a08towxHve zsJXEHC8|&F!(ORY&t}lqYb$z(i@!c-J>Tug400qU*NSM<)eUrPxYtzw!8%T1Y<7~r z`HL<@t1{!4bLU4!&4XIbq&sqm+q_heXxqa%m2OvadN@6bSCuH8qU#@HGW+Mdz3Ka{ZyzS0&<6>igBlpW~j z5(~dvtD6(9-AT`p+e2J+#w1;{E0By@8@AT%1~aZAg7TL|gD}nVwZ+00Wd9RI(DQSY zXOaaZi6r~E#GJIBkZ)p#mQkN`zFks|a^!fjXz=yg*WZhvQwP1GhPzS};QL2C2cs7Z zzZIQ|L(%K+ly;$zH~E1W&3%_o zTEcH%?q-$eJoponjuNTn3iWT~?ks-a%~M-2CXzW3fx#s+#(3I~`hJw0ZlPTLf!o8U z!ycqy&WWJjF}e9jJXS1dJQbF96p&NlciHetD*Or?iX)-T0H7l}WDFHCMMW>L(bw51 z8xr&wP|$CY+aCGdHT^r#gJ*oqaMcK7_A;~JrBT12vkO?{)*K>^CI&PPcZ!BB%!-3LH3liSeCT+l(JYB*AzDl>_Z*{N}pYpiT9LE ztCYfd$PFf9xGLo8#XrrwZhpY9jitrNLWc$MGm1cGz}UtZ2cpj=@+^Y_B|aYkey_(1_PfZ?tU z#~h}kxGpn2cWB8DCXau z-c3tV0!oinrlc^QwND82CVxg%3097(t{GobPZRlWQ{jCRoxu|PQ(<1yKOLHDsXldu zfEWz52-=5yB4r-+a$&J$L~j$T1tKUWmuNQeZ6}^oN0;7O)!eVPBd;b=y@9|f4{L{C|nZmxn;nE);@NnU-; z%X2MiYRp>~W;d0Hp?|tMm+0FjrJcyIX|WeI#|+N&pV3AgxCjQ)xx-!V_`@mu)`?pt zR(0yAXGgqmWiX~2Y~nW=6D#OPr)AAEu>iV|I~X$HVRd$tR>Bz0g#&fKA^c}80{aOp zvmkNP@R}?UW#6%#RsG6O>7%L9Sr`4gjs7s#Gn*29-9Ln=+Jb$pUjsgEJ^&!blCO0o z{XJeX(30E|Ydk7jXIGbI+Tu?8FyxeCcD*j^)yTP2JMeR`fQf$gA=f%hQ9kt!aLAuu z=7RXfg{Bnck_}YQ(_3y&%uJHi(i`m@!bV%+yW-&7fj4V8;94!4x$GlDUt~5nw8mw`i$JVJcRAK zb68HAO-_JliLquy>ARiEBp;6rD^rr@*j z5zM2>xa+CEnZ8%TrRatm&Ag^4Au7lDmTF-Zn>f93Y^h!JmVsTFX{)GD+jWz_p+Y}dn zXoPH9Ws6F2n&?Y@OL=!mRbYv2h7972i8XyzAXdwS-W17Bby{~&&it=GnY(}M7WMP# zY9tp5$iGilrzk!=yET-z?cvwx%~yZU`}CXMy8ib>jy5Q0TkJ$yMNc_wW7yFm)UEad zcFKOJ(+U2cAZCL-Zch8q5IRz~KvUSTe)3ZOo^sxvpDljha%n8-{q^D)Gk9VTW7Qd) z(;{OPIug#xMZ_~Lx7QrtmduTl-Ms{dK>PIAv;K`bru#@#vg}-NB!(Z2CUbG7`4Y2} zR4mbA%AR2Y&SgG$9G4p-nEpkd!R1|=Z$5fx4I^RnZEa*x3+EVQZF8gBV6=eguu9^* zSAhk~Cux11=j$;+zHK{sZ5#10%<1q6aPQ zfL$K9Jy%Stm*B3{;<{mAuk?PeLbd&q`La8?#>{cX*!D4jLa!FaNWck`bMEqmOnaSDF3O3FXc#9t`M$n9hD}`A zBZXPZ>c;q9=AaCmf-%bxR-@3s-c^&+F|S*483LwI~g0QA|2X?Wzz~ic!=L~%f;Sn`730y zTf^{`!%)Z~4*>$3_X2vEf`1SnPc)IK`+_^b0*iIimJfVzW6)GRn$c_aI@0la7#`J7(x|3Z1A!tnncJ=z&Yx@HOZ z{azt9fV&-_-OE?2KikOyAP-cfh_eWnndbgI%X9fAnP6Dpj7VIR+2#MtashDReJ$U8 z-h2Q#g1MZ=XZ6>@tdM!yE?=vYiC(3d+#Uyce9*0za^M&=Wde@0_nW?=h{QLiJB{Y2e5Q25C??Nweq z2H8E5r6c<&bNV0~bTtS0Gl%zTF5WTN>qWb2l1B>}JMklEkz#;}N45i`x;aF(w~70Z zkG_u%wT^nc436;7Fh>2y$-fq|-OkBdL3sB4RsgHu7Y)3~6b!7zVdCRM_HWybQ3pj( zIn0thK#4=VW;dCE;Bfm_I}OwjL(xTI)dghwvHN5};Y>moK#Ohk-_Of}2j^cOd`It) z?S2nNN?t_gGvjho)^~tf`Yc~dM$Njj9TUp6??1L~q(5~s|HX+snZe-aiQ|!hYbaN0 zyMPRvbz$R|Y>m?qhuU}-sMy`5 zCD=Gvv`IQC81Wf~$Fwk?uE=pwNGBv1T<-v4IY_Rq-;V_ouiVk#Qvbp6TAhnc)I*Uf zo=LlBCpvkcHrMCM-8DwMzyY#W*nNU*B9iuJ zagp|}3@D~ZLbe~#Kc0#d*Z$}<(i`5#cE^ueUQ3y4zg>nt0&E_t%>SAAs@wegS93zb zdsmHZBVk<(`Dl4gmsJtV4KXmFR0{w}(Y1NVM0dxFpy)Ul{fa`Y;KbwUM*s|itVcb# zvr8hk5aATE45Rm`hs(X+tM!?P#E@ksu1;;T?rf5l@i$~!i0=P{YCxB9T`b9UkQM-p zIj*_Dq>34HV>HMvY{6*`C+AsVJB3EcI1=$Scuwp-iz@24jflZQ=u(zbdjeF;-p);_del-H*&y%OE<;!KOZ{l?) zC13`!LPjYnGwZ9jB&?Ky5HW@BI^@Zy-BgB3s#&%TZiIbOhyM>{u^8fQ%d zlaJc1>dD>-l$C{JjEM@)jB!|en)u*h^v7hC;1;oz7yG+|5=pacA6Tqmek95Y3?yd@ z*Ufw1H9qT~m=?P~@+sN*dPO|OJui~(2>7`@%%LL;&H6-s|Qk9+(9O7gE2Gsvla2pU=_+NEHsP0xo$R8FoR6fse zFb5LXl7Ln68$g#*PYAD*LUgpbw2m#yX>?bj?eOHi@|>)c5g1Fieu&CnnCcR|XrwI48lc5pj`~P`^53vtN`HJ=77Ht})*zh6J~r z{1m9^M@Pz5WFM-xd%{k^$b#o4kiPH=HGLg&e_nFJu^oc1!U4%33pjY}9Z=+cN|IqP z1Qplr1#!d}8SKzgg{?@ab!sv$raaa3K1(A%=M@??i`@K3K&SJ@Pwg`kT6c-)yJl0{ z#37TYXS}63smuCtjDfiaYNbDCF0y`vWjJ;}(ByI*7t$?E(u=I*^~Cg@?50CPwi1rt zZ(X=w{$Dx+Wyh_1z>>!?Ce(h!Lm%<=3+9|oQ7a}z=MxjYT@O>G(Bd&Y!^YC31d!Mc z9m`-Q?+2wfAq0n5w_VB+Y*aF7nhu))JkSdTp(zImA`@)L zR>gl@;llCAv>b>!rjqv*jcj%_h(&OO>5#jC$gEI|Y6S^pLfn);%S!ksO~xPQGB0j} z6r$`Jk?|y1@_wfPpSce? zBY$U*TRY)6*&v{{WCy~(BL+UDBnI0aCMm5sbN_6sI(BjXJeT}TszX3umLGtV50;zS zkmil*pB++BodQMEJoy`P9OaHK^$3cj@aC>mOdW>PK(>p2a1wH26@t2;*xILX`+Fl? z)6-30O(j_esyRM+DOCUV9P3!8(~nm8$>$R;513=TGnB$p#&7Tyf``kZT(j#o-el1^ zM0}qhN5byxN|-*OUj+;7wJu+wXqe|J80jWqiAw^{{RUJJyA67Tix=CMOpM}dGp*L& zSe1XcwOnvdBd87w)#J(K37AWF^IPHSNa3jb9-551sQ}fp1c|N7kTu3=n1!x%LU;=z z_zy>lT7etfX8}Rc?>>I;kbaxY;vlt`3tYq*^)oZlg@5w0t*p;UxNn{N zyqgu#&2`fBj_!m1?2zi~ULlVjvxMrWIi5YH!o+4t<@V+<-%o6Q6Q;++ISFvJOR{0q z6W~tMV5UW6C1-;ww?$U3!c2;*G|RdL=TZ(DTiS*8^%)}%1UgVV)W7}vi$|yl5c<@x1SX&fWOpNlyP$;y zr4katXFn6BE)58dDp=m!_9 zm-Yt6k{pydh^<18*Pt!RkDsVsQ>Lp2vSqais2^WpSyXru?f96CMvIbYC}8G*+DH~V zzfa(ssrC;fVq)2_(=>-(z$-fIZ^y90TsZ8?09&mh@-NO*q7yygk~@qEo=<3Hf6h&Ih-bgbU`s;*g}RcTsSUClFQ5{Y~p>>}8QJ6(aQ> zxaVP}P0eDZL};2P*brcZI1J%Ds-d5z%2L^|yUUQggy)z{%sdNSy>!v=B_y_7^f3q) zKm_6AcT+eZ+BKJ)Il=l~A^Ax$4C;+uB8(sotxYvl^^(yX*u~mAm9C*y!Z;6t&-s4T z3MN2xjnFm$KL)?(1`_~o1dX(E{+(dXf0E}iFaft|sH;F|02WHfBe>AGBfaE&2Vgo( z0?`5!OoUx0;)9oFvt;L(x$-5=xD7b+{Y{2UHfbN*ig=R zWi+Q4w+va9#^fBQ;zeqf4L9S6VxpY`{uW-wvXzi50_p%<(&eGNVh4(&${qn!bCR(s zC+}IYZQKvVMBTk$(n;0&sj`ydeCo=)uS}ejmrkA!<3y0fn;5Qw;}lQCmW=}jOveVA z`^y3`Cpk>6a7YZY{cZ#F$T@h(vijn#KL;g#0-|}xlv{PFS^a;W&N{5A{}1~EHa12L zMoE{Hpp;*c9327z(m6svN~D{Ojcs&Gs-s7Ugn!uORG!m-FmaUvzYYKVXs(2OPeRaEB=z}}=GD4`P;!DpR^}#&# zkCW=3;2M*6G`{3%e4Etx0oPo*qq&-=xjCshI>|plBQS^H^A?5#Uy$dBA{XdP6=4e` z63BFTWP+kg05HcOeVmElpmG?I$Sxz&^RNryKm_s(AtZYcW<;QK7f4m?Tm=b&K1b+N zUM)TYl9BgRl)*${W<5YDa2TXFV1BVf3ZTL)M)dVAJqHFLbs4P{Zz1V*XpFh*p<@V$ z9uYo;1eu^r)b2BlA-a+fMmO`doe=F)0Pu29dr+4!&>E7?A+2_JhcpF>LIHt|oGJ}4 z^99Y#Df3Tg0UZ(9Hx&N91#>Eg1)YrrxWIz(vjr=s<*$6z$|2Q-p71xVLIWbQ)p=Ij zosS45ChosrbssAwEOQ=#C|H}J@jtVA%$t9M*4ym?1j)M zqo>zdV1OpsX$CTkArWgInIAWY)wEg(arJR=rt%)iLFxFUBd$EZW7W^@p*AgdD$NOd z%Gr@2CRMKIE5Y#)=>Yl3DMbTCxd$aIum(4#&5^heGWt^}zLEj41Og0VQ7h`r7km#A z>|H||vexc9qn;e?rM$_16Rg%Y$)_O;21BC*2NaA#UaeH`~eIVa08w<$CaRRP3x zJ-i?|0~btpsaqsJZKgBCnpdBvl3lB~ZMgij+%fIdQxPjko6uXoWjhEk6&78lBw!E` zj6(rCl=muxp->tQN;hjC!k&zlS*c;|@#Azx1RAy-&i-Fd48>7s#6u zlpwr!b%|wLj(Lv4njoBOwQzdal{7ub5xIVT*rjBo{Fn3!oPdg^BCDP2fGUj8nG5Q% zJJZGV>jI$bO=MPSxLADQAzP+}=ULb&Pubj=x^@huflqKcUK`eu8I2IMa<}$`6utU#FPx zgqs)1b)mnUEm&STrU4)?C<4j)U&A^foM$3~8#L@{G=nqcaPM?XK=GAhbY(|?PCKl>LZxY!@WTG6xToKFfj-zdBI6U`Q_9lSY_wH>{?-zpL2u*==}0w2 zGVZ~)3x!WVVVj^FGBnJsC&_+)PR}WfY*Y4?wqHTYQoL3{*a(E0EZ*b73Yo9kO1D`a>3kZX&1c5 zHxQoIuW9Y3@S(2_byvouL{dwK+;5jO`;S&0fvP5Hk(od>#&0d7)QU2jk|4ho@Z$_v zg0|yC%$3u1)}mL1R0?Tymd}cYTX}(NZY^>24HvYVdEcG0g2)-11)D%}T690DrWLH9 zy|O}IGd|?lhvdC_L^SKp+Z5rn5@{b7;k?)}9&5upMjjq@!!*$|`Fxxm?!5n@Vds=~ zU0>dgFB~P44Zj10PAYZ-^-~08S&1`Cl^W{b` z&w>M|t`|w9w?lkH1Yi4t-?lJ329SP=Xo@VI^VkT=A7v%R1`#Mc6n9?eLe8Zap_$k0 zw&mdG3zYLT7@0B`OvC-bLnz1{{$F{aQ#b5P`*m$knm1J>QnZ_o?0%6%WUrwS$aH_! zhCm&OFg}I}M0IrJsybevp#PKN9QtFma|&<$3fs5=pFnrYV5W&2_ow?8xIs!w)K68?Vk1@aUyTTsunyX~|G^m?d2lChPY~ZaCZ-{pLDo%jQ z1ZBu4(APCXKy=h4H3fd<^N9PnPXkqvVf6iP&^d!Y;1Wli`s*8LfeVH>ha+E%@N4#R z!A8&pKsDJ^d-OW*r?z;-`7^^sb-A*pmKU9)oz%6Apzeoa?(jolD7mZA=`(X*s~}Eb zP)!?d|DsTphGVO<|93YmB)yef{zDDIoUrhy@DGcGanyecR+}PkH;D~s2bm!e-c;XxnM7^!#zVfPBaI^;*GJty>eiv~}JT zo_RISGo(=P0^EFoEmyDTx_icYi1W- z>pwh6e>ZQ7a0_-5xOoTj-lb{Ma9S;V{6s}$s%o1Yia-;P=6AG(R9&v9H~ezCK9A^* zy&EIs{OeSZhSTCAN^t2JyF2eOZ?7}p;?rtN>|Q-AXPu$pu5dqm_GlwAQGxi*ElTKQ zbMZ9w9jl4|$d$jP2ii;qe7nE3ODf+sCOhPAbhDlUxOq-_%-v;7%R@bQI9L9#*ltvp zGjW_!-d+=`c&5f~ug-2!{^vHjtT$Gsrkg8xj<3VrSuXkg1ci0Fk@FlNd>pMSHu|I+ z1NprmqX#U~j8B$XPXpebd>5Z}_W5tvgC7QogZ~BYOIVK7D8~^f^^vCOLh)G}zy7}X zko`WMR3S1q+*bSP2?7KCSA4$|1h&CZWn4ZyubZs3s5E(G@}mB8gMFLdcZX*UU!Ea* zQw46ll(i3Vnyh#Ecu}?ZDtM{qDYvm3uW~8T`h#8ChpbB)lyMCy@>F+Ba-YY~%NnK0~DVuhr*h=WC4aVYq+#sw>R)0XK!UJGXM1fL+IoDN}dX4n8Vi@2zH~{N1X81s*L=8gnF`?PsT!_C@6g zk(zDscW>lG!R6}$UQNpAA0`=Gi_jQ1VVRq1Gd8k_+rOjSu3mHd^5j|@tLkog%9z>T zGAp4HQWWN+vS15_m1C`s#H#5V1s5yv+NKl3+AiQZh*&PawQ_=YIHe+;y$D&6Z6LE= zg{P%k)tn8hFl5sz%Sq9kr1XqQ?7lCHL3sN!f2M*tA^k@5@hb)SW;k&Dj6c znQ_H#=Y0|m(MLbp!Sk<@vHCzuSAlRkt~?;-f6QF;ls{0u6@`Oout>FEQuP>nj~<){tZ^R20o8 zYm^mSo~QDVKPN$RiuzMO>JJh~^0yDi0)KyxGThjiPp2KR)c{3?v#3OK2c0aab$ddj zJkG|ASyj)=4R|f0Lh~d}r!c7!*AjDYiTjjnxXL&*^1$7*mXn~LI|&O0tXf`HgrdJw zj%pl<7Hs;WDcA@mdFsrcrH|4k66ZtV&tD}|?4^xtzF z%!suuTPc>jYRol}c`aVc$`;fvVi2OzSq#0p8;q5BNm!E9?j-!)p;Da|N&$?^uU>TM zdeMuN+5A6iC?K5({A%?+ZEDE?iyTaYw5TyxEO9KR+8A0{!jPy6mgfz4o_XAxOr)%z zN75iXp_##~>lXaTw}0y}M_CyK<#^A-YeA+-Wjn3s#I~pLjV;&iefQ#BYb8D;=R@^) z7H#QMu#8HrSzp`Nxir~(GZR4XEzFE~yX75}y>qlGnf#K1(<}L3D|V@7R-^oGf@%Mi z4}w<8saN(&Duuxe9Cy~%B~B4^B0<$zacAYw_g%?^fqvdUXBFHy!dJ5de6}!q4VMSx zi&^_P#%yYdI{{#zK@M)XH%BYzi@I}_g&{xQItfzJJf|<515T;gF4)#aFzXTE=y z1aT0?Tlbnw8-+b>)XlBe6xp!BJ5IN5LHaG<1ZTc;J#Hg1KlL@dH9Jvq{G6omRMn2L zy}bj21b!23R4^L8jz<_Zn?Ih^Q!ZXPd6Q)V7gwXKIlwHD;X zvg+KtVuWk(1Z}v+SMYAv>iakA$6b(z92Z#O!S{hb|8KKca47}K7bG-j)US{^j*k;h z5_myolP7Re3;~#14JUmM*p|Te(nX`Q&>6}@5_y{K<(!EpXnGrcjrfyt)&@uuGNgjP zc)4Cv$6?Ex^lzakgG}|!*~tKJ=&M@b7Oq^Kzo6w+N8ix zs_X`x)5&PCEjelOD+RF4_Sm{^kj}apAUXKw6XXCATuDxG<7g2R@@m^{zAgbfUFRkg zfubXmG95;Ay#7KIImj^AEcs}mMBywxcD9to%i^4xlYKH_)Z!A^UD+<4y-O+4I+?ql zJvoDWk|iJtK&cbcx2J1#OUjmz`y4&-$%wuO3MnUE!dxWKz3R3ISIRMf|&!4Xqp@EC$lD!F{w1hpt4GX+=wPed;ac{Q}Q zQrYlo2(yh$_U#bbQh~Itmn%(Ht;=gB!Psnpv;eGJpHm1-_1mEsI-0#UD z%C@aJ!m;q*CN?fx{+g!|7ZY3K%I3uL{y+}`-g$-Sk4e9TQuiMyo}Xw*b^w^O&Q>H&XYyD8W;&N!f_SRps`FqvAlERUD>+d2P zy-u+{Lx|-2RrtNIdwRv>fqFIcCjLU}|6*fw?YUlL4bN}ki(hl%Y8(*a^I`DDh#d;5 zV#I9;@$w0g&55~v%$ z25TjyUAMr_C5FyYV6FwQirrwIsb%)KVBV7%F8Gz}Ni0ub4EF8tc?5d5)vD1_Pm6}B zQXZ;6fN`LWLO(ySAmd5n{M$J}1t_RKiT~(0Iu$2Rr;?n`V|aV*n&k{3H_Ck#&B&$V zhF=ii(t~*HLgWYF+sYihUV>W)h<-Ce?ZPcZ5e|U|u$_IoPEQCySg)`p6;lYS%}&eO zg%xv2h#WJlQzTy@1=n`NsP`h$w9&lN6$)7vfq^fvc{~|xhlGFZDHBl{QMw|-UXU#$ zq=Z5*WXHC?qRA{K)+K+pB-@k_jAsx@d_e*C?>W5!UJF}L0*!Ns+B2pEGtEQ96+;;F z3*87Xh7a^E%QmciAg1>KzJy$~g|{|&nYEpwRAUjGMYMa-oXSh5RnnDt+De$=$qm)b zIP=J`5^-7;&XxHp)QxrVu#l9^^EyJ>%v!LfprG@SaHN4qfxMctSOP;gON|}lU^c67 zGj!cs(*Pf1)~!(ryPA*-n#*O}UA#xz5~B6h>&^|OK29Z5de%wU)!Ja`_(GZRa#o8~ z@cl{;SF1=UT`u*?rNU#K+zgLgOBxl?-q4WOg@H7e6hlpK-o9D>K2DPFy-E^sJUwE~>YJq*LoC^b)#(jeGaX*(0{NktNHL9%OJGO2D(0jR1g_ zUJRsmqX&i2E6D;c!oOUe#?sdde0kBcs=999jOP~0@g~P=}X3?@Vk3vZYc_?qWmG)y2jh=QZ z>#i_8bwY=s!9v$%FZ$){m@5@*v-#<^N8sx@tk__0NS$QIaO%%-&ZohQEiI+%`-;To zfFneLR=KLX6~nN##H~tZ&(<_L6CO8w_^Z|AzZQz^wt<2<_(%+q-Ld*#Hxax@G<(1m zV@jfqU3N>cjl4cf~6&jWsMRmB*l{u%3^$;gV4i;hCKT-vYC*0|eKlbehfZV3M1 z#VnV-pRnTx4vM^r`m4~&*?OY={aO7>b089*Bp1~PHu_B8i$f4#37hzw$+Y` zc+F8FCRDe`?12#Mo~Uc*MK&1nWW5pyn(A6#*BfOc9AwE*-%BazhI8I zUj$RhF2fW1xEWj%J7dt#RN<{K9*r9u$DA4c-_>v z&Gs})L6eqVs2#;J5W(m)*-$5{y-?qxeuab6pR0D31B``T`qp-(F1ah4@zWc4*DeDV z!krKzkQJQexFDHKZc4~CeFudrma}sDDh>h+2>GD$-jEH1k(&Q=zgvb{v4+&(aYOL9 zx&PZ-p5p|bdgzCRhK<>0XAjuibb`667|?Gx5|UCY5v>Wa3Ncb9mT8E%zv*mhuX0P% z12YvLS*(T436~)m*Gmfb&Cf!$es|)#62ai^ryn2g>_~>Y3V1&<1d`U>>x`3 z$OGA0aiXM4@_Nm|&_IS>I4s>$TJ^F`qGXVTH8+PDTRwj59R1tj!S}jQESPiZtD$aMku|c~#=|0olV|&1zIJ?U@ zYf*74hw(S*s)alo_c-HwfIdeNBlozors$>g23Eg{ws)6$^8CBq(cRF+Zc4r*l7GNM zeZb3k0IJVYr)OIS$V!kGKMAwC7-5PPuq*sE_oS4mdJ(28>rX zgPa_?p~lUf_WXuF&=R+LWt_`P$0-^JHkl%}tL?|&SIq+B5xonhJW6nmJ=AqOA2(`> z(Yj>nk(0RLNG#8>f@o`!VEIGHA6OZGca)epSF_gmNXOtAr}I|ZK>yv;sgJ+9x%#o_stjl~}ZPkFN|pH0|prVj9a4&G-R#NBe$kf3w;?>#$1 z)@&l6N^ALWO5K0T}RLWnh-byJL8l}y6d3yF{3@_u%)6ZNV)n^~O%pSd|#L}>;p9=FlknkLw0q4D}aj7QC&9udT3uuYd+-LM3 z63$1r#m4uy|Ehl>AV1S=xQdkT?VK~^W`42qzLD9mb#$)FVJ>iwNYc(wFsoX>YR-bkDD3Z0jG7Bn=o-bZh0OJC0cgL#KOe_)z98ya zEvUJe#=Urf&XQn3C@HixJ_xY=mAH#+``~U6XVTO3iuHvBB!t8-K=(bIF|WNVvn#*q zE}3%{DJ_THz<(Q?YVi@CB*hr(6wFpB!_7R zJ=8tNm4-INi~ZP_kenWHcWeb=ma6E>)8I9lYxn}|4sEo1oUP$j()`3B;#2tV8C~Th zS~iA&DgD8&=ok&{iTN*fpRgvZ!lpZi7D5m!R(G3gM=95&sWCUBQjhs8=M6#ALT#iSXJ!AG4;She^wp*GG*6fYzYJ z1Y6ii!6!l*RcPiaL*{$>hr&ny5J$F&XE_t7WR#zHDO69GzA2(G3&r>vHbskrN`C*Q zwa0LvE7TvR6x6k$iN;ahySgkZ%om;O_rlu|=QUk&l2*an3X^~Z=Fxg5T*5uth!2HY zIA#G&ERW@)UMi=YYdYyZ^?xd;d;;*2)v{6UWwXb6#a2H}9?H3-HgextF)g_sINw*C zC-JgSZs&*&FYKKZ{8#1D!S7K1(s+$Wn#sI28`kyLelO4#3}wBl`Fq^G`E#`D%e`@_ z3N>8N^1FM38ya4W8+MZ^ZdoZALlKS|FM}>`>o&Y}Z@NPg?Ed@h*sj_p-gcd??B#}6 z4)4vFsxpTI@3BW3iLP~b4t*zXMkm!oeG=ja0O+sV|E7kfMV9~!Q!u#XqnD}8*B_c~AP~81Ss!mO9QeeO z>&;rHXN`7$yP%K`sPN^5B+wL}P{&dcZ<>OCeJ`K|!Yzrm9M|V56mK(Cy7fk3bUZ}8 z&FsdH!w=bSLyCWjNfk40n>y!X4fEn*#RH|z_4!h{Z&Bk}74dO(V_G)e{0C;nl5%&< zZawhGvogC;K)!;^JtKW$gUczg%W`?24g>&Lq) z9w|4z)iyh`gsy4fHl%Y}?@SATzSUNx01Iyuo+5zpw@Pa=Ugzn@OG?mScpxD`3@_Wt`zA8x$6Xm^pkRcAe-Z~VQ9 zBl?!}=JxUZVf1Gws@Xfq!8!kX7JJ?$_MNB8@H_Phb&ri`L7#6}vj&z}4JqLTzI>SM zm{Yf&{pi^zWs6)lyG&R!U zdb!KL1pyhpA+iLwlW{lt+*!igbp?;fc&)M@e|YjWH^~@5D<1vh53ls<2=!Wae%$cz zC3R`rJ%o-k6~>lx01uYZNwEbkne6Mbgq6|8&F`fylXwjNs|Tk+Cp<3Z!AT%QLq^9p zygLlt`Z!zH)zX@^o`3+}h#U9!@9-3TdN8opx2LjhxqML4+sL&3Q5v^ArU@-)h+nJZ zc39&R6}xHjU7p>rO0PNyw+yo;1zH8L>DnE-6EX|T^6UEUdYfJnG+db|lolz`O&XTA zK15$VHPRQ@jri#H-+}a7S+i@8ZklDA_Qo>3w#A<1T{J0)J^WXEcaz0f$?svCBw0K| zdGz&IM^O*&zhckEsr&m)1a}yBQ%WU-I!v6}Y(+x_`2M<42~y)wc& zT3Dxp6~5$Os&Ej?FiP$axd2%#mHs6giZ{CaagE>Le)@KYa=+Cp~}qCW))^(Tic9cz^Rn@y**xin0kj z->5?U>@P(#3+|cKYfRK!y)erur%9PBZvE}6B$itTd8JG zp!f*1zRGew>ACW*3zVV!?fbo;!nbGN1422VmfXeLY#+l*&Dk2IteGaBu)UrUdud{~ zMcZC>{wO6_ZfhiKo75Tnr@2D4tdQ;6i&uO#5;#7r2iL0^(ZAse(l-2X=E0c(>Eyi( z_)X7{^_fA5MD(#Ov_V=C-QQop(I+ z%tJV{_*cApme{=J;EfeDtVq*o@nx5X(&-0+_nZH4NVTwD`tzCnuQSZj&0D5;N5z|# z`n{4(#uu9n`cz+g}J%`F3yoRl1@??s@JkzTHJJZO--||fDc$gP zwfWxzk?)Q=?2ggi}4?MY+bI9=i%3=T|0I@5zYP&i*5C=dr5b>9hF9hqa&P)+~Q0O+K4Hin{Y} z(|z8-_Ew40seV@e6-)8#Vsr6+Wt#uaq@A1hz`}tl0^~%yUH@o4;^B$8_5!(X$ z%Lgys6&Ua@E_exD$U5%|W~a{9LZPQWsa#G8<0)EUI((7ExUq!?RW)l%JWr`4eYu*P zLeIk__Q)9^AvVV|s{Nm5rl$(~D_>6F87N`~YrB?gbCT?M0t$-ia-G4tAs9Q>vSMbi z<|oNoGr$NH`oJ}y1qn>6*EMvK>_)~xtAH{@tSb@0QkH81qmM`7-RwbhTdcr_bTwd#eFIifi57R*)_XnE7r z7!pnncmY#S779iSpP+@-fKqE1M|t3V0`Ot%LmeYJELc@JRBZHu`5WX_bPUohF(F?|C z?qaNqv5qHbepIjU5L#4<*5!;&8G+G(Va~2#%?U|rgd{;DO!!%^Rxrk2u?2cZH+fx$ z)DGTcpz%imjC~2HkA@ImY?V|pO*W>wbg<9}bl-wbnS|FO0`0cS1V?BW-0@OtSXUA- zUJA%C(yl`SOW7xD83E&nNqUsmU&+{}R5+_F(0UJ=g{6&<2gYB7fJjNM!dRg-&~*z8 zj~-nR53SA+@MNFf0tJ>I0_zxI;<~8)7jjDk5-c?Y7A>NWM_^nL82S#3or*yOB*~S6 zRwm<2ig0F9K&f%O8v-Na3%$RFZJWYNk?D1Wf!BFxuM1=2h_u%UmmB7Q&SbnPDk;YP z{RIssf(P?_Lp*By8A5G{!lyp3k_C)Pi!uVdDKdR$ga;a>hRlF&qN)a~(ql+iS00S% z#d19aG|BFr+5$Qwa5Xc=I`%#B?aBS^Iye=a;~G}5sLO3v>xXzQ*Ym62)af@!k_0JKoYDmWaiq&p7%K%3JlsMz31hX4K!JoLhDH#-FjjO8R2G1?-NkvX zVNHsLMF83ZsM{u8AF&*ATD~K2xLIhOA&CV3P{s`Z&I6YlkFkJ~rZFLCvz%ZY03ZznMs*j*e}XXy#^@P+Qo6vF85!vg zCAn2v(l`>iQ$@f{ zZ^z`DnZB3+>&>)Rrvjo6r;&BGwf2@&DHOR8PfJOQkw?W}&@_4QNn5kSL$x+i{i1|k z=Pitz6xI!p>(mZ2Qy_S$6F-BcEPbIO!yj@$*AJUj0z=iMHW8!jA+pU>E9v1 zNLW`)R~K9zM-U#dZT{XNC(|QNpqnq^Is-W)xq1S+T~Ctrie^mhlg);-bc$wT|0O#i z1dVS2b$pZE&dhX-fWYdm29ch#hGf@vjA%QZnM*SJJl;kMXh8!2JH|oHXBa^@Qf_V zm~Cfnp7bazdM8@0uxR+uiyXXcJin;(a@o{1%Vc`_MhbP=JVN?qHvNsqJm&O2mHsT>S&=gC1Idg0 zBq-dqk;t=tco&`8zCwI!b*%QG;jVl4vg^vTcqBf$n11(Hu|2)FK>1Iv8VUEzryl3L za$YM(_AB>RTPBZVX;v zW9Zd=(b5_Y5pB>=5e{^vv}9#{tZSV_q%y0<{H&PHDfM76KnqlO`;Dsj)j>w%R8ZRvd}I z(tQ)im~nKS_SYTT?0#3d+dvA01oUoazVhB`0tGb12Xx774QH+naRq#QxBg)|Ab4PF zOd^0&Or0#a{7EA41J|#~cRrK0fm6X-)0vvnxWG?QzrNaPetr3Cl=N#(P;+kO*ZA_* zkL~4Rhk%8e4a$E(w;^S+3|A!53Jy3pOXxZ_Ed?yeB@ z1s7!qAVL&p@a_?H!Djg5o0EFh9FIMaZ z%8L;Nlm`S*uyQ2kXNueWUml>XptKjPk1l|5J3fen50e5!N?A(F(?_oXf}_#|?1PPs z(D5@#a4L>o9;)=43g(ojClXR%^0=cqunjCVT;3_sh{h+Fp!ge~KmnU0Q-MSDiMv3_ zUA#cMpfL)NI7DYl0>@IYU@5Q{ELEd$NArEl6ALg90uC6$Mec$Rd%)NoyZ{d{9CZ?Ifj9CQkAXq?gidaMiRO5+g|#~gS$t5Q zO=U1AM#k6!Qa?rD)&QQq(8MoMi5G*PHLw#A6)%Mc?}8&q2jNDj10z~>;c%y}j36n% zy=UO-K?JoY8FKR9VjzGj5?JyFI=mfhvlecS!qljw9;lrB;5sdTA|YtFG~F(E@s@!A zfYJS!L?q}N37jYd7P^K9AP*YBA<8vToXyO%6zp&!qY=^6$~R*m5@N0ruQHSopc3~A z6C%Ho7T(MpeDar5|M*DaY=ABXcajnx6{jZpv%0b%P^(~D@a+3e(?Qf(y%Bo;)30T_ z^Yz>6>$T^bKB}98=f4cE|5`oYxvjVZrtZC0*ps9l_$VA0Qjb=z9r;jygQ;@A@zg(s zGJk5Rf9<6I4pRTUm-@GQp~yfIX~FEWzPrLbSSYt*z}l`zAAy~Fy1{o(bReDgM#vU{ z?OR{As9~<`y?yZy`7(B`0qgshM~W1ECK~S@NQ{-KM(%GpOp1|-I%-LW_YS2ds!R$M z12+z(r$|<{R!{w|FOVA@(OjJyM^|Q=JqB~-{Eua4pZf^}1#V7ze0dSFI`P#1_tp81 znBV)CPmZ5Wx5tCwR|8Ju7yDAVoj_YEB;-J@>O;(y@@>7{#E)S@N;`2{94eN%KoxDrdE*JbapeW?uf_S zP~hJi|CL9NJa@JqtpoMk>CEaxQ{5-7S9o4djjl<&E!bC4a*nLLoX;0>FFSeLAxf~w*8I15Oi)wg zx3KVswLfupatq55;1%N^VP|_OKGCr~bz(^w5)Sv0Q`l3bN*<+B^(BzrF{&G(flV_~ z`85$Lwc4`YGIt9UMgP=mImE10SJ`*gS?J4z)QP6)2{r?%cszO5`{3hWIb$pDwV7w`9Uxd zD812IDo{J<@udYPKq}zyliite;(I*t+39Y)%2I~fdAmyrnEvL^0;h!6j=4TBR8}6v zp5I)Pzo*HuT3(u4tOUDd1p?YZh!%jS@(UF)|5we7-5*VygOzvq94-^N<2?)LK~ z#)b62lhqGK)v_M#Ki1IFIQqQ9_0OQs>AlA9?+3}92D7nRnty&4f)WfCOW$k${iT+C z?zjC>OY2`oH>=&hKb!BVmcN%iX#wb@x(ZL8+0m&B)4~bmwDq^qEOEp?Q2QGYtL7w{ zd?cM5shgRL6~lif4Eea)4a;rDPV!wCA4xqw%7c@y#w~0*QX##UCdi?RjUp_eGwpmE z&3H{FLApe#J`wtKyq>x!`)#j2amALDd4~#krBweC;z6oyhewdS)HAt|mNeHhQJ!9@ z0fpR_bZ>Pr-bvEH_12b*pg1x9C8@!i6D^q$9b$q9q(P1SmaK#`F=0CCA#L{Dbar)d zQFz^uzG7=mW}LXVnDnr*Rcr3U4si*kx?!`B*1X4O;!?WOA1rfQ^J~;E%iO8^VAI-K z&=hxB)>HbU!$j-DmmQa{hSq&_*>5d;cXnAGBR%5I-c~fAE}@uLH*#08t#~X>Lb+0U z^qy5)$#jRre{FT6fgx?B^Jfw&z0zY3a@)#Q)Fo9X>&B=T;Fd?*agypw(x0Ly+8!T= z`N;0qeTv_2dvbmziJ+4qquHMm={2Nu;PvEW#pmTL@ltwXGUF+yp*&1)Bn_16$1_5# zqgDz1`f4&0Il0fPB$z+k#66fOXnkINwc1D4Rc5l7_CO%l0=${-o>o3o$+jJJt6gz_ zGOf&$U;56V%E~yGxihBbZCc%(N}10Nk39hfPek!&%`?ks$03>??W0*J$iMGxs} zOj`l~%>@91Q937P^3=rx0LK>u=u8Q1Iu=pQ`?VX;W0@0;0MO}18@kdUZJv^sXexQ2 z^hRv??$|ET-Wl5es^mYXBf{Gr|7(=~k%Q8;q4x2By6P0@QIk)}o{SG?Ht6bGatxfc z#SSfK_~ctNfzCE!FjBtC8%q{r;Vyxn0F>HsH&(*BilfRGpf1ys0-mcBgz#YX$J|ln z-dP2+Ugjxqsoan@qQ&NmBame*8|$U* zlr;uz@1h@D4!W5G03bXB83h6Sf@S#dFa$dt03o)qz{1JY1z05E6}BB&V`LG{oUaEW zHoH^gqPS_llfZ$SBCOKQ;jD*JAOHl3n%{oOCll3}+M6l}>{}8QziOcIfeqj=B?hc- z9=Z;LeUCAsd3uzMh05wcB?7R5)N23)UH&YV9s$r`9a6Yr6t|!*iySS3bUFLr(5#-G z&%Roq#V?{~o+Gj#fQpiW*PI80^qlQ=^&rdPTaYb^hn7yNEs~-63tM4SXRtg1E=)|4 z#60W*pDUAuUb6tjiTw45F75;ntWXetS3nFN{ z7BXp6#JCtvq&2YbJ|D8Y;0OBx@izlQfcD~xjF9fiE3KKJv#?jGcavp~Pm}Dokj&A) z^=X$av;4Qv3^sUN%;ekI*k)P)h#b@Xg@x5;CI;rzd`!6E%35cq2TB*z3%uU+Bl8(I zz*uUt0iR%-6DrEkXM|31yL#|-QZNokZB~Lcg_i9&H)nwMdFh2y($!I)40OWvW!=~u zRlbw=i~w?kB$x2HjsG@}jC7#Z*$d){0xv_FjRbkOS=Ed9=D1&jl{fZq#*-DTM?(gJ zqSI*Fp_g-O&^Va^@aXn2yX;*qj;uq`C?lZlb3W0Izn%&+p58(L03v^Y3}OH(Ko)Ru zSplbL@fUY#8X5x{00_iN2f56_c@dnFR^MqjizarHEQkqLTnh0sF2a<^I(mIox`iGYd2c=D0bxil|%#4-HiF)Q|Mz{az zS~{6nO&Q$zXKa0BV!dHvb8cz-&%oi_((!?_ql=jn)xzn}!g?!Swjy0hOQ(r?VhpX%;UaSEU!1Gd})|M}d1 z=@oqF6|!m_df*gF^$Sh)55;Rs7q~ z#KQ;_B?7e>nsgqEN%O~21Cxo-$@%!?q`G8tPh49fe&{7$CXw(QMVP`6vOQ9U6H*RP zDNo{4&%@HFn6z){Y1x?c_4M>o_pBfH@?NCnmE!aNrsh*J@;{{&RAm(O#yq5^Jlw(- zHl`G|q!l(kEG+IRk}4?fDkyncQ1aCY1O0;)pe8A_1~)NS85twRyLl#dRkxB zbiUYRpZARVwK?>8>+{C8x6j(9UbMZfdw%}(dGFKb2Tjk{nxB8$etxs{P4A1hbHyF! z&pXcRI;m})W9{$OU%xwi`>wb8{aW4ogSxIygFRhudq=l=6AydupZ0p5_1aN;jb8Vi z_x6vh4(7BEf9o3_85mw2_;A?w@qFZC-@wSXp^?dvk&(}%A3Dg?s&Q)T1ohj*$KlC; zA1CJ~CMSode@=b*Hv8r4)Xd8C%;D_J^wv!O*RNkc&z}FBo&GlWbND;8W1c#@xHP-8 zxwN$OZTbBB^1Pf#0Z^coBGm%Qz1;m-pgfVkTuqEfxJ~JW76ZLoJnqS;D&eP6oN+t#lzKxuy|~ zms{@+XJ5vonARxX9rk#ser$EA_2F1qr*gC@LhSD4ctO6)0PZnQo%;{y)rd4Gc8@2X8=-zXD89*66@YWUK_-ZG?;l4ZH#7 zCS$cAZ)035ixN(Tw9$fNuA2HpOr!2Hs#e>I9!C>oFt6t5zwd>cg9lo7PBfuME zQgO*)#hAvi0F6Gsn1Iaau@{Mvy#bDFLT6S0Qm%|^$)z$m2b^Wb6?X#f#8a!r{~k}i zy!rF0_n}|UzPZ&R%xY+`*dT474>{13>TF^q~bvJ zuu(>rSEi}vnk~vF<4r8NaR4g;SQ3Z_)?|C!8guDG(m z0(9CbC=Iy10YCt(`~)OT#<{V8CCEZb>``wr831>;x^j#qMn;+;tk`C&tw#E6L&c{4 z=(CO$Ux1U*Frz+{510dWx+~sMNh#;!U>bwSZYA;#vfTNE<`(%@{KlN<0u|oRH0msl9-cye?R9j=r(pt$A$JpL`kJFa!@9zpN97re8cW=F9EY zLkRV7bfexrwotJJ7jw*!h^O!VGKV3c)}sg~7+*;DX1UwL=4oe^%6Ub1HetcsIORGaA_5s0q?Bi`2 z*~b_nA)0%55QGH50}Bt*k9t^PfoE}{Gh)QU9{TWyGNO+w|9tWS0RZucJOqtIxDf>e zG9d|}c*s49fdpfO0~}5GM(S4Qx-Npmh2=Ql6Pqx@&4mMZ{?Oe-PS}jJV8ab=s6!o~ z(GlYzuM1uX8Oj#24|sgR3tT9Jrj9p4fnZM{>j0!6PsW8#gbNE^7~dDHzy|c4sT(JQ zSC%rVmQ5CN7*#04FVs^BR>=%hGEd*wh}iAt8W%a&o;;_m!Ww)*v~ zA@))c)^-UNQ6vG40#TzkkiZAqA#)%iR8N;q2sZ#eM1nmdW=C9jyN#ichWfbSFTtWi zsUY#3KP*gMp0prz9#M%ANk;^c7KtX9i)dWChb&eH|DrDG(u)9noinj1MR%Z4jS^vF z4)4JSMhHX`e1ICal9$IVbRl_MSO@D&#f2_pG#~juL>J0%&qLP34jx?xNI}tsa)GE7 zTlj-M@{zN5?ZXaU(8Vkf@r6RFr5-2Chd(4Cg)&q^AN5$3P|-05O&t|Pis(e9;E)eE zP}Lv5fP>nys;NYf3=YEB-WOsa%~-%eQ=t&1Bs9f_v8|)2R_KH_J<<==$%_%F;6oER z;g5c(p$Sb$0xJA*jx0Pe7y?NLAE5EXdc1-Wk%$5lwuUq}SVIjFl-WXA&^&S z;uTC#!#*DI3V{^%iM|ksHON3ZHPFs0+7e1A4bj`{g4O+yHrDQGQt>zSVAQ3aSkOop2a6*_J{;+hj5Ctuu;-HGa0~2&RkYc!DuLF556GDrJHu@tH zS+HYxL}A}M!02s zXhI;q!HFj1q94Jq!Xm8k4tX%4cbZ7TGyEaXC2%4aj*WsEprHyT6ar~cXhI=^@eX;` z!=Rk_1}u(!k1YHaxuzv&GjJDN6{T$;iiquO3nD^ZM{pm0$U-2jk!%0eBMM6h1henq z22^~55lo<+DkPhWV4QHk^H@S1tnr8@kT(j2@J28Kp<|C^Hy$C{2O9?Lk4KcQ8Cg(6 zKk{LPW~8nOYPbd}k`M@T_QM=+|A3rl>Wjp}nUm#~ONKMTt6wJg(;ZfzTdLLI3v0+j z*xxAjvCYAVDwZRh&8X`bco~T$paOzzU^9ljs9}OsdkM|JHZQY)b*)pd4dN*FK~?>Y zNL2BmjKIc;gK>{}Ab||cKm{rkT2JET(t~aACx`7fQRNv~d6C9p&(=|fG6qDKJZZwqvj*alE}v^2XRq-;NuTp=zQE>5m*i8 zE)m~j10(ve4=e22ADYMl|J2%$2wpRR@2}9p(Cz^XF4cnx>`QC}$I%2K^Q?pdIkEKP zR)_Mxg9-Q4fALTbX7>vH5DxltLA7;me&7cK;RkFmX-wc+22l@JuxtCqDR`g>_n-+} zByolCZX$Mfw}U{El>}B02{n`iI5ZA6$8jF_3JC}cHun`SWDZ*J2Ej64JlKOg$P+#o zghDukL>Pon(QpSLPv6iE#lQpyRY?yee!LWGsG~Z(6i(2fbVzf40zrRBICTNVP4Na< zg`f`j=MSi01tc_2XxIe$zzA7DHlpx^DuM@OP!JL~V4`3J6182{;9d80ci)hAytH@w zM-Yt04j5Hr7o|KS|Mh)?r+9}qFMhOm>9P+zMGTNL-?B9jIOfHVkQ!h2U1Xv#MXqvi$1M`)=x z5Ry;@$mj(v^@XqV3P>;x=Wq^or$+zQ58;GEe2@fWkOW-U1pBaG10f4>$V=VyexoFR zCPZ3lfH(Vg1zDg4OaMb*@pEH<3Y@S6YQs>06$M!kT?0jK3ur>$q))5!ethQ-&5&-A zwQH}CjshV=07(W>Kn6{a1@{mMD@F^4SP|J}4A)o=@(C|;@CXE^a zMod5r=5Uks|G*FYU=BMF1?HfW^{@k3$PfMC2AaSRqo4)-FbZ#=lSFBhNU4-M$&))! zl~q{`PMMWjxs^`Y5B(526VYp=!*IzIf7?|}{gs7Q$c!uBMVwECKkyDV<4bC z=a`XjKr)#TE;McfF$XGmJE#Dk@mUWpsdW0uhF#&H1QA9}V0ZahkppIhs*sMMBSSVS z5O9eKz7PxpnxYyZPY?$x2qircCM! z`hY@JSD7B_HAzqh%>WK#FqsG?5Pon>95fbS)R}vC5s9b`RbZNoxQOF34C}BCOJgcQ z|J5#-1e~;ZiH;`;vuTMi(@JDEFQcXngvOd{p$~}Q1ztc1qA03YHV8wo4WHr(T%f8} z1vPz!4^gHIpVBG$0E^FHom}84tNDCiFnqsfXM~n~uOtawpsFC%hdGL#tyPEY={I;v z24kWg`&nG-H-)(KqYx^g(11IyfTIOE5mGY-*=9qCRR?BSrQKwZ5Q+y5C=idZkQUlY zru7aS>JR7$q65YVTyzk&MxfYrfZAn|?a%~tDPC=vI%+5o!BB$%yRHKvHDurid?1At z>OXxmVEg0`_$M`1APW;J5Vpp5;YtzChBoTiZM8Wn2b}kji*78;SxUDt`cd!a%bgu@8h+2H7w# zYs&?{(3+Zp3EN|MNrh&In-4%$2JAo%V?YYV_yyIVt8m~6-$D%eum?Tm2~LGnCsPTX zuxOz61)-n|l~7GKNR7>~x>u7%>S>WGR0!=*5AxIo)(8tiR;~W1rzr(){55SnhN;8;u$Mfq8zYVZ!?|6q^1=ArsZ zU`S90;h+xoRu7Eu4fW83pQ#lqIkrH@KKQ^ga+_vd5K79r7U-}gXktSN|L70Vz&$1;aZorf zcmRc%WCig+E}B9LyEi^f^#$y+NrS5h6o?LI^#zNTC2+7MR^UJ6Bnt=BM8B0r*+!-Q zK!Zu(P}ZP9Odw?CfTI&x2cM+|mlp+pBM`k@5ADDNpTz{MEDvg+K~$WhdI>5z{0?=n z2%vHg?SPNa#8)TF2a)weGxTndcny-3p=uyx6B$FIAYGDmkM3)aq(fOYxXs=)&iM93 zd?2ycpmZHZh~$(GPIQlv073Q#4NLG16`BYd6kS`yOYeY@0!cg%-7bNkK^7DiADm1b z+zcjIVJ3WsQe$wbBhvM7(UMgMFTB#)%*`VE%%tPO?_gl0{{sufMLHP@Lwqo_PgG6w zKwTBI2&UBx8l+q`mVZoOcVfZ5Zomg*c@a1h)lxmxI5T)16={_K2h)jW!r+_(kqyY$ zQ>)^f!URZPzy_5R$olXJy?Lpl(K7fHGc&biF%vU!`zg++e2BCK$w{Me`^Qz?N`Bog zxhG3yF|F1_Cew5f>pW==K{6Hir5nLD!E_Km^Tv3X*#pE7Br~nEI2OA!i(qNOOE+nF z8xf;DFO^-P-r(2?0oj~=+LImGiG2`{ywbRR*;oVHh=>rM-7fa>+nP-lynPmo`Uk5> zJ(M~SzfcBIL^R#d$&(~k?UHztR7sGmN!@TfM}s8<|Iuh}UDsEVuegmKFnJoAvG7sm#;IPql4wM?HuKK|oC4l8|R1)h2pIL-xN)#5?Eqp5|)4=4{^PZvN(Q9_MmC=X74@ zc7Er0p67bL=X~Dhe*Wix9_WHT=!9PAhJNVU{{q+JwAufI=#KvAkWS~R6U)! zn4amHzUi1w<&pmBpe`2IFzTdU>ZX3`sICyGzUr*r>aPCkupaBOKI^m&>je=Bg^=sI zzU#c+>%RW$z#irp5KJC;#?MoNx*q-fHat*3Z zGT#2};2!ScKJMgR?&f~(=$`KCzV74B?F6w1i;xKLKJWBi@AiK0_@3|jzVG}#?~f1( z@WPwDIq(Eu@CJYI2%qo@zwikUF53R^5YHj*ju2nN?iPRX7@zSPzwsn9@$(YziI51Q zJn|%8@+N=sB;W7+9`f=&?|B(+>umv`M^EjXLI=}Ng-}65I^E~hH5kK@q ze;yuh5EakyO270>-}L5w^d;}|QUCIa0PiU;^;AFdi}3PTpY>P22r@4a`2h4}U-o8y z_Bk)~MZflJ&l*Qx5J~U!azFQUZ}Cw7^;@6vT;KIwPxbT;^MCL4qD=3F5cd8s_C7zT z1CREM-}q@S;%y)KlFt=yPY`im_n4pgnqLohU-ec$_<`^F^$z%fpZEDL`t~03f=~K} zkN7l=%g5 zpFV9~Dt_$ZMWo0sTdH&kiSi;BFI7y2{KADx$&g&icnRr6W|=ZGOIG~y5aLjxMU5Us znpEjhrcIqbg&I}rRH{|2Ud5VK>sGE^y?zB7R_s`^Wz9m}NA;T0YxUgLW5VR^T)K7b z-o=|&?_R!r{r;W1mMBAo2?sukG<0C1MG6@YB(-l`<3;s|EsD1M79VIpM31#LK|%)8D>f@vZ?0}J3PVXkTS&k1C({NsX|Ti{`f;Zih|;= zPe1wt7aq%pGqE`HaSA3K?gdePG=Ol^Ht|ksuvCE5w*pUqfu4UR#`vH^hvKNV$o^ zv!e{R$}rDaEAzn;pKa*mVi;|{40D$+vi!sjeOjr4i!a#Ori@CUE8`Y?xLkLa=+sk> zPek|Sw_kt%1vp@V2R3V;e0=JH3r}`oxM5+4DUhwXn8;!-Szw`ymMAt=uwn+^AtQ+^ zy!li@lHXFtm}ZQzW-epgscW8M=6Yrv2SYt|kwPLp%0h)u(dQ9;jG-}?LSP059A6fR zCZ0#?@sSoE{})=s8qZuq1(io$Lxq-jCfiZS%RuvI>D`hPaNduqU|TwA>zPT(#a?3BrJaf%Azsg{b zCORpnk;<@w=bHEEuXjYTi;*V0X}M&&vLItFQ7$Du7`K}6 zrLHkNuBQ+yXlxMY-9|Khs8tL5S)WCW*@u&QjE1?IXI4!9HCn5&W}N9s{_L$^jdME4 z+s5XkY{w{bDDB|dcIhIwKCjZXvLy+2AYu^ffWw!{z>a+2gB_pf!XWfv2QHQ2aEWsg zKGwm7{|Z9xCm)#{=R`O{5|+?}Cq&^`JhwKsflgi3^9SmPqPn=i?ovod0>)^8px4z7 zFU4TqTyc>8}+!Ya;5>homHSpe3{}2~xXMA$VvPHNYYZ6zkn9wBVL^1R^eNm`6Q|5d|h( z|7tFLNJ0~sP>gTX!5CSH!aM2_3~K)JEyXP7I8Z@NKHP;5c)&v)-onJUG$RV_sD~8k zQU^A;Wgc~a#~ixIAn9T6Fk{?Dg$Uys?SV*;C3=J-9+3zd2@+TPNY-KMK@J-U>sOp8 zggQ(Uw%hokNJp~JK=KC>MS@NxB4O0DMuL+MZox{`k))dRF(o@FP#gAY;hE}j2s;R) zP3|&NHt6KP$hB}!?3ra$r8-rrR@JJV%Lf3Rg-cx~MRiG7!VYt2L)YCUWTW#B#=P6B`^UN|IN@s zHG}aACM2RR>S#hUn!yB^)dLkxbW1LnfKPo+j2Lvm!$1L3(3};b5E@CyBc{h8hCT)y z56z5b;=!0|U{q)ExL!d*kz0Md=rxW2jUY);o7?y!H@rF3N)ri^GW22_*Zl=J@{x~U zY~vT%*p^o7gb$IJX+8V^S4ACutonk$*fQPp{f@2SM zi!7MH)_O#u4RsNP72X;Ow|q7n-x!`e^BH0+GU2pyN$t(Ps8C-$#8irq|7}4&l!y); zL}yG!2$LU^Qk{VYNlqq+ZJ--nM7Feos(F+~aHEf`;_Dv4_I=2MB>h(c%S`MV}?;t^Y1ViUm0gn^d!!<50t#bDS59k~f@=mXcItbl>^rX{^hQ6Rz66JBOr|2X{(D|{L*qMjyc zr^pRlw>5ZFi~<=XK87Z=rP6h=bv+o);$7s z^TLdr?|%n;;0d!V{Z-`5GnENTW?IvpH{S7&54zDMKY7Ym{&EH@11B}F`4=)>Qi*;# zzLO9PbufYnB%8EbmiLWt)FDBy!0UyDSoXk*9TiPL#XDlB{|U6ah2fo@dp*>F1P#As zo$?6&TQYud)PB4kjL>lwyjKpq+J)DG$A0#;&v(MJ^zq*ZfA}3AdCQmI{O3nMe-yEgyb5~a)!+UIil*`l0nRKG-|NDkwJbOpc{rvdz^4wYj80pE{BsLVh>I*3 zs3uS%>gz1Fn~PVt0=k$7EeHl!csRNs110LP7XvcqT;A8M5rdvR)gx z#?U?*j5!-5Ihp$n@#DcB48JNMzw{HrAtb^g^ootxt|U~#e9#BgkiVuokV~ni`y-w# z;4mwAh9c5JPYJBv;gm_ivM?0GF(kt>G{b`^1mA!N|9udN#B;+pgu^(LLpjt5nW)3W zyF)k3Lzaj`88gB^1jIlTM5%z3Fk_2)dystF!bN z1V_5KMs6g>ax}+t#E)xG$8}`Kc67&ggvWIZ$9eq5c(liR#K(Np$9?3-e)PwG1jv9C z$blrtf;7m3M973x$c1FchIGh>gvf}L$cd!L|BAH8i_}MY)X0tG$d2^Lj|9n(6v>e! z$&xh5lSIjsRLPZO$(D4zXZ&{6wJXS%)&Ix!$i!)RLsR> z%*J%g$Arwtl+4Mb%*wRP%f!sg)XdG~%+4fAZ%BfZG08xn!b@2K`*Spnhy@xBx5SIZY`%Mp|G3|3;(6aWIC*5<5wBhv75^o54xv>kD^C#VvG) ztdY)nkiAJ%2iyF{NH9jZtOhkugYBF~u_{dj0Zvl{&C*1I^c>GiVT8+c2ja;(lN6@< zQ_uR_&FY*-PPi0~L9isywVI@bCcq&D+aX}8O-|9xB~VZWMG)4(#2sodNel*u@P;

Ux zNdhtu(@&{}kf9hqkkLK;&6y;FCP;!T<%?!Wf7ql0yTimBGOO6dQN1F zgd0i%@Z3TU-AyV))11`PA+5$8I#M>RKmL@&B$d)yRZ=Kr(ppUdDy2*-Rnj+A0~p=X zNS%v9U;-2k(~ZQTAEgU$z#*Mf)3JJsHht4O{R=s@3u`(>J3Yk!ZGt5T1m$E6GG*10 zAyYE&!f_}BBsfi}gUKEG)=U-GyNHL7kyKCFp-R0}1S!{&F@{TF)Dk_#MYxpKxD-+? zB2;LDg=N@=ZG$>!Pn@g+|5Px>YFJo=tq0AzLQdjy-1N)>8kNMfMMg|*+qodvB*2}t)XhuDf;xbO zn)TCEEt$ThLaA{q!R1KOU9csR2>5*z)qXY-1|FCEn-(` zeGs9Q)kG8BPx+@d;EWuy(mFU_=u`*utqX9_){?mtuC0f5PzQCmTb5i@I2{LyyObNH zi#9mTe%)RvwcSQ-gLv`-MkLL^Eh1rRUgt%S=v_pGby$am*qm&KTnL0KP_+6a15QBR z7Rv&?rAOaXVNan|TSa0dxB_1F%-AX7jhxR0&CLd#!uAbEfVI{gqN|(y+0qQ+1oK?C zFx$JRp)LHU|3(dkBw*Q0J>bZ_l=$?Naj;#3!^wOlLE*!LCBUKCC95Q0R=ySC9agkI zMO*#7L>5NT7Q2-BE!B~=-JYz5H9pnT37c$1rpbkeymBw*6 zQ)p#uSbbu=IOT+<>Mdm8;l0E|<%IMx1`hQeEzH|MNKR|e&n!4$m?TY>o(oP`0=O2^ z|Ba2(xL!n(ri(zx>rVj(0VUWhFp|AKMMfCeC1yFi8dWPD*Y|zr_kQ>He+T%07x;lE_<}e1gGcy;pGSL8_=b0Q|5KczVi3)A z2nLw3hLyq3T;PP+wT5s$8O;i3Uw~1NSKsgHtZN8{kasj=AZ^>hU3oB`h*z0l5Kgx^ z2PKjR5j=-tU>Ukl2T=>>kbjF@xaz#PhSa2nZx{z7Ifs-FhHv02?x=%hL_C+ zbasnoKm}Onta89zYbbe;3W4N%kSKoP%1yuOqk8JvtDTbLz`IngsVkpiNCx)!Ud}9zN|G3Wu2*!(d2>iJa zdAA5L-r0K2cZ+dIP2;(JmIsXB&)E1J2N7KvW0<0{Pkp?g__weI(aiedD}1>Ume*IJ zVlex^IEOBs{t(;zTv+*VZi{fJ{0qB=a6WvI1bn%=qU3>w#;1O(UzzO$2xHdj)hidw z7(!?Stra8a@F7Hp*AN;D_HCRuhsFpNL+GoXykO%TG9*ZGV?AT2K1OUw@Ek>N&At(w z7tCQWcMh8kB&g2Uyn5G~8OvDDnofctg9TGqFBqzxE~iqhYV|7CtXj9WT+*%{lO+!M zFdCuVbaWDlq`bP|2UMDgl#=OS(YS8!l>T4 zBv-V`W5QAs6L((gMM+XOSCgQOnw+aAii|^4b(ti|=EHaE3gQNx5L**bbRs*1viV4Xx<$CH0Z);cVLuw6Gx zqAq$MY=N^7&PtX{61>Hj&}Y(yAZ<&)@=6q6MG{3;*ffTO8nek#oEGwkl0+8#)zc1Z zbtFN?Z4=^GU>0^UhSF7=nf90{OMF*P8;`j`Arnj(<;GpxY1P?Y>7|IDDDvPKMSZ~p z)<%Bi8Oc?5c17XFH89FZkStB?cHa_s)xlU2%@Bwm|6W*O11Y!IZycbg&TkQIMr z(L{P`D3V&6qGSeA6nNBEPdH5^RgcLWW0g)6t_I_qDB_9IW{vh#a&{CqIn^^k!n(MA(A#w%?#;mtQ-(pli9p%CN_&z$M>2p{!m5lB2u zkZ6@P&Jml1FH2lwnt1Op0ZkwnN0)fj^~|FtL0@a7G(l{d#+R#j)LO^Bb)Y88&8OZ- z5GPrfMl#4mv(*GDN-;r8+;P9MTs_}7=X1$;BtZ~?UpZ9A%kuicRo@V0aWY2*KJuU0 z1fg9ID!T!G*4tW{9IxV!6q0T2audJR|JqHoEndabdyb0aNyOt&7Urjw&^ZKU4vB>B z9&!!Ik*^82%Gm2zQirq^&tO-3$P$vGGKkbcg3i%|psH841lB`7YFLq0+$O&CC5$r< z5nBtd(U-3v;UQVr*8q7ZuQu?{A!@(_1>dy3J! zF>Wnv7hYu11~x$KCXATO7*L3c<={aU>EHwM>ften42^utftowo;2MIs&LLW;2DG#S zjV8pS9Dr+K6av8rO=Rp5k>Lbhm>@#c5zQ>J$bvhpMUZcxt{zZ}M;mZ>l`MQmRj3fp zE407}M$iNa)zD%fVDXJMvgjsy|CwLQ9FjD5h$0e&zzZJIS4ATMs#ha)$F@wPJ5*R9 zc~KbUgJMO(hAGk^Y^YU%;(>?6HE9Vl%gQ&9P>4dz@k)jepLmK9g>aA|eW>saDhd$~ zRJ5@yTdAb#M6rnXK`>wYqNF=CK|*|HB?{jF#~2Da3+}imbI7oSjp$RBd}Jh8q^ClyToR>1 zK|%%r6o^RFs+U`-9!L%#@gsU_>AQ zxzq1pBMWSJP#_8sOl>Z;9*j^CRIx%#g3?4Di(yGQ{KtklW}y%m(;^!-GS=SM(;Y`u_lwB0AcnDDxTtn2N!4{;hJ z6hXua5>!$j!S1wdWI#n7&Otd=qQaL^_(&c6V2vaQE_s#As5S6#%|el(ahF5I&j`eb zwARB9kH7;ga#06P9IYOqB?zGS=!e9`l}*4gMlN4V9-&=_MdH1J;QV+F=7}v3smzKW zu$H`L(h-`*3Mn6w{~*Gve1ofAl^1za*Mue{p;lxlFZp}}3%)b~hweOGQb>WKM8qQr zzL-O;nrL2i4A>$3#EOWFItI$dlvq)-f(U1-VERS02{`SQagkeJ4WFeAT_uQ+h9^>z zX4D(%C9CK1S75B2Ps+;l#uf<@4kXlYs#xxfQLbX(C2486G zEK9i8O@v&K|6>N?LGJ*RMmsHThsL%YYAD3>Y>SFzWz1cSKn)&@5soJXmyKh=i)zEt zgkaUtv34=y9I+CKHjIH#v3&^F3b(W5lCMqH@aH&?5TYbhS$eAN%)Yb2wL(x3zNYad zZjxYyaX^g>DD*Fh#^JG5I|MZAL=mEOIqs{FArKMwE%Fw(1Xq2DE8#034#zMj*-G(| zTfs&emz#x0kj6A@h{ykgdO)g)2Y5i=$^$dDW7CK{$om=}%LxJ+PFJNssOY#Z4ahXY zG~r`ekonA~GU(*NyGvxKkP*kB8V-(_Adg6TRYv*{GStP0rBNeG!d{PDEFm7EAaFU_ z=w_NT{{iFg>8zIl)DkjC)hepfXA($;2X_lPjeLv<8{D<%w5RNPM~T8al=qNNa@`7Z z8fydN?s*Nju#g=5x>y+T@3un^OtjOt>aQ|WMmq#`YEPaP9JUC;EVdX9e@KkgiIFf)y^ndyrsh{yhAlO4%8HaJG2LJFp^%t z|6Tm0#yF@$7BE5yUPu!R#Mxzw*mwgtNKsYDhY)(hK!lhzyh9{p94pz?Rwxe*zK3_5 zg{gR4VF<`Oz(Nx|h{qK}6qU~VSw$8Ef;t$36<8Xw+1^=%!Z--ccLd=OCIR+Q1>leg z`QQN!e#Liz1Dtdr6Cgz-FaZ`Oq5f5wCGlA`kb(3tpcak;I1I%3(O}tF!#orM;8Dew z@J%_a;N6Hqy>+4xHbc9VjTRV#I$YxPAmLP4LnSfb-f7K1$QIv_&k~Y>4(%RugkIT1 zL3%vW9L=5F7z0L_hB&Ch7=T={IpPw61vX~HM{zdD<0U2BlBX|x8CQu!L21%R`R&0+!az>0?!F%ul$23C|z?wrO ziBmC$0I|Vil-O+?Wom>QReTh1g-)^LVqWl0EIq^+7=s^mMzpjCg&+nawZ}ZdWQ7FA zJOmKfJcc?Hjxp_|SxyBVHb$@bLFJi_Q$h**QDALkfpNS<6cj@{Is_*)|7Ll~6L@$| z6!e`{cthbu3jrBJ6U<47HHH8s=2~n8;3yF`oE=}VMHDaw8At`3u*P4+Bt*=e>=j4R zAZ6}6MPn>MtypDWZhE`t1msDO9@Bvbu)7_8=9ai3MG!<(|MIEdRR*+@t;Kv*l zg6>pE<&jfeFpx9W11_!zgJnSr9+kGlNH|Q~7(|_?)dpeoNrx~-7Wf7fH3ro{hcy7A zRZ@rm`DVjCL=uP^c*;wRWWj?lycB-d-DyW94sE#VBma3_qDypWcs;(-lwyLYXDy+t;tj;Q} z)~c=EDz4_LuI?(Y_NuS`DzFBtunsG+7OSxyE3zi5vMwvLHmkEfE3`(dv`#CvR;#sM zE4F57Fj?7Vh4rF6*|g>%K1R#;)wnF74K??cOf#=C1DUF7Nj4>h>=12CwiAFYy+y@g6Vo zCa>}?FZ0^&?=~;=Mz8cvFZEWh^a2e1GSFaZ~^0SoW{9SggZnqW<>!`!y zRzon%gXFryINUG}=kN`O@Zj384&(3@K4b?A|86ymgN_dI--^yW{DlZJDBq?q6i2ZX zPcaqKZav(W3um!4G_E!HLN3g3IP@ff=X;fk>tukl8tF%lE*KtS$3;P41n zu^rzr9_O(h8!j!xTQyiA4T8gcy|LknjxqRx5r^>_uQ3`At{N{g88@=v#<2}=umnrw zNcck>JMKO_avkq6D2K8rkMaV?gJ-#eHRM7rjB!1L0v@0O<94znKW;Rb@i@f8GnDa7 z5N<6)awHS7-_}C}i*XzGtv4V91``A)cQF}%GATbZG)J>EuWvK7a6GuO3%i3W7eeD! zgCqm<;XX1e`-3>|^5FKeFMBaK|7{nW|MNaD^Ew}HC!4V|PqRJWGd}0@^7b(vkOMZi zur{}FJp02t53v{z@g^^>IHPenuQNKQ^FaGUMtH*vzw<_9#N*C0Jv*^JceF=;G)VI< zKVNeeYx5jnjNyuL5#MkwuQWIy1Pv?n7>|QHyn{XXgXqLVGx&lz6Y)&P!#o6aQ0w$K zC$2Z-0#QVC;cE0o`{omeG*m~mR8RHiR)aPFGadvq9vJRVkntfevN1FRPpfs}?!zI&aO8IN8rL&b*R@^WHC|^79?&!(yNWBr!r_8LE*SAV;Ic2M!%!#n zSdXzc2(dr-@FAb|-}Z82|8QhS|1<`7vN2SHG0^ZnD7D~@!y?l)UYE9MpEf=t7%Hf; zFGRLyZSmpqFgdfeM1%IHvp*oWcsnj~YqxScw|cKPd)u)$U~vnh z0x7s~bt~>cORhNkLSujR89TIh7q#Gig(mZKOlx)<-^SyfH!G)idpEd)KX?PT#e4KE zKjXnSAg+cUvNymrE&um#_w7SN@`r13G7Gf?3pEBCH{*)-f;%;Yzc`G?cmeY>TOjUv zmv=XN_&VqJB9FL=5AKgI|L#1v1KH8zQ_DD#C%KZpFD)=aOd~FF+xFlpu{#L0l?yd? z2QHOg`IYauH*m1v&ch8e@#K>BlAk%6r#bXWIZhw15cx(>b2+ zIiL6WUF*4@2fCmSx;+Crp&vS;Cwdhdx}rC_qd&R=GdiSCI;B^7{Ytu}XS$|uI{0Eb zr++%Ahx+n*x~P}Bsh>LTk~*rdI;*#O>8iS`$GWV~dK0@it(UqoCvL7+FM@;auHQN+ z!#c2^Ib@uJv6qHFyu&&8?K!+d;Trq$D*LfJy96V<JA-d~qf7fcNIM2A zJF`=JwwwEuqdVt9|HkAhd$=Ea2V1-9F1z5eJF^e5ykon!>#?x!JB$}QA(MOJ>O0{Q zeCLLHyVE;PV>@I-w7`3?!pC{OtGmBbalcpmgBv?AKfJsbyT0pt!>BvBn>)C#bFue& zvcCkukG$W4``;d(w*T$J`vb#wJiG_EA!Mi-hqwvKKeS62e&eMCt zSNpNk`^U@s!Z&^2PP@hn?#^rb&ma5LOFhjuz0!L<#J{|=FMZSt{nZ1m*T2NLH+|2O zJlGq32^T%wJ2zxdeBTN@*;l>TCp*+LyTaE!(+e)hKYa%)d%XX>wHyA{gY&}!e%>cO zc{@-lm6W!KAU$w{&K$XpLXBx{=$nsA#=Up!#?lJyw^i}<-b1a zr+xAh?$!7D(tm#L&pz^BKloez?^}QIM|!uHznTNS)qlP62QJ&6`}c?c?}z(CO#Kj3 z|JL8eZ7B2SCp{r=KR}$T=Z~PjbMFYgJ6DjQKZOPB2_zVCAi;wc57yK8u3|%vA3=r` zIg(^alP6K8RJoF6OP4QU#*{fzrbe4Lapu&ylV{JI*JuV6I+SQpqeqb@Rl1ZZ({mC% zKJ-U%|0-057oT>#iZJ2Af>Ie$Z78;C#fx1(l8x$htVFeE!8QadmMmPhP4VW{yO(cY zzj=KI7Cg8o(7%TfCsw?eabw3}pMC@jHFCp?5$_f}TUK-Cs$4C16uViiX038Pb2i9U zY+QzOq1NSE`f+XBw{hn#N|<-=z=m}P7e1VLapNSP9(<>8pj5h9rB-I{F{{~(StUcK zEE=jpju<&kr~NhcbAbxkdOz(@`M}uK4T63e-s*At_wnba>6?Flo51x8P{08REKnrO zl537Fs}S^Rv&tZYFuD3rOVA?jDnf7~^dwx5JdhYn4m6BXv(PH^+#7L16rE*QlW!Y` zS1e$~=-w!$yKAGnJ2zCM9SZzuH(DA*ML``QBB8Vx=tirEBLzeqh=>S^2o@?Y@3;HI z^Wiz3<9?1ie%E!L+^FcuVIhfc2QDLT0NIlxVsYbcqY}xRlcQ3XuejN=A|X>_GUbl$ zPvkB~Pd%y1EvmRFeZ6(+sZz(d`!kh$NcX2|r|LSNX*^M$9@m<5oF=L-wAwi8EEjo9 z7<_DTQiA3*K@T-M?dJcl>G|BNQ!JEEUrhQZ@1--7PCh|uPvpjz z5|$+*@x?1`FBcM%Q(wMG4|;mQw#Wcp6bShbtSYRKtyr}Yk|hF7;IMXMd_%|n0P&QR zBNOw}dFN*4-(8Syo)672Q}uH%IjiOOzT6zjd|xOO>=$O}_FZA+@>a~k`*Mwug_BpJ zuI-$xNq8f&R$K0^6<&MZ`(AjxU9A6x>ZLay*KQ4_i*8hPd^UX2oN#~fQ*^>@@@o5t zbG2RjS@(dIi%LnOn?8?t<%9)aPXq+?4$i#dl=1yryHI|IH$UnzuUgrcM|>ajj-L%q z9=?7rHFjx7Na*0pP7SZ(+LZy=9mdXcJ0bNm#Y3vEea1JEVMn_p+=CMTI{$YjF(EGV z(}P#ZM{a+gN&V1s?NounTJ>O-%YkXf+Y6)V2CLPj*VNW-+dfWeu1Py!qZXqv?6Wiv!k zWJ|LR4S-)$9e^#fBIFQmS#N2HdXBd>#I={EQ_XqyY>6h{Ythhc3;yVB8#7O0QF?2b zRr>BbDWHfg30+Z^qrFNv;Js{XrCL#59KR|<5V5m!uBf=sy(*`1+0H4p;{4U!)gvSk zdpCRcBAZD|4R{@zYm-;}ls5Ar+7;u>WJ&#DL&SH1)u2s1oiBb_bp)^K^4x+%kT zrO$?o+=20or%AmfGCgsC5|fMPuS*!8be-zx!eSeQRe4yZpT8dRlbC?5zEP73IE}b_ zzE1ql5x4KR+D$syQv2jJ3mYG|a>MO98J&-Ig~Aqt5(Q(*cACd2L%l2xZ2`6V!7~-JyKxj6tCkYOV)6Aw=#*Yw`C(x9chempq??t^`0#8YtYiI5{#iV}(wR z(tMd?7LxfySSfcX{8HPc6ERVYbVnHh589S&EEO&cphN7j=8~#(xcT}qsr;%TOqg4# zcO?^Xay{2no&Y+jwpUFop zgW?X#@NjpUxyjMx{4b5q9)KraXh+s!Ea5BYM}HwmyfQ=rKaAh(OOQUA%Fd1BCWL2se2_&pff*k>X zkd^ELuRnOSviH}(bB8pGJ_64@>W+i+Bq|tdF8aG~$k4PlOE68kTM0hE=T178@Y4&i z$(4nQX5@*j;$a@^BNtdbD~-hXTe70>uLC8*Nti2an&hb3di%L9_Z4JI9}sQN$aeXu z12dVo#5D5cY6IwC-7y+YzC0^>mxGu(x_is*YNXelE3<8hIxTzSm8qMw16~&Mo5O}i zzIyZu^0I9XUcLh=y+njNS7nBs!$T$W3Gf)`Ku8c3W|<_77U|#X34P9=!j|E#ZU5fm z))`=!G{Bd=9WFY>28rtv;59iwUPwoQ7l#Pb52p(ku=7asb^IK8vC8_T(o?c4ul_w! zFyu6sCh${m5o3c#hSU)REU-7?P@hu3cp1|WDs{uQnbme7=7zc(7iwF2%%Zc@Yd2Id z8Jmq~JH=_QE@REANV>b_1rFIjoRL*>kL9DvxPK4j_Vq2KeybN6IZChm*9TF9)MiT| zGw=N#%e{9F9Zx%HVzW;hQVy#vbzCAyO$Coix|f%x5a}C{2Sbp+dl`4yMkTEGIb7;g z!@^+4Wpvnc8^r-CLfe=wQnsE=aCZLT#})LoDDLakt&BYJR%xlQsv(h`Nf@byzVS8u zPnYmP^6+YR{jK?I;l}MOqb5o2E~2Gk6$L)|%p|94w7l>#F!iByC?7>AJ12%!s%eWXd{}Cme7Yt7psN#Zx4hB^#O) zZh1QVG#=x=%?HS#UJT}0a*et0@dd2{7(_E1$%g|tlmM{u#pbT$Z zfSla+m}tlNg-SUtPgJzSegk@~x6y1B*x~(YBcS6bUBr>q4(Gv2j388aHH@2Ybt~{? zHVYNCVHjjFdp4pH5C2V+IZ79rVDhPxgfu5H8XAIsL!~t7Xk%W9%%@8mB*YF;N}P%d zE`c`!c(DYj2_ja!OsKU@@}R6h&?QW;wp>B805%DfR2>Jt;2`l7J_v<7=@V>+i8xIb zyuZx9L4ap4#nfss&aC$PwS2KG{%CsJcRX^1`JwTv%Rj1=$cmsioque3U!5X)lp;_- zL`w2ZQ}+V9Y!kNAz?BBC{@CJ(PCT}5cQcX=1mc6#G@pi1G{R4b~tFs zZDcN0YL0@-1qdTGKdb@d_ATXVv&HaFh56M)%h>f$pj0jmr(P@B%R=Pi#XfV8{%Qhq zbdmcM!2{?rA}|V&yhEvgqIr>ILG!U2guW>DR<+mF1}gx&*tpWE=`qh znijXjwZDmJduR<3#3yRSP0xt4S-kNS@d=>B{aQ>T2Qfgz7BIP}L`VuA(+J>B0Z2vJ z>v#|jCBd(KnOyd?k9Aw~@)T}!94d?e%^*FSUMaz8Q9C8TEL~K6ID& zq$9{vZ*RX4Y#?D?*230LNi=3DuHHVIgPYu*gqs#;iX>9HcI=Hx@ryLPRi_2Vn%1?xx;32HX~fkk}2B+ zi34Z|a~j_tr$(}}*gElL3XqpU=4&K!H!_4CAyL_G@K_FPoC6CW;|9pM9~3?|fQt@z zvjdchC1U1?m`WlhgV>ZwTsexidKDw_NX57?-Vt93HhH=lvzgDsU zAhiRKN}_f9vk*08+-I85eHPy?h1;9J=TG6HF(7EVa~u(UXoscZVX;J{?B?V7NCEp# z{G3>+<7{4gQZYcswe7g87M9tL=ii{KrY<8-$6$AWJO@rxESmv$e}N2q*7H*f#Q^Yf zma$}24BiV_378<$xTqXoGs+a2gdD2D^m~z0{2m#bsWkh za<6^j%O)bc>21Co^iiPX+~HZ|^h*LJg@YadY^AUi4xLm7Q>{PbpVi}+_e-!PGfmPN-Y4U-Pr5uknY`DyOBcz& z!%|c>mAeU#N-cgwNI@v=I3FyP$t6$cPbN=z7pmDsVRne{Ks>CsmKQ@o)o`%p4v0ho zW{Aw?%RFYsgi<-!%){ruqaiHk51+8U7hpTPJB`GJokOz)fbyJ!2&?@$ULo?GCc+)h zJr3Z$M*9XOgbl6;MU$kSY*4vg#+P`09pJ&im-)F%v58)?GjQQ}RrqEhJd=oR;vk^Q z5_@GZUW(X9JeqSa?<9L*-Hf$Gwq&gzkonX;S z2$=|TWI_*Oqj5)Pq50(Z@pw!F2UbZ$EEXPCOGtXN5YY?>6~EA3D|DKMOA;{UE9@di z&Cf6ErPj(XlZx3COcGrL4wOK)NE%bHD>N*8SxEAw%nIS;;D0G2mp<1WZV?Cq6Eq=X z`r-HfEDVypen#Ll8JFQ6RO&GAuGX{*#F48OgkyQyzC(9^F3jQE2-Bca4LSbj8B&NHTxdnEzAYJA zc21&}&yezldITg^fZ3>X^^N3*z6mSOI-0&_IT(V~G$ z4jM|}Yoy?)#P07NNHPHVxfs3+fJSp(AJs+06Ja%gUMg9@nc*e11?Ake{>Bg>(;&W_ zfEaxDOw<6H!sW<-?2sjxL_}=s^JwxwCAn|W0A)%MQoNsKalg-(yb{KESawFDu~#UC zCNxKftZKvDc@w#o`9w=h9=ic0u$z(Ez&m$^u95kYmIYthOR;O;HZJHk->Yk^HC5P# zvhf0J=A+ZZ#of=yM#jSlvefo6+?R~ACkxC04zp9FJ_CB-4L}Amb+fK;?J^{}7obOf z!RIvEP8GrPX)x*Mh)Or?(x&9a*TOlTjf5o;)4~$pMD0jhto(WgZ%W17J-&aBp%>5EJRWJjiYMm@Lp6jFxKT zK#yv|=7HRu^za2%&p4S|vsSWup{V7G#_cP0x9`<=5)@dm0>(&ab~P+e73B>i-etiG zcwpu&6%y4DbS-3;#-&^ANkBn$#kztx$X?c+!Zx8HPS-G5Q1=<6gp;L~+Q%91FiOpe zi-uTp7V@7VOp$>L)!lxK?&U?8r6cP=C7DY;;7(jLO1`>#*b$Mx#nemc$14x*0kS+E zFoII+G?EsQn1f47@Dzsnv%>yivOu%Xw+Y6R+eX&C`k(uJqg={QZ46t)PkH zOoJsDnR9ra>-T2D{#?nT1CX|242cKb8mW+)Vs<$a&N1%NNaZqA?qMYiy8ya?{&(#d zSM4}VBj0}UU(c0)!NvFQpqHVFhTXc=T*rGb>h$KqG>y*cI`k*Bqzco4GqV0bAo3-| z^MT{CG3&qOu{Yx|Qx5oG=2L*eLWdI(p?{@f(rW_zw=S-TE0)aNO+whxJkvQ@?;m#m zy~4Hhso`%5mo+Vm6~qQELU%&#}> zks{~UpXxrmdKOSquP1!lhPhD~E`YM?y20_~lx$c0Bc%gj!g?to}y!BNyb- zPN`WSqJ}t4;b3=DUh5=v#gHLo{m?%t!>A?5@0w={_qy+zblET(>@JSxqGpvA?_4jg zPv?x4aF$7b#uV=@9sC*hA;QcTCli>{^lSCiZ`LR@Fqw?v_Fn=Ub{+ibH1qC`Z`~j` z!c+qizd2wIge529#Xf#rdV8=0k$eNO_s%-l2-*WmK4QKzyA~v9lbdTUC>)x1kxj@r znm+*7E#&YearpHAEP$>&>k7tz79rWsHkKDVq=GlDn@m+pe2aMlb$`iJOX>5)W9CU1 z+t;jw>cJPUpU03t8ic&Le07j6IglnXpzM1$@7eR`S8p4L4pEEx*SovF{bSk@ksL7_ zp#P>rO5cX|;otPd#bD~-&-Vn=t_SI_hXF|I`z;8{DW0>*B@Y!cYk{InDcSgf=JkTk z@WT7H*$mR4)xqIrmM!6BnX=LAe#`H$SU#y}fZuePY?&R=wjEFb z&2!9=C;p~QmO+rXs7k=Xy>DYzFfcoDKi)|O;v%x=UX`ph+%@-P)J%IEWW+{__!881 z4`g$tMvqPYny25fGF&8Plz}wpTzyih6!56Xplj`UjZx}9q+$2^WW$k{M#Y9b8?&te z4>H<*`+uDLI+C;f-<{yhl>Idg&XI!R#~F(GTi^auy|?pzyxQn2+T{N3$C;LZ$0a5Y zzHco(NIm!*D1Of)n~f^yaFRdAi?b=)CWY3X;}y5f7%QWjp3C0~Fe&n~dG7?Fo44*6fwT(HDDWV^4LDyZqI{*`}WU@p>IPD{< zvf{QOG?`Auke#@Gk2Q@~(DphHnMwvDK&qahY2uFMqZs3Lsx%$itRGsSIF81*ih&=w%0@xW@O?bkJizYuf#o(zg~2@VLxfg zNi8#N;8GhZryF}V&F#H_1Gan-8xrD|$|fY!cVoPwx&vlOppQ&*o`?oYIZ8Qx*0l%4 zORyESPIx*4(-gS@nUQfS#0npK1-O9-8^m8i7=3;Johb8D-A*@@sAMf_o=*V_+qV}d zsQuz}Ih2II%PF%(UItVxdE`OBXoJ9tr>1+^6{pv(oSI1faP8n^Y}|TXeXhp3_`$vE z_pog~yRleL^PLZ!FPu{c_t#}|d6a#R@*zWOtXkS^uXd~2l4Y}3&B@_fGq%qkT)pII z`ZGoGzVfVP1vaXTjTH_;WWEqp##$9H8sb&di6(maxf`L+1Uq!U3Kdr}*>CSk|@EVEJ-RMB5nn z&*7zv$>z{e>$q1wzU)h|Wn#&1QBm*TVM@6}L()ROFPakv?lx8ukJz$ElHDCxlWrn1 zX^4eE$90)YcX*4HpTm9E&v67~0hh+CW?s~NsVh}4-fp3-#rO^xXiku`gqd?f?b8I$E6;Jlnl+DL z(1fm^t1cMzNe@#pK@yVcy_N}{pLn_EwW$r_yFegCtkb_@bL_6du;f6k2h zTd^?OAxqes0TEnsf;*o#$LcrCrZ~MaS{NG=}l zP-i;3n%3)(y6OCo-l(qvdnEdZz~YyG&HFwPv@$di0`ayi*|G?SeW-s?5a`u zXsXK#*+}P!d#61+zP5t(=bd99;sf|v!kS}az;_;L$#iFMS7;w)!IW*YB#-ZUYH)~1 z;!)O-`SLs2fhV|B-~)#F%(jpxPay|eQzXQYYiSUi;QQQYYz9#8lUoDv;t^p5rJUq% z6_+bKsv+5&p=jGfIG$>4Hz=E;kvFmN-{U`RL1700m_}DB0x; zpMZiJj4S(#1{sHVN5tK)IyGyMC!iqpz&55D!(JcaM(dUO@t$&o=QvB%a1}?2|Jv`) zGjL>xR@zKq#{_nNlhl8+=!=7i#^SjUkLf1b6 zV0!EkEH`pZz0l7cFwsgIEn3rdiIn;U&ukm|$oYH266Sb$$Ou+l=CZt@XwLiOYh=!) z_MR1*<5ZT#l@D1xKjo4HzaG3Iv_}#TyW&$F(?SFNrb6q7vcoOk)$vWyFtwg7r*45j zJibJb`mRB&U2^1K-8$u&+stSSgUki%*TFgY5Vg|Sx6%pQ5FMV>`Js!Bmo-w?LX}b% zE-%=qou+D62EvsBvqjOlg{~*8`0QBHEsH6~t?%Tskd7>pntXZg>vPitbpWeXX{sWK zLtM1=1LipX2~%DyZ`X)|BR|)f#YfC?spQ)UD^0n|RsK}Cqc|m%euUuDv6_TUP`?GQ z8@?(Y8heWiMAqkmnlL$t8|2<6F2S5*_1X(ZPu+WV^>3D4+RD*J5SZjBzIv_ulTvbS zqplMk7biOTmiw$I<{-@rlmSvHoD^LRqO(Dy?o4klH#?Hm#2Ifwe(Mhl?gX2evK>6)OO26#3d=GW z%f&-jS&dvQ}~(= z-=8mP)z8@n{8pO(hhg-dO!;_%u$XI%j0?~y4;OUf4U&f%Y=f`2L*qX1@d?{3Y7@ZA z{Br6Dml+|MizhUe_1wF74&;69@nAK&ie`t2Z!IL52Cb&Xr=2&`jDxqSbNwzuWO8Ix z&tr5ifFqdTcu%!766iXc$5zLN@2d(<*SBB<3ul>3YGNH5!2e;Pg)h&Bz;hYr&nk7F zrG)2d^D5B^oRI|^yz?;#rOUg5EL|Zj?Wk955cf&r^7;c< z1Qm9<9sOIK$BGL3)Q$3BpssYH+-tEQx|bdUe55vuunacUiZYt!t^T1DRfZe20I8J4 zyAu(?Nx9Ru#R#q3#tL+L zRe&~x%_P88wN9PzlGVqTutP1ADZ0|66U`@blwCp2c&Io5M_+Y%)Wx@CVY)zuzQShO zyAkmq0S|UTraI3+0@#wxQ_V>?D}#n;yLnD364~5v9e<$-yU00H>+gHy@tx*GLL@C!c3 zWUQV#BC{P83Xpr6@0F`hI08&MJ+1Kev``d>_v;#Dt4=w?BJg&PksuHfs$P(Zhsyp! zB)hrs_JUH>3CV2Oo_h9x738|0ZgLsw)3$O~n34=ZP?;KUC>Jw;qrAJ3xVc8Qr(yiG zcwF$smJwHOiii*m49(A7XFvde`1u}ELBktFgbk>1Wr~)^q`1HWq z{~BS&W#Be)iUY7B%K+gRr#dsOC%8cA9l&OJubO!u@qY^dAJMErh&9618 z;RvWskQ^HnMU=I62jzR<2h8z)l?0>AgJ#$N;Esbp!T?a8X5-``{VbdCbD3;yF3{a6 z<1q*v$ZU}T$?SI!u$_1nb(|%LKcE6AXf7xdDyzZ-hPs06*?~5F(sJ!m@EyEssGzJX zh{TkBupuzmiSNJCD(@LVDA#bo`Gsn5ByICOSptP56CpQ5WLpl8R8jd zL(4a2r+p=1Z-b<6%WMDmCXn5ree77Ln!O_NlF$-J84rrJ)AHwZUk;4x8q=~-=a!C8 zw|gpl|80PPeB6QHr%e9-Z&>z@79t63*P?sKb^WME@E{_LL>^+s&)zFM@*qlc&lRZ1 z2JFIE-$#+oWDm!$vA#X+pFKb~!mXzbtQCN%;Dk86R&wa zN_WJ~?+8+thm&rkZD{7%9MBivq~i!&jh%`vQSe+C|8OW+Q}4{luly=xL6;jSLt&NH z#tSvxDl;3_PU6FsGT1|4Sx_G<$~YO9c7#7ovtw}N&rM8nyB&X3W|3O$#0I>k&*{qgBVzI2O2E3MCUMyCp!JIq6^K1biNAtr?kI-;(N z)b(uIIjsLOSAvqvuPtmumf@tyBgoQ>!k-4ax5LoJ zqodKMW0&m5#>Z3ZFy}cCe|iySf$vBp*qoU9@JAb*YYfQ(m-5$atU@Tw;5(Y3PIRZX z?=jcreXhIX1IpEm^K`@BDLsWZz~ew6ZoKRrYVy2~?_Qx_w+`RQC{0${DK7qh*1Se> z+TblEePY~q>x+30Wgh?1>iYgTY8$+bhr2LXMV%Oe%9M=Llw8czk>V+Zwkf6bspo%~ zPt!D1RiQ<7o)bbUSdgx_@DxjVftC<)&R*83M&+tDNV6oYe^fJ)@GWVRIsPTd<%dt*aNG8E*|W6!_SDD|DF!^}AwB_5}<&jHD-rN9##Daf%O6xFrvj zurrSW*6J^KXVhon5(};3cyv_T5sn?rs9Fe#4W8z}rJO{6(=cLq;IFoWxBJiE{@r?e zfZ_mEIpB%6!VDmid$H#Ag2Dw3Dpq7^9pc=c``EqDBDXA$*|7TVYD5`qU>GE|d>C#A zq{=7@dRfBb@SyY?T41>cU_PM+HN}qqtoQ}Z;{paMZpacLS{#sO7GGjfVsZp2a~zbQ ze|bamxZw@urgXSIHZ!zxF8^3W0gvL-F~Wq+;rsDq$Ut0x5c75fVGGW5nEurc21=$P z7TUS{v5-V-h;$R=`nJyCg;?S+?$jsKWcuJ6O`JKa@U{Dapvt^c90gbJrR}}Y)y8&= zU|s^z^?c#DJeq3y4+Yx8;42DM$>*}z6<%xIh=(xUSMOhIre?k`CRr?#+{$HK?}kRX zVoqYGZemeo(u)g>tydFUuRm|SMSp&E8@?K~M8%J#pNCqS`R5jaEgM|HA~ z@I@JA>{85rYEo_h=IDhG8R!DdPMr#3{f)A`ytjbA5~5D+GRNC4BLb zdPvy1dNEO}H!RAW>Dxj*=KX#{4o~plvDsvLnllu>&GV+kX+OO5too$Vs28{lv7O{e{?;GWrdvISYh$8myH@O}qL&w; zZQBUvsK^jMOsHL?*E_w(1_%Rnu6~a0>0N~59(b>eJC3;4!?!1d2YNF10%Gedb-!d=^MT(9EJPwwjmcxVHPiY;NE;b?TEn!T1Bp~4*tE+4!&5h*Hdd#{aD_I$ zEbw7WFIhPIb^6hn<1a&4K0#>6_7m+#0|!R;L%}2}ERy>j4T{x`u3|3Nah1ualUrTk zmZdnk^ZD)VEa@?noB@P4IsDi#kx$*XJDgy7t|~f@4CtVP^CZPAQ;^c#FWx%U7$kgN zU6}sh!XW+qIGsoW3DnwMP(86Y^UC; zW^bQ(HMbSe7xCj`s`Sy2N74^y`Ml>x?8<{bvGZ^FG<+!*KW~c4rf20}wlg1UADfhU zVW$D-TV&Tl#<=l@(Let}EMV9ds+g{?Wn=(UidQUQ5K8bZXs=&~5dFaK+i z=!&AaWWte37RcsKbX)YRLx&?Cdw`FkRS8yr^C}J(?K`*nRbZQT&O_tAKBZ&Dczg8n z*uPuxEaT)U_~ptqkI{>}wlWwk-CGK(ck}NvfeqOBZ4z9jl4{P~rufMmsU`cVmD^}{ z+X8FBA9w2>v^?~J=iDTnE8jm~rPOJBEGs_-O;X8=nQC8#i}`116zh~=!Pip!@6mID zgh5X5Pq!Vwc{=hP6geOrD~;N;#b)Ijt3Da*|LYwZVSmwFdKsJ6aGahWoB~_{-!1_pDCz~ zOLBML1NL(~T&vUjwgiDKU_JKSUy#-m+n2D-J9vM1N{61EQ#iO&m;Yyf|8~LJsp;bBBLu`vYnVrP0VMkDmfZa+goasEW*z!22)PCszN7Wjfd!Wm=h-5?HyjPOjz{4Q3xOFDu&jU7}I~dm<0_$iv(y zm+cj5bunX|)!3A$Xg{}F{olV|A(t*@ylkw!`!8ivqDJn5Bjj>J_Vo8F%4x66+*Omr zJMApSXioPDqhG>92H)xk|8`6}AAMB%y4{A~NiJL&4HoKar8bU*$i$(I(&(g9zIEBW z^UM&Xrt9=@ja3a;p2dI<1Z@F-U3 zi&2goV1B}j(*nbFFG4!#A$(b%Ob05m*U32DP8Q~7TPG{tP&gIqeC9%2aVa2zrBLT94sgu`PJ0RIpIx zwu?O$avpygvb4T-Mh7sUTZ4a=xJ;8sX+qZPR8V;46ebXCXEw zvv^K3u3lJ2!htuuQHqV(UITd4VX>WBJn!&(#8%6*6Q5gqe=nt^X{mha8!_npRlFAF z^FV)LR5_`Z8L6-MCgrW4rV{jko5Y z+1sLcQ5_;4c-6eFOMrV-8`uK33uIR4{AAem5X>(_L7<#%8^rbb84()q?EuUAF&_8W z3+aEOnw9-poF=#{|59EbvnW^mLC)qD*6>7q z43GTzq;3hRb}}lqTPZw}t&?yO12bDM<%?IZ_ii<}_ih%UnhlDX5r!UtJ~o|cWEL4$ zmFu@KtLxqs`9vwC45-i5kLv3;Sz)K4VF)#gK*xeY7nAWFD0la^3G-Qan{l+|nMQw{9hgohnm@DPC4T3QVRIYDE9~ zcrDQ{=N1vX^n#RxzdY9)WJ7eAXx}Rq{+9oDF(J#SJK7_Hb9hD1zamg17zAHHJzjZm z$@W|==I*@Cx3Y}i^`C00iFet0*Zv$o9+0y>+xNsE`fTdbhu|L%KBRw1KS<@kLVgY& z$@p4)Hf{At$ggK7O}{*uELQ)+fr`^eDE-So^zno1;F`*9m}VKB_qf@gS8xAqm@?@d zZFI<+4@{fI$C+El4*uwJh>Z5@V(2m&*l>(#@7r*&8SrrP8Gvt$mhT2aGamsSR$=rX z&$8%0qRa%>FKrdJZ@+u=`vDQXU9Zz*hTev6M?FSI3muks@gAje6;zI=z*0~bA`Zx zGgz3?Lv!VE^EW(sOFS?&q`5lMLPOj_Q`thxco6T|uN-Q^a}TPQme=aaB~R0xX|aGT z}XQzg;@dhheWbc^y;xPeV!) zSS+TWZSk|Sa{wh=X35K=Z5FLnL;^02J=`Aa)&O6oBLLEIf}*Vtirx7$mU?{bc8;7<^>p(`odbOAYQ~1+Q znXmfByaBc2e3+4i&c!5^_Ed$}eQFwAN~Oe0MBaN^0YG(d1FwE2mZ!2fkRVCX%IGMu z=u^5XLT3Xi)w?bd{qmK6UHyGvr?o#I>@Z{K>|d`3Dt_TwDb3D}`Dw>M+SiKP*D2fA z8{0QHK8<1LS{$ytO`sb^_P1*6n~k5whTF7`Ux=%`cDfte+6OxW0La6E&SUmn;|1wS zvIQM?pjSo(`l{;OwbNH+-$n{$it_PxS@QL@IB)doAA3mrMY9C*bBk6IKaTq04r_nm z^X?jmXT{cm7hSMgHOl9qOAbATARGYv*8iNKxqw`ft)J$d=f1+|UEcapR-COwd$4s}m*KCXp;N`ouW)o6yT8HZ78&?$FJA zC+jB)oR4SEv`&ei$7gLiw`bA85_i*UyT9>jycfiE4jxF=D_WLTwX0R%aGn|+=d(2U29&Atv~Tlt==XGd?&|6mwXyho#?AWj<8$qSm2^LKtt*c6>TZhijD1m&o|bl-XJ#c4R}hY?g?2ugM4m z*W|d8qKmZNYfd|FQ;B%j3yWv7@ckN+<4obl32`_WU(J*L(}#xgrAzo`s`zG^_-3Q# z@eaPU*VegSzAsP~urS;K@tX@gK_YM9! z-$?7<==ek{Y zUNNiiPrCOMU(l-0=%Ml) zrsobO%2?OP_>;r%Zo^bn&!}s+&wo!Ymg0vzWi5sDvqF-Bmt$Ui7=HS0_Rt?sMuio| zjsacnkG}l-%p%9~xmUMmw|mdd+$n*Mt6L407D0lKLauIJO7WbV{yRRPqmA~mDjl;_ zH=3ylgbSwlUySki`#VJ6YdEoI5z|Ef?N;)6X1OlXuUdjG_!CGjGQdTn+qv>=li=^t^qHndmh?FGXlMaKc|L->;)eb&5eL>6ZbW(Ea+d}cN!cB zbo|(Lci4UVDaNi8K7<(Pu95AF|H~E+@WHl|URJ74Dvzb?4)P_gzF4M9RzX!H-)MYa zQJbslrFE`1PpGS&khxmug;!4>Z%P<`@UWE)(2**mUfOSdzm2Cnd9EQS`cf`z!7^&0 z?W+1)Y5yCq{nERiS@w^;CR09@Rm(41Y45ua?6rN1J8mUWX>(ynG|A;V#5Fj9?w3#g zaFx80aH7HJglFQ(ahTF4&pf`teHo(wITXojvP-JA0 z^)^^=Z7%+KpuE3X?ev9&TZTa$=HS80b+pc#i@wLPE znkPHs4`E{T=zy@fRnyWi|KMwKPaS>Itd}EVEVqWc6YGQQtB0adfvWG9&U~CW8GL+a zv)8hvs4F2L@l8Zc%g4^}_YAOK`D|2w|13mH(JwNzS*3YIMq^=bZ0YrDdZB+Rs_yQp zso-s&{mh}0))d_UIK0L5Nx#jrYf*wFavD)D4ilv(>EoZrL%!15YcF^ULVXOjWW558 z`wkRCvqRrjv_DUv6Z)dMpGUDS>OOjdjZ1@h-G*&QzgsaiNmrMz<9YzxYG^$W3!TB= zIh*m!b!k~odQ4(%)x5PhrNQc;H9FdF7!e5vj*Kl`_%!`KQqmfJaO0iUH@=_ND}J47 zG5vmyj&M82=VFQa=KT6UyvAQVp>rfpsAhatG>ScCAH4Ag%B`o{1kb&kns;<8Gnq=Q zna(o?#PmGv-LqQU(eC)hihXviVsLX|*HlexW>Ep5rFx9;QvAcMlHrSKbB@z%FDDki z*TkId=mtuzJ8+*~A_5&&-;dmQ_dFQGzp&UHS~?~$x+ z`Rd7g!9d9>dNg}S?<`df#-mcRG>5XV+l@cxZLIiK?YVs9NGNv&7>r z-!(RKjctivvecb-9_2hSeZ5V*zr_63!V(>_`Lh2AI%Jw@AF)$CY}B(E>*Fn!&4y;T zziK1hkbnF;iW&Y`8!`P|^x>m);N!wyj|6D0zgsp1em;U{o1Lvqj3yB2A7mpR6TfsZ z;aQ|#``@uMrqK~*;K6L)7fHo;_>oBflxt!cCb?WHxkAmN_(y?XX<_QYJTUNOg8nw_ z(#t%b1D$kVF6#MdyB9;ZI~@4ObeG^7>O9uwGTm{{P{uF({wi8#eAOI~ZITdt=$i=) zhcTj4XUN7ue9obPnSm33Z4p%UaZ zl5g84_cg&TzDRINN)CcSF5gU5oX!jGyAvy;U!OTt+2!!$>XPaB39l}6k(*=XCgpqg zL%{1!qcy9y_De6wT^|A7m*rw~oNS9VT^c2JY7F+xJs0WVA(t+6_Dpf%y{(|&jiTu$ z*M|=^Css#VYbnQRD2=<@)WxJiKchCe`4*U0h3PxJD z)pm#)ANNQQ=m1>WaQgjEAvm&mA~+<*?!;g1l1`<0Z+}oR>7jdmUB5Q_YXf}RFB*8D zaLbJ5O9ACFdF7*ve1U_b+;m-Xl{(=tgs0>929lCo-{ogZiVfhC)TQBKN|Ej1ZZ09F zX{sRuMG9x+pI^~EwK9I|%#jz@w7&JkD=f31XRS-6otonnrW>8Fn-?o4D9$!}-wA!* zoS@`$WA9NWN-0r!p)>47LH}Grq)GjkiJs@pb#F{E-eS|70I_cuA7vbX(8@`N&HT1| z&sRDIM#^=_!cvsYcVp$EI*tIpV-|?AC#G17hPIlVTj8>{3;x}yF5)dMFFQ&od5On!ASm=N

ATLuOW#a~ zd{>?f_jkQ2n|LsCT&&bj4GLK%9V`QYRctjs0|pM-St7z1i@0W3|&lI4Tb2;Ovd%-_=T9a zFHl`=3746!DI$NvD=xRU;cG0XfKS-GVk(JPi`sL!2d*)o96t-&v$~%0Bzcp{@D%GS zyYzCIG(5fGyu1Ic8<#?_+-j^oy?E>9^-R&oo0ziS_>!A-SDKskW9OS&gcIR}z<=Z1 zbzVP|6JGeV>@2q2dCc8d&m%8;d@;0efqnc++?>LduEv~(qh%rl|HdvbtIYMh%f%z2 z=bx6iuJP`g{Ewmgj)(e>;{bkV+~Cd)d*9hBdx!4qy$MNo2q7U#qTd~7?~%y5GozGQ z(z-K3MplwkXOAQaMas|r-^cgy_&y$=$M^C5zTfZH^PN5h*(|Y;$_q1hU9w=yazx+R z7Jc^MiA)@3JdoDGS?h1{Z*8sWcPwY`?Ke;51DI z&b9Q5hs+Tg==t8QgR&{V8{a7Y$9tdny*=9QTw9fQ+lbEMW}(rGIn^(DjvQ<~m)Acv zVIvP<&{ziG$SjJch=G!ba7UO0ZaL+#S#4>q!& zq6$_ydcWsqTzeYYnWW6|@v@&RPkneizrW{~OS2>suCHqaoeLQnpF0l+RsXAHBWjpqQ%u=3cNQau--7rnO$z zBACYG6f2sg9cYrREx1?EJMr)0wI?Xfd!?UlX+Ff$PC)enBKNsZC}@1MY}r|_k21M2 zRf}7xU&vrfWEqnQQ6%xw>!F7&e>}0vJ@-ra}tMD4V zc5RVc%JCR-C-+?*0x}$UJ=Qr0Bc1n3v_EX7zYQLKj>tW=tL+H03YQ^77#ywQ7<{mvhw+G?0AUp0VzgmevS%W zi(&pd{B_19LM_v`Fc&x!#K)GcmKE$R>9(5(5?;%;+tnzd&6%7Dbb}NBpa;t1c57n= zr6hdQQ||(<<-R;vv-Iy8zz!Cv%(%*25hkb71z7tk8`2yU1@3exFXT#=!7o>qS-gIOXHR_u5P(xYKl7U*&^zvuJltl)cW((XPk#d{ndu` zY&-oTGfmHXXXb}uu$sO-pgVHno>vQ&)GS-~mlFkhyNk8%OAGLBIC}4>S3S_k^b`vo z&)7E;zc1&~lh7`JY`!ds7@XF9S3hFRe#Q2@bM}}_k2YlhnkIq$;>&YQB}s18E<)Y% zOKt#KKuX0b?j2;K$#ywJM5w>FOEsHJ1Rfs?yiiS-t6Ug92~fJxX_~ zdTuJ|F%{LL18&5OqzIVe{=U1uQ%bKZZxZkzz1C46S#!Xhr(AC`|KE~GXD46UKX@h; zLf{K3MANh%d%x?K3g4dok+;&|-yQgOzox!kg7XpmnWe;Fok(KSO2~YA{zZ@9$lawu z8%osu4&0ym-{%!=E>v;fkTT9~vCHuMVDq-3D{V$|c~aBa_?+fuP_s2ndm8X_N zE)+IQXFgzuZG1*mh0JWcWO-d{q|IPit6+1^Lya&Y(>mH@Q|cL^0X&})v15>1D%INe z<)JGoX7p-E=*2?DTJjUYF3v=5^I}}oYISP(CCo*kk;|CSy!r8;&)A{|%I59}VUA;V zQ&`fzlN9}DB_vDE9-Lad#d^KWpWTu&2&3^t3@*GXj8wiF$caYyT!zQ~(Jz0Nj=5D97dM>;w;`s&F=&t>WY zi=>S2-rmR1T$0D~WG}A^p87zt0}U5kyteKDcC1cmPOZl67;LItwU@c^kt(9K((w7f zLBWjAm$72+cCJSIdMn?>c!KIh(fn&^7bgNuS!Sb4*6lAH4xpYrt0@X@eTF~8BxPN< zn?BMcDi)I^afZd#H&4$c4n_fWKJibH@4bqDnxZh5o8)~`iAT=%OHouGjxGrt`-FdN zkVTa|_n&WfG%(w=f1xF$`h`14?0|?>8&pQ52b}9~{8>%WaLe&ok@}|4@i^F}T$(&h zxRGSnS;Uv81f44h@zQMdx!NOGX#DvW@X2tc(7e%|X`Q*3S58-H4b zz%v1`4|)mJkgCK`+F=FsPbNaVTQ)-Nx5M=*8ExS`Z4>?`ZBKQ0)y~Fva_3~=``GWk zMIjHigfgZ_q+A9itMH~WHR|U%TyE^Ya1H}OllfG%x+(xURacT$QZF32gd25L9&d=9 zCYY*bM`jOYn26l@Vz7Gp`@!2pqunZT!*!c0hm+MtdyN+izn=Sk_`av&=ci*!R!&R$ zNgcxCu2 zO+{$ILh7LNy3ub?&QUT`Eb%ix9ID?9gr!%qeghkQ@5qT?0{_Q0d-m49{~rDO^0T7a zL*z${>6RYsXCKaR)1+`Y)3ANOX{N_%+bqM8!0yFl_a%UWnV?7}=&;9#M6ii-+RP(B z?=qoP1dc`~M=NtpPizS1b2c^U!WgTeDP9gHy10&U9V-p+2T8$QB|Jq81&4lRvb8~a zeWY({Wa3&xw-!{wEK*i)G+}d< zTCi%-<%Rf*w&B<=hc-zi#OV0ea%$I ztyAemFn1D%CV*96QgW+DKb1T)GxHMX>@98AQZoOFki#{_DJuwLFGt)Uz=@(MB9}k` zrgpC{JI6*P)1vISZg{sa2DPQrFUnIsGp9OD9W3P-$HBSpISlfQSFEC?;C`9J5&%umlh| zRtV?-BB)L~C^2zhiL1(g-4ZhVJJIGa(ONm+qEMfazlm;@NS7REhryuGQPutffMrLn z`G7}N`+0A6=o3fiOD0I?DZih=>&d0_Co%NnNKv>sQy?Z{vZd2)`iCFVy_Pm8S(r=r zi^|xZ5-NXDZ3%oEBY@fpr4%~?*m1VezJb?*SFc5$d@rnCPmqoA35>}Pym5E+Mp1oD zX68i+AHT;O7v0(4{^cjN1jf7f89hiqd*ryi%gI7(v^+J%R?+i2Y@fiZ9KCdGEL8u?Lz%26N46c z?Zx4#Z!#x>vg|n;a?`Um*0K}Q!85YsPgj%af$q!ddI~REXyDvE#+WybOa9`WyzpP1Xn3+RH+A7>u*#W2UqiL(1cE!Ds_)xVMx8aD#>e0nX&7d2NQSL9v<6>TvqYK}hf`)Ikv8$e1vm9v=#(6~ zVF8VI=##)3p|KBiWMRjyopACPRt|6EX_JD22DIDJ)Y$svQ~r?VOPxev@n~4tB_Hzp zjwRnpNOggA=`>B$8E(oM)FZ^hP?F+;bcZ~D^Y!^e$cx#pFBU>xyi|lNBx-vHqc%fc za%|F11cZf<`>)S6iXo4?)s?cO)}6O*2gTt^8|JNa-z3U2p8BU5ah#J@K%37F-paod zBx9o}FXdBCnau()-gziL=5E#P4ZAUUF-Bt8=Mr6XaAMo3X~YWJ4B%?U;l{Zl!mVyE zL387ibz11MyEw~ad!ry$c3l9k?&Th@Q)co?UJo|jMV@jE;z48%J#>R_)yQArvknaU zdSEb~ydt!fO5yx#*(dn^acTgq<5RJB)~6)VB6&L#zz3@Qgp6mgMpDBJ-R{Jk+M+{| zo5qIBx+?}FExCZ)5$H+reEb0p$_B(jkW)VNscV4`V_+SVw;_ngW#5*^YXc9xz851IN0K7v(O78M_f)b#;f(!ycH(>? zVkzTsF4A0z?~|sjKT}xX7Tk{nh^w(Euzd)BfVVjH{^9aFWhHYVg7Io_&#E(H{mu6a zxymU6)_J3kY`gNp${Z#)J?84h%7i%fBsh__VR4xv`KcDk&iOIEkjRXFIuE zO2!PDah;d3i#<3afhDoINkJ^v=< zNFa}+X|@o?i|V#YQ+8_=z-pJg_RAbJ33^Qx>HpTdNK!3x| zMQ81Y!mDG#MZLi7g70twu(&eSlL@FwnA0zTJ2`Tqkz&i$Y3A)pGpsJT)v)n?-t^1l$mjDaAo;fhuL)eCs*beifUXD63y+vv^ji zwmmMH24pc^h@e>&H-cQRo;gUB$}f*JeSN+Z3LB7qRIWx7Wibu6F`tVbDv$Vhbe@wx z-G(@1NrOKUG*t$rG>+R{Qwrg}$R^J}*xq6zWIl+!I7n3C{8{J_p9|tbGLCsR$(oxv zUT-@rpGA9=MY)ujyj|8lAIO?R{c30u-t;-E_<7ZV?S+!!+Hrq}aqm4}+p)~$@s{C2 z*m7R-VcJW|P@qA%-_SCCa)iKb{}=Lg443v&n(Y$Hhtto}(0w@!HfR68e6!o10wD|@ z&2N_zcfG*ZrM_!>>|P@cEg7krC=x)OYnv!+QPI7#*Rv3U3cY5WaK~?-WOL~EE@Igx zv)XDGCR{0o$CFIh`#T2a1yq0n5OxApa5eX^0dt@sHcB>w#xoM7Y^cz&;9naLQv2lf zS8z%PItbwy2}I10$PI)FMhJp;Nde)5LTs1)6ZbwkXj9P5q<{g>3tL0{w zT3eQP1dwrUT4nC%b4TPm@YGa3%*Nrx0By85()4e~Lsf*oT}=t=ho{b4s7`apw~TEA z3X+Zd0Zwe09{N1hPi?Qd{^7QHnOzEMjYc9<9bMv>B!Rf@asUGx1RAc$jWH8QY$}PI zD-P1EF<`Zj{R4rEf;oo)qMEUz2Ku$Dk81ckpWO75@i$g!Psq^jKfOOy{NPt;9Q3(> zm5-=H3D2LUiC^!jiZD6g=`}JXAwR%0S-^7bAgEPfe*Led3U*@Z;HdkbMDEcAe~K&IYZa zAmb7!`u&ri^7cQ!_I*TB{|nLl0^&q5WNnSjZ6Agbk~2G6ZUQ|2VAHrDiZ zA8)6Wi_iH>3`~_d$pQj5;Zdz7AHxn7X8T5xk6ZIpu4UB1J6~f%6VXhZ^40qWL$$Jg zLu`2eZ*X`Z{Un@~(A-7}@$au>kOYE?nrHuACcF?>16~h*-BK9z&e7)JRvA35+qd+j zkNf!j>AgLiVvg*DW*`e6^Jt{qVCCxNrJOA-P;!QAqEkEb-_QS!{~RB)_Ue&Yp?sP# zNTP8Pryv)MKdh`>_r)-iIiAp$3KKCe_Q)ejf`z3B&B$thG#IU@d#^nrwHM4SVmvDV zl;}xEDF(MoF^DVHT#A;tCzGIHPQFuRg^pFGHQ6P?Rx^NL30Y3GQh0l3UiHN^G|qjL zM?OD9NJO0Yz@x=gIt{I4z4Uv&s`ogrO36KDPX7*TCjGMBZ)$AshNplG+Y`C*stx-# zNv~EVn<}%+hz+4@`$vMiPs3T>$9FMF8EYvE#!s&O6}lGsq3zQ9$MM3~!#=^j?(P2- zjtQUdN#h6K8o3a;JXE4{{h#-Z7a?@o*+&o42aUdde0u%YKhe0DAB%%`bp8{IKm5MO z_B2SX;dX_PmitU|3(F570qLjqkvmWbCaT#1D%=ZLeA#G3d!!<+FTtqRDjZ`pNwTqZ zgZTvP0OMM_|E);93mOvX2gb7DdQVpU= zjAY-@EaLgEP$TM!*qmeysE_#Yf&$RZ>%3bSM zR^KabX*T$Yf8+VfGv#O|dV6YPzd;r(Jwd=DROh@Bll~aA&iA4&l_OIPb^*o^E)S1I zq^dW-SQrzW%WETQG#Gi-FdS)|#>?eNOVX4XOiXc@Sd&Kl*+q7z{qffVrbf~C-zw@HNgS!hJDaZb?Lv3U?)h5-bJeET_X zEo}P+m11S@%V0xejssF4LVp&o523KIve{u$wspzi;vPRG9OALA0^XAkfv#TUfYaWgMr2j(Q9FD zRlKQw(LY%;?u9^!2x&05CJ83{u4V~tF5fit89ApS%->fS}nbP)X;x(qffl@ zXl)#|lppPNj5O}!4hc=e8 ztm#fqXN?t^>;CMzon+YsrKP3t5U1ZVJA8IgVc(! zP+z__OOvAD8cOXP02~``ob70;D7J(}e3dg+49iW{w4LX!gmiZ_OTX4M9R>YJ0478M zl8>$LTEXrx-8XPiV2vf3mycBl+^&|KX%1s}QqDjhIEYRV-)tR-?c>2}W&Fl^Y& zkWPbkU$e{)G$a>xbT`2Di%@v`+i99hjZL#8q1N{hhMy5Q(mtQ};TVWzMr3QJaP#0;^vZb9Q zj)_DkOreTA08J0wzM5KxC-9X_DJY=lK`sPyh24{Z(KQp~@r~bj)E42C#L1{{o5vPr zqlF8PBlEvNj%n|Ml+l~kP(nE0BMKqUA+;gwe(pI0sIfocGv7(gH8Rrs+|r^{`ps** z{ik-veN_$NAvicK&=vcjEc*(Pu}e-%G`gf!(@r$cms6qn&L^*a=Fjv1YE&H4YY^bFDf=vI_0C zWLvcpc$*eExpZ~YM8ZRa|NK-~F;7jz=*>entS7P?TNu*{Q+$yztz- z(OaV~HO>HU)oT~Z*@TKC(hTO9F#1@((vb^AzWH23jATOF#eqb@T`Jgl1oUDuH_>5< z$dNl0@z3bTXY?au@zOPhpxlohL)ZeBX?Q~0v$`)nw%zyrPdjmXt3um8vdFc+VWKfZf-V0I{rwS2#GPOhV`o`CVm~ku7M8h3(P%v5}Z0RjQxpr8S^T z&D~^c`>GQ7eG3)2a#l??;)mQNe8P=fkgdm5))~HEvmZWdUKSR79A$d*}CW? zY%b_!f@-4Rj7FM9VTs_>9z~XIJj2Gj8>)^>5R<_|;%t5YyR>F*$d#8|W^;q1BS&8- z0Gq1SPJ(>R@DP*BL&V`)`Ge?AD5e@Ds#BPQca%+|f{L)+Uf?c(oV?sPDP@6bti+jkf>H5dL=vSUk*?O#XXq_I6njcvIB1~ z3d^Z+TcA2lC`1fVXqr*YhUJZ=y#!?m>emVfKYFLnE;jK9q5kM)9ZA&K6r7IXo*}aH zJBTA~#6ehLS2gg4V!}4@Y&u4~mBCGbbMG_CTCtFHI&sG$LvszS9E9$g2Ujc@W?MJ< zT;c9ICUR`!?`cXwX0YIZ`R)xe{5_FxnDi!+Uak#XZUtUBF;y!7@r^1;y-e^Pd51s+ zGa1~@SYFM6C52GY1RS(X+9(xw!m4uYkdSBbw_9m^N}K#q#98|c9tX7a6F=^A_qpHo zWRK1Zffj^$RHZ|ltJP^jH{s3h_*|CNoI{M@vw7}>8bl#Sy!JeLm(h|yeexR&+Ik?C zO99IuP~NAw$M6kR1Loda61`Nm3X)(9?F9(?XbW&*IHcejS#d^DSQ#jGzEJ`kaD`8n z-b!2!r&{a`LUx!l!C2uf0w0ww{*%e&-Et+8{(KCFyu~&>K>)E~g<})fosWsa#V4X4 z0i+x{?R|yUfT4nyanD^y}U&H$`%7|kV$CS*N94RzLbiIf&@l-BwoI*R3q z_tU;PnYB;k8^wwL%LVriz=EL%vAGasWAKvkG8;BLlFFM-N}Rc$KT{v(Y^vBRH*^#t zEJx(_!kHCT;WkW6#N>s`Q^DW}w>9bLiZ)(L7e)633u}o{-I}G|Ht%2(n==^fjT1l5 z{Goh8TW)gg1M>gn%A@2VUBC;)I|+Pt*FYc$0Rxtyom>Fk!XX1N;7E*oA&#(LZLvcw zAu&PjZ+K4kp^o0R`%dckMFB$!XkjkqS9spoFT-x(*ulqZAq$CTcQKJh0FXc3+=D%X z0{G>Qhk0|rrJ(1msd8L+3s3w4 z78YWVKT|}tv5>GU@ZXv^g(66eH>d9+oFk85dHnG&25ks%Sgrq0-F)R@?`+Kh(8;P z=}LF1$-g$pkrQ$n%T%?EM~J2@N>5XuoW#JzS{gpp^npWkN`Pw z)u=D1!D6~jX~WMfh9djWKV-|Kjg&%kUXC>XZe05FcNosc3y_~q;O+i-%F*+gYrdQI`v#w}aXU5Q<}?74 z?xK4(`bo9RwJ|SdznkW}Q!|a8-~2MX>9BTuBSeE0Ji@(0Y)zFiLrN9~Ga=sWkT+q% zzB=}C%nEP7unf>F#^AwZju4Zh}APhN%x1BP7YyFJTE?N8(onitPqD z+`Aktt6OdGD;D?Oz+cfpy-y?($hC{tyJkYMD5luVP#gr3468+614S1w!T}gaI6PRpn<*02$%4dq{%!=r9V7 zO&be$$0=<{Kwi(l_EjO*Vw9&l*<&3~8LWWfwn5h2XJgsrSp1Yzz?KBWSq2N3 z#^XFgv02n~PSnDED0C3K?c#a+Y{~7wo`fcF;!xsEmRj-OSP{oN30FVp?E}#}j8Ac2 z?>f!X4Pwnw?ufp88^h!;S9*7uC}J>zrC+b<=e|Cy5l z!nQCoGFb6g0DNcFd&RhvNZmBwy4|>WC7dEbtY zk9h=6{`m~H1JnKvrk;5A?`9&Ykc9`39c05l8HA54qI>N`^aW)?Ul}o=yFH?n-LTF< z_#)kP2<#RuSodk|cDzi{pyWk2K9^9zJAOiSKel*|B6uryugpC3 z)_iv{4dJV%r>vB#|JHnhAgq~^qH2L0nA#`V2oorf{H*2^N!qy?5&I3zMuW%z#ZUa@ zRxI~Y3CDsLYdEtu5rj5? z+{pau6PQ_rF;W-IU3jme(gwD4gSU_lE5`3?Zb?}az7&2(`dB-sUE%9y+N+;UxH0?q zT~OV!rBi~WVemnb%df|>#dB;#wUinuOC~6m1X1l#wufp6F}OV;9EE(%R1Na1m%zkmf7O5mqu8Bd%L5x zS|x=jT1dOT`{HD{a`YL({_XNc6}W;RYI_crK!Rw`LjwqKrChYZiDSF$3L%U0Y9Pii z!fXhRIub_>X3=t#Wt_xc)}=I#JKA3{Nuv`fBsT3On%1$1c4BG&pzMA=H$ZHqB_x(1{&e|v`cA}b zEFY3A_;NEpmN7C7q$ikymofD??DFmO}UVsM1#h~~0E z_8v<6p-tvJ2b%TN;T7t1p>ICTYY}=+M(-Zab5CRWPn(JB1I3axniQ3Ik&Fhx9R7W3 zH=)TDOGd(gqWkka{z%I$oVYU?J-iNM0$DDdiv9`|949>A{Og(w__X>I0bw-I7P~=2 zq$(L%$Kd%2L>nx-ssd+!F;KXF0+TPqBwm7t38G!Z;oqBG*ULWy8eO{e$tl6m!1Vg# zBeKk;&#U$NyuP2scd_tcCb|_bF30F~27Y|%Cmz&vXh24f;znQvfB6ICv zd8q_mU037@Kx|7}C}0(Pv!*j> z{9HfGsaM?0eWWV!QstRslVV1xww#NO#h-mAUvqi4oX`)q%1}~kwlYzVLmTGKD!SC! zCAgz@Qnq+rKWy1&Bu>H4EBF-F(fpF3qD6FAi^o)IcGMGmV%OdVBc#0kQvDcv^6uBO z^%uxcHSQ>=-A~WJ!`)zBKV+3bQ0u3Iyg&|Vy2qn@%{2Ar2S3*)?_YTPIbi(P_9C}o z@ZRjRkiE?(U*5iYb$qNJJqgulBShRW`l`B5F=|FlSXqQR`KB9v3eE2q92h~5oUfpp zKvbTO-S!qQX*Y)&9N#g}9+F92V;wx-c9f647!g(NU>In5vQlYct`#9g#tMK`nxnbB z1*ExvZ_W28k!N*^E-qRbIg}-{t6pQ@&rn_p51Q5dLoFE8*K>?~Z}efe*gu3E z;20Sr517#WY!$uIuv!tfFMm6Z1UeLpcYkqpRIlxzVXZ1t`_TDpo2~QE`CR{eFi)WW zQ-o^7jGM!q%F799nxRc=(1u~l#|SJL=)$T0;IR6w;B&eQLi%tH4|PcJ-|;h?^jGgs zt|Xe;Yw}4y$&t?`w2o%H5=*r*{1j7#&`&JX8qi#l<3vd3N*xMnocpH1sqx@%)mx>K zVc!g8Z>u(Y!twPzhK&H@o5p~?vT6@+N$GYKLfXL_4URm#w;W`7z39ny57I*EM`eP0 zsG0-C{=tveBG+N)yZ2SOEeyYMsIzKtu3xpTe;nnUF4^|2fJ0`0Q7|Z7I3t%Dcz-s! zuKTbq&iq`1ZK8zqefvddaGm8Ok1Aoy&qn@sE z7DlFLVAc!ZZ-+^1gYxQ$2SXZvrWRA>>kMMv3$|g@?Lt!h7ZYT?)p|-#!M?R*pBi5( zkM4)x3_VybJ`?w2g&a_Juu4rCz3`d+J3iIu{ogS#c5jJ0InU|)~F1;YYIw}Z@D8OB5&iP2|raCUHy^A zw`SfL6|_4(g1Ems{!Y;TrqmwBvtIJ!^DV(6 zLiZ#dMkU(w>-h*=n@Pc+Omkj$vbpS|o&6T60&5WHm61_nKTk|R->3Endhi#!43ic2 zRFP-L$R?J6YT;M(`M_zlBrAVEj<3ady(--gAN9L-av&k6DLzQBx zj=4!6`cEl$J{V2SL6_tjBf9CZc-2Hs!!<^LTr`Kn*nDg@;P$e5P`7>TPJtkhCYK^% z?09#lP-u$1;iUW*ZR?9X=rmQ4i2$P+CYk>_mjfSO)QsQmzThob^MGPvaZa^bxalJs z&!(I9g~JWo2vv5zRma|EYdgxXboIvZ=Jn**o;*jSl_s^@hW6KtW4$1d@ejTbs_2P98*ZN?Qs!)m0 z1i?DwC}!7P=-hJ-PvH+KnlM_!-~p?M86|6AL8kd5G2z-8wMR@24~;7Brsk3;nq5xm z1z}QRf@;EkY%SRuOGG}sP7{TFI_%AspXfxUxt0n#t6(dUXG7OThmP-Gh&B;I6?zKn z=yJNa7Q~z!@Wq(~o5w|L4sq~DF_Ri+(~8jY2TtkdE7d>mcfT{KfS4SMYmXJStGmEgw|!YfY$j3MJ0X-@B7d=BEJYp% zM4c3aN&lTx9}0a-1<5Ir0MEA>Yl~350WxRZ80TO8NUpBm3Rp334q2jqY|{?=SrJsm zImdn54omigD@0U049gV(F=@4JdFwL6A_g#+bkoumgX#{yAaH5ezY!k)xnU|VNK~=g zqH*Z>WBGlve|9&E6vxUHJZ?qzro3mAILB!{Yt~DeyfvSurz&@aNGMArRzLcr4iU5e zjZe$fXmZPK!e#**WJ&X0In*9*@=L1GiR{TcL92l2?VPVW{&83TPg8m_#?&7W;k@%<+$He#QGUv!4!MT|2Q*ZVrDb&Tt-B2yq_rYs<=nw+VzaC|6U-7zZcdzz-hV! z7S0Ha#iwyH)O47K7mgsA8*FkdNuWaH?l|s2m5Ug zLl?v+X>{LY_@g$LRDhmd;mwIEol5e>vT;`5S_F{<70GkX#`%j(xwFJjzPbG;9(7e; z%|a^z@pl`Z1|V5_BspU7^#Is#Gx*@7930Mf7_Ng{fV>*BZ%{q0r+ET~!D(Z@l?<~9 zz_O8IdLKT-PQhUiQoIM88Q6lczHym?SkZ>xr`lwS15%cgoaj9c&M*b1 z0-y;4y!E+W#km~NCkW^@FZ|4z23}WTJeQd}!c0=D7y~igW^2&G9yWu2Btf6jl8LI2 zKJde^xR$8rTOaaYzM*vG*)$K<`; zLKSGfwN!Uk0m^VQ$3e5QL%5a6MNXCiom5=XA4d*$=>nH`yrU9l#`id1gRtAV97LvW zSfu=R_^CuZbUISlq_%sG;P!uSK6V{snKH zxgC@yR_=(f>p>=tfsc>c5S;z!B~nI6M99ex3Z}&5(QCd9IoIyrf*9j79yo|mA4+q8 zcYXp@Jq~Z93KXhx=36O#7y~CbhG2gwc~zsTi4Yo-^4HICT2B95Nl{&i-i1qQL_uzY z2rj+%-1UN`9xV!Me3}utUQ9gi-$leL0w)VE_}mXE-znZxoxvLd*br`k?`R6+hhY6! zW}z=XTRz8!a6Yzf7&{|OCkS#z!{QvT=hZ>p`G(t^@}(;`^cpUM7+vFU0OU8TRR|KDxu#JQOnbR}_(CVt%tbq) z8Twys*^6z=F^uRbK1t$_u&eQ`_@-BdDyT?kt&qA~^%o_Oh!g64kNZ#Fbz%%!-h9FD z8mOMm@33vN)hk%(iFk#v6T@@W(77M0au&3e;ypOtIU=60m6s8-L)9R#8pX+Gk(;^j z;W3xLyKIw=hz{bN)nY5c-BPTzn8MwbkH-xuxH@=L8P5L%~T$j%|X*B#Ao+ z4LZe!C}oO*+-~PO)(c}X{Z0j^igc(es8>i18laY+b_Tp~vydd@klTQ|hj{W-y8(ms zRX8K9S0+2CR(nu)Z&oanLr(5)veA*MK`0bHva5tbNun}2kMb*4a%0$W~vBBzK0VrBE!tMXA-#| z91*Dmj=wkf%YL6LBoVvY_`Wu4ujV5Hb2&sB{3D*0DLOfqgx@zXvwT7l$)DsscE8~b zRKOi|oOzS4brY{si`1%?ca^8;M4vs2=A@WbjNx*fx8I|Sm{`+M}eOHpU$yA=(N*v(YLRDQEeap z(`ap7`efhNP?cSS&S?jfs`bciAM`2^LNDn;9FQQZ=radntaqlG{%n_=V#wdk_mT%2 z2()yxR26HkL&lpc+qUBZyY=IT_%(v+&m0Jfq9uJIp}8c7$o1!6@4h$|P@kx7hkp@g5zT>Ts+NnEAhOYn!mNaO6 zGxEC!VwT4V5%I%sG+PwTnq-f4 zWfbQ^V>A4e$IHAU{NVQ(Ncw~1<}dSECazq+=Cm#L5I|Y+txbZ)}p=ztMKyo2B+T# zKJT14JyHB3T|JS#iTF&|>2@{&rhsjJ&kF4yAIb(8#m%11OCMlCXFqkBEWtfi!fIJR zMRwpJQPkv5uaRsaiuK!11W<4jff3>I(8?^v-A~-M=ZAuh;D^5`nN*fc(%9Sc#;pbL zn!ExUw78A6#_g}5QOT7E0PNcS*{SZHoJco&YmTpR_h@mhCozR@rzbb=dlB>nAYf<% zQvErf0KElKyzT!AXDH8}6*@Tg*{$t-25w9HGUrQ zQ2y0eq!`1C$P!#|2V9@)`3dk*<44$?;ZJclWGcd;sSM5!$R7C!&L3?E*98gkIOlVE zu;zy3t9<3tcgZZaXG5dC2`?K6_^QUzF^Ln}L{dw8v-||@tuBdI!MI2ZEU$zLG zopC+aMmQ%0aQ)GB&UEUHxxgs$bqCF0Tp_7?*N|(Rx?=l2x}iR52?y!WiK8GnE$d?| zEn-r9SF*QbElWALLt|Y6ulH2lsAC9EEftUIfL}VoFT96O^{(KuuCHO>*EQKdoGXNf zv5RMKt)|?1==1gQt*@OGU%N(^-HbkA^Ijhx-1$$J#$iiXba{xEi;?M&jyTPDK92Dh zM>+SJ=$K7{J8(+u2NUoA30AVBf2ewst>%!!NXX&+-H{f~?()zd3Y|4I*PRfg)2$ax z){)tID%XKN*ETR8wPkYx3rxD}2p(+wUO9Cp#a%=!FDV-Ih4aOX*>hzgAq4Q~ zrQrvDpe<)rG51I-RavT?H$XX3U^L%6|sHOib*Sg@(k;wjf(x2=)O+harD zkyjBb0Dvu$rHt^ij*^{BpEJJq>eVbXmzsQVD12$T|5>qD5(oOm*PT=Qtq(r6h~FQV ztaMKX$PC+p!K=IHmReA~E{_)nxvnsde{ap-Rtw7X zl*mPYK}`jtXm{l*e!E?A=oC5i>*wLV6KXU2(eK>jEmj2~%Oml>E)LZ{ehFRukoTn` z^UDGC0`I_0{=Oku6_Y8+-UFISX=RSj`*_sqHrM?x`+vFNn*(2pzF0M$`BV4dFi_@? z(EQiu;;;V@eD|`8o}D>5zy4=@g%Zeb%}?Z0!c(x?C9 zzV>(O%Y}cIYkyaADD&UN9)0JTDgC!yd3jCz`09oEZUp)OwfWuQ_(&z-=a*x^yaN-L zzz!EPEq0tYPKJvbnR+-Zn5Ofd^64#hI`-=eK^lsc{dQWi%$K&SFfDOjwk|q#{v}1w zWySWcmf_0eH3pEk)G+=Zn~>|8V->rOnAu%dzy2z_a-$?6w++`uwZRd&(Be$f=z4n5q6-Hhr8={)rI=)x=mjrJ6 zya;THKL#0nK&ldIyWVA)q}`EKk`y=b-5+u?O#Bm8{>FAgvgX2s<>fk?RIXaXtM?=e z-GlG$ZuFE8(^)eG8zR6q(3i_!=Z!3mcd*ft6n-C7T5l1(opY>4=MpXp2WOC=V|zs76rZtDYu3j5Wrlp80Qo99-bKqR?vXJU~PV{1x*0VIAN6 z`#}-Da}&fk(Yr6-*IBJ;8!eLS<(B8H-$)U6n%S-w=S@{>5x*KqHmM|!65E|D#FI3g ztz>K4oo!V5G+pd;mfKw%&ai8_Iw`tY+|eD74-|bra#E@~dUx zud)4k&IGr2DA%b=g=H>poh*(;Bbza+&XL6>)gC@8kiffQw)i5E5StrOWnnA#%*!JO z4){(|0}ac0S1Yn4c`aTqo8|dFWB8ri>+in1b^niLk0|G~9#qs=njf#lbnSK5B>t_a za)+pe1Y(+OU8iq`%4=P}ES(}{hbTRP%)P>@4y1= z=*PhF72S-Bs$ISfIT+i!noBf!sIkSf*ik?LHFjiI-~6>Cr#y6_KUFVy?$w?&xKV`o5P$l^Ph8O&VJdCJ3G63KReHTU)L{|rok?|TX{G|b6c`E zr;+oZ<}PXYKXD#{@WbqkvF!^=JemUvu*$}_OywZb|VYsXfu(h%v3>T#bxcK)gxK2U-^}0uu_2 zf1Qct?<@Q6vPDt_^ac?U>d#;*bWH*PvtjP6#&RSuBO~E35)hvqsnG$80aG;TSm%OG z=sZa;2Cf{wGM-S?Xr3E*Urzsh3}-NOh-UzsTCD&*C02D=>V~l&AE&hkdh|^+&K)Ex zoMaIVR*pA4XMTPcoCNxACP%+KpR6x!w{2Xb@)n7Sfq}2)VA_w@Bm5NOB-Bs!6Ny?r zFMq>N_?3(%g#B)=lKihjvE!e#gl99t@C<+x*X#7Ll<&ek-P{FSFW11x?}#V4+y*wz zafR9Fl}~_`lR%&}rSZ{tW;fu7=gfHWm4qYXXQcX)Eyp_()Uj&-RFe}}#>xqO#~kIx zk>Eq4>;0xRr|;ZZ3d+q^fXNy;8UPTjvLn=5ACIuMN@I-!BzCKY|YlzXvipDF{@cnkSeQJmy%@pE};Rqkc| zf9iA`RU8#1cGJKrE_Ho3d%`{jaSlsblxUgb)a!u3q+C<{)2q(e)(L`!lzMVYyL~g1 z*|O6;*FOIYmjv>Q>U%}*5i3cm?yaSRWxno1 z?_h(>gnPs+Qbd?`A)A+iH^QqcX0jppaD(!vnQPx)1dS~oK1=XU2FGGAj$wSuvl$Y# zVpO7FM3j<+hOuOZj;n;f6xjb`HDLAZMgDjK1!D zSj`}bISMDiNjKGP?pbi^jiL226**O&N}h>y6}MEVB>C(rO3}#Im?2zS60G)7Gr8#q z7i7yd#`fXmXp2sI9Vg|_D6#%6)L^NgmAE!t%6gWctexP?G!}{` z!ZFEJVjkZfY2!$Z)^fk+wF>B*p*bjJ>kv~_vIX<{d`e6}1-tx7g4ZqI$5K4`GNB5- z$<-=lHiV4KRys?{`Vv?3wMKUML}WNCnSnxJaE3-QEx`?c(~?yNXCRmENH0sc0~1c^x4OA2Vm}8 ztU_pWE7Yue<0qwMyI_lZ@T)wU$v?5&Gdhy}aJwM*O`Xz~_0OQmux)@QQVFh;ieQ|j z2*XHI(4SX?mW%HKB$4XJ5xx`#4oz4zygsLX)+xF}U!7S1@vo$Pl7GtVhk4v~6Ii|D z9kEAMNOQ1h@2;er!_c53W`PmjAFH`R_lFc~!Sl>kikhqI{PoWl{F$S7U1dp2Uzy!~ zND;`d3+h%Un0S%aqd^U}G0B1a46W`ENUNx}{+{Xs$7;TEgQ{hS9{a$VC)$8LveAnL zYj_-G^s)A@$0=ik;K($0-wuz6?_U4OWu8IzDW&guY<`akUTmd$2b8Hh@IELl{0a&2 zt9k|l2k}ff0Dre}y+|+suCu;9_$2w?AO2^>)Y5WU&E_kVO|b&Zx?+D|Z7q5xc%$RZ z0D>v(qtYWBuKoW~4%by9?>I@rGkiP;|8B`KXGj`_J&QKsToVCTmkj;jVEAVqo=Ua- zwf(x$;C^hDakmp4l>UXDExZfJC_IX%fB^SxLA#^p8hND=5x+>*S{3m>_TjQgH4RjA zr^)On#nyhPS$MERFI$O%n?df;$^!L3{uZ zD23ku%+V+tj``eA3P)2(Ge8QbJ`d*GM1`L~X~2wUYY6uRQwGH47!lwF#>F_4j=j#+ zw7$#~@22u5624QhK0{7$my;NH)<4K6(K*w=V_ zz|Xy_1LH#D5mJ3d*R^BE!|E2JDW=@-9tb}v;c)b8;S==iyQXci#=UOB0pDeb6_A2? z(7lt;3hBi}V~hsMHHEBxQZOM7+MX@@UaMw7s}YH(*AIi7Pc-${>92Oi2-O#sE2qtM z>gP6SZFbK6!nah?Q7_T?##Prz%-+DKlY2MOAcTiu8x7one-20uHS9lyOr;$Q!VIUf z;--v1;zkRExXQYcR_Y6eL|v$<+3?iKC4o7>)HK`lVjbVSnqH&W^p}9?ngsHx@aY`F zskJse@2>F;K;`<<^tNf`=JmAf-t-RJj4am7-c;$X+RPzc>AvI4xzWtG%o$6SkrT&? zbFb9}rl2aFLaLiJ4 zDmP0uIP)k+*S~|%JBI0@aBXUuKD3qL^YA)D5aziEw_IZ9V}uqGrfZ8!w}2;Z%*kno z8+cVlc``?89jgmL*nn|ta&eqjaY5e^x;qHA!7|I1kV{2qjv!h#h)iq z#}nT}cpA=YBTS`|Io#9S zO5o;@SQ`k!vnJLws*u80A03eQuY$k`jG6HQ{}T}BdDG$+lZI4f{Dl^R(Fe+O17%!= zbFRY7nc!{0+9NaoF)0{>6t;G7W5g=#B?_vWWvX(+(hWff;iIvCc7jxLaSZEmI$6Gm z=3*%yLuI*4#cnV~pSnRpFcuV4E-IQc7pEtEo&g18%!P8_Kp7wih8yS;OsOY@ZA}8x zRf3Bi!?;l}Iv-31A1GsPwCDxg*p*BdALb&D&A47%lnyt)fzmN8F`=L=T+vS7VWLv7 zZl5{jRR9+fo9h@;Z0?oTcbF7#WQ5j0@zCJc6IFr4lf;L*yGDVLCT_Z`xVC@+8U!X6 z8T3=U$#Kln{e(VAC~m$GW*GCKnggSv^^S40=VFzm=JV*_p~2Cn$JlE9PYp_V?bQ1j z%NiPbfPTQ%9ZWG4u6AyWE;YOdH78mUJ$f9YS7R9w z73~QGD1)(Cz}U*DSZ*-(TiOlXCY%T)oUvKw z^42!Sd=<{1WMq?Tcqq?_snyR*wk@{`|F{-gcDOM*4U>f+f~;fdRsozS*!N0UI1;LZ z!d02WiBN(om%u}PEFyxVbym@EIwj+lN^DhXOXplHXE4GO2xB>hdI`bgkk&+nILfQ5 zyro|mY{`_5VJ0YCE~#zveoSSqXdA9|N(jQ+Hb$=mP{JOq2Prq*`KrZbl|<4bHMbe% zWnIMrDXWQ{8=-wM`r<{=ZYVX~@(7CI&n_dSs9On42MHBDjuAq_WOJbkQhN&hfO}>< zZG0@(dYk}ixNaP_3=$D|QYyO>{S*?ftz;)~0XLMw3t+P0XQ0wug>xUnEDYiQDea3Q zv3rhVn0)p*kD)d`P&p(f3lkPsNwnwjzA*`ch!7^Vic6&g^G;oo1!9T?TPZUY2ZEO! z^-Mhqp?dgOEOTfWjnvZz4+j^gfUC zP@!+ufhH*9jF17~0cH&B)*`SvOfixO=2U70)>6nF;fsjtyFw&a4u_6K5d0su98@VC0SqWVAJ zJ^Mg}y&CI7>5+TUX`1_mh0D}w3)`6*V0!^SWUn~EJn7Z(+KXaKssn1S-J+Tj;j z@~|iG{IfP98=ph-)D2~>4Q`(=a)v8Ug=U5{TCC|y>hep=5>Re9R{R^NnBmGDKbBb` zAejFpW-oR`;WEfDni7Qx{tcMjzONK7bq0V9S37E&344qda~G$xhKS%Nj*Su^ zsSj@Y6n^_0kaXnYT!W~AYN-L?FQbq456q^ zh=(Tmv$IM%=+}6zKM?-wi{Z4mWWnVd zYl73M&>e}V8B;~g>n^fu^`PrK!)whH6aJiQZK?!t$F;QEweB~xc)t&e?_hwwW||&V zpveZFN*r+!c9o%EAU^YNv$2+}o(gaKKnR|!cE@jOt5{SX?$4P@i`m~_gMZuRG#Bg! zzJ6UP$^M3X@V8Tk#N}j17Z!(8(3_9cf80}=Oz?0K-cx;m|2$n1J@EeGoDrulR`N3b zb@BWY;1U$A^!JU+n-*tbDwuF^@pMo}kjLx4AEh9ilR+yLf8H_@`u>d%yATl~$M-b5 zLAcz+peej7G$Y$Gm4~v#{ewjlo#8z<@4nq6$BIS&jo001Q=kg|vWn*xC;J>e{hwe+ zEyiup4)_)8ZT5deNFf}l_c7VSdfC;tHNm&<@!RbtCyRoB-Q{Q^>yjZK!r-!w_~MRu zRhK*bc-*YdAh)>@sKs54Vnf7AC`tv-z$g7R)3Er#Z3AO)gJc-81>t}7IcMUoZAGLl zHtf?Kjw*7X?e4UxD6Gcku6LzUf-|g%LGQC*LLcYD#nkvR6DybV~%dGxY* zT*osg0ETZ?$B%w{3|ooWLPxChKJFIJteS@JD-wKt^>0z_-%-l_YV1GX$omtQeBTL5sC2+!QtORK(x;`a7Er>%UJ-MHqA^Oy%?B2$O&a?a1^%4-Ut0Y9 z@hE$9u{YM(J0?g61@iEyb&b^*bzyx!Wq;z{Y-0bz4#I!x(ic;jg^&*@yk9*^Aso3b ze=W~U;h*xdhRM)C28TFPMHE+E#8UCWb#PRH*mnOJr`}B~jP|$MLX@I+jd6j7&GFlJ^Kd2&u?(`|cGT{*u!eD%KHNwZbvxRdo5;~SL$1=1FlfL(^iBigbTq;+Re_wEDVDWh4 zu%8ys(^cc3Ad^6!nxrkmU72M;_$r+e8IsR~n~63tz*}B&7|43*_Tgza^3LJV$HCr# z6l37HHIDZ2Tqp_?+pTO+b~njCOR@e9Qk7|+nn_>g^!%@rJb4u&JNhkF826_ye|~ed z2dKOAcWi~;*MB-H6y4Q%Kc!`WRc4`Oh&Q6^_*_x@&IHQwIA=egaHO2Lag8O4n z%WL>Z%nQcf)EH6!-PI?~+nc-5B-|^#BghJWqsy6t?v>c^>h4WnW#IobJH0p>VHiMfjW~q- zcRww$4qYk#^A$lGDYZujjW;C>;{1o~h%VQYI>@q&ls?My_|bmgV$vslT$-pLb5a?$ z5;9(#-zRfc-~CVKoV8TH<+OPtQuasZnfJ~4+H#-l#Q>3_+-3Zqv7(_MwI3i6@ZfT|pI<5f%#21!S(F_I^_+UO$|LVyJaEPfR!g9AKr~#3jOSVH9FAtVK11N*%D?fANhPMMF>i z34R>QLODN9tLc}_N#^Loo>#uzlA9s5Zj|)p-hTao3;gzJIFjmv=F+w=IHoR*+0ApD zRns0E9S%!w`30su1CM_+^-ZnBX492983&Q-dnS0ADih|7>h=w#CwFSFpFmK$41hFe z-AaBu6%Dz&eR?Ok3UwCqu^Q$DPp9w$)-zvH(?2aq4dI893%Np~4J}N41qWO(ya`69 z#e@l66!+(o6c0AfJTJL1k!Qx^Xi2lHtT*`wvdj27iMoD;uDTG~h!BnD=b-#gOHTTG zC;BR+6-vYDwX>#CsUTm zO6kN;q%&XWY45e<#KN6uew`pANA*6`Uw`8#0L_TpwKC6cv%<3TczZ&1~wD;Qp^8t$$SN@V^8^}p*iuR zQwjt;DDx*@xPC0-%G^Au9o^hO@Z7_eAYldCMxF((XP0o3){Qz%&%L1IQ)Y28iM23p z2}p8qUePq_#C;XLQsCmUs5KgDGhBY!Q^`MBJLXU&@vdFhMe)Dr|X9=W+; zOG{=_UH!f>m5x~l<%(afmtgol@6z9ij=n#?StEXa{Q79)i+p$#jCz~<6@whvUvb?C zC9kt3B@G@RjTFM9CEg`4fkc8DgknVL`iMM`Lky7&v5I_qWFF)LYzo2&K~#Gbt;mrw z%jQG}J_po5@Tf$e@HgG0efnQgV;gMVDKI`qmM_654TYA9groy@QFE}iw@79=aS^9Z z=Y$z4aaLp9AwR9*7~1NeNbcYCL!pe$DLIeT*i=9S_4WdQA z&dH?DI%jQreFjyB3T7 ziPfm`pBiO!EmbLq*P7IyzHIIK(hwx(t81n2pLi3D|J;te zdv#Pnq9vpL+)1>1Z6;Ept(^b6n@RWja-T$dYyEdG|L%?Le-g+c{vW;>-J3@Wl3k1S zKLT63w|+!Q_U!Zj3|Z{n{?jMf_pAPA#INqJ|Ncq#V+&kB$$NHi6{QBr8!ix{J-eiD zrG{ArF5^vl_9#E2rA9>?F5mh0>@%RHP^tn~X&F5S9E#Et%Ks9wT6+!!-bzn72>i-h z>^YM7EIs4j@T>4w&o>3M^c+m!x|F>4Sm;>{i%G+ErD*Soe&epRP1<#}N$;uIXPM;_ zzhqm--ZLAt%&OkMgrBrC@^e7yT5vgD8pFnQTi zKJysq%>a4d<~M4LZEUI}{2n+%xGlEc=^UUtV47BZS2cm>S`2IFQ4B+<|Lc|z#^~o^ zR}5D=U6uadd7FfElzEzf8snUxT!zcFQcWBcyBxx}Xn_HYWcBD$goj$`g$P;CWkzGT z=Vw;T`!=vJn(%^m^+8+qdQOG?#cQa`9GuK7mq6YWBP6$i6*InA3!B(H#m{GmE=@^E z)|NeuU1)%%9HXja=!cmYD^&5+ zR6K>E2Wv1I;#B1+uur~VcOi?^AutSF?I;W-Ku_%7FEBYZO!pm3`6Mh1U=(J->;HUU zgvT}|x(qDLN^<>xt{WBk8)7~&e4ZY-I8)TWFRBz3aS1j3I&p)bIe>gm6zGbcTrJ8e z9OjP(M)8#Bcp{ath|4$tO5#1kvZnpjR;v59FhaG#Z_lw^D={#no^~zlTugCSgs~3h zhe&-&D0{%d1qAznxR@o|K$Q|&Y7BC*C(ds7D$ka1xr`szQie+jD;EZzQWeICI(sZT z%TvV?i;{V;7Xqj@M48FMRXHrwM1#k5)Kn-T0B1Hm!T=0;F*|>*BurPV9}$eV!Wfc0 zU*$?BMJ1SZkK@%nS=~z*#9B(#n;hhO>}6~FMMpDOmWPOhurS3`WvG=n#iHaghvN9K zu;)~Tfl)PlY%ppPnyE2auKwyJe7OgEeB=-af}n)NNK-`p2y~F5?oSkBmJf*ffe!3X zbXCS@(x4&5pjuWHvw%z2s9@hjW17Mar}y~(R2W=YC^_%EusOg0I2akni7j9Q`Uk}y zMny*fjKfnprcuI>a-}7hFk8jn5p3)_8#X1Sn|EJzGQUc;4Pl54@v~dm5BDm3%bJ*C9ds?S9uPoq%Jz%EruUdX3+A2&KLeN99 zeG?6KJ$Ec}peiAd+29|W5AIV|>_N2{Htk@HQJ2kaXOXdA=?h{dHk2App`pDHH^$d5 zFjosWpQ{t?FboS7Ej|->GXgMQb|9>YBF!$faA%|oFELw!zTRfn-Nepn!#o|wy0C+J zg{$IGVEhg2=Y3$oq*fJY>z4pw@Xtj%0kAQT$5igB)Y&jteVlQZ<8<#TUEiy^5i)Cc zsbWQO)?^-Vnqhe2+RMA{Vo(feDjWu6+qu+4VX7$+o>yGWm-%dSC8rxGVPG)d0ti?! z&=`CePlqvJ2`l#LjEO;ni2=gIq{GHy!@?B?5Q6ZDh%iaTfu!Wv&)DgnVPXLpvB`KD z$w;4rI7uiODJd!OX~ka9a`4g<;4r8&F|x8eSx}kvh?rkfG4rr6%ZW2T=VhVeW090+ zqh{ma;pOBa=av)Z7Zc~_ClQ5ki%OG-Ig5(%%SuQaO7QSXsw+qfFv+|Wl2s6uRg;mI z1d7dpiK&>Gs)(zrS}>_Q>1b&2X*+_o^%ZrE)pX5Y>gqyt)gXGN7J9mt zFU>W~LcPrtOw-Pv|MPHg{x8tf zH{0Dm*ft<0B*4QXh_D&Ln>l$8{`EBlyHR##f~A-VihRz=Ilii*t2&b-QoysDO_ zs)GFL&cd3;_7Ax^wF?EcZ3Q2@Dn8by){PX@?Kam{wAR&T*Z1bv4;0of7uK(r*SFQy zH?-G(E^e4EYv^uhXf0{nDs3DrYg{gC+^K2oE^JyTZrUhr*{N)4t!(MdZyhRV?JjTK zZfb3BZtZ;EHdE0yUD3AN(AL@5)?WE(sj7XrrhW56`(91Q@`sM$4;|yx$j{Zt-3DY| ze&=v`=XzD=NNwjxVb^p~*O%h1^@^uexofhvd;eqiW?lDEUC(4o&qzbxNmJimbKg{R z-%@kmY4hie>i*S+{@KRVf5kfyIV_jfR2!mVud11EXz28*M}Tt;45n!;2kb zmyM`{Pvc+O$2Z%@&)X*sI_3{Y7q?e-b~ktT5B9bf_s@RqFZ|n|-a0)0cDVd_xb*LE z?EBIB?{AanOxHSy`=E59`%Kcf3jb!)Azi?!C1?ca5LhrFRv98;?!4nv!# zTaz7)Uq44--&1hbeX+7#`f>Dp3fa6rmddJQqXVHHuuBwnRwXuq*hdF*CNk)CwVf>1 z7?^Qz@%`E`9KRLw_bH6#~gkCmKAL#xdP|FeO{)9*74EciEc{RC-Z{dj|SlTbb zDU8cXU;~Aamx9)~GZR*jHHPK5$}$HP1ds7X>0kBQj&!tb_A4~9-296q+NIfaBMH{q z^TQvqcnrnyyU^UkUVuC;{kM(;rb!V}rE9g>9nQ-Pjm&=7q>X*iBfL`epF*r8u1QRo zp}Cmg>9AFLe4tkGTC~|i53%~ML{g~W9O8(v~yRXGTi2P za_F))-wQ6Pq5Bi@%<=(Ln#j&+9j`&^=qotjB%3-wWs>l|68rE&vrxb3 z5D6fA^TWmG?2U_GAJ5_MTi@nG8lRG4Yc6`<5P{W6p+Z4US?On@Rz5*}<^qBN#Z{Tj zfiet1cFsix-xrn_$iC9g&Y*R=#)Y2!`ZhFaw+$+l*T(yFvnTlLoBgQdi^w^Z9F1$= zxz4cOE^WqVJw;=B_&pZ~H@RKJGYBJ9hiv%|GK8^ zS8zLD;!-(t)-X@wwPo}vWT`*> z=jt0gT3+14HI~kzhbK6CQbxHp)_*wyR;Rh!dVvR$$tt{zzb?(CnHB5Zx)4liBs%za zgJ1E3Iu3rxIt^#h=z?+?t7Ck$!RkP=oU(JiW4`;E$hEAr5qAnTUSL*ffuuUlABsA% zI<(||QEnb-dFfa|AXJ-1@-+^ddb?)S{!LbGli2Yqw+UmKArfJrYw>a|nqsFh};DL;lDG3#>FGLjwGK8tcnx%vz0xxQ{!? zvmwr4ZagU+X;-KC!~e}6-Q$GSHMv~5sbZ~lQ#lVwIj*~LrDwc33Iyz2mo#i{SR@ny z-pa3_#D2ot>o2s$cm=O$z=pp8dOk{Pul$ls+27ZnL=MtutAw`6W*v^YX}Q0zN0Ygy zPVcXz+1|AhY5f;%Hp#Sb;Wv_gEXE4dZOCNeTB=Y8jP>3#mPk_8c-5?j9FX}a)jv;o zz78-OgaFr)-CuG$1*vD3#_ zkoxYj%~t|eSuzb^<_VHYA8zhz=B}5)R2%w{9~@0^Cb#rEtGVLd2gZ2HdHkf!BP1~` zx_2)i{*^WIG%(0S%hs3RJeyL;&!pm}`z@ow%<&ke|69&==cW^Ptwi`_lunF?~q!mq}@iwy6=wJA_x|dz^&cXAdVe~!_<9XoN_O|HP z@r`ps?pGBbBU~MNo!07&hQ7wh{N<7u z>YmO-i|3uFl7JSb)uoG(0 zpZumo&ecf&yn6>PCA&KZZaOPIY5W_@eQ?F`Tzxepj2Qkii~jc{8OETF!jg&t;75J(WyjBrB1A?JuSSvHL_LGJ-bz9#Y9e}l zq13t17f2}GD)ecffe8sE#)Gm!qB(-23AmuokT2ZkBl=y zM3qy++oAAuNPOLDf)TlG+ET1L7mOE+Bnk{Obxjnxp)-ktxv$dBr6vyGCv{3CJ|zbB zOC`$XJ`v%ZfC0Yv{8fCH;|ljb@EHiO1Prepbi_Y4mW zey1p|zT1&X+vXB&3ye3tNzATDoPea{l?!||N@D6{`gKFnCY5e_<9Ujti-j;>A(P^c z;{%5nv3BF74tRFZhk`&g>UAa3+j*5%71Abqsu4qyJwuu|m}#5fG~MyYFcT>zs1M$y zOr>26ic6XPB)v}=aY~K23{D<4qVFx0HUcO82qtk3AmNLb;inOnL#C)esG8Fg)Lm&M z^Qd;3oP-@|KH8DINhA5zOznit5#vC!Z3_pjWhM|r64aPYje4&4ds6R0PVIq$i$GHX zGM*ez>nD&60m*#_@ZVVaNU4CPJ!j2O@&g`Qz)N}_0yz)2_a&9t4}ZB8sfm$!`2#}l z^bz?OAK3BJsVi9uvVHmDOU)Fd-`N>SEGp3+8SyO7#hHG}UDArI3{I$oSP@?8v%O-T zwX-Eo%S%Ixn9?ni^)eAfa1hbk6CIyeK+9N$E6IvK=$D-c31G`rp77rr=V`XQ?}xFt zueogcDcNgfe{##eEzR#7C+hd1?Qbf1s9`U)Bi@U8y0&AJ3T-*H>KkFwtbNEL{ zA=`TR!gva+w(u_%zpWG29h#z&(bu6JWKXFpg$G610C~wWU$VAWqkP>MM;%9fTnqXQY*GkZPs@C+J#Y5$4HLo2f8<-YtHC7?# z`!e>fsu-uS9S& zS%uL-a&d6_`%GIugah?u-pV{}sX1LhAj@e$vHQ5-NNI&3PsOM(LsLj?^?Ewf@`rPg z%DxX#wlN%}u2oi{v?I1uzyNKfIL9{OOa%hY5?31L&{$84y47!0W`xyOD)cl9LTq^A zS_t{eE9t)=y7oC%R8;k_DEM1QTttih;h=mu%+@ATBk)w+NL9N16VD9W`tn($2J~exHo&G)B#M9-t#hb4ewRd1?D4 z@n@d8TQbrv8F;)~9Yc3GstcZx$J(MKy&g(~pFxe{uyxC`Se-ADp;V%ZmUnSy3Aj5efs3Ytr z*(!${0s;vyPB1S*Sp+%EuejT^b)q<1DjrrESD3SNyO5b1ZCYoI4RO?xdKn11T#lV+)lGs|mgFKjE>B zG-m$Fs%hk}DKzx@B^*gJ-=J^VR(See^}Y=|4*J)kvp_p4Z!+Ib^j)8H7ZOd=u6~^V zmA9`)h_E3n|D{EH{l~6&$?glC?)aLz%v<0}l_JwGO?F;iF=y`N-_q$Zejlr3D1K?Z zck0>lwK&rzGy9MteUm4$nkK_FAikOgOoHKD_O9MWy@`V#<#!R*mNa}U`APekV=8Pg zwVfFJ`JHAFf1>{f4nZNJL?cn32xr9=CZfV4!>=$dF8t%EB z*!;L82zVg(Npih8V7iH5uIqYbHOSdB(vtJC9!O+MH)x4x9L_$Wnwq+%p>Eus!g(e}4El7-5JmKzTrDUp}Bx zr&6rs#`l8sQDK^Fv0R5V&y_aHpFNBl)uCiv2VMq8aRpD*Buz|ckJt4?1oP4HZ%(wx zO{QK>w1rP13nsgICVMs~`yM9y>81wdriQJiM#HC21yd6}Q&XE$GY?a9bkhrR(@R#< z%i+_j1=H(2)0>;q+Yi$_bTfN$GY3{PN8vNa1v95TGv}K#KOSZ-=w`3vX0NSgDaj_q z=4mxd{TV=hDK0(;x#v56EvNR186o35oLOv_WqiUNOuKVh1LeH)@2f&VAZrj+Jw0JP zC?RxQ;hXz?oga(*0>M^5+gO>hFO(>QS$bjN@70jtWnmNk7!BHs0=t(ruFHf2E} zd*OuvF%~jrHGXlLmd`qvtRo{q^aCU>CrftE`tI zlp#Gi-+^yKU1ujK{NEeDYU`)HWOC`LS+WlE?*UCQB{QK_H_3fJFmgQ)&~v~OUbZ({ zXNX<@cfIywYrW;KMkBrGPOnm2nI@QZh2Pf*f1VkOgn2whF?Li9X3^&7Z71Dk|p7PWb}HCzw^nIR^Bvu zZK^3V^6kxj%-q!W9yN&o{k7kF(M-(!oQsX~0D36~PwXa`_Z$1Zho>rN(-4XKNWOkm z^tWx7TbZ%IiSfT5K^Dp5e0LgJ+rVR!BE1>1lf5Hhw4CVg!lO406vLmG;-<~-dN#%E zM?I%TsgIX9K*tQ1Op4+39ZE+)=56|#6RlUo3Y92QXkMd88p?zpLTV?0yX#<@%&lFsDILro;R->8^|nder`tw3~34?`#|fU z1@#Chxjm7przVDD-Zz>b(w9u6(>u=x&LiGkY)CWH4(g>Aj}PCXzvcXp04!^eu)`{y&jFsh!T4`pDaZ_OZW$ zg7rIa&=iE9fy8gS`@}cdjFu_Tppd=G9M<15mrMwoRYU9_{E?dQ{P7ckLq<%I%-=<< zU#XsvpPJk*7+^CCD}sQ2MlAfye1c?m58HeK;dey~%F(UrWvB%LawN z=ds61X&appB$2bAhj+Hn6bem)n_5OzPxJ*x^8_eOtTI&4mGO^k@erjTg%O%7?|hXV z^UC`3E$#em&LUa;9N~hIuhUmxBmadLnt0t9DkA>fU|E3juI_H1b5&hnSt8Q)Fa15Q z@ICGTGrIQzAxJj&>=CSI)ZOZBr}vw1ej8&~he^`!|4^WIgC1D)gmUeM|C<6evpV|7 zBKf-AlYTMS=s?B0T_*HAYrz4P#;Po%yGB&j@4?T>kcdCMqLVEVLD_S3nLQr+?Clc- z8c@~`-(=x=eiFd6R6dk&SF82%%&ft>*Cs$l_k7h(cpCIT_?&Ifp%*C7o%M$kRfpG^ zm6cC*F5Ctx{PVKQjM=1NB{WT4F3Dx9heS^#djnWzGl7?*%)vcJdDJGwI6;Bb6)<=$ zoQS1gi!5m#lIQ&#^Zkn}+7oUZQJP$jjX*a<@cEjza{FQ%1fMVK!HleASSoxd3EQwDv~j7SJD>P2=QEv&Ldyj$dx6+fo+ z=Hf@0RP-@Fi5Rnj=ym-lAtd2Ru=WrfY%Do#hzGY!@3DJw zz9EQiFG)^~|6@`2ARaW3RJGooQ#UmdUx2|MEx~q`8WH!p#4NMMJcAC`eLJ50htrzB zET}^zFUmS${r!uH399+^-+%4m=q+fr-p{co<)^e-3UL*T=RqjlC6jL>#cPZ1xEtX{E z%x&8FkNKR?AHkYrcfYe-&~xX%c1&6`RH|vDRnp!6w25vm?C51)XavWHN*|dP>Mw6D zROq{%ZIIrr?z)jj$aODp1r`)EJig=VHY48aWb#*x?%j!jf=CbZi(Ujn&K~GB+`Sq< zNo+d?{ry|wU_-U+-q~nwaa^8XZEXXGut?U7rMzx>Q$oPoS7O(sNme>d%pzCeWdC;U zZ_=~DM#WBP@5Dc$pPa_2ZrS&2rd6(byh`2q=}NP2j5(S-E~i3CKWg1RRPyX_H7btn zympi5kVjAQ@rRy9+XUK-r8^-Jp=Q6RZUkD$zbHEdCHPb0%p#act>0N2bdKJ7RtwN< zKZ|HkH5i~9;+v-%ijujWBUsaveb(X_bbT6s6*WqgFL!C3vQhNy4tvPvI@JZG6m#X{ zCyQQdpc+-l(nzWikihkb9rt5Chm3vd|Dx_aRzuJ+l>_uYGz@cDD*m!}oGxk4r4Gp@ zn4kV`{*BZ)>#oKii9-z$XZ-LK^Q%!-tnABo>zSP7YYREA(j5w3I#BM^#;NAmvA!i8 z+8LaX9F69~Gxa)oNlImoeAVeh?Rp!xJ~-a^U#Lk@Fu=0$x=lTK%lX|;Q37S}r~lph z117;k+fHhf+|kQ#0{m$>lE7TP4dxbAI$v#K#0@x7{-a<-(w1oH+H9!T5qI#x=KVL<~h2;Us?7%m+8O!ZH2}n zGI~vSr<~Yu?xfGX_wjv*X}!@8i^YdhjW~@Qi57Qt=_)xQI7wsdrV1Fn9Z;O|ah417RHt~fv0a2mD}d%m znde7Z?LSA`r9PvkL^&f420eN)i$C>7|Hw@#v&O-uwOx4WIzs>a6Akjj%ZSz|oa(WD zlr|wVPBWXkX-L?_*J9uQV_$IGcv%hmK~t2jkZEh|Py5N6NbH+cjybP+gNnk!Ea@i` zo8^oV=svfBzVFX^-XZ;zcC&24-mCH-6|;ZtL|$F%W~H986VG|jN4Bo7 z$dQDe)auvSy4c-=7k5Bc1TDJ+J<+`U4^j@NEe0uSQ>opF z2{e4S*lokU#Iww<&3yio!K5Kc=@>*Q>&_a&_`2F5B|zdNb( zd}ZU6YLd%j)3$gW)v37!++|=9Z1y4W;6q=>TZ+y1)&zcv1J-7?XL_Z}=prvCC6M#N z6k&6CbhMZD<9jCL#!4>EKP`DG$2XGU5-;60jCwiAi3)I z$P$|aJ$aRl^~+Q7$%1Q3?NuFDY1cq^>Ew?cvSIp@Hcg#9Qd7ylt@s57PX;}%RfT$j zolz-@8}L|jUsk(!gQi~A{j22LpT6;vx3NXo^)F1B#4reASxD~&XzYFvM1itjpFPJ9 zs~;NtG4#en&3Ew!{)Lb0_v#)NwPYPFv+%fAG&Jl#yJcHGt6aa4O?2IOHPoFh`y&;o zUHj%#WA*XskUV|&BCX7B^N&h~g1M|mX08NkKxIpG_!g$PqBe2_NLj z9OSMT`qB;i9+nM2YQ zLo#hcvcp4iOGEMpLkibJihyAyieY88VHL4qRkdL?(_wYTVU2)cP53Z4b6BflSi5cb ze*t?yguhF~#7xx0P2|K*^u$jD#ZVN*Q6$AuG{sXy#Z*+qRb<6hbj4SM#aNWZS)|2U zw8dM*#az_IUF5}H^u=EU#$Xi2VI;<4G{$2@#$;5+Wn{)?bjD|d#%PqrX{5$#w8m@1 z#%$EaZREyo^u})l$8Z$KaU{obG{T+4~XOSj}p8B8mX9J-cJOQTfE zyG+Wx{0XM)%f&>(m=wt8A<9kBNuDH$vc$-h%u2@8Od$lzPT|L$EKJMPEz4xf%`{Cu z97wG^%+XxU({xQe{LH9GkFBIk<|577e9hdP!^qUl-t^7?-vrL!6wcu!&f+xA<3!Hn zRL%`9N)XweX&hGTi?*z~A6wmP_&+;_S^F+_|RL}Kf z&-QfB_k_>*l+XF3&-%2_`^3-u)X)9o&;In!{{+wg70>}C&;m8k14YmTRnP@x&<1tT z2ZhiGmCy;L&710qT(GoS$M)ZdhRZ%qYhZJ4W7Y!3# z@CO-iQ5dz+EqMih000`j(H_MT83lkHtx+E(QYZn^Amz~_RnjIo(jcXQAzjia^^qoZ zQYe+uEAW!7eO)@Oy*XqDD!rPgY-)@#MqY}M9n<<{6Z zIBNMCb)md&1yNu4gM(lMjW}0_F$Hp9gscbzPFYuSh0&fcgpP4ngD3=x(jikwGI|A3 z#<K`@B_L=duyW!MvS*n((Ri7kk8^`~CCSQBLo zjx~jvV1#|Ugo5DMKM=E!Ezv)K*>>&NKakmog;{oi*>QE*o#ok{_1T{V+MvY~ZeRvx z5ZWSjhJwh3g1QK%HQJ-i&|-*%STKfy(uP{Cs0Cvv+p(R{VlZ1}Ack#N+f*P1V#r!@c-pzmTE8uZ zx-AH2;6A-|(63$GVi4TGB?ea@hOT|uVz7o-Xj{PL1*UZdV?a#EozHC0hE!Nwa-HWne9tKexo&Y}j0>O@&!d-QZxT;Qc&r5)X;6=Ddjg}N079EMxCo!eBv z+Jk`ND0a|-DqH_GTfRNpf|z3egUDMimQd7PUA|pf<1OAnQ{%`z2+D0+xCPtaonx{^ zTlSS&scl|u=;A$Y&};yQvh`hU@Lkm{TjwR@2-OB*U|PPlTEazR8h+#jjfH9mV{*XT zB{qoB&146y2ELtJuVva)2wlVVCLj)ZJp4+yylxX(PzNiLrxY{k| zTLbptv)wXQ_U8S}Wd#P_Z2(@|ZH8G82V+RuTn^%O?oJTqWO1ei>P>|)mS6itUA)aq zeXh?p_FZBYTye%>Vo(PE>RsJzE{2vx==Y2)Qv!Zl=Y2nWm^V@JN_f^gn!UfP$=5L4LQdQ9V| z1>xJB;yX58x)o=4W?NJKU9b)1i$i3WHtHei%A{@IyiMR)E@>pz=!XvAS9 z1!pi?zP&hbXj`uCYTw9Tc&r`&jRj$-2HeG3UYOddh2m^jVcb;)!6sZBre$F`+lw<> zZGh~%Mh>~G6!bmWFy zMqOe?+sroLwRLF!RkmMTCI|oZ;AD2)6pjUgKwDl&;oDVVVaVs#Zizqeg_6C;=QReY zHQQPkXU;a;!L{DAyPj>D1CQfH)g}iEHGA`R%@Y|E7T)`IH zhZgXb?px|52Z(aWHt6PdaC|h{f})0A_FSwjhAAf8Waiv5 zhUdV|W3?>?nl@XKhF!rHYPKy1Miy%I{_WMMZE~oEyoK=?r$@1M-(uK?>lQk5LUM_XSa3c^MrsIeW@vDVIOIQ`1zE1zS1$-^z-eR1j*_kh8@}8V-|%ffZc4Xga**B0 zonPec-oSMQ*d1PFzVtR%VP2qg$_;0-P^4O4W8fbRpu>+XR`%d^{rgY9d6fM>;R^8 z`0ZZ*QE*-IR^Hgv;| zUt11#b`9PJz*Tf&2kgZy+a34Z_x0PT$6{<(V*Nf_#I0LNcHX%)-h+Vol|MyfPF>DE zUar4w94`ookA+8H_5;V^)`fPVZ+6eVU02ZW02W-~=3w~kZaMefg#UM)PX&**T*?*t z`L$jacKCl+2Ji7BORoyseeDG&s%};n`xBLU%VyxwDZ9wfLP@pw!#UKvMmC9kNQ5HvjELe~t!Gi*G zO&nN~At{s!OI~zIj2Fp|E(fZ-2-09GS`LNwT#55yEOO+EIpe1EDb%P^r&6tI^(xk^ zTDNlT>h&wwuwuuOEo=5H+O%rdvTf`3E!?vGtKuBc#|cgns(&O)Dd?0$;TawJ`I-PP97NFz`AVhTBoC`eBKAlzK@N0ecT zIUqCS7*h;6Fjm(YWki|>-#{LAs8ed2+4m+vI66iiNVGH;Cv0nWND+RtIQAWAD3KG( zi8hJ{*nRb(mdY%t6w}|BnQFQzr=3Q*$y0@dN)9x`C}qkwo~pX4T-lUqOe}(NHW_8# zarT|91BrwvdIDL(B6ghd=#nM7?qo@goluvMUVV)=3bbxw1Rp{7lK#oWd!yY0IBF1%-fs+1w4mdc;0@#?$pRb?(^lTRbzcU^XtowOIS zkOm29MJB%FkVrFH6B)qwg=U?jI;9t|!jCECQDO=gqtPtfO2(M~koB2FXe!oZqfKo} z@;fulHQW5;yyOV-R3hYDlkd+r3;k|w+7Kh_#of^-DXl*ds^*>+$JZIlJ6ZGEOc6I^ zXlq*s^`a}IY_?g(0~I37@(@jB;-Io)`&5EHkDmdOK2`MEY)k1HWH1cg*PXnjiIDiW|MBtsE-51 zvaPn^L{`v#Di2u^O2gLXD&oES{yXqk<;;jv*Ic61&gA?7PVmha=nRP=>XjNr>fJdo zhLbZ6dAMtj%%kah>13yU#E?IEDsiI^Y)%wDXAMNJTk87%=|O&Iwneen?L7be`_Hd0 z{vZf2Ay0r-`okX@^uGlbCoffV+E3sEBMfCn8mzGhEm~s{g2l;!o>K^#(lj;FB<3I& zInhVRW)p=)k8&4DTby_Sr;FK$g#y{eLSnHl2J*0nKKvmNg9sI6%;JP9liG(e6rH_* zhBXJtAh6Jvn)Ge3AlrftcPOKt!EA;Yw8#t6KtmK)FyD5qaEUHLfXv7&>kOPW23C&5mc(lhH<%SeX8f1zXsq+W~O<~*# zj=nadU{R1Jkx~;SPiQu6kYkQ{JS8eqsmfIzhf;X|Dv#x238TJ@?vS5gPZibJM~jpP zhoWqgKr}Kt+sQ_8h>25p<|Z&WsVSK?{7KvfLXKOovYOVsCN{HamJ~gwaTAFety}{# zU~ME7%HWZU40bWkS*9i-dzed3gQvzgY+8XLMl<9|q#3GcHT9d-!7Ns(T4=MN20bW3 zSt$-iO>%JrVPeuOgGSgCLm4+zMmiVc9zeFyo*?>YMAOHT`Ng7i53U3L$DNb{$Q{RcBLe<;kAtfV9om34x1~JquD&@-V^wUz#lGAhMGZg87 z1R|qo`n@^~a1ft?94JP1R=ScXF`z2S=-^H2FqgmaEvESj95tywI^ zL^#Le_^-54t_9% z!Qu>~k;fWW8|u-br@ii-C_37DFJ~%N^X=*5|SQ-jsNB#X?|ALd$q{bCEir|2& z^P!8NtC0}7^GR^hOqm4gP7JvSi1p%RZ8cg_cc$!3tl_}puGbB!aNSMT-u`x26bSCVQCi9-9mRa2gYJr0i;O?{4lHlw zl4yYlKI-n3dg{xjk60@t#=7buZ6!gMbmBWQoQ}S`)i(X{Zrl!kI8{u642bIuU1Gh+ zM5N)GjWh1g8FI)(I~JRtRt!&;L+oo}8Z14D9F+cSsRaWLXoYCJag=1(N0lLr{ZYK< z5VwU*eZH?f8q?muGICvS7@L`Q^sj#ud3)Hzv1O_#U@waL%5tKRtK~R6EhNuJoP|vL znUm*2Kl``gjCP`J+Ql&fJ)?_Q|vVnh~a81m*b!+kjF;@ApOKWEOeM8yefPUd`(oQEtQ;zC@5H zmzHD%?jDP5!-6k#4KD;k*N^-;>cD=~LUyF~%oD%(#uw1qipuMb9Cq&T98Jgy0&hT* zkTN5}ZKYLXTWQ&7>S3E)u9A-TMLq^=rweD_J%a0x*5q}^e?R==UmU2eC;W4gFW_Nw zw7gR9n3fsr$}|Qo`CEG|nQZLIm-XFzpxa2u2u(Z(n$%p=VI77{-Nua&PAtXn$sY%H zpa-_a6g?WBjG$;R1e#n}35uO-{8>g}mc=;J1Mb_^=@tYzS52T>E~HkVJru#5&sl}n zLj@MtnT?qwMO_&G!;aK~5-uSVHlY(fArwZT6iy)(D&e*W!v|)e7WR)txE6cy(k5YC zuszr6T?Uou-|h(-`#8>=6vQ?}h6`qgj6_V}`5o>Egcpv;4F*aHZk&^apey7>Qmk5B z#DcO|0wN}&A}%5$HliawA|ytlBqm}dh{6_LA|@VAHfY(wiN~G&Nop94Ld=$pEgj|9 z&t@@B$&HSmJrjN954Qjw+%#VwvL8s3OrkMPA|yb< zF)pJcRzf9cLMBF|G}=ry_|^-aheC*hHuTg@G)gnL1ZouoAf8_vkxz_>Qlrq_Mx2nQ zJxx)CjA}6dU`zQ$)uatCz)$7i2d*hvc;(d?-UOP2kl8WGHdq2A*xfWHq(atFUd$tm z$k@p2#}q|cLmb66jDpxz#IMlZv~Ywq93aCa9razD8LHI^0mh0flSjY}U_skJgdji_ zgf{d=E=U6msS7y_B$F6q2rZ;f{^b8uBXXgnOyH2V(*KyY8qamnW-Qi18o1hSDLN~ON znbJqRDG^t$Nv5VzO#oxJEiBNUE!w8VXGZ8$zThSe$wCNNOwubwS)4~`#K_T-7V(o! z;Dj*r=%K0LHQv)noY?cVkpW6jR#lSSSm=drXWBw3f-FPiw#t3c;_}*XgbECxgx>mqqc~K9Yh{&&k(KH#jd_@lLp&0tB?|5wk<&>RszPq%a;Uid zu3HF~h1`yO+>V>nCUjlK_H;~Tt(aq_+hHCIn#kDJau9wM)eL3jWIYm}*vETJi+pKj zG3>09`mXSLXYi))TEGfIn8>Ol2fo!j03ijLx!n%lg2{LQqG)^@>+Pi?!s+V2;Mt zu34yg)J{N4jxO-~j;z0lL@bz6lW0TFvhQeK1D0SgThvBr9TN5s6ZT@;Q<7NWx*RL^ zQ9w0R>T={Hr6hvsSYXT--Gp$BWYWzoSt=;(lOQ5-aWHAZ8W4B?@V}%}KEAK<`jH7E z@9oeHmZq7qJ=fTcS`)?UyyEN&dI%HWoD!qYlkA5y7$iatv0WyRDQpQDpT+#FREU7h z)n!o%Q%(v`jxNEVOlhjps348n@Ebo@%CuKFsZ7^~jX*e~As;d#C$b_hG9x##BR{es zC!#V!G9_2CC0}wQLt`3mvXCj&u_5m#^)c*z+{;~u={#jfrgGPf-W4|yArD~VJ>7YL z*FK$?knGAR6bm!%GB5YCFaI(y2Xi8}0w)*qgGtsiO;Rm4#2dW{EuV1Hs8iGQ<1QtU zQPrCZ4_+37@4}QapcR&8vED!=6*-r)IeYQ}Q_4B7GdidLvpc^tJjb&<&x%26vN7K? zbrI17xiK5{b6t6JH!m@j`KH3~@x!F9OaarreN+|8uJzpU#zD+_G$}%L0wmZoK4NHc}OSiH9#8o9+v_{{wT(O5MXj~P4 z^JPGfrQ%Te0gXr_mMb$~1@b zyqXmZh9pXdvI(1Y6EAbrrZqpi=m-KbiDm0fSv6MIHBQYF^&RG7$}&)Qv{}OwN=I{G zqcvNPvS2?-{sFd8KMFxrwN2YKWFu5TpW$BWm=weRa}ytLU^j8#(eYrHbts==ETiIP zzeHod64aSCRBcqjJ}k9L{%5t+hb!k{>f~H}Nxe4+b&A zm0TJ(hWAgb%{T(KFgL-m>?#w9fAsY(v_cF2cpGQ#UYoa|7&a&mMl8JeTgCW{H_t01 zk5Y7r^31qJWsx(Jok%BnKbstV{4b7IT3>H?Z(lYwk2pvO+$_6y4e57IIr)j;}d)tD&Gfb8eRydsnwW(6l8m`K}{Q zuPa62U^qt2b~*#odN?%&?XRP+S)!x=_n33ishc^eqq?M+3x~r^i}$A3J? zhrGy-Jjs{5$)7yRr@YFqyvTpT#)|?XLV}y;`_SM40!>$C5m!Pn<;ggtV zD|2)gerT8Yh;cb@m$uTgxMjruRVQFN;Aj5OpbJ!Y61yX{t%vsEmpzt;6e&lz8bW?q zk3H*K#?0STcx%4w)68Frv(+6YPs}%AWA~9~PfE8sSL1i&qpo6TC}GR~KAwDe^XJj0R}WX&=Fi3vcZQmFIcmxUn+MPA-gE!z z^2?$Mw9k@z54-tBbFZsZx?3;3@EnX#!U-v?(83GvD(pIj4&$mr#md?YzU8#DN;$+v z;qSiGN)t<=56z1IFDwzEf-x%K24s*M48Mbr#~*AQ_dmVL##fp^0QOA z=>}}kI@N}v%EYKfu>{LMrArjK`r^~msy$27voRzQie<++1w*qzOgZgT&Nw{{bwaQX z%Oz4R2|SIuw4Cc~$yJp)EEObiOl6d@AazJkF)8f~G$>O$l%P#T%}di_kxdpuQ;<>C z+3|`gD8&?sYHqS%xlE-KOPcG%S}ea!ZQHB7^%h%d4YlQMjQPPtYi{oQD2JBGTY*VzzP@8?A)cYW}>q3 z+ipmt_FVMQNiY2*7!!3-ZJz1FwX47at~jAeh$rdp z(Z@zftp-0~N>6wondgHOTK6>h>*Zz9$oA(}h&`mGj{PRuM25`h%UmKwg zRj)O6L~%`8w6pyDns{i%vZ*OF0;0_db!DaeC+N}Yk)7b&0_WJ#^--CB6Ti=)J%7O|jVEpV7a9qy2a zJ@nxZfe1t!+K?ARB%(m>R*6^;#fCxDp%I}N#U?rthf=iS4SR^i93I1hUG(A?opnD& zZHGoTS{39*=r-+;kuk~e589IUr?k1SeW@a2i1OvIf{+6&okNeeW&uV)4w8_CRLPP5 z949Le-N{cTBzr4bTi~BQJG3FVo;8a zd)=g<q=q5q(c-LI1N_jRk>rE9aFIla)3xPc0yw+oIy%Um{OI^bmlYr)}AQY zZ-rjzUt-|*u%qG8mSsH6(k?>`k{O60*5Y7Wyjd|3Jxq@+>PA6|k<9dz5}Nh2=RK=d zj1OIhV{!WrT4vS1<2X)syqsp0#7W2ExKS+ERH0*B*Rx3`g?35tBYNnGPmOMrqt4Q& zlPl0OxrkpBC zX^&hGCzFJ`FCFfigbU8boH`=o2(+Ly_1e8)*Dkdb!(|vCQzR$6f2L}%$MBspa?sdkYbQyr{(GCVNsh})$%2=#Gu8)ayPiF@~?LP ziEV9L3Qm%~u9BkZ>_68+$@!F1m!+}MOevR&oOabbr(NxHp&Q+tw8}IxO{rsFc~q5( zZH2^4+)Yy#AH$(2g-kIgNaLEcSrlWiyK$~`;TvE1`i7N415q#MXy0uACNgY`mE{R_ zx5#y+f*eev6tF`3D;GwE7O`NiX}>yO2~U{97>O1OT}Pr?DwS4}D(*M?YRlr@^=ASe z3RsG<4Mk?`L?-+aemz!N^1QdgHMTKyWARZC-Ezcgai}(Zn|cjTC=JF5C85M58L3DZoUX{wFb95V{g^V^L63+3#*DT#dO&sS3Hed2 z!G)A`n%uJ=CuP4-MGTu+z2=gtH6f-t3{}J_jqIuw)bJc{{*a?I2^Q4_kNh^HE|*3_p*n*V=kFybPEW%RQ$OxtPo-%w?--A!do%vYaad z9z292rV^tVg(#8|3sGEHT=*i$t+*vq&7`Q{+1j_i(xZ(<6gu4{-_12-Ve$xNV~NDz zcC6~13Tr5NKKf*gh6d6cYF+cSsi4JcXAw|h6l2r=+sZgat50$Sg%%96on(l?3q2Pk z7rfx3VMZa5+KJQ6$}LDYFddctjbfa{2#3w()0kP0ha|%PQ2E<&^Cq}Eh_9b6S}K(M z6mf2K=zBb&GzLN{SIpwI&44E&x50~Wn+V>4+b(jI;G{I##msnn0c=FMzu)233c zYvDxhA@^=b^7^^Y{w{y;g(3d~YqS!p> zL@97AKH+mIyQ1piB!<(yu0Fd;J?t zB8s6Ja!eweZ?6{P2J!DIszE(s@Be@>2v4ROv;mPwWn&Tw)d=FRQla;TZW|;|pMq`{ zp0Cx^%HM3R7?j~iP%Nixju@8c0ds*EL}AltNwmnp7&-?DQH`&LNi9ZggxsPB1F#n4 zspk^w%LLF1tDzXEFb>lQ?__B2QjmoTV(of_|AcT68PQWrCb3c>9F{DYMkXQ1&gytU z8*8@_@yTEQ5M0qqz@0*go@9ISKy0#H_Dh#aVo*cgvwMoUNbPxcyd8@cgE zh;W>mu)tC*T25@}gyHbKE&&CQ9C}Xttj^k~j|!EmbBItIx+4~}K^%A?#qdsjDDEp# zAr}^}2`Nq)R7~3hVjro^wcG|QWtt?(Y_N8ILmGmjIiyecnsB`WFcz{wp7?0Am=W^)um)vtl*oZ`U~>3u zPQ@0l=UgtKsE`;C(K~){CF!y*EkpqSxv(H&A?nD%>0G7)FU%`#F)1$0hMJJgj)c9G z!4El6oG#KUJI5Z2q5IM>r*g3%2n8}0Hqk<&IJGYK6N3gbx| zvcVWTr>hn-8}z9dKv5j}&MgBl0M(}mN2W3V>N<~693-L|j8YtwVKH-&7-CSxXu&HJ zY9a!P92yfW{LL_QiYDz-R?@IPS)+4C$z(PSANi5M$e|XrVU(;hKM#Xi_|f??Q6ko> z2!rnV1QR{xGC4W4LvzC@N$VN^qmHk{QUE)L8v;ulZ82KBa)d5YEbUVqjM5Jc<1KHI zLGaNQg+Umc(LV7KEON{;XNA4wF%_~w|AxpP2awxPjI?Hx6Nl-_>@ysMp%&taILRSM z6%wA-OO(2*^hnYDKEvv`Dq8R{vHl8S&SOJ8v`yVqFnW+Oe}nW?jOg-lC!N6=Zeb!6 zRHs1kuk6Yi$f4@)Q3lPkz!FNB9C9@!BAJSC0JV@sIWbZrFc*Vv3s)36JLfH2l)$u- zPe#(yJ-0q?rP$mt-h9qKF?XwtYVHHr?bA1#67@I|EHG6~dlgs> z_F#WP+=Nu<0@7bOsfdOS4E>S4=5!V|aGZ>x76K^%m7*QJ4oPy1LAVY{id4BOkdtU< zSaLC1$_fP;gh3?JMUSxxXTdPvq8Rcs^@M^mYfz_xwB!0}C>9nhxH3i86eSThX_Xcx z*z2PTV;kH^NpMc|dQF^eaTa1QWK&byH1E-Z$zz}H#Dd}=DbEDslg%3NDNKc^u5N5) zCwQcR7^)5v9kU1j2heIs4>n0pAqRqSXaN*J!4=}Oc5Lx2$ge5b<D7jKYk#=bz zH*!Tn`WOb&(9AthP4JqKAk$F)q~ccm%|96few-w9=d>9FSB>0n8%i-3ZY3EisuDL3 zQLG{R`jL-}LKBy8)2v|^1@CPS?;^uZR{X6YUKi6mv2l;qI3?Hr^sjk!LKGJzD{kc= ztR>m{Qr75mNs3pKQitq9lN|ZV_<->!sD-6SMBXTh6mx1X4Wkn34)rj|Fp|Mq`p0%- zh3uksDhMJdXa({L7J5?>8w7!i1Q;irP_hVO42L2YMlJBrQ2IjE8N7`CWM^%sZdR@i z{|pyN5Gh6f_OSX$Z!(swcom`mIb<`kZwY&_7{UQ)#i{g$Q~>#>ERrGEWMxF95y%2j z=um7np>zM-?toL08w{9;YrQQR^9_ra;^8X6TDrwrq<9-1P8h^N7)BExk>uf)2sUfB;P^#dYR4!H z6Oi#ETsjG68Kf8p_B%xGagq4{j`)#fqWgptOxn=r8mvra)EF)$8>qoLz13s43f_=} zG#OAY^->K{Gf3w&OD_*-#8(Q}58vL;G|2%J=g;YKAr^#zSsC*fV=fhr@#+|`4{OWo z`nS~o{8d(mE-rb4O(l5|BRQI3qI1L*KWSxzO|b&+^*<{j0Jq^nHE;NiWFL>Dz^Wnp zqA^;q*3rC@-Pr6?tusqI$LbRAB9#Pf3&QQxXT26P&k)s?1DZ9P^i?IoW!hN=XR=#= zcre{rxd`tvN9G_+R?wUo_8gg-XK$J{+9ghtgwQz0zBrkT(HJ;74b>15V`G^_&koutXmM_X>B2!+Gw0+l+f;S?bYI+@+Ycb`CGAH5@bt*D_ za#3ZBJfNAZXU`D+;12|Wvt44R=5Z(Y6C`>x@@ms$D08%$^`Zi6=8GyCR%{t4v0o2sTBh*<>C}EPr`DHe0llNq+s7A=AqxPcoM4I?JjHvNb)CHtJ3@J< zvm$bjSIxV=vlJhJ%TZbA-U(-zG1adFG_v?BC=1t zu&YHvp0Z&JS);zy)F}0DU&)~w8dn4{f?rF#vdufiDZ&}7)ESudH)4SmCc+wW(-z^< zL8`mKja(&niY#f9=swjLH$r{HH5mEZwj~0+0c$nClQm#7#6uLdw^Dt!!DR^cQe1`_ zV$imkYfmr2kMi^@$sw683RXqjw)6BM<$4RVp%tjX=K575J(;?}`p5-62zMmUDPl1j zguOKaM8(0wORIA<8O8yNg3H8Y(9;%U@S@ketMXdBD`H2OD@V=S7?eRzF#=)IJDI{U zE>j!wkZB^s;VtIb<*?MN6@1Wfoh}i)%1hizDIz*E0y-lC9EwoJjP}a^DfGL^!5Zv# zKQF}@#`+>mroEFXu#A>6zgrn#)SI2**mrWf&od$_5P&Vr9@)IWDnctwbT5VBQoLQW z13lN}o%TA%fR9AfNh>1JJCZf^JcIbn{pi?J^r95+v={R~yEC)fn;Rti!BUjH)BD22 z%>|KZ!wLMbI~%Gx4HteQuvQJ5H5^9aqGJ8uBXT0%{nqEb46)kb&4$itNfr*^dd~t7(V(+ zb*iNAI+BOs)2V#UE8-zl)rkB$yfI!PR?#{|z7?Foh>?CG3jLtNQto4+70MgEqZ7SX z9^S{k>_Pv=P~AS8RU3djO)H}FAAKW^(gtf2xq(|vry13cI~xd$_qx>{WstOLq4UZ8 z%{OAqe?LJhLes@Q^pXGVcB-85t_NjQ=slveY~8#iqWfAM_$Rygf88T~gZNuq6#Un< zfq(6$KO>G_RVPBtv;VdeJb;t`{mU)Xn^GIVp|#0@=Q)D80$d~34f2S7vH`-FvuxxD zk~_%E*g zT(MNe!ir64kQq0U4_7*?b?_L(mD#8r)F#YWtXS1h!Yt@@R;{na6slavwxn8*4`Zcz zoJyNnzXy#OTbtNr+qI0*W?Sp9m1VQp2$m+7S*z-UJI$_s4Li2%*|clhz8&`~MGMfC3Ka5N`zk9*AIqOyO6HGTJy)Rzdj5H4;PG zm}ehNc)1iycqo1K(sY{5^j3J{-83IW1W_YUNT01o4t&b7M2<7X6egp387k=0PQvgA zWROA*Nu++JAX8+LN)mY4LpR2fmocq;g&#Q-hK8L&6tee_Gl`YeSy`4@22w365@aSh zYT0y4bn(T7Q#QvO)1s5YfKwSr3CVe7jm}W!rZKhnC0a?>rPSw=cP+w`qK-ZaX{3@q zWJ{HkUW(~cUy|dMlp{I>=#>gFRwZ=BIAbC)KRRUBjd!`3A5A0~gp#E{xh9rNlo13S ztf{n><6J9U%3r3&9*bq=Vv(DB;>sb%~{v{JLro9NNLbfi0&_RW<|F==Xc?uoHR z*Dz@I=@pA#&^TFf!tAc6Ry8hVljcnAZTt~P)3RhuDuZIXl4Tne!%QuIIytVxbInX_ zqX+NIbI(5i40Lc6X~R)r5H%dqbx6--5MIXQ=#q&gxdbz)HTB7@hF*E=YD(G+1ffI9 zm}Iq~4w1Yhzd^6fcH3^h4Y$bDT9$5AD2a0_puv7>Gq1JeMU!S|yQvLX9urNjSVkY@ zos8@zlxT7`KdN@zmS2u}=9)w5kzd~b2}2EwR?V9yj5^*l>`O99T@y;$Z1do>u~&1U zL*DtdG(?GJ9cks8{|Ol*x!kb~lQYmHyo zXwwkyIN_JOkiHX-e){UK&wftDkVLAigA)a!Gpp)~SWS$5uebGQ2i_KfxC(E^*j{}& z^*^9EE@!xEp93EV!3buK8+4M8tW?Jo%a}$Yx=Wr(;%7RUuxEZb5=ceLvX{14t0344 z3T7~MJ_*WjhBT}p&>B*fU>(JCvp9@V*mA0G5rsY6@ZMd-A)|&Qtb8bvn4)56!zfB| zid0OJwG<+d)OkcD6)Ooh+T)D>#l#6*59(p+Rx&@Pab#RgdQKQOH38e*1;c<3M=JDPpMlRMLR>p`XQA+>-4A~>B+P0)K7 z*(wtwQ0nku$(y4FJ(_`VF@#Ta@ z_JIz5TG+|0v}Gmmfsb^w)k`^grdO#%&?;ex&1`COn+~gpU-nW9v*<}jkW3~`{^Xa6 zR7^&HJP$&QsUm99WM0#<8V

$(M)=JDL$Dk*>+jfC_Y=Has4+;NlFTWuu%iVVF-6 zc9_M%PbjNmVPbmKJWrbcgd~5e8z`%`qpAImSCUH-KnaS{l&X|?Y%vR57#GgT>qI`h08>MFASbLVH;SjmU@Q(1FmtY<$9+Th4XtZ^;M z$fA-kUYq-ZP@3XEUi_MzXS;mW%rTjQP zP~J3wNr7)rIx~w|sO+ylk&$;mf?aaFRG))l+=-?OB=W9z!N@WYga4&enHqCxyMzfo zWlEI9G_^C%7~A%OY7+**$|1F=syQzV;@-*j!7L7#gIk;|6M+{)Bk7fTZ3hyD)RIbN zI|?=b$R*%*hI%$R2A)y^mo0Tpckw!jF)ElTZ7`~VFs?GPu3-u*Ckw5W^+|;VsN4ks zg)JzKD}F|mp$W}}AmKq~&MK60ANOR-RNDk13F40l6GVw=yh zF}7@xd7RAul!EIFX#)Mh7p6dJq%U<^n`9bA%=nYFkk_83a0Y2Exg%GQC%Oz5@obg} zb+rT?oiG~Y#*TXQrEiVvTpOiV2$l+dXdPQB>w4J4E_Q|;`J2uF`kyN{wzHoN?Ji%^ zH%vvAt)q?YY{Qr&;vM9*wGHlYm$%pK`?k2xjqY@>&D`p4x4YlnEOx_t-t?}wlH_gg zeCvDP0KzxF{|)ef$Hw0RFSx-E?i7L}eBlglcuo}V@Q6$NCg4CTSEiC(0J@03OoLWP z@$AA7W?aR>p18Pe@nVP^+2pD*1~|YmpYO@(*yOOZi$>eu_AV2wHNnotR`@5K-`vk7 zp%8%o`798e@2lA?7q=gf`iGEQLl8u6x>POIfrw3#dNkOvXvR3LlHa2;)3EN}+z;~kkYv8|O2JPx=I)Tuhd62I@=35rGMyfueR2l9 z4@7!3_Jd^ds?w0`Gw`1$L%d`E zU34K`@%DS>H*AD(5QPAGg=c`#RT|8qRsfPwSpgEjRuI)Sa){M{&*lq%Flh&23Rzf#h4#jTIbwtaq8Yh_8c3sTV`hckmxX8O zaIa@9y&_}76kkHfY-Wgtb9iuSm?^BoggNnRWk`p8C~?epG%utTn30EMSW^1)czSk- zMS_HW=!nq9e|86lQE^dJVJ)!rgO})pfOLhA=!pgAP*`Dywn2mc(ukjkijb)PA{3|} zHWo0an2NDjY=C$byk#3xC|sQ=i@Qi~B*8n2QHVbgjE}X5&H{_P2vxd~a>)1;^pYdP zI3$~>fy`KC%SeqFS7&c`jW8C1+gKIi)otswd2;BD#Z@Wg=xdW$UdM=z1C@L2I27Dw zW$Xx#*)%YX;Emul72)_F%y0|0@Q#;5kM&59tVE0cvR&mDHv?Ia4QY@8Lm7ufJPhfO z6=_47A&rkhOeqnNa6^$636fFNg+vmOBe^pl8I0X!Ok7bPCh);$aCdiir%<%GQ;HTX z?p9i$MFyC`-QA(MyA1B`QoOiB(XzbnW;fYnliiz~(oozZ; zKfS3m-7+=3?JzwG7R`&3QP!wgD3sRU?3DG8J__Rh$sYnU<7=033V9$;olPG*V$_WOo66>IapAW#{{3b`x;_$cYI5R);T7y^oD zLa~>lG2Vj`)1%4|h2@@Jqcm#Rvb07qALa3grYy4L3y_BM+vSTqLWIlm#YIEk9py`v zfhAcB+WgvhbUhbQY! z7fTQz{sd+{%t6g86MHhqdlZggKR2~KKpd^9Pj2_#ATh&e2XWB$@xND*4*n)Gv{eb#(M zvzn3qtV!{(SK^~dxLJtHj#E}jjT&>wQD-gad(QfyZi|Hy%shylyt{(MPK zw3X09SR%QDmM)12p;qa1LH#`iObWsH*_|52EXmYIVHWTX%Z$-n^sR{&JL)@Y7y`ux z4hKKHPk=P$>IK`;Bb$&GrS~;K!8P557Md&`p*RhfJw4&g3SKET=FnE969XZ_odC6~ zbe{`(za;uDH(H-RF7J-=d+8#k1jX_1&fJgXDds>-O>QjBKorf|(#0qc5^aAqg?Iwn z5)Ajg&x$h_V_^!fQx;u}&8;Pl$|N7XR~n~&ghg)l*KQ1|#VoxLud;_7<4E;uJ&_v? zr6!IGjpTf;us9iIt7qu|9BrKoQK<{LtULMJ6qTQ^(B}$lJi2i1T~oM*8Z}s^@v|l=DgsTvi)64F2ZcFZX*Zgs8D0K`#Ik>l zn-rm3g2o7|>;S-8DKFb?l#fXn)8kj|*U{R8`wE9ALau41JyuDqIMO3j|1<--pIa33 zE@H?ba=wg>QLGJNy%YpeEfV~debkMwtRyIKL}r(~@s@2$%2fnCR-JpVtr4^I=E^lf zFf@YndOl@L@lk7XxNhS*A2AvA7}^d`^nrdfn&(8n^LT-*&rJR@_ugjQiST9T+5 zq9jz^nYyZ@JVqj|U*+Fhio(juM5zXO%3@o(-5O~HH-X6aZTd&wS($? z-3RV!iaTYCmTm={$8h2has2jJ6ZrYv3`jR+iY(zIh#x+d_gWRt)HK#9t0K^%CF0f$ zrs?`}2VS6fDL2s{UdR4t8msf@k2#dNuk_Lq;<2H;jbvk$kA zO+S;89LD#uk1w7$Oht?<=RE3d` zei|=w`qX`zWPJLdZkhsPru%xDMs+5IZ-yaq#@T&_Wqf9ye2N2OR;yu#M|BqVJR=Y} z3okG$GCr#;WGap^$JT)No?=c;TtmijPSI~JNpeo;5=rpL_F0681Z z8;;K#pU#_LESPaDSg0;+dtq1`m++gReW+Owc3mh;T=>GVSSRIaU6I9~+g@dg|J@I7 zu^ZUxin4=_gGspP?zr?TAR5aRSj&{r~kO0a$3fynqK>9{W z6!?EzGy$8KW@v6aJ;+i1xSjqe0YIY49gUuL(vi1=EbI}nwO!Noeq;B0Rm`=HTDJ6w z@8X+_nJLIK0UBr6xz*S>PSk>f?P3#q3YROC5c;3~D8Vk)rY-R3_xQPi8(ysJ^X*!~DEP8wGp)CcT-n%)k_JbdBV z)#dpe>vWhLb(mUtm_Bisd3KnMd6dg}l&|)BROob69CcJ$dGu@IsN(FX3iG&z^SDm! zxWVbTDeAbT^0;l{xZ~`&3-hFh^Q2epq~GaeFzRHu@?>=4Wc=)867zJL^K@42bl&N7 zG3s==@^p3Lbp7n~H|E(E=h=?h*`CwcpQy9L%CqB%v(vM)bIkKg&hu-v^INC$zftE8 zmFG_r=PzgHub3BbTo(xH7f8+*DA5<7stdHq3ykv%EUZf$u1h@iO9JOhqUcMKs!OuT zON#SLDy%CSt}8nAD+cE)rsyjcDygy@)ao46U)8AWSl4{-ug4s(g`%&k0BD?(SL|45 zW2)EU=U4o%s64-~*-dWvx~{9MQAN&QZ-l#UM7wU@zrW@BeIqux#;bnKoqZ#uek1w& z`ZLzGxbux3){WTD8~NWihLgAI+1Gs0Hx|)%98|YXShw2If4{w6d;Prre*V{L^6%Ko z-yc->g75FYo7@Nfy!Xz&*Xp|WjJ~#sKP3)di*u{SaJSXh4oa!^;FD-wVQ*Q==@Mu_0%@`)N%gQh4tLS_1vreoTH98 z6#4Yg6|4XJVKf`7DEo2j^=WkSagOU{G5Te>>ZQWuaF~kVFEy5@BxdVRtO+ix~UdD{(L~8dELXpep=XD{W?i4;&%0hCYMBS z^#)(x;j|0kY{SAZsdU#uHL_sgG&~z*vQaq-31mXLV<^0P$|*cwCJOXt_f<1Q+&iV0 zX8)+?NCjgu7|b1L7APiiep#72)GpC1R4X)?Kl)g%-{7>jGJmY|V;4SVmZUaI+)bEy zK}=?!zW4k6nB?%F>uz7u-yt||7T!pb4om?02g%CMDLtq|3l{M?eFh9cnHl9vLF}?Y zO1SjpOjRE+l9BWY>-El!VtbGuN7@%T2TGf`zL>(sX14U*MAhP+q%oECH+zDym_Gad z`LsKn$Ys5;_TYXnU8r9Cnc~;sE5~Qx^s3MAgp7_> z95XFdKD$wWM=$iD_@F2Vq`SyQ=aiLv-D~f@Mt=!?7G+@2QgDelui{PB^b0S=W z+(TPIf;(v*SBlK}=uoEPvid6}_PRMYWzM#n8D(^FVlX`5Cgu+U08to0Rbcos7ZU;C zvP0<}2h4%%9kLC`^ZB6X*zb9kN*B%yCU_+LX;Q|0-HhDXQsf&TqZ(q@9 zR(^)!zz5Va6hx;R13=QNuSYZZT|IBk5Go(xc0Taiwi~!I%;*T)pU|!_4@?4+rqNQI z1JM8geZqtQKICsXTt9YO0?6w_hC(yw?f`&(_Y{C665z*hXeJ}T+YHHWkJuvHEAK## zlB0ydIv8Nr{09U;=7zz(Kd;Hha#QD+2h(zbRF%MZy53tXT^{#l5V|C9^DwqX;Zkl2 z>QFrN-R1D|Xt5)}di1A+YF)Po8XHPCNxjfM(RyYZOu*yNAcSfS%0+VQuFRZ@OCX!Ef)p{j(ts6$=H?$@Br{rb67?W&HF%SLu zhRvGYja|<=>$_JDqqrMTvY6V9FvbE3(2e|M9~RRK$G9m4_}op0y~gz(AnZ@iX$JOt z_9s`phcTo~)qXud!uaS9_iiYFsU9C7`EL^uKr0#LiI3^;%9ln_n}dl93^JCG>=%7* zz@m9iR&=h5Ex$!})3W&_v}S2R)3G|XtYfjOAyJVWB97n#)#k~CM|L1Qso`p2SG=QC2$mj=_s4 z03yD5RE7leD`0yNQ%&?!Ll(+Wc2B@DK=w<@<7qS;Ks6Y7vl|E+HWynzoZyJk%(?~@ zSc{*2Q{P8K{J-mv@Q4@)Kn654G%{Rt1biNRe0(JGcjV;c6jZb{R8*)mMocs!bhMO0 zv;=f?bPNovtPJ$HtO{&wY#8V=>Uikr=(v6q`>1c=X(*>)nZ<@m+c z=FM<4vk!K#cW|<|baZyLatr_B9&G0xX73JmboX<2cX#vj^ZDwb=bh-`9VGQ_-SJz< zyYIhczt5@o4Eg%_YWa2<`Br-RM%eo0{0xc+3JNj+kNAKSokNSmq2Qpf_TO>7^Nvq|EY!yz-2^ zUxj&@(FK$71??$?wS|R+Ka2MBiz>^CioHwj3rovOON-wm$AYr@U%!53mbd0twEwE8 ztF0*OuS_kd?RdMZtZV41D}O^6>+9n#S^)R!f`uOPhx4nqXNi z^SLc61ub($Ed#$=`rBF>-vq{@*0F}xj<&Y8H+!+PW2U)dDzfvTwsW+hv%jaaGrMc2 zwri%fYvhezZ0sIv>FzJ?S*+-pt>{_Hh27P|#yeo`Q?S;CzM1B}@!r0^zW&j=fwk6w z>DGZ&*uc!_V1LulZ0pd(8AJ3BEuJKH^X)IYa1Jh!zqH#oPjy1cMZvG}~W zw79gi_;Nj>arBKIpw|e5Q73*!@*Z)h05YTHdn|?l5ZOEObVTXJKcS*#@@X2i?5t+7DB`=?ZiA2o-AojgVkZ0eVMc8K zSo7dn?v@CaqGDs)w8R2B#gK4jRNL1_Dm4yV{&3d9l02p8I*55ecpWzGa78#oQK5z_ zt?Zf{+;iy%VCiFCzsz!`_H!D+=5QkP){NOQ`2JM3tO+lwf z@Qds|(2jD%4IL_2qVnEDH3pxx!e;YHJXGu;C4|F_jyR+%Ofn4&iu7W14Gna)#5&5f zHRAgUEQNA<8el6EJtDbE&sWdC8k9+nvE{sQoJzfeq9^XlW$dijThxk0BeX zkjS8t%{beGFtjc#e3=L@np74y0x@M=xK!ALq}Tdvaq)%H=}blh61Uwu(qt-~3V$sf z9vL^ruM>HCvhl>a5*E53kt`OneY#O1u$xO{=^T<1jk=8T9?Pfv>n*Q2CWUWtLrdHv z9R4Z695XzHj%ajf@PlY=Y|#bXE#X7INZfQ(88;FqkSA1SV>%)ly^vXEnN3t<6932j z4zW~=k}*f1M{C+H8`ndnQRG!p^H?G0*WuC65^e@^yuZsw@;b*|86eN22@WU4nN?ek zoCG9EhJd9wg>EI{yb`cdlxufR%^~4b?D8bB9-0L)0=}{RYT$iBlOV|sagO9BPec#3 z#wJu_Cqjh4;`iwA*S6*~>FM z3rdsXT2l($Sg-lzk5O)lqPzq{7X0O3zxy^} z(v$9n!}QoJqrxk#)*+3qN#RJb;u&3@_#VE?(}tZb>mUD$+!W`N;hl}f`NrqSc3TZ&nCym5-&`!uqA`a){0lD zZe!|j=yMn?lu@58D= zkezTY9EA*FC}cc)b3gp&Ri6VDJ~K13jkF^14k0{gX$Fve^dTLHl(q@OpOaxMX61aS)sRuuuA6~(5 z0YH&9O|1Gi&iZs=r#d(wSk^bXZ%1&at64wq*YQ+Q_Nn4%)=sbq7KCs_*~Yo>xHXsX zkM7skar??7-KJjzNKDjim4mhCHAyjLl~hj~jg@SPiBYVSQ{48gcaJL-AwdFM6d&7l zSGtP5PN+CE-%0Dy{z{_UaQxzDV{h@aei7Bw{zvuvTa}v%C#`eISe^s{nboMHSE?l8 zw3W0!2N4VwoNJ+NB6qKbZ%YX2p{_*LV#(8sEuUkL(S%A1JL%LdWyttzmLvV#?Ztcz zxtQ84+T=$%kVc0iMHI?_fd?{FvDb>tfFE(b(aI1SKP4oYWWe;eF?b#0kX8fRVcr9I zeRmGw{*Z+vozau+@pQ#S}8R2r=MYO#xx}5a0nu!bG%@z$LHoEKLFhZB0);~WFujEK9wZwvClI8sJHX)>G!A3Hy!e)?*fuIbtEv^z%_&7S^vnHfeG{5cT}~22m2NK;NRza#OVxDn|jfrqFb{}-^ifTkoKB_`DWjm)kOqiy=jHe z>4nVf7YUHu(2xt`0<`9Q%5Md)D^Q$Gg%e7kRmgG&J;3SU*`Yuqi znSj$wI6r_3wegFc9!p>`(CZV6+`L4T3;G1SG(3+81`WD6bGWay>3d7i`ObTosSWSE z1V1xg;66&;7Rm=Cw0|xULn#p>%@Jcu5fk?jQ^b)o!jW@&kqh3DODT~n&5>(Mk#9QW zCUMlZaMW%}#JymU7t9%_Mk0@fw52=zbT;T>DLgSxwU!4>z9a+|qXUoQCa?$O;*(Y; z1_kG!;@0BnH1p}&cpnmrh{;K<&jmxPr9ngc-f zpd&%O!BuSz)5ihj+o-~C0Z|3PZ?S&I9d?epFa$v>F^ez^9_zSVQOm|~ms`$aS`Psl z)T|v8Cy;K5MwFXKvWI@M*SBQv)a36i$-c|Uqc*7KNfdj9QCOO2!TwC4K}p5DB4LN` zwOGhnsNEErqZ4-6W2b}xAQwIvU@*4%I~=!tZ8zN{oGur%q87J}gtVF%wIcmk#@z&B zsQdAaWGMjnSi&egs49wL!IdCXgUw`FLZgzDpb`?2q~`(O5GIxk9FY7%C8++gi`q0L zfCO)O$*&&ejc!hq5aJEoydlSn4Q6grJC8`Go+X}6MZzXm zmYFP+jx4?;@P07TnO}(@tmI^@lx97a=8%@< zDMf|RGvcHXg`~dC$gPd|UHYXbwnPg#VSA3~s-lkQQ+AV$W&;Qj~hL%}OM)YIYoOi@<$rreVy(M#+CadEWtNZ$pBl=34%RVa`yeOgAQit&t$EY)Lu~t2GSB({sOsCcnkrV0Vee>6{ zSfpx(S6GGUWyEyeHmZTp5dS-^!Y&Ld$&B9B&4`p2P_;CY&q zRa=Pa3Vyj%v)d}Ehm<)YPbM?C0%j;AszV&$Lm1NN+%+Uql#ct+{6nly%YskGQhLV< zSyU>Ul{JhI<8_&cPCJtlIjhQ^baFZ^M62mdL$heD{t&=_(S}2{4PmWm*W~F^Edi_I zckVH;Is|+-CAGB-(XYP%s?u9KJ9QGbO2WjqNn6DtoelU~8_r}AZ-rfQNd--0wWSE{WA6Eo%iFB{Y zyH?McmZ6&76s3-I(LSf=0T=SYH8h1V+gydUewMnvpHe-+b*L#o0TJK9Kz7`BV{%1P zwQdi_DHS~y&YDx=N+)gjT!MoSz9yWf$= z!|-g@#%6qRYEQlm{a1(lIt(%jPAYvj4$FnT!I7Ir6B*aT3+3bg(ILwt*D_kh947vw zL!RKwtBjpyOg^?x4wsA-kxt%{Pr-{%{UslH_MHMoj>GcCEAcX09w8$sJ|}BDcie`}X*|u_F{k3!!Jj!JOfjEgHm74e|M5jgH*?qNOF*pZGC(UGc1b)W>}%@af8=H&){m#*E*(8)&tLgTTmFh~(9E^+9ejw?rWA zMIhaD<8&#it7GFNbNPe;eV}{oO8oat#aiSPaQM_&fnq(>4{MeiV|@zaZ*{~h0HEES z44@pm)j(g$OkU|&*O*@K3dh-8kKQ&GN_X7&)3J5BzD1c;uY>n{bY1e+c>5;u_k*9x z)c9`;M>Hk?fSYoMCIEQ#5Utx_9`uWK+E9qyQq0tI%oNJkiMQ7lx$HN*TnsY$L`0(oBKzwUe67iO@x?Zo3+jaP;}#ZR$K>DO z5{8@0pGE*^&<4$*8iAu5UYi?ZqWPt)3&D2tIcD<-u%(_;!NP&g8Ox`-DIJ1AAps`V z+?EX^;P~9f92?L4vC?WB7OcFa5XYdJC7Y_XrQgvLBkI_T?&OCadLV$$FS4WlnlC^2a0 z3mXw&(^|DKi>`>IAF(dgihVxn7;UUnZ!3E)Lv6o1Rmd2?77s!HW}PS7_2V=m<6AM$ zNS9^5bOLi?xrwOruv@~A9;;%PWU!jY@xrUsNFk?o=dGxwm24F8udzh5Mfs0KDxM=L zMh|ZLPPAE;CbA4veumYS2wcg?Ry}nGQe52|R0$O&d5{w{7?k&jr8K^6#IfsV}QIW+`)ii&R&a-x>9pXF1FW0MWi^XF`X%OWUA zwj~QhY?C0AW`F}2aDU391$Zx#yBAMe1ktwpn2H%L9S;~H^wGGc{nSsfO8bI;^uZjU zS6!51-g^B<)Q}jLNQ^Md%$b7w#L)%;phhg8#!!}M)&X2%ME2* z$&D0_!%?9~wraI4&bERMuD|-K>|&S6gcl6O*RHh|or?oze^eam1xGIh$PKes3 zDA6v@FcexC(0?)u!Py&T1F^Yit0jRw*U_!fsy$8bodOd z<`A)d3k{u9%{2z}RW0mYBh6I9f?Ih20p}F0@`!-y94I6l>Cpz#yw(&W0RW(5)dV3> z(elQbg<@cqE+X9ZNWKEV-8B49FzGx#iqpg?Fvkjn#S}lTMQS{l3v7n|g;rpAtt>>J z4_C9jh`x>j$+1j$WNAjQFdl%z5PJ{a(a4kKZLnmC!rs5YxlgjVw{`HvRi?+zC$3j?;);8UH)k$R z;q%(_tj>=(FIspvzJ&QT8z9GF4u?9w`GHVJ8-oFF3!>k{>Mat0aZP{S9xLli+?khk z3-*-OZH%Ke7@EK>!HKns9HS{tQI|U^3`S+${0Uz(h`7xJOA|*-ZpViR0{~Q^CjdZW z#1LYMKT#68(8wHmNck;tGD^bJN(F8Ob(%Tan^Y-TJhc4UeSgi;VC`Y(j?-)2&1 zm4I?Cnw-k|vRbf42)8aY_tSPf6*FrDA*uz=4;Jzb)M7&EO<0&d{J`c=Ban4MhcT3H zCufYAFiuCBJ-$qdjKnipslLC&{9%p#1UIEx2gc-EhPVf?9c+D8Bq)?r;m9%=8n{4? zPp?O396uUX*BsDFjKHv=cMsQr7FAZGj$2EY4r|^OCA5p~-S~TUd?OUh>bHqOy17uc z22dlsl6fe22+PJEyo>R}^;O^wWr-Q!<*WUDGsye-4qF_2{hm?lk4zR|C8WB$p2p%- z(1Hyc^|O~BW@>-{5iYe2sSW%NzJdp~DP}L>*DMwz8cu^&^?kv`7O}L#wf5o zBS{GrF>7Nidp}kR)mu7nTB(<=Y9blOo z*zrYyJAiC$TEY^H7OS2{WR3*LF{iE0nB?M8&I+B|YFG?llEFS5-w0DC!p0%ur(35% z@OGiWY~x4~Fy`OgxNgZt_AJRKT%SrwY!$&TSu97~h-3fK&2%`dR#(&*ZpTlw(!oWe zXMo!j>`K_Id#*x*+8>*;-A*Sps#uVa&`zG>T<4<2@BwBTx4GTppU$nqYBbQaE0=G! zRc#{r&Z#;Dhs$jy-2B7oU;rSIF%m=IzFGTYsvrYnM_ZL0Z9J&=t9Wn44frbg*uZ88 zFP!g0?FuJjVs%Y4zexKG1}e29Y&`gmTM|@ zObd2SuO6~5VS9*c;e!s+L5Ggp+VkHfGlvaqHGY3;S3Te^2<)J@q?_!GUzCwffrU*P z3N4Z0k6*Vh&_HFvC`PLz426+*x1>jh#8(0`f6IVB03~EMJ6^YXg?Pc}2g|%YZW3Jf z-J(WO-)jKov|ZtR?-$|yDXWpZrexxH02c_-*PMzL6#Yp90TO-S-{>ak?it5hfN(=!bZB@1=FW>5ycl zlG^Tw75WkwYf>N6p+?k#x3yvowmq2!N}EZjrsH=zb&{h7PNq_JsoutDv%^zM=F zx^&dQI4J9MzR^@wu0JzbLU;@=GId&TCmLqQY@W16T6-!vlYYiq4<5P>*aRE7B^cO>3fBC7uwdUh|LXWz3Gq{pbQ8&rvM#RlWy`( zEQ1;>U5zV!5p>+AmN-Mkc^S?`!)2+BODbEMDXsL`Yy_5yRKXwLE)o_uLw9U|=s@11 zD}&0Z5B?;{z3($QjF8bfC&pz!ZbXd;L@VhuqVs-MW~CoPij<$kQ(0D48BCZ0-3|`n z4{?%BpflhA6aZ4~&9nH5fP>&r7shk4@et;5tUZ-?2>zvpIBA;51$DyE9Mu4Bez=5+ zgmQ&KxQ=HhB-CRD>aXoDwwFKol7JCM!>Ffxh22`)+<#d~dey zQEES3MU-AE$fH7JRYk6yUDpBlfIUv}MnF8XUx!DL*x)SE@>{|ImOUWy2U(#u)ai&! z6rQacZX5{h5FbeZJjvVv-weIy{HI7QKYJ*j_-r!uKnwVzUT+)!@O*kV)EMx8>W~z= zqcM}Q)Jl^5Qy+snzxX3!1!Mk$XwDkF*_1=6_Bm&CvWk5q2?%l$mXPnC=1~t-gd!rVMmm^fcX{Bn6&Z4_+A& zz-7;Vtj*^I3&mcBW1E6U+|)2k0pNMgfnw&|92IbRaDbqI-Bb02WA z2?weHz^w()2#BCTmWG2NPR&M`qyP?$5H)t>GuQW_*r5#GMyCgGspy>V=b{L0f?q=< zu}+%o-MbTU-;eiml(%xM zT{u>DFqrh+8q(wZ{zJQVvp(Fb3f@K%tBRAdf*}~hOIxyw(h(44=0)Nt;Yze90>W)_Xe_PZHrJxfg4l3XS~1fbhq!^sj&^oR|4$Y30m(RgrvAbe96Eo94QN!C4QKOl+8XJX&??9VGC=>TfAy$QiF zAq@7nI*8mqh{|FLjlzKx9mFyo#x?4NBNIyB9VA*ECJkiS3kK6-g5rw~(;5#Yqrwv= zY?Aj6v+fS}{cTgTV$&Iq@&u3er4K{353{X~ioA|OfJZTuNBKoZWsP1Aj_8k7^i?Ym4GCbdM_TjvB1&1CS5PGHmOTj$4ZCc{^;h^^O`Bjyo9lnks{v zE04Pg9m*!`+I8(aKb-XaGwnh?>G3)ls><(#f?S~!A$aXjsHctY7dg^p$Y)l#wmrv}9)Gmk=iG235?+nE|Bc?fPFP-`8R8k+5b`)~H z?*&G(zCelwOZ&Tk)11a<94w8!>>?!6lu^dd3sA|;3R zJVT2xITwSAm3_;l^BX5yOQnJTWtf2LV$nd5xpT3L>ubV+TXF2ALC)p(+Dr1U*Fuw7 zuLHZ3LKlpnD`?y~8H?NLzB~JuE5@(TBPXtFCr7NoV$7~9cH0s5LAUtLt9M+N*HHp- z3YVv4?rF@||Bl=vDq{IfuAf7$HHdDLH!g{J!nZ>%t}CU^-<43IcEm&@v5$~55jqz!=NybDv@IZtfWvRJ`gvaw$oXV>ejC5jxhF` z3xvs}=m~G_%;b9e>0FUt)0s0;vhbv*|A~Cy-odmB=UQTvj+RAcP|j@dnu!JRJvI4J z`%NnIb)OiBCD^051eZPc+{8z)H1E#d`aa}S)T;y2*_ax%?clHRtAmxb*KXE;F#gxn zoO2^zm-pw)?`_TqoGaN<-#Do7V{-3>q#Kroiw@0Fm#-kp_aVIRp?p=b`jg?w28i$c zxq?wVLzy1)l7SF)RH!=0>2csA5pjVE@Sg^Qsr(jMI%@Yn-&rc_PaF zX9ka?>c=!;WMHz|1LYHW4Q`@&ySlS`ez8x;c@Po3A8sGYOLYI^3u~d7|XOsW?OY>v6VU_^fD{| zGWY3a-uh+X>&s&3%Tn^oa`DSb)644M%j??W%le;}jlX{D)=_UU6eH$1Bmal}&b%Tf z@(AmH`P9#_uII2s1vLzeO2q5HJeJ%G!DZ4a zx4EPph#(bGd&gLfKNv&GhEoZA1sTs>GxrBV zi1?gN?yXAY!a_L1EK_;+0-{CY@O@(}m4kAGKC#pDnQ2KEd}3Ss=51D)%^CesH{v2? zDnFJF<#uOPh*A`sr#5ciUbenFlFa9P_AGL9FjLI--pSATcUOQr=&qeF&TOHCLXOq) zhYkJZ(PCW_u|AHk{ME3<=Yp0F**M1c*@WvjH&51%xI{m=?;A=4}q4Bn{1E`619?{8f|ye#3ryej5_}r!bT{ zT0D+$*;gtldB;y;gK;F{7DFJ_@-BG5f(4$^CdTgv#GKw-jG(CC)lY_iMJrimp1w#^ z_|$_kg!FMBSBG^!m^Q<8M1(2RbLB88-Mi+1)^x3(dF<;}%~y-41G8_;d9 zTVZ0H&~@D}iVS&xr@ZXB|LBmHBVt?~k^1RqjVl9ooF8`|pSZf=(B2Vt{d+#jtG;Dz z=kCQ2d*+V*yWi&6gJ9^(GeEMcf6?=^0gY#fCj1@mFoW`%&TAw7^)H@Lj<)A3H}dNS zCvB=^U%m;E;}iChtHAGEoy^Chj#b=be*80vK@4@Rz(0X#U&WNg8=`wv92?pjZ`mUp zQ4Pgh)7jX>1(&}Vj(Ma_XAvmy(4PO+B(?-t`%(xm^IxGkO%1u#!an{s+R zjTcKb7_n-yU=MRdupxgj{JRFziQ@X5NTuVw?>XDiAd|M^_^lCQxDj`-E=91y?z=_% zb?t}zFQt{Nd2?aT@>SJuCj<>nO3KaU6D%WDCY|0gQWicj>tRm~EzF5JfxJrKXU&@B zW&1AiN~CKV9s0wWv*PvpM}n_Y9{DEUPgd?EaQ5=if|OrRZn`+z)+*Q5oAyA78#5Oh zcPT~%VE^z7bj5AP!Yv@3KmtyLUpEsv7l^?NIbs-&p$Vb{VN@YMnM+`l?j8amXfMzOKw!Ufm;)Uu6N&9CB86VU*9MWe2&iEu z7hhx`MMO~;zR1KVk%6KC1Eh$!H7SydAfe^9M8^LJa4|0boZu*jLBN3=BN8gPp)f2H zph(p6mKoII`zELoTwt;?88k@vVrZHDP-GM7A)qLHfx-zoP8c$|qAm>*J#Cg`SY4Fc zG`$HPHLkId!dPJmgSbP>q40(%Bw+6%p$c4>Q-hv?A*5WWMJXl(!r(y^kMLui>H#8^ z3KEczcqvR{D$|+Lw5B$_DNb{$)1B&6E;5^gAN;b+!M*dCSe)i86hR0|B4iQ4oX9pM zsi|66?J}Op5J(J2%E;YtgmjzIEV|js0qV0dl_;G5We6hA5;iiKI^pF)ael1C63rDmrt;k~LUWbxZNGWC(j;IA+beT(i0_l4r8IdNTZ;zD80R@mYidCiA1^olM+H$61lRdC1vau;J4PYFsKdYT?Gp% zHZsetgqcMt1Y42F_VBd?zLKUUyNFfnHinRO>OOA>l3=)YKPH?lR2zxLAP#Ynid|@w zdWcN)<#)FqbsS}*2Tv$BONN6BUswr(EP*oDw-j+Jr-Unvs-~w&rx}g!Hdu+hf-R5s!<2102@CU9y2Uynh^Td?PLCNmIJg>>Y1?`L!3I`lZX2;csRB`$j2u zm4N=e5^M=k2#PLbCz@LDP-;<-$!61*E?g*uBLSbaI`ym4L!Ty%`r({NG=(>egdemB z5_u8`&L6F%U;5(+7&~q#zGx#MtengL9e!~rPj!f#t~iG zEt7q$#4dRlA;2JJHbJ}2bH+L;E8g-!Y7taOIWEVr1+pT@Gp+C?#Y;u5%tW!+HpYdJ zfT0QSDVfREYQj&7D})r(rfL#X6WWd|%&wxvmc2%6#U5R8xucH;X-m_*<~FxErg^1l zQE-~Zilc0~ze-OSHZth9fwM%S+Cfc0FoH>3q*dj~i-pR1puNLoLM%RP#1wXdxoBZ} z_PW*r879>VR0S}mYLL2au90k1gezQ8vhXnutfYUnY z>l}Q%JmxaLIrg)!{Y!U4`gqzo9qtRBpZj4J^z0ihuUPcWI}tDm=3ylihsD7S(eV?E z<|5A+b_KqM>Lm|aY~TwkZ5@dD*d(!@*acGy`GF!_i9cx(6h+*ed6O8a#BBA@aZSkz z)tg=INV#2527OcxX`426$)`-vVfdG2Ss7k+5MYVbMzPf*=od1Tp4!dXX!*sm+|9eq z8Wg!ghBb?-WLSV93l!b|5C-*LmvCE9z}lsp(eBM2Wtb2a>B~O}2p;HH-C&nVF&|hs zUtJV~0d&J!q=ECzz;aB(Dcl3ht-~q2p)Gh{F%-jBl3`e+f%k32Gynh?OoJgN#|!|#H`;>pl_MBv1qm#H zS7^Z)YK0kYz*lVlKs(+;3jn|bIG-P~qct8Ph$JE-{v$xX*LY4c*PU|Ks%CS9^S(YWWYVF z!vx?YKlY=0d4o3uq*gAXBen(F1WVLxq*#t6S(c@}D32MbjJcSkN@~RpOry7W%MP3* zR}{e-umAuIz);@dJc5Dqg#aB+!vo~y05s)2oPq^79}BF*3E0930Kgg+0|_`ERo+7p zqyb(Uz#A(60000c8^WB+rNIV(!2{&vJaz+Q-osCJ1sEWJ^eurc$N@b5Avd;TF}$Q! zfWd6G=1f+lbNHiqVWn_pr8pF4&0%G5A}4xfXHI2uFrCC;|bzUcSGQ_o@ z3{*JdTAIa4rX&DNqgy&3d3HrT!X{7l0bi0~O3HyP;AJs%gI~(Qd}(8Sp29i|W)bv( zHv#|)#3lgjfL7Gw6xc#h$^l}MKs;)JHvoViwx?EX;~K6eSFpf&y5nqWMK?S^H@4$C zSO8$^0RZe}F#v!q?4fT$2XJO(R(3)i#DOJ5192ATa4Kgv;HY|eLnkN$atdcRWP=_s zXO1@ir*p!jS4L-xOlNjBsgpkGMs8=_bSFvX30rD~c$%kWIv;_41q*bkQ!;2ZZety6 z#RjOOG8n)(c*QcvWK>Q7P-?{zl%`hnK|8Vl8s5V;vgbWO!aQz;E#T%3uz*(FrY#gh zA0WU3(3gdpX`E_>KZqt*%m6&HstE{v3> zrFVAAm5OH(%q0M9fR?K0g+8jJR--NaDHw?9pPD8au7d)!!d5iuI3PfU#wn*3YPfFy zsTP1i3D{;i0ss$KW23%lgl>hT)~Ri}X*W!O1)M@kYC%4{X{UPXbF^q3Ab}%<7Ml!L9ykj!uIY2b8zyx9;P&N@!QGv{S^O8V^2f@u+eD|tcaR)hc#*n=3(B+@EC!cGA^s?;eAz#v+v)4D56 z%E8)d#S}b1JXmVBcEtufD%eJ)5|pjk0>BIe;)Wt^0>rJ{E(hI4Lk^(9a9RT|Y=bIH ztSJC4Rthe8d4n?Ssxs(7d3ggb`~g;iY#L;N6?lO)Ebgv)11vy-aH7JiYC#`Bu6nU- zTDUBeaxMZVumZ1#&8j7|f~S^t1)qvVIHo~2m|+@7=nQD)H1K2|o@g3uEmzF$DX`Ru z7J(Wfz)`9uyGE_?-ou%~+#NzDOUf_{cLfXdKv(qZ(Yk3L0DuJ-!wIba?TH%Z^Cc&-B%4FsF6S>WkC-ejS!?K)7a0qiTa#x2rLfGv2J zpPr%gvA{XLDJ%@KH?-V|(jixzz!JQ0fhzAkxGhYk0fTylrJCViYVz>*<`L5c-AZf@ z_^5EQ0utCj6e|H03-01tK^PCi8niDicyX-?GghtvDtH6q@+kaz!xXr&e8F+c%JBi? zF*R4SH9JHDKPw-X1zn~E3*cn*g+(}b#W<{E}6Oh3dys9na=rE80FxNqjk^w55FOMp8GIs*}Vyrkg^Li05 zS{SggUNc8`v^8gQmAc85k_EP&D=2G>9Oy1w%&GLjb3DVvJi90w;6M~-!8Ry?snYZf z+yE5h@)kscET8W|7pXS{^QwX@F#mEy!*8z|r$t9@rcrKoY_vyLwN)c9NaL(m)GJqa zH2_F%IvP#)!Npj+^h?8ZaB4zMZ!aIr^bPcL4y?gA45#^aLvgO^K{KZ}n1V1fbo=r( zGUu;EyDvgNb$Vg+S!nd-UNvJkcFblq=!%6`Pxe=vGBgAKQc2%KJ(%@bx5dn@sy8SB z4%mPV+&~U&!4}W~6ilo#+E8N;tNG_zqtwa!Vk<-)9E z7q@X&CuDzTXKVIcco%0ccUpY5L6>T2Pplzq!z}#3G2duiJG3`s!TlmL6!f(fgts-6 zv2H7KF)#DuS~Oytg<=!;anCn>$6|6n@Nz#lS~xd!%ky#$0}|}?#99Iw{D3JmZdP`; zL-T?ce1U^EwKuo{#)`o}%knhj?^Pxq=6U6!Eg8BWoNWBQ+0ixIEuH@eQ$Gr zx44{uYBZq159ojn{Jh(~p| z?8!8zxRg&h&a8Mzx;U1@32=J1HP9$?_IP_Q=aJ{=k&e5rn|bY|9X4C`lpAqiqyKXBQdUudh0=KRdKnOYM1jqlfyjUprbS zd#Nw`(x^I|M?1KOyGRIowa+@XpSx#k`?gpAI(&P3p^H1b$NNQ)yR5S~y5DkI`Ji|ABkYjwx3eDt-v%a@JI$9&8C6v>~w&BJ@jJNnA+JhuD$yWc#} z1AER}JI@!rvHN_*2ffl~`p}!Z(LepDBYnv)J=GU?)7v}LCp^S&J=b@=*TWReOEsY< zebtveiu=j5&jOx1eb(dq*Ye|i2KSTm#n?~1+28#~`$j6Ug?zUiMn z>ZiWyuRiOyzU#j}?8m0lkYGWB2N5E?*XLeChYuk}l=u+R zM2i(;b*H&%4JnR92) zpFxK%2^Vujx)8mgs)LH%U3jHo+tquQFG`gxUBZ04n|E*DO{)eMKAd=QYN0&aGdiCKeRjJCFwbG(ReAISaw`9YTbsXz8lygsXd-w0*$KQN!eQdB1?d3v} zgMSli63NKIi!8GE<2;Fq(L z(Zr;3!G)!(Oz9-Njn>)!0Duqx*nmNd(xZ<(e@*}+K3jJ5XPRjel7j@aSkR)RWr##5 z7+wr2#ul}v(L;|@g1qd3Db4CeNwU1LWg1(^EOQ`RAn9YBg6`pRplSM0^R4>qJFOva zkU)YDWYEZgiq{^phYV}%v4@^c$gn7+j_6UaK?fIwFfB_&G375@0y|ODO*u78#7;pC zRaD1PTv0n0FWYDd0MfW8jTt>!PoNgQEJ#*?ZdI!o0GhnV06B`>petYvqP44E6;c2I zSO{_lfC1J-Xqr>rq*fp+0LT`A3D~-4%d;Q>AX{$LH}#W9xBZ7s?b6m8aN_&?0M9y2kYXi(n~WP z)#HyruIbZ|NiNyso=UaKlonsqXoCmr-4U$9H zgihhM*jf(~+8u=Su>gP_2$BPUp%YqSih-6`LZEH{AoiYa+M2-4vU(M3ci%?d-S^)`O_@bh z(c);;Rwt1Ek>-sUnstU9o=wA_ZXS4cfK!wmV1Qz}X#sB*qU{5LXN#DgRe|n7ppSuC zp!%K@`j`L!3yQ(@=zEIDb_e!O$u{{cX$1+G4P*w=^GEwgGJzQ&U|b;x0oLv@1p~~8 zNLt921!gdX3(i0syebIw*fEd|)UOXyu;A2o)QuBdO%C7khb^kNfm58IAt%tqK#BmY zX$-Ir)f>PP-j^+8`6CT}8;GygHw}7$;ck8C2G)dRfF1ejYzukRX$;k;Z3qk(H!ua` z5_S)JWT7>@_(CTff+lYR|FK6M3<0~$L@Hxx z$%>`_SaLhyEs~Lg>0Kis8A(#9NM$Tbl}2I&04>Pq0c~0yM%E_~cNJk77G%h)`f!SF zpb|^d0006`0f`C34Qy#BMjyQ9N}LHTTI+C|KjbF|Tby73WRpV(1hN5GCXJRmc)%&n zc0et3&|0pXk}tVbkEi|Z0g$kO8w9cp13&_6-3S3BY!QOE6~h87uthQ0>CVwjAOzVU z$TXnnk8fEm1h(kI)ckP|3v8)>Zgb@frtzwwrO!>q!sj|_SqwRNjhtGr1=;+u0j3cV z0qnU)1wt^5aD`GJ4=pLr27-VpG9+*hp+_b5(*!8Y6bU#`LNEf=I5DC^bGSePpzZ?y;sF)z6Fpv{$4WB8LVo3pjQCAkjl}#GRxDbddzujX3 z@nWoxj_Hq66!U8Upq9}NVyqpsKpFr51QiUeKzC z0(R_Nf5?~x*3vQ8fHsgmKye)tu)rx+Ra-eLSz9XA#_C&1m)p zY7Jq0$mASni`U&_9bT{pDpW^?KjimNr`Dsww%`p|b41o6q4kAq{ncJCy=1#)`qNJ~ z45`QD7*(%{hu3PBuM`&y4hg{qCbDcRa+%Bhj^d8eUD>noQf;;WT7n1$VvoiS!~#K< zEEM5k07i^C&je9%8bZ(m76@bteLu*Z|EWpm=ABD>4j~I_JKHGn+k--K8)k7ea5)$N z9)O+F4)VN)g-;-qjAd~?@BW$uaEa{$>7QXSKfQc*9EZq7-^lq@@*CX1(Ke95$`9;v zOVh<3Xlh95Sa%=>=XZ=~%p;)w*v6r2r05<|3s#V>bf|AXR8Hsq_eCZ3Ukjt^$GCd1 z)jDjC(5O|fN_IrV-fZ?MX>TE^|2=`ey6WJFCLqnm z!-FtOph7AePN1XwVb3ngANqzpRLqwEAS}G4;tpaTz9k<25`ePs=`|ie3%a3yux1BB zYE4`a0J~uc#DtjwDgj_%9GpRFe2d&LYaI+=2D(8Rc<_ZZX&qQlwnC~K+~xEj>i^au z4X|bcmY^HhA+ZJ`1O{&)!bJ`siUkxPNO)@c6m8KM4F`ZvVZ=cA z8p8M##t!cx82(@l9O4TM#~zen3F4v-l))bI%NwkqVUBP5K0>P^EG@9_FSHN*D3L_G zuM#n_M8uEktd1tIPW?Kf8)Sq=Oza|3thQ$0OY+BUR#8k0U=rqK2yYBv39!Z*gb(#3$-q8=2YDyuRf zpps44qvOglpwea^LgOsoA`KnnU<~nL@(ZZ{9%UUW?IFAYFChvqWzr$4uOqJSCM7W^ ze=;!jw1kQiYtOM>>ogBm^KpPYdtTuGmTK|VkOpLCHl*Mc+< zEimf>FavWiIifIe(lKeXFc`BoakD8Pb0}q^C_&7@E;B85(BE?M(BF#|R?LN*UGH!sW=d_hxg(>ux2D0b8QJQ4jqjICe|62uZM z>cJtS6Elm4d$^(-GQb~}fyS1BEvGXz)Mk(Q&dIap#{jm9{?Z^oTV6);g!g3NTGB-2ox`-)J3gS zB49KlWHjk?bSBWVON9YP!8AvClql8nLdjz2AYo1WAWh=rP2n_7<#bNzv`+2xPVv-E zAz=>~!3+U_1@g)QfCT{9Bd|2;5&j@g6?IV=wNV}QQ5SVhA@WKo)grPKBes-A$J9o} zbWhHHAt`ZN^#X9bTwGJv{Sv+ zJ3-Z0MYS@s)moRW9@aq#=E@&VbZfju$V%WM&$V7z)LspATSsC+yE9xl)n9>iT!rCS zffQfSwIQZq2dGA`{GkM1)gSa>0;ViobHrdRHa6j6O*M97Iksax_G3XdWJPvlNw#E3 zHYC_`tI#46XLMHq);q!VWgT-^bAn(o^kQvQAJT{fY77{G@koAg9q@r-akgkNsT+_s zX_aRqU{y|_7}lW$K(c$t z5PJG4ptL{^WUL7PP*!|?#WXD7hwh<#=?O>z5ey8Vu^wUyMs5a*!J-X{LVP2TM@6 zpJ?s@if97XqhhpRiR%Lrn6i0N@0`=N?%2jTb@=Wabo#LB@tRW~i7U zX2<|qAS9+Ci4DL4YBhirnKo<^dR-QQck+NCxiJ-ZGy=1U!C(d&;#K~SJix06HaP@h z1fgDKbXZ`Vih%@xXwOcee@bjRc1hyW)MwyMd7-+Z)`zm-WeZNNgt;{4(u0ywxpZWpbwmQe~Rmt zV{wrgIyMH_t0vhoB{`yhvXZ;vHH{6KU4@45FBXdd0YZXrVaOqhU<&RbNx%Z^dW7bR z;QijGRqmG`v*Du;7hoNJ<j4guGXndsR z6sTEU-8Z19n~s4fpmqo!BgLu-DSxP#1WuT@1ADODn=l)hfEU{*6??ubv9ZUJ5%Eb( zrh$pTTew5QgS7ymJE1;D(O> zXW#*_`XOKyii_#H@1Y)gJHV4rkr={J6LH!N;bU)*%7v$5l?t0JK48;qAY_ zxISdaylGCu8{)^U`yr;`1T-0}U7U!z`xL;=#J~Eztvoj48=~!7C+mC5zYo6;PbRgX z$;ZY3bRo&%x_xJ6Y{2-0$7y~WA{eSW0j41ynqgu)>#WxSo`yMsV$l{RJg{X1rpH+b zefT_NW@~n(z+w0yz~HR!!IOI-(5cxTta{BKA_Qh&9lSvqydeQvr5OIvtLszj5CZHR7VSC~HA<_V((;Z7xC|ek)O)z}}Kp6;^C!ki*0;X(l z#VEG(-M|a{sNG7mdEwk)THV#%-ghA1koQA2&JKh$ve~K#OIDxl6vu!JX!0 z9QRySyOEZ*CB4^elh87-C-TXZXMh~ z>6d=ACt`E2{>3Fi>#6E>{qr7ZCF^hGZTb4u$WUkRp>e(bcp>V<#m+DP7gy`CR_hnn z=kXrewbqe~9{h;D?{n?w|3+35%Ee)0ebZxox8CT!w@p;1du10Q3O_-CcYh_~RJZeN z>j59OGw(g$J|0@y9~tm*?e9r{!vz0`N;O7o+CI|tZ>=6bSTmqvWCEJqJ|h1sVm~%^ z|MTBF^n?ENd(HHP-@;P=Y!9^eE#E6%|MfE>_XoT8mldm|-}eO@_(#9^EsXfJzpRdb z`L7fFJ)&$CA3JxyVy;U3q2K!1pLwyr`-dO?6S!P|vuM{pZ6Tui9qjxg9wNlQ{Q=^h zz<~q{8a#+Fp~8g>8#;UlF``6-{wi9$h%uunQKnSQnw2Y;u#qJHOPV~1GNsCuEL*yK z2{We5nKWzKyonR#teiZ1`uqtrsL-KAR}Nd53)e?grc8Cp2sP@&sZ=4_tBN(N)~#H- zdi@GEtk|&;qnf?AQI$uKB8$3x3pcLZxj1*yy^A-m-n~GNjT{CzWk{v7m^wX+nC!%> z3K<`CtT?jd$&@QwzKmHS;K)^^m+A3v{t4m~<()6%P3zaF>sYr#opA6A|b`90nU$tMgh zKE3+&?At2_uThlR=54XtzmFd#_5A$%`!}gwV6k;q7;W(XVdNe`<{^Y$f(||iVTA1+ zh?abw)%Rb98a}t*h8}*HT7a;fBwK;sQRq*4kO;KSZVNRiVT>})NMmv+`okPsAnwQ` zULE!bWRP!($Q@yZ)rO*Y>j2QrlHJ@RjzcikNM)5)UU|@sI9f=bkY0Yt(~n?|Nv2Fh z4rru-H>UT%lcxxD!jlY5iDjL3-kG45IXYKnpMIJo=AVN8c_xVj9;qc}-OK>M404{b zfdN+-&}0$aOaZ_NEVOvfJ`CasYN(>7rze*>4vOlSfu_o;kcFC5BBE3~|H;(c9&|7Gsz1#Tq}??@0e58L(xxJWvoAMck85JnBNwq_FKu40FuzQXK8Z zHm8>H%{qtHu`nMeYS}snfU(Xxw%l`y0m0l;2BqshX@ML9Y0<}dGGC1~s5JArbJu+3 z>~+|4_5Aa!-abGu3sVzJL!9eO&`mvH06=L7OIV$C-g?)#HHKpUT^itmizZ-fX##v8 zZbcKcxQp~DHNg&Y;)+e)`RBuRHJK_a6TH-dAt7`u5*nC;Q#YAAJ1$KTp4I;ctKh zoRR+A_rJ~gFM+`e;O7bm!3a*MbR1zG0vTwz1!B;34m6$wKL|qO9B_lJ(;x{`*TM6J zaD^>=PxXhgvM&^AMCq7%zP z!QAaHiDE+{6~nf~%{+07T%<@8EqKNMzgaPiJIi8Xx`@Uu7LklP8zUQSX2!FmagI-9 zAJ^V!GdJQ9RU=YK9L++2vQQ0`?@44zof}V!pf5Z45cdxILcGn%apPVQYty=FIGPAmAq76ENeL} zS^|?tw{)a;%vZx+Dl>h*944!T>C6umbCt)0MQ+b&)pO&D5QRxter1C-__OM1B9^tMnmNcb7LMc_P zv(i7_rZ`veO*Cp+Qybhg2RdNKPJ7x>ftV+xA|0u+%83dnK;a8Wz-SY;kOf>Y#vZuP z0TiNIM+!pgj#mYfRSO%PthQ8zFSQ3g%DD!y+O(z_-KetC%Aj&?0~fg1hB@zX6~I!- z9`uMq4op!_b`atQG>yh*%h}hzVy&F;@F%GRTQ9^WRJW{B>_c7J*m7<`tYXap9dN-5 zUfA}sBJ~E0G`j_i<{%6I-k=9BzR(TP*2o@o$blF_TTV1wR0-KVXD)K^SGP*6oMhku zEYveq-g@Y;@=c9zO@vG!lG7edu&E7l(1g#vi#+8N10Nb>k8RZT24l?u5|F@yI;a;^ z_V{WJ^a|S4BH_P(XzDO{F$_Wg_%%y|8EKKAgA$7;zV*ddiv?9UKQ1tEuI^$U+!(WoFhQ)PrU!)W+#7VNPGjNV|T7}bF{n#ER;Mk5D5@TYbo z!{QhBhrVLIj#i<9oO2=ptT>>8fZ_F6cF;5jTktGF5*%b9vsMRLFzb=+0fqneVz1?7 z#Y}%-4?QRW3Qeg0D-z@i1tnNkRQA}1DWG5t1#veAUMOcLpm62h2*-{WEVGMEeXTQx z$DX{XL?t#1RwQVm6Hd`_IiWyVBoKlf=Dn$q#md?~i%K`3rAHI~3yCF{^Q$sY!bi`W z-f|NA&#JiS8XQv(KoOlf`9N|>YL3oMZ%Y>lx=&k_!qfXYL4G$<61wB$1PH0k>9kYG8lW( zi(aE_heHf>Xg6gqns4G>)Xt&mYO$$sQ7Ej#9{wn>4kU~Z0`r0gZbrL=3O& z$bp27g9fxQqY4=@r$2CTa;PSk$7^eH=alulo$!ox=7|MdEq=W_uvR!StAR zh9gh^b>Vh(?E`&dR)BsYeQ9P+YbIH4=6?gGVW>BLlI3{5mmmOTPWwO)D|b<*01vqr zR0e@rRbmf5=XAqYX(Gi3I`CaokXcQj1Ew$@<53UqXHIB<13FMO%r}5j zgoD;`gJ(DwI(QuUU}JLUWhw(ya z%eG()Hi0>y2YZEODu)VjKn0FgQ>^t}T=gLwTwSFQT>1ofu?U}M`!Sm4-m)> zN6AQClEQKSlK+*G za%fKU@M`(yZqvnU@j?$!fL`+1Blge>ov;R5z<^vSd#Lbc%)(bQ^>~Z{b$wTVXnBzmlWpPn z1AAy}IpCObc@OYVS6|?hl-G`aIgHTJmjF@{s)U2B8BX|ROs^476<>uZI7v0|8<(o*i?1EYXg@9ibxR3PzT6CGiIooUxPC{5g3uM2&N$leozV| zF$;^Z2(^Gq(5Fa-VkAtFUre-Lu$Fj)Nh9SHVrZb4F9!u^fD2#AhoD9O2CP+Z#%T}3 zkaV+UPL)ugd4gL6c%7pml8Z0~+Bpnx5DBgjp~J8UcrXidAPPr;226nlzko}xL82u} zqA+2iDSDzWp`tB{qAi-DFAAe2Dx))+o-JXcH2N1YrY(oU5$&l(?snzPM*NUy$YOL5wtu~k%qR^$o@TDGu1{3NFBXOo_Dh$DprU8PYLLr+u zQLi|0uQ!peHnFcfaj$kdWBNr-yhpG{NUC3vU}AYuO+W{xzzeuQ2y&&Wu8Ji`dRrX{ zE!K&pJ~FOd>N8+^47ET9U-}E|il&L+8u98HJZcm$H0Tm7<`X!hi$k{I3YhB}xPS(iiwh$G zp<@sUUaNIv)3XPwx-uiVlY19?xv{7lu$-CRyI3l_h)ZL(3%oIdySbaC z&w&hn*}Gy}Pr=K)@-n={`xd*~pgqGq&)dC3 z@x7`UzOx&o>4H*(Sz!wg&5% z9`@i3r%c7TfXdLhcx{WA?3HP5xD8(5qzpkGi;EfMw1QvId)7b(ruZ1=A+%kna*?cF zTijOdVGnTtYTW?N(!7Y6%!o~Z3Q71_BK3anmvWd~%kRO-SL(?%0m|Jg%8hXk%76q< z=vG%Tll^Q?f%lmCU~H(xRz}*k0>)kIn7~yrlXBL306iX|NDoR-b^Cw|qbGk8jE?iC z%$HGNJiu+%92_4t$seVQ0e#I8eNNg8T6OSVXB-C_-G?cyzvYx|=Dg8mS-}E94|HJ5 zHqw!~)5-H3CPs}KAz`UM`l*XSaZi~4lD-mvKs@%`SfDc}Agt)2t_TuD3(IAGOX)eTfI4D2uq7Y126pb7X?+uq<^+Yk*u zU@1w62Ke82<99Swjz%fdmL!(bjMcNL_m1WDdq z2HgoiU7kDQr=Je$q+ScA&grDC>ZqRTrta!@x;uEPJHVZxPv z)Hq5Q z1yCRd@j&O5K*3P(WXzleIbD8$wg&lN@c52eTcGSvSA0Po7PV>#xLQHGYN^(W>dNY^ zvrg(p@2#ue=}NEvtxON8PG7B1&!|!#twn$Iy-M|nI;`UQA9!F1vtYWysMNCor1*=# z1j@$Pd=K3a48yPmkhqXNTuw?r2i}m%+mP@4RohHe2~QRWEf{$0@B`aG@!pWqWKeK% zKnAD)?)}cB#6fH-UQTuJSJ;pP!tev@pzyBM?etL5PvVBd-~~eG&ADt1+mHnXHwT(L z#>auzEb_>qU2tyjU3{l)r%?4_beJ52v5X-rxmaP<%1YRA<2RV6i=M zYU$aXAzPaN32RCcG25^E&;L0K5W@rxBq+?_L4*kjE@UV$;X{NCB|3x%aiYYE7B4Q$ z2r(C~S+i7`GS$i7Nt7v7uDsXMdWXFRY zw6RC=twF06*S0u1ve7F&yNQk;k#+Dg>Jn!hRB$s7Cw|o4n!`Bn#bbwK+uJo-bqe#6 zFY46)qhi@ThP*?E8+u5*wbVzs`0$nK)teG!N>#{QxjN3LU*G~9!hX369j1P$7VBl{kNus#V3im*b8D8#Tq4KciLL;OApX{3_WGcl#}j`D4o zAK>wgo*c-aXP|Ktr9BiA!Cfu?AdIa($*>KxWCkjW{V(n zB&)X+vvlb$c7oVOuYKtGVHhNMLynIu+%gQO#I~}Bm&W|T=L?L~6GLj6V>{&+#CV5!LxHYywim4!=$R?kCY71|eC!f6Qs5Lsl(oa%BMN7H= zuDX0qr%>ObE+2ZDU}eZ6#WqKDLa}PfG3^evwWRq2PS!RzVuvuu~ zzyl6pkl_$oY_rvNTLVQDi6oPNH8IQH>?wwamyiO>&RD`F~z2@G<7lw#+eXmCJ6RI|{cM+s}nVl1b6 zG|BNMfr3FEX=XT6dm|*_>UZ5QBrbvj`Kn%Y;!$;gS2lwt_iX8Q0 zMp3yPAnl2=QA)H=ox%x4ee)83JBCQ1N_Kz6^53AbtnRjAZ_ zW>7OE&5Ug5TJurrhd^{84?(p;PK~Out~t1DZqueS0cdY{_rI03 zpf9~gS`GS5mCA%GY1PSE?;+5Z@aZis8D>uO`j)f)51?_yOxQX_R#L{ru61YvJurn7 zBw**OMp^5p2%9@xsYtVIH4c^l6|h_4wX^)}=}CT?%%P@MwJI!X|22=g)Q&V&suH5= zRA>93+S2y68$s4pOY2QieG0f((uayHyCr>*<+zFc=5qUaT*O|soOFdrbYEiKw&wMl zWxQ)wiaShyP;{TtmCIby<=lY5#7_B0t1^BU3}tlU2T0&%O#4Y*%o^oWWG${sRtDUc z^f$XXAuB!*i``QG_Oz>IaD)BUS_em1!gPb}LvR6-Z(*~i_~meiJ^bNP+Cv#uFr*TI z24WPaI4%kng(}s;4jBR{l0S&|;$KbJrF)X;>s#wTFCUTK8TVy2Tm&Gm) z2`*5JV<<Z140gU-yFoBZTCCtAXBR&=8yT<1F{3}*DGO>I<)L>eKJ&U27E{c2cun7Xm1HD6219wvht(WmD1 zGE3cSV9OBFJ(l#3y}aRCCtKOLGw-r#{pnB#TiP)E^|Y=1w_$I&*p$|@4W0dMaA&F6 z;pQ~7cYSSi*R9&=X1Cn3jb|W#ncVZHcfFl$?sn&!ZtK=}znS&!ZMRz9_9l424en=r z`&;4A;`hQGp5s&#d)3CS^qvoXag1kN#R-3S#|_kQ|Br_}KLDRNw_UAql&4(f3BGlU z*?ex1$J{<3mwC-ALh^&KI^M`$dCz_R^DJ@P=0l$k&52HQoEt>v$F?-ko&I#F$3*By zr#eE6?l)wJ0uQ37`f8IdjHOrH+fgTb*?m6su2cQ$4;IEERFU?fLb@Vh@3sides{cM z9PMx)`r7}th-Zal7PTOJ;SGOy!6#nvia&hg4ZnEEC*JXsk9_4P@A%3`{_>5_Jmfcz z_|7x_^Oz3_;UVv0_J~3hmUzU;^Zt6+gZsCZutX(P?;f`${=&O=^5_c>YTgGw__^@C z>4ks%3lqQiz(@Y@i(d=oH-Goa_kHxG-}~iX|DX5NA3gA?ty)p|f$u@pHhtnF`1aKO zx9ewr``!P3_{U%V^QV9P?SFs#=U@NFjQ046?svWsg+=hcYAV0^IKM7aKmA)k25dkF zd_V|{Kna{c3YOTUsIRLbqSr`LC*t!gqFa(?hrmH{`JV6vpK^0s<7Hq-z<3E@S z!H3&G8H_o)b3q);K^@#d9_&FMv>_O*!J4B%A@sN#{6Qp4LM2>6CTv3X3&J84IUEj64&I;=xG zTtYU4!+v{1Jxn(_yhA_?L_r)x2+YGi|7ode>_Q){7087p@B5Df;33t|MP=|L<57!1u_5zQE&tX!2?;?GLUex_y|g&97^u{ zJfb{Gq)bYsOv>k5N~e6vr))~7oJy)3N}vo%3`;!JQ@zz|y_Eb)u$)CpSOnW^k6hEe z;R`*q)IKLuOTlByJghMd$kq`JAM+O3JmE!?uqi@?mx)J%*J$&82(irdGq98J;;M1Vx5mUKxN8qC5J zh>BE9oJ<62e9U$9$Y`3(j>Ju-(#_c7&7|^8$*ii8`%G>uP2)VyIXq1mOU*`m$&o__ z!lXuCKum)e1Dw=JhWvz!|D?=@$Q$9DoA0cfkwgg4G`WF`J@ib^S6e^j6iDWjGUs$E zWH^S_90oX0N39bERiH^=fP;B_Ph^42$ShBR<2m&_Pz3$6Pg_m^m9zN#kVO~+37v&u zzy%2%16(kO2pxk+*vo%1h1S3nssUWJw|Tx=ph|xQSgC}{fSt;M zCD?(DN`I{d?1R3n9FeV5J=SwQdac;Jo4wk*y|a8v=gU62e7?JEzM|Z`kVU?cy}Xh= zzLTZAyPOPB=@#n+A)L4BlHi~U)$v(;zSS!kkJ{=kJrSP%{Y zPAs#n4sqH;h1%T=&)=ll;M6Vq$kg-zTCOcSdnMYSGFpR75T!i`roBz8ZCb32+O?fp zsqM|QMccMLz|i#BuD#op`&zIis??GeYO$8RHNU!5R=h1-l+)Y5Z6>ij5JU}Jt-T@4 zI0XwB01MzB!@XQsL)^smH3o~!&8^A7HBif#h5-No(;a|m7$X4MG|X+?LTkBC9oo-j zEw5|b#C=?q7!EBkUEb9K%P59ZP>k%lhiM4j^XLXSNP|a6T`d6v5-1KZu-wavUe`T4 z*k#q(|5c{NHOQs4T?aW^g#h1(5MQ$;-|vmv@I_z#z+Du{jNRp30Px+qH~|0=B0}n0DuSR-+L$q)0JMB=mr9A2}qcL`<;Q7SO;6^ zlLIae7mkS=4x}K4;KRM%TbG0Mlb-y*klC0hbchdK@I^_|Ip_e zXo(F-XMOhFbr9ns=z|mn<_;5PW9FM;?&}C2oqHa{nKmeqMUj(2Fg`NOeGU$8w>Xs;mB?tjAp69E+hpcXia|VD7SO>2@ zg|rgu*tY6!@M_R$iN?N%$S&o8PUwTC>m?H40nh^Boo(Dv=s#Fv=Z1;l|8@z~M(lX- z=nzN)!tUWTIAqyYX#lVQ4hVrY{_W$gY!JI_&6b;=es9iR<{GVw&_-&~_T7{o>vcHp zO|AiR-T>Hs?vsWITNvYYNC51(hZdNEdhqSlCh7kE;(GYutnP+(MsAltXt^He7#{CH zvgWSvaDry+0{4d#@Ler9fm1+$by#soaB&cyYuQ$0Na%x)_TTkpZx3_t_vV)P*6jH< zPtlzV3%GC7wSfG7VbguycRmGs*a7jj0NC!|@Md6mu4y^g;R$eX2!CM-?{b%zf#>aG z;f3MOfdNTg=tE`!E8yrNx^gj6=uZ*wmw<$;_6H0HoddT39p;7d|IX$a2k}0L?NWwk z9=B{sP2wN-=|*48h#PA9me;!IgCh@Z3kdFN7A5)xohQEsEkJ;XKIM4^fHatfb+ChW zM)e|qgkrD-X--`h0OU)qUob!OtJZ=65N9{`XAEzFX|RPO@0>L7;%@K)08na$1_Maw z23-(yRX>HC_7%QfB4+OfTM+Y7o&Z`u0U599{Pl_>mjkjoU@rpkny%bw=z~6}hulu| z9$)lfee}Eua?Bp`0xjXEsfQU5r9SxfZYEyz27nzX0{K1VF>Yl5Fo0<=<0RMOVu%3K zWoX|m1_Z$M11bX34S^m|YFhwp09XQo?uMiO;~7wP-_>~2|78Jhs0W2NbZT!27MLBC z2LKi*;Fg$%fwus%UT7IdX@>8LG*Ie$kb^^Rc-{rzb%+3qhWEJgae8OCs81n$CsAhR zFx&<(|8)m%a$(%|WZcG#us^P_NAw-`WI+0Q``TfZ3j4Tl`#yntr&shVUCDW$`nj=p zpsxCOJym;~wU+RQnzm?f$}G{E`(TxK*~NQo(fgj}`!Mx;javsVmW$9@nlc(U#5Yl> zXM7s-d~Az!cXyE5LUNTR?l6(66p|eb!}}(?5Muq5aJ#tj-60V<|{bdq>?5 zYCB72u$y$rr#I({eSK=HxzhaGKhWI&eE~Vg3@sMN|4&WG7tNxsx8olUl3D)LZ+`TA ze&`1fX?&Ip1v>+&1V7-qy}f?B1vlici|+S+@J~?jAAkRl#`8aaA|w#NYkznZif7|iSlf2& z+_Y`i>g~Jr?$^SH>jr)tdGW)&!$L<&Hab(YMX8JOLw!5>k>R3A_CQCOjc z7h;&9hBHaX(|tk_b)AAEl31dN`we)afMXDXhbSt-7^93!ImpmM5q3z~hCA}uqmMrV zNmGs$eVCt!Ga{L!k_o2RU0zE<8Ksm;0 zlTuo#rHg`@DM@ttL#CN;f*NX)P5MWwsHdWORh(Din5CVZ!Wyfrv(h@GEtt-ZDfNjKPXd(W@u2~}pW%92}d zRmW0S-d030WUjl&=E5wioI+czz4zh^>$Tm2rY*m{ev6;D?-E?_Qs`2*kTByK+%TK* zS~(}3_2yf##TQq!@4ub-yRoJLhx@6+BfE<*$tR<{u)GpKOOh=Z!yGfd8hfl+$2ETm zvXLqCOsvU01MM!v&9*uu#WEwE|Fph1b9OV+TW?=%15*)X?)zEICEf6w`X^l*3-Jut#kW5a-{K5@3_yGx#m3*Ub^xDj&2oE2bIT_Kmsj)@<2+R?sepMTO^0~ z->);-Dc;6jzL>LP1jz%%eDuIH96_=H?+@b1eC8WrhtPMA8Ju7V?R(!w z;un){(C;4h6J88)0*MyTl#V$(mi(s^17RQK1VUQ6ir#ny4a&$C*bg&}7JH_{2){XDU zp&0(K#rLKmkyAi|j&i7oAmwlhIp&drhwMfl>L?LDde0gX>4PmA35k19(vg4ElY8vrMH(rGK8O&If~-g=y@xkIX6z%~*uXU8myv0(U;-pi9}6Kt0t>Jp4Yt%s zH)ddg3CsW^eIS7@|1Wuub;Pg;yTc?iPY}FkJ^&IYu)qoSwajK>WE~{vMlNqPg%DVv z1>=*$F+;!tj7(tz!0aC+ig1cwc0`9e#83~1^1~nkR6u7U4;_#gjO?Hh52-N7LXb0? z!kEROvVrJOB+43!F2|u5wdh4D%F#GM^rImP5qXBz7RET{F_B3f_bSqdKlnp5zmo$b zoYBa$LBf!>SO*^=Q4H^ePmrg;+e8dmjGIy>k(2abBk$A)Klb#eA%x>6+2=i*kT73*wter zJK0-7^8`~U#;(Aittp(~9^IHi3%aqbC4@i@p&czILqGyKu&{+^+vkQjWr;C!Gl3X;fN%PA`!&k^9Z^U5Re#*^!G*O*PK%0R6Hf$vAy_94 z?{SJ6|Ni)W=gf!}66@o@W`qTpJs}P)dyge7IU~Qt=3X%}0Xf`5$r+hJlOLc$j=*qR zTIlgTuAC7IfB}=){D?k@TcLi&=AQwbb5p{5pz)SB5$IL#d*SO|spvNWb5N#Bd!v znCSyoxRT#1F{t6_>JZNqk1Lf(Cu+S_58{|21qR+AgS|(OoMHlC0D~3+n}!f%1cvXM z!IJx6WMOV(16alg7@+NBC}YI1MKEUYpxM8BsP-P(&Pcbhsj*^cVFxo<-#x~RkzyeE z|Af2i18+UjW;f3V&d;MW!38=cJSVXdkwD`jK4B2~7W_>RhhFv`J>W?H8j%&g2Z=R3 z)!$Ll7DM%;u_cmINZe_{F?EB81!MWdrJqR2f9L8uj(Uy>|6cu8 zG3@Dz*!_v^0MFWbWH^(M0gs(g}I=K`cT7E*vrhpqq4_=9x~#37CYu(JAE#tYw-t7}B=Tk+w|3 zC9s3yfWbR~ovv8G6s*HE%-j3?7?#-r2^iTrY=B?!4<>EE|0TuGUVYpB zqyY)6!#XsZ`LO_NX#r=6;U!s{8EW4S>`pP!Tl}C+5xn6#fI;)=AK}$b|H;SyMPLLD zAXJcr<9$~mrpyE`+UHrI=!ry&O;V@r3eG8&Dbbo7uz?(u;PF9H8swA;hEf`wlBX3I zDs9pl0F|woUZz13P0^Ky$sz}S+V_wTT;Y*c9iKl)mG_VwE;b=YeAY%RK{CaU1)v!% zaoYq~zy@5OM%Y3KOuz*6*kL(i{>fI^-OoC(fHUG@xlyAu)*q3{(*$^P0OYq-Oh6W<`WWnWRQ!>s^R$zcxVn|?OQDSAZ zn2=HmS4?u{Qqtr=CLUBS&r_16+(_kr1tmldWmdYSR(|D3BxPK322-9TK$#_tl$1i; zrNN{nqphXgwB=h8W~^)_UCt$4YKC3*B?aXr_IzGrlFTGR4^;}KRTgGua>`-GWnwBO zW-z8?R?lOK=H~?F_6(+Gs-}c+=2v>=XIe(o*koyzrGJPF|7p^unw%!2MdWJwrew4x zSH31}>V#~LWp2g|ZVF%lJ|c3C%x+#>Z~o?VE*){^(@R=sW*Db)*5-dO3wNdrbb937 z97=hb=Xs)Mda7rjTuOVo=X=6ud{PQZW~X)rq`=H3cruQ13gAxa=W|Av_V8wXR>(To z)`22uf-2~OGH8Q3=z~INgi7dyBB)mqXl&l6SpMhd@Fzm-WNbu-C_oScA;dA5=!v3e zib_R_vM7qKXp6S!i^8aiM#YS>sEpdEiQ;IEBEA+>5P6U|BQxdjMnIu>S&poX^%E!bg@xY zKIxmnDZgyzl|*R1;Lukz{` z+3FTetF>lpt!^u}0;^@RWwDCuxE|iI##yo+PL-BLQ8Z$7zyTh>fiNHgWuohd1Z#Sb zYrg91A)2d{*6Y-$YXK6(V^ZM1n#jFY3_NHfX40LZtUE~ zEZ!>1-4d>p=aOotAxuIBCS|Ke`$WwLJW#;NPdZpi=$v-YlvoG#zqZn*01 z@eV2P1~0jcEa@)q<^N!SBEU_=UU!w6I#M*uKQq;NP9XG|TB45tkg z14#|zFq?dE759e-YwrCzFa)RY{}+ETJ&3Uk6hH-dL`oFH_-Mo_Sf~@8f=Sqd0RR93 zv~gw>g8^V?NK6A2f(96j&mHG6kgS6mpG4c)f)t0-0}!%iRNZ>4?>bCDa82q50XUOKh*d^Rz?W^n z3{1ndAhJ#X@;xN6Nb~^!1hQq^a^K-Gk@C^9r9m1jn{L&yEfDia@b5ZM7D-t1BDX{u z)Gd$Q5(NRxAREx^n~3ZbPPS*oH(3)4>+d z!aU4_7|+8yNI(IMfD3EH{|wAA?qoAa6v3A{DMmbi#`JPd{BkghL^oST^x<(ubA~Nw zi$!z;%7Mf$7jgn<{9c;ghbwFM+o5qOm=&+!iQK(wtiMifCBv;Y7Mz_#_>1^|F8XG9+$ zKw($eI-GzUOaK5_z_pmP7PR#a)XvxiP78oRF@(Ub6oWzofM0P$F%Y(4|IQOUL0fOO zE1PyVEP)({K>yG+|1!VyXAB=t+)+sLq0I+~0H|(UE25Jltb7g9&P8Wnr zl&JEBstyLI{>G_BxQ0(Sgeyr;FAR4e)J_)!u(D~8>N7~#13kEaR=fB$2*Lprz!}KE zSYreWxE26h(mJHIU>P_ch4wwz0x%6#mQBGO8Nd{D(lpheb1fzSaVtr z^P2m(I%T;=pfecQLK;vy7ytlG0pc+IvK+W|F~E0hvBL%+Ku)=}n#=N|v%@s(Kmr6( zw$=JfL;Bnq_$hq%z9l&*wVjp&fRuarGerOZkh($_13XN?4uG^}(+A9w_$4oETZCwq zl6dB>DUgCKzV7piy8tuzzybIGGZ@1K6u=5xLydz3++`W0FZ+`bx-unm3wWcEOEhXJ z8%Ffi|3YsAjKn*pFrHU9DjY#j+$9VB=>)lC3A?0nC6G#eNh*B!l&U&7q=``j6THjKJfT82D z|1?iP2%J90A2#b3{4X2UFByQz51Vm{%XGFXN1oK#5x40>fKv6;nck;04&J4_Yh)4i4!SSw0O^7MvWUeb~Gi* zl&V>?aODzq5@kx2D_OR5`4VPKnKNnDw0RR}PMte>vYge^Cdrc~ffhA-6lqeWOO@in zHByx+Q=K|iwR#bvJ$o)F(OOa9K!E~SC}EOe?;;B=57PjEWFg^+DG=8^NXTOD|3kI* z1SY&U4FIt;5AM}7tT*qyG#l=*I05O;pFXD!`n`9`K)1Sn>$R9$EORjcX(06}EiR(K zN45q`y9c^kHv=K$*eXIoqT|wiCM#x)_+j6B8w{keB`0&^wXm@^cmDk0+I7>ZPrtX; zB6H@iLno)3;O^Xli+$6z+xT(hKb9e$Y5{-+_ik))KZLzb0i=iZ$fq%2+BE&PV~#wD z!1(Q<6V@tFzIDJ0&aTSZ%SGNjSei^LF~If|t%zw(K_I?0Lny{IDDkrl5&#TvO`;h_|Ldl$G+qN>hGL2_ zPO*>W0AS363^-+)A^<2xzEcP2!{IR{vSmtbVdEKRFaS6~BGF2oCXHaq1J0lb5tw3{ zjFXeJS8lDA$e&9w9aIZ{vPg-JFUWr(KHf?_a2 z8_jH<)96O(`LwuM?V$~tzyegJ;jL!*>ak<&)Fzm?m=h2fw5=kj!K~DKCTQ5%ghK9S z<(AK5be$<|>E@9=uiiFatH3pJ+<9%k9d~)(MG?l{bN?Oq;BTt;ULa%VXkV>-2;|>u z-g)Pme-p{UNs4AjEM>o7opJ_QZ7~1<##m^10#x=1Zi0w&|C`}~DX(a+eE+l!=LI4I~J>(Seo1bEcrWgF3$9~0mK%~Zm zKv}&Ggo>HZ){G^xugwR6#bS;Ervw07NT?eum{JI4P(fS7Zwd;aUj(N#LA$l^W`vqj zm8N8XCHU_i`U^o1DrgN7v`}Oo1k`-G5dw`B>mk#yB134Vm=MSiKC)^H0G4nN`q__V z=%Zg{){%i0VlRZyIi5#A60Q>o5081&V^4O+J9p7&kAW1V?Q-!Hd;MsR$is?O?12U+ zfZ}=Tc-}ie(S$EluTs{L$Ok1-5MvqO5fo92KQx&d|4s%+R-}9Yv`)FnQbOmI6p3YX zW*J9YJ_Hhw;25@Y3Bp<$q?N#wWiW+lN{F~4nAY(mU5GgmV!o0*vHayPU3p7NC2~Y{ zq}?F7+08-rktw+t$w<6ePII=XkUqi}HZw9LdsqVvH(0?u>3IV(Si_oF@#GFJCrUVe zXfyc~=s*byxHM=1p$R1o775zW=NyJxn5+nc99q$durnjG6W2L8+EI9c)1x63DelsF z$aS)FNDpC$Ikw>qm%fx87R^o1I$0PIz=>PyFo3pX+EbreWIC}Cs%Dz`Q=@)Jq7(tc z1deJ^jQT^PcO2-MzwZZ73^SRa@7T4QL7ndnQw*cS^HX9 z%U;&9k*!o%G3(I3YICEC742vdYZMdBLY$=??P_hu*pp)OY7p(~WHsAa+ujzpwyZ5u zb1T!&mMFBW6>e5l3zU%*G8cgz?s9METI0d?L%ZE=Pp8{k>s}YT`n(!vvkSuC+EKa8 z6>m9lNC|)eykGMc zxFzXrEK2R$U5&n8{+@ebW;Rh^77Qkv@AR z)Lt-jwcT!azdN_w4zIcCjg)YkYuvLgcfHLiWOS!k!LM!cb8Jy?gC88>30L^S8QyS* zKOEu_m-xgfUU7?G9OD_+_{KTjagTre-~*L6ze%2yd)MT+fb7YZ;V_0VprPbdJ%+z& z4e+k6d*IHo#Z!6SbD#el=s_3y(1~7jqaPjVJ*S^vG5V1TQ#s~Q*U8CeQpl80UFut< zdAZdsa3&Kx>0uZ9*vVdYv!5O9Y0uZvtvT|nzda~1I!U{*4tJ_~r=d16A*Zk%=-+9k}evXK@rQ#)D zdXzXGCL~dPmQ62S%BNfJg4Q|cX)=lS>8<|Q?fw#J9q>;hR;TRl0Umg69ZsSD zD$oLc@6A3f;Z#<30+VQ4?5x$=nx}F2M%}c zIL@#bPyt9z;SJC*0=r=h<$wbH;SSHR31hIG<`5AV@dW*02<4y&4UrE0;bhVv4JeRo z&d~1`(GL~z3@1?vPm%wqkXx*<3rkK5X@u@xu@&&p&r69Cp97{i?R%BgKRXTE90>Vi?R>afg_M|9hBh-d(j_EV>(`t zAm5Vw405axvc|4(A#3dw-=*#rp(R$bBWuDhT{0#D^CU~MFh%k(KQb{nk|hLlD8@|5 zWD+ZS|MDHr@C+$%DpSxAnKC1k(K2a94#=`8H)1MxaUGOVBTR!QT`Ds z&+sZAkt}yHEMxN%Khq!L(H$`{G)d7i*TEc2@D6vb57NLgi4rcGGxy~3n&>hB?~)%`;J=0S?*ONWl(>>o4KI2n9@hr~_iNpBJ z&;BgXm~SR2v20@F4p%cLHm;$wnVK;vV90Ck+v2+z~3*(loY`GM!UKZ4Wv>B+)E^(Le&YAkEa; z|C1zAP0V~0NQ0C;e-uc+vq*=uB!qNGk#s$cG}W9`J%5zdT*N+64;L086OIAFPRvWc z)JtgsOvf}#XM#-6R7}rwOw&|Nzm!ee^xt3tPRq3FZqDn#FbIbdE6XMx2PF+j$v`!c zGwsnIjsrAB^At>x6q_&}r;!4cQ7GL~E$^@i8G#5L(GE7$A%5~wpU^f#6hU{5!{`7R7Iv<)M4SLm<~GNKRB@EPSmImr-2M{^^5|5F@y z6DK{B7*2r^%#aal(+-M(Q_-+nKQuVY)fhi<5Z6*%O^_K!5f0OE9V+n*$r4?WP!CS9 zQ5*GE9~SU(RgR>S19{cTWU+SY4i4}D4uk<2n$=?ArCKrXTE%ZCkMSx_mSi;|236K; zs={SqwnTZ(uG&duYqp(86aPx{WP3JeAr@%SPGX;9S3|bgF!t(}f>@1~knA-4f@J&* z4;{&mH(~=UgBEKyZ)lyPXqmRkw9t@*VbX?gX}wlnM%HBWl<*7@{eTl^vKDS}_5auj zu*~*iW8^37k|)a6ZbjB&knzeI<e2?&*|A% z64!Ru{(2XB!&iLAPIxVX^s?8yuor#3X?y>&d%+KIEkba|mwxM)=gPMt&Uby8OMU-n zfA^?;1#@}zrFrewfDib1@RuU=_kV>;b^X^}`nQ2~B7oD)dl3+P5m7S%<9|M0IXX%`y40jJJ)tzDK|0h#8a+w+q?xozRfH(Y3@Jpx59k>t z9JBHu^G<`=lO>v`Cz_Tc8MJPhrt4Wn-WWw7a;RUzreO~zb9$Y3x~HQ$6@NN*W=E)# zI>Wqa7RG=O@Bo^zIwxvzByO>jrC6%ZTK_1zmVLe92cb$uaWDM-nHF6_NSuX*-;7C3#*`+DCjkFIxS*1tW0ah;Cj|Jl(|{C9vM+NWI#6QR-<;S)ye+M!(A%a+?=9o{Y; z<1>E3avb4vgvZ@|7S5p3$)Fa5K@@%>-yqxjl#jy+SmR$F=3~D4x|!TNzPy8H5nS%8 z@n8{H&gEdPvH$YVD}J4});P2A>P2K=qitOJW?tRVd&pzSlo?O_u#UbChDc|!yAGa(& z^QUg~Z>R7s^=F^OKk;t=;CDau zh#y^gANZ4B`RB64k8Ajiza<)<>&1E&$XchDAN#X^c!eMO8NZw$QX(m`&vS$@%ccD9 ze*EJ+!J7KY!QK5&(W-I3`!}qd__8t6|3=P#NAzDu_)9DqP60 zp~Hs|BTAe|v7*I`7&B_z$g!ixk03*e97!^vDT1m5=E^0krOTHvW6GRKv!>0PICJXU z$+M@=pFo2Ol{ssuQKNV&|IIqqGS{qJwW3O$O0}xht5~B7+{(4<)~sN|imm0fEZ4DU z(`q$qR&6a@E92tws!G*KQKBq8D#^F6-@kwZ3m#0ku;IfCEm^9B*Hm4vxFSo2I(C-i z%a|vlwVb&#+|8alQx?lP^ySfEOPh|28m#Kot+R4IN}Fiy+dXkDDs^mF%VEHS3m*<# zC-LLKc_K${d^vID&WAUTo_r_u>N#`Gon^Nm;_u+Yiyu$Ey!rDAPdZk~61V&J@Z-y$ zPd{hT`tp6x%GBHUb>Y)p2i<=GQa7N0IsI3hbp-09oj~0ggx-V{R%qdc7-mS4dMQ2C z9)2K(DB_4DzIR`V|Fpq@#~i|7hvJJc#`xZY+?nE?hB)S^4L3 ziAMeu98*a)>Ew_!M(E>|R90!_l{o_G;gei;>1BvWemPTrz6rymm}sU+Ta-3Rh~=Ab z#wq8VAZfXhnt0}^Crx4M*`G^i?kVV?FtK?foror?=%R4i`5~c@MrvfAdM+poGG!*% zpr#5kh#;q%;?!w@2I6L@n~bKa>Z+`k=cuHx#u_7~d0J|zsG;7Z;H|pmYSXTn;`*tu zz8ZCEtH>s+?6M=hD(kb*;zw(=)K&{$urnRY?6%x?>#a$mJhr8^Q?7&piONjWxWU|tZa~#1um- z@VkW?+~&d@ckJ-}Zi}-chaML%oOJ$>N_ucfW9rxZKzRmaFwas0y)IsBI_~8}pvrj+$D9-rfkVnqA z;*?izx#N;&K6&LE=?(bj?)eS+=spSFGSH|ZuKMZ=Eq(+Mu*WX@?6lWz`|Y?BVMG!d zc~1K8|3Qfk{O~oIUN`H=Bi;``L?>-#CMOA@ZN{t;(`PJ zOnBgo%i;n)|y0vfP-^Q#}e@Yg@@ z@vniT```HlNI|sigLwzcpav6YH2c*If(?A2kSf84N`O#M0?QTvE6BpCU9f!`j3N9u zcoFWM(1C=)#V{7(3Z~2j7n@;AS%N6Ut`M<^U#Scd&!WU73gn1ObPHLYIK{5iu_|>G4QN)Qnac37 z|Bs}J43|VGBj7Be7B1n{4V}cYY&m5hh2x?mJLW|&T5@_~?BIGnxXADkQbwY{LnqbL zNSUl;D|SKOBv*;BN?!7n*jvXKYlsp~jHER?}ZMsug z-0bETzgdxRGBBNRE2r2JiO)T)^I-1`C_IZPPcYJxBKGVj==52lGAUA_U;1Y-1xnFX z#j|=t$S4qm0E8hF6nY1pNJ1g{H-?fFY{#ppO6hdb=?y`5Od!Hbu|Nsw0pX_8|J$hb zbP7^gYEo+_<(o-^>a>)u^r&xYDfC|21!l~HAN*j35zNqz=XG=lH`QrJp?6b_+Eji% zO(sx@noqKV(5OgFE0vV`JR+!J9&N~I6uLkJsygqbMv&=7JE}Xq3gM-FbskSK8CG!C z(w1fg+fWm`GqkGpu{&ZbM~%P_HDuL!b*<`4De+WhMB%SYpv64q;n|L=p&e0;0!|TF z*m@pToQzf4Vq=>!iMA86xYZFid74!z@WTkv%d8NH5Q=uR0Slr90&zVXg}4%-3zdxm zE!qJ?>V;GyBc-j=W~*J2*;bXg4R3~aYt@^+gq>G3Tz~kl#~6JudS}$=B_TSa_Zqzu zM2M)-B3g8#Mz5py8fA1w7ewzpL<#vJB>EiZzt*`sXPvp&bGdK!UTc5f=ly)1mW~0D z0jZ~vy$HA;S0xh%%?|H_>yDB)Tut(jUC%`HhkZzoH2f*uY5x2-shHgsMSYl;qE&x( z1|qYR8&Wb&%mL2mX@&wRe|iv#^iAQ?J4Qy|%tZdO6lGbFKAQs9>;{Yb^b0Z)o4XyG zbJV=-KFt)A<*ku4vp4Z|bHyRsrNbAYHYF@**^FUM*`+Lp4`n~C@Hg!9qcg|G*ic6E z%XpjAA5EoF9R8D(4_#H}Y7>#;Tu3@kMWPor;{J!cxl9&cnEHgX27g~D~{!Yu4#=A zGyL)w0(piGJOomWCHZAy(JCg7GVB&odR2hjB|@=PnrRiy%GQeLv`%`%Z%WG}xMiQ; z8}-ZrtK1)4IDgJ0_)nvX6%pZ0Uhj4d<~$cLAFn$8)^Lek?^3tG1~mLaBdzIKsg4=3 z`4x9uJif(q@R-^*{&UR~^fK^Oj()4`u(}vRW?LLWA%=>#0dWZyPN@HFwe5HPFE+W; zctF=zV|tsQ!=uZAmPwiKcq64LR`KeqYe-#*FQCddD)BfazY_6a(ST zv1QAIc?-9Z|1U$FuQ#8Bo1@t&ZIwq59z4#PH%z9iSCs{UF|VRD7SMhl*c`imDcuJw z;HZ_Lx1B7g-?$|Y?>yur8%xRdzgJJio!!q{lV*FQtYJTz(EFvn-a;NMImlnfV+G$? ze-}J9;w2QhH4(NK=KEd2oU+tl^Wh?JtkbY})OT^U-Ek)&umu-gZQEBERrqd<#TyrA zGdhguM~)JkqQK4A0bNe!cWG7O`hSUwrVGAA(x-(=x4VRx*{_`fHHLM`hoALIyQ}tG zL$b zk=DJB&t`-E{ky!YQ4U^w9t7lM{Y&M0J>qcJ7D74`{79t%;0(kP;{=I?3V4Pjqy~YJ zp=i9F5aLYl5UOBGRXz%_Ft)JJGU0dh6`vRngQ3y7jN~C4)I98BpP9qL&Wgf#Dn9ZZ z1_^NL3vq_N%;XRe3y<~*mOy^a^p#WYbJV^L*QJio7mF~s4wvO5@gwn5=HyaBMm(2i z{VJ%Zjts3EaCh{Jbjpl$Mn=9{j&#ff1*?$6GlyB>a#@;02>>JQ#3I2+u|Ei+{{)Hu z6O0ZwiH`J(j?RpZ^@}bZB3k`S;^imn=M?n?S1`cOJP;Y2@iiuQIVS%)CZ~cVIoc#G z^O>(nEQ@E%hm4q-Ox9vt^9oLma_Tr}QE07SoVXocJ$rbwD%;mXvd(7QDgYVgD>!=C zL`KpBJ{~P3(Fh+OC7betPgBPaiN(*4!o@w}M>83)U;87k<0XJ>4a;#F3Y=Yv3G2Ab z-Z%*-70ex+HixR=;bA!G4di?%TK&|-TV&$>a^mB4A^`7$@Cc=76ji`X0`6PpxIS;M zYj2j%G`@-y{w2yE2R~4ZsgQ_Mkl`g$;n6W1DJv@ah&SWjCv$bmbI*jPOckbl>ra`$ z;2zKqC=MgTOHX>~&nPBpbbig=yG(Ygm(pUy`vQZP-=ALThF;K=dyw?Yu;>@jXYs^iXz@v%O-|+F%HmPW z;(MDV(4MMpO4sY15qXnE2TY8k$w;>2d0JCYjLA~2%vP<;`f`+=hL@A!Pv;>ghVak% z5T^V?Ec^LvX4lx8i01^a>{*efx%4~U=7pKPrc6EUxuwROx{VZNHo5a}g}E9T#*cC@ zW^z}>QJO}K*9YO zQaG;wz10TUK&)hzT2hZc-tdwxf`KwUF_) z5K3FbB2mOTod#F<^h-BHB5TEu@_#1ZR7YlasA#kO{N|XaiRI^KzoD0cs3t((i#J8GyIuhBamTh3#BmQO_scF1kSNps=iLIKIuI{aVX5#>ar1er z^m3^rw&Q=Vx+dIKB+*u;NK~epRi+12W@cArcU0!CR%V;wBh2vqlJODl*p4>k=Es#) z9aS}}RSDeuR_Em&ausZL1oSwpDknR`=Xi_tDm%Bx=xuW;MeBHKW-z;~g~< zt2I-%H4|p|yZQtO8*E1y4i_^%0>5^BwRZEi7UfJC5>VZuUgvCAVNC0F+);P3TKD_5 z?u@qnLZaTmgP_u;)*DuT+fjcXtN6pY?mcFM6R;w0r5^iZ18zx>OWIF4!TEJbk&w=aOHA z&A-0<_*E?Dt3>BlshqDg-!f%8pGiwLE1EYee{5FGX;$xS)?91Wmi)>x(Dct4I{`pJ zd)I7|(_$vsEJwg$dDn9DilFC=!2Yh>h9`vjW2^I12l+Muda|u`FQe66vTc!syxgD9 zyV}w-r!7#DRbB`jy4vR0(iUcp%$R*6W=uXB;>ItB3#KIxhXnkIq>8prfv-JP)gmJ` zII}z3KM{bZQ;{PL$QMF5rzGw2{WyijcuC(^;!__F9Z%pbVZY^CxXb(ue%g{0#RO}sugiQK@;RfXZWFAV-dMy^`>KU zfnx_Fqk&0f+=)6f#8~x!3Is7GAOvTuM-LQct%NcoK6tlFpRPp zxO?$Qb$60a4tG2X8)`w`CIuGY1?M*4P6RSJL6B=F&V&!spIEVH-^d@(eNt-d%OvOm zud@&bg6XBOgZet#A)m(H4ErSoI>W&=x&6l+__I-L{PEqrp#-xkE>mkg(TZ~uIHRbB zG>E0XEW^AgF6Y`Z{|`*g%vsWAdR}k;Hi6`MfyQoShD`a%ml75Wz&p5_lz%hWSFnGi zB4&YrebGLi&g>!AVZ+%tZxJ09uo!+ae}%F1E>GA+dWraW(fre-X=H&zA0>etG<%-ygmGr!oY(l}z?v?z96;jOABI(s< z3o9j`Rx9#eRCce{5XzNptTr&L5pl0ITdv7FtReH(EdQ)_Y^?Qs;_qcxM@_B_SgsFS z@^^h&A7@w}>t3JATbq1XZ>DmnG zGnUWX9!&jGWZZ?@cLQ7KA5Gg@{oAdLvZVYF^2eP&8(a362>M6W)0u6?_uEaSyJF$n z{2oltPzb@zXX)p=&w6&~t#)X8WRD&MA^E#^gnJPeyIL4O*hM$RWwsUb_rw$4{5QEP zalWTJmHRw-Q(1fCQj6Nwm z?j|vAm)jp`SoNecZZq-!{757)`E1*Uap$x45A~^^Hrhv=FAi!F=q^4Ty#IY9!I+z) zeVm)WC;k3MbHWeg)E2sW^Lb9)wvm-zp<1t6^Nr6{I;QO6K#$ONmKl~G9$8HW{ zrnYyb5BrHwky8}aQwSrg!mRHCt{I!3 zW{&qn4R@RW0d$@mlV_kU1g7;FZhbyZ!5O$WmtgA*@?Qoq(>Xa)BAN9$HB%f_!8v_m z6y4T2R5qN6>4MEIl-2rzQy} z1Jf~*Wx7-()>E*)RF&0MDY(>>RoB?M)FqbJVY)IXkbPx+WuhZxTySL}D`CEMWfQz+ zEBm+Y_R2o^uLWx(+PU}dyREu~Gq$l&Yfg6r7cYxvf60{S|M=_Wm%rg+~zXfmRR4G z3Ebuu+-7Z!S2BSS^|uYOx4GYM^LuX^gYS^Uw-xnwbz3(r#CIi3cdZ4t+5g?v{dd!z zc-Jp*Kd^Pz&UD|&1Rg-&j9EW)1>Y_gJQ=SZ%G@5RzCUa;J#PQ^P%H5GGx)I+{ZJKr zb2)|+fWQfapf8xv|83y}yQ8lQ(6@=`Km_`a02(l(g2-p)Sca`Ju2;WaEik)D8&)&zcr{FOc&wX8E4l#HmEYJwHnGc{AE;U*&T#MXLMrHc-R!ETP$u-B3-!Ib}&UwIAh{_dq*EbIM`EzDWF7QY~QFvWo;pp_ZFz@_`FMzo;S}^f<`Xy!}N_~EQiFr2R>EcgiH62 zGl_Cq0HU9yo-1E0iWUgy(+4=rngYK8-A$k6abqL!y8}e z$YO~Y=&5XQGq_S`{^Z{?6M|-cF!?~y-9vjRFyR&}HlP9(O^V1Pej*-mtn)|T#h|9t zq-X)}su(D>SCWEG_XnwleR_{{HI6Jkq6Q8cK$yfHjSzxNjy!47hBpN^9saF4W=kaQn;*aqau7RNZ{+ub zvcgC?p9%2;IxI>#{yg*VXCLy|b#IFFw5%huM6}gP+Z}VdL|ep8VgjUQM>lA;5Hh9ZaX*tZnL>05zK&FVtZuHb6$TjNW!(#}S9O@R|es zREdKaW~%mpW|2>sl+z0aj!I_w#dzV2;;D-t&;TxV--L@n_Z=|&msWOSI!9Ft(Nmu5 zVx&{vCkuT!-rmUV&)(6E+pdxgjsY=vnL#Xs7=B#sbdYqe5lXV0Oxk9tTh0D z2>=O2Q zpY}*#ZwO(4bpX>XV8p70C=XwMc>-t|CV}67{!!P=qPZWaaEbt6APlV}LJEz>cYjUO zaTZ0*c^0qH^;;T8E84|?YD6+{>&9RzmMWZLI&h+&zqn1CO)Xb+;PxH( z3e+v8M`p5e0YkumDNlw4T>x9JEr!%G5WpI3B7k)GCJeWyANY*Z*^~sTEDQ{ZmF5g#_nKlKjb;s_G}u21GJRvjUen zS43Y1Y;p>7t* zkf4UX1duM=GgltaEcHclog`E!X+F)<0Eg$LivkhP>4YVbVkR2NUZBAvO>TM}ZKZ2nxX@B_jcm zb77IcAf{lWryv1R%3x8yVy0zgVH9O$Wx-{Gv9oFLvq7=hUqRVL_3yG+e2L2&Qe=eRnOW$Pv2Tkm)|f*!Q{P+`6mnW*Vg9dF4o4J zcE!=JRqX8F_}IVtRr?uuQ+?}2p8}0ciw?s-d;LBnVvp@QNE6H z{u@#OTZ#emP63G@0>Xm={53z0=m+*%2G)NFgxh|~hXoCUe*Wwfo)sJp4~R%dL^viz ze$5kk5uKV{ z7LtR^%gIj6ZOh3k2`QY;DJu3a-b*d6uPx5{Qi94UtuHC9Eh{Z8t*WiAD$T8KE2(a- zuC5-cj?SzZsH*weR#O;Qdt6f6*;Ln*P`{8~Khe@qli2vPwz0XSsk^$ltF&dJtYz?P zOJ_?k3{@&5k)(a)pxgUjQC{k|jg{L!ENqy4F4^yBf|-mi=OUnf_; z_8w2xew|*No}MoJM(_Q;KmUDl@%!Tb_sQJUO`uK3U^@x7@Jw5!m zXg~xWy=nuZ|NqOXn@YyMaK5Ut7;E}}v1$hO=8BnO)i2zZ3v8^VM zjXy?`SiiQEm>?>~sXYAU?~~s5ccv)BF=}-*AI)(p*!I-uy?7H<=tN=vAYy1akK^*d zrqQsp+z9&ckHs%0RnT%c!g5yF9SJ+YFC<_qHP7_U?lw@XH)LRDH^ib$V5yX{9RX3@!9L|B& zQOu7!6hUx}o)t_xQ^@esX%nU!+ML%Z^zn#;i~q9%jh*?QPLm0Ddy%w1Uf?nq;WK+J0G7l9CGWQ)g|tBrQoBcUPbncUQV)!vZYyxJcRo6-C`orduB<4-H%a_6B~Vc99iGS)r)c)hT|pZ z9r#k6#t%$vFQkmRvdNq5yQErOI7aQC*IdqOik@E1>8kLF%)^V6ek(SXu|So)XH&KKGyI_rPj$gSb@i#DMSny-4c+ixrUlFb!S6o=}zZCAo z#+XpWrfyK;^HY^AvqZ8fYuj+A9%bqyv4=9$lNLVpSbQjPk{=KEPUqL;%UQjy3c9_@ zwBQ$gG}%2AeDG8A%?Q!oXOBNji5s$`2XJEQKewS9EjX1RWh*TJaL<)pYrzy?gla(;x%MJibJ05ye}3ym;_Md&hJ%Z@bucnC3IE7vDwXz)rFU8&?vvG)z<)h{a;9 zgs;n48O=vi!pd{R!9`K@v8p12-$;nfFc%2P;RZo}&*8!}Cv55G2f64SyUpb5NkbY+ zaeGx_EnXH8cLZ8ZzZ{xyl=zc14KEWOSim_H`l`{I?C^zJtZPHBh?t=Sgk!sm(%c_^ zd7kr1NaSjq-=Qj7?4t?qy*D0Y>WEzY7iRKp30mh!?o00Ni*lY9EeZlx3ZxC4iDGCRw-JXj zP%h~mFDq*^4L|uHbQp#bOLC5AG3mnHYi%}!m(_(U%XK8fG*btTqfz4OxxZY6g_!ri zC6qm6*qp-itbnWGhU#A=8lDb$F$__vb*TpIM(5*}9T()~g5k{C{dh2&MV-vk%s1BU zE7RGOkTl&07UjE@Nm}7%dNx-l0hiTP^y=SMb$)CKua3CK|d1J~k+tYB!U zM(o44^`9>@+WMt_OW^dInWGk4^07F$1T|u141n!xSp3dH)t0Lg|GK8IIM}%xS7mJe zw*2Q%E5@UTf9-S9xi)a(rz5w1R`jnIK-3U|qqz;F%5?g7F`k(DmSG6k+8akB}r)4T+8lroQbryTi6Su zcbm#d4qAF~g_%Pp)^qdk&PjMREL|Gbt5R@+e|pX|?brwuW)l6Ae;2yY0JHzcx_K#2 zhJdoz8PAq9=%IX{&Jfv46F*;e-k>Ml6TapiXdXzc-AwsSea-(jaUgSd^F4&98G)m9 zC{K4g?J}hj)Ox|XmOCG1BSVzw@u9Asqyz=r$%UbO@H7r18$oIj953~D)7Ix>EI;K& zN6ZvP07NQn`svnC`bovRwKdg^Ym~0D%-_3eD;?~eO{(@^lMZPKwK;07yW3I^+Rw-f zmkrS<9L=DP4575zLq`@bA&r(6R9k z7LVJ^`(Us%$}+1hs?E`c_IzJV2i$;gWcT!#jG|5)nSUn!cB5p`==KaHS9pwr34AWZ_2!_$;~Qw3>eR{VbOG`H4zPak^bLQOt=l z2raulec9KsO3wU{P(0LKmNoG-oyG8Jj{Uhyf5*3;azIz7FhtW_q@uuSNWoC$~ zlu;Hm82T4_>yQYJEPZ}|9qCRT<+&Uvd&pGeLG4~b%l4c~f>b<1&SgG~*=t`9;74h` zOd0g#!kvrsT8@624@M_Z$Al;g-`hro2>CrrR_b)5j2fkUGeVB}2R}tDw!|d13^(Sl zeoXq|)5}ZB(-c}w9S81zvWLgE`o$qL7`>aBU_>ggav1;n zI^j$#cH8OMu}R`zzo)2u!ukK8YH6{=gUCdncv5u*+wEZ@ZdMZh(FZ_fEa)Z)f=7dG zN^puyqV!LuK6($JNv2;(E)+_p$Vz4rPhrb?LwA(SnUxZPk;1-`!he(U-Y11y{EP4y zB`@9=F?7}!8m=!QD_>+*D9HTrCB#z|j}rfIewNKjRi~lArXi3wP1U7ITlY)VFikV6 zj85E5)o)L;sEjl4PqU#(SDZ=JSxIyBPfxy1vujU(S4oEPiXby0-BUcnqaxkaKSO9n zGodvja3v$?CL@FL`>GY_?lRMRX`rwqTWtT1w! z@Rh9mn=FKBX6nDp64UH5(`?i-V~S~d`bu`)Skg{$R#SV{Pm=6b{~Y9sI~c{B_zy4t zEGK_Drw1<=g_qmAlG87qJM5pEn2|f)o;!7ulLyHAwt`pb4{;OEs;7B#1_iG*@HHg=&&&LM|3XHR%)|D4`s^IgO#Z)i-VvIDo0tOj z+x#p4qRS(^dsE2DShf=$0tLea=oY`c1%~tyIr|_05F9cIHym03#GNP}iSQXF)&~GQ zZA!?ik{e?Rb#F;R+6&EIl`;gBhTjz4tQc@r6+NNqzwHH(^CIst;@hMW02E*g#r1`N z@N|ncj)|pcaWrq=-!~AWpa7z?Jde?*z!T92?($%>@;gCnKp%GKYDuJHp&oj*0+Te8 zUB1*rqB5wm^j0lI)VRoU)kTI<8RegO83QfguDTd2dVO5rHAd|HG%bMPf8YkY0V+IW z5i;s-cY;L3Fre&hq^}te-x+bYUHze|3IM>1sj3Jcu1Js|f2kk;iK`N`u`tD%u0gjp z!HD1xl(~E>8*G|`{!zR8BV+B@DV@83$Ijp{jWUZwNIr}gcek$p!tZRgF3~r$x1G0J zzG`x%s5`Xkjeq$$3wgksBqXTXuwhGvPD$I)UR!5ZA`7P60S6fTXj zGd1AQ)Re}I1^ikdbM2=wx|n9Mw(}R!B~2gL!LBYW0xu}pT%c?OO%<;yF)@mMcJPI1 zfPV&1i@D(0DG^AA?M#7M*sF$L2qT!u}usfHbvHHoKdPo0qlrBKprbRLq;kixx z1A=D)0Lj8YxsZzcKH?1W`gn*quQzkmA{s>kxnb4!``2$m4IvcXu2`M28*#7ljtA@vG`m?CWw_By0-71PB5< zZ1C%o91nj1e^nFIoZ+{O5`Tx_NpP3rWIN&n;HV)w-XOp+0SG++2zCaFawlkOz^{XX zB?A!7kZwf?b}X#V`=-U_BT4Nvo;yYy6>}@TkZk!*8(yKv8v+8duv+hrbO-0m-R|Ps zZM7bq884)am5bN5%MnHYhlC;Efuu*xmdP!6lW*``2y1|h@3E)Nx0NE5T2#%!% zj)??x-EZRn8isv4FdyIUr7T2rie2J4P+Pt3V=e3>nBD4kPffPemYGObufuoJ@BJ{O+1o&KhoR=#5l{3+ph+rJVMdM>T6w18D(iS@Dz1FnH4L-b~ z^Z%%_so8c|Ibd`?8F` zT4E9aAOhMUr49f=0G|OwkJEXK003=Y$?qf#2mtq+An_v0L4Q_aL1>K2xoA(8>rBb+2ZMuvIN*eI{$C1L^CSR4%*$8s)H(k;e#@&@+JY&2A1 zy5srP5VJ!8;_h9K(}ZeO!^(t(EC2v+!{QYb5!3*voE}p2Po3%dMlxeG;4eDd&ii2r z!lEgOP;7e%L}e{bG%tw@DM&)l#F$n_7Z($%z1n5k95ga%2da~tR zEAi{@;X4Ge()2VQ!%`Xa>0Ss%A^^8L@mVdgwIIL`;pnFh5O60BbzY9zfX8-|z+H#_ z#nvCFPxKswMS~=W&SQ3%BRY;qq>9vn4QW;*U9&%%l)lERkmlb|hyE}lsExN>tubD^ zHGcQ2vD%AKyi3BPdd=q!_3>ye_xQEkuh+LRVuO>OHl>68b}v0%zrG0kJ}WJnA0TSC z+MF1+;feMyuQn@w(*WKi1YiRC8S04Zbph`M-#9wsW4a#+^KX&4H{82yU7rp)zeA+< z9C>yS&jj`eM=PB~G`ce@=0AvF3w~Y13rS_jDPn5vir!5}9-`gbBoNRYb6}iU z5P)%KUSZF$^i3D=Jn0yjJ-#iTh+6s~(^ENhQ)gNSnN(llXjUkFWtU+fvFquR`u~~rFY$q2pu|;h1UKN=ksDmG*(DiUjwy(9#mutC7|dwc3GuERhNn3oTBUl8>JB2@UI0Bu-B`4`yXFD&|Y7k zZ~1yD{1I{6_!WJa#s&87n-ekHy_v)uFuTH_KIrxk0MJ$0RE)TrXUBsiv-T_E=|ik+0Zz zx=@{7^~(4GjUx!dz)6i}vb6w&0Kz#*u>q2qMXF4n-`m78MTEEiz+(wn-ig5Y$>|)8 zH65D7;x9N_Sb=@&R0+c)JPc*=gW>|RflGLW0O#D@a+T+T_%`tl(091F7)g-51nIxX zVl_D_cR}VL1G_PHZjD?#_8hRyv+_@YDHkk)-0LdI7)VZM26|j*9|jD`ET}DhQ1Ys( zrZt;TRQliEQyc{iO08{g`oq?Fg}$C86P#Kmb!gb4{W#G$AI^+LIpSQ**K#NE?Q6z@ z;?0>^FzSr0KDK-iHHp+xGT!iG z_`CGlrTcyNm4up0T^EW>K>DIdqn=FRhg?4x6#a)LnW5D+ePA7M2o&Cb>J!xFz_acZm0Pa#8uf+{qVr}|%eJNWb)rT*Ys z+6o_CzFM&}OfzVZa!p&%=+KwsH4**tLBH2oI$?PuoXqEcw`fy}4aeMlICt>HO207A z$@@>bWskMZqGKGZt?m*gKvnN1_b*$wZAL$%x57H=;fT?c85WTa28G0v{>d{@5AwNQ z!L$8o+W>%2J-5T~qWoEIOJN))E+50?sLDXE|F}aGhoM^dt@8TFF`0~%UhYkhHYF_c z{i$H!dLc^;cbH?UOH zRt>967=ugmVJHj*p;$HOFE^*q^N9VDOOl3EWRG+(`xt6R{?D`Gd-7DQ@g+UwHwyXt z!;ueUpx4y(o;`%B2n}QoO^+2@QY3E}0OF(^imwm&%&g--;k7y7W1JL2p~SSIYf50% zNRA%0!vOlp$#AED@ZKqKUkzlaGp5RB^FDtgIkyG7XMPT3;{>~hsZ0G%LI}fj;pO3$ zSfWUEqt@B9H!+FiSFo8!q}z2Si`s*1AcEB%2qtg$OI2VTk<*1j(Bd~ zFpN0C?|&zlQqXqqdTDmw3VU(aga7bq@)kAuq$#?mf6diSEu~y&*Y;`sL&l<+LA4U0 z9X=_qxX<_@97fZLXxwu-Lbe(7wN1-wIuSYC#(?)m_C4Azm?r=oZ(>BD<;E- z;>1Ab>Cvn!DvVeJ(qVsRtel)G4X!c3NzNE6Fs4zxOVcv^*Yf zA{(*KlXB^_tf0XHyiA(4IUiC9HDJR9L9u#h4H||y$eRd%W%#i=hENYu0dygJ2E2Qv zEScfVrw9OGw%R()=4A>1_W7Zyxi_U_ujH3ly{hmpBHW4ePO8W6u2G$~M80BerdMbA zp44`v8GbsoInN>u@4Lgg?4AtI*kD0@_?f;>&;CLb9diRXMv+C1$@#z6R1(DGE50d^ zQ}l+k9%Trd6f>SykiwiY3;bo55A@zWigt5ZK-R{dn0t^0pkkwO z1($x(ryFf*8WS32+&%We|Iz|IaCmW_4k8c{Fc1n5IoZLt zYKW8$mzyB4VgueD*r3xp*!qV@*{Ok2fUa$VAmnGbr4}Jf$80D($h!}XCF34O zwZ2WS+}KND1+`UW#^`@PAdY_t25dhSwu_Oz+6|2eA%WtP>c}yK-8Ygwz*q?JSLHK= z0Boreq#)cr`fv{-_mE-+>RTFenc>7YNjp2-Uh*%X_RO}t<_@w+XRwY!%n+>I=v%866{wA@i9l<tH(FEub9^QMj6Nl>JQxhoJ4*eCDlb5Kk?U`rHG*`H82w3AXqO)Cgv4N?)hgZ zXIB0X1Y10EiJU;~HO;iHN$4X#eE#1k6UBu}kY&BE<6J^;NJ0mnQ`IJooq z&md0e$Hw)DO3+1GqWOmfmZAQr$4%>$ZO}0*mPukz=zKB;j=i+wtsvINuLTb~0$cY7 zD#5o41^@1ww;sN)5Lc_};c3FR9v_47h@pwBFE)ddF-N5knV=u-vWL~6SIk(3A-xt( zy`5Y=SD*WEQ~U4~g)OIJUvWkN=V25d@$PBys=hLy*JLntBSB_Sq?{ooYp`HREUfuh zoRU83)P9;0xy>fn!M8q&`Tm~W_5zajm}nf0Vytbl=Gcl>;~&wO7yt?=iXpd>GBANQ z6~$G8;+{v)4Z@zyqXJl>eF;LI0*7ou5`YR$!o4UzTnsp8C|VQ>lIsh@rfs!bd-8&y zsG3odg9B3Y11)_h`rHB8TqxFUSeieEg1h94JshLywlWtW7p5Y(T48r>K&@m@y#^%{ zIH(CK_TL`#aFRdF!TI|ZXLm+XE>4lUdCT-w>K4?KcY|Az*zcys8IBajAtVS?w=RN!;d^ks9*r8C-7kTMI%m`hk(>OEiV1Z{?Q9|2q~o9$au?!YT( za}H>{Z+bjmm>XfCQTXK6*5xkduG?u+rMDaF8mzV0RkQ8T2rV9W8OL%V9qaBVgtNt! z4?-L6@iT?LjizccC~DLqvQyq^)Vr$}dut%!-wIR4+lAvg!0^6#z8=LKMtQAVAY2Kv z?lawl6DfRPZ;aG#tQVeIFbv!q=LiC+Jhf zG8P2uBSCY6wF~5t2Fn`tf$YP99KY$sY$do+!V_&ZTCKX8(A(OycVilUY7c#K+o|7g za)o!gH0kuU8%fIkcuy(3;7<-!-Of)Fmh#=*7gpVB)_A8qvLPRYg-*N)>FuTsxe3n3qqGsOJ{eLInIC^t&RlMh3G^I&x%IOEuBxdMbFmEglp+e!M$gnS;k3R zHEChT^pva#T(^7_YwUO?(M~<7 z-F;QrDO_F(Gfaim>J_?9C=kMb)|hkD>UHsr<1?5_oUZi}uJ>a>hD$eA zTQ=5)Hqswf?*gaMqps|I5JNaG$Ap&g;?OMNpY=A)r_KG+1W;T>jU?Z~dLzYLoTeqr zbTv2JvLbB*J-YE9*47!t*16K+`ww#1HOBA~t7d#0iq;*vVcS6mTZ8Z&#=o{m zYMa~ASbC0KmX~%J4mQ|(J4}ycme4ru8|G_o7|sMScls9BFd?{fx6VZPOFW$Cr`ErZ znzFWY-i_*LwLPs`B%Q(>vB1ws5y~H}y07UZ#<;P6_+`gyJ{oc6Bi zn{^R+-!;2Y<&0(!-Eknd{Vbe*R&5dq+A)h;MZ)PF99s0Sc8+sK+^ZTJRaKa|4QD`e z3~@a|aMeatqnX%gn1exCYTYQEwS1qBUK#c6t5-C7rL^$6T}Kf8H0IUMX_LKjT5ffs z_&7s?@-VPv2Y9JsW>Sp1ZzEQN69fZsOTZ zE|(?$278?lS{M;*xl`<*$OlWN`Z>!UbkoX;9A`$!XY#l+(#b~vWAq|~nLkt8+UZEE zB4`7^bD3#`Upab(c!rW3+nkuy8&g}w;Xd!-AW#weZ}7rdYF$G@bJ<&H5yp&|N2$Pg`g`*&gz3p59PbpuI}2o?zZvn1WYI4B3N&?&xrn=5#yXgsLn~A zos){5lc_vivD_OL$9qm>t?Z9aI5wlf!<;UduD=JSr@mSKWKbt;#H%~;CU4p;tld2R zW^?*J87&YDKaPA$ zL3%uNh_CAe{-8v~f8bH&`CsYZ_mi2n1H9?yKIB$m;9DZkLQ3!zV;u@NUZ!q*L9DQi zxjN?e>v2xH?n*+WGy&6hd-p|8c;Fvkfs5AiLC{NEY?VcV-m?()E4zrZ*ZaTl>(BH@ z&cI7&PD=7KDWhvU$kTGz8V@qoD6>}5j@WWm$)w0GlF_U@j9^M{ZfTGf-A~8FMD|NHv0$8R}ywlI}^rWvuiv&}1uJ(%fGkNh@W{x)p zCOYer?j%Jy-G@geCxx;SFO$OeC+{S67X9Sp{=IXDe*66=hYL|u&!6xA`{_GNFY^Ak za`_+skEjp%j-v08V(@~NwksB5yq*0*&nDx`Z&jRRu8(4OU$TWBc&*uXR@A(W20qI- z&GpQ~gckxYb+2xGHe2fyO?xjgXT}}S1W$G=i{}?I-z0R$!%vnQRHYEAPu+nb&zxwu zQy$->6Kv0=`L@d*pI~eMCWCb%L78vmiaFb{$GJ?p=;Ge?62*pa*tffS&CWWu&6oR4 z+qU9ZnMHQi2mK5o^Vn)DUug?Wm3-={1a7E-o$#v!Wca07<(mrCY3S%K%e-}g@>A7U z*4ph??Uk-y`LX@^(`EcTClF zNa+;+H+DR3%WVUqAqiqh&w_8NjodW+h7ry4WaeeRie#yokR_W^lFk}_lI17Uw_0UT zpakLFKEv%7^aSef7q3nCA!GVt1Ar__>H&8*aJE7X)p}(0m7&Bjq6d4+ zd;yM0I34?H-_SwJJofx8}jFSD&cWt5OBQLT+=4X~A zlo}zgB!&DT7oT4J{r6DF563$i3%?vg_5b^6W!4)0>(_7naNvfwW)$=?PID#Suk-N7 z!svf(Nnv$+O3NfXeA}=bOqQWaJ-p^?I8$^Q2IP+9aRBTLB4;fox`o)o7rSF5^{8K} zAjkJb6(RE01f>nHDQ#3E5e1%yp)rkQ>}?E#7%!;y8&uCk`?KatN;R%NHRey$PavT# zw{|O8#isXI>9}QfaVrOkW$(?yiSWaNhbzObHWYM`6?(+R*ok@_2Z%yhgVeT>us%@! zI?_bu&CxE09l)4>u^25~J1^NE(sz)?5DUrycpFn3jC`KeYBxb7gwMuZnqYGAn)Bi_ z0YGO76fdi|DbOFy^)8}U6{PPWX+BT+1!eQla=Jm{8N7dtO4CHxOy)KaKV_+XEBxr1 zloa9>RT1SfOX&=bZGua>SXRS+EB+Z`9>4=asjYV~K2 z+CW7~iZ=~(ip#@oW|S}7)u7eV;>Vdv1poC`pUEt`fv1ZG=vns)A~dh&?C5fC^?12f zQ?=CzFKrchOIv<^66K<+dsUNFxX({ zvDR#d8WF3*HfUEG>F3+4B}DJft0ol5TAZW4H*1oysjDldeN zqX@5Sz#Z(}jhb5fj;e=bpQ^4Bx$RMzE#UaqR=HLhhBvQu5NiJUhWOMyRgDoVD5?G6 z-aCsr|GL{admGbp9oD?JZ<6Un@z#fb5y5TJr?ILT>49LC;sg74!s5Ek->x2UUj#&~ zZ&O>^#qnteQ$T0q*SS%<)@~-Tj&v7D?&dEOd+JlIUbe59cIkyq^Zku#k~~qe$X)uv zVc}l!sm(-`RcWQ6F4scD!jRs@4=vYl%At2pxhxB`4VW5fWjS=ul%%eQ#|<9$cE1Bq z%zOBNy*Q^(r+Da$F|M)a#1LSEpkZ&FgXw!4yn~f1GTwj=Px87CLN9c@e5>=>r%SkT z)hKp8)QZ6^d!(3Ze!QqhtN-yEpmiZ#8&-nr9sog`X|+C?ue)>Ql`e^o#;fQoHjPg9 zsppQ29ZJsYH4G2vjG&ySA;97SLW$BYhKoL`aTV>uZ&kE1HO?$8WE=ex%(x@7R9df) zc+yDkQFfibgnCrXt8(=acc*w>p%qk)5DYr9l(s+Xxgzw{JnNHb=?bF{A|dYc$$Orb z3Kd#GOz(w?=PvW|EP)^L&EtGnLK0hb5V-e~Lr0|rvC@B99AhV^(l;yhIGZNJ!Kr3P zYF)4*P&nR~&AFvsx0RWdTYef#t7&6HZIc$VE8MEB_xoRyYq1kQk;iMfMU!1O!&)Bt z1nZ1%e!9wa{&0_JO~W0vZ^eR7SK)rU+V`g=KDCQV)QrBFk`GOpTzSq6Kb@mC)F=y767on)KV4iw~+6PJ>tNjiNpVXf_%q`g;;DJ^T)iRN_uFW8=eG*J zLUmJxH)Z=H_65OTsNnn`GPhSUnFK~-7DQEnwg5J}cXV^V`3E=Hed%kOEC{U#c@!N^zF5HaPE`5HqvZ2Y2bvnH$O{Ot3c#AbR^<5-%t+1(Z{oMb(AQ$g5deGg(jv@X`qgff@@} z>Q+gn9++Re%%9&Yrt&cHBTosqiej9B1Io?{!j!}qjR4(5iN0b<K)2A~h1$bzOB=7oIP;2&FEBXGn$Q-CwOMmJgIx7_t#}ej&Ls z3nWS_fzwZNLqzp2oGJtpT$t*l^bZIK@k)l;GE*(~g3h;eHRU4G&AhZ(;~PI62_2xD zl3=-Oa4~_~Vnr7e^h&jjJbGeEI62a~%@$Osi>{Z4d!CSWQ;DE{moR5+g&9}5{Cs6L zr;}9lp+H8RKR&FW6nc8U2R1ye`R|k#?46dEw9XfqW4kh?<}y`29*Qry4XLGM{E}g$ z9ntFkB6~4nU@?qb2DgP9IA%UCc2IMlrc{%Gj~Lg1(3!?vKEOY#v<+k zo@J*(lH~A7KjntZC(2IGT}&>+^J$*5*e$b$y|?HrvniT4RrWBeN1XmpW~c6Hp1XA8 zkF33Ec{$gzjicw~-m>5qOJ-VfP7&oe1J5e+^0VpXbLS4ws^xS^&#p+h^UZR&SkI`8 za+jCo?`@XP&3P`(l(N-4?ApsO{3~DUT7EVnM-%ZXoRo8umv_99=m@UxFj^VmUb%pk z_jL3MA$YmZExSkTn|c^mcwei?Jn41eto)_i6+JI`U*~?WPW**HIiCZ_rgFB=uZ&9* z@|W&{16L{nzsLveRs{W%r^71gXoX;OC2s|lkKgh_pM0oZrRMO8+hj$UbH(fOif{`v zTbyTzz;uW~<>hM%tK>>IONA(0#p^J_4!E2BFVV)`l%p29Hs$T@{;Ug?qD zZc)3H*Z)CI@9JqtU%CBBW`Y`pX;IaRDATcvbS!KlXb@}sKsFRON8KJUkA zH(}M0FBD^q_st3s?@|fEx73xgEiB{f=i>h<2HQKkqi)=GQ_A(K&J9$$6R~zZqWX4? zY#Ls{Ox`g*hr<(^g*MQN|WP*CO4I4uTKrTT>3NX9TMx;>%AD;%B8=Q*+nXmNR_91 zkep?RX2-rtN8f{vmnu&u9z2~>>0Eix`93|6V$jy$8!elk-@g8->ZuQOgnT%6AIpJ&%&t?H9cyf`jr-+exf%JOBUvpV!|qf{S0^uw(3+(}i>ifhZR9-}={Q(mgUu4_Cja%NiOl|Jsll3Hsxv`qi1F6={s??ULDx-DnT& zcmGWK6AL!%?ym`4PK*VW(!ojfJk#AWG2IZ8Zpg825~1hM6jO2%ygElxBeM~FJqo@1 z6p2mJq^ZJY#2D>3M3jCINE-{*f~M#A2#SzP9X%==O!tgx?~WeX7e(Ljuo=CYAGuq8 zsV|iZjQ6hei2@A53y2qo@kJ7Rv^EG8$z0ssB=v$uq#>HU6nuZsn6!zE5TJ~TBV~}J z;?(;DO!n`R{|45r{EHPsZIWgHoPU7Kk5~`~By&hhLzN67fk%AR)ldvjBz+CvBeUAI zf$Wjl?D`@A5kznRAqJSvfuFDIKQMU<@?S%KCbd#Pk?cNc6U|A=KiC#>l7T{yhr^zO zMq)|d{tsDs@QErsjwI9#NC14H+BgCSxTr0)r!KHqLoMi0(%GlTxoDn})DV_>Xjsei zS2fE6_Z^v;r4~RkQth#Pec0D^Vxl@{N*ZuGWx)s7Nl4=Jfydq>Tfe3lzqjj^#2IQY z>Qx8~O%L_HvHDMLo0hZT{B0VzR^{=edEIw^7N%!!Efe_yQ zn&V99xQ5o*I9&q7R=Z~e#lU=PAQdoyKi?GM)U_l)LJ|=WiG${CZp41GI=}f!`Von$X8TIV(htD!nP|pYT5CZsWbu=;B%2FUrdt*>u zm-*{h&}M^7KLaBH(HLMz7?J@WhOGXheS92gzMCJ#03<*pOpiDe09yj^rLB!2hVTFr zIj(VT8o>F~qxQ%vS|+IZL)xt%-bS*(w*#bPx5{M>ToE7|jau2LoKmj2bAPJBLhYZX=65G_kSpqVmJ!%9%0uv`A^jPL{*S<7F ze4tA~g0UzKkt=(2UWF`!tu=W6>Ihjg{aY%D#8gN1c}MSxZ@#w(7o{TNlm_Cqp|Hc8 z=i37&I<-ulf}SIdOlpkDX@?YPy0OpC=70*%KqE-^9C=9fN41Tq zeAU-bQ4YV0v8YcADY*-n1j#OSi$WQavauv`x9&a&Z_a@IiB$v`Sh6vW4AQhQ2Kj)b zD;xR$+wWGC=}|Xi00R_aF9Y1zEd$x(GC#2E2es_j@>w$QfToLyzLJl&bhI&u4Az_k zgY(!@DsiL^2C4(-tz=ANNt!}hcr53jNq}dbA|1nkVN9gM7`%pHIn~&~W1AZ03}mFP z^f9phneXaYPG%AXs3J?h0D%$AC&w62Sumb@NLDCL4#nUj$6|H9=ZbTrY??@u3{i<5 zIeMcUhTPf@5<>JyBFLhuY#BcQe@DyR8X&d)=Bfo`8xPk1Hm_jZ3%)CFe#fpL<3K{O zB{KfhjyUCvENlU2{)P*7Ahg_RP#x&52n9`t{5ql&=Ua)A_ji4$2$nD3Z>JU*gEL|L z{~kjIe?^WMP~Nw%?s(K6nGR+^Mr%{n&2H6;$TnQQNg5#A35KIonWV5-@Cew!18gRv zB}*WiipCKU92pnm&lgp-{={nPKjM{b(j>%TeK^dovCvj6&5>9r_UrYx6wqYs$~9xq zH;UzZop`gWy!0IbIzvB{qk)N&gaRN2SrW<-pofB7j0JC!SMU@*A8`LGbuva!UX>qw zzV{;Qu->Mrh(~{hE{;r%FQRqhB>}J6Np;B0#FWgD6Mh z;GI5VkzuuYY^+UJ1D(Se$kTLBg|U1MEcaPZ9jkS8@zg1ed>YJ*SWe(m51r15!S1iCr|E%e|l3TaLVZ+ z^FJnB)Tkgbc(FfI!Kt$#D)i&4VzWC&g;&Bqy>0M*+gTWW`70!PttNb3C~&96`?aM0 zD=qZ%Wr?UA1`oWkBd3RZ!G~A(uo!P5Jnq9fXjd3Bo>b6U*Q7zM=lY| z3a*p`6^Yy{accVQ%cc1lnZ?{RO9NAsuwKdfF`?6|`wx}METEfwT+aNa5VefaQJ%`B zy;5P#35?BY1I?4~DHtew7DnUuj_bqkBs2bY3O{+OQ- zW@}x_Bk2GucbF)j<5;oy$kl3a%+C`F>E9q0*~PMDBi-p3DpFc@(%*t`7>&7sb;XYm z_+^o#MIw8o!#o`f1_+4?e$gsV&nyp}((VNOnz*}6A;2BXCaUx!Mzw7fT}(2g@ft!_HfRHQgdll+s+ZDNG^unM5fbRJ`@E%j;{EtVFx^ zg`||NWTlI-nVj@ot}y^fIw5^BPhUD=b?x-6pK|>+LhLg8)}`By8l8DQy6i46f1f(d zP3$z*@&ouIZ&XB^oI075xgq(A?B~&FP@*&wHc@f(Dn9bn>)h#Z+AY`Jcb6W{?oJ24 zk~G{J@R&7>T6=1uj&+`Fxp04PXa5z_U8Eo@tC&xnK(o@5@FN_NmNflM(*bN*GM16% zdFN#rJ=Ihlfb`602rXZE_;^L;Qc21}Y&_l_dt+2gCNV!B&zpguwSoYy`O%kjO~$d! zi@eCq6Djp$g5o|j`I9O(GDt=yIHtrb9Sg`z9B&dTEcPE2Wbt*I32U0Ki3XlW{A5TA zfnASdCrh8H3xx9@v1E|Vl}zzSj@CuX(*!VXa?aUQkhaHw^kNIvzm(KaiR!@&+wKRj zYXs3bLOq9 z-xj4nV&)WsO4p}PN(1(ha0r0-;P!Ls?Ro~Bq|R?51fs^N#cQSjy$gb);uHk~CX@Tm z2SFe66RI3KK(m(yd?MpPWm(PJN1+~kB#xACFcg|x;`=m%fg}`j3tLhNm&hC$bZmTa zu#ySr!1gF(sXNyd;Wb2nsbc_c_oV|qDKSqYo(QOneBguF0HoxtgYX0_df=0V%vej2 zlQkB)p2vW#*fa1WCHz8r^O_t^MOMLaQLasjiZb!wWG=y`U;*ra5}?HI0aIP=Ricv^ zSaf+#b>s=<>7RgNyz#Lp3!J7ACr(VbloxCcQP<&*vM5o+vEL-Nc^1o5N zV!kh`RG;aPdLArdR{E?zivQ-#uH%HItR$}&i#IOVI7loL^L-kb;vvBvHp>oXuO-Ly zq9m5ijox)^s=r+q;AusCf5Nd@$O@+hFr?3u>)JWbE}(x}@U@SW;!*P_zesQZfd-Zg zf&~cf^^y!5ZU?S|#BzK*MY|8>8W&{ew$K3~D479XrLhdx;*l^6z{`qNZatu_3o&j; zsO~8HoY`8Sk$eN+a@=lGZWFx;j>&J6C!LmP9cc#t#$4a7Zeao9G_YJ@h21@O);$MLCW9 z!PEcHE-8j@yP1nTYJ0J6KajU#2#W_;ly^>vTQ^Q8L|KXbe3t*;ObhJ=LhQe@p}nm! z#p(7M*dF%$z|71tPt#9g7iLEXt_9AnIGpkV0f3;?G!2!y=NB&NXm!t=KN7d5@}IeL z(#9Vjb8Q3nd%hN2T?JlRf-)8mo={Tqs1J(BHS7@)T40t~e02KUe)N?ujduqBc=0|- z=#j)LJ3RKyueE>;gn{6PHw4liI$GgAD@HWNt3Fix-BWATyxY`J7!c4RJY;(i+A&kgxf9SJs z(7k1~%Risf@b!U$@0LpWTe>}mH>*iOiozEnU#|VVbn%<}@k{7mqr#n35~%tnpC;J1#uZWh~OYbL@O#9(4XPZ57 zRzCCy?@@I5>DR)qSKk*tsZjetf93H!!)9xiA( zx*_v0a?rZydt=Mh&FJx6?;h7L!*H$HQqLa&3$tI}v>d#DeGzu#WCw|nFL--U;~z&hXczhCd~|9y3RA4CG)^JV6}3PXLWs0L_ss=V-Gnnqhy*$!g^frf2?o*#$#59#gGksW zqL_p%rz5M`$Xg>qmTc!oB(65Pp5vyyGadGfjv8d65{hA8t9agExc-7*Ve{xe3+ONa z))B<}c@u4o;rl+K+etdwJ%R#hVz?T$Fh>;0o+lo|xo zMhB6Z;rL*|!wrH*HIGVc2`;J&xOxa^Yzf(F3PY3x7fuMdZVA(D`5NdVml{L@wnTz8 zMZ<$dqZ&l7j*4o_ESLB%+c#j-wy+*a!VPjFUorT7)(N~F246O+Rj{S58YlJ^BT+^Z zZ)*^Lx+UJFDe){=Vz5DCcuV3rf2t+F*t-VF+0i38Th0P(+(!y-t-)xu1ic29s!qkP zYO3$i)HnEXb(w@hO(_=$exOULx(2^&j9WJTgU}*~YpJh-q__o$M6D2<0MRK9|CA5^ zfr7mYIzTYvJ`o8{3laz|b%LF`q5$6A&S`yAOi4hVYfS7yh&(7n-Ed4=Dul0#rkL_b zF>PBhQ%mV~h*JI|rNV8c{E+mCEy?Of%5{$pe>hOPY-FcF2yn67`vLW^F|jp}D)EtA zVFTVJ1ouinwR)78FiiMZj9;}=_u>fcua2q~Hpo2;)>#pl^bOHDE+7FAa7)Fi&q9op zweamAm>mW0#SmWIl3XvAY-Iu{ZCUuX#wRd-9VF%Z2&cTA#tJ4ZFUWnCCUk9UTzI7V zTR@!l8eRVIQ2islfE~RA8I|h_phcSG!FgvlFS$a*Ckv8P#_)c2__;2^&n~eoip(Mt zpSwf+t7)JXr~iX;c$tXb9n;!os-Fl+8xO&+n_xvea9ayH+Oidx#B@OYgGP&?zp=IT&uPq zfdDAe3{Gg_EkRH)0cE<)t;eu1(?ac1L3%8aC7Q`Bg;$-1pDC6sAY;Ffv6ezcb{y;b zoZuoRB7}D2wvbwRgOD)+m?P^aFj0S~AOnujE=WR|b5atHFJmGqD3rwovEvKHoBP5|n#;8&uDB_6|Z@}`j!>1Q8a||F5Br(o{>JbD!fQ)?R z;rkq-JvRVV2H|Ijf~aCNm?|1iJav9v7?GuaLKwQ2ARIvjWsq@G-%eAg!d5#{o{g@H z>88OtZp#kB;X+4O8pN?=?8-c1g(CTf08AZ>3l%!Iz+J>igMwh~#n22g_74EWQ}D3_ zkOjq<&5^XE0f7_|fFLwSk$uY)Mz91Th=Qh%tiKW7_?H%FnN(3W z1vgH{Rz(m*SeK?jJknGGjLJVj!N36Sz+xPgWvxxYVjdl8;D8AI)?5oAnFMY}N5DA( zxXW~%)eZlT*X?6dxa%RzC*jP3S9onABt{Ta)^#CZULxi-&`iPNsA6*qTqFwiATHda zNEQLS=x=CM6JZy!WCRBt`Gbc8NR>H=N3bxtXPg%nBs(c$((_{R6mT=s=*)a?P6STN zN3w*2oTI@mQp81mNOXX>&MpWca#7A?a4%8NhatDYZzSitoNm7L)i!_riwa*A74z8@ zwx5^$!-B?V8!Z=0baZjK)5P^yIBaNewS}+^S#p=mHCc?O0X!le2D8j-rx$hBw528~ zSpSxoSC{eR`Cj`UH_Xz*FI>Jkh=qBy*x%)|e=Gz5WB>t583m+fKoYVn+(Z|bG6*M2 zWm4uPXDCv;j41w`8unT7EQ0;yS+tR(!)2C5Qm7toUTD-#${*9V9ldj1#%WZRm2ldKwz!X zL*YvvA8CASa_+vXaMruXtUHw0Q{H&g0<^Ihlvj+8IRlxb@pY2%do)iX02l&57){)O zjGHMI#}TwU6(RF`_;p*X3)#1an6!3BEM)Sau{%wJ#T66E6(5R+iQVMJ4fM9&G(9%EKOV>jQxy5L!`NG)+@s$Wk5hiQ~KyFg7dh-%96v=S_h5jZoByhv&wg8J? zN2?|N1o5bufcr8{9AITNiDm2dOO^4LX%frUKsi@;4}V&anCjvhXMqQp=qxHEo~E&A z>_8(6t#?Vb(g2ZG$V-YtFd{LnJFLmMw=jYI z+KEf!k1#G|aRC5V<80RalV_EPH-3jHYvQ^>6OV6`d@*G*EtXOY6s3g9hBADT&O9tG zj{eI5H!n!ii=mIAQWj|}o-2)Sg0Yw5^n?wX9FBa&IuG4_B{@;dn?cQNB3^*}#H+W1 zN7}@t0r!s!V$uZ6-5h|rkR8;e#g3Hx0)QpVuq;l?=EY?dS#OUeZ7%@#z`fnW7 z?VF%rjwaMu#PK`4wM!zNDgJ?p1_-<>T!1>~)@Pmj<H`Rt1xU1Z8Ty60L8;fo#p)kM^Tvuw7y~?0G%-^$=H)K8r7jm|9>3pum~C>{xmr(j zZUKrWN=<>_SyX&81vbEG_*yJ!`bhi(2y=y+ISYanP{psk<iDm8U_GFVtJ=zLyk(Tc6j(IGn`2UvWT26&PIZkLE3r$Wf*vE5?87fxC%IW%4b zw*3ude%SqlmUSru03XCcMDEEwq!ug7gLPCpN`IDuk(du#03qCNliy*%xwHz&esO0O z&r+AT2uEic7doR{_+z)ye><})L+ zpjRLQQjaReVRGJKxf37be5h~VfuxLFE^ToEE)3ZI6$<_f07$TK9UyqbRf&wfD?b*P zf=AuYG~zafUerkftyGv}bK)m{ij&~ru&cmriKhE8v+pDaOJX8=9!Ixno!urT>_3*g zHqWawCgxeH^I-ISaf8-~*75%+x~-v##SQrQ05w0YIf&q4p3d{)V`6s%%lyiZEz>0W zD8~~{AN&0G*hk`f*KOj$!FDiCypL5^8h^(rmP9==nkv>xd@c4LQzD+%@bi{9r}%YW>41AnfDv;?eCuV4ZnvnPG8pv z75MSC34h;h<5`x`AG<%c``=#2?R}Ou;R*R{`)n^$>L*|O&%gWoAmcm^6Uu`#OwOQc zxHef8Zo@T8dQ*fxp6f`~EbU8^Snw?C-zw?P5Z|Xb>nMfbEpBX@KC--ITV$B4_Ho$% z-0RX)_r68E+)+9sV|9-b-Mx5utHQcS`tr+|l&!T_cV*Qk?yYNm8q4|?>&|t61=y$}8l>i+e||qmQHl4frL0}d_G(;Mp5c!D~%*WdalkI&r*>ikvIPrZ@%L3Bf(NF`bd;yPqd02A@p z1oGS;LecG(%}6DE&RY7?feU)Eb?&>-lb`|VTb3cziT1n;hF=g6rp~P589*l*C?3<{ zH=JRT<}Q+lkCa8A!bXgVhE#X}@;IN)<9^X&TSJ##&YlH^&lD}| zg-yD{T^q-|?x#i6S{_+#Bnj+Ej7wUtw(Gup6J`R^-tP5yU6q*58#%w3TNtsBDD`i7 z>d#@`myqzroix&prD~fLuldetuI?NeV`B9F`{0!KI8W8cwF>K#`X6c@zBEWpeQ-z0 zs{0})9KF+OVm5w!g#F?W!Cvr{Bvgm+0!7{X^J8sD!`gGb?ikSyuU^^I5SuI>MOJ7BcO zO=mz4s$P_L{(~yhnZqTgKvIY<1a65DbdJTPG0*{vwTzY6png-_BcM|0@$Ro#aO>pm z2_{=w*1woX*Q;A-h@R+ue&M)Va*u?xN}|q2G2aQV9=SDo@^ODbzU#@ovZgA@ca%y5 z?<2}(l!H_43xouT;Ag77{0#R;>5vDAzJ1cvTB^rXiP$RyQ7JVz&0keOY!uP2|I#ci zpte-<^f%MP>%q5%ix(yL5d+}m%vj+(lJP?tr&X0(dbbo9G^Q9FPAJ-W;K7nAkvZdrQG6<272x?kU%{yC;)5!;`dM6`B|%6r5m!4<~aDjSajs#dMw z9DCeza0xZ{9p^x~!WCsHjq=8rIJQyWXvY)lZw@D^zucU=UmMY=74=L^b>^PVwMjSW zFWVQBo+w}!?1gLew**?*sZLdG9={hg&D&Th0pq!SrwFR)cRU3;@h#jHBM&TZ*2I$v zUN^6(9vCQ(@g%@vb+`5RO$6OEvuj`KJwNdE5q)}dZ8x*^=r$st@Rr5d1XJd))+MOj zJsUU;b3-%?wx;ZCG5TC@p?Sq0X6|}^`kY5=`S#=qySE2%U7$?$^MmBNY}zs^Ktk(d*W;n)Z?Jp3bnm#I7bLDEF=lJx*DEHcrmNzrXWK^{Rdo6m+=h=# zutu~QCis6DCnXD5vqinfv9{(7sc*h5M&A48sx@dL*m(Z@RfTEe=jhhqQ@j3aVFqP$ zRyBTgSKnVc^#}PZ{Nia-KhluLl>pL{^)F%r2O#XdxqPMkr`P81l++nMsBaf6( zIZM%NV;q~|p!D6V%Z3IkpP!{#^9Ymzw}P|TChSH9A#ljR(doZ`~`3r4CL0v4< z>rUJe#l-rtxEEV-+i;ytqTusQ*a^kp(*QzLJNAqm-}DH=iO!WuK!qfpabbnsa+JS> zbv0XY*xN;OCoo(QcKq0QfBqN`M2d@DVqS2f_+)Z}x6K|4C4~sqh(H%AIE7So~k-6GE#z9Y37d7fET;SI8a^xt;8OM=^fo8`{(Ba_RS@ zk~`@12-xRs=eH3qR%{e4E@+5#rOrpNHayldHb^%Q9)d`0RusKcabwY3p<_T~%R9v+ z?#x3BA{4k{E)09Zj@%h@)o5|qn+Q&7fqs$GYwU`3VqgEty0VQ;{+Qtq&Psh>C40*_ zo%fyGN~_4~-VOIN4#+p5E;ih;k6goi5CpDEJBotZ6VT6WH~n(Ndk??U9END-85d|e zVI?Cn3t2|SG|{=6$e1#6HUQ7`C1!5HZhlih-31VV9440LFo2-Poa48#1;cgxAd`b`tDMlKk zaM#$&^eZ?^R9SuA;!SUc!WC^F0M{sOiVnN5(X*xoU_rwc z+xkyvAuT)h?{1chNU_NnTxCyA)+44FP#@e=7O>Ct^*UE44Z z{t|0D!H*o?=}q*rZo7meyEDQ3pEqG4yY|+>4{Sq@CJkMGk||U$^`Lb~tcD`~#0L3o zwCWbJPH?H>Mx0oe03UT3`VPlcsU(u0`e2&?dq@?|n-WSCKm?I$4tzST=bYgYF zRU`TGSS~x8DVs^vO};X^L=-Kf?w#-1y1NfmM}$rX6=;J$^Uq1GY})_sQ4DBQJ`zOy8iM6E0sjaGFP+by1WVY;X?B zs0QDV8e^kg5>S=|l={{P}$3HYf3Pn|zlRwtNQhlDz&)4}+~PR33&32ag}VXT zb_R3gc9k%gk9r#!^IJVwrRv(y1&Ssb@jSZnu6Qb&rxeGRN`=S#ZV6x0jT0A#KJlxY zMr@`&PRAx*zR~fx7sFee@5isI^0=i9$M?ntK0O63Dm|8;QMYB9^%uu=dLDK!9G12T zv)zQklMUxLVbc$Ij28KyV7Ru9z&|pAdi;c#bl8cvt=~uY(HSajcE7p4j-a>LC@Py* zkDu3fg!kbH{5_rP^Exzk6Uq07Gir`r_H*sj;%mu(Gv}d}m}`1tKKDdr{?NPjr#iP8 zLYvd|p_@n57P~MsNt+-4kKRMxHr#w0&~i5F z0;fJ4IJEer^J8?v=aHkIK0#gBsP80B{|eNW1dqhr-nMNSJVj_?W!os9^Q&xmCLpv$ z;PoS*W~la0IeeQ0gf$&GO+Zy(_(mDNqjZ07;JP0xdX&H$fKc6`b6K|VCeA~f*oPj@ zL&c)}T?ooc(*jArljG&Yzv6Au2)0BWz2wOTsq(@FjXA zfD6l|O$(<*LoBpZik4_G$-Up_wZ8!92Q9og8_;NSzoQMe-hxl~2x`m*ZuI<+3ny%N zGkC>@Pu2+@^TOkax6dovJ}*^5;+p5}b3AvVkoj$;d6|z+QJs#7r&VV1rH#PoGgpWB z`J(1w&y4xT=)>M@`f3a;3d8r1%C&(p%BFIC96?_obMKJ^b!U)!^!iN};)`c02|Sdg zQhgx<8NI{hI1kgag)=!rA%uOtWen^s!>~x)sD<6qK8AM6;MpE|K5SF1E8ROo9X$g= zTPdJh;@-r5Xw-iC=8jF+Lmr+D0<4k{{*3?|H$FhrW;}o{#V%qK&%1h!6%}A|2i`4;``zyHO*e+{3%C(py)+Cu(gm&Aa747Vb_!?%D8KGa9|A2!l_kVF1>?+5DLWqhVnEe?BC#CUGTNnFQF=O=LSO z_ZNGPDyhl@xal&e0QNg?PP1My(sv%6lmQ#(JQ`PlgU>zD+=4$i+U}D%(kMwNn@1j= zBGCG#yEES0R6+4ca4m+zRRkBLZP9-7)9;i~;A);iBI+#RP2nf~#k_CySx>ssg0@xmwhob$sN#A!n8JmJIOYW>6$o}g2d53Scqxobpk1vKVn%vv`|HOIN(j3I?8!6 zTztEu--z>>O?4-~kF|l{ogb=qTPyg)XJRBAwFwXOw}RBmbid$IIBSzOKhGS2N4?|~ z{@30sUCqQSug}%nc(GgNQk!h6^S0@Nf9C%yDcE?f-V{I;e5G#igtPw@ z&$lf?%y=K3CUvUsJ^G8Z9pZl^opn@HZQI4CV1^KeM!E$N=?-BAkWxCNk?xkECx9WP zOFEdGf7!^>EPU#j9Nkt!&k9U3lpLN!`e7w`@1x1>owq*w3Js$8AP(%!>!ol6^1m$9i}#>sOZ zk3ssB&q{wqQ%@O|WhKA<`HG$MN%6(=Pao$Jhjrd8XBkj0r$KcIlauf4f2$78eS)Cv zUr+i`$V`NsQBud1UXN{DkP0~e$!(H_Q^4P@VXOk33zU%FizjqDTUkn|Grq@_784s9 z$+txiLC`Ncl8GIKBk4@O9JvDHJ0BGJs-5x>Kei_5;xraNx#@lJD}eei$%Q7axbay| z*BGKs7RAKRAFcGbxh@{^4sMTjgm#p>-AzbHXvC0ElP8^iJmm7Ys8h!LeD1}SFljrQ zbZNqKBP9LKvHexnaT58oT|1NUk!7zp=QsXakb@$12k)I>tIf*Eo@clhu%yA!MAqV& zn3E-j?U^Z6-Tg~v<*`-I`8UpED*sPU4f?UO{PmabT7N9{9owZ#|E=L{QP-8F-+_A* zFZHW!m;VG`A1<^}9K3urTWj3%A=TGgyjJXfC=(GkH$I#xS$C>l`0L~FU*WWhC0|<2 z4OYEI)EJoqm&cE!|L%p?7lqP?ZX^hH#tVq*9i_#Wm>0&!6`v|hyS+huamQA_txG6Z zO`z}ED6EvI1((|t?omrhA0;_+xWku3$$hqJ(~#6Sb&q26pMg&w+>de4&l66r-x7*q zNd^tOt^M9f7CwdXr3&P@kroQ7zQET*#^j(Cy)h4Na5z&`)|#?bcPngU^a`P#+4RExsp_Ri%nQJ?nEJ0;zG z9(c72HU`>q!R?8&#_r2&mXq+ zc_wXEj;c+UeuOtn2{KyJ4F2t$=a>`f^1`$Ix685)iN3Rz>FBd!TWyyRo<9OfD4u8e z+vZkW2NS5}GJoYDQ7UPH#r4y}qC9GfhZ|%hZW4=%PCZW zyy6x&8BwN-gVYc$az03Lyz0rOjRWPTJxm+IOzT}tUs-K?7-s%4X^N|(&Mj3J z8Sr>l@XWNq)7jH%`HxxW$C*ewWlx*$iNmd*Okam@d)oc|Gxu)tq7lbm&vr&`@m|2} zO_H;hW2nIVfTmfqu2Q|DNcfWx7qb@A*h44f{}yhUJ!`4p_jZ32ZaE*s*!s%(`}JS- zB+L1aX6-GJuRN^6t(F3g+FG~0eIx&~Dp{22Ao4ekJfpDQ5-{)j9L%k2XKB5sIcGfR z>=WD&zC1y0-u-p^=vhsY&2gN0PvneG$Y}V=UPMUGfwOOTi>2-PNAtcx!`I>8!|kqq z()XQh`$m6Yp1C5mAb^YO6#j6 zY+;^qC0&B*++uoDh;w7+$fie}>JjWz(H0*iAN$1H9e%NudMb;aPe~H4XVqET_&DZY z8=^#Rls;)OtV`v`ua%x?($xAA=~MkYc=PGtRvwru)bF;8>rPh&sN*(lm*!tPcJ;JcTHX5DF&cTK8Wxr|#vbyv`iW1_pw&vFVF&+mq;EjSi{!JNUp>SW zU-T;N%3p!YR+5Eg^c}VrU{Mq?Hq!5zu=Pg$v@8dEl)noyVuO{bGyP?^?{zX>X`W@b zQ>38V04-^~CHzooShrE9y8ErkLlun->d}BgUzV3#Hs8Ffu1@ugHt5Mpeh-Qi2Ud1i zFTrn<9r(_+N?|xpupy)e(q^Wq~71eHtr|N$QTW^H-B~oW(`b{sn_WQob2ICVgk~ zR}p)WCGRKnD{ocb>2vCPsO;bcwi>!a^Wr=J5w7h>ix<<7EZ@mR)nD^ci?4C4?Y_a= z(2EI$2&Nr{td6W)+y0fL>{E}^j{q<~;9Z#O2fQzRg9@r30oG`2@HMA~x+Ugcl6J*PCzY0i3<_hA1~`WI@r?ICEZ59veX(2=0Ym`<*jSJ~Az-F5 zanDe3H&k6n5BSE!M==C&fMFi2al{{!vJa6QC14f(pbnQn4J`o39ys$^1tHhV1H&<( zpr)0WNA(asIH~U?NO6rrg9}934^lJG;F0TP6eBT~>!sL3?*!%^CSle6lKAA58Byv9 z@dZBd*eN9T#?`6Dh2@%#V{F2OT0kB0(B2jhX+PXlAjrca!ADCIfC7^p#<9amZKglU zFO@0uATg9hYi~)Wd9k8gSb8?~BtHU|1vv+7z{3rI+(SQ1hDvbZr0LLl<8g{Gv`!~U zGa7B(N#Y9tK~e8};-TL00Ec5j==CK~!r&ng4KSW3f$yOM)7` z0>U~;%=XX}m!xKH0FRr60st8DpurY6t3z#Cc$^j&nl}yVdki4&jD3;?M%~ax0BGT% zn&_=EG@I7&bc0gR%L)MK^0OZMP&^|9BnyuNrNsq{#oj87qk_G=35pBZ1Ku+j1eKEZ zz+&hxb6wFlQx6uJjw3}4$EWEyzybVa2_zPAfm)a=KUJ2_4>v~GY(Kme4De)}w8={+ z6!od5aF~4$6MKEave1ff&w4C_!n2QKV$-v4n7U>Fv;}<}z&_U1U@Vjw1Yia@Sl}69 zx@u@ZpdUfW0vO613#p+E83Nzp!j}bse@ML>JTD$9)PwfsuT`K&Vjhs^-MC=zR9YG= zaPTt=T@m^?Q8yqQ4v;o@2+4aGnl}12p49<$b7qXk_#;d7FsGoQ0}9|_LFu4{cAk%e zu0ie`j)ioBDeUoK7I+Uo^j_iP9zYCzypFUV)EI`o*$zHwWDJj3b8aeBdio#~4#)LE zQ4kZIk7pB{ptA=D#siE|7^P#jNt%2F%k!RAgl7ku%FRFKF80V*qjLM%o;AAKKdu%z`3;mXgY|n?dPgdcDv(g0WhtSWEliWl9q@n=(>m z6O?J?r>&P2f)7BG1$A8guz*er05ima8J|9y z;!41pkKf`c9eW+4;mU>Weq_qdkIr~`V{3-EmV!a>Pmn#}vLFV~85?{I2BJvZYrw!E zpkOdwan0Ic48PhXC8IsPL3ZKSCO`~*enFpid#)Blic;xL4Pro~-ZjXcpBfy2>= zJj#QZ87mV#_;`vDfCMFIdUR6MaI38GujT$s7G0sT?==@lYP?@B4eb_>f1XWZ>V@(3 z!pg+spZOUA;vX|{p{J)lOdSCD4L?xHDf8H4Zis|zHW{RDafd|glp;o;3204E3cHbx zTw*^5<9!Hv04*RtU^%Z690FLI`i!~31TONSIlP#;As~4al!6q^VbJGo@_|WC8E!xt z>V`*&fymL1LJYuvlH*lNG1(S)RRatt&JM7L+i3$BPZ#aIL?Rk&`KYQxA5{?yks@p_ z64Rl6%+Rw+YQM|4-F}3RJk$>WZ6zk%*Ho1CV$9ro+H;v3&y4qx!%ww7Efv%EDpU32 z!ryJr5NK462Ut`y=lFbk+VX}8+`pN4twpZ%%uzgUlZT`1+oPwNac}tBt85p$D*Eu0fGTq72pRH)C7!dDIBx~g%QFhk& zx@G!hd&|w)Jc{{UzH@zxvoq1z=Dy3u+O`t;cKtzxC8J9wkBeh*ex#9jbNH5jqSHf% z9hYY=8Q2}S;@erTc6#Up?G|0yC|rDIrG5YH^2i88Xi%lgL>eY1(SK;LekjM_W zpZj$8Prg(SMNPq5S8P@J`I+mO``z-E9n@Vn{PS|0rrVcq;75Y5&@u|O;Ws;2k0#44 z)uqj!V=slnz47~As*1ajgIl~pV)yk^&D<#Wyyx!u#qKW}-3$8M3%|G*#eGXka?ASn zZH+EYkth^*(;YhAh&%gMqVlbj!-MCpM}kCbftE+6t;ef>uhX7MSHL~0e{$747p#3I z_p;9;#%I6rdFku>HBD9fo`Lt9qdboczAelXTQoh@Gd(H=I^V<{xXB!J-!Ezv5bSX| zfGvvlRf!&<&ENg=EG9d|upDB)9uQ}@Ke%|A_#cL0y?Pt>hh03newH+}AAaih3Y$EP z$~^pHw*BcRbQSJBE0EaJ7tfdHF-gRp0`LpPcqBX~nc%%h#XYst5&YQu!@tA%QqKjy z7^KCK8Z*QPO&`@68zLw-jA`RP6j3{#ksCmBkSfzVE>mgJgziz&#u+{E-H6 zbDbo{ov~_iF>qHBy50S`cv|F|N7T>_4HoYa4?!@;a7N#9;ELh(C5^tZ2M{1g`&d+b z43nLIS=A5P!PDD=F-8_g?~3~9@F~K+CkxDYJ&O~adEaRJ&$Q-{h0cJU$Wtr9Sh+En zyBpA9?I;0G$^`?mTsIvtNRhAz0=e>xlhWe&1TknHsDc84DvD#Zs)UX;U94fePR(4xa%LKkv=`dy%Wc{7MM5=WFLY!#48yKVr15c@c15` z>!af@=g6Ah@XmyrDNu8ppgrCwe-I`O1J1k(Vu!1X_JM27aHCnI(p;c{JiI6xLl=#G zH5PQEaHjha>>lsE?!%pil@L1EwO^%wF?maM>XvD|Wd7G<>Zjipv;yhwKmbxPR;ZK_ zzZ0ZA{!VHPpCUf%9SJf%P78w$t$2 zF&HyC7&?|n@-Ft!C3yWTG~qZZ4uY*J!SneYzcl~vtOVBe>pZUn50{Gx6}wK*iq?l7 zt3NoFnUDHi9gWVDef_>DH2+>6ZH-@5U2HqJfR*44Px|_xSGP@2@ThH$yI92ty1d+1X zlG|um{WxW$&a|Q_{kep;@wepF9!;CSU5eAD^V}Z)y4fXy;>Wp=c~{FGm8KR|$fRj3 zpXX2BciI*U9ARy@M3%d7fC9+aW9_Ur6bYJuG9Tt`& z8_C!QbS@cQMsWVp7`S_o_B|~F+NA=CSQXLWiG9?=u<@lxhB1u-TV}9$7OGt=I5G_? zFa1to#b$(hs31o%xf9v1qQA&~Pg@7}!knW^mEB_p!=&HWjd1WT<}fF8SKAD&xI>20! zeBaPH+w1nzp=|TlmooY;HMKj`R!RM)+PbLQ8QDVkta4iWm{G@}C$Z_LhSF8j{Cbv} z&3yS@SMMcP+5_zg>vTnPjB%3X|Usc8x^5n5;Te$U}WEMPld%<{Z!I#*oUg*y~ z!8Ac91yF;)MV3OKx5!6jscFc_of1R-sAZL?;txY?!_HvF19aFW1X69yz(5fG%UwY~ z=rq52oSQ!)eOLrU3-hQ4DPwE|CJnbrV~Mm@^>64l^48-7N9XHX#t^I`t%7yacpbD> zK|}l3PbQnD!#jBsPq^g=9PM|n;u-A+-~-Pegcb`J`SYBB^`CMopKZN0EO!2p!YPd% zR(Uf~Fr0D}-{tFavh+Ds$|H_6!=3YGg{2Dqy&~;{0p@|xhkoC%Oui)4Eb~1vI(&~{ zu^z5zB$O=iY>Wzm)9mWdqU!NVa%CW-zF6RrWc0Kj>WKg`^j=H8R>{phQ&Na9w68m( ztT7;=xe1(b<0xgio+-_!Gr8(AKMaPo?f(t*IXo$ld>6kF;7CjazPdM`l+#E zF=4Mhb=+spco$nK+Rv>n{e}Bws@S1KzS|>ni*;t?2v~FiO!gM029r$D4ec*uOEsy9 z*FkUcCRQYI8_6bEqMcB=m_hp(Ae%t%F=J+$#gXk`qA-g--xoP`E-IiP|6`s|M14}0 z>Sp|=Rt)LMlOd)IKLTSGnoFcqAFMkLDo|5r7P~orKrmD($KLZGVWye@j8UQ*kBX*L z<9H*GCbK3ENer^XyoYkKa6#GB1%ac4lNj2VwP?_92FN?Je)ECTY=LP5(g}e9s||_V z?j?TFmu($S{yefK&<`tZ`46yRDe~8OcI2R#{gXVa^<@Q(6<`&jq}oxnRb0rK^4W6>a~QjiF% z%(DBqW5Zb~xs9Oan$TDTLaLm$NKm7!P2Y_?u#{z4@S)<1daQ(0C0wUQOP9q6Kigb> z*G5R!YJalOIwq_LzA?Vv2jXeAoQ#{!AIo z9_u8DHN(Ne81`pP@*@{pUeCp;a>^F|wt5dM*7VWzGVR6rMeH6e_&;MHrPc& zKYOm6mCN?-U-;;^71->V$@VcckO*nf*!)JcYMNoH!~dfw`wf&MfH=f36kcm!Ub%j9 zTQMB?aP{8+(>vOacZ39bjQ*ZJs;6EN!z&&-lzPnay=fCm2-ha-%4V+p(-3=C%Rlk$ z@flH~SUkmZga$R6OJ4^Ucl}YY!Fj!zLf;6GPDTq>Y5 z$7@^I@pj9j9EsdHGnkH3)#u*IQ?q8T9m$H&YAZ&`g0IPT60ZEC0mYI<4qYy?oAP5V zv1eNQhr18J-H4D`$ubIW3l%!a@kCpx3VsPUBvN70O5^EW|!yzNs)r{am^s{JSU3;ve2_4w*Lv zpAYPK6&FG%+8-o-KXkpmnEzBP(-zsa&x}<3x;R_g`s(|4-*@o~UpZvE7#6+#DioKE zXhOQae)l0SwpufcKq>;a)jdk70KiNUWl?=50`*j+cE{LeDUm|Bj9pxSQd)i+D=K3NmZkKdw z(sGpLe^y%jZ?XF zvt#m3-9Fw5P)*O8BOZNdRnSzwapaF|vIgLtmlSD3-dNS_oumyaiuwM0`?cthIrK_t zC7qh=Ba!{(FQt#`YSe>7;#%potozC@pZ}bGMRGe)htIFBhx5sCk>Jg>cN;jU9lVHZ zQTPZI^XQXamh8PYG_?kXm>t+Hwn4;_}j{GR`=oPXBHZYjaQKq;`w9>*k^y3#!mz{_q?B!==SMiGVt8h}AM<3HIzfiNtW7~ZlqcbN=F z)4bB(W(QSW)hJxM4y-Tz(2wJaAntYH6ku5LCgOD$QT9shwogp|2XN6A@dSt#Q(e~< zvWM*CM*=tW^-2-+h5YkCi6$b?{ikvf1n?GNsvoCF2?S^Xq=$&ivz-5CaQ_@`{s+pG z3QH7|!4R&8^ZeEe${g?0t-tcKlQi2e*FL32An%aBU&It~-&A7&>kE%;KmFcN0<7Ic z=M2Q!C=U^3_e#XL2y}^AVp8w5w7@S6VmM@o-};|^od7Gf;{Hot-M_^?G0b_pdE;{z zkCGCO#*%%pmwjuL$U-%6Gm8EMYe1u;KqF2lLUp%oV_TkMz89<%L?oL=s3w*lzOfhI z=h`IWxV~i9{eJ6df~kf2hPvoERy$8UDIJvTkfq^g%QOy>6hq25A?3ut^jZYyJF*6l#&ZGG(R3D=zhxD$X-*X# z3>TnZ-v}Xax<+>6eyzlceZ&dfxCCtx9M6bU>Il*skTeXba?Ax(MJm>V*|#cb3ppt? z5#)KuJMCba8J1^0SSOYY=1D0MURtW z9LjjvuOL<-88^+Xg)`GaqVyotbroU&49`6Ppi)(Q2zPU}>|0J?G!M9N=5`fQ-%70DRQdmAv?cm)|sRP05L$tR-z#( zfy0YP2}3Fc@duHrTIB3fxj_L^szQau4m(cN_rMe%X`j!`J)c3Oig0Ocn2Q)t#1Blj z1v_c@71MGN6PpG3w9t?%3~fBS5&+2F1OjYVpL_SKw&mwLT1LC(LF8e5qSd1FL2}B1X+$zQZmax}~>L7six7%<6ch((}n_$}| zEEOCrcD^UkilgTvaMd87TdI;8s~odnI#R;@@r|45fG>fBxByJ^cXGpO0Yg}YOAG*Q z#Ja_osR@K!z7*?J6*$CF2B|8JfZ=ICR|N;o#8Gx9EwwBcYM)g`1VCU30d*tDc7hoJ zgfknUj29R(gq1x6u*7U|WT}R_sMa|lK!@BlLA7EvK)@RIFZUkf(Kc5M5DX;nHw{Qm zW0W|osXx_n0#sRH;HXoAA_@mJKySd&Z0ByT`szq)R_U|=_oq3{b8s+qf=K;9#0#Pl zO8C|iwnIWqF&P0W#OQ2!+|+!SVZ>_|2!Z<$DO>Z+7E~qHiX>ISh^2w(CnSP4826MCEq-mUTK?L?gqS6SO4pyv4DMEkAN!y85um@6H9x9##7*R+v`|kt? zHL^;uoC%s&saVDfz}kZo<3rydVgY>b!)O7L^Xm%Z1ey_?LJfxW{dbU;of4d#qY_=* z=rC7|R78s~HkFaagSRjM8YNqW0U@l9=Z!y3o~xlIOaR%Y7AKgYUcX((Axy`pDpl#o zO>ZZ=zdv4%nfOG!<|rg6I1OZySKI@r3XkCEW6=FwNU9)AOTaf{mcnyGq*4u-Ysm2w zq`F(Bimm6qmAp%kA@a>))_iURx!fQvoC0LvjNDg+3J{RDbFT--Wq}^+#&IdBO1lvQ z*O1DcCHLIG3#5F?h2D#1s$8(m=d&PLCj$E#?uY!AV(20Md40r1KfeJ&MC$la)=e$| zP^`2+=_63b11$X|_%yKz#K==lupN%Bnv6CzmZ?gYzsC9Vb))MkH!8fhg?42Hfh zSUB^KaL8!PRf?A3>%Y0r$tux+7{XN)NQKWAbPp`sv#R*%zRJ*d$@4W*0>BTXDst#8 zpoPAcazn!A`@9`6PFXFNSynKtRZUcv9$b7!64)QlCqXKmIQ|FtiPKU#r1-h}hWtHY7&GET$d<%? z5z-=AVCvV;4!nDbrS7RAt-y+)#Wc7?uz%D*O$f5_0mVZ?WF?235<$ee`I?&OH`!ex z_qjm~fL*I%qaN&M{RDcMIS=`dfjlgge8k0ueWi(@W(h~1Cjf?ic}E!rYda^+UIerEC5KqhCGz+ zpXKR?9l8jFfhp1b|N1Z_l_Dg9Sh43KOLgareTc)8V%1i#(nvDh9y-AMggei!Ur23( zYF&X3gJPOeJeM}AI3|-oi>VVqgc2n=tjVi>ai(U3_alsRaNQp+b7Sxm+y&#nz_&Ks z-xty}Y?!~jxY;@|w?P}nYza*v;TQYm1C-E-kd2MG==2K_UVSi%}D( z1Jfk$^1zS2`E#tO{1nH(=6a6~qmmQu={&a?_+x~={_imss7KV>K>S^KE!#>69Rn*@ zhAdY7eD3pfUxWy#!Ey_T#nuOUZ~jirz87iNbb~?_dyl?>po#&AP{$Q)pb%hsi&1A+ zMD+%)>OyNTAl-u;l?l4j2o{E*0jflDOK%#=JxKr-0K=BsCgs3D0JZ^1K?I;xO(6(L zdJiom2W}V;>S#yO@Bxa>L0o&qH{83zXvs~0s(?C@lag?2ua-jKm6#JLyW|=6;GV2H znnjB!3`c{#R?{uz234Hm951*F8tXQ^tvCXu>cMbTg0R##x`TZMrF~(0B)h7|%~J!k zR4Rr-m;Z9>gCZ@|2Q9)cwj_cjp7%Ej&$!T1NX1~M|7H}!@(F(Y?Rd=rw*Fgn(^|m{x zL;i0hI8)_+tXgajW>ItD3Y0iMPq=j= zxcccN$^dWxg-IA|E9X?zv0Q{|aWQg3+aJ!=Pr6mfns$de%Gr#=&1;7bFw`&K34TB6 z@i+&uOGf-e#L3dD0J(tbdz`nd(Q;nG+UCSi5P)JHGe=vs?qc_t94%Ilu5M)sQy@3scQqG5sOmsp6Hd?NJX%g4y`d4vOQ&j&izh0AVz>Z+zKE}W!nSV}Z<>4ZOw??#HfI~| zpSdUtVR1eyqi2^iPFm@_+8O5|w9Y!&!um6HFJI+~5{9c-{Fya-Nhez!78MfG!|V{lXAeq+~3N8s!H@N?s*w*U34Dt-Dpw5$}2 zs&{mJ*1$?=Z)XvEnPZ#iUI$^YPU|OSkAM%r_zTkp$Rq3a>*`^A@Q&A6z?cLMb+&Xe z)d&jshp~TQ2&^~kj1(qy1T=UMuaGDBfh~9`eURg&xJH^x44V<$xbhp#FyB`Xy@&gY zw0tD|FRx7kkf2*J!vpu)mNGuy@4ccO5&MuuhODn+YeJ^>tykr{Ek$JZ3FRh3<1r>> zDdj#cO(0GdWvnZw9|WcG1#wGRsms_x#saK%wG*n69b{`X_V(j~~Ud=gdD%H}M&? z(8fL#aEx`%=Fe?X&tCLs=wp~>V4LRDbU1XEH{A?jxO2auf z_?MwCMb^(L?~CQ!)u_LJW$S#tD+@jG-;Onr7s#*7U5{gr>g;ynmU*_8sYJrOnJm4M zx9LrC&B3gJdRJa;;l%VYXd}zi_K6P4P$_R4A^dZ9ebVh+TA-kfB;U^)5er6gaML!q42UGlK>{g2c=0aB$ zpFQ^FEWX@$F!uM?miaH6-z~TYQj}Fln;;@Auu{uN+s$sS49!C!=$> z(^RIfA4KmT$zDb6TyB??{QL9$9q0Ac#cIj*zwHNxE)0P$j^@o(!5n^wqfG;!nDqxx z6*!hAYYie~p+-?mh7P#P36h^zqkgP`aeKN(qHTe=i3N`pGI97IA@}lD6g*Bm%b~8R z{ccH$U#$G}I#uXAlC!xk)+lV9GQmQf*H#2sL|muNpI5)5LX-H1f+rgyCj;W3NqXXB z2kUBnFBnCW>_E>;U!7OU?Lm{`zQn=Q26`vnNAui2i=*e?~d2d^>W(?g+1Bhs4MMA zlAyST5T*FA5&S95bFuf@h5qqK^{4Powub^&?&MJ;M4BqD_uOLK)Y(k~C3$)H2bE>< zdT^f7e`z12sJWAE>Noh{%IY_gW@=ZxjdI*Li72%=OhXQw*Q!**qq9C{vsC_)Ya1_h zRSR=Ju3&+*x!nWPz%-TyI49ZEABJkj$GT)O;F#YFe||EfRxJ7Oo7b*c*QeJZE7y06 z{|Q35>)s^k97~jr$*J>R(WD{^L2S)6t~vwI+h=0$b)6G*3(0wF(g7|)pFCjh zL7VXIJWVB^ezNE*2G(?V{XH__&u&VLy!m;DD*6EiNIeA0fLNWRx-ex&UwLCp-a{d= zlUw=6yl)!4OZA%i$q}uNw=eVt`Q$<<5JT_bZ=3f0uH$Fu-P>LbFKdfPRX^U=+zXJ2 zu(F8dws4mMv0de7^qDg z9~y7aKd(yLuE)w76(T;!j`)id`G0mpZ!+M~4`pHtr;+26pVd@i!WI8KNBH4#^PiuF z*WS~`{{hq015O=Vo;q3L^Ip)bxCu~Gj(j=7_0P-gz0#L(K*XQrmla?8O5IH-bH7jI z+?0dVOHO=$xWP2B{#few-70yb8c=XfW@~`Kmk!RD7Zc>UrvwSQ9R`FYM2*O?Zz zVagH}s3LBtQHatZ9=#$fTyODSMm{NMD%0Rww}Zm;*C#L?sl1Evl#bbfy8|lEPP};^ zN-A5+}w-Y9yqZ9UO>cJ|uc5HOt(Ju0US7X0T)M0J?rcC~q#lq^pQm5#tyIX_WWy&8*|4hy8%sn8Vh-Te?%LxEC39R|9 z{2T*N8$AD`uR1-}1sMmvN(FpH^uW_V!f6TgO~U_v0Axq%LSV zILX&Bur3JlaGb=>4=dKhrz1q-Y4Fi3jnDE%IFJT?Sp)fgy$$g;fUVwwK14vn;bfV9 zE>7co%nkl=aB|0bSTvIC)s4yM7~0DZt4O2B^dv`az+M|r4j%L6`SH0mQA`=6_rduF z(kNFA$VUB)3!8v5OZQ(qg{y99BX*HB$fG*A7knpkK^$>CKy^1 zAj_~igLDHRH=Q-T@wPLKZ{-P#5T5@11Xbo6)~W0C4}FFdCH`#v_>W-|0oDVPG7ney z4A{^7Kg`ouj@(+NQeR$4cbxnvV#X=x#?qY|W%j z7OgOG(xWv)`1538ngnmZ(Y-kdkD2o*>ve-TDGN(GiAt}q@Nh$62)btHR(1^?zpzd;3WCYG9`W+ z3Ag*n0;{NP%c;EveDemGF~)MZOu5hF60auNGpFo4fb>pS+JJrmzB>w{)r=B@9PX)t z)yB$DC+SSC7mb;!I=ex(Ji)DjcJ>YdPk{=t4iB~`#ABfnbH=LX19BDH(%+}-j*SJh z93K4F!uWtj?Ey?>S3;3D$jZp!M#0GFGoa?~Pg@IBN1CWh#xjXynY=J&)>CKp;I>ns zXLt~#?r5UvD)lO8O1*=G{!b}Y{luq@Yw^h0JABu4VQyJkNz+=XpEZ3=v_&AAsngme zQtG-v+ST-TU(oBkrq}g-s8gGzn>(P>La#?O@o#U{{X8w$XQDS{@@PFyZ*=<6s=ijQ z>!aPQ$AePZtMvN$phpK;`u|CJ9ZBhfF9d&1>r>1a2$33)m>RkZCXAmMa55NOPfM5h z845EzW({WGH8qwEw$Yq2dT=4Mc^)a3ZK9j4ej9FL+;#^xV`4R9x;rjCr*G;S4A2P1 z*fN+0UVJdfHq(yn`XsJpgXkvBviOj4Km0;BLek=OxkbUn-gAa0Zy}Q(TP8o9O-hVD zX$kJUs}}grkZE7i@;8e{aH%JKS;qjx?*P=?%z2^QyM)J(e*M^4k=$f0N1|1+g7a+O;%HrR?OBrqhIIaFwf zQNd(L0)pW##^x&n3Mb2nmkmyt3wy#8+MjNeE31}up%ISZXt+>%86sT!D{RdCh7U?O z{J?p_&($S+w`Yz?H#g#1jPp-f*o1kssClHLY3RDFASEq#MMqTENz_?LG+k$Ozo8lM zQiv}AE#8JsIz`jXW0hs!Ud>^u%XuGUSmT4SR?S#Z3yfqQ<~jsN%!opwC?Dp-`p%QvbOyd6#8;!qt4hg(<^w|Igd#8TA(HX2 z7Gw#iz*hkOQ7(!mW-0?$yktbE1mzX}DDBeNd1E5LEK*}L0Rsi#jQVrctnUzOf-_Ma;Mmc~Aq5hpf7n%)h$+r1TlF*raJx_V0M!_YY*+O8f z$I$FBvsV!cFxO?2pU@e+3mnY-H|0B)Whw@g-muQT?APFVEv@a3< zl~YZiJTA+nnPWzCQ>+2l>oL?(=83X-~# zb-Qb70sa`wOB!=p+eJ#3MaD~X-S1M$fUsh^Gu7}H;?XQMLIyRm<`e_{j0y`m7btSr z3+hRhGQ{390K`kq)wpsc-Ny-`>;+!+-vZK)9p)Nn2D zDzQ@H?X)m}z2UdLd z+4mjZGFtdgBlT56?$_dy|GJz(@3-H!opcTOpA5+U>NM@hvC1WWTOd|+!3o9;0{1vv zBQ)+@>j^ym52qh-+n9}*B1?F~)Y_KYf7?7#l}#;!tvkPGFw*+nn}USbzdp1neAKXt zwPF2~2_LF199m%goSQMwakbaI^!Wkn2=Pj`t#BlCd}ORJ@YR(>hvjJGi_x!aq^oRS zq|Lv)$^3F)eQ%I$jQY{oucfppwsB*lacJZR^5yXpg;u&q5vHOEyeFz{twGXeO15Z9 zae3;2&6HioKl`g8{=f7>y_2szygKaPS}o7mvClf%%(@oMTJ=&ST6gI#Ps`KH821)_ z%wZqFvJYV9la}XG*%vZx7IN7aCb-$&b7xAS=H8rsj8LXuW&GM=^R=Vs>zltmL6M8x zCjm9rpB5j^suGl!zI}cFdD&r1c{zB)e4+^ayaeZt zaI~0ls`zjr>foK}(e}#Pn}MSr96!!%fBY)`@!!giYmQ^E-7&P}m}2#qn)8It?u5zi zWbE3T?ifG~Sf6ArITc<#6}|o;2@&2iK3eB!ItV`^nx8)`IoDl1*XO)2w!1Jdxv*Nj zu;cvcX!p~#adwxc@A{OlWe*CJ@OHm*OMVxu{x0GC zQxSb0=8wEzZSboW7lsfoaE`8SHzOZo#Ly{t5;*3f2ZvJ&XxTAy83sO^WUc3 zzul652dn>n*!@jkyRrg9+@*|eK0hcg9@|Btcv4u*~F) zwz}xOm(@k@L~lV51W_KpXMSaV&tK2Xow;-8{&i>WIj=M4eBQ55x$#I{@mLzKVXnjY>o5bfFUAGtQ3uuOD=(6znQFFCx?V3WIuw_0dL0`CRe- zC>qtK%H?{y*>aPyrmEFu*PYQE)n-QSlGNkl^|9vfKf41^acR|BYPR|#UZr*X)2ZDV zif2^KRco!=8%q~>i$urPHl2XWM$@XdH5|>BzOOKyXlwknSYtVstKQypy4vFLYh$9l z`S;JBU|c$lj+Tp^;UtcalO3&p4iJvY-&1Of5NV65<%wO|x}Jxd{n2#qy8PC}X1o96 zEUKMRRawEEXV7K+r=;D;ov8h(tNZyGfWZdmJ#n^DqWQMV3i1!g)>foH(JjD%d}~-# zq+gsb7?m$M42Q6j^|GpQEnd$k(mg|51oIREdfW*^8FJl6Bgss#h9fe`XB4?nZw`0j zq%aIW(8XxZLan92(ALN!I{>N_badJeIsc>JBLP488V?hu!vmoM| zRWeRQ%9Ln9KD8k`bA-Kv)yL3UJ1d8ZDFu$xhPj0@J1=|6^5R0uYkMXC)(+@6+#XRj z5@zgcf2vS!MRpQ>yljN~^|_=d!m4g=zv6e-!+rQ>B;-a5Gjt7Uh)JvMpaX$zYqN1O zV*%^(BVNUNZ?~BMJEjNk&^b=hNEi&wx|!0PE=OKRIi^;zHJ@CL@y01~8Wtd({!EA- zRQ{Qi{Co1}hZH8))s!5W^VPHxYt_|^n#k$ZtfnH@^_-5r^Yy%eZPoRH@t4!=bL4_lB$~(r{>d}Ro5Y|ziXcto&T3x0rWAP|ujceWJzg)_et*1K z`||to?`Am9)9r5Br>DEalJ8IVC(XZ~{+$o;JU?75etLeqJ^23o^zirh%P$Cm12C0( zfRyI}SZZ(}*>Der_<0~021jF6>cufS4Jw0U@t+xH^c3{*%yq=e+hVSxbX@6fOr0ndP!;uiow8*L64{&Gh_ z!3Cnc0s^T}fsClAoaks0cxWi7=mMDND%dzU!SdsW4~`%8+06?hEEO%RY`v`Bf3vny zvad){*?2bv-6Gf z^bPU%^-=vgr0v&j;`iOt4`%T#SNy;Jz~ErJkPQD2m~UtrJk%y3?5lRfrd>o)d_-_? zWSVKz51Xhe?YP}Sn3NopoS%@AZIim@p4JkORsl;x6s1KZXCeZ!T5_{8 z<8zv`a*6`-r;-XPd<%E83(KksGm?vX(~IkhimMRCh~o09it^&fin;WP{_Kk8qKbx! zii*LCi1Nz%=E{7(s^g-n_PXl2q?(zmnz6>3%BtFiqPot6`n`&Vj-tkKMB_kxV|!y` zV_DNcS<^^eQ(r;zTyDz(yk!Z|f-G#ED{h^bZOyN28*FInYHx3E=p2mi`cu_4Ue`6+ z)-}@K)mG6xTh~3^-aSy=GuhBP_@lS2q;IyWZ@r;!Jiq@O+23D3xZXH8-7@%NU~s$* zxzaW?oj-b6IdPHyRXickg&_Z|~^k+CN%5xLQBjd3ks`p6&kiy!-2F@7L+cuf6ME zyK^UxPbaGY!!f1uQWjpWX_I2a`#;CKJUar(7!{9MPg|^F| z|Ao>2Y@+_Tk+B zV)dA!YchxF_Q<3PURtU}^F(DVJxZ=MMaI}43%a&Q9pL2SN*1rCf6nYNQXbN!$uHK! z_+IjiCLArnaYp#go+!>$^j}Iwhxc2{))n_NPr=5jRFp1b}6M#{C zSmFaJ2IVHmEU9V|v@z>qFcv9W!IX8DwfAY?s3Yn(yH`BLYDy|BsQIGwvNiERB-~@3 zGb6q@oh@2C<99`oVVP*yk<6*_p}0&PfWo50R6r>XQw!i#QR0H3B6EtKk}3BI0o@!_CQm4&g172 zbGiDy{tYBe3ufU}Oeu8k9E%JEFfSPyspy6nhEnUud3 z6=^^gmAtMn%1wq?VhCeW(136xAEj%zU^>UuIn@QkowagX?tg!s zPR%3oWUzh6`&g>{B@?Dy%o2aq7d3R>G@?3`y>ej7dg*z5z+Q#cDfuPGfZ;J=JiKD~ zYWNXb*>5fMe`56Zj)CVXe(N9`D|yW`O7;4z|G%dfjQ%hg+OhRDZOQE0$SajC46pt5 z?ztkD*a!Ep=rrXY{)GPrqxS;j zsa-)Ct1$%<$XjDpQ(F*K4!2_y-+J`3%8+Cbm{1Z8he}P5sVOGDN_IJDq8XL|YBIhU>zk_+`&uDHDP_~fIo5>+CZQD0C9;w`Jn zbd=FtUih&Jp5@=t_fB~FDwk%=c*~InWhLBsI}-@KaK=4y%-1GVd#dS63057>WSUO# zG$j00ftnbwrIjpc|2_EudJa7^3PueOW4zi)kh2;4Aa}Vz201pGbX_eBHf1BKOV5&zeTlqt!gA~RzMO1;Iieb zz?ygGZ75u4wzpMXU3p%)X{zT!K%RP5-;QgOl-ve0Lsui;ZjPq@EwZuZ$~RgQ|J&L; z&-LjaudyeoOk>}5r5zUsmabV}O9~eYOXAn4^C$C;4Iysp{4vuT|3#v7C1*P5s?m>y zFRci9bm`Yw5f?7s>k!P`-m9vcK&smwERC8VGPQ=UK6{E|4U^{opypi*%)Wl;7Ll3h zvau zp@M|bY+?PF{b zTHX3FsWO;$esH`Q+k-$F@3=QthL7EHWInPmqB`&KZYr+ps^s0{v4Hrg0pZ2x#9(IQ z*NQXk^|8;#l!kIEM~Km5y-DZKvT&+CrnwC=T*IPu&Vh!mrwN(ea%=8*E4zI+;yzB$ zjALdXMVzfprii2D^!vsz`m|t*Kub~2K>9>R$8bJT)GchHKIaGlt}hAn6?#M+JYD`H0$wbtvk1*33~xFFltZz8S*VTKEf!EbJZrN~2MB0gQ!k*tWk z%&0EPEiToJ64N{4DlMAxd_k#b5^%2&=THvHzeK%tB78CdKs!*r6a`rwXC@|BE~byU zH)%n@;a=Y1-b&x(59tcr$X$ylnfS@XiNw_dnEtxt5sIK%RE;m`(E7ZP8eF1P*V1jDN2Mb70JXMa1E4tR4~1Po>x^ zgSeaYsC_%u^Om@WrMQm_aev92as~aabAgwWUk|<#_zNc(9=t26i-#VFD>O z1t=2t4|xLhassXLCk&qi2C>BagaoR)1h$MsD7GEFaw7L#Vt{!fhgg!JVUp)UBJXoX zlK2QIzkSl1yCk~EBnh!(xn&ZHG90OlWEJK3yNF=kQfsoFPs;XEvQ}$~ zF?M8}Oo{OSI{&so7##4eSY9sF^Jknfq>;9m`o=%5I=O`V>~2 ze9i29-s}PU>|y)tL9y(ijO_8{?3BORQxrLKhS_kloM~*F?>=D9jEu%e+lyy2&`)sg zzSyVSjI3iZqA0N!!+7qwvfD^N_LXwpoMGOrSawl--h-jfzvaAJACYwm+S-wf$4!DO zUhqDg;PV0j5&*F2f&aU~TR4Y3LI{xY1P2+Pj#_hRj|sz%axcURx|P9ymh)bYX#Zlv zY5EFKjtj2X;oys$x}#J~2ao^&Al_EUeU5nww#CN*c);`T_TfMP$`NlQ(TeRO1RWrS zsoItg@yVhyDyB0}XDAmkQYkPlPiMh_t6b;tiX*I|3i5g3=+cG0%LM;6ivYZU7t^i} z01XpfsCi5vEsm*W^y#sO0Lcr$)6D&{M6fu8|23*4w5{ZU7X$FTi4hJhj#r7l`w(x@kR*-+e&J207>Vi@ojdADrK_fjH{yQ>Ed99sIn$L z+%+Tn7FUh1yQ=5+>FsxK_n>b=*sD{JWhhZP!+m+?$p!x?aI{G|wQlmRRlYwdmtTl; zR*2`=tx$bmN&N;Tcm)9T)Y$q!D`}Pq*5QB-aa;T`fUkq?&3WYwY1IrRF=r`kp{+`_ zq$a2N7^$|SGxRP{<8yEI3*A6iaY2kVlCuk&CK|* zQCQms^pWIqK~244^m|j!1~c^Xs(Y}5L!rMofP1r&sJ+5KHC{RjbMzi=8eRK{sHOV% zYHk#)!A=o4Qnd&LFN>#lBq&9DP`wRS;>nV2qi<%p~IHAn^b#a0Q$#GG>dqA%uG5D7J}p#+4LB8 zHEw%{qirKDmMkyYn<56a*yuu*?gJum%F2M|kiGaV3= z=Hb8X&>R@q?`F;9<46@@RlVO^eLbRBTPKp^>+X2XrCi~NS7&L8t{e9fdzh+E6yTKp z`<;fU5udLS?L#AnYg-!*V6L&y281#xWxMOzZBto@YS!g}K&61-i`5jOoCA=m1Ox#< zchVwPO)O^+03`s4cZ?-53JjzMBtBymT>{VoB`cIxhAuUSoIxn_5L+%+fF~4yQd77U zKa#aJB0k#j_~K;)41LQ)1)G5&@x!j*;>LeKaU&E8GvrJ0JB@2$OA8$ex^jo+958^AN0WhT)f1^96^KutUpB|;(&o&+rM@|AOf6Vfs+Y-&iY>t zptCzF|F4R>oc(8a{VOU1^3;fesBBhNE8R6n1R)|l>qmd8ldj)?z1TR09pzYkgLu91 z)o2x$n*cyORtZ%R3K#&?#M<8^*f~N0z)`gB@hJc({{ir>HVKff-2{-zM+llHB|sD~ za|FTj7AK$yK>hXrCwzWAO>zpybVOls#tDL9yX)cN{*NAy1bJp0TpTl_`cm(a6C5!JmhAP#3l%Ji@^A_NC>b1L@9!~j)F!Ja_~Z604fqZ zvkj?0gJXZ|AYkGJi1u_mLGU&1k!s)aU)o4=fERD#;V&7RN(fSAIhh!HoTyfB#7AVj zmD6t#%&H~|efo)&IrWe8!o6ZameJ#P6+%96a=h4YOm1{JW z_b(0`ucGc53b2bW+V}?t_MrT%DSGU|XVV1aKx+2@W50P((Rp#)kpwd52xWNXp8yp8 zn6^(28$@IHoIM+)uxVFV8|WMm1nvA4j{{*(aj0D|z*rI^<-@tuT; zor8nQRs-ABqic+UGQkmO;`kTKoq?e}M}(3E%6_^OoBPh0?+uERu&ZBl@2WtKqj2lj z&AHsEHlh1&5_J_Gv~R}8`5)?-+nW#Q*Fva%#Mn2;EtEwhtqC0HzN6-}c_kw0_2a>B z-Q)Rv`4`4Q?SE|RF=^kR72;7CKg{L`Q~)H@+y5ZA=m1P#B%(|TkQ=-6mj(qy)$?!t zr{x0@ukENHw&cMK4-JgWj73X7>pY1^p*-yr+W;7?4?P6neY*ek*s~SoaPs+Po2iRH zi5DOYuY5cQf&o3zOwSML5Tq)+%?*ki_Z-A zr9hK*lj0oKG-N+;#|1;H%$TeQ=?ZQxHhTr!NazBvf5c%seWfilAz4>grB4`>FMP)F zNp_S^;Q&iz9p+LhVB|!{niit{g0s{V(r9A;0gMr30!t$r3b|_^H-}5dw@RM2NvO6NC*jO4 zzbYY}^1OgGo7Y3(#5q zK?tw}-SGi=S@VXo#DrW13}@*Sndo%2iDhPOwDURsrl@ZAZQ%jX437T!=={>FHtF<7 zr_wtys3~{dIz}H~GHP;O?+T^TKQnIgJlz<~(*JGR_3a-EBeM!|nPw4)PB?pnXH_Fc z;=&=i;uUvmG28dogQMit?~wua4i(sSRxOo+-$^Ef1y=QPVq)6Haj%|N^hy}N^!ZUN zI*pVlmO1}wt2!F&SEmz+iM}<`t2d($&y{R--yQv-7ss7*zx->c>c6zu4zE?Kpb07s zy=DWmzI+@;uTS2t=34MwTpNPtbF;gmlUHvzyEIisaLLVF?d3`8NUdt5G3i3iAyF`U zlmGy~I2*lWT>(}B(CM~}E*Lhl6G`ts)r$^1c2&Z{oZE^o2*eo$10=n0j_55xn_F;i z2pFD8y^N9%aBezgRpwVCg5%lMZ6AiC#6p(>#B;@zH_Dc1s9>Ev^wcR6s0v;M<vd;waf?D!q)`C1eu7t(qv#teuP1%x^?KJiCWS@<68!k>Zw&8I|ciy;QeFu)XwA_@Tj zH?c+ry)1|$AmKzf0*Vo!^g{?cfP70SYF8QvV6>1NO;1$chNlECk4OcC+BU`GXY~va zvgHlvIFx>iSK6c!S}rQ30-%9+;r^c9_w~=I_NoRsYUwtldmCID?&-LtJ zP%*yIZmtKZxMO~Clh|nC2d_)VIP26u=Jn|D-R)1oA{#y1*805vG~=3UJheoqwA+8x ziS$-}8hSit`iKn)%>loJu<<>2m&W`*i>_c>9*)!iNU5NGfuGrOFSfJYY3+w%!;KCw zGQJJ(SOPSaURC-JxDBA;%7feJ(lL1zsK4y}`2hfxECWFXMMi+3Hg`e@grh@6NDB0wO#h(LY`0PKVn0k{y zo39x{zZ9x%sSJ{Kn2=iOb0Ar7c@rtXqBF#^Y~ID0QDtE%QWFBOlo%CB z*IR*2B~-o6oZMS zQDzwp2JHm%bI=nlgPj5aywfFr)FDa)3EDF3kpe+6k+w2{y8zuf1n@H0ULZhG*2qT@ zVc(PZIB?WuVXvBdGgo5HfzHmKFs7Cql=jt4O*>@;TbMGl?jM!p2I@FOjZ1e!? zH9;1Zc_!ues{#e3S4rq=m|%=e<=U$q8aB}rGf&*ooTs_wZgdydkyf2;(-baoVwc77 z%+hv+NyA@GE}!FeQlEEc+7<_0yc)AqHAR!W?$(^WYZnO0=Xz9u%<1yn_h1OxCNY}o za6i+(snN+pv%~qNSTom;0IA*v6T*bd2&ts}7E2(&niVe zL#w~gd4%)`$jD&hR@rqW$2_yW#_Id2CN9^>=WRGn9uUF`2^@7RHBy6JV7y~FqOpbV z^a9Ki-?$!9)zxgE%BAiLeMbwRkqJVvXwxnjadXh~?|W5H6Djs57#vf2Aw7^E47h^V z^C^6ml^VBD5Luc2W4^Qb0mJk4ri78{L z^7h38OG+BRrb&waC7zQmjvq`H!bGne%_fNDil+CT0RSuw=9@9c_h<>0Qw#=<-b>^0 zE4kWe#4G5@S;6dnjAN1`B1GNcyePcHGy-tnYHJxYy|>bd_-Ln^8(Q?#r9kSVVWilA z7H&DXhZ4(hdH65yLB!(vCf?B3jq9#2U4Kou3BG^bd?bu>ttqC)C)Ps0PKc9Jv7>dY zRj|dRC7NZ~P*so(5MWD<$7&E$#JCXK{lL!POI}DlHX9XDjS}Oa#;Leu5dAA@Hx7Ka z(_R1H?weHNXN;9UR&?)p-DM}uZ%1(7bOiT>7CmVJzS*KyuQH{LHZ0LQ!s zX1bxs!zF}I!u0{7<&Hs|0&)ba{kymWYI6hXYkks{1MfH)eZhks>3zqA;dgGB`zV8Q z?Q&GR1NtF@23HdAj0cSx20si8#@opo?hcw>$#)bE8WSVUnH0bs10Us(Ryqm_xJZl7 zNZSykngr6i24_rj%Y)!#6#61NEg8&4>`r0g5ELmA+OIvU&f=| z)rNeEhJ1;mO+tqJ=7zo{D}KEi`tL!}Z*3@$Ny+s@F+grOoYcX+GBM1jrDlwJn-ADnNaxuR$Y&<&Nm@ihRJl#(j{!nG*4n^9*ii|~* zJ6M{OSWKmqKOIM>adO9is4}yq@H>=qbjBLTWpxc2as^d}0Au-9&_bAMkf;a#brh`YIUp{GOO}wJJdyHq?a8(4i;U00;#vc&9WLB8&HFM9;@HXOvxT= zgsUKmRNFhoiuy)7vZFgc!}`&e#B+JOQF_yM4JZBb3HK?R6*6h&!wQ~ zwg9a8ey_#QCTbcc;{6GMf~o|s&_)iepon|5zu7S>pqQUl+-vc8qvuL@vZ{o-GtAe> z_6l6mJ$S7#bWlsHGeDcfW3&XOQg&6AelkrFqopGIqis&3{Y0x{O7ofi+q*p=Lu?3C zbt8VDxL|T24>cA@Nuqbe4x?qSAP>IX*_9 zGr9t({S%FTM2sx&n0y?CI?^PXbCP@$}d>yE?8SH*my43hA!BpEZ7$>I5aLe z4lX#&FF5ZlxLhxMLSJ-tj@L|yF4Tc4n-IT$e6Nl*r~7TDN{7$T8h;7&9t=ca%}bb& z%qz}E7e}d?;VlT6;98tUxe6@>%P)oKE``2W)jgNOLzjYS^q*PxRQx>`gC(XAFkN~E zyq}lz?PdCWjZ0DTi*4tN$7oA(cQCwr&AN!Cw9w`Bl;w=#<;+II^c;i92I=*VB`O+K zIj&_Rqp9x?3ky1d2TslbHb2)2orTTj1JNjx3 z$p@#2yoqUeadEyUE@mV1Tdwgq`SApF^)6ldKTPjRLzUIx zMyfSNO2aD+#L>0ZYe>(vq0qHql0||-1627{qwRUMsWpVdhvq8HmKc@R9A??ZWZ8AC zqMUIBPuS7g2ljQXZj(_wb;H**YkjZR2Asho^Xuz->(3k4>ls|DPnA<+#l=V|-8d_j zAK&zsuV=uF>ur7-oyEloPSF)>61?c^4f3G*^3_1@2?>z~hft970~|1oa@ZTQR%rPWrA05+Q# zUYnT01~;#xQG_>fnl?9OHtRJvYXdg%Z#D@qwyaakjNzNO!dtHp#UOmnOS~;ouPw6u zpM>1z#E30Qj4Y5#DBi|L^8GE^8}p$QbNz-bdY0`jC9_AoXga-ZW*dvlluaz+Z3fe1 z(}-vtdWL`5FFpn^7xE`3H$K6NSj;bn^MGLQOtl)^|%qjd-&DHcLSQ%uhNg zs$kg}utVc8!X<3!2aMGbv#iqQ_;H9{+7}{Z9M7V+D{o^JX$@9e(lGYvX`D`$=-L+8 zw=|W)?TqiiE7%Ss(S3^%E2*Kd$je=-jaxcO;<~MB2~0uqvKTKG3tf+XiOXF#dJ<< zC}WU((mv3iB(WZ_QQw>XO>DV#n=&6E_(LiG{U!?%T#~GZ=cR-Hu`7CSie#68WN1!f z*o+0OHl=K4f02!3ZUUNllRUvYLYIS=rI6Bomqpx%PO}YLzD)uDV(B-p80*>ZjHlNm zOlix9`7D4iISbhIVpcUt8p-3D7mgU}LQEmXReNS3Zx+14gWlj1XY`Y9;f1~%$8hz~ zL7Nk#*U3=W$#Ck)2;yY4>13?w#KrojTun$LX)IkM%SYPKa(w)0yo$~AlrjtSk1j_H zME2@Ou$ov$WGV9f2#9GLeKr8}tQPn2;&z&P@^FDSyOBNg*OSHsAltLrbQTaB(?l|%#G+e^r#I{v@Fr9NVwahNxz6R( ztKejlKL-*KRm^eF;iM2Xq zD%m}UjT<;(3YFsnN{q%`iXGwPbMLYPN#a3UEj|AM?6m2KOvYhcGg@m3v;P-AKXpwxkY5GUZgAE_ zdB^mukwWcptQSp28M>_(^L1mIlEK5AL1p$P-~Gw`=i2G_SdTN|Ff~`u``YqvrYd@y z9vXZjgK}P<|FTT8Q9mD~I{ZWYA@OiD$UPiCw?^rXv4#?FLsWgA_L^MtW4S)PZ1k&Y zrpRfAN=KZh$)DhbFZAYOroS~XD#6T*(=&J(m*`H}-JZsOui<3(`KRR)$>Ar2B}NS1!51%`cd+19e%dH0U=F+=^z|e?Y=k` z;H^m=c-Y2{X(D8Qno=^9e9w!~8%FzdOx#n3D7pD-^CPBXIHf!4IFYW}@;Ki^0k6?) zkw)?MF!q6v@fRjB{;mp3)9>PUVpp+374=QHwlgG_+7Ihe40-`*dQ*<7nxQIoKDI)U zpHl8JhVG0?!k@k4!#_`9c-viP<=ype-1Q?LvxZzV2%HS_d@PIawx92u@!Sg1o{mbM zh(&z&NAxHaaj6xv+wXie1M&J;Q^w9i%7zf{Y8{p|z2?Cr)u~51H;8I7KU8Mc7W{!7 z8&b3oc=kzl*69G@Kd0 zG2l^;)OpUow7uos9*8>Pb2+)?0|4S!-&c=|=JH|A?9XRW^K9(=$iqg#;vL{Wp1ax| z$y#vS=Xxd)rCm|zK7d#Bj&o0u>zLhJLyEqu?Ineou^B#r)vfXR-&Ltp%=SdPEz3+)KevYyT42mE(-eH8WGM zCMf{q0&xURqW>m^P>Jg(2?1cUez&wv0So|vL2z-?RgVW6_DOnwU_;<>J5TrH8(}-2 z1%o8EUUVwIjRH+X)J|c%h6;3mP*sv|kmQ3OACls|d|^x|7wBhs?CY($o=tYTh;%w&( z;As;D0B}ZnP&w$C22i9Wt{#j6ge$ZPxg^)c9si(O&;AMJi-&LSIh-$C1PB`7xW=S; z!Z$S}ebmm?6Q3ykMYrcrsB?Q_2w-@-=(rCiJKK1Ey!)HXCmTcOLQdt#{OC90N5xtG z;>T=2J;w5!U!o?XS1mXJaj<+fiOS1lToH;Fb!9eiwS^HK5K6vN$G5$N0$}RFQYAbh5>qKs+_l7|jqU z>_T){%*CCmgW9K(9+%MF)qScI4M!`zb=+A)qFQzQfHt*_=CUUI%>z9+n7m-#^Cawh zlE$bF83o@7Wi>6#pydddH5(%If^?(Y_K}y`^`QGDbyqzhHigi_u(^!`an+v<`bci3M4fad$@L>p zxpS;!#_(i9w)hmND--ZOas~wp6m1Eu^ouc4vV_a{u?QBjPuOd}e=p~hLntdO!MPTT zt|~}jJ=fGNZ7@xao2~#HYw8v)h0_RdWPc~R<@S*3A-nKa6!C{+`0>u56zF`&g1X|~ z(f2sd8if-B&oLy%0VoT%DX9#W=*~;Qw9%kawp(l|<%O76c(;r-J@f=lp8;s!TlxT- z=Odc2Gs)cF*u6CEV-#HJLy#@9uiSmZN9Ns2fC36s23WMYPtv7n^%%TVwsWI20$M`j z_ySqWQIvtznR=a2z4~%pd(&CVabw+A6omsTx`+>djWM6azI#vJm3h#7wL5q$LV4#P zc13e_g?_b=5d6(+I?w)(Ue*Kl>n8CEDtuRIeACTfl#Z>$Nzw4Mh&iq|LHxv&*F=hY z(y<`40FZVI3c!CeLRxN<3T7x54}_|u*EKcH7-sj_jmqd7OB3dSWnXz^suYj9H`kF5 zaDQpD{%*uAkN^VM)@`^4!-ekb*u-+z=|0tiI zZD^Iq*)|MhGu9I50IqyL_SOIRqI3OJiT<>7uH0);2KPe?K@CCA;?;q7uPCL;cQ$q@ zTzVFw!Z5`q!5I876nk0ns&5Ih6%J@#jn$955me8pA1no>!Lb|>f&mG$rpAm^%eVHQ z-e>4o>hwt{t%vkPsYHl&(Bm_VD`+QVMj`KjX`eO++zGCAPOQk<7QXQ(7jo{gucEbU znUI{(_D9Ygo&iEyFdzVM1P2sAc?RhNes+u5IF+#hD24FlDsrKY*XMeUX%kN^1E{HO z>u6{z|Fhn~Cp8X){pC=Sz8grFKl}Y+a4lk*rKdc6i~?+WV=@DHv7E?JF~PUU`UdnL z;3P^!O{m-vN4?s7q?+2Mm+F$Fa_SNP}wGV9-XtpQw|D->-h1<=s{ zMS-mtwE+jnbpJKOcbBe;>5TP3`vbvvBvRUC@1L}nwi~cHJA}xR0l#=(5)UG}P+)>M z7S%r^v*26L9gHp9B3gY?(IyP4O!XSu53DOX#a>N?+}CCAUt6qB?t9fUnm%Us3-=eS z+Rkiw!lw(V_aNGpzVgi@={qMAZ6Ld@YA=9rw88lHr9>YJioLm{irJ@ev2jAG_BWgO z(6=4ztsbqP=IBf8z~<7f6(QNC&-wdrN&4w-0#q%BZwVwn$w8ktqhI-+Q%VbqYySCHCCk`%0TyQ-U1$zk3L)TDZI zMOfmEk7I#d6B{hpH-*MwkcX`%6};zY0)E9X|7TR*fzi%TC-?Wml_-nNuE9q(g#OUc zY}f0jKi{7p)1ZIlJ1)JPBLVnkR_7Cz0m@f*BQD0WV#Y%*0}7H>{mbk|K)ubpo>Yzw zqDpKaiw@l@HPcrhpa|CNyQ2jmDSR%9emZJh9>Koo$lRDl$TS62Y#IE4J>wVGD*-Wz z=W95@6C}lC9nYKsg)|>U{2AlG5Wc`}mheCWV5cXx!R(nz6bk7jVhbeVm3}oRO(O-Q z+$BDkHmVxYgo?@XI)hmPa)lmxS+X@5hxieEaszD_~S?}T~h%^*ET+i#Q__`wibkI!(w|lna?%w?_M(Wp_k-JW=}1a&v+Xf zWtNtS@xd_of~jzyA~+g7gL^aG9Z!b(WQier+jos#XK(AVmq9eFP}B&<=?~)0Evyp6 z7|3Uo;AYr?q(F?H17C^uk{r$)XP{PKk00aB_qcBCo)q$ugnT*K!LUZfeoPi-0EzHt zh}3P1zG0G6uqsa8>1$x*x>S~|ER=U)dJQLHiT$|;*!3ab{Sv>69f&EN3ztS%$+#5q zZ*ActY3G!g)EA1>gRtZgIErUX?`8@VEi7Cci!=)qp&H?j%A@Km#oF9^>bq8jS4=tz z*1)G-O+9A(E-MkFRSbmry;rgRLecyE2%T7F!$eA5BW5FnqL#{#*5s~!7qjubxk0&# z;X<(qi>cB6p00SBp17Lv6SLXbmN9b3gcM;;J85`aY~e5|Ba{r(N)^jgu@UitqmiQqiy(z;)UNv7y9N_++)_7sQk1Q)h1x5`QLSh}yv()^Efa*E15oMXx>{(4^S+QkV$g=E7_MC;X9HjlI$x(<6`$u=yv>O@MpfdPVX*#V2Js4QP zQeMCfEfg*vtqMPVk6}G&t4g4p2IR1-2(Juc6_p{ZG zkW#Rq6lx_BD%b+8S}3pDfL8C9SD!(@kCuObg4SUCs=S2Ol2+8xa@4U@)Z+a59yY|_ zeVia{Gy9sXEVsOo2pV~o8_6&!$r&Veh}sfX(Gttinp)AC%h86YXshOEZ>nhTdgkar zR&-1{wy=bWNpf`iIfUG^glap+0FE0moT3p9-M9UzN3wiOm3`ct{lb;~Z#V}ODhD(; z2lXlkO*xS^l}H!PA(l$M!{O9D#|D<8hS=lo)bbvLlQ&Ui7f2PlB>RRlczlv`Vxe+k zgL87fa`KGx$4%vrC(bF1swsS~Y0|23e@>rc4mcZ^|D~g~)6qzI4%{?Ap5{#;98RZFp4%du7Csaz}WTq}sGrSj92rqkuF)77@BH7~C9h12n-sE{Q@E?=H5&TuZZRj(tf_;;Nrp#6Nr!7DRoCo`unuhti; zSMRw`Zn%F>R-KQ!taqKAvV6KgatoYrF9JWE0G&_8f1fb)pRokTZvN_G<8p1$)`$%3 zdyS;qB;s}kj?651CZC0Komp9tvBVFuHv~1fmF?~S-aY$dW;%PI5-#RF`%;UD+w!}L zvrqCin6Ffdw87=v^!swyDL-{TJ*Xdzr=Ph}=C>CYKY1`^G61dnY=NKWtS^9ay!!v) z=)B{S`u;zD*&rymQ2}wLX$G#$39ihQt5Va#t!d@VT_Em>qq0)dEYmW>QQ0!kQY$k@ z!=|{k%w1~Mho9fyzxS_u?mg!`?tP!v`}tf}wt{DImz29y327f*YU|lq!n#giiXwlK zAiC+Dgg(0HkDs4N+gx=aPiZ#db4e!(eP?x{>FacwYId5cHC0qGP0XD_63}&!cf>}) zm>G(0b|-<+tQ)yIF=|{s1KGF)i*{m-1USxQiykZIV&!BE;^}ljV7omepQC3 zO7V6Q*i=lE`tB%dLL|y_>Fab873tPZ>hNGYJ~aGQu=Kim4cTVqpOc z!ZUa1-BDcvEy%M~F)<6ed;muSsq)~wpG%}Wl=2mb)beV{Pb!ZNg0dxEY3r&&NR4S~ zie1!tAx-od57@|mpvv2YhhU|6+hzmGZYzYAr9ns(;xY(~W14S)bYpjKJ4KA^w@JmF zgb9z$lOCJ>Rtg*4aTQ?!JocEGt+Au#QF+RdKU!q8?*1%wB?Vo;9)UK}4fx_{ealu= zD^gT{2|2T{3s2KoiqR$mdp}349A8{4UgP#SmGxP7d-HO?9tp4>vRIhG4jR%lv^7V%Qi|~?}BnlJ2^MbN0MH}Nl^E^XYwvl41 zxD-TPiYDLp%PC}KXBQ2p-L?A}Ks03np**$56~t~fbv{je`{*Cfr$|{5kO0_@2lv#q z=wV6^&_z6#JU=kyCr@J5XuotIZYBU$mF9d$7m-2(V}$JOj37vgDUxkT)u00yCVUCl z#4+J(Obr}UqiG#PVI^>&25;c>0t<%);KtP#QhszsN zPb&ob8{OQ^L4AUuTxcUZ4uQkO_*q$T)% zJP6NHj|H7kVB>KBi2&Z6!U68=VjgKvV@|Q~_B1?BQ z9l%Aqt#miiK)4h&RF-06L3EIXB>e|C0#_CILnhI=? zs%8Bvp>n*yxN}^dIjxHnr=Ddex_1U)ijmrU7~sP@e|n z+e#LO=j(rh4dGB&Q^%>x;0@39$CGZf9f!5(u;7OC! zI+G{L7@ksS+Twt=uKw?x9{_JHh;B9up5M-21+n)5nWCL3LM{*;c1co3Ri_4VDo57q**)FH^5m+a9<}Ry4edSbZWVCdiU$ECc1+TKO zJ`XZY#Jneezdg>;OV<}pB1%fKs;LHQh0m2Z=wLE5J74Z2NB3hff`3xZs7+gVk%~Wh zo^FYAlw|II#XFr6X?L;3|2(pBXL9}o#2~ofwknR%!!4r(4QbceGcOjJim0ya8BsKI zUc>D;^te1K;CX{o*R9s{XvvojW%^;)624tAWB-0O7AV%-Y>`_~V}C)X@Im70ZyyKD z?n(o%76CuJG~pXD;6Y5S=1h4))WkD)UzOA^Mt(DIY9tS3pbzh65Sv3jbW|qCFOKrF zWG$*v5?5yiZybJFm72W1IM#E);>wxSt#uRdj|_)%H)n-40VkUaXBz-O=9^LEgXiN7 z2&(h<<(_i+$Gyml_(qC)*~RmkaEbgSd$R1!{4fD7zz1IqZ{c}&YkP?#2m_V<%}1`* zT@Eyz?o?0N=_f~ZZ$a{vlZ$UZ$Vx#*u2v-)|k1&tLA568s6fNYTems%Mhj zcGeYx)5N=h{l_oiZaLqxbba1XvJ7MG)7?3Zq`ex?785s_p8|>E_FiS`FASB|Y0PQR z0KlI{qjX{<2R=L_Up}GxvdjhC+GjZN6C2PdCuVTa#VVsJHgGwpDterTAvun3Xp4P` zo!C`qGOls|3+$}ZhxW;VgR)d$j2L0;lkh<7Y4Y;x!=tI2KZPGg&w|7}1+1RoA`9U- zY``}ue=iQ2gairD6Gl1vI&W#Ky48sn559CV+c&?)+Gp$-2nUDSpWQ0jTq8}^| z=akGZA5hwjsoi(($YX9^Kz1_?({?CI|F#U@SUs%#v3@2*YnrpYvyj!`5Xf5^wBW|K z`LqKzt-Yag*Dq??V!*UI`wPXwzuqq79pf4->wu-JgLJYq9OQhv)BcuSF;#BLKZUdJqeGxE)C@DF8n$^w_k|oCH_zw*_^2;m)@| zKUP2Av6vDbX&*C{NM^xucP*F%Xyv}RW#!Ob*udmiE=R{xfd4_;C%;Xrq^M*2ZbnJh2cgEFF|u!x?KjHY~079a)Kd$2`7 zxTyTVwlPgvU90QIt6^2F=T@-DD;ni~7<(KuF!D!s^#E5oP&GgTMzhEM?UA8I*x<1| ztNpR!prX4q0p0rkGP(|=X%oewFm``?in%m<8G+K zk!t~+&1IbQx68rU#(;e4tPz%`tWG@3?IsD&t5m$}n>ez@>`@qEl_%4UG80GG2h zzU%TCKm%DOoTsP1)MM^pQi?10%SPl0QLe1PK&a3d7?qXGFUkXDVoF!8WhBH832_x;B`Gg z8Xm-->m@UX8JO~aEV^z5uKj%zF)vH z%)QSP5~cS!m^W)_7rlPlvaiafAi(=Y+G*-EMYdMb<{?gvgcE3B)c}zo z|8$TP8GO~qRzoBb2VDZmou74({TttIO)k@X7z#+iDVFA(xBFfIHX=weAlhho%gdgp z6Un=ae>}BYq8COLYu+LIbyX+F1bRd}q219m1MiRLS$tr;<0-OvlyT}3L)SM)e11hM`D5FyK*Im7K*~&Vb$h7jP+`vjv>r0#f;+`>)4$r>tBe|Ct zHf|y5`rSnMVCK8ALcb^t>z#)J@=r?pV_)2idI(o|_`*KR_;vF91wJ8|T6D2*BWM1+ zrh;)y3JZ2@L_1`n1{)Y58%C6ZPp9+ME>3#k<7B$2h3Q7L)rkI`Kg#}Q*R(Z1K!%;I zTh%R(nhC;L4KX$^Axl0fFC6Fg;~t}Hi=!-@b{nhp;g4LoVEEl-^v=M}N9Y^w1#Nxe z*MyQ3_L^=wJ>Q@5X^8PcuXb^L=1}~l;af5WjrU)*nquV}%cR2#<}~&{>9D%oeD z-&o^wPYAd5QKm`L?I!KrnAiUqMO+-LJQ;WA^4CH$y-QuM%M)qpici!}-}z8to1(sD z*VLppks{6#U(J7XX<8rQCt7OQTO_#rt&OkvHSEl1g;DXR_ph&;MLB(tQPHITt{43; z%0D?Jv&i<|tu3>Fqc$d7?V|XCNB>shG!cnY=JAiBs$wb^D`x&At)CC-S4eUvOdyXr zY`^<+$(e*HF$)3(vwrGE*Cl~IwCnhjZu*%6W>cyk9zH`mM-}I#ey=ol0L@1)m8hH; zbr2pnJ@~QXcX2pH?n=z28oMg~$?o7U3oVHkOg_f&u~kbMds2Rj9Xk2s&1F)wn1L?& zRKy{x|IQF{_FrYysl1$6#PIm{b$D*WT&^bYgF>eyKZiB`(j7@+_49X-~X6A0iR9S zR#0wzJv{$rhr(Lt07Un{fu7A@RQ%eVv;Wflgj-{Z!nIq+{`*z*G-kT!%*2rynnZsT7DoB!hQ{`@8Ay%Uw{L zNT_f>7wWVGb#+PX#co5xVKpbfs9RvrDM%O>eqsqeS_?Ti2XWsn64oG6DaedSWDXZu zu!Jn8pw8h??lmaZ0HSgUbs*IIhZZ3 zIB{A0-B0YnC7fon#I9xu#U+UwyT#82VOp^gbgGoiV3{h_Pk&j;l`4HC67AJ2?Yk`P zN0kYRk_l^;@pUykep1{bN-D8gHdQ>yo_f@ySagCVF)@ZeR*NT27-SBjg|ElttEuwW zqvRW!*`H&YevMkzdSRha6PJWC}!k0NZT;m2U$bH$`WDv=mS?JlBzYHs?jL=>-8 zlnNluu#C!Gi3*EG<28io=B5pCY9W<6uv_s$Gf~`4@oh8y*gmpciP3B^d5Vv}#y|bn zPVOh4PBl z*s>#aWd}=FBV%R9E)?O#vPQA4=GQKQG@LlaC!S&8%-u@lYw_q7Qe6w#q6PmGq&ne8 zYKz`kTCCV0s`Oxp^iYBtNR}R=YUR0Vk5UyMmB^vpO2+9VVIK(C)?{&8cFI|k=jfzo zV=zxYQlLP3NSrj!C-Rhl-_d{HFKf*y?UH*&TB%X$0#UA?pz>OD8jE;Y?z=^O<18SX1N=e#!zibNh^F( ztRAAN#&pY%1h^O{>QVT+ti-MMs0|Y-9;U(@rJqb!^_@Hx-C|^YV{E)U2!49T%8`aI zs!>MFxNj_paRC}&!1HSe93FmNiIfjQag_*F0N}&J>kNw##t=X?s*!HI7X-!wk|nD; zQ%cgtG@!Fu`HBEs(x%)cz~TkqNIw#JjW|M+oE;;6;iK}Eu=!(}l2F+68p<h2g_6Z0hw;4t4$p+Ru@w7Q;LNhP@iBQ0S>Zo-(h3h`S1mD1CltPQo?;QA zc`_TVGCSQwcv5z+{lLf?untW;deu#iu&*0gjq6I3XWf3}8|5`cYb^bY9ztm@btY4dsg zOZJ#PZNQZv!^3~)A!q%F03G{W8!R_Ct0_d0gk1I z&ecH9yu~5U6Qc!tqM05AHAUmq;4d`*5=0~v9*(~fQQQ^QK6XCP?)n1TjbAyig= z2m}k9(Rn>~YK~7dHw3@*+f&QL(B6fIj}bds2(j@BFZr3m@kVSkkXo!16r=mZR0}Lwz{pV`1 z+U?={&Jm#xAb3C?nUF9`7k30wd-x<_s5@laq|?D5{TU0`?n^fXfTS@6BZ2%kI)Okl zoHxo}rW4IJLwo3E#a?EkAoSxAuqV^-AV8XrDy~ha%9Fqz9L`-_#H`-8V^Yw_Y{Kf8U0iueyM?tFu^bRVjKZDe_L@}N;q0A zH9tn=v4B4pAVXvBrx;94ro8;0nsYR>DJ6nf^?8fmkVtn$0f45(SvZ-T^> zNKUx#rvc7vQiqI3DnJd{8^^Qb0x$>Jh-~%npYOV zvl=~3CrFW>POucejEOvKhji1gx-vQt?T|JD68DSB>k@fy6d+*w5vudH$fVve#75hj z(XrPcvWO0izxgPyh)n77g9kn#u7J9hALkumz?pue6#$S26ne+tf&U1?*z&|pB_`xw zUtFoYPj%i8Y3Rdpbg&@6bpxMD=zZWzs~hR%n|)#8-TRcIG#QJBpJv ziY>3Ri72HXV}zy3-9L0ce=F6;NeK`wp9?ySI()yJJ2NMq_hpoe-)d1tu>wKva&uIo zf-30(l}ZTQsp&5Gv2uMhW9Qx&l8DN#0=_Ih+UQ3K@kfo?sQY&zirMt?=nvTmGqsl4 z+a;#E-fF3oQcHZ4V7iK>e@R9EEyXOiHmI~+>{uoWODjmkA{BxotvfvOY9;&Z85Sa{lPx_<6Mk#*cH7c*EN2X+VZ!x9VM$zBv$!%$NipeT9j@zoRv!* z-U?A%KV>nOEc`q8lyG-nODA?ix@)0GczAqpp{9!7Wd3WtSupoRuwJ#tTlW_zjr1gO z6}r7-caPE1*1oIFheTF&vZb`VA7@7@+p>P^cI$1pR(BWt5`L$y;dRG*3$%|sOhM_@ z^fmG+Mam)KjuEDMMw|yQZ z{Sz^49BB?L0R4YGvMS>9x0H)+s;@XZRJf7Vc%0ZWJ9y3EvUw`^_V-GQsAYL?!+Y}|+rmG06qwv! z`1&~6%Ixy#pWolr=VALI23wb>`YxNC6*GIdHV4nz&YFI@|NG~cN6A7l^T!*@)~s81 zn=TnUOi5dz1Mir3{M}sp@%c(o$F9>OlUrLtEQ1Lavm+mz7NRaF9$5cqb1}JR7t$|X z!r4wK9rXw5aT<2A*Ds572I-&eN=&Fplm0$MPTA4a>z}97;pv*w7}R?u+wfaJ@bPWCtpw;;ye|!1-~2D{2JzNEYo~npIK1lqP1cap`!AX2{iCotL4t zHiKTuaV6BZo~E-NTqoo1XDSE8hIo3@$r*+A#~XH#>}zXpHoZK4OUW{6EEbhx1qJqn z>b)^}SdF78h|nO;_z@0>DQa|0@_2on&Z~&l?war31x-R{hZA?-ufW68hN6MA zbode;!XtN23V4R2G-d%+gzJxKQPBJm@#Ob61<5w~quY9g|Ngsm@ZRSB9dAs!X^{m+ z{ZcNk6)p733Lt|iUE4tnpV-J)~3D?z90#j?pgwbUuj>#{#rhSi998S){ML zsF8G@JKZ3C*J<1nMIlDNLFuw%?4a%a+?KeV3X-gD%+zwawb6k-km0x^rQdV~0}YL) zpB4SxVx{PG`eU&B#kI(tmsfejg|YyQ*+REyHsnK@6^lBX&dGkC7&;VZW1i)dFt)2O z_4Ih|?r(mdp4sdur^>bEL(CRO23K%;GhL4W4?6jU^RPFZ& zGc8nmle#XYBTU&CFFJd0Eh4e#%%AU8T2h+}Pq7y6)9csH{QG^UzoU0~@y*lK)yoM_ z0gG_9)}W8|UX{EVnW^t6h5iTXB77gPbUN;|bsYJOd~Yt(MEk1vI~6OXol!Z4 z%H!f!kk6-7i*r00m01<|=i0}kbltb1j!!j6LhX~=RoImMvi$6B{ol6vK@qhI?!#8q ze_aY<8*5LFY;>EJEa#t|uT^}Sw$DsNH&?J#tAxFHjwTjeY@@BJtcZGXL!+d)ETu+8 zCFg~sxkx(lrn{O&Lzlzx=(3^;RgD85X|5&F=g#P>?L3xfaj+%&{P9>d?Nd4CUPI9r zj<%`koXs)yU5PGtSi7D=VE6GsF&AHpt5dIdSp_&FE=KBQdcQ3xOj4>#X1n(Jo}6rPB-*A}mL*`5K8p0}+`F5?j4`Qg|Pq2VRdpd9sie$^@tYSJ~}8JLz=zdnzr z|A)(H-#=R)w`w{F{tE{etXrF9L6=R3`#ELc) zzA|iY`@knB4`{TOmhWVPNJKR||8MQ^7O zk&uI5ZxtP_W<5l*wEa=aX#EXY)s4N}|D^IKhojw`a1tlAyjebF(R}Ha`W1(+aDP^G zjpXP+BYpUmTWju!M+*H0-urTHlf>k;{YWd_J$a5D?QtX?V}@*6Yo@PHmw}CG2Ipui znyV)ccp}>KoGqvP-|RyF9qE zG59k1JF088PWuGJsA*mFyk#x9duf$3rxI%U<5EPXp{S{VbF|EIZVL*|$fWIREQA!7pJUg4E;*cKy{HT$Ss`Z9o5m5HGs; z?AJs6rFwQ9>Js#;ef!9#t!^S&{2;PbZ#X$(T*ODv*Z zCHozGI$H;hyIUXlIeql_p|AG~4>U~_tYG0;FVL227fN3by;wQ&xK!q}J?h&hEoQD) zY%^TGWFVb_uZ4SqeX0RjMy*nT0OekQ_B-g?Id=66Trv72}G=Kbv4pcJJ zKV&d$%000l{zfHom6tBLKo)-#`0tHf?D_{4Y|4w>Ug=JCdylREr1peP%#h%%uP;Qx zPOnywjIN=LU2h_9j4dr1N_Vy1*$LmVrc9Mya16R2fI63dS?8a!c&dItJ{kY?Ztv3% zrccN6n1&W3ZYMg)Bq`yMLKfW3<|y;f!F$i$5Ay=Vl|;4Axm*$tyW8U&j|-ijIU}o) zqO~stt$cPh^7Mrs>Y6@tYhPpwoGHBSrSTkk*2V1i9&A5{*^M(I&WhB-Ln{Y;oFWm- zcgemx_C3vF(eXQ$_Q(@ASieGcPn?f)UYZ5#{Uz(n!V{~`{~uOUoFVs}~M zMgi2}NLT>_k)t14wPA4z-6!m&Tvm?0W2QX5%&mJ?3)=9qx9N|myDF60D` z~3ctCaP^VEqA~>#gGH7 z5xqSnHlXHHATSvk@ZJ-QlYeftn9U$)sx?N6*s{= z4G5mt>1?O${OP%MU?cf+5Na{AH>@qKUJ;77?g=3woSQ0!nEW@#he1`3%{y_#IXit^C zs=oh)NF#ZlrFc=99GUJa6%&T>dT?+EIsnOZQjo@vpexC6&Xeu;Ewqqbi5?hracaj8$?cvE>>j@H~nzGwV4l zN+6Pna*)4RHQrpc7$$Q%r=n7`@&qKAo5~=fVzV2&Z_jt3$ zFSo9PS{L-P&d6IiyQD7ap+fkly14I!d;gS1-@Fksezn>E#@U^QArEh`1#NT$+@5-vbHs}-`Vg|q^4IYyEm#?RPZ*cMpMKznWW}S?cHNr0oWtEih ztJTQDy{elZ^}1b9QWDtd^&O=m66!TLlNkx>LuHX-F~O4P60q|KUaq7@d;y2>h2ztk zU3C0SR@b6>sqwczHOke<;_A&hm?E!L>#vA3`HJ6MA!Ea*pfmEYyB{SQ>{V~7p$V*; z`Nae_4$<}!eqage%yXN|P5xPPYnh9>V}otdI9vZPL;NbP8wa0BY6_jY1=o^LSHg|q zV8$`G#iqh+EEOv{QI5=}!#LO%fkD-C6R-u^+EqAd~}X~g^=?qHPYAVsvB2kqvxVn;}6HE3<19GBd!(3bHZA_?7Q$E49SgC=mZH ziH$N~Lk!%-b@9jFaVtz`332%GaEWflvDE?A-RlkC#j)YfMGCga7fl)plNvBlV$zqB z+iz|olhJMR_Y(%%IY-J(tRC!8XfD4LSqMV?`~Dy!oRxj+$wB(1%C)O|_?mg2+ZV{# zkx0bcCul0$tRk{W+^|$c0pF;m4&k~46-h9j#t9KWKcnSW#XE2?$d}yNLr?7X zAVaw^h%Leb?qMzZ-Z20>i56uni9-BDL&#z+WaLyN?9X>-IvK6_moM-XTYq$9faCO# zi(m_&j+8Uvy4X-oRFDJqUt}j{>**>W4sN^?Con;cb&@|rDJf#kE}{=>xidTcN8ItN zF36t-N|T?EFST$V+YCaPD8+ebJs^6Fb0=P)|LgP9O)d5U&*a|^s1G3eo7Qo6di$Ub zkp!HF|1Mm-_XL`T-oLjZ_FcH)tM<<-+gx9GHz3ws4do4BmubiY)gq$|OamGFzMB2s zB|MaT_C#dz`$*A*cFna&nB}@?t^nFzEi`D^Hn@9*`z-DFeHoWWeyny-QB3>cH3jV3 zCFl@Ov!EIprHAcc!d6_6kz^mg$g*yR=w+AQW&h&Gp`!7TFkcyzYc+GZL~Vs5CiYnm zMlJQJW(v5->)PV=jV~X=cCxFPlkcJT0PHmL*%DLKH4<^Y4|eAre)tx0@n-#sD}~K? z{=1sG$PlYv7p4I7A5S5t8m5oPmBK+GgB;4?8Pn;*7 zzZiHe2VK`7QvZOp$FJ3abI=i8c(De{S%R}2eHQte$pE6-4f|oKU*87@6u^_o*cJxt zCt!Mx0h<$u9b=$2U2yv_Li8r>&hh|q_+TE|@>Q+Y&0{>008hfHJ}wGJ(*`CNXx5DB})jp3W1f0E%h zBV&J&;qxhCVQ6eJ=k5Zt^kE8N%3dmti?A7M{Ow99W}MtD1J5K69O8|jSn$1OxJn#i zfznk0dz)OX!{aj(pDFsOwL=5NH)YXWUjgOjhiR&i!CGZ};W0-dSf>%h~4<8tsK7v>pKt^$} zciPGS-TnZM67ytsB$Bat)!Wyx39q3GzRiF(cJ=niRBEihi^wKU?10PN&}!s96VV|6 z{zPzpfd}`)!M~YK<}Q8wkv!i=ddq_^z7lWX(EE)~ONo5##`RVvKT;&Xu;&qQ_i-{y>;(BM zCLAO25gqG?@npWgj~iWa5vxs(`dLkdxj$c}p$_1l9#{CXJ~j$;wErX{Pcg+t$AuXC zYLmIt_qQKy<1IDQzCj@sO=%RYZ2zb}f9%?2x%G31ypyI0qI0g~xrgj;FJGZ*)I>LI z9!@hRM%wSp{y?Ak5th3&zeP}lwIUBW;=~A3NF^+rffhY8#eD+LIvM3j7CS}$>KeJd zbdeG{KUPAXeoN{}ou3{PpBdiU3bB%W3F<}nX+~pqE^$y%42m!B)_LXFYPY06z(A6M z_!Ay{*U9GW4R@0S=-^(oOTz>LPjGV(jEojbs`*A~$ zzc_BvzJP;$VqjMQY&Z__H`1-2{OI?E_kQ&TYU?6!(&Rz)##eL zF~6&^?17o$V~u53#Ig%EmwB*SvX3Wi^{hYEpy}QT;EzdZBpLKP#Zalj|5wie>~EJ> zJUt|r`yIl9xy)|RQ&*J`^#eR7+^!wxiVQ}%Hrn|6p>g7xJ*0=Kv>^Oi+ zE}Jjjhjo$+_`{Pc4av_TC(Sj@UEOo%wY1~fxTb$6mvF&IFgurfHLS|i*)iq0Ui|WB zQ=3y?e(6nHzk8gp7P~O{ad_rHH9d7aC8R%Bzv^Md+r9gX97>O`P42oHqwA=gu=-uD zE86L%fqJO*rPZL5M{A8N-!%ojGOT*M$5HCs<$Z7DFYWnj-mSSu*ZxN7||T3nEHoh<*`5@mPM&nzYTKuXOu`^kC;VqcO9C*AE>2U)WU0=x#eT^X=6D~bcpamdT~!Ik zqsLMD-XB$VB#lRocWMRajd!Yd4rmrSH6;w70wRwu<)NcWUlWt$6UTEj+PRsnPAdZq zie44mx+-w8)JucJp)gC;%5lDWu0-7N$=uj)*QtS<+wnS^r?FNkHX zK-;uY8L(rH4sX3Wi6H2t8z{if39c1dC1N zx=c0bL?#9<9ZOoMe5BWg{jfFFmYk+=>T$vOnM%87oZDB<2%5q8%7h9%y#d*?UcuMn zRum>uR-EoD_gB38pm+wG)iXWh_g@lk8-$${|1Ej_U%Y@Vd-O?D@e^O;a{g_N(F*hR z&#s04q=%0UQ&%11`l>#hPVTcl6`pjrx4XQvlDil-?DX%@x8x-8nHP&^dUq3I8sv|U zi~V$akcR#^vaVQP;dmf<(~Y>fQMc>eyXSFhlq=r~_Yr?AS;lwOGGMzB=$K#^_LSx~ zNb$M_E|ZeJBI$?f(Kq_^RuglX;)nLdQ?dO!(wz#uKB+5LyRqjy|= z29t74bnuyWyRhs!^)qnOf$_dLo&QC3*NF!Xf$HuTU(Qc`$li1ewROKlqfX0RNOXz_ zUM+eZ@k#&5rc-1~%cW1MA$wnk*_>3@s`wEYVlrjaAJgq#wJLnfFg`csoHFfxMJIiS z*}u&L%%iWX7@tGvqDcc6e(6=CgF>z13|zoU9##Wqi8^72X zc5mx69szaR$NYKgH`XcP@}$P$MZ&?x;Dfi0OdUV`*E`@-z~Ljw^jAf-f!y;-MtlbLKyy3{nJqQp?l$` zx5G~)ANewU=zeU*&xq8m&&2nq?{}%4j4DX>nO&125tF#zGo8+>=_tY`{jvpSxK4vu91@@7Eyd3Mgaa@o65{4fW8Kare{%+mZjiplbP zrlO;zYL?7{Agq|+cLqeYR){~|&aS3dOB-Sev?o`?uB$scYy zeSbLV#EGmUUo0o@-G6<;J+kP?*B@}d2XFqJEULTwb+sp{m8STo|9C zB2M}d6c?O|T;AR~x^W`#pL2c<0H_`VbqoG>oV0BpF#3^~8PY#F>)K}2A zTcj-2Hg6awTCKc3rZA}g3_m(>;ZM%B`hJ3Vz=!&0%5F*pU)i>#`4I@_&xPcq4al(s zwZvYw#8}5d_>D!h1-$I)@~YITgZUad_us4Swn0c$F(Qfq0`W554WiCeXFV9mjjqmr zu|ET#Sb%6Eqmb%&PlTl%>oic1V3#G<%c;@eKOf|w0Z2mVW2kmLEP|%|tOj9fzIw#` zZbH^c8W_xFh82qhY#VC@gtM-4NeNlup7efBh8Po(NJdCd(iF9`Ac2+dqVVgQ+1fr? zmM*N*9L4?t^LZ^o(kwcWT$8xe85>Ghyhw-%%~Fgt@BW!8 zf$1dwX;*Hvp2;-{`GW~yux%2|Bs`&pjE-uCrE>Z9z+mac2<>_RGz)8}&rq;4H;zOc zk7NRNd{cl4aG4ki9EVK*kB^G(1s$EeqS4Ear@$3Mp)e#0GrNUvBiUB_+U%BZY4W&8M_P*J9D&vxy~;Cmj|}yU{vioq$6!A%L!50 zX_F>tQN0LDJeV>Mm*GK@7>Iyu=BdbZJtliH27H1e5@oj!$Y#q)A&8XBh`0Ope^It? zvo0o7jSs`76w-F%!IKcc^>2*))0i56<+_xix)md?&knpva;uN?&5>P2eL@zN>+dsqC*a_q;48YXlH55%= zOa+hw2!;9_`MqGx{s6G7sEGqiydBl&b1 zi&K*+JJ4++%(l9b{<5OlApj2;eiVU?WX951m_)uD*VZ0j)+Zo*aZK+Gr~8fB?G+9; z`#_{nIbK7*aaqr3EF__qMG(BPDc-*0{hCtD!_{!ucD|7e1TYXXE|3H=6ls?w`voFh zj&L_(nj~hK4KSlM9E>&&K=Yk`Uwr*3!u7Uh2WsRsvH}pn44f7KffXQXXjXThRlo*V zW|j$JKr*bEITcyowM$-5Gj{-hI1hf~aYp?bOV6bjF#!Ky)Nx`X6S0wQIO&qm%N7Ym zBr~!iLz$a@LHEDpThLe!Oxf{vFc6N(>CIJrce(B_2;?-dJvA;2n`vo#&aKe}D&-Y~+I+b02;cn22P+7JIdFCjiJQBEBY2>$Y zT(%r91HO^DryS%J3Y=(nk;?Y4oOML-pdQswFJ4C7q{o4O9(i5&T~CaRYMM*X-c6P| zY_C?c*IAkbKq?Xu!+94+0}CH@h>_g_+J_zjP#JQ$!dw9&A)`fTonA^oh%twK-@z-& zJ5Nxuip@}`@!;@SD2xLSGk|Z-XDU&^=@+w9df%T2!X?rWQUE)J_R-u&J}(Xu-cmqIKRE&^8%_%u^N(4?*|A#zd!c`#zfu9Q$Jy;M08Uk%M&uue0kjCdLSHe2x^Ok+t!_ z>g;|*3?*w%RhF5#ss3BD24QuU*|&Voi<}r-R;-<~$j6CHO=~lqti8dU4vnkU&rpTe z^P)Fp_nmo`%fm}OnY5h_VER=*Rh};* zq<#npN-8r9-2xJVw4@*@2&e-?i%3X!H)f30&A!`vtzGZl@B2KT=RlCq zrDA==wvf=gl&Wr`{@Cmct!9pmN7vML!<57ucr( z!|#$z8#>oEV^21mSrz@c@DaA7Rl+?{#6y9xE9EcCXAZ?M965jb>zzPixePrIl3lbR zTfrg|nWuhxRVH(l`Lavajb|OXXFcm4kAPQ>F5V}dy#fcX_PgZIFZW;( zd)aAwS!R3f&$c@z_Xt+KvQNC)9HwoE{_EYOD87S#7Q^pa^fFJsCu+!Jp6&ay?ho8C zVtM#~81BO&#C{s4>;pXU*Y}4FGk>vGj);6267hDmJeWv+J4shL)w|!8>0MWLFiV#@ zS6eZE*gC!GZExxQ=h8cz@bJeS5m&ZX{&GA>JZ7sbMhgdzEG&GsOcqa~!0dfKj>qvEX$bbw!hZV#v zh}>QW&z>(*YvkDK(r+L-S>7a4;17Y}HeNUeUso(r9doiJhOYte_c$UDmW?(rjnxD_g;(u+6NLsys-EM z+~-**)`?<LV~vDij(c>$igc2qxKpe%Q1H~X(trNOP zh&zT^Hwe!K6RCN5$xCoz4)=-0(FdIIoZ5bf)Z!yx;q^IypM)L7*!V_<%U-<3;A;f= zn`54zC!cJ)AIQd@v%~G)2cdXd@eTWdSAVtCTceenP{vC{ppE;Z#+t){bx*+1LPD!P zpMPZpYJnlpBVwxppt_SO)$&>`E(GeNV)YAUyuPNC>Ls)N)5{6XE=Lw}89@&?;SCCH z3`a2lPCUOyZ~i^xxvrGUl}s7_>yRUGfQdqQ;XTYfj)*S#EEc#8J!6xNgqlO_gUA=; zPPE(!q{<=EdIUvNcv^M%kKzbac!NSlBqBaVnjI17E<;#kBMWy4rhS48F_2e5$${1o zkpgPY^yC0BiE~THE1dh0wy~t27-YZ!vK*K>$L6nvjNXD0sC>dxNBHdM1aD&?hQ@z1 zMXw8kfKOD9-@yIsQ+=G5;$&N|uSNIR_(G9|F;57U{b_4QZ%!gvvC)!rv>!2*?1ZtZ zbP~+4V?Av06!}=FM(X39Xs(lyHFI{0zRb$n94~%hXQrob`^F}|nr7znv!$*i z!70HyhgS1Sj;g>vhAx_%er=xvY*a&1Z?8jJ`ajic&ECe@mb$+wQjeFp8preaByO0% zEKF{5DK_%@?THM|fosopbufd3TYVzMthzA%ADv<3G>rQ}UDEmZ2OUS%@LW^iE4O~@ zHtmFbCYy|wCLz6R~ge*~UwXU;#rlj^m3k}dZ(ha==e1EGLkl;ypE7yfjX9}$%v@7l|U|J1C} zU@Ao^YB?Im?OQ38HfY+0M?mD)%RZIzd`G(BVfF{2Eqm43EA0EgVw160vyJz>ztIxP z;#dleTTDb`@X$!A+76jGheqX@)k@eMQ0Es1IO0j6IG2)ItcYaclVM1~9h^Oibby{x zom5!8i#~6AtVo9x)heWHB-B0dk+%y{(y|o6^en-2*xJR^pg8w`o!9o-R6Qb)Py6YZ z?H_ZaRjtDe1$G{DF3b2#!_2s-r-|$bmy-O?HF9LlRgWw1X{0@PI(VF+4~S^Ea*sIQ zWAikx$O~xqc#OLL*=bbxs9<|bL=42gY>BQEn@_+RBvfovhkr(%v1JBbh3hRl3#|JljWq>_TT2~_dZ%^W<_##+y#2t-EpAu>SsvMW7Q+7W#VYTmZK?tC|E6s7c z?lK48G}b^#$K@WdOBCBy0r`>lpu?)rFH|F^mjl0^(7?N%YB9Iib($tmr_hZ@(%tyM zHzb6t0SV!K+=)i$fasKJxO;FF>+4{Dk8S$GcV>h@FbTirh3n(C0Hf;5?`uh^`u-| zad$M2w5gDkh5wL%p}XS+An6J# z6A$_Oc6|wlbR~5UpJ8qYb*_SR74~;!Ql#fZwX<|JG54-qQq}KI5z-$+9#@(FxE2U` zCtVXYNlRQ55H&N-dtwgWODfJTk5iHWA8;?RC_J# zIm@=sz7nws-?Lw~Y}Br?7YY91br1T^%3ZSmlrZF%bkQaI?c}}at39u!n^oEG*9)TI zEA2*q8)RFzSj2Sw{Nl|BvoM^m#_aKlmkFu~QB?V2QG)-ikhsWU85hN36!%w%G%hY@a&#q6s$B8FBgdR^yqLAwR@&f;QHjFD8*=GN+k;)2Ic`S{OX(V~q^%#{ z6sFp=D=W)A_8h@X1FehF^$AHM4mX_BgASh)V!Zd=G?>2DJNVh>cprG-CTB($Wm=eG z{`(KDIR9qiWy=rm!sVD{@JF`kUe@K~73*G@^UGstPGOfqA^_-{X28)KaI% zkZibm%XQlxJ}=j?<6+CXA~Jb)oaQqBk)_~DEO^-e&)u!90PmHd)VJcIP?DX4%rYIv z!?SWx?oDALg&y?l0NPjc+nxtO$^g&vg+se$-M-v`X2X>F@r(^)N5$_So~2g>cCR{8 zSWWJ*UwnUddl;14zSx=kl5XRE25|3^AIv|FzWrC?>87~0a_~2q`P;62%Z*a$V=(h? zuC2d_j)h^NJ-8hIF1Oc5!8dJ6n?Q=+Ys$xNI4fntRrZje?UKloAOd9v z)uB|E+tmi6_V&5i%e6l@$D|A$^Bd$TTWm!@zW!U&FrQGDu(ef*dS&G^@l)l?)%{*5 z;@*r(KAj-Q+UtardMV+5{+*p=+s9-CS4a{JD*-NDdMgcg=B58Y%OjAYg#}8fXfO<{ zbf&qy6RA{(WyK&thmqTF7e{+El*8-*y`9pej)t^s8SIYP%@N#9>V(NrC*qMkuQYf* zs!_Erlklj4r2ss?yA|gFfG6rIztKtoXb>g>BEqJzpD%vvq*Mwf2t#cbVW2`kMeRVzyp9 zI6)+v;SoFxurkmCX3x+t?8Yj71hbbS6!n)CGc@4q>_(CKCEMUTAW}TF=z(xPkuF1o z35Rtde8UyQ3fE8!D&|eb5-0)4hZfj~f%mj3nIS9-&ocEa8te>&8LueqFDd4MA*C_% z9(Fr34*kb=%MYd;)3>7qA34kI+U?@L2%gSMd zKNgGk0{{R7a}!!A5qRGqC13_BX`(odv1Iqj$Z{xJJ}1>^1gMrnQ3uF=3oy6o5~wO5 zx<{_psY?%P2*_bel(d5SJ`1kSe9f{X0C5m-u7Cu+1{iPEV5OFD1unh}cM~T-V zWlG7Q2v;h(&HVuln_6zcZm=RO0v3rfJ?!KH0)Q1=J#knD2m#(xXYx=?< z`Q0Ar--CY{TyQrGSPCf+_#WoYg;nZ6E3KnUC6EUQq(~i>ei;QC*5HIjUVjAugzg!2 z7!hcxcp=87D&qVYtz@ijhmWC!VL<>4K#7Cr453}Mgr{?VWg<+e)L<0=rGB&=9A&zw zrZ}YW?C_}%kA_mVdhqjm1s?WfqMSx^^X~BqeE<(2QcbZHY$<_Z3qzB_&`KSyb`lu7 z$#Qa-fn~A!;Y5TD2tc6()}bk7a`I!F>dwRqYbsKmgMaE)XMG?&u< zplno72c=siO9u#Wq^<=0AimEF=pPG}P*eIHL2z%szXmWEgSo{3OfU^@DB|W|1qX50 zI6Q_wd5sc}L;-w3uzQ1gaVKEAOVJnv$m75F8FT#Jf&h^0+v?;HKsw`^Oe>m(8NuEJ zB3Q=A#w~Hqf?>o+QJ9PL2$&my63GLBd{L-|%3N}U@JBG56e;u-Wtxu?*91c3%EX%h zyqD^vzDUIpEJdoCSNvnHSp(J~LfsLF<0{X6>L1TG=$;HG-vOor050u;vSDDzZ;<@@ zJ<)QNEfw+VDW=Z13#jBg+f*rD2L$X#fSk9PM4qxob`k)QJRKnE`A#+GJaHAYA^-&F zK#9Y*$uVI0APfX)2pCaIzw@l~MBVJ*=~xwPQ^kCBUHRUAT6j$jq)Q22zk3YIPtJE+GJ5O|xnLaWBSvl`qJBOB{L zK#DrJ;!JmTZ&^7INpJ_cH&Re2)*3~)AD)-XC9DBYrn z>cG5V9@3NdcQ;5`2S{i)uegk$M+)XfZ1gac$n;|sZtqXFDBwR0g+fd$V3l;JoSzvf zb-Ti%bI7!MDC>Y#AdR@t7F8_0&qa^91|o$qV0LrB?{8psC4kI*^L!nxOz0#Wpt11u ziSlyIqA3P$&S|m=l6!(+UB{lrm9}DpehOH#xkqp>M-V)iZ<5c}A4XG>q8V?unb%A4 zAz*RB4+icBigsY&kTB~tGE&Y-P6=6VBRn~Vo;<`VIomNk0l>%+qW{g$TqBQW7vOma zSvU|_2p}rN0FVe^g1U;+Cmcu>hmtJorWy( z-s@ft`VXxP?oZta z?Sp}5i6gb%rnTa77`YK}jSX5n8BDwT5EO`|rtmp_{s|w-K_LK0r&99?!4Ls3@Gh5E zn*hKvLUc$&d7cOUQk4B~W9k(6*d>m^q)cMOgaS0iyU7(L zEqRt1QV|NbMWV|-6AlM`9>S_fDfuM;l`rObzLfkefMy-6Ap@LaMG=Z^38Z03kZRyQ zHN5Quh?KhYnD_GC8PlNpgWdOv-QaOKHS(Z~Aj8DFM|MQ~} zLAqTIZNLgbKHB^5b6sPYvf1dC%3#1O0)DVnr|^(94-DdPrHe7Oh$K=Fi!s#DECFEI z5c!s`kY+JD6EdbK5o;B$&TnDZg1mR@o)hfP$We71Xp#VU@_2}2T4z>0j34zp8yDi@B}g*SV*uogK2DK)Lpp$(MU?gGe({IEqG2zd#2Xmrr2f5No|<77aY;4IU7wk|*nVqPp7 zGDU4&Vw*>$qb@0hmYpt@O;zTX0`8KbB3oTMPC#m95y2n~WnvLk$!6tuHNZ<@`2s8f z*Y4w|&tw6ely*qdF5s&wM>`M_U{~QQzv? z1gV?DcqysAIi75Sm0=u6X~+#!^V>mycU_jN4^Jm4Un^g_0Hj+Prj9hds~rB$e&wak zuZl8l=&q>cW=!m`7WhCUg*sSUBGr5i-{1P>xTWwNEDeC%3mr;FOSVMv>+jLf0b);o zvB0S%VXLqQe^}U~9S7}4xPRHRMgz7>)7_p$h=!cBxr#j%>DG}uBAsjsrgk%YulVo$ z?26jm_`YL$4th%JVfsNYN9M&fji-5~S*2xj2(6c8jqR70=hw9VS=YM^WJ-t9)rdQN z^{q6erFl00UV3YSwrO(`*XlQWmfX($^jF6h*|nY$-svMH|IOW6DZ5(nh2Zn``u6C; z@t=VUuUiLNV2d4H_&?Rk+_IZ?0{JZ7HReqFwLLF$G0~) z2ut=`AOB1s8+bSGRAt`l%b2c0ANUvhgSMc=cDnAcw}hT)s?WY-c|3;RhkkJpe$tk- zlq<>F=6iuHZo#tJi@aa$mL!ByZ8IFzKPOfH$a8gRCd#^!?4KmJEyOHTOB&8tRZ%i_ z4ef?%F~8}iGEk!Ip|P-gQ`I~hqNhRjzWN7)TJ|!qk2&WO3p*FN9WCq<2wg?_NO5iv zNFUWhyVB*1iTe3I;PTQ21wK8DN|kMzPfIngt)v!rLi_S3OlmFgHAb z!G4J3>2Ja}5oIFb|D_SIxbzkg>8vC^l$!jnc_GtQtTUHtCXcGPcFsD6Hl9x|+&*jJ z<-#la#h_~9zjn?EH3W`2kMTaSZiKlQPCUnB&0a>C;Yrx}k;pVJl8rZ8EXH!@XRpQ! zt0XK&hk{!2(TzB~6nzPL)|~Y;0|$!v^!AC?avRat44c`m`HvP8rSC>vGMfKcu3K5$ zF>Du349%DpJ$9X8%kpq|w^R21b%gHf>EhMy`- z2Tc>sKa4WJzh*jY-N>I?uZv@}J?JKxC_;)-20Gw)J3Msd`xoCi|2!330D%f zxaPw<8T>$XJKrt6ly^G(#i7IRhZdW?pdBCY!gD7(uBx|YhBFY4U#|_`-&t?=-F#kOABJZw-h8db zncbZHR8@U;h{ZXwJ-3|3h2F{(g%;dhx1X55x;YQGNmaRB!u@xgFnXJ6i2$=gQAFm; zAckoKfeJK&QVRY>?yV}o0g7hGNC&u{F}vtMBiU(I2p?LjQ|CjY!ix)wg(}qOzd@tj zSKx*Be?3f#&=~pOE9Alb4YakDQQ|bK(72$t41*t{mCaYFa;7zTRs5_~&CQ?*)>?uN z$FaWbaGEdETB5Hh6Dcw{a;4GS4Zj?E>dNAoUZq#!7{Y_Ir#pGMRPdpq`#Jm z$bgnUkPj&)nXcE*?#|eds=U&)G4=4<9o&%l!hrZp(sG@W> z<>ih?%+JuQZ*-#A>FVQx0UNXw3lQa7zx(8;E-2Oc1L6KJgf5p|w8}&~9C9n<;rb<1 ze8QTd@4m#UOF1)+3h`(&q2gn%)#+7|JXC9sN3`uq*rqGCA4bW?s!6HS--$&V+0W{0 z_~OhzeB#q&M|v1Fno<>*j+Lv<%vvS@X)^8*G3<3KB>GZj#lNi~T(|5gS`}T)&0^a| zLo3`aFb>8uV~BA~&QK|%MpZ^Ek3iQ7iI$xPbHcWk%z9CR(dAnGd|~91n1?fuZNN>U zD-aKcS?WZAVyY>zUW;;ZTbD}vP61a42zh?O;JL-=Wmvc%Wlc)xixtQ zdYu`(KdCv-i8+=YcGL_0(V!nC)Y?}6b~i1i(PE?jm(jmE;d1vCHPFSebd{I$FiwfI zlg#C)nYW;|Lc!~n?!{jV%*j3x&$AzK>O#&?#?3k}<&O>&C6o86y#4phq^ssqSLmq< z_YkkJtxs)W=7j8IU3u}?7`g~*mB|2R)Ga4F+f{$2F+YUk6O^<{^5N z1Uv~1&7D_!eb0E9^|l=aL2GS*QzL=dC;w@h{dkwu&SAHkV5vVpoD@_ghGSE4bBRS$ zQP|fE@h-Z#t$gJTpf58bVW0UXs!o4TSdqAS?DkHCgLzO`Qkmq&lFHwN5U@5At3a#0b;o+?kFt!*-vfMgA~MgmKZG+Y~_ zLdQNCU3ZrakNvwe=?~q$%)i{R3b*cG%)8o5Jwg2k;i(lTd&IZ8y*~Aw>gRnn<0m!% zcqBIQm-iq^j9m>?w|8>sZc(8(j@3BkIwiQxFc&fc5)~7e^$}a704a`u_iD`UD8LV( z_n1==xg)TdF<#BUBBQp44ix{v2qX}MXElQFBNoF|C;uNmeyH*OQ=BocCzK#2mGFTM zfq3bjdLKcS*gvEgZ)6=|i7_$5HsMwTK@OCp^9ND23vv4h2~!1eFbC0hL6RS-HJ^`o z3Xe#pQpu#bNMEcH|1>6VCnED!C!2#(oF0++bC7S1Q211md##e6rb55_Qn+Ty-FqdhNi}ydZ&n5)r8hejK<5E zMvsy%YMaK)kJjrLXj^|xB~BM8p7L~*F8mFlALY$%Ph!w0Y`mWyWx`-(40Ak&75JsF z`c2IHFjOCdb4}=rOqd??G1QDQol`JLm%;9(am^IFib!YT-A}OOq44-x13-hFoR3A3_hPLZtyCZ`og~%m9+SBW3 zA>U3afCL*u8t2Xcd&~wNzeHGD0*7n^r;$Xa%5zI~Q?B-M3WZK8UlgkW6}Oi}n)!*5 zbpv-`+M7~w_R3Kn^z$^|27`b!Ue`_56e( zBDe;RE>lqg{|lQDwy)%3)YP7kbTOvJ$jda#byIO(T)GErTwIho5>730n3;@HUe> zhseGdmvgxXD5OU<_{q7HQA5%M5>DmHsriD^rKG9tk&W`MWfbwn6xr&u5MbD66NSoj zg_=g*I%>XNKSfb|dTk)T5Q;v#E1-Y;x6RgzWD35Y>8iL$**6&8->1CK-2&r_184o6 zpRNSBKUPXAQX?1>sUZ-(NmrNDM7)Ynrp$1rq2V_yQe!(~a5K?}>X%YGVS5nZY`qd- z_?Ye;NHgV_X7qu!TZVQ@w7iLwGX%&V)D82+0i7Lw!(5uQV={CSXxg9AJXmw3xn3s! zeLMtd2)}dV;gq^c{H^f}6h$Z+;tX;TxTs8(-afIk$}{Xia2!jS1eG*p?bA@|kd2 zm~K2ZVVW>4h%n-{Fq3_2D{yYAYQZn@*6hJsb5}FgW@>Y@w}P6@=C%_SrvpM37M7?D z6OU~RA6hHD0B#R|%h2=Zp0sh#Ev#djGo2@_QfSRk774L$ALTY*B+@>5@u7X+PdCoF zLx9G%kzBfD!mzN>W{$%aD}C|#t?iEH?|odlFsZ~u_gnidGHN?sj?fjvj~7OFH8yi) z_NQ;#`rkV2bUz%REIhMt+K6?$d7%~Ib9p~gA;^5(S>Z&MX+r<`F)v*_E1ff*g)_gU zOIE+LsEm>1OBW5x7==lf6`ChnbgpKxPxSuk8_BpjW=2Y6xSCD4KAwEat@G6FubJ21 zr=g!w&n?}A-@3iZbf+YAN6R?BZFbM1i%h2T5V!QmvGio=_bB-5Qu5NXQ3h2t>1jac z)lB!FaMb9D#Jf)q(7v zS^}G`UZJu=jV40B(`$A}>!6C@MhEbpR-&VUuP&wnV_Lcx@j2L@a;(q`uUj!y(uXUX zgkNQ$Y^TD*8$m>J!eXYJKV(r0ekdkuw5!$E`xXc{Oi-sGV(V{2j|5t_6~%UG&IybB zvC8do;_#_CGU_DKBs<*VQtVM{)Etf)>tuJ55#SctIRKj32K`*M2{^M|x-`3=os2Amk zWLv9*$1Ta>%h&OmS{&Us|UxMDUJDKw%l4v!S-;ZHq$b^3wrb9J`L8s(` zi!^Ldiod)8KZ1~`3m5$PB*L*t5-m7OfQ zlc}LF(~3SZP&)nVjEuZ|UW{)ZcQCQ0{HwSeir*+=WKKr26N&aCl1z5`S?kPPc6yGf zyp838JuRfb=FaI_-nWv6$VDf+sSb=*nu`b)7DFrnU>WH$Jdq{1f+#*~t&TyayL z9W(09Q$7=g8ndJHMmY2k_n3CDka)0=)c6t0>LZ4CkE=yjSh;M;>*Pp+6i8TCSZ^_J zHVVVzT0+|&g&1{GA=RMs5BTloU{swCvD7-jCiV1lVAV%Sl{2Xn@)@GGNim(N6P*;! z^7Jnm-?7M(ShBZn*nGsZO@Bed|51^@j;VdmKl1o(%hGXrOSXSAGD)pH!6mrkAH&zi z!j9%v;wEHAGoZFPr|rtRJ!|z_I!DXB^2^}8(_HZ%bjg0aX-Xbi^u%KdP99XQwG zuxJtZH>r6-=6mB@*LgeFC?n>pF{ULOrNLOo!kqqNw)8tSzrGT`F>?=#6!u{d_G>-X zT=frhTDJ-KpxIT`qgXgKEO*>)t30*iZEigmfiMg`3Z7 z6ic<2bhNv+_J@o2e$D=7HTTiWzopUc;&a{)7VGAPi-GTX{XHFw106%a>mds2zKJ{$ zY~IiM;h#%NFLG}yyt9UB$A|xfEuPr@szm-upn8T=5(nFlNGFY)-;T6MjMCc2OLvTV zAB`?4jjfIS;{Q4<{BO+SC}czNlitE_BbEs>`w6SBzhkU`@8`#XEWb7Wf&aWDS!SB@ zx1S1pKNY$#70xo%4j+D?^wULI$L;-Os3O}eN_4hJG@oU*#D2E?{cNQ@OYaJk`2aeJ zMJ!!t#@o*qYd_zIdq4j}d7i#}`pYYNtMZTE{ymlFT9{C#+nH)#_~*J}zxct~W^I9B zhn{|RVe!v1A)arBfDxVOo2V2HHvK6-PP;lIIQ#ule_1@Wg?Zc~zd! zv#u3!?9*hfDXX}usjO##9_ux%8#p{MQQ3GqwxqbY!ArO4lFz%-Lht@UbFnX+dr2+n8;@it~yv)++ATM*;+g}aNyr~`{zbwbpdn)c03{|I3ig( zqF_6wc08spIA+2v9ka2Wa5|pw7MutcoSgooK0{DIR%nElPF2~?G#rl|yM;+J{+z2Q zSUlL-Xnt+GbneLZ*TwO#TftwirN2IG7ygbHfdv<#OBdm6m+0^3kJ#y))K0$o&PdDx8SvZzjXbH?WWQ3rlsJf9d{nwd3g??>?pYX@%<{a{IFz+qP*bW zT*37X>)o2;-B!Wf-qPJ4Hr%Nr?xFy9vxLL3!9$3cb?OQ`(S+0jcKvll>P}G9c~|qE zC0sd{PsONeq@Qc4CXy-Ec=-&=f68Y&{+Pf0D&fE z(QT?2EzwEG3D^%d?Tn@ym*~FNZLXTAwr=!X7(6ejcccTmdhXPHoN06)uX2S=RL-^d zt_{A|YpGpmzc=wO{Al^K^c@NAo2S+JxQvaZ7IYYDtzYX)<sO&h0;@q=)6UO!9)rPvw&uO5I+q{$2JN2@=34#t7Js(4{8_@FN!ScKT94QI(*+%e zJHDK5jg;sW7=CR#-t~0Am&HvtB#;0A(1lccyW#4 z6K)>+O{-NxUDEYTpJ zA&SR&Hpq{+3O*j=d4EBcp!d3}`-^ZZg#N#yPO=7T&Su)f8}5R@?Z*eYRCg;S?aGsv z90?JHgq*SBldYdVbL8qiNy6V1EY)MQk~R1(rZ(ks*~FKcsi_vCGfWU^jGL? zM3dh8Y*dH0=4?z~_TX&X_<`{GZ*wc}^9gIWn)6A!z=QKCrx@YC(@(Oz|IWCV*ZiIR zujSzHoNu4-#eBe&_r*fcR?Wp?*u}xc5|TjVaygRz+2u+sZ|&u3qU_=2TIvIltMv@4 zXIC59ZnamNd4Y#lTZJ(q*W0C8&#reW%4@H8KeoKKiKy)px!G@;dZyS~w^Vy`_-JeR z=Fbs^K=k&g+iWxRxSyA8>UdE0&+X~RgC&L2JQLA>=hJSV{{5W~{PXW(IY#vEay`rE z?rOXI)7|xc%b&ZOqdrmG?b(zM?%(CsC*0lb#UC6FKw1bO(7}KhkC24=g&_KV48Fn< z3Yu65;nnFRwmFJ`4He?c_IHwp9HHT)Mfd;RT~zOmBKh=-h^_j&=-Q5=#1e~0-E^>w zvq#Z#Lq+6){aDuPqZkBfF*HV}n}hKDyzSnN8vcmII)$`DkOTyx2IGlP;e+r9m8nQx;E}?~NlAGqAs}jHIvOY;EguZVNX@JTW9B7dc?@Dz zFFVJlE-tQKF18x3vYM`P%1_@)xYbCyl`6XB>A9gEx+glh2mR;%QprO|!z0Jr z!$aA#G|JP|;8{AQPqU(5F3a;8;pZPDo|lsOH&gq6rt$wm=U>a@-^k_vQNX`S!#@iz z;4@jk7sh}u1_8MoFPZ{g1Q@+6MFf`E1?GkZ`uhikdId*D1^bGJG^m8sxP>Gbht`{g zjyZ&WcMARF8JZRt8W|cIrWQ8j7FG}y7H0J7yKcmM1Uf=0@|#X%qe*17UF2kNWSU)6 znOjt`b<8)9*pHF1$(gaiwsDOQ;xVt|a}(m@|4Ui+N%@+Xl9ibf@15Ehm|B^Umf@D} zqLcCKQAVdrMmsvQ;&s+;cuteUyP>pq1@XCqA9COL<$X`i`}98Vy-&d}WML<&aM-43 zHm|s(vLrXFwC+P`Y3YaRw6c!YiX3cZY)Vz%hpOuP)lyxO`|)deO=CpuX!xh4o=@-n z>edqKr!(vSeyjhK)i9OTIMmqKnBUY}-85a_^zB_+W_0^{TYFnyM}7I%k?px*e8CR&V}HbSUo>^EPWLqT_V(oUoqy^7-7qj$J-E~TW2}8>ZgQw+?B`I| z@YV4D)>!MWwU&{+>e2K2Al%R6m*eB(Q{z7hCvJaF%+F4Y_fKtaPj$}B{N9}TF)_C} zJ2$sJH`zUZJu-j(dEw^g+WGd{?A-d!mknJ1=H2Gz=FHaV>GsUQ&ic&WzxBPNjlGS7 zgM)tu<773 zx_LVF#XSiyNzebMunwg2nN`^hH2nVxt4YdL+KK+VKNaKU|F^C(QM)e;S_mSk@HY&$ z-yu==q92ig)0rku3E`(oJ41on2@C<&|F^FG1HtrL#a2ijv%nno;iJQ0V;Pid(PB$Y zPlje2@HRPPKYVeEhXCnYn|8)4%&HxJUKfg+WkH%vNSD=_)C%;~^pt`?v7`(l`eOgB z!^hVsQY4$RMF%K_)fO54q(KPVldoDk!8sJxDI5j&~?eS{IU*G->z|aYT z84u=uW5P}fn;#-B)73m)2CzHPdkKvjs}$vl!%=ev8RqmV%qE(Ay$9^?0+^G`ARKJm z8!SQoZ`|@jxia1FaW`d`S;WV}noCZ988S%10Z)vLRlc4bq3M)}DTh$0q(Pc)LGsxY zk(4||Gp|B#Qz6j|+_XO^Qv;?K0#{a~9D>&?wl}hzqWL$o`RfUhVMJdE5sCQCYSYgy zfTzsLKjZ`Qq?Nf$N;N62N6-`x3mZyRucWTlwI8yme|XDgBf)22i$BVplVRz(^C3Ih zgXbM#<-k+5UZ@O-+5*dQPYE|EY~~tW~N1TSx0k5uUq{3QvicAEd1y%nZ;uWz~mm z`wq>O3FquIK{6!9kYuzIBYP6W+s};Uh zq{Z>nr>=RL{;_V1r%<^q8tUhyPM@h8>`r^gQ>t@X5o66GZ7B5a2^ER#3RM-kSnbC! z|KW#^G#YtIx%~H%ellkKQXJHw9_r*imm~(TlL|;r$X|?8C?)q#P^d0Lk5H=r=KbS1 z4bII{z>pEi(FxY|`>e;M5ke%uqNVzObrqL1-hSE>YAjbw$F)_7_tSJvjo~BFQB}>@ z3r*c@h>FMeM(`y zrte?AE-H+yt5u}Hr_j^gZ;PoVaD8iljoGHsW+twBV>nl(;268!fz<;kv{#REKaR3p62+7!0d>2xz zcP*SAfTjr{GvT zic-2CO>2!{nO?SH5u^hAO!F*kxXY0!HfDCBQtPp|$%S#M-Opkjmr)e)M^Pn2>nxs^ zYQ&HF3Ff0j7JUtBzics%K8zCxjgej0SY-%Zc~8(8HRz(wzCfh@7C3nUO?5LPs#D+=SwC# z3&NXq#cx9LFgmWh*7XhaMRPrb+}ag(cZKg80`L?oA0)9`#If)C+SB@QX|vUx>DHc3 z2u_HX`ljh7J_tfn`K^OlD=adh#9bl|IT@-QhLxqd?}i4U3Y4{wQ8nFaZEa;Q(MA@><3zrI%bA08D+LEaC+Ca$fQ*dPR%1rxV#j>J;Y1i68~)rGAP6 zd$Wu(3OOU`Y;mQ+wEiFZrB%4!ybLIQL%@&EEpi;EH!Z`tTrrP0JSH&~TC*A8ek-2m z)%?1Zlm0Uy!KFUXC<3_#!bHUh7d|HJ!<==bWbpd{e2H%RIhlKPG>Hh)Q4e;`;6>e) z2>oMPbjFxY_51{wWP^)uLnCnED+O^neE7y#BWnth$@5KesyTl}@vE0bGM5zpBg0n0 zWH>ExFg%I)Ycj*dag@lp6SLR$3E823*NYQ1a)$xw4wlCUh~UR~o5wJ(}Dr1E49F6LQ^ELv^05(7V9&0liaX z0DuH8#rw`d?Ych22;;-C1wf)~LQ@Fy5m06ThVZCfrb2g}I<~T37J#h!;#~+OuIzL+ zeN6eFG3CFj_I<*N7L?uvmMM}FQ%2O4;z)x}_--eL4}j^PyvE`^M(X5WbWqU`6|n%8 zxkCbf%AV6{8UUsToe_29AA(~(Kv3G=v!H?yB8w@l19b{$3@35Rps}%OZ{Q{3tA+b< zscvW;1&5N52QSL7^}3EJJ*|YT<6L_(dzDd2lDx*$C{dNruUbsJ&8A~Fn$wduI6ouB zFSRyDc(fi7w7&)<{Cyv}Agwy027pQR4B#W!*oaa;{}e&6-rNg4RYo#HD`*JsaM`l} z($Z#Un&qY|_tV^g$xT9}5nEYyFzeQ2)w7KmSMb$4O6L4;=A=lfL&>vYN|{tsB(lQT zDpoOLlj8MR2`J4tmQu6M?rmoF7M5%7)#iLMGao}r06q$`JW62;L5T1v_l*!CUxvmy z9sFDFnS1DsGC1X=6f{~Y1_I8M4zXde-IIvdi*)(pl>08Sv1^pi!5aH$5;ctYC)rPx zba>CiqjHe1la#%!eg>MKIwKD94c<^NCVcwc`%=`tsN{hEAZt=8xplys`Ng&=$viyf z2yK+?mkOp9-*Ziti4=GtWTqen7C*P!2g6!CySXiGR0!YjjxNS1*@&&+Qk#%RkxS{n z7f<_C^eF)eTlKJ2rYF;u2$@7Lr5`L=1xlOZz~b*qKTirxb7D+&;HKhRPoII^08Rj+ zRu{Q)e;XI#BruTo+(YXAb7~p(#rP>J!XsFU0x)7|vqqurM0f~>1T9^5FlgBbpaqicj6PERke`>BuLP43Gwqa3bEyAHQvDg zwxc~=fWC6FV!oh%NOHbqvQ~W3-7E?S=J_oG=sN<4dLVO+6C<#oMi+5K@265kVeoc1 z3G?ev_vnQWBNUfTgtva+*mbfaN`SPEO!N(*IZ(hDbT2-Y5+nFh7g8GYALN(_Pzbskd6*{w#r5z$Fb%0O z)&D;fU3Wax{~y0|$K4rsXPwPC&K^g0)**y+Ss`@x$X+SJof+Y>S2}xVCdya#NM;$8 zos~*RqQuYd&(GuY&*%Mqyg!fE>-~Bzb*cq8RP3spqdMXGo|5qFU7=T7`1dzWnM$wd zE2wEwY3KTVmjf(~g21NJ*sJ*PD}cL3pTiw2FGG&hU?^2ql-RvrATJ7B`90`r**(=w zjQ}vUFW?se0437L zBLhxWf=?S6fs-^R(Fo>XPzUisc7PiL0N5vCsuz+85jgE6yd1}wvjPJmLB9xwJZO$5 z005yh4(XXe@6F+|72(KD{F+Ewu~3?G zKj`X8;hUVa_vUn_I$Rsae7~D_!MV zn9T68A{7#_?eQk~N(M&a6)zBQxesv?4HyHEElaM`5n+)Oz+4Zayb*9nq?e!?8l_8f zM1ulL5fW(NNh6ROnNHRQeACW3A=2yRAhH28PtR?DtN02!d@ch=x!@igKnXb`*c5g% z(5yW82mo+dA$7V#f(L;t(Qu!;22eS0*-J!4QjPB%P0%H=#b`j}8^k;su+)fP+{@n; zVhH|Rv2zppxil`&8KL424F&<;tswS9ZExuUyeHk*dJ%=%f`&Lc8q%GaZa9!ae~Lx` ziHzuDu2mzzQ$Uo_3?kG5`oRfEX)8J~68|oaRG?+PiAe#kiu`pHf;6RQBuGskSvFnd zq0v7$A;6YbZ|;RsSF@?z7+?EtCbnBms8Oa-g7C35_)nM+Dj$57ivXx<3{DkCJ5f%> zoEvmX?#1ce*M|E1qGj4HG0#xOpAR7PZ|N=h``iUTVNw&uqq-TKf1cR>VyE? ze_8WVwOSuXvw#MGkRXL_tsn}0;2UISp3*$h%lV;1ozcrUx$K~$yP!QSuS>wp!P@#G z5^P2OLoY)l6=0J8GB~>qV(lbd#Z^jQboU*d+bhIcH!NVp>m(W^OGQw_qrt=%VV@u+ z-MJt~(Ebk1reed&IfKZr9mH?$r>Ckau0X)DvC$uK29a7!^oCf0z1U$*nZ>MT zT!?HdsG9F?m2q9Hlt6DdXdfY{xeR0-Ix&?T|^YU!3J>YT&q^AbIr76|T1e&CI zh=#_W6Y0x|3_aTt4G_{Uy6^MP#9Xe;ddJ2@a_m#{pOqIKrF$H1=)Y^ zFaxU;7D;7r!fC2Z)+kRxE$o~=7Y|S_%5l6N5(=gy*6s4S0{kqPtu`Bngrps?}$hULTl;F z!7#o;=6~H$F{=-rV%`2VwrC`mZkhwPh10!sfmV0&3bBY&e|nyjSSfO#4+@}j?qBCg z7xdS^fNC4^LL88yQf*scaI^xDQVIYfnZ8pigOwm)G{U36>lX#cLW%xn1bB!;peCV# z83-o-3P9ttvlZwl5u84PsHVDBbOZnSGxg`OadgwAdVtLz0IjPczd_&^p7b=ULyvFu zk?cBbK>?ir1c1VDtp^cLWTee%J)>yN?1_;X%bn32Q6?P@b%+f6kSOkk1bZ5Gf3<5Q zrW}7*<_ZLa1Fg(zvQl8;Hv!%+5Z*XVe*#V5B?K3>&f_ZrZRZql8GQ9YKu|PbdlK*` zOABj-pzo%GqM5k<&A4PB5{Znju9Y)TpdTkkf(hBcL4QY)doG%DQCGFcxuv9&OHg>q{GW4yF)+HTgUPK7kM6kkD?oJ7NH z*KewnT;U5B*dc&LKT)nAn}4j(Ue=+P-d9Z0<3vZN(-2~U2O~9jqE1(s@_7KIwk_ zpg-xOnI|xcqJgG-nm1~SMQAvZL%BAaewk`!Iqh~I3EzzYbVM^gyY4rziWkV11$fkEpi;K3~5 zc^^XQ3a8SFlx+}wHZ4F7ne$VrH(j5zF${UznO@t9Gn2w_OBTw!4%gA*L{VB#yJ zq&mvxKcTOafZllElzghwtx;Hk6~cm!#t8`s@<({V0E!pgQRoo}2az+3O`X9v5^NRI zTRXHlBZeJ`d;eUsH2)$(M>qMer6r6v*ES3^C8~#=Lk>O<8QafuAh!x<<0DV zj6dc-`t~N&Wr0j;7=LawUl(&nlJzOJ_NMgge}NC%ekELQnr)7J;V{GdLf*ah-|+|o zRT_t%%9!B}m9+LbU+nc@ay}Z(_J94r&TaUN*Y4PVZ6HO!pvdkdaC7X5Rsz5MpTlJG zN6zA6G7tcOTTJ45H!>{m!P^TYOq&fjLVheYIWt}7mxTiKBtp)2t<%s>2J`||$^1kk zlZ?bjLrir-wCWm!{}^4KV-20Ef*Lk+i?L=T4VQ7iuI}r-h&b@r>oHN7ilu0^PGTs@ zMt@c*m?Rb9YzK>}hY9E!vp4y4Q3PF97|gQ~s;5`Co=^>Kx{;x!U?eVAkrcL5Y@MWn zfrVCmKDe~<5`5|H>H!JOEjOWO-mdCz_^u-euw8Xcb*rq!^zx7XOV{N(KDSJ0ilSvn zKc}4uL+EodQm4!qj6*~#u>=V})V;R{Obns$7$ysmky20ZCe6d3_vv)E%P_p^iZHV- zJI^%CJwx_H)1Oz(O6ju-r_wo;A6$@R-CEgu?B6!)rw|qMC0IYuVKx$PHc729_|BSv z$~_^MaIj00Q!TgrUVY!8^XbAWcZ53uD(&h`nPV+OmgAHi?roKGsInV%E8l*wuZU^l z+*2G>@jRX^C2H(J=W{ttyH_>K33Ba3_0!8T0*1$vA<`Dd+WpM;G7q+%SRYdq9x5At zm>!ML&sInjK5X=qE;PJXx{;%6vso9>uG*hYdMmh*tos^@HEppH`QTd8FyLQEMO>p{ zwmsLkPiE6Yu3A+`$m4}67CW?;y_<$aUU|1n=wJ4EKG8K|U;oo=yrk5|=kk9qUwHjB zezH1P;FqPb!=utYC(`NPhcHkN7~pX43>X^8{u?kNTG<&mDm$beG^V_~@O?{tOFekX zK=i-hch?OxLS}Bd{}(cMJ3%A#gL~zFp`ZMQH100m-TLqDauh@}Y&Ai&E9`Tcf#$u9 z9QUq!TTc@-?|-SR?7IK8VMsGvreU=!{KspER>c00=ZMyc05b=WUQ#3W1wEU4yujd3#um4yQ=7N&rZh2$E-4iwCnO8O(ulA zF<^{R(Ziso5)DiqAs@Hvi6~7y+UfJF1!#f_IYa*+5+Lt#WGK3yeW)hEG1}(W%4;J7d`I ziC#Lp!TSU-AgT$ZzaIOUw}LZKw3%)wau~#RA?pxT0dhvx3F-Yijlfc6alwUJAo-R79&S<$E=OGO2YkV_(Fx@nvY0HZL#Mu ztewzJRZZa7>LEy=Vjg?bXyl=BRz=Iy^zA2+cR5#qn{{#s8AZk`$Q#0FQE?49XyPiW;4Jq@_8qQAatM z9NN1X3!2|mU!O_395X_XBh;aP4_9hFzLBS`mY}?Z1j$Rcn1>hYG9I);bpPRJo+%9} zJjBIF{O*BWqW+?~U1jje|C1N_zLcrbA_?bQGt|mfA<*cddyDoVhf1qs#(54DB>(Gp zCNI9Y;$6>>221g~NEHyHcjFhHp=l;ucS6=F+Di=DoAw~KkI~S6OncAiLqyo7AYs7A zH%7>EYbB<>?nAZ8DULGt=77a#MMqF6!*s0?RX5t`<91xkpcH*^9ks5~00UEv`-7OA zu-5`iKq(Ib2O3cSu3(O*5YFAJEw5q+ctby?suD5;+MxXoCr(Sasy43pW7@#K(W#LO zrL6u?5P#q-BAnnvO{YLKW#p3W{PD>Bi0@n{kCPkQ2KaosMYPn55AGvUZ z?)H05AAt1DKg{s2vBhlQJpZ_q8&C&fOi}Cbkj9?e8txFt`)~W4j>F`y!TUD+^Rsq? zJGYb51Y<}HVE_ZoMB8`97lUs*50DsJ?JarTtQTYZ(wsHGw2(UI%CfOaE~;aiYV0a2 zWyVvh;Im!IOJ}~w?1Za5xCA>+a?ySxgfm+%S+%i;`OC*7;wy1u=iOE=N1}w(pnn?2 zgd-}9^0S=Fj1kwq%^%b#7L@jG?(ENJHs{8l;w%e@8;@35s)@Rs<5LK&XndykHb|3^ zFJ8&6WIS!KPQ!%xW;&{jm1w9ZUK5_`Uzk;8Vjqy4vTyU@sFd&NwJVq;FDS0Hm}x$G zpEr04B4-yP@C2%hG3lYZR3|iI?BIO+6A`BLw3Kg9%vbdMBhp9iefa1J`Yw-~pl@>a zht;~6_?>Yn!~Chh;H|_5(kWU5tajFimwhN9rL`SAD0+ zA_^V))~EO&H})zF$GFZSH>>dEZ+BM21pspt9rH}DhgPn=l+TWuSQBS%K=&fQhH(`l zHXEJhkW9-@Mh?mLA_JnldAPr2OG({-wp`~D+VZ&1K>PzCiQEoitf*>Jhigs`xLF~c zR&>-`I?aoQ)>+-L%32S1FgE!;oXcmnS}RR-<_iVi6FL%ZgShE%#4s+3?C`qr4a7$g zOq0t=EEoEp|7;GNJI%~ z=F}IBK(@RNh_!3#m*?4`M}Ds$o_9y$jgerKKeg(|)+A*4(`Od7Cm^xS?tR>XU1w1B zeX*L`x56Vn3cN(`^BS$fnK^>s&YU3JN}TpeT{u-DA|~~%npW~&#f2wpG<{5V0Z4`# z>lFmaPlD+g!JCJrbdfPS+RBqP(t&qW@zlx?95_cvW9B2|fjr&xfrb{~xiMP$d3x&G zJ2BeY3I0e(z%Z?xDmVU$g>1YsQ0Leb1Q zCPX5Y9l9Y#(J{GD$kpMCy=#aN(|PKNANs2lDFMCSu7Auqlx|TUq0)8#Ph0UJ#26PJ z?Q=Ovh>>>G89%=^_W$(J0nOxe)_IO+(q^vB_!(!qELvuKwN_8Icr*29Unf#X* zs?-Rxp|1@ePSAmN;;6JyDpM@%!w81QnzWK0Rl0$Hn@Ij*u`w~QbsC-TlV*xD=2vDc zEN3iTsT&rm%-78IW9iev-Z&gE_O=fk7M9)$fqt463gqpwsju(i6#wAWR$y%;F2(R- zxZ|yVvQ6Ao*B<0>2-?4Getoq65 z;k$~4RbsJQ1x)m=GvNbs5i@fSHs;vLmc)AKn97_VlXWs-XjN#w2s*uBXw_9W=WS1o z=Nmc4feYg|l3cFMTR#v?T&zxl4tH{C2A|Fb%~(M&FX7YgI&T;i9agk`&>?-F%gy?b zSN*mPku;wWYaf~I(O!I?p1Xc(3;C4)-^UkOpE}Avy?p-Z z)xf9DCm-5pK6PD00n#pXvoG{u?YgiFeODIxEf)q{7Y4r@&%hwcK?@`03vZq;j1Jfh zT0TMBLfVHHCTJHY*%zmxwysoti=!Iiyxmaei~R@cy2!{ zzIeX$YjK%&X@%VZ<<+~Uxb*qT(z@l+hU?O1$kJBa(uFtKm-3~Z=SyD)mcGp_ecxEx z{k8Oic6pC|c^|ucpt$_=%JQM*@-Nrrqmbp_ako|R_8!#bKhKx{4lMt5?RpMPIQ_MJ zUcUTq<2FEKg+^%wq`v}&6MMegrVU+zJi84veMA?(Lf^JRpS_Z7op7gp1%9-GXj=(< zS;$1U%A&N&dbE58xq5t!e>@~LB${rKu*%UDZ<@EdjlRsA4d-lIW%o_x^@a1BGJ5Pe zZUEK<;^Bh)5AU=~etew3{j5;b*Xh%}wXe>ra}O7U;WrY7*S4$^q&L?v`c7X|oVF;C zbDVFYOnj=mL#k{Wy(0hTEu!;=zjH#a%52By=OdqIKYW&Kd!nkemJC>57yFEdyT})% zMu@F{!L5H5bCEns(3gQ<6@gy~O&nk3yN7fh=viNya?w)aHxfw|LT#*CyXfn0ScE2; zDY@#QT=>p-t>AFC!yu32u4^sYjZxLDPQ`VraozfC z!*KVB3yQ~6pU-P{W2VWCIJ>E+v`IW;ycZq6`^Zri=yGp+JV>zu@n=+PPWf?6vfLyn}r~+PFxu4%q)S`CXS9?5a z+v$*rB*r~2?(H3x`HD=34LbQmV}NHvD#^}Tr%GkRw8v%9S|_c08!nNUUZ!z*Bn6-#=JUIeK$JOZ=| zZePEK-L4?MM+R=xEXucwK;VfG>Puhr(Kz7n*`Dt>kMo{aQ}z#9N+x_l9{Si-h-e5(FK>J1Ee*7Ni`Q?UY zoQPH$rsW3sDEaX~{0goENWDuzX*fFkcJrYFwZ1FXA4k*YqKb^(j{4H2F#LD}JNW2nd291Aki*bp+rd~Id!BmJ`+ znl|RD@}Eqi7oT4?f!dRA&^`6f1VUw%)^Epvo`B!s(ZUChl{r19V%`~3A_X1DoU@nHFB4d)1_WKM6__;=h>oLeJ=#c0P|^%h~wAa^;I zobaTMU&*XfjNaf2FAoLRjFWemT;-&5s6n) zEn{k5-O^~PbJEnmT8B&P{x}iF8uL~Yr7sKuGp5=WnuQ;$tAza-(b+QN`R>=jC=7*S z=Oz6#IozN>{P^eS?~Se=$jP6}7PryG1MgIlc z*JRe)e3?*{?IuIsDRJu0O`m|1@4%~?k$nu(^MtXfx7?pp)*l;ds%~UmW@xy-`u>$F z6kSD0Ym>P1%}ht*S|PBX_UZAIT2P&Juaup?qsdoEX0AY8m58@-8K5r=fvt=I)-QEm z*Dj%ql^oms>Fm}s7@+!6!#}PVda+>-M1VHEzqr;+Cx>xaCX>Ix52hpD3?(aI?ezgu zm$WM8(G%yKj_BuUg38gK$x4`qKWQezL|A3$p9%gCHh6g<65nYwcI!ID#)xgOKgnJK9Z2R-G7Bi=pb?_C z!hcg&gn9c5KsuT^O~0CaJ)RCo+t>RbOp8CHdo{A@Z7kY6S;B zP3;VCAvaZJT{qrMeZf@-k@v*x?sp0gkuwvoZU&^$;#qVCl_`{KWG28wnRsC4!fq;7H#w%dtM zHBOMRynRr1p4b-oR);ZtkFIPj8*eh^ddH6$!t)W3a=Y;w+6SsD(&NW zK2BD83ykr`(JB4uj@O%aw(us!8SKzyhj)I%=_it~r;gCH`aXo5HH;-_0HNF3&ADaR zf13M&*BvgMZ^0&RWL`6!)ofvu6H%@H9+bkVpvUjX_~g$#6dgOMjg+PVzGl>~&)NLU zidCVgTj0tf>V%jJ3a|X0EI05dYZfGLQ^;o34K+rwH5qJ0uY+4>)UDDp-ls#)h2H%( zG!!WdcY9!nd6$vSvgli*i}gBo3Y@b@pBCI2jYfOqF#O@os@?Y5uzs%_Q_S>5x+SdQ z>LMwon5&pJK45UtcCR-()rBuPt4JXuFjX}g$Y@85X{70o!x^qg$8~4YF=Qd+prhjD z8}FRjCRO=^8eDrB+`-mlx#%xyzAxu;1|gVl^%6f>Xe_E(W{AJ-bH!zt zWBizfd50AT9#r1HozPk=s<$W+KF9Dbg8DcN_aA{gn!jQpAJ~U`-jGmxp3r=v->wEb zV}?JIGeSt_{`VB@nr`@(icDw#AAH0)jRek?O{Qpc4J4;c{IzyIsf@3I6%)vHeAqd{ z2vIyM?Wy6CXj)mkE{P?(AG2`)SCvXLmd)*x+LQxfdn&*i;g=RrsI5Luee0=Mi*Jrh zEy~OiiFm%>A4i}qxq?h?vhhD8S7EHNccV>_55GKej`b{?xa1aeV}Hi|iu1IyWauGP z){~V}IemhMZX{7VI!1lMrr1R$O*}Zv%e?-hdi7CYt+Vu3o7-~l;x%&e?diYdXWt)V z*nD0p>-kkp=mOd}(Tmqrr*zJW&Ar_HS#G25%`s{{DPrp1Dwp#8{Ds@Cw6D2G*#8oo z&EIj`wwwia48-gPx4c^1J%YE#*sr;dhELBudr|s2fot>DhiWV>lnYp`mYxZ;v8rw**S~(fjb_*1dNH z>p9--qj4$zIemqj;th9GmB*hX736HGZ5>a<$OPYAwp&7{sXlN|JqS)SJ3G4>$MARcGQV=3KGYth0#=q)r|J#mRJDDq8`qg?K@hwXJ?n@?)(sN&wjV0tv|+X zbFVgZ9>yVM)6wU*5|W{yRXmxJq5tg&HeACc+oT> zR2ms7O|w847YL+J1@luunnW2BG@U+L!37PGS)mI>Lua4&T&LplevnRV2uLp~-(H$kSHL(VxN{>f=Hhv!xnE&Jt9z=B|*|QK{CM zkTzYJHe48wD$}ay)etGukrCEycGj%W5zo}oH5I;MRd&TeSl_KozgGwwy8dbdB&0$z zOmbn(EW29day7Ng=vkRjk&AJZlGx_~7fVcp!^EYHqei8^?c3!dnJ=gRCOU`lM8T|Jd5yq<{|{{kt) z@LpC=U&+wP`s=%%aY2CH2UD*?}C(&tzraz~^xu;}ImAP=Jg)EP^( zElB>FKwte0msG5uue*aA_U3Lyh!K$0nsnWC%~NDEu%hz5e8!z5GVCo)u#vl_0x84` z8@eNMceC>5M^P)UO*2!GTld%R4Q}2?Rgpv(?Ds%w{h}uyp2TR1T?Arj5$NrRdScuqd^ae`tsYuRVhnishd@) zyJ91J+kDe;$~X@+y&fyzyz=&$C_6w$$$vY_cH76S+~s41`K(*0(*~P1FpFl3HF`5^ zc9Y!>=sLS)ZVJ48zdS?+=oP#k{YR{z?aS0*pC;Hdn7%~2t~aYl%)+z>MF2iE!?R|B z`1J7pk>a_Lm6o_2+Wpv5qc-Au!b`2Dd}BfuTNrC(Nnd+ zhk8|7?tIBQIQM$GcJU!~wX6$PcxnrI$mSE+DHMiPy_jO~HB2^i=SIJ9Fp`>jluc%P9C%YUqtH?u|8!Vlm zL3m%ens|>ImK~>~S*Ii9(yQ$P>N0gLSL+dg>PbrVVu&^7GCeX#JuZUV&`zB@ruMcH ziCyYD1ztb3E4}QHC+I6}E`hhmCXMNgv~z!Xr;lYP_GTPgy>$5UlKu{RD~$|eAI_Vc zp?}`PQuSuGtryiT-FUErnIyR%xaQebv+ec4jFQgkXhb;=jHE3{96>zbsJ zbl$V!p93ICS(@%zr1 ze{co==XYu3X; z+0^FMy*R@C4*up&c=l7$*ru*3q311p&y1x)8%NG|t86gZINa$0UB_J@XxzQ$jm1`y z>?%OCH`!X>_s!DIKYfyomyc{Fo;_l>#23#BAiMjPm#6`S8THgAMFxz%v77j@6B;ab zzq-tB=30?_Jnr<;H}Osc{Dk#ySz&X$wu`#%gqi}+)$kwrzmB_+Y?Sc!`VB>Dc%gL= zpPg8R49O0vM?Kgn4zdg4}Ba;X3V6@YqA?;j!ks{O@~2*kp+%4K|_A zr5@?Rly!s|K|-MVqAJ;4xEm*d(4JR@7DA={+Dl0R(?50%&)doMGuIR z*86T`BWZ53T9P38%u0cs*cQ)HA*YPB3ioCG`|}@*JQr92U!_xSL}IPeQF@Q(0??op zLanTJa8fjA>$Z6QCczh>Z>)Ocyc-XT%H4+oJltRKAN7Tmd*KZ5K5MP+>EEs|%d^@^ zuzkHC4)`VM*Vv^0d{CxPaVCW?)8+F1HZI~hnlGQXQ{5yJz<$^(5#f)0-E`wkYp7^D z-%<=c8(H{RI8DDjmd8%hqm3%j7(Yu=tD|Y0t=z@@dQ~L0Sg~D_j};gOsdvYyy$7<2 z?Xb_+E5!0B;%Hb;?_M>>vr~Y#E1OD;+;Wxh*s^mF*IqSi0=k&X;4 z)l7qvREe-xzxrfzM_}7@Pq=@&FUhl0NZKwj3GN5%I3O3%?`UUlpZ*Rjh3x0^{i1>< zDFOer89XuT;WiI^qvYxudTgc!6km@~Q)%IE{T`x=%M$%_ewFMpSxx!tJ2}x+h8Y<*r9FO!(=HJT`M6;HVWR#56ERfqn3%QT~ZO~ z>`+_jl`*W>KBR$Ps-e*Z@`0N>8YI1T&o9Zm{dEg-TtD=eOFomnFj}ZgLXj;zFFTn1 z7?)Y5%a>V(Y6RUv#PKI_sTC|~5ZpH<`H)3Wi8yIt8_h>C#Glrx!yQ?+N*87-RenCL z@~)^%((6C7l&8wgl7^DeB8x9oOr51g4$17+cz%i-R()rJd-F!`-#1Yj^X>_1CV2m~ z*7!H~JvU<{-)~(xR~xYHG1BX;a1(RnuAsdg%w`Q#aq({5y^|B^S)z|;T_@>g_T2na zU2yk-b%Mrc<;Wn5Fn=}do`kN~=DDtHtJm8Mv9?}aO+6Y`qU!^z=06zudtK@k&%P#V z_OPIJGBd~f<**!?Nk5Srs`3LK7Sj8X+Q%AFbi}vyit$&!)kn;qS z_;w?s{jsw_+68ZvO*P%+YKG{IlD98BVA3h#j)R%18E)4Klmj;3cVxI1BJrRI|u6 zDULzDVUsABe!OUuT`*e~1>~{+(Ckg@OJEkY>dXyr9!e85$d<~hdl}qbg)VCb?@R~I z4pvJRAUH0*r^uw5MciKXwOh`!k``=T&Uk%JP0$kr=QAtw5^Xu_o6lM8US82X{PxG1 zRn&^%dUk49X+L( zQd9k`H%x8}u-ka=mqy^K&&l*qX0?=uBEwZq$M-Fk~9+fXp&bB7k(Pbc0uKz8hVsUwqNq`JQy($h{G_v-)W}Fi+CSE^DL%Q&Ep0+ ze^`j;aQpr=OvA91wV&D2XJ+Q6V~XXh&2^R_sy6KvsESrYqEokUBU$c}XtIlixLO(d z*Htax7>2=E<8LWUt(i+iN9@_K()$}XK4r-Cdi+bB@gI?%TL_xE_Pa@{Hu0-EezdF? zBL7Bx+5jzNTa(&O;5qlbTAuGrHfkkHW*A7MM;mmMV~R01Vo@PFs9S%ZkE$A)S#mT7 zDDKXGPQ$}(Tv{XoN?<=3jeNR27u5D3lDMVqI_b;{T*XAq_6@tJL+A$K)i9tx`QIN~ zPRjjPb;!Sw`ff;s+xx4eegkgIWXVQaQYp10gSx-thY5)L}zUK>wrq6-NA@>!@@yP zb8nf9SmET_lepXF5(4_&M!HarJ!gZVRU>fx)xc%IJx_sRJfsJB!tjAR3*eDj*6rNl(2-zcWoA{0Jd+ zeE7j{`QPs^Z$--A%F*e`@bBa=R=dwW3l=r5O5cj~~am1(tUak}iMQ%hC(f z>LFeuv$w9$%83<~;;%C75tDx(mb@goe%FHJWg?QaOR84ZIPLCn-XHH*`sPXy`C7Wl z6p*XS=On`i>6l7Y{Gu=D17)QZouS6t+~S@=QaXWjtBrU6ia{i3{}j zauva-qq+VVp;c5t1m9rM96Ev9@~;QK+7nUVzL6^b-P6owuQwulZR}zWjt(i*K~(?} z0ZaxerYc~Kk6dPtQ!~r3ieIiysdA!=Gs~qzz8E`lo9B&ZR;<)*Uc*i!BG*B*{w4yR zoFnI|k6d-L78qE*UJQk$3TwQK1IYN26=Tg_5rO+G@b48wT8n;P=86uT$0lJpj_hE? zn|tNgi@#hge3n&z>+2BHW_(|H7(Q+5)*AsAJz9R=An}x8$*fH9e;kkFjXd&QvDw;j zSLU%-<4tHXT#~i1@_;^lLRhWY;Ijc%c%#*7dAIcRRNYc*xZ}3>v2qIse5XF3O?cF%=|U*BSz30z5AQPi|t(ayWFlhqHo(`V>0z{Rp#H?~-ee;B^s1A4kWtL*D&8_OV%~O;)l~Oc$USe={^-E=#i^@YTHaeV#-O~Z!a-O} zp0w~I`fUK?meST}XOLA>)Mmu;rOLbs<@cVVM_&`S?SfD`#J%fsmJhMq+p6YQWJI_F z{wwD#Wll+qqi>ml>JxRI?w<5*<*m}jUO2Xs%4iUpvb;rn!BtV$0(orS4g z(sR{!SqptCOTR}wtKLO40(j51ht!R<6$`#*3an~}>3MMn7bENo0d^`n+0hdIrV7^u zuN(VM`Vj6$%DRRp(O5U-BDnct9U_c|r_M5IZ_D=;e6dEo_Y%Hc((vTF&$&Rg5pXB8 zW8%qf$ctCTj&RXDp-zD#6+BXCI_*K&=PkEXJ$56GVu|Z|>&!oBxt^VYZ`1sI#yduX zzknm_`I!i}=Fyu^wd2%}yrQqF$P^U@hkUGGSeFdFx8#V>dh#ab$B_rA)<^TWx75r# zM3qzbfZ7}EJ*?UzV3uBYGq;PY*&xK@=0fWVm*-^?b6*0(tGV!qU{M)ET_Y=*4Vmt?BRe*T{kw{iF2BKVHuiu`0baWKP;+J zK&%Jc3*@toW;njM@l&}2WzSer8K-rKC22j3jHzMB-~$f^U*W~RDpT?+VW0t6BUy%xqqVDTS{q*ak@wG?w zdN{cBlyfL8YL<`dxZiiCV^SR5x+UZSlb! zVMI5D&@bv0-8r^D#KfHR>EqYC0DNxM%&h^ZCUP>(RBxTt*A-LTUz+$mX&`dtFtZC* zmN&~aC&p1@_H?Y`*+U*b|KPfDnPYAK(FuOO1Hq8}@D(?ho%4*ExB!^G-tcp_Z!Cgw z8pGkn4#4{6KW_16#@vv{j`gzVHo!OqdE(t*PWn;r17HV$2Zm1Kfo0y=fB}>~ms6m~ zn3Ktx8;rNU-qZ}6H7)p45EXCCKJ91%c7w503;*#l@}90Vtz|fl=4ubnrN{!aggV*- zDPjTqIr7poEaM{M=tnhHT@XRjEwOV5T9oF}`Te+{66W#$@pji?O~3Ku@81hx{T>~H z45V{NNC_h(6lEYPB@U1V87WAOl9r*AgpLkT%D}>b2&kwaDq#&oFi8(@dcy+~29hX|^zAB04s#&HQZ#nZD;Q1+jzvBBUTrmZC znWmvBAm+8dWbcsXQEmP98fh+rI8GT?Y7gy5#t4j9w+*Xo_3K*786FheAK;+h-g#)V z2hqHAvA9}TV$h;PNpa`j-iMt%Hrht-M~(iP@u18EsBhK&o-_G*rB+D8=d#A%UlFDo zou&?`zuVd*o=6hXsq#a_{#=NJ;}jfGAQ0zyq?&>>o-(e%=!47V;uhQ$lH2o+Y1`Rh zDPRQWZ|;Dakj2qu&CL+mVCIvU)&pKsUB4W~y<~v%Udog|AT{4|bjdRIoz}VxuM-R2 z{c?!d(|4O7`Fl}uS(z#ZX-k6%mOEc)qYKwcak6)h!CnBxC-nKsjnYqEQ8l0eF`y_B%yp%Z;pLVAwDV$yZU z7>eG%dEI#@0qp*VlaWpVQ4fv1B~0EMS5gRV6yZaPQY}3vw)!Q)-)GuXnGH>AXA2K; z%SAMJ3t zzH-`vC@s;m-}an~=k&)?O;aBQ2jSks#x~klX)1!cpvq4%-Rd4$oW%UcJiWw3WFMg?=^j$u?Qk`~2Anc&nqT#-~KDN5j*JcS; z(T3W*_B0E}Y=UG3s#z#P_3kC4fUb|;H?OP0cBfbU52{J4R9$XlqN`h#gpN^~3G2sl z4nHDT-kWB}q#-K+vDn! z`)0Fzz^^v~y}fn_(D$Lm#GuD7)(Dm7GVrCR!Xq86Y&0%>Ro=F7P!=faI6LFz0T=Zc zHRwH+#(qJEKaWSB%CMSoJkCOo<`*Lda;~7YB3s7|EnF_!-Y-PzW*;>uI*|MLA-0#ZyJBax9c*K^t}&|@qn40NQKMEik~BUomjlR5S$~>5v(EY$VBudW67kw zo3F>6NxS4MbX9Y7ADSjKTI(*{g4CUPaJG5$HZq$eL40`E4@C+wx)&99?{QYR zX4P%@f}k&HAACW;SU{GP%)3rT3*HiqZ*2Z5-}FmfCO}Sq9e&3p?oQB*YBkfPjcc`$wXV%y_uu$F(e`9skQOIR^6ZLO5WMtJ+QjVs)B=x#vcp8);nLRjWve6O zuMAFlD#pQ?imE*vRGUb};qknUz1yvuMm;Rwig~xJbbB9h2?~6@_zwj*Uh9& zWJ&~jo-VmH%(cqi4!iHvBkb{rf1Uu!k;QkJsLQwupT_R`=HhpOexFC^FE!}2_`8T< z35gz53vDpV7!3Ra&Qtu09|`;gUvOC9*(%YqzYqGpe16rY-|q%GFz1AJ{L`QOB9A7e z*OPhY)z`uyydJ&00y5~8hY9zuHpdT_uf)Guc%iH`zbaYcnr@3l6j`~>U+Wi zHJ%yRK84wZfw|`{6DuGGS2rPhjxpee38Dlqgcl%t%Z$g40gp-U+DK*-cHY9~-?$un zRjBzP;@A5F{qF;IKK$;xQZ@cI?D3elk8)#=aCDWYb#Ph2&N!#XO0YgJZZ~G^j>JUO z&e*8usr=f+h@tVCgC7s@e&LPN48eT7bMTW)Mq{AzJFP&&+X3u104GD?M z2oCKZB$|9nx3ee;jvRW5JSqG<++!|6?a-3vp(`z+#m_aw?hIbM_QMk+O>?q|`yzbo z>6tW-=_-#GYI}!XBx?-4`*|nv_j3mmv`_Jl7~2ZqW*mB{#$fA z;>q&oKZy%X|9)=lE_7b|3rS+HyjnnV*9U^<`IG()IQ*-1BSxG_hPu2^rcWzEeT)HmD=#l#{r0~I0>hhD#({PbM7B7{_+sl%J zx59BQ3Mvz+R@KtoRlLCjUMfjo?-K9fmzz_jhb+x_4$BCWdq%BgCEzk^uC&tuDVHJD zmL^GXw1m!hs~hszeT_=}_IXBM3T*59LkFr&RhFdDg>A(C+Q9-j&XF?Xto?N_iqza5 z#3Qxqhpy@bO+L!fZg^d39JjfRjGS$f5cn>x?Q>&VGpXMseNXtlQvEoU6m@Us5$W4U z>KA!_kAV_KNjuyB!uj+*sWrfaam#*3u9?PnY86T zOM9&po0X0+Ma(}`6-daFyS|-=@lV7n<*sa<=tW!-?AgA*l3{VEJ5I+*%)pbkHLD%| zv4}JqT8xrVCR4tRJ=d#P?SJstMkX!Kl&E5NJ62yT5Q?**B=d6iW>Qj68iSNnT=lzr zC51jpDwcsy1D$^}2;d35M=Q^*cHh-N@f*t#*o@hc4rf`(MQymO;{Nle4tXk-lo)#s z_S?%6)kIz+-V1SGZXlc9_Q;pa2y+d1yB4o$Jp;g*h0HMW^)=4Ul$fs7(uO?1OSZmO zeXnKtmIdB=?pw~^Og^mAXlX$V`X;c%jgY8yvC{xM&vU>v#Oy+f8RxmEvY`6+b6Vnxo_7;k_0rX;oroYhn&5f((|>O^Y7v z%$@uU^ax>P4NFDs1R_dm`JyVIKyC-gogS0Tq^MsaDO;S8EZ>U}TU+rsQj*`;-oc zWjnQ03mddG>7E{2iNTRiWty;5q2rErABHY zbHMmlSbqF`jWh=_NJ53v)6{BZz^p+_mGFYx;M#rC$mceP!!H-M)XHmSJ+})Czfv(@ zt7wXRLCy{@tW~R1w$FOu)Er*a5?rTx2KmzYMR@V;mOAy&te5V;!b={_*J&mphbX9s z(mu6%t^BN^vnml+hl1<1uOnaiAC4${*HW+Bn)NC;Frxg^eEoqZ$k){Dh>97t27@o>aGFYF6(*$7 zLK-!ac{s9K=w{;~&FqofKu%oWYlXp|RM=RKAGgP?Y z;uKm}=&XPrqsg*4kN3g+3vdGmp$V=3{1AMHr`AiYSia$G9FI1W$y@yYNhdwF7Y-9JdrQ2qv; zisRFj+b6r>uc>@#Yhs&M`}T!b16uD0d66?wcg~Pglb2ZU4&ZgAss;H*?^dv(<7f(2l250x zq$89_l?ZG>;zCbK@cwN}%>VRKEGT8~w@l3g@K0YOhi1jXl&mlK6y%4^cOA?`IFG#cn|$TJf9)^s@!h@Caf&}fo6$vB5F`4WmqhEZ^sUt20f-COQ{(3H zx34a>^Br&&ZVQdMD`E4`wR+CoU+z+>LX5*_i8mKPMB>1n{Z%*RTnx(&FPryppf4Nd=ClYRaBl8M-0xr%Gu-+-532pu!9rnt5pN+4B75y?ZXU##kuv znvb95ZfgpqSeab&WF64|&?7IG7LKX@exPMa%Ck~g_N?UxZccnHem~+M&XeWLo?7{t zm-r|2dfWwPXKZ|C`s|a?!%rRi(zMl+keoPm+$GZvoeB2`N%Rof<2*FW_@W~xDBs?lKT!5^un zh%_^$Gz*)wL;h*jnQ69-X-5Xrj{ZoqN2EI_r60FRKjEK#Dl^@sG2Lx2{j_shX$_Vy z3_C{G`b)t$-^QH}!{37mDD`T}x8sHx0>gAf0v$2T7E#(S#~TLr6Y*IX~4@L<_K4;@@U)!)hmewBVjU zIN)_EL=i&dO5E*YITA$tHVFo29N&Qg9q+LZV@w}s?tRA0R3}O#Cud3&;d9p^aa!C| zr+~7hh%_W`xJ$effbQ)C7w1a|;P3dY8{MqcWc&C_%cIY5vdh;ew1 z0HAFrABIB}z4$vRs2FSfr(x4o0PAr=X^?2nBFi_(isU4Ng9MP$j%CnMNxJ-h+eF?S z65)1c?~_q?8DiU1oTomziE#yCW>il{bv(ObMTZOmxc3Y($_NL158xUYc`qFb1#Vwi zW1s;Fa-0Fyw?U&Xqwby%p})WMk%Fq{o>}Mx*{l<5H0%x?UFhHhEEQD{eHY7y-A*$_JF`kXX}I7IuS$wIKpb>hWCy?juWejIHg{gPCe8 zzD_~u*~+buvBLbgo3?ls6-ybx)RR$fEsQp(*a|wz)WS%F0B^G`5H8A1puix*rWRzV z&p$K|AqN;P6D8&B5^_l_aEpx`48XsQl|2(sIW7+TW`df894N&N@elpRmYZn<&$wKB z(gs$uD*%cqq5$@00=mYk5Y6I)5I9i9UT#?z7@-xx3a+&)0ejj+bEhg`WMGMcf{?GR zUIF1mBP(_VNk~Hr58W8fd2=7QZzEDj$br$p#j90{UYIuqP;@h>kFTa)1>aLax_He4 z{i|>T6@ZDxuqq&Ugk=hxhjIK500@wjrtm-$@!Ff%Ov_#rK#1FBLSQtUhz!Jvl&zL6 zhhbN6TeQ*_3Ig>j1d4JmF>x^V^<5&Izyue$u{!{_L&L%dkVO&_L&PUiYsX??Qh|7G zomR28!R7&&R0hhGp>|mMShmg*9T2A0jj*n-(ILY4D^oP!BC#04mf0opUU0<|bbtdy zyf?t9+@K=yMEqu>Scb}_21diiFd$11Z6E;q9r0^K5Z8v*m8g<_3s!BO5~d^O06?J^ z3?Tq8U^l9&=AJOsc9URF2oN7%<143lb4qOt}p@FKClU>t$6_I6K=vi z!BygM^0$21vRnfc{jPQO$M34WN^!k50IQAriv!q<##~n@oZSecDlaiJJKMl9BBQsf zaf`?YC*Kkz0{jphoQx2ef_hSDK7r)tjgr>^;2N|3-hMO$uRy+nhU2l1yU@E7s0gEt z+sgf2m!lg56(s?`$smq>K@@D1BEF_M0;1{^i7X+RR|gD5a_n}08;Qnb%_G;vBfL2U5An}dV#I5 z0I5P-xq4Mp^*|@Z99A?a}4)EyY%5|L4cvK#t%F&Oa{d%yc+=UvJKKXoMU@PZWHL9KGNMu z!vgG6g2d|(LiSniqRkPx#bLe!y?tCmEs!?^ zAhNwyK;te8_l#T)8^+X@KY+wOFuc&Z+xEZY6r#Z2)3D=Y?C7xRSs4_PdYnzgaof#MGHRNJJ9z`F zquyI9%jizwU`tp4l!e?Nh1vDhcl^2 ztVs))Laj+q?Sm;_waR^RwjF#%1A1rx3qT9euXXkejCf zp0I$9fd>6y%n}vJ@$XUWtq;tFh0OQki|z`WA)zEdnaRBi0(D1p<7)fGLBH#ioDo3pvS(-&bV zQ8ND;5rS`fc)O+HBLIjBXoOH?ZyG@c>cA%A3kghDj(*t&0b=%RD09y%;r1SC7AQg$ zt)u2SNCDir+SQXHzQmUgj`xnb^oRoWTSPRJg1j>h>H?J(7aP`;%#;49o4pu9EApMErhWa%_UncRo+zW(C|6p2AYCTp2+Kzs+d}N!)9B6%-)y zJ)kvf6ixuZg~$3pja2U%=^5i*=1;pyfDP$qpm7AqYW5_Qj(A3a!zif7&fLG`a~K=C zL`Tuea(kd6i$nlHNA=U1uk5=XL%Fm~ZVV0MOzcqdvxYI;I=J{x)fFOS4;#5eMm>F$ znN*Ijnglw@7*9Nqx2JcDH1;-rth*OnqeAv@OQhTa^G)N=4?zNH^c9m=Cl9|%MFKRS zj)tuqW(?y^U;yAw!92r%(i#?NyphupHPJEx0^AbA9^k6p=l3_!cv@`>f1LmgoSScg zLs*wt7~mLim-K!tC0mwasGNYyS&zH_n4B{xYt)2=u(-E9(+;JM?%oDdZ&17~S8xOj zGm#Y?uI^q$>)`+q;v|LNv}3$0SEdJ`AbM`1n^^askKf_(#CS;LBoOgmi4c`@9idw2 z>I>kS!B3l96BrZt!{q!BZqK|K04bpv;0Za&RMTIM#nUXHxBwJkj#^gdH&>$MS*lY+ zU}P9PJ^E|!S|99cY0o`r#j;jZn?iD8R0B;p4p_#0Tj9?N%(0gyrhc9tX)&p}>K zJ}`JS4#6u=lb!)Y$YnerN&!U)Zg3g66$#%)Ef{Xg%s)DdjWX>#Bb0j;Y+Z&pJV zRztbdFwM0H`?aXhwe$IFv8`)yZ`KkP){?;WWX<(dZUicHJtKcTt93o+&ALCRx5l?o zpt*6yexoRKqa=UhYU@V%n~lnajqBiMmF8xR{bpV0W<&mFQ|so9H=8#XHe121cFnC$ z`>k4z?gkB)-3BvcZarSudIE0uXl_5X-+mUlJ&?csymkBKo9$N%+i$>~5zU=Z`lAIcTiJvTEx^39qqbLf(s z%i9^-Lgf>;&Q84jexy{(=XI^im9r+Y8^M2PCPwG%8D{A?dDnM89BOTgG<<%64X^7R z>W)givo_-X&^7s44 zv4u0tWFAn#eVpytmnE#}`)T~2_h5m%eZBj{qR-IP3BAa;)yW6(RfqBwPERfeylXnq z>icZ1=rwCGqZwWSb%O6;jPnu}1hR_*2(5bDYsK+X8PP6xR1e!&u3pRZlMLkceC4 zze8f)I>UV_wmLsc%$ z=90>CUIcfVG~iA|I#}(&{(Yqcd8~BZPgYD(CyCv3u{=Hok}i31b84U%@ui?ph7&GZ z+D{k}*#FMK*}Ev}q$_`d_UrV)Sm1b4Uo0U7@gtXZHQiEvr80ZdHtK!yW)qL|G5$%S zgLY8f>n6*a@1xz$m8ZQ^R@R2{K}lOv3Mm$gv3?hIv!(95%h;UYlRSa^HE{OtX$^4=HUo*oJ;+C60DYpV20161THy(r zNxvEifAjhmSjWf@;GDiPsdn7@3#@@x?pT6>ksU?+)u^QRj6UtOmH2)<*Sd%y2) z{he-pjVPm#V*z0g=D&e!=CY(Z>6q>qiukp!>0MPF>8lOb4=jEj^M4EUyXhqX&an~0 z7NQ6B9&3eHz2;M4j*cNzx-#DJk;NX)wPUkCeep?=5?mV5k*>V++LV(JGo7S)aNk>2 z?ZfEFZ{IV5%!67U|Cv64_GtLkIoAF6o3}ub{gISdMDYPxoBH9Jgs0#l@Qs3iC0-V+rSQD3CGpfP zBt!qXL)6#J@Qa9436xCzi)k4zd&s1IcE$o9PM`P~rs~O7WIs_jT zep&iVJKG`WEPSuT$Hsmg?lxiH_!`NZbNvR>|1MEm_CtizyH7sA_UHx2!g{AVRiA((r#Br-`jI93TsU4~rQ^9V-lKka<2Zvi>gXR# zo@_MLsaD}clhLr*@ybo7M!l$};|BwsZf-g?A6sd5d-col-i7zKR90@B#0EJINWAZm zU1=d74LULQ>)qY`D>p;)f=<6OJSEj9+!`D5+hZkr?8$50w#YxK6twF2Qvto3iAU#M z`F@Z0Ut4LvoHy^R7&P%Baiyc|mD(vI^oKX+Rw{+EM6HiJ92pJNxg&mBonz$|H!|j` zb62=h-NxbV$mB7ddjg+t9!v6_{93Ko)hwkEl=FM?Td&^zj?)?;Rze~P52XcW_$M3 zldbQeNjqC-06u3XOo5t=jiVJwVus6*w?f3#SDbiXod%az zLB0{?pSOMW2V7o9)JIhQiT5*}b9oat8*zPS+mFQOI-IHyS%ppTw^Vc;$?=V>k=pUM zv37lXr9QGwJt4r(&vmqXHnQR1P5?Q>^<9lZRMXLfK&J-R_cwf_Zk*l;bRKa1&{-dK zGbAC%ea?04;cQfE!cGu{&u#pvLUemxLhxBdw~3d&(Vdk$!T#26lcV*~cWx$x1pB#t z{5TtZ@9|CuHN)-GH-+=}UnQK2Y;gPh+xI*dsXiAo;Pz#y{`})V38C?GZeO=%&p+AO z38nG5vtWubJ=jEQnxgv@+Arp*)GjsC+I?EEA?BHSVpy)9`?o!FF#`v8!#MN|_nCc) zvCoeth8H%te^>R3eR+B}ymY{QR=XkgRY+n)#hm+`(Om4Cgxv@R-{~I~iWf%m5+iFB zPyamPcVV=0H?qa{o8Hs!r0^8sJ4vL^WKVa6R#4ZZ#SI&6XX~7 z@$+tU*TCt&5e;$NN%Q$fbEg;L=HkBY?4D=xd9YIz;>B74PkChvK3BONsE{qR&tadge{0T{l z`!wgV_HZs?A%PRe;ybhcR59@%_iX-*;+c(?eu+z!ocJHsXEsM05?5{}CCvMA&TM_0 zOI&-*NnmH3+5V=OwDBq_ak=5l&Tqe@t6T&2Za^^v*Skh%INbB%d(&24ic#zITdV!xV&cCLA>jfJke zgt*x$e7}WLF(=}2yv^F#{ z6d*-#m0Tl|t+lzqAxnz`*3K5z$4*)sE80cc*&Q_|`yD>+a_~en*T?lbVPo&?@8Rm| z?%`8&hVAX`WBxxfF4;HA-`7RYuh!VF+{Q0Q+rNe4e?HCM-Y`JbBA_%Rz&|7)`bbdW zmEd8Ekm@7njtGQya(&$VuwLQtTiA%Z0ufzYAD1iRN=4k-7tx{?(V!hss~cf&^*=DgjwC!&PhmQzR3A&7NJ&jGOMl>>&PYnnC131_y;$O&(dM7g=9t-iDU)_B zE7~{PF(`X5FE^(rcQrk)BqzTlgg$wVo>@yDi704`E2vAj+*WwG$mI%?dd1(m@Rfhz z-IS8)ys{Tp%B}^K_s5psO)RG|$_w-UN5;KXK~KAO`_%RK$yI}eHMh%Z8X9ZL>uT#m z>)v$L6$|`L8)z^0Ya{E|! z`>ooJl+MnM%G>>|x4Sd$PZi&Pd;j5s{zq-sA76a=c;R06(`!#Q7*D2~pN!CZeh&0J z>U#Qm?CGtG{c8jL&z=uFzcsjixWz& z_Z}C=ee=6=WaH_`*P*v>xj62-(N{~OyF>54zW?y(%ZIg=vGtE*Z@ENn-^AZ{6RZyt zqqirobWLvdPwvi64uAUi>Gh|-A7_4WJ=~%1n@?srFJ`;{N6B6O_T%^RkMXge&;QrT z{Wib0J3qQR&*5^pfBr20kCi*Kv9iVGayM32{^N4DKkjbN>~7C*?*9ME<%0jq zKk?%N%`6q8N%)V;ZEjOLt@3l|K*QmZu>Uug>xuTUvwyPV zan!znn)|--GYrZ9!{tsgG|BYELI(`f{Hk#&N&Sd%m-$7^-u+I*?Qj2w%N?W>3_gj! zk(IZ8aA~9OG3@F>F;4nFE*G8p|KM_MMgE7&-SZ!pTU?}^`<$Sy?*i|7CiYOLFkj9W zF2)l3MJ{v_Ie?jZs?a|&^;Gz6SZyAd5?@$&p7ko-Dz^5%-+x?g<8*dn75=OFGS>IH zS-T|BnU^Q30fsYM?y^Y6NOh$PIbue{Jp|?NJj2?Z{3rF+q!Ct44a=~)iL|Z z2B!a)%RO5?BMU6b3+)56CDM32AAX)YEwZ3CHyrlm2OfS|Ksh!QcL1*S;>zxfpb!4I zSK&L!Qx_V)?@N1IXkQ{<9KhvreVdg_{pz!Z%R)qE(4H;$T5pj8^X0s2@u@sIgy$0KC@m!wfv{g3~+T<0j1cLE~adtZ6|Yg>Q)7Rv~-PD`4_aC6+3v0U-w z;CuAThHBHfp#E*I8(`OLslCBHvR9bO^rNyuqc54gwURw)lKZu&Hkxmk@*k4> z5kLGNk_)pX99^-nhrtQhkA-Sv}GzmD`srny7pLgZqQqM!pCY}k78(#H}R3YRs z43axjU3tGlH7$I``y%d+IWlZ`qw8rVSPIH`;#1s9zA2o5PrE;9Fh>Dmt<>WM{7VL~??Ii8DOJGutLd79n^n1DoA=-Ph_{S(WW5H9@3COSO{lID%{V!|3cD@X%^d09gdcp2F~2*|3FGmXW>o0DgfiNVB7IldI! zo{g6$vPZ_AEbEw^`mB8NfY^6cVnz<`n6h-6dmVnM02OWsirHPLH}7_Mpho^H(w^&H z_2{^vt&pnpEYVT#xA03XwIXe@j*khU5a!;fD@`Syb~t*cr8eF>cRu*J_|(;b1b0~g zO9wpRKyo~#1^~F5N_i=e#Q?_MOes5nJEgkNrWqWfZKwVPfwK~^0*>z4137&AR7!m7 zDXD@o6=ym`yh}E?ma2NFdgN^;r{$YKnlVCC5`wfNP2UkmW=!*jgQqDeV($fRHN}Uy zH>}i1wNrU?@A9D{1^OgJ219IW74q3?X_BeKf33)@oGWGbbd|B_eKN_?v5cppsbUb% z{rIM-;&W0nh|yAl$`nGn4+4ud^snE#a$Ynm^P- zOq6DLa%7$zny-Q^g@q(u7QP*(vSSsDR{+Xhw`-t|!(J`d2m)fY0XtJrjlP+{k76`S zY;_iNs7&seKP~3X%b@1kdxRh;^Q6c(NTk?|Qlx z(SIpCK+*vN;gdeNnynZg9Kcs~OyCAPE%STj?QHH@B6ar@m1`(|6K&}nilYj}=i+Pl zyA%7Gq54nS4ZMG?RKiEJ@_88cMgW0tgEgR!pr_QUO#stZY9PJ7-(%-t7}yVz+h5No zlIyTID2LF$C&vL8p7nkeGCNr&)pjs}COZprDPQ~hsH0-(8y_ZVpE8_<(2CRL9*x~d z;9W$5r7G5#fPwa%p8P~Ii66BAafX|R1Eu;u>pd>K-ZH~6j#mV2iS@wVjew^xBn^W4 zR>9}-{0ogcQag>$0JQ=t8c`;lYO}FU{JeDFFD(88TbcK1G`?vgGGudf<9&Yt%}uaY zkf*VDsqhxPZ7yC~#OB$pxT6;uw#x`T9z(E|xZo|EWp~|WQP_vYdBU=g%iFyHRsGI4 zf{rvCHVV8J7R>*WBjNev2D=6&QxGH)qQ|Bb%aOU zCfXFwha^FNTOb3!fvSuQgHzEljTv6YA@N;$s(9!Q5hq8({^kI{J!;YhckmXeD@x`? zlVjX#z~EsW77<#MiIXFOYZTaXqP_^-e4B;Pn}$x#fIbJrbZNL1CRB0;jHmNOmpYf? z_1akwu8&sCP7X~2w;+Ifo76QjKqpFSkgO{SDfr=>T{3Ss{w#DjWru~xe8x+}pX+8q z01`xHj(a=Omt>*B>k)xY7ydSiHXOhQc|nwj(0w$hCX=_F6xX61(wf2@MnQK;w$~i> zhj}S(fB{c53Ul14Th!{;hhqi;iQg2@2}Bd8#*Si^ENcao`o|K!nw`64ZdVA2Hv!HM zoW!{tirb)5&{k>$1*OPzm@i~Uv%_#4b?cB#Pr2 zkUlW&<1K(s&X|fXdww0HP_7777wZfNrs&NhKhXhFqos?$N%odVz9yw8KQv zG64!9BDm@)NCU?Ofs!^IRTg+;iMO3%I!p&s-a~{@z+_=DWy2?z1s1wMOPSoFCkDcX zRRS<51D$coZ$Yf)B!51%U7;>T?N-KdJ{oQ@on+(_H&RS5_@?L^b-3%Y(C8d2f+vya zTX2AIxxT~8KFz>B?T|j1CyaScX4V*c^0Li}luu;vU)s^Rx0eqPcr?YWw6ZRzr|=$V zJX;LANgK8`QCM+rQ^Y4SaFH6rw6 zgnK~XtqCu#U+aC}*T5esyPC-?jOZYjA4@fvMdE3iwZj}9{l^+cQ zG2A&a9{44S1KK?MHp;i?5RixqX-GnZUG(?6_2XBx3J}XvfQ3=6Z4ppZh69Ys8EsIVT)s=>T0*$?4}=XoVs9IGK@_(|!oV50XguU&4;aq|7MKv3;Tt}~ zMLVaQcJM*ZX$Kz;gPQ>I=u;Slp{E&x5tHcf;v5Hb_5h(wT{Z#8rGpA=C|B{6Wk46j zu|a}--At<##hPPA!aBb|h5-LyF@DQ|myfoO@820O(ZjogN4}b=-&>4ZUzHLFP!Woa z7oCVzE#{eI-=*%kH_66i)X0-1RE?+WPVSd^tzF;Ice$^yUb3Hi<_J+405_>fBpoNr68p;02KpFR*`yo17N}Qcpdia18Fn$G>ai&RoyG%DCRB}L z8cagL+YHeT74F{xF5f9_n(pSfiRFm<(N2{G?(@BTx3zgTg^%I|{H}xsc?I8ok}O1j z=d9FC=0g*Je`TN$3$aDx;g={`f%3o^rt*BW=0QIgs0dgY_!9REH z1sYIhAflLj6`ZVEjFb(2;+{u^>#8KYR8HjfrGQ@cR zgdD*)13>)@sNM2dzXJ5Df0=CA`A1C;L+G>2jkeCMk|ZKx>3qe2@~2*&Wh2CK_h+Xb zy|*lQcHxSofgzsW5A=)llYXhthQ*I{#UPvFZb6TjP_gyH{e~&9aX*y?rd$@|uKfk# z1`*!UaiphX-#=e`?Bzpc1&V*8gZs|I;;J#>Sx4AlDy(jUtoK5uBZW_{)c|z~i7_vG0W$L~6Sy zZA~w1<5kC&)k+&sY>0!=Fu$2M)&_XL8Vm)LLVgbEwiolU0mutZygHoT3{X0D@rXV) zEd5YaE&Dlx3faM9H;RM=NWA6iu)XCFpO~bLd)S$v?q3z%nxDG&;q`Xt#djDu0FSo# z&DT9_->PpKdlEn2{FuT#KR?txD$yZyZfaxL-{cv%j|jOoD)b&e((%Y>0-y>Eq}w2y ze@FdF@DY6Uq<~s;zMuCx0a$F)gMAiK6XiphGdMji;WbLGZwRG;s7*N%LIzHW@?_#rSE?P!_bH`tgPzvIRgfhLO+O0BI7I zR~{%Onko~pj~LNQZNAB@2iq+4t`K^J7Kq3+`TAI3IL!#BhVd>ZG3()BmMQ9Dw`{hYcSL+sX(;`-gFqKWuh(txf^-5wRjxv z9_B9+(oM(gW0v#eU7U2|Tjh9gw<-aVhw;2O!Tlg=f>}L9?SKvsonvF#$!NZ75i8vO zXJCvx6|qY*QRY7FB>p8P_AKFxb-!jmzj-h1d{i90W?b2*Z8ED#SCvAy$iWV44jEn_v zeI$qyyE@>-Y-y69%aEhfo)1u&OApB6H!j0&n)mn4jm7^pGKhqcsgzrnf9ey9Zo^Jw z{_$!rHrlv1I;gzP-XK{7atjQnm!Fvsp1 zYQ-ELzGx1pcwrx{?VnOiX309&&W15C;yfFlVV8+atvj&f+pokKxilgTD*NN} z{hsIf{qdaV|2Z>f=FHsp%stopdg%@+3CJN%B{_r^gI1^1i5Q)QVOod?X{7hb9Gl`7_+OG=(zg0)D7ZYQ1PtHl z6P}U%`H?8jl4zYfyI-F8c*ehmKAWWc(c7mK{EmMkk2a=W7`|})7k#$>{e2R@Q(P1a z)l*bHJInlK?CWs%?IvkkqS3xLu}5--Nx!oAWT9SY?!Z0)%E#m|1`3|o zz6~A5w^^%+zz8|n7XsmjF6@l-4HEns8a!)-?DXMDocAbqERyKMfcrr#v^>z@$S^ zZ9V_CoNu*M5o_D*xF1In}Z*=+50sQK^_FW-spS~q&Z%Z#_y;DhoiW3RucGIj6PKS zW%@eZ%l8^I!uxnu0L&k?o-9(y%iaE&*DHJ!%BwztwCp$2@5UM4s-qp&SnrK4rNg;_m=}fj_oDDE9#<*~(Oj`$W`3 z0cP%zC7{JJxE{+UK1-n!Uadz*Pk?_@OrsxLmu2No6W(6(uRB%q4>-P0#QAFaAn#W1 z%ylO}Gxddg;nl35MK1ZeyL!;ubNrj2_aE6L4^d!C6TUD2`gQNM>}1(*-UyU%{J=|V zlT0v|j64PToO;Wk1lTOpk3Y1pSl2nPSM`*(X1#!p_Q{3p0FRE7y(_&7|0@2O*E<1< z$3CQYvD zF5%FneYu=ywum;ICK?o?yGv*8UKV1rh*IgR7U8Iur7@13x%I372_`LPt@2|K)4R|F z-w|X8L62Pzsu;-UeN6MxbL0BdWdL#AH8821fA&>KFdg^%S@5@c?x8S4*WX6zF@J^n zi3A4HCb{iQ$X0tL-?!t}whQ_wD+4+O+qDtMy<`J_wR|6HXuuEgByje_* zo(I^b`?hW8Y;H5kL()Ul#C~Bm@AaUE^rLPQ$Fte|_oSY(396>9Y;y%8dY>_l&%_$R5C%8;sgXx?1Orkq!?Jy1mVLq646Oo8r{soB)qeyZ=o?AUbl*fd3a!rVXgwHs2i zZS7=i_(c7w&Onv_!D;=SNM8y22f3hkkHqfOe8toZE>uH9>TT1nSnS0`_! z$;XmJ(67>{TBn-M`}8vZj+PB-Q9p>;q3|BlA=hFMbxK}I@;MHn{~&#)ad9{Vva-nx zuq%%{+@?^KU2!;WCuMGe`uo&`_VGxMS3UnpV=WIA>_yJb`*Wcp_z8Jz|Rk@HT<6T~|s? z&6mCu<=*E<;VTJjtIio+)^=a~Z?km&drp7;;VrYsNRnuKJe5@@oMx-baCqCCKn__R z*mVGr2(N#LH2X}#5*9d*Wza%fSQhhGfnkiiX_*z9iX^)#hR8-v| z|1nX1{Be0iq)V34GP8_kOQ&a+%H%*^W0iLcIHDFSuxEmSUp|b~Zk$NcpwzZ?mZN^7 z{>r+~!k*klP+g_1^!tIbj;-V(^hcvWnD42*v-YDISxs9!%7oyM+ThR2Yc9^>a z%GjM`rJfiIBryV}=;g@%a6>9Dzm1MZl{u4`IwL)>y++*z{4Zgc;I>3JGM+G5X=kK` zcT${lg7orRH6jwJ!vxL4_Lvs=%bW}|Bq@&@Yb=l=^ibxBDU=`?Oj_rcl)KAf@Ml0{ zi&(3V{79W4mgqeTPw)9L2`kT#&JxAnqXa9O(GN(JRa>%ecT(sQGNemC_^`_Z)FEvI zE&MAh#*Nws56dw#*2i?(y5BaA9vVy@$}a+;dgW)qO2siQ0t(&mUC0u!V;NSjI|OT&!n2lI#KhodhHVYI{h z0~6Ab$oJu-H%*2JgTpoy;eC5UFbB$Vf?{McDX*m2DwV_} znAC_P;dY6^tVU)`W=o9%<-Hi=k8b8heWaEges#wt^b`&Qfge+TB)az~M zT!>;?sNcm-?w`D?h3}cnve74e; z9Q`jCn=iQ@U$R`uB%R65qUO&P)yd|DA9VD2%*c1sXs;dJ^(T@wpYMw3vV2TJk`X=; z=sSh3WF3?3C6xO;+`U^65842#C`rQdSVTV9(pj#DgNC zqHrtLaq6Pbr!(z=`{-!h@@$DtFKay|#H-w}WQA?8p9vY7Pr(QD;M ziWr7P5&;si5Ixr}ibEDXX>YQpT{iBTGno>F8$C&wxi32tU$GBb0#8VO_&H2_bmjeD zF83ii`U}(i^eO5q;i2*P9Y(ZQD(3UX$1bKHUgC-^9k@zVr`CKnwCp8!*{3BI^fuR+ zJiyVxh1H((9$4IA<)J!gC|5*5!H8;jJD_f3|HlK)9}mk|)uNqldbo#FS)D)31rGf@ zV$D9>8(6yGa>l-)8EM+EXB@h)k9L5H#@6LEyGW|NjKE5m+f!JKFU zK~IgGtzS_LMSrJ#_dvIGYA;nON$~#J$=qe58CtNPePwxRU1;efEl<|skaWaRXqoS9 zg`a#C*!hse+`?XD!|Y=i12{>SR5pDnPy_ z%eE#b>UJT#N?@{GKK@q=8*B71he%-u!`7U+R;pzGv(G4re zhPAJ0(MjbOW4hlP!Y_zlOi4JUHEGaKGT6z>YbyBXkJ zJ*(_J@tzTQuSC3eL|t_y-nSF)H;ngRzz5**foJ$2^37nj%@EPeP{?MO!DhJa<|EI| zh=|R{iJOsmn^D!9(Vd$y!<(@Sn@{kYac5p}ACiLY65*m-2*?%^;_Z>f2shYDjM(z9 z+#)2zZ6#N4rF3qk4sXHJx6E9&($2Or7PeqJ-kGA?+2q^L&M3pt4^o`ULLL<7dlBEvV|pQK1SbJ%1SfH9hfWgGG37LR;1Hc#nD&)z*n+=v&B2*^y2k?!4RCv{TcR*APb^ zh4y;@;`#&RF_hPg7oO zt^XvSe+H57yMw)p8GnTL#>4ESZqLfugQ~d*f4A1XlgzzJ+tkmt^j{6=m)`Av!TS?t z&h}>FGCrQ|4?BviNDHlcimU|&*!Axpp#y%hp*L)KwhTD7MKh*K>6h^V2yCG1mq3#3 zgJ1DGzqCYt|KL9|5IHtKuz>~b9|UZkC7t54KIbKQsC=HjiIC+bh22D$I)e^d0`DMx zZ7u|SObptq-i1>Jo8JyTxqoQxdwAm6_seb@X|NA4JQUeUk7x5$zxt(>o&V9X+=Jsr zDN1Er%vejwBG+SrU%+o_bUWjJGma9~o}|;AD}3dv?`;a931WC|5R$&Vdl|PytsHzP zyL+wFe(w1z$mHmljnxS>^aLezuaEMcY%v^^I7Z$04V(dCY>vZ*UTp1lr&JLrl7cBL zj=T?v*hb?aPXQ2q`2JDQbd$Sl&Tohpycs0COa6QoQYieCk(E%p$p>JmZG5E2Hgo59 zPbQo;o)qEeBN=?6fe!)j(_4;`xUB>pj^;zXkDD1XrkYrs4&$N08TNGaGVMk!(Z4Sz~c+{$Zh@0V|0=+0UuOjx4j1x_+aZVA=0T0%J z?}viM5^LonPa&ThVqOIBu`xz@htOvN9=&J06XAmNa-QOYr@GxGJhd}SOq@@&y3q1D zc@h*Btmvd&zo$lTXQ%xL&2*A9drsT(IP3Gi`cVQTBP{-DZOX6kw8xJ)v5_42A4hdX z((Ax&gHAf$3OPQ_jR*#?0m+j3z;6q8(I8i|DB+5F%c64Qc6MvUjPjBq4XTTiNCJ&Kdwy;dc<;Z z$`}c_Q+@F?31qQ(nVIw#4Zh5I8a4N{A~)z%<3(*3A+j*(lu+~-1R0HIjEr>kJMA#L zaI?7SOMom2rZF{w)AswdzM~DTrQjG}FqgzQL+(-|dMHLPdQP_M0P0KR?Ixf@b(@v`?dvWYF z+tq{NLznl_5Qllo(F_`)gzK4r;t@*$!)G)b3Cx#=!s8h5y;lG2BjFx)$+!adtwWIy zC2Eh4_O_43X0Wg%CMn+&kQH{~NG@P}K0nQaQ$7ui_amM2wtKGj)+fjBbDj15OE;ki zltzo`+c+EU30=i%$s_kEW(oevH@?SGHmPJ}seK^>gfbm~v4C)o@1Ocyfe3JILKIQO z(i=9BwYNwvIEnEWE+k(x>70kzHYF1MPYw<*4Ap(Rhs_FU%Qa@&o| z+7e6~W!&TL=)CPxEsVKyTU8|2#y(0UPj&ljoBcBWR6$==<%V*6R@fj$Y zCY$T%%=p+-OFPYS7|1uuV8&NdHele}y)S~4(Ks^V5RKwV%y$j7$1l2Jv4tEoxl~@F z-o;<=oZepJ$1w7wTo-$-s^o4C&zQHK4>;k{w#5OiD`z{7neLgH)-v(p;`NZKc?$?w zR)`NQ)wP--BMHi;r*%bytgA?7c1%%Mx<}nr@$i1x7`f|#9BR4#Juu97eX?f36LmN+ z688^EijBup>lvufT$U%u42IvCfbDv}@=p-+4NqoUZ-E&Eg%qGyq-j=!G77;sN;4^G zlv{H?pNy+(n18XU;SA8BFK}I7(+i&18vHtsu<57vRxAhiQ=MiVBXm#E~M(D5~ z9};VAPz9yAl~>J)#a1`isrMAvWu_GYM5{cO;ol!B-CC&cjAG#V;x){>+wk~LE}+?* z_hEH22rvQb!pq+!=foeap=p=8fUVlQ?Jcw*NroI+rH6a*$C0~P$OKu@@4Dt%_NdWe z?&I$Rfm(l)xtHVdct#4{^LTi�qP^Ay4`j|Z;P#=J)C7!(fOJPJFeH69= zPG?Fp6MYJ4!jO~QGNmD@>Q{dK$`e9^Nuq_IsLbKj{?C%F`7~q^tUDh5&T=kpABI_M z8-hvs?6~gX-8tz^6SS;xFv-Ey)P|2fL3azsi;aeGiM3!`{Z!_A&ZD_Q0k$@UIsCEI-*Uia5_()E=6rAd)|P!~&t-E4T9E z2a&SB-$dM!al~`!b+eUg;8mw1spO2b7dfZwQ>V4 z#DzSa(M%;+>ubf=j4i}8c85bR99Z?m)%3|j`eExutNoxraj8ru6O}^w4^ntjsm^j5 zP~0Lf{R|3?b-}x}b`6q#^(4KD6;LjQ=`SjN5C;T|2h~>SogT>_}tCrM}> zEJwBe5|MlindD#ghI4=FVh91c<FgQGB+!=Av?<=xioKU8FYV5bMGFg95I0*N zxiPpOq76G3QtiS4Tqz~u37KWahf;d1_Gof`wZ~1SfuSPODWhV4K2izUAnqTmCebdw z9zzLfgq()XMzc(@f3X`;jjk&EO8pjsi9Cykz%as4H4nV8c(`E-+u2Mo`e^U z(~~qfB#DX_q!-~NWhoZS7z=#HN_UfZTM)nhJr-Y*Ip$xnm^=wWh?H_#Zut}YD#r!} z!~YB}ySqK;s^gIkCa;ogD6yNFx}7KSev(K+bb=*{7GWN{vf7+?Q!*3u>6WeDXIo_9Ol#OFw-1-hYxbx{sin1Hj zJ;J_0I3;158Ksv*ld0|W5&NzWJavDYNgWGKhgya=Wvgc72zsvZ9(Rps4UfsYO1MYu z`EyF5T^*l^f2C71lawi-4cM+6pdW_t7jQs5*5Sm1Wo`_}nIGD94N5DaB4$}vX~81~ z_!V;1U_7Sm`+V$@YU3B|fRdE2$>^6)__o*6?(!>q*5oE0Qk^E8q4wm_+;VQ2a-ILo z$dBTu>=$x;e~EItju-X`NenK{H!U|t!3Sf$b zW`8*7Pso->{wbHQQBfPkCeK__Qk>`jg2%Z^Bs?-PnVg?~$#HA6Y`KTKikfdG-{YJX z=07U4D9w25@q68VU~=$YhuBz8$(rtmq;h^Fcl^@QG6^s4p;4(%{<<6As%nqH!l+Qk zj{JP5@P}?bayiV2B*;eQ!|VgAoO*>POJa;;-7Tf3EzOm?qK|rRE1Lc4XnVV_xZ9oi zbayZ|^_!{mbdpS*?Ca*CjddZ43n0;&o!rm7O(m!9!6cs00gDnuGJELgpMQ_v9}^B0 zm0qikJ*mhqvTz(7OPSjcrwe|d`n!EVzkB?$AEJ5d$1lE!H}hZ?n>#+2y3*c=hN9_F<8JM&m;t>)hK zuLQrPfF1R}$};Z`)xX44&c}`HI}t2?&=W4_UR>kvy*o|HAWS@dN?jfmD%8ziiE!{xRj^vo+|2K)6R z-1ViAH!A_Uh)Sb8cP-xv8BC>7cI9nHcY|_L{mym6ad*R3VKc3Dlbes817VA^N{ee@ zOY$m9I+6dlTs{$%BR(R*8zr~uKQ5Q9N=;DM#&%<};9(FEnJu3_^kDGQ3e&977)*-g z-tBaoQW5*=D*Gmp2c7@JnNHM&t=ff8 z)K#?lKQ0$i?WQH_Zcy!RF6xn9<>4sm=~?X=ND%dksP>8z^-iqzP8apbtM(}s^{xJo z%k}H5_IoGlKV0qqK{Q~YI^c(BAig^AKs4yAI_O$7n7k&KPAr72CWKEc^oGlo77K&a zglUO|8`OlGi#@WvF>A#ld__V2Vvi$g9>vbg0s~=&F+69T8oedAzQuTvWdlGVMudO zf^BVrBPh|cHnCsKBcgVHLswJ-j)nnP(6z~>pqup!=1Nd%-d6H|TyAaJ2hg*Ht<>x- z)^KkvhJMy|MA9`VlU)4o22ub>z_AG9ZgQ+l!f+;F9g~JQ1`N-Z_Q|&O$%bra3vTBc zh+}-kb4A5-Lbr1eK6!cDIns3n^5WTf;>FScW+TA1k!ThdR3f}8^M`mTUfj+ckriE6 zBn`mW)?qyBa;bgG0)2|IeR31U^Ap93BI;i7?G%}B=Oeb66rrqJwE{DB&v)u-;=r|z z9x{r!tZebz^g67;c9|7CkIgryR6OtYHb&aFp|q~Tv#t?bUuorA1@>XqfXjM=YZAe) z*j~OGH`OXYG8fcg-hrzGeP33C+gi7aFt>St1eoV1&<#1n@4?fTN zBzmfMrC;^a-7x0zgdyfMA1t}=OS+wkP`@JI-M1;*WktSkS9f1pNxaj7v&bS_N?-Pf zHuU$KYo8#GFgnz|y3X=sEU_A(thn2@MH%Ku% z2OT=@FiZ9;sUVr}HWT<-m`?o1#{=gP%_Q2vCg@)a<_+Q{2Nlu)miQqh6#%v~AU|80 zSq08|(NOFt&QhSORnXsB9e8REXXe03DeB9t*S`dB=T`4D|3HsN$dH}~(-V>o%nzOL zgaM_C-GWseL*8eg;1&v9AIcaU8U_cU`JoLZ0Udw@EWWIdbld!C3R=}}gbZ4tt zSa|~8{n%x8N8D!$>9z6`OzoFghsl^Ca^>NS^X6K;2=Pd0Hh%vk^tW&&E;piqNdw0d z-sCbZ)H1FeQ3L=o=3$l>v5H9~lMc%>$pY9#UcDE8?}w zq5)-X2-S*&e)rw`7!geQ=eR2l&Td$D_qTfYum!L%&@n4j8xOu7NU+y$=cwju10P0m?7o>ZIa`C6%Ic4;38}Md9BJ6vra! zT_yLnh1+rL-pb}lE#m74o?57U>Z8rpn=wKrI71?XlthRJp};_#pW1?lL=c@LPCCQ5 zCHvWUU<#NZnZ3~IYABbT99FcIj{icern_#0#Mwa0OJy zEp=!$@pj=0wXSK8dasSa^k7CEan`g$=2!w;oZ(z#_mQVqa~ru#i#9;)!gL6HLzO3} z#sVmUE<`Fi6iC~K%R6(jFC=;q_-n9BOiW#p`r!Kw%>p8R5Ud0yJ?zy>gdd>%`Ky2_ zS{01|`1xtFceLdNP`-g{^bV*O3^ZnJGcOYWr zi^1=$A%^)iXPFO5L<47)-_B`k&T9t_4mfIW^~+}xQw{nk{_4c2D=`udzF7HCKE*X= z92&h4$2uNCmj29&$5OOG#I#9;2ydE1>%LC={velO35K;w!y-nS2Bt6O>96g<#P1KA zlueIv&EcqH^iS=pn{i!1`1&RWe^qeR(4Y%t!>C#_AhH*Zf2MSL4*;fV>Kk%enxuWU zxVs9qHCEoo+4z#uwmi@g^OGk5uW3VV{JKH0IJuzKC!ae(DoF8`ddHY<)~&ySwekYm z@~px~3d&@X?Zj4Vaw^=uxz*5E1vo1Znj7k?MM@&6_;{B_YwyKV#UCWpX*!g9(6k2| zP-cZfwjdjshpqj9cMA2RSG;38V3`Gx^PxIGP-I0y%r`%_ zTV!sJNyN0ls4(C1t|3?uT5Yo{Y~3Vdusrxs@yNrV^#wEul5#iDd#>hAjqTf_M}D81 zT}JXW-_&$x+{Q5Y6SpZ&p_Ko`wbK+}F#!f25qGl(sWHyiy-yS;2S-BgJPq-h=2IPG zR-(df{+SI)W(Jjb*Cc7G)kUBGS{cdLei8TN&-u^Iw$S3+Ibyi=9jThw&}9GatWY;t z%HyN^gH#9EAarvq7n3nAgj&H;{Toc4IFsmD)g1_)^rLyt+~{hd!*bvM;}E+`8sW|` zr%!|U3sXLgJ#ryo>LC4P@)UonbWHFnl@7xZo+>M^SWrq_cJP%ED05P5bR*P_Nf}`k zJ>2M5vP_u*{#N&K5|H8hYf|Zp|J?s@xx*;RkbWxOv}Mv>{mM+(bh+pyC|NwydjKPY z#p>0?HkGX?4s%6yz=X48>kh`uSBeD%#DXqNV6o*` z7IW_c2UC|-Ik9e3Kc(FfF24oUP8G?KTD9o@@WPJw%X-co^ZOgQUggJBiE2{xDfgN# z`$a&(D()Xm&$uxYQLhgthhs%KYwz8-3#2Jx@4QK}tN$rOW{*f9hr{zeU8E6wj8Va}v$8P_9GfutckOt5mz zRJql7J4R<37Y<#{50+X~_Xj7gLyHkQWt_9oU*}xq6)W~ed@+5-Fe|y{LdIu6TW>0s zPV6&xvl-bz0W^rol@8=^i@FfXdaLRPCYzp>=Al@zakP@&HE1G??@llnFKfx=k>fYH znrC({V@`)}awP_rE6CdxeN)95e;a$oN)Y{+2myf~2g@QD@tMsV&+lY>s8|<~D>ODc zLOtNZG3sKmOjzM{1~X@3CP%@n@<6__a z2ddu<1No^!%1Kt)TFF^zE$%a`P>l`A9)-N$Ga88rbKhcQjJC>c!c-}Y^FsONR8Y5& zj3q`RGl?OTsywR<@h#gLZ*c@FgTB@W_?cR!S|Tzir6hl|%AkZiv}KnUP4&cRNFW$D z5t8z%>fxzx@l^=@Lk8WKb0(C$q0H8xNFiovI9d*pm;Ca}n2{A|%ba6_NsI%^^m%g0 zNTY)+=W3Y8NoTBD50>!r8Hy^<#?hqv%4W=*&0w7Y$~&5gXf?>t;c932H~A5=t_gYk zrF{acBiMac#GNMdOU;8}q^5|Dz{|iw()TS&pF~PrsN|-s)`9_FFjje8Lz;KAuU0a6 zN8Ln^f)B#VxF2qt=l6W-IC%8xhRY4ifAjs3wEVr#c0wv^!GlFG&|~ow5on^Tt|bn-e+!B7&tKdobF01Uj*Tbh{$uM?1;>{O?-BM6yR~8vMA_h z9X{}e0Gw!o3I=%34wL@lax*x3hDF@8kM0n^fA*@*!j3oS8l3%$5zl4W_fsdtQbqIT zg+LRDX3_T+=~$E=2oxZt2250SMx%7Uuh5tX`MHW)sA|fift>f3B+#fZd+|CcaYnCp z=|%{@@i&aGQmC#NC=&QJ2FCgWz+)RRC}i*zhU^c23snVBz|?&(bv)kC3ej%u<$<7< zZ@|*}Y&ngaiRVawTFoCo7l0iQ;F~fwU?iq{3LE`P*=h!x0nnjT^a|B{)AeWIb9uA( zohYGb(adIoo+aM_Hsty4s}m%@_99971p1>JG50L%^G*HjemkMP>_y%u3&S74g&!8L zp7wN}b-bU=@K1{;6{ZBpHSlU@g-DjK&Y2UNULRsY6qn2dk{FFWwYS9ip5{)_Bh^ z+?B6GvNB56H)*5B?v#e+x?L_vJieT83GB-mDZwkfj{4#m7xw%YkHM;BDveo5SSdYk z;@GG4HU-B$7ct)L!Qrho%z=MxjLnwb>mK}7NHQZPo?c~}LLy=&h)CX_Q9~2Octz^I zj6pIc5i$p*!=fqE0Ad^(HY_5Yzywvywv@)c-+_DxrOG6nv9?^yV(EEi&+gqCbtV4y z&3sWLt*)dEK=RK%h;K3RWu(IBW6rSGimzvFsFfelNCXY%-&>y11rjqafXg?iRCP}* zu)06Cb|k_aYVP&^eipsyTPbz{ME6&9t!EK5SSpB^6+V(tV-VlW3*uQzYt|LFY3<%Q zwwag3_3w3QrwFS_naAXLTE zl^51`;)&ot6X0pc5H<1#aJB%-{QCO*>RU-EzAf|eS!y)Y1d0kIWji+q9Jdv9VWNc>v#oFr(G}D;v2EP3 z%}gb;a}mvUA-!Ee^@4!|`AjeyOI2Q-vt^W-9k`tqu$Xe|V}FGRP*9v{HLkXg`knKG zAB=onA$&?q4|!ZjJE6RGL^M|b-rHDgWFvobP~gex5BGsYy7i6|T~|v%8XajNkCx=lNmCt2KI2C1Uda5beIpl!n!@cA~E`j=fD$tdNph1HnH{wjE< z<9HA(NqLii^L3mDI+c6ekJA?lg{u73W#RxUD7Qh*Wdux2z6N7CwUBbNF!=*oy;8bD zOB$+@Wd_eV(SR^jr8)7pL5&=EV3qi@yKS~bDH?xCR0X7X$y4RLN3`uI6>@WKUWCQ6 z&`s9~g7LLKx7K~Ea`Fe)WPs(%{t135L89Yjf_yOQdFe9mHVuH{%q_98+$>29kf`jX+)_0U_pr#Zy9X1b7ZCqIUg*%k4pzL{Y z7MPC7C6gm;3Km6Y<)vgdLd@g~ILU5*K)2$__8UxKQ2OS6*RJeT5kpL#C%}OOu-OZ& z;(a)*0F@3P{++-Z>T4-p$$qK>djH3CJMc)@|2kUL)% z0vJD=)4K@INTeN&i)3#W%^u2H36icX%VmRUQu0K=?o?PHD4C>vq#cLM85iL&b}gNd?Jy#E%SFx-5+g?)fw@3Cn;3q(1VA(`5bMc z9JBJd#D7$CCD%jO-J7!!y7jt3@wd;3-c#;&wePQe*IvidQ)-aYNcJJ2c}IqQx;$}0 z0u+n!;$4V|4R0wGq>`OO(_^IO1(FaW9SMy@NqG6>FO*lC&$WZ2p3xwUBaM!6?6L58 zB{2b&6$S{Djy{8F5IX0)!T>7cDY_BY%Yt(}(5VHXUuXAsl(+OQ61+Ni4X||ML|3v@ zf$(a>cjtcC1!eGDW1snM|WPpWgfR>)>}IAANLZk z5FgS8)7=_E@;*rgLfvRq+X&e8jG;-%4DSN^sPRR+{4s^@i1>#x;#zk)PZY~B(fZV9 zCusZrDaeLM|1mmyRQqT>t$DbKIH0KR3nc0m<*IWI2lD2ksQp=GV8fZd(PyEAK4>c2 zi|njO#LW}AmzL}>{O#^qRxMSwUed$fjN~ANG1UDoxJ4I`|E}-*oiYJ?g=bApx?ii9 zx-0LfRmGfC+VoUCEXuLFs`7}g7Hi7)xvCD~GE-BjiR!6=_SC??#y?f7P3DS8>Z#3A z3&~KcEBxx4-&0rC<0kGazNVDG$Yd{US3$O2aF~%;akXLVUitPbsJN+N>Z;)eGx?DaS82{_Q`HI!>UxEz>cz^ZE(s*ZbQcyk6)pSHz3dL7 zPbyOHX|6uao@;!le&mizxrCFYG*G!g+p;IfWCeCj`&i?b>^{FvL6d~ex~hP^aji&H zgSWa$WoG(F%7uFM{Hh!V`81S-?i0k|CS21<$JC<3Ah7bPh=Iv&mLCYe^%qCPIKv;J zI?$bJ4n(OCEMNM@kGu_|!7&WJHN34_WIBDo9p(nU`Bh+j7Gr`B!zlF*-#Z1#PYyqd z9f>OGq2*vYil;gSFx%>g^2M6{128)R`HL*MDCItemPIB?daA+ncBLk_B>$jDp>Z_T zy<=|y69I{n?|2c`^Dy}$O!x>FPV)m3sFy#nca)5gIg^LkPKV*u${2FLj6>oaJZMB6 z{!JHA$fAFB5*4O(G!a`x*b#0$4dVl#>})vAU2*5+2}+J1L?=HH5HD}(Lc7|{+Qx;NKwiUVX{ZHj+@QbyW2wi?qe`>F}&RDE>3IzSXZF_@1x0g`9+TV zgpE?48o=3N-RH! z2uBpp>;QCyj>E1!UAswq=Qe@%39~=(^5N}b{c;Dt6A0fA0AvfN`>#(}cOF3h?w=KF zZ?UA`*`gJ}yzrFL{xkH{k5|7}p7$^E>EBO3L!96Y95}M(7nh%(Ugrm%Z@jqvt-ai$ zO}KO_`t_aw=zq}%zu|H<(6VLy3AEg5v6OPGDDjW| z|8cpPa$^h_$)%a1ST|c`TCDbjTB&}%?yfPN*?py#3yltMqW@7t8Wvx<2RKUELmIz! z_%HQ5p;2!7*5I}I^=+zh^N+W&f37_2&zqNVC>n09G!?nUz7%ftI9k=#^)bvpxu*Yz z%f&}sw*4=c`&LzP=TpOjH*vR?UhXWm`z^hDrhY#1r6=ak^(~Eyomf<5J5#zw_tC~A z33m?SFd{L!i^@z4*O8QLIg9<2Uf0Q8;_B@T00Hcx!j*ea6oU zFt_YgSaP$a_Bkq^CZ3gGBh;@>4?iZR1@~b`HQ2`v4dU1w(JqN(k6io3Dl?fKoxvnYQGgtMGU@?~$#J45Er)#O& z6V9!-7-Z*(=`@A*V6?&=*j!p+?4)j*&S;v#jPwyD3*F71zQJ;}>&1$R!izy-;{sA# zSEaTN#`3O8W~^YD_KJT69q2{c+_V<5vSs3#&N}>-Xk{hHy(-V~>jN>V_HzWKJth;O zeVV2NqZHDShf&Eo!02g!7_2^}(!~J1u<+j*;<}?lAtd+pNe(^L|Do(oM*S*Y$qCo_BtgJD_zRx+IdeSd&>6B&JJtmMV9WkSOif zwJ_iK!DA6pReDH+V*78=MP$2m)lQ2sW@W2C7b^9>}B`b}5$ zo?s?$$+yY>+@eNIRVKV8B`IG+FqmI!)~SLU$w{nz6ejc8ZWYnOz~@dDqmp#FoaRf> ze+TE$^8ByL;YYUITuZBmo=F9mPF-R?GoNIzzCauP_m&wHGD{$t}+qIcYXuF2!HV5pwjov*n`S0I4To2bpAZ(#5`$<71-*VFB znmEK1z1OBBJLV>O3A#f3qVn~ib*ak*XHrG5dYq-WWa0w0?2lD`52;OTqia{)OdcaYzWxeYo?ny!Kz1MXV*<;e)koA$p?G ztrZ)(kjSr)mcpiR5~;MkV%wFwq(3M$nQ^S8l*y_4W?n%jM>(ngakWqQiE+nG_hLVS7q-+N5Fg)rPLRyuOfR1Cg#kKbEtMC>(TxYRyA4>DJ zBCUy=2QCY>V`NqSCR?~&sU@@n6LgUerk%V!Vdgz*SO6Kf+hloaENy&U;2;B72Id*o|v7R|36%A;c#fB z{_UFmff>(>mqM$|zSTI#3rsKt!m4ewY7b;*OjM|c)i|E7Jy;^}qIzFg?V;PXhZ{3q z)SnBh^Y~VKv{T?EDU#U3cO~#;b=*VU4lh z>O8pulWc)-R3sbudF<5SzVPO&x9d;qWKNBo3vVg@R)59b>3^h9m=o%-{){XMa-Cx^q^T5sPzADH=iW-0vc!*90(DmH9?#Xq5ysHSo zOB{Q(ep*=~8ji;}rkM-vOkH(5h0Ct4HtlDlld~e&BSUr)-84EPyG!nq8$yK-ej@ph zzWh5vvgr!!(xyPNuwNS0^5(MPW1R?f;~`SCG%~qU(IO_CtmkK`mTMSn(L+0$4Nc9 z;Z7-90hj!yXN?Bg3*6;w`Az&znMvHaL6l1W?1xyOh_#*4*`cb5)Kg}Nl*Q@jtFl8_ ziz{lIUU=TU3GctSb%tH>Td|O@(x>cgIyN}P0Ur;(7B^41`OormtkI_AN0nuA{j!XW zOU(P~t{@33+0+BG(u2uPwu&5HAo9a0{MM(PH&8hO`i13?{ts*84~(2WB~$ZTv($`N zgn9SICNwtkUj?;NUH`;S0&Aia-GiPFtqTlE;D;GHs zN!fGNuHpTm*i9(X4MExr63{`&n!F_^sg6^y$CJC}rr9is_KrEjP2Lvu-rn(_JLlu% zcFXUL$JdOKe#Mq441Qou8pg@vPkPM*WL{@J+JLrb&R zn9=nj#*Tfv$vv5VCUp5I{?HkGC@)B9W!_E8yjPw1U@-I1LS`rWQkUwb9{WpuewPN)E)7** zdOUb(bm7t%`tnoN%h_GZI@W~O1i|nod5#$8JVC(J)RFW=!0>=% z^pM0*2cirb2BaT`s{vWI6E6{)h~8E|3sXxJz;PHdy%3I#ga5`z6S(r_lpU~nYy;V8 zsR@K9V&n)y=@XC=07(q}H~>n8%`j9g9m!l0M)nUCg#Bg7g1Y6_a=&m3Ou3@H0!zG~5f*e1 z#_vkp{**`>WEF9iH6{r=8DxRUmVLs2FSWPekP0K#1;Ix+NhZO+M&@ka8zjtz5e^m` z&q7!9Kbj$`NH0N@qi*;XKoV5TGG z+Sv?glJj)Zs{jYQ62|P80&7eRU{~ysQg;llK7`Tx9aX}=6B=`Y3a9e{vxK=`^MDQZ zn1CR_)#KG|)tm5X`!r@qfcFW}COXGnU9TGCw&uX#B)oABuwX&kIb}qmx&Wt)*Spo3 zs%UaAb5&tvFz|3PyhsVoi>4yR!Q??4jst!YFsNC@Z~*YsavfIjH+?jML7v~&uuehr zX5^QX^i)_t;1$G+=8DjG-ZM~gf#k@rpX1O38ALIm8zf-B6h1u;R`=lnK&W@|141bS zRISaTVB@A60C8vvgX72uvSDX}ZzXU-|FH0a;{uyZh)D#dOkp3M0Lg$vNN62njel%@ zzNi{q4s4B+12OUcW(5$0EIn&HmYMgDQ*BCvHpoZ}g-gN#_!1kcAcJakg60Oo0_(Lh z?(Fe6KN(T`Sh3b8(QQ&*l3+~U> z_(<2DD=gXKG<~(v;1FOPiVbkKzy`^7jr2ga1-g6v!SB6!fg6Y`xz)2o?46%TB)feZ zMQf=Ep};7JiMr>a!uWOvQY3*N!iNNg~tev`Jozl7Hk}JZeDGExAo59Giz&5bc z`XHBmliVL4<*fOo#lZ^dbHP>cO1~~$x<7NoH*1pGx_Ad{6h^fo4ReBn_)P_BJNtE_ zYu)Pw5KMd=5m8Qn{o=q6b2OTX@bfs3=>Tm5Sb|a^9EM2Z^gLP5iA*v9E(mQ}Z$0yF zhZ1P@K*`du>FWqLCR#0OD2xRASq%M-9UD_98wY}YKyZZ8$m5?oB=H$Cb+b%7G>g*u za%XKVl(1bei&Ec_it!zW?gQ|87XG-RD?t761A-t6C#Z_l%aF+%I$M+F(GpA0eL9QA zl0dPBUSVt}ilw|ZJG8e5D%B(~N#*Incpk@H{SZ4r93N!M8DHk|^D$1qd!WZI>~%I0 z*i+A0eg)&PbXbqEgndn=@KZEA}( zwebbg0Wb$$yqSic(Uj*>DeuXjGq96{00SkYr*}6)=ZIj+O%V%{ZqUYzy;Yw2iW(1my2I!Pcpn z*&633G5RJ6;ID_Nm<#)e)J@V)IN)&2+W)->TVwJfokFzg)$v+5Gk1%KsL~?ToWHF5 z9I`P1lP-`r0brTJT142b`u0nYfu7A(xRAMSPZ$02A^6bF#Az5GfWwvQ0}0q;1dxlE zg_|cD)J*qC&H|VBh&8i+v|L#NwuuF<-M_0+gYF|D;6T9gI5rFev;b5=d=skaz!N{1 zv)E$*Ol1yV0J@vRhV*kY#Mh97Oa5bkJbrU<8-SMpsO^#R^Zl@-@mfK)Kp(5+#-lqX zw};-o8RDoBg_*E&=D^--_I84T);N&mg7YDQiZ@OLBu1eNE(cdL$ho{{nE(7`UbWm& z^vyfs#=F{c+;R>Th9CxSx!?c+{($%)^NUk;arHW}MBp`4JB)hF{K&@^$S|`u)g`i0bGBKz;gG@9=nrdF?lI`(xg2hj@_emenK$gEKj9zwTUic_$Wq>C0#x^Ak2>UU zKZ{B4p4@&7r3yeZSpf3LwckVN7zaD6pb%^jX#Ui| z{e~C`?I`?xd(>Bz-ZybKAzb{9f3$pvgOAxXzyAnl3`gvcL~Zemfw8661bEXF^o4_< zo2-1r7LY`KY%v7{3G(I*?{^6x5rqA-Svi7uJq}^IwkRi;K`D z^4h;O71D)+HxIqCO664iCVD}z6=yD=Go_QDbb%oEFZfGqp1aN}ZrMpzfrKe_;wiRh z6-d8M=tt`+;pOju>{WvA@2)%eS{69I{wF0+54=L02AiuHS<;JH{+|V(!$1&4-N} z!|@v<&KpnUH^y}~x}nWy@77;>ZcMz}nC#q`?%aI)ZgZBqIWPb3gT+6YYnz|q|1FjL zTd>%idAAjF1^ViOwjm?_7niHY{*TM$LIgeEapHemZUT?Xb&MP@wM-S-W?rHCRI!gP zrs5r1y;IRHSx!7LSv6R3Z{l|6vO`k@mCN~X&+bdcdY{+@yUxEH8RA{z=9t8^&Fl@W z9xk)bE^-_Wtr@IzDT%(sJ09q-b!&|N_3Fi!qpbgn%YE?av7L|D@%I0JT<+)Ek26z0 z&y4$HN0*NNf97)Ybk4k;S^GIr%Hwk18o#^5jeYTda=CMT**iSnZbtn-xZEnw-JaQB zfB*i!bGcZ34w+9xlhd&&`afK*Mk~h(r#CTfirgimQS6s56l5dppucP*dhpQyaJg55 zcs_3H@*bK0#pN#B5tBrN?G-ciSL~H@9iLe*n)s~L`Hepf*r#6Cy0TBRWg^%?`@ydj z2U3q{?(H3xAzQBk*nYrXDKFG@pT?bEu8!h&@SV2ueZLO6SZ@nESckjc*nh&>**Wa@ z;s1ln-RW@n_TgOtzg=S&mJIY_?Ek%J^b*nFRlRZ#hr8Pb+G-pXj5t589s6?R^JMIL zy2j)qRvuQKm;8P_?f)LW%cK3tog>HZwfEI&#EidqEEnhik%wGe0%E4?z_imi|Uu%FX_Gfd+1Eb$3tT$gjQcn$8UT4@2J-plvgC;GHeLawfF=9*Hl$7!KdjPV>krA&G9gMuY@;!gQ zms^vt4UeT~5B6zL;39Lwy~vJVCmaH-2yiVj%Ic{X54RzZwPFjJ>(lXE(e$5FCpZT# zOTsDQ!;jxKktHCpXWapRi70*j&yC^4Q_`b7`S|C{dbss+vB3o?6A}z_w0&N3O7U99 z7Qgo7D2X6;{NTfzDDCgRt>sjiO7epo%ZqP%#7|WyeyN0YtWJULyNTV>!?szb<21C5 zOX|u>lYq31rKJ5&l*O;63|ry3#I-cfe`afYUA!0LP7ld%Ra?S>7#R5pFr&R^`7%4b zFS3EkHl1*l3NoTedMSvwOD(Wtzs^N>B-!xGT+5CbSCT^5d$om%>Acy0i8A&4#-x={ zl0~b(l$BAp*?8U^N?xk`2lN0u&8z=q=@mH?n;#jK|KQVYC21U&kZP)@svFyT>iQey zf(M&H+4kcEso#Sr6r2RRF6h6%?D!eee?pC!rL$SXKMS;dRTJTSY{8GhrRrV_teAQ0 zq$xkPLTkjG^ZNt*<^b6!t!XICOXHfVOA<=t2uZn(q4k1jrF0}=NW-XwP*mS98$fyx zbLbQ@g5l#4IgC6#lYl<;Re9Me>Ttbp7^z&@L2cAqP(U9oBPub=C&whWj68!iX*yV} zUU}>rdrSU-#H?QIUUA1rqD%?9_iJ+s?{6=nosx-!_0O?llKtcs{_=}Y>6-XZ;G!MW zl)pt0P?QUyO0#%M?>(&JOs|H_V=~<=e-1m5*H7JMRK?w0kbrSCIugpEunB9yP~;)z z%~!Q_owOjQDA7}rvAt(;q3e28yT#B~HnA z%G7U9MAP^^4u~B^l7VPfcDM~K)zZ<@e1UraXzP$=R(ZWmJ{K7OI5o}h0}RMf``UYz zM6CuZ<-0zQMo$>0`CYIL=X60)g&`~sA%t+0ksVC|qbIT&PS4eNM0en~oj|g6SqZ+r zTVJ!^Y+f_363V7TiO3leE%_F%pkO|d&o19o*g@1~WKNfLm$5#>ve5{DB z)#Y-Ow6+Eq#rwv^mmvc)i-&GR(M?&W#cT@8mIq%Q3Kx_avqAI9E}PUeyN3lv$jq#v z?)MGtVbXZ^bqhYrM6ROzT7F;{*+cIw6vS)nJ(tDi$@_mqizC1{KDs(<9Jsc7i@sNt zQAh3s4y;7cep+ZG|ExgNpf`XRsPns`AsKFkhCAJNsTRQFRgJ_2_w-nJv;!+ z+B8E54hv8^S$Oyt{f8G^;T%I0G264-=V>~k*YdOBh(q`nwfoV7iXfJPy}K4^+?ZLE zGPBtu-%GAY>c4s_I7kWruxa~5qJc~y- z4#Iu&lY5(YEhO$9IRYn2pmw*jUPecD*<-mb98)?KM(zID0g%rr!cY6>~ zA8WXy{1fr@BlJkfwfBKsAGr_h>VkD;bdT9_{H=aIOVBrU%|ZR2ds|Hf3S?(NY6k7iH10mNLKP`Ek)}F!`=nax=KXoe9%aO_o#T!>Jd?GL$b&p)RWOZG1^ktyZJ!k$nUD+br1`2iaq@ zO`Egy&}wpg8d>eJk-$tpi&}@hS|{(25Y(;_(u8tsmzzlht|RnNvq~TJ`cR5QkC#>S zY$}YC!b?ZWq7`ABPEY-7qrz}E*TTs0q>CFGv5^U8gZa^gbkyLZ7`N__c~sma5>{vu zLrcbVTV09f4JBHg(cKNwQjXa_aJ3$EB{vkLqY7G){@g-T3=PH4Njb$d4F395WkbGtEQW;ePa)oWxfNC>W_mo>U1v zM$MeUIx;(aGWr@^q|M2;vDG|W8pKy1W7xOdM5Tzu^tacvPN%^|Oj~1_Fwf0S;TYM( z9A*D|sFee$7Zy@gBX^#ObsQX#@SBl3>xlhcn(AuLhnnT{AkgFI5h#fiUT{`({MPwH z8i9OR>V(QYsiYm5%}r=YLbP4npceEX-vK=KI2p<2-S3Kn z1f$3zpE9fN^oQD+<^&Uk)tE}ceEwhkoqqP)(bZLAkudvmx-4Oz!^4zMK~>_ahQ@wM^MU6Naa>}f`Y4v~=wMbpFvhrxDY|DMUN09e!U5&8vUVz{s@!CyVXq{J!> zUR!%(aK=^JAaCfGKxVE+JS~Aww~o7vqS_M$+EK@f0KsVV!b6ofwB2?+B#H{y>H9BY zP?CPM6YX@L1 zxvV|AQ|-7hi<`Lm++Y9R?d3fKt~X^??emlv>(p)qDm0vQ6t7 z8#an6Cf6+f%6#ueS&UHfGO$8dCst!*shAnsL$#+*DdgT{zCrgUW3N|J;!$35lKry{ zUGymCoPyc>{$7;D6?)L1dwkbisIlX{Nut`$a?dGPw{-VCCPm^wVb{_&sY*qqxA{-5 zrT)2v{W*jRH$wGa@xJGG>K>Sd@j55St8n~t&I0}XV1ksYXRB(GEO!ugdXmU(9c%V5MeL5rE5i#O=OAJ0~noo((;ekuEKflhjSXGP09 zUx1zhmpGf>cXFTXIhevZHR-sUndka_d3g_=r=KQT8Aq-()o`zUWTWL$4VARcdL1Y| zOMUyeO!d! zZJnRh&UuT!Ft2^#z4?U?P8U9&yzuG5h0k#pwk06_T)x2@E_~s3T=@Fr!nd~mqpSZxkS%H`#x@jT*T1VjKlfZv(1Gl~hZl1+* zQ}8f(DqM%k>r(JJQ~5oq$UrJ8o{G+r4_WML+!Ie_m+h2YYcVh40Rj}<*g++{RnmDhPpsu2js(Cb;1r>gdK7YJM0;DBrxn~ ze3)Byn0rasvBt3DonanhVJF^&o%|8z$ql1G;a>9L-a6r@EW&-9!%usL`v!)ei4XV7 z4nJEGey%axzcV~wEd2bt@C!e}1G(W;C?ZHcB3LIP#3CZpIU>w6B0Ml6B0eHAJ0hwi zBDygmrZXaTEaKw3h`1lTSX2ZJicFA?Ow@@?vWQG}j!f~4Obv{r$491RN2ZrVW;8}- zc1B(ri@f|UGV4cVHaC(1MO~4P%F&6+wTQav9F@oQjLHv;Du|CN%#ONN5>?a~b-gpH zcr5D1yQrH#qDr{DJGtmm`RFp8=yHqb3g_rsp3#+o(YzKxb#`=3Npx*vbX{k3{aEzv zchL<$q8quKor}*cE>1XKeBpWVW#GkE@fRnvFHV(QoNm1My7S`9*u^*RF24P7@g4W# zEEG2y7ano$;Gv@&De%Z~chpa^q>79aLgh zA`((`tfngP7MSF%E~y47_GO6ac#l*EDGg-FStR1rf|ZAIcqgWgHNh&6^R;;=rfMPE zM~e&t=SONnc8uLLkB1AYhpIj;+mo%hzcy6ud8Jc{)n)ZC^%u2A8oftr!!%wsoa{^# z)Ckv{YW5u~+g}&1^}6lCyY9;x5!!F=hyR!#t&7lk*Ad5s<255mbKR+sl2d);&iDOU z^43|JQMw<8^L0)=sgKh8{N$!Z5?(7>fALwRb2-=PcC^8lmkpjhSz0lM-=^CF-#@t> zv+Kv(j(7y59c#2a-=D4I+z@O0^V5?O>ul|dCcl?nHl7-5xM=$4``gYWNGHy0ZROKg zxpQOO?v2&&?|QOz;?4i9ul{&H));TW-P+EOvyx_qKUS(;LgTUq*!vcj?qjpoU+Or36t@=JQp+{!QSnlCKRGF_Q0 z&$fU|RxqrE-7BuxDPF6{anPNr$aS`oymj@UtNX3Iqu$qUewrC|Ox}D#yL@ z+L^Lzl|}x|QsXJX= zo^2&nQ<3X>tmamMcTr8{_2B86s**&h+UoM0W3@F^Wkt2MbXIn{e8~yhI^mOt~cEO()_yN!H;g~#)m(nHL@T5nZMrHv9a>Hv6BmzVX+Y+9;_~u zQZcI=t2e{yfvjbkdPNR;H1&y}DsJkR4w-2hkWZ3n9u!3J0fjX_j1u4iO~8A&@=d_$ zysvN|2ZLeZa1lO!ZDD>GKV~-yCohP@3FE`yBDvrJmDLo~l6GkBG}76zPghM_Z=ar?9%SgPW@2YzY9dSyQ6{^aTJE*8 zGPbp`-eu=zZRd2v&TNNc=zd2hGnX^_4!Q3>9C7II5%0tH&Ti*U9&=}UaJ;-uTb2|(_sl~p zokE#PVJ)Fyp)nD`EfK38kwqbqv1g;`r06F9=-ia(VDp%|12NAI$8;QxVV#a?h=@tP z7!zv|`@}D{L@SYfG_lMnX(}-((K6+}UrI@QN~TL{b5v@92c6|dXSt?zWTnykGX|L% z5tlDzrd-Ys$Ud2wU3i``9mBYFlabcSSPHqqx|qYt%gJ@mW!qgH^}E`ZceNz3U_P&4 zIJfAg|MmW;>uqt@X<5aM#l^*y#f8Z??;I_8kx)8#wY;^cysEnV`mKt}z*}QEl@Hm~ zm$Pg7@79*q)zw|Ef7D+8G5+>cBtv%QTa4A!dx*3!+UmmN)w70rpPW_C+U z^NrU2-22my?zhxDc>LhOgZ77gC67{5JHOuS{CKl-?Ri&2P0!?=-jDZthX#9Bd;5CE z`yVz8{%swc>K%MsH?;6{sJC?ZOWW}M*~d>Gj=bs}eK|5Z@oaSD$&)9GPq=r-Ki+t{ z*8lX==+kFYPyaoC{`}SR(WetL(-R$2FD72ST&aJxHu>u7%&QLzuev@@j!aB__%QXV zbvpO%^!n8F)WGY%L$8;{X70WIu(0@HYUJa3=O^y)r;bmbKE40^WoqHquZ781i$mXe z-~00K{nyp4uiS6{J$`L{d%m?iv-R`Czu#ZiR)4RpZv6hUy0!UwYxBd_=GS#z--XK) zt^t}0{$XV7S8PEgucY~NJYmnorlZf3Bld?1@>oguTgxnd|+^ZYq#SyzR4h2DOKbPJ-zT5b&llBiT;n+^{ z!g~itJNGtW#7@Hw8Z-WR zncJmMbZ717!t*-Mu`Qp>uHJ3^*Wa9_bVLq45$*7yy31&QW6QSMf*(aNk}!cnyzO3h zFKfbXA6F0AQriI`quuD01Fml_?s^sZ@y?FEFwt)#sBg7 zKD-fMwY4Vy9$^Zhc+TKJlA)QsjqmD<1cZ>7@6`!4OTRSHh_?y!+{h1yljie1!WTal zP%0}F!LrJPBG8da=J&ckWtSQ9L-jKw=f&R@ z96cOsP}rk5@{5MhXj&zy-u~FCJJef6D?jJ@Jrc3+N(gx0G|)~t;%?5qs=K`XvF5N> z-rj^$E6TU@d$gDz$5&R=bj6Facj*KMKdv`OoUFh29ke)V@|8?vZwEBa=V$xJW}Gb+ z(TYbcHUq3_sI6b8#+2gpUqHL@1cttiO9aE&V#^Pq1K>tCzR!fdI={>5%kZlU9XG|e z`aeqQ#={AyW&DRmMhbE+N&SI|k)63uT80l3kGPR-dg&K4ia-!nNDDLYZRQu+4bCF) zyWL9f^_UMHoY6YMd~)y8@xNC7^f;vJ`d1@#uwnIDK-v1&qE4Z#rpMz=#>x0IR!dC= z`7O47ot3@NbJfkLixXI{fBS(#=nVsybm;zUe&6fP32;57)<@6(QLQBi+JL}DetUPD zyS4d8=fGQEZ(1fnxV@|OEHPdWJxA$M18!jNmZCUQqSOe!I3i#yahNWVUoo68EaSt5 zMLi?acU{#Ey9&!AK4YaAGfM4uM_Nny8d)1}s;T8t-ij@d>682k=<9_Z5!^&lx^Z8Fq*~B#PrH4h$>)W((cPmJ|WHsmG(qR*vjx(owjOmHXnu+p>Kbd(+swa>U%4ofQ1pD&iw@JLNS_GdpSf_wf-AYgNP8#^^iCHxI(G zx@f>=63KuqDIjcFmgjx^a!Xe=aiDj^<+~Tn`^6&MtEu8DLUiAzI48#yOMI$eyszef znrK_fRj(0IBgO7*2VdMk{iX{E|!li0SkZ4C` z-e+CAH=r#Sl;*PeME*f_vf>dh-ubtd{Q4{zmFc#r4#ud4fW@MfZcD;5>Y-!BS@qtb4CtiSa78aH?5@O_sAEU?M}s(* z&N-f%SoOldjA-y=NiyHc@?|)n02mq|`|l=1ON5i)XtLQtlX=sSimoUew6?_>5fO*ev_z9D(E5j@u7q*j=39|X{K|4c>2~dgN|Tfs^4F$J z2MOzAUHpfGvX3)r?(}S{{hPXKa=b?_2P~*I-M{r_1h}l z$>62(L+iovoG#No>Onk_4}UD7+w=-JELyNrVdAvWVW_Q3I^(^dN~Kq^4a>>=Nlp7? zvrj9+vfSKgCxH1q+vYCes4@sc;&C+KIoo62<^{HKl0<%s(D3&u(6BmL?w=doOPY#t za-@*1mJSra0LqQ#MS@X}83NjXQG+ozX7tT~%ClWU!GJ9>ddCh4D2Zl%04NNirh1L9 zI1noprva#$Y=fDr@*y)ZeYTvYgq5)UaSXxGAa&V+K*AnS^dzVXeK2X{SCR<$`;t7l z3fJ!Kje$j0Tk0PG?zze0cywb_#O`gs#6CEJ$zgAE8eTK}b1mQAR0L{8Zi}j0h4Vg) zyq;6dglDj8;K-~C?lLYmdF5`7LCHr`EERjxkBAtaQh$(yXf=sU_Z-9-Ine`lrH|LF zx$%8=YN{1q2aHuoDA#x9p4VHW#&08EvQQ*|T}42EV`=_(CmvqSRC6#S|6T9{P44b; z8^9Wvjf=%hjG?x;lxe`3F*qs8Y*}*)xxS16Xg_E98-;7NlFuO1s(=@pz^doHLv zYUKEN?br7HB?+PP2xhI2^>l)5Jf~b<*d^JD2E-ByWq|TY6J~hF^TU5U7Q}u`o7;0} zp}(xR!59v9LkZzVtL1V5@pcy8LbQE^WO)g+z6G)=cv(g2YvtR4Ka9TH#&SOAOiv%* z%FntJq{@EDH)jK@_-)oK{rKm(0kT@?=$B{meXsantKKq&o~N9p6_)=^Jdj}JpAoUF zBJ7l~|9RkOH2=B1PxtOqqkeceKVelLr<&D{^~I|kQ;?ZWGyhc%W!bU<-n>-^wHy{2 zncXqmsu|wIO|-T5)_m6I^vCfVR@0x*k;GT@-Rk064nZZZZ2#YD0WO?)@%EP{>NyBrFK2`V$uYk-eIg|}Xb z>!QH%hcNq};&(BiCv5%)6gL9`G)?gl9_QZzSS`*D3nIME5W=(J{vk<#k#zDEGU+M* zw#e{cCQxCT=duj9*zl0{bD`q&5F$jy&2G6_=Io@+fFa93JbOlLK`AG38#1Tg9WPw7S&|w>rRQG4u zV7l!`%Hca_DAl=?8mmL$@C!?Hgb%PXWFRbUqNSU5Q@MumU^d=J94LJ970)w}x@#yY zPRp~Utx#!o1HQ{F1R&VdRbqq(eJk61&pmgNDvZ4N0$B_Y2nOya4Jfb#c-IHPWW3W5 zT);0O?Ulzb8cb;bv+I8!?2IRZGZc&<_4F?nfEvfd6N1(_p_>#Oj0In#LNpab11%XR zf&)ZYJ{192-ZL)X3(FI5&{qjSiws4Pfb?ucJ^-CR5!)H3)&ZYWkE<^ggJpyLJK=zd zzA*~~$?7J=)KI>(h(bED>3XP9P=qRclOu>=VW-MuHyF6fgN9KI*e?Ps*UwyrfZk&H zDu);I5g>mI?E^27p2fQtD=10LbN3P|3X z0lZ=M>LVjVB_g1+F@hZMhpi8%U>tkkYIeR2E*1m)ZgQkjz}7iEl;_!x-U8RQQ!(}n zxPBravoX3P@Q@i98lI(nZrh?N;mnHKy))T)a{x`lFNcwh!eX9^G1%Ser}9LbbN0P_ zg?O22i(6#ikyiw+Kx#*>6dk;BtW`Ofl_Q%I>UN0VA=qs1ve#0o?RU!l58f1uikzBX zUN)p0nl94Ng+GX5as*Jdn|7O=33EKfzcrpKmF_Hl_^J(t#bvU|264YgqaRx4-$|HEEx!vH+#y79&f6m>#$=f|3;4~z>{}CZ1 z6%$DVFS{V)U4=VX@pioaI1%Ar4yloEN|QY23sHPbe1UPHbpe#cfo;z6CZFZ1&Jn6> zis~2fccw&F*&vUBg;SkZLcIAEisuJm5D6dnXAfE^^_*S9CxHkJVif-sK@|DsCP5I+ z5!~R-zebzm%5VJsBgjVx0kj*NL_t0xq)oiOMTE#S{5vYZ=0I^A*aia&qcwJt!6FSM z!j#=)qj*E1GDP^JXe8o(e9#N%8G%QS>vxPp>m0OG3xdKj)ZnH`ijtd89R!66fI4pQ zlLRg?pdA3QzY9`g!8sVg03}oxwK(NZnd@tRjj~;cL*%AO;$q9dG5Ek^+`>W9zA$;RiVt=cSiTKT{R-;dc$?x#xBMSbbLVu~yDnpcj z2G-JfLGPiT6c}ur60Ki@xDWkf3Fbz*4Y8pZByeYYOrJg1Mg(tc2rDkobK}-3b=V-w z7sY~Wv*0iyip;|)ZT*w3=uUXUBJ&gSnP7=afzgTP?@r+gj3Hw?QYpKB%>|Z~Pw<)) zlSK0=5b$sk&>DyTevT}qvTzE;Cqx8Gc!?_EPMC)Teaa(gN0GmhZ%%$=EwU9&_TCyU zgFm=Cr;0}Aib82l)LggNL98b4v_ss`ZAyaN;o?_L!SGL?7z-BCfjPI`@T z>VallFjq04@Br++si6o1yZR;V=NfVixM=|dgLh>~l8|7c2105DsaglG_c;rdZ!y(` zELDCZwNJx9*76;$Dq)t0ei35neqEhlbtH4v5o&RfUjB8#cmbC9 z(fDHj)5+(+3KLQyfn&P}=`Ue_X0IMqGnWD(wPxU`y7>+wm|2Z*$Ant$f#)-@p2h|P z3{)z=U6*tXV76^1!y5h3A_F%^u|S=P4rimTQ85-I&($V@Y6a9b`ZYA)PAocEJ@h~*1+e8-5Cs2JOy)uEudAazLa4wF)vU@!g~@^Q9_-_ z8xZ<79=re8Z_epHlz}h_9={4KGRH)UZ%~fLZ;R;S9lvjm<8OeofP=k>1mOhi3Cg4M zOqdT>9_xAk7RYv8r8R3)86u{->Dw3M-$lN5c?cq zGE{UF1C__onCj;LV~Rdytv_uJN(!-#q^yc_87Y2J>QeOj=; z7%*WO{-*k#&4)GsCh3Y-5^C2AwPT$!cE86#fe9W)#eHGd{eFdfb8kd_5Vp*nF?dY? zQ6xx+I67ekY6XC0pJ5yaOD4G;5f`YQ!AOon<228`mN4IOgF4A(8BWUYi1^pkjzx{J zuhKmn2e|ih==3%0A^wVp!sE@J%OOtBfyL_(@=S-*ehBA+d+%~x*sN8GAYXd__Pwu=IvJkv z>WR1#qOh8}gFFzq{l-_739AVRHv?j_N4>j-Z}Gr>UGOhRe= z0em)TJ~F;U#$X_-6UK(UZwdNMhW&{FxreLWl9J&>@JRYu_`PV-0Q8#$l6JyU4S)_y z)$UD1-8k?0jCnW?h(tkz0Vp6^s1pR+*x@TI-?(v2x1I<=fE}luH`4;4iE~f013GW;F%N(-vDvRz@8Bh49GwNx&PVFVwiz;!0*!_0|G#&1>w;8 zaPysz4JrB!{eYa+{07D_47uRot5y#d0IK_70*2rZ=c5A2VDIgI;~DIfD!*U0DFBy1 z4s9R+*yRuQpix}t5Ast2)L;u15NN0d2j9RnRW9ZakPN&a0_0i4IUHyWAOg|A3)CJ8 zB<$4nFy{V{NteJ2e>Sv%BloD52St|$+z<;AkOC}YSx?xsO$EkE-NNP&nrd70J z4mbiGL<1xYhDEV|$S>&w4Yo6-;{!IP5>rDCKmU9f4o9o3Oc06I1#8m}V=uzT833u- zHLHLC0&r!+{s6AyHDyT{F92{h_*ekY0+bnVT|*840RzB50CMvALzvKCKYpDE5_|+p zz`!;X0JK{*U?2u#{`g@TphqFXU=9ebQ0K3ng-i?YVL;aJ9uR_|5W*t(;$6N_A`sf+ z&_JFA872Y1IoR(KK^+IbF`(D!fjoq&J|J|s!5=3ER2ANMxB^x}do%}jLdb2xMrk7x z%8;>;pS>Rg1r&3e@JC#aW$oha_iaEjQV$3IQdkcI-h}=3RSJ=hA1Z=yglYrOY$3J= z@#ul2=rSg+L<6= zoPFrOfD=)o5g7tAZ4J48&QnHd*!2NzWo3NVKeeJJK26EVTT1_FU} zC&eB-*%2HvY|lJnx<}8{^ZhK}|GIrW!BQ4WWD-fQCy< zX>1HnKO-Ggyh#g$^Bz#qy9XckRHaeWN+sndo&co5Q$krG^|UcnH8m7fgzy11S5tu< zFIW%-<&%?dbi<&!M-_tAF$^}r)J<)-<+fXIzXdm3amO7gk28RPAq55oav%j5fWV@; zk@`Dpy&$b9#~pXnF*2TbU@_^(2=#S`nH+pbN6+&pw9u`5KzXslFg*oEL>%VWq?J6j$uMd+}?3OPm+5Qji|=z)$>TA5@@GTV&M z8<%k)W0I2>ak&RUR?cS;9RJh|iF5 zd_(}pvvW%jA}UYP2MF7vFbE$$b*Bd^efS&1UaU})XP!HRlDq}$XnMpBPj@(Ki$&~V zYMwthF+!%P@MLiuP$ARMuva%^G?mD@rl!f`fF;V_0#^j@-n_{1Ih zffcQb&?Z!PzB5h24|1@{0M)ogHn!1?Z-iqUY~6lmP^! zeNuT!R<_cWuY_eRWjRY)*3y=@#APmZxl3O5(wDykW-x_0Okx((n8!qBGL^YZW;WBA z&xB?)r8!M%R{ztQ*TiNvwYg1hcGH{R1ZOzKIZpOK!<^?tXFAonPIk7_o$rKaJmoo0 zde+mP_rzyD^|?=e_S2vL1ZY47I#7ZZ)Sw4NXhIdbP=+?tp$~;_v0(<_Q?dsXH~ct(V1YxZZl7-B{uhpS?sSzCn&oET|G>^wyo?0b0;j0#*D# zhijFRu*q_k9FTAyL-J9HUnFCLbL*=;E|CkUEz3`W6|8;!v|2Nmfe(l=lAU1dT6>&U zv9H>NDqOXYZ&adx^yvpVE^*yA-J=u4l}l{V;iu}3gS?rAZ+zRcS>vL`RGC}?9?rWK%)y>zyf};V1{@!rXJDgLOSxn1s2&N3+{#MI?mvSr0gRZU5Ldh zIQO=s^kW@dP+5fVIw3n*7{hSwM}N7HhezPowGk?CgeNQ`xZZ;g2DuY5^ov^f^kW(q ze*Z6e`cV%Qci6zcs4JkbP^3M{*UDFp4}I&?4^m_SjQ+64e*s*KU0GH>j`>CxSTkVZ z)Po#dh=)BS?2j&+*|Gc>L>KDhm`Zd(9`-^f*H#@&SuM@S`8WIK!xki;6Y~XB}O zhh0z_4&&&DJuGowIQ$|X_oxRX&cFpe$m1T6SOqMwV2Asv8Ls?*1+g2`4*q#W#9WZW zH~5j}c+^^3_pnDEkOFT~OZFS);zDWtfpLxRf)BA6#C=(j4}09>m z-W8#T20tvp1?QWg3+PyS)0KPfGdSWM=pe^Bc0p|QpTYTEc)za8hddC!Rj4rz)4Q@$ zz*9;FSvtEj>$3df0#ZXYx05>yYm0vPg)V3tSHTCX+asc@hcrVlEJ!d#$cHwlw>!x* zbfAYR^M^-U5PYD)zyiVYph05!6G+H{1%U)o!-vhIJ2+T~e2{}YfVz*-1T5%+c9;h& zkdc038VGx(2o$bwFgK2Ec%`M4A7>jEseuWisi9t@95fV1!uFebYhW9x!l;69t^ zhj;jbPKduZ3@m#|GP8$SByAwr>Jl&YQ1%yRUN`?`8rH|6Y z^Wd^9_yug>MTA4OVIz!DQ$hVguZO$A_gIjpOS4XhzHj&jLNSBpfVnht!OWwxRLh6$ z8V_y6K^im>dq6efGJ{7rh)2_~-)jRn_`P~~1f*z#OK5{+z&udlMoF{6mZ&p`TLpu# zFfM3=PH2aIScNY5Jv#t{EZ7A-05W^%GWoL)n1h5lOp1FT2mf*~Fn?4*EO>-8YX_H; zEI^crnCk*QAU{%jxbRcK!+XC!Siw_7w0!`uT|l*h482D{wVluwPCNrW7>94*25tzs zWI(kpP{Eo!u_76S@lr-LGZCwkwpfHpO`1i>sl}VxD2DVhR6#ZO+OIC-gGYdbN}z;X zaFhjsm7C%RdVsc2k%wqZID4SRT5CwFoRJTN6??D;Fi-?(=mKeYxJM(oXavhpump05 z1}^voGZ=@Yyo6<=%RAzS6UzjAXh?`dg)caWct8b?L *fRCX1ui&*Yz)6j0L##lhCwh% z$;=0s+%Hs<1LJ%IPryWMM9pv1FsWmRGz$jkl+H`&grm#{J{T|6G%zDFORKxi^<>ZX zbkFyM&-j$j`J~VKw9os*PoZi9WOKmz#LAuc#;pXfU~n-_(SvjVl}0|Wiaherc3_l(RYtIX9jh)X~P zgdm43c!XHsg3-x`K_G`8%TNnlPnhEdF5oxOxCc(af?pU1Gx)B4umoP9#&*a}VlhkJ z{4|5OhkgjVShzSyLx^uc!9l3Ed^oWsa!yIig8%RGhf0u1>s(JxyuxH0!TsVsHFbnt z$OkCgQBu>#F3_L!Jj?tP)IlZGLN(MwMbt!9)I>#yRak|5kQZ2j2LJ3b_X^M~u)tkV zJTuq@WNeXIA;gVS+S*vVba^;oc1(sZ)6!+DXSsT|Z zZC_Y1()%r6O(9Ra%H96;-~R>R02bi*?A^TG&3ZM)9XU%+iBG3gPZRM#scq0eEmST+ zU%BoTfHrzwnP3<$01pTA)9b5aoBM$zfBCN|2CZydI4Vh?4 zRryL98Q>oF;U5O#AnxA+ZqKtM;ru+}8E#n^u1{}_S_oF)75+8jh0i3es3f*x4NlMh zRTTRVHqWBWYf>9ylN z_TxVWWHV0VKqlluHsnJ_ePLc|=!SM^iMHsA#^{XJ=#8G}MtW$D2I-JKXo_~2j~3~ZM(L9# z>5)JOXh`XohUu6_>GcAomX_(8#_61fXlS76ftIFMrVn&ThLz#zpq^BRDeC)ZKsQ-x z`w;3+N$UD&>iKwThe?K>mXE2P53P=mss<8h2((^`hojb{u@38B8tYs1XA*_$ci62yBITKw4UCIcn@$dhE6K zrNe#?t)^`E;Ofh+Y`os2%;s#Rc8j6556xZ=(gu*JhUH<32fv=A)GnsgmTYG-ZS}Bh zrVj0GnQhv}?f=`hZO|Tx+&&NBo)FEX8_J{ChCGrL!^KK>dW^Pzg@A3Za-j?ppHjj8nhF#bN(WY+k zhzI-TZ~n$_^5E|5hVO(xZ|@fH=yq>nYH#>i@KS2<^=82FaA}2R?e~^$DhiKXE^0pt z@InF*1E->7Ab}Qu3lcz!=&F$hJR*bu0uD$4xPWmI-~g)JZt+j=bm#{v zC+uTMK>sI)aAi_)w}6HZXaNpza~NoI5*RN4|7}b@HW_#G78r|0;_gpL?UiXXH&*eJ zLI@F0f!}&ZEBTZ(cMBQdfJZoJm&SrepI#eJaP#PdJg|~vp==`=1UDax;=XN6*@X`n zgjhzT1zGAtdIUFj^;dUuxdD=<{uD@U^EZE>PI#caSaR}+he2oo5)XCrxQ9xkBpQ$J zkqEjocm#ztA5+PLCDMaOPzd|Ny8JSOn^Cfz?T2U|b4js>GoXZo;D<+eg;qj#0zdO) z8frbthh2~XXvlMaKnD`|h7=eti?VEtIs;gD^U~7y(4JxwiH8>d02yfa9Vz8J_U;CY{iB4}BS-glHz!9o9-qv%^Bs-#SjMP9zo>rafP63cQNN>IaC12y z_>01L9{%)=cXb)4sCLg|E{O+?|9}*@c@7waoKJQ^;fHp3fffjbV6cM~@PqS^9~P0M zRcL|2o@zFXMz|JOKj8zF(Su5m6aWjiZRfylANRkOlzM=H7jU1Cc$!n9daGY|WSV&s zf%jx^^AyO3diRHW2l$JxbBjWG(|`pSaP_~xBar{2OZWguZ~PhA1sWsAoUf=g-$)<` z<2Lw!5pST$Pkf8gcvnw>U?%|>C}pA#{EMpjkGCDam@;S5Y>5s=3m_~dQmpCoC(ximhY~Gn^eED#N|!Qi>eOhmd{U=M-6bO#2M#2l z?IIx+npdh+d-4=JHfz>Z{@S1=5znktvSs1I`T$L8i#%WRz{>ZiFWh`l;s0Vu(c^bJIq;y$S!KNCESR%OsaUdJlDd+!+=!p4?h?)6 zs_D3(ZHtx>c=lPl5T#y1JLq@C*b)2DYw-$XzkJ5p@w2mHMGGttk+oRi!o><-`CPRC z-(~01^e^)qZt>_P*?#lRWJ2FBnVB}7+H^tIFHe1ZT+&iM{N&SxG0U}M1{aq+lEoPi zwZX+Bmt=v(IQe{$3_p2vVa6(haFItp&~VYlDvES*$$wpZ_zfpnu%ui>^|;W<3kG$> zh(8#$r-(oK$Z*(o!Sr*F4luaTLNV$&NfUdAz317JRa$u^mRV}KCI6RQ{sdfAFvQcs zVv9v66$h}j1g2DZWVKjdgS0?GR)CqM9Gm$7LBbh>d>{ifd9;R38?XHqm<+oF8Kh#D z-9e25b4Oc4lOr1y&nxXBZmUZoHx8 z8?Avo!ofpS!BFOtq4#hAo0*NfzX+ zV#aWCu;^iv{@fGKnlRbuOe`;Ov!g#}!0?Sfm$Z%241ox-&X3{sUuRhpd61s4z;v=Gr$A!P;Wovw1$2^KBDFi0DlC6h;K zfyKjSqEn%hLe^(M`WReaQz}}pc?^Qi8JZe>v{|2Wkiwg{c0FliXgz`|2bZkI!3TSf zCAC?w^7g@TX|rj!t+?_{7ze>p#k88kx>Rfn<*FOe8D<>B4b655utJeJuv72O)z4i z0_D}tb_F~j0u!jf1@4SZK+8uw&>_JIzNKiwqMKM&lL868C4yK9+}vc78wkcj1|hmc zs7#}_$=E3mA0Pn?0fRQPtZ*`HlgcV!NP-VQO)Plg%m=cfpR8a37HHXp*YX57tz?Bx zsS4plUS%t#*-0!l6bs})b*R9gsx>3@VRDEyj~3|eAnka;Hq5|>gX{wpGT6ooAW|S0 z1S1qLXwM7az(AzLryggBUqviLjx4~T5|60RC5Q(vBqaa z*F9K3$P&3o!}!V<6B_lXbN(QQ3s3=vNXRci1^@bEK3Jf<{iRO@G2Oxa>+VogiX9>Y|e*nns$H@gfu*$Qu#>l!oG*N)~M+ zIjS6VD#g*x7Y}znc>%!(a^we&STj6D`mqFJPdE>b4*h`AE_?$f2ZNyyFFCXvgUef!8Rx z2R;@d2N$@|325-b43}I*7ZmXg>9MGIe5l0clD8agnBfe`*ad{7at1EIA{uSLf-?@3 z45)U258r^r8QOqJGwdQ7!W)D=qW`MD2tC&&_8?=ufY1Vi{GkP~K!+V#u#y3;wL>e| z1vv)s0;1-Xy;G`~UV|*;Arsjr$-pg=;{mi}w7`mhWoBwcI5o7uATzto(+^3A+k9Mt z1e=LR3L1xwK@8%11=aG`k}DQBS*kS2MVp$Hdt}40^M-qavv2VfXND@bwXap-Xl46P z;#O12iL1;RHsv+kMkUE_Noa4-+(F6owm2NfgEwK3G%xR&gmUR+vtWRe792v3t7y-Z z+A*Y@tRO+$=?+)zdXt=(PdVghLl!P%1_DxzAV9*T_Krs&0ZU|GziUIjPWj;YDk>jl zn6OZB%>_76tXo{bLiMna4F5$mZ^Sc#i9OUe;1&S*KkXStkY1p?Rk*JoF+L0d^GYgO zySK>pzBj({I%h{Oxdll^$CD+^=uSCW&8@A>2L@Ac=Mvn}_w2+Y$fW3ee4~1uDEMX< zE|xP~3dxZYc$ycESa(YLF&Nh~#<%R}lqb2-EYAnvyvXvec?RRK0#s&a9`YpT1Jaf8 zO~LoQ@Pv|}FDd^tP4XcR^e`PHatxCBR(fhuDhI0*qnJyCb`-5I2kJA~iPobIWSF1? zt6lfH*<&JhyH35U`F=ax4Z@%<1Cw}umzJ2D0U;IapeDM>HWORUk%g!IaY=r+5-3OWe@-K@0@2~&; z@4x-eKYnuj-~WZ40J0qW72xI_VE3UP{PD#9ncu(p9|F=G`AuL1S|G+LAO<#I{_!78 zbl_cqpa*{72$rA;-XHOy0|v&11R@{-ZXj-H;Nm@>40fOT0bl^aprh5G4pLwa_Mis= zp=R-*4kFzN690t=##Is?;n*>u6F%XPwO|3Vpb!pR1p*-v!eAB_A@^0`7Or3y>YxNk zAq|q@0MZ^5k|5kcLmCPN8@3@F#^Erjpb)a(n$V#bdXQ(}VGmA_8I~a*Vj-Rcq8R?+ z%#Gn5_TdD()gJ>LM_*VlTGDFAifV3L`R- zqB1U{C>CQXb|M<)+bc?AL{y_SW}`Mb$=5WaGbY24wL~{MV=acGID#WNCSy9P<2sfj z)>XvUK>tHK=Hfh#;V!(RM2zD+dSg2B<2RaPNk9WWPGUUVMeXH-KxSh>uH7~^q(c^k zlC6S7P9#NEq(xTbJ-$RlUL;3$LLrCC@CvqmIaxN!xHm7qwCv--qbWSIAR;P7dCw6A1c5WwkcBglK zCwPXZc#38xl&5)~Cwiu*dafsXwx@f(Cw#`Ie9k9*)~9{mCw}Iqe(ooK_NRaTCxFIh zD0l*a7N~(9D1s)af-We7HmHL>D1wGUfKDidR;Y#A=YWQSgkC6zcBqGbD2Rrrh>oa! zdZvlWT|Qt!6s#x`Ai;{hD2%qKj7EWs)~JiZD30c+j_xRr_Nb5IXp8!QXXXPT`2PSa zoG6kesgeR;J`_R|Oo0+G0TU>J5-dTKE&-Ni=@LvSl}f3XN~x7nX_SJgmS*XgcBzzB zX_;banu@8LVkwobX_ZE)o7O24I6)Gm&So~L5wHSUE-9b}s-P-RK1jlop6Q%2L6&;y zmWt_@GU}s}shqZ{m#S%*s%e~>DWXOyopLFfrYRFV0TB#oA@u2=4l1gqs;YKLKFq=s zKxvzHDVs8?mPRTSjOn9VDV&DsmU3yO@+zESs+a~VrE;pLe(IDyK@{8qshaAlJ}b0F ztC!@1IY7aiZmF(%s-)s7tzK)L(y66tDYAa4o6_obDMT6ePhiG^@PUE5%mq z&h$e+JdX*ez&j|WR3L%6_A8q@>X$C;xpFI)E-b>T0l}EU2dIu>LC(IP0F4 z>cr}-*M4o4@WVcQLkVXz1R956$;;;re4NUx_F!E;PS7)+_&dMOpqF6?3{5+s2h7p4WlG-fF*5-aAVI`RMIGENn@+Q~BL6H7@9xle!Q4{wojw8g-f6E6 zFewWI0VAyom$Mrn0TfI#)qZIdgh4hB<~DmXLpL;C<^wZ$L6sV_6Fh+x1PLuTu(*0^ zCzIrM_;!Ub7J->lX>oi!0 zbv8=%xJqdh7(pFKLf=X)riQ8;hbj~hLO#$!7$8A7TQL;4!NF1~5`09Em;+VMDU~__ z7Ds^^gls+oaI!{0Abho0KQ?5y;Z)Qzxkl*<`~UL;yKXrbf)8IQnAYuzvhc4Kay}e( z%PN5pG{bP@gC*0h|GMz)#13)SMz(J6wg*bZEWB~KGC?7@fwcl|sCq#h zltO94EbP)MN+W?JvvIhlsSzLxwR(X8S9E9-^x@X&6Qp&EM!_6-P6g93Z=W}M2cJ~v zwYe@YQCGAfHz^YUZWK&{RG7mFUnyskE14FuFoc6tZ1QwtX%*~lJ}d&4Dl084G87Q5 z8%KdPyrqdQbb42~g%??XQ^6;TE8q@rDFli1cBv7tl2p?w6Wl6)-{}?PFx0sL%vNa> ztiiqluCglkzMAo)ifJJmc#=~1h5tB^$N!a7U;@%=_(s?EO9#m)T!Cd90WeJV30tWX z6vBR+@e?3{5i~Yc{I=3k>GSF`A&4m?FSt|)0~DOO7f3=2qv;it^BTBAkDGUp&-r0; zgEKgTNOf?lezJ!5xtB_U8+gHZ2lWb%0xitJ8c6e6pYGir?eiwLy9Nm`FoGd410kF_ z3zM#8EAT9EuRXiLB7}hclGt#Po8hEjyLb4E_sE^Y*toLO<0D%sukrKNqmiGD4 zo_eZ3FA}(c3p;@%bb3EWxv(zp6L>*{Qw0~FITC;ZGt5C4!~r1yuw|pPrN@CJcmbvp zu#~d1ltKYBsI?D6!KfnXtH-*!`sG$RL-(P6ac($t8;CWaum;SWq)bh`zqlsFA{75wJw5q!?VQ`vDPR4 zT`B^=bg(yUGMG+*hX)DaYyY~;R`=r*a2eC>i6bo%SOJ_%1tCnSKP&EPuXY>|J)`cr z3l}Sun!bb|er_v1?ROjJHZt+ftQ+UJ^({2Sa+Nwe(kS+L)t?Mkbns2 z!A)-^L^pGrKCf4Qra8nxixPo4oIXJ0%O{D+6edj6%yPoS$rEAz1jd2#gdvkCNyH6*`n?QKLtZ zCLNlukP%iml}431mH%p0t5>mR)w-2ySFc~eh7~)OY}ut|(WVWX&x;c!DJ@oE#Z#a+ zZ%}!9TWHXUq_%IL5D_>F3S1^(XyIhbWQmh2MC1tsMUu+FlW*Zd!89w3kvMl3rL5^o zZE4e|AvS%AnssZ}uVKfQJ)3rI+qZG&HfM6l5{6G~;@v5*r@&Sw4H{;cWE)erCzmL> zf&`d9ZzdT#>G3TesKUL$gTJgK${K;^^MxVF1PYQ(x#8Dl>Qs1q`}gtZ*T0{CfB*k; z%jXK-sCXg@VDPH%r+jF+EV`6@b0Ud%@>v9m@sw!D3V|q6DT#3wb1=N#P%3X-l|!ie)g@gfXKQ-eZD%ff8z ziYVNuuDDrdGNhb2_vBN~SZS@*)?0DSRo9{fvSt!S5ERIbC!Q1(#Z@VqVu~l~Ku;(1 z2)Xp2MT|TTB6B1XRSheZpu!1E%(0d(BkzKB*ZX8N_uO^aZP(p*;XTdBa=e)(3Y4O# zBG`PuS^owcbrPKAiA4=`H5>&cQ^ScVF1kgaat_X?9B>2@W|mQ$sO-uzkuahaegO_C zpKuNqrsE_si5I_gRc_hkmtl@s=4bPXb|O;QL!uRHyr2mQ91NKhlL3|B>q#WS0BKxF z79ti2a|l5q3NPG10_k9x&bZXy{yh37O2eQjY$yIqV#b+eV;SwW*>2nIw*k}=B~nj% z!UiuaV*)rz6l3O6C8Gl@33-ZJuQDfw<+jWX^BG0dl2-I>Zuj0(#Q8VR|#jPOCR3P)OqMBi|ji>^_j;@se#B;7BY z!rLT#&&L}#pm2kkSyVR+dF8PqCbH2ddt#wp0TGx$1un2wjl0m2;F7QQLCy%C7*0Oo zu$~ApVM4_bMifj11wV-?Ok^X%JIp7LLaZkxm>J(wywC)ckga2kV4znHctaiTkcU0g zk3bd?g+E!QF;A$%GO%SeBvj!h7i7wSBJ_kwASoZEh=SE-F%X7aVJ1khLO5uaLB=SD zA)pY5IgmiC_I&15KEz56-55tX&XJCs%ZEGea<7B52P6-JSWKu$rQSFp3a#+b$p6k` zjY4pd8HgN?IiPT*@%ZKnl5m3?B=x&E7{Lg109f?u=%ZPMl9Z)1h?IE*gLh~&m(M+G(Pu}dL|2`EuXmr*8@nay;j4to`>6cWM+ zY-$Eleiycj@Qo+~DGW)Fkc9dOBnp{AoFvGkk}G6MG0!v#9NigDdCqff*}S3=lqRyf z6lW>L98=S%E@Ea-v5U zBrazyh#-Sx6T$`~jC}A9JlGi@AT5d{iN=(sHMJ>^e#el?Frjz(5C$VQq5qBx3d0a{ zFoYoj5!8NqV-t+~mn8Fpd@P#p);qJ~S6Zz2ahd~@-5s#R}B{uPi zt-D+~_9GuAAY2?*8im*e=dcGMpJJ?mg#I-Y2U~!ZK#V{%zot+iB~i)vI!qTr$gqWF zvTI35M4k=Vw5%$&@|EEu0}IMgAYmZZML>kXt|j3WuQSBsnr5aSS5b)Li!Bg^=-`Er zEea(V&2Xe8#lOST^*bTjN|H@PRm7uFz3!DVd`#gJ#{SLm1-V zhB_F6(y62rA>x22h~SSQh$BQD;y?&PymDOTSVSE_9fmLjZT~QYAjA^_*B;x^w9tt5 z^{>g&4}Jha4~?GVNQsQnYQa*ZdZDZlj%jQvR_k?e#ms1^oLOLRo7-UNM>a@Mf)a?} z7u&YqL8d^GBuL|p-sqYUf|hOMcAMVywzpTxQJ4%tfe2dpT~o(e(_Y`3-~~50l9(Yi zq;)zg$QHP^4<2!eAN-E3xCN^xKJbZeoa2a=_Qo~dagmRlU+Gc~Mi?Rz$0VvD%3K^^ z992@22!j>q;HJ79wXna#gdyTU2S&V#K}S7XNcLXTq8fGA$9;U)F`vLykYE+R5W7yA zYY#A(padwa7sC2=l&&1h^)td-KY5LRDCh{b~DiIzuu=Aq9v7N_76Ie|qApwe7UoM08D52ZKr+(N>R(@&+2g1rJ)lfMdU zV=38~5%@Mxl?)UmPV!UH7>1E&EpKjA)xYzjF955jx$>a|upuYbK?GVaC-`9>zQOx+ z0>vb70x7V%4y?SoN=$Iz4c@^5w+AzxKoSb0zyI)Qx*{VV?gcXf=Oi%aONa|^6bEsL zCjXYf!+wYV!h|7e;ub2f2Yv7dD~!WD3i;C|W29sf79rpm3ltV1F_<9^te}a`2o%JM zQwU-0KBg`(0TZktAC}=3gsN90K@tkV4J2U^rt$fjY3p+F9&x3)T3{7&0vSj^I1=#+ zkBu3;Knb3}3-%=_R7qqGiQ2{mMXK&RX5u2AVlb|N3a-El!i65|5#sRiBUJ_xNZ=dN zp#`v@AJD-B*iG0J@%!)wF#7E_fapPLOF%NlCAMI*>=7h+QcwE94oE-*&aNMzp#;j! z7ax!#t;c>yqM?%D8y?a%&I1X+qdl5Y7)os+k|4T>%ohK!C&98^Sd2KFODPq|9CXJq zI*74YVG|h6Gz5Yc-s^OnzQQ{Ig3?vdP$}>STHw6%+%m;X`4F}%REF|MCFe40%&FcE3Xq2D{puiAr(<5~= zI;Artkih(^;4TYzwqfa18p|1>KBbKQ7 zu&HLO#x;?NEehiz7_L`(CJN}&AIiZC_A?3K4x-ePJrxx5swfWPAQ{_&ce=1X2|*>0 zz&zfmLT0T7X$EghLK7Kl5&vfGV4m|97xY9w6Fmq+NhtFu$m!aQ;6Od?;~3dHTvNO zbifS84nggQAn7a#&Ll%gW=Y2-QBCek_w-TiqaT1^Az99GFarl-E9vqSQaKeZ>frAsIqJ z1hyeP?WNQ}R8t+*SO1x{HXb1sPOnN2$q;--5@SSKeQi^lbz5U3CuATQ7!ep+ffX>$ z(}bZER0@akVejZ5@48J}xiwy|;vQNcCh_VP8eiK2XoSn%;jMj zqIcePVnz04O%8vY011L%(7@t%tdSarBclwm&gczfVK!))R72-LXK`psgoyU2$PhYa z4$Ae{fL3Uw)|4FXW--Y8jG#@k4wk&sM5p#^EtX%F;c2xrACMqSSOf_wFNON$IK`H1 zLxL7Ip&4GMU;p41FkKdG^_I$Hf+nnB3jY;@8VcJUi43kNX?k-a|8|_x!)GoLqiBMD z6cxtuc5f{=JyRql!s%|4qF3%}wdmpv8-w3YFb*n%s;r<~*HCjyp+XO$y-M^iFL!nY z&TPeGut=lfyy2)iY@GUsgNz|ctAud(4?C0~f3Dzm@hNsEmv)_(l%fcf$@`h{da;V>O2-pI0b@29&%33 zBVt6xU;pDNYAJYxNq9d*xP(zSg=La|Rk(#+*o0a5g=Khisy zHXn9j7n)ak1Y#2mArtVh@g_k|FQ^p^VG_z=85SWB02ivHn2I&WIOuMHm+ORmcs<*J z1nl4pu&J=Cq1wM&)b*9Tm6l!bYit?O2a`IwP8 zng1z}lgUm7dU%J7BhQ}XkZX*mtd%Zkp=2B4v?3WvAd6VmazUy&ldWu%nHe;lO9$>1 zdef9m)-jgA`A`>RCg@C5Y63lr!-@<$&799!Foo?0i_7v zuI>7+@j9>5x`Msht$D5=$N>gSAO%KsC(r=~NPw_?vAIIw?9A94=75tpDGAoVK{v?= zdVmhXWfCMi2@1;_A{*Y?&QR7svQ68x*DeW8o0FmdbX;2TEom6~t`WI!9tpakN9ANXPPKKXwMH2A3d_NGQNt$QM?d%L;2 zYo0)j9;>^9Z}qx6ywyl)$Je)idkJl!jQODjlB^10LA0Ff1uo(1PCyl+J6iE~jFiK2 z-Xb|R=)u6l$jC@MNJNsFhm06}r{JP8pd)~M!wxz3nY4Pn?F|yJz!&%75&tf$3L)WS z{oxVXz#kg0B_mLoRs2&_ zdBu&~R-2;3j(o|PyvehRf*&Cdd{G}Rfdy~^#P8G}E&&Gep$elxARSFL6$~y)Vur|O zdD<|~)O$^$4OvtRapSjO5 zuM*CH!#(`U_W=^p04g5A3=$p8jgeK5Ce<(j6o8!&+#n8`ky0)V3IF1t1{2y4Xn__^ z4HPgz*kx_nWi1XCff=lU5UK!araje8%?;`lY0PmE92C_+ffg=J)~Loo2_d56APm4g z4(5Q3@s`h79rIA3jQ0Tstct^7!OH9V5IFqH1(^}``rr{h;Sb&`<@(-LF1Y339yGxO zuE8JjAPe{*9!ww)?BNnhpjfN0C=1@wV<{@3~;8iG;;U?C@d00x{38b}~0Ux5nw zVH`@J;ZJ@lOn&E~7BBDtAE+=SK(8!){xy33=#^e3$-0aCdg-BFN6_&UPNBkK+TNo+ z>+eJ$CgHBWNMf;G>&5;}ekTQa>I-x}gr9!w+5U%qG)!72?f=~=>D#{U*TR=nBJMwS z?d`trnLdNargr4s!uj6s4SzP&t_tG7qOpwb5C8E4_oV~6@FBnC#zbYI*^pi_ciH`I|fAdj4;_TrB@<3Em+{tBsR^{Ox-W1(=G*s^&2k<+K+02*; zS;JVf#ULfZSVCG1Q7YBgx60Ue#;$B*sZcVuvKvc9Dq|SpwC`(kN%s@$_?HB8*}55tC)R)9TfF%rb&n2LU7A2dj0V4 z%a~fX_;Tk(39pB7DYYJaH-eu8*BgA z>-JZhM|QYNCsx`X7Js$9|6=!&{ywOqkQoEz6+4+sDC$T+i|a-pG>W_K2&!Cpm8?UZR?`W32y~n?HP_yH$+(6z@@5xtpw4S~%I2pdZgFIT!Dl*lM zg$x;HFs&YD^*-C3Votsp+8vo!kg3+jo$_z>4jhP z*lJuHEZgW%cWu zG_7bp{g;2fXB1p$OV@AR_~l&Vzt3mzYICLg#$EXggV)>ZOTyn|P2=tUZTV ze2a{C$7MT?$X`4oMJ?RvScu(xIGEhgCLZl4RPrKzkFameRZ$U?qstW6kDTe(HtAkk0 zg$|6q+@{kz+4_?S?_>-5)>4SQsahnp6~v!G<$!#stL`2fGEn@NxoS}awcdJSXqby1 zJx)U_h3 zIxsS?Rs`?a+&%OD@m_#27_F3p!x++X$Y3D|JbMr+zerAeDwj;}`R=UbvkQ$Wcwc;e=pHkK-gI(eUW4$#RUdpgG?4JpKE1;r79rvc6N8;CG z)_bh-&mC98c{=MIaT_(3@%YUvXJfU!1!tJZKYN?l#JybKPJ`+4oBSe5xh_L5U))9q zPx}e*l+udiAYb%ri5(!L&^14FavFe|)rp_Oe%WWDuE+4`Rl`#BI;Ani)-ik5a z{3-C`8F7D+(DtH2>8-|da^;%tI`;7;%SFju;hv)q8;%Vdaf5@ zEL@wA-m5>vMVcNPE`E8g=8Coa&FM9u`)YEKa}>pKo}9P7N3^Q3o?#Z!xQ;;F`8xwr z?)Ha{p2aIw{+j1k7U+|ApmfNDS)M(-{dr0b(XD7%k0-_^9xZLh6x8D-f6`)LyvK3- z7Nu;7_q>hP=Qseu~$Wjmj$fDZWZbR7tc4>vYArg|f|$T2j#2sthSi#GIhjowr|nouCQ? zBjgnp_I4>1DogD|%{gWW3OeH#MC^GV_m=wR;U#xB%}{0pF#cq%)US{jqy?4d;8Ltq zXvh;@HX9y&HV&F)oP;!fj&i%h=JE5iRyoJyF-3Ms5_9d5IxElk`^ZkhOTGG&$S$7k z^wSkfPYtCJMR5+QbepM3qOKh-oYU#6{V5c-Nz!1U?c7K=gz?HP2N4b zHAK5>TUzR}Xr-yEM@tVVQ@vF&wrSLuxDlU2BNd@hfz>WYsxA-R{n%6) zSab7M)zw+lr{=eTwE;C%*Ou>odi5i)F5*|!jeXQO6BWdWKT_?8O&RY}4ysSRRqZUr zJJDwu)R0qC?W&$K@y;u#@zJkpcSGJu*4?0{(jzsVRwr+^y?qitJxW@4%`NZe4k$NH(Id8yz$)#3$321&zok4r6QZ-BF{Kx`O#wzNN$;m z-PMpb>MDvy#wf~+5Q^L*+7I9Z&Ba7kthX#hbhdDDBEJcV8l@nqZ{$w7AYJPiT{$T> zE?#eSm>0_H!tc0QYm_hDQX^fAR@>;+gC2N|6Nk!u#dpf#Q8R*uWjz9Fe%`C?FjH!m zpsQly2^Qx|L{5p&6Oy$7rT$FJ(axCPAql#~IbMfcQwe3iq}k*rF7Pjf4eeoP%hp7 zNNVc$G5m?QuRT_?4R_KtU2@UheZ6ucoUaj3Ctl4^GqGct8SXhTX!&Vq&ACjN!yhBG zGu}jWGBxpfb`jr_n1xIa9;V4w8FCSMcGp4TP6WC6ld`16Q>}MDr3Pd%qLPrb!|mRh zrR`G9iyI=EX}?GCE!f{2GpVCL`mK|4JrJ)&ihkkilBx^%eXkkcZ>Vq={ZTsSV6vSF@$|7;?K^`Hk5 z3bVjv{?3ht_0QaXe)tgI*P57l!8^@y;$fLs-LsGS6C^E^_It?b28yq-Uvo{)>edvC z4#an7x|yV=VYnS(5xD@MIWGDgOp|5wPE+)Oh>*sz=1y+cV+&KMKHU0^Wn1ApI?vxN zzY&$2brc=$Y{|;Fp7^-2NO+IHBUbGg*b)N4&`JJBdWe4aO!TF+B>Uv1N$XX-atAIy z-T4^zd;Mtj=Z`LZ+a~^xvBBl~Y*z~tr5VY;7I5Pw^WN59>Txb4LDM$NClGO>4ewFa zPO0BGh*%eCDQEE({$ zeWC3{58WdmQ{8=SdIO>Md|vK+fh6AFX5R37?#U$H2?fuc2RBg&)Dt$JGZXd>Px%9n zOUuLtGLSs=vD)Lj9d0OJLc|su<3dJwb+{NR#5i)IFKyhAQ}A--@MROJSN-7!5PX63 zo4+Y!^8<*idGbRNUm*LIE7=!b<~0aI1<;TNI^MKTE|!b8ep3RRiExZ?oPUUjfaX!W zkSETL*M$`fJ>aDKEy==HLpUypI&OV+?V8lRk`Mfz6{A&Lx!#~01QiTuQ&p9Cav0lLL!CRaPH(9)O!#RI>nXhD#4I~{S0 zjsVQGdx;r8b9fc3u?&Els?F=Oipj(AezU)91qMKLKZrEs5J9+=0z(xcc}Uk0MwUbz zpCS*)OB0B5mQf;sFd%6|TKXP<6eS+mpn(8-w(cDe3JHOdu1^3!qHNAzMI0A0Zgt@m zZULY9qAPgEPUr+6N!yp=IkM8933;^vCCe&kK8%8B2?Y!NYf1mFezJlKeDjHt~b8{(YMi-2^kDC#@2a2>$l zTI9ho7#1$S!by6LAEUK~D54dO5kZDH%Z$@@Lj7=UBEVUP$Z<0CDzXP@SV1O8voXhj zjcpJB%IC4BUZnuF)I<d06d^VP=k`;Y)I*`ZsjB7 z`^KT=0GD_LBd;q1TXZDADzmp#rPx%sDQWYB(Rr-*Pp@-h*pL8fva&j#7fmhWGMP4w z5P;18lU(s>6$4@+x5;IC6=k+2D1fQ9!vsMHeAkKrB7>`hmP(UUd4WI{CMmxjt@$MZ!?h~5=6ll#z$f-aN}Lc{0;yhyN!s> z$8v?;=|-$3`Tip&fd2vjL zqVfsD%7wVBP3|VkaO?y!Pmd6R zenw8h0G2`rR*6^vJirZxfHL7bWb6^5%#^O3P>XS%CGxQ*_#fqItEpuzxyHCcMwSYS z9%#;EC|O)?eQ|~_^=h*i9fWtp*5iQ73ToY6I^ay+Dl)c~gV`fvd&oc>y#Na2kJ55n zKk)%n5Hb%tPUbHn-rJ+*WU{dt;^DxgE&;3*Q!{lwpp+M|z*xO14hj)AQ4y*b`GNnS6g1iPm*QtPpMlaE_ z$}<%OqVYxJA(aHs9{^&CS8FAJBhf(K8LSWsrFkI_EDecccTFqj+aMAMRDgwCW8pPQ-m}r|Y&4fYk~yWEYVC3mH(r9dBsG|V0M}#PaR7^fozw#?u2h5A2*GDqi_@?83O8Yz9Q&vp$1VWyuR0gU>Pu+Q=$c+iP= zAGZJunAH5KgGW?F`+EehOUtM+l59GF0T}Z0#lVE^7*E95>A|;0Oth~#fhZG5{}UfR zp@4~B``BxEi02LlOlEzE0|`bvSyj>|0D!gs^b?a8$^C^pB&-0rVv}A4VdZdarog^a zEl1RL$z>oSW}OBCvjBxJU_s(QZdD7Kl5z3-`%t2GhQ)-LYo>v$+CMf3iUZ3*YPdl2 zWjxRX`NDra&Z448@SdFM?Ki@r+8>dCBmrH^0-jbjpQu2*!b2b|BuSh%840Knutm6; zI!o=(13&=|eHj22rz(8N=u&9i17)1@G**oIpdWyF*Y*qHzy-wep4YGW35b_JfGQ^M z>DEav?=g#-v9p+u8$^&e8=3Ozp8Tl~HfSINhjt?X4Y%sbB2ob3Z}RfJh&2fW`aXWrsnji;M&=MUIkn;8zYDVP!98&F{n@n?q}jD z_Awm91fus8EIiR$R8Smnc(peBlbY$$;375wRCui*d<$4+_Mvm8`&sgujBG!0(hieX zrtRkx9^5&B{Ru$td9D4^%eB$s>`_sC6zTKVIt}NqJR-xICwct^4&7MAtS{ z|1$Fv!G&BOro7T+%~~v1Y@W*-e{8$um#h~^Qi{PU7?Tb@yAXgCdjaMJD1Hd(d7;4M zpf+6a_yM_W9Oxc)kz>7rZxZuOqPA)K*4+p5SbIr1{G_5Vj3+sDTgt=OJZ|d3v#p}# z1EmWWihZ`9W^7l~ZC4F#*DP<>VgJ>u|7*1R_sr+ti|DkIr!-rK{=IJdhyC)eedr%k zeW$}}r+fKdZ^lliq5Qz?zqiXf>4hf4`~L>5c1L`yKV|G%MD4PccV^ml*cm%>H+B|$ zc0O9|ev{hyQMj`xwY#*x^Lu}HRch~#;oioL{k_fTJwnAUXJ}^!i`#|r$=S1JjpC69 zgYI3^%3U5=K<6mg)tY*axSqbRVfUs~X;fkG z!7zp=^Uo-~^=rh2czYXrEm^zvsvkt;ZwD%IlsVD(vgb2HysHkJggglrd+5 zs)rjqhEV4Qf@+4IQ)Yjpo(cXv*s8a-H?7h*e}fsrvp@L2C%L-g&Ovpz>G2ikzD#+m zCk_*0!;f~UW9XZ(HOV`i}W{X?Dm z?96WX=E~Qhr#EKzB6qgdm;alc-H!$!uZ~DbvIICpsDLfS2qqrDF+#}ZP>fM3O(cCV z<`u<+Pwx-M1ZN`XYs!D-=t@_drs+zN5B>DFQzFhezGhnBW!w6lR(Ke&dRnn0$Inu^s%hlyL7od5195aC_hW=kLI1Ow14q}+9v!vy zKX+^@U~RCY8G3U-waw`1Nu9MZe=CE3f7Yyskb?mvV~y-=2Ka0I6Ox&D;2&!X*?R#t zmMXhTtn@_(4bd}t>whkgOb!Ox+MMamk=;LMz0hQP@oM0@oxStDz>odsKP!F^xKtK+ z>3aD3`XzE)+Tg`BinjHo{@+^yh26OcXekdp|6_%o5^>KbyBP8pE?c)8+_*~VJb3)5 zla}UlQy1-z{Au-+K95 z*ZXGW?=bI%fj6+Fsv(&8&-xd&-}2llHCny)Z!Z2CFZ5Qwcw#>Fq3iSIi0$w83!Yog za~(5zqR-NkQ+rxpg{&6{UCkEmZ1wCbpLOclmdqoKEb&8Q4}IMUB@aE# zB+@HA6%Jue_?c;h|G4us&sT7MsxZWc&>sJwvAdCT|J3;wmk{8Du~O-EXT;C;ML8sHwBbGWfc35PCuuBc`6D5Qt#5Lr( z5M$%C_p*0TXHm+W4){qTU-bnZs3biujorBqJxC>L0RF9AoD#_l1QWL8cGRnRPI4At z!hapWTG3M7@uinmcX+V8QJgCrTr4iYQGdnGB-QEULuG*b<`0QYol_APE%QxoPP0yT zJT$NU4nYMT&53$L3q@vy<3u82)BFTwk9|CVfizS}^pC@y37OR-I=+)E2r+jKs#ngb z=aqOsjaRlEM(?$#I&wwDqW}OHR-cKH8kOdO_GpAJ6^oSo5gJp~=@2I+z)d{p4Sn@+ zF|;G1Me(}wZG3_Qdmg{TGFOg25${MR<&Ty=$+xx79Qj-=%1@UF`z?(jZFdN;%Oy;q zTv3~1ivL1oYD)4SP60HMxAs}w1bJB%@+ZTbQp&$O=J8rzHA?&2HjkfrkKG`rJ!17kVrZwlIH6;|gXo&^P07 z4eU6FV&X*wUr?I!Qa%O-`x3N>A=|85v`yt!&b|*&T7#8Ifj@pcRR0j)->=nH%rKD0^ak z-;uF4$!<;ylZlS;@j<^dy|pF&+4p6A%g6OAnAJ*yFuo?>W7SMZSaPPnG5wM7_g;hA z;rGd19f>{3?)%PaD=|I+bNu(-!3}?dkm29r3bz=&hDbW!zlqLMtHfUQ1tnv5hhl+N z5)Z8C)Y}l2Uy*~L@mMh&djtW>*-TDQP8~*DC0gI=r4h~hleO&*&EdYih8>R`2D0A# zDYf&jgPyk@(M${$e|)lAq_8MegyfSkgr~$H-=&2%lYxkFxHgnU^|P&(U^I8hr+*oo z(WIA;HuUOWVZpjNB@%+oM%~T6)Mr`q!t^F{&D52$a8p^4mGN%*s2HaFo{Y#ElX&Ug z!3;75CEi9f*G&bbMFCsFKP*I!M@eJQ=T)Uzn!A+!itgV1TFc{oE7ep<8GBolK?o(ek^(vqd)t8Dpq0 zYL?_J9F@mGpXzY4+K~(}Au}oa4@@~F4vV`0BLePcW`eceMD32kUiYL310k?oj(w=*7esWNKRIG#x5HH)$+(gxuzE#trS7)14ZsaQo&@xhw& zqs2lapPGsAX-Chq!e*lY(~kgLN>8#@hY6X} zz``s(NcQ51ssXpK7`E>st!wT;Wsyk8QFWSd32d;9g0{Vh2j0-HYSFK0dp-hy$4uDq zO(OLuB~Bn(geZLI3qm_FJazs}T~mwi9Z=twn{gt}HtRL94}KM(3U9)=1_g+&V~GRJgtgVa)eH@Z z;b#ihfB~n5B+_C_7@Nli2Ray%Ktk|1HR311Dz2XK{GC;|b3vJG(9u!71C_dinLJ|U z@m1Net=qaPuR2chw#JL-r6{(BoX{KAO};>o8L@04Oec@{H6?R$KYHbzVNmZD!Fd(6 z!WWayGoD6X5s}`8ff2^*DR5pL=*%SC9zk{4rzfEm+szRP#Uszc*-)Sy6xN;;BL2LK zqbW_v@1Vg%384Q}U|rxQ_C8EJ7#L z!6<1MB#1r~&Vq4Iu48ZN+-xRd-<}MP{~(ZeOs{b+##nV6B1w6vT9p)mS9PC&M*<3x zY>*OLQ`O=0{YMH%Oc84P)yeKmRmc~3piZYo)6sZMlY)rkqd9uy`<|C(h2@4`&s?nl+-g6M^xBFg8p=M;>H)h_hZ$e5sUpR7}cXoO<~rb+5SOXI_bC)hUXi)J-A}P#%B3GeM)nU@NZz94@ta zAit~r6ifrqmp2u^%d2wcVEZ~?mJu|sks$s~R;>1b|~Wfh`eBKHhI=I=uj`dmCx zG4*r9AazbCl${hp2g-gNk^dz;ezO`uTu9O$G>Y*v^!uqJb& z;RV=)fn@be6(u1Ql|`sAf;%xoO})iG2$?Z4TExB}oEj+CD6BaiZjltq9t|!}3RjGo z*k3xr3nWIc;0CF1u5pIg)DF*u0g74#A~5+SDS$+sh%kkfn;#&*T{ziycQ}!XZua${ z!m`eb*sC0n(Iw(yFObn$H=(D|hn62zbu1=IdzglE-dBp3@rkLDRwXu7FFNlY+)~AE zo0>#(4YePtqO0)RY-uDTNvx8J(;+>!Jsd?Q#Vf)21IldQ3R6i zJrfI`tu?Ycf#-63bH-G2aNwN+i1Xp_Buk7v<4Pv+PJkSt`XLC}}_|X#8&(%;zr4x%mRfIr!Qs4MX+E{gtqp3<-VyCKr*1z z1y2IUD=VjZHpe8{qJ#S69sPJ-@AInW;1o_NrrIhloF`p3yS?!B-q1HYY)rYdc{0yY zQ=Svt{5JsoGcr&2nbL#^ZNAJcq_$6@|KmW(z3s# zA9^wCYJDX#wyh~#5aeFT46k@?OCs}~qycLp^g^O35TECD#h?R5Lw*fm&63{0Z@yRN zlFz%(YEIor@=dkvhoy#2{Q^e2lO2+vJ??>kC4m?{gR5-v3^&77>Hy z+fMdxzTQVpq6WFd87z_|fa3jB@COnQ7p zlAQ>kLrzGFPyVt=bLLg`SreF8!;=A4DW#_-pN-v(Arf4O>H*7?m>ZyL-( z1d1e3ui{I{(zN<8R2_z_;6x^od<9bC@Zh^svLRr zN;J73^m}3KkF*12jm93$>E1Thi_ipY@aY4a7Q!W~A`3>9f)+7Jj#V>a%^+4>V*i7C zq4MTC6%5NI+}rWn&fOb%H{U*9`gMZakO3remmWQN7@lt$(k`$RfWGfpof4UPB|kOF zBPm9JnjG~rGE{igwC(%q!&-U|Dex)|l@u5|19s;~t=1^VfJ%xMn9iUNvG=K`|!4LeA<^)hnMZX<-x@;P{Ui@c#3%zr^lXhO9>0Tw1V*Q6>bxD%e;l^ zrHIw7ppzC741})4-gZCm2=yryS4feTS{X#je6h(!$4cBK)Xx)?i84@)kXV^z{`b!SLy<f5YGatKh&J!9f{(_EL?~<*3lY;IO*j@V4NHq2S2b;Hc%`=>1?S zHY7$WBvw5n&M+k2DkR}XNTN?jQgld8^169p$lbb-6ra?~KEY|TA?eE@8T%nLY-pxb zXqI|twmIKTtI&J%v>x!e0%Azn%?$vmD;GAI`)^v`a;Fs7G`fMs!(4 zbl-^R@rme-j_AvX=r4?TTNg3V7V&NSF7&&GY`Qb+7 zN1w<~(UIdBkrRcHlXa0(ZIRPMk)LNHXO<&p_aoWZs4r4cbLvs^hEWSvQD1LFee;R> zFFI;5BkFr$)Q|nTsGn_7OG8n=W}|*DM=kG1aj?-VQqimG(QAg$f2^X{Z$xkSME{MB z-pq*JDvaK)i~iRZy)zWOI~%>X%-wz-P30V>;M-$iSedis6zR@HJ}Ki=MPHfjyF%(t z@5+5;d($NiW6?@}a{XBfR>fy4{NxAjtKH~GRq|ID%s=Kc_pZYK@X%v}XfQ@OKykR3 zTQNOX8K5-!hsuj}PJ@+!DxYevx5Z*qf>b9O+=hzJRRtZHdVYJhBTXe( z?eoi^<+;JCVD;HIQTt#%)eyp$jzp~N`RWjj`JQwslXTTk&986ot2@814%Pba{bR#8 zz9V5rzmGhzD%n3@6Q=$1W9^O3^dsTNeoa32nSWmsetdc6O*90n7NN5;*OMV@RU2_) z?c4i8lMJ;;-Srzs#bBlZ6No@tB2sz;sNTKzUuVpSKV|8L{>Y-fggw88H7#`647 zU9{o;-rhb$gieL<+tXvQ1DYqz5+;6-nNh(&PI9WE! zzWC1J;@sl9Dh=bsDe4^}C8=5?_9bb@=Wkmw4$-HN{6{W7 zEeM{=d-^zhbz=W%VKi8*oF2!2rMxIfCcnHmMRT&eB*R#&qBPs)N=4ZNr~Ha15B(-9 zo)*T6RhE}zU8$^iTAW{5S=BIESyk5|R#n|Na;2)~#aw<>ZR_e}Rb3lcyqeL;f3>>4 zSLR`L!+_>gb>on+cumu&&DEM`pPU}nJfHHLs(CRRD_+|?pLMmi<-g*GwJ(1*Ox3n7 zcZk=$S{u1q_xkVL!@4*BR;TLP_Q8i3Oo)I3qa7~$h|$5THO=V6njEU{61d<{-!1I? zsJ=(sf4aU`D(+B2pKP{6L;vBDM-6XP8mAiu)H@F~zSA0YXdFB~|ETf3-r98IkRe2( ziDe>it!da?wxG3XT8|E=6mmc|OBL zvSlIr!u6J~51b#je0%6W)ACJlI-g*zdtQ`{PIUtp!CxZoFRqrXF>n(17X;!3g9X4~NeEO;fCmIc8StUeIJ7uFU!c4ILRb(5I;aa4 zGQkKP77`LhO5Bi;J}fMATu|0bT~<_GR#i?;>97jn)R9A4>WYS%np#>~M~F67uHZ?hQ-2Ae|nTw~-SYAAPO7Xn^$@9)_(DGf3a7RQu*Ri(8f%w|dXrPC0iwo8PBV&-dX$zgkVdQWL-X82{%2|38|={Tn6x zYi0ebRs5eG^Y=RE|Bxr(xoAL(LBJE)z(%XU(tx0V@L)fOkbM7;2=CB%LRkH^us7~u zDG6b|2H{oK;UkyA8Lr{Ap5fWS;qj5-5rz@(ts~yJM-(23WuA|lh>eTA7+>KLpKg@U z8kUghkyvD#)MTCf#w)owJvk=w?n951>iCp&kJRC`)RcnMDBm>S)b#8iT18vtdU)1{ zl&nYDS=pDfndUizUOCOTbL=1HWX9ZIihEGbcn}+%*O-&{I4ghP>BH>XkCIxne zTq^uPEo=)d8j3F(@+cn3ENP&Z))bePG?!&$J!!3aQgpwZnqJYH_vX&`pE_&HyY6>&btd-w?dlyE=uin^Ozlzb{O-eBJN=y7T?(!nbeVSc}Yw z#Xs|lKmRO_PyF2d{`2eF&-wYKjbFch?fx2B`n|TdGQGF9u)F?qYh!(DV|)GY#@^1< z-p<0_&eHbY#{T|3_u)tE1G~sW77TiO96~_Zp^s72nS_(Id}L8y+?^t#w&I0KhyI4Lfd>TVw~tOYJ{f$d=Z+ajeJZw{|K3KWzT;Vi>zU4nt7xUYlt0s#kW>`Tj2HX-clI{o0Su z125`k+o-!>k+aQ&FT9RYBG-4AtoIS`lTVZ+5@s8n`X(E?U7cZNEpAco0O97Q@1x}x zs;&=i)9Y;R?UY-i*|B1V1(w=pPL6jZVkD2*6VMCz(Rpl!*0bE@WSX+sr06F`^NL*ILs ziHYqHwQmZAOx5XiV?iv~D&HUV%tVxzY9S}i2e;{pRGb`R z$h)f9ej`Bm-i{{fk4XpCl$tc&?N3Kx3OPmavbdS zmdX=j1qF38V@1FKK@oui=!vl;j=?YTsTVTt5F6|Fck8yL3SXK#5hQ z)5aDdj1L3$^$fL>aZ0}|c+%5pr;e{E89yMvFT`7);D%2+h1h?VeBLhT&xpOFMRH_b z{0p&eic^|uHWA>7=_F*Skv_AGJsKv+i#{=;az9ZCjP=;l0V^05}t9wEPl z90@o0y+;CLJF$qoTTahXOn7s=H6^7?59vt)#3IoFlmpT#QBMUTg8ox2xl#4 zKGJiJ1Le@Dxfs41BC*i;37~{*i4z5wWniW5OX$^pne`l{AA%M1eAB83L`>k=>kLE& z?us}v?#|HCL4`Nj7whxC=)EPl#lJjIe>TG11SMIdrP!tGGW}mWmvHrc-rjX=Jo%(~ z^Lc|2C1_LZ1KAP@3$b-a6bMSqe#Y(~A2UkV@E`(Eq6vNj#0M#-NenrhXw)q$+h}N0jj`e z%#d^+d@@}(^F02E%!bOrX&n+Gfl1bAyoWH*p}k>D4AsXR<171Gj_H8nM|C#@9sTHe zQMq6sNv_85Iy)gZ*#|gqD)}%9=be3M9&}u-uJ)t6;f>5*Fpg-j4^TxH;-u#B0B?SW3nZs5 zJtt5K@~u8Y1Hp#4K|DKmxvA|7CvNucD-zw;+TD&Pr48aZj}0u_0kifa5y3$d#AX;Y zVW3_RY~Pi8?#$%F#OA<4~hb-x%UrCr;t`Y+0aMZ)B>^<+0*< zquS>en%9@VIf(a4h&tT`Pb-I+UrPQI{3e5!A@iw~Z`V5P9PNg>LhR;|=S`P*Zjjo4 zg1mh<4g`d$VxDt}u7VAEset?;qamFafK#&x&+qGbad+%EX2?R*WMpYDhiE#h@b zcU+yZG<|U(+O=GF*xj&GxV0Pwm!}JrW@d0Vg=x1mXG?2!h`4(5P$<+ zEx}|Y0_jHF>NX%jMCl#I0u2IW0nA*85g}p z1VVeXMfT}1K4OSt36_G_=5lNOqu50fc#VwJWulY)K{@T%EP|{$K-$9x#brVkN!TN# zO9^cFZF~FkBFCE8Ab<@npvCwFVE=)D>m))63Ajf%q)s(|!iA^j|5oLnmutajTreoCVMIAEiD`28WFr~jZFe~8xyH|gY;141DZ13k-Uvu{L zx!}9|*I?h>e2qYT3I{;r5P)E+cN~QqcPs00yX_xS#!PYhgaiTbCjbP@La$N)X$~qB z00M}77X4sYpIerq`5y`h!T~*@L%;;gKL!Fshtb)9xH*=G0F*H)d`|;*XlMunyhXuA z9fUMd;xYbcZuz}{4gu&+(y zg&Y&-ob?b5oFxJ)OgAu>nkIud^9TTkDBCB2;B3AvHXzJF6%YU!2A04M-eLj;L@b=; z>R~4T*aqB0&9Oa=mB9h`$f%G|?34gd0BCEmu_P0C6U}g#hK*VWVNk#>|9yL;+fY}o z0)VO$#q{F>$-WZYS{Qq^-|gr)($+7zt;zox)%!xD!RJow76Is`$J&ly*T}#l z4jfLA*dd~{;V4Ct#c8J_2k{V}609O%cnE*P?LRn_&X=8srL+CFh)78$c8>u1@}&Z% zk+18Pk7w~QCImMaKmnN-M2y}I~A1cVXcB~8ooU4SPn84c!k76DaTMT%s&K+0hKXBadCQrST7X{Gv!|kpIX3l5C zbf9K6jx=^yW|L{dTBRt@()=W+D@2S}>+_puF#SxOi+-8MG|R;LEge*(hfB&LWwJz( zPpajfxcu4wdR@TdpSy3^WMkF`Akq>9C1G|c*i8y{ zgC@93%{kGU6F84uC4(R=as<>MJSnE^Id&J|%eZVm$gKy%00)MH$7Qc)IAGQkw?@Ja z5P$#xN;q?+@t8=P%Ml@(`wksTX97RSAiKX_{riNxRc7TmNbVK^ zly;wcD}*L^q0(#&2oD@#fwv&=QcfMZy~a@s^Y~b9S;L!uS4HCb9d;Oq0?|f6dhnlo zFTb&SviIvgwbaQTd$fPW0w9B*i739I!TIpOk9;gY1M!c+qsqqq4}L&_zeu?PFyI0Q zFaYB~b=?}l1YrsSTM()sup3JXQo|42P`d!&vJ>#VW2Ox7+lcO22M`JXEdT?L#sT0k z7#E-i$>XUGkS$4D#ZR%K{-9DXs2~vkZPfSS8%MJI7`R=?^AQ0jZk^4|kr)3ji!o2zd|)pTG%0AYb?K zGzH)X7f^H7GR392z1>?0<}*IwTL9xbdH!I&=&KOrs+Jd^0^Z=khTsQ(&P^40wvf0v85s4yEvD000c%Fc^7Y3t|9r{s0FWfHpzZ0|lT5^jryr|4iRBXjwO%zzH z#mNDqjs^e^Kx|=*qpFe!j+2Dq#>M%t3ao<-n9#;I@{bwUf=UBXC+ikH!AHmU(FYN-e!F7_J1_$$SEdnieK7O`QQ8vyK$HMLe)U6U-mtNy z;JCwVr{gmL-{i@4Gyph*aU6GQp)C;aaD+zS56a5}Z&MFwre=O534@Vg1xz<-S(=Nw zbM@c=Dh6=_ung=#tMLa1*eT2ntO0c=M{nc@@(=;a|7VQCBN006Ymvwz?V zq%Z)eXg{b}5apV^W1x4Qy3PX)vlfow`M?2zuv7d%0uw+wO<@g{PzjRY2m-(YaNLKN zfVvm0-WvzO|0)SCdS~`40Pz4f0o@cSM+Xj2Fk>J=*7?0wiE~18~`29p^t0){tZ% zWStO~Bm)U?wU2y3S$k~x&<<4~1b9%_t5khW{}MfTfJJ@%Gk8E@8iOn9W&{b=dpKak z_c5hE;J5jp2_sZj-7!LetSaX41AQVp<;OZ4wlPy$1)|{D{9wU@Ap#lTSUqTVb2`jb z!w=dJzXPxV=W}uOPyxOkSwhJ*uNeRVQ0vqie+i7z?d(f4YknX`Ji-g6PCbm#FfAe;Q36a<^|FKniDrz=iD@<-~rbA0@-2;2Y~7W z0R#_F3a=muxR~FYL<--)aLsU@5fBW_|3Ct?x#6Xm2mWpiF%ST3N)QCC4>%7B*)XEt z&=17f%ym!=v|tMeuG|)Isf9-ZiQo_G!vf7<@9jS06g&?|Sqk3(nub6M21*Wa5CGTZ z5B9)OTo^Y1Py*M$3lByHbnp$Q<_Dx80Diy?z#suAV4{92=b(QRbl$XE47CM;IKEIBr(y)D zLdL)MGvfy6L?tA2TVQ=KLQ1(i!q7yfA1K?`1wKLyI8p^rv{SoNL{$LC!*XFi09&e( z37`|mWP~FZqAGpdCx@&mvV;TD{~sa^1~jQ-V=Qqs|a$w)BR1Bxru`KxE)Q^9)|nDx5{gd!<|v?#uS zm#@?ag7!8zm}fx-O#pl#_T#9K2SjZP=#`Q%k6XX=62j16nj!e~#ZLZbe- zQAoKmCP5i8G};TIFo3eX7=!p_DOWJze%}N%Q`J!+u#ELCAj{ZqU#AfH__d-)2P!uJ z)Cz)g5RaZ)0C4=>bD?m9{~7>vSauSSj9|ZD2NasP*>91;0x`m7=4K(K=~oZ(_2c)d zvr&b4CU4D%6UhaYyKF~h?0!2`xNs0lK|cASYNqX&10(Fh>@ zp%D`tY>?2&cC@hJhf|X5#*8k%bTJ=RRP3S~Drr0uhbmfhk_{YY5T{IHg!sV-X9~=( zA1c4OrW$xM^Ap1l{|lmW$ifWjC&-xm%x9jf2&Hl!N#!%BzI)2V2+~E@6mmYGhAa_L zDj$$$&Ame1tBRYWYMrU3J%Gw_SJNg*RUG)Bpm86R3LN z1Q>wWqLaNARH#Axp47secG^(~qI}|shZdTe{P5s*pxMEQbq=jhL=soUq{kKET$30W zafm|{Tv#dchbkzEFT+cq{NWN@P8MYo5HpNJ2pIRcB$G@M!J~>Q^oR*U9Ps$z2RvB8 z1r;%I&~w#o|8&N|j7&~WMCTvA{V<ljy@ zeO0eVhVcimlV&+1T!fgRooBQFe&i!^!EhThn1>P1OG?d96d{a%`-d(}Th)voW>DP8 zd@_Ms4A(2iKYw@qj6pB`|DTUNS}+g*7N{P1NJ%vCqXt_P(18zxU<4)jpA(S4f)~V~ z1rzk4{}x!#7y5C=9_lc{I?#bKzUZI~UICv|kZ^=_xEO!(@rXS{Z&jz*gCH8g7A>)& z4yrps7eqn8`DBO{dr;jBj!*~Tb*&qsXhRa0_=#jpC?C{F1SK+L4pDRgbY1v_H>zbs zBq|Y%>}%N*y{JS%z(RK)5``cHalbNMLJ)eW%LMhfM?Ut^kADPYAO$%{LgFn+14~lf z=tHC7ohy-wl;0tXn8=nzl97v)WX3YNBUm}Ake>u)C`CC+QkK$`r$l8c({)Kzw$hca zgk>ycIZImB(v}f~q=0gHOJ4TUm%jvNFoiixViwbw$3$i_mAOo2Hq)8Ugl06QIZbL- z|I?b+#AY_NxlL|%)0^J}XE?<1gH)T18- zX-Gxd&_|Zkq$fpbN>#d2mYOtG^n__lWja%uy30{5#c57;x>J|d)TciMYEXsRNS+qe zs7Ga1K3+OhrZ&~7Plf6PGqlvGR@JIk#cEdhq*SeT)vI3xt5>-iRvq_60hm%)vb0ppkq0!Q`UM{rYI%3i)1QX{}}s} z-TdS#RvF7v*FsleAL}2*0@hiMot8m1+gH+-)?I()Q$M)T2~Ko^wVe0{IY5yiPSBBE z28jnJTI*WZz6Uz!uvtGkaWTvms2}90gkGSN4^9B187mB2W9`w2Dap@8p^dD%7!{9B zq#+G~pp3#Y!w+Nru5rRpkqd|Gu#S9qK}WUV zLV7dH4mC95D*I^07i{s0)Aj8t{a}X|Y}PeX6)`g?R&i$g@nA3bVG#;8|L=#OgJBYT zp%?-7)ja}X5rZ&;!M5eBHBt;^QPo4oFUBx1j@76wAY)PlMsu3~V_*XHLls?z4?|Fy8C*z1fX|$nY;YlA zspW^JA;OP+d_xRkp4GTu&1p3^+u8SF^MLMgXoWq88+pjkvH6jYN~mEAg}7B=_e1PG zCu36>xd%ULkp?d0ffOS?AUG=K?lRHo-n-Nf*$Z;{|`90Slsx|RKF{p4+MJw z6sG9;Jv_mMPLv`IUOddab1eKn|BdhIQ2A=4u@Ls;S18(2rn=M=Mw{T06Vd3vwl+pN`MD+AP08v z1#JTbH86xu_<{nAyL|8i{CkBXb1}!uyAb51W)P;m3lKL;um#JtUULTtYX;m~iGBbE zG1!}2!3VYbj|{Pgde}1!+ky>)gnWR5gfj?3_yTvJhcfdAQOgi~a6(zZ!TE4PXkipd z;DQXPgj~Z1*F!v*XcRi|gL+s%fAEAYI6`*V0%drP|0m2dOba$I*fa#w5q>BIi}(XB zkQ8|E19I>MFHj(VI0i0YhCr~nf@p;+jJWuiwMwuEA<30=Lx(h|3wPiGP)NUc$Utm4 zL7*tQFW7HZkx8cHjb{=m&T}gHkxaMEoy*%P=qC0+<5^ zSF8(JBn5hKvV1UvQ8S1~BO*o-!DXDKW~i~d(nRfgGhhIRYUH?H%QncsH8=nSFW5JQ zQM+^Nj|>U6JtGD5`-X3blr-3mS=%!tWIaRkwS0K5_^3xIbV3@jhh9^|G^hlK5H%L7 zJ~-fm>Z=Dv6hcmbgJw8}EeMr+1;gvLFBrn8%rP^oK+oX8n4^(! zWX830C1(^EV3LNTS}Bx-GvDg9^b&($c(X#N1W916UD%Wi*_ET>2YS$km=nKwV8@QL zhnrlsl$6ULxxrnr2YVO;NT>!es0NV}wRcE5PN;-RAcamKhiUKvU`T^;sK8DLgvfj( ze#o&;z=xC^xmI`xe~5=xcsY_Rg)e}F|4LW{PyhvAD1=6&%Y<>wAlboJ5Q9)uJ6AM> zYWM;^2u(>4P7K3IGlLevjLcaxgoo${TJVA(#E1J^yh_lmYLJAWjLm#t%Dn6~I_QK& zsDx9X#d%ClePl7SgO2nIhWMOM^elz3%!fd*uN{;Iv=mIW%g+XN&Juqm@nZ9hIf1i)}zO?>`q#PxO)%|FR%rb z8#RLX25>{l49PJqde2tm0<`gmO>j#5Y*4F&LvrN726M&v@`pUk*|2fsp{8T$U6}gUsgD=pAUgLvh@P#z6h(XPeNUaA60|tKZ z11~6rYk&l=bkr90w@o{*N%aMO(7cv?SzuVUMNor4kcL+1xgZJ0RyEqAMcSlQ+NEXM zrroJm*n(I1h7YCCz9TVx%+_6PhB-?-{L>8w-9gj*#9j2pbLi268-t$2Ni}4LH24A_ zaZPC1m07z7&BN7u5K@0A1+vv5)$@WG5krWB&{=~6n>j>|tA|#why(J$Aj}7D@HQ_< zgJ7@+NHETYd)vYFNFO{ok(;$V_`#^XFfVY2IaR|k^-klo2MmLQeF%m$C^$ZV2YlE* z8cBmM**2TAhXVaX|1W?AyQoXB^-P;NFMHUttt~pT&AJj(!$qjR*cDMbb=v8r-s-j9 z>&4#eJt?UDL8={G!Az>OoE3sNw@?u|2h~&fDBp|_N6LCowFDJ$T;DZu6~#)DQI*Sc zdoS>%lJQLzUMUuXEfdr&-xlP~YTFHkNjA^LU!ICW&#m92(!_BI-!n7c1uoe1rQcma z(+=)mW(kDtNEGcQ;Sx6C6Gq__o>1?7Upw8-1-)NJs?cy`P#UqpxxELub=5kR-bZR+ zox1VHSN3lPX#Xtzl5H;gl+fBoSiQ{Neb82t6H41`ULN ztTq)U<1#km|1(D8>}6r}?cq~ZV#%D|EXL4$)Zr$K;Y3=NHvZn0dgC|l&b0L7>9rO7 zwUww#<3mQ|L{{WQw$L?RVi;!Nn^M(4URp{n*p4?KCT64+rf(3u zVpis5X69yg=4T#eVNxn|5IShK=4;00Y}V#&#@=Ddhi@3Ea2DrrCg*ZC=W|BqbXMne zX6JTx=XZwZb|xlnrssOL=X=KId^Re!5vxbktXSqHffUn=4Mdom1gOdcIlQ@ z$07NKm!|2OR_U0QX`9yRo#yGD_UWI#=}wwypeE{~UTK_Om7zB3rDp1-M(UVA2We>P zsix|xW@`U}rKq;*t>)^krfF%w>XR0yX%-N4Xoi~s>#~l^RY~gtAwfQQYXUKA+G*s4unum+I34iLZokGysgX_&NTiifpUrNb`lXF6)Y-R z|G?I5+~#a_$p_y4Z2}4Iy*TU9R&CPVS80Zu}T;`zY@4_6OP?CiU(k_9iCxrfy^^@B6@R^d^Y;zK`=(Ztso>{LUEv zrVrsB5d97i0vC|G25@0Ya6Ve_VQTRBHl_zJjQU3I{swOAj)!LO1z$MsBD(E(*zgb! z@eY>{0pD-?_6G@f5*2q578maqrzRJFAQ>M)2;ZjLmTH%N?(fD35?>W&0cZbmBonVB zL?XdzX$BH#fxaMt1`)3zIdUf<2q4&i6X=U8CxH!k%lII2UE*$~0__s#@ec{>|0f?F z(#~+3-f;tukH*FpGw*R2pO)(?Ccx&6V%*4ci3Qz=g}uRuV*mx-axG3!RA2E2PC$o# z*z*IQa}Ycx8n^LYit?C{1`lX~4Zw65xO5V*FEJPIlcJJJ$Z||?0l4TS0jC}2z8O%X z;v>JQ`zC=CfG#-bbP4{DNskE`*nmn{X{p|VU9aFVzi;~}1wR0nmeFm6F$7G9ivZW| z67dBOFobHxr1SQqO2G7N*LF+?oE4{Y`RRm9&-4!}g%6r=IWLTOFoYIZ@@A)xdq6c( z+HwnziTl&OmHh%N+YLX^B0Z>tj6g89Q$gFXk47=Pe&BaT-;0h@0}*D4|4QHq7!K8IT52_Xl(!fp0hg`!cEAMkzJec1$mYlj7|$rjdA{au1M!i%*hdX88<} zc^M9F5@@+t^#@uX>RNrIn|BmlKY2|5M=F+|l^@~^S@sQ(foeu6S3fC}-vE)1`e#oh zU%+%uulbRuBw{RjZI^+Py7*3}l6W9`4>*Br*L6c6dx{4ZcX)voD1~6igB56m`VgRE z7^PQe0n)zferN@D4DA^$m3{~Wo6!S@?-U7>xq_FlWk7hw_w9wR2N-w(y=V!pu_eC; z{EEjWp{EgFh<$8@V#`P+Xa zt^MBvOg&}*Z>mXd2Y*gx9?;E?`+M01EkQ1PGEr;`s~F9h<@M5)r(Oq zpTB$D*7#geDhbDpI`x(lEtd2CcH%@Ogq42NKAu_z>&>Ma`caM!cWsa0DI3bZS;p+~)=AT) zyk&DI%5}lp_P4&WFY_BRkFSlpynflqU>toL?1m6!ov>zzabHQ)4?Qj9(h*Y0yu(i( zE3DAM7Adu`f(tIJpiFKph$x0#k*VmAAIr5+31A?}qlQdjHIoJ$puq73GyTMrPa#l& z#1Bq7S@ljDUUX6k7iu5`hZmKA!o?QjB(;0m0d^*>OAJGj*U98|?mt85RPS?VB4VF3{fcl}Q9&Q7l%#VH2X?-l^tBoZH1`9p^v`~)IX|BxRSY1LI}fD;uLz5w%uEe)~51yD-) zh+;!ilJiO$2-1Y+E)CriPpK2d8I3J3aD$d0{-^=NH~xTfXrD2R<4+(!V8}x}CbN(t z#fVvqu~$i#y*ArzyZtuYZky^043xcP*{Ig;3my;~w9rsx{-Cp&vaz0vTPa(#0D~cL zeAkR0>2+)Bu$7^6g5zo^I~{HD%=#>A`TAi9I%-g>_ulTNy83yNH(MQRL&5i+fv%T! zIBDqy=mCSBo0{#r1GbCXd-+-hIH~(Sm`w{Fi`mWd&K3tfWDhy{a3LlfeBfx$|H(iK+0acn;qQkY4%stCCt~ph3i$ygXjleJ zHi5rva6u>W;L;b+a3(|0fo!Ky8Vrz;k01b{A6^hdK3+fz`~iU^FDRNnTA>4az<>|Z zIEF1)V5IVykA^n9Ar5n>!?(??Zt*||5Q8|Iyy+`-w0X}7fH<2Ut|mT3G$MH75f2$~ zsT128kLPeB16cXN10?ujaX6QnENam_`Fh0{N#KFPkw#YF@xW%_P>RiLfflUs#pJ*f zuFbfLGpupq6K{jAclixg?D-ub&l9iIgbR@Uxt;RDB99iR&noVC0XWhS2&?R)6*2(F z3lI_#7zCpfFL2Qd=&(b?Y^)w?|7e6ZR%ARk0D+*iN@ylCxlGk6T7eZb?Z6L97gTiAjx ze8n#IknuXO+Jf;aBgR8^u1{u6%|_dZJJQVSH*?%Thjhb{JnHdXjs$2x2dN(tywoyM zL}Vg`$5GrUs6&qwX(T@e1S5!&AEung7`%XxeJmmdplqiW&?uXpM&{o`?~Yo8?+SBkpZ4DW1b)0?V}kUD*CcVi33 zR~R=R@i4@!@?jcy_M;gu@WMCTVTu;0@)$5E#5o2`ihK}C8{{aIFW~WlG@RpldnzrX zUKAscki!dJAcZu7|B;4c_Tv>_fP^*#D9!q%%qG3;2RG872Cg)TGDM-pG~lp>Xy62y zU=4&eXrTr;Br^@Zn1=ieQIA0UHHA)ckVNc3NtOYj1yxx@3uu9kJhY%LmsKH5R^SVA z7~%zTJ#B^^rMAYySyU+*;HsFVd(xPvPE_I>zTajSEKqD;xidA0WB1gHy zPa9c*PMGnh|0a{RFB>6SeaHa^E>I~AGX%v$y(EoTvp%JZ>DCwkp;9zlA#bk*Im zdv52t))v^?uJwGpodm?iI+QDtk9nl1?;Q~(pFBHHX~VNVg*_V5B4W40EFOP>w}@R9 z|M!Z({}XT^x%}e`t9OzUej=4WIp{+#`nW~Cy!cFH%kln|vggAWKwv25c;oe~*W3`w z32w~STl3QIoarjR`tIj$8I1lua$u+Z?BN(6w#(h?2`UcTkx%C=ubuh4m*Tt<=~JjX zU%#fy74B!B_t7V2JDwl?=gChP^N(Ep?tef06?OercW(EkVtf6yF8!@jl=;YIezw5T zA7Nehk%vpE-s&-5^_AWHg6mop9^YT2F4)s&7cBSAOxx){`sE`(xCW7pbyqu4+f#jXu-K@t_y>n(pP`zHp%shG7iC zAQ29s8M2`nnq9+9;a)%?Y0;q^iq;+Gp&r5+8oD4Bz9Dj*9UzvM8@6E|rlBAXA`>a% zO(kL*7UCKnA`6b+9$thUYLzrpqF`jACU&AH%2P8~;UH#Usfc15GLc7^;u{8$B-UUk zG9oILA|pa#5CV~`sNx#hq9XPnF4m%HSm7s9#1D-gFa~2q45Kk7qcXaUG<-u4JtH(m zqcjH5H*lguG~+a8qc*aIHD04L{?ImtBQ%DhIF=(Tnj<<^V?YGEySwb>lxagg_3YK^~-vc#b~qV>8GZL@4Awj-x|9WJ5-z zJzC^NVx&YS-a~kfG-%{AE@VV<1xGprM1rJ9jwDFh;zYiMG?Zj8#shDtUp~B~L1qy` z=A=$O#>%~dPyQrO2BlC2r7yr_L-gcOCZ$roLQzh{%F)77MrBeqgH%?fP*SB;W@Sr0 zq%UNpRbr)AE@e|n1X70ORGMW}f+boCL=A~ZlWktqc z2J$6f2Bu&RCSl&?NA4tICMMemUa>Id=0RR#IObk7o;(E(r2G_SN@iY=|Au0Are}U8 zXojX}jwWfArfHrgYNn=Yt|n`?rfa??Y{sT+&L(ZvrfuFPZsw+L?j~>crf>cxa0aJv z4kvLIr*R%9awey823}@1r*l3hbVjFiPA7F%r*&Q@c4nt`ZYOtkr+0oQc!sBVjwgAR zr+JZsDU0R zf+nbfE+~UGsDnP}bC!aHPAG*|sD)lAhGwXSZYYO#sE2+ih=!<$jwp$isEM8^il(TF zt|*JPsE3lmDa5FZ&M1x6sEytzj^?P2?kJDeC@HuokOrxc4(W)(|0pRODUl|rk}fHe zHmQ?7DU_b*a!x7v<%1?n0hTVo5@0EpcBz(r=@fjam~N?;f~l56(^lnvN-&cB!3esSzw^J{*D(zyg*2DWC=_{N)28D1j9;ffFR^6D+C|EUKe2Y7<0i zqE2d}UIC>}>Z3mDrBZ69I_jo!>JunxrZ(!QCaR=D0TW~oauRA1z=CE9Dy+t;tm;rc zSc0Jah}QsV?iKB5D*Ifu15ltG?>2R;#sM z>!swwFGRtiVk)C5YqElCr55Y4lB&51Yp#kas4^?NPHGcG|G^X#L$ppSw$`h?-fOm& zgB18`6MSpG_Nt^N>#ut2x)y7vw(F%1tEcL!rsnDsGyxcF1GVZVtGX(_UM$AS(<|`6 z#Fi#yOu@H?Y^eU~$VRHd8tbQ?EW$eM!7{AKX6h6$fiujj#b&I{-t61-LqGfv38(-( z+$Lo#!NZ!Y%L44chU>{*fw+1r$_i`KwyVo(DilaTsw!v2b}Y_jt=1}r&OTNw_$<)o zgAG8cq!MkvKEV}00Ti(8$u6z8D($X1t)s%N+mfrp_No)m>#9m?&2FvV{%xZ0!#;dN z3HY;k7+DgINwr!{S|Ej58Dil0w!1626Izi_??9jR^ z!t$%5Cc!7b!{WBC>%MO5vZ_qLF74K??cOf#<}MckE@}3|K4?SXhV2rpE$V7+s8+5W zK*QN$uID0Z+}^FCYOcv*YQRQs^)4&wE@~1?NOE2+?|v`%a_#R1uWeEWDnx?F!=f| z@EUIUYO5O*?-NJ?8Qg&#kbxaY?Bgyk^ERvKLV?nfEEG(Em*+}M!6-Yr6;6i2m!lGU;ui`4Q9xJ@w2?Faa52vvjhr|QpW=f()GS8+mGqXSc z^J?aUIb^}PLa`Jq!OT*|9b7J>+B3k8u{vvUB?TTBOzu5H!91gH=Q453=7TYqu-ZQH zLC?VwNP#^=GNn!d8SJxc_A@}gG)#+TiU_(vY^g2_9CS-H|uCEpN z^rtp~7E5epKtmKPFVm9k6yU)t=fgGta{8+E5>N&r0I;%-Zm-UB9bENR7q(#=q+Nq? zqE0~)+<_&G?%77R6QJ+1&hsJU{{t?N!4eSkG)uu82yhcDfm-lMIpDSWMk*BS@f5g0 zlFz1Zi{L+8-q7chA(^Yv0_0xPXfTgt1iH@6rlB| zP60M>=9Id0g!j0Qmz;`U|AD1?ZhMz7EAYwuN@@~Z0%dFi6f>$YZ?5QO0WSyM9Aq!) zPC!xXePyvFy(GI6s;YBzInpz`>Sr@5MwmRPH;kn=QmLp7gZGor3DG32(uLIEO> zI1@*~5+p&?ScZ9rYox+2ChV!N*7A%~hA~Kiql1AZIB~#c!9mACI{+%0ueqkfCO1Sw zG(c4Z%Yvl}IjK*oCCtHl1I$=I!PKsTF4#dF)br?SccZ2){MrF4NGzWa!z4@sG#rAX zA2;#V`4nivFZAy`&w(b8K_WbZw*CS-tF0TjK_EA3Et@fwX8NXYyK43W5b!`6m=(~< zLKG}2si&>9Q#<@F|G^wQF%(#WEYvb0J8ERBa1?++j#~yQnD9ZP0yJcB92~+3hj1o7zDcsC#pkJH8ean-bw+q{;9TeyTzBLwtrJfH7&vk;18ft=^-=$_ z6~L<~+>OxoYDZTFfFp5;JAo7&0yID~r((DB_UjbLf-DekY-745Up&#DrahoQAQXbC z>Mqkay${OwYcneR#(_C}vd(L6NSi$ACim3VK|H_%JeWhfGwKxJfHQzS-x0$h5O1Gn z0T?)O`#$oou5UNTd=oHsE;zm3@4f5F?gR2Y;0M0o5B}>Gz54ZoFLX}{sA@8=ceoyO zSEH{A^EMc?|GN`6HNDq5RZqdnmp4Om_c1?&C(C>sk9_H~@A@u*DE#*%XgT*%{LmY| z?2{%W)J*wqgD)%Ug-^keTd8T+xfVYI?(;iCA8-4r?GjYMrBlWs^lC_}u5?Sc9l$-N zqWcqEo#&%XC7W=F&TFobP6)N`Zm{$MluDv*Ky9yAklLuJT&N69w7CoADY15}sr&hh1 zwbj8x``C!v(ih9vqbQKftq+U~F? zq?kewy0)33p(d2!Q&CM-)m2$- zbtHifkwS_ck`U#fNtmd@)|l4X$_gdsSOp9$Gy@BpJElOa(I=8P2o*5MC{`vZ0@cn^ z>AIR@!dG>%ED>`|bydDn#Vyy|bJ0y#UDX7_=8{Q<6ex};3axd_SAW6F3M-}}Sh9)WTAiBho6$&>XZ1f5!G%4p`0@La(+;v$a7vqgN?%3mxK`zmpZFHI9%iH43 zr<-TGIZHrUqVP4yNzC!4NbB5y!iv3$5vXRLyAjA3T{M9ryGAu#B8gd4cKIN0Y&J$| zCO!fAHI1##TI;R3?wUqer?|`76qk?%8!#?g0*5`Ma?(deHJxG!GR_N0t%c}aqMSpP zm;#JB$RZ%T~p^%k{7`+}1>&h|DT=UI2KMKz;t=%dL8?v%6 ziX=8c3z}pDh0r)A=6Myx?4Xz{~Y<{nQz|t z&ShKZi7SY2>#zeEOTq}W@|ol?=^=Cohun0l_F=rDL@bG2@+oJEhwt){dJ7pE5t=}+ zwX}&O>Nx)So|N}L0S=IW1!Pt97?Y_BK`3(9V-ysUfE=*o0~OTTlIt+?syWamFLBwD zuO7w(_T^(6bCALupz(|AF~@$@x>V#sW5A#UP=+JSBW7a!Pwd4t+vHFpiOoWi;bd1Tu-R zEoVP*!NN1jVF$7-0Sf>cqD*|$pD0{{Bm!ZD+{%`ZwNS(|OVENh{{U9R3neHos1Qgw zmVme=*kK#sIwMZRcu7rel9Qc`Nj}=q86`XRp-~}nNER$HhdDShALg(_5|Xfov-r=Gx@l80p&3nSmT_W*!Gx@$u!Jgz zY9#_mL=>Q)1kCg$Cfis7MJCfT-9UqvNR!?b+(1f66~-XUoF-VFc~5=rlb_IIT)ZZD zh$NJS8ZIfORZsq|P z32*jET+AY9-Q3`XuCNz!0_=XW0>k~Fn7bq(Qlvb}XHS6||5TyMDIa&BmaMAKBtM;W zsjD2&zl^jNSC-{w0?~yr@}a_p&@Tz99IAkR`c<)xm8|q>UtTU{o_rYN5~5JY5REYj zJ0yaxZvEsoL@^0<5~v(fot~tsDvLzOLK8W|RPHpvibUkXp8ND@Ss@!)7xlv)z5qsJ z1t^d^B#jDhY0eJ1{GlTc?f}0?oL>a=k5=<#hhqc7_}AS$&w7(k*RKGb1D8{ zfw8)=M9dzxNQSJz3E5#z5^@pTuojoT^?gr2`r!{A|HR`X@$m0|0UTff517COHt>NF zoL~hnn86K>2du8>T4-=+Usec}brhu?q%C24@tDVl=ked_nB$y^aV;zYybUW&k3al_ zM~MHMk2!1!3LtWVL>hA`Nxj&?J@)aBfgEHZ4;jIr`9wa5oMa_0naNFd@{^$)uR2r&qsT^oQi$(@Qq-H+IK(D=IiHN6VLV3N}JG^Zw&G}%3tiU9u!l+RS5`jyh zruZszA|^3~!b0~xwP!0x0S9#hDxe1)Ygrd1|Gz*8#DKKiy+qJ#f~%mbGfujSJCMN+ zbGSnyfZb8X9l{Q~qKgSTIEO>r!48L*1UCs}4oy_s4rCxh!IE=`L)>mFDk5J{VLfYg zuUjYm;0F-+fa^oc8>)9~s_naqvm!4)2Ik&iq-%aM{4j_{LW=C!q&qsovBsi``+oD z@21w<-uHHS4DX(J0`{X5Bp^W{NYam2@L=x$E9NA2oromlO0~K%$0YV}iFz7?u1tFs zG3crpRFI(xdl1!bQtva&$079K$_Fm!O1Z+IJ`r)~z3K z&vh_Ewd4h99s+4lN5=N;rM`qv|6+wvc7`tm1b;y13La{vbZ+?kF9y8^zw)63z~Lj< zVFa@8Bluw-zF`4FLdt}22#FBDU@RXFA&)$SA#k7$;K2wHh#{hYp|r!ba>2iNf6_DVCWPgiV@>t3ciEXrT_ds zA}$deUy%Q5aUD5^21{TZ46z=W>o>42EKu>ZuOGGWH@P1VV+bAPc}i zVrCJV>TV^aQcfh{1ioP%T3`$M0Ub<$Q{1g4uP!T$Bjv8fNs{Eddc3fAA@nN8dOI3Yg#wEG6l#S(1#+D$hKfX6mIS_Zjb(`hfuKKIj{jP$dL&E1{Xv@9XZM^Cv!Ia zuc)G6)#fSuLJJ4bF*b|}3XmW%sOs79LTk4|d}{}SOZ=%`p;0#?YvI~z+jmSZn&u3gY(3aB$b$nQN<3qaA+Lv>UoEzJ(% z02Rt%Hq-|a4GIY-VhKn@?z)EzkZnv#XMYq5EXrXLnAB!)6b5%ROV{%te!+rLQG!}R zqG}@p!}KSeYcV)XmwpnYI8;mBH0-v_yCAAa-P1*P0wFRi6}P7?bM#I9wEqg!Hi)TA z2M!8`Qzr^EF(ME%^{!9<^ik)78=@f^GLD~whWu*h4w5M}W5OH&N1Hkilh%q1$bxMm zt4$#_RXd{}bbtra0P^ULgs`F%F|JIZhEXTzRwWBnRkc@_q91@@O)Zr}Y6Ax}ZS8o~ zSC!Q$|LOq+3;`10af0@6TB#MtWFlr5W5*awAfD{Qs`XpJ)ye2ET*Q1OH`UExIre1@ ziY^*3HSxw!PJ>c%r&e25V_~*u=?g+JiY!aR80s^7Yynp{lxKZ*X;0M{z=;jnGAV>L z1uX=Eb|GW2lxelLzGRGAmOu#N3n|(MAqBFJj4CImKxijUX}7j*4Q@%}plsnTQJC>q z{|O`!lqL>_PS#x3ZT+@iQC8)Mr~;FKQ~fS*|BX+x_HP-NxCCNl_7+j|VF@hdOqL+{ zCa4=aVoV^{NN!IQsDXPr_tn_8aZQ&wW$ZGlpb#b34!E=61f(3yKyK&;EId_pS+_6{ zY6;k;s4jyEayK?h_jHNZQpw~Y9x8GdlyO3fec}E$g^(y20`)@LuzW0}2~H>r%oo0{6gJ1Ve`A$$ z2@ZYlR9MsUAr>Tl-?MP(7imI~jS^UZ`>AjJcY-aidxR5ArIrGNghbM)A(jBm|I7!T34z!54g?hc`zcL?IE_cY<*55<>OgW+4$S!5p3e^MV&({#XzKnLuzM^kBHS z)Od|&(;ZGA57eLlIVpAJMhiX?2_4OF?It;`PjPre7OXLcl}#FdH;;#Fkr{b1@k_sK zl9~)8ZoY_ldnpM(xQ}$hHqJgg z5f>kJS=EFpJdt(U;jEtxUu`Ra`zo@mN;zjrDeN1kE3?@4^|`WYqVR*-#9wpB0?2}~9IzCh=Rt?RS8m6utiW;N38^h@Cix)#kg?puTGqovCT zk;-=|ntaEzdy*G#YUK1(U4P$cQ&xFX{aFmjQ~Rp>_h+Eex}#B(a+*{`ZU$kIQuXbXuWsj-#ugfHZ!NYg;Al0oDlz#B&c-w z3F=j2sN}iF_woGCtdf52pD1OZ%SuUv7<~fcEAltsY$MZNM$vfC)m}(%(K>}?=(k_r zTecr^zEU5}01t8PIs(+IK}aY}_3I`gfv|jQ>ux0EaCdw~G8>TiKA{lux!2 zkbjK3r8S0)dFY9KY;gLad;&$jx41U$+Rzs+TT7;?P|3 z8^P|j>`dLTTmEtfFx&zD>j^%BV8R4eFL30|6Z0c$ddB!%gZ@9&0+SR)MH#${zR7|0U&q5j#!MN|3l;&LPJ zG#xxf-(x6?qLQA~cC8&F1%3>Yu%e9ROYP51{4N=%u?mqkoKx5KDCXt(@m77W5|`hm z-g$IxdBSjoduvn7K1rCqy?pb+%0^}VPe|Jt?S@NxR{kWe4h>xFlt+(pmio`HqMxnJ z$XTnH#S3xgMQ7Gjq_tX-b4b3YJet2B;{FP4$&~d;*e|W9B)x9S^}dhCF40A>zt>M2 z{Z`4i4IBF9RrOH5*e*m`A@I^48La(<;+l)nwr-a;-3azG!<(0leiT=IUxM&$1CGXX z!wp8xUyK`EUOF{i`uB%6{D}Ln>zT7d`Gt=gFlYT)_*`!Dnc28!TmAm7=GOaPA4{5e zw)xTMQ>`rGXTeVUEXEi48F*gBPJ&~_4Km5q&(m;w^%78OH9ePwkPD_o@N=D4B=qC9 zQR=mQ`SRT3svq_x~y^ zD)cU54&NSYIMe8uGq8U9U9;@3ph2iveUY5=V0m%}9CVJIirs6Nt#fDYMYit3_gLS8dtEt7mxKa!?=1{n(~sZ9>CMjfRv%aD z3Dmp)?QN6O<3zmvZ_}~60UtVZ^xIcHJ~{t-1#j?hb+#vKule@Bhd)2RtkAzicI12C zD513Q5}YfQNlnJ6#xRm_hA6jGftD|v)IBblZs~((>)kS>5>a#h66qH1m-knW&&Zgw zlijmaJ5h4ZwJ$6@aF~vE?t;w70jBA*vUarw^j_vPsC(*^1wkbmf=kP92nII6v3iwy=Yuol0$(XUHrf-8Ay!sl>HCxFMPd z%-#u)r z?1*N(LctS8U%%`%R!|RR)uvxIA(j5Cnf+$!RMUf_8YZMH+D|CvFJ1isrR^azPjlI) zqM=n?^tA7{zdu~%JK<~LIsDf+Aj87g0Df33=?s+6dF8Cy*utHe>lE8=r7r#7kkolw zE51%n@1A31#Hm$MTxLh<-0!Y50k|xfFlxGxu<B z=){(l$L4$$f1b|GQ#&BaJyTSV{NQm#L~@dkeitnMkG?>gY0Mk8DB?!DG1rx(XurK! zu|Cy>WVzW8T%b}9#%L;jrF4h(yHndbv&k3xe(X0^NNrt`NkPhnGE&#`589A&{LiH9 z-6q4ab6o^6%Bw4|{2nwXl%ga%620vU0ePh&QF@LvjoPL2EkB*OnJg(wH#2fngBoAE zW2er^IAq1XoY0ga$Vsk7Me(?qZB%&Mq9cyFniDI3V^4_^M0&1E%V_mR*5G(1@n5x? z@t&}XsoMO5M=8l!_nFdDWC;2wJ43jqTk5VjN|*62Ij)p$6R%-x@OLdoFp~l=cydeM zkvL4Ek%MO=Ad;TCIf7)Yol7=fY5$2a^t#i^0khy3YUM z)SIOFKD+R#wL&?lA&oIcDielVp6EJfywsH!Qp7odO!|7VB(?d~OHCQgizkfU`5e6D z=@o)yoc1GC0^6r=8B2Q_&}V<-BoqV5(o zH+db(nt16Sb?@48laCR0a`Z}6Tdhj7->Iz0vD;Din}V7HT(KX<2cjOdH8%%^WPOnFBbu!pD#EZV(G_CKV!U7)ZZ;_5l8@{}fQ|f`gO1i8xNvTgZ zkR>x*<+%Yj&M(@hgkRefjul9$yx7 zLUEX$9o8h%zeVmO|3JxaQ0cY70^8N%;1dbR%_JL||>Q z@P|H(!73Z!Y{1}m8~?9Pe@E1(bYAVDJ)csCT4`{ttnjGCuVXz)*mJeXFAF=Q}h z&P~Y<_xx77UaW{S_^vBRHSA^#5i-BM@52VbG0&MrRQ`~#2zSI38@+vOI3jF zeMw6{-YUZrOm|D3&|+AmR^zE6Wg7b@@8lR>gGk6Ngctn^&C(B)2`_wM&c2BNqUcWs_IF$!0FTR4*;3NsVZ9e&PQp3kv(6cATxBeYr zbWWS(b1|EoG)G00uZpIwUX|nDu}NcCh;|zGmpRVL4E1G?Vm2G0bQS!AjQuBq zDCJCPl1$!4$OfpDRhmyhHSHJbhR+w>?2t zZ;^Ko5I@q88}A5YE%9WUf%bmPQBed>uOs8l?|(I9&nDVsHt11?PxM3DG7#-XM{2)M ztFjkMF+Oc|%-bju>rIJ+-{E?O{LZ|&nYorht$ux_Nhj-$y?3KU7PCH!DMRRCW$Hi3 z>QW#TjUs$Vgy)&rA_ZCfec3~c*(0c&R|+|AEOOrZ=Dg3$nW)eC(3kUZF=qyqJFAd8 zZ;|`iH}^|s?$`Rw>HE<627X7(8aR5(FcBE;IiIGO|}u=(y|3Y2`?%976Q0* z0GUS3Xupe-v?TtfV)xpDZOjPq&)B-3_^Qz(;Fe3FF=rkGdIIXQp9cng_uyq zI}9U>Ie_edk)kTZnL+^oeS=3IWka9C;5d>-&{j!snegvXbQcd*M)a~vl2@}aN)S6w z5d)x{5GX%fo+kKb6jK`}_@1Hrn}xgb`tTsd9BPa27sJ1t0Q)J*yCnRYI^nng*jr-< zn%b8Q;)DZckVO0fz(tri4h9WtHULxVpt8ZiLRsj7pBPy>v(|+8(E+pj zNN1ghgK*3v+xTE?{9gc$w>eAM3TWCYpJagVM`2I~R%{>f6Aj-ki?>Ub@23+io>zWn zo!KDa^$s4yDdLA79k8BLdc)G1cCUR;gBUY#sSOpW@S-FJ49?K)x?JGxP~z$c*~`>| z=)rbbhA_ZzceKvm<7#LJ$m6y0=5VSuC42y&d{<|if`!_YKq$ZrwLa6agvWs`5d^#s z0&l~Wb^*BmB#%4`c=scrEW ziq_V7q^YWq%7Szo0cLsD>GC#lV2gtW==I5Q<+lWy3LfdG4*(~1!M8S``XtbZ2DCex zCp)lMQay}`%z6U@So}QJFrKJ3$s^!0LArlQYMjz-P6_`#2$W1HdJa%npaQc_1|VaY zbv&wWP+9$oSY0q*5rav9+CbR{q1!|dwF(Ht;y^Ow7YU7IDqI2pBIy>H#=NSCMzPGK zuy_CR0J=`)w}^%ZIDplAkcZ|Kq^S;)0eKrxiUj#J3QkjiL?&2A26S2c{;PocaRNYu z?VaTVR%?q{+}m6KNA(gG1z-h!80@Mj$b$6PVIU+_jt{uB3b5GVcR9d-#qYNYtS~@9 z7Agp>w!`6r5#2g#Ky?7RHClpW5q5}Jm`&NNDS<#Q+hH^r(7=BT1dgZ$5~1JOU@Zlh zS0wsj;TJzht&zpcE1I+3luVUhp;-DB0Dx(%Qk0*1lqHZjiDo#J6J8Jwuu5QE;7=Bi zCtQ0gvUIL^-I!-iQ8oj&ksL{o|{~BEL5Wup?V+xhu8q2n=nmkAMH6;;;-j!b~-n2=o-ww1~S+g9U&usNK=Wy56@@7(gSI$M}Pc#wl%3A$_zn zH>qsss}d{O_NV#~#bWS-ShMkH`!}qyAde0{2@23zbpUYXIrxeU3{hI$e~L=5A)Y0V zMaXw|NYLcTiY|Kdq*ce6C9rN4uqk{j#8#710$O<#VzSm+fc8Hsc4Kcdg;dsph4Ym+ zPuXDcN0A7|lReZBi{~&oTE!#Fr`~);g(L%6GO)VJC(8s|$<3X2!Fdv3cMZa0)%CAJ zTA6qNsJ(Ixa*P4yZ$p|#OFlS2{KbpT#VXxkbMI>igGm68Yz1U7!JFh_@>uiL0kn54 zzuXv%%{;fNmTlQLXzh4p2JncX2H`rch0`}5yJWysY`9;m+<^vjo)8QjLdgxy= zLXZLG{N$t9fJi2PbyMA3ht9uI-YrVFM1tL-K-K}6Cxj`>8u;qidylDgLXN0LMO|!S z1)+}>UxOW@_O;R;FV^6pl#$p~$RlPsg~gXfFL_%7#*!hAShqFtXx}nWmk!|-nV>XoVs}gvR zlA3`gFyBv+Cf1%rIsKZ1CXj*nSf#&|?kzSRNmblp52gJbLOEfAuc$6a;1{1@-%`c~ znewqu`QRLUd-BO4a?f7?iD#tlP_Ld19C`NN$lJSMFA3-;1DsJzI}SLZIQE)|JGP9Y zTsipz0B%yD%vAy(5l7&N+$@82kwD&u)&3K>griVt$=9;Wz4FakJ3Qh93(6y1Lm1u9 zZy;bK{69JyO1!nM2NaP{{~IltS_Y>td?XVgb?O8dr?}Jo>fv;G2___{U)DtfIDHax z_6WBl=MNrglbqg1g$d zQPlgF?-QR6dCw2+0Saq5Wf@0$g1*{7*Z9;}qmx8H`y)k!-1E-{Bh{fp<_-RPGgTK~ zkX-6FC=h@Q+2q-F=~s72u&*k_?;oc-UxRc#;JpnfP6P-nepMUDr5d&bj6J?I&lpZCXMVK`}Dm_66)E zFFvL&_UWHqyw?18wdU9d@UtUoX!R?66|)X3Xm`P+NklRY$e|O0bRYOgoel4QWh(T9 zE1*#3SmNxiD5XEKL4ybd5_dRvuABz<5}|eO^)OmVY`l_&XGsNJ^{i7#A`J@IU~i80 zgj@Q;`Eekp!M_kM%zFh~ThM-maln!Fs3j4Ml|(WZz>>e$sb6)CgQU|GQPdL9)ja+q z&kqP0BYe&xHLcoUhRIGQj1KFH5!4ccSg(0`{t!$wZng_ zMlLLkVhGfR|3D zUiKH>JXN3<|6s~8qJE&pBCq_!Ktw}dot2OEO~<$2&R*JjeNfh}`}=v8n_u=mr*})^ zEWfTwFQ;?MA0C9x+|KzB6+GDy_~Xh@K-7=P&R}jFUO9&5b~gnrS6BTIG5_Bc8U0G- zGPTcxCHx-KO^?W5Mk-+`QYsyXzP_pZRpZj!q5A!O%jbay$DLZ2AJ|9!SU7pu)ll|n zB6z@MYBTgxfAJxo>8ULqdFSS-TP`2}Msk-X?uUGt{`fC?b@oNx0oUp6*!8b(TYW;F z{E6ROyQlaq^3CqW?X8U;UuI^wmjIX$jRM7Lu2SHFXK2QVy%DR%D7hlq^WsnUR-a$} zSuG=t(_ddTC7KF_9u+vQxpq|O^qEkzJx&p8W}+TNp~u9r1HDK>z*wlcRQ&pyIVnXb z%tAIx^QVP;&J$jarXu2}rNWJ(Fe}Bzwx3qY70&9%GdlC@#K_%3;V0AwHGiGZd~+uJ zq}GRsUnh0ui^8q-zPJ6dHuyCbe#-FQ`ma+Im~e!R3HI>%sOh68{>RPG1&HgvWs4*1 ztd#Dr+nvyO8*$oNe`Ec$&82`g#bd%di0j-Yle3X$&pAbIoVE8Tjy&fWP#k<_h9+@V z+$nxz<2*G*ILh8V>#&x-^DV{VLGRqi-wwVvilZF;8}DmPl$8wKbqIL8@!N^kEgbC} zR?)3xdSUP92hLF+BL7^7nJ>2N+)8gQ{ZMY%rwV*Yod4~{5@9!n(1WnDk^|>r zJ&Nwk>wLT1`yUc01+8;Gu_CQI=1Qwl9_ny2vMO~}9%X!p3A}hDO4KU@_9f=w^~>Mw zujPJtp!4HJid1>%#paTPumPp3LIJsL`z39~jBnph1 zb=#R~B&>H!ZDpDbB_P#iJ~C1LZ1W=~#-g$|#$w%QKK_^E=&a8-MCc?FQhImZMf>jT zqm=nqE79f#3u}p6H~Mz(YT?lJxu$>W5r==?$vPe35h*rnu1q3!RK~!d!?etL^7HHs zV}_J`CTy6o-z+Sl8^RuaPnj~k`}A#g?5PBM-WwCJ`qVAu5wnkf=A1+f%cEk$(-JflrAV$=I-GN_*Uo%;Ltt%w^f3PFaX%bAllIHL zH@(`d>@AF_i!xIH)Zk9rbs`bmDGdLA<6zh#1!;;hdmq7oITrEn!Nba=@NqV&gzP+U zP0oTX1KA&H3gug$ff^?pnyVJb?TjOJNUONar5gHMHmY5#Uit}DFIOZ;`yJL0*>4Ckl;7Pt&aAW8qQ;Y|%*v0~sJx7LarRGrwz z1E+5Y>?JNJ0OVuwt8SUU8OPM;Wb~=DWvNf7|9(-rF8eLCh;=c{58|kgFIvJxXV~T% zqEUD%TTXh)SLsAv7tRI$TIvtbd&c7q?%-<=aTrlqD=#W#FK%9Yn^R}#Ys?p{XoBpP zF_C+46{M`XF}6@hE`QkCUW%yO{m|pSK|%2!f>qiIzIF_lhNl|(Qz*nOdM|F2_Uf1k z<%XznmAr9zLE=$a2$8H}b^_BCm)%tiWs?AxQZR8$PU=Qm>5;p$R-h*f*0(m!b1GfH z{hgCUqJRV#iEb?f2=RuPR&r9;t#>fQYH?6h`-hL7Q#bak4w2+Z3YVchky2@W$Rj*$ zg6lYp=O$t6EX|@28l=QO_K4`mAAp$gc?n@E?b3yv%K(4z7TEZT473!55MjX-Sc;(#CaaSTgeU?DnMpDandw-eZs`r3V}jpp zGw(>53QJLqm7(~&@AqX<{0e5u7HS04Pbff8=ur|a$-8*18zR2583L|ZWut5D!HMP1X#@y9G%Da{$cdODy{Ooi4;kViaCL*xV*Sg7(xO# zWS~dMNEkB}P9#$Hxfo+SMXj@1NYjRWvyRtprXWm7$zT}e;YG-EP~|w1zf{?rJ1RhU zDR&^Y-*umN3PViJI~`pf{t1&9qWLI#xX)1DvOl@>bphBf(vyx(nH67=`lqlywN#A( z+IUMJR+?;~2Y3pg;A$6plr$;NV|6&9f2U0i-B&Z959x#lL^dSX4Ppy75LH@Kg^g8P zibhCQY$~K7*ZI0U;QT3)_Q+QkI>!Crz~o;bEsRH(Hn2Dcq(8_osCkqd2v7yV#uqTU z3W$Z!3Am;m8Wil+ItO-2|R8eZPb^;`())IC}Pfe2^c zsQs@Y!+^>_o&EVzYFnY>SvnenY`eg+@^Covr2GsR$cB?e&EMs@?Y8{ufC3!}qJRK1 zgMYDu&nfA=4#JQM=m$J`sIQU>;cIz))sKWkxg%@u^3}+-#-j`(eGRPb5B<8F)B{U{ z&?|pB!C`a*Af~zO5uz)=AR7B{sA50ia@(zB&A1q(;i4)eGs$Ptz&XCn_#q@+uoyFd zGy_sg_*GuVrB0iwyiGp%?ps7*snkt(I~<=qP32hkN3@|nIVUvH~c${GEdzj-jZ;Wsz5fvJ|J;wu`* zHt9*p%zBO5oY0IJ2Ax|$fn1}|sK_{;OXycBlyNgofe(e#`Srclq)E)?A-$y^DKrY4 zd5J{O;WhW@R=%aw7&?EG5|ME;AqHYJp23#mJ2#b#$V5f~bXA}=-X2a3G{8PgrNa=2 zdS%p=C%5AElj@K1AgF|SWE|>%Y@DW?U`9$3=^`pahFL9B_DBXz5Nqt187f4&Fu*4X0MsYQ zxN$mKfseKqu-?SG`lcBHz>!QoC(->R6kx$g_aY~uHgn=O(*aHrRUs8ZS4a>|mCc0L zT8hPwX4n8KKl(EceM_Zrt~jv897_*Sn0$67(qR@Eha8V4Ia@CT4u2w96rV0>V0SN> zqQ3pBw;Je7;BMtuoHztLq@QGKJG!&fpxT>u$JVRW&i_pvy`d(ss4B=zlkO(Dj3)yC z0@cl|byOq?0;Y_NF3%Gd991udZ1n0ds?^}j6q#@%CGug0XiBSOL79gRfK%KL8BMR> zOXnw&aW&+yQGGlq2|@!-Ho zE+;*Kf?Pz8#Z%OaETtX(R%kY#KJv8EC;m)%gIIZ}X;JLc1JE-V@zi}iH!qS1HT^ed zV(u!Q$c>=9RSr6Pe)+jd^DyyihJR_21n}^x4NQs*jj6xFYmsGa$#Bq8R}KzgH!jb{tuFC#zSE%9c%^`zF>_uTKa$JqU7Y-yz(6T5vkw z@lKcIN_A!XkQ2}NvzYlo$q!-CFuue%SNg)K^N4fLN#|$9AB^47)kB>%+z|c6&PN-Z z2cJ5>9C9A|=*$a9~yxuD^p^|6Fw4%yHei?)tac_1{z1?IG8l zkFLARuG}40fIx*vQK70-m?7tm&BvY#RNk{>(*5Jl94fk!ifN%@JE^!~Dt?+u=;SQ! zP>BRLeknHrRX0IHHz8{`VHdYO!EPdnZlbwvVwG;rN(ks7ZOK zt9ob{dT3gE9Cq>03ii-W^w7!m(5>{)Yw^(U^e`CqI5O?QVAs}|4Wot`I#Jx@-1TCaGX+V!*{c-cyM+3{E;hF)i^ zz0SILoeTClpXg*Y}C<=Eoo)am6s>~&$My zM4y;kpV&&DxE7yyo@sp8=i;6uT^~BZH%ZDjS=Bei&^OiEH_gR2J=ixR(Kj>K z_j0B0l@{NuPT%Zd-<)aR+!f!vU0(*lFJH>9K-I6%(67kauh_+}gd6O4HPNp$*RQP7 zue`;tqSNo%u;2A*zseQAs$D-O!M|F{zed&nhM|A0wf{{Q|2iIaBhkM;*T13C|8|Ri zW2b-9uz&Nkf6I!0>#jeG5O7B-;I3-GJ;Q)D>wx<%0S|%$+7kmF<_0{f4CrVHc-$HA zWH^9F+UQ&fc(xnBCIog#1wK~|>^2PSvF7Qd0{;sR>`e^p%MI+W3>;_)9PA8yIUG1N z9XPxaIIagTEvOFXje+tqlIw68xRp8N4(cygVJevJ(7b zH+Yp0vL+SsQ#It5VaU35$c9VE@8FO>i6NW0AzPIpe_KNSb%tyYhwMy;?5>1xcS8V> z29c&g57A&oH25hRpDPU!LPK7nq4H?xDjKGhhJ8lEjnMEjG{O%W$fXg%P=4u9fkUB! zMxjEdLWNyJ_k@IsTnZJ<3l*yh6>kmQ`z%yqBvf)HRO&~lG&ht4hRH~W$sP)mGYXSG z6}HbcY=21DflFZud0_{u!W3J>l%9ntkA$hrgsJ`rJH!nmgW+n@;p&INHH^YFPlX?L z4cB^)_lpVF$qU!53fF55*MAmnFcN-bCfx8xxDhv;5)MWfOGlU-iZC^bIC?6=%r)Xz zNQC*N2#dT3%c=;g)`;WJB2J7%oSca;%|o8zM%aLnw$hPyhayiKMV>hodDb=ZTu9{k zOOf_@kq%Xnj;)bS&mx^iA}`EDy8MWAGOulgBMjoH&2f+L>W}uEg4m#~IpZmzZT|p?4S48}VI}zR2Lj;_1;Zcg4ZkND z-Xa&?q#S;WFXDlC#3RFqI_n6gT;#oo$cTjKFz1-^@R$U@*ouv{o>^c-z$w-S-HO1uS&A>p5$DNVl>=fRORGfi!XTVP{{T!bT23@ zG%p(RFM9a3D3xBk#4OHCxmw>|T5_rE9Yr7k=MjEPeZ~yn>c0p}pYhz>MvnJ-H<~QZd zPrtO(Gg$AtSS>@WC-HZtOYeNUbLVN*y?6KS-MilQU&*64Wsgca9(QCt{nXysJ>1z^ z`D}~%Z0`26(cZ4754(rAyPLoCJWhY{=fD46^z;t4^liTDV>k9M)(m`Y8~89bIP_(3 zh?mRndHL?i(CfjWH^W2I!^6YvBlGPe-><*g8hri!&6_vlZwBAK{V@4%?B6?f)BCN( z_g#JCUl+zl|Bk!r+o^^5sgIxLKD?U$`C)$k(PwV&!Y*gw`@+J) z>cYhC;;ZGapLV}-X21X1U0NDj<}NQUPp#~HTHRS%-|64rZv5W*`+Mv6pN+{K?x$Vu z(k^#>m&@CDgCE5OcF+I_ck5%2BL6oz)W^t$HMV6?B|5V?d8@+iX(<>5| zcWe6#6;9uF?!S9;@G9A3;F{&Vx}gf4@NZN7_il|;QBp9HR&DjRc{`gM^9>PSU){2~ zVRhZ={_VGo_J^g$2kw7A2T0)tDmWW-C_=>jOu?5oes4V-3TUqcp9EW$w=fRh>s^ZqMChk^f#b_FmiSPTbfui+0JM$(MDA zd#T@dXfR*uhu&}QhdsLE@q2h(=MXw4MyHjW?jO znT|<~>SDuHL8GM&A|cze#BZU@x2~)p8(6$*lLJioj_yg@(z5XxeI3b%@@rAwzTRS1_SaRQx(@mncM0vm z8plM1=9zI&T&sGctB&t35H3cn}5AM7bAaX7fd*m+rK#(xzRa5JSFG3XU%eR!~` zjd0NEJEg4Ss`K%wq5^m0sh-z^_c5OfLB%0b(JAs>#$%iId4csIjW;jFzdhYtXbd@f znQxYQ7=#2n@3Niaa=zgT*2Bd`!|zjsf&HA?k^XPiR~1aa%Bzg*9VT`kwCsB#Uqd3Z8)x7P zigSOHkuzv80qzDD?*Nb*%9f~bN{Z0UdgOY3wzOK{wA63r6Ilskp$gqo{AA;d*`PaE zgT5qU2lMcy9$2Qagse!4LaGPNTqMHa`JUOBBTAUmfYE=mOIo!BeBVw5Z|c_?FKE#P zP(79#F~yGveT|l~G+C^KvlN^~fAa|@lF?m;Ft;4AD-R<{C>JA-_z<_7SZVT}*Nt%y zx~Nbp3a~LXrbOS0t*^OI_n1gH+kWiD7RFv)W6$aekZW`VFX&e^{%*G|&sp> z*@DRm3)MmwW4a0c@S``LpUKrvnzuIryk!K-9vp@Giht|tJ+N(qmicVD_ogTtTH=OJ z3cOLe7yU_2qkCLqN^)Icu3l?UY8Jh3|h=qA5jPgS67r(JY<pJ!mRrf$Zn|YnEW2m)MTl#*iX2O-Itzv17$$MoAIQKp1F_AM&W0NONk^1ohxQ znw(BcH~)nYlwVqBD5-gxK{#)$;dBVU0`9=pdEQf>3c#2YLuhHw}dP<%PlyjVO41<=b0+fHyO%i^^mujO&)^6Cs3+V zwwF(ynG;4gW$IY{k#?cEi(QfEi!0lk{YUDx^K$(QrOvKf2|YD+yP_F^ZtkkFsp&G` z$*IyO)sv|T8(l4Kx9!h4pn-l<$u4p#5)%%w|L-nVN~#YJP|hY5L6s4+UTHn$d5Mej z_7`+2Z@kt6pJ1x15w_Qhwl6ok)!J5ycEjW3AB!c{6OO#3d;!(l8uZsp`%I{Ce~=$vm1wBXZKKKkSG3WYv?J=x4d1<*rNW!JCca zPKH{x?8{9sV2~Ke3xz=q?b(3|rxnb!@=LGikbCmhkqCG-QH)&on7@m6sGyCU{vC*X zghVXuZx0bdg#H~w9>T$3?Vq}Z0HRlm8z-$)Ga3L?Ee>FaEBV9}$XXh!1~+YF-YzQ&^q2R_*yU} zZs_clR&It&76Q<0x(>>2Zs*@2vgH(pGI!HOOM+$65bS~Iv^G=U=t6c9zey?!1()J) zQ=cBOR$ow^T!zzX9~p4y5ufITVWopM?;)}MUs8Vl=<8KMFwqNkOxS{Y&)Xl~OZT}M zmtYq8k4w_NKR!HdIU7{{=%rg!YH1B{Kg56&-c0-#JMJuGV;1v%D50UPg7m}tCFZ#E zkG+UX-Hn)1==fZSAJp07&+lHYfx+>xTV`ncb9QFBNBG}6lg`Z@*$u54&Hqn1P)=g= z*(Dt|KS4nxh}V@8fJh>IPEFir7d^G+rAzd_1UEmoUvphv;dz?MQa;~bI^kFWpLRxg zZKSJLAv8?Tj!cSVemWgd7!mFPC}jE;w>h0O_k*n(Y^`Fi?*~=Os=tnmPxQJGTw!VYxaWuWaDG^LtHuF zeKu4^3r<>vl ziuGOSUIw^8g3i$VJ7~PHqW^*&#GeJUXrBpTQ$F&3zK$SE0#`|}zENEvvR@ukPL+&@ z-npC#fr-6*0`As%jxUaOf%{ZY==@IUq!aN^u}^L|BLocIv9c z?>z|>03gQ!+m0%#e!7?@K%4CaTR3VyUbMDkvqc%(r!{okxDx;S0~k>oDZ!(e+_U<+ z48EVWp(Zxx5!GN!B>Yx>;-YO_zwxDuFD@S5W1#a+?$mw-P$b-diul4gY6Kh`6cJdT zPvS+_#t#Du$S8x%h?JCw6YrCe^5BwJI(=gg5JJVM zk$@340XYh}!$1N=;&d5KX5m_-EqN72~Ph!qXuej2dM0I?LvO%@uq3fUsUBxxmR7J7vS%fN!Y7p;FWx^%vXRecARVf9%pG^f~sOH6j(lAg3FnPVpV=r$->Sf04$6dWrGv%!ZpVBaAy zkrRH=Tg7n>81c!dP?GjfQt7qdX%)EMTf;t3%;fa{NZuA*gpvC5lUC;4V6|sr^J5aI9aN)&z31pqOL|}#iVu)o6 z>JXA#mGNKO!{y*RO4Xs!Yr7=yD3h>LD6#{fX7u8)N;o)!5V;Bzd!h&wP=pw{P=gT1 zSowI}fpO_LuQ%8QJ2b8q=1kT((}z>RK;Jq7FBu?&jtuK2Kq=^*RfrlbLYf2Zu*6#n zAU|*68_jE-zb72~yT9<4gjg97R)avY<&f3x(E{f<8PVSkz@M_f)S`68+zS+Y%&gkPHkIhqq?j zPSAC_`_*xT0X8B4XTWtAD7!BXXqprMa0u{kZ40uHKDOWEeyA!L2(^i+FxGm&HERU3 zvXV-GA7sdr-$8@S=H9>BH)BB}I{>W)m*NO5gtdGi0#G(|`?&iZ3h>slB}YN~?P_4o z8Kvx)2tH@gf8S#ARx3Kq{BHKLCQHCnKQDoQcsS+Gm0Mju0V{w4y~d31Vj!`sXK(eR zomkLacIiGguX4wmb`g@JwZ*Sd>X?9BVK@H?jNuD>1v~YZBe)i?4YF}t$2--@$PI?0 zDiOAs1ev3V3Nev|$CzJV-*-$9!W|^m*(rEn$=q!0K+qQRs9tMC|-7|aG zkz4G6#yD+>4&<%!+Yt+p>ojb#pXv}B+5F=9OKbzcDcH4v^8XK5bs;W^J{o_LjfYN z4Fcc-+PnyxunDptq}O7v=28o>kPc|TZ1oBPXIaqymC(%P4w1%why*59a zn~mqZ#biAcUA(bjTP{&#t(=fLv&a}ZHz6g5Ios{33RM+Y?U0YP&;0N z$2lO#uu}xGvMhb#BOrGWfwD&E6DT~;*iYhqg^ewJkRcm*MRf23J%DvFmm%>$EA!w) zKdH&kMQMaFf%(7UEhEP_izCu zaF&zsb!rn0&4%4ZZ7!dXI18Y(X~zsioW2ap4CVlxOM3tcWdZt;54Erfy`a$|-~q4) z+GTy`J#p4wtfXsw5VUjy38A+AFxN8_OpEL_$NzE%e4SPVC?%WgG~#KJ^XyI{+Paf(BIVy0w-YdN=`aya0gZ`2ci`fy)w27!S}|`+OF()Qt>n7XYNd z4SWy)&+wWs@C~>SQAjV!PfxI_xy0CdlA4-2pW!T*2^9keCP<#IlN#QvC;#SI1p&;2_|GK zZL8@GH>i(-*+Ddy(BpBC?PY1y1w)c>Khj1g4n16g9d}GCE{EyZ(r~NZBR*74+Tk@u zas-e3WI@F0*@8rX;yY-D+8bdm>;K?uhCu-ygX8!b-IQD0~wEK)YB16jGRG zaEkyu1qTLWu&_iqgA+U%%try)K_UxD4Xm}$1-*WyJPgctVS&5}H$noyBQW2mg+uE3 z`=%gYDF;XWz0xp{CUw4V3wYC=9?XEx{pd zQHG6c@SA{VtF|f>Rxsr;!TC0I=$Fs0!Z) z>j#}5jxfig{kH38pDgmrC#`sj$RP(Fj+lp_0D0g+h+O~#kRNZd$l-`y{(JBTA$s8u zz`6Fh14A^nNfE$#pn0XB`+mr<2NeAQP#;Wq$f1h{EsO_5AyDBbMR3f>;mG{}ghj$G z!r>9XeN>S!iwX3GI@6*Pr`z(m zht4(SIZ95H43bBld;hdMs5?3PITWWmJz6uLB)Lm8tv=@(@*W1L@#h|XEIqJNOdm~4 zP)H3@(NRA0L=+$KRu$?yQ&Ey0` zG|-!xc`yT$kpB^>S%_&3+=mh#%0%R7Oz6N+M~b}^B20q#QALO%j)3!AaJh9m?r`&2 z02#UOF82+)@IE)64+CFa_7=wI^4L!dfxs z(YoW|b2qslU5e--o@lbzz2hTx`Oh0Ol*h2lONT)0%uL_Hir4?f6=gx3{nKa~L2mcPvAr65Fh6_A!gIHh(6&>VY9OSn;N9P-2tk(A7$^ZbN>Y~6l&3^xDpk2kR=idNL37sY5sHM&ubcGROE z1!+h{I#QCB6ry`VX-ZYPQkJ&Vr7wkPOj*jQd)CyZH^pgA$F--n$keAl1!_=TN>iN{ z)u=~BYEm&JRHio7sVUVHQI$GXs#eviS6$#iq>5FpcGat21#5fqvDL7a)vRYlt5?UG zR<^d)t#7p{S>ZZYy4KaM+LY^E^}1KS_7#|U^=n`SJ6OX05wK|z)FOK+)@2E%PXD^< zmZ}+ z@WP02!G-rmb{%S9gi!MFj4#}x6r;nNjMw1>m>DQmJ`~J~TO8SZRM-oAc>e^1IT16h zp4bb=FtDQX!G}29;~>b8FmTONWEMx6QtnVgkDDxvSsi2xP~KI7)x2i&EI7XoZW~V4 zk&k+0*i@J8FPpv~no}hvALRIgJo1qa#5tHIL^i}1P_x`X3rst)f^>UijABnD#z40z zm1pC$3N;)Wu?JCu8dg{dFNkJQ2l5W;6fVsd$KftMH^grhnEp`5HD03 zC8;K}usFnPD9@VB$40hC+?<{UbD_6Ynr$8q@`YemLJeCGgr^iZ>i&9dAH|LH}N%2W4>^C26QM zF&2SuHQ*r~2kFFvKbRPIJVFg#5QLx~QHok@ArBAUGm&dS?XR?>fCh=h#pCb|Jq!BD zy54oG`+;v+|2kb>Aca6G!SO8w!w|PH#Ditw=ahQ^58}v&Hnx!KPZ!76sHXNoV!?$i z!~y9jhVmmGVF)Ex(Xq(}`iZXoouT zF6b4%p%!_NaN4=Bj99!O4UFjFu8m!oe3&;e#CZ8CoQ>}{lp+pohrC=?tOtC&J;sZd za-*PyggnDEhMliMSz1A?|gg z+U2VjYd%^Xj94eh-?1)*AH2|BKX4(`)ldWNae;>~P-FF8FhnWR@C9`!o$1Lh&LrNU z4sxs`7*X$p8Vs?CFOVPW{iwbgVv*z+*FEh2*QIADrm^d<(u*)zyS21yyA{ibd=Q2& za0Y*HmCge_MS{8y+X4`qgtvPGE6ayOOS?1k2Tr32d@#YxGOf8V!D6|MM{u@#sDw1A z2YgrsHh8;^=&d;5gY@%NV2if_SsMe5eC1kcWPF2R>K_ zUho36AOsR|^IW)lW+P{oJ4wP||>2ctc>gSSKRKvSHP+ekH1Act?@ zMS)3!;DEZcdoq83vwo^R2lSixGnHDQKEm;Dk4L2FUZY zWRyc*I|&Dy2mh+F74w2OAcg6Og)gAJJYWMZ2nIcf13xQ9BC7;4RFQ*dKWgx>Hvq^j zc!X4&jyIevyE_O!_yR+~J{h#KCj>~qBR@ZQ1OGou!a%&Wcf7nxxV7_3J~hyTbohpG z;D(WVhFkjrfZWI(I|fYL1V2kPZ$l|iq)Ay4Ma&_^r;@3A#EDxo2Mh}a2NQ%!c!b*O zg$AiborF4eI|zCBMO?JMCu_D`Q%XLez&+uDNtlK&mkl&VCj9rFZyfU|>G1vEGmd02&y;{sl2$Dw?LPWXgi5Cm77N7>q-qJ}rHwgH6BVr)#crGs8q#lRB>Ksp^!{DW%dXwbCoa(k#`| zEv=MThy}yY&gXQnbl?YOlgGZo-SNH-ko*h%m+$lC=_YtiL=g9DX3H(dqQ z3m^;>gv1z!Yx9CMP|`^-%zuM7<^s4mpR^)88qV>mqQ`UUL zgLlA(K8Iuvup)O-V`1(%Hmb|SL%Ni0( z>y${*6HzH#gHVS)LCirJ6w9huxO800J;+A!Kr!)^U3pw#S1Mg&)=op@{L~Qtl0gfP6I|>@1@>1HQ?iIDHtq;2d3W%rr-*;;0yMt`IS-u z#^Bp*U=Mz&{Ow?%s@?|PTrF*s5mw<9X5kjrT@7~O7?$A~rr{d4;Ty)`d4=H|=HVXp z;U5O#AQs{l-r*rO;v+`lBv#@jW@6BcH=jO<2aV%Ii}+}w&Odd<6|P@J?7&+_TxVWWR|MQ zK_=uvHsnJ_>4G3YW2$LBy6I!eX^V!Yl{Sxp_UZCC=%D`Tk&djPHtLx62zM4~l@=?1=3;A- zhmc04sK%zL=IL-E>hS>Tdrph3CJ(R{53wHWuTE;GUTUSzFS7m)f8J?)ZKb!i>8u7P zw)T#$R%?Q=>(bh5O6lwFKa=FCzeX0r&JKS@Y++h#25RhKdThEjrpPV`yhiKF zK5Fiehi8ygrbZN>mIqlCZPE7Z#5QZe&g+4oY=c~@PU*Ve3O@BkKA3lFFd&cYM{%$0#4f(sadwZLuC1fPO<1<`ng zW+(_^=!D|BEl%iBMezqtNW1=4kCir+ioPY=zU|tMLw}$K4Pb!_(C`?@a1Yoo?EvbQ zGKfmhZVm5>3df1SF0-h9@Cx4(>Hc2T_J9$Rq9YoydZnqEAaIfGFq@I;v&;Uc|VoEs(d*&%5)$lFnat+^`98dB%*@O(=aQ_S{ z1q_-C`OXe`Fa#E0ZYQS{H6V#o;%?0L2p7aXKFBg;;e#C2gGwj}2cxi<&72N{5Y z>Dq#;(ItK7_etL-V86Fl*YFWoubc4nQ~&j)hIS2CgIb7zEhqVuLiUu}1PuUknctIO zIA8Pyca^&EO85pM_|mu2faSIzoOgMa680@00XO%67?5>!H+h%hc4mJmj!!94zW`}R z^{-wjYv1y&h$*U%`fmUBUvH^5xBw5(b?VsibT3~uXZJUN0mNA@7?2;6mS{Gavlu|L zd>98U%OiQBp(mg5IB zaJyC$1Q2U+ooXZV-nZz#n{# z*CwjJ^k=wsY6u1o&?@A2dfyIpE-xXozxHNFsh3BoTA=xSV1XSRD?X?N>gfKQPpK_P zdN=nzPalC|uLSKc`jt9*Q-6-6Z+e&4`j!fNsn_JklAw!S{X`O6)-GQj7cN+A zS&57V&KE40^{a)`#g~;PhY~Gn^eED#N=5R)$)Zxxk{j8n@g&q_zGrFPe0uW*Sw22i z1#uc$@XIom?b3MJREdikjc>eE`ov|6Ieusc`uUP3mLV@6ssDL-6Km2JPGP_J{bpC= zNU3I7Y;rMaqZdd1+{tiyIp2++E`kvp@{`%p)T&prHrW&>RHBkw)2?m%HtyWIck}M; z`#135z!NGA7DFD35z0rzC3vA?)}h1|@@c5NRz5>4JT$~UaW+ZlL_DZ5q~QiNKAZBX zd-Dx?)`~ZRZQS^6#3nwK2v*_)68a4gl|qnyO{oJNc+)Aw5JU~#AP;;B79>v$7wo4- zL+fpEL37{9R#7kwHl)UT2v)?Phz|Z&Q6(3=aZn7)4d`KHMdhOn3(#COk|`{_;!iLv zOj1t_&2h1lIV{BDk2oukA{>-OeWM1IR6=HwR5xy+qyJg?yn#o3arh@zKV)^84_X`L zQ%M@)h!hML!3gukEh4SM#Uy(1^~F6Rb;1QXv81t5KYA$ES1&BdBb`zCurSRnFpQIr z7l8P~h78~M^T|&4+z^8~{_sHrOhZ6u2n_s0xhhdpR{5fAtjanot+m>EE3UcLDj`9} z5p%OF!dJ=`EW}{Q8wWna2ZYec!z*Z{5v0xt)vCd4e-mvB zpnwD#qK+CY9N27R(4jbjbq+mf;&%>Jg5d?5YVQP`JT zg*8@LSP_)wMtgMOyLz_5~V;#<3%#HnJe|5TsU0 z4-B=iM1&sv*pR3{tH|I^40upO%q=UV)v~SN;k`HCef#}4;4O3Ot32u$emI1}!W&*i z8;)Q&goQto;l$3umybO1+yK}n_riDXL^pUBmIfY}?p?VGfgXCg`NU$n2O2Od@P`#? z(9j#DG_*x64tc9OxB2jU0e8eZv|i=$P84E_ER258>IW$-BEtehhavKpA0(OH`LOdf z#_hNuP8xiuxylXVz_1cQG6WNgOf0xyL;oCs2bZPrjO=I^Ib6iyRwX#G9x|E9XK1>c z(uT&8q8%-1ORL8h1|k-zQLPqm*+ehUupXgt4NHx30W?JRf>p$U5&M8aS_q;B6QWQg zZp%juO7IgHOv8Rq(whx)sKXudu!p)DTnxTZx*=*n10%?X;%H~Ni70G9!@I!mwpY7} zw1-|Eh{YDR5RCSe$XwAgi0BHk1&9?SbWi; zk|pKQ%hUX@H5YOrJsZ;q8V1C{qjWDHAlwM2T%ZXe^$avDyxR+7u#5WKq8_MRiYl!X zt8=omo$h=mJePP7<2)k<(9-}C5k#ztd}EDXa>x;rClYR{11FoPg$IZrk5cgAJ%)JR zgfhpi%^hxx3NfQW_?RsST@6D+77F@)5P9+9FSLkJ={Iund{ zz#t9nm<9}J8PAct<|$FZ3jaC0;001pgBNLtpzFRciEkWjfIO?%0a?P0G^pVjynu@e zy- z;71GFCWGvhAQK-3sR!F#WAO=*fb6=2M_WrQ-!+zz2F= zBzObE+;8)-2@f1d9wRuIIt)?MSQPTNzO`vs1e7hImP@D;`Y!Z9lP;2$H>2Bt8qa=M|Ap=P;hp6FQdxYsgfO{&PN(8u=BMx{wasfVUu@*!io;urx z9W|z-JG}-K_|l-xDMUPg9Y}LeDVXaZi#H+^_HCq3yNw0Oi~=5wK-WecY)w9l%@Tj~ zBiKWcHcK$J6#pEG208@NFl z-NgaC=N2W>k+x>|Gum~YfbUzg>+Ve{sQGe|%p5o|S9Z;FuJfJas^Aj-9Kq*JZ`HM2 z=$XE0$T5C#6y5H4p1yTKW}P8b8-3^z=XKI2%<+jI{pzsxGkB2>Q+4>g=3rI+S9y^}upz@r^YjNkL( zAOG9POaI=xF0VV>XC8OVuV(X{|2*i|UG@kwel}&7eBUcS_S0ut@vN8htAk#3)n|_K zv`@X{ZJ+zs2fo*#w~gm<8~oqnocP8+e!6+@chl1zxVTrn?kgXC)jxmt&A0sQb3gsS zZ@=`HNB*{FP7UzWX8hzoKl$be&FGJgZYhw z27;goo}fC2AW@WH;h>-kcHsKGpbQ>P49=hos^CzRpbfrY4ep=`;-E?Bpbvsz4-TOR z7XP6Uav%_j#0X;GK;>K$Iw1*4Ar)4kt!xVt8sRhe)=*$!62c%CcHtI&ArX>c8JZy& z%GOA13pJo22WDXsK0`35p-6b48^U26x}p7r;Ym;f9Xg;qWJJ#8gCAC5ApW5hCZZzt zMsUS~BR(P|MxrD};v5!5BTgbFW@0Q4&LmCNq)px= zPUfUe?j%q4q)+}NPzI$?4kb|*rBNOwQYNKRE+tborBgm7R7Ry#P9;@VrBz-fR%WGE zZY5WCrB{9>Sc+sRj3rr?rCFXOTBfC1t|eQxrCYuwT*jqb&Lv&erCr`7Ugo7LL zrC+`!DWHO24klq1rePi?VkV|yE+%6(reTu8Uq+^6P9|m2Wnhv5W>%(VZvQ4{cBW^3 zCTNBxUUDR9>Ks30LKUQD6Es0;wx(;YCTvy#Y|bWYx~6U3CT`}YZtf;;+U9B|0cr9B zA@qPOl%{bWCvwi+J{$rQSiuuSK@>c}6F|XpLVr=j9YU4Cx8a%Z0&<3G-r8E zXLZ776l5oOb|-gcr-LqNdQ#_l#^;2h=X;Xpfl4TOQs;MOD1%196dVC*?q`1rD2k@2 zik{Ox0K*hG=X!3Zf^z7LLgy8Pr-OQ^hrVZpp67RJsC$BEkXGn~7XK-OPC*rH*+!bE zf3B#LJ}H#a3O}3!6|`q|dZ>1WCwWF_kY*@-&gX^VsDsw0cp9mZqNjU`fj6iMM>1)Y zzA2o-Q!LnkIUyuJ=tC8#=XG*ubUtX7n(27br*;}?gvKb20&04q>3CLw6NFHk9s++h zX`D_frFJAiZ~+L2z&j-5oi@RT>Zy7*Xm=tic8cks7HOeosiGF@nNFyEQh^hs!=pxO zrPivg;tfGK)hlQ!r|Lrvgz9#BsdZj~6i7jtlB%d`Cyj1tjGii*ChLPDXnP9jo<1k7 z>L;Y0=&f!mx6%qhd;_lni~o%)xt6QB!qhxSLls2lhf1e&?*D1AQh~9ODtW@FvWBM= zlxlf8C$)+vcv?ZTMyQxtDHJGyC%nVCCal6PEW>6_JV2@^&_lycEX7u=#a=ANR$jN> z8P^of;K3RdZ&5H?96uOz*1|$s>G6JtE6tM z&;Besg6pOtWIyo3DNKQ?QYXL?D-vjdY_PT}J^(`-Oe+*n!5G*99gG1TcmtlYE4>aZ$zB14dZ!dr zfxJpV*ggTkA}J+ggEUaV*BDq9=EjtQHuneR^jTpo2cNLX{pW;#vU}D1j~%ZHo?Rj`rz-QZ15dM&)8I z@+NPW2(3c)LpB(ydh$S!i3C5`uIid;$%=t$VnHjkLKPHi>_$No%z`o4Lng>8bml8~ zDgipI1V8LUCID}$=IGoi0h{jZwJNXvW-gjOjL@R_!XcIWW z{bFnW?k^1k?K%Qv(b~eFT4%A2K{*WDKD2@s=>KS<;%pUAf<5d5=~8btH z29JT>j)D4OCl%O%KGd$Vaw&9b@FjHe42Lo^H}fJEZ8n(lDJ#J~bnX!Ese4+1He<4O z?yff!?VU=)6rd^9R_hZ~!5zfI`+CFos{iT}*zqtQg3>Bzz8)zR%z-kWtuya4KRaPR zctg!{XB8-c9aus=W2k$I==_Q(6%ax^=)xE@fgE3F$;v@`YG)HTg8QCBJ4@>mNP+fN zK^uH3gh~P6MkkV5%JKFyOSkm-m99PvvCTeb$wux9H;_O z6Ko4ptxq=r9GEW=L+BGIfsXXUIf#MbBJxjPa(sU26cqGoRskGv$x3TAVHY;fQLsgq zbM9IJA|t|`>NLMr!6_*5IY?-A>i@LOisum+cBw*V6$rB` z3o%VAK`|(COmpZ*9|C5l?-VqF5?Bg2uW~tmr_*ABJ`e(UYOpOR@je&>6+E~YSiTb9RC+ z6cDS^(t#?h=>Zo5B~XGi5dXr119iyKbQNR*FmP=c%RwfL0U|`h+X4d>7i$}|0r)Pc z1{<$&YB+~?xj*Iu5ez{Zh!sMv@)QhfiAQpkOM%lifgHfD6j(w6Lo$AMsTGWMHjr-V z8ZF`4@hM2d-NFGO04`1Ybdb}5C5XY06E1Z2@i9w-LH8*Ykmz`OvX@`_mlJ_G#Wp|g z!|Ni!bzZ^iR)HAAZ+EV+bh_?C)AlrkdMkk}{!{|<_qTA>SH?%a^gAPaQ zEqiDcNO8!fbcS0xrYCzo=EHSOLOHBq#zwoe`&~S|F5s%C)4~Bdw8G;yXe6&Xma=Qf z&Vf9<13jR_o2zFP@c#fbyu&-x!#orNA%rY{Yk?TNE^>Eie8w^*)OD2(^e#-hzz_Vw zKCHn?EWszd!Y@3-W2~|dA}@@h2;`?h?gLoUC_Fna(z@$*X78K7?k^|wjUV%?QyT*B zaTG8rCy#{NTJK(;`pW|>;x>UO?87-w0$}TGr7!ct_dGpLLY>&DH=M9{GIkaGHvD!p zP48|r41J&Pag8H)u{J>#V7S{7LUcy5!4k?6-zgp7`-2kemG`K08tmxqgA#N4L~^;$ zw|zE3Mhpl;ub#sgFR0PuGX)z%D~v(c+OZRWgLd1(pJ&32rh0^HfxS~gIgoAzhwv3> z@E+`WJj{YDO#iUk+JYYYDR;I3X0tgHa3_D>X)(;gTpv5nyFKb#A+wKw2k3#?=VJwX z@p?KfK2uxKq5~YP<`Mj`?U!&BuXY;%gRvsAF&wZy&;i%RE~7sCD31XZMhP5m{3t!FqU4xAj~_vX z6giS)Ns}j0rc}9-WlNVR_Z?CqtKUnTH*x0Fxszv4pFe>H6*`n?QKLtZCRMtWX;Y^n z(J_PqCI5<)DM}pG6xmNJNUpXRT6s8DiW6}$r8Im3<%yOi#r%0=7zK(HA>RyAp*xlD zRJBj4z}d&OAHRKL5JsWWMATEqkDtbz*%fkS%a<`{*1VZ>XV0HOhyJWji_|Mqsub%= zxnw_EYS})dTK3((OjQ0pv6`iyy(tgNrqd^eVZ*+B9V!8|nja!5QLa$IB1?32&ys0c z*S?*5ckkc9hZjG7JHOj&rQ}e8&L2Pb{8*FJ_grlhEmELRsRF3Iw<-(Svf_y-oG`~W zD)MWBzxkwEOSY-1qQZ%3Lh2_QD(-9IhL5IjTSe9e!3!lOzz;Y}3s*;fzzxIaMqyn@cDu21+=l&`-wI;@bz9 z->k4=3On?1572&ETyh~w5-n^W_-f(@9XMW;qKyEbxI&6d&WUs@_x9OGA8!Vu6Gb*v zZPnFRVU1PRSykf7uzk?+#+E7^ssanu3Iit^aLVawA6uqq$j~Y%L1!ByL*hrDR@#ul ziYlBq#=UZ$wG+PFvJs<-Dw^P7k9s_^t+Xe^LKosOI;v0~OP=eqiE{{Pq6#tO zXrhTRRQnjAE7qE=&le%Sq@ZlZcsOTtCCn~h>-7Cu=%I-&+UTRr!)-t<)tVv);^w+a zlS-vol0LQuoWcotMA|1Yg`|*U3Qi-;BA>jzz5)uh6OLjgd&EeqFN~Gb@o39}zFY6T z`R?0q5%-CkF13*p>%OoCR3Zs?F}m+Lzo_DYx*fCh^tap)QlgiA&Z)xFgT+9C?WLm# zOd9%PUh4@Z=CJ#3rt*GW_StE#-S(maPirp#*+TbljHOWG2(1b_1e4GyWOeS%}-zb_1UkTpH`H1Xe?iuf37Me zPyxv>Iue_Wz<0uAj4E)63N9KSdZ=&&0JcXT_BcdB>^GPD$pUUna0t5S<%sqv1$`Uz z;0Hk%LRc}15(d+YRIGx9Xqc6F_OZl0%8lZM~|eS1u``u z3)`6CKKQpg?@8elhB-$QX4V8ccmo}-6QNEzcttI4k&9gnPhsNW4SVovA&b#Pd-zcf zXU!u-()!O-q)>%fv<6?0oWfFveWGD%<#lbFRcW|;0+3^sa%QG`%}hK$IPexM^~*qT~Oc%&DE zG{FgI(%%@*B?n7DXdyv#LOQtOk6#{hO)~KrJK-5md3w=OIipv{c4?1`Yy~CK(#0&m zvCe%kZ*bT`rB`CfGclZwoC6A8H0LQvcdj#{6}9L^k2X*&y(kOsu$7_^`W{NPrZB|Q zq*0?v$rJ4OlBk8WB?*!qMg=93z=HT z71#!xzRrQJZC$HdK^s~)t>XiENJ9xIx5UIa_Be)Eg5u2 zaU0)Mu&@i(@F-cH5^EIJ03D$Ybr+%itZ1PdT@=C9A2#5cKje{J?QWO5-SzHw!5d!j zj+eaUHSc-Ro85R2;&7!?f;8Y)C@W}a9{GqzEB>P;TK_ho2lN0hJ+ z);1N^`FFeakVA3sL(@Zyg`5gvaC$MEVGVDX!yWdpcpaz&Ph9xJB{uPiQJi8Gub9Ox z&aQNc3D*)_my*Y_TJRj9562F5cot_4Au$4Rp&ksfu+RsX+n163JL`f#0l2uNk6QJ&q~L?lwTqNFaUYdPK?+^4i=FSU%SR_X z00KdbBp`OW}c72m=I$_y}C{!3GeBV1bzQBNqBL+3IYyj=^Kg#?BV6nT zaWDtHYrSrWrlNoc=77ZHAs*spX{KNRwM4OYLA&T-jN}Jv8bUej;c*^jO$W)a49!r(LTtp&a1Gh84c+h!Q%nU*garWzu0X)5JYoiG(D-fx zAr1#!@CTOq&?>56A_}bvcp#|?f)1PvI7G|>e}iZ2pfnglWBBSmo}dYYK-U82asXtT zJ`nzDPYy}Z@3;^E;mQLh&L8xU`8Ev;Flb2@V-66nLMRJj_Fx|b$Y3b&+Wg~Ss(=n; zQOoKPAM3;*U}7bRpyFt2KuU?G?wh!8PHM6rBIu^UY>A4DJ>STP?w zpjdt{A861O>xy#rEWr{EL7Xz7AN6h&y>TRu2Ci5j7CZtO zJb>)-5FPgr>7+pno?r^Z09eM2=1z(ptt}_rZc$E3QXK4IoIn=fLm#&13ba5B&cW`s z@$yLWDUaq6M&KLL!3DM;AJm})D5MpKX*idBF$_Z&@QZMyLl-Or(4v3|oM49ZK^H_p7BKVc zL~=51^EQLY4yJ(7bjj_qp|5yA8y#aG>;OxUz8j|xUcjN~iA0yT2Try>(O>9gk86g)U(>xvfQ120bZiIP?Nr zJnm*3hFOZtAJ75&N~f?I^f6m>N#$@KRDllQ;1tdwZZZcI2(B;)p`4lk4u0MnLd@$u^!Z3ruiNgSI5z z$6z3aKX`6vi#BVU!qTF)c2e_0t@biP(4nd|;Z{~_(RQcA#D0PZEHT3v05oxKp=;$6 zYyZ>sZYM1kmK-7FAGnxF`p3n}~vAW`$MigPBbz-`Ue zZVxweq3cV>01hH|>->Wk)iql50TJj04sI6T&Q^0-H}OOkWs!(Nl|Wb3={?Goq*S$V zTX%PztssOYb#sDInqV!WqX}m3NcI67pn*i+>~|qA^+bV9gC!b(7pGR2cd>VvdV@@~ z3=el=5zUh$qU9XSU}HLFnz%O$y!S}#p_+zuV3fqK=+=v_H+$`uk_rP69)g>y_a*G4 zuVQOQCb2FOh#>fZ4itg}opDFRW`9*7OBaH^2K9a^7`h6gFw01MeL|I-$`dfuAOFlU zf}CI(q-9g-BHbuwE}j5;v|xOcaDpp1hTH0b@l@TuH)TVDG(=b&48w%o>rq3HmZ+dO zH9~_`6mw-biQ%a*C;>T-09%J*A6z5~Py-I`fr$a635YCO2GF72q80Y{iD6iY$#_=v zAro@+X}7L)PxsT#IE}YLAB6FRazq~}A&uv^i|V(G`Ph6Ug?X3aUFd-|3IdS5LR-^G zkn@;+k+_c?`H|IRk0E)IDS0y_xsowClOv;%HMx^%=WloIgCVb^K#to)IXiC`%r4oJ zA2c6=AsA{g@$^9y5Wy34tuR#Y5`NWVW&sf{0Ue@Y@z!_Of*BBo*~oO^^#9szm01}( z+hGLqKn+MBmVwCvn--M{!bM)h3265tpp#~juLA2O9sIQRJ*_gSRuamlL zKppD}EFz=|GzhT*NeQ|@M_fY$fkO+1p>1kP2$tcyiXk!ht)#*0zD@`V_{*auI;JDqVAW8j zZThBhItLkAB=R8!929@o79sTGo_EY`PF9C>VQ;OXwE}u1^x=5uOrEDPzl?g3<7uIH zS~4wd2%fc=cvK2B1e-^R&M2fLtXX5QWFt~EOn3-2WCWe*U}n}?q5nBKtG^Wt-FH0H ze;fz!?+tgyO(V%Xt1{9VA@htf3P&oHID2#UnVn76$w*meMfBs0q7;XQ>}U{iC=u$4 z%8H-+=l;LP_j}*(=ks~JpRa~wB6h;;s%6}P6J~VeMg4K7+rN*QBS8G4k|LtNfAH%>am2O!m5&WMr)Km3Xz~xG>wgot-pPdVrJT{u2aUG||E*E(@VqiscUfDN zx&6>hyWS=0kzY~1&(5Pzk=)>@wwRrqsGYW?qKt&7_RNm>^quy6k*M6L$0gT-i*_DY z@Ay|nJ^An2ajHt|JMM>VQLWsQ9Ua>FCQ}O2!*&;Uo=mA2U)8QKt+q9;vz?y$$S$(s zV1BT7IzR0^`x(`>-qAU=(>dGmY~4TO&5qo(zu zHiBt6-(>$dXXorElCh(b=4#X2nj<1?T268QftS{M#lBar`|MSF?gKW)*`B+Z#@9@H z;h6o>Wt!Xl>5CS&1AeU;X}>z{1odT$v;$B>?oD$xtX&dq%s{R?y>@K=$addt6+LTp zRIB?=6x`?Eqv*ljXm|Pa!8ZG?zTLqVtERKJYw9}s_%Vmi0v1_<{V$sYFR{fH(J=M7 zA7|Nz8lE=n20wo4;SV!bT&j>4KNl+cJPIQgr1?VA6h0>TEb679WDkXiH|F1ItC+VR z#y0RhB8w`_xz5$`ZNHb0pF_V?7Bi5lar^gl$w?fuaS|_P;PTSmb)i}O6+G!%8{U}i z{PHB>y81p}d(;yT=$*5nVXsU)bU$8KL_1ym_}{;eO(oe1aoCqX`7g0l*30?+5Eb;| zxVAwJbxxx{Kb#_^C>AEa&#K{5l~oqxN6Gm{_oq=lzl!=(q9|2cEc9$l*3`&;=ceKH zx3hly_F@fBKMk)t@xS~e-T&|1yJxpLk7&NcI&CCiI0LcjhNkM@$cfvtUVf6$`Wu{Q z_q=(o-(w43OY@6!;rVmG1y&6u+lTX(3TPOh&x^h56+^dH@Qu;ttA%f5%eq-+;w;M# z6_nyW^%*R-Mdsid_@^HgKgN@ov!!cj6R!R z`L^~ns`ZfDuM_*fe)|7rW;e*O8G+?Ox$?N@mp2PE-}eyAh< ziE-DKEYH`b8#_B+LO%`td91&CB0-`8BuJhcmqYKqxbd&3g0T6`N&E-P`H}c{)5hU1$r`a7ok$s zmm{-(?ygRnN_Bs};bTk1&wHcg#**&SLanu9)#r<} zVt7u~y}fT+fAyJnbD5r&O%-Xbo40bCE~wRj5pm{XFVL#mT(8@ccD*^9Ps68T0cLWh%NN>iP0R{vbI zLiN;6T+*Mh4?JUKD+*e;dUUbRC0lQ}x)_c}@Xcjk`0awUB5iz5%yC{@a?P``YPe*{#qy%WTnQ2WOKcaPfH4xjPnd%kITN!)6{A|E;7kDolg%pT0O@&BHSr~5Yd3%jm159=ZQ z9t`cDJ?HoEy|dQZ!;k(0|CLRKA^qFu&u*=?FP5e&)pbhU_3!xJDT3Ee6qQ6i{WFvP zBXE~l6wtM|horE;*z=Tbm_!Dphv(!V)8ta58d~@0mvvN^T(z`iuW&%diu?iB)qGg+ zaGsT(_|iq2QxZ?5c{LQDvkg(XeULFUm68!WTpy+amaERQIcGdFZT|}~n6XRJ`}jaK zXH3G^Wt-jQnQJ4eMbWCps5VNa{mB7OApw>A zJgJfNJ+<5{gJ+|wBN|P42h!@fznR#RYF{s$lZ_Pl-1__}+8V6S6?1`Gj+VV{p;f(4 zzh(J4J9YHjyQ?=^%;d09Ly;?qclp!}6{A^P2-(fbVg#N_N~5cX+`=NoXe90TTeebQ z-jh^(yw27%fcUTxE7Z|+{c0)>!YyT+ zJF}dUwi_UA2q!v6o>R>$J@{!xGsA-aLAx$6dhs+J+f{h>`KoLWU-X(5oP*pYjEBPO1k}18;BX`<-P~!s6@M6qNHM9 ze2Z^KC)& z{>o^a&^&K3&0tec`9=KOd5Gko4A7R`AtD5cyRKL*2Z44Zd|nX73w28!eFOR$N3-I( z|6HW%Yn%&>61g^-44<)X*3!yG&?c(I)7T)T5NAX)JWK*i>Cr1-DMf=!6{9_MNwC@8GV*DHN*+SjguJ;FSI}7_3ep?O=&d#EmQb0;Pw!9!%*xg8HDh*R-wlji4U;OoIXQ?N2HEo zw`!9Sca2x+@2{rBDaw+h&vhM_YWrkpq| zt~-8>a zD<$o?Q#Votf<{iH1{EP^H)oC(N{xQEFn71y`WD`$D}M*E=97EtVo&bw31*yG>rBPx zgeP!+W`YE24snj!BhbK1I+-zt@}c&MerKlWqvmnx)aNovO=(sc^8)qM7mEH(>5ixc zp#kbkwT7n5fQ$vv73wRU?@ie^P@nP0h(2Sb=A7(|&oT-Tuh088=a!+q96uM)Z`;tE z-Seru%!dfD_`x+A!M-fIZ-yOs+kR_8H^2;9_bY%B!SiowA>oX(0B#!ObHy2XiC~R)+AS z%qJ9v0iR$xTv&;>{O`-ikA8FTBYmSODtRFECNV{XFgNp3@wxLqM2hrcceWFwT)I%m zNauMb-EB1vze{?4WDyh)X)h%VjSDvvOvI>?D<(MKQ=TLQ9rspvdU9v;PrQ9#vP-cG zn*ANF6*R|leKbMh&BT5EN8KMHR_DbsPQy;jmj8?}P7wdu7p7D(hdoc16lowOY1}f* z*3L6H{Awaas-K;CclN2oZyHQ%f72R!y%j7tH*rqWevZcrFFnj~*8*%Z+pZM+MZ z3Sc&7kW)shk9f$IJwcf;NU$ZM&%7B>V4@qqo_^~ChF&*hfx#1q3n0PEch(wa5#>-8JD7NEI3MK3kvC$r|5Oz#EKNc~8UFRhH z35R(ycoN8oTOR_#$*^#8oRw+XMcybxT-4xK*!C#)F%w2Od{C1Ib7deA%GkJL@Fm<$C_?{eCt(4m90fBRQ#I1}b=2MZ#h+%ypJ8on^=05>4@H|wSjB0VRC zyI~Y7ZI|v!j)z;v6yjp(lz@)E@k^Y9B{KXm8{KP1;!^f0yN!%HmZ0>3KDrsvK)|}O zVPo{@kF_}#-PkZZ4}ur##>wfWP#cJFX(?%UVl3hf7H1N@b}5UI40|;i>JtvzUW|78 z0C)AovB~h-!`N4kPVNGTC?uTbDAv&eOFoEruH zp)JSpih%Qlu(<+*xffCH#B+*A9QML+#vcM+ycdaT!pk4OZPq8W!zcNhc00uei;So2 z*x-JT-X4P$B$@Hgkx*6e+sUsBt);j<32~WncdQLV(of&Hop$HW{X0dk@02XxDdWCd zE_b)m>~6K!-I}z!_wV1We|`7A<-3jCMNM)=EoMazy^7k>iXPuD>UdrBY`Lh5ySQ7f zxYw-sg;(*bwBpzIiw9m84=opuaF@K1D;YN{dFNFkp{{;07&lBr7dBzKStkjJ+G__F z+JeI?78&J)eqqPEMnl!jVY|tQ00MV(KDLikS{H)6bpZ*e@2h*Pqf6O#A10m5ApiuB zgz-WSlZ6gOWYHiVE~59;L*Xf!Bbs^mHy$|j1-C^6;{e{=@gsXA?n4w_4haM>D&);U zxA-AYQW94=8erRFWFGDMA+hz#wqhkvm9*E zsKz}Cu=z*esS|`DP=$11fbc*T*#>5;QcqG>3_>puRr**evJ0pKM(;hVwp|sSeHS|b zXuhRuEwV*^5j3CSD%VIz(gJA>zmNIHQH4a}im&nvF)fUVpg}z51KS#|hF)M-T|ADh zXK}X?Yh0ngU7~&w3$#l@Rxu^HBr&q8_p5Qp9=!TDf{Em3>_ZNBBTy~div%;cFJ9o0 zIGAA-RvS^)WYw8N_<%-bgKGp}fho+5tAuGusrFx%xuE%h0Rc0S!%nyr3R=bpeWX`p zfPr~BSGP>8`A$RwbtQXv%v+Mm5J&Y;g7$_H`i>Fv0}*6IyL_XL0P{wu69Ee~s5ncc zn^__M1oaOGIt&=Gb3*{*Jx;SS5>UNX1EDZaGAa&C?%zEQ5AlG!FaYJCGlE;? z<$;Rd+#u$D1(*naa|Wt#&IZn`pyC13t13+dV2I4aMQ>J60L7(hm*87X1~8`-9s)Q( z<{}nKhu1eXD^T>d*x)0hSk>)E02^4}hMS52TL2G0X*C?U=d#{*x!=K`r}{u*9Ve;K zSBwBsV_}q@>PI9Gz7@iN(=R{(g2@Wd9-;=+^@0`7waW1GsNK{)j0Y_8vE1~F63k{X znl_f%4CbIzZ?-adnh`FHTn+||2XiSyi)FA77H~l1AHaIQIS4pQB@_VAG;NhpkmeFL zn*anSKKm%5^F+J7k&gWifRU`&RSJN^X$=v8}LQ_ zCgL0paN%p*e6)aA9PovHDSD+!wih@|RISDVFVqZHSb+6KOYmryWfibCip6md69DjX zfeX>^puqygAlu8=c_7Sc*%l0v!}FKie#~CQiw+D|0%AC=Dk4y>ZD34!AhV#eMa1SS zG~O~+V2S$~h)T%`->&@l(#9o!f^HbDfL%>{;zcJdI6Rw)cmH#C%k()o6E3kTO- z#b6Iyz6~^#1)pEwveSABabdg}M*s&b`g5~t0H1YJ?AE@haXe$tou z6k}7zy+;NKlCZMD$RyP1#+ATl46T_&?E&&Wu)V|W9NiRbuCfLI0u*G- z2>`g=UXK3ZcD;rKNV>8Kpe$_zehSL5zJD45jFYf3zAtg3$i<5o?n^30qdljEZMOhW zF3VvH59;yZ0XVhegafDXNn{T8FAXF#8X#)~k|Uqq;(!blYM6G#Sru`&Dv_%5p^Sr`)g(AOIU2u7v65vMv~_BJ3eLbOQhen4l&O8eli_L&sGt#_I`{ixey`vl-rB-VWj6 zp=X&6!U23MlxSH!x)1y;9+?^7Rxk&-k7FN3tM`m!=T=3_IKT>r+hX9YnRcU%dG!{N z$6D;g;OO9X2R9i1P+;`vs@u>%dL`z|(5k%d78B^X#>3BgGjVY^rK35X$9N?8`SLl` zb0QCfi2A$wydU*qp*;jbA3D^K zMyLM)pT<664RoPJ2B>iWy?VHOUlF^&#_-UeOw%zKCSvQr)7E__v*7TKgLsPcD<%(2 z^XvojfB{tb(H8LN84;bSi{6Eu{#x?>lKeY>{T@eoTW6BDxZyb-7$5-iOrFbV zV43ylEem`QGCETQ z%-&6J1do=;wgBsYxCL+{Tf~EV{`DS*yU+p+!W**^4Vvgzr#;oJ%ua) zGRPl36wi%GgGAqc;HQ^WF+i`b537E=%Jq{=ndLBx0|Z!7%jZA@2c8+8(<%oYnF6yJ z&qt_F{*&$Pz|gSw6aXa>PJ;<3Hh;w`=n}Po51cU&6W|*M^AaYg#3>%u*ZA_t8tB$aj%_(K*Kh}JfS0VM8J$`?0mu{tEu2ILhVh>(yEnScfAw468M zIRygdaI1a;+Bn=-&)HmxR39qEHaq~Da435Kco5qj%tXmn-ouc5?>MLkQtpk=eq~Vf zj(h?YG2W+rf6qro+#3Lzh$uPHuVcY;jitk)r478aeNZh4`>6BWEOGu93dkm+yzqcY zwsi@GQB6d-WVTbkdDq?~0Bi|+fU%2=B60io#zNaM zB$e;p5WK+Oc=9?x1e);GYn>o2NeG;U_(rG{()qD}tFrBc?l=*6eeJQr-B%t7&qj?w zj~?K*aNA8&pj-zegjG=kJH18#E7WmUtUrpz?X;74KBa3{Dp!o zuAVkI)lm`1ER^kqLuiw!vFfLvpnelU+ajn3jTL#>8x0L}0;~@*3vk*w?2q8-&Z0{S zb#P}@{KvAt^Gp!)E_Q_oz0t9!(!bv?)4Nm80_@};NO0q}+EJ!oM;tq^LI8ll9Aft- ztU@<5g?xyO2`l1?RRk{r$fJgo*e&b z#V|<1$XuRMKFG5*Y9k#{Y;%1|JXZ`DfIA`uf_A$qq-H46lca0viGykGCe|{OM zah%j6bCQo`#?DC>W$+Eky?$UbD0}}Y?~roWz^h`z z43?9n)=KNTrOx`>U@N_yjdd#`BAJS+3Vu6ox$47*B7Fy%A$@A&=a8s*f0$rNSa)L;9M z@k1H*p;MuMuTy))!l&js%NLJCufGd-jNSSD*O3Mhq>|&2>YL<5{!3J+WRb8$6`#@-SXT^kzV(T!nVC?lkQDE_NaKY?fszTeWXuAheL~Y<^4aA zzRd&bJHD;sFGIgA)?M21YhNgc^51__QW~}4tM^V zP1-Nsi2ZZ4Bs5yIOLSfCzwF{Lp!wLj=*4i2)!;#ivY)>{UTFLm#{VC-%=n{OR%~Td ziB4jxcJ%IuaZQ2)L~N7w*zDx71)PbdVtZx;@FHw@;-z*7UzVS5!s$~6XVbGTR|G^G ziT=>c2jt+a!3Zuzd9}eMC6B^ipT6%$Z{c5QES7h+E1o_5y|!1O|91ADHz#8etKxP& zubv1kW(Uj7JL*lm$qX#~7BIny(*$2W14vQQPi(>twkxv*9`}lI=*7Q>J+*(|w+_Zt zxrnXxsd3LILUHU$h$sV&?yLY|m1jChjUTI&w zd(aSPcSbw$@ME!{hG5jL5%TJ2--T*J*udrtZ~i#u63O~>nx}yl>lge`F&jGkIXTF% z9L!(K;H}$vA#t9a@a6Nc*r|Pz0rDIBx$KN}+0N&${l8Lkqcn}cQ<`54?tw6o8{k7e zP26@+GpwLrC1^C&On1}3@K7dz+0{I1_x@)l7oyj6-(_Z3v(0>13|jq=BLmWo)M>Lj zDW$|F>YCc}0EN=w?tv-T49@~^F~H>u3>>#5LOpMtiOHNWSc`rWA5Q;KbQI^Io2INK zboY3Q+;$T8Eo+^>a}T27*5}#NKhtWrvy8hu$Y@-eX<|9oYXGT! zbu!bsm3D}G&_s+xu;pv2gq<)wL%zP;9((pub8gam{Xi)UcX5&kpO6exl+l;GxKOUh zX9B4J^PZ-PTT|r0t zNeRue6J^&8GNDfwL`F7Ye(O$|7QXX>zc-6?N)1q9s5r<5y;w(v42fl^NqjFfkaJj0 z#}zWfz9YK1FG-&Ee;_4L-|nU-)dW%dh*A8`N#b#rJMCDEKjeM>g~Pfs#?|$WSQqn4 zVoi$TB+zL6uJtlegotlbVB2i3QEq7K3hwyG<66 z)lY8GkK?!Z4YI`2D@tkcOb~-29IuQ>&t{KPUO7{sXW^^vK9<$@qab-TJDApqw z$n1*53o1%Wa36idGy3{NbcjoFzg`@7Y?A|CplDiUlM8*7bTe9Q{SKX9<59`aHrvz- z#Ya6859ME<4cwL-u<@65;$MMW7QD#SMS-iIr&E|Zr~Aowg47q*$S2 z_my8gZuRR-M7*D-si)s>rM$eON}$J4rzee{6O!O$O1j;1ssG5_t%UjA6mZ5i@(9gS z?*@o=a@9gy2FKERs~l(Yzz9SrgmdrGy+9;dWD!8b{sQp;bmxF6QyQ{V1UOvlA{K!F z>hg`CaH?>doILGh0X>x<6A#l{^O1kjjd3j0mY5KF!AGLsw0+Q1^j+wTlp$@?mL?+d z+xK}UWEF!?bbc0lar%)F2Ob^*;rbT_M+=}fgA}A^BvXww*im5DcB7`pn6}HZud-N{ zl>w_n5c=&zrgvl8Pf1hb`4T4!avM?fKkZbfiD+REd?I#nf^fhd{8WekFP9IXk-j=1BVHT7StpP z^STkyBPNWF+C4A)rK0%N=rapsb$+R*r+usqinuB-p3;j~}D<>D=@I zd5kLKTRLTFHSJ?MLaHFQ!e#=3S>xR!Td5n4Q~om1(*=shwRhN(lN^J4)Qt70#5h7> zho3hn;&`d6Pn>>gb#Tf? zCmsYcy*X9Wa!F9r6v2a)GXp>~03kd$tQ}NgWPmX}6;?36?st zd`%}b`%^60@zZ9h4y3FD!y8RcvV?Z{ZHl<`!?{ygy6hAYyTs^C7>J(K`4|MJ!^Oxn z32#xCk5Dj9QlSE9YpFm`Ukb|6NB}c=AmvG73RuA;Vpm?Fw>cGA0xptO?}y7EnKIG6 zA<@0b7xa!9SFThx>eGv@HRBX?KrGj%VYZ3{oJy)pPE9jx3>0rG#FSk+dJNU9`mspX zr%oWSz1~J#MioCCqH?^b__J3#KSlO!PDS>v1v{jaUaT)-Dl@VzeS@8B+^=X5Ps7m7 z-rO|S$kjL3Nrrg>yz^#<_UFK0DwjPOWICXBfvt5wdzGk~1EvW+Y}hFrAP7O)*R~!a z5W`3`P->FT@gxL5BQsNVG+zo(;ZkIfGa)gFm0-0=D_DYCex#9Wlg$wT-!AN2ed5Il z#F-xbijJG0{uJ;*u!E`TSPPQiB!Slx!uV>=Qb#0^NshG%f}4q*-XMX@L_r~NI8jBN z4GY_Bk{^JNU*p=ei6hc=!|R&;8F9kLCC6P71a#v}DJj8fain&mL!Ld+2nfGvk|XKO zGdnJS+hdp5NsjArf^>Dai4I=vIQ`9}vxRYz6!oKnW%|JRFNg;wB-pE4qRysCvV=Hg zF{zAVy#xQw(n$C1;*sIz32swGE#)i51>-z_S6)YZ!qIGmMW3qqwbW|0B#SdiU2x(g_63g9<(9J^?sj^ZCT-IWDfH7Re9l$mXf2-|GCe zAb+NKz<ZeM;qGaU!QEXwyoZ$ z8Jo3pJ+b4`Wek@vY)cm!K+Q@Z8$6#`BVSI+X~m0tP2vMvWs&R#KChJ1wjX^|7*W8- zBRn*-&593lz)EkYhA{Kg)iTNLhgP4js@)RxMLav0So&>lq$(`+*IN4Fnn;`5t1mkr z)jnQTy(QfazVYQ4hYBU8}fr&$;R*aoO2qx6V2?CQmSY!I}fZCQcvnl2~iv{k(qlzkZ3? z!R!3DnqN*0?cJ4kf<8@4kA7{Ev3C6osFOC=oKhm$!eS zWM*1SvsJ9Psq8dgJzro7kLM|&oKJ7goT=0;`)nru1uflYP@*|i{Kcsxn*Iu>Syy#6 z=jGDz`89{PCrXYl7wvJpM26?C zY&qe@ouvx$#lp~hN=|sWc?VwSqp{A%&*n?}qpO@mZ35?y-(xGzI4k|p)KJ#{%siry zbxTRSKt<0*%`*3-_z^Z0mMeM7rh8sZk8!%eMLU-7JEG_==!o8T7yUgKBF5EVU)IoBgoc^%*yZ?{1EJZe)zRleoLHlDmtZyD2aB zii5kmzx$jh)+5W^tJJ;aiknZTyYH~O-;BHeclUrjcM8TMP~0O($s<_LBjmvSaPSE8 z_Xv;mpk{eQlzK!qctmx2L=St!%y`5eKp%S^G>m7QxM#eQXM&z*qNQh&!vSjOnG)-n zn&p{R>Up!lGriL@W7sou#xv`?XZD^a9pjZF?sZGaD_74e&(bU3!K+~3-|Kd)S7Dad zol>v64PHf^Ud6*+B{N>7-@VHAycihoa&hkpCGSc-?tSx4*%6pwoA7 z*mr2gclf*S$e!;g#_x@|-Wcf{&`h9Hho9gtN9`^e* z<2Uo&Z+6d*jq#ro_n%ktU(oaaZ0Y~S!GF=;|7)!OQkMU6ssFbI|CRkt|J7mtwHg2K z-~E5=`ExJA>yCGnwGhlZ(;NMKZ-uHn0 zy#N490ZC8}+RPyO6sQ%2%aH;LpulfX5ZM&&G73*41=&SGjZo0D6wD6_cAtX72J%V- z@|_Ii*AEo13OwW(C>RiU_(q^mcHoh+K;gzfk*+||kwCH8K=B`e68nL8Y>=cxkkrW_ zY5gD>s~}m&prZjn$8H22&km9+3zBaPQs@d&90@ux8>I9j=;VG70UN9=5v+1DSXDn* z%_{hmW3YNau*QvG&FtXQWx-mF!P;HHIwQflv%z{lg7x=A;wlA zXB@$g#9}tY@<)i(eh3L0YAq3Jb29XTeyFWg=talS zO97#mZ-m-qhh8ZQz1kRhtt-@iB=q`hsKbv?$Nf+;Hq1#P%=u)Pi+-4^RhXM&n0r8& z$Bi)0>@csgFz?1NpRO?9kubm6F#jK60sCPTYewIQH}=D6SZbUEHU1;sCx!N&&r z7MybM4FVy-V15W#90FD1;{ri>bkQgjA0`ycrzbIEPdvr zw4$(#hK!8dF-2v~lgG`J6;)MLPpF;8o^sOC)*|Sd@)1L&i1y}&nnp&(L}T;1Gin;9 z*DTJN8C%-ZEiV;V8ds5Q(ydKpZDKE6u+_2+w6?t-Z%ev-$vpb9tCyXL>6L)1*REc< z?&{-k<(bpv0_Q7sEw)b*~i@XzH7Xt@-SrX5&xD5yatsLCj);AN0EI`|P^a65nSBaz@1vET;j;0KDq zHC!Q&j)Xkc3%O?*!jKMa2?-5}4iB=Y-VLTkdqt%D7ZFK_Y|@LWw~iXS7}a?>is=^B z;2BjE9+em!6|EmVoEsfk6?^+cJj*g+G9e-UQsVuH#2ka94$tIr+mzPQlxXYJPVdzA z#MI2}R9Z}0QE6JH=gs=e^eoSeH_tL-!sz#_=p|9N-d)LMx#v3H%FX?n8)lL>1`uN34Y+^%UWynW+N3;pi!y}LQD@8)M0HToB`N{UM^m%XEvu_DSx6U#?D zE5>pvn=2|S8CCx^RNc9CucM*1s`q~S$o;acx|cudZdKJc*4Ni}Jz(7UZ~X3m&%QR) z(wQH+nGKOmGlfmxnwp*sH9akBdEe5~Qquae;PKd<#|2M1o}@qf+}7DU)Y(|twZ-U~ zuj?9p)%~o!clhh`j@=jkCBOXp^5u)?uLc_WHsANL>R&Ha^e?yePdy)eKR!70bZBf~ zXnc5RW_WnGZDgTsWToWI*7lq3fw2$cG`W-a%IiZp}2O}}ob87U(s@Q9hW)>>z8-THO@?vL8>8d9ZsiTT62 zcl9Dz&rkgq6=+!4g2hrK5tM*bk$CS5=SQl6P^3+gq2%YcJG03~e(A7xK5O ztWh+>yL!dvPoLAF_9P*NmCh6FKjX(2u-U2)3xA~MDC$oi843Cff0DKJ=o#crz-78* zS@7b%^ny#s%KFlHz2ivdKeIy#=?WPpQ*T+(KZ~p724AyPHLpMmUmWRF%Nvn(Luit< z1Z4A*FlSLe(*na%kBXVFQJ_8(vk3T%{pUMhXHsPfJP%}ty;FwK$Tu2=F|f%X7WuHi z+v_+zM4@pUO6)j;w`A^APJ$MZn&|#_a;}&6uzQ}Z;#r-ZxlDG7B~}x9B+=n62(~FbUQcu)_MQDw_?_o%X2a@ zV`>f&cCpJ#mGrana<`qb(nxna1Z7Z82gjBryw_!Tcr`;l%F%0IepzQo91{0(skivJ zUu&O@5e|I)pjH0jk^I!sy85_2gG3)U$y@IB=iV1O`x?COn@861{LZzKAH=`SCbSSc zNX;XB8=0!(1kL64&jmh8m+~LkNf^!!dfuz?OTId)(M$@)oobFY!rc#@fmPcvR0?|bg;(ggdmkmcHmh_=x$2SyFb&TCs7u!U9Q zsrLVtq%k0o&GBsAe6=xK{oe#4Z47sa)grb}iA0Of2v4*B5s_mgI|_Ux0tLHk!p zPhKVH1fp-SXOOWAC%>Or5b9IqQ`*b>dV2t!L0ne=gvRVc~N$9xG< zHs*U)QDrqQw-KQWh@Ss%L<17Se)t|rW{2wX7stdxxkocb|9tv8j&?f30$6}hd-mVG z-M>G&j3cFU!48SIZnV1v1XOImoZ8TAi3l7EY&xE8|NMmOKC%iAH|vXoa%>=K#RlwkmYy6Fp9IiQJT_3E zsvOVvG+X;p&WTscc-x$774GsM2>SQGg@gm}3;l6vGJggxoPWbb|IR3O{N!;6u>w{r zoX1>dFCi|uUMQ6cNedz*3EfidNhU|6jQ{KwskcAFcZ1$@!C)c8NGM6Wa2~CFoEN8o z;$7N>W+@ui=E_UD81zkKQ_nAm{sGQN$ah!9diDxH?1(B2lKXT&PK(gvgI!X}n~c-m zi{d@C#`yDb>Tw(K{Au(gU1MI__q7Eu#Pp2FZzuhTL%%BVXt~Fj2s%|pDH39e#F<1HsR{iG-C_u77O9Qun)I9{C-Mz3I0^b&1Q-Aq%88Lrx^$?sP?K``EFCj z^Z;C6hZleu(+H7+uQYfLUR_XRKmacRTQZpFhLVAwwI)y$>rw2}Aws*Siw55nAy7!8 zFVwVLi~H8YfYkq_ZC#R3O0oYR)-D&3S>eBO`)5O&` z>6S8(tKGlz2pPzSvCLk<#?9nEuF972Aqn92L)`D?c}tV%mAJ_-eTYQKv0n|zRZeEE zvK;>GU_>QO0zb&b_r)fj4FHOVQsp|G>E|(CHRqLUO!ix=j(%CVZ&dp|#*mumJ(D72 zW`EBxal54T=0nu%m1KhS+uA9&dF@P&fIyjn##SlmSf_Oks)~(0v9PC_k^uLIFA(hJAlmO4R}4EA@uc`%zrWaDC14&NMm%c%9m!dr*Xq+vo<{C|t8X z*2DeW_PH>CyEsLlBa%kR%B`6QJpx&;acHC|SV6dYY7^blhc??@I^*QbxD#6p257#O z`p)d6!n`m5t($s`2e)!dAOWPI-q=tbKNFwF4P3jD0UNef`(c}pAEvU2>~V?nGpz=7 zJn>I!KVJfCC`!C!@k-oHNvrX0^^_~%G&B=yG+y)Y&)%WSJzGd<{+KFc9@3`I3Vh-+ z`&Cd1_4ED{zeKyLZ%HHT{1Jt3n}8vn(#~XTwN`z4Jp4nIZsWjj{0fQuoqy|#}h_P$?gC{^t-oI; zkWSS2jn59ZsAoanKEc-<2U_p8ZE%N+{}ix0(-3YES-Ei+-{mj}S-NoMT^uKE5pDc1Y8?G%)1n#Xx<{9*C+5UkfvnqS>`I2bgG%qD$}9o;RwH ze|0j(O15gM_JtPp=l=b(#dX@FaxH%)tptBrWAJWsY(&?JR?}B(EIaqD-^PMi+r7XH zpWS{J=_}m0D+jIJkH)cGEcc(IVB7~m+ZME4Bv!W8ZRHbYs-$*l{*j57ABohkZ|R<>PSek&!B+$BY56d>DE z2ttmeIJe8tKsq4B)T?Ew?=iu_wZZO(Q-UY3YXnf}gt`I~^pAj%;-J3)KnLl@77>Wp zFF19G4ntC?4lUS#QQc_{DDMsSD;~TKVAU9?BqLB>IW~tNtw=zFox&1$Azz7DdD7)H z5+cCP&T{G0BL)ZnAjQl$zYy#W2ykGEm6L#cf~YFqL~Jvztq|6OcLmeq9r(Euf5TKc zemx{jJ^~7ygG>qrHR3(e=w8*AvzB_KqEv+h2w({gNE#0bAR}AeD zOIi2bKjRNsglyHb-n}BSy(xbWWYXPO(5p8#=x?twrY=2#Gm=QOzn8TJUT&y4EkB*Kb00MDp^H~^%P zc~DHC;uiEe#N-Y+g_??Em=*E0dE+^{U_9zWv)C>hl{KLrLjtW4(yA|E4>Kjbu7u7K zfuBrwFdbGy0Ac9Z8vu|*=HaCPt8^@Kp9s3g;)bw6yLbrgHkO;ky+#49A9b~n@|Gea z-Imi`7eF8!qJ{|^B-bqXf#T6S$3EN%q!a=K^cLr`2#vALR}jE)Q(VH{Gy^l3cgN`{ z5D8jCfPhDlX_q|~H7jfbBO%sDOQaNEx+|k7z*n3j!u7%k{X)$^ECl2bk? zcK)w_pN5m%(VV-|Id-iwk!%I=Ux=Xuu5*S*%zipKyNZ6N8=K*k;EP7byv!xSpn>7? zu8f0+IQ(8N*T5LxRBrIa4{BG~Sk3#ne+1(8{^nZzxv?spC$8aM7q0(~p4UP0wz%)^ z3(E&cx#eCwn{sypNufXYnfX4K5{mJ%Y3=8<4wD{*=<(Bax9M0238ipc_8$QY8|4nA z03XV+)uVb00ys8AW{eM{$x`1TfG5*H>#`n6L|_THvqcQyx`oYUfVSCK98SE*8^^d$ zsh9+PXWg{`VR=~G2jIz)hQ4s}1Lxx&huOdaJIp7sXtEzW_3^)eSKyq>xQ_&2@;>$* z4wz+Od5CGQsvw^AVoCWpkqYbwBCrlX?k{84Nzku=9_kjB#sKXy!hdL?pmav9$tA3aE(V*iq{W^b@& zUM=UZSntvFAauhp*WlEv`Ty{k%qw=o3~V$Eu&3DX(F>{zkRYZ7R2jQL!Xn8nMe?A2 zrhCCMSdjn(a=;Qane*dz9Wp2Q=^jUxxVdQ<{!!1y0u=oU_P#vf#vLqfpB~!&_-X%D zs2KAgWeBJ+z&3wi&8$XL&Vzp>bm`GTIB&9xQCH&6|Ej97>5Mxkc7SMjt@b> zgiH8Loo9O+W1)aNB|TOO6~P3+4Dgr~D4m79#su$?3S<}uMkfFvVC=r0`fHA>;WWw@ z-#vVd=Tjy26N_6K0mzGVeq9F!Xr0-8STzD1$pa|jA=0U!c}7+w>E`^E6KAHLn*_G* z(Oc!cAHpT0rqgg2R4I;InvoL?h-<73fbbeSY1F9(Q91WSn zP&@o*-#n7|47pT3YZofZrquKA?*tqE0hQ8_*UU~0j=~ea zbU&&O_9>w65y8An3_lIQcdWG6r=Z0SQ8vnLOmO`B=4lKOG%0riN%|jqK!m?7(_6h0 zPzmD$KH6IV+-rFP@x3^l5JbRr=R*M^unhvh0)Yu)_h+!!iKG5pV&C&=PPs&1V1pe0v93N_d-L!q%A=gRRH<|HumCGIaRa~%>JY2- z_Xg6r%Wbp{7XZ#)qegw;yTmLl1mLLvz_I?&2*dwS1h83kh&m6TPyziw4fvH55r77j zSOgP$0XbWL_#_V7+r9cFtod-laI=cwMPznQ}ivBP^2wo7NnSoru zcbhuS*qYN1UUm6^0gmA(Rrdi906I-k4V6#{kq`+2umWd1ub1EtE6BjI;Bg7euZ{pC zclHLQAOP{uHv8NZzfb^iumIb!1`q_DVRZp2@RNxkb5R2g(0SZAoq?e6Gz%cJWoN_S zi@o(Q)Z@UKGkXBwWC8Ng54OMwzR=Jj@BxW80FZsvYR(f`%{N<3#Rm~dIFJxid&m}4 zwZ~>O=5z;bT}s-wB+YXNnzPs_X4mCcVHW=bOYD{e3g(eM0L1s2)D8;8umBw}4FM$poiINl zPz}GZcJr`ifUqoCBMkXu3)BD#3Wz@2M$O6qbOBHb-OvXC;0%fx1K*GfC7usX*EV4} z3_)B8-O!gCa%wj~4V`ImgZ0e)4?P)Vim4G-rG z;<*6ApbQ@n-pC3T8JGw2UJWx40B8S75cqqsE)NRY;Gy5p58ogF${-B@FbC6M3%Ky# z!aV_$ig+M^2%|dzG2jfR=He0E!1GX+`O=w%PznM{4sQ?u*yRuQfKgnS-~b>3*pLeo z@HFfm2j9>%NPguG;0)oOoj855PcEJtPz}8RW~Gqd*h>#X{qX?63B3SlOuAoee`;AT z0DaI6!yo}85TaYU=9FI(S$$GU%hd@{IK5CAr1Ar%vc!JDk5(8IP*3_`3Z4Hv5QvrpmDTkZ{5|~J52kPc0pM}D?f|ayHDO5@EMP2D zlX--p0*_W!Wq1995eJH<4+c~i08zwz&`eU#ncZ|?M2Oo}b$07rL@L>pE3Ix%cEOa=+7XtG!B8VY; z0kOdC^0|Y zO=+j4wpwei#Wq`QwVX61O*CWU<4V8*n*R{?kgxi@^;Lk9CzG7r>A`4iN}_V za$Im;ccKa6hjiu)&p`+=#U#ZGx3tn24t;=QlwDSdafmD?2{xZgcpT!AT_zr7lL!lh z!w3%fxFnNI5V<3ZEc76YKOgQGVu(9d*#(s*y*zV4Z%p=~j7%m*#N;8AT`(U?d>|7M zoHL<=Lm&S!?Q#e(HC$x~BaY~ZTWh2BI_zunSwI=F&(`)0xzOge9}fyB#TgYI8;=zR z-efy(z4zw3Z@Mz*|FNvLLhOnlDt+y8`Vny2A@S$5iQuIUIuNnlYYg7bAXf2bwHafA|Pq2=u0m z+c_ljl4uJY#faFo9-<4#FfF6Z>l4jn>n}9_JACo6Rda@G#z#LqdsGl7eKhIGLoD*r zz{P$0@5euX{ns1e1ONXAp#SQ#AQkve80L8fALg*YImE#)!eGG%a3Blrq=JD9jKjdt zlaK#L@PT)jN(CPP(TLb+$Q`kmgXNCUg;BH*JW=9<<$iF4Ikc{J;26ajWJtqLB!fZu z*ajjdQJ`{+q6>`c!Y62yu~@`#hDqEWfpB=l83JM!rCZP_009W_CF&A@(1Ta@H%2m+ z(TrzAV;a@CMmDyQS~UXOiE6YS5M?ZmjnY%%;P}El$|+HKY|tFV(?>hX@s4gpWFi&0 zNJci&k&lFABqd2lQccp5m&9ZyHMvPncG8odyx$?=BT7(~(v+t}Whzy;Ygm9K})0oFZW-^tzOlCIIna_k~G^IIBYF7W# zn%Bf;Hnq7;ZkmT0-vnnk#W_xLmeZW)L}xnHxlVSr)1B{xXFTOOPkPqVp7+FOKJ~dz ze)iL!{{(121v*fI7Sx~zMQB15x=?$<(V-88XhbDCQHoa7q9C$VH#NFZj&{_e*wWKQ zMLJTFmK35H{b)*6x>A<5G*TvoX-s9RodTiMr8mWCPIbCd{neDGKLu(~g*wzX+LWkA zMQT!&D%5-!b*WEc>S7{jvPJPpkp(;r*MukmHfXbAt<{HZ42)B2B}XO3qMLklVi?Y# zAlve44^I3@N5i@kTz}^+F#OVPEJjXuuDSFf!U3o{{t+4!P-vGVlvp^}M*kI|lzxKj>lN4HI}6 zv+74awxHt_!`I4JR?lRKOJ6Md!yf(h?=n=i*Y*(R8($y|v2sHXa(p2k_JFWI=u2ky z=%x@~coShb@r8NVW5L0qld$45;w66~H#SCWfWx$>ey}19bY4%M(vSx5Rl*CT0j!yE z>;)>L=^pm*ac-2s1vKn9S9{V17wWZEeH6MU`ryZzpA4!3MVZrw#&WK8JsvH)=N@ym zS8lqIhXQ?J82ZRZCDO2kM38E@<$?8?lYuCU+(RF^Km!-@P>Kh`PaKt~?-|luDD&v1 z!zSuSJ2IS)UMxZ%{SZbPNX;TvydgL0cta{6@(Mj5nLvN72O9qjU5rJ3c|!#DJC=6K}T-`@Fj zsN-E~k=(^wUMNLRDv|Lm2%`|VC`5f{5#4*7+zWURM?bW&g;l?`)oC!amt$@0dla1u zTZn@=^08zcM`96$ps}-eJ$5Yjx;?+0?7{zWyQAR^_W-*W(ohMyJ6>84 zHwB*M3Mhsbq7>OC2g|ws^6tbu4#FUHtw~I3Q}n?L(A@(UCS8p*_&yhS_yRTb;R!Dk z!W3xu!a0`S^uw+`4U>4sImn?7VHkV;X()s}i@)jX1M!oE8Pl-5BfAAGC1+SAv#T@L zyRTA9wYG~p3VVot7=|xs27fRWe5g7~vIlxNGXvX#18cT7us1xpvva72Df0(MD-e93 z!A%Ll@1Q|mDXvK1f&!_8Qo{#UScAEvh$xGLKA?yD^9N7Zf-hi)b=ZPs$c-9|w3=%* zFK9h3FcE#|ynLtwF7T6g=mT=-1uqzjV&DR0=mYIS(=!bVW15=p4H~bWP zsE0HtFfZVOjvEF^^a@KXg?hL(ZvnDBd%WUez*poXX9zJ=$|y}N6#5zlanQwtOSNLt z3sO@-{Q8lHyTSA*kXAdhQi#59_=Y|~gW~wKGjl;slQUJzhwSPOY{Wqt1QB~kH7P`c zO6Un8#4z7`13d6OdZ>gSdxK7R181;2N72S2(~Ux_#)qSaE~GFoc!N@4hklTSFYvuQ zSOYE)20i#Og`+R}gO5*J$2uAbav%o+<46A$+=4|oGj?z}O{ud$T*E>jzfya+FI2(8 zi@!ZsK~yv}e(*10NVS3Vyh=#5myi}tOana_hi~YHZU{MNNVP9e!I&&D9qWVeLPj(L zk*cFMSY*mcl10R!#hIcgd*CufNww+9FZxP^N{9r@@&!aG5LA&VeW(X%TfTXCMuoEn zX>_@Tlu8f*K~%8^d*FgZn1(NyhKCbEl6%HVsDx7B1ahbbFBk?i7>5AlghF^rIMRm_ z`viPgNQh&FGw6wUUdqDRb&6nuLt87UY3llv^hbSvePL#HL(7`A}1D^P_J%g}Y1GdGC%L1_neE@~* zoWpw%LVG}iM6d{4-~?prxO{Ll4@=L+WU|Q2$9@9^R;UPa;DSoP1uxK?d{_i>2({>n zQ0e@%ZaBK0s5)8Lf?*g3H0UnY>IG?JhuTa^+yu3LyN7<5F(qzB z^H+c!2AA7|H0T3rU^OF?P!VP6Ah0*!2YQt^Ja`9u2n2g85HwH{NE`-x_)bFff?4o~lm*rT zB{`9auC0X}jAD zw$iW{S|di}HK`jU#^MDQU8yzMJ+<5AUTlq0Tp0-$2|@6Ul|CqrI$7QNwcq>2-~82I z_I%x`ZBle4#^bG{l2uAP{Xn5bP~7!XAOT?SZBm&+UI2b55B%T88eIqG(L8$K+yD^* zbtsEnPxB167Lj0w5{Viq;p8>pCe4iYEzj>1#}VG&8K&VHw&5F2-TwXE4dzn}CSlS| z;rHampoL2ThND~IVgJ1-ANFC~Ov)xE-BCf_QQ0{hw&E+s;w;wU_tasved0R}sXv8c zjvZrct*HM5-eNOeOgxHD3^w01hT}Mv<2lyiE~eu<#^XHJ<2~l%KK5fcw&On*M&v|}s6bZaMt0;!hU7?=Z(yibhUHk65W#eOakeWR_T>y>4Bz(ldk7w z5@q)|2WJ?Wm!@e&#T1;54+lgOpN5Z`{v4iu51?)jp~e(vfNAzH>h@^r^+0MJp@u)R zrFhWkNwR9H#wDw^#h8YrOAhLhwFt0&k8=>~v0mz;mX@b(k9auiD@|*sjt{eb3$k_( zwpI_kP7k`C3J7c^zg{E2b|t~~>RZz5^l0kCMvtdfY{Xt`X~_r1e(aup3!8?I#x4)c zeix%2WnPMhxMrlz_NC7*>|@ew@<{BTuIy(VwR-2RT#mhGt!?%PI_$bRkFPVVFG4#|EG<&JLW<_@E#?o+yM{mE`r+HT-p zrS7%};=XLy9<;`e2WQ|`%SLYQhzD+UZ}(Pj?||-60`H2L@Ai;x_sDOx4sTzoZ}<7{ zPYQ7FZouvc>3#-n<~Hs)qA6EauRGdr`&O}cQSLZ$h7V8yv-p7gXs#D=z#poJBDjDN zFpCoZfD3@i>L%~$E*NTf>*ro^9f9c%<Qu?}7&H2=5NAUNjo-?;rn_KWwF^hPOgU zgMPfDS0Ig7V1}tE22U_8%<6r&;b7xxPUX4 z0W<%A@RIM@UgTsu@iWH?G1n02{+!Mp89Hx~4-YB({(uq4tv6uv@zs$J-wqtOfJ)Hk zklunsH{Tfd2hHw2;PPPbJgS57$( zR6lc5h$zOE;R1;V5!V15821{%WHyfMJt~k3*EmD<2SFETMSZA$pCkW7r}r}#M?Cs1 ze1|A2!SoBj0aBJIK98t*zkqk|cut2SVL07PERBw0}A@_KIcnuft!B`|&PyxI)>PCCUv0l(}h=H+)2&DNWq*wZI4cpP|nhiEp zh=DxQ2Tq6q4RUL(z6)}ohZ&%=mQkgj(bqHqx*&^I|FAJ|2Rm51Jm|+J1~sthf0tITmXnK&U(Gc=kK6D zX9ySeqep|q4TJi;JTmC-+_!lM4Pvx-Fy1$h3rCVHY4Rk>lqyG_lcA!BNQ4Sk(yVFo zCeEBXck=A%^C!@tLWdIN=`0`8q)3I~aCYIs2WrATAf-lCsnVG;v1WbxRF=OtUO&X+ zid5@Xv$ix)L#m=r)jqcJRhnxy-%+z$MyTl9_S=XNl??w@f@?OfSsY%UnmX8r@435Y zNg}>mXz^1VWhLX43=-*_j88k z4X8I?l=bVgK2fKU{q*Jgk}NnoXn4U%C0wLo&>LP<0ty#fjFZn9&gj#}7ih>*h!=(Q zLyZ@2$dbqxoz(Y5h2JnJ5^x96;{qo$OybW(kND%zc!~Iv4-S1bCrm&05TSw#)`2&q zO5*iZ9%V!-xg?WKI{74&QA$~pZA-}zj|zbWb|C*!7nn9ul}PpRRA6%zqQVDH*~Jxb zVdhiB2Wb?d0S?skG1@tAlvdkaI0$p&jev2|$6$0B#-?P7EoO?Cg{cskZ(wqEnQWSI z7G^v$TrgM~qU94Bmxoby*J`q*vFBm2$>tSpsoqt|1qCT3gO-enDpN`QXd}Zj-ksvY zEB*+hLL&Lhz$F(dEHjP_V2QIrDN_#hO&Zl!>)m>DD^7z;4Bbow zh(Bx4@Qpv9D2w9^q0KDO;!@Lm_WO=1d=(-4#!mekOI!2vVm}XklhyohW9u z_EE?=X*~Kf&|Fb^!3bosYBi#Vc~wcL7jP2V1sc$u)zVy*Dw_tqi5=$KtF~IVUKiM^ zRMB7JN|LU;8i!CCXoRazBsg5dg2(=-C;U>Xp!^MB`T=>Nq2FHOiY7NUEI}t_n z;{_o3#9&KsMd*>w4G8n6e>77A5?E z29k!AHc3VUPkDnWp0Wj7ctsdjb5q`+@{}}r%7O_Y)vAWJCakCsD~YQVpYGDB(O__f zzsc1)R3JM5%|IMz=tH>p!3rFR<7AtofiPsz92Gz$4gvJZdFYXbMu>z#pHE1SdbThSCwy@RPSj_8CrQzac;ydrz~yhYUynBo@SA8gKsu3MOAE%URO0ma`n748B3aU1~rBBgn@BmG&FSB#u!* zynqiG*g&P^DQ+K-#TK?8j69)=iA_`r4%W1V$0Y@YOsrB_6y+6eBE_3lyqQ^G1(zIN z06J@d$qzYm%*9aAhy#?(2kM!^YbNE1tXZ5=_?eX5K&Og;n_RbwkOYJ5#}qM`$L$Ql zk44;|jMq3wH(ZcLGx}p2%&_G`R%R`1A!I*=_<}3Ll@Hye!A1x1g(()kKg+9`_QGD^xxsT%g#_CX9tHec%9; zrli4eco8mt;3BHD6zTu9Tn5s$vbC*ljS?=Mp|gN$0GN_nW>UVfsC zPT1lDMTmzf`Vf*rEHNqZcx={WfxvBY#hi|{&1S^On93gNoWo=ySJ+w5*YJ~W^Q>S2 z?J2>>vUYG!Dcs)z3RzVp5ulfKELL=R0a-j2De)+ToA7eQTsb2KUibz(JfQ+N7K2#q z_*E(LL4;hAg9aLXM-0%wj%mcerEE14dCbEQa(KZDrJzPH(4a_Jd?69vNFF75=R5rX zFF4&mLmCERAf%+h3%01n8@4cw{y1YqinT==-cTPj2%{Q!_#!;|aMbr5Xt*S?$M@J( z1Qxt#5h}37Ir9IYf{=s~sWd1V34}q8Ld;;NZv`)s81~i~)40Yq&WSTvtK)d&%o!?R zVqJsj*$XnwD>8V@Yu!Y{46-&KocKUw;xPiloud$iu%14djJ4ikWlW3OOmD-+W#8ub zZ{cJi-NY>0HjO!;z7=g1OKVzs;#QeN7TjXe0I937_9#0pi$7XV;7(6prWMTop^_Xc=vGQj2i(@G26hxgnL4-2D~7q-B>EjS|)ZbWK@5jqkKBg4Kd zh+chkgg*cF1xYPgl)txTs?_4WF}l;O?i!c*&plSbj?WR~LHAiwf95hf7o&l^ z+*`Qz{&NmZQHd<=IUnC(o+<7P*?was4UE#Uq3FHke)n~pgD#B1*{tv;i+1BX_Or+H zkvA%O9BY(Oc&X~-*pg3t$N32KVrX;kcK6$#ADGL=A+3^p%)>iAw+KUTWL8?rLIs!v zj<^)IFp})7CruBI&{GnVrVqV)C-I25pdR(CUme{=Kl-}EF7~m%k>)zqZ4%*~aWIuU zAHpa?+`85lk8Awih2V=~wJh72vs~l}-!aDdu5btbUB?)wciri3!_lz3BH0;At#i{?T6oKGpy>UI6~t z2u9!U{TT=*;0cCcy&0ejwqOX#pbIu22I3gmRp1T2-VXMl589Xq)?Wv@pbGXL5$gXK z4bET?exMN^;RHG13;y2`9?%kAUJ@pt4gTOt=-^sWgBIe17k;4_j^QnBpcCF7n3!P< zP7r0NArT@_6$0P=x#1MH2_42@9I_l0w&5F6Ary|_9p)bzBE$xg;Yk<}*%hK8q68u? zq9Z=y%uvHOAP^;1q9tA;0)0amB7`Jjq9=YLMrfyuHZI*lU=1~ZBP*IC6$*nmB7`-XV>EK(J4*j!Hf{tp ztfL{uLtC(3KGY*K;-ft}BR~cuQ1F;66r@2OBtj-6LaJj)5TrsrBt*&rLpG!^*g`~J z)}&3|Bu?g} zPVOX6_M}h#Bv1zBHqPGt38hgUB~m7(Qubsy3Zzp$Wz1AvZt#Ru4n@`B#M8}^(J+ZY z8I)B*4pfGvSdJxGmZe#qC0eGXTCOEqwxwIXC0xd(T+St3)}>wEC0^#GUhXAd_N8C` zC13`oU=Ai>7N%hyCSoS0VlF0QHl|~CC1ggXWKJe!R;FcMCT3=)W^Vr`XLhD%ekN#! zrf7~PX_lsGo+fIhrfRMxYqq9qz9wwOrfkk8ZPuo3-X?D5rf%*gZ}z5d{w8n+r*IA@ zaTcd>9w%}pr*bYQb2g`QJ|}cWr*u-LDO9I*UMF^Dr*>{9cXp?DekXW_r+AJhd6uVn zo+o;yr+Tg@d$y;0z9)Q!XDOrteb%Ra-Y0(Mr+)4yfA*(;{wIExLVOM=fflHNn&*6$ zf`T3>gEpvxJ}87nsDw_adOD_s!d^aTLKSQ%6EMMsekh1`sEAg9h?b~_f+&insEV#A zi?*nXqG*REfraM7ApF2ATqus_sE(#zJ{-alSiuuSK@>c}6F~n#kU{~HCMgsQDUk}P zlM1Pk5^0b^sgfq?ls2i57HO3tX_iWVZfTJQsh5^%6i7i6gbri&s1nS=RqiO9 z#;KgrQa)J1k6!7RMnRG~>5@w6lk(}GQmL4Bsgr7Hm1=32S}C3eDw#4VmS$-bOu-S% z=pnS}o6aewW~!#jOg;p|6aZ5?*Op|UENBC3?eDxor} zqdw}8PC*q^+hbO$n{Fzw2CJ~bOg@+c6@2NEs;Z+3DyotyvX&{C8mf}w>XUjYscz}2 zmT8nq>l1{5H(V-Uvgxl5E4h|yEy+Se>?KlE0hjLSo}&M1pC&4{imA2A>y`#;sKV>K zsw%Y3YZWv>RrRW+nk&H;tp4;vKNt@Ph`>9jYd$c+wzeym`stJIE4DT(lkO|N-fF3C zY_uY4m7XaTq^ZD;tHGWu%1R5udIGR8ti$TS#5QT7YUve7ffNX;#VRVQit3<-YR0N+ ztYR#rYU`}NYZMIZn))iZrYzGo?N8_fKYWABZUhuot<_#F)J7HZK#ff9VeJ7lfi?k(T;ZEscTdibs24ldyq zuHhbT2s&+A_CwT8ZC)Y;6Wr{V`stF2EgeLIw3h!Z<&NsLwyK``X_)dUu5K&7HY>;~ zL2)#uxGt^Ywyx`{1mj9=!|Ekcpu!Yz>=VRo%_4yokf=Av0nV1~wZ3h#O6=NxY>-mH z6x^7J<+ zT!E4DsT5Sf*h&HP=5C}`0VQNZG*ChF*029Ufz6Vv>MAYv7O(-QMC>{)?P|j3CTbL5 z0as)L73gW%S}EsB0TpP$&7LWgGJ!edLn|C>=r*qvP=ONcLQ(_+t)}XbLMf^0s*F(Y z0nacE2Zuh$E??$DHsmXp`T(yLO$bwP1q1&u6@&qYVnHjkLKWC72S))D(84if=-3LW z+DfSse6Y}I!U}I}s)DZ)RBsLwa1DDPVzCxugz|-G|T@16Hoy#3+I& zOTiRm0UY!1v^pvySF06N!4ZgZK78}&0xbn&Fg<^(7*w&6Qh^<)v8x7Zs|NBVP%6^y zGf9^;Kq5sp0CYfqafXtzyOMB1)2#`AYf?nR6c}pf#%mSa!5-&>H!Sh3K7lkN#UV8B z1yAfa&w)srtVuVuQ!k=VQ>&0xffCq(C8#aXB5I^^aimhgAmqa?hyfEgvnNx59Na6B zGC@V$h&cfDm=dWJ7;zP}LByJ~`{rsDP>c*eHDC9&4<-dES8I@B@H+P|=SuS-wD6Ha zsn~942ES?@=L21L>=Q_DZsh-iA&V~iZgB1%Y2`k16#Q$z4)93(wP~NW`XL1;SFG0x z=^@C$v9@ibh5;O`f@FiN=aMQ#GXWfAXeqa9W%o+4h5`Kwv}4CJ-InPTSapY10UU74 zUZb{jPq#i|HY9_o6=b(S+i{OZLEBaVDjgp}E6JXaXr?a4Xyb9l*gaV|C?{ZO!&B9jwB) z-iR?!0wqMlAV_%zOYUG-fhGil@{Y3{Xo46Z0yK1LFvPOWwm};(v7QEU4EJ}6f4Qf- zWj_=F5uky0J?qb}a_aK|H*}JD3Bkb7>X$ zz%!71&l$rYNN$j8K^SPTga>V*E;J?B`>|3rFGRf0|2*HaY2X4q(HFhZAN}Dbyy^8r zFKDC)sOde!Hj)pu4&UzAHYo;&0jz5yU^XjHHY>jFN7LTFx{T}+Q)6~ zGQlVmDRx-ND?Q$iWg^@Q?RtYEL#Y)Y_>E|&p^K~%K!e}=`Za&{sxv_rY&lX4 z!jP`>-CqCpWzzx8^XaN@aIF$)Xc}sy7EP<0+YCaeP zEeLn$A3W)AKQrD#V0?fj(XKz!ZSN|z&=o5jbm$SFgXJTIEaP_@1jEe=^f3q>9gy?Q z{%bkhNHmB673cs!U_s_DUqLNWq(q7GgrP!(Qrg^_5=9G@ChqddsZvGBrF{NCh7>uH zWJ!}JQKnS6l4VPmFJY?8cSy;sk1=uP)VY&qPoF=51{FG#Xi=j_ktS8Tl&Q?7PoW~s z7e@ce6Ngc%V3{?tpf_(fM|w+WC5jYFRIN@qQt%d)t5L-4`ZzTT6e(Jc%q!Rm;T44p ztzM;~>6REJaK2J<$Z=p)$B!Y;tO*u!Wy_Z_XV$!#b7#+=L5CKt(%eEQP|8kG@`!TC zf+X24B>T2(6LB-EGKBI(3ln4hye+INWyrUDt=yhgt{m`_DsT!$&nE_96e>(cjn@8I zvd!(^!G{+=o_u-p=h1`Dr^WP@DOHStZEZ5&Ex@}SqL$L+T|P}zntMWuDY7VNqKBFo zhpzjUJFOul0Ff^rL=w7!3a!%1kf`qF)6l~YK@3sE5lJl3M3MXh&@LU6D2E{FR?7b; zA;2h-0tzas0E8fKs!(V*E38T|#T%K>QAX3AK+VU~%Ccx0uCk%xASRA*=fo@Nqscog zx$M%*FTo5`OcDzkgbFHxP-2wmC}|>#HD$77p(m_ZLXK9#z``St^2x@IDi8t^3MHaL zB@8k4oQaAV|4Py>Evk^?H`s2`2$6C+9P>jCHSN^XPeBb;)KOU~D4R6{18s81pd)jx!(8QeRVEgr}Oi2xo(`c!!*4k^a z&9<{&%kk!xDjLd4)qKE#1{`$clZc^OtDvNuZRXpn4JoXsq6uUQdN*Hi3OfJh7EPq^ z3&&ehsj!pm(WA^$MPNC)QX#Y0K%9LW#9< zMP<=B*RBaRIjSmaz&Y1Nwu#mA@kS0R93z!yqilO z3+(lFK9!m2P#yh5fj_W0Mim}K1v4orNlrV$J932^y^XCbfLlUCoK~<$*v}}xY$jyo?FApjlb8pb;iyVH>W= zM*!iLfgHQsMis+JHEzMqLi;*SVf)FM&p*01mf}rGP3FHA$NOQ@hFl%{DZElmB ziyP+4lpwR{d<8Z#$;U2e!LL$buP#@x7buNbyEBEMcF41e^McvU7-dtR{q*NQua%KS zohb|b`PB>$N*`t^3|c>ABbDOCmSg1Oe994y^Uw&;EV)mk9rfr(zZ5JVDI}cvIL0ML zfsUCSgA#N=#7k3ZPH&8Y5~k!zu;g@_D-W4jgF$|>2uON0njgpw)4NPprUZyMvCZK3Ed*zcp+1LmbI?_zEIV4F~$f#?~A%==f zk8iPaNEuW%*v3GM!uzy&t&ff1Zw z1uvMvx`pi)`;iY4xGjr_MTqlQvsRKquTM-s-#vZMg@)!s2`n3H1dnuA=LwiAgSa4D zo1_U|C66IhC=f{b`d}UJ7(6)mpB4)uhE~~2K}R%N6F^%KMC8q8P8#tJ7e%-inUD(e zO^DN~@Icsz^1@=w3g@ImV=GX>2Ququj(MDBHEU+JMd-sME6h1WxGPt!cJs&DgDq#5%2(KATJcf&H9xrakZlfVl@BOX?*qOsu~!^;JCG<_Vuro(hqHnKm;NH z!7zRuK808TAx*f(Pr_$3LmKv$p$7J~v7POol*26oqQVh^5-gg6me(BB_PNoW?wsT! z8asnopsmR2k6K&Z^|m*<^WlzN@B-5JCP=US9dLnPTh#%l_rMXJaD~72;0t&7!y&HE zhDV&@6}LDSCw_5_Z=B=r%Xr5@9&(Xi?c*ai`N_9Nkfcz%B`oh}$x$Bj56(7{w=OtB zQQRS$s~T6Y&a=*K-dC8*oal?|2PZxNf<%<0AF?2V%ROEWO3WD%N^lcdQ6zOfTq2go zcTv(qI;PI~(x|;i?1+Ga-S7Ts)|$KMeXpM>J|K%> zfS?c|k*z(}00I#}P?5pH0#{FH5tVX9lqO^5x6UNxTt(?jJo^}q*23Q5NqbfJ z*4j9d&s7b~Ap=u_+1U9Ib~fZjW};KQngGuu<&SU6gy*~getY#NPPX|FfjB^-jt@*8 zB>LdTH;5mS2JfH${nu@Km8*sq^g@lgW^F3#NR%WB z#HMcKhGoF-8MG@{Y)3cBf-(R6uLMo-1obPx1`GvRumxT41!2&@)-Sg7!TlhpAL;=F zY|0<{;r{Xu{5TXivK>UtK#qLT81Z-}agbM6{Jr)AXw(20B zfC+{G(x&2cd_GHo zVh}U|5e}v+FaZ;?As_#sVHZ@&R4l;~4nYnqK@)JXsm>4-xe-)kO9f;BB$VL;D5D4Q zZw|MJ-NN7rrXUQ)1tsK7-frsF=JDqyNjfybUTmTu&gTlWAPklT>Z&dMy0IX&B@#y9 z8`6OVwxA!*fdrn!)XuT^#3n7kEi?*36YxW`)+1mlq6_|N8x3+KohlEK?gsLqAE-eD zkc|iNPauOQd=TQEn&2Di@iL-=36$eHVDT8VCn1`^wj!t#YmX$2@>(M7HD(JY>Bk&S z=Pn8eu4Z8r;O#LAVi%}uaxO$Jvf;|2ULUc@fZ>c#*{B-OGo(J)xdLeJ#c6+&(bhK^C%OFPa;d#d;l7{NEWRkFvI}PeC|aCfwGo>3iv>y z2s1QsGYt!Z37QWJz5?#nE#DGGlOoe*s-QOW3?1I8AW-3S-or2d={9q7I&V*h#0n9j zK@4DMPhg@!YAW2qUf|7CN~T>Xqa4CuJevUP%+eF7Gd>M7A69`5-~biOfhtm` z2w$R19)by=qvbe93;<0+#AYD`5w0kKK;gwUKT|#-v>>G;7^bHSp+}e`aCVfyJ>gLv z>!Y!{FuVV7?#v!ELQRw#KQyzLsXsFmE1IAx*X>*W0=t;fmZbAUadhN%b1?)7L+#+6 z^pYobQ*V;5MrY|pb2LdkqZ_7S8lJ72`ei-k#tsY#MicL^E9Q_? zPYo3+=wSp3ArVM1S7Pu{A$7lIVzjKnzKp9N6pXtfbyGPt!BntQK{ZrGbyV}~P&uO? zdchfFVFTdLpAbuX5|mK!)KqDeGb#ZW8t>*hbje;u4>v?tNv%+8by$4|Bxb-F=+GEw zVHW@TO_Gjb6(-7e@y8RaToyNDSbh7FUi( z0&!4p3K0qh4w^Ms6Lw{J);1;fSLvYnl)y?E%3KvHBzLxFl@`ay1sZa8Cw4PQEQAU4 zE?2<810|$fp7uq?vOx<%Ye6k(mv(HUGb1)43wBUQk7zQ(X%EZbWnzXj^AT;EX*&N* zCS~e!Bktv3MJQ#-_HQ3a$sA&tww6o#gsUElE3VKkzAXajz%Oo zaI3^Y+ZAvtfd?Rydx3e6&DG9FTJ__H%J}F!O;4 zbZvCwO;(TSgnWbvL@cxb zq%3@+6*QM`L&$HV_k8UqBfpbeA7?^t7L?Q%K-u?24iSddgmc!Hd_l;3(YJr8%8T^Z zobsVR=5b`>=ru;uGdtIR8MuKxg?}A5f+bixAb5f;_<}W~f-!i5v!&J;s$BnHQeBY6b{G(PIE{8;>*n{t zO!$PSlO0AN57K}ISlDpPR$QY|xsHrzT>~&7?`1kOhi+jJ?N^cxQEzP+X%`rYF;=!{ z3mwz(78I)rHt2BoNC~=^i@E2nv>-v~V|pBj!sz3G93pXf?1;@6H${>0R*+N?*;6^k zFPdZy;sJl?B+Cx@yJT@rV7DxWAQ{^0yXL_ds-xL7`M2<9dw<{n6Zw=;nYTVQm07u! zUAg}TndxTWcKh~U5dufvSi_jn-a}2m7>e3c&6b&&(bCk2Ko5>o76;)HhLbJk zY>Zz76$Swl%pn_&5oXiq7zP0m;=`PLiW2DAug)2rjZ)Y=00b1TB^}9wJy@YaxI@E} zgzvPB5jtCGPUSMXL=L*6K{}*AI;2S&okzN)Q5uO)I;C0qf>*kwVcLOTI;LqFeP_C+ zaT<4TI;VM>YM;XhYUj<1&=(HTFYn=lzXQ^`$5 z0EPiPDk5OyBrpR1R%L}B-6lN}JbkdkHGCOe|6a*DkR{v-z*YLkq_K#42$vy2Y*SDC z{6EAJMcY#8>FHcgAmr)Bu$QCd(-h&>a<7Ke(@&)WTdxaeswvfbm$Y~i4;izhHuX5{ z>Jk3V9Op;GU8uY}5?hX)PcCuspZ~4^eYVSG3AVUJn0*jQC`qad=yPS0A2> zP;X~YF8_%tw_lKV#>_EzHtP__ATE35Jkw0^l|aegYef?6t*@m?UP+JAJx=7O2bw?V zX!J2-@Ag`g(oQa))+OA`6KwN6=b-WHqfwc2fz<9x?IKw?w%5D8*Z5Qlf9qxo>``Giy+BZFv(1H#xA*HdCe6-RL@BZyZ^a*p#h@ z*L18cRg`+5Rq_gVzBSZG4JU28@^7`h`t(Orf{U}Axn0gPz><}Ra82*_U3z$)Ts>@6 z&Tk%vUtsZDxDNt+Ld6?pfwKZ?T>LASamRm5C|t+MNeFRrVaUBByV)Zv%!veJteS){ z`${J6Fc*J-^WgD^o{QA6WA7#^Mb(Y$M~-x?**QPkOB8n_r84aQ^Zd?vqoGePZv6SF z&*O2QNAJkJ)cVM+Xg$vo(}KWRjbJNDd@d2b!xYn;-J7Gxj31s>b*(|&9os1v%E!U| zAkyh14v#D$9m0~%#8|H$e0q=7zU}d zbT9s!^^%0js|5+v(*5}FxfKLxpSL06JM7T6w&yEGQsS@mco|e2i!#-_UbkKd$@#_SO9?qPxVSx6)XvV|*~VUiK&H#ay;-ZM!ovF5yp8$M(aSXh@0_ zLHpzM{?0$0QMpdo%@;czFLv*Rt$r5UdY7;#+VJlKd++Mq?b(EVje)%-_I}E_y`Kr} zHYfHrn+@qIV@~#xD@Tpj&az#%DxFLF8<(T-(>msM4cabVpeRzpRx?y?m?fm0sa893@9gbUqHU`4qqVjV zu5@IoKbUyv@L%+vysD2S!|ly2?W_|Iryl!#e0KHdpNF5?LcdRSWN9=`ckIvo+QVov zSe?ljVS$yujJcQD!l&c0Cm;3opT0SA^X@zuSocrJ#n0}i zf`aL;QVatdd$2s!fPI24K;B~@AKXkZNu#i4i8T{7j*eMv`;f04q< zJ@GoAK=(Df`!x*TQqO4o&SsraDPpPIP$?=_86-lLRR>7Vd!!C1(Bfa$jrpqQL7fg# zRIWmioEbh;Qwr-AMkeWjP zRAt|)FGp7+n`EhTJR9&8adq~ZtzC#^W$9MO5|Yr8ww0FBIRWK<$|LM-LKl}8?PM3i zJ{y4gUyH{Cw9cIheT`K4L`*sg{XA-^yOi$ZjnxhtDbv-B&$HAWOJ@$8lB%z^yi>`O zXsRQTNz4vai|%|?FUGK`?#yCPmNiBFRPhYxZ<|5Hn|2sfF|NFmL-%ev^Nz095YtlQ zmru`2q)?}Ue$4!IcE|wrhQ0aVfN6xKVjiEQytcgQ7x2jM5#9&7h~~=cZ}-H&wMS{OYY0WlI$tJoQeX4wPPa)osbm zA+GgyT%0nC;*QW1k?-B5Na%}4vC2(e-+!)+KP@(SUL6;=nP(~;1LB-?-eVo-YO5rt zBY#ggDV0j8ksJ+q&Xw7O)@uiiv~|qsT9lu*S<8y%&egnQiRiMj%Ng}jJ9|v5qFM~0 z?{arJSFJBwNSZm)y9LSQfBS}G7w=%1PD{7>07KBb?{X-mcfK#o5_;citg$(qcDTnt zR1;ZN59i6?Zij_@dxJntmV^ACsG`fX#PMmywV)vw*Dsq_2#;a#A{D^n9`Iu_>7a8u zop;;Re;!q=N!M`VA}oi**(2@8f_PQPbFwD-Xb(np9+QdEVmhBwPNsbm1A~ zt2dEdFj1aF^v*CBe=HLgNzl_;fm9{ZlCH?p5hy~kyzZZQ;j~{QZo_dfoWZiTCnOR# zt*zjry&g?cQ@;goc`U^=sn?fuIO;7HXAiWRWZJMybYnpkvWts zA6ky}uQ3ou52u@lR`5NnF;dDL&h}x4R*L+nG0{bj&@w}-q!nt-EHg(6>q74x_pd$U zgdQz^9a^pSu+}0lbF_3h^uE@QTFV6V7#$r}W2jJPotrsUB_CFM*1yiC3_V_B9#&`j zu%s9}k?^=t(9zoRO?h?+j*5_Q;1fW&78=ieoeF8mNL{%IexajjLW+7kmr5b}Y>p_n$k(4tb}Dm=`7DzwT39m!d&I- zPSB0eEx7KC(;&~?nlen++ThMHX_XT1VKtCcBvL;JNef>7o+bH~Ku&0%=NTF@jms;^ z4K9T6PTliQc$LrE@F_lsY#YdW&7)Nb-6B54fyrUBnOBE6g^p~#Ix)3~bEGGo=o>24 z9V&N;P@5E88Rt;j&C5`B>*jy3ZtOoDgiu+5hGr6yG}8UtrnD+WT0R&ZbK%Zeeb&W4 zT+A@;YRbCM+SREYZ|ua>bGzyn`R?@+MRrFY%U!VbZjERV^9D%!F`y|#r5ske5COQ$O8!JQEZaZLekMT5@v)2NVaJ$wslqSnwqb?;dP z_U(X5%NxdZ3s-x>AAz2SY=u(Xf6qp1S>YLjA{f(8dbpmxSE5~_bH_n9em9~?aFIPu z(@lEd{VIwox{`W&jFV^Z1o4{p{7P*4&GrB}n7G<|Ufb(>e)3Ky{JZkdrd#FM_W>R% z1ZQt5=Cg+A^KMnPpC1Kn^9f7CCkv;~f|qI}gahQ(N$usS7ioHjo)Nm+H{J!sfzrIe zKwBS5KRBrD)9j$*Nq_9s)chCrT!9TIqYPqGFCedd+X-J6eN91Rf^qB5fQsC46$0fglLlfJldJF}- zhR=?CgNbaOYwSyV7h&{CN5p*y?!RlX#d_1b4%chfU8Qq2I87gp&Gd|tnvC0h8Fv;l%8;4ma+#H;nfJUh@26+h z*03`l^kqI=%xpwvHECL_|B`?YW5>vcmI>HzJ!f~AxPF@Q`!Qoo5SQm+?iD(gPeQco zz&@oR{l~!9KsMYNH0+Xl!U}*oga1X!&#a^TrLxl0B>*C@eFA@+0`Zc-deiX-CTiOk z-Am0}>tleDB(T?v-=jnEL--Lr_#{5k=#pb8j-CaGL!T06c=`jj7`& z0N`alW}#KiAV_+)&vsr85T>0qT!)Y~`K##=?qD<;$Q`Q!(d$^2En1K!T1&jXB!O+j zpB-reM$_}Tn~e8}P=JOMat8Abq*9`~5e;|&&EpZwd+ZFB4zZ>0Q-FUmd?P`yl=(a} z^_&9)v0N5!IHd5s3#~H3J2}KPRf826QG7=xL1*=*G`Rvkfc=2XK8Y(v1-Hlz+Ca~C zx?+Szr1PY4+Y|!J4j9!Kxq2QKX!B#H}onGLq4|WiM+v^h5EJ)2!DfrKu)$1j~ zHed%H;0`6(6M@eR@NBK+yqAaN(V`32xK0y*c9uC*4>!qB9%G7*?3r z65NLEGc;g;#{N2;8x8Qj21|*+Hzr7=&^Q3#L7wss83U!zAS7UhS|J}zJ1|(0d;sz& zP{WsP#Goq%1IP>n)GFUs`k*Hnd*2EWlE7l*Aur}o(sdQz0W{3&0E+@53PCsxQQJ&M z7b@>Ep=zi+8#I7hKbF9#fY88l0FXDYFuyG2VqPGqdItsMZV>d0+s@ zJGNX5^Q ztCvw{Zh|j2 z#}~Q#nv`4kC17a?Y$O62{mKgr;M51uCmQyb33}0hpH?7x2(m;6?~#Bcc|5`%em~0M zC*9)2$3j6^UTk#oyxcKU?;PO`OyR9OI8af_0)CRKAF;q?fDOf+#P2Y0=po{FQqB|R z|E<*lT3%%pc;F~+4B@~7&257VPBQ*OfPG7>Gf~emTtEUtD7QJtF8SaOJnmaqQH2J6 z%tH9+Eeiio&MtY^&a^HJJ-W>T1;~&V>+7+%l?$d^o|DmkNLu@3u%8UfqtS5Ijd6UD za5oMhK@9W3v?cH!A%CCA1+42_IpavDR6PLz!{7s04-)iDd6Nj~1I|4nJcB~=#(pxc zU?9vwFz)DmL&~iT;Zt~4>BuO^L#ewD00I@@C=nPS*8b2FK1_w+s=xV>@q(vYCg#)^SdNW;N;l{Vs5xQ2EaaVnzc28djKqnE`;` zqxTecyOiIe@n-Ja4EjQP?tLCKnql#C2mz2P;0)wHGWz${=}ipj4wc47l-g!J6Y2!z z3H4LH67+Ro89);=dyelMQxGorXN5kem4k;uQs`hQ0Z=!GwBu#}0Ug`qyx&RkJXRgP zg&>AfS51U$>#NT^sK%ggjD|7}pON}ug?)KoR9a!zzn}Q^uQ}T1g`t)J;thw}EeR(p z_$CDqobATQvum!tM#E^hEGn#V9r(?Jno#81hH9m+Jo!z8w9u5?pirnXEQQ%wi_UZ5 zwcrtk$((&$Ed>;mB7~V3w<~aa8WMf^RTKajECq+P-nDQ;42fK$R@l*X?C5e%KOgvc z2#03Ye5T=WjGk(0^Tf&eIBTvveBHu0O0vzk0|4eIFioGTZDQ4P5?8Jk7uOBtrPy9o zGb!FBMjV|uhDTwDKtv2P;u9BwB(=?ab!6vNBDTC*6&R&gNBnyCcHRE|Bha1%w2v$9 zu&^`#fq^vO`=MJmurDo3`&atGmjs}n2+T3jwpif%hj(KH?CdUfrp@@iFZwvZMz2@_ zT?`;JyHH~Y^W6%?`{_~dI;mp?6cTxBq@Keus+h&BIL-tIhDxEGpf?d1V}e!30N%O| z7!mcR2gF}~zfXBTU7P_@k8t+7eUESe=klx|XLS`O3eNm#U1^|auKNR`B5E7N$A%W$~z!tSeLmsb5 zn1t$0{*02}BUHesT$@%92yt2g4@u5OJgo=(4fAKOYSy^0^Ibomcejw*WkBFVkRKzp zL1c^r9za)pE=N-Zyqlay2w2>I3+c)l9grtv42IHm!Izd|h1Dbgbb3=OfYx4y{$>uH z5)HZk0C+^eIsib+!|D(k*0%-eI>lRlM@fKGH~`FFUq5zWu!}NLa*7`gil}(3km;|1 zM^;$=+wawVUp=}0Ip))=Wp2n}8v0^s{tva0QZ$fdh4mr;;~3IiQckrM*15gci)B@AOLB1&0q%tvXeZk6t=vc) z?Roy^I3j>1FQ~cXahXF>tfboFX?NpEhp&FwCP6%=6=R6iYn0<7HXjD?lB!f%G{a(N z2(zfOILCnGd;piN;4ZJ%dhMSHSFY?c(O8Kq@VR7=y z__~_Yr~`l1^P`I)6*lp_ntJR;*{aP8p5%9i8?uSuQm4hIv9qUM;4LEYyT^m@z4*6P zXYqQQlEaFqptIW)+*dv}$c5o~+q3a5bi+VtQx)8Jc@J0505os?c539?vwDglIgkVY z7&IAkhW+s!{Num&ClLG_r1Uq$^6!E65Rv;gs_}2k;NLhWYs9!>qS989_!g+Qm8P_n zn!Ao5KS|h)8E#Kz zK~DmE!%BOjmV4uYd+&4iJ~Zxq9Nhc7wl@Rr&noTDTkd}e-2axlztp(@eQ^KB+Ws2I z{;9;?uw?%ZWdF@&v$q@BBkV&hv(U!?ejARHwi{yUC8PKi-6n@-4br(~&Q;kB&lzP4 zss}7g4$qs=B#d&TFOMvk6&}6N;C6Xv=1j4&`#{y@(XSSzC&N}_OLDCq#_OfvWUh=Y zT34ABDY{RME!osq-#d5j%J}ky`pb_4zD$jOzr=8UnImIAv2wY^d%Qv6_2>`#)}Swc z`0@i+ueL}1Uj6d%{hAXqkpq-3M=_%!*`wJ%S`Qm3?0(fw_Sdf?YjA2vLP z%8hbmuTE`xk0mO6wD>&r+jp|beX#oK$3Om`+C&>C{5OQvJv&ptBaWZ8f)@IVlsu*_w};|Dx?A`#415 z_u99a1iEhQ`p-ZT6r;9Ig7ex^^f-B20vmS3Hox5t+4Wx6$EuD|3~;A6*A4IneB9Eg z`OI}aA7k4fqqH68pGJpW3xkY>eCulrThFx&3JS-x50!z&H9ckK#)mug#S3hM&17$f z<{OH99tqMBD{IM@Ntjdql@uBM?AIA$H($tEd}ZOUM?4RtLo9N3wmGSRaQ*XyLmyf; z&S`Co*+{BJ-Fl>0g+MzAg7AQOC}?rmKB4?n{H$x-=2#MSVR7G^eg zG~ZnpOg!IlKZw!|>jDs1chWfSe6$K@4zhM*+yv7I&+U%^n3y*Os8{%Y1%%eMi?FU z$UEEhAL{3`Ni2%|PVsLs=R|B?CdKWc>;vEF(~&%d{%R~i)w}`=Q?E8hR1lo9b-8oJ z`6&msGO6VjZ=2SWdiQs=VNW8RmQSRf^fk)i5ZM}gcNRk3JJ}?vwPmj(nRbo0UP646 zz=3uobveJw5c^Fr1Vxb90`&Py`VJMSvxJu}UX-Ng%O9rBUCebVWD0$GcBuB548hiV z#q9_1^7Q(*7QJlJxlI?TRD$tCSslyjS0TALvYI-?Tj>KamG}>!klU|CnwY4D_$nZv&>8a zCyl>?Y@`)`88q7@iKQ)HI89B2HVYJpF^P%t0rxWn?B>O=E2(Nl%DFK^^M@u_oX70+ z+O#-{hel|rM9iz}E_O*`oXH4{LW!K1mdeA3*bhoo*5~}DDjD^yWR0Ds*S*0~@nu); zvE?F}*XaO3?3djarAQz*eykfWM@48)bSA0S=ZdY94S6}{?DFd^UcLw zViF?G_%^)-0k!UzzpYXf0xv^N7G3+apSWXo2)T({6A5+SzjjEzN@9Pm6uXBFaXr#> zW=<%g@H+`|-0L!Q=-j2z+h5hL)txE$J|X>IMYI>}?$_Ki>7@3BIM-Sk`MP*D7)+39 zZ!s3C^5;$$OqrQ-+->&l-mmT#-HZLVFvOgKxK8Ha<5x<+dWz*i=LwYX>ZB|K874>I zTqWy?%O5}Jf63wnwmP--A=LAc!NMpqM7xHYDp;B%5_MSF_q#P5!FuR$Ln>Wo8G=1x z3dLsEK#uS$a9yCdiZbQ&D$Qn-d296f>rD|erq1bjQwRPpRcUHfi%9l}O4KV7{^gIV z;cMPVi zq6!sqf{f3$3%-+d$Mhtg1?)^i-%>7Ur((??4#31sGefmX`nbF&NyT?OVm^Lu$hREj zwg?tfZ!~{*%Z|+ISQ1q-uor!Gvid3Q$-r&A`_R?o&jyo;T7}w%5I}(M8gHYitNz69 z%K4s6C{S#CO28^Rx{nHO7wd^F>s^PmFv22DnJ2>ms^MXEewY>Ylx7}q86A|b==h4m zw0$k<_#vz+4no8$FLIF|THPh98}gt(Pk z{{}JVlNhDhAmIxsHAt)#PJh&l@qQ%J*wykV>NIYJ1eT_^7GzjeW>D~Q6GMp5_0tJ` z|8?*dJ@@S_SwzGG?HN9)ocP2brd*Ppj35afuc{Vz_(TV{q$L^H4W^dJ7nL@pg$Pr* zhNu`Th~Q)yM_S7X+XkED!*lo+xRD5NQ?PwSk!bstPNn&cN`= zb`4@wMB^0%vBtoAQR2K6hw6&Pkmi_V-+k^7E_tV!J9ZSm05gt+z0 zy-w5Kiu+09wEP$_LLHyE_;sAv=o?>skLy^GN3~^`cs{QvCaR z%)F?!2Zm}N^rTN`$~C{xG%Z z3LQB~y{y>~(k*n82Z;i-huB~6oF+;J5{D3p;0TV3pEXjyU3#7`py+EMJs# zTJ4hjO>VmbE)5X?B)P~P`h4v{nJbK(ttKrma#JmlT~d(mX8dCJ%~G&&G1b`dXPPkm zZqj+NghkHfJRrtP47msd#dd0pq=oSDyLnMLnL^IYaj&7LM zIsil_$9k1<;ZuETl7SlSGgjRPjRYA5&$?td=mc_CJPXtcN~%e>=4#+kc;cmC9Wy;`iUg3v@ko#i};5^42U}e zQDP6<`cxfm)w7e$^uS9Jx^MEY(8Y@5h#W-Vu}HKP;=)i}B&jqBa#rE< z`9+?y&j=>GL0LidZ~0;$dnR|1f|R2P2rfVzJ(U&1AFosKuI+P02~HT0?L5JCGR7<&cU=%sdT|f+dA-B}tk$D5`R7L$68x5^v^_G>aTR)yf$ockj~gvPZG1V*08= zcE`nhAmPXqMFUu*SDNUY1YuFduN84YPLh{VZp!zNN3O!lAL2|!_;%bAphG@IU6g80 z49;(KD5}sVKK!BDaB$``K*3GYizY5#;0Woum??J_5f_JGC$D9xJuYq3qel;?F`G=fB}#jbio~R+afUV-LTbxz z6?L(l(+as1!imQQL;DOD4@XrYe$3yRz4G9Q4yoLZLo5U1 zwLMT8RiTZA*gTWE++Vb3f&67rnp$lCkK=igskC3v^kN(tIZ&_^<}fum*(!PgZ%Z3` z%-yUYdxOFs^*jCVbuy2l^RW`LNE7)clb`oV`c)t216qZyH>>81{N<1?e8c&ssI%y* zv$z#R(J%dyow*(bStO|z2E=XQR( z5OMQD{d3!NykZXWXoHKqz=3Vz$|2z@-w&pk&hv-6#y7cY4Y(qHj&!GR(KA63&P|Uk zw(!-8Q(wo;@SK~GquT*!ViNCWn&bAn6{i_scjmd<*#S3;X}5E$ZnI0SmN<87G57O| z?gvtdt=QRR3-^lw?w8`-?Q+~N2XK|uq+EXP?l9nfb=uu=^~-EO;t-9a#2MqF=;5m4 z;dai$-Ou!2D*B87QlFA2GU*Yp>Jhl_LBV+jiFpPqdWPtDhMw~b zbMy=k@QjG}jLh+jy6YL;;2HDWGj_l;ZrU?`)iYt=lZx|76!W^KxES!>UOM{q2Kc>-_v_2?>%Z&w zy20l>9{||TlryBe} zKKK7L;Qx8re|pt_X5XKM3pmg(<`e_wbpjU71$=P~_!$t$5Vu8OD12=R6H_rtg2o`?=0{_MbZsi1S-woVp2>kavaCabZ zZ#r;)HITg@2!IrbI0dRif$372vmW7;Z3_1NGL~AfadnQC@Eku_cLSloVdg7t_N}&e2 zp@x>BMoyu|fuSY|p{BW^W@Vw~jiF~=gq|G?wU`M#w-##24z&Wqti{95D}~wUhS^$% zU2qD!7#Ma?nr4?9cDXF@YGI?kpbeq7?3`8}4Qq?(P)s z5g6{75bl*5?p+q{(-`jiBHV8<+^_j?=wa8p{Bn^zp6OYPQiYm~JDzuC$`sEaLBQWY_LR4{XR7qLX zt;VR^FQQ5ZqwdT^-Cc_+V@J`!=yLJs3Z>{u-RLUI=zC7l)q&CX6QXN!qif5e>l&jU zyojzJj6Mi#HmpTAvZEPbOp|!bBc+&T-Ix~3n8!~4{-bj~O^9jDjcF^3dDa;7-;0>` z!I+MjnCELTFW50mFt$@Xwo56tTQ|1HGWMlYY;R!ftAyCT+}QrI*w>A*Z(hW{9gKaa zv>Uk?JIIb50^^3o<3^O?Ms?%HEaS$V;wA#)-Y3LO=Ei*}i<@eU`}iX6(_q}^gE9WK zxEXdF3yhx?kDpVDpVy6Fu#BGqk$}WD93=&?f#blz=RAB2ns)FDfncCeUKmsi23O?a zfF2|ixv*FsTo{x`TYwLbKP-FruncA9KHk*UDbd!-_JZxHi$Qi5&)8maY_hvxdO6VRim8KxqmT2ILYGUfuI{O> z?sjg$`tBNr?wYC|Ra6fvEzjE~o>?kh^{2d#8F-iYdWZXadujVr(S3a^0t$Enn@ zUkuDp4?1}|=yq3-FMn`@N^q4y@QupgB(9Jry#N2U3Wqd{hBQcp)E^7EZxdq85&A?h zv`r`U-nme^R9JIpcxXsuY;0t(W7KW$s5D}9lWt6%b0)wiRC1nP%73aNWisHNxB^;SJ-eDL7G?fQ-v_4I^?qu(A@(-`kN84b}*)5T58O-&tT%@g$IjOOO% zJ1xDVEgd)7MxM2|Wpyk(ecnCryz%afZTgG3x)(#0odvHtJ6gL3{&Y8__WtedecAKs zO+(+-gZ{;de&*Ny-ip^tEw4XrzwR7+^RDOZMEkpuH}6IV-hCbz7$I`<7()$nJ_vTmr?5}M8`0-<9 zbz}e6)c&u9{mt*&f3|o2Z2tcHXMgwO{_ev5?#j;oA2yqPu=tT|U=Jl?%Aj{9A$jE; z`WWTiX?Q8~Qq!i2msy8ZeLnRyRldq47-Wi=J*w(2kh7_C=znzY%}t`~>r%7k>UXy_ zLzX}FH{TyDBPF3l&0A`$bGP$8zr(@1OYgrntv3YPXXMMQVG-gtcla%=G?%AqR88NNdt`x3A zvWI1ZX|+GodP}anji@rcDZZ8&aq^ez)mO1oV~KBXV$$)0CpYe}e@fhXyuGnF`oL*$ z-z}@NhyV3$3m>vh)W9U)fZKXWsUi?AVXVaU#Req=2`^6#=am`f0F98HWV?Gs%bedPMO$@EUj`R`4*HyL5J( ztOM#t8hZTsFx$<2$fL0Em=UpS_PTiLp*hW?9<^U?ID{{`n;(PXo%9uAN`f;lRzpvThWubXe)`)ikF&?5#`TAfj8Nx!QTh zM{IRBi6qh}w>B4vb9-}s@WeV4PaR+S`ta{`>;>=a$c>o^l8sDMHRhadV4xriYyfmh9!$2l|sh{m|LAZu7S`4vJS9xM$yB z1Ix~3sa5g+fv^qv%WmM1sLS#wd*HU>XB-(5{o zWg=Z-EC5cIQPs|=B@-I+9nzcK(VWb!3X`hJ>9;GoxPw0aoQ-m5m>NJ(Iy6sP8KCHH6bckSQk~2=V4kWv*L%?K0Y6WURR8m9&^!?W6`ZgdL zr|Qg?`07#Ro_zA%+cfiq_u4@0nvbI}6Ajl_xJQ2%2alQmCp-6K?S~WywPSki1Y!Qm z!&0f(Dgxpp9^#To%~I`)AuQhK5J<)YbUnRv064+tcI{7;iTo4wlhzk*x zi+`GRF*}(iQ@GV=smyVR^vocb>Rx6mcNTl>&EaE|Q24P&W|rJ_JtvDLv2XY#@XgP< zmsvwx)umGW=DUe#>)+YqC_TP4vbn|zqld&I8dm)q)p&-NIF~aV<6c^(Rgs5_iLC(h zSk}4>y-dh)lHeFV{lqUbcDB7733x(I6;VwB9S!xltH>Wok$D-0%r3EVB=hfPP$H!8 z+V$O5@eXAFa8C4?L#kG~7QVJNaV3!$L`;`L<>v_g#9YYiy!2wxP|^0K_l3LlDc?e8 zJFUOE7CD5v%RfVDI|F9s*psi8Z+TTZ$OTmipu+CMZtgx6~an zk}EimnE1JAV{+!TMk}ig*N~jeAu+FWf*as8q!OdvrfHxL_A6L2z(*A4T<(0|2`2-; z4%&|fj5WF^uU-F0a&v~SceHSmQYiicx=iOMIb;idVk?vDO3;b(=|z$wa^8lMc^P{W z3j(?6hO&}+Q`zivgJ4(_LP@P0>;3tU4U_e-j4^?`(gGE+NixzzN#fA07p3hA5Rn4s zar#;}rDTC#lcx`E(Na0`@>+AXMj%*yDwTN1YRnuJ31eh^Ty1`#l@_ zt-@SMMnKyi?pf|?Z*gZi?h>8m}M0VXP^@hZ#nyig=bCXhR|lUyO<+)4$IgjDSn0})O;i0+A>(Eq-W zv45=mpkIf<@bxfA*<=rl(?Br#tRN7{GP?frueKjR&hgt+`HLROjdQye$9oh36zX}z z*dA;KB_@+NDsJSqL={Mukj@%Cfl#gcxnLPqrd$G*Q|X^zuti?sGOjEQVToJUrwMOA z(|SNhKI4Na%e14wy2*(h15R?f*%l|=D%r0BxOW1je3uW}NU!CDcq?1e{c~d&1dT&G( zxp&z~+P-MAT^x5w7S_MelEp$_=(LJX5CRLx0;h1z$uFTn%Gn%*K`nrV*k&P4B3aj} zcPD{`m`cb%^+ME&6c)C~{GhTEm_V`s`~-xR(WDQtk%DhsHiBW*)!=z*EFqZv->qAh zQiJ31i8Fr5DFC1Imw^+-Pq+vn7ANq?~me(HbX%}UTB+Krm6Lv@dJFZh?;F~~T&o4WeAJm&MI$x8~n zU3a*GagN4EwoW|FOOGO?0=dL)(@M-8G2gPEp%UU3zvvxWi3<$v<@b?af5p~W&hS3* zXE?{{%vL9F!(_@+B}hgb6HuH4onkMG9p8$uXH38{qD25s=7|kB^X*k=<2@h`2CoI~WEIheaxf;pKn~8lTn?{0IO& zW(v<^Nb-^5_5rK}pm%GC?}rs^8_z`su(3t3Ukt8OvJh7m*fIn?7^{?^Bx0>7d+R6} zIq5%mM3OQmR5Q$wh(Iypxhd$Nc~Ft0BWDukSWH}Dt`z`iBgAi$ z0KW-!ekLb|6yZ_{2CZv<0-%M%;1UtKK?c=n*i5zoq_7jrB}x%#miwfzBnjA(6{x_v zm_b51OkO%IccO&>0f?{?D%CF;+<^dO5|M5N1|3CDdYF7MOk#5sU(cX<)=SWTRhcUjR`?bnmmhDYK5cA;|R_4;a#m z+Q|`Kve&WZ{Dm5L_qn6p6~2eN0R#>At%#(m9^K;+E$n{mF5j^#Hzekw;G6fcTYa$R zOCn-lbMMaQ+OgmB zQ&*YC70R`bXoOmga!6gals##=|1|y>%8jgP608PZ43FAUdQKk)sb z10`e(gcKLc>D;)J>>dumk#G+8jVn?0{|NOxQ(?zg5gdtJFjDF6LGL%~VBr9E-_cjzDq09n*%7MW6;qtD^e&RJ3$$RI;K2@eW=~N;O&;x5th+>H`G! zD?}>OVO#G3^teqL&~3O5h>@Bu1F5PX&a z_+SHXvw!?x0Ug)J0{<|l)_4JQV&!1 zdTt{DA24SQz{nbV0P70?8MY4t=f2{{oAbaA?LZ0_91P$v7am;sXKM#FB56xD*=!2HPe5I6NuV*_AEXo2|FtGlx2*H2@n>loFIuD;v0sSBi?v)e~um*uh1p0abFko=?Bo4j{ zyzrH(`Tvl>$9%kE(+~b;3+ey>v=Fk201Trr0G7ySmRJyrX@Fs%c7kfmzuM9DJ#_hi z0gmw}Lk9v7KsrrP4UrHDkMIZr-~vgEHWN?@{(yn+3kyrezTyfAFrsF0FbV=74|1ah z23-sVFb4}jFh&qTyE)buPy#EN2q5P+?<+pcz|jWy2~x8F89Q|tJiNP04<}6yml@CA zWC8Kf544a8y#UW700MS50Cc_6P|g!Q9XLO2!v+CKH;@oJd&U;jvrYXD5=moP$Z#T_F=wbLU6dm=m4$2t?1F*w=< zqW`eh{2;%B@d1?^04rE#So+Bm>*+i zaDVC}!nd3ZE*Ai!unl_<0M1aCGT;rju;BT?b8_Qv!7##+unlO5Oq-Si(twx+w^zd4 zG^DTrvkL>)@(BkZ=mS9n3{dNjV2VuW50o?t;NWl0(3}eZ49Nfj$Nj2cVSsr+?bSd7 z0RW{0!M*43`ZD)IbZiVBV)a0erd-Az%oHI{`A_44YQrrvDDV z^8l6mf|!Ib3hY@9aS#B`0n@+>Q#K0Uy}R{r(f|(tnZOHkW~1>n2jH-2IWGWvunoZ=0VbfJUmN9iUlTn| zQZftF386T=P#LB21E`KwLq{?O=d@w>cX&?CzZf1=%N9!}qmLpDNQ;pIIw{5ySW^yzRu~i@Py9d%e>@O; zrUY@*4?XX^n>7F>z(%BS00FRMobCX!Gd8F`7%OlrSYvpE(E@`;FH?8>ga0uHe#Q?6 zR2Y#!3o_ zQXu^Kvv*;^ya_iL004j|pTB;eAOaXN(VGH#q#VpU*lNQ;ix~WUQULPc!5S9$Lj#Z66+``f>?k?0+oQb zP0+cP6oY*I_`woO>tdb<0mwF40?zt$Vo&UZ_4JIbVom=;A z-o1VQ1|D4aaN@;{A4i^C`EusXb(?@lgtxqh07wbXmkUUj+qhu?xR5(vzH>m1kn`D{ z_xLVA#Hc^`t_TkvK90OwN#2JKA-cx@@1_eLj_5_ae2M@4XCf#8+j5>Rce~Oze1KeO zODk(^khgx$OsY*S56XuDX=;p9y)tuClTY2Ylru?u38r+uXaZ)5wGO*n>iePX959R|0JL38YLO$_7V!u4h-0q^CDMIIh!%g)IzM5$81mwa z?MrdD@$5jEKl}d9v*matPh8)gaw*~m3%gi6-XnAouNyQj-*3oDgdR_nA|mHm2niiT zgUGcqRJZ3b_71yu-*Zip2A+N=zBhYX5U2Pf>&Zi>Xo6$I7Uid>zIyAgN6rKgw&%Y4 z?WIevh3$bE?io1FKYxy_fPn#o8(_(;6!g<4x43*5@k8@COYtL+MHYS$3!>k(T{%wWFQ4ONJ19UkcUKMA{DtvMmExskA!3-B{@k-R??D}#AGHlxk*lT z(vzPAWhg~CN>Y~6l&3^xDpk2kR<_cWuY_eRWjRY)*78Wwz-2CVxl3O5(wDykW-x_0 zOkx((n8!qBGL^YZW;WBA&xB?)r8!M%R{ztQ*TiNvwYg1hcGH{R1ZOzKIZkpubBX6f zXFAonPIk7_o$vh5ooqQzde+mP_beI|;ki$K_S2u~lqWs~I#7ZZ)SwRfXF?Ua&^C=H zpa+F$L?t>=itaHV53OiMHM&ubcGNi+^=L>%I#QB~6r?3ZX-ZYP(s^Q(r7wkPOl7J` zm(J9tH^pgA0a;U>_SC081!@v`Ix9sHijTEo6rJXjDc~_`PhGoBnFtl9KM^fSUy_ra z)HJFiB{fvac`8vgB~?CQ>8L?PYg%nJROj?#8=25VCg7?GaFpW{9EpjbE{V37WX)8Rjet( z00!oQVGO{SMi|PGk1-&nR7mBAG{yjiFEIBDYmi5p>M@Nms3RX>D9|m!z*?fRgAI%D z(mtFq23wGVZc6h~KiB~Vf~{;y3iOJ4*-O-ZL>CNuPy};Rn;y$(*Sugj#&D5@k3Gzx zGW|$~bM<cQXmYBv~3?MFVo5aItC*TpYBuCDr_+!-Qdy3}0;qo!)x zeRyLGe_5)C%P|Id*u%X3Q2*|Z!O9OpjKN7?$;24uVUO_cYf6~{vAHNBVlZ%`G7Jvu zrj+_5Rj@(H$-xpE*uc9;fZ;D#{fdtt%;F>A!ybLGFowghhAb-;#n=dgwYtiW5qr5Q z`vAunP7J8=q!_|qhH<1N4IJb$2OmkkR%N!4hw&(yANhy`8@`YTLV1-q{OIwI;dBsu z@Z%P12tyu5QC{YWBNEG11CYry9LvnNK>cvXd-K5yMew5^z+l6k7o>_fRE8aKC_puz>tV};Nuabpv4#Ru-qRLl^?WF zbeh@`y{5oI-E;5;KmU9zkMq*mId;Z#K9J4lEra7%U>Ll2>dO4R412xo< zj&xK8(9<1*GwKlsFl3_57WT?=Q0-$|v?Co>mq$O;8wXnC!MW+EM;Md=i#V)d5eXzy znBDYg(N=~Sk5)w(?1Ah!kYWx=e>+mttA~3m9loaKb(#8sZ7(Yq44?P}80LVFac2S+ zYXCz!>@jbruOSZjz&RM$5DBKAeOBitg_G0trEwEt6tFHwqUAyJYWD`=a{$Jk8?E0x zlcEn`NNpd&p#SD+u)*@Tz{41%!H-RVfe@rv!x+*r@{%id@NAd_Jkn7Pb^ycEn_vSW zqO5$@>z)m;NHBb(&U5nn(HVsFIam$fTs{N3=t);EPx=vzF*L&;hPp?~pQze;_?Ww2 z=q^%=gJ!#uCQAo;STTPnv+=lx2K*EK0nM+k%Qhy*^nhqzlhJfMhtn1em2 z2k7&MP56Q_Xa{%rf(7XZ2SkpmvW!B@2jwadez3cIn71y0hdn3_y^Pf$J98#6R}6MHDaFIX;_s|*XgjVO}`-7An0 zlbBC?F8_821Dogvcu)gUV7}HP6MLWsHrOsO2m^Wx1~%*=co2h8pod5612emlC__66 zEWbsxBWJj;K$0gq{EZn4gJ2McO9VGS>$Ixavp8r3=kgG9gFxdL4?^>?QAj;-00%Bv zgV3-uA3Hz@L$W~22iejMTa3U4{11Bov}MSLHHd_XC^Pr6yg0xE%c}<_%!fG8gg9^p zV)%kK!9@;>!7iIcbE}6NR4*`ygHdRQet?BBu)KK-17OgDJhKPoYQE-J!Y1?*d?<%< z&@OKD#4k{UL~DnFiz>hiu`TR_F(8EA<1=%cw*mAzI*am!a20$Bw0hGx7im*PwEmQol|7f{YW5kwZBS(A|L6QcBYNvDz zgNg(UKx3`vQm#aZghzm@UO1ESK$L~z2YT=^UAvNbXvJ`|heRv7M^i_d{Ez%Y6nn6T zFh~Sy7z1iBw=&zeR*Zy57==tIhiL$VU|0ik(7sF{1gcyje%LQgxCeDSH&sxBiI4|X zAV*#ZN1s%LP51<0NQ5S|No#@2U95+21jCkNLqgz6JQ&MI_=HW+u6%s7P9aK~M7X@{ z2U=LSTGTzKiv+)-hCUd`xy*-#d@ewngG^9_NGJt4q{YM>4|{MgL$i!Td&n?&&Hvcc z1X3W$eAolrvWI%mt_&i|mb1;~bk665&ghiR>7>r;w9f0q&g^VXX^4YRLqF=Y$${8K zopeY6qZ2()hZIXpJ4{M^n7|ZU1BtM+D4Vkxyuie?%G>0JPw>qq#D_Aohc!rqm9T|O z_%wRUhcctD=afqlv&(Fxwog!ngD8hEhy+^zgT2WIMJR^~yG=}MPCMI%kDG{=gM}{$ z269+~+A=I&fW>ymOqJx!JEJyy=!XQe1$Q&Eg8&CoOUUuqFAri(U|_=nIS5SXO~kZK zJM6Mj?7uY(gWB?kNdN{FD@i^(w{U!()1sg?w0+ zL7K_wv`N+)&oFpDUjLHZzg)iU)Ii<-4 zEXsP=hUH3;uVe#zC^JQnhE^B@+^Rq@fUj*hLGf%(-0ZTt478(E1!|i&Sda!%z`cA> zH(-c{IFK$6RjozE1V@F-ma9PD1O~$VIEt7zQjmsQb5Z4k(FoH_s%$wLHMek!gE8<1 zK*NJ%0ERWNupb?dCankR3I=|-JyNiSL`XV7Q_}SeHZS8p9|Hz{@H%oe*I>}cLfivs zPzA+fkd-{se)ZRX1=xTU*nuTje>zcE0Eh3KPM|ZdU7XbSa|U}T2mhwqy}u~c@#3yM zq_=k1&twaOB8*C3WQXKi5UT7HM6ok`@H#pD&r9_OQrJT<@F2GX1OFI7YI{yQivxm* zJ8-K9Rj@GT`9D(2hiwowFu+rLD9qb@wlOH#5bXz81;EgJ);s{fFMx&YiaZ$gMcaJV zgi|eh(5^VxhipwYJb;IL;Jp7>gA`H2V6X?`^g=L*1%H@SQeDq|Bbc!Dv5391nBBPZ z@$6cor1we((S)#-gl>`)4!xTE{QfDPUSjB8;uQEXj*fT*0H&Mw!*@Iw2VDQD@4A$Tc=3vJaUk9e&Fzw%}Ok4%FPF*}%65dw=M&J>4 z)_v+<7k1qV=H5Z++(DVR4%Xov=HVXp;p+Tguccw(&5|;e;eb8j7j7r_{o!6sOg6#J z`CZ;7rs68L;w$#yAjaY?=Hf2);x7i{Fc#w`*5WZXBPNy<<<2aV% zIi}+}w&Ob%Q$hj<-o@iS_TxVW=4h7YX{P3Cw&rWbW^2v| zaBzlh_U3N}=Wqt+Rdf(;7Uy$DXJ;Via!%)VcIS77=XjRqZeHg&G3R;4=X|DTFuG@b z_UC`r=X&;ubdUysHt2&!=zj*TIU?wUcIbzO=>Kz;hK0^%QZnS_NC#&qn2E;dnT!*T zc8>Eq5|M6>j7}GjW)6~84wH@(XQ1fhP-*3eY2;w(43UN^dn9@A=r+=6oQ@=&mc)u~ zq&+U_gzX8UW{z|)>Z5+?l%AEDRt|Ys>Xkt1=78$sQ0kmwR# zL@H~cj-;zTj+jq`P`v<4-( zCJwe9>7+pH;%MyQcx=dK?7GhDyVh&v;OoU+iL)*w&JH5aHYCtCY(l_2i)Kx}z% zhG50(^-ybh2-fMI?&r>J*lrHiu59Dp>*W3r?@n#*t|ahQ9`ep3^A>LN(~W`-=fKA9 z)aIkx*k+DCD(yyY0HdPw<0EGPfffJ?5V(%gauEH_kb@wC3orqoP;d~qfSA+`x{hrH zl7^|i?&6LUiWYDax@zW5XZN=6-2iH(%JBOpaZn+ZLYnDgBLp_+#-nP5zi0(!=m}!j z1i+FjO)yg5ND@s*hkkhR<+y66S|s#N@AE$KgOG*|Xn_l0avE525WuYpM{afckVs%~ zCWnb5&kqPs7r!nTEoTt@F5=V%0sj-AtT>2rg8qUxU*7i)Z{Hw= zJ$RAZcAO6(1SXG(-k@t)0fr4A1Vr8<*4Cm(VDd(HbS7__HQ%h2$%G|ua`GVs^1%(= z25~}Y0sjtk*ITnQa&QY@2}RhwNZ11nV(WEcgGXm_Qc$P2zTokYhXdb$ z8$fmn;bSNsk8wv|{*Jdb^#?RJ=Qlkkbk7nu$95(UMkvM|ZhzzP`11?60YqLWF;}N+ zzkq2E_{lyeU|@16?{;dRqW^s8_j-qPbV7D>{}6eg_YE+CMtAeKjQ3(s6Mkq17=Qs- z0ERqhfkp5Qdw_wiC?i;CfvZ;OBWy*gj!&V{b%N1@Ur!V2(ly{nu`yr~TA+bO_xg_q`*X^K z4UluTXAoehU<;0SbV~9_00$yi(`DR%{uUp(rx2?D4|;EO6ZmuxpaDMq`m|T4i1&AZ zcX)Opc!S?|#zrTFZ*-V&C%}hziRXBVSEo3*01#kzP;2zJGaU0c8F(^&$OIXv zAF1}~eyFQ@paB-chyQJ;A0v_nCno}-A!*Bq18VDuW}Jv*NVYXV3VzrFFWY%7QNy2a zhdl_u+rWoV`#5k&F)?rkah-!i=&oN!w(ioGeuxBEu!W@Kg=PbJz^I2BSb-dv2z~$q zMz{^7Zj6agYW0xnp#Gh700R@UaS~%dL(d)d%CuW)DUSucWgNQKG@IMnmC{0j7ipS z5A#Ht7WU(pZ;Ud7{o1VolPOXdHU;B=iS#MV7jpT;IOEr6%oYA#-OtYAXhfNsa$)n#GYP>r~#0F7mP(3YVJ_Hf{fDuSO zGSDI(5qjj4L%jZ|QiD4*;2{k$wzv=;A3%XQ6_(ivj0+p znc#j=?e|pJ{PgoBk34RmpG@@We?gPd9yS1i1zsg-J6W1i;^Y%g!D4|R*g(u|LM0?^ zpe1o2MN7Uw3!ebvXGj8@OIiY@LY>TiHc1<0S|BBxKyW8-qfFd1C>KKU4>B4Ijo#d0 zywi*a2I5%59#FFnRop-v5EEPtfB}mYz@P;%$iW=a_YvgOgAI#l&U?xchB=%k5}L?_ z=(4k&(s>6ws8gLmSm!#}p{5U-8iO;g!-?DFjuz?3L@(5kiE>HrA;Y^644&bSa?C&# zbNHeRro|60HV=H)s|O8W!y6e;LyI9fq$fiu%2ATClrBU`kHDe8Rc>GdCjZEX{Hk_J zl)PM7jr09v#Qmt<|t$|a0U%%xB*z=ZI&kihyR@NA(SPR)vWnQ zM^`dI3lI=N9;DbqU&-MX_9K1?V5bu$u{K)8NcRZ zYvK%>Ny^3(y5z5~0EA&n)}~p$0+5~U%pqU1QZ`lo1b~?(1d{p!M7=pf24Db3J2ugR zEE0oN?Kssa@-YM&c%vLOKqx$9u!eR}Lk1enDvOG9oYIv83}6_AG@|@ zvzQ{z@T_Nhl^r&6|g0UEp|v`E@uW<8saOn@LR@-PA0(m@D9>`tAYeX(Yh zB&WT&HfgR+?Uf&k*g0*@%6|bGXGcrr$j+0pSN6P!1O*n;s&E}-U8-%2Y1d!qk4q}sn-aym0P1wNYzP2gP zFitm&)!H$n8&Yjej0spXsV=yMGFo|rJT--UJMyoN02U_o=2oqNZ&b0Ao81>E}iLAe~8Z= z3Ur~LyX#*6`uSYmSJqC7-4{O+$9Y5qUlz?N86SDP3BeV-QvAy;=Xg;RUT2Hno!&NC z=H7eeaWJDD@6PC8Veo$Nv=8|zh7Ys4Wq5MK)BhV&?UZMo#V+K&NNr1Wf4hRg-jTLA zWZWq>z34AOdQhjn^{#(?<@{demKQ$ba;7=tBW_H^&sp(%>Yz_DadF$9MCD;Sd+ixN z_~9!)$d6CH?w9{|zpr`neNBhvqi=WQ*Aw=@K|NQ&@BNI3fBfb@|M;`dd+rNw{p*Lj z`|*zb_$z+?&8I%?p>KQM+n@fR*T4T=pZfV<{{>+Fbsze9MEPaa0w!QYG@t`Upaia1 z_7PeDGROd4VD1@UofTl(@m~hM-1cSO26CVPn&1H{1`2wX2by3DqF~KUphiHTDbb(| zF53;}pbk>t3O*bFnjrl3p#BKq2@>I)mH!|Lz90}HVF0>M2)dsVa$pSZpo@K-G*BT% zTp<>2As3F4Ggx2`V&9Q~p$qB{U65fCI-wEj4;rqZ7>=P4Mj-*dVNSH+9Lgd6^`9N) zVPX(k7d}M$e4QWuAw&csAs!+kdW4&LmCNq)px=PUfUe?&KG~o=fs1PzI$?4kc0AWH;&~QYIzG zWZhScauojwM-^rCFXOTBfC1t|eQx zrCYuwT*jqb&Lv&erCr`7Ugo7LLrCC@CvqmIaxN!xHm7qsCMiUxbWSIA zR;P7dCw6A1c5WwkcBglKCwPXZc#bD|mZy21Cwiu*dafsXcIPOR0({1&e9k9*)~9{m zCw}Iqe(ooIjzW9>Cx8a1fQsjPj)H*>D1s)af-We7HmHL>sCg=;go0f@Tmlwc=o37_ zg>EQ^W~hf^fro~uhIZ(OW+;easELAThVsCOw&;hdD2bw|h@L2i)@X(*fnw&vApAfq zOsJ3kD3H2dJ`{ozX#ar}OaYQofs#&vk~Zm*N&%E2sgxq=7EGy>I;oRd>6Bt=lWOUf zQbCepDU*6Bl16D2Kmp<$=8!T$EM#SnzA2o>sTSn}B^2qAhAEhKX_8I>l-{Y8R;iY9 z>5`JEpfV|#8tR~usiIoxky^nK77DWMwb zn3igw;%S(E>7uTxluCgWV8OE?=9;$YrPivg-m1jpgE?G5pGtwJ`YNABDWdvmr>ZKU zaw)4?si1ago@ObYQh^kZK{rgQUd}4D;wrXgE62b>4qPi)ngkYjsvm$G=j{hr`VgVE=Qes-Gw%#kgQVzASP6&(uJlLg4JOQ+x>$?Ukv4SePZb7Ja zYPtq$!?NnTW@!~%0h-opq|$1>W~|2M3bkwks`x9w<^vBrX_OMIuTsGlR6!NAE4nUh zrz)(TI&71|tjmt-v-0T_NUE$}tha8g&;D#i@WVcU1IUuh8XhguCM^->12kX(pAKxF z8fllR>=mqR%W`R-mZ_Cifs+bruM+GOa4obBY^x?~uQn+YZ~{CiE!(!O+p_JNGRND_ zE#20w-QF$Unjp}QWk2kLHxw;h2JFh7ZPtP*)z$$tob1(h?UBap%_eEqp6itgE96qH zqMogiGXH^T?5xi2t>=F3NA&IA{%c*D#3@*T!TPEcXu%YuEE0GDh;{=Vux!gRY?uNo zvtnuFX6+SN0qR1l)FSKG_UV!`fi_rd=Yp>CE^kGMF5m`krn&*)Qo$9JfgRLA8PvhF zI<4X^E~AER6)0@ERsj}NZ50eJl(O!tO2Rcj!xaGU*LErT`l`xSEaze@^X9Mq>W$x$ z0O!ODhhl0LyX)H1;Y_uM6X@WC#sl4@|z0xZv}Fcvc}wSWT&RB>3E#40>#mO{b* za!4(_Z}(m;78pW4oPr@#!aJCR`^qpCIKdTQK^=hcAk418YA#BY0iSZ}lme;%kFb(H z0Tg&~;9hYSH}dCRUC7pg!8WPNmO&Hu+$wm%*gkBNVu2*s4ToGqxDM|fpF%Cv!Y@$5 zlvV)~WKKTR!YYsflB%y2Brzqp0puzx7Wjc8&!xROGB5`-TIRz!c!8-x@D)6PBAJ98 zSnZPHa&9!4=?g6i+D@l>b35 z%jGW%vpmo9S28Ub0IQU$tQB;D8NYAW8Z7IQsTN?t5$v2vV6)|Zu((caJ5OsFaBcTq zfgONxu&OJP-f<;BYVy)EM|ZR_n#48Wb3U`ONnC;^=kDriK|p({6ln0Yo&+>lf#NbO z$zs7B#Bn}!LlCEKOFw~06aw%js@U>rE&G8+qp(LOwNn3KPJ=L#VgVD_0VRm-$yW6g zpsu3U@*w0xE|kF&7&9eb0UZdh6g&YVY=$}PwCX}>74R??xB=7-YWR}ttMNzDVT&g zv@W1-fnoo3n0m4?XoE=ra`zf47r3${1naBTf*fDLN_#05T*FpMXgo`|fB!d&t@jpG zY1hIw`KAJg%x;u2K_!?(H$d=`60+8Ytrz%l&(Q(qjx84Oc0OPMY`-dPgDV3wDwKLM z2Low;1GtK>xI>k+$`1HHfA&OkNG2aCD-T0o4{H?^LU}W=6+8hG^#2P=q&BERDePK; zj`ryt)3-?&!xcO^8Bl@)3#%6-vmCs`kES?_Z@F7;Lo`G~L6z<+SLuM4xs*}@9mqDR zm^2kk>?+hk9mv5gi*08!Y0AQG9i+mva>y`9f+Rr0AUyeE53Y@4!6p1c@76LMTtXQb z0;&80q)&AfxPco8F_Yf02~Vh&b2+D@C4>#Z8a!9v)`Ar%X_=?2%2Ik2!0r>!!2?$T zC7kg%4=WU}t`(4hext-Gly5Sh0yJQ+91Mc^g6|yzdL2*#83=m$A}KUqG&D>#&R)Tz z`sk*2y0!D|r;RpO)^-&j!OS`^7LdUc4|1?JFik6TAZx*^ivNN&3oM_4^GTRPvfuU; zT)`kf!z*v;W;d>{V!=eMR9GpWK?|asg z^SO_0V^6Ff$OAmU!#TM6l45}mJj2K1+%OEn;QF{1kbwiYZmqZKKudzW^D0#9Lc{00 z&bMvcO5e`^JkSTd(7SEHgIz!H!bFZhn)<79ey~KmV}V2kYbS_uFr@+;=`wo(2sB zL&%!LEiPoJ1}7`Xy{ZpSHD>x4a}wupIO87Thr}pTsQ00#3hj zGhgYHxW`w%5JkU^jsbEE(FW#IdBLxl))A7ztcM{{rc}9-WlNVYVaAj>lV(kuH*x0F zxs#{Jon_lYRX&nY7|37vX%>({Yo*S?*5_v-n)Y^Jis3YK9~M_bHSYj|v=o~uBC zm+#V*;dHB5>Ed+Y(fH)fYA?9X>S7`g^zt#Jsx7Wq%DV??k}f?6DXh@K3o*=4!wor< zh(7z$;(>{C4nuCEe5x9bpem@i0*gQn>;DFeqhiy-C@27|uf-=|L{U7>-s=o2gQ#ih znk&4h;)x^P>Cj2_NSf}+DXFZ|$}6$VQbVT(x#9{Sm=NVSNucOLOpz$rObRWWpkoy> zxNr!fe6Fzr3%G2gf{Ei!A)^dAN4g@#xj0M93oPiU&9qt+GUS{IwX9IWNGYw<(n~ST zR8x+ex~39I&T~o*D_jf{LDPO2NDD2ju*1YTj~nF9qa;Dj#C*jWlS-1ta#C)_t*BF1H;6z$wqeOP$harww;)xgL z5{oPPtE=Byt|4QgCw%bZB>KWzb4V5slrAfHAY-m6K*Pi=XzolgHm;zU$F$|- zs)7zHd>wMX-UO`*t0}hdtm?$J3T{mU9hSPMW&I9Z@WBZ$T&JO`8c*-5l0?lYCX_HM zA4!r-JT}jKV5+G>fgR{RDd1wFmwe2@0$7a0s~fkYii0M_LOGLy36TvC3h>%-&t3Q3 zYe(EDA<>GB-^SOhf(fr+J^w{eHODT=G&+jHDnB*H1s00YpQ7UmI-vQbal2X{)UzQI zR1lGDdaQF7%U8Rg)WVcGyFONJYeM-xor(A zcymHs_~kD~w9h8Dqu>QGm_ZGC$0?GySXji9A1*w@9Cg6i6SyFn`;8<#@UcQAD&mw> zpzH~?Xc<<#ppYkYK^vsOU*c4Ql~Xvy98Vxszv|G9M{N)$7G&ZRp%_Ie4#p|(hzhoj z(yv^U=p5%lNDT8aqs~+T3$wV0Q_$6^LgWw{1XB#@u3)44c*YBqpaUI-h^smHXb)* zkw+y$$R7_0rShecm92Co6OVI^P{C>tOjuG6J%THuxyx%OqC{BW@&qW1#wl3HliDaT zKK~d5KxTPmE(Q5aX-<=xgVQC-n6R>eMa48C$ww|`K`%~04=r18mnD7ZIxmsIb;>l# z6qta^YMv;X^R(wZ@%gNL*g;TU>cV_%wZed^Cy}p;VVcIcq;!4782Rv?SoXz)FXmH~ zNu%gRF`7{-kq#^4%Vs`|Q3+A3<9^1FL>&x~(vfbb^3 zuFw!-f(a59DDDC19%g)?=S#(!m_| zp$ik>V3u+Aue}FhLhYtt(zpn_39< zqaXgrfjl50582L^wzakGZE>4h-R_pRz4h&Hfg4=e=3@}y$s!Y=;hR-yVM(W4#f;_x z$|w9FAM%*Tb>}hLwwxoAn+a)L|M@i)j*tAxb?N~ zees)L{r~Qlw}|0Hb@>}$0S}nK1vc=35u9M!s#c2q$VUmx2F3M+&3K|A>rswpmTNrW zd;9W%7?9-@CX|e;3G@+CLigXM4B~I1l4PufEBHX07d>r` z(VS+;w3Y~aC{2$iX9#n_Y85Gch7WsVhceWG4t6laoioy@LDb<)htZz&=r9O7)L{^k zcqGftaneDTp$xV9${+^8HoEjna~M6dnn4|Ep!9mOzIHy|kqccs+TMq; zalZi`@O#f2+5Z;!!4aPDG*?^U4R`p%@yT$APn_ZvC#1wJo^g$De0><__{TvWa;bS- z7}cuAbF1y@a+nX@aQ(;x2ttsE ziu3~(Ltr^zBQ0k`FriFc^-!e!P>E9-Bc%W{%`j5xkW-YQ3w~&lQ@RoMcuB$#a{tKs zqrRC^i#i4DZEw3A4AE)R8l32T=N&0P0E=LRfDjR3tv$jJ0umq)kfh^6RX=DDk~RgC z9~e8Cp z1qF2a2!3=ECOR`J^xLmrVyw*v3B&;rc7R~=5aGu@z(IV8D475K_djjXi?~_{IF7;x z-~b)~(07i)3VvxW!b%rpt1ZH)YR2ZVd_&Oc>%;B7FeR2*fk zyx2%D zp$<}ELiofG$|6QA;ib~W98N(J$^shdpbG#6S55&Jk7E@E;Svl1VE@q05-i~w^5GeB zfuuTx5-6b%=ztO~fftP`4Mi~=GljKU02Ux389+cWdhiEZvB#i+45Yvc$Y5JABHjij zvUF~Re(vUuLm}M7B%H!~w!jO>U|626mB3LP71B~3!34lT9bn)K`XL=kph!rK9S12u zxaQj|!znJoJtzx2;-VnL0Iw2qAyM+E@&M^_ARqcc8c5*Scn};&;2?7c)}kjqz`^Dk z<2arGIQpd)jX`><0t#R&fj+VJQgSKTkXTyFCfDa2JV!11C#_;Z6yA+6oFW&Vt8Q9^ z3(Ddes%#3J01A947et}lS`HMMvMt?GJ?y{=#H^Gyuc~~&6aRr?p9BR70X514h7OZ0 z6|*#%66X%1baKrHvhr{8;S`MGoywr+UX8dM%L%T)4=4&TO|v&c(J7w5`M4k|;4USq zNMInTGG7J@bQ90k0j-?k6g;Oq1T*4D(>Jm6G@ERz3;`O-0EOfPB)9};GLxx>A}rkH z-8#i%%0)5Gfeg?S3aoCPcr!cg)ApLI4&>kz%z-FE=LkQ7OZ?*rj02G-rwslKL9}Kw z2$3|*K@t!YU3T+2@3TV15jlQgdA<;Na%lotC!RXA=Klg~IHv23?9n=v(n3|VEdy(^ zhABWjG%28M`sW?0V9t(^r^7IFIfUO|l0iv>wmlW_D;kYZRou6A+VBNp-YI&9plDp$3Lv4V13sp5h&?tl2uW zV8+yk=rpyK^i1`1G5UcBPPCfdrvM@A#S{9i#1ze z0v}$$1d=WYKc)-n&zpkvC3@pxPzFY>l~%R2U3ntqdQ2>rQ(b#W-7^KopUPDe9E`88pM)fgmc1WR%!{?tS4Rdm)BVHNgb)hr>Hr!C&OSSw#(7Q#NO*En*`i3Y(A#vJ~h# zG)FB~XN@+;oT6K7b|rw5GZ^Fv^bS_Kg*KIzpwLo6llB>wmOfARXuWnf6JjB{UBx{mn6_5k=%lKottqlF zExb(v>p(8Hz>%853Zp6&2H|g+WI~IUZ!y=?^5G|stIS&BDN^dci0OOyM;Uw+Ep$y{ zaYG8W#|y^i0WDW8Gk12)Y;$uBZNV*KMG`4k<8+e(Xg5b+?t-5H19wqWc4;?x-Bc3# zl0zZ3`O3pMI*3M|0K_&+u#{vNR)KQyR)h3bdBL}RJd!-e^>7k|W-V!a3AB7mBoR?a zOeTkXyElWrH+=0keU1aITr(f$Bj*Upjc%=60kv!Iw}1_}L+bZ{6?lQ4BY_$Cfg$)Y z95{k0I9hzp=l&Np@i9a}ZGtQKKL7Ip7=U4Z3CAf!!4Nn>4CAg6y!3u%!4N9p9G-#g z;`V-KI1p;MSaKoj*q6aP_=B;t9ZVn(*ueKL&L4M(M7V^=vXnFk6Y@|-G-Ie1o}gd2 zz&Yv>f2vA87mk2|_*7ZTwc4@AKJ#QIXmI6-39NUDsRzZp07ukgc?>AR)Z>4UqHvMc zi@(@V-46&?uv7v0Qzz%G_{9(8;eFQR%KlipUQzMNx76w+5h%<>1Y6X^VVPC!bQ&b!rcj$>$fNTn*( zLzeNlU-dYZ&9t?KpiTR>O8=L{8Y8Kf@%4EWQBWA7I!$AS$|Fp8wGNJmi_z?diTN!_ zZ3y%rm7)}#c{o&G1Ay-=7&FX_eP?7zB4erS#+D^(DNADPJ7eD&`_2%eg|Q~Y6qO{# zk|aAxBI~cDVnnjf=lkpad!O^%d!KXedC&U>qoqMAT{;;p&SUekNG=C*3B2T!eAdu>;7t)J?n zVD3ku?T>C3PhYUn3%(%oFW-jKj!fjg>6up)d!TbSSE(%HTXj_Z8CvokM zRhmQw6Bu>KQ2rZdCMpuZAOI(k;G;$2Z0f@ge!@L0oi9R?i$D>x+HYo z$HDY+ozJGv96ssOxu8c2SBJ1btnWprz8aQg@5Cd;5>U}tcHwD}Gor|&rISC+T;?j> z30YS)4K4~ccziwAxqKBTWzoZoz68_jjMu-|-}{7~yZoe{vCm1j(`|>3^Qe!@x6m@? zt!>9!zn^hpPN)bA5lyG|{X=W53I_Wiky@wM5<`wcd~ad;QA({}W~I}u#0?h*&-1}5 z&j>aRMf)?lJ*p)d=G{%+5?EG9pdKdl`*koWIyD8wAm2D`9TZ30&3M@YV=HfnSg0@ZR7ha;KN3BO&JlBB9he(p zy=QqXb==H}>q6}5JcV0Le-t(aahxpkso=)`=A11>O38ja_XH^p;%{<7w_)6_&7XD{ z#w~Op7oR6TZU6G-_)GVjiWK;(()lI!P$bQXLkDxRi(%Q*7BTLqKM|<~{m>zDW1L}ju4S`CM!4#iGH1j@|Cf>B-{$ltK;#E|#X71bd#P9ED*czo!ZKlDs67GZ)b%fk z{x9EA+%+ZJ@cgct)_z5ojp1!}^|5_Zt%IlZU~PwQv08_399LcGhi@0s%HxlQ7hId^ zM<2VEdg71g%UdSt$Nw#SosB>F9e;0~e)3mD^g}%TSnC|<%uUUBD1u)-9b3_p!Xls= z1Cy`p%iuh3*O4w?)t@7%7Ig$us2<1{r(eCNo}o}PSR`|+J%)MGxl_jk+TW3(_-N#z zdi22&vr^qygyo$HrT)<5<;Bf%Mi7yOX@bfBNG_LK>{jHoc%N z^<@d1t*>Xy`41nX_{#&8eBnD!LoAUe@D_sqyr=lRyIYK9E2|&wYvskQNODve=2tR| zf8LAxYa&zS@Kodl>L+HMPGXkLOh)S{vD3Him?IfjpBh9VHDON4@3bcp{r7=wW?9Hz zNVe99D|iI0H1mvALvp9mMEpftk%@Tq5C@C)5b3&w+#fU)DN{{U9E)4u3r5LZUe>)T zF3-QSkb1&msdIf%PXQir;tR=Dtj#W(UD_RSTmKZUOekm>Ry&n>ss4EzJ(A; zX6u2UOd06FFnVAen2N8?C_*e5c$9dgrvPSCB;pd)kLDKBw2oI56J?KS>^-a(lL^^c zhtF5ck&;t)P%M)6s%f|Af4_UGV0M;K=P+XyVCG5Mw&6p^K4X(hk|a_u|J8dy507NB zh3&n5;Vj>0k)_UH7L`UETzikcGnuCrPlm|C}Hq+{L|??Ti=D@jnTg z6D4n4lXAb}SxV20nugDZy>6}5KCKQYfe#y z$yHhXvEj5Hl=+bXX^MQA&3Nj8*Z%h;{!=B1BVL+jc^l<7;;?ak3Z0?sohP8)908RfgHSeTccUc!sToGC z0}LdRvcfoWen89wKt&G81j3}X)%L~{1zVGZlxVhs_PE@rMkgp0&jfQGN8L!qps%iQ zvZPZ{_-q`-q%A2Bv&wr$B+ph|RgLpml(9vj7bMYCy-YcXe z^_*_YJzh81)cEU{e|7ww8*5|(j2?UuueJfHrFXz9tCMDuL>75LVeCQo4cPirjO(-g zLo$YvZ`6t$%p@nWr;4wSvEQBhReO1|?`@foqU4m!mrGq4BO&!14~|Nfm7RLt8dCfo z?leBq7!4V@vjY*??|7s|XC5QML sI&D045=2EeQac&IZ;?2QX}K{_^Km(vScu%R_V!O(}2v$2kRk^)PFxV zkB3i@;h}YUvh|jEnN!u$p^r`c>aUl>Kh_zC)>}QPztNoevC%uU!Txu>br*b^k{R0Q zD%)T?nmOHCANs`Cui@4L{8QUtXj90OhTEH&pE}ky$l{M2R z9riTauhB&W@p-^F>{;QHMmM>v&qLl}Ef0P-dT1eL$1=lOt7V^fnP<&T)rUQAJkC;# zEY0&EkBDu`z|@Zz*di=?FXNKaFS&o2T?|tcNnA_{ye>})ZmnR)IHmA!1f#DEfTHOL zFL>Zb^8LU%C-(0#X}r=Erc0ST3H#V2zCA*!V%?JP_lP8k;vXg{4-`cf@O^53L|J~Z z_p!T0$m$e=(h^o7Y+kfxtwqa>Zlmk>_m!FWWt?u$eETGOYA8w3FGl^lnabs*oT@TQ z`^vbI$n~mjNKru_?Z-kBYPT_P%dJ=pE!-1Iie`!m++vBh>0$YV*OzX0;)|GDVtHjK zcxGgbRRr?6?|Yreg_}#60c+m`8u1KD!s?{J)iYd;Xj)FNiKEEMa*r#cZK|$JHZp$i z4b4zDY8;dHvt3yv0j+zz^?YVbwiv4?wM^>Z*PI8ehs6V@%O5hAs#DdCl#-;Ui;dtJ zm7seAo)Oz2tsl~3$S=nZWDW04UiE~H>azaO&`n?(_KH`pn(~lpX}A;mEj%O%<%LcQ z(v4Y&S?od1TU_D))8RqmUPXouFrA;cwXD`>%j=8{O8EDM@#dcHtD%eOm|qw?_;qEs zr{^c-K5RyCi8i`OyQoU(Vd~*CFl&$SyVP-V4oK@hW!D8IWrGRCN6CHd2!GvX6R zZD6j;;fjk^#M9BO`A>FW)&;=*+m8<$fBfw~1sn9Oze`BHYIOx2-FzH*;7_`BxPtT} zAMmYVvy+)C$GBC4o^FF8i?5%s6t5}tbGWBA2MG0jVO067wfQG_2E;SZs}Y(q8e@;< z@3_nz|Fd*7GyK64>zMM3-wW{%PB&9HnJl%AQz|@fPJxEz*IuM3%g}v~xMH5xFlKDC z`WG|8xILJAnar%w3wWl2U1TEhb`cv)dmHJEfzNt)dr|zTA%voDQ4dI{d8)_FPfj~2 z#LY2+2Z3pVFHwRKgJ|^9Ur8-Hax)`Rqd8T@#r+U?;`V6G{t)&LQ z(gLN@f(_F`J=4O|(<1BAq6gAq*V5u)=?PNlNrveup6O}n=^1tDSp(@gYw3BgjC`q# zJBArWo*8%3GfL|+?hj-9dlos?p*dhGs6z>g!KGMg!v%;UwPav5 z9c^C?jN(kINT5zj_`seZbqwAbB7h)f3#qW#PoX3MAcHKQ2LKl+ih3lVR)@rBODc9k zmEy!|3BbR<953@B{)+ilp*bK79Voqm*2T$8RKoctIHv*mT@uT&w(KxY3#!fP$j9pZ z88t`{JHfCz>mWx&QK|}88*~vM9kFC_ zQB*yd`NN*v@ffKD%X&a!7AB!uv2d6!IyzEd3J0g4S=zf%KZqK;W0|cqX1NUUzf=U6 z$jqn%f7N@BW{D0qf*0^%cc=&uP3!MA1BAkQ02Ho-+tW!NK8{-1G3arauiO*iFoLJ}}CEt?I>XRW% z1qYz-)amTz@I> z{32?~0_84U2#_E6&(^*n13aog6ix0D06@BtH|-R^p2}y*C^=d=A3wIjf^;z$1jZp@ z1%Ms}B|<9~#GXab%1>>!&>t0vUgegdIT;ir7zeiA2OVKh5Gqh_NN0gB0^2kg)0jvk z0I(9s7YX@qc3=>q21UBzU<_Pvuja`ZY6A^M;QhO!05nNr2n%2=Py!gx_84jw2P6~8 zDp<5H6?kih1aJ@th!Mb)<)7xk$CyAg$UP$xl8ihagF~nV;Oj^Pt>Ad9Mumtvq%blQW#LrN zIu%ug1Hz2ad&bavuT1_dnn(&1(sf7y?Ma_X&Z$4n0j(g?W=T+NMd>2&hg3sZMEyd8 z!M5n5#Zw8S)CMu9mGXb{>c|+WxQ~tsCIQ=vNE8~_0wbXmCKwnp{Pgj)&>STwGl0q0 zrGXA{r?(<)-&b)L4oq%=ILR$LWZ(f&9DeR)$Sq`87V`-n#BIShIPik*T$eMAsK%e# zEs-a9)F2+1I$(xkia%Nuf+kN#2Xwvw75xKMH3ouovjSrp#t4UUa#bq;oKHmU5<#x~ z*i+TqJDe#6_X?^_dIh2wBS0;Ms6g9VU2!4Jp4dmL>W&rmNc z+CVN3&Xv+z^oXU_?W`{sr8clkjQHmqXeBc~@Jnro1>Xzv(42x(cL^4tVHv%2;U4Q! zhd87}J&KDA-3NfdF%V^u6~I0eVCgwy(o>Hk1@eLD89Be!q{!q`Z{w-r1mH0SGRdfF zQto4y&W$SOBSR2>0g9}K{u7-)^hKnc2K=Hii?#QPcuR-*6dYjT+A%r*K%itQsuTlA z8H3u1;s= zx}9=gYS*HB{S%s<2sMBLqn-td34@kDDi4L%)MJ5lGVJmg9EC$E5umw2bOb4?;>J}J z2NtpPOk5O)R>HwhLyw`4m5vBKDi{c_Nh?VVNPWO0NJdy2Lmf%5lZgIE0Mz>c^)_ax zhz)eQGdGT78K<$lmCo%DM|~l*#<#PsF9Mn-aH;zb&b>65q`?Z|4)@UQ_I(HdgH!<^ zko>BBeAOEaYohOPZBVOic7Z?;iQdli=L~Be1%P1k5AOGWApimeDF4QaK=pT!dWi@@ z*4wj)DeUkNN#Nj+0ZP0z)q@&Azd1lNG1FoTO9ymi`m$Nd4sk4CG7AKQtS9sVw1?v| ztW=BPQS3we!dKN6;PNpf1Hgj7_p6seIu?=ncxsp$o#hzv;RFYX#eJ{{&H1e(n@OuU zPeF|U51>y`zF1&_f+{`_Fb;M=u*{vUC}`>Q31zz57J{INu3~{5&q08C`(*-%8%N5t zl!YwzR^di61+j}5;EACK0Fn&!Dk2MD?zCLSId;6$4mP}&& zBgK4bD^=@Yo$sGtR@=vd29)6flC=TGB+L{Y@#ItP1d2-)n6^N1p@HdPFdP0|1bGmS#qk-TpK@SL zBR*a!`Y7-WC4>XSaIz#-rdBka5k%BFTATxL@$g8Bp^iwQaeP%YMS338ibEjC-TDoA z$vBqF7@(X&c|l{w9)Ndfqp}Z!N*e$Qz~Te|kLPRR$Sn5Nu$!}-#X=XjNq0tY%URS> z4l1aWx|GHW{1XKwQy#GZh(0{U@Afm#j#(t@I0z!dMg-N6`h?%>b060MWLO`C5lraV zXknf)g!f_JIt;S3L{#9ZlM>kZrGhzG*-tsy;zwf;u7C8Qf>H`3wF$Al_^UkRn z>v~kL*OOz~w+ze*fCDJ_mp|q~P)i6C1@;3+`g8ErsD||9mzvr6vpeIJhcki#;D(cH zC{Bw8v3>fF;2_ZR^%sz_ytcn`zlnDa)0yphJ|4C)DMuoziRM74XaIXZzpe)l7Vg#sYBC$|+#8V|4n`iq?1L6*y=ihG+A1K(=PGvG^L=qI74~ z%m@*qM9qt$nH*6OGjZRS$3TgnQNM7|8-p8d(XT*NKTpVTmPG++)A$24BLpxO$o$Po zU8gT21K*(j{gV2Hdwfrg8A1SAfAQ2MK>9ao2tGx3%B*UyB~kVMoC!pYf=tJtCejP& zjac;NFaJLbcf>~jAh)iHXv-ohuI`hNv*M_eLAEZd?GGV;E_GdQwJu&9} zRP((;k-g&0e9|+zxL+5)Uthl8*tOrZu)n3ePZ2q2 z)jD{#uvZ&@7?Y1$17NlkNVnWkulbQG{^(ua(ffd-zR{!J=A+TPqv6wemih6-!qF7! zczX0`hJG~bcr;gj^mX%SQRH}8tzCu+14+QP}U2z}R)PT!2D zAC%L7cF|8zXf-HO+|c5kb}}=Uu*}TZqE0$Y$Sm6?u(CIkP43bVEYPJp7onxeaxSo% zTEJ{xY4Vk?ZaI+p6hj%HD)z- zAJ=a*+CKOHZ}#I)Yl_p`T!~xLzieB*J~p|1nf`sNE%3jQnp>YXZg)gJlK$_@r%gxd zRnYHs>lvC;Uj~<)``pZy%Rs(_d9D5DKW;;%7X!Y{ectvMtI*Grygj?)HTC#Lv-|w) z-=BR6ZlksHmlq0Ro`-IJoB#4JV6i&|b=F~SFL3pJk(|fZx&7d^@f!0-4r-1h`rOCo z0pGvQABNMG-sYWk{CX6*^W%f#Xw%o@=)JA~MjtsYoWvgO|2=f?ikDLMdca1&fe}hH z9F)U~pv@={Leqwc6%usd=UZtyEQ(VEU8LF$O&6`p8K}p8RcT9)^Sa5n*5?D4t+QSe z<33mTeOkA!2nJ6D8VE=4Y#CsZI13*0fP$YI5+=4h3?=V}{4tWMDhx7~ZfN~uOvya@ zIlxoX{pTvSmowNz;e*n)iPG@Igxm$&5J^+zmBL^%)t{}~X6m0>SzljV=-W2OLAXLJ zbPyM<&TH&@PikqQLU$|;#fn0%8E+X|J=Xu{qa+<8odOrJ7+>G1xBM#|+C;yuaU=A` z&07!uOjIj;l)D#W#_;@6TnU(~+fK-5KX6*QV_}N_8$>UwR>3lEV#?VKp-xVW|;`L7FiswI#vQdi*S3=|6 zMs9pp7Ku&=5rGJkZ#!WzvqoA;kGh>BED{6}XS7wKeXDqP$&MPC`7Dup9~@_-vo+SA z=D0p!vD*oLC+ll1)6Uh)S&K=Po?U8i=KJYYHCd#!zQx2%!SGElTd!TYiL#o)(fM?* z-rJiM&1wrB6gH)Rw)Bcoz%Q_b_5fJ2kta$+nt>j$ryl-*Pjr!TGdoE@C3Z#sU^9-9?>iO-v8f#8q zmAM9&U5hzz;?}EMDh;(7I&e=l#1_wt;T zy5g_=;ygb8{N-E-&#ERUkBk4jHMh(uRb|;2y<;4chV40&?B@jV;~d*`6R?=`=Rz5) zByL*(dVPHhF65docog*(q5gDKro^%W;pSN~X2^MwTVIgf^VBOu(10nEqp!TG`nzsZ z75M!z+G{p^&VCk?!lw*cqONouZwvP|lFxZlw1hr>Q1uem02F8+F_ z1TAF76LmRWP{>N`rxjIYvFzYpri%*s%(qNfto{%f<>%y+EfXz-*$28;)}I>38()W< z^-NRKBY|(E%O%vqQlwYeOmANi6~=AfRf|bTe7!Mv_Z&`NV=e*C%?T0VonutFBaezv zrtr>Lq)3}t4?w@35f~u5e{0ju_EX04?JizX=u1F_qalgG=Nah=FSgFLTi)c7n7g7C z^xoEgExT|&?ui@CB(R)@P6@2Rg(KIgnQ^09`Tml92Q_}w(xYR5+q_M$I16I{2 zKy8RgYh4s&z)ldLALBq^fNI1}5w3<2i4Y(=?8utBj=+hp$>#uw2!_oyCXF7v6B9|- z^u(hcn8D3UYqVc_$nZ{3`6V-UVGIFNi>_sUJZOPu{C-OL0Flwc+fDvxz%P5hP1 z*}=td77vnP%F2GT-23cU10=omz+H;Ba)$o;yC&>+{BHje z1j2`(v*4Gob}m_lC{P$=@SqX!CZxOD240T9T101qde~|m@qnZL~G2*#O?^D#1t?HB0O&>Wnfma5_ZND(FX+ zq~Muld8`iUM?R|+p|^Re(cqHmcru-r4Cbo0U|LlTgt4Uya((<20k;7%K5uZnmxrY| zwRD5Mc_(?NtSu|W)R8$)$8pZt97JgxLa^xRA&yuisuptXlINB&kWnl|$%5X&e} zNE?0a8&oLbygDppJ#eYNRqY!D9Y_t-f_C)zp*{{VhfblrVC+JVH`ZZeF5^`Wd7S3ReIC3oJk5 z=GeG&%*n1)auf*A(-lHs7&SZ>(_+Rjs2x%&5ay|^E{+k>0B~oT>@q=8M4?hc9G2BK z(K3hzmUCCW5yYG!^^0x;?ZoPcFITKcDz~35?B9v*)T>zRvookpy8Gr3znv=|5xxS` zcbymY)Lkz2H^nA8Sz6Ff{rRp0CeE?*F(k>O;Izz^t`RU7R8Z-lB8`@%Y(+|mlEMn9 zB}7?N)EgBOo%p}AKW}6gc|Hj`{a+$MgEDhm4B9IWDoGH6C1MQ0mUWulueAk-w1Y)E z%CQ|}UZ%`JWSkAtzx9m%I~}>wJ=J9O{hlIsPa+$Jspwv&eI-cOhA;OiQ(VcVck%+|tNo)e9Y#*6RINLbAaR_b6n9ix*MsX+jAG+yyT>sRryG=}ah(iZ-u zt@$G>j+W+5U@-6mEXNr9XiU*1$&6Adam2I>w5oSkb>2hZlC2$m*CB^J%|mxG?dw6x zWRaP6YAJtF+)OgIt|*F}0$MzWm`#PP5p8IXqJyi-oimy1-hBCxCSU=LqA`MCM!NKN z5K~E-FrN70Ls}R)%>)BnP85WbH3u??S7Q3?;S6uqm7}o63Re@Zg)rH=s@zscl$qq? zIcRuY&lH`W7Nwm0w}mX4C=s2WAer8HpCj!^4fOCSQ`jKW%Y&q(pHNO-948js9++l^ z*AJ(FE|#crE~XY~U}@`>l9mgDDf!o3{+gY2AI>X@W!|<3Qbytu#N9DKmxXX9AH8 zHZbr-EUvDjKsA-o6S!3*~1?Iz9iKU2K=|3 z3anvoL;%2A8LT=%clA>IAfp%-Y@05zp$K-|tI<4tG;oTB*bmj}2^O>zb$o((dd>Y0 z7KZo)(V0Qc^h7^GnuRjx2Dw}k2f8t%!kM1jBqn(S^Msd@Fz)DBNN1Lj0 zdZu=(gRG7#x*_Rs{+;^m!KuZXh=;EC7MJ@fxs4! z+wUKGM}U4!^sF6#V+X+&y-Wc!4CaPl8!|&EzBs5ZRfcYS;iI~h-fgLA`^>P_oCNWK z1^XUR-=68h4pY(AD5*47LlHPNc|i3kD+DN0NU@M*xMobI2UWh>V&p)}+j%lU8Hl&` z5&=T00YKzH09eCvU@ZC75(5L8BAU(^FPe&HAoAM~K~fEZSxKNagEJN4U~tNrUQi_L z!?`SQ_+FB(E~sfr@kAj}SCRZ$LELa{T7BS^?HL6~fzre?kkW@1{x$~Jh}JOjO>P^= z0GqYaeMN2xV+>ZwMHPBe{0RrH<(~`a)E;^!x|N@hcCtRrK}q?SF(^{qRc?O=lqP`ylt6Zk^b$1 zD{i?xlrkeqii8z|26?KwZK|k3Aaaj0&htvZRBgXg#i_9?vQ1t`pvZ$$37pBImhoiL1rC(mym;O*+)e{QBN@f&?r%s; z)!onfvA6$4xG3*tDmJ-jow(qN?_8p9u*>H|yL~ zPt1Si^KK3sZjL8zc%-{ioRqq-yNjl~tC_o-gS)%`x9L7sk6iatTZMO%yHBV4zQya? zRCoUk_ka_30@5SUy{tBZ!7+g~#LOeq!6VGyBRtL{BG)6b%pd5v?&-KhG^UQ4W%E;J%RBKT zU9oZ;@hG_9bw|^y(9EmI!K;|=?{zoMt7IfQu*~aTlh^%DuLmPu55IbqZFrTRc#)Cb z6~f+?7rd)9y{pZdDrE7KQ8mGZ}M*F^llvSe)843X~Vnu#G8Wjc`EGl z?1E2=rcbMx&vOT#7ydpk<9yn3eO{IMv^V*@?)2#x@p<#rr*p%n>%@nO^z9b*?YZFF ztLfWk=KI#cx8L9QU7YVguJ8LY-@zu|51qb4Bfi65eMdHYPn{WKNWXDmzljTelbU{0 zW_}+X{HFc=KE?UXmTqhE?_S=V81Njpef+6GvH_>;P`96$wmPEB;a%b0}>&C

Zh0@R$q;7DK$ATY%f zV0i@Qass@WfaoHyj1pKE2*^zWicUbI0@*|Y+2sN`v;sNJ1GyXnxdQ@u;sbf}0{O}V z`I`d;x&j491BDg>g*O95=z*sJDN&K2Gjc&_N6<{|oyAy)!I4B|r!^FoZuLyVh4u6Bi(jE0yl zgqUrHnA1ZnP@$G0q1WU>uWN-`nTOtR480i;Y8@YHlNV}R9%|PddaEncel+y5A$vg^XUrn9S!qa2=m_z3!sM) zP~m|h;X!iY!CK)V=Ha1^;b8&c;ql=SdEt@e;Ze=u(Ouy&qv5d&;c=Vc@$_&aDk4E7 zB2g|PNh>1RJR-$0A~hf)Ej}VWFCwEnBC|Ont1BXVG$LmqB6l+)j~+onMdph{7RW{3 z(TXfIk1V1)MivJ|-i?ne$%`y4kG$6$dA}?2!D!^eg~+na$Z~ol85LC_5>+V|RizbG zZ5~zQ7*!h(^(a27E-&hFc~pIKR6|!(<7m{Ag{Y>@sAhT;1r_~NB>I_Lbct^f%J$4ZlwBJYxECVlsT<%HrbZ&dSIu z%bhinmr+zylvOf8UvzqLNnce>RY1c|Uc-wRPmP8@UGVNH!$_T!yeFbGay4P z@P2Qg4_8o=LQwVPpxe4Z#g#$cRY6It!7tc@+c<(>2n4qZ1viNWH_8M*VhDMm8B%K& zLcSStQ!KP4BrL=};$Cn>OiVZxXQgJtx@jp$D6Xo_2OlV|k(@aW{&=oqb- zktZ=E*+i;Y(r1sPnw!awBa`zJlM}U5UR$NLdZ)J~r{~;BkH41D8Jl@OD=XJCd%QS1 z&nxHgo4nXCQoTz7-u4c);LaU`!eQ^iHe%7Qm7;V~@x%MYq@=r#VoS&4OYP!ITS)gt zYVVP#_lh3gf9U^!n)85SUH*|+PW7ys$gg@4l{)UEzu14~`CvUz#sf}*_N}_z~rZkm2U4Q!YO?k_7MN3voOUuL7{>j!i z?H%n|Z&qtN$6t2#4tF+}b?uY8mfLzqc6*!p-}a{V|9kZAUemx{-@u24_iNMdso&oB zR}TI-Z365Mc29j6&KXMV8~W5SJn><8a(H-tWMt&!=zkB#_lG7XCMPGSCWogdJ4dGG zW~at)ehO^-w7>SL``{CGVCKhvpC=AJPbAOYe>r>bdG>R{mzMr7d+)z=P0xLsp5I$t zncGdDT} zgTFg}cmM70?w=feIXPNAIr_DI{QKdF#Il zU>wr+1C)y1G_;uU1H-44Z?kw6z2^p=R=vx^=w=EUJ*$3yN9uaL{rhJ%AMRpZ1|Jx; z)DGWQ4ql&o-|}d*9G3(aGH$K2%-b&bW1_lQH~Gk-%J`x2^ZJhs0w~YBUbCfP`%opE;Rc?wPE*6E z^q4}c@P#GLuMt&G&n~Bn7ke&e#Fx^(>il87Qm)-Bh@D|z2z;lD0)*u;x(r}ts7Hip z9|ncwwp>yV-@&h5F?y`fcZPpxIg}{*gmYZAQPb8wa5ZGJkdPKKW;k8 zjtG4x1!tse!a$uOc#3xFF`|9Jz@t7mkcPn>raPJ8m-q{>Z$&9@5S%cP2|)Yd0mI+ z2k)GD+Bb;5;v-jUqQERQC}`_*ZN8*nK)lxV+)O3Cc?bJMV9EYZ#s^qHh24j0lfJF7GF4{JMHxs`z}|D}llrwb=q0 z@eWYQdxz5AJX(TIKF0rkH7162Ll(8i{`o3WVJ2dx0HaBlqV~se0}}Bglq>#7^Anmo znFU}Wf_B~S2Au4#sU`20z}wQ%b4ia?NM9I-kKr|d3Hsrixr6KYua#E^NJ<}t51$?D9+> zR453IMbMhkqf-mO80!OFdu-!qlT@v;hR~u%`Rg^U|8lY)_LaeuihAhR^f-83WBvT6Mb;p z$`B2ZQWI&TgxV7B1^()DV$Tp(u$_gvC|p{Kygr9~$K8+;oh*@YryB+e4Ak~9`C9Vw z75$l|d+9qE8+kV#qCldEo_?CZD{X;(d3}~xjJCzOq#!BR%+v6(?nk3X#-*hOm!Huv z+LHMhSCz`9XS-Q~`l>jhBl>c8wR0?3@SwNER9s_)spF6i2uxy7XpDH1FaY7ni_nvj zPDWhiP2}3z(*ts?^AId}&g&gad&pPx{K&x*KG(0u|7?G@llSyt8wpf zdU45mH+lr4Eby23DAk9Aa%LN<9;yfyI(8ezr84yK5hRRd(%F9pW&l_WI2q)k_QLY? zJB$Y)Wa2g!$ZJAM0uWCF?ho%Znpv-KU+?G_K!_1nOmhJCY-#P>7p!%mdY+HcyBYjR znRO|Nb(~(Q+G5MdtE4H^+fT22}JHy!*-ZHV&=+XQlFSO$f*B6ZN z`GXx+xcao1j*mea=b2m_y@Oj!lFEP!Z{SZz{VykvVy-rjkcA@>u{?EXUFIMNAZ3NA z*vr&Dk*c=j3Q|qb6)#`!oe&wbFnZoNdcnDE@Q#E|s^0H&jPdwvOU*ig%86taMXPdt zX`;N7lIb@ssjN26 zWy_afkQZxnRrG7g3EJ+vqHv%j-|Mt=%j4Yh2?YJg&R|H6Y0oxhG}I3Hy$ALS^%JwP{F8!I0_bL|Fu(UKUjrfLA7`j3|h zWIx7<5+Fw2R06o0J@e#P$Pm8_roEWOyob!ddy{Q_(7I}#(7zHdHGg1hoh>sOqs}@J`U|H%iuEWjIQI)~O$y4vXhE%2`tcvGO*LP#p+GN#@ znvojfbKiCtcgg?|@X;zP<6v?dj(Rl9rxq_!zMv#{;yC3QY zTFZgFW2u1N%e-5(HX)g|uv^J5k|L)CfX;vNJO6|-*USS&9+Clo8{g{Jhl$CJd`mA- zBm~#iK!Ex?s>ofe3oo_1VULsl{45WolFa>tV>?&%VVsMI$t^z1onpG+qc1Q|#cuq9g zh6@0I0-kyLozfqY2(ZXty2Q*tgY~dMEbqjAF-Y?wxCATf=g`M)1fn7Jsfb`PPzMIx zg1yW`g3EcpJi@}rQWwq_TuRagNdn+g&R-tQ)Qk^ThlazPm;pTagkV6rcKN~0+k6bt zr)_GXzu}om%nGh14|(u!Dsz$URohgBgToszgIhd&oZsfFKn<&B(MwfdGr(zLzfM%KDo) z(DzIEr>yKQ0R|#5-lYJ?HUI<-&mqTfgrnZl(fWHBluZhx8PEi;oPvCyVnFjGl$Bx3 zCTR=y01L>|kdYXG7sGS+6wKO77{7_qCa8xeGZxbTI2j`X0I6s=3k8S`f?jpe*Dy@F zs!`TR@(R&mE2dcm`LujB~G(_(*iW$$$^Vyk`QKCo(+`gEP+((L_fjkTxaSFjw z6hV0A8}I#ZFf(Z}14CGp%|}p|k=!&llU!=t38qkDjM?Qq%Ud*{O)O}mhUjr;&KPld zT}HbGor}8cRo??J(Q(Lk5?Y)o;SXPAW$KxzUsPtegi0bh6fH%Pt;GhUa7Q1r(`b`kZ* zFmGxx=Jnk?5ym9nB4@?^uq6&wue z)cC3OgrfRCEDExS_|7CTE{-ZK~nq-#5UAfXD!$yGET}MfxOL9<|iEp`w4R4r^Ag@;?ak( z-A%HqOQW}gt*p^gSRg<0l)D7J;7^re$=4J?;NX(!{g{Rj)R@IZ1u{_14P7Ox!xd0* z6wod$`0gMAibsagfNQ5U(MZtR3)Ei{Bhu)K&~wxn7U-oYzMwYb5!BUa40geB{g?-$ zf|8(Ft)par@tT zG<~{jF$PZkY2QeA$SnWp5Y6h#tslFbV7bzkoKP1Xib}&2O&kE)X^-7oQ9O~3W%o+5 zjDpf_FSOwr!mq&p1Cu~(zbzmG2QUER&~Z%jsRSVk zrdklh+ohavJoj)7mhgQ5@T`0rJr7_EgR6x0Km&XroOl!i?tuZ{P>Oi}0EU|REa_Ul zi8hL3qBh6@o(VyBl!*}c>JQzp2*0y<>Io_j!c%(iQ3fhQsb9N6D1_GBL3l%9e z$B+kIb-PqMqX0mR{!juDkPZ_t2=j2H3-Glc`G$dj37h}~$yFa{y9X2ynar{P&*HXl zI}a1^2+gBBbz1;;+hckgy^9-i(L(_%U=0GW0)Y?+hhPbo&Y z2eJSL=;jY`U;!c6Q9Dooc(4a{@Cb$g4RWh-!aESBV3iSfyl$Jk^N_@rKt|9zx9Ok& z)EfZS+XC4e0T*Bhc@PMkU@Ot$1%w+2UQE8`yUs$fuKv)j->I(%@qG#qY4)0n{xb-9 zV}P!9zy4DSoih!kz`vF!Qow==iZff{MZm81BXe@Vv{GxjRuFMALjw^fwpMryJr8>D zAg$LbbHEwrDxnVocCW_sL1W7fc{p|G+uDx%8&0|7~)k5)vq(i#EcW)F1+ z0H(JND#C8n5I#7dHSj=T1JFe^`Mer;2wyXj8rP6>1`iA1U)eSQ#~=<|DtmFDm{UAO z>2Lu(rnCdVeha|G%t8Q43IM_C4~W1EHh`8IXT+UQ0sGJl&Xp7qfCf+)1i9L+vo`?W zV7GV+U2HlJz}v@Bvk%rL3+4a-uOOv|z*z%OhTT(!1re8S`vpOFqC6JGXaBn}O+sbnc&g@`4vjErs8i&ujw{!ar*jx@|Y0CRz0r0U8 zuV4wbP|73#0!%jmBhAkC%@ghn&+9AC2XRL?kP!C@p8%AvF6An8kO=$>Dw$Utbf7~7 z%L58rFs<|hh~;&ob0e7}DuPGE65KhOLkSD?RNS#Z58Nt0ASZ$&9zOtIOhKSo017Q} zG^sln9{{xhuzxRSO(3dF$wRmUZ~@K(ZtxHRKCV_*bTnfb0098CscdbFL2via$%F9# zT{XxR;+iHFbqZQ2GH;dvH;ot1`iXUsrC>8gCMjM00YTTXT5E@$x}5RIWJWy&bg@$ zaS#Bm-PZ`KH06+rKFbfmVGja|G+psg%P2LWW48PEG$IGjo(A^#247dPe3kbaX z01wzK>HuH~xbS3+6J73JXW}dXd2kK9AOR+j%=caKI+5Q6<*w|T5Obqj#nCA~@G0|q zu?XzXNudcpBC)}w2Ma`yhJ$Ms4J@Aj*9AOMYB-`QlcYjf@V~9HUKRe&EcL)laU<5z zDh^%2^NFbp?~h5&GLuRs`vI1ix^a^sGc6L15wQ3r=e7(mbz+n@mN5DIJW z52-+L{vhYj(+R~(5LG`IEpR^~XZbgG4Kzjpnq3e#@ZU!h4?u8MfLh7_t#R>yh5^uC zzh03)T^N@*5b!_&&i0T*x6Fh8!QAuEJy!S)3(yYfaQg}+4{~$?`GKSNU%qQ=HUoqUA;#Q<~2l_QsqjPEnU8Z8B^v=nl)|S#FQ;%2`LfKtPp`_^Z+oN69eS_J+ zVlY90f*3F%h9J1GWTm5$TB@nihMT9Ic3wfMu&v%&h6f+a;Y}v5Alph4vd*fom$iC$ z1C&}!@#}{yB5}#8Nf4W)mMcN2#5Akk7-B6qCecKbLFmXL3p`Y6ss}oL_<;^nYS9F< z)L`36n>2eULz6522TAh>3WtQG2iFGKQ$9&KVC$EM$LP4v3xXTAKcgeyvJn=kBvo7bkBT=@_3OBq)r<_+^ zE>o&y2y>Omg54>Lh@~oR%D{Im*Cyf6Do}=ym(w4*ur<3f603MKCyM~1+h9Ki`NY{` zfF@*SZQgLrI|)Dr+F6PW8dsX;lmF^#O2J5Y>Vgul$E(@#geRl#)SYjvKgYn}DgSr1Pzwr$^Sv*B)sop<(Puj}{JhbO*xDMp>#xT?d+kf7J*e)t2S0rA$0xsh^Up^=ef8I8zkT=Lhd+M# z=cm7Z`|rm;fBpC8zkmP#2VejNI6wjx(0~U-U;-7mKn6C@fe(aW1SL2@3Rcj97d%}v zG`K^JVbZ@j{9`(3KKK9W>^MIot1vyAU7P63lG-M(b zxkyHmF_4XfWF#dyNdZ2Rl9$9}CN+sZOK#GWp9Eznk=IEN&4)eTi%osF=luRP`mIE?1A{t)^$2`Cgk?8#L9?bxQ7q}o(E})?u z$bpA5z+jGcc!4gn_`*X=>5epvO(OP41{h=!3Tw$SH}3F4nTFKLTBc+lP?c&a_i2Sn7}H@4V#5K3cErORC)uoF>2r@jfMK!r zu!L>nanvp`$hY2;2x7f}iHyi~nD*(XS@&^@G>BH1`)EfR(%`X2c;U3VB<)h|I@u1% zBOZI`>tDZs2E#6PI@I`rb8~W^#1hvZ_pnE49gCiffEBL*y=;E<`;yH5L>{pX%|5PS zhjr+b7x;NZ8n|Ex_TaZB@GWgIu+tEE++!AK_<|icu~e6R;}J1E!)dJ}n|oxHF8fGF zRp)_=L)>E@xJbiz^Kyzf)He>Jc<(FlAls_s@*QX(t}hM&<22M^9QeHdL`<7D4|%|& z5oz!OgXPhPP`rW*c8IBIOL>o1fWc|@SqIJD%L*vNVH@`-Z9BHhy!U}0UG8Y2RSl=-kgFV8SsdM7c5cTzMAzX5Z3BC$f4_Yob?NF zc!eEkN)C8@p%|=)0~!#qwwDB_Cij_#K{MiuyUybjUx){c;}8lsxSHA#fhr#80qe0j zm?qBN$B&5%Q!jL)6JCIWJd$h)R-nNPmZSNz#$Ltu(>}j!38j^BOP4G%RcBn+Th-!z4L%6UGBl{d0_c1dC<8R zWabZFd|?=Q@Uld%J#+ZP;}Lz`%X=zJ4m5Ob9bbSDYa_n@N}uG$yQt?vOfQ|0y+b9p z?EpDl5<4e&)>PvR5zZMxA#;hF^c`sksu#YHWnMg=J7?g;JF2~h=H@21%yzcY)t|j& zbd`KltiE+%%8PH*|HxF=X)<8S?^uIjF-*2Qov;eaD=kh4hiyQ>c8E5H@UGHoySws- z*rF(xn83T6ySIo3^fHEMdxVoSy zgFuLeII{|Qz_PRxHkjK3wG%($vWIr4DfHsOZhHj(^kO}mh==RLgK^k~Yq*9kO9u1; zgS1ma`}#PJB0$r63rU->^&>>-X}@JDpJr$yClW%wLk{$MsG5Q)LwJNnh$dTjjxAio zdw7QkgQW$;r+9EcK8&qJlsieYig<{JFE9jX0E63*2j&X1+IxgYkS2F<1~1?RG#H1U zvxGn}#nrh7u)+j-*sLZyg)=ybb~uF|#04Fs#6!4*PQV32fW1ZxM!|>&c+kP&lQehu zfAbH1Zda;@|p)?oQE|EJcO%u4^E)laMr4-~wJ42QW9g~NBcq>_$vgT@t zZD6o4vGS1y-1c8ZjULMI^~ad?*aWznUsGG{A*nNH(2R$Zgz)C}V|C zh|W=9#&C=VQNTWOAVn^~gyCGoxr>i>fQM^{smfq7=86aAI)r9O1u)>KeP{$P7@KQg zypZgy;WEbb;>1(fF)U++W(Wn3gECxThB){Fx4cGC;DSo<&R~=@_!LN7s76AQ2rLVQ zX85qbgt@@XMoIfF!^EdJ0E2BnuR0h8TtI`qg3Nv#E=)7S1M9d@hz3J&H8%Xnct|ng z61#`I2Vs*@8s&vGBfmUohEsqyy%0p)RMI77(k6A%Cxy}|{UW?%g$Vi0k}S2?!a(w@ zx@3rlaEP^#J1vjg#%K_#?aQ+NbzsUE`vTP4H80pecX+wHK+3@!N-p$*a@a!j^oLN` zJ}>y2Y4ZZNK)f9TN$-k-GP$-RgNIY-E0-xd2AhX#P%tk*&UmoKg%nXb^~l2vP_vsy z548ic;{sOrse7}l4U|iYOT~BqsyMI*6pb;Vqz8esigiGP%D@jV+pRnZJ}+nme;`kg zjE68QlZFySS5rlh`?GmS)sN%1SzR61l+tRo)@#MqY}M9nO(MKBJD3c~_`nXqI85;H zhj9%MYBj}jWr=Z3i3!uCj}*iNVKS6(*8od6vR6(RxuagG_l(Yg-*VtqX!L-xa30f~wSE5a#uA5nU z$c>pjTDjbvnZ>xb*h!=9$Z!SO)lu5nAw0e4T6gr?nLSqk;mCQ&gAPR5mu1_wb=$Xv z+ii_md8OLfj9ReO3k7V_urM^e-6T5QEmFy-rB};^-Po1g*`-~~ zrQO@b-Q3mP-R0f?-t}GHwcXzp-r*(Q;x*pmMc(A~qTp5D=5^lZh2H3u-sx@9^VtT4 zrQYn--tFby?)Bd8Js&_Kht>Vw@-^S{Mc?#Q-;_n4dDw;{g5UU+-}$BA`nBKt#ozqZ z-~Hv^{`KGg<=^yK-vK7z0yf|SMqq_3#06&H26o^FhTsU6;0dPS3bx=2#^4Or;0@;B z4))*=2H_AE;Sna`5;oxzM&T4z;T2}#7IxtmhT#~N;Tfjk8n$6kao=Rn;T`7T9`@lL z-iC(Rh94&4BG%y`u8JWx;w5I{CU)W{hT>#EV!lw~D7NA&KH|x#Vl3w3F2>?1UI}t& z1}`S#GB)G?E-tC+5#uvv<2H6zTpEB-=83dWH6IBwqr%i4n2+yrt1(u4vIS# z7e59HLG}qk&W>b|BUdUe<|6 zM&_J|Rw=$B}RWRTEnzGq%;2ML8~ zm}cphaOjFA>4pgDllBRn&gFyFpOC&8pavhI{%DPEi81!!S%znc)|CKx-;$D@n(i%T z!Dn4b1`ue08@K@wP>O`A3Z~neh6sWSFafPLYY?~qM05$M{t2G0ie`xAwO;D2kYlf| zCAV&fls00e#%q@FUp#R$}0sog*I(=EiZ=?m&HwjAoW?tLW|vxB>Ewa-3bA8^3`68E2wt zo*i6JZP)H`8h0J;u5$Lifh0n4j%8RX-vAR>Z{`NZFduBQx`%a$ff!%~T(E-{Km?hH zhZqP3{zkoD&g&0_GUSAz8pB+os0O($Jy}*UE zRof^JqYZe3Z3qJ1G{FtP>Y|Bu!I1U0pz`%L0sjVp7{FdS=W!P_iD8H_G>C|M$OGcqbU^R)lvoE}okt2wFhbjg z=u3us053xrst<>;q2dyaUPyQHk z;CPRRb^ghBT2F>GZw6cdfj269bU$bsXK$+c_cd?#c^8aVX!dz%0qh2(Ja~n^%lm$x z9WEGm|5n5pH-RfxaK4|NaL@6N8258O_HH)Le~WzYkszLj=q_`suza*n`!vUK zA#b95hx{s^b7`mZ3uyMxumpnVe19nQcZdPEu#b5t1~s*V6#Cw$rD$Mb}dX0HIb(01)oY!Ufij)XPyfeh`yQ^s09eARiDmd+LSBLARy8N z+Hj*;9!vAc#n}dyr_-l5a3Msv&4i^qk9a=H12(Q)se(iQ@zg7l+*_{}0Y42S`0<4s z?cR0;+b+h1y=kPX<#OTZ-;9iV;({zVjoZXv9h-i9UKMzbX_4^*7`Bo9v7r5{OhAb6{^F?xJB(u*RV0?GU7wWKrMsV}s!3l$4 z*iw-^?SQutJS{LI3k=uXn)Ry$B8giBB4n6PFVV)n&VoNwI#8E$z5LQWbjAT}m=Z?QI&R3-=}nQFNS_Q+-z zSmN0Q8@&0{ZvMzwT5FjGVws$ahWc7=Z+V8BPhBR~lt#V%_T73FrGbWe_cU??G%L*L zk2@_S6G{xc3fq-!ahI_yf?S~qL2rUpn?1SPwFuc-k5O~ak!-oEx zLPI(+)X|JDvbZqrvdnh;F~}i{JTl28lgSnTQ1i4y4$Cc1W+kGFsX7(QldYT#XIElL zSv&3Akgp|>@+{{KTg{Wl1|TTC)t*oF3D%#F;l_&6AZ#Eerzdl@fmCsXA{7^}2u3HL za?Vrf1zDvnm|8l^jB==38m-jRjm0e$s+_*HS=*Fly;!X2v;b|p>%{O48hNN^&nY*2 z!(*;A;KIrZF`$V9942EI9z1Cv5^X0DegTIik37POCEUh0UwPr;*KWDzrn@e!d(Z~P zg7DF6?<-%VVTmngSi+#g9Cca|JTWNak2o@%0>|et8k;AFP5g{p5c+n-NB1sM>SkZuR` ziK$wXH=n%FCzjx#-%fZu^911t!7)!Lcx0{M*y9j5cwG1Vag7#C4s!mm#xcyNo$h#t zNbS-Q7?QY;d1xyhX*ftlY!Qlmbc=NuaozOpaR>@kp8<1%LOo4Wn>@8Ti!li6oX1Ahd%eXLG-RigLlLr7V7bbECwk>jRdJXg9P6u zLn+Epl2VlDONNwaxB>XRYG+UX*@o2S5eLD%&utZv6FCZEiC2Ii2<-?(9^4X$x%H%H zHRQ?9TDCw6`o(FZd6NXC!a%+>Q-8N~+EX^z!5r3bQzV2;+q~(MP9?);#_X92rLuuQ zh?9mrE7jd1Q?_C%MST}wMbCKBjzEl1HyhbUGGO3^ZLH%GEy$cNkh6~AaAF=nNMASz zLMIrYVI9zb0T@eZ5s?(6Bvx!!IK1EmPBa4-Xu#b*SOEq@Y-3%+E919#Bd&H`0}W|N z27o}51~0tA8FAnOGw!pX1_kpKX@~jv6A4KuAfW8sR8OOybtL(zUL3O;S0}X-uFbqXl$ZW&AAY z%4`ZI26=E)rp!i8eV%h3mH+`_+F^oGttAlbWJL?lnb)U8MQU%#=brLe%+1m;A%Ieu zPeSWXa*CF2`qX9)RrXA8-mh=%gv$j}_?R>t$}+~>iC!lYL({xQud=15Qf`>R0lq>@ zkZmnv{mBua#Gty#Q4g^!=h1a2qy<4}L4Jm@kUY|r9F_~ATrm=kIDFv?TtEZIIuSrG z9E6P5$wN%rHB*ZK$Xapm5A%L1Qo3+)sM@kt9XzxhFK{6bKTU=qGN(tX0!|}W&8m8? zu}E@BWMK~*S11hswvVx*iDP!XjCVB&%Db|-#V&raXo8E*81z-IT%9tk` ze9Q)%(&NR-_-mnf#87%Wk8L z!{*5@8LMXhXzTSjMyqz5jUCTz+Bw#Wl8h`OZC=v!(t`@PIp8*wxl{w7G3uj8~iAVZN=w z&q)rCXIbE{X1Bg`LTVPTJmoTJxyxfN^O<{uBKP0F_vs%1 z2H*gaU;kA^_*oyywOaxzp#M1_1V*5f#EAeFpyrhmMo^#yx*rB+U@}zT2DS_chM?w= z;P!oBqg_OtG=m9>U<-~ME~KDEXrKv>;0D@Y0iqzFHG>RNUpw3yzRd#|v6;>fGyh0X!;T0wW7>;2SiXj=EVFzY} z6`tW3njsrz;TEbP6TV>>(%~1np&dqH9Ad=CeV`xyAs_~#APyoS7NQ{@A|fWDBEFx? z_2D8uA|ytlBu-)>vS1QkA|`5%5!S^f`q@WxqDp{bD2k%V{F#x&7Ale=NGL@nwxTP( zA}q$DEY2b=)}k%mA};2lF76^P_M$KTA}|J{Fb*Rz7Nap9BQhqVGA<)CHls5>BQ!>% zG)^NmR--juBQ|EEHo9CYcB40bBRGbmIF2JZmZLeIBRZy|I<6x-wxc_~BRt0cqdd+d zJ=UW=-XlKdqdx8q)g5vP1dAM-Xu=u zq)zT6Pxhosa>6JCrBDtfQ5L099wkyHrBW^>Qx+vB_#{+DrBqJkOadh*TqRXzrB-ew zS9YaWekEAm~~ zkmWo8f)BI;Sr(>Y9;VmLgCHou6+nR$NC6Z;K@>P<6jY{VMge3-=3{RE=3`D~WIASN zUZ!P&re;2-WQt~Gn&xM&W@SbuYD%VKuBL2C!4x#XuV|xUB0(#tB4YNYZ~o>e&4VN` zCTYT^6jW~OFxUZ!(S0cbMkWVWVfVrFJaXMVP3b$+IQMrU?zCwD?76<7g= zZDVfkCVDoggFYz9@I)1`CT8B}c0Ol)#wUf!W^7L9WfmxBu4a6qCVtAMXL=|Ugn>4Y zr!p=mi$W-j#wf|K0uH<=E%JmFq$YAAXMHNCb&}|7is+A`rgOUgXO9BueR3#}T0s*m z&se&sj7F)Hj?X^q1G^28FHsE(%Qa&jh;l4yozCXyB@fyyVEb|{64CT&)M zZ9b`ZGU$}nshx&Ql^RqkWN9+;1P_3zW?JWIP644l=a^n+eZD7jx~G}mr+=1dcbX`G z@~9Myr-II@mfoqRZt6?igFS2mpU&XzjVh^@YN^h{GFSm*o@it?CUO#L6->c#9_oj- z=YE3b6nrRYHs+*;=4W03qYkKaPHGe&L424hvL>stE^9uC=dm&?v_`A6PAj!mE7fr- zF7CsphUzhLsjRZ*a$+W|&cQNxD6NJoe2%Do9_MnpW^xw)=!q6-hPEjZ#6qSHBa~vR zzV2&IXe+4RD=hMaCQw0|LIJQ6su65KTxx?H7%HufsIOM&m+C5;I%XA60l`kDt0F3g z_9_xsgPd9_zm6=)!i2waYqzQ=8-QyRRDl@W!5oOe9IU9Sn(LU(D{T_$WG3enSV64P zXU78TfkMJGEJGD&Y{w?8YZ7XlUaH8JEYwErNBAoV0BkIpCA(Uu6kx$qOhXmSDy`z@ zx=ukAY=NxOW@jz|Pn5!hx~s-sK@}iDE%Zb#1gL#NW@pCdfi6OLKCRULE#O|!HdJkk zPJ@xAW)A>Zm#{6^hAr8KL0V!#DU^a06zbV7K`a3OgIUJvW9I5-BEgjK1SQxln%ZZ} zf^Of^Y2dDI)K=->TCFRtEttw@6GY2Az{1hmERtHmAk2d%48kPzgwd*I6evLzSiu~u zEg&@PcGjy;hyi5U>SmrTyRK_xE$Z!Ln>!lLHTNL1oyBH-y*7pfn@6c?-Wo$79a%fQs;I`Z-`!j6%@gD^h626 ztE0{;+3N6$ih<`|W)gVxJ0uTSN8J}@0^29U@F%g5VS*GufzAY0EYuv7= z@KV8as;iG$0Uh*&HdHQwLIDQzgdk{ay5_2K4lo~-F&a0rBSYXkXak5orWGK;9Y_Kq zS7&Q_XX$!p6#&9K)Pfi+0R@k5703aRM&=SMLWRr&Aj4*4P66av0ULO!e(J1&T0x40 ztm;0pFaL7s^+fuHsAH0C3?ps2Vz40KEoF8ltfFPv@+a@kLoKT*6ntzeGw-|R?AaPD zWr}MBO97KQsnhl{FrPCza~)5>g6WF?s1yi-984&$dS@8CfhkaPo33koUhxvVfmy1r zeqJ+h@I)BUXAwj54G*hqQo$vwr4_sZdGIm=r!z%YbSUuzDvzkaUcnU}( zYOThy6_^4-G^}PKLGVU$e9|V)(&iR8Z>PyYn@Z+G<0!8l=sn|T=Q8JKw(s0dv@ino zP^Yz8)0ODPFd}cVID0Wdpl>lFK`#h1*h0Y+2m(rXE)^^R5~PSvu(P2?roxgmAbjTW z-ZW1DLlr!B7)XNImgW{@#Y&K@VBD(oDX!ipk9FF*n$ECV1scG-SwFW@c};cK6~w1OX7BK}K~eEKosZk~X1A_Y^4X63D^XPJtxgE)3`O zqh0|Ogh5aHgeLeb25Z7H#OxaYg6HP!@%r{0NJ1C@x6eN22R~*NECVLvZ54ngc4O*x zSNJb>cZIa5*&4z4nynRt!RT6WEJw4$TIfa}C@4_LJaj2!wy;kec<0LMCoe z3VWxf74*PB^F%KIINqZ07KDM>(&nQ|rxUyHfkQzh$AXf_xtuF&Za(Xr-#MP=xt>#N zkmK7v;DQ*Az-=1iJj8S34)Q!q1HrbcW#}JxAGjEInPo#r)Q?I`}BnSt*TGED>hoOfUj^Ga1_Y;A~$v^hyli8a1(Sx zPrw3yQv%THb!2bw#2ct36dyZJFB1I{|CBT9hAi*1~C{0r`{}Q}8^Ss)x{VJ}i zxKaTUu(C!xnyaw0!4_$4euHAB`($px67+&UXan9}{SUYW;{xewZnaWqv5bd0+WS1) zNB&SV`IR64=v`CED#8MQ_9$)AJSDX4XBKg=&jZ1Bu5ALn_y%dE`azHI#2}1z6%hU7 zOFr$_K9zjFWKIDOpf0rgnQ%L%*|w}MBg7vcaC@Hq=eO(<2==#HIoQ5w6M%M?c&*tk z0Tj=^?PovR^TcnbJQ9fds5e0ti25hyZ>uVS9Q-d91n>0ULFGAQ985{`ixkhgNWEvAijk0x>bOkg$ay7NZl-%jvFK?2Tnw zMAAhhyvwpeC>3qg(MKVTRMJT)n#V}R`n!rv*u)%f3M7j7ZXQj(n$ATiHo{4cBj>CW z#4F5dLQl5js6viqa_KbCtE?DQPXBhKi_+y79oE=mkxf?FW&N6`lnz1Mbulbf1@hBT z5F%)f*8H<7Mx21LqRTC+0Hg|F`GYOg&Il5uwLldsuSg}RgH5(Ym@Tf@eEIGF*WZ5u z4wxWFtnli?E~&smnR({0ZwV|Gsmmup#Os!dNfsi=lCBaXsgM9_1c%_n{m!r=ba_=sV&5=imeu|2s$m}d92{FODkg8aGulVnTFz9 zpO$!@D#)_azbzz@Lk^a;MFLTuc;3tAve8ak?X}rniEMUBjc$n^Cn9JNDyC3ksF~H$ zW{D}tC5^Lrmcd%bHNgsc2|tLQtZlf?eq8d&DX$#uoE&2p5G0l;qU1{FDR8tDBU-PD zIhXi0TcpYAQVvNnRe6gh#zBg2%Uy~b_uYB#-FHO^Dp0oc*kwybjOMBTB^JpfnrBrm zrx~n0azd z63|Z_A73T!{TDz14v>H?A;_Grf`rllV-iJK9WWp*(D z0FYON(uD1?ZyMUE0ulzKmKDJ(3Rvi0@W@rFIRQ&$LQK>QKk`B_j**PvbH@klfQAy} z(0B7V46tA$hpT}I32r!(6`C@h#4L$#!TXT()M6xH^#=GTjO~}gl!K|fq(4FIDt3z_h%2#~O>J(I zo89y#D(8ZUW`2{L7;ZSHlkn_UJGM0thPZpN(pUGa{W zyuk5pc}*5x^sbk^?RBqRlKWoy&X>OR-H>|in_vC^?pMF@4j+VkH_Hy__0RmR=A_Rdr2qxq4g%FTn#=Ij47KB(Zuc$6te$!6s?CF)7 zvTGVhoKJLiN|0s9M>}^|5fX)h1ZM#{pHeA>6^mh1h=JFWg)VuHdFejt@F)Jaoj!Ly}>HF2c}u;Leg2MCVa@ob+OcW<^=RbpdD^@w2$ z+wo4g3Wg$yX`^5&p99vdfIhz^dLUf?-$K{tHV?2TsDejXkrJ+=1i-nx?#fR3(g6>? zXOmzYp@s(tP_9VIqT+Aas4_d3I53s_;0VSs>>ik~_R2^R(^P$3MC zxgCfd+hGxR73Lu(h{#665rX6jaADYRb^qRb@$;?`CfJ5KV!(xckfQ{(RqXLWP9nun zp$LQl&j|rJ4>ggi3%uR^_yO==_Q4KX3el8qo*0TiU`Ex7B^qNxh70Q07y zMx;OqnxLy{0Te>;qyBFMiLeNX>kg>k3SxtC_)Lg;pzkcOe5Sw%fMkA-!sfOEU$~-t zo=BsTY6y)m48`ywp5uw;iYvr`I*83C+{jB_V>{l!cHm~sV5EfcP z%pylU$NqtZd`I1o`{ZSp=h}{q>*-8g#Jj>rk z!k#{)m-exYCh;F35&#JT6L|$}K&P|H!wN-WB7p=6TFw9ZF(O6MNv?qzn4z{dDm9AH zM(zMn2+^$SV{VoRBvPXmm*9(B>mf&SCw*fdXaES%;KhWHEtbJZk_aU!%NojYx|FgZ zBS|NDGAjRKAA-OW;c3z0r3XN0>7Y_7y;3jW!2|-q5X#{oBJM2FvYRr(G8Ds_Sm~P5 z2`)b{%v8yW^b2DqA_+lU#3Wy+jAr^wrX@J2L?&mUxj1Piryfl+DVe=*Ap#@C9 z#Xzp2Mkd0n(m@_gC>CeEUNbg@lO-OEfTAW8t$+#fVn+6dw$Lj$hci0;4-{pm{_+AC z4pA|XKo*=bv=&o3!Lz;O4sXiC3i>Z5cC*;_Cr_U9JHzum%WJLVX9$`GCW^@OW@aAB zXZftaI^)wl;WI$BYhc9S4Pp<%$S&-*k^%=oHnOoj&rv`n^f}WLCA0wixAVU#rgG7(!2g`9pyR)7EG(>H*xvoz;vS8y9l40IZ zfhe#H&VzVzH0^klT}0<5cSt(~#~e%ZMxivj>?Tl-jwEtIh;l1ia;{6NAXH8!BfYRQ zY|e*F0T8J49SyTaqjXJm&qRUci9jnMwPAw9X>fE!3Ywr8CQ?&AOD*IC3T$Ny-V~Db zP)*tNPz7ruJqt)n)Whzy3BF-Zc_l;r)HSN3d;+CU3-v=0wNnQSO{x%0A?(#uZWqx+ zQK$M}$j+6oi)(;ByMWIYe;Wb|0 za~({;4$=VBkPrLfjw{S%&NS3yxG>HHWJ6$K31R~aK*6lej!FIXx60LFcM_8{$zIdO zjZ~%zcmQ9b29NegRWk+_OeJ1GhIZJeRMh49!sU^0a>5#xWx?~=K8`P)ww(sXS|Aaa zp5-$7bK!((R7?d>UgHP!G?YY>MrP}4Nomng)t8<&ZPj*^?s9G2_HE(T+mtpU_8|uU ztTkEN&@6<)X7@=7>L@>JfjsGCW`Qn zWu_tZ4)kb%0T2eECy>W>ao4w2mvx!(v_2pN)@%V|C|x=9!wQlY)zw4qR(T~9!;V6G zfh%dfH+;ocCX#o2&G&pc3VhLbec3mR)VF=%H-0VXedV`)?e{3?_kQ)4eam-${Wo0u z_kRT#TLXB24Y*bd_<$AoCZO+%rk8s4aVw}*vm}OH5G#QfIKY~OdtsJxKJ0`4K{$j( zc!WuKgcCJ?GdR=sK^$Tr1WKUr5`r9P00c^)EHP;xSit}*mtn+4Y?|N=fcOo><_ElE zRC>4x21FZ#7zri_$Fg9FdpL^41`;5l38WYaumB6L6rFWgQ-2$W&jL2qgmjEh0clZ? z93iEW1|nV3jBXg+DJUr5Xaq?SQ2|GZD5b(rLU4qH5<@@`g}rzNg)*v-4c4wTqEfzilgiu(LK~0;wiW~@ zHkL%5akFk_L!31_E$JFptg7wD1&=aOqA^dDoZA{i9rsv0kayro=q06Yd9Hx_{&C^(0+} zmT*nQl9B7qv)Ewmz)#RO7FgRFmjoBoju%)LDMF3t6BP-cmaqcukH+TJthrEA#j3Km znGbK?j$soujJ_rn$`g*O&CS}>8RfC~x5U+Q@zLhA%mwY@t+2;`UOqM)x+5fv)ou_} z0p%AI6{(i9TTy|{9v;)8%G%F5;bETp?WQ>0Nx4@S%1@g*)|9EddK49W%eC>rcjsG+ zmqjHmMPyzAq#Yg}#FEjkmZTQaIjoBKh=m{YG^aOLI<-|295I5@7P(}Oo95!(an_-K zY_be;uc{c>LN3-4wgLTgnJc*siNv4Jto*{Ou)}PhsN_dsMPp=9K@i$&22}AS^9ST< z@Cy#bg}r6MFaO1Qdb1y6v@_HJ#5td~4`^X%Kbm$tFn9-^Y7nlOs&R6J+4zC^H>1%{ zVyhO8TLBssL7d%)rZp$bqEW~y0rk)7nbO76=|%N?8ypJLLL0)&k|X!DF5M$i2UJFR z##I`wbhLZ_ZTEYmbB-n6aJH+L4YRz!rcIdnMMZ9v2^itAi#=@R*NWJQ^%0NG=&QcM zdI=Sm4QNwOp}=q}{Jn=DsMS-AQ=a^;k6wAYz8d*UITJ6q7Q583IBYD}^(XGd_t)Je zIxlW;c5OzykzU@vu62t1C~xi28A9~=h_xqZGS}+&?fWy~LaS(Eae1Rvp*GX-V z&pGbfslgzAn$a(@n6KWpk?;1?C1dmaGruOLMGpN;mrVaWBv3h2W!=4~B{lR(>NxDf z`mer@e;>wLy?Y{uhpc7Cxa63gLF^B^I?mZYFjsrh`F{PU{OUQ;tqk+ailg57f1wuKu5U*Wis;|M`_nyQ+T)69}{G`Vu?$ z-&ysk)VWEEt|@x%@ta`v>7tTPFfMdlw=s(SY&y-ap(VU9Lck-V~{ z17WF52fd;%uM5Ah*)HIUAMl7TcKA{8Bm!A8dNsF?mD5U^SjKK!h6g?i<@K<&gW!$? z&c+4CUkqp3f_$bUx1cb`iUTOyVZ^)aus!yawgVp`j#q=i|1VaM7<+Gd;gn#{n9jA0 z)OjHiFhOr$U{x*?ZCv=L9n1c3T0n6KN_7x) zq(Ci&Fd60FFB$U_D4hROMU~5zj(gU7sK6r!=zqcjR{`U#vh5v46nRl_#Q_>B z+_dd_sFp061#QHwbG$D&v}UZ$JQtDdI#3w0Au zuGd?2rCq4MSyXfZzRItVaIsOLFnbYS$?Y}Y9d?cu zH$KYM(1nkOvY#LqKb*z~a>oE#ab;byV!x)I#GkFyNoo5M75W^_qO_cwESyQt|IbQM zr~`7%vq?BG+pCR7pONXdO>s!#^1f$_1rdi`;Yn=Z0W#d5q=Po6h+fPHWA))TB zCg&HKTHrSE3t+QLfn`0(5kDuiv{jdS94uVfQVWt;ekxkTT`HXZoQjn5`=p(T;f*s@ zQ*!2VEOg8=bS-jaj2t}lXdEhF86iMME*xxtbX2##k{7Mf7h27&_OzQM*tZ&bwY(Kf_iBAF^TCVwAQGny7o)c|k6k!TqG>VM zpzPT!4=#vhv3%~eh`T&nFg~g=n@{V3X_23gsmLb)V6Jmie-r#(J1|%^R){}+Ntn2Z zJ%`tQ-J38*;A`Mo>gO_^bcewUD{sZ_*sImO~Xv^U-v4 zC^Zgi9J-Jsloh&|COaCsl%weYAHPi6TViSZ5+N{{WvT9 zM_tos_|L{Sn23$mG2@8M_HS7cTd%f9BeuKgm`GYL)+BQ0tx$I4ulKTJk-MXs*r>fv zCMHq)|Jh|n{hsk1i#nK(!A2i0W}8I+S$Uitee|PgEc)-(8*I$KUt=aQ$G;gFr<0@Y zu^9RZ9ZLZaL=ser3}T>ippwK`louHy1n+?x5#uWDCOcUOVOCu(T zNtLmfr1Wys5fi1n%8+*OKJNF#B*mv?Xy24R{vX6-wT&`t47?wY@JrE^Dre13=@*mq zOTFq<&i)uaAa3NBcKvDjsiu?xDUY2r@%8et{IbXNs()UBsD&Xla?7*sk$zr>ujPDN z%GtVW4q4SX@6;ybSQwB}6lc+p$UNm@VgC+F3^K?gQl^(#?7(JnWtmSXj1rdNfC|S$ zct#1?VQpIM8oMIH!&8};$4aAw0xO+2<|uP)*m}c}A&N7pVdi zszDM+yoB{$>p^|X5tm-oN>_EO;C2O`81V40s|-5`);2qzUk41#+jk49uR|mi;|7bw z7BLNq@seJ*1$9LHQGNWp+OPf?wciIdQ1PxjPvx<7c9d5NS6p=Id&~4_Jd-uCfWkW*2Xsd9~@u74zu&_lIq$*XmDs&ls8Maqgn34f+E_ zuY3u-AB(Ab-k7*vV`%(-IjgTyhwuOPM(#kA2e*#2tB9e(@(Vs^Q;6aE?C9h}g*Ut} zy?y??pY5*>XxLqg^EWe3QwS7&bx~u@@pS5)W{pCeA+tV@cx;}tZRq>$fVHIDb*xJ5 zLYL%Lq8?j|dEVvwC^erQKNr;%T~u2;FHc|e_J{d5zk>(gxhxB~m7!r@P{XO@L^GcC zYnrk}s48x8o|)#1cJr{08;|IN0)$vc1wuHN+~om&R9&V*K5Sq>_oqZx=g4{I8opCe z-^G9@tm>6YXXZK}#<1zjn$R;(@Ldp#WZ85@9~n-|wzQElo4c$J${sM}?Li&!Q*&(yT|a29(-jU(;Ek~AGezh}SM2L&q45j*+nQ^n3Sq!{E?+yNsRX> zbx`hp8y))&e_9@dJ|08?mZqW0}s1m&4jf>;h+{zgAVl;&C2Ia` zI8`kC<|=lFCi$@$0>&XV*w`0wXv{~HurTKU0pkdYTagoH(6C0D#b)t|=pFP(v*h4- z>`=4V$7bvZEj*kX%?dyV2|k;vI>B6UWdd;I7h(G%?BOlcE)K*+7N}pPLrzS2AppCh zU)mEmQ16DlF9$5!V-?6@OaRb8P&}X^z~nH7-)$Di=&cO{laSZhfJbM6>;>Ej4q7n< z-XsE#Zo$Abfu3Fjgor9P1-j#q72=@z5SC8yjP-FA$an^T111!(PA*2fKOQW-+}jLzC9y%*U7$vm!8QR2*K8YRaK4tOZ%vbiG>lynFQR%iwR z@QhpZ>_CRH3WwMq2Uo167w)iB=yP%5fhC+M3l9352C8@mIsvd)xikh4wOlDfq&D@c zbI5;Z0WrB4AyY001u$4eBF3{biP0zaFkqYxJT-tk=gQ2arkNWSJe>k7{mFjPj9tfp zk<=&#P!%VK`AbAW05Gi?^t}W79|4FRPgBOTx>JC8E)0N!uq`kFgp_R4tlef92oO9} z#&*5H>{0+O>bWu;5KT+l!DCS4hyznzFzLYwi5W3oh$F%$0pRL0tSu=783s`i569SJ z{^lScq{zQC%wjX};RP0w3i)M^b;|)ZX&3|rv_ixd69B$x+(RCy$`o#M9Ai^ijD9J^ zKE!?MlB85>RM;x+1tqUuALwvn!Hi?*?+_{{@J!DW~3T)93Ku+*49G07$g8^aLaVWz+#QN}L|L70U+Xms4{Cdr*)Z)VV)wW2qo+d;J3%hJy^g@(a`nkLkcMm_WIo zT|=l7acv7VSSqu%1W;y=m9{^9#t8SDTpsX1QOh)Po(HNtmHkBy3D3n4?diZSgC>dN z{=o%yWQA;mkgqt0i>C zQLbOjDwh`WA{4&B(yerUGY1Ax(xF87J`RzRjB`Is(|HxfK?&X^RI-^pd49Hr?IR18 ziYXyw%o}CQa~1dAVytRo@Lg6M4$c6sfyXmAa7bOJYB!adSz(YjuheccK;S{J1A?MO zD9EKW8jStn%ZFF;Fx^xn1I^n_to>Y6%QjToy;{3ZV`8*`?gPwP02W5!oKQ*Qy>z-p z4pvX4G+#z+Cg6gKA(s)C4K4ZR6O2xt${+i;L;{}kb?@g!usJ$^sbbwq}68CH&`q( z$|nj!L)VZS0U+i66siON;yq0c!x{wO5Det+Pg9_y8DL3|QYInSY49h!#a#gV9_)F9 z-19c8=QAzXWJ1O{d+ZQH!{Z*uWyLgaqS=X){$aRo~kA#bKs3|}D${q)?XhnnU z+pCR0!H6=`6dpx}3RJlFyHUvsSIR-oy?+K+yadp&id6!7PVhY(8MwdXbO;VjGX;Tw z9w{7%Y6df^2m1UY(DL{J7xIp(PVfu&ZU%{44qR`3k4Qt<;eeavZ&g^_Yacv3-|;pl zxblf%Jfr@BnrH~5TxVczSS%H(ga=B-AGVIOe3=4o6Czc;O5h(W5EMiQjR}zJhYZ06 za8k*XY&lS0lRIeg0jehhe)kfHpFv{e?*;5x*>LbJ#(q-}-K2-G;^IorS6AZtaj&sE zI1slSV&hfBo%6sj;T}MQcaxaG2 zROQlT%s~*!?Gq}p+6&2eS~m4?_@yck`Vx!rhL52DCF_w^%!jwgR}>0RAS?%|K(Pg@nt6|lRKTGE6yMS-Y{5*_gcVThf7jE)!U$2% za0o^M?EH6Z2L+g_6_~^^zV&n#ioJ&1K*PU%2!pv7!yshfzfQ5*TWK6PxL(M_!-G!_ zmi^x&Eje<=>RVw${0KZCJWIJ3#0q(o3>$tc5#;^;+c-$11G|WW{wcbbbPZ&f$+O-}`Hg!C7sjZpSLDh8T+NTip-`o9Tn!M~(#}!u&n|l&tH1VjbG*>tqt~a+ z^9(=gxBnD7GXu7W2qciXGBTh342ygPcu&mldMo$zD(z){`_n-G_IKpl@#Z%=nhKJk zLX4?QK2%s1m8Fr29HsVa`_zLMSY;M)^X%+C3#_&aT+s_WjSK9f3j$dSYM@0ynMF~- z#hkl~9JY%Rn0dqAMQI;J*^`Ac8cU+KOZey|fzl=3?j^qNMTz+(PQhidtVJn}Wwz+$ zvl?>>CrgTqsg9FnWx?+%8sF7yziZeoU+q@dC1YX;P!(XsL1x9N6yoBuayM(mMPtQN zX2pGL8f-0s@wdk_sJ?zaLrz0Ex~pz*=HruXDzK1 zlF$5*?6@rYqfoJwc}((s_(ll0d+Kv?UC8&Gu{~R*%-{)7;4=3FuF0awK0a-{3x^e z*?4o(XY)(e=5*uc?C9p)*5)_N)`HB|lJVAepRLubt@XyOpBfud@z@wLQdVYr*LZv1 zXZs*)`%mNc-_h;kt!+An29l*gOlVBLG*~u`rHO_dqoKEHSQFZo4D@)Mddg1W5Dz`H z-{EVL;%?gE$Nm~v+LdyBB1Xd5Htk&*+q2%F@SQa-C>(Amm;JI-0O!jIV{`|=R_h+Z!2N_JO z|M*(*y~*sN^Z9N?ErY$ns$3VP!YeyNE6nm%LRl|(7Uu9(@7=Kwv50)RgT5LntF)bg zxjj02&7y(;81%{9o&WkLVC`d-NsaB?(LTL0?78o1qm7JBC$&3B)K}WgHgRCMkLj*= z*PKJo-#k45-`RFwWC7dnzw)j|Z~sZY@BZglH>6p>j6C}$enw)8%wT|v7Nq&iJ~{tI z%&4In0{IIU{UCSUus=zpe}#7esE~dVTGtY*MHb0Ji_9XXbtEE>KAH{2Z?)721-)HA zR~k)Y{YB=Vlt?arD98^7Hp=t;jU?;aei=zUoA9sPdbRiK%Cqhd^-%cxKnh5$ZT4&d zGe2cPI{cj%zVP+pJ(luNV(g0OL@@{;0nR%^B1afV?(-zcv_UR_u{FwD<9l}n2h!g^@40gXkIgD@U}lr2_`KW3m5Wj z8!uzxzps0(G;$%`Bp5`V!FY9EKZcxa!%-iWxG#5Zp|+_|Eq z2i}d#gYoWq@l-w9otRk_yr}APPS}&zbVVw9(vh>dXEAIrLFuNylwe5vZ4#HG(rd#@ zafH2h6_2h)4SbwA`Rl73Ba+briR1WmR>(0+OuUyzyz*2cS7{-v^r|^LZhF)wZdE{^ zWREJnV@VtPu3=0NX5z4A8NEs-tP$q-zRid$Y~^h7O8urBEG(LvQA4*@myK-#sOLk;NuGR&Me%U*tuE zrNh^NFHs@$5eHF{$?;sJ(kZ(~dU07zx#Vkb{=$0=**Zy{LJ{5aFP}zvxwG>=&$~1+ z5n`1xU2Z*_3*1fr?w)+=igE71{Zd)B;1W|Q7AE1ld4_M&E0FgAPaS-i+z;|BAX z*J?l8EP4T%tFPh{8^>t`rF%=@nbbaMAvphO3pT%EUZMoo+1W2~)DX-*XkSS8fXDl? zrot{p`ej<6E7JN7_0Undl4{4=++U~$jrpMnI~ykdG=5ecr1mR)b%hH}Qxb8^b)ORjnc^e@4VJRr{joVM9cFmd)%@OP9^13( zJP%%at%k1tu^duX!U`3G!ttJ@cQFYUa5gt#!mm;!Ft zH05SI8e?BrNMKh63ufU!$TZgMJC#%>3DPXbLTn~)GpP(XPQ>0Lm?xE!nBRngklL)- z&eG|EH=MfdTHD=3r1q zJU_c~0$rH{h!4xR$Ifv8Oj#c>R{#p^7Yzz1n@M_#*)!4H^Z-W!#&1d(*vL=TIE>Bm z+JpG%{jq05ILvWfzb3d{%Pi6Cpwrz`!CPd|i!{(mvnUkRE)q|Gk6uaZPE}%(B0_mx zl*f4@dy^;aL5h24;xsBDe6mE{1U(}JANV@=_F6m~5u14@pUAE8R7=u23EjP^s7?6F z-e60M3xq3I{Pgw}9#2ONsRf8_cIa!K;9zdQby$~sznl|ylx(gxeruJJsKH@&^UcCi zT)*YH%9U_uv9q^_u2g5)l%URZ&R=dy{{AzJG5+>8?{s*Sz*BYm)UJ}MftJ^i`Y2=i z(Afy*V3D0eDBy^LU#X09QtokgzvS=+36OYJEJ?EOhm*tlDVS}yw?Lgsor)NVUlm{| zrIgb^;spNt-1blA&A`BCH6y_j-OviPBH+kA_XLnVYs{;SVScnN0nh?vIOQf3mH=J7MH z_Y{rlq;3LWU+*M}8A*s)@^oZ}t}S6Nnf41MG_yE&iw<&t@=z%`5MdmM1GWI0xUY+C zSGY}uoDJV$tyOR3N7KISrbxCaavkidLo z02P;$#V7TjOCcsLAhid5_K6$bX}6z!(X2O6t>@%EY`_ix5mYT6Pzf<5o32*^sWXRb+H zCUPOoLSLn5ZJ1?W>mV2?bH>R8awKal8qTLkrDcCDLk8mdav|$V@+VQR<5z7DUazX# zoH~i6XIZ}mB7w^37xUCqiF8!EZcK-#(vv=RLAWHdl z8DBN*jDGv2$`YW0P29jg+f%Waw%+)z3)#B=wLD@uyu?iE?h&4EL4$HMAG`z=&VrZ= z&&FCNhcrXMa@p`QV5L>%X+UN?_al=O;hpegB=iXf>2=`Y>qC)8JmlI5<@5obyrj&0Zl9=5{2g>R4kUCjB>3U%zXKi(83bWa}2DMP84-b>C0DxjjlBWR# z^bTuL#6<7|xf#KjxPhA~Nv0_PKw-Mc4XBb-f)R0?v_wK-waQuo766_(=3^*KcS92Z zQ_@2glDA4C3?N-{Z(L22A>(Av7J_a~J-kyG%hQqAHXU!b2FdeJ;G3YZA12&shHxtL z?>N@k5uuy_nDc7v*^Z>ZLqoV)fxI?UxcI!((~J%j3i2?vVBS?!Aum zlH*vrAgKm2hfDN{CWk6BnTscI5TUo|l*AT4FsHqULujn;%jA37u^Mm#J^);RM?R1T zft4ZYYsq)V5rt+iQU_k~(BF*yiwOwafbX)kZv`T&W zj@NDTLh5|Y`thv$3jfoTzV23oqAgLOP+T(lkR4H*;3iz-1qKdT6W{PNr4U|t(oP5T z-1C+L5yKOM;QBxzlMEwE>;?t!H2^J6lZEt68*Ob$vIm1*xlwk&HGmw;IKKR*C9B~z z#pFw**4W@2t>o~yz_s`??O4vXC(40wWxw({{dx4?T~nnsHU2qk;#VhG2g<9H;4Nfw zu&fKBCH&Ejhwog=3zy)er!a@%>Rw1dJL}8Y@lULrK-MYAF;psOsPIFn@X7U?SIzwSJ_e`bbk`8xr+pNw#D>g+m zm?B5A+J;TrEI+(5f?rI9-sXO4L4mwXNH_gj6O03SupMv(X zph5T9Qj>$+%C7jyxD#N}W-JzlJyZj&;M#25>)x4^zE}_Q(-%IKEH>VYd;L)S6Yl&c zuHjQ>1`6N~W7aGfsm**})8dXRTGCzGG7VUns83l$bK*U8#gvrWrvaG`c%&svU?7Db zlxJwf8#?og%jZ#ou>Lx*9|sx&?OVC)NxE=k|+hF?DnC>0K%^f zHolO~E|59Gn>ijT%B`M~AkK-q^z;um>rIvyI%UE)x?oYtFcH2_|8+c~%H6QIk%9Yj zKE2o2HkhQk!f3SGaZj~ZXHf5%1AGiJnILad#Cb^#JL(L zvtC|lpnfax+O0Dc*Mpx=n9RUDk1NfNZ@j^?Cg`!%Gg-4 zeJ`|l)521n1A9PBxvP*Cg`SdIVtYhPElC@VIO0W!A^iAK%j|iw2x%`j1`2W?_u}~z zZdmr=IpU6$0_Znx6=vQpdM*}Rbv>lv_LlO;zY~)+rt%x_a-V({yV&sMN5{SRV+8qm zieAa>YHzEWNw(t2@kg06o#WFUnFxlNTY6|_g)t?6Y}JgOZ6eRK6Ao)})>d=HfX!5i&C@lTZ)n?v8@Ik5SI$b?#)#vOZ`-bT+pb30u4US; zmoO-kwm-XUH|Qg_n{&2Xo3`7>wluWej)2`SX}eu@yS;06`!;sJz3mR7><%;S4qcdC z3G>D(wtq+Lj_2%7HtiTU&H%<9BxnzAy!}tw9%^jQWNXjtV-JhAhi6gg1?kZ__Q-B~ z)Tljr-X61Mk2SWBJcQUB+Ox?xuxmJQ7(1M@b-7sD>j0n{wLL@r;k-*=R@cEJuk_N6ALVbKQoaJ<>)Jdh$NwwQaZPZD9-brK2N%O>s zfN|EM3p#7dIO}LQ>l!c1%Q!6Jt}|#R23gLArOrl;&R4pfuZ}ujn|C(eayB_}HpRG@ z3A&iexL9boTsL;PVe4|!$K_VEi)EI}?NS%3Mi(QE1?f>2n|T)oh{W#1#UA78An58S z+0a@<9avR)h)}_z0}pC(bcot)oaw%d*0P&%hmV9m590PCwSLi=5Bz- z-9Y2JLADGA$lZ|WyP;Wk!%FXlH{Oltz8g7uH){TF^w!;≤90Tdbg4oQzw%hFgNM zTcWL7l8;+*v|CCR17GTv*65br?Upg>mO1a1wdIz5;+BJP&lPmflX1VN;ht~oUSR8f zpYG%SAlkh!%e|=7{b8f~qi*-&QTLL0_tGu*$0zP&j7OQEN4bngg@#9^u}77yN41Yf zO|(aCmdBG)kGe*W`fiV>qaF?O9*tWbO(!1B7|#|#PX>$QnTBVZvFCGJ&vqZr7tx*_ zS)MOTJzq6?zV7zy9QEv)_heu;-kf++FkU@^UcEA2eHvc<#$E%qUT=N82BW>+WqA#i zdcAM-`q1q)JnA(v?=`yRHFn}Pj`98|=>18?`?H4kgt7Oet@nRE-e01e~HKbl1={S-uO$6`AdKEm)Z7bAR*+i0rElt z3bFy`H3Jk)0xsAET=Wf4iV0wFKrcNGP-zNKeG{NI7NGtuKw~>VlO8~zV*|B>0<~oW zbuc<2cWCt2P4m4^Cyz(aS>R8~lZ-K_!fhP1oQ*4l#P>{K7kcDQ@ zb(5eQc0o6NgKotHS!M^_ejH@g6m;iJko8!Q&9@-i?I1e_T^k$hAQbE<8|}(S3 zVi)Y{8+~TnVQ%D5EwKEnH^(`cNJ0yl4Lc)f|3WdhWhQ@1#CYXdK+Jz?hh9<{^ zreuevJ`PQ53Qd0#nlTod`7JbSJ2aafnu86?6$;Cf4ZEiqmTwYPP+%8!-#6@(FLPmb zSkdFKhfQIR-h>s8g_V2@E8PxzOb;Vt!^?!i%VonWG{Y-R!mI4Ut9`?3V!~^)!=F43 zuWJgge-r+6EWF`cc%$Y~@L_l}Hljr+qE$BHnPxN}#b1b6kTSWJE#2b191smBT6xk~q*{2!VZxT6R7x@|s2ZaAXSwsOkAjNRh1Ln{P za5Cc^3^p|FMsS?ooNwBU{f~pX`&Y=J!y?FTc;v zQ^()xntw5Sz;m&HhI0Y6=L0G$0(?+`&-nsdO#}1p1m>9rS9=AAM+SQahJ>ky*4Tww zd4?uLh6ZYfy>bXIaSPAXi}-9EL2-y^42ejLiik9e>@<%1Y9C*g5FbloTxBJ;XeGV2 zOKRy(ittM=aZMTXOlgToeQ1`}{V9 z{AN=AhRegjkcX6%N6in5ABL5Dax49kP-^+Gw4(ZPb|QIvr7S0v((1*?#7yx#@g_vsnn*=4_c;M zTHZWv-D_!`ZF}~tr0wm;w$7B7-xwXPSDmlO-PE^l+F$kz=Je49`rl6WKmXg`v@+1% zGB{oKZnt@e*6_Y`;QcW5{ZQwJFT)=O_CE|{j>HX)Onw>}ZXaEGH~M3Abae0&`TeIa zpFe;8^7+H_N!sM(?BD--X1;tLnp$6*>bWsZ{678Z`ONX)%;C|@$Ny$mW@cxizg7%= zrF@zDv%EB2w_H5Ayf^UuWaj&t-O8<%l@;2`^vBirORGP()|XG#Kb`!fPHdc(}zh?(E6l^2Yx0$^Os%-+zApX1x9!{obEG9GU;K zy!U6n;K+t@^nCAVllFIN<{$m!-^R)D?8))+x09CT6Z*ypeedLiMqfUn@6+jY#>o$- z1IH}<2F>K2csRSH^}FV>zGR%JQL#Zw`9M1Nd5^E}S}F#!@j7YzhOL!D_rxvgtcO~w zK0J_fdS7h#ta{{;a=?$TL(gi)9uwjb0!D4MX4!xDHkY0Ru79jCtuQJvdR{kKZ+U@p z>izSdHvs`ua60ul0nEfNILW!>-=(<>pJ@2{eCX;15XrlDD{SB(K%P->8fmvx68D?Jhshy*@>6F(sV>4 zjc!8NLrw}m^T#?Mb9INWvrY?NJE>q*0?gf5;dpd8hjC|20F4&saW1H8>= zxzDHEyW8gYY~+QT>$FmXbF02^;a7j-7n;0z6Y@nUbAvOz{Sp4}HO~w9ns8Bu5zOs^y)Vun_CJqZh#a0YQ6EB)Vl|J+pJ4(z2Xu=pFl0|M zcZPH0bGGIH2Z{u6!nd}Ua`a_hUITufrS;WwCNNAYL2)3}JVQc8S z{6G5Gn=yO!|Bd)OgS}HZBrRY=37;E8P5$M)zK7?F{fpH^b?uA4UCk24+;NKgH1`0&T=W!6}cxcL~m=)b|Yv-jo*pq z_J>venq$Gg*f(q4g((D=_yVLWc_|JxUMHe>qJ2UkR|= zG$Az-2-+>@G;MhHg zO0z#6vU4*FrbiR@sGzF9#RJgdYN1L?{x0oz?{B{PRRG~BdtxN668}{{Nl^@rM4Q8a zHZoovpl~6yTllt?_=-pmen{>0MLs=?%z89elCjUD#=m58b~hfwars<~{du9M2A_DF zQ?FfJhp^*6XrJ4={`BfHNj>uEjVhVScx~M!lRs`u+<}Ais+;ReC||XB+1}iIH?oD9 z@zWdU=4<1BNF)lr1=bFE_cgvv{@@<$jaA^geG%a7&plpyD^nYb(VZy6>i!s%JHtwX zOe}JNS(&do#HK;vc#h{pJQUWOWwBR=xknY0I2unjCNHsq$z*jg9H2KU9j}>Cb-l*u zM)c4x{2cjo9rLfG-i#jnYbp4JU@`gFS|@o-{Q}m&B5B(>rb9e*IJaxVW!Z z&0Uiq7pIJb8Vt-ex!5w5-hR9#^cu9Wr8pKYQ=jwEfDOYoQ}oqED}DUvD(B%{apVG? z!>8wy(tDsal=D|qP0uI!T5>nOQ7jKyMAcwWkU?~DigE%Y&bVBL0!zsNpd4V1*%TBY zZVZ6d^v;INWIMvCauU+a(&&2=QUAOF zrd(gb{kRO5gnoqSLbcf+R~jgoE8zljL|C7PifR46f(t4JGm?gU7j?^6Txd@ObEu`7 zdBU;Qull{`3XwW>X35+46QDJ*<`r>#S;qgoCRK&=PI zLM>6|R}oz|1pbl-TT01l?ucc+v1e{t#Y3eD?;B6e@^3u*M-mM1))V6I(~{!8qbI=M z=N#Y6p;ed>e}|ZCWYs=(@pBHplh=7Va?2@u`**CF(1v`s(8orCvuCyeochuZKX3}} z1ix!g1_pDJIH|;JXKp;xzA2Oi{tO~5eh|C5rhg$aousP^eo-JX2!Zc1n;XQ+fyh)w z49nt5V|a}FYnTXFKi2~w*+7RLK>;96DPa`+3Pr>=XcSb#Cl)sj>m^SKtC+?fGeo;#ge((4RIg4D-zB+wYn4}?2Gj~_DZroPH8Ca8V zXgID{&g3#+9U*2arvOX6rk!;blxOyh@noQ+9;%?+D zXYZSp8e4D?KA8Syke(mIE=JAB70$xi?ri++8+a;W37%rxd2ZafxTvha8AyY+8L~52 zAA*UrTS7|^ul5U~xBTbW(6i3aULp#2NWz7puAh+}`6b#HjQdD47W9vmNe;cUp|-e zRo1Nd(EF8$r~jc(1Ay^({5}QjJLr*BVSe+_EaX9m4}_%*0`jjwNi#0sXx!!Y{G2%N z`}t^q1RD=gzJP-vu0y==MBc@Vxu)9Za=4DEC?`uGkaRlhEUt4LB>o>Hnd-93(b7G(^5Z-2+X)+*TuN(#kA`F6^2;4Vu zr+t=C>J(;X(=<#1OVScn&@^rKa(a78`V1cQDpXm53_8Z6dC92ui-=3L7@5-%tTZOL zedK*-tP?@&-8iV=BX)ueS{z5q*(1wDK?P>mxMtCF%}B6TdV(2b!X6_@wF<<+s$M9k z0#W5eMq?HdOG(_o;{hDg!VVmYgTHPEqd8dY3gKWsrW!dn5IO0X2v=2LK2I^IF$Dnt zs0oj&#HpMjvpo3%yQ>o|{*r4&2}cwG;m1J&09aa%xttI)6ieKqC&N2euwB!(~bx%KSb5(gO}G@%(_M5#MaKSOr3p86+H+_3^R?fr*jW;j z1{LZRcJ>J8s!6zC;Rm^H%4{eSzhe>4OpFKYp(m6FBP$-0mlNXG-7ZfNJ`6lcAL0g$ zBeO0cR?igu1ww8edR%>xcq^sU>n3)NR#eaFe~g2dIe2yxeJXQ+Zh<*+&U(7zNI7lDi+ zJM81J%x0yl(-2M?dg>*|?L>1UH?2DtTRK9q9OJ+zYIuGEu2MNc^iFG2GB|nHu#W_w z2|-3%?CX$c zjPUapDl_Z&xqSeJ#$iqoK_E}89Z;z$u6|5IGMHm7&k)D<*jR#=6p<;ZFX?p-hK&qz zv%oOnkW^E^m!wp-p2Rl}zGB8W#lSN|$mDy>HAHg9N_8IJDdG=o4I69FkLVLT-p=%Y z6rE={Ti*l6vlA;~Z({Ggf+Detsy#Z?o-MIeQ6xlBw54>%-fE8;wX3RXulCoXc8!=t zwfXzMyzlP0_j%5__nhzN^95)JqqJdn8J6_fpNiT&W#rCbO)9s#UsQ@1ES*&fwnWo6 zTyJZVrf;;=)E&=uPbzb5Wd!C5Hq|k{DVOkhP*(EJuzaZ8_Rz?U41b<|OL9?Hy!EC{ zWJN124Y;Nvc%}kzSaF>ik=t{IZRY|4yVC!4A-Cd?YnhDy7IN>6#-wK2{v%_73kG?t zRk?Sg|7OyUw_;i?8S}sZ2b9ad%)Etb07GNc2AN?60Q{&|fO4U$NCHS;K@upy?NKmC z4VTBy>wr<(qyi*Mmt1%R0wN8}N%g;`8S{L-wA+gJN9%c{ zkjuxw2j~=-8VrF3$Wz&<)+^%{M= zLJ|N)w?>*3f-K1GaLbWHSv1@-C*wB(_X?q98C7pFYaj`b2BU(5f}ZtOWB6 z^}}8-1NaUriTV%+Pjcz2(t8Jq_rPZ{Mo}d0CGz8GvY$4Viil?i9y`YD3qSEgeXY?7 zX=;0F<)}e{w1$>#{`9!s@a{b98ix|%l>7<(Bwp5vF@uaNF7nmt5shf>_^L|ZaaLcJ zOX!m7ByBMKMi;8x#<6!Hg!+` zB8-*HfLKUV1SA_hM1E?_k{4Qr?$A0AOwIH;PYK7SGJ zN7DloJ}UZsWV3_^qAs2|VrfCnisBuHEf_Nys?%mIj@J0{XozNy1X~-*+q@D<)|c_& zYLd~)C7TS8uXKTA*B2c=;%MI4AbKj}bn1rd-G;wd3t4%h;(P9I*Z((1edy>frWF+@ zs4^=lfs2=VUDfO9fSG>R&;#(lap_N<)}as@Am)p$9#fDr!fG? zY!AHF7`w`U>-HfR!>y4bz`RjtDMZ+>h7=V^^Qwrc6EmQbtUQ9&5 z92QtL{T_%Wq401Z-NOyPg~*?bp?F#~GT??54GfQTo@H#uyYDI#ImfB5pEfd+K~Bwt zj|)A2elcoRA=4^RHlx5m&afgp0{~4+`UR`&vR?Pct>5b_@`-RjaUaz%vX4%H7yEp4 zIQ-Lr_)+_#Q6SQi-)xL728BpifI%}s_`Ch1pOd&Ze+E)NPy0(DQ&2P@SO37wn*Z>a zsBOj?EZ}w=V6hg$6sHC*ghu`W66WC8YigZ<%c=}>k7FVph5&p%N7SN_FSgZbP;}#Q zuM(~U0!)CXV~qJIL{a82|0r;fW2ru73v2aNj5xGig6dEK(=fgJy#H0J!TfWq_*WN* z4jDFhN0g@&++HVG#P(lI@b?HWuBv@uU3~fFMGF>Hly8~N$6r_4c$Ml76gAQRiG$1Y z9TPAVPscijN>7O32j&p{0Aek$MHCR98>N-|qr$6th~f>j1onDjS2Kx4lMJgAY*)mZ zygg@0ETh#2&bYa`uEp!18c?p%Tn)#?LQnIE8b^z80k&D%fHD#6S)dLwZAH$yZNFF!@%-_-J`*AWdK)Yu{UjD(8&B!YjG^6I3i(6(m0#`5O5olP{4!r#37lV3}e z20AtzTK-D0xm18)09nqla?ejys13)Cb*K2_%Ee)K+eOJr8+J7HUdkUv|EXbv2Q z64oWKC~;R1TupwQVmq z#h-!SjTP$v1}G#x=IQ(eI>0!do(bp|pUOI?10c2NObfXrfyW6IoHJe_Qq0i42Nf*z z$3f|h2uLO@!GNANy+?7{4F|e(s7b7nr%$+D#adHa!U!{xuCUPB?Nh$0{d>9osxB3x zVu^!`HdyLY4^-7QX6?WsFdRT zx6GzK(!v2Ju57i(PEsU0r&lThs)a*(oHtm`R@tv8r5q-a+`1(Mqs}EZ9tdS8A*)A_Zuue2G1`GJfU~d-|{;!h8Ghzsuqs z4zB}7xVB}2`hXkXhZc?oUW5*6ezFKRxW*|*98PfH_4_3wR}^}pD!~Vh+!N=Ev7E;g zB=wI+$Plce99|JkDr!A0%{h5r4Ocs+|B}5}Uh)DE-s-^jL=t&gvg9`Jy__X_?ENa| zfwGBDK6UB=r&wtPGIGf@MRBl2*^pa9INZ6@I6+VBj{2R(8LzfG%|DW~b{c=2uKXPu%`^k|6b)X=}lJ2LB@i95#hB7`G{lg0Qb zT|knm5*L(3!L%p-zn9Tg4kS64RZPa#doi^)+V93)8Q0+&`sD)H%1tTW_A03-)h|mO zb{fZ;bniD!SpiJ`QtyA|k1&C;mlhnyX!A0k6-{^Qk1TZ+izWJo`SX6g;1BkY>H{O>2 zaaHYBb%Zs|l74KL$fIcYXg${aU1#r1t4L2Cok<+?l(=**X91mMR*C~{x51-jeF>8- zT4YoaaB?j`PL|Uu@!PRw$shAZksVuIq zQ|X%0=hw$g!NQeXg$GbyFPrSMXnQSO|d}Z3a`Qh%cVYBK}r`)i`h&d(FDwst9&{3c;XEe z;)8{1S|+ehl7COY8(*)M-CE4ZJ8@@odi>NfQBNw5CCrCc{F+ttM`AwLRH+_Lisc4h zNS>j_2F~uC_0y)wBKbsLb5Bj1=iE~Hs{OteVef2SA5WI(Lj5d7HO6sFcBRIKe%9IV zY>U;V%C08**%oQqmD^91JM{b6H@>s04xg&H1@(9A*R-#DI#uay=zneMoqbc&R8?T2 z|BV$*hj-Ic)e-&v&PVSYI*+H`-d!?ufoeJSuus>J3~#%!wK)!`P1jO05^sBmYB>$r zPuJ!2-}X{%a~cVsu73l)<723GZT#tULy6%XKfAVT(@pI4n{jt;dum;upPp`N?!OZd z)^`2-0K3P1XaGJ@>&DW%D@~NmJHgp)H&%C!oBI<3LW{I+ZWb4|&h!U_`}3%VU21;! z0~#3FujPEXXS!|KFfeMW&H0$Sylp!%FnUGn$4O^S=kNZ&*dw}c2Rk$GsZe~}hxuDT zj@d4_5#E~Sr3*}bwwqDs!Z6TS_k=s!QY+Qn#5!rQ;nlEn#3eJ+|BBv6aNW*x^>rMP zsT4=1o?PXBP3cRnS9u!5*`q!X^iAY;X)Nnc)B`L;h}jk4X$xlFou!flH|Lt_Lxq{J zNF^bV;+q!BUex9~Tu8~-o!1WHNOq~A-qVUV8iH`5qx8voftgLOdR`d6p3F$ROk zZaO?*rN{CHqjUwBFFtc1#XFq#%48a5$nqeuW2;rK4$SPYhEfIL80yb8M%6}widD5s z`8ceZ9CGzaOD>vC5A|qA03>$qj}6Ef0*5^+th8g4VLZ2h!@ecyQZZWE`i9^rOZ5Q9 z`ogn&%RRJ3$$ig9%+n>8(;X|LNUO-CC1+|>&)@ZawtPyG4sm|2FXdCkTU@$CoM+Eg z9GGW3i2Zt6)W^7+ zR*dD}7Lros!u!09e%_H9J@wI`hY0&6+OcPN?M-r`5U!o^8VauIbJL)-tfhD5q^E;N z&Kv)N(=WTMj{_T9T0i)c?pCRHbG(P!g-_z!%Ik<%v+?PgrELODEeRa-$g&qNZgWDf zYW8lrrc1v3tjILeBW*og9y{zl^CyzC7StKu^rUEl=mziZ9$V#qAJ1DBYpA_EMv^y= zM{0Sik~f+59+Y(WAE6UDsuy4;3-i2zCPo4cRnU}*+gF1=CYC=ac$m9OU=1rZ*1d>| zm%eRfaRfN=`u9vDliQS*2I+g4u)6hCe={sSjhxKT+@QCptF>CQBN`BbQu0 z2nq?NNVdD~XTQh)s_GJKaUncPzkJL(OQ!GgcsaMKGdccq;nmo^JhZnJ?7w0FO`61; z)4Di)$xVRY)h#gJ)}YSvAH_7u;a6+dsUYutcqpLF!3BN}Rvo+tuLh^;uM;$L6XZ=G zalUP|4PDJVSuJe|H(OwSWSA6Jl8ss84F!_o$%_D+<~*jX?k6qQT`<4M?tpcYGY{Ab zPp~S0g|sAG!)VKs!S2@2)TL7u+LSxu5+$)uEm}aKnThh81d|K9%3z|f2g%j!G<*N|Z2(G}CuC%+Cs@T$>428xFg zi+ixR4R}H-$m#%e7lHHR#Mx#h%&(Ii$nC|x&%ux^A{HK!+2Z&jK?g-rvJ|!W<5uPE9Q$nZ5xDeD8Nb(Ah`<6tj-XuRv zTP)r<@)wD?4zHFbDzt;BuriVX1r&}aNDuPjBMENkL`hDgiv>e^5Q?b*S=OaxeA29Q ze5Yvwj&sU=?h4mANHFeBl8z(ldvw)2P;-|-hDL%NpCm|{B*k>qMct-17;G_%rmJ=b ze?Y-yGohC~(qm0jO-%Zq8gPZiXLaCX;oLowLiCwURGnhyvNZ_A{?EO-zlLEcI8 zfxfXw;b5zBL+$!-kzFFeaV&tYcfG)lrA(=tC}^nNQ;;o{cI_& z-$B_TC@VoH6Lb5dvxZ4eM}uy!9)ua~i#8a3$ZE`T=>vun+(Fj%eh0rx9;)!aBD+qg zurbu%Gj)9e^OQ((LqR3mHKkD>B(}hb=ASf8KHss04OMXcdijYSTKWzmShNJ)UXtDH z(;P?Od`(oH&=}2iFb)CHmq;WrT?q$R4aksai!kwJ!{7Dc!zyidmZVLH)vPHg4AV7c zK$2c3+#F4~i5-4f-#N4eR=Gs#$5K-Jk7xCh%4k3wh3Q zY5+!iO(gNM;}@NEf<6{vooq42I@bEfdTxHeBJxux);zp4iSi99jRqTFAh?Uy9;v!- zpcmsvnx(bbj=HR}4PUJw2zD4?{wnI9Bx(+Rh_Ey{pSL4J-qo$RgYy=HS zE-YOwnHcMi1QpB_)&yb_HyRoTHi#tMS%wbr@aW!|a#NjlH=OpcoA&ga_6nQ!PMr41 zwx3%{R9w(i6Vgj9wZh67V>X+6FC6eF3u>4?(L^B` zd*z`-jj&NA3}XV;f?6cqnJSV_l86K6X<(J2p}v#^qfL@N8amvUWEAG8z%ZV3?ieod zK{C<`cao56nKV;DID^>T`${@5G`)O7RUZQdu+2ps4N2m~29}MiZRQCs*Md`_jVkZ8 z8x!U!HX*O3Yem1-seY|D{Cd$v-spLquuinFgm<}?GkV&GQZT-waCy-yl6a%?Nt`?e zdYuz2&*@P9(T4V6f=)8gWSw{!PYj^6Xs$yIPZC15#v&piW!XuW?ih2$!0#%M+yJV^ z6o+uYtVOAz^C(0bL5x_3FSRwh<$@kd+mj68BW>y#PaH!yEvOIM6D}`6m57j_^)~BS zsCpkPLmRI9>D%SmZ*JNb!KE3S3l1t7bbpKVkO*;J2TLZ;g}j_|9R2X9e=cOyNwxvx z*`ldbnrM@(-zajeUf3pN^hh_v6XE#9cFz84>Kf zPL#|X$rQA2%3h!;UZ8DSpc`1A@2rOHKs>wby;N_ePfoZkd}T6#dn@3~A4hOdLe4(k0l34A*C)K{Xtk`hBRTG-H*Zp&1NLn`Q^ z&UQugR6~?8W#rR9Z7j?@Gvx79uEl`ZQIa?-;E>GyaZjPz{mP0{x$08 zkGenj1PyiR6Rv(AYvv+O--tCDs+n4_F#Jj3Gjz)8TT}%6g*mopjEzEU(!iuH_W&7|B(?r{3Y%I_|ri zkshm=@dWu=FWp2J2cvbO{d%I;dXk#Gla4#p#E$eFI^q4)s!+ts^U848>vjJuQcCQk zw}pM}Ls_@}b-`@eM^D!;iTVmvIgRxpxKtgMGB;A}eb=?+h?K=yA&1$`jd@dZl&G&a zzjyhD^=y=HZNFEZphHN}y1bpQ+tV>_$@B|g57{nw{EReAr$Gn@RvBs>J|NJVnv&mY>hbUO8B%XT(7eKqypPO&oC_H0q} zoM-;r&;PZ@egm5eY5VuOyre1PzY34wi z6zp6RA{bclo1fKhFj0&n6nFPPP4`fb>$1LYsGeY`;qMS*`79IlgBvFY*t?;)xlnBF z;hojQ?B4Q#6U&!EVOBFz)`1~db?N=;P{t9211Z!oI$rHWS$Q0e=&dlt(P;h)6enR{4G%E^1XA7cEw`b#3x5(wG= z{BwLMB{0yQ^_-s^XD5VeDv3j~(baKe<*SD{qmFAA{*;~`G>g;CJ`R786I}KCPnTqv zzuI}qo4cPrDU@y=#%3lqUK(*8LR>zFb0XAKC%rBQxARnV|6y=&(Fut z8{j}?9>VvCV8b^tS-C*kb+9n$K#~%>Gw$_Komv-1RBy?v4vZdr3;y;#Lv!y~O*fIQ zlyJg+Z{OkHtWvTL`X3dJpan?|Q@kl;-LO_ zDP=p1I@%L%lOMOJyS=e5I-DyYSbG>*GmB`~1Y|!W8}MSoT{>@Y;Bl|8F_x`d0M* zozk62dS{Rw^`u}L$AvJ6;gAk($qD))4;I%?7>?NfPE2h(BI8{Le)dnE`0emKSLwUK zXK-a>5>GGW*&4i8S2)2UuI?Y2VrG~y1z#zjitd;dlQDPkL^{DY%(J+? z{lyYNF`3SLzv(|^)QfKwe^pM7fA=dn2id^i#3m*7k(-c!G!K=sU)iSCJ)!l#L$uU= z75QioHx!8*(7|@QBCMP>CckK1o7A({{o}})MGT;s&CrmotVzWkna3Lw{*|4u$AQj% zE~O|AVT2#5&PNKTE8Y3P;nIqLBxoj`5*$6ZFRR}OVT~3vr316kaCtoy3CgMsTFu^tX_h z@4il9;4(CAXqi*-TExIz->;mkp$pgaV(9yv!^b)hliKc;sC3=GlLQmmnYco8b%>PB zLk;E1akN%{?(>2h|22^H7#aR6v(t7je3XxSkhYhu+Y}v?$WeP@^MxlJm57c%vW;BC z%~Dhh17WoxgB&*PdFHxj=5|+kZ%@{;HvD@zzRl`C$ng=Kq%P*O{LDLj?LiJ03dRCdSHW=-=1PirWB>{Wc{ z{iaEfevB2QorC` z%;$q>MKa@hD)LJy&Fo!nG7~()Wux%EYn}&*^{1;#{hXO;u8FcZ4Kw3+um_q|YqODx zP@$M*gDuWkq5LeBrB%IZHs{db0N%e8rGCywhk1rVI47nyrAIdwk)7Pngux=xjw^3< z=ex+5pPR!9kN+z<>>WYMW|9-?NH4NaOwx8YwNF=G+}Al%^!ui#E)_@7LENGk;;7Tc z*Nz7=&}b=ZIB4Zt9bRUFfQ-&VzFF+&Vby=A=<@wZ5knc;TN81M)5*- zB!kSr!f6@@Zhl4fa})D5(nEfQx&~Ct|qQ)Hmto zg87Z=jE}Zq9P{pNnb_^|2DjhLa)b7}eCN1EroV4e$hwi+O>Yl^^BnrY|D#5_GaPms z=0q~3UE=*A6H@l+=Kg;4ub(6OXL|2B&dQXDl2=?IJ;i802Bpm01lnsCKapu-9Dx#x zG^$UKC>UR^csln+McO~H~yF~Iffjoz`3D~m&7KKqGD&0aCol}+&bW+Io z@}ksC>v&^z$f>7#Y2HkSkaw=-{Mv{F0MsEQ{#J~RRT=32EFjlAJQ-sV40_&8?Eqfk zbG(89Zk7b=6|&@PV{@HPgudRuqO(~BSq&63ZDgjeUfz6D2uqmlOTsJO_%o7sO}ZyO zz3R$vkVU>vTUoTHyDmQUs!}_7-~yCjRyG-+25pz#-mpR|oALkpx;iVS+G>^8befi{Ul2q(G2RsPJ>xQc^ho0rd$h`x*(}O)v6BfPS0gF zM$cSo2OkbD`uao7ugQvEHjF!ruZ-cDqANJV>&}xVNl4BsIzxBHShSgy=v7`*-%;%) z$~U(29&|q%7gpepa&6DfX@nGT!k1g4CcA0T=_%&#?`2wJ_1EyIk}CQa;4fr!A_nPAz$Nr5_?5}MiDh;)oLL1> zx4U5yBe)rT5>t*?tXf0C&Ca8heCUhTI8A3>PpYmYLCGt{=C5DH&qruIR=x`z1A0$3 zY;y5_jO*=Z9LfZXt)s!Tc%@rQ3`{y2PNXGbZPvkOPHCIC&!c0_nx>BK72DSvS|w!K zx$a&6GAa1x)Tr$}cyw*rT3Yr8BqD3^kEf-!@ikr$D1t z40u&6?#Np=r{-A~jo~emBsvvff1?&zJCc3*8ZI($!h3WJCN&nn-9PY`c1Z@y+?-XqbtbMna?H9Nx4En*aLMq$|M;rPZ0SN7r_18n&i^yX z?b9*O#Tn=^9_m|4Smb@ou3~i=yGi9|7RzJyO8Y;=To$)#1#TL<%HsACZ!7o)_05C) zy;D{2_@O=9H7=3E_&?E^N~LHK7gwyEpnG)uUibCKW9DpLuQ|%oo@Cxq--58aC2{vG z9vlhoEaq`kXQKW11?*k(AOrnCA-<#^SSABOwS0~w2Cp*L^H!o}GB|;YtXY^GDoPX@ zvrEO#5KnqVT_5X*=3g(>mxxN&-68-r4WxApQu^}ieIYgN&!xrs#GCpmKTb*TFES&A z71@Q&O@!L-eq+Eb@@vA-{|p%mN$OKZ0{m`l)A27Wd49>du?YP{7w4^REb^A;;o{x< zHuBKd+*O}Gbpr?uvLWw8Iz=TP3Sw9yIEnP z!gI$y&gIMKWmzQ=1Eb}Y4R^e1L1@=cny~`qy1d`5!tEOcs~eYnKTh-i6TX!!Amq4g z7$u@^UtoOv+PJ)6wb4Vz&9%qSp2Zq$(&K8x>_Kn3Y$xM!ljfqU#?Xpi)cWzPMW=^) zfQZe2hqg|U@n)f|#fo)L-j#9>V+Bt^dqF#UQDGxd$JJ#!ofU`lB70^}>wksT)uK+N zMb`(4ZrG>kSc9*589JF3ndf`5u8Q`x{&ec}FjgzF+4sD~y~>*+>IPeNI}^2WUb>OO z+0b2d!`jQkS3yA-MwJq&O(hQo)`Q1=Qj1Gd#*-eFucf_S zmt2rYoA=3hy`El2Elw38YEnSyL!Rm{8CFC$9vgW*nO{n_FUx*yp#D-%{I+CHcv((t zSv-PICEqu% zCEvg{Uoe+H`&XvFzIr_l0{adW%gc9@DhV$yiIplfm6A_e z%YIs3wgk;qGSI6rEN4!;(ctF00)R zT7Ky|v5Go5>3X$_dL8KoqlyL#=|=mCMrY|JuZpGs>E`f?=2+>Lq>7ew>DH&elINw~ z6<55gmTqgRXzQd(w+~dbk4Se+S9E-r?p&?t+>w5NT=D*&bQi3$3n|mhUfInr(<4^d zBPY|VR@ti~(`QuKXCc#XU)k?0GvHM@5Fqm*yz)b=%wSUGV7ko5r-std`YPvcEvp1RM7((1?$&Ghv*O)Fl$`cSk8CtpWE-sgEgoeV&w?PF#u}(t#;?-i z1ef39lI58dfCp0XEWBenX#{3V`Q7L7d|PryN)(id{x*oxoFadEt>!F10UlA4vfleI zcn3xKARWA`c9I~Y0TF2=>WubEc=RaF?wBoukB#um^gxwT{Gkw#Q951{jbl*&0tKk? zC_3Q3*YdEOw{Uqy7WE+KQ3b|>8kRWl;wFJj;1Qd5E&Y81sDJ?nqn!37JmgP+PPD}24uXB>{oqLz6X>ce8 zyeMB}8?05%0JBl>Dt{Cq%DYObK-nCBzV~$(#QuHTURZlK2RV-KPr1%H6%X01<}&C7 z(A6?0;|Ot-!zRTeYg~Cykd9@y#E%+bxB}|uJ`*C|5o4fp4&=$GlMn#%1lIEihi)Y) zYur*X`T#|p^&-2-mqf%(NDUW+f8QN_o*G4Un|MV^9S;v46WXg@6AEdrHLGyN81#bH zlunIaVovlRjEXE0IPUh)zJ~;^;b(enmsl)jrM`6 z4iSwG_m3RCRNkf#;Fp|bF9-c&iWE+bL!Qlmz<)!@`uC2=iwbw+COl)a z{Rx4gt6TGr)M5aE|64r&GJbo!SM*yq-=#@uQ}yMi@mv!7RUHOOKX6>E33aFXE>y+c zrg;7a9M`vQet^7O0zRrloz1eFZ!kzFPLBuCB=LLa*T@|_i+WsYV=3=%US)qM&q(}F zw{7P=j`s!$@ADNY$GH0h9Tg0Rg91VSF&q3iR_m>lH$INk633_y_lbM(B%6Pipg0`L zLfDd>c1wK2H2rH%7tnY-apzD9xMq!u z_|%`ka`(~K$j1(?*-!kpV|yhk6YjAzKf0xnOVVgEZRNk;n)^oMd5K2Ng*d#q^}=m% zw@%~b7mZgl8rDOtuhv>$@1CwKYP_Lpkl|-HPFu+w@AC9{o@FTK31}94DU$2VZ?+F& zTho^c2}%T~vNHxG-P+^7b++xNSbV*vW0|`hQ z@&_nPI#}pO_t)W_{E~MqU{MkCA<1Y!r0l$fFEtL{wNRf>!%V4B_+8g_y;`xa?YlKl zJ1#+iNB-gae0hT)W)~oev7Y6nzK%(tcQa7BudSUYP=%tz_ytq!4(g;kXQ1ADNH}SU zh`!;>NQ+LuW%a;qPk1FkH0FA3#{N3%K+|10SGsOXi3Yy*Xl6gwT}ptRL)3f#syTz&61_tL z5XYR3IkO^6axdl*1qD}Rq6@Q+=v9+ZJrdG3)o)-<1GOh!T-N9dH==5~G4$bB{lB6d zF(|s)z3+PJk^1Tez5AM>Sgp61m(-4xTb=gT8&NK*s}Y@R_b*OCkETK%l@9g}5fF$= zfu+R1v%3DD7!`J(tMgJ-C)zIUiN#CK9`DHg-3~bZVs^4h*YWku@5SAJuDkzsl{)UQ z9BWDAcs~WSWON>yy(kR@!@k|r&C=goThfN;|I(61+zQ`ik7k}#mfHzbe1q%x@&`5C z&cOp#6p!bssqKD4*x#>a{?`33Ty2fJTg^lsi^d5RW_HH>JKu0Gf?Q@Hfu5}U5HsBj zQ#lm9CR-l48)pdMl2|o@J#@76F7b)9KK3-rk#`-)(s<%^<%N3C>SXH^@2hXL{*+Ci z8C)BYVsz7dz#s!!0Z6>|oDNJXi8>+guIz=HoXLQUr#IN+q6&+=b zIlmVW=@4On2KO}eANnjMi#_HPstuy|$fptQTe#X&+Vd-*hfZ8NTvoMJQH|!lw;0Q6}3dI-Jn`x$i6(DmD{(+OolC(cLznE z-5&oap2sTL7&?NJXq2i-WA2E_50V%VPU3vr;-l2P%uW~c&Ogg6bM#TO)$v}xApFHi zd`qBFcOOek!=<_&9Uz14D2_&U((?JfV!@T~6w48gjbeYumDl^e1$purmOY5K>xy74 zBgy=dG^)zc<|qyIlHHV@)19d)hc6S}yxLi)e7U8=yaXCF3vr+>#z+G+c=Ilca4j*v z)m_uPMavU?up7*c)Z2$F6>$XYl4=F#h2RG|kmYxpnyo1Op^GP z#7E99Qy~^4X&){!#&a47A|E9ihAv_(mJs~hj~-kJU1G`OG?cU$OXM|h(KUILdYQgI zrR8$Zz&EdczYViAPZi-#P`uDG4Jqi%(w=#Q^rX#^l4de)&bOCqY}Y*?pd4wqy%U^j z6$x@@`~;V#D&W{PHVfDy9Q7sEON~=JEFWh#EGLZu6OcY}$VbF$I{(moS58xc4C@}~ z$nCx1Y2SJ*D(Eil%4LQubH5vuVBfKG#1-XIPNQFwA)}>t*#-F|x8LKV4mPjg0S!W> z63vlGB-6NCY-dk2tg6;-$O_al&@h>@@F>@rx$>DH{DzBliFYl+swW=5@|y@XT71&f z4z;kUXZ?^{HWFI*!R;Z410# zaE?+WO&CWjUAvmHq|K&PKAY;s<&EZC_ivzlWvAhmMM+R;eLWB(%_-__5ERAb`0?N@o12)f8=c%Biz;&d^gIOQ5xPrX5dKCb=>g zUuvZK%SrZkBd4S*LN@W^O@2`nVjC%#t%OQ=iGSGE;2LIx_rJ+DMHXpaslNU97wl7t zeZSnXuRPScfvm|AbFzetkQg-Ngj6~2fQ(D-l^gEw72R~bil@l9yK%j^HWjs16kx6A zag$d5qEO7u1Uuig?kP7KRpyeCFc#`!Htkpaw5306{w8gMz4+)<(edqxzBD{?x!QtW zv&uhM+$hn$^poIY_iC7x|Bb!$89U{QXSJ7FA1A)sqAyf=8=4lz#Cs*1RxS9aK7Ej&SSG(hDjE7H4M*Z-P)M!vTGs|kxh1W+G{ zLyR#B@sh5eqY#Z3=yd-gUGT??^hnx~yQsr28~GP=pZS*<63GVMS6|FeH61r5o@|I6 zxx;R{zt&L*`lMGc6bdsvbTA5%{I2PN$ZSe3Wc2uo_3j&o`@JYmE%Uy!`_=M(68H!? zgKA2dd&r`EVAMIR2&jGhoox0JwR+?IcO2x)>5j^K#qV#Uw&EDpdmlL-V@>Z5)3e6V zC>e!Dle9VK)o4kQ^4HVPIDVWIq2+9;4U?0gx;GjqFj?{uY;Hd(J&SqL z3SyZn=KdMJr)y+8Gm@zm|QUKdcpA|jJZR9=%B2`4E|52PP0hqL4VB|}`XMIv; z8^k<1(6BMJr4K+{T73DEMYHxv6sx;EXlTXqiCVq#rTUHhNR~_e%DmZvQN?SQ{w!40X#udxUYFTm+#b)wXpP*n`et!ZwX!FAp`)_{7S5BGBC;qx4-7t+lG{bF!ILH#DyC!N0*+bg zN$8euNR^^cGuaeBTjZS-TeH?s^BL0mYg_Y=Dp#f^*tpO^ zj$7=7UM;b_dU|+O{>xQhm?hQ1lIF;Ad&H6{%<8L!71xo~=MgKxFzYr8Ysn+)vJq>= zFdJnH8;v6y-Oo0-Fx#r(hcC&RmsRcT>W^(3?QR~~xvJWGhS~cz+TXF03h#dBk}u$a zyR5OqjXktaw0mj-gk5ui*`sNVdU&aFfX5y}^6F%IjeO2@HmDaGl_oC|?!rWByng+o zj3Dshctl=1pZz;Pa2N>jNEbbG<;*`4o(}`l<5Nqx zc;(SWRy2+knJ++;<3QoK!d+mdd7MMIoBnx>rh<}E?96?*_47P-gKE}311?P5+#0cxkwEY} zK^{%A<}X1X4m`Y}hX30!+qsNufeXXdQ||DK_HV(6(=Z(cm*^$c(X%{WH8N{gygXA6 zUG)M#a#8;+2W$(+MPwEPWEzexf~Su{#%Atz+1&^cRGp1yg#eMPqZfm8>c%q_GzY{u z07-e^=TKc%{Ld(dNsI0;S&OJ87btiC&Fw~~oo<*HnehyOR6w)4*yFSHqRhGt78bl5 z;viJCV)WlU7LzXiNF4F+l&RN3^h9%_{|8@JdwEVM<--A1f8 z5Cq8qg0!fpNRDn8DUt&LX+|SCx=Yb7D&T0O9NjoNB}EYhhae&%Vqg*b@w?~TbN|^N z_w0OP&u8!F^*W&2|F|x*tuX{{Yj1H=KUAOJJQCb4Djxju=2RYn)W-~trX~?xV&9Fvx*0CohWiG zNfv_$MKWLh8l(Y~^N!t+9h7)WQ`9^hSTD$S_?x7JkBBMZ-WEceQ+R8fSvIdbSZQGK zc%BU*hecs=_P+v_L{_TvZw5FVX-?;v>PN`YIhvdy%0m2->X6gnkgY9 zXKo__j-Zq%2376~d+3W)4%M)M`GJn0^UXESG$al|7tg!Yj4lh#3-Kpk##fBNZD~!#HlK)ChYuhyJE8b@zJnmd>XubOMcLY^N;&RW!OaJ2do9}Mt7^jL94S; zn_Fa?XLpiZDc_o=(@ z%R%2arDyxy{ts^oW((Qeimxq+BP+k>h4u*3*1{7(wBHA<`~8>~xPeP0H%dXs$|Nxb zA;hm+GJhyY28D1f`zE#tkdrJu(?s{RpBgfx_B-1Nb`TLS$Osw^F)zf^M#L7}TsY*# zw8iC3vk9?)5N)7uSTNUFGr{i^L?6ihmk=M^S?s~O)N(1}7de>bDQK&H_j&&CRVBeT z8fMq!R2S~F58r5KBB!|Xz!_NSkvg|^T=2uVQ*!Qt)*xSsGlyk8=YTWs3jk?T!g(k( zmgRhk1vDWc%y&qexh^F5os7sl*<~FrOs}0Tjgz!-#$H_GzOv3O9>;DALe}s}V?76s z)_DIFa!wCFgB5Xh^fdnvLedKJy2$hXZv_WR5UxFlCOYpS4#6HJxQ9c~l@ajLGhG0Z zf$U`KBJy4lLiqJ#+5jYtf&lX)Djk;BC5D{%kn`lZPWn>S(Q_+hL6@jy-5z0E(5rsj za_!;EPTZ>*&~k+e;&6@Q1wYcZsM%=+)7H=Zf`YiyKY|dt{LuNl4G575;_4!rX7aP> zqA}Ar!7J(`H$Y1wsw@8eZ}iWNU5YboBVwdoFv}F_J8w_b#82!y^QNwhFz{hovO>rF zJZA+y9F@>-IdaPv3r8pm9^&40Dsygkb8bU}YcTqR=N$^!AYh7u$R8HZuD% znbRf?Azp$=R2Lk2`K&7cJNqH*rf9 zAucq25VQB&8ABtYE`l~-g3V6+qf##4Ug3~i&Vn{4mYpNsHp;)|BH?O5Bo)V#y*AuU z!_D`8eMMY16f7DbhfBF&b&h54@ZJ0w_hqFIcRE4fkb=y1zGD)5K09t=y%@0-Cji7- z{b%*}d+=QQ(;NS({rrjg&U&GAD2+qPwkP#M*+>?jQp6$jV)n?~RD z89VrKZoEIY(5G(Gw?EnbVQNU-?l4nw>BA${Xz%ISjF%MzdD*(mzi~}6?^V@^Hv+~D zO;Ju3b~Nl13de=lXZCN$Sb&gq{;F#ui-_~#3?LWsD{fDY+ zxls29?!{^D54{@3-5>e&!EO}>PV3()3SCXRRUEN9e(Q0}G0cM!k2dfqNft==C{350 z@F>exg?pCYF){G0xbK+mS^3a!!n3M42JTf|nr-0qq_Q~OtEQ%5!mGBS5AI#pG;QEr z-?p0W-O#l=;r+Dl816$IKpXlrjtFG4(`ZQ0gB79rs8779ltuGxjeA|}&CVksi zV-S8F@3Rg4IyZ|m{JORqCjGj1`w;#;-=_`zdw;EF`1k$Wo%DZpe2gH`z!)P^KZ{@{ zX#g&=JTrh+JM>qpf?k?C{|tZQxrDakPom1JmiNwswS)pQwI2CX>{mKdUznZU8^_9*R%aIU>_(Bd0F+BwWM_3CHQJ5CHs2h-PkxiVRURH+i z<@lTWZ2(XlAjtLw(9l}Zicb~$g#T%H5nE!Baqp`sF9_1RB$un=Z{zOS;=3( zY`M9P+6{9sz5I9$lqT-1*qWM;xF&xtK5eXU;v-jU=W}0wRFq ze|Pn}0H2o}0NJHLu-B4Swohk7>yZPG@NY4P-&z41{gm3bx>BIM2^;f4fwKy3;$r3) zGbqguLeNn$xiHlQBXc+zZvG}vN|N{K`H}=((2hBOT6WBIJ)Noi65w>U1V-J=@d9X|&nI2b;8|GY7(Kt3 zQmuad+bjY~E7(@RV*t|`K9X%cx~v{h;-h13H*Gcw(B2OQ zp%ira;Xrl_HV3pr9aZJu&Uu;~QukR-N{v|&7VDu2iOO)e0;dC?7KH(RIaX#qTz1Ua zbs&JMdloDQx&7xR9J*yUSqLJZ!EYb{y0#)%D6Vc;9hk2jMM_gKq#8{S7q_$00=6WE zQpN+{8&cW@r2#wmMn^s1^7I;65!%4g_A`D#7(B;MF(IKlbkwxgo-eJG@jz!2RsRXi zzFr+fFjxTHYwTpux`{C0lj@*#2@v)V))aUJ_0|Dx_r6s)|1iFGScwS)IB8jMCj4N1 z&yt(@^bCa;9HM3LDSfrOvS0AEhwZuD{tRFP91u{?dIm|)3e>^_Ra>Ly(LhSXSQ)b! zzScrbS>~(NN3W=*QS=p3jtLYXHCY767MxCx_Q8W8l#vhwo3Sf^8{s9>0BV54H*Grj zn*7N0Mdi5sd{nOCN~dn-zT2T#-Fog#tRn z*qIA-&jN(>FlreuCylK6n=8&Le|qA^k5yTcT?$x<823+)Y$;vNX>8P+l3HFzIQ1Tp-PRt{6}QD!q@K#U8@!l6E+xiRZ~=&CAI?;mDiC1 z-|L(RrVjGyntaz3f!hx8(^#B7dtK0*yXdQ|Fu;b@ObjJ~c04gdFVKzjnw!}u`Im5B zs_r>7!1+{P6KJBcG8dE3z>89F5tdK>`|Vv)btL!;3t4_%C@z78NIM&)RjZktbyYkF zh?jF%QtcXf@e9Hp3i*-1-hb`s6QJcD7EhF%+YDWnDY~9rbcLOip(6M;vJnVY!R8r3 z57|3@VRuyv?q3a2pp^fs9rf_#N`o%VSHMqinK92^P5nhF!OpQrG6;<;frcEto<{pR z0S`6O@IMi#C0*7N|2(fp8BnaC+h;oN@Il}gk6%HYm;e#Yc}Tloz65~gVa~9e_pkr^ zq5G>QE6gL!CUyeAqs(W0^~iRyvZC!OZwYY(O9!|GbclJ@HYXAn!)ev7zAi=3fElfE zwdD@W`du(QQYi)Aq!KQs=VdW50qnya$)FmfW1`wqH}>seApy!}^jQtBrVQtc?i7XC z@a!Uxxb}HsN&1ZLk1nBhU11l~K>Sr{{vK>17)s_Bmv_D7#jf& zrlbG7ywXI5Kjw;PT6eok2Imq`Oe8pzY%z2RQk{#6#)iRhPFRpH_5vg%H%w+sTG-w2 z2ylXs!M||`M_0prITkPt@tfiXCPR)%mq9pHjt>d%P9?H%0&xJF3KsNv0rLtU+nAuB zy@lbSg5rM&9^=rES=LHOw8>R@FzLeaEDB0uEfEFrC!k>fNRNe$`#SmrSQxNRu%OvB zia0+HQ%o9CCR-z!=&Bhn0r?bY#s=mhCCG6wc6BenCqF*)`jvkW5n1u9esDtKRS<*>+9zQ8F0qu7n4zs|9UplV zuOx9;VH&I5kMY?YL57@!lk78aq-)6r00Ct9FDBTK6`cDVAW1;o1-w4pvvs@=6yXr> z#8tt=EOjE*z$}1^4_KjN`Yc%6$hjQ%P;5j{3IQFRN)r9gPBH{2BEwx=lTvJu`1aH_ zE~PCjh?5TeNQ}AsU(6O=DF6@eyBA#vbvj{swE?hKiIxucP0Xl791f5o8rBv#)_bU( z9RdT`#1D7|2!y@f9t^6&!@rGb9c|`rlQ2IKEXvwP}DvUA)z;!=S$RvG%v(3+j7q3rs#vx{t`;bK*&izj7w<= z0Ee!7?9Z}}|6~yafN~&L~4GXHU$*Ql`-@+Dz{9q9Z!USLeSS||q zlmhJCIyKA6UIv8TWeE$#$W|dAm#J;bfsDA7j;S{oE!XTTkzktQ4mmx<;=j#~d!a#~ zXB3ds0%nX z<0{(;6cql|45rb0iGET*E(&-ZPS8SG;IeV8#>GwVKnG*CXYU!!QvK6_q^e2~P4A>ql zlxZ&)a^#`UPLv3+m9oJrax74JxxlQv+* zSySmfQR%x~=?||8kgN(as0#6_3QMoLT~ie~Q5C&i6$`J9ldMiKs7~^#PD!s$tEtYI zsLtB1&VfJ4lYDa5;K@C&C;z2Cc~JA@QTnNE3bH2`Q6gDWW>8b%Ra2GDsCiOTQ#(;p zzg_bbUfU>H+iXzV>Q&pGUfWqy+dWa+yIuPXUe_;KH)v2d>{U0KUN`nnst1pf+^(B} z*Uw4TFBsG>dey&5uYX-r|7N0oWxM_zykSkUVcnqNjU?NL^oCD04WB0(zHB#qg+Ki! z`Sgdu(|yT?zEb4#ZOpHUr$^gQ8F1?UHXHcO37ePom<+`cR6&ze)MqLN(a0v%c*?L* za$Bm0(0Hb{k$19@U#cFC0H57%6ftZP^=>+s(RAjsRHt0&!NaEWh~^7Y&HW2uewUiB zW;9=`ZC0vn>K$n6A8eksEqOnImb7hI?kYd~sAX-t{8V0^SRD2vSpjvBGQHClxz=-tp7x8-^RCxPPWY~ zw?%fB``WdVYTLW4OFmQUwUs(f&U!>_TfWlTcc|zH?+y*#df(dmY(#ymQhjPhyN-7Y z-@lH+&-M2Y>K=BtB=XjWcB9h`y9#Pc{cF*8-*jI3-0B?J)}GPbS=%l5s11M6rDIn@ z`CM10)UIh)&u7r%7ulYvR3D?%ePN=bR;o8ps{6&mmVT+uA-fjM&s~{_&V*CB08Hgx_)$b?I@MTbu-#Dq`J!wnp(TNAx1Q2 z9~$~iciTZnEpOMb)U%h9T~86+Q?>2S3_C^swZBp79r@gGYNxICpgoVbR~Xs(ruLbk z)WBdU2WkGj9gDm0Jv#`>o#e`XFeao~PJv zt*lc+#ydl%Mh&o@&Wzf2bWcY}t#<{YUb7ps>pd9V-M2#+KJaeUuD8dC=}HM$5i6LQ3g7xy<3PJ#nY)g29l& zc1NLIYx(4WSnUuNH2k1${L$2S_&jo)ge;LpzS}E5&Bibtz#-$*%|4M!Ir5Oz_7kVR zHM_sX@W*#VOra+z$Z;H6p|D5y?U>i+wzkh0-%0dwF1n@yIe;BRDy#V#Mryygc*55n z$4|&S^88A{G-RNc=`0U(N0VwfW9+Aryc=)vwLd+e_1D>=59I)%-JAacV^Rkp|0H-)r`)K5-2RuhJ>77D58gdiIHZ7V zcd7GEz4SP|uw~e1S+nh>Suado^oI8tqD=kUg7Js3;9g#dSMp4gU1* z`IL!%0zg`cL)Mw-r9GJLTa*?Nl4o51oer0$zfmSIMUl`uG|Uw4gf7iwhC`i@|EFhJ ztq4r>lv4KR&@l(5iQJYT<9V7?GuyXT`K*OCnbq~Irf~Mo4mvPE7Cy8`jAGHXv(Qm& zX;T>tLH9bQz_MonJ(K2(h26ex9-ujaC*No zvK}kczJAynF9U}F=v#bkg@~~u($sz(_zV`EEQR?3U|LQPt}1H#J`j2jdfy%_LT7nT zL?;r!SAaF&snJcs31^h)?#XN;qMy*fbYS_61KNWC7R5r!eU~5l_K4a~J58bY3F!O8 zlkepj(XQiw((#El%DMbJkA!+<*HfpmBt46oTSg^PnLg6{<|HxkI7sv?D;Z!4r(pK! zXl(-X2{98d2kEuPq~jpk*p&qts64=$;>f&4H2guvG*FSdaxYg_nhcFrOJujp8W@cc zcaY)hSK)*gDqmiRT445%(vRrONE(2k0VraUqX_cQ*i7pS(Ca~`y?HK)WBDsrN|8}o z0YI70yQC7Kr6+_=;$}td@-_~|`2x0rZKpg$q>|wML}&>a{egyH1yBXyEBXO zmD$L_GQFkr#TUUZV83ZT+7KnemMN(FgykIql1e}}8!x@5oy@ye%k;fJneBHSkTn3Z zdGAAqJ+hjBT){7`kdbY3qdmwV^}N2XdF`ZoXK7${M zhA1Z6v6w$`GfykCw=bVVBISr{IIt~!o7zy0paN%R`A_^u25d^%#LpO8w&uFgO)Ar; z4I|6?tXpGCp&95wlCd8vKq~5suMY^-gfEed)kgDz!wtmuP&)*)xf}t7Lj^0tcv*ov zPQU++ufKVzy4aR;;vo3R>)eN-gkS3OrLvYy4n-Ia6iqk-EYOD z*mJSL?aj+Cb{zqWe<1{mU5B3A`@0|By!z@yi(|%!*)Q!m52bOQzyEpW+s&~&QPWEM z*WcZy9$fYxDMW%5MosR@{MqctO`bg3_O!*CG;y&$;G2E@d+7<4xgGa=u$2bxSiT$7 z-;;*suhHc)_t=()DRf8dcS$Jh&%YODfL|?@G`k4BRc(8d0-6nMc-)SG)i@^*s%+zV z-kEnuyfUOE+OA?@fBOB{$ojvWb-5t~xfCvtb#5ikRi-hVV8~|w#|Lh2ohJpG|6Qmm zv`obf4RYDfCKd&f8<`&X;CY}07+vZRyMD_;a_%*aa5HwB7Z+Fy(q?ISyunkSMv`=Q z=UBM2lns&~@-6D_Oxm+^o6Nk;`l3vy%q3W}uuygPadwkAG2T-;(yV7rNxF;{`amU0 z?g#(+=D{S~5)jCA*S#~#@+1@oYt%l8_>;Gu6|Gp4&WaP}6g3G^J~$zhFXWHoE-MK0`WB>o899?#gbz@zpoxE9Vr}Qky*oPw&otlrDOa z*6;{ovIZ;C1qdbCn)25+`S#{Dq=dhVsh8h{0ZSFUOazIlw^8ntod19;@b4%HH4OwP zg0Btb0WUre0wih4j|r?ILn-&+Z!UU24-~lJavH6n=LXa2khpbP*j(82bUq9Q)(f3~ zJzZ#Nu$4TE%e(O&cPHKXmY%-+RC1E7Ug0p4>wPg7SYXQ;b@qI#@r#exL+?v$+0KsZ z3|(&3Ul2pTdoeB|tblVtGc;7^+`HM0XIc0|rzT)xHxRxE{_1pb?V_032fApU4I*E5 z^hA@T}^yB=Io#`SaTVh1Odn$YE5 z*{;4;9_%TxcCGDCzUm8_Mol9N#zP1bCRYl5wfB0Xe6Ba*?M;D(a26RdH9fjeo1b!u z|C3J`S8OnzIeJf5&~i5J<&jxlhO4Ux|6e`5_eo)Q%UwmU1;I_^<3U;6NpgpAXjN$n z+YywNgPSHZA#Q3rwQ&DO=-nh{IRG=3kSPOYJ{6dzE*SO0<^8r023jZ_c(9cs+<-R< zN)-lD-k4k#rhrU?hxr)alE{AXsN1QUU=~dq#8w#+!O73cp*)47Jd z065#6{{?hmdHI#b}l5(#jcX98~Mc3$JG=>_!W872@q7{ zee$(UoO}*a0(vnD#O69s<{Hk#ZL>3ib{i-U@kzykL5~n!LZVl-zxZ&;kKT3vmi?&Z z3)ii0W9-u3=Hsb!p8bN?(A@s3ek6#jI$R4N;Icbk3<>uQ zDBO`?{$_1dd08k$I2d^@imymNU~3{{x_;;L&%>OW_+1?DOj z_6Q&(X=zYWbKx(T?%YVAse$Lfzr*p_ez%zW*?qf-YlH+B)mw*Om=o%b1MN{4qPnPOpz+q+tNWcau zS+<5IvDZ^B=(B&*kstC-Ytw2bax>`h(N1k2i|uUOw2zx*=b1$$=3dU<`)*#&cf(2` zyj(TIdptUl7D4U7Acumw@89;sF{*=t0tV z7>=z;?04A5IrP9;D0onG=W7? zIv^KoAI$Y;ZdpBhB;Fzzvc~EhhiY-oCO6ZVhROOWmHGh;*!j!6%;Z~r!~u*tR5bAF z8f$?kkSHt;3E09ip?uImH>jEx=daq|V>_1-!KEJ62ZrGFL}c zCnZ};R8&HB?yqv4bC#r_!T0>wrhk-}*u#%bjDsB4#UlozcRR(&CXSPspm8_z{8F4C z{`53=b}Nn}=6#*UCxJpaMY!eT;BjHK8vJK$H#8HEV(N#>=Z9c9X9HL#7tR%rl@>dz zbM>T!bO>;E(WJdZPFwbJP4%x#sy}|6eWg=ei~Av0rV{@P{F%glI3J(wVBI;Td@&=0 zSsv@{@RX>|H1R@>$qbFhTLJ|hPvKA0U>j-|_%ts{YhIE+abRd(-Y9|;o@Mn>yNf4?>*W|DeBN166gOmIG|^*ZSA9d{pTgaOzj&?cq3^| z70V1epK|-cd+@izGzE@Ax#8=4Ixf;WHxr9)80oknTkQ9ShZPiuQ`Ke75qBYHJG{DI zzb+o?s3^c*Y0VwEiPR0?(+zx4>!z$5{G!OV;rU%>3I9h(Uip6hXs1}j5N*n9b>&?dj5$p5|e(>Tm9k}YIhFD zA6v3qzNA^OqhF?MP;O+9!(>p&F>cRoP?2fyq|l(I&cMOPpw39wjhjt z{KCk1(cbu_kMXN0*7!``OPj1Kn`{`F ze6Tm!^fCDuWwMoN@~O~dyUyfukIBxI$rr|3lieMYuZJdkNYfR2W3x5ZAIhdbjZF9L zO@H~A{*E&JlWF?5(DYxO=|PX_;gspoThrqmQ^uhwfFgkS31ArlM1{a)Okj2(u=o;K zqX|%B)5R!O?_3CudJXxUfLbA-zYs7-1T4yojo*x2#_W`e8HceMr-RvPUo);~Gwv+2 zGeu@R^=7=iW_-`h_*cvXzL*IfomBYdDC6g09;`S8ra-KzsDrtfulc!XbMY*5i6V2! zdUL5>bLr>iG8NM=@>#Eul47cjFYsGjl(D#^Vj(YTahn1P)3dl5ZK055ajnQgQCs&m z9dx_eLS@B5^^1kt(Sl0vf- z+|qc((&US!>5(M?Wo5>1WiDf7p|VK$Vy^t$$dPPN8)apab>acA8XzpHw;Gj{>)Wna zIexKn`k-$&Y~=XI%0Fp1(ZSd~Q%- z?R#WRLR}BIT;y3l<;8zJ*!X&g!}VVA>l6060P*_mqU#aH*Tag8!t1X`uUwDueHpo! z>8_W2liS8wJj+=~+aAlpvcvC8t0RuTipjD`E3&CQd^Pn4=%26|P_!|I*746~hR~Lt zN{zLqUQbuKk#GDur)6nMkJX+*0-R}FZ!p($1#i8nn4UE`z^+=^qCPLC_FMpHAd zwjl0W-6%JQ|+_perxq{!WN#@Ow z_ww`~WbI&<{89=D3zE@8joFHh*RZ~wU49dsXfxk%$5K56YuAjj@8`EyT7PME`E;xC z={ix=!XD6>b-(tx?HfAk-BPj!l)nD)V|e%i(p=ilh3Q$vuAhH`X;F0TYk9TaC;0b`D#40^6VLS^@iIW5*8;tG1Wl z+G)$j(#nmN%1!>26L>1j8HyDUt(974+c#v;B1Q@s| zJ!CFD^nJw=?6}$Z=Is*d#4?7+Xq1p6l zQF>q3^X%tc^`E;eB5a;T6Jf_hte73Vf$sDtjzw>CAI02WlCN91*@9UIZL}OgUb*#lk49;b{NcFkc z7QL^O*NzDg7uOzQuZOc@sT))Tua-U{`*6&7>rL*Z<57eT20R%G9;sOekLtG8lyZ^a(pBBMRx z1U%wpx6Yg-|4-!PjvmQ=9w{*%so5TB#UAMm9vOWenbRIw0<$j@Z{-|&@vi6NV^0d&t3<%7RMx9Z z)vMgZ>jc?R>E~4y<5ivQ^`zLVropSW&#P|QtA5q1Vb|;Fu@@EX-6-JQBfK`E z-RkJw=I7lW6VdA{m1z3Ve`>@$n@ofGh#m-Ssx^?hODyXffq($Du* zjPFvm@9SdU`b{=Z}V|783B zE%yJ{;D6BPe>m-bwCaDn>(4m$2QVa%APIb)1W_X~nUa{DNG$#&)>slWhXi{}f;AYm~9Y=Qyo=L1fu1#p-Ka5@E?_7C8S4dBiRIP*Aw=V<`%vjD!C z0RDFY0$&3J838y?N6Dad8 zQ1)x!c}AcdCg_4-(8cpXm(+sfO@l5w1zqtEx*8jF!hN{*I7snnkkYdt<(VLrcR{LO zgVY#7cm^g|T`*YVe6Xfku$F1Cwo|Z-9PkJY^X<0sORHQucx8j&q94>LVe$b`h5-cXM~b4VF7|+ zf#<`5)WU*I!$O?GLjA+SV#C67!frnfi+CCq`7A7ICM^10Sj^Y3SVkBb6CNiR9)CVO zK`lJdG(5>EJlQ`yB{n=YCp_(Oc>2@ujA!AQGvQh9!n41I=P<%^F}L#sZ{In8`>xvU zeAC+ofVc8J1;J+a_Q2=iBk`a9XCIcd8)8#ueTX}VoCaSIN2bHC(Xrs;m?qDP&oN1?k%sIsS| zx2NaHvSZ|xqvNYf@k>z-c&HhWKN#Sx8E9)9Sa>R^^=weRR8aM$pz^XHKV)z#Z*UVK z_>Nuh9YScOPiRC`sCRJKZI$pUr*K>E@WiO_V2#^d&Jjf(5m`Es3-*yT=g5Yz$fW4V zD6^;@llZs9gp$OBIC5f!aZ;00aw93F2%k!GPo42jZH!EPXqMjhFrA#9k23F4@biu(o!E$9~M5mT{Q1e{3@~7=3#MJ z<>Q?sLdZwKI`peOmFJHcW`SyPI=lZv!oo_!Uzcapn-#Gs9=J@Bv&i>Ky z{^$K)e}DZtx&QwAwg39h^VPo_KmYFE`{zLW*ZT9{m%W3fDkgDF@MgF?N=(%}s5OI~ls z8p}p=aGL3S`c38Icf~Dg?8lobCjXPWIZ>$JT>1QwLeTcx@#d-fB@_46xMGxhI3Sf*S6c3O`XL(%s?SfH!qF9X8NA6T*IWD)?UdKfJZ%TR_tqyLn=&@w17n;K-6&6rqJJ0J z*+!UU%|(X;s?(Sxf%C$am?=$4UEZ`W#7hRiJmMn9?nS&#E6|KtzV@^O`WGSPTxi8MH(Uf`<`Z4eZcU#)RZ)^9y&n1vq~#U{ zpH4JzF2kT^usDCGYVUUMygK9pg{c&b?{uD&UTsV zeC{2XV4_ESX0v`s5K_pbcx__p(t7C`jp43Rm|(JN{N%Oe<8VFmF%OMYp@+zI*>SNS zg)QCsM=n1FA5dK?)R(;8pkzA=0vq*@h7QQEBm$Yo*|oU3H_|6Hei0NW^#LY zw)1JC6?h+W*HVSTye$l2ND*63>sm$$3VhvzB;)C9S#3FZP~sPph$yWucmO2-vK;BJ zlzh#jKRriH@nR&p{Zh{8tA^y8V|(q9g%F;5H+~^fCchGvMMe!f9ntUpHRs6NQeUNf zKDQ|H3+9P&RRhj!JoQtVgaRvcv3AgX5isl4;_6uw_6&F71^9Zx830e-jW1-m zI@XUi(FzPOpk-m3t_{#VaRp`X@XA-=Rv;XBo6KFZ(~40&1fW_2Hl@LoB=)$SkY`=X z2aHl;-)6ltvJGPX=X)ZnjK><%8M?|{sHZJoK4bllTJpEJgGG3C){JSP|3vPbEV4mI zde3U0NmPi8y)SNMFaCE6HTh!G1=bnO;@@Pl&b0_6<~oPo%VN?H^)$7Sn5aq+)$@c=vQ zD&iOQ9wDp7^2h!}Lb%BNCp=@ka7~s3dJ}GOX>RZ&M?WlWl#HkTS6`W=X!B{EL*NuM zR=dqu<1pZoe%uZ85=kn$Ls|h;{cCa_w|uISq#{0D zvK@08Q5Au=6QA(9?-eL9clIq1VP~x5-eIo4*NexK1b^cb0S+SH00RnuzuT~Yuv}z7 z59bG|CSOCJBLm@@cNM;*Two$`-{ldxpL}gw_0JWuXj>?bWTzttPRnb(;lj*8=@*-L zi3xDS3iXb8Y1PH0{t!OPnXsoR%+v@oG1od%$qQ99D1q9^-NF44O;se!Iq5XW@RltN zT|BhJoOoaaCvwR$4oz45r;>zTRzt!JHNcie`-2TnYHVCSr7*(Fc&e*4S>c*-u(DaA ztN;`R%v#0a!O|>jV%k?~nL~CG1V-Zrz7@iBH;r3x6RtVxP9NbuELVgM{y-u|TF*r9 z$gwsN>bS$mnR#qrBPRVoG^w9o()qT_l9py*cAT+Hbq+(N`;D%4ELrz=%tjaZcD>43 zAz(AUgu@0mB~*MN>BN5u*yRqY}ag`WqMev*Qy^+_}!o0VsXB;j){v5B+|OG#IEZELXF^Cl$C} z1u(K>!f@=@ymAfD5=&#>f$;nIF&JR)JjGm7Qh$E`53Y-rCG%C2LYyXzDkc<58P;L?+`n-X~C@L%exnL2E15f491DEkp^D&mIKioOFQl9xZ7Bvi9u} zHX=XEuBLqIpTk(xt+ujL$qL(MDNXHt%eO~&RlwE4fim7d+GP*Tp<$~7gT6ck_G3La zd%{~~&c=?N>t&J`+KG;2NF0fcF`k|IF~GxBnDT;aEZvTi%0wMr^Gxa(X~Ci6f<+KY zWR2IUnH5HqQEc?$1vQGh&5r<~Dw%n*v926)Y?h2%B9GzRD2*JB119~U*m;_Xz)3IH z#c-QJcLln8xtpqMrOZDnOX3~PH!T9XcuYC{dJ*uV~rgluiV|nkV8sxSe=}0{WKivK zml63+@A=#RPq2bUtmGWA1v$PUXCKvGU23<})- z6XJ^JzD~N}{R62=V_}g?N94m2)-eKd=}V#+Egl(faG(x71xX6%NDjqAMYia`uU4a_ z79-dI7AQ9At}DhBt3Eypx;KYeq=4SjQ5Q&vViC|iGfVDXMKC zmX(sCkWP&%BY^-pNIWHJ=OmwuV_su}G2x({BPYCkm_s!b9LHRZ^#GBRkH}CZ4Ho%a zy=npo06rBG53h7GlQ`=5(T(LMRDTs<}T#eK%~hXLhJg4MM#2AZr~1w7_&O2 z!$Rz6)THjC2rSj+q}bjJay>ZfhR@X#*(=spgF%0-g^AP^5@CjhT;XjUBP4h{;Uf_~G%@fMir z0%%{SXT@or$_>!dy#k;1tGqZMgbIbvp0w(Orjq=G>6nk!EM-LX9tyfM6jV0rv%Qq= zii4Gmh&BU&U@kOo1kr{AREaQo98e(_)f9Ti&x=#y_U-mLNo;@sYZ%te3RsjAIhSbd zWmTmPOP>vvR!Pi{A`5U-$ryhMFk$>UC#ZYR>V{H9-aWqRK!H@(Kdemm;zXU21IOo3 zOB}Jsq*%2*Ca(wQ{_VNpHe2wRZ#3@jadaAK6x2%goBo-dp{%iRpbKrTUQ5orv8`D^?|fR&t9B1FS@o5>Ms3ad>C^#)D9Ds3%cAfur-xC{fJ4ync^^#BY5APyvu0QL6` zK2QzIfB@yO4{UG&_h5TCiwXmP4Q>zty;2Wy&;a330T&>!_5cP!+Jn#255N!rw;(pG z&=2+?2ocl*STHzh$P4Kp0UA&?m| zYi~NaQ4y#9fGX8ulL;XpU{C-(au7OJeaD1;d9qG;ln)k{6o-0IeYL0s*r*uuaZxY~ zv|GEjI}ElUIvt1*`H-n#xexxAA-4iep?a2?da78Ys;nACY%~UYfLZpH68lq<*cF8U zaI11R0J_R*y;?xOYITVJDXa|Cn-LHI>gW&bzz*ne4*B2@kI4tv#|TH|4+j(gOXNw> znwi4a56Uo|h@%Vj;5h(*1^(p^8VarjFs=iU4%<);5Rfc33IVr}Y6y@5B#;6Dzy>~W z0hckPv;8;IQf70LzvTJix(umYxbs>b154-F!7uXW@5D6DFT9~#YT#~)p z+jhMQw5NE3z#6`Y`3?6lr0ZNbW5W(3aG9;AiAXi1lnOUPdItF$r1cPJ9WV%{0GexK z3vaL^l61hk3II##4<8T#+8_aUaIOk4!Kx_-ZXgGbpa@h@0d8?=j6eW!AflI6RwZl? zCmana+6U}IQ5XPQVkAOeQVngYLBpdV&ecC5NZuj2H54BU5s}(2z}z<#X!4z*#HTM zj0)XGW2R8mOF;${unh>nj56SdMx6+HzzZ{755pII0$~XN@J#+-2?+oWaR&(zRB9c7 z2&SaSG+Z~^kN~_e3;;06Giu2dPzP@i2ZwM7;;=4K&}VgEqt8gnvON^0OgYby$_UYi z1n0`4x=na+Ln>$)woDM@bV$c=O~6utdo{e3a65)D%m?TrxJ)a@3}q$qR0c69`IkQ0 zjopU-m1eKA2N)uQ?!!;$A^jWi7bU<=kj z1MLe+2jHQ2S8m!s0jtKp0RV>(a0deGjOt3@b>k0ufC@LD09{K725=5s*bluxWA8wv zUr;yc3APfj0#uiS%Fx34>km4u4vef2RL}u!$aJQF4FE6-i0cNkkW%M6LFa44qZoHs z5E}Kc4;IkVWd3yafCY1r<`_`Jh}!`U5G70D3w|I7gWv`QpaO1b#m}vV8_MHv&DL!H zDh`Vv2?9ZDZ=kT=Ksb8s53xW1Y=8ja!2}UdHUP8*dHVr`=?6h7HowqFH4WL4Eq97@ z0BC)8vJeiNy*CLU3)7IDgIfS>NCElL52GLmrl8Co&;i5u;j>-rKvCNxgvz9w5V}MI z2@$&P^V>Kyx_4?T-Eagypa#foB^kH_ys{yp1>JvQ-gRafuJR*5aH>gRy5T&k_?H97 zyG^|OF|X4xI}qI@6RMy%f;rG-pOsoi&~YpQH{wPZ8&F#U@Q0+As}oJg%g|>5PyxU- zK<03SqT~(cz(BiK4=ctag;DDFz;uien4JwAyCncDkSUYBdXfMMkRS=EfB+W%zzZ@Z z0E#d{D&PyNV0wp+2H65PsGw4#&|it3C8f9x)7Z#uneW}=lhU& zgwu+!khcIJ2*v>6S;^Q^&Phx{@_cL zunbJ63+Zs5vv3O?fNxE$cyR}>kl+hxI;#TF#BhuF#E_=T&<_uP3kg03yf6x;kmcBw z@!u+ZAaDot8v!by3+HA4hrXde`wgkN_v7gY3Y!Se5K0pe9_T;;0l;b}%3KD<; z`%v^{unebPh2@X{4WJ9FZ~-HV>h-&k0&E)Z#=ibFVaiyQxyz0aER-B_Mk^452aljaxH5lnh0sQ}T<-#~qP zcHnTdZ{Wav`&{A30p;96iu;b?z@dfW#)S@b>^LHjqd$cm_mR@^^IO_YeV~0+P`oioex=`P*9Y1ogqB&CQR<0xa^|R&z zz}T@8ObzT;50U^u6paCZvhOPy0RmFgTNdC0T1f>29QcM#!U1su>%AchfQ2%&{VWwA zyCMdFEegSkCCeu3!nBYQkM%Q3z*sU80A%w78Gr;{{_05)AcrIWDg|UyMDu4Z!XtnE z*h#qM+Xq=n14of%5pEx)3j@(nfFMo+joJXpSWZNi$HZj`%0Y54(ch-#{ybywCn-T; zij!@RT8M7=SV#knMHoAw^+*~tde=jTim?QcWh);1a}Avv1}w0jWdzX0lFtBug(7n# zD3G&z{IFo3dL$gH48qNum!DBRQmv&-uxJg z02&Su4=rO%Tg@m*6c8sZPcYc$IMN~zU>XP%8A!JV$r!5z3Gk2$5wgG-2(htL$i^N& z7}%^UH{XOaPC4hKvraqj#4}Gl_vEurKmU{ygt2_+%A4x{>XY*%9kgh3Ax{7(kE4cq z0%Dq$;M^x4n6zMzBB3yX3Mifqx~iduraFQsRY?{${CYf`2i|i z0F|>Jf7Dq<7+`SYOkGwlRkzVb<(0>qb2j@*9C0R+x3P7<`6eB%zIv0LjtoYNB(K&L z$5}Uh8!4T82TDhQUi?W%AC4@h2w|=2-6~*?)K#Y;&RhgJPIlIzlO2mKi_>JZ>hUH3 zUgT9L{aHul-UjOVXLT4JiDsz(`E}S5V+Q&S%#J*!h#i&hk-(5f z(IvZVv(H95ZMD~C+w3>M@WBNT5*SMX5M1zqibOavl)gC?jY67kx{0P|b+GYfl-fMu zD4fB&X+;Mhu(|ZjOgHURsy}}4Nz{FC`E`dg3?W66HIzDnsi^hgLx*4aAf1EUx%N>qpBVF zP@a%8lma5drk=_H+om+B>Irz;HhXON=RaE=1#+Z6f3?X#Q2)03*#H3`p^Fayz$kF? zgaX3hKL$3?fe(aW1pPN53Pyl$bOQjQ;&c-KhydYuJm8fd1W=tXNU9GW%mGF!Wv5IX z;RjD>T1C1+Dj+PdDXxeD?sA|Ms7z}swwvA#p#p>=C98Wpl+}cfmumwv=(2Z|Yo4RNK3^>;DP3Tww zW9;aser$tFklGKNz;Kp57SfQ1L}ViI1cDAU(vgpBB%wBI#Zg~ z)TTF0WJdXHr1(5g=$o#I#sGx)v8y;YF4$n zRjzi`t6v3cSj9S4vX<4XXGLpT)w));w$-g~g=<{pI#;^NsTX&}YhLxbSHAYuuYUz> zUV1TF0ux zw5LUFYE`>h*0$EQuZ3-FWqaC<)z!AQ#cghNn>N(0Yqq}yZg7Pg+uH8dxW`3qa+N!h z;WpQ~&s{Ck)KT2!R@b`M#cp;JXR8zGs4$tJRRx$!F> zO&9&t6|jJ21z|K}@SG%!VLVYd!4B(<(M~2|1Gm`4Y(wy$`e6)2C?XMwP{bjYVGT&U zV;_fDC)&Q^4Mo`a#)%OBM5oeHjYFuTABmuxie+q#MC>Om>No@}bip_W_Cp?mFoiRP zMNkv3%xqujhc^=Og)hkAk_Pi|J(#QxbO>S^A$A!mHUYEVECb99rgG-^$PP$^`9IYV zL^Zrp=R33b#gB$GpJL3%MPPvnm!`rMX5ot|JOdnCAmq^|T#sH{0n?ZMf;Tv04qsdW z8}gvSs!D-{J15v0V9M}W~K)Z^V>K&C6n1^Rw>jd}17g&(O8~ku- zVpk+BrN#z1q=1zKvqKJSNXJ)hk?A1k$=S5V^PBoeg+A!I)TnT9KZG5uNY~rml8$2} zuz;-iSmPb%*n%woY(`=|_2VAPxB~usCKq!&;|ktD2R0UH2`nfl!S$%a7JOuIKWsr9 z=uq_!mj>bqmjev#9ypq<&Ecgr#u8w#IH0~F4={jXozu<{hYgPKY;QZ=Zej;I>HzM3 z+yV<<;CG^09x`I=`{xI%hdHPqHrE_{3$XaGsroUGSnoq&6}flV#m<#U_lX_)2FI9Z z{04G-8W#1ChabQ|1v$iA)Oo7M!4v**uhPmlo|U?Br<&@l=*Ky6PY=|?%HzK>YMp%im3!!-JV4n)8n z7IN9fAgCb!1wDv^9f**`D5&s;#4oxW891WNb&^IZ-v@ehc46FtXOob_EjedXy#X}mT@xMH2 z2y`$9ggZ4V@B?um12PD=eyD>hs0P(5ke5@Abs)!*dB(0F$D~2CLD;u+K!h(ihjpMh z4lIM-*atRv19Jd_L-2=1$h2&*hOX;}ax}MoXo!B0IzzxhEGUqAP=qgF2RFb1$^nP} zH!y}$paNa=hgrY^U66w-xFpA@xToWapsNEk*cXF=8FrAfFF=%Rzye6{!vW-)W9voV zK!-OlwJD$iW!MKNV@LK#goks)vyeJAa1C+Tf>}t!;^>D@g9K0{$&o<^lQT6czyhAU zx~3cms8l^xNQXKA11Ed3El>u6#Kp92KumcMhcCdAphLKC{K17xJ3iYA%0x$UOb63Kho&=yboc^6 zP>7eiwY@BZNi+vPCIE{8yIm~SH?2}P?a&Wx z!ZuO|IlzW~cp59k(5iINmmy1aKtn7=hoQuV8okkxywV-*Q97#!Nx*_KKm&ci(w9Sr z8e9ldfCRX+v@J-7m+Q5kY}Z58Qg&NcaL7$?O9V+6h&&AqDQKhrL9~W8rL)^4*isET zV~_$l=o$apLRgrFFCe6TK!j3w%xoxBgT>MuHAyu1OKzls6CDIFD2ZjzgRo>zOl7xy zfX}5Ui~RJhNKZP%)#0%97>Y1Fi!U5KI8HdzSE?wivqXbn5{)@9Y&t>xOT_1dom z+prbeu^k9c@C0?(8=<;TVnqjvn+AQb(#@QLVqD4?`~pqpoCu7LP!vYxiba-UMRzCK+bcxSSp|d$?aAD zGu?Sbg<0?eDX7POkVr`A1wWVql=ViHm4$fJ*q1#Ac9=afxPoP9x-zf@R6s+W-G_JJ zIxaPb_3xg#Dc^F&R@$)ovem= zQwMAKf?k{4zcj6&V}}l$h7`qDe^7)J?pY^$O;Jz>eJs6RwbGy?gC>jJg=L3rSi?*6 z1BEb#xkEr*U^@VVKNZX49e>-(s42v1VLmXLj&07g3mVEM|_811wpW z1WsU77U+Q{=z=!rgZ5Qc{?$ZPQI^G0WLDAtpY*L^1x#{Q2bkeed3fkUMdo15+SB4y ziQZAv>S#nQ)sN;;md#9sP*HE~jh1fNVzp&rj%g=5EpBBkz{JpxK4xxynkqFdmCjmd z?ip_NR)@aQlAdT4brIi4Em{=>rgrCURbYg+>Z``;tk!A?R%mNB>8~y6)N*Kz4qKF- zEuOwoj(%!&_+uSa2cqs#mQ7T&cG`P0_qQEkU3J zx4!GD-s;A7?8k=e$i~pFK3+u4Qk_1niS}A#ChG}qX}mtxsg;Rf#AChp@#?&MbP89@Lw(jf3?gk#JWvGVi_U`Wn@9-Ay@h0z~nyzZ_2J%+#^=9w(cJKE- zXrf{l(xUJBw(tAK@BG&9{pRof_V51&@BkO^0SEA+g6{)I@B~-z1!wSHmCy%=@CcXi z38(N1x9|(c@C?`R4d?I<_wWw~@emjB5hw8yH}Mlk@f26_6=(4lckvg8@fer!8K?0Y zxA7at@f^Q#cF~0%_wgSG@*oHDWq`|t;Bg^G@+8*ahIrB3Ab3f6@KPmJ+;d4Q^b3^x&ME7!CxN|)@^gWsMJaKf2n68j>DsQ+@ zm*R9yhbm4lb3ErN?r!u8rU+9 zDsOQ0k`i~TB6no}DsP_?W(O2&zxH=08+d2*dZ!3>j}v@<6L7b8e>irc`uBPY_@Wwk zbx$gNhZA@2_klooIN^8yKY93t_lJgelZfXNdfyX^&l8Q8^n14|imxY-FDj8Yc%&kE ztx$Mh_jo|z_>J%eT|fm?=<|wic5jIJo4@&)?+T3Pla_aOjyU;A3VKW*`i(gBqQ@zu zHzcL+DW)&^pK5kA5At#cdZX9&e_oemSoEu37oKOXZwL3Q*M$yPf&S=#`Y@a(*G0H& z8XuqlQR)w~r+^AY`KrhEeeVTb-wLm1nmbQ>t}rcSe|aURdY^asPXFh>UwMW6m)U-^VT==(^~u9YMQYJ0WKqh+fV*S zNB)JN0SfQ~A4hX4z<%kHW}~-zH-UsVh@q=De8Z^&*@q7|vGy`Yg$t;I^yYf+C;rU# z2S4!r{LlaXA$lYCaa18nV^qY93)z90rtu@l zkRnHtEC~rDM22;+fbsK&$`y|q`@QM2PmUmlmZo5#;*-i3HYNS_Q@2GI%|1g#rexR; z9hgH4>-iD2^eWb@T1lS#*mNt{uwuuOEo=5H+O%rdvfZjn9o)G7)S;r$Yv2lh)jBK# zkti-mFenhf!2KK_-)EnJ!(u z7{l!h*dL9=vi(4Qy|8sg*MTF~8A!t$>%b0!$30BpFLB%vhZjaQu*2WT$v+pK+grA5 z8mtLRhdb9>?8+bz$F8&e;mms3SgfEli%beVB+;#4)%N~KPb(ZNY}(J$7m6&j%ok*{k*e%^C>DSHnBxKqyeL!;6?hzoABkh>$6rGws<_yJbBL`l%5<%< zCMR~jVHq456m&q^Tz(*CUU$m%H`6_2un-PW^(3MKHVS#Oj5kg#V~sg9uyPCv?f)9}8wopIykb%aC3MoRyJO11P1{Pn);!izqJaUtOPSx{ZgbQW!5*4&5#10~0 zQ1Qkx{pfR4J#ny6hfm4+gNn6ONY#%Yl$dgbE~Stm4tg1B$e|4ff+(Uw)hq+ALXhdp zucyn%%IaCwyc(-UC=$Fd!woz9FvMvsY2$Ofpwa?-!BVeeM4L!Y z(`>6tw^w}O3Al0e(+d@3NaDv9iqLe0>dQ!ig*)+PWX=qbu%Ohv{%jM&;DxJ0Lq%_+ z(hoa4xIn@R!ve0A;1v}<>-F7x|2_EOt2nU>-mCxu`XGQ27X?x;7u*{-f&eK0MI8(z zv&rwX=0gWy)L~gK-td=dkRfV40}KreQk%XcqDpY#S=U(eGYa^qN`fO={(ux5ttCxr ztZ@|uXk(neIBk7J>kpp_H6#N@urM67+5rLMC^7`b1?fYQaD3+!Vx#~Ue^ZDhNU#Zi z%wh$4I0p^ZCyyyqZyGBInKD#B3Gsns8DO~L6$jQaS`mW^K5US!3M`-k7FRHZLac!WKb)=~ao9pS6oQB;JOe-n+6NkJ7l$iYj~$`X zAwz)23sbPb7{vpF3zp%JM6AFR>7W4(JR*l1*op_X z5`5(IPQL)tz7yJsGI^1XUIt>O9O{oXkf6c}Tu=uxXhs)rC>dkCv7`jXr5Ye$W=kH} zvcgCcO|q$A9jXC_6=1M2Cu5A9#zO&hQs6fpOcG-JFhZwQ2Abw9W?-s@oeP*JnpsmJ zd14qBr{NHnZ-V6Ih_Qk%j!_|C_(G-zK?7j0Kql58fi57i0$ALF7hB*#Er*hleprJF zr(y^?tU->Rkbw+kXdF7wh%7K>jws$*2s*Hkh)rC9Uw$ORIUrOl2K9p&Q;3i^Sa*fm z^`j2BLdi!qB#V7e;RgMn0vp1?0*nyF2W-#>3-IU&+8VK+ToV$K3PsG$9al8Q@)+NH7iJd0?-XNw9ghreG z^k!mw3Ww78twQ|8MD8ZhJu%HZd^$M-b0R}z%jdahzLKy_% z2SF$z5iw08O(Ar-I*3srIo)YbFBb=(9;F{>Oehv?F$$I-!W3FaL{r)DLxd{C91Hcw zMJ-W=KIDT15vtX8^TAdi#$ZD#;9Cl8;Gye6mBSwXFo@~@O1@=?sl*q!K#usDK@{Hh zNa_$01yb8rzXFDU<5`qXP(eTzN~W8PxyV2ZstyQBhDN}dppc0iTNX3MQ7wZ+Y1NUk zSlKo>FiuQw?}^xa7798`^RWwY+s@0fMr>3FRBSU;4<7(Qm9-L{IC^rRd&FV6EC7Z= zj6s6vHdi6TXe%vSiA60=>T>m{!xc7M6qs&zA*O(YebF0{WvRDTb@&3mjDdwwj3UwQ z1%n*6Ws9ahb*xzEg&ZK-4}SzGzysc*ybO#BqDX>zeL!Ne>OliNNVr*+h(S4AV3k#i z;v8}nbQWP5;$<_t+1?|cE?gj)3#dcIOSaQ8G7BdEHMx(*aH&Q`5;2Mn_`n;Gz?M4d z04T*O7B1|brYG`Bg(PpY$lQbrk_)3`Ez1@#_EZOyDRAcLfH^MEyz+6}{aIZMmfecg zXJzW}Z-XoLpSb0ky%i1^5>vnv?N-M`?DQD|6Gay+kis&uv4|B|Hx*}9d3*LDy=6Qj z273kv3%-yIUa+7JaLpd!3`eVH_yiKYD8(1*>xnCHiKhUTX@cZc(|#D^3t(s$OT_VF z)A~Ymya*~%5G{vgi~O%|#%|)rnwNgZP6ZJyJwW zqFAWIC0>p{?8E;>#3=U5h{(#TouEeK%Bqp#TvTF6w4z&OVh;wPF76^Pjszkq7RS*R zBQ8fB(uEI<$2F}+9Kzuf*1?*fTNwr-8rC6jfWa5G;WHf~9sKY~O+ zDqBG&q(b^2I-(gLieoWy(=zrU5lZAZzS}s;iDgm|K-d%mZ>tS5Vp=Uu_4eU|5K z-lu*F=YIC5dS*m>_UC=(r+~iae?~-r7ASfWsDhp+gEnY+9w>X#W@FBke9q>Df~SUV zC`m}ugFRFuPC(Z>}fU1yw zDq7%DEXf6lpc$Hds%>~Gtj4OW&MK|es;%BCuI8$)?kcbLs;~Ykum-EJ4lA)1tFay{ zvL>stE-SM(tFt~Uv_`A6PAj!mtF>M$wq~ogZfl9Ks<(bCxQ45^jw`vAtGS*lx~8kT zt}DB?tGmAcE4;?5yv{4V)~mhVE57EdzV0i(_N%}CE5HV5R;BN%+4&$)~wCmEY9Yv&h9MF_N>q5EG1CFBMj}(25rm=EzuV3%LXmc8m-APZPG?< z(^3K?1g+KnEY@bN)^4rN3a!&}E!c*w*p4mPmaW;I?agwl+B(}b41+WbffB^+4iLd7 zEQB&F!+3tgKIj7x#4QdC0o{fKIDpFD9zz>cff@Y5G)Uk==)*Cng-8rXsCF7E&n!8EY${Yq>0Zf^sJuLMsp1)qgJ$nWG5fqj(X^mfB9s8U26 zQb_0nJ&=MXAVcepL_Rz(0xJO#L_-K8ZxYP#5}ZO3I6)KaFB0VN5WH{dJ}~!Iun-Ub zF%g%=3eWHiKLI%Gtv)pI4>d6qr|>IEF$04{`Wi3-*KR&&L_UneDYSwYC&BXOa1J}c z5S(uWM=KDgaS^w%8w>G1NW=a*!SWU_^726@!0_?50w0{g8QcLLID#IF#06&pA8c?8 z9|IuJ@$xPKzJzc$gu)$!0wA#P4(IUj?tv!Y0V#m6+OF{%hq5TM$WxR8Dx{*Xl5iU^ z@A4|aFJJ-^6Tuhl1MDh662$E-*X}UXqCWgW-1e^hMg;OI!R`)k6`Zdyk3$vAa52yE z0T1slj{z!YD=3e$HD9w@Si=Uq0T`qJ8^fwT*f0Xit{F&!{^sx!jKP6iu=0-o@$yzd zsl8%8Q~@Tt@E|KhKHM-XBf$_@MMUHSAc!$0UosMi@iUWgKd)^yV>3fHbXc^JKk$GF z%7bWDv_)SuMmt_gN$Ag~TM z!4jYWNjuy)q`@VVu?|0PO^Y-hC7Hfem(y~i~^$zTEDUL5%*RkR-L_V|u9q%tD z&u&1Eu}>?(5o|HHF7#CwwqcJ14LpLdrf(I@t_zz^KA6GmCIJ!nbM8L>b3s$~hJl1W zWP&Z5F}~=-IP8Hf8*uX~ff8qg<1Rrn^KKPL!yYhlPtz_UYb#+NHg4ngs@;Gbd^4=> zZ8z+}9qa)Nvo1Yg!X4ZJLzUujA1>zp@vMzRFW-R~7=p3kFJ2FC612e{w1FAi0Uz9M zM(izYbNAs^!5y4$K7>LWWOokJuIX;;ZRa+9H*~G=wiE{|1OLr_k2mW&aTSw9f0yDh z$TmNBgFXbf-ZC(NA5s(F^(7}k@qV)Q2625~xP22t2WS9?id{?+{W4MdI__dCMKF{tGSg-dhd z_>V6+lVdCEb^|G}f_UdPk2krMU-_~kc@bARmUp?AfBCF(Ihc<*nU{HOin*Dmxtg!J zPog=Szd4-8dE~jdoY%RX-#J{-IiBx1pD&x1i?W{gxuC0MES93QGBFe9gD1aYg6B#U z>urNOF+=Qa3Nvw|H*OO{`t(NepC@ae4?3v-q#Jbr2*`)LPy!E3^RJROAAtAz5`p_N zx-_)9A)GJrCbxwj?=K{`A<#o6M8Oe^!R_wtuHS(nLURAH zAKwAmpzf!Ky0$AMBrFOld_Zp-T25(z2bkcnUhopkur0^`vbi_zF{FFkRslVPf-U#1 zikIRqAh8l;!42Q?6P!anB=2OmK`W%Yy7#U$!14^IxT9wRyz9FQ-}{O~@U~Yxp|e8@ zB!WVi!UrUHrYr&pP(ryEYd-8jN6W5W4}nemvmKng63}}K_wYjOtr@s;Uf1y<&;w7C zu@hJ_0w;mV>##j9L_QGn9Pe-|=fFKre6Cx()AM9KsDlQ`L^fyuGJnWDEW^kzL{)da z*C(Yoh{HG-unyz!4&Ss>mo!i>FVJ^%K`#L*uv<8Eg8&b7PY(ebj6+`6Gtx71&*N|o z_bx7Y!#8+?GzjlN*K_fT!`C;y<3IIM4?$BuKIK>czU5zjRX;ry)rvffyoP{)@e)PW zZ~d^Ay#CHE9m}rd|B&hLt`eLAYs>D?yKZFPyn#!;&YS)0W;gTlZePp3?Gim}>-9J< z!5N=!wrjrfGh3~A0|v}pKa>OL!{R*%1L+Iv1vfVB_PY|O^LWc|E}ucbuR9T}{LCK% zE-QfS4XL2DhRZ6w(5 zo-hyKUcWf7rkGkqV3yf6cExhd-m|zI+So>!wfHGV-{E_F{vzao?6rJ2&m3l1SYn8>s??{7CTQd@8pHM>1qm8iWo?YS{E6z0;W7z_Hd3Ty&5%&B z)0Eg_kxf?FWtnYAuh$lfY6(`88v>WY&cZ~|S%-M-wzXzE>kdVeP~y*KOEVVTb=hs# z-FJa3O0^P|J4T;qyyfVuZg7SF=&Vqp)GvuUQoOetuCk3%K6BxfOx=bdj#%P}DL(A1 zOyb+`j#ifF7>{%++J~M}2kiGDda8(TxNCj;rQ;>|SdyS|mWXc&B8I8>u!nW-+2@~u z4jQ3+GBLvpOr)9Di5(uHNL+;nl-Z$C_o(8IEDIX7iV~d|q7Sa3s``#$3KiNUp3P2M z?X}tdR5lh*Nfe1Co+uk37UxA`xSS(;);83>q>=8$&dRrKmC!z1@x>W$9726UQ9@Dv z+>~h4yjKnha771q+)#|9^IY`NNiV&$%P0RMpUVB!#|+M&kh-H$CFk~Q(@{zs_uYB# z9U)_Q;RP7q9XhL(l$}Wbqm3cXVA)@3%n{ExW5U;q6n?&k&&-PgT*c!_I6U_$`;cbWVpkbwXG4Q`Nw9rWM_K^Q_2j*x^UG@%B&VFxMA4GrNq;R|6HLmAGH zhBdU|4M8{#j6A}HIP~EUffz&~4v~mO1fc`<*N;-@f)X@AB5IVNFs~u8SfE276|tDb zO$mZSxKq(X#3h`lspKqI)S^Qcct$m@aY&%?2Mu6hy0hSd6rVVlzw*%vEM4j(XK}?H z)*uQqvXMttB;+Cg5jiAufS>~!ki#H_mJdLP@d&T#+iXyx4@|%Z2TM3tA|;YWP>zz6 z*ipys#uO}uL53dNasm;|Q%W=%QkJ!}svN}k-riABEtm9w3NSV+M{ScZZtA@m5Cd~hZ&a#@Q< zj$I9(NHmIsY;$vF`vup^v9x11Y8OSQRM`BcFb+KLk0e4D`9 z;+DGAb=$}~b}Ng{jvjaD*cmJ-vONgrR(GS+5~`pP?3OHx)3xq<;cKU}2mVgbMUx<96L~f3Xt_qWSLMba`iz9#ZpfpB9pNpr11+r;NhwT(=m_Tmk(0l z!4M{^C526#P6Td%44Wk^oCB(W4FU5mdRBFf6D<4$K3IO+L&} zF8iCBSM`O{U!Y@!O^#j^t0h@r#Y9;cl4;4fcjHqecVAlS&pSb zD7CP3dU7F*4<4{Vdn}p?A1qmAdW51aY>p^BT+D|YyQQ8r z&URvZoRAiGyqFG$_{)Rjiw=B10~$bu@1%*N0ODrDD$lvIe(r7(!<^{N%1qI}=W?Vk zo#_x(defmE_4qzr>Q%RTXQ_U5t#AFNS?BuK!R}43hn?(Yx8>N)o_4hp676gMcl+D1 zI&`?to$dscd)@JlTiEpck~|OB-mAP}zYjj}gWt`gao6^|;~nv&d)8VYUzEs0OQPU< zJmgommV9iU^PQJG=Of>F(T{%fnxA}8NDpG#-hJ_{KS@8V;ewfun;_4S{RhUq2_DFA zbh;YC?|(lAqnTj{L?FT$qyci^6M+wQIm7Q0`}-&mANbX;!tVi7h3i+J`_|t>6sm8A zJN$kJJLrD(&0hsWG=6l7cfH!T0RkH=0}CLyBYNcV0U9iW3LfxAJ?a4rKwv#|3O=yx z01r@%5T)PXBRC8Y0UKp*O1 zA5bQ0#(XfV)Vt+GfYn1ZPWd9Vk4@CSX6KlBRHSdRmZ&?69m3P?~8 z)?g#*;U4^;ZU{mU$lyHEBL97v%@D4@j2tOhb%76qFK?FeX9ulDm2_g|zfCSY8-DEJvZX%G#`khe0>aW+s7zm5;j!yXbr1warL3DF-E;ShNu5qk%m z9I@Z#!x78H3^GA-9;yl|0eK$LwW{gWR;Uw)5f|qp7?n}2z>RDFqGSj}p}mTb6shqc z5CIHG&=0i03GD$9wlOp602^a52IVLpLct8sOZ@&I6EL9?m_irnAs>F>460xW%-|RD z0pt?v6iy+rFaZ#+)=;18Cf4Jfh=FyR!;fFKL9 z4enqnGIIFZ;1@zs6sNHoO;RB&;RF5Q9$bK*NN^NXU>`Dr1?m71$x)69XYeSm@baZL zD39_k&+^`;@_^FteA4fV(r;?2Bu}y_3t}5OKn~bp5jx;i%3uoWA^+Y09TLFY6sOAlYdszHhuGZLn|kv% zkrU_kfmG(HKFi|mktU)=A^k!xYNNsdTmDG!f<_`D(YiiU& zmvlkdxk zv`*cQPVF>L%MMTVv`@K?PyIAds}4{FwNROkPz^OvVGdChwNc@XQ5`i>-)!HWpg1M< zQdv{=Fm+QowNpLyQ$aOUMRin3l{$Cw0TL)-Eg!-b-hd#?0R&R6Bl>|D zeib6NbpsAz6#M`LKEM_t0zJHe1qy-(#* z!5GQ`TW!G)Oo1x~781na=KR4HGR_pJWEngG5>Uh+xD_bYVH9qJ9X!Dg6t*C~wWX-w z11d)t{6GHlZ|4bDRxFu)X)=mKIO2C$W4Hvlwv z00hiI9b7a9G@#vfqGAie8ZLlCAfW^QT!7|$p&kZ713(~THDDHqp#wZ%eEb0mI^Y7R zVCH~TXBjtv7GVQcz*ZrFAlLytrosP|mIams66h^px8OW_0Ry~28#)~bpj|ZBt z9=H}3)z!bniEeYZau;3mL;X#Wx2JB%O zVv->04@A)61G2Sot=D^;6vXeFdsN*b0BP-;nOmTp)Y zK|;j%E3u@cESf*7i!Oe5Mq#4cE8!A+>=2&FQ1d%Vz9T$h-t{#r9c=}Rmf@l!y+ze< z#I~0TzIBdO!IO6TFP=^_?&F2579hA1L4PcSf@iUMZWZ0q@`V&G$I2G`M1vVF-6W3-yNjF22`XgL8`{`95#%uf*tZ`0`hqBb5 zQ@kQlnuQ4t3tXxgzWsj2Q=M4z1iRo$!CoT1P<6-xg-GnI<`5&%B$R&5X zgACY967;k$N^q<7DBhL-FG&R(LG0(=6-HW7`05fE2Dt1(UCy+pyj$zH+O;n1{t>h$ zGByeS`qv;hhNUO>^Y;P}oF<16c!p*9k-on|3ahNBfHyUkJ}SeI#QxL?sRu#9e3PQ z>3k5~`CoTu;c;h)N>@d6S9Nz+{c%^LN_T5?cV~C^i{tKom7d|~o|oM{ua0|OtGxKo za_tw0$MM1WhswNrABDS|dl6v%=bqeab}w}8gif&tz@9Bemv;a=sb9+0LW<=qLrvnD z0+JM%G-1>MOo1lM|5=3Cis;|ymctSltpkhb!oXWF0_6!Xri5#P^)J4W_uhwKg_LU z$n2lNtrAwcp5c>4q0|Hpu~8mn=aHKrpV9<&)mI#vW?&sP zU%>HQ7}Z7PmeZU%+~6l@@@ABBFln;o_ABI;u!{9_3=qeDm+<}6r<|1Vz3t(6Uh!hH zhvOlC(+^E}QP1!T%#6v3&_F*-YX#Oq;ycB{4x)t)u&`cx80Q2}4+hRK&Jt3<)&g*y z5@BaXzaGk~W?&&cwg9s-NE-wY-+N%*0t+ux2Y-Nu5*!8)102R`@R-6eqZcsK6aJ`^ zcdZm5-1^cWepaY^mPX>s)PGnT0|5B>GP?zSs5kK1c;$~3FYT5dG@in0>fvvQ4 zDlBpM$2w|qwNXW2!6z1DX#Zi^j*VXv(L~|+<&2mj3YPwxfoZV~;Q3FfC;)`+>W5tg zy+x>xhKh_Z*33>*F>uYA8i~=tl1m{)g2^lB9nDuyZ(mVS*l{ z2U7w%G4{iM_Hf!;fXj1S$Yo84xCWE!-(Ke5dG~^Y8O+l`VqGF}+$w>I^}|v%g-T;S zyLqx&Hmk~=nd>y3USpq)?F|cwFkLn7{ad2ri4uMwxuHq1eNJL{!C4&Cp ze+qwYKb8Of4K)eyK*783z&xpEi8E1fr-Y*iICM&y2MG(_7W&0z_X{QBWmbt2N&10xm#Xq$hmUS_v*0`^IM-Q zhgon>9C>*WqqhSpTEjSxlokuk|Fkd z%q3Gw>zSG2@e6&|EQPgn*KFneG1naRQzo}uEu?|lz3YN^-0}>iUb@{kRcCh3w=gwu ze_-u+$Nk|g|CjEM9OIZh9=l{4c>L#4bjRa~_w$z?PyKtDZx;kj8Qd-mTf1|+C~E)Z z?c%soW=~Qg($KRcRWQS|G(&3Kvn*R3>Q$a+YUow*&@scS@`?Yr*R!HHsCQLqwxM@* zWzm_#tmgT+ckT0Ds83zfl%Y?3+ggUt^RE4IpN8I3s4sZ{Y2@2DBADshG%hva+dQQX z^J{rSGd1#Sop;RiYg_W4@M~X-o4BDt%{G$iI3Zn~G^YTYrSerej|(*p@tfn38%=K< zEKh!J7~fdjak-&!vSTsI7q#Hxq|tT|#I90>_L#aP#gj61Y2mPW@?2&9MBu3Vp)34M zdKAL~;~+4>xQ!*xob6_Zn-J-fmHSMPUm54HJf??`M96{Tc`4L{ZGJkPb)+^3Fce25 zOdNI)h!b2X5}6u90A)NM2v$VQ(G;vV3?R6KZ*Q z31g)33!9hl;#AdTVyY_Ud$Y#L+gTJi;TXb9@2?#ip}_}W(v?q1n+$;1PHYlrod(2) z&e>$@T@ji6!*&N?Q@JRG2+BotlRY39A`ojo1YzQeJZB*CwA__NX52P8Tk`y`vTVuF zV~DYQ>eJwfPh-m)Ssgv+!7o1Rews#z zgsaeirzXg@L@m?S)id?;@Il=*M8Y9B`nQUqLWCyw-FuTlvj-`3!X@c6DDM>4?hd^O z=G%~?K9R8vt+%%}R=fDJp8+x>h*Ca#?UOL^YFbF6do!Q&9Mmr)2LtZ#{~3*?V+E2V z+~oH(6V);{E*)~G01p+2?r$L+kF1^mhMLW$Z=~oqSstN&b$~bT@Qu{?hfL^Xny>pA{9Nced74JzPZfd7N)MO6HbHimcKyHcMh4Uy3v{Ey^*N@f7~ z$=T5o=YS&eDE!wS<`Dn;9N)W$fLwJpV!&pDfJk7f>Zbu7K%WE{<1@(zni zPX!!5<)~D$fuP*CB+xU&;I}0Jbw_WTn}UqS1{a+EKUM2O7GD4HB>!MkK@KfX@+t$6 ziiMKk8Bj2e0y-Q0yoy9KM(c|Ja=B?5RYahgd5;GmCFoKBqGP!>nw4;qpN`NKHA4X( zS5+vp6B3S@*$_*g7?tZvh-N*Tg1Jlps^=($&T5k%Sv5H4OB$2DyC-r6kwhJZ$ur{1 zgvuU^&g?rQ=zO(=PCB-ozkZ{K5X<g!aIRq0>AKB$ z?c#<&58$3M6 z2jmig-yqF+ipf1x@2UbI!)3sZ7t8~Qm)H7{0agHHbA>=>TXK!F+c&HS?<>&qnfUdS zHV>w5&;56xeCoV5KT?ryX1724@6GZ@@?ZAHpqDbj$2R%7_3fBMiHVu_D34mi=>s$w z&8Xlm?@WEl?pEm9l|O@s*88*}HS3v4jmjhe{$Dcg69(^|3s4#4GOMo`3X}bE-}SI? zCxt~266QZN_twSD#a`)3AUirkew|G;+h1+=V#0I&A_44EAi&Ow!e*11DjO@1jW;7M z0FSRLpQpS6@LcitWLjP{ePb{~;?dE~i>mPp@8Ym7UJ4`GA{z?L95ZvQH9yisQza%V z{x%I`m#>2fEbal*rkvK#^+c4J6AT=WCWM2ZDD#ujWZ#Dd=A{!w=#N%?{H*|s+B(#b z*FC>-5f1W)R;B1=ZOy*>B`30m?)@{w*bpp>Q%Ao7^x#e~Hae&AWY4;Boq^YP1GH@m zLbKn@K%gm)KB!4wrkTD{i0^nlXB<9PdxZhut0Kb1|FTzM(qRWJ zg1;A(#Vz6>WE)I8D+w&)e+A}9-N;SN)B$ys2)J`=^D#34=kF#UAaxyW?=KWm+BRW2 zs=(MWZs;Y_2J1dU_1QN)bMNAzPD3snLDHf=-~3Rz=(zXRoHoi)SD5JOD3hGug5KXX zCr;0u6F}OAYAlqTah^B8D4{AT5lz7IK#Qx*cA?@Kni#VFRj`YRBDwdCA)HsLvyc87 ziDvPAda4v?QY2oLU;$Y&Q3R$rmn1BN!@GpCNAmSS=j${9D-5yZzcNj+mi4q!acT#r zW~;6zj>c$mkysPtl<^idEDu~Jpqep26iNRO%K)B%{RUjYxsX%JRS-dCM<<~rIANI` zNW`+BSs_Q)PcPr`$h-R>f-pTi1oq<>mkZXvS)?ac=I-$^(Be89a|= zjo($4Mk$m4TTVA!LW4MoOdn)Y-j4)ieK2FB zGFRiZB^FXfuz}x$2yJOd791#tfb71lcu0-jkx>f7LGy;AqHOKKB&K$Nxpv50cH77T zaKvB$36g&Nj@^TH)jzXffROOvjCzH$$_xQj;h;lIT5mbCcL}I5#+xS?2!LVilA#CV zfu{$N9fQ%QXb9pD+-A_GvMRses!H-~)PxKmhFAPRph1j+=^r^O{&!!>Lf6Islx=4K za=0vAMg$DcfyNo-76Gu4tH&XgvG6Cu8G^e)CW}j3UM~U4TOk)j6zE5TBGWS-e7wGc zdtms3;a3nU5Dh%MmSx2R+)y~f5K2MGa-K78zYp9eu-8({kZhPl>?SHe*MxA+bpit< z3?gHy-81%gvw_=3*6=h7~uw zD{L|YRt7+y1$tlDCBt8kVBs0h zB5R&Sk3WmueHIU`N)W3`GOSARu1d?Ox>Hk?IbM~uTa^Q?z9&|F->~|DclD!;>i=r0 zpN>}-?p7B?U4DT>oEp?rc-K73pw(2@)YOjG)bG|bKx-StYMTvfTfJ-BGip0)YP-j4 zU+mWQLF@X(>IMz#hP~@XGwNQ})SY@=o{*{e)misitbW$8eom~;!n}ULuzpFoenqT) zjkliKRku-7xAmlMJELyN`|=BX{g>V6U!e`(#2S7WHXM34{LX0jThnkXR+3i=`^{Yc zPmByPBGdbj88gYuwPe@?`J4A;nzs_-Y0b`^+C6G9C#)7DM&^yKJr~7}+%00hU$WJR z`igIg6&3n>M|GK(V{xfT0>&Z5*DQ0)e$}p7?lZf>(`LnEQeVbpG#`1F(#S2|QqhIn zxznP*T=R+2vP)_)R%xj)q_vpCN_Bjies>~qDqcIC$VTtRTW4ubbTQ{K(qaO6bE3t; zs79x|t@&14<*imWyA~az_5-grC%al-yPCj>M!V=5FTS>@`Xx0tB3RU5XNel8A(Zu^YyN~mpnqSCepv_0}^ zWLN2^&1@@*?x?J3ujK76tL^^H(_UrRX?WJ?HR`U-Y;S(jNtkGHuP!8dtU`0E#vXjtWI>=kdriT7?A_1-^@p|5SQndN|4OURxzD>Aj#qTpD zsl66!`xfgJl6z+Rh1zy4_`vPEBVKhQK6h(y8}M-=JWv%L!6oxa1|AG2g{caS6GqQ_ zv!nTXPw;|H%R_r)_yh^QLFy~8djY`fDcUus*!I(0WLztJ5J#!x)4am3x#7|Xo<&WQ z;1P`EpkFlPkxa)98R1W6HlA#yV;Rmf9s;_DEGK%teYV-KtKnRKVG66)tVQmS5HIoY z+ufudUnOtxmqm4LJ81Yd5?rgN>1bl`Sq3r%&A5RdDHlWilR^EUBKI+XaChpFV~;0Ov@fmgU={BDl-fYGb+(D z(83wD&$Z@FNFge~ruN#GI=b@~^^^i2DUkgVI2@CHihhlx074fyh%t>EvwF#OnniBV zKhZ5$R*SwL_vQDL9A&o3O(Gp!3zUo})_sciWLynhK_5wNKVr^QdPp$a6q3`j@H9ORD`ln7K?eb2XKDk@S*2V^&t6%`B!d zpMgTA9qK;0&2X=6apYs`NBrEb28&X-iL5-7{F=?-%@L~+43mCxKo6$?FbaU6B+AOdr?O0WzW}-E ztLwGn;xY_>3B@6?ifaJKS)hY{D}(s7$-G8r39EtKAwmZTOr=ER zhZ)!zXnKMOrQmjVaM$mU)Rp6+cc}(^I)MpIp2O9PE0J>GTx=f^2+I_B}fG*$= z%M_3(m03%2?mnLRJ{6%AyM7Ntw{p;JQxCl=v(Nr{U6jDQOh!D)eYb~)H{#)Gg>xGe zv4(;K9qdSFUzU*Je6%{1ERBkiPzObr|ID8Myobbl)CU@x^942H_f4`~%Hoeek^j zP4}l1=_`mDMx(Tj=gAqg=c7kIM|cm1l@Et*9S%kvzJt!>7|qz{%sBQnM?C+?s04=- z9o8{mJ78y2;7xuH0LulHe!H2q58e66lrB|d02(v#MH*9$N?YF4FC;m?YT3cUYtM%O zxVOF0bKlzJDsmCEa)Do~lB4s%s}$r18Ty5{z${@X9}@r&!H=_l8csJh`NB5{EpxqJ zs&nD*dYSV%nMJY3ti1@dAo#4laE|z{u>m1W0SV*47iPfzB;;39nCC0x!`!dNc2&QS@kEjW zuac6Xw{>mmruEJcx3}W&DSS!zy4@O(o8{$-g>+9y5uxp z%s%7oC(A1H3e$>PbGtX{ZnpY=SepB6Lw25%6t$b*yV>G3_uPGX{>yUvIEHAcY_XW= zZ;0@+U2a&bq+g$m3naZvD2g@GL)sBDef#WT5=5gIYa7kfotcV^5Y6EWX8D(zYi*{V zg01LgOI&pTK9vv~iR5K2c7-c|-PGanFX4n%U-Yi65x(px^xB6Q=EwNYb|N6`!WA&q zOQ@UX%wX~OvnX*`&c~mQH1^D2P~CHKh5oR;xwtc^CWHM6YIFEP*oQ<1!^$st%(o_) zQ+rvYI^FW#wOvlmM#BrvbB5AMl+Y^*ZZQZ1_e2WkMYl0m(mT%F$$==g8F(b?&MY#d zGPIhD(y>`xX3R!I4X$$_4YBTge#VrB0ypDyQGu|@*Oj@fz6Q62SoAKr@UiKomkZK= zqLOkUt~{4Y6S%)$ElrDJtrm>ij&LmwpE0ja!z}T;8=T>nm_-x+FrQC1U+R>-5WjYh zQ7FQ@#8)7mmF@FP-M>!&oyI={IyyAFR)~e6cXkBCl ztg9gROmdYNZ_2=2B(E8=esco@5#JaRtj2{Egn08livo_;vL6wUrh6bjjZSmx9uW6q z5Fl8Ke@udpt2A&PCNEWw1&KH(aw4^GDR*=_E~h;d(PAp016ZVV(qW6jtlBpW54Mfq z_nk}W@=at?1rQe_&7N}lzRcld%X98zx-hork!*l=6us_eNc}^~_0!aQdYrLxeJo|e z=({jWCY8jb3<^j;}>KQ8lA`t{miigurK z6TK9d1L;tFzqJW@{>or zK^^Is1OBvgcZ7V&f_?U7jIFt8D!k5gzA<(D!QUO!_OImFV9Pi)@x$s7rO1AkDZ-;4 zZ?6JmcxA46mXDh&-|C<1ibv(a!R4+3>xmhriix0X%&^SAglu&Q3d;$T9y>Q#yroXc zx_)BrvtU^Yy$pb=J~tuRYnAJqr77gVx3RPN3gtRILLRvNzRj~cnh82Z+}tXtEQ-t38c~TlqxJ(~kErWre2S$-Ztpw2f4y9n4i0FMTG? zWK9<2cMbRSOWbNdM;K9BBFB+zSk35!YgWnU{}Yys-&SOiT3oyD23eZ}IGMUOMQ?Z&!jJ4+#(w5gOaC zvz53@oDj^e>uXMCbv zL|LCPlk~V@$Q>3E7g8zjrqW~L+6{ofGKU>KFBNEJKrCg)xoE*IIKyx8+wz|?xXw%^ zXXv&7u&@*8{29UZm#=@Xq$3>xcG4=%PKzd?DPM9BL^;mugBBf>d3(tSOd$ zOmA{3vm0w4m(?h=|8ti~yE*B4YH0h47ULoNTV66FCeukjZLH#tp=6tFdh^V^EEu;L zI4vE`bNBacp!^jpk%4lK6~gDrPMUf5`tB9wgO8~Efd?Z-^c-}gOih3YEv8TUMn_`0 z{zwEAzYUT(>d(G;mlwE#J)_Cv1%I-a2?W*o7v#Dn^5G!@=Pval9+MH@TTT;xTbanpIQRRm=1l21RP%{e=y9qUeCou-tynt1%&ijSUnq3vydj;6hi zKYU&9o)4PtoP@UD4z~_MHTxUwCV9}5OYdp++=ZOzg>ue~jvdPceUCEZ)*6{-k+1yX zf@R8XepLC`>2f+iRDV1mc|xY+D}aePat~cpXCFoLWM$*kbcA?5>1hUuT>H?d&3}Y( z_n28n1V}I|&)*)^C#+`fDvqL+K8t#MEsJFM#M}H%`1cUEyx=gAA*&kJrug4E z?Y)j{rI{<}S6Jq~?SrNFGISLqvktn;-2e3@I*SCyA++zmgZt8b#l5;~oFXmvQHdG# zH28ZJ{Ww82-~Ow71@qd0W4v&FTY0wJ+!|lI(6|Qxq*Pnl2yS808YcHqk=%#8vtxSe zGnyB2BHTnoibv(2m$+W}L@WF%=O{RpBN8kf?euT+V*FpFx!|AAXtgH*1I(7fApeve zt_loPQ-gR&F?XI4>F;L+;7-9I_aJI`^lK}aK#*(TneIKp!%xd#R4sj zf7;lX0damEEeV}w+Je^CGG@Vo;;)(K7Iu2LhuBkh1XkE!O$NOf_|Qm6jrv<1vwu3c zJuz*5T?;D>ox20FZaMXax<-FBtlvVfcrjh2)2W~iH8SbiPwG0jm09ea4Moa2MCj^7 zb~YRgV2+s6e1@uOy2hOuo$E5VwhC$DOs;Z$HM>m?lh^%LMoj7|rKD^0n%QL! zx)$AUS8!dnN6e#~|MtHOPb)1^i9R1IsDF=M%;e}*h+f>@=&|^qp|GAINFpRgCDa%i zX4Pf-X#f*-y;c$1`nOM?T}M{yT-sZ`yOa7^Zd&ns`Z=mPMEIDs>UAY8z0!`car5+~ ze4PfbF{K!>d$e5r%f1=IcdD~`3<_4pa#mgz+NWN;Kk#7Epu{-;49|7_TM|b)dp^Hm zrLUppmO<4|J%>LA&+5iw+%hW13~N^mpSO%u{WB!kr#jBiH%S;Zs~WW!8@1XSwfP#g z#~5|oHR>!d>Z&v9?lJ0_GE|BPy-CwAv=!6+J=3rMOb_5@-}ueGOPKvoHT!97cF1qK^phG4$PcIz?@amoK4M~-Nc;3!JO02oGaFxJIkD>(44p4obQD>|0{EWRdc~F z=0Ydt7=(qefQ5*p#Tg;uyorUVfcaufS{M^p2a|SKU?Em-A^yTb;+2Kus)f`S3+a=y zOu_Ps!0dj$N#x@sn;pjY_Ld5Mme*n}6|-g)9;ERS7?oaFs=l&RTeVdGG8>SeCYZ~p zAz-CNleE%Sv(gc@!g9RT@w3v4wbIYBGB}*nEwnOvVP*Wv%4GFzVXf6`cB4`F4Re7T z7LqqC)oxgs+_>Rz!`knLP3#TZ8#iPTR}_RO;O5}kKKm;@GB`@XXFTb=ipH*J90ZPV_l zb(zr?7jm+0{#UqI4_|E8PqQZwojW+EHd36K7_A9(Zevf?+&5CDN7xuW~ zW>wa$>S4X7S!cN(v{g*JIcQN{c1fW-t(#KYC6m&$keRBd9{>aeU)cdK3IL01*y z2sSB}iIHU?v6ob<+a%r@THdvjrk8&Hy%wy+-EL6LeyCol-4E8G%RwH7y*MEDq&#Rq z*bNimFZC}BnAlH!v7b)q9CptfF?o>g{y@UMu&lNAdZMiSjqc_X`-Lor#jLU!hsdsto>)9sGW4_MZ&z)I=)Lg2DG)5CLpXItdBe|55H@-$^UY_3&+ujiWwILCfDapAh zbzxIlVN=FG^NRK6RgX>CuuVCSO!8+XR6USx706e zX(()A{Y^X$jf>q}^y0RBLtToj80}KrjC$Q%AGlS~&Dnl&Gdp#|A>GXd-7TctE!Ewv z!fu#sTUq-}~z3l)K};yVI#V{-LpQ>nvW%!&TkG&2;;x z%B&5}<93{fXSRpeb=buei%5*6@05q%nuq_sN5H8E0eL%6@ODsE*pR5_x1)P+$4uRh-G2ScSRHY4n~3yG5cEux@=Q|qOg8mQar8{}_e_iP zWN3XAROFfQ+%vP+^X?h(W6d*r-}6_2M=sLqo}gErl-C*OBj42Pfuq+$n!nehGj>O| z*MCJ`Po8@{?e!{{@+w^OD%$rdKJ_9Yy-NhWOQpQa&RpxJ-W87CmHyt(;=HS}y{n77 zYo2@8_IlS%dDpLbKi~ImIQ1qYeHsOQnxuT1)qT$L^;SopGyX<obOn+@5>_J@#nr1y}pxE zzOUANr}llPPkm>Qey;`n-bne)s{6e)^_z3_oA>v77w5N-?YCIuxAfd^xz}%H%5Qbe zZ*AZ2{iz=n>Ax=MzaiznsqVjJ>i@yff7{>xW1Rm^w*RLh|J~>QpJ~1RdsF^j*8KPP z{lA|2A0Pw12?l(Z3izQO@Y6Kl&@tc)IPp6!;7@kI-=ct{=K;sP0sp1~PSyfW_XB9B z0RV~s5+Z=52@nkeof(1NiNFv*V2md)TBQWuSy5YY6Q!f z1%tCaX zLaqmd=*5TV=Y$v(hZr`581;o1PluSi4>A23Vnz$Wp+e1tLM^02Ej2=|%tCKCg<1!M z+Qf(2=7ioX4!zY7YS$NPKOO4uKGgARs1q#|j|y`Z3UiSTbJYlQGYfNf3iAjEyB#0q znG@z!9Om5+=F=DEJ00ftKFt4XSO6`IfC>*33J;PF57r0|F$)iM3J(hi504Lz$O(@u z4v%UGkM0YPnGTPAA0BsRouq{mQ4tA35sA_fNg5H!W)Ue)5vc(YY4H*1IT3e?BQhEy zGW#O#PDf9Dr`h{W!q++#HJ_pbM3E=E!LH8D%cJ>bj1VJDa1T2LHgOG3-1gTDk zmS#i?bFrhjxCEhmp3DN)U_nhbjEpQKs#Ych$2_ z-Lt^MGfdS>%*V@1&AZ&#JLkHe9?3sVHSmdcVE$mBk9N>4lb`~&;MViO_2R)*vcctL z!T#`&R=$uXTu7c>NFFY%(l;zBCd?-!JW?&Ynkgo-R@^b)>JYvwt*q@L+goWNxVSc&K4}xUF$?v1IHA`Q<_Vc+v3qICcDG&&0yi z#PH$7aMr8D(N}YCUQM=5ZH`UtPEAdXz9Egjc{e*d`)+okb?#tpZuxk=f9c)q*utls zh5j3hgb#~vT9-~nm;M|ry`Ep*URqv?TPb_FLV36PcWZO8W~<=U*6G~V&!rDLPTMxy z+uH}*i~S#IuRo4&e*C=uY3uaUo72zK)4iWxzI^%i<=e{s$;STAH{WQR-%j?v{rvuY z>-5Lc>Cdgb!;{m)&xgPM{`z&c{XP11xcKMQ+TX38e-9rVIZ%#Te;$1~I9@pYw|9E7 ze0s9={yt_SNla{F_G9Fd!8G(a!vg)r z(&0>QS?`sx#|ZujOgxft9WO9wu6*@WF?e_7W%IM?Vr&vr zz_6vtJm>i5m(A*sPp_Zh$_xt)TWjWOZRI%^##=vI0|M};gJ|cuhkL@6@53ml2DNfpI78V{8ItS$8>%C5OZk=B`bJ(-_ zV?%af_aW(5`>QN#9ba{|etySjuKOLrIOzhgQYZ%O29I0@ST3ERd4&g@g&2QlX^$5C z9gN-isT=NSE|e>zM?+)PYqVCDld&y|KNS)X0w& zk7hmh3a#H~NVM&2WXgblf#P6a^lal9vMc~+cJ`1pq#hkJeG*)WTQ^rD=HWXXjt#;( z+Xt5N9KOBS$FJ3oJ-tu zl6jx6FaCJQduROd+`PT+sum-Xm;_Eh%Q!LUh@kfp6tqdug8%p zF>k~l^c_{1$(6eeFbY4xxcXUa@N1{vzuh6yJlWyt!K3)xb0AIlKWbujn}%Q>`_(6C zm-GvREh<4TRnD#YTlBG?=v}C@^+LBTWhB9*Dy{4-H0}cU1aZnI@?5+cg^uIiQK%TjboE&CwVE;Ae)zKZRd6?q1vPFgf0R*Dz4SDM#q1 zi%eYBWT#V|88mWHx{Q9xe&-VMHs%Pz-rxvpnmgS)hZN%fdH_kqQiZeHa$KtQz=_`@cmRE(#y(YQJP<>PunYp|NZAE zr5L_wxm)CSdY>=OvHfE9M7e1IJX^*7Y7}$7_N==BTdf-5ez9==u)MD6)()AviDf!Yfvi?2Kn zhmcZOBPT<12WI7IrG(z?MrU{%B=65bGNYvDI^3CQjk`d9SgtC^`iQ*#w`hz(WQ}YN zp6y4S5>n4?QQ^KbT1WyJB1tjDY#a>yZlR=JZMwoZt-bb}NW88T1V`DhGtGOp=6LD| zGb+vG8e(=d;$?z_>EJ{t-5bSJCEUW?K#VNRlFZ#=NlgLoscg4h;nOHYIq=rUJ-d3)itXGS^o}*BHn;^T;i~iL?6nl~M(x zIwDwZfo}0g^Ny8iIhSo#x;*+`e{#7NI!<2)qwv}w<5F1a&dyL0As)~#N;n~Y+A zmi1e`T-l%6UN7EdxwH3In}@Zd!szXGR;SDmZ|H)*fj$vh9kn2D#gQp-av&671>p$Y z!8%_$8=PgW8-|pCfDW--ec~`?upDjoF0gS<0QCd{V*GLG7TTlfBk5gGiUP>ziWW)F z{^@JR(wTFaLm7dLW9a|xo190V`v`EYlvp5Z?&AC^g_TCJACDHAyJKyC(ikIrrS=N(s9q#uyOMhXZbTc@-m0i~IM|d(DS<0W6p1?gbDK10V~VDayYdGAQw#XSq{7 zMkk=!0Ugs6zJiB~N(~?pR>VBEI!T6qpHZQTPxB@&-32OFmn=C)82mqtiU4>=!=og6 zt90ft2$h;BQ3`w!G!SFQenBmFOAAZs7XTEF5qlEv()T=0yad{Ty8ZCCaIVblD%ZOl zbvl7xwm+kHO%)CfQQSdv;rVwV7cSl&$8uMVol;G8Z_O9pq8)ryXYERo>^Nf~87qaG z_FtD7Ms8}%42?efE6ENL=JijNMeB4gWhuOwir}Oeya$NR5(59=Qg>Br1-lpn7izMel0{mO#n$TGTFAkFvj z(bbM$L8pGRV@FzRCWN79e!_o^)K~X~K_-8W)~IQQv|i?>fRUcu5zt5H!;_MY8z!D^`#8@?Zq+hOwj9|MO>~73m_#qn5+m$i?)ecqJlqAU{*w^iVI{74`;{Q*-%ksWbiLN zv?>Yot`z|#ffJL`08$!Wk0Cjb-n>*{nhNp51LYmq|1gTDR8V<@L$hsW`xt^XH#4aW z%sYdcC4nXYpK@Z-XNtvhE)bpw4CopB!ZNVr!v%0WCpZM}*;q6h(mtcaisL!NFsTfH zdobu`eQpID;v*ScBgzeI9FH}HAGQpwa|AedS%$uEOq|1=Ir9!2Dht^e|x%B=w z%W)D|feE-sMFn#K3TYOv>91K|RJ@^=3=OegBO?ku;uxris{jD1($LlQwoUiGeLp4S zb_!V(a3eEGVSp|&f}RK}qJ(%Iz$F1dELYpcHtSuh0f+#4h#D%8n}E`C&c;4$w0HVuQXEbrQ&cNSq)kok0hL}@zP|t z(gDD65F$j<_(g@BurUG$^mlRr<^$v@8MMs93?%`)4D{_C2Faw%k#w}pOfl<0@gWs8 z!h{7Ap}Pa(zez9%!SWPfWT7C?z|$ygkiCUBo&gJ?A}T7MKE!|!B&72>#(WHjo`l#U z0IV411T?@$KuMt$4-f9%0ScIMnMyc$pKXB}(Es^8yT*qBLdi_f8Q=>pEM3N5n2Or8 zW+=mJ_K=aSVW6^H-_JW4ZW!jm5z%G<5XoiA8iBQ80ChaG90sVs#yn5WBY1O&-HB{( z6hj9JLekJ~H-I^ra~DIby+WU9@?^ZxkukUuXwc8N!xFeedy~({_&|9m(CX%cR!iPn zkwJpC;(v4Fu{a*v4L2Sa9{0{mKShvdjw>_r!-!IpDFdCW60ahT-Xr(C?I(3PParyy zF0MK$ir_GWc1ZJjtX&nV8)4tK`1mdh(2M@B9PR(06Xkn5r8+F+mS@W6$g_GpqV%RW z?>kfinwR_ww*Ef=mOyF0RtgCK4u!W#DDZUafB>_whM`d|2A~LUAOO3=U=0)rBydVl z*bi1p1A=1@A5fwdPyzZ-dT?+6(qIe(Ko61Ncl*!>7jU2sU}5zz4+epr>gfX(01n%^ z6jo(YNjO1dRuH4OeH73D)1Z2igb*cLdMBH*tCs?U(@DgD01f}}biN<}%Ww|~fT0KE zF&v76%P;`zP-1J$q$2rwc0&;}Q954X3os4xK8@CFgUEA=1; z4KNNBZ~+Bt4`48)KKMNS01N?e3t__w{a_D)5J4?~1%k7Nyr2#epaEoK4h0|!;ZOi@ zKsTh>h8y4lOHmISkOJM=3xksesGy*-7N?dQ6?5tjrV~?Sx19fT&4{QGDg7PuX#P!f{bB47i)Sx;qTE5IR57l?1V=>;abMRC2WjR!6Lf$w0pu0Rga% z{?HEXkPhgO5B?CDe2{&NU{wBaKmo8spG2*jIeh(~4Apr!x=;_D0{~diU;ezm2rB`Uw{Ete zu;vg6(nkpqs}2ruYze^wAzWwcX#v9^00poDE6`|gKnVw+VI-GAmc6261oNo0t3yr6Sbp*&T4@mCfIDsWyOwbcIG_Via7)4qS;_Ib z_%&J=LJ0Zr%N%ooEm04Ua6zI)X*3W-ZR7I+lZ&Rda;J-s!4}I1Ff?x`wsW!F%2RkxJ4D71_u$2BF0uitc5^x9VssI?w znsV?4a_|U>Km`@x7L&#Z1P})#I%#C3!uJ2b!qVWvt`|TtOaL={YBpRCIIP1gyLgmz zKq?T#Dc}cj@CJy02%qq#vBR>rSP%U$52GLn)361-c(EEFI8?n3R~-&oJ!{<1X^+5s zVdDTB&}j`&2G<3gVw`t47=7e0#zV_{+7Jnij0)K{W2T_hOF;${zzqn{j56?tOPvUM zzzaBC55y;Z0$~XN5KaDI2?-Dmau*2^6lxuS2&eSOIZQX)kN~_e3;=-1G`h(ZPzP`j z2ZwM7&a65*8%m_%9KOig2Y%wL`R0jVcDEg;9;O*UoWoFm12N*JgvExtZamu3sXVDNl z;NS(H@qsL%H;vg`nl`tQ@V&k&&jGNp>u{Kwq`pamNxUc70Ki$0D0co33>U-$lXecF z2CRZW7**DLhXb2FOn2(j59go&W8g^B5CFDd4KyIXp>zNsns?#04HR%{0UQ8v2myCc zu+P}83r;uwpa-aM0}24Plwbhp(1rcb3o`}}R{8~Wvz}us0V_atI;adX{J;M2)9Vn) z3PA-O;D$_R3fTYvqp-Md01GO`z7xd0OYBJYfCZsZ5Bp#NLcPRK*XDBp=NO>Fi`xMX zP##O+3w{s?g75|fpaO5X#nu14h8;TObuHI!N)C%42?7CYaL};cFgSqi53xW1ZGZsb z!2}UNHUP8*eER{0=?6m^HoxFVI&ImQJ$H$70B((UvM>&ztv3lE3)8TjhFbt_NCElL z52FwWrtr)j&;i6};<>%-K(X5+)XM6o5W7SJ2~oPSQ`|U|Owo=f;&22%um;X;B^kH_ zyRspnW!-+l-f?Cbtnwp3psGo+y5{T;X_*7f+fBgSG1sy&J8<12lf0n_mpPDSSRxLn zbp#rB-}T^ags}m%B>;d}dc2C!iM$MX7629STLW|sNH|K~a1L8n5A~p8JW?2|eh*B? z7=t<5z@b|Lzyg<&*{uI336T&9l8_1rU;(@^Qv#p}6QlyZunMQw=xLBGZ-WXeH442T z2>`(22L#gmD$;x>0Fht};i(JL$pXtz3WdH8iZ?i}2n&1*0D)i(7d|4AEd{-B;i#Bf zJ?%F(%&!u_0_Y+M1rYE80pye*34*YXQSJ}FL&;j&z5IoH0^BM`h zu%@;u5K=t1k53G1x(xkb@wWisW55feU3f0pXDj6c7NN*v}py45=Ui7_bjaUk1zI`c`NT3D5w#unHGYqOQ*0 zv3>!*K(2BE$;bZ&;<>&LzZ3|i@TJHP0Lm}fM=StvU<|0>03_h1_s;C{UlXf*Rh;YF z2*Eak{i%F9pb?i8Dk)=n14@v3xam10qefbpT5Jl6UzKB2i@Z5LprNx@!Bmx;` zQs18)JB}9A7p7v=f%<;!_>qH^P?lxQo@LpupEVZ%+`5%uYGA*5kpu)PXbb?9eQL=F z5RjtYvH&9HN-7}Wz_)Y~4m9*v56)WvER@adXQ{y36)^y8@wm3_+csng(v3vft)Ec> z+>((1K%4)k%>X3uiY!Hd9FwRNyiFm^-?<2n{Pk-m;TCcqZz&BN^_IoBeUvT?Oh*9% zISDj=11J+Z(OVuRmnAS4$w5hfo38syjlrL!1ds`O20n^ly5?>p4KyYKwAg19-&z=-w$Rwvysz@e(lG;eD zhaU3k2poW5rL29N(!teNFU@C-s6s!fy`1X&vt5h__$TmqL-X&@kEX#bpRen9R+&vM;(1k`naHo z%kmdum)CjdG#pdjvmJK)Z0F<9_Eh+^db|mMmwne!8RL?LLXIYcEJk`Dc4D@eUY7p{ zTBqWcEUviVi!Cu`pybr7>EwdiiTNH047oI3wby35ZMWZsJ8rqzh64;AT=*aXw-orm z1s|wL#3V@l>yuI)qKHNuaik%7oou`rln|8n>haA|@ zgp^FeNGS(+dHTiO9lRi9bw0EQ+o62;0BZ+6q9^2xs(=^~E3I-67b{J`dLrMs*-ra@ z{o7tgfg$$?Al%3xp#aXU9~&S*By_p$Euuhm-5a%(YIn5j}^AkL5i6QXN20J=LABIRn8=f;se)iL!{{(12 z1v*fI7Sy2l)5o=-CMsd&kD>W{)maddP=!t^p%ZoJK_*&JesznY8P%vlLE5cd9dn^b zIq5-Fx>A<5)TJ+lX-s80Q<^3!qBX^7PIbCdp7zwIKLu(~B{@<<5ml&1MQT!&x>Tk% z)u~T~YE-2mNf)va%ZYh2|z zSGv~Ku6M<2UiG?HzV_9xeCkDD1v^;67S^zbMQmafyI96H*0KMOg=}OcJ6XzB*0Pty zY-TmPSH1EJ6-Csq`B9{Zgy)+wRJqVy59wFc*Q$j zNy65<QW2JKy-em%jJKZ+`U)-1F|&zyAerfXCWj0TjxR8s$ z0u@9}g)7X$7gKmfIJVHpxx~31y|}`tMg0YDoaP+9xI#AOL4{hC0t?DU0t?dGk2Tzyft9T#q_z0Z9_~!xqSqj#?LyX)m9!IlzGLhs!zK zCXU*SEdd6RcNxuK07E^!JtPxLoZ{p*H@)%Hj&#&v-Tk-)7QTS+N#*=B#5lOp&q9}T zPyua`nfMl9k>XeNgC4xz$HW{WaJIMoECe@HI}9FM;*LfPo5f=y|IP zRgZ~RT8*lcx6~**8gopHBXoy;tQ8y|?!XwLXJ}l&5 ziaLb)6Z=Rhy^NG7Ei!}beIJ&AOlG#gDud7C47)nz=Ael zhjbtVV#_o@p*^qj2ap3CN#MSI0JZ-_poA}=f@kOlGQa{U`+_oPhd2;5FhGP96vB9E zhjWMoll!oNKm;tPgGg9BYoIu9=(>L!zjP=+RFJxBQ44F3I!c(pD~kgx06Jd)gD)V1 zQYeEf=!JSf1S&YhFW7==@IL_LG1{BCaHxi7um)5RJ5vOML%f1je87F!L@@A#2_&`* zB*v!Fg{Im-Lg@#ClY&wEf_WgpYB0f6m;&7B2Uw^)f4CWTP{2WXh;%pyijy@e@B?xn z12SN@eyD>hsD|2mke#Crc92Ji=|;4W$ET4qK{z;dK!h(q2X+8C6fA?|*oQWNg8@7Q ze^>-k(}rz8yMCC*cK=6p26Sl)F15i8%KPZEB zAOl4p16@c3D(E@U6vO`zt4K05xN-PHPvAn`qXIIB1Z}7XPp~sNoB}K`1vyBAzDS3; z`^vIlIz*_+m_ZI>g>6$0_gwiqnSh6PqIZP4c?}Iq*b(T+EL=#}s78I3R<*s6A)8 zhj|b?tb@%h@B^%K#Y729Fpz_3SO#M-hEcFWth<79tU^Dq23~7R)&$38sJxrWPP^n# zfWk`4?mPMt^|N%q0zcq|E#QU4+&S#SOg~^lM6d>5paNL>MYF?r8_Z|EpYS%xm1V6YzJ!~ zPhPl!GDrkO5QIoT1Xw#yCe#OZh%F@5u9;lZerUcrFw#w&(;qtoV5kFsgog>$PyU<* ztZRcn@Pj~jgs#jwJ}uI85ViuO3yM2cEJy=Y4FpAqgb8I!IY!1qSOz_4%ljPFd)tToJWEzP1XK`Elg-z# zqylGp%y29MZ1W%xZNAL!as{>zH1TbJn zAcY4=sM=}ZQ+cdWc$kNCFosZj1c7Y_g7t)4?1fFZf_>9MTd6qJuJumx18!=v2?csRQ=JqP~OJ3Nd8VF-iF3$4C-(82vpIamlkb=X8X=mk%pg6b@pV}08Sw%`lK;0)H_4d&qMf?!WrhHZV; z)CI{tHHN=6!E|_r6y(GqNmg*gQnJJX%41GtE6by-27g-zYxn|W``pEZEv9RS6r2Vc zC0Kt@gc(*^ESm)?5QTLZK-fdpFl9P2xH8_w*mmFsJQOuQ@Cak@I||f=cJPCB^E3Zz zP+wD6R`f+fDo9GBRls!6K~a;0SCfJnWJ2aG-==GW0Zs>4BZGT@-_k3CaA1czAOmt( zhjRFWM<9p2tG;xY2RR^1D)G8~zhdc{_mNnMAW9aCzqQKn4hW@SuxhOKREhk4j&Nu_3HE!)^SR*yDP*-B}Q=F^qt#+)rp zkEqdgJ&v3X;+T%!f2(>5nbtNM(3&l(~)NBvgKx?N!NANXfciHWUf&h zL5|r%=s?J7eO6Zrrs%OI>#{cMv*uunR%V%2Tc4IKjW+4FrRm;EYB5D=u3iU4F4A>~ z>V2*1y}sy`uInH+>Sd+TNe$+@US--U&Biv{!;a}dpaj5v>cK|q%f{@?*6hu0F17yY zp6=;j{^+!&=D6Hi1Xu6{XYdAB@Tb!62$%2)r|=55aAfV!4A<}t=kN~q@DB&^5Et5Au4^g(FAuBvGVOt^n&QFmcuG<5K){mbyC+VQ-5PsiBu; zsPwL>$fz!PwPb5yv1I+$;Cm9apOU6bylpPF$yHec3`HVZ0YhP%$PDkMr!#HVI3@B{J^1d zg(b*-aQf_%6DXmjDOjj5rShfC%zo>(=n~pz=F6K1`=tYO2w^=xqOg)JYxZo+nkcoR zZR_?e+_-Y*(yeRvF5bLnbw%v!a2+Zdy#)WR@K>$FvJZ*;GG6$QZ)3k;2o8)Cxi4G3 z3K@IzLE!=o$c(G?-RxI%>4>^IjH2SnA(=$Wbm{7KdEsS$G$<4F^S5+E$B%FSu2aw( zam=P~Po}Uqx$uMxBcl@7VexX}s3R&g&YK{O%aF4x^tSu+hk?86h?gF;o;DUMD9s|1 zLQl+eD_H6657W~MY;lxOKc0M{2tvzzQN}(&$#F?hJX_dORzLe#D3pY63E0m$ zF0jDMLG@69M}z*U2p50?`s3n?G0He2jWybMBaSm|*H>V=2=u`^hxwD3W$j5vTyqqF zF^UV7-Im#9iCoZ&E>ukE7bm-TXiAItdg+B#%h&;dyuaM{?7eVsSZ2Wh%M znsytt$(VP?L3bx(%{`YKl++Ql!YI(Gc3Ga^Q4n5ae3nT;2d^pQ$3X057u}0N-9rWo zklg1Qt?$keo$h{ z6}pr{2089+1fqyGG-x7<2UW97y$~4&a6;ZJgR87`Ra5J&Aip$Te!`WusiV&I)jN3`e1U6xwBERK!V=ZHawwEl)T{ z_NG8;!4W5&A&X30qIzm~o52xLA<%ONKgqJ7l!dk@qKc{~G@GBA~lTWtddv-j%q1sRc$am6h{ zF)PQp2Z0)`=GuHgMIwIaBrF-$CbHBt;OZjo6<>H#ZXEseLIoL;__2i|LS51NGLm5N zj=dY5GeaaST*a?H+{9ow;_J{rlH92D(+&?Vkgx)>gP&D6Nr>mFJ^0~^KR)>}V(fx9 zD}1p22VnF?!PQ4z2FL%89~3%L2Lj#9Cf1Sp&;c0g0GeLFVKLPpgVn(17aCmTFNsNn zmLd|gM%{*J6eyCG3YRqg4d*sZQ;*6N*cVz+z&Czc$JE@XG>%-RI^O|90x1}o4{A+> zeW4T?7~=x=6^Vlbx)(80fD6GL#1bUfgg<7n0zIIE2JV~36tFjq6_iXFDxgI9TCxl< zaFL4$^T<|+L4_esXjgLhlt0=4hkD52a+&)Sv@GKScX3)VhVN8fCem) z!wq)D18=a=2KxWV;!C#J#TIX5Va3OEJ?h3f;M;&@)6O@EV7W<&W4f;WaHjIM>C;5~Q+Mo{> z_|YGphynjMTp)*D%)%5ZkXA`e8rQkfwXSxh3opG}Ilx?*{Bj1*y&^}iK61_q zUj!X*nCEqgpus*lgU$WH;Y=N1%{K=+PJ$H46PN7(m=epU3kW1~0-?ev27-#qi1RW@ z${(Z#@+TiI&7WQ)6l)3UwSpXU9g~@@p)mEKZS03_@lnPX&e)H8Sb_%1U_paG<$_sI zLOvv6K^gA4maUuv40;gU>7IdwG6cd8flx#uXzIqB%JEZmIO9Qh>QkU{;Vhlp0g1@D}1|-t% zR6+kN;t`YhuIF3EnNoa#3jpb_v{h`^oRlOAtQN3=ZOj4F6Dg*k;(#&aOluoslD<%( zhc^VLWUc8uayDjyFNSesC?&HI_hd@FV?ce&VDwu!*@PixPUVkSci+dd}IH{ zEQ7O;`ceG0txb|7ViX1{?z81O3NPhQ@RAxaVXV%8G9bsdr zoMuDCdmYuBG1VdxSxj-Hu<&N=KLrxdg&Ul)y4@|KlB{rUlhzZARd^j7brTo$Ll-QN z!ZNh6h!tcv6>3%aeD+bjWjrGWB!ERYSnvgH@PY+(m@D@Vm$LhV-#Q@Lw>)23SY>y4k9sd5y21+ z1n+b|bM(Oqt`Y}ARpSjSScX0>>nkB_kS zoLREBtGWAkU(-&!|GmKluI9z&```rm)54X>n23Wxoj|sD#UIY@GKUBCLEdNCC;*2Z zkHRymKfc0?KWmU+zE&%!Lv$ssoMJH{l|_OdsLuv1LkLE~6JApl_K9U^-|i7%?GfR(If>=*#1m#l z7{c2+C|?}XUiLkqZzbFvG9er?p$iGd2-Tq&s$oHW4Ijqg_E83Ah2hA-#5$0}fdSw; zq)2or#39vHi)`0~_yZ+X(nCz*Tdcz+YK}kb0{}k6C_+SvoMN+Wgs-?7DJn!Ix`eFF zRVMnN5ayyT?qW=&q2;02Zmj?#K1Lk^h7Y6%H`zuU_8}A2L7c3c_66c079$vdVH;A@ zG>##WS>waG;U21=bO_=#k=9~}qc7s2MBI!ZGNa|80&b)7p&=qJ1Ui8R zG!7#Q^5RRV1umA@!}udg0Awo?BtjY-#jRw2c)Bx6+rL#m-f@?!uhBv}lkUFjrFW<^i_ zBv6jnOkSi-HXKo2q)HxT9Ll6piX&5s<2QbsNJ1o3UgT3YR5HTCOE54P`ZWrB;9?T#jT|a;02)pHto?O_rqPC1qV2)?cC_UH)ZP z5~f}@Wh1hsOPu9gG3Hu2rea2>WSUQ4_N7)a~g&xzNTJ9+gs8mLS!d*ekXX&MK3G^UzMkMo+o3*hju7dTvLQfC~aJ)KY*x&=4a(?go&OggtBOZy6Ab1 zsEXDGjP_@ZmL@8YXo=FsjfNW~;VtE4Oy5 zw|*ZY;-ktjB&V$cC)Q zjx5R6Yb2a3%BHN!t}M&8tjoSE%*L$D&MeK=tj*pm&gQJn?kvyttk3=|&<3s0_ADh( z!Xq5*(H3pZ8ZFW$?aUS}(kiXWLT%GlZPZdiBowXI4lUPqt=E37&l;`Nf-TvWt=XO} z+NQ1AuI#D41p5V?G6yZCm@6}ECYF>#6IW)5!5XX3<2J{L^znr-yVY- zRDl`%!Zb`ELg>RW(Crdbt`b!45>)@e9+-g{WP+zigBCmi5NrWZfU7>-!4u@|+paF_ zwl0Y61MD8e-{!*~IDr!+!4ePwILyS~-hu5pff5WsG{l7DDghGQ?hvR{Lg+&)7%vhW z@9!po8rUxGqKH1^Lo`G~EpBT**ufBd!uGnZ_>M36PR#870xp0d|D?LObxr9E511V?%GQ=)S|a!CV>qv z!6_tx6EuPUA^{H%f&99z1cU!C1{bjrAF*AyunpVr6NJOx>H`!L5fo1`3xmW1Bg7T^ zZTC9C0_Sc%fJ8oA!zr|a7$?E=@-PoO!4QZ;6~FBeQ!o<8u^i9wK3s$UaxoGlFZ1$2 zCd}~iwgMlV!5Q2E9yo#@zk~*70v~uV4IjfG;4u;`LBEi&IE2C-gu)=aun+U_@$P{p z-~lO&up4_X5znzHpK^_GMJb>{DiZ4ny8-k*uM+$MCM+=#kP-X-ff6J^-STqo4g)Rf z!!Oir@aFGBFs~B)?(tRu8y~YcRDlgE^BpVj@e=bGwDPyUF)D8}H}{7%Yycd9K?=Yz zuIfV$FR<;J!8PVE^8V^@Ea&l9JVZVWf*Eu2 zCL@6vQ!^S5K|s5$Hg_{bN3>krpg-`y3C;s@X0%3cG)F(2IJkisS928{LoK5*0FQ$= zfI~?y@EM)x0!|?Y$969{L0{3teEI}Hev`4GKCZll=PcKfJG#>DDM;|p(C$&;P zp*VQ&BN+8kN3~Q>HC0!&Rd1z4+bTJDz~Z@bC?vEKNOC?jZx;u!KNK%Zcd-_1FZ&ko z|Ly=Vm*U@wLs~!Y5HwCg&?>2$>!wtv*V&Cdq@4+4H!3@K0K48Kf+yO+DVsbAo=MJ*1!Gtj1 zff*P=viXBvbMfuE!5+AQ8QcLM?5-1>_%}G!^D4=;xRyS9)p8E47e3Puz)ub6zg?-C+{dv@O@u+RwGph zXaI+o6&)V~OFID(fD&9J?r0CeB-8g{V>pYqcoB<(Ki}>X&_yEi0VxExwAQza?>LXY zE%PqHh zES4g+KJgRhgD6|^g8K>;`|X2AaYFnp3qSFqM=lgQ`t?$ApGWJT2fC+|B^`CZ2jIuO zPy!ENbFuzyH1L6VyDt&MucEK|9TlYZ5`=<0 z2X9<|uo=uVU)%K|xbROqfhI3-5|Dfk?=wQ=Lo(m756f~6@N>lDI>j%2Pu9aaXaG=X zg9bEniQL07gnV~iwbpO_QIZ2WH1!S}a9`^*RC@yfhdn}*JkKuyDZm>{7qCJ9^boYc zHSo1Q7d;;9{0{SQ@Zy3ue1kV!gYg=)J|{0Za6RHDepEO0U6;M$KR)C~zT`_a(`Ww? zsLVsigUAOc@26Nj)+g)8_wVg;w;JPh&=d6UD#0ndw(SDF>{fQoBlumraM*Wu-nTwr zx4!NM{cHC%Ixm6nvhKB4KJiBzsCWYg%w0d2!{)!@JqW|+BkKuAHtz1b61=l3)~_$0 z!N1!u5u`j8A44xIff<-FzoSF(-tH3ILH%C#_{A!0Rye^70Nig0&-g z@&7+S_!BsgU_pZi5hhf)kYPiF{nlxiCeT`kY5NBDyC=*;IENoWh7>uHWXY2H@?Eo| zrqZ!JWl(c>OQVv?FX3rizK24@oyOwQRw+-{z8S?4pTf2Ah=GD8GZ(qNE0S6X5m~i2b z{rs))B=FXUc?31~>S&m9Ws>?%EkTlG$uE6h6@CRRP;}jbrBM?sO*%Dcl-JZKQ8M>) zzEe(`B&l-Ev}NDF`No~w8+dW!$B`#jzMOe;=O7V%Se8u$m44GS@bcHM-m=Nh!RO7V zB#DzGNuD$ZyT=I4z5$ zOxdm<@5nLGLWGWS4~Y$lSmw0Rd_zfz4Rc$9u2yhs!o3{4Q4PckVNCyvKjLDn(Z(Bb z%u&bY5K{*ofe`x<$Q=#bXTJ70Y;hnXHOT}Q8UtI36ikvJkuy^E`Nav`wgh5Ha7fAI z6Mcv*v!EHxOjFG@*=*CzH!aLZjVd|AL$zOIo6Qj@|H{XW@;2OXi6dmn#|+%+9LP}e z29*g;8_|4J(n%?;)Y3~aB`BypmKY+bCH1MI2^Ha!#;|=zK|;k*IUB<(e}cMWwoJw$ zjT9s~GbB?2Bi+^4Ux5u)*kLLA>NC@VT4L1PhQOt;r7#Ip)geAp?Wxh0x+Bmel(3W7 z@Ou4L+;Pb**IaW^(riQBj?qV&YDroOoL3!MDwHkVOX7~x+y(!qE@-zjuiJB%3zy)7 z5l&d)g)dwxlk(oXqm?Bn#zUQv)}z=}J`KvJit=W2*0o0o} z80ML2uG!|B`^qO1Gt9u`8g-r6;SrIt4fsBk8G>q$D(-l4AgHR?(1{`XsB2TEhv69K zy=30n>#xBM8)wl_It5T9mUu#IgP>9uiP>KM$k^U6t5U_ZOzeY*G0$9c7#mOgk9-!dS06JZe*)=~#6i3Xs@L9p zEz4bxUG~}AGKLpkfT2C4rCRye2{qgp;tY}Ny~YgLj)?zTE#6BW<8zK?0CPJ3hT^nYY=hFfUnXI{w-f!~Tk6(VV`?;Y)_^r=}N~wov1ONG( zBRv2PkbpKzM+e~GhlvQp8x3^e10fhe2~LoL6|~?5F_=LOZjgf=jG#E|fF!h~VH_Sb z;R#WgLKUu%g)Ma91wlB3N0jh|HMHRkahO9L?vRHUEZ`5fQwm*BLLxwX+9{L}Fsd0b zKmugq6QTI6KtxD)qLG_EWTk|o>18SZiy~a!_eC*|F<6iB2Mu6ByQScQ6rb={z4FnD zOyDFhOL4^=*dPiolCfi9?paU9^!yf;^mXATmW>BV*+l%a?4@{5;2TSl) zAVuOtOm32s7Fq}NvV^OF#Y|dGAcA%}=@3n(l9jD=x1ph#*-z|UV+gAj3$$UQ@#qA(TZM`%uyn$`4&p{g_+Qv4+-L%|Y4{8S!p z)v}ttwB|X{DMqDL;SAsG%RY`FnUr_9jdT{Gl1iq=1k{50b0P;oW?FoIaGTd zXAr#|i=d%FBmn&xP>D{Ifa=2qKivWrWwFXc3e5*Ha8auzee@S1{g6Iz;RvTKWf&n9 zV?-$$Q<+YWCdX645zxXGgIZ|_tN@DfwAlYse|!a~H_hqOu2F?NodGItSOR>G%0!sX zl&V$5T+swY1dOg_DR?^1eL^P?KegvQPsqkn+#tClY*nmtqK^`WLe`eC)reEI>Rs^~ zHjS!iGfVKPTlDdZJKVt#VNDsn+;hrwIZmhq$w#0@^}DlaGm3W2>t!)JGmTowuLZr< zLBxSC^SErW>uT1S5WAT8?21ohhE$i#~mnk21l+(Hm+iuIF7f3D$qq7oTBa*of}>C zuD4Q4$;TT9<6ii>=DmCZOV%(V--rKBFTL#b?|%V2uKos?zy&t&qy~Io1uvMvI7)DX zAsk`L%uS(ITnL4`=#ag2Z@-n5ri4L^xptre6&Ir(STaG_;p&4FgjL>5^3h^LMB^8H zz(Z8|RpT4CF2;B;M0H*H;1CbFT-w+G9KIle6EBK0M=%vw?r@$YoRUv|B2S*UwFF%u z#Bf($f+H@xDA~B|mqI4;nZMN!#PGl)pp@mh1{PQ)EbBf{LKQPrr6N-<&>*2jk|~wM zfEyTaY7yjvoMA;-1V=49c*C_dxeWmQ$J`hwCU+1 z6QZ<}J_fC!I?sd@fI{q+h`{H9_&HxhXtSUZH^M_V_ru0E_srJ3z3Sy-W%h~BP_by9 zDWejc#}k-1Et!xmzikL$4$bJKOlDpt`rHM7R6Tgm2JS({CVX(@Q1cNAsl50gD82(9 zuJMbhxU=HW9xRS4uCs{)li&t7Ih%aZfe&av1E{E8GM8jwhM-2~GlBVqYyQfTpPc7q zLQK!)w{xHmo#+h~deM=d^#2}R=}mWfY?=OasZV{TQK$OVv5rowXPxU^FLSxQ9(J+k zb?aj{``JA_9JH^U?EwERd)wj8O3>u|ku=BF+=p6oyYD^kd$;1aY4`TH4<7KbGuBfO zkCMb6YoXUVJmNw3lzdE{@|9OSR8Wz#F+U4-wE{8C39qH|kLj zFnr)URZN|f0Wbg==}+X1JYs`90x$s;Z~+;x0Ua;_>8boQ=lsx5>`LJS$fO=tfc&=O z9!9|f^r0U1K?VO3p&u531Sp~ZW(QzStp!PBRrpF(Gz6D$$pvlj25~S4aS%S}3eiZf z0)fyZ5P=FhFc8=PBkJKE{6K94A`r-6JGw&!iERq0&>OzHJ3r z>}=d4U=XpGkfc76KnJP>48;)D!cY=Ftpz8s3qef+Glv4_Fzf1YJM1A5R3HOGu@C)0 z5dcvm1d)2M=@8}ZJPwgt%pem+1fi;+5_|^{Q%eRe{4cONKxc z(CY^~u^Imx0ujKV1N}e?kkB3wff^B`4x&*NRZxv0&J4tB`~DykFrgA&ViqUw_^MzD z%s?x|A;s?C6i#8VFaZ^{J1?nIWyHSnwX73oU z@8G307?1HD&+*8n@oduXXwvR>lERiz?K*NO8G;)+Kn~hr5jwzB%3uoWLH^(%9TLF< zlmQA?ktofD6R}e1`oR|n=>tYVAb4N}5Th45K;@pPJ2ap|wvt@5vMr15=hmSv*nu4g zVjcfXY)Ig;T;6go{W6#`vaUArFA4Lxy6O`&VZMZ^FAK9V0ck1zKnZZ*rYMf&2GcPy z)2f0(b*2rP7&9|L^N9?{(?(@-Jo7R`Gc^MW+QQ8=7ZWvAGd9l&EDq&7h~N{b=`&?> zH@W94%8Q*i?lpyyH;FT#2I@42vpDy18Ez+cl+#Ug^EpkfAFxMzq_a(;^E%J1e(py* z*Cac=bJ5PB1M0vJ9xe{iGd)+R(!gOH!hzMkK|SSjJ~3zw>GMAEGe2)AJPV>9gouc$ z(l}Yn#R4$K{)ETpMOT82byYx%NbnwD-OwDxd z%JfXtRP54pP2Du>+VoB3RO;e%PVF@5>hw76pXdVLVx` z1E}=_XaEt+Aq70(1ExR&Y``Dt!4EXR2WFs<@Q()4U^~bG15Cj`FCYeDAXy7`10I71 zKHwbI;X`9U0}Sn9os}XkAVMOc16*L`e4!o$K?6QOVl`kEf}sOEAbbD(0Sh|d0;oXc zVwGk6_J16JTvBS9RUXEqgF{-snhfd??|35FzIWNwObFS;0=X##|-1q0kzKc_+Tsw`-rA-uK zdTn^S!$Bbu1nF_)k_TjW`CYzdLNmy`MXao^k#-eChK6>|a6HWde^AGfJPsd0YMcH$ zzRGa1Pvw!kfD$L_2sQ=8~0jxFYqR{aM(066ALCItJnJxP zsO#Gcyc#I+Tv{Cmbkf`NycW$~2^+Z6CN7aKLpFjVFVgm!V9z(mDi(9$7bN~QI{ije zOeya|Nt6Py_-rRm@bD${ivyqBBE+PG*AEY&I55in@Os1JJ$1DAST#_LaPS4)*y+98~J*f}9V7Qwrk-LY~B(y9Q|n z-K#Rwxe!Mb-nfLxQz*?#<5`MR0K$j^>^uA@3kp|#99^aCtvhNM2Y=qIHHTKdsW40!Pi(Dv{$+g%O& ze;dBaHy%Yc{^@Ew`P&FmAk#*X>AT4c|HzCAO)ODO9NkSk|C;y}nuVj9MZ24?{5wx# zx5z}bT<>mC`q!eW(5iV}0@&SZ_^;Jeq3uRg+pX?4yMJwt3hk~@?VjE3zW>?-6gonp zIwHC|V*Yi+DRd@9b>8jny#KE=TjBXRSK%D0@br91snAss)m78o_3U3)lR|e}l!1*i zUlz#XeQ8xiTns0ed#nIE2)dID>gkATK3YRBVEbfBEKB*3?Ne9eRS_ej(tjz)ND~>I z1WYSQ3^vHoO7iL&rRX;IirVmX5fKX{#2_B=dX2M_h_Tw3?cqWXtMZ-M#&OcdW18{Y zpC#D-n(%$2ASiJqKOMP|Ai-PC7k}_`_7Ksmqk}&OSblUKkn;z)vM$CBEc17S>S?`2qW%aV&*eoH_$@wvODxjtqk&7TW5V zekHmSiyWjN#uO2L?-x2mDSV2^IqGyb{*Axg1dAfynZWS^v=D3SI6p*M@U@-qCeFW# zTky3*9D`U2m5^8-vhWFdc#VC5g2)*dWB^GOu8CUnBQp5edK?VQouX8sm8;;YDM^nMTu3g$&wj@WVT^^S}Sy_bw- zKaRm3D)OC@md~u`{O#ThObx29cFPPfE?^P1j(m%x)w|prFg4~uJohQk2UX?n!7_{W zelS12q)}Kbbb^ErV)DGI&7!$Y1h&{#5lGO|kVCkE`W(ITxYTO*xs)~Xe%d@**ES9V z1HIMkYZQ)QAPiI-^K-_p@cFDFq)R@Yjjn9Hcz=Nw%+X0=S|PDmmmtIj5Xq{1sobB( zi>8K%pI=Zu(}TCiXU;0B0^R z^oNKrierwxGiAE6uw8q)%fqwaKuz&FOgcdWYV*o!w>1~HAkTiCY=5h|!Itr7AzJZ;F!J(U5t+DMfyx^d63D2($Mn+G zvn3k$IF-_*Yvw8p3glzpGPSR3Eb6R#(`4!vp4oOsp1`lwFE+VM{(RjrlJ(N#7VJ+D zOQk-Wp&Q}Pa#;N&PmId-fK7do^!FXs$=m8%!s(9#l1n$gr?6%kyQHu;- z^mx6lQ)nxBo8~9?sJ5T*wd5bq1$ZhSuvw<`)^k^he&H~5i~4uUpxAl1HhhmuB}4J~ zw~tc=Ht(Sq{tm``{-XEx6Wik-#dE)We?5=*`}08fD7$!dUP1og6Mq5U8L#q>>4T@s z{h2ELrzgk%{+*#6h~UVI^vjpe+GHKhtE9#p5>U!8$3!M0oi)>cKT49=<}Ah>Q+Q)x zPN@PJI!<@Tw*SkBxY#h}bWfrW=A3?YM#uU7wbfMT4EZl(&Y8-mFqbSfl&(v*7Vlk` z2YM3YE)R{A>0NWojC5TeS>C?unrrPh?)vz4EWKNvQ--eF6StzfZuwpf<8B3hee~{y zfit@9PeWJlx)()$8Fw#^J*D>`#iR5*N|JfgJWA6fCOpbAl;NJ`4~+CYD{^nAc~<88 zO?Xxn#lpR+OEdJmYATD;ylQJ3CcNqz`rzL6%``W44Dz3{?3^ZnLTQm609VgYi+hi z&PV`+nZh7g3}6U$^($b!oYv6>MDk?iAq=wrKoHNNdGtLF^66^M74)QdPAZLIggOXN zLomdRA9WIl<49NWdn&^KWg?8jxG-%*T!<}IfYtxKw~8^sWFS=0gKXPwZW=gXk}E`# zHa!x->Z|WmAKKlNP4xnkyP}%MQ5#fO!94K;f zD(`>HzdOo73Cy4UhTH`Ze2=d%1QPB?Hr$3_i9if)cnFG&5Y!bYsBXdFCd6|xu5kTq z$++VC4`Lt#Dh`_bL|I-pZ0`|b8vlfM-Ov@Pw0L~wDBGm8=h|dFv#tO$r`Uo6(@cr(!@By~efGNKD!z8d^Nh%%P6x;4+ zS^=M}aHN-{EhG-i_# zh}v_O*;9?bo;G;th&>5NzD9I?4PnW=kPqk$H0w1>&@PYXqPIHZLoPUYxQY6)ELl+@WmTh7Bc5w61Dd{IK%M(>POXAAc ze7I-{lutg4L{wn{7=_hV$q69JEvhqtNCS$;s`yzVh zr!>^1jIYc}c;<^E1C5Uw-%0pIhl8)Qki;QwdJ4rwl#zIiI#s~2xFy>omFd&@x^UX| zsh#xO@v0>-Z#+Pelz$Gd{!``!F`=78Qt!Jf4;HCDyJ9*|&Ghw{Vm|xzSrZ60l__2* zL(=_DzAkWHjP?V<4$V?m+FApPz78(iGkminq~5H&mjLDJOu0leD?R-FCL0Iy3*~Fr zIFLm`Yw~B8s{r)_1Kt66huz;5Ab^5@Y;ae?@bgqz`f6P$%LD3%FYgBKfplcfoBM24 zqO)g+N9tTa7V-3F9R3c;Fbf*XBMXpNbuSQk9{@yA>MNAL1ptwGN}#dgmt`vO3F#5> z;VIuG?ry7dum_8~B-x+?<)|3BI&Fo8jx6i0)-JByViBqoI@kg0!;u5Pd9}bc%?%e? zdu`Zgqkc4-ak5Xv#ARua*+)xMnp9GItT0y zv>cFgYXh`;mtOu%duMTQ|1(`{WD>*T5Hr+jaiWr+cxy2MY=VaZKBgdJMMKV!@*_Dv zC6FD&fpaGdkbwYpzg6R3?$6P2i(dy+r>0%^dP?m6G2ShC&Mu#(vpiurYpD-ApU#kn zGeWLQ+vKvlujl|04-EF-j1P_<>1YV^lgG4FLisrUdneCLN|6}4L3of##QutS?`~!R z=b!7);i7~-=M*B{XEc}o@m^~_^rdRw%%U3#1 zpLNhDD-ed}RvH6_lKcKdLR8-H+MPVV*BX*HYR>rS0Iq8Mn{1B|%1;jOsGbsVDeTXM zYD_AkzJvEyp8RFCSV;X%Y%CKAjPsL1+@`K)f)X@9!~8t1?9N>DFuYKDHUlKRv+d2Q zZC~XELPHT4{bw>fig~NzI!pEXXoQ!5IKb_PomjjMggig^qBRfgR*hzIeor3BH5 zcXqV3Ki!}EIyqAcG|LgMiZg=DVN{+M3rpf=C86zt8832lRE6qQ0ShdNlvSoG*1ncf zbeYte!f0*K%L_Sl^;o1WLe35x69L(HBG#3F6P8MCes+Y`~&v=wKwpBNMpol9T;) z3tAJMA|L{!{#cC}bPg|NqA)OG3ywx1h-^oeBk6C#IZL9VPiZdf&!WCNvaUWk*VRx6 zDfH5uETRc@-~7?ZtjZ7(yE|T_99Kja?5o;@I;7mCf>@Hz^Z&az^dbJjZWhD$ZDyJs zhJPFvPDL*q{b6=rZ7>av~ymuSFS2nuC7FxRWN;Z<=nt>RW~h0R2T-A;u)ywXvu(pj(4)vNM$Giq`c(M75B-Kq44 zR|SYw1?g3VcvXd^RYlZRMNL%2>{Q)>SI3D}C+Jltc~z&RRo|_xzBf^Qf2TSVUXv|W z^H9DfV-E2KTl}Q9reLDx=}t{CytYKFwoI?K!mG9_?X0$@wzh7f_SsHtBfPFjtgc0` zuFb2iBdzXvZC&?7UGGj^zgY48W@O$Dn&MSInpQtvTi=;~Vd7o=_}}_5&S#_Y&ql1D zQ6iu9=RfP~de-~5{{9?dQmkP^ui>Lt!>6={?b?RjiH7~1h68vbW12`8x#$IFUM6WK>jQq2!h;f;`i)q>&N3Cw3 zdtz&Mu&uj5tJ=Mm{QMSeo099@O^V*FcekGIIh@rZ{3QFs8+mrkj zhkLcw-8K66$nyHF$Vu|%^EQjRTF1H?H?Ag=$r`mulqI6W<#Mq?H_E=C9g66TyWE+e z-?saYjAYEVNse2hzq~a6VV!>bWsg zFsR>Ovo|Qv>!juk`h3{7lg=;?p#L;aFVBMSI<#$L5KUBu!z|P%%sFaNQ3cUlQ-~TN z!j-x^_9+ZSn6qg_Axg0qmX!rBA~8JZc}{=1C}#JmW>5Dg3QTww+(hm8TG%z9Fo!5W z)nXv+w3Os{|j7g9yAOkV& zn1VxC0~u(Tg{JcG9byFXwY;V=iz22D?GKjpfSt3@yYvgG8w?oo z>+mR*yEyncI#Zap!>boHk5Mk7GAMOdc4fh;vB(rGeA@xlOE?4O$jE8{`Jf18mjhcj zUvKO{trG2)53T-CP~Y+BZ+M1A()0_S4`G*gYAK+LCJZYSkT8{gpK!AYN1uzMUnT8< zQ1oiE4DDR6Yq5~oA~NhY_%VfHg+TB69yNkNjNsm?8={Qf&#%nx^%%68`y%Tw$X4oF zj1RKL0lA8My?TyoBq4Xc%pdR~S{;zPU%zZ;A*YMrBnKoz1Nt}dGBK+AasS3Q*2C4T&7g8W8mu~yo;-uPYN z<@aLiE%z_7Llj_E2E|XN^_5sgOphVR00-%e<8j5O28>ar$)`p73*m~xpC~l#<+>N_ z(quYcs}-PzaeDGlK+>*T^}e6FIs6??4-uB3CZ{b5p!OY5=71psjzP(Qewz*uG5P$T z{dY$1_ak_e64%~n5quoCS3vT}0@g5ofqxjlSR7aozmU<-fTe)2Cg6*+V1F`d#Ry^k z9+m6x#lQiag>#L)fCl7#*NoH3}(-0E!Dox)5*k(gZ?l#tadRW*^GMZ#tAkff4&x}X_s z^=e%+okPZNbMe)Nb{4;8hS06KP2C)3!3LM5xsUpJQm!-Qx8~gpT`_~Idtt^)U;>80 zGi#}FwUTzjIyQhb9#<5@7=^MSdb{@9BE%E#?U+5LgznE(=+kb;rx_NB1o+-;ERv<0DHf~zHZ8;(8;m*PyJ!S4J>qMfQhZnG{m{S z&>>{G+*^I%p69|U44>`KqZB=x*BdpKVb>qDWx*mk%r$b)aDR%nJI7~Pn7MU^c2{YA zu0l8BIZG*I{ZILs)o$)%k2t!hj^Ix{y~N;58!~Ip-1ZhR*`}HC-cCS*V@!b<=Ay+D zbx5hn)f;jmAQr!NDSo-22U7g3A@8oc7pUoxHJ`>TaFxLPR=GeA{#0*}FrS?q-6i6* zkh{ZiuT8VDWxt<5GGeH@DZKbd*!qa6h^>3CTYBEb`jFosp;Xfq4kmQWahyAE^mMSO$A_1)(aKrXdbptrK?YYRrN0|U&vSo2=bi?CH@~^Jw z9eIASi)C4ZLBg6BzG`O}Hgu(k)s;U8ENe zH6+_GOLbK8EFSm1spX1@?(jo;fck=q#!Sk6F4`lj{xJ|)} z`pI{hzR3*ag^m=^bog46HRY@gbSggxnf*35xE(a3>c^UB z(RuHNZ6geoMk>RYbTWF&F?Z@#@hsDr9Zgy=>Wvoh8s4fZ=J-_Yh${ZLsLc}^{^P52 zY|#_`R9+wH^0`>5XLGLSkL+7FWZvXdPoga*{(6&#SfhNJC$A}#%gtLx`L??Uj>Pq0 zYqj&w%CS4c30ihLEno60ttpS{OdKf*o(^5K^~}N*tvq*dzPne9TyLWpX#sLi96=eS z&l7`dLl6P!PCS^+Ht%AAwSTYRTRSu%v{wf?mb?fT>vRCKM&nZG`iky{T1VGbOp``@ zCmERdd%lKpU3`G9Ok~8TXANv5;TXq)EVB6vneQ20%nOEV%sdF`i5pmh(q8QR_zhv2 zm&@pM>(--G!$X&0s4()*Mv_vpbQJyFDeh(576(A$;&ZeIw zD{MNVV}7e+=}d)v1)Ui0TQOUZ2N{tB8qwsn%-|o6pp4I>a-|faMz4$io&38WfJ-b_ z#EGErv1L8KIDt4FFXZ2F4*AgBjL0bnxSIW)^4}(y_~KXYG8l1Y*y%pZgUbAuV(1ej&K}!l9DJ=jKvh~PZEfH)wOyK>Jm%v!4 zS;}sGUxM*Msm?J7$loTHUv~A>xBF|B2j5Knufo$%lM2wuQ9ukH2`cGpL|Qp4kB%ci zHxd4*?C}1@+b(y-hvm}C)Hc)cOks##y{p1ptu*Asv9IyeG&C zbOK`0YfunY>j4;+c!~F192hI*BWF(^xH12e!LqMUowO0(HDWkM}8-1i3I z8s8>u|1!>TjJy`SWLT5#8|}>f$!hdsjb~=e%0~5|%e`w-@b}H^j9M>-S^2(O$hQW7 zCUvQpcl-$->yg0ITk8`*xQ4~BQ#zQyA?+-s1+705k2eG60&7U|KrlZHFmY^fAQu7` zq_)h2C=-f+mdZORgc1Zx2ZIqAZZj7+btYh+*_z4=xWse02=WMu3^3$T?tiVU!w7oB zU3xdj5FJp3T3yV(?o-ex3k<#bGjS6kv}U|Nfwjkps3OhyCBG0LOjwTrwm^;@CXEi- zNu5#QZ?y3)-_*pBlWcv~M7Te9_ZwO2$aUiT_!#)_l z($zf2R02c1L!xVsDMp6$tJ|^358t^At4uwd*$O~Mn3S<@ntaj;OK0S4`9?*!hY#_@ zZt!W_t}{QLFlC>Gn*W$)@`d>pgo8xS;>EMLG2B7&ycGg5lrr8E4D7ndW+!vDI$tPq z(yC{T0e;t2!uM7R&paseNjHJ#GZAZRtg#alj53oHlu>xV%W{9BjD6PX(9_lOO;BnT z59zwLyq0t>^8GP4uG=vDs>aWXluWK4k(RjCgvq=l?S1E4)!`!#P?2l?j-68<7hXJ= z1h?TiTwj{3IgT{dhxKl`y_`*@5hzP~_WmowXCD4pQlwKzduXam+wLRJb~m-_g5Iw|{kiQpy)OjiSD6<)b)&5brRXxx_dq zo-}XR=Y+ZN{6Vc~{PiQpzUM4g&Irju;O84!J969JD#t7R7Zh@(W!|tQx*?+3{=Mg8 z4aGJ@y|u^oEb_Jd`owqo_h#5gwYgnngv#_Qm7iRx|2C8h;{L0)#??FGYbuPbmdsoS_w22$6dY*e^Rvbu&DWBUR+EtYWB9)U9RN@HG=jqB-#zH={MJra1KqHLYE^l)0Hp$A=$?sGGZJ(AdIE z6uC@=xXi@q&G%lQH}co+@rO4>oh$JwLT3gNsYh2mDJvr?y@&Xb&%%D-5t4_ ztxEnqaz77oL-hp{`y8>*+lth5Ml|Fh^(R$VCdNqZ5we@;+J$m(1de2t$YLI#j$9iO>eiOHTv$%eXqJFD^ew*!N z?GN3KX#LJ~{pW@HUG@6iJ^DRU`n@aqeS7--$NChc!2q|xpt!-1qQS6%!3$f15g&um zXoInIgYiOxiF$*{9)qbVgXxv2$9vG1#|E=V!&lsfbK-{ciiWQZ4ByxqF8CO}jW%3N zH(V+-d{=L{++(;hW%z!@aCOh{!?7V1X|%>|v@UM6p=h*;G#s~OiuEx16m9f5-Dtbe zXs6z2x5sF2%4q*=#puhP(ZR9NA=3COxA8Y|bKMahIY>j{V82^ek{+(|8r_lIs zz45;ubNQ)u+s zkInH67OFfJYG+q0)RinW3@tS6EVO(rv^6aRPRuBKv`G{;sOX;E0$4MI+qSt#%zkN&pHYN8X3m+Mn z?}=rQ(#_!e3*No-?k03D;cp#bX|k$Aw(QAUK?RP)+H2zr!TUGwoZPgryIIgF`gE?Q zDF3bDm?&>GeduqX@Ig|H@J-@VtF&i}`YcujCMmWAqN5y3=X#POJ5*SWj;;P-`Fd&T zXQ+lJeXtHw-WhQ~QuOA%r?>K--HI5tD#&}7`n#rZt|nvS;X~o8#lH*ca7l&hNsp&h zpS0bo^tG;vQ7?Q!|CD++l9VRBm=XYsyCRZS{@`szt##?gyRqRkQfc*%iMQgc-c{Mz zwENmPF}#&~wIt7B9U()5rdpRDzLVg5Ct1r}KMN0lU2V04wuRUXDcKJD)>K!}KW}3u zk-5$-O1-a^OXYHEJK=X=UFBC&2Mujsp4iUv6ub!G>fBCyzE)s_6C+LAl-S*>!Eg^Q z*~WifnSExr-1}aP!>;!$)Z#OZp@YDscmdH;fy;ven*}Qiy|y?pn}J7GD>1h}-@n}& zXLC)}jFVCmf42Ysf;e34&70B&;j3h&=2(Il-Rw>6HQQ}F`=7q{Jmt3q#BSxXH}_qC z-=}$%jobEJi2dpQhvhf#dB0C3zL2}W(J5F*e{y6`d)r}|_I%1mhb6~t)X{%*?n`a! zI&pPiSam1}q2{ZZrDlC-({(^eI5IcfLMKl;D><_It;HIyb=W$x6*+P?Sh9!eb2K>e ztgbosIu=hk@}ivhGj8yG8IQ4*E+D5Cn5+vmqzZ?wUpyTap?jO}ur8LoemQqtywWM3 zye=`aF1fId+gg8exPFyx<3H97>5I-!a2waOHe@X~B#>H^e#psKRv73d? zg1ITLtC@tWd7qi8vg?i8u9kkTHyfrbVqI?)xmq{4+9d0XR?OL~y59ccYJciVy*zgl zaC4Gyb5?e9iKS-^c@=>%bB}fN$Z+#4a`S3%^X_x=nQ`;YFg)25IWsUNpxgs^-2)}u zgOuHajod?SyNCL@hsC;wFU)?VQ97=7kLq)eo^g*^bwB5X+&Oh8qCDbwJ>n%ij>@Ne zjXaWWdnEgLq{MopW_a8!^7v@rcCXJPea7Sdsz=5bkIYk#ER<(9ujc~^&xgvMIYyq3 zZhPjQ`FTE$^~}rgd{X3@-{4u$=UF)8`E=E@=!<9ZsV52LRl@64D&bY8>{V{$RdL(v zoYzqm>s6iMRa4|u+u&8#=T$%B^=#Fv;fq(}sTUdL-NftNEaBav?A>bQ-FDl%-Osxt z*1I#q`+1RfSA%zVpLfrUckilq-xu%xQ*R2&XMopdP{LpXpVfnJ+#sPkm-lzOQ(F=OldRm3?0u`M$aByWr>hHr97B!*{93 z_g#bUa-Z+YjPLtZ-_^+ne#*U-kR)#qZ$M?-1qxmDm59g#UMC{~t#FN4Ncd`uYEg_5YpW|EI|RZ-f88 zKL6tx|C3e!(=YyKr~Uw%0OBKnB?%A}0*x`@oJc|EPk`Pbz%mK+#RPaG0ntxDz9cYw zAfOHi=raNa9l*#Jz$6*KtP*g+IDo}IfYm>M?M?uDW&lTV0B2(WSAPKa%K)Aa0lWtR zd}jezbRa)ppnzncph}>SaiFk$;6?wyOLqcAG6T;c5n_#jm-_?7Uj|) zs(is}lELaK!5YTFn)bn3{=wRJf^{;3b&G@b8iV!wgAHB=8-55jItVsC3pPQAnDT{~ zNrsrKgjg7d+^`R^^bfgtC&Vf<&q5r~p^ki^PLiR{ zDxogMp|19!ZvLU}cS1cfLp_T_y&6Nk`$K(RhWdU8^*adlKMN(G!vgri0wu$ORKkLd z!$R!CLjA+eX$j$(VG+e)k&R(d{bA8B!(u*!#U6y+ISV7A!{hkE<0ZorRKgRD!;|d8 zll{X}?u4gihTkm?PiqXn*B_q#GW`CB@Qj1-%(L(;bi}!x`+;P{LzRdetyxV`N=_Wc|y?XCERP4k8=RBFX5eCcda<$*2~Us8-{sHv6b{|EP|ae+%wK zJui;xYK-dckLr0D)%zi;?;xuGEQ*4T9^i`}l#Cuyi5@nNeqkRy;vYSFCweS1db~J# zqA_~1KYHqA^z?`58SP^t0Pz2zp%(B+sJkrl9P^q#7Qkrl6*-p{K57sjgVBAuXkO3$Ll~ zp?O_W$5mO!($K&t+vvtaV|=EGzNlG@x|x^p4O{aY=CL!6QT$3`LcD7t z=}zK3!=&bjq+I*tCVVQzEp^sAwaGNCFYVsFf_ub)^gChqE1WYO(lQ@E&C1@)3VWFS zKqqI$HK!vihfK`bOUW&B%^wNNr{otDq!yARp3W^k%}Fe>$}cLbC{FeuEhLd1b)DKjqBvnP^RwX^I9eGmQJyM%rS6A0kS3Of-Q}wLnaqPQ^?N; zM&At%WDOk-4-E~!m~I+fDjECUIR2|?eD}rpRL|tw*~y`;$&uGnQ-7y=?oY>$OwW%@ ze^{7)(=oF#Gc(ihvS4(MG%@#fet!P#{AAmk!#8i1-!07lTNoHy{QP-w;KmZ+*nm%_}13e(x)Gr zpLTXXfBg6P)sLMIi@PVMyVQ-npZoj!r~CUqkB)x)Ir{N;d;j0T>G9sXlhf0a<tf_1?6RV!at=n8a{!qlc)^@zPV)8N0d7@CarEqbrR_NywBGQFpIZMARetYml>C)#!`0U>020riL&Ps>T*_WCsMdBfJG zP-kwu5tS#k*1Yq6vZL`sKM`_9i|-__4YCYN$W4V06hA#q-@nSrz~ArI8TovF9L<_7 zm>T@$vh(KHwSj8$y4%xTZM$!wz9I6#(CKp%&+N*R*V}ncgUr$%ze$dRYeLXJy*4w) zCEsEWNc}CHjdveh(SFUd(or#<9mw-X^UN9A{2!xWNzfN_^I_?|Uxyo$#m4=ox}1sG zmwm#z=P6x4e63{jpNOhB#hy;lJO!lGf!bH-8Ut|kBdq=E*U!T^1J01hVE>i ze>uou z%8Q7T9|^3#Zk|xv#Wc5}a<)Ck+cXR>EwZ*=k$58({8FI+nJ}x=Ud{AH?So(PwA6$J z`%ce~1#f@LvUiJoYKw=kOLb(CH80i0^5!Yk$?|vx)h4*tCkfZjs=UR?>-qN>HLK@# z8#3p*&~oG)r!m1wTXSEt9gFWUMzyh~$w^7BvL~(wdroQm**Q*Ab)iKfx@K?lzUc^6 zYP2+{@TH^&z0$t)CVlp9PQ3mojh#0}Wry8)N}Rbk_~m)0A=y~fK1Hd$^H*NNnC-8r z76uUS@BhB=CmP6p0n-FCm@aV~o&{y9y#9^A1K7jpgSFI44RVHmzH~?q*0NqWq|j8v zFROAME0_%F<%?`HR$aK&#Qi6SANSHM@VHDqnSHH`iSrsiEL_D8ti`N_71dzW@>%=a zU_^GERVMokDC{*P#7$;CrFTrcc+iUKPS%8#%GModtSfwL=r(=gIvt+Zo!sr`)QPuj zfuq>9`xJ>zRxW$wxh_afE%hVJyeiJ%OZ1Z{+FAeyDv~j{eM(K?&mqtVh?bkM zgNN=)yIrwYO5>x7s573ugCxs$@`v^QD|$);qQi}qAPuj^bLB5;{5L#6(0$_gZPNt0 zA*yOxAeG6)#1H)tz=+h8L$gh$3L1h%3nF& z_-?Ko7*{Tjd-&w>y0$2eF4<1Qov&92{Afq#@=KR7ST>L%9pc!f+vLR;h^gYv|C&)w zEW6;T7|-O{c7_O0Hs;YQ(U#eyDk|ahG+Xbj$)vd^+ShJo(eQ67y(>Wm_Bb=$k)z4} z!p~rW#Dazh$@o%!Gy7pR5STzKB~n8+cqI1m9wlm&<= zW8K%KoNc#j6m=9VBWmMTN^rh79dU#jiuZ~E_P}atfSpx@ea_38CFqT^*P8szA0{E6 zqlPiGj3Y7iJ{oQBQY5lkg_CX7={2pKa{{xqobt5`vvpYiQsRVS!1b^yXO=9Ai3)e@ z2#cT8D+MY=A+Xd~vr6ifOczz27sd22$p@>l2f7Q0lfX%gctn%w`Ka#zK=SZ_>|w^j z8Pi1o;-M|XaF`LbB1lMC5|Od=WCzLN>S#;^G@x_We0mxM`*>a;rKt(#>HEAS%twvf zSFcmcAxvxrI^x)XR9)Qqh1|rkYigg&^pRy*G`A#GR~-?*Sm!!Eg})FbH&sOh3zU3) zhL1E{Uk;s0;{Wh_h^RUTw&6Y+Xwa>-vW$QMZ3*1%zajMSvbgVtZCGUhZ$UdpPiA*{ ztPl5A+BOxRklDFu^`eduP|TV$^(gwtf8!k(fO! z+eZe0FaR=|JbDd@O^7f7Llc4q*;ksDLstZOo*5E_75PDf7F#^`=_outAa}UD2`Av; zDJW&A(!Au%1T7qs1@OpbO(sCJQ+-RGTu95FBk)kiKobk=@Ao}Vb3LIt;sdh7d>kP6 z6RExmfc>4{oQr`&T8?1+UTS46PMa{PBmx4iPEPY(JybKuS0Fy&Ok|=xyr%2XM08UB zy%Lj6P+g?~8gN^X&CY!HRNX9RDxKbM(JYB>FMgI$vYFeJ%Cg_jyXA*v7{lKThc-+( zPg>N|?=6~}F$EMA=a2mtktC@Syw+0!7qaB|V00zN;82AD?PD4aQKkz5+y#mxA0hSp#N2e28bJ4}dHK2Zg<_NuY3w=z)pq%M;KwP~K!m zs|YdRPn@UWB*Q!kx1zZ7ioWr`$Naz8+oZ~sGKD_(WRo!Xq)Sxs=9Bx_u*@~QJfp0_ zNh<%R&V2p@Rgjj55WOQ~szN#M#~%IVgDJ!AWGc zH|T{pd58YcWC*|<5wALvPro;wc?%6jgoFir`szgoLapb-+A-a<35{9!rezu`^Unkt z=cKMP#A|~`Cu-8z;DV&X+yD&Z)B*hz2PhD({lXxA|7Y#r0)EutuGL|qI|_6OgZ$s> z^k;eQV=Rmu;=ki)Lw;d4A-az*844hct0*>zV5H9T?r*oDCo=QR?FpyaDWPk!$CEoDGvpeGwAFx4@ zhw&^X@Yn?3vmx7JXqr|BiW#4FM-akGK(A83i^L={CjI~qR4iP3o(+)S>Kx6|VJYYZ zJor%ndXos=r=sKmG06S7d{Jz|jC?$Tf|`{^|@C zYH%450;V8;&O$*%x~y5?YA1>o2Rx+&X_L`U4?*8?NC*z{mEfgx2sf*eYBkBq!dTqW zVxT3Wgz113EPc}-R2UXu$FXGrz}xSsKh4p)*lR7pbPq`Y9LFP!EqqD_7yuO`jBL&i zSjCwLq{;&`!%=jMLoeonj|G8tqQv=M{ZZ1rJ3&w;O4{S=5}ah=JXY6Zbzq<92`18& z;Xv>lC_sUdOhC|cZ6*s~rqZY506qt_+$?DO59uKp1Yyz5Kxxb+#`2LR$Y`jBem5C+i2!4;`R z&1_yw92GZIv%z04)(OOZZ^z#X0XFf1!arixK5?J2s*efbbR7+(J!wE;GIBK!HD(Fp z0j~IMdHh{%3npmmoMLVu=Fcpx>`!gwi#p>aD9=rrZ&x4LTRf6#bum1n=IpA{*a1+T z(zyQtnLuX0-O>{G!vG$*1!Xycguqj2;}QWr;5YTq0ub;H9Iyf0Y7cin0OjDD@6ZWv#}A0$0qXex2d1p% z35j|MogknN!nqXgpa2>b07L>oRaOw^X%8B}0N$W^i-Zsdo3P=)uru&Ch9eCF00HUA z3;}=*_MiaySwI@opCO11NQY@#G7ruGpf_-x{?HCdKo0#=A^e~R6>54M|9cArU=Db& z0OT|f`GBVTULA(WYEXqm&z<_D7i32k*0C9kLoAEWawF`dp4i8{1V+RQdP!5F$K>afe?Ai&y zClH_@ul|c`34sJ8;1pw*1RW3!0U!W0Km&kw2cQ6;4B?z|!wkz7o3-+Yx<|r=5u0Q) z4}E}~y#;B!*0E%E4~rRPBKxH8AhQ424xmJmmH;L6)dmTm!Q(;!hhPs}AfrJw12~`q z2QUEPP{0jIvOGfxEK3laaGg-w2@W(5)W8UU1^~U_zlJw15}*v*5CGQLkT~E5r{=_f zh5_3E9DERs4+^((yT?XBr7in7&XJ`Fp===Z7=EjgA14Ts|FB@=$1_uD1YnR4g`hg8 z`?&}qSBPZ>ZVIPt+E;?bCnpkr2B8k6`$x@U8Bj?%n_C1p<}r$E1nhNL8S)7EAj#eH zl^?N}6l7V4)>>PVySw{!ph~hr7lNb8Qb}h3OZNc+5X^uB02uHNO8@|Y*+}!i0b5rO z%#5c1WC8&o2ZC9vwF_q?012~@n7%a(chFiac)p$r05<6lEKmXHFad#(p$!nf03ZW= zfCqfA36_8a8{ihbbqNLV2Na+{#zW~cmoCCjd(B# zgrE!sJP$fd5TgJ9ud)=QaGggujN}Xnpj5^WfNS@#4ho?8$C6cpPexD;i9pHCQv?L~ zBccF1k+8{pGL^FO$q7-EMPLTC0w|FDDu9w#am80eAjX8|62jdJP&IP0FdPm=}?D9;1AG1K|K(| zaJF^!&|8-)cF2;7>B%}UU+F0nHpdf=eOtS4j37&9`lIE_4<_~6&)xS^xaj?K?Facx3KW6X_8qfl5 zc?huzHqBs22mIFW5Z4b%)M-b?8$B)x|IiEGAe>=)0BofJ`f(4hzzDOz&HfMqBp`bO zP->6e=|2(KfIKaNoDj3*0}1iB{J_~Y6u9(;HN`>)r43{LV1QHtKk(!_#Er>s$|vwt zxF@4n80Q2umK20r1a3gkemY~@Q3yliS^L0O)w3PoU<5+Y1Rn_|Mv!DCq7Ht#1q%1v z^YFuj@d4r+0BqQhochjRj13t)02>fMqS)@brF8Q!4|PZw;tK$MZVx=i7y>Yi^Ptzj z(OLqq1DA4yoaYIh&Am1di)=sbt%W3eebU z;z!H_=Hdwl@R9zI1PcHPo&X6S001k z0Z^#~fx=LG_MIRNO^OZofDHlw4D0O%%J2%aK;!B-0m2%4DG&(Ky938SZD8KiJuI18 zznq8A2>~z(-_QmD5Y5KcQ;PV^Ebt7mkb3+u@^63*i2s-Gpa2YT3>dFKfZoNdmH-~W z47LD5op9)-uNk+*2(7>YS@`(?5c+HF!2)mx)Nl(A&;n1YsGgquH4)iNHQA$%5Gj-# zVfGoBxH*DgKEndqJ@W`i|Kg{z9^6B;D2k;EY6L(0(58ISPeH;)de<{Y=IuYSa?VrU zX@yr!_D8gy9lV4jP0-5w;7kBf1d%_21ox>aawJ;8ea(z0If9E{L5dYEUc{J@;Jtg_ zbN~PelESQw^EwG&M3EW*C;T|J2_S&RJZuA4Z1f}`K!SGfD)1yY?@mYnJGO1SH>yBL z8Xv(-?D#QcoQW3inIsDG(5nC-+f)E>E|mb0%KXjaB7l!YTMI(YDCh6pgiZeLz0&~f zZjz9o2)+u*gB?FmBnaZ2&~Abcw*cNiofHzuJAc>|yz9iE9l=u{2zCOn!Jj7un<)+< zO5;_*cYHy1B1laF|40mGFZ%FdciuZBAOrNuh$Q#f*1mz?!zSR^sH^~ZQS=GC;5~bX zI`Esv9ON6GD;M6|#&exi0Bz*r0I2~DfH-F-2^hA~)&Y<#;@&$1vH%aD)2U4mX(3M* zc;~8At^>@g2?7X*0!t37;J7wG8iE2rT!JJdGzc0BBpJ@B=MV_0(x^lePed_A6<1`j zMHgR$F-93@q_IXDZ_KC#kdi2|oyK5Oksnxycq*e*0PyT0e)s{0h$g(Lh{O{4$!7~9 zDXT~wC5RBBh$hr2h{+;~FhZgw`Dw_?CUC)spLez_^UNhL%7>0I!H7oACDk$J6pDl- zg3Kd&nP^FR{}L(U%0Jby(g;oVk@K1|h;Wp|B~1wwjBETkGapQg*aA$74oZldF!|X< z2_ud$21ga|kqet=oMDF|jxv&xQ@eDvDA$b+>nT@`-sx%A>0l+c*o;h1J(x z-+2d86Ysj{9cf{eYk_6t+Q%YoZRPf&XqQD-TN05SH$`e$q;}47ueEBPb_P&}TW5`} zNZ)naMRV7651Z52eQiDL;6JAgvtM0Dq2@3PEe#jCIqj(+5@}uKxMPn$203JrM<&_h zJJ3i1hZYn7X@M4SNP>$=Eb{TS6#?A>9Cg$whq8CfY3G#&07ymLoz=;Oh$GC25=APv z5CRN^|My8`OD{#`lpkZpEJBV*U@@f*GPfA0&3z0B)Cfah0Xq^&a&=PHix9*JBkC{(mQu>-lGR?DnY)NG9s%2sxsA9m%6tqdLRCWwe?*Qk2epV) zBQ_n?l!uy#tK^S2R=xF)-)W#2*JmHOjp1l7`5qGr=;Rn37eXu!p}njXzYw$5ozN3M2~>7#ix~ULScT?F@n+~h-XNbEmRd; za4$7s{aLxmeMi~Y;CRIg3VVugxBa|>X z|1zlxPZ!xo8CC_nFzrKwO&CKsmbXF{jto{ja7GJdc%paE;3zY+(LL5NApm&5HYh>^ zNpLtsA{NnzM}$!eNU%gEHgSnOsz?o&XbTn@Lk@1hq8s8sMO(}u1wQaouQriIEXILp zF5(9w>R`YqX`&8-AcScaWePWhuL)q##0{sk4^zk?d`D=48#W=WC0!#DVEAJoH$e<3 z@go|7K!moyamed|Arg7Q)jPswM@y2hO@;)+^_rjuRlqMwkr0F)R2ZdwL_!a7@Cy=U zIZImB(w4WxWiEBOOI~^mO^_;>)AW?T6P*cH!Bo;dlnKlrDf5@a%-S-M*|bwh|Ff8A zGNv%)G^J^ts++w8XE?<1gH)T18-X-Gvn zQj(U`q$fpbN>#d2mbTQTFNJALWja$FEyJca#c57;x>KI^)TciMYEXqbRH7Eus7FO= zQkA+?rZ&~7Plak!r8-rrR@JIk#cEcyx>c@r)vI3xYgonFRBDygtY<}QTGhH%wzk!+ zZ-uK_zeQ8J*43_e#cRmSDwnwS)vtdA>|5uWSHc$7u!lu#wgS6Y#x@qM{|OsxVkJ9S z%2w90N2FF{FS}XJcGk0>z0o@~3tG~a*0iVXtY}fYTGqDKwRIisYh^oI+Sc}>v9)b( zb-P>M_7k_g1#WPKJ6vA=7Dw|!rao^puZAHEDk5Xnu~x{DZ=#5~F637*rF5(3Dz`<~ z%~}q@TcdN?rMy-dFLBko-jNwMhtz9UL2!n$Gb;77%_`R7Ak+yMVQApa*uXQ;tXft!!6{( ztCAp?T8s#XcUSZdTbu$*$k{M?AAG?X-K7&8)(trrK@M}h1I8|4|8J6&>@oL}ml9v_ zLX^EQ2467a3*UIh7=-w%j$LILWAFkOqRfRe$nh@B7=t<9;RQCe;tMf$)jiUI20}o^ z9>>tKCpLuPHNWjoXMzVck-}oTxEaoIzK4~)aEC)g+0TFSa+=pHkvPAD4{<2aJ%BOg z{>muPZ{*!j!1xb9uJK&U0R+SN2_GL7!Ri7%K^F5iGhmV3e6>c)sV*cd~6 z9OjaDd}9nfQL{fr@r8CRcOHKjL#?QDh+`8=Bi$7k$L@lLQuBJmkS^DAkunN2G+Vsy zKm!{3+vxa&``40YbEr{7tv_H|(_c6PkEg`1=}6-X<&gKa|90aAjh)3Fz~%*a&vch~ zA1vUnhWL78J)?KfdR$Ao2Q}_MtugRoH-|t27x-ZA^sZoZ$<2=!B&2 zu#H1N*$l$gNXapB6+Dwfhur3eE&4Ezd)NXE_~vjb+EAc$w4pBZIK{|qR27D6%olwy zIv3s$j=Mkt4PJNyFI=(?NQgO(?|_6SUcrSsKsnfPp2sUXKAm#}@hp1wLL9I`lWND? zRrG$0(erIyY@EysotQ}4*X|2G%;FDFR)w41f%lo;LmFHF_;GiGhC#{&<-DMlC%(Y; zZR9%MkT}F2xPS&rm^cHG0wZFmJ9rkwjP3`6N>AcP*51!94}1H~@!g%=2w3TFEP4Q=qm8+spp;P~PT znErj8b^hHoM?%?9o`fgzevcD-po61$=`Pjz|Z50|f<4us-;LbYliIIDjacp0$@q!viXw|7{!-+KeQ;D_2QH9^J@mADz_|LmKj4@L zOE80Xz=JPf8g{q?YOn<_utI-uzhmHoF;KCjU^Wlb2x{pAOmmYnJg_qWl5_ZiPT0Un ztC&FRu|2$lG2j9y+Xgqe2S6l2lK?5-J zf-i78Ua-bkVh1qjgh@-la^nbR+=h3d!g=JUW7so*nkzo+Fhf2YA>GVCw`8#0G32mNR&e|20%X@w-2O(?@;m!?W_YS@1qamvkdq_;8PgBBb_Q2YX^G)QvjgEk;GFBl|y$TDB> zH%q4rAo_|^f z$BHXjlgo|pH*Z)=TH}L5fCNU61d!w_$b1KedKrYn1xQ*4Yx~DE!$AgTnAF4y`Fi8oP3A;BZzOH z%K0pxcj$v}z)othxG9B9|7!38sS7;)v{(0Zemdw@ca^t!6R z20{>1v*b@w;|H~@#xK}1Nw5Wf)5s1*%Y|&nL|s%{ShHS8z_091vq;fS_0&%V)le1H zQ6<$8(PdLJv!d27^u2EYz7>oQ5ADrk zB*!WHNj)RSVpL5`O$QtVNe~6TeN9rzu!N{BwE_u0R{+P6mSNCj1W=ga8^+-r*5MtFs}}B559Z+& zF5w^s(L4m=1wLXTR^laQ;wH{nA9ms>mf|U<;wrY{E5>3^h2kvc;x6{$F9zc<7ULA& z;xRVk|1(D8G*;s^W@En+C~U~RHkRW#rsF!c<2%-2ff6lp=m|Xb<39%EKo;adHqn6^ z&9Oq{L{{WQX5>b84?KCgx%`=3_?YWLD;7 zX69yAozXmoXqM(_rsis#`PVi*V=~G3yn1YZXCjis0jkY6qk) zr@F4FyWVP#ifa}5>b0(jzlLkIHf)L@>=a4t6G>~1wvoApYJbq`16HTWuIj$-sKqvs zz>aK!(ClXU>{$%$5^3zm9&L;$ZHhbXC|Yf{M(m1eZ6k_pf0}K~4yfAp?7aw?zZiF z>gs&1X1tE>f>`b-It*-pXg-{7>u#1An`?bL1`?nF+#mti@EMGVZ{+odB+!5sz>NSW z0S#zO)Glx7erwT^YK>@a)1}FCiav%Y0Xn`YNt0ZSDG(dDA zU&m%=YyT~)cJS{H@PS}At2nmyK!2=2CxNwFRe$*Mct+r~;`Y5N^Jo`xIAq`}7i%S_ zw?yybw#xFhf_4pHc6`@!w6X;uH}Y?9_Hh3LcRzF=P%G5+V7X|A|91a?7BKWO|AU49 zbX%E+bKrp)00m!Y0~#O%8kzw%8K+dB0j2Kfdk9MYt&9WQ7Cv|zn70aec)JzB#9*6s zTp#Ho(*YT<4Ya77dop>H|8xi! z_xH|fJNBBfH`?YEV4IqJXPf0_scp$EHtFVVQ*a2yqhe_Ch zGb-wpMh-0F0ZMxZYB(cZY6l`uf(x?ft7rqNpoo?XG+;Qo|1;pkI~b(>?U#9=c@;m0 zJ9tCk^}0pFhI`ltFgS*1iv!j30+!D@FK9&k0EJoTJzH41i=U2n==mO)hSMLsKe0b2I$9G&>&?q?(TZJ3~~`T$>7qT3VZrPiqMu&fj+Fl+!-`$Rv$aLe$*h5 zrNK!w|BUT9mFm5BGhFdo7i99_$dV^h zc6_HKjYE&$-b06GQ{$fZj-6@Ksm&N*_wIn^V+rm&cw>gyO?Sr2q(fiO!1LF}%b`hM zxOm$K=GeSHW6q@dM_f)dHTY#A>?;BI_*H@Z=M%H{?-vLsrj9c zl6-B&MS??dugd!O^Y7pDvU{8PHz0up8h9Xr2`acCgAF?PAcPSvMAkdD;Lr{YDW!zQ zK^jO!6@~BIAy7&h{Xqi>0(IokTR!cS1PN&T@qrH*Jw;9%QH`~e54QM&7D|)cvC>8_ zvG~(WLUm%$keBJy7KlcD1r||8QP>U+8mxqd|5GAqz#)`w?SvIrU+UOZNK=-nfmmpU zbchCRJcNUWOTy&VWA{iygE65oGzt!<_~Q!=guKH8m|xJ)i#If+;?FiRfFdEKRAGY# zrkH+*r(M!;(I;$e@Zrxr{={*|JbbkFnrN}jM(RC~oUzS9wtQg=FJsKIP&!{6V%#zJ zDEA#CUwo6w8Fld!2X@Nk_hUOChKGYPv&cXVdg`H}12+ClLc=WZ@!*X=d?YbX8%VU1 z>JIx<`fg8`W-6y+Ey8;*zWM6AFTefz%OHgo8pO~;9)>yLPf2J%!$Jr7Lyka1vRJQC zop6!ZA8qJ#%pFDT)DDF`9z;$H8lyp^|4Si(jAT}J-th-HXwdNF#8G-hQwt;xbQ{ZT1{eQ+6WM@Q2_zrYE0`mAVibXOKD%BtAGJ z1G)aBgTpbM%)kpU%8Y@;zxZ^v*Z$d@)@cZ39}7{?1|pCY zeGhyt@(7vAM1vJQWMyeunpSqS6D~c)C=Ns#snAgvubqPj+c?9h?qQEn_+T45sLMU( zp#xulLI!=AK@Z-rya#dS9cUngpM>*`FT8;fhhT&yo>I8OwJLFT`NOCh_PEGRE@ST) zL$Fk}xnaCwH;|Zx873jD(M1M?KbnCt{P7JPjN%Q5$Vc$T_Cq)-ZWKch&khnZgB>Vi zhY>QP9|I}KK@zf%_i7$C+Na15e4qvIs9wz;=n*w7DS;X=paT)M6CCA?1gYQx7i@u} zGgZ)n9`V77xL~z|#IJ&6|0xLl1hPtlw32@m+X?3%dK*yD6!PQ|167S%%oM&BfHc9HLKZGo()rI1~D2>K*T++jxT}&`M@9Wy4CSL z4TEfo=3S5azf_Fxu73#8Q8=}=W9+~S*f<9zXrMz{@D8&y07dF>fQ>bxlN~ZR!#R{8 zgFo=}KbX! z^7S2)Ac0QW|Ivb`k>d}6O~o>w$JJvr_8}uuQc)V4vKHT!#YTf=%btgj83z?)^`dc5 z@A}rbdT_3ECFWMw8Ze=tfo3XOv5GtV%&7 z1I2k_b*qt2I}41ZJqrlIzWz0^gIz`ibCtm~P%t?lTxGu6%OS*WafNB}0gya9vQc{W zE<16E{|q@98=&sQvk6=6hoE6e9iB0mc^>J0Y2IV;&j z>K*TJ|A8b|t#XeKzVCvRo7nG`dbl5=N~?El+5C3P)Is*Yr-Z%d>-KO*roMDy+hT$N zS9`eOgu%F`8{bEf8I7K<^z-gqK{kQRn0+1iz8C24y(T>36R&vYWxbkSC+yIP&di4Y z|9IR{54*UhKBfQBWD@YUyFsQbG@(Zx^q4pMxKCes%VU1USr_c(xk?VycX;xo@AKmS zNch3$9zneCJ@A7s{K?S1_319X@hOk|=PCo}nKt12#wx z8@8bvzM=GB0}e8T8p5F+-XS^2p<~n`^x&Z%wqXzcp&&|6AP%A+>LFFsp&|ZZAuggF zB4SS{q9ej#BTk|lR-z@cAtWxu9HJo%>Rcy!VkC+pDVActfD9&D;xVuoRiI)f0wOE6 z;wru(CDLLo+9E9e7ej!|GT4mo6@ZEBYcZ2BR;oU@Q{MG7RGww!=gu-a9m- zDMF(&nj$u4XBE z$3v*3PyQrO2BlCAB~ccoQ642yCZ$p?B~vz~Q$8hBMx|6vB~@0XRbC}lW~EkcC0BN( zSAHc}hNW1JC0UlGS)L_Yrlnf0W$)>vTfQY+#-&`&C0*8~UEU>L=A~ZlC13WXU;ZUv z2Bu&RCSew)VIC%8CZ=L8CSx|HV?HKiMy6y=CS_KpWnLy`W~OFt|0ZX4re}U8XojX} zjwWfArfHrgYNn=Yt|n`?rfa??Y|3RP%qDHtrfuFPZsw+L?j~>crf>cxa0aJv4kvLI zr*R%9awey8E+=y~r*kGJD1gEyOy_h)XK+d+U%!?2Eq{(sEpnyj^^n4@dJ-8M1|%2$yDUk}okAed@&>UOl10Y0!DwwH`wyB%GDS=fe zJv4(csDrZb13d&n6m&roL<5^X1~_yK1D25Yc30XtOa zK5Q%LY^%58>SJgsLx^k3(F3JgYLVu{W3Xy1>#=G<6xivfrlqsq>$L7G zzxL~Z@B=s~supZ%6yO4u8bT>N>6PY!A;^Io1cD%Fg0E6Wsg{Bvr0TC$gCh*=mSTaJ zItD+e11kgqD>%ZgChM_IX(5<`Ai%<_wrRfltIW>q4#kBn7*JNusvU6YmRdnGkb<>J z0jTf;kXk_%1nAKgX*A5-J~TssHffV)e3B-PU+LS!A_!O z%+jpcp6$P+LkZjg8q9#cBIQ27Youxc9DqZjDytjRMX73Oyl!b1f?T`ye_VrmMz+5|E}i3%RQ7z53obSFrny?46LH2?2tNcC@rlXd|(6avQ@Zxs|Q%%KUJL7j!`&*l9knf*p+U zu@b3`=4b;Gu^<0&s~j=7Vx^|~Ng;zQk8&%yQpO>dTs7>l;;O?wEONMNsv;}Pwu&*z z_AticXdeSIC=aoolmH8`KnmQB+44g*%&rzlLANAGg;qlfN5RK3Fc2qkDCe>+gX%jV z?vOS?gH)^`zydCdVks7kXcufTgCue>8}ltIvo&8csPd>fzydC?F(@B1 zHixq~ujMq;EI5xdI;XQbTje>g|Fb*4Gdve%JI6CU*Rwr~;ymB8KJPO>!(Tr4Ge8Hl zK=0f?541rabnlh3<`y(UH?%0eoI*>bwrXoWyll8ma%g<3f@1VU_e6!_sae zSF|EGYc)HxN~>h7kU$C$LY{zv6O64>Rwy_af*J>c6i7jzUi3`|LL}HJmQHaHUuhQu zH9eHV7HokV9BG9fbtL2iz~b~4sBxL*11u2ruNuP?Kdi$B0$so4Qmw!y zYtI@%UfZ&#hBkJap{@tnzxR-i|1p;`sR7$~6l_X9)bIdX>irt&n|`*3NBQE#P&^q95D7>*R~> z`$BfHg6Yu~fhLG`N=rGSi+1>i1Fw)krplIX6hf%y0vv3CA*icOgZj2ob`u8zEKr<-*5~-^WG9rU(BX@ft4{{@iduaUV zJIq0V66hqq|EsZ90S+VkS3)_n&%3ZeLJMGnIkW&5+=DlyKp({rHdy;s(nAVg>mU)W z4uh?enw$XNuN#P}ywkhHBiKE(flK$mJKTdZpunzlZot!YQ?Bw3yE3eD`@hVpmS%w- z^FuBi_>>-jE>iM-M*PIrJb-!JufH^XcT zDKPu!JHSFIsDef7C(YYD*57lrim=Cew9^J?6lemx6NnfiF1jkPKhVPlt9;ilgxVWz z6rjC~UVYZrJv{FN3u8ePyt;1>uA(|OzwiSrNOvA%fg6;m`+`FtoT`fYC@gR+kw(Ie z(!JeR|Gqj)v!Bqly!J3O>q~`_!t7>&6!^K1p0uh4f^u7ddd$7DTfXbB^s4Hv2(Ruw zlmqGeM}?|GIoxZ7vO=W}X(0S6IDogRk^&5`{>-=j>o5O7S7<2&x)lThWQQp8{wqBc zLWsJ-?(YXZAa;WLb~BKuA;{A^)OC~VZ}ML^^RItH=R+x=C@JJ_q!z&h_Xh|Iso~Q! z-WP%#6FuH{0YFfpq9qC_VnvG=F=o`bkz+@XA3$D&vSQn3;x z|C&&K`v~lOwy_4rAdFDMl?>d_!w*3Wal>~^xZ{v;B5Fs)6O&4SEqbE6L3j8o1z>70v^S?bJbs0@$WClKne;LfJ2_{@_t zI1Noy(M1{ks5>5bX%wcbjDbZJbqb9ymr`KKr>3iR38W5J3YAnZL`_Xq)m6=Wrv(yH z;Gz<;*@YDBZ)G2>8;n^d+XvSmmlqO|AVJJZ>zSe zYw^U_Ep81?SmA{kR*4=s7@G=~ofImi5Ljf(#}1_KL$~3w5dK)?kx5RNFoxv7SSNm} zp{|N31bM8eK)NVG4s}ZQDde1a?%8Kr0e+0vjZjllswkkFXe_Lq5zvQdp}AwG3FrtjA_a381FgvgS4D!3{&fD|PLI3TlKz_tR3azo* zrx{>hcEhxYG)_tjE1EFpDmxn6LhgL#K&mS%ESBALxvTCx^y86F{~ojWx)zA=m{boW zkVsyS=pCc4RpzO`q9|OVe4<)ci{5{f7;od1Phb7@-(r67?qwS5F?x))Pl{;v;X109 zlcpPcDyq=CfgH_yc0(Wg5STy(-sCEUC|wh(Hz|u~j4}4nT>~2oXXE|}znG0fWm zS(rp6F7a&n!xT`il8-0$Ns70L&qLnk#2GdWiA?n37r_|DpL9`-Wi;a%(fAQErjd

634z7*t`j(V zJTemCXoevKvAK#|<&v4?Q$AoJh)Bp#g@GL8DMNRT65QboE%=xVr}MR3?J*yLsKPC= z6)-yhi*onDLL@H27hYmP6B&t5-vARy1)36-&CJ_9?%|IfG*V&X+MgAOr8+CHD++Fq z4L@K}u5x)r3sNXkMd-&bDYOG4`^be~+U3m@GSiv$v>G(uu>!SeiJ$%SXFJ&OjzUDG zU+s7Yh1T_zBSgtX0WF2Kx{}Z+4C6)bXa>6kB86cvw4w<03RpP$Pmzw4q(yQPluDXX zm9CVfE!~kl<#Z1oY~o}4C`Giesg-vQu$$k6h3~MZ|0XG*2%Yt-f)uDp5qG|Z3O$|Y z31J#l1V$4H?hzS1uz(cP>1uTLIcl~p0z~@&%RVp*W?zn0OpKuBmPb`)0_iDLxsGfe zNQeW;ib9G&7{Z5pqz5YkQHZzhhaQVGge40R2$fj`InvXlBo`^z6~=Y0m0cJ!O2C2? zu;3OV!{gcZ#F3zdcCDYyBWX(sRm-mSnXFB%T3j1j+0M36l%?%$ahu!X*jBf__3dvn z!&~4Em$=1+i*SvbT;(noC&*>)bDKCMrTs;RHnDOCf=X!i!(* z1~|-E3W<{gI0_46DHwtt&5*;3rI)xZzyZcZjzSk+TnL6B*~m?PaTf})g(Abj#Zf3i z5u6NTEO#Li^;H;oIUMGmtfK`zz{VF+@Wgw};~gyU0XDp_f_BVf9%x7b3X*EDy|J#X zeQqnDHs)1e&B0}UHuRwpooGcb+R!lbvcbSCW=Z3u6)h0VJZR8mf84_!uUNr8=E090 zOyVAtFaap=%&@DF;ztm5bwU#=&ZMx5|JGh{^{sK8YhCa9FQ+@7h9@0t$UuS%o3;ld z>Tr;G*y9jPK?oz-u<3bVBh@K#>9t$>j&}rt*W;`;LA#A>jEcL~koubbUC zI%!DT9dCKho8B`L_D?4924h>o2A8(SB$ADgNzlO9)Xww0uJY4XtBK(Z7l?g+WUjX6 z+T5_NctmM^>vD%%DbD5`uDB!9Zo{qB!U1V0s#GwRr)Uh84$NhPwM8S0VUA9I7t;uK>(R( z0Vi++qv|RW!3u<+ItJ^t|00kBP0+d&;x)1$P#$n@H1GsrP>}ed3fRRlmgogzFbCae zsT#uxTF`26PzQzZj9|&Dq#$f=@brdo32$pC1gZ;C<_CdL37N18Wh-dBCePchtZEEFL=4d|9q`l{aWFb|U?ptMa7{qPUn zjU-SC5DBpm4RK23a3#P*Ou!F~5)P82&~wx<5%29z&}bia=su9fj3$v1#q3cc<&3If z*3N|!*BAsO-^{m&sGaw4J6PmTZyDKaD9k@+;TBR%pXK{6yoawJKzBuz4mltKSc;vRg# z6*s~h!tW$y@|0RZ2XKG~c)$xl;vGnUR9-^;KH%Uif*N#y2WEf=7(pdB0txhOCY^GQ zOsx|-0TkSCBZlD)5aJzD;IR}@8a|+}GU6V*QW9R_5H@QVI%3V*p$8(Os-E&K-G~x! zAS()~6JFsU|G>l_j$sn80SS0u7O25haA6n@VHQrJ7!IKm-l4PnVHo;q7TC!jupt#X z0UHoP8cM)y-r*J4=^awx5E%0Sz4AYhfCWtB84ke`%;p}b0UOL=5-cGc?x7y~AOvOs zEs@|3u;CCuK`G(#H&sY3C*mG-pai~v1Y{rpGmHJqk_CDI5>ycdQUJ}^avlzW1(E>7 zP+-n{z+dj+9Z+Bvz=Q;Jpa!~ zfCZRg9v~qFQh*Ek(-)w@1f25>{2>TRfCRW8#K00bC6t9s?I?Mm6S8v6yg|-XaR<7i z6RgTr|Hfd`mSH>5fds;49{ylE>nhpUYz24$n()#K>Hs}UfEr2~{aOGI7=c4mpc(z) z5U`R>|7QE(v;=Tw9-e_klOPcI;YDp>9+Dsh(0~%?)J8+BD(vA4Sbz`ifDiN_CN~W; z|A#akKHwGb&j*f`5FjB^Ap#go;2owEA~N+IHq|9PHCz{l5_I4I0d+*}fgH9|D>nxc zqK#E=wav~!8b}~knE?gT0Z@qrSG}?-=HUzi!A8H~4nm+E098JRGft!F3`#&-S->33 zbrN(GAuIt0EEQATW6i!*Tsby*Ol>%vff`hF2igH0d|+L-5+Wd>1;RnwQuaGp;2i9M z2Atp=&;bWnw8Y){H`MX}Km6BhW-*(k?2M%-s-d#WjCF{bP+4naFN%n<&)9b(OLn8h zQWRP!OJfP4qD4eCmMoQwREW%X-tW)(e$V%u>s;5b*IzI{%q6X z_T-h6BNsQvlyaoqSnu3-xWL}vPr!VVsC3AEU)l%$8LxbAuB_`bs?L(k-&`SR@EeCl zImi1jYYy}(&0x7w&YSVCg(P(OH*O3E|HQyEZa@hIvJ}A7p1EzuwVuzFI>HHV=a&9( zmkT`%Gh~Ps=E3N|DT`kQxxlG0Mf+uUk16f2Wg(EN$*%50MopJLTt2P@P#buc_){L{$z)y*r&1 z(@YjDo=)k+dru4i&@c${T&v&(H#44Ef%E9fYBMq76xXWA)?FNL1#*}Fy+>n zin?*T=y7{m;`Xh_Y3jxwrpN2G#2c;0^U1mi=JW)smIT}NgcG`nC+Ue!Es1XHiSD{d zUi2itmZX67q#)hoEA-^>mgMO5WTtLPB0VLwB_(q`B}X?kpPpLOl3KQ&TB)0Mi=I~7 zl2*T-)~K8Qke>dyCB1z;y;C<}R^5s&E}7VG}Q71F~NSNfbBA z(x&9zx=TFRmmBOZvE`nB2ed<;d`&q{PLzzf43hZij(^LRwwWp`8v38&;uOI554NcPUr`Z zb6|=JT6)!%&PpMmo5{|V#?HC#7zLN~t6y*wE;4VwV_(-GY1y|=ce<=7_f&!JC8w|R&7I8ass>aqM-xgH-o`c`rh5yd6_bj@* z3X&CfmUEPr?dOPCLp0Vv^@GfNJ3c5(7TVlIsqyU%&siI=wd6J~Gdi zEVe+ygfJDplCTTzMfb=`He?LtZp)l zMUZR{L3BYex8la0{mzXWWVs&hHA^Qkc_wy%Q|_~&8!{y#?_PaUCjLM%Hbe0u9{lLv zRP!^A_<0wJp9U3+j4$|U=~0sScY?%aGRCYD&GRYBk?DBvgbA#ATw(A;p|xPG^U1T4 z2m$@XA7G>Ze0X4>-`3~yppzsnq}aYJ)v?iuA7Eo`$c;0baR>h9?gBsk#=tC)&(4v` z-c4P7PN=DeSHA~j?^fP!Ja_wDD;6cwQdELD@1P`K*?8~VlY3oH8cQOkrlh07Ti-F{7ZfENq6!-0WCl1Q3+@X3QN8Ldy{cVB|2pxb?45rjFmIg-4v(`Q zf-Bbk%AJ>KliR8hn`$_{A@^gdu*_xPJwZg@>&d3@;Qf;9;7VyxP*t`^xtO9vigWA8 zbJExMmG?BptE+@hDv; zRPoN!(^HQN74V(t0fLF*_VnR6;+m+_7}Cq4m7%peSh`!R{CKO4ft`yPluyR2YuTgCkk+MboL?hm~VE2 zz`fgYQ1%|pX?Z&UqLpx4$2_FIw_CWABfF$I75Q*j*$Ho2u0iPjw(SZapENS@j^*=9pYq@Ic zASDK1wvAGJh|A}=Plc6Bo_=XmC zlTM3+u$?8QOmqI7pv6E-LYw_cCRxU6F)3{UUe( z=qCLhj``=_fOA=++5rFrU>s8gv(*5Mq{wiRkrf-kK$nlln+lbHNM7IqHwb#ZWdZW8iDt;P2M0Oe+KnavvivKE<3tAla+xll!SN07WMqRD<-4jCm?Gj2|;tE(|UxEBNxf$fpnkIj#&Gni)R; zI5-nP6Ds{A1KP#uq#s5L;@l+TWbN~>v>>wf+~(CbcgEWt2tlpjOFXB~aGA?B zfB5(aHhlK#@nhj%3eIMQ&lL@-rWoh({hu9g_;XW0iyawEp8rF+8yeoJ04< zeA`7Oar7+296&V57g~%(n`kXUQ>iAOyTQp|n@##3b}kIQAT}gV-{tDy22twL)LCAg=Q*HdOi&Y?=saXf5 zIrs~E>#t?uG}y8pYGfljGQe*U42eGB83(?e0I9Y?fNl$B&lpDr#LWyd zW7r(MfL6VJxiIqP40ewapwb3r-s$%_F7en>^{*-D&U&}#hLkc!T00Hkc!__x;TW3+ zHL9vJ1@*Gds>-q{L%-rYV+;FKJk6NsT|Kr3X8OKrXpu}L@#ku#KSPBc)U-1fO~9$S zC09xHadq)KJE$L|_5>eZ^vXP*KYarEjVUDb;H9V!rAr^nPFq{a@v~{PY#(C66-rIO z%Y|gIm%o@`ajO(D2FwL(hgVQ*OxyZiZOlgwGf*MyoEg`Pz%WE6iW`2;HBagr6OL{% zDRJe3l?}Nq;bVN|>n+3Hc#S8Z3^M@v5=c6b=Z+R~OAv!m;VzHJm=HA@P{vNuLv!1X z87?WkNw6iaccLj2Ley46kI=E^ihy4XIE-n1RY))wU7wav`<*dj?Swn(3F!QE`tr}l zuGB(<2Ecxu-FJG81^OYTj9KtfZIKxAXb9OkpxaAK>eSL9@0Qjx=mi)jvJE)3ny}YH zhl;MMUYHw_xOH$sZ7(q$=nuR(#(QREf1V?#RS`e9V5X0vr9&OQIvMg{`dGyt7~=(D zW5p7;O&T5>2z~URzCPfRf%!|!g8Ug}0Q0@m(FE-)AAsj*eeXo?ms<#i5GXFJJDreB zKY*X1MiG@Jhy|k=_iXmCg8wx#akO4>m>(R3oysrUZ$}wJFb<-ov!Ku}cj=Z9gWV)1 z_wd80Aq1yc;~6aP@jbBPQqQSyX_HfSHvrKSvXDH=VD$;prhATHxuPH2f5Z$v@t*MlS{&xa4X{%E@P6z#1JCgIZ_^a&vtap6PV zP{6lay#rv#p%>&#cbr{%G$`6PtQWQ2a_}q?%D@aw@4!ggJjOlWQUJ4PI#J_>ckXIn-7vKzbLG~dl*FdZq|O=^GhXy z<9FatSOI^cFX4@K)5DHSkdm=f__4LAusi@rJ>}$74M$>}!IEXVz_l#Jex>j!$qrv8 zFxz(K$j8EjaQQgq^y}$MpbwBo4d#_)_w4|+L3!381G$+0NiY}5V)?EXu0DDlTnq`&$&Y)y5aWNR`dzdfo&k$xNSiCBgK^tGT(fB{x( z2j4xHbWBpW$7u4Sf|0|83<>};7G&ZXH1?Cs6?j)0G|l=GLz(87_8#=p(<@3!h!c(Yw*%2bX=pDcg zR*#@VDGSCOB2d&2E7plpW}f3yb(h+|oyBdAsV0~k=S-bE#g~`5n4s_^JKZYq>}L1z zfqt2zGt#ajE;~ResnCieB*?jZ;mD6GZgt{c-yi;tn9< zHPzw|QsNK$#_OcS>(#^?^v4@5#2X_L$Z83ulmv6%1k02JtD1zP{Ry@U3C9tMC)5({ zDTyb26HlikI@Kh)^e4J4B%VbixvM34P?EfSlYCN={A!Xe^d|)@Bwa!z2dO0oOGYj; zFoS{U@S5bv{^aO|~Zd~@VweWey+V={^`_wr`r6}MR~7%^X+O`G{5w7e%bh*9M8x3 zezgS`o)-j!XYE2ntvAbQFXsR0k8GzGge?}_uDRAv#|ge*eKc_^c-$+WG)8z7V-M~p zkjH#{EgM;sv!^I`F=iqVb1l3`v`}sdk9p6PohKl*S!zFmQQ82gxKnfjk9k%tr=6O% z#_+01!HhLv?1IzJI9}K}7S?5^8ZvwYZ;n6)gwcUxMid zzCueJ_mhYHyBM`XVu{)Hq+maGG18E&Jl__GG zQN+$-7$8MU`^m=5;ITaX)nx|uFcDd`F8p*Di~l9ep^9>lIfAyb+7@grJMAe6SxOSF zWgDcXrd=7o)^`oALxpf?X}YNNCMu){NMCF~-Cn>_@z8In=tCT+4G(J1K&;nd+&R!g z!;nvb*FLk5_6?Bmgo?imqzw^f$QH}i$8K;cFt=+<25QUnvwx_XmT-Y5IvOJ!%y%{) zS9{8rJ zK1C#mi9HB_t7>rT1oRii&8MkYGOyGc1<_-`wH%NKSkMQovm;cfoUDWK#BcfJ@5jGt7Jwh!%0{3?q*U!TI;?`=a-#>Wt{-N=h ztRNITRHOg^iRxG4*mkcKh3@{9ouCl|Ds`nucfN>YR6gvi<^pIE-&3RWj@AS0A+FE{ zEwW1ww?qPUM?@`ACGYW2nn6`Hl32qW)T7koJ|glF4}F!3(t3cNiNiE=(fo+0rV+8d z>ZVJafCZkG^Cnh99orvRaq3Qem71_B7d+d5Rpo(Q(?p)~kT-b9#lIz`JP2a2g-9#u zlRzK9qrNp@E2)qzYs@ol*&<2U;VHX8W&K?Ca1Cbo$S{>DyAV^!ak#C;}Wd7LJDhH%<-j13R9!oqbC zVN(o|RXyx!ZcSnhdDa zR9Md9n`}hYgK%%0t;_YyMkE3N-Gn z_sF#Nv_P;b3&L}TV42thgvUfK_%N^j%_g`hFzN=kjKl?(^03!<;KReRPx1FwP`$s; zV~D`LtAnlI09bHa&tZbF9u-nB+>-^i|_lS_M}T#)j0mhQ}q9U~-(Iljoj3t{Z&( zJw~_H9vOt%Eg_*rJo~njV;=dSRlM`ny9X^1BF|WYkkL{mBdvpjRA_)yvrufjrQ+m6 z4Dcwx6@VHDnM6G5OP2Bo+_^LiM)5H7L{K!r-hhqO;?*C@0Cf*zbMb)XaBs=8$PpTF zkSYrjRB-b!bUdI$==nE{87EbE?Jd<(5vH;cR4P&rfWAUvDruMn_Ps3>CLe(5;Zc=5 zq{Dq|J{PVU__~5~ZyCT`Duq{&gc0AcBo6XV19q6zFCGmJZ@`YSAbCXGHx}e(I<|=i z-j7Ewv-t1>Y{ckr%K?(`HwJb;uXL2ts+EAv4}@HfxTXidss`U>x4quyhE#Jyw=78h zY=B!|J91|W8g1PXp>A5U)v?lmm~9^O8hKw6AV~G!z8;11W3V10tdlrKpqQo7NTPN z-hbKVeTlkz#XMalG5_MUhUl3ydJ|Jy zSXKk@52RW%Hp4drC!ws5T5pjD<1b0#&&UuUWz!Io+aD)i zG=0Y07Y#@&{f51oj`bUUd~gYT!3{|q{=~{kYYK#zd!&s5m_}j#>-|L3*IWqv?#-aR zrmYv+QG*RX-R`~l21fk=yMBEq*?|?8Z{2yMT{0$WVYu(-SMb+b-Mby>Ri#J+&chiV zw2O4JkO+g8ys!P<_=kt>AI5ZXpe^ic`uow~^MhjmP&;+cJnP3|N5PLUR69WkD_HQR zihgf^;i!8aus}+H#2d{APNCRp8VXNC1#gPnr=g^1h!%o~GJCRo9mCTv`uOBh+2bO z63||IQw9&gyjU>LNLyaQ8vVmo3_rFBz?dKS+)3bPmfk($v-0iHB6jgB`~c$(i6vBn zg*6Ieh_rIW?XSWzt>oyaH11nr>}U1NDY1(}iv#bTHss>VoBQCozj7tT9q4?pzt&7%Jxc7tQncFzeJ95x(`R_?6~L^*Rh1 zh^i++0GjaSPWW$NRRWFu=JeDANV8`M~1v888P?O8|iYJU-&%oA>uzv?G?qJ64;A6%P?e zr}pH*W|Qk^I)8@;R;OXN0#L?}*Tsd8V~(RL{bn7N`}K_vyr!D=rQS4AJ7Do#ALQ{` zKP3F3^WYS?&_Ip&y5}oG`PCEZe#+dUm5saf)g~H;ZT911HC5B7zUkpbIhJ%q4Q#M+ z_M=hcXzAqET=dk&1n~GHc0AN{ zZM5~oZ;${~WH~ec>95{{{&jBHC5N0$PZS1a`9XpG00O|Qfg8+7F5+w)(nn*}+!P3* z&=~Tc_SBU4{R;BcP8JXEOe742tHLGYC>~{ok1mr%B+pa6l!d?ia69S92d9Or^)ya* zQP|#a_d62Q%a)3dX>`S8ne!>TZpgo%QW-cnDf0S8>3Pmv8I}EOM#xLtxeu1jNO`?8 ztnOD$pUP;sYNqP_5TMaH;u__-D$}CGmsiRTuJ8uXiq>OwazxAS)M& zTTI(;)$+Ki#j1Bsa>Z9i_Iz~hD~qxH-F)aiI0jyPrLM7;%UnSfP9=aw?Ma%<+lnfK zL$Ajajch0AiceAA`*s4HmQ#<8@6cZ^`#xP6CVT0pVt{r_vUjChm478XI`G7Grx(Hj*QRO+Uz6g(E2~w~R<6j=UfQ?m(ye1v zD@L*-U$pl{O2p8o({+wq9?m@-6F!%`glKE-dvZp z$e)8c{HR~H7h(9ME|GC7XNUi8IvMRvjen|1gBz`P&T*FG@DIwrsHh3T(%W&;;NrhfLL7{$*89XKYw^xAY+08u3;*lSal-P;wTpB8;FRNjT2HKPD?M*Ee)lsGa_e| z$A=3oNkUq>gHz`uVBr+A4~^OBo}M8MjTs(hc2{$6dhXg6Ze`LHscN)gMNP8H zyP@K>$2Q#Bp~^1*j;EKp+lIAcuU*0Yn_l|@!jHO6H|4a>dL4+~I7$<;FYH$F*31mI z@!V}+H0bGlux!J|*TTN|%}wva_2IVu-u5LEv)(%G8@7Q-_N6l_K6)?0kA+m(mwof} zG5EM~jNWTszRJJpW3&{0JZjFqVsqBV_}|8HhL8grvdfo@iJ&IzcBmBg@-vNk{3y3a)&GRtg{TL5YmV^4r6X7#)C;;>?WUJ*5JXHoUQg!m9*cko z`_egw>IpPXUYBQ&Rq2#_{TQwq!Yz&DFd!-mP`YjqQ=*39^?bYrR=@!jiQ2(-tC3HI z{XN-`bh6H4-;9w-CrI~G{7wlQH~=H>%7yQ^sf>_i^ce0BVv3rn@04iZz+#-iN7d%# zqRh|piH>RVgMol#l6l?f?$uP`LW1Z| z%O)ov^L3BzjYrqhS`Az}<#)DiGmaAXQ{yk!obD9%4vc^Pcue?LWlIy|p0O+8Y{+o4 zL0V1cymZ{hqVp1u_+^WR=kGWs(Z@Q~y@S%-{D&e*WSH7RG}@s77prFeSnAV0<_^uc zFCmssUvAuSfT^o3%S$x^RbPFtu(%SIP6PH;KP7b{m?HgP>C?6_W-t+atiKB^OM_a^ z^G_g!6Z9~vFM)3qBA6pLQ-rDKc1!@-jDQQ-yD}cPo!lK#iHTl#nb;>S zLD&aBMm`ym!GK8ggWz`D!(_L7$le8rM6$+MbwL4Sm)dm~)c|MFo7!!v*h?B3Y!|aW z=h6FBhp&w0U{jC0bvXEL)Fv1Y#a;NNznXIND$?nKr>e{NV8=1LD*(zz@`8LRCBCsJ zI>6s2a(r#w3{U4iJonK9NhZZ#c^G{$q`Gwg*Dl@q?%zdvpUbD!s<8H@=u1)aE}u8& z!k+&7cZmUaWTLAUM8g?+Ab2dl$h1jGcF&b!VV%!j{<-VSEN-4;w$BStb~ zLT;+MEgtoWcvH3=Qe)}%)xJ97U46`zIv=-hF7pxZ+qbVYB)fh0P>mda5fl2L+HL8A zPvpeM?a-D!w;#dPksp_0!rJEDmLumQKmXefA z>~b~P?QfzQWulg0vZvH!Z=H#Hn~BDd$-YUG{ohRvY?%zaD z)%G{li89sAFx4wH)vq%(Xfrh&GBuhsJ@Vbuc*~T8HY3ZLnP`}q@(s<*Y|PAE%`E)Q zEThaQ8D>_cX4Z9PN88M7hRkdy&5nIHJHBN`MVp_HHMi3+w>LC*urWXBYJSS!{B)GL zV}`j?skw8Vxl5b5>yWwIr1_ce=4ZFeX=n>~S&MTT79NHco;DU=GQ`I6imPR)zhzjIB|XD3ywozH z&N8yiGHS>&deSoHyJhT_B?C=i%2MJqDDj4r1RF}CD<#RFk{m@z$)Kc`Qqt-u>1~vZ zAxh>XCF?sSdyB$)tM4LdbydSE*U&1@#wy>{s=(jsT9j2GKf|i1)T+47s-(@TbjYe~ z(yIKsRi2?xu&_l?ZAnyMXJAMt+L>;}|b5vO`*@_PFB8oOTWC|K>9Ri0szFWJ{g>D=gd^%}!7HLB>gLnES zUnykT(vz?FLQc~p!g$Qhz?5^opcg8ISJva@0uy^>kJhRPjTu@$5toqbAGkhiGvz7$ zYRf#N1!6{r`>g{+UwDWwGoVIBQ!zP^p6tM5R`v+p;73W+KvDaNLSgO$&69(H;kJE; z27Cz2ujp%`2r$?4_@7eimW&rub+10E9Xo55e451!^-aV%f53q)6bSj)(&r3@k4$gqJAJW60~~dg(%} zNK6*-g_m#qv0;YzLSiWWMKC?tLyd{!GJSpFazv_?ul3q5m^=a=WEFRC&(Oxr248U-(fP^Rh4e91#>kO~P{HLbwneI-LJ2 zDU26qia!xD3~~(2z^$uM)tHw8-{=bZFM_O+uQ&?fxbYzk2|K9C0lv%-j*w_WVk7|D z=?gzgVEPgr`a)iX2wF5;6L+#i9%$I?u|4^jZFgoX=@JoioXhl)jI&w*Y5o(U>L!S< zLoZOkr`6y`3z>nmWEZ@{8As5(X95Y4e4qs)SdTsyIO<~y521h^)spQgpv$_+A!;C( z1sHG`9xSLcCMCO&MlX#eVN;UMnI}6qG6UCzE(;E(@)9vANrCjyU|qPJFDzsoqN)a$ z(oOU^oE#l}>N5Ux;*Qe^0glPhjwzXrsb!97^^WQ7ju|f;Ge0_JEjecYb7WzhQlb;R z)SPmSobqg)^4**Y0-UbBjdm)`bSf%yDz0}bX?H4p;Z*j~seH+);-3>6<6J4{e0`tu z4WkcbUrregGvs~Y*293{Z$D3D8UzX{q$Hky1`BO~$`j$C!?q!kLNb9bkKq$8x5OLc zuldSZvnk+uqr|(m@C!udX@ZapHM#QUsYb74tHhDR=5T5QsN-Lfcms^K4qPI_gT~*h z@J{=an6?Peu4ub~de^~r*P$1#FFv}yTylN&&vh8%HX`Tt8uszDn%i4jw|8!CqXBO3 zqus_b-Nwt@KGeHSw7X5daC?nG{J%lpI51cq4+aUKZ($5p8UumgjCP8NfW`OWcPh(B z%L>bQqZFvZ1d^_jn7XoJk}_Ix7fEq9@qp_7;Jv#QG(rTtx6dKf13DzCuHg-aGim3-!e)h@f3 zYj*B&_BQqo4*I7;j-5Jd?Re4E^^DJ%;}K`hdV8E>dK|0pjJNfQy6fd-;+^a69V}qI zkNB3x`(E_-yL8*{guwJJIPY!gf5g^5Co-Utd`aHy(#ifyzUo0W`+`mx1QqYStSj)n zk6o_(ukT%VIQZuO$lh)tXU<&7r(X%S4Q;y|8htkGu~zs!!-&u4BjQ6MqGKY0Z6o`r zk!8M-nWU)O(NWRIqV1{CZ7$JGRx$6-#0=14oIGPHv|>AaV(-~88>8dW!{e_d#4~Tj zhp|&qnQ1xc8CkZOPlGdWJj;xk&J4Yj^)WX)HIP+D%W28InwyeaA+WwLTY zAbwxGIeP16odEr2RdsY#rwEkql=_jf`qt{Z_nYt5blolaa<`_h@lIw_OjFa-()){L z_xtYOzt4Q|@$SQ)Ll4_>9({Py_T**T5W8clrenCdqx(h2Jyz#RZ)aOe_shASrmdd3 z-ri>ez0U>KcVqvJ(SFW@fr*}hk*>jo)}c4=hF(2*@on(MyGQ>ezBgX>+v0DtN(J}V{@-L|090)zFiu4J0n29PmM+h-0#H?JF^dhp@Q^}d)FvPwD2%Eh471ee=K2cdV$8 z`z&hW z{!9$QJy*G;szVEU8|L1fdJwJ`kJ5(LN8Bv!YGd|2L4uqWm7Z+zy7$1|rInGbGFPot zGj%TyXwU3^hSkbhZ-7d7-7MA8ELQZaCd%r(Mrz(47@tv=x<5@(t|J}XUoYJkmG&z9 zM|{T1tdQ5~c{}d(bw9Y=WQx{&NOXN|R01?~9)Z2c{XHuDG5ENC{LqzGh9B@ert!pH za7ymPeiGvy*1i6)@!I+gG&m8)Zy>+m3GH9!CcII(6!S~S<~;fD&!hOgEpj2C4v197 zY)Yo|iL|>LDN_*Xjkd;1FLoY$fiuXYY<1%$q%|qGs?J|d6uDEPp(%bl%(B^dvn_7( ztHe)^1*}CgiNi{@U8(bG1`r*%0Nav*gQ`1h+f=B-*PbjNvk}U+(e13)M;|S^Vm^<`J ziv`Dc<4IY>AZf}B#}WkOr4eq#kzQ!1R$HJu5k2-P-BE&9mJ=DLQlAu-_A(9R5w9>` zTJhr7J8zI1m>A!Fa3w#6*R9l~h-Dm2L$>w_>9n{4Q6seSN#pwX@MHVhH)}ByCVXiLge+PHu$( zkNm&Ig3vCbh8$dEzaoItePQGYVgL`&afL%SckAfkkuhm;l}ahm0Kud;^Cck`05B*~ zD3Di4P&u^IK;K>M<;j}Fjs7m2Y+tKnC`E6_G?VZMR2H3~ENV>KK~5{exrtlhpJ{mC z{4;_~Z6r$yQgj2y5p(6z6UWLMhjG%H*oD~{NhjLJ{MiRMosbbse@m{WQ;v-?Z`h%0 zVH&63$;aLrhDiB3f^ob+wd&4`S?$y0eakKVhJPX1YrgPjhZ7nSOVPKf$zS&$ zm%k~;HcXL2DZ}IahY5@QBAw8mSG*(eQ)yIkkSgbyw`dLKSsST5^h0Xf#l880paG11-VPW zg*Q*aibXO#P#+_wtp6-@m}_4Z1yLD62r&k-4I%@nxd}jtpa&uZ$TE@i89IzL;dj+b zgLG{)03;SAJy$hw0s!5u?n~O~852)YG4ByVNx5=`ZgD>t9T{;<(^bwBIgzZivjy*j zHxVf)G~1K6$@2Bjx>d+aG(}#|T(#RFv3R9s?88W!oh#({Dz``CUnd47XyFujch!Wm zlFW}ufVB{A$GLepG*YP|+kTe%fh%wk@i{Oz@;2Fd+<_Sg)(}elQqf}V7&B~&uKxbT z@w15Gn25@?Z;BV6W#!nkIQNQx1HOCz5qa_ofRs*83T40kE7g*8H?n8=rQDM>+l7(B z#OGuSt#RV`esXq_DNQ5Hylb3^ZjfgqNEZhQ={g{;2$y352a_1;W1W2Y54sHW92vRO zp$YCB2v?j4!dlJK+zxF`>OqP%=~(lzKF zp^J826`)S7J0ebsPbuQ3b`0{g`hp=Y%0Y@R_OCwI?v*^9IgB;j^-RR=!43D;{-obO zAyR!Z@h-CwFt_EIJA|uZN{;iF^hRbd;Kbr*{hECmk*mAh`1|(*fzoq;=YLlG{umAj z>R&WqFX8mKlJkd`jk8`S-oMog7gA=g}Rc2d=#jimhZ3LTH2^4Z&CM%h!3yd~5l- zt`FL#<03;ips4+cz}##5KtwrjS=X?_LlFSI@&Lz{^eM1jJ_@Hu1Fn5fj27nWU_$EO z`o0)Uu-~)lD(YpC4Sz@`?hLcb62JF%>p%QX2A%RRn&4EVH6y_nds$80k_KVGKG(gG zij0d&SvsfX*04ia%nP^T<&E_fse8_=o-<8}=Z6C2)j?Y{B(agd&oXfcU!vakD4+kkA zMVAg*slTVJcWdib2dm$*dk6#3;FPRW6oL3`!D6n`Ahv71-|Y4g#}1ziyK=4@nR^iA z9gjK0B4v-DdK*DaLX;^0@b1$NzX1th8|zcyQ@!>>&vdj{5^Dg~$Pr)=l}b6GFA3me z9+u2Tr~rUiAY+>$tV~MEZ4jTQLY6t`vkc*;TaYCx=7Kip=#l}jWAlG7Z#o2J zm!h(aCje|1+CEVm4~O%)$;oe#^cmbPZnEP%JqwZgjR?A0sG|vh1$S`*17p695?{wc zSs|+cNN~Km5>EL|fM?vqDg_#OK>nk7>)_FP{idrVgk3)xJVj5agowi+#V|w^HL+eC zC~Od48%E{YLvm^H$rQ=71zaT&$R&aVaBC72rI&&PGhr=kUobIYjg8P#f*<18`ykGX zvHhBW^HNk)ViNZl{md@qE>s_1 znO1c!CTy3Y#;DQ$-eWlpPzxY?>V~{84|9p6c6B|{bvM&qmAOs50&X}a4RiI)4W_R$ z|HV_>oG9ODzP+a@>HzSm+EV)&<(Q7TR!jDoQ}O7a1aX=Ohy8p-Qe@GA+4sMl)Wjw+n*gyeqx1yH+t_I<_ zjgW~Z?=(CLMXRu^MzlylwizXX!ze@#y0ieKgaW!2u3ZLDNjsIQ!@+`7L+z_D2oKGW z0v-?}u8n3JI`81C;V=9ozpRWxoHz+%VRshL6i?;6)QqkL+r;OKcR-Cc8HkD#mn2s) z&qH7{r#-@ddhU^`IzM}LRU&u%Dz4BA`u?DjX{usDC-(PjZk>l0#8JzFL$_Rn*c0>< zz%XjJ=+|K21QMVU^LH+s&k=G}Xvq)a3&kZp@NxHxLjFQ~ZJ>G!3bq;w9DRgyE#go0 z75ol_c<`u8jB8mInrlR)qFq84&A*8Xgk5%BCW7|S*vkZ6SCIFqR!w(7fb2$`UK!|=HtM=8Hz&YFqLoZQ*D;({JJ%}wfNPxSp zlE7N{l9w!4uMx0I+CwNf-gUk4lz6jyzo0nfBD^3V+GBNxZRtnS8B1zcb_u;>0gh$ir8&&ZYED-!FP}_QM`siJq2GA%TfB_H< zn$Hy;@^>r#1v2v$(M5~3FS?(TG-cWMI~~LWEe|(TRyGWT;v$MXMUFCgR*md6DsLQ{ z_ls4?+PlmUzRU(d0AxZ7lt9Bdax3HZKwz!_n2KF?p}*$@Lq$+MPI$A@&XawVRREhi z9KZ4xD@qER_z4WL1&Vk^;%Nw-ZTy)6LF9oxkR-(b#QR`2io1_i(krM8VvAlfb3Wh= z0OQG2wLyE34{J|^}{~Oq*hvn5JPu^XxA#0?F zkJa4U%r|cK-gF_wDnp&S;{*@v90|a7BD^>JRJnEKD%)3ygj{k)pF4;SCAi2-H};0! zE(rq9>4DyF3IOc(_}Yw6HnI>8mE!J{YC}Re@ZUw9-0%CoO?2oZo`MNa-=DuC`V(1( ze74!@9tNlURfd2xAh9$-vVtt7q73x+Z$)TNyhi;!EL70q{t`K|Jd9#0DAj7ee=#zANWvVP-E-_FM+kecLCsn-jh&#(mdjosp1;nyn z)ZRuCPR9)pokt1xOBqiblU*_nMSy8{mpS7dPE1u1}2Vp|yq-E)8o{m1TZ0Pzj+B8JnuUg8vJ@K_z35*PT~DEVyr!)ZMx?1kRHCAiLPbO75DWi99 zeWdPdi@gD;x+Na3dpB_o;83v(Uprxer{ow4Bf7|kgc$G%upDRN*1yr1PhvrC$`|YU zkU7>mEW8r`l!R)}K*7rUrnl;eq%o~o+tdgb~n<9e|S~J-K*7X6zw| zU3fR&Sf%j$!;_OIBi$20bAL$i-sJorBr=}m3}SK1pU~MHWGR4ZV*@fA^sX-%Fcruv z0Y7+bmQLK~6E6&A|1Z|=GpLD&-y41!2_>QTn$UZfDv;2dh>C!Ubg5FMHJV5c&xj)` zvfz1Y%wPrJ1%N&Q;Gt_}daz#@pL4CO6=mR-2OIRWrqeBmb%1~`X19lw^28&hZ6 z{S^3kI*@6W2i^|=+$F-_GBa>yh1SnhmZ*d9=D_8%b`+mbIw&4C?xfPR^Uyn1$BWgTUx#62F#2{`_cC@J3mW28lz1ZyL*-E=%^s-|u4o zXk7P^QopX&FQ(kYbhF^jWFxDqK}M1ikmo$l35X5{qrB5CDXviPHz|Mwz%+r@Y@~=N z=gX~3mK_qil>h|OiUz%f`zGhhc`giawUL7H+1@`hn0|}m&Oq! zhonVAHSg~rz4pU*1QMNviL?O5uAF@3qlguzXSnb} z{)U(Km0%+)fbI!65#VifUriZ=9jjbuJPE>th<2`Hc=La+-hC6`XNG~Y> zIj4aW#7&YHMd86-6QXc`(7C}!0%v=hI@2U9PDaUq`mO?rKV>G*KQb8YhhR>(r3USj zN}gw^3{PI0z9RlxvpfP@7nZu46*s2j~_2~+3EJ) zU18(^fG!$!hoAwmW`}zt7yijo#uI=v5Zapn8eTkcL8g9J z#I$QaCc%|IY#Jp|9zO0Z!I=@Ey7Bz}*D*0t$S(U1Ml%12Vs)%=t96eeLUg%DXmoTb z&kFL3InAVtpB&9=-F^~ zT5?l5~AP@X<7NFqvEo>f`b}_3sjtpvAY$L~;RQKOQ`QiKK1g zOpHL*SmYWvzxzQ+>?px;o1@4ZXh{zM$eit0+g-u_i|C3e+`^L9Mr6uIv9;G))^v3i}@o8hcfr} zMW#@o=V~E2h@cNhd3QxTA2I_|wCfC8M7JI6x-rMvJ35>MrRg35nPqLprKW2%MQSi? zrwrLORut&xpQCJZ%A;zkwLK+2t=T%gnDt6fDJB5(RJ-X}4po=T`L`)a7bk>O`9q8Z z`zh=iA^GCJvB}33?^q&;2IjmPCR$&{vch}a1b?=e=pK#v{fW5xraxW;Q|4(XDN_mu z(tR-0N_mh0FR9`F+9zl>e)R#|eaAgT1a@KHvgpuF(n!<%YW{fcYr{Lz*INgV`5)%J zOSmKZKhU=r_=41n+sosRyC5EliJF$KoS&Zz7i-;66X!Szm#01 z`Pw5#pSw`J*)rcNiBU7H%f67;jEufQ9=7>&iF|DP2H|vup z5H%u+E@Ib>)o)@`X9kx#GxLS@k?B?c@hg4N_8_TpBUugEEBUkSZmgY>P-*t?>1mgSlQ2Ms=!#Qox-ng5z67(T3fr zJJQF@l@@t1&lhh()ioSy5=V6Ofl#>^48u+8vPKaQ8rbdz50v`iy+X-ga4YV0B0M)O zq9p3YqKxVQJuyaavXlV}wMUXkT&}>hF_e|4Q_c-B1cWIi)4cH*dtRGi6rJt)WSTLd zW>?fBpO5wYBSQz_-LrX@WDWANAc?3L__b$=+q3oJIe0(wIfce)dR@SYSQr1};>t04 zx{Ix!qD=%cF@eF?ORrycsUa<2)ifEAJ-TLX41`|k3!|>k_S{3TdF#c(8XjkDY7Zjo z^`14GEYfV18(&E>HnA67^Lr`W3E&>4=N+?CyH_>8mn?suhoRK*b}{WWgkp`zmnXOX z;cEHG9PR7|_sg0{iOcwL=WoIANZ8xwa|c;;5`$=Jow7KqgVV?h$bj_<@%W^Y?OM-c zyYnPjb`VRW83-B+8%+|HjJa#q>MhvEZIHHIo26`@$(itEK<7NL)}QOZjXju{skKB- z&1wM6?rDB`*4meDIO;kVD4A?3c?C+1s!TfF(aT(1bs#)0EF51f}?X6m@zDnQK12Q z$3{_WH5fp{-%oAr^%!y5uhxC{b2u3{=a&|5f=D)4pC?CKmpHyS>Ec)&T(dPz4KEbsrf)Tjcy{(_3hX+H_o&hO}vsr0I*PEqF;~R<^kv|T19p-{+0oa{wRnq zzKveB%oQo#%2#hq1S!=v!Gs%bS4PPZ=hNR?6hbR{Cqfdw6f7i_hwSM(;&fYL&K zgpt!wvzX|yyi2?x(r8qhpfs8!)IhX5eC4`Y>s%rw+pZ$JOXD}%m$7)kPX@}E0M=}2 zk70Wv=)e?*O>X2?wF1EI1{&+(zzY#1{=;OWgA2DDNT+5}9bo9lBjs{QFmJk^*aRry z8f57a*zyGQbTgoC-Hry8Dclu`ESNZ zKkcq}8fy!7He-Z9jF1UtyVb5SgW;zA;k0dew{pW$`epbVwqG_m-g;2&Af>1Q@!$q~ zXyjf=Z}qZ)Se!tN0Lh-CAg2?2@Co=ENT^y=0V4ZWQ`h#E}u;8 zKbDJ2!`p|$JCKoG_K`i&k$u&X1H;RNV5p{KH=KW@{9;9g`^Ty17vX?}kQV((xP{>j z_K|}R;a-LfRZUwqpCZd4iq;(yG06f|wP`6dR`v{aeDO3tTI`Y5-3~CMfn^`W+8V$h zYYln)X2cKxlW(&$ZnJKJB+tnhTNC?&Pw;0^j5o=hVdWpT-7n4N5UIbIncuQ}0qXi1 zA7?F9=Bo@9N>fanhZj_bb593Ut8LTiW{Q8Hp8990` z2ST}iKrW?U@i-Y!&d~7z*O^=xp6|i$_9Pmtw&X;htpcG&L=f*CCB9cy{Fyora=;42 zBLE@8^Jr^qqdlDmwwtgIK#qN64fis&EJbtr6 zHE}8;Zz}TDR8-?sbfT0E5kwWZ)e$2`e;z%$3RUDLb%K+-+AbU|Sas%-toh^bDUNcB z_MUTY81o+BZvsZT>aSb;gjv!WJtZN=;%P2Jns;*JrS-e9jRWC<$sZ1y49IkWSiRy6 zZKEgG6Wi=}+F^6?T0`0uFu1NYcdhGRynpW)$sqT_BXBggMnHVLp0}=Hs#ZwbRVNL0 zZCazGYe`C$W3Mw>rS)?QH`I3wV|KQ+Z*F#SZtln2 z`Mlh$OK_5EV~?VkgQ|dIRNk?iEo_Z+i@b$VBI_2H!&$;cN z^E))(cQe1WaeUuzwA)nuez-Mgb^`es`u#ZZ`$?YDQ(>o#=T66Y^M5!-hGZR;?l}DY z5A@wX^;?V#HYP)C$uu5hXqfXd%{(lhOjkyxZz41FJ0D*l!NZ$q+8*PpS=RUdL52>g^6e9s4+c~&kis5z*m$39mMiG#UB@~2I#Nt zla~wR*IJ0)&!B4ozgDx1SJS4~cDdJgti1`2tG*9cwQjB_6?qpJ`=m+w?4Een7WlmE z^r`%^w)4;WcKN#Z#(DzX##_#HU)~KGEnjEzjn{%@jrr^8S?kTq>$_gbu0$FK#bx7) z)v%V0&h3r%v#fV<*)JJ=S_L;7#qau*(Kk1V_4f-6bc%iO*l?&^wRd#KCT;ZfcN4cL z$+dmG@*BoV*#;!EtSpoTi{onnvWzm}YL~_t;c2vZ1~hQ8$&aN4TXyJkUYEr*dX!ar zb(Ofhm4H#4QuFyLFdH6&T-zLD)XCY&+H%pb9jMVlXnjVl9_7_m48VgPST080(zR{L81I;|1W?{qlr z7pHGszDK@e{^~rvp_E@yNzP|u;MP7&b9Dzg-~oP@!q);YLND3(;~70?DQb6j$q9GA zrG4-B!ua^Y4p37rS4lpPM7xt2Ld`Y13NEq13Gq2hmlqvklW=R z8UD$7SRnT*j%%k?nYrG2d~2M7z+`~z8aAKdnaESEHtoVdm-fcvbmvm z^4D!F-{`?3Ey_2Y3iGbH&$_K@Zv!pRKghSGF703#?Ltm%6HH#uKJbvb~ z1f0fam7(gFVWT_9RYA{Tgl6DW8WEz2taG++R>r1B)`0zi3BfONBfXCE4wCN?XA}sS zr;^=s|3bKvCq<^TG$3p;$2gVRN0C{VQxa86X%gbYOeyp{qrjpk$(QG{LRz3Rbo67% zd2!-vQ1j&a%hC5o4)Rzd9K)dw%)qyme?6x*&#&wRZC#CW9Qb8<{43XoCUfe=T|OCY zFPeuIaiy1~WCMRmFwJ93a5hsxi?2`ej)P)r!H*wDCNiDn)%_AW|GVKNHE}dj1rnR@pJVe zY|LfZ$IB$XMGJCA*qsLZs|l~*7w>Cv+yEWCn(b8TWA>4XU(e>$JuaMsgs#$;6*;yO zNl^MB?QA)N&Nn2pev$hJ4e!z=CH^c%etfV07%;mNd3jdMmpjTo!Sv6q%p z&s+7Vdq%{a`xImCIk^=FZB>UHM;@X}avx1&qvz9mEhjK1p4qt-{`+i4;RexjQo%U> zmNCU=F@tMK-_esq^pK@MX1Bi785smd?u?R=+#Gpeu=JT1TaUzRIv!TFJKWyx4nnuX zE~_}zNKRY~o>0os3z}BSzI+OxxpRKSWbR(Ju#=Yvv%EcdA)T|9wv>@O+5P&EPE5uF zQ89aLJUu_-9-GO{n20Os=$(d_rKX`uZ2!Q?o74{#b%(`lF%A}E1I_C*%y*bzUyFNm z4Wj6;J}^o0`uh4+L6mf5Mdf?xH|6Wi1-_M`3E%vf1}ASba}k-#tJVOIi&B}x2Ix2y zM|YF?k2u^+uyc(El|GcW`Hb`*^MRXDgF4^l5NCN_143)L!1!2_^w---Bw#Wq2H@x= z9Fry*ffIu}j$-OND6lPUR-cF+A;|u-?JoX;X@PjLy8btB+Y)=1()i~-U$Fy!GB9Nt z|6pCAw_amCbh{JMGsL0OuwHp?F&Q&vk-mdHVB}W+2pqVyP!!$iiHDbezb0!|=CA4v65NAwaoa`E(5< zB2=TtLRN`CG`Lc7JXU=^a-&22``dj!U+pzo-3V-B!8ew!9mNzp83=XEz#~ND2|im5 z_j>H|TV%*hgL65Bp9E4Aqk_L4eQ8~puS^oXUAuYUzA@u?Tm0)k;yFhn3u}{`Y2;OUQID70Q z{Ytuqy{pf4zSOyS6xj6y%r8qVDnK7(^F(+H9`aFUrCq>$atSobqd*n1glOBxnk2P$ z6yv=Qm0e>1zLGyKFfA-ToLfGux!d~w(qbFKW_48GwXCpdF_4Wj$#SMPr|HQ+!N^-E z1O2VcwS3rHK&VV=2c4V0dw4%XO)^_^w26!sGsIKOKkl4YaBrUtg-8Wtzy7@7Q>czw zt%c^isqLkyLFQFX7?3>%zN4)eW(EME(>|cz(rUn3Tlx1MmX1{J?1~B}MEe3Xg1vXA2__3*|QR{=@T7v7Eb*Yve=G z=Z?x7cQUe#8KU0LwnBPb){31Do%p@mQ`U86OF3fvFTka=? z#@eNI@NaRJ1gqI44+72IhIm%R2q6V~K+3%Y5cCDvgei(Pi?;^AweW5l~O%iH}~M0 zF*u%`(ZPw%M znr0ye;Ub^J!|~p>*@Ww2vR~x_<7H+kj1}BUnQJ;O1nQN4mnGIgjb$WOM~nG8<)yD_ z%c4Mk8o)Hbe};wbrqS!srtV+-E!QdAJ^m8swTwD@EO*zaIJY6RX1(Sr|SAP2nQh$?B~HL z2RM9eUaNy49uWT$-K+Rw&QHq=5U+W5Btp(H;HceAZ2c8)pAYFpZ<6h_H^;?xcR|^A zAW(}z7fS*6O|DL);EnDzraQ!1PV8E?us4t)j2NWENKwHhs6FQ?#d(9@%xD-HLR}YO zbRT2l6^gGz%^3Z09)(uDEX^ZvXDS4<;Q7TSk=B7r1G)hQtA$0rW1phrW3-6RjF?)+ z62e3z*je}>U0^<^<%E|njJ#)aF}l-!3dJyl3$9?VWh3Y?))*)^D~8mm&bgjnDb6DD%0getY7?Dlw(6~3XO@O1if?rDS`n~cKk z(oCKkt-V60AJiHvK0OdkeKsQU^kZ)hYq{^E(mCQ>STp$TPVB+As_rsL>u`ForwrXx z3oWRvlG?9UD3}`f3#ND8wN6@WpfoaCSJ3_SN!R98cbw3u=N?|gJGFB+^bGeIWo~SW zzh24@I?O;n-Y?YpZP2%@P-n39Jm`w&LfcVbmqAae5A=BwW@l*B$o250O2?X&!ep1a zrKbI(i(l`HMogmG+n+vD|FKr`eAn48bW-(+qs_?gX-~nQSKj>nAeRzHDu+;NKd!fZY z(&U=se&$H~3fJ7P(SeY|(&h`Jh#ejh!{eWoCZ9Ik6#jgDrz248$+)1iv-|nl#No%J zm~Fa_(4n2A<4~rv#qi5f-xY*@W!yj7R9}oDTj~8aY}P%h{~oX+A$Z)cSG^xOa{4*@ z#W5w|?D$I8$tXkCA1Q_Nt!wXM2W-Aq4L|Af*v>xxdvL$GuO{~Q*XIubgcF^tJIsVV zMAjdm5Gd{ifYJH)4aQR)$3Ftjpe83sm?Jo99!#IG_0!1=GCUTGq%BCG%}3IgIU_W| zYVa(EP9(gaOm>bx3xzNYA{m#RwMLPqv(DsIBy%VEoCd`r?aU&0j$(@IMF_euQ-O_T zXV$1*R^4K_7K)>vz~M+?FfK+<5a{238;hiHnNzs)i+Sn>>)nevIpc$34S9WvnW@}& z9g5%9MPP;^&|mBy+FP$-Ao!lZ+wGzh!C~4?{WUK^p1J(_NU7535iD`mmUZ~t5ie3i zX(~jCdn~+W=amjAk%$wPq?YGdT~P~o$s%FtFk!0rEmK+|Q{<}DULu?1Dmz>vr(D8U zP$D@&VHnhhL;{W=eI7tO{$Q6sMEdJA~&SDEuwey zQtwOz4J}18ieflRF@mD{;-&iXq6TWE2LCV6x2Q>2sY%>_L*MzOW<{dr`*S+gq83f1 z7M-G&{iT+}qL;puUYZxRS}wKP7QKA*e+Bv$yVdl=A{g}l8Tu}BiR+e#0J-azx&8j( zM&-WuU%44CyAPk=@wi#$>9Z^mh=C<*bTk#<`_OeIra#1KdVP$n$LXM z0I5on%8`t#mP~J2^%s-S;Rh?##1~N!?h_1~C63!LJ`LZikpqm-#aU`3rJA1uISjqn zxN(z(-`L%~uuT|VfLD^%8e49B+|jC8fn=I%MS57p<2b4Bn?2cTD+&86|01|!3|_}1 z6y@~lj`qmZbgON?He2cuup#BjOKR3sB%0%11e0VELk#B-uNO(MvZ0QZS5{A2lF&NEWmD zaHs+^rG3nNyk8nuR&PtcD}w69^gJl=VFSb`s^JUc5)$e0LMJ#Rt-i!&g;|KFgsOhQ z-kQ1tzQUNqPK$5Y18djdg-W}{LL{qLeG)i9GPEGss}x4rU_Es!TB{(+!0pGI%IRYh@;wBYnD;zL~P z`kKiSn2TJ|uZGk7yD4UhE9R_hZNhbm%W*Kj9Z>ceOp~3omGg{A)pIu|7$T>_-cH5I zh0OuS{WsZT45WKyIV^E3OH*Gt*K^C>vP{fqsIGOEtOmvQeCu9kk3l5-@U80iNt&-1 z@AqLlBrW6Q7R0L;zL``1}hFqI1{ z10L1;@;hFmSPA>m%!e4Pyrk_?4!pF$bJDv7ChZXl6}j#yJ<0*lCe#)rY`&Yh%W;wPG6ou&A3)&^G+7Sh8mQ&}XG5FT zhnA1zmEtW?{)Vq>k8?x`39GBVxyqg*!4o*@#T_K{XD^?=PDC&G@w$X|J4lwG$kn4H z>RBiLeOb6iMm#`SGPzFDZb>4$PU?lSG@HBBYh{_{I+8?825oNhsPO?+V@>J+s zXijdYPT^dc5?c4+NLi7qo~Qp=>r?k&pGuDUjo120;bGFjf_utLN~+Ipl|}iKSsgs} zs8_rvs>D~X@tUk-ji=23IUMOl#=8|T?w$hyIbAYovMeM9tcU~ z0HjYqS{6eWiE!FLf8+jlFBq%3ZYqbz^{_KudwPDa z39Ra0>I%7+WguZ)xjNjt@OMl*baT=`lq!H~vtqV6Tbr@7|O1tXG@ukdahjzhm_Ro#mgo zYB-6*3$8Fp=aVE~tfToyxr5tmifa33dm%y*M+hVB7-DFbL0Hc-9c!@X_l<0* z*QLwvHtN=9d8>q&FIcLRMBqW|>kWNT0ehW2@lY?e6HH>)Av+qV?NI(=-QWJD!c~UK zWY$e4FMPV=1^ju$XO{C`_jjqZ_7xU}Ckb{-PvZ=D3o+6$29b5$d-#MWWq4$}er1@1 zFcKd&5+aQR<%&??;_ta2BEc$C%g&(0ETdF5VtBu-DFFJq z?EN~y9P>Bq(D-)?;r07YDG)vP3Y{}aCl^fHJ8JC!etB6`ClF(8LA@)jiSq&M4VdT` z&vpjo`C_Ch-@LCo{;Kle*U{xIzi`(Yw_ zw1*FVmyJ6h)+(lNBu4sm0Ll`>M%$e$Au%H8?edOZucrGGYb7>~R9Ld3euBAIB5}VC zUqLUKUEhZLd~p(7FWj8+#0qn!1{8i{9vp`MbQQ=m(el*s0B0pd@@by{M@=^Cn7)vj zb8Rnp2>$A399#$1l=KPK>KHZ0%_Ohu-tD>Lc2A<^-QZ%`P+P~sv;FzS6V?-)d>}A_ z5!6(FE~PWup0%vw{-mAoTa7FfzjPTRQud8YyR!3#{v5adMBUvSB8JG8OAj9hZP0?^{l$<8_@MwoSG=qg?z2>Q$%0)$^Gv6 zpB2?xzq<@tnlGSF*fesSG4U`KahsML7lULblyR=4k`qDv^~t6GhQ5>7H6Oa0J(Bou z=o?N_aueUWLxsK(``=!tXXHwUZ>#PZz=gYl-1B8w+z_Q!w;jqXNe7JQp4Z>lA#B^9 zu=v`&b0Q^iXy@O(QSZqx-!`_$fNTip+yCd-kMptg)%=TVeT~IdzF*4Ia@#)fI<+KI zeEL$J1i1}lqfGKIw*JuJvq4<@!ms>YOzKLBjW=H6z~l34E@}D9f>7V7cP;}Sf3p&v z8~lJaef~G}-Gzg3=@v!=Ee<@8u-pD~n;=binc=AWJSuc!s@8L=vm@d_ykI`)zo752 z*9!8_Vxy0by*U0rK+Vy|e>~(W>bgFP{5j{lh9CmzWJif$rb1Cp2xVb_lpL}zQXw@x z4HJ8A>t@}9hx`ZnzS5fydP#cB(lwsSZENKs(NnlTcAl7Lx36g?;R0C$=W|_w)bt4A z;8#DO^kQH%ENDQ2iSV`cyZTBWq}EA~j#}O6+RIks%|Q2O$Ny0v!4GPQz3!o1h`(9>cO+pQm>Ni$)nr zh)ImEW&U;W!`yTu2?YXz2YZHg;3n_S>E4{7rEY!K0e`w_$ zmLg`%=AyiB!L9sflJKxyubjA-b2M$=>b(XVAh{73t*q?Zp_d))CJ zVv%%uIUR0k?f%f#;><+(nbnuAnTnsJim(ymv01IkH!sSHN=``w^7J#pLf-d`O7#+_ zU&IXWuCj^Pq@pTV^;JTs7Zd$+4!7@O7jWC)&BFB& zISH+UZ$Tph=;zEgZe|cox_>fODa0lpzmi!xx853si;L&|t=y#?5BW{a{obhko*@)P zpGt4uYEWsbU);pv^+!J+@T_pCGFIeo{780Mrewvti+}#?jW{Vk-w)aoKl`iBe8$6s zI+d~Pv*aTF_A|PVpymsqQeLkc<={CQ$TZ(nFmV5zcmdHV=!I1bOBVBe#u*du!9Hd- zVQYVhgi$(Dcn9;toTLlxAG8B;49#1<(a)I;MP_jIcBeT~sFyIAI1NVrpD3^0o33mO zPqOU}F>Hq~$#B0XMsmMj3N%Xf&}lX4lybxAuRKf_D$VKF=t!aJ!&k4)Ya|+rx(ijL zycFjYe*Bp7gU%=e$=S?p%1TWuJX^&upR0V4SS8kKD3CBq9h<3fvZ`If3*?oj<~Zhk0WoxGlrxXTjrC=LMC|aZnY}C|0;jHBwA;ksQ59;v&MA<)eT7bHnOU!DMe%IMMBrpZ}w0bBD{pHebu5M~Q3# z-(WK1y{0DXu5`tzjC_(G>0k6Rs{R=h)z|viep%Wu_b2})co6JEAmbq}aT6n;Ys@5n zlHlzzn=G^~oTwp{aQ!za{c_3V2kW|$=kL1RJ{;8!w4boxL1L?Bd+OOpGSGc;z4v=n zONY$~kVRC-l*wBw%MIDh)NGz|?UZ~Dlbp{LRC!xLb1CiWtD8GKqTE1QbYO|1PbE^S z)UI_okL^umPNk{NkE^7cB>kk&1T(RX8)F5w{!g#J^$Xp&CD3QvGMrZ(dgr0TR)Jl| zHU}o+$A%M-Z~Dv0^_s*Bn=VWS_Pz4?wV91+t^#~FK3e6A=Dgaxqx9@+aqRW_=RfaW zlg_`M?9B0IIojImlhMt|qOe9ONcpJjpBrDdcf!Ooru;4?-{M|}G#8Bf>H0roqEMml zRsnhcR4VjMukJ|vyA^ypqHTIO|9xO9Ov4|EXSo}UoSu{qw-}2TSoXDz^XiTqkx5do zdJMl5ffwq>WLpuA=`sn)ibFE&2j>ql9jiYB*lH#rhU|Da@N5SM%%D{|IY#{YOJZWq zaHM@y%<}H%bjX`$l)4r$jTRBgZA|X^m%=U40#xfH4@M5Xgo^}<4H!0!st!Nt_qL?x z3gH-&c@DgJ;b<=#$M23}`Z_RPr#PTk+cFC-->4ywYk!1oP0eOe3C+XwB?fOP1nn+Nceey_fyZk;rgOcl`x&u=Z&iUzdk4X zs43-nFI)KXs&-xs?tcjP^_w#M5?7rp=D(F4852EqMof5D0l#Z~lrE@{e%tVIhfsSC zDQnx(NxIBg&F%5mPtER4VgYnJu}m?3)%EQ6MUz|a20Ww4TruSFdP^IT)+WfhVuBJn z+i*Uxkgt;5W#^4awFwdCNVHdwS$&Z0c2Z0XU^doGRNqL5ls5MDldLV zE(`EK9>@H!d+{g4?}oOV8EWbNbKIPI*Tanu|LEU%7XMA}{LjeDh!5ZUzn_!O|4OuV zgjUoR{#4LA1Mb%Gi{8k8b>oz21f&QQd(+S`a>l+3)CTdnrDsNYPm~_~sX*3wWihz38KvTh!cNJlwfv}HY8Y7VI z5*VVUkRIZi!dt9(cNG$=c+75?egur&?Y{kR6!@4rym}dFX_($gx(2#Ke?CG_vJP~{ zLLR!GZohuGZf5OcO4nn(X_`aZysJ5GittWBeA{JQ6Bi=nP}?jCo6JnWF)yuQCJ2su zh&lR9k(p!9t;q*b5y*m4V!bWGB38>PwSnv7 z#DQVqxL(Vl@POmC5+{m<^G+@2UJj?964zU1uFzU8iyW?4C2kZmcVaC!Fo!!+iD!g~ zC$E<0yke&~gUntS#2c&hzI>0jR*A2X3Vqk|b?i~0?{`mdN2&{gffQy5VSyw?{;v>z$0w4gVc`9m!#%K6L89`Z3gt0|UEgTiM04wXb= zj0%8YfdV_lJcdMX_61=hGRsXIv#~QI33I$mwS=9Kc(gD}uoxXZt36UBFoo@=%U~c$ zD2>EggQE2!a1u$TJ|r%76z7RBH#?4P9#fe_O7j6er~z_lP?g&f9#dq>d@)BkD+fEK z5{ei3C`xNg@F~ZzD56rTH+aWMtcu0_3M?1H?AHb7DPUKit|1xf;|y^% zlCCI$S)<3@u@D~sMBH2E6{{-|1HqDnG%ye^01cYVvy5X#qm}#~aaH0V=2*E?Agw7H za-!V3sjTU1in@aq)GR(WuHtuCQ}jeCY5BZU<3jEjIFnsImKy%G{(`a zlX$4w$JOAxDCctV5DOHoLUY}rHIhZ#MazW9Ory`j>|=P`ZTQW_bOpydc#ZjHLtY@} z6`BB-EQa~mNIwwO+X6C}6B#!NjJwVP3c-4IW&(x;j%pwz3T+L(Y$pY0B zNXx>NXax(ATnh|`H?o+@pbO%iwYN|L9}YbvQDYM!R+m*p`nGr+KHB(B7zP#d8e*lE zF$_n!5MnW-&jniXVI*UoG<^kJ{wMFbF(9{G_5cKCE12LhcfKYT-0P3FFbKU>o6KtJ zEM5xaU&b+c5CkSDP}@8iNg&N2X592};bw)vCJ@Rf#qWjgTS7v|DFTCJa3JtvaR57- zY*(QV^>-EwEQW|v1jb!tZ(M`8q6EBvG=SWkg+1OG5|=w_%AB}Y2!xzC3l;$(Nu&r3 zj$4g+x2|)Bw{w`G0Z`5@Qy&9pFdYs4@cmsjXomY8MK&g%1&jSG!qAVq8(4or}x1B=_2+ZqVE+a!T@)=JSlR&y*gCqYn2g;xC0 zwZEHCAIdemF#lt*lXH4Jzltg(fmIiyr^a3ksPlg6lX|tE+)D5-Rj& z{%dN%^~rg>2XCU=9Yecj4%#S zG9vT=hZwI`co>oD!X0;vL39IHN~co>iW&Gx4gHrBU^syzAkP9;hMxk@ka!b^8s+z9 znI#K2uWrv5v*e(5=)G)50f7zEF*(KdJJoNBo9q%km|y3X~HE;VsApJ5L{R|Dctjbz!MyQNHH7dznJZ`^H7|m;WWE2hU<4r^!YSP z$O88)mYZHP{Tm68=l3x)IVX0ryY)3f$Su&!;kZlwzU_+r#L9vb_;qyd< zp(eZ=fS4!49WhvbAY$_=!Xc7jlnn1CBAijr^E8Ae$b>E)w;U1zGE)Tfd^Uzoo6=yd zb0++yWXNb0{MA6n;{-Y})L>-3>J}FIRQ?4cu3-Sr@Dq;luL$X(m{}rXAH$LRROmPQ zwL}5;z6;YV!G|9Owwzzz8tntC4wn!KF((QO*ntGmsW3|aGAuyT#U%V2}u?RPDDJ03A0iS zGk7%9G!UUhNqFO0R2Xc5{w~u0l=^AX;PWMGX$p#(KS#Nv*;48$@g2-`N>;4*Jf(cRyS5q@)bh=slcHo{Om^H`Y(9D3;zTXF-lGlpXtaf z$QTeutn$^3AcY{2nW6Z4zuyVx&ho7Dgcyix-C|$mmIY#hYH?$@X1>*4PT?OVvtDKF zqNXr>My4OMG0fl0^K@weUd-%4cL()9>iHuuL16I76(Za!chY?P%O&GGMX>4_k{_7k zLaO~5A*A8(W)jVnLt&l1ffYveKW@ufb76WP!#PeyINU-6Yu0{7KA0r*zf(`s^Fj7g z;C0+Q!vMrAmSZ0K^Z}(3x3W$6mX-bcb^`TTa}gp?2y+AhRSJT@`-%a?dvv2PoxA6l z^7;UkdI9zH?<|6OR{#P;jG{BgB1@Q}SZ2PBA+*MC6pzd~v#g#**~KdudSuhM3VoQd z3>a)!wx9mAQdYI+a6WA0e!}fJGaa)z{FSBrYrtGgBZfOIdZsp3MbaYkm*rEtVicseNpXB3p~f>_*wROf=+*@BYp;)S@y(8qzAXZJrT>Cx%)N-|@J z6n>Q9>^N!Tl#_dPU$Bt!O<;jPt(bqOnEQ;t2q19@E(zi>RuCAMY^ii#ne^*T-is(x zJ;(a(VqO3mfOSN=Bf&F0Tu6D8BoJV02YE`l!ADe7Q~|()MNG&WJS91Jfb?Gyt0Y=v zwwTIhZ=Wy5fy!M4?XiF_mv{hZo5D_Ey6!b2BhI3Eg^#YRiY{wLx+PjSb8oyxELht_!6Wj)F)9fp- z0RgUnpm;LigW;ZC{~E62m>sCDj{>Of%fQXWSYE`l>rtbR^sWX#g2C*v#q1yh-j?Fy zhvOqz!E>c3fd)P9K(I=7Ma~lvs|K!(R#>30jx#4Oy>Oqc`<%a;BA`KHbsj+$7NdNN zeBzx!F~$6V?i*VF8a8#yXSBhEL%tPvv!@G@Qg_^e5r=8V;=4&}q>6=-#6FlX6)j_sDmGZvoiA;T~atLkAM( z&shbZs}vL%&pE0&HCj}h1$_)aIJ>bu~Lg?x|v#y>yuTt+Tsw} zO`BhiYrc$Oh*e!k0onx+fImVZj$LcF&2ub8FFGHRb8RDAKWULOR5qZfS}>gqK-U#c zNuvWn)5{cAri%c%nqNxlY1=#6{@fm2fk47z9@lXPXy=L|jqs8kJF zqY#311SoPFV)>6|M;+mgUk!SoXR3>ifpqqvmxW0*qgIl$KmtW)1xO%6qgYf&Y+w!X z?2bDV_YAIU1T|i_b^L$WyU(wt{)XT4I|Y(J8odY@Dbg_@O+X2~Lns1*VgLmM(a^hw zUX@S<6%9=hMM4n~P=g?#6ho0FY7kKrkSN$_Ir&}pb>DODnK|=d=FzNm@*iZatn6g( z&-eZE72yZ-@iB|N%mH?x0ie&me0T~@u|2Fqj^T4rdG_Izku;R}&JY3pjz+8|0Ycz8 z9wO4c`>&Sw_3#m!K<=^p?7$oG-(CdXys#S=7zzNUj=<*Xt?t9Ca2i8rmt6%E7pq0S zk^;2p{+R~_wUup3{k)tqcgy}{8!uC+z~$hER0<>jB}d_1i^Q22{thw&_Wq>E5-`Z5 zN=kiLGK7JGmVhV+*X*@GW|2_Rq>(h|2P6ly*409Q=^x4JPhP95W+=0#du$q!XPgO! zYt{s~yMfg2bRa3}Pzh|Cv`A@afCIO^eo?9k%3E_S2;j-=`twU`ICgTwO*jSS_;Y0X za>v*GujR4{;X3l%Fo%DYj?WC3aA4Qd9MBtj8&svZTL%Gy>P3YeK?02}IF(=eas*A$ z5(A7BpBWdN{%vhWkzVgIOBKBa=8KweadL=y?SAr7)TCF4`VwxJ7%pIJ5=6qNfF@j+ zMgd~gNPy0+?uJ5ZTIlC`Kc?t?OwlZD3M6NV}ji%6jp?GMPjmsx)vCF z^$m%GhFg(GoG+P7=ZehQ>9HPq**P)KD?zBOEnT9|pKTiMwZA=SDAbA@JuIcPB%^Nh z?oaii)a~=(O8iN`(a^Jh4#LuC(~#7R=O?yCSn1>XB`7xJv@QvKtA1Z@`#rOuuZ8bz z<8dj4Oa|KfE{*3vRyQ)3oGP_KgUQJ$ap7SIf|Mz0O~km(-N*f6SOR3{eE!&ZX+YeP zmzXRPes&4$Pn*ZfQ~0pQ7Nmte3xKbbA|f-%%dN@F0f5WWPq48~hD&jYQIQy?-9fiehF-jzH zD7V;fdHmT8k+Tj;U=sF}IX04=B8FLb{#X0fk$p|C_5vyPmtL}fcHa;DCS)s+k%_sS z?C8m^VA$Ss#2i?c8Ly>2THPEE@Ss*jROeA9@q}&+Uqo52+AYoe?4eUG>S+le3OWFn z@?!peI*2a6R}07``hoZ}m6$OrVZ&#C^zhCNQB0Ju&@<3fu_0Vv#Keaq(f88!usp3m zPzHirvj7w>q`@|1>s0&Faoe%H3Nir2l3ks9rkV$69fe2;j{(a{9%?tba|2pA)=hvH%5}0HNYqqM&wBgT`e3=#FvaRe+&*ih+ni z0%Cl432A@;@kuii;Pa;7<7f6gfKl*@i zsFZdyP!dg)=T{4z%T$J5Z=E~{Ce~~C&Y#fFzG=0CAl@5r26HljejrQIl`t8UzZI)& z)|@N6_H#Kx?YfI5q4@a4#AM#*)d9Tc!tG%+Zy#@4_9=U!e%rv*RTTO~xfP|&O`y&h|_X~9icU~}D-D0iUQdx1ZU zTpW}lgbOC93(HoL6QB9)9A+K@D1aO5S)Y%pxD3nfj@@vbmww^*eJP-fT-<4C>@-Do z$lCkM{bh`!ETD2~K7FWpBlhiT{od1(KJZfnp@1O{VRmQ>EwP>~`hDzP3SwTy9-1l? z>{nDJT$Ap{2J?W*y2I{GYjSwuY5L^-_8K^fi^L&FJMDSlK3A-W$qN}`+|*$&RF)rU z9{^Lbuu>d@ESQ%mvlzAy9g(X+b_uf+_uFnlqjE}y79^q6I+L?lsRJL))Js$P?(!&= zYhT-v79+%5`NeY`Q6s9jN-!aB>tZZu{peq%&r5qUMT(lBV!>cXX?a039PUMYtS%2G zZ=lJ0u4kY8m0=drWn z2B-IEaC>`Fa3fPdn6^H4aR!nib=g6Am;T^A`gi+a(znQ))`_wa>e=llbf^3f#+&G( z!WHQ?$EVjV%ylJpYv1gh_upO=#9%OX0qm>F*(dJvUB2W9{+UMa(vfpK~zFfpRV*fBU2A#lJ)6 zpRA7`&QCB}{X5b4Gk!`i}gKo@ODR)BZm|-{Kh&PW3n>;pP}!ZDate>?$Uok-|6iVrDfSA?b*fC*+qY{3&nFT>F4Bm=H$la z@AJEpcq#pCLzO%c@vA1X^RQ- z#a^$IxT=5oLz%?K*vp@?B$nDQe~pz``E&VOU0gCe`RM?5sQpr5+2Kp=`J;82J4^W> z<$pupSC;aAx90(OvXBy4=tueJIO>_Qe4#T1V%Y@}cM8PHsrax0!SX!ZnM~PZxic-7 zOVib=R$p6dXE(pvZyf7yG z<8V_=9u+wuN}QETToIgvSpemMKuzL`u8pEc=_qO#x`+(^>teJ<ESVoE(<{iBf05(X%wOBpAlx5oV_y9Z5PHI1o!M z&xlvfoFB-jzjEbOP{uMA%>rU?eJ&_J;}Q^rG-n>7C}-voVCSuiH(6IVaTwlk^`A7% zR3WB0PW?L$vqrzRMlJh=#jKH0?Fb?Jxcn>rb{ zurmGX8Wo{Ru0B&&M5RK$kuomE@ar?t2d~0Z=wMYExMen@I4;9Zj!%V#EPQn3@J!J% z5fQnbF-(FiQ8T_#5f)!FzEj~`Rk?=1XM=}t;W3*e-jILlakW!gm|`L%fKp4k3b!C} zvsK6 z-?N2lnE;wfiY}-V;e*6dF>!ij+=?SJA_MJd03Pc_K?G{1bQt zCr%teLQhlq$Ec0l3&>KE@L$QxpK-yP;dw-FHZT*7!9XnRm*vp5)6WDVqI z4=d*k+2xFE6^_nyeF>s(3%Ce{@u8`q-7MhzIz3)RLXcm=(4$Fg&{RV8rvCgb6wR+l zfP1?Qw+cdDg!!*x?*vREc>zEg%aJ=5YuRnWze?Jh7a7?9Tw05Pp7QhmGOsfA0}%uT z)QQboo9MTUdoM}o8VRrpgWu;aI3IyvsN6HB+|46__fx^jxVwFA=>1smej2!Ev;KSt za@!Sg!v?AWAlB%J{oLa+zWk~raCbde1J^!J1vBEGsW6duJ0RU(pY_ZlP1)cwMvrbz z^%@p!x()6uI{ZSi#{$V^x}PZ;^>QQCfm!I6qU^(QXn4v@XXAmfuRJKpmTfbw!!=5Z z6mC7QIgQ4x9z#}ekVLEy2=|ZF9bE%4I_rK>3ce^YspG$SZETtPOb7qAqXY3EWEhq+V>ZqQt%gb#2z`{dR*& zA%jy@vRZ6d4v}vGKM~}K_h%z?R6$aKPrDe}NmPtBW5}q*aH`quGjO(u2ERcLi--ac ziRy|hkdV~K?q&v+4(Ve*dq{wmQttNApo(huDhA;Xb235_uGH8-&Cm8Wv_J|;*m>&M zjk{o)VU2~#s9~ad8x7otMXL~C?Kz_dDAjeFW%p(u9qW8E)ePB3gT_<20(ZldU;CR1 z8o9mSo_&+IVB(^Em3(xF zkOzI@edlfB58sQyPpa-U>1!g9L~y^Dgl({f1i}wg^TlGkZTDpX--y^SUuM zlBB-G_&7GaC^Gx%SRk>An;kx zZ%%2we?cqRRR2=s_(c_wP)p=L#{e1u{x&}}k#zGV3FLz3px^J2_)O$0U;?)R{@S1D z2P8gG9Q-j;RJ@ZF90o-)o}?Hh7h;?ThZ<;vZ+;WEA0mnM5JOALtN#_;yc61NK%^ zNX9z`G<*l`8+<>7`}x0|fH>Na1va_*;Lus*t|M%i3Nu9_ZXe=v*WiyJK}yIYkcO=T0CXA8 zj-(-%X=_TGXj?kCnmVdNLR>!tQ=wG(-Ush%fU4kOZS*Y_V6=+bTTO-S8Cr}WE%sJ` zi)k9wI6lZp#9ab^xE%+20MEz5ezMrK$l%9DTs3J1LEjmsAw*=&O-MuCX`7`AUmhHo ze;^-HwyNd7`1Wzk>*xYo)B2;G`TMRkD39fwe3r1oR!|KLn|HW=DC*nCneop~G?R3+ zg4e{7bB#@j#_8FKFRpdYwT_`*Uwu7#@7RNLi?gqnJ?OsAFDneLEg!yUWm~2``0MNA zxR2u4@t3bwCw&ifp9TQZGr6?zO*AjCBCYfcFejW$SfM=6VWB|InVozbR1GCK4|L; zdEFWJEn4Ye<G1bRE!*^Xe31OK3@^@iOl8^D>ezb5%WWz&10bUQTaL;PPf!b z`(V?X6K$OrcttkHS~fexrK-k4tcbB#5sN&dneF+}1TLSj`DOpL7+lp?YxyF#aGU+t zB7fK@RTqcb)(tfOuvKfB2)9#hq>=;!+Peaa^~IMKUxLD(VfS@L{-bOYY_rVMxyrU< z+N?>oJU&gY+P?B_U`B?U?ol@~XjMEPXxuier@9X*<^^;3Ia7GcLm6zGc;s(kmscU__7 z!IzW@UwHuE}rZ*biSmSDbqHLU*6dZ|UF)`we1u;fd<)v*vOFIi7x}7m_naE|jFh zs`B)FmUP1kM+5y*?R5X1Dt2{`J6)O@{`+*9e`#ER>d(+eb#J1Z0!V&ID$}fYdB?ib zSSjV<6{Ho}V=A%X7Zh(^t1gWXuIEDEUvC6W#)sVR92pC^7ZdCzQ+RRY#R@&YIO5Em z;*!jj)`il9bDWOlHp3H*>yruR?{_~*P;5QVxBaoZLd{5}jpLpe*0(1n@%R%i^!-CU z_fXflBP~7>P6H($x5JobVo8x>1y$RT6RuM)&-WiVIS>_Yj1l`a7V>Z>dM-lDHtJnM z{#?Lp5BdgkcvyN@X(s9)==&OMHfE`Mst_uy_Pt+FnCSWV^JL7)zkd|E52(a_{ulI} zU(AKRpT{dE2*Y3VU5gxhc+;kZ8NPfYffbj#-E!&qX)u)U81K>(upnEJ*B%EJt0UYr z!G{QbL_qc~G2njW6v=xy9?)l#3Qv5h?;#vwaq5WhEvzaF0CYQC@;2W(WgM*WMTN$i z?Z3nA|EWM39`yM)@BQJK7u-(CN&mIBw){8reMiI6=f6SU{t`n<{}c56yVSPMLr^T8jlvzJ7T;Rb`^{9gqBlP~~8!kUYL=igau3 zxu}MO6CUq+q(x{w-ZFdki`hp@mkz%tulb2A_Je;|4_;pFzG zhXucxD}g3eV9}MHy(&0U$DZ!ww|sh)OQ-GPA86%wN*-qGqKCh|qdf z+QYp5+;E2rkVCU7wofTpNko~2s#<+M%@QNg!24MYxL3h=%=NPBH0sUN_Z%=n{h>Q# zD(H?Dbaocq`&y;m;m7q=-`q*G`^$t+5jS_{G-7DIb?L#MI9aDBq$ju{8G6uYh1(kq z-gs4XE3#Hyx+OtvLuiaOX2k8Xe)92}sNNrS=TSJu21w>@!U_pcXz8!6{tNo9l~BLs z_1SBx^HWq~(oP5o<~`lBKf38s(%FAO-vQAr6+35xth{H(Z$&?7_y_v-e)Hy2^uxzH zq2x^OxrO~PkB0w&zP;Zr2gG!~{ol~{|AxN*e*%54NM4xEBsB5=1AXW9oi=|IkeG@e z_z&p2Pmh$kS>KnxkeLWi)zJSB=(`_JfPjSh3*@XKj$6go^ha~iZ{(r4dsY|h`xAz& z3f}ZzSn0nAwWbOUB;V^#(YDSv8%R546?1AJOszlD%~~67mEEPEdCxlXtX1C7K+YSk z_zlj7+FTa0xvcgg>WpRJzoGBQzI^Q$=gnT^xY=l&vDDUwaG~#;+cq?F2)V{4qUA+q z?+f*Uer-?NTW4)=C%!yLPA!*z8G7(#nz^m|Oux4Hi_2Zs_40amrL6A_71HIc8@Fx4 zRP8QE*{M0(tRF*jpSW4I%?+OAx4(FAu%^qd zOWvkeeyHBfzDvqpRdc8-(*At)P(<-iGsXV?g#F-k-Jw%MPq%ZJ8$+-1+Q!b>H-8)| z&>p6n@l5AA%v^Vvz31?z%VBQF;qBb;^fvU}wgU_4I4|Y+LCtZ&$nm4S38C* z)m~mV#udA2$Ec=P4^o|W=A3p{oH*M~0E!5bCW4=59JuQ=Y5yYYx+QN(Uui4<#pz7w zW1H7ThTz9s@qvhXOGK{{F*;6ME^i`I^z4eIkk07&n$o!A_ES(p)KM6j0+D3%Z1nP4 zh&$OUWnkVq%d9%@-5LFkbcUW79WaN8oEREPgv6IItM3t8_+fDU^k`2QA0t)yak3R- zBx(t8VmKbBP$I>hqC8=0WQrASbbTWoA^s`@?4pK&D?Ms#}AK8F?mZE;rC+ma#%)!HjTFX4?2pQe47c&a9D^v4(@=m+38(SE^k`k&C4Nv= zI(IM?#o&=Bg92E7TC43=3yUYdo^%^a34NXJ z))__S1u=NlaA^p3Iyc`NMdh(`0NnmGXzZjSaGB9;9ylC!9192&Ve0slXgCj~JtLY! zP1d4Kl9vF7pv*vk;>6B0BT#~sW@JdP!xH0#&%tCM4T6Ie9EAk}fLnW}nKdPnnhxMH z9C^}%i4=|JX^8fzi>qFZJF^_*w9WVnA@w(*!nT2G&MoTRl{KOdPIwE6*nU|th$6!H z=uj*zqfP~M+%q$p0o5;~IG4F8KS;Ag%@j1G^TuY9^`V-i%sp8%(fVlzsK+#9$(>{R}5a16b;t!I? zIy0C8sKYbR;>U%lV`lnu;|=L3>rC>W)c)t-7Y`sWDqNnOhS>+XMZsZ^>2x19K;1ch zl1))A$rwBQ)`ks4Q=EB}c&5@%ET2m5e$ERPPpe)$A^px*rfL*3}(0i#_bBLm690rJLP`;9+p5av`& zCX7uigiT`=OlJ?6aWu_VG|e`YEMMqa4(M5qD_eKzSU=LYt-EHYcf|gfy}g5>LxGwj zN8fQn*J)SZY3Y#DT%prZD$)9gODM&KNN{D6+-yvb(#<`VEj$>m9!JeQH!VF`bWfuF zvHMQm!9?#0((z+9K1@v#$H zd-s@~pqTOan26)C#{*(tgv6!<#BD^zT?mT5M2kOfm(ZS=kQ9(~%lg9fu?x+S7up>! zK0kBuVI*aUocumHEqy30GA_N?H*+^4d(AP2b0PPAY+h|{US4@#Ci&8C>ZPF&YJGCS zw~K|lS%o)C3QJ;&9>x}(K3Dv*^GbCr%S=U;wU%OgXaVw9uol?1*UO8A? z`7^wlbG7fpx0IP)a5MPxz4Ds-60^`rMPI zriG^FhUS5*EmxacTJCggKkDj8ddw+(%;|sJSi|^K$Cznj4BYSC?d;uZcz(05uV<+5 z)?&OS|0Abik;a9}nM<7RFP!&Zcb1nwyjyv{va&M2`eS8nJ(}&k^8MTL`p*2u?ysLe zM}KjC{$)Se>LH+Byo;v9N(97kJ zRsO6fLNY{<>SoH-%a4)*dSk~P9mp5gfB%2c%hA0u`a^$!>WZzz*FQ>-zNbixxnFaE zgE_*s20v#C#w@O}#_L?~`V4nGSWfM71)pEw8=cY6 zVM}-TMu<<^m|UOn&6I#Y3$ruZB8KBq0vMV%%x%hjdBi-1PE&(ivMQym=8h-J#4c8d zU6oocw|xJPUj88$4;Jl7;{ReLev$XN7T_z04dTz3e*OSwhB6&U4~%ngs}vE-(VQoI zJ^gU>$QJFHh1|!IKQr0O&O!_Ssh4a2qnDqO1N0?pEPWrN++@T8iiIk;dU9l%eRbNmEL{ayp>?%dP9tDxb>F$hHPt<5_i? zR)r3q=`$1!TTrBd9XP=fG44iw{UUztuGp#^FU!S7^REk+B|LU*6;c_SlFAB>3c2@M z&=RVu#ijK@%vJ>l*PI7XhjrTk!Qtx5iqCP{uQVD-ozylK`qVIf!05}Du8ql%#-p^! z_PwT)D+2-b5121hOeVWN44I5{`Jqhi?<(Iu5RH^Q5S}vma!ACZwK=59MX>Ibe%mQo zEtLuTYZLl?*3W9BAGFRjA6WHSc2uv+x}JSt^|<#3ky82R4#VZN!n}^%#N)Zcra~3P znuI{V!Kyv(39I@=Z?(Q#uV;ZNuub9OpOYt4wO<*1AZkq+{S1;Lc&>N3zK}iiFo^;X zjW-^^wuTm7Y43tLSPHD;ohnx^7rWs4f_wc zS{X-^_w_Nr-)EbyFKDNH7dZ~h!0$E1%UX)vJD9Dx`Y@(oJ)^BGIc(X(+Lsp({f5lp zD(9mH87|gm%MHu_pcC1VZUN;7BCWd()=$JXZ{2sfZE$(*1ktp^=4X()*)*gU10Yte zdFShZ6IqzqU=K3K5XpS}6as}GH=nag>2j#Xdo6(gC=pa8@husf$9?LPqOT*uvV><# z`F_yG_E$LJigPXQ01V2yj=fZPaBoyb4K>Ma2? z#HUJgK9UTjB@580e|+w36d*p8n`Dlu76;h&rrS#?WttSHh}jnB^ zk_Ct}wAX3r@6XON5MDnD%eYVMEuy+#O7tF)-=@J(&)@*A66Xalr1-*350yYf8pt$$ zb!g888dt>Cep^-OzfV~^WlzGU=l=Wb`V*^n_O|Q0$fQUN*{u4P9p6Yd{I&5?J-RZl zN$XYmeQI`?l&eH|&|92QX{P#ExA-^xa`~(op1rqTig|Z|l~!6Y7nHa+6(xEr)p$5{ zN#s;d7yN|nFKet(TZ8zASSuxQ=j?sMX5L^t0bjq5>Q8JHd#pqN&V}Wf@v)^l>!5PB znoTDns{|WkVai~-H4IKL3yJ^(q_P)RXE$!8zWHdv9JO&lrD4xVF4uI8MN?u#?2B7TAF#yp6gJSqf8C-Id%&6Up%>=Z;exTIsvWxdF2q9F5%wALcca<1vNd8Qb>@m{-}yjZrzEc1ebqQ3kY^-lzUM9u zZv80tOpK+~7o1o}8YCEVh4(tzEls0GcY!fnU^=_zhC4!*Ev|%kFjiNbwl=<`J#L%Hu5` z4K`4Azr_#+FEBcHV>9bOcaFLCH_F^n$rG5kw}^eB^DI%1FoD-+L<+9Uj2axpW$yh`41Q>@hrSq|tUaCh zBXqCo=@-1DYKj^ZsG;Y_C-&sqAr698K96z)2+|uIV$bZeUuYiN?!8|81UxXq|5Swi zD(T7ln|nzo4v$p}AKIJs?oU?GNoI$P7vs;4j{pU9kaEmtPX}{Ro9Yw^)O&hl9lBrJ zAE!-wf*3XREUYKU*i}rriFL#kee2&E^@s9V_Z#_qcd4A}*>jfT|AwXU+Z)aj;)!Cw zCY&*r1KSsVDm@rYcf@Sou|CmXXkgMOdiS_T_)^f8Wu=5^4yade6?(P9bXxIm9J2>h zNB-9AVO$a*^l>I{pKn^@=^G(?dVr=stZEPqW#`>9Go9r#?)#S5s+LYfrwsAL zToZpDCkxXYrXqtqpKeaDEOlkVZq$B^$}Q3u;OMt4RrY*Ce%+(;qaZgxS>~kO-o+I# ze{QMLLAJk?m86V4O%40|1!J%AXDi=>7@ddKexE?+6a(Y~y|N;$YhN3yX=C&=(OjSW zIm~*U1*Ja^%#}?B=y5zhBTV#kD+z~CWZfy&88BPCi7163S)FS;S{w*XXBbi8n#|+>&=^L8#0l{kmC3I$U}>YgLRz}9pJ7k{!YM+;Eno~NnWi3@F=d$v zbr3l`<~;zJVxs{fKkx?)=CI6ydVmNLkPEZkV8CMKP;x-_2LSSwjkd-iix+?+ZkQ5U z`nR;0G+!t}1iHK*n@fZnm)U}F>A!{er2*hDA!zcoE(i>S!y^C^0?mcmN!AK*07c4; zpadR*Ti=HJI??uZl2Q(S#R?DHdJY|y^)_ipO znSl@JQ=JK_CW1ru>5?j z=X9ok3Y@E1pWcv#cnJ#u#zNPa)*?V`B>?>J%UCtTcrkP&^T|GFG- zd`T~Yz=x&*YXAZuz-fnoPc$?y3#erxz)a8v1-h3RwnhLduwG=&ul+P%6+De!t0W?H z90X#(Ye>M5L_`I6u%Kl6*O^pReVu2$nMUK;xDlHG_>pAz-3+T zM@cg0&$U(}@a3bs%m1>!i)n44Haz-xXnGgu{Ob|1LI%xl&Xv1(6~^sK zxBxB!4;&81it@%+nAz31Drj;hG1}UNs$SGDG1SA?sBtc*CaxgOy<064kYy1U;7!%y zf9;J`RJU+7C)fpqlp6U*HRh)rRpZ^&=a1MTtbgKM-6bi<>La}CDJKlVPu5%czBJCC z*5%G%G_)}y)9{)rx9&_DKd7~KQ%P|+gqdX`0(Fr;35Nh0@7o7@0OK}7k%}+PMU9Ins&rb+_9Tqf&2pRM-uh*@`;;^P_%B7(j#b&+^6rsP57p#SUH zSSSPSbH{3`9$m;W&%Z&)z*)d~v49Cv7ez!U|F+WNfmkykp?^_z!SS!Lku|K_JOxij z?JzfSb>mFLjp&e7?$&3}SSl*^RwguyiOv;(TC>iG&`@df+><5}slmXaX|ohkWPffm z)>*bK5ZeI*@7VGGJg$ajXhn9P;8VNRu`E1`FYd1DzWU@N$KtnLy}%??tVSO7o%_$a?;i z2E#{9A=tYe#z-2ZpYo)H2v27sD%gCuSkL+wxSpJN1d!_$cHnfx5Z-%Ff26V*K7WRXov_a~bdzTK!%7~HR461^y`;l*IrkLiuc&*JP(q+5G%zJk{I#<3*22X5LNztatK7 zJ>mD^P=CPeQy7?tTw_Cb07@bOSYnm5{z3}^DHK&eXBrrs&;=9g!YV>?u}Cj6(BXnf zJ(04`LSi$nw9iL-F@Z%EV1fb~BdjI} zvah`QE-%d)v&9CQy5u}q6X9;`_El{C+}^_<4hxKl3qO-j!q#p;5dtk+j4^dvO>Na9 zli%Swi3SUqs)s!c;wYNVCkzh1HD&kv?JrU>T)-bs=ev;%KR1uwZk5(ib0WGN^?#u1 zVwZ7L+Q`B1$ny7`A4f6scH&cKkC};2da6XiWP6Y7xSY9a}C8_7wwx9PJ8VIgCwnpy|oCKwv zf-Y*E_0+(6k$?;z#3TJTyHwj7B$T982`?Gw#3AKKKwaNlz_HxNESj_J+e2}sm3S07 z7_}n_Jj0;?0<0g)|B$3Z`T{)t8y!b|Xn;qyMTfuky1s^Uh=*|S9lK=wn zO+tOJNm59e6p+Tjqq+&eVW3jh=7YgSeeJ@%hfA6#Me}h`U^`vviWydQ1z~#Lzg2r> zAV%J%O=*+Z1Jbeh`$=L?8+FoB{!_O_hI?GNsYSXeZku4P_EnTKZD8o2@R8)usf~7H zDH4xsJ3kpOG4&$~%3@+}DVtk+;>D3 z+m6t^rGN}AvQ4Yp*MtjMq+@FF(Zz3puPnfcv?r0;m2V>+yNa120^DO6e00M`a?~!n zY?ITI(en+X_292;vD=fIr$dh)YrKecVtfc%M|+Zv89$j*8)GU*k3*x@-lE2po|)m>ZEla+3OL7 zObfZSrK9om{7;_Er-yG?TytObY72e)Bz=#^x8ogAtM8s)^Em%b9R8rrA_nkPZr=(% zrYZMpMHLVn`S!+Y#P-VhQzDITr(PlbqE7dRHTf;tUJ2KhJNZcVx#+2Z&AiZWA0}2f zM`CHUfIn*H>{F|{FH(c3N7ozO{ZY9xm)`6>b>VSC)|oT$a{V)tP1 zm~}-ta1ZemDrCQG-1bfrWyUL3V`Cb1-<#j0<=s5hDVOw8cGP&=Rtjq=gqpC{ z;}uEFHEkCbUbbk%tJA+uaye@G=Hy2I0S6V*?n&T%1w3`!=i&w8o ziGOU436RX~tzQbm2}!K_w>ap%Pdn&%=yOfWNE^J|j9=bQ38;kl5ls1Y43t&r-5fr{ zp}a8B9p0XpUK2&pZg=Iu3X6WvBrQ;=_D}9%y9cT(1HGbdKL`!{ zwoKUrLLa>vcuMSz=E-|wR?3|C47B$BDlqC;^20WxJF5hgYX%@9-ddyIW;WFh20S@> z@WoGo(4JQNo9{k_n0p2LmxLZRbV1z$bqbU!PGk<)m#(?%n#XGm7I@8BE{gTIW z!V)#*bm}_ki<|T^TE4UG7pz~4>J$!pdb%0jaM*v`rIX?xkh|8`>9~D^vj6h{v`~wc zi(};(-V(5#o%wvteh7aIXVdtA4u~>E<;TvCYc#}y}szEb~Bk@%uG-#%_rrLnXKq& zmX*1mU`f0Ae%;Y*r!+s|T73%@_t6}WUO&+X?G_r*qq!%c{^HN|EwxHV^8(HNC11B& z>b8wuI-lk*wfNuka=@S`|047hj^~iIspuFr)BKdI$Rle@-LZoFv{Uj5hiq)!#|p3X zp4zYT$i^{xtmr26^ncUKkG()V82fK}dE)7uKkartzqoq&kcX;Hirv5T^4407pb;9$np6XLtEd;+d0)joNKd! zK0m!&U%Kl$>QyKyPq2AMo>Zbbvoa({3eft<(gvZ1%!9M+jN#^AsHG*Q;nmTM$gTyH zV`aMJSd&No6MuB>lEC4N(G2h6s?&mI%ss^(&ysr0QUzp*nc zmd%q?-}CGp&{wM%z38q9LmLa5kSofg9c0Ji^vl}T;O8@67ve0-#2%9sICO7~uQ$)M zi{1U1)#&-v1QWujd~(3gAv~<*Bqw@iFbG8Ud8bKg;uiGN@USzfphepu6I5=UW-(i9 z5eDnAU8{qs&mGTl+AhP+)}=|#k`}RVZ_D&3ttNfOy+47kl3AZlzxJLqd6d16o8Rc! z`6`fWF*l?!@_22}$2YmA=3c18KfEcXnwfg+ed0&stY~lOS%Mx_!c9cTKB&WzVn6tq zv{wHI^B;WfTl11XWAPT}R6n-L*I^TD9r}M1)#%C`rldx5z*OHze5j0vIgJ>6Psm$u!Uu>>v>@TT5s6JK6Ct34H;e9e~>ig=)a!)s! zqSmss_u6*D(p%<~SEbEU{s6}{26+fCN*V*+V{?dI-I#TFx}=&j-$;(XOvkq~d;XC0 zM@A|IJJ#=uQ&0(%ubmoEi-w!a&)%x(Eg=hqpUH?V$tR{4keYtz;w^e{fCH5e`}0 z4*KT=RBdU5o6UhMuHt96sBusT8WUEW{TW;iJzVzS`vo(FiEd8j9Zse|=%3gNJDUDz zC%8KNhjy-TB#kiDHoO{}IVf>M;PPfN_Q``Zglxa{gn#2 z)6oz^N;{m_!K(r@LK(CfmV4i6BAu4hQVvN8!l=g)dLZt6CW?sv%S}2bpwR)Dc_NO5Ao0= z#Cn%m^=n$i>Q#M!Bv24d&h|i>`z=MAsuSWA>>+OK*^!qw2S&4b6Gxa!KJ~w2Z2{H@ zQ+&p+Da~=0!J_Dm$yZzV+ppU7j1OyA`B6s23f>R6!Py?0O16A(^s+$LDdIoAI z3_Jp%>h3b5H3Lb8G~V8~BEsYE_$yaf=&IbKc~^j}x<~V^Mk2%lxe__hr6Q*>8Xw+_ zT`Em{v;`5K6IV>=WRMlBWN1OY(mN(2%HY8m9LjwVhxiG8(T?IYHdB?w(hFqqYE#UqDLMz7<*2Z&c$5-*LCb zn^4pgx7c2N3_v1#W(L-sM>c{-Hc=y6*(1N6jbw$zSz*K)-VFff21&8HR}n~C8Z`Qg zY>PM2AS}*I-`E&Voa=;ghs807-?vX79{!Ee{q?QP`}X>_k^C!ZU4Ll2g+UFhOOU*= z@^SO;@w)J#PoE=++=SyaO^GeP#5v-Txnl3lnvJh^zmY!vVp|ERLMD6`BXT2Y9($~3 zFWg(CbAPM5S-uS|xC(YiP-1(fobTOh_4q@YSe$zU>dE|Y=Hphzs0Q0gVy;xQL0BuR zII1lW{Xj~2=-r4&*$>f{A7Z^f#3#)jM-a({5qXV{RB=dInc?D&(P*zPginD3?rj}m zh3#LH6)p>n8TciubnZ~OXg^OF9e(k?%27%9q|PXLz|eeXtFS-Ksm_2V+1I{BArBc> zgG!wEq#QL6Zm&E~Z;_MIYNcPtU^|v6-o*GoLcN&SL#1UlX_)SVgb7B5^F9sw8F*3z zTfy;zG`u0sT*IGUK``o`!iQ!FqA7dEDF=ZmM>$KI?H^&}=2h+Gmbj*}Ho>#Xi4UV0 zDp@lA&kW8mhPQ`atmlco_nPwFoATilbhpKL{;P3~%cxW(4LMVseVY+#A76mU2n(aF zw6Ibdrwv}v=BRp6)@D^vO9x@C4qUL}!{*_@CC=KFf5wUza?hQXD04c$Y^I=Prf||Msdwge z%a5|PnKyOiW#HKof!R{I*|#|YuWfDKte9wdVUYGg4r;kJA9(!4reJh(EXqg}EogbQ)_kZ;AKMPAli+IMxWr4*Nxy98x zi)#-S*IgDjo-S_2EpFv3{wiDCZdu%^TMTVLJKz`pr(S;0f?gY6Jd|5HUSB*ao7%gx zbo#&a@+Ak8C0d82^WLSa`%66HPyYQ`BK%vrkRT86hXUmBH+nfCu9lq_4++5&qwSBM zqKWzzWtHdKY2xGNUXk|UJ)CK&KBj+nqNiOh zJhJ-F+(CbtH`slJ@wd}0kn;_Yrnb1+2w!W>a8j^w)(u&cN3YVnbe3fLpyx}@DCsns zRdOHdq%F^9=t?ffwQR8ABp*&}I^t|Tm24sD(qyvUob2NH+NIfK`JpcF<34U%BVIeG zi{NjUJLq*QCRdAkr(hPe?KBZ3SCgDBu?yPO-F2hcea*al&B1rweu~6LJ@L^gudgqM z|7rUZ!MAdf_J@>fj^&9Su9;;S^Vj{_R(%_;bF@}m-3}}kqL+ z27+aJ6UhZ6P0)Shx_+;d#x2j0;OV;+7F+w=NF`h{`_#uV1)9Qntzmq;v076pSm2;v zgH@W~Yzm8ucPBbmNwgy&D&MX$ma5abgj78G)ed(`+WurGxG7Dx)pR3vlYmI2Jo$yU zX}3_S7OOTt5)Aa+-%`a|Z%r}PuhE~b7B+5$6=Wco1SzqbEF@y;)}Hkrx7Q*;q?M?B z341w{9sk$vI+AfatComzH#S+%YP)3J(`MT(fNn8~>b_^&l>A%y-EMi$m`2Ya3Ho-? z?YF0|%nms|ka&2ypkSkJ9d_hP58neHZiSbV>bie1fcMI8?N(&HztgW?Fe*O3Q=73R z5vT3*S{?iJZDK?vs^GMQ@ZECr%{A}if7`ZUAh!(9=QQ!O4QLi?PaDr|n*wl;yl0o= zzI+;vRFgP%A0Y(Tx7?oFHpLFgEpk3!Ss{YM!kz{r*H_)ML?_$Y*xUeEHS^+wVtG z_4F5|pe26FO)k>s^p7^)=KUXDVm>|N-+)lGElZ65_FuI(fkYbKlT{}G>Jv+?6U(GH zDe6}{-GT(IggEQuFqwD(xrU&jqQ12>;F+LLQoMk2x^G=WklIq9dai(mo;UofpG|D& z)$9R;b?Fy+-P-I#BQzM5E|47`d^a~JhWglH8*-oc%vT)?v#-5u`oPz_3v&lI(m;py zW4K6;q7vd@84-$7nn^sUviFdIw7REanc*yGOLC%4dMNV}G0V~m$ITY@pf-3Rc+<1Z zKwnwz4DHU1=JP=g4z_CL5xcp|4JBhMypSEO=y!ZlvWp2uQn5Bw@j*XH-u3O)KlxKe z9cv4x5r>1Sn2!Ln7vKIyL=s#J^gzKRu`KX^EDcylCLsTbn+-2YAU!6bYqzrK?8TdN zg7uGBT15M92>RVK2K9vS^w2V)Lk_*WzA@s*X>U%fLE&-H4}MUAUg(8o#S6SPK1YTM z=;c0bIjzeL-I>h&jd)&Gptq~Ua=r0fU^mpSXervJ8bXQ~B%Pt3`1yPLi5oZ{4LgjZ z`=M|)z_N*dcx;K1$ z;%qiIz)np)`fB)iGu}i^tLRkX;-tw=RT1kxQgfnP*lX(5p*8pnhwFAN0Hs`L19J*1D(`{(G34M?$HQ&^}nD z&E4OV#4NKY{DS{YEz6{Qz4!V5UoV&8DnC5=WvkC%r}NJ!)@veLq9Co#BpC%Wu}RK? zmAu#s{op}tWu3%Br~9mjR0vgnrV`xZq%rgK;p3F`AVgPJ4&4VEN`g2Or^WYr~mcr}#`(>76{ zK;D5R&eZOFOK+_105Lbw9BQPDqJHoVokh38L8l%FauO;x@SewS&W zEK;T*SefBDmiR%W;ybo)*_qjZrn~%m3EzkmF!n|$9Vxbw&~$G4~UqnZengx`mRFxPcdCdS6qgeM|SMP0R1e>GM%CR?(Za8O<`{ccaB!| zs!EV}Q@Q2iDy*JRj`d1ntN!VUc^2>OCVj7)y6AO6)9^-y;| zjG>~}w4?KE^*(jYq2^r;T?(SCo_`#kV{c-%X>_PHSprhJU)+8uH)Z41A@|ePJfhBX zYD+nUn6u|_w$+0%w;r3#v<|#j4s_DLP{#|ZioNqDC5a3MrB>0|) z_`yklE}Ybbm(Q=b-Auf(8T%~x%ILw+u;=YMG(iS6q?x7R7o7fKgws>!R)RZSQl;q% z%%J)!JyVISkQ^ncan(18*)i22)%W~D`7o$VC6+QU!^>V9CuNCb3l0YO6eEoTY8zq4 zhcW6N=Ijd$Q;F6oaPlo-BA(hKD&0IU)blS)wTgEX`~D5cRg8ZRv()dQFC9&2EP1t# zf2uRlUiXMhI>U>`xwXss+6q41#=CgN=U;gF6oohl|NK~V z-H~!bv`H}8T4sG~l%hT@>a{(P^yeXzE-jaeZ%C8l>&GYiCz}pT)E7DywHM{D-1cX7!dN2%Dks&Ygr_mn*SK{-EcqX4R!hvBnuI`TBk=c?HRUCtL<2g7ATi%u8d5v{J;J z(*C0=J=lbsrJTVeIV0@0+6fN7HdEsVw;1DrKg2|h60NT)sau3~U+5AiHK_11)tr6G z5nU^8JSz2LBjt=JC@=ah%@-%>DJs|3_w>bFoT6h4J34LR!G}+?@C*bbPCC|J%Bj1cHKhRjY#ad&hRZ{J#L?Kz7et$^^Flhv$gwH#31* zU);yogU|0R9swnI!;x$x4ucLBj)I1dTxF!`gg+oeNYon*1P+?1-`c!m2z0a&I1rsm zE`D1(mbK_^UNbw{G-am#Z%z$qVjQq*Uip~A$oPrZD^kXjB=y&CXYI)A%q)0G-f5-E zG3@mHbUbOT&qs!D{Sup#|Jy1dE27rX{W$0L-&B)bU$vmQg@mf4&#G#qK^r z$s9=&W{Z-aNx|)|9N4hT(h3P=9(>9sLdf`( z>2 z&+*{L`%M|+leNA+3Zp6~^C4qm>k{|!zwi6Jk8FHpVra$oO_u1knyG;E;XBrrh`!9% zR)yQs;sjT<7mB&%_PpdW)y+o2De(vx6sZ{&7`RHrjAm;SxyTsJpF3!lA z$KD@5_|>@Dv?_nEFF!49sM{m>1hMlsN1rwYuZ@1yH~xkE-w!|c zyl(v3%Jx9|$=Tp|;PK1x z`Dvv$LnEBgN7-PNtXJjnJ{hq;IzdnipBeRL!>wVl2J$*!{d+#(+C? z^2syiim&|}5B$zYzhD0@@=KMm>k11#*_$}%|FQaLoe)%NK*yVGuI=ZBA|?OM56Sw?(tQ zt9>yv8cM7_O>8vkp-8ryZBHVJMq3w?)x*d?7XJ^uyqIDHMmbeXxpJX{+kT>CuSrzPAs?S+=YsCapp zN_n_=c?C;(C3*SeOZn7!`E^VAjd%qtO9kwB1zk%8eR+i<97LYo=;futX*XzjsmP69 zUS29%&np(~D4ZQD6owOy1_=*1ioN8OK(C0+mP+pP-g+5(D?&@M+)=pQ@n-Msq7|_p zrME<#L@3^h#jf1mD3zvK73z1q+1@hX6L)kHYKs*M28l8`31{HMUc@SWzA?{N#a{3! zcfOVFB=9Nsy_G&)5p8o)ZE_N>jTLL+Q~mr_>6%YO-$@O`r$Xnf1m)MLf2+D!DuUJ$ zqHq#2MLCi0Kgh8 zAhp%4(xa_bj0En2I@*y26aYXl002P{H-kOB69OP`YY^gTn~NP34hXv^gLkpU!Iegn z+1AQH&yZT}T6Q1+>8Ok9nzo{9w~~9miiLLMM7PQnL5pe)eoMcbd>4++&~n=VP)WsT zrQpc3U8#04V!}F9wdEfBa30~FTe}$9SGpo=t{iv(e><2TwISUOmRgp@EO2<<9Y3>Cw}Jub?%`d!`j0XjJ@!CN%DZ8|oe zacu9jt%|f+4mC9nk$km4&(Us44BREqCHf=M*^J&XSU_DBDLLvQBq@xPuSBW~qj1S< zSRJtpfa7BwF-1h=Hh`B#Ko@~E_0=(x6tIwAH!nz#7Y96esG}y1qzHp6y9-zq>E6n~ zk!-=mvT0-|f7Jv@Pm;@uT|| z9Ls-#<);BMG=oB$VrAR4!#2ugQ$P$fH#w*{QFm?6Q!IH3NUR|?@b)GZ94C4L@}vQZ zOm9$8Y`W5Ea*J2^{TK{r!nqb~+-e7x8O6$8;XHjeRqz;5e<3R28)_a_O)29+-#J!KH-skVVZm=?y5at_1bQk z9(PoE&F6ZtFCV>lj0o;(7F%%-b;K+Xk&c>NLtc9GF;p-Y@X)W5W~6y1MD5*H(u#5V zJ~BmANA@+84hFIjtGM z6p?@{Q63tEV*AYhqYExvuHQKdbt9Q%HBYlL$Jqb|>aV5MKH@b@p03aL@7&B_@jVmc5f>?Uu4yXjW`kgxBQyndc2)35 zwO2LjwFH5fPhy)P^_$U>TfPp5-^6q)V>>>QbZ(33AvC*ub>y$adWX8zGvK#rYO#{v zr1=q44gI>_0#<1?T9w{5pM`oKihH7Bfe06XFkGn(`a=|wPljn!L|8;=D;Ikg!?ZM1 zHGMwsDu{cD^w-kg6_4rD93h#T2g4Kd!S@``O>}w>qv^CZ$D9I&P3rN)RkdlUk za^{pWtzG20dbfg!@0NTcy@oVHMa^0ZNQwdnn!riC>sEEvrsYT2h$D&hfd?Uw9Z!^E zGf0RZAUYij85@+S#DQdEC3bVV_>oDH-`F3!SO%gF`k-`qK$|}87p1znTt}+jcQ)+O z05tn5-bio?Kv-BfpG*5|fwpQT68x_AH1I&hS{u+_uB93SszlOrAXK)r)pk9E+IKw^ z5wFPhVwijaNJQQS3N=E-++OYllKB(O_4$1KO8OScfT^nrbfXeS)<@J%c6O8d9}2ts zQ!yM0pHA1mAoIUnyR%00uGgR$-(}Gq4Efvvo4cPU3R|~E01HHQqfEs= z79m$gy4xbWp6z!x2}-ByHfj)L;KV0}wu9>^mE4AVKecU1x14+Oh$eP}ikjM$bI4FvI2r&|mm!sGqs85#s= z#>yFXb3hR9L?IGAWmLi5z=mMiY!G;BU5o_I0U=8R4NcCf38f~6kxNw4~ ztu~ITSg?#q%hw1*$qnm8*OKi0< z%AYPIW8H z2j~jd>M>~hhk+lzI1m!Sx*g0iDK;I^iZ7AO#U_%!-7 zyj*Xx$c=};#&aJN9_T;2()QF-^VYm86@ZW=jB?d#2mcHyx7853seI(d@70BDI36IL z2A6y9BQ{vVJ@yd`p00q_a)<5_01d`i%u5&s{QTpdYFjg|7I-W!xE2w^oG|{e{#?SO z-sa_wOz>{#fzq45pWY<n zg~gW1F(Kp0O2YLTJz%x9?wdYKV>(=2JW_){(jl)~L0p<*DX6CV@XZsIk8YQtm-Zs| zz%<`J4tq`Jj4em03*_R5Pp2OuZxbp#DulS0KmdMZ$lp4zl$|!CFCBA{HXC2OCVoBi zQo#_nV>F~`(ppRV#{?Y})VFYSA9RI2lGGVh)NL$Fy;A1T-N5l(V*FIUhCV|%@^n>s zIVaV0N4C5CSZ>=!4iu^mwzdyy^Y(i|aT=8^GL_^@%fnsmBL}MAgM5eFpauxv;lHY5 z%pGIgQT*3ewQ>8Sd>!K&Y7=^DBVrvcLswt#sZF_cO!-Bznng{<`;G*4OsA{O1a8t1uP=WjGFDsDyz8kenImt7iH zU%RfpYyA7!^>0bzdK?xnaTnUDb2AqBf9mCmnT~gonWbI-k6v!$zo_c*PXAA!u+L9y z_(8d5q{5-VO|1Hlv1dY_dQb<*J%d6^A7|6IdYOU`K4*KFR~VP*<|yY7Ja6>!MpqZ* z_jWvFPh{NltNa(=aY_a`vzR88SCS|!jAiS_BpMeVbf%qE<@i16dJZIJQqA*s=#Hlq zvNQ}~h%>m}_)}`)z9^sn$DYh<^SxciUBx~o6t1VNnIgc$@gsTmV)JCiz0Sy1zW|@P z)_~2a|D~6|UC?9?VL+0eV9}f|gQ4&Ua+Lg}x^m@%mTbwMy|d zw!*5b=teI;SpJ$z{o4hq58nA#N;9;ScKIjjXp_^jc-kT7fgP<|@vgp%JJ-Gmxp7N} zJ6pQe(M19bY`n2E+D)xVVcJ7`SKPGpLLY0aapHe=@C86rKB#Qs&=gTy_{VtbR7*)>r&tXM<@)?hjE(bFQ<=|l(xf$+2m?B;8wd<_e zH<>X*^I^FeZ*%GT;(j%;$kTp)vJlt?GskV~vNjU^qfC(Q#B!~)SwbQo_#X5Jm9U5Iw~XuuD-j;qro0Ge zW*<@2W*i62biM^v_SpL zMq$8+&F1Uy{h7@-F;ow?N)rFm%QKB0{wmA&o&8l&lJ;=Bs;Yi=yQXpE;ZEJB{n?%O zSgJ?6jo&2ac0Y_6J=$xT@txaiT~2$nf1{Vr?SDBMd34ZmzCU-+1*Cp_h$X!>f7nfH z{P?Js)o=djD^L34-`_;u|EHIKe|$WwbTEJXU6b1OWbE#(g_ChpW7|KIHhv3#embPv zp3Zo@UpT$d%WeNIgdZ&YU5cT$J6le?wRpCgX-u#?U(fejJl`xyx4ZaN^?vb2FaK_L zx%cT{@$vvm{p9NC+pVRm<1yo#AK5d0OaJ~Zr$4zq|Mh<9`aiv#@bCO!i9i6dz=2d5 z2qIZLkTwraB$*NOKlE}IO;V%(sh3OVX;S{Dm!IH?HCeQ1(=t#3vdg5Vd0LG18F3Q9 z%j6C$+N>itdU^9QWk8-b=YB@K+Q~9?42upARc68+*%jK%JRJea%*6Y_EA%BScSMXb zlO8m$FgD)k<-VE8wkIphSQcIBw9FJ2*;UrDJYBi^%v7J?RrX~TJ*AP%G`EPmDhXNd zL-Cn{*LWvRpa^#W1?FB2001CRn22dZ;lQ%r@jSGwC2*tLYJWzx02CQn5ydy(WR=8B zpBvIc0SFE2Q7yFz9)#_vHhIarHL(~O>Hs)j)=GFU_*669lct!X%pc%WYl;Y+|H1uv ztqfk9Y3L%El|LN3AydM7-{U{Mym>>eG5>$-3qrSP2O zK3m`cQm05C^-MKE$-f|I0 zSTzbnYFy-YY`WU0TjWu-?oYiePh*nRb~UN{+-o#Wu#`^ztMz_=YRo4Jl6dlP3}^sO zWLG&OYD=4YUtgPiWHeTFcjtYM%Ygd4LjvUl94u!Ig37}{Fn2BP%dM~CrLb7`p;+!i z8VLJ^r_D?(h_6C5N&brAgF-VC+82g8(`=%!WiMR4F z9|ZFN#Mzh_@(CD?e1j&5;ZZ!RI~**g-$SG2pR`%8z<-I?qc1lBlWe^N)3izYwtRsw z5T=VMn5QKvvw70#8Dct!HuUYDH$2+?9Rgx*^F`hV0Czldu{RS@Y~^^69$Q{FBkNZh zc`T6DJP-RtBEXM*-k#jro?a6FAl`u^Gs+!DQ^2T2Sv&ZMcxSpt*|mX`*A&cf2J4H7 zysMls|GBpaNUxCqQj#)7(iO6_8o;HI0grE*(Nhjc}T2gW3m6>~;!`kE&EC4>w3hL;2JoRRMjJT{lkbVe* zWm1fJ8xBA{>@QrV_(iN}c?g!ZM|@^!(BxlJg=qSN>EV@T-I{4Mq4O}ZB#aI#$P~#o zk6^uLjbpI1Pl*- z$58s0Bv4v7>^=PI&0y&rBYd*T72>K(-h`z#q-i@)P^jZEgdOsMI_Nl};>yMtwhcwx|w#3#-zzxjx0goqXM0&G_cK$ILLnxY0Z z)P`$3m(q5%g4LKb9`Ebkr+U;=GV1-uqxM_@QlO1PzBpt>nvc9X#bUOzGmJi`gai6<49+?(6XfjotW zoz8(Amkxe)0FkwCEw^7l!HDR9OlCk5f8ezBVXdbaWE2mzK(MblfL`LMweZAi*sea` z1z7-C3q~3k(|97v&Q#N!L{m30(A)|8ALS|HR*lryRv~CB>TfCds0IT1O=lq#W2XjTE#P2 zZ)AB%2M#j_T2nl^H-_P1F>OKv1ECOFbrTI2T+Aw`$4$3PGhx7;y$mY1r?^IdLCc`* zVv6RS-^w)><@!c+HQSfrN8uQ9|YL#&PE{GZ9*g6bv!w_!wqu-v=s z6lUzzSQZNaQ!NjBiUUQ+_iHJiUU~eDg*(E#`{Onp=pq>`g(rWAXUKK{_aVkfe)F5& z7I+XS0H%vFC}k<9eR`rv)Cat=)1gztGm-$%pf6ayWD|G96lwTnr2(344^;#Z^#K49 zFw#l{+aGBUgB3P9Qc(dn?!Xv&BL|KPP1cWix|3zWWH0t`0)|Z;kY4(i+>-y8^+L zRG@6wm*5m&z9#AJp!8VEAOtjeNaxuGB4qlsJpo|n5~w_!lo81E7)EQRNoxt9kp*79%1Sxq zVGn~rqD6A}>cxz!enUWnFvBk~pp$z{C_Fhvlf)Osm<{Bj zh=CG@YDg4;6n}$~3QW1H;SK&k`T^sC+T`1`77J-j*d{SGc5hODui1#f0m0x-{~BmH zo)61IM>VeI1K>iy*xO==vu{Y_W%9yf9j^q%@@805CcES^oj(t|0r|Z?8l`Z|jyG(8 z*HG(@H!gUn)7wJp=m0bT`#K~uVzLXuQ;>@o-C&M?+yV5}7?v|2r523H3`Tm>tu(=C z6|v<194H9FhVQct)P&j1HRCy_jkAk?7>=ib8Q4M1C~Y6gga%KZr+|^9>$ob zNm7mh`JQ|(mt5Gt2bM(Kt{5KvF^;_&RDHk0Bw^kQDp6xknUcjrd|@AC0Yrq5tTuSE zR6KmM&4I!K^RwN8{XUTXHlrcm12dsYjT(D$UI_>qPLzaa@ON%(;~|3s{<^}nLT@!A z;IwATP{A}X)jmWV!4dTbt81uvAJ!wDdOx!E$zA`}&Y+)bDId^gDyf5%Mu4xnyTUv$ z8bb_k{EdcGOfgVQiU2Tu1ay>2kyaO5u!<=m(-}IR#-8w)UOJF>Vovf(NFNq6xodO3 zkbwA`^eh@$N!Z&^9@7zx$UooxTJ9qpXEso4h`X4y63A}dHT+qha^E}!vKI_0M|{Qw zZ2Q+~c_Ao#Qz={lV0Qp~y@bLYW4>h4;tQiS(xiDA>>}2$aUR1?usb3*vL^#ALlJnc z3m{DbIR~q^CgbT;>98Jk@K1)_;eG^my4gz3+=2ctysFm2oI*2-ksuoEPRpd}QD+tU z0%`yNUy&0UcBb|-*s~qz&y0M9`dJE$SkVA5ucq*O8VKATxR>2iARjO+^Ofv0IO?Zr ze5-0yt!MH_kC@{?#*m+DC)fxt8B*U?5=kmQ2|76WpWEM`3RH4D25`-1d|C9yMR-F& z*gzqMsLd0r$dC4yEml!~!YBU@EP6+MKZeKWh9@%5dXF=i<3&C(#}0Ut%kvOt{S7nr zj%HMhkx=+L8Wb~`>q$Eucx)9FGj23y&y+pN0y>M48l)kNQVte}#wLcw(C3CSh6Pp) zKhd*(&SM?TJ`~EWfPO9C3&TUu_Dni>8f8VBi@@5GzUBeyu4lPck<798SQ0mL!C@AO zucxB!OeYeDfamdCmhg@UMKkBS0C{Z~tSS?-!dPVB@=KSS0SmRy@mLCtDhW%>Vn#c$ zL|5HU%l|v|I4`D5G3vN&w_lFP^L8?~3)icgT)yIDy{haCK#oNsSJ4eu@5*5Tpr8H_ zou!z5nPVR+;mLg#Efkt1VUxH#jZ*R=Lcq9zGxzO4Yz+2icFVa}KsHojUJ9w4b<<0q znb-B2V@3`Q@^BgHz1-*F_A%jkiJ$UP&+{^s@(Dus^K#CA)MpS^7mxdf7gT*Js5>ug z+7vi5gPm5rxfUs&C@I@U@9bmKG?dcUL&Ki_dBv=#8S2Ay)EZkDvTfma(gGOhJ$01Hp0SCFw~7tFw-EiHh`InoO;y;#T!w>mnDy9bnI|I z4iN^!0d5nrcS(t5{noxl2?MKfD?kNZhz-{ie;!ADIYPRd7hK!CXj74*XH4o z3N}n39jf<>&GYA3SX3*gX>meiO4@yv*!a*e;yKN#9mq3# z0R7x^-pG<8>!g1LUkm=KuI9S!Se0}|REJUqaIyufu|A(`i@m?g^Z-F`R){!tV0w5_ z+!f$FZmhpd9MIn z7Ma#j@G1Nr5g0p(J2SsDY9Zz@fYd*r{7ba>K6Y(c@p1W~N zX_lt4M0rI#uNxe8oeW&awE{ou{+suiFqUg{#GW`tm(1G!{PE$F`)%!v%_tx9Xh!jF z?3dRftlj_qptR@9U4p=2Z9V^pxeO`d2D8d&*`oGpbVHTnR;TT4F0mJvA1B6cUOXS2 zA_rcFd27Sz!sdJ2u(-D@;eL-lMoxLWkLcSBMMvdO$eRZ!DYd=?sLH`foHe_iDB>0# zp&B!KKBzuF#Zt2U{oMTF38htH8A?)5{FY%wBWtTF_ zYgMRXqH^v_z)2cZzyERjF7$dH^?6k{``LFPX+$IboI?Xl%za|# z^*MMZ1voW4>iOE|fp@8a%X3z0kzWalfN`;C~?KPxT2|4pTb#UDsTa8t|jVz zr}&Vhly5dxSR>bxISeNhIdj07Nd3CM>QTQyF8czU@nT`=7xw#2ifeuNs#0eG!+lmk zN{7PmwTiU0`$cQ{=W99VAm3t=l#*2k^$nLI0pqIpP`&Yff$9idC^9^#qU~xvJ!2bGI*YzIZ`bdND=Q-i{2}B3+4}g1viGh%_sU}F3;NmFQm7kGFm-Zwwh&^mi zkbc{j%Apc*MRNOHeKc7DM$Gcz06{AHO z;Zzc2$Dom1y%>3)>a3K+cg9YlaY~b@I7)O<_FS9s5(}mCV1Zill(-QUn`GNw;*{3x zCzpU1y$vy`10ByUFaD7$HsG-+a(49;#m1Gyf1dt%Yz%_&#T?nzBo>n%8~uLios&v7 zZkt6`DtaR+&4S~_6>{I_F{_JQCLDiXih{irgSpG+#4fV`AvG z@n2%)NoQkHYjZ<-f^a5Cv1)$IRDM8}!~sQTq+fD-$lHvAq}-z4A)cBoYdDNIP2Vw5 zuqeSXNwnVGR3mc>^~7AhLzo`2Kg@3*dH>tyRJ2Od2EDQG`MXtwabif3$>n-a3=s}<_w zlOjv%5u08(X*EevVmiqdqr)m^@jQVn&Kn&W2dz_V# zkH2f{6mX7_Is5d6Qro|@Hh0+aoBS$L;?LIifjS9EE}{(;WCue*-_;2e!J!mi-w7Gs zd9%Sp9BPNa2@=2Lka=6Q9`BT*yxqKG>N3&5{kq4lp~rKR>8`i2*jl48W@wuuc+R(r zGITyr``yq(-CpIIv8{!Z#c#cFhLRHoznZztiykm3M(89$Su+zq9F9EA_fPHfJQiO{AE*5T#+}vOE5=E-6n5qWVaVkvMCYL3 z+V|Pzei!xgE7+dQ2=sY&36}1lNbJcD@0XWfSP^?5!Reg8XpqdM&OoG+*^85{9ECmL z9Wcvi^4gS@(z(Zfdb$18nM3RqW0kG-%=c(V2H3<|k6`0x^KX*=to^Fx?j~Fz;^h`FvGzb zWz(>5?MJXEUg$e@V*&FztJ zPOr|}tNX*b)Z}9b2du3-$7{Syp-ZVfJRyji`YcJK-XS%(I_UMTcZJFl>G!aKprVu7 z3blj8@6Wb_-dtH!$iFN}A&1)+LnJCSsgp)gq9?`Td{bK7WMc^i!KFlu!roM4-%|z% z^slGzXc0I7$keRG&L&ZH*Es1%c6D%>xKEY(jdK-~@PS1c=4|-Bo0?qzI9>G*KXYVK zw-WHF;LTtS)2IK*Wj?sd@ZXH;hzB5ay16PI$m1F-XCXm%H%$>jmeID=^KLjPue;sJ z?4u)DROQn;Z=ae+OJqOW26F2D+UwR}WPi4AKYbthTJ!;d%sOl6EmwyLT;+<*8hiMb z0zFXe#7#caPels;QB~`5D|u#U1qxxyNQA)KD$frIi^jz2McgSbL#N-~4 z@V(hx&(JUPd%nIQ$U;hcxX?gUefaleyKYo3&E(Aj%%DghWieL!r0#vxLGseocB}T# z=#%hqay)>%jo%?37fGFh*RZpKtO{o#xha-O?uFqPxU$qQOwqR_LNOfs4e>%v>Cw|L zEWc#H11T8jaa*c^)97LR6N*(9cK#kd`NmW~if+nx4!w>6jVaG5)`0Qr)C!V;i3>Mu zJyb$m;@U6c4aNHA3+-ZanWh|pLT4_w>2Id{O}W6q8!;=X*7>6=$DpAlwnS;z&F+KE zo5W`ERtfP(i-)-fDVu(aV843PlEUGXZjCP1+E~k=7kx<}0dVSw`Uv5}TkhBWQBtdq z2w$4YA`6`Ex_=tW*l(_gV_`CX95KNtOD*evF<$H2a=A71z-*9h{Lz?f^@Cv- ztDVn2#%jCu)MoZ?Awg3;*NIt19cvcvFMbY5<|#rmsGh4nWdr~az@ZuM=Tfs3z5Azm zV*O5!=alBwqNh}w?e~HyPB}sNJ8BK1L_MFC#Z3=Cc1*tNe01x}{FUIOY7dYSTv^EV zJ`AC;Wl9P19_Ncz^+|Bs}aTABwNRhbnY*Y0>$>5T*E>zJT|2hMwPS`G?0yV##zohxo z@g}W+2^F~ne}7SdG74^lSQvBLiIhWEg~v*01A#>*dYwJNEq2FXy}LAna{BZMUee7$%!$ zfv_I)d!{}ye;;vG`9(iVCI7c|@A<`q(BPv$&a2(Rttt?Y^ZR>UUV-q&^To7VBqRTq zUcO76b}2o|RPA-6moJr#e_JB>xP|}~>?!`AdO67%?D|jSzxWu|1kOv09YE1*52&po z@AePo%jO;{RLQcl9%B+}8!2^DO&cpMjErpb5p(zZ>frUwGF+w~spd|1;)*;C0oEu` z6+)5f38=dXwAxIl-VJ&IJh%?!sZxo0;2y^ib5r2#!)ro>&y`9EL0R2c9*Rz!m2tXI zcPSoFIzEmBjAqtH2PmR1M;+bV9q*se^Oz8sRU$8h;-6QdE)JiDgt=(af+R5U$>r1* zBnhdND2u=dRG9OFMxebT%6}^%pN01Lkm?tVYE0MHLd*GuyGy2NVxNCvK_wxHaV-4x zO~&0Qbekq=KsV_QnqSHkl#rKnL*UYwQlHR}VeAD#%R#;FDPI#(7?_DTzoratrFpN3>(qhr$39`{?fr=$AoyQGXgNj#5FRfJjDv*h zK);cafsrgC$tn7u@jFsby5F6Z!@Hhvy@=W$mNpinD zRw@knZ5%oLK`v5IO_6NvyV-XpfeV70*n^Pu;8)0fD{0jk zz416_7JSYV(w7b*FP-kbbn$p;?*a6vdU+EEKdG@bcBl#L(mXJ4#? zF~$sL#=aZ7WSNDKrLj~asStCm-MAn3;v6V_SV~diIgj6FfDtc6&k~}%S z=XK6MaNqY&pZl|1*Y%DrYq^kdvWd1G8DL)n!3lwvILJDW@+;BhS98jnn#!*QmR~|` z$FdMD2A4WKE_F5`C)s7Uhhxi{%7T8ol+JuP6174#Hjqefe5wL`u1>^ataSssqO{sF zakh*y?)+url}h=~HKAC{!NMS|z{_+6P^{>(L0gUbdW}iBz{{>ir`gVu3ieEtztlq7;v21*U;LWM?H^syz1u_Ek>3k5u$O zM7h6Xz`tYl`(hM&Qt0ng>qBkP)n$C=PUAqshLoRjQxbW=%9W7y2F3AXrv}Ro*%=2L znBs^a+kNgwq&$<>BNFVd9+PTtjA=xXith!wMb4IC3qjJhjiA2T{M!I+-V=kh z>oX{`zvlb1S$LCks>7c7spu~6KK5z8flswzk>SbpNrARE+7}i&=D*-f+hY__Y>;@SZ$|_&-(SZ7C zy87vVX*ZMZFu&$=U?c-gM5b&XzgoUi?(nGDW;8k4eCm_P8@Ou zmU{)c-2iPWtDq1Pj%ppXHQB0e7Kb*dhC8MzGGkg0(%}`ez_(-&U`1+_A=M_4@mx1} zhT6^g6R|FmU)KtF`OMn;l1D&@7O4~2>UU$^7dA4caYmEi^cLgE0(<>Yva!(L>DTJ} z!}&s^joQwe2XwD$N#y%Drw-c7OmXD4UDD<6X5Jr+UkAuj&nP|1ZOEb7c^~e4ZLege zfSXw``8;8*QfU5FZ2GedeYDrql5DWWg0w2KK1Z#!Y_2#Kq{!UYSoSA0`?LI&6{)|4 zH*av{>i+0nhX%Euztg}1hZkmA9kUgCw!VI*XI-o3RBN*Ej7e*!HBoB=E$x=SXiJ1H zIwhMlzn6#hr@}`)6~~P3F$S+}#Y*>~?%V(Xv{vNUL82GQ$S8Ku<}=49mO$&RwXjN`b!t!vS-%NvU?V%K zon1*vi4Mxd9&|>ctu7gCi2@l{Kjf2crp-kxN@Uu${9P{}hSbQ&(Um-jl>BF=I~BS_ zF0jdc6eBH4)EorM26eCyr-=}2p$o{mPfrbvA{)3T_PnQAhc8{UEkwK%SywHP4>*{q ziI~r1N)- zD3-xW)*=~e3m}$*yu?wmCPMH+NQFSl(6X8w0*o3nv|7ESm#17ng<)2pcnM5T1oT{i zTT#HPu|(}2i|^wEy%N`=L?>M#D1a!^YJ0pnGP!@y(_v*33LDh$&r{N8JTdHm1o`hY z579>nA^z3CUppTQEWua_ti}KNB?fFjLC8=;&iT2Cq~v~Bbap;|-l^6T!P%nMKPz2< z+I)jzDd6@MYn~!eq0X^0_|b5W(YFC`dEumHTdlYE4E5&L%@Ev8_J|sJjus#*lS|Cb?c43tFtD!^=T;V`)7^u{@#zC_+ct1E~KOsb2=`>NfFbKR_ zZfcVNYOl745HWQ*z|+-0xo4*SRIm;Cz>NO{nWU^FG%FxI^R5P|rqurpo_TM=`a?uy zk|9AtWUrAbMhH2`fxY9vNNh(e>b#@(CS}B{N3#(2Yh^@Vh}$_&QzJw5$b zorN#=ajgma39({(r&e@e2#`i@Xv|u)D_Pid2RbTXo~0rB`CrRjVwafE$F6fm-z3h{Zsyi&@CK z5s5x1K+Tc^()%i@^Ecz30ZQ2N{7Lz3r|QSgESwn){v(8IQc|doU8a4W!u5=6O1iIT;}W?* z8zC}0OWM71G0$h|6I6QqmG;^1w@%QtADsbR(|R~q-(xKvP-1#5_%kXnykm; zT|U-=Tb&>1pLkWTVB@P~Zbvl_eqwI+IlZU5Yk0{z4O7U4*+lieoRJdP{$H%T|GC127MRVo*KOCZlPy8|9X8~Z|D4vIcjKzeIIsmROg{u5aoFoqu-nnSH#eiZdW}1k`o9uz1B{$_PZLt@vvaSG-KgQ1Hh;1j=pqMcb|2ovLVOVq?REH8`P{>UdY@UNR8sMEoi7GVJTvwtNcYpMYSHL= z-~kheLdxbd&mYj!-j2%te~W>raGMaajZx)>|G@PNl?$ z(M&>RDrK%3yad#%KX5)671d1+gFzaU@(zrlJ}nB6mZr=x7MDMbi|{HHR=XhKXluL4 z#*onApibQ(?e~nm1`{`}OZ4BfXv2bgn8nM};R~5fI9lX$#Oeto>>jRsa{3rZAd9m$ z)!v_bQwT%jVp~M-pJ}gCS;w9n?dA$R3cJxcKi5iDq&!zOGt)p-6KN-Ty z+?2)WGDSkFAY0imxf4+QW{S2u;?YXY*ifbE?kCeH;w#(`H z1&UPb^2SS|xs37Sv*yxs9cTHnv}_O}n01>ALz5R7eB{#Ir_R6qSp2GhSUVv2ri6aD ztBV#TcKE=)t6%pqaWcV8BX#wg8*5)IFV-7)Ntlz$x5wI@)%%hBvQ6O|nq7NY~kojTX|LEm0 zEgep#k*#-adizOzRGlo zdA(RW6CuvmXV1ei#OB7{3{LeQ-ugI&H|@1u?#6LsH0Cn{jzx z`YRzT*y?LYrdrDW6`hgAIkFBiV6N>sT6u!8b-0;QFOu9%oDZ#k=~o%o0Fh6v(ZE9wwOtx$RHLQia8pHs>zX!W$2#A(?lHp*O=1U zyUG<@{BkwS`p(ts-J}te9(htRK$KHiWQZ)yrb%td&j^iM-I6nyYzKg*@cKgGVucvSW$<8LY@Qi25|?aD;SWN zN33?2)_A3;@I0gyi};u^uRi*F{zu{3PUiomm+P4PD$3Ucgi6Eu`i&p4xp)yT;E_Af zSoBUlO#(t3BDzV5zGW$EQ#HKTcqFIDTxdB9j8FpNcG_IU>-QD^vg2!apYTeXd?MR< z4l2cD$d!EqBT_fJcPlkEA?lh~&@e0*bxI<4!XQ-sKlgqOk?++mYq6{$BXhf74cry` zR@xs??{GoL)vX7`M(F3F{xV=X0ueTa0X3@2tlQTRaK$Jh+H?PBtrrF$=t1`ZR3nnB z9L^8em=>wpiF0CC!AgN+0t+U)AhnSK{iRQrDiO<4E2s*Wm^8#q&T#6f8f45I&1`oe z=zA&L>#N;>IweHLs-A{2WmD0bMS|^|PkRj9Gf1&p-R#hc;#bC?e5Qy`ul^xjADti zWb-gp(Ki0F1l~l3LVSdvkk?>{p`C!pVPywuQ-d8CnGQSGph|N9mH20uHUCzF?#BUS zy~#830+!S-d%vno5!5D%rbvkbnNFS`F$pJ0=Q2xRb9W*4j@?Ak84&yljAhFP zSB>KivGgJf!gc30Xnz0rx=dKV;T_SV0FeOSf2GIDil+%xis`Ph84|NsAC5R&<_=?Pd+=pfSWN2gQAO zvlj*WmI&o6;5{Y_R{g3^`Bzb{qdp&Q6xEAddJdv?gEed!T;eJN;>h8Qr#Era_j_dBXo4kqKdAM(@8os=vyviUfbPG^22}r?y5atm;9W$@M zn>hj+hHE_}Tww7NM0~ZWcAW#N)Yw2?q zQ7++4Yz7D4KLOXB;80HIg+bd7bKlC$XQEhd;Va2CsCIx%nhZ%fh^$-bU-Ln*Qs+Zr z4BEw3V{~FE&<@6N%t%>bf>1O$F%D^(w3dtO@FdJlbMS(nP%l8p%tqmWEK>yfcP`1T z^;GJQ%FR=YH*D;i8hdpjNrGRcn-qi%n@_SSgeG;<6`TrPY$h|_T8e5@*CiV!+iG$X zR{9#O*nFosYH$_T5P49@dHD`=`OsZ3nPC|=l$j`jfmQ zZEDlVBV99lv-t_moCZ+zL5?i2ihD)^LqHm>0PlOut0gICOlKuXxV7`}xKbip$W_z_LS=yd z*}T-n3)Kt2Fp7c(Hp{Y+=QzzHO$)RaFQiK{vpfWMddr5iN;h{xh@$=%VJcyTK)(&L ze~D{Og*)#O{3IfS#Zt+2Q49m{DoGmnQpK(uLEj9R%+B(pAjn)ezx$#k;6eJPq$gb; zgqzQzPCyzaIFpy4+~1%?Hur@Af1u7|QU4*@9T>S&m$>2)QIlTbaz9qM&6e2 zQDdvMB|~Nvd7eT?h=YS)NT&B(C1$!7qYwAnCU6l|rVT+2lil5a+{$n9yj#(^TP9Op)!r2!;M}M5?76GfkP8eWed4&4^^?tcwX{^9yL1bz!-W5 z^9O9<1i5?0ydn7vWFi=9#jTY(aOHsyoo^UY2{Qg7MA_ zO_ZSGE|?JFq_FJoe5A>C1aNH4|HGy^gnd`}sSG#aT%GN)N-YX>c^EX?EijhAg6;T@ z!bi7^L8YY2%4~k%G{{!O@hlYnrSL6L0^iCEmuisybGQvTGeIAe-vX79}@bIdQtX$QnD@6jxW zo3J>*Mohfp*|8iDu9u@sg!{FfUkJ{QW%pwkT$9BMoPW)EU4L#V!4(NZ_qdfMIVvns1ow7rrw?oA}fP(5Ny0EKzn}&H2kI?%7F&k874? z)7C)ovm70FAb~8uobn<**glb+WjMwU7D26sK%M@G<@wA6p>m8A4jpn=KB$72Kr7O+ zn@!6O8u+GWKeXqg$G#`8f=9co!ln&x3_NOPct&IgFS4|K#`xPM5PP2A@gjtF9*AYarqf)UPb#bqT~9z_U7on43X( zlOe&4eGWN2o`zjRwhANZyAVvS%3MjSJzb7lyISv_~S zHg~f;yCJ8^nVKkE+g6xYA;br<%?^!!=P1~-HuK&4pz7rioQ)<^pO3-flSLfT&_1M7 zj+r;;7Zm@;Jp<^4P@IBYThP$9;hNZGRMvC^GZ0~o_GQ0ajNc0A#EX7?0(3V#k*T#F z0`t=E3I_1giExZlLk8f|oa=#N-uy^wi2e1j?O$<8LhetU^VLWB{)=^KSv%7MU0RaqZrVa5`cEe-3j1WPV5{L|hv3&HPVt@P(vbbX!+ z143MBFVyc*#@bGHa|qp2n$!IFI?w^1>=SG?Z%)rs`rEvTp`bg@;`=}czV03S^g_85 zgwwzCbx7sQ9kuml5IK7wi>=O{0;`~OZAKNUl_PnkQT)iWSMcCZ@3`8F`<1JR~Xrc8M5Nq3j zIW+h&)I$>|;(kMd#oWQ(&MB(e5{BPWS%sX!^+DWW!Dr+HSq=xP2 z+>tf#(WBrn4)oH6?C=RGjZ%9rHupi_m6tAGkMW^lo85vhlNx?aq3NQDZdGuENPvmj z`__YJ#h^P59Wv%YHAE0PXWACu!x-_)o|}4pKYnBMpM3o+sSj`hgD$(qufl^OR>}g0 zc$ysea_g(DqM+PO*t@$UT>^|uULg^)NPsLt6z_P4vmqced+c(jwexZjgdoW>wu8P} zfMuTCU!aYV`g+089de=H)VXd_%fGB`1}uN(66rBd!3&y}$h2>b|IaB=d)IdXTcTpf z>n=NEX3sTYa@naK5v8|1ne~?z;Hpfyor6{0x4X@|vx1|6yT>$qR>(n9S@$Asx9a7z zz%(8Y+OCK>YJN_(Qch2vke|5ZZqW-Wa$a}F~d59Ox^42{9JiQbi{uxe;3jgOeml6d$NQQYA za@Vc5h_ETeRrCHwwaw(X&YRubMh89$RbrO>?$zUE{PeO*_P(IY@A0Lk1Bu|^ZUMS6 zB7Yk0T{s$g3>Z_I5^q?hi+Wh)42t2%eU1Pt>A+8VgUQMD22~j+)Ig=tDyn`kR|(MF zgYN*~)3Z-<8y*+Or{0p^N4f5O{RDp*cV1=RZ{tN$$Bx6tJfFv9;`RX6K4N|A^YHKQMlGv~UmoYi?Wmr*^(Gw0i+H9nV|=7LWZ|7Rh?x8+zz!I) z{9pW>1};a=8yh3FIYE?V0L`vg?sEFHBYgi`=dw5mbWvbr6-aLb&x=+e&;@^%m9o2h!+37S$*6^7AcY-EV9nFmvx6Oji z1ib6kX?|;pmrsH}U?uwcXl+yV$!Z9m`A%LKJWHUTHBPa3|LB5Q*l0_jB|XlT)pa;( z1U{89m}kAYflWNPEv(h|(Bmn&hWqL3BDq*MlOV6OcMU>zQh61LnBZvy3XF_M~`-i7>yKbaA{`vX!O<%$70(=45gHthq=r4Vc zHrR{?LQulS3+K1zG%~8BY#Xa-il%IkQrv%)eh_6-h8Uj+Z=lc-w$mt0DcA~(&l@LfNc{!auuX-x;V zIbbaY9Uq~KJe^He_Kb46LOi_P*O$x(jcv*NL1fe%TSZywNvFK2EB4tg=O*;GN_QD` zzfGva$TSB8!&Y#_I*IxIE`}R(S`fJA2xwHs22kVWe7Zs?&TkN)pbi^(9j>~|Iw!b= zzP07e&DYvzKl}b5*6hIBJA7(x&0p@zA+D^j42*;7X#+>H+=~_HS6L9hZKk3hu7>Nu z?L3QIMEfpN*U5dwPUN2t3-JnP>z~?L2tL4E9l8^8NLfQyhDh*v&3-gxsZZWgbDHde z@zAFFR6dd+fgI*aEzU^)0~nTpExei)_Q})Lz7_sp^gIQ>2|U*}h(9{l_K?6=Yah}& z7u-IqS69*g$f%>|TO3QR*PE5vP2x%4?}x$kCS5wbY?{{!pIECN?ievR-(0x4(}uUg zLFxu9ec+Ah9z2&X)g4ulPhv&MPHU*CSD z$k$j8`=Lg^ws;lZRiK?SXLD9F5b*7lQ$OySym6A3yNW}cq#;`}4SSY46)TK%f82VUZ&x&?0IUkGW%9gYHWZT(@BuOYVPU2&uk*%-Fpc7WGAgO%}s=DkDVHr`qL(;Zo zT&5f6*!5vz=AF)y^G@#!)>OL0tWTMwW2K_pZdNq*r-?KL(OZd|GR3YoLNRndB!}5f z7Lc^{rS$FT3e9_!o@W%wBCOn<8`)}UBOpZd5D%YR%`>j2!jL7Nm|tv|MvKJ7K>`%O zEL02wNV2=Ldto;VVTSL->bVS!lYZ?&|3LGSS~VR5Rj{kJ6#xd)-(gUuuN7RunggI%S!{ls}OVbA{ zT`V22I+~IjyP^eY>W0|jiZiGu{6aipb+*6!G@8_Fc{#yw%pDWDE9{eY&~!cDVn%W% zb;6(a3bYsl1D!W1tR z(X0bjR}A+Xcm~<;e7+l~vLSNCP{i0*QTidoEoJ3}`H3o!bt6qZrg^m{rwBt;>g_yO zcxvb5Rho6PUuAPRD8_YHdw)~FE5p5aKR>_GjK1awH41zjGu2VMJAIvz(?l$vy47oa zJ+boe$*E@StqJQJCtn#I{3BKJ>$kO#r*0gAl-``~)wF5LUH*JTzazj`<3w9=rE!G8 zBiuo4EvvyXu(CzM$i)(HN7eIO!^UsZX`Nas_azeAoH&QR8fRVeq=njOp?t7qO3V3i zwByIx+}Lg{m5C9Uo{dzMAGf{z(SFm25Ay{njH25YfzgO-00_NP1g9{#@_!9f(%ftB zxDpws=fr_F0VMitxhsBV474?}DVv}e(#3`TnNht^mYUgb08l{xTO_-&EN|NkfY|^@ z@`#uI+-qzYzJ(C|#@iU)uaNY$Y z;hw>JvDF~&^0z0i7_07?->>=Udq+tdkhC!`9fzeEt^>0(?;L8yPqTBs#D1*l0RwKW zz%iEr#VK|`0EF_bGONAywK+ry>+W)Ey$Hl)njyO>2Q)PU&SE;BR_~TPy&UzTDu1jR zI)40&e8rst%fgHHyhS+Z&peE|x`3+SNZnCf= z3>zIbvFfhcWd;>lJ! zCT`M@VQR;XVuuD_bcV>NOxEI7u4g`#tI4WB(o|8xe++`zII^+B+$H==n5ONvvIU2a z_HVX5J^FPi=|u0-zsU~)6Cukdd+5ODe{VBZ+o0~h+*C1u{;MHkoiDN>6K9Xn(+9cH zyzV+F>}c-w7~3 zFfFZ1bSk>KEu4;R|Y=CrWJroRdJB;#!P=beG(m*B+Y;XR%ApfuhUM=`W&B37kesOj>swi3-^> zl)Y)rraKF2uufUqSLvGJ)U_wW39E4D5t>vfXj^?R_7rfNKHqpovM^6n1ZhS*p&JNF zLD*N@?I=1jF4Y;+nh;HImalR^l~V->AMhqjdGhj*3uQ(raTQ~lfJXezh?Xgs%@<$% z&()9>nv$$o>G;;j=fcrXjMkyh)1ul_L;IrN&0b&jNa}Z64GCT&K20YUNacaQ2ZMg6 z^vAV?hR;b%Xkk{hZXDtA?>xdBXTx%j%v@FHmF9b35FqDOuq}t{-I~QjQ#GfNru7`%W73;?(?I4T z|K5xeBBZne4K$t3(S3(BGR!l2z2L^vKAIq*#?UYvF|Vk|%)Qoee;Bm^R2bpn%(}Rh zS%Omo#^<;ydmYq71D!RWV%}Y*rb)Y%A9TmP_ch#Os>35TYI?9~*0{;%vH`xwLYc9O z--qbZQ9O-$P_B7@r8ZCV)Iez?#XgaxfqHLGdcUvzO5*bVXyY?c2oN4YbNJw2f~4WJ zY4%P7I>Iy55RY4VNaJoUUc1*i$K_ii>vXqgN)*=dW<>bThJ&~1aybJ|v!m3vG|eFq zAvEBJPH!XzXg|~Ml=pbYd0*Se3?hK5E8!8*REMv8nD2OSH)=E4q2Z9vhq&*$!M`5@ zzEYL7SrO?_da$SE1Pt{KieiA^e0Vz)6x`qE6nVfrQ zUk>y~{~ptoS67$eiI)ZD+CZ}yh~+ZGJes%vXVyVYc?awc#|Zk5(vnEd$7HER&dJ?e z2@NOucoThS7q-t1H>qkI=@SsqExAhlq-TBQTxgUsH!&(J?sR(QvZSUsmssTG}GWKko z%c*@N#C*B=^{GP?5G=#dGQ4(fm?K>;zI4Ao_#IbfNTgnUttM`3dJS0L85eygF(k|}(}~?z^bNe}%%Vx_H}%b3+xPiPzh7)B*+nDRs7gfI z;gRWd3YcWve+A85j5<6}zBFtf=^Ry}^$D!UIuxPS?7qrJ)dQ*B1L-`U;o7Cq?@Qri zL4ci~b2x~)4@O61CERmywxTLeFX^sv7F}9ue=be>Ete9RCT%y2LpyQ}KpAyTB~K0eJ>kkSxygfP`mJ->ar@|23q6#fQz_s{sOkzo;)_a^w15fG)UuGqK4~r({^^lTBm#XKz zMuy2|nM4E#<&GvST0k~IMe?ReKJ8Xon|^_0rIQXhE|DUYllgxJ~19qN(&(LHR?+ zB8b`J46_@soA#N^6rrisQH#wIbEBh{+kaR%zczRNVf7-)CfP0iJbfDV!%5(MW^^E~ z$Jge;wcu<^^Sf|M|D*Q1nwYT)$dfwB!yHc23*Awq_HB+XN0^>5Cc+7}mk{x56ptCf zT2X*PIM)P^+_b;;gSHuXuJnhIg^ThE)0sm)kw`oX0b87zRs!Q+$nupo1n#j^7N{> zPq(W7iYu8>aFn{1>GtnK`HtMY(be7lBMwZN!O57tssHY^%^3{f4@J;5Ilz`kzJ(ff zBoJ&hgn!r+6!-u?-2a3Wz_$qi+hTb#66;rpdOgwS!Mv_Pwcz^--uvrh#8D=FNNpX) z=unR=vtVRldM?cKXGGYENdM2fzd%0C9Si@?PXBHd;6JvjxZ$Qu*Av{oyoC9-d;NAY z`0v5k&2M?qhkt;T0SR7OHf zg#M$(Yt77mIsQktlKeh9T9L!n=-Veg=ni92*K#|$lNJ)s^d;xH<>Wq2&VRYK?ZI09 zm$kE1CH>#m3c$Z3#*zz_Qi`?@6yj5gjkfs`e;056eeO$t68(3{(Z-y3%@X%*=MSf_ z5=u77W?uv3j{Yla$@J2v00Uyil-z2zQ7gBV2gQ9j@mR-ZPgzpR#j9=?;!`d^dk+0d zRn#Zxj)j}%^%wH)wwL9@nUe#1#JnhyMm|f-fJtSX|mToj+bO3 zvPDuYB3U7DeT0XopddCFh(?NM-(^BqwyYNyq0Nh4(`17=ilrhLi|4SFl~yfM5z&>fe;3XH-}K!> z0`AMY^o|{-s0NE>!Z=S~h;+NT@?QVQ-Z=GG$p~G;2Q1Mx9UZ7Dk{y?!eNL-0N1?OT z-VNrHB4jqeas^-+B|qwCmj#YnF* z%jl{4nF7^JY2ynstG|_^7&Y`9jP*%$wBHraGMnS;=$L>e|E4`%<;OJc?UmmczqUj4 z>am~P&)*%9lvh1TW9ZJ*XxX^n+ebf5b)~ArZyvap`updQ~Q#Q3VzR*LH=U@}+ox3Wt-i=fZD!F+@4IPz+N)h3XYuFE8wsGU-9} z$%Hg#UG}M;&eAxB(EoVF=W^7iO2EXotCy2zCs2dfh>Es`1mo%uejttYfrqnN(}b`C zwrG8XFr|=3F!iqCWQHOe(?6z!D0cVW5=xZ`nY34 zB9A5-g89yKsGK}x47N#AsX;_6MB1^>W_rt5kOTqjrkWgQH5wl*eSfWP%iwP{?}gt( zJcN`fM>WZ?X+r7++y%hHjO~wV$Mq^Gr5wG0{b|Zm%!tbKQ~QqGJFhRdeHh%Iq(L0N z;)9?TafOqKB9q|r`)&55%?U}6LLW-a9Ru1{W@e%flMAP_d_%xQAMQgKiQFyD$44PT zG6G6~nn>#0ZOE*yMc;eDaV;?bDs8p67c6bej059sy2XXEQHwJ9vWzi6Xu9>H@f#h` z@g!@#VHnAIy8c;R-eFUG!c*^EHL=fJS>mkV(%r|eR^Pi^`E&Nj1NEf(j?X(d zhd-10`Dq`@7BHuKfYrFu2-TVvj512^*W#fUaE*vau|O@NJt>P2*FAol}5rgv|H6lv5r!oKitM?E+r3JSgtSR_W)VIHsmHBHO z?i?WsQ(HeuB(B5HBvjlWOfA5-v1(+r$IU1m#D~UyV%c+TR&I$|#D6zr6` zB?Yzp(<@Zgw#j+9l*Mz6=Rp7f8Ibc@%yC@{)1b(3K*A3KB21F)SQ6U$eUGcr9`m?8 zf??%d?-flF74ky*Yk&7M2hAhD?f+u`qk3lOlDUP_t19nbcjlGcCT>6+;{=$mDK<0^`ZhP;h z>eNc6e@cklX>32~LVcENaHvvMY01O@IX7@FR3%lm$n3(mylCT2>U-&<3l>{6BKpRS|Jy-q^T}1F&vnAed0!- z1Mp$@pmp)Dvov=R5QrMwE+^F7^Cj3s3f1l0i8&+J8LlcLx;?t7@}S_PAQU2tppX{L zyQCPkMr{a@+J_YwaI8~j*Naw9Tx3vWKdfXa{2b*RTMfXArF-lvuAcQ%drg>O14bRk&c`oqe4U-n(nI*BwBop~ zSE59=cfQH`-iN$#Z*en*6hN$p0`UJ#-}$l~_(uZ~Hr@TJ^Ka6d)0@v8z10w@zox3g z3W1>^8o6S?&r#sUC=NnVlXwHiYFt@IaDZy;Yp$YpwMH!!&@-?8ngjVsm7Ww4?gL@^ zHU2Fv4sh>_va8Iu4-T{z3f%2@RlJ+fl9YVIIjFLhwG~cte04 z6sUrj@R|f`j8u_Y250V+mNG$9NaZ9J$~@<2bW)_Y*XW!iWyggee?3Lw#}&-$M-@#p zVrb6}(AIiE<7!V8)Sqqos=p{we>txHMnPl2SL0)m#+Px8e-sEm zd1Tb%#~0}rC{}zQ5d;=t8; z6pm}`D>fOV%8~yuI6E(UpzVylSgzhe*C&D?$Cabp&}jt9O@7yF=gQ$~6!R60;pb?p zB-tf^!V*A!QKCKsl((4IfpnOuY>MGWxpF=_N=qVjD-+cilQ>1LoK44>S+3#%^D~i} z@q=7Bi<T4vYSiaKT>KuA@S5`42y`9amt=?v`POjAKW z4d{OOVHWHl8TOP7`XRQ?lppqBOHY+4Y;!Ry6cqen92is|xZx5c;Suma8T8>!`Qb$W z2^Hjk95QMT9$_3Z6&CW8AJ7vsEhK^5#k z8O{JUUBVdfz!dNR7gB)@FqIngi4JTbU6VB|Y*SrbA~UgsnnLq@tW`BLpq67T>< z+Xo&PG%8oKA5Z~HF`-f+7FqLVJoVLG;gx2S%w$jHRV85`@*q_8VHU{KRaX=bX7nZ8 zVMRqW8}OhGYHc5i)n)TQhB848Cbn7Is5?dVJT+DyICeGl!E5zFYJJ( z4WJfE?7$X|6>8n|5s-woYL;$ORlL=-0UVGk;_AKHNp zzBO)&6JEj72Y8;NyIh>_F3g16JDVoBtdH@v>!TFHGLr)4uNpdNfPXU5^7;b zDWO!^mUZpmarF}whSd&mffLrLZg-a^w$>By)(%?L7hseQP{9ruDzoeWYGdL=8O=r6 zwk51|6#WuL%fS+iR3F%&MPI@gdK3=IArmwf>kt7*>A(|Ivq){Bi@+vM>3|akffAas zNKt_ffI)t%*LWoq6?m6_=dxR0LWcHXe$GdR9M%^!jV`q#Nq{9dwva@NauZ`Ccq{u?gnvSAU|}(3^HmTHg-4i$g`zHF)GJ$9h6@RlR(OVQ z7>9FMhj*NqhkMwEe;9~e#TkZ}h>O^Wj~I!QSc#XIiJRDopBRdxSc<2ZimTX)uNaH7 zSc|uqi@Vs1zZi_eSd7P*jLX=J&lrurkPF$651EeN0g)G(ksH~O9~qJ(S&}E2k}KJgFBy|FS(7)JlRMdy zKN*w>IUoQ4A^8LeBLM#ZEC2ui08#|h0*3$q0099G0|O!j12#4T{|gKcH4Oh45exzn zJT(;m4;Cc}8fYCF9Ss{(6dO7)8|yM0{4gK$AtWp=BvW@KYR zWi~cuq&#MuN@nm@XYeyq{#4|6+;DlZk+T zi=c~)j#-WWeU0CKkM4wz%zu&ol#!8plCh4Gop6-Lag^FYsQ-tk-m9yt!mE;~t+cqVsE4or zn6Lh!ukWa^-j}i2tg^?Yv;MTRv#GlLw7TZEyS}o#%!IxFnZEy|zvarnwywnfyTtmu z#Lvja#mUFXx60wf%G1rw&CSiz($3AW(EiQP&%Dw8#L@oF((0ho|Gm@a%hTJ_)6>+` z&Dhr5&)4(l*TL1;+uGRE%h~?b+3eQY*4f$F*4pFc+R@b8{=wY-vEBdT-Q3;c>Fndy z)8y~w=H{~J|G?<~(CPo*>iyvA^W*C3>+0p~?CkRF+wAT1^X=*V@Y?D1@wjURMa^XlEp zx3Ay7fc*j(Ot>&%3t<@;Ud({fPJPOTDVv5+Uo~aQ+Oi!6rp&0hfy$Km7Pz$O)2LIc zUd{R-vRI@j4N?ri!XQemVlhiRSONzQB{)bhoaP|Y;}4HBwWzNQ8Z2er8HZa2UPpb? ztbf!ujErZ{VMe$A9#6i!`Sa-0pKLO?xWaj~V-3_dkJ+HYtqcwe6sLb2KgTqr&nW!) z=SMsgB^3u4XrLjNLHZC<#v9UcR1O-OY{#8KR?KWR`alEsfL&rtq-H;L$Nk(U`BWPwbg zU9F{((FrwZgrUo-t^PTmKJE;I%EP&6(`-`iL<5VFgbbsx#+XgaT`mu!k{N^>I+#>B zAfu8?HP;Hn@Gz!8%<@7>MUyfr!zgT{un;z^3^4zi#E&chtf1%6MYrq^Km4q-iCp~b zBaQ$xER7E-lQhN8Jq!q-vqMN5&5u9h96(qAMw6@d+HALtlezDqOD|!U`qQbNywr9O z2kZ|2l<$y%b~a0_3lj1n8LH05s;l$4GfIPyx4KEtF0=B6b4G#@#&eLDp+-H%4HL)a zo&N!hjV0%~iF1&LF*&ZN#1VO`e^6FgHIA^}py#Z7ny7dLG5iM_YUrBMK13IxC-O-< zyH7X*xUjU;0$i~4Jra0*y#)v;jS%xt z-3Iaf3#I@_kYv8=n9nFW(<6Yz!Cg~2nBo!^ymo*nJb!S+@EC-JYS?HKfA|9-0%0UH zWblK3$QtTU!Jslk&=I4Ct4rOqJ1jE3fKYYy}?jS@Mc6dT8Y_1H-2;C0< zJtspQ?r>HR;+e}B7Me0V=y*g+8$rOQw5Uxj3IchSQntoD>2R@o6A7C>_92M?C_o%b zBL)BhFbwpy?~QPbqubtBsrc1xAnfU%p72)?O#omD1xW({22l_I&gUJuuomIK;HeLJ zP&0gD;1U<)x^ghZ9j2h68tAmdq!hzQj!=$LY-Eap{UI|+K_nT%6T~&$i9x7v2UDKG zK`=yVVUEz8BcgFhSkSNxwwsSKG=~OPxG5>mAVgthUW+4CtEQ1>YnFczML5u?g;1|vKqGs}e3{r4n7L@Y`F-SrG3SQtt z7HHE)KP(`C2SsfQ0C<-i7s}9vs*R2ZnTH(@LJ7hwLO%#J$U3xgFPAB1Uik7(0E0)W z1vPRQ4LY667WXH8WYTpjbm=mE_Y5Q5QX%cooDFR>3>qeGPuI^Ew#5YW9ts#hFs(_DsD%TG9AO$Qn!o`sD3Tw`a-%`6aYu;I zV-=D$2r*VcidK+f7MV?mI5ss9d=R4*%edBPgNF>%9*rOJ_ysSlvAkIS&F15E&6#X9=H0k!&p5>gvL6vSG- zF!=!=bwxlu_>qpmD4-Rzpuk`#a}ON@pb^CA!(aqpv~2(Yj9E0Y@(L2QRt(^V4XN=m zn2e9I5`hwYbAdhp%S?&10x=a4->1g*0Zu3cp@tdUMLzI>EQ&Axty(q?o3n^kI45Zz zY9ve)G=sE}4PEjsy_Jd~1 zp;O=W)OGXe#15?*ybpB-jaOBJEX&aa(G-{^gdGSKHO%2~N&*037$Z6a-~@eGaRAbj z=k{d0k3Ix|25rFyLd)O}q6J{eX%nhFpQ z4}S2Xpnu*+I$j=ge9Rmk{Llr?wJiZH?}HQqm~zzKJhLo5PXHon*%lANw2F@neG`uw zIuHP5g2>_k*YcgpYc+PKTOb#Yj^5yVGCpZ*%UU!)w?f|eFq?45H zV2Gv)-qiywNV3hBVXp%YLmU_uq&Qp~+h4tA^8B%nSirn3{7|FOQmo~37eB^Yi!og( zAONe1^T_k~0ss;hHFxiu>wh-#ldl=@fiI08vEZBk1fbT9@(Dl_{`iHCEAYgv0RV|r zkAfz89EC<$dT@$0TNLm@qrw<6Abo*c%3ea>*(+`VaG~-|c76gR#AaBkfeikHF z`ezLSv2%kF1>DpGu_h3lpb0c4NCD6aTJsAf@JFQJef*FQ_W=MaSZ@G83d0cvUPKGx zr-uG82*`jY1)yg9kZ1s~2wtFO$RK|BMhtxa!vV7pHKZU#YgdVS(RKqtCKf;hHedrp zFa?Y73wjqioMsTM002bb4}L@`enV>EbwK6iOI5WeeZnM3L0?>jdJYC54JKc_NJGR_ zFgpZ{MuG*6_f)2bST>SgSCSO40ARlrJnrCAptC1d@+$x3M9mZigy2A6Kn8h|b{fGv z<)(W8Pz3%EZ~`D;;uKKCXKuu|Zpp_z_0VH*cVzZ}P&4RsUu9$i_k5Hn5c|-5d?r=_ zun4j+1p&Ye_fP;Xzzg5j2*$O-|_1oyBA0dN6wu?hh2 zEd%j^+SU(gU^IR-2(54cVCN4uNeZ#R01EIaYEU&?)Pw%u1UG09Unzq$7zH%I58My{ z$UrU9u@B6UbYnva6o5TUxHTM*As5Me&@&H47Lv3e0p0U$lrRenPyq6v4+#HVF;O5CCaF3kpXJPuF#pn4C|6i2^|;q?H_WXCsNZ4%1~n zA;ov4c0dYMBnuWvqxV#<$85p>V-5=Dc)n;O4K|DoGK@P^Flum&r3YZjxQ$1Z6#u1b zucArSm?&7_4%p}&zvXOkP)lGC2hipc%;SB$M>KJej=m=f+2@YpfNtsF6G zW*BOP4G7gn+SZT!mVM_4a016?{onY3yfM%K}L-4hE$phigYEEbRk=GG5H@NXZ$0q{r(2mlXa77Gg}5UfxF zJbD2T>JRvEC{CG0P`Lu{aEDC+SETR@?<5fC000G)U0}Hn9Do4m5Ogqy5Kb92dAg@J z_k(*<5ZfRC|F#d<5CGl(unz~2m)H|)efc~CpbtitA^X4$15giJaFz9t2Juj60i+L; z0H(hn0O8=00@beixkuaUX+F05x(D z;I(puQ;PcVBxS%Xkw848rw^{DNWZv?=s9b((qNNU4FDUk0=o==Q!?{8AL&II_6d!? zGmT*I2K$*_>xDYm7@)P}L7kve$XOEEHa!T{pz3&xOJiiiXQ35}Zt}=`F{YscU=4BT z5BX50=7vy-Cq~%+BLKl9M%;IzImZv;unOg~ka#*6c#vBDaFKjwqq0O0RS0ooqz@9{ z3`Pc%Q_utg&Ia&Y~ zG^ycGshGQ|dDfe|f((+N07LmKAh!>A-~|4FP<%TD1t0+E0CLl#sY&v6dP2Lj8VkcW z4y4dxunD)_GOnd)5O@aw z=%=o(C=lBJ@HF1@ci4qqk2J5gh-&~^84b2z`Fftg6Ah_{KJgg_pEnSpM?BUMp8-}G zk*8F#cT^;Ui(O@nMlyr;+924a63o+lg_RCwlOZ8XqQh5cBN&hB_C@v351|=y10g;a zkPkxkZ%$WYM#I4Yu%h1=nyofP1etSaLIkS-r_8`K%|HoegStkBaL-3g1F-`ZfIXq~ zyiyAQP9O@BKnbkS3Ta@a^MN#)AOZjOEYQn){V=xh-~b_aw#$&VYumPA8n=E5f>vVz zPJp*fKnj{538*;>+gEXid#BIx3$zdqen7^7G^-w`53&UhcU)Nbpkoe*G#5|<>!-rk zW4TBF3jkTTb(YG=ez~dpU=Oj-V#^Q?gCPmOaK}xt2pj-dr_-sEu*R(*3f2I-`|v#8 zM+*P|N&ZlRV-#>kBV;nHM!jpc$tt|lL%hbz0h~Yyn!pOZLoIi}VVdx~(L24$OcdZM zt`KouEmJ-R(0A9VY5K4UodJ6ZLB1;l3!?E1ua>@^=Q|ez1_Jh8{JPEhfCh7dqw36S z3oH6#K9U2mqJ|$7lDDrxoI}=O@JG)}ucP0J-W9ldue4;Ap%z3o;gd{BRA2m=w0r zglSL#?_dFj+j{~a4ql98E%~+{?58TAHT>{xzYq@}jnk5V4CKUxWCH+loyS((2cHqf zV;swU05$$_0hDlc(s}_w(+&Kz3X)I&PSAeXg9`otq*(~n^{~11unM#w5cF_}LOBm( z!^!@TDUF~2*3k$4TrkG69Brx z0q(&MzW`2%>;o$BbOOE1%Ka0~EH}`Zy$0b&UXT#$dd*SQuH~x_SbzqR;0codghQ+J zQ^Dg14dTyx(u=eP&=oc+3&U$_Ksl&}1|n;X5M~_876xMoROu{@LGn5D*^CS`I@8n= zQIltbQ3GYQMgSN!zBkb%J4W5WVFCcA7P>tWPFM68H8#m%eACjr_icVPd~nqpX|-nt zA=?E-3$YLjv_K3BumaZ5PH8AUPJj)>U;{E{WRox~QG*QS^b6O($~#TeRO}3O8vwB| z4wSHvnGyxvV58-BabxpssZ~~_Fb+!Dc&vN}*PxW;hE{4T)+Io?O)zC82)F`~1`5F9 ztI&pq>jeNX3*qo>%)poofDF!{0$mx$R$NB0&0p!>(54(902?^hK}ZZm zrw^>$2;IQxK79ZPzzoDd1Kk75x2t6eKm#^zHofD!k)GTB0Ozeh3_7MOvmOqte3$`1 z3FEK~4nPD?w`j|~?KRQN6ZOpGS`ckW43+UW1QEUtNNd^|QzQfiOVU#J?ZZn{Qxl?# z?prIo)+UwFY(Z5_sDoee8a(BE&QH}2>D5x&-5KuXGM=zQ1phn1qz@MoRpMw7E!bj& zApzmkdk&W@(?^3w82~$wseQUMv`_#6AY)bL0H6~!enc2eAP#8%ee#4c1qdZ<7hf2S zFlN2C7;lOvIEu;qvON!g>??Y(LaA1CclBN-_rjuP^M4-G>r--&lAq6M5lb zUrZ4V6oxD89Iv!uBay&EETbInpbQ0kBdnwx$_Bs-BTeDR6aY~!5STKo^!Y>RPhT!D zVctyB7cnBkFmc``M5r%Nm@?WDMjQqPO&MhvO`b%VQYA`$3d42d1`i{@mMITnJlOK4 z$($x>@{_m|q0Wf@bSBhUub$A8G*>3f_i^XZrV1rKH5&C~(W(j+T(i1Ws8gmx6{@Vs z(&|)y`M6?5s1+_ow`J32^x1UZJOS2fj#V3WsN0M^*%mf?Ht^f6MioCcdyrPQp%OOj zWZX6)zkL=^m7N<}^k~whO`k@cTJ>tytzEx{Et=B*pfpp68~^}-0g)+b@U%KPk3sHO zqxB6V6UW_hcn9^ZoA+xtudU17Q6p1k9nZNDaOAPaxfb!lMK;BY(AxRA;qvy3#TBLx632SI5QHOM@% z40KHM4o30Zd67&RKYAt(k;p{D!!ld}O{xI@+I-^+6?4`2wvdMHR_p5+_s%@?%acZ^aeMmb}O&S6@%VrwMU> ztq~tda^nCR(FXa2SZAMwHd<+`B*F%3uf^8dG`4EOT4YF5#*sh9{iBg({6VH$FQ`L_ z6>`UIB%ags8O0Gww{pdiO(v=5zjt!^qs%{C`3A0u94WJmKl~G`98>}(^Nod<5lWwG z>^;bxQ6PR}ly3^P3O<2Hfe2)Mq(@#e|b=6mAy>-`Lhdp-LalNK?+i%A`cingA zy?5V#2R?Y=hbO*xDMp>#xT?d+oR9zI*S#2S0q~qb9$6 z^Up^=ef8HbAFSEmhd+M#=a2Gg_V33(fBoC1zkmP#2Vek0vp)hB(11&ei2DS%Kn6C@ zfe!>)0wFj-3Rcj97wnNf6o^6p4tCIk9|WNWK{!GZme7R$+u#XRxIz}T&~qttVGLzB zLmCnehBd@t4t2OgwB2w`7ISf!hg#b_W~B9B^=8=5mwj=iTtpK8{J5Xo9Kfx z>o5pES|KkizJ?#^XoWR~vJZW*Vj0X}7nPcbk5+u@KSg9o6r<>xpX6~6gP_E@x@MGp z08$_LAO$*vSQ>sH!)8Od1}U1wnnSi?m89WEK4Ni zzz1gX;SR{?1|I044?i6LVafT-ve^ zVuV%_u_&jp#6b!?+(EHeDJ_xq!HjAeIpw-xL!fQl4(FpD$x zfQ0Uz02 z1T7i?WHDQFoeL6jbZO}n>UuS)M5aZ4)BBrQFmoNo`i(*tk&hSiVGyera+YHw-dH>p zDK+7TcQp}<(58bMMO`s~pCaD65_k|rIpi{9@nSw|0uOkFMtK)Oj5S|lym**2AN;V6 z4Qm=L)CDd)){%~MAj7ldowRNLJZ62EdJw!&sGPY-V`lS>8G^I%YWShdZ8lRMe>EqN z*QrQ;EW-~wf{JQO6A^siv(=)!|DC^27t zB-N~?5ich$%9Rr1V;u`dh&=ERi%T1o*m#k4F7cs>JER*TCHC%3T2WL}Thrk21j;iR zZZm$w!w<2j^$_v#+iIs0ZEAiIcp$~4BpeV_zeDz|Ik zKP|LCK%~S|p6t8pm!hiVnBvVrbg%; zJwH$uNeso01j&#T$&n<UgTM!BT84diu~_H^sbYp&qeS+Lv2yD# zWY`BuSg_9IKVtJbO1K7I$giO2yOgBO+O*Bv#Le8)&D}g7UcdwYUI+(M)I<{lDX0V~ zAj5}r7&5#PC5JRObUQU++Xs8XgFaXUrR1e|x&vM!LB6X%e6T(~P=^XUMt^99bStSa zL#I=Mr%M#CMKFk%6sOfYB}wQx(Ta$3Fs?zUNm8Io=Gsn6%!iUgw>E4!CBy?-;IDG3 zNA5gKH4LvuEWdpaGj3W0bK(T=8-$j*OrW|ph~p}@ zL0E*)Y6KF!N8Ys28^zHa)zKa0(TMQPQxi@Bt-z_NK%$5X#PH6$+$60K3b~-7O7y?A zkP9X)jI>CiqM5`461O46MZw?-Q2PtKl#077v5b((@XD(y|#ETv^)I&woL{-#91;&?jPc&Q$#l+I9*u=gw z!LF%`GDXvpJPX+@A2-dPER9t1nHs_vqk9C^yWAQyY^+v|n%NXkK-E2bL_uNz0@=%No>tccs)$@p}=z`L7wcsbgjLvpb<~A**oTGKh?Us?iKWX{K#SGbjpf*m_1KRE zS&Dh_o#ok{_1T{V+MpHM zp(Wa)HQJ*^+N4$5qa~c1b=s$e+NhPxOT_1dom+prbeu_fEG zHQTdA+q6~NwPoA3b=$Xv+qjk6xux5>wcESJ+q~7=z2)1!_1nJ%+`t_YeFz6;Fx{fDcr?{+{k5y#7xCYgQ-Po1g*#)M#aoyR)-Q3k(%)N&H+7;Z;d0Ez22WGIE-WA>g+zR7;jc0=m z=5>wX6%XZY4d-1A=-mot@ZHp)-qqON)UaNhxCU@?oOwWAxFKKhg&gwbz28L~l6~Ib z#0d9ojdg(E_|0C{=w9xPjd`fwgpgm?$Y0c;-;?-X{RQCH7+{Quw!&FpuxVh!d0_T^ zoB&3R?WN$;=-vyi;MmY$I>}%TZr+n1-UBA#*3bv)g^tOYhx7g>%sba6<@WU?V-Mq>i#kS*&LK zB@%o(oJWRaM^5HzD1j#6fOeh&cD4aq+GRpEAB7+VS#IYhXcm|0V(~~}t4Zdd0A>4$ zV;dj>cKJNa5D!pB2`}IPQaIfI*TsW}CQ@6D6dQjAi3U+mWozjXLtUVSoju{SZ0;52Tf>#CP;&jUWt4d1a&|g zTDItY#4A#ugpDE+N+_vGAO(y#v2J3ffSU`T05X1%YH<#xgF}dYAcb_|8>QyubG97f zeHwj01~0gVeD;TRuz_$O0$VB{3qGGgfa!Lgqr4VjUzLb?Xyp>{0=6!il66;=zSW2j zW%go8fB3w|&Df|x?5A<)zHVpB+nU12;ChaTkLCa`Kxyq>sD*b zp>2tHYi4L?B6toP@CUp8Ys;XR?+aB%Gp6&EW?bV*`z;^AI)@Sv(@6f*O z;LdIHSp*KSfymZ}mTu?aZq}amiG5gvD7XmDXoV<{7k}Vi^fih&!Ur#4seCwxO759? zc;_?#4d>;IMNl^X^HeT>aE8zt1d8)+SaeCG2*030h;;x_b-Ri5Dz8Qe2d-uY&1?it zSf)46E~zvMK9nzJAciv^>0n~-C^(3H@TxiIhJL||b>Ie};NSK2m38>?Ft6{+$#J(n zY}mdAWUzq*I(6c{iBWkcJZQFaHRPK2-k-u@WE@KgkKnPUhna!!2=Qx>H@TD zBCtHC{`II4alb|gN+59*7jP9X9~O`4Shwu*$#i{~Xw{C0#!c~6N1E4$>BBZ{@}c&= z_JU+ra1MZQt7rw69`0zr=%%=bCU7{QSO$AI&7f|AJ2(hu2_LcozDJtFf9Z6`e57ex(V+}hpTjsN$^0POZt4Ea%E15^@fIDh=OzAd4Cv$Dc}b4tbKhb2Dne4y17Et7(%c%2;@sOwqJxT~SK&km{Rv zbEX$$Dc2EsI%udqQj~C7Md~Fe+E^$lX<9d^2~?a$6(ZGymPk;%LA^{RdKD%!w4?_A z1#N{VXo-J**aHPo#4hBjmTOiL!(K_$3^;df%!v z+@hdENN)1c7@=J#&HA8&q^x@&NXi+2Q_$aZ`$Ej6Ae*5(KSyo!p zq=fkTw3>BCH9x1^o9&}sdK(_^^LS~x4*RhtD7jGGv%>jgYcxE3Hgd-F4Y* z*WGvFAv9ij=Y408AI$LM-fHkI^9vq>ta8jG_<^_Im;IsUPdZc3(#R+VdZ*nW1xA4( zEnE1<=@d;wVNIyz`op2Q>8iUfyY0IBu1Q28<3%`5+PftYF^TpgQGRlumYYGT=_S87 zg|i4=Ht;eC9>}b-$Tdg_38ojn^o2(({=g*Gnr2-&6UTCWi4-Xuj8!K82YBf7O9^R6 z%x0T^5-M`RFx@Gc4Ku?uale0}wHcpCwUTn71UH80K53|N={~VUQBNOy9JG%nlt#e~ zLgQq*scO?S120Dc5i|(1N0&zR9ptXo<|3qWk`OSl{0b{}4b6Hj)qK>G^_joi0nM$D zu9u%`yx?&SC4;Qy4qF#? z7=t|J&M5YE7Vp>Np1brgp{#PDRR*b2z;d2XvrRY(`Tot5DF(g&`6>B}C(zlaG`~Le za=?p_f}{zUjRqq8U`7<~5Ds~)q6wfP#uP-c4p}r|7WzoT6uOa)Eo2HFQ5eKJtPzE` zy^bQ3=u{I(!JmW_hYx&+#WjdAh+gr77k3~>R5*r4&euPFvO2>@L>?lAV#rJ zG6+8W0vn6K12nkftNKu)8^0*XulRtBZbU~D_|SxY5JC&G9qJ*IQ^soe;e{rQ!XKK@ z(>f&41Z!AJj9Z{u6OfS(O+2lH7dc_4RM;#(60(qnJR~9|!i@JZQXjITo$zc2Bldxh zC@AB=6eyvW60nIhH({iZVqpWQ%%cgE(Z@P8p^4<_jFF4~eN4Q+JLWZQ{iFjxZhWw$F=7?f7 z?x9587y`sQ1k@kM_@{HkfslSSM~fQc!xRhBoJP#U9|GY69w_ldW{?6@VkDzN`tzUC zjH3xYOb-eXR7Zc%LO}eGW2YKwPln7RpQuaSPJ=4cp%PU@uLPwdanl4)u0xX31SMlm z0?PL#B{Q51(o~BwvaFV=6{Kha5yGL8aEKIuQ=QoVS!aSVq;l-6M@4G-{`FKTo%NS8 zs%s<1hgYaRHLY%%(_Zb`zO&xR3lYO=VBbpBYHFshXvM2Os%e8I;dPu6(MLT{r&-lp zN@G8@Coh_SF4C|jA3}PFOFoj?(s*_vWlQa6Wpr5<(zdm%nQc)S657$`wzt0hEpQcC zSO58JsdbHNU>%tTymTdEd-Wt?XEDx#sJMLbq!kk!4RV>)8D@@i3O7FTAn1Qv5 zn0j&o@or35DCz=>P&UGUluF(yv&aX-vq z5nnj11=jF}L44!Nf_IrAW@?QaNxvAUw89@k*Kd(*eDGRnSRHm_v zuZ&k6Y5BZdUhj=>3|$fL7|2~tY?jX~q%W)4%x%UoP@{Yz3O8BK9;vgP^Q`AR2U*R? zee+bu3}`olnW}qbGnuh`*FiH9(To=KpdI~YNdwxld;SQXiJIw4TV&Im{xqnA+vhX? znb8wVGoUFw=~4R`)ooUFn;|`ESa+G$q&{${HR9=@UL)5Z>9wzeEo|U2V;zh(wvJ?E z>`3RxlgmCfi&(8?9X;FB$yTL z2)o}c?|B>Y8sTUWzVof`eYYqaz)pz0`7Q8)ufyLC33!eOuJC*pd*Kcb_roJ@@P-6D z;tOxM#RoodhEzP`{KmM)_YLxp=X>J_`8T}>NnwCcnCbfzag+C6{CHJ;w`c|^>}`pCM> z6ToJLB!X_{jVJo$_{fd_#0}^UZU<^Pc}a=tD31(UZRPrayhLp{#k- zv%dANe?9C)kMy(CzV@$MEkq7Nc8cs?Vm5f|Nj3!00y7{4j=&*paC8r0w$mWE+7LopaVW21V*3)P9OzVpaota24*$smZ2G*AsTYwEUaM~g5esz;Ty(69Jb*S!eJJ|As*%-8%E(8x`Hd{A0P&z zAkv>cECVM{LL(&NEHncrOu{5^!a8JxIQ)XzfCMmHA|@WgGAsio0>dx-LL^4SBz9sa z{z50}ltVPbK{UfB8bv*P;xEL*Pt-<7=)*CXA}Qu#E>a>yEQ2HdA}|IcFq%~I4TB*V z!XPH2GA`r!>BBcb1wwqoFG8Y4)Ppq~127x|G=!o@=%P2$B1DLTH|Ao4NW|#W13a*Z zYQ#f4sG~oK1J-!|ge{IEJpv9yAd4{O<1Z2;@1=w=00JN|qd*QML3*DwI-(#|ggAPl zJ$?i|X5uk`<3lXuLuTVdjE+LaqdcMmM|Pw~exyfgokQTGJ_;j0Ue+^2LMPWb--WBks*bh+`#wggERZPxhow+9X84gHH}+PhKQXepWo}WHV^wyIkWjJS9{{ zrBqskJ{V&ln1V1IqfBlkS9WE~eFIQl1UD8HH(UcZa6?!!1Uy=UHH>9&>4P+wLM|vn zG{6EZcqLxurC#o3u;Bz>{v}`rreF>xVHT!g9wuTYreZE8V>YH^J|<*FresbgWmcwT zUM6N{re<#cCTDi0XMQGVhNftaCTW(YX`Uu(rlxAHCTq5)YrZCI#-?n}CT-THZQdqs z=B94$CU5qpZ~i852B&ZiCvg_1aULgfCZ}>PCv!HZb3P|@MyGU6Cv{e*bzUcSW~X*; zCwF$IcYY^$hNpOrCwZ2qd7dYFrl)$YCwsQ1d%h=p#;1JFCw*rjov7Z=BSSDD3A82kNzl-2C0w^ zDUlZcsgWKjk|wE=E-8~Xsgph_lt!tPPAQdEsg+(SmS(AzZYh^`sh55!n1-pCjwzXz zshOTBnx?6mt|^_p602Z?kS)4sh|ESpa!a-4l1D*s-Ye# zq9&@ME-Iros-r$Cq(-Ww%BW^J1oBNPrV1Ntz(WD-2QL5s04TuJ&;kGifCJP6YkX>` z3SXwSs=BGss;88s;eGro~^?;FaSJg z2Q5^9KkNfHAb>v5f&?4{Hypq{%mTDZE43m-IE1UXjw`vAtGS*lx~8kTt}DB?tGmAc zE4;?5yv{4V)~mhVE57EdzV0i(_N%}CE5HVqTEYRlc6EJ}^*z8D*?83%^6Ob%AP-_Dn#5x=RJt!^Ha;(vg zgg!uk)*bZr8BZPyZj0VIF{5P;ZzE!vJP+Jf!bl5N>`ZP>!?1c*Q}T?c{3i zeLq^9CPEfGq?>00xKv21LNvYA*(a zF9tlo*=p|uL;%|Et^s84_I5AXLVyNfzz9qL?`|*XRxkdx4oalJ`)Ys))IvM7gDp$| z0boEWP=hcCLorZ;2WV{v=m0y^g7;$Y_5!c~V?Y96KoC$vJD9^GJU{|`ZvHZ;N)TpB zm_P&&fY!2rH>gB85P%50159|p26O-m(5^5{z}srA2+(dyw8I4S08Etsg7Ordg>sVJx$B_iNJR6x{$g@A&H ziilr+{QiJ*UFUkw^*--=p69+l_uEy3yr#2crpgLXg$iy-l{QZXn-72ZuXzuI2GHEh z+`C2+=h$J^=+?bpv=2~blmyhEIB$Ud<$skr-fr1Ol3BLJNM>4ZfP|g(x zc56hY_!Lvmih{ENch<8Mg&B$fhSHQiz7~SYys=}QX%i0=+a=$YgOEgq4c1nM2>OlT zA~=w*&9SRnr;L5p)$WqDqDU%Mw&+|gdY4v6pzp}VDhoAQhxQ?GJYfZfJe!2tWhFFH zoL88#^;~fT*!d6zZ`QH>bC{rq)B;7KgiY39PDKb~0_E^zh%@R%P zSf-9#Fl~o~n(AAUwgvu()rV_3R{}BNTqJ^rWRVbTl8_Zh0?;P4NJ3ST)Q0J31qPPL z*o&^W<^Z<5f4r*g9P-Q*dj>G!*lA%qtOvMYSAYyvJ`< zpQQNApYWbvCq93+^Z{yKp{KpSL+ihrzWnRtds8Hbj_mD2Q_DjNfU6WP%nIl{P1zGZ zDm)Exu4fvA3nL0|AmW+UD}BfM>DFzTFhsXCx_hV+z|8r{Tm~bi6H?z_x4zP+N?;;G zcexQJ>F~sir%8y7pI*v9rAMK09z;kkK)2CO#g2|}O>*|!Va&*J5xre{RsaZ=ob@?b zbFKSan(^UhM*8Qv9R<-=T(DL6b!$FZ%ab9sXsbm4rauN`y!sXWsGD|`B(z9k^b?$O z8M6+gUBQujI0LqL^7LJjVmKLIPka@5>vy6aM;@@bl<*sr4DTW-g){!(+<*GzM;)FZSyUY$6F{SnuAG%ce(n?$|s6VE4CwXx6h&yRqt=U~>6JtJt5` zmK$5ludixv&01{LowBP>dwd4l+9qb%F4NO4)MJ)zYY@*Bp8}$Gxy7LXkKVv0gAFF>(fBUw2EZyXs-mTxMjvv7A-1>xC7H*p^o68gDCwlLg&~mt5{l8(A02Ge5 zi~T>aWZNsYZ$jq5#M!UE^vy_@4r86bkc>{B{JTuYao<5GQ~zED{C+Mn-Xw19Y1*?w(gX2@?4- ze4p=d3`A+~>!SnF{^_TeGR;Ma52}Z_B~d2m< z3d;*85BDT}|Ma5g!l|P@Tg_9>tkA`5iPMJ3)BKuo4b>dVgCCX`)xuiIIEIPWaCk6Qf_>js5)c!R4gYBJj^5n#?7|+e~!~vgJMb zv7Vp__2;~GRcgZWtM=os^u4Y&>)Ra5Ede__O4m}C6jG$>a_(e<3!*OATs@QV_xJbD zHchLOa$#GMWCjGk#HZaxk6Z9W)aQP{AEs^;c=jQ+TKRoKKi5AY1U;ihLthml!oMC=*n;<259^XY%oRgKDkMrKT(`*IZSq**sB<%?D+Br?x{;A>mPz zPc&)@y`7)I3`1b1yC^G#3`#c$BTQm2&T~hh@@Hpen?(p}(az!jB z5XG~r6eXF1p#7|EI~X}jm<)?tnif=`SpZ|Gfs!m0i!mlKQL6RR##13BZoepJHorJ1 zWRy3=a7<8MAImj@Iki_3*;oS@VSMXOsYED3eHcqk&XO|<1Y}hOKpuGK1<*Yqv*F*z z4!&F7yto58XL+SN>FD2$paG1aP$IL~&YfgjV8NOr@d=-%aV%kX92tgpFb2YaVN|=~ zaOWmlG!CNV_p!qNW#QF~jeE4`G2u67K3$F-_y1g#@@?kxRfcH5Vojd@>|$Ms`~71l zyZ!GgD5Z)&z8t(v`i{yIvDa^npFKC6Ws*LIJ_1b3C!5+m|*Yh8V9Oe~#jqb|;4xDy5o% z+^_*$h13^Aex%w;8tg#~e_>LFjC5zK{ww8*O7ewK z&8y;Uj04IO-DeGb5*f_TVWSYFy&Mw4kV+xv=2(5vB0}0J)#zhu$Rx8x+4IwxY6^GB zc+nE(Hm-JyS(fKr$T4tg%#>#dfcQgXutOtcqxj$@-R>I9fF(H?(Z~g1_82G#ISBuP zvphFy;TO>k>U28NH+?lXq3gZk_gtxr@=TBAyKBG^)!0m6FXp+UhE<4tT4OIJUP z8}V^3Pu9Jn#!v;U<*3E(QXA0Imy<`qFxHIwSZUS;lh6-~qdxa!+~ZOoyVlsK%7SG% z0%-Ybl42JcjPI>QP4XR;_{Jce4`ktEp0&2hi(|jp`>!beTyzXEW*=#+l~FYrS{6WZ zW$JNIB7Zltd!Emrs!HW>`tea-!rI|H&+hGo4UGRzEk>=BZJUBe{nK)I`aLc`uTY7= z^rF^AM%i-KR34+K%zyi8MBZw`70+-p^`ngB?jo|Z-J8A4809yj6PD9|4QH7m77*lQ ziddz9o3ogy7))Xy`-b*OY<_@}hgo`so^Z)74)oIhZ(+%!1Hu&-?iKQMa+^uli@iz- zmz0Ql*SYDD2N3?#B(-%Mcrr8!d>jcR-1LEyylX@yGnmAIHJ0)Q33;FqWSN1LEq++h zJ!qnTY$M1kBRoiySDP(;hA3=?tcBVtYA?C|Fqa(_957NitR~dRmyDCvBTy+97R}!V z6@Tw>61nw}I5e~P6_d^0Ckb$B10LQ%@kBJH0g~{6H+6`4sD2nzlu3hlPBFzj*M?&8 z3PDJZYz5Eh_u|3)qvVHlB-n}N5y~H|IW%8z4Ie3T0)ad{a-maQT}f>wZB+kW<=}eN zk)p@R@8u<8==aOt=4C-bC#nX69TcOak3cm~d%l-AT)9?OqY!qJ+Aq4543lz2KU>$o z!@2%Nt=Rms|9bIVI<}|ppWn(`17`6c!0H&`weaWF1?>30l@%eE_#@6LVka!PhG;oL z7+LHR-#qrQ*ao>sk~LglQW%A?`uwc^eD(uc_WbAEI~UQe4Yc1;kO zs9O4>xQ@812vomcb&4YIRkzxn^AKK|V^>Q|eShqCn~h}Dgj(9X-jVLc{@k@7<=2x} ziua;$VXVN#%kLj&%veCyL^FB|WdH~|WGQH%6wFO*&+Z5ZnUH)`|IWd0rI0Sai8&g0 zWufNIJ@1BT|AJRoJ3~&NSmJbSLr;ZrAOHaRW-kU%uvLy&1KE5M2ZXMviiE}dDSKl8 zIt&N*+V0%DKNJ0{b9H;ZY6qG~=pXw=hyuVK9o~9F9yu2u(+^w=N9@t%vttwlN}Y{# zn_oPUMj@q`qNMHj_|@dt^!L(?iPdT1)s(SQN}#HD+n>qGsT1d_H)>u5d@=E0igukm zS(5Z`IY>Ee=2`Wxz5P8;gJJlyU423#?eKYjaahJmof3k0;6}su*VT{HzM56*{xDzu z_UZN9b6J31`m1Vbyk-qHb#v=0&&KY|hllufj-Bl~8JODEC*J?c5nAkVBEyfY`Sj|U z`xVhE)C0f%gC~91z%3V?xtYzvL96G{hw$5yZ52bSpzU$x;2NY{u%akQnTn_V0)ALH z^>TxE=!4Fz@Xej@#`&F3MFUsHrtLI3rrh6Tf2-6S`V{)HsBJgBybYGO7`8$N34j5U zKtOdE#+jy^+9tnQvnwwCOK??2MJ%9#p|P#d_v7GD0W_35Wk-B-#d!?zO+djx^%<~e zqVV3~F8}~Q9r!(*_dx-tRH!N9ubl-U!#`-CN{);=53AkD1`|Gq1ep`<=NW!~uXYmRcuXr+6^1<8{G zrY*?Mmao=ps1O{K0>&8_s(!Ikc4l0SEFRCDko>)hw29jyVBP@2@e!>viQ|6)Nboqa zYFM0lRlPKeprm&aCtf^GC)a8weJ#GD@RBRHU7t$pt9Mu~dD#Uwqcv;Zi&#fEajVw3FXiX>Twc%;) zlZ(Vpa!u7N2XMZwp1e=&_U+MBRn zLA7)5*Kk8PbtVoY^CjRj(BQb}#ksE-+vD-fP7Owfk<&yk={O9HuP>%q-s`m7 zy;SpztnU4o4W8UPw*Ly?gTwY})XMu>lP3O>D`vS=hJj5Xd*(r-|I5Lc>XE(@d@f3VK zm0=807f=i~ejPa`r7sZuM&EmGS@v3ZJWX;KKC;{Y|09L1g=DIvSGkh2(enp==t}ldz;{g!5)O|PQop>#w@u;`cx?*na z4%ej?365K^HQmc%Su1;>CIwsZ^x}X}+%z44*(DwUV2w43qx0fKnpjf}b~oiKfBqhV z4!{A9WCa~r_7xhH0^5{+Q-yO&Dw9HzjUevPVGA#^*C|#LGjpCLmKkPz(E|1^1~OqQ6u9=x1S?} zk8n}<0m8wPj$kTDHO4}qZ)ouU)J>}>LcbU6UCApdrUIOh$GeS+R0 z&G|x%bx!oB1<@Ei>F2q3#up66q$46*&MOkRfbm4I^}H;T4qd2IoQ(&WCE9FEo;Dn97L9lOUuB870Ay2d{i@C!Ns1rQMd6v2#BuVw(8k z0&|0>;E9{9ZWj!V85ietb{R(KnQo!h&6<8bkNO@QrG-3$Q@eDRF0vZ}S3&>DK;3+K z$Yn2R6CDu60I1Nw$u!(tqouv=X1MpL>8ip;!^uYxoJO1VnN9FOS4}V(*nG{wcwmm#Xd7y%~rnSM*Zy z0r9CrzP}K2zFgGl6xkB`jzI5i`j^|S zF<;mArW)U#RFZLB)q*8XesUE+cTf&ezcNLS(AzoYml{$oHQj?Ijv04Fwx`!#x@Ue# zrhr4E=N$~j6_ebhj6oK3MNb*9A4iVj1QGmFR2P){nt~7<@PaHDK?2hRvbAKnT3|pe zLnKr-@x&j_K?mhIT-1m5@aJk#8{V<~KG`9|EA<983{ef4@d!(a6bjKGZbtE^7IZX7 zruIEy7%%6O+Tee`;qX>N-Mnlh!;8k1rfpq|4QObn$tio4cYE5`gd+`8k*c&)Cea{* z19G3t$&Q>15kS*Va?{}#(ZD-}#|5WFfi_`|gK@KXDB2ik-3?tQ32g;*q`Yu*I@s}7uITGj+yj}TU(4GydO8~Z z`XTx%Z{L34jR?sfTX86R;B1HBQfs4qEIvNX_Fpryah#kiEbjL{+sZXKArC#-6LLBY zm-_e6>kT)>E^<~pRo?jibxW>g7OsPYbQ-OD*IG(c7xO3_b!hLgiH+xv3PvU0e!6=$ zcBRqmgvt1r%}$P!zEfeZXvA(J&BYd#i4XF3KleGl>$-a@@llY~(6f~D(B7djF9em2 zav-$65wT-_8!J67O1R$dFZ@m6tLVFKnaA>`d7>}4nqW+>NvYrhZ13ag*3ZEt;WPB> zHK4)Im-W*nskfv-;|GR*bUn(F}5*;RAl{EB!nn51o9bYs^lDWP{k57jliE0tAO7 zd!~AVcZhlqJGL{{OMPG6eevy=@730J&PeCwp5dRoKxD}ixJ)T6+(!Ie zFMO}L{c-RIlJZFgI()CXg7sn#MY*_#`u8$<^)mIJCFO@l*@On0`Ck_#;Q58W?uy%~!=Y3hpVCW!XnMQwRQ~7DPycEdU3; z{vrJ^N&WiY#$cZReTKaL&J9?fD2uGA+3`!{Y9}2zIlZz1i7EW1pmndOSPdrr)qP_B zwtW84tExT~CxBbzdD+E^Bfy1=(qIUNfc0APZ_nzpLKBHh`yOv`j9n$|$p)f6z?VF1$Wv#jW$DOVVUMzbB6-k_ z92pzB+~KBkawsvYhySXYJg#OVpn8e4dH18Y#1$LW+*dq~)-qwZ+~g$l_8j;*)!(T! zLGVz2YhceA5z9L(GhHXdKHl|smz5;fll51`s(WpIpg`WH*y`T;$I;7{XGQnjj~6UF z-1nMzq2<@txt_G&f_>>p_=5wNZO&OgNZmMX3E>&<`)@t&wneC*#^uWPzcJP8bP^kg zPKld|5Z?(WWl6ctmCBNlBsM^3tJ^3OLmgn#5fJsnOZM2Y{-e1n#nj-uiJ9!+eC?aV z!LHkW5?M#}#;K}BTP(mqfB&!4m-{t#ds1u*(V6#$9hA&JltkfE2uPoLOhCD}yHi-j zfg?^uNTo&GSjCYu$ZHoAzPulTA<=Yopb7yNutx&BMzhP?%?Lj(PnnBTp*6msM77s-m@1GIf3&k$_Wq9@)Q*`O((~~{l9txf6UGMnIMA}>e^!ILk zdwT03iRM+Thc!N+aYd|+B#3~J&_J=gXs#cq$rrY$H5r<12NB2hMnz(yh2n-)&bh7! zZM))mqA272aZhuW%2>XY=Uq;ZnI_5gAqgv^r=MBx2*>j&VsC!jC1Z->C#jdY@z2%Q zMvb3YtSq?0#jp_E4Om3CE>N!Cv%uy7X%h_*7Akpyz_xi7SvL{YDH@7*aHol9El6Z1&_KJ@N}EPF(G zJpG4p8J(#x;p&m`^X1WV8NX&vJ@{MlWoB6k^q5n#52CpKp0)Bagn}Vd&pb zJcw!`n_{_DIYAbUw(%B!mymn%u?`0)mdk}`uMzXa!QEHjJjBU-h*r#FkVk2yMHEsd zPphnTb}#d{8t%+i@(@HW6O_>gj=JbX4K}2)(f<|sb9*=-~!1yjUkKmACLtd-9@eBN3!ZdlAM4XzU`mw)YXzz4uFq=z#E~!LyXk(|Tn^V|HQ3!lm2}R67NOI@I-VU3ANg>dc;Bxo)$A z^mO>53VSNAU?HY`vl$Uobt3As(FvqiZX~T%t`cCcljd?Z)AM)zO2rmdHA#_)Xkvr(l#C-a|Qc^jWP$%g$*Mfq@2GxuuhHG7@Q_u;z6 zHt0n+Uo)jM_YcHh8=uRymS(xJ~nZgnHSQ?@P$L7-3MAe?Xlqc5Sp=%k75T zMDDTpn=)=6sE_ks^;$etN-a77zIf>+_xwkQCe1VOBm433PZF0WN7eWKMa>Kk9XqwA zNiR$W0svOpfu$K21EE5*s=oFY_m91=T#|e`-gT~e(@H`|`Sr~7h^gi_HS-vw<6H^= zAbVR6eEj&b!^Hsm7_xS0cnWJSPHFEwt4YbzCCi82|3aX48V=X`{v>-Coa{P}$wcep z+Zf1Ju{&J7TPcS-ierfYrR_!d9&N$7j2JNRj6q4pYQekhrGs{}YYr+e!Mm~Y$y|tj zOlmS${ETMuDS7{x+tR}G2%SwH<|Z*qMrtCbeR{BWzQ|Vgr@W0%wj=22{)f`#-JfMBqyVg22*NSUfRN$&o zJ%g??UVy-C$cqAAR{boZYYdOyF9P zR&y@U?ikEKzpL$?-b_`fDWH5>UeB-vz~=^<)|&rnf7Z}N7fKgE_H^^o?l6=ekg!`Z zgi8-ajvx;YDPQMEL5#T&(ns2xujhY0w6P96vnKVSUHp^(KRrK*Luns%Pu+WZ)cvbu zs3p{a=%@$#G#ijd_kFgjmB94FjMXrjXEj0LJ4_NC-hKIl>#6(CO?pE!YpvSwZA|xD z#Xnn5WGo+Az5nWw=&vi@{UYi_ru91A-Z+5-mtNrw#np%biiz*NDSs!g7XR+GIjnru z?9bHYORla-scWn~R!zMPnSqO$B0X~W*Z+7~$PYAZ>{&Wu%~9lgO1nY;?$%oyvD5&K zYpdQnY5P6+42wIynd677ApForUgGj^wn!AXkKaUY)FI`zU+Ify#nKfoRCHf+Y(aW+ z4P@?C=P+cG-H9aJ zX&AFf(qnxfU`^6ZXOU@xV4V+jHeB=}@}Y{Aw#tpD5JOA1MV7}R3->XWOwIDuWNitK z*-iWG0YIp^w$5hiD!A+rYIaz7cJMIRD(2v>EkC-^A^aTC-NyT>#u z?QTcO#K4mTSqCbyDYzWHtQ}BBY|iz;fC*#GhQ++jX+xVksHbdMc}7UjaKVGcg2%i4 zR2mfKP&gP~_!vu51wcD;NfLL1RDK3Msu7DR%>>oT{p2VQ@I)RB7rj|58YUN*vE;kZ z01y{7AMRUae5hnGcO;DPb+I@Jc zq%cgUNevrIUE9IQrIZ~+8VcVj@tqbWrFhn;z~gb}L!8csMVvpLcRr%&{D~*$qraR# z<$pfT6YhxKcQ(YO{YSJMF5Jko%naPLR2F@yJcqnk zqII#%=_1<+Bu@l+dLupjnGn9kg^9ES$jUmWOSzP&2FFTryuLaebmPmVTgc1pT9-SW zF5ljD3H;E@>%TNJWOi%D><;n@FXFOQ8|;hG+4c}qy=!9K0J(I3oAYfI4O&&t|Hz0K zR5nHEo1BJjdZU^IRqv41^IFyKovJ@ZR15r36>Y#Y9^&(t>Q&^`Z%wFXw8&RJu=OL> zgNW~WeBl*!r)meu**;dKo>xV2GQ#sg`{?DF7t{hVkwO;90~8TIJG5Mz`hOg_IUDQD zkKG+ZDx+%c8ChQ-lJzi=iUT;91(G*x%~V383tSGZ#w`&c~5Ta4}SN%U^iU)em*4)Q3!2-a~`1>aSk{`J+v*x;eOASXaVQiDD z^b@o+BHSJCt39NtGUtIF&6;`b*kh-~^9HWA->IkNU&qaojxegKF=xV?!I4W2QA^iO zMT+j3*;NzPOdkhjT)ch`)%409N}0V*DhD2*=jd2qtpE)Ll&JqUon?Ud=Gf~ck+`juW*CPi;<>RTY%+} zo67+%Vr;7Smm5EvtIitTG)%rF!2&(GtFq|a>a~Rc>a>CXA_`-WL!QkW&24FZLX5Io z|2cSuq?&DFS}#T3c%`i_)Y5)d%hd*RuBlNvY}U$7tM$wMc8!7#*8ov@lBY{)6+P+N zL43QiiNZBB7>-WsHf%aQ$3oN6B0HCrCTuw zjsRxYOt8r_I`do0?lNH?s5?s)V#K}mxw+Fz=x%|fYIlvi-Or*DoqJ{Sif?eDvos+i z0c?g*2vm2jda6`A1(YYz1T~82HYF_p?N)FNA(uEgPs6N;OuzY+V#5Q9~`9B zW0qA7g_K0)rPeK_4s~49M1wx2JrsA9-{uQXPnP6OfZSq1N77^*|LTdh9HNvOB?6^f zTa1_?T}OZf{AHj#4de>!UehTT*Lg%CJz{oBA7o2u7iy(9Ta`>pl4`;4Ki$DZ4RppD zYIPd!ix6@o!e9TD@|l;~_$wJIB&FSY$f1XDT&MT+_lK@J9q($bTAHO?YNb)SQt{ta zo!CGU2F&jl4OqsZ>Etg&)bGZ}Kgl<*JTo z9;#P=01PIB0_Y$DS~$-WDN_qQvLba+f$+X{XJYmBDD(YL#LB268@UpLKZ%1xMb+cE zLwuc)!;0;mqdEW3 zT7iR50TXhCs?9}@Auon6^!ANi8I8h2$T6(wvB}u6*Ku!zTygLKzLZTIs8aZWA!$mF zJ)3}=j^y<#v7w(bAD`e!9diMtR~eoAhe|e{JW>L^1$Z=dgGc3x_PCC?#15YDDy0zN z1T?rJ2GYd7`}glOk0@O!JZi48L&(2kWI&VoAx!WPxc{5wpyyu0$Ll6&kU_rCt+f{x zRc4xNC=Lm#=b3hrGfPth`*TLrWI;xJQJG|rA^%O(6<3>%I~8lj@r96A@`PXou)aP- z9S#2Y{h5*{5^-2cgAVZ*yd8L8#A~|~CD1$7x?sBU%t)c#;`C_C?DJi;0YLx@=0d>5 z-6x9#{^NC9G01Z?Xfyz&!R^p21_cvgDSSP3PdJqgV$w!0wep+EZhm^AA6-qdX>F{QLJ%odm5QExc2K1V5~f7YCo@KqJ2! zCzk`&*HBw+RSxJKqZVx$-;zr87-#?=eAiQ0`%UqTIgI8=4$catX zqSb$_fo`FNEffY?AMlXPVp;N7`R#`vHWm`rkO`b>ClZJ;K6EE~63{xsyJGZ6m_UfS z^Hc#W#})NiL#fXVImJL%-bz-C&)Y|Wrucj(8c3A`G{AxDc3bkmm$z`>PdCL5o2_XT zN$5lix^AvDjv)4s)SDJo>ndW*(l4e49-6r!9l>h}A&JC$h=RwHs;o}GtMMA|c*M}+7V>8sJ8bDpAyX&=w*7o2+YU%sJf78oL2PG&IB3C3= z+z(9%D_OLT{HH@;DuNy-Az)|MBA)%adbX_g$ZpmX+YwBV=fajYB|pwRq3&!Hd2HZM zy&PNdPM&)bZS}oN?6>!Y-w*|Y{~E;k(m3bV$L@AfP}{?mr=MZzy$2@xew6|>Y0v`E z@jnHn=X;;MuinUdM#wy|q@wpCJ4HWiU!`@Ss%g4b@X7}Nva}KjdI;BOF5fb6Yi<2l zsEqK=5BxqO%W5ODQV2y9Z7>I!km<|hVU^r9M+M{>bPmh|8{ZvMV=HE0tUZwXUFC7H zq@{j6)^^w~|Fm#6Tio@-V4k=K;S1J);DEhT5Z>#_9lOJbaEFWwO8Z1@|e7WM^74ZV|@xr%DnMsuXv4+4`-wyYt{QUOu z^{dsRTn1E3{m?Y=&B@bG6NXE9-$RDkc(b>3Nkl2`>Uz12hV97eS6hf`|3@C&*pc5eV#h$!N@wrv&}=^ePH@5|NTIgY3(A* zoS4t!=$4w*JkquDB(k9LhMt662h@Ci{x1nioik3DVS`b>uOjrHp~XB(*fu7l7<-fN zbUhzsh3GRsvilpX?M)rDsyiRKq@|Q88AnwqFkYt;%6u@b|L-(9Y1S!tT=f|k2KBQx zZIQ-&9AmAlA%I3v&cMXl=I%Ctnb%|`W^ZBG(~#&|Y$?raKu3DcGnWuNyr2rQ=_A&$ zDAZujqC>4e`h}^RA97WhWR(IMi_WqU))}Sb9&{zmBV<1eP*o6rEJ4{j$BQ>6v>NN< zfBO1`R3sb-IPo$6YQ}nrz$q~8r-_!K5t*Eg7Ta~~Nl?vlS<>Fvd8i_1lYu-nZp%ak z4d7}_s?;scvqB;)iI8J%#QA#c?g51KaLWw>?=>Bc0ADgyyc-zmgu`p#S=2kGp=BB0 zArb*?%)H=K0}4#mI6PSe<4LN4KHZHmefioWPgL`CN38HdJ9@Y$B!ph*G|s~@>q))z zUd#jqo57N;DK$SrTPRVLY$cpiN@QGe&0xyjDGyk}&F6X6=3T4wE^e$tjrBM&X2+t5CQMJkLW$~xD&4T5x*(D0WLt$#o;x`YRriZ)I*RNjmF(*AhQ#N%Fmpc- zt*q0wdWCedWIadHsUEg$RbgP5!G!p8D8=ij+_5ZszBe0@hHPbh1z=*Fk)nj&`=%&At(5iG~XxC#SDs zSOzd1E&%GkE6%SD5>iL}fOL_W@~D@Y`;u*ytLqx9oxSp%NzOt6e4ZAjNld@K7NxaF zm+oLQB{?)PWe8Nd`Ll>6fB`4(QZYj$+fCOyxBa+@bL^qMTG4_7VnF z;m|aqUp4P{@Trw(2)EahGcx?jyZnvVS2uZ=A#F8}en6+lv^uI=Zs5dy_#cJm09rxy zv@=_aQ^L+XNMt$%b}(jI*dm5yP`)7P%~9||9cQ^2GEtOGGW6#>5_g5IsIdrqKETb4 z^BhN{HL6Ma%!{f|;bC&gEKI6Fwt){2m1AbF&b|a!pQDIMmIZ6k05>HNL9hTbo^UzM zJLk-LZKhgOkVu-}K(oE_TRIargv(YfSHVIp`t*l4gs}td=LZ}6@UsS>NS|QX0o*&R z5)iU~dO_TX&De2sVK6OxK*-zESIt@E*?pDF^DkQL#de2AL2LkGbyHoU)KAnPoF`m^ z+b?#82Dc;u*;~T{_>EX3xlI)k09e9eN_M??O!12VsQf?-C1WjKcu|l23d8G@wF(jI zMy!0rq#fP84?H7u(s3Nj=nbGRc_NdmDTc|AAVq$MW*_y*n80?V+Tq$kfz07TkMpII5xgtn8`+| zbcmoTE32%B1Y`SF7GwjkWaCAC<~mAMib)+*T;_x52bk9zHuJ1I+JJiXG~omyLv&-O z2Bp$6QugcPsmpJ+kC{D|Jsvt@t8$E#70{~!cBD}heoioPetj5E8pQC~Z^-FITe!m& zpak0Ko-2XU_pFkvcto3KrOfE!purNlK{+m6j2jmk`>=N$?*%K=iX7@@VMoK-b#c5C zMp&?fA!D%2nkoLRdqAyP96TwV+2y>pp`|O%Qo2i*`-;}7Y&V1dRGdG>OJ-WT&gXAY ze8yjYO1%5vU$l~cH`pi{Du1NzmFfo`%J+tvOw@M>wo)~f@4&=Xb6JtkZ=ojGwo1gt zEQ@fiNCKPpU%uC)w{bO+KAViIPYuA!-o@hQ!vnZK!Kw&kP48|IU(b&k+rbrbz#&AC zNidOWMAMHe7rKeGHW;wLo`}Ak3q*|q^R2ovMH<2##TRNn3wyoh9=Bxq-e3(NXx}K za35|d1;b-ek~0;WvG|LdwzVRR>_f?++UD+;Q2L0^h=?mZaV8&ZRLMXRcQeAQC&1J( z9IU!_dO-i#FC{D)O-AN66i-MotXe-q=p&}S^SJe zSt9xn*VXrHi`Jlg(HC6J^#@g}i69Y$`3tBsj^bH(ODuioIrj6D0j=E%jHfMp-WsM$ zAMq@3oMNaSvF#J~~I@bFyV<4H~;fO)3aO z1j!ZD-D=M?WiyW_v$|Ew4ts(e=*)d>nfPvK(l9Gi90>R;nV84GksuN5>~ceU!+X%q zyi%gE!}+Ku(ft*^JKc24ZZJIF>3IwDM+z%f>z;8wLw30GXJih(QX!*_Y1hVtrot>X zf#POYJ=u!izNnYko);&AgAhhR9MwP^aBtgV{k85!bFm~d(8hYUJ~b;Y8KlSuVk;R? zLoM_OSd$OSn9kCm!OeF^LE)Jetf!sxot}$XF3HS;bjI$HKxkum5}qf$4^3s%n~_Ml(II3|ljn2?yiaUH#7q7&z@>C=2eJ7+lI@ zXb@G${2LPI00wAh!xXIyIw(R86{-Nl?bcIm*rTW%pS4bXZq}#fER)8D-4iD)9TM1< z<+iiM!4fkAYGJ#p9=OQFCo`QJwGG=LkLP5$3xk~ZuA7C=^7^C#5C9-8i^CTEH|O!+ zipP$EaO~!;fF67b4UeEHh#+u!xw{KA9<~NE;AZdRNo zGXf3Ywd;$tf$TM5;*FWYRG`ix9Z7|J+0G7cgotbAn0RKLsuVhjhDU2=D>Z^#l3^ZZ z_2F1%TqO+k0;c{m`v|AqZWD-GgUZ>1)Jd$k+^aYaQ*@D`&(1#81{Dd<1pI@YHUlcM znTOcfJ|vJ57kX+fI}kuV#m+vy$aLGx9@u>L4lTMMV7wRXCoB3;cJzE~6@C6d91hLr z{MZB>aq>|~f#Wn4wTX;sGm!Q+E^u1IumXOgAN#j0@2w7XC|&K zD^XMZG!|q?W=8gdV*P4e7OnGp^j$pN)wVd-w4j_WJH6T?py)}p<$}IKyF5+TV9 zvXAS}10DWTb#%+5A)LhY4$p)bGiB+Zg;bbsqm!X|);_-G69_8EQl8AcFB_f{M}7B$ z2v@$ZblA1tIk{H}4b=BkIYqCz-tYqDT}c#TCaoYRN5FsDvP7yo`V6#&CL77Gtqq$5 z0Rfp$#^$cvIJyfpRnk||4g#z5NBd>~+TE=EbkI?={8|e!nt7I^CJd*U72XK_L(Tf# zKs(V`UERVth+vwUK|@F^Q*?fy-}U8r5Gr-nQ!mTaZ!WSWQ_@Vz$OZZ-Kl|Yiyde+z zLEZ+LsO`$nx(xud?Qlkw^h0f}KU74>nO6FY;DhziPtI8i8rz@=s@9lFU|{7yfHw0~ zcQx{kv=P8Xf7+Tu%>J*XLAg=d&!Dso zshsITf4GGUwX;4J>VAya^};a?vP-gA)HSrR$~xSON?L30%TwAroT)0x^X^^57VEGP7pQnz@{P zbMBIJlD*DX_V+%oo(3Fv{iig>X;^fWDbV=5qUqIUl-EnN*UcL~ad&<8Wf8p{3~Hub z@5%}=A7U)ws%AejE)$5NPR9R{K`x)>qM%@Umfb`8z|Sh5)LRK5NVmme>bARZ+L9rCBc|R>@a`l-dkc zx#HL>xib%Ah9$}52hUM3l3hQ^Ya1ZdFYlto_(7f}a*xq*I#y+UQZ)~F0noJ780&z# z#JvLg)FdrY0+Pa!WDGhi+uoo;85EpMxPxvdB;O86fEdBP7wfEJAfKy0`VBAm)t40b z^gnl(#p$Gjt+p7|U<|EWMEClNkOqbTSCXDhOpDaV2O~rQ80D(Zx$bju7P2_}gKdp< z&@yXuk5}|W#O%TXNo$i)PnO{lLC7K4pWEk~C!FoC!pfY~CSC@PpDf zag!kPmq&3^@v73LfGH+HG;=X8xPmY4zX%AYd8}VYOqU`k)Twm!{9B_ElB7A2RpOH4 z$TWd}GyfaVjwbzACzi#0jm6GYXOP63OXS_F(3mFO424LZ09UYkzobg#VUYJNAjy-* zo51K9>7<_viN9V42XKan^d8*@;Zy^8XHo7Fva#j9r0bU%7q`%nHuuYdO5KZ#%?*eb zpdd0w?EZ~=MzAA|CE&e1)Zi$6pioLQ;HWtx`g}r>U_a?wl5Te$Nc>CQhGeNsD1%$8 z&@%SC4l?Pk%mIQwB-S9&Ir*@6QKh2eiO{*PZ-)s~oi&Vy2oAH(<;_ z_ZSAhuQS1cbSVF(XplZnfr~ib{KxMYe4(*=p{n-DiC>HTEKOZtVY)aSIzS#6qL_92vbb%N7;&p5;_s{_Qk;y94lWZ6LRoV-lRbQUYlIc8}F(3UVW0-fTd{oyl_Jf>~u9qKtzfM}fQ9VRtwk%QJGUX2gxBB!0 zrTO*;yDP)BA zqg10|UV@zn?a7<(S6<54;5IBg*KCH}ow%h%=Js|d(e01GoJtW|`zyU^5|>|`mcFxe zOnkBx%lO$g|IgsHS(2&q{W*R65as$$W9ee9rry~#Ykfl%Ho=&Vv#y-CL3wdGI(AuB z(x|7$8(%qHdiVK12Qi7~mPE6v(t9kN*xZHtCc08t>UM;xPiiFx}NjxDwx8nl8_} zj1{cNwzvCTuD^g*G32{$Q^m4>Cx)&cH8tIj`9i4PvJW#j3Ay2l_a z+g926i^Xp~(@>p%D4U2Hj z3N2RNZ=bDt!-EaA1qx9mH^!@1MOoktMRII-L?${pa`O@iiDD3TC$jWK0(K(!ke?SW z8>Kxb#u;uZ5GY#`r+@lXCyF8#(n6Pso@81MlJodBNE~UfIIh8r1pe$!!k-b6LQLB; z`J^v?+HfE-Fve)27GXnSfzGQiaEOUPw#Q6Faw=3K11hAAeK1y{ z7$&6xUoFj{Wti|rzX{fkj%AGlcfbeiH_8O;WV=O62#G~LnOV9Nf&5uqtbE&mt!oLG zSKl;O-3-qePQfa-OJtp&E0ylVb&9R+RcdULp|7^Hq<0MBWf05E7Vrs9+NKO@rXJ6E zDV!+y6E^(K$VMxPcT(!@#<2g3G^Bm{|6&&e99T&AQet0aA8@#xtcaX%NtX}9U-qxd zLges%(g`55$>ywTsAG!M9hOryUFy;jT)li z-BPu3aS^$i6U>-}e6Z>#ClbRk#Wrob`NExa@1Cjjv3Hg`<=XRdm%}&5uMT)Z|M1%A zB#u}=>6hd+=+6>Ol|N660hC`Xly|JXHCa20wz^F*Q<>cxcnzpUXdbirm$oa{m7cG^ zbzQ;bk~oj!*Ntl)B4&3DZi1R$pMM!Pui$nZRw|O?_&icX5zl&?=H&nJ*zJOzqKEL- zbRYJoW>SjcO@-StAKZURWDP5N>uk+@GJeopB67~x;*sE}{O#X7DYtff z;~OuzF26PO^EKRKDTJFfS9oReRi}tjU~MI5$Wb&wh}(!yD313l_lVBgG-HTmOx_Jw zh(`^s8yyb1?s7x!&8S@5E5dzNKB5h>j_0;YgK&zygXRSapI_kC?Zxc%pYL$&jJ!Wb zAkyekCQNlFcU%cu$=>JpUZn$~?ISovXsvpF_8M%{J1JBJ2(?+tvU313=nMtfftnb2 zbN`Ywrtwrzr!ZRc!e##PWm^w)SN{44qh5fPn<)E>sPJu%G@4HeKV4@I-Xz27>kR?c z{~BHF8zK2W#Tn&0q}W&QCCYp#7w}9Lm%bIv{7lhm98?fylu1QtWJksK$NnQ-o=Q16_%e=y)c#;1--Zq zB-~s#WcSrN;0F*0QkUB${xpDmk8D|ZVxpzBWsM_D>$6RAdqngaqy*O2$^Uv{gs@PY zWz7EDTqyRY%79T<0ACNr!~LB0p^0)FH;<0EVwSz&W$D>Q;x&OTx&d)vrtV!YwMyluKYu(iWiV$tdgfVV?{W1F2EzPxA5dDphpFSJZyO}2AB z49Dt^bLSarQ@wz0WD1HgL_AxiqPyd?Ed7}LbI^T|q9yj83@EF3mFDk3I*-Sbz-ZyE zJz0DAxYna^W91uOQDcWQoEN40e9Yu+>x*k@6L!*{=t=IaF;>xSmKaCbSNa@cc_DlG ziWhz`OSjj3xc;}C*YE_=aPJxq!`;8dX@Hqq`QvK|zq^ycnXfICsL*@eB_3~cHCpdS zT>X=;chn=rD8-S<$xM-$KV8btxb%r@$N;bShZY(Ji@~Sb0f?}iAy0vBmM2*otK8w$ zkEO=8VIdAcPa*ft*sTgOszF`);WrzVxPZL4XCxt$&~6@dGY>G3?AiCK%XyRKEUto; zxulxJUu0ll+&1=N@qymI__vAD2qOg0G_w6LkT~_(t#BP&1prp+l8*KW9E5Ad)zQ4c zRJ*`j%k)0*pUb|yv0#?j10WUB1hewt=3O!i-Y}FuCGbJvJTbUi*(4D*j4%N6uOOP2 zjVh!_vI_-^WaCj_E;#!eI0LxFeD}Mw00ga*F3Ays8GEO4%P0M5FqlH} zXGGofGf|!v^ywg}dww=@>bF_$rRn$>8s#NuLRmvkKsuM6>HBoGgvP5^C#X}%4E5G) z8`O(}UBRa5XaMzGTbI%Z6`oCpZsJ>+@m%tyzKk>J7YuakiWt(de}jbp0E(odI29XOCHCybSXwpDvY_So0mlmLa@YU zJR7XLkPyLaRUWO-;I3?ddAL1bFSVjRxT@Qpqpsy@h3b?xN-_Q|vJC5geV@yV0=UH+ zC$kBbU@NwiG{4XrL%VaDRWP6DiILE=^Sl&wrQejOKo|un88uV+3odwEH;7f}fxxC$ z6n6?OTc|<>SXonG$#R@vU1?wX7%m~_(u$|G{?wCdkaU8RV|Da-7U&$_GRil{Ru#rz zHgd!Zy5CT$za1^bYwdUhP^rY0y>Zvw{CXuw%428YT*FBG9s%plD!qN()RkG97bI;o zy;TVM*xjv$lel{X5=UTV5#o1snf%VVT>0pB7377}$k9Kdl;riU-Yi#%!E%-Kc{&s; z$W|r>#)$+b7zavN;X0e);KzkGEeW<({TcPly;dw}Cr)Dr|Q=mA*_)F9BD@9&G@>R|QG0N4T%HJfFm6T1INJ>bXqrjz6w>;uxj1(kY-**#HVkmz*+=ElTy<7GtDE31hk zF6K6&Igr4Ds<1!bAEjp3?Ig|$j>u7-da-+00btdmll3Pt=ZuiiM=}Jvb&mQQx;UR$ z@iMO=1Wz)C&k6LHy0*2`*=$M*Heii%WP4FQ7bn*rbIT{$Ic2I2%Q#0B>GrbTB&n=p z1Q1wxn`BEyI1VFrI&R^aDO!gS3$6^JR41GJQbyJdt!plCV?u6Prt+`3c27n7 zjniP(8@bY!>5K$G0|@ImpWo#BZ0y-i3~3`fWh1~)b9$q&vu0ZB<2TbTp`}jEuU|&% zffq(<<_zXEwLWf)qB-!3VX4n{oQsOpq|zYW$$baQ0O>qUQ4d0_Ms_EioCB)yKYY%vV3$Z93t zs1vWP*&_)!82|&KQ-w%u9K@`53oJQ(!^@YXF;oZ##_IL+#&@@x61UpShhvwF`m2d| znw~$^w!K}6Q%Rin9cHReH&`aK+KZkc8AyYV3VR< zP4vJE#D9rjrP!#Ppxc(yAeih^9R{Fy`L^3@zY&(5EfEm!G=e@P*B@sIUly}Lcy{RG z{+q6fao!$r-kGfI3(cug5??ce`WnxVS*%@AM@5UmYVV9rJuN-=w5glwzVoGXXKSZg zlno;qJvoS%k)|*~sgp1SDC}Whfz@r7L?&rPAgn|3L8l|vI&gW`bF%l&SMwM5Ye4*S zosY59o8nLO;e1wg#OW1?NF7nt$WT66Ff=kx1u^f_l5aK(l3=6XZLd@?k)~?ebq+@* znw1Y)-`)N5A_V$`r87D6N;1uWkv}v;MN9bAdXXK2L-;hrh_{Qa{CdA4^#zVO)D!Y$ z<+IV*k6*?w>W$XV4Jevb8$YV2mK@ZdA7ps>uu^r*h-=8uH>T6+xzMfZ=xupM+dpfK z(Yv&!x_XpyC=T;GfA`5Ys1F+>pUsB-D*o|@*C~r_{`7AAI-q|J8_rSjLSHEew8z9$ zpDr)p1?9b7&U@kOWxGpz&FAROo>E4-U2N*fmZ2cQH(<__8~so}nh+ZLcdrd{DV9-c z%zR49lqg@&Db`WOFyG0w8ZF)?3uOkujIs)}*6a|C`-&=@v;YC7J(^DT+VINl41R2) ze5`tPg+hXgS1|FGMrBwbXDT!hdL6YD~toVSg2(u3qr;cmFnv>w-JxZV#0MUUgW2mIXf!vml%noMW z*hQ93Lp7lClkhDMFv3HR_3I841(EQT1K2iIdO$@%JX+ZUV}I%Km(n2B+Qj#P{_FF0 z&&PmQ#69e7EuIj`ZI*-gbuq$lw>>>SUj+8{)P(EsWlgnN6~nu##RrrlB31ox%D4X{ z=x)ts7Z0V1kc%0MCfoHIq1#@ja~B!)3)MfCw&CS_FovRKqnfo}Hk;ia#suFovN$q& z#=cQU{8dtLK~|)ae~uap9#jGK)Uf}sL1<=o$(*MC3Nyb~Ly3sD&Q5S)#dm{dny>vCk*F z$8j<-RtyVx83CWF$B358I1Ib9nYP5S*s}@E65*>0nI{jE)x)L7u~G;6pJCl=-g8>#1>X1T$}r5l(L+<*ItnUT9@xUBGD2E+lNyNyaISlfD zf5Tt%J`=e9c6g(iU6! z%gvCakcZD&Efjw}to;?H#`LiHS9q7EcUwrrcu3^4{)jIjQ94)r_e1>acfLwpdPLXP z2&@r=Plys)(IMGPTOp)yDF;aqpA!+~*(p(uRcRxgE5}}FF_h~kBD5f(ZHDLii7~9$ z$F3%Fx}8!>MsYkY+fc*UM_ADatrX;J{0FK;HYl>6LAIX=ccQ`xon)y_30FSbwFVmfQ7*v>zw+m?J-{h zfs5W*%PALgNfzQ(9l%3pR_e~_Y^D@Np zGT*%7rq3t%U|NeQkbVOZ28?(z@kNROC$5bTMdV|<&VnLB;27luB7X_xX9boIjXAg0 z$Ch1ZnNHvjrqE4nU=iVL1qL)I;*=Q$WTqed4^hT%QlCHVq_ak$p#-Wo71B+id;myx zx6@y~Y)~r1lgPFXxYbW!8=}D1N$`LOwh1bvfYL)JeXjqJ@c}gUbubg6TYZ4s*&u4P zQvXV8b6M5Y5Ey_0Uo6K6#>7|P^DAvjs~GPo>KoEOgw=+`MTa_jcJK#8vP=+#ZHTf; zJ)eG2WE?u*vx2<7jxv`3_~3T8g8#A+2GpQL*l7gY5C-ZAT#Tpi6;S%GMzck9vbABL zZA9kuP_!RFl5h%{Aj04s{5}*!sKGZ@AYTWzu9(2(8jVI_M2A?B4=Ioastg?t>fx9 zfRcv136Nj{3I+Q3r0d7x7fk?NJR#K5Z;*MDlpZ7e!jn!Cg6f{L7 z2fBl~dCXL^w{aDAW}Iqmy4XxvIH#|>s*lZqTo7BMAAB{_GiJXD{kk-{>(VwV`g zWUSP?Xw}%)TzM77cl%2H)en={3}UQOpvyqc`EdR_&aZCIyuSaJ|E}vBr+<^L!UgYsD= zf{yoDSHWWLV_h#~RQzQYla?Q@<}FK&yCBQG_PYh2$|NQvUzorpkpwXnwJtCX`pU=o z;~AA7pFSd-&dPh_`^kVrrlHY_-8zyT-WIBa}UHKqo%k@ zM5DHyD;~FZZ)~ec7JBl}1^92XXY&q40-~fQ=qm!A^hX83a(bK)2_d35zVnvYujwWet#gVIhQy+f)Tq`b) zavw&vpPe2r7SqoD(U63$#MHAN0tR4F7?Igw2_)F|Zhczm5u@J{gPaqF^#+V2sGFhL zj*bz-VT6ve=*LJ-Se_zStXy!3PQy~-!W;c!`=5jwi+qi;7YnS;Z8fELLDa`n=t9wN}g@H2_V!!a`A|p`YTODG%B_pv)II&cqQAVO9vr?oh zs02u7%QHLM5LLxXk|{>IYcn=RH@K1aXQ-`+FzhUz-tGWnp}><`-14VlA=rkgnX_G1 zA}^T7X2V>D0DS6h0OncuzU1p{5*11XF)kTd*-m#WN2~B$-1bS-cUF&-1k{*0ZrWwt z0#pc5YHU(A?U^a1*A94VuT9?i%|W#d*P|IG)4qI1eC~HB$D)9?vA3L=4FFZxlKQ(= z0ATv2!<*74jHvm|8^33-mT#=WXic9l#>!9eW=s})#R3>K_Qs%+fO_92bwF_f5jt`n zBxJe)R@$2A_`}yi=DX80EgL&C%E5Buc+tuGxng8)R~^?nfTsxf#zgUF4J?7~O@K*Z z@WC+z`3cvyunW zD<zQZC;5X8*}nQx6FgDG_q^ai~j6)d}6CIYvS z2O2Fge`*1P6j1`Ki0xD+MC*In(d1s-g*p4u&XAPOTm!pS;M za4xj(8r?=LzRe8=-l_H;uCtJV0l@~6+HZ3yE|&nTkw>LaTQA@;%c*i?3E+e4)M3$Y zSKX=2W2gUWE;$hYvPE{Riabs*V9)@NOhew= z-gPE8?QBXgnlZk}3O`Jca1f`1EvTRFKAW-n`$7|gqjGP)X70TIXS|I6XT#%q3En5# zZ+o!lB=(XoIh8E~f8aE5V%ajMaWJaF9nEyUhzrYmjC*hqjui}3TlvHON* zO#=nzrps0Y=&jLb7I0@IraFc$uOo7u3PYh$08X}l$reYIyaM{a+65N^;stuk23{|^ zODOCfaA;}!8QepQmwa(@V*fYDmVo}?=^|Ic-$MUSV6Tq`kV{sHHVd+byP)H-sGzE+TOs0Nt z9O6r(fHfM3J?-bGt*-u^Jw6T2-7;jL?hJdf8(e*5{pyGB^;-AiREHMt+#RAoL@JH# zo(mhf{pZ+Q2b$pS)GLjm{S4Yedmakt4x8vV)sNz=(y&p z-lo-~ut|mMhmBA5+>ZCzLUveuLWnwcp^M>*G|>~P0EVkuC43cmv9_f-Mjs8l4_vuf zF#7aNE5j{vOS46@?PTld4bmF@?bn}Wfk#quc(8dg^54c)+Vw$y@Zn43+5W|-zy3>S zhaZr%-`+1?ad)wIw=DjfON0KnjHbL){)Wjqx(pORrzmX*@#A5rbl#Ir=M$=ECRIs@ z3OEJMiGH7Ba9(XA$OQiE)h~lg)~wH^OuG4F-#%p zOpj^08rln$DaD6w)36Gp2KAjzAy5poPmqo;HwJ8|X7Mb4>uV z#~#zubQZS}wod`XQZ&n!GQgj}J_+Mkwc+?2z_De+zBs~h7{D=_&iQxbkskr#1K^l} zajrI;G1zi`A7P&#`NyKd=}&h!X@K|vn7Fw(9^<$tM>sVzc-Hzj1Z}zI(;W2vL}UVy3v4T)HzF_@z!X8?{7DuoL-RWZa)(ejTjFV@j3_;{z&uQFW(58c zkF2CH9f^rZH!_qqpu)#wGI}5naE#nRlK4hQfPn-f7tb96^qsBvC{Xg!0sHw(_6%FW zyg=^wMuj#VQ@|sT=?rk&I+O7ihI^rbAt;a+4CC>oFm?iwl_-{gCWsGC z5xgh!cTAZqDSI8oZ=?zc+^2sL(+E}R2cG2tO7tTzxo%BFh(-ko90<&%^O;MEoMO1I z;E^jCkP@QW9UQ-T3^Iz!)P5kqa1Z%SjOC=nXb;2PKc;w375xa0{D^1DM5`D(t?mT+E|=TN2IGEF4PJ_9gPe>{V9rg4=jx`?BPgjdb%;ZZnzTMHTRS&NED#837kF=XhnfRdSw3m+4#Su>lgpv=#wWpDNmC}?Ew zw*?YBz3ll<3}K47bAhaoL1k(qB0H(3CqTg$50I{}&1op-CKbkiL{T4r^YjD$j%LBT zcFyMa=vy24n=Cv=D{;Jc-j^}cSNZ8xU?3BL`O;@R)6j#4Q%uk}{&q;o$tmy#iFZ(v z3eozknnMQ*zz{LVXXi<@6d_uB_v zz3=F&ay6`M{9l|3%XwAy%p*RkDr_Icj%y5y&w$W5BKakD{uI`h&tL%zcRr5mi7kSv zDK3oR&QXnUQ~@Y7a+5|O5Da$*PQm{bL=w*;Zwvbmz$x1Znb?;t3kgHEDIdcg&2ut2 z*+xIHHT52+zbRyjGkCjHInU)r-`khiSLJUW;}CO-{g)}iq!M$7!02tS=#m?Ey(uiR zM6_27bw~?{4R4dVJ{s1g67}6i`LHqWOJiJ$t+LB>{IgIY68y1_YQlRi*p^Mq%zk2; zQ&M4WlJ7pxv2D_ELv*uNa$Z}~r)kb{vy>F(lrPgMi}2J{r_}Gcsaw;jyYRF_r?g+W zX@95FXz+CKwREPubk>=4PQeVGYZ(H08NxFeNWn~rYnd{6nF=$R%7R&H*RnM8vUFy$ zE(&HFUZe9$vMpw^FAF}gzxL#6-V>LZCvJi{9@lcb^Kx#_8|F%}L}RE5em{ z@IQKfO{*8}ow-rB{H!srP)CkeSBzU5=%_Lb(;%xKVFXW?;0(SzQ1Y{7reyRo=Tsiz z6lVeM5;i>lb>-_mQV$JV}Dy%_$P)haR0`Y;U&knGH zP^#M5VIpl{lB{Ws;YL>enYPiSkPlNmYHrOg1&g)rR>F_WJLKgXZfV?(Ng731Y+A?i@_cW~T@n zx$&wir-NAiCsu)OZSEHxO6648ElhnlmE#t7ks8bWj>HfD&5e^|8uv?w48{7{fgNTAMQP7o z-`{OBd4|{qz#N=EeScf=k6b>FHv|1sg8b{#{5w)O_Y8;W*zJWyeZ9dw&#?{Ys4b}2 zkAoqSf9qeLeJELaeztRX4msuw_rpx?Nb$-$ryo&yD75Ry+-C#c*O6E%M~*Yn{EtYG z$j5&`9ya2&HVD~8Zz%T zZdPI8jjHoRqn=Qx%QUl&5L9eohq1@Mz1;Wj@EO3Qg4}exBm&W+u3rDB@L0$! z86`=+4qQ1VeEp5Dr70M{_kOri}3q%H#WUJD|d}6U*%Dt zK$Ao9D2nN?I?<9hqMw76=Po;M-wSJaF8X;WYV*sxt1Wo=HtOqq(U1GG<1_EZU%yZGnr#h?DjU-#U8g%tk^U;On5 zc|vkKi7!4$T0BWZ{?2myZAE*OVgi*?c$%8$iK~Qe_M6l4F z36%upk$3HHAa}*XB+Ls;8%ukV;A*$#`Wwso(olwp2(za0fh<}3=dJ@y6(2}v?t=wp z&6UH?wC-)r4K#aOMkbl=3!Ar8kCvHc(d4fWw$zMQ*_4?Vn!kEJS?kn%Yku%m?dO-c zu0#=w*L5?^KI6}?e|WuPTO6=DSZMJ}1`&DxaC81c>&wOW1Td?pWn05?R|1d1jiI*2 z)xLBIiz3T6LGF>>d(I0(Z<@bSlS>^0Tk@uA4-?dzQ{ZTGeo zhW|EhEl^0TNb8Qa{nh>~1@F@@ZSMj;mza4Q|JQ!JHBoVU@uP^)&)uoFNyQwZr=k06 z!^Pi=&i;n|+@mG->?cdqiFcV7c@BU{uB3K++63z7EX$grHJH7OX z%T9|-;ByaM4(D{vMUs%_@Y48WqEl%M?ZeIlBJhuE^G6GGuk32F`jpRViq^O4)l}V| z>#J!D71iU3U9pFy7wII5ubGw_8(*_*jOEs{9qc4Mt&Lbhte&_&*jRgtizVUr z^oiC@L4=yu>y2;E0(#}X7X(i|{$_Ox)W?>2|L4Z{Vgf{dy(C6ExXS9`&t5Nbvc~3m zS-P=&jYa%awyb}W_4AF&f(M%$RgbQik5|0C$+B5fUHN?TdEKDwre*o2*R9%?sasq1 zZ3};%TQ;t=aA>YDe6Z4cxS^J!wSU5!sx{v6ZM^P{vBFNv#1)q=(Bx1Yp|rAVC1+8ghIKp_XVrCiF7_q3 zvRiX|_#F;weRr+zJsCSrVR*T(HVjH#KeXnGs*BhI?Vfn^^Zxvlqw(0bl&z4|z|YEzSS>ntk=|!?Z`A897IycS#>t&JY|A=Pc5!v#2Q+^Ftv0 zYM$3$pY|#J-EK+Ce)zVpVTGdjK46topH`s0#By=3dX%F2`02;c36(W9v&omAmHr(~ zT=gH_3A}^}0B(g14A z1`_IkCdpcoS?D7pQ|Hp!*64Lxbnlo1Vv>{9;L{+=Y))g&BS8NAQ5S2ce>*~hX>=<~@XKhyY> zfaEg7chf%Y+5Obep)%25{dCgg{*h}dYDiyDPuNZ z?tGA$J5(;MIWS-yc92!VRv~L*HfWcBkX>zAA%AsX@Jjo^lZNC9MQ^hY&a($OZ9^4G zAp;+7l&YctV!s)fB>*&lB7nZ^7$!jR^eYg^0S1dR(%}$b8Y>&;c{Z8=7aNFM_dG9+ zlV6Hi$VWs-gk9JkExg5x&{jp9qLGJUl8Q=_>uQn$0@4@H$;hiH(s-2Y6qUB*m6w&& zj?~oD(CRb|b#v|WG-Zu58Ol!=CnRIBF^rKC^ z&zp8=m^EmcO{iG>v#_wxu`In{m8N4or*(N<&-ORk{>;$+yP89rfn&d&;}xwdK^Lz~ zm^!tZJNa2&tG(`g#mHs%lFO3C^$%zq%@#-2#nX)OXZP_oj_x1qJYRcxdSGvAXn2+B zdOb7u+OzjwQuC=Z^~t#6v#0H=VCY-uvC}E zmEZ&Y2Q=J+C7X~l_mH96A;gCv_gq8IyhEFVL!)9J`ul{XxQ7?r4Ii?KSg?s`^^Vw$ zh=|mU9CnRt365;FiR!x>wdg@Q3nTSMlZf|XcO&D{1LDto5}M2&)7&3_$a?(fQBp}# za_Y4dT4c&%OxjRX`j1B$XW1DU;hBx8nS}w_eL>l?K2OhrpZ<%_U5w2uiz{r&FDxV! zpT(2Mv&qLXrTxjJC;6pcYD)8R%bUx~E1y>O`&ZNAs~2i(YddQ*tLt0ZUR1}wq~*Rm zBfs3OZdiEQI8)cuSJ8ad(%f9re%jLht@-Ux>)UrR|IzZ^(aPVi4N_je=stVf{kOem zq`$Xkpl_gcaJhSMeE5H^@v)D?4I^j6BcD1(&$>s?{u}%Lacr|>oc3Y-%lP>C#Q5;c z)ZC}fhwGoIbOO)p^!SIFv&ot5shO#nnVG5C)wS8ti7#i=xwFQ3+RFUg{L04G>eTqx z-EZH%HGQX1)@dUfw8hPTOPhzQo10skYunq~2isq^ca9EsHva9+{ySR#b9{94>(|-8 z&A(^IXJ=n%G#Y*LLur72%m~x}-w6H`?eYIa@TyP61|${{dIYyk`;&QK`Fywf{|ey3 ztUmLDjtT%_$ak}K=OqA`!`^iGaHi#XlU9J!#>6kEH8R-g{{--VAh=~48qbOsgx?q< zj9Etx#>th%*(|Ex9GqgAtgPk(cM%W-{>H@%teQ0(ST>r!0Olk#)D@itm& zId9|y3;B6Dls_Ya*_D@J47UV>vHbm#vvTDq!9oX;F}%HcaI^SuWA!7tTD>4iV@P_< zTD<{&tsf2dNWRuRw>E~B&%?Blz0IDis>r{w^r$yr;q*xCl2^`lP?srFW$V;Xdbl0I zs&HuWUV2}G6`-*G=F`X}%@3cnpY`{A(qDlZkS?As84gNX?ce(Z1TAf+j~H!rrCnS_ z7&rmUl4^g>`n5*#yxGlDP{!x{>8dH}n0NqV+T@@G@1_$UXjs&<@*ju^)_iQeRjZpe zwzOJz7o`57jHrwZxAMre5Xl zpZi%V+en2kL{KbgNKso|2p%s4nTbK3+9Vjjnc0Qe$jAmSi5Zn@HlB!>^}XzJb|R23 zHUZ2c2Zum@Q*WOIn22>!x_I4*@i%QC>oh`joQbY`ylw$sOmGf5B&L#$)4b@Ah5Oxi zy>qv0Vg1va8Lz^FFKat*75!lYy)NA`DHOR@3zxPa*$$k!>DD<3YonvXP zl6(YRlkG9Cgy$kvv$8K`is@oq#|t}2EFtJMK~V<7Y-^LJLwe#u&tfjIe;~a5Eh}-) zCm{A&=0P$xI4-8jB~$yGeJbMIc zfk&`g%K$(aO-6_Lqkf|xa#||1q=Dat#pO$k`kq9M$fGV0D0F1}HGuG7a-R%Ksh<52 zn*Q+XJ}MhEBz{z8K&tEVJ9f`=U%9Eg%eEI><_wdJA4QGt_y#^2Gm&xojLp;M3H^i~ zQxaH78JZt4?yAPG{G2EpTDz6G1Lan^EZ~6Fn#e3*?y^sEh;y@4l|x~>fKPZ!^)|{7 zRq|kP^My;%4uQy8(=x`75XxOPX#faDU?`CWa4va7-Q^|db*$?}Nh$#1HjtBpuXCdp z41r+TN{tLYJ*lAXmn}XZrj8NQ=fm#Tc;Cc{ieb|nyGK#oPKNQ@k@NaM&Mnod3!<}+1%=bmoFy^)#T;khC^pcUEC#5V5g9-8>D-FqUS zih_*|sdFAT2=%VjlqZ#Pd$FjNkPQ`+aEgwMAAa+e#YLf0BMbAJ_vj7fg@#H;m!@f= zLnE>U3cxX8*wldpzO5xN)6y)H`8G)ioB(nj79gk}0g(~)Oc%#g;EXNNbmMdF;7dyc8)E%X9!Z^|?g#33p@de( zYdt`e9=AIh@Md`U$f3vurV7L&DVLZ$_-Fk$iu-l4K;3#B?AALoIEb%DFB{%}{_`Q@pNc%FeQ)u&JUsVJuU@NEAjp z=+i$D1KP<-vg5c+-vd$IX}ip$hx=N3ib@1UeJe(20@KCN3>%|e2@&027xW1noKfqg z>!LXZxxX+hK%d{fAw^n8uC0F;_{7i0dVcRWlSV7Ls&jK zDrG!Xs249Z3)MT1b>r|4F15K~C6dRy!U3+uXjiK>c-&FP$BWCe!FgvkKA@%<;>9>v zSnUuLksnQAp+1*v9x8?{@JF?bCa>g%bd({z!XGq-hgT2)uWwn)d|G7%n9kA0Pi#h{ z%S1-4ULSM{7fHVFjrQjbaMm1>0a%@Y;h0_n-d7NS)SpSDZ3(jxKV!2Rtdfcd($FIQ_&ER>8 zM^{PE9|GWNDEdF<8L{qF#h=m8(0+n6Bg*>}<-4@T z7!=30ry0;q(L|tGFB`J>-U}(O7I>%$^K=Iq;=mec2Kxpm1s7Uke+x3o0zfmI!A!GO zH0vMSc>nrFXSriqpQIVt%{|s0)_c2MQjI6h65M5YKIVec{{V$RdcS~qv4;k;cRKHN zB}oAb21Z<`;|@agIeTIyu2Nu76is1J2oMAYWRNFyw-L$%Z`-sy{=jeofMDiSQ1VuN z`&e(+hXD0JWPImj_P|g=NO8_%eh3#f>*sJ!lU9o$3sVpP%y16{-~zmmZjF!*4CMqa z)qPs0MP4K|v@ns_un(FL0E4g!3ILE>BLK0GZe^ekBexIBAOI}?m=B7P2Eb4Q0I+MA zA_1$wP!U!(^e|qB$O-|_1oyBA0Z;*Qu?hgtEd$|#9@Y9z#J_!xWP-C=U zal{Zk+f$0rc@?K95M+{C$pLsa5}E6OUHDT{i05j*s4M9I^-{(Id-||@)pk1Okc^qv zYyL7}(AXf*$U_682GqDA)(AXHLK#U>V8rGso+OTlf(7nSj^06B9|8t(kV^`hZ7!ia zfT(gq69@IUe4>DU`bd4#H*fw}Zvk0kh5=XDz))~>d|{)I=(jvZ!*CAS4_?p+DmM=l z*<`!M52WxJJjR8@PynZdXxRgA`=Ad3fDHE_oK#Z}2+#^>WF7m!ez7nFZGEi($5O0)#0Pv7zGa^Wxl z`p{%ivJc!a0QIm1Us(@n5D$(vK>9EVWeN-e5Dqpe0P7$L41kwi`VJgG16Dc+4%tQl zGM5723`27aT_}qBumyY|Hbsh?4}hy$a{#zm05GaG1&}K>0D>x415LmR0&opu(+J2A zJpvb<;z||M=?|5nc-UDG_b~_sP$LInUODG0zcy7*QU=Qs3FYZkyH{E5Nn!oEdHwo% z(=f0ETd>OjIQV&u^YLE%DO24DJm3fha3G-X6<;M}jtH7dAk+yym3Af}ZVLqf6l#x{ zM>S0bebRSD9BO?kmt#aG0M@_{`QQ)vpr&H~!%&o0Mq;Kt#iX+hS!gRK4y!<8%uuL< zfd{VT4~1E1J8DY=QHC7HZu%er&d_8yIR#B10FB@UxQZ-8GZ>lSEES+-`_K=o;H47a zW=|tM%aCUG&~Ozp3uUSg72swG;eyRqaV|g&0Z;%<&;;hQ22WCel+rO2!NOphpC_{XvL{3$RG&{u$0cya{GV>PT&s= z1-MgC00MvxEeAcHnj~wdC%M~&v0z5yKnmt_n{=zTLq`xNDRt`Nap)OOOB82DJAjc*}=cA`PW;RhmvMFjt zjwXZs$g=m=52@*L1CeGJkPk_waL}`2MZ>`X0HajH52<-;X2qgFizY*`3U$g1e$@<= zU^cDWWQS(5Kba&uU;)`vN5$d$#cK z04}$-R_C^GD-d#Prgl51FIY7e-~@cz1f-w|k^q~tpnf5@xM;a@`Tz{H5D$Iuf`r7Z zc6?j#u*b-P4?)&}U{e7#5M&kqpu*Ubxk~%F?dCn3o2mF_53vxu%McEOAql{+$4#*a z9B^1YBC3<%#;qU<)=<0q5IulM3u=~gG{|lYS2RgB!)=6{b&EaDdc4q+yvxf0oInYh zzzV-JEq5Sdnoz{md%es|6xk~`*GY>9VLk_tc-}c``mhO|(R;vhzNZ5VqVWv5#=fct zJQV{5|2rR=hd^jBC-xgVsnfvzASbAz8FC_3z+-tOs}GUDAjD@$f>H(p=X+&Pph@9O zWuUMqp*2M&Sjkdk)WEv}P_p@GM$&@;@1U~u7DfV~GWVuD03cZQup<9vwN;v?Nmfv1 zI~V~%b#4@rDhI=eh7St=5Mk{m0L_4OO|cJ)(78NZXo7iuR1-A(=oZrP5Yjs> z3Dg3!0+D8HXb@IewtVmzL5cxo+{d!a2TtP;7(fYQcdZowG~GZ7q_7H-PykM_f7ycy z{!pZ8DAn~a$)LIlv>*`l0A5Nt4`buW{(vcspa9mv2LObr%Vq&P5O052XhUO|I33Gn z+q;w*tvrUy#Oti;aERCw0J*{e?!gbhKnlme$UdL~&NFFxr$xB%OfCiD^36+#XuQXJr^9T*{&wH}Y_Z!d~HY^E~I%+UEv4$b&2w%oA zZK|^-?r9_L5G0;+-`c1!qH|3x@ic-q7&Wj~ZuEdpvwReNvh3CkA|?Q3N`2f@;d|9R zI<^l!DPnx{(khp3g=I!})f;a`Xa-T+2}KLB5DTLZt@HTQ|lWwlHR-`ZvQkfyHdJLsC06XBRf=V^CPyhh{kX-fvpYt?< zL>Nu~AP#Ds@`N!347F?+Ul@(BW=*;nbP8DDwN~=L3+W;OY`71{%*X?Q4733NO)yP= z=`{IZ0nQ+^g)|s)1`LDdCbPh2_#hnhAOTN37(Gulw%8s`(G3Ss=54_XBJFuD(|Ao(CFRK*HW${Wt;L^aCg3J`j2T z3;(#gRs^G$Mfe^CNH;`a1Fk#?OTUd}{m^kkw5)2fkjJAOVhk-#;M%hP} zEnU8Z>5m`5aM!rOlgMwT%ZL&q&g}W|=SQ9VG7=?NP$t2FKULPdrpjvb^4n(tmE^mnO`k@cTJ>tytzEx{9b5MQY}%zM z4N5a*$N>NV7z~+`22U%N^BDAwbz0vrGI88JhZj-bx_Q8k^8)+aT{SXg)(O2^Fb)|% zdi9wCLq?=WfhNPeFNA7Xu18_eU>WtYAS(4}D^ONj_rk zz%tNyB$r`KDKMp#go?(%_~z>bjrTYMD@6M?u@J*B5ZchEkVXd(Ho&n#<#Sb+7aOE4iG(@#e|b=6mAy>-`L zhaJ~zW~aS&+i%A`cingAy?5V#2R?Y=hbO*xDMp>#xT? zd+oR9zI*S#SN>`7$0xsh^Up^={qf6+y?yuJhd+KQk5a#W`|rnpefjt2zkmP#FHQag zI6wj>tsv|JU;-7mKn6C@X9sj(1SL2@3RW;k`aqxsHMl|l4tCIk81!HWML0qd@-KrW zL}3b5xI)gIkcBUVVGLy`I2X>)hBw4v4$W4>8@a_W?KzSUCzBJV2oXn9$%zrK)RVLj z%}`3@(M;SD7PMq#F}3kw6J>+M9GJf$kH_3q(me1p%Z5$)0Yoz3p4*oNPG<9RJW|=GK^>xJT!DK!9;0FUo*@t7V~BP zz=t!Rc?=MXo6vzy*Dg211QCSm4PS&xY=$ax<70OVDhNqjFkSIT#frmjXm7iV(;z+lF zhv=YjA6Wh9KK2ogK8O@33o*(b8oE!FHrBEKFkxwI@=;8s6eNw3C`e%yNs2+>ffI9K ztZ4+B(`DGDF8d%xXC)B}a2`t>q`<=+3QLvHN~N99l*v6jst;mlVjrmN>^Swoi$zS7 z9*dyaK6tTCt4i@6S=9$JG=U6GHUb^pT!k^urH_2zV-TF{rg!=xv^5urtx7tsir=%W#o=qM}y{E^)|$Yb5Me5Fi416X|&Gn)H|g+$W}6?jl09mLqf zveJbIXHdeuU@dB_snT6eNR%rf#>YAgED(9%Ar_Jj>X)l}Q?KAd6L%OlMnYU~fwTgs zp^j!p*J%`Ga++rRh({k{0c$kkL$}W!cVUe#5O^s4xee9CAR^p~K3G}dwLNy&)5Z*W z`i*@eFHN(fEDp9`cdwacMlttb?pE89yWD0?LH?T4SfnEyf7eGnfLs@Ft6Q<{<}2ET zrVo7Vm6C(lW4i~D&bjYbr(Aee{XyC8@+f!4FYlT@@1$w}SJy?c4KnG1=BQEp6q1lIf$`6++y*-Es zd*Fri!UJNMg*#Bd1#AUmC^>KIz#I%gUg)~#%LjTGK5MvxMref;TZL7qCgYR2`wPHJ ziz{FVFYZb&QcyzwR>+3yo2cy5hwbY=5>rD`n1!WFJSgi_V?qXJ__26!#T@*$oJufS;DuS3g?S({tts8p&*j46CVJa~}6<H-6)X^oj*mDnfXa$A+rQdqg?v3kRrdgl3>Fi4w?r5~XKahJ9GESm=hPVg^`y zMDuI0Z^JKS*at~4u*e6I)^yF+gw5EL&Do^Q^5F$M;DvAq#Yz;h zQ+&$*Q{*w9`Z2otq=p1HaTB#(+lP3<13p-Uq@<*Dx&un`K!V7N?t;EOP>1J>Cw%aS zRv5Qa>9Rfe6rq#E?pg$hfXQw$J;sv+ob#-LIEUaG1Z2RxJ$z2;97nJcw=+aJBE$n) zxG!*$NByivdo)Z%{JwqgvTIs|aN-2)8-$g?hlN^(3Z;Z`qZz1V$X8Us&cp}&>M@(s z(1E0+tXqW6YJ?8uuG)0b7lqLnmC+fc(S^88QQOT(yw0e3zQd}DLuro#9YZMkim0%Q zDS|}&iyFHq(nE0zBpMnawZ{P|QXe%8#TX2`yo$ms(wJ;f>0l!1IIPw5z$(?!x&TuD zt}r03hzxGp3Mf2N%gPI0q|;e!4@3l_8r9Q1<5rPW%s)!NL_B=uC06jel>O-s$hJat4%mC{w+)j?ICP3_ejT-Njf)=ZR( z1CSjk(p)@#MqY}Hms%++zE$Bu-Hl5E!39M>^Kp9kDl58TNbozzoJ*LQ{2c$L>$ z?bdm<*L%g+eAU-|<=1|tS3&jHfECz*CD?*B*n>sbtLYm6OxT8X*oTGKh?Us?i494> z35Ru{*o@WKjpf*m^;m=j91Nn4k0sfXHQAFz*_5Ttz|n`A0H2qI*_f5tnWfp9wb`4+ z*__qco#ok{^;w-29F-N?p(Wa)HQJ+9pZ!zXrDfWtb=s$e+NhPxOT_1dom+prbeu_fEGHQTdA+q6~NwPoA3b=$Xv+qjk6xux5>J(8AXhP>6=z2)1! z<=b!om2mLe!6n?h1zesG+`?7d#bw;ab==2ghQlqI#D(0-wOqqx8Opuf&E?$7m0Xrs zhimBE(Iwr|<=kD0o6t4g)n(n*9o%a`UAz4pk%f(QUDx8Y!=-j$-}wV%SjQIhNrto*Xfz7CzP+Ki*=#IbhN4TM(|}DGr(TsEO}zB01I%<+x)* zVFnv$0x$3a8%Pf6;E80j7=cIw4j2MU7G)dY0RMvtN48@O#vu4TgXKwO-*^U5I)3U_#wKa;(Q8X3hgje3_U)!Ahyq0Nhkd{U62TkeM((b*oYP*2 zux18u9)jtx0e?X2xK8XM-t3TWmMI8n`ZgNLHkwu_fr1Y3j9@S|Tx;>^W>N?TH7STi zC;>|L7Fg}?@nP(c9s-)Sfhpi?xwh}}No~u2^jR^)84HZ)`7M zZSq+J4zK~j)(4OVXWIr=n6|A&hysrQjaG<)dGUw$-Cmi1BYf}zlgfv4Fyx(?2XRgV z$p~K1SOjAG&f@Y1XXva!csS@@#g=S}?b|8;fmnwOCAXd+uL%o>r)CDqYy?g)CNZb3 zsFVpiY_HDKa$n8~eDLllh=_fFE;Hu_e*vO(;D)GpUke77b&zr@NAJpE@#xCy(Y^*` zuz>^0^xHmX))r~(nDNmL@uBhWp#g>g*M}y+!E2xdV7PHtkMXC$gA1o=07UB{h`gYV z^{1(DxE2UXxbO|H?+zay7YFgr9-l?m2ZQeHf&g3&?{uRP?UByw%oZPGr}ka%Zw?sn zq-ceZw(Vh`VyU=?Cis-Y(1&HPhtQ*y_h0BL(opgHqx#%DjVMTQN=GhijNST4*W^ z^tg-<2cn7!`t|czh=TkO^!&hwE$DZG@Pc-40%Y)t+@SZc;dh$$cdm}~$C-3wn1Xp| zf*~;aA<(*l-~ebxWbvT{_Z|XQpXqgm_5MEbr%3}Fuu8mU^;lYmMR;~?&j>F77wJIj zRv@T?(DlTo@R5#dg5q~!C-tj;8f-uI1Am$*7ifJT@nz?Lq!;%v7N2Q<>p=*6wy%5D zrfsp$2$06Ug3t}4=kJW*amd()CYT1jpoJ;Wg>-2Gfb@c-=Yu9V26box><|Yh(C(fI z2TpQ*y{PiN+OIL+x25>EeE{?SgeM9zSGZN!11rlkWLSoG%EsY)CT8G=r0R+6N{6bH zj!D44n~SEpIC6hL`6++~V2FZqXnB7agel;L?<9SFuw*--1TP59G+1{^0Q9eEeb?V} z-2Qo>AN(nxqKsI2P8WRf`Q#>unz9B64jf47D`>DFGk*#fGCSx{Uo1RLrf6EUP9HN$ z^Bx|Y*N~$ZWCqs_u{emJK2nr8dgNHpi@=z%3R2RvZcvkp91|{7_>rTgm_q~(73gK7 z%byOJ#UwRIU@JTVOCWv7v!~L7$YOGxs>x+bpk2p$N$OIc)R_(yp2di@=R$tlnkdt! zkl(^VgZ%N^w<-;{DCiXb(wo98R+DAUto2C)_c7$ik|$HHZ29q3e(CVk?TIfP+C7UF zH4=@F5-WY2TEXqBug|i(nkFs8$EVe-J9hb2eBEpx>bu+U#Gc1X)15x8_-Sgi8}e1S z_@>lNETjuJ;u*HbnV8EJW+@<2qk>&LrWUsL}6E7Qy?=- z6ixUUMI!?W8eeAk3<6$HQEk=;DUG($%4w;s*4jR=wZ|N73fYF6Zn7=%8Z-O^$JcPn z0E5RMs~j`QaRQRziEEo!Ud5c)hQB|~R%DbP$z3WQ{jQ=S#hB1750%OH3lv(6&doCTti zDI$eOEdDs8Qj%xE#FbhH0lbrs9FfAoN<(shhd#iRkjA}AF4^Un2&>Ccm0j78u|xQ} zG;Wt)hHP>FD-V;Iu1}Elm4+I4?h{KC_3*KWUHfQKXB6BhG>)Ep?nX^B)$$jPUP-^& z@?ARLfh=G846=x!oGkQ9ETT%v8eEmaCZ{HQ)bn$Zz}x|irf~YkoO9#haSbJV;k8Gr zh(^XNU$QF07cIr+>IK*Pc;PFs7j;LSMYm0Nx}=9xE3rD08k zT!Oa{Zp=|Q1naYiP@<3S&^ms$0*no5%o7VG;mo56Fd*vwp~xZYBcg@;K6LQOGrnZw z@G`O-uI~;x3^AEBet3|%PO9sTsZKG|}>3y2?TVzFBc zMaB>RGf~_Tjy$V05hyWJh_a3>nlKA}q+tr(NXHiR1dk{TVjb3qg4Hw^A4>SC38a8d zPc*ZKJ;dS~#27>$LdAMrBh!yuSJ3{)*?55U02BJcnWP%-BY zl;{R9rY5RAAOjnv(F8u4vm07K&Pu4KViVGk7=JjUf^CcAWY$qEieV5g>Bu1-@UVyW_#-0f6a`;`LkX^BP#TJY3{DHJR;DHj2zymW#5hyP+nO1e!?d>Co_+6Mow}meJM<1DpQ%xk&gPXV-x78$I#JHcM;O1O(8OtLLzdP zhwQ0PTS1B@3?Uo`2?r$>!M>j2i>eRdmrXm_)0*0}dK{R^E>%L+Q%-5DyL_JiS?So2 zv~Gk+QDQ6h##$vW*sG{!ofCw@L$SO&1`-%oa1bt zB5ygjWIi&I?;K+~?~=-99dmb;3}HQEh|pyoG?@V%W<`^knQ{h@n^_y_M-zzBmcBHm zE5m0d+u6`$?Xsr}9co73S;dAXwUrDnO-B-{He9AbFFJQGh-cu z_O*g-`(qg6a3l*KRCbP za_@r&eBcbvcfxzJ@Q2IW;S`Uz#V`Kuh%2Pt>YmK3QS0%KQ)c8OKRL?X=#h+ToEh1J z%gQw_@R!5f-Sdui zyz9O1PKWu}`<{2c3m)!re@xp8|8~MF{_c%``{CgtW0zC^zVep8Jmxd6`OR~_^Pc}a z=zAUK$%nr5rawLEQ@{D2gT3{xpJ`?b>#zHK_UZnqeSKp8QiC*WWxmIKeAe>%;S<03 z#y>vtldt^cGr#%He?Ii1Fa7CLzxvj{KK8S({q1wV``-UP_`@&$@sq#&=089B)35&Z zv%mfBe?R==FaF=tzy9{WKmPNt|NZm7|Nj3!00y7{4j=&*paC8r0w$mWE+7LopaVW2 z1V*3)P9OzVpaota24_$AqLpl0`IQR_hO`|t@Bicm&#;WilJ?5e>R>naH10VpxG4`WB{$uzx z;~}b%Wpv{u#v^{bV<&DSWEiAEQX^$7PC>FG?V*E3UL;0lBt~{!Pt0RI^5Q*))-yyx zC**=Y@*_Z|q)M(N^d%!Aj*WYCqa)&nIMk#~-Xu=KWMsetPWI$YMx;$PRy@>XGf?E^ zNTWi!BRJw?Fb0At2!k-Pq*P8NRSw@b=%jmGBW!WQHE;trU}aCNqcvEARu-5(NP{Wl zf-*z{EWkolz9n47rCe$qN6e*N-X&hxVHT!g9wuTYreZE8 zV>YH^J|<*FresbgWmcwTUM6N{re<#cCTDi0XMQGVhNftaCTW(YX`Uu(rlxAHCTq5) zYrZCI#-?n}CT-THZQdqs=B94$CU5qpZ~i852B&ZiCvg_1aULgfCZ}>PCv!HZb3P|@ zMyGU6Cv{e*bzUcSW~X*;CwF$IcYY^$hNpOrCwZ2qd7dYFrl)$YCwsQ1d%h=p#;1JF zCw*rjov7Z z=BSSDD3A82kNzl-2C0w^DUlZcsgWKjk|wE=E-8~Xsgph_lt!tPPAQdEsg+(SmS(Az zZYh^`sh55!n1-pCjwzXzshOTBnx?6mt|^_p602Z?kS)4 zsh|ESpa!a-4l1D*s-Ye#q9&@M;%Po4Rv#`Zqz)fmz(WB%2QL5s04PAt&;kGizyrYK zrDm$`MJlPDoD_*FU)VzcAOk<7!JW_p033rpsDT&k!#n^0tENF20AH#0s;#ZVI4}S_ z^aU?qfIsX5Hy{8+NPu04!vWC4EEp@YDyu?-gSB2Owq~ogZY#HTtG9kDxQ45^jw`vA ztGS*lx~8kTt}DB?tGmAcE4;?5yv{4V)~mhVE57EdzHTdi<^!|xLqD_v8XW69C@U*C zhCkTD0q6rOl)Qz&=98>O%#BN%+4&$w(Juyfi$dae_$-Y#)1=M>^dl`{@BGjJgd)UEILH2&i02s zK!DRifB{5p0!(ex5`Y0DfB_JI)lMzfUM<&B?bc##)<$jBlI;Y9Krt+Be(*y+*ng+89OpaE<4lnS^he1#+1Vn%agn$M_z|}gh22`&G zIKb9A?*v2u*S@X+H1G39FV;dp255i?OaSaYFXbjL`@T^@q`>%QKnT=AJG6r>OaK9B zKq*v%FbG32R6_?itp?}-JJf>oGVk-!ul;I30%$-GR6{$MgCjUV0!(iE8t6gvr9qfL z1Q3AJvVb=nL^%+^2)u(sbif8^01Ke5FigPMI_(Icu0gcJ1oVJIl!EWB?*#*BK@@`` z{J|ec!>E@37CCqWIZWmIdM^ZM04Vr_H}F6a6hsp6fIhqf5Lf{h%s~Dofq87Uzyz=WDx@*?YVAVnLqiwD2}HmKe8Oef0s&aCIuZH6cn^R$N}wgHRuLG1h9ZBz;Y0b!3016MyK&rXSFtO^+F^6 zwqnDw5;(#HWB?1)1!t%8TGyvOctaIzKnI+_71;F&oIq-KKwQVRJi|5!pa2u(K^6c3 zSRP|R81>W=Kn92aB4>gMM}t#`uozi=hj(~)012Rg3A_Rk^pjwV0qjD+20TGQ*g`M(%M92;L8O8)_{#@e zZ3uLNKJ3C{!+<`pLk7^dKG?Uvn1Fs)b${!_2dMRS%cnk^f+Hk?31mSM^fU;-_65}S zd5`yp#{f?s0UNJmZyzuOga9lYL?T4M2pG3PP=VGOfC!MZEjR!K7{P(JcqqXCxQtIU zTBCC-S2%vKZ9KpOJWQuP&_O9s!5HX6DI~#o$G~~3c6pPxPq%;$+&4=Wgcx`&^|FB$ zWPs}icMH^k7DTTH8-VjlZ`8&)oL8?~N3VQqKnvtSn{zLPBl&&w#VS<59dt@`>H{Wx zLRp)GKD@$*pFk2^Kx>b;Ys2+y&+`jVF%lcD*Cw>o%I;BXt*DE7){=Vc(k_|P?wQw!s3-L8HtyAiyVp{!*s}6GJUhClJH9UeXkXAm00_Ve zIk_+d!3BtbBczy_Q^3?w}**TEA&0hr5tTbOVH?snI| z$7mINa_WOQga8%P0SUD9hF8Ko#{d#If;p6e74(AN@4e*ro)MV;K_;wpA_xHz905CI zf#=V_a(BVxkACK)@fehY5hMZ?0B{m~f(dK@T+aXcw*U&vKovAPKy(1Hp@%np zb)bmzw~%2&hYuk}lsJ)MMT-|PX4JTmV@Ho4L537Ll4MDfCsC$Uxsqi|moH()lsS`T zO`A6%>MQo-NVQ-nlw^rki*FzsDBtk%RII#gqj4UUR z^boY`j}&r%F=y7inR92)pFxKfT~)9?5$p)FtESjQB4Kqp=(trnm7&qMap%^(n|E*D zzky@ar>e`38Divs(vf8#k~&9T#pt1Jq2MCHv1ix5oqKoh-@!lBhiQ#6eYH@K5K!HQx8BgY$ZN)wF7ExGK{%P+wMEK51^K;o58kT}8w z5=f}V1SBBoAjwZiNQ^Nm1kuM1BJB9Vj6{@Rf)TmGEY#3L5lvK4k_5ZOkV}No0F)z8 zFiXWxWLQ&05M-#PjtyP`L5MU{5W^9{gdrgVB&aY#3PKl+Rn}Q!<%gec#LEh)ZzF65qD^UXQeOdJI=?;JP@Pq78>XS66qA7PH|AciD_hyer=gpvUU z!Q2>1pv302~Ap#Hd3CATAUCUHRpi_llop9tgd8-2`ic3rEc8p@$=)grNn& zbr)V=5Ku6p6k$;K`|m5R5U2yi=BTFq_XjdzhFQ_Arve;<0UbfNlmh(ZWYl- z6>3ohVLa>vPm)~+uJFMVDDDJT$RH~J7BIlIPjQKX;wycK7zDWi24i4HB~So^D!f2R zOo)a%jA@X%O{_GVbmlXmIYUc2L@?zj1&oL!x4K1RK*2!5CnUE)#jNs!dTiX2{+7W& z_6~{%vZd=77Xulf;01o$KpnIY10lS^3ewO=9=cbBJcwZoH}q%zn#mCTMU$Zob!fW; z(+gGfLZZgVT$TXwf)u0x20CCuDEuiHX`})XbU=hHia`Y}yy=uo?A;w3)Sx@cQ6L$V z;5(lPxK#r2j=O_IFy=V_Q-Tc$6bv#Lz(~*nBRruED7PzMyWpap~@!5lbf z%e2UJm8gutD`rZ+ou0p~yINDpm+t*gz%nAcMvXYy(080VIG_2RBlo4g-CH zFvReLAM`*8RXD^pQ5ctLewDVhwXJsaQBZwoVGgURh8BJ>j4TPF1u~VX1(BGIl5=NP>~ZIbB&s)|NPpF5m>l*xh}QX@3JOobI?75~MN)ZXm%1<}gJh zF!vxbcmWJ}zyuxt1i=WPs0AaS;Emf3n7{@84LP8Y#v`=%1aN!-69kh8y2?O_0=WVc z6Eo8feh?C=6fa{l>^ebmmwp~*=ZB$qViap|x{*aCD&x5+#;HidGZjjmYHGhM%ri~q zc*ZBXU|=B+naG@xh8^_r3@VraoYmcHJr%RG@U7T`AO0gd1$Kogi`TnQRNRNvXUji= zdCbpU@tAv;T=)5~LDz+i?1ZL+B?EyzMYi*u@$40M{6HVoNI`;@NM6SA4RP-OyWF_MCYsCdBLNDuAcP)ZF3+Vl^{Jntk4%W+6()G@ zn7OOwoKl(p*6oBfif>(OoO<`svj#DxpEzg~CuYnss6#M}zyxWan%T{EHYfG*2{UUj z(w(mLhu?|mYtx#Y)!sH^`3Po7PrB2+tK$()D}qZro89ehhzt{29ecQYt^Z7Knm_n$ zeZTKO*dFw*g&k{6H%QSRZX%U)ZS8S8`h6(KlM!w~Z;9hMW9tyWJM@t;UH~8f5~zm^ zHx2;M%{I@4QB(V3dF>GIo5j#g_`g9Ma4Xk(vHO0f4-Ktv1j&F3KPchEfj(q@YykiW z2p2s7a14EorDd* zzzS9W5Bl2~%8zt#;{otk2rn$KkZ>H}9<#uJKlZ^5qw8I5g*W`+5pQ^LeB%~j*}xT= z7J11}p7Ic|JmoQ;dChO0^PSf`(L6tS5@_IZT}%AwQJ;F%ub%a-4;kD=!w-E_;6DCn zg%=iL55BV^4EoqdJrDpZc1xq}30HX7v0X=4EBfrn*SUBv09n8xpD035LNWBA?025m91+@^9hz!hb$%*o94{1&Q{4Ekw?1x@Q1`^B=NwE~qNFU_jyQnbc7;6=w z(A(%Ry6VVx3a-1TY<^g-yYdav-jK>JKyi9N08MciiLroI2gSUt$`~%Wa8VQgt88F` z;Rxxc{{HaV{s`bQEV)i#3=BaLi}4%5QCx~-`XntD$xYWL=ohyw->6a221bI!4&W#) z8Ku$YE&v9QEFAT5A1~%S;?Vw7tf!jM4F%$F+VQzWP}q#5<`Qe{2-5yyAO#46A1SgT zcSRpcVV(LA*S78846?=CFd35&5-ZVt)QA5}5(y=7#ehZ!a={{DGA0qF7F47itB@5V zYal1+BY~~vR5A&@?EM@P1IckGf%4Zz@O_qR-DI*UosvfcgNYOar*tRHMiMEJvXyL7 z6Woq04=ZybkbH)9?9*vCGWVeC6I*0GN*vW}&U z$eyIsY}PD;lD)BpBt)sm*h(m)RFVp9XhZ5JDL?<-Kkm8b-1ofazTf-#JP#V`y{z$i z3u_j2LdPpTd0pkYh}1r!=t(?Q_XJkdOIzqKtM;FOzU^^xFFRkpbd27^yT#IJs*(MwaBps-^%5sIDA&x4iy%tM1C7*W8qJH#P*AtAX0zI4)=;F^GIR-gctTC0> z7T8g~W}IYTa^k6s`VEuIZThcrUK}f#GJK?7-}*b(;LE)ycgde*t%&zUluh3XAwDIh z?O|X?mxMU$@ctVXgFh^W4J^lRSd@KL&HQ0`{IezR7BMsrBmTqSkv2B8O!afg;>WF5 zOM9l;dDbYgp@mO-`GRPQhF{}wh8WO})2~rmb0vv$IHbL0eRvi!423p<1MQ$j{ zb7`<=8&bTn3;PwY=Q|=AN4`!OV#Y*1X?-u#8q~gB=c+Q;gRa;5Ko(UgLlX24^jM-! z+sg!+Au&sgD1L#c?rWQ8NK__+bj0k!aFK`VLEn}H)1PwcfVmU#cW!=>&AVpP7OOny z`=LosvDotk$ooYvRWK3Qp<)Qs)&+?GY+oCKlmMVrLyr$)gtcA|MS!Q`+?GhHbM>4v zB2nR2xOjPZ{hi^Ts6H<_qqs4GY+Zd(x!M*Qy^XsVgFE44_Hzj%G+^%c!vhU}j+c@D z=^NuHixc!zM1u|Skb{Qa7hf>tr(gI*Vo=|qm=mCY6JRwmXvvrK3Fw#C7Z9FJx~>#S zQ3UKmsNyOf3f>xgz0-^LI=)y7yD5JjuIjvcG6m2Jm+qxB>=#X_FeVJCv(p&;>*o+dFvwsd)$2-*;ID6Mjf z<8H?;-3B7Wp4&=2hkhkw#{(jsZRnv1nNjP`z850=`Hiy#%%Gh?uF3Ono?@>5gro>u zDPM9VHG2x6LHY;4n0mDZ|(IYSQMc^cSy zS&B}Db~eg=Nd;N@<65Zz6~j~~e}z^w(2xpUs5e|s3*Sup6V+<1=79^w)5Qkdf4N1NRNgvO`{Gm(=;X4Y$EQ?~H(TO;gCtH8)3`OjTYIJTWc-M}v&1Jdk(b4Z|~vWbi)e7g+NGVsBV3 z8IUl4lJxduRt$H^K*QmcjZ#BgRN&OIXACAw{R!7 z#5C_>dfvr@h1dr|m+WmQFk(hY1^=36i`hfCr=b z>(`ZqWT}O(cglZ%I?8w6@rM3Iq`Kbm&LFF2KeFCBh`ZP-tS&)! zj#ahYuDbTSDv0w;`JG+AtJ_XpUq!&`OjRN8;OmAYBdXl?Fn{1lX?YEZ%11dh za!86X2#yDTJPf{%g4HQXHz`V|s!GqZ%l%N7gfmVprN?-SXk2la+?oHaS)v)_J5c3i z6a7eyM|3_;xNZQ8)%TLC#2~ymvT4J{E_B(3@aDsJnnQM*!_B4Z>Lu18usFq*B=al& zfzs6UQ;q%Sj~IcE5pdo#$L(dXJwBqTzE0Q|vho5@8mLencC{{mAwKa-Q*c509As6zK;X&TO>?hy>+ZChMB0jxxA ze|XDKMDem#_z79Ghav|)pMOFa?xAPWYDcYgC&wPYeHDB6_%;DUbW6){VkvoDMW!Tg;^Hf9St=N_devj`WuNEC8^Y7QZ)ZFbDOuDOc_Cm&oUeC`K z<9?PTt?HqWGl#NSkXAAQG$*|OUrr4%?H})hYu*E$Ufk)9*>C?D{K0;S&zIFDpG7Mp zg4+_+SEmYeVPi`?8RnX{i-TZ0;vX^4^R)55+xK#Ohr-TGOFBf@5O*6q7ki%F5Yl?+ z*OOFkFzVra;Dl@ZeO<8K?@^)3#TsPAX?6`^K-zw9aIIl%aF07UV0)`-T56C~7mmS5 zyd}BSPIPvR8uis;c=s#Jhdz(Xe%-u(`eaIbgMXaT^_5Ad0q##{ctECa;NNHAR?m-w zJbxNBDD(IEu)Tt};+%?;X1&kyubI2x3ris9lPD+HzU>j#$d`_wyH5rLrEXl%*?cN= z3av$|<)&22Erh?iT`M>6_tmh~;&|rbaONvXsTZ@aoqX!m>EU2vN-*u^cxm^^C>}`@ zv`~}y-Rs9MwaHW@9N!<~GdsdNwsi}P`EL#?H|1;zvBg7B_m&+v%Tl2$3inp9|5kL* zLee>%PY2(f9FrrmMLwcgiDCm!?_`62n}Vb7D(`-_O|?>o_g!=Q2-^$1<@?rHN~_Zf zM?K-0`R^0WdNu3Kr?3;VR{vH_RPI;W$=s;Ev-&r4hq6?xfA>(#Z^ycQov9p3LE_KX zFCG`2_1bEVT7t9jQmNLI_x9hY6(|M1UN$pxXQjNh%ur98SM7m;lnL0=-TcxECG;y69syx$z37Hm!}OHt8VArV_CuVlZxy#05< zU6E~j;^*~2)9B)%{-6^XX8S*e4(Po!ne_dekWoSA@ZY)(Xf2=a) z5M~?Qg<+8HugK7`p?dBk+GXY5i?Osrgk`A>@h~r*l|n7%+qh4yr>-%|Na(qMoxVyMS=z zH%7l+4HK3}2W3&@Ro3;@*(TR&>q7Is^=GEPza9`hUysHwAA5DL(Bjs&*8`{j{1dS3 z-&j6)0X9X8H~SN2jM;^}R(H17<}64<)*%z(Ul#A4-WPmh5hy^=QMFMR2*wIXrmu?R zSpVA?)j*@r0bHMVkA?L~Z6jmY;@6h|5X62LyV$}2L$l{cFxi*GYO!-%%dL>y@NDV$ zblF(>v+#&qrK+)FBd=+rhtv0GpU%&NaO5q0iE1kKaEWOyzv*Dh z*BAUS=8EqjI}lvg@?FemOFg}^4`kiyu}sb50r?oJ+iCo zvXRR1`_c*1Ne|9!8e~B%Fx-L%YJb{1MJ)2ik5B0g1-CV-OuMB#GJac-^4R=)@Qpr` zE&fz4z8ar8tHyORd}RJ*MX;9fGUqK>8U6(TlxiZKw;4nckq{_fNnV7uTcf8Yt&p2H zK2|rK_9}kpwVqAl%-?$Jk+DQzk@o2H$+u_uPS6opevkC!Y=xrqm3-ZzbY4ayC;fe? z=h+=T-QGk)em8hz5lna=l^!+(!(+68S$*${r5FOnNf6r#Js?E8fF1y8yz=_x_~|E) zPJh3*FL-7n&aUOwn{x`q12>$S)mXd0D>2)! zqh25ZV>u*CqX~Vf7dr5*iiv@9#Jkb(RCfOT_k^%|g9FBWeQ_Y>eO{W+MAT982t1dZ zb(TP{M6+r8_V%-BK$QlmncVw^?RpMp^*}=B;7$rU--Tiq{p5-&#zLOa(H&0!WVIW> z@iU!xGC!ft5J{Kk4)fP(v4F-)PC9FCMHf1nRCV(nvUZw9%<>!6%XsMg^Yuj%1>W)s z4MNttpHu#69;nWKj1wf{K%y1%>%4|UgNu4)17DhT&*j-=_C_8#{ijLqH;gV&kX+bo zuaxhtVLp4!L;vW)rJ?vd_c&g)vv#{nITI&%v|3;6ip@TPOI31F(ChNre3HjKuHgXx;?`(!*?B70(GV>5hy&3) z=2dWX9}kxO+UjJ}4iqj}5&>b`oIUfOJoSB7h&aC1Y%9g2Jiaz^dvy_}~t>ta_P zmt`B)eR|4X+2j;WGs29N}&J%Ae%06#0%y>l7G|5#Y@d^v!eOzaI*f| zjcDtcD^q9Brrqp)gs^$Sd0F*kR33o8e|&1`qFpkBVyJ`^OVblYTnM)mn|8 zM1DB#YcWP*O49u@=S2%-n^lKGZ{IO?=bVA$b|lW64=wFDFkex5Y<7qF_;(@|7V(^5 zQ|8;f^^-$;<1FKWlH3jW!4Oraizc)uCvVSG;4hc4m!9r`xu%cs7vZvW6ooFQomsuYyKb2u&Z5kED|nT=ld@DyvSHKah+;utZDBFTKwL7&p z!DFq$F8bX92E1N!Qa*!RJY43e&`jlRe!GXA(m4HcI{xO3%K~31uBR8~I&bz>7Sd0y zu_bE3a@A)`O>0LPKZw3`g9q z4pqj{W3Qh1pq+4gs;!nDcZCE07*I?O5C?f%*@4qG_+$pg)~j~v;pGSra9ld*yNc1ET$im>_fB!oS>{0^lwpNMg1!5)>Vf9W?>AWcmB9W+&u2 zp7r7lsK~OJ16d*k4B*)>`(hGTb2vV+8|d6~6yefCZV$vYxZ)vst+~1L*uwtcroP|@ zs%KAC1jyyOc=R(B#T8v`b1$2kbawNKC-R)+X2l1jr3UQhSTRA#^*L=H0%x1lufX&B zDEc-xd8al|NLu9J>iHpf!Qf_CB$Yf)DR_`uaF9+V;m=7eQZI$m4{dl_$6R^H1{_=yD2P^yQo#7QE_5?MU*5mON+> zN=^YI+KRlyRQP|>W0EX2mhxLAkBqeduZ~+Qa?I3m=jCF`lHNfjNPrqLYb1&!P?=i{ zGFUN4cZj**6hlyFgQc2;eDO#2^ihgP-Von?wDhSm|4KcoOx6%4}Q zp*_g4vEuy0io&&uVnk($MrE0ECCeE^i&D9`aY2b<&NGYpa^F1&QPJpJwRb3v;arjQ z9;-$LU0bWVj;QX|sJ`J`-B)?sITA}7t$OKbdi}8JO+?LbOtobf>^=D0G8CxaCe%-s zGT>fnK0pXcDS>EJZ4ZNWQlQ_xdD}R(uh(kdBI=ek>fSlmy*bQ#u?v_u4FB-3?(16J zmp0yZq`=pW()KJZPZqlWQ_Z41>&e>w<$dSmxtLP?8b${U!g9exM7pPlD!YYEy`}Yx z?C@U+FnmQQg9Sd`WbqflmRqkk3(v}NWulh z@~ElhoO*@!MvDv)wt7Z+M1`(tj2s%mj{sjnSEYta9+;8m02uRaLumkbX31xkB>I5^ zGpTB{oNNwR5N_UXEQ?UK)nLYKmX$Vu?{Sn)&H~+~F=v6O&{1SZ%jG*|O`-W$uuM^%@4&~ec0Z3>OcKWDN%@0!)6R^K9oZl^b zzDMI~(}yk~R9xltmaon2a|GU=Gm#(za`)5S>zY$HtX_%ia^OS~kM1A59q0WLtOw|XzV=UZzr)(KFMovmnj^q_`rLtVoy~@_5_=wo&T)f36yaV zFDlWxU3OabHCk|i%xAC!n<*&(OSsf($=5dlWys{`Ksh8*UIPGmgTH;VULKPO)ZUQ4 z=6bg;_U^4InF2ngJ%E7vld@ql2))!p)Dv%WX$ik79-4$j<7pA6J&NcD?CDPX*kCjX z@dbcz?7r$4j>Y^Qu(1`xZSVws7D)rDCS1L{cK7Z-5+>-_`LiWZITC4;*dM7V9!M)S z+TvBx+7D1C@o4?L;-omZRW0UEY7%u-c8--3inaWCUd&sm6-~Xj?mFB)Ec9qYTW(Df z3os>5Nj!*E=C=$nUBSe9iMgK!)q9IMT8KxQ_egdD)sSK|iy^3H_fIXze^*V&Nl=g3 zk(i$tm{Fc>xUxAeKAx{jyko2hsIO$FZxzGmgyVS=D;8rR{-3MZ(dwbCbPq=v6+*oj z^rD0ww^!L!S--m7Q&=Tznd4LDi|a(VvCfBa_I#J53ac0v$@*usy*R$ z=Hgg64-v`KJ%6)UM2wttKXRGlzk$&#!MS4$w<(QSlL%^^91CJlApYj6$zj$5^{z>ufnGcWbkcV~ zK?cmT2s|=9=%P4nyV>QtEHQR<%1~s~7dg z{h05wq~`|Wamju4z3y;J&b2cf$*$>VYduf22IiWf0-)(Y63>SVkQAI)`slR%BBuHb z$Qkf>OXke@pDq;=Uo(>bFj+aaYzP3ve zB;r9^6;LzFAu05QCqXlY$)Ls#lW;`{VG!s~00mM(DoFl35<;K>N(sMTb!K1r!@w*= z`!SDrzc=ua6AST$i;hP_l7gGi$Olg>Cd07ZTGKIBIFr&(u)9U-r!Y1gNbaY3=4Xhb+giP zCYr{5QPb;zorTDP>uaC}OK_(|P#_6mONAf>Om&_tfP+az1rK$!A5Zbm5lGC0M^93| zzDj+~=Z5A9M2j13akaI!G!$|A@3QY3dL1(cB`Ww6_-($eCudm~V z$eZ`osgN(6sdTW|3crM^1|$U!(jy_9SiBjZhf3x6143Hr!gdF&A*Q6=}WWW^^O9$z5UklZm zAUAhHGn!m%TNR_u>~qH0VC-UztBBO(j>{rIARD8C975=X-7CBD`VUgT;I ziByj~tZBD)pF9|`#-m|w_@%tqC3xqDseD8c33?pBtIq8)>amOrqS%M`n0WSW{l5r3&bwo?V*i3y$-+Z#ws`F~pB0Hn=#fFb zB!o&l_U|BY&Fp?W8yc2mcrq2Jw!yp0s&!=V>$g=EUyT9zv!PareB;yx^Xd;lI-mbN z?2BMU=W!P^1rRDMh{Oeu!yUOm9L>sY?0P1MMP=`j`_q!XYz29ktPEWy@vK%tRFJDl z2XCyFTZ^480!#=}e@X+hjkyB+5|E_Pgvu|ZR-aX@DoXH?17Eliju3nk` zS^>F^27l-j3Px>c42o!34c{o*XhihtvQ_J!6g6k9temMl{in!XM=Z2^kSjPy5tg_# zFcRFsIo=J_Ct)LIM;v2Yxc|BXXcI;&vMPH6d{Ev)RKL5m4c&DcX8V`Yo`N*NphA(6 zqizF5JqvTHkJVn>dKw%&t}3ysy?+6BxtOpw=voJquX$jv`NZJ-gKM%X$sOXw@t`7- zU`XPJ6QgXN>pxVczCZAJ&cWr9y-==9Y&}v}vT)r|>05p~ZhlFiJE4(;1^ZUE&7yIhXh-IuX=vvMD z9a~SaqYDpNBb!IH+fMI!zY!2uw{BAUJc)=~f5QVhya6HJd0cDrxwBgkv~=(L)F;LL zX&JfEYXzXlu2rX*A?ET_tTWIdo{GwtWScJi-t} znA@A`WwU6apO6qm<@vE}FdyBtgc-rZ!ie$$ff1wp#^?4PH64EX(Y?m(#J7&N>(cpx zmaUsAfpe=~P0kl}jx5Zr`Lud9do%|=TlecY+!z00;iuYA>I?aSt5T1@9PW*I)_LUB z^RGeuNgp0J2fg?fGH_}p%^=9buAGks6_V#y+<=Km8Anm->!FAdx`lm8pQ85VcOp!x$dJ9-@Z#oTa-U%^x!!g0_|kBekb3CiPSX36 zgF4Y~7JsL#&X#SxyK>#uYJcrzU&5zvo(dN|{UcBXrus_5qH6fT$t_z_m#2)!SjF{H z%ZGye>U9-mIM}duscHQ^ZF3|`<%#TWf@(hO4t?OfL_70f?JExtYp+gyXKKkqh6~Li z`Wu?d`PYS1OFyPNFaleNiWk2nZ#`tPv-39{WmD#ooa9e$Z#toy8y=f~p&M=yzivA_ z6llxK7T+sStL7Iewcc!ls%_7z3!5FbJfz$}1YS|cMJZc* z^4;|To*yzoOqH!*%9xSX0F~)kWU7Qx>47`KiL0kcx%3|7inu7r)D~u_Zdg9 zGm%OG&!__BW7~nP^t^}+JzJO*d5X-A_o683iRx2nf|+skwz;Q1HFqtPhXNW7%SU%? z9%9)^oQf)SH9n;l@HHGDpXrhI(ieL^93_)bCRdbyjfk=rgo58Rdtquh$Zm4%cnaMK#FwOR^h8oM#iHIrD9xkYqkIA*o7I>rL zTe0tUEJ;}y%bayW32RoqgR04z*>YUAR>LJ5`{vXuLR{OL1x4!Ms#TPHjSsoz9i(7| zv<%j$uoH_z?ECG(vMVmP=*+(F9hUa@#C+tX%(SMRmmt8RdVS`9Uweb!Nno||>Y+}( z+75gM=sJy`AC%MH0RSH3Er-Kqcc^CfOXSb0tfB{Sju0xB}y{!xOr+G^cOXvy%$mwG~$VpZ0;wbd<18-Xt4#-+>e4a@AZgSCEo<$L>%kOH}MK@VYK zX5vASl}Lm2va$}Mq0nGH6--x`Wx_lVZV9&)VQhdgO+xVeeNwPl1_vg$N98fc(JdU< zOnw0$BMh7d(t2nv(}yc#M^WtLc1gKu-md5RTPzAlt>2Hcp`LhqT{ai`G3KG56%isX zXbd(%xu7(Nm#r~I3~yY$^kvqtIN1O!AUn+8Y?>t|cCu_xD!jCyVqQq1Rmc-i&-h|W z5MrvqWpw&eRDJiUD&CeEsmTO6!vWt zF=(a#nqGpVD@G)WDro%VKwh!A`h&>2!~Wj1V!`8o!(!KhL$MiXcs+sv!Kd>WS0cxf za|wKr@T~HT4Y0*LkT-qKNex*qKrF4)TebMi}%pIAI%AwUq6du!)+0#TC+r^mte>NeES zP;V1hcy(03ij{4mvzg;2s|!zKj|!`FWO?V3ublZz5UN1?jei{xY0HJ3D&vJ{QAc`A zm;|iIGTvkw4R2ejpJylL&8>~{zt|hqsjG(y+cN~MHacaoci4e6WF9j@|uBr`$ zIs$H-_Qd5_r!I|3;ef3CDSIW^y#lE@#pb`wKZMQsc=d3@B553ZnaO;FR)u0lz7|Yr zfdh5R9fn+ejF({H`=lyph)QY%QEnK1k_-}^$t6UepFONf*%d2?+ZF|p3e)0FOp$89 zJ4K{hWJ`iVOJde(QE7|CBSEhg&ZgWN{Chkx)_X*{VpwY)Uv*nvQ7AI8UF$aaygG*? z`ykd>WNZVXMhwb4l$$NPwS>pcDT3o$8T>2$1wUVw^EI^&sC*}Cm#Jg|g$vq$T_eI%ZBdDMhs*=!GvYp0) z7o_KcRK2cSN`K+m)F$z;P7X38D>J3ADp9( z82vmr5KL5dzObc9LBg}V(TbvJ+#DEl+2{K~Z!3EPX69Q$z|N}MB~|g?TEZ|DSjtUp zOSbVv$oo>Vif}8`D5`>N`(5R$s1j~!WGp>)(^2XBvaV&TC*?OR=j=nTKTbHUMEWeM9OpoE3j82 z&$|ykftzU28z{^33AW|6@3-gvOafvD*b+sp4CmHtrWBjaBOZnp73sL|ivjLk3HYaz zKYJf)ZhUgW#+Xg_PULao(lseOMk_<$Nb7~kl4r{1FR$YH2Jrlg`FVF*Ji8R0pd?dp z4f0%r%nbtpUV3r>`~6e&$)$V8xU|(IraheQy{aug3DN@8*@{4{-ho8M)H3ILByl-u zrXb=&&{JMm8XUCZB6pI_{s^>@*aM1vmKH-ouxqzLPjUheKBNI49aC%NO1#@7-oVn% z&~3DqD-zU7AD;wWnx~@hpv%B4WfT|-%tB8vk9f-(FA>J27!UHZeY&9a`?oLmJ{3_* z&vr{>$~J;b&_H~ylroVP9iTgxq5(Co0@5J(uUG+x?(5X)QQN z6;D5OfOH%&$ONF}muT{Auss!&EDctH)4O}JY$(bfY$4`c+QI)aawSb2#rPzW{oRZ% zWr~vPVnnbi)v43Re@kM<>)poX)1;`Vtz$e&MA=Lf!@iXc$bgye(1cg(NO-xm?v^sJgfI#mzN8;c zRt`b~O;#W1?DRKo3Z68jZ)|1j5VMlgL2_Ims)7apY4A;gF zraFgjkXE5?>2!Z8&6^~v(n`091Yt0pAM&zgmmbRHJ*@lUHp73b+Bds*Z`!9M8ym$? z#+juc>7GcSJ)UVqDs`pQ?KlI2P;OW~@F4L1hdkQB&}u?aHDeK=M{>bBYh+UCM|uzx zF(8`DIHCy~jmz=n-q7Jd-?e8M?I$*?uL5II51c|-&h2az3hdtwlS&5#t%8)&=`M+y z*lx&FLFItR{d#5hy=hM)hIk+x03<`Jh=M>l5(rBI_wgm|WCu~e2}qt8WDS460ydY1 zOn-c2BU`VZ8OMbskPps=G~rxWLIA^+1tV~n$r#WvB+o&0U!WD_fXPO-G7h@LdR!`k z2>H5~O=)E!F*!!0tOOiiJd)=)CR@G>B(%E;4_%!&+JfYxBU(fy#bYX z0IBUTl1(q8*&u;cnhq;Fp(~4@!hrmRrI-TcSoC04wl5we&w(avWCx)L39RhsRl55Q z?4Bv<)&4}`>w~F1+Seh(*YUWolb`Qj759K;p6?rgz`QwyQ#|N-Sxp?U!j!JnfevD; zW9z{r6d1#54_&Il&GBe&Kqm}ALC9>h3mx5+mA0yyf(Bs;pqNom5=zMpFqF^GabOT|KwL2Q$ITw8rnGpcGcW!ndso1waOz>v*hu^oM8Chrw!v}uPxD{~;Vx~hvcep?E zo?uR1ylGAZdLnN4Vmc`ROPMDk!2#Ak_Ma{_-hqT{I6o1OP!5f9jDP=HO4@kdcRVIS z3-8Q2O>XGQvTUWlQ>GobFx^s{m3Fc}z9dIWfqUPBzE>k60eJsi+R<4Nzt(=A^iDT6 zIt@=dh6Kx{XM3l2MpKmaL)nV@N3eR#TJig6HAkoTqtRzSmdx^mg%~=K!RDODXyq{< zxMOo7kKC*3cS#IOYJ`Y36qnX)gLxi}r>Wv>2=K)Zn*mrv)_kg}Un>TU;YlOXj#bQ~ zSim=tU}5;jSP|yS3&IOphgwGI>3)OuM~_m9D0y|13NhH^7*j9Nj^k5fGsSe<(Q_*= z@ubq^D;)dlK|$%TMA?Ab`*ID&aBuT2cXva^!^we*@eCc3rT;o~KrCCH*x~o1yjS^> z&^5Z-e8ViHy@lV~9!1cEiFiE>%db1u-nowQQa;fG(psWh&xwSi!c{fQJW=ifF6)iF zAU#Z$CB;a91ZwNa@=4dO;qru$vO;j+ta1ahrS6a2S-vC(fff2xhMF=Pq)KL}lLy=; zZle>KF&F!<$T!^UjXjy04ZF!?r>q{idF=7GxS2G;@jO_Y=D|g`)Q(F^)$rod!AseOkI0!C}HYKHh%LQ=@Ya-3ppI@7@9ZW=Lu0E*^v!+`nqxefx3QW#P+AQNr)K zgtqyb;%`|MydV|K1x<9=1tU5p+tHB?zIK%93joFcDvIXPj^RLh^X7URnqqiJ%zT!y z>8gfKw&0XOm>MYK4%v^D9ohx*{RuVy+xRFi+t~I{Cg+al4(*XJSPKU^fZ#YJez?c9 zcyQD<;84vSfwecMD7*5>2W*JO3C%V-Jp!36)ymYy1C`mt4f|&jIj$I_v{pLoYm`SO zOGB8PqfE)s#PRIR%DydG(TGnHOI3B7K>MaOCwJLTwtJq#Xk%|DX10P>Gj;s947~|D zc7Kk?5fAmB+|r{kB3hv+IH+i|sBku}%{bZla_aBrImV7;YzYls3Dm0y3`b2zv)R6A zb+`0sC2Ec${Y|ec#2nrrR)O>Lg_bx_n%>07!%xIb4*3M2147Z0CmJme&KpEv&@qNh zKz1~quCR)Q4u#40fWmRpns`uUfIPbEt3D&ai99l2q2UuX^G)Cz@9MuqyeUk0xEIvr z*5%|;1S62>daU>Uyul6~;2Wo5s)@a!_)sMhtW_eJ<$1a6N~erVVu7F^AC8iw9x2XCg6_ zB^x9}51%-Z3{mR>n?C26w|0uuwF#E0D!31cfoItS=pWiw;eC^^aSTDiM$UJosPQ4GQgD~@D!dD8;Vrq8MK=XcibPX6us&>7s4^`QtCRfd=d$^4kR zs`D>!<>OLd|lK<$Zd~1Dr&Vyh6?MeHqT&5sRW3` z`vCtVLc}Jvs;J`x08(ha_O4J|37y15S#A8@2Z`N-M={|?_coYt`aF<%$>eqPyVJI| z(rry;-hpjCdmB#$Oezj9Xi&Zf48!Gi?HO5myL(H8HsA4jZgv3_23jsvY}8(lj#A_i z{g%#vHaadt4;-40W0qAj;*O5-YczGmX+FQ5QjPbm*s#<6D(mHd)cvqY7qr27xe6Up znaI*8OipXO^10_#=iTp}4`w9N7nkj`HdbUVYF4a*q2$5d@F~09V0u8tEtE)!h54#- zE>`ssr&e_rrM%>|>pMGTPp3Ytvv7c`5H-G{6nm5}1zbW*rh6^JMDO^OjR-p?>N$#k z1pJy7Ny$0wxknSW$$-}9i9*L^R- z7;-n~Bg;Z=&Mh(<3r%8!mE1M)2OV{|{m#mxg?7s5Ba`=wwoDVB^U9C0ZWTX9b>0MQ z*=tmGY!;fF&A|!?jT5m&CIu;sv=477c14Ca$;&&an-@lZeF{iz>@$fB9w{^_BGDki zD;FXk!%yuco>x6iv@0|$%AFk%4G8dpBGapD2ev-U(MO=#t4c*%Pkq7$f4+#kJoxKX z@nG+NZ`H?(jegO?tZN}TrDV0pFI8_;*RH(a>)|;CW?CnUHI@j^MCo^%NPuIFMIYKf zAkz8#=2xWfPjjT?pF@|Tl)_Ud_w9F^8neu`X^Q5pS#ldsgkOu<@k^n=c4q-u?7pKE zG^Xlz;OdCvNSE~r3BViKZ+LQ#ga1Yuy}qYdsETNk&Cn>aUR{ERqv~bzC;Hgk^PFMXgEK}9en zaAU%$OCuLPzH6PC$Fb7Yt)@g}h2K2#HRoN9x6;LX zd)0NgKwgo7fQwB_GTPfpCZNNkSdpz29Yi^q;06!8TQe8fKb1QNj?EXJq!eIrZvO_DC4 ztwC~q`@YG;dLrK-SaK2_VWw>-^2XUt{0%DF>}^|hLY0AZJMoIy!xe$xegpVTQkKQf z*=*~{PnC-`7zeEd+p__^4gb#Y(w^fbtnhOhHToWE3uF)aweZH45{hHc`jbl|hAm7n zxbR|Ib($DZo-9nnP)TZ5OoN7+!;0u5$L1Q9jM`kX#5`Xlwny}amqx@8&3rSeej!h^ z1-{nwzq|fy4sI`gWb2||v#oGyCHiVuh*r?6_2;*YqfO~!ntaR0Uff+Vx*mwVIvddb zVhCj1MVI?hwCA!vKdNNhogWexz&|zrz}C2@v{sw`#Ls^+!uUqj>yDtcK;Or7V$f zbJZ8YdyWDYMa?qM0pSRHlB4H}MVLm(d!Y~{u4DB*@hws@^Cm!2lnQ_vy4#E6yG9k7 zE}&fTgnk57+#F&<3>X36$*UN(TPNJlYs+?wmgE;?*s!gsCXMoh8| z3m%z<7G~bZmmtyBtkfZ#V3_ z`d2tKfQo*}t|#o22*$skM=#2l+@3oAEv3v|T6xvM^p|4}e`>wV3fIvrH8JnnsdxK4 zPfTBZ-rgt-3K*7o39m8fPyF6~!tQw7Q^&ifZvrtyUD+o)hqp(T3*{F<$6szZx=eaO z`hIdG-W=csn!2NsgI9#!!*fh!A27mwk0)qcy1$?uUL;^SER&gnl+Y}S|Drc@ihF)% z=6w8iqq5bS%`Ica$W6+*`9{F-@CECUN2xc86fc5K!FW-_tk4a-UuqAivB>2v}vGh%+gO9!m&ab#(!Wyt}i@< z3bWeER&!8>mkJ?Pd(pnvsYR+Yvk~}Z)m=&`k{Mp)4X8&N#YIWBw+o+_`X|J{-)(;> z1=OA+oQvR7lcdp?yjZ<2@#E-`5I}s)wKJ~!m?V|GXcq+EUXH(K`=1g z_8&^m<&Wv}A1h(sHLGx}6JqEeRWm%F9$c5oRN;kZW!y(mIbb=GnR`3SR`Lw*@;fA9 z|B+|7{iyWD<=PMONX!yX2~(K>tPHqh-83TPJDhpYI#6>on+FQ_0+CHK8bqLQ$FRN| z(}W9z>YsiuLJAs{Cmp`L#z_S8yD$cV;;=Uq}x30B13pU(}NYAEPfU-?xjZhizqfFTPavbt;Wy~ENq zwiqI?R&fkPju?$9jfJQXs@^+m9;)q^W2163`5WVzAsN(_;OY0{NaSJJV#Os#we?Y* z0MMH*C!w(jO~`_pptOt95pVtH>#s+6RN+EP@4ACQuPUESNR6nDH@me7)XF)>j|^m*$5VEOX6fBuDQID0BQysWZRiAYmo zKi|LL)RL)iIGC>Stn?}%O4spY+>?(X2S72V6Bs7Jtk^b z`}7cRw6GY=tQBNxRu=dCW2*P3ASs4ci<3Am&sVG_@d+U`U#vDx^)N0voa^L#C_1D4 zir2-e_PE#oYHUvtvPuCw))B(~EM5uz9PFNa5&KgH2&4Ej{6NA&_4d|W&3dRulM0}z zl2QK0?(6L2|KHKQhco^De*oVcwmI%#W@aH31a5?eL#W?h^(FX;L`mj7TfDM((R z7bAWI_7$F~wmJMr0A=rTts(Zx&!qa`ipK+UFPCEf4|Sup6`!>YnJv2%*$zT5-rcoO zA~OUKY%9OHjE{a#jpyqu9O!vA)@5X$OBw-?{)?ri(Cgi`h!Z$d|E4?p{2_7jNf;IaLLCCz%AVxufF@UF#%2x^Qw{r zp1NC+pSJn0mJAbnMvX|vc+dQE`G8KpCr(V+w^3O3ty>)7$?8Up|3(F1fSf}@>^Gtd zErAQ~+nzWwamZpUOgy$d+g$oC^;D^d68$(Y?Rez&WB&A(e$3NLhN@wYrqVr+wH+MP zh|i2qeTSa~J`qhgdJJNx`^N_Ur$6e?utvGgEI*_Vys4kvCGzV(2k^s0X}Cg6gnMT$ zoI&vV`OmEl0U%q7K6aL7$PfNe@zfj<{X6+CTZ6*hZ?A?FpNXF{gZGLI4v65MFm%n$ zG~9AESeZJr;}mDhUH6#%+HKV;AeAtNu2uVf3S(4&n289Se?hb!bO6Qlo`m=ExIS?= z=HhgO#;VJ{n-87|bLc#YY!~-&x7K7-z(j(7yuBTGEammz)i%xYwO<;HC%vfh>+sL_ zEJn0NJ1YO1*`IC>?=_>w2{^nfmQ=W<(V}40;dSAx)>_+Q=ZtsQ;jx{w!X|&)%AFH5 zY?G^jAIwK$d~XHyIo$p?*V%TscRxkd_K}9QjW^en)~}*T6F%O(EtFP#NexoXJDo^^ z{XBWNU3@8t6e)me7KApPw{EHw#9tJ8N$XWHk7+LcAfT*b#n8wTP^2lH8*h`Cj!~qk zJ%k9ro&XhTK=?v&*m(8dh3cKxOH!7LhpaC4#AF>%iy=7Anp?I1hmP52AIxK30bZOb zkqN1hvGf)*3&waa3>9`Zh$aM-WXomD3swf>#%lC_Ca!*8mVf*hS+lHuGVT&B^YN?> zUQX8w)SsM}kqoe4rrIb?7acI92D22$jcb#Av{I2PgwWd4sB&b$q~b|)H9m++B1`E} z--eOpu3M)`?z`*xbRUnc6uqpz$KEISrC2;bbv5Mq#XE-D&$gbXmka%FN-gkKh+HDxCPy8O@ zPjL6we_Ra%uu53B;U^#2!DdF++ZL=+3+_crUJ zN|U;&6Li%Fz`A$f#QfUH)v$rx&@)SBdgg3H%SUU($J-~Aln*%!qCmnuKR!Xc8SCa> zMO0;As&TWcGzw6};++cb0M~QSfF|c!HL$9mtTPXi&Ps?Q>cM^7jU0e7OnsF#)i_Ao z5%~wEy3{P}xq!ij)PRcJ8&`zDR}_zw2J=TICNCDM9*2-%h{BI&e z`A9gk4>)Q=mh%cpiCm|=snVxr9K;CgOxTz^dh1G5us)gVRq8E;}KU}BWg}>Uh&@y4-E(p z-HeDea6B9lnGtcdE+OJUL{#PTD+QZTFP~FBoW0()`Ngl$t!Fd({d3!?%^Rx`H#eW# zt8ZQti=>FeY4dr>WCk`fMyc3Trzv)So~cp2nR+(^+aw&^WVXK>DDA*dINW_j(@-Vv zUF-zrH^fZEuub&`IsVz!BgZDJp{cr00*M}jO(aV*focoq6b)mPykho`n5JxQ-F0GM zA#Lj8$M`iv93++>Wl(5|J7nL4P9)3cp(lTDR`B>_4UFdkxyeKxmgM zh8P`Yi!)n6sU%QAt2mmS%_J)dF(AdQV!eR;@gnWnR`CK-!SkLYD)+K|deCunxDXk} zkGb%%ih2?#ptU%IRARSX{D367V68615VzVcITHm+#udP%%hFLqf@n|LY!5=MXH%?5PS z1&~nPfbF?haek_S$uLO-zI{&;A7q2_THCu?LA~3mUVwsUEh2Q&Iv*e+Q=mn+p*`KG z*3SELui*a^-eg&!ghHMBMZ$%}UseoE%*1rvLhQj1AxrYEzdxrdfoeiG=8HZzG5c0>aRxF)_8b1PYV~fzP|JU8B+Dn(C)8&}- zTi|vO$+R)1sWU&2fm_2)6@wNyWr~(m0{9rV-o&pB|$;gn@k{=KA^_&u5~iTQrVwiEEgMn2ZZxy-Y>JC)tsDO?|9G;L zTq@Hl1Xz4aBa0NyWWR-{o3kUWq(TX?>2@+FJ76)@_aO3LQ1^Q>SSO#tl`1a7sFHV( zLEqZ+uWTdz9Lmp>pUrZqLfsM547**oEgj%obD<|&{~GGDON0Mt})om0LRCFm= zE$uDJ{W`o8eK9Ys6LZ-%pvDsW`LRIHlwt|IX(>%X??&XpLZ@<;Tgb6!1ldzicAPiM zkB-(h%}V{&HS{b&dQk*qqVJ8IOf-&z2?(nMT%8e7#`f$7A?mfKa{XS66(C@q0LB~1 zt+iEA7&@7gf%>S-|K0Um$|#jGwi1Z@TU%$RWLZa26z1saa->4b6bQHP3mhTaoxaeg zcpIILE_<`jDp3oqkw{AGd1+w|jFa;JmNk4ndRKac5|7J1_SQ4l6n|p~ULb#C%B4i4 zse^4>cU_s3J`&K71vjuiy|ocf^Vr%Dkqljl$_L1~+Ad9qm(k|Ejy#W>t&SJL z8Q*YDkSCQ-jUkCuPSe?Mk8O?J!e1&xdj{#J4PB1jlbtPym%l&j@o!WW2YA7G496dk z`yq2Pea0f++Q%v!e@&SV?kIe<7o{~`IC@Mvs4&*ZUD2_e%3>O0Lf2`n1%%l!<6rcKz#GEF!!V5~bsI|K+#aAX@MK(f{tBM-N+K zu7A6F%_yj)rX(liPIC!1+BgCnHf|W<9TJW0I`PZTeo}Vfdo&NXH5m^cI_Clakbn_f z*%0K1WauO?lFRW=%*PiV16!U`2+N39fB zl<@P3UB=jRJ?rcJ>A8bm;FQKYqT?LNYvVuEq7$rnryn7*c=N@&=D9YQ6)3$l?5C!0 z^Xnp6JHV5~B-hB%;~skmCL1}Uefu9WII%t8WmCMtYfhG@i5}CrU(_j2<*^$mdniINdn9l4z&n6z&ak_^7%eMKwQ84 zGH##PK|jZr-=&|Keg-Qptyf*&sIOGs)-Y)o<;&a3C2*@&=bo?5e1l049_cTnOF9j< zI#?d|Vg8cQ*eE6Il<3n?9I`g*=(86N&fD6S&V=`I-fAD=w;VNu6tx9{9F%~vFd*)0 zu#s|$KJf6?E$`c|Zqpwj2Cq_M8J1*NF}6#1$A8lh;I8N+;}M`VCPke zgHg!OooSQ^LxrZzD~oaJZq&RzhgUo=WT()^&Ta2rI@qW$;gF%`Q1%p&eH^_kWTD`x zb8MtdCwn}T z?`_|{?OG za^W*qcEqDwrg66u0T-{pZueHRtL2*Rnnc=zZl)Rv&3u><7pMO;_P~73{pc*+XkpSHI0;?k0Zz{3nZk zJOJ>uFtgZVC_&Z~D{)g>QCK~T7i(0pEG}`c4E%Hl2!BVHlk^`N=Abs4%!C$B{yNup z*U?YF)Lv|y()MW^V*1}2TwEd%FhPP<3r0@<@}>wFl+d-CdfaKTc&xUp^u`Xqihjjk zL1@=qQqG*TNHM23!eQhvg#sWhIm+;YK7b8BACi&Jb$=l^S8dTTEpCXdO41jV`k@Vy zK$D(h=(IAkR7ThLYvPWOHlgpvA%}~wzpaPs+frV?xoAcbBDL;6&A8_5bckMqHki-G z$pgUw6v103Dyy>2hu6K&{jE9N1qn}*>%st3hVR_gfz| zp9{ku?GT#{8p`Kx`Jds9MMZYV>DPVT+WDcr_#IwC7ZUSMH#x~NiLT!+X36Z%S|0WJ zY)Su-<+MAuT#@2EOFDaEBHwMu1UWV#zu7#z``6N5D7adFi~YD_UXzt_y!*y#=GU{NPC$nwpJBYev%(bVgu}8!oCp9Sr|VyEc_4%s$t9C=V0zLK>mH8P#7qJ z2FeA>F?noIE(hb53Q6kYXB;p@nBcz@#4Q*k)E@khgKVHvam6U6t! zk1mT}rXbXp5w88xbqNywB$QN*l)jF{ku=GE8u*7j3<`()QoyKF(!msj)3VgWC$!Fz zbWWNqn_ozyBY#kFrNOuXhWuI1uBeXm z4ckmr)Pc$L(7@Lz&<&144o%v+1|CrWE$!M%KZe(#q5AF7A7JQbRD5YGc#VL=)CgrS z;e!yWjJKe0iZG~F$*~4RqbvTiM_i^rYSRe)WF;eA3H1T-_%!t08u+yukS+phm=2YL z%l6x$oPxnzlAq~-&?Xr%P%U(+MrzXz;oB;thM?zBGPaFm)AcjEqrAm`{$~Z0=ah8f7N&^+JbuUv;q&PgC z4X#3j*YzLLqNa4NK)nxR8|5ETnRD)fDd;!PDia=}+ zmA!Wfb%UVykp*8Nvz~CW7eb5-GR>?nXn{kBTMPs&6i3&Q5FPaWu8UqKtBV}Kt~+tKa}Ksnj{j2vmoO? z611NUko4Qd!YQx~f_(TSW{C=(TG<~>N8TR<89SU9UegXA0E1Sro(!4d4Ag)En!)ft zZ~<3H@)HP!{AC^64FR9DLNrqGTMF6?vW3nW%dtApQh}U>wq9Jl0#)i*pS4~m=cq?0 zQ7=Sknjn)dd|;g*xay8n?;Lv=@-*n54{)6WL1xO{#HV7N%d4H9sT z9M$~#Gts;PY0X&3RH)N?PXst*)!*#wnEj$=(2*hQLnF2C_3-stO@{oi4XUz{c>q z2Y`N?9IuCi(DaKK%Rc-p1C&}4;0-+VfS{7~Q*RT9UP|MiL#ZBvgn$&k-6y z$}tVYg-`nLzQdyoaAo1(8=vq4j+Pm=h=78S=|X+IVfn^Je>Gp(>c)e5MQ~3t@#KJY z?pfj%Q10GorBwp4ljE52A2D-K=p_p8dF5=v!H}E?qyA?yIjM@DNmgf0?c0Pw2T0Nn zpUe1CAO~0?*mY0~B}#_|S7wQbrlFg4uF2H$pVb<2keiEee6Y-A3QUDbuQS94_;i|LZnGP|@^qzn@sQLmrYkM`GBFYtq(O&{SlCDwSMzJoGbdjhr{4GDt04S(t6}p5JEaXLhcLixy0`fdG{@>I~x6a zATDSm@xiHt*e%5?hH~pm5(Xn!7CQ0qR$}Fdv|gJ0W2Pj|`A$Pq;!||;GA*wY&1@S< z{)E2!+4=4;^X}Nl-3j!)Y3F;tnD^#K?k%EIR-IEenJGIXDLizl;JH+AZmQU5DpWR2 z>Rg&kZkpU^8eTSC>0G*MZu-8_bS>Eoy>l4`xfzE>Gmgq;nw`tE%*{MLnrSDSb>>`_ zQ*M^)XqJa;_JwoV-nrTSquD{SIicrrB64%Cjpp2xWyYRkCgd`cMwuzHxf$njb8>SZ zjOOOc-uG93Q0s%aE_6WLhWMI+(dfh113%3%9!$K&R2$uY&-<5d%9c`ONtv$qOH!ps zX824N^d2?kAPe@yD7tnQ!KLT*u%Km`TH|ae;486hG!KgLSp)LtCn5w0u)mEs2-&~x z)7dr)d<#{IqKf&8BH9yRo|lQ4ESRoRzKKxwcPjE0qnK*_&*BLzTYrbtamCQMR06{a ziW&j1k+f;#+9X=h#osajO(8gZ61V1fVjM8U?_?RYrEI1P&S4wpY>l67mAnJAKEZ(X za!|IMz#mgMV-Bp^IA4^74FRJ5cKT5*@wbd+CM}4?KvWCjUZF z2;MZ8>Sznr366Ud8JY0GIfFO?>>U}yrJQ?3hElfO#i_+Xz{dP}c$iSl zIT0xnA!5C;Oh*z7P+4?z+x_byhgU3E8S?oUgB9FfkgSYYY#Cfg{88!?1Yx1TLF+bT6qhK5JITJ3?6%qy)i zFnKD`o?5&(R=m#Rz%5(~a@Ju29C(>=Ab=(H{n*m6-!1_3Rwz{5#l+wPca=gh{T6jsmZp-<~nDY~0<1^1nvyS3;w zV#{G<7#CLiviBRX3Ce2lg*F*Iz%Bq_7B4=Ijur2+i@vd~w%mwZY?r!gUkdgCh5B-O z1{NlC9`a3cLE+`Ymg1kK{B_?t@NG26oTa+Welw2mc0&hnU=UWrIsu7|N?Bt|wYcLK zcy!nu?w96ol8G+(!`nE&=nuObge3W!8KLXw^}bVVoFWVTh%la|nq z9xJN(EBhu^wD7BX9;*iVt7FbA6a1Q)$C_pS+VP1sJN)_?k9DW~b=Qe?5B$ajj}7nq z4gZOaApB;i$7V$S=Cz53xyvG*%~Z+>EL5zkxo z;FY|oT;oU}r4`mhuvXOt>{y7DhFf-u1T~pMRqF{ChYh7F1 zlc9E|!mTI0;7yM9g?D+@b)_F37>3S`|2sXQc$ym{inFON>o2m(;AyzOt1tij*uKc- zp-n@@mrCb4zi;mvDu^W`v-JgFJ6XP!q@o#ee2dHhL#zW&El zl6I%sbn<~ApXs}XGiB5F4sWRS-8L*iyBY4^o}Ny#QYrtDZhP?ej|_VY^%8T^cV%VT zux-sqUk+z)8{J@bIpss1bP(okG!P%ql(*CYP);9vQC ziBiq%%0Sq!KtIWf*}~+5bF)RMwGOkk33J)Aq$rDu-=%rsbH5+cPHLPfX?EXM0u+>1 z%vC&ToU148;EU<&#E#F2>KW_Jyj`PP`>V0~vs zxxlxt^9>`HD*rTI-urr{I{42LN$|&6?H)I7uW2Ci@E=l@F6~rhN&|0v$ba$G*39vu z=N2(?IVJ-K>_4V(4@m9Te(IAU#kY5BTT>2Stpl_a*&NDfS(~d|?!-ncESqsZ-pM#9 zO&b3oD0V&?%_Ty=?5KUK zJ<3h2699b}5(*!sgNa*{UXP-4zG~@co)lzq5Su5oj@mx|cF_Ap9a&bY>fcOWL{$+d zlpPv2wNs$feDq$?iS6-2I<{AbK4?zH8vF46{QJ}Nt7^xpple5L9}n6qAa1ZX*={XZ zwIrB=kpx4XyPe0Fto*EN;U96=1 z{+Zo06fcA&K-6$9qGv4LA>ldQ9V+4PT@~x@wq(wBXt*rjvDfu1ukLvI{gdbUd`=GE\n", + " +\n", + "

e12d4;}7;=_wzpI zT+i!V=UjhK%9KZ-pL6i-_RRJ~fkRd~6>1DlzGC@&WsCfHWBsjcy-tetu64Vsb<=v~ z-+Jg!r2^rs{Fj|C2`qYoiQ=9{@IVZ0{F92(?n9a*f>-kEW`D@Em4AXF4F`e!v&O|qW>QAG5ceU1chC>IgH_4A z^CgNT0{Pcf5`U`dWdrqwH#;E^^BO!eQ7#cUsk$j(ha6eFh0lP){R_0wDEV%50Blw- zE@Df%VeLI7+e*`$w(mOZtU#+pkBoZAlR4hLK7xIDw={Z{;`)PiTlAVW{SDxZ9F4ON zBAE@C6gRi7BT5~JsBH~M+;gI54Oh+QE?v#vzp#8BR=~=?66>x;`7)__fE6URzs}uO z6?o;tbfMW^E~winXH0uV!?FyJAtl5o5&wmjB)k;JedRM`<=;w(4dqTdUfLT;gohQ<>|Nb_*IKvs z4-n}iH~)!N`3#_ayrR&VU1c-fs{s0|%=5foyt3(;t=CfHq77Ih6HPBklH}8fSuxi^+e{FCI z{#$?eRpT#E>Zuey0eK*#{3FB?A|ybXk>&?^-S4G-(Z2UG26_cJ+Hn(KmS6`p;>9a%9#gK4z@-sf)a^%nIgUraKKGKB|Kz zjL?n>)$856VJluXSzdg?QiH@3sq*Nwn%Td;cihaJpO{k~CT85L-3M^R8`+x#R{Fvl z3m;62xWq5lBlxexS+TY?pEXNL6ZR}de(n%zr&N?y-YbS5+BmO;B#!u;DH*pyPy zi;~DL_+4~cQeCUZ-oYSmQE(a2HW{Y^IJW(b;`Aj{(|C zFWG%#^<)=@4LTBrG)}o9evlnV?01Z5R{A2M-qtc67vYjb>DZHf`E50M$5K0brUchG zYhHnt?gbl*wHh}?3@raZj`WinvmtgP3@~eRhYkJkt&2jh=V92<%q>OC`2AH+oPWDd z@UWWYF6gFu`>`E}V>XGq{bADzb+2ds zi42!|z7tSTELBQy-YwBDuAzi`2_;L7(0x7Nwp+u^9jmoqz@$8Q#NMVwN4?FB#U0b^ zr2&~PtxxhP9f%73B&6+D`6j+mx8=u!?v88k$nCZiS2In(M-Kl55`b|8#d_EpbrBR3rlF(T5UAdIiRUh`!+mS{w z8^YVn(Nr;G!u_Tlh)VTbOBLtLB#wE|4bUM&8;eNqbIg*jt|VNFuq7#N&D2&3aC(=8 zNY|SfJM>$R37;^IjC9?CaMwGeW+yu63cj0@{@rD5O-BeJ`zN!E0{QaoAKnju#JZSO zW{^xU(g$1Bn)vnBbVFTU{cCI$ZJfGgwv>*Oi1rysifXI)Fw7k6fuss(rT!B z3l9LUL60m}wLEO$#bJJZ)}5`hb<&C|`lJxcUYaqpW9=RKcfbY8N?&h%DT%qjLRKiD zG57wGOw2FE*h!9O+aA&0A$v_>C#{=?>a$<7Oi;$4QMBPT`a7AoxIF!VvcF)ndPs27 zT`@gG276q#%CthQP4kCZfhPGy*V_@W>DZ%EYmmF)$}Ay-X)D;9#Eaymcht<*$cC2( zDY#SUMW;X~git2Y5kkOPltA7-kR%{MjsRggfLGtnruOYGD%{`jFr{=p0|hY z5t z=`(#@^zq;#o+e`go-znk7=JRn_-D{|I9n@8vur|D~LWFs8{8|{Bj zO}hO6pLYD}EFq$%XTF2(&^r;{0U*6rBJZpG#N0ZXJxobR*uD6jg|2Xlx3jq*1%Lq- zii7nhU~!YF#aJvZ43=HUS5fzsKpL)M3py4?r_oa>m+L!ZVJ##aH;{P)X?zBR;6zS{ zoX&fPM!y^Cb5ZwPu{Qa$aV#(RPQtwEo|yH)k|hvq+b~Ws`8P%lFll7+`F+Y4Ug@Tb zh&J2&OwhOAyOe|Et8mKDU3FHLCDsFd^@t#jc_Y_AC#!BvuHIHFx4`a7r zVzzqz{X$lnzm=O}R%;3YzRxiapLovs4<3mxHsy%v%L7=0OZWJyP5ZXN^Eu3}n?v{{ z-8CTRm_Y)7F)4vSn(n86;RBjo(0kV5oNr64X5rW$e_98y5_DXgitK<54Lt*XX)PxxcCbN%#&qgR%pdU@@UH-`%NU9!mCc#m{8mjD?|TjA=+)&Rby;^ zhy=XA<|_+@*i;The0B&AG`9jlEjZ07=hUvgYxdU))c>j(PCgNf)0!Spml|8mbX@8a zJ;S~>!lmpz4G;T(vthvo4f`}yC=4*g*s=J&|-VO3IWzWN*L z9KAxT>S_J}bwQlo)Y9QuvB{!cT1*r+^&~`E&%(A^DN4_mya_D|eTs|sCQ4gH3UW_fl*SHo(_ zs=)k{Sbc3_z-d@lQPI)K39Al?`x%xT(u`He5BWl=wrD;5D6VY>+J}J>!i|7=er&}`*E0!qn@>R50+Gk@Z-iH6@0qHk9KGi4_#K;W&(kHZqm9o3q zsPX?mBp?y)HK&wA{W}wCbBG2Ze4&~^UChr@>EvDi@ zwaBgfJ<#KU_U~8Q)@%QoZbeIMbJW|?-VBniqx&aZa{3KdIafa-9hDYCp|AWEaQuOsukGBlHOD@ z__|h!0FMPkFcV2@{1_6jME}~I-H+;wE7Q2kO_iIBZ;=V^P0|rOzjk?m1^#=48uLs( zO&jOU((~CNCDE!Zsg04F*gr--xA7TCT2!K&tp9@ztR)nY=e42?{CL0ab&3%t<*o?; zGDvTG$nc&vmKJHD2=9~(_`WJHin#iFcm60x^{??uGd*QJve&urvs?MDs)3miVPOU% z*nm0UXJL9;>=C)$y>~?Sf*#5%?u_xAu)e%U19chckYLK8>{yTd>)(rAx=Sz)2YDYb zb{M8SF#dq5g4I2B>NE;|Kq&8_1h#4Xu7g4El7wOh*G@rO3>8hEyyk^4?kS&BIBG$$ zaG6f!P7eqpb#keuu=3oi?QlY@Do5TL;~!ruVFJhCE8+@?_EZy3bO=N z(BlsA`LQ{oz;GhU74fzPzB|NBqucZzCioehMaj9p)2H5rx~~-cMrul1^XhvVqzUn{ ze4DhD5@hQQb}4fmhxy{gStw=1d|9I0X(J8nt%;No;+QMuGf3KWl|INVDrT{8nqDHb zX)VRD!_{Uk0##?Ult?L|zhh_QAuAiF(`=FA+trHNGsJTO%%|$rc^*ZJNC{rH!U%hm zs9O)ctP^EmE>js-sQV9+0ra%M`;yey^)Gb#+Ql42F5g;8C88C+**1*cWC*DHQ+!Pt zu|A~2XN(CUYc{#DHMV|6ANK=NCto=Lfkv@z=DMqqkIV%SIhWRDj3Hp{sOdLe`u14% zMVEUiN`mH2Zrtec{kzGJwxLTeUT?>IpA!nAk>{F^gjIm6X|SWxfa{|*>+pcmLSf z)yQDp8BKpqCBY9EqrsbAD}{D%xqX|v5IyQYI7a%Y zasw|*S!krNg_Ktq9mrD_EaP#?$&?@ zG*{>ck;?V_4P2l9Kl9zYicV3CY8{QUb4`?U4R8-Ms7p@&_{=T518RHlP z;PzXv&8c}8iI^LPHnZWU&R3DqL;vAy_dL$*t$pwpcL9V_p5;C5=wjL{+~#13+V z!Rt-e+-*<&hh>LvL*9&bkF+ep)0=w5MNhn$`MXQq$DRyz5fFMnqSoKme$`m3u8|Yi zrK3xJos%WJYorpqGvR@4+3_2$`IZ;bXS4raYJhS2K3hiG3d4rDA7<|OwA+X9kpxDp zLmVR+WBb@E!(g>TFe|X?9@KNHy<<9Aq>QGqpcs{j(EX<8`$ebDFR%Z{GXu>{=ppIq{K;Gf zj-6EofN(8z+xTlL;C`|CpZA~Kzg^D8DcXEY(6xWeojwgW!VRdNv9kow(<}msFa!3% z+!(+Hf&2bhje;m%qdyKnK5LBLOqQ!P1L(TX05CXA@jqQotBdRVQ@liKR!f7+_hYK0 zzB@*!`i`C9Pqbx5FJZ$HZAWa9vxjnRHY6z5YJ8VyY%VS}A9-VlypBZPsMh=geR`Cb zrr19jRvS((_8;^=pax=uJRQlB&TwEeKSY`uE55$!34(aj1q%@jZW2a(T}pAKK#tum zuV*yJHF`G>E)S}bODr5GPo2CkC2aJXmmYGPQb$Bt4YJRx^$u~Z0|11D{_@})kmGI~`c?V8063sb;DSqF))YKax#)F|=1O?m z!}x}ntf8unL*9brxzOfnk90WVQ}F}suj^7Jz~9wm(LK{f>+0{nG*dm@fR^Y2_aDYr zg%f@rW#gwj1b+z9S&LwmJlpau!#f&G)|s%BWe?zsk=8szBV3COyoAY~ z9fQ7XG#(*H#IiA_zZoUNclJr>Yhp0VzOS28eOgKTOCA+HNl!`-z5Ls!7QA&|6lvuA zy{lmf^duea+Y)X2;6$QLljavardbH~*H1`~A}UvAID>x!PZv@TALFviK3AKG2$MY~ zUHw)-+|_ySsOG3ZoBpxc`t8?*S(K&G*78920$7nthAnvd*iFwZCN7S}PZwT+m zyC$AP2nxV)EM}I-K|+m&5G_|~(#`vkF)q>Brhr>y3Q|41ax&weBmJYKKwxl&ADZ2i zHp^5@6u((2dG04ec!%8SGsP+;n>)4?gtZN>}aS5^! ze?f9ZS;ur2%q^jgI$Zx}aP{2`wsv;@XAWXxD@4L{OxuwUXfPRCUbt4L2mCf(HPuy+ zH`1oSJU|B_cV=&JWqxiKM}I;-uUE_7T3trMG|iXJ5B66bLykGnFYo!fC;f=wH(QE` z15x>>6T_n(U>Gy7*ctxWq>N*gAr9u}ng?Sz`_EXF1rerQ6#2AMPj7wlQmzl`6+#Q;n(W4x=cK4)g^Md$HGCbqmCg`v zoQehbqHrPcwjLnYo#jH}`heq*j!Y(dfyhE|BZOd7%JE4#cTc`M_>)36tl$iaff(EP z8@J~-wgu9W>WNSE&#~MP(>r%)x8az2^PditU4r;9q)EVKZWmE4`dHb3`JL3Xh%9G^ zRf^B_GCN+*PxDKkxLjC|Hdd-9M|7a537j15A^&ptsV2nI$ezQ|^QxgVk-&7d6bfCq zX?(UYlkWU5PEG``vt;P^7m7gILOxQjROb@mXF7O+ZX)k<&86Yf0?+yzA<+i0VNGc% zV$Z2Zgz)MvOLM%X0v*By$$qw5b2 zx%IFjnX_n|j%S6<%I#hRH1Jr*>03L#$O_l`hIu31pK4jq7PpAT_Vo1Bs5zf5#_0Z? zDU}FRTW2AhI@I%RKf&;{o&&<78iI}EM0(Uv376}MAIdfFeg!N?R8FaHRf4dF|9zdx z@i;IcS@Iz7ylO+wClwN3jRX%)kF;#*h~}`SoHFb6x`I$U4>MHrr{n-{dyB~}43&&V z;lxgu*nwN;oOL?VhDe2w*~75WB!M+>PrH{yk^~woLG&K+!dGgAvB1s3CL^Y@wali9 zSlwfmHnHJz!bPX2DfZw`!?{;fIQxleuk>OwY2QX_3i%Fxn!8fF%!ZY=4cQ8_vP+1J>d0fRwA=Wl5}3S-Pd}1 zMQzXO256;7zKC1YXNt)_E0EwHD2A5(9u7P0x(6uE>4>cL`7BKVrNl8Du!0QdzHDNC zZaC!i6CcP~Og)1?TVtr)BtCY2yKT>3N4vBd*)b3el@<&F?rEF2g ztIKpE!g^UD%3$HsHe#ZE4XJr@3dGWMzE|0I-sLd)%FJ7+jn-av^tFI976d%2x6%Y3 zifkJ6djr_H7^U--d_MlB8_oA)t5*@CdKUA*q3eE+2atf?wf<)n5SP5Ko8=^tq`~2D zg5viD8zubOVDhgTwGUInPDole?$Y}{x|REUY5+{Jxo1i_0rwA9me$DL5EzMhK_Kb~gPloXVQi~EU<1iGc^3)TKw@T&_m{BhcDZ3^QMlOAEQes6x?efe z>z*IvUA$f&i@>oxgF3<2S@VlN#I0cy=BM4A4ZY%>(qn#D+L_W3Bc?!yU%M%Y^~kSP zUW1v`oj#e)*4Z)>#^ZAnBh4OntC-sSFPB)5j}|z!YqaBJngi}U<@8oKDBWPO`#YVK z50GRzq71tzU-kd`LZJDfa`x1mT;pMLlq+x1F8D{jHhRh&MHs*S;c}?n3jldqrcNfg zv!nRj`>NbE&*+ZhLW&IXKUQq~h4U~JXn(v;Yb8cNPBVUa&3&e-LuSkMw-n_NOI>O) z%7aaV^U|9HG1wPGFNtVFi%6s&0vktIh)>^}q~{V6A6gWv18bwv9-a0vAJKLJ zdtM%YzgG+#S$l+5typRkRdCXrQ*dp%9z6j+YF;6DQx?5iLte&obDU;Cdf*;sFKTtE zS?d<>`w@2u7kC}-$jJ00zhkMK&}_Nj+kNu+VRcW-NQr3Msg$DSzcncT8Z&}4KMXX_ zk@uu2_I5I&gFz}qkvpXQY`^74if7J|#1GrKbk2whUZal~Dv|G@p97GUT2 zZcE~5o){uhY;n*n;(~SE z{(Y<-J6Z#OXu(`2kt1U*{AB~?{oz+C<$-s}NnoMVH4xBxMsbE#=q8I4T^{}&5q1?F z_RY%q(74#;7kVfm-X8hiajF0G$Ji<|>I1R&ACG{tK^?Sg>kr1tfO8kWL>$+`=g7RT zRX?TqsZKiogfkQ`M>35w_nqHwYF{7GH9dV!O=BjZ3R0fS-=fqC)*^%uSp*-1LF*o8 z0S=Gkr!Xf%K|&5fc6rVq6$Q2+;o8vG!#NpAcKW7>wN z@9Cfc*gJ{|ddatsgK5}1l!slhAZ(@4h>tc2_?Z|#Od29qWWn(KcjLG3#;ZAAs`Wsp zRA#~xs$u%W4$d1#$yhBU0@-pgf6p6#X9f2Wmx6g~BAz8KqE5c#YbO+5mjZ|ZMrXS( zHZJblUcj`NpT2qS*STjEd!x-Kmk?}0-kET#9bezuQ|mg+jjgt($WSkw&@$C&Ud*#E zYylLBd6~eKh8NSC?X*GMQyz8#1u#I#?}eLwy7O^*{5*F22tgDfjR(U?TJ$N;wXe8CeJ>bWW88z1N9y6JiBwGL&Ove z^;j8qRVifqKkvr8&nCUJFU7f5JsQ7)oNrifuybtF7}9n@>BWM?wvvW?neB0bGioM2_v}3=O6TV+%=`viZKYthDAcz+GLlw1gmAD8RdwX+ zHbHs$UQdP4wWu@2Di_9N-X#@U@4-^KO3f66yr^JCJ)+LsFX-a&(unnj6{Z=mgr5pA zAISq%n96afdLs9Z@~Dv<0WHK{!HzLWe%*N_$j3;n#Z0-qM2^-IiPe@*dt2%06!#r8 zBVOl{#8K6o|0YE~=CG#T|87r=kv%Ru&bte#a`8>JSq5=6djL0#tE2wgo0<|!hm827 z$_!|TtE>97GcedR^f^@R6w`}QEO}T`48=H{$yBG~4fHz5B0a2Yk1_JE`e}D{0o7do z57dK5sD`j&_hRkEHPmW4J?2elY_vZ&7kP9Rt7q-`a4fy6T$fmPPE0%EL`t1ONLd_R*v4*;H+W)rGj2ls+=A00>d^ym8WKSvS!{A5GLbV<^IbL=gU}Li^$Sln=`hIc0ci20qyc{S`Tx?q-+iDrXg^q zyP4BDP&d9U*U&vxq2;YfO8uXf0sp+4WqQ-YdE9q@f9811v|ghRlyYSD9QcBw3cwC@`9I5Vw^HW+mG)PEJ`Ibb&EHxFuHw5#@&4uar6Wk<+GU=5@TRzU~T z^svP05jsh{;z)y9s*@XbNd34<5;K2ovWOsRd^6v$%^hL`J0IWa$N3O_;&i5-l4Lkw zr}BH-fddtJAe-2l^RB-G9V(OhVO|^E)*1C({V55}XHK zs*Vx2NNDcFfQD|=Q$*(DU-vKj`ZIR7|${4YWA zYyt5%&(%L&)g^Q+kcgXJ=FeD!c}66HY&Ylx|dwv{x3q+tyeG{^=hEWD+HFXK181U_cSU? zamCKbqWY~W+{d06WJz3`U4KDVD%U%O_){MpZ9Oyh&^R2)ru zWZE_M=Y*?q$s7{f^Q6AKNUb`Vm*vs_Rc_P&SGoJCGIWZ!-t%wb&E0ueFF6-0%r&No z&+ztar@7;9*=(HoP-7fACkkjddv30i zk5eBgr6+xYIC6xc8^|+ZkxibUnv>?H!Hqw8Ta(9(Q#I=h@Z?h3amt7A$fnX8P3r`l zbAMM6ONe;Hdhln&W@L~G$h&3fZYeRq2mjAIF$8pHe_^iAY~pz<~gSF+{{8aZpNYLAcJna$^L9U7pi80uJ8+Spc#L>U$jq|`zU zHX*2MiXM12EGe!woRX~5SeDODKq)av0d z^|P@HwLoRE>ZQh?JQAf$E>Fefde_AovkvFyYp@HD^VNl4j>H3^fHxPlWF)69=YdX{ zcgFB;ehDC78XU0rsdAqNLtyOJPCH`mZd~!Uns|0ig~;}GhKr`4PcSj&A?D_YT7AFF z>U6PYODdtfw~-gLyG)RpWo=XYTvd_Q;T4#$EQB~l!DFJP|Y>1-d)&53+LqKH%M zNcdMdZL&bSd-Y;-S5u&Lkjrn0N0vwa%YGkmN>*v)MSfB15(upSD+uX&szfH882NIF zdIz3JzLt|i;C-jr#eL-=x{Ba-!PQG_=Id{+V=dYv2^^V~u`i5n&>lJLotX0)Z75W< zMFe;+8Zh+=AF$gw9RQOb4X@}p#gP{{ytXe-w`=pR? zi9}$3L+mG|Wue&i_TRoVj*2uzjKaWIHpj#3*PXkrEgorxmm1+2P<(yzklh zEi9Rb>PdrI?67+GhV6KZuDF^Cn2WZyqy?eoZ`LyWhL^B#CLgMb_&{QBPGqtwNB{k- zfcH%hOBR8C3@F)ko6&x6P9_mH;ilevr_EfmPza!421InWQWbTc zg4+OgK_=sRD*9~hIAPjruv@(yyGjYSlYex|=*hZW+GlR4`3-7s63xh9r4lWgqpt=_ zsANPvscgE*`FSd2Mxnl$D*O_hn3@rJ1@EH<&YO2!ncBSeT<)mF$7q&JZNBguu;9xD zij0G^fPcd#buQQ8u@I1*Hm?ZTP%Xt^`rn(23zMfh#R}KO+swFWEVAu`$=CcjAeWT@ zh?rtsYmmiTf%7`Jwr=;336>h`dR&;YzsuK7(g!|r?m?uiVpmpav@NK==8JJ^M7hT1 z<(03K-s|f&*%KuoKdu7&ns~XAi?`WqDAJbfhdbYe=XTD*HX`9mL=Pq-@UMKA$<=B__eD# zyIIWN`M(l+rm&zUie%~xSqceSLrDf(M#SZLY`uXvvqxcN(rW|R2Da2_n@&$6?@q&L zla$qDzn`mjo??Pxnvj^;N1h)EgS2Gp)-oP)zT;#>rS8Wrmm#vz-*1MTW$i3A+F8AH z-N_Oa5qYRtII(M7KIP-#jW^XXsksYk6?bkfA=)Lpzbcee+tek#8~^TSEm#5^48`ux zG&{St?%$W92S*-A#Tmk!^xc=vmoHNIJQkiyxj)DniIoz2=>1B?YLv@KZbQ!b6Ci`u znru7&%X%hghj#)3;12{*ohYl%*l&9X73_6Voqr(Z!Oa0EK3U-6!g)WwAK1)u7Xw`~ z-94GrLI5VqnE>LM1xw%8>;%Y~2%BIktpFEVL7qiGJwRQ&2J*?M2;P#iN=&c6{vGvN zDK#7&R7@KMTLFDKhS<@f= zU^^MBf{oq06rYY=cPS{KA`M*cjOd+_r|?`P*Q)`FpuGM9h4)!4k?b2;bYt=Cz9EjJ;sb{5+%>3q}*;Qmh0%Nm!gOzPQiKY|Fzr#Pb z%;PRJsMW|?)<)LW)?AzBFP)}$w_Cm4uU7eGeWCw=Z?`isF|qi=xcoxD6yAB*-UZ$T z56LUIkTt67zgcv-aBzC(U#T6${0-262)qe$`jGeOH`pZv0HlMsB+#qB-Pw{qmHaVfD z*#s_?H2J}|eY|BESEx-xW70hZDkd#HnRPb=v>hcN=7$B^HF{P2aGfc9ouJy8shX(w za+h>i3b^huU4r}Pt}Fv zCwksAj~)NWoxI9X0Lmw?Aa7<{8?ceQg-Wu#x14OQ_D*HJ9|v$aWAo*_quuCDPw}Mr zN8F-iieiO}8^}XXCeJ1{lZ!`!Z{(0xjffkLAgNPH`8>(qjcW9vSMx5_tEDaKucK+! zs!1);fXyL;TjVseOmCi0Sm`S0s6m(@PN*3nfsX<`x@7D%Z%-09$eq4J)q9!icC_&D z=t+)K3R{}BrptD;gQn@8NO9XUi)5~E4jYV!HL=AJpk?f86kY%bTOYP~ySF`{IR+wb z!oA7w7tY}WH{elOW8sGhzhj#}Bc3Fklh4}_?57zj+57nepUFrjFPH`z&U&8V3dL64 z4{qwN;Y)G(*>zXbW<_d3YRUXim2&U2!rxl&6W~eXcvz)-$^ginot}N0+hIKuv9q0j zKrz0TGY|@h|5jX(B`s;^f%y!x1srsFsn<83JY-%0L5cF#%?Ut7V9%L~GuL-I_*T$r z&{8%SK1+gbIKTmyUlSm>?22CcFMPh|g5P~d%4n*KZ@8;H@cQSHm!ia|Lpg9m%?Adz znlm&CHQ8jye#7X&FKJlRf<}LG{AecKYO+GzIO?r*Kazy?a^5HLLhi zgNyIv4-)7f6PWhm7#d%+>}>P*e6u0;D4O`7>B&t!g2p$1ya!ZYlsfmHE%qv)Ee9Jj zX9imJ7P*{;=@QrU+Y%DiAc2R9gk~Ww`qZ%>s3+g%_9(41kHgos-@1`vlB^1!nth3- zqkUFLz6QvH>yygqkeWv~z{2%*D5`U#JwZ|n^ojqteNC&+;r1mKO|S*1TTg({8UwyM zBTZY1MxksLuv)cr$36r(zz%NHJTb*c={-oH{#o@8Pl^HI2ZMfa4y+$;Qz3;d*br;x zQyG2I>a9zF4~6*D;ZyKq&lnp8!Z>x`C#B5d{4D{%>94C<`{?Bpw|H^)Te$O3TK}ef z>8$?V1IqL4^m)?pM?4OK`Y)&^k6SuUGyo9CSI9~TYrDQPnGaX#Zf@GI*D88^TUN=k z(D|8BA3D}7o=_qOXsw!FQlGZHJGycK^wp_x@yR7s5hdniW7)z&+a9z)gDuTM7Fa9Q zywL0^cDA~B1$`@#aoJGztS00U)_J&hBR!G)Cpmn5uHgBMeA!Aiv8e@-Ds9G}IetSy z8n;vPEqkg*T!i-tkt^(Bw&#d6ECN1S2yJRg@Ua>QS6#YKlSOFUQ;snzNDqt;H0j-c z8`^G5`Jua123NIoLi4XG3zRi~uN?is$;qFT#*0s0JxD$wrx2fbfdzpx9ow}pyrm!U zf$5%^!ya#mdoXUDdCwg?az_4jXwVmHEgNn3>T1aDl_vZI;$NV`p7Hgpn<>I9q?-cX zW0tP-;hpcIQ%!AGTW#($J4YI&DDT`Yx0W+$#6{nwT~k9j(W7!_hjw?j!4!lXnG^tW z!j8p<-$!RDei`!DAGD_`Wr~kt#XIpvJRJ8y=wvfW9;JOLYFCL z@fx56ZQi-vBdd%%`hA)Du)FLBejtoNsjJB8iiFPR4Yqqw8kHOX;U86*qnsO#ohhEx z7pmjT6bfJjla+&d;#X0f*{ctpN?&(uUoVbp0)?-;+U z)bEBWrqDaTntIZz-@-kmf&4fL*FAs5poF`W5w-P6t^s6klTp_c9skwI@s(625PbdV zXi7U)84v$`Lj~qw2$>$11ejo5!~#uO<;E8qeDu_;zVJFurbY>U)=Ay8^=XK}U4e<3 z24}&XyK2c#-HFuvI7t%7d;5ESE{oueMjmSgVpi*2G@TBKvvk^AOc^OR4O`4FmPXz) zf>M|iC0|bMMT7_>K!XWdZ?Tuos}H&uZp%U)9V^xwFrH<|-qWGHV4)M^soud1 zZj-c!b!VY{G?5>1(HtY9qN19tR>#-W);NW!c14z~=K~sNKosrNG`}!EJw2VF4lzmP zNiEDg?<4^!z?q2^95uP#D3GK1@>iudF7}a8%^xLeY>ZZW>170vC%F2 zRZS#9!_a31G47>6rjCoYQqo6vax1XPKq!A)2>ls{2vDQM@WK5+Rv~q37A7D z7inVz+^Lag{xQGuQ#G0I2O{!}9raz9`JtU9!4<~%?<1@$PuF?Gw+o2VDx?4DplPx> z4e7qDjo7lx#SxL~x12YH7$xQvIAna#3%3t8@#uj1PHRX+3Og}snuWZMYyTPzYdi%p z-w5|gH+aGY&5-;8JNeaunWuY|amn&wq-10c+1IuA>d@*dgc5L5p{(cc?IU4C|Y2)$A$#LOEYOLy>ku!H>{s{(Z%Sl z=2aV)p69gBi-m4*3Oek{D>BagAtUJyjhGeOTGdn6u8$hup#iu%y>H4u@^tkNo0g(O zPC7kX-JKZ-^E3r&nXZl=`w;Bg8xE^iH5HkP<(As({@^%z?E$@IfdEtA554x6yGO!1 zi{n@B#dP4<;?&nSHr1}@zWx&e!&kj=D{lZj-Xh>jg`YBO<9$3>-GlfT|C}>iF3tAW z{Jc87fPqHhOC0PP0BafQ9_iCxvhTw<{Z!!W- z_Qr!+K;tmRj5=FB&qThr0bHkYt6039L)mZrL{9Xn*KPjKuX>;06D^Yk#a=^-j%&Tb z;S$X#+4NO!rbog#bs;{T8bqGMG1akWSj*$CxatxTlAiQXUfEqbie^ni=|GNtii-na zoOiqX_7*UeK(yg(eI(z`mZ*7L({4ke;*jm=B*v2TtatiS$Pf#<)tqULLHg`{!>zYaG|6&rR3v;19&~rZzOu=nZk7Kci%A;OA5;zZW2PB< z5Xr{6(Cb*y^G)okaN}og{#FDPEi*8tzv9qz;+KHOu{#ku(lgr$mmiqe!zZKWh^vcd zqQWdnDXj>lfkB9-(;zrE91ci9sDP>_%6h2<=SAz5mvCxz))rEw)&MAIZTQL-)K3hwG^Wypg#Uxlts{x8g?lx)3qKJ&~wTcDXQk9H-2 z0Vgt=y;Snp$}#AW*pRg$^mZHe3cs6fZ5z%Zm9zq{ z^dFOY+vX72KaJp8RnOu=I*Y8HMuHdVE2zw*+o+R_OpT0u-1Cn!>)@Xql zOdhh=hQ=du;teu+ZZBZWSl5(M%{;~-1q6ssITP1SO_fbUZ2KN}TjMJ-=XV$WoFsDS zkP&w3<6UA7Om=SSU%$n^=NA@NHS_j0lm!zTY{3jf>0!9)US6eg+64rHL>?gq z8&su?ZT4;a$=%r@MBd{GY9g;|aBh%HocG$X?K>44c(vt=aB_W-@s`4wrr*e+U?8WQDtPa!QCasuOZ3M>RX@sjm$~Q zTNV$+Iyf=B^OuNIdw!-XiRh)wRe5EnQh4jG$Sihe#c-X$936whxs=V($)>0u0sS;A zknMR+EwM?=t)~n$lGk}(8Mq~YFxfL&`fKTZEUoU+eLZ!IE(Uc550@C1Ji|9%jc*kS+0q}a!a#TLZIgtQFuFW?MmFYPA(CB$v5_4+l`Px}iom!|M zpd$${9sF{&D}1d}sVhK_F#DbZ14a!@G|FjdX(lu{f{BjYY~JHbKB$SLZsGF`N+s;p zmSqA*Jly8P~V! z-gNQu1E+wU(95pVWVg!~U2}e6tNm5+F!KtDY@Dk(^c8fAG~;KSt*5^NZ2q&9Aj0|~ z4Rp`jiaO?MM&x#?rn&^z+TZ_EQdrKTtfIz5`y zeL^fi1KuyF8@m{ItG)R?L&rz$Iekj>N6PVxP0=sGhTs*K$8s+;!I1oSxpt^CE|ND^X;=uDT*g;JwFxypB6y<^vaw#K1-_5N$W~p5|*)8{_hw#&#S)A+(_EcL3T0yzursb2VHLmh9mF zPF*ZoHQI%~_UHSk;uw}G3)R|VMBjmKD)qE^Oz&*|$sMZsAw)^AE27R;<%T*D3qtQ|z0q93%x@j( z(Wwz^QTxp?#;%(9a7+3$e z>Y7X1Gq;tTdXQV#fB54>mNUWF1DG|*AHL?$C#?X{NQoj))UI6I-D{a#v7V7(;_p;B z8&o;A7!;ldu`9sjA4>;#drOe%Ga+J+K3!|HO6tU0*WcYheYnd z++=uck%1KfQ)RFtuZQ}yMxaJudDo3jGYM^=SsN1=8~wJ!{iwne$;(-R8_g)sBW1RT zX2Qp{egE-n)h;*?S-zXO{yMQfCwZOG&dWpL9e?qVD_>J9r)Q<6R6`)NJ;06#@Ib5$ zMgM7NnUslRztx}hV|J(T8qRD>nyX#x{}knCTN$07nOl@x@zr!$uwW;G9x}x#%yD27 zZuv4EFkph#z7YFL^V4i5eGqN;0!B7tp|6Ub_-1fAdREg~NM>kg0*k_(Zm)X=tJ(|4 zQ%m2NKU?qw9wZ2VS8ZdiJ~egH86^CmESLAp|5{GfQs((Z)y(3C;%?8jv^qB(&7KYs zU?jy#3oK%tbal#^WCW;hz5i1BySiCTBl}dAmvWyq9549-`z|U#9^`rJ{p{y^LQ{y~ zV0DswH~6L(Ay;?5_8RT+%VUxKX3CEPfd%H@raj9t+0ykEsrM7*B~?bohBT5jSa?{F z7&QjAT9dtG7lKZ5hQVc>9zADnAvt%3LHA z1+z1HZ>Fm=jHX-Bej0w2B#o))-9$017ulUt8iCyXT3ndkv@!uo$zC}3?@PL!Dl5cs z&RQl*16Fu0HgL6Fyq6se`F!FhZ{|#dGa0>>naaj_XnkD^!~;NIB@N7{;hAL_xXCfV4=xT`RSDZrdzyzrngd|7VDc zHItV6=0lov<#b7YrvHztFAs;Z4d1qlveP0tZy01UAF&0(%MGR- z_u0@WVnJS2>PJ|$SYu-s-25S!&#kG6kM>ssk)A1Mz|v%m66Rjj_Ic1e6>s4%5dSzG;DZ4$h9WqEvrg zha)n6f$;*joM!H_CG3IL2QbepFDKxlvRB~#B-mD@L(8a&OjNxHz4F=`Rdo(R$Hm%! z&93WoCE~BU7?Kitfp7`LmWyY(&L;pJt7ydIu8OWR&SB3v+wC^v@f-ys&RG*6E8LtByUAMy=ahK=Du^I&w^1|J>?< z@~6tg3~4KWIlC3tPChFq?q4~pB@=|CZe05rE_mcsyuwa;`ct%jdNw@m#t~9v)YNb~ zeUKyJdC>Eu@uw5no=y{ahWdN!;=9piV$kiY>Q%vTbEqaoQw88Uye@YIan>+-e*<{X z{E^#nWX@T+SRlvPEse^SCMs0O%5m?=B$CCOdH@*cK}Qdazdi-XSx8cQVi7p z4Qp?-7K)-LsKUpx6P%vJUcgK9&39B0T_Fn86$?6fcjc$Y$VFKSSz94??j=vcx+`6r zpUbV<)Ls&ReGY%Ws*ingNsK#piK!W~oh}pKapm%;$xxL@HU{sb@T%CE_Kl6`VwrpY zin~3dx||v`)O8`PyfChUzT5ZaodD`*nu2J-yD{vqpoRkqp*&Rjlwufy#ukM|;i!g^Jk z%au_CsTHT2ckQX7IwA9#c~q>DPO#(ypx8OCa*okZAgkJiC)ad)8!KDygQ%O%&O6f_;r`A7tkQ){=WZt?sfkv zv!RAa^UA6>Oy4bTu6$5oHTcCG86>kKPg zz8+@Jgp=T#Uk!b7PKT?`!`ngDLtH?Zlp)EzK+FWyi!11cDYt4vanV?D=#tI?!}q9b z)4Ck^hG2joO8D%f`|pu^e}no4)&U{+S^MJQUwpAoz{JF_QFrCKVyRC9T}#(b129YZ z>r9*qpRZ7Ck`aHw>De>-6`-xZ2y%xXw!B6Gq3lZ`_xkPYz~G0kD@CeA$W%VGMgI&| zp?FSpz&?&f_;}a6;O;mI9pQ&ysmr;3&^fSV#7R$>*qct(cdBT3V1H-sQTOc2#xVK@ z*dA%%%6P29gS#|dGxuIIiyLd}svfV=O!zTNE5>9&^Ou@_#E44_`;`ttH=0<|1ZT$7 zmZv$|%8by455hW=WGFr(=1J$tUT0pYiKy?aou@un%>(1L&c!HV5rD|IS@^8vgMy|^ z{fO@*Q_2rah+1w*qZgTf3BP;|rMt+4(52rcEbq_ZdZxHh|L|*2C znMV6Ousy(b_Wn_yT5ndGHpBCqs_pfY*JkEB{~TMl3J<#TPUl@?e~ucNnA98wLHp`h zs#&->zg4b-u6;~Ry9qQOh$idf-1+vr+`G%_aR~R}qKk>wuP8pgtv#%Ip)RUk*|wy6 zan-v;VJFi{uU2~X354uoicdrXJ1>E=qmHeR^~>EyN8S5>@Uxz1g)SdEp0;k3z#XQD?_yU~Z3yt<6}nntAaU{_90vlfg~6 zN4JyR42V%SdtL#8)9Gkb^XCi2&!?dLb*;XwzE-qskGHt2ZRcM9e6II$=Q+jJwm!MZ zno1nPf`j`}Ydz=TwGsAE=a$X60=1)&Ptr+P#kSC&|6e-OJT)OO(S14i$!XMJsgB}d z6{z3yla@+uzy8emA7;2DNO^g zF{<@fu4N*3GUF}TGaCaFDa~7+ug+-EqJIkos$5wHg9U1$%#R*x1paunvU&zD>BR_X zSbUI|4Rx}6U@Nam)-7)N^ChH{d#YB(tjBfvl5^|fakt255fyniU21%!SBq^$sv6tt znAds#oG0fNSrQJ(l=)Nj{U`d?p4m{v;%{38vrmW2~kXt=KGoQ4~0QN=RPu#BtVV82VwNg9pm}SO}W=N%>9z-6<> z*XExNvpZCco=y*Zm@B(cqi{`ra&qJuQ`FV5S0$J=L@Ir>kBMWbErkg}r}kS)Z~Be4 z#qT@6HiEMeg7M_G*vE98)v7WvG<6D>n4YD4ljFb59M^G+h(R`J&1CGI85z%1SFPJk zyi!$*=3t6pJoAgXc=7j(Mm3SpE@kQ#hi>kc$HAWR#nR2sDQ=jTI4(_=&5|jZJs1r0 z+WRS~biYC7^Z3thxdmOXKQQ#*?_=P|V0b6S8vcN%$BA;7>dvF~{Jo}H!P}d(#6e_lNkeqf_@)xE}YPj!6yfWf7bW=(mdzO%G2dVgTP)2s(S|qhZN?wY$9j5N;U3e z^8YbRB*rniuX?PM#NJj@jMYi)cJUJk+;KbO&1&9vqd*E7-s-luy&K2t2rj6P*g4mLqf^8oIAE-L{v z|1{tlR;8UDoboF_#NSJ4KeAkW1*uQ`+T6~7a4WYD`rg-EdtkQND54vx#w8p7&^vC@ zHkPVL<;FL=dSNG6h?|jH+*2{-);zBtUj0s07RR6nj14fJB1%>GbMDBfwxvZcf_df0 zYtxOW+0b_AvhdO8(|&L}G$jAs{}jyBb-4{0d@Q+wq$`agt1H6|m&($Nvu zk!rxY!2{_fmiz?z`CGz~c9jwGO1?qY_SeTr>XOE%DKG9g-wueHKmk|&I@t!}2H~Ic z__W#~#Ds(4GI`BRd3=(a= z$i_JQA}!=YT9Z~Wn+BlP64vuZ0H`33G?L}YngO>GatDz z{V>fB%Ov{Rhslj@=}1Tm9ijaot8lEQTj@f1chT^tGfk{`ksDn&(cpek!IMT)eCyFODtaNCh=+xWFV%&&cY3VudsTgu{_ zzf}b##j_y&N_4`h=>&pw+J~*q^*_M}AOZDR3`#hsKFkU+ZIfRjRZGF;7AfUsWa4OT z8eDVtY?l!)ymrX!Z%9LRs2rP=tnQn4;^BCLN2~PSi&xY!&YrhCzHX*9Eir4%hlQ<5 z*7^%R+4X9F!*n%(t(>V^Z~H?Eq*hYI&7^~>n3em*NL8|~xIpr&#%f@v$d*+ci1Grv z6Zpg6CM?Z5P~cR@f-~|F57YH;XU&Sd+ zA^G66hz7%ks&ipyPJB5)Ny|A#W|Yoyv3K`5L%ktki|FR; zwVl(z7G5ykwh?*?jKMG`CROP-Fpgl^VB(Jj(>*?Txiw9-qxo3jh1Q)}hAtR)F)2bI zf87hF?lQV7W*d!~7m9gYy>m&s)mM_H?F+m-_4Qu3%C1D0N3bXV9{cXF$0@yL`~aV) zcRx3)kff#TdtqPc`QU+|{nCKoPK>|7DHsOwDq#$N?4WvJ1D{a)$vvBsnZm%2PsU47 z%DpRLd-|U**K0)+eGN{7gbF0wIs)7gB)js7;lLmdy0n$5qC4F!tC&Wli^E%*Jf~)%jt*&R2vgp1ixJ zD^@RGRG6rdzdjNXz`&VlSWA9(J-J_ATU1~7^|v~%P^NXzeVb*MonSqdoKzB}c19!V z%AUY%T*K^=4U&vsvSf{}klRq`QHw*wS<+BXv-_rPuvy#O=DUr3^Ih-m4g?$n>^MEZ z?grjbuLE}D15N`5+iDwZt1X+tVBksNtl~{T*l(&G;eeFqY>X}<{CgJ;>mUaLagE+Q zJKjScw|#nA=u6G=>vC)chYcB(!sMz1_b=VUppgS&(hL2uq$;oZny-;NVVsmIIJ4k1;hDy7D8-3IP8($uFT% zR2pe*=#?4wvp3&Bb6Wx}QJ4nuA!iQgqlAO2)^DCGlY76IfS{F3tvZ0+PFuC7U0fBt zL6r+n(z3#iAT=Q&bbHi=#_ljj>pI3|liZqf-L<6JP8-wtA3Oe26=wzoTkJgutjh7R zX+zRAC)MU_SIml$>x5Ou&{)~DsRKSwt#~Q)nNLBQ5%s&p@yqifq)e=@dzswXNbE!}8EOIWTp9DSQShM}2! z7o+h~=*a{yuee}boTgI=lBw5L*#33qV${?-b{2w**}LoJj=^qNk!LOHd*$3zOW~SU zR$6@)VyDU;1m#258>L5>P>ufSN71cV z-Ho8Ff5^=E#5%B%BkAvB3k121xO+I42w~MmpN6z^hBPS%yJdeL2vwA5S?x&w_yXW_ z2Yw#Uq?WVv&pHFF0=fzTQdFXp8H`x!m(3C=wiQS;9a!5I4E{pO{_w2D|7vcC5o0EUJE}jp+eNIQVp8Z1-WUj^jqiU zxfTk(#1uf8ZjR(hiRAtO}D2^vv zyNp;?Pcz7zN!Xh%9z1&8BxluNPg6w?`uFgtrxY$SWG$yHhvn#qlQ%yT z2VSmIq}`w&8i)$X;`?sid1b)x%~e3*sJ5ExkI{iRIyOoL8-IWe9{|B(2T{q+=rw|29k)26uk`c6$`pRtS69o=BO72R=|n@(}M z7sCxF7k^iW`laB81ol_%?(St^bC23IZBCwSTX+Cl1f|+>|5i`m4yw*#FnKA?cPyT& z6##Tgd&oP9hd>P1;Oyjd3_|-Z=JF`tZ=h%THTLWQE#dRLQLC>FHRftNn|nfdW(A?R zZ`hOLTxvQTHZ3jHlW@Ix>AdOPI$lrKw=xTo@$Yx=tKam#CqIEbYU5cPPl(0&a(0b` zR7OV6_|^&n^bLmIL_xc$Dx<|_=+m9m$st#G%D|w3?{MY+&7p_YfQ-&ZvbAIH=UA!q zf0j#&FROqF4c@MQKXMq5vMw8o{RB+mwc92mUlW824`-zZje%4(z!{Rd%BDkaubM*1 zuOy6ZUu293(+gyGWz?HPoToaEz#|P_BnOUXa)FNRZ5xMGE09pFf%}LR$9h(6?Kycj zF+|0ik~A$d+8~4m+gBFje#v6^nIEbtwcp2eHSM%qIxn_ooF4lspeUlaVAJO%kFDTN zAvH{oeKS3JnAeEuas?Ap2T;F1bSxSN>l^bEYu>5x6Z0v*W*FH`Uj6}QXP*b{9UFll z`Zw?Q3pco!vRu;8U0^gyflX5i&%Kr1!-%;&$v53Vpc+M4%=Jsprzmi_)oWR+Om)?) zs@=B1yuzrYhFTMICK9DGNguj#&ojcjY#{`pwRdJ7ZEFgXR?t9$r6Ge)I4)4^0HIiN zLM+^YUJYzsrt5sAtgUN2AkB0cbYmm_(gV=4WSum>jP&{x$ap0q@zQ;ZZ>2X}c3d~wDVLw7 zJynbWW&n?(`j0yNv)?DUsWip-G{iezZIbS2We7HmTlsD(6>g%In0+>`zvX|#qjwUy z0ANw&f_HiBlsjL@NNA6~jygWt2P`EmK4JqN?bcEC)KbCcoqvR`Nif;f>Ufx~3Qg!1 zYmB@xRB0OP5nszHm+&>~IPY89E<=~}jf<|!g@_|p2^>f46PQU`z3Y8G_p=_b`!7CJ z2--9_KV0LRUZIy_OVSZCd9u5|V$WXwL|Rkl{@=CDf|vLC{EHxA)LV|uw^uPulfecB zAB85$-QO2D`t%j8_oKw2P}l@I4h7adue-?`Og@BF zAJDovp43cB`a$xH7dM#P~k& zV#v1Bn(p+#@2}_Hzv!&08MIO|Y0{`5b*c;lNcXgI?Nw7Adm7t#w!^^rHik&+fX7;V zUP5P;bvtduUODP86onJeC3>+(VKf>*PuLiXaVQ`zPyHuD9V2RbsGxl)fdhL z0?%=v((tslo?&SQC)s#+!s@7Ef**U!PS=UtCBK@wOkqs*jmlXhr_g#^1t-M)n`P5E zkZ$0NuSsO0O)A~eR{cWW`f*>6@2w!rZ}ktnu8jCa^9!HeOVR#VdRVDKFnBsb<6+$2 zhu+A3pWc*+XH78(STvs#Y0q&nRK4aydAr{~8u5vEpk2;HQ#rY9tH1@7sv26+YuCf{KhN-r#N8go=GS<#W z#==10U;>l3d^;$nn^hYXD8(bG7o%=<5n&eG`-uA#|Be`$e4AT`uVF}SU6vc{7@L%>;D1^^Cv)@B>dyTNAve2-^u{Js#!OYuMY1U{d@y;%0xo#!U{_ zRR|~vNIGEjW+A6Gq30~$U#?*JVC+HnQ8V4ej+7ayeBehrf;5j~7hoTN`}R2Sv)n!( zTJD{O@rD2y78MKidL6^EfRZeC$KSuvwGGnqB92A(q!C7kuM-`LuT)v6PJQh5O8dsW z@ft0^8l0w)G?k)z@=LI%0jfcH7O=ZxQ^iY zCSv*!D2C8J*HRm=d(FKuSjvU^D(+YAMb8jiQz*B6`nU)Mh>PV^K_Ll#KVBKUl(=7< zyX?pFk*r>*K4PA1D;0E!Z3kIlLneTQwAPKQp>taY1+T0SYnNWW0fWJ(>%1IvA+_Qm zi%9JsHG=g~m$ojRl9I@8;M^6ZLfna4{(vU&_KTDEQGZVg4V1xCpkD<272Z=e%Av}% z=+t#DzfNM8<@~2tw1UsBbB|FuAfnkS_vHtV>kAKS74LB89&~#exBJ{l>})oO+i>b_wy#=bcxx!)Ug5w~fXZjQ=$We)idm%DxRu63x6y*P{MREQ*|H(#qo$ zH-u;)ncG~rZ){iEqs1;>5N6$zby2PPu0z;)HA0c9VL#>BXS247=>BPSZugYzjkvMk z5wK541+Q*ML_~yY+NZ2xLH@JNAHJMFq`V->;-Mf7XIaKKirj z(#0Ex#V26lDLP|p%Dys`H!MB3$-6Igd2|OvjSB0sM}d$1lWf|ktKpeeVA`gjPfJdF zGvi<;fqWZ?Lj?*v&_IH!+iAJ4tL$ssFS3+deIttP2{aq%83!(hGi4u0)`nGD#j)Qh zkcu2&J?(p*7yZTG*&HvfenmY;Pg0M(*ZrCmkp9Ajv-l0Fsxee@6a2~=MPIb0W%u_V zb{^-+6x_)$u%||_ZbJ7Wg(CQ&GJudM`eZIwd$JJ~aMI&mJ1!55XPzSH&epL8vc8pO zcH1pUNu~lpi8++fj%TJRF;b^lGIWQ+&NtkqO%Sp~SMJy7+=8UI7i{G*$kx6w#v)FO z=rB8C*|=2wf|n@M+z?HECfZNTG0xVOf?PdcCVZ!W;-Kc7f9+<%2HU+mFJSLy+RLUG zCq`_k{)9*Tc+z9g{6i`Ny*6gv_@}JwTDMI;y2CCir7v% zRcQm9+YLwxC+>k$B}JXsZKnrL{0?@Go01JTsPJa3z8q9V3@u)?o9v{BQWs5E25*X} z_inKzX@lqK>)}uGi(fC~WAo1ysK2?qV7@_g-+(oxntol*l~?>IKfRkhO|%XkPDC9o zC+l6c1e^pM6Ms5T9%2lda7OyIy8TCsnv;OwbArfT&NLPHp6jI5c7iNO`^r|nn<3Me zva4*-UwgAj^+D7C{kxw%2Pc0YVxQ^f=RAh)$+wTGc; zos_m>MOtT69&4yVNN?0=5EnNgRGWzXepmI9Vt>mAz!H}6MZ_EOkzaT>hXESebX0Pr zxyMNVPYm&$0?2mc zV;y(f8Pb&X3~PWnjl9Tj4_1~@P;OUm-xoT)gEb&oxaIuNq=GVZJjI!XK*z!*gHhtw zx&1NNFK656UO>$~q{!MWbD>E#{WJ3>G!rpAAI`l3)k|OfJAaGHI(tPSsK;slj-!#s z;QWt+0zqIwPL%~EI!e%HOy&bE%3rYe83Ew%SC-9(#8GdR-M`q_#k37C%G>|rB4ovw zyLSFvD#eoKlRLh=gx+ixwaI*g%-tQ5uJ3WJ{Z9=$17HlZN}>>j?gJ4IMSXJ`SaIglgx>Hd7S{gQ?r6g6Y7vH>zZ0uwxuhiK zxDP|H)x6z{Y^@X<#*ARR{RU1?c!&NmQ>eUbwrx)Ac?-}2h`P_pe6 zsY%p=tAWMequbrEYFaqL4v`5H9h^dLmQ7suE34=bbtjFChbw0 zQoH(HM7X^3)$A)2TLudk+ZM#w{r02v@7A-?^OE%rcW0uc#E7sVQQ#8^@q)o(=2}hS zQpnQDpni{j5LchJsb0}6$(tEFB9f&s$K&FHe1ecDjL-Kg3!W^8yZ92#Rg4&Ap?~*D z&%}sLg{xzqx1rkFj$@FQX!`G;$DK|Pb+xWKh86;Ip_3=_cK4DMmP~B| ztasjA;o{#fT6aqAjf_8kyq{@$%-R_B)X9!(;rueG%vhfDM9cyFM^~HX8{9wY$4o+H!x!t{zZP;-ZL=eL({eXT@YP#YSBu?e zq~8iW+1+rtM*1diza)9Hwte6Yg5)H6st~-!1hB1Mj=Ic7rD?&A?DS9?ijSOyU5=b00&AjHQ(8GljhrM(VF<(c)CW}Gdf^oI01FwF9KJRYzmJc%ufXo_w0*lA_;0PV8 z;8rP1aKF5uJ;PJgW-u@G;e3q;RH`4*#a=t0iJ68YiqS4w1`F@AkRL}ms?&tzv6E1p zfv>%?p=oy`Rdv1L-S4nSp>Ot0xziTdXB7zo9262JoY9M&sPzPkb@gG8zjXB9d@^65n3a zNRm~bC;KLUUF~mFcItMyR|Ki9xAZR9PXFwwe}1%I;jVu#em@=jJ;uJ`;MN;qj`W+x zx&{~nA-^n(@)53ub5WAD&~u`!U$U)}9M>g}z=FZl+c48^AB{0BX}OVxL9jP+AW|Sg z=siU>k1*SD`#$KwB^1(IPPQ0QpZ&g0FMo?}A0jUs51B`53=Vc#zyJP$VD!F#t{_S6J& zkH;MD)moUU$_%+gD&s4#?Ouhb-M)8)52UJe+21?qWhih|qudWt@yfc9j-^aV1rP`d z8m3RKTO1TzgYEWm?9=7N1zUGmXZ^^dsKVArt_NBh6&aG0UAa}cg|Q*oR|*_m7zb}* z{AMq@%HTe(B2np_#+hz8L1(-fI31YpvbQRR`HFC=MGr)}4|O2YoO50tgwj}j$u^-j z=T=2wm-D&>EZ|k65fYk2uwT@*nI@d7;QPDsAI&Hgwi^00m=(ohC__Z6yCrUh?oy84 zdNr$mg&>c5AsQyQDe0mV0x>Nz^nm^4(cMTrvKcLN7n`W}{i;yBktT4y2fQ->Z^v{} zo?V#N+E|^-4gsX65^P>*;L&~Q)D|J%?|wHkmKv6vhGw#QwVs)%*l+|1epdaXsh>tf ze(5c;GG||evKzX_TUh|kQf733vztC@P+~~P5VtiewEWV-y30HQZudeXY$ z=|Rj8L-Cm)8o4iLI`?Oe$TG}xhZWA6#5umC_eXV$uRm1hUXUxuKahN{a?VconH)`% zi?3AoVIpbCOVaYS-@LbF$)i5GO#Foqi(wF2et$7UtM|~~zJ=xa&oU&Gl>|Dia;;g& zVJP=9vV>J$awJ+6S#kJ7Q--X!JmlU^r(oaL!20XZXCcSk^7$oP{hDr#ibLPwAPU~%Nqyy?TawR@em=N)x2;#kcxRi_kx|qcGw9Rry zopdIn$CVeC?)ZrO(`Lr1Pf=*sj#vF}F}bS3u19e;HhGSXOjCt}_T%qO&V6-~C7I0n z&uEcg2Pvz_zQS89cfyt|5VGdw$f=Rp%+QyEAzDz<8z7=Y5e(IR zM_VaNJb1Cn>{UdU6WP|#bqni~sIe0tXA9Xn(}BGn%J&QZ+7B14+rLv_Yht)o3i0J4 zq>TLPpkr(+d$yp~O9t7tgiCbbfZjTS_djW5_4d7xL> zQb)yM5DVM%X=w@S8my~V3jIf+&p7r$aYUuYC_h#R` zsY0n{6&G?byv2RkgTc4Af|t_rm&B3F*K&Wo)pb#xJlFgGUJdAoE!||QSm{=LcTX`v(Kd5O-m0J=dR}wKHPdgLiWULNTMj^;ua`>Lmu8B-?v-VIxi}V|gB+I}ez?Zw)Isv^ zbGWzLzPtv`f*#`Nl_WjX&@E;}a(s~_Q(3!IkK3N;3q0q?MBZCpg_K*Wr^=}1_u{G7 zmUyg8x=hI%Xny;B%1PF^Q}Mvq{|gSMzoCPv5pMYW3e%#qnnf7Cc&y@JW{1QN#YQ`g zW+5!X+7wZw%hg8A+UhaQmd3^p-YDY3($_6nMjho4pSC$^c6AYTX(2e3H+u_dhRxa` z3<(1*%^#hY<`z%OLNN=}I`ebSwLpnv+E)44&tx z4eH|#3E-v38Iq+9Tr&^&tsXsliB#lP+)R6z2v;t@VQJiA6pJPXuM z?f7Zx1!g!q)^@?yZF`9E7Iltw2J2T}{&z|dynGrnH$luSewj2BeZ7XvJHJ1>!-N>M zDKnnSZc_20Y)Eh(egLC3L0K+^+bCES**InQez%5J_j3}+=*N5O3|G;s?kiRF&Ejoe zKc8Q7b62$mbS$zN=^)ts7nzp6g8qO$ioiURE6zm^l@jU-ZWa;@`%>MsHgwxO7^K1k zN3Dyzvy?cN;Tmg2d=-Vw^>_L!DVscs6&yh-5q@Ko+PDxrf6$-7WFC?$PT*`GE#zG( zw1^!cn5ad6#t_vAq7!TM+c!P!r^tIaaDmgS8PdJSOBcVyz=&VrC4nyludquAVn9$FMQyg% z*amv{%tZTR^C(o_uE>) zr1QPx6KzU%tNcKKzmVUyaU_8TT4s)>OH<9(5}wNa7$T&s(BZs!@1@F>z$WgFbU=V-BL^7sZd_H(|0T ztJ`@bAn!0}+sw*1*X@=fwiA!faa#0kI5v~qkhRq==XF_Ofq8hZ>A2XU+&Mrmn`%M2 zZpO5i6hFEL!~2_Aluls%K|N!;l@{^x&yCo_Hb>U~;)evUXXN7vDd0^>wKV}ZjAlT! zD2i3w?-d&;*rVQ}TD)1P`vHo3#qRwMn^?o7Vy8K&^+!)dhu%{~a^Pu^p;1^a^N)tM zPeZZ_`mOMKJC6FrZfb9GTGw!c=TVD|6^`7_JIU6W!TfC+D>6NqSzl=6S`j-!W<+1z z>H+VKrB=hx5=i@qDo0wyWFK|m5o)?3Wq0%x{eFD!{)+LJgkM$=E$8zLd;w93pwLZ8 zhFY}vz2ff2=$Dpgh=%qwQdXOrE0$lfv-fwx4;(56+*T6tAw%G@wLcL2aFQK6TmF5> zf|09VuTurgizgjDSbN%_FzYA*KEpBcVI4byf%D&?LEHu`$HhN(wnwrZWt_ci-3B`S zklrTbZV9$1yChe#6#CV`wwAtOX=@(N-d_{I49g-#|in%zCiPS-@X1hAz= z2RLi*w4i$$`(!Q%QduL4TKWZ7Jd1Z1L1v6lp(u2wNz|i*r2|d$U5|A>#hKl`Q_@q1 z^RoEzgQr-qqwF`yD9Xsm>Hk$A;I{;5D+N|O$V~a<{DO9u<}=e&EPI>eoQK9kEsrw# zMN=agdKVNua*5MW`~#u)IA7{Qf0@2-|5gtQmD5MZ+mGJ#&?FXFLuVDEoK_d!<|_Uy z6=D^Ib{ew4;P1;dHIuvj3*bi7s`dQz$wKS!Bp*j@6~jo5(X7q%&1UzCG?~Wx$z4oq z=JEyFUoCM{pc;k0OyY47m2i2$easb5FRB^Oi_a@uu>k11r+wAq5>Q*zUmT#=vSsOA zW>It=Zwri2YN?sHEF1MAxA#hTLY5r%m-TuuMjHd`^2{Lcc{hS6y8`aKhj16$kz=R% z-%U_%1>OmYNRRtkLb2^tN&K=yn=}XdXV5WR)oE$m3xl$T60pi#hA6>7uR3~9_JaXk zwBYX%fA(*K+l3XaBLN&)f|d5aJ&czWTgjyO#Vfgn_>~Zfvs>QQeuzkN!o%WQ zmH9!`Dyx5PYAs!KS%&@?kZe+M2_iCklN`4K$FC7yN$Q;|D7`TBUGpma+XCzbgRaGqPTblYf=~&9ukP|dIJvhIeIbM~Y2LgI!SM(g z?!~ZiXc7mzuBLZc>hawYKTj`knQYwm&EsEOp7PL4?(ws7bYwwXewpOdl|5;r1C~cI zKvD77+d|0OTp+LkA9(y}$$N#Y_f)`QC_256s^mgrHiIUYVIykFT&7TGu1!iPN9QC8R?{itHq-8z()D=+dhy0^W-uIrViLQ&RLU8VRV{HHZ>%OEE!&18%p zD*qR<7IFYh88}DgeXjW9^yl0@LyuAnIfoQ9aB%x7e)4hu*LzV1e8i7u%TZXplOH&*Nyied+={k905QG4rnR zLdIt5i)ZpoE^XCe{jK>aIgYl|EPaw*n8QC)?nURmbkuqX|Igzdvlq#@d^Z>*fI;-2 zeR>#=eiY@A=w{Yeg3#2CEWrwX)uB8`?CY5W%|?j?5x6xolvkpX!i3Ht~I zPF%Dt388srSMvBA|J4n1>x_3V9CcXC)_9RyZVIqbQywMtbFG#fj%d@Odu1Y{kl!X2 zKbzj(=_3vQH^rX?Kq$O<^a2wg=KOSQT@j0qLcip~^Q|uh{y2g2ys<=wj0Q>f~x520PS*egI=uJX}3c0C%72Nw}#$*ML3QRK-LwMf;DOMWa zfVeN0r#)0zzsZ9>!$Y)IRnn){PIX?P#Ho^aNoHWng0M}9DgMzXk=%78p~?H@TGD1a zkyXGey}Cm>Jopw4GidLp){h9_IT8&4aM={>2a`TO+an|e8MPz)l` zLEg&doc~t~K(;hJFKv*J7pAtAWUxM8su56}Rg3MERDtxOkqld{x*W~WFX2wl%&Ufs z2*Z!?ji|lfMn`hkI#8c30=Sn)d134vfO|E`*whE;7x#O~D3OYAP8ZEx%&aw5GV0T& zjc&fdj(iek8o8mVNUJJv-&uy4DOo8) zmWJdq*l&_IWJqeE5EX?XMDE4zhJq4Iw><~Lpc;DBL512Q&FIb2!o*y~D~;*>0l^~4 z2J6(_;kXw}Q+qFqb`#E-HXc=^gW<5ODTW;wwX3F*7D96gNxAnIT>p{R zcK!98pyQhPLynwfTJPNm$e`qHDn$!R>QTH;ILw!pKmO#AJOUJZPLj!8Z&5Z&vXRrpkjB9|P2I?>7r^B^ z>+Ty!QD~>N;8*=>s5q}8UgdIsBYGxjp@;K|VxB0hov*-sbYSLdl!gj#TW3O65?}q$ zMS^6(aF^>`jg-5};`i+&)GrSl+1sf~QH_zJ&AbPG2v(d1*~=tKlqY4rfOa z1f_nPG(PG7I%HqLsi+;EQ>{{}^~NzHp3}6=P?OkMX>fC1Ui?U6H_xtTrOyU~9Pp}x zj1Icy#wQ% zF3fLUaNLzF^3dfBU`XjD{=okjs*R7DHOHOjch=6LLqvj*hGgOP1lhqN-%E zX4K`LvDqU3eToIMT_<)yE!rVp_z2@_R6P3cK;L-?IKj?OTx(7#0&034Wra$mX2f7N zh~A(QW-{9ov)C5of4>B^bg0Mji6WW4m7Otr1~$GZ^xUm6%XF6gf>*t)ZQ&$%L-zD{ z>*;5bR?VpGG~aZIhglt#AV82T_uHwmtBp*gUmP=f<6gwl{d>ckTU<)<^^o&qqql6; z@Bhi=(X)vd4u-H^i6h7hhzD1HLe~|wXqvwR3+N|tHa?)sGF4}Hf~~nP`DHNOi`p$?sKD3O=`R2LXv)6q$qUUg4&bJZ!wdOx-NlF9`h*MVNCHy7wv>v{LBZK}#LGmq3xcnNjgY`ko5;S)o}pSqJ{6 z|I(NWi}q-D@yxf4)$c!h+a#_54o4wU;mx0gWkL#ZxJ`VHvkPav23}96?tPQ}9@*_s zi6&%z$s?7B^}#NaGP>9K@HMF6rP+8yX1?-e##hGg8{{=j*cl34beHqGI!wOl6 z)Dp~mknE6a2jIOt_$fScV@;t~hIYueQbVmO=v!4pR})r~9bE%7iCUR@ zDhex&5Wg7@ND>D}C-leQ@q!c!N6!e3Pqi-B29M9GE~sess^^r=AZOxqP|Ul(JLuI3 zdWn|s9gce`z}clo{=0Nf)oz4E-HTgFR~%n89(nBsoKI`qucMuMi8!LfQ{LY4AE^1| zCwV4k!F<(! zHkVIMIZF(=ly?6XPsm+^4@2;QZ5BK>3tnS)OVqB_O*tWv4F%pq|)hC9Mw?fnQWP!PY zfEpxiuAYbh5Pmox zv(^nj!s1)q(vmk{{HNwf7y+0><0pvB1LS7P&n_)^$WqpS`n_a6_^Ge7p%ju|K~qj2 z#J&ldU>1%}at%L<&TZv67>Uc%w=RX@Kh3eHkDMnx_^6#)c_=*;fN#+IYMZ(vp;;ST zS(&pqyl+~_qJ0$xuXH;cWcvF_O=atn}~ z^aWo`44h?A$LxiJSGmV)>V}N7&DyM1v$JwgXpQ`?Bk1R-O>vQ@WIYdWh67Q=qv-3W z{I_5I{~_zmS}e(ugt05MSdy$6MA^nZ#?Dw0AyZWLy~Z*One1zX zvdoZWvI`kY*0Ha@d*0vY^L;+==l93_(JN){<(zY!>s;sD^*7qDbd*-d!c(O=<7C2> zNy$uAiWWatmWee-y`_OZRfC|c8at(zWiHKSe-+H_rFbvN-VGjb?~^jft--0l+V)N9 zWPXtne_R~MWemQ250pLkZ4!MfzMTD6365J@iHfx70Bd!ajBx>bNj5RwDrQPiY=|nIH=9`n^VS-K`@IIK_yOMU zxN)v6y+7qY&d|H~MDAV|ZnTARxY(C;RQE%>KXPk;ZrxFW&@GRe+YfUPVB z;+!#nuSDDPk9Vw(tD^jnoZ%wh^9{@lG_f6u1B$tsC)bZzb7Dof3%IpI^m;qsmS2cN z%H5XBrY()a6Q$Rcl&hQiMT!I)25z9sK8j2%Y|Qz}@YOJ3=D!U*9&t*cEsV{uJ@#f< zV7xBCQ<5@y4h?Nn3p+2zcv8K4wZF>XttsDt?~^^|>X)ymZwdg~ID|p<&gmpIy7{~4 zy;(*0;4xd_i3HnltC}!cONRI6-M&xdX>hX07K$QZxk>$q%>WTfS!B{3E*b zS@RZJqJXU^8@iVh>x!H!_@3wD3JLrQNw!FBTjgfTO8#IG?uLxTZs*&4vdIZy5bbPx zyt4~47{(uQXi^qjK025Q_`7%BO~xQu>bv3ng%ERQsl~deYMy|%n7KB9=&>5Gw#(FG z--FcuUhYxCeWK}mFVI_QFgv5@xN_&@yGR!#3~tVD9%j~Cn}?GpN$znOG?5RSKRQ6m zeF%sDUMJ=}H8-}S@?I82Mis(}Z9_xzsWZ#TlcwPcoMW?QpR5XG+GJi=F->wL(ySj8 z>W&D?)@;gSqR{yhBIiq$I6eCLbUzyuKQO>hWR%##L6x|-hw^~_r!WVicD8)r%aW*P zsg4HSvFsYR|#9&z3pvi7c8kW?rgvmmfQktlp_PyI*hhTayZ}w@r$q;o+J1s{9z+ z&k#HW(8rxC5U{9!`Jg{k!k>NxAO>m3_|Frp>!b$*L!;WOg)WHfxlF@tx^D6f!M+#`FgTUUEoQ{NO6A)JZ5vi zijLD*{zH#Waas4EWj^eH3`iEeT+55`J&tAbJi?hFOhXOa=OOElcIfJ)-evHDlvpUb zI@X=K#IF0FJTi6tS&sL}U}-Lm7}F_uqJkVG!x`QKcpQ5%xL*5=yAt*x;a2}5Zoy*6 z6>z?X?*>AQTS?rb7~Uv&#gsWLY?)mTY|1D_oH7$*3O zuUTZ+igrVy5>KenyJwQ`lRBBJKm2-Gk9&TKJ0^4MuKpXX5!|5Q+6LeQQnt6oRc8telTew)vLfNdCcQR#WNaR-iq4?qrnW`-snT<9o$f2O;^|6mR%q;l`Y zjnLujBq4sLr-Zc;E`4u{=H`(ugRCU+;CdMh1t&tX$$ZJ+ebL}cNkp~XN zRu;%~ zWn*kV9!R||W2VVGkt*=u2%H3rk%uEIL=Xt#b`qOZqSmB(!x%!{y7Htg=x%%@qG%KE zDN4+z{1<=)CyB|e{>#dZ-~yC@KS)|>eX<2pp;03B`EPKzr<_4F>s8fN8BBR$=6^&R z^VwyYqNVDfdzk$GkaT~Gmaatgl(shIJ8JO<57lm9ngB!HM?3^!QDkI?Sis5-bg)r{;p<^yFR(ut=_%j{>cmzyAR4kqDj< zV29a>?rOQGz-eYb-6I{y^w%*F{4yNe7?x!ja`J?WSvRtw6pg_P)(&(K0g!jj<6{j^ z2K{?wold_(TsqGHtJ@v|N~e2q<`3C-`sUKw+ zY*{Wqx2j$4agahRN4Mi0F-=a4u54ZV&MJR#aOl+>S8mG%vP_Ais7g)W02p=$^Y6v ziWBMDfrWc+CM>%1(%T~kD9{tI-^m}+EVYkxe_QhHtLkx+`qng-%)#R73*u9p9Vdd1 zT?wEm>F!(nIOsG+CYrOQN?4#H_am)qqQ3K#yt(|N{{~L$p9C5ln(2q%&fdW`d{Orzi!0`VvPo6p6!9tiKLub9 zDnEF}7YK0VgUvoXXUSACtj44;_+`t5KZjyl`kBgUGWDis7CxsVJo5|^jaJR+?;}gG zr+C9{i+cDqJnKG~6^xUtLNF6@aG$5%?A*U0zeUn0>9wV z&orTXYkFl#bT2XV=>6H>~319h>c`P45fYwiVT|K9nxH);P0n1Kf~ z0L=qA>!QQFC+C##lH-A^4lm1u8TeC7nU`!g`_V59M&DSgyxMW@(D1E1#?rV=x?3U} zznJI2*|Rt&7fLvB>v`PbC?$!x0G^Ai4qawNB2mRfyhj=nHdkI{`3kGfcb0znz5`Fu#fYDuT?uQ10gtpL!rDGjwq31kyz zXZwE{tr~=n&Ng8pb6Kr9k4&Uf+g23l-7)(Z17m~GYkwnLauyQQKW-+4Ufs*w$TIx? z=}j@K1HnL(HOv4}+8@aUir)z&2VC7=2%5?G6y?J+@ zXQ#s_Ko{E4?%)g&NSn84_Gu>4Hx2owRP~PAU7#niFVwTOm!E>i;foSy(iYU)V#$%> zLCz7TC;LvYsS=NX#MlO5dXD-3Sg8uHNhDIPX+P6sb;hGGx9;5?1RT9PT17qffHoTQ`%X?fZ zwmLF4emqo5Bz?qr=mZvvY|11Clk)R_#9#KMN@I$zPxAZ^4FiTAEB)r_xjA3U5Xdsy zWzboEigY8mzU*w9TFW}Oz3RGh@5$rl@guk-ULOMBVIV6gvf;A%t0ljGA;;EEP2{?G zYoZ1a;x2$ht8mas`8S*c+ICMvhvpGDYar*+A`Lc#aKw3 z$@R6UZrG`YzRcMcm%;3v|2CAH?K!iX%(TVPV`#;hOOc=o8j~F#k%KXIXA6}u z0lA~(O+M9eIa^aNh!xx-@DKn+vt-QPy*NdBzrm9}K{_eLB*yhzGg4VI{Gn`+nA)id zcU_wyude%z2#>$XUAD5SVa|@Do-Ux`b1Aq8AgAz;PNYZl|90_7d_eVMDmB*Nw_i5u zLi%~r8KU%7Z*<0t&7AMgquiQqBsR1LlWlu{bJk+!P*fD;vo9$%&>kCJj>i6Qegi$Y znb#S5AEgYY?Bt;*8akYo(IelTq6srT2ago$z)`Vb(t2yHTgd-z${$KsZCRK^C>wRU z1yZ%W`|RIVpLR#u%35Vce)K(>1KcRpQHU3gRpC(o&!Oo~GA`q%cJa3S)Di?9XsQgc z{h%Zajf&ZarL{4It8v~pwC}q)I8SSvGNgNQg+!`u}=Desae*D?P*B*;GI9W&_4L^_S89IrZi%@!ZoNv>{kD%26 zrzc^$m8}K+^9f=dUj*oI;3-lqes6DA3p*?B;Yg=n z;jGgW8W1%M$0LJ>zLz>V>x)!rtpaxU04#I>{*cS_ybw%CG_Q?gPU;k$>LtCopf$h^ zV%_&D0FQFQ>Y9YciYjdC1w7uS*u~e%?FTJ`g}p89C_gFq!?B6f`9t@#)$PfYFIP7ddG2P1oD*$Y z*zHHMWWK$8?*J&OzQp*ZokgzycQ)GjaeFXZiu5_yf)?m>Yj*%*(*xi}8hKhPOP}wz z=$p3PpFJ0G&Uwrxu)k7B8I8`_zt=r>AN_i*YlT#&J8;=foL6XCbb6qn$3VjYQ`zfs zpY-B0#!v`hOgyF^it11sKA%QfK!$yo41%xl8?9C2w3*~M^RTOOZ5*kua3>B4w;1W~ zx@DL|D`6r@U-m_}7r00<1c{2dRsD}7F&4kW#G&*CydKZP?1dy!XZhN~wlo(pp4pUc;%6_v`d_E`I)eO{5!z9@v|O#yjgUa7)alBT<_cbs z<#YY`L=P#|pcBkn`>{_f%}J-*8g}KMl4x&EsN(5ox4~fh`l@cTt!g8gy z7%BYk+@;o$Q$KHx0>k3k0s5Qr0T12YFA{&spl%}2f<2QKR_{gI|7ZaaQPEBY^cqp` z&Ggb542~JA-Ec8Doj{J7n>36x_O52i(b(v=arQ#KHxTZ>KzE1}8R`EamfyJ5k=}L# z@Ev>Z{19{YT$xC9vMIbDD_KPObdF_x+eAg#_RNK$20@YvS(}t=t7hdtuWTnE6MUH= zaHTdG8A4lWaVh+$viz4NY}q&C@L0(XwHS0`rbNv81l@ld7wF7-X;7IEY*3k^K{f0y zu?|A1SdG@xx1pB+ry-+bU9g$BSu6ZrVXMb)O10sE!T^l)ZV<8?G~hY)xx9+0K$Yl# zbMeT|mWBQFi?LuQe#);KWT{H6V=YkfqKjj#6eQgxKiy!8MD#G3m0{O<*Vd7EiCzop{*`5gabQv0UQ`Mqz& zm8cNm07P%zDO~>WT=~`cG4giasWA|SjxCvBQ>X5KHq&r} zVcm7y(yfi?pgqXLFPqin_qZQt&CQD(!jnRM^xm8@S$*)~c?woEogLLE^RMXJ-psmw zri5-(EE!Ppa0#7WOVi%-su@0A9Ha9?uk*_dxee8np``w-E*sA-Y%nhWkIncm1{9jr zKGX6cqg&UN&RaL12XYWaYBir)@@?n`=dN69q9lM&Uv?(fNt_z=*cyvfC0^HIZW&7{ zxlBpTuZg#7XMUpbB={(9krNSOAwk}iglk)9wR1zpX|Cx8M@QfYx@W{VG+ae)IA zhm7@l$cogxxLv@^;4sOF^k+JF{@YMGFaJ}l@yg^y&`~2I;1mQNzcKpycHA&k+~Xvc zV%%#BFeiK0ZXbvEob~|6BFDYCN48N&ppEf)Esj8zFO=n}66&#Vliq0feYYTe(3b-lGoz~f&eexgSS zUEQ(2sbdq{W%jP~;~z zxFB%ma6ZUZz(-d{59i#%v&^G?D%^1Minqj32337=MUP}oP06WB08n>fpQtV=l4(Hx zeXK}w?>3u}lBOX)teE2wDF`7TTRi8Zq6Yu650iqU6J^x4NWtJ?MyWu5b1g+weH~!P z#;DcieY?T{>jOU<7io}SmF>6fL2fnAARv}B0ZM?{v3%C>f0GOs(SZ}Mt77TFMGJQM zpdp@aapj(e#6XRazCLV16;t{<6U*^vRP?#UFfX^qNW?m-AZD;l5uSUo4?%m$?2@oYUk7?hr zK6lK7c3n;5A22kaB`-MCAX|7{W>gPZrY}Qw<}WzS>PsD zKbOtb=X)z2sP8j)s@I@Lws2D!$fqmhQ$9+`8WVQWt>(G^M5ux_K>rp~I~a`sF@T2F zo(R8_zsLe19lLjUJ{*A|47{74e~gY@&Q6~E8wQOQi7U9R$TXu(=3g+xH;8T*P~K5Dc?QQk!{KJh)b<15n_1gy_;J{@I{WN+`3)A!u3PsSkC{f zdi9lqqeG^IPSqG&D%;ALq6)O5d+TvJ(hWQPALAy7ItdZlxvZ z+z3P-&9?9N&4U)t=EQvNa<35GQ#h&U?AYJ%pG!(MF{S`@ysr9P8@Rgi7hLzle9$h; z)B6dov^qQUnpQacZd8n?4>pr!{g_kvxwIdODnOkt=_`)mM3)VV__eLC^we3rgQo7~ zKP;ZCu1+-+HhL<5FRm4QaovuLPdo9Bjm?JFlfG-kZy*KvuLZ_Gqn^K@n0jXzYKz z?OBcgIeZE@eBes@VCK`xq>Pj<+l&&BR_wjFk7=Ee(%&9C zPv4!u12foOP%Mz-9i4Gk${)5I9fz_dYr@D+_*O)5ZR7Ij`D~Ks%KV+&?)1w)+Qd2z zsh!bfz&PVm%*X-UVU8ob_;z5UW5kw}qur3Yliy@>xM z7MR?aylq@g0Ka3I0rVB`FaPkx4+5D*^7p&O;=yoQIgLlim<1^_o3v~h^pyOUpt2|o zqe<`=0X?^bFwc))e?q8*1}S^!y9%DuS1Kn`ffQ*sLaUQ1Rk+yUcZy!wQE)%N-X@jRSqYd(ksVM}vWlC?y` z^@;Js-x&~HkcYbdQDjx8yPrxJEreDr?33e?;gCqS&&Ol8|LTDw-7mJq?_6rJ zffnVYq-4)s=(!PsJWG+YuAGEak>b`X zxRg$>CVo&6bR6Ei7pHJ7nd|9Rm8qe}>i)@Q`0CkJdOo54xsUm;K>|crL-0=r{!$mx zS-s4=2k=qg|l^mX>pIXmXr*#DR#;u4iPUwn=ob;+Q1sSU(nA#g1Pg#zw(!C0(Iaf6uTk~*33P8y{32dz;J8>wmGdyti@Ny)Z)!9FGL)i z*K#U%O0I$meaRLzD*^ zpz7feciFBgdW;)!JMod?(ea51a1>uMF||d#z(dM-(nhxCvz#;mwD^emCUB77Hzj7D zG5lu*Hrh1Q0QiX-0OzSqMnIcB-qWwMYQXnZibeL73f8_rq(;QVAk+AwVXs%)?zGfF z^}rQIztHNBi%SR%FmfXF*q71S0$W~ryH70pELXU4w;XuSg#kDiRDImVs4Nf2}I6jxV#Q+00M}y7fWt zBDC(;w6+z$saqzh%a^>TGSphHa5V$g;|W~};P7peFzhmitV-cda#JMZ+iLQ8nON-x(wvDcPauYsklmi10i}881y7#9?YM&m>L0fzk z4T1ny4_|V}=%Zzddv7jQH_gQv|4s?57?>3ID1qoBby#ip2cxehuQp}M7NWV zs^j7!wks$lBm$ffZ#s4{@$S`~%X4Cpa-JBO)zfeXM7dWvgs z-bxWolob;sf$l)vPrt|$`2~L6yS{a*_hwykn+Y%eF0lM-jfdQO0W=RYTxDIjfYGNw zmLd|0T|69j6n|M4S@rIKl#kT1Y3so>Gp$Kv{P952>1BdzUzsx)E5l?_uTOF_UNJA? zr<<9E^P79Yg)0e9ykA#@46n$Z;P$Z`jU*~`SasWdqh>}LThBSU-2@=AD;AYSClfCn z!9dUBlRJ|UOZcfF{0xT541reI4an??VUBJ??%dfzk+Bo>j-0J?isT@U!nq6NAjOxH zvcbxBex5nlOKIeRcZ<7zo*mfR6?w07(vahgGp+0oM7i;I*CJp?yf!4%NI#?1)El(T z^`oI4X5rK7K)T1j0C8;y6AQUmB_1J)<2YfHp~bS zvPrcS?0J4CASc=J6xdNa?tT6Z0N8WNBZI_36;I{89IK5HZOBHs&TNipw)>#t zy~?|52A;x~nb#JY=MQzRGZh%HN^awu>03KWrF;CF0Ss4u`RoF8Y?ONe<(!1Q9&=b& z5{Hm!3EVin6IjNCdcxJkk>S4~Z7qW01x6fkKzGmq&h4;}ocKaS#e3eLV!j-HdRYy@ z^}1tsSkgwoCxb$vl*mu+r^ZO%dR~{oBh4Iyv+qQL3o*k=tup~-&lIj~A0MX>A_7a15S>X=om5yb7j4nv!lVi^k&9gjW{a=R-*djoj)!i-trJH@ID5 znJHJK33P+#j~~+963pPym1*o|v%WY?VhrOtf-c$W zyryjI9jBO>6-yZZtKVdC=V;6d1cpmciu)sLuJ=$(0Gh6Pp*Z%(7@0rQTY?{aTmDQ+ zh252JgQ;}dUOMgUFr`btshsSUz z&Hd0ZyKjcodP0InBUKTEMD4vQN?UCa+ib0D#(Pq;^2<8Lz&lzd=|afPm5QflF#*Lt z{r8!n%SG4N*MZ-)Rs8wfyOA63Lj}=*!ePWffi`yZFwZDy60~(HmC3wl+dxU%dwmav$hv^n zs44?`Bl-z8ZJ`?)^)&w^d3dRj62#NJmC_G2az|l5S}1}`S(Jw>C@L!0x!qbtZ4pI* z?K+m`#6*+?(-Q^LA={kHvq!?<`jMWwU^uOU36+Ys$;qr9t5!I$c>@pXje`lu{gV>` zRI=nW$(@VpH+KAom7%ypOQ|X!i*E*=v=ulH{ij!sFSrhD$>XZbPQau?z{RNppW@lh z{*O&~kQth-n}_c?et<)EkIKb2C{4A(tB04_x>NQJ&I~;f-XWK=dn$V$MtUfFD>ug- zaaB6MI3n3r5e2553;V`(z>enp6TpBxx9+A6ucw_sa5TY#>1Q=tFs@Pebh-<|-P`-E z-&CM;-fWRfCpEHOu;cNmZttJN9YoLlE(?SNI_uB6mYEq-&cSTX(uLjjvE;_vgO#_r z&jr;kx+LE_b&)bIto1!oQG@(@Q2m=u<~8uprI))GcR)$4rB^f9!fWp??Xpdt^Pq8y zB?~_TTLLcsm*>PTbYhPETgGSRS(HY1{w=0%iFcg+=VWXqs?2oO8hVUpW1gIw)Sjk+ zs_#A`Q~#OtQH|N=u75CLyw~rQ^O(b0Rkga7r#M1qtT}Y%{@C&i(sGs3BzG>|C_R8c zlxk>T+v;}zXgT_>fn~=|jlqdPcPQaDpNXG)bL8B9h+5=_qGXARAQ41JudsXDED2N7 zUYhfHyyo;|VHfOhjc^e(7}uSKaWF2#JW(3BVY~{nwAthM+aFHoTjQ9fS?{+6!y#Z> z^25`so^y{Pi3>HB*R2a*CvlnYc>#}5D$}YAWbNN{E^up(XhdKlBgV@KM-~;xY8f#pNBrk>_hG%Ov^qm)RQmY`c_qwMSp~zy117CpHmO z_1Xt#6hAV!?J71?w+QG8@!Q~;B7cJ9cmo#YQ`e;{&U45`2`t{WNhb{N^PF7`@&>%L zEDX}MOgysoia3;8alIW#Lr#v`M-0lp%)KZP@7jIBbA69=Y&xTdC^>%QoZdte0yg9l zwXunB2H=qfP$lR|{=<U~=?}!YyFOuc&Ed!MXj)5mdXQ}e)S-|hqX?SsN8-B@c#OeBQPRejMCZ=fXi_qJg?G&at=n(CjwxC~&h>SiX{hhs2-@aYo z(IHoK-PKG4Oj_ks=iX7`;_;JUNLrue3bAQ`PQugKbiiIjQ4n23F(MOQGk)ey`%rj%-{=Kp4S) z^z{>e50vkAVCp=GoJ=U%yCek=}H7=S=HgW2XQ0V}ukI4Y$#TX;i@d-Td zM7Mn@s$Eo7D>XKvSaZm8&HgwjGd;(r}zLCsnF{*CxG3PkrUCxz(M7HsI*g zvUg4P9ZWWO^Fu^aWuNz^z*bMyhkJZ!)POSyaR0NWDTwE|fv)7??GB0AV<*hB5G?L4 z1Kla{?!&bavD=S$Z<1OOWd(O9IzO@rk2e<{siqc1Z2f0XRKx4DI* zpfJQs&*O@y>*+m$~s`V(BSY9`V{_C`e?I2^4pJ!5~P9N`XZ{{Q*&wsXlwE9QjQu&eH_j0yb^Il=2NyNhSMC@?qxmK~Ol0yY-WHX<_;q__eKON-d1x@{-MV-NvyrB3D_@C`_C^iX4v%k?}lK z?vvWBn?-|PR~0}=K6Z~$87I6)lZL#xwmkC!B@seM4B#UN9>w0!T@g9wzt}$BeVyZI zu{t4Rm|`6xb?t6;SxlFw91>SG2iliRE+ED0Ui_F2hg>2hvh%~Ehx-b7sNjyiCeic2#6|*Yo+vq#c?JFsx%e2M}u~ERU z!MB&+z<7N9rI|nM&>g8|w;rYaRBAx~=>2Yy$(||I-&}Q?bb5!@3h~od;I}Z}lT>c^ zSQ*cyczs%JI#m%Gp&j3dgU^T0M^s-M%9EW_v0!)b7s<&xb%-(T3uZ9Luar$!UGdG= zOsaz8x>H`MYf4K1$GEd+NT}HHO~FVi#)biAtvnW!=C9em$x_Tg62WifnG}Vd4T!Bt zUNzt2R{DV0@z+1gUKqguUA`@3kWN;HX0MhYWFRNI)})sky4Y^#_k;F^X%#N?2ffD)atEuB}P}%J3o;Mb&Ktf*M?h`2TD_n4O@C#Y^ zRbWg)-9!d3#V5VE97+D>LpI3Tnow^lxjgPDjmK{BhLyJ{$Pj|c^K;^>^6VD@Rb(nf z?TP?H;|_t`D}%OO|IBNyNOs%ta?M+wgYd(Uch5_*JVJ#=!fB!R4{5ch&`jV0JsZMG*-q z)1l-2mz`g`FxU$pta39;?X5r`q}uSIXW*tX@Q+L|^Yyv{;%|C}NY8=9@9>AGa=Y zMLpR0n}Q}?-BsDT@dlp%T(9+HV`jJIeIsU5m7F{4LRXIUja}7k{gwOo$d%A-S~GPl z2XMQlf`E^bf&_z?tLOd>e3|2@7BPYQc_G8F!?kx4F_lHgUc=+$9Uon$oq3mB6aIx{ ztQ&!6!Rbi_9{st#MoN~GA&VP-S+nYmakjgnJt>zv&E3CQi5y?P zoQ{3}GEKW3&A;0v;N6Fmz!`4XwgRhDC)u%M0c^ja1PUy|4>@q%cUwU(Pwy!6>!;U~>YAt9$-#4Z{Z}Zo{Y~Y39)#KWr1c^UJHMwfQ z8NCe!qvXIi9emW-KCHLEAaCX~M>$AtGA`(WoN>}DH1im7zNeTAIF6s1;mM@&6d=S(53rLmyZGdV*u5R0nxAya9^N`e?Ejf><6~t&hamV! zVIERGPD3Jm8`{!d|5`e_*k(88GJ!umoSTFN_lA5Zdy5PS3p3!4Vd6HwfQ$(eNcOj+ z)((u-6p81AGOcj=+Z5t-&izMy%O0u^gBFRJf6Lz-4NF>B6#)En<>5cj^;(NBXcrf8 z>D|$Jn?idFo+jN7?X5D#8iJlC+)5WIsT6eSdiB=jIt+0(+q_1ChO=prUj{GGIAo^f z-9G5z-(pPF2hX*#Ds-L{;trh&(7jirjhudLIj|#?H*6|US`^YUfE%G(=?Zp6#z@?9 zeY)M;Bk{anhA#{ne8e(%2pDt^=OM;T{P`MDv4SNs;AjQ`xx;u8wQbTC0KY(N&-*;| z%?AnV+Fvz?F*p zkzXfzt0{Jex)&|>z9X>1U=T90C7_;RVhjk=7cWT4^3-Vo(!3Bz0A5*MIyaRy_(M=Y za7KOQ0@rTciIE4F1Y%={!K5Ui_tG!dy<-^1_u@BZ35Xlkd%cEUvZL!(uWDY93o`Z( z{7uT^C73%|Au&PAspTJ=n@r!SI^NH63JH4LI3XBz;q7?yYnqe>(@iD7UsS#7S-#E8 zhv&5FvzuXKKJ+hFvEG9bMjrEiK9~@vM*%Wb1Wag^!T>qc6YVfv*{T6f632q)3v9RU z?-Wb0En7Z7cU0YOYE$=JgfJysVsMjWHV+0x+UdMa-&^yEn!6WQcz<5n2Gc}Un78CL zh;;Zw%5|na=0&>kb4Yfw^q7>~rHkQj8;V?Pp5IXJ7=_xN^vH5}d@wb%?{D3iX7lNA zEavzx!LpsLZ;46VUY3EN^kDLG${#~?M_|BN|DfG1aV#A2r<`D5dA-rj z{ilZR*&gaSVPAu~?8)HR=q%8$0m=|%y1x~xJ4Gz$W*-ni8*DYsGs>?g5GT_wlG?WW zXXsYitY|m(cKX4j)Gl=RdO;6?Qa0=ihH$nv1)t7!m9>4I$2REo`7-0562{`GeU`$m z?nCqM22HH&&Kc89M;A0VcBuHb_q1~&ztE*}g<-VR9|PXcf&DL(t!R*MUMGDpzjOX- z-t}v+-NKBinR@^j#nZ1peg0iVHr8WW;$x?7<8l|3z8Q*yeb_*OuB=4PWB zopaP0xM&)ZAOnh93XI(e{AoD1B6l3lRY@=I^5`yk-jBS%QR~a9Ln3Vcy48ZrOn_Rn z_(sju;sTC@fY$E|b*wtJimg=YO7jNc0=v!G?{aLYftk@)oX-*s_MG(79=~7W9o3z-i^H-~mAB@2psHI|`=hCC<3OfgS8$j^r=zrEU^;*y?CIVPTaOQw zZ~jFr!#FM&??_Yd7l)T8{V4^6_y4RKTp0%H=(i71-5kj>8&w0U#=;-qQJzd>(QLZe zs7Z%pui;0lsT=JeL_H%D=P%@b7bkU(^7B>AKO?U?Nwe`+!po{UudCvvLG2^@GS_ph z#q#oCT;WL@xpN;xPQjk8+$QLBZn}B>`b?QVnM1$c6k!QGgE1iNj(FS^eP8ODZD|G( zq&<&qU{CD&VZqgt6Icx@x%FVL>QqfcPnko;%c)@9`*Q}KGo45=atzt=Y2ozVT4eC` zlfI*ghMBjl_Z}&?{n;|4Ygx|ksLd5qwXnM~p3)` z6vOqosaG-Zr}PW9_(9GYVS8yqg@q4vvxwk@L(d4VDuUrRFkO9gvs7#WYpg5$4$kDQ z!%nn$Tp|HwRkalLJc3Fvk>PQLn^Zl-s%)lcmr-h7x+j+jx>bc zJWafy5b4_O{>=g;Axq=Gp&5u4M46l8rE&>rEBI_x+woh{wx%Z!p43k_R)uW!pHT_x z({yTxPST+M$o1oN%?|`v_6ku?&LPJ~S~kFRHw*-HGe`mbdNghM0JPXh!S!@9F3nnI zE9=yCXC!QT{+ZpA5zF3c1J&Hpw@S`G;9z~3=6&|zBV zSw?nPJAW@XWVz*W^=)IE3a`b}_Tbi@bup6I2X^T6^^gIK}!#MU}!L}7)9pdTm5`i0o`LZ>vvso3uq7OHh}h~CegMN z^kM#CYNlToijT5w{tllWXt%!>$DDtZ^f{^Q^l(H!zxh>o*sVezGr!EK3j&ve&?jTr zPahnsI;Bjf|FGfvaNV`JF`{HZr`CHWNOw`bU+5s&=F}EsKbh!1%62!m4N>+OoJ?^c z9p6zyT}_9}B_*O};1t=sPOG~;>-Lu8^J6;b#v88-NjJD{B zcr7dYV^1Zt1|zaGOFkh^{bI~x^gE#sxl232hJ#+2QoZ0iHdu`=Z{Trz zjyBdFpAJ_~S>OJ^zvVXgZ7L_M$Hiz$*VOC0=X;#iaLIZT*-m2o{Lwui3QW1GixUE7cXtPvUKuW>Hj=qHb4_ZG5-lbE{rBikzKXi4ka3|n=J zstc{?@o*1I75|-?h0Ei1h<^Ik(%r+In;Owsqw$?% z!x`0$ljM7vL-)obosn9jYb^{F2Xzn<(h`dh7~fDZf>7H#NFSO{6X5;4$Y9TIr6+-&Iy44%@Bl7&Z&92;8cTHp$pvt zQ`tfgXCo-k{U!Ij0dzUGfoX~l5D2Lx#?lpIfS?>slH!a(HDtnnG z4OhJ_3-8<=1{Z*9LA;{IB&&Rm(kUM6lg_qRq~knX_w)%31X9Abi?yTSFSRJ%x|~Em z5Pi{0LDx5Yo-?LmD&E+~n1XJbLJt*_ZWNT()?NP*?p8xfF*D+2H8S+u!?R3Y`{vpP zEB0D5d~1Pz`>}5E$BZTH7jF0b*Xw37;5B4iwzoi@Xpm|wnw0=P^(tT^V&yJ4UC*c!Z)5qN8*}Ar_VH)(-@YrLe(cp*2kXxv@VS(s%WqeU^#O#4{G1yG+ zXeQ5Ji1;7VlODL^ruqVnV?2oMEdPmV$*N=Z=j6{$gZa za9!V2h2czDOu1;?Kn-lnN-~l0aKpcAxIAdNY4*>sjCL0@axfVJ$z^@!m4|d23nbsX;KYcQKF4wg5XrbCX#;XF#bsm>^ z_;Ax#QSpI_G59@oe7KH4w}h?R6@S_Sb`?D0Z_~lren-vimAhIDXn;qsAc*z>DTzIcJRFn_ee3ypoU^JbM9h=WQjqJDUS5_0B5DH{y_sIAg=V z0sZu`drPa%#f^qVQbt>L3Z`!#curlBz?a2BV94Dct36+P!R>0hcPNf$+GsF$*DoIM z;ooZcN&alTzmR+F!@;n#xjlFuY2_v!M_af&7d2Pj?=mtNNZ~;jJz?I8vl&E>{5j}$ zHr-7gS(6$snEDbpEGwa4q;F2wm`Xiq)ONp~uC#)Wxf$O!*kYnz-B`RMR+;-`dTK@n z%INpjvm3rYm$y_N%v{`!zl=_v<0=>&?yln_){6FDOD!%~^Ag)ku24TP3*v3Bs4&(D zxL#BA#nr5~VQeV+R?SDU)VKFf(J(G`XGmi$O3^6uaR0JL;&+R9kJjw_t z$lc=}DdNV5lI?LxbLq|Bu8CW>HsOq&!1PJk_~X}O@hE8_M+c37LvGyo+FL9q_}P3V zd#;2@8pi|+-(yLYXE5C4*wz`t*HEAI(P7m+A&o$NnV?ra_MQLw4wsV@H$-ZwPC;+VFDR*R}uWL*~Ay&9&HFu8R(C@tH}`~SwV3&vo<92HxoVAe#Cf~bCIdh4K=N}w z<2)&dZ*rTVvhtwpj#Kl%{$HW8YH^d7h zlse+#vR_>?lv)Bkc^u%sv3TfmJ_>}DXys~d4~XZVyqle0e`@Sf9GrH$R(S6$A}ayKgH5` z?IwNe(%pU2O@_?VmK0fSHjB|j#oVhAFuTAtt??`Gtvk8L4EF@D6DlfOvZ_pay#3}< z{Bs`?N!hh-FH#DLJ zzdsOB9K|lcgYnIRh9)@K_n_pP^TJk{ z;-iB*Zw@_`tl9imWjC)ES@kU*SmNBj-o)uV8%G-Lg5(5Nf7`Jk$3(O!`L5skC7-zw zFVw%^cuqvLUiWx8CHqECk*;TmLg0P-;_V$>_B}B5Q9>;qLe)94`L1uBA?^oT` z*1MbRindUuYFixcvpQd9?Zquy5}ux2dYn^ag*ktKk#J7SUh_`+>4SAGo;M^oNU<=j1)c zFx$rt#&4Us?_z;N-ITf~^4fJJ$)W@(m6vf628C>GEQ(z$V%nL6S1 zp~Owim9?ri`@To+&bp|!7??SsF#;}4Z|g^2cW~P3uZx)Sp~HoKzK?*0CC& z&q-fy6r4mvum@kqy9b1o!eKB(_Myq}_X3cUJRST`h#73AI<{=_g&mf-cJX z;vU+H5%IV!+eJ^a8c|hu*>dHn#GOgCXK7Z|{p^%UCd9mpdu7y69iE+Kk!OL_d!sqI zJdgG^(L=xvu1_acie%*?CA>>;2^^+J2bUPDQGpPq|8z?O(3}fg4YVB$2WGLepUaN>K(`$luGCXv8aMwxY5=l}S=-$EoG1&A3iU$ZGTv*>^h-N?mW^wsRKeUz z&JpkKJMI+;W|qtN;@mYY@&jUUI&Z`GwTJKf*B|j_7LoGb%jSw#PDbi_Dz!9V`@-10 z!~o@$^tms{+^cB~S@{nIVK?%U)AFb8J2`AxR5|;iaIh|r58lU6Uf#~wda(?R$&_M4 z6euVmy;M4T6sq`p%J+&6`mBz9+UW@Y8ew2UT#WWF5ZpTWekC)z#gN^_-}$GBVj{fx z5+i?Xoa#rps$^!7hIm&Rfc5y1yO~jWLK81l?A;(bCr>?ZTT*^6>@SD?YRkdNHsj+} zgw1HlS+4YSGH_K6L zZsW>-QNnm^6v*zH+WP5Ohjm&C2>kXt>+Y`Pzylq7mV@Zmhq=KQZ!9=*uTt}=h(HBA zq2RKP=h;_QRs9YH@>0n5*^_h&mrH9YMDH85OMeZ7H1GPP?_wSpvG_4hH+ZRdB>&4^ zVMr*8I@MuaUL5me;QrqsV>akRe!ydo6<&8@d^Y`j7#P8H#ZP~xmcof0i!PW|zWf~>gHsUWVvT)}2iodbp(-D?wVsoY(+B_#~q z=za0V;{5c7_tzqt!x$W}R+;Rf)H6PhCuk6k6G{&GBWIdk$NnN9KGNn4T$i%cXR`x1 z1L403(PY_vbuvbxS`!z)HUU^@cfQZ3Yuplh0ZY0N`K+gT7h#|K@H_{pM{N9E{=xT@ zhwRF{_c{OBr`1;ZJ8>{X^`Gt+X_XDqvQGP*{T~(yD`uP?>~-)r5PldHoBG~N%@2qp zCJDI5s^5P7PIFHT?_kEI1?KPGL|SBp>kH)&LEG6rO_&JBiNgrl7d! z%`;yJ#4}IA{-U6U;`IIMmShhIo5BAfxgvEvD|q;%6g7`2?yX|qRJ`B~z7jc#le>rd z?};9^@A=l7b>aI$>3qt)Q5Tm06FtVR|3MJGSfGe%fni~RmJ?HUJ)HLGZ*>8QwYp<= zYe=tNET;zh**HEDXq}>e!9fhH9K$FiDXiO0SY%s)~{9{2q`d*&T_F5w@ko(hc$9@xoViFQ?2C@#k~W z?!X_#HU#w=dv+7JtdOx*$M%Bfe@ih}Kt$w^iHt)ckB42Nl8KuwsvX6^Rra_trbKIv zxLWZtWu7W{x{RgN7H&N6pSVWY#GR~$`o*@b;954ltrvmJ`TWsO5&UIB?sl? z&cl=RB9=*c6Z4pKZ+pIU0{*-3U;S!AF2_p@Z{5UhCFrv1FYS&W>~V*7~bRATll zj6ds9$Dga6P@Rl~ITxaHyXQiKs#=+kM z+-g&stW$o4tSHKY%7lKTiKzk&GzZ{;^)`i{S|Yc1O}agh5hU^itP$%qZM2PJZaLA) zerF@1cpnujpuK@%rJNN?nb@@bif4NaF{P-}-nsX{nQ_3*s-VK`+NF4&r7W2=;5c-C zz@qu{<-JxpBYg+72ZF*%gI@2P&#e`Dg_VTmg)1ym^5h|9;m)@^DRd^NeqC2U(xDc$ zo}|EB{xOo;_90I-C3o%Qv0*N=_mW9+n{ueTmE2j{G4SQQMI>uPXVt8B!0`uvi*@&W zHU0bswq7Ri^W>0s`st!wbnslpn*Q3-tumMLrOoM3k4!m%9vb%gP`NQ=RO-K#{i=$9 zt8dT19a4V9H&Tkm=eGL#U6S)>QzChT<_8?LF|3Q*=#yrECBqO+t;Y1W+#>xGWf>4@ zbPC4Of}|Zsd0Al}t{L69A|nZnNfTI24;I;YNBYN&ANztw|{v~gP zf46-jXkM0`EX)TFGbgc<>!vqr%sr`@jg;oft=~vD{Ld@^-7n=@h?SMaPVg*aMnW69 z&X{kx^k-FFE<;*Ntug8F^7e)nEy@zDgs`3vjNb#4a{fhGl-o z-}o|iSv8mu7^GkfnX?i4CSd~KP zEbolJW^Tsqup0vZtLUC@x&8b1sL4vp($QF2g&LU$gIvEB*2gUioTOTO^YsrIX$a5X z)o$%0C;bbsu=jlzCfFBb``y1zy~K03w6b8X1Wle8o#n8fDB%PxD(8bG-!Ar%_ZKUN z;F*4n)#jwT5@E4lU8>Qmw2rFm@p|+8OK&yq65s1OOeE|OryaI-K+MdnE)#!K^Sega zYrJRVh29HOQ8(naYq|?%|O-JDkRHITQhFDbCWjH{Y6)?~FT3i`J#yC8r%7Og{^6gP`E~ zwKvQMzg5er(wF`8&B;N6Xo0?YW|J`EF#ku^BWRrAfDsiaYJ=hj4HlyKy~q?J^YVscV!>Q#bjVJZV_@U&D?Y{t$q5hwiki-sAWba zmgjJ5aS$vr_3x^wWOCR+XV@on)qPN zMvAGgTHnI6v`AXo#X+bu(A}Het$y}c{nj~z3al>m`t{bUjP0Di7547|#ypkuv5zoh zy4Dyr%&W}xQFE1)tWKAxX zkmj80rm7IdhN09l_h*_v%#Y0ABfE(|cdO8mcEKD`#Fy{3k$Q8BJPY%U_lSQIw9l9c z8Z*1=1{~e#Y^~T8_%|`F| z{q?Cp&3+M{dTZdR82jRTPG^a0Z2zBjY!r1rk(1+GQ&keB)#C5HvLH$qFzKHSK7gvb z*c`>BKQ5^MeuDf-W=aBkzm_hexOL@YSpLSi`e|R zv{P~3E~dD=$diusI|~pm-fdvkc}K)HEmFR=n69cZMp5o22Dl4ff0m2=68W3frVc&( z4LL+7zV!k6V*X6w4R>-Q3kTujH zDSu(%^3j#T@*FOvVX7`kFcXzPF&(;JH}sxXdB)YJIjnRk207L^>}y4i{b}o;X?L>J z56MhmD28kJRw~bz19Pa0+ck^TDxQqgz5Yz}FbD+oDYKr`l7Wd(ft>SFnRe;8x;Vq= z;8Z+Y8o%sVmm+qP@n1LiZ%L<2fk(hYs7xYtg>c#E>3N(M_&n;~=lVbt9HAm!Wvoax2fczkp}!7FihT&xo`QmYhRh=jsnP?`H>rJ(#V!1&Kj&lxksKKb?$c|}kHu%1)yLj%`DDm|+H_7yCexSaX*KONb-NQ6)5i3(Uq{)PP);n^!^IKRVS@%^=b6Q?~ zN6bXgiQPLk8Hjk2-pOx3|G_6OZAq!~<%p;?8f+pd5v-cvR>CemvAZ0|%L1!3O>eIS zE4gMX_VUKn%dgq7HsN#5vPR@(zR4gHtdM#2*}HbIk$ok;R$tD)a|2SmWwKJO!T;^K zebc_86XTb08A3E1FX$7?$9EAlsDe>RtxYn9{DvIGGVaOGDwrCXbp?Ny9Ei#zDG97i znXRBFvOK3uJDz8ie_x^2^rmvWms+W*U;MIubq}Ba4w_Yc-WqjU8d#JqRjRvT`R#?K zf%IYJnZ4(s@{kHcY70~90&ElYTIkQENd&NbpWXTG8E06O6I7Kqyg+zuL7wDe|4SAB z(%><9tkxm3b-2)n4a}n&lj#&}zL+(oR6A(rflL{bS*#ZuGdr)p`qzg}=)ej0v(mJ= zI{c7K*$vhu^IuLyW0NVZDit0Si`QC*li7h2)q$QqmU6WQlea8eY02fUNTno6_w*P^y6bTwyp)rYt|7ztfi(_VELnm>+#Do+@~L+ zsELELA2Hl7Fyv>@O$Klxt~J%M&GvS6I^ijW5QG*QEXd<81~%NF8qVFL+Puo|JTl|l zAF^qS8F?7W`ed+A+MZd%3X&<)mgRokwAp*DvfY3vd8z-mD1#R9>M7`1mhv)X2%!=^rZXm)fYYT>h9W@QVc1I;WI=N|ov zGGbSV`!<3mb)a$FiDEopc6H{S^G=ifJ544!EA z52*H{i0WXn4Qm`z$~|uc`in@&=i_D@y}}-}mQKkD=g?UTZ9U8v`>2L9*7HxhqlL6= zV#b^H%u|dj3PYxt=5NQa$YoI~(1kxMk@vkUb0@?<9U{zoINZn-=J18pX=e4&!(FVO z%x+g4T;Fed&Ict@99!AB$1k2R0j8_JZs>d6vXw60wdjO4aO5iDuF!zj&XvgwOF;B^ z?8LN+1AX1S@IhGA{M)d%jgt+X&NJ0hGluf$BGbEk4=m}~nZ27Ap)+iYR#pirlt8~> zrJEs>JO-p>6X+=wJtRJBv1+OQf1fJ}^*gycKN0z(657VTqPoXE?TIRAM7JgD&%k$tm~E&xRho|a?cNHS$?jPe z=8Ei@RR>K!89%;5@pcuPoWJtB^e~Tkc%Jqd>-lu$UaJ2jxOEBIW1J={-D0qY4r+Pc5mnj z?QQNjLd3<`pLG%VhHkx?Qh$BFUrF+t-fVS7y_0c2&M~ z0DLAl0NoEg?TYpsyvZE&q>F=<5~bRvrzvrp!|4GRo1WDW?*HaoX=pAmQk`_dBc^(4 ze)Ozs;(!D`hJ?R2&EtEZ*CXq-X6$vsq z0Vp?H9>mM)1!js{h6$^?cRmRMAjYkvbhlL?=y)ZW`_d07&h`uZe?ugpb`gWd1UZjN zM-N93;lCn|D?amP8O!rGhZU^!d7m%iQlN`NP}-~bQe8|bB&IN1YSu|6;zYoyRu(_g zdmn$z)49aA+omx#r~+{cg@z#KDflGP-u!3g;2-pYcXFK}b5J!nMjxRTrgB8IKu#Q~ zO~I4g6+8J6e>|wKHeEE=-B(wqP-Xck?6}n}r%QGS6^45BsTkM$5`#hK4{~B2z5-Ps zg6~4j^U&z;@Q^=Y@Alvg17;Hen_6t%#ug%niP^=dUYmbYxv{pr5Vp!_%~Xh>?-SV| zJ>G#wOtZ2>b%F#BUd0dAS}6KK@9FGY|LcgcMCdGwB8-I|!K~I+88(nVrBSv}FSKVK zn{!^UG|8MNwP$|LvDlyT^wU(=on1#%ZF^H4PgF&`)kS+oSujqe)MxX}`YneKtga1x z{&D0$2yFcnktDqK8cTGq#%D;-#S3i@7~@pjjOhzHd;#Z;(*A{G2wFsl>^0 zDaoUcT|$f|k!#5L9}`(j-u~{I3D9x7kZlIw1aK2C%q^k82lOdEEfyrO`J2t-nAX`! z8w^xIr@R$EHRF1c0DZ{iTEUwTjlyf=lG76-vq`Bs!%^VtdpS>jutMwL*CZdVecs>k zc~hzT>NUi?S!F~>Kx(SiPDf#c*M`w@+@+_VGOs9TB}4)B@YHZz(ynhY>lD`WH4N#` z-ey5jI6i9a`(o;rIt-LSv-6iVMsDSTgJpgwEm@G(`LVXSx~nD`i9b19=E zYY-po5+u(vk2%$=&x7*YQUdxlFVUHBY+?vXXIEdGBO$)dKAe zlM;#Ho&o^0k8SfNzq1^q;Af~@WbV((65nzvefG+8dpp#gT8F9k|KOta8n@{tZ|zdK zY;g7^0Nw8k-tn}|$B2lyhxp~nbzbyt>gMQGc_ zCDvL+;8EoE9!kDKG88Sjxn3Q4k@IoW#WiW?hA!tWs5N}vPpm7Am2YC9#|ZtzOOC%# zw?qRs=6*p{`|BqOIL1!_)A^n^o`nXpHAfa`he3u`EjRc|^!1#o)hd-L11fgx(f{DF zLG5bL4El25m5$!>VBI9hQGhT#^`Ak~?F^ugBNx4&rf7-gF>pA6u}niJ!$Hfz6Aaeu z30oN@P^{qYa4ID%W3&)XLG*<1K41YYbsKyk-pF`^TByyfkNXEy6v`_1y)H#3x(2sR znf`)kND4ZDT7%<=NQguS+C@yOlEzAaK4steF*M237f#un*?MAkzEM~uzt)yXosv8M zMvZ6~`4c25Q7m4jTacKYVomafp^1Ooq-!z9W zX&sJ3Nsx9zD9!XXJv8ysQw>31DXASi73+0S88EIBR8KB;{PgX+L|~jab_kw#n3E^3nH=omfs(8>)kP!6^-T z&gwgN@y2{?$;6?wpaY_76IkM_5WDw`siYB7ysUwgol;NjHea>5-NaJm}G2HJuJOn)HKTM{E}w44Eb)-l0q<0SPxdtS}sga5KC&EaSJ)7TX{eq9$aX zd~o971#jRbAtaYoH-Y|haDARN;M&~Jjx#Ajc1-X>R3R9p7%vdKx-|YU37*Vfmefuu zofoRrzlawJRn2MHS*XiIyRyDV&y|LqtpnEYtUXhKuK?+^jC`@$FBU&t8-HJ z{7V@PO?ZXqpg8u}E<^=2(+fs@?CURJbR5^TjOm8u%5dsfy=kRW%HHi2UK58Zy8mKd z`&&(zU0qiXDqCyuL*4>`)oYC|z~u!zK!)9e)j3Z&u`1cN@2XFwT)aQm7DuJTVuBj@ zGKs4=3;q~=S7ac^65+-4X9ROaqImz{i|7rEzSJDWNr~<1vS;$|;|=nxLG^?Tx?CEL zvP12HgUtP041xiF9`z6>@E^QBOM?@$1BCu%^oMx$T}k6OMWLj%C1;E`X!G0uWVs&H zcN>aV6NdlUC@+3aHLhsD+HdY&se1gN>+`r9a{%-YGAy=gYMtLm`bW|7B>f?HI|@Ex z8VAC|C^ux6I?1C84C?K@vvd|qgzVYIS~Fc*a>BbK9an3ThTGW(yuA?_tK_!j=mGJj zPGf_sbo42q0U(`GvZz83fba({VK+j~&k7BQruSh*nd9gNJcw~~CG90^oZ168Mx=*j z_YqYf$@w%U=s6%I=k^sbg-b>o-D`6n;*TeNT>bHZ`AwZbTByS@XAIkjEEFhomUUou z>F^9vM~#|od&hb%HDua;MSZ|Fo`!CEwP$Q$J(n-B0%R&3BtNz<&0Zewx-*A1^X3`l zJi~pu4Cnn%YXAJ;`oJTnSpo2VbpyXNTwiZqW- z-+fePOzTwafqCaCQ#L{$Z=Qi$N;PC=oDuvHd^*`febLWq{)U-qfqVnEQejw z!9>S)5F{u6apW$Kb@3qj>JLjRr|jW}Q0RU$G76fS0f&EydFSWhrL#^%{j=zxslcO@ z<3Z0*I?R!Ig*I!X9uQYLP_bn+`O-7=dC|N&+={e+bx{a(*~gbO+6x&I=!iuC-^}j_ z=IMNyX(i&z82C-Zae1J>{y029n3IO$O-quUQuY;fw$648)~@hUG&j(pvKwEaa6BR8 zRuWfNr1_vsg~A*M)GlNO zA8oFv)S{|RQD4r{K23i51?#yg(!$;Y6(m7XAV@Kd6;(z7zA-;3k&VorPVc%}PhCS` zgsigX^phYXnSt1?qrGPwUI0nODt8$aVV0=Ewryf3X_9%1Lk_Vtd4q7JfOMwLF#5{Y z*3mME?jeFZ$s71nO79eP+j)p;H65rf8i1*nm>*fW{khW1Mt~Cq=>H4`VJ&|^@bGzf zcZEV}$P+80M5x}uZBo-DnCg6!(>US6I#u9NcN0RxZy_Y@T<_% z#egB0+Ex0I1g#v?w(LQ}1=@3lagA*-mDJu=<6flSFW1om>n&QDl`kRZX>``&Xlwtt zlkXA$%}hyF*h9X=w3@%{Q;(TA6y@*(*yrN?kNfmm;}&;_%6BJUpKZfU!6nEw*oGJf zxIRkKpC7!P%aj5-ml_&is+R*42Zqvm9$)E1oZIy$l^YbJLp>y97osjNCwW*(rks97 zKJneOdP*&k8+tAqt!f@sS0)Tuwk@$_R&-#H9eev7gdY2J0|=*;3YpGN8N}N%G5kks zmkhc2!RIH0!oHjgA-o!-oM%tE{{e0w6}|hw(A*ms_6%{hxQ+1f;8r} z&oZ}rO4mBP7a%@RDgFa!m_8An&3BzBgkPhBbiO49(4GnO3wu(ggtx>>wZArP+CraC zT%$hU;jm-qdWz+Grexo$HT8K)b7~=jB!MfC^t8yJUUzQ`=TAplhsHvgNTv7La(RsMnBY z`*$o<3$wE6wYA0sm4g}!AEdCh%Kjb{*}CXJs4~T^q${Y24xpo!FOzSVjMRrw5_1m> zzK_yX6YisQU4A^qAFV z(Mp2xmdXj;U?{J5HfgyckV+3tGW)4}-Rx(XOyH?6zM@tt3_Hj#lP{i-8@>S_^QfY# z-@1Wu%#g)_YZ?&bDR~GV)ba$72?r!hLXEk6px;H4>OC^spSX9`(agU*DAI$;2G*|# z67%x#eX3@@*kZSeiN1w8M9>f92~#fWehN+0Pi?s22d|`8BGvCD=;*~%j;;{QKSlwG za;cXd!i1i8=p`P*2KICHQvR3ZtgOApO+8N1jigxuL9ul$#_nw z+~>D%Gh^_cCclZ+y)_WGGyl+N0D@k~`!Vm9vt*jQG&EgIQ~y&eUDr!lcb}O# zO44dLq)i4_S7g7?JitN$f4mF)x7*}JN%z=hGXN?5qf(1**@PM`ek+Z|2@S2dx!YngZnQOulT_KDdhRD h)Bb;*)@M$)F77f#{^aEGA687{^PTUv)rZeq`G5AZCNBU0 literal 0 HcmV?d00001 diff --git a/_published/static/image/cartodb_image03.gif b/_published/static/image/cartodb_image03.gif new file mode 100644 index 0000000000000000000000000000000000000000..1a3832981402707c71d39f6915a22dc869e57a5c GIT binary patch literal 1717449 zcmV)HK)t_5Nk%w1VNwLt0`~v_0000P0F40w3jqNb4+aAQ2{H!@843#v5D;}W68{Mk zDjE|C6ciQ&96t>lTL&F6933DcA|fv$<}D*CG$R!oBtak~FD@kT0VYf@EG;oCK`1cW zGcz+UH2yy{C@wZYBsj$rIdUmF@+vw{D>~;qJ31*n>>fT~D?Z*)KQ<*o;6Xx9DMQmk zLqjb@nkYrdDMqkAN^n9;??_BgS4>PpP5e?*Qb<(sNL2ndR&`ERUtw2KPFdnkT5(TW z(M(&lOk4h5TU=0F@n2kKQCD7vb#Zlqa&>!i zb#+8`*IjmsUUuJXcFb#c@L712WqGlMd2T&=-$Q!cV|tWidjE2IgoAo>LwnRrd(BRJ z#cq3+eS3UFe9K#Wx?Fs*QhmB>eg1KMi(!AIc7NY@f6sq^gLZ)Lb%OnWgN$c{vzdf* zafX|GhL>Q6%aVtDeu%Vxh@*sxmX3>xVT|8=jP7}k|6`G}hLP`xk=cxqnMjhmZ<4i% zlE!nB$DfmkHk8J6l-h%o{*;uMh?V3UmePxsqyU%OikGpAm#l=CualXkfttIGn*NlU zx0ag6l$+a}o0^ZD@0^^afT78VqPLr)sdlCNrlq2VrsA5Wwu-0xm#4^>r~aO&*q^89 zsHv>Dsh6axwxp`awX3MBthBYPwWqQCv$M0Uw8O8oyuP)tn6~_!w&|d@$FR28vAE}+ zxz@6~$Gf|`t-SlYy~WhMuDrv^vBc2D#l^hF{KLk}$;QjF$N#*?)6mGmpUM5Q$@0X> z@7>D1#LLsh%iXig-^%*@Qx&C9&b-pA1Xywd;6($mw^)3DV4%hliC)ydk{+Q`@M z)Y#kK*woe9?%LYg*W2Uo+s)0~{^i`;^78Wa`1R2J|Ni~h{{7_a{{Qs;|Nj2${{Hmg z|NsC0{{jOGA^!_bMO0HmK~P09E-(WD0000X{|iY&LsCaVM=>xlG7JC!8w_D^aBKn) z0000X`2-0g0RI3i00000QUufj00{p8{RtdMu%N+%2oow?$grWqhY%x5oJg^v#fum- zYTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXe zNRujE%CxD|r%=|3bw7=w{YXiolCdw zO?~6`?4kD&SshXk*$$+)2M=Gnh!ZPb%($`R$3*p=Lv!b_zI^!vTPy~L)kA&q4hzgD z$S~y7s8g$6&AK(?eCG_=;hT>znzI<0b$-}S4q$Nq>79F?khCEC zSMfs+H{X22jWzs{M9(Vn)x-}t!@Z9 zNDw^mAao%c-Oz+0f!}l^PJ#*X61VKDNwJXNPj^CD1W=9D`>2=pB0ylBi+htSlN{I@g338mv&o%o=!HT8U}pX;vO- zci0!7ahPQW^?Fhd6t&Xd;h8l{_L{5Eg>#4lUv~$w#b3fH;gUtc0%_?FI#?`XCEEiL zOBG+qE{hP_v;zN!_D1|(Ib0$E7qm}4*^a$Z;L;AM5V>Ce)XuCOjxq*1cs9t7Fg%LI zSJ!{*+hpKajz~|zihvS2a0|zTq9mILl*%FiYEh$#N>#{SSCit7lX7?q&RS~_%$0X9k?^soeF2vH$<2m%dz zc;HGPSDaMzLK0xe0=xDRh%s;>3%&5iJKXTCW(Z^+iLqLj9l`C8#AQ9>z7OhaN^dl2}5}F!3qYr7U411$NC?ymc3#|#qAH`5Z(;!H+Ki$L< zh9O@j3}HUk6VISWJECwMF1W%R!k{ZZ{7}YWXn|c^n+BH7$d(Na1Qb=g zVnK-IkI5A@5nqr*S+n3NdVpaIifD$C{Gf|+Y(fisIhGcb@r=9)2(;fA1s4zr22cN> z;~A28C*Z7vrLpLP5Tk(7DzpHMX?%eW`{>6R5D5$}1Ognr$bz_30!Yu%)2d<(MTb_U zi))k+9-s6BtFGY&EZOUX%2)}WUxVnApJqCT9MGVxvI*3Dcp`_K?8A(O z8s`^xute?jq2!I4Y%~|8M@Okr4UP6#B*m!1IZ~R9Vi=|xbn1sH?0^l-#G?NW)yRh- z>JW>l3BnNAh(l%aA&)y`!X6N%2cd>X4m>;pd)MoSKv^+UJ7l6CQi}u}&XEs$tlpGYdG}LNo-V2Sq62)Y~-% zJ?X)QTb9coyR30!*dO> znGPP^+!V2iQFsC#5%-5K*r1P`uQ(r@aD#<#fw~6!BN2fp$Zvy-3pUiwA7mZmuDOO| z9rHLN^pFQRgnTA7z@eY#Fdp*YLytSi6i;Qh@^172i8~}?%4Np`lXnB0_Rwa{Qr=!2 zT!s^Qz~L3OKm$F?!zvp{e@C^3`I<`hR z{x&z(FnjQD7^|jn$|n%Yf?&R6A^t!J@McW@fG%6`ep@gG^QID$vn%Ly7;a-Q)e=hw z_Hep4gL5!~VNinNg@Q4sFV0j5lAs8M@DAQKeLF}G-lhj`U`N8D2-C%Es8cKgQG5ac z5AB2n4aX05LlBaH1zZ3|Ex|ACkYfwCV_zl~)!;Gxv`=3bWNJ_}$&n{!H)VaMb_~^a z-av;dGk45~bu(2BJ1bSL3}1aW&B2yfU@WRegF&#;To z5F^7kg~sO(CSqfj7QP$#c8f43wFb6^d;_zhJ!3aD~@BLaoPfd~i41-h_{?C3lb$3YJ$j~Br& zl2s7h!UbcpU6-N{_Q-*BfR6r%gR-EH&;XG0g)Evui!ew}GRQ$Sh+vZwk-SKeJ=hr6 zI1t{(jL!fK{xA$+fRfOV4}_zU$d@Hj=xTKEAX)zqG3#J}S|~*WAqoHDD@?>Kg*yh4~KUngn}7q*AHDFQ;KGa z%y0*>0BKYqX_PiRX=xHmq9H!Hf!I<>sQ^cxVp+roYxL9%SVD}<*G$tOEG)S*iz8Hs z)gf%)LN6$jFh^PD=Y#{X3Ou5GU{g-?P>!w^jJ3!Qn-Dn!QEbrQj13`>&lGO-zy(Ft zOa_*3Y|#w;h7u*&O!OdK?x%TL;5{#LOPv1$ao;9!>Xm*F^o{Sq66Uur7-?!2!VS)b zVEnLh4@Zp3Ig)gdohu1}@3ESnvI(BKIo!k+rhrPt2^@QnjyyMuKQveQ2@&-a4FVAk zeRL7UASZctCK-bbb-1X0%~EdkFb`l*2(t$a zm;;(qm`wEWUWI^=%g0yr;0o_R4@CcW9rhPi&wxk%rdWpoB}hl70})BHsA|#n1-d{( zS|C-t33Yv>4%HWb4LK0u_6}H}2Z`h-pH8Bw5JU%VuwRi{S9$=cYV-}_IH(}U7gqJD z!GHz5zz?{91wrBoS;!7oMGxg53^Rsr+<=cv!p*(f~2PcIY*kC*u*JW}5nKvUE^w4_7 zQ<*d&4|;JJgrO+{p$(LQKLzz$BWE0mFmmfqQ*3axyU-zof(Vq+C_f`7wjc`F<_{J$ zCpv`}f}j_BAgTVg45$)9SwIa2^O_+d5N?zOvGWbQVr4!)a8I^|s9FF9 zVX#^d3Yzg+!@@4}5N$W~E!E;#V+Rg61O~3)24X{nb%P7X zh(oK=an)B%t=Twrvn=#*THmq=1P2cLFbs1LO=P$@^T27gbPZv!Ytyg=9j67NU?f_g zlI}_mit7erVlPH#9HIY2NG(yi{GkZsdP$MXO7@}$3&#cDu)YfyN;sql_Ij_s`5fA7 zy_l=Lwkr&Pt14kI3XLNPqku-KYq_6WPBO$t7b_6DpanL@5+1S$i;!E)vK|Y#dlKJW4|zIr<%m z1|Wh~XU@~ZkO>}_F~oR6nGqTmpRzZ{i8lv9g?XZM2mw$9VZ|-cAaPhWRSb*8AsF~_ z9bjBgFF`6~3?iB#Rq}K3PHwqVGwjo#Z`R6^&1`Xk;fgvA2?#i znKQ@o!N$%Zk{|!UF_}ONd{U+Z;SG2oRaOZ7LJl0 zP7D|F*T?lUK&Dk07xeHKi_w9y zOcV@@1+Cl>$l1)v9L>^f6toO^rwkwXln;!62bmlf`mhd)d=>QY4$~YI0&C13!_KK?tIVqoX`5a&x%3IPU{iK&@mt5J^WnI27S;7ozP2>Cwo8% z|J)JM&@p(>W(r-=7Jbneozatm5*Vz}9{tfE9nvB_(j;BdCVkQ8t6IGxivz0*A1(?0#vKpoUVJ=8>9)JA>ONS)M5z0^$I)K2}>JHf}~ zG1XKJ)mDAgSS`{^6E$4j)n5J8U>(+CJ=S2o&RKodXuT2Ou-0td)^7dQaIFw0s@*rL%7aFE=}z1+;*+|K>n&>h{<4c&q#+SYyDNm1Jf0U@*9 z-QNHG-QXSG;(Z<3Z5+5Q3c0P@=#AdzP29H)3h>R_py1x>z23hK-}s&1`aR#HaNKL4 z1^^!50zTjbUf>3P;0T`J23{H1-QW%m6y5bd_{oX15Y?7@drs%0-sz!m<^GW6 ziVg?SlNspY<%%xrUryt2um)lv<6ds-w?5-*klZ!S+>1`;;SA}3x=Y4+SbYfA2w!#(Ay&guj{qE?fJ2R?aq@a}bR z>lV{`^e%dFP~)ptq;enzVqh^J^E<6)CK=OuwBG2*e(;ZuPm(SWL9Qy#{_qfg+R-lU zx9thjhUZl-W9|?N;7$+95DHnFC(57?;C^n_aNFqM4&a{ZvfvJ$(+!~@V|oAL4zdsm zyAVg9`|_Y(<>!9jau8=(>pc6U=!{?wW?~Qa5C>xLq4Z!6h7bqm&=2-N53}&=h7k2q zU-fbDXo`jnhQJ8JGdxpY@WqbsX5ZAH5tY0X5ex4RL7pnF4Ga-K_d*`+^PStCz}UdC z+jc(RGUgAv01ExB4E+rcvLFklz)QO@3L{^wATJJpP7k|a3c;}WGPVoBKo1*#^P>Q| z)}RYoy75*X=!vcdhM;Jaa2=^{X)`Y1Z~*p!NcF4tXZ;X*=YS2CPz;tfrS#AUhENRs z@CtZvQj8D_^q`cCU+h-82E&cEZAaR)Dj3>(}aZU6R|)Y?Nt_uT(q;YU8-CoUw9 z(&3+4fgMly^nea|pX&6`4Wqy!ail}KQ1NOM4C2n%G6wEp74z}05B47l00B*(tWX6* zff_Z6oNKZ~2jvX_B6dB9jnvbkh${{BkL2T)#kxcS2Bq%wE>F17}EQy7lbAqyn7&z2W z3L>WB;;=&xKLjyE5l1AkL=#U$F+~-pnv1@q;D{rRI%cc`k3IB>3bwxvD{Qb}3RCQ& zV6ey{$j&C~4423@!2%uBT!RuaH@G+qm%_l%LW^fE;zAk73Zd*GPuKu1%ENSI2)En{ zN>3_!a4SfZ?(zx6nt_5Fj+<_R2_+bPbeRqwbh>dTH#z@9D`>D$0HsGCVFX^!cx@HC{XiMxy@sl9$Ce??}I{nc_wuCk1wA1#0rN<~w z?ZdC1Op1}G8ktbV`WQO9qznK zNS|Y5Nsc?2Gv#_yYHf9KaL9{TH`)L@UVxGsrUP6rIv;@i9G1>3PTjb9>Kw-_xLV=;-yotbtg8#b=V6SeV&K0slLHW~_2bSg+U z%G13#Ix3GO%i?nsri(_!ksjL%g)GDusqpE;QR1Lu9T%29P8|gfa;SzhvXKpPh@&6< z(BvkofsOfLXbp@|NgVRWz*E}85OHWp(vaejbJ#;xv#?1f_EQH#91upcLW@bIw0&$Tsa!YoDL1VivvPMZ7WFhpZ zqs-)Vo;5+o6LDIY!XQ@Bg^j{_Y@&@u-$+qO(u{sR$%i9x)JK(4uOD@YNYdm7hgr%` zrZH+70FUyX_K5*T7lK0_fNGca2(wtrL~2r%x>Tk%HEbQkP<^1;wjIHZNJbirI4#45 zAJU@`qL|kk=z$A8%nq#PJd7g1N{@0-X)sziC^%lXuZyGup7X-zVEn)ZS-2t#`W&kf zMdyma6!aqD@B(BKs!)cqQKSDGl_>FucMv(P$+2vl>})Kn+1Z?jqK{QrWqZdaN^%6H zwuu!?sg*SLL{+Cs5yM05A}mvms#KfLCx{q@Y-&mgDL;SCe|An!(PM-?xn|K4fd4&R=L1d#&VXmeBUkS1~?2>A4h^3 zKQhNis2GkZn$@gk4vW~$Z-#T6H9h|n0a)9uVlaz1G8hzM4je|tzPGmZfF&7VD-T%W6<3I^HzmwpciiI` zUPG{tJ#vzl+~mP^=_ggb@_wZBFDi~=wq<_pZC@l_3dMQOb-tLk25#r{I2dS!K6IiN z-RMUbX~r3n4>>g5=}s?m)Z+*Br$7BYRmXbOuYUEcV|@=2JbBo~K6bJjv!!RR3bmU; zLY;6I0Z+$$rAyYBp8j*@%c_1+Zf>D}+_Dtq7sKX}3yQ|%04d(OM`cgDy49dSQ= zl$_-#tnkC~m&bhOHNSbxtHqIp2Yu*8Kl*1K-XDp_`8OKBde+yM^sk3~>}5auWSJiI zt;c=tAy5B%-uK@3zXyI;Y_EIb7vJu|M}G2^zkFhY!}-sLe)Oe3ed<5o_}9lil&Zgd z?swn&-v@vA#Xo-Xm*4#7M}PX&zkc?&-~I20fBfY?fBM(o{`bd!{`J3q{(nFF{|CST z6u!X|XWCxpT%l)@>b!YZ`FE5yPq)WR*~!Y=f}F9gFd6vHtj!!k6(GepBQ zRKx!@WWzRe!#9M(IF!RVq{BM2!#l*oJk-NIbOCAS3`>1=ah)ZU}@x0LK6Okx?W?P-MMCM8;;kHYE$h zEFcmI^n`4~0xlquN3XXuM;rCU{tdBddqio5!~!zG?&<-D8JlXa@gf zpva5F$bL-0LMV(QGe&2`Cfq}ZYvh8GG|7`h$&&mQB9VkZEQBq<0xCEh2xLV0IwVCL z3~%Gc0Gxv?=*7br62=k1aa^HmI!7XLNHgh{$grE@QwCJjJz>BCjx3BqkOVy_3_aLM zxkCp%AQC;0gh0T@sSHUBlpi?=NYBUyJRnHMGswa~2XFL9#`8ulaD&IYzI&9$EGS0S zV?=yJ#xGDos+>#gd&kH)#%~nKm1N9sNlBGt%q(chKU4&mT*;YqKt|+7ojeT9EI=aB z$io=Pd>cw~#42+n%CcmarG$(gA-<VX)JV4LP$uD3}dJxb7 zG@`z=7sw$&6)MLsILD$4#eB=Qyvar_sJq64P2wApEm$JRz{*~@#Vim?g!0hfq(I`7 zACnM-wyca-XgU}5yCDIWEPw~U%93zoylRY1*1JbT6O+8@Q6~JGEV#s^TnxR`(Sk(A zY-|n`J;eV5PsT7IuL4j5JkXo8$t(>(BT|RRm_~8TMrG_!D0K}Mi#h*fY{$RbP~B4o znoGxPN}aspNKc~&e3M2kXod~Mr8qDIY(N@8Acx90hfBHx8Pz))B}aK_Jsvf_A1zSs zRFWyYwtVb`tsD%jBvE$+$>xB{C`CZI8BzqS$-}5do2*7m#Xeo&0>O-oInV+T9m?5s z#KN#pY#UY2KvUOj%{7&~(+Q4nDTFK4J6jwKbf5y#lso6tqT}R1`oIHkpa*g=1TpA| zY>12m!2?Qw&u_8NsSM9K{X0g?RlTc5AU%xi)PhNEyzd;(@l=HT1VLqx1UHa5J#d9q zya**7z*8(&xEsmFT*)u^f|Zm^P*tLTB|wO@o4;vJz`Qn9HNOAqjLjdhoDl5LTD`U} zz}21GRbOSzznjNG@J3hoPXT0BuFM+~q?I_}*1=cSPWW$13MTr*;GkeZBBn1 zS2HzN5-m{WC=6L$y}xWmS1mzq@K0>3CP@eeM;i?SjL&6+Oo9EDIbcbI6;*1aIftdW zz03lMEk25^j5o#5p)}K~Rj8#5S#I%F-89%NAlBULhE3HwB2iEfv zh2$_ynFE)}Y&~?i+QyVdtvy&!?b-+|)ttmhG0EKkWL5uVJq)b;Nf2aP`2^a|_}I#L z+rKM>m3&;>%TCsnJ4wKTdgQ=jPy;z2g~(t8nWcq`ND!eApl(%M#${Z(J=)@hyK3A5 zqutlS$XqGpSJ4;+O~tk^*o0UtK60Enh21%3Y{qPaUPG*1njBkGttV66-7eJvOvQq@ z-N4~pi~+{EYy(*bmb+{;K6v2G#URSt+c|C^5<8uSKrq${%!H7$$-~G57>R>eAO;Ha z33qhNle|W}WxU9R4E6=s#{Gg~yhqF>zHSiWAtvH(_y)WbK}{{u#efH4m`821;2A|< zgcZQ~8l5S;QqtfwkeERmOV#T%2=VEXd9;=$OlW-^O#CW(0#8 z62bWGjCjP#}l6=hag=gKnUEQ_GdtBrH z>&f7~2xY(mY4$)`_7Ph)Uf+cqS!S1dR!RS8u3?47xnS@FtPF%vSmeCphEeFrOSDrA zB!%wvjG|ZrJn-YzqfUt3*x9||QS@bOX5=k6vQPjQZ~j8U1i*2;s_Y9`$NU!R6~rG| z+?GSyJHzNsgsx%Wy`AHj^JQ>YcsnFf@fI0aP?_R@^J$ z{|n2FZWjlA9QRE_Lg>hy#>TJS;Tgupc`ig!4onC|>igVA1C)h1sJoypL0%3_3H4Z~ zrC`4^>}J#gV1C1Ywv1{ZT-@V_1e9r=YwYe!Lt!igwZ=VO&S!u$A#fOTn1gh=_X`1 zdeDM#H&D0|xJ%Z8)WH%(P#n$?opq-NI`{$)-GZ(H1A_emj}(RvrH39O5;sT%dU%IJ zKGTnZg~yPzFu>3-PzL|E+JrH9JhB>$(D9osU?)lVM0yAZEXf33wd3|PSAF!*-h zNO(5@16Xhc)^P)S3j}v6ggvE$EodQe3WRm{8`R(hFz6?G2m~Knz)c`8sML7Hmn|Z{7 zi*Pr;@ghIS95-Op&MpagOJz*d-4W6@Ucp`gOCsedLV_D*n@091~f1PK}dus2?tER z94?qlH-JWM@_YX+7w#Fdql$RHh8^wQER9FfgjKVyVNZ52`1CY)L# zf+-Z#AiFUV11SPL_Aokn&)(3}#gSL4i0EX`TiX@PRD*?@rBfMk*h`#gd41smQ4z

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[CartoDB](http://cartodb.com/) lets you easily make web-based maps driven by a PostgreSQL/PostGIS backend, so data management is easy. [Plotly](https://plot.ly) is a cloud-based graphing and analytics platform with [Python, R, & MATLAB APIs](https://plot.ly/api) where collaboration is easy. This IPython Notebook shows how to use them together to analyze earthquake data." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# Import needed libraries\n", + "%pylab inline\n", + "import pandas as pd\n", + "import plotly.plotly as py\n", + "from plotly.graph_objs import *\n", + "import plotly.tools as tls" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ], + "prompt_number": 1 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Getting started**\n", + "\n", + "1. Setup a free CartoDB account at [https://cartodb.com/signup](https://cartodb.com/signup) or use data linked in this notebook\n", + "2. Use Plotly's sandbox account, or [sign-up](https://plot.ly/python/getting-started/). No downloads required." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.sign_in('Python-Demo-Account', 'gwt101uhh0')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pandas's [`read_csv`](http://pandas.pydata.org/pandas-docs/dev/generated/pandas.io.parsers.read_csv.html) allows import via HTTP, FTP, etc. It's perfect for CartoDB's [SQL API](), which has the following template:\n", + "```\n", + "http://{account_name}.cartodb.com/api/v2/sql?q={custom_sql_statement}&format=csv\n", + "```\n", + "\n", + "To get data from the data table in my CartoDB account, the following query grabs values we can graph, and converts the timestamp to work easily with plotly.\n", + "\n", + "```sql\n", + "SELECT\n", + " mag,\n", + " magtype,\n", + " type,\n", + " to_char(time,'yyyy-mm-DD HH24:MI:SS') AS time_plotly,\n", + " place,\n", + " depth\n", + "FROM\n", + " all_month\n", + "```\n", + "\n", + "All we need to do is replace the white space with `%20` so the URL is properly encoded." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "url = \"http://andye.cartodb.com/api/v2/sql?\"\\\n", + " \"q=SELECT%20mag,magtype,type,to_char(time,'yyyy-mm-DD%20HH24:MI:SS')%20AS%20time_plotly,place,depth%20FROM%20all_month\"\\\n", + " \"&format=csv\"\n", + "df = pd.read_csv(url)\n", + "df = df.sort(['mag'], ascending=[0]);" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "df.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
magmagtypetypetime_plotlyplacedepth
3749 7.3 mww earthquake 2014-10-14 03:51:35 67km WSW of Jiquilillo, Nicaragua 40.00
1686 7.1 mww earthquake 2014-10-09 02:14:32 Southern East Pacific Rise 15.50
4602 7.1 mwc earthquake 2014-11-01 18:57:22 141km NE of Ndoi Island, Fiji 434.41
2855 6.6 mww earthquake 2014-10-09 02:32:05 Southern East Pacific Rise 10.00
7186 6.3 mwp earthquake 2014-10-11 02:35:46 154km ENE of Hachinohe, Japan 13.48
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + " mag magtype type time_plotly \\\n", + "3749 7.3 mww earthquake 2014-10-14 03:51:35 \n", + "1686 7.1 mww earthquake 2014-10-09 02:14:32 \n", + "4602 7.1 mwc earthquake 2014-11-01 18:57:22 \n", + "2855 6.6 mww earthquake 2014-10-09 02:32:05 \n", + "7186 6.3 mwp earthquake 2014-10-11 02:35:46 \n", + "\n", + " place depth \n", + "3749 67km WSW of Jiquilillo, Nicaragua 40.00 \n", + "1686 Southern East Pacific Rise 15.50 \n", + "4602 141km NE of Ndoi Island, Fiji 434.41 \n", + "2855 Southern East Pacific Rise 10.00 \n", + "7186 154km ENE of Hachinohe, Japan 13.48 " + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take a look at the magnitude in a histogram. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mag_histogram_plot = [{'x': df['mag'], \n", + " 'type': 'histogram'\n", + "}]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data_histogram = Data(mag_histogram_plot)\n", + "\n", + "fig_histogram = Figure(data=data_histogram)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(fig_histogram, filename='magnitude_histogram')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 7, + "text": [ + "" + ] + } + ], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's check out the same data in a box plot. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "mag_jitter_plot = [{'y': df['mag'], \n", + " 'name': 'Earthquake Magnitude',\n", + " 'type': 'box',\n", + " 'boxpoints': 'outliers', \n", + " 'jitter': 0.9,\n", + "}]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data_jitter = Data(mag_jitter_plot)\n", + "\n", + "fig_jitter = Figure(data=data_jitter)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(fig_jitter, filename='boxplot_with_jitter')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 10, + "text": [ + "" + ] + } + ], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we want to put the plot in a report, email, or presentation we can export the static version. The plot URL contains the data, code to reproduce the plot with MATLAB, R, and Python, and can be embedded. \n", + "
\n", + "
\n", + "
\n", + "- https://plot.ly/~Python-Demo-Account/1534.png\n", + "- https://plot.ly/~Python-Demo-Account/1534.svg\n", + "- https://plot.ly/~Python-Demo-Account/1534.pdf\n", + "- https://plot.ly/~Python-Demo-Account/1534.eps\n", + "- https://plot.ly/~Python-Demo-Account/1534.m\n", + "- https://plot.ly/~Python-Demo-Account/1534.py\n", + "- https://plot.ly/~Python-Demo-Account/1534.r\n", + "- https://plot.ly/~Python-Demo-Account/1534.jl\n", + "- https://plot.ly/~Python-Demo-Account/1534.json\n", + "- https://plot.ly/~Python-Demo-Account/1534.embed\n", + "
\n", + "
\n", + "
\n", + "You and others you share the plot with can also collaborate and style the plot in the GUI. \n", + "
\n", + "
\n", + "
\n", + "\n", + "
\n", + "
\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's take another pass at it, and this time put both magnitude and depth in the same plot. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "location = df['place'] # manages serialization in early versions of Plotly Python client\n", + "for i in range(len(location)):\n", + " try:\n", + " location[i] = str(location[i]).decode('utf-8')\n", + " except:\n", + " location[i] = 'Country name decode error'" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "trace1 = Scatter(\n", + " x=df['depth'],\n", + " y=df['mag'],\n", + " text=location,\n", + " mode='markers',\n", + " marker=Marker(\n", + " color='rgba(31, 119, 180, 0.15)', # add opacity for visibility\n", + " )\n", + ")\n", + "layout = Layout(\n", + " title='Earthquake Magnitude vs. Depth',\n", + " xaxis=XAxis( type='log', title='depth' ),\n", + " yaxis=YAxis( type='log', title='magnitude' ),\n", + " hovermode=\"closest\",\n", + ")\n", + "data = Data([trace1])\n", + "fig = Figure(data=data, layout=layout)\n", + "py.iplot(fig, filename='Earthquake_basic')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you click and drag, you can zoom in on the plot. Hover your mouse to see data about each earthquake. Now, for our final plot, we can make a scatter plot over time, showing the magnitude on the y axis with the point sized for depth. " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "depth_time_plot = [Scatter({'y': df['mag'], \n", + " 'x': df['time_plotly'],\n", + " 'name': 'Earthquake Depth',\n", + " 'mode': 'markers',\n", + " 'text': df['place'],\n", + " 'marker': {\n", + " 'size': 20.0 * (df['depth'] + abs(df['depth'].min())) / (df['depth'].max() + abs(df['depth'].min()))\n", + " }})]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data_depth = Data(depth_time_plot)\n", + "\n", + "layout_depth = Layout(yaxis=YAxis(title='Magnitude of the Event'),xaxis=XAxis(title='Date of Event'),hovermode='closest')\n", + "\n", + "fig_depth = Figure(data=data_depth, layout=layout_depth )" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(fig_depth)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 15, + "text": [ + "" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Moving over to CartoDB, you can import the data table into your account by copying the following URL and pasting it into the [CartoDB Importer](http://docs.cartodb.com/cartodb-editor.html#importing-data):\n", + "\n", + " http://andye.cartodb.com/api/v2/sql?q=SELECT%20*%20FROM%20all_month&format=csv&filename=earthquake_data_plotly\n", + "\n", + "This just uses the CartoDB [SQL API](http://docs.cartodb.com/cartodb-platform/sql-api.html) again, with the additional parameter `filename` that specifices the name of the datatable on import.\n", + "\n", + "By selecting the Torque in the [Visualization Wizard](http://docs.cartodb.com/cartodb-editor.html#wizards) you can get an animated map of the earthquakes over time. Make sure to select the `time` column in the wizard. By clicking on the `CSS` tab, you can customize your map further. Copy & Past the CartoCSS below the map to reproduce it's style." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import HTML\n", + "HTML('')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 4, + "text": [ + "" + ] + } + ], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "```css\n", + "/** Torque visualization */\n", + "Map {\n", + "-torque-frame-count:512;\n", + "-torque-animation-duration:30;\n", + "-torque-time-attribute:\"time\";\n", + "-torque-aggregation-function:\"max(mag)\";\n", + "-torque-resolution:2;\n", + "-torque-data-aggregation:linear;\n", + "}\n", + "\n", + "#earthquake_data_plotly{\n", + " comp-op: lighter;\n", + " marker-fill-opacity: 0.9;\n", + " marker-line-color: #FFF;\n", + " marker-line-width: 0;\n", + " marker-line-opacity: 1;\n", + " marker-type: ellipse;\n", + " marker-width: 6;\n", + " marker-fill: #3E7BB6;\n", + "}\n", + "\n", + "#earthquake_data_plotly[value >7] {\n", + " marker-width: 20;\n", + " marker-fill: #3e7bb6;\n", + " [frame-offset=1] {\n", + " marker-width:19;\n", + " marker-fill-opacity:0.8;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:18;\n", + " marker-fill-opacity:0.7; \n", + " }\n", + " [frame-offset=3] {\n", + " marker-width:17;\n", + " marker-fill-opacity:0.6; \n", + " }\n", + " [frame-offset=4] {\n", + " marker-width:16;\n", + " marker-fill-opacity:0.5; \n", + " }\n", + " [frame-offset=5] {\n", + " marker-width:15;\n", + " marker-fill-opacity:0.4;\n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value<=7][value>6] {\n", + " marker-width: 16;\n", + " marker-fill: #C3CEFF;\n", + " [frame-offset=1] {\n", + " marker-width:14;\n", + " marker-fill-opacity:0.7;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:13;\n", + " marker-fill-opacity:0.6; \n", + " }\n", + " [frame-offset=3] {\n", + " marker-width:12;\n", + " marker-fill-opacity:0.5; \n", + " }\n", + " [frame-offset=4] {\n", + " marker-width:11;\n", + " marker-fill-opacity:0.4; \n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value<=6][value>5] {\n", + " marker-width: 12;\n", + " marker-fill: #FFFFFF;\n", + " [frame-offset=1] {\n", + " marker-width:10;\n", + " marker-fill-opacity:0.6;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:8;\n", + " marker-fill-opacity:0.5; \n", + " }\n", + " [frame-offset=3] {\n", + " marker-width:6;\n", + " marker-fill-opacity:0.4;\n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value<=5][value>4] {\n", + " marker-width: 6;\n", + " marker-fill: yellow; \n", + " [frame-offset=1] {\n", + " marker-width:4;\n", + " marker-fill-opacity:0.5;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:2;\n", + " marker-fill-opacity:0.4;\n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value <= 4][value > 3] {\n", + " marker-width: 3;\n", + " marker-fill: orange;\n", + " [frame-offset=1] {\n", + " marker-width:2;\n", + " marker-fill-opacity:0.4;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:1;\n", + " marker-fill-opacity:0.3;\n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value <= 3][value > 2] {\n", + " marker-width: 2;\n", + " marker-fill: red;\n", + " [frame-offset=1] {\n", + " marker-width:1.5;\n", + " marker-fill-opacity:0.3;\n", + " }\n", + " [frame-offset=2] {\n", + " marker-width:1;\n", + " marker-fill-opacity:0.2;\n", + " }\n", + "}\n", + "\n", + "#earthquake_data_plotly[value <= 2] {\n", + " marker-fill: #850200;\n", + " marker-width: 0.5;\n", + " [frame-offset=1] {\n", + " marker-width:0;\n", + " marker-fill-opacity:0;\n", + " }\n", + "}\n", + "```" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/cartodb/cartodb.py b/notebooks/cartodb/cartodb.py new file mode 100644 index 0000000..49a5c14 --- /dev/null +++ b/notebooks/cartodb/cartodb.py @@ -0,0 +1,340 @@ + +# coding: utf-8 + +####
+
+ +# [CartoDB](http://cartodb.com/) lets you easily make web-based maps driven by a PostgreSQL/PostGIS backend, so data management is easy. [Plotly](https://plot.ly) is a cloud-based graphing and analytics platform with [Python, R, & MATLAB APIs](https://plot.ly/api) where collaboration is easy. This IPython Notebook shows how to use them together to analyze earthquake data. + +# In[1]: + +# Import needed libraries +get_ipython().magic(u'pylab inline') +import pandas as pd +import plotly.plotly as py +from plotly.graph_objs import * +import plotly.tools as tls + + +# **Getting started** +# +# 1. Setup a free CartoDB account at [https://cartodb.com/signup](https://cartodb.com/signup) or use data linked in this notebook +# 2. Use Plotly's sandbox account, or [sign-up](https://plot.ly/python/getting-started/). No downloads required. + +# In[2]: + +py.sign_in('Python-Demo-Account', 'gwt101uhh0') + + +# Pandas's [`read_csv`](http://pandas.pydata.org/pandas-docs/dev/generated/pandas.io.parsers.read_csv.html) allows import via HTTP, FTP, etc. It's perfect for CartoDB's [SQL API](), which has the following template: +# ``` +# http://{account_name}.cartodb.com/api/v2/sql?q={custom_sql_statement}&format=csv +# ``` +# +# To get data from the data table in my CartoDB account, the following query grabs values we can graph, and converts the timestamp to work easily with plotly. +# +# ```sql +# SELECT +# mag, +# magtype, +# type, +# to_char(time,'yyyy-mm-DD HH24:MI:SS') AS time_plotly, +# place, +# depth +# FROM +# all_month +# ``` +# +# All we need to do is replace the white space with `%20` so the URL is properly encoded. + +# In[3]: + +url = "http://andye.cartodb.com/api/v2/sql?" "q=SELECT%20mag,magtype,type,to_char(time,'yyyy-mm-DD%20HH24:MI:SS')%20AS%20time_plotly,place,depth%20FROM%20all_month" "&format=csv" +df = pd.read_csv(url) +df = df.sort(['mag'], ascending=[0]); + + +# In[4]: + +df.head() + + +# Let's take a look at the magnitude in a histogram. + +# In[5]: + +mag_histogram_plot = [{'x': df['mag'], + 'type': 'histogram' +}] + + +# In[6]: + +data_histogram = Data(mag_histogram_plot) + +fig_histogram = Figure(data=data_histogram) + + +# In[7]: + +py.iplot(fig_histogram, filename='magnitude_histogram') + + +# Let's check out the same data in a box plot. + +# In[8]: + +mag_jitter_plot = [{'y': df['mag'], + 'name': 'Earthquake Magnitude', + 'type': 'box', + 'boxpoints': 'outliers', + 'jitter': 0.9, +}] + + +# In[9]: + +data_jitter = Data(mag_jitter_plot) + +fig_jitter = Figure(data=data_jitter) + + +# In[10]: + +py.iplot(fig_jitter, filename='boxplot_with_jitter') + + +# If we want to put the plot in a report, email, or presentation we can export the static version. The plot URL contains the data, code to reproduce the plot with MATLAB, R, and Python, and can be embedded. +#
+#
+#
+# - https://plot.ly/~Python-Demo-Account/1534.png +# - https://plot.ly/~Python-Demo-Account/1534.svg +# - https://plot.ly/~Python-Demo-Account/1534.pdf +# - https://plot.ly/~Python-Demo-Account/1534.eps +# - https://plot.ly/~Python-Demo-Account/1534.m +# - https://plot.ly/~Python-Demo-Account/1534.py +# - https://plot.ly/~Python-Demo-Account/1534.r +# - https://plot.ly/~Python-Demo-Account/1534.jl +# - https://plot.ly/~Python-Demo-Account/1534.json +# - https://plot.ly/~Python-Demo-Account/1534.embed +#
+#
+#
+# You and others you share the plot with can also collaborate and style the plot in the GUI. +#
+#
+#
+# +#
+#
+#
+ +# Let's take another pass at it, and this time put both magnitude and depth in the same plot. + +# In[11]: + +location = df['place'] # manages serialization in early versions of Plotly Python client +for i in range(len(location)): + try: + location[i] = str(location[i]).decode('utf-8') + except: + location[i] = 'Country name decode error' + + +# In[12]: + +trace1 = Scatter( + x=df['depth'], + y=df['mag'], + text=location, + mode='markers', + marker=Marker( + color='rgba(31, 119, 180, 0.15)', # add opacity for visibility + ) +) +layout = Layout( + title='Earthquake Magnitude vs. Depth', + xaxis=XAxis( type='log', title='depth' ), + yaxis=YAxis( type='log', title='magnitude' ), + hovermode="closest", +) +data = Data([trace1]) +fig = Figure(data=data, layout=layout) +py.iplot(fig, filename='Earthquake_basic') + + +# If you click and drag, you can zoom in on the plot. Hover your mouse to see data about each earthquake. Now, for our final plot, we can make a scatter plot over time, showing the magnitude on the y axis with the point sized for depth. + +# In[13]: + +depth_time_plot = [Scatter({'y': df['mag'], + 'x': df['time_plotly'], + 'name': 'Earthquake Depth', + 'mode': 'markers', + 'text': df['place'], + 'marker': { + 'size': 20.0 * (df['depth'] + abs(df['depth'].min())) / (df['depth'].max() + abs(df['depth'].min())) + }})] + + +# In[14]: + +data_depth = Data(depth_time_plot) + +layout_depth = Layout(yaxis=YAxis(title='Magnitude of the Event'),xaxis=XAxis(title='Date of Event'),hovermode='closest') + +fig_depth = Figure(data=data_depth, layout=layout_depth ) + + +# In[15]: + +py.iplot(fig_depth) + + +# Moving over to CartoDB, you can import the data table into your account by copying the following URL and pasting it into the [CartoDB Importer](http://docs.cartodb.com/cartodb-editor.html#importing-data): +# +# http://andye.cartodb.com/api/v2/sql?q=SELECT%20*%20FROM%20all_month&format=csv&filename=earthquake_data_plotly +# +# This just uses the CartoDB [SQL API](http://docs.cartodb.com/cartodb-platform/sql-api.html) again, with the additional parameter `filename` that specifices the name of the datatable on import. +# +# By selecting the Torque in the [Visualization Wizard](http://docs.cartodb.com/cartodb-editor.html#wizards) you can get an animated map of the earthquakes over time. Make sure to select the `time` column in the wizard. By clicking on the `CSS` tab, you can customize your map further. Copy & Past the CartoCSS below the map to reproduce it's style. + +# In[4]: + +from IPython.display import HTML +HTML('') + + +# ```css +# /** Torque visualization */ +# Map { +# -torque-frame-count:512; +# -torque-animation-duration:30; +# -torque-time-attribute:"time"; +# -torque-aggregation-function:"max(mag)"; +# -torque-resolution:2; +# -torque-data-aggregation:linear; +# } +# +# #earthquake_data_plotly{ +# comp-op: lighter; +# marker-fill-opacity: 0.9; +# marker-line-color: #FFF; +# marker-line-width: 0; +# marker-line-opacity: 1; +# marker-type: ellipse; +# marker-width: 6; +# marker-fill: #3E7BB6; +# } +# +# #earthquake_data_plotly[value >7] { +# marker-width: 20; +# marker-fill: #3e7bb6; +# [frame-offset=1] { +# marker-width:19; +# marker-fill-opacity:0.8; +# } +# [frame-offset=2] { +# marker-width:18; +# marker-fill-opacity:0.7; +# } +# [frame-offset=3] { +# marker-width:17; +# marker-fill-opacity:0.6; +# } +# [frame-offset=4] { +# marker-width:16; +# marker-fill-opacity:0.5; +# } +# [frame-offset=5] { +# marker-width:15; +# marker-fill-opacity:0.4; +# } +# } +# +# #earthquake_data_plotly[value<=7][value>6] { +# marker-width: 16; +# marker-fill: #C3CEFF; +# [frame-offset=1] { +# marker-width:14; +# marker-fill-opacity:0.7; +# } +# [frame-offset=2] { +# marker-width:13; +# marker-fill-opacity:0.6; +# } +# [frame-offset=3] { +# marker-width:12; +# marker-fill-opacity:0.5; +# } +# [frame-offset=4] { +# marker-width:11; +# marker-fill-opacity:0.4; +# } +# } +# +# #earthquake_data_plotly[value<=6][value>5] { +# marker-width: 12; +# marker-fill: #FFFFFF; +# [frame-offset=1] { +# marker-width:10; +# marker-fill-opacity:0.6; +# } +# [frame-offset=2] { +# marker-width:8; +# marker-fill-opacity:0.5; +# } +# [frame-offset=3] { +# marker-width:6; +# marker-fill-opacity:0.4; +# } +# } +# +# #earthquake_data_plotly[value<=5][value>4] { +# marker-width: 6; +# marker-fill: yellow; +# [frame-offset=1] { +# marker-width:4; +# marker-fill-opacity:0.5; +# } +# [frame-offset=2] { +# marker-width:2; +# marker-fill-opacity:0.4; +# } +# } +# +# #earthquake_data_plotly[value <= 4][value > 3] { +# marker-width: 3; +# marker-fill: orange; +# [frame-offset=1] { +# marker-width:2; +# marker-fill-opacity:0.4; +# } +# [frame-offset=2] { +# marker-width:1; +# marker-fill-opacity:0.3; +# } +# } +# +# #earthquake_data_plotly[value <= 3][value > 2] { +# marker-width: 2; +# marker-fill: red; +# [frame-offset=1] { +# marker-width:1.5; +# marker-fill-opacity:0.3; +# } +# [frame-offset=2] { +# marker-width:1; +# marker-fill-opacity:0.2; +# } +# } +# +# #earthquake_data_plotly[value <= 2] { +# marker-fill: #850200; +# marker-width: 0.5; +# [frame-offset=1] { +# marker-width:0; +# marker-fill-opacity:0; +# } +# } +# ``` diff --git a/notebooks/cartodb/config.json b/notebooks/cartodb/config.json new file mode 100644 index 0000000..22a8952 --- /dev/null +++ b/notebooks/cartodb/config.json @@ -0,0 +1,15 @@ +{ + "title": "CartoDB and Plotly", + "title_short": "CartoDB + Plotly", + "meta_description": "CartoDB and Plotly mashup using the Plotly, CartoDB, Pandas, and IPython Notebooks", + "cells": [0, -1], + "relative_url": "", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "", + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/references.json b/notebooks/references.json index 9056626..c0ecc3a 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -3,6 +3,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "cartodb" ] } From 4c6d2b88a82ae2c52e4bb4803e0715270cca24d3 Mon Sep 17 00:00:00 2001 From: Andy Eschbacher Date: Fri, 27 Feb 2015 16:42:31 -0500 Subject: [PATCH 051/163] updated with @etpinard's requests --- _published/includes/cartodb/body.html | 4 ++-- _published/includes/references.json | 16 ++++++++-------- _published/sitemaps.py | 20 ++++++++++---------- _published/urls.py | 12 ++++++------ notebooks/cartodb/cartodb.ipynb | 4 ++-- notebooks/cartodb/cartodb.py | 2 +- notebooks/cartodb/config.json | 2 +- notebooks/references.json | 4 ++-- 8 files changed, 32 insertions(+), 32 deletions(-) diff --git a/_published/includes/cartodb/body.html b/_published/includes/cartodb/body.html index 626f83e..f2e54b3 100644 --- a/_published/includes/cartodb/body.html +++ b/_published/includes/cartodb/body.html @@ -832,7 +832,7 @@ 

from IPython.display import HTML
-HTML('<iframe width=100% height=520 frameborder=0 src=http://andye.cartodb.com/viz/e44ac140-b8ad-11e4-b156-0e4fddd5de28/embed_map allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>')
+HTML('<iframe width=100% height=520 frameborder=0 src=https://andye.cartodb.com/viz/e44ac140-b8ad-11e4-b156-0e4fddd5de28/embed_map allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>')

@@ -847,7 +847,7 @@

-

diff --git a/_published/includes/references.json b/_published/includes/references.json index d926ded..7b263c7 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -22,6 +22,12 @@ } }, "splash": [ + { + "title_short": "CartoDB + Plotly", + "thumbnail_image": "", + "relative_url": "cartodb", + "title": "CartoDB and Plotly" + }, { "title_short": "plotly and networkx", "thumbnail_image": "", @@ -45,19 +51,13 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" - }, - { - "title_short": "CartoDB + Plotly", - "thumbnail_image": "", - "relative_url": "", - "title": "CartoDB and Plotly" } ], "notebooks": [ + "cartodb", "networkx", "make_subplots", "basemap", - "collaborate", - "cartodb" + "collaborate" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index fe00638..7647095 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -6,7 +6,7 @@ def items(): items = [ dict( - location='/ipython-notebooks/network-graphs', + location='/ipython-notebooks/cartodb', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -14,12 +14,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'networkx', + 'cartodb', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/subplots', + location='/ipython-notebooks/network-graphs', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -27,12 +27,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'make_subplots', + 'networkx', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/basemap-maps', + location='/ipython-notebooks/subplots', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -40,12 +40,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'basemap', + 'make_subplots', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/collaboration', + location='/ipython-notebooks/basemap-maps', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -53,12 +53,12 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'collaborate', + 'basemap', 'body.html'), priority=0.5 ), dict( - location='/ipython-notebooks/', + location='/ipython-notebooks/collaboration', lmfile=os.path.join( settings.TOP_DIR, 'shelly', @@ -66,7 +66,7 @@ def items(): 'api_docs', 'includes', 'ipython_notebooks', - 'cartodb', + 'collaborate', 'body.html'), priority=0.5 ) diff --git a/_published/urls.py b/_published/urls.py index af8fdc9..aed4022 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("cartodb/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='cartodb'), + name='ipython-notebook-cartodb'), url("network-graphs/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', @@ -24,10 +29,5 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate'), - url("/$", - IPythonNotebookPage.as_view( - lang='ipython-notebooks', - notebook='cartodb'), - name='ipython-notebook-cartodb') + name='ipython-notebook-collaborate') ) diff --git a/notebooks/cartodb/cartodb.ipynb b/notebooks/cartodb/cartodb.ipynb index 78b7837..21033a9 100644 --- a/notebooks/cartodb/cartodb.ipynb +++ b/notebooks/cartodb/cartodb.ipynb @@ -497,14 +497,14 @@ "collapsed": false, "input": [ "from IPython.display import HTML\n", - "HTML('')" + "HTML('')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ - "" + "" ], "metadata": {}, "output_type": "pyout", diff --git a/notebooks/cartodb/cartodb.py b/notebooks/cartodb/cartodb.py index 49a5c14..10ac002 100644 --- a/notebooks/cartodb/cartodb.py +++ b/notebooks/cartodb/cartodb.py @@ -202,7 +202,7 @@ # In[4]: from IPython.display import HTML -HTML('') +HTML('') # ```css diff --git a/notebooks/cartodb/config.json b/notebooks/cartodb/config.json index 22a8952..ad49c65 100644 --- a/notebooks/cartodb/config.json +++ b/notebooks/cartodb/config.json @@ -3,7 +3,7 @@ "title_short": "CartoDB + Plotly", "meta_description": "CartoDB and Plotly mashup using the Plotly, CartoDB, Pandas, and IPython Notebooks", "cells": [0, -1], - "relative_url": "", + "relative_url": "cartodb", "thumbnail_image": "", "non_pip_deps": [ { diff --git a/notebooks/references.json b/notebooks/references.json index c0ecc3a..79515f7 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,9 +1,9 @@ { "notebooks": [ + "cartodb", "networkx", "make_subplots", "basemap", - "collaborate", - "cartodb" + "collaborate" ] } From 47323fa64a2923c323aa9bb16cc37191253c5275 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 9 Mar 2015 16:22:42 -0400 Subject: [PATCH 052/163] add some useful (slightly redundant) info in CONTRIBUTING --- CONTRIBUTING.md | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 1592fa5..8f7d5cb 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -75,9 +75,13 @@ appear on the splash page. #### Step 0: Make a directory and add ipynb file -- **As of Feb 19 2015**, make sure that the `ipynb` file has been ran. The - notebook is not ran in this process (possibly later), its in and out cell are - only converted. +**As of Feb 19 2015**: + +- As displayed [above](#repo-structure), the `ipynb` file must have the same + name as its `notebooks/` sub-directory. + +- Make sure that the `ipynb` file has been ran. The notebook is not ran in this + process (possibly later), its in and out cell are only converted. #### Step 1: Install requirements @@ -94,7 +98,7 @@ make init nb= and fill in the generated notebook `config.json` -- **don't forget to remove the comments from the json file** +- **Don't forget to remove the comments from the json file** - If the `title` attributes is longer than 50 character, consider including `\n` to make the title appears on two lines. @@ -119,7 +123,12 @@ This puts the html into publishable form, generates the `urls.py` and auto-generatable fields. -#### Step 5: +#### Step 5: + +Commit all unignored files and make a PR. + + +#### Step 6 (for plotly employees only) ``` make push From c2a4ea0dca12cb8792dcfa011da68e0ccbe31654 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 9 Mar 2015 16:23:18 -0400 Subject: [PATCH 053/163] add support for ipython 3.0 (nbformat 4) --- _makescripts/trim.py | 16 ++++++++++++++-- 1 file changed, 14 insertions(+), 2 deletions(-) diff --git a/_makescripts/trim.py b/_makescripts/trim.py index 45b8143..d5f4b8a 100644 --- a/_makescripts/trim.py +++ b/_makescripts/trim.py @@ -5,6 +5,13 @@ # ------------------------------------------------------------------------------- +def get_slice(array, cells): + if cells[1] == 'end': + return array[cells[0]:] + else: + return array[cells[0]:cells[1]] + + def main(): path_handler = common.PathHandler('trim') @@ -15,11 +22,16 @@ def main(): nb_json = ds.load_json(file_ipynb) cells = path_handler.load_config(arg)['cells'] - nb_json_cells = nb_json['worksheets'][0]['cells'] - nb_json['worksheets'][0]['cells'] = nb_json_cells[cells[0]:cells[1]] + if nb_json['nbformat'] == 4: + nb_json_cells = nb_json['cells'] + nb_json['cells'] = get_slice(nb_json_cells, cells) + else: + nb_json_cells = nb_json['worksheets'][0]['cells'] + nb_json['worksheets'][0]['cells'] = get_slice(nb_json_cells, cells) file_tmp_ipynb = file_ipynb.replace('.ipynb', '.tmp.ipynb') ds.dump_json(nb_json, file_tmp_ipynb, indent=1) + if __name__ == "__main__": main() From b3d9e2ab703845ea33a85cbf0d8ff7d3d6a45da5 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 9 Mar 2015 16:25:34 -0400 Subject: [PATCH 054/163] add run-publish target in makefile --- makefile | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/makefile b/makefile index b818ace..66a457e 100644 --- a/makefile +++ b/makefile @@ -30,15 +30,14 @@ sitemaps=$(path_to_streambed)"/shelly/api_docs/sitemaps/ipython_notebooks/sitema # Examples: # # make nb= -# make nb=" " -# make nb=* (coming soon) +# +# N.B. Each target must be ran one notebook at a time # #------------------------------------------------------------------------------- init: @cp $(path_to_makedata)/config-init.json $(path_to_notebooks)/$(nb)/config.json -# This target must be one notebook at a time run run: @ipython $(path_to_makescripts)/trim.py $(nb) @cd $(path_to_notebooks)/$(nb) && ipython nbconvert --to html $(nb).tmp.ipynb @@ -48,6 +47,8 @@ run: publish: @ipython $(path_to_makescripts)/publish.py $(nb) --pdb +run-publish: run publish + push: @rm -rf $(includes)/* @cp -R $(path_to_published)/includes/* $(includes) From e8cd5538f60d772a36025ff8cdcf24b9cf3edc56 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 9 Mar 2015 16:26:02 -0400 Subject: [PATCH 055/163] add markowitz notebook! --- notebooks/markowitz/config.json | 15 + notebooks/markowitz/markowitz.ipynb | 11796 ++++++++++++++++++++++++++ notebooks/references.json | 1 + 3 files changed, 11812 insertions(+) create mode 100644 notebooks/markowitz/config.json create mode 100644 notebooks/markowitz/markowitz.ipynb diff --git a/notebooks/markowitz/config.json b/notebooks/markowitz/config.json new file mode 100644 index 0000000..75aeb00 --- /dev/null +++ b/notebooks/markowitz/config.json @@ -0,0 +1,15 @@ +{ + "title": "Markowitz portfolio optimization", + "title_short": "Markowitz portfolio optimization", + "meta_description": "Tutorial on the basic idea behind Markowitz portfolio optimization and how to do it with Python and plotly.", + "cells": [0, "end"], + "relative_url": "markowitz-portfolio-optimization", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/markowitz/markowitz.ipynb b/notebooks/markowitz/markowitz.ipynb new file mode 100644 index 0000000..5267f1a --- /dev/null +++ b/notebooks/markowitz/markowitz.ipynb @@ -0,0 +1,11796 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Authors: Dr. Thomas Starke, David Edwards, Dr. Thomas Wiecki\n", + "\n", + "### About the author:\n", + "\n", + "Today's blog post is written in collaboration with [Dr. Thomas Starke](http://drtomstarke.com/). It is based on a longer whitepaper by Thomas Starke on the relationship between Markowitz portfolio optimization and Kelly optimization. The full whitepaper can be found [here](http://eepurl.com/4Pgrv).\n", + "\n", + "### Introduction\n", + "In this blog post you will learn about the basic idea behind Markowitz portfolio optimization as well as how to do it in Python. We will then show how you can create a simple backtest that rebalances its portfolio in a Markowitz-optimal way. We hope you enjoy it and get a little more enlightened in the process. \n", + "\n", + "We will start by using random data and only later use actual stock data. This will hopefully help you to get a sense of how to use modelling and simulation to improve your understanding of the theoretical concepts. Don‘t forget that the skill of an algo-trader is to put mathematical models into code and this example is great practice.\n", + "\n", + "Let's start with importing a few modules, which we need later and produce a series of normally distributed returns. `cvxopt` is a convex solver which you can easily download with\n", + "`sudo pip install cvxopt`.\n", + "\n", + "### Simulations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import cvxopt as opt\n", + "from cvxopt import blas, solvers\n", + "import pandas as pd\n", + "\n", + "np.random.seed(123)\n", + "\n", + "# Turn off progress printing \n", + "solvers.options['show_progress'] = False" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.4.7'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import plotly\n", + "import cufflinks\n", + "plotly.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# (*) To communicate with Plotly's server, sign in with credentials file\n", + "import plotly.plotly as py \n", + "\n", + "# (*) Useful Python/Plotly tools\n", + "import plotly.tools as tls \n", + "\n", + "# (*) Graph objects to piece together plots\n", + "from plotly.graph_objs import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Assume that we have 4 assets, each with a return series of length 1000. We can use `numpy.random.randn` to sample returns from a normal distribution." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "## NUMBER OF ASSETS\n", + "n_assets = 4\n", + "\n", + "## NUMBER OF OBSERVATIONS\n", + "n_obs = 1000\n", + "\n", + "return_vec = np.random.randn(n_assets, n_obs)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": [ + "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\n", + "LjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\n", + "MzAyMDkzMjI4WikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\n", + "bGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic7L1friS5kqf3nqvIDWTA+Z9cgQAB8yDpQQsYoKchRArQ\n", + "k3B3Lxrdnfb7/JyTVTNddUe3kXcwXSedER50utFoNJrZF74f8//9CPP/pFa+/9ef347X/K9d3H+s\n", + "izFfF68/5sX/51t+hWr/a3Vde/zTvjf/8/NbO+y/7/Xfcthf/l/7v//+7f/89n9/C9//2/z3//Kn\n", + "v/Nv3/63v6sL/fgeDvtajedf7/VXjvZXlz/Otj/uS0rpNf9/ykfr33Oor3W9jH4O7rH+V+dwn3/G\n", + "+SeupzBew/531DB/sOSzLZb4qya52/2E1q/w/X+3UbZH/V/n//+/5mP/v9/i9/8y/45HeuU4bxZr\n", + "Xz2Yt1u3+B7i8Qphdcd+JryOvlry95D7q7brO9ZS4/c4Px3tV+Mcg/W58T309ArJeprGamnn45Xv\n", + "I72G/U7MeTakKWKrIXyPpb0O+1hLcbW0th61fQ+tnXdOtc6W/EpxfWW2HOOV6u5ofvX1j5C+h5Hn\n", + "uM+v9/mxOVKv+2dCx83K2Zt5g++hzt/s1uVofa6v3O/xOI75RmdLTdbp2c+wutbn3cqrFOtlqatl\n", + "/WOMvDrd7B+5WNf6a43nkfpqSda1EuJqqasH89YtvJp1LQb7mfEKqwMpfG/xVexN9dZXQ1sDEOcA\n", + "TIHo3rMw38QagThHIOfZG/v+Uc6m83HCfDtpvuxj9y2EV1pdCOV81LZuXs6mvr4W5siN5vIym+L8\n", + "17rjfKT5j2HfCjGeTaNeEhPnD8t4h/Qq56jJ7+fXsWRlzJcQ0/l0153mM5xiMOUszDeXb5EKZYro\n", + "egnzeWp5uRTMlrreQi9LDLJ0rL7OLs9pGtocrKhNbXWite9xvggR0vm7cQ1CHd/jHLouv9VeffWi\n", + "msyvYekukfPOr3EObDqb+vmYU6RqnT+xvrjGebzyegXzg6HMd9r33LEpv4agTKFKUR9nTryynifP\n", + "xxlzQHxmxjlp1yDkdk7aPXCzpW5RHPEVTTBrs6eZ3d2TNsahOmA21VsaQ5sjLJN7TuI1BtaU5uRw\n", + "obOX6fI4Z1T138qveL7Y+Vj1wGPNeXzLY52z/djzK5YpnPalMB84T/Vl/ygtnU1ji+McmG4P3LNN\n", + "/jh/eI3FbGr8pfmup4jLPI3tUoMmcEfQGRT71E+XLI5b5c2RXb/a51OMKTVhqxwbvy2GZb56eYxx\n", + "6UMTQ5OuZD+SrGmKV7zFMMyBkLk4m9othn2cs/nsWZoTeEvhYfNt92I2bXFdP+USb7J0C2eYDzTC\n", + "nqWzaVgvep1N8xlFRtI16kscMzRCmvP4Fsc4J7oIwmwqdWlmU9pJ32kqr2Nc7yrM4W/H9apW05Yz\n", + "G0KR71RdO87HPZeEa+WorkHi0aZY+LfmANg76fODocSzuzm2s6lteczh/NwpE6mLfpzr13rz8+LS\n", + "jOEwLTy1WtiKO83JfMuBLbIymWfTuEVxKheVl7mWz9tPHZH9Pcx+HLc0hjYf2QQlLz0zm8r6/Z6W\n", + "/lsa9Fy5cjxVYx9p9bec17ZSjDb37LYlr48nUYpzQW3j+sXV1OyDofa1cMpsmJ2P7VqS7Dd8EZwt\n", + "rhP5QnMR5WiLWt9L12zaqnJZJq5/TXFsaZySn1zyZ9NWjvHo56M214pzzIr1pdZ1ozmDtxSW5G9p\n", + "NZUthfN1DutZ6+t5hmjFuZrV4T0bohWnPIkiKbK62PIoQlCO84NLCtucDN4SRClOURBrYDZtpWjj\n", + "k/oWhfnD6RbFaCumi8Js2iJmBkH3aWLPf4uiaXRRGmulyTqnSha1mMYpX6f9UsppHi5BnOpGFvbZ\n", + "VG9BLHWO/SUVs6WKcpzaf4wtjrPJleOc9NVlflqIcYvjfDR9mnbaiyaOMWVdGeY9XDvOeSDLrqnl\n", + "Wx7XrHDtOBdh145mgPpaOJtcO5rJ5RNmLWS3duxD53INrh2D6QHvxmxy7WimgAtfjaIdp5D2cvdi\n", + "tlQXy6xm4DRkXTmagPmEqWJe9XAuXufyMlfaeItbzOG8sheZ0Kz74zZBp8LZBnHo0SVgNXUbghZt\n", + "3YNcTZtnTzmzQcXcN3PolsZhBty2mmozvdgOXUBrF71oS7Yr39nkenHtj7Y4zmUi3M9rKl6fZ07k\n", + "20i151Gbfq6n43pV8w+dyLNp2Yz2quKxtgbBtWJYRsL+9dnkanHqKNHlUxOKzTjw62JB2rcOaRIl\n", + "Gea7HG5cNVNgl00x1baokZZdIc6HWUvZnPz7tqFlNddnk6vFEdUqXsvRXpyzbp1mk6tF26L5m2ti\n", + "gphFKMq0SUfNjmy+RLXuMjwnv87u2bQl317qkuU2TjvRZHB0ndazxRXifOuyAvVDFGKx5W0bB30+\n", + "x9T1PvnmcG99SPNaJ0Ocmwrp6mza8y2a2ePib9vle9TnR3QwZ1Pd8jeV9pav2ZRPY9Hkz0ZM+pdd\n", + "HZpsxOi9KGosZjX7ZpMbi3MeN/lWFXU4FWDw99ari0Wo3PW2cxNtcmhDKruG3s9dtAmiLRuiy2fT\n", + "ngHBnCmyWR6iDkdReZxN+/ZTssX4nPNwq8Nljx3atNVhmCtPT1uPTWt+60NTP8Nf5Gza97BNgsy8\n", + "OUdcMdZ0XnF9uDq55/0QEySY+8O1qLlJtjDmdNqa17eyKcT5s8GV9xwKV4hTTWyJWU2uEKdcZF93\n", + "RhWFaJs6n/ijikKcb85f3GiiD+eQiYqbTVsfWgdldbFZuAVySp3Iz2xyxTjVjzh0hrh3loqTvg+x\n", + "F+daKNPCtkBfaUZr26rR1LlYMtblrRyXIvROhiOKkpyWVFKvSxQtuUyuPY622XE1ORf64G/G2mA+\n", + "ynbExsgVJe17a3NNWSKfobiqjFPcloKw/ffZ5rrSFq8mv1ddZYa58qunZ7a50pxri2u7aXKK0pya\n", + "WX03dmntP6V3XfTm1Gyy/7GFYk8Ac8CI22Y2bVl6+ECC+pfMlIzluupas3ZV5mHu+F1tToNIvBLW\n", + "5orTJoG4QacV75qzJjVIloW/JRV2mu0mXHXOzalourXT2JJqbXrLLMrz6l1xpWmLi+hTa3OtOXWy\n", + "qOEwP7rVpukDN5eC3sUcDuqrM4fbls+5QVN32WxzzTkOVSu2c3HVWQYGo4vqNNvZlxizfL8yKpef\n", + "08VzYKDiIWq00eE321yPxuD6ydrmdF/DeLo6YxQdau5jmVUxuhI1Y1v2K+ax3Fo0TknNbBM1ylls\n", + "g32LqG0+dPbPf7omjRjBWEST2kjI9Jptrkptt3Q+WBUtapani/RscvOSfmmzq12Lzvcma4q1uRa1\n", + "NV+mV+zn/tv+aTItrgZ7FNei83uqmWebziDtytwruBLN8KVZ2z6RCOVYl4Lozrm8qCpJ4u6z3aDY\n", + "2qZZ3Mxs2M5bm+vOJOaVtcl2PE6jVgY4iY6LNojSlF3z2OxSNZTK92mM7em/rvi+3l7bXnCsrcoW\n", + "fNpcst+zti3Icb42Pb1JchRi4xjd6rQ2UaAJcz91f6n2A3hVXRTolPgknuwkfrqHS9TatgKdZrxs\n", + "AG0X5yvoreDnRbE62Yf5/W1221qmDvssy6ytQLqOqziY5tC+Txvsfq3LNMja4hrUHJ0iUdNQ2E7L\n", + "tU8QnTLbXIPqmmRtxe2q9dNiicw2sT67untsR7Uf6HTBSl+qW5HL9PCN+XLkbhU6jcTk+ibLLI0B\n", + "Thd7onIuNjIb5kZpqzlbucUHYm1Fd0cqAeVwQ+Y8vvPvzTbZn1f0vYhRZUuKWP7WtreR5gtWKSli\n", + "NNoZppou6lwKc4upq1tJ6sTMsOhm2y0zz4lYsqvTOCewHmVl313YiHU5gJtTaGtTe6O6PptPzW3S\n", + "rpsEa9uerWmf6oJVmmjTlGAbFdEQa72s4/ae2owVtVpUzc2mrSxj4tFWEY+tqdGg706OL3uGoq6H\n", + "K1WbAvrqzGPoG6fkMmVtQdTqVHjR3c/BDt7mMiNW09w5uFodHN6p9UStUsXMtj2Xl26WiVazWqQF\n", + "y8hsc7VqAinqZ37U1ercBOtA2W22Wo1Dd6NL+21hnbNc1fhsw5ZeFcJcf7cY2JFtkYFqapdG3TLD\n", + "/2K+CpX/aY+4djUXsmjQKo6tcN7KfGvSOV1jZpNr1Qp3qfkiXaua9pEHtjN03zcd0I5zSXetmiKO\n", + "x5s8pHm6mh95LReqalWxxppszW0LLT7FZYr62l+gxGfb1qq29okvyG5TljWGi9W1qh1CY6yqbPFb\n", + "4tl1E61a4RmwNteqa2GUznfZ5ptPVzT1bNtatZdrQW5D7NJ+XEb1vOqK1CabXZytrkFttsiqONu2\n", + "Bp3vUlyHtpN3g9R8EiKUtsvfKtQO7PwVmTt3y+QhfixrkyUyTiNf7VhzvN2dNN+gLGNTVbkGnaM4\n", + "2CYaNKoz3+IeXIM2uBitTVQoB9yUzxbOqdl1i9GrGKZT+emTN1GhtqTpLZsYpuarEW0+dc9WoYOG\n", + "iUVbNJyhmE/LVah560WK5sbQVeio1yXXnKNhezB/TNygHeM621xzNjgnVxjD1pyjQzJsLt9y2Ro2\n", + "gFPfb8UZ1cA+2/xo6CjqrjfjxN9+hU6dTaI4aYDNJdPNUpuzon5GVcUZsTEaVRTnGNjfDt/OrbVb\n", + "e9nEIXrgLQ45S7d/qLIb4sSxdVcVzToxuBVoCTCZhoQkxHLok0eNn7J5VdjmGnRurZfeMIkU12iW\n", + "fRMcriYkMhnM0jmNDFmrzeXrBulUSLLGW5scFxX8jiimwLN6a6suqLvTRXRmxEm+tYkleqiIxqmU\n", + "3BKdK7E4RazNFegoiIZZBu22RJMeAVrb1qP3Oew9Hl306HB9ezaJGj0QHDQNU9ejeegqc5rdt4ja\n", + "iZOvyOvI/O5kzHqwb7E3rkcD5WK2uR6tSVXOOUZ7kdddtTWJGj34taT7+4p3EJL6RoPuPszhI3r0\n", + "YJxV1gOlqqdWtua7KWoBAdpW7WRKw6jmdsj1aIen2ELfXI+2we812eEHin7odI764hDVo7PcZOdo\n", + "nG3D+2qDKG4ra5Ojpaoqx3ZR2ODr+4wSOBfieSm4Hs1ZzwKtyfXoHeVxTQlbVH17D/dOjEn0aD50\n", + "lbA216N2zC5PbM64W9vHrmcQ1iT7e4T/xShBd08hjUUU6eN9Rjk3scBXUaTWJi7SwgA92TEMeEit\n", + "yfWoxerIO1u6aC/2Sc1ya3NLdFp2cp5jMYDnoZUGr6k8LJ+mr/fWttWpHd7czkhrCqJOO7zu1iZu\n", + "0qTHcNF2jPfImRaV83dr2/Nt4FAyJjkpNdtH1c5s2zrVhkPMMIsdkbP4R1ey69Rzfk2jQUzShEGf\n", + "bVtqTRhkk2pb5K1L7bjTT6Fjarqpb6rbkv/LtOX2zVtTF01qvnPtiMRsm+WkintuPVyTlkcnh7hK\n", + "TZf5BjHmQy3SrMdv1tZ9u3RgeHPQXb2sKGfbVqVDgsisKaomhR8n5rR6IH6pecnfhPVgzbmpYXAy\n", + "L7sOa3OjlNHJMRfRoQ0mnbXJ4XzBCpzF9Q2n0dm2lagdY4tpMV+56NCmkbuzCcGcWb/WxUkaXqXJ\n", + "aHTRpYeccljbkM184iiaEaeuUlVusw2u0iqyaA65u5fqfzib5LQpqjUe7SDTfaUw+Sy0bktpjLDg\n", + "LCTCN/WFMcFy2H9a477gFznDDQ+DzMRpS2k8/MzS2opYpjv1YV51LWrxEWIizA1bWQOoE8GO++2u\n", + "fUWKVY3nszaLeu+1tNPZI6rSwmD3al+uaGW7ydnmVqnZSGKFzT5dIxiWyS+7NGtr9zHxOlJyDWv+\n", + "9m2amovG7m/ByWebm6Z2ROs++7g2ohbel8p6K+J/tLb7F+a+WoIE7BxfjpwQ12VtduQ0f2icsZGi\n", + "cWpaB/d9HOG7+YrEIKhZLdOIGVpdyMw80YSV+ajTfDim6XGeN+pQWraB757Ox626safKM6PwHjXb\n", + "oEhEWpzb5fM9tLEieFSNzjY5cRoQ7Gn1uBqtAYaAWUTRggnzGTKma9J8kqXFQz5dk3IaNLt8Cpso\n", + "lXa4fK3zRDFFLCBwC2k7sMMw+3mr0zlfVZU3mb4mNaWirW0hPeqpt6fK3UEMtssUT4W1Ic5JZ1GT\n", + "CFazclRvz7a+xbMOjNFcId0qpdrWxdOGTzdj7UwYWvI55Uwc57GdGUNLPG3fofu71lyRrt2o9qS7\n", + "Ir1D1+80hTNt6JTPc/Y30TrmAlM5a0M39RopFvvhk3ptUsp1td2CaaujWl02zr6bH7A1elArNOFl\n", + "9TNj6BTMhuAPaxtbMFuDjdJXzpCle4gS6Vn0ZyrQkT27/jSTUWdjL2KGJuRVWZuboWaiySLaq+hP\n", + "s2LEAunV9eeKJxBrvsukNh+rSuhscwVqBzayQ+hdFKhFKoj09u4K1BJQxhkXYS3DFeioeoBsTa4/\n", + "bRGTwRyH60/bJorjOY4gCjRlPNwIcsiEFXtuTrb+tK2mbhJmm9ijXZebkTRqPsDEHcn1qInP+cQj\n", + "uwbVmLCzye3QFvwRra3IkX2kaI0iCrRm2D2jigKNiDWJlqpYIxamIQv0ChmS3cTookDXKbVL1JCj\n", + "4rWpEjN5iAfLtgFqeo0hCnQdQG6pmb8sejRUtR6tzfVoxSFvOoIYpJZC5JrN2lyPmsHrMy3Npc4t\n", + "0vxscj1a4KRJlvtxy6lJztBuZlGkZejJmrXtOTKCqu10+FmlnbnJ4bE1uR4dejSY5voj+nTo2YC1\n", + "SdzooetvOpoo1Ph4B83V6gqe9JUgHV1DR4ceDVqbnN1XXV2SHbFvcS2B3xuiVo+hspnWvshUyw4p\n", + "s4tB1Ko5+t3osDY3S6dVI8ZDChKF2HHSYE2yuY/oX0hqlap/yppcqZ7pYEH2mavjUZ4mqy5NuqVO\n", + "c+/qunQEdrz4nj4lZITZHNHNvaxl1ra1qXlsdDItw/WW0lQ1eCAFsUPsRaosSniQ7fv014ZYo0X9\n", + "ndak4U/qREtRjgmnUpPNljW5Mi13TlsMYo7attG1orW5OdoLMwllXTOXlYqZ5cBu8TRN26UXybWp\n", + "7dM1M3ylQDEBMmbRpvM9ytqdYhFtOne14uKyNjdHG4yZZJEYqk11MsQq2tTiYJo8cnNt2oM6ZK3J\n", + "c5HM2+ZCba5FP6pPEI3YRZeubZ6/ZQlaOOPf9l7VmoYs+bI1TnPh2Kp02TMyJ1JwVbrcat7/FDT+\n", + "vqsrPJk37lalrarRb02uSltH3uWcWa5LA0IbrE38pOakkV5m0aUNR+jWJroU8YkpaX6SOQx8a2pt\n", + "rksTPPbJZqsv/UOtNWsTE/WAFCVLUrKzGjnySamLLh0IJ7M216W9IrVV8+tsl6FilyRRqR+YAfkQ\n", + "XTrXflVl+ZAdvmUiuR2SsuQsmaNNxC5LXkZQf6a1RVeqZkHp16Lr1IEMgZQTg0p1ccxJdGpGYFXK\n", + "WXRqoZhnzV+yyFT3UyY50rNAULeHk8Vp+spfMaeyLG4mkrK5SFkymHrTra01uVK9hqKLRl3WuTyT\n", + "pi51CnAW2TN3jYiOHb35NqphVpdDzNOVfeSiU67zN9G/JbhCNelVSbN8hC2hJWCFm22iUCumbJEg\n", + "KjsE1aeaba5QzWdyXs1imJq3VXRp0USmWmE8WHTp3uBbBKNIp/liqUxdUU3x0XxesbutSY7vUQUl\n", + "lSba1KqIiC4qXQzTTtHVc7B1Biert3kKb3Vq4f/ymmeTq9OKIKd5B1cYAxUSrGlr05GRg1+DK1Oz\n", + "kO94+rPJdanpPRmTGjX6aaiPytrk8B5nXMkyK1xOqziyrclVaekQ07rSmxL2Q6kWV6XrrE4rARRX\n", + "pQN5sFMERZNeT6qJTZZ0LgrbvHFbPCMykazNNWjCiV2qmtxkUinadbZJJGnkuxpil1oYjZS/ETfs\n", + "CrN1Z05qmt6Ui8aRWJt4SWlf6hbYZrTO9qbpTSNruIu1uZuUZR3mNlzcpBoSak1yfh/QhNwmOIKs\n", + "zb2lMcDMnAaAK9PQYKs1zW1ax+UuBq2qMo2sCFHVPEWubGpNN/sB03O96q6nmPOSmqfwYc255tp0\n", + "4CjNmlyZWlC4Vp7Q5KaGg3hrc2VqiRXyxD24SrVIXRn8rhlODfnMae7c3DxN3KrZru4W1vm3egG6\n", + "1zBAZMzZ5Aq1U+Z6VoWaMBV7EYW69L5PKa25ZOf/slx0T754GuwWquDrPV0cps2x3mtPGl2n6qvo\n", + "XX2nyCy1NlepseipW+qa6bTyB3y22Wm7nz0NzETLs7qFdUUUyeQYh5qnBe/O9krfOyLV0ohinWZU\n", + "e7A2t07ToXPXYqRdWil1IzGeVLeP5qfzpX9oLIy1iXWK9X9otpPNcd9LzSYJLeVucNpzbpzaot7H\n", + "nQVpbX6KX87QrTQ02WnlnsljNdGpdkQl6sNO0nzhD7AzBpKdqKeHJDs1eJOzhVS7TkWQnbWJUo06\n", + "sfOhWU+28rnqtzaxTCvvGUWrHk2nr7W5VtWkNGuTrCdrK9dFV6ePWi1TNWQ4o7zsUbYDWgv+wyVR\n", + "pz2qWORpq7o6RbK3NclRflPNkQ9JeLIoEHEEWZur04AoiXx0sVArkr+sTSLzD5b00YSncfCVDNen\n", + "ZoaKDTQ3kRKZf2BU1EtiZw1yMJmnAeau04iYlxyi7PcTdofW5mdQLeDxgu/sznpYW4NY09aoiGiw\n", + "Nk18qtg9WJsXaLIABF9Dc5AjZvOdiNPV2rZGfchwqKpQq9qh1uYKtTRd8LIFUWyFanXHRFhCE4Va\n", + "hy4YOazEJ7P6u3xh0EiV01Jrc41acKaQoyY+WQCfly6zNlepdmbmuiebdeQqlQ92p7ou72mGyzNH\n", + "TXwK8C9YmytViyyUYkcxqbmKam7W5lt+7I2yxnzahJQNobVBtaq6sJAp91Bh65ejZj6VjMkaJfMp\n", + "aOWCKUaiWeNgzSxJfLJTetnl5KiJT8fj6bpq1gM/N0SxDhz+WJso1qQRJjkd6k3N6nWxNtGvQVO+\n", + "cgp6uH+sS/E8WtqrZrYjzy2kGXUts/m/t5AOVMOwNlerBbEsOUnC00oRlLdoXrotpMfg7xXd+B8Y\n", + "16QJT+bp8r1RTprwVJFHam1uphaOq+Q7RWT+WpOEm6KYTU5dD6Tg88yWuXPLKEPWrEmiTZueTObM\n", + "vCeV3tnkZqoZzG5D5ax5T7XpqaC1SdU7KqYc1Yva8V5nm5ipSC7IWfOeEmdnRuITRzNnPZEq6vSy\n", + "Ntn6F40Oy7aXXWmaWu11anPXqna2Jq8mV9Gq5u7yiN6cJfEJce1nm2vVgMilbB67LbBt8Pe6GKpM\n", + "X53PqJZqVT+EtUnAaYWJVQ496McpjbVtrVoPaM6iyVBanORsc60a4R/KJepRPwLVcklaCKpB9opk\n", + "QxXkq+WS9XQqqp/b2iRWCqEYuWg2lBUpkNkz2+SwH1G/2c5Nt8i2CouraDbUOpdx/Vgaw/hlo21t\n", + "oleRJp9tm+8iq2EO8/J389TehfnWFT3xp9W6Iit2yFRD6eJ6aJ5+1ZScXCUtyiwYfS+2QbjF1Tbf\n", + "upOwsji+ryqw+TRQwfS56qCqeVERezVrE8dqgkxWyYvKDQZTzWq2ct2qRfwAVoZIloFp54nZmvTA\n", + "3Nr8xL+qcz9XSYt6WKaWA+nbq4YJUDUvqlYNxspa3Obcqvg8tf2sGwG0WusQBbv64m1N1t+7Gltu\n", + "mhDVNNs0T9tc9v8JQmIlc7aUDpzc57bSomwzJ6alhTJ7cB/tq9kmx1OHbodz07yoVWfYV4Um3h/b\n", + "DOkqZN47Vaxyem9trlgHMtlz0+yoCMeNtbliTajkm22CbUlth07bJslRA6mEuUlyVEdJLGuSCCpu\n", + "lOfzFN1eqQx3TY46rrN2u+oKNan3IpsfYYtoCrCnuqZFpYhdUNe0qNyhe1ZI4i2iTDjOFpq8RbSg\n", + "lo+1eRCVFaWSEe6aF5Xh97Y2V6j3zugyxHpRQ1UdePmqZKfbo7nTcI3KhMRsx5y3nNpe34MFrEnO\n", + "qHCUk7umRTXujsxvt8W0ZrYN+gH0lhJcE4sm1eWhWVG9QGVa+p0HUK0fGQHlTnRQh2ZFDXhT84jq\n", + "TcVhfx5JA1BR5zRr8V7TG2pIDH/EZYPL+mEFOtROlcSRrKXIzzJHPhmGZkUF7gfsrNgjpyIm2GwT\n", + "NQoffh5NA1I7h0zToiLynPNUNHJCFbHHsNNiX/QHNNlYaVEHjlenEqQ6lYgQa5PdP2SxHOI0XDmA\n", + "Uj/30LyojBdQbI+65XQlP22psjaxU4fWQC6HJkbVhkLChyZGZZxWF7MtXJ2yOvAhiVGV1YEPzZDK\n", + "h8qJtblC1RARa6tip9oxkw6ZpkixXq617d1/R4xamZsAV6sd2YnWJtv/rPGg84X4hDlxBtvetDZX\n", + "qxSvskoD760VttPW5nbqQChbCZojFaR85Nk2dGslZlsJZ5JUDIuZUfUAtYTTrJXVooQz2Lz1I60u\n", + "yEFDCWeu1NSb4yyV68rE2qT0SULtZqtyMUe1pXAGdoqLyNrcUs3IgyjmyHRPQJfiONZkZe/jOM9d\n", + "VVyDpkp1mFbWhgCAqG39dQ1bWElPKghBkqUs5VmnVTiTMPphdR4bkBclnslS05w4dYlsgqzNVayd\n", + "ObvuKmZAraZyVijSwtUmTx5RpXUXS9RkqYY6ttbWZrebVaZPsKWKsRq2uB4od2NtW8NqIQZrymuP\n", + "M3/sKpPhGwJrcwVbgUAo8cyV6nGcm5NyXRxbTGtk1+sV6i/qtsS2PHWnoJbKX29Lo5yCWlHqs0QJ\n", + "+7AMLwmUtra6BTU9nlZTpRrACNbmmrXAiC2rgtolqbHglulgIJWqiaSpUiuzyi4NF9CAqZLEr78q\n", + "AIigpdPsPwW0ZHYhreVjCajdU6dm0iSpqgXsrKnc8rmKwsiyljRJak0AGQxJLlpJ+aJ5rCjgJaBx\n", + "JT351ExV9/2IeikJyVKZg9hWefwloatupUzbpMlSA3WcrG3cEmqKTkyVkobr07Um+Ij9H/9CDKi5\n", + "ls2ZM2YHv0RB2UndNrmJgkqsYiYoKKuyKPVrDAVldohm6gsQalWUFw6U6V2NvHQQlO0INGDBQVB2\n", + "5K3+DQFBDUTWCAjKnA3i5xcQFApmKwcKDYqB6pqNqxSoDCe9UqAsxdn3x0qBqgh0UwoUSvMJBcrO\n", + "EMSqVAyU0Qq0YK9goFrBC1QMVEOQFTBQJaFWoWKgeEAIDNTIetCnGKhHoYATA2VqQaqzAQMVFaug\n", + "GCiLXEKhO+FA9YHfVxBUiSjvoyCowDK/AoJ6nMYpCGoVi5FvNRaxlq0EiFCUbRChIotRKxHqUatM\n", + "iFCWHISSMEKESolVTIQIlUg2AhKKqWHiwVylm3bfQYQaKB4KIlRn2qgQoSLj00CEYjinEqHMVBVZ\n", + "BxKKmUtAQjWmNUvV6jlFtVxNW+V5NLVekFBr8yZVJgQJZUpAC/4oGUrL7L5BhrJALZdzBUNZEQNN\n", + "VFEwVGb0qYCh1vZXAieFDDWX2vOKlmFBYJUCoSzJSEhMCoRaleL38AAIVRAhoECoZemhyZEnBieS\n", + "KCcAoRBsASAUj/kBhMqIflEg1MpT11BEAUJVZkgoECrCIiUQKqo6UizUeARoEX6SNThKilQ3LQ26\n", + "oFAWC6/uFYVCVRBOFAq1zsrE16xQqIzsYGVDWQ18db4pG0qOgN5EQ9WmqkvRUKsirZ6SKQSlw+Mi\n", + "bCgrwCB+EGVD2QzEuYmwoRISRJQNZWa8Wg6CiAoRJX3AiKqFbkMp8x/BHFNGVH04i0RN1qQ/pYio\n", + "h8/4iYjCPtrVZGQQgzKizqKkW8UrI2oFeXnSMBhRKXLToHoSSqecWWDimlZG1EAuARBRESXLFRH1\n", + "KJAMRpQ9mosRGVFFnedgRK2KMv40TUMKMr4ljKiVJzK2Q0kQUeucTO43UNj/+4MM1VDdFWSofFGf\n", + "HJdXYEwrEGqVl/MDCgChKjh1JEJFWe8UCGUBjL64KQ9qHTu6wlIg1KlR95MrGWqlZY/bvQgwVL6q\n", + "gAIJ1SKoWIqEYtylIqFWaqbQohYTasCHBCYUY/TAhLI4BrfuFQnVok5pIKHKWYsCLKiGqaIsqFVD\n", + "UXBICoUye9mjFACFOlBGCVAoC8H3BQ1QKJbeABSKalmhUOYXEueuUqFWxpYbbIBDVdSnABwqo0AJ\n", + "4FBEySkcyoINDX65PMBPOBR0JeBQXN4Bh7JgDkFKdUYDyFGlIqJWuVqfYmBEhaCmmzKizBEmKqSH\n", + "R/aJMqJKc31ORpRNEp+oiogCgOGBiApDLQIgonpT0QciivF8YERlKFEwoioqj4ARxXxjMKLSUF0C\n", + "RlRDTDMYURWeODCiLIjUJVbd96uojnC8lBFFZJoyonpT+VJG1EAteP2XjbvcDoioBVPYQqmIqJBw\n", + "Gg9EVEPqOFhRA+aRsqKWchdSlbKiGopvnqyovDqriCgtGf4ZImq/U0VEmTtcVvXxzKSSJmVEBayD\n", + "YEQNMq86S6XoSAsjygrryUkRGVEo6qn1QIK6YN9kRK0lVkrgghHVkW1GRtQBHBsZUR3cOzKiBjk7\n", + "YEQlmE5gRHUYQQ9EFM4AiIiKV2gJ4FC2w9MK84BDseIm4VDtQDl4wKFMyJQ5LnSoVcNUoN8LGw6t\n", + "QzoUcaqgQ63CCcrmUjxUPFR+iYfqOM4HJOpx9kJIFGsPERLV6V8DJMr8guKWAySq3y8FfKgBQBv5\n", + "ULUQ+KR8qBifMCjXnBksRYKitEtvgqIio3VBinpESJMUZVaCuL+UFGWV9JUur6CoVX1DbqmkqAPB\n", + "ACRFVaQkkhRlpQhFxkGKsoiYcl0VQ7OQH2WZU2eqsssiSFEPVJmSolZ5M5mUIEVZKQihI4AUNTo7\n", + "IQnFZvWq7IMUNbA/ISqqD0WOgBSVcVBLXlSo6qYmMCqiOhrslagVhd5PYBRr9wMYxS0bgVFFw+vB\n", + "i7LkHSGVgBfVqXfIi0qXDAAZ9aguT2QUyjECGRV5oEpk1Ghs0+SpjmNmMKNOGK2PlUKjBqK8jRm1\n", + "MB4eBkloVEUWMaFRJfFWgEYlvElAoyqMHkKjHkcIgEZZepB+T3OobO0RpQloVI4EWA1S98QKBDUq\n", + "I4YV7ChLgNFDELCjGklDYEfpgv5+sqOaxruBHZXJvAM8qiBbjfCoxNEEPMpinGQ+KTxqVeYQ2VJ4\n", + "lMm5KnGFR60NoiyHgEcVxOgSHhUGll+lRy0jUdvuJCrZbj7oUfCbgx5lIqQsE9CjmFMOehTK+r9J\n", + "j1pbX2HJKD3K1gBVkkqPCivsVX5PjiHszE7GSusAW8lufXSFR1VEoxEeZYvhF/AoFh8APGqJjP6a\n", + "plA1+NIVHoW5+X7AoyoiNQmPYmg14VENjibQo5b2k7UP9KiS+Q4kicq2El5JlPQohvGQHoXDXsCj\n", + "LKVRoo0MHmX7P1CglB61onx8FoIexXBn0qNMOvX4UelRrLNFelRCKQ7So+xEz6NdQI+yXBhgmTSZ\n", + "ajxOSaV6s3kH8XySTaUT7E16lH0Nj9dVvwIJ/aBHDT66pFMZt0ieTilSqvveD4rUMTSUjhSpDDAz\n", + "KVKZXBVQpGqHugNFqnEyKkXqUWmMGCmrZyQLtWKkTA+DWqUYKQvH1t87MVKoSgCMVGNoByhS5kuW\n", + "KQOK1EG+GyhShm8iKcq1a0RJDFCkbC1QwFJ7JFOJ5QqilAYuvQmWsuIhuu1RsBTznwmWUmv0/QBL\n", + "ZRztPMhSTc83QZZaVUFFlpUsxfpeJEtlnK88yFIFARIgSyWuK0qWWnNMu6lkqTGe1CkpQE1OMtBS\n", + "A+HfQEst/JLYO4qWWnXPZG3sV1oFLimeL6iqVrSUBQZp/AsYU/aI8rVA81VnDBBTGVXSiJgqqOoJ\n", + "xNTiSci7VsaU6Ul9gqTWK0rWEDHVsXwBMfUYEyVMDaK3QZjqjN1SwpTlGPkBBQBTg5xDBUytkouy\n", + "FwRhirHWJEz1gwQwJUxZeZVyXXW1GmF0RLClMjzwEWwpO8yVaBMQptLQQ3wgphYGSSpvn4gpK60l\n", + "JY2BmEqI8SFiqgO2RcZUZMFmraQTEsoHkjSVNUcMoCkm14AztY5DfKknZ6rBlCFnypyJyqdqIJ5q\n", + "FBA4U4UFyTUhN66q81v5fwBNKR1FQVN4hW+Aps6IU+8lQFPp8rwRMWWhK/pDmkvVGrlO4pq0JV+r\n", + "7ytjqpI1BsQUodlETNlRpkZnKWIqwcXzQEwhe8QQU8soPf8WRZpRcxtsqTh0qoItZVtcraQOtlRC\n", + "lg/hUpaiKjKvcKlQtDAY2VLtwFwGW8pqeEopbQ3hwDC/CZl68MAAmWK2IiFTCWlYhExV+PIJmUoM\n", + "LRPIVNCy6u8HZCpWzdgBZMq0CXhXmk6VroqKwEutCq5K1pJSl6Y6QMjSRKrWoBPBl4qcleBLJVZT\n", + "B18qgul48aVYE5p8qYBynuBLze+tS5I/1ZGSRazUQOFvYKXOiPy9VAIrtdZUt1rJlSJQF1yp8AjM\n", + "BFcqIV5YuVKWtuNp8ORLtcxfk3qs6+hE24QvtfZH+uSaPWVHrLIKCGHKRFIJDSBMFb5jEKa6GjkE\n", + "TEU5Xng/AFM9AMACwFSD0QrA1GkkS5skT5mtJ0wa5UutVVl0LABTAXWrFmCKBdwAmFoVSER+lTP1\n", + "OPolZ4p1v8CZYnA4MVM1MzQWmCnkuqMo00JXicminCmb3LrAATTVUGYYoKmCk3KApsbAxNXwkOWa\n", + "1TBd5UzVBgYZOFMFNDTFTJnPWPQKMFMNqTjETCWAnsGZujhXSpdqmdgkpUuFAHwH6FKRDAnQpRK8\n", + "8qRLqfvu/WBMZVCAL8ZU7eyEMKYsI1j7roip3vH2tVyuuVnFzQ3ElJ0/CKAJhKmGDF0SpgIOAYGY\n", + "Wig56QoQU9ZnZSdp3lTlPBPElOkxnelgTCUcoZAxdUQ/nHyTMbXo7LKmAjJlFeXFphHIlPn9NERc\n", + "IVOPcg6ETD1sE6VNDYRVAzZlNobamIBNFSofhU2Z1aer+xM2pdAowqYO9kVgUx2+N2NNDVQCA2pq\n", + "4HyQpKlO2BVIU5WgSg3QW95LodqANGW1twmV2smoi12j30sMmvoKOGV7oc42r/Z3cCFX4BST8wGc\n", + "WtswXxOUN3W6KKVNgVOMqgVwasUVCr9VgVOd+zwFTpmJrUqa5CnSf0Gegv+D5KnMrA7lT8Hj+n7w\n", + "p7Qsy/vBnzoiCKTgT/WsLsAHfypC0Zz8qUR+L/hTmS8b/KkcQEBU/pQtu6rgwZ8yW1YHRPlTEXwT\n", + "8KdWHr28UvCn6FMnfyo9IF/KnxpdY3GUP/UBvSXHf6uEnLxuBVBF1C4lgKoz/QYAKqvAJVKpAKqH\n", + "UU0CVUIvQaCy2pGyHAFBtWogu6ArgspcGGBhZS2j2jFBQKI6UO8XJKpFjhSlCBJVe7QpiWpUda0v\n", + "ElVAbBpIVANH1wRR2dnlFyCquyTGZdKBQ2WBvOW66oq1MFMIBKrC/E+NFzkdVXtekECVD5AtQKBK\n", + "KMBAAhVGCAQqm4boZlLNWtSnBQKVuR2q/JoUEjCXsKIelED1fHAQqA7U+QeCyorIefVjEKgqSuCC\n", + "QGUeAq2hTgIVZIQEqoTyVyRQWfjxuqjoqcbK30BP1YhK6Qs9Zd4eOd4AespOZKzpQrYoeWo8vhX1\n", + "3B9ubZKnrAKZpFwpecrWxHhcfX0TPWVxaGBJaXLTXOs0jQsMKouGEtQGGFQNIfZgUDUct4NBZY5R\n", + "cKaqKlQUeiCD6oB/lQyqwMrkwqBaKbOCHQCEqiEfAxSqMxx7Kz9QqJa/Qb4HDJVt3eXNAkbVwPYE\n", + "jGpkdR+BRbXiJ+XJwaKyFVy7oiwqKwcjGYnxKl4vCgQsKgtxduuWLKq5mik+Biyq1HVrShZVj4RK\n", + "gUVF/agsqlXxQxJAFUa1vMEeJEEa1YEUE9KoDlJmlEZlJ0kiykqjMveYyqTiqBZtRoZTcVSmzrTG\n", + "OnhUrLnx5FGBfqU8qg687wceleZpgkcVE7lSyqPKGTwG5VGtAwdfGoCjKqhSQhxVQ4ED4qgO1DcD\n", + "jso8lsBmrfyorplOpFH1BOYKaFTtQfwaLPeH4ZAcKXNraB+Ao6odfAHgqCIJV4qjWrmZohLAo+oc\n", + "R+VRPfE8CqTKGk1AHlVJvGNivT9dRpVHZeuMkhWUR2XHcRgV51HZGSL4XQqkSsgFA5BqHcqIclIg\n", + "lR2J6ewnkYqYMUVTmbx+ZFJZJ8QaAZOqoTYioFS9angOmVSdDLfl+CVSRplUtogqYAtMqs5FVJlU\n", + "Y2jhZyKp8oG0eiCpmNJHMFXFfgxgKia/gEu1YqvFECSXKoGoJlyqEy4tg6L5U2aRuN8NXCozSWV/\n", + "RC7VSuS6rkq9fwAKFUjVyRIFkCpWrPEKpFq5J1I6QIlUtl1Uvo0iqVaeoKtoRVLZIZIuhoqkWnNd\n", + "pgOQVAfppkBSdXJnwaSqOPS5mFQjQgUok8pOl2QUFUm1Cm4r9EmZVL3ydzSl6qFrAacy751wewCn\n", + "CsMzV96EU63jYjFYAacKB/h4gFOVgeVT4FQdVbfJpiKgBGyqddQruyCwqQ5ArcmmqoXMJWFTZcok\n", + "2FQF59OEU5UrTZlcqlABElQule0Qzy8ASEXaGoBUDfXHAaQyz5OIofKoTOx1NoNHlTqfqK/TXF1Q\n", + "wKNqFbaY8qhs14kuKJCq4eziAaRKWGwUSLXqJIrEKJDKVnVd3JRItbwj8lggUln2pZivSqSKiZVH\n", + "BElleg9sLORU4RiFSCorya1gJkVSWXBhua4CRoVfEhpVowUEGlV9kKqURnXvkC5lrzUcbZeiCklp\n", + "VCv0SZlZQqOy41rdPiiNqnXCryQuajE4ROkARpUKtqaAUY0Ikt6CUa36C+tfiqE6SCUEhqoBe0wM\n", + "FUq+AkO1YgCUoJWpRdUUUAyVuU1U7smhQpQ0QVQPzquCqM6a0TJIAqJKWZ30wFGZ81IXCcVRrcBH\n", + "UYfAURW4zRNwVIl7e8VRHYnUJsVRNZbmVhyVaXSgozSjqiBVnjgqO6USxgJwVAN5qMRRHaiTRhyV\n", + "kUU+5VFpmRrwqOq1CCwS1bITtmCQRFWS1qtWENVy6/iaBhJVvJhWmjz1BFcpgKoHVZEEUJXHS+iP\n", + "6FMdTE2eKkglA4BqpQKdtCRJmxqHOl0e6CkEegM9ZYFiWnpc0VOrtqdIQnikTUnlFUVPrYNa/Zqg\n", + "p+xlo03TpjRP6v1ATyXSbxQ9tZIDRJgVPWX7L50gYE8dZRW02LQuTZuqOB4Fe8pcdNFtZrCnbE8H\n", + "lNRKm6qUfmVPnbU45KGVPdUSZBTsqSkgshiSPWX+eemgsqdWB0VYwZ6qQnF6kz01CpgNQE/ZwY48\n", + "HtBToWgUEdBTCYlfRE9ZcERFm+/uH8gfoqcQHPZAT1W80qh5U1QGYE/Z8qjQLc2bspkobxvsKatb\n", + "dV10/Xkg84nUKduXCQEF1KlVbcV1q1KnlufOV1tSpwIOH0mdehATLuat1hpT/tTKWlDSkvKnKijx\n", + "D/4UaoGAP2W7Y9kqgj8V8wOmpfyphLop5E+Nx2NpylSqEH7lT9mWSuI9CKCSgiPvB4CqkEyoACrb\n", + "eO9aB28CqGwTKnsqEqgqIp2UQDVwKEwAldlqUqINAKpC/KQCqGzXoJwTAKgqslUJoLJ4VDdZAKCy\n", + "ODR9QQBQVew2CKDqBxgvCqCK6UQ+lSsMVV+kcqdsRVOCIbhTdHeAO7WS8nQcJFXK9uKqc8CdGgeW\n", + "H3CntJzx+8GdqunZ5io1E/wF7lRDUqxyp2yKytMpdsrYFW6tkzo1UDSI1KmIMrakTuUGcNaDOqXE\n", + "QVCn7AzoC+rUQCgloVMWidbR5sf7oUMcAJ0i5JjQKavd5psDQqcIOSZ0aiDGldApWzX1JawV6/xL\n", + "kdMZqwpoU4M0UKVNnYmC7wdmqh/7olulq7qljxf4UhmYQeClOrKzHngpVOwBXmrlUsgqpHipWDQY\n", + "AngpG0mdWMBLFVRFfOClEOgKvNTKxZcJInypTiKN4qXsAfAtTYpKrMEJvFQeipYBXSriyJ50qVoc\n", + "ISU5UYA0Ey9VCBBSvtRKktTvgS+VYPecfKlCQiD4UhEniORLMVKFfKlMaK7GGJhhhu8JXypGbkHA\n", + "l8pKUiBe6iCHV/FStvKqaU+8VEC9UuVLBZxFgC/VOGHBl6q0xZUvtdLA5eHAlwpD4fKgTAXUkwNl\n", + "auBwm5CpEp8gKTnOL6juCshUGaRgKWSqk4CrkKmFDRElCcjUQC1MQqYibX9ApuSY+H1CpkrmYChk\n", + "qpAWqZCpZb2ITgJlyo7J/WCGlCnb6F4XJT4KZVCIlzJPlZgO4EuZya+sIk2NWlU13g+yVC+EN0lO\n", + "VEZ8AhFTDcWQiJiK9F4AMVUCIVeaE/WgwgliKjKHlIipZ1VdyYmy2JCEJt/jPzZAJExVTaF+EKao\n", + "k0CYsuA+2XCBMMUwMxKmAtGYIEyFAPzluBOjFMqjhClzxoJfpISpmDSRFIQpC+VUZhAIU/U0BIiW\n", + "Mk3qG44HWgrQTqKlGqYj0FIr/0nbBC0VeewFtFTTvEWSpY6gh14kSx1VA/lJliJSkmSpiuhFJUs9\n", + "YvxJlrLyIgL4UbLUA5wMspT5ErTMM8hSI2jQI8lSCRMYZCkLxZK9FslSlosnNZpBlhpd9zskS3Ui\n", + "hYyx0RDSSrJUhR+EZClzOMlQgSwVAXYlWYq1FkiWCijwTrJUPJ5tGy3VyAMDWqpGPrGipSo470BL\n", + "LYSuryNASy2XgvREyVLcqJEsZXaUVvUWl6K5ZEGdErLUcm+7PiNZqpNVBLRUqM+2jZbKyIsHWmoA\n", + "qQyy1Jl06/Nb0VLLd6OFyTVRiimHQEuZY18RSSBMWQCG8rYsUWqAvQvA1CgacUK+lPnwRHzAlxo4\n", + "/SBfyrb9+j1NlMrY/5AvZS9U+qJ8qVpVfICXKkN9AMRL9UqAk3CmQsKSB87U8p36RubBmUIGEjhT\n", + "j2hWcqYKyiQANPUookHQVEn8PU2U6hnsKudMmQUIPJXkSXVkpRIzFVEkFZgpS+NR5QrMVMtfYqYs\n", + "IQ3QLsFMPZwc/zKYqbB69iVfyrbWe60BX2qh6qU2iPClTPW4Ejn5UhEVSIQvtUoASO6Xg6aCbMbe\n", + "4ExlQNCEM2W7fd3JOmfKjoV1U+ycqVVBykXPMVMd/HXlTK2wwf0rCpqq8A2ANFV0pVXSVM2q05Q0\n", + "lZKecwlpKjwqXUsN1wRDRVFTIaBml6CmekUZICFNWaloeZUKmtLaS2+CplJlKVABTUUkDwI0laoW\n", + "CV2pW3GgyK1ypnLSGF5wph7VlpUzVQLr1wk/xRSGL2HgTOXwQFBtzpTpOynjo5ipUUSjkTIFkt0H\n", + "ypRWURLKVEGaKShTg9WthDJltqLmHgllahU28LlCylTX/C+FTCVEfwEylZgBLJQpS9LT3FOhTK0E\n", + "L6384JSp07e9hxCUKZrjoEzVhJxDpUwNnKODMmXGvp/qEDPVUGmhnWVmNVNSil+PM8EGfKkCng/4\n", + "UgfsLeVL2SqrqYICmDqzZfaSCMBUQTij8qUKiq8rX8q26BqGo6CpwbAiAU0NFE8AZypdIUICmGrw\n", + "N4EvJSdab+Kl6rjjXgUMYLt26ayCpVr6Cixlu25x6CpYygrrAR4lXClGHIMr1Rm1JooxBi0Co1wp\n", + "Wxk1Jkyygize96qYerZ4YeuatP79AkutiGDxMSlYqiSceAUlqBw4qVCwVIk4vlGwVLsDbBQp1R+H\n", + "tcKUepyRgyn1OLEUpThQnhlMqQQ7lUypAs+MMqUs+EpiUpQplRBuCaZUxcIKppSeW77BlDLjQpsG\n", + "i1gD6O5qZhAQrclWASlEYEppHT4ypSzkT0HVohM7EmWAlBqRVGPfuw9urJUodZB5dealyBKpRKkn\n", + "3FeRUiRmAimV+DSClBqI4gFRKqFIG4hSlbRoiRlYdaecJypAqUdunhKlVh008XIoUaoiuRBoqYjo\n", + "GKCl6CBQxtSqL+c7b2VMrd2RjzsYU/RRK2NqFXcWlJNApsyZpSwlTanKh9puoEwlLFZKmbJu6CNr\n", + "QlUCqB6wqQ4+MmBTDcf9gE0VOEsWbErLeT5YUwkrGFhTFXoFsKmKrADAphJKhIM5ZUrcbwjm1LVa\n", + "AjaVBnhNApuyXFLpNWBT5L0DNpWRhgnYlJmISZu83v9IYEMpbOp2z53qlbApFF9X2FTHKZ2ypvrQ\n", + "guGKmlr7MJdIRU1ZgT2JVgFqKiHIBaipAd8qUFO2xbg7+0BNJbx3RU2tgnqurhU1FSI0bz+PjuTE\n", + "UVlTZxrAfhyFTY2hyb6ATVUcqCtsaoEW3H4hbCrpaQJgU8xrAGyqIq0BsKme1UoBbCqhuqTCpqwg\n", + "o3ZDk6UiCqoBNjWAvQBsKqMYBmFTZwweKVMHPi6UKVBTiJlaB6QuW7oXHygACcxUVb8xKFMZFc1A\n", + "mRqodwzKVEZmvlKmFiDFXxMoU73ra1qUqVF1Oiht6hErDNqUraeua5Q2ZcUcZP0DbaocGFShTa0a\n", + "fF2bREMWVXnjkRclbm6lTa3anzIKSpuy4Atxkojuseo82+X9Jm1qHRn4Dpe0qUSkCmhTtRK8pGlR\n", + "Jb70a1LgwwqnK2NJWVMhAxeirKmVrOBbHcCmSnVT9/1gTdmxuxQHB3HKys8oZkvex6qpKX5AEKcy\n", + "MvVJnKpEAihxahUM0++d/jPQvJQ4lTvHd2iB6QhfFIhTjzrvIE6VAYoViFOB8BQQpywU3hcyEKes\n", + "DLj7GB7AqUacE4BTAehxxU5Z4Tt1/Sh2anlWfdoQO5WRFEvs1HH6MMibqhxj8KbMGaWULdGcgWhF\n", + "8qYsD0yABsqbsoKWoHMpcKohqBPAKSvZh+9JitTCdkjxbACnOs74AZyyspUgRSl2apUQ93te2KkC\n", + "jAmwU1aNQ1yqwE7lwJspduoAjY/YqYKjWmKn2oP1pNgpS2wQYAGwUxVnoA/uVCPmSrlTD/wbuVOF\n", + "z9A0h/9D29ZwI2pRGWKnEqqdETtlqXQCLVPulBWfFUcruVN0X4M7FZABSfqU7drFg6z0qVVGzu1v\n", + "0KceBUpIn1pJVZfovB/0qYAce6RQmEmqU0TpU/YW1KmfigUE44mVPpUeTC3J1V1UTVmilD5lkQ9S\n", + "vR/wqYz0ecKneGBJ+NSBKFbCp9JxA8Ekc8rOKEROQZ0KQ+P4QZ1KevAE6NTKIJSVCdApOwuQ9wHo\n", + "VBm6MwV0yrJwcJQh2VMFVXcInWIiEaFTA256QqfMsNbHK0pFKYRVKXQqk6cJ6JRZuvp7lZFVytID\n", + "dCpSgACdqoN8r5U9ZXGkshYqdKpx+oE5ldUtTuSUTW9FQB3c0AvABMSpAocyiVNJw50InBqdgCtN\n", + "nTK7UEhISpxatokHc4E4VbhyaXzkacVcV71s/wEIMWFTATEsD9jU8TVsquC9KGzqUfaEsKmEmmqE\n", + "TVXy/wCbKgOwF4VNWcl88LI0dyrBz03a1JXZTMxUDVDcyplaRU5krGp8JqCCM9V/gZkaSFr+gJkC\n", + "zSpTk6qCU8yUhUTrQgzM1IVFB1/qkd9DvlShCaR8qQVcERKX5EpZ0T1le2muVCYqE3ip1DG5gJey\n", + "YEolckmuVFxcS/+e8qUayrmQL1XYFeVLWTy6UmHAlyoEHmq1UyuqpHYJ+FIpYDFQvpQtqeKNA1/q\n", + "ZGj4CwJfKlGTKl9qkbxk3q60EQuusPG4KIiKl3qaYuRL4RSEfCkLAhB7C3wpczKLwQW+lEm4vrZO\n", + "ep+uLOBLWfy8rI4ATNl+0VW38qXCvrQrTQdEfhIrNa7cDAKlOhFzAErVgIUSQKlMdrMApVrSs8EH\n", + "T2pcl4TSR9o0MFJdKy6QImURALIYgyJ1H0fcxCdNjlqrvas6UKQqZyQoUom7CFCkMqBK/azZqQIO\n", + "iFQZX0Gk1vZHNB0gUg94olKk4oPYDYqUFSmXQQRFapX2GPcJLyhSS0D19zRlKid9L0qRMj+WBL8o\n", + "RMqUjGyuAZHqXKxBkSpE9IEiZaecMqmUInVG/vnKCoxURf+VIqXF+d8PitR9Dnf/miZM1QwqLyhS\n", + "EeniASypgmDUCJZUJ0cGLKmGmpNkSdUIPgNYUnZsKdXET5bUUTVDCCypK+NiI6EUJdVYlFlRUpH0\n", + "ZaKkOoKXPqCktK49WFIR0HXCpBqO+wiTGqy8DpgUpxVgUolsFcCkAgu2K0xqpbooaAowKRSkBksq\n", + "IlNXWVLLX/slSyogTAhEKauOIlE5IErx6JREqXUYuJU7iFJmlGp0VHgkTmnpZiClEhKniJQKOD99\n", + "IKUODssJJ9ci4iBLJfgfgZai94VkqXZTqjRjakSgoZQo1SimIEpV4kqAlOqHukgeSKmrohNgUrbD\n", + "VoSCwqQarETCpOpB8JOoBPugxrACJmXJ49vcAEtqpYuf/ROKVMNRLSlSK9PQX6tSpNY5rugvUKQa\n", + "yWRgSXEbQ5aUFQpSzlRTl2mEPgJLqhToS2VJme6W6nJkSa1K+i4gF0uKyDVlSZnQ64AoS2rFZAu0\n", + "SDOm9B/vB1TKclxl/BUqZXNaFRGgUg1ZWIRKpaJnaw+oFNmHgEqFzr5I4lQ/OCqaOdU1wJRQKcMH\n", + "iXIDVCoe65LmS7UH1UrzpRCwQpZUQ3gyWFLtzGUERGoVxZO5pRCpwXVBGVKr2vi2Y4iQssrjvr8E\n", + "QmptcWX1UobU2n1IJX8wpIZSRxdCajTIERBSibhCIKQywYRASFlsigSVKkLK5iqgWcqQGpqsT4QU\n", + "K48SIWVFr3WgNElqVH5PEVJWQ9jVmhKkGuLQQJAyRakvUwlSVt5caUbCBFhrm9wSBKnGaFhFSFnU\n", + "tad3EyE1AmFLmiEVkfUOhNRKAJNpDphUTYQuCUzKdmjupSNLKvAVgCVVKgOTlSXVkchFllSBN/Fk\n", + "SY2slVOBkmpJnYgPlBQKKRElZYcQOsJSZ9qWOlXmYEklUv3Aksqo/UWWlIbEvx8sqYEid2RJFRId\n", + "lSVlByDSFbCkOiJoyJJiCDBZUgWuIbCkcgfARlFSHe48oKTORdDfp6KkzDT/CiW11gWZOWBJRfjg\n", + "yJKKCas7WVIFnB1lScX4gTMltfqIXVSWlL07GZV2LOWu+kBhUk/dCpoUWRykSVnhKhKjpDoKDjFI\n", + "kypwb4MmtY6cBeoDmlRDFWnSpGonEStrkamC7aPSpAr1ltKkHttp4qSOTDaX4qTaweFUnJQxBMQE\n", + "BE6qYaIqTmqdwJ0/pCCpFqGVAJKqEe8NJKmOk8YHSSrAtgJJygLARFJBksqIKiJJykKfZZBBkrKA\n", + "VlmfF0mqVqhPBUmtsiUy8ABJFZz9AiS18kVkdAGSStzCASTVuUcgSKqqwQSOVEQyJTlS7UCeCzhS\n", + "EcduypGKjLklR4o1zx4gKRSGJEiq4oCYIKmAnDAFSS1smDYJSKpTwJUjZZEf7gknRqqgthwwUuus\n", + "1G0jUKQqygeRIlUF/vJ+UKQSNZdSpKzgkQ6XQqQsVkbRT225GzBKTctNEW4MitSgXQqKVIL7CRSp\n", + "BBsdKCmuvERJZVQrfKCkEB9GlJRFB0qBXKKksPEHSopmFlFSCVHGREk9kn0UJbWK7ko6ElhSZTyB\n", + "Ub7/JyQGLCkLvRNeCFhSldlPgEn1zMcDTCoQCqUwKSsb7mANZUlphO/7iZJKBGUpUWrVatvz90GU\n", + "QpD8SZQ6w6225QailN1ssM1Va0BlVjKleAJHplQBdRRMqZXJzTaxWgdK+4MppRW+3w+mlG4S3mRK\n", + "LbeQFLpWppSF5mpiXtVg1OtonzSpVDRnGjApW0K1TWFSGTEEgEkFVCEDTGoljowzteVNltR5UOqj\n", + "SJbU5REjRapgR0mKVCGoRSlSH1hMipGKZ8w3+VHtgatKqkoPtV0WP6pUvFfyow6mRyo/yo6RfVoB\n", + "H1VQSID4KMsekzr6wEcFmHfER9WDw6AZTgcT5hUftVx6oviAj2JJVuCj0uMRBB81EhIglR610otk\n", + "7EGPKgTXkR4VMROUHsVE9Ac9qus7ADyK8fOER5lXv8oTKDzKZpjAmTIVqVjmhEdZvrrUbQc8qiAL\n", + "gvCojgLshEcdGmd0saMGCnAQHmXq0UPeCI/KMKsIj+qoUAB4VCjEgQEeZXGEAmoDPKqT+Ah41ACe\n", + "UdlR5sQFsUnZUaFqBT2wo5YnwrUR4FGJIwZ4VALnFfAo8yjqA2gGVEEYHdhR+byiyKiCcHIiowrZ\n", + "JIqMeoIRgYxqBwlQXXkn/RNkVIXvhMiojjQQIKNWm6ZjKzMq4ZBjMaNS0kEDMqrSygIyqgFWC2TU\n", + "IwQezCh7RwpuADNqIFH6wYwi7UiZUStMQJSiQqPsCEolHtCoimBUQqNwAEholOXaClNHoVHrNFsQ\n", + "UJ0oPtXPSo5a8SGS1y7oKOuw74VIjkoomEVy1EhEOR0ayY/MAZCjFr2soM21qZX1E0Ne0VHrREjG\n", + "EuioKcmndaHQqHgwl1+hUVHj5d83NOouYqC0qFXjTt694qLMb4gxUFxUjFgSFRdl+2xPA3/QovrX\n", + "tKhElonSok6UtHxPkr5Msj2gnLCogbw2hUWtExNRD6BFNRR1Ay3KdJuqB9CirMuio0iLSs82TzAg\n", + "3E5pUR2FrQmL0lDh9wMZxVxDIKMe1bVIjsqFLCyQow6tKwZy1AocFYUKdFRCNBXQUaMDrnu9abWn\n", + "QI4qhewqJUfV4wJhDVbn13kAZFRsWFwVGYUo+PcDGXUgkxrIqEFWMIlRSC8mMYq8GhCjuoaUERgV\n", + "aaorMMret8wJ8KJ64rNpTtTJW1NYVKAAAhZVuKYoLOqBJAcsykZMOyesqEdVXbCiLHhOjChFRa0y\n", + "HMRIiS3aALJWVtSK/5KtibKiBmFoJyoq4TiDxCgePZAYVbl3BDKqwikKZNQCaoi9AWTUw4ZRZJQt\n", + "oxe3ShOgsiawkBVl5BLlVikryh5MIIrKihqN46esqIcfSVlRtrpKeCpZURFhfgmsqMjtorKiMmzO\n", + "DFZURvR1BitKISrvBysqN1KUhBUVI8qMkBUVEYZJVpQpfikADVaUhQ1LDWsQoyr89w9iVAKoxWIM\n", + "DrjOyI2y07TzqiKjakRhZkVGnVXGtvySHWUJTfrjyo7KB4Fayo7Kg9/T3KeOEkZgR5mFBRCXsKPM\n", + "JpKxBUAqog60AqRWoTSPjiNA6vJFbYqSAqRGQAHugBQorf2m/CizzTpaZHPPWuTERyHGi/goC8aU\n", + "mu/ARwWithQfZau9lqsGPiqgMCnxUc8HV3yUOTlEjIiPynyGlQBlmYPaCcVHma/bHcfERx1Q0MRH\n", + "2YJ9X3VtOsj4UXDUKvGheCIBR42mliK4UctsV06VZD+trZMUZVJwVMw4/QM4ymK/Za4pOMpcW6A1\n", + "KTgq4KwI4CiLvpZhBDeqsrC6cKMqwM/ERhXYgsRGdZw6ExsFc+YBj4qaTE54VOx8c5IAZUOpekTh\n", + "URZG8GhzszSgIOwDHgXWer7VTpVbKTxqHJp+RnjUQLo+4FGrbKtIgcKjWkFhMWVH2QmN4h+UHdWx\n", + "NQU6akSCtOqjrLTMQZCjCnxeIEcNVCF+kKMy1lUlR5maBohLyFEaU/p+gKMGdrwKjloQFiVAKTmK\n", + "iY0kRy2vpWtjkKPK0AM0kqPGvYSCGZUe1eCUGVXACCcz6qCuBTPqKGRUCTNqHYD4bLrYUZomRHSU\n", + "WXxiXgAd9cAWAR3FilNAR60sYx2k/qWFCnSUpVPIZAc5Kgf+3OCRvnLFQI6yygii5YQcZVsHWY2V\n", + "HLWObqTwINBRB2rrAx21Yuh980N0lFVLkFVB0VENVT+IjtItzZvoqJXmJKQHsKPiRU1SaJQtqwA8\n", + "KTSqkGABaJQdgyibS/KiLFRVzTJAo6z2lTBWAI0qFwjEyr/3BF0JbFRBLjqwURWWP6lRBShxwqNY\n", + "iogMqYLzQzCkLP9DES4KkTpDvFxkCJHKkHmFSNk2RJFyApGyRQxPrjlRCe4hQqSIeQZEKmiA8JsQ\n", + "KcvWUGyLQKQWQ0QGpSn5hCaGQqQiqyoQIhVoLShF6pGpCIpUPFCtECyp8wX5PcGSWuVUpA0sqUo+\n", + "krKkEqjIJ0uqoLoJUVId53tESTWQrYGSMqtRhZIoKZDMgZIKqzaU9E9RUv3AKqcsqSUJMsZgSRU4\n", + "asCSsqQwXaeVJWVmDYFRbqVavpR+DTApbsUBkyoIDiBMSmMe34RJxUOhKoBJrXJsslkkTap/SZNa\n", + "G8msTa5YM4GSgEnZCisvDzCp6+SeFKmE2nmkSOVKapVSpDISsxZGyspJyJQGRipXflwxUgkl8IiR\n", + "MqnVLojPfBmv+raUJlWvDCZypBLiUMCRetSHBEdqHLCAQJOyqoWKhfKkKAsYU9QfaFKdoG/QpJoG\n", + "GxImNRATCZiURSTo8AtMam2xZKdKmBSKCwEmtW4pG0jQpI6C3QtoUplEQtKkAoQeNClL+y3XVVQ7\n", + "QSlg5Uhlwk7BkSqcJ6uO+GgX1kn5UeYCkdq7yo9axQqUUvTIhpK1j/yofLKXlB7VA0lPD3qU4NJI\n", + "j+owwB/0KFgCoEdZYJtYeqBHjVWXF9QoOzHx7SWpUQGHX6RGNcgWqFEDOgLQqAJfNaFR7eCvdQ3Z\n", + "BwOR0KiEmA9Co8qlD4iLqjhjBS4qXOwjzX+qWTewoEStdF1tU0pUQrlxo0SZze8ebUCiBs7eH4wo\n", + "zDkyoh6jBkaUlZVR1pMwolaVUe24MqJoL4IRlQspXJL+ZFaTLLFkRK2zRe+lIqIi8leIiIpJvaBg\n", + "RC3W01eMqEBmTUQCVCANCYyooOYpGVG1Ys4pI8oy0sCkUkZUUgMCjCimXIIRFSIqXYIRZcaFygoY\n", + "UQEJJWREFdSxISMqge99MqIe4Q2ARFky5wMg5ZSogfAtUqJ4XvKgRMHdT0rUyOCxgRJ1wFlOShSf\n", + "WTFRMaLUEjFRGdXwiIlikTdioh6ALGKizktKhyqIzycdqiGkA3SoVWbSt+WkQ42KNwM6VK68p+Ch\n", + "SlePCvBQZhGIh4B8qIp4PPChFmLCBVzxUA3BGqBDLYeKPoDQoeyd+ZT5l4FDzX692rQg4/7vl6Ao\n", + "28BtFQtQ1FkabCtYgKISyr3coCjB8AgoynYHn3OiCqDeCoqyUzJ3/Qooah04ydbDQVGrA+JrE1BU\n", + "RTSOkKIq9jFKijqyroFKiorXmYsyouykUerHOyPKXEdnKZRVwVoQUQTIKCKqYXcuxQ4tTVQUgSKi\n", + "MgssCiLKLCfSo84nCWOZfFoBWCFRWpLpTUhUwc4dkCirBXzshwIkarC8zqJE1YgfUUpUfdRPFEoU\n", + "IxZAicr9rprnGJQ+UIBP8VBJJ7fSoc7Izj3SwEM14B7AhyrITtdkWEuh10peyoeq8OKAD1VRCRt8\n", + "qIxFQflQK1dM0tDBh2LFCAVEVbC9AYjq4EcoIOpZy8D5UKuypCTBKR+qZ4lwAR7KHIKSrSl4qOUk\n", + "EzWieKiM3RPwUJVlgxQPNZI4y+OZxqi5ckqHihW5sQqJYkiJQqIqq18oIyo1VO9RRlRH5XgworrS\n", + "vcCIWkcpe9zAiLJ8AgmJV0bUgR2pMqJWtSqJ01RIVGFIr7CiTDlraD5gUZmhyI5Csd2WBkQqM+pg\n", + "DFVhhQCCoQSlB2SfMqOWASThTgqNsihcjTN0aNSqMiLxUAqNqglhPAqNGgPgrqG1AVT2AI3KKHe4\n", + "oFHKCnqDGdWRIk5kFNBgQEbZ7qFrkyCjsm6OFBy1DjPFc6XgqAywC8BRDXmYCo7qVxqUEqNahp9F\n", + "gFEWMO32G3hRvYCbpbyojmB65UWhutWbvKjEI13hRdm0UEcheFFZXamCizJv6em00ACBh8PHQVFW\n", + "Xc4jufXdr/oN7XIFPEBRqcOv8gBFgRrs7iErReBWFkBRth8UezlfVUm/PxBRHXoHiKhOELYioogO\n", + "BCIKlRmAiCoJHgQgonAmo6m/q/z8+n2lQxWw8ZQOFTIIfaBDFU0LAxxqwIEJONSBsBPAoTrKQCsc\n", + "ypLdnYAGNpQlOLlCBBvKqlrYoyoVyoqxteuis05wpgEcVG5a4wI4qJj1+AE4qAO5d4qDehB7gYPK\n", + "cOkBB9WKehwWDipoBs2DB2X7eLctlQdlYY+ytpAHNXQBqY/cKDHJtHryKmEnqCblQVkGvXxLE6MK\n", + "jooUC7XSAdyeBBaK2xNgoTrKUikW6uG8BBaq4YgVWKiBuB9goRKOvBULtZLPXF6UC7ViG+WRFQxV\n", + "DnxLXmytulyAC2WJijK6yoWyXgjhSbOjzBQC/MkZJ5b47JXOwIWKGr4FLFQDU7Sfnk1lNSkWylzq\n", + "vgYrFqqhyhqwUOZrdwEDFiogvxxYqAzjRbFQ6xXtNVWpUFFK5z+gUA1Ec0ChGig1CoUyr6sCqCo9\n", + "q7JIAwpl+VQgPznQJMFdpVCoVWrIXyzYUKvktX9L2VDp0EUEbKgGZLyyoR5HI4BDDSgx0KFK1YEi\n", + "HarrFFU6lJ1F628pHSoB/QU61IByHGceFEAsiodaRa0F2aR4qK6ec9ChDFziHgvQoSICupUOtQri\n", + "uIUAOpSF894v7UGHik1tFtChFop13PsZ0KFW3ZDdd4FDLSCtbKQBh8pwRRMOZfkca8NOLBTWG2Kh\n", + "TEEoAUm4UOeKs0UMYKhWgKBQLpRVuFD6jXKhVri8lIUGGCpD2wMMZeequKcmQNGb9QBDNVQRBxiK\n", + "pHSCoWID7sguBVTlIRiqIbUXYKhdAl+JUAsdoIQgzYCqWtb0AYSC2iQQykK25E0qEGo9jnrOQIRi\n", + "aX8QoYrWKAQQau3T5ZEVCLXgS0pzVyDUwKkpgVABAF5yoaaG09rbyoUyIYb3r1KFau1tcKFKVH6G\n", + "YqEWm0G5VYqFKqjpSSzUQWKRYqFOPve2FoiFSgfqWisW6mQIbaUNLNQqyjVu0/uiQh0goZIKlRDh\n", + "TiqUQobepEItELqfWZEKZWayVA4HFerK/yMOqgz1GREH1RoZWIVAe/VlAgdVkaZKHFSLvKfioMxn\n", + "qQ8mOKgHYJQ8qOUh3HqdPKiIxR48KMuj8JAG8qACsSfgQZGnSB5UUT8bcFCrirQ4n4GDspoG0kvg\n", + "oBJJa8BBHSQsKA5qRXO4WU4c1Crg5W89nU5SMUbJg8pJfY7kQUUkApAHlQugMwBC2aG4gCMAhLJD\n", + "QlkOFAi1yrCL4AEIZcedOlRDS0YXPoNyoSpyVJQLZaVRtSsAQx2obUgwVIl4dAVDLZagDLWCoVba\n", + "iJycCRiqBeC9yIVCUS1yoSo8q+RCrdpzck/lQqWsm9wHF2pAlsGFiij3Si5U/8B+EtVKdKFyoSx4\n", + "BX1ZaVEMrUKy9yrYoEOsYCgWHQIZyqKpCI3Czl7tEJChWEIcZKhVGVe6qWiocQPMwIRKyNQAE+qE\n", + "CvggCRPKNu9KQQQTapqPqguUDBU68v5Ihqqo/wYy1Co2rMglT4sa1GYKhlqBGvprmhYVglZMeICh\n", + "KnsigT/Ly3UuMKtJuFCLe6eDr1yo0Db7SQB78NeTC1UqzH1woUoiLCmuSalLq66KSzPKEgkwVCGi\n", + "BGCoXMDAAhhqXCFkQELZQo1OKxIqPWBWSoZicXaSoSx5SCQUZKiU+D1JhopZARkPNNQBowZoKNuC\n", + "yewCGmoQDqdoqMCwSaChbHcmwgs0VD3WJUmCsrRIITICCDVA6AAQym4rRi14UKXAhgYPKqF0F3lQ\n", + "B1Gb4EEd1MrKg3qkOpw8qGWZyQsBECqDlwwg1CoJL4OuQKjl7JcXqUAoKwsOmJUCoZhVAyCUlQyS\n", + "Ca48KFPYeMeaCvXY+wAIFSpWUyFDraVb2UaSCxUD8hHJhxq09ZUPtUrYi3Luj1wo1RPCh7KFRHU6\n", + "AFEWvyWbYJKi4CUiKcq8PxI0AFRUb6BIgRTFbT9JUSidTlLUgUJiIEU1pBcQFFWRNWekKFv7VOpA\n", + "igrwzgEVVbg7BilqAPaooKglSUObhBOFA2lyogodNeBEdW79wYkKOO0BKGrZ4gJFVFKUBc5rBIhm\n", + "RQVimEGKMpNaw0OUFGXlHmWJBinKSlE1+Z6QohKRtkBFdRSUJCoqcaCRFTW0WnYAKerAMWMAKaoF\n", + "VJwGKSoh8zCCFGWVGaTovZKiHlBAkqJWMZH9gi5SVFJyFkBRj2qUJEVZaRkvMaygqHVYLkV8AYpq\n", + "XfcbBEUVokEUFPWobvUARbEmP0BRuROqpaComtR3BFBUJcsGoKhcyfBSUJRFhPsWn6CoOjCaSopa\n", + "fDvFJUlS1APAAFJU62o0kRTFTSZJURHx7yBFrWL+bvKBFBXS43uaFVUbEBkgRTUYWyRFZTB4SYrK\n", + "iJsxUtQiEuvHlRR1vn8FRNm6rjFfIET1Qe6V5kRZYEi5rrpGNTPd1zIyoiLKIYIRdYrrXpTIiKo4\n", + "8wApajk7BN1EUBS+hZyoCwsJRJQ5wFVpKCJqpTHKrAQjKgVGzSkpKmlpbYKiAgFMkg3VHzdUTtQ4\n", + "2KacqKUC5eeUE2XAHmG+KSfKaoO7UUxMVCb2RzFRK5VAfk0pUQM7n4sSlTpiEpUSZWuaBsMpJaoi\n", + "6ACUKMM04ZaaF9VJ/VNK1Mq7J0GqfbHwkxLVHhSkBAL0uqRwqIJi/sqGepR4T4/8KK3VDjjU8pm7\n", + "+gQcypwcAkZSSpS9K8WLCSXqEQVFSlSAgQRK1NqC69NpgpSV81HylNCiHuevxEUdGY+uvChbfUBk\n", + "euRL6bsGL6qgYhR5UR375gWM0jIc7wcwqnZiqRQYNQh8ADAqD900EBjVCx+5PI6mhBugxCjWIwEw\n", + "yl6TznUFRplS+BIYFStHQ4hReXxJjHr4nYCM6ihqBGKU7VxVJEGMqmf9TqCiCuIRiIpK5fq8MqJS\n", + "5BeUEWVFwvzIgIyoBs8WGFELxSdDBEhUQ7UukEPMEHiAoHy3v9Z+nyyARDEx+oREhYJoR1Ci7LBZ\n", + "rGliolYhdn/3wESNoe5qYKJW7Le2IUcqwsACJqrnrzFRNcFwASbKlgth+AETFR+EooCC++JSIyYq\n", + "J6CDiIkiqgiYqEabRTFRZuDrzAUnaoA4BE5UZ1C8cqJwJPomJ2ohz+TNkhNVoaeVE2UTS81c5USF\n", + "cPD3JFtqHfM7rQ6YqFjI+BpaoA+013YssUNMvWKiDkJmgIkKQ6uWEhM1EEtATNRAxjsxUXZ8I2IH\n", + "TBRrURMTNVAZ6oGJirBdgInqCGIBJsq2lW66KiWq4jyTkKgF/PM3DUgUY7AJiWJOKCBRtX8NiWo0\n", + "ooiKAhcDqChbuXRPpqgoswYkKpCoqIEDvAcqSqOrSYpKOEECKcpsCp3CIEU90LSLFGXeRkFXAxVl\n", + "p9CqqxUVtZDoQvIBKiogtgeoqJI8y+D9IEWZvtGhAimqwB4CKqoWvG2goirzToCKWtAi11uCihoo\n", + "XUhSVKHcKSlqAEJBUJSZSMJgUk7UyFhxlBNVcIYATtSK2pcZrKAo88Cq2lXUQlzYCe+JgqJYGY2k\n", + "qHZZHYqIesRTABFlu0j13ygiqj8ShRQRFVFTyBBR5lbEkzbW4teXCETUAgTJ9wQRZftMFTZlRA2A\n", + "IsiIyiAJPxhRWHvAiAoVjnsyoiyMQmrqKyPK6tp4iicRUZgRQESZIgbJShFRndwYIKJsRZYsVCCi\n", + "LONSeymIqGXNbikgIorxHEREXf3aP4e8JeSjAhG1XNcKzhJElO2+8RK6lpbqKDMOSFRGQAghUeNr\n", + "SNSqUimF1U9IlNV6VlCSQqLq15AoWyVlvQMkyoy/PRnfD0hUBSyPkKiYr0uuTK2ktPARyIbCXHuw\n", + "oQJy5JQNtUxqSa17sKGK3hJsKFWLBEQVwBlJiLLtvjBqQIgyJeZJgwqI4iYegKigu7X3gxA1gPsF\n", + "Icq2zAoXUkyUHU8IYgOYqDYwQ4GJGiBPAhNlXnDFvIAWFW6ElGKiBsLuFiaqPdhMiokyao9MH2Ci\n", + "Msii5ERZ0rFIPDhRA1ED5ETVCNgFOFE87QYnCgEBb3KillmlY6ucKFZbVk7U8h3LJFJO1KNIN0FR\n", + "PFMgKCoTHKGgKKvtLZmeyomqrEYPTtSDFQdQFONeAIrqcHuSE2W+aakDr6CoHj3o8v3gRPWEGUNO\n", + "VFJvBDlRBRGFD04UirZfoCj1BL0foKgx+GIUFBWanswQFFX7l6Co5XOXAvcARXXi5wCKKqjPA1DU\n", + "IPJMq0Sv/aXvLAiKsuqeCkcSUFRETXGCogohNwBFDdoNCoo6I7lduECKio/vOSkqIeCWxKiMw3IQ\n", + "o86ICBcgEKMiuWYgRiXUDwAx6i7fS2LUwyZQYpR58lVSQYyqVHggRh0dlJG5Dg1ywkCMGtf5EVlR\n", + "ldA6ZUVZQJLSLZQVZVa3Ci9YUQ+cFlhREWF4ZEUFJIeBFWUOboVrghWVkIqmrKh1gP0VK6qitCtZ\n", + "UQNphYRFdQRYEBb1WLsEFoVoxDdpUVYFyHp8gaQAi6IjGLAoRLK+CYsyx6nSiZQVZVUR3OBRVJQF\n", + "VgjRCqQouvXBixoITgUuah0migCfuCgzsuRNKzVqVW6T3hVFnWSWH5Di2+voQulPErxn202tMgBq\n", + "lIWkuKkGaFQk5Q/QKKYjARplM+1iaoEX9cBTCS8q0ihUXhTCLN4PXlSkVQteVIrQeuBFHcinVV6U\n", + "ZUTb4J++EeCiFvJatljgRdlrFTsTvKiDIEXwoujeBy/qPCt2nQ5elMX/yvCDF5VR95S8qKPDdlVe\n", + "lC0F54Od8SxDVCtIUSvvz1cokKIGCYQERmXYCQBGNZzfEhi1pN7FEMCoB79ZgVGLfix6CsSoI5Lv\n", + "JMSoZQzIO1FiVEBdHyCjzG5SgVNklAU5qH0BZlRF2COYUYv2Jj+n7KjwbBL23gFNpeyolZ6ivWxa\n", + "9xSAQGVHIUrj/WBHmax4+hLhUVaQVx9c4VGDmF7Ao5Li0sGOClWjvi52VM1QEmBHrRQDf51gRxVy\n", + "VpUdtbxTMqXBjmqoHkl2VAqwycGOMqeQLGYgSLXIZ1CEVKNdowgpO1pCPwUhVYp60YCQWlU02CYg\n", + "0wptBoRUxrldAkKKByEJCKlA/JIipNpAMZUDKVNXZWdlR5mzX4YR7Ki1Q9ZaNsqOqg8elSZL8cwR\n", + "7KgVKiwAG7CjQvXcx/eDHcVovXycGymxdcmOyqxbowQpBGi9HwQpq+awLmqWVCMpBuio2pUDouSo\n", + "Faihj6pJUlZO3q0WkKNM1LSSsZKjThvb2xQd1QGQIzpKDbP3Ax2V4F8gOqqCwQh01LNEs7KjjoRq\n", + "0QqPWjE52k3NkhoB1AmFRy3kqoyKwqNWBeqv4FE1gmOlSVLtyvwBNWrF84h4kBp1oOqQUqNWRoRU\n", + "1l7UqLWS+U4Z1CjbmKuMKjXKbECt/qTQqMaa6nrAEHO5gVICjbI5/gBKyS4fp8+gRq3gbqE2KDVq\n", + "LR3yOpQatQxaeTClRlk8gNvBoEZZm5YmBzWqIveM1CjU4iA1qpESItSoFczqvqAHNgoWObFRMfDV\n", + "aH5UarqJIjcqIO8G3KjSvdzTm9gom4Gq7BUbtc6M3UEGbFRnJS5Qo8qZgrxwUVXYDO8HLqo1oqQU\n", + "F9WQUABc1FkW1AVUcVFPjI3youxsU59UcFG2qxC4hQbqruBLmWHgRQ1socmLMjNMyo2CFxWfKCnX\n", + "pA2JnOBFPepIgRe1KkJoNzVFqsJcATDK6j+5o5PAqI7KAQRGRSxL4EU1HG+RF1UiVllQoyzBSIhN\n", + "iYoUVCaFRlnmnHxNmVEZjiwyoyKCvy9o1CBGRqlRcdVpcA0BapRFqusjizJp/QmUkrIofJ+ARlmZ\n", + "ehFJhUbZ5EBXlBqVChlamiqV9Sib0Cha14BGDRTZATXqDB31JwA1ivFDoEbZ6F/F/RKDpnxTA1xU\n", + "JlAEuKh2lXB7gKIie6bJUQmRuuBFDWyQHriozK9VqlFgsDQ5qnQIveKicveCb+8HLWr5bV3NlesQ\n", + "+/xb1GjEWQVoUStrQhYT4KIy0sKJiwrItgAuymLg5i7vHPz3AxcVop4hEBd1DD1uAS7KwoWArkqs\n", + "1a/LhOCiVmG3LF8DLiphRQcu6gjYCAAX1ZBrCFzUqpUs9qPgokwKlcMEXtT4wIRyRcpDYvCiFjz6\n", + "HOOh508IrQIpyjSeYuiUFGWphLqaKylqcI1TUJSFCOozAxRVCU5doChbNkCkUlLUqp4gfVBSFKOP\n", + "QYoyzaUvWklRy1clWhSkqIr0dZKizNwUTh5IUYX2sZKiFhnDRVxBUQ93u4KiLJNSf0w5URascV91\n", + "9Ums/QdClCo3EKI61zAhRNnGVGlOAoha6rJcVxHGr1OvIwsqeCmpN9lQvesZAdFQDx4f0VBBD4lI\n", + "iDJgoBgjIESZc8APXECIskzDQ2550s1UMQAQZdtfBT0pIKogH4CAqMINqQKiVslQWTYIiDowJ4GJ\n", + "akgQJyaqIt8fmCh7aUApKSeKGbTKiXpCTJUTZZ4GNWKUE2W7TPUYABRVcNABUNSTAqigKMMHeIwr\n", + "QFFW3sgewMqgvsmJOoPGZFA0Ncp22bKugxPVUV6KnKhQIOXgRM0n0EVLaVE2p3VxJS2KW2LQolin\n", + "96RF2SmBuCZAjVrVBwRRoNSolfMlpYJBjQqoVExqVIrgpRAfBacT8VENp5TER2l9qAc+itsa0qNC\n", + "110t6FEVQU3ESDGg4oGRQpYcMFIrB1SfTtOkAsrvgCNlez0dTOVI2ZGyL0HgSNmcky0pOVIV0eHk\n", + "SDVE35EmtVhc/nigSVXUIiVWKrMMtGKlzIft+pVUqXLDpNbpqduroEmdLGwfIOCkGjKSiJNijDNx\n", + "UlYGzpdU4qRiV4MGOCnzVolSUpyUFT91Sxo0qYXKK9+fHKlOeQFIijoaIKnWtAYOOFKB1RzJkTJb\n", + "zEtMAyPVUSSMGKmCJCxgpCpAKqBIPUlYSpFq1AJKkVrCqUQlxUglJLQBI7VWf6m6rRgpi+MTDwYx\n", + "UpnUKlCkHvyslSF1IImPFKmjA1anFKna2HVNkGoVZckBkWqNnK4BMvT3JzsqobYf2FEDlSXAjrpi\n", + "52+BAjqqIWSH6KgCjAPQUY/S3ERHdZz0gyEVmXZOhlRFjXQgpOzoWERKEVIxIcGfCKnaIDaKkEpD\n", + "d6NASK2KpqLTgJAalegpQUitdGB51cqQWnQS7YpApHqHhChDap0m+s/9hyBSP6ZE/Zhd+P7zW43X\n", + "n+/1Z15/Wbv/dTVfTKg5he1O3z+SoPL3//LtR/hu4bpGpCr5/vttl3/41R/nxf+/PoL1zu67/phP\n", + "8P0EZZ0Xz7/Oq3/0AK2fD1AM4/LhAeYW7H4C0w5XF+3Pq9/2AfmTz7A6b934af9dxZCO7+e/7O9/\n", + "+5/YtV8P7696/UcDGuIlEnVq2g+9jqPevc5Hvjtlf15dtQ/In3/pgP6dXfsbB7RecjCXrvqx27uv\n", + "P79Jr6Sv8gTyXH/RiP6dffv7hjSGSxC6lXP40O09n35+k5kj80lmmcy9v2ZI/9a+/UeH1Hao/Sjz\n", + "f6vb8s9fLwQWl3UsczxMMVheLltBp8G3RMMK2dmqeUyjgK3vR2sY8WzNZZmyvPOvW593fozJf1uv\n", + "zuIWUrCy0sVC3o7190+9bLXKRpo7CHOC11LPixYZcf7jH98s9G/urtf1lYJhn57m0v3Zfe0fU+xf\n", + "6fHBH7ZbbD3c901zN9XPD4cVv3PexYK67NO4tnv8+PCqcmh3TuXuhZUputpXN+7L5sc9f3x32K/Z\n", + "s7W5j2y8bNyFePV4RbmEayRk2MwZb398Nr7/mO/iR73/xZHH9WmNr4e2WID9PuL1PuZjxLN9XlyH\n", + "gD7k9s9/fLOAX/2AuYfuf8e77R/fLOzyurz8n3ZzvSb9lsuWJ30OgtzW3PbjGmT59YXASY9R3tf0\n", + "QfwqHtrum6+HlgGyZPbz+ufDaQP9b38wk39tdsytzbkxNubsh5lsJ2Jml5cpyx9nMlo/zFXc+det\n", + "f2om/7D6+GPPrus1mDJqrz0Rr6tvvTq/tgbL1vn79c9BtN1ob+dlq829heF62T+s6Pv1Lq179xz4\n", + "YWEg15SxA87r/ViZ4UtG6i1E9uHDZ0zeKkGvGhvovrNctuj9cPbDSiDd1y1/6/502rpIxcqKSoRP\n", + "JLC//Cb+6XTITexg+7q5baZuZVhXrvnquO397pdgCRq3JjPPfbue36BP90uYL3krl3r3bv/eec06\n", + "F1+3cN8fDCth/NhzyZXQj1B9lq7aPut5cbmtQ5PHZ5uZLP1S0FYTwd+Rz634Ot9Qed06fxWDuMfk\n", + "XgfyJUjv5+WzM2+K6xeXRV7/fenWjyrpJ67rWpWj/yjWqucCFPzVPJeq8uHDtlrpnR+r1Yel6vN1\n", + "6rFIJZEwLlL7NeoytQWJ69SHNSrf0/DDGiVicC9Sn2n7tUqFj0MuV2WFirq2yAq1B/dao/DvtUzI\n", + "orUn52OBqveCuJenjybAvqhLU/cFRBam5xKko/pYlz5ex8NyZbpVnK5LHwbQBtbImJ8Is1zesryw\n", + "BLdlA2FOn4qoKHGVZyv89zTI4sqBqp9Is4GBdwdPecYleRi9fsq0rWX9U5leJ9cUVOmuCrTFxn0U\n", + "9LQYRK7rXaxl5C6p/nSIbewtAvQ26nTwcf0SbMu7duvWBdvCh7bQ6oifQm2K/Z5965L5xu97q2hb\n", + "Gbzuv3neBhel63rdZVxvrWKufXDh1eEWSb+fRz6oTy5SrqPkcv75mP4Z++vXXopgUbznMVpvHwyw\n", + "MNLplM41pg9mEls/mFi89R80/0kTLMlrN8d2uWywsHWTX37jstpmFmq8Z+WXDXqjJNbLlw2WonPc\n", + "q3J0kzu97oven08vGvfutgn1Ub+6rj35d/Z+f+Unr1vxmW0LoCG6KRm3Au9qdy7doxffywh0a+zU\n", + "m2bObrVppZi3/k57ZdAn+rTbvy2S3xbJb4vkt0Xy2yL5T2iR/NrL/yuj4+e3X5sNf2Rz/IHF8ktz\n", + "53OTxI6H7/m+x+YnrreVhLaWRktBu0V0JdTFfuud8Xp4KoIYELfnYXz0U7SX+2CtnvF9QzRYJlm4\n", + "LYj5S9sP07f3aCucfdV61dzp65+2GtzZtWGUFT66OWSiclxengRZuZc7/fR92Wyq47Yp2vW4ZlK4\n", + "D/S+erpOwuPqenCX15XlsFfi7N4fqz98zm1ebj6f0GDFpC4Nb3jKe9Eqd8fO3mxVJQaE1Xf61N6w\n", + "tKmtM/zzpgiP7WrO+gUXqnH45z8TwbWWWw14WXuzWIRpyCKcL4/jIYaV1b7a49blwcL2xulljps2\n", + "5HXj7KcKljHuDsp4m0zHbT1bt7dY7KunNG4p1Y9b7amtPQ0y6m5E94f3sMVXHZqmityig6BaRKFP\n", + "2325vva44Hp/jfv2bhhZGrnPjiCrd9L+62ovOqHJyY+8ps/e6j9+G8y/DebfBvNvg/m3wfyfzmD+\n", + "gxiOXx2T/vz2y5POXx+S/sEJ66+PZz83l408cx8Pnhbsz3Wi+TiTMwuiu/lq7NltMRj9/ZCZc63q\n", + "ermF+80/Pt+yGy8rtX4fze3D8NPMPjVif92HmtubZzXJbxtnd7C788yCxne4RXc1aN+4zIfzAS+1\n", + "4S2rgHS5jfqxjz9XjP02d90NKQZmdSudBmZ4Pa+adenhIFWMPKsRed8739NPr/Ztp/DT3TueDle3\n", + "/bgn12kpbZdgf92fvobeuzD7c4eY5Ne9Z5KL4bX3N3LZPJK3nSZLevF9jB0z78NcPwp+iOJazu0e\n", + "W6nLfm5fHtsUsPFFzE4I29Sx0O3dUi4TwH4yuc4TG7g9L6/NxO6zv5BT8rrryWuU5KJJ1WcftoPk\n", + "86jaMrPulcNKVfmuMa5ETdlHmBG6N3tmuvsLkN1C38vPsq6D3Nx3BTKy7VZ/nw73uXepLw8C2iEw\n", + "K7Dy9bi4NlJBpMFNSSsrcUt7HXvHp5dX3upnn7c80/vzQbYMluu7neJjm0/+TFYIxIX94zu2zNC9\n", + "794Xy5alUwX573k/cFn7rQ0Gwb1extrXq417S1zavyvD+PmQ/95Z/N5ZwPb6vbP4vbP4vbP4z7Gz\n", + "KJcrfoTjkzjrX4VS//z2y2joXwdS/0EU9q9DuL9wxDNM2uMzrbT4h+tvXF+FRC73uF4+7lv+yB4a\n", + "CfvCkJB+/VLH6ky3xN29quf7CH0bhz8yzgncl2yle9xACbvLO1LQsuLOq/rkn19lpN+P8Om6sq9u\n", + "5fcj6fxT5fdDQ519fba17JNtiFElPi7m8dBNDlZzDS29F3Rc0zVdG65lPQbVVFjXV0W6bfXv2M34\n", + "MWB9PeWe8vLhrAq2IzJ0r0Hx2uV9vgAtcy1++hK04RaoRdDdi5As8MH3QEvR6Qs4deGP/rABfqhY\n", + "iC78UVzlb12Iizrmct11od5adaH2QRZyGXNd9eWZ9MM6BLrs64DJyv/5AK8FqL7ic9jva1vyjfyR\n", + "ZTfskh8Pcda7GZtfH43YsW1sv7pquN1zQWXebcxb4vWKrkOyQVnSXvddHrI+Psm42B1VObfjma3d\n", + "3DZImt6hcn4P1yXlH0fUxlmOH3Wo9fIl32OfIEK6g6vW03rdY3yKth0yVZX2ePi9VbQtwKg+jVhc\n", + "lI7rdRdtvbWKtvZBDNo9yCLY8jh+WR9dpFoGyWX60wG1kS6+hZaB9qtbqlfRlVv7Qaqt2th2Cm1h\n", + "NYLG89oUwPr6+FFjGvtZJgQ7vPZh5i3ZeklFW66fsm239SwXFW6rbvzBcvUOq3gbklKcP9f1ov4V\n", + "iLeP3CXgnw3w2kdknF/7RkKvX0KeVr2p8UHKrYxjFbmWMT/FPEvmzfmJJk5AEfM85ND1FnNclM7r\n", + "dRdzvbWKufbBhVdGW+RcHsgv4+lF0HWkXNI/H1e3Z/9k/ni4jdvZnbgTyFPfCeSp3wnkId5p4/7X\n", + "1axpmCs7+vuVHX7+K53//p/XsT/Kwfy6z/9dyfjh3hyMnpL3OXuf8+5z3X2u3uf8dw3mX9mxf9Zg\n", + "Lqa1nbu0kb3PXtog7dIGcRc08L+u5r9jMP/Kjv2zBvO4Mwzb3NHefY519znW3ee8+7z/upr/jsH8\n", + "Kzv2TxrMcU2m3ua2fXc5epfj7nLfXe7e5fg3jeVf2a9/0lC2ayoFa9nlS1zJh63k01bt/tfV/DcM\n", + "5V/Zr3/SUN7rZa6peZddxYet4tNW7P7X1fw3DOVf2a//6FD+yVoK4X79aYT4STGFeITT9Zb70T5W\n", + "U2Dzs5wCbvWsl/DLxg83/tzJZ2e6p1F6mdU/9Vq5t7HmKku3e/7zq9f335/c8/SR5R0iWV/unLlM\n", + "23p72falhZoyX9RlrT7/7V9JY3sNPrt2Z/Oe374da4c8xP7NLy6HfYb5xnN8cfnuxL+ju/vDP3H5\n", + "JX3bx52Xn8HOOK+TxPq6j6DuJPbr0pntHm9H2vn94qlDkgF+J8ij35/18P0nHN1/YH9TFkOP5z9z\n", + "yuPjHGDzcw6U6x8hrZrOvPUvGz/c+Is5sGMBZA7sa5D2cLsMPr8qc+B5z3MO7K/9iOqj3JfD7TWw\n", + "iJU7XT5tT93pnlub7dclH/annPDFdep4berPXLjTS3YHwhho55SW7Wn5B6T3uI57/Up+SciNX77y\n", + "7c/g7fNa1DChu4DCLsZgkQ/Xc+5rZ9jD5fv0T6a4DyXtDXr0xdzJnlclBaBup9KOQD/DWW7XTH95\n", + "FYk7zz/uChD2Y9eom1fKvexxnP7UGPZ8bOcGfV85/d/XEbp/zq/Z4Plh+b7c7nltzBFcOYOMzj40\n", + "P0TZ1/L9iGf1i2vkcDV/uPrDX0z0GB7Tb5eHycVuX/sRXyJz98WskRC3vrIpqAEv9xlPe113Ki/9\n", + "91m8Yn3z/oTJwF0eo4oMLfbwuI6er7uaCFwfzXK0kOqWiB04cr3ws5cSsWVQm8uvfYWbnK/7lohw\n", + "7OOkeGtNuXgFjt1xcv7hcL/N+WNytiPTvt6T5hNN8GfOF/9gp/5Qf9VE20yTPsInahfNT7XbLAjs\n", + "WDW4wwfN+svGDzf+Uu3eiki07nnpoV4/quH2ULa408PeiHnFm+3DlNOSkH/vE4j3ShG4nZiBy+T1\n", + "PtsdIGYgyrNLZZc9CbfqTTsRaAftRdEZ45bxY1se+9KPIGF+cjnfsmXVW+8pVlThbtNgT7wdqcm5\n", + "95x6t0GBvKPjunjHle34wa1frqDByml7aqt9biRTqb4+zK9z0NL95JhKtyr+0fdSeE6ma2jL6/rW\n", + "vhIknnJfDZ6W1G7NkeVg2GBd3z3s1aDzl888auRnvLWDV5d5Py77UbgI3xeX8/+AlfXBl/SYdsYU\n", + "WtMuT3Xwcbqj+TndR73uPYf6w4z+ZeOHG38+3Uu9xcbnu1/T6Z322v75VZ/4H+756cwP/SXz/v7X\n", + "j0NT+O6Lac/HvpX1FZtsAnfn35nxc+wTXVhne2k6Zf6yV6wO6rYrVnjbj3Qb6e9vIpk/wqHX96N8\n", + "df1/SJA++NEeLzTmU71PESmfCBKaP1QAtBrYp5SuWviPCoC/bP1w6y+qVuynvyLifsIwldfUdpSp\n", + "RHGt5VvN0nJrHZil4eUW6G2WZo8wG0iLa3c42raU7kt1Gxj3Fdvf3bZr3ueVU9oy8uyy2xf93tZt\n", + "7Xi42XK8tuB82DqY1SSqU6TJb/UczDtoO2B8rwu+GVjJd/c5ebuH/LSjLoVry6FnIN5jHDQBMbz6\n", + "44NXQKmULrtLfG1T2nc1OyXhvGCz7Bzh8y4/svyImqP3w8uq6LHMe2X0B/yh4eLXUMwfu8PuMVj/\n", + "3WbcB1fsY04c5ZxesUyl9HE2ovnDbEz5vFeKR/44G3/Z+uHWfzQbf6vbT9/vB/8wR7nX81/xqB/f\n", + "rjZ+eLdWZn29vVrjx3f7y9bHjf/cm/1tQv82of+1TegP5wucFLXFa6Ye8eNcROuHydjiabnk8Mlc\n", + "/FXj875fFkv97Tr87Tr87Tr87Tr8K1yH/8IV4H+fJP7nOkm0f/7Xn9eBvFXVXBLQpwysw3heMVje\n", + "+ldpC+9zfHKFsQlzAbxzM6PBrda4zYtnYf/70rxQduriuig5htXCNa8lxVhNdyylXe/7K3mnUj8a\n", + "2j3J39etdm88SHj+/HnBaz+tjt+bZmu6BdwIrdeita/ax41HHZ8Nj8uHL3NoMZp7uo3P2RJe9279\n", + "64bkEv64110ZaDXcFSijsbuuEV4N43Uvfl829Csi9hq5S3n/4jo7Kzf6osFGRJ9CGrxg+lwcjFJ1\n", + "JZIdWdas2Rb2Iu6y9JS4lfJby7mY/X+FXdu17SYMbCUNXBYvG+goH/sUkO6DBBoN3j7JpwdsQBJ6\n", + "gBHCHZVBvcMbsqAdIOgYpL36Cq6X/16vG3vaFeys/YlX/BN+X9mcklboH3zBwTMiw1VwnI5wfQGp\n", + "nR5vSHbUyG10SPelpxxWh/Z8AnSF8l3PPNHnZ+VmR58FR1f89+uz842OERyj5RecOI8WiJjUpxfS\n", + "L7aP+2S7PaeRgssk0G6ewMQucyMlywXirVlQg01OO6Z/DwS9jEvt3sJ3wYQR2kp7dKxuFm3tmLrl\n", + "tnNolPBd0eTXc1S8QeeIuYAGLYn8MZ/PYbcGtXqMZBLc3PDH0JvPzuON21aOdOim+OUNz8arozdp\n", + "YHggvn28YEPehwa/no/Ze+Ok8Rc+qMvdCaaHKnz4XEKarrgIz9GTJu00+eZcRAmuvxA6YloBVjYn\n", + "PxpL9T1LhbLKD1HfnsKESz5LYnx4dR/nuzXVc3LLQsa328HNo+mxY4xHRyUBy8vABk4pSZuuvVuM\n", + "Rz8X3Q504Czwo74xl6e3auGWkNeFDPGPFOwk1WyfW4pIbiDmYjXTgvsiyYSQYbnp3qX2KOk4pybf\n", + "tjyBKjKrcrJlV6bRnA7hm6Atw8ofleWIGnkIzq4msRBkYq/znuhgW3OWXDa/P9LNhKWe75Jtu3fX\n", + "C1wAtds49o8VLDXEcRNluP90Be9IgWBS5dzIRhfPJfgowfFd6Z4EfvhS20edWobgseenX8qHTwjB\n", + "eBOjf5aEdZp4dgHJzxowG4F9QkgJ5HjzHRilpX1o7K2XRJZkZMuqoyMAP3Lw4TrcEQgrPV1EGq3E\n", + "zKIU7vzs4tuQKK6VNX2PGTh8+NNF/0e9FFUuERxp/RRzXbpLnuQeeF0Iv6rsfca9w1hj+etZWsv6\n", + "sSXFqreQ/xlpb1dON+V/Ss8vf/6z3SNAkcxMe15l3EUkzPRDYo7rJbcrZtyZPoWgDWTPsrtVzPuW\n", + "a8K3XZWC9YFKn70C5MA4gYp3D/vNFtw3hMejV8WuioRV3CHEcF2q0j3DFySzZ4tz4gd802iapbfV\n", + "dtB3gjvyLOVs96e1uCd29nBVJRKRGJP6jTE6AYeZT92whoLvfqTUcbE45ltNWNuTpKrruxXa3bHC\n", + "qt3hDL3eKY+AsGtVbDRejGHkFyGatYel9z0qj4DxklIXnQou2e4eYYUU+oGz0ha7v3t34peTvm6F\n", + "vm5oms+ky6dqAfOrqeeB388dXINjRE3oJj+pcIZZf4+x3jbNPRrJMentsXdPmNdvgrEkxpZiFmlN\n", + "YYvCfKDsi6tAu7L27F9LGlQWjBZyX7Jp2OnvQHKLq2qGfc1SLmEGeijqOUJWFbt/b0NZmWhaIGbk\n", + "lYWmBxP8FbIMrJMrRofgKVtyrtUzt+DnAIVxxv7AaY0l+34hMyzvJIQC+SKL9C9+TVkZiY2b2Jgj\n", + "EoFx5QOlBZajINMChLgXw9n+jtPqyvkhX1zJKUHaEi2hZDh4v+OuVoVerkx+gbmX/JVf8EqrKgee\n", + "3bGuiOGVr76mkpPn94bYPEVLBW7KMOi1O/5zoHKbzBZ+hiv2BrL85OEqxEPbXNhYYR6o7koPUGq7\n", + "5qTK8qOqy2iRirUcwtJsp4pga+JRm1gzxf2Fj4SqdRWqZnqyQ/eC74m2YJ8tR0G2xC6iHrH7Fj1v\n", + "yGoR4l7I4Prs8IXBcy4Vz/tBtad5Kf6RG+npZL77qnOtHnI7WoarSsZZpr8F5qMpTBp5Fu6C5RlX\n", + "25KB47nFcPhfUs1i7sP/yn7TItwqacu/af5Xvmt4OGX5TiZq5IDla2AmmAN2YO6AMbxE4EJ8/4YQ\n", + "na7+qhLmB3048LS0Hcijw3ckL247YPkuD99rWjpyXkHjV47opB8765qM4IceZSYvqgPKuM5TggIk\n", + "oJnW1SxlHvFwnS1Yxr1JjM7qPQdnJyonGPGGheJZ2a6kVGMrcoPnQitIBC+eTKc9j/s3hNjR+psa\n", + "mJ8jTx6LRIJnN0aOdzKXFAPLdQ7V50rHzmrufncEMazvDdmDXcKKb8c6S6oUMJfWY+YgKR7YyzEH\n", + "WGg15ihYhGLZkIldPB+oaK5hE/vAsRVcUifDc+PWC0mkcrOaKslTLLJSK/EOT5VWIu2LVb8K5MRx\n", + "78FnFlykR7EjX2KjNisMi3xpkMCodZQOZrZeaxA1WHu71uV6q9ren1Qka1vWOweWLIEyo2Xvh09a\n", + "+U2vYhSaNQ5tULZrXciBKbdzVsaKeNJ+ZZm0RR7cTOlxpHr1CLDY/btC4A52FvqxSUq2qV0BhwNT\n", + "Y9xOV6AXmHl5kmuZLUheGaFqSNAnlcJzoqgwha+wsuQY+MPI/pIo7jG9NYUkXaRzzQuX9uoznlgC\n", + "cn/hZ5fFXHp9/wFG2rTUjAfcPUY9C4bFKMUXJZXSnsxZSlxCopEgIhiSf1Z08NG7WCzsKNOhfIk8\n", + "ZfbCgVodSMiArPK12qapL6l1FvHf1IQtPv0LSlHgigplbmRzdHJlYW0KZW5kb2JqCjUgMCBvYmoK\n", + "PDwgL1R5cGUgL1BhZ2UKL1BhcmVudCAxIDAgUgovTWVkaWFCb3ggWyAwIDAgNTI1IDM3NSBdCi9U\n", + "cmltQm94IFsgMCAwIDUyNSAzNzUgXQovQmxlZWRCb3ggWyAwIDAgNTI1IDM3NSBdCi9SZXNvdXJj\n", + "ZXMgMyAwIFIKL0NvbnRlbnRzIDYgMCBSCj4+CmVuZG9iago3IDAgb2JqCjMyMjE0CmVuZG9iagox\n", + "IDAgb2JqCjw8IC9UeXBlIC9QYWdlcwovQ291bnQgMQovS2lkcyBbNSAwIFIgXSA+PgplbmRvYmoK\n", + "MiAwIG9iago8PCAvVHlwZSAvQ2F0YWxvZwogL1BhZ2VzIDEgMCBSCj4+CmVuZG9iagozIDAgb2Jq\n", + "Cjw8Ci9Qcm9jU2V0IFsgL1BERiAvSW1hZ2VCIC9JbWFnZUMgL1RleHQgXQo+PgplbmRvYmoKeHJl\n", + "ZgowIDgKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDMyNjAzIDAwMDAwIG4gCjAwMDAwMzI2NjEg\n", + "MDAwMDAgbiAKMDAwMDAzMjcxMSAwMDAwMCBuIAowMDAwMDAwMDE1IDAwMDAwIG4gCjAwMDAwMzI0\n", + "MjUgMDAwMDAgbiAKMDAwMDAwMDEzNiAwMDAwMCBuIAowMDAwMDMyNTgyIDAwMDAwIG4gCnRyYWls\n", + "ZXIKPDwKL1NpemUgOAovUm9vdCAyIDAgUgovSW5mbyA0IDAgUgovSUQgWzwwRURENEE2MDI2RkMy\n", + "OTAxNzFENkEzRTc4NzQxQjJCND4gPDBFREQ0QTYwMjZGQzI5MDE3MUQ2QTNFNzg3NDFCMkI0Pl0K\n", + "Pj4Kc3RhcnR4cmVmCjMyNzcyCiUlRU9GCg==\n" + ], + "image/jpeg": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrsvQuUXUd551vnfbr79FPd\n", + "Uttu7CY2xGNILDLOQAYmNgQmzg0BJyEJEwISdybr3pCbBQmXkFlZXEsJSfAEiLTgTiAEkDFkCDiD\n", + "nFwmxjggiLIQAYIMxshBtlt2y+pWv845fd7Pu2s/zq5du6p27fPoPi39fywvZKv7nL3r8dX/++qr\n", + "ryJtAwIAAAAAAMAVShRNAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgB\n", + "AAAAAACA4AUAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPAC\n", + "AAAAAAAAwQsAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAF\n", + "AAAAAAAAghcAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMEL\n", + "AAAAAAAABC8AAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIX\n", + "AAAAAAAACF4AAAAAAADBCwAAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADBCwAAAAAAAAQv\n", + "AAAAAAAAELwAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAhe\n", + "AAAAAAAAIHgBAAAAAAAELwAAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8\n", + "AAAAAAAAQPACAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4\n", + "AQAAAAAAgOAFAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDw\n", + "AgAAAAAAAMELAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDg\n", + "BQAAAAAAAIIXAAAAAABA8AIAAAAAAADBCwAAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADB\n", + "CwAAAAAAAAQvAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACC\n", + "FwAAAAAAAAheAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAE\n", + "LwAAAAAAABC8PfGBD3yA/Omf/ikaAgAAAABgjxFHEwRz5swZUqlUfP/9vvvuI5/4xCfQQAAAAAAY\n", + "OG9605vIG9/4RjQEBG//2draIg888AD5jd/4DfLXf/3Xvr//4he/iEbaQ1AnBcYC/QXQXwD9hf66\n", + "ukBKQwAf/OAHyVve8hYSj/t9A0R39x7oM/QXQH8B9Bf6C4IXMJw8eZLcdttt5DnPeQ4aAwAAAABg\n", + "j4KUBgUXL14kFy5cIF/+8pdJrVYjly5dMg+v/dZv/RYaBwAAAAAAgnfv85u/+ZudPz/77LPkU5/6\n", + "FMQuAAAAAMAeAykNmlx77bXkHe94Bxpij0NPuAL0F0B/AfQXgOAF4IoFJ1zRXwD9BdBfAIIXAAAA\n", + "AAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAAQvAAAA\n", + "AAAAELwAAAAAAABA8AIAAAAAAADBCwAAAFzRHD2KNgAAghcAAAC4gjlyBG0AAAQvAAAAAAAAELwA\n", + "AAAAAABA8AIAAAAAAADBCwAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgB\n", + "AAAAAACA4AUAAAAAAACCFwAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPAC\n", + "AAAAAAAAwQsAAAAAAAAELwAAAAAAgOAFAAAAhoCjS0tXxHusrKAvAdhN4mgCNc888wz56Ec/av65\n", + "Wq2SW265hbzxjW9EwwAAwA5wxBC8dy8u7vn3qFTQlwBA8A4xc3Nz5O1vfzsZHx83//1tb3sb+dmf\n", + "/VkyMzODxgEAAAAAgODd+6TTafOfZrNJHn/8cRKNRsnExETn7++77z7yiU98wvM7b3rTmxAFBgAA\n", + "AEBXiLQFgOAdON/+9rfJZz7zGZLL5cgrX/lKEo+7zUaFLcQt0OHoUULuvhvtAAAAQI1IW7zqVa9C\n", + "w0DwDpYXvehF5j+U973vfeQb3/gG+fEf/3E0DAjFkSMQvAAAAMBugCoNAdCDaiytVssT4QUAAAAA\n", + "AMMNlFsAp0+fJl/4whc6eby0SoMT7QUAAAAAABC8e56f+qmfMv8BAAAwnBw9dZTcfQfyhQAAcpDS\n", + "AAAAYE9z5NQRNAIAAIIXAAAAAABA8AIAAOgn2axViw6Aq5gr5WpoAMELQP/0QaMB4wiuLMFLa9EB\n", + "cBVDr4aG7wcgeAHgBO8RCF4AAIDvBwAELwgjIBExBTpgnIBhZr1eRyMAACB4gVzwImIKdMA4AcNM\n", + "odlEIwAAIHgBAOBqAdF4AACA4AUAgCsaROMBAACCFwjAdiAA4KoCZQEAABC8Vx/dHvjY8+vFEC56\n", + "6+sYjwDsyNxHWQAAAATvzrDXc+12ar04empAonQIF71C4QrQEqj+Ads2hM5wtpId6jbDlAEAgveK\n", + "ZVdz7ajYO358b7TTqSMYLHtM8CKP9Cq3bUM4ZYdd8MJZBQCCFwxK8B47Zv6x0W6jPQAAAIJ3V5zV\n", + "tWYt/C/R7TDkYQMIXhCG5WoVjQAAAGBXqLZb4X+JHngY0FYCotwQvADsKohEgyuKSgVtsMeAELo6\n", + "QEoWBC+40tbbZHJgn12oFfp+2AyRaCzMVxQrK2gDCCFgsLWFNgAQvGCQ6+3MzMA+e720jsNmWJjB\n", + "VcoUCV/yD07a1UuxiDYAELxXPEs9bmvya0o3i8YFbK2CfjpStdrQPyPE1Q4I3pD5lXDSdnNC7P7h\n", + "rwzBITQAwQtUi8SRLheNRgONBwZCpdUa/nnTpbgaRKoOGGIn62oRYPZCspu3bs6SdVwGAiB4wQBY\n", + "Xu7O/g84CoM6kGCYGdpUnW5uDbyCxNzAnKw9LMC66d5ub90EAIIXXHmBgB0QvKLvaLQQkQZAKXgZ\n", + "caYlXBBNu7JtdR+7F0GIXXBY0OYQvKD/7IXqB8v5ZXQUAJrs5tY0uPIEFA1CnC+X0Yg72C/IaYfg\n", + "BQNAVd+WXsepylnM7tXbOul+H8pC7TmCxuOeeQ9j3tx7784JFmClo1zN9CqgHqE3mw2IJumixvr6\n", + "OvoFQPDuqYWvD4fHuknfCyMwVDmLe1bw0v2+K7w6xW7l4zUHeEFI0HjcS4L3xIkrd2E0T9wPGfTA\n", + "IeieM/n8wD57jXSxy1hAfwII3j3F7/5Bg5w71/viiXS8/gmR3TzL4wSd+3F4b7e2tVUpMqhwcHVg\n", + "nrgfco4eOoSOCsHZq0xgwlZB8II+88UvEvLyl+/uM+yFuqk7KXh303lwgs6yw3u7qcj7cbUzLiMB\n", + "Q8HyMjly+DDagaOocJK/ub19VbUFbBUEL+g3t97b91RSrRI9Fy+SZjSq//NgODz/XVTkvsgtisTr\n", + "9RfaafhAHXIhqjSoLNoMQPCCnjh4oi9rKotWxNYwXstzc0KjNn36tPJXl3Yp93V1SCLR8PydhkA7\n", + "9OKgxAgqKcDZAX1v9n4dbE3PozEheMEw2tV+GV0qeIfOk49nyPGVbF8j0dlMhhwd4CEMAFTQdMgF\n", + "srxDRkDB+jo6IyTaDv9eO1wh22rcgdxdOgzTpNKXsb8XD7aijCAEL9BEWUaXN7qc+J1NJDzbWM6f\n", + "hyo4YQjeYyv9LQdBBe+RiYmePweloq4MBpamIrnRsO86s1vBO2QHka7m9KpicTCOlX7jV3bNKaJ6\n", + "b56s7OzYHyJwwx0E79VB+sDAHHMhXMQhE4t5vEvnz45OXsrurKBb2mOlwq6EGopCsWeslJV3/deu\n", + "hCC7Q7BXdnQHFhG6SvMex0h36u1qPkA7CF2JAP6Q2lwESiB49yIbGxvkT/7kT8jdd99N3vnOd5KT\n", + "J0/u6fdZRcWGKwZd8SAUe8ZKmX73e0IJQceIs4J3z6b5SpR6pRHSIdsDtxgOgr1Qlmw3uFIuTtFx\n", + "eiHqFDa3n22DXHEI3p1ifHycHDp0yBhvR8l73vMe8uCDD5JSqbRn3wcVG64cdrovr6gbgyRKfaUQ\n", + "ctsVt/ntCBd3ybEIK+yGPb+0X7mk0rKK/WR1FQPfEbw4QNwX4mgCNclkklx77bWuhxCNkkQi0fn3\n", + "++67j3ziE5/w/M6b3vQm8sY3vnF3H9ze65qKxz0RueXdjEhRL/Wtb91zY4CmYSym08P9kLRt774b\n", + "E3ZIuuL229EO/RzCjQHe7ufj+HFC3vlOj7C7e3HxinB2diuXtBTpIvVHkv62nF++KuaDR1u88pWE\n", + "vOpVMBI9gghvCP7qr/6K/MzP/IxH8FJh+8UvftHzz6DF7vEzxzVc+YJQ8OosHDpVHLoyOtRLLZf3\n", + "hsjtd26z4aXfTY4ObuG5SiMAu761KkiipF0xaL+yl1xYnfbqdWu+m13YXofwamG1P+107Fh3ggzb\n", + "znLBG+1frnujdeXkzavOtHS0xUc+Qr748MPmnwEE747wqU99iqRSKfJzP/dzu/4sx77+AWb2N/o2\n", + "wUSCV3RAli6YXRudtbWrcwAZDXmEuCs6ytRI9GMpXG7ooLdWAwW15Jh8t8E/Xc0kTGehk3V6OlhY\n", + "agpeujXfrYYL2oUdhJMiyr/WSvuRVNqgbSALLgjbZQiczp2K4KLqQMixiVRCCN69QLvdJh/+8IfJ\n", + "/v37yete97rwi2JspHcvkP/o1JzfWGvWpwm7NSgSvD1dibsHjxVf1TcQ7XD0tFArDF3f72Tuck+a\n", + "ic7BPpdwGoSGo7ZyqPLBJfObCt5jZ44JAwXDuqGyU450v7/nSj/st4LD4hC8e4EHHniAPPzww+Zh\n", + "tbe//e3mP1/96lf1F8XEZO/e9Hr3P0TLkqlyeHOVXJ8slmZi/TBFeDXDV8MqeO+9d3e+d/kqrUwg\n", + "HDc7Jdxy4efp0UOHBpZnmiHdOyZHcLp/94fwkPXBXrxMIqhdsYsHwbvnuOuuu8hnP/tZ8r73va/z\n", + "z0/+5E/urNfe5dqyND9Pbhsf9wg2fmuFGpqddXV396CHpy0HGKbpupJMiAj4iRO704Y7eoBoGJ9T\n", + "Y9wsd3uuJtOQD6jACe8VMUcOH5ZfNtDjoEVZsj0IW05QIni7TWHZyejsRnaIHG5uzrDtirQPCN6r\n", + "kikyPHX0+K2VXJcB3s1unVdFhHcnPOKdyqiQBbwvXuyjdzOtv012tZxsZnnHV/7bwL+jntsK0hb9\n", + "Ebw74TDukfJH/RZXOoeAhbZJMZl3qnRqqGCI4YUF2Vjd7ufrudPo7PnN88rfiZH+2Pe/2Byig88D\n", + "njNXQ01nCN4rUfDu5EJCvUyJJeQNXrdOaC1E8Iw1/Ll8Xi5GJQ/zri+9K/QhufXJyb4154V+3A5n\n", + "f0ZfsyOS+gchZO03P4CU2WER107+5SBprq32V/BqjiMhuRy5UqGlzx070u+tb51xIrRNik7eKd8h\n", + "rAPfr6ij6BDWIyuPKH9ngfTHLjwUndLSoYEORzwz9OP+SkjzgOC9wgg8gZnK9+V7QgV3JJaQGrzZ\n", + "RIJstXZuu4U1/NkuLu1491ffTb6y9JVwkY+R3g4L9j3VY0hrdqYbfR7rZHjLBq1uVPoXdQvoT5rS\n", + "sEiWBv5OnvfJZsmVCjUboQRksRii4bi5nwknhI6ePYtF0ODM8pm+CfPQ84BL0dByOPaA4O28H83H\n", + "BxC8w0DQCcxMckVrkgatrWxwp5eFmx5kK7aaUpe4LxFNjs6rbm76/1LjYN+nH/30jvbpjuc2XyFj\n", + "fZj5waWV/kXd7DkSW11T/bVwXPVzm5K+j0rnLu1SW8uCnzuW/x2ksBQDIazgPZKFraCcXemz8A+R\n", + "CD/sByGbPY57Mx8fQPAOPak5Mtve7GmSOosna1epvTYXlX5dvxhyD26lEW6h6Ty7KMKrUbrt5LmT\n", + "u9aF3VRpiOa9F010+73DeF99UJT3+PGrZ3pHJBUrZAFg5zR6Px2qzhAJMVYGLTxlWiWowke/x3y/\n", + "3vPiVVSZRGczSuT4fvPZb+6M19TN2rbLZ2iCxv1RVC6B4L0yVsRY/4RXVrCoOGp4AFHZrpDkDvca\n", + "BAl7IcEwCF72ogmeVY1IqU4N2J2umEbFbFCU99ixvTM9+YhrsxXyYE2XHdDPm/wuXAj/TM4C3K0O\n", + "6KUsWa9jPoww/t7lKnnXu/osnJ1GY9p5T5/I52y2zlIicnpVTlwhqbYZyrx/xeKhtWPSZUK1lghV\n", + "PBvfRqq5phrzpXqJAAjePUOK9HkbOH3A74l3mSO6XFgid8vSYzMNcq9qU3SRySsKMA6+RXlY6CW5\n", + "rIeoQbc37/BGeHnQ58M4g961mO02yhLwe0470jW7q4/n6n9qH7iz+yH+7IrWd/CL8oVsnybEoSV3\n", + "6jl9xQ0KlSDoNsVjp8uS8ZFaXWH8T/9EyLvf3eeHcRqNaWf+MPDU8eE/Xd9p0x0oXdOIqu2dMu+f\n", + "sUG+XN0B1u890qPg5QMD3c61zfImRBQE795hvjWYyxY2NrrXLqw+PnLKMCSiiWsI3hMSwVuntnLx\n", + "sHY+4tCmuRV6iFQpLJhPiPap5NqO56r1q+O6PbYe8HvOovLkZUMAPbU0lEOMXZSjubzpYIaO8Mr6\n", + "4bBA8LK/dumS9d2qQ1qDnpt92E5eaXq3hEXltUTOype+ZNmxXreMw5ZMnDpm9fewbLyJ3mMvXiBz\n", + "NV5aEi0iwgvBO0RcGLBVkwVvlY65YFuTXdj4vw578MKpw6vrXcs+fi8cDlvqon8jzUaAAu4Dc/oL\n", + "ls6VvQM9kDbgKhV5GiE6PLjFUNg2xqBujY0Kf/6bknRGKnipg6nKSRc2lWJ+qjRANhoNdM56FbyB\n", + "Tm8IR0d3mohSCERRwsceswQvK5R09Tdrm/jv41M6ZHNn14uzcDskOqkXdG0I2pAZFrFcaVSEdrpf\n", + "Ttygc9110uWiG4jwQvDuIeKk0ZPIkBlN1UK39OhprWdT7qyHEFRB19zKnnWYBG8/zzak1nagFm2s\n", + "rT0glgrrgVGubtMs9FYmPafhYv7iUIwFZxw4i6jTNh1xRxd8Knj3zYgdjAD/4tTSqZ6aij1E1c2h\n", + "tX4JXtpO3W4pL/UQKKhqjlVROW5d/W3aJrt0FX1U+q5OW/EpHc74iAyBEGRTaLKbm+ToU0+F+n3q\n", + "dARtyAQJwV4rkWhXMCqsDMSJG7Swd557WK+th+AFXYqSEbLQWulJZMgmryrCS7dMl+fmyEIqpfxs\n", + "0T0Q5oEQarBi+t5t0DW3fd02HdCpW9bI9y3HckgotLjtQDuUFm/t0ANoJnHvRA1fnbVUtth3xJ3t\n", + "hbY1IkBs+kK/LuVgBYdWqmEmIxURvcxNp512pPYyk5rQ790IaYoJI3iDSsCZ5n5Vnr42iFRZvtww\n", + "bRc2hSZbLrslrXbwYpKwThAfMOlr6kJhMAcsZfNJZ02/5/Q92t9TbgzRzXIQvEBJYnJgH20aUNFk\n", + "tv9bIxYj8UgkvPCjB0IMg5VJ5JUCSuy6qj1u+kx9VaY7ETEZVi988VQPisl6p4V8+HWBbw+tbdth\n", + "S2ZUKT1aJu+Q3oLbbDeH5zVUp9kNwSsTER0d1MP++47crsekJvRlqznE+15qeCN9aVIh9S13wuiU\n", + "LRuE7uJFNBVbU/cwdQHZq9x3+CDFu548r/2zJz9WkB+e7ncj9SmIYo5FgRMhcsY86RaGQ/LJ73xS\n", + "+3tylSv3BkUIXqDvuC4bk/T++wcWSkjP5DsTlN+ikgpeibBx1loadZbZF9UiNjBj2KvgFR0UMtrr\n", + "Cyv3dvdlF0Ns6fcieHtYkPn20NKyXYgp2rQf/8MBCiljAAq3RKmTGjIfeFfvvHfEuWAsXtBwMDu/\n", + "xnRkUM53UFmyiwPOTAm11TxfUdqqjCJY7Pxdk3ht0zxZIdWL6z7btVZyBaZ5pfwuMPWewdcF7Ag4\n", + "hUh899Peuau6eXAqetnMbQ8LvxPXdR1nSRAlcCdB4UTILpug60MmuXdueYPgBaEmxWJrMIv29jPG\n", + "ZDvVm+gpNAQTlnsfUemXzhamIQ508nB5u8DaF2dRUS1iYY3hxdlZ4X8PunG0K0MpMGjffuJEd58X\n", + "Mpr87Z2uTDBf6Vs76fzKJz6m1x5rzZpM08o5dsxz6EXEvWfv1Xof1RZusVYcbJ9w4pymKYUJVom6\n", + "JqjuNZ/DyjsO3W6K8NUYZJ/n2JwwjoZMCM2WggWv7ntVmUhwt4K3rxlbXXgenaBlOtvXA4lKRrb8\n", + "4zGkcKVi9yvGL/czHaKTntBF3UN2PTPtzO29depevuUSgvcKgs/ZkRmsfqedbm2xrm53OadCwWsn\n", + "9rZm5GKgEwFKzZkLyT6y0bXeyQxgHstSJ3zB716PUUs6O80vjM5WbJ+zIzaK2cDn283oeCjB28ME\n", + "uf/r/2sg6/GJs2LH5dRJfTGzY5em0DG2uGhO36D3Zhfjfux0BzkO2vNWEhXjdx+Wa41AR8O0YSPu\n", + "hAsSQqqdHOcqdqeKRIx4U1mW+piy00vGltRBc9pRo7xaZzyk+1fjNozd63Y80v471eNglkaH6cKh\n", + "6pSAXVVzftzh//17Q2wEDvRQMQQv6LfBEv23rgxlao7VpdZ3RqPKrZxQW66O4B2Xhz5yLVtQxjPk\n", + "2Ep2YDcvKR6vA71JqWshqdH+yj4KuTo5C2a/Tv8KHRbu+brZKlSKiG7sro5j0YM6/avr54PbvrDU\n", + "tzbQ2VhZIF3s7GR69IgWFkh8ZTmws1hh2Q/BGxTFLl7og+jvYnehNarfnirBu9Wqh+/bVH7HU118\n", + "Dtqa9xAdW5ZMZIN0LxQJm0O9XWpL27yrFAT7Onp+Z8ERvFo16u0LnDwmiHuWjWpRrw+7TNBmD3vL\n", + "BG2/nEkAwbsjLLQu9fcDBdcVU8HLTtYFThSynvp8Mkk2Vbe/2YpSVU6tTiK71p684KU3KX3lK0PS\n", + "2RpRSrod+/BTX+79u9LzZLUy4GoSgp2DQMGbLHTlWAysSzQW1K7S3o3FdXN2Hzl66JA/in77UeH8\n", + "2SpvBQpe/pYuc8HVVaXxuMf7y+bzWg56rwij2MyW+NYz/XWIL9VDOAZj4ZyIR2680T9mWAchkyGP\n", + "HJoMFoCG4D2xdGRnBrmsE3lRy/yc6Jl1AxdhHfbiaFUqeGWRd2XJYPswOC8Gz9rC06M/Qz4rmzqw\n", + "VNzq+01uNB0wHo0rv5cFh9YgePcOqTljcA+mll/2kGu8HnqIW/cUoiRtiOMakf9Aw07iiu/XeO74\n", + "WHeTnlmDmqnp3hri0BL59KddMdmPqEq39YGz730vOU4j3hJ/4vR150xRzNdhVepkhSIJjPA6unX7\n", + "8s6N+VGB+Okyry5F1GOwqRFp4hdUkbgVBWhUIpgeWqL9sn7NAbPsky+KzmxfshUMSvXgW5OcW7o8\n", + "zmqXqjQbjyvH1d3kKFkr934TmdjQ+LfE+3VJT1MzwDg6SkJHzUUVLSK1qufvzx6eItHN9a4FYMeR\n", + "Efy5r4KXd3g0x1GJVh/5Fc0xN6AqNkFNSuesaKdlNpEg21FGLYdMWwuTOpDd2gr9LtQeLEwsQBtB\n", + "8O5N+K2w42xNRxqNjfbHIPDbNNnDcsHbC8udPC+NVSXOnTZlDkmojDh7o1I7ltQXfyIOL5GTJ12h\n", + "2g+PnBW8yioNXKfQxZCmeMgOwjx804rwFLVyN59bfNk8PKng5XKLs81238Y4X6JJ45G7jvCawlI1\n", + "VrsQGrq7j6qfo2WpwkR0tH030l11j64OtNB0F+N/G9VGzwd9hHVs44OL6q/VmTmgqChRuv5k13bc\n", + "YWFtjVyyo/XsGbBoST2QZttqMcTaqX5HEV07Fr4PqG3ebBqC8fVZvYCA4nq83z/17oGNAeqQnjqT\n", + "9Tm/mViMVKPNro1CmDTDrKb9WSoiLQGC9woVvMc44z/b6s+WRK9bj6KIlXCdtEsZNLkwJZtvtd6K\n", + "B3r7ukacF4fdpHKur+9c/6qV3QDg0grYPLyVypJ8sNCG7NPdpmwbNEkX4rmL55Deztdl3l9ZUL+d\n", + "L2sku4Cgs/27eKindsw8aw3UqfSUcBfhMDnR1ef2cqDl1U8cD/8eOlvfmT7fq8ukJlSZyL6TTuGp\n", + "BWyLsPVZheBlUz+MvpDN87jhYDbsr4vms9rtn2kPuDpHskBObqmjA87Trk/q14OXmjs6h9/xDutz\n", + "ayWtz/rjM/9vaNsaypansz05v6IvZW/xcw5H9kqp2aXg7dHeAAjenWHE9TAzLflNKc0Qyf/LPVY3\n", + "E0WsKqIJXbKMWX087jNOvkjQ6PU73rRh7RobaS61sj2Xhwls1B46j93y7ogshbgLTL0IiFZMVv2R\n", + "+H6URcq3GFFKP3BqSm8N3w5eSFV5fyp6uWiqs5guHtbXZ3a2jzACaSxkZvpN2HYewA1Ub1gLV7eV\n", + "did/uInP4eVFS6nU26OaKVhMasJmwx/B80TSdbbZmTkpmkcbJf/Jp2RJPN92pWTU6Do5mT2idig3\n", + "N62uHhnp/fvuuYeQ977Xbgj/ldrdVIPpCN7MpdAmtZ+w39mvvtSOFKuMgGFvcNMaBO/wM+nPuL82\n", + "87QvMrU8wLvXV2ZmzANqKjYbAiEWplitwPANDLvtnIPHukFDNtJsCl5BeRheS5wiN3gX015vdtLM\n", + "c2MFb2dshBC8YQXUVMUfiX/6cpYc+XJvipcKXipKzfHeZ8G7o2NTkqPuFNFn667yqQvOJYeiA13Z\n", + "+bussXlkwFMmnZb/pU4oTZCPLdpp4kW9KSAmL/C6y8MzpS2fs7W2Ld6K5g/ZllptffHQZe1o550y\n", + "5TLJt/Xm70dbmXCChmnPbs8N6Di2lPJTK2Lhq2vvP/Qh/6sdOsTY2V6USLM7T1WVNhMisMEK3m5u\n", + "1sxX1RU5nOVDuEsbYARwaA2CdyjxiNkYBDYEAAAgAElEQVSkuy0y1SqQ2ugUiWZqXUWm6MGSxUXF\n", + "DywskGsIUwnCTjSrGGI3FXW7WLr97QunWItLe1JeiaHe9v6dbk5jmK01Gam1ZV0bH8zqqvA/nyJu\n", + "gy8aokHXMVmat8pjLWa5Fe3s2Z6FvrA9G0thbKee8a7JnQJtZ8u+QCDseO/rFbVRr7PX1e138Uxf\n", + "n73GXJCxUu/+WmKVA7ZdLXgXe+Mdjv/iLwZ/qKhGa1Iv3NZN6aSLpZzP2Xq2WNfqk9GoxDZ1OQFo\n", + "WbUPnxVf9zprCK58RC7cTcFkt91figRvwDP1RfBKJ6IbFajmKmL7yzk+Ur0nMLj0wOagiFQrxqqS\n", + "Diji7o960CDPhe2aacPOb55XBhtEh5xZwSvaSRAGKp76185YFs1Np+noq6wWVsl8xi6jeCB43iQq\n", + "uHACgneIcAa4GdFy5s5MrWOcHcHbLfRgiXoBiHsLoRsTVnRo6m/+JlRAgDRTtj0URKhy7ZhHEAQd\n", + "LnIEuxNhePJyw70SNawhbPbxVDBjiRbvlXvox88c7/47OMFbUUTdRXmmhB1XnoaIWRFr0cLFhb9P\n", + "P33aY9CPhgykdJjWM76lVrMv3aNbFzSQ5Ax5cOVE3+f+5YkJr9MbEFTaLLuKaTXffd6tygF7ZrXg\n", + "dVhorezXvc7b13RR5z/D3uJXvQMVCMfP+n9AeEUzI0aSm33M5zXeZyYe60ls+zSfYeM+fe7/Cx7X\n", + "jF2NXVo2gw3m79frPT9D2BvyOmOuywoPG5JnpsOg8546OaSaW22i2sU5hRiNra0Yq8p86FQkWoVo\n", + "u2rNrUdWHlGmk4kOObMpDc5OQvOpJyQT2prPzXpVOTdbbdcebtZr5FzmxdrvM5orBTq5AIJ3x2AH\n", + "eMeZj7ZDR4jCLN5BiMpi3X9/OHHTsqMoztbe8ePixacbtmgdzcNLpsFJdalfaQRA6oRIblpTidLF\n", + "E3LH4tgZSZ6jIWRpZYajf/EXHi8iYk8tU1xyEQqaapJs6gve9lNPiYNEqTmv4GX35ZxnsQ+88YL3\n", + "iOK7RaVbO/loST2RJrvqNyx9u9CEifaKAplhz9SZOxrGJCqNeVMeRP3kRH75dKan882+mYRO/0xN\n", + "kURxmyhf1oliSV5aFZCk8/XY2SPyLWhWsTHbzdFab6LUfA1JaoJQbIewlT7xq9iFmsoudZx20/G2\n", + "y75ljbnHbu9TDrTDOWvODXn/8A9McxpjJiin3hRszsHW1KxQkIkQ3bo2/6I/8v6aTs66Pfb49/ct\n", + "FYK61E40tTmWlHqMur6EyOk4s3xG69k8r8MfQDRE/1pxTfyddhvK/t6hypzjKbWj5Gz6YF+dXADB\n", + "u7vMeQdnX52zaHKgj+4Y/NLMqFf06ZxtCXv/ubGAjtf8nrUONAIgNQ5zc31rD1rXUbpwGqsR/a4j\n", + "z38+IR/+cOc/J8ioKy4FW3LJxLzQvqef9UcjIpx3cryb04sR8VSnObz8YROP4O2yNIhZ1qhHcgNK\n", + "XWOb7wV/fr/HP5D9nE8Y2HV4a5ngw0BObi+f3nFhM4Tg1ewHupP0na+4HZhtdieqZQ5AJ085WhOK\n", + "eo9aZk7Q95p+xDuCrbZmdJzaypB1eNk811ZizMzhDRLEtN4xv72fbocTKGYqEfFmPx2xBa92pgZ/\n", + "KVFIm5r+0b8kzUh3nSVMb9Bcq5Jx19uSZJlJPJAlpYA/u3JW/mwMD3z/o0JhuUnTgxSiv0DXBg2K\n", + "0VjXY7/agNCF4N1jsHOR3YL6zLm/64Mim+3rs+qc6KVeqqU6R6RCVilmYrVgz1pCKIPIf29TvJJn\n", + "je+WRQFoXUeV4b7otP973kNydsRvrqR3E103KYfHHCVGo+uSLUffSefUnFTw8odNaq1Kz4K3xGzh\n", + "mQ+T0dsJcLbvevjqUNz2F4JtbHtM91pPf2YmSODoe8GtrU09wWtMq298g+k+1aFVxQvKTso7wpaP\n", + "vAtrDTOCV+m8aJQF4Z9HW/CaD6vZkYLdqlYiY+bwioR3oLkaDY7wsu3mCN4zZ/QcoLsr/i23cVsb\n", + "zfewMVKOdZ9+4rPhdqCgllT3wRxzWLeflzJ+89lvarX/177zSeE7yHxSfjwG3aBYabrrQScdkH8W\n", + "SVRsu7YNAQXBOxzQCJ6w/Ihg+605Y80eugXl5J39r6V/0vqe6abCeGZCphUYz3zjaesAT7f1azuC\n", + "N3OTUvDKDvLUI62e214UhQrK58uXKlLBy0cBdAV4J5psPFDW7ovxWniPng4jZ9HTYuy50uhDIeda\n", + "albImzmYAfnIm7Xe8y2X2X6ggyzAKXPEbbI8+AMaJ4PuIkhoHKwUXCbDt2ssZakj2cUIF8oN7cFd\n", + "6zJFpKXaWrIdpxWBMg8qDTXbKEodXNqX5g1YuhdPhAphDhCN9CyqfXNkUk/w6swTgX189FG9NjtS\n", + "OUZ4lZiyp33aHlq5sfA3YWofbhb9riSiXJJcvtQ5IGaPFWo/T04uedr3oadPhnoGesg4m6pIAy/s\n", + "oTRR+4tSB9jce9G6KZqf7Oew03CrKq6KgZQFCN69K3gFtJPuqFfmnYkm8ax4BXJyVbPz6eAPcSIu\n", + "xjPfdPqENXGZA2lOhYFQRGLaEQyWG758b89tLwpQBbWrNNK0tiY13vQQBIkmggVvCK9dV8B32/bx\n", + "leXOQsgKeTMH84w6N6XYRb18Pj+1GPLQ2iAvDvEJ3ocbphMQJq/P45gkk2Sq7R9IfLtOlld8c8wz\n", + "FmsttffTB9qkpfU+PLJdFHrCfDI2L3RwO9UGaKlruovV74snJJHaJh1rhlg9m7413OcFDPST5/xC\n", + "a6SWI2vEmu9sDm/fXjHTZddLjEc2E/6MxWZ1VXn1vL5RVdtqj/hMbbuC105TcLSzUvB2McZckZ1R\n", + "/30Ih1NUK9dr+90/q24GBBC8exMuh5ePBshudJKRSjGRo5ae2JIKXpbk7ky+kaW/9/23QMehR1VE\n", + "F+WzbYnQVnjXZi1jWQ7v8rLQUXBsnchr5w/UDXTrPoSKLtqHSkTRvY2AkyN8fupWSy+H1xHKsnxZ\n", + "0cluNldvqRt1YAgn6gR0W1KJRkSn2tYC3YzKU1cSTX/fn2ci39usqNA8ni8bKs0+n+DObtvPPuFt\n", + "f7qD8tzUbeLfYR4usLJML4LXmIszzBQyo3Tjzw9/EMi2J9dte+2xIxKp4J3hdMxoLUsKxPp7szzi\n", + "y14WzjEUdLMzdbYNMc1uhPR6+QubOnfPf/pP2r9XS6746h6rB0u2t/ko4fI4I0ipURI1CLOLwO7I\n", + "eTS47FyJIXjvzaoF71pQNgz9IsPpyZfUKQ11Jp87S1LdDRQAwbvbrMhOwcbaSsFLIyXdenwj/CQ0\n", + "BNcMcZ+jHnBgaMEQXBe7yfud7O4g0pQxxd+alU/g6bLaWHYOVan2WTVKnD1d3CRnF9s+wdqNcO4s\n", + "JoYxFTkdybo8QsL//E7kqkrFPNOkXyMb5M3nzgl/rhDy8JNulQZHKMsiiqKT3V2VgHJynUf7G0pe\n", + "yYSrK50ouAvfWptRU5pb+rKh4jhWj2166z1fyEx48rc966jigGlnp4Tbiqa2aja+qDnx3c93cl9Z\n", + "B3Ct5N9VWSPV4AU/miSb/HhhU6v492LSy0RXUsdbTgpGhow1G56oaJQzF9SOO4I3iIWm+360qgf9\n", + "alU339/wfpnzs7SmNbWhYUUQW27rQ695TSjBOwxUEm70vHl51dt4grMjbDqFrok4IZlQp978cut7\n", + "GUdPCB3YCwtkYk1Q2oY+j91nxWZII8+8ax4yC4J3WKjkJcNxxrvg12NpkmS8ZnbrXbblqU3a+9m5\n", + "qnqLKR6JqMt2GZ+3KJqfI3LRQyNxlflF4d4VNdZvy3otPbuNWhyfCzDc3n9nfYxOjtbhYMG71Wj5\n", + "c14bDeEiGCR4O4uJ8fusgHWivfuLasGXaA1wTIYIsqSZ7vo8uUROrIRf7Do3CDN9H1Yg9zOlQXhg\n", + "cv5O2xPxO00Lkil8772GPq47gZycuGSShrBn8wRTVXclrglKe8lyLnPGnNRJweAFrwmT+qKbKivr\n", + "D2qr0q1ZuUMhoXHRUqjsNm+z5c8zbzpbvwEP6humE7eEcrB8AscWvPsC8iip7QkUvPZuUJw5uBlU\n", + "p5zyUFRcq522mfn7gjbpBAN0vGbONovm6NLBQz0J3tWQVSF0bzW7VLjEGdBJ5frWjsp3PDpjcEq+\n", + "I3DHCe+iQ287E82/VXu+Ctdw2hZ2n5XbVv9MHT9quPDhZNe5LOrvQvDuAoVCgbz73e8m73//+4N/\n", + "mKtXmhvxRmE7gjehFyGaqa1o705H7Nw0Wj7ns38pyD0NECO8GL5Xw5bSSJwpeAMipo7QZQ/KtBQl\n", + "W0Ri1LGp9DXC3E50qd6QL4KKNlmg+SQpuSjvpgRa2NrDYSI8dJxE83rtInJsns5d6E5oOovX+EWy\n", + "2mKEAxURoitumUXaEVhjWwWfkO6L4FWIMhrhcyLMrDg9ccIVvNntbb/goGXJEq4JNUu8xX7fP5+u\n", + "f4M4ODTiF2+ynMtsesRMwdDq1UTw9cx0+5dWcBAt4jQayV6wwF9sINxoYRzJTrnAzAr5069Z7xO3\n", + "I2TZgtgbE6WX8MM9qdpmlxyeDU2zFTifW9GACiwDKBspE8ydYICG4O3k9Ttzzg6DsteZLx08THKR\n", + "pa6f03fQNxLtWvDGKkXtaDpvr4ujcsels8vACN64JABRsP97olASjtGKncNdSqTVTp+9zk8dO0Ly\n", + "7XB535ubBEDw7jwf/OAHyU/8xE94/tsFyYSNTVZ8Iq3KBEY6gjc2ovXdyValE7lrJTmRzImJ2IaV\n", + "T0TLi/339wnEpPA6L8YgTE97/v1EH7fcV2bCFYIXRWQStaI4yhMUtVJd5ar4sLhhIO+4EJMKKlEZ\n", + "N+fiCZ2Ih7lWpa0brHISQWAK3hAn2QvLWf3ID0dJpZcUJZ7MxYsafW4bvLK0YqbdqASv083xWkOs\n", + "dgT89j0h8wUV9TQ/fcn6PtkhS1nH1UaSHsF7pPnH4u+1BVk95jqgDftXw0TkH1F1miGWK8Zamo67\n", + "7RqRlBKg27/ZjQ3hIk7FFTsG2K1xmus6xVy7LXS4nQth4hXyfz/kVcdOlRSd47H8cI/OKwbmyHWS\n", + "h5E706JDaSKH39M2lSXyg/lrrCHa5aFHFbIzZjeQCz1/tswUsYLXfP90WMO63ok0+wQsFygwL+kR\n", + "BTEy/p2N+PYWWSfy1Duzok2tDxc7GWuwbJfHEbxkQ+1ErpOW+pIOZp3PV5GkAMG7B/i93/s9cuON\n", + "N3r+2+f++xfIK//oj9x/Xvkq8kP/+I8kwiXa0nWHLb/HHpIItcjSz4pzAqub6gqU23cvMb6b08MO\n", + "o8z20fEVfUG3GXKbvZNTbPz/HYyN1okqR+yybbLSZq1Y0id46Q1WZTsS1ut1qZ2vdURler77DzPE\n", + "Z+c9WMFLa4EylxRfoO0lMPrS1GvmL5wIbyf/3FA7FUPkp/d/06d/7z1rHTzUugiFQ1S71BQ/2SPC\n", + "Ch+NUavdHnooWJApmbIqCORS7rhvpfV/PbpttdWKSvDOzpIV4+PnI8+6XZRSHJDh54M9Vqhz9eZv\n", + "eMVgWBtlmiVFyj1NMFkVfKSnBjT732Pyuas8AEwFl8RJ8wneeMb4UbWD2ooazzdr5bl3e+hRhexo\n", + "hU5KRBBPjOjZ3OZIyO969NFOpDlrT2T+MhvnHajdFwUxWgHVLj74cUEVHWp/vhy+SoZjP9wISvAu\n", + "60penXMluhxiRbLe1CJ6OwD/+T/fZ2qKXGXE/P8/+qVfggiD4N1dTi//R/Lw7/+++8/DXyRP/of/\n", + "QFoZeZLm7OisZ3GV1aqVi6mATs3lSUE0pya5KMEdR4T1RGUcIuFLickO5LGCN9nDDavHQgheM4e3\n", + "C6aiUW2B7vzcbEkdRa+NqCPdYcvWdbAjxdJIBHUWwly3ap+0EdbXpLVAmdP4ssNkVdkWMJMo6vyR\n", + "zT+ngnd+9FGfuDxx9oTykVXijNYufSsRi95HVqTxU6Hg9UWkVMPL3j6tNr2CbnFRV/BaVSGW/frU\n", + "jkQxX86UasqlQ6hqRvD+7pNeMfiOP1zujJ92UX3g1anwx+aH+1JjRdsIhgN+YfNZsZ5PhDyoyHpZ\n", + "IS6e2FfRqOM9/YQ7j5uDrxtdbbeCBa/GdtdHbvs3es5yUtOmnvb/p4qdH8ufuzDHA/G3rVuWTB31\n", + "/Ov7BbVxN43vOZPtlBc7IztPYwtsx4YF2Q8RY/kS6/+70Nz++XmPzbloD/YKXznFeE66K9BsxbXG\n", + "5sc+9kZTU0yObpv//2v33QfBBcG7uziXSfiMBid4WWdvPjPvETROxZWs5gGqVIBAjD+5RM7rapoJ\n", + "fbF9mIQ3FDoH8kbreiJStVb61jtBmsFyTW5cPv/UP2gLXnqAIehZUw15J104cGBwA9KOFPtnetJ1\n", + "QAJyDNn2PXtW/6tlhdMvxyVbxPbP04VopY8Hw1UOJO2ftxFvaNgRZufWz4V36JKuoFzIBwveSo/X\n", + "hDp3ElRoJzEr7zoreHUvfLCVaTOqWAYi1jh2oul0/FQL6ssMRMNgm7ssqlFrkdOnOXFqOOCymxAr\n", + "8QZpzNsdlT5A95ADDI/8ByYzGwIjZP18O6C8G79hoxK8N0af1hqrGxsB3WR8R6DgtYU6l0nnsVsf\n", + "uc17sK/S627SRwW6217o+HSPStpa1/iazx3BqxF4EaWQmO9n586esw0XrZueLfm9z84uVXI69Kum\n", + "KrWOraLO99e/bv8FdfINp3K75k5+ae11Q/DSXYEEW8FHxxlLIQUCgnePwRr8Gydv9myLU3tPJxGd\n", + "/Obd6YK84OtjF8nlql6Uo/DYWX3Bq4vGLUTsYhAkdEX30XuMGyP8O0bbXkkdQVaM+Y2ac/Jb9Pmb\n", + "ChH65We+rR8Is/vOzEcLyOPTqVbA1oyMM1HSi2Fv3qHfZYsds0YoS4io7kZ1pSvBmw17F6+tculC\n", + "JDrrOBZQ27IbRJF6Z+tdV/CyOZ6s4PXTDjV/vF/ibcuGPa6dWfGlC980D8CI5yonYGJppTJVHtJy\n", + "HGI7akzFUayd7rkf6FTsCF5GnG41xM5KgTCClxcyJG6M/bL2d49ntjz9bs0P61+CriyeaOZJKaH3\n", + "PftiWc/W/sdPRIwREeH6teEJRjfSDeE00U1piHPX1qp2phyhW95a69v8emztMfP/fbdWTuTJvYdu\n", + "D32GI0umzNx4EhcfGjPfb+F13vlsiOrKqCLyzjv8GocMV+MRj2g+zUa3jWcY0Qn02za4HAs3f1JN\n", + "AiB4hwNV6oJv+bNtUaLNGCEmqd+ZTKJ6tOMjDfLE/DpZsKMynrk/O0smI26YYObiplrwFrq4bEJj\n", + "wS7ThdB+9qDawqIILIuwfBAXBlwX3FSliu4JUxrs78nU5NGxuC1yeBFv5qMF5PGx2/yPkhe6GoTR\n", + "QuZOsl2zdDybC44USMNFyx1hsh2PWmI8IHQ6JQjuNCPdRXzOSULv1bLkRipG1Dl/nGEOh9Q3mZuw\n", + "fiQnrRHcL86u6Kl73aoczYjfYSklx/T7UjSe7P9/6tnHFHOV679EuFrBzgEpM0VjJGpF0OzPpDtT\n", + "I835nts6WjTsQ4xrn/Q8ybYtO8Y7krzfODJR8AreOuM1ata482jLtLU1PlZXK5fJlr7gnWyUhFv7\n", + "T3/H+C5aOkuQeSQSvJRFsiS0W765Nha+Ykxiy79jFeYgJXth3XeKm1KReeLwHeEdVEfwjug7v6Ej\n", + "1hrBgELc66icOWMvSTSwYqy/5YbGVfK2sC5KzPoFSaPPlaF4IXh3icXFRfI7v/M7HsH7su9+1/0B\n", + "xQUIVZEtisTIxYK1wDg5RrKBf/mFl8nrvmKFDD7+cc7DjLpWhy5UfY/wBkDz/nLX3By6dMJGaaPr\n", + "72w/Ey73ea2hYTgEV1Vel8+bIscR8TTCKzqU4VkEEgmBWHFzHxP9sGErD8r10tioJcYDVq7ZoPSQ\n", + "eVsEinJ4OcdJdkCv8cyKWZw9SNRRB+KzB1/lRlXKzN/f8x23RrAqQtLlDUXpaEYZ4Z0kwdenHija\n", + "ESeFDfj2c1/c1fNtjI9bTW78s5CM8/faEELzF5021k1pkNQ7yhCrX80UDVPwGuMo4dqXtYCAYKHq\n", + "/4GZkmCuJrf988YWFo4j6ewa8L5fkjmL56vRyjv08xrtYQvemUpZWaXB2XS56eJFLcHrOs2ukDVL\n", + "BuombzuvQCO81GmU7aJ0UcNP5VBv5fSd7fal7vKRqD09l10mGaa92QhwM2DDaK0qtv+ruf7vDPE8\n", + "aucWVWw7X4sxDr3I8acBo7SdytbSC5KJcp4BBO+u818+/3n3XzQuQAhCduNYdjFL7vznf/aKKHvr\n", + "Pj/hFQGP7+v++9eNxXUq5Fyjgrc2OiU31pIoGY3IRiNq71j3wFjQtZayOrwyOiXFOLFnXTwheQa7\n", + "YsZmOqUUvA5slQNKuWkt1lqn4s/dI1hlLefpQnI08NdpFE2Ud+ppRlvwLhuCaqbJvRMXSVvWSMEw\n", + "a7pKRCnt50/fdqdYkNuXnpi/ykQs/3bpa94POXLEc4uh6DtE26oj7Vl/9Q1GuCZIXTjmmwl37NLg\n", + "3FduvbVjAyIxfx8+9pxbuxMH3OGzDO9/0EXUiaJrCt71hDhUORsXCAk7x9XcQckviNvWbr7oqnWo\n", + "i63x3KhYbbGeszq00dRL19FJk2EvsOiag7f7bJNQJNqP4wQ5hNFE255NMuW+RFdkd8R7KdiBNsUP\n", + "dWg0b4aMa2iqFbtMoyiN4+HqX2s3Xfy86yg2UzPe3T2uOgx7foHumK1UCmTWGIcH7BxZPseX8pXb\n", + "D5F02z//mu0G47C6UubZrQDBKygFytcjp3aCtaA1+/yH4yQolxqJ4H31eevdKvEJfSfHfN4qARC8\n", + "QwE9tDab80d/kpvhPTYnsisTbvT2mJS9Re4sBGZqgGEIy2Ne0SiM8Cb1UhkKqZRQ8AZdR0wfWxRo\n", + "EL23E0WhImOqJh6GTv4rL3hbXRRboO2VikQ8qzMVfFnbwOYm/QfJKq3+XocmKqJOqxxc2jb68rWc\n", + "QxCicseDP3HUXgDchf9yJjgvTZaO4Qw/2u4P/LS1tUxHW7StLrh/vhycR2nWdHVKLgREpaZLmz5h\n", + "x5cC+xdBZQXVliZ9J9Gi6gl2ORHkAOeVCl5+e/vUQbeY/WS1v3dGzzORSz7C63E9NAUvn1Z06pTi\n", + "928+2XHEIlzhfMdWnMtWAjWAc8irta2Xc7uWG+CVhB7Be4e5tR0rVTzv9WNrGZKxxzXt74PNx0hh\n", + "Yp4s2rsNQsfUTlObaJS0vpoKXpkDbQYzGGfr+JnjWp+5EOKck68urCFS/6V0MvgXx/1R7nYs2fvN\n", + "oR5xWiOn7jhM5lOPq+cGM6dr1XVvagjvJBgOc4S0A4Msk8yPlJolsVNP56SkLOjlhlek37ZuLcot\n", + "2WUc3EHUznqXbBAAwTsUJJMVMiYQqNGaP7rneGwpZkvWs7V98qS5vSMSvLMFa/Glxjcay3gjH4It\n", + "uBVRUHS0e0P0fzySUV9HLBG88XxBWM7M+azb7z1lCCmx8ZGVuerm5hnaXpPM4+dXn7ZurrIN5XRZ\n", + "5Wl7t9qcCAZ9hynD4B1+UJ5awPalI3j5CNJq0ejLuwTCS5M7z1gqcKu81UnJWE+1hYuwVltNneoY\n", + "/ZN3Ht69udVryae4Xr7sPr7vQ+S8duoGEyvqygredK2/W5KztmqkKQ0jdd6ZCid4l+lCzTmSpxSi\n", + "yxG84ucioR3SNtH4obkqeWJLMAaiSRJpuOP7scdCBikmJd9tfO5kueQRvM/PZToBDUfwZplge2NC\n", + "vvs0qSl4gygTd5E4duaYWGRXBrf9zR4g9uRWCyortBLh66svptOkOO2fc4lKnmTjVmM3RvRvr9su\n", + "X/IKXsEuwWiDSTxOB1fNOZCtioNH9LMlpf+2ufXLCdxQwRuTCV5Bce/8xBwBELxDQZCnyIqdWTsO\n", + "82t/624BxYz/XSoaHujL30VWvvpVctv4uHJrnhrfWirjP/0fqwu9VFLwHxaKGxOrI15beoW7X3+u\n", + "u4siHvh4wVPOzBGOjujj7ywfFDRaywprJ6rhCN6YohupOXOigtQBdyIY9B0Onj9PPn7PPcKR4RPw\n", + "dkqDzHGg25r1eo8vaoudZ/bZ6SXOYmVvs17Me6MyomoWjuD1LUD0Mo1k+Iib6J1oZP/J737V5xR4\n", + "fi9S7LEt9MZsRqGrnVsNm3PiKMvWyKRH+J29KdwVt6q0TM/0LpbJLJNaw9eudrallycMQcxEKVO1\n", + "uvAUeoO2uSRVaL5t5eCaVQwm/GOVd2r5aKLKIc3b06LV1BjozKRssi+cnCFx5iDPY08Y79coaI+B\n", + "9ojVVnSrnPLIi10R98Jn/Tsrxah8HKkEry5s/48KMpH4DUTh7k8/6/px0APETuAx6JAuFbyqA8u+\n", + "+UEv+6D2MOGPOCTKhuCNTIQWvBuVNWFpPGrz+WuytZ3NfE0ZPGqLorZc9MIRvIX0FNmfiEA8QfDu\n", + "PSrzpFM5IYjEiLUQ3flpV1C0U3OkTrPzf/Ldpqh64dhYYC6qKVQYFSGrfCUTvAuG4O1EGaMD2C5h\n", + "tmXO/K03/CLaTo7EU8qPu/enf1rsQXNnXlTbffRA4JxA22f55/kVdxv6mCBfLuh2rU76RcsSCo5G\n", + "oSkmDeI+QD3hbicXktYPRW5wF96X3fpz3igIf0pbqs6t5780Lc4T46NDqmoZnlQSY7xNNo22mmEM\n", + "v2bZtEezZ4SC9+mNJ9VCIFIQvl8yqi7ro1pwc2PiqK/sutxI1GqfsZj4M5uR8CaUbXOttMzFQyRW\n", + "KpOCfQtZ/Olln+CtVoumgG1Evfmbc1vZcBeN0MW9ZSlWM0g2EmyLDth+ycLfBG+3N+x1Pl4TjB1B\n", + "ZP0iTU9ZS5G6qlj3VCGU4HWgW+WmCHvJYen8sPo4bo8ReYqK5xxHSFitOnpNPdBh9NRwp2Npsf9X\n", + "HIexe/GCt11UKQ2+8xhG/8wmFGUvYpa9aUz5vdJ6S2x/Ng3BK9opo4LXTKkynH/dQFVHyNs552ba\n", + "GLWxL/aOdVEUlk0xY4M95mtFYvm+8ZgAACAASURBVARA8O49Ii0S17yyts7Yc6cGJLX/zgUx1Bjs\n", + "i9S1DmpUmX1DU29Hdj/Pp5bMWCe8Ges4RoK39dYmxQvypn1S+MSd3oNMc/bp3M2oNwJIt/tUiLrp\n", + "e/bp9w6vd433Wbrte3aKZC5d8hhqlaByfs4xuI7g/eSP0luy3MM+tbQ7GCr2IQs2ekJTQbrCFrzP\n", + "TokF760fPqn9Uew7Zw1xO8rvBsiiSnd6hUt17YzwVDpbB1UkJuKr/tx4eshvJKaOqp3fPG/+/13n\n", + "NBZcIhcTlJEBTKugGtR+wXvYM+4Wv/Vt33NF6KEfWY59KtyW6GybOfSTCq5O4aQ0LNzvnX/srglv\n", + "0lqivAf+MJHxAWa0uOmNhlEh/rLV7/lEUcepqeb62l9N+xpw0Rh1+uQj732vch4tSTQpf4lNQ6N8\n", + "C1vZxhxLguu8dca7k0+tc1W6Cl7w9pWEfciR91OjCbJZc+fqIpNWsFEWB6CabXc+pBvBu0cN5jBk\n", + "2xbIT+ZXLRv7Emusm4EjY955dokk5RlFwZ5QjlFt8Lf6QfACteeXEgveiMBuZZhMOyfFiL07gRqn\n", + "rz0lzgeNtRvSwd+amCKj7d2fDIX0LJlNn/dEpubrwYvPaEVs5P91y+vBf+kfP+Fpi1RDXxTSA4Gi\n", + "1L11ux0lWVWE/PZBcyuZXTjCHMrYlGzdsmKgnne38xoh+lF4sttOabg0xQl5+7T0wQ+dpGFLYdRB\n", + "KX5pP2mmv5A7/dU6TnI6O2IIaGcO0OkjEhOpVt13eppeDexOKLEadRbwu0KW7aXtyZcmK01eb+Zp\n", + "R0krUKguZndmnlF747tzhTtp7zl0qlkFRVVJwLNwV8SCl4dNdeArhU1SL3/UHodFifiYq5L1ljEf\n", + "clYEcHSt2bGdB9d+IH++QpeCV1Lmrxod9bTV+rUHGVEU7BGZgpfRpNS/dVJQpGJTUdpOaH+mrDk3\n", + "UQ0vePtNsSboTzvSrltxxyc++ao33K7FQirVOVy4uf0EaY377S5bpafO1jwTOIQ0cp5s+KPA24Ui\n", + "ubviRnfN9DTjnTzlk23B2+aiyLr1u93n8uYK9fsQNQQvCE1tKi5MaRhbc2dAOZmSLo4xQ3w4nir1\n", + "AL/29Gnh90wXvYsRW0NxtWoI3pbaeLHRtGoXVU5kW8Edezb5JPnXJ+OdCKMTmZptBovSZF08kbe5\n", + "xeSrT3zJjH5/5s4bpJ+limCKlv2sHRmojc5JjWmph7MnJWZbi43wsuTHG0wUgunHgIRe4clu+9Ba\n", + "0VkgROkx7GUnsqhDI+3pcxr57KUdeMEbW13rCCVn+gRdRtJx8FpqwdsttD3XL3uFRm1kxhS8EyRP\n", + "HnjpSy3naYBXQ8sEwcbEBMkUXSHH5x2vcFMoTFlB5zs7tWLt8wBj3PD7/aPWXOYD+7zQbxT9V+ou\n", + "NJY6zo0pkmkNsynbNrDl7Zi597+Tj5EaPdxWtmbuxEX3gepO3VPBdn7ssv7NYU/MMe3Nlflz3qtu\n", + "50DTWsy0rQr7D/bUx/VnVkh9LqBuJFMhZJ07hLiUXZIK3mib7DoeQe7Ymm4Fr51y1xhVO23xSKRz\n", + "uLBUu0xa7PVkgp0otqQZdQj5PHTq3E4wArllr0WRUtnrdAts1nrnd7yTMijC+9ATDykFb6fuH4Dg\n", + "HTbYQuO5Ue+kaCQSnesCE60Iqdm5eTTaNta2o32KAvo0uuOUR3l60hGwaktneqDONaGOCIpnPAuG\n", + "yhgFGaqFyNNkNX5d599n/tsHrIW55V95M2W9kkSXVv21dajg/ftfWZT+jhnBJP5tYxoRHxecE1gX\n", + "nRLhDvlQoUeNqXNxRa5sLdSr09NkPqBkBLsL1bQlNxtVpe36g+dKlGSuD1uzGodZREIzWpr39DkV\n", + "vP0MMJTqJZ9oc/rMEWv1hCSS7gz1iHhnQLVFKxrHVNg4U0JVzunTr3iFpwQhjUq3YvLDJy0SXpB3\n", + "no/re9pH6ao1b+iY4w9Z1toR8o+PJz0HsIK4aIxfvwNovFfb+m7TIZlynfU/PibuDz7Cmyh666Ce\n", + "Tv+I+x5VJ/rVMtPBVHPvjeQ+sk2FyYpf7FTjyY5THZbmtDtuPvDSYAHmRHhVObyhFt1ahbTTqdDj\n", + "4uhrX+sXlD2w1qu/qFHm8uCqt++CKv3IvqMxLjY+ji1V7vZrnIkR1S0uVi4ztluSaiJ4H6dVilHv\n", + "jhgb4X1O0s5bZiayT/ACCN492cjcmvjkLTd3Iq7ltCRyqjglwH7cY3NOBNKaOPyVnCJvuVUpMoL3\n", + "sG+xTRuishXrLd/oR//8f1rrUc1vnGc1hVwjrw4pJpuccGYOqPAijm4HiY46Pbp/v/ohbj/aEenV\n", + "ltXGa8X1jsee5iztEleT0RGJlXSGPHZolPH0I502P/9D/Slf9HcP5TpXFGuLntlZ4VZ9suZ9D2EV\n", + "Czsx816yFPpZN8uuo7C62fKk+zhO2DVFsfpsOofWxsSRPPaK4KmX/tdQjtt13EHIKhP5pyXHXvmt\n", + "b3kEbzmVkgo/meDVyuVTRHPomHv8Bu9pdzo0v/5U0nMAS+WItw0vuRGNCgXvQlMeIRWl0QTd1veX\n", + "Uy93fRV7Kz8hOKdAHSA2Wkx3GMySfVmv2KCVACYKzLb5RMN7tTDDaNQ/tttJvTDoDfZHim7FVh5U\n", + "jo+p7TAJd/0t1WvmNeZ33WU6ZKfpLuCG/g2VixLB57Sqrw6vLnalAvZdI60myTMpDQcdf9tOPzt/\n", + "3XXaH8/a0kZ6RDmXIvVopzbyeHxa6Ax3bE5yhiTqwWI93/AHM2T54ZWU//kKMflhvJRzUHvO3W5N\n", + "xVB+DIL3SiDijWBtzB/oRLFKqVHPBI/V9YrMOpUcaL1d88xT1FpIZGVj2IXEOT0ak0TsZktFMtfo\n", + "z93E8QQToTgU7jTx9xNVpVBp83fAK05k08hwi1mYf/C0ZeS37JSGwijzu+ztQHcc0asbJaFm1xul\n", + "gvfyYeYBJJc4ZCrd59V95bQiBUJwUv+6jTVpxCUdT3vaPNaO+S+esMsLnAgQvM9ceyN55JA8/5VG\n", + "32eZqxOyN1tjOBIRL0qtuP626NRt7wnVhnyEtx2NeaJTvIOznXQd1hde1vsOUd50mK1e6nzx5Z2i\n", + "xnOtkPng97PzdCslgcixD3/NNq15JYoW07SPKS5F23HenTnuS5lKlHwRuKTg1sOxRsJjp+jn1WkU\n", + "uB6xH6/tCt4Se5uX8d855/f/eaF1o931yReF6v9EyX14x0Y7fgF1cDrpH3ZuhlAsGvZDVb7rw/Ph\n", + "5jWrV2kkkjp0lWz/Lnfw3bQWD5d2wL5rqrRGnixtC5zjgm/sO6KfpiO0knYVBM4JS6etZ2sIBCV7\n", + "aG287jqR6dgYaTT9Tk0nZzmaJM1mSWkbfd81ZYnRFcmaWRjz27d0sx48r6PNzrqYaHtt8WJrmQAI\n", + "3j2LE3Usjmc8OXa5umu8IozxYbManINadLGj4qkjXhVepAwnf+kamZMrCYCE3o4ygx3tzuLlGMag\n", + "Mm7Odbtb1bZUEFAj0ZI8p6iuKhW87MGCQt2uw2sL3npSbpjiK8vmMy/b10sWNaIDqynr8zaJRMDK\n", + "BG+Z+fn1Lha1qW1xmSJBLdZYwJWsbJuXMnPk1nP/ZB7eCh0IamfI2cNT0r+X5ZTXZQf42mohH3Tq\n", + "vBmVm72wB8/aTC59L4fWnLau2dHrz54sSWuG3vy0P0e2Xa2Q0oh/mzxmOLfs1d3O5TebonJqXLUD\n", + "T7S4xuRgcgeqFpgqM3SOr0ZTvnmoc8C8mbb6MslE/3P0mbas5x/ZtMZrwhiCVYUtot/1h/9WL8+W\n", + "taW8uuTzoFnBKxWLAsHI/86H5r2H3VhzWE0xTqtdAlCUSmReMiNqw7h690B1SY7n+dNyVb7ec7Fw\n", + "2/GzK6LQA2elCW99drMtaGg9bQ2u5pjfXpaYi108QWwahZ1W2zaPbaEXmTTVKSY35K0wf5No1M+1\n", + "H2aiVg4WvPFyYG1jAME79CQLrpWKcHOkND7uOURWbrre71TBjRiwWQ3OoTWaDkCNNM3hzRQ2SSEz\n", + "Ywbaqkm1GGVz+JuSZEyn3m1boHjpxA06ZbqUnfItEnNNfwQkqIwbvW5XZuidouvUSJRHxO8s2mI1\n", + "L55g/j1iP0POFrzJFtNJ0YTymbeqXiGaFeRKFLnrV/OMPa1k0oZjIzacnvXz9OlQY26+aQiFdMKT\n", + "pkIreMj4kScf96VguI6Xfx/3hgtfJQfIqvTzXh25pqu5sr0tcbAkV3F7HB1OyNNxmp1/rVJYqsbx\n", + "Qsjd3Xqr3le7sZm0+iPx+ZNWzVBnXDB5UaKbHemB8tJkwjf+E8a4TSTcA1L7iLUVXmyK8mcF7zJq\n", + "f1hp1m3fu7yCl89//Je5C9ZzbIdLi5opO0EvV4ywmytO2kvK+G8lRVpIIURFP5/gZbjtWds+x3q7\n", + "1EEkep5hyiHGtl1PqR537cxbk39m2ZtiqzNPq2NzZD4zT7YqYsFbHhVEK5kFSHxJTsjATYD9Ltat\n", + "lIbbvv9dZqIo0tgk69EWE6FIxNPKfmanxEjlAA2XiqvYSII6J37+17xOeCLhGYdjNXF0ZVlU5cZ+\n", + "mES93HVVCo+WaBIAwbu3BO8SU9i+2Jr2RBudCBfNR5oq6OVz0ioN8YY7Idem1dsyrMCu1cSLtFPv\n", + "VlS0W2firjf8grdzCI+47yjK4X3Zd7/r/86AmpSx5LZWW1HDR7fN2bJkkQtr0kWBjxqWGyVT8K6W\n", + "vOkmNGL/THlRKHh5WMFbS8RIrCUWvLW224DrgjZRkRZERBuCceHU8B+pyvMIU9UFYZ8/lzwl/Z3X\n", + "Lf2wu+g01HmSsQvPcH2ZI03OM3xO9ZL6hX/0k50/0hvvOuM0RF1SM02hQbfJ0+auwUJ+OOzHXXXv\n", + "ARbRBRfs9vCladexYSOrdGeiMXq96wzaqSORpiBNJ14lFd7PmbC/t5E2S97p1BA+P23Py8pUuMWI\n", + "GzLUMTErFKz5nS/PuYjRWeln5pLVrvvAGQuO4A17aO3Bg/Ioc5HJ/R6tuZ/L3lL7NmJVAyiPuB3a\n", + "jsTInTfd6cmBDyRgZ66ZDz5T4ey66eBEn3/mH5nLOLiUE0+967x80uUSdhWdtLpK0NmzrKixxgtN\n", + "vzGdP74+dWyEtBtVn+B15hOtynLu+uvJLRf9bVx2RKy9i2bmwS8s+MrBUcarpZ4Eb2PO+v52+gAB\n", + "ELxDzXjKNVL1hNdgF6dv8Gx/sgJT8w4LU8CNlnK28ciQdFMuMOiitz11XefEa6pkeeBzEm3dIt0d\n", + "x28LDgrM8obOMCovfMovmkQ3FS1z1yXzYnq6tqr1XE75LradNQtF2FG8mtmGfOFvuvj/Q+5OySoi\n", + "TzXZHBsjJbs6BJ8m8tHX/opHUHeLUwmjLDiU5wje2fyWMk2FNdYRo+3ooZDIvF7DTZcE4pv5LnbB\n", + "ppkbC/HzZG3M7aCLMxly8md/WR0Qep47Zu7SjIZvJ9M+UUWdwXh0v7lrIBK8NG83lhQ4iVH1ZB2X\n", + "5GOrUioikh1TJyr9vH961OM8eodc8HbrhTdb7yGsH2vM3xW7y0sJLoJamDdL3jljUlW/OTdzvUfw\n", + "NgyRFteoWJFoyceLsp3icsetzaloOo9H5vSEqyilIag8I8s9r71L+nfLo9Y45A+v6eijhYkF7UoN\n", + "dA5PSSKozhgYywfPaWfXzSOCL5xSj//tTek4eWTlEe97S1JetjIFW/CqbeG5b8Z9grfzuXajfuH8\n", + "F+yBNkmiDTdYkrAPNv6dnQZDBS9tt5sEPkXVaDOfUx2LCcvBjRaLocaLr396Dw4DCN6dIcFE27an\n", + "vSO3GU94IryllmuAU3WxcE1xKUZ0iz5ZswzVSmPW+Dy54L3t8cdJdfLGzqla59BaSrYGCT7q1MHg\n", + "nLjqvku+g2k/OHBN123IXbDkW4AaEuEgKjFDD/ltrtgCOe+vhxthc7PCHNpYlBh9+wCCKIe3lEqT\n", + "0tiIR8g4/OVdr7f0xYz3GZytaF2cKHpuQpyycNPFi+TajcvaxdCdKg1sYsjZM6pb29xBtDk5I3xX\n", + "nkrC/ex/vul68rn/7VfF/duYUva1R7Bz+czVRFwitiY8UT0WWgasOiMQk9F6V4KXbQd6AIzd8OA1\n", + "npPHS4XDpCEg/v3994sFYLNF1mcmAvvx1Jvsw261OmnwRiXhCp/syKjw91ftUmYdsX27P/JXmL7J\n", + "I3gvJqbdw3Ls1jB3rflkxfrckfxF97OSbg6vFOo81lx1klqV7wyYl3bE3O+tpuSCRJSTfWb6Fq/z\n", + "WtffEigzNwRuZsZNW8nf7CejaId+l2/5RVPw+nJ4uZOEk1V9wdstR5bEts9JaUg06u44KXkvo6AX\n", + "vNBNUNMxN2yzSFxS56vm1ElPjwoCM+yhjHjnQCndnXLePXuzO/8fPP8gM3XdLc+YfX3496+/IfCd\n", + "cxX/4khTK3Lj/p2P0VI2MMJ7sPmYvgBuD0GRZQjeneeRRyzvMJ/Pk/e9733kiSeeGO5GjnoXutz0\n", + "nCfFgBW8c9tc1CjTMA1joulVe/TgQLpifUhQmUEqeLf2G4b64O1yReuRKm2h4FWVU6JbR0vT474E\n", + "/Jwg9yro0Jq76DZI4qIlUJyt1MKJT3f+XnZ9rmxbuu0UGxfcGDZabUoFb8ww1tQwF1pqwUuNG19j\n", + "2KnSUB0Jd51sI+l9Rk/ZLqkqrZnRC8/iM+kXmebVrAHpEnxKA80Vp8KvGHNzD9nyXypqdrSQft6B\n", + "H36X7+83qla/PH6t+6zfet6NckeoSbQF79JB73gsjIqFnHOphulUCQ74Oe1vHl6057FZliw5qtUG\n", + "sjG/dPuSpwJZfizdcRrpuzl5vHTuJeo1aVQ51mwYT6jvqMXKFbL8nOd0xDRvF7ZT4jwdxwaUnA2M\n", + "O/yRv41Zb4TX43BEGGPl1HFlkjHps9CT/s53NaIt8tbaB93ptrJC8nO3kH2sl0D7i7l4J8IMEGHq\n", + "Bvs+XA7vvm25gKX9/dDIbV7Bu0/Q//YVybzWySXcrfXVGfcQ78MvFX8fm1/v2L/lW15nCl5fSoMt\n", + "eJ1Iqc7FI4V2+EPI5hhVlDGjN1Y6YrzMmrDSmFDwmo65sYDJDnxWR9IkZTiOtZR/bG82ln2OKcU5\n", + "U2cJ3sNuSkN8jBkX/gZaulYjdYAXncbiTodvWVBFIlWvygWvnccYRvAuN5HMe1UK3ne+851W9OPo\n", + "UTIyMkLe/va3D90zJgS1Hp0tupoxObRvQjIELzWMGS4SQA8OOII36G4Bmt+4Mn+T8Yc7bF1kiLd0\n", + "kuwvxQKjcx6PW7GNSQ3t+n75cGJz/+KaE5emucbs/D26lUprOqb/x9/4IjY60HSEtH1xBD38e2mj\n", + "KF1cfAJr/VnTMBcCMj2+9fznd3JJzfHJRLvriXDpCdn5qdBjbiq6Tg49OtIRBuZ7x/YJ+8ocB62m\n", + "1Imhh9ZYY92IJw0DXifFyLh8AWU0OXuQe4KJNq1e8wrf7223/aLkG8+7XnvNCcPm+HjwDynKFNHx\n", + "5sxjKoAqsn7lIsuycXr24JJZessZf9ujabeaCa8rqKOWyknHrOwSjKDmcsZAOp4jH/35Q17Bm/KO\n", + "D0fsf+eG+UAROVuI+XZ8GsxhzTvWbcPlVCPhrnileZTJWpy8bfsz1mJlp221Y0kS1RwE25Fw6Vmj\n", + "XMkQOmbT1Vqnv0vpqkdciY2/ZesqUeu96C15PvHCHCZ9+GXhxvD1ZIK86OsXPH3XDRW7L6qNcHnO\n", + "a6U16dqWqmRJNW69b05xtoF1lps5eYpJbDRPxvNloeCVNn87450fjh1zAhncVdtOOsK/3vDcwM+m\n", + "u6OeVBtB+ze2Le85VdiQCt7lZ/zjl88Drsz1VgsfXCGCd8IwII1Ggzz11FPkLW95izHmhm9gTObc\n", + "LSd6wILNCChn9oW6+jMwGphuKFMOXvz975NL17gHivYZz7a0f4ZMt+ckC2Q7MOIg5Dr5Fi+bjzrF\n", + "HaMWXeDQiYwR14s/yAn7iVY2MFrsLLg0BSRhH++PNjIk11wJXLBYI6cDrY1Ko+kOjnCh4rM4Hu7g\n", + "ASt4TZGRCD7MeFP1Mjl81hvxOHfAH4FqJDNmH8xtynPsnG1BXyQ0Kl94zp0TC15RflssXyAFe9rS\n", + "k/i05uQ686jL83LB28uNb61IpLtfjIaMroS4ASzHlANrROW2LELNdUw8x+jCWpqLSX/TPwj8TsZ8\n", + "rUA++RruuTnBG6Y0YaYas+YAW+6MGQsdwes4BVzEkb4TFbwO+9dytqNGSJ7Nb+fma7bsegqFaLjB\n", + "wl4HS7+f2tUp5k7txmjCjt4FV+eIpAo+29dZA5LiMlhmCgcfDEx7v2uhmSGveCQfGIRwSAc4B2Er\n", + "jawV/TbXcYSoY1cSCei8d8GjEd5Om9f9P5/K2jfyRfTm3V3ETa8qb1gRXWn+rOFYtSpu2kvUTjW5\n", + "cM11nnEuclJpLd+g1KxG0U6tqIgPrdFdwGVBid0oMhYgeEVUDS+cRnlf/epXWwM8zAmkHSLdLDAT\n", + "ypiQzPmFmbhXTHhyeGPhDyo9s6UWvDQ6WR5xJ95YsUKKht3O1MUHq6aza8I6jCrjagrLBb/hvLjf\n", + "bxwmi0Xf5x7YEpfZecnat/UbInOjL6LkSbHYsIxotDJLqi1FigDXB1SL0zbMNQUOQGWlc9DnzC23\n", + "dASvShe0osGiazPV8ooMRUWKRmbKfO8v/NLLPH1OnYjc1D6p4G0qnoOP8LoRM3meKOvHJJv+sbDK\n", + "XmX7+LmOwBWVkXr6upsUotWfkuI4Pt1EvGg6Tjsel2tX2RYKl4OqU61DxMnyh109mJJ/SCmWILOt\n", + "rFTwyogTq03il9088Haj7q9XzBz+8h1ao9FlQ3w4Tm8toVH/267dS0Y2fYEw2qYyB3qeEcKsVktL\n", + "ytTx87VUVotc9nP4lIZYo+lpU+rEOrOERngLY97vEtbhdT6LswFOjWXKejot7L8GI9DXiGU7aaky\n", + "VmRNj1jz6HxKz4meF+0u1DZJt1xkcqz5tYEeT7w4+kLB93Hva4w9J4d3PF/0zdtYu9ZxiFU4B0D/\n", + "z82P+exQZ04s+J33YmvTYw/N3xsd8wh4UTClxNxAmqjkyNKUfycuZ58TuHZ9SzgvdW8aJZFe734G\n", + "V4Tgff/7309+7Md+jLz5zW82//3Xf/3Xh+4ZU015pXU+uMIK3onkZOjvCpvaQy+3oLtZ01XxIl83\n", + "jK7o1KxK8JrC8rm1vrfjlKKo5r/8mxu9YiRu5cU9bzst9MKjW5bgTcTinkL4se1t8tQ11yjblxrm\n", + "ssQDd0o50cXxVjufnD9Pt166ufPnrYBtdSpwsxmub0a2lIKXvvcHf+0XPVEEU6BO+vvs+kkrelpM\n", + "yytBjNfF0YkmU6NYVcJrZs11apb3z/vEaLzWIPkx6/MPZk/5xXNGPtbSTt5s+kDn4KUTjQmKeBUF\n", + "70vHeisVpFb9nX/80F1dCV5e6J2uPcAsvqPSqGCjPUYyLVesVRN6l844n9l40ioFRx2hiiHwVRd0\n", + "bNh909lZoAc9J5Y7Ed7z8/52fvIaTlg03AaRFqYw5uzRG6zDQvyuF02D6nfa4h1nz5LGfEMqeMcK\n", + "8u19M4WFq9EtLA9mp8TUDXHEOuBOjWXTBmQsoVQgSY84q8QbnYs9lhLXd+yPKLL+cOaW7huipbDV\n", + "xrxiKx34+rnoHzdO2gadJYUZy/FeCchCcHJ45+ktgdy8jRkvTQVvNVUhiaqoZnSyI0zN9ZaJuMcK\n", + "M955xjizN8/eLAwAsGcv6DPJyu+xgjfWKHc+P9L2C16iOLQWX/P3Z3nM2wb/kZwhvsgLuPoE7403\n", + "3kje8IY3kIi9Pfma17xm+AQvY1BasagbqSPBObeu4TEMy4uPW39ULE75sLVD220zwruQa0j+uqUd\n", + "RfLc3JMW/J6dQ9eMJ4IjZqLom8IbriQTwlSITCLjWSCcw2T77es4x5oLHttBzRNb2J/PJay2vDsI\n", + "soLm9J54Uck1y/q+vPPHbeYEvCfqafOp593mPwyTymlFkpzPo+1CRWB+fEoqeKcLWalhn6iJUyjY\n", + "g/3xVm9zhBe8lbje78Xt1JS7zhHlvUcip2d7rMtSb4KKDMd+9Q3GOEuGErzXXzwvFUjmZ5ALHbHH\n", + "OxSRVsITheVFwuq81ZdsBZh6NEZaUe/iSlNd1jOCSH2Mucp734Rn/rJtOrNWMT5XIAa6cNZNJ3Vx\n", + "USyIFGX5PAF5Ol+ra2bUUmeLf/CrqjUmaHqK7BYtJ4I++4NVznk2Ou+wJXi/NfMjVh9KMg5WMprp\n", + "OaJdDyZNqyYIziQVByAvl/1rkWNH2IviaNnMjn3J+wMXxZI9tgRBjbFtazeiMpEhk1sl4ZwptMSl\n", + "2V56edm7XjGDhV7aIRK8dJ1J1mudYIFs7InS/YrTC2Rr2v+5mVJevvPS9PddM+btp1viKxC8ELxW\n", + "ntX3vvc9cubMmc4/w8YUU+fvj1/z874FWHSi35zgVU7wvuSYVPDSG1joaemwgpdOWjPCKwlZtlV1\n", + "eLm6up6bexRZAtUx9SEsGq0S1eJ1xLFIGKbaVe/hEftQAp/jSduaGrTRqioPljFA3KGGkXzO3N5a\n", + "s4XEETYgWRVHaxvcZ7CVIVijKdqC/9A1Py4w8IrGZQy683m0XWgU4ZmUf4zFuItHRM8wXd0mW+P9\n", + "LQTJjv97b72dbE24Aonmaj/N6aW5rFrAUMFbT8lFligq1u4yhXe0Ld5OrzInv3UE749997RS8FZJ\n", + "TupQxKMJdc3ZGWt3ga0Ac+1l/7Ys3TWJtARjkAlTdVKdRzK+sZIpN0hhVH9sVKdGyU/8/d32v8hD\n", + "ts6NUhHuymvRATFPN9K5RgVcqxY6pSWfCv6ZrRFrmTSrcozq5620IvK8prVJK9XoF/74f0qDCU8T\n", + "yzGlVXg8AswRiLoH8kRtUl1TCt5WSj7vRFFtJ5oaIe4707KZKqdl9L7P2Z7aqj+oEglOaK1waWnO\n", + "buDvPnXS81mVebc6RjSWlka3J7eD6zPXm3Vy0a76kLJzmWXHSDKNhlTwJkjd4ygACF4pv/qrv0ru\n", + "vvtucuLEic4/w0am4oqrwS5JKAAAIABJREFUj/7kq301ahwR5lukQ5wfOLBhiLDpudDP5gjaeKuL\n", + "1V91RaTA+700u0+44PJ3utMtqY+8971y4yYw2hH++2zB25YIn7GKWPDGalx+LLdQJY0VJ2ao6Kbo\n", + "8EdlWviZl1Le/17LuMKozX0OrYnrWVDigkUiJc/hbV4jPmB2jtxMyoKoQKxqDbJEybo1yCcq/+W/\n", + "kMnyBMmNhRO8TIEKT9+MNIhvUT9x8A5STLuXGMTjBcIPx1RNLGDY7fGmovqF7ICV8xxsiTHHSeJz\n", + "wF1D2RqcsTAEr7MlvDG7KBzvND98Mhvg2c64HeBEh0Vn9Oj8o71TNtqf/vnky17mTAS/0xvzht1p\n", + "X9381KVOdF6Fc+A0d2CKLKyuE/LbBz2RRZ/ISlifOVZYY4IbxLeLU5iYN9qCmTPcQb9U0RVC+yUe\n", + "jrPdrrpa2DUHblWO6liwoF6wk0+rce8lHU0m97xk3xyWqNQ9Y7LJ3CO7QrxlyfblrIjm+ro/simr\n", + "qWvW4ZW1tyL/mAhu9nOeUSR4RcJta8TzZb6//6FvfNsK+jAhbPodM2vnO2OxESnT7TfBID4oHNeU\n", + "F+Sf8Yhw9nKP68fnhWUHg7hwwMqXjhrv4diViGws21GrfWX5TWspYv0M6xBcH5DaiwDvVSp4C8bA\n", + "vv/++8mHPvShzj/DxmyWc/uY6w0zRF7tYLzSUIovj3BpNQ1bEL6WIs1ZpJGNmVJ94O2wZYuay5PW\n", + "gk4NHDVMune6059lBSGbtyiLHlzDnS6jooZGiicuWQsFtUGjK654iNGajKw9TvmdCJoe0OYio6aR\n", + "f/Za93AOw9/8wk95FxfGxjaNPos13cWGr4lLDydt7eNOGI/Kb1aK3bjo+29za8b7TS2RkiKondxe\n", + "ERvkv/sIWYj4rS+NtNUycqvLnjx2DDrlGTuHl18U//U5XnFX4C7JkJ1aHmHaLmxKQ8kYj847syXG\n", + "ahXr/2Vb0CTSH8FL0w3Yw0vWf5zvjOVtO7eTiqTx+IzH4YvZqtxxlNm+o6KwPO6eMg9KN6ER3lxm\n", + "kvxfn/scE+FtdYTCVlJ8EJg+50QlR1amMj7nIBtzbVwjSjq3qzFngUhbcRCHRo3pe4/YV3jT50hc\n", + "Fucpr4+PeBwGmeD9d1XxIHLSZ9hyV/HSgk/cmx8flYeBRaIxHp8ROutrKffziyPiCgL1UdfGPEWs\n", + "MlmN2YottqzvEu311MZHwwne6hopteXLf4KMSQUvf1kGtc/O3E4z15UX2a4rlISfJwr6XP/EaZJu\n", + "Wrf+tSI18baMIXibcfed2TS5F13zEc/ztsbcn6tFkr5dyjDkk8ztky2x4G3aAYV0rSI5ByH+bF7w\n", + "OvZrc8r6f5ThvUoF74xhiFqt1lA/Y4ar58ia+TixFjxRgNUneG3xtay6RMnO8w2z6JYSA3hpwbmq\n", + "Fmf0eZH6/Xl1hIUeAmMFIRuNpEaWCuiOILYjvPGWeJEbZSK8bZ2LHJxFqFU1o4GXubJJ5rvkpo3G\n", + "nPX9zv2vu0PpqDRjiqlXniFb/A1OipSGBin72qfcMsZY5lGyVeluD3887he2VFS1mftf5zWbUHYa\n", + "/6n96u08meCNN+NMW4Z7r7LgilJa9D7SDDjxbm+xzm/2lif6HGMcXdh/Lde3M8xi6PbXC2PXcI+Q\n", + "6DiNvOA1b4Mb09vtoU6kU8fWs7vA5Ck/sZ+TSS+51axKQefcTRcum1U0eOcgG3fnwaPMjdbR/aPk\n", + "mrWtwOeiOwHUTkSZCh/xtvvnm1eWtN6P3UAZa/vHsKxeMX8Do/KiHVuoCQ+tOWMtMaY9N5wSWltx\n", + "Zt3INLjFWj6Xi3a5tIZix8Ozq1a+SCqKg2kRwXc5455/Z/PadfvvMhIHw7yaWgbjwOnc6NkRr2nx\n", + "PDwfu8ErePe5PxdPTnmuFfYECbZWPf0iOmvSZAJQI4bwbyiuCb9uXXxojea/K6v72TdJOc54Kxoj\n", + "4CoWvJcvXyYveMELyC//8i+T17/+9eY/w0ac8/6WBWWPwmQUNFQ99R8+3tdnj3R5Aw8ReKCRgBG2\n", + "mYj39Kx04ekIYlvwjpdanrZ95MYbzZ8bt3N4aWHyalRxFz1305rooML9z7m2E71aTk0EPmOd0XbF\n", + "VMDtXLnrSble9gjrdCwnPdTF1gmmB+fMhZ3WgmwUjN/xR/GTMSti9cy0vO1ni+LENNZQpxVVc+ZX\n", + "gvPhHn/uD3fyM+ebm1pliMxniOqNGVX+oE8kjSSU/bc5Od4RTLp5oqL3oafP1/j8fUbwtjvCN0rG\n", + "6t4JlYonlEJGNz9ZWvmEqTVcszt6xomiveSgWaXBchxr5NIBK7+UVlYQvec3GU2fHI2a0fRD5F51\n", + "vzpZFI3e9m7ZmycnOIfoJY89Jq1X3Kho5Ofa+byZPpfC7OSbsnVnbcHbSmbNaN+1m/LDvo4NaAhy\n", + "2h1borurJoJG851xHxMcguykBjGPX2V+LDOi8EwvXfILXvvMQ2X8OWR2RTxe6+lppeMicrRvnLmR\n", + "xCX2o02C84ZbRjs70ez9m2tkeWKClJp5UjXaJsLlQk/Y5fES3MU6c1trRGZCTIf3wx8WLwsRAq5G\n", + "wXvs2DHyuc99jvzBH/wBOXLkiPnPsFNuqA2k6OT/VDtPDj2iowDkC7uZdya4/pQKwouzs1L/vl9s\n", + "Tk51DIVwkSHqW37SisQlc7tOsHhPllueCwacA4Lz25bInUzMklrbjfamilvkWSYKwAteZ4HbZtrl\n", + "HTf/e8uY1eZII0DV098tjbjbomVG8FJRxi+ezakoyY274mblmv3khYUNcjkjNtTvesUr3fa0hUq9\n", + "lLKjCf5oRsK+sUpl32Ot3vbPxsl2oACl13E6/Ztu19ROnebodHLtKLoHQo7/yqHg/kuHr+6wJEme\n", + "zGdGvVu5zHhz3o0KCD4KJLszwxEyooiX53c0Li/pPJI91DZn9/vnV33dGJ/Wd91sTKlzthkpxt32\n", + "PstojepshoyVq+QwOeE5UErL+HkdbVtTltwIYlX3ErDKqtARmHTG+KXPi6OEqZAHM0f0l8xaMvw2\n", + "GnsJScdWG4KXzuuZbTtKLrCJhZrfDqbtZAbhxTlV+YU90adv79xW5kCj+c7cmuRENVvGi91cYy+S\n", + "iRZrQvstdRyatrgm8nSSbEqvfZv7pjuO5VhijEQl9tqpTkTfR7aL0zTsomPH4rYjkW/kydrUPpKy\n", + "I9/RmnfQJlsVn9M7JbEN/+OFRgO+5z0de0nPMTg7Xfk9qdYgeHvmz/7sz8jNN9/s+We3edk/P6i2\n", + "x2zErmB5n/MbrtFxTv6zeTpU8Do3ZxVC5Nk7UT5H8BZH/ZOXpjTIDvVkCsbvjEm8Z+7Q2qdfxBjG\n", + "ktzolzJi8VFIRMhKUr7o0OjBRHZDmI/pE7z2ZRm3rrQ9VV/MCKlhOEaqVtSR1nxn0kBJJNr0tQX7\n", + "uTObeetqYdF0aelFw+tEkotoLBR8HlvbaJNyyv3c0twMuamwbd5TL3QAb/xhgWVWiNlyxbc4efrf\n", + "6I4D2yuh58BvXD7a+fMYKfqjfj/sfc7vPv9HAm/KEzpBfUpmc7Ysj73+sLf0k+DSlVQXXykTvGsz\n", + "k9Jye40QFplflNuxACORWfGMbdUOk6rE7wue/X7nz7euuukLjYj7S48ccHN4y+kq2bdtOUD1yQmv\n", + "4N33EnfMaBwpcJ5deGcKd+3rB/7sHpJyxvjj7+1a8DoBTTNnOa5/RWax7RVzK+lF16HgTierLg7p\n", + "aNSkPTgEc6YhcFAdwZuotYVt5fDAT3sdvtefmxaWQpPtbFAbLXr+uCHCVe/l5PDSPuV/bqxUI1tj\n", + "6oh7M71fHBjhzlS0R23lzR5W45yA8fUKGSludhxc2btWmOBRupwji8azf2276Em/itgpOQmnZrPo\n", + "pkmBKafz4Tyd0rZdomsDbZuJKgFXs+BdMyZ8PnTx2cHyh39+j8/rZVlltiOdQ7ZtgSq5dtM1qGyA\n", + "al2yC76y4M95olv4HWNEVshWfDrUu1SMhWqqZk34Uf5kOJfw/1u/wESJmfxj14BZs70iOaSxMRIl\n", + "50Zn1YOUORmrVkKWUJmoND3bu9RwUKOcsfc691e80ZCo4NYhNrexLSjbU4jHyTPTSRJpDO4+SCeS\n", + "UNw/RW7aapMwkffGRsqM4tTT3ggJe9ComBRPfxr4j2lcp8wfjPrd0hHpwkZqfqFAD+/FFeKVPVTm\n", + "6a9EjETq1pf36zrOoJtipVWSVh4MLXjptbJ8ZMu5XjvK5ghW1H2glVrBPnjKmsvUyTCvIuZE7Szj\n", + "sObG5JG1GBOmpRFeR/CWRt0dCHrmwKnSELcHCl28izNco0z/W/UYIw2h4B2J+Dss1ch7HGNqM/eH\n", + "zPFWjUfRgcbVtP/nnTHbtA8nOs9ED5A682+iaEVrnUO4SsEbz1jRvrpc+VQEO4iO4B0T3TzHlOY6\n", + "eaf3vf5d9GHhASnHwXrF497dDpnTygreSL3pO5zbWeeKRd/7T+e2yebEpDFGIyRJ/n/23gVMjqM8\n", + "F66Znvt9Z2e0s9qVtLZkW2AZZDAYg8DGGCMeIJggsJPDRSYil8N/Ep885Mgkf064hjj2yZX/wInN\n", + "LxMS4Bwg4RIHJybBJnawIRjxG2MZhFnbK2ulXe3OzM59pmf+ru6u7qrqqurqnlntyp7Pjx7Je5m+\n", + "VNX3vd/t/dhZvl5sigDdFn0d1VMhE+FeGkyCwcC9lIZ2kArtNljMRK2aeP1ZzQhvtsVWGh1te+Tj\n", + "TSbgNQ8MdnzH84af84A3nU7rNbxve9vbNm0Nb7JFGvjlrjPlxOCeJhTNRflH3aM8FOCFRhNSGNlK\n", + "r6UBG281ufgZi6yKU7mxIKYAzOgHVOqWAjNHZSoxTt2lAMO98V//Py5YE8nMqgbZGfnf2ZoR4f3Z\n", + "RbZDoKc96zUh4GXJciQGfjaVBy8sluTeacnbmMij218Lls0atObUBNi1wj6u77jnHnCeqWAd6cGB\n", + "Sg7UMI32Sc35gEZqJcE+/jACPrW25nqPs5I+Jw148XWEk69gtuOuX7rcAcCmzywzI/v1ZAqEKiTg\n", + "ZXG14sIztkPLsVs8Ad58ZQU8U8o7QAIEE/AZakl7StRUizy34ZCP2nqGvYTOOAtgIQIO+L0nShNS\n", + "oBAvafhZbCvbcdOAywWLP2eWHwWztv5CNZfhbtPKmCWb7HPTijkfjK7N1KPljOZmxIHK3NPYujBL\n", + "vig9tqA6m/HQnu0pMQIAwyAkDZqFDZD5jgV4odM+vXKS4TQaZxjn0oXnC57Nw/cZ+q4RY5zzzqr4\n", + "vDLksV0X6n9f+4hcaQzeaB1odpk86/x9q5hOnQF4M1UnqA6Hiw7b53YfPOl7gEIoEBFtVkBBs/On\n", + "BqeJ84O4RVMNY++GKSANMyvREN+x6m0tjQHvGPDa8oEPfADcoxn6j3zkI+dMDW9fcuMGsAEF27eJ\n", + "635ZDFFw0hdeG7cDPAmWU6RigMCoLqpJVO3oTqwijjKlggVhJKRiTnRazLAHNEBcyrPjH/2EQUze\n", + "CLlQRrH0JRbZgoYUGrJGyIiIff+83VZEj9fIcdnjj4PS8bsdDgB7cd2ByJZpL+HGJDi25Wpw1CwB\n", + "qJUMLuO1iDPF99k//EMwbXJh7D1+HNx/iTGdqVwxAEsn6Gweg/RqokgWxB1htc3BT+KQ2Z4fuhs1\n", + "fB3Rfdz2rhv0yAdxLR4dVABGoMn7iLqEaN2M7dbzMSBD8XSKxluLBAe8yBkJ97pc41wLxilsFSP2\n", + "8MwaG/zBcie8o3wOW/KJmnP90fOsJdmlFdxoo+k446Bwr3bZR031Uu+z01D9mAL+ZtvvgwUw67gH\n", + "xL1LrKUGJH7l88a5THRgRNzMNgEx0AorhsfU7VUtoHMRBZT060b6VukIHrGLUceLmVUqJOR1fiBE\n", + "YbiWN5AZIfd4rGv8/gJ2Xwhc44AXni8YVL/p3nlDfwZHw2j0wO7z3QEF5mDQ5Tn0nqdreIkmM5My\n", + "rZeYBPmVGoi1agynJymMjKPPHkhkBzuaG0RfY8epU+xgh5l6zTVaoARtqaIS9pge+R1mDLqQSc7A\n", + "td2GDY7prj+L6BjwjgWAL3/5y+Dmm2/W/3zjG9/w9Rlrog6hOTviFcKaBfC0HfJSa9jIRxbXJuxC\n", + "xmslYYS3Q9X2TVaroBuTnPCyFLUioa6y0uN6wyqHvmUQ1JRBOMJsXpgIlE3Q5r2J7kx+yhGVms/k\n", + "uaCblssfewzsvv8WC/Ci95+i6MwCA82o9eKEgmUGazwwWdX2GZb3KIrwFg3wWo2yteR00H5GZKRD\n", + "nb6etuyoTmUfMEEmr4YXZtQmmks8j0x47+/7G6NWEkVcQw0TiHVazCYyHDyp8aID2LKiNVEOJSEE\n", + "fbjRZEWHafCD6KC2vAAznIntngAvqkGky46exB6XBpasNPBy0NvUJfSsywIMFmDUYsAUsm6Yo3FH\n", + "JkooJScAgNR08+Ihivr4ZYXyZtA9yEjFrME8f0mQdYH1uy1DV02U7Wh/lAKxkOawmVfA/dudgDfa\n", + "nGQbSXwfhuRNZpdqfn0mlvMGeBVOKt/c/zg7zOmVJvdzk6wBE92KZ53a0BxB0ah33WatMKL47R74\n", + "wE/vBVOrdlQZsnvweHhNlGqAxUgGRDo9fUwxFDpTIwK86LMHWERlJjPD/XkWqBYeB+3Hp8oNsBxq\n", + "E70Yz2Tcz3GJ44RA57VdKloOVxSr9R4He5+jgBdFdX//938fvOUtbwE33XTTul1rYWEBPPzww+Dj\n", + "H/+4/ufb3/62TovmMHouduMZql63HotpwMNUUnPsyOV2ZcVKqyFveRkUHNfEacTodCWs4V1OFn0/\n", + "v1ILkJHQnqkUuuJ6J1Rf2FUCLlGQDhjE2Io01TMAb0sJgh8XSe/ai8C0IQQlP8Oa965eqoJou8nD\n", + "VURJQ6DftSjBQu8+Tq57qATmIwUmqPHq0VtK7zWkZqtvESOKdIqsj4ZGYSGogaHOCugIeDl5CnR2\n", + "FkaT3AEJ3Gd4eUIPhPSIHx7NsWpstc9j0YThUZ9erOiGd/VzANN8oYaqX180KYtZ/6uBBfh1GA1n\n", + "NcsYi5xiPivPoUGfQzeWioCgG62VztKgylm4Rep2idIfD77iUk7OK4P3HunJd9JAsv9wIwzUmByg\n", + "gEACfybkkCoi7vX2EqhVQ45IWMlDg+NMlf2yYoxn9RP1xyetDRQJ04sBXrgftjTMMiPTWcLZYZ7q\n", + "BLhnNMZiXHEZvtBnZAD72vVY+5ZXSoBGbadPrID/9uN7PdnLlNrWHTm09qik4ebPfc7xszAbx3OA\n", + "oTyds/UjrIQKqw2GUxMAEUVOSaOBGhc/vQTyzRZoKH2CbYd+3V0qwgvtTlJl72X4zGt9+x3je77a\n", + "PTNGrENK6Fy86S984Qv2IdQ2xHve8551u9YjGnh42cteph084+Rdfvnl4OjRo+Daa681og7/9m/g\n", + "tdcYtFDXfOxj+t9PvOpVToc6SSoQCNyS9Qox3lRXYl0SJImatfJrhtJV1EsAr0I0FzoFFpKPMpSv\n", + "BsKfd4nr8z9PuzUiroIAL+S0DUeEIBO3t82od4oeFBROlc+AL7zGmDqEQNP0mVPg5OQUsw6almPb\n", + "t+sRpaNx26BfsdwH6boBUNsDSgEu3k3UhJYqbXDvnKnED2ogHKMTxcql+ZEDzSDo9akdBLq6oG92\n", + "8MIoHaxjFSrYeMh8l+y9kKfeAUzffytxqWFYGXo1JOCxhaC9Fe2CdMtZ4/eP4T2gi6VZv3/hhUR5\n", + "AhxlvHv5R+QaWoAXdmrudHwmjPog0Nml9xNnbdPtDgh1A0zA6zYUIl1f1c/bdfffzx2IwZIfnXee\n", + "nj2xKJgkflcUeXWLlMFzP3GGdDpg5J11zml+ZrgmV935GQIs4iCHB9baplf2yKUzQNRDBe/9D7/+\n", + "++D9b/ljvtMWMRhicDlZKEu9a8jvjD9TQBK0ZzvOzR7zEBab4jghmXadC3hDyQLXeWmH+R7PRH0F\n", + "rKYK1t53Y2mA+2FHg1o3LNtSzpDf60SgnjQHlOhNuQVPujesHT4a5q9FVbBnYYl5hpHEuyEH4M0t\n", + "POPp2gk4WnpAKtZC1Xg+PCMB3zt8b2/8zneEZ+zHup43DiPs31MYzWmNXhpETOfIrR+gaZb27Cir\n", + "4ESjDWocRaWYDajt1mntxWzHdFAFRDhzblQNdDcnjaBO7+c/BzFN58DWz2se/dgYrY5AzvmShqCG\n", + "ilZXV9ft89fW1jTlbysj+O9y2VbcT7zyleCeb34TfP3eb4Jv/t7v6X/g1+gpLSs9docPXUuJp5ln\n", + "IxXCgNCy/YwJeJvbufefCy6BYxPfcwJw7Sz+6LVv4Lj3QWvM4Q37OYo42HNGCaluYGgUGiY7Q89H\n", + "O32tP29qARss253pAVM5OtOsrOY2+J6fSOYdoF9/Brou9ZiYoN26h2gRFPvu05SgAj2NnbRIx1s6\n", + "cb5pGrMe22mYDjqjmotK3owksSJxAfZzm0Zkx9ZV0Ao70dr78u8AHWzSGs2jCrMP3MhNvyuMZqLo\n", + "LX2Xn3nd65ygtdmxavy4a8OJQkFid3g9uqQAr5dlPQN8rzCSBA0uBL+Ogk9JmaysSQFelkTCAfdn\n", + "NUFtj0X1Z6axccBbDjn372f2u4P5XtGZ/m9gDawQ7CPAuxbMgGg1OlK93GZE6V5QPwU+fSml/2CE\n", + "TMCkgZc05OnpmOZZSggmpm2ZvNB1Lb9zgfE+GwymEiHgnWYDaSugGl9x6GPFVLMr+RkQ+Na3DD3K\n", + "Mj0twz7xfG2WulaVvpAXXVeJqtMl2z1/jPmzvKxJtKc6vN1MrcIEtDIlDYuqe7Al2AxYzBn0M9LD\n", + "ZpC+esGiCtIgA5phMhCBxqqjINlFT5JDjmDT2qDbI/aYZUI1G3UyatiwhSuuAJdpuibx8kt0XHHs\n", + "4HVjxPpcBLyHDh2y/vziL/4iiEaj63atTCYDapiBgAAYfo0VlRDJk1j66d8vmLc2PjrwCKRl2/Zh\n", + "S2BUMyha1GMF5eP8sag7wkvcSFOdFznpRyzAm+NNqzIVLGEjGk7AW08kfEfBLBYArGQDRfBEYzZZ\n", + "zW0Q4Pw0ZUc5/vytb5WeTEULjBiDF71C02gKmAhOS0ft/MqPlx93OEPEHjUVKwT1UBnDZos25ETV\n", + "AE5fMEGsCdiRjGi7CtaijHrGBKm4H5QIb0fbxtkJBJtcIGqVqdD8t5oxuHP/fuJLKNLuVfAoFDQy\n", + "tKO5BsSAFwpKncLIcCvsbzb3LpN2kK6d/QfNuIGycU/QWYb7fPvPyfWJBkjgxYxmm6AWAV63Ld5k\n", + "pHFPVNm1shNdcRlDtYHpJqwvoR5MgETM/bB5KVd6etLprE2uVcHR2aQT8AocWBzwTlMDAtxqwKFs\n", + "y2wz1oLlX8DSmF4NnMwZ35wPRLxtloAqBLw/vPbVmDdknLOw+SuV7JTewKz/fJ9fP3DffZxLazZg\n", + "76MPUYe56Is3+/wnn+IC3kmMXhTV02fh7aKmNW0fp2otMFF2vy7dZAYDDfAsHes5ndPfoh4tWOFn\n", + "UuF7xM9aO2TblKLmfPfMPYSCXAGqX2cvRWkOs31hUy+y9th8Nm7ZMKgfO+EIGMtzGPAmNBCFAO+H\n", + "PvQhnaJsvWTv3r3gwQcfBIPBQP/z0EMPgRe84AWePwfvov3Jy+f1AwQ3PgJJaINnXDxovNPZWsRO\n", + "jgCZuMGJad5mnWOb2xwbFDFTRboRUTxQISVtQPR/LiVpjdQBv8Pcj/iZBPZEylZaf3bggGCxjGff\n", + "wcGv+rt5lRHdzDE68VkyjwEcr7HuY8vH9GvefoDt4efSSUsBW+ABNkCpLTg8nvu5qOnxb19COkxQ\n", + "BzPLJyJk2pSO8LL2ZtqkfBv0nCAKUk+J0odZE5TiURyaJN+r8Cb+NbCIMa/UATY8WWCTAc4a8ZT0\n", + "yFkaOBiNpl3LcMKIEg14eQLPUHNA/uxbf2oCXsYZxyO8ZyJO9pRFDrd0HGs8LTL6Anr4Eaf6Eorx\n", + "EEBB3r3/epz9HAznOr1kA1sF64Ng9cDC5+oJhtjs+sF3jKl5KfaZeMFq2UGNJwt4WWO/dZYGDfAi\n", + "UN0O8D9cavBEWtFZAazz97qr7d9DoM5k+SnnShYAa6gkxSDegHzvvexrwaP3unu/4NQZHG5s6/co\n", + "P2T//XeDlx7/qTAggMqE8HcQ0ewFXIt+NKsD3kTTe800PGPws3/UDRnvIqBYdbo3PUg7/3HuGaXP\n", + "dBfbe7HVLuiF2dme/JmGLx21GiZ1FGJ/qCdyY8T6XAS8cOgErKuFfy655BLwL//yL+t2rZJm/K64\n", + "4gqdCg2yNMAa3q1bt3r+nJXmihAsMI1GdRV8Zd8+dwcASz/bgNcwOFfUH+TyEMYVtpLtd7qW8pml\n", + "o9mCkZT46NJPvmq7qTAM4/kMh5bMr2ytlD39fHfQAT9pSo4RbYjr3R563vNsEPRC7/fuh10Grsf/\n", + "+9Y3M783mXWGyWmKKyJ6YxaKoxKCO15EBXJ6DdBV3FP2+EQ//fOw7MNP+gaI3lLhG6rXfIOKvFF0\n", + "YBOmk4AbQoskfzAa1YU+e03weShyhCJmOijes8dhsCHgJYw6Y2Ibwp9uqWGmg2KeJegkHMBCczBL\n", + "8tA0+XmXnebvdRzwrsWMqO3s6UWwsEVcytCbVi3j3855O8+Rjg143/yXD0j/Xqpf1Z7aeO4iEOge\n", + "BvWTHnU1QR8c3f6Kv/trfX0g4IVrFaac8KufWrSaY4nzGuHXvG/N8G1BUG163oekV08+U7zXBHtg\n", + "Od3yKadzRkUxYUkDArxRldQ4VgOyBl6/9YA3yjK654TeT3Qc4vCntWuFmsKAAPw67exEBl3C+Ug1\n", + "qow91XEtaYB/zgxi4Jrvf1+PUOfjnJHBmjs1QVHYoSwQ7ZxCvRlZ+q4R46l2wSCUYD5b0ET/bjXB\n", + "DqxgUkKi0ivkxKmhcaR3WDnnmtYgK8N9mrKHkVcDIPbAm9/85nW95hvf+Eb9j7SSZmz+WohUSN98\n", + "8YvB83/4NTDbpslH7X8uaZ4eArwi8my3po4WZ5WjQQiUGPyGQfuectqhO/gXf4HdnyCy2nRyXtbj\n", + "BndjT5Bah/d//0u4+t2HAAAgAElEQVTPA3NfY4+zVQcDDYCR76mPhXhkomoPpPnKAhr7eR44aKGJ\n", + "ZH0i+kYCPW8DAVDjLVSoEDQ+79iPXX9HFFWpNRbBrh+TdYov3Z8ynolBI/ZUXFx3PBVZAae3zmkK\n", + "uwf6SsgwKi7Gm6at+1z0Jcb7Q7q+JTGqOEIaI7TEtFGD7z9YG43qkomsseRUMskw2FQEi8H2gBAv\n", + "KzU8Ee2DVdNQ62UzwJh+hvImU5NZEC0bYPn2224D533+89z7Q+nhgSCfsJIrgihnwEiXUerQx9hU\n", + "Amkn4O1Rw1V4g2JqnZKndz0YuDcT/cE9K+DJy7V3tRU2EH/a1num0wRHtx+81s5AQcAbHbRAN2Cv\n", + "0c7KMvjMlPPeGgm+7prNzAJQZevESGsBtBTsPWFnMVk33jurLGVytQzOTOTgxALn9ep1cCKVcAJe\n", + "tO5pw1A8tf0S8Pbv32O8hxS75E9pNUGFQX0GPzMA2Dzvbg5Uadm5RqW2U3fAfc2r4d2e3Q6e0TBf\n", + "Y3qf1aWZZ5Q05FoB4fmF5RJoz+isOy82zpQs+wngOKfVTBF0fnqY3NPxuPTvu8li3K7vhTbCesYx\n", + "LdnQcs5FeP/+7/9epweDTAnwz49+9CPwsY9trg5G2AEOD3L28TUMRJIGGkaEegHVUUuIR3iTWNSi\n", + "J1ipYF/s+fHAckzhFNCq9ucVwmH2cAbz3iJA7GGjprW+YNobLG++4xf4I0b79SZoUynUYCRKXEfO\n", + "vWtR7829LAICXhhBg38gqIN1nHTt6kJ4ggtiRPKFD39YHxRxMuwO2OmoCg4ws9r7e8U9txCRid/4\n", + "vZQOMvtJ5+IHOuIYM2QDWEvGQKaLNdSYtaHpDrs0hTfAIyIZVReBGdqo6TRzK42RntnawJvTssgw\n", + "tKsagCSegwF4MxpgOfTTnzI/83nn9R0RLx7o4FKqUe8sVyapjPABHH3NsV2KsMHQICo2DcWEMxTa\n", + "BuRn4bX0qZrt8C97YAxIDGrgTCZuAQeVc1sQ0Oqfff5lIMPTB1QNOksemfK2b5KAX+cbaRgZgYHZ\n", + "rb+csc95rB+0nDd6j6fbpp7KuO9JGvC2TeJhvKShz+FAF9GbR/o9acBLBHu6znrhGIOCC342j4f3\n", + "RdNGykkHvOjn6xWHU90LibNQUB8jnYyfS6U/0M/YlmdITt8UpxyG1usqDD6YTli5zD57iU7blx6C\n", + "g02XGqfGyHQMeG351V/9VXCXprjv1g4ArKv9GVZbtxkEphvhQZ7+FtuIB/qGpoEpG9zDhQcaOnGw\n", + "XgkC4uWIXCd4APA7v+6aOeD9AVSJ1EnHeLaEpPFqBnojebdIwedUj58Hm+xSZJSRNa6S/X6Dep0k\n", + "BHVwvX46ZSpGtanTN+2+MGwBTbl7MX7urd/+tv53tFv3/B7+8k9v4To1alf8XK2QIow6ZGIdHQx5\n", + "FRaQ2bt4jNgvPNn91FOu0UpScfUdzhUEgTBiLnKA8EZFvPu65bGDcTHnrKdTg9R7jU0xAG8N3P7v\n", + "/87eFi7aOKnIN3UhANWhpnXByDAu3YThiMOu/BKW7FntLnpe/y4IuzgJ3s97TOmBDjY4YGrZ/b54\n", + "UwJpQbRRuPy4IBG1w1gfTjf4GaZoY94AoaazXgvGmIENllOH6wkvgBexK0C6vpnlZd3BWW1UOWfB\n", + "3wS2bsgbbMipcs4pK4vViiSMwROaTaSd6qaScnWiRXXDV953J/G1rElTiQPcX77HyfDRjKVcz15K\n", + "MMRCZHdWNEfl6bTKtURjeQ4C3t/6rd8C//RP/wTuvPNOnfrjfe9736a5N8jV+brvfQ/cuZf8eh9L\n", + "ESYwagL8QMIDXWo19cNNK9uVvMEGwGoMagqaiT96ya1n7+Ej89i/88SzNXoaqKtX/X1u15nCO69j\n", + "KNF8VT66K91Y37LBDGzsCmHd1dC4/WzGpIGrHQdwLsh1rxcDkVMpumyFtHZLcXdweWqCbAKk2S1U\n", + "jPHjey4l5qeyOYK1gI5mVLoroJay2Sf0tKsZ4e0LRgvXGNF+OOnP+EVxVBkOgnAilzAXDMxOkiAD\n", + "PjsEvDASLipxUbH6H2gQF72MwMMxjzkQ5rWTh7CIU5h0ehgR3mCAr3Jj5lQ0PHqLg9BgQN4JQb/f\n", + "F4TxYNZoOWFSb7U7jpGotPSjNrl+bNdu78am15S6Z+LYUpUrqGHo9ASfmYc3/nqOisYFqFqwb+ze\n", + "B36CkZNwWSMw1oeTfUXXc6wMXLjJd+LqITEXton2ia+z6k+tGnTF6YDBND50cJ5eWWKsRUo/zSDq\n", + "XSe3Ih4Bb1sMrP+3WQ6PZ7HQRMszmSkwscoOCChthdgzyNmEiYWDmp2A/08D3uWuClJmedaOVfK+\n", + "IO2avjZY09jf/qEzc4Uze7DiBnDfRFt1QqcS7w+OIm5wnIDyDn7gJTAGvM9JwPv000+Dv8DqSkOh\n", + "zVOK/Otf+5p+0G6kyoo7mLIKC1qBYfoHpm+gIe727APZMim1WLRk+OhEWiictL6C80wGGeOCBz5n\n", + "ujMaimJmIWyiJd8YIo1tMMALqdGWslOkMUJAZo2c8MOL8J6OUEaFavxTBadQV+Ka8/CFq692vW1c\n", + "uVdaFaPuNpzw9KrhM4RiDL5X+FmRGhdMOCRJpY/77IgyBHcws8EchmDSDbKA0Nw28l23OOnNyx57\n", + "xAK3uh/WWpGim+IJ2tPz5j39p8zt1veeKuZJ4+YR8KYCNi0Zemac7lDI2tWruUcMGbKcaDrBv3bf\n", + "lYATUIbiaWuPJSNJb6ohWNbHw4pGlLPuOdEgnUNECaUKgHy815UCvLT84WsO2SN3O3LO0GrI2Et0\n", + "2Ricdhhp8Uchi5JBlt6MhZh7J1h2OqtVRjYQrVWD0ew3qBeMgKEPwNulpsTheqfbDjNtWldzBuHZ\n", + "2HW8RKw3fNabXwMEII//vWg7onNi02ULR45of3YbDhmMcpM+dBIkzOyVgtfELkXBWjJEOFXCZjNz\n", + "n7BwKwxW4WOKabugT9nmZdiefgVYSoKxjAEvdlixaQdw0lrLyzz4jbpnXGmbGbc2aDrrPtUoiLWb\n", + "OshYi0qWNAzCBIAgcAfn8EQ60z5BrYBGqoR9j+pQh2MpQb8/svcZVTxyLysdMDnp71p4nTKhvCjA\n", + "y6vhDfqgUEOiK93Edim2DgI8tMqGUhYAXh4lXDTMuV+JGkgbgPVd9w2cxAT3K8xs4EaTNhA88AYN\n", + "C3J4KuE0F8Dj0Z++Brzx1KnMtLVCzWncF7EMDFwjGIHH6YpgpofF0iCSatsAH08n2elQ4TRan4CX\n", + "Js1HgHet68ycBBP+zUVdWdCbyFBamh7MwxMc8EKWB/SOWdTr6PxVhmGE0Rw75edHdQdtPu9e2tXj\n", + "VFbhtdLWmuTt8xOot6X3n0PfC/SJIhlUGFRmUfSF7fPH4iC7ZuyBqx/6V/NhjXtei5NA/EvKlRig\n", + "cO6RUr0PKqlJ/SzO/u1uYo+69V+sUOUDSqeGBQpCTE5th/7EwbfmGEebDIdIDYB4t0E4ZMJmMzNK\n", + "vJqcZTtdDbF3lRN8dlsBYxkDXluuvvpq8I53vAM89thj4E1vehN4+9vfvinvM9TLOSIT6HDpSqdX\n", + "YR7W7NoKOFEoEMqrr4S5xpz43XrdYWhYnn8YnK/BbY6i6PI7TulIHW63Bkm+EavFstrNrPl7j3Aq\n", + "TZBtfJZYeK49YALeQsHfOkZBxkonEqC2NqLa8Qi/3ku6LhiPYnTluk3O8JZZe8ZqxlDk0U4XPDo3\n", + "Z0WlaYojYo3xkoZaF1xy9C6HgaABryOqBezyhlkzfMIDb9DYhc330+LQqE1QJS994L2WvM8Yxbxo\n", + "DlQpl+1a4EYiazmcRCbAgczYRrJvnve7LrC/9r7viSJcba4hZr6zp5xO0zNmB78MdVIccrBqFuPo\n", + "3oNgLjdnf+PoQdffTRaXrRre5YC3tBOK8kHA26aWQsH4zemzcgye95p3/tbwQ1+1f9/NseTgGktP\n", + "YI5I+ZqL7PtusoM07/iXf2agT/l6aumkdytnvNc4e9374TCIm+wK7/2SmcVY7oJHiinQCpOw4cbY\n", + "n9rnTWFn3CrFktBBIEApFRiB5Q2otCeAvc9OwD0gpJ/Dp+6XeiWxTpPbfMsF5FV2djnYqvoGvJV0\n", + "FoxlDHgt+c3f/E3wO7/zO+D9738/+OhHP6o3sW1KwKvaG1eN22lUZSXKNPQ4YIHG/JmEHamobLnA\n", + "8XMoXRMWlDQMGM1i8JpqRAUVDiNssBPgN2w081zAW638hIgS4c/WhTWcbbZyUGMKiKj8KH0Kcrma\n", + "lFUozZg0m9aYH1lng0S6vINXSpDDmAimNP+hlZjWqXIIeUx7trrRhd2POsF4qiEPVEO9jiOC6DCc\n", + "HgQ6TDwHhTCOEswEEyt1o5bR7EoODvgNKHTT2ovuwxqkuvJT6BDfbcg0fMzazoHRaV1JGt+rciK8\n", + "SarkJaD9B8GpHx5cAuig+mIM8HQ658kBXskSrJWZPDiAMdZFBwNq/RiOnfmemYD34UMUkFdAUwkw\n", + "o1kDRgalrzcQNcFXrztCfuOrR9x9OuyI1AfeIrB9YNwbrNfvUmc2vcYH6jrAXl72vLZ082A2xgcg\n", + "PH9UQaANj7xfZTsJ7Qbbgf/zv/okd282sgmQWlsDFWUEfKyNglGe9Lwvs++fxYG10gT/OJcDnRAV\n", + "fME4gLc0K0wdUy4YgHdhwdar9ssguX2nuqRdyqkV5iTTpsS4av0cPvxp5vfymGqALKfhoPFcLQ8V\n", + "kl2O/483ptET4MSOyARYw2wv4viON9tgz2PfGSPW5yLg/bVf+zXwwhe+ELzzne8El1566Ybfj0z3\n", + "8YDTcIKPVrRARnnJkerqI2obRic8OqgjA+rVLr9ho2MqmYELoAsx0lUNBj9xBEYTAiCFees8fkZd\n", + "H5iWs9gTXL894ALefd/6ga2seIC3YhtkqGg7GF3No0vmlIYv24a2U5hwOC/pjn0PrZA47pKqrQgd\n", + "IBB2roVIKRP1hIISlGBLrpZVf+fmeg9kySCD3iLTOLCHgPcgtv9XcqSTVU6nwWy7rdfvWYMQgmwQ\n", + "NdEgwQNsQIRO0+nw6tDnxLFWy7vJ58FKGtDz5SsdOM1G6vP/62/+X8T/nx9V3dcbO0NuAvlET0UN\n", + "RO2gOWNQNAXCGuBtGWc6FUn5f3EN8b6DVIB49B81SsLyFdrBDXuoksJHRkMKuQwgI+SoZNcC52H3\n", + "SJvHmQIYUmaD1l445Iy2m05M1+RBXmaMa1daBW+gvDprAN7nf4n7exnz9Vi48mQItII/AGsZ/vpN\n", + "dhoU4CVtE6o+DCqYjh8Y09t4Nqe0xD6rg9Zww4wi2Hu57jrbsXGb/hlv2OuDB6NxHcYqY2Ppdlqb\n", + "drIhymFv6Zzcc08sgmu/9dUxYn0uAt4lmHKtVjfN/RzPe/P+LaXLyMjkei0NiBkKgGW0WJ3wqLt0\n", + "VLKiCKrmV22vXFYgAT2PRxixDQSatsK+T3NmYNOH5VAwjGtMUMMbXOGDgl/5xN85FJdjGljXfP6+\n", + "7aR04oYWvLX/30zLNGBHE5Dir9khiW5Inic5tsJ4UUpcyslC1yfeNaPhr5xwaWRbXNQAwSwIDgIa\n", + "bh0Yzpe53tKNwglvkWkFsxzwOfSmExN5rKZJRFc2C9PxGsBq2DiEMDOBU5xd9PQJ6qwYD3DXhcOf\n", + "E3htPMJbLsUso6dHekPO2u9IV3vOGDsVO1+eN/edYfT++qWvJvc89Wshk0CfdbZka3hbsXkH4I1I\n", + "RBALCQbAKrW4A0qqgxNgOSTXjUMDXuJoms/6A3DSeCddp5K987LnCwFvabEMTk9u1YwfeYYdtHBK\n", + "3PVee8EBNyLb6rn3ltBDbKoTjHWj3qnSrDmGetSz/MlE9bJmK09SpRKtHFChE8sA9WgfWIBXNdd6\n", + "qQ8GAZW4d71WGWvynWiTNR4oCXFix0VItZhxE2dAxMoqanuRV9ur+kEskZoBNrXzCKukmmWxvSyu\n", + "LjmAKn6esitPMR0evKQmV3aWoSCbhpfhdKg42Jmocz0gFhgoLZBpjYbacwx4zzFJp9Pg4osvBm97\n", + "29vADTfcoP/ZSOGBOTwbrcQmmIeXTllDwBurLeopHvyQBVJ8upK1TNPzPUNFxMus7jzf+zvYe+wo\n", + "93uQgL4JxClk3FO+d+9ecNVR+/N6TWe32Q6zflFheBWxapi7RmVs2IZilhKkG2zam1gtp0d4IcF5\n", + "A43vrZifXfZQsgDkG+zmg/6RGDM6zNDtCPAqTWekESptSN11JhXSDF4UZJbaZLe6gLuTZhCpReTP\n", + "D7NW2bzPStIJ0ENUrXojZER7YJQIj5DRhjMQItcCjyrxgAuMsvDYBegaTvQcwpIG3tovPmhawSQx\n", + "OpgnsS7mfVClKxZo8VE3n+A0OnbceMEh4OWUrnQ0V91rKYMDHIbsEqa2mTXZccrpWP2Py7e7GL0+\n", + "aHhIisUEdetPNlR9v7EA+mKNX3sbNIE6zQQRCUZdAW9A7RFDPQz7wjfla4lvA/AQNZVPH5+uGYHC\n", + "K/Q6faGzVJ4zUWvYPK92GYzO64wBXtppeDJmfC88aYLZKz/E1wOombRW42b4fixIDuhO5iLjnCaW\n", + "jUxq+3wd8Haqhg6bXmXv1aBmjHB9pDu2L7YHIwVb7s48HuFFn4VsWn2wYpXalDMkwFU7nKxCqAkU\n", + "MB4t/JwEvB/4wAfAPffcAz7ykY+AD37wg/qfzSJEOqpvA4A2psiCjZC5h5eYhh4eFtrzD+X5SrwV\n", + "5StkXikuvCwn0ASufZWHppKOoRxf8V1K0QQjxLMNQnHrZ90EAt4rf/hDqZ+lvXH90oI5DmVFnqar\n", + "BI2ZpkNrKQwYNodvoVXACEpQapLd3U1BSUPXqVyhA7ZARYCt0cLBnrZv+DW8l+yfIaMVcblbfHBW\n", + "XKtMR3j1+6Smlf08uYv5u+hzoQGFoDVAtfXgteq8e5is1oTNLPo70xzUTtwePKHv/faSry78SL0K\n", + "vuhVp1GlKwi0BJpVz3t3EJ0iR+KidZgsgUFf4Fwr/HKXGliE88XZjlqLPyiiuNywKMhgVoMuQ8rV\n", + "tXU9fdqj0ZMAvDD6aZaRZTrYMy9yHJ+Yt+Ua1Ng6m8m1ajoRosi7KPPC6uMASxcbf2+5Glz5/YdJ\n", + "x4vesyjT9bRxDtuCMec04O23jX1o/cpV7H0No59Q77tJHVs3hQqP6oD3GP+chlY1G/qVr1j/P7OK\n", + "Tb7Dbhw2QhNDMKChvOIKLIZg2zUenW6iZteOJ2uGXmHZtGaUOhN9fq1aGCTAWJ6DgHf37t2OP5tF\n", + "olgV++JPZjna39jUaqCvG2K6Ziu9tqx7/rjikR2aQNOSoQCWYo53FPFg+pJGwYy40FY7T3Ag9mJF\n", + "yLvk+PUfXv5ux9eO7tqlj/C1nr3dc0bLBFyq4S7fMLkeCBdyfB00aJ995ZWY4jV5HfFoYhib1x7p\n", + "kJ8ZbvPrR1mN96hhj5Dl4fe8Ws9an78F97tWV0EjUdQbMmDtuB4FhUY3swDCPX7X+2F8vHzVvTv+\n", + "SfPyPRctVEm4o4nAIMqkukKlEnqZhAZaQ4GwA6i6AV5C3vQmEuiUDXALDWQjG7YGeuh7v1eTLi0g\n", + "PrOXG9nxPJXGkFBVTonEw3FQ6zrPQTOeAvGGoPmw2BYzCrSMBaeH50zW+FHo8xoPg1M5O1hA6xl9\n", + "XR97zIo4DiMhEDP1R8Eo4YkydAwFqMplf9daC0lE61rku2YNnrCAoFu5CIrSUnobxGfA1Q86AS/O\n", + "EFR4pm3YDYm+03iNXWpYz4k5jWFGwys/duOkt8BBelAHteMPgtSKcUZnsVstYQGmE7R/LTjDPMC7\n", + "Eu0QIB2NpR/LGPCe03LwK3d6/h1Ufgw9Saiw6bGqsGufx5LAquEVAV4kE2eMi3qlXZGVigsmUWN5\n", + "vcvXAW5fdpBtfLDocHSt7QS8gijDZAMIPX3hgehU7KaaFgN4wJIG7bNvvBGz8wnj55MYH/QExhQR\n", + "pgCviDto0CaPpO4MufC5VijDKFtK0K2aRigYAVE8RKS9+0EwqGfdZlqqv0ENIQO506lJlKqnv85K\n", + "YSJ6omqcv7kQWE6txfnn4agNwqJUqrGnuEc9WzF7H6RuvtlqqNNr+0SAR3MS/ADeTlBOLcfb6sjO\n", + "L9xnTxfy66Yne6AF5uNZ89/ybfAKFTWmnSPcyUGBg0GEvRfQ4AmFQ01XSk+ZwQH5NbNKsVZ2Oc+t\n", + "JtMpj3znOAPCwARNErRk9XDJ99rseMbJItBM22duIVQ07EZ11t3x7PbIwErHAOIqFbGpZUrE2qEx\n", + "68wA19LP2cer63IzFA9lymSYiXnlRacyXjgPMrpEitrTeGMbsrusbO4lP7V7VeBkPEgJugvsHwOr\n", + "MeDdnPLur35G+mdFI0+Jn6ut6FE1ZCxh5KlmTpJisTRIKeZ1HkvYHeFOkn1PPIl02MpfH8agitGg\n", + "0tIUVS9qAV4YBUCctFyQypjuEevahroTJUEVvRTRBhZZXCHvT49aBcX3rD8XJrAR0GqAarBpmfRo\n", + "NNYtn1BIhQ3ru2G0OZezwZseYVPbcuuUWNKBN11De+unPmVfn74f/JkhaJCI2CEAFGvaEammkiIB\n", + "71fsyEqckXXHyx7cAG9BA6NoipOj6SYfIb/WXgJPTk1538ANOQdDCQxGdubgO2/i9Hqchi26yUbX\n", + "Ue+eJ0A+21HXwE3dfi40TtZwPPh14TB50h+o1iCHzoDh0FNO/sCMnurNoAs2D7k+NTGTsfxNeniN\n", + "D98ErKHgNMVxjPbwRYWLOF5U1n5/eGBgGisLCrCBWbDtDCu2ksZ6eRqVjYA0o7G1Ewtjzoq56P2Q\n", + "1D4iAyvG2y5myefMN9lnkKmr1DM+DQl5zczAqHUrcaZz8mrXacCL6+tO3rA1h3KkjQhjGZKoQI9d\n", + "+T27Vv+N3/kO6MeiYF/g8BhYjQHvuS90JJcP2IyuUKQM/QwfcABeKqzYT/RAb8A2mCHF+6jmFZl6\n", + "zaacMnabvuO6qYMCYNgV10EF1SZI4WT2ffbgAcJITTprnjNNe83aUfExeyYpt76RFTxiFuICN2mn\n", + "wjS6e0t7QSGCGX/t/UenjbVKF81Ij8mTrPa7/HWanbUjcJkFi4HD1e5Sj4LKArhF5uj3IhEQYQzZ\n", + "aIEY+U6wSH0IOQ9rduQtaQJdP/sORXhh/SG8HwI092rgn+dm1k2fRLCg2b7t+7z/Psw8YHSJOE0T\n", + "j5KrN2g6Ae9BDPByWBoSKTKqio+TnTkj5vZq95tGcxS8fp8BeCmu3Z451lyf74NNOoBnWcWUQ4AT\n", + "BPACfN0GKeQ4ncEB86DQgJe55TEnotBogJVEXHgmvItkMMTswVCxkX93UmW3Dko1E0ynt5E9KBEf\n", + "Ju0fLtR8pmATzH23agJ/hQDZrjpPA7w9JcKN8HIBb5rfbBmH5TZL94EbqaBIFOMjLpb5+3vPo982\n", + "pjKaznljH79HQh2TNIwB77kksdOmp7oY4xqHQrehz5ynFWEkGPN1TSVmeLXplboD8C6q7GaRiUia\n", + "n+qtlcnoAPq8AHAHYH2f2401IMG8PxhFpK8zG5cD7CFGnWKquqSvAS6rjJLbXCzHfN5GOOKok4bc\n", + "r8RaouaTnLdazSCm1+k6SNg0o7BGN4saBdtGsdp1u68DYfyddbugb0bJzhcsGV0zW1UbNsVaZoH5\n", + "OyxQzuWxdkEeMJqVrziNSWbRXj/dWdQAb7tovK8gAnirO+39Xl3xZDh5gLevBBxA5XMXvVg+Y9F8\n", + "xpNjGOrbDuuhFx0idAoCHr0+P++brpwwIrkn75J+Xqib8EFxjtKrDtsqr/QWQC0UGlqH0s1mrLrt\n", + "XqKjOy+wFpmL3SJxEJOMkNfy/H1Yaw6EAQke4H1+ib8uznHzxpqq0TBI1ev8oUDCjToHAn8AwAdu\n", + "dj5ztM1es21nTOcCDZaAdb+aE1dJ2BmtG98svuzURMK0N8M3XP2PK4zppFd+3ihxCNbCpIPsInHQ\n", + "BOX4VhBzCSB1O9SeivJZdvSA+qMfBBksKJJzme6n72Gz+PdkZAnc9CWbC7m1twVq4Q5jjTQHbrTs\n", + "o2PAO5YRC9VJf/8gwvXcLRuPRRdR0xo0xAHFn8IIJI3oR1cANmlwXdIM939cdBGI9eQN1FTRmbp1\n", + "GIJV1VekpNzZ5nQMzOIpGEWkryNgzgKLig0mYk3n+880auDdpwz6mFcvL4Gdve1gTclpYIZ8f6zp\n", + "S/A+ypoxguk83CZFgyl5wFtjv3M0bpf7jnj+UE1QZNrwUJtr8vAqXdu40BHRJT3VJ44WscBBXPE/\n", + "xIDFy5k64bzG2kWXmWthLMzUFka05efOWkGUShcJAl2NokICMPjOZktMUCZ6xzj/szBihf3cDhQa\n", + "NHUKAu+tHp8BIVU+YUwCe/w28iy6ONc4hnMMC2jwD/KySWumZyew5kc8awCdg1TTBhjpug/KRbOE\n", + "KMvgNB2YPH1wDHQqIBdmHAhqqpezUaP5Ecx6userr2Z/PRqKOs+ISTnXnMzq2RemIe/LgWBWBLm4\n", + "wm4022EC3l4PK9nq1TXAJh98uYDDstiOJl2BIaHvG0A6Y2R7Ds41afb5EV6k4x0N2FSZiIIFSljt\n", + "DatUY6vj2dUVEMPWkQbs1ZbTgKXrw2U9xzIGvOsvPUoxnPBHR6VHDk2li6eyS25jflQ5Y0ED3kEm\n", + "o093edkCQ4n3OiB1xjmb/HXnX+nr2RAJN9R993OY1ypBRo2sJBhxKOAX2E4HikpnWiqmWGrg4KIB\n", + "eK9cPgEu6J0PmpEsaE5NyhlH06AOGJGdlBmVFpZTcwDvdfffP/r9yYgkQsBR07yPjtlgBDJmyNac\n", + "tFZtn+ED3jqkNDPBSmdFj75/R9nnCtKDfsrLzQgJq3a8y6B9a158GdcQI8eHFYmFqfTVKOa4Yswp\n", + "oqY13ZhDUJdJywNeBCifkQMUkcBwUbNMxR7KAcefIgdbhU5BtMiMxtOgoy1JH1PrL1vMADo41N7N\n", + "vogBeMLY1MTsWhXMYqPX0w328Aaibn2BzCYMstu47xyeT7g2rZjTyeIltfIJfsT9/N0RfS6tl0Y8\n", + "kTCnZpbdPzoRBoYAACAASURBVDuYyXiyRblB1WriY9Xw2hGCu8FCcJoCDcb9yDTHoueJb80Q5Q/w\n", + "/fMAbwFr/v3liBGR3nNavhmX6ZkhtTFIgFy3o+seeH5f95g9eXOtwHmHtMODBaqyLsP4SsedbEEB\n", + "zcGbEgzOwisf8XekDMY8vGPAuwnlzjzHyJ9qSUe9aMBrYWZg1wSyUrCEEsEOZr/hTGUtmJOAPvaO\n", + "d5CebswwOC87wQC8rQYoPO2cTd7NS6Tny85a13TZNrqvvFEQhqDfmQlGmEao4LRc8+btveENmCdt\n", + "2tXtp+33i/8bF1ZEl72O5vSrqNOgFkxwEPR56iIM/+b+q538swsC24cDgWLeqUD10aXa+1+Oaze5\n", + "FAWz6GYh4M3Nk8qccrh+FqyAXj9qRaUgOPryxCHufZRjQxwyL/W2tRKIvNSwtiiajHOrxtpix7Cu\n", + "xpghMviu9uwB4L4dHMDb1YxaNEy8czSxT+yoRtjOqHbtmMc6PpoSj3f2cIFRRljby9JLdBmQo0mK\n", + "0yTZgrW3ZnkNmplwKHHGsY/g0JPZNTLCxXKIEODVdWPP20vhAV6iqR+LQCsBfsRdn3kE59IyhDd+\n", + "+cC/8ikTe9sZOleCv7wfU1zPgC/Ay2C7QVzWMhHXqDnoJTmb4Zc/UJRpKWw9b0nxHapAS54THfWY\n", + "tGCEF2biYsb5venbXzP2oKj2mWJ7wBmJcMB7POVU0LvvH44VCdlzCPaVwZiHdwx4N1hSGuY8RhEn\n", + "3LjtEKHY9X/D6EnZAJgxqiZVptmoHQhK1QISgLfTA8s9A6QEGwoBVFDBP5Q7cBSIKepSihFZaOUc\n", + "rABQJrJTTPBEagqGUtFA+S4ND2TwlGAqNdSahFXJkGHVWSqRo1KowX5PM8Jy0RveOrZDQUKpRntV\n", + "S5HCKDXRtLUU5X52kFFi+un/ss/hOBGPX+dHEkSMXCoE7toHhRDgZYySpp93oV8GyyFv07Tu3Ot9\n", + "fc+rrDoAb7stApBR0Ln0cnAnsA8kPj0LvX/e+jX4fSTgwAEAjlzK2Nawy918ZzjgpUtj2OjQtqJf\n", + "zGMoYWpKH4RiAVYJnJcQ8OZmV5/2/O6jLXI/3TdHbaKGO4vMkSPk/+OOO5ziNdtyT3UfeP4BYw9T\n", + "I6kNlJ8XNCBKMlv0akPpIHj9udwchUqN5/zsx28BPWoUMD5u1r5V0+GYN3RjMVkEw4qF3bDsTrLZ\n", + "Aqmn5HnL+6ZOmB8dXbS0wLMaMad2KjWX7AIW4c2tNnTn7EwvyXTkoowoxJ2lva6KEr1PaN7/Zg+n\n", + "B6An59kPyyM9ljHgXXeBtUV40w2uaHHFrlMZmZ5sLig+qMj7xD/zRCTqOTUKOrbSbg9ixMEKrvHv\n", + "AQFeZk8VDXjNwxzIO1P+DoDeYg++2Pe4nSbjykAd/eKdvtjxpekVsp4qsbIAVpPi+rw+Y449Th86\n", + "MBU0muaTRDVwe/boUWp8/8TCAaYShEp64FIfywRsg77YCXETPIIXK4MwRpFGfxYcpVoTjI+99gHn\n", + "2sOoz9N59toXOA0/r3x63ohEY+EVSA8lqglUJwrgRnDEquHF7z9dXXKAJ2J9eTXhu3aBt76V/a1m\n", + "Om6BJvzcxmotd4cOm0j2x/mb+MpbgN3QNdsCpya9LCiJUuJMB7tC+WNHXkaBsBbbO0COt5uT3hPU\n", + "++AcvF98+xft/zF/3+LBNu+9CrMUVM0JmpIlGuIwkkCIdn0H4DWn4cEo/UUFMuIaNiciEs2wyMk0\n", + "H1w0aa0dlhtfbm09jK1molIDhYcFkUgqwtwz9Rgrwguf+5f/4yHX+5iQLM3WKR+x8wJ1ZR6syP0y\n", + "VsMbb0R1BotKKaXrSeTk1jP2Q9B74saLzMj9BJmZVNoVh3rkJSXhO1rsyzG1iEoUYfmd0h93rY0B\n", + "7yYTeOBjIAcO7j3oUOZOLbXEBbx4Aw38zHoQa4iRBX9Yw4pKWT4Y4a32R8BzUvNAeF6TG3xRYpV4\n", + "tOUot/bffzerV0FaLn3ae3NAorjVCdZa/J8XGS4aC+FKsA2i3h/INGzI0fDKcVwiRmyWNRBq11NP\n", + "UnVoEPCWAX8s9S99iVz7S6NGlI6HcZIcFostjboObuhudXTWKoBffhLFovUIIAU1YPpLSye90//t\n", + "22fsNcZ51NO+ZkkRrI8lZJJRD75k83HWu0Ur8l2einmim3N8LFb+jk1H1fdDvNwmHCuC0iqcJRya\n", + "rBnmbrklO3p25Hz/d78rdY+4joyaGYnaiVcbZ6tbA8uKsWdZpTr6+aBoyWD9MQ/wItme5Y9q90OC\n", + "wHQ6cMBLTX70NKB8ueg6IVMNuvQYUGUDIWz4RkpTzKL62HKvxAVzDr2n7ZlPfOWLro+0OiFo5sRL\n", + "XCDl4y722PCTJ72viZKMWsBZ16mxiEMvr0S0/XZ3yeIdhqVoy9iUi4BqK3deDS96n/DvliDAdVTS\n", + "fEJmh6ladQywxoB388lsMQuOXHfECXjNA2TZFQFwZXWMWwrixx/WtNBR9xvp2CM7ezVyqWGEdyjA\n", + "2/ZhhBsFh5KMNJ1ebYzmB4Y1jZLXO/zp4WqmnrfovSu8kCiA/YCvuSJB/xaUBXag8ZsHc2L7hqLw\n", + "ZQNN+p2wF6XohObSk8x7gw2HOuBVTfqDoweNP5jsypOG6z9tudUAGFTXt5fu7fia02iGK3xjvyVg\n", + "IEC8LjPQqYD/+fB3PQNL1IQ4U77MaViDQcvphefW1dH42adsMNCdteodm3kFRFecoVxYnmH28+hG\n", + "tSTBv/r2t9v/pvcDBI6oHnfAMAsXnzF0iUKN3g4nqLKgmo0ADn/+8851OHhQDNxMnXjme/9d/zvd\n", + "qoBTcb6e5KWBn0r472qPKt6Ly1lNawTgPTaEXqqFrPWaXV11TD6E+6uR9uYMzwK70U/TysJ6XNqB\n", + "RIFGHp1ga9bWhb2MRHkaHTTBaoigbuXRN6o1ebehZ573RNYAn6gcg+XcDKCjestua7JcUnNQaxxn\n", + "+HMrbHB/Ju7ihJq6psJYtnaGXZ/lOlluLGPAu+7CGD87w8tgrBnfsLLER/nKnzWkAio2vcN56dva\n", + "7/5XiVNuH5xGgFTijj4PSUB54YVssB7ltNoTqqyTckQSgqpE3RKsN+usUBEKgcEK8JVsa8auNY4t\n", + "Oa/9gidJABWvLIJKHHuKWJnZjHIYGNO3BgxOtHjAveENMU7Q5WIo6ohHCd3AK3zHFuClyBvxqMqS\n", + "IhFeoEIYOyZmyeiaKXe8yJju1uoYdcngq0eMP5jse/5+IhKEBnrQ79ML4G1HnZblykRD4HwY5yAb\n", + "s8OFXQU2wLS9OzpmE+IlVfZkJN3p/W5Nf1ZPpSR1+33U82FwuuLsioPlGdNpO9IWCw6nys9k7YNZ\n", + "DzrRzxbT2PZ75HOgpiRLqi5RcqzOq5Ry7r9uiOpvWFnx9Txf4ww4ezLHL5lAejkF5LNW860WmIvF\n", + "mLRkEPDmvHIPz8469n+qatsYmNaWGYcNM10s8UL9zYv6ongErzm2sXO7laFA5V6O8g7CGPEdDF7j\n", + "n4EWXWp4sXTZ6bCxuIkJcr9KDSAVhPz/+If/0/PeVH/yWn18O0uP6u+XU6s0GN1gxTHgHcv6AN4+\n", + "Y+xsBGkSChAQEZX5eQdIgX97or/BIryAwmEOwCtJYfbyl7O/XsQMVXBgaxGZ9rMI76fMaJD+zBTg\n", + "FVUtPG+H3TgTboiVIkx7Iod637884ozUdVsaIMIU8o77hFOt1EBLfn0wiivEOJHPDj8CWpqvUoIN\n", + "o0DRTk2nDIqiS39wtyO6BiO8i705LnsG3u0MI57brpgljNp+H72KfTh79uRdRGPhtdd6+wwYZVFO\n", + "LxlR2LudYOdM3XvEbysyYp/zMRb1BHYP+Q5INtgAJ6bwDbGnBpiHDxnvkUCyJC1ZvmUg3iVqbwVj\n", + "U657huuYhpzhLZoDeGJNnLfWHYkFxpCTFjtdfjptmLyFaBTkgyQ4j4yY9WlHbgcBeAMDifei/TwN\n", + "eAtN77WbjkwXtFNHDzKrabg4lIUOuhXQjMcsPcMCpNnZnVaGIhPloOLBWYAeBWcDZXqCtJ+9iIQ9\n", + "pZx+pbk03H195cPMs3rMDJq0GCYkUVsCYxkD3k0pBODFx86anmxY4rDDkga6bgtG+Q4c4P+Og5cW\n", + "J52nAyU0GwAGKGc5k2Ve/gO5yFumHXUCU8E0px3FAptlyowGLQRLDsArEjwAonREVARh0EzGLMD7\n", + "K3/2j9wfbUyZ4Z+5e8FVc1eB2QwbciMeXrwWlzaklpHYvduKpCAGgSTMdx33x1IBAZuj1q9pa0/8\n", + "e9B5QpnRsub9IMNMN4OlqGjSTMbY3L/wNcOgls7YijgEI7Y9eXBYorDl4YLc7xXxsuJKUB+ccHRp\n", + "RiqCxIpwRdo1GzzdstvxfSsS7pKOJ9GcJOc2cjR5rAAa4I2ssI1yMsTIHJhMACUvkdGv3w4UrCFS\n", + "X0eKlmyLys6nBqn6xF35ANhjOvmyTbY4OO9SkepgX3Xd815oydoh4zlhc1yeohpMhtnnLt731zBL\n", + "RzWDfVsvZhWDuQeB21hN8K5OX2IAIVgqAOn8GE2PjkAyHYhpZ/UAi2x/w/5//j7ItbAJfth+bZsK\n", + "Dabt9ZIDH9LQ3r2XTI7lVHtpWmMIGpWOKBHrE8a75GVIYOaKlsDjr/d2UUlwfz8wAin1hDPbBM+B\n", + "lMM0ljHgPduybRvnG2at0jQMkt1dco1cWHVbL3qRZUBuvZX/O47IWmcNrKpm9KNPHRbVOQYVyr67\n", + "j4MQJ89z49/xo1XQk3coRwgwkCLRQMm73p6z02AYeID42rU+iVNygVPjQEAnar5YbiyTfLq9BIgq\n", + "UZCUqI2ypi3t/gq4cu5KAxTgz5njg24a8NK/CyMlMEWtfw92Bd3vNCK8hioIvBeqC449c9QcngG6\n", + "NhjglULggFcfPMFL4R09CEoUNRK6r0OFO8Ha766BJ4Mk8CzmA9yIi2u2lxNyIyb41re4Lx6jsbKN\n", + "1RauhOsg8vQz7p9z5IgYwN8tji6xLf9TYsBbaoHeKjsPnR8wXqDAMYzTrVIYNVW2VWcCKSTbu4YR\n", + "DvSahKPSD5P39sarJi3A67w39ucXsUlTSt0FBLUkmWq67BKSHuBHvieiBaa+yUiUXe3Dkj7pJw3n\n", + "ngaDAQz4TMdzOnOPDOgr9ZcIvUavEzyz0UTGdc/jMgVOcb8H9ejhW41xt7f/wu3cKXILGR/G0QTi\n", + "zXhKHvDO2Y4D7L1++eLDDlvpJgFEBWoqHWQ3EC82rwb+vYyhaUsP3ObtmVW51EHylKFL2z127QLu\n", + "MI1lDHg3jVx2oa0glCAnwohFktwaWrIf+AB4accHpVRDAWuq2cHcykpFmu6/5RD3R0T0XBDwQuVI\n", + "g70c1vT0mf+Vs9NkJnhQuoxnZwFuiRpjCOggeMQNMippgDiy1qmBeIgEc9FQBOw8VQEvfoT/uVh1\n", + "CUSk4LKtziYlBHgXJYKzKYHRLXHsFK+hCoLnHqP50AK89H1KGplGsKc3y+hAGA15++oRMMOJ/vdi\n", + "7AePrmE/Txlq12hTnk0dFQ3ZEduuJEcyDa7VGGmERMwZ3HU0N3oqYmzq3bcAgutXBPJswP5zl3fQ\n", + "Aeoam+pNpmUnrJ2vg+ZY6iw9gQ4DYIlOywJSLVhCRJU4bWsagPdkrALwLTAIYJ/5sweN95Dg1NQ0\n", + "2fn0mGj8tUjuIieAERFltQUmt+xwsDQowBgEMs8D5daDeYvqHsLU5uQPbnM1twT9mItcrh7VAVos\n", + "FOMGRxoRlwJPswELHcGYtsq8LADtGNNldAHzOaCu490TVx40aPYSvb40OLeAvnkpvOFOaD8xp7MZ\n", + "Mt93jIzwNrL2Xp1KTUndR1sdZmIO+5kIlTGm4x0D3nNJpqewui2cO9U0fgFzpu1VV8l5qLAm7iOI\n", + "t5Gqg9yfF/BJ1oKg0TcV/hk6umP8/4H77pOOnPQDcl2xOF6ddWmwCLedzx5igarOqvT7hzoNdcij\n", + "koZTHPsW0QDvlr4C/vP3NGAbYiteaDOtyb7H9zsitEQAw/zWFKa0on0yhBwCfWlgRhzWpo/63tMl\n", + "opRBBvAehTRAKQzwfpr/s4mWYWwGJg/zYoBNjn9gFwkE8TR2MBBkRsTmOC9DCdhqq91PSnkNInCt\n", + "T2HyynEN7FrV2YQNllGk3g3kSQPeSB8E2u7nTl+nRWejUrRZAUceeID5O4vY1LfKhO0I6oAXj5Bq\n", + "n7vdHPFL13W2gzEjKwHlkf+l/3WxCSahftr3yCOu966oPvlFb7tIoKw6oAKndFGAN6VMEkoqhNVj\n", + "IgxM43XEz5pSFDCMKC2JVBK+d02nY66/oANeVpOftCCKrQL7DDr29oCfKUCAFy47655SEzPMhmx9\n", + "WMhDv2WceRyfLzvLiFjlMDKTGQk9gznY7bjpzPX7xHNzA1IiWRo+0hoy68l+BBNUgjpFrzSSYxkD\n", + "3s0j5hSii7cYBwZl9TuAii495WyKSkRijkMMgfLh7Xw+SdDr4GiV/J7Z4Xrrpz4F9t97n9TtE9ha\n", + "kDrF7UKKqo3qSew4Gpu85lVJ/XrJ78o3hCFaOEfgJmYrq9VAVqengkBLZMsIwHt6j5x9SdoR9XQg\n", + "yjaYO3a42z8sChOs2L9Ppxn1lKe5oYhUY6vnmZIMAl4iwyeoy83WDGCEuNlbPbYDduu+IwTqxJ8r\n", + "kTYBRUSudjmLcb3GV5yROFhGI8MBiwyf7hO1WhukE55iAlUCYHTZhyamqW/kzOiAF6O+knFs2rLM\n", + "DgJKrQ6MmaLG0Nw8mE3N6SUNsD4V6idHXwFD1oJOAAHnm7zoe/dIv8aVCAW8OPopFSSdqkj5cevf\n", + "aA/T2e2wYjzfdaIyFQn6g0DPuVcdwQ7c2Tedjl39eSsFD0uIWCwNqjLajrvUgM900nPxT3oaCD5U\n", + "dOpffViIVVtM2iNYRvWGbxt7Za7sL+IPsyu6nmE6VQP9vS1qZ34KK6FBTbgjEdxJ/OkbxDbOvAfd\n", + "HtJ1ihgNH74/xiwNY8C76cRPIX4ZUMry4UOjuZlWQ+rHDv8/n5KK8BKGAEUtGWAIj/CiwQUo4krX\n", + "fVVN/R4e8MHOBw9P6Mpk4vNrzJAd7QWL7JK6xY5AvvgCH949IxrBBLwYXVY6ZAA6FBG0Jvowwo7U\n", + "UB8QNYub6WgMnWbUmRnMMpHeqE+1IOVIY7Fy8zxQO3DQ1RN6GNjdILV8yg3NEP+bwZqUlE6fjAr1\n", + "OyDX7zs5YCmZ6jYt0F0Lq9wBBVCebnprzHEbEkBIfd4GlGoTXD/pfBcTAzaYSQ+CujPDYg1Beugl\n", + "F77amkTmPAyjAUnxGglY4T4/stv9nKB0eC1kl0UEzJpwGDR/09/JUz71BKn1P7gPB7ykQxZdfVz6\n", + "GgeKzuzFQrttNPlijZ56E6rkyGyku3Yo/Kjhvt5/WIAXljbRPLxwH/c9cgfDYRPMrzPKyWraT99d\n", + "OojFTuxDz8p2wZjM7beLr79YKBFUi/A9vP/Iba7OhGjwCcyu8IhnCis14r1JM9l4EWwgBfj399t7\n", + "JCQeCe1omMuyMwGdNhjLGPBurMB6ovu38wEvTtFz6JAc4M1mfd7MPsrw9TrAunyVD+7mEyn/L6Bu\n", + "1D3hzA6zmPEpmIeZF3FFgedo350vpxo0c46Q8QFLd9MTv1KSj3PwBuoLWE0j3gxHZNeWLh7+0CGD\n", + "wUjZ80oLSysrw10Ua/zggetRCNzLy7dymruw5/0a+AXuZziiXh0PaiooBnElE1jgNbu1wRIAd9wB\n", + "7gVXMX/nTNvb+YAgtB91B5O7OsdJR1Nz6v5omxNcZ1yag1jNokje9/r/DsCPfkSeuaRp7bGmNcWl\n", + "XCkQiwrAk72uwqAx5TihdHglZL+roFkio6vRlnydq+O6WM3/B+/F7lWh3m/tuDuOScbBziemwOsY\n", + "5WO9wUB7dwGH84louTj+nkMuLT7PPiZUg2puUCX0keNoawqqFfHmvMNhE8yvawbjyZcc0DaJ/XnL\n", + "2k9/mhM5RWw12SHLPVjBEBbgdeuRIKqZBHVMjzIwaHu66NmZrUn4jD262p5y4GHDHPzcU2AKjGUM\n", + "eDeN1DQt/NGPfhT8yZ/8ia2ctO2sCkor8TQ28nrROUR/04C3GZVT9A7KlJtvJv+/1bCVbIu6SYk6\n", + "JBqP1TQDxWtSwJkd5jA3Oxkc3RardkxD/bh8l2ysjAYNZHWeWKG02RpXz3b3zIhtec5NJw8vTXvP\n", + "3B1/qf1lMMTMU4YX4Na3wzQoVL63uLrkcNJghJ3J4CXJiWRF7Dk3OAj7p+dB+3QiTqH9t74VvBp8\n", + "y9srFRj5TtEER4JykHdETgy1TWaKkkD82DEKaTtHtXbzWf46aJI+nw8GIh1bUVw4W+A7L5x30cTe\n", + "I6tZHoEcEejr05FGTtNZ2BzA09L2QSQAp9o9ZvcxcKQ7kQXH3/M8X8M9CB7egNz5nFl2gtEnqeXB\n", + "m1hh9qcX7I9G92jP+B/XwxR7gH17ahP0I873MME5k40uJ8sYcOrOkWemsH11OsbOUjUL9osdmD+/\n", + "/JTprTAaTunyMF6keNEcXqLvWfpzGA48/NyIIKahqONOtjHgPcvyiU98AlyBD6RHcny//IfcNW0B\n", + "SXQeEeBFkeK1IDvES6fJHJQpGEC4LOrGyhBwKE6HQaWoTWHaUKZxAgfKdOMR7RGHGot62ZqoM7Wf\n", + "N43owpzvtYPsDK0eWacZg2lAiM40A+NGOr/c3SY2bH4Ar/ZL9JoWI2FigtAt2V+ylwwMEUWRpMli\n", + "7odWDuxLGQiWNvqKGY2CTGaw0gBmMaBxpBm85gRLF+bNmueEoIMaAEFRsGogtWH6YNI08hFV4Zcx\n", + "1EojvSbkRkVnaNukPw7U4AUXklGrgzY9k73ZmgRYTfX73GdMNmznORkhnZSkRG10oFwF+wTvqSVB\n", + "xLGSwJwpAef3QDE+bFFTvnl4nLoVcCsDYCI+46HXC9N/ygDLgpmRUUfmBj+nGJUkDfbpKLDrxDAP\n", + "+1CY+dHelxqVhw3BgPzP+qI5k5Q+YDtbaiRsOfJoEErtW39mOOxN96wjzx62gEuJiZm2QaV++rsS\n", + "bLl4fQV6+mMQNga8Z09uvvlmsHPnTuJrnz3/fBCK98Brr7kGXPOxj+l/f/2LX+d/CKOzGAFeFsm1\n", + "rgM1wwpJ0W/ccZAfcaN4fW9IU8X4SzPgAONw6oqTquXTyzDu9m+o8Toq2LR2EMszsTxiqOMZk5Rt\n", + "ZZVYH1CTjqYNdFar6Q15ywG+pq8FyegqbLDClRVHn7kC3ve+hbTmM/khU4NUaPWlL3BH4ke150eR\n", + "Tzi6VAcQOHWaBnhZTSgsR4eu3SPKc7R3bdF2YRmGbMxbDc/WbscC5v1NoMIS3bDnxkCvBhQHvDL1\n", + "h8ISGCrCy6QXpnhsC9q+cDyjySKQDg23Z6PVNXBTe7cJCv3XFesRadhcKsgA1SecWYbZv/gLonEw\n", + "H5r1NOhGXqjhHoDBlIBnYnpRod4k3iGVsJvrUCBeciAMLE1Tdsw6qL8IJ7eF1c2zRgZj3j8vI9iJ\n", + "Jhzlf1aEd4F/7QvVA1J6j468KKrYhkBHvpgoMs8EfCewVlsPOlG0g55p2SgDwSv1g3L+v/2bhSti\n", + "31PBp/coYCxjwDtSeeCBB8CHP/xh4s+DDz7I/fl3PvEE6H3z98A93/wm+ObvGX+/6W1vEhujEhvw\n", + "WoeT2tcwdQpJ0WP/dIR5UHW5xaVJZDUObi1gP4OlzVuDhON6rM8r+cDAha1bpRpYZHr9rr/e+/UR\n", + "LVkxKa7PginRWiApbWAgs4NIWU1H+cppZ6rgiPSMTCj08p/fIwd46el6HQZ1Gm5TEEVQvG2AHnWa\n", + "/RzEDAvNs7Fou7A6oHSEzTML9+FBP5tudnZDdIensd88wxsakuPTjEyyKKesElQEeNvZ4a5lguIC\n", + "VjctvP8++/0sBKatkbeRTsT3u9Qj0p92ccpKjKEu0NnDmCgSsdBZ3zs5j+USOlg0QToMWvQD3lr4\n", + "58A8AIwmPPguYBQclurxjlSg02cGZViAd8BxhqpJweAJenIelh7a+bNbpfQefdN4Bm/hlS+U4kvH\n", + "30nPpEjQ9VdonRldSi29tv+JV74SXP/NOR1XLFypgA99d3kM0IaU0PgVkPKKV7xC/zOMuI1bpL3x\n", + "agVqe3tmvK6HGOV9rtlBOq9engM/r/8D+2ertoJalKSDIqoTupJDMGLeDTgPon3s4wDcd//3AV6J\n", + "qysuAYsNokxCTTn9rOZZM6JfjTxUjg/ZALwDgdai7z2QxHKMmWCCAG6xoOQ7FgiqEVsv0QEvVWsG\n", + "bcp8iwS82TVjH8zs8K9KUCqRZUShs3TnUb7DGa5q97mV9nI8RkJconmy4AunihNxNa8rIBc8i8Uv\n", + "e5GZZerGh7oUdFQgbwqMcFu2WhShrrKfuzeIGoHNGhxE03O8SxlpRORqikI5DWitGUCLl25PuegU\n", + "7poKIpOjALzw3SKNtPf4cXA0poH00n4927GiUC38fecZcNC9ejgnuF4KVFRNqYWcQRKGqFvdab+8\n", + "mIifNGaBGvVOsRBL2ff76LteD1r/8JkhUFPLbBS9Y93xyHsBTJndOwZmI5JxhHcdRJZPFApMkdSa\n", + "2dFcGAO8CFRXuqRX2Iv4ByYtLDJJT2IilItAecukY3MU8zvCinCk7J5Vso7Qrb4PKWpUo6gDXnSf\n", + "osI3Sfoxx9ozgOj2+IRUlFsHjjP0SwdMntY28Eh+bqZK5yQHLOglDSvO9DI0bG9I28YtFM2u/7lZ\n", + "JC1iCKv5VWohUFo8KPzcg+Jvg0N73yX8/gkww75fAWCIxsxsAWvSmotXQ9/vyNk0GE1r5ZJ8EToq\n", + "M51MGGHZSH+4VOuT0RyzxHwxLl/eIAt4df1iRhYtekCPgrNiQF5XvawsJK9X8bp9UQ8FaJFBBRg9\n", + "R42Ex11v3anbRGPpad0Nqci4n9zFGpRZJQ2eAxzyn6EGQqBSusjzNVCNNxyjnggM2eDXyllTRddF\n", + "im1tHZxZr34fjGUMeM89QcodYhDHZKYRSZqdJXbnPBUIb3zsoWnSiy8JOsDopjXFnLRG9GBQv49H\n", + "ANxKpebjBQAAIABJREFUADLdXSycBxLTzgEdJWX0NVGFkHMwhWgYnmtJAwz8H7tldJsOv7aPQCOM\n", + "un5ip93Al0ufJ79/enxqPv2zE3JNWBeEbIeo3ZsAux8Xn6EjnG8j8ODXeBUEbBFWZMscNiMENlAw\n", + "7m36frMRs7RDW8MCq+ndw0LqYItRJuJltDJN+HFBOib2NjmCosG9QJBJJdhSGOapJ89zLrufvAq+\n", + "X/TJXR7LEXDKMrr5TA9a7DeboJvOCDxqJMSpMO8DV0pd17Hs5v49ohxy6G5IRcZbSmVVfq842FAY\n", + "4kUNQ19FpTJC0ImHX3foFripKO9xJIDXs+E01rFlvlv9lhgPHYJb+0QcFrKDVNDZMLceNJJjwDsW\n", + "oczNzYHf/u3fHuozkHIvFDbwQUYwHtEyABeRHvdsVP6zAyZZtxsesN6dS/R8S5vkIg73yA56HsCk\n", + "lYnXlKql20ruv4ePsxSmvnVEh/170Qks4O/3+r2h19BtbCrudORiOXBRzHjP02sN6WsQTW01+7nV\n", + "hLfUegwbObQGbM/O69AXt5HeoxQHsKH34tf5oDvWNgc5aIoj1ZFDDDipPw9s4ZIIU6kXVX6kaSas\n", + "Xf++iPOZKCBOR65Rve9CNCPUhTFzqIIOynt1+T0d8ebc8wCy30iwY5lUiR+CgPfwYePfAznzfATc\n", + "KP6B//h1xxnWeXjNqMiHt7k7fGQNLwNMc4IcPH7np7dssbJNrkAOy1wuL/NtqmPYBdxUR46Inb+z\n", + "IWYGBAJeOHlQv6XpaTbgfcTImCmMCP3MzBh/jQHvJpLSAydG8jkpD3oaAhWLfQHrgneNOmBNQ+Vh\n", + "GmUY3b8hV44cUuKK/AO7RW3aYfKzoi2jgx4ZdAJgYqFXWEXRCthAvbcO5e2InxjvBmYalqZ8yAMC\n", + "jIXqwtCbCkUrETBbBGTB+NQUCXjfMmeEU0J+82x1+/12J4wyk5p27WnRJFrEHMJAR/NgDmTr7mBo\n", + "wiyH8AqG1gUEB/3tsbKX40rV9YuYRQiha/QZvHtIx6QhfdafbRU+EywDYGEP6IzufIH9OxFGs10q\n", + "aqzV1vRWLoBeyw5fF83bEw5ngKf/XYbDxJv8hcPLqwpeeaY157ER5Du9v77tk85nhQXTokwcVdKA\n", + "H7lgndQ/cB0Ie1Py11/QiXAc32x2Xc4fdP66GLDMRD3worEaajjZh3mzZAM65LffxmcQwZvXC4Mo\n", + "GMsY8G5q2X3kR1KeL4+zFdGyyABeCDqQcrTYFzSt9MAhw6pMYde9au4qzNl0Lrks4N2xg6UZvSk3\n", + "mmuxol06GxaAWCos5AZ416IeojRUrfCpAP+za4G4p4iATKTX8TwaoNNTh9XR8S3uyO3ggsQ+A5zM\n", + "SobaZW1Qoi6vuKHzdpFopghiDvEzMQPdD4yuq00L3HgaA+wGpodMOcqCUQR4pZp9KGWDM4sst+zy\n", + "n14i5nnBSxH31LZb2Qh0Rt/0HmxMeIzPNkCXXeAAOp727jwURXRqkk25PSzbQI8411+/S1kHinLi\n", + "5VUpmRw/3pxYFwPeT36SszVMNgR8iyCwTZc04EcOn98Ds1UOR8ZjozJSTY2EucdgGJfzGTCJs+1M\n", + "Wfrc1jo1vVyIV+PdHQSskjzPgJeuoeAA3r0MuzHLcM5xwEv7PJHmius0xLGMAe9ZEVE0kBVp5QHe\n", + "E4y6Wx4tEwK8tLBmmOOGtFo0DvUNb1bAr2/dKv2Md4BDI3lX9FS6ZsgMCHA6uGltOvLInGQ0YlnJ\n", + "ctPBLElqhmC/RG0f8Ty37B7JI8kCp+oQlGjIKUuaXfW8TR0OBka7XosShk4w5UJfbmwK1zD8ufTZ\n", + "HgKHO8DoCLcusScJMBC0QUUrl5IHWyxHGI4BfviQYx3cykagE8nTZZbOMPeQVKS1Kr+nI5y9qS+r\n", + "WWoFU9A82ap2LH5WeCDSDMCTDQ2RKWLQuKHBGfRgjCzw7iSj5mD86ML1p48yXYpy803rY0erSs14\n", + "3xDVcsoGIRZWsinpc6vr16/fDpoRtocO63npkjy5l5djG1tNju87SGCC665z/kxIc5S8ONtBtQvC\n", + "ynjwxBjwbgKx6j0Ho/fAZLv7vcrnPxUGn7zQnLikuh8kgx6F8mbdwIdbe7ypuHVnvu9uGGCTC12D\n", + "u2/7PvEGH3BGybKiEUPSNOGyLRMGh7dsMYAGVWaRUYKu0Q4HMKAIz+kIzDDAiSVudho1RU4020LA\n", + "O+3OSuTeMIXTo1ENfMGmD0Ad8uY0lTlEeSjCicB/qbR5dBKLh3ci6H7OXdPpRzlnWgO8oW94b/6T\n", + "cSIXs4ZebUzxa2l7KEvVH74UCW8yxVPQerQQxzz4+GLt4O54sZjOUtjawHKOGQwfTL7rShjEPU5h\n", + "1Hl2OYccHmW8pIGO4BYVUidD8dK3wTUFKpbyv/BCvgM04b35JR73cd4Z2Uv6lbFKeGCWtQzcWUNG\n", + "NaxmLGPAuzHScD+IMhiQl5b3LK2cQ5Gx5MLtPmqkIODlsAfANJ4emWYU7TnmpTN4Q2c5USbY5GJx\n", + "tkJkqL1MnCKI6cGbY0+TYYnwG0bEL9C3UoID1wlqPYvROBmBwCMSHCxGs3mIaIPY6MypvFnX+tLz\n", + "z9JZwUL9eLkJcyTnCh8Qn6mWhGOLRyFuxgutNW7ze9ttYKIWSyPbS9LLvSIxKUx1ASmsXOxX+c7U\n", + "TTet7zok4vyUc80EXgcOiD/DipD6ENgciuubTDhIOAlu5QssTGs1M+bzUo6Gymp8ayqg6JGmUJ+k\n", + "JhgHKXKow0FSJ+vPERhhJoc2kiM44F7KgK3zzuhPgfEn/PZ4TdC6Q3HoEN8+8Q612b8RGUOzMeB9\n", + "NggxshCdFYoxoXheiglOZMCyH8D7kl8cbVMATOPxItMy89JFytNSMPCFHBkukolHJaZfQiqul798\n", + "/fYA3rTmSp1UHdGQAkZNHEvn/s5rTV0/kJvc1I/6jIpzWEK8DtRQgb+sijpVHAmwxIUXzR5Eh5ue\n", + "5qWJlU51yzroCLhYdbmQpYGVixVsLQfPqyDkzSu7ybfSfL0SzYL9u/YL78WNa7ZdcG91z3DqPWHp\n", + "BV6LPGlOI0RlIH6inDMm7YAQMELFbzoarQJbH/gCSIwa7DmJ+tviiBOZmcYa30iusxARWo4CgOtb\n", + "NuudXYgfSNB8++18ykPeoa4YzlMeRMBYxoD3WSVWQKDv7h3LHjTXg8ggmO9HwlJOKLxfi2j8YX5k\n", + "VaaZRSjQcHDQPYyIEsZSUxx4oxUP1LMmQOFGZpjIz3oFNozFGe19yVJ3LaptMXWduXmLwB+Yc4vE\n", + "IYF2ZqhoO2cfDRjgZM+e4d4tJMX3IsKpZH6ls+rr1yIzBrGrVZcs0bSFzg8X1wrAE6/sJiSIVE6n\n", + "p8HhfYeHej3x6Zzr8JV0RC4AsCWgOoCRSBQBiJlhgeVqzQEALT1F1Qt7jfDqYtbwsgKoogxSPGj3\n", + "ljgcdskwP97gN5cashxCIhKE+hWWu12QwtZtJjPjCkJhBH9om2YKXZo2ljHgHQtSOoIzhqdS3KK/\n", + "sz6bk9D5R4eUoNUU8YYGh9xWsECUg+6hgiWM5eQkk+PUAXBy7kaM4N6lrXgr5/kxZNJ8KMIA18/N\n", + "odnrgzeSbgiSoe6ywbbg/k1SSEUyEkyLzNQnhKvxaDtydtyaoaw94cFL9AJ4Wc2kq0l7/2SxCXQ8\n", + "Z4o3UplOndMinFbY8xdxR06vl9T0KOo2dX0hyRLDe19QGpJDJpIzOTAqyYI+09HnUbMhwCtNDdd2\n", + "Rru72QIT8MaB/7ArC/CKShqyQbu3BJVkWZHhP/1TqWvi5zeoOTJ3vIjsxxDZEMd5kjjjiJEGUh/G\n", + "At511lVmJGXY6gq3QVM8XK0GTe9/LGPA+2wVkWHDlapb9BcfdBB2aVxhAWfWIT3kk7QBgvjjv7Dv\n", + "7L/MnLuhI9g2qPGrB97o3VDOSnS8I2eEWD8OD69khpkNeGXz4moT7IrHN+2Z0J0dzeqwKKAskEtF\n", + "/WWF1x8Ko12w85q4D5dmUryjOrjdm8MJz7Zo+pvIEQYtA2jDSP6uu2ve9ywGYnmANpcb3ZmDMpWa\n", + "kvODI/xyh26EX6MPadzuTO0X6kXhkdjKrlXJhknziWp53QIMuMPOai7UI8WwIZhRY63GUxzwTer1\n", + "XL8m1OszyiJTJ8iwdIxinDCxZRMp8N43kSObcVpNuI9+8LoX2n5A0X6/B1Jnp1P0qlzurFwHMWXO\n", + "RMi1X9K+HnpmEYxlDHg3jZSDqZFu+mGE120tipJIOsu63O5zlDgE8Q98CEPL7aWzsjaeo9xUA4ps\n", + "RFLio9ylwl67odJqk5NyP9etgH2MDg8eXi6E1aG5bPvZzGjWGIFcQTEuihyxeJkvvpizZ0EB/PAm\n", + "//VEygbQZ0LAu+OW4RwXItqLvVPa9sP/Z2aYfICEqMKPvrnpLsdam5HjoxomurHgLIXYpgFtbrS1\n", + "ZYOLAYevd3oLWQee9LHQrOZCXXdzGoJ7qZwvwEvr9TCkXWMopknTbkQkRtC7NQy7nUUvwYqv3fwW\n", + "pj61OOjXWa6Ee/nukuztUhuRkcFgfA0PuKQTZKYl0O+AQCAAxjIGvM86wIsadofhnOV56ixqn9rW\n", + "gqcZ9SRaGbLGdKB6a8oZgRxidBfBe+DVlXppFuwknAZp1/aUJ8DKuw88zQebImoHPNxYaLh14tmt\n", + "0qDri14Hfxc44IXR1MX95HMJu9/VgK/rsjhdYUkDb61l/QVLmFNaRifcPdm0z7fe0GeymUARpWMR\n", + "qOO+a8EhhQae5yjDSPxBD3xtU3EjSg/Li5YV0hESRXhZR8utRhruBVYtMX27PJ7gXSlSl6K0Pl7X\n", + "mguNtgafB3iLqdF5VXCpd17uDlTxLAS3FGZYcmrGWvqxFx3MlrrZVdbZ0vWGJE+6I17A2v+Mr8E9\n", + "zzMRSms8eGIMeM8B4aUFZUBUIVEY+f30eRywHmbUEzICFgEaTA1dA8xS4lizG0E0bhYmw3vgRXG9\n", + "NAuyAC9aR/Rc0BlBIIAVeXaNJmubBwLe5Vs93NjsrIzOFTpLvgxVyR284wKjqa1PHpEHvEujG8E5\n", + "bGMoF9fRIR+PFpv1udz7VCPOa/F+uG5HKNulIvmu1ebwL1QDgLBW0w+XOIx21XtO55zHIhC5cG7d\n", + "dDgP8Oa1c4I7z6gUAT/T+N5NtRXPdgLfm7DXrh9BfMMdcF79Bvu9JEd7Dq6/3tvvzIyinluUmQkN\n", + "x3QS3GJ/9mRC7L361gEjODOjyO6OZQx4z47UnJFDnud7FplXXEW2li0WOzv3MxUZHSULGm1LN7tZ\n", + "hmrEERj4cW6duDBliUCA7Ltfj83Ds1Guwwc8vo9zSSD90CGZaRlezgcNeCnDvr90cGTnbjIvv59e\n", + "f629AWie6vwonJ5NMoljEfoXtdHfy0QoSDjPqBSBB5DREBzCH4ER8LvvZtuJur1PYPbhhz+EvbPm\n", + "c3RWwYvLH7f1HK5HPAIvfDtamZch025ujZdMEUSDhw3+FArru8cWqgt6Odibo8Pts0htTEc2Brzn\n", + "ivR9GgnVe23Oni0SLeVluaiHLD2SrP3yBZg6KbAvxTf8npWnwMhAYY6T5BYjygu0E1aTn0/g5EWg\n", + "cZ0vz3PTdLyOcVnHzHXLJ4avR5G9RyCJJz0Jtd4wIudr1KjbvqCb7LTrIiN+ePeQDgwGTl7y/KL0\n", + "r/3u72LgzZxEiCKNl89e7vr7c2fJA85KcOeKpKVtrwPX8e+11Wt51i93+mBMiQJnrboeAZcoCYKA\n", + "99gxAHjzRIr4tEIJSjnO9rEzL1QNz+ys9zMtarzEqeFksHUSa0ocdpCLvHKT10u6/n34EPiz6eFq\n", + "ihOhMSQbA95NLte9I+VLAVpCD56QsFl+Pd7mpLMhqR8drVcpmxK/fhLTdI0COFTkG36R8iRwMwX8\n", + "pG4FhSFFxYh+ROLibuvoxlebjWV1wMv7HNlmPb8pyX5++NDJsHy0QwHedU61IDw9Wa06ruu3Rt/B\n", + "3uIzfDW7fY+jaQs5PtfvuR6cLbG6/k/exfx+JRV29bi70ZSeWXHwdJsiKhOC6XJZ/YJEZiQyLQGv\n", + "5rZjN/DBhBAEvPXCDqZ6yUCn8e71A4JumRqvZWgqxv0uU+aLR82HGeQitE00R7lEuR66L/3vr98+\n", + "9HtG9b+Jcb3uGPBuVvnTzxZ8KUBa5s0zHVnHrIYadUZfO8X8hry3P9o2+jwTzccpFWRl8Ruudw4M\n", + "jwxwBKbWh2GHYBouF85iAixUhi9tSKnOzzg4bKqbQTw9D+bWZX08NQby8PSsvzp3XpOjKOuZiXho\n", + "EtI8BVTmgxoHR1o/77Vx7/HbgCIa3iFwytrpgp5ZcfB0U+9rkExJD1/xKzwnM+OVjKRu8/xCBpGj\n", + "RwFXt+mA9xZv0UUW+LPW32uduUejpWKZIUViYAuvTMSrCLOP5tQ7XERZx6Hui6MDJ4xEC8grYTCW\n", + "MeB9TohFLr5JauDWS2BkDwdYo6A6zI8Ku4+ou9hvFAKCQtnUOqyXkwKJ+/Zx+WmhwYLXxMHCgTcM\n", + "H2WIDRQHwPXTxORwRhiR2cabXz/ytUCNgZ4J53GQ6xIe41UGOMCnBAjZGvFnKBHgnYpsbA3hRGhm\n", + "9GuIRcTViYLr8BW9xEZtgn0Rf8CYV6LD9SUOHdKBmMMRxIaIoJKGZtb8mQHmuNao67Xk+FpZ4M8C\n", + "ruvs8PeT9l4uRt0dQhgYuGH3weH1kcihgwaIIpj/yGWjzQBZfjrHeUO6YGtyDHjHgPc5Iha5+Ihq\n", + "5IahN1sXQGfeD0wl4gArm/XxYRQSofVZsK+CO8ChjXlOGEH58XHXd0GnYPGmNpkgAWyY4JLBw+g1\n", + "VOLQgFHKHN9e0BCgayJDOKrosleAS2972ejRyod/d8P2tNWoGOxJgVzWOjqAE11X7RGEDDM/JKVs\n", + "bEp1yFJ6hxT7cVefodUyfRUYoe1WwKHEmbOjV2+/XX/fjnPSzhBLXy5rtiFsHo72EoiBHBvwarKa\n", + "mPR93s6KjfNIRwAj95+/4YjDTnh1RIW6BALe229f1+d2q6BC+3N6YlzSMAa8zxEZRWc73lAClQUy\n", + "IO1cesMN0GRi8qy9y35QAe8Fo1NiXt6DDhzfd8hVkbO4QEdmqOBm4ijxoWjJ1jH7QH+0MCqzaL+E\n", + "fMicUAWFU/wcUFvgwu4TI79nq1GRFRX0iShQA5mXigi8HhoBg7KHkaTI2Zmko3/wJrwqAR97BBn8\n", + "UZdWJ4NRI5Ja4IMfr8vEq5sflkJLhMdONu00GAK8cFnoKp+eIu/tTE1xFoKz3qyae5xqUQrwptLg\n", + "7l3+3kN4wr+jEToLwxu49nsII3r9zqvHwGgMeDeX1ALJkSBDGQPntWkNGZBenEqlCGYE4wcX/f56\n", + "cAPzjO5mlI2kk9vIqJvU9CCZ32MueGEk5yYRDNgTqqjwNCzbhFt9RzIHHn/te0a7Lrj9beVG7hx4\n", + "WXYu48Vd4mJ2FK3k7jFNGdT+8gjXqfbvkVHAdB0qifTeCEb0bj34vmlAqOsyzQnjTnTzeAbPqDmm\n", + "TiKqfDor2np51BUBhWwiFpBSswC9TFYK97symrNxyyv8RkwmfZ/R2SH5gmVss+Nn3Lw4lIXTJB1l\n", + "78nb3vzno097jAHvWIaR5eYFZw0RjTKd5uVw4/QwB3Y5D+ChIai4EMAeJbBLdMPDa7BNAFihrpsU\n", + "OAK4I4I4MIVUS4e8lXn4ra+WKlMRDUcYISj1nK2U5DOd9JmwgA0vIiDkZ0oXa/yu/jm3XTS0A43Z\n", + "5XUDiH5lI9Ly0mdec8KYWRyPLxQNn2A6Wrj0O6CS9aiHB+q6NBGznE5dLyjagh3fb+zZ6JBKZh3P\n", + "qCgINNTF8Q2LZeG2pyP8xf+DPxiDrDHg3UTScWqguY3UxIxok69BBxy5dZ9TiQ/DYeoXe+ocpyiV\n", + "TUlEVfxpMFgctn//0O8Id8onfUSuUY2va+0X5gAhDkwh1dKIatVGwcO7WSUVUEf/odiGgIBXVM7C\n", + "A7yr2ehQwFUkIn3lucRRktd6FCUArLS8LCUfF6B11pfNQVRupEsz73DacCIBqZLuTRQVxPdPOKgB\n", + "uwcO6/+2aDjXEfBuCntMeHnP7ob0MeAdi0CxKcNTNbGk7Qyv5UpzIzcMGy2QvN1KZY9SDh+29RPF\n", + "KMF95UXyXQ4buBymxvdsSH9ickOv79ueC2oUkeydmPEGLngGDf9lxoaQuBVCwsn0uXEwR81rDbzV\n", + "iqLyjhdf8jpf15JiP/HgdCT6HsOD1Jho+NgWNVl7SfB7TdBLZ0ajgEYB6sciLcM0mo5lDHjPDamQ\n", + "9U/r6ej2MimuYRgLZawxoRkleDJQNuZdSkXJJKMbw9a5eQKsQ9Y2QnvumTIMgVAXMIBHWGVoSYkM\n", + "Bf6uXQpTebfCW4d0hA948/G8b+OJA0lY37rRTA3lsDO9K8tggst/ufpmfyrAJ8dqksOF7BnwriqO\n", + "42vVwQ4E2YduBageSH/XNdjISdvBre07gTYEiKbPFJfdZoPEF1PRWMaA96zJBz84fNTCNKZoupGF\n", + "tcbe8aYBvJtdpOogqbwvL2qpmJ3M69XUQwBWyolglTTuMMHj2c7Oem2eHPVx5XWUs+p0LVAVTjCN\n", + "p8y7w4EkZDCY3IDm0Xi14gC8K9nRcgO7DV8hAgEbWRLQDTiw4/y8+T9HR3dfG5Hlh1vr8CcNsJkM\n", + "p6SeB9HGDdN3sd4sDb6cb1z3KjYw31cblz2MAe9mkxEUkiPg8UfX/JGUdwxlZ37ns+5VjsuazgKI\n", + "q1SsSJ5b1LK0AUMIRCWNeBS01e8P1SApI2cz0s0EIqbDQasBPIorMuhNJcV8d5v5/fQ1i0/zZnfC\n", + "QbGH5hHR8Yav0DKTmeG+OC+ZCd9ZDCoiTDhUXxUvaKPgXZmezUwf7kxPRAuuz4MA77BNk151mlvc\n", + "YxQNl7hTirIyu7R//N/h3WAsY8A7FiCuuxXVuKnJOLhz7+Z8plFEGjY6JRTe5ANyYIPf0JPONsNe\n", + "0QzmMA2SUsZuVCFbn2EfZJzp2wgH+ZvsZcWd1vmvhNe3614ZQbSMZhIJZkoO3myrtCDls0FyHTxp\n", + "UXkTnSb3XYNPRfjobcTF/61FEE9737simwKvPcpgtx9nehRzIaKwVMcDw5Eb4PXdcMngtYa+Fb7F\n", + "kT95cBwJGgPesQiUsQDQdCey4MY3b+7799RJS3G4jhRw+ogonW3AjYzUZm08PJtVOfjUOq9E+Mzl\n", + "36Tey0R8wvf5N4BUbdM8C80kct6U88z5raXdbOJVndCzU/SzpAwsTmVRabgaGX30HQKyUfAJO84t\n", + "o2lz1GcPAUn4uWeDS15KMTKyByxH4NkQoBgD3meZ7C+NQBEwxr+OEhT5lU3Nd01xuPYjNlge2jNO\n", + "bX7KLZSGHDYdiaenR1nndhZpjglGCz/NTax34pVBIQRGR1bLM/rd6Sn2OZUFI+tFqDsC8Thxdl1k\n", + "lGnqYYQe7T0DSUPUgCunMpTWRFH6Ol7iC+vBGMNq2hx1wyRyNs5GI+Ywc3TwUo9CAYxlDHg3pxze\n", + "7V8RWArHFzu+PCgaxrNfbxkWVCNj35mY8uYZ79gx3rwUyMXBLxcbmc5A8bxnLw9vNhSSIXMgsSRg\n", + "cKtq72r2la/0fP0kxzhnEhNMr4IGI1zwKJEbPhsNi2dNPHpdw/IC45mGUQoLmDKd+m4FTEy4O/Po\n", + "zG+ajLmsd6ndcO2Av/ebOwspJ8ccHZ8N0Klnr2odA95zHjCE3IGE4Pyuj5Tn5H92oG7o+xsWVG9m\n", + "rtpRCSr1YDVvrFfal8uNb4YxlKn1D0NsFPgaWVpVe1ehP/7j0QHxWFZK+eTz/q+xEQ2LDmlOeNqn\n", + "/r45OlmoLhjLPQLubNaURJadYDr1agv03BCv9nszG9yUydQpMoYA6kGfBiO3EcxHuWdHSc4Y8I7F\n", + "NYiwXkpllFEEqKAP7LzyOeWICGWdajhGNeUHfgwNQh0g6FzwUjY5+NpolgbefhnFZLJzYl26yaH1\n", + "79kUv4MqWAJrm+k6dC8RPzXuUhuyZ885rde9lhrpan0EkaWzWWYgOahwLF7wwPgViOXMmTPgr/7q\n", + "r0Cr1dL/XHHFFeC6667beGd4hBO4IHi+9dpbwZcefFDqZ58NjshmAHKbQSC11x0nT57Tz7AeARRo\n", + "HNebs1Ma+M6R/19MFjfFfW32sgc963EWa5Xh9ViRWd86nqpDp8EWV7f1O+5nYoMBr+5Mtttn1d8e\n", + "RfPX2SwzWIdBhWPAO34FYkmn0+Dd73432Lp1KxgMBuA3fuM3wLXXXgsSZ6O7YoNSIaKellF0uJ5r\n", + "oNmLDKIbE33zW6cNqb3OdcC7HswYm6EzWm+wubsEwFXk1yNKBIxFYl/ArMc69ESIAC/NOoGLAkbr\n", + "QHGzV50VENjp4ulv8P7eLM7kWMaAdyy4cYlEdLCLJBgMgjBW2/fZz34W/PVf/7X+72uuAeC1rwXg\n", + "Xe96F3jnO98pfQ1upnuDAC+3bnNUkQsBaN5UnIM+8mZqYWpDbnWUtGQQaL1/27bx4d9g0WuIb9GA\n", + "CTWPppgoPmfewf/f3r2HaFX1ewBfc1EnG+dV0y46amkXsqtdwDIMMk0Rxzr0RwRe/vDgqehCllL9\n", + "0YHgBFkSFR3MbigahUlWoJFDBAmGlVnZhQresotwrJSGNG9zWrv0nXl7Hp3Lc9nPfj4feMh5piln\n", + "rWfv/d1rr/VbB2sLH4ySzVfKsCJoSEjRnNlzzgl79qTzHJqqgFTihBTPvf/1V97omC0QeAtq48aN\n", + "obW1tdN7cSR3/PjxR75etWpVmDZtWqfAG4NtfMUtH087LYT29u7/v0uZ8Qq5d3gxzmWpqjnY3SX6\n", + "GTl7x6C1eMwYJ4VuHAdRyQp+dHGeTk8fQqXlprOtrm949sqmrndAV/srbr6S8ZpP7bFIb76Tc3z/\n", + "1FPDcbt2lfccWsIw3NP7m2MdaoefrBWqtHU89/7vmWd2yhYdTY4jagi8vTVhwoTklc/KlStDv379\n", + "wowZMzRWivNguXdaS7UyrOyphlqSJf8du3jj0tMqDeW86Yy7RR/OQDv79A//0zLoXzM68j3xUrC6\n", + "m7uIAAANvUlEQVS0s9//Lxw8YVD+k3NaTtolvIAU6yNy+MlaiktbI/B24065vT1ZtDZ69OhU3F3F\n", + "lcCFXBiRNYf3Ii90eEi7shXLP8YoTSGeHMdSQrbXTGHQ79On4P0y/B8nJxkolt77+wchT+Dt4dbN\n", + "FX/xznfqKnOJyWpUiG2PEXjLbu3atWHDhg1h5MiRYf369cl7M2fODBMnTixPh9XWH3VhREc3/sfA\n", + "0LcIBdAzpbk5E79G2UpVlWCUJgbeat1eM83TH+N8w0L3y+HPcQy8F10Uws9d/QxWgGQfkQJm0aOd\n", + "urq7iHVuia8TpdjxLD0HSqP6YgJvZYglyIpdhqxYg4wrn4kjIuqaQKUq59PnctYhjiNmLS0hPP9h\n", + "6QJv2762ov5OQ+Nawx3FbbekzGDo/iLWUm/cc0KhNnWpBFlbC1LBbDxR7DuKLpRfycggI+HPKRXF\n", + "upnP9Qi5WNuYQhpKR/1z1z+PvdA21kzu7qBBjpNupUwXmzo1//dimUG6rpCLuBF4q15z2rZvpKji\n", + "orl8N/O9nfOY6xFyITcgqdhg5jlVTqUoFZ6Ok2xzkl+7daOZ40NzrDq6abFokc82CLwZPJHTPeXa\n", + "+KGngbXcdu7f7zCpNF1cpNVvTJU0zF9TGjw1pkvn4QxvfITAW7kMXXXbwaFW83frI1ZTk8z7I4M3\n", + "f3VVcv444YTcn+3a7P7+1kB1Ta5Sw/GpWFemgeVq4zLtBYXAC/RWrIBQrHl/Lsr/Ekf3i1JaTSPn\n", + "HeIv5O6DaVOI0ew0T7cr5PGSqz5uV6aB5Wpjdd4FXnqpkspIWiR1DIrgF/SinJmPRZ8+xZnOopFL\n", + "u1VlLwyt65uqv085FyWe2tBQkuNFfVwEXnp+4U75Iqmmpm7+QKFrJDaaH1atzEAqg3jsNjRUxF+1\n", + "X43LbdbEhY4IvFAZgVeNRAokbYvnKuneK5YEy6fvnn35f7AKj1331OnxjwZzHAReUituQWtKQhUn\n", + "MnM+K1s3+i/PWq5Uips+5KuBW3vwUO6JmCU4V6aRWVMg8NIFcevOck9JKGVZmFGj9PkR8Zm70ezK\n", + "ltH+O1oN3L2NDWWZiFm27boBgbcSdWW1ad5HoQ3ZPOHGecAAR5O1XbCOP16fgsCbhRA3JPfTxq6s\n", + "Nv0jE+d20kml+/tX097mVMWxV7Kb2kYzRTi2QYO0gesNAm8GxIteJT9tLFqdUMj4sWfdI3T/egMC\n", + "L2WTtm1vgZ7LyowopZ8AgReAnHr7wCYto3ACL8WgWpHASwVemAAKLc6znFrBNV/TWlaMdOhJtaIG\n", + "hTsEXnrHQaQxIY0WVXBBlbxlxcq0wrBQ6yTU4S3jTZR7KIEXnJH+cuqp+gDSrEwrDLtSsadLwbnC\n", + "d1rL0uJoTxEEXoCqE/f1SIW9ewv2n2puataxGVWu0mBZWhxtcxKBl4KdkTy7gkqRmp2bd+z482Jc\n", + "gGtxfW29jq0wXV2MpRQlAi/pybWV/uwKqkwq6vEOHBieDvPMN6zWz2A3FmMpRYnAS0nJtUAhA+9/\n", + "hmXaAUDgBQBA4AUAAIEXAAAEXo5i3rzq+n1t5wglOM4cZpmza1f1XS9A4M2QZVW2tqQn2zn2hn0g\n", + "qEapqBZRIN0tjda2ry2TfTpwYPVdL0DgBaAqDG8a3q1//8ChA2HeRYZCKcLN17/dezX2bfTUUuCl\n", + "IAxPVhbPkaHsBjYMDMtaDIVSeM3/tvHgkP5DSv7UEoEXyu85Jz4oFNu2AgIv5GKEFTLjpMaTNAIg\n", + "8MLfGGGFgqrmOYpxagSQHfWa4Oi2b98ennnmmeTPv//+exg7dmyYNWuWhgEyr5rnKAq8IPBWlaFD\n", + "h4YFCxaEAQMGJF/fcccdYfr06WHw4MEaBwBA4K18DQ0NyevgwYPhiy++CLW1taGpqenI91esWBGW\n", + "L1/e6Wdmz55tFBgA6JFc2QKBtyA2btwYWltbO703ZcqUMH78+LBly5bw0ksvhd27d4err7461Hco\n", + "xheDrXALABRKrmwxefJkDSPw9t6ECROSVy7jxo1LXtEjjzwSNm/eHC699NLi/oVUHAAAKAhVGo4h\n", + "LlTr6NChQ51GeItGxQEAgIIwwnsM77zzTnjjjTeOzOONVRoOj/YCACDwVrxJkyYlLwAAKpMpDQCk\n", + "VqwFDOXU1hbCvHnaQeAFgCKJu71BWT+Df3wEly3TDgIvAAAIvFAezc0qvAGAwAsZFivIqfAGAAIv\n", + "AAAIvAAAIPACAIDACwAAAi8AVcyGE4DAC0Cm2XACEHgBAEDgBQAAgReAFKuvrdcIgMALQHY1NzWX\n", + "9P+398BejQ4CLwBk1462HRoBBF4AABB4AaAiDWwYGOZdNE9DgMALANkNvMtalmkIEHgBAEDgBQAA\n", + "gRcAAAReAAAQeAEAQOAFAEDgBQAAgRcAiqqxb2OYe+FcDQEIvABk05D+Q8Jz1z6nIQCBFwAABF7o\n", + "YMWKFRpBf6G/0F8IvJBdy5cv1wj6C/2F/kLgBQAAgbfqPP7442Hx4sUaAgBA4M2eTZs2hb1792oI\n", + "AIAKVNP+B82Q3y+//BIeeuihcNNNN4UXX3wx3H333Ue+d9ddd4WtW7dqJACg6GbPnh1mzZqlIXqg\n", + "XhP8aePGjaG1tbXTe1OmTAlvvvlmuPnmm0NdXd3ffubhhx/WcAAAAm9lmDBhQvLq6JVXXgmXXHJJ\n", + "GDFiRPjhhx80EgCAwJst33//ffjmm2/CW2+9Ffbt2xd+/PHHZPHarbfeqnEAAATeynfLLbcc+XMc\n", + "4V25cqWwCwBQYVRp6KJhw4Z1WrAGAEBlMMLbQy+//HLYvHlz8ucrr7wyTJs2TaOkwE8//RSeeuqp\n", + "pIxcfF122WXh2muvzdtf+jE94nSh2GfxxlJ/pf8Y279/f+jXr19YtGiR/kqpWIQp9tWOHTuSP598\n", + "8slh/vz5Yc2aNforRdra2sKjjz4a+vfvH+68886j5gzHmsBbUt9991344IMPwoMPPph8fe+994aL\n", + "L744nHjiiRqnzAYMGBDmzJmTjMjHE3wsJ3fOOefk7K84L1s/pkPHWtf5ji/9VX6HDh1K2j3elJx+\n", + "+un6K+W+/fbbpLTm/fffn3z9wAMPJKFIf6XLE088kQzOdCxzmuu4itc1fddzdf/9B83QPbGEWfzg\n", + "nXXWWaGmpia5O4ujHmPGjNE45f5A19UlofewdevWhcGDB4fm5ua/9Vcc9dCP5RcvyM8++2yYO3du\n", + "2LZtW/Jern7RX+UX+2fnzp2hpaXlmOdD/VV+xx13XHj11VeT819s+/fffz8MGjTI+TBlrrjiilBb\n", + "Wxs+++yzJPjmO67ee++9cOGFF+q7HjLC2wO//vprGDp06JGvGxsbw88//6xhUmbVqlXJY53ffvst\n", + "b3/px3SMbnSsdX2040t/lVesXLN79+5km/U4pSGO+I4ePTqccsop+iuF4pSTqVOnhiVLliQh6Lbb\n", + "bkv60PFVmTkjDg7Ef+o7gbdkmpqakpNHxw9mfI/0iBU14sl+xowZYf369Xn7Sz+WV65a10c7vvRX\n", + "+QPU8OHDj1SwWb16dfj66687PVXRX+mxZcuW8PHHH4enn346eewddw2N83jjyK/+qrycEUfnnRt7\n", + "TpWGHoiPFOKcwzhHNL7efffdcP7552uYFIj9sXTp0mTu0vXXX3/U/tKP5RdHm2Kd64ULFyYX4/jI\n", + "Ls5j01/pNHbs2GTk6PCO9Hv27AlnnHGG/kqpWDv+tNNOSx5zx5uVM888MwlN+qsyc8bkyZP1XS8Y\n", + "4e2BeIcc59ncc889yYdr/PjxyfwZym/t2rVhw4YNYeTIkcnIbjRz5sy8/aUfyytXreu4IOr111/X\n", + "XykUbyQvv/zycN999yVTUGJ4uvHGG0Pfvn31VwpdddVVyer/uFgtOv7445NpDQ0NDfqrAnPGBRdc\n", + "ELZv367veqim/fCtOgAAZJApDQAACLwAACDwAgCAwAsAAAIvAAAIvAAAIPACACDwagIAAAReAAAQ\n", + "eAEAQOAFAACBFwAABF4AABB4AQAQeAEAQOAFAACBFwAABF4AABB4ATLg4MGDGgFA4AXIpvb29nDN\n", + "NddoCACBFyBbrrvuuuSfNTU1YcOGDRoEIAXqNQFAYSxdujS8/fbbYe7cueG8884LK1asCB9++GH4\n", + "5JNPwuLFi0OfPn3CV199FebMmRM+//zz8OmnnybvrV69OtTW1obHHnsstLa2hrq6ujBq1KiwZMmS\n", + "JDgD0DtGeAEKZP78+WHkyJHh+eefDwsWLOj0vY8++igsW7YsGfVduHBhuP3228Nrr70WGhoakuC7\n", + "devWsGnTprB27dqwZs2aZP7vunXrNCpAARjhBSiBs88+Oxmtra+vD8OGDUte0eDBg0NbW1v48ssv\n", + "w7Zt28INN9xw5GfiqC8AAi9Aqhw4cCDn+x3Da65pCueee24YMWJEeOGFF458Py58A0DgBUiVlpaW\n", + "MHHixDBp0qRu/dy4cePC9OnTw+TJk5NpDvv37w9PPvlkGDNmjEYF6KWadkMIAABkmAliAAAIvAAA\n", + "IPACAIDACwAAAi8AAAi8AAAg8AIAIPBqAgAABF4AABB4AQBA4AUAAIEXAAAEXgAAEHgBABB4AQBA\n", + "4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQeAEAEHgB\n", + "AEDgBQAAgRcAAAReAAAQeAEAQOAFAACBFwAAgRcAAAReAAAQeAEAQOAFAICS+X+d+8Qr7MZyXgAA\n", + "AABJRU5ErkJggg==\n" + ], + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrsvQuUXUd551vnfbr79FPd\n", + "Uttu7CY2xGNILDLOQAYmNgQmzg0BJyEJEwISdybr3pCbBQmXkFlZXEsJSfAEiLTgTiAEkDFkCDiD\n", + "nFwmxjggiLIQAYIMxshBtlt2y+pWv845fd7Pu2s/zq5du6p27fPoPi39fywvZKv7nL3r8dX/++qr\n", + "ryJtAwIAAAAAAMAVShRNAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgB\n", + "AAAAAACA4AUAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPAC\n", + "AAAAAAAAwQsAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAF\n", + "AAAAAAAAghcAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMEL\n", + "AAAAAAAABC8AAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIX\n", + "AAAAAAAACF4AAAAAAADBCwAAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADBCwAAAAAAAAQv\n", + "AAAAAAAAELwAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAhe\n", + "AAAAAAAAIHgBAAAAAAAELwAAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8\n", + "AAAAAAAAQPACAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4\n", + "AQAAAAAAgOAFAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDw\n", + "AgAAAAAAAMELAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDg\n", + "BQAAAAAAAIIXAAAAAABA8AIAAAAAAADBCwAAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADB\n", + "CwAAAAAAAAQvAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACC\n", + "FwAAAAAAAAheAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAE\n", + "LwAAAAAAABC8PfGBD3yA/Omf/ikaAgAAAABgjxFHEwRz5swZUqlUfP/9vvvuI5/4xCfQQAAAAAAY\n", + "OG9605vIG9/4RjQEBG//2draIg888AD5jd/4DfLXf/3Xvr//4he/iEbaQ1AnBcYC/QXQXwD9hf66\n", + "ukBKQwAf/OAHyVve8hYSj/t9A0R39x7oM/QXQH8B9Bf6C4IXMJw8eZLcdttt5DnPeQ4aAwAAAABg\n", + "j4KUBgUXL14kFy5cIF/+8pdJrVYjly5dMg+v/dZv/RYaBwAAAAAAgnfv85u/+ZudPz/77LPkU5/6\n", + "FMQuAAAAAMAeAykNmlx77bXkHe94Bxpij0NPuAL0F0B/AfQXgOAF4IoFJ1zRXwD9BdBfAIIXAAAA\n", + "AAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAAQvAAAA\n", + "AAAAELwAAAAAAABA8AIAAAAAAADBCwAAAFzRHD2KNgAAghcAAAC4gjlyBG0AAAQvAAAAAAAAELwA\n", + "AAAAAABA8AIAAAAAAADBCwAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAAAAAAIHgB\n", + "AAAAAACA4AUAAAAAAACCFwAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAAAAAAQPAC\n", + "AAAAAAAAwQsAAAAAAAAELwAAAAAAgOAFAAAAhoCjS0tXxHusrKAvAdhN4mgCNc888wz56Ec/av65\n", + "Wq2SW265hbzxjW9EwwAAwA5wxBC8dy8u7vn3qFTQlwBA8A4xc3Nz5O1vfzsZHx83//1tb3sb+dmf\n", + "/VkyMzODxgEAAAAAgODd+6TTafOfZrNJHn/8cRKNRsnExETn7++77z7yiU98wvM7b3rTmxAFBgAA\n", + "AEBXiLQFgOAdON/+9rfJZz7zGZLL5cgrX/lKEo+7zUaFLcQt0OHoUULuvhvtAAAAQI1IW7zqVa9C\n", + "w0DwDpYXvehF5j+U973vfeQb3/gG+fEf/3E0DAjFkSMQvAAAAMBugCoNAdCDaiytVssT4QUAAAAA\n", + "AMMNlFsAp0+fJl/4whc6eby0SoMT7QUAAAAAABC8e56f+qmfMv8BAAAwnBw9dZTcfQfyhQAAcpDS\n", + "AAAAYE9z5NQRNAIAAIIXAAAAAABA8AIAAOgn2axViw6Aq5gr5WpoAMELQP/0QaMB4wiuLMFLa9EB\n", + "cBVDr4aG7wcgeAHgBO8RCF4AAIDvBwAELwgjIBExBTpgnIBhZr1eRyMAACB4gVzwImIKdMA4AcNM\n", + "odlEIwAAIHgBAOBqAdF4AACA4AUAgCsaROMBAACCFwjAdiAA4KoCZQEAABC8Vx/dHvjY8+vFEC56\n", + "6+sYjwDsyNxHWQAAAATvzrDXc+12ar04empAonQIF71C4QrQEqj+Ads2hM5wtpId6jbDlAEAgveK\n", + "ZVdz7ajYO358b7TTqSMYLHtM8CKP9Cq3bUM4ZYdd8MJZBQCCFwxK8B47Zv6x0W6jPQAAAIJ3V5zV\n", + "tWYt/C/R7TDkYQMIXhCG5WoVjQAAAGBXqLZb4X+JHngY0FYCotwQvADsKohEgyuKSgVtsMeAELo6\n", + "QEoWBC+40tbbZHJgn12oFfp+2AyRaCzMVxQrK2gDCCFgsLWFNgAQvGCQ6+3MzMA+e720jsNmWJjB\n", + "VcoUCV/yD07a1UuxiDYAELxXPEs9bmvya0o3i8YFbK2CfjpStdrQPyPE1Q4I3pD5lXDSdnNC7P7h\n", + "rwzBITQAwQtUi8SRLheNRgONBwZCpdUa/nnTpbgaRKoOGGIn62oRYPZCspu3bs6SdVwGAiB4wQBY\n", + "Xu7O/g84CoM6kGCYGdpUnW5uDbyCxNzAnKw9LMC66d5ub90EAIIXXHmBgB0QvKLvaLQQkQZAKXgZ\n", + "caYlXBBNu7JtdR+7F0GIXXBY0OYQvKD/7IXqB8v5ZXQUAJrs5tY0uPIEFA1CnC+X0Yg72C/IaYfg\n", + "BQNAVd+WXsepylnM7tXbOul+H8pC7TmCxuOeeQ9j3tx7784JFmClo1zN9CqgHqE3mw2IJumixvr6\n", + "OvoFQPDuqYWvD4fHuknfCyMwVDmLe1bw0v2+K7w6xW7l4zUHeEFI0HjcS4L3xIkrd2E0T9wPGfTA\n", + "IeieM/n8wD57jXSxy1hAfwII3j3F7/5Bg5w71/viiXS8/gmR3TzL4wSd+3F4b7e2tVUpMqhwcHVg\n", + "nrgfco4eOoSOCsHZq0xgwlZB8II+88UvEvLyl+/uM+yFuqk7KXh303lwgs6yw3u7qcj7cbUzLiMB\n", + "Q8HyMjly+DDagaOocJK/ub19VbUFbBUEL+g3t97b91RSrRI9Fy+SZjSq//NgODz/XVTkvsgtisTr\n", + "9RfaafhAHXIhqjSoLNoMQPCCnjh4oi9rKotWxNYwXstzc0KjNn36tPJXl3Yp93V1SCLR8PydhkA7\n", + "9OKgxAgqKcDZAX1v9n4dbE3PozEheMEw2tV+GV0qeIfOk49nyPGVbF8j0dlMhhwd4CEMAFTQdMgF\n", + "srxDRkDB+jo6IyTaDv9eO1wh22rcgdxdOgzTpNKXsb8XD7aijCAEL9BEWUaXN7qc+J1NJDzbWM6f\n", + "hyo4YQjeYyv9LQdBBe+RiYmePweloq4MBpamIrnRsO86s1vBO2QHka7m9KpicTCOlX7jV3bNKaJ6\n", + "b56s7OzYHyJwwx0E79VB+sDAHHMhXMQhE4t5vEvnz45OXsrurKBb2mOlwq6EGopCsWeslJV3/deu\n", + "hCC7Q7BXdnQHFhG6SvMex0h36u1qPkA7CF2JAP6Q2lwESiB49yIbGxvkT/7kT8jdd99N3vnOd5KT\n", + "J0/u6fdZRcWGKwZd8SAUe8ZKmX73e0IJQceIs4J3z6b5SpR6pRHSIdsDtxgOgr1Qlmw3uFIuTtFx\n", + "eiHqFDa3n22DXHEI3p1ifHycHDp0yBhvR8l73vMe8uCDD5JSqbRn3wcVG64cdrovr6gbgyRKfaUQ\n", + "ctsVt/ntCBd3ybEIK+yGPb+0X7mk0rKK/WR1FQPfEbw4QNwX4mgCNclkklx77bWuhxCNkkQi0fn3\n", + "++67j3ziE5/w/M6b3vQm8sY3vnF3H9ze65qKxz0RueXdjEhRL/Wtb91zY4CmYSym08P9kLRt774b\n", + "E3ZIuuL229EO/RzCjQHe7ufj+HFC3vlOj7C7e3HxinB2diuXtBTpIvVHkv62nF++KuaDR1u88pWE\n", + "vOpVMBI9gghvCP7qr/6K/MzP/IxH8FJh+8UvftHzz6DF7vEzxzVc+YJQ8OosHDpVHLoyOtRLLZf3\n", + "hsjtd26z4aXfTY4ObuG5SiMAu761KkiipF0xaL+yl1xYnfbqdWu+m13YXofwamG1P+107Fh3ggzb\n", + "znLBG+1frnujdeXkzavOtHS0xUc+Qr748MPmnwEE747wqU99iqRSKfJzP/dzu/4sx77+AWb2N/o2\n", + "wUSCV3RAli6YXRudtbWrcwAZDXmEuCs6ytRI9GMpXG7ooLdWAwW15Jh8t8E/Xc0kTGehk3V6OlhY\n", + "agpeujXfrYYL2oUdhJMiyr/WSvuRVNqgbSALLgjbZQiczp2K4KLqQMixiVRCCN69QLvdJh/+8IfJ\n", + "/v37yete97rwi2JspHcvkP/o1JzfWGvWpwm7NSgSvD1dibsHjxVf1TcQ7XD0tFArDF3f72Tuck+a\n", + "ic7BPpdwGoSGo7ZyqPLBJfObCt5jZ44JAwXDuqGyU450v7/nSj/st4LD4hC8e4EHHniAPPzww+Zh\n", + "tbe//e3mP1/96lf1F8XEZO/e9Hr3P0TLkqlyeHOVXJ8slmZi/TBFeDXDV8MqeO+9d3e+d/kqrUwg\n", + "HDc7Jdxy4efp0UOHBpZnmiHdOyZHcLp/94fwkPXBXrxMIqhdsYsHwbvnuOuuu8hnP/tZ8r73va/z\n", + "z0/+5E/urNfe5dqyND9Pbhsf9wg2fmuFGpqddXV396CHpy0HGKbpupJMiAj4iRO704Y7eoBoGJ9T\n", + "Y9wsd3uuJtOQD6jACe8VMUcOH5ZfNtDjoEVZsj0IW05QIni7TWHZyejsRnaIHG5uzrDtirQPCN6r\n", + "kikyPHX0+K2VXJcB3s1unVdFhHcnPOKdyqiQBbwvXuyjdzOtv012tZxsZnnHV/7bwL+jntsK0hb9\n", + "Ebw74TDukfJH/RZXOoeAhbZJMZl3qnRqqGCI4YUF2Vjd7ufrudPo7PnN88rfiZH+2Pe/2Byig88D\n", + "njNXQ01nCN4rUfDu5EJCvUyJJeQNXrdOaC1E8Iw1/Ll8Xi5GJQ/zri+9K/QhufXJyb4154V+3A5n\n", + "f0ZfsyOS+gchZO03P4CU2WER107+5SBprq32V/BqjiMhuRy5UqGlzx070u+tb51xIrRNik7eKd8h\n", + "rAPfr6ij6BDWIyuPKH9ngfTHLjwUndLSoYEORzwz9OP+SkjzgOC9wgg8gZnK9+V7QgV3JJaQGrzZ\n", + "RIJstXZuu4U1/NkuLu1491ffTb6y9JVwkY+R3g4L9j3VY0hrdqYbfR7rZHjLBq1uVPoXdQvoT5rS\n", + "sEiWBv5OnvfJZsmVCjUboQRksRii4bi5nwknhI6ePYtF0ODM8pm+CfPQ84BL0dByOPaA4O28H83H\n", + "BxC8w0DQCcxMckVrkgatrWxwp5eFmx5kK7aaUpe4LxFNjs6rbm76/1LjYN+nH/30jvbpjuc2XyFj\n", + "fZj5waWV/kXd7DkSW11T/bVwXPVzm5K+j0rnLu1SW8uCnzuW/x2ksBQDIazgPZKFraCcXemz8A+R\n", + "CD/sByGbPY57Mx8fQPAOPak5Mtve7GmSOosna1epvTYXlX5dvxhyD26lEW6h6Ty7KMKrUbrt5LmT\n", + "u9aF3VRpiOa9F010+73DeF99UJT3+PGrZ3pHJBUrZAFg5zR6Px2qzhAJMVYGLTxlWiWowke/x3y/\n", + "3vPiVVSZRGczSuT4fvPZb+6M19TN2rbLZ2iCxv1RVC6B4L0yVsRY/4RXVrCoOGp4AFHZrpDkDvca\n", + "BAl7IcEwCF72ogmeVY1IqU4N2J2umEbFbFCU99ixvTM9+YhrsxXyYE2XHdDPm/wuXAj/TM4C3K0O\n", + "6KUsWa9jPoww/t7lKnnXu/osnJ1GY9p5T5/I52y2zlIicnpVTlwhqbYZyrx/xeKhtWPSZUK1lghV\n", + "PBvfRqq5phrzpXqJAAjePUOK9HkbOH3A74l3mSO6XFgid8vSYzMNcq9qU3SRySsKMA6+RXlY6CW5\n", + "rIeoQbc37/BGeHnQ58M4g961mO02yhLwe0470jW7q4/n6n9qH7iz+yH+7IrWd/CL8oVsnybEoSV3\n", + "6jl9xQ0KlSDoNsVjp8uS8ZFaXWH8T/9EyLvf3eeHcRqNaWf+MPDU8eE/Xd9p0x0oXdOIqu2dMu+f\n", + "sUG+XN0B1u890qPg5QMD3c61zfImRBQE795hvjWYyxY2NrrXLqw+PnLKMCSiiWsI3hMSwVuntnLx\n", + "sHY+4tCmuRV6iFQpLJhPiPap5NqO56r1q+O6PbYe8HvOovLkZUMAPbU0lEOMXZSjubzpYIaO8Mr6\n", + "4bBA8LK/dumS9d2qQ1qDnpt92E5eaXq3hEXltUTOype+ZNmxXreMw5ZMnDpm9fewbLyJ3mMvXiBz\n", + "NV5aEi0iwgvBO0RcGLBVkwVvlY65YFuTXdj4vw578MKpw6vrXcs+fi8cDlvqon8jzUaAAu4Dc/oL\n", + "ls6VvQM9kDbgKhV5GiE6PLjFUNg2xqBujY0Kf/6bknRGKnipg6nKSRc2lWJ+qjRANhoNdM56FbyB\n", + "Tm8IR0d3mohSCERRwsceswQvK5R09Tdrm/jv41M6ZHNn14uzcDskOqkXdG0I2pAZFrFcaVSEdrpf\n", + "Ttygc9110uWiG4jwQvDuIeKk0ZPIkBlN1UK39OhprWdT7qyHEFRB19zKnnWYBG8/zzak1nagFm2s\n", + "rT0glgrrgVGubtMs9FYmPafhYv7iUIwFZxw4i6jTNh1xRxd8Knj3zYgdjAD/4tTSqZ6aij1E1c2h\n", + "tX4JXtpO3W4pL/UQKKhqjlVROW5d/W3aJrt0FX1U+q5OW/EpHc74iAyBEGRTaLKbm+ToU0+F+n3q\n", + "dARtyAQJwV4rkWhXMCqsDMSJG7Swd557WK+th+AFXYqSEbLQWulJZMgmryrCS7dMl+fmyEIqpfxs\n", + "0T0Q5oEQarBi+t5t0DW3fd02HdCpW9bI9y3HckgotLjtQDuUFm/t0ANoJnHvRA1fnbVUtth3xJ3t\n", + "hbY1IkBs+kK/LuVgBYdWqmEmIxURvcxNp512pPYyk5rQ790IaYoJI3iDSsCZ5n5Vnr42iFRZvtww\n", + "bRc2hSZbLrslrXbwYpKwThAfMOlr6kJhMAcsZfNJZ02/5/Q92t9TbgzRzXIQvEBJYnJgH20aUNFk\n", + "tv9bIxYj8UgkvPCjB0IMg5VJ5JUCSuy6qj1u+kx9VaY7ETEZVi988VQPisl6p4V8+HWBbw+tbdth\n", + "S2ZUKT1aJu+Q3oLbbDeH5zVUp9kNwSsTER0d1MP++47crsekJvRlqznE+15qeCN9aVIh9S13wuiU\n", + "LRuE7uJFNBVbU/cwdQHZq9x3+CDFu548r/2zJz9WkB+e7ncj9SmIYo5FgRMhcsY86RaGQ/LJ73xS\n", + "+3tylSv3BkUIXqDvuC4bk/T++wcWSkjP5DsTlN+ikgpeibBx1loadZbZF9UiNjBj2KvgFR0UMtrr\n", + "Cyv3dvdlF0Ns6fcieHtYkPn20NKyXYgp2rQf/8MBCiljAAq3RKmTGjIfeFfvvHfEuWAsXtBwMDu/\n", + "xnRkUM53UFmyiwPOTAm11TxfUdqqjCJY7Pxdk3ht0zxZIdWL6z7btVZyBaZ5pfwuMPWewdcF7Ag4\n", + "hUh899Peuau6eXAqetnMbQ8LvxPXdR1nSRAlcCdB4UTILpug60MmuXdueYPgBaEmxWJrMIv29jPG\n", + "ZDvVm+gpNAQTlnsfUemXzhamIQ508nB5u8DaF2dRUS1iYY3hxdlZ4X8PunG0K0MpMGjffuJEd58X\n", + "Mpr87Z2uTDBf6Vs76fzKJz6m1x5rzZpM08o5dsxz6EXEvWfv1Xof1RZusVYcbJ9w4pymKYUJVom6\n", + "JqjuNZ/DyjsO3W6K8NUYZJ/n2JwwjoZMCM2WggWv7ntVmUhwt4K3rxlbXXgenaBlOtvXA4lKRrb8\n", + "4zGkcKVi9yvGL/czHaKTntBF3UN2PTPtzO29depevuUSgvcKgs/ZkRmsfqedbm2xrm53OadCwWsn\n", + "9rZm5GKgEwFKzZkLyT6y0bXeyQxgHstSJ3zB716PUUs6O80vjM5WbJ+zIzaK2cDn283oeCjB28ME\n", + "uf/r/2sg6/GJs2LH5dRJfTGzY5em0DG2uGhO36D3Zhfjfux0BzkO2vNWEhXjdx+Wa41AR8O0YSPu\n", + "hAsSQqqdHOcqdqeKRIx4U1mW+piy00vGltRBc9pRo7xaZzyk+1fjNozd63Y80v471eNglkaH6cKh\n", + "6pSAXVVzftzh//17Q2wEDvRQMQQv6LfBEv23rgxlao7VpdZ3RqPKrZxQW66O4B2Xhz5yLVtQxjPk\n", + "2Ep2YDcvKR6vA71JqWshqdH+yj4KuTo5C2a/Tv8KHRbu+brZKlSKiG7sro5j0YM6/avr54PbvrDU\n", + "tzbQ2VhZIF3s7GR69IgWFkh8ZTmws1hh2Q/BGxTFLl7og+jvYnehNarfnirBu9Wqh+/bVH7HU118\n", + "Dtqa9xAdW5ZMZIN0LxQJm0O9XWpL27yrFAT7Onp+Z8ERvFo16u0LnDwmiHuWjWpRrw+7TNBmD3vL\n", + "BG2/nEkAwbsjLLQu9fcDBdcVU8HLTtYFThSynvp8Mkk2Vbe/2YpSVU6tTiK71p684KU3KX3lK0PS\n", + "2RpRSrod+/BTX+79u9LzZLUy4GoSgp2DQMGbLHTlWAysSzQW1K7S3o3FdXN2Hzl66JA/in77UeH8\n", + "2SpvBQpe/pYuc8HVVaXxuMf7y+bzWg56rwij2MyW+NYz/XWIL9VDOAZj4ZyIR2680T9mWAchkyGP\n", + "HJoMFoCG4D2xdGRnBrmsE3lRy/yc6Jl1AxdhHfbiaFUqeGWRd2XJYPswOC8Gz9rC06M/Qz4rmzqw\n", + "VNzq+01uNB0wHo0rv5cFh9YgePcOqTljcA+mll/2kGu8HnqIW/cUoiRtiOMakf9Aw07iiu/XeO74\n", + "WHeTnlmDmqnp3hri0BL59KddMdmPqEq39YGz730vOU4j3hJ/4vR150xRzNdhVepkhSIJjPA6unX7\n", + "8s6N+VGB+Okyry5F1GOwqRFp4hdUkbgVBWhUIpgeWqL9sn7NAbPsky+KzmxfshUMSvXgW5OcW7o8\n", + "zmqXqjQbjyvH1d3kKFkr934TmdjQ+LfE+3VJT1MzwDg6SkJHzUUVLSK1qufvzx6eItHN9a4FYMeR\n", + "Efy5r4KXd3g0x1GJVh/5Fc0xN6AqNkFNSuesaKdlNpEg21FGLYdMWwuTOpDd2gr9LtQeLEwsQBtB\n", + "8O5N+K2w42xNRxqNjfbHIPDbNNnDcsHbC8udPC+NVSXOnTZlDkmojDh7o1I7ltQXfyIOL5GTJ12h\n", + "2g+PnBW8yioNXKfQxZCmeMgOwjx804rwFLVyN59bfNk8PKng5XKLs81238Y4X6JJ45G7jvCawlI1\n", + "VrsQGrq7j6qfo2WpwkR0tH030l11j64OtNB0F+N/G9VGzwd9hHVs44OL6q/VmTmgqChRuv5k13bc\n", + "YWFtjVyyo/XsGbBoST2QZttqMcTaqX5HEV07Fr4PqG3ebBqC8fVZvYCA4nq83z/17oGNAeqQnjqT\n", + "9Tm/mViMVKPNro1CmDTDrKb9WSoiLQGC9woVvMc44z/b6s+WRK9bj6KIlXCdtEsZNLkwJZtvtd6K\n", + "B3r7ukacF4fdpHKur+9c/6qV3QDg0grYPLyVypJ8sNCG7NPdpmwbNEkX4rmL55Deztdl3l9ZUL+d\n", + "L2sku4Cgs/27eKindsw8aw3UqfSUcBfhMDnR1ef2cqDl1U8cD/8eOlvfmT7fq8ukJlSZyL6TTuGp\n", + "BWyLsPVZheBlUz+MvpDN87jhYDbsr4vms9rtn2kPuDpHskBObqmjA87Trk/q14OXmjs6h9/xDutz\n", + "ayWtz/rjM/9vaNsaypansz05v6IvZW/xcw5H9kqp2aXg7dHeAAjenWHE9TAzLflNKc0Qyf/LPVY3\n", + "E0WsKqIJXbKMWX087jNOvkjQ6PU73rRh7RobaS61sj2Xhwls1B46j93y7ogshbgLTL0IiFZMVv2R\n", + "+H6URcq3GFFKP3BqSm8N3w5eSFV5fyp6uWiqs5guHtbXZ3a2jzACaSxkZvpN2HYewA1Ub1gLV7eV\n", + "did/uInP4eVFS6nU26OaKVhMasJmwx/B80TSdbbZmTkpmkcbJf/Jp2RJPN92pWTU6Do5mT2idig3\n", + "N62uHhnp/fvuuYeQ977Xbgj/ldrdVIPpCN7MpdAmtZ+w39mvvtSOFKuMgGFvcNMaBO/wM+nPuL82\n", + "87QvMrU8wLvXV2ZmzANqKjYbAiEWplitwPANDLvtnIPHukFDNtJsCl5BeRheS5wiN3gX015vdtLM\n", + "c2MFb2dshBC8YQXUVMUfiX/6cpYc+XJvipcKXipKzfHeZ8G7o2NTkqPuFNFn667yqQvOJYeiA13Z\n", + "+bussXlkwFMmnZb/pU4oTZCPLdpp4kW9KSAmL/C6y8MzpS2fs7W2Ld6K5g/ZllptffHQZe1o550y\n", + "5TLJt/Xm70dbmXCChmnPbs8N6Di2lPJTK2Lhq2vvP/Qh/6sdOsTY2V6USLM7T1WVNhMisMEK3m5u\n", + "1sxX1RU5nOVDuEsbYARwaA2CdyjxiNkYBDYEAAAgAElEQVSkuy0y1SqQ2ugUiWZqXUWm6MGSxUXF\n", + "DywskGsIUwnCTjSrGGI3FXW7WLr97QunWItLe1JeiaHe9v6dbk5jmK01Gam1ZV0bH8zqqvA/nyJu\n", + "gy8aokHXMVmat8pjLWa5Fe3s2Z6FvrA9G0thbKee8a7JnQJtZ8u+QCDseO/rFbVRr7PX1e138Uxf\n", + "n73GXJCxUu/+WmKVA7ZdLXgXe+Mdjv/iLwZ/qKhGa1Iv3NZN6aSLpZzP2Xq2WNfqk9GoxDZ1OQFo\n", + "WbUPnxVf9zprCK58RC7cTcFkt91figRvwDP1RfBKJ6IbFajmKmL7yzk+Ur0nMLj0wOagiFQrxqqS\n", + "Diji7o960CDPhe2aacPOb55XBhtEh5xZwSvaSRAGKp76185YFs1Np+noq6wWVsl8xi6jeCB43iQq\n", + "uHACgneIcAa4GdFy5s5MrWOcHcHbLfRgiXoBiHsLoRsTVnRo6m/+JlRAgDRTtj0URKhy7ZhHEAQd\n", + "LnIEuxNhePJyw70SNawhbPbxVDBjiRbvlXvox88c7/47OMFbUUTdRXmmhB1XnoaIWRFr0cLFhb9P\n", + "P33aY9CPhgykdJjWM76lVrMv3aNbFzSQ5Ax5cOVE3+f+5YkJr9MbEFTaLLuKaTXffd6tygF7ZrXg\n", + "dVhorezXvc7b13RR5z/D3uJXvQMVCMfP+n9AeEUzI0aSm33M5zXeZyYe60ls+zSfYeM+fe7/Cx7X\n", + "jF2NXVo2gw3m79frPT9D2BvyOmOuywoPG5JnpsOg8546OaSaW22i2sU5hRiNra0Yq8p86FQkWoVo\n", + "u2rNrUdWHlGmk4kOObMpDc5OQvOpJyQT2prPzXpVOTdbbdcebtZr5FzmxdrvM5orBTq5AIJ3x2AH\n", + "eMeZj7ZDR4jCLN5BiMpi3X9/OHHTsqMoztbe8ePixacbtmgdzcNLpsFJdalfaQRA6oRIblpTidLF\n", + "E3LH4tgZSZ6jIWRpZYajf/EXHi8iYk8tU1xyEQqaapJs6gve9lNPiYNEqTmv4GX35ZxnsQ+88YL3\n", + "iOK7RaVbO/loST2RJrvqNyx9u9CEifaKAplhz9SZOxrGJCqNeVMeRP3kRH75dKan882+mYRO/0xN\n", + "kURxmyhf1oliSV5aFZCk8/XY2SPyLWhWsTHbzdFab6LUfA1JaoJQbIewlT7xq9iFmsoudZx20/G2\n", + "y75ljbnHbu9TDrTDOWvODXn/8A9McxpjJiin3hRszsHW1KxQkIkQ3bo2/6I/8v6aTs66Pfb49/ct\n", + "FYK61E40tTmWlHqMur6EyOk4s3xG69k8r8MfQDRE/1pxTfyddhvK/t6hypzjKbWj5Gz6YF+dXADB\n", + "u7vMeQdnX52zaHKgj+4Y/NLMqFf06ZxtCXv/ubGAjtf8nrUONAIgNQ5zc31rD1rXUbpwGqsR/a4j\n", + "z38+IR/+cOc/J8ioKy4FW3LJxLzQvqef9UcjIpx3cryb04sR8VSnObz8YROP4O2yNIhZ1qhHcgNK\n", + "XWOb7wV/fr/HP5D9nE8Y2HV4a5ngw0BObi+f3nFhM4Tg1ewHupP0na+4HZhtdieqZQ5AJ085WhOK\n", + "eo9aZk7Q95p+xDuCrbZmdJzaypB1eNk811ZizMzhDRLEtN4xv72fbocTKGYqEfFmPx2xBa92pgZ/\n", + "KVFIm5r+0b8kzUh3nSVMb9Bcq5Jx19uSZJlJPJAlpYA/u3JW/mwMD3z/o0JhuUnTgxSiv0DXBg2K\n", + "0VjXY7/agNCF4N1jsHOR3YL6zLm/64Mim+3rs+qc6KVeqqU6R6RCVilmYrVgz1pCKIPIf29TvJJn\n", + "je+WRQFoXUeV4b7otP973kNydsRvrqR3E103KYfHHCVGo+uSLUffSefUnFTw8odNaq1Kz4K3xGzh\n", + "mQ+T0dsJcLbvevjqUNz2F4JtbHtM91pPf2YmSODoe8GtrU09wWtMq298g+k+1aFVxQvKTso7wpaP\n", + "vAtrDTOCV+m8aJQF4Z9HW/CaD6vZkYLdqlYiY+bwioR3oLkaDY7wsu3mCN4zZ/QcoLsr/i23cVsb\n", + "zfewMVKOdZ9+4rPhdqCgllT3wRxzWLeflzJ+89lvarX/177zSeE7yHxSfjwG3aBYabrrQScdkH8W\n", + "SVRsu7YNAQXBOxzQCJ6w/Ihg+605Y80eugXl5J39r6V/0vqe6abCeGZCphUYz3zjaesAT7f1azuC\n", + "N3OTUvDKDvLUI62e214UhQrK58uXKlLBy0cBdAV4J5psPFDW7ovxWniPng4jZ9HTYuy50uhDIeda\n", + "albImzmYAfnIm7Xe8y2X2X6ggyzAKXPEbbI8+AMaJ4PuIkhoHKwUXCbDt2ssZakj2cUIF8oN7cFd\n", + "6zJFpKXaWrIdpxWBMg8qDTXbKEodXNqX5g1YuhdPhAphDhCN9CyqfXNkUk/w6swTgX189FG9NjtS\n", + "OUZ4lZiyp33aHlq5sfA3YWofbhb9riSiXJJcvtQ5IGaPFWo/T04uedr3oadPhnoGesg4m6pIAy/s\n", + "oTRR+4tSB9jce9G6KZqf7Oew03CrKq6KgZQFCN69K3gFtJPuqFfmnYkm8ax4BXJyVbPz6eAPcSIu\n", + "xjPfdPqENXGZA2lOhYFQRGLaEQyWG758b89tLwpQBbWrNNK0tiY13vQQBIkmggVvCK9dV8B32/bx\n", + "leXOQsgKeTMH84w6N6XYRb18Pj+1GPLQ2iAvDvEJ3ocbphMQJq/P45gkk2Sq7R9IfLtOlld8c8wz\n", + "FmsttffTB9qkpfU+PLJdFHrCfDI2L3RwO9UGaKlruovV74snJJHaJh1rhlg9m7413OcFDPST5/xC\n", + "a6SWI2vEmu9sDm/fXjHTZddLjEc2E/6MxWZ1VXn1vL5RVdtqj/hMbbuC105TcLSzUvB2McZckZ1R\n", + "/30Ih1NUK9dr+90/q24GBBC8exMuh5ePBshudJKRSjGRo5ae2JIKXpbk7ky+kaW/9/23QMehR1VE\n", + "F+WzbYnQVnjXZi1jWQ7v8rLQUXBsnchr5w/UDXTrPoSKLtqHSkTRvY2AkyN8fupWSy+H1xHKsnxZ\n", + "0cluNldvqRt1YAgn6gR0W1KJRkSn2tYC3YzKU1cSTX/fn2ci39usqNA8ni8bKs0+n+DObtvPPuFt\n", + "f7qD8tzUbeLfYR4usLJML4LXmIszzBQyo3Tjzw9/EMi2J9dte+2xIxKp4J3hdMxoLUsKxPp7szzi\n", + "y14WzjEUdLMzdbYNMc1uhPR6+QubOnfPf/pP2r9XS6746h6rB0u2t/ko4fI4I0ipURI1CLOLwO7I\n", + "eTS47FyJIXjvzaoF71pQNgz9IsPpyZfUKQ11Jp87S1LdDRQAwbvbrMhOwcbaSsFLIyXdenwj/CQ0\n", + "BNcMcZ+jHnBgaMEQXBe7yfud7O4g0pQxxd+alU/g6bLaWHYOVan2WTVKnD1d3CRnF9s+wdqNcO4s\n", + "JoYxFTkdybo8QsL//E7kqkrFPNOkXyMb5M3nzgl/rhDy8JNulQZHKMsiiqKT3V2VgHJynUf7G0pe\n", + "yYSrK50ouAvfWptRU5pb+rKh4jhWj2166z1fyEx48rc966jigGlnp4Tbiqa2aja+qDnx3c93cl9Z\n", + "B3Ct5N9VWSPV4AU/miSb/HhhU6v492LSy0RXUsdbTgpGhow1G56oaJQzF9SOO4I3iIWm+360qgf9\n", + "alU339/wfpnzs7SmNbWhYUUQW27rQ695TSjBOwxUEm70vHl51dt4grMjbDqFrok4IZlQp978cut7\n", + "GUdPCB3YCwtkYk1Q2oY+j91nxWZII8+8ax4yC4J3WKjkJcNxxrvg12NpkmS8ZnbrXbblqU3a+9m5\n", + "qnqLKR6JqMt2GZ+3KJqfI3LRQyNxlflF4d4VNdZvy3otPbuNWhyfCzDc3n9nfYxOjtbhYMG71Wj5\n", + "c14bDeEiGCR4O4uJ8fusgHWivfuLasGXaA1wTIYIsqSZ7vo8uUROrIRf7Do3CDN9H1Yg9zOlQXhg\n", + "cv5O2xPxO00Lkil8772GPq47gZycuGSShrBn8wRTVXclrglKe8lyLnPGnNRJweAFrwmT+qKbKivr\n", + "D2qr0q1ZuUMhoXHRUqjsNm+z5c8zbzpbvwEP6humE7eEcrB8AscWvPsC8iip7QkUvPZuUJw5uBlU\n", + "p5zyUFRcq522mfn7gjbpBAN0vGbONovm6NLBQz0J3tWQVSF0bzW7VLjEGdBJ5frWjsp3PDpjcEq+\n", + "I3DHCe+iQ287E82/VXu+Ctdw2hZ2n5XbVv9MHT9quPDhZNe5LOrvQvDuAoVCgbz73e8m73//+4N/\n", + "mKtXmhvxRmE7gjehFyGaqa1o705H7Nw0Wj7ns38pyD0NECO8GL5Xw5bSSJwpeAMipo7QZQ/KtBQl\n", + "W0Ri1LGp9DXC3E50qd6QL4KKNlmg+SQpuSjvpgRa2NrDYSI8dJxE83rtInJsns5d6E5oOovX+EWy\n", + "2mKEAxURoitumUXaEVhjWwWfkO6L4FWIMhrhcyLMrDg9ccIVvNntbb/goGXJEq4JNUu8xX7fP5+u\n", + "f4M4ODTiF2+ynMtsesRMwdDq1UTw9cx0+5dWcBAt4jQayV6wwF9sINxoYRzJTrnAzAr5069Z7xO3\n", + "I2TZgtgbE6WX8MM9qdpmlxyeDU2zFTifW9GACiwDKBspE8ydYICG4O3k9Ttzzg6DsteZLx08THKR\n", + "pa6f03fQNxLtWvDGKkXtaDpvr4ujcsels8vACN64JABRsP97olASjtGKncNdSqTVTp+9zk8dO0Ly\n", + "7XB535ubBEDw7jwf/OAHyU/8xE94/tsFyYSNTVZ8Iq3KBEY6gjc2ovXdyValE7lrJTmRzImJ2IaV\n", + "T0TLi/339wnEpPA6L8YgTE97/v1EH7fcV2bCFYIXRWQStaI4yhMUtVJd5ar4sLhhIO+4EJMKKlEZ\n", + "N+fiCZ2Ih7lWpa0brHISQWAK3hAn2QvLWf3ID0dJpZcUJZ7MxYsafW4bvLK0YqbdqASv083xWkOs\n", + "dgT89j0h8wUV9TQ/fcn6PtkhS1nH1UaSHsF7pPnH4u+1BVk95jqgDftXw0TkH1F1miGWK8Zamo67\n", + "7RqRlBKg27/ZjQ3hIk7FFTsG2K1xmus6xVy7LXS4nQth4hXyfz/kVcdOlRSd47H8cI/OKwbmyHWS\n", + "h5E706JDaSKH39M2lSXyg/lrrCHa5aFHFbIzZjeQCz1/tswUsYLXfP90WMO63ok0+wQsFygwL+kR\n", + "BTEy/p2N+PYWWSfy1Duzok2tDxc7GWuwbJfHEbxkQ+1ErpOW+pIOZp3PV5GkAMG7B/i93/s9cuON\n", + "N3r+2+f++xfIK//oj9x/Xvkq8kP/+I8kwiXa0nWHLb/HHpIItcjSz4pzAqub6gqU23cvMb6b08MO\n", + "o8z20fEVfUG3GXKbvZNTbPz/HYyN1okqR+yybbLSZq1Y0id46Q1WZTsS1ut1qZ2vdURler77DzPE\n", + "Z+c9WMFLa4EylxRfoO0lMPrS1GvmL5wIbyf/3FA7FUPkp/d/06d/7z1rHTzUugiFQ1S71BQ/2SPC\n", + "Ch+NUavdHnooWJApmbIqCORS7rhvpfV/PbpttdWKSvDOzpIV4+PnI8+6XZRSHJDh54M9Vqhz9eZv\n", + "eMVgWBtlmiVFyj1NMFkVfKSnBjT732Pyuas8AEwFl8RJ8wneeMb4UbWD2ooazzdr5bl3e+hRhexo\n", + "hU5KRBBPjOjZ3OZIyO969NFOpDlrT2T+MhvnHajdFwUxWgHVLj74cUEVHWp/vhy+SoZjP9wISvAu\n", + "60penXMluhxiRbLe1CJ6OwD/+T/fZ2qKXGXE/P8/+qVfggiD4N1dTi//R/Lw7/+++8/DXyRP/of/\n", + "QFoZeZLm7OisZ3GV1aqVi6mATs3lSUE0pya5KMEdR4T1RGUcIuFLickO5LGCN9nDDavHQgheM4e3\n", + "C6aiUW2B7vzcbEkdRa+NqCPdYcvWdbAjxdJIBHUWwly3ap+0EdbXpLVAmdP4ssNkVdkWMJMo6vyR\n", + "zT+ngnd+9FGfuDxx9oTykVXijNYufSsRi95HVqTxU6Hg9UWkVMPL3j6tNr2CbnFRV/BaVSGW/frU\n", + "jkQxX86UasqlQ6hqRvD+7pNeMfiOP1zujJ92UX3g1anwx+aH+1JjRdsIhgN+YfNZsZ5PhDyoyHpZ\n", + "IS6e2FfRqOM9/YQ7j5uDrxtdbbeCBa/GdtdHbvs3es5yUtOmnvb/p4qdH8ufuzDHA/G3rVuWTB31\n", + "/Ov7BbVxN43vOZPtlBc7IztPYwtsx4YF2Q8RY/kS6/+70Nz++XmPzbloD/YKXznFeE66K9BsxbXG\n", + "5sc+9kZTU0yObpv//2v33QfBBcG7uziXSfiMBid4WWdvPjPvETROxZWs5gGqVIBAjD+5RM7rapoJ\n", + "fbF9mIQ3FDoH8kbreiJStVb61jtBmsFyTW5cPv/UP2gLXnqAIehZUw15J104cGBwA9KOFPtnetJ1\n", + "QAJyDNn2PXtW/6tlhdMvxyVbxPbP04VopY8Hw1UOJO2ftxFvaNgRZufWz4V36JKuoFzIBwveSo/X\n", + "hDp3ElRoJzEr7zoreHUvfLCVaTOqWAYi1jh2oul0/FQL6ssMRMNgm7ssqlFrkdOnOXFqOOCymxAr\n", + "8QZpzNsdlT5A95ADDI/8ByYzGwIjZP18O6C8G79hoxK8N0af1hqrGxsB3WR8R6DgtYU6l0nnsVsf\n", + "uc17sK/S627SRwW6217o+HSPStpa1/iazx3BqxF4EaWQmO9n586esw0XrZueLfm9z84uVXI69Kum\n", + "KrWOraLO99e/bv8FdfINp3K75k5+ae11Q/DSXYEEW8FHxxlLIQUCgnePwRr8Gydv9myLU3tPJxGd\n", + "/Obd6YK84OtjF8nlql6Uo/DYWX3Bq4vGLUTsYhAkdEX30XuMGyP8O0bbXkkdQVaM+Y2ac/Jb9Pmb\n", + "ChH65We+rR8Is/vOzEcLyOPTqVbA1oyMM1HSi2Fv3qHfZYsds0YoS4io7kZ1pSvBmw17F6+tculC\n", + "JDrrOBZQ27IbRJF6Z+tdV/CyOZ6s4PXTDjV/vF/ibcuGPa6dWfGlC980D8CI5yonYGJppTJVHtJy\n", + "HGI7akzFUayd7rkf6FTsCF5GnG41xM5KgTCClxcyJG6M/bL2d49ntjz9bs0P61+CriyeaOZJKaH3\n", + "PftiWc/W/sdPRIwREeH6teEJRjfSDeE00U1piHPX1qp2phyhW95a69v8emztMfP/fbdWTuTJvYdu\n", + "D32GI0umzNx4EhcfGjPfb+F13vlsiOrKqCLyzjv8GocMV+MRj2g+zUa3jWcY0Qn02za4HAs3f1JN\n", + "AiB4hwNV6oJv+bNtUaLNGCEmqd+ZTKJ6tOMjDfLE/DpZsKMynrk/O0smI26YYObiplrwFrq4bEJj\n", + "wS7ThdB+9qDawqIILIuwfBAXBlwX3FSliu4JUxrs78nU5NGxuC1yeBFv5qMF5PGx2/yPkhe6GoTR\n", + "QuZOsl2zdDybC44USMNFyx1hsh2PWmI8IHQ6JQjuNCPdRXzOSULv1bLkRipG1Dl/nGEOh9Q3mZuw\n", + "fiQnrRHcL86u6Kl73aoczYjfYSklx/T7UjSe7P9/6tnHFHOV679EuFrBzgEpM0VjJGpF0OzPpDtT\n", + "I835nts6WjTsQ4xrn/Q8ybYtO8Y7krzfODJR8AreOuM1ata482jLtLU1PlZXK5fJlr7gnWyUhFv7\n", + "T3/H+C5aOkuQeSQSvJRFsiS0W765Nha+Ykxiy79jFeYgJXth3XeKm1KReeLwHeEdVEfwjug7v6Ej\n", + "1hrBgELc66icOWMvSTSwYqy/5YbGVfK2sC5KzPoFSaPPlaF4IXh3icXFRfI7v/M7HsH7su9+1/0B\n", + "xQUIVZEtisTIxYK1wDg5RrKBf/mFl8nrvmKFDD7+cc7DjLpWhy5UfY/wBkDz/nLX3By6dMJGaaPr\n", + "72w/Ey73ea2hYTgEV1Vel8+bIscR8TTCKzqU4VkEEgmBWHFzHxP9sGErD8r10tioJcYDVq7ZoPSQ\n", + "eVsEinJ4OcdJdkCv8cyKWZw9SNRRB+KzB1/lRlXKzN/f8x23RrAqQtLlDUXpaEYZ4Z0kwdenHija\n", + "ESeFDfj2c1/c1fNtjI9bTW78s5CM8/faEELzF5021k1pkNQ7yhCrX80UDVPwGuMo4dqXtYCAYKHq\n", + "/4GZkmCuJrf988YWFo4j6ewa8L5fkjmL56vRyjv08xrtYQvemUpZWaXB2XS56eJFLcHrOs2ukDVL\n", + "BuombzuvQCO81GmU7aJ0UcNP5VBv5fSd7fal7vKRqD09l10mGaa92QhwM2DDaK0qtv+ruf7vDPE8\n", + "aucWVWw7X4sxDr3I8acBo7SdytbSC5KJcp4BBO+u818+/3n3XzQuQAhCduNYdjFL7vznf/aKKHvr\n", + "Pj/hFQGP7+v++9eNxXUq5Fyjgrc2OiU31pIoGY3IRiNq71j3wFjQtZayOrwyOiXFOLFnXTwheQa7\n", + "YsZmOqUUvA5slQNKuWkt1lqn4s/dI1hlLefpQnI08NdpFE2Ud+ppRlvwLhuCaqbJvRMXSVvWSMEw\n", + "a7pKRCnt50/fdqdYkNuXnpi/ykQs/3bpa94POXLEc4uh6DtE26oj7Vl/9Q1GuCZIXTjmmwl37NLg\n", + "3FduvbVjAyIxfx8+9pxbuxMH3OGzDO9/0EXUiaJrCt71hDhUORsXCAk7x9XcQckviNvWbr7oqnWo\n", + "i63x3KhYbbGeszq00dRL19FJk2EvsOiag7f7bJNQJNqP4wQ5hNFE255NMuW+RFdkd8R7KdiBNsUP\n", + "dWg0b4aMa2iqFbtMoyiN4+HqX2s3Xfy86yg2UzPe3T2uOgx7foHumK1UCmTWGIcH7BxZPseX8pXb\n", + "D5F02z//mu0G47C6UubZrQDBKygFytcjp3aCtaA1+/yH4yQolxqJ4H31eevdKvEJfSfHfN4qARC8\n", + "QwE9tDab80d/kpvhPTYnsisTbvT2mJS9Re4sBGZqgGEIy2Ne0SiM8Cb1UhkKqZRQ8AZdR0wfWxRo\n", + "EL23E0WhImOqJh6GTv4rL3hbXRRboO2VikQ8qzMVfFnbwOYm/QfJKq3+XocmKqJOqxxc2jb68rWc\n", + "QxCicseDP3HUXgDchf9yJjgvTZaO4Qw/2u4P/LS1tUxHW7StLrh/vhycR2nWdHVKLgREpaZLmz5h\n", + "x5cC+xdBZQXVliZ9J9Gi6gl2ORHkAOeVCl5+e/vUQbeY/WS1v3dGzzORSz7C63E9NAUvn1Z06pTi\n", + "928+2XHEIlzhfMdWnMtWAjWAc8irta2Xc7uWG+CVhB7Be4e5tR0rVTzv9WNrGZKxxzXt74PNx0hh\n", + "Yp4s2rsNQsfUTlObaJS0vpoKXpkDbQYzGGfr+JnjWp+5EOKck68urCFS/6V0MvgXx/1R7nYs2fvN\n", + "oR5xWiOn7jhM5lOPq+cGM6dr1XVvagjvJBgOc4S0A4Msk8yPlJolsVNP56SkLOjlhlek37ZuLcot\n", + "2WUc3EHUznqXbBAAwTsUJJMVMiYQqNGaP7rneGwpZkvWs7V98qS5vSMSvLMFa/Glxjcay3gjH4It\n", + "uBVRUHS0e0P0fzySUV9HLBG88XxBWM7M+azb7z1lCCmx8ZGVuerm5hnaXpPM4+dXn7ZurrIN5XRZ\n", + "5Wl7t9qcCAZ9hynD4B1+UJ5awPalI3j5CNJq0ejLuwTCS5M7z1gqcKu81UnJWE+1hYuwVltNneoY\n", + "/ZN3Ht69udVryae4Xr7sPr7vQ+S8duoGEyvqygredK2/W5KztmqkKQ0jdd6ZCid4l+lCzTmSpxSi\n", + "yxG84ucioR3SNtH4obkqeWJLMAaiSRJpuOP7scdCBikmJd9tfO5kueQRvM/PZToBDUfwZplge2NC\n", + "vvs0qSl4gygTd5E4duaYWGRXBrf9zR4g9uRWCyortBLh66svptOkOO2fc4lKnmTjVmM3RvRvr9su\n", + "X/IKXsEuwWiDSTxOB1fNOZCtioNH9LMlpf+2ufXLCdxQwRuTCV5Bce/8xBwBELxDQZCnyIqdWTsO\n", + "82t/624BxYz/XSoaHujL30VWvvpVctv4uHJrnhrfWirjP/0fqwu9VFLwHxaKGxOrI15beoW7X3+u\n", + "u4siHvh4wVPOzBGOjujj7ywfFDRaywprJ6rhCN6YohupOXOigtQBdyIY9B0Onj9PPn7PPcKR4RPw\n", + "dkqDzHGg25r1eo8vaoudZ/bZ6SXOYmVvs17Me6MyomoWjuD1LUD0Mo1k+Iib6J1oZP/J737V5xR4\n", + "fi9S7LEt9MZsRqGrnVsNm3PiKMvWyKRH+J29KdwVt6q0TM/0LpbJLJNaw9eudrallycMQcxEKVO1\n", + "uvAUeoO2uSRVaL5t5eCaVQwm/GOVd2r5aKLKIc3b06LV1BjozKRssi+cnCFx5iDPY08Y79coaI+B\n", + "9ojVVnSrnPLIi10R98Jn/Tsrxah8HKkEry5s/48KMpH4DUTh7k8/6/px0APETuAx6JAuFbyqA8u+\n", + "+UEv+6D2MOGPOCTKhuCNTIQWvBuVNWFpPGrz+WuytZ3NfE0ZPGqLorZc9MIRvIX0FNmfiEA8QfDu\n", + "PSrzpFM5IYjEiLUQ3flpV1C0U3OkTrPzf/Ldpqh64dhYYC6qKVQYFSGrfCUTvAuG4O1EGaMD2C5h\n", + "tmXO/K03/CLaTo7EU8qPu/enf1rsQXNnXlTbffRA4JxA22f55/kVdxv6mCBfLuh2rU76RcsSCo5G\n", + "oSkmDeI+QD3hbicXktYPRW5wF96X3fpz3igIf0pbqs6t5780Lc4T46NDqmoZnlQSY7xNNo22mmEM\n", + "v2bZtEezZ4SC9+mNJ9VCIFIQvl8yqi7ro1pwc2PiqK/sutxI1GqfsZj4M5uR8CaUbXOttMzFQyRW\n", + "KpOCfQtZ/Olln+CtVoumgG1Evfmbc1vZcBeN0MW9ZSlWM0g2EmyLDth+ycLfBG+3N+x1Pl4TjB1B\n", + "ZP0iTU9ZS5G6qlj3VCGU4HWgW+WmCHvJYen8sPo4bo8ReYqK5xxHSFitOnpNPdBh9NRwp2Npsf9X\n", + "HIexe/GCt11UKQ2+8xhG/8wmFGUvYpa9aUz5vdJ6S2x/Ng3BK9opo4LXTKkynH/dQFVHyNs552ba\n", + "GLWxL/aOdVEUlk0xY4M95mtFYvm+8ZgAACAASURBVARA8O49Ii0S17yyts7Yc6cGJLX/zgUx1Bjs\n", + "i9S1DmpUmX1DU29Hdj/Pp5bMWCe8Ges4RoK39dYmxQvypn1S+MSd3oNMc/bp3M2oNwJIt/tUiLrp\n", + "e/bp9w6vd433Wbrte3aKZC5d8hhqlaByfs4xuI7g/eSP0luy3MM+tbQ7GCr2IQs2ekJTQbrCFrzP\n", + "TokF760fPqn9Uew7Zw1xO8rvBsiiSnd6hUt17YzwVDpbB1UkJuKr/tx4eshvJKaOqp3fPG/+/13n\n", + "NBZcIhcTlJEBTKugGtR+wXvYM+4Wv/Vt33NF6KEfWY59KtyW6GybOfSTCq5O4aQ0LNzvnX/srglv\n", + "0lqivAf+MJHxAWa0uOmNhlEh/rLV7/lEUcepqeb62l9N+xpw0Rh1+uQj732vch4tSTQpf4lNQ6N8\n", + "C1vZxhxLguu8dca7k0+tc1W6Cl7w9pWEfciR91OjCbJZc+fqIpNWsFEWB6CabXc+pBvBu0cN5jBk\n", + "2xbIT+ZXLRv7Emusm4EjY955dokk5RlFwZ5QjlFt8Lf6QfACteeXEgveiMBuZZhMOyfFiL07gRqn\n", + "rz0lzgeNtRvSwd+amCKj7d2fDIX0LJlNn/dEpubrwYvPaEVs5P91y+vBf+kfP+Fpi1RDXxTSA4Gi\n", + "1L11ux0lWVWE/PZBcyuZXTjCHMrYlGzdsmKgnne38xoh+lF4sttOabg0xQl5+7T0wQ+dpGFLYdRB\n", + "KX5pP2mmv5A7/dU6TnI6O2IIaGcO0OkjEhOpVt13eppeDexOKLEadRbwu0KW7aXtyZcmK01eb+Zp\n", + "R0krUKguZndmnlF747tzhTtp7zl0qlkFRVVJwLNwV8SCl4dNdeArhU1SL3/UHodFifiYq5L1ljEf\n", + "clYEcHSt2bGdB9d+IH++QpeCV1Lmrxod9bTV+rUHGVEU7BGZgpfRpNS/dVJQpGJTUdpOaH+mrDk3\n", + "UQ0vePtNsSboTzvSrltxxyc++ao33K7FQirVOVy4uf0EaY377S5bpafO1jwTOIQ0cp5s+KPA24Ui\n", + "ubviRnfN9DTjnTzlk23B2+aiyLr1u93n8uYK9fsQNQQvCE1tKi5MaRhbc2dAOZmSLo4xQ3w4nir1\n", + "AL/29Gnh90wXvYsRW0NxtWoI3pbaeLHRtGoXVU5kW8Edezb5JPnXJ+OdCKMTmZptBovSZF08kbe5\n", + "xeSrT3zJjH5/5s4bpJ+limCKlv2sHRmojc5JjWmph7MnJWZbi43wsuTHG0wUgunHgIRe4clu+9Ba\n", + "0VkgROkx7GUnsqhDI+3pcxr57KUdeMEbW13rCCVn+gRdRtJx8FpqwdsttD3XL3uFRm1kxhS8EyRP\n", + "HnjpSy3naYBXQ8sEwcbEBMkUXSHH5x2vcFMoTFlB5zs7tWLt8wBj3PD7/aPWXOYD+7zQbxT9V+ou\n", + "NJY6zo0pkmkNsynbNrDl7Zi597+Tj5EaPdxWtmbuxEX3gepO3VPBdn7ssv7NYU/MMe3Nlflz3qtu\n", + "50DTWsy0rQr7D/bUx/VnVkh9LqBuJFMhZJ07hLiUXZIK3mib7DoeQe7Ymm4Fr51y1xhVO23xSKRz\n", + "uLBUu0xa7PVkgp0otqQZdQj5PHTq3E4wArllr0WRUtnrdAts1nrnd7yTMijC+9ATDykFb6fuH4Dg\n", + "HTbYQuO5Ue+kaCQSnesCE60Iqdm5eTTaNta2o32KAvo0uuOUR3l60hGwaktneqDONaGOCIpnPAuG\n", + "yhgFGaqFyNNkNX5d599n/tsHrIW55V95M2W9kkSXVv21dajg/ftfWZT+jhnBJP5tYxoRHxecE1gX\n", + "nRLhDvlQoUeNqXNxRa5sLdSr09NkPqBkBLsL1bQlNxtVpe36g+dKlGSuD1uzGodZREIzWpr39DkV\n", + "vP0MMJTqJZ9oc/rMEWv1hCSS7gz1iHhnQLVFKxrHVNg4U0JVzunTr3iFpwQhjUq3YvLDJy0SXpB3\n", + "no/re9pH6ao1b+iY4w9Z1toR8o+PJz0HsIK4aIxfvwNovFfb+m7TIZlynfU/PibuDz7Cmyh666Ce\n", + "Tv+I+x5VJ/rVMtPBVHPvjeQ+sk2FyYpf7FTjyY5THZbmtDtuPvDSYAHmRHhVObyhFt1ahbTTqdDj\n", + "4uhrX+sXlD2w1qu/qFHm8uCqt++CKv3IvqMxLjY+ji1V7vZrnIkR1S0uVi4ztluSaiJ4H6dVilHv\n", + "jhgb4X1O0s5bZiayT/ACCN492cjcmvjkLTd3Iq7ltCRyqjglwH7cY3NOBNKaOPyVnCJvuVUpMoL3\n", + "sG+xTRuishXrLd/oR//8f1rrUc1vnGc1hVwjrw4pJpuccGYOqPAijm4HiY46Pbp/v/ohbj/aEenV\n", + "ltXGa8X1jsee5iztEleT0RGJlXSGPHZolPH0I502P/9D/Slf9HcP5TpXFGuLntlZ4VZ9suZ9D2EV\n", + "Czsx816yFPpZN8uuo7C62fKk+zhO2DVFsfpsOofWxsSRPPaK4KmX/tdQjtt13EHIKhP5pyXHXvmt\n", + "b3kEbzmVkgo/meDVyuVTRHPomHv8Bu9pdzo0v/5U0nMAS+WItw0vuRGNCgXvQlMeIRWl0QTd1veX\n", + "Uy93fRV7Kz8hOKdAHSA2Wkx3GMySfVmv2KCVACYKzLb5RMN7tTDDaNQ/tttJvTDoDfZHim7FVh5U\n", + "jo+p7TAJd/0t1WvmNeZ33WU6ZKfpLuCG/g2VixLB57Sqrw6vLnalAvZdI60myTMpDQcdf9tOPzt/\n", + "3XXaH8/a0kZ6RDmXIvVopzbyeHxa6Ax3bE5yhiTqwWI93/AHM2T54ZWU//kKMflhvJRzUHvO3W5N\n", + "xVB+DIL3SiDijWBtzB/oRLFKqVHPBI/V9YrMOpUcaL1d88xT1FpIZGVj2IXEOT0ak0TsZktFMtfo\n", + "z93E8QQToTgU7jTx9xNVpVBp83fAK05k08hwi1mYf/C0ZeS37JSGwijzu+ztQHcc0asbJaFm1xul\n", + "gvfyYeYBJJc4ZCrd59V95bQiBUJwUv+6jTVpxCUdT3vaPNaO+S+esMsLnAgQvM9ceyN55JA8/5VG\n", + "32eZqxOyN1tjOBIRL0qtuP626NRt7wnVhnyEtx2NeaJTvIOznXQd1hde1vsOUd50mK1e6nzx5Z2i\n", + "xnOtkPng97PzdCslgcixD3/NNq15JYoW07SPKS5F23HenTnuS5lKlHwRuKTg1sOxRsJjp+jn1WkU\n", + "uB6xH6/tCt4Se5uX8d855/f/eaF1o931yReF6v9EyX14x0Y7fgF1cDrpH3ZuhlAsGvZDVb7rw/Ph\n", + "5jWrV2kkkjp0lWz/Lnfw3bQWD5d2wL5rqrRGnixtC5zjgm/sO6KfpiO0knYVBM4JS6etZ2sIBCV7\n", + "aG287jqR6dgYaTT9Tk0nZzmaJM1mSWkbfd81ZYnRFcmaWRjz27d0sx48r6PNzrqYaHtt8WJrmQAI\n", + "3j2LE3Usjmc8OXa5umu8IozxYbManINadLGj4qkjXhVepAwnf+kamZMrCYCE3o4ygx3tzuLlGMag\n", + "Mm7Odbtb1bZUEFAj0ZI8p6iuKhW87MGCQt2uw2sL3npSbpjiK8vmMy/b10sWNaIDqynr8zaJRMDK\n", + "BG+Z+fn1Lha1qW1xmSJBLdZYwJWsbJuXMnPk1nP/ZB7eCh0IamfI2cNT0r+X5ZTXZQf42mohH3Tq\n", + "vBmVm72wB8/aTC59L4fWnLau2dHrz54sSWuG3vy0P0e2Xa2Q0oh/mzxmOLfs1d3O5TebonJqXLUD\n", + "T7S4xuRgcgeqFpgqM3SOr0ZTvnmoc8C8mbb6MslE/3P0mbas5x/ZtMZrwhiCVYUtot/1h/9WL8+W\n", + "taW8uuTzoFnBKxWLAsHI/86H5r2H3VhzWE0xTqtdAlCUSmReMiNqw7h690B1SY7n+dNyVb7ec7Fw\n", + "2/GzK6LQA2elCW99drMtaGg9bQ2u5pjfXpaYi108QWwahZ1W2zaPbaEXmTTVKSY35K0wf5No1M+1\n", + "H2aiVg4WvPFyYG1jAME79CQLrpWKcHOkND7uOURWbrre71TBjRiwWQ3OoTWaDkCNNM3hzRQ2SSEz\n", + "Ywbaqkm1GGVz+JuSZEyn3m1boHjpxA06ZbqUnfItEnNNfwQkqIwbvW5XZuidouvUSJRHxO8s2mI1\n", + "L55g/j1iP0POFrzJFtNJ0YTymbeqXiGaFeRKFLnrV/OMPa1k0oZjIzacnvXz9OlQY26+aQiFdMKT\n", + "pkIreMj4kScf96VguI6Xfx/3hgtfJQfIqvTzXh25pqu5sr0tcbAkV3F7HB1OyNNxmp1/rVJYqsbx\n", + "Qsjd3Xqr3le7sZm0+iPx+ZNWzVBnXDB5UaKbHemB8tJkwjf+E8a4TSTcA1L7iLUVXmyK8mcF7zJq\n", + "f1hp1m3fu7yCl89//Je5C9ZzbIdLi5opO0EvV4ywmytO2kvK+G8lRVpIIURFP5/gZbjtWds+x3q7\n", + "1EEkep5hyiHGtl1PqR537cxbk39m2ZtiqzNPq2NzZD4zT7YqYsFbHhVEK5kFSHxJTsjATYD9Ltat\n", + "lIbbvv9dZqIo0tgk69EWE6FIxNPKfmanxEjlAA2XiqvYSII6J37+17xOeCLhGYdjNXF0ZVlU5cZ+\n", + "mES93HVVCo+WaBIAwbu3BO8SU9i+2Jr2RBudCBfNR5oq6OVz0ioN8YY7Idem1dsyrMCu1cSLtFPv\n", + "VlS0W2firjf8grdzCI+47yjK4X3Zd7/r/86AmpSx5LZWW1HDR7fN2bJkkQtr0kWBjxqWGyVT8K6W\n", + "vOkmNGL/THlRKHh5WMFbS8RIrCUWvLW224DrgjZRkRZERBuCceHU8B+pyvMIU9UFYZ8/lzwl/Z3X\n", + "Lf2wu+g01HmSsQvPcH2ZI03OM3xO9ZL6hX/0k50/0hvvOuM0RF1SM02hQbfJ0+auwUJ+OOzHXXXv\n", + "ARbRBRfs9vCladexYSOrdGeiMXq96wzaqSORpiBNJ14lFd7PmbC/t5E2S97p1BA+P23Py8pUuMWI\n", + "GzLUMTErFKz5nS/PuYjRWeln5pLVrvvAGQuO4A17aO3Bg/Ioc5HJ/R6tuZ/L3lL7NmJVAyiPuB3a\n", + "jsTInTfd6cmBDyRgZ66ZDz5T4ey66eBEn3/mH5nLOLiUE0+967x80uUSdhWdtLpK0NmzrKixxgtN\n", + "vzGdP74+dWyEtBtVn+B15hOtynLu+uvJLRf9bVx2RKy9i2bmwS8s+MrBUcarpZ4Eb2PO+v52+gAB\n", + "ELxDzXjKNVL1hNdgF6dv8Gx/sgJT8w4LU8CNlnK28ciQdFMuMOiitz11XefEa6pkeeBzEm3dIt0d\n", + "x28LDgrM8obOMCovfMovmkQ3FS1z1yXzYnq6tqr1XE75LradNQtF2FG8mtmGfOFvuvj/Q+5OySoi\n", + "TzXZHBsjJbs6BJ8m8tHX/opHUHeLUwmjLDiU5wje2fyWMk2FNdYRo+3ooZDIvF7DTZcE4pv5LnbB\n", + "ppkbC/HzZG3M7aCLMxly8md/WR0Qep47Zu7SjIZvJ9M+UUWdwXh0v7lrIBK8NG83lhQ4iVH1ZB2X\n", + "5GOrUioikh1TJyr9vH961OM8eodc8HbrhTdb7yGsH2vM3xW7y0sJLoJamDdL3jljUlW/OTdzvUfw\n", + "NgyRFteoWJFoyceLsp3icsetzaloOo9H5vSEqyilIag8I8s9r71L+nfLo9Y45A+v6eijhYkF7UoN\n", + "dA5PSSKozhgYywfPaWfXzSOCL5xSj//tTek4eWTlEe97S1JetjIFW/CqbeG5b8Z9grfzuXajfuH8\n", + "F+yBNkmiDTdYkrAPNv6dnQZDBS9tt5sEPkXVaDOfUx2LCcvBjRaLocaLr396Dw4DCN6dIcFE27an\n", + "vSO3GU94IryllmuAU3WxcE1xKUZ0iz5ZswzVSmPW+Dy54L3t8cdJdfLGzqla59BaSrYGCT7q1MHg\n", + "nLjqvku+g2k/OHBN123IXbDkW4AaEuEgKjFDD/ltrtgCOe+vhxthc7PCHNpYlBh9+wCCKIe3lEqT\n", + "0tiIR8g4/OVdr7f0xYz3GZytaF2cKHpuQpyycNPFi+TajcvaxdCdKg1sYsjZM6pb29xBtDk5I3xX\n", + "nkrC/ex/vul68rn/7VfF/duYUva1R7Bz+czVRFwitiY8UT0WWgasOiMQk9F6V4KXbQd6AIzd8OA1\n", + "npPHS4XDpCEg/v3994sFYLNF1mcmAvvx1Jvsw261OmnwRiXhCp/syKjw91ftUmYdsX27P/JXmL7J\n", + "I3gvJqbdw3Ls1jB3rflkxfrckfxF97OSbg6vFOo81lx1klqV7wyYl3bE3O+tpuSCRJSTfWb6Fq/z\n", + "WtffEigzNwRuZsZNW8nf7CejaId+l2/5RVPw+nJ4uZOEk1V9wdstR5bEts9JaUg06u44KXkvo6AX\n", + "vNBNUNMxN2yzSFxS56vm1ElPjwoCM+yhjHjnQCndnXLePXuzO/8fPP8gM3XdLc+YfX3496+/IfCd\n", + "cxX/4khTK3Lj/p2P0VI2MMJ7sPmYvgBuD0GRZQjeneeRRyzvMJ/Pk/e9733kiSeeGO5GjnoXutz0\n", + "nCfFgBW8c9tc1CjTMA1joulVe/TgQLpifUhQmUEqeLf2G4b64O1yReuRKm2h4FWVU6JbR0vT474E\n", + "/Jwg9yro0Jq76DZI4qIlUJyt1MKJT3f+XnZ9rmxbuu0UGxfcGDZabUoFb8ww1tQwF1pqwUuNG19j\n", + "2KnSUB0Jd51sI+l9Rk/ZLqkqrZnRC8/iM+kXmebVrAHpEnxKA80Vp8KvGHNzD9nyXypqdrSQft6B\n", + "H36X7+83qla/PH6t+6zfet6NckeoSbQF79JB73gsjIqFnHOphulUCQ74Oe1vHl6057FZliw5qtUG\n", + "sjG/dPuSpwJZfizdcRrpuzl5vHTuJeo1aVQ51mwYT6jvqMXKFbL8nOd0xDRvF7ZT4jwdxwaUnA2M\n", + "O/yRv41Zb4TX43BEGGPl1HFlkjHps9CT/s53NaIt8tbaB93ptrJC8nO3kH2sl0D7i7l4J8IMEGHq\n", + "Bvs+XA7vvm25gKX9/dDIbV7Bu0/Q//YVybzWySXcrfXVGfcQ78MvFX8fm1/v2L/lW15nCl5fSoMt\n", + "eJ1Iqc7FI4V2+EPI5hhVlDGjN1Y6YrzMmrDSmFDwmo65sYDJDnxWR9IkZTiOtZR/bG82ln2OKcU5\n", + "U2cJ3sNuSkN8jBkX/gZaulYjdYAXncbiTodvWVBFIlWvygWvnccYRvAuN5HMe1UK3ne+851W9OPo\n", + "UTIyMkLe/va3D90zJgS1Hp0tupoxObRvQjIELzWMGS4SQA8OOII36G4Bmt+4Mn+T8Yc7bF1kiLd0\n", + "kuwvxQKjcx6PW7GNSQ3t+n75cGJz/+KaE5emucbs/D26lUprOqb/x9/4IjY60HSEtH1xBD38e2mj\n", + "KF1cfAJr/VnTMBcCMj2+9fznd3JJzfHJRLvriXDpCdn5qdBjbiq6Tg49OtIRBuZ7x/YJ+8ocB62m\n", + "1Imhh9ZYY92IJw0DXifFyLh8AWU0OXuQe4KJNq1e8wrf7223/aLkG8+7XnvNCcPm+HjwDynKFNHx\n", + "5sxjKoAqsn7lIsuycXr24JJZessZf9ujabeaCa8rqKOWyknHrOwSjKDmcsZAOp4jH/35Q17Bm/KO\n", + "D0fsf+eG+UAROVuI+XZ8GsxhzTvWbcPlVCPhrnileZTJWpy8bfsz1mJlp221Y0kS1RwE25Fw6Vmj\n", + "XMkQOmbT1Vqnv0vpqkdciY2/ZesqUeu96C15PvHCHCZ9+GXhxvD1ZIK86OsXPH3XDRW7L6qNcHnO\n", + "a6U16dqWqmRJNW69b05xtoF1lps5eYpJbDRPxvNloeCVNn87450fjh1zAhncVdtOOsK/3vDcwM+m\n", + "u6OeVBtB+ze2Le85VdiQCt7lZ/zjl88Drsz1VgsfXCGCd8IwII1Ggzz11FPkLW95izHmhm9gTObc\n", + "LSd6wILNCChn9oW6+jMwGphuKFMOXvz975NL17gHivYZz7a0f4ZMt+ckC2Q7MOIg5Dr5Fi+bjzrF\n", + "HaMWXeDQiYwR14s/yAn7iVY2MFrsLLg0BSRhH++PNjIk11wJXLBYI6cDrY1Ko+kOjnCh4rM4Hu7g\n", + "ASt4TZGRCD7MeFP1Mjl81hvxOHfAH4FqJDNmH8xtynPsnG1BXyQ0Kl94zp0TC15RflssXyAFe9rS\n", + "k/i05uQ686jL83LB28uNb61IpLtfjIaMroS4ASzHlANrROW2LELNdUw8x+jCWpqLSX/TPwj8TsZ8\n", + "rUA++RruuTnBG6Y0YaYas+YAW+6MGQsdwes4BVzEkb4TFbwO+9dytqNGSJ7Nb+fma7bsegqFaLjB\n", + "wl4HS7+f2tUp5k7txmjCjt4FV+eIpAo+29dZA5LiMlhmCgcfDEx7v2uhmSGveCQfGIRwSAc4B2Er\n", + "jawV/TbXcYSoY1cSCei8d8GjEd5Om9f9P5/K2jfyRfTm3V3ETa8qb1gRXWn+rOFYtSpu2kvUTjW5\n", + "cM11nnEuclJpLd+g1KxG0U6tqIgPrdFdwGVBid0oMhYgeEVUDS+cRnlf/epXWwM8zAmkHSLdLDAT\n", + "ypiQzPmFmbhXTHhyeGPhDyo9s6UWvDQ6WR5xJ95YsUKKht3O1MUHq6aza8I6jCrjagrLBb/hvLjf\n", + "bxwmi0Xf5x7YEpfZecnat/UbInOjL6LkSbHYsIxotDJLqi1FigDXB1SL0zbMNQUOQGWlc9DnzC23\n", + "dASvShe0osGiazPV8ooMRUWKRmbKfO8v/NLLPH1OnYjc1D6p4G0qnoOP8LoRM3meKOvHJJv+sbDK\n", + "XmX7+LmOwBWVkXr6upsUotWfkuI4Pt1EvGg6Tjsel2tX2RYKl4OqU61DxMnyh109mJJ/SCmWILOt\n", + "rFTwyogTq03il9088Haj7q9XzBz+8h1ao9FlQ3w4Tm8toVH/267dS0Y2fYEw2qYyB3qeEcKsVktL\n", + "ytTx87VUVotc9nP4lIZYo+lpU+rEOrOERngLY97vEtbhdT6LswFOjWXKejot7L8GI9DXiGU7aaky\n", + "VmRNj1jz6HxKz4meF+0u1DZJt1xkcqz5tYEeT7w4+kLB93Hva4w9J4d3PF/0zdtYu9ZxiFU4B0D/\n", + "z82P+exQZ04s+J33YmvTYw/N3xsd8wh4UTClxNxAmqjkyNKUfycuZ58TuHZ9SzgvdW8aJZFe734G\n", + "V4Tgff/7309+7Md+jLz5zW82//3Xf/3Xh+4ZU015pXU+uMIK3onkZOjvCpvaQy+3oLtZ01XxIl83\n", + "jK7o1KxK8JrC8rm1vrfjlKKo5r/8mxu9YiRu5cU9bzst9MKjW5bgTcTinkL4se1t8tQ11yjblxrm\n", + "ssQDd0o50cXxVjufnD9Pt166ufPnrYBtdSpwsxmub0a2lIKXvvcHf+0XPVEEU6BO+vvs+kkrelpM\n", + "yytBjNfF0YkmU6NYVcJrZs11apb3z/vEaLzWIPkx6/MPZk/5xXNGPtbSTt5s+kDn4KUTjQmKeBUF\n", + "70vHeisVpFb9nX/80F1dCV5e6J2uPcAsvqPSqGCjPUYyLVesVRN6l844n9l40ioFRx2hiiHwVRd0\n", + "bNh909lZoAc9J5Y7Ed7z8/52fvIaTlg03AaRFqYw5uzRG6zDQvyuF02D6nfa4h1nz5LGfEMqeMcK\n", + "8u19M4WFq9EtLA9mp8TUDXHEOuBOjWXTBmQsoVQgSY84q8QbnYs9lhLXd+yPKLL+cOaW7huipbDV\n", + "xrxiKx34+rnoHzdO2gadJYUZy/FeCchCcHJ45+ktgdy8jRkvTQVvNVUhiaqoZnSyI0zN9ZaJuMcK\n", + "M955xjizN8/eLAwAsGcv6DPJyu+xgjfWKHc+P9L2C16iOLQWX/P3Z3nM2wb/kZwhvsgLuPoE7403\n", + "3kje8IY3kIi9Pfma17xm+AQvY1BasagbqSPBObeu4TEMy4uPW39ULE75sLVD220zwruQa0j+uqUd\n", + "RfLc3JMW/J6dQ9eMJ4IjZqLom8IbriQTwlSITCLjWSCcw2T77es4x5oLHttBzRNb2J/PJay2vDsI\n", + "soLm9J54Uck1y/q+vPPHbeYEvCfqafOp593mPwyTymlFkpzPo+1CRWB+fEoqeKcLWalhn6iJUyjY\n", + "g/3xVm9zhBe8lbje78Xt1JS7zhHlvUcip2d7rMtSb4KKDMd+9Q3GOEuGErzXXzwvFUjmZ5ALHbHH\n", + "OxSRVsITheVFwuq81ZdsBZh6NEZaUe/iSlNd1jOCSH2Mucp734Rn/rJtOrNWMT5XIAa6cNZNJ3Vx\n", + "USyIFGX5PAF5Ol+ra2bUUmeLf/CrqjUmaHqK7BYtJ4I++4NVznk2Ou+wJXi/NfMjVh9KMg5WMprp\n", + "OaJdDyZNqyYIziQVByAvl/1rkWNH2IviaNnMjn3J+wMXxZI9tgRBjbFtazeiMpEhk1sl4ZwptMSl\n", + "2V56edm7XjGDhV7aIRK8dJ1J1mudYIFs7InS/YrTC2Rr2v+5mVJevvPS9PddM+btp1viKxC8ELxW\n", + "ntX3vvc9cubMmc4/w8YUU+fvj1/z874FWHSi35zgVU7wvuSYVPDSG1joaemwgpdOWjPCKwlZtlV1\n", + "eLm6up6bexRZAtUx9SEsGq0S1eJ1xLFIGKbaVe/hEftQAp/jSduaGrTRqioPljFA3KGGkXzO3N5a\n", + "s4XEETYgWRVHaxvcZ7CVIVijKdqC/9A1Py4w8IrGZQy683m0XWgU4ZmUf4zFuItHRM8wXd0mW+P9\n", + "LQTJjv97b72dbE24Aonmaj/N6aW5rFrAUMFbT8lFligq1u4yhXe0Ld5OrzInv3UE749997RS8FZJ\n", + "TupQxKMJdc3ZGWt3ga0Ac+1l/7Ys3TWJtARjkAlTdVKdRzK+sZIpN0hhVH9sVKdGyU/8/d32v8hD\n", + "ts6NUhHuymvRATFPN9K5RgVcqxY6pSWfCv6ZrRFrmTSrcozq5620IvK8prVJK9XoF/74f0qDCU8T\n", + "yzGlVXg8AswRiLoH8kRtUl1TCt5WSj7vRFFtJ5oaIe4707KZKqdl9L7P2Z7aqj+oEglOaK1waWnO\n", + "buDvPnXS81mVebc6RjSWlka3J7eD6zPXm3Vy0a76kLJzmWXHSDKNhlTwJkjd4ygACF4pv/qrv0ru\n", + "vvtucuLEic4/w0am4oqrwS5JKAAAIABJREFUj/7kq301ahwR5lukQ5wfOLBhiLDpudDP5gjaeKuL\n", + "1V91RaTA+700u0+44PJ3utMtqY+8971y4yYw2hH++2zB25YIn7GKWPDGalx+LLdQJY0VJ2ao6Kbo\n", + "8EdlWviZl1Le/17LuMKozX0OrYnrWVDigkUiJc/hbV4jPmB2jtxMyoKoQKxqDbJEybo1yCcq/+W/\n", + "kMnyBMmNhRO8TIEKT9+MNIhvUT9x8A5STLuXGMTjBcIPx1RNLGDY7fGmovqF7ICV8xxsiTHHSeJz\n", + "wF1D2RqcsTAEr7MlvDG7KBzvND98Mhvg2c64HeBEh0Vn9Oj8o71TNtqf/vnky17mTAS/0xvzht1p\n", + "X9381KVOdF6Fc+A0d2CKLKyuE/LbBz2RRZ/ISlifOVZYY4IbxLeLU5iYN9qCmTPcQb9U0RVC+yUe\n", + "jrPdrrpa2DUHblWO6liwoF6wk0+rce8lHU0m97xk3xyWqNQ9Y7LJ3CO7QrxlyfblrIjm+ro/simr\n", + "qWvW4ZW1tyL/mAhu9nOeUSR4RcJta8TzZb6//6FvfNsK+jAhbPodM2vnO2OxESnT7TfBID4oHNeU\n", + "F+Sf8Yhw9nKP68fnhWUHg7hwwMqXjhrv4diViGws21GrfWX5TWspYv0M6xBcH5DaiwDvVSp4C8bA\n", + "vv/++8mHPvShzj/DxmyWc/uY6w0zRF7tYLzSUIovj3BpNQ1bEL6WIs1ZpJGNmVJ94O2wZYuay5PW\n", + "gk4NHDVMune6059lBSGbtyiLHlzDnS6jooZGiicuWQsFtUGjK654iNGajKw9TvmdCJoe0OYio6aR\n", + "f/Za93AOw9/8wk95FxfGxjaNPos13cWGr4lLDydt7eNOGI/Kb1aK3bjo+29za8b7TS2RkiKondxe\n", + "ERvkv/sIWYj4rS+NtNUycqvLnjx2DDrlGTuHl18U//U5XnFX4C7JkJ1aHmHaLmxKQ8kYj847syXG\n", + "ahXr/2Vb0CTSH8FL0w3Yw0vWf5zvjOVtO7eTiqTx+IzH4YvZqtxxlNm+o6KwPO6eMg9KN6ER3lxm\n", + "kvxfn/scE+FtdYTCVlJ8EJg+50QlR1amMj7nIBtzbVwjSjq3qzFngUhbcRCHRo3pe4/YV3jT50hc\n", + "Fucpr4+PeBwGmeD9d1XxIHLSZ9hyV/HSgk/cmx8flYeBRaIxHp8ROutrKffziyPiCgL1UdfGPEWs\n", + "MlmN2YottqzvEu311MZHwwne6hopteXLf4KMSQUvf1kGtc/O3E4z15UX2a4rlISfJwr6XP/EaZJu\n", + "Wrf+tSI18baMIXibcfed2TS5F13zEc/ztsbcn6tFkr5dyjDkk8ztky2x4G3aAYV0rSI5ByH+bF7w\n", + "OvZrc8r6f5ThvUoF74xhiFqt1lA/Y4ar58ia+TixFjxRgNUneG3xtay6RMnO8w2z6JYSA3hpwbmq\n", + "Fmf0eZH6/Xl1hIUeAmMFIRuNpEaWCuiOILYjvPGWeJEbZSK8bZ2LHJxFqFU1o4GXubJJ5rvkpo3G\n", + "nPX9zv2vu0PpqDRjiqlXniFb/A1OipSGBin72qfcMsZY5lGyVeluD3887he2VFS1mftf5zWbUHYa\n", + "/6n96u08meCNN+NMW4Z7r7LgilJa9D7SDDjxbm+xzm/2lif6HGMcXdh/Lde3M8xi6PbXC2PXcI+Q\n", + "6DiNvOA1b4Mb09vtoU6kU8fWs7vA5Ck/sZ+TSS+51axKQefcTRcum1U0eOcgG3fnwaPMjdbR/aPk\n", + "mrWtwOeiOwHUTkSZCh/xtvvnm1eWtN6P3UAZa/vHsKxeMX8Do/KiHVuoCQ+tOWMtMaY9N5wSWltx\n", + "Zt3INLjFWj6Xi3a5tIZix8Ozq1a+SCqKg2kRwXc5455/Z/PadfvvMhIHw7yaWgbjwOnc6NkRr2nx\n", + "PDwfu8ErePe5PxdPTnmuFfYECbZWPf0iOmvSZAJQI4bwbyiuCb9uXXxojea/K6v72TdJOc54Kxoj\n", + "4CoWvJcvXyYveMELyC//8i+T17/+9eY/w0ac8/6WBWWPwmQUNFQ99R8+3tdnj3R5Aw8ReKCRgBG2\n", + "mYj39Kx04ekIYlvwjpdanrZ95MYbzZ8bt3N4aWHyalRxFz1305rooML9z7m2E71aTk0EPmOd0XbF\n", + "VMDtXLnrSble9gjrdCwnPdTF1gmmB+fMhZ3WgmwUjN/xR/GTMSti9cy0vO1ni+LENNZQpxVVc+ZX\n", + "gvPhHn/uD3fyM+ebm1pliMxniOqNGVX+oE8kjSSU/bc5Od4RTLp5oqL3oafP1/j8fUbwtjvCN0rG\n", + "6t4JlYonlEJGNz9ZWvmEqTVcszt6xomiveSgWaXBchxr5NIBK7+UVlYQvec3GU2fHI2a0fRD5F51\n", + "vzpZFI3e9m7ZmycnOIfoJY89Jq1X3Kho5Ofa+byZPpfC7OSbsnVnbcHbSmbNaN+1m/LDvo4NaAhy\n", + "2h1borurJoJG851xHxMcguykBjGPX2V+LDOi8EwvXfILXvvMQ2X8OWR2RTxe6+lppeMicrRvnLmR\n", + "xCX2o02C84ZbRjs70ez9m2tkeWKClJp5UjXaJsLlQk/Y5fES3MU6c1trRGZCTIf3wx8WLwsRAq5G\n", + "wXvs2DHyuc99jvzBH/wBOXLkiPnPsFNuqA2k6OT/VDtPDj2iowDkC7uZdya4/pQKwouzs1L/vl9s\n", + "Tk51DIVwkSHqW37SisQlc7tOsHhPllueCwacA4Lz25bInUzMklrbjfamilvkWSYKwAteZ4HbZtrl\n", + "HTf/e8uY1eZII0DV098tjbjbomVG8FJRxi+ezakoyY274mblmv3khYUNcjkjNtTvesUr3fa0hUq9\n", + "lLKjCf5oRsK+sUpl32Ot3vbPxsl2oACl13E6/Ztu19ROnebodHLtKLoHQo7/yqHg/kuHr+6wJEme\n", + "zGdGvVu5zHhz3o0KCD4KJLszwxEyooiX53c0Li/pPJI91DZn9/vnV33dGJ/Wd91sTKlzthkpxt32\n", + "PstojepshoyVq+QwOeE5UErL+HkdbVtTltwIYlX3ErDKqtARmHTG+KXPi6OEqZAHM0f0l8xaMvw2\n", + "GnsJScdWG4KXzuuZbTtKLrCJhZrfDqbtZAbhxTlV+YU90adv79xW5kCj+c7cmuRENVvGi91cYy+S\n", + "iRZrQvstdRyatrgm8nSSbEqvfZv7pjuO5VhijEQl9tqpTkTfR7aL0zTsomPH4rYjkW/kydrUPpKy\n", + "I9/RmnfQJlsVn9M7JbEN/+OFRgO+5z0de0nPMTg7Xfk9qdYgeHvmz/7sz8jNN9/s+We3edk/P6i2\n", + "x2zErmB5n/MbrtFxTv6zeTpU8Do3ZxVC5Nk7UT5H8BZH/ZOXpjTIDvVkCsbvjEm8Z+7Q2qdfxBjG\n", + "ktzolzJi8VFIRMhKUr7o0OjBRHZDmI/pE7z2ZRm3rrQ9VV/MCKlhOEaqVtSR1nxn0kBJJNr0tQX7\n", + "uTObeetqYdF0aelFw+tEkotoLBR8HlvbaJNyyv3c0twMuamwbd5TL3QAb/xhgWVWiNlyxbc4efrf\n", + "6I4D2yuh58BvXD7a+fMYKfqjfj/sfc7vPv9HAm/KEzpBfUpmc7Ysj73+sLf0k+DSlVQXXykTvGsz\n", + "k9Jye40QFplflNuxACORWfGMbdUOk6rE7wue/X7nz7euuukLjYj7S48ccHN4y+kq2bdtOUD1yQmv\n", + "4N33EnfMaBwpcJ5deGcKd+3rB/7sHpJyxvjj7+1a8DoBTTNnOa5/RWax7RVzK+lF16HgTierLg7p\n", + "aNSkPTgEc6YhcFAdwZuotYVt5fDAT3sdvtefmxaWQpPtbFAbLXr+uCHCVe/l5PDSPuV/bqxUI1tj\n", + "6oh7M71fHBjhzlS0R23lzR5W45yA8fUKGSludhxc2btWmOBRupwji8azf2276Em/itgpOQmnZrPo\n", + "pkmBKafz4Tyd0rZdomsDbZuJKgFXs+BdMyZ8PnTx2cHyh39+j8/rZVlltiOdQ7ZtgSq5dtM1qGyA\n", + "al2yC76y4M95olv4HWNEVshWfDrUu1SMhWqqZk34Uf5kOJfw/1u/wESJmfxj14BZs70iOaSxMRIl\n", + "50Zn1YOUORmrVkKWUJmoND3bu9RwUKOcsfc691e80ZCo4NYhNrexLSjbU4jHyTPTSRJpDO4+SCeS\n", + "UNw/RW7aapMwkffGRsqM4tTT3ggJe9ComBRPfxr4j2lcp8wfjPrd0hHpwkZqfqFAD+/FFeKVPVTm\n", + "6a9EjETq1pf36zrOoJtipVWSVh4MLXjptbJ8ZMu5XjvK5ghW1H2glVrBPnjKmsvUyTCvIuZE7Szj\n", + "sObG5JG1GBOmpRFeR/CWRt0dCHrmwKnSELcHCl28izNco0z/W/UYIw2h4B2J+Dss1ch7HGNqM/eH\n", + "zPFWjUfRgcbVtP/nnTHbtA8nOs9ED5A682+iaEVrnUO4SsEbz1jRvrpc+VQEO4iO4B0T3TzHlOY6\n", + "eaf3vf5d9GHhASnHwXrF497dDpnTygreSL3pO5zbWeeKRd/7T+e2yebEpDFGIyRJ/n/23gVMjqM8\n", + "F66Znvt9Z2e0s9qVtLZkW2AZZDAYg8DGGCMeIJggsJPDRSYil8N/Ep885Mgkf064hjj2yZX/wInN\n", + "LxMS4Bwg4RIHJybBJnawIRjxG2MZhFnbK2ulXe3OzM59pmf+ru6u7qrqqurqnlntyp7Pjx7Je5m+\n", + "VNX3vd/t/dhZvl5sigDdFn0d1VMhE+FeGkyCwcC9lIZ2kArtNljMRK2aeP1ZzQhvtsVWGh1te+Tj\n", + "TSbgNQ8MdnzH84af84A3nU7rNbxve9vbNm0Nb7JFGvjlrjPlxOCeJhTNRflH3aM8FOCFRhNSGNlK\n", + "r6UBG281ufgZi6yKU7mxIKYAzOgHVOqWAjNHZSoxTt2lAMO98V//Py5YE8nMqgbZGfnf2ZoR4f3Z\n", + "RbZDoKc96zUh4GXJciQGfjaVBy8sluTeacnbmMij218Lls0atObUBNi1wj6u77jnHnCeqWAd6cGB\n", + "Sg7UMI32Sc35gEZqJcE+/jACPrW25nqPs5I+Jw148XWEk69gtuOuX7rcAcCmzywzI/v1ZAqEKiTg\n", + "ZXG14sIztkPLsVs8Ad58ZQU8U8o7QAIEE/AZakl7StRUizy34ZCP2nqGvYTOOAtgIQIO+L0nShNS\n", + "oBAvafhZbCvbcdOAywWLP2eWHwWztv5CNZfhbtPKmCWb7HPTijkfjK7N1KPljOZmxIHK3NPYujBL\n", + "vig9tqA6m/HQnu0pMQIAwyAkDZqFDZD5jgV4odM+vXKS4TQaZxjn0oXnC57Nw/cZ+q4RY5zzzqr4\n", + "vDLksV0X6n9f+4hcaQzeaB1odpk86/x9q5hOnQF4M1UnqA6Hiw7b53YfPOl7gEIoEBFtVkBBs/On\n", + "BqeJ84O4RVMNY++GKSANMyvREN+x6m0tjQHvGPDa8oEPfADcoxn6j3zkI+dMDW9fcuMGsAEF27eJ\n", + "635ZDFFw0hdeG7cDPAmWU6RigMCoLqpJVO3oTqwijjKlggVhJKRiTnRazLAHNEBcyrPjH/2EQUze\n", + "CLlQRrH0JRbZgoYUGrJGyIiIff+83VZEj9fIcdnjj4PS8bsdDgB7cd2ByJZpL+HGJDi25Wpw1CwB\n", + "qJUMLuO1iDPF99k//EMwbXJh7D1+HNx/iTGdqVwxAEsn6Gweg/RqokgWxB1htc3BT+KQ2Z4fuhs1\n", + "fB3Rfdz2rhv0yAdxLR4dVABGoMn7iLqEaN2M7dbzMSBD8XSKxluLBAe8yBkJ97pc41wLxilsFSP2\n", + "8MwaG/zBcie8o3wOW/KJmnP90fOsJdmlFdxoo+k446Bwr3bZR031Uu+z01D9mAL+ZtvvgwUw67gH\n", + "xL1LrKUGJH7l88a5THRgRNzMNgEx0AorhsfU7VUtoHMRBZT060b6VukIHrGLUceLmVUqJOR1fiBE\n", + "YbiWN5AZIfd4rGv8/gJ2Xwhc44AXni8YVL/p3nlDfwZHw2j0wO7z3QEF5mDQ5Tn0nqdreIkmM5My\n", + "rZeYBPmVGoi1agynJymMjKPPHkhkBzuaG0RfY8epU+xgh5l6zTVaoARtqaIS9pge+R1mDLqQSc7A\n", + "td2GDY7prj+L6BjwjgWAL3/5y+Dmm2/W/3zjG9/w9Rlrog6hOTviFcKaBfC0HfJSa9jIRxbXJuxC\n", + "xmslYYS3Q9X2TVaroBuTnPCyFLUioa6y0uN6wyqHvmUQ1JRBOMJsXpgIlE3Q5r2J7kx+yhGVms/k\n", + "uaCblssfewzsvv8WC/Ci95+i6MwCA82o9eKEgmUGazwwWdX2GZb3KIrwFg3wWo2yteR00H5GZKRD\n", + "nb6etuyoTmUfMEEmr4YXZtQmmks8j0x47+/7G6NWEkVcQw0TiHVazCYyHDyp8aID2LKiNVEOJSEE\n", + "fbjRZEWHafCD6KC2vAAznIntngAvqkGky46exB6XBpasNPBy0NvUJfSsywIMFmDUYsAUsm6Yo3FH\n", + "JkooJScAgNR08+Ihivr4ZYXyZtA9yEjFrME8f0mQdYH1uy1DV02U7Wh/lAKxkOawmVfA/dudgDfa\n", + "nGQbSXwfhuRNZpdqfn0mlvMGeBVOKt/c/zg7zOmVJvdzk6wBE92KZ53a0BxB0ah33WatMKL47R74\n", + "wE/vBVOrdlQZsnvweHhNlGqAxUgGRDo9fUwxFDpTIwK86LMHWERlJjPD/XkWqBYeB+3Hp8oNsBxq\n", + "E70Yz2Tcz3GJ44RA57VdKloOVxSr9R4He5+jgBdFdX//938fvOUtbwE33XTTul1rYWEBPPzww+Dj\n", + "H/+4/ufb3/62TovmMHouduMZql63HotpwMNUUnPsyOV2ZcVKqyFveRkUHNfEacTodCWs4V1OFn0/\n", + "v1ILkJHQnqkUuuJ6J1Rf2FUCLlGQDhjE2Io01TMAb0sJgh8XSe/ai8C0IQQlP8Oa965eqoJou8nD\n", + "VURJQ6DftSjBQu8+Tq57qATmIwUmqPHq0VtK7zWkZqtvESOKdIqsj4ZGYSGogaHOCugIeDl5CnR2\n", + "FkaT3AEJ3Gd4eUIPhPSIHx7NsWpstc9j0YThUZ9erOiGd/VzANN8oYaqX180KYtZ/6uBBfh1GA1n\n", + "NcsYi5xiPivPoUGfQzeWioCgG62VztKgylm4Rep2idIfD77iUk7OK4P3HunJd9JAsv9wIwzUmByg\n", + "gEACfybkkCoi7vX2EqhVQ45IWMlDg+NMlf2yYoxn9RP1xyetDRQJ04sBXrgftjTMMiPTWcLZYZ7q\n", + "BLhnNMZiXHEZvtBnZAD72vVY+5ZXSoBGbadPrID/9uN7PdnLlNrWHTm09qik4ebPfc7xszAbx3OA\n", + "oTyds/UjrIQKqw2GUxMAEUVOSaOBGhc/vQTyzRZoKH2CbYd+3V0qwgvtTlJl72X4zGt9+x3je77a\n", + "PTNGrENK6Fy86S984Qv2IdQ2xHve8551u9YjGnh42cteph084+Rdfvnl4OjRo+Daa681og7/9m/g\n", + "tdcYtFDXfOxj+t9PvOpVToc6SSoQCNyS9Qox3lRXYl0SJImatfJrhtJV1EsAr0I0FzoFFpKPMpSv\n", + "BsKfd4nr8z9PuzUiroIAL+S0DUeEIBO3t82od4oeFBROlc+AL7zGmDqEQNP0mVPg5OQUsw6almPb\n", + "t+sRpaNx26BfsdwH6boBUNsDSgEu3k3UhJYqbXDvnKnED2ogHKMTxcql+ZEDzSDo9akdBLq6oG92\n", + "8MIoHaxjFSrYeMh8l+y9kKfeAUzffytxqWFYGXo1JOCxhaC9Fe2CdMtZ4/eP4T2gi6VZv3/hhUR5\n", + "AhxlvHv5R+QaWoAXdmrudHwmjPog0Nml9xNnbdPtDgh1A0zA6zYUIl1f1c/bdfffzx2IwZIfnXee\n", + "nj2xKJgkflcUeXWLlMFzP3GGdDpg5J11zml+ZrgmV935GQIs4iCHB9baplf2yKUzQNRDBe/9D7/+\n", + "++D9b/ljvtMWMRhicDlZKEu9a8jvjD9TQBK0ZzvOzR7zEBab4jghmXadC3hDyQLXeWmH+R7PRH0F\n", + "rKYK1t53Y2mA+2FHg1o3LNtSzpDf60SgnjQHlOhNuQVPujesHT4a5q9FVbBnYYl5hpHEuyEH4M0t\n", + "POPp2gk4WnpAKtZC1Xg+PCMB3zt8b2/8zneEZ+zHup43DiPs31MYzWmNXhpETOfIrR+gaZb27Cir\n", + "4ESjDWocRaWYDajt1mntxWzHdFAFRDhzblQNdDcnjaBO7+c/BzFN58DWz2se/dgYrY5AzvmShqCG\n", + "ilZXV9ft89fW1jTlbysj+O9y2VbcT7zyleCeb34TfP3eb4Jv/t7v6X/g1+gpLSs9docPXUuJp5ln\n", + "IxXCgNCy/YwJeJvbufefCy6BYxPfcwJw7Sz+6LVv4Lj3QWvM4Q37OYo42HNGCaluYGgUGiY7Q89H\n", + "O32tP29qARss253pAVM5OtOsrOY2+J6fSOYdoF9/Brou9ZiYoN26h2gRFPvu05SgAj2NnbRIx1s6\n", + "cb5pGrMe22mYDjqjmotK3owksSJxAfZzm0Zkx9ZV0Ao70dr78u8AHWzSGs2jCrMP3MhNvyuMZqLo\n", + "LX2Xn3nd65ygtdmxavy4a8OJQkFid3g9uqQAr5dlPQN8rzCSBA0uBL+Ogk9JmaysSQFelkTCAfdn\n", + "NUFtj0X1Z6axccBbDjn372f2u4P5XtGZ/m9gDawQ7CPAuxbMgGg1OlK93GZE6V5QPwU+fSml/2CE\n", + "TMCkgZc05OnpmOZZSggmpm2ZvNB1Lb9zgfE+GwymEiHgnWYDaSugGl9x6GPFVLMr+RkQ+Na3DD3K\n", + "Mj0twz7xfG2WulaVvpAXXVeJqtMl2z1/jPmzvKxJtKc6vN1MrcIEtDIlDYuqe7Al2AxYzBn0M9LD\n", + "ZpC+esGiCtIgA5phMhCBxqqjINlFT5JDjmDT2qDbI/aYZUI1G3UyatiwhSuuAJdpuibx8kt0XHHs\n", + "4HVjxPpcBLyHDh2y/vziL/4iiEaj63atTCYDapiBgAAYfo0VlRDJk1j66d8vmLc2PjrwCKRl2/Zh\n", + "S2BUMyha1GMF5eP8sag7wkvcSFOdFznpRyzAm+NNqzIVLGEjGk7AW08kfEfBLBYArGQDRfBEYzZZ\n", + "zW0Q4Pw0ZUc5/vytb5WeTEULjBiDF71C02gKmAhOS0ft/MqPlx93OEPEHjUVKwT1UBnDZos25ETV\n", + "AE5fMEGsCdiRjGi7CtaijHrGBKm4H5QIb0fbxtkJBJtcIGqVqdD8t5oxuHP/fuJLKNLuVfAoFDQy\n", + "tKO5BsSAFwpKncLIcCvsbzb3LpN2kK6d/QfNuIGycU/QWYb7fPvPyfWJBkjgxYxmm6AWAV63Ld5k\n", + "pHFPVNm1shNdcRlDtYHpJqwvoR5MgETM/bB5KVd6etLprE2uVcHR2aQT8AocWBzwTlMDAtxqwKFs\n", + "y2wz1oLlX8DSmF4NnMwZ35wPRLxtloAqBLw/vPbVmDdknLOw+SuV7JTewKz/fJ9fP3DffZxLazZg\n", + "76MPUYe56Is3+/wnn+IC3kmMXhTV02fh7aKmNW0fp2otMFF2vy7dZAYDDfAsHes5ndPfoh4tWOFn\n", + "UuF7xM9aO2TblKLmfPfMPYSCXAGqX2cvRWkOs31hUy+y9th8Nm7ZMKgfO+EIGMtzGPAmNBCFAO+H\n", + "PvQhnaJsvWTv3r3gwQcfBIPBQP/z0EMPgRe84AWePwfvov3Jy+f1AwQ3PgJJaINnXDxovNPZWsRO\n", + "jgCZuMGJad5mnWOb2xwbFDFTRboRUTxQISVtQPR/LiVpjdQBv8Pcj/iZBPZEylZaf3bggGCxjGff\n", + "wcGv+rt5lRHdzDE68VkyjwEcr7HuY8vH9GvefoDt4efSSUsBW+ABNkCpLTg8nvu5qOnxb19COkxQ\n", + "BzPLJyJk2pSO8LL2ZtqkfBv0nCAKUk+J0odZE5TiURyaJN+r8Cb+NbCIMa/UATY8WWCTAc4a8ZT0\n", + "yFkaOBiNpl3LcMKIEg14eQLPUHNA/uxbf2oCXsYZxyO8ZyJO9pRFDrd0HGs8LTL6Anr4Eaf6Eorx\n", + "EEBB3r3/epz9HAznOr1kA1sF64Ng9cDC5+oJhtjs+sF3jKl5KfaZeMFq2UGNJwt4WWO/dZYGDfAi\n", + "UN0O8D9cavBEWtFZAazz97qr7d9DoM5k+SnnShYAa6gkxSDegHzvvexrwaP3unu/4NQZHG5s6/co\n", + "P2T//XeDlx7/qTAggMqE8HcQ0ewFXIt+NKsD3kTTe800PGPws3/UDRnvIqBYdbo3PUg7/3HuGaXP\n", + "dBfbe7HVLuiF2dme/JmGLx21GiZ1FGJ/qCdyY8T6XAS8cOgErKuFfy655BLwL//yL+t2rZJm/K64\n", + "4gqdCg2yNMAa3q1bt3r+nJXmihAsMI1GdRV8Zd8+dwcASz/bgNcwOFfUH+TyEMYVtpLtd7qW8pml\n", + "o9mCkZT46NJPvmq7qTAM4/kMh5bMr2ytlD39fHfQAT9pSo4RbYjr3R563vNsEPRC7/fuh10Grsf/\n", + "+9Y3M783mXWGyWmKKyJ6YxaKoxKCO15EBXJ6DdBV3FP2+EQ//fOw7MNP+gaI3lLhG6rXfIOKvFF0\n", + "YBOmk4AbQoskfzAa1YU+e03weShyhCJmOijes8dhsCHgJYw6Y2Ibwp9uqWGmg2KeJegkHMBCczBL\n", + "8tA0+XmXnebvdRzwrsWMqO3s6UWwsEVcytCbVi3j3855O8+Rjg143/yXD0j/Xqpf1Z7aeO4iEOge\n", + "BvWTHnU1QR8c3f6Kv/trfX0g4IVrFaac8KufWrSaY4nzGuHXvG/N8G1BUG163oekV08+U7zXBHtg\n", + "Od3yKadzRkUxYUkDArxRldQ4VgOyBl6/9YA3yjK654TeT3Qc4vCntWuFmsKAAPw67exEBl3C+Ug1\n", + "qow91XEtaYB/zgxi4Jrvf1+PUOfjnJHBmjs1QVHYoSwQ7ZxCvRlZ+q4R46l2wSCUYD5b0ET/bjXB\n", + "DqxgUkKi0ivkxKmhcaR3WDnnmtYgK8N9mrKHkVcDIPbAm9/85nW95hvf+Eb9j7SSZmz+WohUSN98\n", + "8YvB83/4NTDbpslH7X8uaZ4eArwi8my3po4WZ5WjQQiUGPyGQfuectqhO/gXf4HdnyCy2nRyXtbj\n", + "BndjT5Bah/d//0u4+t2HAAAgAElEQVTPA3NfY4+zVQcDDYCR76mPhXhkomoPpPnKAhr7eR44aKGJ\n", + "ZH0i+kYCPW8DAVDjLVSoEDQ+79iPXX9HFFWpNRbBrh+TdYov3Z8ynolBI/ZUXFx3PBVZAae3zmkK\n", + "uwf6SsgwKi7Gm6at+1z0Jcb7Q7q+JTGqOEIaI7TEtFGD7z9YG43qkomsseRUMskw2FQEi8H2gBAv\n", + "KzU8Ee2DVdNQ62UzwJh+hvImU5NZEC0bYPn2224D533+89z7Q+nhgSCfsJIrgihnwEiXUerQx9hU\n", + "Amkn4O1Rw1V4g2JqnZKndz0YuDcT/cE9K+DJy7V3tRU2EH/a1num0wRHtx+81s5AQcAbHbRAN2Cv\n", + "0c7KMvjMlPPeGgm+7prNzAJQZevESGsBtBTsPWFnMVk33jurLGVytQzOTOTgxALn9ep1cCKVcAJe\n", + "tO5pw1A8tf0S8Pbv32O8hxS75E9pNUGFQX0GPzMA2Dzvbg5Uadm5RqW2U3fAfc2r4d2e3Q6e0TBf\n", + "Y3qf1aWZZ5Q05FoB4fmF5RJoz+isOy82zpQs+wngOKfVTBF0fnqY3NPxuPTvu8li3K7vhTbCesYx\n", + "LdnQcs5FeP/+7/9epweDTAnwz49+9CPwsY9trg5G2AEOD3L28TUMRJIGGkaEegHVUUuIR3iTWNSi\n", + "J1ipYF/s+fHAckzhFNCq9ucVwmH2cAbz3iJA7GGjprW+YNobLG++4xf4I0b79SZoUynUYCRKXEfO\n", + "vWtR7829LAICXhhBg38gqIN1nHTt6kJ4ggtiRPKFD39YHxRxMuwO2OmoCg4ws9r7e8U9txCRid/4\n", + "vZQOMvtJ5+IHOuIYM2QDWEvGQKaLNdSYtaHpDrs0hTfAIyIZVReBGdqo6TRzK42RntnawJvTssgw\n", + "tKsagCSegwF4MxpgOfTTnzI/83nn9R0RLx7o4FKqUe8sVyapjPABHH3NsV2KsMHQICo2DcWEMxTa\n", + "BuRn4bX0qZrt8C97YAxIDGrgTCZuAQeVc1sQ0Oqfff5lIMPTB1QNOksemfK2b5KAX+cbaRgZgYHZ\n", + "rb+csc95rB+0nDd6j6fbpp7KuO9JGvC2TeJhvKShz+FAF9GbR/o9acBLBHu6znrhGIOCC342j4f3\n", + "RdNGykkHvOjn6xWHU90LibNQUB8jnYyfS6U/0M/YlmdITt8UpxyG1usqDD6YTli5zD57iU7blx6C\n", + "g02XGqfGyHQMeG351V/9VXCXprjv1g4ArKv9GVZbtxkEphvhQZ7+FtuIB/qGpoEpG9zDhQcaOnGw\n", + "XgkC4uWIXCd4APA7v+6aOeD9AVSJ1EnHeLaEpPFqBnojebdIwedUj58Hm+xSZJSRNa6S/X6Dep0k\n", + "BHVwvX46ZSpGtanTN+2+MGwBTbl7MX7urd/+tv53tFv3/B7+8k9v4To1alf8XK2QIow6ZGIdHQx5\n", + "FRaQ2bt4jNgvPNn91FOu0UpScfUdzhUEgTBiLnKA8EZFvPu65bGDcTHnrKdTg9R7jU0xAG8N3P7v\n", + "/87eFi7aOKnIN3UhANWhpnXByDAu3YThiMOu/BKW7FntLnpe/y4IuzgJ3s97TOmBDjY4YGrZ/b54\n", + "UwJpQbRRuPy4IBG1w1gfTjf4GaZoY94AoaazXgvGmIENllOH6wkvgBexK0C6vpnlZd3BWW1UOWfB\n", + "3wS2bsgbbMipcs4pK4vViiSMwROaTaSd6qaScnWiRXXDV953J/G1rElTiQPcX77HyfDRjKVcz15K\n", + "MMRCZHdWNEfl6bTKtURjeQ4C3t/6rd8C//RP/wTuvPNOnfrjfe9736a5N8jV+brvfQ/cuZf8eh9L\n", + "ESYwagL8QMIDXWo19cNNK9uVvMEGwGoMagqaiT96ya1n7+Ej89i/88SzNXoaqKtX/X1u15nCO69j\n", + "KNF8VT66K91Y37LBDGzsCmHd1dC4/WzGpIGrHQdwLsh1rxcDkVMpumyFtHZLcXdweWqCbAKk2S1U\n", + "jPHjey4l5qeyOYK1gI5mVLoroJay2Sf0tKsZ4e0LRgvXGNF+OOnP+EVxVBkOgnAilzAXDMxOkiAD\n", + "PjsEvDASLipxUbH6H2gQF72MwMMxjzkQ5rWTh7CIU5h0ehgR3mCAr3Jj5lQ0PHqLg9BgQN4JQb/f\n", + "F4TxYNZoOWFSb7U7jpGotPSjNrl+bNdu78am15S6Z+LYUpUrqGHo9ASfmYc3/nqOisYFqFqwb+ze\n", + "B36CkZNwWSMw1oeTfUXXc6wMXLjJd+LqITEXton2ia+z6k+tGnTF6YDBND50cJ5eWWKsRUo/zSDq\n", + "XSe3Ih4Bb1sMrP+3WQ6PZ7HQRMszmSkwscoOCChthdgzyNmEiYWDmp2A/08D3uWuClJmedaOVfK+\n", + "IO2avjZY09jf/qEzc4Uze7DiBnDfRFt1QqcS7w+OIm5wnIDyDn7gJTAGvM9JwPv000+Dv8DqSkOh\n", + "zVOK/Otf+5p+0G6kyoo7mLIKC1qBYfoHpm+gIe727APZMim1WLRk+OhEWiictL6C80wGGeOCBz5n\n", + "ujMaimJmIWyiJd8YIo1tMMALqdGWslOkMUJAZo2c8MOL8J6OUEaFavxTBadQV+Ka8/CFq692vW1c\n", + "uVdaFaPuNpzw9KrhM4RiDL5X+FmRGhdMOCRJpY/77IgyBHcws8EchmDSDbKA0Nw28l23OOnNyx57\n", + "xAK3uh/WWpGim+IJ2tPz5j39p8zt1veeKuZJ4+YR8KYCNi0Zemac7lDI2tWruUcMGbKcaDrBv3bf\n", + "lYATUIbiaWuPJSNJb6ohWNbHw4pGlLPuOdEgnUNECaUKgHy815UCvLT84WsO2SN3O3LO0GrI2Et0\n", + "2Ricdhhp8Uchi5JBlt6MhZh7J1h2OqtVRjYQrVWD0ew3qBeMgKEPwNulpsTheqfbDjNtWldzBuHZ\n", + "2HW8RKw3fNabXwMEII//vWg7onNi02ULR45of3YbDhmMcpM+dBIkzOyVgtfELkXBWjJEOFXCZjNz\n", + "n7BwKwxW4WOKabugT9nmZdiefgVYSoKxjAEvdlixaQdw0lrLyzz4jbpnXGmbGbc2aDrrPtUoiLWb\n", + "OshYi0qWNAzCBIAgcAfn8EQ60z5BrYBGqoR9j+pQh2MpQb8/svcZVTxyLysdMDnp71p4nTKhvCjA\n", + "y6vhDfqgUEOiK93Edim2DgI8tMqGUhYAXh4lXDTMuV+JGkgbgPVd9w2cxAT3K8xs4EaTNhA88AYN\n", + "C3J4KuE0F8Dj0Z++Brzx1KnMtLVCzWncF7EMDFwjGIHH6YpgpofF0iCSatsAH08n2elQ4TRan4CX\n", + "Js1HgHet68ycBBP+zUVdWdCbyFBamh7MwxMc8EKWB/SOWdTr6PxVhmGE0Rw75edHdQdtPu9e2tXj\n", + "VFbhtdLWmuTt8xOot6X3n0PfC/SJIhlUGFRmUfSF7fPH4iC7ZuyBqx/6V/NhjXtei5NA/EvKlRig\n", + "cO6RUr0PKqlJ/SzO/u1uYo+69V+sUOUDSqeGBQpCTE5th/7EwbfmGEebDIdIDYB4t0E4ZMJmMzNK\n", + "vJqcZTtdDbF3lRN8dlsBYxkDXluuvvpq8I53vAM89thj4E1vehN4+9vfvinvM9TLOSIT6HDpSqdX\n", + "YR7W7NoKOFEoEMqrr4S5xpz43XrdYWhYnn8YnK/BbY6i6PI7TulIHW63Bkm+EavFstrNrPl7j3Aq\n", + "TZBtfJZYeK49YALeQsHfOkZBxkonEqC2NqLa8Qi/3ku6LhiPYnTluk3O8JZZe8ZqxlDk0U4XPDo3\n", + "Z0WlaYojYo3xkoZaF1xy9C6HgaABryOqBezyhlkzfMIDb9DYhc330+LQqE1QJS994L2WvM8Yxbxo\n", + "DlQpl+1a4EYiazmcRCbAgczYRrJvnve7LrC/9r7viSJcba4hZr6zp5xO0zNmB78MdVIccrBqFuPo\n", + "3oNgLjdnf+PoQdffTRaXrRre5YC3tBOK8kHA26aWQsH4zemzcgye95p3/tbwQ1+1f9/NseTgGktP\n", + "YI5I+ZqL7PtusoM07/iXf2agT/l6aumkdytnvNc4e9374TCIm+wK7/2SmcVY7oJHiinQCpOw4cbY\n", + "n9rnTWFn3CrFktBBIEApFRiB5Q2otCeAvc9OwD0gpJ/Dp+6XeiWxTpPbfMsF5FV2djnYqvoGvJV0\n", + "FoxlDHgt+c3f/E3wO7/zO+D9738/+OhHP6o3sW1KwKvaG1eN22lUZSXKNPQ4YIHG/JmEHamobLnA\n", + "8XMoXRMWlDQMGM1i8JpqRAUVDiNssBPgN2w081zAW638hIgS4c/WhTWcbbZyUGMKiKj8KH0Kcrma\n", + "lFUozZg0m9aYH1lng0S6vINXSpDDmAimNP+hlZjWqXIIeUx7trrRhd2POsF4qiEPVEO9jiOC6DCc\n", + "HgQ6TDwHhTCOEswEEyt1o5bR7EoODvgNKHTT2ovuwxqkuvJT6BDfbcg0fMzazoHRaV1JGt+rciK8\n", + "SarkJaD9B8GpHx5cAuig+mIM8HQ658kBXskSrJWZPDiAMdZFBwNq/RiOnfmemYD34UMUkFdAUwkw\n", + "o1kDRgalrzcQNcFXrztCfuOrR9x9OuyI1AfeIrB9YNwbrNfvUmc2vcYH6jrAXl72vLZ082A2xgcg\n", + "PH9UQaANj7xfZTsJ7Qbbgf/zv/okd282sgmQWlsDFWUEfKyNglGe9Lwvs++fxYG10gT/OJcDnRAV\n", + "fME4gLc0K0wdUy4YgHdhwdar9ssguX2nuqRdyqkV5iTTpsS4av0cPvxp5vfymGqALKfhoPFcLQ8V\n", + "kl2O/483ptET4MSOyARYw2wv4viON9tgz2PfGSPW5yLg/bVf+zXwwhe+ELzzne8El1566Ybfj0z3\n", + "8YDTcIKPVrRARnnJkerqI2obRic8OqgjA+rVLr9ho2MqmYELoAsx0lUNBj9xBEYTAiCFees8fkZd\n", + "H5iWs9gTXL894ALefd/6ga2seIC3YhtkqGg7GF3No0vmlIYv24a2U5hwOC/pjn0PrZA47pKqrQgd\n", + "IBB2roVIKRP1hIISlGBLrpZVf+fmeg9kySCD3iLTOLCHgPcgtv9XcqSTVU6nwWy7rdfvWYMQgmwQ\n", + "NdEgwQNsQIRO0+nw6tDnxLFWy7vJ58FKGtDz5SsdOM1G6vP/62/+X8T/nx9V3dcbO0NuAvlET0UN\n", + "RO2gOWNQNAXCGuBtGWc6FUn5f3EN8b6DVIB49B81SsLyFdrBDXuoksJHRkMKuQwgI+SoZNcC52H3\n", + "SJvHmQIYUmaD1l445Iy2m05M1+RBXmaMa1daBW+gvDprAN7nf4n7exnz9Vi48mQItII/AGsZ/vpN\n", + "dhoU4CVtE6o+DCqYjh8Y09t4Nqe0xD6rg9Zww4wi2Hu57jrbsXGb/hlv2OuDB6NxHcYqY2Ppdlqb\n", + "drIhymFv6Zzcc08sgmu/9dUxYn0uAt4lmHKtVjfN/RzPe/P+LaXLyMjkei0NiBkKgGW0WJ3wqLt0\n", + "VLKiCKrmV22vXFYgAT2PRxixDQSatsK+T3NmYNOH5VAwjGtMUMMbXOGDgl/5xN85FJdjGljXfP6+\n", + "7aR04oYWvLX/30zLNGBHE5Dir9khiW5Inic5tsJ4UUpcyslC1yfeNaPhr5xwaWRbXNQAwSwIDgIa\n", + "bh0Yzpe53tKNwglvkWkFsxzwOfSmExN5rKZJRFc2C9PxGsBq2DiEMDOBU5xd9PQJ6qwYD3DXhcOf\n", + "E3htPMJbLsUso6dHekPO2u9IV3vOGDsVO1+eN/edYfT++qWvJvc89Wshk0CfdbZka3hbsXkH4I1I\n", + "RBALCQbAKrW4A0qqgxNgOSTXjUMDXuJoms/6A3DSeCddp5K987LnCwFvabEMTk9u1YwfeYYdtHBK\n", + "3PVee8EBNyLb6rn3ltBDbKoTjHWj3qnSrDmGetSz/MlE9bJmK09SpRKtHFChE8sA9WgfWIBXNdd6\n", + "qQ8GAZW4d71WGWvynWiTNR4oCXFix0VItZhxE2dAxMoqanuRV9ur+kEskZoBNrXzCKukmmWxvSyu\n", + "LjmAKn6esitPMR0evKQmV3aWoSCbhpfhdKg42Jmocz0gFhgoLZBpjYbacwx4zzFJp9Pg4osvBm97\n", + "29vADTfcoP/ZSOGBOTwbrcQmmIeXTllDwBurLeopHvyQBVJ8upK1TNPzPUNFxMus7jzf+zvYe+wo\n", + "93uQgL4JxClk3FO+d+9ecNVR+/N6TWe32Q6zflFheBWxapi7RmVs2IZilhKkG2zam1gtp0d4IcF5\n", + "A43vrZifXfZQsgDkG+zmg/6RGDM6zNDtCPAqTWekESptSN11JhXSDF4UZJbaZLe6gLuTZhCpReTP\n", + "D7NW2bzPStIJ0ENUrXojZER7YJQIj5DRhjMQItcCjyrxgAuMsvDYBegaTvQcwpIG3tovPmhawSQx\n", + "OpgnsS7mfVClKxZo8VE3n+A0OnbceMEh4OWUrnQ0V91rKYMDHIbsEqa2mTXZccrpWP2Py7e7GL0+\n", + "aHhIisUEdetPNlR9v7EA+mKNX3sbNIE6zQQRCUZdAW9A7RFDPQz7wjfla4lvA/AQNZVPH5+uGYHC\n", + "K/Q6faGzVJ4zUWvYPK92GYzO64wBXtppeDJmfC88aYLZKz/E1wOombRW42b4fixIDuhO5iLjnCaW\n", + "jUxq+3wd8Haqhg6bXmXv1aBmjHB9pDu2L7YHIwVb7s48HuFFn4VsWn2wYpXalDMkwFU7nKxCqAkU\n", + "MB4t/JwEvB/4wAfAPffcAz7ykY+AD37wg/qfzSJEOqpvA4A2psiCjZC5h5eYhh4eFtrzD+X5SrwV\n", + "5StkXikuvCwn0ASufZWHppKOoRxf8V1K0QQjxLMNQnHrZ90EAt4rf/hDqZ+lvXH90oI5DmVFnqar\n", + "BI2ZpkNrKQwYNodvoVXACEpQapLd3U1BSUPXqVyhA7ZARYCt0cLBnrZv+DW8l+yfIaMVcblbfHBW\n", + "XKtMR3j1+6Smlf08uYv5u+hzoQGFoDVAtfXgteq8e5is1oTNLPo70xzUTtwePKHv/faSry78SL0K\n", + "vuhVp1GlKwi0BJpVz3t3EJ0iR+KidZgsgUFf4Fwr/HKXGliE88XZjlqLPyiiuNywKMhgVoMuQ8rV\n", + "tXU9fdqj0ZMAvDD6aZaRZTrYMy9yHJ+Yt+Ua1Ng6m8m1ajoRosi7KPPC6uMASxcbf2+5Glz5/YdJ\n", + "x4vesyjT9bRxDtuCMec04O23jX1o/cpV7H0No59Q77tJHVs3hQqP6oD3GP+chlY1G/qVr1j/P7OK\n", + "Tb7Dbhw2QhNDMKChvOIKLIZg2zUenW6iZteOJ2uGXmHZtGaUOhN9fq1aGCTAWJ6DgHf37t2OP5tF\n", + "olgV++JPZjna39jUaqCvG2K6Ziu9tqx7/rjikR2aQNOSoQCWYo53FPFg+pJGwYy40FY7T3Ag9mJF\n", + "yLvk+PUfXv5ux9eO7tqlj/C1nr3dc0bLBFyq4S7fMLkeCBdyfB00aJ995ZWY4jV5HfFoYhib1x7p\n", + "kJ8ZbvPrR1mN96hhj5Dl4fe8Ws9an78F97tWV0EjUdQbMmDtuB4FhUY3swDCPX7X+2F8vHzVvTv+\n", + "SfPyPRctVEm4o4nAIMqkukKlEnqZhAZaQ4GwA6i6AV5C3vQmEuiUDXALDWQjG7YGeuh7v1eTLi0g\n", + "PrOXG9nxPJXGkFBVTonEw3FQ6zrPQTOeAvGGoPmw2BYzCrSMBaeH50zW+FHo8xoPg1M5O1hA6xl9\n", + "XR97zIo4DiMhEDP1R8Eo4YkydAwFqMplf9daC0lE61rku2YNnrCAoFu5CIrSUnobxGfA1Q86AS/O\n", + "EFR4pm3YDYm+03iNXWpYz4k5jWFGwys/duOkt8BBelAHteMPgtSKcUZnsVstYQGmE7R/LTjDPMC7\n", + "Eu0QIB2NpR/LGPCe03LwK3d6/h1Ufgw9Saiw6bGqsGufx5LAquEVAV4kE2eMi3qlXZGVigsmUWN5\n", + "vcvXAW5fdpBtfLDocHSt7QS8gijDZAMIPX3hgehU7KaaFgN4wJIG7bNvvBGz8wnj55MYH/QExhQR\n", + "pgCviDto0CaPpO4MufC5VijDKFtK0K2aRigYAVE8RKS9+0EwqGfdZlqqv0ENIQO506lJlKqnv85K\n", + "YSJ6omqcv7kQWE6txfnn4agNwqJUqrGnuEc9WzF7H6RuvtlqqNNr+0SAR3MS/ADeTlBOLcfb6sjO\n", + "L9xnTxfy66Yne6AF5uNZ89/ybfAKFTWmnSPcyUGBg0GEvRfQ4AmFQ01XSk+ZwQH5NbNKsVZ2Oc+t\n", + "JtMpj3znOAPCwARNErRk9XDJ99rseMbJItBM22duIVQ07EZ11t3x7PbIwErHAOIqFbGpZUrE2qEx\n", + "68wA19LP2cer63IzFA9lymSYiXnlRacyXjgPMrpEitrTeGMbsrusbO4lP7V7VeBkPEgJugvsHwOr\n", + "MeDdnPLur35G+mdFI0+Jn6ut6FE1ZCxh5KlmTpJisTRIKeZ1HkvYHeFOkn1PPIl02MpfH8agitGg\n", + "0tIUVS9qAV4YBUCctFyQypjuEevahroTJUEVvRTRBhZZXCHvT49aBcX3rD8XJrAR0GqAarBpmfRo\n", + "NNYtn1BIhQ3ru2G0OZezwZseYVPbcuuUWNKBN11De+unPmVfn74f/JkhaJCI2CEAFGvaEammkiIB\n", + "71fsyEqckXXHyx7cAG9BA6NoipOj6SYfIb/WXgJPTk1538ANOQdDCQxGdubgO2/i9Hqchi26yUbX\n", + "Ue+eJ0A+21HXwE3dfi40TtZwPPh14TB50h+o1iCHzoDh0FNO/sCMnurNoAs2D7k+NTGTsfxNeniN\n", + "D98ErKHgNMVxjPbwRYWLOF5U1n5/eGBgGisLCrCBWbDtDCu2ksZ6eRqVjYA0o7G1Ewtjzoq56P2Q\n", + "1D4iAyvG2y5myefMN9lnkKmr1DM+DQl5zczAqHUrcaZz8mrXacCL6+tO3rA1h3KkjQhjGZKoQI9d\n", + "+T27Vv+N3/kO6MeiYF/g8BhYjQHvuS90JJcP2IyuUKQM/QwfcABeKqzYT/RAb8A2mCHF+6jmFZl6\n", + "zaacMnabvuO6qYMCYNgV10EF1SZI4WT2ffbgAcJITTprnjNNe83aUfExeyYpt76RFTxiFuICN2mn\n", + "wjS6e0t7QSGCGX/t/UenjbVKF81Ij8mTrPa7/HWanbUjcJkFi4HD1e5Sj4LKArhF5uj3IhEQYQzZ\n", + "aIEY+U6wSH0IOQ9rduQtaQJdP/sORXhh/SG8HwI092rgn+dm1k2fRLCg2b7t+7z/Psw8YHSJOE0T\n", + "j5KrN2g6Ae9BDPByWBoSKTKqio+TnTkj5vZq95tGcxS8fp8BeCmu3Z451lyf74NNOoBnWcWUQ4AT\n", + "BPACfN0GKeQ4ncEB86DQgJe55TEnotBogJVEXHgmvItkMMTswVCxkX93UmW3Dko1E0ynt5E9KBEf\n", + "Ju0fLtR8pmATzH23agJ/hQDZrjpPA7w9JcKN8HIBb5rfbBmH5TZL94EbqaBIFOMjLpb5+3vPo982\n", + "pjKaznljH79HQh2TNIwB77kksdOmp7oY4xqHQrehz5ynFWEkGPN1TSVmeLXplboD8C6q7GaRiUia\n", + "n+qtlcnoAPq8AHAHYH2f2401IMG8PxhFpK8zG5cD7CFGnWKquqSvAS6rjJLbXCzHfN5GOOKok4bc\n", + "r8RaouaTnLdazSCm1+k6SNg0o7BGN4saBdtGsdp1u68DYfyddbugb0bJzhcsGV0zW1UbNsVaZoH5\n", + "OyxQzuWxdkEeMJqVrziNSWbRXj/dWdQAb7tovK8gAnirO+39Xl3xZDh5gLevBBxA5XMXvVg+Y9F8\n", + "xpNjGOrbDuuhFx0idAoCHr0+P++brpwwIrkn75J+Xqib8EFxjtKrDtsqr/QWQC0UGlqH0s1mrLrt\n", + "XqKjOy+wFpmL3SJxEJOMkNfy/H1Yaw6EAQke4H1+ib8uznHzxpqq0TBI1ev8oUDCjToHAn8AwAdu\n", + "dj5ztM1es21nTOcCDZaAdb+aE1dJ2BmtG98svuzURMK0N8M3XP2PK4zppFd+3ihxCNbCpIPsInHQ\n", + "BOX4VhBzCSB1O9SeivJZdvSA+qMfBBksKJJzme6n72Gz+PdkZAnc9CWbC7m1twVq4Q5jjTQHbrTs\n", + "o2PAO5YRC9VJf/8gwvXcLRuPRRdR0xo0xAHFn8IIJI3oR1cANmlwXdIM939cdBGI9eQN1FTRmbp1\n", + "GIJV1VekpNzZ5nQMzOIpGEWkryNgzgKLig0mYk3n+880auDdpwz6mFcvL4Gdve1gTclpYIZ8f6zp\n", + "S/A+ypoxguk83CZFgyl5wFtjv3M0bpf7jnj+UE1QZNrwUJtr8vAqXdu40BHRJT3VJ44WscBBXPE/\n", + "xIDFy5k64bzG2kWXmWthLMzUFka05efOWkGUShcJAl2NokICMPjOZktMUCZ6xzj/szBihf3cDhQa\n", + "NHUKAu+tHp8BIVU+YUwCe/w28iy6ONc4hnMMC2jwD/KySWumZyew5kc8awCdg1TTBhjpug/KRbOE\n", + "KMvgNB2YPH1wDHQqIBdmHAhqqpezUaP5Ecx6userr2Z/PRqKOs+ISTnXnMzq2RemIe/LgWBWBLm4\n", + "wm4022EC3l4PK9nq1TXAJh98uYDDstiOJl2BIaHvG0A6Y2R7Ds41afb5EV6k4x0N2FSZiIIFSljt\n", + "DatUY6vj2dUVEMPWkQbs1ZbTgKXrw2U9xzIGvOsvPUoxnPBHR6VHDk2li6eyS25jflQ5Y0ED3kEm\n", + "o093edkCQ4n3OiB1xjmb/HXnX+nr2RAJN9R993OY1ypBRo2sJBhxKOAX2E4HikpnWiqmWGrg4KIB\n", + "eK9cPgEu6J0PmpEsaE5NyhlH06AOGJGdlBmVFpZTcwDvdfffP/r9yYgkQsBR07yPjtlgBDJmyNac\n", + "tFZtn+ED3jqkNDPBSmdFj75/R9nnCtKDfsrLzQgJq3a8y6B9a158GdcQI8eHFYmFqfTVKOa4Yswp\n", + "oqY13ZhDUJdJywNeBCifkQMUkcBwUbNMxR7KAcefIgdbhU5BtMiMxtOgoy1JH1PrL1vMADo41N7N\n", + "vogBeMLY1MTsWhXMYqPX0w328Aaibn2BzCYMstu47xyeT7g2rZjTyeIltfIJfsT9/N0RfS6tl0Y8\n", + "kTCnZpbdPzoRBoYAACAASURBVDuYyXiyRblB1WriY9Xw2hGCu8FCcJoCDcb9yDTHoueJb80Q5Q/w\n", + "/fMAbwFr/v3liBGR3nNavhmX6ZkhtTFIgFy3o+seeH5f95g9eXOtwHmHtMODBaqyLsP4SsedbEEB\n", + "zcGbEgzOwisf8XekDMY8vGPAuwnlzjzHyJ9qSUe9aMBrYWZg1wSyUrCEEsEOZr/hTGUtmJOAPvaO\n", + "d5CebswwOC87wQC8rQYoPO2cTd7NS6Tny85a13TZNrqvvFEQhqDfmQlGmEao4LRc8+btveENmCdt\n", + "2tXtp+33i/8bF1ZEl72O5vSrqNOgFkxwEPR56iIM/+b+q538swsC24cDgWLeqUD10aXa+1+Oaze5\n", + "FAWz6GYh4M3Nk8qccrh+FqyAXj9qRaUgOPryxCHufZRjQxwyL/W2tRKIvNSwtiiajHOrxtpix7Cu\n", + "xpghMviu9uwB4L4dHMDb1YxaNEy8czSxT+yoRtjOqHbtmMc6PpoSj3f2cIFRRljby9JLdBmQo0mK\n", + "0yTZgrW3ZnkNmplwKHHGsY/g0JPZNTLCxXKIEODVdWPP20vhAV6iqR+LQCsBfsRdn3kE59IyhDd+\n", + "+cC/8ikTe9sZOleCv7wfU1zPgC/Ay2C7QVzWMhHXqDnoJTmb4Zc/UJRpKWw9b0nxHapAS54THfWY\n", + "tGCEF2biYsb5venbXzP2oKj2mWJ7wBmJcMB7POVU0LvvH44VCdlzCPaVwZiHdwx4N1hSGuY8RhEn\n", + "3LjtEKHY9X/D6EnZAJgxqiZVptmoHQhK1QISgLfTA8s9A6QEGwoBVFDBP5Q7cBSIKepSihFZaOUc\n", + "rABQJrJTTPBEagqGUtFA+S4ND2TwlGAqNdSahFXJkGHVWSqRo1KowX5PM8Jy0RveOrZDQUKpRntV\n", + "S5HCKDXRtLUU5X52kFFi+un/ss/hOBGPX+dHEkSMXCoE7toHhRDgZYySpp93oV8GyyFv07Tu3Ot9\n", + "fc+rrDoAb7stApBR0Ln0cnAnsA8kPj0LvX/e+jX4fSTgwAEAjlzK2Nawy918ZzjgpUtj2OjQtqJf\n", + "zGMoYWpKH4RiAVYJnJcQ8OZmV5/2/O6jLXI/3TdHbaKGO4vMkSPk/+OOO5ziNdtyT3UfeP4BYw9T\n", + "I6kNlJ8XNCBKMlv0akPpIHj9udwchUqN5/zsx28BPWoUMD5u1r5V0+GYN3RjMVkEw4qF3bDsTrLZ\n", + "Aqmn5HnL+6ZOmB8dXbS0wLMaMad2KjWX7AIW4c2tNnTn7EwvyXTkoowoxJ2lva6KEr1PaN7/Zg+n\n", + "B6An59kPyyM9ljHgXXeBtUV40w2uaHHFrlMZmZ5sLig+qMj7xD/zRCTqOTUKOrbSbg9ixMEKrvHv\n", + "AQFeZk8VDXjNwxzIO1P+DoDeYg++2Pe4nSbjykAd/eKdvtjxpekVsp4qsbIAVpPi+rw+Y449Th86\n", + "MBU0muaTRDVwe/boUWp8/8TCAaYShEp64FIfywRsg77YCXETPIIXK4MwRpFGfxYcpVoTjI+99gHn\n", + "2sOoz9N59toXOA0/r3x63ohEY+EVSA8lqglUJwrgRnDEquHF7z9dXXKAJ2J9eTXhu3aBt76V/a1m\n", + "Om6BJvzcxmotd4cOm0j2x/mb+MpbgN3QNdsCpya9LCiJUuJMB7tC+WNHXkaBsBbbO0COt5uT3hPU\n", + "++AcvF98+xft/zF/3+LBNu+9CrMUVM0JmpIlGuIwkkCIdn0H4DWn4cEo/UUFMuIaNiciEs2wyMk0\n", + "H1w0aa0dlhtfbm09jK1molIDhYcFkUgqwtwz9Rgrwguf+5f/4yHX+5iQLM3WKR+x8wJ1ZR6syP0y\n", + "VsMbb0R1BotKKaXrSeTk1jP2Q9B74saLzMj9BJmZVNoVh3rkJSXhO1rsyzG1iEoUYfmd0h93rY0B\n", + "7yYTeOBjIAcO7j3oUOZOLbXEBbx4Aw38zHoQa4iRBX9Yw4pKWT4Y4a32R8BzUvNAeF6TG3xRYpV4\n", + "tOUot/bffzerV0FaLn3ae3NAorjVCdZa/J8XGS4aC+FKsA2i3h/INGzI0fDKcVwiRmyWNRBq11NP\n", + "UnVoEPCWAX8s9S99iVz7S6NGlI6HcZIcFostjboObuhudXTWKoBffhLFovUIIAU1YPpLSye90//t\n", + "22fsNcZ51NO+ZkkRrI8lZJJRD75k83HWu0Ur8l2einmim3N8LFb+jk1H1fdDvNwmHCuC0iqcJRya\n", + "rBnmbrklO3p25Hz/d78rdY+4joyaGYnaiVcbZ6tbA8uKsWdZpTr6+aBoyWD9MQ/wItme5Y9q90OC\n", + "wHQ6cMBLTX70NKB8ueg6IVMNuvQYUGUDIWz4RkpTzKL62HKvxAVzDr2n7ZlPfOWLro+0OiFo5sRL\n", + "XCDl4y722PCTJ72viZKMWsBZ16mxiEMvr0S0/XZ3yeIdhqVoy9iUi4BqK3deDS96n/DvliDAdVTS\n", + "fEJmh6ladQywxoB388lsMQuOXHfECXjNA2TZFQFwZXWMWwrixx/WtNBR9xvp2CM7ezVyqWGEdyjA\n", + "2/ZhhBsFh5KMNJ1ebYzmB4Y1jZLXO/zp4WqmnrfovSu8kCiA/YCvuSJB/xaUBXag8ZsHc2L7hqLw\n", + "ZQNN+p2wF6XohObSk8x7gw2HOuBVTfqDoweNP5jsypOG6z9tudUAGFTXt5fu7fia02iGK3xjvyVg\n", + "IEC8LjPQqYD/+fB3PQNL1IQ4U77MaViDQcvphefW1dH42adsMNCdteodm3kFRFecoVxYnmH28+hG\n", + "tSTBv/r2t9v/pvcDBI6oHnfAMAsXnzF0iUKN3g4nqLKgmo0ADn/+8851OHhQDNxMnXjme/9d/zvd\n", + "qoBTcb6e5KWBn0r472qPKt6Ly1lNawTgPTaEXqqFrPWaXV11TD6E+6uR9uYMzwK70U/TysJ6XNqB\n", + "RIFGHp1ga9bWhb2MRHkaHTTBaoigbuXRN6o1ebehZ573RNYAn6gcg+XcDKCjestua7JcUnNQaxxn\n", + "+HMrbHB/Ju7ihJq6psJYtnaGXZ/lOlluLGPAu+7CGD87w8tgrBnfsLLER/nKnzWkAio2vcN56dva\n", + "7/5XiVNuH5xGgFTijj4PSUB54YVssB7ltNoTqqyTckQSgqpE3RKsN+usUBEKgcEK8JVsa8auNY4t\n", + "Oa/9gidJABWvLIJKHHuKWJnZjHIYGNO3BgxOtHjAveENMU7Q5WIo6ohHCd3AK3zHFuClyBvxqMqS\n", + "IhFeoEIYOyZmyeiaKXe8yJju1uoYdcngq0eMP5jse/5+IhKEBnrQ79ML4G1HnZblykRD4HwY5yAb\n", + "s8OFXQU2wLS9OzpmE+IlVfZkJN3p/W5Nf1ZPpSR1+33U82FwuuLsioPlGdNpO9IWCw6nys9k7YNZ\n", + "DzrRzxbT2PZ75HOgpiRLqi5RcqzOq5Ry7r9uiOpvWFnx9Txf4ww4ezLHL5lAejkF5LNW860WmIvF\n", + "mLRkEPDmvHIPz8469n+qatsYmNaWGYcNM10s8UL9zYv6ongErzm2sXO7laFA5V6O8g7CGPEdDF7j\n", + "n4EWXWp4sXTZ6bCxuIkJcr9KDSAVhPz/+If/0/PeVH/yWn18O0uP6u+XU6s0GN1gxTHgHcv6AN4+\n", + "Y+xsBGkSChAQEZX5eQdIgX97or/BIryAwmEOwCtJYfbyl7O/XsQMVXBgaxGZ9rMI76fMaJD+zBTg\n", + "FVUtPG+H3TgTboiVIkx7Iod637884ozUdVsaIMIU8o77hFOt1EBLfn0wiivEOJHPDj8CWpqvUoIN\n", + "o0DRTk2nDIqiS39wtyO6BiO8i705LnsG3u0MI57brpgljNp+H72KfTh79uRdRGPhtdd6+wwYZVFO\n", + "LxlR2LudYOdM3XvEbysyYp/zMRb1BHYP+Q5INtgAJ6bwDbGnBpiHDxnvkUCyJC1ZvmUg3iVqbwVj\n", + "U657huuYhpzhLZoDeGJNnLfWHYkFxpCTFjtdfjptmLyFaBTkgyQ4j4yY9WlHbgcBeAMDifei/TwN\n", + "eAtN77WbjkwXtFNHDzKrabg4lIUOuhXQjMcsPcMCpNnZnVaGIhPloOLBWYAeBWcDZXqCtJ+9iIQ9\n", + "pZx+pbk03H195cPMs3rMDJq0GCYkUVsCYxkD3k0pBODFx86anmxY4rDDkga6bgtG+Q4c4P+Og5cW\n", + "J52nAyU0GwAGKGc5k2Ve/gO5yFumHXUCU8E0px3FAptlyowGLQRLDsArEjwAonREVARh0EzGLMD7\n", + "K3/2j9wfbUyZ4Z+5e8FVc1eB2QwbciMeXrwWlzaklpHYvduKpCAGgSTMdx33x1IBAZuj1q9pa0/8\n", + "e9B5QpnRsub9IMNMN4OlqGjSTMbY3L/wNcOgls7YijgEI7Y9eXBYorDl4YLc7xXxsuJKUB+ccHRp\n", + "RiqCxIpwRdo1GzzdstvxfSsS7pKOJ9GcJOc2cjR5rAAa4I2ssI1yMsTIHJhMACUvkdGv3w4UrCFS\n", + "X0eKlmyLys6nBqn6xF35ANhjOvmyTbY4OO9SkepgX3Xd815oydoh4zlhc1yeohpMhtnnLt731zBL\n", + "RzWDfVsvZhWDuQeB21hN8K5OX2IAIVgqAOn8GE2PjkAyHYhpZ/UAi2x/w/5//j7ItbAJfth+bZsK\n", + "Dabt9ZIDH9LQ3r2XTI7lVHtpWmMIGpWOKBHrE8a75GVIYOaKlsDjr/d2UUlwfz8wAin1hDPbBM+B\n", + "lMM0ljHgPduybRvnG2at0jQMkt1dco1cWHVbL3qRZUBuvZX/O47IWmcNrKpm9KNPHRbVOQYVyr67\n", + "j4MQJ89z49/xo1XQk3coRwgwkCLRQMm73p6z02AYeID42rU+iVNygVPjQEAnar5YbiyTfLq9BIgq\n", + "UZCUqI2ypi3t/gq4cu5KAxTgz5njg24a8NK/CyMlMEWtfw92Bd3vNCK8hioIvBeqC449c9QcngG6\n", + "NhjglULggFcfPMFL4R09CEoUNRK6r0OFO8Ha766BJ4Mk8CzmA9yIi2u2lxNyIyb41re4Lx6jsbKN\n", + "1RauhOsg8vQz7p9z5IgYwN8tji6xLf9TYsBbaoHeKjsPnR8wXqDAMYzTrVIYNVW2VWcCKSTbu4YR\n", + "DvSahKPSD5P39sarJi3A67w39ucXsUlTSt0FBLUkmWq67BKSHuBHvieiBaa+yUiUXe3Dkj7pJw3n\n", + "ngaDAQz4TMdzOnOPDOgr9ZcIvUavEzyz0UTGdc/jMgVOcb8H9ejhW41xt7f/wu3cKXILGR/G0QTi\n", + "zXhKHvDO2Y4D7L1++eLDDlvpJgFEBWoqHWQ3EC82rwb+vYyhaUsP3ObtmVW51EHylKFL2z127QLu\n", + "MI1lDHg3jVx2oa0glCAnwohFktwaWrIf+AB4accHpVRDAWuq2cHcykpFmu6/5RD3R0T0XBDwQuVI\n", + "g70c1vT0mf+Vs9NkJnhQuoxnZwFuiRpjCOggeMQNMippgDiy1qmBeIgEc9FQBOw8VQEvfoT/uVh1\n", + "CUSk4LKtziYlBHgXJYKzKYHRLXHsFK+hCoLnHqP50AK89H1KGplGsKc3y+hAGA15++oRMMOJ/vdi\n", + "7AePrmE/Txlq12hTnk0dFQ3ZEduuJEcyDa7VGGmERMwZ3HU0N3oqYmzq3bcAgutXBPJswP5zl3fQ\n", + "Aeoam+pNpmUnrJ2vg+ZY6iw9gQ4DYIlOywJSLVhCRJU4bWsagPdkrALwLTAIYJ/5sweN95Dg1NQ0\n", + "2fn0mGj8tUjuIieAERFltQUmt+xwsDQowBgEMs8D5daDeYvqHsLU5uQPbnM1twT9mItcrh7VAVos\n", + "FOMGRxoRlwJPswELHcGYtsq8LADtGNNldAHzOaCu490TVx40aPYSvb40OLeAvnkpvOFOaD8xp7MZ\n", + "Mt93jIzwNrL2Xp1KTUndR1sdZmIO+5kIlTGm4x0D3nNJpqewui2cO9U0fgFzpu1VV8l5qLAm7iOI\n", + "t5Gqg9yfF/BJ1oKg0TcV/hk6umP8/4H77pOOnPQDcl2xOF6ddWmwCLedzx5igarOqvT7hzoNdcij\n", + "koZTHPsW0QDvlr4C/vP3NGAbYiteaDOtyb7H9zsitEQAw/zWFKa0on0yhBwCfWlgRhzWpo/63tMl\n", + "opRBBvAehTRAKQzwfpr/s4mWYWwGJg/zYoBNjn9gFwkE8TR2MBBkRsTmOC9DCdhqq91PSnkNInCt\n", + "T2HyynEN7FrV2YQNllGk3g3kSQPeSB8E2u7nTl+nRWejUrRZAUceeID5O4vY1LfKhO0I6oAXj5Bq\n", + "n7vdHPFL13W2gzEjKwHlkf+l/3WxCSahftr3yCOu966oPvlFb7tIoKw6oAKndFGAN6VMEkoqhNVj\n", + "IgxM43XEz5pSFDCMKC2JVBK+d02nY66/oANeVpOftCCKrQL7DDr29oCfKUCAFy47655SEzPMhmx9\n", + "WMhDv2WceRyfLzvLiFjlMDKTGQk9gznY7bjpzPX7xHNzA1IiWRo+0hoy68l+BBNUgjpFrzSSYxkD\n", + "3s0j5hSii7cYBwZl9TuAii495WyKSkRijkMMgfLh7Xw+SdDr4GiV/J7Z4Xrrpz4F9t97n9TtE9ha\n", + "kDrF7UKKqo3qSew4Gpu85lVJ/XrJ78o3hCFaOEfgJmYrq9VAVqengkBLZMsIwHt6j5x9SdoR9XQg\n", + "yjaYO3a42z8sChOs2L9Ppxn1lKe5oYhUY6vnmZIMAl4iwyeoy83WDGCEuNlbPbYDduu+IwTqxJ8r\n", + "kTYBRUSudjmLcb3GV5yROFhGI8MBiwyf7hO1WhukE55iAlUCYHTZhyamqW/kzOiAF6O+knFs2rLM\n", + "DgJKrQ6MmaLG0Nw8mE3N6SUNsD4V6idHXwFD1oJOAAHnm7zoe/dIv8aVCAW8OPopFSSdqkj5cevf\n", + "aA/T2e2wYjzfdaIyFQn6g0DPuVcdwQ7c2Tedjl39eSsFD0uIWCwNqjLajrvUgM900nPxT3oaCD5U\n", + "dOpffViIVVtM2iNYRvWGbxt7Za7sL+IPsyu6nmE6VQP9vS1qZ34KK6FBTbgjEdxJ/OkbxDbOvAfd\n", + "HtJ1ihgNH74/xiwNY8C76cRPIX4ZUMry4UOjuZlWQ+rHDv8/n5KK8BKGAEUtGWAIj/CiwQUo4krX\n", + "fVVN/R4e8MHOBw9P6Mpk4vNrzJAd7QWL7JK6xY5AvvgCH949IxrBBLwYXVY6ZAA6FBG0Jvowwo7U\n", + "UB8QNYub6WgMnWbUmRnMMpHeqE+1IOVIY7Fy8zxQO3DQ1RN6GNjdILV8yg3NEP+bwZqUlE6fjAr1\n", + "OyDX7zs5YCmZ6jYt0F0Lq9wBBVCebnprzHEbEkBIfd4GlGoTXD/pfBcTAzaYSQ+CujPDYg1Beugl\n", + "F77amkTmPAyjAUnxGglY4T4/stv9nKB0eC1kl0UEzJpwGDR/09/JUz71BKn1P7gPB7ykQxZdfVz6\n", + "GgeKzuzFQrttNPlijZ56E6rkyGyku3Yo/Kjhvt5/WIAXljbRPLxwH/c9cgfDYRPMrzPKyWraT99d\n", + "OojFTuxDz8p2wZjM7beLr79YKBFUi/A9vP/Iba7OhGjwCcyu8IhnCis14r1JM9l4EWwgBfj399t7\n", + "JCQeCe1omMuyMwGdNhjLGPBurMB6ovu38wEvTtFz6JAc4M1mfd7MPsrw9TrAunyVD+7mEyn/L6Bu\n", + "1D3hzA6zmPEpmIeZF3FFgedo350vpxo0c46Q8QFLd9MTv1KSj3PwBuoLWE0j3gxHZNeWLh7+0CGD\n", + "wUjZ80oLSysrw10Ua/zggetRCNzLy7dymruw5/0a+AXuZziiXh0PaiooBnElE1jgNbu1wRIAd9wB\n", + "7gVXMX/nTNvb+YAgtB91B5O7OsdJR1Nz6v5omxNcZ1yag1jNokje9/r/DsCPfkSeuaRp7bGmNcWl\n", + "XCkQiwrAk72uwqAx5TihdHglZL+roFkio6vRlnydq+O6WM3/B+/F7lWh3m/tuDuOScbBziemwOsY\n", + "5WO9wUB7dwGH84louTj+nkMuLT7PPiZUg2puUCX0keNoawqqFfHmvMNhE8yvawbjyZcc0DaJ/XnL\n", + "2k9/mhM5RWw12SHLPVjBEBbgdeuRIKqZBHVMjzIwaHu66NmZrUn4jD262p5y4GHDHPzcU2AKjGUM\n", + "eDeN1DQt/NGPfhT8yZ/8ia2ctO2sCkor8TQ28nrROUR/04C3GZVT9A7KlJtvJv+/1bCVbIu6SYk6\n", + "JBqP1TQDxWtSwJkd5jA3Oxkc3RardkxD/bh8l2ysjAYNZHWeWKG02RpXz3b3zIhtec5NJw8vTXvP\n", + "3B1/qf1lMMTMU4YX4Na3wzQoVL63uLrkcNJghJ3J4CXJiWRF7Dk3OAj7p+dB+3QiTqH9t74VvBp8\n", + "y9srFRj5TtEER4JykHdETgy1TWaKkkD82DEKaTtHtXbzWf46aJI+nw8GIh1bUVw4W+A7L5x30cTe\n", + "I6tZHoEcEejr05FGTtNZ2BzA09L2QSQAp9o9ZvcxcKQ7kQXH3/M8X8M9CB7egNz5nFl2gtEnqeXB\n", + "m1hh9qcX7I9G92jP+B/XwxR7gH17ahP0I873MME5k40uJ8sYcOrOkWemsH11OsbOUjUL9osdmD+/\n", + "/JTprTAaTunyMF6keNEcXqLvWfpzGA48/NyIIKahqONOtjHgPcvyiU98AlyBD6RHcny//IfcNW0B\n", + "SXQeEeBFkeK1IDvES6fJHJQpGEC4LOrGyhBwKE6HQaWoTWHaUKZxAgfKdOMR7RGHGot62ZqoM7Wf\n", + "N43owpzvtYPsDK0eWacZg2lAiM40A+NGOr/c3SY2bH4Ar/ZL9JoWI2FigtAt2V+ylwwMEUWRpMli\n", + "7odWDuxLGQiWNvqKGY2CTGaw0gBmMaBxpBm85gRLF+bNmueEoIMaAEFRsGogtWH6YNI08hFV4Zcx\n", + "1EojvSbkRkVnaNukPw7U4AUXklGrgzY9k73ZmgRYTfX73GdMNmznORkhnZSkRG10oFwF+wTvqSVB\n", + "xLGSwJwpAef3QDE+bFFTvnl4nLoVcCsDYCI+46HXC9N/ygDLgpmRUUfmBj+nGJUkDfbpKLDrxDAP\n", + "+1CY+dHelxqVhw3BgPzP+qI5k5Q+YDtbaiRsOfJoEErtW39mOOxN96wjzx62gEuJiZm2QaV++rsS\n", + "bLl4fQV6+mMQNga8Z09uvvlmsHPnTuJrnz3/fBCK98Brr7kGXPOxj+l/f/2LX+d/CKOzGAFeFsm1\n", + "rgM1wwpJ0W/ccZAfcaN4fW9IU8X4SzPgAONw6oqTquXTyzDu9m+o8Toq2LR2EMszsTxiqOMZk5Rt\n", + "ZZVYH1CTjqYNdFar6Q15ywG+pq8FyegqbLDClRVHn7kC3ve+hbTmM/khU4NUaPWlL3BH4ke150eR\n", + "Tzi6VAcQOHWaBnhZTSgsR4eu3SPKc7R3bdF2YRmGbMxbDc/WbscC5v1NoMIS3bDnxkCvBhQHvDL1\n", + "h8ISGCrCy6QXpnhsC9q+cDyjySKQDg23Z6PVNXBTe7cJCv3XFesRadhcKsgA1SecWYbZv/gLonEw\n", + "H5r1NOhGXqjhHoDBlIBnYnpRod4k3iGVsJvrUCBeciAMLE1Tdsw6qL8IJ7eF1c2zRgZj3j8vI9iJ\n", + "Jhzlf1aEd4F/7QvVA1J6j468KKrYhkBHvpgoMs8EfCewVlsPOlG0g55p2SgDwSv1g3L+v/2bhSti\n", + "31PBp/coYCxjwDtSeeCBB8CHP/xh4s+DDz7I/fl3PvEE6H3z98A93/wm+ObvGX+/6W1vEhujEhvw\n", + "WoeT2tcwdQpJ0WP/dIR5UHW5xaVJZDUObi1gP4OlzVuDhON6rM8r+cDAha1bpRpYZHr9rr/e+/UR\n", + "LVkxKa7PginRWiApbWAgs4NIWU1H+cppZ6rgiPSMTCj08p/fIwd46el6HQZ1Gm5TEEVQvG2AHnWa\n", + "/RzEDAvNs7Fou7A6oHSEzTML9+FBP5tudnZDdIensd88wxsakuPTjEyyKKesElQEeNvZ4a5lguIC\n", + "VjctvP8++/0sBKatkbeRTsT3u9Qj0p92ccpKjKEu0NnDmCgSsdBZ3zs5j+USOlg0QToMWvQD3lr4\n", + "58A8AIwmPPguYBQclurxjlSg02cGZViAd8BxhqpJweAJenIelh7a+bNbpfQefdN4Bm/hlS+U4kvH\n", + "30nPpEjQ9VdonRldSi29tv+JV74SXP/NOR1XLFypgA99d3kM0IaU0PgVkPKKV7xC/zOMuI1bpL3x\n", + "agVqe3tmvK6HGOV9rtlBOq9engM/r/8D+2ertoJalKSDIqoTupJDMGLeDTgPon3s4wDcd//3AV6J\n", + "qysuAYsNokxCTTn9rOZZM6JfjTxUjg/ZALwDgdai7z2QxHKMmWCCAG6xoOQ7FgiqEVsv0QEvVWsG\n", + "bcp8iwS82TVjH8zs8K9KUCqRZUShs3TnUb7DGa5q97mV9nI8RkJconmy4AunihNxNa8rIBc8i8Uv\n", + "e5GZZerGh7oUdFQgbwqMcFu2WhShrrKfuzeIGoHNGhxE03O8SxlpRORqikI5DWitGUCLl25PuegU\n", + "7poKIpOjALzw3SKNtPf4cXA0poH00n4927GiUC38fecZcNC9ejgnuF4KVFRNqYWcQRKGqFvdab+8\n", + "mIifNGaBGvVOsRBL2ff76LteD1r/8JkhUFPLbBS9Y93xyHsBTJndOwZmI5JxhHcdRJZPFApMkdSa\n", + "2dFcGAO8CFRXuqRX2Iv4ByYtLDJJT2IilItAecukY3MU8zvCinCk7J5Vso7Qrb4PKWpUo6gDXnSf\n", + "osI3Sfoxx9ozgOj2+IRUlFsHjjP0SwdMntY28Eh+bqZK5yQHLOglDSvO9DI0bG9I28YtFM2u/7lZ\n", + "JC1iCKv5VWohUFo8KPzcg+Jvg0N73yX8/gkww75fAWCIxsxsAWvSmotXQ9/vyNk0GE1r5ZJ8EToq\n", + "M51MGGHZSH+4VOuT0RyzxHwxLl/eIAt4df1iRhYtekCPgrNiQF5XvawsJK9X8bp9UQ8FaJFBBRg9\n", + "R42Ex11v3anbRGPpad0Nqci4n9zFGpRZJQ2eAxzyn6EGQqBSusjzNVCNNxyjnggM2eDXyllTRddF\n", + "im1tHZxZr34fjGUMeM89QcodYhDHZKYRSZqdJXbnPBUIb3zsoWnSiy8JOsDopjXFnLRG9GBQv49H\n", + "ANxKpebjBQAAIABJREFUADLdXSycBxLTzgEdJWX0NVGFkHMwhWgYnmtJAwz8H7tldJsOv7aPQCOM\n", + "un5ip93Al0ufJ79/enxqPv2zE3JNWBeEbIeo3ZsAux8Xn6EjnG8j8ODXeBUEbBFWZMscNiMENlAw\n", + "7m36frMRs7RDW8MCq+ndw0LqYItRJuJltDJN+HFBOib2NjmCosG9QJBJJdhSGOapJ89zLrufvAq+\n", + "X/TJXR7LEXDKMrr5TA9a7DeboJvOCDxqJMSpMO8DV0pd17Hs5v49ohxy6G5IRcZbSmVVfq842FAY\n", + "4kUNQ19FpTJC0ImHX3foFripKO9xJIDXs+E01rFlvlv9lhgPHYJb+0QcFrKDVNDZMLceNJJjwDsW\n", + "oczNzYHf/u3fHuozkHIvFDbwQUYwHtEyABeRHvdsVP6zAyZZtxsesN6dS/R8S5vkIg73yA56HsCk\n", + "lYnXlKql20ruv4ePsxSmvnVEh/170Qks4O/3+r2h19BtbCrudORiOXBRzHjP02sN6WsQTW01+7nV\n", + "hLfUegwbObQGbM/O69AXt5HeoxQHsKH34tf5oDvWNgc5aIoj1ZFDDDipPw9s4ZIIU6kXVX6kaSas\n", + "Xf++iPOZKCBOR65Rve9CNCPUhTFzqIIOynt1+T0d8ebc8wCy30iwY5lUiR+CgPfwYePfAznzfATc\n", + "KP6B//h1xxnWeXjNqMiHt7k7fGQNLwNMc4IcPH7np7dssbJNrkAOy1wuL/NtqmPYBdxUR46Inb+z\n", + "IWYGBAJeOHlQv6XpaTbgfcTImCmMCP3MzBh/jQHvJpLSAydG8jkpD3oaAhWLfQHrgneNOmBNQ+Vh\n", + "GmUY3b8hV44cUuKK/AO7RW3aYfKzoi2jgx4ZdAJgYqFXWEXRCthAvbcO5e2InxjvBmYalqZ8yAMC\n", + "jIXqwtCbCkUrETBbBGTB+NQUCXjfMmeEU0J+82x1+/12J4wyk5p27WnRJFrEHMJAR/NgDmTr7mBo\n", + "wiyH8AqG1gUEB/3tsbKX40rV9YuYRQiha/QZvHtIx6QhfdafbRU+EywDYGEP6IzufIH9OxFGs10q\n", + "aqzV1vRWLoBeyw5fF83bEw5ngKf/XYbDxJv8hcPLqwpeeaY157ER5Du9v77tk85nhQXTokwcVdKA\n", + "H7lgndQ/cB0Ie1Py11/QiXAc32x2Xc4fdP66GLDMRD3worEaajjZh3mzZAM65LffxmcQwZvXC4Mo\n", + "GMsY8G5q2X3kR1KeL4+zFdGyyABeCDqQcrTYFzSt9MAhw6pMYde9au4qzNl0Lrks4N2xg6UZvSk3\n", + "mmuxol06GxaAWCos5AZ416IeojRUrfCpAP+za4G4p4iATKTX8TwaoNNTh9XR8S3uyO3ggsQ+A5zM\n", + "SobaZW1Qoi6vuKHzdpFopghiDvEzMQPdD4yuq00L3HgaA+wGpodMOcqCUQR4pZp9KGWDM4sst+zy\n", + "n14i5nnBSxH31LZb2Qh0Rt/0HmxMeIzPNkCXXeAAOp727jwURXRqkk25PSzbQI8411+/S1kHinLi\n", + "5VUpmRw/3pxYFwPeT36SszVMNgR8iyCwTZc04EcOn98Ds1UOR8ZjozJSTY2EucdgGJfzGTCJs+1M\n", + "Wfrc1jo1vVyIV+PdHQSskjzPgJeuoeAA3r0MuzHLcM5xwEv7PJHmius0xLGMAe9ZEVE0kBVp5QHe\n", + "E4y6Wx4tEwK8tLBmmOOGtFo0DvUNb1bAr2/dKv2Md4BDI3lX9FS6ZsgMCHA6uGltOvLInGQ0YlnJ\n", + "ctPBLElqhmC/RG0f8Ty37B7JI8kCp+oQlGjIKUuaXfW8TR0OBka7XosShk4w5UJfbmwK1zD8ufTZ\n", + "HgKHO8DoCLcusScJMBC0QUUrl5IHWyxHGI4BfviQYx3cykagE8nTZZbOMPeQVKS1Kr+nI5y9qS+r\n", + "WWoFU9A82ap2LH5WeCDSDMCTDQ2RKWLQuKHBGfRgjCzw7iSj5mD86ML1p48yXYpy803rY0erSs14\n", + "3xDVcsoGIRZWsinpc6vr16/fDpoRtocO63npkjy5l5djG1tNju87SGCC665z/kxIc5S8ONtBtQvC\n", + "ynjwxBjwbgKx6j0Ho/fAZLv7vcrnPxUGn7zQnLikuh8kgx6F8mbdwIdbe7ypuHVnvu9uGGCTC12D\n", + "u2/7PvEGH3BGybKiEUPSNOGyLRMGh7dsMYAGVWaRUYKu0Q4HMKAIz+kIzDDAiSVudho1RU4020LA\n", + "O+3OSuTeMIXTo1ENfMGmD0Ad8uY0lTlEeSjCicB/qbR5dBKLh3ci6H7OXdPpRzlnWgO8oW94b/6T\n", + "cSIXs4ZebUzxa2l7KEvVH74UCW8yxVPQerQQxzz4+GLt4O54sZjOUtjawHKOGQwfTL7rShjEPU5h\n", + "1Hl2OYccHmW8pIGO4BYVUidD8dK3wTUFKpbyv/BCvgM04b35JR73cd4Z2Uv6lbFKeGCWtQzcWUNG\n", + "NaxmLGPAuzHScD+IMhiQl5b3LK2cQ5Gx5MLtPmqkIODlsAfANJ4emWYU7TnmpTN4Q2c5USbY5GJx\n", + "tkJkqL1MnCKI6cGbY0+TYYnwG0bEL9C3UoID1wlqPYvROBmBwCMSHCxGs3mIaIPY6MypvFnX+tLz\n", + "z9JZwUL9eLkJcyTnCh8Qn6mWhGOLRyFuxgutNW7ze9ttYKIWSyPbS9LLvSIxKUx1ASmsXOxX+c7U\n", + "TTet7zok4vyUc80EXgcOiD/DipD6ENgciuubTDhIOAlu5QssTGs1M+bzUo6Gymp8ayqg6JGmUJ+k\n", + "JhgHKXKow0FSJ+vPERhhJoc2kiM44F7KgK3zzuhPgfEn/PZ4TdC6Q3HoEN8+8Q612b8RGUOzMeB9\n", + "NggxshCdFYoxoXheiglOZMCyH8D7kl8cbVMATOPxItMy89JFytNSMPCFHBkukolHJaZfQiqul798\n", + "/fYA3rTmSp1UHdGQAkZNHEvn/s5rTV0/kJvc1I/6jIpzWEK8DtRQgb+sijpVHAmwxIUXzR5Eh5ue\n", + "5qWJlU51yzroCLhYdbmQpYGVixVsLQfPqyDkzSu7ybfSfL0SzYL9u/YL78WNa7ZdcG91z3DqPWHp\n", + "BV6LPGlOI0RlIH6inDMm7YAQMELFbzoarQJbH/gCSIwa7DmJ+tviiBOZmcYa30iusxARWo4CgOtb\n", + "NuudXYgfSNB8++18ykPeoa4YzlMeRMBYxoD3WSVWQKDv7h3LHjTXg8ggmO9HwlJOKLxfi2j8YX5k\n", + "VaaZRSjQcHDQPYyIEsZSUxx4oxUP1LMmQOFGZpjIz3oFNozFGe19yVJ3LaptMXWduXmLwB+Yc4vE\n", + "IYF2ZqhoO2cfDRjgZM+e4d4tJMX3IsKpZH6ls+rr1yIzBrGrVZcs0bSFzg8X1wrAE6/sJiSIVE6n\n", + "p8HhfYeHej3x6Zzr8JV0RC4AsCWgOoCRSBQBiJlhgeVqzQEALT1F1Qt7jfDqYtbwsgKoogxSPGj3\n", + "ljgcdskwP97gN5cashxCIhKE+hWWu12QwtZtJjPjCkJhBH9om2YKXZo2ljHgHQtSOoIzhqdS3KK/\n", + "sz6bk9D5R4eUoNUU8YYGh9xWsECUg+6hgiWM5eQkk+PUAXBy7kaM4N6lrXgr5/kxZNJ8KMIA18/N\n", + "odnrgzeSbgiSoe6ywbbg/k1SSEUyEkyLzNQnhKvxaDtydtyaoaw94cFL9AJ4Wc2kq0l7/2SxCXQ8\n", + "Z4o3UplOndMinFbY8xdxR06vl9T0KOo2dX0hyRLDe19QGpJDJpIzOTAqyYI+09HnUbMhwCtNDdd2\n", + "Rru72QIT8MaB/7ArC/CKShqyQbu3BJVkWZHhP/1TqWvi5zeoOTJ3vIjsxxDZEMd5kjjjiJEGUh/G\n", + "At511lVmJGXY6gq3QVM8XK0GTe9/LGPA+2wVkWHDlapb9BcfdBB2aVxhAWfWIT3kk7QBgvjjv7Dv\n", + "7L/MnLuhI9g2qPGrB97o3VDOSnS8I2eEWD8OD69khpkNeGXz4moT7IrHN+2Z0J0dzeqwKKAskEtF\n", + "/WWF1x8Ko12w85q4D5dmUryjOrjdm8MJz7Zo+pvIEQYtA2jDSP6uu2ve9ywGYnmANpcb3ZmDMpWa\n", + "kvODI/xyh26EX6MPadzuTO0X6kXhkdjKrlXJhknziWp53QIMuMPOai7UI8WwIZhRY63GUxzwTer1\n", + "XL8m1OszyiJTJ8iwdIxinDCxZRMp8N43kSObcVpNuI9+8LoX2n5A0X6/B1Jnp1P0qlzurFwHMWXO\n", + "RMi1X9K+HnpmEYxlDHg3jZSDqZFu+mGE120tipJIOsu63O5zlDgE8Q98CEPL7aWzsjaeo9xUA4ps\n", + "RFLio9ylwl67odJqk5NyP9etgH2MDg8eXi6E1aG5bPvZzGjWGIFcQTEuihyxeJkvvpizZ0EB/PAm\n", + "//VEygbQZ0LAu+OW4RwXItqLvVPa9sP/Z2aYfICEqMKPvrnpLsdam5HjoxomurHgLIXYpgFtbrS1\n", + "ZYOLAYevd3oLWQee9LHQrOZCXXdzGoJ7qZwvwEvr9TCkXWMopknTbkQkRtC7NQy7nUUvwYqv3fwW\n", + "pj61OOjXWa6Ee/nukuztUhuRkcFgfA0PuKQTZKYl0O+AQCAAxjIGvM86wIsadofhnOV56ixqn9rW\n", + "gqcZ9SRaGbLGdKB6a8oZgRxidBfBe+DVlXppFuwknAZp1/aUJ8DKuw88zQebImoHPNxYaLh14tmt\n", + "0qDri14Hfxc44IXR1MX95HMJu9/VgK/rsjhdYUkDb61l/QVLmFNaRifcPdm0z7fe0GeymUARpWMR\n", + "qOO+a8EhhQae5yjDSPxBD3xtU3EjSg/Li5YV0hESRXhZR8utRhruBVYtMX27PJ7gXSlSl6K0Pl7X\n", + "mguNtgafB3iLqdF5VXCpd17uDlTxLAS3FGZYcmrGWvqxFx3MlrrZVdbZ0vWGJE+6I17A2v+Mr8E9\n", + "zzMRSms8eGIMeM8B4aUFZUBUIVEY+f30eRywHmbUEzICFgEaTA1dA8xS4lizG0E0bhYmw3vgRXG9\n", + "NAuyAC9aR/Rc0BlBIIAVeXaNJmubBwLe5Vs93NjsrIzOFTpLvgxVyR284wKjqa1PHpEHvEujG8E5\n", + "bGMoF9fRIR+PFpv1udz7VCPOa/F+uG5HKNulIvmu1ebwL1QDgLBW0w+XOIx21XtO55zHIhC5cG7d\n", + "dDgP8Oa1c4I7z6gUAT/T+N5NtRXPdgLfm7DXrh9BfMMdcF79Bvu9JEd7Dq6/3tvvzIyinluUmQkN\n", + "x3QS3GJ/9mRC7L361gEjODOjyO6OZQx4z47UnJFDnud7FplXXEW2li0WOzv3MxUZHSULGm1LN7tZ\n", + "hmrEERj4cW6duDBliUCA7Ltfj83Ds1Guwwc8vo9zSSD90CGZaRlezgcNeCnDvr90cGTnbjIvv59e\n", + "f629AWie6vwonJ5NMoljEfoXtdHfy0QoSDjPqBSBB5DREBzCH4ER8LvvZtuJur1PYPbhhz+EvbPm\n", + "c3RWwYvLH7f1HK5HPAIvfDtamZch025ujZdMEUSDhw3+FArru8cWqgt6Odibo8Pts0htTEc2Brzn\n", + "ivR9GgnVe23Oni0SLeVluaiHLD2SrP3yBZg6KbAvxTf8npWnwMhAYY6T5BYjygu0E1aTn0/g5EWg\n", + "cZ0vz3PTdLyOcVnHzHXLJ4avR5G9RyCJJz0Jtd4wIudr1KjbvqCb7LTrIiN+ePeQDgwGTl7y/KL0\n", + "r/3u72LgzZxEiCKNl89e7vr7c2fJA85KcOeKpKVtrwPX8e+11Wt51i93+mBMiQJnrboeAZcoCYKA\n", + "99gxAHjzRIr4tEIJSjnO9rEzL1QNz+ys9zMtarzEqeFksHUSa0ocdpCLvHKT10u6/n34EPiz6eFq\n", + "ihOhMSQbA95NLte9I+VLAVpCD56QsFl+Pd7mpLMhqR8drVcpmxK/fhLTdI0COFTkG36R8iRwMwX8\n", + "pG4FhSFFxYh+ROLibuvoxlebjWV1wMv7HNlmPb8pyX5++NDJsHy0QwHedU61IDw9Wa06ruu3Rt/B\n", + "3uIzfDW7fY+jaQs5PtfvuR6cLbG6/k/exfx+JRV29bi70ZSeWXHwdJsiKhOC6XJZ/YJEZiQyLQGv\n", + "5rZjN/DBhBAEvPXCDqZ6yUCn8e71A4JumRqvZWgqxv0uU+aLR82HGeQitE00R7lEuR66L/3vr98+\n", + "9HtG9b+Jcb3uGPBuVvnTzxZ8KUBa5s0zHVnHrIYadUZfO8X8hry3P9o2+jwTzccpFWRl8Ruudw4M\n", + "jwxwBKbWh2GHYBouF85iAixUhi9tSKnOzzg4bKqbQTw9D+bWZX08NQby8PSsvzp3XpOjKOuZiXho\n", + "EtI8BVTmgxoHR1o/77Vx7/HbgCIa3iFwytrpgp5ZcfB0U+9rkExJD1/xKzwnM+OVjKRu8/xCBpGj\n", + "RwFXt+mA9xZv0UUW+LPW32uduUejpWKZIUViYAuvTMSrCLOP5tQ7XERZx6Hui6MDJ4xEC8grYTCW\n", + "MeB9TohFLr5JauDWS2BkDwdYo6A6zI8Ku4+ou9hvFAKCQtnUOqyXkwKJ+/Zx+WmhwYLXxMHCgTcM\n", + "H2WIDRQHwPXTxORwRhiR2cabXz/ytUCNgZ4J53GQ6xIe41UGOMCnBAjZGvFnKBHgnYpsbA3hRGhm\n", + "9GuIRcTViYLr8BW9xEZtgn0Rf8CYV6LD9SUOHdKBmMMRxIaIoJKGZtb8mQHmuNao67Xk+FpZ4M8C\n", + "ruvs8PeT9l4uRt0dQhgYuGH3weH1kcihgwaIIpj/yGWjzQBZfjrHeUO6YGtyDHjHgPc5Iha5+Ihq\n", + "5IahN1sXQGfeD0wl4gArm/XxYRQSofVZsK+CO8ChjXlOGEH58XHXd0GnYPGmNpkgAWyY4JLBw+g1\n", + "VOLQgFHKHN9e0BCgayJDOKrosleAS2972ejRyod/d8P2tNWoGOxJgVzWOjqAE11X7RGEDDM/JKVs\n", + "bEp1yFJ6hxT7cVefodUyfRUYoe1WwKHEmbOjV2+/XX/fjnPSzhBLXy5rtiFsHo72EoiBHBvwarKa\n", + "mPR93s6KjfNIRwAj95+/4YjDTnh1RIW6BALe229f1+d2q6BC+3N6YlzSMAa8zxEZRWc73lAClQUy\n", + "IO1cesMN0GRi8qy9y35QAe8Fo1NiXt6DDhzfd8hVkbO4QEdmqOBm4ijxoWjJ1jH7QH+0MCqzaL+E\n", + "fMicUAWFU/wcUFvgwu4TI79nq1GRFRX0iShQA5mXigi8HhoBg7KHkaTI2Zmko3/wJrwqAR97BBn8\n", + "UZdWJ4NRI5Ja4IMfr8vEq5sflkJLhMdONu00GAK8cFnoKp+eIu/tTE1xFoKz3qyae5xqUQrwptLg\n", + "7l3+3kN4wr+jEToLwxu49nsII3r9zqvHwGgMeDeX1ALJkSBDGQPntWkNGZBenEqlCGYE4wcX/f56\n", + "cAPzjO5mlI2kk9vIqJvU9CCZ32MueGEk5yYRDNgTqqjwNCzbhFt9RzIHHn/te0a7Lrj9beVG7hx4\n", + "WXYu48Vd4mJ2FK3k7jFNGdT+8gjXqfbvkVHAdB0qifTeCEb0bj34vmlAqOsyzQnjTnTzeAbPqDmm\n", + "TiKqfDor2np51BUBhWwiFpBSswC9TFYK97symrNxyyv8RkwmfZ/R2SH5gmVss+Nn3Lw4lIXTJB1l\n", + "78nb3vzno097jAHvWIaR5eYFZw0RjTKd5uVw4/QwB3Y5D+ChIai4EMAeJbBLdMPDa7BNAFihrpsU\n", + "OAK4I4I4MIVUS4e8lXn4ra+WKlMRDUcYISj1nK2U5DOd9JmwgA0vIiDkZ0oXa/yu/jm3XTS0A43Z\n", + "5XUDiH5lI9Ly0mdec8KYWRyPLxQNn2A6Wrj0O6CS9aiHB+q6NBGznE5dLyjagh3fb+zZ6JBKZh3P\n", + "qCgINNTF8Q2LZeG2pyP8xf+DPxiDrDHg3UTScWqguY3UxIxok69BBxy5dZ9TiQ/DYeoXe+ocpyiV\n", + "TUlEVfxpMFgctn//0O8Id8onfUSuUY2va+0X5gAhDkwh1dKIatVGwcO7WSUVUEf/odiGgIBXVM7C\n", + "A7yr2ehQwFUkIn3lucRRktd6FCUArLS8LCUfF6B11pfNQVRupEsz73DacCIBqZLuTRQVxPdPOKgB\n", + "uwcO6/+2aDjXEfBuCntMeHnP7ob0MeAdi0CxKcNTNbGk7Qyv5UpzIzcMGy2QvN1KZY9SDh+29RPF\n", + "KMF95UXyXQ4buBymxvdsSH9ickOv79ueC2oUkeydmPEGLngGDf9lxoaQuBVCwsn0uXEwR81rDbzV\n", + "iqLyjhdf8jpf15JiP/HgdCT6HsOD1Jho+NgWNVl7SfB7TdBLZ0ajgEYB6sciLcM0mo5lDHjPDamQ\n", + "9U/r6ej2MimuYRgLZawxoRkleDJQNuZdSkXJJKMbw9a5eQKsQ9Y2QnvumTIMgVAXMIBHWGVoSYkM\n", + "Bf6uXQpTebfCW4d0hA948/G8b+OJA0lY37rRTA3lsDO9K8tggst/ufpmfyrAJ8dqksOF7BnwriqO\n", + "42vVwQ4E2YduBageSH/XNdjISdvBre07gTYEiKbPFJfdZoPEF1PRWMaA96zJBz84fNTCNKZoupGF\n", + "tcbe8aYBvJtdpOogqbwvL2qpmJ3M69XUQwBWyolglTTuMMHj2c7Oem2eHPVx5XWUs+p0LVAVTjCN\n", + "p8y7w4EkZDCY3IDm0Xi14gC8K9nRcgO7DV8hAgEbWRLQDTiw4/y8+T9HR3dfG5Hlh1vr8CcNsJkM\n", + "p6SeB9HGDdN3sd4sDb6cb1z3KjYw31cblz2MAe9mkxEUkiPg8UfX/JGUdwxlZ37ns+5VjsuazgKI\n", + "q1SsSJ5b1LK0AUMIRCWNeBS01e8P1SApI2cz0s0EIqbDQasBPIorMuhNJcV8d5v5/fQ1i0/zZnfC\n", + "QbGH5hHR8Yav0DKTmeG+OC+ZCd9ZDCoiTDhUXxUvaKPgXZmezUwf7kxPRAuuz4MA77BNk151mlvc\n", + "YxQNl7hTirIyu7R//N/h3WAsY8A7FiCuuxXVuKnJOLhz7+Z8plFEGjY6JRTe5ANyYIPf0JPONsNe\n", + "0QzmMA2SUsZuVCFbn2EfZJzp2wgH+ZvsZcWd1vmvhNe3614ZQbSMZhIJZkoO3myrtCDls0FyHTxp\n", + "UXkTnSb3XYNPRfjobcTF/61FEE9737simwKvPcpgtx9nehRzIaKwVMcDw5Eb4PXdcMngtYa+Fb7F\n", + "kT95cBwJGgPesQiUsQDQdCey4MY3b+7799RJS3G4jhRw+ogonW3AjYzUZm08PJtVOfjUOq9E+Mzl\n", + "36Tey0R8wvf5N4BUbdM8C80kct6U88z5raXdbOJVndCzU/SzpAwsTmVRabgaGX30HQKyUfAJO84t\n", + "o2lz1GcPAUn4uWeDS15KMTKyByxH4NkQoBgD3meZ7C+NQBEwxr+OEhT5lU3Nd01xuPYjNlge2jNO\n", + "bX7KLZSGHDYdiaenR1nndhZpjglGCz/NTax34pVBIQRGR1bLM/rd6Sn2OZUFI+tFqDsC8Thxdl1k\n", + "lGnqYYQe7T0DSUPUgCunMpTWRFH6Ol7iC+vBGMNq2hx1wyRyNs5GI+Ywc3TwUo9CAYxlDHg3pxze\n", + "7V8RWArHFzu+PCgaxrNfbxkWVCNj35mY8uYZ79gx3rwUyMXBLxcbmc5A8bxnLw9vNhSSIXMgsSRg\n", + "cKtq72r2la/0fP0kxzhnEhNMr4IGI1zwKJEbPhsNi2dNPHpdw/IC45mGUQoLmDKd+m4FTEy4O/Po\n", + "zG+ajLmsd6ndcO2Av/ebOwspJ8ccHZ8N0Klnr2odA95zHjCE3IGE4Pyuj5Tn5H92oG7o+xsWVG9m\n", + "rtpRCSr1YDVvrFfal8uNb4YxlKn1D0NsFPgaWVpVe1ehP/7j0QHxWFZK+eTz/q+xEQ2LDmlOeNqn\n", + "/r45OlmoLhjLPQLubNaURJadYDr1agv03BCv9nszG9yUydQpMoYA6kGfBiO3EcxHuWdHSc4Y8I7F\n", + "NYiwXkpllFEEqKAP7LzyOeWICGWdajhGNeUHfgwNQh0g6FzwUjY5+NpolgbefhnFZLJzYl26yaH1\n", + "79kUv4MqWAJrm+k6dC8RPzXuUhuyZ885rde9lhrpan0EkaWzWWYgOahwLF7wwPgViOXMmTPgr/7q\n", + "r0Cr1dL/XHHFFeC6667beGd4hBO4IHi+9dpbwZcefFDqZ58NjshmAHKbQSC11x0nT57Tz7AeARRo\n", + "HNebs1Ma+M6R/19MFjfFfW32sgc963EWa5Xh9ViRWd86nqpDp8EWV7f1O+5nYoMBr+5Mtttn1d8e\n", + "RfPX2SwzWIdBhWPAO34FYkmn0+Dd73432Lp1KxgMBuA3fuM3wLXXXgsSZ6O7YoNSIaKellF0uJ5r\n", + "oNmLDKIbE33zW6cNqb3OdcC7HswYm6EzWm+wubsEwFXk1yNKBIxFYl/ArMc69ESIAC/NOoGLAkbr\n", + "QHGzV50VENjp4ulv8P7eLM7kWMaAdyy4cYlEdLCLJBgMgjBW2/fZz34W/PVf/7X+72uuAeC1rwXg\n", + "Xe96F3jnO98pfQ1upnuDAC+3bnNUkQsBaN5UnIM+8mZqYWpDbnWUtGQQaL1/27bx4d9g0WuIb9GA\n", + "CTWPppgoPmfewf/f3r2HaFX1ewBfc1EnG+dV0y46amkXsqtdwDIMMk0Rxzr0RwRe/vDgqehCllL9\n", + "0YHgBFkSFR3MbigahUlWoJFDBAmGlVnZhQresotwrJSGNG9zWrv0nXl7Hp3Lc9nPfj4feMh5piln\n", + "rWfv/d1rr/VbB2sLH4ySzVfKsCJoSEjRnNlzzgl79qTzHJqqgFTihBTPvf/1V97omC0QeAtq48aN\n", + "obW1tdN7cSR3/PjxR75etWpVmDZtWqfAG4NtfMUtH087LYT29u7/v0uZ8Qq5d3gxzmWpqjnY3SX6\n", + "GTl7x6C1eMwYJ4VuHAdRyQp+dHGeTk8fQqXlprOtrm949sqmrndAV/srbr6S8ZpP7bFIb76Tc3z/\n", + "1FPDcbt2lfccWsIw3NP7m2MdaoefrBWqtHU89/7vmWd2yhYdTY4jagi8vTVhwoTklc/KlStDv379\n", + "wowZMzRWivNguXdaS7UyrOyphlqSJf8du3jj0tMqDeW86Yy7RR/OQDv79A//0zLoXzM68j3xUrC6\n", + "m7uIAAANvUlEQVS0s9//Lxw8YVD+k3NaTtolvIAU6yNy+MlaiktbI/B24065vT1ZtDZ69OhU3F3F\n", + "lcCFXBiRNYf3Ii90eEi7shXLP8YoTSGeHMdSQrbXTGHQ79On4P0y/B8nJxkolt77+wchT+Dt4dbN\n", + "FX/xznfqKnOJyWpUiG2PEXjLbu3atWHDhg1h5MiRYf369cl7M2fODBMnTixPh9XWH3VhREc3/sfA\n", + "0LcIBdAzpbk5E79G2UpVlWCUJgbeat1eM83TH+N8w0L3y+HPcQy8F10Uws9d/QxWgGQfkQJm0aOd\n", + "urq7iHVuia8TpdjxLD0HSqP6YgJvZYglyIpdhqxYg4wrn4kjIuqaQKUq59PnctYhjiNmLS0hPP9h\n", + "6QJv2762ov5OQ+Nawx3FbbekzGDo/iLWUm/cc0KhNnWpBFlbC1LBbDxR7DuKLpRfycggI+HPKRXF\n", + "upnP9Qi5WNuYQhpKR/1z1z+PvdA21kzu7qBBjpNupUwXmzo1//dimUG6rpCLuBF4q15z2rZvpKji\n", + "orl8N/O9nfOY6xFyITcgqdhg5jlVTqUoFZ6Ok2xzkl+7daOZ40NzrDq6abFokc82CLwZPJHTPeXa\n", + "+KGngbXcdu7f7zCpNF1cpNVvTJU0zF9TGjw1pkvn4QxvfITAW7kMXXXbwaFW83frI1ZTk8z7I4M3\n", + "f3VVcv444YTcn+3a7P7+1kB1Ta5Sw/GpWFemgeVq4zLtBYXAC/RWrIBQrHl/Lsr/Ekf3i1JaTSPn\n", + "HeIv5O6DaVOI0ew0T7cr5PGSqz5uV6aB5Wpjdd4FXnqpkspIWiR1DIrgF/SinJmPRZ8+xZnOopFL\n", + "u1VlLwyt65uqv085FyWe2tBQkuNFfVwEXnp+4U75Iqmmpm7+QKFrJDaaH1atzEAqg3jsNjRUxF+1\n", + "X43LbdbEhY4IvFAZgVeNRAokbYvnKuneK5YEy6fvnn35f7AKj1331OnxjwZzHAReUituQWtKQhUn\n", + "MnM+K1s3+i/PWq5Uips+5KuBW3vwUO6JmCU4V6aRWVMg8NIFcevOck9JKGVZmFGj9PkR8Zm70ezK\n", + "ltH+O1oN3L2NDWWZiFm27boBgbcSdWW1ad5HoQ3ZPOHGecAAR5O1XbCOP16fgsCbhRA3JPfTxq6s\n", + "Nv0jE+d20kml+/tX097mVMWxV7Kb2kYzRTi2QYO0gesNAm8GxIteJT9tLFqdUMj4sWfdI3T/egMC\n", + "L2WTtm1vgZ7LyowopZ8AgReAnHr7wCYto3ACL8WgWpHASwVemAAKLc6znFrBNV/TWlaMdOhJtaIG\n", + "hTsEXnrHQaQxIY0WVXBBlbxlxcq0wrBQ6yTU4S3jTZR7KIEXnJH+cuqp+gDSrEwrDLtSsadLwbnC\n", + "d1rL0uJoTxEEXoCqE/f1SIW9ewv2n2puataxGVWu0mBZWhxtcxKBl4KdkTy7gkqRmp2bd+z482Jc\n", + "gGtxfW29jq0wXV2MpRQlAi/pybWV/uwKqkwq6vEOHBieDvPMN6zWz2A3FmMpRYnAS0nJtUAhA+9/\n", + "hmXaAUDgBQBA4AUAAIEXAAAEXo5i3rzq+n1t5wglOM4cZpmza1f1XS9A4M2QZVW2tqQn2zn2hn0g\n", + "qEapqBZRIN0tjda2ry2TfTpwYPVdL0DgBaAqDG8a3q1//8ChA2HeRYZCKcLN17/dezX2bfTUUuCl\n", + "IAxPVhbPkaHsBjYMDMtaDIVSeM3/tvHgkP5DSv7UEoEXyu85Jz4oFNu2AgIv5GKEFTLjpMaTNAIg\n", + "8MLfGGGFgqrmOYpxagSQHfWa4Oi2b98ennnmmeTPv//+exg7dmyYNWuWhgEyr5rnKAq8IPBWlaFD\n", + "h4YFCxaEAQMGJF/fcccdYfr06WHw4MEaBwBA4K18DQ0NyevgwYPhiy++CLW1taGpqenI91esWBGW\n", + "L1/e6Wdmz55tFBgA6JFc2QKBtyA2btwYWltbO703ZcqUMH78+LBly5bw0ksvhd27d4err7461Hco\n", + "xheDrXALABRKrmwxefJkDSPw9t6ECROSVy7jxo1LXtEjjzwSNm/eHC699NLi/oVUHAAAKAhVGo4h\n", + "LlTr6NChQ51GeItGxQEAgIIwwnsM77zzTnjjjTeOzOONVRoOj/YCACDwVrxJkyYlLwAAKpMpDQCk\n", + "VqwFDOXU1hbCvHnaQeAFgCKJu71BWT+Df3wEly3TDgIvAAAIvFAezc0qvAGAwAsZFivIqfAGAAIv\n", + "AAAIvAAAIPACAIDACwAAAi8AVcyGE4DAC0Cm2XACEHgBAEDgBQAAgReAFKuvrdcIgMALQHY1NzWX\n", + "9P+398BejQ4CLwBk1462HRoBBF4AABB4AaAiDWwYGOZdNE9DgMALANkNvMtalmkIEHgBAEDgBQAA\n", + "gRcAAAReAAAQeAEAQOAFAEDgBQAAgRcAiqqxb2OYe+FcDQEIvABk05D+Q8Jz1z6nIQCBFwAABF7o\n", + "YMWKFRpBf6G/0F8IvJBdy5cv1wj6C/2F/kLgBQAAgbfqPP7442Hx4sUaAgBA4M2eTZs2hb1792oI\n", + "AIAKVNP+B82Q3y+//BIeeuihcNNNN4UXX3wx3H333Ue+d9ddd4WtW7dqJACg6GbPnh1mzZqlIXqg\n", + "XhP8aePGjaG1tbXTe1OmTAlvvvlmuPnmm0NdXd3ffubhhx/WcAAAAm9lmDBhQvLq6JVXXgmXXHJJ\n", + "GDFiRPjhhx80EgCAwJst33//ffjmm2/CW2+9Ffbt2xd+/PHHZPHarbfeqnEAAATeynfLLbcc+XMc\n", + "4V25cqWwCwBQYVRp6KJhw4Z1WrAGAEBlMMLbQy+//HLYvHlz8ucrr7wyTJs2TaOkwE8//RSeeuqp\n", + "pIxcfF122WXh2muvzdtf+jE94nSh2GfxxlJ/pf8Y279/f+jXr19YtGiR/kqpWIQp9tWOHTuSP598\n", + "8slh/vz5Yc2aNforRdra2sKjjz4a+vfvH+68886j5gzHmsBbUt9991344IMPwoMPPph8fe+994aL\n", + "L744nHjiiRqnzAYMGBDmzJmTjMjHE3wsJ3fOOefk7K84L1s/pkPHWtf5ji/9VX6HDh1K2j3elJx+\n", + "+un6K+W+/fbbpLTm/fffn3z9wAMPJKFIf6XLE088kQzOdCxzmuu4itc1fddzdf/9B83QPbGEWfzg\n", + "nXXWWaGmpia5O4ujHmPGjNE45f5A19UlofewdevWhcGDB4fm5ua/9Vcc9dCP5RcvyM8++2yYO3du\n", + "2LZtW/Jern7RX+UX+2fnzp2hpaXlmOdD/VV+xx13XHj11VeT819s+/fffz8MGjTI+TBlrrjiilBb\n", + "Wxs+++yzJPjmO67ee++9cOGFF+q7HjLC2wO//vprGDp06JGvGxsbw88//6xhUmbVqlXJY53ffvst\n", + "b3/px3SMbnSsdX2040t/lVesXLN79+5km/U4pSGO+I4ePTqccsop+iuF4pSTqVOnhiVLliQh6Lbb\n", + "bkv60PFVmTkjDg7Ef+o7gbdkmpqakpNHxw9mfI/0iBU14sl+xowZYf369Xn7Sz+WV65a10c7vvRX\n", + "+QPU8OHDj1SwWb16dfj66687PVXRX+mxZcuW8PHHH4enn346eewddw2N83jjyK/+qrycEUfnnRt7\n", + "TpWGHoiPFOKcwzhHNL7efffdcP7552uYFIj9sXTp0mTu0vXXX3/U/tKP5RdHm2Kd64ULFyYX4/jI\n", + "Ls5j01/pNHbs2GTk6PCO9Hv27AlnnHGG/kqpWDv+tNNOSx5zx5uVM888MwlN+qsyc8bkyZP1XS8Y\n", + "4e2BeIcc59ncc889yYdr/PjxyfwZym/t2rVhw4YNYeTIkcnIbjRz5sy8/aUfyytXreu4IOr111/X\n", + "XykUbyQvv/zycN999yVTUGJ4uvHGG0Pfvn31VwpdddVVyer/uFgtOv7445NpDQ0NDfqrAnPGBRdc\n", + "ELZv367veqim/fCtOgAAZJApDQAACLwAACDwAgCAwAsAAAIvAAAIvAAAIPACACDwagIAAAReAAAQ\n", + "eAEAQOAFAACBFwAABF4AABB4AQAQeAEAQOAFAACBFwAABF4AABB4ATLg4MGDGgFA4AXIpvb29nDN\n", + "NddoCACBFyBbrrvuuuSfNTU1YcOGDRoEIAXqNQFAYSxdujS8/fbbYe7cueG8884LK1asCB9++GH4\n", + "5JNPwuLFi0OfPn3CV199FebMmRM+//zz8OmnnybvrV69OtTW1obHHnsstLa2hrq6ujBq1KiwZMmS\n", + "JDgD0DtGeAEKZP78+WHkyJHh+eefDwsWLOj0vY8++igsW7YsGfVduHBhuP3228Nrr70WGhoakuC7\n", + "devWsGnTprB27dqwZs2aZP7vunXrNCpAARjhBSiBs88+Oxmtra+vD8OGDUte0eDBg0NbW1v48ssv\n", + "w7Zt28INN9xw5GfiqC8AAi9Aqhw4cCDn+x3Da65pCueee24YMWJEeOGFF458Py58A0DgBUiVlpaW\n", + "MHHixDBp0qRu/dy4cePC9OnTw+TJk5NpDvv37w9PPvlkGDNmjEYF6KWadkMIAABkmAliAAAIvAAA\n", + "IPACAIDACwAAAi8AAAi8AAAg8AIAIPBqAgAABF4AABB4AQBA4AUAAIEXAAAEXgAAEHgBABB4AQBA\n", + "4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQeAEAEHgB\n", + "AEDgBQAAgRcAAAReAAAQeAEAQOAFAACBFwAAgRcAAAReAAAQeAEAQOAFAICS+X+d+8Qr7MZyXgAA\n", + "AABJRU5ErkJggg==\n" + ], + "image/svg+xml": [ + "02004006008001000−4−3−2−101234timereturns" + ], + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = plt.figure()\n", + "plt.plot(return_vec.T, alpha=.4);\n", + "plt.xlabel('time')\n", + "plt.ylabel('returns')\n", + "py.iplot_mpl(fig, filename='s6_damped_oscillation')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These return series can be used to create a wide range of portfolios, which all\n", + "have different returns and risks (standard deviation). We can produce a wide range\n", + "of random weight vectors and plot those portfolios. As we want all our capital to be invested, this vector will have to some to one." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 0.54066805 0.2360283 0.11660484 0.1066988 ]\n", + "[ 0.27638339 0.03006307 0.47850085 0.21505269]\n" + ] + } + ], + "source": [ + "def rand_weights(n):\n", + " ''' Produces n random weights that sum to 1 '''\n", + " k = np.random.rand(n)\n", + " return k / sum(k)\n", + "\n", + "print rand_weights(n_assets)\n", + "print rand_weights(n_assets)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, lets evaluate how many of these random portfolios would perform. Towards this goal we are calculating the mean returns as well as the volatility (here we are using standard deviation). You can also see that there is\n", + "a filter that only allows to plot portfolios with a standard deviation of < 2 for better illustration." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def random_portfolio(returns):\n", + " ''' \n", + " Returns the mean and standard deviation of returns for a random portfolio\n", + " '''\n", + "\n", + " p = np.asmatrix(np.mean(returns, axis=1))\n", + " w = np.asmatrix(rand_weights(returns.shape[0]))\n", + " C = np.asmatrix(np.cov(returns))\n", + " \n", + " mu = w * p.T\n", + " sigma = np.sqrt(w * C * w.T)\n", + " \n", + " # This recursion reduces outliers to keep plots pretty\n", + " if sigma > 2:\n", + " return random_portfolio(returns)\n", + " return mu, sigma" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the code you will notice the calculation of the return with:\n", + "\n", + "$$ R = p^T w $$\n", + "\n", + "where $R$ is the expected return, $p^T$ is the transpose of the vector for the mean\n", + "returns for each time series and w is the weight vector of the portfolio. $p$ is a Nx1\n", + "column vector, so $p^T$ turns into a 1xN row vector which can be multiplied with the\n", + "Nx1 weight (column) vector w to give a scalar result. This is equivalent to the dot\n", + "product used in the code. Keep in mind that `Python` has a reversed definition of\n", + "rows and columns and the accurate `NumPy` version of the previous equation would\n", + "be `R = w * p.T`\n", + "\n", + "Next, we calculate the standard deviation with\n", + "\n", + "$$\\sigma = \\sqrt{w^T C w}$$\n", + "\n", + "where $C$ is the covariance matrix of the returns which is a NxN matrix. Please\n", + "note that if we simply calculated the simple standard deviation with the appropriate weighting using `std(array(ret_vec).T*w)` we would get a slightly different\n", + "’bullet’. This is because the simple standard deviation calculation would not take\n", + "covariances into account. In the covariance matrix, the values of the diagonal\n", + "represent the simple variances of each asset while the off-diagonals are the variances between the assets. By using ordinary `std()` we effectively only regard the\n", + "diagonal and miss the rest. A small but significant difference.\n", + "\n", + "Lets generate the mean returns and volatility for 500 random portfolios:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "n_portfolios = 500\n", + "means, stds = np.column_stack([\n", + " random_portfolio(return_vec) \n", + " for _ in xrange(n_portfolios)\n", + "])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Upon plotting those you will observe that they form a characteristic parabolic\n", + "shape called the ‘Markowitz bullet‘ with the boundaries being called the ‘efficient\n", + "frontier‘, where we have the lowest variance for a given expected." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/wiecki/envs/zipline_p14/local/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:514: UserWarning:\n", + "\n", + "Looks like the annotation(s) you are trying \n", + "to draw lies/lay outside the given figure size.\n", + "\n", + "Therefore, the resulting Plotly figure may not be \n", + "large enough to view the full text. To adjust \n", + "the size of the figure, use the 'width' and \n", + "'height' keys in the Layout object. Alternatively,\n", + "use the Margin object to adjust the figure's margins.\n", + "\n" + ] + }, + { + "data": { + "application/pdf": [ + "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\n", + "LjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\n", + "MzAyMDkzMjQyWikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\n", + "bGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic7L1brixLjiX2f0exJ3AC9n6MQIAAfQj66AE00GoI9wqQ\n", + "foScfXOR9iA9IqyyVFmqVNnJ7qw821dsbneGuRmfi/7H0f/75en/xJp//utff7gX/S8urn/wxZDG\n", + "xfEPuvh//ZFevuA/tfC1x4/4Pfqfv/6oDv/7J/9vdvjX/l/83//+x3/54//8w//87/Tz//R3/85/\n", + "++N//fe6heZ+vMOvlSD/+pP/lQL+1dQ/BPuX76XkRNp0zgfXf5IvL76ee8Md/vK5vnzs9J/Y6bvg\n", + "v5xTeLXi6D/Fy7U/7bXEl+zvfrr2a94jHnDrl75vfoj/39z5q0f8hx8A39L/TP/9P+gb+3/+SD//\n", + "y+Oh/rd/4aF6La/gWgzVt/eHCjG9QsM9hPVQqeRX9bj/uh7KXBsPYH7307V/49fxT3Pn/8ivw4de\n", + "XyWk3lv6sMii968U6C5CafOpYmuvTC+zqzHMOzPXxhOY3/107d/4ffzz3Po/9Aspvr9c8pUE1g9P\n", + "9fYE9FQf7uzjE3x60g8a+X/9hfzT3Po/9Avpyb1SbjF5//5Q/Do7ulmfynwofnU73VjLad6YuTYe\n", + "wPzup2v/1u/jn+XO/5FfRwjFvzr9mGm1vT8Vn3aZtoQc83wqPtnoLunG8rwzc208gfndT9f+jd/H\n", + "P8+t/yO/EJLzgrDkaqMtwPlXw/vfo+enIkuN3tT0SnRXLqQ0LDt7TWw87/Mr0w33mgseoH289PzN\n", + "57eRk5iV/9K38U9y33/PVzEf6V/3VTjXX4HMx1BLWo8UaFGE4GBUhvlI5po8UqA1VivdfyNJcv8f\n", + "Lj1/8x/zVfyH3fe/21dRfXh12oezb3tx+epf3g+7fDyRuSZPFEN7tTbMcrn9D5eev/kP+Sb+w277\n", + "3++diI7eS7JQXExtv+YeH8FqaHG95vraeM0bNmwsJF/na/5+6fmb/5h34j/svl+B7+cf8lXUVHg9\n", + "xeLST0+NkVpL5yfq9NbjlmjXpHURquyfqWOVGdD38EpwVEkpcKjIyKl036HlcsSs0P2EPvhM90Cm\n", + "kjwq/YrLrYWf/1siEpEfMv74Fx3cZASFqv8JNP78V/Kf9bVf5uO/8CH6CF3XV+0nfuE7oE/x/9Ap\n", + "b0D7myLu7wh90KEGjzW7TGoL9FOhjTUkspeh8TIMOxegHLKmI97OUnHWGdBH+k027Xi7TFVcWNpF\n", + "+xGzQm/QuCct0MOQyZ3JvW+048He65n8IY7ZtE4mAPQB7XRCOeBS+88TDMG/HIw3eUPpK6Sli4Uc\n", + "yhEzQm/QeK4BPmdBXIZsB1qN8HhKlxOLzn61xFNlRTnHK1xjnqRA903stdSCWuEHzMi8Qt0x8A+k\n", + "4kzqHg5NDz2LU0m2Fuwql3EzObEDQkux/DxAT94iRxuhUdq0QyONxt6+A1bcDbqmbZW1W1or0HUH\n", + "VH2Rzbu8IqzagoWd6TiHYmNiRSvMFzrVcdCn7Hl7jnQGwLamL+yEWZk3aJsOMnrPoWF6Gk9Pzf5g\n", + "K2SHzvhuh1Kzoz8SQnwF9uVa/nmivbwq+90eJyJMNwe1ksVzgqzMGzTecuYISKPjUty+WMk8CVlW\n", + "uA/5FfG+00LGRkt7AU7HGlnjBvWVthaA4kYkn14lYYuG3XPArNQbdF7JrfDwriM9Vqf9FT5GdVXs\n", + "k55ffZknPsJCh0PgxAZXIHmE9HrQQibbhu3sRBbJMEFOmBV6g8LJa+ONhM4ymIe0x8AG972OoJ8j\n", + "62UZKKXSfgAV+/jzAH0mZxwukLhniYzFXqaFcsCs0Bs0Tk7iS/YFR/dD/jPv6uQRppE3dS9Jc4ZE\n", + "m24c0aGhcoOSpRf8Uis5MnwikqPsT5CVeYPGWy0vNoFDonsmW/xV2SoUx95HJ+daakgqNPJW2F9s\n", + "bKsYlAy/V2J/0fNeTUdCJb3S2+KPmJV6g8qzk9oA18iz9j6RbYhzrFbxe2jTYSMa6C8Pn7zxCciO\n", + "jwY97c7B8QHIWwe5jygWCLn5I2aF3qBxjwUIA8WHSrZzJPsDsRVyCodv36Py7YNvfOoNX9OAdPTx\n", + "STocSpiay38/YUboFSonz0S2khqwlff04qcPTXaWWOjcozXYeob9nNurYNulffjniZKjGj37jlAd\n", + "bEKyQMi36fUEWZk3qLzigek/nYxELMahfz/OThdersF683DIUzT7ikE9V8vszYPOxA5XB6UBJ8xK\n", + "vUHl5HByvosWHd1zaE1itkkiKog2cfaKbIlfpDT6PbiZGVkwA3rvXo3LJji9mBDeglJLOmNW6A0K\n", + "r0n8ztrpgWmdx1eDg1iznJ2IoGYOi7ByHK3Nvalo0KPcpaydI9G5CnM9FHLuT5gVeoPGvUM6AWu8\n", + "eJyktJGjTijENs5OMiYS78EZpTytSGFPKu3niXpyYFEd1FAXRwckCc4IEVaXjpiVeoPSW/esZSR+\n", + "YJXHV+i+0uE59nJSVsNxip2GdEybQFPJCI2SE/VqbiUckisvjy+z+xNkZV6hcTq6kN9MDYdcKJLu\n", + "7MGPVR7CK6mdhV4Cvco1ivqRvlcyfYuvvLeW75iVeoPOa3eSkKDVRvsM+f60yslezNNiIc98e0KZ\n", + "tqHA6WHRuUaReajYslNrbJW4V1yu0AGzUq/QORlsTSrTIzZdrk0gkzFJqLyTBY3XPheOapNnrmJa\n", + "Guzk0auwVSJ7HYm11uoJsiJv0HemNx5BW587+6GZY4hxVOXQplMiO4W85wad49QYUpU6j9mRJUKU\n", + "0KcjZmTeoG5aV7KNd46t1MQ+UHPBrwDiNskR7eaweFrxw22SR/LXgcVSRpRwm+QHzAi9QeMNOyjr\n", + "mHYF71PjtERLY0NBrodD2KJxMgd1ttOgiFnpnKZHXm6q/IBZqVfoHGka+D0poMAsS6lQzDP7hrqe\n", + "tMLkYXSjTFdfo30Ufg9v3tG3l0cs/ABZmXdo3LFBGEJGOLs0/qmWkpfGpe/BwZALTW/kBiTDXm/W\n", + "TvogInmyJ8iIvEHftYlhQrt3QrfQcDqRPxDTsIkZIaEV76zTqVHYicqxTPgy1q5ywKzUG3Sec5f8\n", + "ckHZqndjXy+hjB4H8Qgrgqswqk26U4GwqU1KM78aDMCS2xGzQm/QOD3nCxt3ovceZ6dYK502GakT\n", + "qiYTlKQWYhRRaNCnLKUQo06iBp0J+o5ZoTdonPyczjnlwkliWHzQeG6yxmkdiiPvuKUtmbiKBklB\n", + "OnYSSI9w5CO6wU+YFXqDxluPnGDOLo0GES5baaOIwkcy7FBZiKceNT27NsugXA20K7CSI6uvkSNb\n", + "WztiVuoVOidt8DvvS0TxeObCWnJCV1I/Y+sIhf0V+kZg541yfYPih8KdzFKTj/OywAjs4YhZqTeo\n", + "PCNLPLOdPkrhSkUVD+/kQcfIaQvmgsMRydIgnHnnd7CKvsgdIj9gVugNCvfoP0JOPxUykFuNXKqV\n", + "66hmRseEj1zYAvmoOIHqWq4/TxSGXqhINnNzEzmv5FyRXsn0PmJW6g06zyVK5Qo5nsi+Fan6FE8/\n", + "k53RWRkIHZKCdehQg943EyBsZINgc86wHQ+YFXqDvlsUDccwYyu8q/hZnRWkRcrxzSAI4jlPXH8e\n", + "IEdPuMSZd2rfaU0T4Fs+QVbkDfouMIfRAUQuCq1vss65BT8MLx+RPV7F3NBN7rrOR2jQk7euUw65\n", + "cWInwMr/DlmRN+i7o2KFPM7se5LiQ+7jrsPjRECWE2JiG6JOkBt/S/h5olxhiH26xDRCsqTFYRse\n", + "MCv1Bp37nOuLm1NbQ1wV5SXYYuhnOTjJkEFxpuue62GbtAiOPiCD0pLnDkE4OamwiU3+ffp63Uq7\n", + "Qtl0jHHnD9kRnbbzzCGVTmbHMFIiV3u74oR3Q86+ZaQoNNDOjLNvGSKFi1I8+HNOmJV6hc7JImEr\n", + "hXZYbMVkswBpvY1uIHrjC1d8OyxwUnJQReQGpS1JDDyxRsgKeUWk62k1HzEr9Qal03nG/W4togMr\n", + "0QrkkiEsSNnJmy6FI5sDK3Ll3RRYh6E4U2t+p9YOkBF5g77pwxIfT+i7ROUIIrepr84UrtFskpBs\n", + "L5SrzZiKBpGacG6HTehorH3WqhwwK/QGhRcQarBLj33BFakgj34U7aNRh4N6DcpBcxyHX8IM1S7Q\n", + "F7K3uZq8hhGOZTWWGo+YFXqDxj3p95XYouZEZeZQOTmCsx+fzL8dxQpdmnrG2WlQ3yWxP8/HLD1W\n", + "EsU6YFbqDTon31J4JjLKwF3zL0mrj0Za+tljRaJeixZkF76OER7XoC+O6TpmaSHt8JzmCUw19x2z\n", + "Qm/QuOcUGG3jZCK2n+aEgiLXMoyVWthibuSB/+pBdoDW2OPUGGmPt47WHZvd3B5O3xyt3CNmZN6g\n", + "7+BQEUVOfcyFG9Pc8DlHmwRKMlNAeVxFxAmltG6XZGmwlRdvDZKuRwkoorGe3MoTZETeoPBa5Yde\n", + "EFNxtKOyvn2Zmfws6kCpCiLcum1Zgwhw69ZkUBsCIcUdMSv0Bo1LBSBKDnOGm+LYUmxIL3DnVZfQ\n", + "96g5bCZOq0GfvI7Fkj0vsW8pOvyOWaE3aLy5wQfJbAg4w7hRPNdRHeTjK2/rkLRjEm4ahV51Ui2U\n", + "V1rm4QGzUm/QuefOedrJad21n+4K+/zLIPeg6/ArtOIr86O4sa9oMNCZiwh4q40pmVJkbiGJrBww\n", + "I/QGjYMimHNsZHTAOJRV7mh/FReoSWTQJy7l8aZVXIPw93U3ONmcCBGGiB66A2aF3qDx7pJ4+ZzH\n", + "R/OIE6LTmcjX1fogizAJII3iZVFpHqdq8g+QlXmDxj2YXrk9Ag/YkI1E5cRI4weoKk6F0ybCZZ21\n", + "SGhcgyAEyjgfaUeCzd0qRxVZqyfMCL1C4UgyomI/V7z+cazxFOJIR9B63EVwKK3Sa9ygKK3aCzmi\n", + "0WUVwX2HrMwrVJ7p4EL0ikzC/tNRHIUF34Z9GOgNUJUTZGWwhge3pEFBjcC0bkIgGXLe1REnzEq9\n", + "Qee5jPAh+A88Gkgy86bENGsnVPiwWoIyDfpkWMhQH7HDhwfMCr1C496LTZ4Q5fO0ydKxWUOsElih\n", + "VV9XtQqtfdPPqUGUIOqWzV7Ft+RqlQNmhd6g8RoGo6RHHU9yvK0kN5wg2g7CNg/BV6j5yRSIZRw1\n", + "Bxmt6mUeHjAr9AaFe9e9ZDppiyWbzXPssLo5ZagFpih0sWBXwUAJr2IrGkW7d25Lr3QYvzpKC12P\n", + "R8xKvUHnvRTWcgwOwZXupECrzHJmMgKRNOuRC6haFo99duZrlGubd5k4ncacUeNl/h2yMm/QONlu\n", + "TMVcuSuzS/146nHEVshDrIuhLMTMgcAeiyhco7BcmEI8sFLJJQ2ThOwAWZk3KJzOLEkCcb9alhXu\n", + "5qiT1pglAuxlsOOa+JhD3xpENVt3S6kpe2alCBHu6AGzQm9QeM5BCg0L7GZXpJKcOX3YOAy8/3ah\n", + "9s0mz6kwZI9VJjO1yjszyuuOmJV5hb6LHJveo33WoXQcP5Yw+9watNG5rB4TSFSVpwY92fRBlXLS\n", + "xuxxMGa0iB4wK/QGhbNlyE4+7DtQCEle37dtGvY5PgLzLRQVnAbBbKP43tj8W+MjDpgVeoPG6cO8\n", + "idCaKxKrhc1SmwuzQMizh8OVzGDRa5wvSz8PEPFYBEdoa5j0tC2MSubvkBV5g77Js+y8qFsA32lG\n", + "Z0geiQJOukU4g1AW6kpCGaHCcWwalDaHsm0RlHaBYA9s5ifIyrxC5cy0QXYhCvZ/uqvSyjkoslCB\n", + "uas8kapB9GnkfwzIMcSwczzouZiFnCfMCL1C4RG9IhEzgBoT10rLVR0kqhjMVUy7sq7WNyh6klVF\n", + "PoaBRt2v/A2zUm/QeY55DDbgDBC4VrCRoyKOo1hNTtLOYwJBf6pybhpEC2xXebXuOQAZuOXwK2RF\n", + "XqHvkGQkjQPZL/x1GTEw3Ps0qMR4pkkt0ig7qZk3hleDO8Un+zJ9bbBFEtiHD5iVeYO+PaoY4Gz2\n", + "0LmlMAiD6lzgfKoh456EelPXqigMlJ2qHCVUpC0RlMrliFmZNyi8DgYy9KGgHMvJEVpHhrMLZ/Wo\n", + "xpIRJ3MLVxj24b436cRrehVjfceszBv0Xcgt4UGMsfHY6y7rO4gdXoMKpgTvmTdiFgZpEJQ2XtX+\n", + "lKqCKQfMCr1B4Q0lI4iJ44G9K8KJXcOsxSI7nYdWCnVqLmxsLFJJjYJ2Nat+e+84n8bUqd8hK/MG\n", + "jeeauUzcI7VIZyZT15YeRu8P8gXKRilmFJAGmT1cMdUgQbFslK+QFXmDvslzkS7lggZOR16IVHsO\n", + "biwUX5YVv0r4xb5YxzWIygvNLE4+e4ozfnXArNArNO6L/NAQhOI6LKzw5ONs/mlrnhsqplTDrMK4\n", + "0Gr0xaK3x69hbt8AK+0GTXsM0WACSXQ1eNpC5UVf5eJN0wWhQ7/7vboNSns/B1XGEo5Z0wUdMCv1\n", + "CqXXPmjA0D5ZSpLCzjpIsTCktMY5qiN3qcHE7JQnGGhn4urNwPUQIAFCHo3ncZwwI/QGjbckKTbf\n", + "0CwVWx787jUMI8WP7wNnZojB9IUbtFXd+p28zKPAwfgdsRJv0HdwoN3gjuTO/J0dViEpfAz3Bfe9\n", + "jDcXxtRm2IIMCo6OnUlD1gEGozCmfoeszBtUTk9W+ZikbcTDs+8yZ2xUvAUfNNM44qyqHsigHGfd\n", + "RT8xVFW8fMCs1Bt0zlM5Q5b+NI80I/xH2l4mX1CW/uJRZlh1b5sBERNUHWw8eDOvMsPvmBF6g8Zr\n", + "CJI8BmeND2nUY00mZpDCMS1qgNncm42nKBB7ugmaFPIvYQWioeiAWaE3aLyPUW6uBebE8jLAgBx8\n", + "WeNIH+w5qDUK3ew8OjWKYkKnaFMwomzNcjtgVuoNOvcOBMzIO2QQv4GnlzM/YdIxN+lwHbPFajcb\n", + "iwZRL6g2DxQTpjVa7IAZoTeovM0alQqXE4WeHDfMo2QCBfSqSoU+3DiFU8derlDk6T3ncLgQn5xW\n", + "VaZywKzUG3TuI6mD95YK5xP99XBF++pFwaawijsDWYXsbI6icYOiqRMFJ6MyHLRZq7jzO2RlXqFy\n", + "vNcIZtGqA1kTbe6Ilqdc+0rjq2aUXqXcbdRNGJSHMO2aQuTqdzPKAbNSb1B6LU3ImpC69zgT8Q2U\n", + "5OJoyRfCaieDrWuyR6hGJZ2znUxkq9dk6wNmpd6gc2Ry2Bonb7BLjziPcveLk8xzPiGxypsp8jQo\n", + "LB5Vygm/qjVsH2jKPWBW6hUq534cNP1keuI2iN/bDCWSq84TTUYmyHlJy5ckfW4axfBeTsv7zCnk\n", + "4tjlQbrnAFmZN2i8onqC8zJoyU9dcst+jPyd1JHSARSkjYTO2tkBtBvEe2Ci6wanShye3SB+wKzQ\n", + "GxRObqAw1laM+e0tDqL3QckMC06dnrGYmR0GBVGlGswRqyK6PmFW6hU6z3itsZMgdE2bjCzzhKa/\n", + "uZfvJnHswbwkUaT4RGmzwFquvUwKydUIfoCszBtUnkePskOSgQwQJzVxdUx1Q8HyLjykbUeRS2rM\n", + "V6cZJLlieZUdHjAj8wZ9tzCmL0UYiCHWkZLrg5eZzjwfZsKzF2GpTU7sQwXSrzILXxMLMHjZNzjn\n", + "+R2yIm/Qd60S04qoZetVKBAqeYbDHq8vt4qyYjJBRA2iNVAHCiMIcmZV1gGzQm9QeENVsQw+YnKI\n", + "zBB5/SOISL5KLMscz842FWrUl65bBxOdx5jaKeb4AbNSb9B5rlHKVhxPXiuVbRXaY+osEyp7vFgu\n", + "ZvSSBlF7pcdWt/CKa7zYAbNCb9B4B80EU78V1Nw7SQelNGOIczLYyDLbdJAGm8n4IBheZ5L5K2IE\n", + "3qDt5rOMQ0FzBCpKuCau5rGlgGVmcacGOmD9NlIMCB0qQ4RcqjjpUQ+QEXmDuksfoUIyg0nfpAsZ\n", + "YyDqRsf8SrwhE61DWBr0LpgoFTr0V+LtgFmhNyg8u8xmYOzMft9ldF7JI4SVpPhhTlbOr6pmzmrQ\n", + "Mztn3w0Q7VX3ZOXvmBV6g8ZrkQoK+jXQRaCCB+dnSHnFaVUJhS9ilUz6N416NLyFPjneyIDZFRTf\n", + "ISvzBo0XzOBFo3LhRE0bZZ+hiOMDG3rnllsyjcoaZBNRNSPnxEa6pJYPmBV6g8brGGrVEx+bscrQ\n", + "2TjaOHsXis3g+NR0el67xujfaiJ7So7bj0NI5QQZiTdom95sqRZPiN11dMXDyJuzfxARrHUxBsVi\n", + "NnGDIiaodmrEBLmNjRmDDpiVeofOYZmhKquiXh+TCZjsAxuuKH0EUMfJGS07sEahO8UAHFGHsmZZ\n", + "HzAr9QqlY3w6FzHXQP5Lkro4V/wk8pREAR1+kA/O072vGFCqGNf2EQZrlgfl1gkzQm/QOFmF0lgY\n", + "GwjwZcm7OnI/iKByoQmdjz8ctGKbIxVZ5BpF7ScbHXQKs0/pXg1zZ1LuR8xKvUHlLUtvYeQoFkaV\n", + "AkCV0KgRStpc6TJ2Y20sGkXfG4/dGC2E6HBZ9soBs1Jv0LmPTZjGi0f9FDg4pF+wbYrgtudZY0yS\n", + "Co4blAcsrRA4aID96k/5DlmZN6icjDwJFcJkk+wPaN/TqLHlYpZF9JG6MLsPhWuQUzxtpRwqqbgP\n", + "Lo8DZEXeoG84+szzjgF4tfFGHsoYAYS5D27Rv9GJV1U3pwZBPx5Uy2bH6MfZsXzArNAr9J0klNLI\n", + "8JBST647Wb0pMndtVGORDa43FA2imFOl1GhnDn7WYn2HrMgb9I3+WbZUKmpNkEyHy0meze6fndk2\n", + "dJDoIb8KQ+eJHuSLDtmVbDtgVuYV+gbfPdIQpXNbkIy4qtGP/Zvc+E0oSauf05mShdAYaCFhsMy+\n", + "E9qy46JAOGBG5g36xj+kvS2CUyXPZrcyYirRd9WRjypn3exm0BR1RxuiJbPt/jtiJV6hcHL5XrLA\n", + "+OBzIwtWBqMkspLMCJG5xhtF9opR36BoTFas+RF8QAiA99SOmJV6hdJBe8KMb/TUPy30nVyWlpSi\n", + "HM7epSZl+psaxNptyqckp2r7mwfMCL1B47UkiWOlzBnOIkxZaU5rd1FYDGRSRxidViPDqUE0U6mI\n", + "LAJXfpRaHSAj8g59D+43zxyesbFV3jAnZeqbi9LEvSdLUHejGBTujWo5gVpR9ynu/QGzUm/QeUeR\n", + "SvfVFwzAQ0wVOk8xTXr3qKeKjbGDqzBIozx2UHGK05azRoedMCv1Cp2PpBv9DmfyC2fywa8ydF5V\n", + "GAv19npf0SDq7dXuERGPXVGsA2aEXqFxjJlF90lOcGRaFwid31L+VjR3assvnsg7plkbFAl7Hl44\n", + "RlZjm58EqSfMSr1B5y16iaRgAfbc+Ye4eG1AUshcshk3E50pfzMovi5d40YmSkZ2LYJ48oBZqTeo\n", + "HDQIUhXEVof30sM8y5gDqCf3OGvfzEgagwZmJdo0Ez7uyqsTZqXeoPOWvFTBcVkWmYcyzm3VHILL\n", + "gOvsmXl8NkPMA1Sj5M28FNs1CGxcHdTj3yEr8waNkzI8t7nR+81MeW5Y6SO+EpAlWgHyAMddRbQM\n", + "Csd9h60CmSUrDH6ArMwrVO5HSKsU8BY6zxEWMljyMFkwG5WNjTA4+HSExaAg2lOBFNBpxTxIg06Y\n", + "lXqD0mtvwqRKpyGXNnOOAklJOUA1ZRaT2XCNlRObRaOYPyE1Vp3tkrCZsQ6QlXmDwnOTGRIVabfA\n", + "EzTpKO1ljCzs3Go8q1a6DttqDFaHDs3S9hx2ued3zMi8Qd1kt0mYHFMHO3mIHM+a56ZP7CKOLFCo\n", + "xgnSIBpkdQiFVm1daaADZoTeoO/SoqTdEiwKl7N0BOURtMVIsF2wQqdkUKVwGvQ8Ea6vmmUMOp0x\n", + "whNmhd6g8VzHOOWIIahhtHE2+gpkR8GWvkiEejVtnAoDmYdp1STHqk4OoQNmZN6gb0+r+sUBxMQR\n", + "EHJUgLU4+zjBO7lm5/HETqaqHe3hGmWaFhx+owU8J27X5wl5J8xKvUHptPKkV7mhu+R9XiGZbTtq\n", + "+zavUKOPoYQ978DsAbpvXqFHRT13RvCMsFQk/eZWNyedepsSLmRvxnYYtDQ9myPSIbxY3w6QlXmD\n", + "yguZ39wLhLK33sMg+siykdconWiSmMBHd1+hxjDAiTuohvlHh2VbaYkDZmTeoG4Pzk1uS8HWzc1u\n", + "iKrQeTr8TQyRCTN6iLLkqjdyjaIsOajNGuRPbUYPD5iVeofSs/AekNb9T2/CXxtSGRs5GROYtj4m\n", + "/YIjgbcHoX03KCraePYVKzXwqcpcNl+uW2k36LpF6QZPEdVTrkmJUAuDUsWjTWfzqILWioltk+ha\n", + "o76QnuBSpsylhb6rfs4DZqXeoHMmnUAIJWFbIP9RiuLI/dysE4sFLmCgoar0NCjZmaacE9wSiwXu\n", + "gFmpV+i8SHIz9Mb7uKSEinOqo3PVHqK7pOqM/ga5uSSopH1WTB8HzAq9QuOTAyF6lGYFaX8rbjQC\n", + "9aopEMDlpjSuQeZyU1pNYTEdHCAr8gZ9+5oHfU1FDidUGW2d+6Aki2gF36YKesoVca1BEdYqm5wW\n", + "TNfbVDlgVuoNSu88ppFLuJOExpmHYuaWySHf5YccxuYQiZdtRaMc/y7IH9fGVRJZlR8eMCv1BpVn\n", + "DKkHRVbJXNSc2T5HL5YU7ReZ8N1alwLkmth7kTYJBXpOMSCL4znjgHHXCFhlps/6jlmhN2i8xs4p\n", + "n0hGYY9xNNEOBnJQ+DLTJvNuwj9SRIca9D1rLkNs1glFKbxbHTAr9AZ9e/RtRx7w2xBxqpx9K361\n", + "0Dqh9+EUp4sywKcnIWZWIEgkMOegtSSpY4xAHPbICbNCr9A4aoSg8SBFgkUy+S74MAYxdZ462Ohr\n", + "+GEdw+yY/BMGLV3mvAnHBPecgwgY/c8HyMq8QuWpCuV7CCjdp19lz5PMiEkSnGR8Jm8sPMQ69VUK\n", + "Z1A6g3l+ilS7BXRA97F5HCAr8waVVzIJhSercv1gkPYrPyb+ImcR66b8COyyr+JDjdK+3rZaUxR6\n", + "PSH9+A5ZmTdonJz7wqnOWhGNimnkJNqwyUP0Ur8j/SkhmpyEQUmQTjygBaMOG/AAWZk3qJxeb/6B\n", + "ngaLvAWp3U9zEhNIk6GPUOIPa7hxdDuknyfaGnO/t1zjKKJF/CT6Hk6QlXmDxmthHuZSZaQekpC8\n", + "reSwQiu7XoXJ8sy2olDyc8zekXdRygGyMm/QuPdF8hBg5YTpInGWPipWkPnEAmTu8T6NjlGPpUE0\n", + "WYnRwUVXkWcjOqEXP2FG6A0KL0Xi4sXxLPEgfJP0vLKN165ogvtgfxubuMLgqvc9CwVW5o4dHjAr\n", + "8wp9+zQ6DMkAp8eWqb9krM2pv6tPnBOSKqiiME5k7rBJ4oDYVPcBszJvULd3ZYyPANmET75yfVAB\n", + "bRbvKDVLVoxLslA+5BX9nkExLGxT7EVMtE2j7OoAWZk3qLynNMbngZLdD84sV2beLZkOiSIU4rN0\n", + "3KAIIzqeUcMF4rGrLogTZqXeoHPSRuFgYayxsaEIs6XPKSnkDMkaDA5Fx77YUUAaxfgrPe4nNSYX\n", + "iiHHI2alXqJzSQPV3EAH16Vdv456fWhV1euT6nhm++gWNygiVjyLSTrCoddVk3/CrNQbdF7BNw6V\n", + "B5RPYL4PH21jZsdoVBsBWzrqONE2sssaxBnJ2EggY6DHDJ6cMCv0BoWDvFYSPyiSJbtQWgxBGsYa\n", + "L8o8TEG6fkazm8IwwRdW3mhnS8wxN+2VA2Zl3qDvjPptaK1iEi3aAJnXJg965hxMgwRobrfCNQiy\n", + "t6y02qrukPiOWaE3aBx9y3xygjvIhyKBxDioybgxeQ3RA82SmVuoURA0aWZ3ZqeYUzsOmJV6g8or\n", + "HpgncgZejUJ042epJ61A7m9oHAHxWVLJw0DUII+N3DZgyp5bVkLx4YhZoTdonBxHmfwbedhV9Mze\n", + "5PNo56Sdgw1AaaBNlZnzZimcBsEjwZOvRrUbbR2wALl/9jtkRV6h70G45zooP0Ipoypu0MGBHS+v\n", + "FY4YK1Zqzjx9SYMwqh2b5jztEYklVMjJCj9gVugNGu9++Pmo7/RuzrvKfk5f6srPZ+pCPfBKo8xd\n", + "qKZakTO1vPkTZqXeoHOywyWbj4QB+UNBmG1qLaMuKwSeLdOqR+0hvQXM+TsIKAxKZg/KKQbHBCoK\n", + "ochY6fU5QFbmDSqvVbI+hVcjCNpQYJvSGuuWOfPu+GbQw1/VKlcgyoBQL7RGtyUpvPJI5h0wK/QG\n", + "jec8+Zq4RjZLQ22ZTKq0OsueE5mTaenUIGJSum2zYQzKoCE7YVboDRpvM4CYa0DFUBZjJZRZuB/0\n", + "1CtQUyiKFYPC598sKgj+rhjhAbIyr9B4L2yuxBx/yGQQfgIykNfgQr+Zm1AJqptSNIrYiR/NJ5hM\n", + "2BZt0zfAyrtB1312APmWfloLM4Q1o+NddwB5b5Wt0eDa0imGFsxOn2/XrbQbVF28dADlCuITnzN7\n", + "naGNbqvSOLI3EhG1mso3DXKn3C5vA5V7W3mIA2aF3qDxCuJrXs+OOwwzN3F6N2cBMU31YiSDkW7G\n", + "zioUXctmtmxVhfoHzEq9Qed0SGVhN0QexscYZCRnmKOAoq429N1M5NSgR31R34M3a1FR8QNmhF6h\n", + "8dCFas8xiyrsZa5p9mMTR50Uj6PiSiyQoSqVG5CH1Ci1IlnqR7nVCTNCr1C5Q8gUjg+quj2sPDIR\n", + "q6tu0mHryvHSTWBcgxiRrILfsarq8BNmhd6g8gyNC2kq901F5iOraZBhJ8cHHTIVWI7JRGk1iFNA\n", + "R2Lx7mDriJhcdsCs0Bs0XhEm5aFu3I02J+m1MXuJlJMUzWEyg/Q0KNwV252kbyMvlsOvkBV5g77J\n", + "SpadG0sO2bYmQw38GD8byGLksDXSbzyWiuOtox7LoBho1f2qugqkSvRReRyr3yEr8w6VB0lpdseR\n", + "piArPtXaxtFZ+ZQbZNhdauxnEbNBuT2wrFLlCP7hRYZ9wKzUG5Reh8uZu2er3MsYcbe6IzyTKznP\n", + "XZfVluobFOVZqiA/kfMO9zIw88QBs1Jv0LkPYDpBYW1hNoMi869qGM2FaOLum5y5GrPcgGC70nZg\n", + "wBi35Ql9x4zQG1ROa08itQHzYlE74Tk2Pt39qJJuKHPQsXENoj5Cx79rUUm3A2aF3qBxn0DTBhc/\n", + "IcKCo40rfuLgOwx1tC9EGXzVDBmcQZlNdfMEhZKYOUU4aw+YlXqD0ivMYh5d6LokJDji0mpZKaC2\n", + "et04eaB5gjXKaYddz4lEj58dbSfMSr1B5x5zkpgo2JGx18iASExO1sMiPSwcBGRSX/BI6JSERplH\n", + "QjG7kyYj9Fppkz5hVuoNOg9MwAEyVQcOJuzuAOhLGDMMmc4W7gqaARtt4JiT7Ko4oAqMUidRK9vY\n", + "PXAhEGoDDogVeIO6e5Q6uJaY0K1z/URseSSWyf1XI2jJ1LNV+wqFqWcq84uaQXvArNQbVJ5TGsWe\n", + "6Fp2HH1CldAII9LPXFzYApSDMiw14U2DtBXpIW6pSSNcKFDFAbNCb9B4RQEzR7GY89BJ71ucUcTu\n", + "pGiqCs2SbczXIKjKVPd9Snhdxk59wqzQGzTODZ1sriSESWA5cK6i+d3SqYbU1Eq/umvhDIpUWwur\n", + "4A19m3tIzQGzUm9QevNVyg8ziIQ87bII5JIiR0YfPSUcK2QyVUwCV0EWg3o6FdoOpCT03LtJp3rA\n", + "rNQrdN6jePjkrSB4KwWIOfhZRSFVVA6+EYdak6r5NChitFkVdo6yLbLY4xGzUm/QuYc9gRM0MiUq\n", + "CumZwSl1cfkRA8jNTfp3cs+z6l82KBz7tLuUIxp9UPTGBPAHzEq9Qun0VrPSPXONgbCAA7p5zNYL\n", + "EWPwVsIZxVyK/9CgNWuSw+gwd2/S23yHrMwbVF7ITuN/gt6mjzAXQovSo190CWLsZpi7BsHLpCa2\n", + "l6gqEL9DVuQN6vYwGHBi0i+iBt9LksLVYbNgn+H1J85QaXb6lUZ99nrGVQQncZzO0AGzUm9QegiN\n", + "k3G0nzCtMoqQXSOFDMb9VCQbjzou2gLIGsfUEx9+nhi5rpijUjNXuY06CR+/XteyblC0d9PtRAdV\n", + "lfAhmQ2TEMGphjcQWJsSLY2irEKVYdH5pxreDpiVeoPKUUrBbcue7XGfpD2/h7BKKZixusE0BM+H\n", + "SjNrEP562qlkLpfgofBkgJ8wK/QGjXvUFXOJlkNdcmoRWA11FjWTta4yEygNVYemQUEgsk7GmMrO\n", + "PXxHrMQrFO7AAAcvk61CV6WwOfthinsUxuZVS5HprNMK1yjtCjz5ZOgVlbh5lFJ8RazEKxSeI3Mh\n", + "VPr/gbxP4YZraYSyQHuKQQQObLbk049OlBE9NGhwRbrfJEQIvk5ULHsMcj5hVuoVOvctjkoKHis+\n", + "IrbF9WkYxhd3EQr1e0gmZGvQnnVYNiIT4YTf/TtiJV6hcLiLPIaJK0xQLsWEwXW0iqORuy6WSQRd\n", + "mmLMMihCLF5RjZMqw+SSPGFW6g1Kb5yGJEucnJ6fXoSFfBZo4Z0Pm4IiWhZyg3I5hKIaD6AonxwU\n", + "B8xKvUHj2cmw31rQbeK6tItjdKTYh0GGxHbOA5NvzoRAIfHRqUGPXkXm3eemNowmRHAwZ3+CrMgb\n", + "9E3rWU5Lj2QnOgx51ljIY7iB77o/PzpbQqHR1k2VRHC7HOgAWZk3aJynWw/qIKTPyHYRJtW4hltv\n", + "4kM0PuDMm7OYFMh9D32xTOAE3syHB8wKvUHjdRJN5shFnwlMk5X70jjV6ZXCq43RKgwF+mYOTVP6\n", + "PmBW5g36zmGOj+AGlVpHD/NY4aQrrjl2oC3gIW1chS99nRrkOW1YxrxNJ2YmD8mn74AVd4Ouyb1M\n", + "YqKgjK3NDv0+MhBQPhcbk9wfLnnTvo9BA70lyr+JJXA3cyBL8IhZqTfonLYS4ckq5GH2MNhW+uhN\n", + "4RyBmgfkpU95jO4wKMq6QlzzOcCh4vY8oO+YlXqDyj0OrcRFWaXJWAOwBZPVMmJYmfPvg5ssBMPO\n", + "bFAy9xQFc0xSzMnR2ANkZd6gccwAkh5xcnc6Zpx2sir6bJSAcjalZ2ymOcWgIDzQDSjs1M9y5gNm\n", + "pd6gckyektkd9Is/OY3cMmlz8Ktknjwo1LWB/CRmMAg/TwxZnMjzkisP9+WRhEJb+xXR8m7QNbhs\n", + "eDBK4BqVMfwqtTJ1LbORKqc1q/Au0Wbrfx4gKjWZdik6YZCkH5lcr7UjZoXeoHHarFnjqENmckmm\n", + "84QEZjokbfjZeIXwIBOmSg+QxlCS1dMeXJ2HTiUo9h0zMm9Qd83i2HfuKIlBxkf4MXgJJAa60c0L\n", + "98FY4Aal/75826uYXhXV6PYds1JvUHnGNA2PzENhuv3CeR+6kkeV/qtzDxobzbQ4dTpZgwhCaVIP\n", + "OhW99BK1I2aF3qBxrnNjtXW0wWK+KXaV5EZnPjqi9mxOtuF4qmkrP08Uxh8PNfUcMQEx8DS3D5CV\n", + "eYPKu+OOHwRo4aFn4RWi/x3OT9UVbyGbznyDwqRU7fcgwp1lbQfIyrxB4Q31aIk2U24sjK1zw1VY\n", + "CveqSzxgcKdOJmuUzI+dMU4YIDb7wL8jVuIN6vYhiGUIbXiyj4XkcPI2cSRkM+vThtsVVZZBsVW7\n", + "zYdFZjbT8QmJ0AGzUm/QeQGXLB+caIsYO3od5RJ1sOIJXW0thl1Fg2i90gwqJNQvttoDZoXeoO/a\n", + "ZRBqwjxlLzyyLTY3ZqR411Xzj+/BNkVo1IdqGh+iU90/B8xKvULnqXIbRAkVHGLJS0BlzM/DwDan\n", + "kj56eoTCkNfREyIS9KNyPt8wK/MGdffqZIA4T+sIVSibShrt+NhlFBUcIth62JVGUaMY1UgrdPOs\n", + "bfyAWak36Lx4qUmJOTOhjfAD1za2lQISJyiV6WyyCdEqDJPA9ZC8GiW/wzO0DpiVeYO+6VlHRVAY\n", + "TctQd41pkdWqGUAhWhdfo56bj7cbTyb+XuIHzEq9QeUd5ctY4QUuY0scNcy17bmzylaJo2Bw8QMr\n", + "FOVzZdEAR2WpfAOsvBuUnUFDINSSmBuDodOc6BycZGV0bEuzD2292jDUIEe/lPGHrOfq9jlgVugN\n", + "Gm9R3J0eeARqSRzBQqxjVQOBhkOaCBFRzVF59xpFLDbl7cMHR2fhbCI8YFbqDTovvkkmAjYEnZpe\n", + "aITKGNdRmpQ6yCrv0TRYadCjcLColUz34ucqP2BW6A0azxjXy0FDzz1tg4+MzjHJ/TTNjgXSiE1H\n", + "pjGmjOg73dC8Isc6YEbmDfquzss5SW4j4uJZKg7r6LPCmDWmgWTy8WxLVDQI/gRVhYJBVrlM8vED\n", + "ZoVeofEoP1QXmTC4SXiljLkR3ZAeJEunokEuEFJaTZrz4IBZoXdoPDKbh2M6FZclSE4KKUvjy/fJ\n", + "UaLgwxRXGP3Kq6uMMXS6fJ8DZmXeoO+Wxnj2EhFOwcgrlOaX6fwE8uD3sZlkyOAKYWkU0T80cs4w\n", + "lScffp2bB8xKvULnc7CYY3NjzPwlB3Lo3OsB4uCr0ZxBBvVk8mlioKDGhJ8wK/UGndNx2cQ8yS7+\n", + "tBAHadP0OGmBbi4V8pB0nYoBkahUxSixxE2XcsKM0Cs0TjuqbN4Z3dvZFanWp91dMkDBpDiLJxX0\n", + "PUFco2Qt5j3qNHqVxzxAVuYNKs9xtGxyew74HhhIwyBPlatKnHcQ35zl11cgyrgMh37gMpYQ8xmz\n", + "Qm/QeA8STKHHRwPmmPubwuhsI+uNI9dcaYihHkW1WRkUQ/DiaqaKtFnEMEoKD5CVeYPCS0gjGu54\n", + "7KxEysmQEPuwdGOuPAYwdW2tPIYsOW2tfMes0Bs03ngyDe0hwUuVPl/v1a/ouBpME7wZPGtQVOLr\n", + "6bIuqck0B8xKvUHlOTepvyppUAchPZFTHrOVk+Rn2GFpgQ/AyYCtMFQJ8fEnHNepZU5d0hl8xqzM\n", + "G/TtefnxPk42eEPMiTQR6uJ8qxJKlTWOMeDI1YxOFIPyGPC2uk0wOQtVP7yOT5iVeoPOS3HseDps\n", + "3R5sbCDEimVs5LWxrnoNPGIsmi58DYJGWzXaoyIFRc4B6bsTZoXeoPEcBlFqQb8sqkq4uTAOYwWT\n", + "9RRrqjPEhhrkFiKVPO5JT4/4jlmhN2jco5JZDHJyTyqYqiWRXwahSlJNhbQF643cgCEmvV2DCmj3\n", + "FB4wI/QGjWdacHxyJowJQ+k4B2zdCGehWwLqQCmFVHkrN1+DXB6ugoQ4ghEkzBxc/I5ZoVdovNVB\n", + "SwvLmQd9ox6r+mGQO12sX52pyNKgZ1LrXXZVuyrWP2BW6A0aR0kWp4E4klWEBIFWX14VWRwdZMIg\n", + "MIdzB2Fr7eeJgjkcRHCtuz6qriYv0AGyMm9QOCma8/fkzcDnrHE0F44+fJiLTIRXBg2Z7sPXILjG\n", + "Vrs9aRTzDXiC3pfrVtgNmvYOzW1cQ8tV4yHysktuDmpHSBFbRmrs32eJyy4qSYXOUY+LLtKx7efh\n", + "uJ4wK/UGpWfkeKVJraKKWZZ3Hsw1tIB1MmL0QYy+CA3y1t9W9wOtY5WK+ApZkTeoG9wSPL0geybD\n", + "b7NofFTUhrxpVDC1raqZYhrEFL2g5ob5pHhUDpgVeoPGO2ZLwUbxtf705CX1gyF6EqTt0nkGwnfW\n", + "MJNakbP480Qx5pFZrWLk2XhdqAu5g/M7ZGXeoPCKLnommYATjvHUTIZFzz+T+KaAWU+26raAWc2u\n", + "QqLeFDB/w6zMG/RdWpQCw4Z5Di5Iw6zPUbYU8iQ5siRkwGimVyFaDXIvvYrCgnHWTTLgA2aF3qDx\n", + "XmUuROYEDeggmP06TsrrHFW1YXBdhg1OujeNeu+Y33BmMDGieSUiDpiVeoPOS5Tyq4LnI51HyS6v\n", + "/rYolBwcTCGLwqxyDaLxSq9k9EzMgMkJs0Jv0HhGJ4jsoxxNEXZg3/IKpnRef6NlXluGGkTARJl/\n", + "nM7AKu71BFmRN6jb+0mdnzBVmYy80RM+ilSYemMP/EmDjWmkkw0KD4eL4SRnHMurr3k/3yEr8waV\n", + "Z3gmPHiGa+3JE+Ke/DpKsTA+UEWvimwiMyZedPQqvoqaVA229x29+o5ZoTdovKJEBHkHV5C8aVLg\n", + "iYmco2e26r7w4pjTdzJNGBQzHyrXxjKfRIpB9YUfMCv1Cp3TTsq0NYFnKufGeaCEPOSc1s71DswG\n", + "DCoQ26esUAyuMb3IjQfMCB/wAbNSb9B56VEmV2ewW0Ww82J0OxxCtsmLKtYPHnw/MMIj13hqkDmE\n", + "gDl2HhNIs1ax/gGzQm/QeO9jXEStiGNFCYz71GZgvOtxEWTagOOqp9GprEA4l45p9wr78rRjrXER\n", + "3yEj8gZ9YySkJAWQMIue6T6q9zGvkZBuTcpD8YNO/RgUxQ86vxNkULI0uR0wK/UGndMWLvYKhkWg\n", + "FK3gFc8+TvI3TfGRTfWbBkEsqSvc6HxQFB/fMSv0BoXTWuOjM6OK3sM95NzPPDmTU1SS6CzR27hB\n", + "4fSrvZpsk00aecKs1CtUPiYr0X9BjJL6aKV1cx8fc5CYqQmNDFzUOamYNYoWCM+kYkK3jFhXGoxM\n", + "J8xKvUHnpGbpEQ+Z1NGyzGrPcdAcImWgesRRVgXvvhbhf9Mol1UhSOIir+XgdyP4CbNSb9B5bcIe\n", + "RH4gj/eV4vHuZvE46go52tR5pHLkvPAk1DcoGA2gukmbj8pC+PQNs+EOmJV6g87JzhOzsHh4M6hP\n", + "A+DyKFfB/Pa4jER4Sjpwa9DidWw2RDqLhyX4HbESr1B48cJ/3ZGUr0P7ZCTWoe+q9N1Hxxp9/OcJ\n", + "ggaHO9ZQoguthqXVA2RE3qDv6utmC/LIPHKR7egAAhEIzjxpyR9EVzOepUHmuVJ1nGRp1j578g+Y\n", + "FXqDwn2KM5+faIGPLsM4i4OY+yPNciwyMqR36ucJhZhH51SHUgPZ2eM4PkFK4A26rlH6IjK8715G\n", + "qWcfRkqv5ICyQ8qkQd6U02oQk8J08wOZPhVptYRO/QNmhd6gcBTpc5LNJ2b4kEIh2ll3kf4sJmQ/\n", + "papYrQbh4AQVji1+xMbCCbIib9A32A94HgeZaUhHNLFOSOGywsdwAqk0rKNlajRFaNAn6ZiajQ9J\n", + "JhRwseF3yIq8Q99VSt8KCNqRUmYeOD8Sbr3o2Zve8YyNmW/TIOICZeXUUI0yq2W/I1bgDdqmfbTI\n", + "0YXV1ugc42liJY1WQrRr7+2EtMN8eb3K8BmNovYBfHmteR4xQ+t2bhoHyMq8QeM9yRlJ5yXC2j6N\n", + "4bIrfFX0rNM+NLzCVwpFCSeDM0QV1azTA2al3qDzBkIZmIAt8EQUYVQJbXiY4ExRbn0d9eGTMVWj\n", + "iO+2zYoK1pTt1h8wK/UGnZc6CuACFxw64VfJk92jkUg+GdmIIwtPT2bXIAy8PX+drHpmDBaapu+Q\n", + "FXmDvjP48HmmEmof4GVy00+YNBNqG692G9cgHEm1VYNKYlmF3yEr8gZtY3qyhMBBv+Gl1jBVN8kk\n", + "oyaTxB6veyI0igmDqu8BI5I3meQBs1JvUDk5lXJwNq7LCl2mLLVR3xnJqOMGZK5Tq94UTGgQg31U\n", + "TQR9ca8Id7LkdsSs0Bs0XoNETlBgCYsicNSw1jCo9pKi0kfLvWF2VyB9WZa+PSsm/QNmhd6g8Ryb\n", + "0NW02N6rO1OXGimZ3Pao7tTgo4SzOx60LoPbvkP3VXeWPHvBHQrf5hzOkkb5cuH844heZW9qOzUI\n", + "Wqddv5nQjFxm8Oo7ZEXeoO82ePMLc6HQPiotKTHuiewcqM5chommPzXSyqDcLrgHV4FnmclSuGD8\n", + "gFmpN+g8wxDm4k6fZAIQFN79aLUiF56TMdKIgoHTKqOpQViURSUtyYlHRkcaUQ6YFXqDxvtotaqJ\n", + "6VIHAVkZ41BQy8OjX1OAeIItAZlCQaasWcayNFQ5BCK/Q1bmDQovroy0Q+IeTGFRKSWMpogsHdtS\n", + "goX5vcr50SAqqbSHg/HjfZZgHTAr9AaNd1c4DO5DLNy+OZj116C84lZVZ0D1z07YGxR7g9tckRiH\n", + "x0W2PLjjK2Rl3qDvisg2thFweHjaS6R5tqWxp3jy/csMYIGn09LTKpS8dsNASz5VHDGqA2Rl3qDx\n", + "7oSpkxuEuaxTmLFGM2FsqpAWe4NOQxiUd/RtADqv6mi/Q1bmDQqvtIugBSKgHwqNU4G9eycKBxnc\n", + "7MBHaE934CuMh0KqJnsk1lYD/gGzMm9Qt8dAdkkco+PV0cvPTT9uDN8MmFe/ejdBh6Jj4gYFJYqK\n", + "ewcchqt584BZqVcoHRE9ZtLPDtUSUVg8y3B/WhbSdbEMoxdKn7mLaxTLte29OmZsJNM0PGBW6g0q\n", + "7zO/yX66y+OnOHUeTWQ8R5tu0ygqH1RKDQbJCo1/h6zMGzReUKiNqCEKOGVUHkyVaY23qkfQjBnf\n", + "Lib28TWIvh7uyCdBnN4JagbNAbNCb9B4jUVsldzyDy1CMQ7dPDqLTOThozNa01BhKHbW5l+K0vfN\n", + "R+cBszJvUDeqJLitqmDcKW0nMp+ju+n+OC7fcXjqX6SnPbf+iSKkpSfeY/xs5E6idsSs1Bt0XqOw\n", + "AacayIcpTZLJWH+jzFC1QsRgglgaxNQ7HahKQY3LO2BW6BUKHwNRkHvgKhWppx1016C/Nwxkek6E\n", + "BlGHooZBpNQsBdk3zAq9QeGtC81edtX/9MozlEsnu3xsKlGz6KORVjEaGtS3Ij/wrlEUh/43wMq7\n", + "Qdm5dQmKczzFz/x9GCOUUfC62NxLMdl7hbFpp7ZolNcuNvcDZmXeoG903vNukkKAI97HAZpn4z1P\n", + "mhauA18kAj5S9xr0LnJQZNIZkI4xh0yoDg6YFXqDwvugAKbtFXUkrnINM/sx0rBZ2H7uUaayeymP\n", + "mHWdGkUBclTFm02oUqIHb8UBs1Jv0LkHPzinkwMt7Er+OtPnz+bBQMfdHk1ITjqzRsrsTYOBnC+l\n", + "NWAzer+nD54wLfMGfdfURcPB0YkZ6xh8OkzCLpUj0XG+IBkGSQ2yt7hZIlMiyxqJHZ/TEbNCb9C3\n", + "d9kL929BdQrK2LgjOS8m4CDzqoQJuFQze9OgSFGqAZuRPouJVcIEfMCs1CuUHmcApUk/hJS9RVR5\n", + "8q4ShXh9dMd6Lx0nM06rUe/IbdosEnQcMlkWJ9u+Q1bmDSqvWZIPsfhP3OLM8LOSbU9ycYMaFnH6\n", + "KsLMp30F7uMX7+PQrFnmIzle3+T5lGWp7FMT56RJJmuUHCiVMIYxso7GA2Rl3qBxDD3hsY+Y8SN5\n", + "5Zymn+kM1TXZ0LyWx+gwp6muyS5nIhVh5YyG6vo7ZoXeoO5SpaYzM70B4n/MtYcQNzs/wRAEeSHT\n", + "G/NPNIjaZLanx4yTXDVB0HfMCr1B43RacfSkBXJ3WpNgYaSzcxRgRd4MevMQ7/EysG/68wQDrWNY\n", + "eK02dm9QhIEqq5LOmBF6g8LRs8k7ikcxIHmayCWjRzasns1ti4OqIG5nU4PMVJB3kRW+jGWLHzAr\n", + "9AaNI4CFTs3KaYRAOzp+8LNcAkEqHgeTOVmQucgbFsbPA/Q+cdl4yz7MMFWeRMAHzAq9QeOkB66c\n", + "bd5xe2WUEFYLaVEZ7qI3blzoW+UG5ZYHt/QKwsJV9PYdsjJv0HhujsnFK3O1wdTj4vwyuCVyF+bv\n", + "Kg1oVUjCR+e9BjHUN6n2+oaRd7P95IBZoTdonIyT0fGDOKlPJYnr40YbIebacTwkJRjOWWJRg6/T\n", + "gKXJHjM4OWmzaA17vOsnyIi8QeEZPDIylQNOeK/CAlyHbZia9CpIww9G16s9RYP8cux9I3GD9+z4\n", + "OWBW6A0arzAj8LwddYa00HlTr2P8I5hNV7FECIGL1RY/qgLxTalZJzHvgogDZEXeoG5a2xKWhQXn\n", + "auLdpeUY5xa+OwgR+dBN4BpEvER1ejenGgi/Q1bkDer2HZU6YLBq4DB1ve9BkNIkmzk61Vos8vJX\n", + "nG+DkMmg0gzYJ+sSapURpYoFI7IOmJV6g9JrG7TiPmJLIfOaR8oSPvaUptoI0YBlivM12qMps8KQ\n", + "ptkseICszBs0Tq68kAS5iOHHoMNHIiiEUYKFLFnc6U2YMYqP1qAgpy2KcxZl/yu9ecCs1CuUTkYh\n", + "tu9E2wqMlUFIG2jlDVo9z3wn3kX8gZxsxbhGfcmmKhwRsjCrAw6YlXqD0mv1I3iIOqwYZTRKIqWv\n", + "cO0edEo2BjOgjKSyAcl75Ri35I0Rkp0jTb8jRuAN2gZ3CgeyEo95wLwCAG4l21zSkaxeDNubQT1I\n", + "8bdjSd+gCmUdMCv1CqV3xydmpW0FZsdoLQy5Dj7aOsjWhfKN9pGiKsYNCgagvqrC2RAZrJzfESvx\n", + "BoV3X4eFgn0cp5rwBqW0CPR3Fz7SNZ2ZTp2QXGsUiR7HLj+PnY6jrmKMbfuOWak36JyPS+48aaM6\n", + "i3kQ8hyEQp5R4IRBxt1wLUvfzAcaRS1+3+wG6AWtcHhib0fMSr1B5yVKuQoZyU2YUpnbsI+i8erV\n", + "uB9UZLaw93INopTTlx0jRABrjfs5YFboDRqvqfIid9hLPCoy2Ujvg00Sw4BUS2GSFsJJda1AGN5e\n", + "jWejPWePgzxgVugNGi9euAxjxmAOxEJ4WN4csDRZInisL1nSeidXGEo11V6dapCWQR7re8CszBv0\n", + "TcelBLRiApUkPO/OjREtDc8zvOreyHsynREG5cHhqijF0buzNvIDZqXeoPTehPktgFGlFRmV59MI\n", + "IiLIF3DohQLxrhmScYOilE0xiccmTOLR93DErNQbVF5pI+USiuwCGYyFj07yC0elJ70EabNeByc1\n", + "E1PlGsXYnq7I22N55Ul7/R2yMm9QeG5Sv+wrR7SCNOenNsrgiuMsGV2B41mdlNLOhL4CUQlRddK+\n", + "cyVKSD4dMSv0Bo3TYZmFxAZlgDV03lYc7S/idoKYukxfv2Y282YlnAFBatB2uRs6nlsa7vwJM0Kv\n", + "0DidmpJQjrQA6dQUYzH30ThLO/t29FFIyyTAYxqkBnmOZt85ZLLWpzt/gIzIG/Rdwe4I1z5kHjyT\n", + "hG6iDgcIPPicqJFCuNKZGLK7MqKHCvXZySCaGmWrduyQcrXbCbNSb9C5d1X6wRuPPHVdij9rnEqv\n", + "RcZ7lZnTLzrFrFFk2eLOJEfQhbTZHX7ArNQblA4CBJ7RAXp7dALxTj6YbHp5FXZD2UEM2Q5YUiDs\n", + "ajNEKfKoKxkYfsCs0Bv07V3KQheURmiLqz/jimY53V2YLeOeQTnbozoIS1fdhQfMSr1B5x3MPUhy\n", + "ZhAg+NGc39OqaU51xw/pnNOtVxql35H2/JHUpDcgxxU//I5ZqTdoHJOWmHPC8SpPsytosNVyR/cu\n", + "XrGTaDSIM1DRvHED+Spe+QpZkTfoO0fhA05CuZclFZfjCK2kKjtw5yKTWtk9X+zXCkRNZ1AU10Gy\n", + "azmWE2RF3qBvsg4am+Oxwcmn1Q5znElUxRxPTFkwkp3oW1HVWQbFvpFXDRaJfOWV6/wOWZk3aLy0\n", + "KM0/kVnxeUojbQF1xMdb0o0pGOutYoca5HngijkFA5Zn88kJs0Jv0HiDx4mC5shV+5M4FZ2dMvnH\n", + "yaS7GrjCPtraLI16X0wFFvmZaEsOFeNtDpiVeoPOaylcjuVaiD89C5MNeUNlxQ45R8kqBweQbngz\n", + "KDiAdFcbrHw/VX7ArNQbVM6RlcKtEtFLrwQOw55jWqGVuL3OKkxXa8KVRnFExl1/hQBKWV7nAbNS\n", + "b1A6Od9CygxOn+5ka8lxuJ1MooKtlnslvK8SvprMkhoNLsjU2TGsDTQqcbREnDAr9Q6VN6H8QHO9\n", + "nwy2k3gPqR64ObFwR1A3+WWDoopFJZE52QNHx6Ep4IBZqTdo3Pvp6pfG7VJdqPf6bBjvSfn6gTYI\n", + "XcNvUNofdqF+THl7898RK/EGhbcqAyNSDlxlKxNqSvBjWwmm7S1L88MK2moUXCnMpjoCs173vR0w\n", + "K/UGnfPxyTwIsQepAsVeHhZdFg7Izb5HprgmWTGoRzFnsUfkIuA7YFbqDUpvtJXyv5H/8WCt5qOs\n", + "uGGyIN61eg3Bfm2GcmoUAz314E00Mc6WwhNmpd6g8xqCOKClox8L3a6ghWtj4BWaTPYyz11YPOYw\n", + "awX64pjEY02sLmqVHzAr9AaNlyZBxMxmhx9DM30cgVu0ke9yoTbYbCTlqTEwdNad1kxkPu6qzwNm\n", + "ZN6g71oTN43LqMcQEge1MjyU2TDRmfuHy7OiZNsGU7AGUYHhFRswZgYjqyl8uN8xK/QGjWcyrKXo\n", + "kPltqtQ5pzSGK+eok8xoB1Vkqhr0sRjCa1q4O8d8wKzQGzRefRDKrNSllpwBN/olutNNtbEaA1GD\n", + "XC2ubMDUVVftAbNCb1C4d15SE7lBb1xjgm289DFFogz+5MGH/ZjpplEfzOA25PvXiLHvkJV5g8pp\n", + "ofEPLSSmJxRGp+IGY3CT+JZUCqG1UNnjGvQZBfnb/BsMljy04ztkRd6gblpbHFjxjmmWUe6Kjiw/\n", + "vPyCAtw+h3aQS+42d63GEAPsm542MY25GzM7DpiReYW+J7dN4rE09BNKVsgqDNMs1E5+l1TbKBLS\n", + "IIztrMYnM0nO8vG/Y1boDRr3SC/z7Fnax39aL5xd9m2kJQIdo8pO8dNTdxyuNSj3efLm0GFv0Iax\n", + "jZETZqVeoXMyEKQFiNlQkf1ltpUZy6oy375nR38k8GSU7W8atHXTMQuxUCvqvQ6QlXmFxpuTpHLj\n", + "ubwgD+ZRtDFIswT5oSorAUNGl2YZFNWyqvyKHcmZeThhVuoVSkd7CHbz1sggpOXG0UPaXUeInLUz\n", + "wyrds+ZWwlODTAO/k5rydYzQyQkzQm/QOG2vYg9yvU8Ytfu+Txqn2HjUo2wszOKuaWw1yizuiqvW\n", + "eZ4DydvHCbNSb9B5S1naxjOzv/ckxSuYViqJiSBrsPCEXlrWVec7NYqAVdg5TTI0Xx6WYC35iFmp\n", + "N+i8jHXOuUiPrnmQTpKdOLqCCvMujWCWt4OtN4ZyCDO7Oso6lljWd8zKvEHfPcvodnI6EVflsYK+\n", + "+l5H9DB1cQvBSPkLwUVNyGdQ2h0U6V7sjnvbYsjxBFmZN2i8VGHgy44HglUhckJ2nf0gPWcs0Mug\n", + "+ww1iBFOupcw6zljB8wKvUHh3YXRBgRWBFpnUqsVxiwmRFqZVjLyBpBGmcqabK1QzzzyfY2vFibJ\n", + "iEP1K2Il3qDvCtL8xszBGM4ZGel+lnwaSgQyTHhFj1kSGvS02rn6nlew5kP4BlhxN6jaZ54f22ih\n", + "VX7tg6Q3Z19KJAMOgdiWcDfkKOrBHRoEx8QczxFIi4jDxo4l/w2w4q5QNsip8U86rKrUTCCz3MIM\n", + "qGQzIxLVDeqsNCjXRewTMTS9eR8wK/UGpdeZsfdcahKlAC6Qez+ym/WFwb+Ovg7YEo82II120+mT\n", + "Ynjhmwyw5g+QlXmDxr0DPRjOy4xpv86NEVg5lMXcVDf7RLKd+QZFalS134OdKUyGiRNmpd6g9OYz\n", + "R2ddqTzzKo6awxEdRxyVu6YKx7CcGferQfQw65G+Ae3nk9fmgFmhN2iclrk0cbpWOAHkuDMIs2hn\n", + "13JenHCLA26W1moUK1l1yqIzOS1OuANmpV6h85DEXIkNDQ3OF0kC5dGAhTiqNsWTzroZEKFylVqj\n", + "latM8a+QEXmDwjsoa9Em7hLXBklDba6DHNtzre3KumHXqWpf0SgqgJDmGZsHmYSvFmfa7YBZqTfo\n", + "3LssBVm51/hDqxVQdXMWExzFOgMq6KM3hPsa5VJyzXggTAkcNjlhVuoNKu/kinCUNLL9XHjR11Bn\n", + "EItMb3RkisWCtEI2y1yhXaog1kpu3K7JRskBsjKv0Hge9RKu8SBqaQVKcba8ZSf7rAxbbnpqisYw\n", + "qE2PRuEh5WN0xAkzMm/Qd4BTwp354Meic7QwP1zrI7FMh6gwYqWAP4CEnOoVNyh6POvqCI9FGLFo\n", + "6zggVuINCuc4IbMEI7BCNqL4nRj3JvVvxTAJPfxOjXIBuKKYqFEzCX3HrNQbdN47E2HTP3mZBunV\n", + "9zXMbbyrwah8Auq0skb5BFSpY1QbsTeJ2qMDZqXeoPNc/KieaDynbVA5tSbmSk5sykl4BW0/unpc\n", + "gzhFdYU495mMGMoJs0Kv0Dj8E5ROJERIXOeQbfVz/G9uuj+iBLuRKxDtnXu3Ts2r/ojvkBV5g75b\n", + "bfJD5LraXDn7hpN0pH8cx6GGz4n6fN6QBxG5Rj1nmPskG09IVafhdH6HrMwbNE4PytZJFdvccUFc\n", + "7KEutn1O+KY2GFGy6o8wKKhU0m6CAKN+RkCyV3/ErNQbVF6qcDWlSuuvVyeDI3OYOWUu++7SyhDM\n", + "NFoNIqWhJ87SdpPgyOfsj5gVeoO+QeVZueStwaIoMsOd3Pa4WFZ2aRAYDYzHqVEwGii/EkwquzTo\n", + "gFmpN+icyWx4K+GczWT8cHNUTYiaiDx0w/hhUFKiYfXwRRGRHzAr9Qadd3iONfVGaxWdxUm8/jLM\n", + "Q+5SU+VBQRhqJu+hRntlgpq5fTiJCkp50HfIyrxC49gcEMyqhSlspTwrTR5yzCbYEXIwWIeuRtUo\n", + "lLmvubR5jKNpnDlma+U7ZGXeoPDinPA1NYSy6F2XNgk3YuQlSQcDH56YSK0VrkFMslZKTTDz1+F5\n", + "wKzQGzTuvY8SFMdka+ZshtNZV/V4fW0e8jaX6s8TCnGu1M65tRwUC/kBUyJv0HanTYHrizNIJkMX\n", + "DvK8Zl9lzWbjPTPRzFljBkXNP9MhyEix2JNirj1gVuoNKqfTS1z8mjiq2mRLSSMH1IyLj7j2jo5r\n", + "DF6M2xFw9GsqCoTvmJF5g74zLTD26bliDVU/XHI4CjyTGVCDCWEw7wbJpAbBsBzqJpLsej7NAbNC\n", + "r1A4eX+o8Ew+ciVcGESqgygYTNWsjsCLkSxvVSGkQc8TEfZ8jpY5TxEKVHHArNAbNN6ccAeRKYjw\n", + "tm/SJeEnX5NP4rWIj9+Dmf9rUDTdqxm/CTNB2rRTDpiVeoPOax7beAOtLxzDzN1AaTKrOLOP0x6g\n", + "bXGNgpMpKPsvdr2Tf8es1Bt07lOJIzyO3BlpQar1UxPjMFSv68d5KvYO1xoUHVhpz4YMpaka8gNm\n", + "pd6g9A4zDy0pCWVCyK3DIC99cganosknarZevkZRYKV8+TgKGZl94jtkZd6g8RrGbM7CY5eTML/7\n", + "SWgTdZdbN3zBCkMcUTMCoyhgd7l9x6zMG9QNH5/nAnEZ3CBaofXapou/R4r7SaYy+jg1CKNbYo7S\n", + "qkmrdk4OP0BW5BXq5tIdD4IslB23saO3Yaw0r6sOi5N28GGraBA5/aYK89nqnEWHB8wKvULjoQjN\n", + "XslZ2GxY43hIntzhdGcK+Txa4xoEZY3WKqZ1rMaUA2aF3qDxXLgCrrQAjaNRGaeZK2MLz+WVuNDY\n", + "s+U8uDtHU6EGuR15cWAlelcyqtwS5gl/h6zIG/TdnUxaTtFX4XtH8xV53SMRUcUflKQyrdS8K8cN\n", + "iIWaFCmTI9+1zJzyATNCb1B4C4NXsrv+09EThT7lNp0fXxWtZIhmlrgGPXiHFDkqGd6bVvKAWaE3\n", + "KBxPJkoGXVAjjSOjX/JgJEMUta5hkWTBgaOd+1WeIFrW4FG2GqQDQioZeVjkd8iIvEHffU6jCUwN\n", + "3KVq3PWZwydYTRgrQhOx61QUit0I2YZVixLUhLEDZqXeoPMak5SmBPY0Yx7NEcHPyYW8ArlsvNJm\n", + "rApVFAblZ1WLkkiLbpaNHzAr8wZ95+SkpNZz3i2OznxXx4Qx6cHsVYakBGmEGMypGuTlrthRu/Rn\n", + "hsIzUr5jVugVGm9CE0TKAGmQ55/IKYlzqjWPTaqNXR9jpmgMAwm0JQLmeOasAMfZATMyb1B3xevO\n", + "jO6opkW1Do+SSIMvqHc10Q3nKziVZ4hWg96ll/M7CkvvzZ7odsCs0Bs0XtC4jYrxFpDc7GKmkBtU\n", + "JpGnX8Nn0VXsOVoV0s8DRDsyeFFarkJSU8i7dGP47AGzQm/QuJAx05tNOy1IEFDqCsODrAdFxowr\n", + "CXWBURJlU+cGbZJ8G3oF4zJqbcmZPCBW4g0Kb87LBCBye7iaGbm2liZhkA86BUEWtc21KRSBVpNP\n", + "qyoFccCs1BtUTnus40q3wj1qzvMQPTJbwhxI03UnCtL2qi/CoHDU98jTWJ3qRPkOWZk3qLzNoDia\n", + "CH1IMjcyT0ZJUO7vqHhvtsNNo6Qiw59CK3mFxb9DVuYNCs89imkYOvda+dE068UYL0GyjmKMo4lZ\n", + "MU5oEB20ejQ7LerUpzF+wKzQGzTeipTphw6bGtNOxjzrUWkYmq6mZQqaXRpkUNT/VFX/Q/vTqqb9\n", + "DlmZN2jcrnHXModp0ZfyaY07k723a7zrBP1jjX/HrNAbNN6rUEgmNscR7oClvKgPEu2xuy+8vZLK\n", + "bRoU+1HaGUxa9EIPJJ3h3zEr9QaNk6spE64cRixHdJag2y26kYugQ26zXwdfbbmERkHYp1sf6FRd\n", + "FNcnzEq9Qec5OilRoQeULk6ufxuxWkSg3HQ6ud9SMTFrkPs0Fdkyhsy46XQeMCv0BoUXITsktwc1\n", + "zJ4LpAoGMPXp5muuQyeDC0ZgRYO01l9ZBU/IlVdUh98xK/QGjdv+Nh+jjEhJ2fkPDW6gw9IzUmyD\n", + "mzODUGyD2wGzUq9QekHSkVsVPCt9TBWfzSgRndyL6APpM029Z9Bu6PXQgVInl8cBsjJvUHlv4mlW\n", + "BBDf+IE5X7Yz+Q+CYINqImCMCa8rj/8NuI8hGMqWwqA+WlGk1Sorbathhd30hhuUO052Yo31uqcV\n", + "fses1Bt0Xsk85ogh+iFI5zIDKOdZq0Jfgkost7GFDI53gzL9hO+LyD16lVg+YFbqDTpvZB6zTV4b\n", + "M0uOcqwxBAhpuL4NRHKSdDmWQUHtqYqugoxmFwPxO2RlXqHw0bZZPc/Pi9JWSD9MVv1R2YApwEzX\n", + "xn2ygwJOg57H4vXVyeZkjEdwPR4xI/QKjVfJSrSILnEJZcFaHk5nV04n2hskY/nzxNDcIPnKLm6l\n", + "Uy7nAdMy79C2RMfp5IS6m6i++Lwih30NcuNZP8wZ4fLPE4VSZeQ6D8hDeNDNcW0nzEq9QuX0QnNx\n", + "EAobaI+IwrZPWhk6j5whG8n88Biep9FuJuTRN/eKs/v7AFmZN2gcLckc86CFjXosRGBhHtYRIA+I\n", + "dLG2Itz82s0sa4OCuEkNrA5IIDfs8JhXdsCs1BuUnkGRn7nOMkjzLO/kaFzgyvEq1jLGuXOfqzo4\n", + "Ncb9sepshBxs1iW3I2Zk3qDvQk+PJEQO3MUpjRJ77Gxl04/JHye7xB47u0DP/KtmtCxY9AJ6+k+Y\n", + "FXqDurlahWvzG7PQJD+03wbjBG0yffG/hZQ1/YEB6T1RFAe0K73cZHg7QEbkDQovyLFX6QxBELFK\n", + "7Uoalfo85qCP0RFudLMNViyFYYpE27xXtB2RrzOmQ5wwK/MGfZOHXsX1cXzuVVZ4dWsmTfOb/Drk\n", + "9MraTFFgyTzWes7xzW0TXB8gK/IGhVdUsPGQPKQiyPcbbtDqw9clh9hBeFj4nH2qURCjsurGfNOo\n", + "aw4PmJV6g85JbY3rsfDe/7TWJIroRl0tKkliniWH4HNi9tMcws8TDeS0cx15qHkUXRWpOjpBVuYN\n", + "GjftKBxd4YblwXvw6EbxUQjGZ9BQo9Bq2IFB03FywqzUG1RO2mWPMzkuqy9COJ7doLEJqBaE6dbR\n", + "xAmvxSTcNJqizqkF2i3QcOjBsnWArMwrNO7n7p2Rp3GY6QPnJ47sD9Yn77PSG56S9n4MCMoI5eIg\n", + "WpDb7A0/YEboDSqnM03Mw15R5hklG7GqDnlCEBeoMZ9KMYl8DSLAopP1zYlNkns9YlboFRpvVU7L\n", + "iLQZGgu5VqUNotriNJtKsa2zGkT6TbfHIlDiBpnKd8iKvEHfZD8IZSpK4FCcxX35WHuS4mxc8z3m\n", + "FaKNXI9p12gATeeuAIogzp8zCU+YlXqDykuWSGHucIEwWAzFWeTlS76NjrWCkF5wXOcdzYhIDWJ0\n", + "mJoCCfKn2LjRpBwxK/QGjWde5OAIQk7BVeFoyqnPutqw41jgQlEtKRr0RYb+zoJ8MmLqimMdMCv0\n", + "BoWX2EfgCpaK71k65fsYg1qjSeIXoUYZZSoaRLLTz3HVpegE/hfAirtB10i2ZWnfwQy2wJ5nLnPw\n", + "D9Jp2ygEC74aY21Q2ldklc5s2jT7vgJW3g3K5pQDTw/Ls4GT24fjGMIJyvfl2kuz5d5LDMptmmp8\n", + "FUaGDf/9AFmZN2gc9GNcApTQE07OHvv2kY6yRTHedGubDhhq0HOoUVl9+dWDam37hlmhN2icDsgi\n", + "AZSCoDg6RmAUllTmeN+m/cw6jMDBfGBQkOpX3h+Y3iDSIbkdzQNmpd6g9B78qHtrUjEOm7DWOTc8\n", + "DetilYzbuT8KRV24me0DcnFVM/4Ns1JvUHlNTprxZQ4vWJoAtEl/UHV6s2dOU86WQg36QEKxXeOP\n", + "g+IgqPTmAbNCr9B4kSqsmnhSexBbJa5Zs47OVk7RBy9eiu5wMyj8G93GFiWeGGpMR8xKvUHn9KrL\n", + "0LZWvAwpBKeKn5t5DZIpEJUXGWayvE0FYhAhOjqXR1m5NFw0fsCs0Bs03tC4yQVv7IiDbc/LzjKq\n", + "O4O0/HEMKzhviIMMSnaLYQdyEhvjINZ3yMq8QeMV8SXs5OQWkvlCy0+6UkaSs3s1hgbRP137pkHP\n", + "/NnbDkxNjaE5YFboDRqnX3gJUxIoDEZ/IdnoY1MRGjGZ4IZTjjsY6FX4eYA4HrnZrVTZOMDO5MYA\n", + "twNmhd6g8BykZJyUzmRkY2rEyHCm9Oo7oFK9GRqhQdR968EQpEa3YioHzAq9QeEtJWmK6C3CCRoz\n", + "2/OKqwR2V4bjSe6KU6SpGoR13hXlGM8lnI7nATNCr9B4cSMRkxv5QzKUM4eRiYBRt7tQwpi8uYrG\n", + "Fco99cjhzMLwqPqUD5iVeoPGyROR/BrZg+GnkduPZGeoI7bC446hLCnU9+i13AenQQOPWNlFVwh/\n", + "11GMf8Ks1Ct0nkZ0pcHR9CmKq9/L7FSuifcAH2qVekzdNGtQ+rfujEUHdMOeQ2o+QFbmfx6Ve1DQ\n", + "4tY7q1z9iBoGGVtNj4+uBX5A2tilSznQn6LNgx4upDb+/af8G8XH9G/+jP73+MxUXRCNiZ5+BY7G\n", + "0JsETkX6dofdoy8HFEFGAL8CzMrkSsD1iHr2zB/6G3oEXtU3/oVI+1vBP3/BP2gp2qv0YVpHjr7A\n", + "YD+dyDLr6+N02JD1hM/QL4DthO+Nb2fI1FfnvdvPSmw6DuG9h3GHjpZYiCmuuwnygITQg7/d+rwo\n", + "j9nH86+Pku3n3PqTmBDmlla0ekn38jc/av1v9A39inTD6e3bUFcD6v2HctvSP13v80vCA9HeGMb9\n", + "IPckf8p+G+sy7pLshf68jkddfxXMo+OrQENa3zczV8a+qr4KfdW/0lOsa4+/7siKxp+x2h8XHw+2\n", + "P6v1QK5lz0sPSpv+NXT/QcWsep9fa0miyIX//Ze9TmuSZfj02svUj1v6Gxzi/RK4eau/QBQ4F82+\n", + "jI/Tez/Wnf443tH9F5X4/jJ3MX5cN7s/kYdcllXjvNf82u8r/ra8d/wKypIydzouymPlub73Z9Mr\n", + "lvW0qMRfetcqy2uJfFQwVE/eQh5qCDxBkdTuwSdlL/5pLkbYoCBDX5uO/Xn90q/0msv1w6U0foF/\n", + "d68tjDUp47r6o9+uw/sTBf1pnubL5Xkf/93c8PrwX/oyJqiuG5wX3VrDfi533nlEo/jgXEDjIv22\n", + "A+XKuFhRYfAzX2qWt3ZDtS70/X+8UzwCiL7nL5BOnLw29JatG5tXaWMeN0CuA/+xVF5+SXXyTplr\n", + "c/+wH6WXJclWDirHvdGltQTpz+uFLPeHT7ydRWDjfJ5E9IBl7ltx/Zs+q6+7+TLBZHmt/UHui77i\n", + "+W6FvdTxNj82ZdzTpz05VvWn9qe7PSH9+EpJPeE1dUZW8tTNVmOez7uveq6CxR0sVY1LcqfVfg7n\n", + "7tg2+1wipJI8vwr5VkWXrJK1WGnlyOpCfPv1/RpZerKoeORpaY+raG5e95SnekBs87Kr79OK/Nvf\n", + "YXqVLP16HgVLb6ZXwTnFQUxyf6cNhkgDeOYTWE2mMWYuTkvM/PrHi0c7rZovaRoG6qqy0pB1Xy+f\n", + "tdKY3mNbXCSqvq1+HMlpWhn604F7mOdlY5/hG1v3Mc2zfVGZBPuiMs7ol/YxZY0zupU3O8zctzLO\n", + "5l6pP+mQmnVrM1S2mVbpNs0+KJrNA1rQ/qn+dU1ZZUEfi8Yqw4D791fafgfaKqMDtr19OM6/qCwy\n", + "z21h1h5b15Tq97Vpiy1xYomtv7hsK6PobYfpR1mfNU9u7LCtu2WFvalTbLDX3gqVBaaMLVGD28e+\n", + "NpCcMaTUea6trrB25nUxKrNCy0uvsP8M/2V1RZkw6uq0vPZhZO0u+uvKTZI7Ufe5bC56hdPDEPuF\n", + "E7xtW04bXK99ea2Ad10OY6vNP7ePa6yc+f7Nq2EaBfu8hlm+rJhxXptr+7zWl/d5TTLdWur7uMb4\n", + "2TfvkY6Zt2tk3MRpu+0Pwm+cYtVxba6r49qHl/q6p1NINuGHIxtBTvd8OXFnn15ZDDLqb5/GUtfb\n", + "5j60QTZR1k6xLId1TR3b6vI4j33fOlvnNm53mV3jc9sn0Qc37LnpfOiDWwig1PGMDXubvx8vryPa\n", + "a/9sX1WWsj646QanQ7DW3IfV+fcc3XQUcQQ20KO+H93097iwoaIXYhzdvhVp5i4ZIzrk7LUX5ylt\n", + "fv3jxd8hlvo7xPL2bfwOsfwOsfyThFiqehnWoe/XObevymQ6deTDApxPN498c20f+fryPvJJYtxv\n", + "xD7zdehibVDF7mJuG1bbC9knhD7szXV12P/yL2XDDXGvubtu13xZhevtLOrbU68yvKvqn9dBhbGt\n", + "e33IYzCUOeHXBXW8z2vjzM4qeLJc8q3ccc09jvRfYW/5+khX5rI+wXFYv5/r6ur2vJW1v091dT/q\n", + "UF+v7VxRH5be336HjX6Hjf7ThI186CDmR2VE+hA38khhgr8T/VzT+Mw5CRkz+A2H7amvTSvT/PLH\n", + "i/9C1Cg/LIa/9EUbM4p7iTxiRtt2M6GjtwiRhGse23V9xb0xP4NG6xS2YaN12QaOgopXq9BR0tFu\n", + "Gzoqay35513buFF8MzlJI0lbsyZytNSqA0dPXc+40bKnbOhoXbbRo7zcsmf06N3c1F+CCR3R8q0f\n", + "Ph7VH7UBpGV82BhS/mD8m8sqkrTNxva8Bx1PWvo34aTnB40insGkrVAdT3pT8wgplY8m56s8LU73\n", + "Usf3tgiVDaJCS15t6Cq0tAwGFVtagRUbW1J/Oj3staQNTBKwbVUTSVK5sBlJ2re1TUun1sIOJbVv\n", + "huWrfLArPygR2sXyn99nmN/FX+ayF2Nrh8hATDL2fjYZl7NLb95QFZ0OTaXi1huNIIhyGMf16OTH\n", + "8bzy49Ten/il7XqmqTT8iWov/Q2xsfi4iIDKXLD11dr8+vxYqLIG/XjEvQCHds0H19U/EadZz02f\n", + "GOdxCDtUsy6yrbHX9v5wV9421+L1qYGwvq4wV6++9vgM1qqovSv7Pb7Wny+vvXyGpeNfH2IOmMn5\n", + "PCc8WEBUOGN9Vq+ctgN578uJg5Z07uuNbrzFIGYO5hpiBzvStsNsc3Ob24+69PiEnxYCsh3bnEZV\n", + "2FJIVqZPHV8Z/eI6P9dFes7+avYalrw2kvJ6o2F6rzOkrxXIBVA76LoPULXiUMOpVyA6eZQDok6a\n", + "aeLk9ULC6Fzbki/bg1xuQ30tlc5b7SacIbr/9CX9XQZU8TKSm+dhvBtQb8YSXNd3E+izrfTRqvpg\n", + "fv2O3f2O3f2O3f2O3f3zxe5+Kf9LGVn6shhZKsyjbaykCn+W0YRH+WRiIQ32bmLhZDdG1rywzSxE\n", + "sN7NLPyZNzOrvJlecXsFxshagZ9hYzm9oW0TS5UZLAsr7qfeNtMKwRn7ykeVdNraKsr/M/YVeCSe\n", + "9pW+9vjMsq+8SrIq+wqu08Nqajtkuo+F+Hr3wp16t5V1ZZZMW8fNh3WEBdZUscc2rkjnO5M5HmX7\n", + "N8u48vm1/1CftsXKB9tP+B2don99NK7oz7Y340rZ/cq2Kq/HJfruPltW4dU+GFaYUPvJrtqrjM0q\n", + "9aOyqtTVbVTp6sOi3MLyNKnSax/jcTyMexpUn76X36HT+jt0+p8ndNrJ7gT3EkY/vBv+7yn6v/7g\n", + "vDvZ8fQrbdru5toy8j/m8j+m/b8GT1XJhYqervoMGz5dubS38Om7LY842Ftqa1S7vfnQHENdnuF7\n", + "DNWv29EhVG9v3X72EUBd+8x7ADU9zXl9648Y6luZnlNVUG8h1KVcE0N9qnwGUT/HUL+EUNcx+wyh\n", + "fijbsd/FM4oan9sHh8O/xFDjvhkVQo32xu1ndQD1PX667akdPl26N/HTtyo9q4dnBPVjAPVb/FTt\n", + "iiaAqtKdM4K6y58eMVT/bvh7YyHtwzK/X966edTnOWWQjAI9nbRVFXr7sgqsfrT9w8xgzJjqfntV\n", + "SPUResWz7yzJM6K6NGVCqu965ZjqDtdEcImYoOfamvuOtXy+qEu1dP722/U03D4uy1p7TRHLXt3Q\n", + "n3/Hth5Coa+DfsgY/PK2r3+omv7rDy6Fpk0aRtvcl821uYN/Lq/+WIn9O6bzO6bzO6bzO6bzzxfT\n", + "cSrTgk3er460vZv/erPSf32w5f2qqP5ydW/sWT8+/Wxv4ncvV/3tWf6n8SxDbtJH3737UBG+m+dp\n", + "ee8eed06b3rqdbP9V2/xYej/pS8+fMWognYPXzE9lzpb/c+Lw1d8vALsKW4z9M1TdPtutKvo3l0U\n", + "ffnhLO6E/Zuz+O4pPgyH4SiqyPP2FLUTaj3FeXvGUXy75+EnPkuH/rKXH57iMmLePMWHaaC/hKeT\n", + "6D84lVH9yYeb6NWtKD/RP2788WnjKS5vrz3vwfiKzl5TT2bcxG3JPd3Esv+48hPfq7PYUcxq+9aO\n", + "4r6uHEUVzrCOYnozG3YFr/UTPxXb7KVv3MTnHSRTH6XdxHV5u4lR+47aTXwvv7HGxehI2y5i3f7x\n", + "w0XM6u9uF/GDRkc5xLbdw0wI8fBCVUTTXnVt526XYfCBoD1KeSBzsb/SOjuSsidH8URXLhFZLk53\n", + "Ka2a4DK/ypBeKqC/9de3sv00UJmcbRn4tDeO44wLVtb1tEp/gq5l3Afuvhyl5xGvoK7a7jM5Rsu5\n", + "vO24wX+IwnEi463kEfPH1+ufVlJkNbnGVTqlO2QfHwqjMbOqJry2y+qTqHO+dvvhvK7yWKvP7zLw\n", + "dc0tG0p/0qm2u7UcZbGsKv2i0np7bX1YgBy7iOurxkk0y8H2Vfp+x61lXYFGFkRYVS1VFfLHuVnj\n", + "LyqHbeXiaC209+twuHRoaMrGOzFuY6hoXsHyeXwIouW+4QGvKGtc5TtsMS3HcO6QIHpYFktfCdOq\n", + "aBXmF5BV6WqIP38z+kuzJOldpWMPCCrml2ZPx34D11UYPzpaNLOr+tSoMzSsL/Z5bOirmwiiqJLh\n", + "fSjxs64XezwFyMpkFce8DfCmFvI4d6b5DSthf7SqZO788/rivlNztYqeQ9aLO88gGd+C1d9Hpf49\n", + "5qZhbSKjUcak1D4GjLGJ6XMUqlke0DQJnOzVQeUE/kgms3UhThqnT9fefvuzbeq30zB8mb/MxdWf\n", + "+aeMURzf9ZfLQ8Sfn+TiDn7VPLt5tiE8L9FKmnYwWNPremeUFYzJmbKAYOLK2dlmCGVdgusv1QX7\n", + "Uzy7Y6y9ro3fvutM8zJ998WyLK597VdY/wJ/5zh+f5X1zsoNDGPLiYR9n+uSPNBYVvuD9PQzlvCr\n", + "LI6CvylV/Vo0Lm8aZYOrp2kpbD3va35ROOAu0y5n3VZud6+5t06zdavZKxu3hfV6qo/69afqtm/r\n", + "Tq+vW1EXt6L3NbKL5Cm3xF/J/tlfw19V6q3TRFmPsT6knvdXUu1RWzlopZe/+aZEVm3pr/W825Jd\n", + "V7G2+C+VWTfatRFb5tmNzXhEuEpZKZqmwmEY/+rsVQyCmFuYFRvFN15/XH7et7g/E2atiAgbX2lU\n", + "sbCyfP3ZJaFucV7C55ZHsD+3DcsQtRW7tbYqTT5pUqK+eFPVwpWf1e6AEOfYW+zukJbzsN/7VF4l\n", + "2L0hh1mWuj6V87In7e6Aaevr+Ju7w764F+2+pnYHEuvXd6d3B7qFaPeCeaN6c0grKrk/FrELjfsw\n", + "m4OoSe0MRo+s2RxnBdfW7r6mtoUcdmeB3hay22bwfNmngvWugHhdfGwWnHMYf0ntCrEvy3a/g/vi\n", + "VvC+tnaFLVF2hf1n1ws/tbr3hPUM6zPqac2msFWzN4U3FbJiGy0lXqqTySskPofXj4thi/NRL7a/\n", + "F1HWL9IHJE4+iV9kCzk5ZWdogHtA4zo/0thFwrJM4fozuJ5uXvi1/DT1qV+z6YLj0OP0/rV6K/DJ\n", + "so+YKWiybihtotx/BIDmx+gVn79Z5vch2Y99qM08ycp8/UqvZTozEVCdb824pT9Zwn5p5p/YhBvq\n", + "qqisv302LPajX02/O/vAGSawuuJ3NeAvVSBWZjTHjxRo2sYjB+sEr2sJeaF280FttUG+4bAian/q\n", + "a2ND+pPX1+PH9HdlW63tyR49yJ/n1GyxE0OOzKNamiSVxfY0V4ftWRO7CxiU2Kad+ena229/tj2b\n", + "2oaa3uCx2blPGzzXBj42eN+tpSfxxj7jCzv6uSIs/RH7nM5m1pHPcbHosOdcv3uDD7sm1W7wy/3b\n", + "O/e4Ub3BI0PWHxu833lfu8E3vbk3s/+E9aIVHdms8bmxQzP1w8aOY9k/NvapWG9DmulpBfJTxLeN\n", + "3Xt9sOxg5nP7VNfWxr4lysauvhq1GT2MvfUMeyfaT2s29q2avbG/qfBf79sxC3Vmav+0368OS7DR\n", + "q5B7WK+XuThJeh1Ckzxgnonrha3308Xnr39JO/z2tX77Wr99rd++1m9f67ev9dvX+u1r/fa1wv9X\n", + "vlad84t9U2H+0hLPfipwwKYpaC5OUxAFLau8dZqCny4+f/2LKVjnl6xswXVNG4N9+TMPY3BwoypT\n", + "sC3CBG0LrndWmYNlJ/SsOdhfdrOXC8oM5J+1CYgm/rEarAm41rQyAtteWMoK5Bnq2gTc9/QwAZeG\n", + "tA34VKUYgWMtKxNwXNEG4M6HWwMwqFTmsuu2eo0NOIoz9CcnRYra6dtsfNz7/LxUtD0sWl2WX5jn\n", + "o/5T2+rb+lRm37r5bfjt57SG33zht9ln1caqrH5VB2irb19ellfdRHLWQlv1OtqcG5SnxuyrK3dp\n", + "TMR3m28t0W32aU9YWX778jb+ynKHrPFXxye0TRerNfxG+nJ9pO52Imv2Kb1tu++TMsXwK/NGlPG3\n", + "rmkDcHdgPgzA2VOq7L+2qgC0CRiVQTttwLIJi60NuIx7ZQLOa8oCnJe0AViWQfwwAONyYLYFuG7V\n", + "GIGzH1PZgNiC1gGpbcClLW0HPtUqtuCspFGm4LykLcG4K1yMJRiWI64svKYqLpQ1mF7vxuAqC1E7\n", + "BOz3pym4rm1Fr0vbEJzShh04/+A2A5uqxVuW4HqGbQrux7Wm4FSNsgQfChyGoC9jJAiMgHmYlTnJ\n", + "Y18TC9GPX7Y/7c/H1cP84dKk3xELMuxApcqDx31cfL6O+pxliLa3H8ua/bHvLuzJH/via93KuPJr\n", + "Gqe4slfrNESLMhLjeoixlGENBrGZhke1g5h9lZnpW32/uX+1ffR1ehVPziue5w+uytp9Uc2zwkUf\n", + "gqvLPvp08fnrX0Nl9RnD2ddssGyWRL4Fy6wt9KvVt/CZHJdvEWw6BRedwDNcFh8GklwxgbL4MJHy\n", + "6m5/i5K9BZtb1WtWGQbGQGqrI/8tRrZC9jpIVt9DOX1UJJsY2dMVhnJmNdIjQtbfwtNKv8ZAGoMe\n", + "bIjszRWuo/zKhsdscG9d0aEx5QLPP7UNpPrc5MzN68jYfM5nZOzhAj/UNqNi8zx9hMVmaGvZKKuC\n", + "/y0yNutnld1T32Ji5VNQ7IO4pNjvx19el6x1tC/r0NhyOR6hMRsGwx1qy6i9HoGztt6d/1HYtyRb\n", + "supY9mMUMYG3zXH+I6h2tnIAZVaVjXPSLJt39oVwpLXksF/d24m9nOMOAoTQd1OIASeN2EZFVYml\n", + "t+IGmFeN6V54SUbh897iqWzasqWZehuqxlFnMUpeMmrwjzTJSDGSjBTyqjFScnvVWH5tf+rqSz12\n", + "vxqO8UfYvrx2TDvoNGRpV+Zk1Y2QZJSQDJl0ZJZC+aUjWz+8kkxp/dKTbZcsGZXmMWMtWXrzBsOc\n", + "jix57mBvMw3Z62JEpHU6MjtdoCTT4XrJyDRJkIxeBHyW8KW+lJ1yAhko3uZ5WrzW50zC/WdGAaiN\n", + "hbU5SXVDL83PzdduUg7hX+bIbqAm4ptugnSl1DujaOCax6Rjl65AtLyVAyfyvJWBXSZAtjXUZ+WV\n", + "vVFBYiB5n96tlPmJpLT0f9BNIVCF2l12UcqUEWgIdk1nTWzwD2S+uPJnONv4A28tikZUvAzdXugQ\n", + "B3I1Clxoh7kPiEbeFskTq9F49+jhIpon22dmo9WjxXptuR91igmKrkWHUm/QfM1npWQ/8smlKM6q\n", + "CkUSp/zBRGq6HWsmS3jx1UKZfqh0lZVCmXrORYbG3HatmDE7WD7hhk+9YQmLMX908Ejws7IeN+ob\n", + "DKPar6WHIdruk8Dm6FRz6SmlJWK7n0OYvmbyJymMK0FAv3+ClEBJ9SppnALu2c/rWUizQGBqMRTZ\n", + "ENcB8X9/lKdDyyYRJAsxHB2pCIMUdqFsQHAN8Xrj88QL5q9uSLeyNgvBhyRTPeJSv+GXxq7Ld/IR\n", + "bgVZEzK9ZeDm3c54X6yCXzJOEEt98QV2Pez98+9h2W89bmg2HeJlsXBCTDVHCKzCoMEyFsiC7oPH\n", + "KZT5voVJ6gFpCvtZ8M40Cgbfsj8s5qHB7nAH8qdPOMWBSiD8OjscbNnp5N0W0chJ3+5l4wmITbhv\n", + "i8kCOFpK3MRijNQ4IilJaBqdeMfbZh0hJw4tFmrAaEe+YczSG7ZAI6WtDMJivPLHpKs7PErzCP3P\n", + "bRUqGiVEvilYBm0j5VCTRH3SV4K6Hc336KD+Pdl67woTZvgsIlo8F8/8cZnM8JQb6QwGedfE/s6R\n", + "qV0Y+KSDvshkgH8m0dYc3aQ/R/7dmwPyLIsv0B9GV7T0PesYBvuWxa3cd7b1g64dBzKHmBEvzQzw\n", + "HuKaLvqqosbPhHWPOJgiGbuJCUNgLBEzo5LbnfSQ4VlINl43C0NIMG5AraOmJO60m2JFnJf906EW\n", + "3MaoZQ2SDq+bi4TbaNMx5gwYEeWMJzAeh+uhKG6Gt7KpaTK1GP4cPvtaSrgQ84RNKr3n8R50UeXX\n", + "RftqkFw5RtW2P5OgthYK1OBP8RaJYzfD8J1gdrDiZqNna0oRyi6ja5VbZUsFGJCCWhq2FXQnF/M1\n", + "l4bdkebdUGbq5+U6mX2iIMimjWQhU1oOw29ztRDmAhl4rm+NklsaDYddtFUJtyPgZ35Q84Y2XWM/\n", + "z8zphofQlEiTHi9IbTSnEr6qnjcAEy6MDBf1jkRuC0TTS9Nk4wYxjqSb3KGdzv5fh98mV/54XC8J\n", + "d6M7cehEwGZ5VMKa7LuCaysm8XBmF6GWN5TVqHIhjRH1f1ulSodWVc0w6pZZKafFZygUG4J27CfG\n", + "x7ux4RdgsuMDPD4fVZUwIiCu3VY4ILmqhZZO/momTi8njBm4NjGhqcAfVtju3Sy8MVj3CbwRN0io\n", + "I8Zxacz8K3dijm2LRqJO9Zins0NgjT91MGX8sCNFglHNYZOOFAnKjm+RTiIy0yboSWN4UlPrq31e\n", + "B4qkII7o8trLDrUDhVE7UCQCutpxjihwZMjgA8XhdKA4XA8UoY9xDnegRFRpxxkhBCqQFO1AmTR6\n", + "nzNCIP0eHSgSobr4HR8oEs1qC90OlBn8up0oM09KsovApV3rHpJBzAx21sZq3PvzRNJPGAkWjYDx\n", + "eQKUV+t5rc5VjFu9O09mvoj+ZpYz9+6Sf4qrYhERMp201ixhdJ4wTudJRBZmPk9k4jLwpgkQuIQb\n", + "nSc0pThPGKTzhGE9T2SSTe7DeSLf6ybS22tPpJtJfzMyIzrWQDifJw7X8yQOgckSh/F5ElM3/rlO\n", + "iShHm65NO09iMm0ytbwgEPJ5EscQ9HqB88Shdp4w6pZZTKfFZyifG/KOcJ1xVbfP40MANcY9wBjC\n", + "MyY9UWSgKqzxiRKTmrRwSMQENys+UYTcuvXQOC/GZydKHBKfbmw7UQikE4VQR47j4ph7sdHFT/Nk\n", + "/07Y1qS9ZRyMfWP6kXQvYAml2TKgpiWbNNXMM1Ba46YcH89LQiRpiPF3xu32Mt/bjdXitQ0rFPQ1\n", + "7RHPxBha26atBXBUS2UjqK36ZfgWrNpi6MZfjIqW6I3BKxHPGXKEEuwb7mZUJL/DRJ+mc85zhX0u\n", + "Pubi3zlqj0Xx/evEoIxxYUEYWwdmeci4IeaNBz1mrduX9NgUd103F/sFTQbwvspJ24unSNsW4iCi\n", + "Wrczg5y9RDXx9ITBZpltCBWnBW3bKI8rcpSsntxMyY3gwqbTTbnmk+nWHTwT5qXRcRPRim2VFCrv\n", + "5DX2FLRqPW/CdNXDJkyXnffpwg4gOCoP+Rlo0fJUKgWmq4E1oBZDUpMgnUvSrfoGpWlmrZQ1rqT/\n", + "SBhwBx2Lcj+HJvhbO9xYhbwa+V4CsvskrVOhxJ891goY/QNKdoiJbWU4HNQ1FcwtDF5PbiGaCquL\n", + "7SdJbWdLMikvEaLr8oWqzKHBBHGGRdOZrBvBbnAFDuXSZ8/PEmyZjvklOag3BagsSXsrxnZfn7d4\n", + "8DNX5XsTphBxhtKWFVtCyO/G2ln2KZCVpnNx/eVfwXg8oysATKC2ZFQYpOULOC+NIhecmxJuJ9Pe\n", + "kecVYvUmUblCqHhluRWsiyWfp/upaXd3Wmm8wc2Z/cgNJpuIloHPichp/LCMb9g6YoauEAtvCwJI\n", + "SUsyx8cbPklO5Ehp3CaQ1qT+zD8gxa68mdS6SLopHcQVVddiRCIkx4huWNPRGGCMWORA5SSXHt3+\n", + "cH9DT7zJj/tLW8SScRJXqKub6J/A07/BLCEKWUx+O6GrY/znOxSj9pXBvFLOCR8ruK4Hi25IMX/2\n", + "KT8tkLl0SuBJsIuA4MF4uSkDxiftmsFwhpYUOoKUq+1P1hGkbOXiaIJFEXhQO6fUDkaBlLRcC2kJ\n", + "UgLHgpbAoaYlYNS0BEl8jDe1s5DCTnzSEjictAQOVyoKhepR7Zxy+2wyiZAoH9TOCepSaizus7va\n", + "OaVKql/TEkjrvqmdU364kFMSjP1r/MNS9WaTyqEkkGVhB8JsVW5SeUNNkIomIoOaABirCYCyxHpe\n", + "riKySl8tjSDzwIz4TdoQ2SR4pyaY6/uldnYYqQkYJzWBrHpdWKQmSPDcIjVBypy+ldQENKdQEzBI\n", + "agKGVU2QUidRzNQE8r2ND5xJN7lDv/Z7wy/DrCRgWHUEqcFHwukIUqu8wp+t2qbnA/QDqV2fd5tq\n", + "2c6ddmCcaGTcWzyBQdMNEOiWVr2PKgPGHTuvZQPU0WD90pU+fyJjv2kFZHhmNWa1QGooqEYy1iBP\n", + "f59Z0rgfLq6pB6jql2og9USKb5OOCSXlAMOOHqc1ITswI9aPlQMCv8CfAZaDkTGHqYdn9p+HdJzg\n", + "lqENL1PQO9VAvi6WkKq0BMKqAYebamC+F8pZvLawZUET2j295amQYW0qmkkAyLDrEBTUpIGlGBAM\n", + "dgdTDICCpBgAyAqAfFu2za84z1o287iHT1P5zDEVplXFQKZUpg+WkfDbKwZoMZhiABgpBggkxQCh\n", + "SzEwv2TGP1YMzF5tN4o5gNf5KRPceIq07VVYEwnFQL4SrGuqGHCgKQYYhRgnby6WBZ8VA3kZP5SO\n", + "G7mFLedxsr9Y8mAdyL9PkpngOe0SW06aYNvEtSzx2ebAA3EtJ/Ov4i0Y62eX1nJ83AtdQzAiltay\n", + "5Mh+m3QYNFmNQBPVpLNWfBKy2hxuV9RENYZJUmNYBbWcst0DvaCWU2STqC6StFL3u/UU62ntxQie\n", + "Q4Jajje4DklqQkzjBqt1joVPI8hqOXa2N2rX+KauJILnGlo2HEQsr+V8wcHGJDZGWWZj3LGT93qd\n", + "rCSa8wnLazKxm2FcVqtZ/llemzMIUU1/kpS2IBLQ5At6XrKENifNlJHrBVkuXMhRDwGNJxMSmkNJ\n", + "RHO4ymjybns1S2l5jvFNmyPBJjtgA7cdO4OUNfBa0eOoLg9ocgAcn6w3q4uM4dbA2lXN8Frg6AV0\n", + "vKTg+KPGU6i7LTWQtDNryG3puRisdFADdksqt/NSI5yFs1wCC0mEw6sJe/LBjb84PPJeXSw3S+SJ\n", + "inFrxgv8mpj4p6mak9gzKTSNrXey4JH4pOmLmM+2yi4U2JRNI/24ce1QKTgJqhYc0DIy++2kJ6CQ\n", + "nWr/mCpD39ZurDUlAfXTyU6S/OfeWnfTFZDsJAFrL4nqZ6LG7lh8IhqyAEWwE5W6mXm/wG69jbeQ\n", + "lcvh7+mcXK/VjxOVZI4DEqevc7+jOK4Tn3g5QIAilEUohlmIYlzFqI4aOS8xqq/KvXSOtXowo8hs\n", + "p89+6MH05GWoZk5xEKEIgwQFkAQouSCRQzUJUI3UPYuab5rLfisRfry04QQO234rMR1uIeW2I5c3\n", + "XPGuDNb4UbC43VYCnIee/cYI7ziH254rlGKctt3swWZBpu7yvpOxvXfjpAKs9WvbCfoycP5M8H7t\n", + "OCIibThCeWMVpFH6ivPOktccwW02Zb8VCki2HVfEZ7oQVCJYh9twvBxsVgmk7cYo7TaG12abX4sQ\n", + "BAvNRTzcQ+YY3n5EMsuFJ8ka022eN1wh12PbcQ60Lcco9tx8s91leM+Vu7wswweyz01XroPf95iQ\n", + "bJG92DA5WCotFwdQUnWX/BU5TCjFATjYlCplCKom1XEcQMlxV7GU3D/bcVVKdGL0akrZ4hAHUApF\n", + "xZtM7lAzEjkUDv9CDbtdMnz/pQgAoaP56lEEwOgRCdWau6vY3Z+jAEpJLHxaYyoc+kQBOAhRAEIC\n", + "8ww2QVzeStblNVSYT2nej2tkrp6MIi8cBVByPlzMJi1sbSMKoGS1VCIIQKhrjiIUBFCQ5Y+jABhe\n", + "Ao4sB514FwYgg3z1+DyOOcIWPpswMQYoLra77FpqYcEGuPiXWIUOHGINomtcKcxKS5NhWm/H6RlU\n", + "atF76MwXpaeUWvtLy1zx3nIcyDtWpQzZh0vmLj3QvrJLa+mIA/EjKEfp/kgfYfP1Srt09jtg+Jzz\n", + "HzDO36XXfIH9Z0vvGr7VEFdP6KKEfE/Nh7bT6/VIBNcy6dULVw7FpFW0LY2WcpvUs1TSd+jNUXqq\n", + "6j8TsxlsCFxn2O5z7tXifmjxjdyR8Og8uMcLwrCsDYIf+HVEJPv4iZyyLerdDt7hY3pReZBUW/Up\n", + "ifTCMlyFTeNVbxSyYo1XvV966AoPCseTKoKcXevbtNOk8Koy/mb9XXPmUFN5MWo6r6oCBGu85mj1\n", + "vCeVl8NJ5+VwVXoJeTpcGEnpVTVXAnEqIQ9d/41/TSp5UAgEpqhHTDWXZNJ2VXJWhb6rhkpReFB3\n", + "1YDy1KrFEvoYLzHymEkXzZbHh9N01Rg+MM+uRUEg67kIdlzluEwnexJry6bQkQVMHsiGy2wYszX5\n", + "bU4c7NgPdRgjpRfjpPmSz+2WyQoBiBRfVVwlTJYgxRemFGovwkjpRaiqvGSSsQWg8ZJpVknE3nmi\n", + "2WQHqaIwKVMztcNf1NThTOXcXaqoK52/iyDwh7RrGsHwfRHwZoGmUqiY836R/m48IpUD55Cl1c2j\n", + "RpsqRI4vhi2/kRqReugEqdsL/o6cXmqCwwJ5t9SE0pBfYHdI5otsX0d4dYxfsEPm9uJAPfkSF01m\n", + "t5eaoHChuT+tlLmGct8cwccKkmi5w52TcT+4fnAcP717coFs8acsLjCs8kLWXAKQFuBWYGJAhk2Z\n", + "BIaBWmS6tezwPvQCQ1npNlheAMbiAlBIC/xeLy1QL1QSoO5CWsCwrNka++t9IBJ9/kDQObsd2SuE\n", + "KT+L5Nfh0S4ktZFTJJz+x0eH4LtpVCsFfLmdW1HWjlubOUP8Z3EEls5Kv9W4aN4PWfDRnDMr3Sqj\n", + "uUkxikH61rdVb5QPIroVs1ojr2xtXNvu9T6pQd5Aq6lJ+6GRJsPNwLojnWdlzleFidHNF+FRazUI\n", + "SSv4AjhATTCBPjoHGQelEtBZvT+u0RhXNDdJK2hYG0WXxcngCXEEZzzqXPJbbz6b9fPq0TI7yV4v\n", + "MhDv9DKHTFbuhoOTKWcpZs70FEq3J1e143qKsS+PYerI02YCG92q5MjTAjQT2t92NYqOXl1tV4LH\n", + "w2pmAi278rRLU9HCk4cwc+QB5nh1R0D+N5y5dbtMCnjDHCMqH9PF//yGv6I59MgQ7fLEDj3tKjAb\n", + "2d5pUkh10ywJpXfNUgsFvjvLn6fRtQT+PIySP0/zdxijy74i5KxqJXy2pf7LMPhnkwRiAczM+GfL\n", + "iXOqrK+3tIk4o2nKmztBIwHAMc+GgHrjnY18jx3zbNG0/zZjwHh3EGpsUz7Fpk6bpHRQFMrI8sZM\n", + "Fx1eYtckGrS34JxM+cU4j5Mxd3OykDA3S4CNa0qHix4txjOF7HCkmqRJ/fPmmC0j2Y4246RzYJot\n", + "r7v3ZJj6yxFZMWWU7k3MKPmrxjESLgXEWWQUr+DCOV7bBswymWjGMY+UnCSu3bmECXkr/CWXAMuQ\n", + "21ylf75h+qclfbw0zEj5+L/RHPsERbPWK3St62GrCP9R7J85Io+1ZppQERntQt+krovibeWBlT83\n", + "e40qCeVLCYone0F9ioNQuwRRS8JkTKvviGpxFg6NtsoYZZ7Nc/UNf2j8X3/61Q6b9fdPD043uPAe\n", + "gklEtjoEJEWuTkO/KBGBfUS+x9cePRr6lSnCxRrbyUh+E/26aOWuFc8g+U0Q7BZfL0cvV8aZdJ1z\n", + "QL1wVq5HwilOj/Ab7M78Jvq13MXMbaJfTiOs1D/OlWzPLpqO9zV6TOIdDsFsPTSyYJFJqYfMtqT5\n", + "k4xIz2+zHslrLvJdNg1fR55I7vxdDgtqtCaNExrHSGK6vjfCjdnMRwzaLZFBWIl66OaS7lE7Mc2E\n", + "1FGNnQxI/UYaNhiFhPi7qegZmR0q2jbmj+qCnjYZDohL6Oxml4XhSN6Fdbw6080CrDN7WgbP+ii7\n", + "T8LvHM9LfykDt8VB9iIhE1ne1+afxJsQmYt6RPYlthc5fJ3pPZpOydmLZHDEJqxzh2HM8eVAB7ip\n", + "wnq+4fKw0MF2kUHfKcK65JiCAXeu8ZxhSSRVGOPQhckLKEjnfj5mgh9UYR1J3Xn2cjg5UvQUD1p3\n", + "RkkjxvDi8d2W1glRlZj7Q9KK9ekIqgeVar96qmQ0OaCOSYrcd8hI4/DVM3rDhphKjLElL/fUoIJx\n", + "GrE+ZKW6uVIeF8xcSd6gvTr76/Bo6Sx/PK6k6oUiVyPFl/ZSEPA7+106rPgqaPYaOafHbFeRa1be\n", + "CJ49RA5dBGtPKnJbhBM1cxPQAgc2HXE+HXttx1gIeTl5XTOslGG0sA1qruWakIwsXZQEtMPkS0u/\n", + "HG5OvaQtmruXm1Qa3Yxc0tqiuOdqmXRj7AbjI9gR6bhQRKQK1xUg+ZBMNR7Eg9PfgBMiG0ysmvAF\n", + "mciSa17XzdK/chz5KiV1hGTVLWEBSVZSQGYTrLrFk5BgRSALVoDdUmgImfiGOyr2+8wbxBPvPghQ\n", + "PcJr2eEZAhoEq24h1iZZ9X5wCvsyZf/M2Txk6vllmBVGDKvOaGDZHAOc0mg8SSw6L456b3nIpGmo\n", + "3CYs45hTGQ04ftYJreKnQaYwMognaNZgpcjT8wOeovGa+8Tu5+tZRzQBzhQzAByUpjUaaGFTDdRG\n", + "44kZ5Nyk3Vvo0aT/LjkPGF46qjcKVyStBi4rDJPmyOGeQsdcTrJ0MrJqUuIKj8/MFQO6TVnBuSvG\n", + "g+vgRzkurYfoYWmeLk4/a82XfyJnrzCQclcMrFP6M/XDSJbu3eWvGA/iHqYw+2ZmhITFmRp7W1vr\n", + "fP112SsGgo4jfYWHKX+FfwB+crmoUspgMXpiNwHYix+SwoGYSBrYMqz0H3Q2xQpnshgkbMYxLZnF\n", + "JLY52yGbxcQDrrPGzRlGPguHkypTpq2S3wBPEXIu0X6gQCm/fyQ0tu/7Z8hqiJamsWZz0ebcFpPC\n", + "iOmHgznCGFmAn+vo7V/hes4pLibt18nwl34gwQWBtyl5jB27FBfzgfFxkMdqI7ocF+NBMh0kfGmu\n", + "IZDaqWS30LmnAxYOvJriB66NtCqZKyBO48hEnpOpl6N9zz2AgloGdLbwjX9cu4kvXO3k7y3NG0zl\n", + "3L62o5VvPMi7mW+g6WjnGw/ug6HPwayd9A9uTGLNJ1vfwPvB2DdHu2knHsps5r6HlLYJuXnZDH5f\n", + "5umZwlqOJj/3wLTXk8Ino9/o/PW2+s0BbWa/gbaPb9avk+Fv4PfL8ucgPwP8INoE85tZp41OQKB5\n", + "B73PIXm19zP8owHQEzJiZx7pO0kflsVnqbOD6HZJqhYuRpA78EVlfMz9zg/0JVfHBfSILeW2/2No\n", + "uD0ONbfDL0ugFyzlBHTdc6yQHKzpyvbOyu6gojJU3fOvvU77+cym6A6iswbprbEk6tThOnW3IzrS\n", + "CjFq6m6HsrxpE3kEVdE9gC2Hncx6yp/tHBxo4bA1LHR5cLiShWQ3OFLRQjji+1gQ5nhvD4JsSEqY\n", + "YreyQDud7mUeppuZe+BXZwzHEgmEexrGbB7/HrUtfUeG6w6aWwRUBCLg3pDzdYlCxnQTcUg8KJNZ\n", + "6kEVIfNZCikdzPN14ofA8IGTn39HuHKBLzf7xI4HZnSlky/kevDhl+Y5HrI7DfjJlcWOsWOsFC1C\n", + "YZMMm2usg803dvZbddzwjn1Gj/T+5h7rHyReE/wANv+SXa5TeMiORybVkAwXKDuMk/gmxd74JFd5\n", + "L67Z+v7gvnij+zlxsKPtqlxs1cBZdvxqTrZdPQzk7A6CZUsEt5pZWLRzmB2/NOcgGRIAssMswX7/\n", + "HRfzw7TyKXfZXOf3IVvNXM6nCPE5n2a8thOAQT6f+QF5zs6vqhRNvrPPbEI0w109I5cCe8/yRMN/\n", + "1qHkQetwWADMncD50M7J39xfvxDy4SU97xnFfx3uVDyM26UidHJ0cjqeICqul7F+/GMZb0jgkcox\n", + "L3eh8Q9zsPCantBMM0rKHkah7yHUr7t69tR2Dzzvl2qd+1nbbtXsBIQ6r98RgehIxNUor5fT9IR2\n", + "ihcfL7v2U3rS1pkW0LxCYlJtj9T8MTqRaZpg1vYw7olzWi5zs0qtE8pkYAvpvmml2nukCMq9nRlj\n", + "SZW3WW/0Rgr57I7SY01AkcERteMBuGFcPmwEcUytf8B5AFzND7xaurIr46zfboJkkJt1dxKEnOX0\n", + "bJ300++twNoJQliw4FoiKgXXEspBtGEWrIGofH7gZlk+e9Bjn+f4mf1QWb0Vde7D53Uvuyl/vguz\n", + "5YWC4GmAFGbLKIXZMmyuE/I5qs1TeHYC+xaZ8ktGsitp7hB51tDaVb5AqO14Ah8Si7X1qAXbOpgy\n", + "PT5vPyUPfvrjCLvPwGTwd+4vB6xfgKQfmVViyBpHE5PvkxgnBWlOUp9UO9kSfQapi3If9SO3ZCi1\n", + "o0m1VAg+9+qRO8JbDdoRQt3VnHHoRuSLnCAUS8LUYbxfU3UZENFa6LIpCycdIQvygtOZ0FNin5pn\n", + "xmLfPBN/GYZKRDp80ojcenOw1ZHqJ/m1EaTYEZUGeNqJw12CYsrIjnydSx1CiCc54RGRs/Rapwzh\n", + "TtjBf1PMBskIMqp3qYCHBKZ+cWoRImQkDc1O3YfsvW3ZJn8ZvhPKszMccFfoM8nRlIAw7RLg6gWg\n", + "mwx8PL7WP9vwWuPkNNGM2uOJVsBxAfwGsh4csOfnDcbUrw/8sPkBDbyR15Mffe2811bfamXjro2/\n", + "umS42jbQrQghxuGmqoxSH9MyuRIMMfD+VttRCgkd1AKAnbQnr8FF6/UAd8OJVHKbWwhuWyvWTYZM\n", + "zuKwLUidoV3zKoTbHVXmBMeDc3mQYkMkl9vKobCwroouWSM2gko6W5GydDOWjx1A/aSyuHt696yf\n", + "coWPCxEK46iQGq+b+2V+SgSzkMq4n7vDTp5SitRpKdtl4FceHD0lGXeSE7/o64Pt442y5ppvTZDq\n", + "OidfCrH5QPfxVBMRNFqCbhLG4jL5xKqTHKNGRizs58GePzUnmoEh2Vo0x4/xb3XeikjoNsuebFcj\n", + "aZ1uk39pABGh+haXs4ZgVy94JMh4L/0BS5y8/taiWxlTLnQrHptNLbstt6Us/5r7QRoTPDpis34j\n", + "vSk84e+bfs4vFf/cdDpJc7TOVi4fOtbJYTE8y0RyHW3etr+vB1Xd7sbsZjo0FlRUx9GpZlYBX7xY\n", + "MxSr1VG4A1J7A2QtDuOWCkhKV1BmEhOaY9U8G1CySpmM5jFpWRAcw20zKUpM9o0l0vK1OyCjem16\n", + "t4ZsFksCX4tc8Xk+goOClZKg8h6KzjGGzwvVWYHK1ZwKKjIhS3kinJMyu8iYAk9MoJEWFcEwrUYy\n", + "9+SLFmpdofa8IcwXz++eEkyVxa0znQH5IsFCygetjdzIFdDAjKszoWo+jJmiohHoOb+3XkVJaKHd\n", + "jf0DwpXA8fMY4EpHHuvHvxgtUFOE4fzBQmDcsqKMNyd4ZZJpXrpC6VCw0pA92vy9Z3O41ES6/2XS\n", + "bbNkHXPjqna2sRmOdAngB4HU6OXic57eXyLnTbTFXtpnU0rNZXWdLMkR8po/Io587WF54mVY1noh\n", + "hgeYihqXgJwzqRGvKbgcsNdroSzTBq99W19tqQJP4sv/ZKhLRU2WaUIT05Hwm6oRZHPMnScBeB95\n", + "vKaLrCAwJwKeI4V2xvCfhwLmmHA5imXKpMNMBxSOH1sc76n455kjcueIuit+Xw+slpj0pZAYXukw\n", + "L7ggduLMFYoemEit9hY3NcwfTGosq0jrX3mlYymWbLXZrCk5xs9Tk3giDZBikY8EeWjVC2tPLSJl\n", + "PLCAUlKNRMlNaK9tPHoJIIb3i7EigilExePkvzDen8jzCEok6c9r9/bMuVJspSSK9aHm6XLxefre\n", + "dCEtHaJVPAxPIQcjNmX0GxaMNw7+i1LXF/NwWm/9Nk2ZHZWdXNGhipJRkosQ9FXMDT+rKRPNwlcG\n", + "DmkeESzjn4E9E7VniPPg9XBcPmtluShHi2WZg9yzBk6i2NKigJZJQ1TFQ2An7EQc1DK7vyaIYloY\n", + "Vp2WkJByD97ERHujIEf08DSiOdgUr01p8cuwM0wRbHapJApucnKlAd2VnfHWZ+x2yVoJKWDlVRJp\n", + "Ctovm1Ra0SRskQIGRYRh7qLJZcS+PnCXK6kvdfJbmBXK9A6tgFl+HoAyk5tsKsM0vaUzSyWy1fDe\n", + "FzuGx2bjftCWBimqxELH0zZSeTHc9xnm+z7jnkaHhTIFC6lq8tZEywpKlb29Lb4oJdK2Mx9O5gTB\n", + "bJhQ5sIMgwknLi7umLDUMTo4nUqxmF28kvZ5szUFKS20c+Fyf14MeCHEexdC7FXIYA6aDu3QAFuk\n", + "FwoMOaYrtWdIt2ycNEfOzEucN9c9O2WQUj+wFa0OA2K2KzcGsy4Y182adF5Jx3Ytm/fDKnkYkGTW\n", + "dGx2Fk7ajECTCFQlwrhsEqfquLHZSUvzRyGmxJK847P8wDit+Hkc+KwMcq+G+R7MM8B27UVMZZjt\n", + "/uxbuFF5PnYLkwe6rM0Wl6jAKVXvkktA8aC8oTpubK0rkY+dwlKNZMyBwo1hdgrjB55zlP458JPS\n", + "D65fCWl8NhwWQLh/CU4HIeE4ZchxqhbyY1ElnpQM2hnvadbmfGbKPeLOTClq84jO5P0loGkuGGZR\n", + "BJa/Tk727BSW+p7aLEjloD3tx2wdDqldw6wRpYIcM8fG9y2wXobhFsYw3MKk52tL2YqYVX4uE2ng\n", + "E+YesE+Ye2B6/CwpYKDlZ5+wQUe/AYf8QykjaMN2M+Zza3PzZzbZjM+zJ5gQNePsNvbZIy0U0vil\n", + "XlyQuvXPIXMMN6c4WUPOcGskX7B8ITU4dJ6Euusa4W7vnZfwc5r3fAhmFXbV+ym2Rhay3u7YG2yu\n", + "exXd1RvMgWyg5AfsDSYfVRD6/0Q+OeQLlqYbFJzNAu0H1dzDEwwY+4EBNRcveS1UknRnlZnfIpPO\n", + "9HsYh9xg325jwjfux32GqXqzWxuHkI9HhSMdlnqxkoISQeTuAaLIn3e4i9L8ov5GGPns24GTyFC2\n", + "6AxpHjJbi6w5wRRK7nDVq+dwf/4NpNHk/m8pnDxIpSp4gttSmiWt+r+D3YEjlDvl4/APrIMci/SG\n", + "LKrcgZqGSSqDoUQVx5WPR5RfmhfHYR09KyzFPWRPVlg8lacOUvfoJgESsniOF9yElMoAWRInFIK4\n", + "lOHp5JJY6M31pNDMpMRzgriUNNq99fKQfOHIaO/Olg+Y5HFGIZMzShK4kETPNgejzjAJ5lnDG1kq\n", + "lwJRe7KOOTfEP3HcrKJN3DQH5HNdvTWE5HGhQnayuLwLsrdSMO+iw3GlrDV0fzYdx+8zrE0onwQw\n", + "VysSyoVgpCVTrjzpuMvkUhbLnCtYJncPVCaXSlOUEQdn/CwpBt5hnTyN6BmrGHPgDm8MWaruvHHp\n", + "TY1vx8nx3nbYWtKZEvfqygO9HPcmVp2rnUfPIli/nSclUFxc5zuNH9n7RFXvNw111e+xMa49VPMh\n", + "g1HTZrYWTtSmenGBzTeCvSiZmOxHybiz7mfUIv2Ge2Gmnn3bj7M7ZZxc+l9yoJSSXK/ifwNL9rfO\n", + "gdKtDbhQMsxOlA5nN0r3QB0p51cz7jmF5+je5VeZ0Z7fC35Ofv5s+FwS0LGTG6UU7XqXWXQgnCgJ\n", + "JR/K582koyCGXzK7xa/mmIC5EUuI73KGv4Jen9fGCoUyVMkFCTNTLrMIRXPxKleGgwYYTrkSLQ3w\n", + "GzSnIHcCbxIqAcOIO19ha/D7AydRSGdOd17BSaOI7+nvgqqFqtua5CELIPiLEHNP7QXKO44gVZAO\n", + "2kgpg0QuZeQnVmAUDeLD4X6zfZUfxBUOW+6L6pqSrVe6cZA+D6tlraIbig81nQlFHDYJ1yh3GumX\n", + "hcZmJYGKGaTXQghu/jFAN03Rdpv7YrQU1/+s3uE8eNYblTUwP9IS8sakStAjI5sBYjbtHNysf8Ww\n", + "9HhrS6Vr7c3i6NNoPlwBGG37pvozGfkUS/3rH5BrdEnd+J13jS6pbEWLJDHCobCxtI6V3S2t/TpW\n", + "vVt0YQ8Cc4wucfEd7xVd2DwKt2iGX0udHsAxWr6J+w223PhYypukO6tzHeTiSZTdNbC4rAh0frjp\n", + "UEnqPEfP9MXIlQ1o+ugBfKSl9+QXRItRrjSIInsolpwF0KYZPNkaFspJBUfpMsRCu2Q/ntIM+Vng\n", + "B+Yr7d7sfKWpG1ji6SKNtHHUSOFG2nL6C0I6JUdpR1G4Sp8J/cxBpeAJVh0XUrXy5A/xQVk2EUCk\n", + "VghsJoFIsaNDkLB8lHk8WJU4D1wvPBSryOmUxwXSL+mOGWXVcXGyMiS4Ql46Xx/4M1NKXW0FkH6e\n", + "T5zqjD7fPuSBClJJi6xpuoak7NZLgSwFug7GpfP0PTPb6l5EQSa2aVVq7VJp4vx41AQVKRCPi+az\n", + "msT5AYU/6PinB6QJKpQqfmmC5ItKcdIESZdb38/iVvZAlLnq+iGzh4NZE8S4qlDK7nTJkGmC3N+y\n", + "JkiqWKn/MKl8pD7XQUFEsF85/fqypPiBdrC5iPwXBE0Qg6oJmuW/0lETVCic0S2OwzKaC6xe1WvW\n", + "fgUjAXR1jjG/w3o9lQNm3AbY78+LCkA09QT/HWWeYJgSTxBsySTqBRpQ4gkZ6SsdRaicJIJTT9QL\n", + "vrrIPiGvsCRKpkCR71liKMpAIfW5tgQUs0IXFXGhBBSO7PAYczBSUNRvtwQ3o18fWC6KajXN3ekN\n", + "mEQvKbMUSbiE6FUpqRDtYikAtZl4pXnou1YpSIUjurKR+FUpvs4aI/bFi18yqXpLgPRFqDv2GYfs\n", + "JZWSKBk8pK8aqub9trb3zZmaIUpNomyS10NEOx9J9KKpUMHrNDvPvg3bjIXMgpYQU6nAclaVo93d\n", + "DqT/9Ht2nHQX1ooujCRi1XiR/9czQEM8pQk3+cq91slX3AkTmyrFFpGEJYN6l7x4KEAllEnEeqgH\n", + "2epFzYfClIPNmW+lOpMudPA7Q50uil/y9cHLsiYVeDZjnHw3x6Mxzj3wOx5v+oZv31ZvcC6IxLBm\n", + "URFImR605TXP3Ela5ihIQSAkzfvY3GZcSqgtLJi+JtJ8BL6rUjCjbo8SbqWJ/OtdKSPXnVX0yPXc\n", + "iiPp+NAINt3XG41g3IOduM9SE5HpUNzDPWA+LPnB4LDKfLi9CiUGqYK0xwtL04pARW4voXPPce5Z\n", + "cHH3M2udUcSCebAk/1C5hZgwwZ438ANiw6V+Djy4XievtlrLqZz2pMnBW3YS0a4vzIZ5NowRH6fo\n", + "mb3SOIqcZo8eEGOuyLnkOXO934XSnzF5pehsaVYta9jIE5/Zc4suedts+kXl5h6AQ/ObPYeufcsS\n", + "MpebCXm2fytbVrTlhVTLL/bMFCUufST0nAOpeURJJoxxOfxJbyqlkMxERtlN25VP9xZX04h2T88H\n", + "l5oBR3Ph5PymhHOK09o5ccySSS1TsE9wWnv/2B1OuRUVQXIJTqXuEa0lNOdqj4nGXrmYtP7TwZzm\n", + "1D2A5lCKKllUhUtz2lRFTUlOG3lhc5JTIQD5eChhC8IRfZJTIWL+ywlOhdpQ2iDB6ZwFeKqp2OFg\n", + "SnDKOCU4lanPJoRwYHft7a0jD1KWijQQWBJCrIMxrYWLrkQXZsgqU3FyU5lQ24G6N+STey6NtYR2\n", + "aw967VKbCsVN9/3X/aT0pgyrelcmcJGYspsKiikxLtxhmXLpTaXc14MiuWm7oHkmE73saMRY234X\n", + "kj0YpzZ1HAGpTY8MRFjL//nzH3/+549EV+e7Dnb89xr/v37+798/199/jf0+/st3vAfnucX1Xn63\n", + "Ieq5Zz+vZ/Oucbfc6rgZjKfXAfF//19//vPPf/+RGLXxX/37f0eD/yX5ilS1EwKZ4wkmNVXLpMIf\n", + "SxiGBkmbpJp2CYuV1tUURIpJw8HTzWKwGkpYv2FVhSYPR055V5FLSPpn2pka6YvJXETmZ7HPxcxg\n", + "f4HMDID/efJEqVaRmjc48hetijtbpw/6qcQyLCAakdAL2t0I1+NiCZFWL1SBXi7K39Yeow+EmwCH\n", + "1Glk0iu+UNuIKFV6IDgIFaPZ9SwbbEVc8bQpEg1RerJIeSC1DhqaeyNHFfdgJaMT4VH3zqCJSfaB\n", + "im5mcYh7JscCsxX750nI9WrXEFooL23WsthplnuBY4tMo7kS9aw1rPWgVGgtG/OLQkvubLGkKLM9\n", + "tNG5VyqVxHgjicA/oQRfFZ5xQm1KGiKPYDoMSiw7owVDukdK01Gk7sJacpaOTKaeUji2hDlGYtFm\n", + "a22uQ1qgyiYGMzXd385RnuQs16MxwIaS1CxX/Oz78pZbr6khg88edMEzTx5B7Y76TIX8Xz1u+/3n\n", + "eROMvkhxIV8nOMNIIb3VvaXsS4blkH+etG5gFIvNOYxTI/CTjFgqWaldxcjveKSsDP5Nt+abCH2l\n", + "xM1jIovJkaEv2/U3uGsq3p+HjJbY4fsD30t70REWKnDfDaZatuyxXuYBR2nfLjoGaO28l9mz+rRc\n", + "/DzRnj/7fWDbTHjy8yRK68VP9Y2wfkz2HTSfrLULMHzO1XvRCup4K+KpGBZF9KupcAYTNe2knWSl\n", + "DHvZfGuUNXKHiYfK0NqNuVxtabbA9QXuxALXv3+eJ5ZooC8P/h9PUnk7fNzdE7kgKqmjCoFndPqL\n", + "YF46zi3/YJ/hldbQHeaITp+p+Yj7wBew6Jsiu2T7xWJ3KAdfFtX//oM5rz9v8KI8ecUCu+fpQd5H\n", + "lETQzqE5LDsg7cySJHLFNwyWekVK6VDixJCeLljg0wNksss+ULiQXiSb4DedMzr0V/PTO6W/TADk\n", + "5CGqkmzsxOR/Sc3AOP7LsSQR659fY4qLCNDhEr+Guw2y11kmfvx7nMmt/309i+F5WGorcczCv8Y/\n", + "BrXrXa8S/j9P3Xt//s03vwvZj6TTeiBrrKGVVbxAKdvyM6NNsu9S7tCVi6MVVU0Eu50a9o/kal9H\n", + "Ohpe5o3dqssjcxUtOQpJF1glE7yhGJOQxirkfcXdaBmnOgx2q/JD7nYls6F00y/SkLtVOUQ7lYnk\n", + "jdUSMXQLmJURr8sDg1VlVAJ5ZG1l0zqDJeOAaxbg8oa79nXGOEmRTZsdg7RycFu6zR4NKMSiejbY\n", + "LAXdsqcQKDNoejvCA2Qi+bg2tfNCwZ+5Aqzn2PdinbQXFErgv4RJ/tZKy++7FRomj+rZ6IVDvrVY\n", + "IvepQg2saE2wqhLs1uVhZz5xSuFjq3hJHBKhb/5phIsqSxWCrbE6zdRTrSGSDmBtENMJheIn4rYk\n", + "6xhncjSfVyZRMt9vT1BJ4OMbNjAOc7x97hFzF6rAoFCBd7ZCHcdujMoePKj7mlXJeV0SWivk6hrN\n", + "9WPSD9YFnTKgz3DWqqXGWcu/yJvXiAzqmmlpRm7qX3fK5lA+ujSeT2iNHJ7mw5J4AnAfb75W2PQV\n", + "tXIgwdOPUhdKvSjnR1Q5cM6+WkujvqIWDiEz73fCfzyu1zwtYyVfIzNTilgoFF6wjeOxU6wAU392\n", + "VfODaq1S6OXAdcV6/FLiXbhAjfW/tq28HJ5slu2HyT9Of0d5ScwfXvMhOdLXYdEaq++yXo6lV7oT\n", + "CUxmcwCI8IRiVoNJchjqrRp2IbcgghNxGoIDvBEs5brwsF5gkTOxkKeo1M972oQQEXwYbTPOynrR\n", + "9snmrzg5KbyZdPqhyJecVyo5ZNMjyRc10ELwRSNzizXsIdH1blnNZjfPMjLQWW0tIYaK+IQix5Jv\n", + "7Tj6Yb1Ojl7U71LYRjHzeGnGoyGVg2DCTsj3ua4biayYZQUwJDjHloUaj59OWbbtaqMQlpnETtmq\n", + "RQUEE6xbuzhEB/PaAt2zgFpFiVdri19AirM2VWfYeTfGTXeUA+WENchF+3rPwC/DIuqp1o1hzS4m\n", + "N3g1oT6Snva7d4hAKrT2xaVJtO2anJ1aKbOfgh7ZtrS01xT01LIF0AQ9At3CQi2xrzjLdaKVLDs4\n", + "PeNNrJPfXvaTugomPpl1rweIaoXVCd003nzAD0pB0jRB4CaxGriotJbAoaKV6MVMzjbRilESrRhm\n", + "uhxXx8+68v0/Lh3ZCgplbmRzdHJlYW0KZW5kb2JqCjUgMCBvYmoKPDwgL1R5cGUgL1BhZ2UKL1Bh\n", + "cmVudCAxIDAgUgovTWVkaWFCb3ggWyAwIDAgNTI1IDM3NSBdCi9UcmltQm94IFsgMCAwIDUyNSAz\n", + "NzUgXQovQmxlZWRCb3ggWyAwIDAgNTI1IDM3NSBdCi9SZXNvdXJjZXMgMyAwIFIKL0NvbnRlbnRz\n", + "IDYgMCBSCj4+CmVuZG9iago3IDAgb2JqCjQwOTc0CmVuZG9iagoxIDAgb2JqCjw8IC9UeXBlIC9Q\n", + "YWdlcwovQ291bnQgMQovS2lkcyBbNSAwIFIgXSA+PgplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAv\n", + "Q2F0YWxvZwogL1BhZ2VzIDEgMCBSCj4+CmVuZG9iagozIDAgb2JqCjw8Ci9Qcm9jU2V0IFsgL1BE\n", + "RiAvSW1hZ2VCIC9JbWFnZUMgL1RleHQgXQo+PgplbmRvYmoKeHJlZgowIDgKMDAwMDAwMDAwMCA2\n", + "NTUzNSBmIAowMDAwMDQxMzYzIDAwMDAwIG4gCjAwMDAwNDE0MjEgMDAwMDAgbiAKMDAwMDA0MTQ3\n", + "MSAwMDAwMCBuIAowMDAwMDAwMDE1IDAwMDAwIG4gCjAwMDAwNDExODUgMDAwMDAgbiAKMDAwMDAw\n", + "MDEzNiAwMDAwMCBuIAowMDAwMDQxMzQyIDAwMDAwIG4gCnRyYWlsZXIKPDwKL1NpemUgOAovUm9v\n", + "dCAyIDAgUgovSW5mbyA0IDAgUgovSUQgWzxBOEJGMzg2NTlGRjAwMTAxMTVGQUREMUQ0RTRDMjUz\n", + "Qj4gPEE4QkYzODY1OUZGMDAxMDExNUZBREQxRDRFNEMyNTNCPl0KPj4Kc3RhcnR4cmVmCjQxNTMy\n", + "CiUlRU9GCg==\n" + ], + "image/jpeg": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrsnQd4FNX6xj+SQAoQSCBA\n", + "Qgq99xYQBUGKIIpeQFQEFBXLH71cy0XFctWL7YoNRUVFQcACiAKiCCK9h94JhEAgCS0QkpAAIf95\n", + "T5hld3Z2s5tsQhLe3/Psk+zs7JQzZ2bf852vlMnREEIIIYQQQkopXmwCQgghhBBCwUsIIYQQQggF\n", + "LyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIoeAlhBBCCCGEgpcQQgghhBAK\n", + "XkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEU\n", + "vIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhIKXEEIIIYQQCl5CCCGEEEIo\n", + "eAkhhBBCCKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCAUvIYQQQgghFLyEEEIIIYRQ\n", + "8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEApeQgghhBBCSine/9FgMxAz\n", + "nnzySdm/f7907NiRx1+I+yrM4/zxxx9l3bp10qZNm2K1rcLizJkz8s4778hHH30kP/30k9SoUUNq\n", + "1arFm7kUt+W1fE69/fbbMnfuXOnZsyc7DH+bPH4fmfWvkvAcLq74XG8n/Oeff8r//vc/qVSpkvzw\n", + "ww/i42PfBNnZ2XLvvfdKSkqKPPfcc9KrVy/2FFIiOXXqlBw/frzYbauwmDhxosTHx8ubb74ply5d\n", + "kpo1a7ITsC0JKTX3UUl4DhdXrkuXhsqVK0taWpqsX7/e9PMNGzbIxYsXxdfXlz2kgGRmZsrgwYPZ\n", + "ENeIJ554QtydxHF0zfKzraIGlo8777xTGjduLM2bN5fg4GD262LeloTP/9J8np6+j0rCc5iCtxgB\n", + "Idu+fXtl7TXjjz/+kG7duklOTs513TnKlCnjkR/NrKysEnv8RbGvojzO4n7NCsL58+clIyNDqlSp\n", + "wjYqQW1Zku5zUjzuk5LyzCxJ99H1gM/1eNIXLlyQ3r17y7hx4+Ts2bPKvUEH79F5P/jgA5k3b57d\n", + "dxMSEmTy5MmyefNmtZ06derIAw88IG3btlWfw3IMV4m1a9dKUlKSBAYGSvfu3eWhhx6yuUnhzwPX\n", + "iXbt2sl3330nR48elZCQELnjjjtkwIABTo/flX24u32I/xkzZkhycrLyMYJLR9myZZ0eB6Zpvv76\n", + "a9m1a5e6sbH96Ohoefzxx9XnX375pcyePVsdh+6DhP3D/8rT5+Dq8buy36+++kpOnjwpw4YNU8ew\n", + "c+dOufHGG+X555/Pd1u5e5x59TOM8v38/OT999+3++7TTz+tLA6YSoMP2OnTp+Xdd9916fydXTPj\n", + "tnS2b98uU6dOlT179qj3sGSMGDFCGjVq5JH+7so+4Bun36+YOvTy8pIePXrIP//5T7tt5XV982p7\n", + "Z2306quvquX//e9/bfaJz+rVq2c5HmfH4Gpb5XX/Xeu2LIxnoTv3niv98ptvvpG9e/eqazt//nw1\n", + "VVy+fHllEMG6aItVq1YpP8zq1avLwIED5bbbbjPdH66xt7e3fPjhh6b3JGYNJ0yYYGod/Pbbb2XF\n", + "ihVy4sQJi6EFbfSPf/xDHnvsMZf6pbtt6cr2CnJ9nd0nru6/IM9bHC/6bsOGDS3fxzWEJbZPnz5u\n", + "9xVHbQExa3ae2Jez+8iVfZph9hx2ZVv5fV5Q8JZwLl++rJzdAwICZMmSJXLXXXdZPsP78PBwqVu3\n", + "rt33cMM89dRTEhkZKS+++KJUqFBBrY//4ZTeqlUr1akTExPVjRsWFibbtm2TTz/9VPntGG+y1atX\n", + "y759+2T48OFStWpVWbNmjXz++ecSGhoqN9xwg2OzvIv7cHX7cO2AX3P//v3VDYmHO34IcL44VzPw\n", + "UMZDr0WLFvLGG2+oB/2hQ4eU37POfffdp3484GSPm1G3rnv6HNw5flf3e+TIEfn3v/8tXbp0UT86\n", + "+jRUftrK3XZ2pZ/dfvvtSuziB83aJww/Inj44Qc2P33H2TUzY8eOHaqdunbtKq+//rrqF7/99pva\n", + "P374GzRoUOD+7so+0J74kX/00UfVYAD/Y0DgCEfX15W2d7eN3D0GV9rKlfvvWrelp5+F7tx77vTL\n", + "mJgYdZwQCBApeA8BumzZMiXC0B/gBvfXX3+p72JfmJo2gnsSx4frYB2UhHsU9+Szzz5r2n4QhnCj\n", + "w3XE+S5atEgJ448//tgiWFzpl+60pTvby+/1dXafuLr/gjxvAa7h7t27VV+uWLGiuoZ4bgYFBVkC\n", + "3tzpK2ZtgXM3O09Ydh3dR+7sMy9c2VZ+nxcUvKUAXHwEq2E0itGjteBduHChsv6auTOgM6Mjv/XW\n", + "W+Lv728ZSWHkhAckOhdE9Msvv2z5Dh6YuJHRKY0P+dTUVPVgw4MI4OGGhxMeuM4EgKv7cHX7GKW3\n", + "bNlSRo0aZVkGwT9kyBCHx4BtY7R78803qzYAxpsUDwHc4BjtW1vRPX0O7hy/q/vFDwYeyPgRsyY/\n", + "beXud13pZ3C5wY8Y3G9gUdHBe5wjPs9P33F2zczA8cCColtHAaKHcY6w3sAaUdD+7so+8MNTrlw5\n", + "9RnECYSLMxxdX1fa3t02cvcYXGkrV+6/a92Wnn4WunPvudMvwUsvvST169e37BtWy7i4OGWpRxsA\n", + "bA/W3k2bNpkKXgiOzz77TFn1dCumfk+iz+BambFy5UplfUX76NZBiCfsRxe8rvRLd9rSne3l9/o6\n", + "u09c3X9Bnrf6jBauCayZoFmzZsooAIuvLnjd6SuO2sLsPLHM0X3kbv8s6D2d3+dFaeO6zsOL7Aux\n", + "sbHqwQYOHDigRj0YSZqhPzD0G1QHNyRGkbAcm4GbDTeekWrVqlkeSjqYskEUpruY7cPV7aMNjOld\n", + "sD2MXB2BG7tz587qZpo2bZqaiiso+T2H/Bx/XvvFw9hs6rIg+3L1u670MzxM0U8xYNP7Hf7COoTl\n", + "zixyrvZPV2ZKMK2HfmDkpptukq1bt9rcE/np7+7uw1UcXd/83uP5wdExuNJW+bn/irotPf0sdPX+\n", + "cfc8ca11sasDcQILoi52dRcDHCemkx21A35TFi9erKaM9WPBPYp70tEsANY1ZgvCe1jh8tMvXWlL\n", + "d7bnieub3/usoM92XEdd7Op06tRJ/dbDqOVuX3GnLYriPnR1W4Xxe00LbwkDDzmMSvFAwrQDrLvw\n", + "acFDDj5FRjCdgpx4eDl6cOEFvy90NIyo8B6pSHCTGcG0ihE8VPMKlsN2XdmHK9vXj9nMUoVpJme8\n", + "8sor6uEOiwZG7HgwoR1dSbviqXNw9/hd3S8ekpiyM7u++Wkrd77rSj+D9QRWBqyDaT+0Pf7ix9jM\n", + "Yuju+bsCfA/xXbNzwnXDZ/qx5re/u7sPd0S+8fq60/b5mVVy9RhcbSt377+ibkt3+pon73N3z9Na\n", + "1Frv29E97ay/9uvXT37++Wc1dY7/4aqAexL/OwLXbcGCBeovBNrff/+t2st61sOdfulK33Fne564\n", + "vvm5z7DP/D5vdeBXbGaswe87XA7QLu70FWf3bGE9Nz21rYL8XlPwliIrL6aP4IeE6RhHvo8APkCY\n", + "EkDgghkYkWO6Aw+t//u//1MWAtxwCGTxFIgE9eQ+MMLGqBVTHkbOnTvn9Lu48dF+eCEJOKbR0H5T\n", + "pkxxamH05Dm4c/zu7NcsCrggbeXOd/PqZ5hKBPATbNq0qZoyxcMLf/HeUVLzwug7CB7Bj5cR+IbB\n", + "SqUfa34prH04ivJ2te2dbddMEJkdf0Ejzd29/4qyLa/lc8rd8/RkxH9ERISyUkLAQuTCiOLsngRo\n", + "J/hgwjUJxx0VFaUCqrEtT/XLgvTzwri+ruwf+83v81bHzNqMfoHtQgTiXi3qvuLJ+9CdbeX397o0\n", + "cd2XFr7lllvUDYUAAXRmWHgdgehROOYjKhM3uvEFdwhMFTz44IPKORyWA9xQusuEJ8C2PL0P+ERh\n", + "isk4encnuTWs5QjKgDXj2LFjluXwYcJo2loEePocXD1+T+y3IG3l6nfz6mfWD11Yc5FVBIEx+OvM\n", + "uuvq+ZtdM0dCp3Xr1iq63Aj8EuHnWNAfiKLYR37a3lEbwapivJ64Hwo7Ubyj++9ateW1fE4VdZ8x\n", + "s/JCUMCXFb7AeU2BY9oe12369OnK4gkhYh005u4zwZP9vLCeJa7uv6C/TXguGl2m4IeNjCme7Cuu\n", + "PjM93T/zuy1XnhcUvKUQ3KgdOnSw+FlZ+00Zwc2NmwcdBdZg+M5AZHz//ffqBb8pjKhgaTt48KC6\n", + "oRE16clIyMLYxz333KOm3iZNmqTSmmBqHNt0NsrEQ2fs2LGyfPlydRxIdQLfIPzgI8uFDh4sSMeD\n", + "KRQEJCDK1dPn4Orxe2K/+Wkrd7+bVz+zBtHC+D4imfEX7wvad8yumSMQ2Y5tIfgE28ML/+NHHLMm\n", + "nqAo9uFu2ztqIwSLYOCL5RA9EDxoY7Op1YLg6v13rdryWj+nirLPGEGqKlwHpK6CJRHBbM6Azyp+\n", + "h5xZ2dx5JniynxfWs8TV/RfkeatbihGQiPsQ34dhCxkzkEHCk33FnWemp/unK9vK7/OitHHduzQA\n", + "ZGVAFCv+OgMjT+Q2Raf+4osv1DQCHlLwA0amB/jRIFISUwSY5sFDDNtETkfctJ6gMPYBnytMbSAi\n", + "ds6cOeo88UDAA8LRiBU+VIjmRqYAPOTwvkmTJio3oB6ZChAhjKm6X375RbmOoJ0eeeQRj56Dq8fv\n", + "ibbLT1u5+928+pk1mM7CFNWsWbPU9KCz/JSunr+ja+bI6oaIakQDI2IbARL4/nvvvaf6gycoin24\n", + "2/aO2giBIg8//LBKC4TrjGAhRJTDz9GTuHr/Xau2vNbPqaLsM3Y/qpoQvPXWW5VwQ79wdj0AfHWR\n", + "NQCpt3SrHdKJIacrBAveu/NM8GQ/L6xniav7L8jzVt8/jADI1ACrMO7H5557Thm5PNlX3Hlmerp/\n", + "urKt/D4vShtlcq73cmKEEEKIB4EQhAUNxQrgk+sIzALAAom0ZEgthRlGBBrBCger5gsvvJCnhZiY\n", + "Aws7sjHAqkuIGoyyCQghhBDPgIAuWPjhp+pM7AJYBJEP9e6777ZZDh9eWAoL2/e7tEN7HqHgJYQQ\n", + "QjwIfDcRuISSvsgiAN/KvEB2g5kzZyrfVFh4IdBQphfBa0ibZZZflRBCwUsIIYRcE8aPH6+m0JFO\n", + "7LXXXnOpktWgQYOUCwN8K2HNzc7OVpkLEF2PbA2uFlgghOQNfXgJIYQQQkipxotNQAghhBBCKHgJ\n", + "IYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIRS8hBBCCCGEUPAS\n", + "QgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQih4CSGEEEIIoeAl\n", + "hBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhFDwEkIIIYQQQsFL\n", + "CCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCKHgJYQQQgghhIKX\n", + "EEIIIYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEELBSwghhBBCCAUv\n", + "IYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIeQ6xqe0n2BsbKyM\n", + "Hz9eUlNTpUqVKjJmzBipWbOm2+vNnz9fvXJycqRevXry3HPPsfcQQgghhFDwXlsgTt944w156qmn\n", + "pG3btrJu3ToZN26cTJw40a315s6dK5s2bZL3339fAgIC2GsIIYQQQkoQpdqlAVbbihUrKhELoqOj\n", + "JTs7W+Lj411eD2J41qxZ8vTTT1PsEkIIIYSUQEq1hffo0aMSHh5usywiIkIJ2aioKJfW8/LyEn9/\n", + "f5kyZYrExcVJenq6DBw4UHr27Mnek08yMzPFz8+PDcE2Y5uxzdhmbDNCioRSbeHNysqyu6l8fX3l\n", + "/PnzLq934sQJJYi7deumXBrg5/vdd99JYmIie08+MbY/YZuxzdhmbDO2GSEUvPkEIhYjSWtgoYXF\n", + "1tX1vL29pVGjRtKsWTO1vEKFCtKqVSvZvXs3ew8hhBBCCAXvtSUyMlISEhJsluG90X3B2XqhoaGS\n", + "lJRk85mZRZgQQgghhFDwFjm1a9eWCxcuSExMjHq/fv16FYyG5fg7bdo0NbXibL1q1apJWFiYSkkG\n", + "4Mqwfft2adq0KXsPIYQQQkgJoNTn4R07dqy8++67yv82MDBQXn75ZSlTpowSuvPmzZMePXoo1wVH\n", + "64Fnn31W3nvvPfn555+Vby/eV6pUib2HEEIIIaQEUCYHebcIKUJSUlIkKCiIDcE2Y5uxzdhmbDNC\n", + "igSWFiaEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQggh\n", + "hBAKXjYBIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBC\n", + "CCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQUvpISDkv\n", + "B06ksSE8iA+bgBBCCCHk2gOR++aC3fLX7uPqfdcGITJpWDvx9aF9sqCwBQkhhBBCigFPTNtkEbtg\n", + "2b4T8vv2RDYMBS8hhBBCSOlgb/I5u2XT1x1mw1DwEkIIIYSUDpqEBdotC/Sn9ykFLyGEEEJIKWF4\n", + "p1o27+G7O6pbfTaMB+CwgRBCCCGkGDC4fYQEly8nC7YnKmvvgDbh6j2h4CWEEEIIKTX0bFJdvYhn\n", + "oUsDIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGE\n", + "UPCyCQghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEII\n", + "IYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQ\n", + "QggFLyGEEEIIIRS8hBBCyDUn69JlWbQrWVbFnmRjEEJcxodNQAghpCQwOyZB3v5jj5w4l6Xed20Q\n", + "IlNGdGDDEELyhBZeQgghxR6I3DGzt1nELli274RsPnyGjUMIoeAlhBBS8jlwIk0uXc6xWz4rJoGN\n", + "Qwih4CWEEFLyaR0ZJCEVfe2Whwf7s3EIIRS8hBBCSj6+Pl4yvFMtm2UtwivJsE5RbBxCSJ4waI0Q\n", + "QkiJYFT3etI6srKsPXhKujeqrv4nhBAKXkIIIaWKzvWqqhchhLgDXRoIIYQQQggFLyGEEEIIIRS8\n", + "hBBCCCGEUPASQgghhBBStJTqoLXY2FgZP368pKamSpUqVWTMmDFSs2bNfK2blpYmI0eOlMGDB0v/\n", + "/v3ZcwghhBBCSgil1sKbk5Mjb7zxhjz88MMyffp0GTJkiIwbNy7f637yyScSFcV8j4QQQgghFLzF\n", + "BFhsK1asKG3btlXvo6OjJTs7W+Lj491ed/ny5epvs2bN2GMIIYQQQkoYpdal4ejRoxIeHm6zLCIi\n", + "QolYo6XW2boQwjNmzJD33ntPfv75Z7v9ZGZmyvnz59mT3CQlJYWNwDZjm7HN2GZsM+Ii/v7+4ufn\n", + "x4ag4LUlKyvLrmP4+vqailNn637wwQfy6KOPSoUKFUz3g++xA7r/oAsKCmJDsM3YZsWMPYeT5ddd\n", + "KXLgRLr0bVZD7mxdk43CfsY2IxS8xRmIUFhfrUlPT1cjJFfX3b17t4SGhkrr1q3ZUwghpZole47L\n", + "yKkxculyjnr/584k9ZeilxBCwVuMiYyMlJkzZ9osS0hIsHNdcLYuRDDcGlasWKGWZWRkiJeXl2zb\n", + "tk1efvll9h5CSKnhs6UHLGJXZ/KqOApeQggFb3Gmdu3acuHCBYmJiVHBaOvXr1eBaFiOv99//70M\n", + "GDBAWXwdrfvWW29JmTJlLNucOnWqVKpUiWnJCCGljkuXL9st25ZwVrIuXRZfH6ZsJ4RQ8BZbxo4d\n", + "K++++668//77EhgYqKyyELDwzZ03b5706NHD4uLgaF1CCLkeuD86SjYfPmOzrGOdKhS7hJBSQZkc\n", + "JKElpAhhwALbjG1W/IAl95Fv18ry2BQlcns1rSFjbm0k4UH+bBz2M7YZKfH4sAkIIYRA5H40oLFk\n", + "evmLj1cZCanoy0YhhFDwEkIIKX2EVmKaRUJI6YPOWYQQQgghhIKXEEKIeyDF16JdybIq9iQbgxBC\n", + "rjF0aSCEEA8zOyZB3v5jj5w4l6Xed20QIlNGdCjwdpfvOyHeXmUkuk4V5WdLCCGEgpcQQoqc0+kX\n", + "5MU521XWA51lmlDdcOi0tK8VnK9tograK7/ukISU3NLo2M73IztS9BJCiIvQpYEQQjzIgRNpNmJX\n", + "55fNx/K1PWxr9I9bLGIXQDzDXYIQQggFLyHkOgKCECIQFtZrSevIINOUXvlN85WQkiGp5y/aLZ+z\n", + "+SgvOiGEuAhdGggheYIALIiu4PLlit2xQeA+N2ur/LX7uHqPY/z2wQ4SUf4aPVS9ysjwTrXkvT/3\n", + "WpY1CQuUEZ1r5Wt7dUMqqBcsx9awIAQhhFDwEkI8AKbTP1t6QKavi1cBWK0jK8ukoe2KVVGC8X/u\n", + "s4hdXQB/vuyAjOtb+5od06ju9VRbrT14SjrXq6pK9BaEkV3qyJjZ2yzva1UpL4/cVMdjx4tMEjjW\n", + "piHl5FZWwCKEUPASQq4nPly8Twlenc2Hz8iXKw7Ki30bF5tj3H70jN2yP3cmybM3h8u11G4Qunh5\n", + "gsHtIySqSoAKfkPAWvdG1TyyXVjtB32+RvYmn7MsG5uW41ExTQghxQH68BJCTIF1d9bGBLvls2IS\n", + "TIOyrhXdG1W3Wxbg6yNBAWVLXJtjQOHIBxlW4jG3NvKY2AWfLTtgI3bB5JVxyoWFEEJKE7TwEkJM\n", + "gXX3RFqWvRC+eFl8fYrPWHlIdKRMXhVnCezCsY0tRhZoV/hl81GZsCRW+enCB/iZ3g3l8a51C32/\n", + "ep5gaxLPZsr2hLPKJYMQQih4CSGlmiVWfrHW3KsJzOIE/IkXju6iij34lvWSAW3CVeBaSkpKiWjn\n", + "Q6fS5dmZWy1WVfz9cNE+GdwuotCDBO9qXVNZ7K0pX85H6oaU5w1ACClV0KWBEGJK3WoV7Jb5lfWW\n", + "l24rftbT0Ep+KlAMvqfFMZOEM9YdPG3nQgCXkfnbEgt93/AxRhU4neoVy8k7A5tLoH9Z3gCEkFIF\n", + "LbyEEFOGdYqSBdsT7ZZdr+w6lipr405Ju6hgaRFeyaOi04yichtByWNkaYDIbh7iIyFVgtn5CSEU\n", + "vISQ0gEEzvJ9J6R+9QoqzZURBEmNH9RSfthwRAL9fVRu2S5W1sDrhfQLl+SByRtUdTMdtMuAtuEe\n", + "2T7y6fZqWkNlltBB3t5+LUOL7Bx10V1S3EAIIYSClxCSJ+P/3CtT1sSrQC8ESY3p08g0FRVEnaeE\n", + "XUnlm5WHbMQuQICZJ9tlwr2tVeDdvqRzSvz2bFJdXRdCCCEUvISQfIDpawg2HfiP4v190ZEqYMka\n", + "pKyase6wKm/bPKyyJJzJkCV7jkvzmpXktf5NTS3DAEJ6XdxpaaatB/9aV0DGgABfb7tjuNYYK5wB\n", + "BJohhZinMhnAfaEosjIQQggFLyGkVAGXBQhVlKW1ZtvRs6YCddHOZLmzdU3LMqTKGv3jFst762pm\n", + "KIDwL+2zOU90ttkOxPOrv+6UWTFH1P4h5Mbf3VJubRaq3CewrHPdKjZBURCOSIGGbcKq+fjNdeWZ\n", + "Xg2LTTve3jJM5mhtYfPg1I6TmQwIIYSClxByjYDofPePPSrdFIoYwEf06wfaS8PqFdXnKFzwzu97\n", + "7L5nzG4wacVBp/uBUIUFWN8uQGowlCG2Ft1v/rZH3tb2l5ByXi3D8cwddaPaH/xjH5qywVJsQbc2\n", + "Q3gbhfq1An7LCFLblpA7UIBYR57fwsxkAKsysje0rRVk076EEEIoeAkhGij9O2n5VbEKofnR4v0y\n", + "cUgb9R4CCqmoYFHVgd9ofgLSjmrbthZkmw/bBz0dO3ve5j2O58eNR9QUPjIfmFUWg1hHVbFi8ZD0\n", + "KiM/P9FZFu1KVpZwBJMVltsFBgCPTo2RlbEnLft+Z0CL696PmhBCKHgJITas2n/SbhkyAECs6VbJ\n", + "ScPayY8bjiiXhztb1VRZAYzcHx0lL87Z7nA/sNQaU2p1bVhNZXXIi182HVWCF2IZbg/GUsXZxai0\n", + "LazOcMcI9POxCSbDMcOiPW1dvGRkZcuQjpGmgX/ugAA5Xezq+/Z0gBwhhFDwEkJKPAikshZNunDy\n", + "9r4a9Q+RmVdO3f6tw+SvPcnKdxcWzeg6wZJ0NlOVG0aFrgc717bLFQtBiEA2BHXpRAQHyJHTGTbr\n", + "1dTE8vxtx6RO1QoysG2EjRsE9jWsU61i0ZY4xtfm7bKU4G1fK1hmPtZJ/T9WGwxYVykb99tu5YYB\n", + "lxFdEM/fekwW7kqWFjUrySNd6uSZWzc/AXJwK5m6Ol75TYdW8pextzVW14EQQggFLyGllvuio+Sz\n", + "pQdsqneNuLG2w2l4iCysa/QVxfpfD2+vXA5QsteVaXxYP+eO6qxcFvC9gW3DlVgcPnm9xYpb0c9H\n", + "Vu4/qbI9gCduriujezSQjYdOS9eGIZbSwNcauBeMmbVd/dVBejIcN0TtPE3MGoFwx2ewpvf9eIXF\n", + "bxkWdghTpB9zhqMAuagqAabrYz/3TlprcQuBOH5m5lZZ80L3YpftghBCKHgJIR4DacAQFDZ1zSEl\n", + "ZIdoAtjMOgir4evzd6q/AH68k4a2tVvPXfEJtwnrqX1YPRf88yYlFC9l58g7f9gGzH29Mk42jO2h\n", + "id76dttKPJupziP+VIayKhel5TL+ZIasvJqIAAAgAElEQVSN2NWBIIWoDanoaxG01scLIPiNn/2+\n", + "PVFO9GuivucI+FHDvQS+zQAW4bG3NXF4DZD6zegDDRH86+ZjKs0cIYQQCl5Cih2whkI0NaxRUfYm\n", + "nVN+tikZF6Rf4yDpGxSkrKRIF4bgsBvrV5V+LcJMtwPR9PaAFg73AyH8xPQYi0ADsELCV7UwqqlB\n", + "9OL1pUnmB5zT7zuSZHD7CJvlEMgjp260WKpR5viT+1o7PGdPgzaEn7JRuOp5hYd0jLLLdnHXlbRu\n", + "6VnZpm2+MT5F+jSr4fiB7FVGpXqDOM64kK2da6jTbBCRDiy/ZzMv8mYihBAKXkKKn9B9de5OJToh\n", + "jKpUKCen0q5a7iD2Jpb1k3/P3iZpmblWRwSHQbDmJ1Aq/lS6jdjVwTYLs3wwLLTwdTViVpzC6JYB\n", + "YA0uKsELRnapK6/8usNGuD92pUAEfKDjT6bLAk2sIyfvQzfWVvmGlRiOjpRPluy3OX5Ya1tF5F2o\n", + "AutZ50N2BtxQYL3XrfQArgy3F2EbEUIIBS8hxCXeXLBbiVoda7Gr8+zMrcrqZ81kTQAieMzdMrRR\n", + "VcorkWkUvchE4ElgvU08e95SkQ1/+zYPtTlXWEXNRPaly5ftlm1POKtEZFGV3YWobVC9gmw8lKKE\n", + "pXVWCghLWNHNLOlwW4BfMgpq4HiRxxfvXa065w4T7m2j+g/cILo3rqbENizThBBCKHgJKVasPXgq\n", + "z3WMYhdAsPabsFITX96qOtkNdau4duNrghGBbNbWVuV726WOR84HfqTjF+1T/q74H2Jx0tB2Sgh+\n", + "fG9r6dWkunIV6NO8hsMCE4PaRthYLkG7WsFFJnZ1Otapol7uMqp7PSWYkdWiMItoQNzqOZYJIYSY\n", + "4/0fDTYDKUoyMzPF358WKGtij6fJjiuBSu5yMi3X73f2pgSpV62CNHCxMlfbqCC1fkA5H7m/Y5T8\n", + "b1ALqR7oGQvk6/N3y3dr4y2ZGZDOzMe7jNxYr6p4lSkjjUIDpUPtYKcBcXWqlZdtR87K4dMZSuTe\n", + "1iJMXu/fzOUKZ8Whn/mW9S4WGSd4b7LN2GbkeocWXkKKAUglhpyu1j6fuh8vBF7j6uVl3aEzeW7n\n", + "k79j3fJxxbqF4RNrZrFGAJ471dPgMjDt4WiVagv/O8tuQAghhFDwElKM2JZwVqXaQvYFFF1A1D6y\n", + "MoRU8JXE1Ks+tWczLsqvo26URtpnZ86ckTu/3GzxufX2KmNajWxP4jkVAAdxqBc+QBEKWFaLsloX\n", + "fFbNiijkB93/l9gDtxC4jDTQ+khRu3oQQggFLyHEFKTlsvabRRWzJ7vXlz93JdmIXQBr7x87EqWl\n", + "Jh7LeZeR3566SX7ZclQJ3ZsbVJO+Hy2XiwbRC6GLF4TxHZ+stFQIgy9trCZA3bGw6iAYqkYlP7em\n", + "5lEpzVhA4fGb67IDeAhYvd+Yv0uW7T2h+gl8pKc82MFldw9CCKHgJYQUGsiqYGTCkv0O17cOVIPg\n", + "HNG5tuX9070byrt/7JGcK5q3RqCffHhPK/X/N6viLGJXBy4FyBSQV3lbnUW7kuW9hXtVhTBYD0dp\n", + "wtysOIQZEGBTR3RQac6CAsqpzAHIa0sKDiz3D3+7UQ1gdBDch2IX+UlRRwghFLyEkGt3c2oic3C7\n", + "CIefP961rvoc1mFM+1tnEsA0txFU5IK11qzqmhFYiEfN2GQJOoMVEXllURzC1dRaSDVWmDl9r1dQ\n", + "pjnWxF1kwl+xqh8UZTU6QggpKXixCQgpOlDm1xVQuva3f95kYxWFTyzK8iLnql79C1bfe9pH2qXN\n", + "Gtzevqwsprsb1HAtPdaOo2ctYlcHonfGunin34N/MqbbSeEAa7ujFHapmRflkakbVSU+QgghttDC\n", + "S0gRcl90pAoig2iBWP1Hm3CZt/WoJKdedT+AyJ00rJ1NENLnK4/IF6uOWN5PX3tYVozp5tCvFlZc\n", + "FHTQ/WgRRPZsr4Yq24EroCIY9m+sdObIRxTuD2//vscSqDb8hlry2h1NLSLtm5Vx6ljgX/zq7U09\n", + "boWE5TpIa4vCKOxQnHDl+k1eFedypTZCCKHgJYQ4Zfm+EzIzJkFZQu/XhKwr0/cQqD+M7KjcC8r7\n", + "+ih/2ns7RMiHi/crn1uIVIgVa7GbfuGSfL0mwWY7WAafzce7Og4E+2BwK/lnj/qSkZXttv8shOnt\n", + "LcNsAs9Q4MDMxQLHPfqHLeqYdKasPqSKLiDzxL2T1qrzBbBMY931L93isvh2xpI9x+W9P/cqwQsQ\n", + "GJefwLySAq5BV62fLdP6niNgZce18ET7EkIIBS8hxRRMqc9Yd1hlQIBl89+aADKz/CHQZ1XsSWlX\n", + "K8jtSlqvzt2pRJ3OnzuTZOG/ukhDF4s+WFtmUYVrwr2tHa4LwWrGqv0nnQpeUJCUXiiZC6GMdurb\n", + "vIb0bFLDNOBtd2KqjdjVQZBc+1rBFrFrLdZnxxxVgrggQGg/OWOzzb4/W3pAuY2U5tK6L97WWBXy\n", + "gOU8rLK/HDtz3uZzWPcpdgkhhIKXlGIwpd73oxUW/1O8h2/j18PbW9ZBQNf9X69TljCdN+9qrtwN\n", + "XAHfn7bG3pcVIlufxjcDwiw7O8ft1FGwtt5Qp7Isj02xWY4yu4UJxK0rUf9wf4DAMoreQL+yElkl\n", + "wGEbFpQtR844ENqHVZnl0goGVRhcoQ1RyQ1BbLpf7y2Nq8mLfRvzQUAIIRS8pDSDgB1jsBUsvZhK\n", + "161+yIVrLXbBxKWxcnf7CKfJ++HPitynP6w/LNk59kUftibkVkKD5RGFJZCSC0JwxI21ZG9Smjo2\n", + "CLS+zUOVu4Gr6cHAyBsiZEdiurKW4ntwfSgueW0h4Ae2C7exeKOtYcHFZ7CeWwdaoU084WOK0sho\n", + "C+P1vl5y0ernCRcZWHvRrqXZsk0IIRS8hFwhwNe8S+/TBIEuBvQMB9ZgGfxA4QIBAYVKZkbxOzsm\n", + "wUbUGalSIbf07fBv1lt8Sk9Ilrz6606xlscLtifKLY2quVX5rGloBRWktk8TznVDyhc7UfdyvybS\n", + "JBTuDynStWE1FZSmt997g1qqzBJok+6Nq6mcvJ4QZnALgZ8xSjLrwHVlQJvw667fu+pKQwghFLyE\n", + "lDBgSZ2+7rDM23pM6larIGNubaiCqj5ctM/G6gcRFF3n6vS/MRgLwFJYyd9Hpf2CgMJ08T0dIpWQ\n", + "04Wb0SpsZNexs0rU6WJXJ8dkXVh/3S31CwueKzl0r8mDBDmD20eolxGI24lD2hTKfq39jDGI6NM8\n", + "1C3LOSGEEApeQootCNrp+cEyOZeZ68MJX90lu5OVhbdbw2oSczhFiVaI20e61LEJ4kGO2xbhlTUB\n", + "m+uCgEpgL93WWMYt2KOCz3RgzW1fK0j6tQhT7+EfOd1JHtrks1lS0b+slHEgcq3JupTt8rlCzM3Z\n", + "eEg61DtvOZb8gGIScLWAtbtvs1C3BXdxFdqq+lxn3hOEEEIoeEkpAr60//hstUXsWi+HyP1DE63w\n", + "a2wdGWRq7YMVVxe7AO4B/VvXlDGzt9mtO23tYYvIRNoxZFQ4YFLlKnc7PnJO23+OC+fw+M31bN7D\n", + "txdBbxDZqdp5DdTEKAKv7v9qrRK8YOr6Y7LmwGkZd1czt9sMKdRGfLvBklcXfs3438wiS4of6HOY\n", + "zYg/lV5qBiuEEELBS0ge4s2YisnI1DXxpqnG4KuL1FXWQES8NGeHRAQFSJyhSliGVRYAWBPnPHGD\n", + "yn+LPKgr95+0WffZng0lqmqAVPQrq4lx+ywEEN93t4+U+ztG2vlcws/X2hd18so4Oa/tWxe7OrNi\n", + "jmhCuIHDghOOmLT8oF0RCeyDgrf48/uOJHl8WozlPQYr8DFncQlCCKHgJSUc+MHCooXp9z7Na8iw\n", + "TrUkIyu32MI3Kw/l+f3TaVkqGwMsvhAGsMyq5YacsDo/bDgsXmXsMzQM1/ZrDazBSNX1YOfayj0A\n", + "mRcig8vLQzfWtvjX/qNNTdPgNvgVd6lfVYldCNmg8mUteXJ/355kIuxPmm5j9YGTbrs2GDMZAET2\n", + "s0BB8eezpbF2y6ZofY+ClxBCKHhJCcZo0dpw6LSU9faS79cftgsIcwR8eNfGnVb/w7q54J83KdGL\n", + "LAyO3BIu5+RItYq+UlV7YR2k1WrvINet7juq/EcN/PvWhnJKE9zztyXaffbHzkSbErx6ZTAEdkGA\n", + "WmPmjoH9Ng4NdLtNh98QpdrRGpybLnZ1/94UbUAAIeVuIY5rAdoLldzctXaXNLxNUuVtzyOAkhBC\n", + "iOFZ+h8NNgMpSjIzM8Xf33Faqmd+2iLJqVk2y+KOp8v+42ku78N69j5be+OjCeauV0r/VqlQTk0L\n", + "Z1+297ZNv5AtUx/qoITgTzEJEn8qQ1pGVHaan9dIOW1fyLU7b2uipGRctSj7+3jLrsRUOWVlZd54\n", + "KEUGto1QgXN/7Tlus50nutVT1uPtR3PFDYTdmD6NVVCeGXDXgMiGQEKxCmuiqpSXgydy2xBCGsf3\n", + "xp3NlMUaVmqU/12vDRB2aAMKuFZ0rldValYunjldUR3vnz9slv8t3CtfaIMZWK9v1I7X3X5WUrh8\n", + "Wez6xk31Q1Qu5qK+NwnbjG1GSiq08JJih68mDO3E3JkMJTqNfqiwdqK0bV4s0QTuK/2aqP/hDtA2\n", + "Kli+XnFQvloZZ9i3lzw0ZYMcS8lU75G1AZZEZ6V/HYHiEq/O3aFy59ao7CfxJ9Ptjh9gnS+GtpPj\n", + "57KU+IyqEiDDb6ilguRwzshbuzfhhPRtU9vU6ottPvX9ZpXfV+eV25vYWJ/xPaQGg0sHhL61IP5w\n", + "8X6744IPNFwv4EICX2VYg5Ht4lqn/IKLyuPTN9lUaoNPNoL8dLeV0gYC1P7ak6wGaWh/DJBGda/H\n", + "BwUhhFDwkpKM2fR714a51ln86FuzN9HWDQACESnHNh22LcNrzF8LwVfBr6yNiC7v5yPdG1ZTeX2t\n", + "+V0Tkol9G6t8vu4A94k5T3SWRbuS5ZGpGx2ut+GK68XoHvXVywjyzIb6ZzsUmz9tOGIjdnURCL9n\n", + "o2XabPrfrDzvCk3kdnprieUzBOnB7SE/GSI8CcoJm5UlhlUariGlcwDopUpjY7CC63m9VJIjhBBP\n", + "wgzt5JoBP9ZX5+6UNm8skkGfr7EUdujZpIay2AH8uMPa+fY/WqgiEPAtxY9+2BXxedkqCRjE3JoX\n", + "bpG3BjS3EadwZfi3QQwhBdiHi/fZWDY7162qxKURrBMTf9qlc0IGiSemb5KR38VYyunuzMPvGGnI\n", + "8L38YvT9BSjKsc6qnK8zBpqkuILbh1EII0OEmdgsSlpFVHbo21zaQf+m2CWEkPxBCy+5JkCQ3TVx\n", + "tUVAnU4/rQnFGFn6XDclaFCO9rX+TTUh42UROCHiq/LrAohkI7CAwZ8TU/GLn+mqCb7Tyj0AfrjP\n", + "z94mJ9KylN8jMiws23fc7vsoXPFU9/oy3muvjRDG/ltFBOV5ThDv1tkZ4A6x9LmbVaELiGtnVPTL\n", + "/63Yp1kN06wQNV0s3ztCtccJFRCIc+3VtIYSVwcMPtNoW4hrR4F8RQEEH64hKtVZC8H7oqN4UxFC\n", + "CKHgJcWLJXuO21kLEXQFSycEInCWLgtZG0yFo7+P5bu5QnO/jdiEqAsPCpDWmoA1ukdA5IZV9pNn\n", + "ejeU8QtzRS/cEp7URHC4C+LRTHTCkvxi38YqqGpl7EnT78ECXRARCas3vq+7gUC04pj1lGd5AfeO\n", + "uaNulH1J59T/eMH6bjwfCEszC3hR89+7mqtS0kjthnaFjyvLCRNCCKHgJcUOR/6wEL2u8EDnWvLO\n", + "73tsllXXtlnJz3bK98cNh02FKYLQjC4N97SPUKLu8a51ZUiHSElMzbQrEOEMiC5jvtuFO5OlhnZc\n", + "7w9uJSuu+MHe3DBEFmtiO+ns+QKlAEO2AuQqhjjt0yxM7ukQIelZ2dKvRajbqbrgEmAtZhEANrpH\n", + "A/lkSW5AG0Q5AqWKQ85eHCtyIRNCCCEUvKRYgwwEsJpaC1xMV2N63hqILQR9QaQiu8CIG2urdQa3\n", + "i5Af1x+RQ1cqozUJDVRuEEYCTAQailnAijnzsRtUcQqk8RrUNlwdk/WxuOsveXvLMJtqaQBV3F6f\n", + "t0sFkcG9QReMzWpWKlD7IYvCK7/usLzfm7RXemvt8sX9bZ1+D1ZgfBeWbgQComqbIxGLALpHutSW\n", + "DE1EG9OcOQKuKrM2JaiBR//WYSxqQQghhIKXlB4QcPb7jkSpF1JBEzo1lRUO1s75W4/JzsRU6dWk\n", + "up0lc+KQtvLG/F3KL/T2FmGamK1lJ6xGfLvBJqALgg3T7zuOnpXUrKsuEZjiNptuR8CbtTAEeoUq\n", + "ZG5Aqi5PAQso8uxCTKJoW06OrRCcHXNUFbOwXgaLb8MaFfOckofwhxsI2hnWVhThMLJwR5Ky9jpK\n", + "z2Us6IF1AzVhapYZQgeC1VXR+smSWBur+dcr42Thv7pcFwFlhBBCijcsPEEKBMQNUm69uWC3KqLw\n", + "565kiTuZrvxHb/t4hfy65ZjytYTls2GNQKmvCVM96Xj1QD+5u12EqjZ2S+NqNtPwCEDrPn6paYaD\n", + "HUdTleA7fyHbsgxWW7NiCfWqV5DjqVlK3MGN4slb6sujXeuo4hCepnJAORncPlIuaEIfbWHkYvZl\n", + "+UebcHVu/569TcbO2S7T1sar3LvdtfPH982AFXzAF+tl2rrDKvPDjxuOKMv1WZOMCdYFNoy8Nnen\n", + "HD6dYbMM7QKruVlZZXeAcH/0u402LiIoutG8ZqVrlh+Xye3ZZmwzthkhlt9HNgEpCH/vOW4X/IW8\n", + "tWmZl5Sws+Y/c3fI6/N2StXyPjK2XzOnvqsTl8YqEWXGzmNnTJcjQMwY/AXrJFwd3h7QokgsjZ8v\n", + "PSCfLztg+plugX73jz02uX4haL9cHucwxy2spsfO2laey8m5bLquWfU4HTMXDViZR/+wWZ7v01i5\n", + "mOguJFh+S6NqSmBvO5prVdaDCc1I0q6VWVGNhTuTpGeT6rxRCCGEUPCSksuRlAy7ZRA+B0+m2y3X\n", + "ywUnnhWVqxY5cx1N5R86meG403p7KSuqK4LO8p0imlZfsCPRdHmX+iEyqltudSxYvI3AyovqaGbt\n", + "kWQi/I9oIrl21fLKmm59jvBtdgTcKYwFKgDKEe9OPKcE95Pfb1ZiN3eAUkYuX/HLgA/1m3c1l/ui\n", + "I023DfcQWHJhMTYT+YQQQggFbyESGxsr48ePl9TUVKlSpYqMGTNGatas6fJ6Fy9elFmzZsnSpUvl\n", + "8uXLUrFiRRk9erRERkZe950H4iaskr9pdgJrdwMzYP2FJVj3pzUTZ4t3J9stj64dLA1qBMp3aw7Z\n", + "LC+nHUNhR+7jHBftSrKU2h1gUrAhMjhA+fDaHlsZmfxge4vo7li3il2xiABfb4fiH3lnjSnNcL6/\n", + "jOosE/8+IOviTkmnOlVkSHSUafo0WJADynlLlJM0ZbiWY5Cr+NxVS/LlHFuLLUSvI8ELnuxeT56d\n", + "uVUNeHCufZqHqmpvhBBCCAVvIZKj/WC/8cYb8tRTT0nbtm1l3bp1Mm7cOJk4caLL62VnZ0v58uVl\n", + "woQJUq5cOVm2bJm8//778uGHH163nQYCCv6ny64Ek6FoglHwHj+X6dJ2jIJydkyCElYoElHJv6yN\n", + "nypy5H52f1uVjssoeJ/u1dAi9rCdrIvZLmdZwPZQyADfG9G5lp2rBfIFI/3Xp0sPSFpm7vFg/ViI\n", + "RKsKbjgflOQ1cm+HKBsLM0Tj9LXxFhcAfPavHg0cHl+/lmHygtbe1lZt/L869pS80MdxOV0I7/GL\n", + "9sqyvSfUvvo2r+G0HY6ecZ4SDiIdgthRxgYMXlpFVpYth89ItNaG7pZiJoQQQkq94E1PT5cZM2bI\n", + "7t271f9GvvjiC7e3CastLLIQsSA6OlomT54s8fHxEhUV5fJ6d9xxh2XdVq1ayUcffXRdd5pX5+6w\n", + "iF1wLvOSw3X9fbyVdfON33bZWD6h/w6npCsxqQvTd/7YI5NXxtl8v3+rMPEu4yUD2tVUpX/BL1uO\n", + "2u1npiZAh3aMVJkCECAHYYaKYe8NbOFU+JpVR/vrma6WQCsI8Fd+3WlXZhcgeAy5anXLLFKcpWfZ\n", + "rhfo7yMv9G1sswy5fZFpAum7ypfzVlXCnIlDbN/MhQOlfo1p3HQgcEd+t9FmULFge5LUr15B9ien\n", + "2T8ItAvSo3F1+WNHksPjwDFC7GKbQeXLmmZvQLBiXgUvcGywKGM9VwpG4FpiwIEZAbhIoEw0xTQh\n", + "hJASKXg//vhjSUpKkr59+3osevPo0aMSHm477RwREWEneF1dD2zfvl0aNLhqjUO06fnz56+rTrMp\n", + "PsXldc9fypaLmRnySq/a8vaiONl27JyaKodx86cNCbL76BmZOrSFWnfOpgT7QUtyqkwblvt5Skru\n", + "ftMysuzWg4B6/qfNMm/HcRvx+m11PxnaPszh8cHSamTKiv3Sq1FVSTp3QV6et1+dgxlwy1i1+4i0\n", + "Ds/1Uz151n6glnr+kmyJPaaJXFsRGKp18Sc7h+a+uXxeOzfnfahWsL8cOm27zuXsbEub2LXbyQzT\n", + "Ih7Bft7KIo9Bip46rW1EoNzbNlQbgGTKcl9vlXdXDVbKesv5i7n/Nw2tIH2aVJXbP14m24+lKYE8\n", + "uluUDGkX5lbfmb7xmMzYmKiC8IICyspbt9eX6FqVHa6fknFRBny9Rf0FsDLHJp+19Jm8cNQ+hG3G\n", + "NmOblTSgjfz8ONgv8YJ348aN8tVXX0lQUJDHtpmVlWXXOXx9fe0Eqqvrwb8Xlt8XXnjBsgzfu946\n", + "4C2Nq9sVWHAELHFt64cqa+Cjl3xs8sCqAYQmno6ke6kSvpUCylmEjUVUZlyy6xMDO9SSdfFbbZb5\n", + "lfWSVXH2wWA/bU6Wp3o1dXh8KDphzC4we+txmbr+WJ7nBstxu3phFgvy0M515bedJ2zWCSpfTlpr\n", + "6xS09O3A1tXlvb8OXe2f2vae6tFIaxtzsdi6UmUJqbjbxicX1K4WKF8+EK2EY4vwysoi/cnfsTJ2\n", + "/n6LWwp8b4d3ilKuHcj7C2DZ7TF+mcXSjTabsOyw3HdDfadV3bA+Cl1gYHFSG0BkWg0ecK0/WHpE\n", + "Fv6rtsPvz9kVZ9cnrPtMXj+onnyeXC8ihG3GNmObkdJIsSlAf+nSJalQwbP5OiFEYYG1+QFOT7ez\n", + "ILuyXkZGhowdO1aGDh0q9evXL5WdAeII/qzW0/dYhoIF1sJpROfa4u0kbys+gcsCSuh+MbSdZeo7\n", + "I8vc9WH+tmNy4ztL5JBJZgfktTWCfLZGMi9elojgALvlGReyVeaB52dvs8sgAO4yCZpLz7qUZ1th\n", + "av2Te1vbuEtAIKLamg58kFM1sXbHhJWqYIZl4HT+okxeFSe9P1gufT9eodo3L2BJfWdAC+WmMaZP\n", + "I1k5prvKjOBwJKtdAJRKthnEaSIZQWQ4ZgTd4X1MfIpyI7H2wUYfaB2Z+2MEUYlXTPxpO7cO5XO9\n", + "yfnA59Vfd6oS0LA2Z5pYyiG8kfrMEY6KXhw+nc6nNyGEEJcpNhbedu3ayfr166Vz584e2yYyKcyc\n", + "OdNmWUJCgp37Ql7rwdL70ksvSb9+/aRbt26lrhNAgD3/83blAgDLHayynw1tK5OWHbQsg/CYNKyt\n", + "Ku4AsffLk51l8OdrlKC0Rp8ux1R57PE0qVvt6lQ+gq9em79L7c9amG2IO203/V61gq/8544mcmuz\n", + "ULvjDfQz77YocrD1iK2VF24Hes7beVsTZc0L3W1E6mM311V5ZuFfjPM+e/6Sdk6XDAK+jORIrhW4\n", + "ZURlef7WRtKprnkO4QmaCO7SoKq8OHuHJeAOou752duVbzAY+V2Mjch7csYmWfpcN0vQHSrLIQcx\n", + "8tdaW08HawJ2cPsIl6/rP3s0kJCKfrJs33FppwlcpCwzWmPNCnvg+iAbRb8WV8V7q4ggda2M1nDv\n", + "PNK9/b49bzEf4KSSGwLhxi3YbdNncP3aRgXz6U0IIcRlik2lNaT8QjAY/GmPHTsmBw8elH379lle\n", + "1n6zroIpk19++UXCwsLUC4IarwceeEDtD0FysNaGhIQ4XO/ChQvy8ssvS+/evdWrNPLK3J0qD6yu\n", + "ZdKyLsnWw2dljSbK9GWwqiLn6z1XLK7VNSGFqmbISoDPEOSVeTFb0q0EcKomfGsE+iuRqItbiEoI\n", + "uovahhG89aomalGdLdUQ+IYCChPubWNaAayOti9UWrMW2xDkn9zXRpqEBqrlNYP9JcHg84rjDAn0\n", + "tVgvAaqbIZ0XXk90qycn07LsRDMCvcb2bSzP9G6ocumaWZIBrLhjZm1TJXWNKb1QdayNtl8s/e9v\n", + "u237vrbQt6yXKvM74LPVMmVNvErJNjMmQXo3q6GOMT+VidB2aPv+rWoqi65/OW9TsWlWpvjBzrVt\n", + "qtZBZMLKG3/qan7k4ArlVG5es+3qoPCEnn/ZjBu1ARQq7TkckWt9pl61CmqAgMA9DIDe6N9MXZO8\n", + "YDUn92Gbsc3YZqS0UmwsvL///rvUrVtXBa7hZQTW1fwAN4R3331XpRILDAxU4rWMJgRgtZ03b570\n", + "6NFD3XiO1lu8eLEKVEMAG3yMdZCL94YbbijRFx9Ws/GL9ilhZWRvsr3lDwUTYInVLZGwvvVsWl3i\n", + "T2aoPLI3/2+p3XdQ6AA5dXXwnYrel2RZXJr01r4LizH8RCctP2jzvbrVKjgVQSiSAKspLLh+Pt7K\n", + "VxY+pl0bhkiYJtR+2njE9Lso+QuXDCN6qi2kDJu1McEyfQ+L6Mu3NZEuDsr16mD9R7+LsasuZ7tO\n", + "thK1ZnmLISSR/cLa0o1tfbPqkLx2R9NC6wNwV4DotM7zC1cIY8U69JW9SbYuIWHa4MWZ/27utiK1\n", + "67vdZhmszdW09h7YNtxp9TYdWLrxQhuXL8daOYQQQkqw4IXYLAyQZeHTTz+1Ww5/4R9//DHP9W67\n", + "7Tb1Ko2888demb4u3vQzf01YGH1ZITSRjsoaCBC4ONzxyUrT7ejpvQBE3v1frbP4s05dc0il9YJf\n", + "KYLgdLEIQT3uzuZOj31WzFHL+s2WvKAAACAASURBVPANTbhS8c2skpg1XfMQrrA6L/xXF/l9R6IE\n", + "B5RTbhiuBJzt08SgM7ELy3bnulWUpbRv81CZs9k2tRp8iUf/sMV0wFCYghd8O6KD/KodD9wo+rUM\n", + "NU0rBj/jpFRbP/cdR1PVYMVZ8Njdmng+Dj9w7TzCg/2VJd0VkWsGxS4hhJASL3hJ0eMoWAjCFgUV\n", + "JizZbwlWU8v6NHIoOvRofmvgzzuqez1lmZux7rDKBnDWEHGP4C1MaS9+uqtydYAgdEUQwbfYLbHk\n", + "6yOPd63rkg8sBLcrVdtgjYVoR2GHZuGB2vmWlXOZF+0HXZqAnPVYJ4vvMPLIQhyj/RvWqKiJwkhl\n", + "wYT12zgAySunrUceAtq1NasaZ1zHjC1HzjgVvCp9WY/66kUIIYRc94L35MmT8s0330hcXJwq52vk\n", + "yy+/5NXyMI1CA+0yFyBAa8WY7soi2a9FqIrCT8/KliHRkQ4rbAFYco3b6lA7WG0HGRJQmcwMTJWv\n", + "04Rfq4jKyo8XAWRBAeWcZiAAEI/WgUx58Xr/pjKgTbjH2g7n2vejFRbXBASmhQcFmAre+FPpsuPY\n", + "WenWMFfIo01g0cU2MFDAlH/y2fMy7IYombftmOW8ILxf7tekWPQVWLoRPGZtxYblO7/WWkIIIaQo\n", + "KTZBayjtC19aVDVbs2aNjBgxQgWdwX/22WeflerVq/NqeQhYW0f/uEXWxZlbeGG5RGlfBDwh1RZe\n", + "sJA6Izsnx6b6Wq6fbXMlAp+eudXOZ9V6vZs1IXjvpHXy564k5SeM6mZto4Ik0kFwGD7XMy84Et8Q\n", + "nggGK6uJsnra+3LaX2xvd2KqTPw7VhOgqSrAzbesd77a8JtVcbL6gG37pWr7rFW1vJzJsBe9v245\n", + "pvYF39hDmgCGa8cZK8GOYh5Pdq+vpvxhER7aKUpevaOppaJYQYI8IKo//itWZV6Af7OzgYvDkbF2\n", + "nSK140KQIq4l/H7/e2czaVazUrHt50UdGIN2gWvIh3/t1wYz6dI8vJKU8/YqUc8GBhOxzdhmpLRS\n", + "bCy8e/bsUanBfHx8lKX3pptuUsubNm2qfG1btGjBq+UBluw5Li/O2e50HUTW44XMDSiB6wq3twiT\n", + "lPSLsvPYWVXQwNoiXKtKgKnLAwKenu3VULk1WOd4ReorLENwE9KF1Q0pb5NK7OtVcXbbgrCN1MT1\n", + "PR0iVPotWIvH/bZL+Z7uSz6nXt+tOSTWWbUgsBc8dVO+2jHAwQAAuYTL+ZSRC5dy7D77RBOdCODb\n", + "ool6Y3ovvEfJZLhSWAf5FRSUa/5s6QHLe/hKW6dAcweUMcYLbi75Ec2lGVjlkVNZDzqEy832o2fk\n", + "6+Ht2TiEEELBa3UgPlcPJScnRxWiwLKWLVtKMTFCl2hgfULg0Ju/73H5OxCp36w8JJuOpChLI1JV\n", + "QaR+uGi//LTxsBJ9T3VvIEv2JstiTTxezM5RAWzj2kfYCKLhnWrJMzNtK6PBZxQprTAtbszQAJbu\n", + "PaGKUUBc+Zf1kaY1A1VBC7gCmPkRw46m57kF3t5lZNGuZJt1DBpTiWn40cKC7S4D24TLB3/ukwsm\n", + "RTB6N60h246kSryhOAJE/aKdyRKt7c8sp21hBGV9aWhb7BN+wvDRzi8Uu/bM2pRgl0savt3WWU0I\n", + "IYRQ8Eq9evVk69at0rZtW5WeDGnKbr/9dpWPt1y5crxSBQR+tMbMAK7w2vydlv9/0wQzKpqdSssN\n", + "ZDuVfkGem71FJMdWRCKQy1pQ9ddE6hHthx+Cu4YmnAe0qCp929S2BEIN7hChqnFZgzy8esDc+YuX\n", + "ZOOVzA7I8ADhbV25DHS94h8LkV7e11v5AbsCqorlR/DCfSEooKwkn8syEYR+Mml4fVVJzQjcFTB4\n", + "QPlea7cMDBT6tw7z+HU3K528Pq741rDH9YB1f8OhFOU2gQwVJUFgZ1+2t+ij3bdog0UKXkIIoeC1\n", + "8Mgjj0ilSrn+gIMHD5ann35apk+fLmfPnpUHH3yQV6qA5EfsGjlqsGAp7H/n5ccNR2wErzFSH3XU\n", + "raP+YS1F7ls96A2iOOlspsPj2JuUqnK4wuUCrg7IvNAyvJISmAgeA7AEd29cPc9sDvkRu+D1ebtM\n", + "xS4s1nDngB/xLY2ryV+7j1s+q+hbVmubw5roDZAPBrdS/ry7jp1V5YKR59cnj6pl+QHbNvo7w+0C\n", + "Fn9X0q0VJcjSMWzyest7pGQLKOct7w1qWezvrztb1ZT3Fu618VVH+6JCHSGEEApeC3XqXE0DVatW\n", + "LeXHC79eBKvhPSkY7mY1KAju6DZYancnnpMXb2ssy/YeV4FysM6O+HaDw+/ExKcoKy+C4kDWxWy5\n", + "8d2/bc4PAv9/A1vK9oQzKr8s3AWQ+QH7gyiBlfWRLnVU4QtnwEpnJkT3XRHWNjeTtt7KMd0tFskv\n", + "hraTScsPyHt/7pPL2nbOZV1U2SpQgAIliD3pq+uIeztEyHxN8FqPS06l5+bFRRq04oRZJg+I9Rf7\n", + "Ns6zwMW1Btf82d4N1UwF+gxStSHHNK27hBBCwWsHfHeTk5Pl9OnT0qRJE4mOjuYV8hCweE5ZfahI\n", + "9vVo17p5rgPfxqFfr1Plim1YE6/y/SL/LLIZmAHB+sjUjfJk93ryTK+Gyo3CTMwjRywCtLYfPSsH\n", + "jp9TGSD6t2qmMimgvLAziyq2N3nVIWWRTT1/SQa2C1cpwvTvwCVh8krb4LkGNSraTL9jXZTVvWyY\n", + "7obVGem9ClPEwdKN8sZP/7TFzAivBgTFTfCaiUNca7iPFHfBCxBwiIBJZDixLrhCCCGEgtfCqVOn\n", + "5PXXX5ddu3ap0r6zZ89Wy1etWiXr1q1TLg4k/4zqVk9VI0MgDYTZ/dFRqpxsXpXJ3KVjnaoq3Vde\n", + "PDdrq73YvQICrZA94RtNoG9NOCMnz2VJ7PE0u/Wmrzsso7rXV/6vEETGSmeB/j7KD3ikJo71z2BF\n", + "hKA2ls41MvaXHTauABgstK8VJP1a5PrZwjqLjAe60IbQHdu3sd12MCVvJuIg+AtDxCEI780Fu02z\n", + "YljjrHTztQIV94wBjLDKF0XxDU+BmRTrjCKEEEIoeG2YMGGCsuq+/fbbcv/991uWN27cWD7++GNe\n", + "qQICQYYUSdZT9E01obg89oSknb/k8HteXqLy2O5LTnO4zogba8vBE2maOD2rCa6T6oUSvlNGdHD4\n", + "HWeCDOIUUe8/ay89cM23rJdkXbxstx6C2eCWAL/ZCUtiLZ9BTOI74xfttRPCUzXxCmucMwuvme/v\n", + "tLWHJbp2FRVUBbHr5+MlXVqEyq3NakjPJjVMfWKRVxcC3jpwDNY/VFjzNMgCMfK7mDxdV6pX8lMD\n", + "oOIGLLwfDm6l0qjhXIZ0jFIWU+I+mM1A8Cj6JAYSGBQSQggFbzEABSbGjh0rZcvaWkdg7U1NTeWV\n", + "yifwX0UQGYQh8tqijK8u9IZOXmcndmtWDlDZAnYePSvh2v8zNx1xKnZBnarlZfraeJuAHRShcJby\n", + "C4I0PctcaOP4ftKO+YRVUJhR7CoRrP2YN6ieKxzh2gBL4F97klWEP76L9GlmmhZtsi/pnFMRgG3t\n", + "NfjpYmp9+DfrlQuFzvxtifKvng0cBoBBxL3ev5l8sHifZGRlK9cIiG2z9Qua3/bA8fQ8xa53mTIy\n", + "VRuI6NZlBAoik0NxsaLCzaK4uVqUNF6du9PGfWne1kRZMaZbiXALKc3g3kQqx8IITiWElCDBW0b7\n", + "IT5//ryd4N27d68EBwfzSuUDCLM7PllpsS7ChQGi7ZV+TeSpHzYr31QjR89kyGNd6qhpWVgLLzio\n", + "kGYNtm9WSQ1ZFBwJ3v/rVleen21fAAPBZaN71lcR73afaT8WukhG0BkyQVgLRJS/Xbgr2UYom2SL\n", + "Uj/8eU3pw7r4yq87bJZ1a1RNPrWyIutMXROv0mc54r7oSPVyFACH4hifLY1VVm+cD6yceQXTmQGr\n", + "sZlrB5bhx7ZrwxAlthtqgwRYAOH6oKd3u11rOwTSlRbQlot3HJXoetn5asuSLKqMvvqwlv+48Yg8\n", + "3rWuGuzBtQnFYYpblo7SCgbOn2jPDQSKYnA5WhsgP+5CnAMhpJQK3p49e8r//vc/GTVqlHqflpYm\n", + "O3bskE8//VRuvfVWXql8gClNYw5WTMVjWn7uFvPSvH5lvZT/Kiyg1tXPHIH0YPdr4vDTv2NthCao\n", + "UclxhPpdrcNVyi4UhyjrXUY6aMd0U/0QGdopUoleCBZjOq2OdYLlMe2H4lzmJZs0XhDWU7RzhYjz\n", + "87H3mcVqejMgeh5COa8fewhUiAccA8QxXCaa16wkXy0/aCfuD53McO1mMxG7OObHp8VY3qMNX/l1\n", + "p00RDVfBOSFFm3VlNYjd3566SQlpff/oE09Mj1HiRwfniXPMb5q24gL67AOTN1zN07w0Xsbe1lgJ\n", + "/esBZAAxK2oC3330tSW7k9VnmHn4YWQnZpEoZPCseGDyesu9hrZHJo9eTaozsJGQ61XwPvTQQyrv\n", + "7siRIyUjI0Puuusu8fX1lbvvvluGDBnCK+UhIOKQ3N8RKCxhFJqOaK6JRz1HKlwlkJtWB+4C97QP\n", + "d/hdWCG/HNbOYo00TrdCoCzRBLEuuvHjgPRUxh8JCObRP265evyXsu32FRlcXr4Y1layr1SCc1Wc\n", + "jupeT71sBX6EqlRmzcr9J5RAh5h2BgLVkPUBokTP1Tt/m31bw80A1yg/lkmIefhcw5qPwg2wehvF\n", + "PbafaJLnGEGAJV3wwn3HWJQEAwD4sV4PFk3MfMCSb53/GWRo9xFcjKz7InzRMdtDCo+9Secc3mts\n", + "e0KuU8GLMsLDhw+XoUOHyvHjx+Xy5ctSo0YN8fLitFt+6d+qpmlu055Nqivrr5EgTXSmGKbD/ct5\n", + "yfkL5m4Nx85cLUQxonNtZV1F3luk/fp77wnp+NYSJeogihFtDzB9/8lfe2VnYlpumeLBrZS11gjE\n", + "4+JnuipBWzekvEPxZ5ZlAnbMHCsBMO6uZmoa3xM806uBzNmcoAmIq8I6OydHtadZgQT82MFquzbu\n", + "lLz52+6rP3hr4+X30V2040/y+HVH2Wa8jMeBY4Sby01ae8Pia7TIlzfJKFHSgB+z2eBKD268Hnim\n", + "Z0MltPRMIBhcYWbHCJZRdBUutaoEqIFWlguuYYSQ60Tw6kDgQuiSggEL4fOztpl+tvrASVWBy5iJ\n", + "wCh2AcTu7a3CZMHWRCXsbNe/qEQTflhfn79TTZnaCZATafLq3B0yd9SNygr65IxNlulWCJEX52xX\n", + "uXLNpvshVvMqztDAJNsBtq4sndUqKL9bTwaJQED4lfW2Ebx6exsFJoKH9ClkrzK2x4AfwA8W7dPW\n", + "s69eF1rZT6I9aGnFdRn0+WpLuyOgsEv9EO3anbCsA59tFOIoDJbsOa4GJgiMe/DGWsplpbCAi43R\n", + "Ao/rX+c6mj7GLAbuKdx7aHMIrtPavWpsl9IwwCnu4L4yzgrp1RgJIdep4IVVF9XVYmNjVfCakWnT\n", + "pvFquQiEzZPfb7YLXrIWABOHtJFWr/8paZnO/XQDNHE3z4G/LwobIBgG1spEJ6WAIXRXHzilcuoa\n", + "fQshlldrYtHMyuuSwGkTLh9qwtHagoJpebhYOKKg0dIQVcZ8sUbrIQLCrAcUl3Pso+d2JZpnH+nb\n", + "LNSlY8N5IEsEcv2iEIajKfvPlh2wa/eDJ9Pk3YEtZMX+kyon8YC2NT0uRLHPf0xcZZOCDq4WP4zs\n", + "WGh9HzMJSIkHUa8Ljue1wQ8GT9fVg13rP9azGhBYcKfR+wE+ty7/TQqPF29rpA2Uy1rcjO6Ljrru\n", + "+iMhFLxWIGCtfPny8uCDD4qfHx8GBSH+VLpDsQsB0EYTOJ/+vd80g4GX9kNoXRks42K20339uvmY\n", + "U7Gr8/36wzKorblPryvTfYh0nrHusCaezijrtJ5HF1PzyPeLKGj4+w5qG2E3na8Di9eHi/dbhGh+\n", + "o6XhDwofSWwPIrOvJjZfNBSdsPaXdAR+/AL9fGws4zgnuKLkBTJDIPhF93GGn+pv/7zJZRGPgUa3\n", + "htXk7kLMcwt3FGO+ZbQLrqWnXEzMQH9Yrgneg0mnZFDH+rRkSq7VF7MsyG8dHFBOBTcWJAUecR0M\n", + "JJE2ES9CCAWv7NmzR2bNmqUC1UjBiKpSXqoH+qqyttY0qlFRfLy95MHJ6x1+97KZCnbC/uPnJCI4\n", + "QI6cdp6pAFP+8HE1lgyGjy9y6UKIQqxBrBqtH5gSH/HtBst7CESsq0few6KrB1vB6mlm6YSoHq6d\n", + "N4SeTn6jpRHZvvBfXVQmixrasZrlN4WYRflea6x9i6FLb9WEO7JBvDRnhxLytzSurixxeQW/4Rxf\n", + "n7fTxmoLEQmB2aeZvTvQ/do2je4rEECFLXgc5QRGXyhMwYuByNytx2TulqPy1p9xTANldc1fCaPP\n", + "LiGEgveaggITSEVGwVswIILgr2kUu0EVyslhTZQafU91qmii7eEudWTi0gNyLo/iBUY61gq2Ebxl\n", + "NTV30SCcYXFGDt1pD0fLuwt2yOnzl1Xu19MZF+SW8Ust4m3SioOy8t/dbMqzGn0PAXKNIr3aliNn\n", + "JLpOsBLAsPLCV9THy0ue6d1ABdJZBOGVIB4jeeXQhVBG/swFO5JUyeRHutRWFhvsz1nGB1iBke1C\n", + "Py9rsasGFtqb2ZsS1CBg5mOdnLav0QKO87hkMjDB/swEL9xF4IaBICUcN9wfEHxX2PRrGSrjFuy2\n", + "E77tooILtf/bDmxy00B1b1StUEU2IYQQCl6XGDRokIwbN06GDRsmoaGhdtkZQkJCeLVcYPPhFNPg\n", + "sdSMi5LtxHp7ShOkaw+ckjtbhcl3a64KTFTmGnpDlHy76pDp9wLK+sjTvRtKL01oLd17Qlkna1ct\n", + "L3d/scZWFNepoiyhweVFXutbT4KCgtR0fMv//Gkj3iCOMO1qLVbNgKBBUQ3ViTURVymgrJxKy3Xj\n", + "yJLLKkVaryY1LHlGES0NoepKbmEdrHvbRystFmlYSRHtD9GeF/AlnfnYDfLLlqMSUsFXvlh+UM5l\n", + "2go/Z+nhlEhPPqfKEkPIwk/3+T6N1VQ0hDbEm7ESXAMngg7CGhH5aOuiqriF9n62V0OLNRrX4omb\n", + "6+VpwS4I+xwMbOAO42xgQwghhIK3SKhUqZLs3LlTnnvuOdPPFy1axKvlAo5EbbYLrgoI9PEtazvQ\n", + "QGaG7g2rqbyRF018bevXqKBcECCiWkVUtkyTI9k//EpRWWhIdJRptgVUejOzVCJJvrXgxfeNeUWt\n", + "wTZ0sWvN2DnblT8ngMUYJWutrcUQyoOd+LDO35po434BEHiCKXNX3CAgevV0bKhwZwx0axpWSTvG\n", + "HbJkT7I0D6+sBKku0HMLKFxNWA8rLyq/wVKJNn7ylnoy+octlvaDCwWsz86wtpoXFbju/VqESvyp\n", + "DJW3ubDLqqL93B3YoG3hNlMj0M9yvQghhFDwFgpff/21PPDAA3LbbbcxaK0AwJJqZv1z+cf/or2o\n", + "RRWzO1qGyWyTXJ5bj5xRqcX+2JGk3BYgGCYNbaf8a/OqbgWhDKG20mDprFU1wOY9zgW+x5ey3ctl\n", + "CQHfftxi1R4IKkO0dKC/j6WoA4S0s0pTjgYJszYmKL9QVwoZQEwt2pUk5bR1I4MDlFsJvneDtn8E\n", + "Vl24ck6JZ5PkeGqm/PJ/ndX7LYfP2AUDYluwfsMftV+LMGkcGijrDp5WLh3FuWpTrmW/aKzK7g5s\n", + "vlxxUCYsibW4XaBPIG8zIYSQ0oX3fzSKw4F89dVXyqXB399fvL297V7EdSKq+MuvW/KulgYR5orl\n", + "FyKtTa0gybxwWbk+GNl+9Kycv5LNIUkTaT7eZZSQdURaxnlZfShVDp5IVwId/rHWx7H9aKry7w0K\n", + "KKeqZv3zhy2mab2sgeHQbA34LOP412rC8GFNgOO47u0QmZshwYnFEwFgn2pCCD7GRjbGp8iincly\n", + "a7MaUt7X8ZgRGQkGfb5G+c6ujzstmVobvTuwpZpaR/7dNYZMDkma4F2y54Tc0SpMAsr5KD9l4+Vp\n", + "GhaoSjDrQhJW06ISkyVm0Fc3WNBdzmddlLvahMsHg1ur8tBGMJAaOTXGxkcafRl5U6+FNbw4kJmZ\n", + "qZ7BhG3GNiOljWJTxqxWrVpy8OBBXhEPUK2Cn+S4kGzhgovVfyBGv1sdLweOp0lZb9suA3FrZMb6\n", + "w6auCrqQvHXiRnlkau7rjfm75KKhHDAyRfxn7k71P4LS8gLiBL6iZZzMluvlel0B1j64C+zXvuMI\n", + "iKUfTarYWfPOH3tsqplBWK05cFK5JIRUNJ/FQLaG2TFHlfW7e+PqNp/BMgwfXlfB/lBZrairPGF/\n", + "8Jkd+V2Myr7hjnuBJ4BLA3LMThvWQln2HVnxdx8zz4P8iyG7BiGEkJJPsXFp6N27t7z00kvSp08f\n", + "CQsLk7JlbS0s3bp149VyEQQ1IVPBpcu2QseYKcCautXKS4gmlJ3lj4U/b44mRqtpgi1TEzV3ta6p\n", + "LLoLDSmvzmZcVMFdHQ3VwiCCn5m51SZqf58D14v1cbnHAZ/VcVYlea0JqVBOKgeUk2d7N5LeTavL\n", + "d5rISjxz3uHxmwUzIU/s/G3HNFEUoMQkRCWsfK6INIi6Ud3rOfw87oR9mdvftyepADIUerDOo2vN\n", + "rJgjyvf17X80l+CAsioIMTqqoozo2kCldcsLtPNHi/cpv2u4mUA8TxzS1qF/KvxX4f7ROqKycgco\n", + "CLi2vT9cbnHHQKAfCmxMGtq22N0nyF5hVva1OBQFwEAJAyoM1HCf5bcwCyGEkGImeBcuXChVqlSR\n", + "9evNc8RS8LoGRN2/ftxiJ3bFidgFB46nyzsDWiqLIFwAWoVXlufnbLOrxAbDLVwhVr9wi/KNhBgz\n", + "Cl6AgDWj4IU4NsvNWta7jFzMtj06CFklxEMqyC2Nq9kErcGNACnOTqRdUK9Hv9soC566Scb1byoj\n", + "pmw0PT9YgSGerYEF0jo/Lf5HBoZWmjB0JfApLcv+XNAe8B+FVfycSRW7qCuCFdufcF9reWL6JuXq\n", + "YAZcFd4e0EL9n5KSIkFBud+FQHPmP/yTJpTgl6oD8Tn+z7122SVwLe6auFqJKjAFAwBN7CN4Dp/l\n", + "Z1ofPsZG32OUV8aygghJXZS64jftKmjfezpEKtcRHbi69C+A6Mdg429tADFtbbzWN7PknvaReZbH\n", + "NhuAjJy60TJLgnzOXw5rJz2bVOcDjhBCSrrgnThxIq+GB0BJW/i9moHUVo7y8OYK0vM2P84b4k/b\n", + "iAFrUb3u4ClLOV0zyzEshkbRhKllpKQyVt9qXjNIpVPLubIVCOD3Bra0fP7F0HZKxMVqwuzOVjVV\n", + "uVojsGYi2Gh0jwYyeVWc8ulFhohz5y/JoHYRMuyGKJtCCwgYMxZjQPCcXgVscIcImbwyzmlbp2qC\n", + "Fm2RdSlbdiemqjK9ebk5hFQsJ7/vSJLOdasoAf7eoBYyasbmqzekdsw4R7h+RNcOtmk/bBtiGu2H\n", + "wQQsxWbT9StNXDewDBknrC3EKAt9wOC2MWPtYWV1X6mdCwThO5rgdkdomfmEQ7jFaH0JgXbuAksn\n", + "Ast+0M49QxvkwAKNQYCnsj3AnxptiTzNuB4FTZmGgQUGezrIrIFrZBxsOWPCkv12LkEQ0BS8hBBS\n", + "CgQv8Qy7TPwSoQ2+eyhaWe8wjW7aETSRiUIO1iDLwp87k1WAlZGqV8TjvG3HTC3HcHswsxCO7FLH\n", + "Jp0WcsdW8PO2iF0c67i7msuN9avaiEBUJLMId18fO0vx9qO5vr6je9RXr7ysoI5KL8O6pmd12JN4\n", + "TlYfcO73O/rHzbLxUIrL1wcDAbwgJr8f2VGJQF8fb2XFq3zFfeH1+bvUurCIYh2I1NlbkuW/C68K\n", + "KbiefLh4nxK9RlQg4PZEu+XYj1FMGsnUxDvErt5GY2Zvky4NbnHZsgqxjj5mLdhgzW6bz2ITY3/Z\n", + "YTMwQQDgzQ1D8iWeHYFiHWYFO/IDBl5GMGh0R/Ca+Vy76n9OCCHEHC82QemiV1N7K1D1QD9ljUU6\n", + "q1sa238OW9m4O5tbLKAQzbAwBvr5yNLnblb+rdbc0z7CUrUqOMA8Q8AjXcxLuUKofHt/cxnTp5H8\n", + "oIm5Qe3ClbVVBzpp4t8HnJ7jXSZTzqgeZivunHftnlo7QYgZaVGzkkVkbz921uk2kLfVHbFrFNxT\n", + "V+emzoLlbuKQNnL4VIayFOvADUAXv8sP2FvtUZDCTLijeIhxsIFrZnQpQBlnV47zdxPx7Aj0IVxb\n", + "3QILv+HP7m+Tb3cGuEMYmbb2cLG9/3DPGEEOYncYaHJd2tUK5sONEEIKAC28pQwEXk3XBIHuf+pV\n", + "powSTp3e+ksGtAmXlftP2H0HtjhYoHYnpcojU2IkISX3Bxrlhmc/cYNMHdFe5mw5JlkXs5VIsi7R\n", + "iv3B0mht0asTUsGp32LT0ApyY5Mg9f8sk9y+mHqHpdNRkNWobvXUFDSsnJguHtIxKs+cvwBtootc\n", + "/B3ds77FGgmBOFw75s5W6dTOZ9n74Jb39ZYmoZVkSHSkzFh/RKUSc8adbWpKtQq+8vOmBDlpKI6B\n", + "bADWOV9hgTfy9+7j6vrVCvaX5WIrrs0sgXqlujtahv5/e+cBHlW5ff2dRiAhQKgJpNJb6IgUkaaC\n", + "ooDiRUUBGypXLNeCiui14Kfei130b0FRbJeiIqKCKEWk9x4IBAgQCCSQQEISknxnveEMZ86cmUz6\n", + "JFk/nzySyczkzJ4zOevd79p7K8sFJuVhzLFVLPE+Qgh/e9GGgaz8CYusb2G7POC9QEYenu3i9gfG\n", + "4809pdPLuOtDYRjbK8qhyHJITOGyxyO1zykWM/gMYOGAbh3PXNuaf9wIIYSClxgFwm+P9pU3FsXK\n", + "vE0Jtv61EE3v/7nP0n4A8ResidtB05bKGUOhFXru3vbxGjUQAaIQxWPmLgHI6GFbHS24zmXlKAEF\n", + "geXuFvi1MaEOohcXeauiO+PvRHbY7BFGNtKqJy22gzHlDFYCCGT4UiFsIcyQXUU/YHxvPuar24U4\n", + "WAOGdwqziVT06NW7SeiglEmA9QAAIABJREFUNRpCDr80tt7hRcbrgWg0+6FDTFnPXk3rya8mXzHe\n", + "L3h3R3UJlS/WHnWInfH1Iiv/4Ncb7Qq8vp/QW3XtcAb8sHf2iZaTmtBFDDCu2eixRma2KNv9OKdK\n", + "YhgGFjPwwRopaOx0eQKhj/jBhoGdkVsuy/88FAac03jfIPRrVffziK4RhBBS0fGYwROk5MAF8+/9\n", + "p9QUtIKo5uOtBJyfJo4+sSjSQqcBPXl74OQ5aR0SpHy3RlqH1lJDHR7o10wNRSiout/YdDy8boD8\n", + "vuu4zU+qBkhoqhFFamgPNrh9qNMCJX+/fE8qisAe+99mtf0/Z8MR6RwRbBMJEA0Y/oBjB8h6YgjE\n", + "mF5RKvuNbhDR9QMtf0fjOjXUc+sC8sqWDeSFYe2kRjUf2+IChV/60A0UyUXXrykpmhBG14m9J87K\n", + "33GnlPjt36qhzNt4RLs91/Yeva6JzUjDAgKDNuZZ9ICNqhcgQ9rUlR4tQuTo6fPSRDuuJ69pJQ8O\n", + "aGF33Hd/vt5uMAgKyGZriwn0MoaH1tn7Ur+mv5oCB/ppx3lGW0jA04339OXhMbaOGWUNMvJ4L+Ft\n", + "RkwRw1du7CBXtnKvRVdJNbeHgH1zcaxM0YT37sQ0ZS/QzwGrzxMWIg/0ay539o7S4h5c5AI7vC9B\n", + "1cs2J8GBAIwZY0YoeEmFIvlslizaebzA+z17fRu5rUekEmifFtCVACSlZck/uoUX6liQHfY2TIUw\n", + "/rHD7QNbN5IjmpDDFwRhnkFgR2uC0JihhPiM1UQHMtJ4LGwNd362To6nZl4UtNny45ajMrRDqBJq\n", + "KAZbFmtv44Do7RReRwldV0A0w0/ZRRMt4zXxd0evSKltEI0Q3HU1UbJEE+w4ZBx3imky29HTGbJw\n", + "W6IcPZMhn47rLqF1kDENlTdHdXLIgEZowhbb2GbPJxYcV7eqK52iG6rY4wuLDLOQeuP3WAf7AUQv\n", + "4ngw+ZwM63TJ+4zs+EpNjFfXXoNRVOHfyGxjGh3EmjNhV5pgkfLqL7u1RcwWlRWH0EUh46C2jZQf\n", + "vSwvqng/Rn7wt7KbnM28oHoKHz1zXolaV3h7eVXIvxsUIowZY0YqK7Q0VFLOuWg/pgMhedtlkTZx\n", + "V69mNTl1NsvlY7BNni/K8m0AxlZfZmAlQIuwZXuSpGVIkLx6YweHtk94rls+WuXUJzprzUHlG4Zo\n", + "fv3X3cpvCrEGa8JHd3SzFPXntdf+4k87ZYYmMJ1tq5t/H9qLfbEqXnmDkUHUt82ReYafUu8UcG/f\n", + "pmqKl86XqxzH/1qBPsIPD8wq0GsMi8HQd1bYZWohshbuPCn3h7rObEKcO2ulht+P14i4IRP+3drD\n", + "KoMK0fzWLZ1KtOtB8c7bCzJuxlpbL9/MC1ky+fttavBCeWzt/7D5iEOLMBTxJQ1t6/LcJ4QQQsFL\n", + "yoBlsSec/ixcEz3ImJmnNz15TWvVhsrpyeLtpVqUjbjYBxc2iFYNg+T+fs1URtUIsnRjNeGiiwV0\n", + "fnhi9hblLzbywbI4l0VRepEZerHCh2sUqNMW75HrnQi1FXuTlHhCMR5EnnHKGr7v2/JScRq6RIyZ\n", + "sdYQu/yMMLyX479cb/dY9FhFhrYo/VoX70ws8HEQdWcshnN8v/W43D+wjcvHQqRDmFtNlNPFOybg\n", + "GUUx3h9kU11ZR4oDnv9vbeGDQkZnI36NbNYWQObBFXgO+JjRbq6sCbDIcON4cIwUvIQQQsFLypm2\n", + "obXsppMZQdsoXewiC4veofCapp2/JLRqB/jJ5+MuU5ncBSjc0nTr2vgUiTOMy83WhOr2o2dUodTB\n", + "U63kn/0vjdldsOWoQ2YMIhgZ3aigSwJsW8JplwJbH927Os5x5PHSPUnSKKi6rVDMCL7HeGUw867L\n", + "ZNqiWNl9LFXZHG7o2NiuJ+3MVfEOz41OF5dH17MUj1+vOagJ1/wJaCO7hjsM0nCGu0Vc6KNrHh7h\n", + "jhiFoFzyWD/5dXuiWlxk5eTa/W5k9JGxNGMeJFJSILuPBYLuz3786lYuRzED+MPzixbt39Dy6syA\n", + "Rc/H2kLLeDzw6WJgR3GHVBBCCCk72Ie3kgJfrlkkoWgJHQr07Wu0xRr9yRrVieB0epbdlKwz6dly\n", + "8mymmmyF8cIoLEvNcG53eO/PfXbftwoJsryf7nFFVveWj1Y7ZPMuibcA6R5VV43enfz9dukSFexw\n", + "Hxzv12sPOYhdcFefaFvXBXRDiDtxVvafPCcbD6XIv3/aIU8ZMtmZ2Y4ZZggadECwKvQ6frFrBb5+\n", + "2mzfOSG0Tg1559bOck27EDuxit7BQzu6ZxtAZwKz2O0VHSx3z1wnXV5arEZHOxucgdc8rFNjeX90\n", + "F9V2DFnIiZrIRFcL/GygkwEI9Us4W4lFAGwlxuEWmCDm7Lh1cLxXtwtxeE1of1ceIOOOLiTGDh5Y\n", + "SOA9uO6dFer/zjLqhBBCPAdmeCspuFDPuqeHsgJA0N3YJUxu0ISQLoIhRNBhwBVvL9mrMnQQiQWR\n", + "kZUjr/+6RxNO1VSbscZ1AlRhWYpB4KClGbKI6Wln1Na6eaytEfQC1vsBY5zuiC5NVFYWY3x1qmki\n", + "JMtkh0DRFby73S826sfkNLwGcy9X+HLhxYXAgsA0Z1TxeAhltFkzWinAn3uSVPuue/o0VeOXjSRp\n", + "YrhLRLDKIkP0YZBEQf5TiH/YKrB9jvigDdjHY7qpgrvIegESXjdQnpl3SaDj9oBqvnY9fM2g3ZrV\n", + "KFocC4SwMR7GQSIlxWaLDiF4nQu2HnPZoxm8PLy9GuCA3QD4qdHqy9wOryzpFFHH0naz42iq+sL7\n", + "vOSxK/lHhxBCKHhJeYCtcXwZgYjAoAj4VAvaJd9+5Eyhft/0pZeyvPDswj7Qu1n9/EyxJlhHdQtX\n", + "mTLIWGcZRYi+BjWrq64CRr7fmL8Vj2NGi60pQ9uqIjazUK0X6K/EKvy7N77/t4PQNYqvWWvi5dFB\n", + "rbTf5y/tw2rLdk244Piu18TqI4Naqvs9qYli9EKd/uc+Sc/OsXt9iy2mgCHrC5ENUYct74K2vb9e\n", + "c0j+u2iPLfOJ1mewYBgF6/gvNzg8Dtn5SYNb2TLQyJRjgdAhrE6BPZDn/bOX8sRiMAQypyXRL9dR\n", + "WFvbI9zxvSKzjuI9TwHvP2LqzGuOhRsWLGZPPCGEEApeUg5ABGJbXBdX7nQXKA6wSdyuCT99cAH8\n", + "wsis1q4m8s9BbdQUsByTH+GqtiFqWIZZ8OrgmFE4ByFplZmFlQHC5NWFu52KXZ23f98nC7YmKruD\n", + "ztND2si43lGXPiAXfcQQpWbgb7YSQmh55g7IsmOogtEfioXIvTPXy/G080p439k72jI7jPcSnTjw\n", + "9dKCnapYDc8D8QrB7KpADIWApT28ARlZWBMWGQZpYCFilXX2dCDA8V5YTQXUwblGwUsIIRS8xAPY\n", + "lnDG0kOJgQk5bqrfqPqB0lT7wmOW7D4huQU8bufRM0rk3P7JGtUzV+e7TYmSazH3be+JNJk6PEYJ\n", + "Y2fAM4lMNYT0tJs7qi1+2A9QYLRXEx59XvvDzjvqCqPYBZ//HW8neHWQKTceP4DP+GpNoCNjrgsj\n", + "iGN3i5mQGbxgET89c7xVZZx91Ja+eUobjiewmo88P3+H3TQ4PCfaqz1zbZtyP9+mj+6iBohADOK9\n", + "Mu82lDbIyC/Tzg28L72a11eLF5z/6HPcMqSmrQOIO8D+kq4tLlAomZOba7fIwfNS7BJCCAUv8RBQ\n", + "AW+VkYTf9HvThC+4HYxSLKi6n/JVxp88p74A+uPOdZH18vHOz9iiLZVZLJ5Oz7Z8TB9NmHSOqCOj\n", + "NZGHyWTIAJt9uhAY+ljeFtprQlERvofIvXH6SksR6S7xp84pu4J5HO/4vk3tXgNE1CMDW6j7Xd8x\n", + "VIkoq/HEyiutib5Nh1OUODYWX2GKGJ7HVSEXhC7sEc8PaS4z1x6TbE1s4X2MO35WOrywyNK+gF7F\n", + "niB48T5BrJcH8K6/s2SvmhQIempiu0lwDbWQwvmPrPmnY7u7HLtsBFYMCHgA+8Jjs7eo9xYifkK/\n", + "ZiXugSaEEELBS4oIxBW6BUAQ6SDL9djVrVQRFIrD8oVYHekUHqzab0EcwFeak5crf+21F61LtQt/\n", + "oL+vnMu0bhn16FWtVLYT43kLAsINx/bwoBbyysJdqlWas/s9clVL2XAwWd5YtFf2nzyriXMvqebn\n", + "Lbd0DyuW2NXjEVk/wOF29PP9fkJv7bUcU+JmqGptli82YSOw8sEiC33zh3/bjglt4jAJTh8+gcfD\n", + "WmBll9BBxhb2heEdGsqdV7ZSfYtf+2W37edWvtLAcpiOVhCIAYQiBDx2E2A9GeCkY0RxwQ4AYmQ8\n", + "F1aZFlzwPCOW797audDPj2zuusmD1EIFnylCCCEUvMTDmHJ9/oQovQL+pi5h6qKNin9sx6PfqS7e\n", + "nhrSWtYdSFbb5lYdFU65sA1AOI652F4LwgbdE/RsmxkUXv31ZH9bARZ64Jq5LKquEpnDOzWW5PQs\n", + "GThtmc2Gkaf9l5mdo4mpgwVmTDEqFx0lEAOM6IUI23axOA+3oWXbfV9sUK8Xvk0sBnRhi4UAvtwF\n", + "gsoswPHajNPWEHM857r4FNV1AoV4RrDYQCyzLlqafzHYFyw/0N5edpPgPAUMNDHuBsB7jSEkpZEZ\n", + "hbfanYUPYpmKjhAWrefcXUAWFQhu9D5GB4jy7EBBCCEUvKRSomd0rTAXR0HovfzzTqftw6r7+sj5\n", + "CzmWz4N+v7qQwPNc1SZE5m2ytj9gWppRdPj7eYtZs2L6GIQzROSc9QlOPcfR9QNdCt6Xh7VXGTq0\n", + "TMOI4kFtGskJTbijUA52BmP2FO3IYJUoaoEXvJ5m8DuwFW7sVgArBL4g0tDj96vVByXA31e1C4M4\n", + "RoZ30e6T0jQURWlBloMuWofWksHtQpQVxJMmgEHYPfvDNvnDYggKOlS8cEO7Ev+d3bTFEWJQkI8b\n", + "PnTEuSxBRh69e/UiQ08b7UwIIRS8pMqBC3JsorXYRReAyde1lamaIDY23kfnhf+7o5tD4dbT17aW\n", + "+VuOOGTeMCThmevsM5Iju4Y59L69rGldufadFUqkuqJFw5ryr6taKr/tlS0bytYjp1ULr8h6gUq4\n", + "IpuK58DgCd3Pidfy8dhuqrODGWRkiyp4R/eIdJh2h+y5M0EK8QMBqPtvsVCAwH9vyT4leoGzwRER\n", + "dQPKZfRuQSBj7Wzi31YXU/aKA+IGz/XUn3fZbkNv5B1Hz9hZQGCNKY1xyq7A9DljkSE+D+9q7y8F\n", + "LyGeAwptv/j7oPj65Nch0KNPwUsqOcjsWnVSQF/SvyYNuPhvX3nku80qmwYxOaGfdZcCiLwxvaJk\n", + "xl8HbKLklssiLDN8yGrCcrEuPjl/MIQmHM9mZRcodiFeRnWPUMehj8ntFhXsIFinLY61azEFwT7s\n", + "vZUOxXEg0ckkOB303IX3GZlMeJDRRkwXUcgkXxsTqgQObkObrofdEKW6hQJ/dI0ZZ4DOGBjqcfR0\n", + "ut3t+N2eCN5DZ5gnqpUkOIea1fGRPckX5MoWDVRxGs5neMP1yW2lZSXAZ2H9wRSJaVLboT0cCiKt\n", + "Lq7I2nNUMSHlz2vaIh3DinS+XXtIXe88aeeMUPCSEgQCbndiqtSu4afsBEYub1rX9m8IS3cLeJ4b\n", + "2la1p9p1KEmGdo12en/8YZl9f0/1nLA6QCzeoAlSK+rX9FdC1UvTmH6akFl94FSBPlsrEZblZKjA\n", + "kBjnosxcQAYxA0vCrZqQRyYXx43KfrwOvTNAYdhlIY4AxC627fFzCPqx2kKitArAisvANo0cWqrB\n", + "SgB/+J2l3Au4c1gtGRBzaSQ13hOcg6UFsrVPzN6iFjh4v/H+o4PIcMNiBAsgc8s93M9V32RCSNnx\n", + "sWl3EZ9lLJQ9cQeNUPCSYoCt80e/2yJ/7DquLuA+pi1fdHPQp5AZcbeAB624jp08rToxIMN2Z58o\n", + "p/1Qjc/prPMAJov9sfvSxDMI0IVbj6nbH7u6peVxofXZTidiUie8boDKEkbUq+E0+wavrZlPVhxQ\n", + "X5Ova2MrTitqcRMyxM4mfNWu4Ss7XrzG488nbAciQ6K/Bn8fb3ltZAc7EQj07Cuy7chW68NKKhLw\n", + "JBvb++Hzgw4cxteKntQ47+HlVvHQ3t+JA1qw2wMhHsx6FztVhIKXVNjV7QG76VgoDsOAhVYhNVXP\n", + "Ub2rQ1GA6BkxfaWd2ITX9s1RnZTYQdU8tp4xztecDcUWtLm1FEYCL4919Iei60L+12mZ/2AfSxEG\n", + "a4WrSn70vn3vj72qoE0XybPu6WF3H1eDC95esldtbSObh/jBl1uYDg+6UMY0Od0GYsTdwRrlDbxv\n", + "8yf2UR0aUCg4Ujt/zFuD8FjDFqOD8+/jMd0q3FQ2DFkxAwGPHQVMmVN/cLUF5M8P95EfNx1VBZ8o\n", + "2HS2VYqF1g+bj6jPAs7ZwgzKIIQUDVitFpq64XSLqsvAVAJ8/q3BMBCdGSvjHboyoHfsJ2O7Sc9m\n", + "9WTuxgR5fPZW+XBZnJzNzLGbngUbxPSl+1SmCy22zL1pF2ji70tTVvRQcrr8b/1hNVL31Lks2Z2Y\n", + "JhsPpcgt3e0HFkRrz4XRxLqnFkLq9Zs7yIq9J7XjsG53djw1UxWumcVznYBqqjuDr4+3dIsMloOn\n", + "MiQj+1K3ibC6AfLz1mNqbK/xOCFArmjRQLU2Ux+ei9PmrIBFYsPBFHVsR09nKK8ves96exWuSApt\n", + "yRDXHaaM9MMDW0pMBfF8wnaCuEH0BVp0RXj4283qvbc75zKyi+1LPn/+vNSoUXZWAW/tfPhxs+OE\n", + "QLxXxi4k1bTzDu8ddjsCnXSJmPDVRnlxwU7lZcc5/pf2BatMaVPWMasMMGaVK2bo9IPrUer5C+pz\n", + "i1qTf5VDgSspeZgyIHagC4Axw6tOEu2DjmzqU3O32fkPMVK3S0QdtfUOQTf+i/W2rClWyO/d1tmu\n", + "+jw9K8fyd5o9wrjIm20E2PqdfX8v7Wcp2vF427KlKIQzF3bZPdfhFMvMKjLJesHcPVc0lc9WHlAi\n", + "y8/XR75cFW/5XHiNaCk1867L1PeYNAdxPl8TOVk5uS7jiozs4p3HC71Vj61vFAL6e+XIygOpElU/\n", + "QBXxeapntyhYZdrXx6dUuNeBzwEWYihC0z839/ZtWmh/LjLC5gwTPg/YDSnr8cxlDfpi7ziWKr2b\n", + "1WcRHykXcG1Y8lg/2ZOYJs0aBnJnhYKXVFbgN4SQPXYxk6oGGQxprVa6Cy2GHszUxCEu9HiMWbhg\n", + "EIRR8A7tEKpaRekttgAynuiBa+ZQ8jmHCx6OpbtpawnWA4hJeCfPaivybIPwxP2RIS0IZID1VmDI\n", + "rLkCK3+IUPgwIcJRlPTqTR1k3Iy1apiCKxJS0t1+HyD6py3aY3vOER0aan+Er6yU59wtl4XbtRAD\n", + "GIpSHmDR84O2gElKO68+C1YT9Jz+MdXOt3n/7CVzNxxRhYqw4RS2UBE4G9CCc6+yCl5YP27/ZI3N\n", + "24xYfnB71wpnayGVA/xt54KLgpdUgQ/6b4/0lTkb84c7DO/URHkMkbXKtcjEbTqYojJP1qLNPksH\n", + "0Qzx/OJPO5Q4RuYLBTtTF+6yazmG+3WNdM8zhdU3Ku/xhRHGj/9vixLUeou0wggWcLV2gV1YwDSz\n", + "vcfP2rW0wsX587suUz5ViFpMhHvo6022TJ8eV3ezsvA6T/hqg23RAb7fekLG9DldaB9wRWBUt3DV\n", + "qxfnkT5i2tlwlNIEGfgHv95oK7BDL2j4jwvTg1NNGOwZWazjwALSanAGeglXVrC408UuwN8HxJ+C\n", + "lxBCwUtKDQhOc+9abDValXglp2fLLR+tVi2mzBPArLJREAN9ImrImZxqNvGG4qxnvt8mKeeyVMEA\n", + "uhs4y4xBGH+19pDqkABBDl+s3g0BdgFcICEUipJZU88RE6r6MB5z0n83X4w7Co/8HsDhtu//c3NH\n", + "eX7+djW4Y0Cbhvl9Yd0U33Enzlr+/i9WxWsx66R+hn//si1RLRqQncY2XEU+374df7l6XejGUdRR\n", + "v8UFWWZjRwz8u7SmwRnBAg1ZYQg+nMPYxXhcE/yTtc8EhB/iMVb73FRm8WccXqMDa4c77Q4JIYSC\n", + "l5QY3QrIuB45na4Erp6lg3DVbQJmggP8pGlwHZUBhaDA2Nkafj7SMwaDGVq6FIaPz9lq5zGGSEGD\n", + "f11cQ3haiV2Iiszs3AIvnnqG+8PlcbIqLllN2tl5LFUys3JsYtydCzC2w76f0LtIsW7WsKZlhg/C\n", + "B4L/xukrbYIYIunumetkxaQBFb6ooqiLlJLCqvPFkl3HS1XwwrqCrXzd5oOOHDPGdVeLJ+wIxGqf\n", + "EVSI68NIKivI6pv7Y+MzQLFLCKHgJWUKsrHIIjrrX7t6f7Jsff5qJcCwrau3WkLWd/3BZCWYjZ4o\n", + "PM8N7/1l5/tFJ4TFO0/I+imDnBYKmAvqwAs/7VRtrKyKg5AhQosweHwhFjuG15apw2OkfRN7fxbE\n", + "NywJaCEGsfHkNa0dnqesLr5qCp12DO/+sc92G7RsRy1+KJwzZ3/x/Z/a7Z6cAUSHjW/XHVZZeSwa\n", + "PNGaAc8upubZL1xK9zixlW/0tOuiF2IXn6GqMt1pWOfG8qn2uvUOMVj8vHZTB/7hJYRQ8JKyZ9bd\n", + "PZR4XL4nSQ4Y/Hage1T+Nr/ubYW4vGvmeruG3biA6dv+360/bFmdj/Zgz8zbLm/f0snyGKwyn7uO\n", + "pco1by5X/U3N42Kf/WG7nSd3y+EzSmg/fe2lwRATv9lk130C/8akNyOlJXZhFUHhH4CNRB+J3LyR\n", + "fZYbofr873i11W3F4UIUxJU1T83dqsSucdGy6umBHifm7uoTpYaY6AsK9F52tktRUiSnZznchkJF\n", + "2Ckqe1bXCBa4Cx++Qn0e0O4PPma2gSKEUPCScgGiD9u7EJxjP1ursrS4KJntC7hYP/DVRofpNO/+\n", + "sdcmeAOcTE4DyyyGScDjh0yYOfOpg5/BHmEWKMs0cW4G4vGtxXtVM/9tCWccRr1ia9XZdLWS5Pn5\n", + "O+zG7qJwC50YYOlYu9+xLReOCT1tjZO6QGEK4soaLHyMYhdgoVNeozrxu3/cdERmrTkoB0+lq6zu\n", + "pMGtVQwR99+1+K/ZnyyR9QIKXfBYFNBv+rkft9vdhp2UqiR2jecxi9QIIRS85ci+fftk2rRpkpqa\n", + "KvXq1ZNJkyZJkyZNqmw8kJnDBLPYxDQ1PcvsvUSLspUWLbogWiHawgNFbu4WLh8sjbN8/rSMC7YM\n", + "F0Q1isjQkglg+AVEwnfrD4m5m9miHccdBC+2zq3ahUEg/7otUQKcNP5Hpqm0Ba9R7OpACKLjBPob\n", + "m7fXdf5zcwcllhF/FNlhIMHy2JPy7I7tSiw92L95uRV+mcH7iEWROZtv7uBRVrynLZZwfurAPoAF\n", + "hN5ZAZnGslw8DO/UWFsQHLJZhVCw9vKI9vyjSwghFLxlS56mql566SV56KGHpGvXrrJmzRqZOnWq\n", + "TJ8+vWqfOJqIcdYZAEVoVkDAHk1Jl1d/3i9/HzithllgipuxMh70aVHfluHCoAdje69VcadkdI8I\n", + "TUDlypwNCXaPMx8PPLn7Tpx1KdwjNbGDyWkZpqEYJdn1AGIPLa/QWQKiH1nFBwc0V6/R/Np14YPW\n", + "ZmjXlmyYQDawTUPbcS186Ar1f/z8mreW22weEPfwQX46tnuxjlm3WqyLT1EFgVOHty+SBQGPsRrV\n", + "WV59djHG2GGRob0vxW0lVlSwMMHiEe+7v593oVqgEUIIoeAtMZDdDQoKUmIX9OjRQ2bMmCEHDx6U\n", + "yMhIBsiCliFBdiIVeHl5yYT+zeXBbzbZsn1JZzOlaYOa0rxhTeXrhAAc2TVciUEAMWh+HjBr9SF5\n", + "YVg7VcClC0Jkco3ZXWSSH5u9xekx9m/dUG214/fieOAWxFGpPqq9SnaSmTmriH8jK47Xas7i6kIQ\n", + "sZg3oZd8uDROjbgc3KqOXNsl2lHAbT7i4GmGNQLCurATvoxid8yMtbbv9ffm3Vs7F+n5ICa3HD4t\n", + "R05nqNeNSXFjekaVy7kZov3+eJP//Fjq+XJfPLLJPSGElC5eeXl5eQyDc5YuXSqrV6+Wp556ynbb\n", + "yy+/LH379lVfX375pXzxxRcMlIGMmo0lodU/7G6rc2KT+GSfk1NN+jjcPyx2jvinw7KQK9452ZLr\n", + "4ycnm/SWtLpttH87ZhUDT8dJ47ifJMe3hmQEhWlC1Uf7fxM5W6ep1Dh7VBokLNce21J7jiscHhuQ\n", + "ekjqHVkp6bXCHY7FOy9H8vIuSO1Tu6V+wgrxyr1QIvE42P5OyfK3FzTV049LSNzPkth0iJwPDBW/\n", + "rFSplbRVgo9v1D6UuW4/d0rDTnIyvJ/D7aEHFkrN5NgiHe/x6MGSWte+SwViEb3tU/G5kOH28+D9\n", + "ORExQM7VaSZ5Xt7im31WGsfOFf/z5Tc2+GxwCznW9Dr7czNpizQ49Cc/uIQQj2bMmDFyxx13MBBF\n", + "TS4wBK7JzMyU6tXtPar+/v6SkZF/4cfJxxPQkQVbj6rRwrVq+KqM3oDW16lJaA/M2uBw3+dfflUV\n", + "qyDT+tKCnTJ3Y4IaE2wFMo2znhkjnSMeUt8jA3zd2ytsWWMImtadL5OkxDQRi+eYNmGEDGn/gBoh\n", + "bN5mz/Xy0ZSdj5xu0FGeHH+7KmpzBoqxkBl0Zwt6xPSVqt+qkWr1wmTpO3PVv5Glxta2r/etzoVt\n", + "SooEBzsOvMBje/6/JXbWCGSp5300rch9beGZNvur87x95YPPv7J8vYg94mHuZPH47C12tpMLfjWl\n", + "/73Pl/ogB1cxw7Ei4/7dukPKboFzc3jnIdp59Qw/tC7OM8KYMWaEgreSA7F7/rz9lue5c+ekRo0a\n", + "DI4LhnZorL6MQNRChBn7yKISvlfz/KERn608YFnIpdMtKlhmjO1uV5D15aqDDgVR6+OtM4jYNtar\n", + "wK+NCXE5QhjHYSV4Iez+/dNO+U0T7yh8g6f2ozu6ubQP3K6JKrPgRaN9ncK0PNP9wJnZOcp2gcc+\n", + "f307eeGnHUr0wm9Q/WIYAAAgAElEQVQ7cUDzYg1xgAj8ePl+u7jCMmIWu4dTMuSJOVtkQ3yyZOfk\n", + "SYwW3w9Gd7XFwup9mLM+QaYMbVtuLafwe9Edojw6RBBCCKHg9VgiIiJk9uzZdrclJCRIWFgYg1ME\n", + "sfH5XZfJqz/vkONns5XoG9Ut3DZkYl28663ua2NCbWIXYvOJ2Vvl1+3H3Prd3l5eMm9Cb5vQuqpt\n", + "iBJmViNNAfzFZuAZnjR3mySlXRLsKDaaoQl1dFZwxjDtdW49ckYNv0Ch3theUXJT18J3+UDni0e+\n", + "22zz7ELU/vzQFUqY39Q1TBJOp0tk3cBii0nE5d3bushbi2NVnEdfHimjL7MX/4jbgGlLJduQWUaL\n", + "N2SGp17sMgA/cvzf9n7ZAH+fEhG7yGwv2HpMalX3VQV+7NlaNYFXH2O28f7DF16RR2wTQih4y5Xo\n", + "6GjJysqSDRs2qMK1tWvXSk5OjrqdFB5kCd8Y0cpyO+vy6LqWk9RAcEA1lXnUQTGXswwttI95poW3\n", + "d74gaxlSUwlsWCPQ6WDOxgTZfPi0zN9s34tX7xesi+tPlh+Qt5bEipXjHdv2KJhzJrpwO7bxi7uV\n", + "P2nuVrsCNWTKMcBjSPsQtU2v9xOeOKCFrfCvqOA58eUMdDvIvuDoNZ6tHc8z17VWMYYQRwcEPVOM\n", + "ODgbnFEY3vp9ryas99lsHOgmUdQxzuQSeJ+WxCZL7KlEubJlA9sQFE/llYW75KPl++0+h5440IQQ\n", + "QsFbYZg8ebK8/vrr8sYbb0itWrVkypQpqusAKVkyLuQ4/VlD7SJmbMb/d9wpy/vVq+mvpr79ut1e\n", + "OENywUsLC8D/3dFV9TtFthjTzXChb1q/phJxwYF+cnefaBncPtQmAm7+cJXTkcpGUVvaJJ5x7CYw\n", + "XxO5sAnoI1nBfxftUXaH0sx2oYWWFTmGlQYWN2i5hUVFrep+ahFRHKsFQGbZ2PECwC6yev8pZecg\n", + "RY/rzR/+bbMbQUi+MiLGpY+9PMEi1Ch29c9qeQ00IYRQ8FYK0H7s/fffZyBKGWeFagADFoycthjJ\n", + "Ck6dzZT1B5OlV7P6mii+NHAiJydfiGErHJkhY0bQla9zjSakChK7ri6wuoAortADsAgsMfU4rhdQ\n", + "zXKwBi78U0txgMFNXcLkP7/tlqwL9invkDrVVSZdF58Q3c81drR7oDUYJuNhWAjugwy5O23UEpyM\n", + "UP5pyzEK3mLw3h977bz14NO/Dnis4M3Mth5oYp7uSAghOt4MAfEUjJYFHSTSUeRk3qI/nZHt9HlO\n", + "pmXJ9qNnnP4cGUFjRtQVPi4ytzWr+8oPD/ZWWWIzeH50grjitT9UF4W7Z65zGDJRWO69oqldlhsF\n", + "f8/d0NZyqlpObm6pvlfIlL/xj04SpMVADCE6kpIht3y02qk3Ol+0Zsh1b/+lMnQQvrCmTPxmo1u/\n", + "t1tUXcst63YW2eysi4sc/D50nsB0uoIWL1WV5PRsy3PY3c9JWYPzDwNNzPRuUZ9vJiHEEmZ4iceA\n", + "DN8D/ZrZWmJB0D16VQuHbg9gcLtQp6N3QaoLQQwCqrl36iNriOMwX/jH920mDw9qbiu4Q/EMhkDg\n", + "NWDrHhPicJsOMrOLdyZavhYj8Ohi8EP7sNoOXRFwLL892lcVz+FnuscSxX/G7hbIfI3qXvqZObyW\n", + "vi0aSIcXFjn8DIVE5kEgX2vvF4RVcICf2pI2L0LQYq6gNm94bfAoP/fjdtttKGb8h8Fzjcwx4oHn\n", + "a9kwSPafPGvLBMJT/PPDV3CimQmcQ2b/PEQlJhF6KhihvTXhtFrQYNF3i3YOYFFICCEUvMTjmTS4\n", + "tcr0wnrgavoUpqHN2XDYMmtaw89HMrKd+4Hx/GaLAUSm6qIQ5C939o62+zmsAegpiwsr2nNN6Nfc\n", + "1t4MTPxmk61gDMALbBS7OpgQ50zwQpA9of0OPI8uzp67vq1D9jhKEyDm254c3EoT8D6qiwNEMbah\n", + "o8pQqFiNSN6TeGlC3scr9svUn3cV+Dz7k865JUQxua1bZLAqNuzbsoGdFeKLVQftxHDsiTSHOEMQ\n", + "l1Uv4IoCzmf42tddtARgkff89W09uvsFrDBLn+gvsdq51qxhTbvdD0IIoeAlHg8ETEF+TgijhQ9f\n", + "Ib9sS1R+vjXxp2THkVS5un0jta2+9oCjl89bu3j/vxExqoWXkbEz1sqy2CTb99hix4VUv9hDRP41\n", + "aYDKGpvtAxAIRrELIHbDgwPksMlvWt3P+QX5R00kQ3AbQaYbrZYKEh3IMmOhUB4gHsiwmo9dH5Gs\n", + "vw4zfj7ekp1zSSQjm9gjum6hxI5VUZ75vbBi2Z4kfsjMFwLtHPtm/OWyfMch8a8R6PEdGozHzVZk\n", + "hBAKXlKpQRbK7O1FT9zvNx6xfkBenmrtBSvE9NFdJCktS7I00WUUuwCZ3D93n7DL4urizszpdGvr\n", + "xAULD21kvQCnr2XHMUdvqW5vQMcFT+bhQS2U5QNCH5nl0ZdHKKGuY+WDRpu5ar5e6jVe37Gx3Nu3\n", + "aaEGcLgSwusKKFzCABNiLR47h9XiBCxCCAUvIZ5O3IlzTn+mF3RDmPWftkz1ka3nRGSt2n/KQfBa\n", + "gS112CCM/XHBmQzHjhN/7T3l9HnQ83bGXwccbq8I3e8gctF+DDYUK9E6smuYQ5YXsYVVBBaDktw2\n", + "h53DPK0Pdo/0rBy15Y1CJ6O3mBBPBH9PsFAsiUUgIYSCl1RCMDLYVTGbjj404ZQm0nRBZKSPm1u6\n", + "EFEtGgXZBC+kW//WDVU/WnPmOCc3z+nzwD9p9FDieXDve2eul0lDWkujGiI/7tinvLEQbY9d3dJW\n", + "MOcpOLs4w3OMPrkoTNOLi1BwpP4AlbBHFFaXD27vqhYPebk5Mq5PU21R0lDiT55TvmwOJSCeDLqW\n", + "vP7rHlVAiMUgdj/eHNWJkwQJoeAlxB54D1FYBnGl4+fjJdk5zsUmxG5QdT9JO5+tRNFdfaKlaYNA\n", + "1a83IztXIuoGKCFaN8BPHhzQws5fjAK1vw19cPFbdh1LlclD2zoIXhTauQIeSozzfe/PfaIfLS56\n", + "//0tVjINQzkg5jDIoagN9iHOMQzil23HJKZJHSWeSzOTBJGJvsfo84rfU9rFRfqUuJSUFNv2vKsC\n", + "SEI8BbQyNLbOgycdHTQ83dZECAUvIeXA7Pt7yeKdxyXlYqeH5PQsGfPpWucfAm8v+ePxvpKUmiUt\n", + "Q4JUS61+/1lqed8lu0+o8aV6xmXrEcduDBB2tfx9ZdrNHeXbdYclBCK6d7QS4i4/jNpz1g5w9Aln\n", + "WkygQxYb/uXCZn5wbNe8tdzWtg32joOnzsmse3qU+vtSEsM3CKnMWPWJxmedgpeQ4sM+LqTyreI0\n", + "EYgMH/yc7ZvUVr1ivx1/udpKv69vMwnws1/noWCqQc3qquAJj33r971OnxvZUYhpnYFOLkSYfjZ9\n", + "aZy6gCGr6W4lOTzB7oDjyHQxitkZC7YedehRjGP11AEDhFQlrNoJ+njzMk1IiWgDhoBUBdBaTB89\n", + "+4/uYWr0Ljy1EMXm3q85LuwPYNOhFCWoASwUELPGzEyrkCA1RUwHRVQdNOFtbodmBY5lYJuGdiOE\n", + "u0TWkY0HT9vdDz7eonh4nU2Oiz1+VnW9IISUH+hwYuxZjQX4Xb2jXD7GWbEoIYSCl1Rx1EjeoW2d\n", + "/nx45yYuC9+MBW2wCBg1ZDUfbzmcnO7wmJmr4t0SvOD/7uimhiOggGV4pybKlvGfn7fJNxsTVYHd\n", + "6MsjZfRlRZukNrJLmLz2y267QREoJMMgB0JI+YJJcVjILtl9XNqG1tIW5JFOrUC/bE/UFtZxql4B\n", + "meF3bu1MrzohFLyEFOKi0zdalu45IUdOZzj8DJ0UjLaDt3+Ple1HLmV30dfX38/xY5Vq0aYMQHia\n", + "i7iQ1cE0MSP39AqTJ66LKdbrwu+CuH1lRIy8sGCnpGdeUAMiHuzfgt0LCPEQsOuEL1dgquIDszbY\n", + "vsfi+Nkftqn2gIQQCl5C3ALZkkX/ulJ6v/qHnE7PsvvZgDb2nt24JMe+v2nnHcXtqMvC7b7fczxN\n", + "Pl6+X1VhQ4Q+Nbi12xlgs4j9bt1h+Wr1QTUwY0hMiLwwrJ2d3QH+3Bl/xatRzIH++VPZtj5/NbdC\n", + "CamgoHjWDApQ8cUsLyHW0A1PiAWB1XzkoYH2U9yQ3TVnXq9u5zicAgL2kUEtlR/3ypYN5OMx3dRW\n", + "pc65rAsybsZaTYAmKMGKArRnvt+mBKiO8d+ueOv3WHnux+1KQON58ZwQwEZBjNHJsGjg33jeydrv\n", + "0luEEUIqHu1CazlZAOcwOIQ4gRleQpyAVmIxTWrL5sOnpUd0PcvMyahu4aovLgQkgIicOiJGFbU5\n", + "65O7Zn+y7f5GYfrRiv3SokFN+XTlAVUE544v75dtiQ63fbX6kDp2gOdB5tcIevtCFBe1jy/xbPIH\n", + "fPiyCLESM7RjY2VLMnZcQdvDzhH04hNCwUtIEdAnoDkD2dzfHumrCkjgvcWFqKDBCi0bBalCN/Pg\n", + "tYVbj8qh5EviFL685+dvV0MbnBFZL0Ddz0jS2UtjjjEkA8d1wfTLUs9n882tZCyPTVIV/sj2Awws\n", + "wJQuUvnA35hv771cDanBDhHGd6PYlhPZCKHgJaTUgOgd1T3c7ftDhAYHVpNTZ+1tC0dOn3e4L7J1\n", + "8OWFB1o/1y2XRThMdBttKHhBMdqQmFDlFbZ96L28pLqvj4z/coMm5oPlzt7RvFBWcJDpe/CbTXYZ\n", + "v+83HVHvLT2dlRO0Q5w+ugsDQQgFLyGey3WaCP1ilX3rs5zcvEI/z1VtG8nk69rInPUJSkSP7RWl\n", + "bjPywg3tlCcZ4rljRB1ZuO2YTF+6T/1s0Y5EZXnAfUjFBVld80ARAOsKBS8hhFDwElIu3NUn2kHw\n", + "Ygsa1ddG4QI7BTI5aWdOW3+Avb1UQZyxKM4MfMWv3tRB/fvFBTvlrKmLBDKBTw5uVaRBFqRkQCcN\n", + "DAWxmrTlDh3C6qj32VzsCC8vIYQQCl5CygUImxnjuqvuCRdy8pQ1AZnZ2MQ0+WBZnKRowgW+PNgR\n", + "StJuYJVFhsCOTTyril4KCzpDzN1wRLVFAxiKYe5kUdmEqaspfYVlXXyyvLJwl8q+g+s7NpZ3b+1c\n", + "6OeBpxO2mg+Wxtluw8ACVwshQgih4CWElDoDWjdUX0aQzXVH8KBQrVZ1v0K3FoNIw6hjI3iOliFF\n", + "q+h/9LstyhahgxZpncLreMQ2enxyhuw8lSPdouoWWEjoDliIYEqdzrdrD8nSJ/o7nYRVEOjMcd+X\n", + "G+yysvBaw4Otj8EuDOiv3LxBTSWi+7SoL4Pbh9KbTQghFLyEVDyQCUTvXb1QDdYIV2OSzSAjiceg\n", + "lRqAsHrs6pZFtjMYxa7OF6vi5b83dyw/oastBp6au01W7z+lvkeR4Oz7exVZmOq8tTjWQbDitUJo\n", + "FoW4E2ct+y3Dd1sUwQswvKQoA0wIIYSClxDiEcA+cPfMdXYiCcK1hq+P/Bl7QtIzc9REN2xju8rs\n", + "QSA/2L+5ak1WVM+oDjpUmIulEs+cL9c4Pf/jDpvYBSjKK44wdYXx9xSWJnVriK+Pl7K0mGNKCCGk\n", + "ZOGkNUIqCPDZWmUE31+6Tw2YQGYTW+7LTW3KrICNobhiF9xi0Y4NxXflyabDjgV+mEBXXK5uF+Jw\n", + "W1EzsWCudkxmsevl5SWjL4/gyU4IIRS8hFRN4O91J/tn9uiWJvdf2UwVWsESAfH3we1dy31LHeOc\n", + "zRTXzgAeHNBc2SMAPMGje0Sq24qKeQIeyMvLk4TkDJ7shBBSwtDSQEgFASILnRt0/y3w8oJIsr9f\n", + "WVoKkCkuSleB0gSWjl+2HbNNl4MYf/zqVsV+XviflzzWT/YkpklUvYBiWw/QVcH4Xqo/yN5e0ia0\n", + "Fk92Qgih4CWk6vLMtW1UtnJdfIpc3rSunMu8INMW2RdTjexWtYuW0CHi54evkK9W7pPmoXVleKfG\n", + "JeaLxaKjpDpQQEBjAaPbLfC+QpiXRDa6qoPs+aKdidJWWzwUx3ZCCKHgJYSUxwfWNmgi/3sUsp08\n", + "m6WGRzRrEChje0bJ0I6Ny+RYUKy2Mu6UtAkNKhE/cEkCMflo/ygJDg6WlftOKgHUt2UDjxOT6GZx\n", + "V+9oSUw9r46PbcSKz6PfbVbt3fQMf2E7mRBCKHgJIR4GtusxFrisRwM/P3+H6kOL1lwQac9d387j\n", + "Bk6gD+/IGVvVsAg9VrPv76m80J4EjsfTjqmisnjncbX4M4KhKOhKUtie1YSQygWL1gghhWLB1qOq\n", + "MA5iFyCT9u4fe20ZNU/hzT/jbWIXIBv+8Yr9fAMrMfsM77cOztM/d59gcAih4CWEkHwgEGEB0MWs\n", + "FVsTzjjclpSW6XGiIv6UY/Hewm3H+CZXYq7vYG3niagXwOAQUsWhpYEQonr4Pvv9dvlLE7ugWYOa\n", + "8u34y6VBkL/Dfa9q20g+Wu6YKW1Sp4ZHvaaBrerKZ6vtt7fDgil8KjNoG4fe0N+uO6y+V+3jLo+U\n", + "7lF1GRxCKHgJIVUdo9gFyPRiOtljFu28IB46R9RRY451WofUksj6niUmR3YKkR+3JdmGdUC8Tx3R\n", + "nm92JefVmzrItTGh2iIuXYa0D7FctBFCKHgJIVUQo3jVQbusx5z0rx2iCQrjY3YnpsrXaw6pDhKe\n", + "QuPa/vL7v66UX7cnSnBgNZWZZheEqgE6XvRlGAghBujhJYTIgDYNHW5zlRn7wVQJD8pywpu7oDL/\n", + "th4RKtNHsZsPigthYalKwGNe1V4zIcQeZngJIaoXrHE6GbyPrqaTNajpbykq8HgKS88FXSow3e3Y\n", + "mfOqJ/H00V2VPaWygv7LryzcJYt2JKpzE0MoPh3XTbWoI4RQ8BJCqhgQPfMm9FYtx1DYVdB0srG9\n", + "omRZbJLdbdd3bEyxW0LALgIP9er9p6R38/pqwl5x+8jO3ZAgU3/eZfseohdiEL2JKyuPz96iYqiD\n", + "f8/dcMTjekYTQih4CSFlBEbmujs2Fx7JRwa1VKIsOKCajL48QkZ1Dy+3Y0crNWSYcVwVfcAARNkt\n", + "H622fQ8vdU5unrw5qlOxnnepaYEC1sUnqwJFdOWojKzXXp+ZORsOuyV4UewYezxNYrTPBDPChFDw\n", + "EkKq4h8Oby9N8LZQX+XJzqOpMvGbTbYBExC78yb08rhRx4XByh+N/sFThrYtlphHdw2M3DXjU8ZZ\n", + "efR4xmtEhnlITIgaA11adI4IVqLeiL+vj8vHYEAJupYg5jhWxPzTsd0rtfWDkKoAi9YIIRUWjDg2\n", + "TlNDVu6zlfEV+jUFW4haCK/EM+eL9bw3dW3iYFNB+66yXBwge9196u8yae5Weev3WLnu7RWWg0xK\n", + "irG9Ih0Wag/0a+byMR8ujVPjifXhKzin3vtzLz9shFRwmOElhFRY9hxPc7gNWcwXbmhXYV/T6B6R\n", + "8vHy/Xajmts2riUtQ4qXCcW2/PcTeqnnTj1/QQ1ogAWkLIFnODUj2/Y9XiMK6d69tXOp/L6hHRqr\n", + "jC4EbMtGQcp2g2I9V6yLT3G4bcmuE0r4VnS7DCEUvIQQUgHBKNmv1hy0uy2ygo+RxbSwqSNiVAYU\n", + "WUaItDE9o0qkIBBeXQxmKC+OWWSpl1l4i0sS9F/Gl7tc2aqBXaGbulBqsQ/05+WSEApeQggpB0b3\n", + "iFB+UPguAbJ3L9xQ8aepQeSWZxFgYUDsF2w5puwSA1o3VC3tnDGya5h8sDTO7ra2obU8K/bdwuW9\n", + "Jfts5xR47JpWLl8XIYSClxBCSg1s9f/2aF9ZtDNRE7s1OE2tjPlu3WGZarAp4P2Y/2Afp+8BMtWw\n", + "nKA/LkBXkBeGeZb9BLYFnFPfrTt0cfERobLuhBAKXkIIKTcgRjA4g5QtELnP/bjdVtwF0DVj8c7j\n", + "arKdFcjAL3msn2ojV7+mv9tt8MrjnHrMxeAVQkjFg3s0hBBCCg2ytEaxq4N2Xq6ANQDWB08Vu4QQ\n", + "Cl5CCCFEAfuC1cCKqApeNEgIoeAlhBBCbEzo18zOr4vhFvde0ZSBIYR4HPTwEkIIKRI3dQ2TNqG1\n", + "ZPWBU3J5dD2V9SWEEApeQgghlQqIXApdQoinQ0sDIYQQQgih4CWEEEIIIYSClxBCSLFYF58sH6/Y\n", + "r/rZejrow2s1KpgQQjwRengJIaScgXAcN2Ot7Dmelv+H2dtL3r2ti9MBDuV9rNMW7VET09CHd2Cb\n", + "hvLOrZ0lsBovJ4QQz4UZXkIIKWfe+2OfTeyCC7l58sHSfR55rE/N3SpzNiTYhk4s2XVCftx0lG8i\n", + "IYSClxBCiHMSUtIdbtuacMYjLQMYC2zm23WH+CYSQih4CSGEOOeGjo0dbqtVw08aBPl73LHGcCQw\n", + "IYSClxBCSGEZqgneVo2CbN9D6L52Uwe7KWaewt19oh1ue6Bfc76JhBCPhlUGhBBSzvj7esv8iX3k\n", + "j90nJCc3Vwa3D/VIsavEeYfGciEnTxZuT5SoegFyW48I7f+BfBMJIRS8hBBCCha9ntiVwYrhnZuo\n", + "L0IIoeD1EPbt2yfTpk2T1NRUqVevnkyaNEmaNGni9v2ys7Nlzpw5snTpUsnNzZWgoCB55JFHJCIi\n", + "gmcPIYSQKgUKKT9beUB16mhQ018ev6aVXNW2EQNDPJ5K7eHNy8uTl156Se655x756quvZPTo0TJ1\n", + "6tRC3S8nJ0cCAwPl3XfflY8//liGDRsmb7zxBs8cQgghVQq0orv5w7/lo+X7Jflclmql9+DXG9UQ\n", + "EkIoeMsRZG2Rke3atav6vkePHkrAHjx40O37Va9eXW644QapVq2a+lmnTp3k0CG24CGEEFK1WB+f\n", + "LAkpGQ4i+Lv1hxkc4vFUakvDkSNHJCwszO628PBwJWQjIyMLfT+wbds2admype378+fPS0ZGBs+k\n", + "QpKSksIgMGaMGWPGmFUganpnWd5+OOlMoWPA86zw1KhRQyXhSBUVvKtWrZLPP//c4fa7775bMjMz\n", + "HU4Of39/B4Hq7v3g750xY4Y8/fTTttvwOJ6Ahb84BAcHMxCMGWPGmDFmFQi8zitbJsiy2KRLIsLb\n", + "S0b3bq79LIgxIxS8pUnPnj3VlxXLli1TGVgj586dU6skIxCsBd0vPT1dJk+eLHfccYe0aNGCZw4h\n", + "hJAqx9QRMfL8/O2y6dBpGdC6oYzpGWXXQ5oQCt5yAJ0UZs+ebXdbQkKCg32hoPsh0/vss8/K0KFD\n", + "pX///jxrCCGEVEnCgmvIp2O7MxCkwlGpi9aio6MlKytLNmzYoL5fu3atKkbD7fj/rFmzlJh1dT/Y\n", + "HZ577jkZPHiwXHPNNTxjCCGEkBJm7oYEGTF9pbR77jeZ+M0mdn4gJU6l78MLG8Lrr7+uWonVqlVL\n", + "pkyZIl5eXkro/vTTTzJo0CBlXXB2v99//10VqqGA7ZNPPrE9L3rx9urVi2cQIYQQUgy+XnNInvl+\n", + "m+37n7YcVZnkSYNbMzikxPDKQxNaQsoQFiwwZowZY8aYMWY6N3+4StbFJ9vdp25gNVn19EA1gZCQ\n", + "koBnEiGEEELKDWRzzWCwxYXcXAaHUPASQgghpOKDTg9mRnRuIoHVfBkcUmLwbCKEEEJIudE5oo68\n", + "OKy9fLvukLIw3NI9QoZrgpcQCl5CCCGEVBrG9IxUX4SUFrQ0EEIIIYQQCl5CCCGEEEIoeAkhhBBC\n", + "CKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCAUvQ0AIIYQQQih4CSGEEEIIoeAlhBBC\n", + "CCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGE\n", + "EEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEII\n", + "IYQQCl5CCCGEEEIoeEllpkaNGgwCY8aYMWaMGWNGCAUvqbxUr16dQWDMGDPGjDFjzAih4CWEEEII\n", + "IYSClxBCCCGEEApeQgghhBBSlfFlCBzZt2+fTJs2TVJTU6VevXoyadIkadKkicvHnD17VsaPHy+j\n", + "Ro2SYcOGyTPPPKOex8fHR/28R48e8sgjjzCGJhin4sepKsewMJ/VBQsWqK+8vDxp3ry5PPHEEzzP\n", + "ChEnflYLjuEvv/wiX3zxhd1tuD/idNVVVzFGbsSI55l7n9VNmzbJjBkzJCcnR7y8vOSee+6Rzp07\n", + "U8BR8LoP/si/9NJL8tBDD0nXrl1lzZo1MnXqVJk+fbrLx7333nsSGRlp+z4lJUU+/PBDqVu3LmPo\n", + "IoaMU/HjVFVjWJj4zZ8/XzZu3ChvvPGGBAQEME5FiBM/qwXHcMiQIepL58KFCzJ27Fj1GMbIvRjx\n", + "PCs4hrjfq6++Km+//baEhITI4cOH5V//+pf873//U+KXWENLg8XqKigoyPbhw+oSK6iDBw86fczy\n", + "5cvV/9u3b2+77cyZMxIcHMwYFhBDxqn4caqqMXQ3frg4zJkzR10QqprYLck48bNauOsCWLJkicTE\n", + "xFQJ8VZSMeJ5VnAMMzMz1e2NGjVS3zdu3FgtHPBFnMMMr4kjR45IWFiY3W3h4eHqhDNmcHWSk5Pl\n", + "66+/lv/+978yb968SysJb2+1SoPVoVatWnL//fdLmzZtGENTDBmn4sepqsbQ3fglJCSovp8zZ86U\n", + "AwcOyLlz52TkyJFVYou5JOPEz6r71wUdLCCefPJJxqgQMeJ5VnAM0datV69eyvpw++23y1dffaWs\n", + "lH5+fhRxFLzug5WTuUegv7+/ZGRkWN7/zTfflPvuu09q1qxpd/usWbNs/4bX5t///rd89tlnVSLD\n", + "VJgYMk7Fj1NVjaG78UtKSlIXkokTJ6ovXEgnTJigdmRCQ0N5nrkZJ35W3b8ugPXr16vrQosWLXjt\n", + "LESMeJ65F8M777xTLQxWrlypRDJ0CHENLQ0mcLKdP3/e7jZkOqwmw/z888/qQlCQURw/x/3279/P\n", + "GDJOpRqnqhRDd+OH4pfWrVvbLEe4wHbq1El27drF86yIceJnteDPKjKXN954I6+dxYgRzzPrGKan\n", + "p6us+MMPP3GNvaoAAAWKSURBVKxiOHjwYFXYh9sJBa/bREREqK09I/jevM0AUNyxYsUKufXWW9XX\n", + "3Llz5fPPP1emczPZ2dlVxj9YmBgyTiUfp6oSQ3fjhwtmYmJigZkUxqlwceJn1flnFQINP+/duzev\n", + "ncWMEc8zxxhu2LBBoqOjpVu3bmqhet1110lUVJRs3ryZIo6C131wEmVlZakTCqxdu1aZw3E7/o/t\n", + "Fn17YcqUKfLNN9/Yvm666SYZN26cWmkZLxwQxTCTu/IxVcUYpqWlMU7FjFNVjqG78WvYsKEq6kCr\n", + "LXDs2DHZtm2btGvXjueZm3HiZ9U6hhAoxmuCDpIfw4cPV35UXjsdr53OYsTzzL0YojNDXFycyv4C\n", + "2I+wgHAnWVKVoYfXgsmTJ8vrr7+uWvPANA9hi1YfONF++uknGTRokMttGmxJvPLKK6ra1NfXV52E\n", + "L774oq2vIGOYH0PEg3EqXpyq+rnm7mf18ccftxWWwhOH72vXrs3zzM04wd/Lz6pjDPH5M18TUMi8\n", + "atUq5X/mtdP6PHMWI1473YshPM8oUkNHFcQpNzdX7TJjAUac45WHXjSEEEIIIYRUUmhpIIQQQggh\n", + "FLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEApehoAQQggh\n", + "hFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIoeAkhhBBC\n", + "CKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEIIIYRQ8BJCCCGE\n", + "EELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghlZIFCxbIk08+yUAQQggFLyGE\n", + "VCyWLFki8+bNYyAIIYSClxBCKh95eXny119/MRCEEFIO+DIEhBBSsvz555/y9ddfy4kTJ8TPz0/a\n", + "tm0rtWvXlnXr1snmzZtVlrd3797ywAMPSHZ2tnz44YfqMTk5OdKxY0dp3bo1g0gIIRS8hBDimSQl\n", + "Jclbb70l77zzjkRGRkpaWprExcVJp06dJCUlRbp06SI33nij7f4zZ86UHTt2yPvvvy8NGjRQovjV\n", + "V1+VVq1aMZiEEFJC0NJACCElSG5ursraIlsLgoKClNi1AjaH+fPny/jx4yU0NFR8fX2lZ8+e0qdP\n", + "HwaSEEIoeAkhxDNp1KiRErCPPvqoTJkyRdauXauErRWnTp2SjIwMadGihd3tERERDCQhhJQgtDQQ\n", + "QkgJM3z4cLnqqqtk8eLF8u6770qTJk3k5ZdfdrifLoS9vLzsbq9WrRqDSAghJQgzvIQQUgoEBgYq\n", + "4fvJJ5/IoUOHZMuWLeLt7a0sDzr169cXf39/OXDggN1jExISGEBCCKHgJYSQisHRo0clMzNTQkJC\n", + "lE8XXRrg74XwRWb3+uuvl48++kh1dMDtGzZskKVLlzJwhBBSgtDSQAghJcjhw4eVfQEdGS5cuKCy\n", + "uBMnTlS2hpEjR6qfoUvDFVdcIY8//riMGzdOPvjgA7nvvvuUCO7QoYNMmDBBfvvtNwaTEEJKCK88\n", + "Z9UUhBBCCCGEVAJoaSCEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBC\n", + "CCGEUPASQgghhBAKXoaAEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJC\n", + "CCGEEELBSwghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWE\n", + "EEIIIYSClxBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsI\n", + "IYQQQkiB/H9BU4s3WRtO6AAAAABJRU5ErkJggg==\n" + ], + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrsnQd4FNX6xj+SQAoQSCBA\n", + "Qgq99xYQBUGKIIpeQFQEFBXLH71cy0XFctWL7YoNRUVFQcACiAKiCCK9h94JhEAgCS0QkpAAIf95\n", + "T5hld3Z2s5tsQhLe3/Psk+zs7JQzZ2bf852vlMnREEIIIYQQQkopXmwCQgghhBBCwUsIIYQQQggF\n", + "LyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIoeAlhBBCCCGEgpcQQgghhBAK\n", + "XkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEU\n", + "vIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhIKXEEIIIYQQCl5CCCGEEEIo\n", + "eAkhhBBCCKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCAUvIYQQQgghFLyEEEIIIYRQ\n", + "8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEApeQgghhBBCSine/9FgMxAz\n", + "nnzySdm/f7907NiRx1+I+yrM4/zxxx9l3bp10qZNm2K1rcLizJkz8s4778hHH30kP/30k9SoUUNq\n", + "1arFm7kUt+W1fE69/fbbMnfuXOnZsyc7DH+bPH4fmfWvkvAcLq74XG8n/Oeff8r//vc/qVSpkvzw\n", + "ww/i42PfBNnZ2XLvvfdKSkqKPPfcc9KrVy/2FFIiOXXqlBw/frzYbauwmDhxosTHx8ubb74ply5d\n", + "kpo1a7ITsC0JKTX3UUl4DhdXrkuXhsqVK0taWpqsX7/e9PMNGzbIxYsXxdfXlz2kgGRmZsrgwYPZ\n", + "ENeIJ554QtydxHF0zfKzraIGlo8777xTGjduLM2bN5fg4GD262LeloTP/9J8np6+j0rCc5iCtxgB\n", + "Idu+fXtl7TXjjz/+kG7duklOTs513TnKlCnjkR/NrKysEnv8RbGvojzO4n7NCsL58+clIyNDqlSp\n", + "wjYqQW1Zku5zUjzuk5LyzCxJ99H1gM/1eNIXLlyQ3r17y7hx4+Ts2bPKvUEH79F5P/jgA5k3b57d\n", + "dxMSEmTy5MmyefNmtZ06derIAw88IG3btlWfw3IMV4m1a9dKUlKSBAYGSvfu3eWhhx6yuUnhzwPX\n", + "iXbt2sl3330nR48elZCQELnjjjtkwIABTo/flX24u32I/xkzZkhycrLyMYJLR9myZZ0eB6Zpvv76\n", + "a9m1a5e6sbH96Ohoefzxx9XnX375pcyePVsdh+6DhP3D/8rT5+Dq8buy36+++kpOnjwpw4YNU8ew\n", + "c+dOufHGG+X555/Pd1u5e5x59TOM8v38/OT999+3++7TTz+tLA6YSoMP2OnTp+Xdd9916fydXTPj\n", + "tnS2b98uU6dOlT179qj3sGSMGDFCGjVq5JH+7so+4Bun36+YOvTy8pIePXrIP//5T7tt5XV982p7\n", + "Z2306quvquX//e9/bfaJz+rVq2c5HmfH4Gpb5XX/Xeu2LIxnoTv3niv98ptvvpG9e/eqazt//nw1\n", + "VVy+fHllEMG6aItVq1YpP8zq1avLwIED5bbbbjPdH66xt7e3fPjhh6b3JGYNJ0yYYGod/Pbbb2XF\n", + "ihVy4sQJi6EFbfSPf/xDHnvsMZf6pbtt6cr2CnJ9nd0nru6/IM9bHC/6bsOGDS3fxzWEJbZPnz5u\n", + "9xVHbQExa3ae2Jez+8iVfZph9hx2ZVv5fV5Q8JZwLl++rJzdAwICZMmSJXLXXXdZPsP78PBwqVu3\n", + "rt33cMM89dRTEhkZKS+++KJUqFBBrY//4ZTeqlUr1akTExPVjRsWFibbtm2TTz/9VPntGG+y1atX\n", + "y759+2T48OFStWpVWbNmjXz++ecSGhoqN9xwg2OzvIv7cHX7cO2AX3P//v3VDYmHO34IcL44VzPw\n", + "UMZDr0WLFvLGG2+oB/2hQ4eU37POfffdp3484GSPm1G3rnv6HNw5flf3e+TIEfn3v/8tXbp0UT86\n", + "+jRUftrK3XZ2pZ/dfvvtSuziB83aJww/Inj44Qc2P33H2TUzY8eOHaqdunbtKq+//rrqF7/99pva\n", + "P374GzRoUOD+7so+0J74kX/00UfVYAD/Y0DgCEfX15W2d7eN3D0GV9rKlfvvWrelp5+F7tx77vTL\n", + "mJgYdZwQCBApeA8BumzZMiXC0B/gBvfXX3+p72JfmJo2gnsSx4frYB2UhHsU9+Szzz5r2n4QhnCj\n", + "w3XE+S5atEgJ448//tgiWFzpl+60pTvby+/1dXafuLr/gjxvAa7h7t27VV+uWLGiuoZ4bgYFBVkC\n", + "3tzpK2ZtgXM3O09Ydh3dR+7sMy9c2VZ+nxcUvKUAXHwEq2E0itGjteBduHChsv6auTOgM6Mjv/XW\n", + "W+Lv728ZSWHkhAckOhdE9Msvv2z5Dh6YuJHRKY0P+dTUVPVgw4MI4OGGhxMeuM4EgKv7cHX7GKW3\n", + "bNlSRo0aZVkGwT9kyBCHx4BtY7R78803qzYAxpsUDwHc4BjtW1vRPX0O7hy/q/vFDwYeyPgRsyY/\n", + "beXud13pZ3C5wY8Y3G9gUdHBe5wjPs9P33F2zczA8cCColtHAaKHcY6w3sAaUdD+7so+8MNTrlw5\n", + "9RnECYSLMxxdX1fa3t02cvcYXGkrV+6/a92Wnn4WunPvudMvwUsvvST169e37BtWy7i4OGWpRxsA\n", + "bA/W3k2bNpkKXgiOzz77TFn1dCumfk+iz+BambFy5UplfUX76NZBiCfsRxe8rvRLd9rSne3l9/o6\n", + "u09c3X9Bnrf6jBauCayZoFmzZsooAIuvLnjd6SuO2sLsPLHM0X3kbv8s6D2d3+dFaeO6zsOL7Aux\n", + "sbHqwQYOHDigRj0YSZqhPzD0G1QHNyRGkbAcm4GbDTeekWrVqlkeSjqYskEUpruY7cPV7aMNjOld\n", + "sD2MXB2BG7tz587qZpo2bZqaiiso+T2H/Bx/XvvFw9hs6rIg+3L1u670MzxM0U8xYNP7Hf7COoTl\n", + "zixyrvZPV2ZKMK2HfmDkpptukq1bt9rcE/np7+7uw1UcXd/83uP5wdExuNJW+bn/irotPf0sdPX+\n", + "cfc8ca11sasDcQILoi52dRcDHCemkx21A35TFi9erKaM9WPBPYp70tEsANY1ZgvCe1jh8tMvXWlL\n", + "d7bnieub3/usoM92XEdd7Op06tRJ/dbDqOVuX3GnLYriPnR1W4Xxe00LbwkDDzmMSvFAwrQDrLvw\n", + "acFDDj5FRjCdgpx4eDl6cOEFvy90NIyo8B6pSHCTGcG0ihE8VPMKlsN2XdmHK9vXj9nMUoVpJme8\n", + "8sor6uEOiwZG7HgwoR1dSbviqXNw9/hd3S8ekpiyM7u++Wkrd77rSj+D9QRWBqyDaT+0Pf7ix9jM\n", + "Yuju+bsCfA/xXbNzwnXDZ/qx5re/u7sPd0S+8fq60/b5mVVy9RhcbSt377+ibkt3+pon73N3z9Na\n", + "1Frv29E97ay/9uvXT37++Wc1dY7/4aqAexL/OwLXbcGCBeovBNrff/+t2st61sOdfulK33Fne564\n", + "vvm5z7DP/D5vdeBXbGaswe87XA7QLu70FWf3bGE9Nz21rYL8XlPwliIrL6aP4IeE6RhHvo8APkCY\n", + "EkDgghkYkWO6Aw+t//u//1MWAtxwCGTxFIgE9eQ+MMLGqBVTHkbOnTvn9Lu48dF+eCEJOKbR0H5T\n", + "pkxxamH05Dm4c/zu7NcsCrggbeXOd/PqZ5hKBPATbNq0qZoyxcMLf/HeUVLzwug7CB7Bj5cR+IbB\n", + "SqUfa34prH04ivJ2te2dbddMEJkdf0Ejzd29/4qyLa/lc8rd8/RkxH9ERISyUkLAQuTCiOLsngRo\n", + "J/hgwjUJxx0VFaUCqrEtT/XLgvTzwri+ruwf+83v81bHzNqMfoHtQgTiXi3qvuLJ+9CdbeX397o0\n", + "cd2XFr7lllvUDYUAAXRmWHgdgehROOYjKhM3uvEFdwhMFTz44IPKORyWA9xQusuEJ8C2PL0P+ERh\n", + "isk4encnuTWs5QjKgDXj2LFjluXwYcJo2loEePocXD1+T+y3IG3l6nfz6mfWD11Yc5FVBIEx+OvM\n", + "uuvq+ZtdM0dCp3Xr1iq63Aj8EuHnWNAfiKLYR37a3lEbwapivJ64Hwo7Ubyj++9ateW1fE4VdZ8x\n", + "s/JCUMCXFb7AeU2BY9oe12369OnK4gkhYh005u4zwZP9vLCeJa7uv6C/TXguGl2m4IeNjCme7Cuu\n", + "PjM93T/zuy1XnhcUvKUQ3KgdOnSw+FlZ+00Zwc2NmwcdBdZg+M5AZHz//ffqBb8pjKhgaTt48KC6\n", + "oRE16clIyMLYxz333KOm3iZNmqTSmmBqHNt0NsrEQ2fs2LGyfPlydRxIdQLfIPzgI8uFDh4sSMeD\n", + "KRQEJCDK1dPn4Orxe2K/+Wkrd7+bVz+zBtHC+D4imfEX7wvad8yumSMQ2Y5tIfgE28ML/+NHHLMm\n", + "nqAo9uFu2ztqIwSLYOCL5RA9EDxoY7Op1YLg6v13rdryWj+nirLPGEGqKlwHpK6CJRHBbM6Azyp+\n", + "h5xZ2dx5JniynxfWs8TV/RfkeatbihGQiPsQ34dhCxkzkEHCk33FnWemp/unK9vK7/OitHHduzQA\n", + "ZGVAFCv+OgMjT+Q2Raf+4osv1DQCHlLwA0amB/jRIFISUwSY5sFDDNtETkfctJ6gMPYBnytMbSAi\n", + "ds6cOeo88UDAA8LRiBU+VIjmRqYAPOTwvkmTJio3oB6ZChAhjKm6X375RbmOoJ0eeeQRj56Dq8fv\n", + "ibbLT1u5+928+pk1mM7CFNWsWbPU9KCz/JSunr+ja+bI6oaIakQDI2IbARL4/nvvvaf6gycoin24\n", + "2/aO2giBIg8//LBKC4TrjGAhRJTDz9GTuHr/Xau2vNbPqaLsM3Y/qpoQvPXWW5VwQ79wdj0AfHWR\n", + "NQCpt3SrHdKJIacrBAveu/NM8GQ/L6xniav7L8jzVt8/jADI1ACrMO7H5557Thm5PNlX3Hlmerp/\n", + "urKt/D4vShtlcq73cmKEEEKIB4EQhAUNxQrgk+sIzALAAom0ZEgthRlGBBrBCger5gsvvJCnhZiY\n", + "Aws7sjHAqkuIGoyyCQghhBDPgIAuWPjhp+pM7AJYBJEP9e6777ZZDh9eWAoL2/e7tEN7HqHgJYQQ\n", + "QjwIfDcRuISSvsgiAN/KvEB2g5kzZyrfVFh4IdBQphfBa0ibZZZflRBCwUsIIYRcE8aPH6+m0JFO\n", + "7LXXXnOpktWgQYOUCwN8K2HNzc7OVpkLEF2PbA2uFlgghOQNfXgJIYQQQkipxotNQAghhBBCKHgJ\n", + "IYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIRS8hBBCCCGEUPAS\n", + "QgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQih4CSGEEEIIoeAl\n", + "hBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhFDwEkIIIYQQQsFL\n", + "CCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCKHgJYQQQgghhIKX\n", + "EEIIIYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEELBSwghhBBCCAUv\n", + "IYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIeQ6xqe0n2BsbKyM\n", + "Hz9eUlNTpUqVKjJmzBipWbOm2+vNnz9fvXJycqRevXry3HPPsfcQQgghhFDwXlsgTt944w156qmn\n", + "pG3btrJu3ToZN26cTJw40a315s6dK5s2bZL3339fAgIC2GsIIYQQQkoQpdqlAVbbihUrKhELoqOj\n", + "JTs7W+Lj411eD2J41qxZ8vTTT1PsEkIIIYSUQEq1hffo0aMSHh5usywiIkIJ2aioKJfW8/LyEn9/\n", + "f5kyZYrExcVJenq6DBw4UHr27Mnek08yMzPFz8+PDcE2Y5uxzdhmbDNCioRSbeHNysqyu6l8fX3l\n", + "/PnzLq934sQJJYi7deumXBrg5/vdd99JYmIie08+MbY/YZuxzdhmbDO2GSEUvPkEIhYjSWtgoYXF\n", + "1tX1vL29pVGjRtKsWTO1vEKFCtKqVSvZvXs3ew8hhBBCCAXvtSUyMlISEhJsluG90X3B2XqhoaGS\n", + "lJRk85mZRZgQQgghhFDwFjm1a9eWCxcuSExMjHq/fv16FYyG5fg7bdo0NbXibL1q1apJWFiYSkkG\n", + "4Mqwfft2adq0KXsPIYQQQkgJoNTn4R07dqy8++67yv82MDBQXn75ZSlTpowSuvPmzZMePXoo1wVH\n", + "64Fnn31W3nvvPfn555+Vby/eV6pUib2HEEIIIaQEUCYHebcIKUJSUlIkKCiIDcE2Y5uxzdhmbDNC\n", + "igSWFiaEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQggh\n", + "hBAKXjYBIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBC\n", + "CCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQUvpISDkv\n", + "B06ksSE8iA+bgBBCCCHk2gOR++aC3fLX7uPqfdcGITJpWDvx9aF9sqCwBQkhhBBCigFPTNtkEbtg\n", + "2b4T8vv2RDYMBS8hhBBCSOlgb/I5u2XT1x1mw1DwEkIIIYSUDpqEBdotC/Sn9ykFLyGEEEJIKWF4\n", + "p1o27+G7O6pbfTaMB+CwgRBCCCGkGDC4fYQEly8nC7YnKmvvgDbh6j2h4CWEEEIIKTX0bFJdvYhn\n", + "oUsDIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGE\n", + "UPCyCQghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEII\n", + "IYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQ\n", + "QggFLyGEEEIIIRS8hBBCyDUn69JlWbQrWVbFnmRjEEJcxodNQAghpCQwOyZB3v5jj5w4l6Xed20Q\n", + "IlNGdGDDEELyhBZeQgghxR6I3DGzt1nELli274RsPnyGjUMIoeAlhBBS8jlwIk0uXc6xWz4rJoGN\n", + "Qwih4CWEEFLyaR0ZJCEVfe2Whwf7s3EIIRS8hBBCSj6+Pl4yvFMtm2UtwivJsE5RbBxCSJ4waI0Q\n", + "QkiJYFT3etI6srKsPXhKujeqrv4nhBAKXkIIIaWKzvWqqhchhLgDXRoIIYQQQggFLyGEEEIIIRS8\n", + "hBBCCCGEUPASQgghhBBStJTqoLXY2FgZP368pKamSpUqVWTMmDFSs2bNfK2blpYmI0eOlMGDB0v/\n", + "/v3ZcwghhBBCSgil1sKbk5Mjb7zxhjz88MMyffp0GTJkiIwbNy7f637yyScSFcV8j4QQQgghFLzF\n", + "BFhsK1asKG3btlXvo6OjJTs7W+Lj491ed/ny5epvs2bN2GMIIYQQQkoYpdal4ejRoxIeHm6zLCIi\n", + "QolYo6XW2boQwjNmzJD33ntPfv75Z7v9ZGZmyvnz59mT3CQlJYWNwDZjm7HN2GZsM+Ii/v7+4ufn\n", + "x4ag4LUlKyvLrmP4+vqailNn637wwQfy6KOPSoUKFUz3g++xA7r/oAsKCmJDsM3YZsWMPYeT5ddd\n", + "KXLgRLr0bVZD7mxdk43CfsY2IxS8xRmIUFhfrUlPT1cjJFfX3b17t4SGhkrr1q3ZUwghpZole47L\n", + "yKkxculyjnr/584k9ZeilxBCwVuMiYyMlJkzZ9osS0hIsHNdcLYuRDDcGlasWKGWZWRkiJeXl2zb\n", + "tk1efvll9h5CSKnhs6UHLGJXZ/KqOApeQggFb3Gmdu3acuHCBYmJiVHBaOvXr1eBaFiOv99//70M\n", + "GDBAWXwdrfvWW29JmTJlLNucOnWqVKpUiWnJCCGljkuXL9st25ZwVrIuXRZfH6ZsJ4RQ8BZbxo4d\n", + "K++++668//77EhgYqKyyELDwzZ03b5706NHD4uLgaF1CCLkeuD86SjYfPmOzrGOdKhS7hJBSQZkc\n", + "JKElpAhhwALbjG1W/IAl95Fv18ry2BQlcns1rSFjbm0k4UH+bBz2M7YZKfH4sAkIIYRA5H40oLFk\n", + "evmLj1cZCanoy0YhhFDwEkIIKX2EVmKaRUJI6YPOWYQQQgghhIKXEEKIeyDF16JdybIq9iQbgxBC\n", + "rjF0aSCEEA8zOyZB3v5jj5w4l6Xed20QIlNGdCjwdpfvOyHeXmUkuk4V5WdLCCGEgpcQQoqc0+kX\n", + "5MU521XWA51lmlDdcOi0tK8VnK9tograK7/ukISU3NLo2M73IztS9BJCiIvQpYEQQjzIgRNpNmJX\n", + "55fNx/K1PWxr9I9bLGIXQDzDXYIQQggFLyHkOgKCECIQFtZrSevIINOUXvlN85WQkiGp5y/aLZ+z\n", + "+SgvOiGEuAhdGggheYIALIiu4PLlit2xQeA+N2ur/LX7uHqPY/z2wQ4SUf4aPVS9ysjwTrXkvT/3\n", + "WpY1CQuUEZ1r5Wt7dUMqqBcsx9awIAQhhFDwEkI8AKbTP1t6QKavi1cBWK0jK8ukoe2KVVGC8X/u\n", + "s4hdXQB/vuyAjOtb+5od06ju9VRbrT14SjrXq6pK9BaEkV3qyJjZ2yzva1UpL4/cVMdjx4tMEjjW\n", + "piHl5FZWwCKEUPASQq4nPly8Twlenc2Hz8iXKw7Ki30bF5tj3H70jN2yP3cmybM3h8u11G4Qunh5\n", + "gsHtIySqSoAKfkPAWvdG1TyyXVjtB32+RvYmn7MsG5uW41ExTQghxQH68BJCTIF1d9bGBLvls2IS\n", + "TIOyrhXdG1W3Wxbg6yNBAWVLXJtjQOHIBxlW4jG3NvKY2AWfLTtgI3bB5JVxyoWFEEJKE7TwEkJM\n", + "gXX3RFqWvRC+eFl8fYrPWHlIdKRMXhVnCezCsY0tRhZoV/hl81GZsCRW+enCB/iZ3g3l8a51C32/\n", + "ep5gaxLPZsr2hLPKJYMQQih4CSGlmiVWfrHW3KsJzOIE/IkXju6iij34lvWSAW3CVeBaSkpKiWjn\n", + "Q6fS5dmZWy1WVfz9cNE+GdwuotCDBO9qXVNZ7K0pX85H6oaU5w1ACClV0KWBEGJK3WoV7Jb5lfWW\n", + "l24rftbT0Ep+KlAMvqfFMZOEM9YdPG3nQgCXkfnbEgt93/AxRhU4neoVy8k7A5tLoH9Z3gCEkFIF\n", + "LbyEEFOGdYqSBdsT7ZZdr+w6lipr405Ju6hgaRFeyaOi04yichtByWNkaYDIbh7iIyFVgtn5CSEU\n", + "vISQ0gEEzvJ9J6R+9QoqzZURBEmNH9RSfthwRAL9fVRu2S5W1sDrhfQLl+SByRtUdTMdtMuAtuEe\n", + "2T7y6fZqWkNlltBB3t5+LUOL7Bx10V1S3EAIIYSClxCSJ+P/3CtT1sSrQC8ESY3p08g0FRVEnaeE\n", + "XUnlm5WHbMQuQICZJ9tlwr2tVeDdvqRzSvz2bFJdXRdCCCEUvISQfIDpawg2HfiP4v190ZEqYMka\n", + "pKyase6wKm/bPKyyJJzJkCV7jkvzmpXktf5NTS3DAEJ6XdxpaaatB/9aV0DGgABfb7tjuNYYK5wB\n", + "BJohhZinMhnAfaEosjIQQggFLyGkVAGXBQhVlKW1ZtvRs6YCddHOZLmzdU3LMqTKGv3jFst762pm\n", + "KIDwL+2zOU90ttkOxPOrv+6UWTFH1P4h5Mbf3VJubRaq3CewrHPdKjZBURCOSIGGbcKq+fjNdeWZ\n", + "Xg2LTTve3jJM5mhtYfPg1I6TmQwIIYSClxByjYDofPePPSrdFIoYwEf06wfaS8PqFdXnKFzwzu97\n", + "7L5nzG4wacVBp/uBUIUFWN8uQGowlCG2Ft1v/rZH3tb2l5ByXi3D8cwddaPaH/xjH5qywVJsQbc2\n", + "Q3gbhfq1An7LCFLblpA7UIBYR57fwsxkAKsysje0rRVk076EEEIoeAkhGij9O2n5VbEKofnR4v0y\n", + "cUgb9R4CCqmoYFHVgd9ofgLSjmrbthZkmw/bBz0dO3ve5j2O58eNR9QUPjIfmFUWg1hHVbFi8ZD0\n", + "KiM/P9FZFu1KVpZwBJMVltsFBgCPTo2RlbEnLft+Z0CL696PmhBCKHgJITas2n/SbhkyAECs6VbJ\n", + "ScPayY8bjiiXhztb1VRZAYzcHx0lL87Z7nA/sNQaU2p1bVhNZXXIi182HVWCF2IZbg/GUsXZxai0\n", + "LazOcMcI9POxCSbDMcOiPW1dvGRkZcuQjpGmgX/ugAA5Xezq+/Z0gBwhhFDwEkJKPAikshZNunDy\n", + "9r4a9Q+RmVdO3f6tw+SvPcnKdxcWzeg6wZJ0NlOVG0aFrgc717bLFQtBiEA2BHXpRAQHyJHTGTbr\n", + "1dTE8vxtx6RO1QoysG2EjRsE9jWsU61i0ZY4xtfm7bKU4G1fK1hmPtZJ/T9WGwxYVykb99tu5YYB\n", + "lxFdEM/fekwW7kqWFjUrySNd6uSZWzc/AXJwK5m6Ol75TYdW8pextzVW14EQQggFLyGllvuio+Sz\n", + "pQdsqneNuLG2w2l4iCysa/QVxfpfD2+vXA5QsteVaXxYP+eO6qxcFvC9gW3DlVgcPnm9xYpb0c9H\n", + "Vu4/qbI9gCduriujezSQjYdOS9eGIZbSwNcauBeMmbVd/dVBejIcN0TtPE3MGoFwx2ewpvf9eIXF\n", + "bxkWdghTpB9zhqMAuagqAabrYz/3TlprcQuBOH5m5lZZ80L3YpftghBCKHgJIR4DacAQFDZ1zSEl\n", + "ZIdoAtjMOgir4evzd6q/AH68k4a2tVvPXfEJtwnrqX1YPRf88yYlFC9l58g7f9gGzH29Mk42jO2h\n", + "id76dttKPJupziP+VIayKhel5TL+ZIasvJqIAAAgAElEQVSN2NWBIIWoDanoaxG01scLIPiNn/2+\n", + "PVFO9GuivucI+FHDvQS+zQAW4bG3NXF4DZD6zegDDRH86+ZjKs0cIYQQCl5Cih2whkI0NaxRUfYm\n", + "nVN+tikZF6Rf4yDpGxSkrKRIF4bgsBvrV5V+LcJMtwPR9PaAFg73AyH8xPQYi0ADsELCV7UwqqlB\n", + "9OL1pUnmB5zT7zuSZHD7CJvlEMgjp260WKpR5viT+1o7PGdPgzaEn7JRuOp5hYd0jLLLdnHXlbRu\n", + "6VnZpm2+MT5F+jSr4fiB7FVGpXqDOM64kK2da6jTbBCRDiy/ZzMv8mYihBAKXkKKn9B9de5OJToh\n", + "jKpUKCen0q5a7iD2Jpb1k3/P3iZpmblWRwSHQbDmJ1Aq/lS6jdjVwTYLs3wwLLTwdTViVpzC6JYB\n", + "YA0uKsELRnapK6/8usNGuD92pUAEfKDjT6bLAk2sIyfvQzfWVvmGlRiOjpRPluy3OX5Ya1tF5F2o\n", + "AutZ50N2BtxQYL3XrfQArgy3F2EbEUIIBS8hxCXeXLBbiVoda7Gr8+zMrcrqZ81kTQAieMzdMrRR\n", + "VcorkWkUvchE4ElgvU08e95SkQ1/+zYPtTlXWEXNRPaly5ftlm1POKtEZFGV3YWobVC9gmw8lKKE\n", + "pXVWCghLWNHNLOlwW4BfMgpq4HiRxxfvXa065w4T7m2j+g/cILo3rqbENizThBBCKHgJKVasPXgq\n", + "z3WMYhdAsPabsFITX96qOtkNdau4duNrghGBbNbWVuV726WOR84HfqTjF+1T/q74H2Jx0tB2Sgh+\n", + "fG9r6dWkunIV6NO8hsMCE4PaRthYLkG7WsFFJnZ1Otapol7uMqp7PSWYkdWiMItoQNzqOZYJIYSY\n", + "4/0fDTYDKUoyMzPF358WKGtij6fJjiuBSu5yMi3X73f2pgSpV62CNHCxMlfbqCC1fkA5H7m/Y5T8\n", + "b1ALqR7oGQvk6/N3y3dr4y2ZGZDOzMe7jNxYr6p4lSkjjUIDpUPtYKcBcXWqlZdtR87K4dMZSuTe\n", + "1iJMXu/fzOUKZ8Whn/mW9S4WGSd4b7LN2GbkeocWXkKKAUglhpyu1j6fuh8vBF7j6uVl3aEzeW7n\n", + "k79j3fJxxbqF4RNrZrFGAJ471dPgMjDt4WiVagv/O8tuQAghhFDwElKM2JZwVqXaQvYFFF1A1D6y\n", + "MoRU8JXE1Ks+tWczLsqvo26URtpnZ86ckTu/3GzxufX2KmNajWxP4jkVAAdxqBc+QBEKWFaLsloX\n", + "fFbNiijkB93/l9gDtxC4jDTQ+khRu3oQQggFLyHEFKTlsvabRRWzJ7vXlz93JdmIXQBr7x87EqWl\n", + "Jh7LeZeR3566SX7ZclQJ3ZsbVJO+Hy2XiwbRC6GLF4TxHZ+stFQIgy9trCZA3bGw6iAYqkYlP7em\n", + "5lEpzVhA4fGb67IDeAhYvd+Yv0uW7T2h+gl8pKc82MFldw9CCKHgJYQUGsiqYGTCkv0O17cOVIPg\n", + "HNG5tuX9070byrt/7JGcK5q3RqCffHhPK/X/N6viLGJXBy4FyBSQV3lbnUW7kuW9hXtVhTBYD0dp\n", + "wtysOIQZEGBTR3RQac6CAsqpzAHIa0sKDiz3D3+7UQ1gdBDch2IX+UlRRwghFLyEkGt3c2oic3C7\n", + "CIefP961rvoc1mFM+1tnEsA0txFU5IK11qzqmhFYiEfN2GQJOoMVEXllURzC1dRaSDVWmDl9r1dQ\n", + "pjnWxF1kwl+xqh8UZTU6QggpKXixCQgpOlDm1xVQuva3f95kYxWFTyzK8iLnql79C1bfe9pH2qXN\n", + "Gtzevqwsprsb1HAtPdaOo2ctYlcHonfGunin34N/MqbbSeEAa7ujFHapmRflkakbVSU+QgghttDC\n", + "S0gRcl90pAoig2iBWP1Hm3CZt/WoJKdedT+AyJ00rJ1NENLnK4/IF6uOWN5PX3tYVozp5tCvFlZc\n", + "FHTQ/WgRRPZsr4Yq24EroCIY9m+sdObIRxTuD2//vscSqDb8hlry2h1NLSLtm5Vx6ljgX/zq7U09\n", + "boWE5TpIa4vCKOxQnHDl+k1eFedypTZCCKHgJYQ4Zfm+EzIzJkFZQu/XhKwr0/cQqD+M7KjcC8r7\n", + "+ih/2ns7RMiHi/crn1uIVIgVa7GbfuGSfL0mwWY7WAafzce7Og4E+2BwK/lnj/qSkZXttv8shOnt\n", + "LcNsAs9Q4MDMxQLHPfqHLeqYdKasPqSKLiDzxL2T1qrzBbBMY931L93isvh2xpI9x+W9P/cqwQsQ\n", + "GJefwLySAq5BV62fLdP6niNgZce18ET7EkIIBS8hxRRMqc9Yd1hlQIBl89+aADKz/CHQZ1XsSWlX\n", + "K8jtSlqvzt2pRJ3OnzuTZOG/ukhDF4s+WFtmUYVrwr2tHa4LwWrGqv0nnQpeUJCUXiiZC6GMdurb\n", + "vIb0bFLDNOBtd2KqjdjVQZBc+1rBFrFrLdZnxxxVgrggQGg/OWOzzb4/W3pAuY2U5tK6L97WWBXy\n", + "gOU8rLK/HDtz3uZzWPcpdgkhhIKXlGIwpd73oxUW/1O8h2/j18PbW9ZBQNf9X69TljCdN+9qrtwN\n", + "XAHfn7bG3pcVIlufxjcDwiw7O8ft1FGwtt5Qp7Isj02xWY4yu4UJxK0rUf9wf4DAMoreQL+yElkl\n", + "wGEbFpQtR844ENqHVZnl0goGVRhcoQ1RyQ1BbLpf7y2Nq8mLfRvzQUAIIRS8pDSDgB1jsBUsvZhK\n", + "161+yIVrLXbBxKWxcnf7CKfJ++HPitynP6w/LNk59kUftibkVkKD5RGFJZCSC0JwxI21ZG9Smjo2\n", + "CLS+zUOVu4Gr6cHAyBsiZEdiurKW4ntwfSgueW0h4Ae2C7exeKOtYcHFZ7CeWwdaoU084WOK0sho\n", + "C+P1vl5y0ernCRcZWHvRrqXZsk0IIRS8hFwhwNe8S+/TBIEuBvQMB9ZgGfxA4QIBAYVKZkbxOzsm\n", + "wUbUGalSIbf07fBv1lt8Sk9Ilrz6606xlscLtifKLY2quVX5rGloBRWktk8TznVDyhc7UfdyvybS\n", + "JBTuDynStWE1FZSmt997g1qqzBJok+6Nq6mcvJ4QZnALgZ8xSjLrwHVlQJvw667fu+pKQwghFLyE\n", + "lDBgSZ2+7rDM23pM6larIGNubaiCqj5ctM/G6gcRFF3n6vS/MRgLwFJYyd9Hpf2CgMJ08T0dIpWQ\n", + "04Wb0SpsZNexs0rU6WJXJ8dkXVh/3S31CwueKzl0r8mDBDmD20eolxGI24lD2hTKfq39jDGI6NM8\n", + "1C3LOSGEEApeQootCNrp+cEyOZeZ68MJX90lu5OVhbdbw2oSczhFiVaI20e61LEJ4kGO2xbhlTUB\n", + "m+uCgEpgL93WWMYt2KOCz3RgzW1fK0j6tQhT7+EfOd1JHtrks1lS0b+slHEgcq3JupTt8rlCzM3Z\n", + "eEg61DtvOZb8gGIScLWAtbtvs1C3BXdxFdqq+lxn3hOEEEIoeEkpAr60//hstUXsWi+HyP1DE63w\n", + "a2wdGWRq7YMVVxe7AO4B/VvXlDGzt9mtO23tYYvIRNoxZFQ4YFLlKnc7PnJO23+OC+fw+M31bN7D\n", + "txdBbxDZqdp5DdTEKAKv7v9qrRK8YOr6Y7LmwGkZd1czt9sMKdRGfLvBklcXfs3438wiS4of6HOY\n", + "zYg/lV5qBiuEEELBS0ge4s2YisnI1DXxpqnG4KuL1FXWQES8NGeHRAQFSJyhSliGVRYAWBPnPHGD\n", + "yn+LPKgr95+0WffZng0lqmqAVPQrq4lx+ywEEN93t4+U+ztG2vlcws/X2hd18so4Oa/tWxe7OrNi\n", + "jmhCuIHDghOOmLT8oF0RCeyDgrf48/uOJHl8WozlPQYr8DFncQlCCKHgJSUc+MHCooXp9z7Na8iw\n", + "TrUkIyu32MI3Kw/l+f3TaVkqGwMsvhAGsMyq5YacsDo/bDgsXmXsMzQM1/ZrDazBSNX1YOfayj0A\n", + "mRcig8vLQzfWtvjX/qNNTdPgNvgVd6lfVYldCNmg8mUteXJ/355kIuxPmm5j9YGTbrs2GDMZAET2\n", + "s0BB8eezpbF2y6ZofY+ClxBCKHhJCcZo0dpw6LSU9faS79cftgsIcwR8eNfGnVb/w7q54J83KdGL\n", + "LAyO3BIu5+RItYq+UlV7YR2k1WrvINet7juq/EcN/PvWhnJKE9zztyXaffbHzkSbErx6ZTAEdkGA\n", + "WmPmjoH9Ng4NdLtNh98QpdrRGpybLnZ1/94UbUAAIeVuIY5rAdoLldzctXaXNLxNUuVtzyOAkhBC\n", + "iOFZ+h8NNgMpSjIzM8Xf33Faqmd+2iLJqVk2y+KOp8v+42ku78N69j5be+OjCeauV0r/VqlQTk0L\n", + "Z1+297ZNv5AtUx/qoITgTzEJEn8qQ1pGVHaan9dIOW1fyLU7b2uipGRctSj7+3jLrsRUOWVlZd54\n", + "KEUGto1QgXN/7Tlus50nutVT1uPtR3PFDYTdmD6NVVCeGXDXgMiGQEKxCmuiqpSXgydy2xBCGsf3\n", + "xp3NlMUaVmqU/12vDRB2aAMKuFZ0rldValYunjldUR3vnz9slv8t3CtfaIMZWK9v1I7X3X5WUrh8\n", + "Wez6xk31Q1Qu5qK+NwnbjG1GSiq08JJih68mDO3E3JkMJTqNfqiwdqK0bV4s0QTuK/2aqP/hDtA2\n", + "Kli+XnFQvloZZ9i3lzw0ZYMcS8lU75G1AZZEZ6V/HYHiEq/O3aFy59ao7CfxJ9Ptjh9gnS+GtpPj\n", + "57KU+IyqEiDDb6ilguRwzshbuzfhhPRtU9vU6ottPvX9ZpXfV+eV25vYWJ/xPaQGg0sHhL61IP5w\n", + "8X6744IPNFwv4EICX2VYg5Ht4lqn/IKLyuPTN9lUaoNPNoL8dLeV0gYC1P7ak6wGaWh/DJBGda/H\n", + "BwUhhFDwkpKM2fR714a51ln86FuzN9HWDQACESnHNh22LcNrzF8LwVfBr6yNiC7v5yPdG1ZTeX2t\n", + "+V0Tkol9G6t8vu4A94k5T3SWRbuS5ZGpGx2ut+GK68XoHvXVywjyzIb6ZzsUmz9tOGIjdnURCL9n\n", + "o2XabPrfrDzvCk3kdnprieUzBOnB7SE/GSI8CcoJm5UlhlUariGlcwDopUpjY7CC63m9VJIjhBBP\n", + "wgzt5JoBP9ZX5+6UNm8skkGfr7EUdujZpIay2AH8uMPa+fY/WqgiEPAtxY9+2BXxedkqCRjE3JoX\n", + "bpG3BjS3EadwZfi3QQwhBdiHi/fZWDY7162qxKURrBMTf9qlc0IGiSemb5KR38VYyunuzMPvGGnI\n", + "8L38YvT9BSjKsc6qnK8zBpqkuILbh1EII0OEmdgsSlpFVHbo21zaQf+m2CWEkPxBCy+5JkCQ3TVx\n", + "tUVAnU4/rQnFGFn6XDclaFCO9rX+TTUh42UROCHiq/LrAohkI7CAwZ8TU/GLn+mqCb7Tyj0AfrjP\n", + "z94mJ9KylN8jMiws23fc7vsoXPFU9/oy3muvjRDG/ltFBOV5ThDv1tkZ4A6x9LmbVaELiGtnVPTL\n", + "/63Yp1kN06wQNV0s3ztCtccJFRCIc+3VtIYSVwcMPtNoW4hrR4F8RQEEH64hKtVZC8H7oqN4UxFC\n", + "CKHgJcWLJXuO21kLEXQFSycEInCWLgtZG0yFo7+P5bu5QnO/jdiEqAsPCpDWmoA1ukdA5IZV9pNn\n", + "ejeU8QtzRS/cEp7URHC4C+LRTHTCkvxi38YqqGpl7EnT78ECXRARCas3vq+7gUC04pj1lGd5AfeO\n", + "uaNulH1J59T/eMH6bjwfCEszC3hR89+7mqtS0kjthnaFjyvLCRNCCKHgJcUOR/6wEL2u8EDnWvLO\n", + "73tsllXXtlnJz3bK98cNh02FKYLQjC4N97SPUKLu8a51ZUiHSElMzbQrEOEMiC5jvtuFO5OlhnZc\n", + "7w9uJSuu+MHe3DBEFmtiO+ns+QKlAEO2AuQqhjjt0yxM7ukQIelZ2dKvRajbqbrgEmAtZhEANrpH\n", + "A/lkSW5AG0Q5AqWKQ85eHCtyIRNCCCEUvKRYgwwEsJpaC1xMV2N63hqILQR9QaQiu8CIG2urdQa3\n", + "i5Af1x+RQ1cqozUJDVRuEEYCTAQailnAijnzsRtUcQqk8RrUNlwdk/WxuOsveXvLMJtqaQBV3F6f\n", + "t0sFkcG9QReMzWpWKlD7IYvCK7/usLzfm7RXemvt8sX9bZ1+D1ZgfBeWbgQComqbIxGLALpHutSW\n", + "DE1EG9OcOQKuKrM2JaiBR//WYSxqQQghhIKXlB4QcPb7jkSpF1JBEzo1lRUO1s75W4/JzsRU6dWk\n", + "up0lc+KQtvLG/F3KL/T2FmGamK1lJ6xGfLvBJqALgg3T7zuOnpXUrKsuEZjiNptuR8CbtTAEeoUq\n", + "ZG5Aqi5PAQso8uxCTKJoW06OrRCcHXNUFbOwXgaLb8MaFfOckofwhxsI2hnWVhThMLJwR5Ky9jpK\n", + "z2Us6IF1AzVhapYZQgeC1VXR+smSWBur+dcr42Thv7pcFwFlhBBCijcsPEEKBMQNUm69uWC3KqLw\n", + "565kiTuZrvxHb/t4hfy65ZjytYTls2GNQKmvCVM96Xj1QD+5u12EqjZ2S+NqNtPwCEDrPn6paYaD\n", + "HUdTleA7fyHbsgxWW7NiCfWqV5DjqVlK3MGN4slb6sujXeuo4hCepnJAORncPlIuaEIfbWHkYvZl\n", + "+UebcHVu/569TcbO2S7T1sar3LvdtfPH982AFXzAF+tl2rrDKvPDjxuOKMv1WZOMCdYFNoy8Nnen\n", + "HD6dYbMM7QKruVlZZXeAcH/0u402LiIoutG8ZqVrlh+Xye3ZZmwzthkhlt9HNgEpCH/vOW4X/IW8\n", + "tWmZl5Sws+Y/c3fI6/N2StXyPjK2XzOnvqsTl8YqEWXGzmNnTJcjQMwY/AXrJFwd3h7QokgsjZ8v\n", + "PSCfLztg+plugX73jz02uX4haL9cHucwxy2spsfO2laey8m5bLquWfU4HTMXDViZR/+wWZ7v01i5\n", + "mOguJFh+S6NqSmBvO5prVdaDCc1I0q6VWVGNhTuTpGeT6rxRCCGEUPCSksuRlAy7ZRA+B0+m2y3X\n", + "ywUnnhWVqxY5cx1N5R86meG403p7KSuqK4LO8p0imlZfsCPRdHmX+iEyqltudSxYvI3AyovqaGbt\n", + "kWQi/I9oIrl21fLKmm59jvBtdgTcKYwFKgDKEe9OPKcE95Pfb1ZiN3eAUkYuX/HLgA/1m3c1l/ui\n", + "I023DfcQWHJhMTYT+YQQQggFbyESGxsr48ePl9TUVKlSpYqMGTNGatas6fJ6Fy9elFmzZsnSpUvl\n", + "8uXLUrFiRRk9erRERkZe950H4iaskr9pdgJrdwMzYP2FJVj3pzUTZ4t3J9stj64dLA1qBMp3aw7Z\n", + "LC+nHUNhR+7jHBftSrKU2h1gUrAhMjhA+fDaHlsZmfxge4vo7li3il2xiABfb4fiH3lnjSnNcL6/\n", + "jOosE/8+IOviTkmnOlVkSHSUafo0WJADynlLlJM0ZbiWY5Cr+NxVS/LlHFuLLUSvI8ELnuxeT56d\n", + "uVUNeHCufZqHqmpvhBBCCAVvIZKj/WC/8cYb8tRTT0nbtm1l3bp1Mm7cOJk4caLL62VnZ0v58uVl\n", + "woQJUq5cOVm2bJm8//778uGHH163nQYCCv6ny64Ek6FoglHwHj+X6dJ2jIJydkyCElYoElHJv6yN\n", + "nypy5H52f1uVjssoeJ/u1dAi9rCdrIvZLmdZwPZQyADfG9G5lp2rBfIFI/3Xp0sPSFpm7vFg/ViI\n", + "RKsKbjgflOQ1cm+HKBsLM0Tj9LXxFhcAfPavHg0cHl+/lmHygtbe1lZt/L869pS80MdxOV0I7/GL\n", + "9sqyvSfUvvo2r+G0HY6ecZ4SDiIdgthRxgYMXlpFVpYth89ItNaG7pZiJoQQQkq94E1PT5cZM2bI\n", + "7t271f9GvvjiC7e3CastLLIQsSA6OlomT54s8fHxEhUV5fJ6d9xxh2XdVq1ayUcffXRdd5pX5+6w\n", + "iF1wLvOSw3X9fbyVdfON33bZWD6h/w6npCsxqQvTd/7YI5NXxtl8v3+rMPEu4yUD2tVUpX/BL1uO\n", + "2u1npiZAh3aMVJkCECAHYYaKYe8NbOFU+JpVR/vrma6WQCsI8Fd+3WlXZhcgeAy5anXLLFKcpWfZ\n", + "rhfo7yMv9G1sswy5fZFpAum7ypfzVlXCnIlDbN/MhQOlfo1p3HQgcEd+t9FmULFge5LUr15B9ien\n", + "2T8ItAvSo3F1+WNHksPjwDFC7GKbQeXLmmZvQLBiXgUvcGywKGM9VwpG4FpiwIEZAbhIoEw0xTQh\n", + "hJASKXg//vhjSUpKkr59+3osevPo0aMSHm477RwREWEneF1dD2zfvl0aNLhqjUO06fnz56+rTrMp\n", + "PsXldc9fypaLmRnySq/a8vaiONl27JyaKodx86cNCbL76BmZOrSFWnfOpgT7QUtyqkwblvt5Skru\n", + "ftMysuzWg4B6/qfNMm/HcRvx+m11PxnaPszh8cHSamTKiv3Sq1FVSTp3QV6et1+dgxlwy1i1+4i0\n", + "Ds/1Uz151n6glnr+kmyJPaaJXFsRGKp18Sc7h+a+uXxeOzfnfahWsL8cOm27zuXsbEub2LXbyQzT\n", + "Ih7Bft7KIo9Bip46rW1EoNzbNlQbgGTKcl9vlXdXDVbKesv5i7n/Nw2tIH2aVJXbP14m24+lKYE8\n", + "uluUDGkX5lbfmb7xmMzYmKiC8IICyspbt9eX6FqVHa6fknFRBny9Rf0FsDLHJp+19Jm8cNQ+hG3G\n", + "NmOblTSgjfz8ONgv8YJ348aN8tVXX0lQUJDHtpmVlWXXOXx9fe0Eqqvrwb8Xlt8XXnjBsgzfu946\n", + "4C2Nq9sVWHAELHFt64cqa+Cjl3xs8sCqAYQmno6ke6kSvpUCylmEjUVUZlyy6xMDO9SSdfFbbZb5\n", + "lfWSVXH2wWA/bU6Wp3o1dXh8KDphzC4we+txmbr+WJ7nBstxu3phFgvy0M515bedJ2zWCSpfTlpr\n", + "6xS09O3A1tXlvb8OXe2f2vae6tFIaxtzsdi6UmUJqbjbxicX1K4WKF8+EK2EY4vwysoi/cnfsTJ2\n", + "/n6LWwp8b4d3ilKuHcj7C2DZ7TF+mcXSjTabsOyw3HdDfadV3bA+Cl1gYHFSG0BkWg0ecK0/WHpE\n", + "Fv6rtsPvz9kVZ9cnrPtMXj+onnyeXC8ihG3GNmObkdJIsSlAf+nSJalQwbP5OiFEYYG1+QFOT7ez\n", + "ILuyXkZGhowdO1aGDh0q9evXL5WdAeII/qzW0/dYhoIF1sJpROfa4u0kbys+gcsCSuh+MbSdZeo7\n", + "I8vc9WH+tmNy4ztL5JBJZgfktTWCfLZGMi9elojgALvlGReyVeaB52dvs8sgAO4yCZpLz7qUZ1th\n", + "av2Te1vbuEtAIKLamg58kFM1sXbHhJWqYIZl4HT+okxeFSe9P1gufT9eodo3L2BJfWdAC+WmMaZP\n", + "I1k5prvKjOBwJKtdAJRKthnEaSIZQWQ4ZgTd4X1MfIpyI7H2wUYfaB2Z+2MEUYlXTPxpO7cO5XO9\n", + "yfnA59Vfd6oS0LA2Z5pYyiG8kfrMEY6KXhw+nc6nNyGEEJcpNhbedu3ayfr166Vz584e2yYyKcyc\n", + "OdNmWUJCgp37Ql7rwdL70ksvSb9+/aRbt26lrhNAgD3/83blAgDLHayynw1tK5OWHbQsg/CYNKyt\n", + "Ku4AsffLk51l8OdrlKC0Rp8ux1R57PE0qVvt6lQ+gq9em79L7c9amG2IO203/V61gq/8544mcmuz\n", + "ULvjDfQz77YocrD1iK2VF24Hes7beVsTZc0L3W1E6mM311V5ZuFfjPM+e/6Sdk6XDAK+jORIrhW4\n", + "ZURlef7WRtKprnkO4QmaCO7SoKq8OHuHJeAOou752duVbzAY+V2Mjch7csYmWfpcN0vQHSrLIQcx\n", + "8tdaW08HawJ2cPsIl6/rP3s0kJCKfrJs33FppwlcpCwzWmPNCnvg+iAbRb8WV8V7q4ggda2M1nDv\n", + "PNK9/b49bzEf4KSSGwLhxi3YbdNncP3aRgXz6U0IIcRlik2lNaT8QjAY/GmPHTsmBw8elH379lle\n", + "1n6zroIpk19++UXCwsLUC4IarwceeEDtD0FysNaGhIQ4XO/ChQvy8ssvS+/evdWrNPLK3J0qD6yu\n", + "ZdKyLsnWw2dljSbK9GWwqiLn6z1XLK7VNSGFqmbISoDPEOSVeTFb0q0EcKomfGsE+iuRqItbiEoI\n", + "uovahhG89aomalGdLdUQ+IYCChPubWNaAayOti9UWrMW2xDkn9zXRpqEBqrlNYP9JcHg84rjDAn0\n", + "tVgvAaqbIZ0XXk90qycn07LsRDMCvcb2bSzP9G6ocumaWZIBrLhjZm1TJXWNKb1QdayNtl8s/e9v\n", + "u237vrbQt6yXKvM74LPVMmVNvErJNjMmQXo3q6GOMT+VidB2aPv+rWoqi65/OW9TsWlWpvjBzrVt\n", + "qtZBZMLKG3/qan7k4ArlVG5es+3qoPCEnn/ZjBu1ARQq7TkckWt9pl61CmqAgMA9DIDe6N9MXZO8\n", + "YDUn92Gbsc3YZqS0UmwsvL///rvUrVtXBa7hZQTW1fwAN4R3331XpRILDAxU4rWMJgRgtZ03b570\n", + "6NFD3XiO1lu8eLEKVEMAG3yMdZCL94YbbijRFx9Ws/GL9ilhZWRvsr3lDwUTYInVLZGwvvVsWl3i\n", + "T2aoPLI3/2+p3XdQ6AA5dXXwnYrel2RZXJr01r4LizH8RCctP2jzvbrVKjgVQSiSAKspLLh+Pt7K\n", + "VxY+pl0bhkiYJtR+2njE9Lso+QuXDCN6qi2kDJu1McEyfQ+L6Mu3NZEuDsr16mD9R7+LsasuZ7tO\n", + "thK1ZnmLISSR/cLa0o1tfbPqkLx2R9NC6wNwV4DotM7zC1cIY8U69JW9SbYuIWHa4MWZ/27utiK1\n", + "67vdZhmszdW09h7YNtxp9TYdWLrxQhuXL8daOYQQQkqw4IXYLAyQZeHTTz+1Ww5/4R9//DHP9W67\n", + "7Tb1Ko2888demb4u3vQzf01YGH1ZITSRjsoaCBC4ONzxyUrT7ejpvQBE3v1frbP4s05dc0il9YJf\n", + "KYLgdLEIQT3uzuZOj31WzFHL+s2WvKAAACAASURBVPANTbhS8c2skpg1XfMQrrA6L/xXF/l9R6IE\n", + "B5RTbhiuBJzt08SgM7ELy3bnulWUpbRv81CZs9k2tRp8iUf/sMV0wFCYghd8O6KD/KodD9wo+rUM\n", + "NU0rBj/jpFRbP/cdR1PVYMVZ8Njdmng+Dj9w7TzCg/2VJd0VkWsGxS4hhJASL3hJ0eMoWAjCFgUV\n", + "JizZbwlWU8v6NHIoOvRofmvgzzuqez1lmZux7rDKBnDWEHGP4C1MaS9+uqtydYAgdEUQwbfYLbHk\n", + "6yOPd63rkg8sBLcrVdtgjYVoR2GHZuGB2vmWlXOZF+0HXZqAnPVYJ4vvMPLIQhyj/RvWqKiJwkhl\n", + "wYT12zgAySunrUceAtq1NasaZ1zHjC1HzjgVvCp9WY/66kUIIYRc94L35MmT8s0330hcXJwq52vk\n", + "yy+/5NXyMI1CA+0yFyBAa8WY7soi2a9FqIrCT8/KliHRkQ4rbAFYco3b6lA7WG0HGRJQmcwMTJWv\n", + "04Rfq4jKyo8XAWRBAeWcZiAAEI/WgUx58Xr/pjKgTbjH2g7n2vejFRbXBASmhQcFmAre+FPpsuPY\n", + "WenWMFfIo01g0cU2MFDAlH/y2fMy7IYombftmOW8ILxf7tekWPQVWLoRPGZtxYblO7/WWkIIIaQo\n", + "KTZBayjtC19aVDVbs2aNjBgxQgWdwX/22WeflerVq/NqeQhYW0f/uEXWxZlbeGG5RGlfBDwh1RZe\n", + "sJA6Izsnx6b6Wq6fbXMlAp+eudXOZ9V6vZs1IXjvpHXy564k5SeM6mZto4Ik0kFwGD7XMy84Et8Q\n", + "nggGK6uJsnra+3LaX2xvd2KqTPw7VhOgqSrAzbesd77a8JtVcbL6gG37pWr7rFW1vJzJsBe9v245\n", + "pvYF39hDmgCGa8cZK8GOYh5Pdq+vpvxhER7aKUpevaOppaJYQYI8IKo//itWZV6Af7OzgYvDkbF2\n", + "nSK140KQIq4l/H7/e2czaVazUrHt50UdGIN2gWvIh3/t1wYz6dI8vJKU8/YqUc8GBhOxzdhmpLRS\n", + "bCy8e/bsUanBfHx8lKX3pptuUsubNm2qfG1btGjBq+UBluw5Li/O2e50HUTW44XMDSiB6wq3twiT\n", + "lPSLsvPYWVXQwNoiXKtKgKnLAwKenu3VULk1WOd4ReorLENwE9KF1Q0pb5NK7OtVcXbbgrCN1MT1\n", + "PR0iVPotWIvH/bZL+Z7uSz6nXt+tOSTWWbUgsBc8dVO+2jHAwQAAuYTL+ZSRC5dy7D77RBOdCODb\n", + "ool6Y3ovvEfJZLhSWAf5FRSUa/5s6QHLe/hKW6dAcweUMcYLbi75Ec2lGVjlkVNZDzqEy832o2fk\n", + "6+Ht2TiEEELBa3UgPlcPJScnRxWiwLKWLVtKMTFCl2hgfULg0Ju/73H5OxCp36w8JJuOpChLI1JV\n", + "QaR+uGi//LTxsBJ9T3VvIEv2JstiTTxezM5RAWzj2kfYCKLhnWrJMzNtK6PBZxQprTAtbszQAJbu\n", + "PaGKUUBc+Zf1kaY1A1VBC7gCmPkRw46m57kF3t5lZNGuZJt1DBpTiWn40cKC7S4D24TLB3/ukwsm\n", + "RTB6N60h246kSryhOAJE/aKdyRKt7c8sp21hBGV9aWhb7BN+wvDRzi8Uu/bM2pRgl0savt3WWU0I\n", + "IYRQ8Eq9evVk69at0rZtW5WeDGnKbr/9dpWPt1y5crxSBQR+tMbMAK7w2vydlv9/0wQzKpqdSssN\n", + "ZDuVfkGem71FJMdWRCKQy1pQ9ddE6hHthx+Cu4YmnAe0qCp929S2BEIN7hChqnFZgzy8esDc+YuX\n", + "ZOOVzA7I8ADhbV25DHS94h8LkV7e11v5AbsCqorlR/DCfSEooKwkn8syEYR+Mml4fVVJzQjcFTB4\n", + "QPlea7cMDBT6tw7z+HU3K528Pq741rDH9YB1f8OhFOU2gQwVJUFgZ1+2t+ij3bdog0UKXkIIoeC1\n", + "8Mgjj0ilSrn+gIMHD5ann35apk+fLmfPnpUHH3yQV6qA5EfsGjlqsGAp7H/n5ccNR2wErzFSH3XU\n", + "raP+YS1F7ls96A2iOOlspsPj2JuUqnK4wuUCrg7IvNAyvJISmAgeA7AEd29cPc9sDvkRu+D1ebtM\n", + "xS4s1nDngB/xLY2ryV+7j1s+q+hbVmubw5roDZAPBrdS/ry7jp1V5YKR59cnj6pl+QHbNvo7w+0C\n", + "Fn9X0q0VJcjSMWzyest7pGQLKOct7w1qWezvrztb1ZT3Fu618VVH+6JCHSGEEApeC3XqXE0DVatW\n", + "LeXHC79eBKvhPSkY7mY1KAju6DZYancnnpMXb2ssy/YeV4FysM6O+HaDw+/ExKcoKy+C4kDWxWy5\n", + "8d2/bc4PAv9/A1vK9oQzKr8s3AWQ+QH7gyiBlfWRLnVU4QtnwEpnJkT3XRHWNjeTtt7KMd0tFskv\n", + "hraTScsPyHt/7pPL2nbOZV1U2SpQgAIliD3pq+uIeztEyHxN8FqPS06l5+bFRRq04oRZJg+I9Rf7\n", + "Ns6zwMW1Btf82d4N1UwF+gxStSHHNK27hBBCwWsHfHeTk5Pl9OnT0qRJE4mOjuYV8hCweE5ZfahI\n", + "9vVo17p5rgPfxqFfr1Plim1YE6/y/SL/LLIZmAHB+sjUjfJk93ryTK+Gyo3CTMwjRywCtLYfPSsH\n", + "jp9TGSD6t2qmMimgvLAziyq2N3nVIWWRTT1/SQa2C1cpwvTvwCVh8krb4LkGNSraTL9jXZTVvWyY\n", + "7obVGem9ClPEwdKN8sZP/7TFzAivBgTFTfCaiUNca7iPFHfBCxBwiIBJZDixLrhCCCGEgtfCqVOn\n", + "5PXXX5ddu3ap0r6zZ89Wy1etWiXr1q1TLg4k/4zqVk9VI0MgDYTZ/dFRqpxsXpXJ3KVjnaoq3Vde\n", + "PDdrq73YvQICrZA94RtNoG9NOCMnz2VJ7PE0u/Wmrzsso7rXV/6vEETGSmeB/j7KD3ikJo71z2BF\n", + "hKA2ls41MvaXHTauABgstK8VJP1a5PrZwjqLjAe60IbQHdu3sd12MCVvJuIg+AtDxCEI780Fu02z\n", + "YljjrHTztQIV94wBjLDKF0XxDU+BmRTrjCKEEEIoeG2YMGGCsuq+/fbbcv/991uWN27cWD7++GNe\n", + "qQICQYYUSdZT9E01obg89oSknb/k8HteXqLy2O5LTnO4zogba8vBE2maOD2rCa6T6oUSvlNGdHD4\n", + "HWeCDOIUUe8/ay89cM23rJdkXbxstx6C2eCWAL/ZCUtiLZ9BTOI74xfttRPCUzXxCmucMwuvme/v\n", + "tLWHJbp2FRVUBbHr5+MlXVqEyq3NakjPJjVMfWKRVxcC3jpwDNY/VFjzNMgCMfK7mDxdV6pX8lMD\n", + "oOIGLLwfDm6l0qjhXIZ0jFIWU+I+mM1A8Cj6JAYSGBQSQggFbzEABSbGjh0rZcvaWkdg7U1NTeWV\n", + "yifwX0UQGYQh8tqijK8u9IZOXmcndmtWDlDZAnYePSvh2v8zNx1xKnZBnarlZfraeJuAHRShcJby\n", + "C4I0PctcaOP4ftKO+YRVUJhR7CoRrP2YN6ieKxzh2gBL4F97klWEP76L9GlmmhZtsi/pnFMRgG3t\n", + "NfjpYmp9+DfrlQuFzvxtifKvng0cBoBBxL3ev5l8sHifZGRlK9cIiG2z9Qua3/bA8fQ8xa53mTIy\n", + "VRuI6NZlBAoik0NxsaLCzaK4uVqUNF6du9PGfWne1kRZMaZbiXALKc3g3kQqx8IITiWElCDBW0b7\n", + "IT5//ryd4N27d68EBwfzSuUDCLM7PllpsS7ChQGi7ZV+TeSpHzYr31QjR89kyGNd6qhpWVgLLzio\n", + "kGYNtm9WSQ1ZFBwJ3v/rVleen21fAAPBZaN71lcR73afaT8WukhG0BkyQVgLRJS/Xbgr2UYom2SL\n", + "Uj/8eU3pw7r4yq87bJZ1a1RNPrWyIutMXROv0mc54r7oSPVyFACH4hifLY1VVm+cD6yceQXTmQGr\n", + "sZlrB5bhx7ZrwxAlthtqgwRYAOH6oKd3u11rOwTSlRbQlot3HJXoetn5asuSLKqMvvqwlv+48Yg8\n", + "3rWuGuzBtQnFYYpblo7SCgbOn2jPDQSKYnA5WhsgP+5CnAMhpJQK3p49e8r//vc/GTVqlHqflpYm\n", + "O3bskE8//VRuvfVWXql8gClNYw5WTMVjWn7uFvPSvH5lvZT/Kiyg1tXPHIH0YPdr4vDTv2NthCao\n", + "UclxhPpdrcNVyi4UhyjrXUY6aMd0U/0QGdopUoleCBZjOq2OdYLlMe2H4lzmJZs0XhDWU7RzhYjz\n", + "87H3mcVqejMgeh5COa8fewhUiAccA8QxXCaa16wkXy0/aCfuD53McO1mMxG7OObHp8VY3qMNX/l1\n", + "p00RDVfBOSFFm3VlNYjd3566SQlpff/oE09Mj1HiRwfniXPMb5q24gL67AOTN1zN07w0Xsbe1lgJ\n", + "/esBZAAxK2oC3330tSW7k9VnmHn4YWQnZpEoZPCseGDyesu9hrZHJo9eTaozsJGQ61XwPvTQQyrv\n", + "7siRIyUjI0Puuusu8fX1lbvvvluGDBnCK+UhIOKQ3N8RKCxhFJqOaK6JRz1HKlwlkJtWB+4C97QP\n", + "d/hdWCG/HNbOYo00TrdCoCzRBLEuuvHjgPRUxh8JCObRP265evyXsu32FRlcXr4Y1layr1SCc1Wc\n", + "jupeT71sBX6EqlRmzcr9J5RAh5h2BgLVkPUBokTP1Tt/m31bw80A1yg/lkmIefhcw5qPwg2wehvF\n", + "PbafaJLnGEGAJV3wwn3HWJQEAwD4sV4PFk3MfMCSb53/GWRo9xFcjKz7InzRMdtDCo+9Secc3mts\n", + "e0KuU8GLMsLDhw+XoUOHyvHjx+Xy5ctSo0YN8fLitFt+6d+qpmlu055Nqivrr5EgTXSmGKbD/ct5\n", + "yfkL5m4Nx85cLUQxonNtZV1F3luk/fp77wnp+NYSJeogihFtDzB9/8lfe2VnYlpumeLBrZS11gjE\n", + "4+JnuipBWzekvEPxZ5ZlAnbMHCsBMO6uZmoa3xM806uBzNmcoAmIq8I6OydHtadZgQT82MFquzbu\n", + "lLz52+6rP3hr4+X30V2040/y+HVH2Wa8jMeBY4Sby01ae8Pia7TIlzfJKFHSgB+z2eBKD268Hnim\n", + "Z0MltPRMIBhcYWbHCJZRdBUutaoEqIFWlguuYYSQ60Tw6kDgQuiSggEL4fOztpl+tvrASVWBy5iJ\n", + "wCh2AcTu7a3CZMHWRCXsbNe/qEQTflhfn79TTZnaCZATafLq3B0yd9SNygr65IxNlulWCJEX52xX\n", + "uXLNpvshVvMqztDAJNsBtq4sndUqKL9bTwaJQED4lfW2Ebx6exsFJoKH9ClkrzK2x4AfwA8W7dPW\n", + "s69eF1rZT6I9aGnFdRn0+WpLuyOgsEv9EO3anbCsA59tFOIoDJbsOa4GJgiMe/DGWsplpbCAi43R\n", + "Ao/rX+c6mj7GLAbuKdx7aHMIrtPavWpsl9IwwCnu4L4yzgrp1RgJIdep4IVVF9XVYmNjVfCakWnT\n", + "pvFquQiEzZPfb7YLXrIWABOHtJFWr/8paZnO/XQDNHE3z4G/LwobIBgG1spEJ6WAIXRXHzilcuoa\n", + "fQshlldrYtHMyuuSwGkTLh9qwtHagoJpebhYOKKg0dIQVcZ8sUbrIQLCrAcUl3Pso+d2JZpnH+nb\n", + "LNSlY8N5IEsEcv2iEIajKfvPlh2wa/eDJ9Pk3YEtZMX+kyon8YC2NT0uRLHPf0xcZZOCDq4WP4zs\n", + "WGh9HzMJSIkHUa8Ljue1wQ8GT9fVg13rP9azGhBYcKfR+wE+ty7/TQqPF29rpA2Uy1rcjO6Ljrru\n", + "+iMhFLxWIGCtfPny8uCDD4qfHx8GBSH+VLpDsQsB0EYTOJ/+vd80g4GX9kNoXRks42K20339uvmY\n", + "U7Gr8/36wzKorblPryvTfYh0nrHusCaezijrtJ5HF1PzyPeLKGj4+w5qG2E3na8Di9eHi/dbhGh+\n", + "o6XhDwofSWwPIrOvJjZfNBSdsPaXdAR+/AL9fGws4zgnuKLkBTJDIPhF93GGn+pv/7zJZRGPgUa3\n", + "htXk7kLMcwt3FGO+ZbQLrqWnXEzMQH9Yrgneg0mnZFDH+rRkSq7VF7MsyG8dHFBOBTcWJAUecR0M\n", + "JJE2ES9CCAWv7NmzR2bNmqUC1UjBiKpSXqoH+qqyttY0qlFRfLy95MHJ6x1+97KZCnbC/uPnJCI4\n", + "QI6cdp6pAFP+8HE1lgyGjy9y6UKIQqxBrBqtH5gSH/HtBst7CESsq0few6KrB1vB6mlm6YSoHq6d\n", + "N4SeTn6jpRHZvvBfXVQmixrasZrlN4WYRflea6x9i6FLb9WEO7JBvDRnhxLytzSurixxeQW/4Rxf\n", + "n7fTxmoLEQmB2aeZvTvQ/do2je4rEECFLXgc5QRGXyhMwYuByNytx2TulqPy1p9xTANldc1fCaPP\n", + "LiGEgveaggITSEVGwVswIILgr2kUu0EVyslhTZQafU91qmii7eEudWTi0gNyLo/iBUY61gq2Ebxl\n", + "NTV30SCcYXFGDt1pD0fLuwt2yOnzl1Xu19MZF+SW8Ust4m3SioOy8t/dbMqzGn0PAXKNIr3aliNn\n", + "JLpOsBLAsPLCV9THy0ue6d1ABdJZBOGVIB4jeeXQhVBG/swFO5JUyeRHutRWFhvsz1nGB1iBke1C\n", + "Py9rsasGFtqb2ZsS1CBg5mOdnLav0QKO87hkMjDB/swEL9xF4IaBICUcN9wfEHxX2PRrGSrjFuy2\n", + "E77tooILtf/bDmxy00B1b1StUEU2IYQQCl6XGDRokIwbN06GDRsmoaGhdtkZQkJCeLVcYPPhFNPg\n", + "sdSMi5LtxHp7ShOkaw+ckjtbhcl3a64KTFTmGnpDlHy76pDp9wLK+sjTvRtKL01oLd17Qlkna1ct\n", + "L3d/scZWFNepoiyhweVFXutbT4KCgtR0fMv//Gkj3iCOMO1qLVbNgKBBUQ3ViTURVymgrJxKy3Xj\n", + "yJLLKkVaryY1LHlGES0NoepKbmEdrHvbRystFmlYSRHtD9GeF/AlnfnYDfLLlqMSUsFXvlh+UM5l\n", + "2go/Z+nhlEhPPqfKEkPIwk/3+T6N1VQ0hDbEm7ESXAMngg7CGhH5aOuiqriF9n62V0OLNRrX4omb\n", + "6+VpwS4I+xwMbOAO42xgQwghhIK3SKhUqZLs3LlTnnvuOdPPFy1axKvlAo5EbbYLrgoI9PEtazvQ\n", + "QGaG7g2rqbyRF018bevXqKBcECCiWkVUtkyTI9k//EpRWWhIdJRptgVUejOzVCJJvrXgxfeNeUWt\n", + "wTZ0sWvN2DnblT8ngMUYJWutrcUQyoOd+LDO35po434BEHiCKXNX3CAgevV0bKhwZwx0axpWSTvG\n", + "HbJkT7I0D6+sBKku0HMLKFxNWA8rLyq/wVKJNn7ylnoy+octlvaDCwWsz86wtpoXFbju/VqESvyp\n", + "DJW3ubDLqqL93B3YoG3hNlMj0M9yvQghhFDwFgpff/21PPDAA3LbbbcxaK0AwJJqZv1z+cf/or2o\n", + "RRWzO1qGyWyTXJ5bj5xRqcX+2JGk3BYgGCYNbaf8a/OqbgWhDKG20mDprFU1wOY9zgW+x5ey3ctl\n", + "CQHfftxi1R4IKkO0dKC/j6WoA4S0s0pTjgYJszYmKL9QVwoZQEwt2pUk5bR1I4MDlFsJvneDtn8E\n", + "Vl24ck6JZ5PkeGqm/PJ/ndX7LYfP2AUDYluwfsMftV+LMGkcGijrDp5WLh3FuWpTrmW/aKzK7g5s\n", + "vlxxUCYsibW4XaBPIG8zIYSQ0oX3fzSKw4F89dVXyqXB399fvL297V7EdSKq+MuvW/KulgYR5orl\n", + "FyKtTa0gybxwWbk+GNl+9Kycv5LNIUkTaT7eZZSQdURaxnlZfShVDp5IVwId/rHWx7H9aKry7w0K\n", + "KKeqZv3zhy2mab2sgeHQbA34LOP412rC8GFNgOO47u0QmZshwYnFEwFgn2pCCD7GRjbGp8iincly\n", + "a7MaUt7X8ZgRGQkGfb5G+c6ujzstmVobvTuwpZpaR/7dNYZMDkma4F2y54Tc0SpMAsr5KD9l4+Vp\n", + "GhaoSjDrQhJW06ISkyVm0Fc3WNBdzmddlLvahMsHg1ur8tBGMJAaOTXGxkcafRl5U6+FNbw4kJmZ\n", + "qZ7BhG3GNiOljWJTxqxWrVpy8OBBXhEPUK2Cn+S4kGzhgovVfyBGv1sdLweOp0lZb9suA3FrZMb6\n", + "w6auCrqQvHXiRnlkau7rjfm75KKhHDAyRfxn7k71P4LS8gLiBL6iZZzMluvlel0B1j64C+zXvuMI\n", + "iKUfTarYWfPOH3tsqplBWK05cFK5JIRUNJ/FQLaG2TFHlfW7e+PqNp/BMgwfXlfB/lBZrairPGF/\n", + "8Jkd+V2Myr7hjnuBJ4BLA3LMThvWQln2HVnxdx8zz4P8iyG7BiGEkJJPsXFp6N27t7z00kvSp08f\n", + "CQsLk7JlbS0s3bp149VyEQQ1IVPBpcu2QseYKcCautXKS4gmlJ3lj4U/b44mRqtpgi1TEzV3ta6p\n", + "LLoLDSmvzmZcVMFdHQ3VwiCCn5m51SZqf58D14v1cbnHAZ/VcVYlea0JqVBOKgeUk2d7N5LeTavL\n", + "d5rISjxz3uHxmwUzIU/s/G3HNFEUoMQkRCWsfK6INIi6Ud3rOfw87oR9mdvftyepADIUerDOo2vN\n", + "rJgjyvf17X80l+CAsioIMTqqoozo2kCldcsLtPNHi/cpv2u4mUA8TxzS1qF/KvxX4f7ROqKycgco\n", + "CLi2vT9cbnHHQKAfCmxMGtq22N0nyF5hVva1OBQFwEAJAyoM1HCf5bcwCyGEkGImeBcuXChVqlSR\n", + "9evNc8RS8LoGRN2/ftxiJ3bFidgFB46nyzsDWiqLIFwAWoVXlufnbLOrxAbDLVwhVr9wi/KNhBgz\n", + "Cl6AgDWj4IU4NsvNWta7jFzMtj06CFklxEMqyC2Nq9kErcGNACnOTqRdUK9Hv9soC566Scb1byoj\n", + "pmw0PT9YgSGerYEF0jo/Lf5HBoZWmjB0JfApLcv+XNAe8B+FVfycSRW7qCuCFdufcF9reWL6JuXq\n", + "YAZcFd4e0EL9n5KSIkFBud+FQHPmP/yTJpTgl6oD8Tn+z7122SVwLe6auFqJKjAFAwBN7CN4Dp/l\n", + "Z1ofPsZG32OUV8aygghJXZS64jftKmjfezpEKtcRHbi69C+A6Mdg429tADFtbbzWN7PknvaReZbH\n", + "NhuAjJy60TJLgnzOXw5rJz2bVOcDjhBCSrrgnThxIq+GB0BJW/i9moHUVo7y8OYK0vM2P84b4k/b\n", + "iAFrUb3u4ClLOV0zyzEshkbRhKllpKQyVt9qXjNIpVPLubIVCOD3Bra0fP7F0HZKxMVqwuzOVjVV\n", + "uVojsGYi2Gh0jwYyeVWc8ulFhohz5y/JoHYRMuyGKJtCCwgYMxZjQPCcXgVscIcImbwyzmlbp2qC\n", + "Fm2RdSlbdiemqjK9ebk5hFQsJ7/vSJLOdasoAf7eoBYyasbmqzekdsw4R7h+RNcOtmk/bBtiGu2H\n", + "wQQsxWbT9StNXDewDBknrC3EKAt9wOC2MWPtYWV1X6mdCwThO5rgdkdomfmEQ7jFaH0JgXbuAksn\n", + "Ast+0M49QxvkwAKNQYCnsj3AnxptiTzNuB4FTZmGgQUGezrIrIFrZBxsOWPCkv12LkEQ0BS8hBBS\n", + "CgQv8Qy7TPwSoQ2+eyhaWe8wjW7aETSRiUIO1iDLwp87k1WAlZGqV8TjvG3HTC3HcHswsxCO7FLH\n", + "Jp0WcsdW8PO2iF0c67i7msuN9avaiEBUJLMId18fO0vx9qO5vr6je9RXr7ysoI5KL8O6pmd12JN4\n", + "TlYfcO73O/rHzbLxUIrL1wcDAbwgJr8f2VGJQF8fb2XFq3zFfeH1+bvUurCIYh2I1NlbkuW/C68K\n", + "KbiefLh4nxK9RlQg4PZEu+XYj1FMGsnUxDvErt5GY2Zvky4NbnHZsgqxjj5mLdhgzW6bz2ITY3/Z\n", + "YTMwQQDgzQ1D8iWeHYFiHWYFO/IDBl5GMGh0R/Ca+Vy76n9OCCHEHC82QemiV1N7K1D1QD9ljUU6\n", + "q1sa238OW9m4O5tbLKAQzbAwBvr5yNLnblb+rdbc0z7CUrUqOMA8Q8AjXcxLuUKofHt/cxnTp5H8\n", + "oIm5Qe3ClbVVBzpp4t8HnJ7jXSZTzqgeZivunHftnlo7QYgZaVGzkkVkbz921uk2kLfVHbFrFNxT\n", + "V+emzoLlbuKQNnL4VIayFOvADUAXv8sP2FvtUZDCTLijeIhxsIFrZnQpQBlnV47zdxPx7Aj0IVxb\n", + "3QILv+HP7m+Tb3cGuEMYmbb2cLG9/3DPGEEOYncYaHJd2tUK5sONEEIKAC28pQwEXk3XBIHuf+pV\n", + "powSTp3e+ksGtAmXlftP2H0HtjhYoHYnpcojU2IkISX3Bxrlhmc/cYNMHdFe5mw5JlkXs5VIsi7R\n", + "iv3B0mht0asTUsGp32LT0ApyY5Mg9f8sk9y+mHqHpdNRkNWobvXUFDSsnJguHtIxKs+cvwBtootc\n", + "/B3ds77FGgmBOFw75s5W6dTOZ9n74Jb39ZYmoZVkSHSkzFh/RKUSc8adbWpKtQq+8vOmBDlpKI6B\n", + "bADWOV9hgTfy9+7j6vrVCvaX5WIrrs0sgXqlujtahv5/e+cBHlW5ff2dRiAhQKgJpNJb6IgUkaaC\n", + "ooDiRUUBGypXLNeCiui14Kfei130b0FRbJeiIqKCKEWk9x4IBAgQCCSQQEISknxnveEMZ86cmUz6\n", + "JFk/nzySyczkzJ4zOevd79p7K8sFJuVhzLFVLPE+Qgh/e9GGgaz8CYusb2G7POC9QEYenu3i9gfG\n", + "4809pdPLuOtDYRjbK8qhyHJITOGyxyO1zykWM/gMYOGAbh3PXNuaf9wIIYSClxgFwm+P9pU3FsXK\n", + "vE0Jtv61EE3v/7nP0n4A8ResidtB05bKGUOhFXru3vbxGjUQAaIQxWPmLgHI6GFbHS24zmXlKAEF\n", + "geXuFvi1MaEOohcXeauiO+PvRHbY7BFGNtKqJy22gzHlDFYCCGT4UiFsIcyQXUU/YHxvPuar24U4\n", + "WAOGdwqziVT06NW7SeiglEmA9QAAIABJREFUNRpCDr80tt7hRcbrgWg0+6FDTFnPXk3rya8mXzHe\n", + "L3h3R3UJlS/WHnWInfH1Iiv/4Ncb7Qq8vp/QW3XtcAb8sHf2iZaTmtBFDDCu2eixRma2KNv9OKdK\n", + "YhgGFjPwwRopaOx0eQKhj/jBhoGdkVsuy/88FAac03jfIPRrVffziK4RhBBS0fGYwROk5MAF8+/9\n", + "p9QUtIKo5uOtBJyfJo4+sSjSQqcBPXl74OQ5aR0SpHy3RlqH1lJDHR7o10wNRSiout/YdDy8boD8\n", + "vuu4zU+qBkhoqhFFamgPNrh9qNMCJX+/fE8qisAe+99mtf0/Z8MR6RwRbBMJEA0Y/oBjB8h6YgjE\n", + "mF5RKvuNbhDR9QMtf0fjOjXUc+sC8sqWDeSFYe2kRjUf2+IChV/60A0UyUXXrykpmhBG14m9J87K\n", + "33GnlPjt36qhzNt4RLs91/Yeva6JzUjDAgKDNuZZ9ICNqhcgQ9rUlR4tQuTo6fPSRDuuJ69pJQ8O\n", + "aGF33Hd/vt5uMAgKyGZriwn0MoaH1tn7Ur+mv5oCB/ppx3lGW0jA04339OXhMbaOGWUNMvJ4L+Ft\n", + "RkwRw1du7CBXtnKvRVdJNbeHgH1zcaxM0YT37sQ0ZS/QzwGrzxMWIg/0ay539o7S4h5c5AI7vC9B\n", + "1cs2J8GBAIwZY0YoeEmFIvlslizaebzA+z17fRu5rUekEmifFtCVACSlZck/uoUX6liQHfY2TIUw\n", + "/rHD7QNbN5IjmpDDFwRhnkFgR2uC0JihhPiM1UQHMtJ4LGwNd362To6nZl4UtNny45ajMrRDqBJq\n", + "KAZbFmtv44Do7RReRwldV0A0w0/ZRRMt4zXxd0evSKltEI0Q3HU1UbJEE+w4ZBx3imky29HTGbJw\n", + "W6IcPZMhn47rLqF1kDENlTdHdXLIgEZowhbb2GbPJxYcV7eqK52iG6rY4wuLDLOQeuP3WAf7AUQv\n", + "4ngw+ZwM63TJ+4zs+EpNjFfXXoNRVOHfyGxjGh3EmjNhV5pgkfLqL7u1RcwWlRWH0EUh46C2jZQf\n", + "vSwvqng/Rn7wt7KbnM28oHoKHz1zXolaV3h7eVXIvxsUIowZY0YqK7Q0VFLOuWg/pgMhedtlkTZx\n", + "V69mNTl1NsvlY7BNni/K8m0AxlZfZmAlQIuwZXuSpGVIkLx6YweHtk94rls+WuXUJzprzUHlG4Zo\n", + "fv3X3cpvCrEGa8JHd3SzFPXntdf+4k87ZYYmMJ1tq5t/H9qLfbEqXnmDkUHUt82ReYafUu8UcG/f\n", + "pmqKl86XqxzH/1qBPsIPD8wq0GsMi8HQd1bYZWohshbuPCn3h7rObEKcO2ulht+P14i4IRP+3drD\n", + "KoMK0fzWLZ1KtOtB8c7bCzJuxlpbL9/MC1ky+fttavBCeWzt/7D5iEOLMBTxJQ1t6/LcJ4QQQsFL\n", + "yoBlsSec/ixcEz3ImJmnNz15TWvVhsrpyeLtpVqUjbjYBxc2iFYNg+T+fs1URtUIsnRjNeGiiwV0\n", + "fnhi9hblLzbywbI4l0VRepEZerHCh2sUqNMW75HrnQi1FXuTlHhCMR5EnnHKGr7v2/JScRq6RIyZ\n", + "sdYQu/yMMLyX479cb/dY9FhFhrYo/VoX70ws8HEQdWcshnN8v/W43D+wjcvHQqRDmFtNlNPFOybg\n", + "GUUx3h9kU11ZR4oDnv9vbeGDQkZnI36NbNYWQObBFXgO+JjRbq6sCbDIcON4cIwUvIQQQsFLypm2\n", + "obXsppMZQdsoXewiC4veofCapp2/JLRqB/jJ5+MuU5ncBSjc0nTr2vgUiTOMy83WhOr2o2dUodTB\n", + "U63kn/0vjdldsOWoQ2YMIhgZ3aigSwJsW8JplwJbH927Os5x5PHSPUnSKKi6rVDMCL7HeGUw867L\n", + "ZNqiWNl9LFXZHG7o2NiuJ+3MVfEOz41OF5dH17MUj1+vOagJ1/wJaCO7hjsM0nCGu0Vc6KNrHh7h\n", + "jhiFoFzyWD/5dXuiWlxk5eTa/W5k9JGxNGMeJFJSILuPBYLuz3786lYuRzED+MPzixbt39Dy6syA\n", + "Rc/H2kLLeDzw6WJgR3GHVBBCCCk72Ie3kgJfrlkkoWgJHQr07Wu0xRr9yRrVieB0epbdlKwz6dly\n", + "8mymmmyF8cIoLEvNcG53eO/PfXbftwoJsryf7nFFVveWj1Y7ZPMuibcA6R5VV43enfz9dukSFexw\n", + "Hxzv12sPOYhdcFefaFvXBXRDiDtxVvafPCcbD6XIv3/aIU8ZMtmZ2Y4ZZggadECwKvQ6frFrBb5+\n", + "2mzfOSG0Tg1559bOck27EDuxit7BQzu6ZxtAZwKz2O0VHSx3z1wnXV5arEZHOxucgdc8rFNjeX90\n", + "F9V2DFnIiZrIRFcL/GygkwEI9Us4W4lFAGwlxuEWmCDm7Lh1cLxXtwtxeE1of1ceIOOOLiTGDh5Y\n", + "SOA9uO6dFer/zjLqhBBCPAdmeCspuFDPuqeHsgJA0N3YJUxu0ISQLoIhRNBhwBVvL9mrMnQQiQWR\n", + "kZUjr/+6RxNO1VSbscZ1AlRhWYpB4KClGbKI6Wln1Na6eaytEfQC1vsBY5zuiC5NVFYWY3x1qmki\n", + "JMtkh0DRFby73S826sfkNLwGcy9X+HLhxYXAgsA0Z1TxeAhltFkzWinAn3uSVPuue/o0VeOXjSRp\n", + "YrhLRLDKIkP0YZBEQf5TiH/YKrB9jvigDdjHY7qpgrvIegESXjdQnpl3SaDj9oBqvnY9fM2g3ZrV\n", + "KFocC4SwMR7GQSIlxWaLDiF4nQu2HnPZoxm8PLy9GuCA3QD4qdHqy9wOryzpFFHH0naz42iq+sL7\n", + "vOSxK/lHhxBCKHhJeYCtcXwZgYjAoAj4VAvaJd9+5Eyhft/0pZeyvPDswj7Qu1n9/EyxJlhHdQtX\n", + "mTLIWGcZRYi+BjWrq64CRr7fmL8Vj2NGi60pQ9uqIjazUK0X6K/EKvy7N77/t4PQNYqvWWvi5dFB\n", + "rbTf5y/tw2rLdk244Piu18TqI4Naqvs9qYli9EKd/uc+Sc/OsXt9iy2mgCHrC5ENUYct74K2vb9e\n", + "c0j+u2iPLfOJ1mewYBgF6/gvNzg8Dtn5SYNb2TLQyJRjgdAhrE6BPZDn/bOX8sRiMAQypyXRL9dR\n", + "WFvbI9zxvSKzjuI9TwHvP2LqzGuOhRsWLGZPPCGEEApeUg5ABGJbXBdX7nQXKA6wSdyuCT99cAH8\n", + "wsis1q4m8s9BbdQUsByTH+GqtiFqWIZZ8OrgmFE4ByFplZmFlQHC5NWFu52KXZ23f98nC7YmKruD\n", + "ztND2si43lGXPiAXfcQQpWbgb7YSQmh55g7IsmOogtEfioXIvTPXy/G080p439k72jI7jPcSnTjw\n", + "9dKCnapYDc8D8QrB7KpADIWApT28ARlZWBMWGQZpYCFilXX2dCDA8V5YTQXUwblGwUsIIRS8xAPY\n", + "lnDG0kOJgQk5bqrfqPqB0lT7wmOW7D4huQU8bufRM0rk3P7JGtUzV+e7TYmSazH3be+JNJk6PEYJ\n", + "Y2fAM4lMNYT0tJs7qi1+2A9QYLRXEx59XvvDzjvqCqPYBZ//HW8neHWQKTceP4DP+GpNoCNjrgsj\n", + "iGN3i5mQGbxgET89c7xVZZx91Ja+eUobjiewmo88P3+H3TQ4PCfaqz1zbZtyP9+mj+6iBohADOK9\n", + "Mu82lDbIyC/Tzg28L72a11eLF5z/6HPcMqSmrQOIO8D+kq4tLlAomZOba7fIwfNS7BJCCAUv8RBQ\n", + "AW+VkYTf9HvThC+4HYxSLKi6n/JVxp88p74A+uPOdZH18vHOz9iiLZVZLJ5Oz7Z8TB9NmHSOqCOj\n", + "NZGHyWTIAJt9uhAY+ljeFtprQlERvofIvXH6SksR6S7xp84pu4J5HO/4vk3tXgNE1CMDW6j7Xd8x\n", + "VIkoq/HEyiutib5Nh1OUODYWX2GKGJ7HVSEXhC7sEc8PaS4z1x6TbE1s4X2MO35WOrywyNK+gF7F\n", + "niB48T5BrJcH8K6/s2SvmhQIempiu0lwDbWQwvmPrPmnY7u7HLtsBFYMCHgA+8Jjs7eo9xYifkK/\n", + "ZiXugSaEEELBS4oIxBW6BUAQ6SDL9djVrVQRFIrD8oVYHekUHqzab0EcwFeak5crf+21F61LtQt/\n", + "oL+vnMu0bhn16FWtVLYT43kLAsINx/bwoBbyysJdqlWas/s9clVL2XAwWd5YtFf2nzyriXMvqebn\n", + "Lbd0DyuW2NXjEVk/wOF29PP9fkJv7bUcU+JmqGptli82YSOw8sEiC33zh3/bjglt4jAJTh8+gcfD\n", + "WmBll9BBxhb2heEdGsqdV7ZSfYtf+2W37edWvtLAcpiOVhCIAYQiBDx2E2A9GeCkY0RxwQ4AYmQ8\n", + "F1aZFlzwPCOW797audDPj2zuusmD1EIFnylCCCEUvMTDmHJ9/oQovQL+pi5h6qKNin9sx6PfqS7e\n", + "nhrSWtYdSFbb5lYdFU65sA1AOI652F4LwgbdE/RsmxkUXv31ZH9bARZ64Jq5LKquEpnDOzWW5PQs\n", + "GThtmc2Gkaf9l5mdo4mpgwVmTDEqFx0lEAOM6IUI23axOA+3oWXbfV9sUK8Xvk0sBnRhi4UAvtwF\n", + "gsoswPHajNPWEHM857r4FNV1AoV4RrDYQCyzLlqafzHYFyw/0N5edpPgPAUMNDHuBsB7jSEkpZEZ\n", + "hbfanYUPYpmKjhAWrefcXUAWFQhu9D5GB4jy7EBBCCEUvKRSomd0rTAXR0HovfzzTqftw6r7+sj5\n", + "CzmWz4N+v7qQwPNc1SZE5m2ytj9gWppRdPj7eYtZs2L6GIQzROSc9QlOPcfR9QNdCt6Xh7VXGTq0\n", + "TMOI4kFtGskJTbijUA52BmP2FO3IYJUoaoEXvJ5m8DuwFW7sVgArBL4g0tDj96vVByXA31e1C4M4\n", + "RoZ30e6T0jQURWlBloMuWofWksHtQpQVxJMmgEHYPfvDNvnDYggKOlS8cEO7Ev+d3bTFEWJQkI8b\n", + "PnTEuSxBRh69e/UiQ08b7UwIIRS8pMqBC3JsorXYRReAyde1lamaIDY23kfnhf+7o5tD4dbT17aW\n", + "+VuOOGTeMCThmevsM5Iju4Y59L69rGldufadFUqkuqJFw5ryr6taKr/tlS0bytYjp1ULr8h6gUq4\n", + "IpuK58DgCd3Pidfy8dhuqrODGWRkiyp4R/eIdJh2h+y5M0EK8QMBqPtvsVCAwH9vyT4leoGzwRER\n", + "dQPKZfRuQSBj7Wzi31YXU/aKA+IGz/XUn3fZbkNv5B1Hz9hZQGCNKY1xyq7A9DljkSE+D+9q7y8F\n", + "LyGeAwptv/j7oPj65Nch0KNPwUsqOcjsWnVSQF/SvyYNuPhvX3nku80qmwYxOaGfdZcCiLwxvaJk\n", + "xl8HbKLklssiLDN8yGrCcrEuPjl/MIQmHM9mZRcodiFeRnWPUMehj8ntFhXsIFinLY61azEFwT7s\n", + "vZUOxXEg0ckkOB303IX3GZlMeJDRRkwXUcgkXxsTqgQObkObrofdEKW6hQJ/dI0ZZ4DOGBjqcfR0\n", + "ut3t+N2eCN5DZ5gnqpUkOIea1fGRPckX5MoWDVRxGs5neMP1yW2lZSXAZ2H9wRSJaVLboT0cCiKt\n", + "Lq7I2nNUMSHlz2vaIh3DinS+XXtIXe88aeeMUPCSEgQCbndiqtSu4afsBEYub1rX9m8IS3cLeJ4b\n", + "2la1p9p1KEmGdo12en/8YZl9f0/1nLA6QCzeoAlSK+rX9FdC1UvTmH6akFl94FSBPlsrEZblZKjA\n", + "kBjnosxcQAYxA0vCrZqQRyYXx43KfrwOvTNAYdhlIY4AxC627fFzCPqx2kKitArAisvANo0cWqrB\n", + "SgB/+J2l3Au4c1gtGRBzaSQ13hOcg6UFsrVPzN6iFjh4v/H+o4PIcMNiBAsgc8s93M9V32RCSNnx\n", + "sWl3EZ9lLJQ9cQeNUPCSYoCt80e/2yJ/7DquLuA+pi1fdHPQp5AZcbeAB624jp08rToxIMN2Z58o\n", + "p/1Qjc/prPMAJov9sfvSxDMI0IVbj6nbH7u6peVxofXZTidiUie8boDKEkbUq+E0+wavrZlPVhxQ\n", + "X5Ova2MrTitqcRMyxM4mfNWu4Ss7XrzG488nbAciQ6K/Bn8fb3ltZAc7EQj07Cuy7chW68NKKhLw\n", + "JBvb++Hzgw4cxteKntQ47+HlVvHQ3t+JA1qw2wMhHsx6FztVhIKXVNjV7QG76VgoDsOAhVYhNVXP\n", + "Ub2rQ1GA6BkxfaWd2ITX9s1RnZTYQdU8tp4xztecDcUWtLm1FEYCL4919Iei60L+12mZ/2AfSxEG\n", + "a4WrSn70vn3vj72qoE0XybPu6WF3H1eDC95esldtbSObh/jBl1uYDg+6UMY0Od0GYsTdwRrlDbxv\n", + "8yf2UR0aUCg4Ujt/zFuD8FjDFqOD8+/jMd0q3FQ2DFkxAwGPHQVMmVN/cLUF5M8P95EfNx1VBZ8o\n", + "2HS2VYqF1g+bj6jPAs7ZwgzKIIQUDVitFpq64XSLqsvAVAJ8/q3BMBCdGSvjHboyoHfsJ2O7Sc9m\n", + "9WTuxgR5fPZW+XBZnJzNzLGbngUbxPSl+1SmCy22zL1pF2ji70tTVvRQcrr8b/1hNVL31Lks2Z2Y\n", + "JhsPpcgt3e0HFkRrz4XRxLqnFkLq9Zs7yIq9J7XjsG53djw1UxWumcVznYBqqjuDr4+3dIsMloOn\n", + "MiQj+1K3ibC6AfLz1mNqbK/xOCFArmjRQLU2Ux+ei9PmrIBFYsPBFHVsR09nKK8ves96exWuSApt\n", + "yRDXHaaM9MMDW0pMBfF8wnaCuEH0BVp0RXj4283qvbc75zKyi+1LPn/+vNSoUXZWAW/tfPhxs+OE\n", + "QLxXxi4k1bTzDu8ddjsCnXSJmPDVRnlxwU7lZcc5/pf2BatMaVPWMasMMGaVK2bo9IPrUer5C+pz\n", + "i1qTf5VDgSspeZgyIHagC4Axw6tOEu2DjmzqU3O32fkPMVK3S0QdtfUOQTf+i/W2rClWyO/d1tmu\n", + "+jw9K8fyd5o9wrjIm20E2PqdfX8v7Wcp2vF427KlKIQzF3bZPdfhFMvMKjLJesHcPVc0lc9WHlAi\n", + "y8/XR75cFW/5XHiNaCk1867L1PeYNAdxPl8TOVk5uS7jiozs4p3HC71Vj61vFAL6e+XIygOpElU/\n", + "QBXxeapntyhYZdrXx6dUuNeBzwEWYihC0z839/ZtWmh/LjLC5gwTPg/YDSnr8cxlDfpi7ziWKr2b\n", + "1WcRHykXcG1Y8lg/2ZOYJs0aBnJnhYKXVFbgN4SQPXYxk6oGGQxprVa6Cy2GHszUxCEu9HiMWbhg\n", + "EIRR8A7tEKpaRekttgAynuiBa+ZQ8jmHCx6OpbtpawnWA4hJeCfPaivybIPwxP2RIS0IZID1VmDI\n", + "rLkCK3+IUPgwIcJRlPTqTR1k3Iy1apiCKxJS0t1+HyD6py3aY3vOER0aan+Er6yU59wtl4XbtRAD\n", + "GIpSHmDR84O2gElKO68+C1YT9Jz+MdXOt3n/7CVzNxxRhYqw4RS2UBE4G9CCc6+yCl5YP27/ZI3N\n", + "24xYfnB71wpnayGVA/xt54KLgpdUgQ/6b4/0lTkb84c7DO/URHkMkbXKtcjEbTqYojJP1qLNPksH\n", + "0Qzx/OJPO5Q4RuYLBTtTF+6yazmG+3WNdM8zhdU3Ku/xhRHGj/9vixLUeou0wggWcLV2gV1YwDSz\n", + "vcfP2rW0wsX587suUz5ViFpMhHvo6022TJ8eV3ezsvA6T/hqg23RAb7fekLG9DldaB9wRWBUt3DV\n", + "qxfnkT5i2tlwlNIEGfgHv95oK7BDL2j4jwvTg1NNGOwZWazjwALSanAGeglXVrC408UuwN8HxJ+C\n", + "lxBCwUtKDQhOc+9abDValXglp2fLLR+tVi2mzBPArLJREAN9ImrImZxqNvGG4qxnvt8mKeeyVMEA\n", + "uhs4y4xBGH+19pDqkABBDl+s3g0BdgFcICEUipJZU88RE6r6MB5z0n83X4w7Co/8HsDhtu//c3NH\n", + "eX7+djW4Y0Cbhvl9Yd0U33Enzlr+/i9WxWsx66R+hn//si1RLRqQncY2XEU+374df7l6XejGUdRR\n", + "v8UFWWZjRwz8u7SmwRnBAg1ZYQg+nMPYxXhcE/yTtc8EhB/iMVb73FRm8WccXqMDa4c77Q4JIYSC\n", + "l5QY3QrIuB45na4Erp6lg3DVbQJmggP8pGlwHZUBhaDA2Nkafj7SMwaDGVq6FIaPz9lq5zGGSEGD\n", + "f11cQ3haiV2Iiszs3AIvnnqG+8PlcbIqLllN2tl5LFUys3JsYtydCzC2w76f0LtIsW7WsKZlhg/C\n", + "B4L/xukrbYIYIunumetkxaQBFb6ooqiLlJLCqvPFkl3HS1XwwrqCrXzd5oOOHDPGdVeLJ+wIxGqf\n", + "EVSI68NIKivI6pv7Y+MzQLFLCKHgJWUKsrHIIjrrX7t6f7Jsff5qJcCwrau3WkLWd/3BZCWYjZ4o\n", + "PM8N7/1l5/tFJ4TFO0/I+imDnBYKmAvqwAs/7VRtrKyKg5AhQosweHwhFjuG15apw2OkfRN7fxbE\n", + "NywJaCEGsfHkNa0dnqesLr5qCp12DO/+sc92G7RsRy1+KJwzZ3/x/Z/a7Z6cAUSHjW/XHVZZeSwa\n", + "PNGaAc8upubZL1xK9zixlW/0tOuiF2IXn6GqMt1pWOfG8qn2uvUOMVj8vHZTB/7hJYRQ8JKyZ9bd\n", + "PZR4XL4nSQ4Y/Hage1T+Nr/ubYW4vGvmeruG3biA6dv+360/bFmdj/Zgz8zbLm/f0snyGKwyn7uO\n", + "pco1by5X/U3N42Kf/WG7nSd3y+EzSmg/fe2lwRATv9lk130C/8akNyOlJXZhFUHhH4CNRB+J3LyR\n", + "fZYbofr873i11W3F4UIUxJU1T83dqsSucdGy6umBHifm7uoTpYaY6AsK9F52tktRUiSnZznchkJF\n", + "2Ckqe1bXCBa4Cx++Qn0e0O4PPma2gSKEUPCScgGiD9u7EJxjP1ursrS4KJntC7hYP/DVRofpNO/+\n", + "sdcmeAOcTE4DyyyGScDjh0yYOfOpg5/BHmEWKMs0cW4G4vGtxXtVM/9tCWccRr1ia9XZdLWS5Pn5\n", + "O+zG7qJwC50YYOlYu9+xLReOCT1tjZO6QGEK4soaLHyMYhdgoVNeozrxu3/cdERmrTkoB0+lq6zu\n", + "pMGtVQwR99+1+K/ZnyyR9QIKXfBYFNBv+rkft9vdhp2UqiR2jecxi9QIIRS85ci+fftk2rRpkpqa\n", + "KvXq1ZNJkyZJkyZNqmw8kJnDBLPYxDQ1PcvsvUSLspUWLbogWiHawgNFbu4WLh8sjbN8/rSMC7YM\n", + "F0Q1isjQkglg+AVEwnfrD4m5m9miHccdBC+2zq3ahUEg/7otUQKcNP5Hpqm0Ba9R7OpACKLjBPob\n", + "m7fXdf5zcwcllhF/FNlhIMHy2JPy7I7tSiw92L95uRV+mcH7iEWROZtv7uBRVrynLZZwfurAPoAF\n", + "hN5ZAZnGslw8DO/UWFsQHLJZhVCw9vKI9vyjSwghFLxlS56mql566SV56KGHpGvXrrJmzRqZOnWq\n", + "TJ8+vWqfOJqIcdYZAEVoVkDAHk1Jl1d/3i9/HzithllgipuxMh70aVHfluHCoAdje69VcadkdI8I\n", + "TUDlypwNCXaPMx8PPLn7Tpx1KdwjNbGDyWkZpqEYJdn1AGIPLa/QWQKiH1nFBwc0V6/R/Np14YPW\n", + "ZmjXlmyYQDawTUPbcS186Ar1f/z8mreW22weEPfwQX46tnuxjlm3WqyLT1EFgVOHty+SBQGPsRrV\n", + "WV59djHG2GGRob0vxW0lVlSwMMHiEe+7v593oVqgEUIIoeAtMZDdDQoKUmIX9OjRQ2bMmCEHDx6U\n", + "yMhIBsiCliFBdiIVeHl5yYT+zeXBbzbZsn1JZzOlaYOa0rxhTeXrhAAc2TVciUEAMWh+HjBr9SF5\n", + "YVg7VcClC0Jkco3ZXWSSH5u9xekx9m/dUG214/fieOAWxFGpPqq9SnaSmTmriH8jK47Xas7i6kIQ\n", + "sZg3oZd8uDROjbgc3KqOXNsl2lHAbT7i4GmGNQLCurATvoxid8yMtbbv9ffm3Vs7F+n5ICa3HD4t\n", + "R05nqNeNSXFjekaVy7kZov3+eJP//Fjq+XJfPLLJPSGElC5eeXl5eQyDc5YuXSqrV6+Wp556ynbb\n", + "yy+/LH379lVfX375pXzxxRcMlIGMmo0lodU/7G6rc2KT+GSfk1NN+jjcPyx2jvinw7KQK9452ZLr\n", + "4ycnm/SWtLpttH87ZhUDT8dJ47ifJMe3hmQEhWlC1Uf7fxM5W6ep1Dh7VBokLNce21J7jiscHhuQ\n", + "ekjqHVkp6bXCHY7FOy9H8vIuSO1Tu6V+wgrxyr1QIvE42P5OyfK3FzTV049LSNzPkth0iJwPDBW/\n", + "rFSplbRVgo9v1D6UuW4/d0rDTnIyvJ/D7aEHFkrN5NgiHe/x6MGSWte+SwViEb3tU/G5kOH28+D9\n", + "ORExQM7VaSZ5Xt7im31WGsfOFf/z5Tc2+GxwCznW9Dr7czNpizQ49Cc/uIQQj2bMmDFyxx13MBBF\n", + "TS4wBK7JzMyU6tXtPar+/v6SkZF/4cfJxxPQkQVbj6rRwrVq+KqM3oDW16lJaA/M2uBw3+dfflUV\n", + "qyDT+tKCnTJ3Y4IaE2wFMo2znhkjnSMeUt8jA3zd2ytsWWMImtadL5OkxDQRi+eYNmGEDGn/gBoh\n", + "bN5mz/Xy0ZSdj5xu0FGeHH+7KmpzBoqxkBl0Zwt6xPSVqt+qkWr1wmTpO3PVv5Glxta2r/etzoVt\n", + "SooEBzsOvMBje/6/JXbWCGSp5300rch9beGZNvur87x95YPPv7J8vYg94mHuZPH47C12tpMLfjWl\n", + "/73Pl/ogB1cxw7Ei4/7dukPKboFzc3jnIdp59Qw/tC7OM8KYMWaEgreSA7F7/rz9lue5c+ekRo0a\n", + "DI4LhnZorL6MQNRChBn7yKISvlfz/KERn608YFnIpdMtKlhmjO1uV5D15aqDDgVR6+OtM4jYNtar\n", + "wK+NCXE5QhjHYSV4Iez+/dNO+U0T7yh8g6f2ozu6ubQP3K6JKrPgRaN9ncK0PNP9wJnZOcp2gcc+\n", + "f307eeGnHUr0wm9Q/WIYAAAgAElEQVQ7cUDzYg1xgAj8ePl+u7jCMmIWu4dTMuSJOVtkQ3yyZOfk\n", + "SYwW3w9Gd7XFwup9mLM+QaYMbVtuLafwe9Edojw6RBBCCKHg9VgiIiJk9uzZdrclJCRIWFgYg1ME\n", + "sfH5XZfJqz/vkONns5XoG9Ut3DZkYl28663ua2NCbWIXYvOJ2Vvl1+3H3Prd3l5eMm9Cb5vQuqpt\n", + "iBJmViNNAfzFZuAZnjR3mySlXRLsKDaaoQl1dFZwxjDtdW49ckYNv0Ch3theUXJT18J3+UDni0e+\n", + "22zz7ELU/vzQFUqY39Q1TBJOp0tk3cBii0nE5d3bushbi2NVnEdfHimjL7MX/4jbgGlLJduQWUaL\n", + "N2SGp17sMgA/cvzf9n7ZAH+fEhG7yGwv2HpMalX3VQV+7NlaNYFXH2O28f7DF16RR2wTQih4y5Xo\n", + "6GjJysqSDRs2qMK1tWvXSk5OjrqdFB5kCd8Y0cpyO+vy6LqWk9RAcEA1lXnUQTGXswwttI95poW3\n", + "d74gaxlSUwlsWCPQ6WDOxgTZfPi0zN9s34tX7xesi+tPlh+Qt5bEipXjHdv2KJhzJrpwO7bxi7uV\n", + "P2nuVrsCNWTKMcBjSPsQtU2v9xOeOKCFrfCvqOA58eUMdDvIvuDoNZ6tHc8z17VWMYYQRwcEPVOM\n", + "ODgbnFEY3vp9ryas99lsHOgmUdQxzuQSeJ+WxCZL7KlEubJlA9sQFE/llYW75KPl++0+h5440IQQ\n", + "QsFbYZg8ebK8/vrr8sYbb0itWrVkypQpqusAKVkyLuQ4/VlD7SJmbMb/d9wpy/vVq+mvpr79ut1e\n", + "OENywUsLC8D/3dFV9TtFthjTzXChb1q/phJxwYF+cnefaBncPtQmAm7+cJXTkcpGUVvaJJ5x7CYw\n", + "XxO5sAnoI1nBfxftUXaH0sx2oYWWFTmGlQYWN2i5hUVFrep+ahFRHKsFQGbZ2PECwC6yev8pZecg\n", + "RY/rzR/+bbMbQUi+MiLGpY+9PMEi1Ch29c9qeQ00IYRQ8FYK0H7s/fffZyBKGWeFagADFoycthjJ\n", + "Ck6dzZT1B5OlV7P6mii+NHAiJydfiGErHJkhY0bQla9zjSakChK7ri6wuoAortADsAgsMfU4rhdQ\n", + "zXKwBi78U0txgMFNXcLkP7/tlqwL9invkDrVVSZdF58Q3c81drR7oDUYJuNhWAjugwy5O23UEpyM\n", + "UP5pyzEK3mLw3h977bz14NO/Dnis4M3Mth5oYp7uSAghOt4MAfEUjJYFHSTSUeRk3qI/nZHt9HlO\n", + "pmXJ9qNnnP4cGUFjRtQVPi4ytzWr+8oPD/ZWWWIzeH50grjitT9UF4W7Z65zGDJRWO69oqldlhsF\n", + "f8/d0NZyqlpObm6pvlfIlL/xj04SpMVADCE6kpIht3y02qk3Ol+0Zsh1b/+lMnQQvrCmTPxmo1u/\n", + "t1tUXcst63YW2eysi4sc/D50nsB0uoIWL1WV5PRsy3PY3c9JWYPzDwNNzPRuUZ9vJiHEEmZ4iceA\n", + "DN8D/ZrZWmJB0D16VQuHbg9gcLtQp6N3QaoLQQwCqrl36iNriOMwX/jH920mDw9qbiu4Q/EMhkDg\n", + "NWDrHhPicJsOMrOLdyZavhYj8Ohi8EP7sNoOXRFwLL892lcVz+FnuscSxX/G7hbIfI3qXvqZObyW\n", + "vi0aSIcXFjn8DIVE5kEgX2vvF4RVcICf2pI2L0LQYq6gNm94bfAoP/fjdtttKGb8h8Fzjcwx4oHn\n", + "a9kwSPafPGvLBMJT/PPDV3CimQmcQ2b/PEQlJhF6KhihvTXhtFrQYNF3i3YOYFFICCEUvMTjmTS4\n", + "tcr0wnrgavoUpqHN2XDYMmtaw89HMrKd+4Hx/GaLAUSm6qIQ5C939o62+zmsAegpiwsr2nNN6Nfc\n", + "1t4MTPxmk61gDMALbBS7OpgQ50zwQpA9of0OPI8uzp67vq1D9jhKEyDm254c3EoT8D6qiwNEMbah\n", + "o8pQqFiNSN6TeGlC3scr9svUn3cV+Dz7k865JUQxua1bZLAqNuzbsoGdFeKLVQftxHDsiTSHOEMQ\n", + "l1Uv4IoCzmf42tddtARgkff89W09uvsFrDBLn+gvsdq51qxhTbvdD0IIoeAlHg8ETEF+TgijhQ9f\n", + "Ib9sS1R+vjXxp2THkVS5un0jta2+9oCjl89bu3j/vxExqoWXkbEz1sqy2CTb99hix4VUv9hDRP41\n", + "aYDKGpvtAxAIRrELIHbDgwPksMlvWt3P+QX5R00kQ3AbQaYbrZYKEh3IMmOhUB4gHsiwmo9dH5Gs\n", + "vw4zfj7ekp1zSSQjm9gjum6hxI5VUZ75vbBi2Z4kfsjMFwLtHPtm/OWyfMch8a8R6PEdGozHzVZk\n", + "hBAKXlKpQRbK7O1FT9zvNx6xfkBenmrtBSvE9NFdJCktS7I00WUUuwCZ3D93n7DL4urizszpdGvr\n", + "xAULD21kvQCnr2XHMUdvqW5vQMcFT+bhQS2U5QNCH5nl0ZdHKKGuY+WDRpu5ar5e6jVe37Gx3Nu3\n", + "aaEGcLgSwusKKFzCABNiLR47h9XiBCxCCAUvIZ5O3IlzTn+mF3RDmPWftkz1ka3nRGSt2n/KQfBa\n", + "gS112CCM/XHBmQzHjhN/7T3l9HnQ83bGXwccbq8I3e8gctF+DDYUK9E6smuYQ5YXsYVVBBaDktw2\n", + "h53DPK0Pdo/0rBy15Y1CJ6O3mBBPBH9PsFAsiUUgIYSCl1RCMDLYVTGbjj404ZQm0nRBZKSPm1u6\n", + "EFEtGgXZBC+kW//WDVU/WnPmOCc3z+nzwD9p9FDieXDve2eul0lDWkujGiI/7tinvLEQbY9d3dJW\n", + "MOcpOLs4w3OMPrkoTNOLi1BwpP4AlbBHFFaXD27vqhYPebk5Mq5PU21R0lDiT55TvmwOJSCeDLqW\n", + "vP7rHlVAiMUgdj/eHNWJkwQJoeAlxB54D1FYBnGl4+fjJdk5zsUmxG5QdT9JO5+tRNFdfaKlaYNA\n", + "1a83IztXIuoGKCFaN8BPHhzQws5fjAK1vw19cPFbdh1LlclD2zoIXhTauQIeSozzfe/PfaIfLS56\n", + "//0tVjINQzkg5jDIoagN9iHOMQzil23HJKZJHSWeSzOTBJGJvsfo84rfU9rFRfqUuJSUFNv2vKsC\n", + "SEI8BbQyNLbOgycdHTQ83dZECAUvIeXA7Pt7yeKdxyXlYqeH5PQsGfPpWucfAm8v+ePxvpKUmiUt\n", + "Q4JUS61+/1lqed8lu0+o8aV6xmXrEcduDBB2tfx9ZdrNHeXbdYclBCK6d7QS4i4/jNpz1g5w9Aln\n", + "WkygQxYb/uXCZn5wbNe8tdzWtg32joOnzsmse3qU+vtSEsM3CKnMWPWJxmedgpeQ4sM+LqTyreI0\n", + "EYgMH/yc7ZvUVr1ivx1/udpKv69vMwnws1/noWCqQc3qquAJj33r971OnxvZUYhpnYFOLkSYfjZ9\n", + "aZy6gCGr6W4lOTzB7oDjyHQxitkZC7YedehRjGP11AEDhFQlrNoJ+njzMk1IiWgDhoBUBdBaTB89\n", + "+4/uYWr0Ljy1EMXm3q85LuwPYNOhFCWoASwUELPGzEyrkCA1RUwHRVQdNOFtbodmBY5lYJuGdiOE\n", + "u0TWkY0HT9vdDz7eonh4nU2Oiz1+VnW9IISUH+hwYuxZjQX4Xb2jXD7GWbEoIYSCl1Rx1EjeoW2d\n", + "/nx45yYuC9+MBW2wCBg1ZDUfbzmcnO7wmJmr4t0SvOD/7uimhiOggGV4pybKlvGfn7fJNxsTVYHd\n", + "6MsjZfRlRZukNrJLmLz2y267QREoJMMgB0JI+YJJcVjILtl9XNqG1tIW5JFOrUC/bE/UFtZxql4B\n", + "meF3bu1MrzohFLyEFOKi0zdalu45IUdOZzj8DJ0UjLaDt3+Ple1HLmV30dfX38/xY5Vq0aYMQHia\n", + "i7iQ1cE0MSP39AqTJ66LKdbrwu+CuH1lRIy8sGCnpGdeUAMiHuzfgt0LCPEQsOuEL1dgquIDszbY\n", + "vsfi+Nkftqn2gIQQCl5C3ALZkkX/ulJ6v/qHnE7PsvvZgDb2nt24JMe+v2nnHcXtqMvC7b7fczxN\n", + "Pl6+X1VhQ4Q+Nbi12xlgs4j9bt1h+Wr1QTUwY0hMiLwwrJ2d3QH+3Bl/xatRzIH++VPZtj5/NbdC\n", + "CamgoHjWDApQ8cUsLyHW0A1PiAWB1XzkoYH2U9yQ3TVnXq9u5zicAgL2kUEtlR/3ypYN5OMx3dRW\n", + "pc65rAsybsZaTYAmKMGKArRnvt+mBKiO8d+ueOv3WHnux+1KQON58ZwQwEZBjNHJsGjg33jeydrv\n", + "0luEEUIqHu1CazlZAOcwOIQ4gRleQpyAVmIxTWrL5sOnpUd0PcvMyahu4aovLgQkgIicOiJGFbU5\n", + "65O7Zn+y7f5GYfrRiv3SokFN+XTlAVUE544v75dtiQ63fbX6kDp2gOdB5tcIevtCFBe1jy/xbPIH\n", + "fPiyCLESM7RjY2VLMnZcQdvDzhH04hNCwUtIEdAnoDkD2dzfHumrCkjgvcWFqKDBCi0bBalCN/Pg\n", + "tYVbj8qh5EviFL685+dvV0MbnBFZL0Ddz0jS2UtjjjEkA8d1wfTLUs9n882tZCyPTVIV/sj2Awws\n", + "wJQuUvnA35hv771cDanBDhHGd6PYlhPZCKHgJaTUgOgd1T3c7ftDhAYHVpNTZ+1tC0dOn3e4L7J1\n", + "8OWFB1o/1y2XRThMdBttKHhBMdqQmFDlFbZ96L28pLqvj4z/coMm5oPlzt7RvFBWcJDpe/CbTXYZ\n", + "v+83HVHvLT2dlRO0Q5w+ugsDQQgFLyGey3WaCP1ilX3rs5zcvEI/z1VtG8nk69rInPUJSkSP7RWl\n", + "bjPywg3tlCcZ4rljRB1ZuO2YTF+6T/1s0Y5EZXnAfUjFBVld80ARAOsKBS8hhFDwElIu3NUn2kHw\n", + "Ygsa1ddG4QI7BTI5aWdOW3+Avb1UQZyxKM4MfMWv3tRB/fvFBTvlrKmLBDKBTw5uVaRBFqRkQCcN\n", + "DAWxmrTlDh3C6qj32VzsCC8vIYQQCl5CygUImxnjuqvuCRdy8pQ1AZnZ2MQ0+WBZnKRowgW+PNgR\n", + "StJuYJVFhsCOTTyril4KCzpDzN1wRLVFAxiKYe5kUdmEqaspfYVlXXyyvLJwl8q+g+s7NpZ3b+1c\n", + "6OeBpxO2mg+Wxtluw8ACVwshQgih4CWElDoDWjdUX0aQzXVH8KBQrVZ1v0K3FoNIw6hjI3iOliFF\n", + "q+h/9LstyhahgxZpncLreMQ2enxyhuw8lSPdouoWWEjoDliIYEqdzrdrD8nSJ/o7nYRVEOjMcd+X\n", + "G+yysvBaw4Otj8EuDOiv3LxBTSWi+7SoL4Pbh9KbTQghFLyEVDyQCUTvXb1QDdYIV2OSzSAjiceg\n", + "lRqAsHrs6pZFtjMYxa7OF6vi5b83dyw/oastBp6au01W7z+lvkeR4Oz7exVZmOq8tTjWQbDitUJo\n", + "FoW4E2ct+y3Dd1sUwQswvKQoA0wIIYSClxDiEcA+cPfMdXYiCcK1hq+P/Bl7QtIzc9REN2xju8rs\n", + "QSA/2L+5ak1WVM+oDjpUmIulEs+cL9c4Pf/jDpvYBSjKK44wdYXx9xSWJnVriK+Pl7K0mGNKCCGk\n", + "ZOGkNUIqCPDZWmUE31+6Tw2YQGYTW+7LTW3KrICNobhiF9xi0Y4NxXflyabDjgV+mEBXXK5uF+Jw\n", + "W1EzsWCudkxmsevl5SWjL4/gyU4IIRS8hFRN4O91J/tn9uiWJvdf2UwVWsESAfH3we1dy31LHeOc\n", + "zRTXzgAeHNBc2SMAPMGje0Sq24qKeQIeyMvLk4TkDJ7shBBSwtDSQEgFASILnRt0/y3w8oJIsr9f\n", + "WVoKkCkuSleB0gSWjl+2HbNNl4MYf/zqVsV+XviflzzWT/YkpklUvYBiWw/QVcH4Xqo/yN5e0ia0\n", + "Fk92Qgih4CWk6vLMtW1UtnJdfIpc3rSunMu8INMW2RdTjexWtYuW0CHi54evkK9W7pPmoXVleKfG\n", + "JeaLxaKjpDpQQEBjAaPbLfC+QpiXRDa6qoPs+aKdidJWWzwUx3ZCCKHgJYSUxwfWNmgi/3sUsp08\n", + "m6WGRzRrEChje0bJ0I6Ny+RYUKy2Mu6UtAkNKhE/cEkCMflo/ygJDg6WlftOKgHUt2UDjxOT6GZx\n", + "V+9oSUw9r46PbcSKz6PfbVbt3fQMf2E7mRBCKHgJIR4GtusxFrisRwM/P3+H6kOL1lwQac9d387j\n", + "Bk6gD+/IGVvVsAg9VrPv76m80J4EjsfTjqmisnjncbX4M4KhKOhKUtie1YSQygWL1gghhWLB1qOq\n", + "MA5iFyCT9u4fe20ZNU/hzT/jbWIXIBv+8Yr9fAMrMfsM77cOztM/d59gcAih4CWEkHwgEGEB0MWs\n", + "FVsTzjjclpSW6XGiIv6UY/Hewm3H+CZXYq7vYG3niagXwOAQUsWhpYEQonr4Pvv9dvlLE7ugWYOa\n", + "8u34y6VBkL/Dfa9q20g+Wu6YKW1Sp4ZHvaaBrerKZ6vtt7fDgil8KjNoG4fe0N+uO6y+V+3jLo+U\n", + "7lF1GRxCKHgJIVUdo9gFyPRiOtljFu28IB46R9RRY451WofUksj6niUmR3YKkR+3JdmGdUC8Tx3R\n", + "nm92JefVmzrItTGh2iIuXYa0D7FctBFCKHgJIVUQo3jVQbusx5z0rx2iCQrjY3YnpsrXaw6pDhKe\n", + "QuPa/vL7v66UX7cnSnBgNZWZZheEqgE6XvRlGAghBujhJYTIgDYNHW5zlRn7wVQJD8pywpu7oDL/\n", + "th4RKtNHsZsPigthYalKwGNe1V4zIcQeZngJIaoXrHE6GbyPrqaTNajpbykq8HgKS88FXSow3e3Y\n", + "mfOqJ/H00V2VPaWygv7LryzcJYt2JKpzE0MoPh3XTbWoI4RQ8BJCqhgQPfMm9FYtx1DYVdB0srG9\n", + "omRZbJLdbdd3bEyxW0LALgIP9er9p6R38/pqwl5x+8jO3ZAgU3/eZfseohdiEL2JKyuPz96iYqiD\n", + "f8/dcMTjekYTQih4CSFlBEbmujs2Fx7JRwa1VKIsOKCajL48QkZ1Dy+3Y0crNWSYcVwVfcAARNkt\n", + "H622fQ8vdU5unrw5qlOxnnepaYEC1sUnqwJFdOWojKzXXp+ZORsOuyV4UewYezxNYrTPBDPChFDw\n", + "EkKq4h8Oby9N8LZQX+XJzqOpMvGbTbYBExC78yb08rhRx4XByh+N/sFThrYtlphHdw2M3DXjU8ZZ\n", + "efR4xmtEhnlITIgaA11adI4IVqLeiL+vj8vHYEAJupYg5jhWxPzTsd0rtfWDkKoAi9YIIRUWjDg2\n", + "TlNDVu6zlfEV+jUFW4haCK/EM+eL9bw3dW3iYFNB+66yXBwge9196u8yae5Weev3WLnu7RWWg0xK\n", + "irG9Ih0Wag/0a+byMR8ujVPjifXhKzin3vtzLz9shFRwmOElhFRY9hxPc7gNWcwXbmhXYV/T6B6R\n", + "8vHy/Xajmts2riUtQ4qXCcW2/PcTeqnnTj1/QQ1ogAWkLIFnODUj2/Y9XiMK6d69tXOp/L6hHRqr\n", + "jC4EbMtGQcp2g2I9V6yLT3G4bcmuE0r4VnS7DCEUvIQQUgHBKNmv1hy0uy2ygo+RxbSwqSNiVAYU\n", + "WUaItDE9o0qkIBBeXQxmKC+OWWSpl1l4i0sS9F/Gl7tc2aqBXaGbulBqsQ/05+WSEApeQggpB0b3\n", + "iFB+UPguAbJ3L9xQ8aepQeSWZxFgYUDsF2w5puwSA1o3VC3tnDGya5h8sDTO7ra2obU8K/bdwuW9\n", + "Jfts5xR47JpWLl8XIYSClxBCSg1s9f/2aF9ZtDNRE7s1OE2tjPlu3WGZarAp4P2Y/2Afp+8BMtWw\n", + "nKA/LkBXkBeGeZb9BLYFnFPfrTt0cfERobLuhBAKXkIIKTcgRjA4g5QtELnP/bjdVtwF0DVj8c7j\n", + "arKdFcjAL3msn2ojV7+mv9tt8MrjnHrMxeAVQkjFg3s0hBBCCg2ytEaxq4N2Xq6ANQDWB08Vu4QQ\n", + "Cl5CCCFEAfuC1cCKqApeNEgIoeAlhBBCbEzo18zOr4vhFvde0ZSBIYR4HPTwEkIIKRI3dQ2TNqG1\n", + "ZPWBU3J5dD2V9SWEEApeQgghlQqIXApdQoinQ0sDIYQQQgih4CWEEEIIIYSClxBCSLFYF58sH6/Y\n", + "r/rZejrow2s1KpgQQjwRengJIaScgXAcN2Ot7Dmelv+H2dtL3r2ti9MBDuV9rNMW7VET09CHd2Cb\n", + "hvLOrZ0lsBovJ4QQz4UZXkIIKWfe+2OfTeyCC7l58sHSfR55rE/N3SpzNiTYhk4s2XVCftx0lG8i\n", + "IYSClxBCiHMSUtIdbtuacMYjLQMYC2zm23WH+CYSQih4CSGEOOeGjo0dbqtVw08aBPl73LHGcCQw\n", + "IYSClxBCSGEZqgneVo2CbN9D6L52Uwe7KWaewt19oh1ue6Bfc76JhBCPhlUGhBBSzvj7esv8iX3k\n", + "j90nJCc3Vwa3D/VIsavEeYfGciEnTxZuT5SoegFyW48I7f+BfBMJIRS8hBBCCha9ntiVwYrhnZuo\n", + "L0IIoeD1EPbt2yfTpk2T1NRUqVevnkyaNEmaNGni9v2ys7Nlzpw5snTpUsnNzZWgoCB55JFHJCIi\n", + "gmcPIYSQKgUKKT9beUB16mhQ018ev6aVXNW2EQNDPJ5K7eHNy8uTl156Se655x756quvZPTo0TJ1\n", + "6tRC3S8nJ0cCAwPl3XfflY8//liGDRsmb7zxBs8cQgghVQq0orv5w7/lo+X7Jflclmql9+DXG9UQ\n", + "EkIoeMsRZG2Rke3atav6vkePHkrAHjx40O37Va9eXW644QapVq2a+lmnTp3k0CG24CGEEFK1WB+f\n", + "LAkpGQ4i+Lv1hxkc4vFUakvDkSNHJCwszO628PBwJWQjIyMLfT+wbds2admype378+fPS0ZGBs+k\n", + "QpKSksIgMGaMGWPGmFUganpnWd5+OOlMoWPA86zw1KhRQyXhSBUVvKtWrZLPP//c4fa7775bMjMz\n", + "HU4Of39/B4Hq7v3g750xY4Y8/fTTttvwOJ6Ahb84BAcHMxCMGWPGmDFmFQi8zitbJsiy2KRLIsLb\n", + "S0b3bq79LIgxIxS8pUnPnj3VlxXLli1TGVgj586dU6skIxCsBd0vPT1dJk+eLHfccYe0aNGCZw4h\n", + "hJAqx9QRMfL8/O2y6dBpGdC6oYzpGWXXQ5oQCt5yAJ0UZs+ebXdbQkKCg32hoPsh0/vss8/K0KFD\n", + "pX///jxrCCGEVEnCgmvIp2O7MxCkwlGpi9aio6MlKytLNmzYoL5fu3atKkbD7fj/rFmzlJh1dT/Y\n", + "HZ577jkZPHiwXHPNNTxjCCGEkBJm7oYEGTF9pbR77jeZ+M0mdn4gJU6l78MLG8Lrr7+uWonVqlVL\n", + "pkyZIl5eXkro/vTTTzJo0CBlXXB2v99//10VqqGA7ZNPPrE9L3rx9urVi2cQIYQQUgy+XnNInvl+\n", + "m+37n7YcVZnkSYNbMzikxPDKQxNaQsoQFiwwZowZY8aYMWY6N3+4StbFJ9vdp25gNVn19EA1gZCQ\n", + "koBnEiGEEELKDWRzzWCwxYXcXAaHUPASQgghpOKDTg9mRnRuIoHVfBkcUmLwbCKEEEJIudE5oo68\n", + "OKy9fLvukLIw3NI9QoZrgpcQCl5CCCGEVBrG9IxUX4SUFrQ0EEIIIYQQCl5CCCGEEEIoeAkhhBBC\n", + "CKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCAUvQ0AIIYQQQih4CSGEEEIIoeAlhBBC\n", + "CCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGE\n", + "EEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEII\n", + "IYQQCl5CCCGEEEIoeEllpkaNGgwCY8aYMWaMGWNGCAUvqbxUr16dQWDMGDPGjDFjzAih4CWEEEII\n", + "IYSClxBCCCGEEApeQgghhBBSlfFlCBzZt2+fTJs2TVJTU6VevXoyadIkadKkicvHnD17VsaPHy+j\n", + "Ro2SYcOGyTPPPKOex8fHR/28R48e8sgjjzCGJhin4sepKsewMJ/VBQsWqK+8vDxp3ry5PPHEEzzP\n", + "ChEnflYLjuEvv/wiX3zxhd1tuD/idNVVVzFGbsSI55l7n9VNmzbJjBkzJCcnR7y8vOSee+6Rzp07\n", + "U8BR8LoP/si/9NJL8tBDD0nXrl1lzZo1MnXqVJk+fbrLx7333nsSGRlp+z4lJUU+/PBDqVu3LmPo\n", + "IoaMU/HjVFVjWJj4zZ8/XzZu3ChvvPGGBAQEME5FiBM/qwXHcMiQIepL58KFCzJ27Fj1GMbIvRjx\n", + "PCs4hrjfq6++Km+//baEhITI4cOH5V//+pf873//U+KXWENLg8XqKigoyPbhw+oSK6iDBw86fczy\n", + "5cvV/9u3b2+77cyZMxIcHMwYFhBDxqn4caqqMXQ3frg4zJkzR10QqprYLck48bNauOsCWLJkicTE\n", + "xFQJ8VZSMeJ5VnAMMzMz1e2NGjVS3zdu3FgtHPBFnMMMr4kjR45IWFiY3W3h4eHqhDNmcHWSk5Pl\n", + "66+/lv/+978yb968SysJb2+1SoPVoVatWnL//fdLmzZtGENTDBmn4sepqsbQ3fglJCSovp8zZ86U\n", + "AwcOyLlz52TkyJFVYou5JOPEz6r71wUdLCCefPJJxqgQMeJ5VnAM0datV69eyvpw++23y1dffaWs\n", + "lH5+fhRxFLzug5WTuUegv7+/ZGRkWN7/zTfflPvuu09q1qxpd/usWbNs/4bX5t///rd89tlnVSLD\n", + "VJgYMk7Fj1NVjaG78UtKSlIXkokTJ6ovXEgnTJigdmRCQ0N5nrkZJ35W3b8ugPXr16vrQosWLXjt\n", + "LESMeJ65F8M777xTLQxWrlypRDJ0CHENLQ0mcLKdP3/e7jZkOqwmw/z888/qQlCQURw/x/3279/P\n", + "GDJOpRqnqhRDd+OH4pfWrVvbLEe4wHbq1El27drF86yIceJnteDPKjKXN954I6+dxYgRzzPrGKan\n", + "p6us+MMPP3GNvaoAAAWKSURBVKxiOHjwYFXYh9sJBa/bREREqK09I/jevM0AUNyxYsUKufXWW9XX\n", + "3Llz5fPPP1emczPZ2dlVxj9YmBgyTiUfp6oSQ3fjhwtmYmJigZkUxqlwceJn1flnFQINP+/duzev\n", + "ncWMEc8zxxhu2LBBoqOjpVu3bmqhet1110lUVJRs3ryZIo6C131wEmVlZakTCqxdu1aZw3E7/o/t\n", + "Fn17YcqUKfLNN9/Yvm666SYZN26cWmkZLxwQxTCTu/IxVcUYpqWlMU7FjFNVjqG78WvYsKEq6kCr\n", + "LXDs2DHZtm2btGvXjueZm3HiZ9U6hhAoxmuCDpIfw4cPV35UXjsdr53OYsTzzL0YojNDXFycyv4C\n", + "2I+wgHAnWVKVoYfXgsmTJ8vrr7+uWvPANA9hi1YfONF++uknGTRokMttGmxJvPLKK6ra1NfXV52E\n", + "L774oq2vIGOYH0PEg3EqXpyq+rnm7mf18ccftxWWwhOH72vXrs3zzM04wd/Lz6pjDPH5M18TUMi8\n", + "atUq5X/mtdP6PHMWI1473YshPM8oUkNHFcQpNzdX7TJjAUac45WHXjSEEEIIIYRUUmhpIIQQQggh\n", + "FLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEApehoAQQggh\n", + "hFDwEkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIoeAkhhBBC\n", + "CKHgJYQQQgghhIKXEEIIIYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEIIIYRQ8BJCCCGE\n", + "EELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghlZIFCxbIk08+yUAQQggFLyGE\n", + "VCyWLFki8+bNYyAIIYSClxBCKh95eXny119/MRCEEFIO+DIEhBBSsvz555/y9ddfy4kTJ8TPz0/a\n", + "tm0rtWvXlnXr1snmzZtVlrd3797ywAMPSHZ2tnz44YfqMTk5OdKxY0dp3bo1g0gIIRS8hBDimSQl\n", + "Jclbb70l77zzjkRGRkpaWprExcVJp06dJCUlRbp06SI33nij7f4zZ86UHTt2yPvvvy8NGjRQovjV\n", + "V1+VVq1aMZiEEFJC0NJACCElSG5ursraIlsLgoKClNi1AjaH+fPny/jx4yU0NFR8fX2lZ8+e0qdP\n", + "HwaSEEIoeAkhxDNp1KiRErCPPvqoTJkyRdauXauErRWnTp2SjIwMadGihd3tERERDCQhhJQgtDQQ\n", + "QkgJM3z4cLnqqqtk8eLF8u6770qTJk3k5ZdfdrifLoS9vLzsbq9WrRqDSAghJQgzvIQQUgoEBgYq\n", + "4fvJJ5/IoUOHZMuWLeLt7a0sDzr169cXf39/OXDggN1jExISGEBCCKHgJYSQisHRo0clMzNTQkJC\n", + "lE8XXRrg74XwRWb3+uuvl48++kh1dMDtGzZskKVLlzJwhBBSgtDSQAghJcjhw4eVfQEdGS5cuKCy\n", + "uBMnTlS2hpEjR6qfoUvDFVdcIY8//riMGzdOPvjgA7nvvvuUCO7QoYNMmDBBfvvtNwaTEEJKCK88\n", + "Z9UUhBBCCCGEVAJoaSCEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBC\n", + "CCGEUPASQgghhBAKXoaAEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJC\n", + "CCGEEELBSwghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWE\n", + "EEIIIYSClxBCCCGEUPASQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsI\n", + "IYQQQkiB/H9BU4s3WRtO6AAAAABJRU5ErkJggg==\n" + ], + "image/svg+xml": [ + "0.450.50.550.60.650.70.750.8−0.0200.020.040.06Mean and standard deviation of returns of randomly generated portfoliosstdmean" + ], + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = plt.figure()\n", + "plt.plot(stds, means, 'o', markersize=5)\n", + "plt.xlabel('std')\n", + "plt.ylabel('mean')\n", + "plt.title('Mean and standard deviation of returns of randomly generated portfolios')\n", + "py.iplot_mpl(fig, filename='mean_std', strip_style=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Markowitz optimization and the Efficient Frontier\n", + "\n", + "Once we have a good representation of our portfolios as the blue dots show we can calculate the efficient frontier Markowitz-style. This is done by minimising\n", + "\n", + "$$ w^T C w$$\n", + "\n", + "for $w$ on the expected portfolio return $R^T w$ whilst keeping the sum of all the\n", + "weights equal to 1:\n", + "\n", + "$$ \\sum_{i}{w_i} = 1 $$\n", + "Here we parametrically run through $R^T w = \\mu$ and find the minimum variance\n", + "for different $\\mu$‘s. This can be done with `scipy.optimise.minimize` but we have\n", + "to define quite a complex problem with bounds, constraints and a Lagrange multiplier. Conveniently, the `cvxopt` package, a convex solver, does all of that for us. We used one of their [examples](http://cvxopt.org/examples/) with some modifications as shown below. You will notice that there are some conditioning expressions in the code. They are simply needed to set up the problem. For more information please have a look at the `cvxopt` example.\n", + "\n", + "The `mus` vector produces a series of expected return values $\\mu$ in a non-linear and more appropriate way. We will see later that we don‘t need to calculate a lot of these as they perfectly fit a parabola, which can safely be extrapolated for higher values." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": [ + "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\n", + "LjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\n", + "MzAyMDkzMjU1WikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\n", + "bGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic7L1brqTNsR32zlHsCfyFvF9GIECAHmw9eAACbEEgDdgv\n", + "AmevWBGR+UVU70rSPiQOz86mxMPuWt3RVWt/lRnXFfEr0P/7I9L/yb1+/be//Cm86H/x4v4Fv5iK\n", + "vqi/oBf/nz+VV2z4T2/82ttv8ffof/7ypx7wv3/m/60Bv3r+F//3v//p//jT//2n+PV/0e//09/9\n", + "d/7PP/1v/6y3MMJXDPhrLcmv/sy/Kgm/GuYXgv3t99JqITZDiCnMrxLbi1+vc+Ad/hFrf8U86T95\n", + "0s+C/+Va0mu0QP9pUV77s3+t8Ev+73732h/rPeIDPvzSz5s/xH+Yd/6aGf/hD4Cf0n+m//4P+on9\n", + "zz+Vr//y9qH+69/4ULO3Vwojpx7Hrx8q5fJKA+8h7Q9VWn31iPff94dyr+kHcH/3u9f+jT+Of5l3\n", + "/o/8ccQ0+6ulMuco3zxkOcZXSfQuUhvrU+UxXpW+zKHntN6Ze00/gfu73732b/x5/Ou89X/oD6TF\n", + "+QoldjLYv/lUv3wC+lTfvLNvP8F3n/QbRv5//0D+Zd76P/QHMkt4lTpyifHXD8Vf50BvNpa2PhR/\n", + "dSe9sVHLemPuNf0A7u9+99q/9efxr/LO/5E/jpRafE36baWn7ddPxbddpSOh5ro+Fd9s9C7pjdX1\n", + "ztxr+gnc3/3utX/jz+Nf563/I38gZOcFYyX0QUdAiK+B7//MkT8VeWr0TS2vQu8qpFLUs/OviY8X\n", + "Y31VesOz14YPML596f1vvv80ahG38m/9NP5F3vff86NYH+n/248ihPlK5D6m3sr+SIkeipQCnMq0\n", + "PpJ7TT5Somesd3r/gyzJ+//mpfe/+Y/5Ufy7ve9/2o+ix/SadA7XOJ6HK/b4ilH9cv1E7jX5RDmN\n", + "1xjqlsvb/+al97/5D/lJ/Lu97X/edyIH+l6ShxJyGc/XPOKP4GkYeX/N7Wv6NR84sPEgxb6+5r++\n", + "9P43/zHfiX+39/1K/H7+IT+KXho/T7mF8jXLYKT3NvkTTfrW4y3RqUnPRepyfpaJp8yBcaZXQaBK\n", + "pCCgIien0/tOo7Yj5o0+nzCmWOk9kKskH5X+SqhjpK//VzISmT9k/oovurjJCUrd/hJo/vpvFD/b\n", + "1/5wf/wP/CH6I/S6fdX/iT/wM6A/xf9Dt7wD/d8Uc39H6oMuNUSsNVSiLdHvGh2sqZC/DMabOnYh\n", + "gRzypjO+na3jrnNgzPQ32bXj47J0CWHpFJ1HzBu9gfFILNCHIZe7Ung/6MSDvzcrxUOcsxmTXADw\n", + "AXYmoZxw6fPrHUwpvgKcN/mG0o+QHl08yKkdMWf0BsZrT4g5G/Iy5DvQ04iIp025sejuN4946UxU\n", + "CPyEWyySFXA/xF8rI5kn/IA5m1fQnRP/hiiuRLcGNDPNKkEl+Vrwq0LFm6mFAxB6FNvXGxgpWuRs\n", + "IxilQzsNYjTP8Rnw5m7gmo5VZreN0cD1BNRjk8O7vTK82oYHu9J1DmJzYaINFhvd6rjoS418PGe6\n", + "A+Bb0w/shHmbN7BNFxl9z8EwfZpIn5rjwdHID1353QlSa6B/JKX8ShzLjfr1js726hx3R9yIcN0C\n", + "aCWP5wR5mzcwPmrlDMig61LCvtzJPUlVnvCY6ivj+04PMg5aOgtwO/bMjDs0djpaAEoYUWJ5tYIj\n", + "Gn7PAfNWb+C8U1gREV1n+liTzlfEGD108U9mfc3tnsQMDx0BQRAf3IAUEdLXgx5k8m3Yzy7kkagL\n", + "csK80RsIp6iNDxK6y+Ae0hkDHzzOrkm/QN7LdlBap/MAFMf89QbGSsE4QiAJzwo5i7MtD+WAeaM3\n", + "ME5B4kvOhUDvh+JnPtUpIixaNw0vKXOmQodu1uyQUu5Q8vRS3LRSIMM3IgXK8QR5mzcwPnp7sQuc\n", + "Cr1n8sVfnb1CCexjDnKvlYGiwqBohePFwb6KQ8nxexWOFyOf1XQldOKVvi3xiHmrN1Beg/QGhEGR\n", + "dYyFfEPcY71L3EOHDjvRQP+IiMkH34Ac+Fgw0umcAl+AfHRQ+IhmgVRHPGLe6A2MRzyAcFBi6uQ7\n", + "Z/I/kFuhoFBj+5lNbJ/i4FtPY00H0tXHN6kGlHA1d/x+wpzRKyinyESOkp5wlM/y4k+fhpwsudG9\n", + "R8/gmBX+cx2vhmOXzuGvd5QC1Rw5dgR18AnJA6HYZvYT5G3eQHnHB6b/THIS8TAq/1HvzpBeYcB7\n", + "iwjIS3bnikMjd8s8hwfdiROhDloDTpi3egPlFHByvYseOnrPaQzJ2RbJqCDbxNUr8iX+INLo7yHM\n", + "rKiCOTDG8BrcNsHlxYL0Fkht5Yx5ozcQ3ovEnX3SB6bnPL8GAsRe5e5EBrVyWoTJCfRsPoeKBSPa\n", + "Xdo+OQrdq3DXU6Pg/oR5ozcwHgPKCXjGW8RNSgc5+oRSHnp3kjNR+AyuaOUZTRp7Shtf72ikABbd\n", + "QQN9cXRBkuGKFGEP5Yh5qzeQPmZkllH4gVeeX2nGTpennuVE1sB1ipOGOKZDYJhihEUpiHqNsAsO\n", + "JbRXxA9zxhPkbV7BOF1dqG+WgUsuNSl3zhT1KU/pVczJQl8C+5RbFP0j83mS6af4qs/R8hnzVm/g\n", + "vM8gBQl62uicodifnnLyF+vyWCgyfyKhSsdQ4vKwcG5RVB46juwyBnsl4ZV3KHTAvNUrOCeHbUhn\n", + "esahy70J5DIWSZVP8qDxta+Ns9oUmZuclgUnRfQmbVXIX0dhbYx+grzJG/iu9I1H0jbWyXFo5Rxi\n", + "1q4cOnRa5qCQz9xka5wWQ6nS1jEnqkTIEsZyxJzNG+im50qO8cm5lV44BhohxZ1AfFxyZLs5LV52\n", + "/vBxyTPF68Bya5olfFzyA+aM3sD4wAnKHNOpEGMZXJYYRQ8U1Ho4hS2Mkztoq50ORc7K1jQj6nKL\n", + "8gPmrV7BOco0iHtKQoNZlVahXFf1DX09ZafJk06jrFDfolMbvzWaD/TTq5oLP0De5h2MB3YIU6pI\n", + "Z7fBv+ut1c24zD0EOHJp2IPcgeTY28M6yBxEpkj2BDmTN/DdhzgmdHoXTAtp0In6gbiGQ9wISa3E\n", + "4INOi8JPNIFlwQ9jnyoHzFu9gfNap9SXG9pWY9BzvaWmMw4SEXYkV+FUu3KnAeFTu5JmfQ04gK2O\n", + "I+aN3sA4fc4XDu5C33vcneKtTDpkpE+ou0pQkV4IbaKwYCxVWiG0T6InWwn6jHmjNzBOcc7kmnLj\n", + "IjE8PjBehzzj9BxKIB94pK24vIoFiSCbO0nEIwL5jGnwE+aN3sD4mJkLzDUUHRDhtpWhTRQxk2OH\n", + "zkJ8au3peXqzHMrdQE8HVgnk9Q0KZPsYR8xbvYJzYoO/87FlNI9XbqylIHQX9SuOjtQ4XqGfCPw8\n", + "bdd3KH7TeJJZevJxXzY4gTMdMW/1BsorqsSr2hmzNK50dPHwSZ5sjpyOYG441EyWBRHMh/gkq+gH\n", + "+aTID5g3egPhEfNHqOmXRg7y6JlbtWrXbmZMTMTMjS2wj44TUDdq/3pH4eiljmIzDzdR8ErBFfFK\n", + "rvcR81Zv4Ly2LJ0rFHii+tak61Mi/Up+xmQykDokgm3q0IIxDpcgHOSD4HCu8B0PmDd6A98jC8M5\n", + "rdwKnypxdWclGZEK/GaQBIlcJ+5fbyBnT7jFmU/qOOmZJiCOeoK8yRv4bnCHMQFEIQo93+Sd8wh+\n", + "0igfmT1+inmgm8J1W4+wYKRo3ZYc6uDCToKX/xnyJm/ge6JjhSLOGmeR5kOe4+4acSIhywUx8Q3R\n", + "J8iDvy19vaPcYYhzuuWiKVliUX3DA+at3sB5rLW/eDh1DORV0V6CI4Z+LxcnOTJozgwzcj/skBFB\n", + "nQNyKD3yPCGIIKc0drEpvi8fX/fWriCbrjGe/CE/YtJxXjmlMsntUCclc7d3aEF0N+Tu206KQROd\n", + "zLj7tiPSuCklQj/nhHmrV3BOHgl7KXTC4igmnwXImEOngegb37jjO+ABJ5KTaSJ3KB1J4uCJN0Je\n", + "yCujXE9P8xHzVm8gne4znncbGRNYhZ5AbhnCAykn+bCtcORz4IncdTcDdnUUV2ktPqW1A+RM3sA3\n", + "/WHJjxfMXaJzBJnbMvdkCvdoDilIjhfa1VZOxYIoTYTwpE3oauxz9aocMG/0BsIbBDU4pMe5EJp0\n", + "kOeoTfsY1OGk3gA5GI7j9EtaqdoNxkb+NneT96TpWKax9XzEvNEbGI/E76uwR82FysqpcgoE1zw+\n", + "uX9PFitNGerRu9OhcUphf92PVWasJIt1wLzVGzin2FJ0JirawMOILymr6yAt/T7iiUS/Fj2QU/Q6\n", + "ND1uwdgCy3Ws1kI64bnMk1hq7jPmjd7AeOQSGB3j5CKOrxFEgqL2ps5Kb+wxD4rA/5hJToAxOOK0\n", + "GLHHR8eYgd1uHg+nnxw9uUfM2byB7xTQEUVBfa6NB9OCxpw6JoGWzJLQHteRcUIrbXhasiw42ouP\n", + "BinXowUU2dhIYeUJciZvILx3+c1syKkEOlGZ79hWJb8KHWhVQYbbji1bEAluO5oMaUMgRNwR80Zv\n", + "YFw6ANFyWCvClMCe4kB5gSevpqS+tedwuDytBWOJNhdL/rzkvqXp8DPmjd7A+AiqB8lqCLjDeFC8\n", + "du0OivlVH++Q2HEFN4uCV1tUS+1Vtnt4wLzVGziPPDlPJzk9d+NrhsYx/3bII+Q64k6txM76KEHP\n", + "FQsmunORAR99sCRTyawtJJmVA+aM3sA4JIK5xkZOB5xDecoDna8SAg3JDMbCrTzRjYpbEPG+nQYn\n", + "nxMpwpQxQ3fAvNEbGJ+hSJTPdXwMjwQROl2FfNutD7EIVwCyKL4spswTTE/+AfI2b2A8QumVxyPw\n", + "AQeqkeic0DJ+AlV5EU6HCLd19iapcQtCEKjifqQTCT736JxVZFZPmDN6BeEoMqJjv3Z8/bM+4yVl\n", + "LUfQ8/g0waG1yj7jDkVr1fMgZwy67Ca4z5C3eQXllS4uZK/IJZxfE81ReOCH+oeJvgGmc4K8DGZY\n", + "tSUdCmkElnUTAclU69MdccK81Rs4r03Th9A/iBggqaybksvqnTDpw+4FyiwYi1MhQ3/Ekz48YN7o\n", + "FYzHKD55QZYv0iFL12ZPuUtihZ76vrtV6Nl385wWRAuiHdmcXWJL7lY5YN7oDYz3pIqSEX08JfCx\n", + "UoIGQXQcpMc9hF6h1SczIB7jbDXI6Kne7uEB80ZvIDyGGaXSSUcs+WyRc4c9rC1DI7FEYcgNpwoW\n", + "SkSTW7Eoxr3r2LzSZfyaaC0MMx8xb/UGzmdrzHJOAcmVGaRBq612ZnICUTSbmRuoRpWIfU3mW5R7\n", + "m582cbqNuaLGj/lnyNu8gXHy3ViKufNU5pT+8TKz5lYoQuxboSzlyonAmZsQblF4LiwhnphUCknT\n", + "EiE7QN7mDYTTnSVFIJ5Xq/KEh7XqZAxWiYB6Gfy4ITGm8m1BdLPNsEktNbIqRcoIRw+YN3oD4bUm\n", + "aTRs8JtDk05y1vRh5zDx+TtF2re6OqfBUD02lcwyOp/MaK87Yt7mFXw3uTZjxPhsQOs4ftvSmnMb\n", + "YGNyWz02kJguTwtG8umTaeWkgzniYqwYET1g3ugNhLNnyEE+/DtICEldP47HNZxrfQT2WxgpOAtC\n", + "2cbovbH7t9dHHDBv9AbG6Q/zIULPXJNcLXyWPkJaDUKRIxzuZIaK3uB6Wfl6A5GPRXKEjoYlTzuS\n", + "djJ/hrzJG/imyHLyQz0S9E4rJkOqFgq46JYRDIIs9JWkpqlCvTYdSodDe3wRtHZBYA9q5ifI27yC\n", + "clbaIL8QDftfM3QZ5VSJLHRgPl2eKNUg+6T1HwdyDjE9NR7MXKxGzhPmjF5BeMasSMYOoMHCtTJy\n", + "1VVEFYu5mhtXtt36DsVMsunIxzLQbOeVP2He6g2c11x1sQFXgKC1goMcHXGcxRpyk05eEwj5U1Nz\n", + "syBGYKepq83ICcjEI4cfIW/yCr5TkZU0AWK/iNdlxYCG90WlxHinSW8yKLukmR8MXw2eFF/qy/Rj\n", + "gy9SoD58wLzNG/iO6GJAsDnT5JHCJAqq6wHnWw0V9yLSm7ZXxWCQ7DTtKKmjbImkVG1HzNu8gfCu\n", + "CmSYQ0E7VpArtGuFc4pmtXZjyYqTdYQbDOfwfA7pws/0bsb6jHmbN/DdKCzhRYx58NrrKc93Ej+8\n", + "J5NMSTGybsRqDLIgJG2i6f1p3SRTDpg3egPhAy0jyInjA8fQRBO7p9WLRX46L60U6dTa2NnYopIW\n", + "hexqNfP2MXA9jaVTP0Pe5g2M1165TTyitEh3JkvXtpl09gf1AuOjNLcKyIKsHm6UalCg2D7KR8ib\n", + "vIFvilxkSrlhgDNQFCLdnqqNhebLtvNXBX9xbtVxC6LzwiqLU8xe8spfHTBv9ArGY5PfDCShuA8L\n", + "T3iJeQ3/jL3PDR1TZmDWYNxopXOxmO2Je5nbJ8Bbu4HpiCUaLCCJqYZIR6h80Xe7+LByQZjQn/F5\n", + "uh1KZz8nVfQRztXKBR0wb/UK0vtUGTCMT7ZWpLGzqygWlpT2vFZ11Ck9mNid8g4mOpm4ezNxPwRE\n", + "gFBH430cJ8wZvYHxUaTEFgeGpfKoqu/ekzopUX8euDNTTm4u3KGj29HvEmUfBS7Gz4i3eAPfKUB2\n", + "gyeSJ+t3TniFRLgu94X2vaw3F8XU4dSCHAqNjqeShqoDHEZRTP0MeZs3UE6frPM1ScdIRGQ/Zc+Y\n", + "drylmKzSOPKsph/IoZxnfZp+cuqmefmAeas3cM5bOVOV+bSIMiPiRzpell5QlflibTPsdrbNgcgJ\n", + "mgk2XrxZd5vhZ8wZvYHxnpIUj6FZE1PRfqylxAxROJZFTXCb5/D5FAPiTHdJk0bxJbxADBQdMG/0\n", + "BsanrnILI7EmVpQFBhTgyzOO8sGzB7VnkZtdV6dF0UwYjGwKVpTtXW4HzFu9gfMYIMCMukOF8Bt0\n", + "ernyk5Yc85AJV90t1qc7WCyIfkFzeKCZsOzVYgfMGb2B8rF6VDpCTjR6ct6wassEGuhNlwr94cEl\n", + "nK5nuUFRp49cw+FGfApaTZvKAfNWb+A8ZqKDz5aO4BPz9QhF555FwaGwmzsTeYUcbGrTuEMx1ImG\n", + "E+0Mh2zWbu78DHmbV1CO7zWSWfTUQayJDndky0vtc5fxzTDK7NLupn0TDuUlTE9PIWr1zzDKAfNW\n", + "byC9tyFiTSjdR9yJ+Am0ErKO5ItgdZDF1r34K9SiUs55gkxUq/dm6wPmrd7AOSo57I1TNDhlRpxX\n", + "ucetSRa5nlCY8uGaPB0Kj8e0ciKuGgPHB4ZyD5i3egXlPI+DoZ9Kn3io8PtYqUQK1XmjiVaCQpSy\n", + "fCsy52ZRLO/lsnysXEJugUMelHsOkLd5A+Md3RNcl8FIfplSW4668ndJR8oEUJIxErpr1wTQMyA+\n", + "EwtdDwRVEvA8A+IHzBu9gXAKA0WxtmPN7xxZhd5VkhkenLk9c3M7OxwKoUqzmCN3I3R9wrzVKziv\n", + "+FrjJEHqmg4ZecwLhv7WWf4MieMM5kcSTYrvKB0WeJb7bEtCcg+CHyBv8wbKq84oBxQZyAEJ0hPX\n", + "dasbGpafxkM6doy4pMViD1ZBkjuWd9vhAXM2b+B7JN2+lOEgpty1JDdVl5nuvJhWwXM2UaktQfxD\n", + "A9JfZRW+IR5ginJucM3zM+RN3sB375LTyuhlm10kEDpFhuqP91fYTVm5uCSiBTEaaBOFGQI5qyvr\n", + "gHmjNxA+0FUsi49YHKIyRFG/JhEpVsltu+M1+KFCi8Y27ehgofsYWzvFHT9g3uoNnNeepW0l8Oa1\n", + "1tlXoTOmrzah9qwXq82tXrIgeq/s2uqRXnmvFztg3ugNjE/ITLD0W0PPfZByUCkrh7g2g2mV2ZeD\n", + "LDhcxQfJ8L6KzB8RZ/AGtkessg4FwxHoKOGeuF71SIHKzNZOTXTBxsdJcSA4NI4IhVR5yaMeIGfy\n", + "Brrb1FQhucHEN3EhawyEbkzM78IbKtE2hWXBGJLLUmFCfxfeDpg3egPhNVR2A/Nk9fspq/Na1RRW\n", + "keaHtVm5vrrZOWvByOqc8xmAGK/+bFb+jHmjNzDem3RQ0F+DXAQ6eHB/plJ3nta0UMQmXsmSf7No\n", + "xMBbmkvjjRyYp4PiM+Rt3sB4ww5eDCo3LtQMbftMTQIf+NBPbXkUN6hsQXYRzTByLeykS2n5gHmj\n", + "NzDedanVLHxt5i5LZ7OOcc4pEpsp8K0Z7L52i9GvzUb2UgKPH6dU2glyFm9gm77Z0i1ekLubmIqH\n", + "k7d2/yAj2PtWDMrNHeIORU7QnNTICfIYGysGHTBv9Q7O4ZmhK6ujXx+bCVjsAweukK4JVL05s1cH\n", + "tii4MwrAGX0oe5f1AfNWryAd69O5ibknil+K9MWFFpeQpxQK6PKDfWiePueKA6WLcR8fSVWzIiS3\n", + "TpgzegPj5BXKYGEeEMCXRz50rf0gg8qNJnQ/fnHSin2O0uQhtyh6P9npoFuYY8rwGtg7U+o8Yt7q\n", + "DZSPKrOFmbNYWFUKAF1C2iNUrLsyZe3GPlgsirk3XruhI4SYcNn+ygHzVm/gPOYhSuMton8KGhwy\n", + "LzgeieDx7LPGmiSTHHcoL1jaKXDIAMc9n/IZ8jZvoJycPEkVwmWT6g9k34v22HIzyxb6KFOU3ZVw\n", + "C3KJZ+ySQyeKp2p5HCBv8ga+EeizzjsW4PXBB3lqugIIex/Cln+jG6+baU4LQn48mZHNidWPa2L5\n", + "gHmjV/BdJJUyyPGQVk/uO9mzKbJ3TbuxyAe3B4oF0cxpSmp0Mqe4erE+Q97kDXxjfpY9lY5eExTT\n", + "EXJSZPPMz65qGyZI7JJfg2HyxC7yxYTsLrYdMG/zCr6hd48yRJs8FiQrrnqOen5TGP8IStLTz+VM\n", + "qUJYDLKQcFjW3Akd2XlLIBwwZ/MGvvELGW/L0FSpa9itaU4lx2km8tHlbIfdHFqynWhDtmSN3X9G\n", + "vMUrCKeQ7yUPGF98QatgTRUlUZVkRYjKPd5osjeK+g7FYLJRzc/QA0ICfJZxxLzVK0iH7AkrvtGn\n", + "/hppPsVlGUlpJuCcU3pSVrxpQTy7w8SUFFQ98eYBc0ZvYLy3InmsUrnC2UQpq6xt7SGLioFs6kg6\n", + "aaUVTgtimMpkZJG4itpqdYCcyTv4Vu23yBqeebBXPrAnZfHNTWkS3pMnaKdRHIrwxoycgFb0fUp4\n", + "f8C81Rs4n2hSmbHHhgV4yKmC85LLknfPdquYrh3cjUEW5bWDRlOcjpy9OuyEeatXcK5FN/o7XMlv\n", + "XMmHvopy3k0aC/329lyxIPrtzemRkY/dWawD5oxewTjWzGL6pBYEMmMKhMlvaX9rVjt11Bdv5NVt\n", + "1g5FwZ6XF+rKahzzSyD1hHmrN3A+cpRMCh7AWSf/Jm9dG4gUspZsxZvJwbW/ORQ/LtvjRi5KRXUt\n", + "Q3jygHmrN1AOGQTpCmKvI0aZYV5tzAnSk8866zjcShqHJlYlemQmYn46r06Yt3oD56NE6YLjtixy\n", + "D2Wd2+45hJYB99mz8vgahlgXqEUpmnkZtWsI2ISu0uOfIW/zBsaJjMhjbvT9ZqW8oF665lcSqkQ7\n", + "QZ4QuJuMlkMRuD9pq0RuyU6DHyBv8wrKo6a0WoNuYYicYSGHparLgt2o7Gwk1eCzGRaHQmjPJFIg\n", + "p5WrigadMG/1BtL7HKKkSrchtzZzjQJFSblArWQWi9lwj1UQn8Wi2D8hPVaT/ZL0KGMdIG/zBsLr\n", + "kB0SHWW3xBs06SqdTVcWTh41Xl0r06ZtLQavw6Zm6XhOT7vnZ8zZvIFu8tskTY6tg5MiRM5nrXsz\n", + "Fg4RtQqUuguCLIgBWZtCoae27zLQAXNGb+C7jSxltwKPItQqE0FVk7ZYCfY0rNAtmUwrnAUjb4Sb\n", + "u2cZi05XjvCEeaM3MF67rlPOWIKadIxz0I9AThQc6VtEaHY3xmkwiHm4UU0KrPrSEDpgzuYNfEd6\n", + "ql+cQCycAaFABdjIa44TupN7dx5v7GSpWh0PtyjLtODy0xHwWnhcnzfknTBv9QbS6cmTWeWB6ZJf\n", + "9xWS2/ZkbX/ZV2jRt6WEsz6J2QN0377CiI56nozgHWGlSfkt7GlOuvUeSbhUo1vb4dA27G6OTJfw\n", + "Vn07QN7mDZQ3cr95Fghtb3MmFfqocpD3LJNoUpjAH33mCi2GBU48QaXuH12WY5clDpizeQPdEZqb\n", + "PJaCo5uH3ZBVoftU400skUkre4i25G4PcouiLTmZwxriT2NlDw+Yt3oH6VV0D4j1+DWH6Nem0vQg\n", + "J2cC29Z10y80Evh4ENl3h6KjjXdfMamJb1XWsvnwurd2A9cjyzR4yeieCkNahEZSSZWIMZ1HRxWy\n", + "VixsW4Rri8ZGPCGkLJVbC+M085wHzFu9gXMWnUAKpeBYoPhRmuIo/HxUJ7YKXMJCQ9Pp6VDyM107\n", + "J7QltgrcAfNWr+C8SXEzzcHnuJSEWghmonP3HmK6pNuK/gPycEkyRftqlD4OmDd6BeNLAyFHtGYl\n", + "GX9rQQeBZrcSCNByM4xbkLXcDKslbaWDA+RN3sB37FXlazpqOKnLaus6VZIsYxT8cVUwU26Eax2K\n", + "tFZ7xGmhdP24KgfMW72B9MlrGrmFu0hqnHUoVm2ZAvKn/ZDT2JwiiXKsWJTz3w314z64S6Ka9sMD\n", + "5q3eQHnFknpIZLXKTc2V/XPMYknTfpMN32NMaUDuhaMXGZMwYOQSA6o4kSsOWHeNhFVl+azPmDd6\n", + "A+M9Ty75ZHIKZ846RKsK5JDwZaVN1t1EfGSEDi0YZ7VahjisC5pS+LQ6YN7oDXxHzG1nXvA7kHHq\n", + "XH1rcY/QBpH34RJnyLLAZxYRZjYgRCSw52CMIqVjrEBUf+SEeaNXMI4eITCepEmwSSU/pJh0EdPk\n", + "rYODfgxfzDHcjqU/4dA2Zc+baEzwzDmEgDH/fIC8zSsoL10k31NC6z79VY48yY1YIsFF1mfywcJL\n", + "rMvcrXAOpTuY96dIt1vCBPTUw+MAeZs3UN7JJRSdrM79g0nGr6Ju/EXNIvdH8iNxyL6bDy1K5/p4\n", + "aC1Z5PVE9OMz5G3ewDgF941Lnb0jG5WL1iSG+uQpR+nfkfmUlF1NwqFkyBYeMILR1Qc8QN7mDZTT\n", + "15t/Q58GD/lI0rtf1iYmiCaDj9TyFzM8OLudytc7OgZrv4/aszbRIn+S40wnyNu8gfHeWIe5dVmp\n", + "hyIkHys17dTK06/CYnnuWDEoxTnu7KhPU8oB8jZvYDzGJnUIqHLCdZE8y9SOFVQ+8QCy9vhcTof2\n", + "Y1kQQ1bidHDTVebdiEHkxU+YM3oD4a1JXrwF3iWeRG+SPq8c430ameCp6m96iBsMofp8dqHAy3xy\n", + "hwfM27yC71h0wpAccPrYsvWXnLW19XfPiXNB0iRVDMaFzCdtUjghtug+YN7mDXTH0HR9BMQmYomd\n", + "+4MaZLP4ROlVqmLckoX2oWjk9xyKZWGPxF7GRtuibVcHyNu8gfJZiq7PgyR7VM2s0FbdrbgJiSYS\n", + "4qt13KFIIwbeUcMN4nmaKYgT5q3ewDmx0ThZmHse7CjCbZlrSwoFQ/IMpoCm49j8KiCLYv2VXfdT\n", + "BosL5VTzEfNWL+FcykC9DsjBTRnX79qvD1ZNvz5RxzvbdVrcochY8S4mmQgHr7sn/4R5qzdw3qE3\n", + "DsoT2iew34evNt3ZoYNqmrClq44LbVpdtiDuSMa0gIyFHit5csK80RsIh3itFH7QJEt+oYwYQjSM\n", + "GW/GPSxJpn502M1g2OALL0/H2QprzC1/5YB5mzfwXdG/DdY6NtFiDJB1barKM9fkBiQgc/sQbkGI\n", + "vVXD6uh2QuIz5o3ewDjmlvnmhHZQTE0SiVmlyXgweS/Rg8yS21toUQg0WWV3VqdYWzsOmLd6A+Ud\n", + "H5g3ciZ+GkXoJq5WT3oCeb5hcAYkViklq4NoQV4b+fiApUYeWUktpiPmjd7AOAWOsvk387KrHFm9\n", + "KVYd56STgx1AGaAtnZXzViucBaEjwZuvtNuNjg54gDw/+xnyJq/gWwX3woTkR2pNu+JUDg7qeHU/\n", + "4cix4kmtlbcvWRBOdWDXnLc9orCEDjl5wg+YN3oD4zNqnI/+zhjWvqsa1/alaeJ8li60C68sytqF\n", + "ZqsVBVM7mj9h3uoNnJMfLtV8FAwoHkqibNN7076slHi3zOgRvYf0LWDNXxWgcCi5PWinUI0JdBSC\n", + "yNzp63OAvM0bKO9dqj6Nn0YItKHBtpS91q1y5T3wm8EMfzdPuQHRBoR+ob26rUjjVUQx74B5ozcw\n", + "XuvSa+Ie2SoDtW0pqdLT2Z49kbW4kU4LIidlxzYH1qCoDNkJ80ZvYHysBGLtCR1DVZyV1FbjfrJb\n", + "ryBNYSRWHIqY/1FRQfJ35wgPkLd5BeOzsbuSa/4il0H0CchB3osL46PchE5QO5RiUeROog6fYDPh\n", + "2LJNnwBv7wau55oAiqN8jZFWCmtlx6edAIrRk23RFMbmFEsL1qTPp9e9tRuoblEmgGqH8EmslaPO\n", + "NHTaqg3O7GkhonfX+WZBnpR72tsg5T52HeKAeaM3MN4hfM3Pc+AJw8pDnDGsXUAsU70VyeCku7Wz\n", + "BsXUstst202j/gHzVm/gnC6pKuqGqMPEnJOs5ExrFVC23YZxuo2cFozoL5rP4s3eTFb8gDmjVzCe\n", + "pkjtBVZRhb/MPc1RD3H0SfE6Ku7EghiqodyBvKTG0IpiadR2qxPmjF5BeUDKFIEPurojvDxyEXvo\n", + "Yclh287xNl1i3IJYkWyS37mb7vAT5o3eQHkF4yKaynNTmfXIelEx7BL4okOlAo9jcVlaC+IWsJlY\n", + "fHdwdGRsLjtg3ugNjHekSXmpG0+jrU16Q3cvETnFyBwWt0jPgqJd8YST9NOoW+XwI+RN3sA3ecly\n", + "cuORQ7VtyFKDqOtnE3mMnLZG+Y3XUnG+VfuxHIqFVjPurqtEVGKOKuJa/Qx5m3dQnqSkOQNnmpI8\n", + "8aX3oVdn51tOxbCn9NivJmaH8nhg263KGfrDWwz7gHmrN5DeNeSsM7JXHmWNeNjTEZHFlULkqcvu\n", + "W/UdivYs05BfKHhHeJlYeeKAeas3cB4TlE7QWNtYzaDJ/quedLgQQ9zzEWfuzi13INSurB+YsMZt\n", + "R0KfMWf0Bsrp2ZNMbcK+WPRORM6Nr3A/m6Ib2hxsbtyC6I+w+e/eTNHtgHmjNzAeC2TaEOIXZFhw\n", + "tXHHT1a9w9R1fCHL4qvhxOAcymqqj05QaoWVU0Sz9oB5qzeQ3uEW8+rCMKUgwRmX0dsuAY0968bF\n", + "A6sTbFEuOzz9nCj0xDXRdsK81Rs4j9iTxELBgZy9QQ5EYXGymbboYeMkIIv6QkfCliQsyjoSRtmd\n", + "mMzgtdMhfcK81Rs4TyzAATHVAA0mnO4A6IegOwxZzhbhCoYBBx3g2JMcugSgBszSJ9E7+9gzcSMQ\n", + "egMOiDd4A90zSx/cKCzoNrl/Io+qhWUK/80KWnL1fNe+QeHquc78ZnbQHjBv9QbKayna7Imp5cDZ\n", + "J3QJaRqRfs/NhSOBHLRhmQ1vFqSjyC5xK0MG4VIDFQfMG72B8Y4GZs5iseZhkNm3vLKIM0jTVBeZ\n", + "JT+Yb0FIlZnp+1LwddGT+oR5ozcwzgOd7K4UpEngOXCtYsRnpNMsqemd/urTC+dQlNpG2g1vmNt8\n", + "ltQcMG/1BtJH7NJ+WCEkFOmURSKXiNSKPmZKOFfIYqrYBG6SLA6NdCuMJ5FSMHMflpzqAfNWr+B8\n", + "ZonwKVpB8lYaEGuKq4tCuqgCYiNOtRbT8+lQ5GiraezUti3y2PMR81Zv4DzCn8ANmlkSFY30rOBU\n", + "poT8yAHUEZb8O4Xn1cwvOxSBfXmmlDMGfdD0xgLwB8xbvYJ0+lYz6ZG1xiBYwAndqrv1UsYavF1w\n", + "RjOX0T90aK9W5DAH7N1b8jafIW/zBsob+Wn8S8jbTE1zIbUoM/rNtiDm6Za5WxC6TGZje8umA/Ez\n", + "5E3eQHeEw4Abk/4ievCjFClCV58F5ww/fxIMteG3X1k01mh3XGVoEucVDB0wb/UG0lMaXIyj84Rl\n", + "ldGEHAYRoor7pUk1Hn1cdASQN46tJzF9vWMUumKPSq/c5aZ9EjF/fN3auoHoGFbYiQmqLulDchuW\n", + "IEIwA28QsHYtWhZFW4Vpw6L7zwy8HTBv9QbK0UrBY8uR/fFYZDx/prRbKVixesA1hM6HKTNbEPF6\n", + "eUrJ3C7BS+HJAT9h3ugNjEf0FXOLVkBfchkZWE99NTWTt24qE2gNNZemQyEgsm/GXNpTe/iMeItX\n", + "EB6gAIcok73C0KWxuUZ1xSMaY+vupah011nCLUqnAm8+UV7RiVu1leIj4i1eQXjNrIXQ6f8nij5F\n", + "G24UTWVB9hSLCALUbCmm10kUzR46NIUm02+SIoReJzqWIxY5nzBv9QrO48jaScFrxTVj28JcjmF+\n", + "8RShSL+n4lK2Dp3VpmUzKhFB9N0/I97iFYQjXOQ1TNxhgnYpFgzuOiqOQe6+VSaRdBlGMcuhSLFE\n", + "IzVOVKalJXnCvNUbSB9chiRPnIKer9lEhXw1aOE7nx4JiuxVyB3K7RBGajxBonxpUBwwb/UGxmuQ\n", + "Zb+9YdokTBkXx+pI8Q+TLImdXAem2JwFgVLhq9OCEbOKrLvPQ21YTYjkYK3xBHmTN/BNz7PclhHF\n", + "TkwY8q6xVHW5QZx2Pj8H30Jh0TFdl0QKTzvQAfI2b2Cct1urdBDKZ+S7iJJq3sutH+FDDD7gzlu7\n", + "mAzIcw9zq0zgBn6UDw+YN3oD430JTdbMTZ8FSpOd59K41BkN4d3naA2GBn23h2YYvg+Yt3kD3zWt\n", + "9RE8oNK7zjDrE05ccc9xgGwBL2njLnyZ67Qg72nDY8zHdGFl8lRi+Qx4czdwTeFlERcFbWxjTehP\n", + "rUCAfG42Jrtf3PJmYx+HJvqWmPgmt8TTzIk8wSPmrd7AOR0lopPVKMKcSdVWps6mcI3A7AOKMqes\n", + "qzsciraulPd+DmiohGcf0GfMW72B8ohLq3BTVhuy1gBqweS1aA6rcv1dtclScurMDiV3z0gw5yLN\n", + "nJyNPUDe5g2MYweQzIhTuDOx43SSVzHXoATIeSQ983DDKQ6F4IEdQOGgfrUzHzBv9QbKsXlKdnfQ\n", + "X/yqRWvLxKbqq1TePCjStYniJFYwSF/vGKo4mfcld17uyysJRbb2I2Lt3cA1tGx4MUriHhVdflVG\n", + "W1zLbqTOZc0uukt02MavNxCdmiy7lIMoSNJvWVxvjCPmjd7AOB3WzDj6kFlckuU8YYGVDomNuAav\n", + "kB5kwVSZAbIYWrJmeRZXV+VUkmKfMWfzBrp7lcB+8kRJTrI+IuriJYgY2EG3KNoH+oA7lP77iuN5\n", + "iumrYgbdPmPe6g2UV2zTiKg8NJbbb1z3oVeqdum/Js+gsdNMD6ctJ1sQSSgr6kG3YpRZonHEvNEb\n", + "GOc+N6ZtYgwW+01xqpSgk/mYiHp2c7IPx1tNR/t6R+H88VLTyBkTCAMvd/sAeZs3UD4DT/wgQYsI\n", + "vYquEP2vBj/ddryl6ibzHQqX0ozfQwh3tbUdIG/zBsIH+tEKHaY8WJjH5IGrtAmPZko8YXGnLSZb\n", + "lNyPp2JcsEBszYF/RrzFG+iOKYlnCDYi+ccicrh0mzgT8ijr04E7jVSWQ3FUh0cPi9xsluMTEaED\n", + "5q3ewHmDlixfnBiL0BO9a7tEV1U8kavtzamrWBCjV1ZBhYzGrVZ7wLzRG/juUxahFuxTjqIjO/II\n", + "uiMlhmmGf+JMfijCojF1N/iQg5n+OWDe6hWcl85jEC11aIiVKAkV3Z+HhW3BFH3s9giDoa5jN0QU\n", + "8GNqPp8wb/MGumcPskCct3WkLpJNreg4Pk4ZIwWHDLZddmVR9Chms9IK0zz7GD9g3uoNnLcoPSm5\n", + "Vha0EX3gPvRYaRBxAqksZ1NditZg2ARul+T1LPUd3qF1wLzNG/imz6odQUmHlkF3z2WL1ZodQCn7\n", + "EN+ikYePnzCeXPznET9g3uoNlE+0L+MJbwgZR+GsYe3j2TtrfJWsDYNbH9igaJ9rWwY4G0/lE+Dt\n", + "3UB2hQyBSEtibwyWTnOhUzXJmk5sy7APHb3WMbQgZ7+M84eq5572OWDe6A2Mjyzhzky8ArUVzmAh\n", + "17G7gSDDIUOEyKjWbKJ7iyIXW+oTw6dAd+EaIjxg3uoNnLc4pBIBH4JuzSgyQk3XdbQhrQ7ylM/s\n", + "BqwsGNE42MyTTO8lrqf8gHmjNzBesa6Xk4aRZ9pUj4zuMan9DKuOBdGIR47MYiwZMZ9yw4hGHOuA\n", + "OZs38N1DlHuSwkbkxat0HHads8KaNZaBZPHx6ltULAj9BNOFgkVWtS3x8QPmjV7BeJbf9JBZMHhI\n", + "eqXp3ojpRA+Kl1OxIDcIGVaL1Tw4YN7oHYxnVvMILKcSqiTJiZC2Gd+xT82SBVdX3GD0V17TVIzB\n", + "6Y59Dpi3eQPfo+h69paRTsHKK7TmtxX8JIrgn2uzyJLBncKyKLJ/GORcaapIMfy+Nw+Yt3oF52ux\n", + "WGB3Q3f+UgCpnEe7QBx6NVYzyKGRXD4rDJTMmvAT5q3ewDldl0Pckxry10hZRZtWxEkP6KOlQhGS\n", + "7VNxIAqVphklt/zIpZwwZ/QKxulElcO7Ynq7hibd+nS6SwUouRJni0TBfDaIW5S8xfqsOs3R1DEP\n", + "kLd5A+U168gmj+dA74GBog556dxVEmKA+RG8vr4B0cblNPQTt7GkXM+YN3oD4zNJMoU+PgYwde9v\n", + "STrZRt4bZ6650xBLPZoZs3IoluDlPUyV6bDISVsKD5C3eQPhLRXNhgdeOyuZcnIkxD9s07krbwuY\n", + "pvVW3pYsBeutfMa80RsYH7yZhs6QFKVLn1+fPe7suFlMk6JbPOtQdOLb7bKhmM00B8xbvYHyWof0\n", + "X7Wi0kEoT9RSdbdykfoMBywj8QW4FLANhi4hvv5E47qMyqVLuoPPmLd5A9+RHz8+x8kHH8g5EROp\n", + "b823LqlUecaxBhy1Gp1EcSivAR972gSbs9D1w8/xCfNWb+C8tcCBZ8DRHaHGBkGs3PQg74O5mj3x\n", + "irHspvAtCBltM2iPjhQ0OSeU706YN3oD4zWpUGrDvCy6Sni4MKuzgs16RjU1OGFDC/IIkSkez2K3\n", + "R3zGvNEbGI/oZBaHnMKTDqVqKeQ3FVQpZqiQjmB7kDsw5WKPa0gBPTOFB8wZvYHxSg8c35wFa8LQ\n", + "Os4J26DpLExLgA60UkiXtwnzLcjt4SZJiCsYScLKycXPmDd6BeOjqywtPGde9I1+rB7VIQ+2Wb8H\n", + "15Flwcii1k/bVZ+mWf+AeaM3MI6WLC4DcSariQgCPX11d2RxdpAFg6AczhOEY4yvdxTK4RCCGzNM\n", + "7bpaukAHyNu8gXAimuv3FM0g5uxZhwt1Dh/uIgvhNZUhs3P4FoTW2B63J0ax34A36H143Ru7gekY\n", + "MNzGPbTcNZ4yP3YlrEXtSCniyCiD4/sqedktJWnQtepxy0UG9v0iAtcT5q3eQHpFjVeG1Dq6mOXx\n", + "rqpcQw+wLUboHITORViQj/6xpx/oOTaliI+QN3kD3dCW4O0FNbIY/lhN49pRm+ojo4Ktbd3sFLMg\n", + "tuglszcsFqOjcsC80RsYn9gtBR8l9v41S5TSD5boSZJ2yuQZBN+ZYRa1omDx6x3FmkdWtcqZd+NN\n", + "kS7kCc7PkLd5A+EdU/QsMoEgHOupWQyLPv8q4rsGZrvZavoGZrO7CoV618D8CfM2b+C7jSwNhgP7\n", + "HEKSgdlYsxwpFElyZknEgDFMb1K0FuRZepOFheJsWGLAB8wbvYHx2WUvROUCDeQgWP06L8nrmk23\n", + "YQpTlg0uuTeLxhhY33BVMLGieRciDpi3egPnLUv7VcPnI86zVJf3fFsWSQ5OppBH4Z5yC2Lwyj7J\n", + "mJlYCZMT5o3ewHjFJIico5xNEXXgOOpOpkx+/nRk3nqGFkTCxLh/XM7AUzz7CfImb6A7xiWdX7BV\n", + "mZw8nQnXJhWW3ngW/hRVY9JyskMR4XAznNSMc3vNve/nM+Rt3kB5RWTCi2e4154iIZ7J79qKhfWB\n", + "JnvV5BBZOfFms1f51cymaqi9P9mrz5g3egPjHS0iqDuEhuLNkAZPbOTUmdlu58JbYE3fpTThUOx8\n", + "6Nwby3oSJSczF37AvNUrOKeTlGVrEu9UroPrQAV1yLWtnfsdWA0YUiB+TtmgWFzjZpEHL5gRPeAD\n", + "5q3ewHmbWTZXV6hbZajzYnU7AkL2yZtp1k8Rej9wwjP3eFqQNYSABQ4eC0SzdrP+AfNGb2B8Tl0X\n", + "0TvyWFkS47GMlRifdl0EuTbQuJpFJ5UNiOAysOxe41ieTqy9LuIz5EzewDdWQkpRAAWzHFnuo8eY\n", + "614JGfamPDQ/2NKPQ9H8YOs7SRYly5DbAfNWb+CcjnDxV7AsAq1oDV/xGvMSf7MSH9V1v1kQwpK2\n", + "w43uByPx8RnzRm8gnJ41vjoruugjwkOu/aybswQjJYnJEnuMOxRBvzmryTd5RCNPmLd6BeW6WYn+\n", + "C2GUMnWUNqxzXPcgsVITBhm4qXNJMVsUIxCRRcVEbhm5rqKKTCfMW72Bc6JZZsRTJTpGlV3tNavM\n", + "IUoGZkYcbVWI7nsT/TeLclsVkiQh87Oc4jMIfsK81Rs470PUgygO5PW+0jw+w2oeR18hZ5smr1TO\n", + "XBdegvoOhaIBqFuy+egsREw/sBvugHmrN3BOfp64hS0imkF/GoBQtV0F+9vzdhIRKdnErUNbtLnZ\n", + "lOkuVk/wM+ItXkF4i6J/PVGU78o+OYld+e6G76kTa/THv95ByODwxBpadMFq2qweIGfyBr577I9a\n", + "UETlkZtsdQIIQiC482QkX4WuVj7LgqxzZfo4ydPsc83kHzBv9AbCY8mrnl/oAdcpw7yag1j7o6x2\n", + "LHIyZHbq6x1Kuerk1ASpifxsvY5PkDF4A9c9y1xERfQ9m7Z6TnVSZqcAlANSFg2Krp3WgtgUZocf\n", + "yPXpKKsVTOofMG/0BsLRpM9FtlhY4UMahehkfZr0VzMhxynd5GotiAAnmXRsi5obSyfIm7yBb6gf\n", + "8D4OctNQjhjinRDh8oTrcgLpNOw6MqVDERaMRSam1uBDkQ0F3Gz4GfIm7+C7S+tbg0A7SsqsAxe1\n", + "4Dab3b0ZA+/YWPU2CyIv0HZNDd0oq1v2M+IN3sA2naNNri48bYPuMd4m1oqOEmJc+zlOiB3Wy5td\n", + "ls9YFL0P0MsbI/KKGXpu16FxgLzNGxifRe5Iui+R1o5Fl8vu9FWzu06nMrzTVwZFCyeDK0WVza7T\n", + "A+at3sD5gKAMXMCReCOKKKqkoREmNFNMWN+1P3wpploU+d3xqKJCNeUJ6w+Yt3oD561rA1zihsMg\n", + "+ip1qXsMMsk3Iztx5OHZzewWhIP37F8nr54Vg0Wm6TPkTd7Ad4UePu9UQu8Dokwe+klLZsIc490f\n", + "4xZEIGmOakhJbK/wM+RN3sA2tidLChzyG1F6DUsPS0wyWzFJnPF2JsKi2DBo5h6wIvkRkzxg3uoN\n", + "lFNQKRfn4L6sNGXL0tD+zkxOHQ8gc59aj65hwoJY7GN6IugH98oIJ1sdR8wbvYHxniRzggZLeBSJ\n", + "s4a9J5XaK0ZKHyP3TtndgPTD8vLt1SjpHzBv9AbGax4iVzPy+LW7s0zpkZLNbW/dnRZ8a+GcgRet\n", + "y+K2z9B93Z2trlnwgMa3tYezFW1fblx/1OxVja6304KQdXr6NwuGkdtKXn2GvMkb+B6qm99YC4XO\n", + "URlJyfnZyM6J6sptmBj6MyutHMrjgs/iKugss1gKN4wfMG/1Bs4rHGFu7oxFNgCB8Bl11IpCeC7G\n", + "yCAKFk6biqYF4VE2U7SkIB4VHRlEOWDe6A2MTx216oXlUlWArOk6FPTy8OrXkmCeYC9AZlCIKVuV\n", + "sSoDVQGJyM+Qt3kD4S00LTsUnsEUFZXWkg5FVJnYlhYs7O81wY8F0UllIxysH5+rBeuAeaM3MD5D\n", + "4zR4TLnx+KYq6+9FeS3srs6E7p+nYO9QnA3h0YrEOjxusuXFHR8hb/MGvjsy2zhGoOER6SyR4dlR\n", + "9EyJFPu3lcCCTqeXpzUoRe1OgZZiqqw5qgPkbd7A+Ayi1MkDwtzWKcpYOkyYh2mkxdlgyxAO5RP9\n", + "cQBDNH20nyFv8wbCO50iGIFImIfC4FTi6D4I4RCDWxP4SO3ZCXyD8VJIM2SPwtoewD9g3uYNdEcs\n", + "ZJfCMSZeA335eegn6PLNhH31e3YTcig2J+5QSKKYvHfCZbiHNw+Yt3oF6cjosZJ+DeiWyKLi2TT8\n", + "GVVE18UzzFEkfdYpblE8ruM5q3PFQbJcwwPmrd5A+Vz1TY7TQ9Xf5cV5dpnxmn25zaLofDAlNTgk\n", + "OzX+GfI2b2C8oVEbWUM0cMqqPLgqyxsf3a6g0R3fIReO8S2IuR6eyCdDXN5JZgfNAfNGb2C85ya+\n", + "Sh31ix5CcQ7DujqbbOThqzN719BgaHa27l/JMvfNV+cB8zZvoBtdEjxW1bDulI4T2c8xwwp/Arfv\n", + "BHzqP4inZ2/9O4qUlt14j/WzmSeJxhHzVm/gvGdRAy49UQzThhST8fxpm6EZhcjJJbEsiK13NlFV\n", + "klmXd8C80SsI14UoqD1wl4r006rcNeTvnQKZ3RNhQfShmGUQpQwvQfYJ80ZvIHxMkdmrocev2XmH\n", + "cpvkl+uhkq2KPgZpjaKhQ+No8hs+NZrR0P8EeHs3kF3HlKQ451Piqt8nXaGMhtet5t6aq94bjF07\n", + "c0SjvXaruR8wb/MGvjF5z6dJSQmB+NQLtK7Be940LVoHsUkGXEv3Fowhc1JkyRkQx9hDJlIHB8wb\n", + "vYHwqRLAdLyijyR07mHmOEYGNhv7zzPLVvYo7RGrr9OiaEDOpnlziFRKjtCtOGDe6g2cR+iDczk5\n", + "0YPdKV5n+fw1PJjountWE1KQzqqRsnvTYRDnK2Uv2MwxPtsHT5i1eQPfvUxhOAW6MXPXxafqEk7p\n", + "HMmB6wXFKUhakKPFRyWyFPKsUdiJtRwxb/QGvmOoUbR/G7pT0MbGE8l1KwEn2VclSsCtu92bDkWJ\n", + "0izYzPRnsbFKlIAPmLd6Bel5JVCGzENI21tGlyefKlmE13U6NkaZOFl5WovGQGHToyJB1yGLZXGx\n", + "7TPkbd5Aea9SfMgtfqctzgo/u9j2Li7uUKciTj+KtOppH4H79MWnXpq9yn6kwM83RT5teyrPrYl7\n", + "0hWTLUoBlCkYwxnZV+MB8jZvYBxLT3jtI3b8SF25lhVnBid1TT40P8u6OixYqWvyy1lIRVQ5s5O6\n", + "/ox5ozfQ3br0dFaWN0D+j7X2kOLm4Cc5gaAoYnq6/8SC6E1mf1p3nNRuBYI+Y97oDYzTbcXZk5Eo\n", + "3BlDkoWZ7k5twMp8GMwRYT7iy8Cx6dc7mOg5hoc3+uDwBk0Y6LJq5Yw5ozcQjplNPlEimgEp0kQt\n", + "GTOyac9sPr44pAryE2xakJUK6tNkhR/G9sUPmDd6A+NIYGFSs3MZIdGJjt/E1S6BJBWvg6lcLKjc\n", + "5A0P4+sNjLFw2/ioMa00VV1CwAfMG72BceKBO2dHDDxemSWFNVLZUoZP0xsPLsyHcofyyEPYvEKw\n", + "cDe9fYa8zRsYryOwuHhnrTa4etyc31Rbok5R/u4ygNZFJFwn7y2Ipb7FjNcPrLxb4ycHzBu9gXFy\n", + "TnTiB3nSWFqR0CfoGCH22nE+pBQ4zlVyUarX6cA25IxRTU46LMbAGR/mCXImbyC8QkdGtnIgCJ9d\n", + "VIC7+oZlyKyCDPxgdb05UyzIX47n3Cg84L0mfg6YN3oD4x1uBD7vRJ8hPeh8qHdd/whl090skVLi\n", + "ZrWtj2pA/KTMrpNcn4aIA+RN3kA3PduSloUHF3rh02XUnNcR/kwQIvNhh8AtiHyJmfQewQwQfoa8\n", + "yRvojhOdOlCwGtAwDXM+iyBlSLZydmqM3OTL33G/qSCTQ2UYcC7VJfQqI0uVG1ZkHTBv9QbS+1BZ\n", + "8ZhxpJB7zStlCdczZZgxQgxgueZ8i87s2qywpGkNCx4gb/MGximUF5GgkLH8GHL4KASlpC1YqJLl\n", + "p7wJN8bo0ToU4rTNaM6i7X+XNw+Yt3oF6eQU4vgudKzAWVFB2kRPnsrqRdY7iSHjH6jFd4xbNLbq\n", + "usKRIUurO+CAeas3kN571OQh+rByltUohUjf6dpn0Sn5GKyAokVlB1L0yjluqRsjJbtWmn5GnMEb\n", + "2IZ2CieyCq95wL4CAGEX20KxmazZnNqbQyNE8Z/Akn6CJpV1wLzVK0ifgW/MTscK3A4dLUy1qx5t\n", + "V7F1kXyjc6SZjnGHQgFo7q5wdkRUlfMz4i3eQPiMXT0UnOO41UQ3qJQtoP9M4aNcM1npNIjItUVR\n", + "6Akc8vPa6ax9Fbq27TPmrd7AOV+XPHkytDuLdRDqWoRCkVHigkHFu+FelvkoH1gUvfjzUTfALGhH\n", + "wJPnOGLe6g2ctyztKuQkD1FKZW3DqU3jPZp1P+jIHOk5yy2IVs7YnhwhElh73c8B80ZvYLyXzg95\n", + "wFkS0ZHJTvpUNUksAzIjhUVGCJfUtQHheEezno3OnGcd5AHzRm9gvEXRMswVizmQC+FleWvB0lKJ\n", + "4LW+5Enbk9xgaNU0Z3XpSUYGea3vAfM2b+CbrktJaOUCKUlE3pMHI0bRyDO9+nOQz+ImIxzKi8NN\n", + "U0qg784+yA+Yt3oD6XOI8luCosposiovFk0iIsmXcOmlBvNhOJFxh6KVzSiJ5yFK4jnOdMS81Rso\n", + "73SQcgtFDYkcxsZXJ8WF2ulJX4LyqF6nID0Ti3KLYm3PNOLtub3qkr3+DHmbNxBeh/Qvx84ZrSTD\n", + "+WVoG1wLXCWjVxB49iCttKugb0B0QnRbtJ/ciZJKLEfMG72Bcbosq4jYoA2wp8nHSqDzRcJOCFO3\n", + "Fev3ym7e6oRzIEQNxtPuhonnUTScP2HO6BWM060pBeVMDyDdmuIs1qmDs3SyP4E+GmlZBFi3QVqQ\n", + "92jOp4ZM3voK5w+QM3kD3x3qjgjtU+XFM0XkJroGQNDB50KNNMK1ycKQMzTNHho01iCLaHqWozpw\n", + "QMrdbifMW72B8xi6zIMPXnkapjR/9rxI703We7VV02+2xGxRVNnyU0nOkAsZazr8gHmrN5AOAQTe\n", + "0QF5e0wC8UmuSjazvRqHoRwgpuoXLBkQfrVbopR51ZUsDD9g3ugNfMdQqsgFFU1tcfdn3tmsYKcL\n", + "q1fccyhXe8wEYZtmuvCAeas3cD6h3IMiZ4UAQtTh/Fl2T3PpT/6Q7jk7emVR+jsynq9FTfoG1Lzz\n", + "h58xb/UGxrFpiTUnAj/lZU0FqVotT3Q/zSt+E40FcQcamTceIN/NKx8hb/IGvmsWPeAikntVSnE1\n", + "a2qldDmBJzeZ9M7h+Va/NiB6OpORuE5SXau5nSBv8ga+yTsY7I7ngSCfnna44yyiKu54YckCLXZi\n", + "bsV0ZzkU50bdPVhk8lV3rfMz5G3ewHgbWYZ/Mqvi85ZGOgK65sdHsYMpWOttcocW5H3gRjkFC5bX\n", + "8MkJ80ZvYHwg4kRDc+au/SWcislO2fwTZNNdT9xhn31vlkVjbK4Di+JMjCWnjvU2B8xbvYHz3hq3\n", + "Y4WR8tesomRD0VDbuUOuUTLl0ACyA28OhQaQnWqDlx8X5QfMW72Bcs6sNB6VyFFmJXAZzprLTq3k\n", + "J+rsonS1N1xZFFdkfvqvkEBpO+o8YN7qDaRT8C2izND0mUGOlpo17GQRFRy1PCsRY5f01VKWtGgK\n", + "SbbO6rI2yKhkHYk4Yd7qHZQPkfzAcH1cCrZLeA+lHoQ5ufFE0HT1ZYeii8UUkbnYg0AnYCjggHmr\n", + "NzAe4wr12+BxqSnSe3MNjM9iYv1EB4Tt4XconQ9Po34u9YnmPyPe4g2Ejy4LI0pN3GUrG2painqs\n", + "JDf2VmX4YSdtLQqtFFZT1cRstHNvB8xbvYFzvj5ZByHPJF2gOMvTlsvCBfmo75ErbkVWHBrRzNn8\n", + "FbkF+A6Yt3oD6YOOUv416j8RqtV8lbWgLgvyXXvWEOrXbimnRbHQ0y7exBDjGik8Yd7qDZz3lCQA\n", + "bRPzWJh2hSzc0IVXGDJ5HvM6RcVjLbM2YGyBRTz2xupmnvID5o3ewHgbkkSs7HZEXZoZsyZuMUb+\n", + "tAsNVbORkqfFoNDZn7JmIffx6fo8YM7mDXz3XnhoXFY9plQ4qVURoayBicnaP9yelaXapkrBFkQH\n", + "RjRqwNgZjKqm6OF+xrzRGxiv5FhL0yHr23Tpcy5FlyvXbIvMGAc1YqoWjLk5wWt6cJ8a8wHzRm9g\n", + "vMckklllSi85A0HnJWawQ7W5OwfRgtwtbnzAMs1U7QHzRm8gPIYopYk6wBv3mOAYb1O3SDTVT1Y9\n", + "7LedbhaNyS1uQ71/rxj7DHmbN1BODxr/ZqTC8oSi6NSCKgYPyW9JpxBGC40/bsFY0ZD/uH+qYMlL\n", + "Oz5D3uQNdNOzxYmVGFhmGe2umMiKGuU3NODOtbSDQvLwaNdaDDnA+cjTFpYxD7qz44A5m1fwvbRt\n", + "Cq+lod+hZYW8wrTcQhvkTym1aZOQBeFsV7M+mUVydoz/GfNGb2A8orzMu2fpHP8as3F1OQ4tSyS6\n", + "Ro2fElekHjhd61Ce8+TDYcLfoAPjcUZOmLd6BefkIMgIEKuhovrLaisrl9Vlv/2sgf6RxJtRnnjT\n", + "oWO6iVmYBa3o9zpA3uYVjI8gReXBe3khHsyraHOSYQmKQ01VAo6Mbc1yKLplTfsVB5Kr8nDCvNUr\n", + "SMd4CE7zMcghpMeNs4d0umqKnNlZaZUZmbld8LQgy8A/RU35cWjq5IQ5ozcwTser+IPc75O0dz/O\n", + "JeOUB696lIOFVdytjK1FWcXdaNWGyHsg+fg4Yd7qDZyPUmVsvLL6+yzSvIJtpVKYSPIMNt7QS491\n", + "t/VOiyJhlZ6aJjmarwhPsLd6xLzVGzhv+pxzLTJiah6ik+Qn6lRQY90lTWZFv9j6wdAO4XZXZ3mO\n", + "JZf1GfM2b+B7VlndTkEn8qq8VjD2OLtmD8uUsBCKlH8guWgF+RxKp4MR3csz8GxbTjWfIG/zBsZb\n", + "FwW+GnghWBchJ1TXOQ6ye8YSfRnsnKEFscLJzhJWu2fsgHmjNxA+Q9IxIKgi0HMmvVpJdzEh08qy\n", + "kpkPgKJtKnuztUEj68jPvb5alCQzLtWPiLd4A98dovmDlYOxnDMzMuNq+XSSCOSY8BOtuyQsGOlp\n", + "5+57foKtHsInwJu7gepYeX/soAet89c+SXlzzaVkcuCQiB0F74YCRbu4w4LQmFjrORKxiDxsnnjk\n", + "PwHe3BVkQ5wav6TLqkvPBCrLI62ESnU7ItHdYO5Kh3JfxHMjpmEP7wPmrd5Ael8V+8itJlka4BKF\n", + "91rd7C8s/g3044Av8TYGZNHpJn1KTi/8JBO8+QPkbd7AeAyQB8N9WbHtNwRdgVVT28pN/VGfKH4y\n", + "36EojZrxe6gzpaUwccK81RtIH7Fydja0zjuvsvYcanYceVSemmqcwwpu3a8FMcNsV/omjJ8vXZsD\n", + "5o3ewDg95jLEGUbjAlDgySDsol1Ty3Vrwm0NuNVaa1E8yWZSFpPJZWvCHTBv9QrOUxF3JQ8MNITY\n", + "pAhUdQALeVTrihdbdXMgUuWmtEZPrnHFP0LO5A2ET0jWYkw8FO4NkoHa2lUcO3Kv7a664dTp5lyx\n", + "KDqAUObRw4NcwtfIq+x2wLzVGziPoUpDVp09f9HTCqiHtYsJgWJfCRXM0TvBfYtyK7lVPBClBE6b\n", + "nDBv9QbKJ4UinCXN7D83fuh76iuJRa43JjLFY0FZobrH3KBTuiD2kzx4XJOdkgPkbV7BeNV+iTB4\n", + "EbWMApW8Rt5qkHNWli0PuzXFYljUZlej8JJyXR1xwpzNG/hOCEp4Mh/6WHSPNtaHG1MLy3SJiiJW\n", + "SfgHUJAzs+IOxYxn3xPhuYkiFh0dB8RbvIFwzhOySjASK+QjStyJdW/S/9acktBb3GlRbgA3EhM9\n", + "WyWhz5i3egPnc7IQNv2SH9Mks/qxp3WMT7MYlW9AW1a2KN+ApnSMbiOOJtF7dMC81Rs4ry1q98Tg\n", + "PW0q5TSGuCu1sCsn6RWM/djucQviFrUd4jxnojmUE+aNXsE44hO0ThRkSMLklG2Pa/1vHXY+oiV/\n", + "kBsQ453PaV1GNPMRnyFv8ga+Rx/ym8x9tbVz9Q03qZZ/AuehNOZEfz4fyCpEbtHIFea5xMYLStVF\n", + "g87PkLd5A+P0Qdk76eKbB26IyzP1rbbPBd8yVBGlmvkIh0JKpTxDEFDUr0hIzh6PmLd6A+Wti1ZT\n", + "6fT8zR5kcWRNq6bMbd9TRhmS20ZrQZQ07MZZOm4KAvla4xHzRm/gG1KenVveBjyKJjvcKWzPW2Xl\n", + "aQ2CooGLOC0KRQMTV0JJ5WkNOmDe6g2cs5gNHyVcs1mKH2GtqknZCpGn6RQ/HEokOlWP2IwQ+QHz\n", + "Vm/gfCJy7GUOelYxWVwk6m/qHvKUmmkPSqJQs3QPLTo7C9Ss4yNIVlDagz5D3uYVjONwQDKrN5aw\n", + "lfassnTIsZvgyZBDwTpNs6rGoKx9za3Nuo5mcOWYvZXPkLd5A+EtBNFrGkhl0XddxiSC5shbkQkG\n", + "vjyxkdoSbkFssjakFrj5+/I8YN7oDYzHGLMkxbHZmjWbEXT23T3eX48O+ViP6tc7lPJ6UifX1moy\n", + "KuQHzJi8ge1JhwL3F1eITKYpGuR1776qVs0mRlaiWbvGHIqef5ZDkJVieRajXHvAvNUbKKfbS0L8\n", + "XjirOuRIKVoDGi7ER177yY5bDFFMeDLgmNc0EgifMWfzBr4rPWAc03PHGrp+uOVQGzyLW1CDDWFw\n", + "71Rk0oJQWE79EZKcdj/NAfNGryCcoj90eJaYuRMuqZCqCgVDqZrpSPwwkudtOoQsGHkjwrOfY1Su\n", + "U6QGKg6YN3oD4yOIdhC5gkhvxyFTEnHpNcUiUYvE+DO5/b8OxdC92fFbsBNkLD/lgHmrN3Deqx7j\n", + "A7K+CAwrTwOVpawS3DlOZ4D1xS0KTaZk/L887Un+GfNWb+A8lpY1PY7aGbEg3fpliHOYerT947wV\n", + "+0nXOhQTWOXZDZnaMD3kB8xbvYH0CTcPIykFbUKorcMhb3NpBpdmxSd69VG+RdFgZWL5rI2MrD7x\n", + "GfI2b2C8J93N2XjtchHl97gEbbKdcptOL9hgyCNaRWA0BTxTbp8xb/MGuhHj814gboNToRV6XscK\n", + "8Z+V4nGJqegcpwXhdEvOUUY16aldm8MPkDd5Bd3cuhMhkIW246En+lBnZUTbddiCjIOrr2JB1PSH\n", + "acxnr3M1HR4wb/QKxlMTmb1Wq6jZMOP4kLy5I9jJFIp5LOMWhGSNZRXbOvZgygHzRm9gvDbugGsj\n", + "gXEMKuM2C02P8NpehRuNI3vOqt2pQ4UW5HHkrYFV6LtS0eVWsE/4M+RN3sD3DLJpueTYRe8dw1cU\n", + "dWshoks8KEVlelLr0znuQDyoxYgyBYpd26opHzBn9AbCR1JdyRnm18RMFOaUxwp+Yjeykim7XeIW\n", + "jNAdMuKo5Hg/spIHzBu9gXB8MiEZckGDGEdFv1VVJEMWte9lkeTBQaOd51XeQYysIaIcPckEhHQy\n", + "8rLIz5AzeQPfc22jSSwNPKVrPMxVwyfYbBhrIhPx9KkYFKcRqg27FyWZDWMHzFu9gfOei7SmJI40\n", + "c9XhiBTX5kJ+ArltvNNhbBpVDAbyq+lFKcRiWG3jB8zbvIHvWoK01Eauu2WdzA9dN4zJDObssiQl\n", + "ySCEKqdakB93o446ZT4zNd6R8hnzRq9gfIhMEJEB0aDIv6OgJK+t1rw2qQ8OfZybYjEsJLCeCJTj\n", + "WbMCGmcHzNm8ge6OrzsruqObFt06vEqiqF7QnGajG+5XaCqvFK0FYyivEJ8sLH1vno1uB8wbvYHx\n", + "hsFtdIyPhOLmFDeFwqC2hDzjXj6LqeLI2apUvt5AjCNDF2XULiI1jaLLoMtnD5g3egPjIsZM32w6\n", + "aSGCgFZXOB7kPRgxZrxS0BeYpVC2OHfokOKb8grFZfTaUjB5QLzFGwgfIcoGIAp7uJsZtbZRlmBQ\n", + "TLYEQR61r7UZFIlWV0/rpgRxwLzVGyinMzZwp1vjGbUQeYkeuS1pLaSZdhIFZXszF+FQBOrPytPc\n", + "g5lE+Qx5mzdQPlZSHEOEMRXZG1mXoiQk95+s+Bx+ws2iRJHTT6EneafFP0Pe5g2E15nFNUyTZ62i\n", + "Ds1GccZbkqqjOOMYYjaKExbEBK1dzU4PdZnLGT9g3ugNjI8mbfppwqfGthPdZ62dhmnYblqWoHla\n", + "gxyK/p9u+n/ofNrdtJ8hb/MGxv0zHkblNC3mUr57xoOr3vtnfNoC/dsz/hnzRm9gfHaRkCzsjiPd\n", + "AU95Sx8UOmOfufDxKqa26VCcR+WpYNJDL/JAMhn+GfNWb2CcQk3ZcBWwYjljsgTTbjloLYIuuUf9\n", + "OsXu2yUsCsE+O/pAt+qWuD5h3uoNnNccpEWFPqBMcXL/m+ZqkYEKK+jkeUujxGxBntM0YstYMhNW\n", + "0HnAvNEbCG8idkhhD3qYIzdINSxgmivMt1qHQRYXaGLFgvSsv6pJnlAob6QOP2Pe6A2M+/m2mLOs\n", + "SCk1xG8G3CCHZXek+AG34Bah+AG3A+atXkF6Q9GRRxUik65bxdcwSsYk9xb6QPnMSu85dDp5PUyg\n", + "9KXlcYC8zRson0MizY4E4i/6wFwveyr5bwLBDrVCwFgT3ncd/xNwn0IwyJbGoKmjKDJqVQ3bZlnh\n", + "dLPhDuWJk6ewxrw+2wo/Y97qDZx3co85Y4h5COJcdgDVunpV6IdgCstDjxDVeHcoy0/EuYXcczSF\n", + "5QPmrd7A+SD3mH3yPlhZUtuxdAkQynDzcRApSLLtWA6FtKdpukqyml0cxM+Qt3kF4Tq22SPvz8sy\n", + "Vki/War62tmALcAs18ZzsioBZ8HIa/HmnmQLssYjhZmPmDN6BeNdqhIjY0pcUlnwljXonCboxHiD\n", + "VCy/3jEMN0i9ckpYGUzIecCszTvYluw43Zygewj1LdadOZx7kRvv+mHNiFC/3lGQKivXeUEe0oNh\n", + "rWs7Yd7qFZTTF5qbg9DYQGdEFrV9YkU5z1wh02J+elueZ9HpNuTRT+6V1/T3AfI2b2AcI8mc86AH\n", + "G/1YyMDCPeyaIE/IdDFbGWF+n26XtUMh3GQWVicUkAdOeOwrO2De6g2kV0jkV+6zTDI8yyc5Bhe4\n", + "c7yLt4x17jznai5Oi/F8rLkbYQeHdavjiDmbN/Dd6NOjCFETT3HKoMSzdraz68fij0td4lk7u8HI\n", + "+qtutSxU9BJm+k+YN3oD3dytwr35g1VoSlT2hypO0CEzt/5bKtXKHziQvidG4oBOpVdYCm8HyJm8\n", + "gfCGGnuXyRAkEbv0rhTt1Oc1B1NXRwSdZlNVLINhi8R4dK/oOKJYR7dDnDBv8wa+KULvEvoEvvc6\n", + "E97D3kkz4iN+nWp5VeumGLBVXmu99vjW8QhcHyBv8gbCOzrYeEkeShEU+2kYtOfwbcshThBeFr52\n", + "n1oUwqhMne43zbbn8IB5qzdwTrQN7sfC9/5rjCFZxKB9tegkyXW1HELPidVPa0pf72iioJ37yFOv\n", + "2nTVpOvoBHmbNzDuxlE4u8IDy6p78DaNErMIjK+koUXBanoSg27i5IR5qzdQTuxyxFkCt9U3ERyv\n", + "QWVsEroF4bpNDHEianEFN4uWbGtqiU4LDBxGqGwdIG/zCsbjOr0r6jQBO30Q/GSt/uD55HNWZsNL\n", + "sdGPAyEZYUIcZAvqWLPhB8wZvYFyutPEPZwdbZ5ZqhG765A3BHGDGuupNFfItyASLLZYP4L4JHX2\n", + "I+aNXsH46HJbZpTNMFjIvSpDhWpbsGoqzY/OWhDlNzsei0RJUDGVz5A3eQPf5D+IZCpa4NCcxXP5\n", + "ePakxDm451v3FWKM3K5pt2iCTOfTAZQhnL92Ep4wb/UGyluVTGGdCIGwWAzNWRTlS72NrrWGlF4K\n", + "3Oed3YpIC2J1mNkCCfGnPHjQpB0xb/QGxis/5NAIQk0hdNFoqmWuvtr05LGghWJGUiwYmyz9XQ35\n", + "5MT0ncc6YN7oDYS3PDVxBU8lziqT8lPXoPbsivhNpFG0TcWCKHbGta66NVvA/wB4czdwjWJblfEd\n", + "7GBLHHnWthb/oJz2OIVQwTdrrB1K54o8pauatty+j4C3dwPZXHLg7WF1DXDy+HDWJZyQfN+hvQxb\n", + "PmeJQ3lM06yvwsowjd8PkLd5A+OQH+MWoIKZcAr2OLbPdJVtifFhR9tswtCCkVONxuurr5nMaNsn\n", + "zBu9gXG6IJskUBqS4pgYgVPYSlvrfYeNM7s6gap84FCI6nc+H1jeINMl+QSaB8xbvYH0maL2vQ3p\n", + "GIdP2PvaG17Uu9gt437vj0HRF+52+0Bc3PSMf8K81Rso7yXIML7s4YVKE4Cx5A+6LW/OymXKNVJo\n", + "wZjIKI5r/OOQOEimvHnAvNErGG/ShdULb2pP4qvkvWs20N3KJfoUJUqxE24ORXxjx9iy5BNTz+WI\n", + "eas3cE5fdVnaNlqUJYXQVInrMO9JKgVCeZNlJjvaNCAWEWKic0eUnVvDhfED5o3ewPjA4CY3vHEg\n", + "DrW9KCeLdncmGfnjHFYK0QkHOZT8FqcOFCQ3xkmsz5C3eQPjHfklnOQUFpL7Qo+fTKVokXNGs4YG\n", + "2T/b+2bByPrZjx9YhllDc8C80RsYp7/wEqUkSBjofCH56HqoiIyYbHDDLccTDPRV+HoDcT3ysFvr\n", + "cnBAnSnoArcD5o3eQHhN0jJOpLMYmW6N0ApnKa/5JFR6dEsjLIi+b7sYgmgMO6dywLzRGwgfpchQ\n", + "xBwZQZDubK87r5I4XNHAk8KVYERTLQjvfBrJMd5LuALPA+aMXsF4C1qIqYPiIVnKWZNWIuDUPVMo\n", + "STdv7qZxg/JMPWo4qzE8mznlA+at3sA4RSJSXyN/MH0NCvtR7Exdcyu87hhkSaN+xKzlc3E6NPGK\n", + "lafpCunvrs34J8xbvYLzotmVgUAzliyh/mxrUrkXPgNi6l36Me3QrEPp13YyFhPQA2cO0XyAvM0b\n", + "KEcPg6ytpo+PqQV+nQ52EC5nDt2q9Ut/SWx9uddznHY/AXRBV8H4ABlri+QIducIGTSHWmZIX//7\n", + "f6KPCob/M/33f/wpff1P+u9/EbUnnEW4jLnvANfJQC9Hpnuh4iuD71PJkpoX/Ry6N16tyO8oJuNA\n", + "l54BIIHcV06opfxFl1nmzpmMpAQ30uCZyiV/NYoWG39u3u1Ss7QDowGnTY7qQoo8iEBviv1mQPS4\n", + "Vf0Nfmao2vN2XfohUTAUOE7hGw7BYF7vd9JDypWLyj9p+iiBsyHIm6DzcFknjC5U1vccLH2rK4DV\n", + "ZKgPHVDPZqdx8CghOfeTVSrRpLuHXLixBW0WWcIEJPLlppWFHz2J0hOyZCg0jYcQoodZ7FhdTF9d\n", + "TsUL93U+pPK9jr/VujwWMrIXEBDi2/cYpJ/StgEH7LEHb6xwOm5wgB333ynVvPWq+QxZHginhfNS\n", + "UPOtdT8MGLkUuZoYVisn/aZnuQUllJxB9IH2zw5xJbk9sIcJaGxqHvoDQvbwxRHPxGgA3QVx/1OE\n", + "pLDsofL8fFyMkI/1LuhUyubZHZqsh78FORFpa3yN/XPnuG5/VCzIZe8IhypWeNdPL/7Xv3E+pEhn\n", + "AjfJ4mmraAHBNbgGYPdXsaB4ju+iuQUdmEaxNx0LvWU8VWEeMWf0dFj8hz+KI30dxZEu5EjXKaWF\n", + "3nXb+nO0YaR+nW1aPnMgDi1Tb0f5HVVjnpo/Yc7oz6Ya+W0WyaMDpGUpL/SsWajnpkCn/borauOh\n", + "bgdivxenU5P4EpBWqrqe9IQ5oz+baTzHyGTTdzx+tSpr11IoXWVQ5OodE22CuHv5Wu756x1M9KQ2\n", + "/k2SK7bxaA7dfP2IOaM/m2qsssQznRJFD43OVBG20m1r25Vh5xm+jGkscWDC5agNJJjF3O7xR8CZ\n", + "+9kk56lzZ7Gnrx66ipvqkOXjFKKI1VTpnl75egfpW8AFhIHNJ0TnaOxmpZHaEXNGfzjVUYsFRPBX\n", + "J2cCEXhcSmGPkw2ql5etSQ8HIqgziY0cCm98EKoPmDP6s6mGK8pijxmb03tUEQidrFwxC2turKBF\n", + "9wY6MOUig8QSLGRUkZeuxglzRn820wE04PzI9MANdIxhy0Bc+g8rBmS5DQSB7OEPzSoZMKXKYd/A\n", + "GiUEA/RmompqnDBn9EdTPSlyxeGcMHY0iqY20ljLRzWk1vZtjal1XNiCiSIgjuZ06mM2jl+1e/sz\n", + "5oz+aKZHkUHKCP1tiuF0LqS0XQ4wy0lWhmKdHxZFOjSa7aJQI10rSE6Yt/qjue4UuePI6GNgeZ08\n", + "1QP1K2kTqSZI3BmfOlQDzKAckHCOIspcajFR4gHzVn8219CwxIgN5tNnjrwsA1XWVTqfewfMzqDp\n", + "FJ8FMaiUjY5DGZyIkh0wB8wb/dFMtx506yV5A7MWPkEy1ryymkZ4TU4BcXl7JSSlnmgxrFK3JUOM\n", + "mXVdGPAZchZ/NstZJKUzFq5MlEsIgqr/anfi1G7leh9yu3bywIAYI3gGDDo/6LJ65BPgzf1sjiFb\n", + "wf0HMkDG6nWzldWRLSnypJqhtgXegpBzsDtxe+WMhnSUHTBv9EcTXaHjzHM0IctqYnRPxq7pjlVy\n", + "CJ0HfrXmoHtdLMitBHntbsGIacMBnJFq/wx5kz+b6CZbtylYAdHw1zjl0aUEgAIOh9o8ZFBdWslg\n", + "EWXXdTZAyBSxHz27nwFv7WdTXKQRsnNZjUNE/GftfI5WgnEVwrRlzIJoRLJtYWMYDcYD5o3+bKa1\n", + "5bcmvGc6pLVXbDWLrcJigPlVWcyFn2YL8hgCF9+ktkj+Hrf1YlL1hHmjP5vqVNjbKI07T6v40hSu\n", + "ibuBSu3j1FXf0G5BFDxtz/osj1f3GfImfzbRFJDtkDAGrAaCkxd1Nw4363G8BlK07q2nh8Eicvjl\n", + "OSBmFf+thjPmbf5womWXXEHFP3TpwhtdBehWFwH9KECKthFoc5IFWfQp7Q6kMrtsvSmxHDFv9Gcz\n", + "HZqmoOGGBfK8sLUvDJ3MWF0Zg/MRqy1DR74syH0Zz5Zs4ol7NlKL6Yh5oz+cag1SKgtuD6goFDT4\n", + "KNWry4VHvVaby1rlbEBm7JlZLNiC29ao1wHzRn801fjc+E0vjTfDJ7kRqy4AXV1DIpmz2ob0pLYg\n", + "zoHxHMf0w3ux8AVL5hwwb/SHUy0b+kporO0nddqmFa3VhSXnR8suaLEghldWcAIq+1yHxyfAm/vh\n", + "HOtK8g6Zsxgi/66F1UYzRNhG9YiK1llFIdSCcCCkzsoyoJUMsXIA6xF9hLzJH0501iMa2u7I4sui\n", + "bHU8VuOgOB6rc3B1hhmQ9/I9zV9gs6XleBwwb/SHUy1rmyLvfYfaBLf9l/1IG0WFtddNJZ8suNe6\n", + "aScrsfkoKhwwb/SHMy217x4THuqYRElhrMtQrzEpGq72Vg0PLRhrkrypxIBwZ+KqC54wb/SHUx2k\n", + "wxE8V6mt6KImdDPy+VqVZrtT0oKg0qyNBJXouxe5igPmjf5smseUHoPJQ8gUlbN6XA+batYy5ERp\n", + "88ogBkOCyGh/gMwyVq70gHmbP55o/GZkjAlhbh8Vl0xf60W0GYdDMs40pVuQc3FP3znofKbhDpg3\n", + "+sOpHuJs5MwSCUkaPdBmoVSbKgvkmU1rhwWxP7w93RtM5y6zHDBv9MdTjYJWSSgCoPYv04dtLKp5\n", + "pHCMKazYOWYLgk4zqww6eaawYtDngHmjP55qzpE2RIf0ROvA/thPdXwuxR7cVjcL0vfAbG4Dm2Pf\n", + "iZ8hb/LHEx24rwM1E4wi8zONufFF9JMy7YGzQqtIa0GwWXclltncGdPPkDf5w4nuIuPJTUXQLsTz\n", + "3Vve3vRTA8AGMpMvNRi4TE9KFGQ+NYAD5m3+eKJFAE6ODukxzaFtntu+D9FHnZ2Tt0FUXGd1ntws\n", + "6z48YN7oj2cavxwR6oZYS8qFWxO5hCcxjYWOZnGBBUGnWWjKdO7E9AHzRn881ayX33CgRgzEobIV\n", + "DdU7csG2yOk8j4WBzBqcczF35HLAvM2fTzS3EEzhmfs8ysqYNqvgjq59s1PJgtyv8SxOotjnUXD/\n", + "DHmTP55nmdJKSSSBWJi2BEP0bvPoUaRntc3DgmATBRNt5WA242rzOGDe6M+nGn0dKGNFNHrupWGL\n", + "6r7DFrSR2jyeAbFrxuXqsuws5bDlgHmjl1GNesuYa5j2nWrbXfpOtekg/YXqT5g3+uOp5nHDyqKz\n", + "WXql24z5oRrnqoiKJQ6q3VOtIOhkZU7z5D6iYp8xb/QyqhHIhKobqH+hOjcTjL9R3dITcb8x/QHy\n", + "Jn8+0az1g4g65qrDLeaZfppqiJXSuN9gE72baohNjBENFXcBnbup5oB5o5dRjenavPJL70zXZ57l\n", + "nejyDK38QvQnzNm8jGf05/UZ+vdEcw8epl++YRqHAD2Y+TumP2He6I+nmlXYQ+cYUTqnY2qPS81P\n", + "XIzKCkc2O3RZGNg0O9SYTXEXyxFzNi8jukoEF78nur+5Ho7pN/fCMf0B80Yvo5p7xkbt31NtB5ff\n", + "qY62gvVG9SfMG72MasQus7T0gWrbkfdO9W68e+f5O8Cbu4rkzk3U0ED4QDKXsLXB9I1kVqlbTaRv\n", + "PH/CvNHLqMZ1mGud31PN0ierr+ad6mp6Z96p/oB5o5dRzR1M4dOFON/jFkv1W2ziqP6AeaOXUS2b\n", + "E0r+QDU/f/mbA6Q57VdP9WfMG72MalHGy+U7qjM/nbu89U51MyWsd6o/YN7oZVTDzetrB8avVL+F\n", + "45bpt5DbMf0BczYvIxruR2ufHmmza+QXop99Ir8S/QHzRi9jmhtrev32oM5ujvmdajOr/AvVnzBv\n", + "9Daq68gt5m/dj+yWiP5C9fg2cvkAeHNXkcxtYz2mUj+Q/J7IsyS/Jesczx8wb/Q2qqGw2dKno+Ot\n", + "iuiofqsUOqo/YN7oZVSzNFAIn44OO/D5TrUd6nyn+gPmjd5GNb0eev42lUesGLG2X6h+BNl+pfoD\n", + "5o1eRjVvI4rxg5vH7dK1pm+pTlx5Ld9S/QHzRm+junC2+NuEHrHy1jDmqH7rCnNUf8C80duohuRE\n", + "Sh+CxGgH5d6pDp8Sep8xb/QyqrmG21YT9S9UfyolOvHdX5j+hDmbv4n+TfQ/heheQ83lwzmNRdd7\n", + "zuWd6fEMs7wT/T3kTf4m+jfR/wyiWSy2f+T5U82FyOyfai6fMW/0N9O/mf7N9H9spjHZHOYHZ5qH\n", + "l3P4thLACrJlfFsJ+IR5o7+p/k31b6p/U/2b6r+PapBXxqdGhGR1J96pttoS71R/wLzR31T/pvo3\n", + "1b+p/k31b6p/U/2b6t9U/7Opxv7JFD/lQKzA6TvVVsT0neoPmDf6m+rfVP+m+jfVv6n+TfVvqn9T\n", + "/Zvq31T/pvo31b+p/k31j6RaVl7QfyZTbX6bIZzHSjZ9fNGLskmgrnpXon+qBHy4VIb++s/yazSd\n", + "06/5z9hf658RzsIrscEv4emPhC2UM0OZM8fxGjp0YF9OGJPMAP5gLXKsUsLrGaugK/+hv9LfoJ9e\n", + "HPwX6CdeGn5J//yrjJL9q/SHMWsSq5rZf7qE15j7j8fX7I3/DP2Fkl+d3xu/HbVpX13v3f/ZMF/6\n", + "DmEca+zlHYb6qimXvN9Nkg9ICH3wX976elE+5tTPv/9oKq8Q9j9ZiYewWbH0Evfyb37L+l/pJ4Sd\n", + "U+sfNT8N82rC9kwld2z+6fW5fkh/5a9cTvp+cl7/lP9p7JfxLun7PN9fx0fd/+p87R9Fqq/9ZLRF\n", + "nH3V/Cjsq/FV3s2G8favh/Lif8azry++fbDnz1oeAqbyNg+GzfhS7r+hmKmP9bUfyfyq8uu/+Nfp\n", + "mcyykfj1PKZR3xL9gzE/X4Kw3uofMb3yemiel/HHIeEc0/sfx3f0+ReN+fly70J/u9/s8yeq2mVb\n", + "Pa/3Wl/P9xX/tnzv+Csoj5R7p/qifKy6nu/nz5ZXbvvT1tcsm3dLWd2PyLcEg/oUXlVpSDwZRbTT\n", + "Hy5vL/7ZvZjRZUwf4jl0/O/3X/qjvNbj+s1LRf8C/93n2cKm66avm3/00+tkRgn6s/s0H15e7+O/\n", + "uze8//Bf7Msxv543uF4M+xmO63Hnk0cYxR9cD5C+SH87vNo6uQNrxH+tLzXb26eheS7s+//2neIj\n", + "5LI4oTdLD558behbtt/YepUOZn0DEdrp9I/RlR+31SDfKffaOj/8H6UvS5GjvKR91tMzVfYjSP+8\n", + "fZDl/eFP/HIX0XXS3m+ixCvQ9I/uX9Ofta+H9WWiny000PSbKe+LfsTru5WeRx3f5rdDGe/puzMZ\n", + "MhDhlzMZZ5e9IaP+SIme9Fqczdfm5qGxrs/7vBq5ZxrvYFOlL8k77f7P4d7VY3OuR4QoqetHIT9V\n", + "4ZIp2Q8rPTnydP35T7ibP75WX1keKuJ2P4PPq/TBnvdUFz1/xnv1T993T+Rf/w7Xq2FNfYWWXZi/\n", + "ul4N9xSrR9W2fTBWLM9zlojNFeqMuReXJ+b++rcvHv207n5IyzEwrxovjb7qcX/5vJcWs/O4yFT/\n", + "5enHlVyWl2H/NP0Tse+XnX+Gn9h+H8s9e140LsHzonHO6C8915R3zuit/OKHufdtnLN1Vto/GbAL\n", + "K+zD0PhmltLHNfuGaHYP6IGO7/Tv14xXluy16LyylL77SvufgfXKYtHn2v7hvP5F45Hh5nr3x/Zr\n", + "hvrnteWLbXPiie1/cftWjujHD7MfZf9Z98mdH/Zwt72wX+gUH+z1HIXGAzPOltAQnmvfOkjBOVLm\n", + "PrdeV9on834xG7fC2iuv9Pwz/C+bV4wLY15dntdzGXm/i/51EybJOzHvc/tc9BUub47YH7jBx+PL\n", + "WYfr9by8n4BfuVRna6x/7rmu8eSs7996NS2n4Lmv4ZZvL0bva/fac1/bl5/7mmyG/ag/1zX9vfZL\n", + "9EjXzC+vkXOTl+/2/EHEjcusua7d6+a6xorJ58e9gkLyCb+5siPWxL1/OfHOvvvKUnj8/IP7dTzq\n", + "9th8Lm06/bertW5t+5q5ts3Leh/Tm2hvV7S83e126Z97YhJ7ccOfW8GHvbj5hrDXMw7sx/399uV9\n", + "RUcbnz2vGk/ZXtz0BldAsJ+5b57Ov+fqpquIh88TfdRfr+6JFVIVySMsg5KrO46WeIi/VWwWlbvX\n", + "v7huaffXv33xd4ql/06x/PLT+J1i+Z1i+RdJsXTzZdiXftz33PNqlHzBc+XDA1yfbl357rXnyrcv\n", + "P1c+Fg0/34jnzrepi31ANX+KhcexeqKQ54awl7173Vz2f8SX8eHU3Gudrk9ovr3C/e1s5qdnvsqI\n", + "rnp8fz1io8H27u0lH8vL3/D7BXO9r9f0zq4mebJD8odcfS28XelEwT7y7ZVu3GV7g+Oy/vVeN68+\n", + "kbfx9p9b3bwfc6nvr+16or559P76O230O230Y9JGMU1otvIGsG/yRtCu492CPfTtfNZKMSP23s28\n", + "fU/72vIy3V/+9sW/kTWqbx7DX+yLPmeUn0fkLWf0+G4udfRLhkjSNW/HdX/l52B+TxrtW9injfbL\n", + "PnGUTL7apI6KzXb71NH/au+KkiVHceB/n2IuUA6DbcB3qneAvv0iQKkUuHZ7fjYmJmq+5qloG4QQ\n", + "qUTICbYU5l573uhYIGeQw2VCs445glqZOJp1rbwR8JSnjiD27NGFsGxmj1a4yZPgqKNqvvmh+UEv\n", + "9QQSwIfnkK4H8O/ExCQZbCxzH5hPgv4dnTQ3dIqYySRTKPNJi5oHpZQeIeeWZsS5b7R9GyIkDELU\n", + "UiCHTtQSAANxSyBWPLdErz4nvHYywJTrp8mgHjFJdBamTJJ1y6DlTrZgVFL5BCy39IArH5Qo2hXz\n", + "1/mMOhc/Thw62DKKbK8GNnx/g4wIduvKG6qqu0OhozisaCFBKGAc8mPvf47x9j9Ve+9fkUPPU5Um\n", + "r8he9Fu4sWMSCqGiBpu3UnT6wjDUboNhDNEMcGjXNYT0LTwNxl1bjP24rgPsVBA2rGG2bY1viral\n", + "m0PljXqDW1XrZdnURmy1q/0m/H5seH3azHwG0gnbA+dQd74F0Fe/cDKdgbZsOcWIvNWcGmlZ9312\n", + "dGMV10k0H9dkwh0Y02Y0mzo3dT8kmloERQhy2mFwunpLm4+LoE8eU1b/IfZPCOs47614mZg8g6QL\n", + "K1qgN/aQGxZY3wYDrvNpGyhZXLUcZ4HVfQYKQGinUYhzYUEK6IRbqn0IZhejm3mDSrWrt6Mzuu6f\n", + "JumPAFRq0DDk+s/yA4BawJKErisEesZKj6jqAX59ubsvd/fl7r7c3T+Pu3tR/EUgi8UdZBHNwxjr\n", + "pMQfgCYZyhPEkmOwFWLJzu5AlgoMZgmDtcIsec0Cs9ICvQ6LChzIAvEzMNbODs0gFqUZAGEdNmrD\n", + "TKDgHL6q81dWfFWHeD7jq7pbhRlfsWxqA3wV6JCV8JWEThNqKkaZ2rZwbGsUvtPaJnTlTKZgu3mw\n", + "IzGwQskeBq6qzu0kcwzF4huAq3Bt9qJbsQXOg32LYOxU/b9HcFVfWxZwRbifsFXaJlGdu2dkFbfy\n", + "AKzqrD/iKrOyBqvoT0JVJDVQxdmHicLCNEOqc7Nt/BiD2WdA9TQvX+o0f6nTfw91elfc2Qp6hfAA\n", + "/Ncj+p9f7dw9yedmQlHs7mQA+Y9n+Y/H/h/JU0q5IPYU+RmePsVZ2kKfrlheeLDlaGtkuy0xdONQ\n", + "ERmuHGpAd5hCDb7rvu1EoMLPrATqOcN57vrEoS5pejtlQS0UKpTrONRZ5UqiPnOoHyhUbLMzhfqQ\n", + "tuPnYmZRj9l9NDr8A4d6WGeIQj18x31bJlBX/tTwlNGn0L3jT5csPa+HmUF9JFA/8afkFR2BSsed\n", + "yqBa+tPEoYYV+AeHkGyzvFax6WbKz9sJkIwEPT60pQw9ExOx+oj9o55gKKdqq5co1Yl6lbHbKcnM\n", + "qEJTjlJd9do4VaNrDvl2lCM94Zpv41qehZyqxee3n+TnCPtaWhZ8TerInjr0/gO3HmMK7bO+VwoP\n", + "J2IPWdM/v1oqdHXSAtrULzuZevDn9OrHTOwvp/PldL6czpfT+edxOjudtIiTD7iRZt78taD01wOW\n", + "D8io/iA1x37x8OvfvhPfu1z5G1n+ayLLWIPKdo/+DvtDRrhdnq/mbXfk+eq8u1PPl+0/RosT0P9h\n", + "4RQrHkTaTbHiOZt6Q/2zcMSK0xJokaLB0CVS3K03HCrua4jC4ilYtAP7JVhcI8UJOIxAkZhnixQ5\n", + "CPWRonbPBYpLn0ecOKcO/XjxFCkCxCyR4gQNeBLmIDE8BJUHvXIKEwN1heLEMHV8au0iRUR7Ze6D\n", + "ixV3L6ORuTDRkNwcJiZ7OcWJa3ZWCxQvct8cKJqcAkWiM3ygeC6wwTJ4fZz4lGxjpu/CxLkHp8uP\n", + "4jARYgsTD44dOUxc0288uBg30ixEzBYfTyHiRe+1EPFBoyMdwrB71AOhmJygblsZ7ny3NIy2IXBE\n", + "2QfkhPd2Yu84CU+O5ImbQqKKXHa+pYSc4KRTWS2MCH3T323KDgpQZSeGb6y2uo/trCWsQH4i9Sdy\n", + "LqNtuCY++p1HWYKctX3r4Vg157R43KrflYVrBxlLymNdjLb8TxyK4JLrgdQpviE7NYrjYmamS3jF\n", + "0urPrk5ddja4wFkesL5gaeCQ7cBQ3HKna3cwx24syNJPdKxntvVggI27ODDVshNpOphJ6/yOrl2c\n", + "gVYRRERWS6ZE/kOdtbyRAjacxVVbKKtcAi6mhvTZsiZGN4aKVCLmMzWSR/d+SwQMlvVA+k5DTAgM\n", + "1UNKoQcglhsHppnKKugEXJS6Go+/fjv9nZqStKp0+IBInN+pdzpsBUIq4IfZIj1d5V0jKzXMwlu3\n", + "DZZaIYhEKcO2KbWxYmGPUdTeDqdwXAbACxny2HcUfgtKsKaZDnP19Sy0njpp7nqOFxv3pSRZ64LX\n", + "36NS/wRuuqpNFTRWGCvJTLd+G14gZrgOAdX7vt85o4CTl45STmeKdVlJLax4aBmnJ9nyr5+xabCg\n", + "YcQyP06I+5lyQLLDo30Qj0e8n54rPXjlS2/zGBBWUbUkxcG5IFCPO6PgEnRnEIjb986iFApEEvr3\n", + "7AJrddfNU/fMm8HvbXmmF6CvCRMQl8leEf9XH6unO6+ENds7MMDW3p9g/YSoD2iYlTWso1cu4ZVQ\n", + "o+A3qeqFMi6LRhvguk9FCqZnkwWUcJBenpbOaij33jf1rQpbTc2BMG6JWJ7UNOBV2fBttuN1dIWE\n", + "pmiTVVzUR2lPfJ3+ta8Rr5J6s0IUDAONaLyvk65HmXLkKn1/56LEptp0bxivIVlIxbbam5Lmjd4M\n", + "YpPu3eKMB8OVEo5oCtFh6VIfTU3t1M0/9uixMV7e/7YuWpuouSL9YWNKD+LCEmJ9vSVBXVSRtENE\n", + "YO0MWMaDUaxpDZkmT5rsrK+sVDLc/jd5B6E4h2/x3uFE8GDr/kxbit43XFHTUtHquoAnvXe4MvZ3\n", + "8w4mNKM1GXmH+tiAuWPvULtweF+gHWXncIKVtGby1Xrth3MOXU3kGZwem2avQzO4TLsmI7dQu4eb\n", + "BewWrt1gsC52VTB7BeHrjslZtDOH8SbyCscNZGtr0ISmYJPBK9gTu1ew12LBq1bNJ2AMaEOjdU7B\n", + "VGNOYVFhU2ypptRMVSt5xbPtw/gTFbbaedTW8DcKZb2qPuSJWk/iVbHQ3ndZpQbaHdAD+8c5vEgE\n", + "MpXQv/2I0anghTiNWr300kXjocfu/cLdCmmZbIvRB2nVDdKmpPsPAkib1SWu/zLpfPTTD9vU9JwE\n", + "J1+1Q4DOrRBQ1lUzuvRuT7BFo6+wghsk7Sq7l7YR1Y9ehdeObTgDApMkWDbgixLEkrI5YRyBngYe\n", + "G1nXf88wodBLu4VIrjb2GY5g1N4sGw7p3exr+vP8o9NWjz1bRH+GupxPKhlaXyu0276n0g+VO/Z0\n", + "0oE989nChfuOqSjOfJIt//oZexZyQ4UdvDi7/cnBt9zAycFXA5jBH2gFayUka3ly8NXWNNi8mPkc\n", + "wsS0p9qvOfhoOanewSP8M889OsoOXk7I7snBBzv39Q6+sHMvzv9ELLTEzGY+ZscumskPjl225TA5\n", + "dlVs8JTmOaPANopjcewh8MZiZObsPkkGx25P7I6dpoac0QT2MAbzRDZa59hNNebYFxX+/diuRlp1\n", + "x933mNNp6+sWJFjqUrjuiOXlhFqkdxdqUr79278/1Kv1Pgnnf/7h2OEba31jrW+s9Y21vrHWN9b6\n", + "xlrfWOsba8X/V6yVg2yapcKVQjR/KtUJnhW2SQCmUNAJFQpKQgvSWxUKPgnnf/4BCmadZMKCkDEY\n", + "vBHPTGBw1EYlKFhQMIGxINYswcFkB3oeDt6bd/ZdQDCw/c0QUC7xD2vwEBA2TSCwmGERCoybb5at\n", + "TxMEhIYYA86q7CBw2DJBwCFhAGjn4R4ARjrKBK4z9ToMOJIzuKWWSCFPX/Tio/l5FSXGw12rQH5R\n", + "90d+laE+0yfBPnTegJ+N0wM/XfAG+7zamipzQHYAoz4TA3llKyTnERrydRjOjZKnDvZlnF06iLhi\n", + "PpiowT6OhAn5mdjAX0I45MFfHi0Y0x3ZA79xfIkm2a4TedhHejPc96TMDvySdoTAH2QMAO0G5gQA\n", + "9U4p4b+CLACGgAcBWsWAyQoWewwIcE8QUGWEAFXEADABEE8A8EAAYwgQXXUgUO9jEgYUF4QNkjEg\n", + "tMU4cFZrx4KaSUNQUEWMBA/LcHFIMCIQJ4RXKOOC0OC5rWAQaSHkIQS/z1AQMlM0RAYE9WkDB+oL\n", + "DQYWysUDEsQYDAracD0UVNUQEpwUOIBgSOOTIAICdDNL+iUPk3WEGMY/9n9Z+wN3mB9EWn6nI8ho\n", + "RCWdgx+2XTzLJT8HQLQsfyZ8+8N6F+3LHybc0JUheSk4FYlZqwLRRCDxwCCGKQsajB0zjYjKSMwb\n", + "aWbc1bVzfxsfffx61SafA0thP/kzViak71mJMMS4Z+CjJ+H8zz9SZXnmcEzmyTJNiVzIMo+FXiUv\n", + "9FnfLhcGu+6CKCcw02XHBJC6xBFlxwSRLtxuX1iyhWwumW2WgIEDSAU38heODJQ9k2R5pXLukZHs\n", + "OLI5FBblaDbSxJDdCz1N+nUAaXzowVNkSyicR/qVp8c8uQcJU2MUAuurDCDl2cm5zjMzpuOcmbEp\n", + "BJ7UpqyY7qcTLabUFjAKMvgXZkzzZwn35IUTS0+k2MPjTqp+P94MkUdHJmZqDCHHRI15Gkx6yMio\n", + "bBNxVrB2FkLM5MSILVpUSuyciRuTeWpM18KEjMI2L/EzLWzZYKbmg6q61eGOkkdGxfIjgYxURshI\n", + "RZ4aI5LbU2PXtPypqxM9FqeGdfyHnX15dkw76BiycyVzLuVGCBmdVgyZODKUUJ44svGHJ8lU1xNP\n", + "tgRZMiqtY8Ys2Tn7BsgcR3Z674CngSGbAiNSrePIsLsYSabD9cgITJIho0mB3YR3zaW8qSYQhJJt\n", + "frUTr/E6INzf7RaAnrEwm3MqNzQxP5HDbiKH7P+QyA6hFuJraYIUUmrMKAxc8TLp2K4WaC2jeuCT\n", + "Mm9lYDsAZBlD7ZaX1kbJCgPJ8zS2UucnSGnwf8ZN2UUVarcjULqoIlAFdkVnTc7guwi5uPLPbG/j\n", + "F8wsit6omA66PeiQBHI9FNitnc19sNvIi5H0uxqFV49uLsI8YZ3hjFa3FvQatR91ikl0uBa3kXpV\n", + "52M+MxX7kVcOovhSKtSKOF2bTaSW20EzMeHhVxNV+qFPV+FTKI3nHGoo7G2HxdTZMfMJ0XLqITvN\n", + "GK9NB28FfkbV40J9s4NR7dfgYUi36yTwcXQMV8x5fIt3+rOC6b0Vf6r/XfHoR84DA5eQT/fbe/qt\n", + "riG50X+VnA/50u7+IPH//hFPh1AGAZsCzlx/nNgyvEOxb8CkYNn5chuhQFsp9NT7kHESpjJpmCMs\n", + "TxvWDf6GLG99OiYxlrt8xDAH3C6Q/mmf5PvC9sYT9+bba5OFnVgiVVyAu0zcxqPIwDUvOEppLxjT\n", + "XeWjFFTrpyoLsrChOChJd31BKBJ2jgCmrrVt514oUkxyrav3NPT09EQfOKomgXsC+4VrmU3bUOJ+\n", + "4htGv7sW9XAv7frRtZDpA1WSAk86lAnR9rpFsLRGiFuxCyr8w7Vpd4AOrvtAIdKQ7W7CVTH3mBxs\n", + "7yprOjm2qV0F8xr8ykMLWuJqXpXbVtamUVG1dK3PQn3bONEcomE2+AKGteTOukLIYoE2PvtogpcX\n", + "qlrnf7GvQcmEhtO0rZc0xlxrM5mhoaxro1nLUEI25jTtcfi9UKycXZ16K8In9nmbHR3aHLbW7JAM\n", + "VN3Ern7z0aO0a0Vx79cWbUFJCdj92NZ1Gaup4t6byA8rJxh3C/flJ9RC3O12VbJbxpMc6/3dn4Q6\n", + "gbLPj6Ub6dKN1FGxD3xIb3VtqfuSYTmJ6KVGg+Yohptzsp1XCv0iVmbf1gq3ng58lh9UMMA/KeoX\n", + "d8M9tsCrJDtyreIyltIH8a0E4rurEadQn3/wvcSDHsWiBe47xAeccpBzJZu9k4KX+uKdtgGyndnM\n", + "uvXFzpr1HS0Wtb9YbDHZLzKuiJuCmGo5sca2oJMd22Efb30xWC2nZr07WdBtT8UpsRNL7ufUVDzD\n", + "WH/t2aRteJLWjdtNvesw+dBItdmpLc2WeX0R3+QCx/+/+y86yuse1ybfXqXy9KglCPwvdW+Dqo+R\n", + "FvZBKnqlebFSEtMP6wy/+9S7zXzsbj9dD4wKdN+LMemTDlzF/z0bC4pKOfGejJmZfpF5fc9Cq6zQ\n", + "3nphY8l0f7739PA7VhsWNkjsWVEiZN8w6Amn7D12G7f+0D+FB386BPxNoy4KO+h1eZhhpsilzNur\n", + "V01/mADDyZKHbNjYweTXXXcWIaOvI9WOxKv/Vac4CYAOu7AVsVS157/yKVXw6pJK5f5r+u0I/ceU\n", + "S2o37+r/VG3nmPcU/sev7rnv//LOzyC7I51S3fbY1X5ImlF1981SpFiEMaOlYjPNSmkAq0fsJZWx\n", + "TgR9jpt8KpMbyorDrGHV6djGCuE9aTuYhpIN6ZoMpCm3tDGJanCj/6PcjZblNl67j+yHXL3gcD8Y\n", + "yo1vMNCQb9RwsXaKieSJRqLcyKmREY/ggYVZMSoJeWR15wzLcCFMl21w5VaAMYtv7askJUsFOFTa\n", + "M5GSetVE26K+DwgSuSjJ5x1iBOU3qsCQUGYQKe0kD4aJ5OXaFPuFCt/NAtBzW/fV2gIekDaAVr1Z\n", + "ze8KnRTx3QrFJs+aRg045F3DJXKf1FhJKjAZnsnEzi4fVmbbMs5RJFvkA3HIFfgLI76pwnHc0rCc\n", + "IokXtnXeA0aWgqvRJKwuBquJpJE+44NoSezY9uTaj7FPsIpOXHvwCj1l33ENizkOnZ+rxxFtFSpg\n", + "UBEISxPdtu1qEadZqOu6HFbQUImfUhIVPThwwtn0p4fdCPJJ2oczrJYaX1rMUZ48RgTRrSVTpQyi\n", + "RtEygxqenf08V0T9FVoskaf5wSR6pcd9g/tB2e1Da9uQWIYPQ8m7kQ0HDlPa7KPkgT6iToAhgdrX\n", + "e5G/vVzDvHOUapK32VlCOA8zFOvdOo42vBqfdktze1fGCWUp/N3hjEPTSb6r8qyKqKRFj2UrDwfK\n", + "SuDeWf1193earzDFPK82upA5WcpNC+bS4Fh6pSuRhKdy3yTM+BBOQg3vpnJVY9bzd5HugVUwxCd5\n", + "GhIre9wYGCzkG/lyv5u+dtrJNfbO2zxtoojD/LC1vWyvlNnH8rnwfc/mSdHtpNOfsKikyLIihws8\n", + "krxRK+KJfOgo61gh6yra55YZhV/aXkYf6U7K5IkyFOKTNB80/SR3Hv3BXptHT3pUIW5jmH81ZHGB\n", + "cD2Kyk1h4k6ScWZ5RCRiMePwGxI6wTIpfPy7vUqXXRXfmnUiPRuOSigo4GQA61J2qvtC81pfaXGW\n", + "SU8rz+HkqHaTcG2kNOrMVl60cVOM8qC5/hH6CA9LvoHEGdm/byfWWi4SwWu+Qkd62u/7NgikoPUe\n", + "XpqgbY0ubX8crdTZN6BH3yjTc5wG9EZAS0IAPRI6wyrns8GRnHGdsJJpFZYtEqyTvz32C9VvAT5p\n", + "qRihewDVEtMJNxhv3uCrpgxpAghEgtUmF0prAA6FVsKLAWcDWrGUoBWLWS+P1qHZR/8BZLIjZApl\n", + "bmRzdHJlYW0KZW5kb2JqCjUgMCBvYmoKPDwgL1R5cGUgL1BhZ2UKL1BhcmVudCAxIDAgUgovTWVk\n", + "aWFCb3ggWyAwIDAgNTI1IDM3NSBdCi9UcmltQm94IFsgMCAwIDUyNSAzNzUgXQovQmxlZWRCb3gg\n", + "WyAwIDAgNTI1IDM3NSBdCi9SZXNvdXJjZXMgMyAwIFIKL0NvbnRlbnRzIDYgMCBSCj4+CmVuZG9i\n", + "ago3IDAgb2JqCjMzNDM1CmVuZG9iagoxIDAgb2JqCjw8IC9UeXBlIC9QYWdlcwovQ291bnQgMQov\n", + "S2lkcyBbNSAwIFIgXSA+PgplbmRvYmoKMiAwIG9iago8PCAvVHlwZSAvQ2F0YWxvZwogL1BhZ2Vz\n", + "IDEgMCBSCj4+CmVuZG9iagozIDAgb2JqCjw8Ci9Qcm9jU2V0IFsgL1BERiAvSW1hZ2VCIC9JbWFn\n", + "ZUMgL1RleHQgXQo+PgplbmRvYmoKeHJlZgowIDgKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDMz\n", + "ODI0IDAwMDAwIG4gCjAwMDAwMzM4ODIgMDAwMDAgbiAKMDAwMDAzMzkzMiAwMDAwMCBuIAowMDAw\n", + "MDAwMDE1IDAwMDAwIG4gCjAwMDAwMzM2NDYgMDAwMDAgbiAKMDAwMDAwMDEzNiAwMDAwMCBuIAow\n", + "MDAwMDMzODAzIDAwMDAwIG4gCnRyYWlsZXIKPDwKL1NpemUgOAovUm9vdCAyIDAgUgovSW5mbyA0\n", + "IDAgUgovSUQgWzw5NDVCRTA4RTI0NTZGNjBFQjYxQzlDMDI1MUNFRDk0Nz4gPDk0NUJFMDhFMjQ1\n", + "NkY2MEVCNjFDOUMwMjUxQ0VEOTQ3Pl0KPj4Kc3RhcnR4cmVmCjMzOTkzCiUlRU9GCg==\n" + ], + "image/jpeg": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Qd4lGX2NvCTSkhoSQiQ\n", + "kEbvvQQEaSLSFF1UVAQUFywfuq5lUbGs+mctK2tBcdUVFREbiAqiVAFBeg01hJKQkEIgJJDevvd+\n", + "hpnMO/POpJCEJNy/65qLzGQymbwzIfc8c55zXIo0QkRERERUS7nyEBARERERAy8REREREQMvERER\n", + "EREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHwEhEREREx8BIRERER\n", + "MfASERERETHwEhEREREx8BIRERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERERED\n", + "LxERERERAy8RERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfAS\n", + "EREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERETHwEhER\n", + "EREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREDLxERERERAy8RERER\n", + "EQMvEREREREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHwEhEREREx\n", + "8BIRERERMfASERERETHwEhEREREx8BIRERERAy8REREREQMvEREREREDLxERERERAy8REREREQMv\n", + "EREREREDLxERERERAy8RERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIR\n", + "ERERMfASEREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERER\n", + "ETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREDLxERERER\n", + "Ay8REREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHw\n", + "EhEREREx8BIRERERMfASEREREV0B99r+A0ZHR8ucOXMkPT1d/P39ZebMmdK8efMyX2/58uXqVFRU\n", + "JK1bt5ann36azx4iIiIiBt6rC+H01Vdflccee0x69eol27Ztk9mzZ8u8efPKdL2ff/5Zdu/eLf/5\n", + "z3/E29ubzxoiIiKiGqRWlzRg1bZ+/foqxEJERIQUFBRITExMqa+HMLx48WJ54oknGHaJiIiIaqBa\n", + "vcIbHx8vwcHBustCQkJUkA0LCyvV9VxdXaVu3bryxRdfyMmTJyUjI0Nuv/12ufHGG/nsKafs7Gzx\n", + "8vLigeAx4zHjMeMx4zEjqhK1eoU3JyfH7peqTp06kpWVVerrnT17VgXioUOHqpIG1Pl++eWXkpCQ\n", + "wGdPOdkef+Ix4zHjMeMx4zEjYuAtJ4RYvJK0hhVarNiW9npubm7Svn176dy5s7q8Xr160r17dzl8\n", + "+DCfPUREREQMvFdXaGioxMXF6S7DedvyBWfXCwwMlMTERN3njFaEiYiIiIiBt8q1aNFCcnNzZdeu\n", + "Xer89u3b1WY0XI5/Fy5cqN5acXa9Jk2aSFBQkGpJBihliIyMlE6dOvHZQ0RERFQD1Po+vLNmzZI3\n", + "33xT1d82aNBAXnjhBXFxcVFBd9myZTJ8+HBVuuDoevDUU0/JW2+9JT/88IOq7cX5hg0b8tlDRERE\n", + "VAO4FKHvFlEVSk1NFV9fXx4IHjMeMx4zHjMeM6IqwdHCRERERMTAS0RERETEwEtERERExMBLRERE\n", + "RMTAS0RERETEwEtERERExMBLRERERAy8PARERERExMBLRERERMTAS0RERETEwEtERERExMBLRERE\n", + "RMTAS0RERETEwEtEREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERES1\n", + "T1xqlhw/e4kHogK58xAQERERXX0Iuf9acVjWHk5W5we3DZCPJ/eWOu5cn7xSPIJERERE1cAjC3db\n", + "wi5siDorv0Ym8MAw8BIRERHVDkeTLtpd9tW2WB4YBl4iIiKi2qFjUAO7yxrUZfUpAy8RERFRLTGl\n", + "f7juPGp3ZwxtwwNTAfiygYiIqDa7lCSy92sRVzeRrneK1GvKY1JNTegTIn4+nrIiMkGt9o7vGazO\n", + "EwMvERERObL9E5FVz4vkZ5vOb3pb5LE9Il4NeWyqqRs7NlUnqlgsaSAiIqqNEHJXzioOu5B5TmTv\n", + "Ih4buuZwhZeIiKgmK8wXOX9CJOWY6ZS4X/s3ynQqyLG/ftRvIv0e5nEjBl4iIiKqZrBSq4JttEjy\n", + "IdNJhdwoU+g14uaphd5c/WXNuvJYEgMvERERXUW5GcUrtmq19ljxiq0jjUJFmnQUadxW+7eD9m8b\n", + "08eJkSLf3COSnSbiqv3JbztSZNBTPMbEwEtERERVACEUwTb5sOmEQItV2wtOBg0gxKpTG9NKrV8L\n", + "03lPH+Prhw8UmbFDJHabSHBvkQZBPO7EwEtEREQVDBvFEGwTDxSv1GLlFe3CjGAl1hxqsWqLkwq2\n", + "2nl3r7J/f7Qh63gLHwdi4CUiIqIrhACL8gPr1Vp8jMBr+BfYq7j0AKu1+Ni8YuvKP89EDLxERESV\n", + "7cwekT/nihz5xRRGx74tEtxHJP2MJdR6x0eKpF5etUWJghGUG6ja2o6X62vbFgdbImLgJSIiuipQ\n", + "gvD5aJHcTNN5lCB8Psa08opNZZfVsf4aDHNQq7Vd9LW22FBGRAy8REREVxVWbRFqccLK7qk/isOu\n", + "WT562monb3/TSm2TjpLpHSzeod21j9tzZC8RAy8REVE1Ye6MgGCLgBu3w3GdrS2UNfSeajmbk5oq\n", + "3r6+PKZEDLxERERXiRrOEG0Ktehpi5BrVGuLcoSgHqbNY/gXpQiL7jSt/JqhpVfn8TymRAy8RERE\n", + "VwEmjZn72SLUqtXb/bp6WwuUJGDzGWptEXCbdRbxa2l/vXu+E1n1vKkvbsdxppVdBGMiYuAlIiKq\n", + "VBixi2BrrrnF6i3O43JbWJUN6mlatUXdLf4t7fAFBOLJP/F4EzHwEhERXUFwPbJCC6CBIqH9ja+D\n", + "FVqUJZzZe3lD2W5TuMWKri2s0iKkYvUWHRIwWQyruUTEwMtDQEREVW7TO9rpP8X1tN0niox8Td8p\n", + "Af8i7BpBT1uEW7Vyq30c1J3lBkTEwEtERNUEhjSseUl/2d6vTCdb6HurShF6Xq657Wyqu8UwByIi\n", + "Bl4iIqoWUJagOiTsNa3cnlhvfD2EW3NJgnnVFmEXI3iJiBh4iYioWjBvKIvbWVxzi3/tuGinIv1F\n", + "Y+aI9LqPx5CIGHiJiKgasa63ddQtwVyWgJVb1NzitGehyLb/Fl+n5RCRHvfyeBIRAy8REV1FmFCG\n", + "lduS+tyaN5Qh4KJTglFZwqg3RFoMMgXltjeZQjAREQMvERFVCHRG2L3A9G/XO00tvGxhwhhCbexW\n", + "5xPKrFuBIdyWZUNZ+zGmExERAy8REVWYAz+I/PhwcdnBn3NF7lsmkpkqXsf/FEk9YipNyDxn/7XW\n", + "QxxwQsCt4lZgOfmFsjHqrHh7usmA1o35eBIRAy8REdlY+Zy+xhYf/+9G9WFd6+tZj981h9t6Ta/q\n", + "XV+yK05e/+2InL2Yo84PbhsgX0zty8eUiBh4iYiuaea6W6zaxm4RuZhofx0XV1VPm92orXi1vt7U\n", + "6xalCtUIQu7MJfslv7C4s8OGqLOyJ/aC9AhtxMeZiBh4iYiuCdhAhlpb64BrW5rg4mLXDUy63CHy\n", + "l48lKzVVvHx9q+WPdvzsJV3YNVu8K46Bl4gYeImIai3b1Vu0BCvM118HZQgoTQjtZypL8PAS+foe\n", + "06Y0aD1cZPg/q/2P2iPUVwLq17GUM5gF+9Xl84CIGHiJiGoEhNbotaZ6WbTpslWa1Vv0u8XXh/Yv\n", + "7prQKNT+tmZot3Fqk0jjNtWudMGROu6uMqV/uLy16qjlsq7BDWVy/zA+d4iIgZeIqFpDkP18jCnM\n", + "mg16WqT7PWVfvUXYLc0YXrQNMwrV1dyMYa1V+cLWE+dkWPumLGUgIgZeIqIaAf1wrcMu/PGWyMZ/\n", + "6y8r7eptLYdWZGxHRkQMvERE1V3yocurt9rpyC/2ny8qEvHyFQkfUPbVWyIiYuAlIqpSqLPFtDJV\n", + "f7vDdDIax2sNq7mP/Gka9EBERAy8RERVCmEVtbRGE8YwxAG1tgi4CLYIueikYAulCJbyhN4iW94X\n", + "Ofij6XMY+DD8nwy7REQMvEREVQxtvFBXu3eRKdh2nygy6Ckt1O4tXrlNjNRPMQNsEFOTyvoU197a\n", + "Tiy74wuRCHRdOC/S+gaWLhARMfCWXnR0tMyZM0fS09PF399fZs6cKc2bNy/XdS9duiTTp0+XCRMm\n", + "yLhx4/jMIbrW/PiwyIn1xef3fmU62WrS0RRszeN4MZq3NLDaS0REDLxlUVRUJK+++qo89thj0qtX\n", + "L9m2bZvMnj1b5s2bV67rvv/++xIWxn6PRNcUrOoi5Eav0YddM9TaYnCDefU2qLtxqQMRETHwVgas\n", + "2NavX18FWIiIiJD58+dLTEyMXXAt6bobN25Ul3fu3JnPGKLaDOUIsdtMARcndFNwBiH3nm953IiI\n", + "GHivjvj4eAkODtZdFhISYhh4nV0XQXjRokXy1ltvyQ8//GD3fbKzsyUrK4vPpDJKTU3lQeAxq7pj\n", + "Vpgv7nHbpMinsRT4t9Ndxy31uLif2iAeMRu062wVl4Li0bVFHt6SH9xf8lrcIC4ZyVJ32zu6r73U\n", + "fZrk1bLHhc8zHjMes+qpbt264uXF+n4GXhs5OTl2T4w6deoYhlNn13377bflwQcflHr16hl+H3wd\n", + "n4Bl/4/O19eXB4LHrGqO2QHtheqqWabyBOh2t0i70ZfLFH4XuRCr/0LU3rYcokoVXEL7iYeru3iY\n", + "P+evvTCO+s00jrfvNKnXuG2tOmZHYpPkp0Opcvxshozu3Exu7dGcTyT+bvKYEQNvdYYQitVXaxkZ\n", + "GeoVUmmve/jwYQkMDJQePXrwmUJUEyHk/jBNP5J339emkxk6JlwOuNJysH0HBWtayFWnWmjdkWSZ\n", + "vmCX5BcWqfOrDiaqfxl6iYiBtxoLDQ2V77//XndZXFycXemCs+siBKOs4Y8//lCXZWZmiqurq+zf\n", + "v19eeOEFPnuIqqv8bHGP3SwS+bk+7Jo1CDYFVwTcIL6ghQ/XH7eEXbP5m08y8BIRA2911qJFC8nN\n", + "zZVdu3apzWjbt2+XgoICdTn+/frrr2X8+PFqxdfRdV977TVxcXGx3OaCBQukYcOGbEtGVB1holn0\n", + "WpEjy1W5Qn1n08yumyHS72EeM+vXCIWFdpftj0uTnPxCqePuygNERAy81dWsWbPkzTfflP/85z/S\n", + "oEEDtSqLAIva3GXLlsnw4cMtJQ6OrktE1RimmB35xVRXi+lmVqu5BQEdxa3DGJHUkyKRi4u/Bn1y\n", + "e07msbNxb0SY7Im9oLusX0t/hl0iqhVcitCElqgKccMCj9kVid1iWsk99JNISlTx5eiJGz5QpP1Y\n", + "7TRGUgvqFh+z/d+ZxvyiTheTzMgOVnKnfb5VNkanqpA7olMzmTmyvQT71uXB4e8mjxnVeBwtTETV\n", + "G3rjIuBGrTSVK6B0wQxDHtqOvHy6yTTGt/ivavHHXe80ncghhNx3x3eQbNe64u7qIgH16/CgEBED\n", + "LxFRpbmUdDng/mKacJZv1UUFLcHMITd8gGlllypMYEO2WSQiBl4iosqBqWZHVpj646JswRommiHg\n", + "th9tqsElIiJi4CWiag8bzLDRzLzpDBvQLP8zeZl647YfYypVcNYbt5pCi6/fjySLt6ebDGjdmI83\n", + "EREDLxHVGlip3fmZaZUWq7KDnjIFWECrMJQqIODilJ1W/HXe/qYNZwi4CLvW9bg1zJJdcfL6b0fk\n", + "7EXTmOLBbQPki6l9r/h2N0adFTdXF4lo6a/qbImIiIGXiKraqU0in48pPp8YKZJ1QSSgnWnDGVZ0\n", + "retxMZrXvIob2r9WHILzGbny3NJI1fXAbIMWVHecOi99wv3KdZuYgvbiTwckLtU0Gh238/X0fgy9\n", + "REQMvERU5bZ/bH/Zjk+KP8YGMwRbhFycsAGtljl+9pIu7Jr9uOdMuQIvbuvxb/dKelZe8SHVwvPq\n", + "Q0kyqnMzPueIiBh4iahKoDQBrcMSDxh/vs2NIl3uNPXARelCJcDq5+GEdOkV5it+Pp5X7VD0CPVV\n", + "Lb3M5Qxm5W3zFZeaqQu7Zkv3xDPwEhEx8BJRRcEGLIQuXZBErW7UKi3orrabcqbTtJPIxMWVdt9Q\n", + "QvD04n2y9nCyOo/7+Pn9fSXkKpUAo8xgSv9weWvVUctlHYMayNQB4eW6vVYB9dQJK8fWOBCCiIiB\n", + "l4gqAN5O/3D9cflqW4xkXkyXu5vGyJPhJ6XuSS3kpp8pvqJ5ylnrG0UuxIrs/Uq7zE2k+0SR6x6t\n", + "1Ps4Z1WUJeyaA/B/NxyX2aNbXLXjNmNYa+kR2ki2njinOjRgRO+VmD6opcxcst9yPtzfR6ZdX3Hl\n", + "IJujU9R97RTgKSM5AYuIGHiJ6FryxfJ1cn7HMnnbbaf08YqSOmm5IvsufxKtwjCqF50YUKpg3VVh\n", + "9Jsi+TlV0mkhMv6C3WWrDibKU0OC5WpmNwTdimpHNqFPiIT5e6vNb6gDHta+SYXcLlbt7/jvFjma\n", + "dNFy2axLRRUapomIGHiJqHpBB4XYbaplWNHR32R66gkRj+JP7ylsI3+69ZZpU6eJZ0gvx7eDFV/P\n", + "qvnvZVj7prI/Lk13mXcdd/H19qhxh39P7AUVbI1qkLFKfKUrxbY+3HBcF3Zh/qaTcv+AFuwAQUQM\n", + "vERUi6A0AdPNMADi1B+mXrkaxJ30Im9ZW9hTNhR2k42FXeV8UX3x0YLs/3MWdqvYxIhQmb/5pGVj\n", + "Vx13V5k1ukONegh+3BMvc9dFqzpdBM0nb2onDw9uVenf13ZjHSSkZUuk9gICJRlERAy8RFS9YbUW\n", + "fXDR69arYfHl2FwWt+PyAIiVps1n1pp1UWUKT+5uLD+lBEm+uOk+fbcWMKsTdD9Y+fggNeyhjoer\n", + "jO8ZrFZIU1NTa8TDdOpchjz1/T61MVA9bNq/76yOkgm9Qyq928RtPZrLYu24WcMLmlYBPvz9ISIG\n", + "XiKq5tb9n8jO+SKZ50xh9+Z3RfKyTCu5OFlPOEOdLWpxzacGQerirITdkp+SoLtZLw83eX5M9Vs9\n", + "DWzopTaK1UTbTpy3hF0zbBZcvj9BJvcPq9TvjRpjTIFDbTA0re8pL9zcSRrU9eDvEBEx8BJRNbZ3\n", + "kcjGfxefR7j9/j79dbDqqzabaQE3NKJ49K8VhK0VkQl2l12rDp1Jl60nz0nvMD/pGtywQkOnEZRm\n", + "VAWMPEaXBoTsLgHuEuDvx98hImLgJaJq7FKSyM7PjD8X0rd4+INfSxVwNkadlTZpBRJusBcKG6Tm\n", + "3NFNvtlxWhrUdVe9ZQe1DbjmDmlGbr7cN3+Hmm5mhuMyvldwhdw++umO6NRMdZYwQ9/esd0Cq+xn\n", + "NIfumlIGQkTEwEt0rcEmM2w4Q+/bU5scD4AY94FpZReBbdVR+WJLjNrohU1SM0e1N2xFhVBXUcGu\n", + "pvps0yld2AVsMKvI4zL37h5q411U4kUVfm/s2JRdEoiIGHiJrnEItSc2iOz/Vgu7yy2dFVRpQpub\n", + "RE5vEcm0Cmmdx1vCLt6+RmAzQ/0ozt8TEao2LFlDy6pF22LVeNsuQY0k7kKmrDuSLF2aN5SXx3VS\n", + "AxCMIEhvO3leOmvXQ31taaBjgHcdN7v7cLXZTjgDbDRDC7GK6mSA8oWq6MpARMTAS0TV35k9Wsj9\n", + "TuTAElP5gllof5Hu94i0HyPi7a9ajRVs/UgyLiRLg+umigT3sVx1f3yaYUBdfTBJbu3R3HIZWmU9\n", + "/u1ey3nraWbY5PR37XNLHxmgux2E55d+OiiLd51WJRMIcnPu7CYjOweq8glcNqCVv25TFILjO2ui\n", + "1G1iVfPhIa3kyRHtqs0hv7lbkCzVjoXuP07tfrKTARERAy8RVZQLseK1/QuRYz+LpEQVX44V264T\n", + "tNOdIo1CdaHzzU1pWugcqMbsBp+8KJ/ed1HaNa2vPo8pXW/8esTu29i2wPr4jxNO7xaCKlaAzbcL\n", + "aA2GMcRmCLj/+uWIvK59v7jULHUZalZ/njFQfT/Uxz7wxQ51P833HavNCN6tAupVi8OPumVsUjMP\n", + "t0BYR5/fyuxkgFVldG/oFe6rO75ERMTAS1R7oJ2YqstdJBK7ReqaL8c4X5QnIOQG9TD80k+0oPrx\n", + "xuKwiqD57ppjMm9iT3UeAcq6FRWgbrQ8G9Litdu2DmR7Yu03PZ1Jy9Kdx/35dudp9RY+Oh+Yw641\n", + "9IadObJ99fhP0tVFfnhkgKw+lKRWwrGZrLLKLvAC4MEFu2RTdIrle78xvus1X0dNRMTAS1TTXIgV\n", + "2f6JqSSh52SR8IGmyzEoInqtKeSiVy7Og6eP5LYcIZ69J4m0HGwa2+vE5mMpdpehAwDCmnlV8uPJ\n", + "veXbHadVbe6t3ZurrgC27o0Ik+eWRjr8PliptW2pNbhdE9XVoSQ/7o5XgRdhGWUPWAm2VmDTl/Zq\n", + "wqozyjEaeLnrNpPhPmNFe+G2GMnMKZCJ/UINN/6VBTbImcOu+XtX9AY5IiIGXiKqXKi//WGa1flv\n", + "Rca8JZKgBctDPxYPhECobTlEpPtEVZebkZErnr6+pfoW2EhlHZrMwcnNrXjXP0JmST11x/UIkrVH\n", + "klTtLlY0I1r6SWJatpy9lKMmdN0/oIVdr1gEQmxkw6YusxA/bzl9PlN3veZaWF6+/4y0bFxPbu8V\n", + "oiuDwPea3D+8WjxcuI8vLztkGcHbJ9xPvn+ov/p4lvZiwHpK2exfDqsyDJSMmAPx8n1nZOWhJOna\n", + "vKFMG9SyxN665dkgh7KSBX/GqLrpwIZ1ZdaYDupxICIiBl6iq2P9a/aX/fJU8ccY64uQ2/kvpvIF\n", + "M4O3/R25JyJMPlx/XDe9a+rAFg7fhkfIwnVta0Vx/U+n9FElBxjZW5q38bH6+fOMAapkAV93e69g\n", + "FRanzN9uWcWt7+Uum46lqG4P8MiQVvL48Lay89R5GdwuwDIa+GpDecHMxZHqXzO0J8P9RqhdpoVZ\n", + "Wwju+BxW00e/94elbhkr7AimaD/mjKMNcmH+3obXx/e5++OtlrIQhOMnv98nW54dVu26XRARMfAS\n", + "XQsSI/WdFcxcXEWuf9JUl3u5ddiVQBswbApbsOWUCrITtQBstDqIVcNXlh9U/wLqeD+e1MvuemUN\n", + "nyibsH5rH6ueK/52vQqK+QVF8sZv+g1zn246KTtmDddCbxu720pIy1Y/R8y5TLWqXJUrlzEpmbqw\n", + "a4ZAilAbUL+OJdBa319A4Lf93K+RCXJ2bEf1dY6gjhrlJahtBqwIzxrT0eFjgNZvtjXQCME/7Tmj\n", + "2swREREDL1HVhNxDP5naiJ130PWg020iw55XH2I1FKGpXbP6cjTxoqqzTc3MlbEdfGW0r69aJUW7\n", + "MGwOG9imsYztGmR4kwhNr4/v6vBuIQg/8tUuS0ADrEKiVrUypqkh9OL0iUHnB/xMvx5IlAl9QnSX\n", + "IyBPX7DTslKNMcfv39PD4c9c0XAMUadsG1zNfYUn9guz63Zx2+W2bhk5BYbHfGdMqozq3Mzxf8iu\n", + "LqrVG8JxZm6B9rMGOu0GEepg5TctO4+/e0REDLxEVyHkoj9uqxtE4ndol580DYnoOE5kxKsq6L70\n", + "80EVOhGM/Ot5yrlLxSt3CHvzPLzkH0v2y6Vs06ojNochsJZno1TMuQxd2DXDbVbm+GCs0KLW1ZbR\n", + "cArbsgzAanBVBV6YPqiVvPjTAV1wf+jygAjUQMekZMgKLayjJ+8DA1uofsMqDEeEyvvrjunuP1Zr\n", + "u4eUPKgC17Puh+wMylCwem9epQeUMtxchceIiIiBl4ghV6T9WFMrsfABxR0Wkg+ZanTxec2/vt2r\n", + "Qq2Zddg1e+r7fWrVz9p8LQBi81hZx9CG+fuokGkbetGJoCJh9TYhLcsykQ3/ju4SqPtZsSpqFLLz\n", + "CwvtLouMS1MhsqrG7iLUtm1aT3aeSlXB0rorBYIlVtGNVtJRtoC6ZAzUwP1FH1+cL+3UubKYe3dP\n", + "+deKw6oMYliHJipsY2WaiIgYeInKBt0TvBpeWci11qSj7uzWE+dKvAu2YRcQWMfO3aSFLzc1ney6\n", + "Vv6l+8XXAiM2slmvtqra20EtK+RwoY50zuooVe+KjxEWP57UWwXB9+7uISM6NlWlAqO6NHM4YOKO\n", + "XiG6lUvoHe5XZWHXrF9Lf3UqqxnDWqvAjK4WlTlEA+HW3GOZiIgYeInKDj1xt39sGumLkDrkGVPQ\n", + "LU/IdQKDIErTv9bIkQTTBqd7PtlaphpXlEJgxXH90bPSM9RXtSGrqJ39b/x2VNdqDMF1/uaTapgE\n", + "Amtp3rLH/cFKMFqs4WtGdQmsNsMoSgsvIipzIhsRETHwEl0ZTDr78eHi8yhD+G5yhYVca2glhp6u\n", + "1jWf5jpeBKYOTX1k26kLJd7O+79Hl6nGFdetjJpYoxVrbMArS2BF+F741wjVagsfO+tuQERExMBL\n", + "VFaF+SLbPjL+HAJuzynlDrn749JUqy10X8DQBezaR1eGgHp1JCG9uKY2LTNPfpoxUNprn7tw4YLc\n", + "+skeS82tm6uL4TSyIwkX1QY4hEPz4AOskA5s3bhKp3WhZtVoiEJ5mOt/yR7KQlAy0lZ7jlR1qQcR\n", + "EQMvUU2FPrm7vxTZ+alI+hnj6wx6yq4Gt7TQlsu6bhZTzB4d1kZWHUrUhV3Aau9vBxKkmxYePd1c\n", + "5JfHrpcf98aroDukbRMZ/e5GybMJvQi6OCEY3/L+JsuEMNTSRmsBtDwlAdgM1ayhV5n68WJSmu0A\n", + "hYeHtOLzq4Jg1fvV5Ydkw9Gz6nmCGukv7u/L8gkiIgZeImcJYpOpVhdlDIWXhw34aQHtQqx23qqn\n", + "afjAcoddQFcFW3PXHXN4feuNagicUwev88GQAAAgAElEQVS0sJx/4qZ28uZvR6TocuZt1sBL3rmr\n", + "u/r4s80nLWHXDCUF6BRQ0nhbs9WHkuStlUfVhDCsHs7QgrnRcAgjCGALpvZVdcm+3p6qcwD62tKV\n", + "w8r9Xz/fqV7AmKFGGsMuytOijoiIgZeoNkPnhf3fmYJuSpTpMpQooDcuShZa3yASt0Nk41um6/ac\n", + "bBr5W1W/nFrInNA7xOHnHx7cSn0eq8N429+6kwDe5raFiVxYrTWaumYLK8QzFu22jAPGKiL6ymI4\n", + "RGlba6HVWGX29L1WYUxztEG5yNy10ep5UJXT6IiIGHiJqoP8bJHYbSJ+LUQaXR61io4LuxeYOjDk\n", + "Xy4jQE/c3lNNobaB1Sau4D4i93xbYXcHY37fWnW0xOthdO3MUe3VYAEz1MRiYxtKGlAygHZUWPW9\n", + "q4/9CNkJ2mW2XR/wdnfbZqVrj3UgPs0Sdi2HUvu+i7bFqPZnjqA+uUFdd9bdVhKstjtqYZeenSfT\n", + "FuyUdyZ0L/XgCiIiBl6imu7PuaYT6nKxcosRvqmnTKu2Zi2HaEH3AZH2o6+oy0Jp3RMRqjaRIbQg\n", + "rP6lZ7As2xcvSenF5Qd46//jyb11m5D+u+m0fLS5OMB+tTVW/pg51GFdLVZxMdDBXEeLTWRPaUG1\n", + "tG3HMBEM39920pmjGlGUP7z+6xHLRrUp14XLy7d0soS0zzadVPcF9cUv3dypwlchsXLtqx2Lyhjs\n", + "UJ2U5vFD+zcGXiIiBl66FsRuEVn1fPF51OVGfm/6GAMkuk/Ugu79Io3blvtbbIw6K9/vilMrofdq\n", + "QbY0b98joH4zvZ8qL/Cp467qae/uGyLvrDmmam4RUhFWrMNuRm6+fLolTnc7uAw1mw8PdrwR7O0J\n", + "3eVvw9tIZk5BmetnEUxv7hak23iGFWWjEgvc78e/2avuk9kXf55SQxfQeeLuj7eqnxfQVQDX3f78\n", + "DRXS83fdkWS1Yo7AC9gYV9N69ZYFHgP0bN6gPfccwSo7HouK6qlMRMTAS1QNYQd76rKPpIfRJ1Gb\n", + "O/pN7ZnvpTb6bF4XLb3Dfcs8Seulnw+qUGe26mCirPz7IF0JQknB1wxTuObe3cPhdRFYjWw+luI0\n", + "8MKVlBZgZC6CMo7T6C7N5MaOzQw3vB1OSNeFXTNskusT7mcJu9ZhfcmueBWIrwSC9qOL9ui+94fr\n", + "j6uykdo8Wve5MR0kMS1brZwHNaorZy5k6T6P1X2GXSIiBl6qrfKz5ewfn0ve+velh4uDqWUdx0l6\n", + "npvc+99NaiXM7F+3dVHlBqWBDWELt8TYXb5oW6zlbXwjCGYFBUVlbh2F1dbrWjaSjdGpussxZrcy\n", + "IdyWZtc/yh8QsGxDbwMvDwn193Z4DK/U3tMXHATtWKd1xjUdXlThxRWOYR0PN7WJzVzXe0OHJvLc\n", + "6A78v4CIiIGXah20Dtv+icjuLyQgO00CXEQSivwkT3t6h7okF1+v5RDtNFg+WXNcF3Zh3vpoubNP\n", + "iNPm/ahnRe/Tb7bHSkGR/dCHfXGmSWhYecRgCWwaQxCcOjBcjiZekh/3xKuANrpLoCo3KG17MJh+\n", + "XYgcSMhQq6X4OpQ+VJe+tgjwt/cO1q14Y4UVK7j4HFbPrTda4ZhURI1przBfdSxsN9ddK71ozT8n\n", + "SmSw2ovjWptXtomIGHjp2gm2qMX1u7zqeGKDqaVY1G+W3rkJDXvIK2cHy+rCXuImBTLRbZ20co2X\n", + "diMfkt4DRqjroI7UFi5DHSg2dyFAYZKZbfhdsitOF+ps+dczjb6d8tl2S03pWcmRl346KNbxeEVk\n", + "gtzQvkmZJp91CqynNqlFacG5VYBPtQt1L4ztKB0DUf6QKoPbNVGb0szH7607usm/VhxWx2RYhyaq\n", + "J29FBDOUhaDOGJ0rzLBpbXzP4GvuV6O0pTRERAy8RNVV8iGRVS+IRK8xnW/aSaSoULvcNLEsVzxl\n", + "e4MxEj7qb+Id2kPWvbZW8gsLJV+LvPMLRkpgPS9Z02ew5eZsN2MBVgob1nWXN347ogIU3i6+q2+o\n", + "CnLm4Ga7Kmzr0Jk0FerMYdesyOC6WP0t66hfrOCVpofuVfmPBD2D+4Soky2E23kTe1bK97WuM8aL\n", + "iFFdAsu0ck5ERAy8RNXDd1OKB0NA0kHTP+Inn+fdJN8WDpHzyfXF/ctz4l1nvQxt10R2xaaq0Ipw\n", + "O21QS90mHvS47RrcSAuwphIETAJ7fkwHmb3iiNp8ZobV3D7hvjK2q6kvL+ojv9oW4/BuJqXlSP26\n", + "HuLiIORay8kvKPWPjzC3dOcp6ds6y3JfygPDJFBqEZV0UUZ3Dixz4K6uQVtNnxvAXxMiImLgpZoK\n", + "E86sw+5l0S5hMjLr/9QqrhlqbBFyf9NCK+oae4T6Gq72YRXXHHYB5QHjejSXmUv221134dZYS8hE\n", + "2zF0VDhuMOXKdDvuclH7/kWl+LEeHtJadx61vdj0hpCdnp0vt2thFBuv7v3fVhV4YcH2M7Ll+HmZ\n", + "fVvnMh9GtFCb+vkOS1/dtYeT1cdGK7JU/eA595X2/Ig5l1FrXqwQETHwEqEmFxvRNv7b8NMn8gN0\n", + "YdfWgi0xhq3GUKuL1lXWECKeX3pAQny95aT2sbVMqy4AWE1c+sh1qv8t+qBuOpaiu+5TN7aTsMbe\n", + "Ut/LQy5m23chQPi+s0+o3Nsv1K7mEnW+1rWo8zedlCzte5vDrtniXae1INzW4cAJRz7eeMJuiAS+\n", + "BwNv9ffrgUR5eOEuy3m8WEGNOYdLEBEx8FJNduAHyV31snimn1Jn07zDpGFmcSkBanY/LLjZ6U2c\n", + "v5Qjn/xxQq34IhhgZVZdbtMT1uybHbHi6mLfoWFK/3DdeawGo1XX/QNaqPIAdF4I9fORBwa2sNTX\n", + "/qVnc8PNbdgMN6hNYxV2EWR9fTwsfXJ/jUy0u/7GqBTD2/jzeEqZSxtsOxkAdvZzQEH19+H6aLvL\n", + "vtCeewy8REQMvFTdYQX3yAqRnZ+K5OeI9HtExNvPNB3tzB7B+uXxoiB5Pe8uWZ3dW76MiJfCw8tk\n", + "U0aILCkcJOeLnO9KRw3v1pPn1cdY3Vzxt+tV6EUXBkdlCYVFRdKkfh1prJ1wHbTV6uOg1625dlTV\n", + "j9r4x8h2ck4L3Mv3J9h97reDCboRvObJYNjYhQBqzagcA9+3Q2CDMh/uKdeFyY5T53WX4Wczh11z\n", + "fW+q9oIAQaqsgziuBhwvTHIr62p3TeNm0CovsoQNlEREZPN/6T81PAxUlbKzs6Xu+n+awm3qKZG0\n", + "OJGDS0X2LhK5mCiprr7yz9xJ8lzeXyW6yFSruCcrUD6/0E12F7WVLKlTcp62eve+QDvj7uaqRrKC\n", + "fz1P9bZwQaF9tW1GboEseKCvCoLf7YqTmHOZ0i2kkdP+vLY8te+FXrvL9iVIambxinJddzc5lJAu\n", + "56xWmXeeSpXbe4WojXNrjyTrbueRoa3V6nFkvCncINjNHNVBbcozgnINhGwEJAyrsBbm7yMnzmbI\n", + "seRLKkjj/r16a2e1Yo1Vaoz/3a69QDhwJl2VVgxo3ViaN6qePV03R6fI377ZI/9eeVQ+0l7MYPV6\n", + "oHZ/DZ9ndWt+X9rCQrF7blzfJkD1Yq6U38267OXLY8ZjRgy8RBXzn92P95tai+mejZ4ig/8hD2Q+\n", + "Kr+lNpdCKV7hvJSTr0oObDMqVjtTLuWU+D1TM/LkvgHh6uO2TeurkIkIu9umRhZhcPXhJDX6Fquw\n", + "fx4/p0IvAmJZYdPckcR0uZiVryaOoZwi3yBkx5zPkGe0IIufDyNjEbBfurmTWmlFP9sRHZtJ7+be\n", + "8sadPdWwBVu4zRmL9sizP0SqYITNTQiy+P5mCOxjugbK5P7hqhwDm+LMvXwfWrhbzmfqSz2y80wh\n", + "csHWGHlv7TGJ18J0WYN/ZUCJyvj/blGPifWLBnTjsF3prS1/VNs2q6/GN59MyVDPz7v6hKrxwvW9\n", + "3Cvnd5NBhMeMx4xqIZY0UJVzzTwr4oINZzZjYQPaigx5Ru7xOyN/xuzRfWpwO9PqLFZmrR1N0JcB\n", + "IJCh5dju2FSb8KnvX4sV0HpeHur65hDqowWIYe2ayLJ9Z3TX/TUyQRJGd1BDDcoC5RNLHxkgqw8l\n", + "ybQFOx1eb8fl0ovHh7dRJ1voMxtYt8Bhf9nvdpxWwyysYWMewq1tQDV6+99oPO8fx1Kk/2vrLJ/D\n", + "Jj2UPZSnQ0RFwjhho7HEWJVGaUhthMf90yl91AsmPJ7XyiQ5IqIKzR48BFSpCq3C1KUkkd+elQbz\n", + "B4oU2K/KJoSYNqLd2LGZWoEE/HGfcl24vP6XrmoIBGpL8Uc/6HL4LLRqAoYwt+XZG+S18V104RSl\n", + "DP+wCUNoAfbOmijdiuuAVo1VuLSF6+yKOV+qHxftvx75ardM/3KXZZzuQZtBFLbQhgxfV162tb+A\n", + "8cbbrMb5OnO7QYsrlH3YBmF0iDAKm1Wpe0gjh7XNtR2e3wy7RETlwxVeqnj52aaWYrsXmMYBtxst\n", + "4u0vsudL9TkXV3fJaTdODhyNkl5yWG1O+yp/uKw90EvWjipSgQbjaF8e10kLMq6WgBMgdVR/Xej5\n", + "6mq7b4sVMNRzogvCmicHa4HvvIT5e6u3v59Zsl/OXspRdY94S39DVLLd1687nCSPDWsjc1yP6oIw\n", + "vn/3EN8Sf+yXfj6o686AIRbrnx6iBl0gXDtzJW9Pj+rczLArRPNSju+dqo7HWTUhDj/riE7NVLg6\n", + "nqzf2Idji3DtaCNfVUDgw2OISXXWQfCeiDD+3hEREQMvVaE1L4tsnVd8/uAPpn+1oCvdJ0pat2ny\n", + "W0pjmblvv/hIjmSYN6Gl5qqVTgREcNYuy8PN+M2J+nXdLV9rCprHdGEToS7Y11t6aAHWtjwCITeo\n", + "kZc8eVM7mbPSFHpRlvCoFoKDSxEejUInVpKfG91B1cNuik4x/DqsQF9JiMSqN77e3IUBoRX32dzy\n", + "rCQo7/h5xkCJSryoPsYJ9cu2Pw+CpdEKeFX7v9u6SKsm9VRrNxxXDGHgOGEiImLgpap16Ef7y+po\n", + "QenBDVpqaimFqakSmGd6uzzDpuMCOg2UBjagvfHrEd1lTRt6SUMv/Vu+3+6INQymc+/uYVfScFef\n", + "EBXqHh7cSib2DZWE9Gy7ARHOIHTZ9rtdeTBJmmn36z8Tussfl+tgh7QLkDVa2E5My7qiFmDoVoAN\n", + "aginozoHyV19QyQjp0DGdg0sc6sulARYh1m0ZXt8eFt5f90xdYwQymcMa10tevbivqIXMhEREQMv\n", + "XR3Jh0RyM+wvd/NQYdcMY3qxamodcPF2Nd6et4awhU1fCKloIzZ1YAt1nQm9Q+Tb7afl1OXJaB0D\n", + "G6gyCFveBgEtKsm0kvn9Q9ep4RRo43VHr2B1n6zvS1nrJdEpwHpaGmCK2yvLDqlNZChvMAfGzs0b\n", + "XtFhxiS5F386YDl/NPGo3KQdl4/u7eX067AKjK/FSjc2AmJqm6MQiw100wa1kEwtRNu2OXMEtcOL\n", + "d8epFx7jegRxqAURETHwUg13Zo+pVjc7TU4F3yKJhzZJRMIicSmy3/Uf1+Zesd0aNW9iL3l1+SFV\n", + "F3pz1yAtzIbbBaupn+/QbehCYMPb7wfi0yQ9p3gDFd7iNnq7HRverIMhmCdUoXPDvIk9K+xwYAUU\n", + "fXYRJjG0rahIHwTR6gzDLKwvw4pvu2b1S3xLHsF/3ZFk2R+XplZbv95uv3K98kCiWu01T5WzZTui\n", + "FtdtoAVTo84QZgispQ2t76+L1q2af7rppKz8+6BrYkMZERFVb+zDS+Xz51yR7yaLJEaKpERJoxPL\n", + "JPjiPikQF9ncaJx4d75Z4s6ckYOFYTI7b6L8M66XtGnWUNpowdTcg7FpAy+5s3eImjZ2Q4cmurfh\n", + "sQFt2Jz1hh0ODsSnq8CXlVtguQyrtkbDElo3rSfJ6Tkq3KFzw6M3tJEHB7dUwyEqWiNvT5nQJ1Ry\n", + "8wtVb1hbeQWF8peewepn+8eS/TJraaQs3BqjBj8M035+fL0RrIKP/2i7LNwWqzo/fLvjtFq5TjPo\n", + "mGA9YMPWyz8flNjzmbrLcFywam40VrksENwf/HKnrkQEQze6NG/oMIBXNvb65DHjMeMxI7L8feQh\n", + "oHLZ+G+7i9KKfOS+vH9IZHJbub5hgPye3UP3+X/+fEBeWXZQGvu4y6yxnZ3Wrs5bH61ClJGDZy4Y\n", + "Xo4NYrabv7A6iVKH18d3rZKVxv+uPy7/3XDc8HPmFeg3fzui6/WLQPvJxpMOe9xi1fRMmr6NW5Ht\n", + "0I7LjKbHmRmVaGCV+fFv9qjBFygxMZeQ4PIb2jdRAXt/vGlV2byZ0AgGZhgN1Vh5MFENzyAiImLg\n", + "pZoFvXUL7csWUqSh7CnE2+NFciLFvo43Kd0U2hLSRPWqRc9cR2/ln0rJdPykdXNVq6ilCXSWr6mi\n", + "t9VXHEgwvHxQmwCZMbS1+nhPrH1gxyrvizd3NDweiQbB/7QWkls09lHTt6x/RtQ2O4JyCtsBFYBx\n", + "xIcTLqrA/ejXe1TYNb1AwWQ7U4hFDfW/busi90SEGt42ykOwkosVY6OQT0RExMBbiaKjo2XOnDmS\n", + "np4u/v7+MnPmTGnevHmpr5eXlyeLFy+W9evXS2FhodSvX18ef/xxCQ0NvXaeJbFbRLZ+qKXQTSKB\n", + "3UTS4g03pm0oKN40Zl1uYARv62OCmbme1iicrTmcZHd5RAs/adusgXy55ZTuck8tKFb2zn10YFh9\n", + "KFE2HUtRK8njDQY2hPp5qxpe/X1zkfn397GE7n6t/O2GRXjXcXMY/tF31ralGX7eH2cMkHm/H5dt\n", + "J89J/5b+MjEizLB9GlaQvT3dJMxJmzIE1ZnoVXyxeCW5sEi/YovQ6yjwwqPDWstT3+9TK734WUd1\n", + "MY0yJiIiYuCtREXaH+xXX31VHnvsMenVq5ds27ZNZs+eLfPmzSv19QoKCsTHx0fmzp0rnp6esmHD\n", + "BvnPf/4j77zzzrXxDIleK7LwL1bJaJ3656x7U0nLc5PWLmfkovjI1/lD5d388ZarJV/MLvGmbVuQ\n", + "IVAu2RWnghWGRDSs66GrU0WP3A/v7aXacdkG3idGtLOEPdxOTl5Bqbss4PYwyABfN3VAuF2pBaaL\n", + "of3XB+uPy6Vs0/3B9aMREq0muOHnwUheW3f3DdOtMCM0frU1xlICgM/9fXhbh/dvbLcgeXZppG5V\n", + "Gx//GX1Onh3leJwugvec1Udlw9Gz6nuN7tLM6XGIv+C8JRxCOgKxo44NePHSPbSR7I29IBHaMSzr\n", + "KGYiIqJaH3gzMjJk0aJFcvjwYfWxrY8++qjsWS06Wq3IIsRCRESEzJ8/X2JiYiQsLKzU17vlllss\n", + "1+3evbu8++67184zZP+3dhcVuLjL6IyX5GxRIwl0OS/ni+pJjhhvuKrr7qZWN1/95ZBu5RP5LzY1\n", + "Q4VJczB947cjMn/TSd3Xj+seJG4urjK+d3M1+hd+3Btv932+1wLopH6hqlMAWoMhmGFi2Fu3d3Ua\n", + "fI2mo619crBloxUC+Is/HbQbswvYPIZeteaVWbQ4y8jRX69BXXd5dnQH3WXo7YtOE2jf5ePppqaE\n", + "OQuHuH2jEg6M+rVt42aGgDv9y526FxUrIhOlTdN6cizpkv1/BNoDMrxDU/ntQKLD+4H7iLCL2/T1\n", + "8TDs3oBhFyUNvMB9w4oyrleagRF4LPGCA+8IoEQCY6IZpomIqEYG3vfee08SExNl9OjRFbZ7Mz4+\n", + "XoKD9W87h4SE2AXe0l4PIiMjpW3b4tU47DbNysqqVU8K18yz4nnkRyny8BGPC2fENi66FeWLn1yU\n", + "s9JIEoqcTwjLyi+QvOxMeXFEC3l99UnZf+aieqsci5vf7YiTw/EXZMGkruq6S3fH2b9oSUqXhZNN\n", + "n09NNXU+uJSZY3c9BKhnvtsjyw4k68Lr5029ZFKfIIf3Dyuttr7445iMaN9YEi/mygvLjqmfwQjK\n", + "MjYfPi09gk11qilp9i/U0rPyZW/0GS3k6kNgoPYUf3RAoOlMYZb2szl/DoX71ZVT5/XXKSwosBwT\n", + "u+OWkmk4xMPPy02NMb6YnW9pndYrpIHc3StQewGSLRvruKm+u+rFioebZOWZPu4UWE9GdWwsN7+3\n", + "QSLPXFIB+fGhYTKxd1CZnltf7Twji3YmqE14vt4e8trNbSQivJHD66dm5sn4T/eqfwGrzNFJaZbn\n", + "TEkcHR/iMeMx4zGraZCNvLz4Yr/GB96dO3fK//73P/H19a2w28zJybF7ctSpU8cuoJb2eqjvxcrv\n", + "s88+a7kMX1ernoAb3xJZ/5rhpjSzmLqd5Gh2SKluDitxvdoEqtXAB/PddX1g1QsILTydznBVI3wb\n", + "entago0lVGbm2z0nbu8bLtti9uku8/Jwlc0n7TeDfbcnSR4b0cnh/cPQCdvuAkv2JcuC7WdK/Nmw\n", + "cty7dZBlBXnSgFbyy8Gzuuv4+nhKD+06Vzr69vYeTeWttaeKn5/a7T02vL12bIzDYo+GjSSg/mFd\n", + "TS60aNJAPrkvQgXHrsGN1Ir0+79Hy6zlxyxT4lB7O6V/mCrtQN9fwMru8DkbLCvdOGZzN8TKPde1\n", + "cTrVDdfHoAu8sEjRXkBkW714wGP99vrTsvLvLRx+/dJDJ+2eE9bPmZL+oFbk/yfXSgjhMeMx4zEj\n", + "Bt5KlJ+fL/XqVWy/TgRRrMDq/gBnZNitIJfmepmZmTJr1iyZNGmStGnTplY+Gc6dOSV+v79mNzji\n", + "XEBfaZR3VtzyM0V6T5Xs0LvE7ZNDUlBk3AIL1apYPcTksidubGd56zszxzhEL99/Rh75apfhiiT6\n", + "2tpCP1tb2XmF0q6Zt1p1tZaZW6A6D6B0YNqglnY9YbEhDPW4usc+J7/EY4W31p8Z2V5XLoGAiGlr\n", + "5pZjqEFO18LaLXM3yf/d1tnSMg1lHChnwKQ4NzcXeXRYG4elCWZYSQ1o1EDWHklWHRFu7xnsdPoZ\n", + "VmAxKnnuumhdSMYmMtxn833ZGJVqV0aCmuZ3JnRXH5tDJR4j27IOVXOt/RzONgu+9NNBu+lz1hC8\n", + "0frMUYs6R0MvYs9nlBh4iYiIzFyryx3p3bu3bN++vUJvE50U4uL0f2xx3rZ8oaTrYaX3+eefl7Fj\n", + "x8rQoUNr3ZMgPSNL5n08T5Z9+IzhlLTfE+tK1/NvyOZb/xQZ8oy0axkuPz46QO38t4W3yxGDsWga\n", + "nXxJWjUpfisfm69s62kRzHacPG8XdhvXqyPv39NDTS+z1cDLOAR1MRjXiwCMAIpQe8vczSpsWnto\n", + "SCtL6yysRhuNInaR4g1n3UIaydfT+smKx67XjSI2m3t3D/n3HV3Fw9VVbbjDiwKEumeWRFquM/3L\n", + "XWrcMC5HXfOji3brfn5MlkN9sG14n6AF2I8n9ZKHB7cq1ajfvw1vK6+M66yGeswc1V61gbNtE2Y0\n", + "2APHCN0orHUP8TVs7eZWQru3XyMTS7yf3k4muWEjnO1zBud7hfnxf28iIiq1arPCO3DgQNX9AB0S\n", + "UDeLkgJrCJtl1aJFC8nNzZVdu3apDWkI1Oi6gMvx79dffy3jx493ej2UO7z44osycuRIGTFiRO17\n", + "BiRGSsH82+WRXC2YuJninYh+5fZoYbBkFOTLW6uOqmlmKlwGNVR9WWctPaBW/rByeuZClqoNtbxo\n", + "0EKc9ThdrDC+cksnee6HSMnMK1Cbtx69obW8/usRu7t1MTtPxnY1rg8d2TlQC3yHdG/XYyXw/w1t\n", + "LT20QLp0T7wUaD/Dluhzuq/D/cTK6tQBxW+hY+MUwituC+UHGHVsvYkNWjf1kYcGtZLOwQ3VfXYE\n", + "Y4/fXXPMroUYoMYYQTbU31utaFpDecBX22JklPZzWa90v/Gbp/zwyHUlbgJz+MuthVEce+txxrYw\n", + "TAKDLWxhCp41dMAY0NpfNkQV/2x+9Tzl1u7Nnd4HvOAxl0UY/t5rzydnK7V4zsy5o5s8tzRSUrUX\n", + "ANiIiBVlblojIqIaGXh//fVXadWqldq4hpOt8gReQBnCm2++qcJ0gwYN5IUXXhAXFxe1arts2TIZ\n", + "Pny4Kl1wdL01a9aojWrYwIYaYzP04r3uuutq9IOPlbzkRU9J61zr410cdvO1BPxrQV9ZUHCjOo+B\n", + "CQhj5vZfWH27sVNTiUnJVH1kh/x7vd33wKAD68CFr6nvli8bTl6Sm7SvRYBGIPp44wmboFTPaZDD\n", + "kASsmmIV1MvdTYVV1JgObhcgQY3qync7Txt+LUb+WgdeM/OKKVqGLd4ZZ3n7HvWpL4zpaLiaaxum\n", + "H/xyl92qrP46BdLAy0OFuBybrgsx5zLlpZ8P6FZ6cVufbT4lL9/SqdKeAwibCJ3WIR2lELYT6/Bc\n", + "OZqo7+4QpIVOZ/W7ptsK1R7fSN1lvbXbbqId79t7BTud3maGSW044Rj7eHJWDhER1eDAi7BZGbBa\n", + "/MEHH9hdjnrhb7/9tsTrjRkzRp1qnZQo2fft29I7fbfdpwrEVZ4veljW53bQdWFA0EQ7KmsIIHib\n", + "/Jb3Nxl+G+uaWYS8e/+3Ta2EwoItp1RbL9SVos7THBYRqGff2sXp3V+8K95yfWyEikvNtARsZwaX\n", + "EFyxgrvy74Pk1wMJ4uftqcowSrPhLEoLg87CLlYkB7TyV2/Hj+4SqFahraGW+PFv9hq+YKjMwAuf\n", + "T+0rP2n3B6Ocx3YLNFxR/vWA9kI0XV/nfiA+Xb1YcbZCe6cWnpMv5qiWYsF+ddVwjNKEXCMMu0RE\n", + "VOMDL1UhTEz7fIxc7+DTx4uaS4eRD8qadcdELpcNIOyiDtRR6DB62xr1vKjBxcrcom2xqhtAms2O\n", + "+/mbT8rDQ1rJmicGq7f8EQhLE4jQcqxMYamOu6p9RR1sSRC4SzO1DauxCO0Y7NA5uIH283qoUgy7\n", + "F11agFz8UH9LLSr6yCIco7ShXbP6WigMVSuYWP1GaYO18pYzlOk/Ae2xNZoaZ3sdI3tPX3AaeFX7\n", + "suFt1ImIiOiaD7wpKSny2WefycmTJ9U4X1uffPIJH62KsvZVxyGuKED87/pAJncIk7FdA9Uu/Iyc\n", + "ApkYEep0oxRWclGnaq1vCz+1smJJnf8AACAASURBVPnMkv12nRDM8Fb5Ni34dQ9pJOnZ+bI/Pk18\n", + "vT1VJwJnEB5tN6A588q4TjK+Z3CFHUL8rKPf/cNSmoANaMG+3oaBN+Zchhw4kyZD25mCPI4JVnRx\n", + "G3ihgLf8k9KyZPJ1YbJs/xnLz4Xg/cLYjtXiKYOV7tkrDutWsbHyXd7VWiIioqrk9k9NdbgjGO2L\n", + "WlpMNduyZYtMnTpV9elD/exTTz0lTZs25aN1pU5sEPnyNpGkSMNP/z3vEflH3oMSk++nRvuiIwHa\n", + "ReGEFVJn0I1gQ1RxD1pTnW0XFQKf+H6fXc2q9fWGaEHw7o+3yapDiapOGNPNeoX5Sqift+HX4PPm\n", + "1l+OwjeCJzpFeGihrLV23lP7F7d3OCFd5v0erQXQdOkY2EDqeLiV61B+tvmk/Hlcv/ksXfue4Y19\n", + "5EKmfej9ae8Z9b1QG3tKC8Ao7bhgFdh3x6Sq9mR4yx8rwpP6h8lLt3SybM5C27zyDmRBqH5vbbTq\n", + "vID65tJ0eDB6nEK1+4XRyXgsUff7f7d2ls7Nq29rsCs5ZuWB44LSkHfWHtNezGRIl+CG4unmWqP+\n", + "i6jqY1Yb8JjxmFHNUG1WeI8cOSLff/+9uLu7q5Xe6683veHeqVMnVWvbtWtXPlpX6qeHRdLiDT91\n", + "qDBMlhYMVB+vPJioTj9qf7wxArc0bu4aJKkZeXLwTJoaaGC9Ihzu721Y8oANT0+NaKfKGqx7vKJr\n", + "AS7D5ia07WoV4KNrTfXp5pN2t4VgG6qF67v6hsiE3iFqtXj2L4dU7WlU0kV1+nLLKbGeMYGAjQ4N\n", + "5eHt4AXAqZQMLVy7SG6+fY/i97XQiQ18e7VQbzvsAucxMhmlFM66KpQVxjV/uP645Txqpdc/PdSy\n", + "8bAs0CsYJ3S0KE9ors2wKj/6vT8smw5RchMZf0E+ndKHB4eIiIHX6o64F9+VoqIiNYgCl3Xr1k2q\n", + "ySJ0zXUpSQp/fUZcDcJuobjIdwVD5b/5N9t9DiH1s02nZPfpVLXSeP+AFiqkvrP6mHy3M1aFvseG\n", + "tZV1R5NkjRYe8wqK1Aa22X1CdIFoSv9wefJ7/WQ01IyirRneFrft0ADrj56VgW+sU+Gqroe7dGre\n", + "QDVMQymAUR0x1tHWPjnYch4DHVYfStL/rDYZFGHa2dADZzD44e1VUZJrMATjpk7NZP/pdIk5rx81\n", + "jFC/+mCSRGjfz91gwltlbMr6xObYmlugzRzZvty3ybBrD+3ubHtJo7bbuqsJEREx8Err1q1l3759\n", + "qg8u2pOhTdnNN98sJ06cEE9PTz5SV+LXmeJ6cKnhp9YU9JJn8v7q8EtfXn7Q8vEvkQlqotm5S6aN\n", + "bOcycuXpJXt1bXsRIrGRyzpQjdNC6mntDz926jfTgvP4ro1ldM8Wlo1QE/qGyBs2vXgLtGBm7rOb\n", + "lZcvOy93dkCHBwRvc6cHs8GX62MR0n3quKk64NLAVLHyBF6UL/h6e0iSzeheUyD0ko+ntJGb3t5o\n", + "9zmUK+DFA8b3Wpdl4IXCuB5BFf7QG41O3n6y+s6wx+OB1f0dp1JV2QQ6VNSEgF1QaL+ij+O+V3ux\n", + "yMBLRMTAazFt2jRp2NBUDzhhwgR54okn5KuvvpK0tDS5//77+UiV1/ZPtBT6k+Gn0HLsjfy7Sn1T\n", + "8Qajf8VgujCmhFkHXtud+pijbr3rH6ul6H1r3vSGUJyYlu3wfhxNTFc9XFFygVIHdF7oFtxQBUxs\n", + "HgOsBA/r0LTEbg7lCbuASWlGYRcr1ijnQB0xJpytPZxs+Vz9Oh7asYnVQq+3vD2hu6rnPXQmTQ1T\n", + "QJ9f9xKmlpUHbtu23hllF6g3LU27taqELh2T5xdPW0RLNkzze+uObtX+1wwDON5aeVRXq47jiwl1\n", + "RETEwGvRsmVxG6jw8HBVx4u6XmxWw3kqh+TDanVXiuzfdk8uaiTX57yrhktUtLLkNqzUHk64KM+N\n", + "6SAbjiarjXJYnZ36+Q6HX7MrJlWt8mJTHOTkFcjAN3/XdW1An9t/395NIuMuqP6yKBdA5wd8P4QS\n", + "rLJOG9TSMjnOEazSGQXRqMvBWvfLpF1v08xhlhXJjyb1lo83Hpe3VkVJoXY7F3PyVLcKDKDACOKK\n", + "rNV15O6+IbJcC7zWr0vOZZj64qINWnVi1MkDYf250R1KHHBxteExf+qmduqdCjxn0KoNPaa5uktE\n", + "xMBrB7W7SUlJcv78eenYsaNERETwESqv3AyRheO1g1pg9ynU7f4rf2KlhF14cHCrEq+D2sZJn26T\n", + "kyn6OlfZEqP6/aL/LLoZGEFgnbZgpzw6rLU8OaKdKqMwalGGHrHYoBUZnybHky+qDhDjundWnRR6\n", + "hPo6XVHF7c3ffEqtyKZn5cvtvYNVizDz16AkYf4m/ea5ts3q695+x3WT0nNU2LWGVWe096rMEIeV\n", + "7kLt9+mJ7/YaLcKrFwTVLfAahUM81igfqe6BF7DhEBsm0eHEeuAKEREx8FqcO3dOXnnlFTl06JAa\n", + "7btkyRJ1+ebNm2Xbtm2qxIHKYPVLWmoz7sjwWd37pe+ohyQ3OqXEyWRl1a9lY9XuqyRPL95nH3Yv\n", + "w0YrdE/47M9Tsi/ugqRczJHo5Et21/tqW6zMGNZG1b8iENlOOmtQ113VAU/XwrH5c1hFRKC2HZ1r\n", + "a9aPB3SlAF9o96VPuK+M7Wqqs8XqLDoemIM2gu6s0R3sbgdvyRuFOAT+yghx2IT3rxWHDbtiWHM2\n", + "uvlqwcQ92w2MWJWviuEbFQUlNtYdRYiIiIFXZ+7cuWpV9/XXX5d7773XcnmHDh3kvffe4yNVFsmH\n", + "RHZ8avipIv/W8sDDr2mPvJd00oLixuizcikr3+FNubqK6mMblXTJ4XWmDmwhJ85e0sJpmha4UtQJ\n", + "I3y/mNrX4dc4C2QIp9j1/oN2Mm9cq+PhKjl5hXbXw2Y2lCWgbnbuumjL5xAm8TVzVh+1C8ILtPCK\n", + "1ThnK7xGtb8Lt8ZKRAt/takKYdfL3VUGdQ2UkZ2byY0dmxnWxKKvLgK89cYxrP5hwlpFQxeI6V/u\n", + "KnEgR9OGXjJjaOtq97TFCu87E7qrNmr4WSb2C1MrplR2eDcDm0fxnMQLCbwoJCJi4K0GMGBi1qxZ\n", + "4uGhXx3Bam96ejofqbJY8oCgcMEu7Iqr5N2zRDzdTcMMJs3fZhd2mzfyVt0CDsanSbD28fe7TzsN\n", + "u9CysY98tTVGt2EHQyictfxCIM3IMQ7aCKLf7ThtCbtgG3ZVCNb+mLdtagqOKG3ASuDaI0lqhz++\n", + "Fu3TjDItanqjEi86DQG4raM2dbp4a33KZ9tVCYXZ8v0J8vcb2zrcAIYQ98q4zvL2mijJzClQpREI\n", + "20bXv9L+tseTM0oMu24uLrJAeyFiXl3GRkF0cqguq6gos6hupRY1zUs/H1TvSJgt25cgf8wcWiPK\n", + "Qmoz/G6ilWNlbE4lohoUeF20P8RZWVl2gffo0aPi5+fHR6q0Tm0SSTpk+KnP82+S01sy5cWxIo99\n", + "s0fVptqKv5ApDw1qqd6WxWphroMJadawemk0SQ1dFBwF3v83tJU8s8R+4hs2lz1+Yxu1493uc9of\n", + "C3NIxqYzdIKwDogYf7vyUJIuKBt0i1J/+Et6Sx+riy/+dEB32dD2TeQDq1VkswVbYlT7LEfuiQhV\n", + "J0cb4DAc48P10WrVGz8PVjlL2kxnBKvGRqUduAx/bAe3C1Bhu532IgErgCh9MLd3u1k7dthIV1vg\n", + "WK45EC8RrQvKdSxrcqiyDruA1fJvd56Whwe3Ui/24lIz1XCY6talo7bCC+f3tf83sFEULy4f114g\n", + "P1yKfQ5EVEsD74033ij//ve/ZcaMGer8pUuX5MCBA/LBBx/IyJEj+UiV1i/Gtc5ZUkfeyr9T3HbF\n", + "qbflf95rPJrXy8NV1a9iBdR6+pkjaA92rxYOP/g9Whc0oVlDxzvUb+sRrFp2YTiEh5uL9NXu0/Vt\n", + "AmRS/1AVehFYbNtp9WvpJw9pfyguZufr2nghWH+x5ZQKcV7u9jWzuJo5+GL3PIJySX/sEVARHnAf\n", + "EI5RMtGleUP538YTduH+VEpm6X7ZDMIu7vPDC3dZzuMYvvjTQd0QjdLCz4QWbdaT1RB2f3nsehWk\n", + "zd8fwfuRr3ap8GOGnxM/Y3nbtFUXeM7eN39HcZ/m9TEya0wHFfSvBegAYjTUBEMw8FxbdzhJfQ7v\n", + "PHwzvT+7SFQy/F9x3/ztlt81HHt08hjRsSk3NhJdq4H3gQceUH13p0+fLpmZmXLbbbdJnTp15M47\n", + "75SJEyfykSqNc9FaYjpq+Km5ebdKhhZ6RQtxaO7vCAZL2AZNR7po4dHcI/XhIa1Ub1ozlAvc1SfY\n", + "4ddiFfKTyb0tq5G2b7cioKzTArE5dOOPA9pT2f6RQGB+/Nu9xfc/374rRaifj3w0uZcUXJ4EV9pw\n", + "OmNYa3XSB/wQNanM2qZjZ1VAR5h2BhvV0PUBocTcq3f5fvtjjTIDPEblWZlEmEfN9Sbt6zG4Aave\n", + "tuEet59g0OcYmwBreuBFD2jboSR4AYA61mthRRPvfGAl37r/M2Rqv0coMbJ+LqIW/cWxHfn/ZiU6\n", + "mnjR4e8ajz3RNRp4MUZ4ypQpMmnSJElOTpbCwkJp1qyZuLrybbdSW/G04cV5RW4yr2Cc5fyNHZuq\n", + "DS22fLXQmWrzdnhdT1fJyjUuazhzoXgQxdQBLdTqKvreou3X70fPSr/X1qlQh1CM3faAt+/fX3tU\n", + "DiZcMo0pntBdrdbaQnhc8+RgFWhbBfg4DH9GXSawjllkFQBm39ZZvY1fEZ4c0VaW7onTAkRxsC4o\n", + "KlLH02hAAv7YYdV268lz8q9fDhf/wdsaI78+Pki7/4kV/jTA2GacbO8H7iPqj6/XjjdWfG1X5H08\n", + "3Wr8rwDqmI1eXJk3N14LnryxnQpa5k4geHGFTZa2cBlDV+UK9/dWL7RySlEaRkTXSOA1Q8BF0KVy\n", + "OLnR8OLfC7vrzv95PEVN4LLtRGAbdgFh9+buQbJiX4IKdvrr56nQhD+sryw/qN4ytQsgZy/JSz8f\n", + "kJ9nDFSroI8u2m15uxVB5LmlkapXrtHb/QirJQ1naGvQ7QC3rlY6m9RTdbcVuUkEAcLLw00XeMF2\n", + "1RwBE5uHzG8hu7ro7wP+AL69Okq7nv30usBGXhJRgSuteFzu+O+fluOODYWD2gRoj91Zy3VQs41B\n", + "HJVh3ZFk9cIEG+PuHxiuSlYqC0psbFfg8fi3vIbePsa7GPidwu8ejjkC13ntd9X2uNSGFzjVHX6v\n", + "bN8VMk9jJKJrNPBiVRfT1aKjo9XmNVsLFy7ko+VM0kGRQuOa25fzJ9sFgHkTe0r3V1bJpWzndbre\n", + "Wrhb5qDeF4MNsBkGq5UJTkYBI+j+efyc6qlrW1uIsPynFhaNVnlLFXB6Bss7WnC0XkHB2/IosXDk\n", + "SndLI1TZ9ou1XT3EhjDrFxSFRfa75w4lGHcfGd05sFT3DT8HukSg1y8GYTh6y/7DDcftjvuJlEvy\n", + "5u1d5Y9jKaon8fhezSs8iOJ7/mXeZl0LOpRafDO9X6X9GuCdBLTEQ6g3B45ntBc/ePF0Tf3Hrj1/\n", + "rN/VQMBCOY35eYDPW4//psrz3Jj22gtlD0uZ0T0RYdfc85GIgdcKNqz5+PjI/fffL15e/M+gzH59\n", + "1vDivCIPiS8K0K049NQCzge/HzPsYOCq/SG0ngyWmVfg9Nv+tOeM07Br9vX2WLmjl3FNb2ne7sNO\n", + "50XbYrXwdEGtTpv76OKtefT7xS5o1Pve0SvE7u18M6x4vbPmmCWIlne3NOpBUSOJ20PIHK2Fzeds\n", + "hk5Y10s6gj9+DbzcdSvj+JnGdS+5LRc6Q2Dzi7nGGXWqv/zt+lKHeLzQGNquidxZiX1uUY5i228Z\n", + "xwWPZUWVmBjB82GjFnhPJJ6TO/q14UqmmFZ98S4L+lv7eXuqzY1X0gKPSg8vJNE2ESciYuCVI0eO\n", + "yOLFi9VGNSqH01uNg01R8Vvj7ZvVF3c3V7l//naHN1NolIKdOJZ8UUL8vOX0eeedCvCWP2pcbUcG\n", + "o8YXvXQRRBHWEFZtVz/wlvjUz3dYziMg4rrmnfdY0TVvtsKqp9FKJ0L1FO3nRtAzK+9uaexsX/n3\n", + "QaqTRTPtvhr1N0WYxfhea9a1xcilI7Xgjm4Qzy89oIL8DR2aqpW4kja/4Wd8ZdlB3aotQiQC5qjO\n", + "9uVA92q3aVu+ggBU2YHHUU9gPBcqM/DihcjP+87Iz3vj5bVVJ9kGyuoxfzGINbtExMB7VWHABFqR\n", + "MfCWU0GO4cWrCvuof33reUqsFkpta0/N/LXQ9tdBLWXe+uNysYThBbb6hfvpAq+HlubybIIz6nXR\n", + "Q3fhXyPkzRUH5HxWoer9ej4zV26Ys94S3j7+44Rs+sdQ3XhW29pDQK9RtFfbe/qCRLT0UwEYq7yo\n", + "FXV3dZUnb2qrNtJZAuHlTTy2Suqhi6CM/pkrDiSqkcnTBrVQKzb4fs46PmAVGN0uzD+XddhVLyy0\n", + "M0t2x6kXAd8/1N/p8bVdAcfPkW/wwgTfzyjwolwEZRjYpIT7jfIHbL6rbGO7BcrsFYftgm/vsMrr\n", + "q43jon9hY2oDNax9k0oN2URExMBbKnfccYfMnj1bJk+eLIGBgXbdGQICAvholcOC/OHq3/TMPClw\n", + "snp7TgukW4+fk1u7B8mXW4oDJiZzTbouTD7ffMrw67w93OWJm9rJCC1orT96Vq1OtmjsI3d+tEUf\n", + "ilv6q5VQPx+Rl0e3Fl9fX/V2fLd/rtKFN4QjvO1qHVaNINDc8v4m05NYC3ENvT3k3CXTprscKVQt\n", + "0kZ0bGbpM4rd0giqpektbIbrjnl3k2VFGquk2O2P0F4S1JJ+/9B18uPeeAmoV0c+2nhCLmbrg5+z\n", + "9nAqpCddVGOJEWRRp/vMqA7qrWgEbYQ320lwbZ0EOgRr7MjHsa6qiVs43k+NaGdZjcZj8ciQ1iWu\n", + "YF+JKAcvbFAO4+yFDRERMfBWiYYNG8rBgwfl6aeNW2utXr2aj1Y5aHFL/VtQilIFbPSp46F/oYHO\n", + "DMPaNVF9I/MMam3bNKunShAQorqHNLK8TY5m/6grxWShiRFhht0WMOnNaKUSTfKtAy++3ravqDXc\n", + "hjnsWpu1NFLVcwJWjDGy1nq1GEF5gpMa1uX7EnTlF4CNJ3jLvDRlEAi95nZsGEtsu9GtU1BD7T4e\n", + "kHVHkqRLcCMVSM0B3TRAobhhPVZ5MfkNK5U4xo/e0Foe/2av5fihhAKrz85Yr5pXFTzuY7sGSsy5\n", + "TNW3ubLHquL4lfWFDY4tymaaNfCyPF5ERMTAWyk+/fRTue+++2TMmDHctHYV5eTZh1pMMbulW5As\n", + "Mejlue/0BdVa7LcDiapsAYHh40m9VX1tSdOtEJQR1DbZrHSGN/bWncdKJmqP8wvK1ssSAb7P7DVq\n", + "NRSbyrBbukFdd8tQBwRpZ5OmHL1IWLwzTtWFlmaQAcLU6kOJ4qldN9TPW5WV4Ouu074/NlblXv6Z\n", + "EtISJTk9W378fwPU+b2xF+w2A+K2sPqNetSxXYOkQ2AD2XbivCrpqM5Tm0wr+1WzqlzWFzaf/HFC\n", + "5q6LtpRd4DmBvs1ERMTAWynOnz+vpqq5uXFHdVVBCMstRYcElCrc0y9UvWUeZfM2OuDtYjNsKMME\n", + "J2ctj7AqiQ1W8KAW3nbEpGpBu7i2+MutsTLluhbSsrGPmpqFGsySWI8PtoY+wTg9+vUeNa63tK2Y\n", + "cP8+23TS8HNo84UVQZQ2ONv4hY4E+L7mAQ8IunPu7C6D2jRWQyB+P6JftUY98i3vb5avp0eovrFG\n", + "I2KteyUj5HI8qT3zC5uNR5NkQJsmqp7a6IUNXkjNthoGAgjKaGnHkbtERLVLtRljFh4eLidOnOAj\n", + "UpFKqGLILeX0H6x0fvlnjBxPviQebvqnjLub/VvUi7bHGpYqmIPkyHk7ZdoC0+nV5Yckz2YcMDpF\n", + "/PPng5YQWBKs6qFW1MXJu+Xmcb2lgdU+lAsc077GEYQljLF15o3fjuimmWGFdsvxFBWSA+obv4uB\n", + "bg1LdsWr1e9hHZrqPofAjBre0sL3w2S1qp7yhO+HF0HTv9ylum+UpbygIqCkAS9sFk7uqlb2HYXX\n", + "w2eM+yD/aNNdg4iIar5qs8J70003yfPPPy+jRo2SoKAg8fDQ1xsOHTqUj5YzCJ4FRbqwm5yrn9bl\n", + "4iQDt2riIwH1vJz2j0U9b5EWRptogS1bCzW39WguiWnZstKm5VVaZp7a3NXPZloYQvCT3+/T7do3\n", + "WjGG7SdN9wM1q7arcGYB9TylkbenPHVTe7mpU1P5UgtZCReyHN5/o81M6BO7fP8ZLRR5qzCJUBkZ\n", + "n1aqkIZQN2NYa4efP3nWfsztr5GJagMZBj1Y99G1tnjXaVX7+vpfuoift4daNY8Iqy9TB7dVbd1K\n", + "guP87pooVXeNMhOE53kTezmsT8VqNco/eoQ0UuUAVwKP7U3vbLSUY2CjHwZsfDypV7X7lUH3CqOx\n", + "r9VhKABeKOEFFV6o4fesvINZiIiomgXelStXir+/v2zfbtwjloG3BC9c0NLUo1K440vJcvOSThc/\n", + "tbuKswXf48kZ8sb4bmpFEHWm3YMbyTNL99tNYsPCLUoh/nz2BvWWO8KYbeAFbFizDbwIx0a9WT20\n", + "sJ5XoL93CLIqiAfUkxs6NNFtWvOp465anP3/9s4DPopya+MnBQIJAUJNKCn0FnoHkaqgKKB4QVGw\n", + "ovKh4rXgFdFrwU+9YkPRz4KigHopKiIqiALSey+BUAMEAgkESCXJN88bZpmdnd1s+iZ5/v72J9ns\n", + "zs6+M5N53vM+55y4S2nq8fA3m2Tx49fJlCEt5f6Zmyy/H6LAEM9GEIE01qfFv2FTaKsJQ3cSny6l\n", + "On4XjAeWxREVv2jRxS7sqmDF9qfd1U7Gzd4iKU6ae8D3+sbtrdW/ExISJCgo+70QaK78w//VhBJ8\n", + "qToQn1OX7HeoLoFjMWz6GiWqwExMADSxj+Q5/C4vSW7wGJu9x2ivjOfyIyR1UeqOb9pdML4jO4eq\n", + "Enc68JQPyYfox2QDVpVZ645q52aqjOwUmmN7bKsJyNivN9lWSVDP+bPRHWVAi9r8O0cIISVd8E6f\n", + "Pp1HI78Mmibj4+9TtWitQGkrZ3V4swVpst3NeePReDsxoINI6fpD52ztdK0ix4gYmkUTlpZRksrc\n", + "fSuybpAmFBO0bWTZBPDbw9vYfv9/93RUIu6gJsyGtq2r2tWaQTQTyUYT+jdRHmJ4elEh4mLyFbmj\n", + "Y30Z3T3Mzm+LhDFzMwYkz+ldwEZ0ri8znHh4bYJRE7QYi9QrGbL3VKJq05uTzaFmYHn5dVes9GhY\n", + "XQnwt+9oLePnbL12QWr7jO8I60eXiGp244dtQ0xj/DCZQKTYarl+lYV1A8+h4oQxQoy20NEm28ac\n", + "dcdU1H2V9l0gCN/UBHduhJZVoh+E22btXEKiXW5BpBOJZd9p3z1Jm+QgAo1JQEFVe0CpMowl6jTj\n", + "eOS3ZBomFpjs6aCyBo6RebLliml/HnCwBEFAU/ASQkgpELykYNhj4UuENvjmgS4qeucsAQxeXDRy\n", + "MIIqC0t2IzrnaAWocVU8/rzjpGXkGLYHqwjh2F4N7MppIRGuUgUfm9jFvk4ZFik9G9ewE4HoSGYT\n", + "7n6+DpHinSeyvb4T+jdWj5yioPGX0yyfR3RNr+qw79RFWRPt2vc74futsulIgtvHBxMBPCAmvx3b\n", + "VYlAP18fFcWretW+8MqiPeq1iIjiNRCp87edltd+vyakYD15748oJXrNQMBZTXrwOWYxaSZFE+8Q\n", + "u/oYTZy/Q3o16ed2ZBViHeeYUbAhmt0hj80mJv24y25iguYZvZvWzJN4djpPbBVs2bAjL8w2JHDq\n", + "YNKYG8Fr5bl2139OCCHEGm8OQenihpaOUaDalSuoaCzKWfVr7vh7xMqmDI20RUAhmhFhrFzBV5Y/\n", + "01v5W42M7FTf1rWqmr91uamHelm3coVQ+eruSJk4qJl8p4m5OzrWU9FWHeik6X9Fu/yOwyyWnNE9\n", + "zF7cuT61B2jjBCFmpnXdKjaRvfPkBZfbQN3W3Ihds+D+ek126SxE7qaPai/HziWpSLEObAC6+F0Z\n", + "He+wDTSksBLuaB5inmzgmJktBWjj7M5+/upkxcAKnEM4tnoEFr7hj+9un2c7A+wQZmatO+ax1x+u\n", + "GTOoQZwbhlscl47h1fjHjRBC8gEjvKUMJF7N1gSB7j/19vJSwqnb/y6T29vXk1UH4hzeg1gcIlB7\n", + "YxPloZmbJSYh+waNdsPzx3WXr+/vJD9sO6lKh0EkGVu04vMQaTRG9FBSy5VvsWVIJenZIkj9e55F\n", + "bV8svSPS6SzJanyfRmoJGlFOLBeP6hqWY81fgDHRRS7+P2FAY1s0EgJxjLbPuk0DJKc6enAD/Hyk\n", + "RUgVGdUlVOZsOC6xiSkuP3No+7pSq5KfLNgSI2dNzTFQDcBY8xUReDN/7T2jjl94tYqyUuzFtVUk\n", + "UO9Ud2ubEGW5QKc8lOWyGkscRwjh767aMBCVP2MR9c1tlQccC0Tk4dnOb9k0vN/cUS6piKs+5IYx\n", + "3cMdkiwHReYuejxcu04xmcE1gIkDqnU8f1Mz/nEjhBAKXmIUCL8/2UveWRIlC7bGSGZWthCFaPro\n", + "r4OW9gOIvyBN3PafulwuGBKt0G74rs/Wq4YIEIVIHjNXCUBED8vqKMF1OS1DCSgILHeXwG+KDHEQ\n", + "vdn1Z52LLHwmosNmjzCikVYNDrAcjC5nsBJAIMOXCmELYYbo6qG4y+pn8z7f0DLYwRowtG09m0iN\n", + "T0qzVZPQQWk0DDn80lh6hxcZ3wei0eyHDjZFPbs3qC6/mXzFOF7w7o5oHyJfbzjpMHbG74uo/Pg5\n", + "W+wSvH4Y10O1InYG/LD39YyQs5rQxRigXbPRY43IbF6W+3FOFUSNYExm4IM1klPb6eIEQh/jBxsG\n", + "VkZGds6+HnIDzmkcNwj9yhXKeUTVCEIIKen4/FuDw1C6wA1zzaFzqgtaTpT38VYCrpwmjj63SNJC\n", + "pQE9eHv47GVpFhyofLdGvOttqgAAIABJREFUmoVUlgc18YiC/dc1rpljdn9KSopUrJidbFW/mr/8\n", + "sfe0zU+KlfAsTTUiSQ3lwQa2CnGaoORXLtuTiiSwp/67TS3/z9t8QtqFBtlEAkTDHZ+sVfsOEPXc\n", + "cDheRncPV9FvVIOIqBFg+Rl1qlZU29YF5PVNasrLQ1pKxfI+tskFEr+Sr1ZZQJJcRI1KkqAJYVSd\n", + "OHDmkqyJPqfEb5+mtWTBlhPa85m2Y/SWJjbDDBOIIG1fFljUgA2v7i+DmleTLo2D5eT5FKmr7dez\n", + "NzaV8X0b2+33A19tUpMUHSSQzdUmE6hlDA+ts+NSo5Kf6gIHemv7eUGbSMDTjWP62tBIW8WMogYR\n", + "eRxLeJsxphjD129rLdc3da9El/E8yw8QsO8ujZLJmvDeF3tR2Qv0c8DqesJE5NHejeS+HuHauAfl\n", + "OcEOxyWwQtHGJApqzMoSHDOOGaHgJcVI/KU0WbLndI6ve+GW5nJXlzAl0L7IoSoBiLuYJv/oWD9X\n", + "+4LosLehK4Txjx2e79estpzQhBweEIRZBoEdoQlCY4QS4jNKEx2ISOO9sDXc9+VGOZ2YelXQpstP\n", + "20/K4NYhSqghGWxFlL2NA6K3bf2qSui6AqIZfsr2mmgZq4m/e7qHSRWDaITgrqaJkmWaYMcuY78h\n", + "zIycPJ8si3fGyskLyfLFvZ0kpCoipiHy7oi2DhHQUE3YYhnb7PnEhOOGptWkbUQtNfZ4YJJhFlLv\n", + "/BHlYD+A6MU4Ho2/LEPaXvM+Izq+WhPjFbTvYBRV+Dci23d2DlVizZmwK0wwSXnj133aJGa7iopD\n", + "6CKRsX+L2sqPXpQ3VRyP4R+vUXaTS6lXVE3hkxdSlKh1hbeXV4n8u0EhwjHjmJHSCi0NpZTLLsqP\n", + "6UBI3tU5zCbuqlcqL+cupbl8D5bJs0VZtg3AVWtdWAlQImzF/jhpEhwob9zW2qHsE7Y18tO1Tn2i\n", + "s9YfVb5hiOa3ftun/KYQa7AmfHpPR0tRn6J991d+3iMzNIHpbFnd/HkoL4Z2v/AGI4KoL5sj8gw/\n", + "pV4p4KFeDezaE3+jvSczK+fjgTrCT/RLy9FrDIvB4A/+tovUQmQt3nNWHglxHdmEOHdWSg2fj++I\n", + "cUMk/PsNx1UEFaL5vZFtC7TqQf7O2yty74wNtlq+qVfSZNIPO1XjheJY2v9x2wmHEmFI4osb3MLl\n", + "uU8IIYSClxQBK6LOOP1dfU30IGJm7t707I3NVBkqpyeLt5cqUTbsah1c2CCa1gqUR3o3VBFVI4jS\n", + "jdGEiy4WUPnhmbnblb/YyMcrol0mRelJZqjFCh+uUaBOXbpfbnEi1P4+EKfEE5LxIPKMXdbwc68m\n", + "15LTUCVi9IwNhrHLjgjDezn2m01270WNVURo81Kvdeme2BzfB1F3waI5xw87Tssj/Zq7fC9EOoS5\n", + "VUc5XbyjA55RFOP4IJrqyjqSH7D9NdrEB4mMzlr8GtmmTYDMjSuwDfiYUW6uqPG3iHBjf7CPFLyE\n", + "EELBS4qZFiGV7bqTGUHZKF3sIgqL2qHwml5MuSa0qviXk6/u7awiuYuQuKXp1g1HEiTa0C43XROq\n", + "u05eUIlSR881lf/pc63N7qLtJx0iYxDBiOiGB14TYDtjzrsU2Hrr3nXRji2Pl++Pk9qBFWyJYkbw\n", + "s693dhLazPs7y9QlUbLvVKKyOdzapo5dTdqZa484bBuVLrpGVLcUj3PWH9WEa3YHtOEd6js00nCG\n", + "u0lcqKNrbh7hjhiFoFz2VG/5bVesmlykZWTafTYi+ohYmjE3EikoEN3HBEH3Zz99Q1OXrZgB/OHZ\n", + "SYv2B7S4KjNg0vOZNtEy7g98umjYkd8mFYQQQooO1uEtpcCXaxZJSFpChQJ9+RplsUZ9vl5VIjif\n", + "lGbXJetCUrqcvZSqOluhvTASyxKTndsdPvzroN3PTYMDLV+ne1wR1R356TqHaN418eYvncKrqda7\n", + "k37YJe3Dgxxeg/2ds+GYg9gF9/eMsFVdQDWE6DOX5NDZy7LlWIL8++fd8pwhkp2a7hhhhqBBBQSr\n", + "RK/TV6tW4PHzNvvKCSFVK8oHd7aTG1sG24lV1A4e3MY92wAqE5jFbveIIHlg5kZp/+pSefL7bU4b\n", + "Z+A7D2lbRz4a1V6VHUMU8jFNZKKqBX7Xz0kDhBoFHK3EJAC2EmNzC3QQc7bfOtjfG1oGO3wnlL8r\n", + "DhBxRxUSYwUPTCRwDG7+4G/1f2cRdUIIIZ4DI7ylFNyoZz3YRVkBIOhua19PbtWEkC6CIURQYcAV\n", + "7y87oCJ0EIk5kZyWIW/9tl8TTuVVmbE6Vf1VYlmCQeCgpBmiiEkXL6ildXNbWyOoBazXA0Y73WHt\n", + "66qoLNr46pTXREiayQ6BpCt4dztdLdSPzmn4DuZarvDlwosLgQWBaY6o4v0QyiizZrRSgL/2x6ny\n", + "XQ/2bKDaLxuJ08Rw+9AgFUWG6EMjiZz8pxD/sFVg+RzjgzJgn43uqBLuwqr7S/1qAfL8gmsCHc/7\n", + "l/e1q+FrBuXWrFrRYl8ghI3jYWwkUlBss6gQgu+5aMcplzWawWtDW6kGDlgNgJ8apb7M5fCKkrah\n", + "VS1tN7tPJqoHjvOyp67nHx1CCKHgJcUBlsbxMAIRgUYR8KnmtEq+68SFXH3e9OXXorzw7MI+0KNh\n", + "jexIsSZYR3SsryJlkLHOIooQfTUrVVBVBYz8sCV7KR77jBJbkwe3UElsZqFaPcBPiVX4d2/7aI2D\n", + "0DWKr1nrj8iT/Ztqn+cnrepVkV2acMH+3aKJ1Qn9m6jXPauJYtRCnf7XQUlKz7D7fkstuoAh6guR\n", + "DVGHJe+clr3nrD8mby/Zb4t8ovQZLBhGwTr2m80O70N0fuLAprYINCLlmCC0rlc1xxrIC/6nu/LE\n", + "ojEEIqcFUS/XUVhb2yPc8b0iso7kPU8Bxx9j6sxrjokbJixmTzwhhBAKXlIMQARiWVwXV+5UF8gP\n", + "sEncrQk/vXEB/MKIrFYpL/I//ZurLmAZJj/CgBbBqlmGWfDqYJ+ROAchaRWZhZUBwuSNxfucil2d\n", + "9/84KIt2xCq7g86/BjWXe3uEX7tArvqIIUrNwN9sJYRQ8swdEGVHUwWjPxQTkYdmbpLTF1OU8L6v\n", + "R4RldBjHEpU48Hh10R6VrIbtQLxCMLtKEEMiYGE3b0BEFtaEJYZGGpiIWEWdPR0IcBwLq66AOjjX\n", + "KHgJIYSCl3gAO2MuWHoo0TAhw031G14jQBpoD7xn2b4zkpnD+/acvKBEzt2fr1c1c3W+3xormRZ9\n", + "3w6cuShThkYqYewMeCYRqYaQnnpHG7XED/sBEowOaMKj55t/2nlHXWEUu+CrNUfsBK8OIuXG/Qfw\n", + "Gd+gCXREzHVhBHHsbjITIoNXLMZPjxzvUBFnH7Wkb+7Shv0JKO8jLy3cbdcNDttEebXnb2pe7Ofb\n", + "9FHtVQMRiEEcK/NqQ2GDiPwK7dzAceneqIaavOD8R53jJsGVbBVA3AH2lyRtcoFEyYzMTLtJDrZL\n", + "sUsIIRS8xENABrxVRBJ+0x9MHb7gdjBKscAK5ZSv8sjZy+oBUB93vouol493dsQWZanMYvF8Urrl\n", + "e3pqwqRdaFUZpYk8dCZDBNjs04XA0NvyNta+E5KK8DNE7m3TV1uKSHc5cu6ysiuY2/GO7dXA7jtA\n", + "RE3o11i97pY2IUpEWbUnVl5pTfRtPZ6gxLEx+QpdxLAdV4lcELqwR7w0qJHM3HBK0jWxheMYffqS\n", + "tH55iaV9AbWKPUHw4jhBrBcH8K5/sOyA6hQIumliu25QRTWRwvmPqPkXYzq5bLtsBFYMCHgA+8JT\n", + "c7erYwsRP653wwL3QBNCCKHgJXkE4grVAiCIdBDleuqGpioJCslh2UKsqrStH6TKb0EcwFeakZUp\n", + "qw7Yi9bl2o0/wM9XLqdal4x6ckBTFe1Ee96cgHDDvj3Rv7G8vnivKpXm7HUTBjSRzUfj5Z0lB+TQ\n", + "2UuaOPeS8uW8ZWSnevkSu/p4hNXwd3ge9Xx/GNdD+y6nlLgZrEqbZYtN2AisfLCIQt/xyRrbPqFM\n", + "HDrB6c0n8H5YC6zsEjqI2MK+MLR1Lbnv+qaqbvGbv+6z/d7KVxpQDN3RcgJjAKEIAY/VBFhP+jqp\n", + "GJFfsAKAMTKeC2tNEy54njGW0+5sl+vtI5q7cVJ/NVHBNUUIIYSCl3gYk2/J7hClZ8Df3r6eumkj\n", + "4x/L8ah3qou35wY1k42H49WyuVVFhXMubAMQjqOvlteCsEH1BD3aZgaJV6ue7WNLwEINXDOdw6sp\n", + "kTm0bR2JT0qTflNX2GwYWdp/qekZmpg6mmPEFK1yUVECY4AWvRBhO68m5+E5lGx7+OvN6vvCt4nJ\n", + "gC5sMRHAw10gqMwCHN/N2G0NY45tbjySoKpOIBHPCCYbGMu0q5bmXw32BcsL2tvLrhOcp4CGJsbV\n", + "AHiv0YSkMCKj8Fa7M/HBWCaiIoRF6Tl3J5B5BYIbtY9RAaI4K1AQQggFLymV6BFdK8zJURB6r/2y\n", + "x2n5sAq+PpJyJcNyO6j3qwsJbGdA82BZsNXa/oBuaUbR4VfOW8yaFd3HIJwhIudtinHqOY6oEeBS\n", + "8L42pJWK0KFkGloU929eW85owh2JcrAzGKOnKEcGq0ReE7zg9TSDz8BSuLFaAawQeECkocbv7HVH\n", + "xd/PV5ULgzhGhHfJvrPSIARJaYGWjS6ahVSWgS2DlRXEkzqAQdi98ONO+dOiCQoqVLx8a8sC/8yO\n", + "2uQIY5CTjxs+dIxzUYKIPGr36kmGntbamRBCKHhJmQM35KhYa7GLKgCTbm4hUzRBbCy8j8oL/3dP\n", + "R4fErX/d1EwWbj/hEHlDk4Tnb7aPSA7vUM+h9m3nBtXkpg/+ViLVFY1rVZJ/Dmii/LbXN6klO06c\n", + "VyW8wqoHKOGKaCq2gcYTup8T3+WzMR1VZQcziMjmVfCO6hLm0O0O0XNnghTiBwJQ999iogCB/+Gy\n", + "g0r0AmeNI0Kr+RdL692cQMTaWce/HS667OUHjBs811N+2Wt7DrWRd5+8YGcBgTWmMNopuwLd54xJ\n", + "hrgepmnHl4KXEM8BibZfrzkqvj7ZeQj06FPwklIOIrtWlRRQl3TVxL5X/+0rE77fpqJpEJPjeltX\n", + "KYDIG909XGasOmwTJSM7h1pG+BDVhOVi45H47MYQmnC8lJaeo9iFeBnRKVTth94mt2N4kINgnbo0\n", + "yq7EFAT7kA9XOyTHgVgnneB0UHMX3mdEMuFBRhkxXUQhknxTZIgSOHgOZbqecEOU6hYK/NE1RpwB\n", + "KmOgqcfJ80l2z+OzPREcQ2eYO6oVJDiHGlb1kf3xV+T6xjVVchrOZ3jD9c5thWUlwLWw6WiCRNat\n", + "4lAeDgmRVjdXRO3ZqpiQ4udNbZKOZkU63204pu53nrRyRih4SQECAbcvNlGqVCyn7ARGujaoZvs3\n", + "hKW7CTwvDm6hylPtPRYngztEOH09/rDMfaSb2iasDhCLt2qC1IoalfyUUPXSNGY5TcisO3wuR5+t\n", + "lQhLc9JUYFCkc1FmTiCDmIEl4U5NyCOSi/1GZj++h14ZIDfstRBHAGIXy/b4PQT9GG0iUVgJYPml\n", + "X/PaDiXVYCWAP/y+Qq4F3K5eZekbea0lNY4JzsHCAtHaZ+ZuVxMcHG8cf1QQGWqYjGACZC65h9e5\n", + "qptMCCk6PjOtLuJaxkTZE1fQCAUvyQdYOn/y++3y597T6gbuY1ryRTUHvQuZEXcTeFCK69TZ86oS\n", + "AyJs9/UMd1oP1bhNZ5UH0Fnsz33XOp5BgC7ecUo9/9QNTSz3C6XP9jgRkzr1q/mrKGFo9YpOo2/w\n", + "2pr5/O/D6jHp5ua25LS8JjchQuysw1eVir6y+5UbPf58wnIgIiT6d/Dz8ZY3h7e2E4FAj74i2o5o\n", + "td6spCQBT7KxvB+uH1TgMH5X1KTGeQ8vtxoP7fg+1rcxqz0Q4sFscrFSRSh4SYmd3R62646F5DA0\n", + "WGgaXEnVHNWrOuQFiJ5h01fbiU14bd8d0VaJHWTNY+kZ7XzN0VAsQZtLS6El8MooR38oqi5kP87L\n", + "wvE9LUUYrBWuMvlR+/bDPw+ohDZdJM96sIvda1w1Lnh/2QG1tI1oHsYPvtzcVHjQhTK6yek2ECPu\n", + "NtYobuB9W/hYT1WhAYmCw7Xzx7w0CI81bDE6OP8+G92xxHVlQ5MVMxDwWFFAlzn1B1ebQP7yRE/5\n", + "aetJlfCJhE1nS6WYaP247YS6FnDO5qZRBiEkb8BqtdhUDadjeDUOTCnA598aHAaiM2P1EYeqDKgd\n", + "+/mYjtKtYXWZvyVGnp67Qz5ZES2XUjPsumfBBjF9+UEV6UKJLXNt2kWa+PvGFBU9Fp8k/910XLXU\n", + "PXc5TfbFXpQtxxJkZCf7hgUR2rbQmlj31EJIvXVHa/n7wFltP6zLnZ1OTFWJa2bxXNW/vKrO4Ovj\n", + "LR3DguTouWRJTr9WbaJeNX/5Zccp1bbXuJ8QINc1rqlKm6mL52q3OStgkdh8NEHt28nzycrri9qz\n", + "3l65S5JCWTKM625TRPqJfk0ksoR4PmE7wbhB9AVYVEV44rtt6tjbnXPJ6fn2JaekpEjFikVnFfDW\n", + "zoeftjl2CMSxMlYhKa+ddzh2WO0IcFIlYtzsLfLKoj3Ky45zfJX2gFWmsCnqMSsNcMxK15ih0g/u\n", + "R4kpV9R1i1yTfxZDgispeBgyIHagCoAxwqtOEu1CRzT1ufk77fyHaKnbPrSqWnqHoBv79SZb1BQz\n", + "5A/vameXfZ6UlmH5mWaPMG7yZhsBln7nPtJd+12Ctj/etmgpEuHMiV122zqeYBlZRSRZT5h78LoG\n", + "8uXqw0pklfP1kW/WHrHcFr4jSkrNvL+z+hmd5iDOF2oiJy0j0+W4IiK7dM/pXC/VY+kbiYB+Xhmy\n", + "+nCihNfwV0l8nurZzQtWkfZNRxJK3PfAdYCJGJLQ9OvmoV4Ncu3PRUTYHGHC9YDVkKJuz1zUoC72\n", + "7lOJ0qNhDSbxkWIB94ZlT/WW/bEXpWGtAK6sUPCS0gr8hhCyp65GUlUjg0HN1Ex3sUXTg5maOMSN\n", + "Hu8xCxc0gjAK3sGtQ1SpKL3EFkDEEzVwzRyLv+xww8O+dDItLcF6ADEJ7+QlbUaebhCeeD0ipDmB\n", + "CLBeCgyRNVdg5g8RCh8mRDiSkt64vbXcO2ODaqbgipiEJLePA0T/1CX7bdsc1rqW9kf4+lJ5zo3s\n", + "XN+uhBhAU5TiAJOeH7UJTNzFFHUtWHXQc/rHVDvfFvxPd5m/+YRKVIQNJ7eJisBZgxace6VV8ML6\n", + "cffn623eZozlx3d3KHG2FlI6wN92TrgoeEkZuNB/n9BL5m3Jbu4wtG1d5TFE1CrTIhK39WiCijxZ\n", + "izb7KB1EM8TzKz/vVuIYkS8k7ExZvNeu5Bhe1yHMPc8UZt/IvMcDLYyf/u92Jaj1Emm5ESzgBu0G\n", + "uziHbmYHTl+yK2mFm/NX93dWPlWIWnSEe3zOVlukTx9Xd6Oy8DqPm73ZNukAP+w4I6N7ns+1D7gk\n", + "MKJjfVWrF+eR3mLaWXOUwgQR+PFzttgS7FALGv7j3NTgVB0Gu4Xlaz8wgbRqnIFawqUVTO50sQvw\n", + "9wHjT8FLCKHgJYUGBKe5di2WGq1SvOKT0mXkp+tUiSlzBzCraBTEQM/QinIho7xNvCE56/kfdkrC\n", + "5TSVMIDqBs4iYxDGszccUxUSIMjhi9WrIcAugBskhEJeImtqG5Ehqg7jKSf1d7PFuKPwyK4BXN/2\n", + "83/uaCMvLdylGnf0bV4ruy6sm+I7+swly8//eu0Rbczaqt/h37/ujFWTBkSnsQxXks+378Z2Vd8L\n", + "1Tjy2uo3vyDKbKyIgX8XVjc4I5igISoMwYdzGKsYT2uCf5J2TUD4YTzGaNdNaRZ/xuY1OrB2uFPu\n", + "kBBCKHhJgdExh4jrifNJSuDqUToIV90mYCbIv5w0CKqqIqAQFGg7W7Gcj3SLRGOGJi6F4dPzdth5\n", + "jCFSUOBfF9cQnlZiF6IiNT0zx5unHuH+ZGW0rI2OV5129pxKlNS0DJsYd+cGjOWwH8b1yNNYN6xV\n", + "yTLCB+EDwX/b9NU2QQyR9MDMjfL3xL4lPqkir5OUgsKq8sWyvacLVfDCuoKlfN3mg4ocM+7tpCZP\n", + "WBGI0q4RZIjrzUhKK4jqm+tj4xqg2CWEUPCSIgXRWEQRndWvXXcoXna8dIMSYFjW1UstIeq76Wi8\n", + "EsxGTxS2c+uHq+x8v6iEsHTPGdk0ub/TRAFzQh14+ec9qoyVVXIQIkQoEQaPL8Rim/pVZMrQSGlV\n", + "196fBfENSwJKiEFsPHtjM4ftFNXNV3Wh0/Zh2p8Hbc9By7bRxg+Jc+boL37+S3vekyOAqLDx3cbj\n", + "KiqPSYMnWjPg2UXXPPuJS+HuJ5byjZ52XfRC7OIaKivdnYa0qyNfaN9brxCDyc+bt7fmH15CCAUv\n", + "KXpmPdBFiceV++PksMFvBzqFZy/z695WiMv7Z26yK9iNG5i+7P/9puOW2fkoD/b8gl3y/si2lvtg\n", + "FfnceypRbnx3papvam4X+8KPu+w8uduPX1BC+183XWsM8di3W+2qT+Df6PRmpLDELqwiSPwDsJHo\n", + "LZEb1baPcmOovlpzRC11W3E8FwlxRc1z83cosWuctKz9Vz+PE3P39wxXTUz0CQVqLztbpSgo4pPS\n", + "HJ5DoiLsFKU9qmsEE9zFT1ynrgeU+4OPmWWgCCEUvKRYgOjD8i4E55gvN6goLW5KZvsCbtaPzt7i\n", + "0J1m2p8HbILX30nnNLDCopkEPH6IhJkjnzr4HewRZoGyQhPnZiAe31t6QBXz3xlzwaHVK5ZWnXVX\n", + "K0heWrjbru0uErdQiQGWjg2HHMtyYZ9Q09bYqQvkJiGuqMHExyh2ASY6xdWqE5/909YTMmv9UTl6\n", + "LklFdScObKbGEOP+hzb+6w/FS1h1/1wnPOYF1Jt+8addds9hJaUsiV3jecwkNUIIBW8xcvDgQZk6\n", + "daokJiZK9erVZeLEiVK3bt0yOx6IzKGDWVTsRdU9y+y9RImy1RYluiBaIdrqB4jc0bG+fLw82nL7\n", + "F5Ov2CJcENVIIkNJJoDmFxAJ3286JuZqZkt2n3YQvFg6tyoXBoH8285Y8XdS+B+RpsIWvEaxqwMh\n", + "iIoTqG9sXl7X+c8drZVYxvgjyQ4NCVZGnZUXdu9SYml8n0bFlvhlBscRkyJzNN9cwaOo+FCbLOH8\n", + "1IF9ABMIvbICIo1FOXkY2raONiE4ZrMKIWHttWGt+EeXEEIoeIuWLE1Vvfrqq/L4449Lhw4dZP36\n", + "9TJlyhSZPn162T5xNBHjrDIAktCsgIA9mZAkb/xySNYcPq+aWaCLmzEzHvRsXMMW4UKjB2N5r7XR\n", + "52RUl1BNQGXKvM0xdu8z7w88uQfPXHIp3MM0sYPOacmmphgFWfUAYg8lr1BZAqIfUcXxfRup72j+\n", + "7rrwQWkzlGuLN3Qg69e8lm2/Fj9+nfo/fn/jeyttNg+Ie/ggvxjTKV/7rFstNh5JUAmBU4a2ypMF\n", + "Ae+xatVZXHV20cbYYZKhHZf8lhLLK5iYYPKI4+5XzjtXJdAIIYRQ8BYYiO4GBgYqsQu6dOkiM2bM\n", + "kKNHj0pYWBgHyIImwYF2IhV4eXnJuD6NZPy3W23RvrhLqdKgZiVpVKuS8nVCAA7vUF+JQQAxaN4O\n", + "mLXumLw8pKVK4NIFISK5xuguIslPzd3udB/7NKulltrxudgfuAWxV6qOaveC7WRmjiri34iK47ua\n", + "o7i6EMRYLBjXXT5ZHq1aXA5sWlVuah/hKOC2nXDwNMMaAWGd2w5fRrE7esYG28/6sZl2Z7s8bQ9i\n", + "cvvx83LifLL63ugUN7pbeLGcm8Ha5x8x+c9PJaYU++SRRe4JIaRw8crKysriMDhn+fLlsm7dOnnu\n", + "uedsz7322mvSq1cv9fjmm2/k66+/5kAZSK5UR2Ka/sPuuapntopP+mU5V7enw+vrRc0TvyRYFjLF\n", + "OyNdMn3Kydm6PeRitebavx2jigHno6VO9M+S4VtRkgPraULVR/t/XblUtYFUvHRSasas1N7bRNvG\n", + "dQ7v9U88JtVPrJakyvUd9sU7K0Oysq5IlXP7pEbM3+KVeaVAxuNoq/skzc9e0FRIOi3B0b9IbINB\n", + "khIQIuXSEqVy3A4JOr1Fuygz3d52Qq22crZ+b4fnQw4vlkrxUXna39MRAyWxmn2VCoxFxM4vxOdK\n", + "stvbwfE5E9pXLldtKFle3uKbfknqRM0Xv5Tiaxt8KaixnGpws/25Gbddah77ixcuIcSjGT16tNxz\n", + "zz0ciLwGFzgErklNTZUKFew9qn5+fpKcnH3jx8nHE9CRRTtOqtbClSv6qohe32Y3q05oj87a7PDa\n", + "l157QyWrINL66qI9Mn9LjGoTbAUijbOeHy3tQh9XPyMCfPP7f9uixhA0zdp1lrjYiyIW25g6bpgM\n", + "avWoaiFsXmbP9PLRlJ2PnK/ZRp4de7dKanMGkrEQGXRnCXrY9NWq3qqR8tXryfIP5qt/I0qNpW1f\n", + "7zudC9uEBAkKcmx4gfd2+99ldtYIRKkXfDo1z3Vt4Zk2+6uzvH3l469mW35fjD3Gw1zJ4um52+1s\n", + "J1fKVZI+D71U6I0cXI0Z9hUR9+83HlN2C5ybQ9sN0s6r53nRujjPCMeMY0YoeEs5ELspKfZLnpcv\n", + "X5aKFStycFwwuHUd9TACUQsRZqwji0z47o2ym0Z8ufqwZSKXTsfwIJkxppNdQtY3a486JERtOmId\n", + "QcSysZ4FflNksMsWwtgPK8ELYffvn/fI75p4R+IbPLWf3tPRpX3gbk1UmQUvCu3r5Kbkme4HTk3P\n", + "ULYLvPelW1rKyz/vVqIXftvH+jbKVxMHiMDPVh6yG1dYRsxi93hCsjwzb7tsPhIv6RlZEqmN78ej\n", + "OtjGwuo4zNsUI5MHtyi2klP4XFSHKI4KEYQQQih4PZbQ0FCZO3eu3XMxMTFSr149Dk4exMZX93eW\n", + "N37ZLacvpSvRN6JjfVuTiY1HXC913xQZYhO7EJvPzN0hv+065dZne3t5yYJxPWxCa0CLYCXMrFqa\n", + "AviLzcAzPHH+Tona6Bh3AAAgAElEQVS7eE2wI9lohibUUVnBGUO077njxAXV/AKJemO6h8vtHXJf\n", + "5QOVLyZ8v83m2YWo/eXx65Qwv71DPYk5nyRh1QLyLSYxLtPuai/vLY1S4zyqa5iM6mwv/jFufacu\n", + "l3RDZBkl3hAZnnK1ygD8yEfW2Ptl/f18CkTsIrK9aMcpqVzBVyX4sWZr2QRefbTZxvGHL7wkt9gm\n", + "hFDwFisRERGSlpYmmzdvVolrGzZskIyMDPU8yT2IEr4zrKnlclbXiGqWndRAkH95FXnUQTKXswgt\n", + "tI+5p4W3d7YgaxJcSQlsWCNQ6WDelhjZdvy8LNxmX4tXrxesi+vPVx6W95ZFiZXjHcv2SJhzJrrw\n", + "PJbx87uUP3H+DrsENUTK0cBjUKtgtUyv1xN+rG9jW+JfXsE28XAGqh2kX3H0Gs/V9uf5m5upMYYQ\n", + "RwUEPVKMcXDWOCM3vPfHAU1YH7TZOFBNIq9tnMk1cJyWRcVL1LlYub5JTVsTFE/l9cV75dOVh+yu\n", + "Q09saEIIoeAtMUyaNEneeusteeedd6Ry5coyefJkVXWAFCzJVzKc/q6WdhMzFuNfE33O8nXVK/mp\n", + "rm+/7bIXzpBc8NLCAvB/93RQ9U4RLUZ3M9zoG9SopERcUEA5eaBnhAxsFWITAXd8stZpS2WjqC1s\n", + "Yi84VhNYqIlc2AT0lqzg7SX7ld2hMKNdKKFlRYZhpoHJDUpuYVJRuUI5NYnIj9UCILJsrHgBYBdZ\n", + "d+icsnOQvI/rHZ+ssdmNICRfHxbp0sdenGASahS7+rVaXA1NCCEUvKUClB/76KOPOBCFjLNENYAG\n", + "C0bOW7RkBecupcqmo/HSvWENTRRfaziRkZEtxLAUjsiQMSLoyte5XhNSOYldVzdYXUDkV+gBWASW\n", + "mWocV/cvb9lYAzf+KYXYwOD29vXkP7/vk7Qr9iHv4KoVVCRdF58Q3S/WcbR7oDQYOuOhWQhegwi5\n", + "O2XUYpy0UP55+ykK3nzw4Z8H7Lz14ItVhz1W8KamWzc0MXd3JIQQHW8OAfEUjJYFHQTSkeRkXqI/\n", + "n5zudDtnL6bJrpMXnP4eEUFjRNQVPi4it5Uq+MqP43uoKLEZbB+VIK57809VReGBmRsdmkzkloeu\n", + "a2AX5UbC34u3trDsqpaRmVmoxwqR8nf+0VYCtTEQwxCdSEiWkZ+uc+qNzhatyXLz+6tUhA7CF9aU\n", + "x77d4tbndgyvZrlk3dIimp12dZKDz0PlCXSny2nyUlaJT0q3PIfdvU6KGpx/aGhipkfjGjyYhBBL\n", + "GOElHgMifI/2bmgriQVB9+SAxg7VHsDAliFOW++CRBeCGPiXd+/UR9QQ+2G+8Y/t1VCe6N/IlnCH\n", + "5Bk0gcB3wNI9OsThOR1EZpfuibX8Lkbg0UXjh1b1qjhURcC+/P5kL5U8h9/pHksk/xmrWyDyNaJT\n", + "4Ufm8F16Na4prV9e4vA7JBKZG4HM0Y4XhFWQfzm1JG2ehKDEXE5l3vDd4FF+8addtueQzPgPg+ca\n", + "kWOMB7bXpFagHDp7yRYJhKf4lyeuY0czEziHzP55iEp0IvRU0EJ7R8x5NaHBpG+kdg5gUkgIIRS8\n", + "xOOZOLCZivTCeuCq+xS6oc3bfNwyalqxnI8kpzv3A2P7ZosBRKaqohDoJ/f1iLD7PawBqCmLGyvK\n", + "c43r3chW3gw89u1WW8IYgBfYKHZ10CHOmeCFIHtG+wxsRxdnL97SwiF6HK4JEPNzzw5sqgl4H1XF\n", + "AaIYy9DhRShUrFok74+91iHvs78PyZRf9ua4nUNxl90Soujc1jEsSCUb9mpS084K8fXao3ZiOOrM\n", + "RYdxhiAuqlrAJQWcz/C1b7xqCcAk76VbWnh09QtYYZY/00eitHOtYa1KdqsfhBBCwUs8HgiYnPyc\n", + "EEaLn7hOft0Zq/x864+ck90nEuWGVrXVsvqGw45ePm/t5v2/wyJVCS8jY2ZskBVRcbafscSOG6l+\n", + "s4eIXDWxr4oam+0DEAhGsQsgdusH+ctxk9+0QjnnN+SfNJEMwW0EkW6UWspJdCDKjIlCcYDxQITV\n", + "vO96i2T9e5gp5+Mt6RnXRDKiiV0iquVK7Fgl5ZmPhRUr9sfxIjPfCLRz7NuxXWXl7mPiVzHA4ys0\n", + "GPebpcgIIRS8pFSDKJTZ24uauD9sOWH9hqwsVdoLVojpo9pL3MU0SdNEl1HsAkRy/9p3xi6Kq4s7\n", + "M+eTrK0TVyw8tGHV/Z1+l92nHL2lur0BFRc8mSf6N1aWDwh9RJZHdQ1VQl3HygeNMnPlfb3Ud7yl\n", + "TR15qFeDXDXgcCWEN+aQuIQGJsRaPLarV5kdsAghFLyEeDrRZy47/Z2e0A1h1mfqClVHtroTkbX2\n", + "0DkHwWsFltRhgzDWxwUXkh0rTqw6cM7pdlDzdsaqww7Pl4TqdxC5KD8GG4qVaB3eoZ5DlBdjC6sI\n", + "LAYFuWwOO4e5Wx/sHklpGWrJG4lORm8xIZ4I/p5golgQk0BCCAUvKYWgZbCrZDYdvWnCOU2k6YLI\n", + "SE83l3QhohrXDrQJXki3Ps1qqXq05shxRmaW0+3AP2n0UGI7ePVDMzfJxEHNpHZFkZ92H1TeWIi2\n", + "p25oYkuY8xSc3ZzhOUadXCSm6clFSDhSf4AK2CMKq8vHd3dQk4eszAy5t2cDbVJSS46cvax82WxK\n", + "QDwZVC1567f9KoEQk0Gsfrw7oi07CRJCwUuIPfAeIrEM4kqnnI+XpGc4F5sQu4EVysnFlHQliu7v\n", + "GSENagaoer3J6ZkSWs1fCdFq/uVkfN/Gdv5iJKitMdTBxafsPZUokwa3cBC8SLRzBTyUaOf74V8H\n", + "Rd9b3PTe/j1KUg1NOSDm0MghrwX2Ic7RDOLXnacksm5VJZ4LM5IEkYm6x6jzis8p7OQivUtcQkKC\n", + "bXneVQIkIZ4CShkaS+fBk44KGp5uayKEgpeQYmDuI91l6Z7TknC10kN8UpqM/mKD84vA20v+fLqX\n", + "xCWmSZPgQFVSq/d/llu+dtm+M6p9qR5x2XHCsRoDhF1lP1+Zekcb+W7jcQmGiO4RoYS4y4tR22YV\n", + "f0efcKpFBzpEseFfzm3kB/t243srbWXbYO84eu6yzHqwS6Efl4JovkFIacaqTjSudQpeQvIP67iQ\n", + "0jeL00QgInzwc7aqW0XViv1ubFe1lP5wr4biX85+noeEqZqVKqiEJ7z3vT8OON02oqMQ0zr9nNyI\n", + "0P1s+vJodQNDVNPdTHJ4gt0B+5HqohWzMxbtOOlQoxj76qkNBggpS1iVE/Tx5m2akALRBhwCUhZA\n", + "aTG99ew/OtVTrXfhqYUoNtd+zXBhfwBbjyUoQQ1goYCYNUZmmgYHqi5iOkiiaq0Jb3M5NCuwL/2a\n", + "17JrIdw+rKpsOXre7nXw8ebFw+usc1zU6Uuq6gUhpPhAhRNjzWpMwO/vEe7yPc6SRQkhFLykjKNa\n", + "8g5u4fT3Q9vVdZn4Zkxog0XAqCHL+3jL8fgkh/fMXHvELcEL/u+ejqo5AhJYhratq2wZ//llp3y7\n", + "JVYl2I3qGiajOuetk9rw9vXkzV/32TWKQCIZGjkQQooXdIrDRHbZvtPSIqSyNiEPc2oF+nVXrDax\n", + "jlb5CogMf3BnO3rVCaHgJSQXN51eEbJ8/xk5cT7Z4XeopGC0Hbz/R5TsOnEtuou6vn7lHC+rRIsy\n", + "ZQDC05zEhagOuokZebB7PXnm5sh8fS98FsTt68Mi5eVFeyQp9YpqEDG+T2NWLyDEQ8CqEx6uQFfF\n", + "R2dttv2MyfELP+5U5QEJIRS8hLgFoiVL/nm99HjjTzmflGb3u77N7T270XGOdX8vpjiK2xGd69v9\n", + "vP/0Rfls5SGVhQ0R+tzAZm5HgM0i9vuNx2X2uqOqYcagyGB5eUhLO7sD/LkzVh1RrZgD/LK7su14\n", + "6QYuhRJSQkHyrBkkoOLBKC8h1tANT4gFAeV95PF+9l3cEN01R15vaOnYnAICdkL/JsqPe32TmvLZ\n", + "6I5qqVLnctoVuXfGBk2AxijBigS053/YqQSojvHfrnjvjyh58addSkBju9gmBLBREKN1Miwa+De2\n", + "O0n7LL1EGCGk5NEypLKTCXAGB4cQJzDCS4gTUEossm4V2Xb8vHSJqG4ZORnRsb6qiwsBCSAipwyL\n", + "VEltzurkrj8Ub3u9UZh++vchaVyzknyx+rBKgnPHl/frzliH52avO6b2HWA7iPwaQW1fiOK81vEl\n", + "nk12gw9fJiGWYga3qaNsScaKKyh72C6UXnxCKHgJyQN6BzRnIJr7+4ReKoEE3lvciHJqrNCkdqBK\n", + "dDM3Xlu846Qci78mTuHLe2nhLtW0wRlh1f3V64zEXbrW5hhNMrBfV0wflpiSzoNbylgZFacy/BHt\n", + "B2hYgC5dpPSBvzHfPdRVNanBChHadyPZlh3ZCKHgJaTQgOgd0am+26+HCA0KKC/nLtnbFk6cT3F4\n", + "LaJ18OXVD7De1sjOoQ4d3UYZEl6QjDYoMkR5hW0XvZeXVPD1kbHfbNbEfJDc1yOCN8oSDiJ947/d\n", + "ahfx+2HrCXVs6eksnaAc4vRR7TkQhFDwEuK53KyJ0K/X2pc+y8jMyvV2BrSoLZNubi7zNsUoET2m\n", + "e7h6zsjLt7ZUnmSI5zahVWXxzlMyfflB9bslu2OV5QGvISUXRHXNDUUArCsUvIQQQsFLSLFwf88I\n", + "B8GLJWhkXxuFC+wUiORcvHDe+gL29lIJccakODPwFb9xe2v171cW7ZFLpioSiAQ+O7BpnhpZkIIB\n", + "lTTQFMSq05Y7tK5XVR1nc7IjvLyEEEIoeAkpFiBsZtzbSVVPuJKRpawJiMxGxV6Uj1dES4ImXODL\n", + "gx2hIO0GVlFkCOyo2Esq6SW3oDLE/M0nVFk0gKYY5koWpU2YuurSl1s2HomX1xfvVdF3cEubOjLt\n", + "zna53g48nbDVfLw82vYcGha4mggRQggFLyGk0OnbrJZ6GEE01x3Bg0S1yhXK5bq0GEQaWh0bwTaa\n", + "BOcto//J77crW4QOSqS1rV/VI5bRj8Qny55zGdIxvFqOiYTugIkIutTpfLfhmCx/po/TTlg5gcoc\n", + "D3+z2S4qC681PNh6G+zcgPrKjWpWUiK6Z+MaMrBVCL3ZhBBCwUtIyQORQNTe1RPVYI1w1SbZDCKS\n", + "eA9KqQEIq6duaJJnO4NR7Op8vfaIvH1Hm+ITutpk4Ln5O2XdoXPqZyQJzn2ke56Fqc57S6McBCu+\n", + "K4RmXog+c8my3jJ8t3kRvADNS/LSwIQQQih4CSEeAewDD8zcaCeSIFwr+vrIX1FnJCk1Q3V0wzK2\n", + "q8geBPL4Po1UabK8ekZ1UKHCnCwVeyGlWMfppZ9228QuQFJefoSpK4yfk1vqVqsovj5eytJiHlNC\n", + "CCEFCzutEVJCgM/WKiL40fKDqsEEIptYcl9pKlNmBWwM+RW7YKRFOTYk3xUnW487JvihA11+uaFl\n", + "sMNzeY3EgvnaPpnFrpeXl4zqGsqTnRBCKHgJKZvA3+tO9M/s0S1MHrm+oUq0giUC4u/juzsU+5I6\n", + "2jmbya+dAYzv20jZIwA8waO6hKnn8oq5Ax7IysqSmPhknuyEEFLA0NJASAkBIguVG3T/LfDygkiy\n", + "f11RWgoQKc5LVYHCBJaOX3eesnWXgxh/+oam+d4u/M/Lnuot+2MvSnh1/3xbD1BVwXgs1R9kby9p\n", + "HlKZJzshhFDwElJ2ef6m5ipaufFIgnRtUE0up16RqUvsk6mGdyzbSUuoEPHLE9fJ7NUHpVFINRna\n", + "tk6B+WIx6SioChQQ0JjA6HYLHFcI84KIRpd1ED1fsidWWmiTh/zYTgghFLyEkOK4YG2NJrJ/RiLb\n", + "2UtpqnlEw5oBMqZbuAxuU6dI9gXJaqujz0nzkMAC8QMXJBCTT/YJl6CgIFl98KwSQL2a1PQ4MYlq\n", + "Fvf3iJDYxBS1fywjln+e/H6bKu+mR/hzW8mEEELBSwjxMLBcj7bARd0a+KWFu1UdWpTmgkh78ZaW\n", + "HtdwAnV4h8/YoZpF6GM195FuygvtSWB/PG2fSipL95xWkz8jaIqCqiS5rVlNCCldMGmNEJIrFu04\n", + "qRLjIHYBImnT/jxgi6h5Cu/+dcQmdgGi4Z/9fYgHsBRz0HC8dXCe/rXvDAeHEApeQgjJBgIRFgBd\n", + "zFqxI+aCw3NxF1M9TlQcOeeYvLd45yke5FLMLa2t7Tyh1f05OISUcWhpIISoGr4v/LBLVmliFzSs\n", + "WUm+G9tVagb6Obx2QIva8ulKx0hp3aoVPeo79WtaTb5cZ7+8XS+Iwqc0g7JxqA393cbj6mdVPq5r\n", + "mHQKr8bBIYSClxBS1jGKXYBIL7qTPWVRzgvioV1oVdXmWKdZcGUJq+FZYnJ422D5aWecrVkHxPuU\n", + "Ya14sEs5b9zeWm6KDNEmcUkyqFWw5aSNEELBSwgpgxjFqw7KZT3lpH7tIE1QGN+zLzZR5qw/pipI\n", + "eAp1qvjJH/+8Xn7bFStBAeVVZJpVEMoGqHjRi8NACDFADy8hRPo2r+XwnKvI2I+mTHhQlB3e3AWZ\n", + "+Xd1CVWRPordbJBcCAtLWQIe87L2nQkh9jDCSwhRtWCN3cngfXTVnaxmJT9LUYH3U1h6LqhSge5u\n", + "py6kqJrE00d1UPaU0grqL7++eK8s2R2rzk00ofji3o6qRB0hhIKXEFLGgOhZMK6HKjmGxK6cupON\n", + "6R4uK6Li7J67pU0dit0CAnYReKjXHTonPRrVUB328ltHdv7mGJnyy17bzxC9EIOoTVxaeXrudjWG\n", + "Ovj3/M0nPK5mNCGEgpcQUkSgZa67bXPhkZzQv4kSZUH+5WVU11AZ0al+se07Sqkhwoz9KukNBiDK\n", + "Rn66zvYzvNQZmVny7oi2+dructMEBWw8Eq8SFFGVozSySft+ZuZtPu6W4EWyY9TpixKpXROMCBNC\n", + "wUsIKYt/OLy9NMHbWD2Kkz0nE+Wxb7faGkxA7C4Y193jWh3nBit/NOoHTx7cIl9iHtU10HLXjE8R\n", + "R+VR4xnfERHmQZHBqg10YdEuNEiJeiN+vj4u34MGJahagjHHvmLMvxjTqVRbPwgpCzBpjRBSYkGL\n", + "Y2M3NUTlvlx9pER/pyALUQvhFXshJV/bvb1DXQebCsp3FeXkANHrTlP+kInzd8h7f0TJze//bdnI\n", + "pKAY0z3MYaL2aO+GLt/zyfJo1Z5Yb76Cc+rDvw7wYiOkhMMILyGkxLL/9EWH5xDFfPnWliX2O43q\n", + "EiafrTxk16q5RZ3K0iQ4f5FQLMv/MK672nZiyhXVoAEWkKIEnuHE5HTbz/iOSKSbdme7Qvm8wa3r\n", + "qIguBGyT2oHKdoNkPVdsPJLg8NyyvWeU8C3pdhlCKHgJIaQEglays9cftXsurIS3kUW3sCnDIlUE\n", + "FFFGiLTR3cILJCEQXl00ZiguTllEqVdYeIsLEtRfxsNdrm9a0y7RTd0otbEP8OPtkhAKXkIIKQZG\n", + "dQlVflD4LgGidy/fWvK7qUHkFmcSYG7A2C/afkrZJfo2q6VK2jljeId68vHyaLvnWoRU9qyx71hf\n", + "Plx20HZOgadubOryexFCKHgJIaTQwFL/70/2kiV7YjWxW5Hd1IqY7zcelykGmwKOx8LxPZ0eA0Sq\n", + "YTlBfVyAqiAvD/Es+wlsCzinvt947OrkI1RF3QkhFLyEEFJsQIygcQYpWiByX/xply25C6BqxtI9\n", + "p1VnOysQgV/2VG9VRq5GJT+3y+AVxzn1lIvGK4SQkgfXaAghhOQaRGmNYlcH5bxcAWsArA+eKnYJ\n", + "IRS8hBBCiAL2BauGFeElPGmQEELBSwghhNgY17uhnV8XzS0euq4BB4YQ4nHQw0sIISRP3N6hnjQP\n", + "qSzrDp+TrhHVVdSXEEIoeAkhhJQqIHIpdAkhng4tDYQQQgghhIKXEEIIIYQQCl5CCCH5YuORePns\n", + "70Oqnq2ngzq8Vq2CCSHEE6GHlxBCihkIx3tnbJD9py9m/2H29pJpd7V32sChuPd16pL9qmMa6vD2\n", + "a15LPriznQSU5+2EEOK5MMJLCCHFzId/HrSJXXAlM0s+Xn7QI/f1ufk7ZN7mGFvTiWV7z8hPW0/y\n", + "IBJCKHgJIYQ4JyYhyeG5HTEXPNIygLbAZr7beIwHkRBCwUsIIcQ5t7ap4/Bc5YrlpGagn8ftayRb\n", + "AhNCKHgJIYTklsGa4G1aO9D2M4Tum7e3tuti5ik80DPC4blHezfiQSSEeDTMMiCEkGLGz9dbFj7W\n", + "U/7cd0YyMjNlYKsQjxS7Spy3riNXMrJk8a5YCa/uL3d1CdX+H8CDSAih4CWEEJKz6PXEqgxWDG1X\n", + "Vz0IIYSC10M4ePCgTJ06VRITE6V69eoyceJEqVu3rtuvS09Pl3nz5sny5cslMzNTAgMDZcKECRIa\n", + "GsqzhxBCSJkCiZRfrj6sKnXUrOQnT9/YVAa0qM2BIR5PqfbwZmVlyauvvioPPvigzJ49W0aNGiVT\n", + "pkzJ1esyMjIkICBApk2bJp999pkMGTJE3nnnHZ45hBBCyhQoRXfHJ2vk05WHJP5ymiqlN37OFtWE\n", + "hBAK3mIEUVtEZDt06KB+7tKlixKwR48edft1FSpUkFtvvVXKly+vfte2bVs5dowleAghhJQtNh2J\n", + "l5iEZAcR/P2m4xwc4vGUakvDiRMnpF69enbP1a9fXwnZsLCwXL8O7Ny5U5o0aWL7OSUlRZKTk3km\n", + "5ZKEhAQOAseMY8Yx45iVICp5p1k+fzzuQq7HgOdZ7qlYsaIKwpEyKnjXrl0rX331lcPzDzzwgKSm\n", + "pjqcHH5+fg4C1d3Xwd87Y8YM+de//mV7Du/jCZj7m0NQUBAHgmPGMeOYccxKEPie1zeJkRVRcddE\n", + "hLeXjOrRSPtdIMeMUPAWJt26dVMPK1asWKEisEYuX76sZklGIFhzel1SUpJMmjRJ7rnnHmncuDHP\n", + "HEIIIWWOKcMi5aWFu2TrsfPSt1ktGd0t3K6GNCEUvMUAKinMnTvX7rmYmBgH+0JOr0Ok94UXXpDB\n", + "gwdLnz59eNYQQggpk9QLqihfjOnEgSAljlKdtBYRESFpaWmyefNm9fOGDRtUMhqex/9nzZqlxKyr\n", + "18Hu8OKLL8rAgQPlxhtv5BlDCCGEFDDzN8fIsOmrpeWLv8tj325l5QdS4JT6OrywIbz11luqlFjl\n", + "ypVl8uTJ4uXlpYTuzz//LP3791fWBWev++OPP1SiGhLYPv/8c9t2UYu3e/fuPIMIIYSQfDBn/TF5\n", + "/oedtp9/3n5SRZInDmzGwSEFhlcWitASUoQwYYFjxjHjmHHMOGY6d3yyVjYeibd7TbWA8rL2X/1U\n", + "B0JCCgKeSYQQQggpNhDNNYPGFlcyMzk4hIKXEEIIISUfVHowM6xdXQko78vBIQUGzyZCCCGEFBvt\n", + "QqvKK0NayXcbjykLw8hOoTJUE7yEUPASQgghpNQwuluYehBSWNDSQAghhBBCKHgJIYQQQgih4CWE\n", + "EEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIRS8HAJCCCGEEELBSwghhBBCCAUv\n", + "IYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgih4CWEEEIIIYSClxBCCCGEEApe\n", + "QgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8\n", + "hBBCCCGEUPASQgghhBBCwUtKMxUrVuQgcMw4ZhwzjhnHjBAKXlJ6qVChAgeBY8Yx45hxzDhmhFDw\n", + "EkIIIYQQQsFLCCGEEEIIBS8hhBBCCCnL+HIIHDl48KBMnTpVEhMTpXr16jJx4kSpW7euy/dcunRJ\n", + "xo4dKyNGjJAhQ4bI888/r7bj4+Ojft+lSxeZMGECx9AExyn/41SWxzA31+qiRYvUIysrSxo1aiTP\n", + "PPMMz7NcjBOv1ZzH8Ndff5Wvv/7a7jm8HuM0YMAAjpEbY8TzzL1rdevWrTJjxgzJyMgQLy8vefDB\n", + "B6Vdu3YUcBS87oM/8q+++qo8/vjj0qFDB1m/fr1MmTJFpk+f7vJ9H374oYSFhdl+TkhIkE8++USq\n", + "VavGMXQxhhyn/I9TWR3D3IzfwoULZcuWLfLOO++Iv78/xykP48RrNecxHDRokHroXLlyRcaMGaPe\n", + "wzFyb4x4nuU8hnjdG2+8Ie+//74EBwfL8ePH5Z///Kf897//VeKXWENLg8XsKjAw0HbxYXaJGdTR\n", + "o0edvmflypXq/61atbI9d+HCBQkKCuIY5jCGHKf8j1NZHUN3xw83h3nz5qkbQlkTuwU5TrxWc3df\n", + "AMuWLZPIyMgyId4Kaox4nuU8hqmpqer52rVrq5/r1KmjJg54EOcwwmvixIkTUq9ePbvn6tevr044\n", + "YwRXJz4+XubMmSNvv/22LFiw4NpMwttbzdJgdahcubI88sgj0rx5c46haQw5Tvkfp7I6hu6OX0xM\n", + "jKr7OXPmTDl8+LBcvnxZhg8fXiaWmAtynHitun9f0MEE4tlnn+UY5WKMeJ7lPIYo69a9e3dlfbj7\n", + "7rtl9uzZykpZrlw5ijgKXvfBzMlcI9DPz0+Sk5MtX//uu+/Kww8/LJUqVbJ7ftasWbZ/w2vz73//\n", + "W7788ssyEWHKzRhynPI/TmV1DN0dv7i4OHUjeeyxx9QDN9Jx48apFZmQkBCeZ26OE69V9+8LYNOm\n", + "Teq+0LhxY947czFGPM/cG8P77rtPTQxWr16tRDJ0CHENLQ0mcLKlpKTYPYdIh1VnmF9++UXdCHIy\n", + "iuP3eN2hQ4c4hhynQh2nsjSG7o4fkl+aNWtmsxzhBtu2bVvZu3cvz7M8jhOv1ZyvVUQub7vtNt47\n", + "8zFGPM+sxzApKUlFxZ944gk1hgMHDlSJfXieUPC6TWhoqFraM4KfzcsMAMkdf//9t9x5553qMX/+\n", + "fPnqq6+U6dxMenp6mfEP5mYMOU4FP05lZQzdHT/cMGNjY3OMpHCccjdOvFadX6sQaPh9jx49eO/M\n", + "5xjxPHMcw82bN0tERIR07NhRTVRvvvlmCQ8Pl23btlHEUfC6D06itLQ0dUKBDRs2KHM4nsf/sdyi\n", + "Ly9MnjxZvkouE3wAAATuSURBVP32W9vj9ttvl3vvvVfNtIw3DohimMld+ZjK4hhevHiR45TPcSrL\n", + "Y+ju+NWqVUsldaDUFjh16pTs3LlTWrZsyfPMzXHitWo9hhAoxnuCDoIfQ4cOVX5U3jsd753Oxojn\n", + "mXtjiMoM0dHRKvoLYD/CBMKdYElZhh5eCyZNmiRvvfWWKs0D0zyELUp94ET7+eefpX///i6XabAk\n", + "8frrr6tsU19fX3USvvLKK7a6ghzD7DHEeHCc8jdOZf1cc/daffrpp22JpfDE4ecqVarwPHNznODv\n", + "5bXqOIa4/sz3BCQyr127Vvmfee+0Ps+cjRHvne6NITzPSFJDRRWMU2ZmplplxgSMOMcrC7VoCCGE\n", + "EEIIKaXQ0kAIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAl\n", + "hBBCCCEUvBwCQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggF\n", + "LyGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAK\n", + "XkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhJRKFi1a\n", + "JM8++ywHghBCKHgJIaRksWzZMlmwYAEHghBCKHgJIaT0kZWVJatWreJAEEJIMeDLISCEkILlr7/+\n", + "kjlz5siZM2ekXLly0qJFC6lSpYps3LhRtm3bpqK8PXr0kEcffVTS09Plk08+Ue/JyMiQNm3aSLNm\n", + "zTiIhBBCwUsIIZ5JXFycvPfee/LBBx9IWFiYXLx4UaKjo6Vt27aSkJAg7du3l9tuu832+pkzZ8ru\n", + "3bvlo48+kpo1aypR/MYbb0jTpk05mIQQUkDQ0kAIIQVIZmamitoiWgsCAwOV2LUCNoeFCxfK2LFj\n", + "JSQkRHx9faVbt27Ss2dPDiQhhFDwEkKIZ1K7dm0lYJ988kmZPHmybNiwQQlbK86dOyfJycnSuHFj\n", + "u+dDQ0M5kIQQUoDQ0kAIIQXM0KFDZcCAAbJ06VKZNm2a1K1bV1577TWH1+lC2MvLy+758uXLcxAJ\n", + "IaQAYYSXEEIKgYCAACV8P//8czl27Jhs375dvL29leVBp0aNGuLn5yeHDx+2e29MTAwHkBBCKHgJ\n", + "IaRkcPLkSUlNTZXg4GDl00WVBvh7IXwR2b3lllvk008/VRUd8PzmzZtl+fLlHDhCCClAaGkghJAC\n", + "5Pjx48q+gIoMV65cUVHcxx57TNkahg8frn6HKg3XXXedPP3003LvvffKxx9/LA8//LASwa1bt5Zx\n", + "48bJ77//zsEkhJACwivLWTYFIYQQQgghpQBaGgghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGE\n", + "EELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYSCl0NACCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEII\n", + "IYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQ\n", + "QgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQggh\n", + "hBBCKHgJIYQQQgih4CWEEEIIISRH/h8NRcno0zw17AAAAABJRU5ErkJggg==\n" + ], + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Qd4lGX2NvCTSkhoSQiQ\n", + "kEbvvQQEaSLSFF1UVAQUFywfuq5lUbGs+mctK2tBcdUVFREbiAqiVAFBeg01hJKQkEIgJJDevvd+\n", + "hpnMO/POpJCEJNy/65qLzGQymbwzIfc8c55zXIo0QkRERERUS7nyEBARERERAy8REREREQMvERER\n", + "EREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHwEhEREREx8BIRERER\n", + "MfASERERETHwEhEREREx8BIRERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERERED\n", + "LxERERERAy8RERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfAS\n", + "EREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERETHwEhER\n", + "EREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREDLxERERERAy8RERER\n", + "EQMvEREREREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHwEhEREREx\n", + "8BIRERERMfASERERETHwEhEREREx8BIRERERAy8REREREQMvEREREREDLxERERERAy8REREREQMv\n", + "EREREREDLxERERERAy8RERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIR\n", + "ERERMfASEREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERER\n", + "ETHwEhEREREx8BIRERERMfASERERETHwEhEREREx8BIRERERMfASERERETHwEhEREREDLxERERER\n", + "Ay8REREREQMvEREREREDLxERERERAy8REREREQMvEREREREDLxEREREx8BIRERERMfASERERETHw\n", + "EhEREREx8BIRERERMfASEREREV0B99r+A0ZHR8ucOXMkPT1d/P39ZebMmdK8efMyX2/58uXqVFRU\n", + "JK1bt5ann36azx4iIiIiBt6rC+H01Vdflccee0x69eol27Ztk9mzZ8u8efPKdL2ff/5Zdu/eLf/5\n", + "z3/E29ubzxoiIiKiGqRWlzRg1bZ+/foqxEJERIQUFBRITExMqa+HMLx48WJ54oknGHaJiIiIaqBa\n", + "vcIbHx8vwcHBustCQkJUkA0LCyvV9VxdXaVu3bryxRdfyMmTJyUjI0Nuv/12ufHGG/nsKafs7Gzx\n", + "8vLigeAx4zHjMeMx4zEjqhK1eoU3JyfH7peqTp06kpWVVerrnT17VgXioUOHqpIG1Pl++eWXkpCQ\n", + "wGdPOdkef+Ix4zHjMeMx4zEjYuAtJ4RYvJK0hhVarNiW9npubm7Svn176dy5s7q8Xr160r17dzl8\n", + "+DCfPUREREQMvFdXaGioxMXF6S7DedvyBWfXCwwMlMTERN3njFaEiYiIiIiBt8q1aNFCcnNzZdeu\n", + "Xer89u3b1WY0XI5/Fy5cqN5acXa9Jk2aSFBQkGpJBihliIyMlE6dOvHZQ0RERFQD1Po+vLNmzZI3\n", + "33xT1d82aNBAXnjhBXFxcVFBd9myZTJ8+HBVuuDoevDUU0/JW2+9JT/88IOq7cX5hg0b8tlDRERE\n", + "VAO4FKHvFlEVSk1NFV9fXx4IHjMeMx4zHjMeM6IqwdHCRERERMTAS0RERETEwEtERERExMBLRERE\n", + "RMTAS0RERETEwEtERERExMBLRERERAy8PARERERExMBLRERERMTAS0RERETEwEtERERExMBLRERE\n", + "RMTAS0RERETEwEtEREREDLxERERERAy8REREREQMvEREREREDLxERERERAy8REREREQMvERERES1\n", + "T1xqlhw/e4kHogK58xAQERERXX0Iuf9acVjWHk5W5we3DZCPJ/eWOu5cn7xSPIJERERE1cAjC3db\n", + "wi5siDorv0Ym8MAw8BIRERHVDkeTLtpd9tW2WB4YBl4iIiKi2qFjUAO7yxrUZfUpAy8RERFRLTGl\n", + "f7juPGp3ZwxtwwNTAfiygYiIqDa7lCSy92sRVzeRrneK1GvKY1JNTegTIn4+nrIiMkGt9o7vGazO\n", + "EwMvERERObL9E5FVz4vkZ5vOb3pb5LE9Il4NeWyqqRs7NlUnqlgsaSAiIqqNEHJXzioOu5B5TmTv\n", + "Ih4buuZwhZeIiKgmK8wXOX9CJOWY6ZS4X/s3ynQqyLG/ftRvIv0e5nEjBl4iIiKqZrBSq4JttEjy\n", + "IdNJhdwoU+g14uaphd5c/WXNuvJYEgMvERERXUW5GcUrtmq19ljxiq0jjUJFmnQUadxW+7eD9m8b\n", + "08eJkSLf3COSnSbiqv3JbztSZNBTPMbEwEtERERVACEUwTb5sOmEQItV2wtOBg0gxKpTG9NKrV8L\n", + "03lPH+Prhw8UmbFDJHabSHBvkQZBPO7EwEtEREQVDBvFEGwTDxSv1GLlFe3CjGAl1hxqsWqLkwq2\n", + "2nl3r7J/f7Qh63gLHwdi4CUiIqIrhACL8gPr1Vp8jMBr+BfYq7j0AKu1+Ni8YuvKP89EDLxERESV\n", + "7cwekT/nihz5xRRGx74tEtxHJP2MJdR6x0eKpF5etUWJghGUG6ja2o6X62vbFgdbImLgJSIiuipQ\n", + "gvD5aJHcTNN5lCB8Psa08opNZZfVsf4aDHNQq7Vd9LW22FBGRAy8REREVxVWbRFqccLK7qk/isOu\n", + "WT562monb3/TSm2TjpLpHSzeod21j9tzZC8RAy8REVE1Ye6MgGCLgBu3w3GdrS2UNfSeajmbk5oq\n", + "3r6+PKZEDLxERERXiRrOEG0Ktehpi5BrVGuLcoSgHqbNY/gXpQiL7jSt/JqhpVfn8TymRAy8RERE\n", + "VwEmjZn72SLUqtXb/bp6WwuUJGDzGWptEXCbdRbxa2l/vXu+E1n1vKkvbsdxppVdBGMiYuAlIiKq\n", + "VBixi2BrrrnF6i3O43JbWJUN6mlatUXdLf4t7fAFBOLJP/F4EzHwEhERXUFwPbJCC6CBIqH9ja+D\n", + "FVqUJZzZe3lD2W5TuMWKri2s0iKkYvUWHRIwWQyruUTEwMtDQEREVW7TO9rpP8X1tN0niox8Td8p\n", + "Af8i7BpBT1uEW7Vyq30c1J3lBkTEwEtERNUEhjSseUl/2d6vTCdb6HurShF6Xq657Wyqu8UwByIi\n", + "Bl4iIqoWUJagOiTsNa3cnlhvfD2EW3NJgnnVFmEXI3iJiBh4iYioWjBvKIvbWVxzi3/tuGinIv1F\n", + "Y+aI9LqPx5CIGHiJiKgasa63ddQtwVyWgJVb1NzitGehyLb/Fl+n5RCRHvfyeBIRAy8REV1FmFCG\n", + "lduS+tyaN5Qh4KJTglFZwqg3RFoMMgXltjeZQjAREQMvERFVCHRG2L3A9G/XO00tvGxhwhhCbexW\n", + "5xPKrFuBIdyWZUNZ+zGmExERAy8REVWYAz+I/PhwcdnBn3NF7lsmkpkqXsf/FEk9YipNyDxn/7XW\n", + "QxxwQsCt4lZgOfmFsjHqrHh7usmA1o35eBIRAy8REdlY+Zy+xhYf/+9G9WFd6+tZj981h9t6Ta/q\n", + "XV+yK05e/+2InL2Yo84PbhsgX0zty8eUiBh4iYiuaea6W6zaxm4RuZhofx0XV1VPm92orXi1vt7U\n", + "6xalCtUIQu7MJfslv7C4s8OGqLOyJ/aC9AhtxMeZiBh4iYiuCdhAhlpb64BrW5rg4mLXDUy63CHy\n", + "l48lKzVVvHx9q+WPdvzsJV3YNVu8K46Bl4gYeImIai3b1Vu0BCvM118HZQgoTQjtZypL8PAS+foe\n", + "06Y0aD1cZPg/q/2P2iPUVwLq17GUM5gF+9Xl84CIGHiJiGoEhNbotaZ6WbTpslWa1Vv0u8XXh/Yv\n", + "7prQKNT+tmZot3Fqk0jjNtWudMGROu6uMqV/uLy16qjlsq7BDWVy/zA+d4iIgZeIqFpDkP18jCnM\n", + "mg16WqT7PWVfvUXYLc0YXrQNMwrV1dyMYa1V+cLWE+dkWPumLGUgIgZeIqIaAf1wrcMu/PGWyMZ/\n", + "6y8r7eptLYdWZGxHRkQMvERE1V3yocurt9rpyC/2ny8qEvHyFQkfUPbVWyIiYuAlIqpSqLPFtDJV\n", + "f7vDdDIax2sNq7mP/Gka9EBERAy8RERVCmEVtbRGE8YwxAG1tgi4CLYIueikYAulCJbyhN4iW94X\n", + "Ofij6XMY+DD8nwy7REQMvEREVQxtvFBXu3eRKdh2nygy6Ckt1O4tXrlNjNRPMQNsEFOTyvoU197a\n", + "Tiy74wuRCHRdOC/S+gaWLhARMfCWXnR0tMyZM0fS09PF399fZs6cKc2bNy/XdS9duiTTp0+XCRMm\n", + "yLhx4/jMIbrW/PiwyIn1xef3fmU62WrS0RRszeN4MZq3NLDaS0REDLxlUVRUJK+++qo89thj0qtX\n", + "L9m2bZvMnj1b5s2bV67rvv/++xIWxn6PRNcUrOoi5Eav0YddM9TaYnCDefU2qLtxqQMRETHwVgas\n", + "2NavX18FWIiIiJD58+dLTEyMXXAt6bobN25Ul3fu3JnPGKLaDOUIsdtMARcndFNwBiH3nm953IiI\n", + "GHivjvj4eAkODtZdFhISYhh4nV0XQXjRokXy1ltvyQ8//GD3fbKzsyUrK4vPpDJKTU3lQeAxq7pj\n", + "Vpgv7nHbpMinsRT4t9Ndxy31uLif2iAeMRu062wVl4Li0bVFHt6SH9xf8lrcIC4ZyVJ32zu6r73U\n", + "fZrk1bLHhc8zHjMes+qpbt264uXF+n4GXhs5OTl2T4w6deoYhlNn13377bflwQcflHr16hl+H3wd\n", + "n4Bl/4/O19eXB4LHrGqO2QHtheqqWabyBOh2t0i70ZfLFH4XuRCr/0LU3rYcokoVXEL7iYeru3iY\n", + "P+evvTCO+s00jrfvNKnXuG2tOmZHYpPkp0Opcvxshozu3Exu7dGcTyT+bvKYEQNvdYYQitVXaxkZ\n", + "GeoVUmmve/jwYQkMDJQePXrwmUJUEyHk/jBNP5J339emkxk6JlwOuNJysH0HBWtayFWnWmjdkWSZ\n", + "vmCX5BcWqfOrDiaqfxl6iYiBtxoLDQ2V77//XndZXFycXemCs+siBKOs4Y8//lCXZWZmiqurq+zf\n", + "v19eeOEFPnuIqqv8bHGP3SwS+bk+7Jo1CDYFVwTcIL6ghQ/XH7eEXbP5m08y8BIRA2911qJFC8nN\n", + "zZVdu3apzWjbt2+XgoICdTn+/frrr2X8+PFqxdfRdV977TVxcXGx3OaCBQukYcOGbEtGVB1holn0\n", + "WpEjy1W5Qn1n08yumyHS72EeM+vXCIWFdpftj0uTnPxCqePuygNERAy81dWsWbPkzTfflP/85z/S\n", + "oEEDtSqLAIva3GXLlsnw4cMtJQ6OrktE1RimmB35xVRXi+lmVqu5BQEdxa3DGJHUkyKRi4u/Bn1y\n", + "e07msbNxb0SY7Im9oLusX0t/hl0iqhVcitCElqgKccMCj9kVid1iWsk99JNISlTx5eiJGz5QpP1Y\n", + "7TRGUgvqFh+z/d+ZxvyiTheTzMgOVnKnfb5VNkanqpA7olMzmTmyvQT71uXB4e8mjxnVeBwtTETV\n", + "G3rjIuBGrTSVK6B0wQxDHtqOvHy6yTTGt/ivavHHXe80ncghhNx3x3eQbNe64u7qIgH16/CgEBED\n", + "LxFRpbmUdDng/mKacJZv1UUFLcHMITd8gGlllypMYEO2WSQiBl4iosqBqWZHVpj646JswRommiHg\n", + "th9tqsElIiJi4CWiag8bzLDRzLzpDBvQLP8zeZl647YfYypVcNYbt5pCi6/fjySLt6ebDGjdmI83\n", + "EREDLxHVGlip3fmZaZUWq7KDnjIFWECrMJQqIODilJ1W/HXe/qYNZwi4CLvW9bg1zJJdcfL6b0fk\n", + "7EXTmOLBbQPki6l9r/h2N0adFTdXF4lo6a/qbImIiIGXiKraqU0in48pPp8YKZJ1QSSgnWnDGVZ0\n", + "retxMZrXvIob2r9WHILzGbny3NJI1fXAbIMWVHecOi99wv3KdZuYgvbiTwckLtU0Gh238/X0fgy9\n", + "REQMvERU5bZ/bH/Zjk+KP8YGMwRbhFycsAGtljl+9pIu7Jr9uOdMuQIvbuvxb/dKelZe8SHVwvPq\n", + "Q0kyqnMzPueIiBh4iahKoDQBrcMSDxh/vs2NIl3uNPXARelCJcDq5+GEdOkV5it+Pp5X7VD0CPVV\n", + "Lb3M5Qxm5W3zFZeaqQu7Zkv3xDPwEhEx8BJRRcEGLIQuXZBErW7UKi3orrabcqbTtJPIxMWVdt9Q\n", + "QvD04n2y9nCyOo/7+Pn9fSXkKpUAo8xgSv9weWvVUctlHYMayNQB4eW6vVYB9dQJK8fWOBCCiIiB\n", + "l4gqAN5O/3D9cflqW4xkXkyXu5vGyJPhJ6XuSS3kpp8pvqJ5ylnrG0UuxIrs/Uq7zE2k+0SR6x6t\n", + "1Ps4Z1WUJeyaA/B/NxyX2aNbXLXjNmNYa+kR2ki2njinOjRgRO+VmD6opcxcst9yPtzfR6ZdX3Hl\n", + "IJujU9R97RTgKSM5AYuIGHiJ6FryxfJ1cn7HMnnbbaf08YqSOmm5IvsufxKtwjCqF50YUKpg3VVh\n", + "9Jsi+TlV0mkhMv6C3WWrDibKU0OC5WpmNwTdimpHNqFPiIT5e6vNb6gDHta+SYXcLlbt7/jvFjma\n", + "dNFy2axLRRUapomIGHiJqHpBB4XYbaplWNHR32R66gkRj+JP7ylsI3+69ZZpU6eJZ0gvx7eDFV/P\n", + "qvnvZVj7prI/Lk13mXcdd/H19qhxh39P7AUVbI1qkLFKfKUrxbY+3HBcF3Zh/qaTcv+AFuwAQUQM\n", + "vERUi6A0AdPNMADi1B+mXrkaxJ30Im9ZW9hTNhR2k42FXeV8UX3x0YLs/3MWdqvYxIhQmb/5pGVj\n", + "Vx13V5k1ukONegh+3BMvc9dFqzpdBM0nb2onDw9uVenf13ZjHSSkZUuk9gICJRlERAy8RFS9YbUW\n", + "fXDR69arYfHl2FwWt+PyAIiVps1n1pp1UWUKT+5uLD+lBEm+uOk+fbcWMKsTdD9Y+fggNeyhjoer\n", + "jO8ZrFZIU1NTa8TDdOpchjz1/T61MVA9bNq/76yOkgm9Qyq928RtPZrLYu24WcMLmlYBPvz9ISIG\n", + "XiKq5tb9n8jO+SKZ50xh9+Z3RfKyTCu5OFlPOEOdLWpxzacGQerirITdkp+SoLtZLw83eX5M9Vs9\n", + "DWzopTaK1UTbTpy3hF0zbBZcvj9BJvcPq9TvjRpjTIFDbTA0re8pL9zcSRrU9eDvEBEx8BJRNbZ3\n", + "kcjGfxefR7j9/j79dbDqqzabaQE3NKJ49K8VhK0VkQl2l12rDp1Jl60nz0nvMD/pGtywQkOnEZRm\n", + "VAWMPEaXBoTsLgHuEuDvx98hImLgJaJq7FKSyM7PjD8X0rd4+INfSxVwNkadlTZpBRJusBcKG6Tm\n", + "3NFNvtlxWhrUdVe9ZQe1DbjmDmlGbr7cN3+Hmm5mhuMyvldwhdw++umO6NRMdZYwQ9/esd0Cq+xn\n", + "NIfumlIGQkTEwEt0rcEmM2w4Q+/bU5scD4AY94FpZReBbdVR+WJLjNrohU1SM0e1N2xFhVBXUcGu\n", + "pvps0yld2AVsMKvI4zL37h5q411U4kUVfm/s2JRdEoiIGHiJrnEItSc2iOz/Vgu7yy2dFVRpQpub\n", + "RE5vEcm0Cmmdx1vCLt6+RmAzQ/0ozt8TEao2LFlDy6pF22LVeNsuQY0k7kKmrDuSLF2aN5SXx3VS\n", + "AxCMIEhvO3leOmvXQ31taaBjgHcdN7v7cLXZTjgDbDRDC7GK6mSA8oWq6MpARMTAS0TV35k9Wsj9\n", + "TuTAElP5gllof5Hu94i0HyPi7a9ajRVs/UgyLiRLg+umigT3sVx1f3yaYUBdfTBJbu3R3HIZWmU9\n", + "/u1ey3nraWbY5PR37XNLHxmgux2E55d+OiiLd51WJRMIcnPu7CYjOweq8glcNqCVv25TFILjO2ui\n", + "1G1iVfPhIa3kyRHtqs0hv7lbkCzVjoXuP07tfrKTARERAy8RVZQLseK1/QuRYz+LpEQVX44V264T\n", + "tNOdIo1CdaHzzU1pWugcqMbsBp+8KJ/ed1HaNa2vPo8pXW/8esTu29i2wPr4jxNO7xaCKlaAzbcL\n", + "aA2GMcRmCLj/+uWIvK59v7jULHUZalZ/njFQfT/Uxz7wxQ51P833HavNCN6tAupVi8OPumVsUjMP\n", + "t0BYR5/fyuxkgFVldG/oFe6rO75ERMTAS1R7oJ2YqstdJBK7ReqaL8c4X5QnIOQG9TD80k+0oPrx\n", + "xuKwiqD57ppjMm9iT3UeAcq6FRWgbrQ8G9Litdu2DmR7Yu03PZ1Jy9Kdx/35dudp9RY+Oh+Yw641\n", + "9IadObJ99fhP0tVFfnhkgKw+lKRWwrGZrLLKLvAC4MEFu2RTdIrle78xvus1X0dNRMTAS1TTXIgV\n", + "2f6JqSSh52SR8IGmyzEoInqtKeSiVy7Og6eP5LYcIZ69J4m0HGwa2+vE5mMpdpehAwDCmnlV8uPJ\n", + "veXbHadVbe6t3ZurrgC27o0Ik+eWRjr8PliptW2pNbhdE9XVoSQ/7o5XgRdhGWUPWAm2VmDTl/Zq\n", + "wqozyjEaeLnrNpPhPmNFe+G2GMnMKZCJ/UINN/6VBTbImcOu+XtX9AY5IiIGXiKqXKi//WGa1flv\n", + "Rca8JZKgBctDPxYPhECobTlEpPtEVZebkZErnr6+pfoW2EhlHZrMwcnNrXjXP0JmST11x/UIkrVH\n", + "klTtLlY0I1r6SWJatpy9lKMmdN0/oIVdr1gEQmxkw6YusxA/bzl9PlN3veZaWF6+/4y0bFxPbu8V\n", + "oiuDwPea3D+8WjxcuI8vLztkGcHbJ9xPvn+ov/p4lvZiwHpK2exfDqsyDJSMmAPx8n1nZOWhJOna\n", + "vKFMG9SyxN665dkgh7KSBX/GqLrpwIZ1ZdaYDupxICIiBl6iq2P9a/aX/fJU8ccY64uQ2/kvpvIF\n", + "M4O3/R25JyJMPlx/XDe9a+rAFg7fhkfIwnVta0Vx/U+n9FElBxjZW5q38bH6+fOMAapkAV93e69g\n", + "FRanzN9uWcWt7+Uum46lqG4P8MiQVvL48Lay89R5GdwuwDIa+GpDecHMxZHqXzO0J8P9RqhdpoVZ\n", + "Wwju+BxW00e/94elbhkr7AimaD/mjKMNcmH+3obXx/e5++OtlrIQhOMnv98nW54dVu26XRARMfAS\n", + "XQsSI/WdFcxcXEWuf9JUl3u5ddiVQBswbApbsOWUCrITtQBstDqIVcNXlh9U/wLqeD+e1MvuemUN\n", + "nyibsH5rH6ueK/52vQqK+QVF8sZv+g1zn246KTtmDddCbxu720pIy1Y/R8y5TLWqXJUrlzEpmbqw\n", + "a4ZAilAbUL+OJdBa319A4Lf93K+RCXJ2bEf1dY6gjhrlJahtBqwIzxrT0eFjgNZvtjXQCME/7Tmj\n", + "2swREREDL1HVhNxDP5naiJ130PWg020iw55XH2I1FKGpXbP6cjTxoqqzTc3MlbEdfGW0r69aJUW7\n", + "MGwOG9imsYztGmR4kwhNr4/v6vBuIQg/8tUuS0ADrEKiVrUypqkh9OL0iUHnB/xMvx5IlAl9QnSX\n", + "IyBPX7DTslKNMcfv39PD4c9c0XAMUadsG1zNfYUn9guz63Zx2+W2bhk5BYbHfGdMqozq3Mzxf8iu\n", + "LqrVG8JxZm6B9rMGOu0GEepg5TctO4+/e0REDLxEVyHkoj9uqxtE4ndol580DYnoOE5kxKsq6L70\n", + "80EVOhGM/Ot5yrlLxSt3CHvzPLzkH0v2y6Vs06ojNochsJZno1TMuQxd2DXDbVbm+GCs0KLW1ZbR\n", + "cArbsgzAanBVBV6YPqiVvPjTAV1wf+jygAjUQMekZMgKLayjJ+8DA1uofsMqDEeEyvvrjunuP1Zr\n", + "u4eUPKgC17Puh+wMylCwem9epQeUMtxchceIiIiBl4ghV6T9WFMrsfABxR0Wkg+ZanTxec2/vt2r\n", + "Qq2Zddg1e+r7fWrVz9p8LQBi81hZx9CG+fuokGkbetGJoCJh9TYhLcsykQ3/ju4SqPtZsSpqFLLz\n", + "CwvtLouMS1MhsqrG7iLUtm1aT3aeSlXB0rorBYIlVtGNVtJRtoC6ZAzUwP1FH1+cL+3UubKYe3dP\n", + "+deKw6oMYliHJipsY2WaiIgYeInKBt0TvBpeWci11qSj7uzWE+dKvAu2YRcQWMfO3aSFLzc1ney6\n", + "Vv6l+8XXAiM2slmvtqra20EtK+RwoY50zuooVe+KjxEWP57UWwXB9+7uISM6NlWlAqO6NHM4YOKO\n", + "XiG6lUvoHe5XZWHXrF9Lf3UqqxnDWqvAjK4WlTlEA+HW3GOZiIgYeInKDj1xt39sGumLkDrkGVPQ\n", + "LU/IdQKDIErTv9bIkQTTBqd7PtlaphpXlEJgxXH90bPSM9RXtSGrqJ39b/x2VNdqDMF1/uaTapgE\n", + "Amtp3rLH/cFKMFqs4WtGdQmsNsMoSgsvIipzIhsRETHwEl0ZTDr78eHi8yhD+G5yhYVca2glhp6u\n", + "1jWf5jpeBKYOTX1k26kLJd7O+79Hl6nGFdetjJpYoxVrbMArS2BF+F741wjVagsfO+tuQERExMBL\n", + "VFaF+SLbPjL+HAJuzynlDrn749JUqy10X8DQBezaR1eGgHp1JCG9uKY2LTNPfpoxUNprn7tw4YLc\n", + "+skeS82tm6uL4TSyIwkX1QY4hEPz4AOskA5s3bhKp3WhZtVoiEJ5mOt/yR7KQlAy0lZ7jlR1qQcR\n", + "EQMvUU2FPrm7vxTZ+alI+hnj6wx6yq4Gt7TQlsu6bhZTzB4d1kZWHUrUhV3Aau9vBxKkmxYePd1c\n", + "5JfHrpcf98aroDukbRMZ/e5GybMJvQi6OCEY3/L+JsuEMNTSRmsBtDwlAdgM1ayhV5n68WJSmu0A\n", + "hYeHtOLzq4Jg1fvV5Ydkw9Gz6nmCGukv7u/L8gkiIgZeImcJYpOpVhdlDIWXhw34aQHtQqx23qqn\n", + "afjAcoddQFcFW3PXHXN4feuNagicUwev88GQAAAgAElEQVS0sJx/4qZ28uZvR6TocuZt1sBL3rmr\n", + "u/r4s80nLWHXDCUF6BRQ0nhbs9WHkuStlUfVhDCsHs7QgrnRcAgjCGALpvZVdcm+3p6qcwD62tKV\n", + "w8r9Xz/fqV7AmKFGGsMuytOijoiIgZeoNkPnhf3fmYJuSpTpMpQooDcuShZa3yASt0Nk41um6/ac\n", + "bBr5W1W/nFrInNA7xOHnHx7cSn0eq8N429+6kwDe5raFiVxYrTWaumYLK8QzFu22jAPGKiL6ymI4\n", + "RGlba6HVWGX29L1WYUxztEG5yNy10ep5UJXT6IiIGHiJqoP8bJHYbSJ+LUQaXR61io4LuxeYOjDk\n", + "Xy4jQE/c3lNNobaB1Sau4D4i93xbYXcHY37fWnW0xOthdO3MUe3VYAEz1MRiYxtKGlAygHZUWPW9\n", + "q4/9CNkJ2mW2XR/wdnfbZqVrj3UgPs0Sdi2HUvu+i7bFqPZnjqA+uUFdd9bdVhKstjtqYZeenSfT\n", + "FuyUdyZ0L/XgCiIiBl6imu7PuaYT6nKxcosRvqmnTKu2Zi2HaEH3AZH2o6+oy0Jp3RMRqjaRIbQg\n", + "rP6lZ7As2xcvSenF5Qd46//jyb11m5D+u+m0fLS5OMB+tTVW/pg51GFdLVZxMdDBXEeLTWRPaUG1\n", + "tG3HMBEM39920pmjGlGUP7z+6xHLRrUp14XLy7d0soS0zzadVPcF9cUv3dypwlchsXLtqx2Lyhjs\n", + "UJ2U5vFD+zcGXiIiBl66FsRuEVn1fPF51OVGfm/6GAMkuk/Ugu79Io3blvtbbIw6K9/vilMrofdq\n", + "QbY0b98joH4zvZ8qL/Cp467qae/uGyLvrDmmam4RUhFWrMNuRm6+fLolTnc7uAw1mw8PdrwR7O0J\n", + "3eVvw9tIZk5BmetnEUxv7hak23iGFWWjEgvc78e/2avuk9kXf55SQxfQeeLuj7eqnxfQVQDX3f78\n", + "DRXS83fdkWS1Yo7AC9gYV9N69ZYFHgP0bN6gPfccwSo7HouK6qlMRMTAS1QNYQd76rKPpIfRJ1Gb\n", + "O/pN7ZnvpTb6bF4XLb3Dfcs8Seulnw+qUGe26mCirPz7IF0JQknB1wxTuObe3cPhdRFYjWw+luI0\n", + "8MKVlBZgZC6CMo7T6C7N5MaOzQw3vB1OSNeFXTNskusT7mcJu9ZhfcmueBWIrwSC9qOL9ui+94fr\n", + "j6uykdo8Wve5MR0kMS1brZwHNaorZy5k6T6P1X2GXSIiBl6qrfKz5ewfn0ve+velh4uDqWUdx0l6\n", + "npvc+99NaiXM7F+3dVHlBqWBDWELt8TYXb5oW6zlbXwjCGYFBUVlbh2F1dbrWjaSjdGpussxZrcy\n", + "IdyWZtc/yh8QsGxDbwMvDwn193Z4DK/U3tMXHATtWKd1xjUdXlThxRWOYR0PN7WJzVzXe0OHJvLc\n", + "6A78v4CIiIGXah20Dtv+icjuLyQgO00CXEQSivwkT3t6h7okF1+v5RDtNFg+WXNcF3Zh3vpoubNP\n", + "iNPm/ahnRe/Tb7bHSkGR/dCHfXGmSWhYecRgCWwaQxCcOjBcjiZekh/3xKuANrpLoCo3KG17MJh+\n", + "XYgcSMhQq6X4OpQ+VJe+tgjwt/cO1q14Y4UVK7j4HFbPrTda4ZhURI1przBfdSxsN9ddK71ozT8n\n", + "SmSw2ovjWptXtomIGHjp2gm2qMX1u7zqeGKDqaVY1G+W3rkJDXvIK2cHy+rCXuImBTLRbZ20co2X\n", + "diMfkt4DRqjroI7UFi5DHSg2dyFAYZKZbfhdsitOF+ps+dczjb6d8tl2S03pWcmRl346KNbxeEVk\n", + "gtzQvkmZJp91CqynNqlFacG5VYBPtQt1L4ztKB0DUf6QKoPbNVGb0szH7607usm/VhxWx2RYhyaq\n", + "J29FBDOUhaDOGJ0rzLBpbXzP4GvuV6O0pTRERAy8RNVV8iGRVS+IRK8xnW/aSaSoULvcNLEsVzxl\n", + "e4MxEj7qb+Id2kPWvbZW8gsLJV+LvPMLRkpgPS9Z02ew5eZsN2MBVgob1nWXN347ogIU3i6+q2+o\n", + "CnLm4Ga7Kmzr0Jk0FerMYdesyOC6WP0t66hfrOCVpofuVfmPBD2D+4Soky2E23kTe1bK97WuM8aL\n", + "iFFdAsu0ck5ERAy8RNXDd1OKB0NA0kHTP+Inn+fdJN8WDpHzyfXF/ctz4l1nvQxt10R2xaaq0Ipw\n", + "O21QS90mHvS47RrcSAuwphIETAJ7fkwHmb3iiNp8ZobV3D7hvjK2q6kvL+ojv9oW4/BuJqXlSP26\n", + "HuLiIORay8kvKPWPjzC3dOcp6ds6y3JfygPDJFBqEZV0UUZ3Dixz4K6uQVtNnxvAXxMiImLgpZoK\n", + "E86sw+5l0S5hMjLr/9QqrhlqbBFyf9NCK+oae4T6Gq72YRXXHHYB5QHjejSXmUv221134dZYS8hE\n", + "2zF0VDhuMOXKdDvuclH7/kWl+LEeHtJadx61vdj0hpCdnp0vt2thFBuv7v3fVhV4YcH2M7Ll+HmZ\n", + "fVvnMh9GtFCb+vkOS1/dtYeT1cdGK7JU/eA595X2/Ig5l1FrXqwQETHwEqEmFxvRNv7b8NMn8gN0\n", + "YdfWgi0xhq3GUKuL1lXWECKeX3pAQny95aT2sbVMqy4AWE1c+sh1qv8t+qBuOpaiu+5TN7aTsMbe\n", + "Ut/LQy5m23chQPi+s0+o3Nsv1K7mEnW+1rWo8zedlCzte5vDrtniXae1INzW4cAJRz7eeMJuiAS+\n", + "BwNv9ffrgUR5eOEuy3m8WEGNOYdLEBEx8FJNduAHyV31snimn1Jn07zDpGFmcSkBanY/LLjZ6U2c\n", + "v5Qjn/xxQq34IhhgZVZdbtMT1uybHbHi6mLfoWFK/3DdeawGo1XX/QNaqPIAdF4I9fORBwa2sNTX\n", + "/qVnc8PNbdgMN6hNYxV2EWR9fTwsfXJ/jUy0u/7GqBTD2/jzeEqZSxtsOxkAdvZzQEH19+H6aLvL\n", + "vtCeewy8REQMvFTdYQX3yAqRnZ+K5OeI9HtExNvPNB3tzB7B+uXxoiB5Pe8uWZ3dW76MiJfCw8tk\n", + "U0aILCkcJOeLnO9KRw3v1pPn1cdY3Vzxt+tV6EUXBkdlCYVFRdKkfh1prJ1wHbTV6uOg1625dlTV\n", + "j9r4x8h2ck4L3Mv3J9h97reDCboRvObJYNjYhQBqzagcA9+3Q2CDMh/uKdeFyY5T53WX4Wczh11z\n", + "fW+q9oIAQaqsgziuBhwvTHIr62p3TeNm0CovsoQNlEREZPN/6T81PAxUlbKzs6Xu+n+awm3qKZG0\n", + "OJGDS0X2LhK5mCiprr7yz9xJ8lzeXyW6yFSruCcrUD6/0E12F7WVLKlTcp62eve+QDvj7uaqRrKC\n", + "fz1P9bZwQaF9tW1GboEseKCvCoLf7YqTmHOZ0i2kkdP+vLY8te+FXrvL9iVIambxinJddzc5lJAu\n", + "56xWmXeeSpXbe4WojXNrjyTrbueRoa3V6nFkvCncINjNHNVBbcozgnINhGwEJAyrsBbm7yMnzmbI\n", + "seRLKkjj/r16a2e1Yo1Vaoz/3a69QDhwJl2VVgxo3ViaN6qePV03R6fI377ZI/9eeVQ+0l7MYPV6\n", + "oHZ/DZ9ndWt+X9rCQrF7blzfJkD1Yq6U38267OXLY8ZjRgy8RBXzn92P95tai+mejZ4ig/8hD2Q+\n", + "Kr+lNpdCKV7hvJSTr0oObDMqVjtTLuWU+D1TM/LkvgHh6uO2TeurkIkIu9umRhZhcPXhJDX6Fquw\n", + "fx4/p0IvAmJZYdPckcR0uZiVryaOoZwi3yBkx5zPkGe0IIufDyNjEbBfurmTWmlFP9sRHZtJ7+be\n", + "8sadPdWwBVu4zRmL9sizP0SqYITNTQiy+P5mCOxjugbK5P7hqhwDm+LMvXwfWrhbzmfqSz2y80wh\n", + "csHWGHlv7TGJ18J0WYN/ZUCJyvj/blGPifWLBnTjsF3prS1/VNs2q6/GN59MyVDPz7v6hKrxwvW9\n", + "3Cvnd5NBhMeMx4xqIZY0UJVzzTwr4oINZzZjYQPaigx5Ru7xOyN/xuzRfWpwO9PqLFZmrR1N0JcB\n", + "IJCh5dju2FSb8KnvX4sV0HpeHur65hDqowWIYe2ayLJ9Z3TX/TUyQRJGd1BDDcoC5RNLHxkgqw8l\n", + "ybQFOx1eb8fl0ovHh7dRJ1voMxtYt8Bhf9nvdpxWwyysYWMewq1tQDV6+99oPO8fx1Kk/2vrLJ/D\n", + "Jj2UPZSnQ0RFwjhho7HEWJVGaUhthMf90yl91AsmPJ7XyiQ5IqIKzR48BFSpCq3C1KUkkd+elQbz\n", + "B4oU2K/KJoSYNqLd2LGZWoEE/HGfcl24vP6XrmoIBGpL8Uc/6HL4LLRqAoYwt+XZG+S18V104RSl\n", + "DP+wCUNoAfbOmijdiuuAVo1VuLSF6+yKOV+qHxftvx75ardM/3KXZZzuQZtBFLbQhgxfV162tb+A\n", + "8cbbrMb5OnO7QYsrlH3YBmF0iDAKm1Wpe0gjh7XNtR2e3wy7RETlwxVeqnj52aaWYrsXmMYBtxst\n", + "4u0vsudL9TkXV3fJaTdODhyNkl5yWG1O+yp/uKw90EvWjipSgQbjaF8e10kLMq6WgBMgdVR/Xej5\n", + "6mq7b4sVMNRzogvCmicHa4HvvIT5e6u3v59Zsl/OXspRdY94S39DVLLd1687nCSPDWsjc1yP6oIw\n", + "vn/3EN8Sf+yXfj6o686AIRbrnx6iBl0gXDtzJW9Pj+rczLArRPNSju+dqo7HWTUhDj/riE7NVLg6\n", + "nqzf2Idji3DtaCNfVUDgw2OISXXWQfCeiDD+3hEREQMvVaE1L4tsnVd8/uAPpn+1oCvdJ0pat2ny\n", + "W0pjmblvv/hIjmSYN6Gl5qqVTgREcNYuy8PN+M2J+nXdLV9rCprHdGEToS7Y11t6aAHWtjwCITeo\n", + "kZc8eVM7mbPSFHpRlvCoFoKDSxEejUInVpKfG91B1cNuik4x/DqsQF9JiMSqN77e3IUBoRX32dzy\n", + "rCQo7/h5xkCJSryoPsYJ9cu2Pw+CpdEKeFX7v9u6SKsm9VRrNxxXDGHgOGEiImLgpap16Ef7y+po\n", + "QenBDVpqaimFqakSmGd6uzzDpuMCOg2UBjagvfHrEd1lTRt6SUMv/Vu+3+6INQymc+/uYVfScFef\n", + "EBXqHh7cSib2DZWE9Gy7ARHOIHTZ9rtdeTBJmmn36z8Tussfl+tgh7QLkDVa2E5My7qiFmDoVoAN\n", + "aginozoHyV19QyQjp0DGdg0sc6sulARYh1m0ZXt8eFt5f90xdYwQymcMa10tevbivqIXMhEREQMv\n", + "XR3Jh0RyM+wvd/NQYdcMY3qxamodcPF2Nd6et4awhU1fCKloIzZ1YAt1nQm9Q+Tb7afl1OXJaB0D\n", + "G6gyCFveBgEtKsm0kvn9Q9ep4RRo43VHr2B1n6zvS1nrJdEpwHpaGmCK2yvLDqlNZChvMAfGzs0b\n", + "XtFhxiS5F386YDl/NPGo3KQdl4/u7eX067AKjK/FSjc2AmJqm6MQiw100wa1kEwtRNu2OXMEtcOL\n", + "d8epFx7jegRxqAURETHwUg13Zo+pVjc7TU4F3yKJhzZJRMIicSmy3/Uf1+Zesd0aNW9iL3l1+SFV\n", + "F3pz1yAtzIbbBaupn+/QbehCYMPb7wfi0yQ9p3gDFd7iNnq7HRverIMhmCdUoXPDvIk9K+xwYAUU\n", + "fXYRJjG0rahIHwTR6gzDLKwvw4pvu2b1S3xLHsF/3ZFk2R+XplZbv95uv3K98kCiWu01T5WzZTui\n", + "FtdtoAVTo84QZgispQ2t76+L1q2af7rppKz8+6BrYkMZERFVb+zDS+Xz51yR7yaLJEaKpERJoxPL\n", + "JPjiPikQF9ncaJx4d75Z4s6ckYOFYTI7b6L8M66XtGnWUNpowdTcg7FpAy+5s3eImjZ2Q4cmurfh\n", + "sQFt2Jz1hh0ODsSnq8CXlVtguQyrtkbDElo3rSfJ6Tkq3KFzw6M3tJEHB7dUwyEqWiNvT5nQJ1Ry\n", + "8wtVb1hbeQWF8peewepn+8eS/TJraaQs3BqjBj8M035+fL0RrIKP/2i7LNwWqzo/fLvjtFq5TjPo\n", + "mGA9YMPWyz8flNjzmbrLcFywam40VrksENwf/HKnrkQEQze6NG/oMIBXNvb65DHjMeMxI7L8feQh\n", + "oHLZ+G+7i9KKfOS+vH9IZHJbub5hgPye3UP3+X/+fEBeWXZQGvu4y6yxnZ3Wrs5bH61ClJGDZy4Y\n", + "Xo4NYrabv7A6iVKH18d3rZKVxv+uPy7/3XDc8HPmFeg3fzui6/WLQPvJxpMOe9xi1fRMmr6NW5Ht\n", + "0I7LjKbHmRmVaGCV+fFv9qjBFygxMZeQ4PIb2jdRAXt/vGlV2byZ0AgGZhgN1Vh5MFENzyAiImLg\n", + "pZoFvXUL7csWUqSh7CnE2+NFciLFvo43Kd0U2hLSRPWqRc9cR2/ln0rJdPykdXNVq6ilCXSWr6mi\n", + "t9VXHEgwvHxQmwCZMbS1+nhPrH1gxyrvizd3NDweiQbB/7QWkls09lHTt6x/RtQ2O4JyCtsBFYBx\n", + "xIcTLqrA/ejXe1TYNb1AwWQ7U4hFDfW/busi90SEGt42ykOwkosVY6OQT0RExMBbiaKjo2XOnDmS\n", + "np4u/v7+MnPmTGnevHmpr5eXlyeLFy+W9evXS2FhodSvX18ef/xxCQ0NvXaeJbFbRLZ+qKXQTSKB\n", + "3UTS4g03pm0oKN40Zl1uYARv62OCmbme1iicrTmcZHd5RAs/adusgXy55ZTuck8tKFb2zn10YFh9\n", + "KFE2HUtRK8njDQY2hPp5qxpe/X1zkfn397GE7n6t/O2GRXjXcXMY/tF31ralGX7eH2cMkHm/H5dt\n", + "J89J/5b+MjEizLB9GlaQvT3dJMxJmzIE1ZnoVXyxeCW5sEi/YovQ6yjwwqPDWstT3+9TK734WUd1\n", + "MY0yJiIiYuCtREXaH+xXX31VHnvsMenVq5ds27ZNZs+eLfPmzSv19QoKCsTHx0fmzp0rnp6esmHD\n", + "BvnPf/4j77zzzrXxDIleK7LwL1bJaJ3656x7U0nLc5PWLmfkovjI1/lD5d388ZarJV/MLvGmbVuQ\n", + "IVAu2RWnghWGRDSs66GrU0WP3A/v7aXacdkG3idGtLOEPdxOTl5Bqbss4PYwyABfN3VAuF2pBaaL\n", + "of3XB+uPy6Vs0/3B9aMREq0muOHnwUheW3f3DdOtMCM0frU1xlICgM/9fXhbh/dvbLcgeXZppG5V\n", + "Gx//GX1Onh3leJwugvec1Udlw9Gz6nuN7tLM6XGIv+C8JRxCOgKxo44NePHSPbSR7I29IBHaMSzr\n", + "KGYiIqJaH3gzMjJk0aJFcvjwYfWxrY8++qjsWS06Wq3IIsRCRESEzJ8/X2JiYiQsLKzU17vlllss\n", + "1+3evbu8++67184zZP+3dhcVuLjL6IyX5GxRIwl0OS/ni+pJjhhvuKrr7qZWN1/95ZBu5RP5LzY1\n", + "Q4VJczB947cjMn/TSd3Xj+seJG4urjK+d3M1+hd+3Btv932+1wLopH6hqlMAWoMhmGFi2Fu3d3Ua\n", + "fI2mo619crBloxUC+Is/HbQbswvYPIZeteaVWbQ4y8jRX69BXXd5dnQH3WXo7YtOE2jf5ePppqaE\n", + "OQuHuH2jEg6M+rVt42aGgDv9y526FxUrIhOlTdN6cizpkv1/BNoDMrxDU/ntQKLD+4H7iLCL2/T1\n", + "8TDs3oBhFyUNvMB9w4oyrleagRF4LPGCA+8IoEQCY6IZpomIqEYG3vfee08SExNl9OjRFbZ7Mz4+\n", + "XoKD9W87h4SE2AXe0l4PIiMjpW3b4tU47DbNysqqVU8K18yz4nnkRyny8BGPC2fENi66FeWLn1yU\n", + "s9JIEoqcTwjLyi+QvOxMeXFEC3l99UnZf+aieqsci5vf7YiTw/EXZMGkruq6S3fH2b9oSUqXhZNN\n", + "n09NNXU+uJSZY3c9BKhnvtsjyw4k68Lr5029ZFKfIIf3Dyuttr7445iMaN9YEi/mygvLjqmfwQjK\n", + "MjYfPi09gk11qilp9i/U0rPyZW/0GS3k6kNgoPYUf3RAoOlMYZb2szl/DoX71ZVT5/XXKSwosBwT\n", + "u+OWkmk4xMPPy02NMb6YnW9pndYrpIHc3StQewGSLRvruKm+u+rFioebZOWZPu4UWE9GdWwsN7+3\n", + "QSLPXFIB+fGhYTKxd1CZnltf7Twji3YmqE14vt4e8trNbSQivJHD66dm5sn4T/eqfwGrzNFJaZbn\n", + "TEkcHR/iMeMx4zGraZCNvLz4Yr/GB96dO3fK//73P/H19a2w28zJybF7ctSpU8cuoJb2eqjvxcrv\n", + "s88+a7kMX1ernoAb3xJZ/5rhpjSzmLqd5Gh2SKluDitxvdoEqtXAB/PddX1g1QsILTydznBVI3wb\n", + "entago0lVGbm2z0nbu8bLtti9uku8/Jwlc0n7TeDfbcnSR4b0cnh/cPQCdvuAkv2JcuC7WdK/Nmw\n", + "cty7dZBlBXnSgFbyy8Gzuuv4+nhKD+06Vzr69vYeTeWttaeKn5/a7T02vL12bIzDYo+GjSSg/mFd\n", + "TS60aNJAPrkvQgXHrsGN1Ir0+79Hy6zlxyxT4lB7O6V/mCrtQN9fwMru8DkbLCvdOGZzN8TKPde1\n", + "cTrVDdfHoAu8sEjRXkBkW714wGP99vrTsvLvLRx+/dJDJ+2eE9bPmZL+oFbk/yfXSgjhMeMx4zEj\n", + "Bt5KlJ+fL/XqVWy/TgRRrMDq/gBnZNitIJfmepmZmTJr1iyZNGmStGnTplY+Gc6dOSV+v79mNzji\n", + "XEBfaZR3VtzyM0V6T5Xs0LvE7ZNDUlBk3AIL1apYPcTksidubGd56zszxzhEL99/Rh75apfhiiT6\n", + "2tpCP1tb2XmF0q6Zt1p1tZaZW6A6D6B0YNqglnY9YbEhDPW4usc+J7/EY4W31p8Z2V5XLoGAiGlr\n", + "5pZjqEFO18LaLXM3yf/d1tnSMg1lHChnwKQ4NzcXeXRYG4elCWZYSQ1o1EDWHklWHRFu7xnsdPoZ\n", + "VmAxKnnuumhdSMYmMtxn833ZGJVqV0aCmuZ3JnRXH5tDJR4j27IOVXOt/RzONgu+9NNBu+lz1hC8\n", + "0frMUYs6R0MvYs9nlBh4iYiIzFyryx3p3bu3bN++vUJvE50U4uL0f2xx3rZ8oaTrYaX3+eefl7Fj\n", + "x8rQoUNr3ZMgPSNL5n08T5Z9+IzhlLTfE+tK1/NvyOZb/xQZ8oy0axkuPz46QO38t4W3yxGDsWga\n", + "nXxJWjUpfisfm69s62kRzHacPG8XdhvXqyPv39NDTS+z1cDLOAR1MRjXiwCMAIpQe8vczSpsWnto\n", + "SCtL6yysRhuNInaR4g1n3UIaydfT+smKx67XjSI2m3t3D/n3HV3Fw9VVbbjDiwKEumeWRFquM/3L\n", + "XWrcMC5HXfOji3brfn5MlkN9sG14n6AF2I8n9ZKHB7cq1ajfvw1vK6+M66yGeswc1V61gbNtE2Y0\n", + "2APHCN0orHUP8TVs7eZWQru3XyMTS7yf3k4muWEjnO1zBud7hfnxf28iIiq1arPCO3DgQNX9AB0S\n", + "UDeLkgJrCJtl1aJFC8nNzZVdu3apDWkI1Oi6gMvx79dffy3jx493ej2UO7z44osycuRIGTFiRO17\n", + "BiRGSsH82+WRXC2YuJninYh+5fZoYbBkFOTLW6uOqmlmKlwGNVR9WWctPaBW/rByeuZClqoNtbxo\n", + "0EKc9ThdrDC+cksnee6HSMnMK1Cbtx69obW8/usRu7t1MTtPxnY1rg8d2TlQC3yHdG/XYyXw/w1t\n", + "LT20QLp0T7wUaD/Dluhzuq/D/cTK6tQBxW+hY+MUwituC+UHGHVsvYkNWjf1kYcGtZLOwQ3VfXYE\n", + "Y4/fXXPMroUYoMYYQTbU31utaFpDecBX22JklPZzWa90v/Gbp/zwyHUlbgJz+MuthVEce+txxrYw\n", + "TAKDLWxhCp41dMAY0NpfNkQV/2x+9Tzl1u7Nnd4HvOAxl0UY/t5rzydnK7V4zsy5o5s8tzRSUrUX\n", + "ANiIiBVlblojIqIaGXh//fVXadWqldq4hpOt8gReQBnCm2++qcJ0gwYN5IUXXhAXFxe1arts2TIZ\n", + "Pny4Kl1wdL01a9aojWrYwIYaYzP04r3uuutq9IOPlbzkRU9J61zr410cdvO1BPxrQV9ZUHCjOo+B\n", + "CQhj5vZfWH27sVNTiUnJVH1kh/x7vd33wKAD68CFr6nvli8bTl6Sm7SvRYBGIPp44wmboFTPaZDD\n", + "kASsmmIV1MvdTYVV1JgObhcgQY3qync7Txt+LUb+WgdeM/OKKVqGLd4ZZ3n7HvWpL4zpaLiaaxum\n", + "H/xyl92qrP46BdLAy0OFuBybrgsx5zLlpZ8P6FZ6cVufbT4lL9/SqdKeAwibCJ3WIR2lELYT6/Bc\n", + "OZqo7+4QpIVOZ/W7ptsK1R7fSN1lvbXbbqId79t7BTud3maGSW044Rj7eHJWDhER1eDAi7BZGbBa\n", + "/MEHH9hdjnrhb7/9tsTrjRkzRp1qnZQo2fft29I7fbfdpwrEVZ4veljW53bQdWFA0EQ7KmsIIHib\n", + "/Jb3Nxl+G+uaWYS8e/+3Ta2EwoItp1RbL9SVos7THBYRqGff2sXp3V+8K95yfWyEikvNtARsZwaX\n", + "EFyxgrvy74Pk1wMJ4uftqcowSrPhLEoLg87CLlYkB7TyV2/Hj+4SqFahraGW+PFv9hq+YKjMwAuf\n", + "T+0rP2n3B6Ocx3YLNFxR/vWA9kI0XV/nfiA+Xb1YcbZCe6cWnpMv5qiWYsF+ddVwjNKEXCMMu0RE\n", + "VOMDL1UhTEz7fIxc7+DTx4uaS4eRD8qadcdELpcNIOyiDtRR6DB62xr1vKjBxcrcom2xqhtAms2O\n", + "+/mbT8rDQ1rJmicGq7f8EQhLE4jQcqxMYamOu6p9RR1sSRC4SzO1DauxCO0Y7NA5uIH283qoUgy7\n", + "F11agFz8UH9LLSr6yCIco7ShXbP6WigMVSuYWP1GaYO18pYzlOk/Ae2xNZoaZ3sdI3tPX3AaeFX7\n", + "suFt1ImIiOiaD7wpKSny2WefycmTJ9U4X1uffPIJH62KsvZVxyGuKED87/pAJncIk7FdA9Uu/Iyc\n", + "ApkYEep0oxRWclGnaq1vCz+1smJJnf8AACAASURBVPnMkv12nRDM8Fb5Ni34dQ9pJOnZ+bI/Pk18\n", + "vT1VJwJnEB5tN6A588q4TjK+Z3CFHUL8rKPf/cNSmoANaMG+3oaBN+Zchhw4kyZD25mCPI4JVnRx\n", + "G3ihgLf8k9KyZPJ1YbJs/xnLz4Xg/cLYjtXiKYOV7tkrDutWsbHyXd7VWiIioqrk9k9NdbgjGO2L\n", + "WlpMNduyZYtMnTpV9elD/exTTz0lTZs25aN1pU5sEPnyNpGkSMNP/z3vEflH3oMSk++nRvuiIwHa\n", + "ReGEFVJn0I1gQ1RxD1pTnW0XFQKf+H6fXc2q9fWGaEHw7o+3yapDiapOGNPNeoX5Sqift+HX4PPm\n", + "1l+OwjeCJzpFeGihrLV23lP7F7d3OCFd5v0erQXQdOkY2EDqeLiV61B+tvmk/Hlcv/ksXfue4Y19\n", + "5EKmfej9ae8Z9b1QG3tKC8Ao7bhgFdh3x6Sq9mR4yx8rwpP6h8lLt3SybM5C27zyDmRBqH5vbbTq\n", + "vID65tJ0eDB6nEK1+4XRyXgsUff7f7d2ls7Nq29rsCs5ZuWB44LSkHfWHtNezGRIl+CG4unmWqP+\n", + "i6jqY1Yb8JjxmFHNUG1WeI8cOSLff/+9uLu7q5Xe6683veHeqVMnVWvbtWtXPlpX6qeHRdLiDT91\n", + "qDBMlhYMVB+vPJioTj9qf7wxArc0bu4aJKkZeXLwTJoaaGC9Ihzu721Y8oANT0+NaKfKGqx7vKJr\n", + "AS7D5ia07WoV4KNrTfXp5pN2t4VgG6qF67v6hsiE3iFqtXj2L4dU7WlU0kV1+nLLKbGeMYGAjQ4N\n", + "5eHt4AXAqZQMLVy7SG6+fY/i97XQiQ18e7VQbzvsAucxMhmlFM66KpQVxjV/uP645Txqpdc/PdSy\n", + "8bAs0CsYJ3S0KE9ors2wKj/6vT8smw5RchMZf0E+ndKHB4eIiIHX6o64F9+VoqIiNYgCl3Xr1k2q\n", + "ySJ0zXUpSQp/fUZcDcJuobjIdwVD5b/5N9t9DiH1s02nZPfpVLXSeP+AFiqkvrP6mHy3M1aFvseG\n", + "tZV1R5NkjRYe8wqK1Aa22X1CdIFoSv9wefJ7/WQ01IyirRneFrft0ADrj56VgW+sU+Gqroe7dGre\n", + "QDVMQymAUR0x1tHWPjnYch4DHVYfStL/rDYZFGHa2dADZzD44e1VUZJrMATjpk7NZP/pdIk5rx81\n", + "jFC/+mCSRGjfz91gwltlbMr6xObYmlugzRzZvty3ybBrD+3ubHtJo7bbuqsJEREx8Err1q1l3759\n", + "qg8u2pOhTdnNN98sJ06cEE9PTz5SV+LXmeJ6cKnhp9YU9JJn8v7q8EtfXn7Q8vEvkQlqotm5S6aN\n", + "bOcycuXpJXt1bXsRIrGRyzpQjdNC6mntDz926jfTgvP4ro1ldM8Wlo1QE/qGyBs2vXgLtGBm7rOb\n", + "lZcvOy93dkCHBwRvc6cHs8GX62MR0n3quKk64NLAVLHyBF6UL/h6e0iSzeheUyD0ko+ntJGb3t5o\n", + "9zmUK+DFA8b3Wpdl4IXCuB5BFf7QG41O3n6y+s6wx+OB1f0dp1JV2QQ6VNSEgF1QaL+ij+O+V3ux\n", + "yMBLRMTAazFt2jRp2NBUDzhhwgR54okn5KuvvpK0tDS5//77+UiV1/ZPtBT6k+Gn0HLsjfy7Sn1T\n", + "8Qajf8VgujCmhFkHXtud+pijbr3rH6ul6H1r3vSGUJyYlu3wfhxNTFc9XFFygVIHdF7oFtxQBUxs\n", + "HgOsBA/r0LTEbg7lCbuASWlGYRcr1ijnQB0xJpytPZxs+Vz9Oh7asYnVQq+3vD2hu6rnPXQmTQ1T\n", + "QJ9f9xKmlpUHbtu23hllF6g3LU27taqELh2T5xdPW0RLNkzze+uObtX+1wwDON5aeVRXq47jiwl1\n", + "RETEwGvRsmVxG6jw8HBVx4u6XmxWw3kqh+TDanVXiuzfdk8uaiTX57yrhktUtLLkNqzUHk64KM+N\n", + "6SAbjiarjXJYnZ36+Q6HX7MrJlWt8mJTHOTkFcjAN3/XdW1An9t/395NIuMuqP6yKBdA5wd8P4QS\n", + "rLJOG9TSMjnOEazSGQXRqMvBWvfLpF1v08xhlhXJjyb1lo83Hpe3VkVJoXY7F3PyVLcKDKDACOKK\n", + "rNV15O6+IbJcC7zWr0vOZZj64qINWnVi1MkDYf250R1KHHBxteExf+qmduqdCjxn0KoNPaa5uktE\n", + "xMBrB7W7SUlJcv78eenYsaNERETwESqv3AyRheO1g1pg9ynU7f4rf2KlhF14cHCrEq+D2sZJn26T\n", + "kyn6OlfZEqP6/aL/LLoZGEFgnbZgpzw6rLU8OaKdKqMwalGGHrHYoBUZnybHky+qDhDjundWnRR6\n", + "hPo6XVHF7c3ffEqtyKZn5cvtvYNVizDz16AkYf4m/ea5ts3q695+x3WT0nNU2LWGVWe096rMEIeV\n", + "7kLt9+mJ7/YaLcKrFwTVLfAahUM81igfqe6BF7DhEBsm0eHEeuAKEREx8FqcO3dOXnnlFTl06JAa\n", + "7btkyRJ1+ebNm2Xbtm2qxIHKYPVLWmoz7sjwWd37pe+ohyQ3OqXEyWRl1a9lY9XuqyRPL95nH3Yv\n", + "w0YrdE/47M9Tsi/ugqRczJHo5Et21/tqW6zMGNZG1b8iENlOOmtQ113VAU/XwrH5c1hFRKC2HZ1r\n", + "a9aPB3SlAF9o96VPuK+M7Wqqs8XqLDoemIM2gu6s0R3sbgdvyRuFOAT+yghx2IT3rxWHDbtiWHM2\n", + "uvlqwcQ92w2MWJWviuEbFQUlNtYdRYiIiIFXZ+7cuWpV9/XXX5d7773XcnmHDh3kvffe4yNVFsmH\n", + "RHZ8avipIv/W8sDDr2mPvJd00oLixuizcikr3+FNubqK6mMblXTJ4XWmDmwhJ85e0sJpmha4UtQJ\n", + "I3y/mNrX4dc4C2QIp9j1/oN2Mm9cq+PhKjl5hXbXw2Y2lCWgbnbuumjL5xAm8TVzVh+1C8ILtPCK\n", + "1ThnK7xGtb8Lt8ZKRAt/takKYdfL3VUGdQ2UkZ2byY0dmxnWxKKvLgK89cYxrP5hwlpFQxeI6V/u\n", + "KnEgR9OGXjJjaOtq97TFCu87E7qrNmr4WSb2C1MrplR2eDcDm0fxnMQLCbwoJCJi4K0GMGBi1qxZ\n", + "4uGhXx3Bam96ejofqbJY8oCgcMEu7Iqr5N2zRDzdTcMMJs3fZhd2mzfyVt0CDsanSbD28fe7TzsN\n", + "u9CysY98tTVGt2EHQyictfxCIM3IMQ7aCKLf7ThtCbtgG3ZVCNb+mLdtagqOKG3ASuDaI0lqhz++\n", + "Fu3TjDItanqjEi86DQG4raM2dbp4a33KZ9tVCYXZ8v0J8vcb2zrcAIYQ98q4zvL2mijJzClQpREI\n", + "20bXv9L+tseTM0oMu24uLrJAeyFiXl3GRkF0cqguq6gos6hupRY1zUs/H1TvSJgt25cgf8wcWiPK\n", + "Qmoz/G6ilWNlbE4lohoUeF20P8RZWVl2gffo0aPi5+fHR6q0Tm0SSTpk+KnP82+S01sy5cWxIo99\n", + "s0fVptqKv5ApDw1qqd6WxWphroMJadawemk0SQ1dFBwF3v83tJU8s8R+4hs2lz1+Yxu1493uc9of\n", + "C3NIxqYzdIKwDogYf7vyUJIuKBt0i1J/+Et6Sx+riy/+dEB32dD2TeQDq1VkswVbYlT7LEfuiQhV\n", + "J0cb4DAc48P10WrVGz8PVjlL2kxnBKvGRqUduAx/bAe3C1Bhu532IgErgCh9MLd3u1k7dthIV1vg\n", + "WK45EC8RrQvKdSxrcqiyDruA1fJvd56Whwe3Ui/24lIz1XCY6talo7bCC+f3tf83sFEULy4f114g\n", + "P1yKfQ5EVEsD74033ij//ve/ZcaMGer8pUuX5MCBA/LBBx/IyJEj+UiV1i/Gtc5ZUkfeyr9T3HbF\n", + "qbflf95rPJrXy8NV1a9iBdR6+pkjaA92rxYOP/g9Whc0oVlDxzvUb+sRrFp2YTiEh5uL9NXu0/Vt\n", + "AmRS/1AVehFYbNtp9WvpJw9pfyguZufr2nghWH+x5ZQKcV7u9jWzuJo5+GL3PIJySX/sEVARHnAf\n", + "EI5RMtGleUP538YTduH+VEpm6X7ZDMIu7vPDC3dZzuMYvvjTQd0QjdLCz4QWbdaT1RB2f3nsehWk\n", + "zd8fwfuRr3ap8GOGnxM/Y3nbtFUXeM7eN39HcZ/m9TEya0wHFfSvBegAYjTUBEMw8FxbdzhJfQ7v\n", + "PHwzvT+7SFQy/F9x3/ztlt81HHt08hjRsSk3NhJdq4H3gQceUH13p0+fLpmZmXLbbbdJnTp15M47\n", + "75SJEyfykSqNc9FaYjpq+Km5ebdKhhZ6RQtxaO7vCAZL2AZNR7po4dHcI/XhIa1Ub1ozlAvc1SfY\n", + "4ddiFfKTyb0tq5G2b7cioKzTArE5dOOPA9pT2f6RQGB+/Nu9xfc/374rRaifj3w0uZcUXJ4EV9pw\n", + "OmNYa3XSB/wQNanM2qZjZ1VAR5h2BhvV0PUBocTcq3f5fvtjjTIDPEblWZlEmEfN9Sbt6zG4Aave\n", + "tuEet59g0OcYmwBreuBFD2jboSR4AYA61mthRRPvfGAl37r/M2Rqv0coMbJ+LqIW/cWxHfn/ZiU6\n", + "mnjR4e8ajz3RNRp4MUZ4ypQpMmnSJElOTpbCwkJp1qyZuLrybbdSW/G04cV5RW4yr2Cc5fyNHZuq\n", + "DS22fLXQmWrzdnhdT1fJyjUuazhzoXgQxdQBLdTqKvreou3X70fPSr/X1qlQh1CM3faAt+/fX3tU\n", + "DiZcMo0pntBdrdbaQnhc8+RgFWhbBfg4DH9GXSawjllkFQBm39ZZvY1fEZ4c0VaW7onTAkRxsC4o\n", + "KlLH02hAAv7YYdV268lz8q9fDhf/wdsaI78+Pki7/4kV/jTA2GacbO8H7iPqj6/XjjdWfG1X5H08\n", + "3Wr8rwDqmI1eXJk3N14LnryxnQpa5k4geHGFTZa2cBlDV+UK9/dWL7RySlEaRkTXSOA1Q8BF0KVy\n", + "OLnR8OLfC7vrzv95PEVN4LLtRGAbdgFh9+buQbJiX4IKdvrr56nQhD+sryw/qN4ytQsgZy/JSz8f\n", + "kJ9nDFSroI8u2m15uxVB5LmlkapXrtHb/QirJQ1naGvQ7QC3rlY6m9RTdbcVuUkEAcLLw00XeMF2\n", + "1RwBE5uHzG8hu7ro7wP+AL69Okq7nv30usBGXhJRgSuteFzu+O+fluOODYWD2gRoj91Zy3VQs41B\n", + "HJVh3ZFk9cIEG+PuHxiuSlYqC0psbFfg8fi3vIbePsa7GPidwu8ejjkC13ntd9X2uNSGFzjVHX6v\n", + "bN8VMk9jJKJrNPBiVRfT1aKjo9XmNVsLFy7ko+VM0kGRQuOa25fzJ9sFgHkTe0r3V1bJpWzndbre\n", + "Wrhb5qDeF4MNsBkGq5UJTkYBI+j+efyc6qlrW1uIsPynFhaNVnlLFXB6Bss7WnC0XkHB2/IosXDk\n", + "SndLI1TZ9ou1XT3EhjDrFxSFRfa75w4lGHcfGd05sFT3DT8HukSg1y8GYTh6y/7DDcftjvuJlEvy\n", + "5u1d5Y9jKaon8fhezSs8iOJ7/mXeZl0LOpRafDO9X6X9GuCdBLTEQ6g3B45ntBc/ePF0Tf3Hrj1/\n", + "rN/VQMBCOY35eYDPW4//psrz3Jj22gtlD0uZ0T0RYdfc85GIgdcKNqz5+PjI/fffL15e/M+gzH59\n", + "1vDivCIPiS8K0K049NQCzge/HzPsYOCq/SG0ngyWmVfg9Nv+tOeM07Br9vX2WLmjl3FNb2ne7sNO\n", + "50XbYrXwdEGtTpv76OKtefT7xS5o1Pve0SvE7u18M6x4vbPmmCWIlne3NOpBUSOJ20PIHK2Fzeds\n", + "hk5Y10s6gj9+DbzcdSvj+JnGdS+5LRc6Q2Dzi7nGGXWqv/zt+lKHeLzQGNquidxZiX1uUY5i228Z\n", + "xwWPZUWVmBjB82GjFnhPJJ6TO/q14UqmmFZ98S4L+lv7eXuqzY1X0gKPSg8vJNE2ESciYuCVI0eO\n", + "yOLFi9VGNSqH01uNg01R8Vvj7ZvVF3c3V7l//naHN1NolIKdOJZ8UUL8vOX0eeedCvCWP2pcbUcG\n", + "o8YXvXQRRBHWEFZtVz/wlvjUz3dYziMg4rrmnfdY0TVvtsKqp9FKJ0L1FO3nRtAzK+9uaexsX/n3\n", + "QaqTRTPtvhr1N0WYxfhea9a1xcilI7Xgjm4Qzy89oIL8DR2aqpW4kja/4Wd8ZdlB3aotQiQC5qjO\n", + "9uVA92q3aVu+ggBU2YHHUU9gPBcqM/DihcjP+87Iz3vj5bVVJ9kGyuoxfzGINbtExMB7VWHABFqR\n", + "MfCWU0GO4cWrCvuof33reUqsFkpta0/N/LXQ9tdBLWXe+uNysYThBbb6hfvpAq+HlubybIIz6nXR\n", + "Q3fhXyPkzRUH5HxWoer9ej4zV26Ys94S3j7+44Rs+sdQ3XhW29pDQK9RtFfbe/qCRLT0UwEYq7yo\n", + "FXV3dZUnb2qrNtJZAuHlTTy2Suqhi6CM/pkrDiSqkcnTBrVQKzb4fs46PmAVGN0uzD+XddhVLyy0\n", + "M0t2x6kXAd8/1N/p8bVdAcfPkW/wwgTfzyjwolwEZRjYpIT7jfIHbL6rbGO7BcrsFYftgm/vsMrr\n", + "q43jon9hY2oDNax9k0oN2URExMBbKnfccYfMnj1bJk+eLIGBgXbdGQICAvholcOC/OHq3/TMPClw\n", + "snp7TgukW4+fk1u7B8mXW4oDJiZzTbouTD7ffMrw67w93OWJm9rJCC1orT96Vq1OtmjsI3d+tEUf\n", + "ilv6q5VQPx+Rl0e3Fl9fX/V2fLd/rtKFN4QjvO1qHVaNINDc8v4m05NYC3ENvT3k3CXTprscKVQt\n", + "0kZ0bGbpM4rd0giqpektbIbrjnl3k2VFGquk2O2P0F4S1JJ+/9B18uPeeAmoV0c+2nhCLmbrg5+z\n", + "9nAqpCddVGOJEWRRp/vMqA7qrWgEbYQ320lwbZ0EOgRr7MjHsa6qiVs43k+NaGdZjcZj8ciQ1iWu\n", + "YF+JKAcvbFAO4+yFDRERMfBWiYYNG8rBgwfl6aeNW2utXr2aj1Y5aHFL/VtQilIFbPSp46F/oYHO\n", + "DMPaNVF9I/MMam3bNKunShAQorqHNLK8TY5m/6grxWShiRFhht0WMOnNaKUSTfKtAy++3ravqDXc\n", + "hjnsWpu1NFLVcwJWjDGy1nq1GEF5gpMa1uX7EnTlF4CNJ3jLvDRlEAi95nZsGEtsu9GtU1BD7T4e\n", + "kHVHkqRLcCMVSM0B3TRAobhhPVZ5MfkNK5U4xo/e0Foe/2av5fihhAKrz85Yr5pXFTzuY7sGSsy5\n", + "TNW3ubLHquL4lfWFDY4tymaaNfCyPF5ERMTAWyk+/fRTue+++2TMmDHctHYV5eTZh1pMMbulW5As\n", + "Mejlue/0BdVa7LcDiapsAYHh40m9VX1tSdOtEJQR1DbZrHSGN/bWncdKJmqP8wvK1ssSAb7P7DVq\n", + "NRSbyrBbukFdd8tQBwRpZ5OmHL1IWLwzTtWFlmaQAcLU6kOJ4qldN9TPW5WV4Ouu074/NlblXv6Z\n", + "EtISJTk9W378fwPU+b2xF+w2A+K2sPqNetSxXYOkQ2AD2XbivCrpqM5Tm0wr+1WzqlzWFzaf/HFC\n", + "5q6LtpRd4DmBvs1ERMTAWynOnz+vpqq5uXFHdVVBCMstRYcElCrc0y9UvWUeZfM2OuDtYjNsKMME\n", + "J2ctj7AqiQ1W8KAW3nbEpGpBu7i2+MutsTLluhbSsrGPmpqFGsySWI8PtoY+wTg9+vUeNa63tK2Y\n", + "cP8+23TS8HNo84UVQZQ2ONv4hY4E+L7mAQ8IunPu7C6D2jRWQyB+P6JftUY98i3vb5avp0eovrFG\n", + "I2KteyUj5HI8qT3zC5uNR5NkQJsmqp7a6IUNXkjNthoGAgjKaGnHkbtERLVLtRljFh4eLidOnOAj\n", + "UpFKqGLILeX0H6x0fvlnjBxPviQebvqnjLub/VvUi7bHGpYqmIPkyHk7ZdoC0+nV5Yckz2YcMDpF\n", + "/PPng5YQWBKs6qFW1MXJu+Xmcb2lgdU+lAsc077GEYQljLF15o3fjuimmWGFdsvxFBWSA+obv4uB\n", + "bg1LdsWr1e9hHZrqPofAjBre0sL3w2S1qp7yhO+HF0HTv9ylum+UpbygIqCkAS9sFk7uqlb2HYXX\n", + "w2eM+yD/aNNdg4iIar5qs8J70003yfPPPy+jRo2SoKAg8fDQ1xsOHTqUj5YzCJ4FRbqwm5yrn9bl\n", + "4iQDt2riIwH1vJz2j0U9b5EWRptogS1bCzW39WguiWnZstKm5VVaZp7a3NXPZloYQvCT3+/T7do3\n", + "WjGG7SdN9wM1q7arcGYB9TylkbenPHVTe7mpU1P5UgtZCReyHN5/o81M6BO7fP8ZLRR5qzCJUBkZ\n", + "n1aqkIZQN2NYa4efP3nWfsztr5GJagMZBj1Y99G1tnjXaVX7+vpfuoift4daNY8Iqy9TB7dVbd1K\n", + "guP87pooVXeNMhOE53kTezmsT8VqNco/eoQ0UuUAVwKP7U3vbLSUY2CjHwZsfDypV7X7lUH3CqOx\n", + "r9VhKABeKOEFFV6o4fesvINZiIiomgXelStXir+/v2zfbtwjloG3BC9c0NLUo1K440vJcvOSThc/\n", + "tbuKswXf48kZ8sb4bmpFEHWm3YMbyTNL99tNYsPCLUoh/nz2BvWWO8KYbeAFbFizDbwIx0a9WT20\n", + "sJ5XoL93CLIqiAfUkxs6NNFtWvOp465anP3/9s4DPopya+MnBQIJAUJNKCn0FnoHkaqgKKB4QVGw\n", + "ovKh4rXgFdFrwU+9YkPRz4KigHopKiIqiALSey+BUAMEAgkESCXJN88bZpmdnd1s+iZ5/v72J9ns\n", + "zs6+M5N53vM+55y4S2nq8fA3m2Tx49fJlCEt5f6Zmyy/H6LAEM9GEIE01qfFv2FTaKsJQ3cSny6l\n", + "On4XjAeWxREVv2jRxS7sqmDF9qfd1U7Gzd4iKU6ae8D3+sbtrdW/ExISJCgo+70QaK78w//VhBJ8\n", + "qToQn1OX7HeoLoFjMWz6GiWqwExMADSxj+Q5/C4vSW7wGJu9x2ivjOfyIyR1UeqOb9pdML4jO4eq\n", + "Enc68JQPyYfox2QDVpVZ645q52aqjOwUmmN7bKsJyNivN9lWSVDP+bPRHWVAi9r8O0cIISVd8E6f\n", + "Pp1HI78Mmibj4+9TtWitQGkrZ3V4swVpst3NeePReDsxoINI6fpD52ztdK0ix4gYmkUTlpZRksrc\n", + "fSuybpAmFBO0bWTZBPDbw9vYfv9/93RUIu6gJsyGtq2r2tWaQTQTyUYT+jdRHmJ4elEh4mLyFbmj\n", + "Y30Z3T3Mzm+LhDFzMwYkz+ldwEZ0ri8znHh4bYJRE7QYi9QrGbL3VKJq05uTzaFmYHn5dVes9GhY\n", + "XQnwt+9oLePnbL12QWr7jO8I60eXiGp244dtQ0xj/DCZQKTYarl+lYV1A8+h4oQxQoy20NEm28ac\n", + "dcdU1H2V9l0gCN/UBHduhJZVoh+E22btXEKiXW5BpBOJZd9p3z1Jm+QgAo1JQEFVe0CpMowl6jTj\n", + "eOS3ZBomFpjs6aCyBo6RebLliml/HnCwBEFAU/ASQkgpELykYNhj4UuENvjmgS4qeucsAQxeXDRy\n", + "MIIqC0t2IzrnaAWocVU8/rzjpGXkGLYHqwjh2F4N7MppIRGuUgUfm9jFvk4ZFik9G9ewE4HoSGYT\n", + "7n6+DpHinSeyvb4T+jdWj5yioPGX0yyfR3RNr+qw79RFWRPt2vc74futsulIgtvHBxMBPCAmvx3b\n", + "VYlAP18fFcWretW+8MqiPeq1iIjiNRCp87edltd+vyakYD15748oJXrNQMBZTXrwOWYxaSZFE+8Q\n", + "u/oYTZy/Q3o16ed2ZBViHeeYUbAhmt0hj80mJv24y25iguYZvZvWzJN4djpPbBVs2bAjL8w2JHDq\n", + "YNKYG8Fr5bl2139OCCHEGm8OQenihpaOUaDalSuoaCzKWfVr7vh7xMqmDI20RUAhmhFhrFzBV5Y/\n", + "01v5W42M7FTf1rWqmr91uamHelm3coVQ+eruSJk4qJl8p4m5OzrWU9FWHeik6X9Fu/yOwyyWnNE9\n", + "zF7cuT61B2jjBCFmpnXdKjaRvfPkBZfbQN3W3Ihds+D+ek126SxE7qaPai/HziWpSLEObAC6+F0Z\n", + "He+wDTSksBLuaB5inmzgmJktBWjj7M5+/upkxcAKnEM4tnoEFr7hj+9un2c7A+wQZmatO+ax1x+u\n", + "GTOoQZwbhlscl47h1fjHjRBC8gEjvKUMJF7N1gSB7j/19vJSwqnb/y6T29vXk1UH4hzeg1gcIlB7\n", + "YxPloZmbJSYh+waNdsPzx3WXr+/vJD9sO6lKh0EkGVu04vMQaTRG9FBSy5VvsWVIJenZIkj9e55F\n", + "bV8svSPS6SzJanyfRmoJGlFOLBeP6hqWY81fgDHRRS7+P2FAY1s0EgJxjLbPuk0DJKc6enAD/Hyk\n", + "RUgVGdUlVOZsOC6xiSkuP3No+7pSq5KfLNgSI2dNzTFQDcBY8xUReDN/7T2jjl94tYqyUuzFtVUk\n", + "UO9Ud2ubEGW5QKc8lOWyGkscRwjh767aMBCVP2MR9c1tlQccC0Tk4dnOb9k0vN/cUS6piKs+5IYx\n", + "3cMdkiwHReYuejxcu04xmcE1gIkDqnU8f1Mz/nEjhBAKXmIUCL8/2UveWRIlC7bGSGZWthCFaPro\n", + "r4OW9gOIvyBN3PafulwuGBKt0G74rs/Wq4YIEIVIHjNXCUBED8vqKMF1OS1DCSgILHeXwG+KDHEQ\n", + "vdn1Z52LLHwmosNmjzCikVYNDrAcjC5nsBJAIMOXCmELYYbo6qG4y+pn8z7f0DLYwRowtG09m0iN\n", + "T0qzVZPQQWk0DDn80lh6hxcZ3wei0eyHDjZFPbs3qC6/mXzFOF7w7o5oHyJfbzjpMHbG74uo/Pg5\n", + "W+wSvH4Y10O1InYG/LD39YyQs5rQxRigXbPRY43IbF6W+3FOFUSNYExm4IM1klPb6eIEQh/jBxsG\n", + "VkZGds6+HnIDzmkcNwj9yhXKeUTVCEIIKen4/FuDw1C6wA1zzaFzqgtaTpT38VYCrpwmjj63SNJC\n", + "pQE9eHv47GVpFhyofLdGvOttqgAAIABJREFUmoVUlgc18YiC/dc1rpljdn9KSopUrJidbFW/mr/8\n", + "sfe0zU+KlfAsTTUiSQ3lwQa2CnGaoORXLtuTiiSwp/67TS3/z9t8QtqFBtlEAkTDHZ+sVfsOEPXc\n", + "cDheRncPV9FvVIOIqBFg+Rl1qlZU29YF5PVNasrLQ1pKxfI+tskFEr+Sr1ZZQJJcRI1KkqAJYVSd\n", + "OHDmkqyJPqfEb5+mtWTBlhPa85m2Y/SWJjbDDBOIIG1fFljUgA2v7i+DmleTLo2D5eT5FKmr7dez\n", + "NzaV8X0b2+33A19tUpMUHSSQzdUmE6hlDA+ts+NSo5Kf6gIHemv7eUGbSMDTjWP62tBIW8WMogYR\n", + "eRxLeJsxphjD129rLdc3da9El/E8yw8QsO8ujZLJmvDeF3tR2Qv0c8DqesJE5NHejeS+HuHauAfl\n", + "OcEOxyWwQtHGJApqzMoSHDOOGaHgJcVI/KU0WbLndI6ve+GW5nJXlzAl0L7IoSoBiLuYJv/oWD9X\n", + "+4LosLehK4Txjx2e79estpzQhBweEIRZBoEdoQlCY4QS4jNKEx2ISOO9sDXc9+VGOZ2YelXQpstP\n", + "20/K4NYhSqghGWxFlL2NA6K3bf2qSui6AqIZfsr2mmgZq4m/e7qHSRWDaITgrqaJkmWaYMcuY78h\n", + "zIycPJ8si3fGyskLyfLFvZ0kpCoipiHy7oi2DhHQUE3YYhnb7PnEhOOGptWkbUQtNfZ4YJJhFlLv\n", + "/BHlYD+A6MU4Ho2/LEPaXvM+Izq+WhPjFbTvYBRV+Dci23d2DlVizZmwK0wwSXnj133aJGa7iopD\n", + "6CKRsX+L2sqPXpQ3VRyP4R+vUXaTS6lXVE3hkxdSlKh1hbeXV4n8u0EhwjHjmJHSCi0NpZTLLsqP\n", + "6UBI3tU5zCbuqlcqL+cupbl8D5bJs0VZtg3AVWtdWAlQImzF/jhpEhwob9zW2qHsE7Y18tO1Tn2i\n", + "s9YfVb5hiOa3ftun/KYQa7AmfHpPR0tRn6J991d+3iMzNIHpbFnd/HkoL4Z2v/AGI4KoL5sj8gw/\n", + "pV4p4KFeDezaE3+jvSczK+fjgTrCT/RLy9FrDIvB4A/+tovUQmQt3nNWHglxHdmEOHdWSg2fj++I\n", + "cUMk/PsNx1UEFaL5vZFtC7TqQf7O2yty74wNtlq+qVfSZNIPO1XjheJY2v9x2wmHEmFI4osb3MLl\n", + "uU8IIYSClxQBK6LOOP1dfU30IGJm7t707I3NVBkqpyeLt5cqUTbsah1c2CCa1gqUR3o3VBFVI4jS\n", + "jdGEiy4WUPnhmbnblb/YyMcrol0mRelJZqjFCh+uUaBOXbpfbnEi1P4+EKfEE5LxIPKMXdbwc68m\n", + "15LTUCVi9IwNhrHLjgjDezn2m01270WNVURo81Kvdeme2BzfB1F3waI5xw87Tssj/Zq7fC9EOoS5\n", + "VUc5XbyjA55RFOP4IJrqyjqSH7D9NdrEB4mMzlr8GtmmTYDMjSuwDfiYUW6uqPG3iHBjf7CPFLyE\n", + "EELBS4qZFiGV7bqTGUHZKF3sIgqL2qHwml5MuSa0qviXk6/u7awiuYuQuKXp1g1HEiTa0C43XROq\n", + "u05eUIlSR881lf/pc63N7qLtJx0iYxDBiOiGB14TYDtjzrsU2Hrr3nXRji2Pl++Pk9qBFWyJYkbw\n", + "s693dhLazPs7y9QlUbLvVKKyOdzapo5dTdqZa484bBuVLrpGVLcUj3PWH9WEa3YHtOEd6js00nCG\n", + "u0lcqKNrbh7hjhiFoFz2VG/5bVesmlykZWTafTYi+ohYmjE3EikoEN3HBEH3Zz99Q1OXrZgB/OHZ\n", + "SYv2B7S4KjNg0vOZNtEy7g98umjYkd8mFYQQQooO1uEtpcCXaxZJSFpChQJ9+RplsUZ9vl5VIjif\n", + "lGbXJetCUrqcvZSqOluhvTASyxKTndsdPvzroN3PTYMDLV+ne1wR1R356TqHaN418eYvncKrqda7\n", + "k37YJe3Dgxxeg/2ds+GYg9gF9/eMsFVdQDWE6DOX5NDZy7LlWIL8++fd8pwhkp2a7hhhhqBBBQSr\n", + "RK/TV6tW4PHzNvvKCSFVK8oHd7aTG1sG24lV1A4e3MY92wAqE5jFbveIIHlg5kZp/+pSefL7bU4b\n", + "Z+A7D2lbRz4a1V6VHUMU8jFNZKKqBX7Xz0kDhBoFHK3EJAC2EmNzC3QQc7bfOtjfG1oGO3wnlL8r\n", + "DhBxRxUSYwUPTCRwDG7+4G/1f2cRdUIIIZ4DI7ylFNyoZz3YRVkBIOhua19PbtWEkC6CIURQYcAV\n", + "7y87oCJ0EIk5kZyWIW/9tl8TTuVVmbE6Vf1VYlmCQeCgpBmiiEkXL6ildXNbWyOoBazXA0Y73WHt\n", + "66qoLNr46pTXREiayQ6BpCt4dztdLdSPzmn4DuZarvDlwosLgQWBaY6o4v0QyiizZrRSgL/2x6ny\n", + "XQ/2bKDaLxuJ08Rw+9AgFUWG6EMjiZz8pxD/sFVg+RzjgzJgn43uqBLuwqr7S/1qAfL8gmsCHc/7\n", + "l/e1q+FrBuXWrFrRYl8ghI3jYWwkUlBss6gQgu+5aMcplzWawWtDW6kGDlgNgJ8apb7M5fCKkrah\n", + "VS1tN7tPJqoHjvOyp67nHx1CCKHgJcUBlsbxMAIRgUYR8KnmtEq+68SFXH3e9OXXorzw7MI+0KNh\n", + "jexIsSZYR3SsryJlkLHOIooQfTUrVVBVBYz8sCV7KR77jBJbkwe3UElsZqFaPcBPiVX4d2/7aI2D\n", + "0DWKr1nrj8iT/Ztqn+cnrepVkV2acMH+3aKJ1Qn9m6jXPauJYtRCnf7XQUlKz7D7fkstuoAh6guR\n", + "DVGHJe+clr3nrD8mby/Zb4t8ovQZLBhGwTr2m80O70N0fuLAprYINCLlmCC0rlc1xxrIC/6nu/LE\n", + "ojEEIqcFUS/XUVhb2yPc8b0iso7kPU8Bxx9j6sxrjokbJixmTzwhhBAKXlIMQARiWVwXV+5UF8gP\n", + "sEncrQk/vXEB/MKIrFYpL/I//ZurLmAZJj/CgBbBqlmGWfDqYJ+ROAchaRWZhZUBwuSNxfucil2d\n", + "9/84KIt2xCq7g86/BjWXe3uEX7tArvqIIUrNwN9sJYRQ8swdEGVHUwWjPxQTkYdmbpLTF1OU8L6v\n", + "R4RldBjHEpU48Hh10R6VrIbtQLxCMLtKEEMiYGE3b0BEFtaEJYZGGpiIWEWdPR0IcBwLq66AOjjX\n", + "KHgJIYSCl3gAO2MuWHoo0TAhw031G14jQBpoD7xn2b4zkpnD+/acvKBEzt2fr1c1c3W+3xormRZ9\n", + "3w6cuShThkYqYewMeCYRqYaQnnpHG7XED/sBEowOaMKj55t/2nlHXWEUu+CrNUfsBK8OIuXG/Qfw\n", + "Gd+gCXREzHVhBHHsbjITIoNXLMZPjxzvUBFnH7Wkb+7Shv0JKO8jLy3cbdcNDttEebXnb2pe7Ofb\n", + "9FHtVQMRiEEcK/NqQ2GDiPwK7dzAceneqIaavOD8R53jJsGVbBVA3AH2lyRtcoFEyYzMTLtJDrZL\n", + "sUsIIRS8xENABrxVRBJ+0x9MHb7gdjBKscAK5ZSv8sjZy+oBUB93vouol493dsQWZanMYvF8Urrl\n", + "e3pqwqRdaFUZpYk8dCZDBNjs04XA0NvyNta+E5KK8DNE7m3TV1uKSHc5cu6ysiuY2/GO7dXA7jtA\n", + "RE3o11i97pY2IUpEWbUnVl5pTfRtPZ6gxLEx+QpdxLAdV4lcELqwR7w0qJHM3HBK0jWxheMYffqS\n", + "tH55iaV9AbWKPUHw4jhBrBcH8K5/sOyA6hQIumliu25QRTWRwvmPqPkXYzq5bLtsBFYMCHgA+8JT\n", + "c7erYwsRP653wwL3QBNCCKHgJXkE4grVAiCIdBDleuqGpioJCslh2UKsqrStH6TKb0EcwFeakZUp\n", + "qw7Yi9bl2o0/wM9XLqdal4x6ckBTFe1Ee96cgHDDvj3Rv7G8vnivKpXm7HUTBjSRzUfj5Z0lB+TQ\n", + "2UuaOPeS8uW8ZWSnevkSu/p4hNXwd3ge9Xx/GNdD+y6nlLgZrEqbZYtN2AisfLCIQt/xyRrbPqFM\n", + "HDrB6c0n8H5YC6zsEjqI2MK+MLR1Lbnv+qaqbvGbv+6z/d7KVxpQDN3RcgJjAKEIAY/VBFhP+jqp\n", + "GJFfsAKAMTKeC2tNEy54njGW0+5sl+vtI5q7cVJ/NVHBNUUIIYSCl3gYk2/J7hClZ8Df3r6eumkj\n", + "4x/L8ah3qou35wY1k42H49WyuVVFhXMubAMQjqOvlteCsEH1BD3aZgaJV6ue7WNLwEINXDOdw6sp\n", + "kTm0bR2JT0qTflNX2GwYWdp/qekZmpg6mmPEFK1yUVECY4AWvRBhO68m5+E5lGx7+OvN6vvCt4nJ\n", + "gC5sMRHAw10gqMwCHN/N2G0NY45tbjySoKpOIBHPCCYbGMu0q5bmXw32BcsL2tvLrhOcp4CGJsbV\n", + "AHiv0YSkMCKj8Fa7M/HBWCaiIoRF6Tl3J5B5BYIbtY9RAaI4K1AQQggFLymV6BFdK8zJURB6r/2y\n", + "x2n5sAq+PpJyJcNyO6j3qwsJbGdA82BZsNXa/oBuaUbR4VfOW8yaFd3HIJwhIudtinHqOY6oEeBS\n", + "8L42pJWK0KFkGloU929eW85owh2JcrAzGKOnKEcGq0ReE7zg9TSDz8BSuLFaAawQeECkocbv7HVH\n", + "xd/PV5ULgzhGhHfJvrPSIARJaYGWjS6ahVSWgS2DlRXEkzqAQdi98ONO+dOiCQoqVLx8a8sC/8yO\n", + "2uQIY5CTjxs+dIxzUYKIPGr36kmGntbamRBCKHhJmQM35KhYa7GLKgCTbm4hUzRBbCy8j8oL/3dP\n", + "R4fErX/d1EwWbj/hEHlDk4Tnb7aPSA7vUM+h9m3nBtXkpg/+ViLVFY1rVZJ/Dmii/LbXN6klO06c\n", + "VyW8wqoHKOGKaCq2gcYTup8T3+WzMR1VZQcziMjmVfCO6hLm0O0O0XNnghTiBwJQ999iogCB/+Gy\n", + "g0r0AmeNI0Kr+RdL692cQMTaWce/HS667OUHjBs811N+2Wt7DrWRd5+8YGcBgTWmMNopuwLd54xJ\n", + "hrgepmnHl4KXEM8BibZfrzkqvj7ZeQj06FPwklIOIrtWlRRQl3TVxL5X/+0rE77fpqJpEJPjeltX\n", + "KYDIG909XGasOmwTJSM7h1pG+BDVhOVi45H47MYQmnC8lJaeo9iFeBnRKVTth94mt2N4kINgnbo0\n", + "yq7EFAT7kA9XOyTHgVgnneB0UHMX3mdEMuFBRhkxXUQhknxTZIgSOHgOZbqecEOU6hYK/NE1RpwB\n", + "KmOgqcfJ80l2z+OzPREcQ2eYO6oVJDiHGlb1kf3xV+T6xjVVchrOZ3jD9c5thWUlwLWw6WiCRNat\n", + "4lAeDgmRVjdXRO3ZqpiQ4udNbZKOZkU63204pu53nrRyRih4SQECAbcvNlGqVCyn7ARGujaoZvs3\n", + "hKW7CTwvDm6hylPtPRYngztEOH09/rDMfaSb2iasDhCLt2qC1IoalfyUUPXSNGY5TcisO3wuR5+t\n", + "lQhLc9JUYFCkc1FmTiCDmIEl4U5NyCOSi/1GZj++h14ZIDfstRBHAGIXy/b4PQT9GG0iUVgJYPml\n", + "X/PaDiXVYCWAP/y+Qq4F3K5eZekbea0lNY4JzsHCAtHaZ+ZuVxMcHG8cf1QQGWqYjGACZC65h9e5\n", + "qptMCCk6PjOtLuJaxkTZE1fQCAUvyQdYOn/y++3y597T6gbuY1ryRTUHvQuZEXcTeFCK69TZ86oS\n", + "AyJs9/UMd1oP1bhNZ5UH0Fnsz33XOp5BgC7ecUo9/9QNTSz3C6XP9jgRkzr1q/mrKGFo9YpOo2/w\n", + "2pr5/O/D6jHp5ua25LS8JjchQuysw1eVir6y+5UbPf58wnIgIiT6d/Dz8ZY3h7e2E4FAj74i2o5o\n", + "td6spCQBT7KxvB+uH1TgMH5X1KTGeQ8vtxoP7fg+1rcxqz0Q4sFscrFSRSh4SYmd3R62646F5DA0\n", + "WGgaXEnVHNWrOuQFiJ5h01fbiU14bd8d0VaJHWTNY+kZ7XzN0VAsQZtLS6El8MooR38oqi5kP87L\n", + "wvE9LUUYrBWuMvlR+/bDPw+ohDZdJM96sIvda1w1Lnh/2QG1tI1oHsYPvtzcVHjQhTK6yek2ECPu\n", + "NtYobuB9W/hYT1WhAYmCw7Xzx7w0CI81bDE6OP8+G92xxHVlQ5MVMxDwWFFAlzn1B1ebQP7yRE/5\n", + "aetJlfCJhE1nS6WYaP247YS6FnDO5qZRBiEkb8BqtdhUDadjeDUOTCnA598aHAaiM2P1EYeqDKgd\n", + "+/mYjtKtYXWZvyVGnp67Qz5ZES2XUjPsumfBBjF9+UEV6UKJLXNt2kWa+PvGFBU9Fp8k/910XLXU\n", + "PXc5TfbFXpQtxxJkZCf7hgUR2rbQmlj31EJIvXVHa/n7wFltP6zLnZ1OTFWJa2bxXNW/vKrO4Ovj\n", + "LR3DguTouWRJTr9WbaJeNX/5Zccp1bbXuJ8QINc1rqlKm6mL52q3OStgkdh8NEHt28nzycrri9qz\n", + "3l65S5JCWTKM625TRPqJfk0ksoR4PmE7wbhB9AVYVEV44rtt6tjbnXPJ6fn2JaekpEjFikVnFfDW\n", + "zoeftjl2CMSxMlYhKa+ddzh2WO0IcFIlYtzsLfLKoj3Ky45zfJX2gFWmsCnqMSsNcMxK15ih0g/u\n", + "R4kpV9R1i1yTfxZDgispeBgyIHagCoAxwqtOEu1CRzT1ufk77fyHaKnbPrSqWnqHoBv79SZb1BQz\n", + "5A/vameXfZ6UlmH5mWaPMG7yZhsBln7nPtJd+12Ctj/etmgpEuHMiV122zqeYBlZRSRZT5h78LoG\n", + "8uXqw0pklfP1kW/WHrHcFr4jSkrNvL+z+hmd5iDOF2oiJy0j0+W4IiK7dM/pXC/VY+kbiYB+Xhmy\n", + "+nCihNfwV0l8nurZzQtWkfZNRxJK3PfAdYCJGJLQ9OvmoV4Ncu3PRUTYHGHC9YDVkKJuz1zUoC72\n", + "7lOJ0qNhDSbxkWIB94ZlT/WW/bEXpWGtAK6sUPCS0gr8hhCyp65GUlUjg0HN1Ex3sUXTg5maOMSN\n", + "Hu8xCxc0gjAK3sGtQ1SpKL3EFkDEEzVwzRyLv+xww8O+dDItLcF6ADEJ7+QlbUaebhCeeD0ipDmB\n", + "CLBeCgyRNVdg5g8RCh8mRDiSkt64vbXcO2ODaqbgipiEJLePA0T/1CX7bdsc1rqW9kf4+lJ5zo3s\n", + "XN+uhBhAU5TiAJOeH7UJTNzFFHUtWHXQc/rHVDvfFvxPd5m/+YRKVIQNJ7eJisBZgxace6VV8ML6\n", + "cffn623eZozlx3d3KHG2FlI6wN92TrgoeEkZuNB/n9BL5m3Jbu4wtG1d5TFE1CrTIhK39WiCijxZ\n", + "izb7KB1EM8TzKz/vVuIYkS8k7ExZvNeu5Bhe1yHMPc8UZt/IvMcDLYyf/u92Jaj1Emm5ESzgBu0G\n", + "uziHbmYHTl+yK2mFm/NX93dWPlWIWnSEe3zOVlukTx9Xd6Oy8DqPm73ZNukAP+w4I6N7ns+1D7gk\n", + "MKJjfVWrF+eR3mLaWXOUwgQR+PFzttgS7FALGv7j3NTgVB0Gu4Xlaz8wgbRqnIFawqUVTO50sQvw\n", + "9wHjT8FLCKHgJYUGBKe5di2WGq1SvOKT0mXkp+tUiSlzBzCraBTEQM/QinIho7xNvCE56/kfdkrC\n", + "5TSVMIDqBs4iYxDGszccUxUSIMjhi9WrIcAugBskhEJeImtqG5Ehqg7jKSf1d7PFuKPwyK4BXN/2\n", + "83/uaCMvLdylGnf0bV4ruy6sm+I7+swly8//eu0Rbczaqt/h37/ujFWTBkSnsQxXks+378Z2Vd8L\n", + "1Tjy2uo3vyDKbKyIgX8XVjc4I5igISoMwYdzGKsYT2uCf5J2TUD4YTzGaNdNaRZ/xuY1OrB2uFPu\n", + "kBBCKHhJgdExh4jrifNJSuDqUToIV90mYCbIv5w0CKqqIqAQFGg7W7Gcj3SLRGOGJi6F4dPzdth5\n", + "jCFSUOBfF9cQnlZiF6IiNT0zx5unHuH+ZGW0rI2OV5129pxKlNS0DJsYd+cGjOWwH8b1yNNYN6xV\n", + "yTLCB+EDwX/b9NU2QQyR9MDMjfL3xL4lPqkir5OUgsKq8sWyvacLVfDCuoKlfN3mg4ocM+7tpCZP\n", + "WBGI0q4RZIjrzUhKK4jqm+tj4xqg2CWEUPCSIgXRWEQRndWvXXcoXna8dIMSYFjW1UstIeq76Wi8\n", + "EsxGTxS2c+uHq+x8v6iEsHTPGdk0ub/TRAFzQh14+ec9qoyVVXIQIkQoEQaPL8Rim/pVZMrQSGlV\n", + "196fBfENSwJKiEFsPHtjM4ftFNXNV3Wh0/Zh2p8Hbc9By7bRxg+Jc+boL37+S3vekyOAqLDx3cbj\n", + "KiqPSYMnWjPg2UXXPPuJS+HuJ5byjZ52XfRC7OIaKivdnYa0qyNfaN9brxCDyc+bt7fmH15CCAUv\n", + "KXpmPdBFiceV++PksMFvBzqFZy/z695WiMv7Z26yK9iNG5i+7P/9puOW2fkoD/b8gl3y/si2lvtg\n", + "FfnceypRbnx3papvam4X+8KPu+w8uduPX1BC+183XWsM8di3W+2qT+Df6PRmpLDELqwiSPwDsJHo\n", + "LZEb1baPcmOovlpzRC11W3E8FwlxRc1z83cosWuctKz9Vz+PE3P39wxXTUz0CQVqLztbpSgo4pPS\n", + "HJ5DoiLsFKU9qmsEE9zFT1ynrgeU+4OPmWWgCCEUvKRYgOjD8i4E55gvN6goLW5KZvsCbtaPzt7i\n", + "0J1m2p8HbILX30nnNLDCopkEPH6IhJkjnzr4HewRZoGyQhPnZiAe31t6QBXz3xlzwaHVK5ZWnXVX\n", + "K0heWrjbru0uErdQiQGWjg2HHMtyYZ9Q09bYqQvkJiGuqMHExyh2ASY6xdWqE5/909YTMmv9UTl6\n", + "LklFdScObKbGEOP+hzb+6w/FS1h1/1wnPOYF1Jt+8addds9hJaUsiV3jecwkNUIIBW8xcvDgQZk6\n", + "daokJiZK9erVZeLEiVK3bt0yOx6IzKGDWVTsRdU9y+y9RImy1RYluiBaIdrqB4jc0bG+fLw82nL7\n", + "F5Ov2CJcENVIIkNJJoDmFxAJ3286JuZqZkt2n3YQvFg6tyoXBoH8285Y8XdS+B+RpsIWvEaxqwMh\n", + "iIoTqG9sXl7X+c8drZVYxvgjyQ4NCVZGnZUXdu9SYml8n0bFlvhlBscRkyJzNN9cwaOo+FCbLOH8\n", + "1IF9ABMIvbICIo1FOXkY2raONiE4ZrMKIWHttWGt+EeXEEIoeIuWLE1Vvfrqq/L4449Lhw4dZP36\n", + "9TJlyhSZPn162T5xNBHjrDIAktCsgIA9mZAkb/xySNYcPq+aWaCLmzEzHvRsXMMW4UKjB2N5r7XR\n", + "52RUl1BNQGXKvM0xdu8z7w88uQfPXHIp3MM0sYPOacmmphgFWfUAYg8lr1BZAqIfUcXxfRup72j+\n", + "7rrwQWkzlGuLN3Qg69e8lm2/Fj9+nfo/fn/jeyttNg+Ie/ggvxjTKV/7rFstNh5JUAmBU4a2ypMF\n", + "Ae+xatVZXHV20cbYYZKhHZf8lhLLK5iYYPKI4+5XzjtXJdAIIYRQ8BYYiO4GBgYqsQu6dOkiM2bM\n", + "kKNHj0pYWBgHyIImwYF2IhV4eXnJuD6NZPy3W23RvrhLqdKgZiVpVKuS8nVCAA7vUF+JQQAxaN4O\n", + "mLXumLw8pKVK4NIFISK5xuguIslPzd3udB/7NKulltrxudgfuAWxV6qOaveC7WRmjiri34iK47ua\n", + "o7i6EMRYLBjXXT5ZHq1aXA5sWlVuah/hKOC2nXDwNMMaAWGd2w5fRrE7esYG28/6sZl2Z7s8bQ9i\n", + "cvvx83LifLL63ugUN7pbeLGcm8Ha5x8x+c9PJaYU++SRRe4JIaRw8crKysriMDhn+fLlsm7dOnnu\n", + "uedsz7322mvSq1cv9fjmm2/k66+/5kAZSK5UR2Ka/sPuuapntopP+mU5V7enw+vrRc0TvyRYFjLF\n", + "OyNdMn3Kydm6PeRitebavx2jigHno6VO9M+S4VtRkgPraULVR/t/XblUtYFUvHRSasas1N7bRNvG\n", + "dQ7v9U88JtVPrJakyvUd9sU7K0Oysq5IlXP7pEbM3+KVeaVAxuNoq/skzc9e0FRIOi3B0b9IbINB\n", + "khIQIuXSEqVy3A4JOr1Fuygz3d52Qq22crZ+b4fnQw4vlkrxUXna39MRAyWxmn2VCoxFxM4vxOdK\n", + "stvbwfE5E9pXLldtKFle3uKbfknqRM0Xv5Tiaxt8KaixnGpws/25Gbddah77ixcuIcSjGT16tNxz\n", + "zz0ciLwGFzgErklNTZUKFew9qn5+fpKcnH3jx8nHE9CRRTtOqtbClSv6qohe32Y3q05oj87a7PDa\n", + "l157QyWrINL66qI9Mn9LjGoTbAUijbOeHy3tQh9XPyMCfPP7f9uixhA0zdp1lrjYiyIW25g6bpgM\n", + "avWoaiFsXmbP9PLRlJ2PnK/ZRp4de7dKanMGkrEQGXRnCXrY9NWq3qqR8tXryfIP5qt/I0qNpW1f\n", + "7zudC9uEBAkKcmx4gfd2+99ldtYIRKkXfDo1z3Vt4Zk2+6uzvH3l469mW35fjD3Gw1zJ4um52+1s\n", + "J1fKVZI+D71U6I0cXI0Z9hUR9+83HlN2C5ybQ9sN0s6r53nRujjPCMeMY0YoeEs5ELspKfZLnpcv\n", + "X5aKFStycFwwuHUd9TACUQsRZqwji0z47o2ym0Z8ufqwZSKXTsfwIJkxppNdQtY3a486JERtOmId\n", + "QcSysZ4FflNksMsWwtgPK8ELYffvn/fI75p4R+IbPLWf3tPRpX3gbk1UmQUvCu3r5Kbkme4HTk3P\n", + "ULYLvPelW1rKyz/vVqIXftvH+jbKVxMHiMDPVh6yG1dYRsxi93hCsjwzb7tsPhIv6RlZEqmN78ej\n", + "OtjGwuo4zNsUI5MHtyi2klP4XFSHKI4KEYQQQih4PZbQ0FCZO3eu3XMxMTFSr149Dk4exMZX93eW\n", + "N37ZLacvpSvRN6JjfVuTiY1HXC913xQZYhO7EJvPzN0hv+065dZne3t5yYJxPWxCa0CLYCXMrFqa\n", + "AviLzcAzPHH+Tona6Bh3AAAgAElEQVS7eE2wI9lohibUUVnBGUO077njxAXV/AKJemO6h8vtHXJf\n", + "5QOVLyZ8v83m2YWo/eXx65Qwv71DPYk5nyRh1QLyLSYxLtPuai/vLY1S4zyqa5iM6mwv/jFufacu\n", + "l3RDZBkl3hAZnnK1ygD8yEfW2Ptl/f18CkTsIrK9aMcpqVzBVyX4sWZr2QRefbTZxvGHL7wkt9gm\n", + "hFDwFisRERGSlpYmmzdvVolrGzZskIyMDPU8yT2IEr4zrKnlclbXiGqWndRAkH95FXnUQTKXswgt\n", + "tI+5p4W3d7YgaxJcSQlsWCNQ6WDelhjZdvy8LNxmX4tXrxesi+vPVx6W95ZFiZXjHcv2SJhzJrrw\n", + "PJbx87uUP3H+DrsENUTK0cBjUKtgtUyv1xN+rG9jW+JfXsE28XAGqh2kX3H0Gs/V9uf5m5upMYYQ\n", + "RwUEPVKMcXDWOCM3vPfHAU1YH7TZOFBNIq9tnMk1cJyWRcVL1LlYub5JTVsTFE/l9cV75dOVh+yu\n", + "Q09saEIIoeAtMUyaNEneeusteeedd6Ry5coyefJkVXWAFCzJVzKc/q6WdhMzFuNfE33O8nXVK/mp\n", + "rm+/7bIXzpBc8NLCAvB/93RQ9U4RLUZ3M9zoG9SopERcUEA5eaBnhAxsFWITAXd8stZpS2WjqC1s\n", + "Yi84VhNYqIlc2AT0lqzg7SX7ld2hMKNdKKFlRYZhpoHJDUpuYVJRuUI5NYnIj9UCILJsrHgBYBdZ\n", + "d+icsnOQvI/rHZ+ssdmNICRfHxbp0sdenGASahS7+rVaXA1NCCEUvKUClB/76KOPOBCFjLNENYAG\n", + "C0bOW7RkBecupcqmo/HSvWENTRRfaziRkZEtxLAUjsiQMSLoyte5XhNSOYldVzdYXUDkV+gBWASW\n", + "mWocV/cvb9lYAzf+KYXYwOD29vXkP7/vk7Qr9iHv4KoVVCRdF58Q3S/WcbR7oDQYOuOhWQhegwi5\n", + "O2XUYpy0UP55+ykK3nzw4Z8H7Lz14ItVhz1W8KamWzc0MXd3JIQQHW8OAfEUjJYFHQTSkeRkXqI/\n", + "n5zudDtnL6bJrpMXnP4eEUFjRNQVPi4it5Uq+MqP43uoKLEZbB+VIK57809VReGBmRsdmkzkloeu\n", + "a2AX5UbC34u3trDsqpaRmVmoxwqR8nf+0VYCtTEQwxCdSEiWkZ+uc+qNzhatyXLz+6tUhA7CF9aU\n", + "x77d4tbndgyvZrlk3dIimp12dZKDz0PlCXSny2nyUlaJT0q3PIfdvU6KGpx/aGhipkfjGjyYhBBL\n", + "GOElHgMifI/2bmgriQVB9+SAxg7VHsDAliFOW++CRBeCGPiXd+/UR9QQ+2G+8Y/t1VCe6N/IlnCH\n", + "5Bk0gcB3wNI9OsThOR1EZpfuibX8Lkbg0UXjh1b1qjhURcC+/P5kL5U8h9/pHksk/xmrWyDyNaJT\n", + "4Ufm8F16Na4prV9e4vA7JBKZG4HM0Y4XhFWQfzm1JG2ehKDEXE5l3vDd4FF+8addtueQzPgPg+ca\n", + "kWOMB7bXpFagHDp7yRYJhKf4lyeuY0czEziHzP55iEp0IvRU0EJ7R8x5NaHBpG+kdg5gUkgIIRS8\n", + "xOOZOLCZivTCeuCq+xS6oc3bfNwyalqxnI8kpzv3A2P7ZosBRKaqohDoJ/f1iLD7PawBqCmLGyvK\n", + "c43r3chW3gw89u1WW8IYgBfYKHZ10CHOmeCFIHtG+wxsRxdnL97SwiF6HK4JEPNzzw5sqgl4H1XF\n", + "AaIYy9DhRShUrFok74+91iHvs78PyZRf9ua4nUNxl90Soujc1jEsSCUb9mpS084K8fXao3ZiOOrM\n", + "RYdxhiAuqlrAJQWcz/C1b7xqCcAk76VbWnh09QtYYZY/00eitHOtYa1KdqsfhBBCwUs8HgiYnPyc\n", + "EEaLn7hOft0Zq/x864+ck90nEuWGVrXVsvqGw45ePm/t5v2/wyJVCS8jY2ZskBVRcbafscSOG6l+\n", + "s4eIXDWxr4oam+0DEAhGsQsgdusH+ctxk9+0QjnnN+SfNJEMwW0EkW6UWspJdCDKjIlCcYDxQITV\n", + "vO96i2T9e5gp5+Mt6RnXRDKiiV0iquVK7Fgl5ZmPhRUr9sfxIjPfCLRz7NuxXWXl7mPiVzHA4ys0\n", + "GPebpcgIIRS8pFSDKJTZ24uauD9sOWH9hqwsVdoLVojpo9pL3MU0SdNEl1HsAkRy/9p3xi6Kq4s7\n", + "M+eTrK0TVyw8tGHV/Z1+l92nHL2lur0BFRc8mSf6N1aWDwh9RJZHdQ1VQl3HygeNMnPlfb3Ud7yl\n", + "TR15qFeDXDXgcCWEN+aQuIQGJsRaPLarV5kdsAghFLyEeDrRZy47/Z2e0A1h1mfqClVHtroTkbX2\n", + "0DkHwWsFltRhgzDWxwUXkh0rTqw6cM7pdlDzdsaqww7Pl4TqdxC5KD8GG4qVaB3eoZ5DlBdjC6sI\n", + "LAYFuWwOO4e5Wx/sHklpGWrJG4lORm8xIZ4I/p5golgQk0BCCAUvKYWgZbCrZDYdvWnCOU2k6YLI\n", + "SE83l3QhohrXDrQJXki3Ps1qqXq05shxRmaW0+3AP2n0UGI7ePVDMzfJxEHNpHZFkZ92H1TeWIi2\n", + "p25oYkuY8xSc3ZzhOUadXCSm6clFSDhSf4AK2CMKq8vHd3dQk4eszAy5t2cDbVJSS46cvax82WxK\n", + "QDwZVC1567f9KoEQk0Gsfrw7oi07CRJCwUuIPfAeIrEM4kqnnI+XpGc4F5sQu4EVysnFlHQliu7v\n", + "GSENagaoer3J6ZkSWs1fCdFq/uVkfN/Gdv5iJKitMdTBxafsPZUokwa3cBC8SLRzBTyUaOf74V8H\n", + "Rd9b3PTe/j1KUg1NOSDm0MghrwX2Ic7RDOLXnacksm5VJZ4LM5IEkYm6x6jzis8p7OQivUtcQkKC\n", + "bXneVQIkIZ4CShkaS+fBk44KGp5uayKEgpeQYmDuI91l6Z7TknC10kN8UpqM/mKD84vA20v+fLqX\n", + "xCWmSZPgQFVSq/d/llu+dtm+M6p9qR5x2XHCsRoDhF1lP1+Zekcb+W7jcQmGiO4RoYS4y4tR22YV\n", + "f0efcKpFBzpEseFfzm3kB/t243srbWXbYO84eu6yzHqwS6Efl4JovkFIacaqTjSudQpeQvIP67iQ\n", + "0jeL00QgInzwc7aqW0XViv1ubFe1lP5wr4biX85+noeEqZqVKqiEJ7z3vT8OON02oqMQ0zr9nNyI\n", + "0P1s+vJodQNDVNPdTHJ4gt0B+5HqohWzMxbtOOlQoxj76qkNBggpS1iVE/Tx5m2akALRBhwCUhZA\n", + "aTG99ew/OtVTrXfhqYUoNtd+zXBhfwBbjyUoQQ1goYCYNUZmmgYHqi5iOkiiaq0Jb3M5NCuwL/2a\n", + "17JrIdw+rKpsOXre7nXw8ebFw+usc1zU6Uuq6gUhpPhAhRNjzWpMwO/vEe7yPc6SRQkhFLykjKNa\n", + "8g5u4fT3Q9vVdZn4Zkxog0XAqCHL+3jL8fgkh/fMXHvELcEL/u+ejqo5AhJYhratq2wZ//llp3y7\n", + "JVYl2I3qGiajOuetk9rw9vXkzV/32TWKQCIZGjkQQooXdIrDRHbZvtPSIqSyNiEPc2oF+nVXrDax\n", + "jlb5CogMf3BnO3rVCaHgJSQXN51eEbJ8/xk5cT7Z4XeopGC0Hbz/R5TsOnEtuou6vn7lHC+rRIsy\n", + "ZQDC05zEhagOuokZebB7PXnm5sh8fS98FsTt68Mi5eVFeyQp9YpqEDG+T2NWLyDEQ8CqEx6uQFfF\n", + "R2dttv2MyfELP+5U5QEJIRS8hLgFoiVL/nm99HjjTzmflGb3u77N7T270XGOdX8vpjiK2xGd69v9\n", + "vP/0Rfls5SGVhQ0R+tzAZm5HgM0i9vuNx2X2uqOqYcagyGB5eUhLO7sD/LkzVh1RrZgD/LK7su14\n", + "6QYuhRJSQkHyrBkkoOLBKC8h1tANT4gFAeV95PF+9l3cEN01R15vaOnYnAICdkL/JsqPe32TmvLZ\n", + "6I5qqVLnctoVuXfGBk2AxijBigS053/YqQSojvHfrnjvjyh58addSkBju9gmBLBREKN1Miwa+De2\n", + "O0n7LL1EGCGk5NEypLKTCXAGB4cQJzDCS4gTUEossm4V2Xb8vHSJqG4ZORnRsb6qiwsBCSAipwyL\n", + "VEltzurkrj8Ub3u9UZh++vchaVyzknyx+rBKgnPHl/frzliH52avO6b2HWA7iPwaQW1fiOK81vEl\n", + "nk12gw9fJiGWYga3qaNsScaKKyh72C6UXnxCKHgJyQN6BzRnIJr7+4ReKoEE3lvciHJqrNCkdqBK\n", + "dDM3Xlu846Qci78mTuHLe2nhLtW0wRlh1f3V64zEXbrW5hhNMrBfV0wflpiSzoNbylgZFacy/BHt\n", + "B2hYgC5dpPSBvzHfPdRVNanBChHadyPZlh3ZCKHgJaTQgOgd0am+26+HCA0KKC/nLtnbFk6cT3F4\n", + "LaJ18OXVD7De1sjOoQ4d3UYZEl6QjDYoMkR5hW0XvZeXVPD1kbHfbNbEfJDc1yOCN8oSDiJ947/d\n", + "ahfx+2HrCXVs6eksnaAc4vRR7TkQhFDwEuK53KyJ0K/X2pc+y8jMyvV2BrSoLZNubi7zNsUoET2m\n", + "e7h6zsjLt7ZUnmSI5zahVWXxzlMyfflB9bslu2OV5QGvISUXRHXNDUUArCsUvIQQQsFLSLFwf88I\n", + "B8GLJWhkXxuFC+wUiORcvHDe+gL29lIJccakODPwFb9xe2v171cW7ZFLpioSiAQ+O7BpnhpZkIIB\n", + "lTTQFMSq05Y7tK5XVR1nc7IjvLyEEEIoeAkpFiBsZtzbSVVPuJKRpawJiMxGxV6Uj1dES4ImXODL\n", + "gx2hIO0GVlFkCOyo2Esq6SW3oDLE/M0nVFk0gKYY5koWpU2YuurSl1s2HomX1xfvVdF3cEubOjLt\n", + "zna53g48nbDVfLw82vYcGha4mggRQggFLyGk0OnbrJZ6GEE01x3Bg0S1yhXK5bq0GEQaWh0bwTaa\n", + "BOcto//J77crW4QOSqS1rV/VI5bRj8Qny55zGdIxvFqOiYTugIkIutTpfLfhmCx/po/TTlg5gcoc\n", + "D3+z2S4qC681PNh6G+zcgPrKjWpWUiK6Z+MaMrBVCL3ZhBBCwUtIyQORQNTe1RPVYI1w1SbZDCKS\n", + "eA9KqQEIq6duaJJnO4NR7Op8vfaIvH1Hm+ITutpk4Ln5O2XdoXPqZyQJzn2ke56Fqc57S6McBCu+\n", + "K4RmXog+c8my3jJ8t3kRvADNS/LSwIQQQih4CSEeAewDD8zcaCeSIFwr+vrIX1FnJCk1Q3V0wzK2\n", + "q8geBPL4Po1UabK8ekZ1UKHCnCwVeyGlWMfppZ9228QuQFJefoSpK4yfk1vqVqsovj5eytJiHlNC\n", + "CCEFCzutEVJCgM/WKiL40fKDqsEEIptYcl9pKlNmBWwM+RW7YKRFOTYk3xUnW487JvihA11+uaFl\n", + "sMNzeY3EgvnaPpnFrpeXl4zqGsqTnRBCKHgJKZvA3+tO9M/s0S1MHrm+oUq0giUC4u/juzsU+5I6\n", + "2jmbya+dAYzv20jZIwA8waO6hKnn8oq5Ax7IysqSmPhknuyEEFLA0NJASAkBIguVG3T/LfDygkiy\n", + "f11RWgoQKc5LVYHCBJaOX3eesnWXgxh/+oam+d4u/M/Lnuot+2MvSnh1/3xbD1BVwXgs1R9kby9p\n", + "HlKZJzshhFDwElJ2ef6m5ipaufFIgnRtUE0up16RqUvsk6mGdyzbSUuoEPHLE9fJ7NUHpVFINRna\n", + "tk6B+WIx6SioChQQ0JjA6HYLHFcI84KIRpd1ED1fsidWWmiTh/zYTgghFLyEkOK4YG2NJrJ/RiLb\n", + "2UtpqnlEw5oBMqZbuAxuU6dI9gXJaqujz0nzkMAC8QMXJBCTT/YJl6CgIFl98KwSQL2a1PQ4MYlq\n", + "Fvf3iJDYxBS1fywjln+e/H6bKu+mR/hzW8mEEELBSwjxMLBcj7bARd0a+KWFu1UdWpTmgkh78ZaW\n", + "HtdwAnV4h8/YoZpF6GM195FuygvtSWB/PG2fSipL95xWkz8jaIqCqiS5rVlNCCldMGmNEJIrFu04\n", + "qRLjIHYBImnT/jxgi6h5Cu/+dcQmdgGi4Z/9fYgHsBRz0HC8dXCe/rXvDAeHEApeQgjJBgIRFgBd\n", + "zFqxI+aCw3NxF1M9TlQcOeeYvLd45yke5FLMLa2t7Tyh1f05OISUcWhpIISoGr4v/LBLVmliFzSs\n", + "WUm+G9tVagb6Obx2QIva8ulKx0hp3aoVPeo79WtaTb5cZ7+8XS+Iwqc0g7JxqA393cbj6mdVPq5r\n", + "mHQKr8bBIYSClxBS1jGKXYBIL7qTPWVRzgvioV1oVdXmWKdZcGUJq+FZYnJ422D5aWecrVkHxPuU\n", + "Ya14sEs5b9zeWm6KDNEmcUkyqFWw5aSNEELBSwgpgxjFqw7KZT3lpH7tIE1QGN+zLzZR5qw/pipI\n", + "eAp1qvjJH/+8Xn7bFStBAeVVZJpVEMoGqHjRi8NACDFADy8hRPo2r+XwnKvI2I+mTHhQlB3e3AWZ\n", + "+Xd1CVWRPordbJBcCAtLWQIe87L2nQkh9jDCSwhRtWCN3cngfXTVnaxmJT9LUYH3U1h6LqhSge5u\n", + "py6kqJrE00d1UPaU0grqL7++eK8s2R2rzk00ofji3o6qRB0hhIKXEFLGgOhZMK6HKjmGxK6cupON\n", + "6R4uK6Li7J67pU0dit0CAnYReKjXHTonPRrVUB328ltHdv7mGJnyy17bzxC9EIOoTVxaeXrudjWG\n", + "Ovj3/M0nPK5mNCGEgpcQUkSgZa67bXPhkZzQv4kSZUH+5WVU11AZ0al+se07Sqkhwoz9KukNBiDK\n", + "Rn66zvYzvNQZmVny7oi2+dructMEBWw8Eq8SFFGVozSySft+ZuZtPu6W4EWyY9TpixKpXROMCBNC\n", + "wUsIKYt/OLy9NMHbWD2Kkz0nE+Wxb7faGkxA7C4Y193jWh3nBit/NOoHTx7cIl9iHtU10HLXjE8R\n", + "R+VR4xnfERHmQZHBqg10YdEuNEiJeiN+vj4u34MGJahagjHHvmLMvxjTqVRbPwgpCzBpjRBSYkGL\n", + "Y2M3NUTlvlx9pER/pyALUQvhFXshJV/bvb1DXQebCsp3FeXkANHrTlP+kInzd8h7f0TJze//bdnI\n", + "pKAY0z3MYaL2aO+GLt/zyfJo1Z5Yb76Cc+rDvw7wYiOkhMMILyGkxLL/9EWH5xDFfPnWliX2O43q\n", + "EiafrTxk16q5RZ3K0iQ4f5FQLMv/MK672nZiyhXVoAEWkKIEnuHE5HTbz/iOSKSbdme7Qvm8wa3r\n", + "qIguBGyT2oHKdoNkPVdsPJLg8NyyvWeU8C3pdhlCKHgJIaQEglays9cftXsurIS3kUW3sCnDIlUE\n", + "FFFGiLTR3cILJCEQXl00ZiguTllEqVdYeIsLEtRfxsNdrm9a0y7RTd0otbEP8OPtkhAKXkIIKQZG\n", + "dQlVflD4LgGidy/fWvK7qUHkFmcSYG7A2C/afkrZJfo2q6VK2jljeId68vHyaLvnWoRU9qyx71hf\n", + "Plx20HZOgadubOryexFCKHgJIaTQwFL/70/2kiV7YjWxW5Hd1IqY7zcelykGmwKOx8LxPZ0eA0Sq\n", + "YTlBfVyAqiAvD/Es+wlsCzinvt947OrkI1RF3QkhFLyEEFJsQIygcQYpWiByX/xply25C6BqxtI9\n", + "p1VnOysQgV/2VG9VRq5GJT+3y+AVxzn1lIvGK4SQkgfXaAghhOQaRGmNYlcH5bxcAWsArA+eKnYJ\n", + "IRS8hBBCiAL2BauGFeElPGmQEELBSwghhNgY17uhnV8XzS0euq4BB4YQ4nHQw0sIISRP3N6hnjQP\n", + "qSzrDp+TrhHVVdSXEEIoeAkhhJQqIHIpdAkhng4tDYQQQgghhIKXEEIIIYQQCl5CCCH5YuORePns\n", + "70Oqnq2ngzq8Vq2CCSHEE6GHlxBCihkIx3tnbJD9py9m/2H29pJpd7V32sChuPd16pL9qmMa6vD2\n", + "a15LPriznQSU5+2EEOK5MMJLCCHFzId/HrSJXXAlM0s+Xn7QI/f1ufk7ZN7mGFvTiWV7z8hPW0/y\n", + "IBJCKHgJIYQ4JyYhyeG5HTEXPNIygLbAZr7beIwHkRBCwUsIIcQ5t7ap4/Bc5YrlpGagn8ftayRb\n", + "AhNCKHgJIYTklsGa4G1aO9D2M4Tum7e3tuti5ik80DPC4blHezfiQSSEeDTMMiCEkGLGz9dbFj7W\n", + "U/7cd0YyMjNlYKsQjxS7Spy3riNXMrJk8a5YCa/uL3d1CdX+H8CDSAih4CWEEJKz6PXEqgxWDG1X\n", + "Vz0IIYSC10M4ePCgTJ06VRITE6V69eoyceJEqVu3rtuvS09Pl3nz5sny5cslMzNTAgMDZcKECRIa\n", + "GsqzhxBCSJkCiZRfrj6sKnXUrOQnT9/YVAa0qM2BIR5PqfbwZmVlyauvvioPPvigzJ49W0aNGiVT\n", + "pkzJ1esyMjIkICBApk2bJp999pkMGTJE3nnnHZ45hBBCyhQoRXfHJ2vk05WHJP5ymiqlN37OFtWE\n", + "hBAK3mIEUVtEZDt06KB+7tKlixKwR48edft1FSpUkFtvvVXKly+vfte2bVs5dowleAghhJQtNh2J\n", + "l5iEZAcR/P2m4xwc4vGUakvDiRMnpF69enbP1a9fXwnZsLCwXL8O7Ny5U5o0aWL7OSUlRZKTk3km\n", + "5ZKEhAQOAseMY8Yx45iVICp5p1k+fzzuQq7HgOdZ7qlYsaIKwpEyKnjXrl0rX331lcPzDzzwgKSm\n", + "pjqcHH5+fg4C1d3Xwd87Y8YM+de//mV7Du/jCZj7m0NQUBAHgmPGMeOYccxKEPie1zeJkRVRcddE\n", + "hLeXjOrRSPtdIMeMUPAWJt26dVMPK1asWKEisEYuX76sZklGIFhzel1SUpJMmjRJ7rnnHmncuDHP\n", + "HEIIIWWOKcMi5aWFu2TrsfPSt1ktGd0t3K6GNCEUvMUAKinMnTvX7rmYmBgH+0JOr0Ok94UXXpDB\n", + "gwdLnz59eNYQQggpk9QLqihfjOnEgSAljlKdtBYRESFpaWmyefNm9fOGDRtUMhqex/9nzZqlxKyr\n", + "18Hu8OKLL8rAgQPlxhtv5BlDCCGEFDDzN8fIsOmrpeWLv8tj325l5QdS4JT6OrywIbz11luqlFjl\n", + "ypVl8uTJ4uXlpYTuzz//LP3791fWBWev++OPP1SiGhLYPv/8c9t2UYu3e/fuPIMIIYSQfDBn/TF5\n", + "/oedtp9/3n5SRZInDmzGwSEFhlcWitASUoQwYYFjxjHjmHHMOGY6d3yyVjYeibd7TbWA8rL2X/1U\n", + "B0JCCgKeSYQQQggpNhDNNYPGFlcyMzk4hIKXEEIIISUfVHowM6xdXQko78vBIQUGzyZCCCGEFBvt\n", + "QqvKK0NayXcbjykLw8hOoTJUE7yEUPASQgghpNQwuluYehBSWNDSQAghhBBCKHgJIYQQQgih4CWE\n", + "EEIIIYSClxBCCCGEEApeQgghhBBCKHgJIYQQQgih4CWEEEIIIRS8HAJCCCGEEELBSwghhBBCCAUv\n", + "IYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQQgih4CWEEEIIIYSClxBCCCGEEApe\n", + "QgghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8\n", + "hBBCCCGEUPASQgghhBBCwUtKMxUrVuQgcMw4ZhwzjhnHjBAKXlJ6qVChAgeBY8Yx45hxzDhmhFDw\n", + "EkIIIYQQQsFLCCGEEEIIBS8hhBBCCCnL+HIIHDl48KBMnTpVEhMTpXr16jJx4kSpW7euy/dcunRJ\n", + "xo4dKyNGjJAhQ4bI888/r7bj4+Ojft+lSxeZMGECx9AExyn/41SWxzA31+qiRYvUIysrSxo1aiTP\n", + "PPMMz7NcjBOv1ZzH8Ndff5Wvv/7a7jm8HuM0YMAAjpEbY8TzzL1rdevWrTJjxgzJyMgQLy8vefDB\n", + "B6Vdu3YUcBS87oM/8q+++qo8/vjj0qFDB1m/fr1MmTJFpk+f7vJ9H374oYSFhdl+TkhIkE8++USq\n", + "VavGMXQxhhyn/I9TWR3D3IzfwoULZcuWLfLOO++Iv78/xykP48RrNecxHDRokHroXLlyRcaMGaPe\n", + "wzFyb4x4nuU8hnjdG2+8Ie+//74EBwfL8ePH5Z///Kf897//VeKXWENLg8XsKjAw0HbxYXaJGdTR\n", + "o0edvmflypXq/61atbI9d+HCBQkKCuIY5jCGHKf8j1NZHUN3xw83h3nz5qkbQlkTuwU5TrxWc3df\n", + "AMuWLZPIyMgyId4Kaox4nuU8hqmpqer52rVrq5/r1KmjJg54EOcwwmvixIkTUq9ePbvn6tevr044\n", + "YwRXJz4+XubMmSNvv/22LFiw4NpMwttbzdJgdahcubI88sgj0rx5c46haQw5Tvkfp7I6hu6OX0xM\n", + "jKr7OXPmTDl8+LBcvnxZhg8fXiaWmAtynHitun9f0MEE4tlnn+UY5WKMeJ7lPIYo69a9e3dlfbj7\n", + "7rtl9uzZykpZrlw5ijgKXvfBzMlcI9DPz0+Sk5MtX//uu+/Kww8/LJUqVbJ7ftasWbZ/w2vz73//\n", + "W7788ssyEWHKzRhynPI/TmV1DN0dv7i4OHUjeeyxx9QDN9Jx48apFZmQkBCeZ26OE69V9+8LYNOm\n", + "Teq+0LhxY947czFGPM/cG8P77rtPTQxWr16tRDJ0CHENLQ0mcLKlpKTYPYdIh1VnmF9++UXdCHIy\n", + "iuP3eN2hQ4c4hhynQh2nsjSG7o4fkl+aNWtmsxzhBtu2bVvZu3cvz7M8jhOv1ZyvVUQub7vtNt47\n", + "8zFGPM+sxzApKUlFxZ944gk1hgMHDlSJfXieUPC6TWhoqFraM4KfzcsMAMkdf//9t9x5553qMX/+\n", + "fPnqq6+U6dxMenp6mfEP5mYMOU4FP05lZQzdHT/cMGNjY3OMpHCccjdOvFadX6sQaPh9jx49eO/M\n", + "5xjxPHMcw82bN0tERIR07NhRTVRvvvlmCQ8Pl23btlHEUfC6D06itLQ0dUKBDRs2KHM4nsf/sdyi\n", + "Ly9MnjxZvkouE3wAAATuSURBVP32W9vj9ttvl3vvvVfNtIw3DohimMld+ZjK4hhevHiR45TPcSrL\n", + "Y+ju+NWqVUsldaDUFjh16pTs3LlTWrZsyfPMzXHitWo9hhAoxnuCDoIfQ4cOVX5U3jsd753Oxojn\n", + "mXtjiMoM0dHRKvoLYD/CBMKdYElZhh5eCyZNmiRvvfWWKs0D0zyELUp94ET7+eefpX///i6XabAk\n", + "8frrr6tsU19fX3USvvLKK7a6ghzD7DHEeHCc8jdOZf1cc/daffrpp22JpfDE4ecqVarwPHNznODv\n", + "5bXqOIa4/sz3BCQyr127Vvmfee+0Ps+cjRHvne6NITzPSFJDRRWMU2ZmplplxgSMOMcrC7VoCCGE\n", + "EEIIKaXQ0kAIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAl\n", + "hBBCCCEUvBwCQgghhBBCwUsIIYQQQggFLyGEEEIIIRS8hBBCCCGEUPASQgghhBBCwUsIIYQQQggF\n", + "LyGEEEIIoeAlhBBCCCGEgpcQQgghhBAKXkIIIYQQQih4CSGEEEIIoeAlhBBCCCGEgpcQQgghhBAK\n", + "XkIIIYQQQsFLCCGEEEIIBS8hhBBCCCEUvIQQQgghhFDwEkIIIYQQQsFLCCGEEEIIBS8hhJRKFi1a\n", + "JM8++ywHghBCKHgJIaRksWzZMlmwYAEHghBCKHgJIaT0kZWVJatWreJAEEJIMeDLISCEkILlr7/+\n", + "kjlz5siZM2ekXLly0qJFC6lSpYps3LhRtm3bpqK8PXr0kEcffVTS09Plk08+Ue/JyMiQNm3aSLNm\n", + "zTiIhBBCwUsIIZ5JXFycvPfee/LBBx9IWFiYXLx4UaKjo6Vt27aSkJAg7du3l9tuu832+pkzZ8ru\n", + "3bvlo48+kpo1aypR/MYbb0jTpk05mIQQUkDQ0kAIIQVIZmamitoiWgsCAwOV2LUCNoeFCxfK2LFj\n", + "JSQkRHx9faVbt27Ss2dPDiQhhFDwEkKIZ1K7dm0lYJ988kmZPHmybNiwQQlbK86dOyfJycnSuHFj\n", + "u+dDQ0M5kIQQUoDQ0kAIIQXM0KFDZcCAAbJ06VKZNm2a1K1bV1577TWH1+lC2MvLy+758uXLcxAJ\n", + "IaQAYYSXEEIKgYCAACV8P//8czl27Jhs375dvL29leVBp0aNGuLn5yeHDx+2e29MTAwHkBBCKHgJ\n", + "IaRkcPLkSUlNTZXg4GDl00WVBvh7IXwR2b3lllvk008/VRUd8PzmzZtl+fLlHDhCCClAaGkghJAC\n", + "5Pjx48q+gIoMV65cUVHcxx57TNkahg8frn6HKg3XXXedPP3003LvvffKxx9/LA8//LASwa1bt5Zx\n", + "48bJ77//zsEkhJACwivLWTYFIYQQQgghpQBaGgghhBBCCAUvIYQQQgghFLyEEEIIIYRQ8BJCCCGE\n", + "EELBSwghhBBCCAUvIYQQQgghFLyEEEIIIYSCl0NACCGEEEIoeAkhhBBCCKHgJYQQQgghhIKXEEII\n", + "IYQQCl5CCCGEEEIoeAkhhBBCCKHgJYQQQgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCCAUvIYQQ\n", + "QgghFLyEEEIIIYRQ8BJCCCGEEELBSwghhBBCKHgJIYQQQgih4CWEEEIIIYSClxBCCCGEEApeQggh\n", + "hBBCKHgJIYQQQgih4CWEEEIIISRH/h8NRcno0zw17AAAAABJRU5ErkJggg==\n" + ], + "image/svg+xml": [ + "0.450.50.550.60.650.70.750.8−0.0200.020.040.06stdmean" + ], + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def optimal_portfolio(returns):\n", + " n = len(returns)\n", + " returns = np.asmatrix(returns)\n", + " \n", + " N = 100\n", + " mus = [10**(5.0 * t/N - 1.0) for t in range(N)]\n", + " \n", + " # Convert to cvxopt matrices\n", + " S = opt.matrix(np.cov(returns))\n", + " pbar = opt.matrix(np.mean(returns, axis=1))\n", + " \n", + " # Create constraint matrices\n", + " G = -opt.matrix(np.eye(n)) # negative n x n identity matrix\n", + " h = opt.matrix(0.0, (n ,1))\n", + " A = opt.matrix(1.0, (1, n))\n", + " b = opt.matrix(1.0)\n", + " \n", + " # Calculate efficient frontier weights using quadratic programming\n", + " portfolios = [solvers.qp(mu*S, -pbar, G, h, A, b)['x'] \n", + " for mu in mus]\n", + " ## CALCULATE RISKS AND RETURNS FOR FRONTIER\n", + " returns = [blas.dot(pbar, x) for x in portfolios]\n", + " risks = [np.sqrt(blas.dot(x, S*x)) for x in portfolios]\n", + " ## CALCULATE THE 2ND DEGREE POLYNOMIAL OF THE FRONTIER CURVE\n", + " m1 = np.polyfit(returns, risks, 2)\n", + " x1 = np.sqrt(m1[2] / m1[0])\n", + " # CALCULATE THE OPTIMAL PORTFOLIO\n", + " wt = solvers.qp(opt.matrix(x1 * S), -pbar, G, h, A, b)['x']\n", + " return np.asarray(wt), returns, risks\n", + "\n", + "weights, returns, risks = optimal_portfolio(return_vec)\n", + "\n", + "fig = plt.figure()\n", + "plt.plot(stds, means, 'o')\n", + "plt.ylabel('mean')\n", + "plt.xlabel('std')\n", + "plt.plot(risks, returns, 'y-o')\n", + "py.iplot_mpl(fig, filename='efficient_frontier', strip_style=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In yellow you can see the optimal portfolios for each of the desired returns (i.e. the `mus`). In addition, we get the one optimal portfolio returned:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 2.77880107e-09]\n", + " [ 3.20322848e-06]\n", + " [ 1.54301198e-06]\n", + " [ 9.99995251e-01]]\n" + ] + } + ], + "source": [ + "print weights" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Backtesting on real market data\n", + "This is all very interesting but not very applied. We next demonstrate how you can create a simple algorithm in [`zipline`](http://github.com/quantopian/zipline) -- the open-source backtester that powers [Quantopian](https://www.quantopian.com) -- to test this optimization on actual historical stock data.\n", + "\n", + "First, lets load in some historical data using [Quantopian](https://www.quantopian.com)'s data (if we are running in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/), or the `load_bars_from_yahoo()` function from `zipline`." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "IBM\n", + "GLD\n", + "XOM\n", + "AAPL\n", + "MSFT\n", + "TLT\n", + "SHY\n" + ] + } + ], + "source": [ + "from zipline.utils.factory import load_bars_from_yahoo\n", + "end = pd.Timestamp.utcnow()\n", + "start = end - 2500 * pd.tseries.offsets.BDay()\n", + "\n", + "data = load_bars_from_yahoo(stocks=['IBM', 'GLD', 'XOM', 'AAPL', \n", + " 'MSFT', 'TLT', 'SHY'],\n", + " start=start, end=end)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "application/pdf": [ + "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\n", + "LjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\n", + "MzA2MTA0ODA2WikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\n", + "bGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic1L1dzuU6kq53X6PYE+iE+CeSIzBgwBe2LzwAA7ZhfG3A\n", + "vjnTN19qLcbzKveuc4yudndVo6syF1MSFYoIBsmIh+mPa/3fv6T1X6W3P/7Xf/3b9Wv9r348f9g/\n", + "5vr58fOH9eP//bf6K936T7/3b6+/6rr1P//6t37pf3/2/7ZLf4r/1X//H3/7X/72f61nzPvqY91+\n", + "/aH269Yf+vpT+uP/+d/Xv/zv/pvv9r/97X/8/79z4/ojXbrhfeX9p5/9p5r1p9V4/vC0/dd7WXP7\n", + "Ndso9Zrtj5ruX/v3Nof6/i/pyr9ynus/ra7vt5/cZv/V13tcV72f3378t7p/8mv/7Ld/+fZxv/qR\n", + "/NKR/RL/LD1Pu+f6PP/9+v//c/39v/yt/vE/vN7mf/6vvM3o81e/Ruml1N/fJqf0KxV1cozv26w/\n", + "/hq3OpTyt0f226fndu2f/fZv/A7/WXr+j/kOab3Fr5TbVVZffn+ddZNfaa7H53rUqiwBjGv9896O\n", + "Wtlvn67btX/227/xQ/yn6fo/6Ev00X+N3tb9++9vU/P8dY3Vy7uct8l9ucv1x6vc523st0/P7do/\n", + "++3f+iH+k/T8H/Mdcq7L9c10z1T+xNG2Mn6luh5f5vdt0p1+jTW6XXf6dog/ffrNC//kp3/jN/jP\n", + "0Ot/jPxLKb/W/69xro+lWmmNV+u12sxzv8ka6/+lpvWuy3mOeSXFBvn928/+bWllX64zLeNWv8ef\n", + "/fK+7i3/lvMf/y3y/8/Q678v/++b/H+Tf03jUas28nmT1faryASlAp83sd+eN0lt/rpl0dKnp+N/\n", + "8tP7yn/MF/iP6ve/xzdI613G+lu/Uz3vku/xq2UFBrl/38V+e94ll/SrdsUZvXw6/ic/va/8x3yD\n", + "/6h+/zt8g5Hm85eZzpukuZxscW2y3543Kde6z22q8yc/va/8h3yB/6Be/zvIv603UYSxBrcSr5Jr\n", + "zGW+r8LfPq/SW0xlPq/y+0/vK/8hH+A/qtv/Dl/gHVJcv679n7v98fljXn+038t6e3V2PgqzHrvb\n", + "clt//XttuF+80PVLqwP5j//J36ysN8v7zTRTKp/gRd24n37k1bACy/oJ3FeQ8/xl/bvVUlbor5Dz\n", + "0qPyr7ZVeapl9UeSHuvV1XLPc03+1fPxQktccklzlNXSlrv7BKZqmXlfM1aLfmi/7n5+WJI9VtN/\n", + "XXtoybpHxFZqKNfuUF0NfQ1An/miWvqNS0o8dv76vINevP5qAy07trvK8/xbs8+R5DaXgNKWSan7\n", + "/Vq8uaafe4xrYwvyzEVXE1YIJPxbglgOWU3lV95i6eUR8nnX1aW6pbD89b7f8SerZb/gimn+yNf8\n", + "VXPcrv267v1ST9N9f6YJCll/1S2j0VZT/ZX1IZes1oD9/XE9fkSn+0cxJIXV1Pe/nzGQq1O17md9\n", + "mtoWzcz7JePjrJZHKVrZF6FTOf3qW6/UX2mSPknJ82maZT8/7aY8omlp2UATPt1qmlsAaroG1XmZ\n", + "/731bDxfoXynsrsJWrKCFT04DantXkva5re1MyZUmoftT7a/Usp5/wKZrW/RWpjMirJ2U3+sifdZ\n", + "+rYll9p+RHzp1TK3uPvzqKudLq8h/ipHcnXZ0+lykbp9+vTq4GoqW5tn2ZIbIQMtEYQqzEctH9Ve\n", + "TfOozvYR56uXW4q0VS30vUir9vs8So1Pt5q2Jcxc305lTZauUCD5juj2DEvTs6bUqdX5NEEX1qws\n", + "xt36McJ0SXq6T11fPX3NQ+r7nUWvJhPa9WvoL73kpwlCWxqrq+6+H1F+NT0wlb6/AoRQa8TBaqrR\n", + "59XU23aFzwdqEm5t+4b3sqIjn+XiwpOtpv3e6ZZy3bEotpqWl6toqqH1daxB7yu6dcPW470o1XVV\n", + "j8+0mmY/HmuNZ/N88bZM++sQ8zK3XM97raaZvk3L6lM4zrb+4fU1o7x8wPEObbmW07KcTgsX0CqV\n", + "ZTKmahLh/vE7DV+/3XROtKPVYhYGJWlLV8u5qHHu0sYTRT9C+PjwZzBbkxx49MLv3uQij9ZViu6m\n", + "+i013tHIJ5JP1JZMbbnLNrGU6MxuSe24k4t6cldY33rKFU5oNZWvwck7QsnvZciSQx/3H+te1rc7\n", + "PLuaoF2r6Qzk617PILFmGreE01e30xwcCVfT0RDdKgaJe4mt79HuuaiH+7mljB/TfMLoc7++Jjpf\n", + "76z7QXl6Dnf5vNC54Wq6vxJKs9EJ9eWS1KdR+27Cu66Q8qxqplmheKvlfJo0M0fFLrHq7uXeTTD1\n", + "1TQHmqDdXauEX2GMEat9q4kSHP0x00cp+4zBf18Vfr+bdAt968BIuN6P9rya5vWV0xiMdsYajOaR\n", + "0/W4n89VNSxqRUQMT4YM+qtJq2mry2hUl8kYZNzxzDQ7x6T16lrWmfdddxPmVmPEkKcPBcGuZx43\n", + "tL9hjH+rqUnMCkH15RG6zhRmoy+Fq1ZTCzlUuo/1D/t52XXDex5VWl/g/C2tl4QdrqY95G87XC+Z\n", + "IlZct6/fiCgtqUWsuIziGp/xP42Ln3c1tfSV0/qgGU3r7vmrFEuv4N+WAV5HGOtbQykm1HF1jiY3\n", + "J0xuNc37DJTrCijM6jxUOl2U7+ojYhntroXVve+ZI55PI9MxJAWz5YhkKTKC5KvA8vqkoaTrhhH1\n", + "Sj+otiM+tYXKLWe/1PErsNs+dlqONt1HYtW7MkJl0nI+WCZL9N2pX5wbLI/foqnZm+99sK/99Ztf\n", + "XG1hgP22+F0zrf61w/UKGDfUFoZ4m1tU24nA1LZDm8fFpTWgnhFvRQOcmKktPJkGkrCqtOKAE5ul\n", + "u35+OsP2inNCpGob8SbqAoKcpNnHcfZr2DyapnnZFXF4WqMC4kG1naEtrXGmfQ1MbUtHQ1TdxJ8L\n", + "bLHPd1uMBsvuEUir7Uw0ZSDV28YR47JvTiDXBKUfzRuVg5nawlaXgWBRMGVqrMY2aHOOubW0xB43\n", + "jh7KrMK1Jk1WziioITYCnxUBhJ+QCXBeWq4YxFLv1pE1XzkOcA9OMQCksgT9/c7yUehKKbHW6Z4y\n", + "rbnM0Q45PWpkWVL/uheJOfENoNgS11Fdtd0nnlVHBnvST5wgZaBNlRFmpKchNEia1RwbXrbBxYS9\n", + "mP75qwyB7qRe8HpLaS8o7ZrGnJeVIdBFrbbj6LYBYV2jUph35rwjrZlMOu5LK8z7xwZ/t6zjwout\n", + "ScyRql4Mc6m0ZjGypxWsY+KgX2OsbDdHqVQHXN1q40rImsKc1YTVHXMv7YKNtoZQLq05TD6SaJoi\n", + "RlfWJOb0TI/jF2sZQce6JcLN5XkiBlGfsfaV1kSmnTGzVeuKhFHMjtZDY0ho2bS3YYE5te5tPUYW\n", + "9a5QGBTi+r7UJ01mjj7pw3RrOy+pm8Bsl7jPZ9K/o/qumc6RqYRBn7SeHrHoevUEFZXGHq2qgzZ9\n", + "V4yGzVexbszA9i0rLzu22WxaL800WZYI0LZGn0FD7w2He2O2swcGPG3GOqmE0D4/wiZvG2Q07TmC\n", + "6sl83/priuuus5yrphwGp78wuOmZkcjkjH8HH5+75Ov1tAh1FGpz8F+ecMScO5lJKL74TmN3bAzl\n", + "0eTnq2cKjrHwpzEgrHNW0x750K8z0sSbH02TnO932lN5aORqO+aZ1/BNn7R8b/n6NM2KGYMN6MWe\n", + "siO4UcR5fSVmM2aNAiHMHLdXU41oOl82gVPbGSZ1S44kK1w4pvKaIKvthBmahvMyLPnsx8XCgtrO\n", + "TEEfwdogaD3OVnoxWO0JOdamZ8KIMKZZjiZLx041S0MsPyOhYt8fEZxmS2eJ5qomTU2XvuooSTOC\n", + "m5C0/kLj4gQvX+2xxvUq4e2mD0766/F2s/k7D4wZo9keyhwIWzWRhHJpvnTkuOQBK9YyS4QiibOs\n", + "bZ3tiWvOBVqhj+Fu6RGMVG0xT1qWkOO91BaebsVDWHiSrBEe37bSLZnFlNNWL/KFEVzWjPmc2iLS\n", + "GOZnZHs5YqzMuZ7aYpxcXgdKoLbzqdSGD/3Y7PafcAe2iK03i1FhryGHsCzQ2yvmjH73wv5eYf8a\n", + "poXEtjIon0ABpgbjUzpRDCN7f+z7fk+odoxPq7FhmHeiD99bX8e/a1zHVkKicNuwV35kpOXJiEy0\n", + "SlvO8NgZCKnpPHbf60Zb4vDYOf5oudhCDXtcQaivIIHXFRimggvuBVWEp4ym1Iap4I7zQgPyDQNr\n", + "tqWQM8VYbQqXNTVCKIcIRU3n5apFh2vSh1UMLTmH8FdTjJIKzcKmS4IDU7yJVysZ9rcjZzwtRwik\n", + "NoqyUFtXpA5/lLXPc2LY9d6Y/2TNjc5Usg7rJkYAPQ4DYV7zn6VZ1QZq/Xi0XX3g51xtYZna8ojh\n", + "MZcJ86s2G1xygh+rl/m/ii1XTVkQsSkZMExtTcmw0pVXt8PUqu1jqS183Lon1rNyxRilmPN5EAXY\n", + "fNO8NgwS6wLrfA8zrI1Le2p6yQptI1Ra/cNyZl7TmjC19Q+xwa22MLU6TOc0HaLu0Ga0wdMhKwR7\n", + "agtXt9qw3Jm1x3N890tPWqUdNtOFZSnhzuqWsCaHW6Z9vXKZXF3JcmD6etrh3SoQWq+p0pL3EqCk\n", + "mF1S41mN3Zet14DWa/rzzTXcc3kIY7moiPVfyrja6vheV5P5VQ0DX9lo8on4L98mxMlIJ2s3SP9U\n", + "+8S6Dkt+ec1yZtt/S/t5jCTWTD8M15aN1fTRpucyeKw1r4lwQpNQ7OffHYtA7TL1uTER1C2xGKKU\n", + "5tS1j1rLb351tZ0ocrssmO8a18PUqsV4mQt60gemCazZzl7g3hIrlhqntpgllWEKobyitr0cv43i\n", + "keN7usUmCkfqVykbNz7zijt6oU5iNOwd4abMAq6nDywAaVUH5qsU/XBnjfsyeVCOq+3CO2vT4Jsl\n", + "qzZGHCu6i9BL4x9Me7Xt3dtlPX9oSfFsoahtObKjeWuYPsuNT9txeFocxGdbcW0EELk8iSr6dW9C\n", + "jvb8en93LtR2Y7zTHjc7gdXZ1ROLU7lHpnXi+t0UUBsFueKIs26rrIxl3ukrrOxR00Ru/l4nxvNW\n", + "+L9zSbaw0rRxWRuAXxXKbjfacfqOAOuOZwNLTRVuTREee1lhiqnHwr/a2rPb+1zXY89Tbdh0Su9M\n", + "FS2FrH95t2U2K5Q/+1FPW0h6tZ1NAbXNSMLWZtV3R+ppOhrkG67rZrEcNE2U5YoUtnW/9N0/VEsI\n", + "Ur0NX1EumNicsQX0NJ0xYIkbcbOa9jaeFE+iCcNQ05GwpsFhh+uJCDnWHCSFMMqFiEwbbd/tpqfp\n", + "rAfN25tGKM/6tNakLAhl55SmJkx0SoptozVVhpmVNZf5vqVsC7dTqkPTj9CKksrOfNsSGoM+v6Qa\n", + "CqM1EXyMVMONaTOTTY9N7XFweP7SmuIcbRnYuVZTj3FiXhwm1HTc22o6GyZqmo/zkbeflnuopmNr\n", + "s1AzVYSxdOFkReiXFGqirc8YwErOYVFy0OhzLhGpLj8L+y3LKx57WiMu8s7UdMxJgzG7AanqKtjF\n", + "mtacUVw+FgLPPaxpTC7/F81cvgqk7SWofx4IH7hRq7YZMYJ8KdLCNKv5XrbmxCm8dSkQ4kycO5Y1\n", + "cTneRmYNoylItpx1D1bf77SmNCcS67Yeq7q3Y0+rCRFAKU+W6dak11dZE5rjkm4bMkrpETfchUG8\n", + "mo58d1bR9SQBqelJ/tvS6DZXWA7puKs7PWOdfjtR5z0ZIRYFjKfJEhXVdJZU7yuSkNS05No/atY+\n", + "oWq6n9S+ElPk1TVEjkUhydegVrS7u7bCr2P6imbUl3E/z8cEVXN0CU3pSU9TCLRFyo6aegTt6yps\n", + "PKnp6NA9PCFRUvvokNZAvOkECtqtghtQRP2NE7otxZWGm9yTw6+ajlyX8IY+nvL91FQjEGDy29NU\n", + "v+66uaI0yjCb59MWy/UxRO1EQYbKYfuMeIqrZ7jmpWzfN5GgI+29rO4eU5PmxGhdlMH29Vdqgko0\n", + "OId6cVZZbky6l23RaPQZvk57mfjJt1MTdiHyR5HuGoZULFVQTSf+XpZjd2qRYVI+M84nnV9Nx1Fp\n", + "WxKaed8Rgy9nQcu8P3GRtEVVM/tZ7blqhKlVtyft5XztSWbX4jPdM4Jzzbbu0JY1jzl+qg7Tlo71\n", + "Lk268XU7ElPbbVmxHalItZsVKI/t69GX9Z/MbzVBMzV7QLSwJiv9a4zSTEh+TVaOxdXbQoN+h8Vt\n", + "Sw9paPH32Gm1uKpjC0Pukk0zgietD+C9BrYGarNnaZj5OnQt1njTGQbqZ3Hs8ymV3PQNDcqwrzxK\n", + "eK1i2adqOuWf6ZkoKDtYLS1cvbag8f3HjRLdO5LDniZaY/5mB6uph9Nao+pJiFXTiKUEmdxuup+r\n", + "ZmiNUh5mfEnuruQWOfFqSuHP8h1VGGr6JPBKGPljhfP5/nPP0ZrbwYy6jWZT1KII9SPJ9ZloBdpW\n", + "+borLbbgW2i/5munj3lOaJ383DfHR00QGVOj1TQi4JKhIeydMwKCViPlW4nkmJDVm4ampqMk1YbW\n", + "eqVwcVpyCw1X0/3181qcq7iqnLhc62bectyYluKu88ZqOvpYOKLUCzKV04khQE3nTaSqoSP1Qq6l\n", + "grLQ4nqN0JGlWRjY1HQChpJYbFXXPIRmhsiuMg9/RV4lPEtNKUa2ZAJU1Yd8ORyAfjsjQPl8sfm5\n", + "EaaxWbtF+67PnbBXlp77NExy+7NM8n2NOxy/Sk1iuKipx6Ql9Uiff5qO2/YiNBXfHkVQoVfD64C2\n", + "0GydsGZIU4EGNEG7Nl+RTQ7QNYcwy7N1VVVI81UOBfPfGhg1lfD3yrS6jkeq2nE5QqiRI6+mFgqR\n", + "P6tqnzdVLlr+mFcun+cj9bV88jcfg69aSzpeavpDRqx25sl1BhEPvgtsWiiMUE0tER58Hl+iqsrH\n", + "SLXkbS9wXLVgw0qrfFDUUmIy69GMmiIg8D4t8xmIFfj6Wp77WllFGraanozeE3Sy2x16kf1ZyKhs\n", + "lVFi1dj2jSxnVKY8LV9xagIQUUnVdss3Rlze99SsqCnFsmZFeoiakMxbq6mHPsB3LPtmo32balhW\n", + "s6UKNR0t0f5ejBh1+ekzp1UADu9WkWzKLJun6ayyaIoQ0/haIUFWEKhpnCFtyQkzhKrZyDOHjNGk\n", + "hlR9Yl81C/mqkeYW6PNqOrrSqjlQbiZpbtFCIdaLn8j7dpVtkOptGZmVCWI9WTWR9ljOTM5dcoNU\n", + "lRYFKTRIVX/GILTkdZ3gsdsXVOLY0TGLfKpmiriK73Ujp6DZrFFNx3Hdbjkqsvm6aJ8aqunEBevP\n", + "NMUd0n7iSk1ovlUyT1OI9+KUtyo9/Ezyqg2umqns4IMvFCmkdfr7jLA07XzDMO4RgfeW+JkNVeWc\n", + "nSircFK4piAxAS8jCh/VlCK7ctlnw6sq4+z4quJN5VmM38N+48xLTUddtKoCKXQkkLIg7mk6g9jt\n", + "HbwReD//tts8FlOW2kesZmovjfeBUFU8hwCjI4VPhg15r3lJrLDYMkodyNVjGdzTVL9jom4Ie1dK\n", + "zVl8sflWHRDqrnkLoSrx53h51VOG5JRSfgZAF6omJt/AUusxiDkHpWqpceJyRYw4oojvaTrK4jOn\n", + "NaOOxeJycwFrhc4IwG3dQU0nUFBCMMbXSRne5v1UgfMdDmtiYnnV9OTMj5O98qTO2sSizhZLiMsI\n", + "6EBmg9pcJo2JhFGN0NCN1TTPqFe5RVNZOKc5K9ypsv/OQoKtZ1TtpnzdjsL9CJvaRfFmpoar6Yh3\n", + "DTSIqNqVYxIzMkfzppSzr9poXh67bu2K6ktdFOvtajl/XaZm98Puz7JdjBJqOu7s3XRHVDYyXUK7\n", + "IN3xeq0R7rlbclNLVwxxvrekpqM103Jn1HS0RjsdeJZKhr83HLbE2VTmvJfc+UaphM0Nc+tt15N+\n", + "RLQU/2bfID2ZZmhZS0gPnZae2FRwK+uZS8HHzS15NR2lGOaBmupt5PHz3Av/p2xITXObRS9LEbpt\n", + "ArYMEa1PTwVURXD7XoWaITWl/ei+pnN/sOpwozC2PEM+/0ScjqVkqd1DqI62xL//UV9+7u9xOypy\n", + "GBzcUb0w7rOot9ReeUComCC4Q+Medmy2S3nu1ixj5bPZsqS+78YSd4A7tJiCyu1HdS4VgqsHkdRD\n", + "hEetTuoIhke1zIUO/EC10goyPLToixJLMDzUQobH8wuyw1fAd8rDq5efEN1RX9VVjylvdIf2Slhl\n", + "tANNDXP7hijqILtDaWNIuSa7o7YPoONGdbwGKlS/kN2hIQf558/OyVMdrpkl6ig+6/578lxeOc4g\n", + "eDDXTmm0sTSuGzLF7+OGZlrPKhZwG8KjGMxgWcfIXwkp/GM2XCy57DTHSAU3hEexrRNDeJTqaU6o\n", + "lS8Xc/hVRVAuSwohwkP/GMYzkIderGbBEB7Ft3tSDAa6ITJr9sra94sXK5Awhkepvu0KHMVeQjif\n", + "qdQIZTNr536c4aHE0vjuepUDsSiGp9Ev+bZ9UwI88m176dQ6CT0sWCvrRz5y9oCFGMBjUD4O8BjI\n", + "rK5YXVQyN1chDeRhu+MO8ijc+jCQR74oOQd5TA6fMuDnrcq+CtZcTekyK64M5JEnkgq1xPCdqe2P\n", + "9ISWMVQq2/n7Y7A7cmbJU8OQuLOqQbQgu2NzktgU7I5sKYRavz+ORhkLeFaNlcFN/AhH84Z3kLnR\n", + "Ymby5nrcEYvv1G6MKYR4ZEMpaKoT0qicHzSTXrIeEuIhXxXb8gbxyDafuynDYiOlQTyypcUzjUC2\n", + "gVTiu8QC7v7o4XEM5bGeBY9z1xi91bTBG6h52rYZciXDQ/ntGMdU6/YVipr4kBGJFpIQoRyD+pJN\n", + "DDN23SU81G/1FFyBl8EQ5bFdRPiBjm+zixUQTiAilLJfMVgQ5fH0MG5IuWbLGu236wsoH0B5qAVY\n", + "MpA89CSGLthIUTkCBs5uEix0OR27d/uGcZVWE27IAi9MksdG/YSBDArXjXEUUnNuagZJHhueBjJH\n", + "I6zJarLGW4K44U3i0KTcyfPYnz9shzyP7bVOCi1xHi/u2wD8TE0YJbVicEwnWUo9cR4vSt3MqDRz\n", + "aNMsoOCkm6ElcR66YaRRK9fxKE2q5Blojhbos87IkjgPPQoGxAzEzWwKYRDn8XLTxHmoiRAQE6Hd\n", + "UDgPGJfxhyxLbKsoajuvxHrRYVH4RQlnr9gmzkPXMQ6/kCKg5xEuoDUF6g5K7Ejz0Ou1z4+Qb/P3\n", + "6rELvMupwsyN46Gb8bVmLOeqiZW15Hhs6aMglxyPHf0QeAGOh9oQpRrHYwdAqMAkx8PV0TAeORXv\n", + "ZsM4cHV/HErkdgUfr8OWiSr/qAnaFD22exnjyHge+Rqfn8IyL8vDTQm1HrsQMhLbDeOxMYaY72gA\n", + "OsZ5eam0dncPbEf5tiA3GMbjVaCsecjRqssnbJk0lNmY/+0Yj9moQEbxUAoydHKN8hFXXMnbQPGY\n", + "Vj1mFI9plTLKxg9UwLQqAcd4bIdo1wXGYyOm4sVLZh2kE3DeGA8k1b44Ht2hG6RMjIuDk4M8BPjh\n", + "81C7q+sICyiQpoqq+fFI8hiWyvQbycOYIkZFqQ7DIMmjO56lYqFQZaisv65kTdzTIRokeXQrbNml\n", + "VwevoFVP4jIqamhHt0JqA3oMp55qPaY9FcBkl96sr7VyHgd6vO/WUXyrtv3jJHgt2QVG8hhGhWhk\n", + "JAyHHRjJY+/dhI80ksdwk2pgcG7UCzka2HtJjz61p0zbWCDhdNUpOnwDeAzDSxm/Q9X+oXwNyESJ\n", + "jPbaULu6C7ExFBi+o7szukFE2EqLe+5N1GOv2URn/I5hfE21oaLdUK8O8JCr4vMI8Hj5I6WtXBYr\n", + "Cl4TNaKKvrAsauQOp79tWEeQhoZxX4ju0NiDtRMjeGwCIlbhbkAh8pWcrptob8XBGdm5AFy+U3Ha\n", + "EccoDs7YiwMbRzDs16An/Ab2COiCJZpLI85NtMJioA3AO/bqC0YWwjsebDDeazBQS29AR8A7XhAO\n", + "g3dczqOi8W6GBb63wzsccTWAQtHYz+FKn+NBF/JmRpMwHvE2ViodakFl/2f5LA2biBi3Q9cRyzNM\n", + "IbsRMXgkUprOAzNwh6ZpJJ0AYPJyI/OiZ3NAinM7nB6kXajQR2Mx641CV7tzrwnukGIU9sW4E1Za\n", + "u3GdZ8wcjnozfofeAa5itYGbaUvHmywZXD/j9Du/Q/uLsBEBTGNcTA4fmUSvWbnNAXjcTtswKRtq\n", + "RgoKJfJKdCN4jO5EjQoQ02hWNHwBgbKjFpTxGsFjZKdt3CgjHYb8keHGGNg/0PAXu+M2LLazO4oB\n", + "uxMIFMOB3QbwEKqNTPFYm9lmjl2HhMWZ7VZAGHlzPAzIUTBYjlcvmxPlWB5rII/erSQ9mUZaIZRm\n", + "qjMC2NtKdQ3k0fsHQjJB7DOI8pfuMbzK1hAefTKo2gtztE0iULjUtwcq7M4YwmO1sZY/UxNFCI46\n", + "6NxABOsOgTeCR/cdn0wSih4Hg1H66BlCb5vNGsLj5vECatlEx+xYjAv17nezkl6jd9wv1AZFfFcO\n", + "/47vaNVK7w3f0arVpheSUJoracHCt+J5Yksc33HbfpvKxAPBYHj3vTUXeDpbD3GMR/NS5wIZKycR\n", + "vJNBINtkkzE8FE7H/GRvcAZypvquIPkemhHAvxjDY1dehS5r+yYYMM5CqeRL3Nm5IBTmC8FjKI/b\n", + "bYAoj2Z70o7yaI1Twb2BHhiYbs6nYgrx1gdDebTbytRbIqGvmDg1ATr22NxJGsrDSY1ZmMOgV3SG\n", + "hUJ5xNSz2mrPC+UxHQ9CpkczLvqL6dHfbYB69DcL5NSS7DZeZ1SP/hnAjOexZvRUhhu7mXvWvn9M\n", + "iEqrRRQO8tA2O5pIpaiGUFVbVAoUY84ax6PYDo6a5NJeSIe7Y0pdbYLnCI9aOXvVIVKGnqA7uCep\n", + "Q0Z4fiE8rKRLCA/IavL4i07yRDX0qBM8Phn9+jEmoPqRyI+qqL44/ozkju3PQmU3FuyrQsVodcJz\n", + "BMSlNO8Y0R3F47E+ok5AbQTDOLrjInHFyR1WSqS2WK7IxtMUnSMclRKS9KofzIORO5j68bSd6sG9\n", + "8gpLHnFIjVYfU6RHvsgdlp6mtljZUaAAixjIMEjJykpf/A7bpFVbQCRXgEGKhfE7lOWGVzd+B5lp\n", + "T1ugdFI22MzcYIS93IyIiOQO38zOqow73ivZRP6F7sgOCjF0R7FMnIkdhP1i+G5aOvlmIUtYDOoM\n", + "3ZF9kJwjSkqkQwz35yT9JTtiZJL+UmKT6WfDO2JypNV04jZS1JnuDwA8wEVxWjmYmoJJlG5mEOrI\n", + "tYhLk1ctE+Gx9Qs1tAbq0NEpqEcUq/BYa/LidEI89IlIOCDFY2+5IH1GLJDjxi8s+v84x0M7SkgH\n", + "Fsgj3N3V+NmJ8tA09zoW+UF5SA2Bj0gZSaSW82mUj43CZx4ThgLtxzElKWFNX/txpKRIqN8EbaVC\n", + "kzRCmsdtUIc0LNXWkB0koUynlJDm8Xy9r87lK2xR+BvoALEe+3AA1MmT67EPMXDmx6mR06Kbgz2C\n", + "ieLUGII99sKANRGXwjfLOPCnf07OMKRHN6Scmk6V9225fMJ2nBLB2wpwCfQQBZwwlDhpR6u1+klH\n", + "UJ0inGF4HoI82idV51PPrL2gU9zdHkP51E4XB8kQwkCQx2if1y81Sgo1TkCSRHhoPgylI8JDTXAi\n", + "5HQMWxIXk2NZkhDnMDzCO4ahixTXnTT3ZFX7KkU5NfGX8RoM4VHM/onwUJiIunJDeHRmYxvC4+6s\n", + "SihMvhW2GvXTJHnMVzcgV5VywOsR1zHccdeY78/bHwWQxxgGCNolXx/1Gk5yailMyM/vMJCHFyWU\n", + "hr2mfSAOnlXCuu7bm4BLUCISUqYJ8niZX7thSbeTNyIf+LbDBQXy6LtakICCNmLw6sOhJWB4dEuN\n", + "N4aHiDMYfNtEVYRVdBjDo1uhgJqOrXXLHCx3iXnAsPwGQ3mMy/zxPovq67v8vYjy0Fo83osoj3H5\n", + "s/pmMsHS72GkIQ7fJHgIJ8SOgeAxrTREBI8E141aEyN4TKsSVFNAvSqXMYXpCHN6KNSG7tBiO0hS\n", + "HVePZoM60R1reKMhEd0xpjGDiO4YzZEkPeKWadvyhu5QTIwQhiuJaiLjAllCo/nJf0B3vOBiA9wJ\n", + "eRXgfAbwJ2NG+tiPozvGbSMz0B17ITfMmeRu1RlCTkR3dOeyEd3R/ZsMbLHftm1i6A5BbTAIEd1x\n", + "WxKp0B0nlLqz0U+I7hDyE+81E0KBL5xjqUavRmICsUPvAcvaBvJ9RTsGzJAd4tt0awrHlcw7zntn\n", + "/2/r68UYTWR33IadN3bHbQWHajrWd3+jIwI9uoMlSO3oxUoNL0ire/n6hennMO4pqR3jg+j61HQD\n", + "zdFtBK4XDp0dxlk0asewoLNelN0dCUw/m9oR8LdkNaOkdnQbt+uFJFJV5KEik9SOYWBBo3YM274T\n", + "teM4/ellyTri9bhvi9iM3jELFyuN3jGLFVAqhw1xNouzifEYtomhpmN9w+b/YnWcYGrenO0axkNH\n", + "+cWwJIxHsAeTHW6cZjgwzZERkRjHQxNTFpAD5KEcu4eXkUBUXV/b/n3mJKYTZqq2mABfNmUS6CMQ\n", + "x7l4G3Aee9kDykaex5MgiPdCkprWGgzRAQHrnhh6a+ZJacocjQmIAB6xZlBsWdLgHlonxPosIR9a\n", + "lYSeFh4tV8pfsj7URqsoUEf1hFUfpURwpcQ9LCga7mOzcmHw5cYiqLA6DdeBnqAlNytbAfEj7XIc\n", + "9LP76h+r5TWd+can+npYmSL1Q4tWH/rF9ax93dxqFesjVu7EZYHgq4n3WRg3zIf69PxYY1iTsIlP\n", + "IeFDR4wht65WJLfup+MA20r1LLaSYZCPfWwZASDDocX8SKrEOSznbEeKPqCPfbNYf9WPYXfZEmxq\n", + "A0ElPcco/zjm48WsFswDi8eD+51qO2PdRtU/dwOEQsTtKGZQE1abeSKBMT720QKxXm6Qj32YF3Sx\n", + "IUOy3sYKaMBRbCA6TIaYD0ttfNrCDDU7hnBvECn2G0CFSfqQcCuvy1gILXY+otpiVa/y0HVjfWjJ\n", + "nwcpE/axk1b3j3fs9uWbUdOD+dj5uXzADQenBF1WjAFKsRdh2WfKllv3P5v1UbjqzgGjX3BVAhjh\n", + "M3eTrRXIqA2ytfpD4328NiMM+JGKbVXWnYh2NrfsyFajgeg6ZHgZ9ENZxtSrjlP5ymWeUVU5R5yl\n", + "/LKjtCnqYmU5agtRe5mnCCDB7q92eKAhQHYbPjsZILJqinOAUrEdDhwcKSB6P/oWUQOOoyqGSa7j\n", + "0Tx+bfI/to/FKytL7IQVuXPxpo6XGHEGiSFA9NU4wAympb40iBCQ/dkiacIoILsNn20m7qpa+Zhx\n", + "QPZOKErYCQLZO3kEkhQPObBLWokqfw4JCIskC0ROnJ5wNveEdAvK8otjI6zo13AgcvAMOpSHFs6/\n", + "M2FEaA/srhaO3kYE2cMDYRyJFjk5sosJEvKstlBrUJB9LkrkcKgtrLVaHieJITv1A4wKckH2+TIo\n", + "TRWDPk7TsEFH+I8QZzNYlaFBdq4Mu2LitOQ3YT4gTjvayuggqT58j4TdHh6f8rA/YnOwGj7+wwVR\n", + "ogTm4QYGUSwLDyoyiKpjs5ASGtUwMBsaRHaKXNeWnizAcelc5pJ/fSgeayxad8/z8UnWtU4jtGHX\n", + "uCA7kyhcdctMMK2WBGhkkP0VAYzReVLzw/94HRbU8pNdgcWOfyoCSFryWd3YVtiG/lD6vcbXv4cA\n", + "QYnvv/4tPakeD84jsfjhg6a87gclgRQEEkAsB+kDErpSesgUYbjL8+2WnPZjGJ6TAJKYsNUeO3kI\n", + "IDwUjdQKIdPZEgCQYiCAz3C1nNq+BqHX3pVRd/cs5QX9sHPE/8i7/OUonUM/hiX9GvSj+7HJz+Lw\n", + "IyVL9kxgqZ0eOe/j9iKUJ4y7VB0gSAg+n1E//JhXo37YXrZTPxqjk/Q5sOuRjDEBjPohqBWTmJ9h\n", + "+6F+2JqMViI6RGQJp6herd2PSAP14ysi433UZIlN5H04ilzLDw0iYubOHezXXKblBvd9H2aKkfeh\n", + "JmT5jIBI7zxCZkyARVAfmqoCki2SdH9kfD7ain9KvHfi+oSBPqoxKQz04eJXsHX4F9XGFQN9VAug\n", + "NGs5tIaaWDL3TEA39QXbuGR91MvBINQ1O6+mGCbFHL2xPopV8fI4N13FWQxhH8VOvjLYR7Ese4N9\n", + "KICJQY9nJkl3bEUDdbyucQb7eM0NA6cnw8N4ZKyPaie7GeyjNlv/HQTnTAusCf7QAsHFpqiRLlZ3\n", + "beCPYvgJA38UO4KYtEL5Xbp3gj9KhjCM+1G45qAM21MIvQm7p+s61/oLP9z5z6EYhv3QXAaBDQ41\n", + "EkgFEhSANGSRqRiG/fBZi2E/iq3w63DMA7UoN+cehv0otm16Z6J1PnkLd3E0DDEdBvywKN+BHzYZ\n", + "ue/YdnpjQoz7YWtGt6EpBoM1535ULA459sMm6qqEOzqWjezu2A8DqDv246bIu+FULEYnf1flCn+J\n", + "/bgQFPUHfnCOKVy/tBiddvVChBxv2gcE57iPargP7NdJprAYx33YpoPjPjp7OLBYoB4SpkHcR7Ys\n", + "s4HSbDWRH7LXBlXGAQQIOR/rn2MMNM5HtvoL53yYXI3z4UiZQRZ6trnxMK2zIicDfeT82NEAIP1F\n", + "STHER76eWY3BPTYK6HxtrR48/xKrj2+sBzkhhvWwGYjyOgPeYUt8kxLTpMzgHcadwIDuXI9mXA9k\n", + "NuVkXs65Htl4CVoTOIJIVigiQEd4oOTlogb2uCypTG2HZK02luMb2ENphAiCHeyRLJ51sMdl5csG\n", + "9riqQz9I9rjsLFK1xVk0lxW7KOUSbJ2L2D7ne1QrSTTAByEhP2/Ah5eCO+DD5lU78zh0Lxsn0AAf\n", + "Vze6gQE+Lqt72JmvFCdLc1OLJFxVGyIh4UX4SBz6jPChmkdoRMIZmfoKLOp2wIfX0ZPmofJLVpTm\n", + "C8PZVQwF4KQPf4WMfaq8jxU8btRIH/vzoaKUpI8tTnwGI328LIWkDxVMPixHMj7eNkLIx1MwiR4i\n", + "FVQfgDXmgHzsbxPyB+MjX3a6qNZHUctsw9SL8THMcRRuCyi9ghAM4Ab1PBZbk/Ghz2b3LDRWO9hd\n", + "a65nVHmYNPHiZHxsZ8TrWih3vgySpbWx9psJA+6xPwwWDgp2NaUCrAnXZGSetsJIzuAeUgEDeECO\n", + "+1B5PI/TfcmD6k+4hyzY7llJJ7LUOLXBFJtDQRoL4RvD4b3B9/1U+9vEJ91Hjm8FYUW0sT0miY2O\n", + "9pjD+4691K2r5FRcBAo0TtbUBhlbhPgcsf15TVV4s8CfiI+MgoOfTfg4WyNvLkAD9mWXOuMVWnt6\n", + "DpNuJj2n3pD1IY1j6ThhH08lNtrAdthfCwyqNiNskAYA7tRMwLZbIdjHKQVUG9fI7ouxR3WaRiZu\n", + "rprHujOHSydEqOT2KGOaZoeEfagIGv7lbqS2TWu6fxmaDZNsY36olzTRuzP2sEotlSifT/8CCzrz\n", + "Q20YaTq2+vQ8Y2OQR5HtmFljfmzYmjVB0N10TAVvX8dVbuLNiP1Q6gFk0oHC0CwzSnBVax5xh82e\n", + "nPqRk0VjRv1IDmoy6oeGMjhqo35k22px6ocXJW3e032kbClhTv1Iw8A2A+JKl/M9MLnaEwFYJNkf\n", + "asNqp7E/1GYMj0banRWTGftDH9z6AvbHb/ccDDuavzrYH68ZiwE+Nk4OQf/E5pjESf5FYgBbrZtk\n", + "f2zgJFkcxVmkyNww9ofs5y/QH5pbM36dLbZAc2lOtQb6Q+puXcGJ7FoeoR9W2c4ZUXO1iIboj4eZ\n", + "Gl9hoix6QwpQaKop1LnMjsX9kD/2ygAqCC9oxkMGwM0KDXJYbe9lMh7GdyD5Y6+NocL3arTI6s+7\n", + "uYLxdBo7ypIDS9oJ/NgMXQJNUDi63SS7Pr8TbpQ9Lov8uqK91tHYggWN6iiQ5PxaFj0m0Cp0Heoo\n", + "ifvQZRjatt8+7myfVxyXNa5fNCdzoBBYbdzJID9Tno5FyFwl0HVGFwHtY4ODAblIMd96XHwoWg50\n", + "iu5IJgnJH6/VHn1BmF+xQlANWKFtRGka+ENitlsWWqaXfpP8oZejUZD8sRcGuY0E8sfb+vRPQ5jT\n", + "Nq1A/tjOhY8bj2V+N6UI/dBHoHoQ+vG45+PWN+E9pGRV3Dp1r/yF4Mn8yDk5RwRrqZunircl82OP\n", + "IrwOmIqtR0DZaysoRoMHLdJhfY2e0Egf2XPZMpMUN+EYT6lYi37B4g328RhL2CaBHnv9Gd9eWz4k\n", + "KlMvCPt4rTvuExpiFEgGISII5BVqGOxD11H6hH2ojTiE2mPDUPe0fna6s2nUjgodJYvzZwM9YGbD\n", + "ARsXzawblaklrtRafY3abKmWukzYxyOWUAmdHBbRmZMTCPswO/5x2MfbR+oEv+O0btNAzYliGDRH\n", + "TtTH2yMT9fFWljWVOonv+nj0ugR+bGUhH+OKlKPfrkNYvHcxYY7kfuQ3pQNwj+e6MKK7Rhaa/AS9\n", + "FsAfr20zNZ0KxL1DR14IpVltHcHwHzJuDrXa/YlXt2xz4T9iTUN7wBhyiP/Y14GEpHTSc+ZwuT8c\n", + "jxx5U3sjDs6B4I8tD27mI8HNZzbCfxz39voygIC8tp7VdDIp9xYoH3ZHml/2LFKDgLx26wQBORU8\n", + "+6gSmDEhIBv2BBbOMCkWM0dSZ3OxxdbMUuodG0PxSAFRm5FFIjLfESQ8yoAws5W3GwRkb2Z9fz2F\n", + "hq9tPmE8wtjSZNxH+kfmIu7TFiLW/hchJeCs7Ov0I7Efexb3+RG7aMYSzarkiYm3J5KA+rGPsAj9\n", + "nDm8WOLpHsJ6nIJ5zZLJjSLyYwPEMVTOFnm22SswhPWIMSHZiQqG/NhhcnzbCYBN/uY7fRzOnJHN\n", + "vte04AFI/NircUhyua6onFMbbEXEjzg+/LLjIkj82KvbXwxIpDBPYsKE8wiHfxV6NkN9aOICpTXU\n", + "hyYgGAyE7AjduPykeqI+XvIwnIc6j+hAbZCVH+9D1MduCwsS6iMWa63QqaSEQqdp3PcP6yNNW/Ew\n", + "2IfkaHer0A9JIMZpo32ojWXipH2ojTXsyQRZTMjEfexlaCQNaV0r+K9WsaG8ylPkpA/H4lYSP/ZC\n", + "KpQOs8u9+kIGRqIO2QzCkB97PgwdJ/LjtTYregfEWbwr2GWVnthRTyZqO+lb2A+s9tx2bBPpH5vZ\n", + "iM++09q++uWHi5QMtMpe1GU/QQDRfBaBSNG0p6GNCJVCedrqrLFAXmccKBs3lnSS7eIWHi4vH068\n", + "CNgV+Zvb+GlqkdP+7gjYFW99IBRkb+YhQ09JzrEtnLkL9cGCSIMQjJML8ijXCZPUFFGnb/0I/xHj\n", + "g3OmDQ2yj1mIdQBjg6iNTohwkJxsE8LoIBvrCsdWwbZ42MnhZOvNYx0MRWeAkBerWYSQ2Ku0MgUR\n", + "Qk6x1LQztgwRsveboK7tQgh2XZY9SUiIrvOmQBnN/r4sUEbiFaGXxIRoFKOWkBOiV0DkJlBIrL1q\n", + "KIQJkBSy+wKNBSpkH/wQY2DrfrYDvnibpJzb4QdGDNnygmu7L9Cupo8GOvQqYNSWkGjQkH0dhlyx\n", + "TE6xwLQ8GQFAwuQ2vsvanM4NQd+VYUbmQr3wIHsM/ISdhgvZa73st4uQaiXMYaQSJAehTBqbUWfV\n", + "hgijmHh1tjavY4RBeIiMzXJwsSuyt+4wgBMf8hYTMSJvndOE52x3G81YTRZhcIAjSOQdZ5AksuUP\n", + "30WUyB7g+Lzhpmh0lEkE+rSYQGwfct+x3mE4kT9pCzbbbM4aKajWmZYZakQR7VJw8BsVp6nYXM+Y\n", + "IvtYF+RwEyqyTzZAojSpIqLNY7PNsCLaDmIaN7kifh6GcUW0U8RbTkpzDOsKySIPwD4eJwzCKdwZ\n", + "dnjYBzKiTSJMLkgZ2ftHPAgS4lEH6UHJGZGMOawQNKI2qsk0tXSgHVEj6osxU8Aakfw5hIuIeAQi\n", + "wAVSsC+kwus6bA0bdETPw/qv0CJBd52J716vTJO0PTFyR7b1ADyh9KjwfZZYI76IHalCYMJlojbH\n", + "oTYMjlbwI/pIVJSP4X0Z1KFptc0X2Bn7MAOUF13UWU25IRYSSNTGLP6UYJG2eS/OSEQaF5eBDUGy\n", + "PwIkllCTqOtYBEUIia5jzSopJLvtwvOAIdEbsIQ3EaFhhmwckvcH2qekhh7tnyZsVEsJEb46gGRm\n", + "Lg1VhNz7bAoUxgoCf5gh7oGcQzIsthJrJAaQYZsqVfuQp6x8WB6Sc0jGF02CI6UMEFm10xAnFNgx\n", + "g44fGZasKfxI1LUO25IXYuRUk0+vgTP6iPwW1Ib0kWElGVW1ESEMw7w7fmRYOazawt1hIe7nRR8Z\n", + "yapXjD6i4nEIRScAh3kWU2DNfo5GDculc/qIH3JRdeTvKfefDvUoEwc7TIeWUM6ZWIoPgeRl6TXx\n", + "7C2/lxFI5mXO2EAkw7FHxiOZdoaN80imnyFcG2OLylI6MUeiOHja9pPzSGZyxkl3L0cwjPFIhtMW\n", + "Hh7JaDxduEK2ozmEg1CHPs2cjEmy4i6+VrOT3S7zEsYrGTaGOpmkTzPDZtqY7LVUKBRHiVj9qrNJ\n", + "enN2CkXcLc9D3JITknSLTp1N0j+4GuXZHe/XbdfFoSTdsg4dSuIHrgg8gqMzXB439uH3KXiEmZBK\n", + "Ml4QFMp4WOwp2EiUknebi3/oJN1yVOpNIXVMpp1NMjwmMDaJQm98Lk2WKtpIOzA2SW9mgcYmURuG\n", + "v87DBFc3sWqhtiPxnR03rA2qk40Q0RvIy93Oq1PbiTPu6awQSvg2gILaYsS4LcdajJGDPU3dKiud\n", + "TdIvG2k6Dimz7MWfF5vED2JyNklPFgKsNlipFWDUgVLh5+QTPI9skvt2FkqBJSqpE+oiNkm30+Gd\n", + "TXJb9qCzSe7JwULA2KN4txU8OprktkwHoUnCDu9mzmC+TsXDurCjSRwTWycJL35OjdAkEa85JdHR\n", + "JD2bwk5KuCfvC08c67Zf4WiSbst6dVKc/Rw0T1JG/+LADEfC7M+fjSMJ9FYfH6TEdXH6md+QkgCR\n", + "eGyittAXhUIR0whEcsyv97/mkHTnaBiHpNu4KQ5J+LnKRSnnkHSm6DqGpFvxg2NInPPoGBItacRU\n", + "smmRN4zvdtrHBUTXsDVRx5B4IK02zNetKkyskgjmuq3EfHkk3VYNxCNRFeaSx3OUKiEqWsyPUz5t\n", + "8HEeybC0WOeRdDsFTVSSmH0Ogw44lmRYiX9LT/rjmvw8ConVDbWpXL6X9Jysho04x5IMK0toPJ9a\n", + "11Et82dqEVr8T4UlKTOnFaL8zif5SyxJ4SKiOrbNZv1ntez03OdzLGnsf3o2OX6II1ELXNxn31II\n", + "k324A4LOp0x0Kckf2ibmWkLgSHYLdG7NNXVJn7uFhd2f1dZU/tAu9fE1xiN5tYynqnu5r3039PpT\n", + "PrF0bV9z1nuMTbI3t7+KpQLCfejCaqq7iVnbYGnsPfSvQ/gxSMlu+obau2l7nKXV714QUqIN+xNq\n", + "/BiqRE2oJWhBPH5aPu7lx0klSphGlRlJJXPEJsGPk0pEr2IuOtLp5+cAJmOUzGH1QSRxaE36G5n/\n", + "OKNEi33fgODHGSVzeJIoGCW6Kl7WSCXzlXoIUokYX3bVXlXYey7T+Og6P+fkb81hmRZ9/4Lvkz/7\n", + "FfP+CAFpMkilnDjB6sdBJfo+WLwFS2HfLyKrkjb+ad3+uaHtjqNcbxd8HqEWnKC+k0iiGwWoaWkQ\n", + "sjmAK1HLiU60WxXwBDWREP/r81Ll+ejciAB+Yk5fcEctu8SEJXxSNSbys36cWaKSNkRaOL3hpUXG\n", + "LJmWOlRfEjwHruymlnEVA+GXBOkPMZ3dwsUcsD4DqDAdhRGY5l8hw5f/ILSkXECYaZoRmSD7c+GG\n", + "2Mkpl52GSmiJmjAAEFry6gahJfKLJ/nAoSXPaULnhqr7o7M6a+AbTRK17dO20oxaMid7qOWIiqaJ\n", + "bhBbMplsYNSSaWuCbSCvYWJze/NHIlF31+V+guIXtUR9v6IXL+XFRzZqyexUDaOWKJwPvb7JfdFe\n", + "XnyT+8FHaFIQfTNqiXz2PCI3asl6ytk6fVFLJgLoF7VETSCq9Iey1D/dCJEbtGRa2o5RS9TUo++k\n", + "luj86OiFUUu0zxNDtlFLZqUwjFqyD/mKGyK81LNaCMOoJRMLYA+2ZFqmXSdHYnIiYtQSPzbJqCXa\n", + "CQsN7yNI2zqzjF02yZXYed/UkmNoasLQwqPf1Q14CaOWzIZkT05HXtLRdPH5cOErDVoyDYvBBfPn\n", + "68zvvGTNRFJ48ztWdl7QEj8hSgsNcVWjQei4igNO0OZvLI8btGRaKtzAOXFqgicyqsmsDPkMYDKR\n", + "bbabAk41Kx2iYUymcckMYzIz1XgC+pvnh0MCrUM+54teov3i+HQ66iE8UKJuzQEcgrbUYpgxesmY\n", + "Fvdeex9AKb7QhqR0wzE9rCauRJPkeDvHlYxhrDzDlQyrt3FcybAhZJ8cdixsdMeq4NCQvFflI4Q2\n", + "XIkSpfkOWP5XQvaM8NZxJUtF+xdiEv5neA2oUAinJmXcVpxspBLt5Ryn4qCS4UQOA5UoJTvGJQeV\n", + "DEdQGKhEJ3rhCycT8s2YMCVyX9Y9scXloBI9L2Ywyqg+BqcVpvB+gpGEn9f+BmRsoBItRxRrC5sb\n", + "l819MsKwzKXgnxeoRG13fO+NMfqKpZvXT6w0z76k5aASHYyEfmYcbbCPBA0TdFAJl5B/XriS7nM7\n", + "w5V0JteJVhLBeXe6EGklOmQGs89M3ey3lZeTV6IaD0xwjFeiNsR7ajubJWpDNbvhSrobueFKOsqL\n", + "fl64ko5MkJ+NK4nKc1U1hBt0XMmwAoiNpKbJXnyFoJi//Q2hJWPYJNrAJGM6phQccfUSFc/GLBlW\n", + "s+bMkjHt5YxZMqw+0Jklg0mMqWba680AX1iS4CGMzE9nxJKBBfSfF7FEOVuwrQdZkkcymAORJfqg\n", + "9s5glug6rrFUZFbus4LRC2OWSJej881U0s4YFJYk8nF7N99myJLe7Ytq8nJq6naSXjyuYvzoVoq3\n", + "kSW9m+brhPdjnzh6+2k6DlTOADQGA5ao34SZDIwdvrGcGkg7z5HK4bSMWNJtRu7Eku7j0Q0OvD4Z\n", + "AlYnlozM8cGgJAo3od032CZ6HCJnB5b0buPKXcM+30037PPlWo1Y0qfBmYxY0qeFNNx/lOpXb4OB\n", + "NjPefjH88BHViCWe2eTEEqXEwP/04rE8Da4TtDEdMQJmybQ1XzWdTY49GYM0DVrCA5x/XtQSBdDw\n", + "rUYteV9HlMZs3Fh3aslsfk9SSzQ3i6nm3hyPaZFNCJxasgvF4p7cItnlZbFisHfL1In9Z2JKPLd1\n", + "JxidYZIZkz8bRRJ2qDkB/LBhSma1sXCA5Jn9ZENtSkXdwezmHsdbtjEkDBMf63wdUjKz9dIoJdNy\n", + "wtNeQ7CzOhxOopMcYCoGJ9ELo+MT5e2vdYS0/3oUrfh1LwGTUzVNiDYVdDrJvLg44XSSmf39ppsm\n", + "qqWJPNyTorjll06ib8Bf83v2ZMVNGtO5sm5QktEpB4eSjNtKNq/m8QVr6Q1KokkGFrh1SHfEF3Y6\n", + "odNJRmNU7HQSd3ubghWjwWcn3PAk4/78AmH6/RNVcthYqrqfYMoNB7AYl2Q0qrLawhiHZTOrICsM\n", + "TlGRMUuibGUkjs+qKQtbHHZOi0pUowZoXFyUci7JuLgaoLKr/gRamOYakqRP26gxJIkH1Y4d0YNu\n", + "tMGsNYx2b7MAn/qUKePuup2RIbuDqQg8nEnCJJ6fzR2JAL/boqnhfne1ObEq4D10OyT0oUac4MJW\n", + "81SQHeFYNokZnmQf/huSLibp9oWdIDlPd6M9G5mk29apCs0hx0x/6NSSbjNuJ5O820yOjQOo2oLr\n", + "2Au3ZJ1RoswNvjV5G5pVwycVcGwFI6B+GaOkXwa5MA6JZ+fs8wiOwSmhCc8zRklPH99SkSCrX/lm\n", + "Ri7pVmnodBKETz8vOEm32kqHk+iDc7vShGU0PYOT9Iqpo7NJbksTdjbJ9+TWz8s1ol7uaX6kISVe\n", + "XArMAZxNcnfGYGKThDDvzgUWZ5N4+pmzSe5mpt8o6LuZO28xw1vXOwqFcJLbAQYGJ9GcBh7D4CTa\n", + "DomA3eEkd+FXuEE3y/dt0lSK6ZkD3JaB4GySO3GZS0+YfHPSB3TS8CkJvj9IBUJJdA45lF+Ca/tX\n", + "EqkMR6Ido2xtEY5po4l3Q+WBes1Y5p5wW0KoXOGqDUdy8/ACmV4s/dy29emkktsYBg4l2Ym+of4G\n", + "JdGJABB8fwRyW0BuQJLbdiIcSHLb1speqiqQh6UTkJZxf91OJyfjvswRG4qkOaDJUCStGfqEw770\n", + "mCkMhiLxY74cRaKtWgBrBlyUzBtZWnuqe3SwOcHDYCTrOlK8DEnS/HSbgZJa3ZOwKGOSNIfuDNC4\n", + "9Q501QMZB7onITiGJml+0I0RSlTwHPU7TiipRkYwQkmzgiVDlFQDrhiipE5TPUOUVKNG7zn+ERhG\n", + "CTXBe+VvQsKHI2OEknobDWpSzjoRhTIhoqRamq4jSipnl8oUeM7rYU30Th/4WlS1Iy0MTeJHtBmg\n", + "ZI+1Mx5TIoLK1TLGHVBSXwCVBn9WbSro8JJquSYOKKnVwAYqzz9eX+dFoQz4IjvDD7NyQEntVges\n", + "hLXj0KrVzohQciZJ1TaFP4ASdYKl3iq6OyNdrQ4Fqa4eLA42QEk1KmXZ4IojEMPROqCkVgebEFBS\n", + "vVrXACXV6RcJAOdtNSBEGKCkWQrOut8fCoCwtuRgkmoHBjiYhIVIPy8wSTXvKcAIiGXdCmsNTKLk\n", + "KR5N1YjMqw5CuQmqsrMgHExSC+ctDh9RRhZqswVLPZ5cB16FZ3UwSSFwSU3HmxUDwTuyRLMHVCIb\n", + "l0THhOGWJfOUJTsAUam6Z/0hcxvp5wUmKX68XsFOn80snrawNm0jsZ9Ek5RqsBOste9pH/LgyjAy\n", + "tPUEeBJxy6AOhiAplomvtjOpkqqQfGB4Ej/Zy/EkzldzPImOMISqGJ5k3ZOqaXiSclvNfcXC0u4L\n", + "FMLwJMUzB4kneT+OwixOLkEG10bVgetQJ0KMl6oQT7LJa4B7JJLNDA5veBJ98hi7RSAB36xY2T3p\n", + "JBu0DXNtlaygZN6ZdJKcfCgDnWSTbHjL/pBynnsMnLJ0+SjqQJLf2mJn7mIlo1glKN13J+48kmoE\n", + "qhswjb1iCy95A5jxLFHHq5JHokpSopbuykJXRxqo9uk7FVpRgWFMbi/PpybeHTVgczhjxGAadurR\n", + "i01iZShqw8kwntPbE0FATqByNokV0artiPrhnYTud2Tm75Nh4uu90SREJ3XD6AyDaGm96kRqOuEl\n", + "6j9ebJL+nMioPcUo2jdiotqiNHEaWPkFJanmlfZy4fwW+9uZJAKWBB/TM5adSVI+P0UF3cwWBuiY\n", + "Lpai03MYimRki7FGYLO9NlyQEpXwjMtZImSQDDsCWm0nMtM+0wPmG4OVqpYE7/QRZik+bSG37kA5\n", + "x480J38YfsTyVIUfQRkUkwnVFNWeszhohAySbF9+GjTD8XVkkIhfxSGVO2rPKTahafN27iDKloxB\n", + "Io2hVTqDpDuUZbygS6h1Znb467APY5DI3/KU3yuRgcYdBMOTvI6cIoJkX9WtKY7VsS2WelXMkVR6\n", + "FuG7EUjELLO2GyaWkpNE7ETD2yqKSSDJuXx+Cu+V/ej3i1mYfqCFgUdeB2EIPBIyzDz9UnSR9j75\n", + "z5Aje01/nrG36lyLMzZmHqYjcgjYeC50Ekc2ff3YmQrLYnzIieODqCLgrQ+rJE+vQ/tY7ckTNh5q\n", + "87FPoUdCikKO60cyR55dghBHvojbzZzhCCwCBHQyURE6YhD7pw0MaHNxApLY2QF2tKzJ2CDkajt7\n", + "RpK/vQNPmMtGnzL6yKbfw450ssIxTWdVkz7yijGNPrJjUzwO9BGfOQgikvjirBYvJmgvuSZhZNP1\n", + "2YaV2w3iZk8q+fbFbKA0zLqz1b8ZfWQfHYjaadJH9hl5qEAvw3mO1HQxGyOmdZ4S8CMvxKVII6nC\n", + "YyFMVltwCNM0e6wmav94OqQ4wyCp7xX4jNf5SkYheYulMkPWjwQQaQRuLRk7gRSSvbPNCiOej3Yb\n", + "hqkO0GonB76HQaLh4vVjrCJezDOuDbm3ryPTDEKSL5baiEGCk+csEbI28jF0mODnRwCO7fRYtQGu\n", + "NExC7SbEuJhHMPjINDa/w0emne0nmAiYn9VcK+kj+yAYeC5CSDZjVD/e1wvvGEIifESxM436RvbI\n", + "xh0SMMK8w5TNkAgfUR8MaIKt7I3KJAjlBn6wm6g2e2R9xM+fEe4b+1ZgEcyCnMVA6IiuM7bJJNnx\n", + "JoVR0BHMkLI5Z0JHns8UA0xnyqGKB3hdIUbV4HkGHXlhlGuvnCLd5tV7A5jLmV0GHZlWAa02J1jF\n", + "x9rpCt9If/JAJkeODD9GvRvdZXoxICbJm3qAj2zIkZEMDDQywv1uZ0qprcY9M9dGHTkyigM/KhFW\n", + "1XEkLVYI9Tx+IGOPdKsoE2AkJk69ma8aSPbUhMueR/iIbdg7e6S7c54kZHQ7pPTFHjEa/4s94t2c\n", + "L4ILQ2ljj9zdj5mvmCM9dauOHPG4zZAj9zD+3MRBZ8Kt0HQcPGJwU8eP3HaYmfAjMTXqyekecPa7\n", + "L3FPh5AsP4HZSmMRrMSItSGDkGhrnngPQki+FZzfrhBC0uYzuxZjJFZ+mtXXOn+kevmqoLHHFOs0\n", + "xMWFZCSl8UPFHUBSn2UTJ49Uq1h38ogGoZgYOXmkGVhHdJFYtHh1MKG2dyezh6P/kkea7XSLPCLr\n", + "6ONa36pZTC/yiEpvlxbd+4OQqWLkkWYIl/Qw5x/wyId68vjkkWfagsPY7LyRwuUtNQk20a++ryJH\n", + "JeMQvpRt+HHaSPanqZyofSkl2gb6Frp+aCPFtqj/qWgjo42R6x8q6rumYCNlBd73/GvYyM5E/LpX\n", + "9et+OpZ3C9M/H1tcOrdzEZm3EtSRXfCF3WPAH4avTD52c6Un3xF+O6Aj+5LI7vjkvV/pSa1EIgTR\n", + "GBrIIucM0JGd9RAD+HjsYpnubkHXPts5GwwxeOgNmCO7GAY532COPHWFkVlMNsYwWguZI7uJ1WLP\n", + "3vUjn8LcqfSBNl07xfSy6i0wR/bXQ+ljY8UkBZ5IzehWQG/MkT6Z15Y2SyQ7W89oI+Oysg8yRwQ3\n", + "QuL7Z2Pi+hb+IU+M5Izh+V4m12RJzFLIc5WdULnmyn1LqLz1zpAjw6oXtHoQ+pU8e2xv6DzolW4H\n", + "1/SnpAQ5rSSODCvQNeSIl9kYcoTL3soqWHEZpEPEfH59bu4Zs0DFvsT31KUxn3oYLp+u2EpaInrI\n", + "/kjIHQBzZN8Qa8NgjryEWjZbfheB4kfiRuzzGG3ElcRoI693JW3E7bJeT8yTrv6x5pOBqCO8QrWc\n", + "6pa9uJjojYzSbJXgggBSgPWxSlrCRnSRI0oObGRnrhMEuUPGj5js9C3CRnaePIN6irDZGw8aU2WW\n", + "cDXpVuNrLAsPJatcq9QZeQe9wl0Rh43oKiRHtvwq60ZolZ9J/yNCzqmMNbI3c47FtfpkzhcOCStO\n", + "gZOy9WbDjDh7s30mm4+62LakYUY0lAB2QszIb00lbvjZ3DXAyLi4T2WAEZlSfD0tONDKUPh5F1YP\n", + "Tw6ahhmRsUfKr2FG+ieYVnbvoRt0rp8bX8TL7+6bxdmDwjbASO8MSA0w0j/UKkOLMP9yjfLgej7F\n", + "zsc5GFqk85jVvdt6feuxrcKgZ+ZsM/3OwCLdcqG7yfM5ea+j0m2XmUbQZGwRK2rt3Hd5XTRYX24V\n", + "34YW6dzeN7JIt/Ks8dk8eGRgdfVGFtHmI0gcJtPnTb8QgK8OYHAztMgD5SBRpHdGN4NYDK9dMaKI\n", + "tDJefvSI4V+Bz+CGSjculxFF9srM0YAv++IRzKTMJjkY3ShjRhSRtke8NNMTL1mqobFEeuc6t7FE\n", + "ui07i4JznHW3mkhtrh9ERG/0BAYV+a1pmFaFJU7CHHYJ85G5QUW6JbKLtcUCHQZ7WjMIGVnRjyNG\n", + "erPKZ0OMqHoHtbNczN0WA8yDIUb6Tb+ZLu5J9W4ABUOMvEq9DTGys8vxfmt46deHYNMtX8YRI72/\n", + "28K/y70BOaGNgAqZsbLbQCN9OG4jmeVZ9XYyeXabzRiF5FVPbaSRblmuKWG1f9s1vlFqdPcfjK0z\n", + "Rnr3iRMhI8o9Ye9feslJiENGfmsLyIibVUqTXr9aXxwyUk378kVTdahM5l7AbZgvh4x0lpU6Y6Tb\n", + "QR1Jx/WGgl0fTo3TRWwLWysjETv17J3oHNCsZMHxIpe/cxyhkbtX0hpd5Db/6HSRexhBhCQHZlf9\n", + "vOkirDB5wUVePTG4iKHoBReJYih9NGABDC7SvfbY4CLd8E8GF+nP5phRRbozlowqIhACPEzhtl63\n", + "CmLHirwgOvVyogGXFAwr8vKEhhWRNwA/qFYuENjqsNqizr47HsnAIi+vXF1U/DIfrsiLAeJckeaU\n", + "EoNi2AFce200eDb9xQ5BqGEbZ1oERdmqVUSIHYLiQkaHL6yIjfXL4+DUut4d+VF9DYZklNY+wUl8\n", + "5dY4Tk7zjAYWMRzNb1wR8lA6sT/GQ9zL0lFC/TlR1okiI9mXN6LIYNqOmm4Kj51woEhy5IYRRayw\n", + "Wm0WrpPW5ESRj1HejUWq05BR903LG7by9maJUKNv7KHkkbyNLJFuFZvOEnkBc7RtElPlbALZta7z\n", + "W7zr476xRHylaZPvQ8iXQWl6iZ3kYaexGktkFANwdYBZRjbpdwp63I72IEpkVHNHhhIZjvYwlIiO\n", + "msH4YigRof/C2p0kYgtI2lSMQcTXU5wkMtxqRnZkHNc7B5ktToZwssiwWfFGzAdPysFQ46Yl2sHv\n", + "ThYZhhAzsIjq7QhRQUK/6t8A8XGuSLIPO7Hz8rrMwCI8OfznBRYZhpfeYJFh6ZX7sKAjixcTx8Ei\n", + "yWJwB4vYwZF2at2Lu/gCiyQbBR0sks1nGFjk9c0cLPIN1wwpMngetxJN4OmMjwSkCB7xIEXsaHRV\n", + "0x1HNW7jGbyJIryscq1vOLeEMtVlqFF1oMhtRAwHihjN1g7efaiFR6YvoIgVj+0s3LBJA4g6VsSy\n", + "R158Ea84Tsn8G4sxHS9iwL8XXqSYoFOlE6ve1pyr1T4/GliERfgOFmEukppAo7Lc7BdXxI7uUxuw\n", + "LGYlRhexAdzhIuokanIdLpKt/tngIoMew9kiw0zZ2SK+67czPiOG970WY4toTRTfOr9kSVvKiAN/\n", + "ez3gGoaVHqopt992dZQwSmwld1MdK2JmWNJfBmpKVw0z7I3zvBdbpNktC6MMR+QUpJJviEmM7S+0\n", + "iJXVqE4MU6FmXIii3IffHvRiikCH30gRyrbgtKc9fYX9OVLE0Se7/u3E90bOfCFFCkXlRBGbzr+4\n", + "ItVwAZW4Cy1XgILjXJFuIAkHi3TbXawdkB8n1jhXxFjOzhW5ufy2K79D7awg1sEir8e1i2waw0mr\n", + "ah8cn2pqbmARX1TZ5IFQSpvTOVikO6jCwCJqw/u1FwuHX6/dzxps/mumSDdMnjNFVpthSsgU8em0\n", + "M0U6q9nVFNXDvo4pkMSI8NVOAHKmiG+7iykS6dk+7XTeyLgMhUO0iKYQ3pSfGRNhFJoAnfRanwY4\n", + "WmRkR5IQLTLsSMZNqYno9CKqz9Ei3U5w2FifDoEQp9UzSWXuqo0t4tBHZ4v4KPtBi3znvwYV2Ufx\n", + "hdZwnTwzy/Jpi9R232J0qMhwAEunlFgY97RZMEFumqFFtG/+V2iRF8jM0CLDDhJxtMiwHD1uzb7y\n", + "K0b1iTVswrgihj/ee+LcQSOHanSfVvNLGlbkUaaB8xJes36bhL02Xp0m8tyKdMvXsvWeG3wWnqGR\n", + "xIf0F5kD+JD+4Y5r1nKczWstzMkh7+cAm/fdm9OPUVTtez/ODHFXpdz6eHHbjhcWxLZcGXsZMmR7\n", + "xjMo7/OOuK0I3y10SIx2nU7CyCG25LZPePp6odeymugg2Mcw/IqTQ/r0p7VYHtjBI/kmJDX0aV0h\n", + "OOR9S6z9vzxZueB6fWfduSF7dSPSXtJlpoZ5oigg3EsiIuCDDXF379gQR/85NsQjXMeGyE3EgODY\n", + "kGGHMTo2xJ2wY0PGxeUKx4Z4rmFJI/Z9t0sOMRo1RF6Qxyy5GI2uQXpIHwxQnB7iH83gIVqPjGhP\n", + "gBCYm8VmDg9RlEi2SXNqHV88v1QSI6jDQ2xEU1NADKTJkHOeNroxcdPQId0q0YkO0agL2ErBEPKC\n", + "wDs6pA9LCFMJXoe88LRSGWRxDcXBId1oEAUMxHe2mHFDfMfCuSFODHdwiO+CiA5CU2QnIePerY/T\n", + "rRGTV0eK7DXU+GqGDWG1/s8LG+JTEMeGeNqdUUN86brUt5RR3V2JZ+m2lOTUkL2FjFcANUSPw9BB\n", + "aohnmDg1xFNmnBriBFLhPywYp1AMG+Kb/KXxbDbfPXRuSDeevnNDnP5ZxH2LkfF1Hbkh2vOFeyY3\n", + "5OE1aUZzVM72bQUPOd4h88jonxc8pF9O7Liwu2EbtwKEwAwv6jHZITvOjyBSbTEg3n6y3F1pa5Y2\n", + "Z+wQtWEKojaI10aAWzV9eo6BQbAjsd8YjvPe++H7TwSu9OdCkkG6LRSXG9t3e7MaI31HuvbeWQ5Z\n", + "GRhEU004TwODEOnx42CQF3vUySAOVS08yXirG3wd1mb0drRPgkG2iKHB/aalJboR4kH0BjzMkHiQ\n", + "LcyYSBse5CFGxtCwj889H8HwtcYH0dshtatw/rlninBNBIXsdAJ4UIJCtliMBhJey87PK6PBa9lZ\n", + "fUYLedQ1Pt2wxMnkxJLBGOIyE+Cq/ZPPEcIcL2EidB2TDi0b1ITIkC0vODtNa6hhBvgAyUJ7hLxl\n", + "wdBXOXkwZMhrwUhYEMTz2Vy5IUN6sYFq3vRsthKvtsGA7MsDsUmRpZQPX7XiQZ9zcsZ0Mxx2Vkhv\n", + "XKp0VojP9tSG4KL+JSxE2UxhAQYL6XYCnoAgFkJgjdZhIf3+/AS18bzxqzP0NEy0M0J6dWFMz6CD\n", + "DQoIAhs0b+ewkNfzDBbSjdmntlhRb3T0zgzxFUMxQ2ChdlKS2hCkVWM3GDSk27k5aoOFVishSB2l\n", + "9FqMgh4YNaQXDqaihsDdOaTE8l9p9I4O6TyiWE0kdbMU3cAhqj1Hia+BQ25bA3dwyG0nAddM1sVd\n", + "7d0MHHI36yXOtdJliGbE/wCfuXhXyA25zVeoLcbM205ZExwkiAX37dcRHHLbnmQFWO7FJnZyyO0H\n", + "cxs55PUKhafq3Zk15mvyE0uFXF39eYFDbttGruUmrNlyx9QW08+7+9sRHHI7kMfAIbdlQagtKEi3\n", + "81TADXHudq08Ck5xI8qsjRui74NeGjeE69hPG0jPtiYvbgio2J1jh3NDvvURH7U1bsj9WdZzYojz\n", + "t50YctvZl0YMuW3XptaNLd9/2oCQ25EvlaJM324ge35DxVGKb2iQ+5OwICoIgNeXeTuRoM+rNpvP\n", + "ORykuQIQDqI2is/gILetTRscZIO5Y2ZW25M9eF9c3q2NDAuVyxBRQizInW00bEzDvJ2zIyHEPZON\n", + "sIYHuZPzNJiG2aYNizvL7ZhZ/mBIyAW5LQtGbSHe22rvxAyJRWq9JXTtAYM4Xb/e/YuTp08XTv47\n", + "FLQP8sWYIDowef9IGIiKoiJWFwwkrKhZNr3DQBoPKVJTyLEZblm8j1jua935ImSBqNgdrBNjgTR3\n", + "4mCB6DJU1RsL5LfLiFbB7Ptns0AijtfGJSyXWZ26JZ1qNwnbqoVgIBCmo4yYebg3QyGVkR0zTysg\n", + "U0Qbs6S8DJP0qw30ir3ZC0mPhy4P5qQxQNRGPs/guWOtcBu58kDGvHkHobZkgOw2dg9VPblaVrlA\n", + "HxGsq/QQ1xECIqY03d1MdGmvtowViGqpGwYB2Vv00vMvPKSA8/0CcAAGomQBTEkNBrITCcDcI8Zw\n", + "k7mhlYSBiAQOkL/BQNRW+Tys1O++hFcW8CNCemHwUVdJGMhOMwi8A1kg+/iSM6smCmTjyuPlDAWi\n", + "NnCUDAWyXy4gLQYE2QkiuAxZ3htqH+9tPBDljsCfi/kRa0GKCEKNjAfy5Jxc8eI4kH5j7UOlDQsi\n", + "NYKXNizIfj2AVUR+DCh2MSAGsSD72/G6jQXRr+y9zsdqWwYP2x2hsLAgEYZVpi8ZFUQdvPhiCK50\n", + "S4AghQyx0x6Md9LdHpEZ0TTDkR2LK6I2wLKNEPI6gMEIIZu779cdQshug6IIelh1y/YcBQH7b5/D\n", + "KIDK/Keih7TlH6vaxpqZNv1BTJiZ/w4+JIOTro7t0qu5eYYGZf8Y1OrzH8o8hDETH5Jss+OznvS9\n", + "hnB74EOSgafJD0nmZJfp77/JZWgyHbHE/VSPLh3auEGMYeSHJNvhGE/N9bKVPyyTUi27ayse3DJA\n", + "7RYBImnagZLX/gWFEs92zdzoFKEMwy4NG5It0SY9u2WfqzJdn2FDsqXgGDbEsYmGDcmfKvX0cRO7\n", + "uD9fREIZMSQb3lqpqFsu/f7tKeNx+5uMkQ1OQmyI7gcxEBuSr++pgk9vtmykMjhphsCQlwaSCpKM\n", + "upgrQAauT0YMSVaQvpp26P0ALM1/59uVgEk3/VG/wFrlTyz5/GNzQ/mzObYlk15n1QBjIK1lssmz\n", + "aPWAPAc/XSFrJSeOHYYMya/tYNQOS/oRSZQPzfurJoTdExmSjexNYkj+zFcLeRfaQccJKSSGZD+s\n", + "ZYWC8yuG7Ge1EL6gNGKIgciQbCcIVm7RZMuH0cpDvKtl+hoyRJAqgmhpSEbJEK700D+0PIYgmsyQ\n", + "3JxICmaIFs4QXpsMM1HKRIboUQgGuTWTm82NSb3I1VF4KCPI1ZCKEzm5OhsSxLiPT9rwGdXGEluG\n", + "OihliyPak/4dfTEmfSOQQb4LNyQzJNsuVnsWuI+ciIUjOSTbQTNGDpFCoxsm3osxehv0VtOeRXKI\n", + "+9jGvZp8UUNvkhnS4CsbPyR9mRokhyTjnt8FZKNkaaBGDkmDgdo+veHjcl+e9H5gLHLioQ+GDkl2\n", + "1M9qiggz2aEx+9CGrxal+y/RIek24MiEq9JKe1B+e0I5uUotLjZBpI3d6BtBniyzXNml27HV5/kY\n", + "gIwdkoyn3hvQPOkm2ZDcf/UaJmgIkWQLr8qB0D02CEIsvhhljCGiITJ8hDFEkuFVmT33ahpQd31D\n", + "uCqDiKTByGq8VBXxE1EiyepyDSWSmA1kSBGJKQIFrSscKIbTnQ0pkirvR6JIsonKILgmma83ooiL\n", + "fcAY9lUR/hhRxOn4RhRJdizXagqUga4KDzFNgnZakXFFkuWYzWdj6qNOjUehTFNCp5GQK5LsTKiJ\n", + "A2h2Uwh+koShOCTGHOOKJAOcTiz8vKYK4oqEdWVLunauyAc1Yhhxj68NJ0Km3c8LJ5KMYHCRy5Kd\n", + "l2CkkfT8c0JEEsoyfl4QkWRLWgKFwHBuyschIskOmRREJA6pTbfVpgsc3qBLnJkYREQ2F+NXSolW\n", + "Z6YgUIiZHVYpHSIi+ijeIXH7Svu24RkcIpJuVrcbSSQ1RnsiiQTNJ3ELMcmVhVna/puDRFJ1kIhJ\n", + "szEWSPmi+dnBOg4SSc6k0MJCSMx2IgQSSScsTRet3UEiqH98mjDm2UaukCExEFzdb0mcyNXokoQT\n", + "AWj7JrPWcSJaqSLUBDiRpXAw+ZQNzT6cqkGeiBa4ImR0nshlKHgHilzmVdPeWf1a8WXjvRNFaKQ/\n", + "mxoShb5XNbss3Ay8bqeNkChy3TZjLg2ncF+NMZjoIUEvkJHCnkkWuSw+SwWuUZcRs2LnBfjbGVjk\n", + "elJh9COO2xlmqpW4C8fGO1FESfrh/NUWtio0PMRhRBFlo3zf/+dFFLmquT4tAoeo7HCwL1JEK7Xk\n", + "oRApct0MY9UWZiox8W4T65R+IJAzRVTeHBG92ky8WHRPzZR1MDZ1qMhlC1eCiiCqYPKlM0WuF4uk\n", + "/WYu5Iaky18K51juF4YwDCqi4Qd+0KAi1yMDskSk7HCNRhSR+mHtyIgiO0fpvKeK5s6e6WUjsgFF\n", + "rm4cEjtJYHCi4jyRyzJcnCdy3ZyyqY3HemABxakiV/HLuFHz0uq70/qK6YUAiiGTy4YuUkU2bAB6\n", + "T6rI9xCP1LnhdVUqktFERCCA/nUYtg7OwsjaTYrFPA1pIpcdsiNkyHmAesdRSSlup3j1qoyGHSei\n", + "UAzS6NwhlPR53YzwWJKiiyVOZAMgtqhIC9FxdnwSK8bTsLRNI4kID0IwFkkiyfCm+tvZmdC3s3VT\n", + "gESS52kJJBJwdl0HIRMkss+wA/UDxWlpXFxrS4OU9n77G2AI0rOhQASJ7NP3yCaZ4Xf1OpgUG0lk\n", + "n+hH/AdIIml+oUQzUAXqLBae9vXnvI5sIz5RIiKbwLlMCnhmJ4mADKzXp/BJElGvaDPzpv0VCn+O\n", + "iKYkGntjbDL89rhJ9bntcHnyRNQVhGQfnoieBMLDlbcUDLiBXXz1n1Wr5InIBbDW1oAifjTQPmVn\n", + "HBHZ4qcBRXRPUjwuTD+3y2E/MfHfwwufR6DIla3O+4IW6iaITTUYtn1B+/zNvBr01RgiOqMnhklF\n", + "8zg60060cobIddkp96nw6MzOBb096zgb9ZflWThKROhM9oW8EHnK8LB7ReD4qOkH1htLRMFvmJCt\n", + "7ejdWQ6dcWSL3oF9IU3kdc6T0URkbPA2RhPZloHPQJzIHkGwM5LBZNmKhQ9NnMg+zZbvgJSlfQou\n", + "vt+aDx19eQ7A3L92nphpC5EEiaiJxcAqvDveflpGh+FE9HG4U0qciA/EaoKMLe4UauQ4ya2XwSEi\n", + "TWSLmD0pDC/s/BzDiTxvEPZJnIja7DqkaT2DbahXicK51wm3DhW5bFHeqCJ6OzKLyuSRV8U4DEYV\n", + "uZyaUxMjMhuwlMURSxeXLSo5VuS6HB2C7PHtAQDQ0JwnXJNlKTlW5PfrYrjQgcF8P2BFPBxyrMhl\n", + "J5YrfwLTSstyUNIDDj3L5pWNK3IxV3mnT/HAVrslsSKXQeAcK+Jnue2Us5gvWUpa5nE4+nr0G4YV\n", + "ubJpi1IWz3KP7hnj+c49PAf7StK8jnCRyzZ/HC7CUfpnw0WO3cin8EwVwkVkRJhjGl1kY9Dw7toB\n", + "OicyiWAAP8ykYT0Pu3lGF9nxLvzHDTrqDhoIC2nwcnYk7U5hvq7vwWrJbP3u8HLjth13MkZ2Wyxs\n", + "W3a5uvK4YRUknpcetn1jdBGFi9wn7zhO4xUf7TK0+T1CuZuJEC7yHK8c35RwkR1K45YbLqJ5CpZQ\n", + "iBjZZ7chl4GIkX1IGbveGcFbcaohRhRu00OpiP2Mm8MdNxEjmshQ54aJ8TLbGMgO0nTKEhgy50qZ\n", + "C3SGGNkoRYjlOTt79x4SIUFS0rW7YVVtz30IOgFgZB+WjSiDgJE9t4C3IGBEVoE0n42JPKfSTTtc\n", + "aFMpY540OEcx0shr1mDIEak3vYzmNmGF3e8Z5IwduGBmMFF8tGcseL1Z6dQsk9D4I7onh6RJUc/i\n", + "3TRx3vb5iCF5Oy7hFcM5tY9lk0CyCYwUFggkT6R0fEjZB3l+8yevi3utJJDsaBQZKxflaOjNotib\n", + "8sB7CTMCOVpCsCFIdB1UVgiSEtGX7eSoLQxVR1byeZ2zo+rXgeeiNhSwXtM1CHMXY5DsSS8Oak8X\n", + "x4bPpykJRbyceP988SP7R+QXJVSObkOLTq8Z0GHEyBEzi4j0kTQsvhN9JI7pG5aObPSRNL5AEowT\n", + "trShLEoceDk9aWoioh03xxejjsglYfFO1JE4pG/YHMCwI5KGneuUebboRZektjgoc150AyWDafka\n", + "VY07Yus4P5s7ErY3Jn2EuCMxKHSrNTDuSOq2P6a2cGW926fJI8ro9imaBJagWEZLiFTSQnmqAhL3\n", + "LJTnbUePG3tkt4HCAdSgukKFJXvkdWKiwUdsffzH6SNa9EfsYPSRfdIiPh/pI1rWftLiignLzmYU\n", + "Q0SGdg/DyIA5ojVpeFk1Rch5e+k7gSTaKaCGEDqSlNEUg6tBR9SGLRZBR04UkVrixpJRRyRCesaK\n", + "k5HTPnvphCkii4Q1NjvD3Kgj+3l4d1BHtL3DKvbanxMzbe/IgCPaTXl+Ch/WjOdCzIi6hUjfMCM6\n", + "Q5N8ipapLW58DcwWbQNhUdUwI7onP1cz8dl2vmFGXoevEjOSmh37Qd7IVg72Et9Hb2C9BBAkNTtl\n", + "RG0QprukGxANKTGVisQR7eNgL6XcgLYIAU86CIAje7sLnprAkecVwlPfgGg8p87iugbjfNkMwSP7\n", + "4FR44xu62GwpUiSScGStGM+DxbxSb47SRJJsrwM/cWMxUtuehitBwqs2ZhlokEmiDWeeFUiK5j7x\n", + "Fh6ITJJUizl4Mkn2JjHevUdhoPaBKTEySXRLpCAZk0TX0YiJJdLGOOsLCCXRHjgVieARbd/zLETx\n", + "0Y7zr7bMY1CSVBM3AQ1KstvgnQZAAHsXGSIjlCRVOxNZbcdk67CvDirJPlQXikQqiT5CrCSqKSy2\n", + "+qA+UIEp3WTgSSjJ7iRfHIvMqVrVT1EMc3xc9cCLVJJUDQk4gVJ5dCW6qXA5LN3hSKCS2LkhP04l\n", + "URuNeQKZkUgI/nEqydboWKMXeQSqmWywmsiw1CsYZARwkm2ViCEmAt3dFySbXzglT/dkMS3hJDtd\n", + "ItTI4CSJy4pP203VZA0l4CT7MtT1XiZOSypRG2ING9iMTrJzJpAVT0zJztGImMEwJUqMYMo8MSVp\n", + "l6Tj1QfjkNuQCDqUK47ntgVkw5S870lMicYFngUPTMmjnPHqxJTIv/PViSnZ6SLIxU+AYqdmy+qG\n", + "KUleea3U5RhOnEuROs3Svx4pJfrqLCYgimSbM++JcqjtWkLHiCnZtoAi1xyQL6k7qySUA3r0qFqa\n", + "jnFK1MZeklOiNghFZT0xjlqmhmFKJDBaFzklug6WbpyS1Cyx2jglO3zmQbSDamRRkFgkMf++vQyE\n", + "nJI94cE9y8X4z9afakkBpN3pLBAZQSW6J6uedabw0bEXm4KkEvUT8a2RStRGk11jbgykD/ehdIyR\n", + "t2U7GaDEzun52RASzFOzfVJNoUIclutDQslbGvV6Zl5eiV4TV2yTFe2TTbIzcaBzFZgr3dPYHkij\n", + "lYyImSCbRD3MX8ZIDH+316CTTfLWGrJJ9IVp8pohnbFDmwVwaBU0Ut2TpUAbV7I/O94W6Yn7mCaM\n", + "NQ2n0z1JTOE+CC2RBBHAG7pE83jse9SGpEVdx2ovokt2QhX6STzJ7gssWmVCMY+3ukBDl0j+fL2O\n", + "1X4LHIUhufjmz7ckuOS3/k1apO2PC04SkdpduF5v4BJZK5ZmBC4JD3fb0q7AJbFd0my30fgl6bZJ\n", + "udpioLztCGkxSk6Meud3U9seisCDB1+ip3Pov2OjJXG69uMUk/SGp4CQs59+ZvO14/AoeeW/Ypls\n", + "OWRri6Hx9hG8F5+Vs9COMJPUHLjVkZWuvmCmJSpJ2J5GHUQFpJmkze+Jb8KDSZ/JacSQPMLwWcmI\n", + "j0KcSXrASjxcZU9KMUiJ3nyigda4omAUE7XxtfZO0RFVscFmFMZkN0N4o5jsYAe2N563MVgKMOnv\n", + "0G+8JEt/PV6SpU8eSAh+5jPoOnIUX2tQdYAXnt7EEaA1digD3SfF5B2oTZyvt2c0GDB3Gh0nUPg0\n", + "pJjstjAM5dEdkVVLcjWKyZ6ugaREiom6YmAU4OP1iejYSTHRpIXiJMVEbXSnE1AYtRlY5OJ01IZp\n", + "o5hobo/IXW0xQBZjFZBjYmnxL47JnmzjxHulArd3WKtfY5Jq5xMZwWRPKAHXuFB4vCeioH/srLmv\n", + "WpZuCBaKuFgRpgAmELEtSxjARNUdZLAQYJIKKb3GL7HCiBe/RJfBZX34JftBEYiJXxKmqIOdJDdV\n", + "prz4JbuYh22UY3pOFtklR0+bJnPjWv9UBTvnYN0XwMTKmF4AEzsx+GlbsllfRLesUfmlprkL5TeH\n", + "RC8N9Td+iYprMP6rLcYMJrY9jBIVx2BO+k/EKFlf8g8BIm515a+pJKqL+4rKqSQ8VfrHqSTGVjIq\n", + "idFyyqP2D3vEeUzPIDZ3baAvsJBK4pSdRy+uT9kaWu7PEJWeu8EJG5WkMTLq5E7YKuknD3IpwR+W\n", + "HfqikjSvxXum0A8twmtxyCdJzQ6vRuW6yycZTOPdFHiSZGuqhid5dZB4ktTsFOcPgP4rCqyJGKQk\n", + "2dTSICWvAkpCSpLRH4xSshdVrkg7fnzJppQkP8Zwub4tqPQ8C/MtZ5VYbJRXGMNXZtq0idciHGeV\n", + "WMSi1NZ0BMUaaEeVNE9m+u2Xl+SYOfzZ6PmqkeWLEFVib/N1UV894mEM11Mo+UjO1lMMVaImbCF8\n", + "wtUNmEhG9zNUifSN5wcAVZLsyLfy7PB8Xrn6VgYRCfWzX0tWSbLkw9L34Ba3wvb1GmYllXE/tyKo\n", + "naySxAP16ofXvwEn/kKVnI1UbfryEh6CC0OVJEsc4yaOmuj2iCpJ1QLsyvL1ylXzSphGcgQvYRrJ\n", + "cC91kKHgxBSySvQsBphOAECWorFKkmX6cn9NOfoWi7AO2bLvjFWSbOurFS9D3g8hpMRLkw1SoiaE\n", + "V4SUJGelmFyLgdk6i7wdHGeQEkO8G6Qk2bF6jYQdb3JIScbyjzNKbJ/8ziQrZH54kZFDkwzu6qQS\n", + "W927K4u7be73RTR/67fhzp1XYtMR55VYtZLzSixbxHklieOy80oSXZnzShIHZueVJGOTmHgTN456\n", + "JlkhUVCOLbGK9f6pYQ/td5BJMsaJ0Up4OoTDShLN02EliYreX5KLfUodgXTjoniS1hUCO2G15I4q\n", + "Sc8a2zDGhv97Y2xcjiKBLVmmplNKvMkQGxeF4JSSdxNGgItBySD4/ZpcbnJMiVUczYtVUjafckyJ\n", + "JU46puTC7o3STwkEQCRjlJLLuGdGKblsGW1WQBLUFBo2G6Kmy5ZQjFLyuuqGmekqwFKkmNcHw3HZ\n", + "GolRSq7JReU5WUIxLV41Ssk1LWA1SsllySRq20skX4FYG3EllxHRHVeiQxd4HXkl13SaCmkalxci\n", + "Grjksn1yB5eQOPKz4SSo3h8WQBu45LL0IsFJQoUuY9YlIS3mkbVXfBq4RHmxAEAkk2fnR0+J2P3L\n", + "koEcXPLiCQiXemzxskOoHGpyfSuJjVly3TYf4jxVbYZdeRE4SEghs+TVRGSJ7njcYsoXS9C9dN2I\n", + "JdILYkJILJFeoLA6F6IQDLpiwJLL9v2cWLKzoNHNFmsxu/Yq3MKLWFKtyDgDQrtrUqGVubO+qjqs\n", + "hcQSi0PVBDkbVErLUFAgq6V3YMm7CQgIiynFK4kDCq7ifBTjlVixmtpgqpZ+8mKZZOuK4UqyfR9l\n", + "sLIeDYOR1g5RJZUMYGO4kmQQC2aP7RI30liMV2Klfy9eSTJnUxHe5CuZU3RsiYMTHFtyOX6kcmy8\n", + "HIXSHJIAbXdqCc+NekFLLue1fqAlRGK/mCXJuwBXvNtgjMpXZQkeReXMkuR4j5eI+UUbcfKXJfS/\n", + "mCVM6HdkyXWQskYr8c639tHC+ISt0fysduiFK8kOPjFcyXm4gUoM/f0illiq3ItY4pLjGRn7Ovjv\n", + "O7GyMf01siQZtWG1wSz9Y9w88eCyQyJezBIrkXVmiemmZkGPVj6DlWNKrJTxhSm5jAKjXVaWeHK1\n", + "7Y0pobU5psSKO/YOf/g123owXMm+Z7K22Dv0svHUydlQcREGAvBKNmsB7reHAHfBvCNJUJPtoCDi\n", + "SgLC0lmd7nwe55RYntCLU2KUwBetxAqQnFaiYBdRkNFKVJ0FURmtZHZfQC0oobrNzxutZHYzaKOV\n", + "ePX3rkU8G2jTAznDlTh9Qm0GT6Dej84aKg+9jFcyrfDDeSXTjoh98UqsKv7FK+mmlYYm6bZSPZ+N\n", + "rde3cWDJ62bc2HoJZDaW9L86aMSS7svbRizpppc6ZoL6ZQIhsmR2rnBvKFGY6W0cbEeWdEd1PMgS\n", + "3Q1VjtdLvLYCXxyNwEXrN7yE9ADCS34DjbzgJQjWfoOX2PMMXnLbOjynIW/WB+Elb4bDNdxSuY/A\n", + "6WDae+LxPKJMXl/1WVOCFvELaDUvzNG/HFkm+/2wBZGMvXGTNaEVbyqfbYVgs+q3W75EbUgS0D3e\n", + "KkGUyX71v0CZvD/7Pk7iqNlnGveCmNxGe88XTfXVZoATO+DkBTExYuBmmWcIGeb/G8TE7mkQE0sk\n", + "2mDym9eFnqiUL6zRMmHeJBPW42tD6JESuucIk5s7DC+EifNXykU7vTknF6gEtvgCjhjEpL0hJvB4\n", + "zYEjL4iJoVZeEBPCkEqjnTK1kQyT3RNrQeRhe58vhAmLlkQpOS7w9cnq3xGXDhCnGRIdsI+oObbW\n", + "7CgCAkx+a6scBJrhf2qjrbko60uUT2W3o0t8z3RNgNq7INqgJW8hDQJu2l8ySzaNBopNZsnudYQ4\n", + "Bi3Z1+0fMw3PtbAZXcNFR1rJ7jushbQStU124iVWiry9xGrkFKOVmIYSVvJWbMJK3pcZq6TaeOCs\n", + "kmpSUY1phMC2R7lP/GMZOxlOziqpzjF5sUq4mU38xrSyGUeV/Na03ZjthupAx0gdFSQOu90GKZnV\n", + "+SwGKbH9S0eVzGqDoKFKVLofSmKkktfjOhEbojHwcSaqYiFFN6xLMZjGh1UyiyGMyCqZxfyssUqm\n", + "lec5q2RaMqezStQGvlkfqGh8v9hEZuMs3DB3VskkZ1FNmIt6U6Y9FaPcGKlkFnNvKsCDUOjHDFcy\n", + "DYHpuJJZbAwfjTX+VuAq7AiMrXA2/cKVGHE7q+SfQrG+DBqifzzHlRhy94UrscP8XriS+vnJ1IfU\n", + "EKOUcMn0N0gJX8ohJcXYLRppAqJQLaKRmx3QLPpOh5S82gbpSqY+TipxII+TSoylUq6LwXt9k0pM\n", + "f1hYeL2FebryQpXYG6gt0nDdFl+okmK4CseRGItLOBJTEea1OKrEPrrazBgNjTLd4uwdjFXi/XRW\n", + "iamriCWRuuwmd5AlxepWHVliIEgxS0ySJJ1Ud2osMlVOUod6YQAoOnQhnFq2Ynljl0xLMHZ2yeSx\n", + "P44uEdv0r9AlakM1r851O4NltrJiJ5dkclwcXPIlWDiyJDsKhMiSF+bGkCWvvhuyZBr/zZElYjXi\n", + "TChDlsxsX3sfxAUx2glYE8Ws085jc2TJq01ZbBPC4j11GNeEXFiVb8iSmT2PraB+ZxotUG2YC9l5\n", + "SM4smdmZIWSWzOz4FEI1Zubo58ySabntakMwZkXmBjV5Pw74ktfXM3zJS9KqyDNpIoXO8CXvtswV\n", + "IO9KrW50dh3xJb+3maSBCakNCd36eLD/+hI0lWXNcWLJ9fXmw0lMdhkZJi8dq9Ptkm9gNBNHKTvN\n", + "5KV/Lb2paKG3jWyOaaULTjN537O+7RL3vN32qO+kmfhHALnl/cmFPQmX/xLKdPdm1xFm8vpAqlaj\n", + "MLG27TCTmZ1KYgJzZ2U0k9dHN5rJS8eMZvK+jjST6bACo5m8FOLuv/9zE2NiOOQUk2k5b04xebVp\n", + "Q8j0zkkl1XSL16GEbYPHMGLpgHGOgdQ7o5i872litDo/tXHstG6SYvK+7HZztK4QrqFXwBBqFBMH\n", + "GIpiAuf2PWnR+CXAqf+88CWvBxm+5PUgw5foxQDjM3zJSxeIL3k3AV/i+FDHl7zbOseBVxupGtMq\n", + "S51f8n7zl8badZPAvWRgGuOXvCRmAJNpyRIF4eTbUZJfMtMbbQITfV3WOIt69YT8knebKaVLc28u\n", + "USqQ2Pw7kp7DbdWum4xDPgrr5BLvhZNLXP5OLvFeGLnkfUtXStZOCydMA2bJoYFLou83KonfVxCk\n", + "4ZJwZMm7g8SSzGR1pDszk3qFAk1DlpweprcESQ/Jvz6PiBJQo5TM5HUHxR0c3zaRnvG6ZXN1Qahf\n", + "d4XOCWlfL0t4xrRsCaeUvNuGuznWnaeJssbXdYYpmcnrKi6zTLuMXA218eTY7Fpjt8xumXZPckpc\n", + "mvmvBZ1fwqS1GMHk9V3zS9B23WC44cI0SomPC04p8XHZSSQGCxWIxEILdsUgJe7K1NZ9YNi/Vk5A\n", + "LZXe8SQux9IY/bvClub+jV/NMCXv6zpjEUv4F8IE8bF7CmJKznt9ACUvGfy/7X1NriQ5bPS+T9EX\n", + "qERKmfrJExj4gG/jKxgwBsZ7G2+Md3uLkhgMKrN6uscNL4xeDKZflCpLYkpkkKKoc3/LMXyBkkXt\n", + "uQIl9htcPEPOmvP9xeeyMifol2QHF3GRlF1FksvV2peKJE6Xuc8qxWTDUntkSIWP0Kfd0wlycKXo\n", + "iDNytMPsC5LIZ3SGKUW/BvnAlFROY+1DmU2+IIm/yeXsBQ2IgLnfy94k8LtwBUlU7KnoBOETYFJe\n", + "gtedE8XlJwjPa1eLZH0m13tZRJ9X8XK9kUWELIp8cPzHFZ73tUgud57a1yJZRJiT5/RcH20UI7nc\n", + "uRUtRnIFV7+Mi5EsL9cVI1l7dnmGxkWKys6bkfMFujIky1BcGZLL3dh+Sn5cpNnHh/JcGZLLnYWR\n", + "MiSOhHGJrpLcguO34aqQLFIt2VsHlofs/rC6JkfVVyGRz7huh5fVhFzggQuUBD9X+FekBD4vxaXQ\n", + "yM66mqtauSIkizSkVD9rNPfZrARNy8oVIVmEVxfB8syUGwuYtrtnVj9vuFKWFL5mJ4jfvytCcrna\n", + "wb4IifwelYe63Fzc2cc7L5er6apg+yIkl68r46qQyDNpfrsqJMvadFVIlrFL1gvLzH2v+HsnuJSO\n", + "q0KyTBNXhcR/5quQiHC57MYiay774KqQXC6zXaqQEBXbueyGq0LibwaRz2gquYR4qUVipRqvnTcl\n", + "fDESeabNZl+M5JoJxr4MifwSnUHdFyG7zypvjSzCuthT2jk3wdchWXofuLbG+r3geRp1ZdYhuVx2\n", + "tK9Dsn7m0jV3Drz7OiTXTlwlhZHZ1RyVIQ8+AOzKkFw7hyJ9GRJ/X0sKlWmZf9PN8XG3T3BZnLjI\n", + "irIn5LOctH6J9JMOSjfPp7iZZWHRpPPeZDtqlLRlcvayJFevUUJ/ivtypXo0BzjdapS8xGWWmEdz\n", + "t8P39tf+/VOugBqpUKU2AXTwYwFlwTTQf/0RnF8fRUpk3zZcvYDJcZSYpDLKUWtsE+0/pVzJv3x7\n", + "NceoNlYvFXCO3DrzkqQi/fOD/+w+YO6ZUS/h2vNbUgdC+tjx5gLEUDsuu3q9+eto86D/K8gOofzj\n", + "q7VsGvAaT5DEyv6wl2S7TUwOTGtTOcofxvfl5EGdTQHKe39o3K+oDb0HUuIjHRNui770Tkrzvp82\n", + "flPybHuHxQMZ/VXoqw+57PoItDzp66ktR7TO2qf+wTU6LZxfRy2lYEdPW3MpIauC25P276M/R+G2\n", + "2ofMpX/2q4CHUIsO3poffXd3voFxzdalX5ANqTx/YP6UA4duemgdDu3DS5zd8SKEKmWVrJi/KS8p\n", + "raOvuG76iHiqNIbAzolL6Ywh6Y8Vn8P48PP2HZ77QngFfVzrSPtU/vXpULkHYvz7JbcJqgj7/iY6\n", + "mDeFtUcvCTyVFW1NJXKj78daSwYuXnKvG4XZImcNy+zJOQUFTPvM7UZ6wWgX0Ms+d5JNB8kuxtsN\n", + "8+1ypxVsbQu3kbwumr00YViWO2bYg4S/uuQvrGcSPMCYtX9dZAUT49L3Ib8oCQcqtUMF62UPuLWv\n", + "W741zvjFa4PQk64s6cZ8/cBI6IY1H8U/bq/uF6EWnIxNhfBQrC2PXOhFwshNemFTSd8kKoKWESwd\n", + "/2TQJrjkMoRz6gI3wSMpFUxayYc/F+zrW/Ojl0nfb2LND1Nbwv15ndsE2igItNkt7OJxbl+bn8HU\n", + "UZvUUvMoBj//Y7+SRfU4z20WIqb2g2RF4BgKC5xAm9lX80/wGmheh+CmKAuaZrOcAThuuIwLv2Qz\n", + "ume2UAfmGyfUhuDQOa/5sX1m86/rfGVBY2b3weifPGKezywznc8PchTxHmHDa4/a9tPBozLGkcza\n", + "Z/zu17deMfnAFJlDPXuybF7Qr1575zQ9OfHGfKztnPmEyZ3xw0bJRQLZCMMkGqdpCWBfUvToXFE5\n", + "dqx9lfN0ygok3yWquMIYLb3JrCTG2gHs1ZpMJ59K3aQYZl3BLylZBIJguAzWFmrBEv+SKkFF5/Q+\n", + "FwhjS5vGG6ZI9w2q7jg2/HyZZg36RApDqpIyvSPB51VDSWy8qPSPaG15ClVt/DSvZMLJeQM8+pjU\n", + "8/ObsS+AUt1Jtd+cDH0CVf2lMT5D/OdBlWwvPaqKuBedhzTyBq4q+0O9B3LogV6FvvrGBHU9KNim\n", + "vtkTcaWg4aW2F7PzOfvk/I0uIuEoprttukl6HE+/KOmv+71Z1oXUnopnSkVIzOkCfSp11UaPqw5C\n", + "TMehA8NLheifXpK8vX//G5esyq2Rez3K0Zzqm0tWz1FFLDRNpS5Z+7dsRjc/P6ZTfSoPqvflvv4I\n", + "/gOXzGa0+mRmXtUtM2TxzKCMVtcs0Hwz3wwv3ztnyv+cdwb5r/4ZVI1z0IgqpsfmzkWrWRXG6qKl\n", + "m9/Fpsr5aHlpeNqXF/9Mv87eWTHX0Tln1Rp73+zuhnXv8WZ6pnN2t0niPV3mzd28M5IInDNjKd43\n", + "U9y5ZqY2Fu8MioBcM5jH1TeDeVidM/7AeWGslN98AP/MJib7Z0DJPzvIkV/9M28YOgkP+CnnnUEm\n", + "3jt7prDd64KjyO7Z6vEQuDho4Fp3Bw2fsIMG58scNKMT5qWRW794aSZR9tJuclYvbfUdDFt8tFAe\n", + "uKw4NgdrZvLRAmlx9tEWUNzrlc+K5xU9mQXk/TNlSad7FLwzrxKcfJ1zZq4GO2cY8uqcwSs03+zu\n", + "KZj8Vt/sMr+InDOLEKzO2TJjpaYo2jrf7MacmlW2oIb3zvIyr49tnSCKsFNmLuTilDHpDmsvnWPG\n", + "gPhkF6lY75NRKIqcslWmwytLqxoBxB6ZOYDeI9v2e0TBidl7Zre2EXFD75Ud6zQ2zHlkh5/I9jj1\n", + "xpaQghMuOWM2DvPJDra55JOpxMwjS3cV0W9fu1m6TyHu+91xamy3VIo3nqCKKbI1Hk9k7NrmTCKw\n", + "F5zsDsZOhlLO8Ced8ydNejmJP32dRAHIYuasPQdRyaqeXjUKHKFWuxMDki6n3acbw2ixOcH4MeLm\n", + "aQez7zPlUg9VCijdnZ5lMfeTC6sJkytfJ3SqA3IEijiGOfcYjD0NwDeMo4viKZop07EcyTGHyZwO\n", + "GmFgH4DDCVE7zeiOd+Rb90NbYY7L4qMybXSSHuPmU55hj/OxRw5Oe+lyjkYjBwTL0f/RPSkZQe+r\n", + "gB4KE9IVP7WG1Oqy1whPWCbZDRZ/1gxfgCqQhQGKsauUGJXZ9NA4nsrM5IS5ggdsU3cajS7pWpba\n", + "Y7peLg1hHPqOe8MwnbVkkaNDGrEYz6EIHkWr2gHqZnTi89tBaxKwvEkLlSSYmIyoirqHBF2q2AyT\n", + "qomjmVSpwSI/NvcGMavnAGR90ZQGd6Z3GDBGqXpGex2HtUa4F70wyDpLWBlS7iWjaZOn0ByyML2K\n", + "6kGoP+PqdqXQvtc38e++bpDTxdhAVWdXdlXjuYcQ4aw6TL1a/+1n9J/sP2owWbcfef/GAesW5JyM\n", + "q5trIQ5zcss0A+ThPvi3NA+cvzr1Grm2k5GkWzO/62hEaXVpVxPt/Ebv0pbFxnevFt9f3VoiUrTt\n", + "SJui3rMlD8K7tuaCsGd731+cru3SVjYdjYbc3FooAfZrFbw5tvjAe7aq29ZtRwpy8bYjQld+1xFz\n", + "y286AvZ7i3A9H2HzaO8eFbabnDf7zPdfmSyF82if/dnHzUZztG/ubDJawA4trIV3aWFqvVNbaBtl\n", + "cWqX/UXqufdo1z0b8Wl5M9P7tKsfcJczdh3v22EOXrxaY3PrzqPZdnZqn13acnMTZIi0+cOObaGe\n", + "mG9bbuNxKG1AwpDU5dedn/vk5Z67R70EbjuQ0X6c9iCfNsVCIZIlyhxadK4M+luqvqvOJnjHVsi5\n", + "EUOcPyFXFShILiCRSSlPrGsoIBhYtuHZZPtxeCRgSDs2u3qPTJ6BcBrhO3zqAPEF1ilomOmAfrtu\n", + "NLViOkB2Gm7ZBWb12E3I262hBPiwvLzTH8ypIMefUHL+CbXVL882v48XvzDJJUxFRAZLXwgybcSF\n", + "6d6V+hjOIlHu7ILdZyBTVBO7I66YNyI0c4Vo3R/VMk6wkknutOrPbBEPakuzgVb9eVn811Y9ozYU\n", + "h85Vz4/tq55/XRezo43Ghc/slYMbPC95J0Fd8U9i/SkyWmrf2dvjWR64aAl0HkC56F67ixmOXJAL\n", + "50HwTvf9Z/SfbL0gpqY7L46L6jr1Oy6qzBcmupv3ZVQUG7BMRuGXuN0W+C/MMrFKmY8Go07pqbHf\n", + "aLFps7DS26ZK32nx0CClD/z1dNzTkVKOU9NuC/T2QkotH2YhpbfNe78TtHDSnG7NZbfFOPlKSwNv\n", + "QCktNfO70FL7gGnpAyE1T9Rvtthmqt9reUNJjzectBiDfMbBSveF330y6Hgp2Y6Vl+6rAXphJq7E\n", + "dKWkZOlWSgqy6ikpYE9JATMlZcp7o6RLDJr77CjpzS45kr5SUgiUOekqZWyyUJiN91kQeXSk1Oj1\n", + "batlNTjuBXhS+pAj96ItX09KQTccKQXqSKmhtO0C3l+XX2dSutoiNygmpeRgrDsv0X6cNl9W+XZS\n", + "6nb7Bil1jPSJjt646BMVVevJTPSgbCTHRGkPaXBREHoQURWL56GFlJjh1cXdH3HjoZYzM3KosD0k\n", + "aUL2J9k0qeipWoFMmpylXIMrUivGguyT6WToNtizUS+TbZlkwKymjDGyZATDkImPfvH2OEKhJ01E\n", + "pUVhWyfdcd2T245CXyUTJpEcUgGXMuz0lC/QRMqp37BfkhLjrZH0ilxly0fLD6arb3LA0rHlSnFz\n", + "YabOpqPbAsZUdDjMlhQZne+QTJdc4oz3CMsl1wA/JHAfCYFptlsehnniWfkGHtP37yhmlFKx8Qr5\n", + "CsfDcYsoF0CM0GTOyjGzHMvtJxzPqgzRYcol/bef0V9mmNfmfOSXHMKlBcl/O5Z5IO9sZZkIWhrL\n", + "tEQ5YpmWkkUsE7mDnmQi9M0kk3Zi01NjIpkZOV8ryawu2D2p4+TVTDEPt38w23Gk3FHMsnFSr1JM\n", + "zut0FDO4YxuOYkKrgmEGl0VPDDMzhaDAJ+1xrAzzogAGGCbAlWHaBy7wWe9rVV4DpxOCZl5QJZ5m\n", + "FgvNOJrpcKKTNG3f4aCZ4FCOZ1puER+3yBc9l4hm8XuhL9vcuUU/HyKlkmdpsOeaunnumOZ53/Ym\n", + "0Ac+S6HQlGeZ94Am95uPW2wL+WyieBP+cAJlnnkTcyeakiqyCh+Yp5iWcOcpZqHNZCKZ/AaYZV7b\n", + "rW3R33P88iHi+RDuXGKd+qjBKfW3jCceLvkajJLGwJyScgyZU5rQQChvcpwhTgQbB5s8Nvvzg/50\n", + "jBKocUqk1TClhL5UhcOpSo5RBmj9ySgznRVBJjESoYgiHm9DmJyK9ogrpTwRQ5ayKn2KCTuhhN/J\n", + "Fwk8RpkFb9/pb3wp2k7NA3RuqqvFFlC20VT0/kff4fG0l8OjeQNrP/5yHUbjT4blLaKDvHEyyFNy\n", + "BHO+pmSqe4KdayfivHUwL8qUQcg1kjtHA3js6s9QqqPfR3Acp9xs30yjFFwPOV3x6pRKcsTHadm9\n", + "tCWVz1F3LOW9J7addV/Rj4Ee/ZDjvp/HNZgLP+iHH96e99Nsq37PUIJtMMjAfcmdp9NV6ncOwu6Y\n", + "pW1SU9sztA6AYRvGArRWYtZUJV9sceTOiKl1EiyOgRm6z7AXaLo8VsMmr4yzDtKFtKlm3scjtKMA\n", + "xniKanw02xHfeQkp1LycJqJXUI/TZDfMSladYBI1THzm+SsiGXVaC1kVuWtxZPsFMylTsIGsicmI\n", + "Gx74pWIWRbRgxe/rmwVogjXstZvdKErw/M82i3Ny7/RvHgPa0Ghl79LmB0Tz0pMMdxH+TAzdr8az\n", + "H+ls3k6q8Wk1SqnOtkZ2OfRhq9GhczVm2RWw6hj+QT/88Pa8n16N55Tasc0kIQkkj9c2oe7OzPNE\n", + "W9E4bhdW3eCxTG23GbFWrOoJl5edAIsBOUIzdL0sb7maY6oCWuHpVHthLdOwtVIODb89sYCj3eLD\n", + "JUxX7JW+EvLDIvtPsgE4e2TzXbrkl4WU8l3aGF+W4to4PyRDV+6r6VSM4aCla5o3/PBM8tXxTa0x\n", + "GzSxzK8Xmu4pj2WVVHsMIUxmJgonAj+qcdg3eN6m0RZP7Vqh6QBBUX/0Tk6x6ERa5lrXYX+swR9r\n", + "8H/JGsgly7X9VXI4n6zBXk4rIQJr4NBpDa6YrITIqvB/+OHteT9tDYpm/58ye8qpLyV2k2N/v3CK\n", + "28MahxRMJ3U2Bxuhopet86KZnpJVYwqzoFiHBCT6bA94//sGbVChOl8HKa5iqoH1WUEI4Anto/xr\n", + "7P36daQI6SdRjVMGXj/JHVqL6eoxLGe2vrrOnEcnzJbJ7QRzZToFlax6ha0CA20dGUYKKiUcNfAK\n", + "Cin9pnm0p6yhzsDWoerwNf/WaygVFempRZ5dW8mdvk67fjJG2qrfnTVdMdZWSVctm18Vs7PSUc09\n", + "twz4KVJXx4XTuKauDCQ7AAzqyp441JX9LFQRZGv6CqNAIxqv01cmHNNXNyH+Mal/TOr/NZNapUvy\n", + "R7N0d4Naar57Vw6c5jT0+0eP62qr624yf/zp+sA/9vSX7OkfH/OPj/nHx/xjEP8YxN9iENM41L6H\n", + "Ix0PFvGU29Ob79cmSYBFdKBaxF4SNoxMurtF/OGn6wN/2iLKJaxlqte+HpOtNPkV+nunVAsxXzOx\n", + "hzbxXiXqkdSieRYFJRV0L+eVkYemhxUEmsw5Wo5Frqqfd13OBr1gLl3L14nJsKPIzytRYkPr0DKl\n", + "yJjbrCpzt9BaVXRWZ4wszl4Rt0Fzolc1h6+TMjqaFGf3kAH40b+rZjLsWOFFq4cRKP3BYVhuLKXL\n", + "dUpXVhpZi7q8pk0mJFhVK0OR7vHKOPd5UvJEnvmhBYu2HNhdjJQ2IRKZFn+nrAkHW3IEzb838J8g\n", + "wJ8gwJ8gwB/O84fz/G9wHol+b5K+WUrJ3+mf7YNrr531pCOfTeen8VeWAvb/JseSRKXEmvdcvhfh\n", + "/bGeV+wvyH12hPFhbl780ZW9mNZUQpCi7T/+1D334we/+fMUKMFDrRcSxj6/JRzjIDgNX71eVmdl\n", + "FGIZ4hZ8HlkE66m12pwyJ5NgKdmO1hfSGxmMVhjE4GuPmqckd2lsz1DNcIKlxr6qyBWe36pycePS\n", + "JUDItW0vB6TuRBZrzcha+xLx5fnr03iSnDPlpcpFlgvYnj4kUxvpKJNdtpajdlQt/Y5n/FXNj1as\n", + "jqyuDNdYpH2AAmbliPxmn2aBLIs2yzHqOpbsp2Q+6eRQUG5Fndy3FrmWQavYpBl9qQXGh4RbCtVN\n", + "BVgtJ4tn0qFlfui3arZKK9KtMdjeI6S0KdKGPjOnFclIdas1obpba6fZz/Kjk2cYJv1zjcqh8qAH\n", + "CvNHUUv8MOR1l6uIW15UcbPh89u1Yz4AlctwEiYOZoAsTMzaMEMa9drwrqYJqpWnmI66ItLHTaMa\n", + "IhkRBlR3rPqC8/8MFmPZBEu/NbJY9AzDG5SXaJlTm7E6jyTIfJsmo4MrMmM3smp1ePaWcp5To2pO\n", + "OEn5/jZ6hmfzRKGa0PP2nvrpDTeYCXGv+dvvcH7EX98uHC2pCbURPx08reAFt7QmmLYL6ZkC9i9c\n", + "egcDkNZMJ4y1upBO2h8H5SZdTdq4oBQto9VcN8bzrn4NP7yhVljJ+pFH8Snr7ATckLSRjdw/zYRE\n", + "v/0k0P5mpTwypiRsYQhwxwgPjb1p1UbRJwjuhj3rVGqTSg/HG1iqOdAMR+T0ypNJwaoFkH5Mbk1T\n", + "Ujp9xRWVI2Xwk7m1RI3pIVZUOIBBy6IYQ4x6dEsgO6uGmLSoGXVaQ0QBYoH1aEYMSIAXGMysdW8M\n", + "bvrQARVoCJUxB98sdAHqQ+TPtprVQwpaFLqrc7wQLe/UX9MkqmFqXcKkU2FKm5tGDV/USqXcCL52\n", + "M1gi4PQwWR5mVp9ycl/h1MVuzh1ahoOfclhBr95BNbIhIqYk1l/TtwktNI0YpmPaEf6NCBxl6IIc\n", + "0FrUYDjD3Sa1pmd6mIrBznHLg1XUKZixsMM2jEKFOfTaNIIk4lDLs8C6/g7bb8hGJLKVpQsSNFhf\n", + "+Nkplp8ZdkSdWwqjNCYyB2bYpSV35aAmKqjXy0rsnZlt4/il84F6P8+TMYOCrTsEAmUGFbNy1VLF\n", + "s02hovWkRA56K06fEzgianQm09Q/x24TgR8ExhmYOmHeukE2i9BGaPRDO/Y4jHGiQoN0ztyGgois\n", + "M5iMOwNrj3kDe7Mrzxk4W11Cp9EVZE43M7pBpjQb01CwW0dGNxRsg1HLExG3xe4WDXaw2SWQra7B\n", + "Zvjco52d5I5Mk8o9huXFuNAIg1+ep2LiX78LtNe/3eH0uRfMuMWoPzyupRPDVcHfZbbZXJX7vY1k\n", + "h+s05gzi3e/7UsWlLWs1pcMeTWgrPesKglPj0KJF6hl1k1Rodb3NOoLdHDVrtuBEe6abKhjMPrCC\n", + "t6RlGft1a9OyH2aVm68d0QHEfc9nhnHNWoaExj1g3pWuz+J+brMzs+OKtJeqj1KIhfE8L2RpxvOc\n", + "nu5uFtPA04LnUTV1V/r6Yzi8LqpcKwZjh7/S7DT0OqHK42Ev7xGtOOYn8A72ADjGgmONAifwndhY\n", + "BZHK8c0YD8yiiiiYQ/XWjo/+BF23FUc+Y6zoRuMt4EbSPbU2tSc78Dhm9gNBZcbN5XfMn2raY0Zh\n", + "Y4YWL2SmolwHocpk+HIOysroHDpOwMkzz8t8ALybOGqwNgowvk3dTJdNU4bHG9F3uv552cs85+pI\n", + "l+VfnJtqNBMfriGp+VSu36/mM32CuJH9UsPmOwRkVnd+nWILM30lqL970jm/eB4WOIGakM5qcUVR\n", + "R4ifYZUU8O2H1dTV8ok/a8X1XZ8Ob6xrGmrpsla0lWerQolH3dAL3ZuyQWfqmS1A3C3x4Xtx6o7V\n", + "U896nyMqovU5paVmHQ7eHBsRDuTJ6HowcjTVCE3/YMEWgrOegR/rXQ1p3HS5X9inlFmtr457pZcF\n", + "PQ/BItRtEuZewCD3XXn6M6bUt8T39FBKa3zS2F/9Pv65t/Xx3X8gHFMu0rzOVEYkpjc8Q/rRR/Q4\n", + "izpfuY3h/C7/OMuev/fCO2cJGnWWrn9+62OQp7XnS7B7x/93Oof4kyNu82uvx3Ge63hfUp1F+l6O\n", + "24jl3p83I37/kXugjllC7DLO+P1fZXgyzP/X/vuPb8f3//p2fv//31If8pH62P7uitC/HVk6pfhZ\n", + "o4HSj7Zi8nf/UQqycSwHm+eVzo+Qe8DP7xmErIdsg9aQ+iRQ9nDMHzbn/R2Oh3w8PXlw8Yo9Njzj\n", + "s/Ma3fRxz25mOa3NhQjO1SSbTnrfwVfnGXNjLmy6FalQ0cQtg6DnO+fU8gBUEl5+aW4U7jOQcp1z\n", + "eZPHRRjS1YQ+qVreNPEEkF4d9cXtZCzaG5SVYA/3mgU8UO5LAspTJhX3RJmI+XU8yb2/kEZUpwDb\n", + "GPVtIKY9sY/OJ7UuwsBk2MXyAcy5uWby3gtnmIFku8nMQKvcIW97bKZqdFp+du4dwm3uJHjBvtxA\n", + "DP94GOAybKnE/8lAE9DceQpViQRhcg84IfJW1MmmSg7dWxlxM/RbIYt6KZK2+aDxa2f/7NgiOiiv\n", + "ZFrKuC3DFaCTaQnnJf/mm8WUilSaYKGc66PDmpC7wB1DdSkgCJ1+oRVNsLjbjSCPqJt3MaRn3Fgn\n", + "CmkNVAsTEHqU7a6liEW9w7l/hwapH8HXoQJ1qNZNIXbXZajvXnCU3giWVipEW4N09HMPr+1XbWZK\n", + "sj8hSXTncbOacvteN3LhXK2m1LAnm1jy8Yi5R5h1aW8xVzGVSc1MOa/999vNN6MblrOHtsTyneVc\n", + "TOd51NVOPkD+Cb9gO+WmuerUvlwmN2uZkCkAFgoHCKrZR90uqLidoLowhebiSV72iCxZWP6yEJQF\n", + "X7UdpdU1qpPAeENjtL2llXdWBGmQ1OplVRgzygG+igWiMxLD5aIETRbvlZ7ERFsIuuglnlIHELZr\n", + "N2KRaWOhat0kanvh9mwhb7A51fJ04HGE5mZA8yF+IL+2YiPKNp9qLYtlD/H+vYx2agLl+gY58Slo\n", + "sdEeqNUNFdy8PMJ2F0wNxILoNCxGRU6MtbMQ4vD/vr4Rhi2eD5qxjyBN2b96SCh7zfhJoNet+2GE\n", + "7BlvMCxylCc+Q0RY7r/fbZwk8E85bcMjNMTiUhLBVmtkkdLh5S+sNOKOHaNQ0aqoLIo6KcPgYR62\n", + "JlaTswpFenZetlbsVhcahx5OWAc7nHmkgAXVAZ+MviYvkWAAEmrplq0TpcaIJokQjhUcfu183cSo\n", + "gIZkxy0i7nh1qF10YYFFCb9ofmSgCJ2NoVrb+2h/1YPOklrVPql7LTfbKAmRovtzuBbbKFuBixl8\n", + "gNwDzHaE7jaLI1n2VOUfx/Caf7dpfDO4YRqFfb0xjUeOqx18gPwTfsE0NvWTwk171MO7JBrqPCwh\n", + "X9zGG0sLeYZy3LehaWcS5mintMs5qGm7eT7y66OlRXiFU5/pwcOt+dnzlZmgfcBtzE+DH/Q8mo3Q\n", + "EBywSxdClFLKJ22yRbsKYZr1uOudJWb8L5wXg/G/ehaVt/sXttTM8htGRxEI1UsWr9N8dNcSrkk3\n", + "1NPXzUaNM07W9bGoQ4+2UsoWCtRKmplw5KTCDPStMuz7ipfdVgvREli34XxVS/NHh/Z9g9eXvXBh\n", + "dMXdcU0C7D7b8BimXwpzD8R6C+iVZqYuLl9retrC0QFjD5pH72Qa7YkYgqE82lelfDiSinRgBh7u\n", + "8vuamzOagED+5IHSx85xPMjv8jBGpx6lYexTAnUm184ZPqI3Q/yInwi/sv94WhVrQhMKm7pHZMtu\n", + "foNzB9O1PSLOoZwQvEnbYPXeZGuH9cXepFRKvoXYnl7ar3qTRXSGxCmvI9wsZtO7byymaOTFPD5A\n", + "7gFkUpo2aj99N52/22K+Gdy0mHUNvwqyWMUH6DWwn7ePoz4020bYoWLmrEor+lsdHm8bV6OKsE7a\n", + "yFBdoKKIre7bMm/Xfo1IWT8ZhgsxP/vTcG7LzjqJb6fMsqoRL6i4K3MXSacBO8avy7IK5j0vL9pL\n", + "ClndAHTg49albl1D3ha+ITp0rjaT4TXyhQl4Ihx30YgvA94OGcYdAWIC476u/rVzo8dhC9FJVh4X\n", + "YHQhWVH8ehxKJRv3xPE7SFbwqfcvO5E2XRyWrJiNeS2NyfHWp4/pcoyBJ80bNwg7++Lt6PYoNrax\n", + "P59sd/5QI5asvrJo9Mm8EvXGUKf905OhSNv5ZBHMr3EG4R46vI1ybENaD/SQjoxgZ+ij742qLbWd\n", + "Tc0L2JkjmE9op6IUSrqXDERz/fpGqU6BsFMBAvlpPfDI/tyBBe/8ucsIrvPo1mEOX/sxnmyol6kc\n", + "o3kQNWDn7xfc+foOZtv5Pw+QlqvZaQkhlnLfVux+ncdSvBmuB+g1PULV+7UZrCibpTHtV/f6JER6\n", + "/X4b9jyaYcPEj1tsWNhvNuwOvYYD+Cvhz+qnxjRYzP8EupFCAaceMlbIINFCgv9ud/HdvqXkfD3A\n", + "NWCDxuxf6JqbkCs+u35XfYqEGeysiV0x94gyK2QYMcVroYSdsC9E8YPjxEwIrnWr5q++ETGiv+Nn\n", + "P4GEkRojoa75qExpOtPThh8qa3e4hnbb+7XEqqNWvZZzhuZ2WdUV2jIt8ElPnL/dLaxksTLZf7oU\n", + "hk+mKpgct3liBq0iTKWMFAdmJAMLG0xZfU3Fru3ebp4iF4dUz40VuqZcfgiFZ/SEsJwj1x0+OncX\n", + "NYP9HBJVI2q7bTCy8waXuM9cZznjCMOPm7tfM92KEE4cIliYwzTfslOHU/yH5e2LrBXOtilY7CQp\n", + "hexFHPfG0WoEBaom0DPkrKJL0SP2IrsdRgpHV4vVDaDAvYsoUOvIvpTJUbflKNxioF10zeikAwJN\n", + "g/5qlBEedbQl+LKKPHLAQ8MnkR5rGkpfiAUE9i1ijimZwFxss3vK8NhUfFoNXmnesqo7gTmqZ7Kf\n", + "gxPdNCqhi/0+LOjwDo+cMFe3t6AGg+Xr0cJ3D+AkrPbVG+AVmuSkeg3bBmoZtjxQQ30f0zkDgo8g\n", + "D73iyPMzyg9Ax97A/5jR9IxlifzmcEsMe41NXA/KHUYLf3mAXrr/qzwgpXidwgNqLGfqm7x1b976\n", + "byc1bwY0SI3s23ooHLckqAfoNTZ8f57UWK408ZqianYJQKvrR29WYtBQo+/wJbYMTfoO5+cUUprP\n", + "uHffr/A0IkMX/pK2N5jfrjOL9AZmonPvwSAh+bY8R0R8WbAD8esnBIuJvcOdH1jebN0Rzs+hagNv\n", + "8H+8cC+59akeR+vEPbomyYr3bM57ksYdml+1LMY+zUcw7Xcv1TdDmKmMYd1sSrecizvySuHXdpiw\n", + "D24kljfHB4/tkSJk0tmZFrv9FBkVYd0/+eobR/ptZFRQegARcoKJ0YpHMh+qhFaSAizPDFxI4ly6\n", + "pzqzJyJv+1tszRpUz2FlrJrPGM3hAGgslsBKCSU76vDZflHR+n12K57EEidHZRbbFdC8vm6IMzgW\n", + "2wc+QwyDfGSrR2k0lnNORquI+lUUFVTQCKy8rCtYWqgdPM1+f2pOEOw++pyT8ti4HhovIv4a9EC6\n", + "Y68yucqNvlpw02ed7Fu6Ne3FIoi3tgW4rbSVMGOtBE7SKkLPK2PtbvoYOgirzD8EmIywynsEKwRr\n", + "lODt7jhrkLJvNucizlMfSEjB0gRffVjDnbIGWyEczH1wbg3UKpzDXKnj8QQuluke+g23pA33/be4\n", + "7j1zt55BnwlZnpNHHqTQreahPrddSdRTPeLDM876nJdz4Aq9RKe0DHV+wfG0y2Ro4vzGsN3GF5/5\n", + "zX0cakf/GxYiWAIKZW5kc3RyZWFtCmVuZG9iago1IDAgb2JqCjw8IC9UeXBlIC9QYWdlCi9QYXJl\n", + "bnQgMSAwIFIKL01lZGlhQm94IFsgMCAwIDUyNSAzNzUgXQovVHJpbUJveCBbIDAgMCA1MjUgMzc1\n", + "IF0KL0JsZWVkQm94IFsgMCAwIDUyNSAzNzUgXQovUmVzb3VyY2VzIDMgMCBSCi9Db250ZW50cyA2\n", + "IDAgUgo+PgplbmRvYmoKNyAwIG9iagozOTI2MgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFn\n", + "ZXMKL0NvdW50IDEKL0tpZHMgWzUgMCBSIF0gPj4KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL0Nh\n", + "dGFsb2cKIC9QYWdlcyAxIDAgUgo+PgplbmRvYmoKMyAwIG9iago8PAovUHJvY1NldCBbIC9QREYg\n", + "L0ltYWdlQiAvSW1hZ2VDIC9UZXh0IF0KPj4KZW5kb2JqCnhyZWYKMCA4CjAwMDAwMDAwMDAgNjU1\n", + "MzUgZiAKMDAwMDAzOTY1MSAwMDAwMCBuIAowMDAwMDM5NzA5IDAwMDAwIG4gCjAwMDAwMzk3NTkg\n", + "MDAwMDAgbiAKMDAwMDAwMDAxNSAwMDAwMCBuIAowMDAwMDM5NDczIDAwMDAwIG4gCjAwMDAwMDAx\n", + "MzYgMDAwMDAgbiAKMDAwMDAzOTYzMCAwMDAwMCBuIAp0cmFpbGVyCjw8Ci9TaXplIDgKL1Jvb3Qg\n", + "MiAwIFIKL0luZm8gNCAwIFIKL0lEIFs8OTAyMjUwQjlBRTI2OTc2RUY4Njk4NDg2MDY4NzU1QTU+\n", + "IDw5MDIyNTBCOUFFMjY5NzZFRjg2OTg0ODYwNjg3NTVBNT5dCj4+CnN0YXJ0eHJlZgozOTgyMAol\n", + "JUVPRgo=\n" + ], + "image/jpeg": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Qd4W+XVB/CjPby3HY/s\n", + "vQchJBAIM5CGUSjrK2W2QKFAB6OMQqHMQssopMwyW6ChtCmEptBAIAkrZO8dO4n3trXHp/PK0r1X\n", + "urLlvf6/51FiTUv3StZfr857Xk2zzeknAAAAAIABSotNAAAAAAAIvAAAAAAACLwAAAAAAAi8AAAA\n", + "AAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAA\n", + "gMALAAAAAIDACwAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAI\n", + "vAAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAACLwA\n", + "AAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAgMALAAAAAIDACwAA\n", + "AACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAA\n", + "AAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACA\n", + "wAsAAAAAgMALAAAAAIDACwAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8\n", + "AAAAAAAIvAAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsA\n", + "AAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAgMALAAAA\n", + "AIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAAi8AAAAAAAIvAAAAAAA\n", + "CLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDA\n", + "CwAAAACAwAsAAAAAgMALAAAAAIDACwAAAAAIvAAAAAAACLzQAwx6HTYC9hlgnwH2GfYZAALvAP4D\n", + "YcAfCOwzwD4D7DPsMwAEXgAAAAAABF4AAAAAQOAFAAAAAEDgBQAAAABA4AUAAAAAQOAFAAAAAEDg\n", + "BQAAAABA4AUAAAAAaJ0emwAAAAAA2nLl9b+kZ594gKxWK919/++ptq6WDAaDOC8zM4N+eNF5NKyo\n", + "UBy/875HqKGxkZ55/Hek0WgUt3PL7feSyWiiRx+4E4EXAAAAAPquW274MY0eOVz8/OmqNfTMn/9C\n", + "Tzz0m/D5SYlJtG3Hbpo0YWz4tB2795LVYiWv19uj9xUlDQAAAADQKXNmz6DKymrFaccFTvts9ZeK\n", + "01at/kqc3tMwwgsAAADQBxk2vUyGzS/3+O91T7ma3FOvjvvydrud/vPxKpo7Z5bi9JnTp9Dy/64k\n", + "h91BZouZnE4X7di5mxaeehKt/vJbBF4AAAAA6NueXvIy6Q0GcjqclJKcTDddd6XifKPRQNOnTaYv\n", + "v/mOFpw4j75et55mTptCOl3PFxgg8AIAAPQjmsbDpG0oJm/+XGwM6FU3XX91uIb3wKFi+u2jf6TH\n", + "7r+bkpMTw5eZP+9YemfpMhF4P1v9FV1+6QW9cl8ReAEAAPpD0HU3kmnlbaSt2CSOu465hTzjLsSG\n", + "GcC4rKA9pQW9afjQIkpPTaXiksM0aeK48OnjRo+k2ro62rptJ9ltDhpaWEAlR44i8AIAAIAKZ1M4\n", + "7DLjxhdI21BCflNqvwlFMHDtP1hM5RVVVJA/RPlBTaOhE+YeS08//wqd970ze+3+IfACAAD0A9qm\n", + "MuUJbhvpd70X/BGBF3pBqIbX7/ORxWyhG6+7klJTk6MuN3/eHPrnByvo+LnH9Np91TTbnH7ssr7H\n", + "ajGSze7ChsA+A+wzwD4TdCVfkOmz21XPa++seuwzGHQfGLEJAAAA+j6NqzHmeb3RugoAgRcAAAC6\n", + "NvA2lWIjAHTQoKnhdbs9tHzF/2jNV+vI5/NRUlIiXXP5JZQ/JFecf7C4hP780pvU1NxEaamp9NMf\n", + "X055udltngcAANAjgdfdFP6ZJ6ppnHXYKABxGjQjvF6flyxWM/3u3tvo8YfuodNPmU/Pv/Jm8A+H\n", + "309PPvsS/d+F59GfnniQvn/2mfT0klfaPA8AAKDHuKTA6555o0ogVpY8iFW6AgfjN09g28GgN2hG\n", + "eM0mE51+8onh45MmjKWXX3tb/MwjuAlWK02eFOwbN33qJHp76TI6cqSUXB53zPPy8/PIoNeRwaDr\n", + "lvvMhf7Qv2CfYZ8B9hk1lBCVbSIqOj7w5pPadbdrl7o0GNOGEI1ZTHTgf6JbA7NonIF/MgLBOBB8\n", + "1/6BaPe/pTf7uTcHErAV+6wXuN1ecnu8eOEi8PaOHbv20ojhReLn0rJKysvLUZw/JHC85Ggp+Xz+\n", + "mOdx4OUncXc8kTGrtX++CWOfYZ/B4N1nYmGIFTeStnZP8ASdkbwF88g5/8EuuX2zvSH8tazDbyLf\n", + "sb8my9F1gd8bDLx2h5v8ehdp646QWRZ2xeWrj5AvZSj2GQxag3LSWlNTE/1t6b/okh+cI467XC4y\n", + "GZWfPo0mIzkczlbPAwAACAfe5kop7DKvi3SHPu3CQK2s4Y15OXtl9Gm2SuwgGNQG3Qivw+6gR/6w\n", + "hH5w7iKxDB4zBQKs06X89Gm32clsNoka3ljnAQAAtBY0u/T2ZV0a/NbgxGm/3kIaWSD2i8tVqATe\n", + "CuwgGNQG1Qgvj8o++sfn6NQFx9PcY2eFTy8YkkulpeWKyx4pKxedGFo7DwAA+riWr/t7JPA2xQiV\n", + "3s5/na8YOeZaXG1w7ojfnCL9fmeTeLxq4da49ndkfWMuWd4/H88JGJQGzQiv0+mix55aQgvmz6X5\n", + "x89RnFdYkE8ut4e2bN0pJqdt2LyN/F4vFQVO5zWgY50HAAB9F4dE8weXi6///SlDyXHGku4Lu42H\n", + "SVfyufp59mryJ+Z16va520KIp2iB+u+p20PWj29o482wCU8M6BSe6P/+sv/Qrr37gkFSp6NjZk6j\n", + "yy/9gTh+822/oV//8meUm5OluN7d9/+eautqSa/Xk83mEAOKZ3/vDJo+ZSICb1da/eU3tGv3XtFd\n", + "4a133w+f/uMr/49mTZ9Ct1x/FT374uv0/F/eoMSERLr5hmtE2GWtnQcAAH1TKCRyv1pNRR1p6/aT\n", + "L3VEcMRV1zVdA8REtZW3kbZiU7c+FnmYdk++XP3xbn09rvsL0FHbd+ymP73wKv3o0gvoxmuvJINB\n", + "T802G1VWVcd1/Vtu+DGNHjlclItuC9zWC395k5q/v5iOP242Am9XOeWk48UhFu648NB9t7f7PAAA\n", + "6Ht4klbkiKsoC/B7xagvdyzwB8JvpzsoOOq7JewaNr1A2obD4nE4Tn1KcZ4/qUCWhKVWYxp7Tdwh\n", + "3W9IwpME2u2lN/5GV/3oYjFQGMKtWxOK2tfyjgcNuT3sdVdfJtY2mDfnmG4fSNRj9wEAwECjK47u\n", + "jqDf9lcReEX4rT9ExAeu8e1Ef1pts/pENflKaNqmMvLGWdLAYdT4xf2kO7JGeiwVm2Ne3t9Gn19f\n", + "5qRAaC5XdmngsgYE3n7htTUl4tDTLp9XKA5y5RVVVFvboAi7nTVh3BhRNnr0aJkYXETgBQAAaM+b\n", + "m0o7MMXEr9BpgSDYqf60DvWvcv3WrA4t/asJhGN52BWB9+An0pF4wrnOSL6kAvJb0sl56tPiJPO/\n", + "fyhKOoKhOtjNAaA96hsaKD1d+QHrjt88TA2NjVRbV09LnnyYUlOS2327aWkp1GTr/smlCLwAADCg\n", + "8ChpuMyAa3Vb6ZIgRj47EXg1znpl0E3MI19ibsdvT6Vfrv6QFHh9CW3ftjdrIjlPe1Z5vyK7OQC0\n", + "U4LFQnW1yuf7I/f/Wvx/7U0dL/usrqml5KTu/8YBgRcAAAZW4OVShVBATB0p+tfGGm3tbH9ajUO6\n", + "XfeUq8k99Wrxs+nzu6QLOarjvz1Zr13phqXRL39CxNe+enN8Nyyr9SV33w+8/KHFsO5ZMVIu7nLL\n", + "dh1s1EoLesuQIbliktrW7btE/W1X+G7jFkpKsEZ1dEDgBQAAaIO2epcs8I4gjTk9qkyg1YDZnmDW\n", + "XCaFUavUn92vl00ma0cf3rYCuD9i9FhtxTW/NSf6NFmtr8bV9zs1cGmHfu+yiG1TSa7j7ohzO1aS\n", + "6ZObxAcEHnV3HXtr9PMk8MGot5Zb7pcfJDUauuSCc2jJS6/Tj6+8lCZPGE86nVasSOtvZ42M1+ul\n", + "dRs206tvvktXXnZRj3S+QuAFAICBFXjrD0pBLxB4/e7G2IG3I0vu+rzhhR/kI7xtTSCL677LArgv\n", + "Y3wgvO+ICLxD4kgmOpV3e9lIcH8Y4W0qUxw3bA62mHPPuiGuDhM8aTE8MTFAEXgD+093+AsyrbpT\n", + "hGFv/lxyzf4lXjhxOPGE48hitdDS95fTU8+9QglWswi748eOIrNJWoH2ngd+T1ptMMSOHzuabrnh\n", + "GvHzk8++GDhdJxYCGzGskH523VU0YdzoHrnvCLwAADCgaOr3S9mGR/B83tiXbWdJg1jMYvlV5Esf\n", + "T97sKYoaXr9JNmHHmNihgCkP4J7R55Kxdrfi/vvi6PbgN6WonCYb4XX2zRFeUcaw/s/Bvsl1+2MG\n", + "YX9a64GXrx/Zk5hbthm2vUHasvWkbTgUHoHnEX79rvcQeNth9sxp4hDLU4/dr3r6735za6/ebwRe\n", + "AAAYULS1B2SBd3jgBL3qaGlHAq9YzCIQQLVVW8VBvoKaoqTBkNihgKlpOhr+2Zs3i9yTLiPD5lel\n", + "202IKFdQ69qgt6jccVmJRSCA98kaWWcT6Xe/38b2KSNKa31EUFu1PbonsddJ+h3vSLfTBcs9Qz/7\n", + "u4BNAAAAA4XlvXMUE9Q4kHKoc5z1svqbYN1+Mi+PL+zx6G7kYhbywOy3ZHT6/stHeDlA80iyXOQS\n", + "xWqjuWohWHE5V1O4RpZLBfhgfWMumZdd0qv7Lp42boYtr5Lxy0da30810e3nLO+fjxfHIIcRXgAA\n", + "GBDEV+Fx1uTyZLZwX9qGw1JYbrk+l0I4zv6bMmxtUgnN8nIJ+XLFOpPsMvGNJson0ImRV62OfBnj\n", + "WkJ7Nvl1BtVJaq2G29Bp8hFeV2NUjWwwbNf07v5zO9r+0FG9Qxxcs26K2ZNYbSQfAIEXAAAGBP4q\n", + "O17Okx4h84dXi6/2Rd/e+kOKsKwW/iJHd1sNnZZ06bbiXPJX2yTv+JATDr72895r54ZQmbRmlEKw\n", + "7uhXqt0peDuInsWy4C5CvsceCMlNcXdI6LB2tG9rbcGQeAIv7x/5fjF89ydyz7wRLyIEXgAAgD4e\n", + "eGVfZXvGnt/qRCQxYppcQJqWcKQ7uKLV8Ke2Slu8dBWbxNfwsQIjhy1t7e5AYJfaqfnjXLzCr1a+\n", + "YMlWuZysS0PgccV6PBp7taJsItQdgbmn/UQR5Lta+9q3qS8Y0tYoPz8v3BMuFY+RyzjCj3P7XxF4\n", + "EXgBAAD6QeCVjez50sZEh52Ri1rSn1cEWX9SPlEo8KosRSwPf/JyhsjRwTbDWeNh0gcOkV/D821y\n", + "H1/9vg+jruOzZsd348aU+IKxKb6WaTzK7G15zMZ1TynPqz9E3u4MvLKgKibsTbma9MWfKSabSZdV\n", + "n2zY1ig/Py9C+9RbOD/Yrq6lLIVLXLjUBQbo3wdsAgAAGHCBN3Nc1PmuuXcFD/N+E7xMcoEizEXi\n", + "iU584NHecDmDVhe4/n1tB8yE6PZh2oiRRx49VQu74vpxtB+LGeoSVFatMlikwB9JXnvcUlbAjzky\n", + "aGoaD3XvDvR5pB+zppIveyp5AwfVcBxjwRBtlaycQWX0W/684LIWb94c6bqdGMWHvg8jvAAA0OWa\n", + "nB56b50USrp7eVQecQ2PEAYCnC+l7ZE6f3Icq2w5m0jTLAVVX1KBGH3kQKoIXfLQGOs+Bu6fJhCY\n", + "dVXbSFu2ofX7Fu8Ir+oviq7h5RFeDvtqAVuMdB78JHhVR034cUeFyfruDbxqq9b5MieKUVc+rvHY\n", + "SVuxKbwtFdcNBHTTytvC54vrpo1WHFd7XvgyRocXJdFW7yQafgZevAi8AAAA8am3eei1NSU9Fni1\n", + "5eulAJc1UX3iVgQflzS0FcJ4Uptd3iosOHrqzZlB+iYpPHqHzGnztoxrH4i7i0T8NbxmlXCbEv+G\n", + "M1gDgXIk6agl8NpbRnhVSgZC3SzaFWL58X74C7K4nWLk2Z9YGHvym1/W8aJl/4mWcovfDObVI2sD\n", + "obYl8DYfjfpgogi3LUFefpp77AVRzwt52zcReAGBFwAAIF5VjcoJSD9/eyvptBp69IIJ4v+upiuX\n", + "Rkx92TPiC4tJBfGFNlnQC3VP8OVMJ5KNlnqHLlDetkqta3uWMQ4F6zYvp1abG6NdlxpP0QLF7wrV\n", + "Jmu80S3CeIWydu+X4k+JavYR73FdI2/HDcFlflU+kGhs5dLjUikJkd9PXek60u98lzzjLgzeN3mH\n", + "C0OSmJDoS1eWtahNSuO2b+HHxyUNsmWjQWn5f1fSnr0H6OafSn2rn3vxdRo+tJDOPD3wPPL7admH\n", + "/6X/rVpNDoeLLBYTnX7yibRo4Snhy9953yPU0NhIzzz+O9JolH8Hbrn9XjIZTfToA3ci8AIAQP9Q\n", + "73Arjm8qbhD/7yproglDkrr898lHeH05cQbeQFjkcCQ6MrR227KRP39CcOTVy4GXyxhaOjl4Ck5Q\n", + "3nYcJQ6qAXTkouBkuTgnmXUUj37y6mr8tT+Hx3DobBk51diiW4Tx5LvItmVthgy1yYC2inCNMndV\n", + "MH5+V8t23ittP61WNfDK+ycbN74gtpXGUU/egnmyDzxTyHny72PW+UbeZrg8xW0jbc0O8mVOwgtY\n", + "xcJTT6Iv1nxDW7fvokkTxtKO3XvpaGkZXX/NZeJ8DrvfbdxCv7njF5SZkUY1tXX0zJJXAjtZQ4vO\n", + "ODl8O0mJSbRtx25xGyF8W1aLlbxeb7fdf0xaAwCArg+8drfq6ZtLGuK6PodQ49oHg4c2VtYSb2ay\n", + "+lJR0hAn+8Ur2pyZL//6PFRbyiHJdulnZLtsrfi/PaOqyjuuHE3kOlvnKX/o1qDr+N5rYsKWr2WJ\n", + "XrWewRpnvfrdbYy/rIFHtCPLDMTpsn673FVBV7ZBHOQfPNRqmPlDgGPRa9KHgUBANWx9Q6wYJ79f\n", + "fnPL+S0T9UKHmNtE9gFJV7YRL95YT9XAh5BrrriE/vLWu+R0uui1N98NHL9UjNS63G7690ef0E9/\n", + "fLkIuyw9LZWuu+ZH9K8P/0NutzQh8bjZM+iz1V8qbnvV6q/E6d0JI7wAANDlaprUA++G4nq6+Ng4\n", + "amebKxUTrFyzfxE1ssgjfab/XB9d79rO0VXx9XnLqKEaXcVm6bKJcU4mMyXGF0Dz5oQnTXVIINS1\n", + "BwfdqMcvC7z8wYFLBThMqu6XhmKiOFt3iXIGtdtwSh961JYBDl7ZFPMDAk9ki9xm2tJvZfszKxyQ\n", + "+QNEW+TlKboDgXA26Yd95nX0l90f0Ct7/t3jv/eq0YvpyjHfizp95PChNGn8GLr3wSdo0sRxNKwo\n", + "WBZUUVlFCQkWys1RluLkZGeSxWwW5+cPCb5OZ06fIsojHHYHmS1mEZ537NwtRpBXf/lt9wV2/FkG\n", + "AICuVtusHni3HmmM6/ryiWLB49Ffset3vRdcJU3WTsoz/qJ239fIwOzNnS5KHaRE5JWFwzhrawPX\n", + "b2tkUdzfUYtELTF3fmjrsqq/JxDqQiO1HcW3Ia9BNn77pLJjgqy8gtuztVUCEt4/8nIG+dLGjjop\n", + "hMRYFa21BS64s0JUmJFPODO0r2RGlKfIPkRB62bPmE4Hi0toxlSp9KOutp6Sk9S3O59eWyd9Y2A0\n", + "Gmj6tMn05TffieNfr1tPM6dNIZ2ueyMpAi8AAHQ5bkumxu6Kr0ZP06TsEiCflCTO5z6xES22OOy6\n", + "Zt3cgcA7RHHcedqz5BsyS/2yCVlx326o729rfDnTyH7uu+Q89em4RiNVA9vQkzu9v5zH36/cvh5p\n", + "hNeXNlwKsfv/Q5a/LxalJiGWpd8Tq5aJkeHQ9eXlDFzjPGqxbN+Whq+ntlyzv43AKu+sEL5NZ50s\n", + "oKe0c//nKX5nvIF+MPL5fPTWu/+gSy44l958+x/iOEtNSxGT0dTw6Wmpyn0yf96xtGrN1+Lnz1Z/\n", + "RSeeMKfb7ztKGgAAoMtVN7s6df2otlgO5Qivfs8HwQlU/CacOoI8Y84Ty8Z26E1cZZEHv16lJtdg\n", + "bTOMqQYqU6oikPGIrJ9LHjS6Lpmc5hl2Chm2vUG+5KHkSxnasRuJqCWWd6bw5c4WNbZSwnaJDxsc\n", + "0MVSvi11vzwyLO7PuAuV5QyFcxXbWFxHtHtTX63Olzu99f2VMS5qmyq2d0d6GPP+CAVd7kFsSOoT\n", + "ryMuK1ArLegt/135OQ0dWkjnfO90McrLx7kUITsrk5ptDiqvqBJlDCF83O5wiPPlxo0eSbV1dbR1\n", + "206yB643tLCASo4c7db7jhFeAADocpFtydodeJsjRnQdsnDk85J+11Ip8I27qMNhVwSkhJzoE/XR\n", + "/W29ubM6FqgzlZPouB6ZR5F5VLcrcEmE7eJPyHHWy+FV5Dp0PzNkPWllZSK+rCmxQ0TNXuVngo3B\n", + "JZgV5QwjTgkEyhRZ4K0nTSuLWES2eIsOtFlkv3C52Iaq5xsT2r8NDYmKQA7R6uobaPmK/9GlPzhH\n", + "HP/hxd+nf32wQpxuNBho8cJT6M8vvR4uX6ira6A/v/wGnbNoIRkMyvFVnuh2wtxj6ennXxGjvT0B\n", + "I7wAANDlmhyday8k78kqjstqeHkBgtDX4jzS5xnRudWx+CttsXqaVQq+aiOvbQWx2EFytGKSVadW\n", + "UetGntGLyahSU+tLzI3Zvk1Tr6x5DV1G0Z1h6InkP7xFOu6oDgRqKSh7h53acluHAvu1LKrFW8zt\n", + "Kiu1UOzPDoya+2WTDDVuB17AKt7421JafNZplJQY3FYZ6Wmiz+4bb79HP7v2Sjp70eni9HsffJxc\n", + "LjeZTEY6bcF8RUsyufnz5tA/A4H5+LnHIPACAED/FKstGatpdlN6goEMm14On8Y9YYPpJ9jnNWrp\n", + "WNnX3/pdf1eENOpgz1t5QIoabdVGvD2q9NqNO/BG1Jz6LRl9M/AOO52M3/0pqkMDfyDg9m2Ma3UV\n", + "m0mly0JU/1suBZF3gmiuJL9shNeXNqZDnRFi9VHuWEmDLCS76vECVvGz666KOu28sxdK+12joXO+\n", + "d4Y4xPLQfdIqe9lZGfTmS9LrrjB/SLctOoHACwAAXa6s3tnq+WLiGgfezcrAy1+jm5dfRb6UEaSN\n", + "CE3yXrjyhRI8vFxsN4hc6YzrYzvaa5drTrm2VoQ+ja7TAb3bBB6fZ/gZpN/9vuK01mhrdkcHXndT\n", + "9PY0yyYtOZQlDR2uO6ZgH2WuLzZ9fENwmWTuWNGBldLkNduaGC3ZoH9D4AUAgC4Vq0NDCNf35qdF\n", + "1MgGQoZp1V2iPldePxoOITEmOMW7BG+nA3ByQcevG7iPjrP/1i/2nWfU9xSB1z363JiX5ZCprY9u\n", + "46VxqgRe2QhqsJXcbtm2LerUfeY2crx9OxOc5Z0dYj3XoH/DpDUAAOhSDfbWA6/do6zvbfRZ6OF/\n", + "b6cbDi6miypvI5c/eixGY6tRlEB0e8CN+Frcl1QwKPYdT1wLTV7jNm/umTfGvKzo3OCLrtXWNLe9\n", + "pK88VHYmqHbZbehlC3h4nXgRD0AY4QUAgC5V2RgdGCxGXbgHb71NWd9b70ugj/dyV4eR4vhXrrE0\n", + "37RNGZDcjcESCHvsMPX57mqalJ8s6oM7TaP8Wtyf2L7A6/L4yKjvn2NK3O2hU5tOXo7S0SWXe5jf\n", + "KtVVKzqCAAIvAACAGrUR3jG5CbSpOLikbG1jE5k++V34vAqfsin9bTVXUp6uht7Pfij6xvcsV/2d\n", + "z608QEvXlZJOq6HZw1PpwfPHdy4AmZX3yZfS9tfuXMpxx9930JFaB9ndXvrrtTO7Jnz3M9qGQ7Lt\n", + "mE6a0M+t9M7t/Tstq6v2uvAiHojPS2wCAADoSnUqHRpGZEojfU6HQzHxrMYX3eS/yW9p1+/ksCuy\n", + "is9PX+6r7fRj8OuVv9+fVNjmdYqr7bT9aKPoUMEjvG9/fXjQ7HPvEGmlLG2VNDrvk61MF9mPuC9R\n", + "jPBGtMSDgQEjvAAA0GmhdlW86lmN/r6o80dmS4sBlDcoR9DqfNELBXBdb2fwaGuiqRNvcQYLeUYs\n", + "DIYfXhFN1lYr0sI/fCUCbqRlG8vppycPHxT7n8Os7uhXwcAoK2mQ9zaO7EcsgnIbq6r1GI1shNfv\n", + "xQsagRcAACAiK8j6oGqaK6lGJwXaMyZnU26ySdTwhjgczjYDL6v2JVFaRq5q14Y2A6/D26nAy1+/\n", + "x7NqGQdrtbDLYp0+kHCPXp7g58uZETgWXfvLJQ3hwJseXWYSa7W0Hg/sspFo7hMMCLwAAAARqaVJ\n", + "EX4bnFLgXTw1hyYMSQrX74qA6/RTuLAzoNSbph4Y/QbyFs5XDbw8AvxM4/fI+dFeqmlyqQZRIlO3\n", + "P/TaJner53OJBdcVD1TuSVeIxT80jTHKN2SLbHA/4r77qU02SREjvAi8AAAAUVkhYiJSvU0awU1P\n", + "CH5VnGCWAkUDd2mQDep+aFNfWvSlptMou3goXatyHtf4LrMdS7SlQvW6zY6eCS28alxrdpU1icDP\n", + "LlqyjiobpXC+8ra5/X7f+w0tpSfGRFGeoKvepVipTV4Kwv2I++rENXkbuqiV4iDKn154lfw+n+rq\n", + "a7HOv/m235DX6yWtVksWs4XOP/csmj1zWvi8X//yZ5Sb0319tRF4AQCgc4HX7VAcr2zyygJvsEuB\n", + "vLzA5pFGPCNrdY1aH7l8WikI7yC6et5C0jYcFqOIobBU4U1p9T41uTw98tjLGpSPnR+vy+MPL76x\n", + "uaRBBF6eyCYPuwOGOTiCK5ZnPu1ZMmwIq8/XAAAgAElEQVR6gQybX5UF3oh+xlzrG1HH2yd0YHW2\n", + "warZZqMDh0pI4w+8zpqbKTEhIe7z777tFhFqDxaX0O8ee4aGFhZQTnZmz+xi7DoAAOgUR7XiqNcv\n", + "C7AtvWizkqRJQWU26a0nshvDhPTokVmupXWc+ULg/7vDp9n9rS/P2+TomcBbKxvhvXD2EFp6wzF0\n", + "wynDwqdtKK4X/+8obRqQuz6yfZs/WbkAhLw2VhzPGN13H4ts1T6M8sb2xdpvaOa0yXTs7On0xZpv\n", + "2n0+G1ZUSOPHjKS9+w/22P3GCC8AAHSKJo6+pVzHygeuaRUh1q8no8ZDtojgmp+io41VyuvyyCgH\n", + "ZnkgqVZpZaYIvM6eKmmQHntGS/nG1EIpBG490kiP/2ef6mIcPOqbYunffXoj27f5kvIjArGyu4Xa\n", + "xLU+QyuLRH2kjvc/r+yijwKHnnbmVWNpYeCg5tNVa+kXP/sJ6XQ6euyPz9GZpy9o1/khTpeLrFZL\n", + "z+1e/KkGAIBOBV5bfLPa5aO81b7kYOiTdWhIMWspK9GoEl6Do7Ui8KaPFF8/1/vbCLw9NMIrr+EN\n", + "lW/kppjEgfHqcss3l9O3B6LrVnmBiv6OuzQojicViFpeccibFbXSGk9c46WLvfnzyDNyUZ96LL7E\n", + "XCkcoVODqj37DlBqSpIoQ8jMSKOMwGH33v1xny9eE3Y7rV77DZVXVNL4MaN67L5jhBcAADqZFKRw\n", + "Ka/JlbciY8E63uBIJ7ci49XUeKQ3ZFSmiVISuL5XGVYbbC2B15RKdME7ZGu2U/2qnUTf1isuJx9B\n", + "bnb2TOCtlo3wZiZKXSGmFqVQWYwJdSGldQ7KTzP3q1Fe79AFpDv0aXC3pwyNDsAttbwxA3LgQ0tn\n", + "ly7umSSPTg1q/rdqDR0qOUI//fmdweeD10srA6eNGTUirvN/99iTlJiQSMOGFdJdt95MZrOpx+47\n", + "Ai8AAHSKprks/PNhrzQBJT/VrLicvFNDqAZXXpqQmZZEZgsHVpvielVNEeUAWh2VOaQ3ymOGp9JF\n", + "s/OprN4hygfYxuIGem1NCV0+r7BbH3t5vXTfMmUj2NMKk2mFSuDlmuZQf94HP9gjjvenJYidx99P\n", + "hsx3yZszTYzUDiT+hCGBfzcEn9O2ij5xnxa2UlrQ03hkdsfO3fTcHx8SnRaYx+OhW26/V5zH2jo/\n", + "NGmtN6CkAQAAOpkUpNGwI16p7yqPXsqFalxZZUuXBXeq8ivNrBRr1M3b3NGjbQ6XdNrCydk0Y2gK\n", + "JZqlMZy9Fc0i8HYnHk1WK2lg8jrekOsXDKNbF45UnNbvliAOfNhwT7hkwIXdYMqVfSPhc+F1HWH1\n", + "V9/SrOlTwmGW6fV6mjF1ijivrfN7G0Z4AQCgczmBl99tcdgjBd4hEYHXbJACRWiyWlnKHAqVMPCK\n", + "bAZzdG1ujcriDnV2WdC0Bm8rxRw9SvrQh3vESHNXj/Ry0L3ipQ2K1dTkJRyhGl65nMBpmSo1yoNp\n", + "CeI+/blN3qXBVt2p2zJsernldirJddwdA2L7rPxsLf3kqkujTp9//Gx6+bV3xM9tnd+aex74fSAs\n", + "B1sWjh87mm654RoEXgAA6EOBV9aH96BH6rsaWdIgn7T2aP0F4kClnojLRAfFWpXFHeQjq8nW4FuZ\n", + "2Rj9peUn24KTj7o68G4qqQ9PpmNTi5KjLjMqO0GMNIcDb3JwMtvwTKvo0BB6DKHQzMcf+HdwRj7X\n", + "Iz9+4UQ8uXqSvEuDz0XGdU+Rfsc75MueSo4zlsT5Wmgk45ePhOucxf4dIIH34d+qP45RI4bHPC+e\n", + "89lTj93f7fcfgRcAADqMQ4G2ekf4uLyGtzBd2XIoZctzgX8Xx7wtDsSWQGg9Y3I27StvDofFtkoa\n", + "LC0jxz05+Uu+VPIP5xbQVccXRV3mxLEZisDLYZfv48tXBVeXOvmxteHznlt5gA5V2xW3+9aXh+mk\n", + "cZlRpSHQPeQjvIZd74VXjOOlrU0f3xD4FGIlvyWj9QDrbFKEXeg7EHgBAKDDYZdHwOQOe2ST1tKk\n", + "wMsjXyna5lZvj0c1ORDefuYoEfx+/vZWcbpaD1v5qmWh8gEOy8eNTKMv99VGXZ4DJa+AxiOrC8Zn\n", + "0vi8JMWIc3ttKJE6RMwsSlW9DIfVl78oFvePR65bC+RL10UvdMDX5cPY3ERa8qMpeMJ1d+DVyZ4P\n", + "suWR+Wdd2YbwUdesm6LarYVom8qwIRF4AQBgoOAAGxl2ueNCXUtfXYvOp+w84GyiDG1jq7eZLqtv\n", + "lXd0CLUlY40OD9359+3h4/K6WQ6UD54/XjFyqhYoV+2qFuGaJ7o9+oMJ7X7sXHpQUh2cdc5dFsYP\n", + "SVS9HI/Mrrxtbqe39a6yJvE7+0snh37LnBHXxaxvnxr+2TtkDjlP+YMsHDdhO/ZR6NIAAADt54x4\n", + "YzdYab12ZvjoOHO5mLgTnrwTCAK8slprjLLZ3cGevUF2WUkD966VL+KweFpOh+4+d1hQWwwiHptk\n", + "o7scdkPLJ3en3eUIUt3Nr2//Bwpd5WYin/T81LgasSH7KIzwAgBAu8n7lHKLKl5MYN370sjqTO0W\n", + "Mmz+b/CyzWWksVdTnq621dsMTT5j8nKDMlmvW+61G8ITxa47aVinHgfftlpHhVYDr6zOdppK+7HO\n", + "ki+gEcIjynNGpOGJ152BN84RXgW3jbQ1O8iXOSn4XG8qxYZE4AUAgH4Vat2NZPj2afKbAqFObyH3\n", + "1Kul87xS8PQbg2UMGyq5vCA42jXDuE96o9n3ofjfoklo9fdZZG3LOPRxuYK9ZXIad0TgUV8e4Q0Z\n", + "kaleR3nqxCw6WusQtb/1do+idVikYKeF9gVeef1udwTeO84aRceOTKP31pWGewnvr7LhCdndDBbR\n", + "kYEnqXGQ9VvSSeNqCjylW+/JqyvbKAVelDQg8AIAQD8LvPWHwmGVKQKvrE+p35ojakyL64LhlEsX\n", + "JhkORd1eahuT1hLNyqWIUyx6KfA6vFGBNzdFvXvBnYtGh3++8c0ttP1o7K+Zmx3tX0I2VL/LYtXv\n", + "tgdPtDsQCLR2l0+Ub8wdlS7CPofp1ygYeA9WIvB2N14WWbQf83lJ23g4uHQyT1gr/Yb0u/8R+H+d\n", + "6vW05euJJv0weMTVJHtdZGGjIvACAEBfZl52CWnrlaHV9MlN5Dz16WDgdUqjnGRMVNS1cthtq16X\n", + "TRiSpAij8rpdlp5gDJcz8Ggtlx7IA29OHKUIEwKBVP47HrpgPK3cURXuz1vW4KCpFOyhe9mL6+lI\n", + "bfD2CzMs9NrV09u8/c7U7x4/Op1+NK9Q9OtVMyxL6nIRul/QA7S6YNhlBit5i04KhGBP7MBbuU36\n", + "INh8NPyza+495M2bhe2JwAsAAH2Rxl4TFXYZv+Fr6/aTL3WEom2T35CoqGudYdoXd+Az6DVk1GkV\n", + "HRpCEkzSiG9zy0ivIvAmtx14JxUkKzo0DMuwUpLsdpucwdvldmXyUFnb5BblBNz+7LoFQ+nhD/aI\n", + "8ohGp6fLtvP9541r9Xx5G7OmLvy90JFPgLHre7n0R+OsI8v7FyhfF8YEbDcEXgAA6KvEV7Sxzqvd\n", + "IwIvT0QLv7FbsxV1rfL63dbMGp5KFx+bH/N8eQhe8ulBWr27JqKkoe3Ay/12w316DTrxc7I8SDqC\n", + "QXLrEWXZAwfMUP3syeMzVXv79kR3BugbfIm5UadxyQIvHSxeFzW7lL17KVgiMdDced8j1NDYSM88\n", + "/jvSaDSK8265/V4yGU306AN3iuObtmynt5cuC1y+gbw+Hw0tyKdf3nQt3Xr378jpdJG2pSvLqBHD\n", + "6Bc/+0ngth+luvrg35Ga2jpKTwtuv4z0NHrgnlsReAEAoGvpyjfEDrzVO4mGn0Eaj/TmXuezKupa\n", + "1ep3QxZZv6XK5GlUT2liid3WcA1vCN++/HdwjWs8K6txt4e/Xjsz6rSQsoZgyURrdb7fHVJvXzZ7\n", + "eM8GmldWF4v/1wSCf1GGRUzG477D0P34Q11UCM6eSrqDnwRfF2Xr47rOQJCUmETbduymSRPGhk/b\n", + "sXsvWS1W8nqD35g022z07Auv0T133EyF+UPIFwi8xYePkNEYfO3dd+cvKTdHWeP80H23i/9dbjdd\n", + "/dNf0nN/fKhL7zcCLwAAKEOtbISXZ6ozLnMIB17mlELgXjt3KpBmsrdWv3tPyjvkPHEqeYvaXjks\n", + "yRT7Laqj/XdZolm63eaWEd7WAu/6g/Wqp/PSwT3pzbWHwz8faOnawEsXx6oBhq58UeiCXRtaXgci\n", + "8CYXUKg4Rr/rn9JlDVbypY0W1xmIjps9gz5b/aUi8K5a/ZU4ffWX3wY/BNfWk9VqFmFXbD6tloYV\n", + "Ffbq/UbgBQCAMEX9rs5I9vP+ISaoWd47J/jGVbGJjGsfVLzx728yhQPvhFwLeXOnK5ZijWKMr5VX\n", + "Zoylf3lCWWf676aYpZFhDrq8hPGOo7HbSfFKZyG8zC/3yOXJdNxNobvxKDbXF8eyo7QRgbeHcJ9e\n", + "+fPenzxUet24pQ9MnqIF5Jp7V5f8zsa33gsclvb4Y036vwsCh/NVz5s5fQot/+9KctgdZLaYRXnC\n", + "jp27aeGpJ4UDb15eDlnMFnrl9Xfo3MVnhMsTEHgBAKBPkI/uerMmitDLtYreoQtId+jT4BvHwY/J\n", + "r5fKEfbWSIskLJiYS86Zz5L1jdhL6voN5rjui3wkVq4g1dypxygP0txOjQ/x+unJw2hyQXKP7Q/u\n", + "1LCpOPb947rm+WMy4irvgE4GXi5R4B69LXxJ6vXn/oTcAb0djEYDTZ82mb785jtacOI8+nrdepo5\n", + "bQrpdFJNO4/o3nvHLbTso4/p7vsfo+HDiuji8xdTYUFwm9330BPhGt5TF5xA3z/7TAReAADoHB6V\n", + "Mq6+p+WILtxaTI28fteXPSP8s/P4+8nccFWwKb/XRRpZM3554B2V1fZoY7yTeRKN6m9R7V0ZLTpI\n", + "x/6qWW2VM7n8NEuP7jteXEPeASMSL4980ZLvRMeLuxePwZO9OwOvRVnC4k8qEBM4tTyBU96dYYDW\n", + "7srNn3csvbN0mQi8n63+ii6/9IKoy/Do74XfX0wXnLuIVn/5Df324Sfp4d/+Ohh4VWp4EXgBAKBT\n", + "eNRWXmLArcVCo7VMvqCEfITXlzNDdiM68ow9j4xfPaa4ba8hkYorpclkI3Osbd8hQ3yhMVaf3VgL\n", + "TsSLR0O5DIDrXyPxRDq10xlPlEtP6NmR1MKMtrcnT17j3sIIvN0ceCMWkhALVSx+kwybXiDD5lel\n", + "0xO7LvByWUGs0oLeNG70SKqtq6Ot23aS3eagoYUFVHLkqPrfH602EJDn0NffbqA9+w703t9BPIUB\n", + "AAa2yK4LPEpr2Pxy+MBMn90hyhBC9bsvNZ9Jr+xNC7fmYp5hp4sJOXJ78y4KL93L3Q8STW2Po8Q7\n", + "wmsxaumMydlRJQQ5nRzhZbEmnHELsljyO1lK0RHDVQIvt0Nrq8MFdEPgTcxTP11WyyuOWwb+Cmvc\n", + "kuyEucfS08+/IkZ7I3FbseoaqZVfWXml6NIwbGjvTVwbdCO8JYEN/uDvn6Ebf3IFTZooNf1++Ik/\n", + "0cFDJaTTBb/qmj51Ev34ikvFzweLS+jPL71JTc1NlJaaSj/98eWUl5uNVz8A9AuRfXXDnRZkAVhX\n", + "8rnitJcaTiFaGxyxuXxey5tUIOx+knQpHVv1Fq1zjaKJhmLam8OT2XaLs2NOnuLZ6r72L+HLI7G3\n", + "nzmK1h+qp1+9I61mFc+CE205aVwmvfxFcfg433cuZeDewC+sktqq3fW90dTo9NK503unLpNreKcW\n", + "JSvKGrgdGpd1hDo1QA8FXqv6h6TIWl5/wuBYUphHbf/5wQo6fu4xUedVVdfQ8395i5qbm8lkNFJS\n", + "YiJd8cOLaEgvZqdBFXh3791Pz/z5FUpOSoo6r76+kR594C5KTVGOJPj9fnry2Zfo6ssuocmTxtGG\n", + "TVvp6SWv0MO/vQOvfgDoH4E3YtW0yMBr2PSy4rhn/EVEpdG389zKA7R02zjS0W/J2/IFYcrHB2Th\n", + "TH3U0Zs3h3RH1nT4/qdFlBHkdsEIb36acrT2lwtHig4M3BGBAybjet5TJvRueOHQ/8eLJ0Wd/vnu\n", + "asUKcowXy4hnhB06GHhjjNxyLS93JhE0OvIbkgbsNnjoPin7ZGdl0JsvSfMBuAVZaNGJMaNG0BMP\n", + "3qN6G089dn+rv8NoMNAbLz6NwNsZa778hm66/mr69/KPo85rbGqilOToJymP7iZYrSLsMh755ZVD\n", + "jhwppfz8PDLodWQwdE+vPavFiL8w/Qz2GfZZn+OIXjSBW4vJKUZ3L36fmvS5RCvXKLbRkyv2hgOW\n", + "V1YNJ2+ZNaUoVXV76gqPIXLVEvGkH3Nqu7d5foaGZgxLDYfQvPSub8M1PCcpcL8M4r49f+WMPr9b\n", + "ZwxPp5HZCVRSYw+XlPB+6avP5wHxOtMEXhfDTgoksiTlY7JkE539ovRYI67mdnvJ7fES9K5BFXiv\n", + "vOxi8T+v+BH1BqDV0j0PPE42WzMlJibSZZecT6NHDqfSskrRT05uSOB4ydFg4OUncXc8kfmFZLO7\n", + "8AztZ8EJ+wz7rK/RHdlI7RkPtRly6Nu91YrT9hxtoLe/OtzmdbMTDeHtKX/TdyaNJu/CC6UT2rnN\n", + "jRqixy+c0OX7jOuDWWWjM/A7/P3quZBo0NCLV0ylS5//TvQEFpvV4Q48Bi1eZ933SIhOeKjDz2NA\n", + "4O0Tnnn8gfDPW7fvoieeeZ6efPg+crlcov5E8cfXZCSHw4mNBgB9nrZG6hvqGXMeaZx1ig4NynQc\n", + "/FsXuerYim0Vcf2uWBOp/OaUPrltuD4YAAbJ30Jsgmi8XF52ZiYdLDlMpkC4dbqUn+LsNjuZzSZs\n", + "KADo+3/kq3eEf/aljxP9dHkRCTW+1JGqgfffG8rDP3OdK0/w4k4B8fLrLdgR3cQiK6njGl4AQOBt\n", + "F4/HS1arhQqG5FJpabnivCNl5ejSAAD9L/BmjhMdEzj0csP8qMCbNlp0KthdpuxDK6/TvXPRaHrh\n", + "iql09QlFisu0FoBjtXOCzku2Sl/UNjtQJwoQC0oa+FNxczPZbA4x45B9vW5DIPB6KD8vTyyV53J7\n", + "aMvWncEuDZu3kd/rpaKCfGw4AOjTuHxBY6sMHtEZyZfSEnIDoZdnllPd/ojAO0K0urK71IMTd0co\n", + "zAiO1kb2wuVWWYpBg5GLsAMAAIG3L3E6XaJdWUNjI+n1esrLyaZbb7kuvC70LddfRc+++Do9/5c3\n", + "KDEhkW6+4RrRdBkAoC/TVm2XwiyXK2ilr7/9xuiuNP7U0bT1SGPM25s9PC38c2Qv3MiFHFxz78IO\n", + "AAAE3t70q5uvUxzPSE+jB+65NebluRvDQ/fdjmcLAPSvwCubsObLnKAMtyrN8X0Zo2j7d2Uxb2/O\n", + "KCnw8mgv1/PWNLuo3u6huaPSscF7gVVew+tCDS8AAi8AwGALvPL63bQxyjN1yo4KfmuWaJi/4+ge\n", + "1duyGHU0VbbELy+IsORHU7CRe1myVVqUo8mBwAuAwAsAMMjIF5QQE9bkAdeiHJGtTJxC9727jY7U\n", + "OlRv6xenjxChFwAGpzvve5Tq6uvFzzW1dZSeFqzbD31LfvNtv6Ff//JnlJuTFfd1EHgBAKBLhSes\n", + "hQKvWTnJbIN/Aq0/WB8+PrllNJcXZahpdqNkoR94dPlecQhZedtcbBToMqHSTpfbTVf/9Jf03B8f\n", + "6pbrIPACAEDHaSNGZ3XK3rjrbQWK42dPy6FTJmRhu/VxVgO6iwIg8AIAgCpfYq7i+IYq7roQrAHl\n", + "0gWM6PYPyRYDNsIAtq6mlNbVlvb4752Vlkez0gdW/2wEXgCAwchgIW/eLCK/l2rsGiouDYZdXkDi\n", + "/RuPaddKagAACLwAANBn8PKz97y/U/ys014rVlZrsHHYtYnTxg9JRNgFAAReAADov4qr7bSpuCHm\n", + "+dMKU7CR+hFrK50zeLJhegJKHvozLisYaKUFCLwAANBur6wupqO1DqpsdNG954ylFz8/RCkWPVkM\n", + "Orpe5fK7y5tbvT0E3v4l2RL7bdzl8WEDASDwAgD0f2+uPRz++aPN5bRiS0X4+IU5SZShbVR0aCip\n", + "tsW8LS5l4JIGGBjK651iRTyAnnLPA78nrVYjfh4/djTdcsM1CLwAANA+XH/77MqD4medRkO/WjhS\n", + "cf7SdcrZ3G80LaBbkpeRZ/jC8Gn7q2IHXtTvDiwuH0Z4e2Y7e2hN9RHxs9avoROziwb04zUaDPTG\n", + "i09Hnf7UY/e3+zoIvAAAEIXLFuQjuD8+UfnGWm93K47/wzaXLkv6nKyTLw+fdrDSrnrbf712JkYD\n", + "+6HWVr9755sj4nCw0kavXjOdEk36uJ5jv/3XLhqSZqb8VDNdPq8QG7kN9W4X7WqoDh8/JmMIWXWI\n", + "V30N9ggAQD9R1eRSHL9oyXetXt7l19NrusvpuqTgohLPrTwQDsU6rUZ0aGD5gXCDsNs/pZhjT0qT\n", + "r5z3yfYqOnd6bpu39+2BWtp+tFEc2JE6B925aDQ2dKuB16k4Xu2ykdWSjA2DwAsAAB1R2aB8Y41n\n", + "UtI/y4roOgqO/spLHkZlJ4ggkxMIuihjGPj+vaEszsBbpzj+ybZKBN42NEQE3lqXkwot2C4IvAAA\n", + "ELfX1pQEw26ji7Ks8dVkWjROsvuDI7Yub3AUd0dpkyLsLvnRFGzcASjFYogqbWEHqmx08mNrxUg+\n", + "l6+o4RH/byICLyvD5LeYXjmwWdTwytW5HNgwfRA+1gMA9PHAy4flm8tp/5FK1ct83/ql8njCl1GX\n", + "2SdrRza5IAkbdoAwG5Vv40UZrQ8tNjm8Mc/beriR7K7o83myJETjoBsZdhmXNAACLwAAdNCWcvWw\n", + "clHCF1SgrxI/X5zwOd2Y87Xi/J+/vZV2lUkjvCOzE7AxBwge0ZVrq61ca+H1m4O1qqc3txKSuwr3\n", + "j/7N+zvpJ69u6jf9gxs9LtXTuaQB+h6UNAAA9BN1rugZ+Xm6Ghqqr6ClOb8PnuDzknPO4zS2OTEc\n", + "cnllNXkwGpOLXrsDFU9AlOPJia9ePZ2uf31zOOxyyUNkUGZf7a1VBOlQaURZg4OmUvdOwvrbV0fC\n", + "P397sI7mjUrv+4HXLZWOJOoN1OQJHudR3/+8sit83sKrxuKJ2QdghBcAoI/iut22HGcKvrF6s6eQ\n", + "7cIV5Dz1afLmzxU1usMzreHLhcILT1CTnw4Dy/g8ZbnKqROzRAhONEsfluwu9RHUA7IezXNGpYV/\n", + "Xr65gh76cE+PPc9X7aruF9u6QTbCOywhVXHeR4HAGzoAAi8AALTi891tv/HPM28X//uyZxAZrOTN\n", + "mxU+T22i0bkzcsWoHwwMFqOWzpicLYLtjGEplJVkpLG5wQVEeD//cE6wJZ18RLemue0PUrnJ0nNn\n", + "y+EG0a3hSK2jR57n8pHmvqxJ1p0hWY9JfX0dShoAAPpq4FUZ6eIShilJNVRiGENVNbU0w7g/GHhz\n", + "ZkSHlojAe9zINLrupGHYsAMIB9nbzxylOI1H97njAndXCJU4yCe3uT1+xeX5spEfgjg4RzpYbRO3\n", + "V1Jtp+ve2Bz43XqxQMXjF07s0uc5l15wHW9fb5cnr+FNNCi3l8agIb/bP+Ceb5u2bKe3ly6jhsaG\n", + "wPPGR0ML8umXN11LRqOR7rzvEbrmiktoxLCh0nOm+DAtefF1SkpKoDmzZ9CpJ50QPm/l52voq2/W\n", + "052/+hkCLwDAYMVf8/LIWiTuwHDx8ZPIM3IcmZdfHTglnfwaHXmzJqoEXmU957SiFGzYQYIDrLye\n", + "NyNBCmRVTcGRSV6IZGNxAxXX2KMmiiWao+PB3vJmUVv74ZZy0c2BDxyquRSio2UysZ7nNc3uPt8K\n", + "rcEtBd4kvZFSDKbwIhR5V6WRPkVHpoKBE7OabTZ69oXX6J47bqbC/CHkCwTe4sNHRNhty6UXnktP\n", + "PP08zZ83Rywz7HK76f1lH9Gtt1zfY/cfgRcAoA+Sf82bpLWTx68ll99AZ1nWkTf/J+Q3pZL9vPda\n", + "vY2ciMBQmIFu+IOVQTZa6mlZYU++EEkktRXc9lU0i2C8YouyPd7+wOkdCbwcdn/x9lbV88o70Pt3\n", + "b+B+bCppoPNn5vXINpWP8CYZjFRoTab6+uC2SZk78Ork62rryWo1i7DLtFotDSuKb+lpHvUdPXI4\n", + "ffy/z2nRwlPov4H/J4wfS0UF+Qi8AACDOvDKvub9VfL7dIZlPTX6LJSYHAi6KUPjuo2cZGVgGJaB\n", + "yWqDlbxEgUdl25KpUtLAgXLFtoqohS24G8gpE7LafZ94GWN5XbDFqAv3Aa6xudp9e6+vKaHVe2po\n", + "x9FGMht09KuFI7tte3Kv3VAPXoNWR2atnoYmpNDW+sou/qCynAyG5T3+fHG7zyK35yzFaXl5OWQx\n", + "W+iV19+hcxefQelpqe26zQvPP4fuf/gPdNyxM+mj/66k++++tUcfEwIvAEAfJP+ad755m/hfjPQO\n", + "WRj3bfAI2dSiYDsp/oobq2UNXjqNVKPr9bdeW7rytrmqq7VxUP7jiv0qz9XGDt0n+TLGXK87f2wG\n", + "rdhSEQ7Rb649LBbS4G8mrjq+qNXb4jDOYVfc/x3BntRXnVBE6QmGbtme62rKwj+PSAwGvzxzIuk1\n", + "WvL4fQPyOcQjuvfecQst++hjuvv+x2j4sCK6+PzFVCgbpX3kD8+SXidFS4/XQ2kpwe0zJDebZk6f\n", + "Qvc99AQdP3c2ZaSn9uj9R+AFAOhjznvmW8VxXio4HFYK5sV9Ozyh6Y8XT8IGBcWHnXja3fFzhz8s\n", + "cQ9n1QAd+ADlbSmN6Ej3hshljGcPT6WCVKnmmMsmOHSHWqXx/VErVeDLPLZ8r+qo9b7KZvr52wfE\n", + "JDs2uSCZnrq0468Hh89Da6oOk0WrpwPN0n2fkZobDFSBsMuht8TeMGCfR2aLmS78/mK64NxFtPrL\n", + "b+i3Dz9JD//215SVGeybfMcvblCdtBby/bPPpM++WEvnLjq9x+97nw28TqeLTCYj/koBwKDCM9TV\n", + "Rtf8iYE3+8Abrjd7GjYStP/NXieSfxQAACAASURBVNaFwR3nSmZXzC2inxer19hyzS6HTH6+hp6z\n", + "aotZxCJfxpjD+P3njaMVWysUQVbu2f8doC/31VCDzUN/+uHkcAeHrUcaA6ertzHbWFwfDruMR4E7\n", + "o9phpz2NNdEfDgzSh4mhiamKwOu3dW60l8sKIksL+gIe7eUJaF9/u4H27DsQDrxtSUpKFNe1WHp+\n", + "PkGvB96l//yQjpk5lYYWBnsF2mw2euQPz9HuvftFMTTP4OvpYW8AgN4Sa7TMefIfyBdn7S5ApMxE\n", + "KZRVN8dXH8sjvH+9diZ9sbualnx6UHEed4DgUd7Qan78vG1P4JUvYzx7eHCRi6yk1ktu1h+sF//L\n", + "V2LbflRZTpFo0odXlJOv3sY4YHemo0S1O/q1yaO6iu3skR4DtyW7ctzUAfMcqqmtI7/fH8hkwf1V\n", + "Vl4pujT839DCfnH/ez3wfvr5Wjrt5Pnh4+/9azkZTUZ6+vcP0Ger19Lflv6TbvzJFfhrBQCDwtE6\n", + "6U31ZPNmeijtdTG6i7ALnWHQSyO8DpePLnj227iux6Ovat09hkQE3tLA83bCkKS47498cYnQqm5p\n", + "cdbb3vOPnaKn9IPnj1cE3ge+P06M/N7+7vaY1+1oRwkReF22qNOyzVZ6bU0JNQdCti2wXc9MSaQd\n", + "tx4W5xWNSyXzS4YB8xyqqq6h5//yFjU3N5PJaKSkxES64ocXidpcBN42rPhkFTUFNhw3Hg5Ztfpr\n", + "mnfcLNqwaStZTGbasHGruBw749QT8VcLAAZ24JWN8Bbog5NvvEPmYMNAp6TL+vDyaGxoFDQeY3IS\n", + "Rf2rfCJlfqpZsVjFoRp7u+6PfBnjqQXJLfcx/nC4saRBjNjuLpPKFELLKvPtcB9fNRzQTxqX2aHV\n", + "Bqsc0Y8xRWulJ9cUh4+PTpctNzwxbUA9h8aMGkFPPHhPzPMfuu+OqNOGFRXQow/cGT7OPXjfePHp\n", + "Xrn/vbqMidsdfEI6nU7x87YduyghwUJZGRniuEajIZfbJX4OXRYAYCCTB4dw4G3HRDUANRbZSmuR\n", + "YZfDLIdE/p+XKY4Oy4aoyV6F6RYamm5R/aDW/vumC4ZHi4FOHJshhSNZ72D+WT7SzGH3g03lijpg\n", + "vp98WHrDMfTa1dPDl5WH2w83V9CiJ7+OGYhj8fn9VK9S0nC03Ks4vmeLVOObPyoZT7w+pFdHeL93\n", + "5qm0bedusjsdNHn8OFq5ajWdfdbpdMpJx4vzuZ532Uf/FZcDAOhv+KtOnhFf2+wSX7/GwpNpPt1Z\n", + "Jb7mrWyUZpsP1VUG3q2NmKjWi3hm/n/Lgq24eBBmcd7ofvk4YtXXnjw+k+5ePKbdt5efZlEEyXg6\n", + "NZz82Nqo0yJHWoP3ZTet2lUtOjfwZDa5Zz7ZT++vD7YE+6usRjeynILDMbdXY/wavGjJunBQZm9/\n", + "fZh+evLwuB9vXSDshtqNcd2uRa8nLWno6x3KGuJDO+vCI4mF4zD/CIFX5or/u5CefeFV+t+na2je\n", + "nJl08onSSMbWHbupoGVFDwCAvo7fTHm0Su2NnUPtqOwE1euFGuZH4hFeb/YUIgMWjOgt5Q4bHbU3\n", + "hY/XuOyUbhw4K9bFek6q4dFf7vBQZ3eLkVSd7Dvi0PLEHC7f/Oow3X7mqLhu8/jR6VEB+N5zxsa8\n", + "/JxR6eHAK+/kML6V+mFedIMDv/zyyzaW08XHFsRdRlHjkgJ9viWJzswbKUbKXyz+RgpULh9pm4OB\n", + "2hD4O5A3AiO8CLwyOdmZdP/dv1I9b8qEcTR5wljsJQDos/hN9I6/7xAjXC6vT8xqV7OjtDEqXBjX\n", + "PUX7N39Bq6t+EXV57r2bOnwWOec/iI3ci6qdtojjAyvwtme56cgQyyGSn9P8YY4/7N2+dLtoN8Y9\n", + "dh2B4/LgGqsl2FlTc9p1f7nel8sbXBGt1Sbltz5h7v2fHSP+//nbW0VvYb6+2igvly5oZYt08Aj/\n", + "FxXFVOeWanPTTcF+wZH9jC21UqlI7vBE0uo0eAH1Idq+fOe4wXFv9GoDgEHC1UimT24i08c3iP87\n", + "YmdJpZgIw6M94k10zV7Vy20/2hQVdvU73qGXm9QbsBfqq8mXVIB91APW1ZTSp5WH6N+le0TgkauM\n", + "CLzy426ft98/9qK0zr3HymtuOUiGFqPgkgT5xDT+FiMS190eM6x9X/tz2J1aGD1yGu9INfcWDuFR\n", + "3pC1VYfp7eId9MqBTWTzSsGVR/j3NdcpOjRkmYK/q6pJGXjN9dL1zIUJeGH1MVhpDQAGHfOK60lb\n", + "sUn8rJOPANTtJ1/qiDavr3E3knHVXUR+Lx0s5drcGdKb6OZq1bEEefskjbNOhN1qXxKtcignA83P\n", + "qKTHjI8G83jir7GzeiLw1pYqAm2OORhWmjxuKrE1xAy86+vKyKIz0pSUrH75uCMngnUEdzx4+Yti\n", + "1fNCLcB2Bz4QqpXsnD0tt0O/87hR6YplicXrOM6uC6GltsXrSzZKvLleWvTid59tovtOnC62T+QI\n", + "P0ttWWiiskGqt+da6IZvD1HolHKjHy8sBF4AgJ7Fk8e8fj/VNLnp1vnJ4bAbSVu7J77AW3+IdKXB\n", + "STA765SN5V0+Zdg1ajzk8uvFik88CsyN8bVVwT6hG1wjw5ebkuGmtMxcWmD7nKhloMiXUoSd18NK\n", + "7U3hwLu/uS48USl8vqNJjATz5LVDzQ2iplfsvzZCL6/QxV+FZxj7Tj12UXrnv0HlBShCZQ1RHyQO\n", + "1Yt62xJZ5xEO2D6fX6zSdvqkjvVvbe+ocGu4W0NkHW9BoYZeObRR9fJJBmO4pEVe0sBdK9aXSo9z\n", + "m8spArW80wQg8AIAdHvgDbluyAaK9Tavrd5JNPyMNm9PW70r/PMOd+urDI0xHKGtruCiEbs+eIzm\n", + "ppSRpqW90XqnFHhnJRymSxbPJ+PfpQlv/qRC7LwedsBWRxNSMsio1dOBJmlxBF4+tt4dHL+rcNjE\n", + "6G8o7K6tKmk19PLX5aERxES9gS4tmkTf1h6lySk5ZNX13ttwUUbXlAxefnwh5SSb6CevKj9Ifr6r\n", + "OtwVIeSh748XITk0wbOjIZsPRzrYCo1Hebn8gnEd74/mK0uHtDHulv8TovkXSK/ZMtkIb6pOupJf\n", + "q6F6i1axIhwg8IbZ7Xb6x7//Q3v3HiCbPfpJLG9cDADQUZX7NlJ2a4E3hlDNrVydL4EqvCmql8/T\n", + "1dBU4wFK1TaHA++t+06iDG0jvZ71B/p5zS9ot1vqQjOTAkF8fRXpXcHeu9yZwW/Bm2VPK3c00+sH\n", + "t9LwxFQxmiveKDVaOr9gLL1bskMEXa7d3VhXFhFqS2IGXvnX5Xz9j0r3UYk9WO86N7Pr6rT5fhm0\n", + "8YfI9nRoaE2sUCcPu/zNxsxhKSKoso6G3ZA3fjyjw9flOt6fF28VP3Md7+hRbUchr81Pu986Qn+v\n", + "d4hRau7zK28hmCJrWeE2a8mvCdYxI/Ai8EZ56fW3qbKyWrQlM5vN2DMA0C1Kq2poYow/MVzSEKKx\n", + "VRL5PEQ6Exm2vREVdtk2d+ySgyuTPqGzLd/Qp47J9HaztHw61+3+tflERdjlsofJrm8Cv0Ma3XWP\n", + "Phc7q5dwGQOXIIQUWpPFiG+OKSEQWIO1ozsbquO6LQ64kTjssu0NVTQtLbdLRnl5UtXfS3aSOXA/\n", + "04xmOid/jGrAlZceFGZ07aRwbjG2sbhBdRW3S+fk08XH5vfqfv2y+jBVuexU67PTjOFJtP5Aoyg7\n", + "+Lq0nDIzg4HV5ebVwKTrGKo0tO/VCrLtdAX+HrTsv2q7mJAnL2kwywayvYZgPfGaPTW0/lA9zRia\n", + "ghcVAq9k05Yd9MRD91BKchL2CgB0iaamRrpvuXJCTak3uNynL2M8aV315Pf7SdPUMmnJbQsHX/MH\n", + "l7d5+3tkoZXbiNn9pvBxsWhEwERD9ISet5pOUhyfZDgkQm84cI2/iNwzb8QO7AFcp9uWEQnBmtEc\n", + "S5KYsR8KxZGWHd0d/LAkW6Citdvn29hYW9bpUd63S7ZTXUufWG6jxSPTav2CuaOCPPB2tkNDpNAi\n", + "Eb96dxutP1ivOK+rw3V7/Hnf+qjTTjsmSwRei0UTDrvcdGPtZ95AkHXTmFF6qqz00/RVzdR8yBn9\n", + "vAlsxypZ4E3QSiO8JmswWvEI96/e2RZeAAN6V5+ppvZ4PWRFCzIA6Ko/boHQWv3uNVFvvCWezJZQ\n", + "eSHRJcvIft57YjWzEE3jYTJ9dof636lAEJWT1++eaN6qOC+0LHC2rl4cYvnh0FJ6LmNJ+LgvbTS5\n", + "Zt2MHdgDOBx+XlEc83yu2+WR3WEJwRG6HFPrE854gQo+HLE10iflB+jjsv2KOmA1PMr76oHNoszh\n", + "65oj7br/oXZqda7oMkDuFxyJOyownqTFpQXdFUInqCwC0dXhurPqdU2ilrcgXyqtKC330ZmTc4k7\n", + "0+3a46GGcjdVHGpSvT53nQiVbHB5hrtRGsnPzEKW6Yv6zAjvtEnjaeOWbXTMjKnYKwDQboZNL4t2\n", + "X+RuJte834jWY0e80V/rlnrTRX2sp+AECsVcvzVbBF3xR3H/CmnENwIHUXlpgzzwLrKuowpvcCRQ\n", + "p/GJWt2QZdkPiP9/VKWs22VDcrICKVw67ksfg53ZQ3hBAQ69jEsBTDodJRqMlKg3il6rk5IzFZfP\n", + "MFlEPa/a6G6kvRFBl693UeEEKnc2iz6voYlufFt8OGSrF4dj0+P/2l/eTi0St08bnaSsH+WQ2xOj\n", + "jWNzExXHu6L9WVfjEfDxx2jIJ4tBJYe9dMG8FHqt5QWZUBVdjjLq8zraOz9V0WZt5tAU8rik58SQ\n", + "LP5g5MQLDIFX3exZ0+n5V96iDRu3Un5+HhmNyrt22oL52FsAEDvwbn45/LNn3A9EecJhT0bU5Q57\n", + "M8n2g+WKUV1fQhbpWgKv7tAn0oV5AlDE4gK2y9aK2eFbjzRQxfLgIhNcjjDDuI+OydjT6n082bwp\n", + "aqJbQcEwReD1x9EWDbrGPlm5wYKcYTTU2vpSsBxaOfTyxLbwU0SjiVqsQg3XAXNLKz6ID172RjoQ\n", + "RzlFe3DLs9ACCZUq/WN7ypicRBF6eRVCbj82LLP3WrH968huxfEJyVm0vSFYbuQjab+Jl7ndQOOH\n", + "JIoRWx69TaiODryWOg/pnYEPKSbpC3IuFan7VvqAk5tnpVFmvSgfuWBWHl5oCLxKK1etoWFF+VRR\n", + "VSUOkRB4YbDhxQ0M3z7dckRHruPuiHm+pvlo+HLOU58edNuKOyjI6Y4G17c/6Inux1DqSSOvxqBY\n", + "cMKfwKOuG4IBpv5Q+HT3pCsUQZon4/zib9uieo6O1JcGbi/GqJ/BGq4NvihhNQ1P8dHthxeFzx6S\n", + "p3xD9KUMxZM/QuRyr92hrbAbwhPX5IE315wgyhjaEqoDDjkjd4RqbWm8QiPTctNSs+l/FQfFzzw5\n", + "i0eOOaT3tKwkIy350ZTwcavFSDa7q0fvwwouJ1H5QDE+OSMceBWv4eRU+ulVwQ+buckmMSktuVy6\n", + "z9xqTNOyipypyRsOvDx6PXdUOq36ShrxNRi19MIV+LYagTeGu29DzRqAItA2HCb9vg+l8DXtJ8o2\n", + "VY56xfkh8a4WNpA+GER2UNAdXiP+59FcNTzqFGqPFAy8Ku2kdMZA4L2MtBXrSVcWDMM8K1utwf4k\n", + "Y+w6UG/WlEAA/0r8zBPbRhx/KeV+5BBtmpKt+qim976U4Xjyy/CI5XuHd1GWySrC5SkFvfvczrUk\n", + "KtqM8cSwtgIvh85QHXBbeFGLWqedLi6aIOqHQ7gMgkdtQ8Gcl7yV336C3iBaqZmr9CIMc4uyw7bG\n", + "uH/vQHvOqIXdIYF9l6VShz0pJYuOz5TKk3jJYw68Brv0IbY+z0ipR4JlCvmbmkTg9Qcy701PzRMj\n", + "wtVlUs10ahY6TSHwRjhUcpg2b9lBi886jZb+88NWL3vBuYuwt2BwBDhnHRk/vyvwf1NEkN1DXsux\n", + "0vHmStXrx7ta2IDZXrboJUu1VcEJZIc9UuAtSvRQcVPwT97Reod4k/rRSxvI4/VRTdNE+jDTQkla\n", + "uyyoThSh13nas+HTqg6qfwU92hCcbOQ3JIkAHg7SiXnkyzsmHHhZRsE4+uu1yh6knpGLSOMKXM9j\n", + "E9cZyFyBMLamOri9tH4NnZjd+mpy62rKxAgvj6ryobcDb7YpQYTcBJ2BrAYDJetNivPzzIk0ITmT\n", + "VlUWh2t9uZxBrT/uyIRUMRIbWtCC8YQ3trupjiYkZYiRbTH5zVYvtsPcQDDjfr/yJW/HJWeEA9uU\n", + "1Gz6pib4jc++5toBG3h5ol6q0RzzORPppKyiwHYK/j2Ql36wzIhuFhx49bKaXB7ddSQH/na0BF4e\n", + "4eUDS3MGR319XunyWqyuhsAbqanRRhWVwV6GZeWV2BsAIqxtD48oyukOfkq+zAkiVAkO9T6ghu+e\n", + "IU/RAkWN6oAOvPYa1dO5TpbrZRmH20kjcqh4c7k4/ueVB0Vf0MPhJU81tMIxgy6wrpFGdNKPobvf\n", + "3SYWB9AF3vAev3AiVTaoT0QZpw/W/9ovXE668g1i6WJv3izyZU8l3ZG1ETs4Ovi45t41KPYVh91V\n", + "FcWK2tl5WQWKr90jA3FX17mGyANPe8oleKW0CwvHh49Hth3LtySJyWIcNEvsjaIPb6wFKU7LDYZ3\n", + "tdKG7fWV4dpg+fYKTXaT1+jKA9vIxLRw4D3YXC8CdL51YLX75G3+38CHAK6HHmpNCYd9Pp0nH0Y+\n", + "Z/j5xdtF2kapVF0jbb8sszUi8JrJWu2Rffg10rDRKeTYEf3tzvt/3Eo5RYlUVyF9WE7PtRIg8CpM\n", + "nDBGHNiN116BvQHAb7416hOf9HuXkf7Af8gz7DQRkDTO+pgBUHf0a/IWnjA4Am+z+kz1Tx1SDSHP\n", + "os5LkUbi+OvKpeuU13u/+ThF4D1knKxoaRbZaF4EaYOWMrT1NGzoCPJYposwy0GXDyG+9HEi+PpN\n", + "KeQ3Du4+440elyK8iQ8JHk94Ipf4oOF20a5WFnWocdrp7QPbKMecQOkmc7u6GsjJRwEjuxm0R5Je\n", + "+cFyiCW4j3lEN7Jutz24i8DG2lJRyhCJQy8Hb7XAxq3UQiOYXNbAJRKhUeH+jrfF/yoOULUjGC4b\n", + "A8+VrYEPBhx45cs3y/fr7LQhZNJpFSPsoQ8FfBov+pFmUI7w5gT+Vlhrpe0+45hsOusHo+iRZUej\n", + "w/fmanHIG57U2mdaGOyBFwBUAm/1jthnel2iblcEXocUHCK/StcVfzooAi+Xb+hKPlc9763mk8I/\n", + "8yxqrVY5irerTFkyss+TK5YAnmQ8JMoKdrhyAqdKtbkPf7CHapqlwPurhSPprCk54mcPnRHzPnLd\n", + "teOMJXhii4DiVg3BysDbejunrbUVokY11MaL61Tdfh9dUDAu7glaHJxCo4A8ujsjNbfjgTdw37k2\n", + "lB+HljSUbW7/6B6PwJbam8SIrvzrdrWwGxJawY0fc2RgixzB5IDMjzOyzVp/wj2KuaRFrV461uS/\n", + "WWl5iueW/EPBdSNjL02ck8yBV3quTpiZJUZxW1N6QPr7m4o+vAi8ANDJwCujaZZGqHhVLsOGJcE+\n", + "tPzCDoRAVyAcD9SyBg735g+vDvfOjSRv/WXUacQsah6hbcs11T+jXKuXhpjSqWGLcpQxcrJaVrIJ\n", + "T9Z2avC4VMKnFCy4LrOhjcC7rVZZ/hb6al8+QYsDsVkb/fbGgZIvv0u2bDBPhOMA1FH8e84e0rne\n", + "ybwqG4/GVjhsgeerjt47vDPu605MyYwqyZCXNYQDY/URGpeU3itdGzqLPwBsqC1v39/RwDbp6H7N\n", + "TjRSQoPUjnBiIPBqA39HsocmxlyIQhGsTBjiReAFAFXWv54kRm9jcZ70KJk+uz183LTyVsX5fnOq\n", + "qB/l5XB51JPbYA3ksgZN/SHVsMurlPHj3+aWJkINzzSLGl7uysArK20qblAG1ySjolShzKajsoP1\n", + "bd6HzEQjnrjt1KQSZnkUk+t6D9nqAkHVS6mG1me422OMev6nbJ/0xhYIdZcOnSS+rpb/nreLt4sa\n", + "Ybkh5r5RZsJfr4dqbbmTQDx9dKekZNNxGdHLEsvLGkILZfTHrg28VDOP6HYkpHemTMVWag/8DQ1O\n", + "QkvPs1JyejA4Z+UnKAIvn95QE/2cDl0e+hZMJQTo7fDGpQgqYZfLFLxDF4gZ/JHBVXdkDWlrpJFg\n", + "vynYqsg79GTpTf/gxwPvE/r/s3ce8G3U5///SLKm5b23HTt7LxISAkmAMANlFkrL7IBSaCm0tLTQ\n", + "0kFbfvCHQilQVillh7I3ZEASspcTJ7Edz3jvJdma/3u+59PdSSdZduzEdu6Tl16x1umGdPf+Pt/n\n", + "+TzlnzKfXG3LYcXn3WkL2f8lkm5m0zL4C3yMWY9HrpoR8J67zisI6AzlL4NC1TWBsqrBqUshwmvn\n", + "vvsHu5oZkFIElnJXj1UEeHva5JX6tfauANhlwGsefXnVl2VOQYE1jkErWZMtjs/AVVnTZJZaBLtL\n", + "EjODLoPSGug18+LEdI2vmiqZ48NYEEX7hfQF/852Br/oPQ0WaN9QARs9d6xpKmWFYhOJ3OlisVtK\n", + "jvw8sfiiQM9ss1Wv/tBH6/VjNK2Ml6abmlvR3tGBSQVqtyFVJwnw2pRdBtwTVsFxyp3i/azTeXur\n", + "fjiWuhNQa1x2Ycg9E/o9T/NQXPEFIpJmwDXlyjG7b6g9MDke8FAf60vZCJaqQQMDXfMBFPXOES/8\n", + "yZFBl58Wa8LC3Fh2u+U/+wLyekkUGb5sQToe+1wEBbItIh9dVYNTp1MppcE1qGWQ32yPyzng66iA\n", + "qYYDpiuyprDPoBzQgAugRjuknNvjobNS8hRBmCK/DdxtoHzcmTFJDAQpJ1pIb6D9QEWDyz1uRZu0\n", + "0SAh7WRPe2AKw+ToBKxIGrgxCxWzKeXuhquKA62KwJuYKT+XKPntmqNU4FWBdwC1tXfgkX88g+LS\n", + "MlitVjz7jwfZ49t37cWuvfvxoxuuUY+WqvEJvEFstTxx8rzAvuV/hfHr+xjIBgwWzXwLXW9UJty5\n", + "Z/leo9/z3JgFXo2tyQe77H6fpLo/SPoHpTRQgdjBJ3dw9/jXTAoRvb10QboMbKXAS1Hdt3+ykKVD\n", + "+KdBvPKj+eoXdwhSivB2DZCzK+i8tAL2/lNS0rGxtkqWo0pFY0rFTMLnUXS3SwLbBE55llhkcO8b\n", + "azmtFMlUap7gLwFoKb0hLzIW1bZOX6SUBgyxhtEDvEInvWBpJ6TBRG2PBXZJlQfECG/eTDE1QurE\n", + "wIA3WV6cdt6Nk3Eud1OlAm9IvfDS65hUkId77roNP7nrXt/jE/Pz8NyLr6pHStX4Bd4gtlqexCmB\n", + "j0Vnwv8yxVrRSiKefUt/Bws5F3BQyNIlqK2tfuz5QpLTRDgiRwWv3gqvKYZtZ4fd6cvJJWjNS5Rv\n", + "Ozk2UAEadVs7f7Z4AU2Pk0drpqZbGeyyKE+SmeX/xpr1MBnUgpShiCBGCWSCRXhpappeT6BDeb3S\n", + "1r9CURbl6Bq425SoBEXgFT5T+hwB7rLErDFZvDVUURtjIR9WBN4T0w2Mjjeti5uDbx13DChi+y53\n", + "nyDeotMHfEcIXlck5XIArz2m4sJw9fZj+9F0lC9Q1XO/9cyJYs4zpTQUzE1AdIIJEdxzsYnyfVgw\n", + "N1H9oavAO7CKDpfitptvhF4vX6UoayS6e2zqkVI1foFXmppATSWMVu5BHQeygWk93mj5dJ5j8S/h\n", + "mvgtv1CIjqU4CEVdVMSlP/QGvBEWtlzHqb8aGyenyvCA137JW7L7B+tEuCHY1fnZkf3uYj4CY3e4\n", + "kWA1wGbn4TgnXh6tmZMlXuiC5f+qCl/S6C6BqgC6lKspldQuip6L5iDH34XA31aKorf0mJWDI2uE\n", + "gdlXCculz63tFS2jKIXhZIJdERw5WBSAN0SB7EiLou3SY/55Q5mvk56SpkclsQj+8ZC924n1b4ip\n", + "S1lTYpk7g6DIGCNue3yp734PN2gmAKbCNa/bi5zpseoPXQXeMC763K2vr5cDXvkX+0h5JWJjotQj\n", + "pWr8Aq+kY5pr1vVwTrs66Gs9UXKTfU/yXOXXRSZB1w+8+r3/knVuG+3AS1HpiH0viukMFL0WLtA0\n", + "Tetxh3z/nirRYWFaevALpdkvUkv5vMGAV9UwAK/EgzfJGAmn160YlZUq3CgkRQGvzp7uu/9x3REf\n", + "VEnhl0D3/LSCk3L/UytkQRQdP9zdirNT8hTt28ID1+4hgaj/Me8Oko9NjTVoUDQpOuG47SN7l7gu\n", + "sckm/PSfS0PvUz8AVqUCb1g647RFePLZl3D9d/l8Q5vNhoPFR/Diy29g+bIl6pFSdXw1gh62lJtq\n", + "+vRmeE0J8Bq4C4ZBvGhQk4JQYjm6qSLksnQGpddFUm4qD7n+bYo13XUsDWDUqrcD+qJXxEFAf2c5\n", + "Yd+Z37nCB8Cuqd9m/1/w6FYWsaVoLrUCFhSqYM1fgm0ZqbnLwVIaVA2fpB68BKgTIuPwnr14RD5L\n", + "msMp9dw9WaO7AkBKIZNu/y7fx+5TxJ1s3MLdN0JXs8F2cCOHiHLbwJZ/lH98FTeAoUL241lc193h\n", + "kMGsKhV4R0RXX/EtvPXeR/jFvX9Gr70XN/74LhiNBqw+72xcetF56pFSdVykq1rPAWgMjJ/fymDS\n", + "GzsBfaf/efhg194K45d3MOikmz+0es3JoYHXGIu+s58Y8HO8kcEvQhpnN7yj+BhoeySNBbiLnXPm\n", + "deJ2WZJgu+Ij6Oq2cfDbyAryuvtcDHbZOMUj37JJqeFDq5q2MHJ6rnwv84EVFB1hZNHBizMmYVtL\n", + "Lep6u4f182j5gqRT5aPFc/dEKDIiOMBRJDVcj15pC1/q4EYKB3opyu7fVlpJF6QXIMvcn6+tOb77\n", + "yGEXv6Nmq+rCogLvSIGGTocrL1mNyy++AM0tbWxkl5QYD61WtQpWNXIyr7mQQagQKYw4+LrIWh2V\n", + "AN2GsehL27AL2na5Dyb7nH55Ioen371gU6YIvH3do/ugSFI83BlLWVRbJu5YuLOX++5Km0b4y79g\n", + "TdXxFxUhOf3SUKz9Edg0qwAdGAAAIABJREFUkxUJRvOwA681SJX+aPTcPV6yRoS+3FPjjtmxyo0s\n", + "BKswavohwK4IwNWo7ulgoBpK5LUsiICWuuEJzTXovhseVkxH34nh0ONFb+CN8i/584A1Hf8543fs\n", + "byc3ONb3pzNRE4lkibduZ6uYW2yNVSO8KvCOkPYWFqEgPxeRFguSk8ScncamFu7WjBnTVKsPVUMT\n", + "5YTqtz/Wf0cs2iKbK6FgTAq6AZBqawqaOjDogV3D7tCgaoofls8JCbzMFWLu6D1efeKUp2C3FkrN\n", + "3SLwkiuDwyWa1PsXrKk6/lLK0YyKEIE0OmL4wUK6fN84SasbtZ67x0OR3D6hxgwEr9X2TsXXFHY0\n", + "sVSTTzn4pagvdSsjAA5mFSaovq/HZy2mJLJDO9wpppbMiktmkBuup/BAeuLgGpR2VqOsqxYvL78f\n", + "L5Z85INdNiju5SPLNSUdePCGDax7WmySGWX7WtjfM5ak4LI7ZsLlEM8dBrMa4VWBd4T0rxf+i3vu\n", + "vI0Br2xk6fHg6ef/i8cf+uOwfE710Rr8+f8ex09+eD1mTBdtnyqqqvHUs/9Fd0834mJj8eMfXIe0\n", + "1OQBn1M1BoC3pwkRRz703XcsuJ1FCbWtpeG9nwNeHAPwEnAbvvkr93kliu1wxSuyZdgiyTT1H1TO\n", + "0R3h1fS2D2oA0NQp+riumJqITwsb1S/9KFKPWwF4JRFYq374c+Vp+WRzZec+u9ftZvmg0hzWk1FU\n", + "nHZeWj4bgKypPsgirASo1MhD8CgmaF3bWOFz0Kjo6eDANCoo7NJ+pvdSBJ/glaC6z+NkHeKkOtLZ\n", + "xj5PeI+QshCup/BAsPtamdhV8r9HPpXd5wddNvzq3I9g7+bXobXOxm7C31+9Vc6At71R7PKntgdW\n", + "gXfE1N7RhaTkwFEepTVQU4rhEDW1ePyp5xEdJZ/WovSJR594Fjd972rMnDEFu/fux2NPPo+/3P+r\n", + "kM+pGiPAa2+S3RcitpqO8Fps6rc/jIjINPSd+f+GtgJ93dCFYbHl9LcXO0bgpeI2/4I1tj/6ukb5\n", + "AKVesh0DDyylKQ2p0UZctzRL/dKfYBEgbWrhO5t1OsQBiWAdJnUGUIrGDgfcUVcyVYEi8L8+bxY7\n", + "RjaXizlhELS+cfQgA9cOSSMQur+9rS7osihF5LCTT0F6u4Zv900QfXH6JNboQlCDQ8yjJpuxoaq1\n", + "rxOHOyoxLTYPMQYrGrnBsT/cvnbks4D36Xr1PtgNJY9brAHQG9R0ShV4R0ixMdE4WlOLCbnySNrR\n", + "2jrERA9PTs+mb7bh9ltuwvsfyX8gFMGlyDIBLWnu7Bl4bc17qKmpg4MbDQd7LiMjDfoIHfT6kaki\n", + "tZgN6jd0WK6+8k5mJncbYJ4IdBxRfn3CJG4EVuFzAhByeS1eDhQtCYM/Zl0K04exuUBPI58fTJr5\n", + "HehP/TmGLQZFxW8XPQP8a0EgwPc2Qh/Gd4tA5Sh30cqKjDnmzkWDklPcX4boRBgU1rWl24F73ypi\n", + "f1c2iz7dGQkWXDQ3Tf2dnWD19rlxuLMl4PFpcUk4NVmeI5rMgUW2VfyOhXM81GM2DNcXGBAr2Z/L\n", + "UrOxtrY88PQl6VCXZIpEU38RYFZkNPKiYwOOM0WJBfhV0uzkVFgGGW2fv+YGxccNusDluL2egMeM\n", + "HeYBP+PPV69Fn02E4uQM67B9z5xON5wut/qlU4GX14rTl+CJf72Ia79zBfLzsqHhRolHyirx4qtr\n", + "cPppi4flM2743lX8D9Ij/0HU1TchLS1FPnLl7ldzsO3xeIM+R8BLX+KR+CLTD00wxFd1bNK318pA\n", + "0tFWC1e8A6amQ5CO4ckSzJM8m7kyRJS8A8OWB2XL6asvgjtt0aCPma7HBmFyrNEdgztaf4AsrwWZ\n", + "uZPxg7yjLKeWtf8dgeOtNFnotnegL8RnUeTnk/oyn18mRWwyTFEDFqUMl0y2Nt9x6dVY4FFY1y0l\n", + "zdhVEVjxHWPSDep3o/7ORkatdrvi40avVnF/n5+S7/t7oOOhHrOR0SRzHLbra2SA66+L0gpwkAPc\n", + "bEu0LzI8WGmcXticw3P8HJJ0mWRTLIv4SmF4afJMrKvbBUMYwNtYLU/1cnGcoH7PVOAdEZH1mJ4b\n", + "9T32z+fQY+MjNiazCReecyYuWT2ytmQOhwNGg3wkZzAa0NvLT+2Eek7V6Jd0ipwB8J6noSv/BNpO\n", + "0R2hd/V/4YkVO5spTaVrKNIbAniDf744JbiudxaOuFJxhFapvg43nr7s+O8QZ+iUhj63R2YOLxS5\n", + "hCpKGdbjJXFpCJbSsLdKuegm0apG/kaDul3K58dIvXp8RrOkKQqKwQOtDrNixd8kReXzI2PDshsb\n", + "ad075ybctuVhH+y+f9bDeKXsE/5+pwi81HDSFUbz1vhU1eFFBd4REtmPXXzhKnZrb6eLqwdxsTEs\n", + "0jvSIr/fPod8JGe32WEyGVkOb7DnVI0R4LU1+N1vgs7WJIGqJBnsCo8FfEcl9mEBYukPQS7mHv77\n", + "44YWax3zj+u2u/IvYEVgmt5WaFsO8tvRXR/yPTa3cucjsgySpjZ02J14Ym0FYs0RiDRGDDp3lhwy\n", + "DBvv7b+jQ99Zj/UfH7HoTMml4aev7EfhUWXgTYpSgWo0iHJDFYFXp1d3zihWhsmqmIpCmhWjPPg8\n", + "MyUPaChn0JvHwe+0mERmLUb5tk+VbESyJR1HuytQ2LwDi5LIbWle2Ouz7MMfBTy2Im0ei9r6a07C\n", + "JLyx4gH2d5olAe2NvSi5W4fJhiWI6BY79jVl1yPuUOrATKJTvw8q8A6jKquPYl/hQaw+/2yseefD\n", + "kK+9/FsXjNh6ZKan4oOPv5A9VlPfwJwYKKIV7DlVYwV4m0I+74mbFPAYK/rKWMr94Yaudgt/Amwt\n", + "EV/gtEHDIazh6z9wIFzGwRt3kbj6fe7DohQ+vwXFznTc0PwzBr3HU74OZX3tML9xPv/gAD68bq83\n", + "KAhLgfdIow1fHBD37WCAl9bHuO4XPghn+7e9jG+YIXi2kmOFX7c7KlALBrvUKthqVK2ERgXwuoO3\n", + "i1U1epVmivL9xrXgHRxotodgd0lipjIYctdIAXpzOeAVHBg2cFC6s3Ez+7u1f9bmy9rtuH3aFdz3\n", + "YOjR0z/M4yH4xq//hJLOavn6S2os9m6oRW+TB5GIk72mK7cJepse+nhgaepstDfY0dHUi7xZCdj2\n", + "UZXvdWRbpkoF3mFTd5eN+eyS6huaTth6ZGVmwOF0oXD/Id6JYd8BjnPcyOYepwhzsOdUjQ1pBwTe\n", + "CYHASx3NVv4fi0JScwoGaZIIr37/i9A4uqGr2SS+ae+LwJyfBMKdsxvPda8adtj9qrgFU9Oiwopq\n", + "0vaI6xM6pSHYdHSvX/OA8mbbkNe9vaoQD5ScjmTdLDS6Y/Fo/DPQtpXALQFcrzFGcZuDKVGN7o5q\n", + "4KXpcINWHZCMZhHsXpMtdhsk2K0wtAeFXX/o9Uh6OK6v3+kDXUoxoHxbun1Wsw2X5iw/5nV9ftlv\n", + "Qz6/Z52yu4Qnw47iuXwQY3peJG6bdiUP6G+WYZsUjox8iLeDO8/HGNQ24yrwHqOmT5vEbqSf/Oj6\n", + "E7ojfnbLjXjimf/g6RdegjXSip/e+n1fOkWo51SNbunqdohOCNShK2mWL2LrOwEmTA0OiuZ4ePVR\n", + "DBLZjQNgekx3dFNAxzQUrVEE3i5bLzb0LhzW7frn2nKs2cGf0GdnRw9rS1yXQpUzqc8PYkobe4b8\n", + "GfuOHMX2vom++wcdWZjStF/WWtljDZx2/OqwCLy/uXAizpyWpH7JR5meOrJL8fFp0QnqzhljovbP\n", + "dAsrsMBdE7X9vYDJ93afxOf81umX4pF9fHOfdyo2hATei7/4BUuH8NfXFzwd9nrv/OwoayqhpO8s\n", + "XIl/VPLrQs0p1tftxBsr/4KUHPns3I/2/ZEVwRGkZ3PnovyodF90WZUKvMekh/7+FG794XUwm0d+\n", + "GuGun94c8Bg5Ljzw+7sVXx/qOVWjWB4389D13bUkwXHqr2F+62I51EZnh1yMlzx7m/fzJ/X2Eni8\n", + "EwJhl+QWc731e59j/1M6RWm7GBmljpaOYTD1EGCXRAVc3X2uYZvOD5Z/2elXWX2kYZDAS/unP4K7\n", + "p1a+rN3OCZhx+C3oqr8SH+yPSh+u72bd1CalWH3pDNRRbUlBvPodH2VSalCwMjkHDq/3mLtpjWZ1\n", + "tvbhpT/uREJKJGKTTTj3xpO7M+jRHnFWjdIMLp2wAk8XvcOdW/pQ3l2LA9z5c3ps4MwagbIS7A5G\n", + "7z5xAGtfVbacNFoi8O0ZK/FF+xYc6p+xI6j9oHojVhQsQsHcBNTammG32GTbUNVdz260/pYItX5H\n", + "Bd5j1P5DxehzOI8L8Ko6OaQvetVXaEZR2r5znmRT++6cFWIjCA7APAonXhk3x0+Eth94Ka1B1z1w\n", + "Jy/9vud8f5fiIvHin6fDJ6XDb2NX39GHguTh+Tk7JKkLlHMptIYt62lnhWtnJGfD7fGiqlVuPUXQ\n", + "TUVsbLdqNLjrXNFqitIVTB9cx1u/cft7V8dZ8ohMXz6+F7lOlm/dpk3CDU/ukDWWEHRKXizL2R1P\n", + "KulqRbIpkjVnGKsihw9/USGTfpxXAJXubkbx9mbur2Z2/2QH3hoJLE6JyWGQuCp9Md6p2sBDadXX\n", + "MuD9vGYrcqPSuXOP89g+t6QjKOySZi9PZ/8/c9o9+OOe5/EZ97mkhwpfhmOaC7c9vhLXbrifQbmS\n", + "fr71UVj1Zjx0yu39wQEVgFXgHYKWL12Mz9ZuwJWXrFaPiqpjFoGTfv+/ffed82/x5bH2nfYHGHEf\n", + "g15PbP6Ay/JI2goTQFPB1WAkddDKS47iro7i++9+swh/u2LaoJZX3RLocdrQScAbOTzQ4hWBN8Zg\n", + "8gFvq8PObksSM3C0tQ8OlxxuLn9ih+yxG5dlIz6SL1LyRbztrWjvcaLSeZXsvXud+SzHWQf+/c92\n", + "r0Jh8TRF2CWdMXl8TY+/WnXA1+GKWq2O1S5h0txdiy6CVevrT4Jy99Ldfs0X3F5odSdv2ltNjxgU\n", + "SI/k05QuyF7qA14qXrtn1nUsmnv39n/4oq3SRhI6jdbXRIIcGMLRJ88Hb3hBx2PVtWIa1cLEqT7g\n", + "JT1W9DpaHB0BsCvkH5MO9M/s/WDjAywC7PA68eaKBxBvjJa9Z339LixInHJMxXmqxjHwLpg3Gy++\n", + "sgbl5VWYMW0KDEZ5Ne/ZK05Xj5aqAKg1fXozNN3i9L4ncQZ6z3kShp2P+3J3KUfXlb9aeuZjzSXC\n", + "lVcKvC2HZP69ASdV7sQtTaMgVbjEvNSMODMmp7rYND1pe3k77niNjx7rtBr87fJp7P9Q+rCwIeAx\n", + "ivAOG7Q4RWhJNJhRY5MXuVGUt0KhYM0fgIsburF4Al8hLU1V2O0IHGTYPXqWxzvDUIn9jhw827UK\n", + "CFFbN57SGXo9Llk716Y+GweOLgaMpHZHLzP5HwuSOnzQOp+dOmHcnn8Kv65HzvQ4RMcbUbK7WT7I\n", + "PdSO3OlxJ+25uVLifZ5p5vPsp0jOowJA7m4p9sGu9HE2YJ64GkYONk9NnslyaJVE1mNP3fkNUnKj\n", + "kJxjxb6vg1suLjgnC0mZYlBgdnwgRL9c+kkA7J6eMgdfcIAulXSd/1P6IX42/Wrf/ceL3mC5wfTe\n", + "M9MXMrBXpQKvTO988AlrIex0ubB73/6A51XgVeUvXdU6Gewy4GwrhuXV5aK1FZ1ET7njmEwVPbET\n", + "JcB7MPQ61WxmhXIUoRRU4hQdPbJSU/HktXn4ztM7fZAqbaJAIDwtPSro8gkqPy0MdJ1o6OgdPmiB\n", + "CK5K0+sEvAKwhxJFogXglWpXnwi8Bq0XDg8P+N9vuS3sdRxP6Qz19sBcaILeiu52VNramTvGxemT\n", + "kGKKHPXbInX4iIwY364Z7z1VhLY6O045PwuNlfLfw5HdLScN8FIO7F1b/w6n1ynLexUUDFapSURu\n", + "ZPA24HnRGViWMjvkZ5P1WF15F7sF029eXslg2F+UW/zB2Q9jR/MhFt1Vyh2eFpuHjMjQhbFvVaxn\n", + "KV4U5aUI8NamAz54/7h6swq8KvAG6re//CkPFx4PWlr5Kd+E+FjWkEKVKn9RJNWw/VEFWgucAqeo\n", + "77GI8k7DXq+ajax9MItQ+smgcSMrgc9RT4oyKkZl91V3MuClfNgXvq5CtJmf6RA8bjeVtrKGD/7a\n", + "cLiF+61ocPPy3GPet10ucR8mGAKn5Hq4fayUVuGvMooC08Cjf7DR7onEHa3fxxGXeJFbmW/EJyUD\n", + "t++k/SZ85uUL0sbVd7lBwRd5c3O1LOq7rqkSl2dOQYRmdJ8PpQ4fERi/524qUhMgd9M7FQHPU8T3\n", + "zO8WjJntORbrLfLbDZbzSsqMFGe4KMorREf3tBSjtid4PUROZMqAnx3MeowiuWl5UbB1OxVh1zeg\n", + "57b5zPQF2Np8gMGpVC+fcT+D9XervhpwPYRUDVUq8IYlau/7+lvv4fN1G9nfJOqAturMM1her16v\n", + "+jeqEqUrff+ErwM1pvCauEFZazErymLr1bgPW4J0U5uaJUZ8hNxWf+2obMdVizJY7urbu8TpudVz\n", + "Utl73tsjPkZ5rBv6bbro9W9sqz0m4KUK+33tTbLCI6Uo3Ru7j2JnpQi8eYkWRU/edfvrEFH2Me66\n", + "8Rp2/4AzGwed8uYUVy+bgo1VRQzwAwYIOg3irQaW4vH8DXOYDdrBum58a27quPouN/QGRnilsMsG\n", + "C45ebG+txakJmaN6W6QOH5HjuMlEqV8KQ8Bgr7B11OfxUmT2exvuY4VXNP2ulIsajshvV/EczQ3O\n", + "siNTZcukYjFpURitA/9b18vSGeh+sMiwICpQC2Y9duqFOYMacMyLnyQDXor+Cp+fbDp5U1NU4B0h\n", + "Uf7ukbJK/PrOW5GXy9tEHTlSyT3+Jvp6Hbjx2m+rR0tVP2k6EHHko7Be6po6ct+bvmX3M29fXfXX\n", + "MK7nbevW2aZhrX2W4uvnZMUMCLwHa/moEdlwSfXa1qP48co8WfrDtUuzUNViD7sBBBXtCQV3gp+w\n", + "bHs40N3RJo+YkEvDzfnzUNTZhK+a+K5GXdyAVJqvu3RSvOI6OLw6fNgzH78+8BK7X+JM9z0Xq7Nj\n", + "dn4GshKt+OMlU3x5zFJdvzQDVy0WLeMmp1rZbTzJ4/WiqS94tJwKvpz96TmFHU2jHnilDh+GcVys\n", + "9vVbFcrHy8AdL4cbfTbXqM/jpcisrT8FhWCT/G9XZSzCvXNuHBQ0C3670iIzAtb3z3pY0cGAYNI/\n", + "IkypAw32FtTZeIDNiRx4UBuqQC1UVFdJ/vm8iySzgomm2KDvW5Q03ZfCEPRyxe0TnUadqVaBV6Jv\n", + "tu3Cn+/7paxlLzWluPP2H+E39/9NBV5VYuSg+isfuBHEea1pHNnafBZkDHTzL4AnYQpcky8buRXR\n", + "89P93ig+R/fRzovwWk/wXHM58CrnN9q5iyVFMps65RG+D/c1MuCViiKrz904Bxf9fZsvQkrpDjFm\n", + "OUwLdmGa1kvR0qdHsq4d5q9q8eNz5MDb7ZcOIq2uj5RcuMxmedQqJ15uJXj14gy8uqXGd//2TQnc\n", + "TroFlZLive+fPQPnz+KnLKlxxpPXzmLr/cxbn6C4x4r6XhNWzUwb99/lNqfdB7QmbQQrYJNdiGOS\n", + "fYMQguP9nc2j2s9W6vBh0o1f4JVGFmctS2VT59SeNmtKLHZ9wX/3R3Me72Vf3u2Lrkq1sWEPg1+p\n", + "W8JA0CxoSfIsXDvxfMTorYgymIPadUnb/wqaFz8ZN0y6MOz1p2K1UAVqKdmDA17/dVqSMlOEZ1Mc\n", + "t20zEWOM4rZ3p2+QQJoSmzMg8K769HZ8ee4/1Au3CrySSIfbjaTEwFzJxIQ4uDxu9UipEr+0JW+L\n", + "YDvtO3DO+C50dVth/OIOcVQ94Xy4U+eOyOczL9lksZjCE53D8lNDwS41SpiaLp6EQ7XBPVjXhdZu\n", + "ZwAI3/T8HsXXZ8SZfEVkNW29AcBL6Q6fFlKunMT+bG8nB7zy5fh3WJMCizVCPFXExmpwxjIDvtro\n", + "ABXlp8XKHQROyY2TAe+uvsBK/Ul+kVohcnvvjRf7tne8+ewqqa5XjIxnWqJQ2t0mez7dHIV8hx1H\n", + "eng42dpSgylR8aM2l1fq8GHU6U+K89G1989nkV3Sto+rfcA7WvJ4/fNz6b4S7LLjx8Hc1uaiAYvF\n", + "BFGxl6AVafNkTgxB4dIcOGCbG6btmO/0tUGMEE9fkgK9UYc96/jHImOMg47wMjDNWMT8g5t6W2UR\n", + "X9p3f1vId9Cs6qr3WZOx81ZMruKyKI1DKIJzuJ1QpQKvTNOnTUZh0WHMnTVd/sXefxDTJ09Uj9Q4\n", + "k65+95CAlHJl6b38HR1c+efz0Bk7kY/0kjQ6uJOmj9i62y//wG+ldNirPyXke1ZMTWTQK4iK1qSS\n", + "5sEWHu1StCYLlrogBd669t4Alwf/9Ajfhc8vGmx3iSfmydEJWJEkXrykubwmk4bdFk6OQpzezD6f\n", + "gJWWp9N4Mafs/xARcR6CNGxj+4G2N5TGG+y+V1uMWns3s+rq5XYMOS7EG0WPYz6SZOUGEF4f3BLU\n", + "JpssSDXloe3oIeaBTNHgD2tL4fB4cEnmpBMGvpRTTE4S5BkstUyTOnzoT5JpXL3ku1owR4wUFu9q\n", + "whO/3ojc/ERc8P3j66vsn587Ky4f52cu4QAtBzU2uZPCspQ5DFSfKX6X3adWu+ECr1RLueWEoxSF\n", + "CC+lNAxG0mK1+WdlYO6ZGcgoiEbu9HjWLW0oCieVY2J0lh/w5rDocAsHt1KwvX/uD7Cl+UCAzZkq\n", + "FXj5H8viBfjnv17EogVzkZ6eAo/bg6N19di6fTe+dcE5+GL91+xiQFItysa2DDv+joiDr8Ox8Gdw\n", + "Tbky7PdpnF0wbLzfd9+Vd64vD5X+t1/y1oits3PWTSGf3+8OHJQRTDII5OD1u4vluZdxfjm835qf\n", + "ikc+5U+kXxxoCtkmmJY7J1ssBEmPE4GjsjUwH9Q/PcIHuA4Ptyzxfq9bnEkxauTASdPtsbCgHSJ0\n", + "X3laEubF87l2lJLABjI1m9G59RAuvfgS9PV50dXlxdoNjgD4H8hreDyJ4JBgV/ibHSdbB7sZtOJx\n", + "TuMgmNIVEtobEG/gBhJmqw9oC6xx2NZ/bOt6+WUdtXUhNzLmuG7LhsYqZpVGPsGCCHjp3Ex2ddJZ\n", + "gvFatEbT6UqwS4pPsyBjYgwrqHI7vSj+upXdBgu8FIWl5gUXZw/tWuefn0vWW3QjSVMNLstdzjxk\n", + "yU5MAF5pWsNg8k/D7TiWag4EUsMgZgNo/wspJbT/Z5yWyjeVuG7SiB97/0K6ZFMs3ljxAHOeoGYU\n", + "0tdRs4wDbWXMjUKVCrwyrd2wCTnZGahvbGQ3Qfl52SgsknufqsA79mGX/d1vK+bOOQva1kNwZywJ\n", + "DbzcSVkrjK6pmGfm8fM3dM4eAHh7xXzTnIhG2PSJ+PeP5rH7rT1OFgWVXRg54J3dD63NXQ6cNTUJ\n", + "T3xZ4SsGU3ItEPSDM7J9+a/s8yQ5tLVtgX68wbqVtfY4kBojXqT8C478WwWnxVhRYecgK4e/yB/u\n", + "bkGLwyZrLqBtLcE3WRfw0GzUsNvkiRE4XMJvjxL8j3cd7Ape0e+Q5OwmcJCr5fbzvLjAgp18Brzy\n", + "Qp8jPW0cPESywcjxEDlHKG2LAPH+Gq+FOtLp9KmLeI/Wazb8DlXdfE7p3PxF0JTIp+2pSCvPmh72\n", + "Zzy8/2Ws46DVwQ0srshbGfR1SkB6366n8VX9nqDvkeagFkTxrimZkUkselnSWS1La/hfxXr2fKh1\n", + "GKzSzAnDuv+NluOHMTlRqUG3SegGR4NUwZnipomrcWf7Y+qFXwVeuQQfXlXjV+QMIMCuD6wIeqkr\n", + "GgdblOJA6QrUyrf3olcV3i9OxbmTZ8EbNTrAiUzHD3WJOWP/THgSkec9CE9/9CdDYXqeorSPXCX3\n", + "B6bWwEW1gQbqBKVSz17//FdpDm2NAvDWB4nwOl1e2f0uSdEauTOQAwSf+8uLUiUq210+4CUAots0\n", + "Wxe+bqlmF1+9IRetFnlKxexZEeB2EX66eCqijBEB8D8etbn5KOZw4GrQanG4szWs9xDsBhM1ACFP\n", + "ZBpgiBDVjpIuftnUle07OTOGPcXh0/oylPe0D+m91lEW4W062oPG6m5MPzXlmJYjnU6fsyKd5WoK\n", + "sEsqyi3EdKyQvefdyg34/uSLw2o1S5Hddf3FYEKOrD9w8nm4bSyqOCUmFzPj83Hr1MvZ4+skhWQD\n", + "aXKsmLa0PHUeA15hfQl4yXKMXBioFXCdvRkvL7/ftw3Cawc7uKGcWIoGS8F7MNoo8T2m/R+udNoS\n", + "6HT7uPPeKni9UbLH3Z7w0iYLuGsOgW0ctw2mCJNsmx5ffGfA6+m1/1v5V/XirwKvqpNN2oYgJ+L+\n", + "yKKQm6uxKQOCpluEL29k+qjZLsqttbt4WEnTtSJB2wV7VNaglzMt3RoAvAS7r/xoPv72cSlaux3o\n", + "tLsC8l+lAFmjGOEVLyy0bi0e/mTf3C2/4LgkKQ0f7WvC3sPyZQnr1mPzItIiwtm+jkYxyheh3CVu\n", + "7uwIuCJ7kRWTdFJ812mfFHU2I81kDXBeEESQatYZZBAbSvnWWGS4raixd7P3SNMHKMVguFMc6DOG\n", + "CruUknFcBtGabg5eQhco2budePy2zSzNgPT9v8Rg5rIzwlx+E/T6T+FwfJfdV5pO39gij6b2xdmw\n", + "69cfYt5fLvA9Rt243q/eNGCrWQLWhwpflj1G0CsAL6Ue/OfIR/js6BYkm+PYIJNySul285RLUdRe\n", + "Lnsv5eYSmLr9ClJZsEGnx4QosQvkSm7dhLSGwrZSPLDvRZ/lmJC3+lnNNlyas5z9/UKxWMuwKnPx\n", + "4AZS5wwt6ilt+CHs/wFBV7eHg9piRETwDSQiIjbC5TqNga8+4jPu/jo4nedDo21FhG4bXZCCLsvC\n", + "fa2fWyEEOiZyy/3JgJ9P77HZVZcGFXhVnVTSNewO7yLj7OI7punkTgYamxR4R0/zgf01IqROj+6C\n", + "O23BoLqzCZqRGY30PGbGAAAgAElEQVQ1O8To0a1n5uGy+XyqxN3nBa/2pmgx5fxSCgLd/IvRpCkN\n", + "ZEkmAK/LI4/w2iVgtpWDg6YW5RN/S7MHkdli1JpyUcPRjtY6zBrHwEtgSwVlHU5+fxOQVtsD25VS\n", + "JJe6pglQSPm9O9pqB1z+TG7fkVXcrrZ6tLQGQvLG5ipkWqYPW5R3R2ug7VNeZCwWxKcywO7jBkhf\n", + "NIiARZ97Snw60sxWVsw20jLo35LBizRqJxvwHe3xwe637zyMRasqOVjZwyJ7gnh4KVEapjMAijDz\n", + "IGTJAZ6R9Vn4GKsTgNX5CtHsyz+T3BGe395/Cw5Hay+Svl4QD1aTuOf/lMjdFtHvr9PvdbfjTG79\n", + "duZIH6Pvla7/pqTbfX/RsndeLrzXw9bzT4v4+24vRXHprzX9N+DRZeFvl7BtxypLRuD+H7ycDHLp\n", + "5js6+o8GvRTl74sqFXhVnfSyvBQ6P1faFIHBrb1FdF0A30pY0yNegL2W5FGzbdKo7OR5y9E3/+oh\n", + "LWdqWhSSogwMUMnJ4PyZ4W+j1KmhosmO2dniRa9ZArwzDFW+bmf+rY2lhUiOPm/wD+t2h7iA9h8v\n", + "DvaMLjvs+khxmRwQ0mdQZHM4Rc4F+hPc5IDgtqy7jTkXKO4PDnK/mzOTbTs5M0in+9M5QLzIPHDB\n", + "jbCNSvm8pAVJG9Hcl4hUE/+72dfeiGkxiQMCMB0TWu8ci1gI+W5Nsa84jnR19nQkWT6QQQJp1gka\n", + "v0jhyR9e/DVlrj8kBcJKcHjx+P1/kgYrNFClSgVeVaoGf/Y08BFcH7wmoffCF2H87Ce+ojRtdz3c\n", + "/cCrq1oP44Z7WKGa7z3W0QO8uypEUJ+RETXk5RDsvn7LgiG9Vwq8d68pwkVzUnDVokwOnDXM05Zk\n", + "1nkQoxXb2Lq9cqiV+l27gtfMIdLWg9jeDvTpzBzQKk8nT3Y04IxpFzDI/biuzAdP/mB1rKJp9zer\n", + "DzEYjIowsMhpqFzY4RZt3yf1ZWjstQX4GEuVZ4nxgb4Au3yEct2QYO/nM/yBW8eBrRse72Fu+/mD\n", + "tzjMiBrFYhP9DuPVBeppStX4kcu1BBpNG3S6g4HBFm8SS11xu2fB6TofHs9AtSHcYN7wAres3dxy\n", + "V8DhvEzdwSrwqlLFS9N1VHafeeRqdHyKAwdZjsV38x3TyLRccGHobYHp01ugbdwrOc+IQOY1H7/Q\n", + "0nXP7UZ1C28JRX6zggWXIHJhEESFZydCUmsycnqg1Ij39jTg9MliRXSS2cNyjAVRJJkGE57E6WzQ\n", + "IfWEpTxdErlJSLePlOZuwI27+Jw0gt6mU38DS87p+LroYxw1xMOpNWKBno8qku1WgtHsA94OyvUd\n", + "RuAVpt0pyks+tQTU5HF7vNTlcmBS7Je4KuHAiT2Ra/jfhgC7Jw3IuBdzsNIyqOnlxmoLkrNs/bBy\n", + "iQxevN446PX/k72+8lAODu1YjKrDUdj2URV//uEGj7t/GTid/vUFT/v+fvj7X7H2wr6B8a8/DC8e\n", + "oNHiv2f8gTkn3LblYZmtlX/LXmrF+0LpB/i4erNsGVRY9sGqhwftlEHL++nWh9n/QnpDYUsUBwqX\n", + "4rvrng14/XlZS0LmJIuDNANsdseQjnFrnQ33X/GF7DFyZvjzB+cE2MIdH2nR57gBEboZ3PdvkXqB\n", + "V4FXlargaQx9Zz/B/+G0QddcxHJe2UXEJOa9alsOyWHXf1QeeXyAl2BPgF0SRVFXPshfXNb+MnD7\n", + "TpS/rH97XwF8ydPXB7wW7gfvEKOQ7rq9MDY/zP5uyFkFZFzED1C8/DbMy23AhMQ52FjSytIfYi19\n", + "aLcZkQWxi5rRbUf6gRfhqfsGF1V9xfKvO40JMJz9/6Dpr36OlRQwtTjtYVdFB3sdQS01wqCIqX9R\n", + "VWFHIyK0KUg09rBiI+UiFCN3oZoNt5uM8mcPOdLKX8iBrJPoNz0aIloDwdPrZZ/j3ITTcN8Fnyvj\n", + "is6LHz+sxcQFq/nzkR+8aLWlLNLX0/Y/PPHzBFQfplmbtv5b/0Ane2DnjTufPR2/OvdjVjTHLrZ2\n", + "PVxmZwDc+heUUQFYZv/5jSr/6fn7dz/D3BcWcYNTqd8tNT2YFz9JBrxUvHZF7soh2cLR8shXlp0f\n", + "3P9i+yHfwkc8p8R8zvxmBfBemjwT1/Y3/hlJUaGaIPI4vvXRxayb2omVVoVdFXhVqeo/HfSfGP3l\n", + "zpJ4KOstPthlECtpORlxJHgRAeX2evVRx2U79laHLsgqbew54bDLLlSxA1t9JZs9SHKL29PaaQP6\n", + "A8CbTPm+x5sbgZ+dswtXLT6EneXU3Ws28pK+waULSvC/HRNRcOggtdQSj3VbCbsJiu5rgStpLyL0\n", + "6zk4uhzxevEY50V9DqNxDxptZyM2IpUD2pnwevkCJyXwpPe7XMt91fI6DmBzzCIg+E/th6c+BsI8\n", + "DFMO6NgHyG1t65EfswlZkXWyx//f/hv799Pz4ne2cx7eq5J3xYrSG9DllEMk5f5elzvzhOdHD0aP\n", + "F72BN8q/RJ3Vv6BLlMetwUsPGGGN2YA7nj6NRQml8NLn+CH7//1nlnOwW6EMYROawlqfpMxIX5TX\n", + "2GqFK4OH5t/Mvp41YDBx8PrgvpdkFl/+EEng+ru5P+D+eoZ1RfMXtcElABWaRVySs3xQjRyC/kr6\n", + "94Ogp5b+Sgbef5j3o+PzG5EM0s3WiFEAu6pU4FWliqDlm79CV7MRmr6OANCl5g2euOCRPZpWFyQt\n", + "YHMs/iWDXG1bGdyJ0+BJnn3ctmdvVWfQ5y55fDvMBjGKcu6slBO23ymHlwrdhMYVSkqJNcPQLU55\n", + "2739LhjRRkye1Ypvxb4ArcYLSCByft5mdhNEEIzFBKjzBjixrO+H2DUoiF+Dn/uZViRbhOibHh5P\n", + "NrTaI8rfJ+79dBvt2tUyHRvrT2V5vORQcFnm8W0la9HNwJvl0Qx4FyfvwZbGORwc7QsA3wVxadjR\n", + "Vhfw/muyZzD3B2kxXJYlelTC7uP71+Dfh/j0AOmUurT5wxcHdyEfIsR6tV64rdxAp5MfGHY09rLb\n", + "HS/+C//4wS2Kn1OyO3jDkKVnTMBPV/zCB4DBlCgF3nYLejjgnf7yMnz8lybkTndxwL1M5n9LylSY\n", + "vRKg1y1J6/INdi0J+PLckbe9Ggi8R0qt9WIhaGyyGapUqcCr6oSL8kEjSt9TjhYsH9h8W9F5QWeA\n", + "K3dVfzT4+E8h7Q4R4SX7rw47tTj+mFv3RiTmXsE9OmFIn3Ph53cyD85VGYtYT/fG3nbct/NpZHAX\n", + "v0xuv9ww6cKQ7ycbsvk5MfjmSFvwwUiKDvWxp+J6SwO+2GrB904vA2bOpcRPTMeJsthxBoXdY1Vp\n", + "Zza+aZyHpl45bZ+VasXUmHKWt6nV8vnloSKtoZwlpI0ZVqXmYkJk7AnZi1nmKLaOLvdE7GuZgaXx\n", + "KYjWXIAL0jtRZ+9mMEuSwi7BbKzeyFoDk8j9YXd7A3tsb0sRXj70Kf7U/1ppbuoJhd3+CK4gaohw\n", + "+7QrWEcyafMHbbcY4ewoaETZZTug64vArEdXyX/DO4HyqwO7oK1Y8xPMqlyl/DtK1ODnK69gfw8U\n", + "5STgFXSl9TysnDsJf/3LBna/rpx3dyH/25fLPkF2ZGpA61p/4NTpTmz3ulDg7a+fnsZfC5ZfOQHX\n", + "3D1v6GcIh/hZev3YmW1QpQKvqnEo8ztXBhSmDUVK3rXu9MUMdo+XqMsRtdv8W+F/OHjwosLaDV3L\n", + "quDrrLcx2CU9W/ImLHrtoNtwdrtsKIjpwc4msY/9tsb9PkN50kDAy4AlJTIAeP949R6cPakIHx2e\n", + "jYK0Tm7bKnCWphg3nyK8IngaxtHWKGTGSxphFLcAViOQbg3vePZXP/vrYHsBB1sOFERXBTxHkdL1\n", + "dYuQYm7GxVkHYTWUDAiws2KSsSSRzzMs7mrB2sbAdBppl7JdrW5MsKyC1nVO0HxQj9fL3B7IW/d/\n", + "Rw/i0sypitBLneYEkUvEiRJ1Yrs2d5YCCEcjOsLoA14fEHLbdmkGdYwyy5ZxU95s9n18dO8jo+48\n", + "4w+7JPqtUDOEGD+3kAibpGV2tJ1FeCl/1m1xQmcTYTimOBWlHdU+4KXGEn+/dSOmdQZvTJG3MPzm\n", + "HqnZ4nq5GrUo3tQiBgFsLuYRnJmZNORGDCcKeoOBd09HH954qBC2bvE3temdSlz4/WncaXxosN7V\n", + "Iv7GYpPHf5dGVSrwqhqlotSD4YBdAXgp5UHbwUOe/aJXj2v7YKULKrjrlc7UDp0jjrUQDljnKDlc\n", + "PVv8zoDA65+r6nZk419nROChvW68WsL3sd/WLK/6D6fQixwkhNxbf50/eW/I9wow2dATjzXv9PZ/\n", + "phdvXluN9E8DL8ZkI0fpK9qWQJsfV/4FcCz5jRxk/abLKXViSswRnJ7Szg0S9sHmOANPFYt5xA32\n", + "RHxcfQHc/QVnTX125sRAWpKYhcOdLQxgpbBLSjNFMXCTgii9ZmF8Gv5Tud/n5vB8+V7WitcCHlKp\n", + "FTB1RyMR2Do8Hvb8pqYq5l6xh1t/6eeQynra2bJ8wKs3jMrfKO0PfzXaqnH52ufw5ooHEG+Uu2ZU\n", + "dgc2nKDCKZ3mxEUXCcIDfpv9emS/vA05RUmddhFqtVFimo89sRPWKtG5ROfQsUKsReY5+PuPN7I0\n", + "B4ooRkDcZ7a0DljqRMhdujw/7PVOyBAjvM0c3BJQS1Vf3sXyfMeLKorasWed3COa9ucn/z6M1T+e\n", + "6gN9clkIV0LRH2kw71OlSgVeVcMqbWOhHHYKLoInfiJ0VWt9rYLDBl5jLAMpsh/T9NQNG+xSC0zq\n", + "d9/h7Ao6BakIu8I2ZX8OqzYF3YfEgjtn/ruAKbDtKvWHL+/mp0iFQisqjnJ78oNaJ0UZ+EjnXbN1\n", + "7EY5cufkAq+U6PBBpQdX5mthNP6dFXCFymc9e+bg9osAuYnVpTiYxId8W1olLg4eDVxHlSGOBiZe\n", + "akuqALxKXfD8myV4vBoUtRcgx5SH/OjZ2NdKqSDVsvcodSkjqKRubcE6ttHz1CSBvHn9gXiiNR5F\n", + "nXzEmXJtCWLPsk7ANy0i7LJj2N+A4+O6Ul8jCXqebgTDE6PiMTkqAV81ihFqSg8waUfv6TQ/MhZH\n", + "+lMvvNy/zXVfs+joy0c+wW3TrvS9jtICDncERt4PdVRgemzodJ1lH/K/rYnRWXh+2W+Hdf3JJitc\n", + "/WLGNXj5vT0QYow3LTwPf9KVsO21J3XLgJfftko8+PxH6DqqPF3ePrmO+8JqkOTl3tenxZS54efq\n", + "J2WKs1MUzZXCG4k6wM1cljpurgc1xcopYBvWlKF4VxPbB1SE9tvXzgw7WmuT1B1ExhigSpUKvKpO\n", + "DPA27xcBKfcsOE79FQ8Uk4+h8pyDh+GM7D5f8r7vbwFG/RUMdhkg6G1oQznm5JyFCK8JhQ0NirBL\n", + "4r0rHwh4fChtKL8zUctugoZavNXuiEasoTNoSkB7vFgE2NgkL3pL7z0YdLme6EzFfmtKudgUZbw5\n", + "n8/j29hcjf0dPHh2uFysQv5I92Hx8Gs0LKVASdOjwrOjy7fGIsNtlUVlp0Yn+ICXVNTZjJn2FOxt\n", + "b1RchlLXNIJhev2BjmZZo4kTmc4Qjs5MyQMayhn0lncUo8vBDybeqfoK1+Sfy6K8lM5z786nFSv8\n", + "97SUDAi8Q4HTcFVvF23A5iROxE3cwPpdbt2/qJW3syXLrmmxeZioa8MBNLDHEhOiMdc4CVubDqA3\n", + "oTtg2UXV1Zi1ZXLQzzZMc6D7rEN4YtnvBu1+QI4CZquega4/7ArAO55UfUj5vEhRXqkn8Z+u+hJz\n", + "z8rANfcEL34TIsFdLWJUPDJWBV5VKvCOWRl2/B0RB1+HO2Mp+lb+35gGXlfu2aN+faX5eoJoujQc\n", + "3XxOPLvof1DVjr8V+kPu4MSq+hsWcRfu7Yg0FKK2R4v0yOFpX3qkcx4HA3MkAOnlgKYdzb1xyhcj\n", + "nTh929gssQDSuqDjoCLoQCA6R/nxAbrgRUt8RPe116Okq8UHl2SFNTM2CbvbGhTfOyk6Iax9MDMm\n", + "KcBhgNwT6CZ8FgHry0cKZVBOqRChgNv3XZfA7nlpBcPaPW5EfqfcNs2KicOXdTuwv0V0FRCivNcW\n", + "nI+HCl/2Peav3S2HOTA+h7kJUAQ3lOj3RAWYMQbrsK1/vQSiJ8dmY07CJGbpJQAvgeiry/+EZBNf\n", + "NNjT4ZBApx5LYmYx4LUndQUsO/cDuetL9aoDSN7aD/daL1769m+4MfjQLQel1mQBg4PyrnF1Pas6\n", + "3B7W6wiAqYlH6e5mGE06RCUacesjS5jn7mM/3shSP9xuD6wxBkQliJFgo0lFFlUq8I5p2CXpGnfz\n", + "7XZ1Y2gE63FD1yJG5qhj12gTpSpIRdOXZ2csCi8i5eWAyW0gx3h2t8NRBoNhMy6ftAVXTg4Pcqld\n", + "JbWfNeuL8G65Ef8+bMWyzIt9zz9fuhhOz0L2t83Vg3dKX8ZUjktPTdViUbIG85P4C211N5Dlxw82\n", + "+z9Y7mm6OQq5kXyOIeWVflZfJj9MXk1Q2PU7nLKUhlMMh1gjiaCvp5QGpd02QBc8qyTXlfJjpR3e\n", + "CHanRCUGBd5gbgn+CmanRXZhtfZuvFdbHPAcWXalmqyse5r0eSWPWkGU3jDaYVfQV/W7samWn8kg\n", + "66ujPXy0m6K8xRzIEqQGU2FbKTfQ28gN9F5iULksdQ5+Nv1q3/MUHZb9puwtwwa8Tx1+Gw2S32i6\n", + "hffrnhKT42uSQNZcUkmbFcQmmXFK9HQWxTZkauDK60ZORIYvuhpdJn5fXZF9aJ5Thab5Few+gfWx\n", + "wC4pMQTw0hT/YHNaR6uoYE3IUaZ95nF7kZYXhb5eN+uWpiThcQL/da8dgcGsY/tEehylxzImSS1a\n", + "U6UC75gTFXsJsMsPeW0c9O6TNWIY7WLFZU7+hMWaQSi4LJxIKRW6HFJoiCGdLpUdo95YJHlSMX/C\n", + "QQafK7Pf5X1qw9SXR3+FRfEZHAzswPaWQnxQ2Y14k7yAyCmx97FERCLBlIwiDvaK2tx47iBwSW4q\n", + "zstpxg83yFvGPr30XrS7+NxTOwfUBLzkKCDNKyU1N3sQHaOFoZ/PQ0Uvyyrd0u7NWGnaF3L7KO3E\n", + "nTqXo8so6KrFSPBAXfCCTf9TnintLxLl4b5adYCBK0FurN4E0zB1iEg3W9mNwNd3ItRo2T6kzyPA\n", + "FZ6fHJ2AFUl8JFvIC/Z9/7l9SZA82kX563/c8xxqbGI6x40TV+MPe/hmFBTRlbavFb+PRgatNCCk\n", + "3PSH9vMRYLLMe6tivQ94Ke9XiA4LquFgmoA0XF274X6WbkSSWqAp5danRYoNavxBV1B7o6SYMMGI\n", + "eIMF757VP4O2GgzGXvz9zoACq7Jv7WZtg2km557Z14W0CRsM8IYSwd6hrY1wOjzoaXfgql/NxlgU\n", + "FawJypwYg588toSBfOnuFjx+26YB3//OPwZuz31iWgmrUoFX1bHBYnNR4GO1W8YW8DaKQDQao7tK\n", + "1ealndUBj2VFrwuSltDZfxNOsgPD7sP7b4DGZ/XF53p22srh8K7GNVMGvnguSz8Vb5e944su6TQ5\n", + "+NVWip6JEa7sqAn4qkXMO63o6cBTR+QRNmuEHp1VZqz9hn+d1arBEzdMZzZVL771Hl48koiLLzTC\n", + "aNSgptaDooNOtLXz25dqdqK1V4PTTaEvQFRkSG2iafBmECLBGt2AXfAIKCm1gKKmBOm+4yCJlEpz\n", + "fkdCF6VPYuC/vrkSxZ2tAU0W6Hl/XZHFN5Oo6+0GjRn0Wq2iA8Jo024OZnc0i84drC1sGI0DyBc2\n", + "LzqDA16+8Yh/C1waUN7+zf+TNU0QB5Hh5/ESQAuwK1WwQtI0S2LI5d170acMaENBEkUgr/v9fBnw\n", + "Euj29HdCW5E2b1hgl/2eskNHuqsPd+Dj58WZstW3TBmT3cSkBWu50+N8UeuCuQlYsjoXbY02lmoS\n", + "LNodjlRbMlUq8I5F4G0NLGLS1WyCc/5PxhC0i0DkTpox6tavtDPQLo0iVXb8Bwnmbb7HppkHs0yx\n", + "8MvLAcCP8udjbWMFSrv5C6X/5Cfletq8FiRZ5BdPqpRv7W1GgimJ+78F8SY+UmUxpOCGKdchh6Kk\n", + "Wj1Ku1oxJd6NzbVr2fPGCBNOSVkmW5ZTwQR+WVIOKvucWAMeeLu7vQx2GUxa+Ajrux/0KW7jmnkb\n", + "EFH2SQDcSrvfKYFvuCI3A0otIFD/pF5sOpFkshzf769Gg/OzJsJdcRi5g2gYkWayjqlzjX/0ltrC\n", + "WiKUgerhRT/FKYnTfPc/OfoNPq7erPha8r9Vgl3S0Z7GsNePPKf9FcqGjKU0BEl3p8Iw6RR4yOPv\n", + "l6pAsEvQy2DfOnzOCVJrMkGTFiaieDvfyY1yWaVqOmob1cBL+5cituS2EGHQ+lr/SvOmMwrkaT43\n", + "/H6Bz+9aaEgRSjRIoaI26b5RLclUqcA7VoFXwc5J21EJTXcdSw8Q7nsGMS3IgKvrKLTd9cclUqxr\n", + "Ei9UnqSZI/IZGg1F06xh+dD6S9p5ifJfb5qiw/k5Wug02wa9HutrPXivIh2Z0WdJ1k2Lj+uOKNpn\n", + "SZVoCXSFoEr5wuadmBg7FSXtB3H1pGt9dlgOmFDSI+bO5kVPZLdwRdPwlFdqSXMgL9GCxCgD4q1i\n", + "GkGMOWLQ303XtO8g4tBr8EZlwTNMDhqJRovPu1bLDRXi9Me/bShBLzkYeOAdt+eaXa1i9PDxxXey\n", + "mQNFkLckyGCXNDt+UsBrhJz3Jw7KXUMIEoXfXL29OXzg9fOcvnLdPUHz6unzY41WxWYhpIbK7iHv\n", + "p64c8TNzFZxchiqyJotPs8jyWKfMT/YBr3/Es6Wmh0VIR6uo0KxxgP2cNeXYOg7mTI/FsktzZcC7\n", + "9OIcqFKlAu9YANy2EmgbdsM15UpYXloie85rSYKmP79OV7cVWpp+rN0EU287es95Ep7E0NFTAmOv\n", + "Vgd94YuIKP8E7tSFxwV4pQ0nPHGThhl0Az1syYdWq2mRNW0Ipbvn0y284rJXSjx4eK8bEWUXQmMX\n", + "8wLX/nIxfvzNz1Hc6cXq3MCGEv6wW9u5B+tqt7K/z85ejWQ/2PWQx7BWyyrlu51d2N3Ew/d3c2bi\n", + "y37bqHC1o3EzFiTLv0uUeyrknCZxoPvcjYFT14mxVODmVFymQeNi3yd/uTOXwDnju8N6jCnt4prs\n", + "Ez8zQNCrhWZcnncof1eAUEplIMsuQQS+0ujvxdlnKAKmALnnZS3BDQUX4vqv72czJVI3h2sKzsX5\n", + "Gafimg2/Y/el+cKhRGkS5J4glT/sLkicgsVJMzCVW/dZ8QUhl0fpAYJOOT87pO1VAPBmt7LCNqve\n", + "EjQ3eCiiaO15N07Gy38WfcnJe/fz/5YoWpXVV3WPiu8OpYUoFexRTm4oUXQ2bUL4hZwrr86HsX8Q\n", + "fu6Ncnu4bA6caUBA7YkvvnU6VKlSgXcMSL/3OVlhj086A5zTr4Fh+6P83epNLLXBByCb/4zeC14M\n", + "6t6gq1oP44Z75I817YPp/e/CG5MDDXexk0bsbN/bPJQzH/PGJRAyfnoLn6/rXwWvHXoxgRRuleYq\n", + "BQ/bofrQBgPcXY2zsa5OnvuqcfhPV2txcd7tKJeAKKUjaIIAUrykVeve5p0c9IrASykQa0r/DaPO\n", + "zGDXH7qkXqkDqazjMA63FmJC9GSWDkFuAfNjUxFrGDjHLS4yIijwnmqUdGnjLvzu5LnQOLvhCdOD\n", + "VdXo0m4J0BLsSn1kb5q4Gre1PMz/xjRanJd5quIyBCcEQT+acmlAd7NMcxIyIpNl0BpOd7bC1lIG\n", + "z6GUY03FtyeEZ3nYWCn+rtInRA34eoLi1roedDT14qGb/jhiRVEFcxJYlFew4ErOsWLhOZn46q3y\n", + "gNc2S1wKTpTefmw/CuYmKjbFKNnd7Hfq18hyppddlhu2swXtk1Age+ezp6s/YlUq8I4WGdf/iqUh\n", + "9J73TFAopeiuALsC2PpYMjYf7owlgAC8NfJqVoJM08c/QO/5zwdAJSsW2vJg4Ac6bdC2l6GrtQ6P\n", + "dl0Eh3c+2j2ReDz+6aF9SYrf4j+vp5F9pv86uqZ+O6Bd7mgUpSX8q8iDw/3FWdYIHu702gg4HXpo\n", + "nVH48LbTYZZc9MiztdwPQHc0bMbClKWKn5FmFgtqGm21eK/sVcxJXITs6AkwaT1welzcTdnqi6D3\n", + "7NQJ8NSXYUF8KiI0OuZUEHDxtMZgZx1/oazuLmOfY3QnoLDpG5lVVDBFx5GLQpVytMW0Dy3c/rg3\n", + "MgupejMSMs/ADZMuVH/oY1BUDCZ1T5gXL4+eUYT3iVN/wQ2SrDBFmAJaDAfTpTnL8U7FBlmhGaUz\n", + "ENySZRl9rgC9mQM4drxfvXHAz5P+pgZSbZk440JQOZAGEwE+FhHY/e7Ns2SPJecoA/mJBl6C3fVv\n", + "lKG7w4HpS1IC4FWazkAd0xx2F15+YA+zeRtsJHbqomT1h6pKBd6xIgFkLa8sh3Pad1jRGfnrunLP\n", + "9KUi6Hf/S/G97qzT0bf8r/zfGUsDQFIKzNpWPkqr3/MvOJb+nlmAGbb+n6yQiB7TSCy26txx+NC2\n", + "0Hf/iCsVaUPw+tVHb4Amv/+kd9o8hS8RRWBLhn3fkoct28e6ffB6k1gkmAG2awUcTr6T263f/B/2\n", + "tZbyF6+Cc/Fy6ScBy7lqwtm4derluHOzvK0wFcZQdPS83MvR5/BA44yADX0o6ehhrWs/58Cz3Cbv\n", + "hFTXUwGbowHfy52JOns3s6na39GMWL0RiWYLvH6BU+potbH2C1wVeTXSrOHZtp2TKkZTr8+bBafb\n", + "ww1aXPBwnN7AAfiM6ESclXIPa+V6uHUfg+id/TVCP5x8adCCJEExUXIQIL6PRQcbFJEzw4bEWdgq\n", + "eOOWvK8C7xjVhrpdsqYqcxVydwdKEQims9IX4pnid333M/uju+nc/wLw1tqbQgIvuTB8VrM14HFr\n", + "hEW23ilhphdQ9y6ph2tabtSoPj7kUaukurIuPHXnFgbJV94164TALmnvujrs+qKGpRVMmBXPQJa8\n", + "dn3XBe7Ekd8qXp8AACAASURBVNRvuTZneRomzk3AJbcPLkVp+tIU9YeqSgXesSj9odeh7amDrnId\n", + "4OiGgwNegt9gIOvOWeH7m8DXuPE+/r0KMnzzV2g7K1l6gfntS+GadInstX3L/waNowuGzX/yPVbv\n", + "kRc+lDrTkVm7lQNteZX/QCkFyB/5/EaCW6frfHg8/gVRHm69trP2sx12J2LM4pTsvoYGH+ySlGB3\n", + "UdJ0BrvBNDORz3U2GrTcTvbgy4ZKtDrssHMDA2lqAUVfv501DTF6Av5L2WMF1jgUIM7nHWsxG7Cr\n", + "PrD4iVIgskw6zE/I9hUMke/rI4vuGHC/kKOBic0K84MUsvOSyumR+/M297axaBtVz5O/8LKUQE9P\n", + "clVY+8slsgGV6YO7fPd3Uuc1STOI27Y8zNb3oVN+OuAUtarRo/X1O31/U+RVmr97rFrZD7y03Hhj\n", + "jC86nGlJ9uUF19mCF675uzDQ+2mgRlHhy/KW48WSj3zPpZoHBl4CMSnsUkU/AeOoBt4JVmbZRfmr\n", + "BzY3sHWmJhTUhezgVn4Ee7yBV4Bddm5x8O4vFQfa2I2AV+q1myZJGTnjiglhuygsOCeTRbHbm+wo\n", + "mJ2g/lBVqcA7JkWdx/ohNKLiczgX3i5rLiGL4uoMcGVKwFOrQ99pf4AREug9lYO/mXzkRLv5KLC/\n", + "337qphl8VHWZGG01ov9zZoiPUfbTFrzit5Kv99+GX9LIK4m6gFFjhFkxyViSOHBlf2uPE/GRYJFV\n", + "ATb59y5CaWMPfvjvvfzFMVKPhRPisMvGXdAHSFk9x6+rmr8yrbnydXDwhvX+nb4oRzYcz9U07uJM\n", + "UEuFQlQwJGhKbA4HqzGsSn4kVdZdi7t3/MPXRev2ad/GFXkrQ76Hiia7NDo8aUmBjQPazc5e2fMC\n", + "wBzqqGCG/NSR6+H9LzNIidFHqRHgUSiKsgqDQcrbfemMP8jyd49VFLmVNoiQfv8FkTUZfQ+re+px\n", + "arLcxUX4fpKo1fd/zuCL3Sift7ijUga8aWEAb9m+Ntn9lOzRbx1HxWy3Pc6nRhHobnizDB8+cygA\n", + "5EeLRZm/nZjUSWIwlmHfu3ee+gNVpQLvWJR3xUxoJipfSMz4NfBD8cetA8GUeN+CXyoQGmSv8WlJ\n", + "Jn87USpshHdXN2s123vuv+BJmBry5QLskoo6mzEnLtXXFnZraw1mxqTI2sRS9PaW/+zF5HwD0vPF\n", + "qKXw3he+FnNOHRoXOsxtWDFpInY0NrHiLWmrVIpC6vrznaUG+1Rlbnc5UdzViNruSsz3czgIJioE\n", + "mxcbni8ndaYiqCXg+Mk3D/rWZ0KQNrzDrZ1Nh2Qw8VjR61iVcQoe2PtvJJviGaT6AypFfAl4Xzf2\n", + "g4Vf1FgE3xJuW3T4vGarrNhPBd7Rpw2S4xPKd3e4JS1c+1/lerxW9rk46IvJgYlbj6gIC+xucVCV\n", + "GyX+tmg986LSZTMh4bQopgikIKr6H2sV/QSMc8/MCADePpsb/V3DR1zh+hf7jnVBtPpDU6UC78mk\n", + "YLA75sC9yYi+6Dt8KQX6nf+AvkgSHdYZYL+iP+qiD5wq/JTyXfujstRuVYBdEjVf+E8F35VNaNnq\n", + "9nhlUd9HPyuDKcaNhEyaStfI31teCHukCwnxWuTNbEReYobPJYFsuchU6pGF1+PBfS8xEFuSPAsP\n", + "LLjFt4xnvqpEdYsdEckzkJ6iQQZ3AWmxNSHBkjTwD4S74F6WMVnWhSsc0VSvf3X78dBXDbsDHtvX\n", + "dgSbGwtDAmq7duBTwVOH/jemv+MUmQ4Hnsa6KLdbKuoadryUahHz1KW2ZSSltt7snBCZrDhoHIwq\n", + "Doi1CxNmjc1pcsqH/fvGi/Dw97/yefMShB6v1IxSiftCdLyRtTpWsk0TdKxeu6pUqcA7xuR2zoZO\n", + "v3fElr+rZTpyTb2Ijzyi+Hxv3y+h1VbA5Qq0b6EUAEoFkOr+xDU4R78lENw5iPVckcx30XU7EHHk\n", + "I/l2pi9moCttYbskMYsVd1HhltTJYEdbXdDtIdhlEMYBsZDuYGvToy+mE6fOEAcPDifZkAkr58Wk\n", + "iTp2AwKj3POTF+P+zw+hpno+ohM7cEbqXLbde6s70dTVhze21SIzQ4clqeLypbBbWeVGVJQGOckm\n", + "1u6W0hc8Hg9Lq/BvOTuaJEwpv1v1la8aX5pGIehAe5ns/gvFHwRAr10zPn1oKdL+vQ33salymtJ/\n", + "kxuEhOtGMB4Ubhvh4RLl8A76PeakY/pMssSS+u/mjOKmDWEdM7N4vhG6mB0f4BX9dZd+K5d54gbr\n", + "ikYtfgfjtatKlQq840DF3RbYPdOxvk6eKxrhceGssleR37IPutyVcCz5TVjLo1QAmsafFZ/CwW6d\n", + "BC6/y4qkyCaLumi1O3p9nqseT3bAcu57+1AA7JLKIrn1dMiBt8tjxqPNqxH17gZYm7bh+5YPfc9R\n", + "1zdPwhR0Zy2HPmBdq9ktlKjoqjfIFLkAvtAC2VlyqNy6zYkpk3RISgpeJEUOCFEG/qSbP4luWtTX\n", + "r0Qa8vGfTdXYWNIK4risTB3mzVH+qheXuFFTrmENGqxG8TUer5d54g6m5eyJUrIp9AX+QJsceJ/v\n", + "d14gOP7d7mfYFLPDND7tgWhqX/B5pYjjz7Y8ghdOv3fcFt+R84FUxzOdgUTRWWk3tnB0rG1868o6\n", + "WQ4siaKhFJ0cy4pOEAsTPn6eT3HQRmhwy0Onhu1vOxRJ/XXJg1dJp1+Whwt/NFVt86tKBd6TUR/X\n", + "KOeyujjQ+6Tge9Dme+Chi+uRXb6IaCjYFVIBpLDrD5fa/mjcxemTkGIK7NNOoEuwp6RqXT4PdDE5\n", + "vo5ala5k3r6M1biswC57NnY5+NctyHDgvKW5KOluQ2pt8YD7I8sczbqP5XGgSF6ysRFmrK3bhhxr\n", + "OirtTl8xGm0Dg0o/HS52cdDqQUOTB3X1fJEeQe+yUyIQYdLiaHcFytoPw6y3oqTtAJbHfwfpyeI0\n", + "dWKiFn98rxRZE4CzzzQiLlb5AlFT60HRQSfa2r144PKpMtgV1m+stJxNNIWG8qL2csXHqSmBr9OW\n", + "XtyHFp0eNrcz7M8Pp8HA8RJFdO/a+neWF0ogJW28QCLvWKH4bryBrtT1gHRl3pm4bdqVx31d5iRM\n", + "5oBXbHAzEABnRh7bYKusUMzfzR3j0V12UZb4gEujrpTmMFLbR6kTgr8u2Y1Ra18lUd6uCruqVOBV\n", + "pQhxHgkICMBK0CtNDRishM9Y11SJTHMU9nfwRUoCUFN0UypDhBYOFz81trHKhd9Nfh53XzAF2sa9\n", + "0PS2oeRj+bSVALtXXkaRBhMOd/HwLKQjsEiO3ogOZ2CRw3lp+Wh39uK+N0rxl8j74TaIqQ4sr3Xl\n", + "X2BzudDlcuA9CUDX1nmwJCkdSckaPFEoB7QfLsrHZz2vY3MFn4dKcEWQRUVoU90TsfPoUWRm8heJ\n", + "CO4bHZvkwaQgudXRsOCtL9sY6JLOmZmMxRPigh7PsdByliK8VOle1VPP9gs75hy0CjmUDgV4pdft\n", + "aVEewFyasQj/rQreEOCBBT/mAOt1H8SMJoCkiC5BrbQpgr+o+G4sAy9B/X07n0ZGZBJLIaDj/kXt\n", + "9lEBu6R58ZPwcbUIvKu475PUdUEqguFjTTGR5u+OB+CldAElHeHgd6S2T5q/S7AbrONcOM08VKlS\n", + "gXeciiKaNb1dzKO1x+VERU87mh02GRxKRdBb0dMWcpmToxNYhK26p5PluPa4HIrtZimtgW7SZVOT\n", + "AiG6q9Nq8O+b5sJq0uH6Z/cwJwQC30+5C8TdF3DgnMx7tFZEHA5YtskUHPQEmzF/aKeoLkFia7sH\n", + "RY2NcE9uD7hQn/XE+9DYkvD2bQvR1uJFXIKGpRWkeOOQOrUbhqi0AFjf514rK7q6a8Y1eKHkfdw+\n", + "7QpmUv/Vay2ocNuRm8OfpOfP0yuuc44lBhmWKKz/ei/a0IPLF6Thxyvzxvx3kKaRydaJILasqwY5\n", + "kan456E1eKtiffCoGPe6zY3KuecGo/yiSvCc0A8lNNhYkjwTXzfs8UXxhgqQUicLvVaPF0777TFb\n", + "Z0m9Z6UiqBLym3e3HMY1+eeM2eO9rXE/y8v2z80eDbBLmh0vb3AxK35i0CjvcBR2VkocGvJmxo/5\n", + "3zOdt5X03lNF2Pd1He54mrezJJ9cJTC996JPWcSW4Fh47cDAKx6biZJ0hoyJMayDmqDETBV4VanA\n", + "e9KKUgosej2LeNKNXAikopxb6o5VZ+v0QWswGJbCJDUxqO5oR4KBr9CVdpLf39mMjU3KrWF3tdWx\n", + "DsQeN1CQHImMOD5asObWBbj8iR0MeqlAi/e85eGiQivCitWqwazpEcjIkJ9IKQUgI13L4PTmczMD\n", + "QDffmIC/vF2OLQmHcaBvC7xW5SluV9pmaLsz8OhnCShqdSIjTcdyaDNO24nbtqzFVbnnYmpuGjSO\n", + "SBTVdiG+YC/+VyWCNXV4ujD7NEyPn8Bgl/TIVTNQ3NWCtY3KVeATTAkyR4gzJidgTnb0uIBd2YWS\n", + "g9GJ0Vns72xrWsjX9jjtvo5Y/kryS5HIMCf5fFIFSaN4QwFIajzwxz3PySBoa3NRQKMMWscOR5dv\n", + "uwYCaGkjEul+uW/OTfjZ1kfY/cK20lGVhjFo4G0+MCpBV1CaX2e0JIljCTll/HbX02xWQjdMxaDS\n", + "hhOZE2PG/O84lCtDQ3/aAUHogzdsYK+ljm0/fJCvISHfXsFerKGyO+zPDJa/Sx3UpMA71vOjVanA\n", + "q+oYtCA+NFhQZyy6TYtKwJGyQMsoAuRcSyyyLdG+IjRBAuz6i1rLlnW3+sCZIPmovYs1TXDDg7Rk\n", + "DiLr3MhNEt/f7rJj7gwjSjlwXbJYj3caDmJSdBy+3GTDjpZIzJml73dBCBRB7p59kmnxc0XQpTxd\n", + "Ws+3dtahvNmG0ogN8CQUASaxfbGmLwZeY/9J09QOD3fbcGABXAXvoNbNPZ4NvNPP769VfAJEcifa\n", + "rElIi7GiSrtL8YJOU/iyi6wpSnHfp5msAU0vLp2fBrNBN66/l0p5kVS8JBRwHQ5iEcVOChyIKDUV\n", + "kEoaxSOA/KaxMKC5AEVUg01XV3bXB6RUrK/b6QNegter1/+WpWMQmD6x5Be4edPffK+lDnoPnXK7\n", + "7P1S71mpVmUuxvzEKb4oI+0DaRoGrccchba7o1EE6lub5MBL7YF/Nv2qsAYFJ0LSAdRQLMcGo5Es\n", + "6jpuA9cQ20A2YZTL+8+ffcP/xups7CY0qKgp6ZK9lloF0/Mt9Xbc8fRpihFhek2w/F3yBv7i5VLW\n", + "yENNZ1ClAq+q8E7EfrZPZH01PzY1AHLD1UXp8gv0rrZ6bGvlu4QtXUKRW7p1srSDm/PnYUdrPZKz\n", + "XYhP56O6Dq+L5f52mt247JLg6xAAuxKdkypGhr863MIA1ge2Ood4Am+eCVf6JmYvJn7z7OJrFbSn\n", + "tZi5N4QbvYrSG3B93iwctXXB5naFLA4c77DLojRRcsinVIECDoiECGibM3j0J5xWrgSPUoD85fZ/\n", + "yLq6UWvj3+9+VjFNgfxY/6eQbrGxYY8MXoXcY4K8B/a+KHstQR/5zUo/UymdgWD52vzz+WiVpJiK\n", + "0jAo//XJ4k/xSslnYXWkU9L6+l1YwMG0MNsw0irkjp8waBG279ezrmeNV0aTKL+e1NHXNaL7pq68\n", + "a1zBLhsUJJkDz1lWvc8T9/2niwL8cZuO2hjw1pXLbQmlrYIPbW3CzGWBjhjS1yy7LFcGxeQN/OBn\n", + "56sXcFUq8KoanAg8R0r51jgOeJULdaS5thF+R3xifiD8UQHZRRPy8Pa+anTUEnXKT66UB0y5tb6T\n", + "bZcDhfUN8E5WBlhNB3cSbc+Hc7oILZ7oioDXSbulydaRA7VwpmrJAo2s21TxOasUTaMpZBJ1uTLr\n", + "xOnI2p7GEIOz8Kb6/avxny9+nwOdxXis6E0caqtg7ZWfKX4Xt069nIcfbl1u/PqPQVMpCOSuXHcP\n", + "y+ftdtpkz9GylESd5DqcXSy6LG2l+9/T72d/U+qEAIPSNIxXyz7DM4ff8RX50XJ0Wi0uzVk+4Hbf\n", + "s+NJlsPsPwA4Ho1GtkjSGb6VfQa+k39OQArBaNA9s647Lp/z9Vtigeus09PGx0XZEPj7m7o4Gbu+\n", + "qOGDENubA55vqelhObtHSzqDLvfZX2/D9CUpvvQHJY21DnWqVKnAexKK8ocptYCaQAxVQv5wU7ID\n", + "SVEGLEhPYB3R/vR+MTYcFnMtt1e0Y2kBXxxCz3+0rwEeS0PQ5c7OisPeqk5EuTPRpTvKvy9VjMbd\n", + "OHE184Ul+Lh9y8MBeZgFMVnqAR6CPjj7Ydn9B/aJA46Krvqg70syhTdo8K/GJ7gs66yVPfZm+ZdY\n", + "njaPpQ+QPZoS7AquG6TB+LcKIgcAqQsAec+KECjCoDQNQxgISPXEwTVYnjovpGsARa79YXeo6z0U\n", + "ba7f5/t7ScrMUQm7x0sU5dz2kehIc8YV4yMn3z9PNntKLOseJwCvkuqrxNzeUCrd0yIrdpO2E9af\n", + "BDNfqk5uadVdMH602JKDN97qZbdQqqh0Y8s3bjh7+BNcebkbkbZoX64rwa4PRrQa/Hb1JCydKELQ\n", + "vf87hEse346fvrKf/f/ipmp4I0WA8jeSv35JNlvmvadcLj6ocfv+nNufP0ngM1chlzLfL19X1bGr\n", + "19MX9DljmE4JBJAUPZWmLPjDoJCOQOkJJR3KTUrOy1wS9DMoMj1YfSv3DMXHg8GhMOVO6/jykU8U\n", + "X0P5yF/W7sBjfo0d/F8zkqLIstRuzd8N4WTTlg+qGLyRyE1grLYUDvj9WXSYtDCRpROQ5+1PHlvC\n", + "CtP8JQXULe9V4uUH9vhycYOJGnSU7+NdLf76vXXM0UFQMO9dVapU4FU16vRhoRhl3bspIiCFguzO\n", + "Pv3IjW07nKiqdeK9z2z4/Ms+/P/2zgM8imrt4296BZKQhBQgEAgtoUmXXi4IUhQVUUSuCDZU9Pph\n", + "F6xYUbmIyhXBAjbsIArSi/TeQhGBkARCQgKk12/fs5zJzOzsZlNINsn/9zz77O7M7OzsOTM7//Oe\n", + "t+zYnUf9wsKt7vfD2CXUqZ32j5SzPRw4e5nSc/KFq0JhQHFqs2kx4zRBQO0b16U3bmtDPUJaWwQH\n", + "sVhq41dsmeGUWnrCfILRuRVAsCp4SG2R1A9Q7M2LygLy636vUqRqQGKU25fdEQb+8bBwb9DDgnlc\n", + "sxusfkfTuuFWg7H43OmtK5vLx9Q1sE2Jx86fe6DVaPphyEx6vfODyvJlcZuESFe7UEzfPY9Gr36K\n", + "XtzzifL7eHDG+YjVvrO2AgHLi5FluTIrqDkaXE54g8qdoc/oJjXmt7Ev7pT3rqfnvxko/GdZ9IZG\n", + "WgaM9RhRXGGTLbXblxcPANTc93Y3USFNcmTbeUpLytb4PzNRVqqrAVBTgEtDDUHk1z1Q7P86sY/5\n", + "z1Aven8NukL7zlwNBiosotQ0ohDTH2yj+paBEh8f/Yku5aQLEcDJ45sHdzIsV2wkYPWR2E0DzVa0\n", + "e6NG0CMps5RpbN5WbSEMMwi+ifBpgA6uAFzIeMqSXUq2WUl1ZQ/sK6wWZhLO16vOn6zmrS4PU6f6\n", + "rZS+l1kh2IdXLcbZut/QK0izXz631AMnDl6TjGrct0Shy+4zUkRz+r9gV20AHmeH4Ne8LNw7iHYm\n", + "x1rsZ2yzwSKjxK7kw3Q2Y50i7PWZKioCI5/h2s7nL+4S2QekQOw0pGGN/r38G9Wwdbf/2GYa0a+G\n", + "fXVvfjSGUhIyqVXXIHJxcVa2PfjXeZF1QU9zCF4AwQuqmuk/xSrFJNo2rEuz74wRwjPcz1PJOLD5\n", + "xEVhdWVYwHZpYjw9FWkSnuxPq6ZrU0ufTX2pUo6gH9diQLHg5YwLRZZR0XoBq4eFCgf3WJte5sh5\n", + "TrMk/Xh5O70FEpQNXzfjaHkuKlGeIKMAz+Lcp9IXl3ks+g4xBa/3b2UXgq5B0YZ5cPWBcNz3jXxC\n", + "FOswf1Y9I8D0D71OCGL+nqENe9g81pkqa66175XHy8/qY5dBlZwx5IGWN189vuJAqb9tVHcrK3rL\n", + "LrfZor4vO1xWhspk9+p42ru2uK3Z0lkb/E/Zl5dTkjF9x0SKHLzXDQqnI1uTLLI2hEbWFS4R/BAD\n", + "xw4Boo3YAsxuD5t/0c5GsBUZLg0AghdUKSwwpdiV7zccS6EXfza7EHBhifhUrc/uyA7WBWKj+pai\n", + "p3tzf5til2HLV90GF4TA5oIVcU7mnMJOmQ00N2N7cmzaCrRha+HcHtOEtYzTY5W38hYopo6bl3Gb\n", + "e5Qvv2awp+WNkt0iuJ/1AvaWJv3ooVa3Wi36oA+Ea+IbJvZjKy/wy9fdr5yjZZ3m13+vHha5D7W+\n", + "lf6M30Y3qES12p2DP88PHrDxOVwRLDy2TPOecwrXJLH7x4KjQqzlZBbQ2Kfbl7g955v9cmZx1hlO\n", + "RdZ7dNNacf0+Mb+PELynD6eZfnMTsWzCi52E7y67M+jFsRoWu8071qcj28zZWaRwlvvVbw8ABC+o\n", + "VB7/5qCFNTbLNEKfuey48l4vdjnIbHCMdZ/XpjrBy+nF2jfU+mzqxa5k3+V99OvUiXQxPZ9uXfET\n", + "FXolkVOer+ZmXGHWDFh1KxxrItPTuXy+oPXctAE1bHGd0XGyoZDsF9LJ5iCGA7HkgIjTk5UmC0F5\n", + "fFplAJ46LR5nluDyveoc0DfoLMhN61gGVJ646n4xbv0MxRfYqFCGej2jF/Vq625Ns+zKTAG/Lyj2\n", + "/R92X6sSK3l9984BSk8zB1z6BXvS1Lm9xHNtgYWpXpwa/X6jIhHRPUMUwasMTEO9IXYBBC+oWk4n\n", + "Z1qIXQn761qjV1SAUjLYiCZBXiKIzM/LjTxNN5ynhjbXrNfnO2VLnYw+X5WwgzaYbsBsvWKxyxS5\n", + "pSs3ZJngHzgm1tKNlTe1lZ+7j/bGahKKUlyrBSwv07sjGB1LZeSzNfpeDsCbuPFVITS5cMJTbcdb\n", + "WHQtxL67rybfMcOW5l3JsZprSV/OmK8p/bXG67kC3MWcK7Q35ahm4FkTLLtsyf34ia2iSEJuVj5N\n", + "/36QZr06YwAze9NIzXuuCKZ2ZRgzrb3NMry1Bb8gS8FrlNWBfXn1tO6GgGAAwQuqmF/3JGresyXW\n", + "ltBlbu0cSg8NsC0o6pmE7ntjY6yuXxq3SXnNljqeLn5pz3whdoXYLsij53Z+aPG5mjbVWhtgK7qR\n", + "O0J5hbTaOl9VArasLOj9vOb9DSX4BDMy3/FTOz5QgvS++2eVZht9OeM9Btkshq98QuQy1lNTBpPn\n", + "T6fTqUOpVgWuLdiVQV0RrOuwxhTdA8GsQvAGa12VrFWck/68msFpT7QhqD0gLZkDwsL2t73F1h92\n", + "U7i3d2PNNtc1qVdqsVvi95rE7O9ntxTfgBv3Fs/Pd5hI45oXp45SFw/g6WlYd6sH+nRjbMF8r9vj\n", + "Fb7fJrU0b3KUqkCKUXYKLmdc/NpS8BqJ3eo0mORUVy/dtkrkd537uKU/dNzRS2Xe96nDxf85jVr6\n", + "0bhnO+CCloI3UGvh7TzEeqGeDv2Lr03h19u+PhoQ1Bpg4XVAOONCWmZxxoV3x8YI0fvV1niRiYFf\n", + "P/6vZjTtu0N07lKOVbHL06zqlFG24FyjaxOLg0HU+UxZ0HJU+qHUk5obNYvdpYNmie+pzRWfqgvs\n", + "E6umYQXlN+ZzTKYJczWdK7X1XGhZr4nN9XtSjtK4ZkPsTjOm9h2uDuxbn6CkCuMcr/yQU+sshk/u\n", + "L301Ov5cYUEhndxXHLgb1QHpszSCN9hTtPP5q9XWBt8dZXVbDnITA661CdS0vb/IzgAABC8oF+yP\n", + "xze1Nn6RJU4bx6Vk0aNfHaQ2Yb7UJMibDp4tTgjOGReC6pqtqD890kUUekhNzxPZGb66v5PFvtg3\n", + "cMqWt4QVli22DFvglvSfaTVYaN253RqxyxjlM9Xn0OUSrhwoVJsT4FcnuJ/YNzUxM1kIU3sLTNgj\n", + "eO3JzlHzBa9lVTi+5uR1uO3CIU3OYP16iT7PcHVhy6/aVFcJxy+Rl48bvTp2tWFBBDWcZ5b9etXb\n", + "vXf/Ro0LhKRRi3q4mHVt9/SX/UUxjhTTgMPIdUHC7g5S9DaJ9kfjAQje2sjrsz6gU6fjyMXFnM+x\n", + "Y/sYmvzvO8XrU2fi6OP5iyg9I538/fzoockTKDTEunWMg144+EXCNy9bgoArpLHldsvfqeIhkRkX\n", + "fjy1Try/rekA8vVwFQ9r3zsv9idNpLkUwduSD4tE+XrYOvvOgcWaZSxojfKZlpRDFzg2LEzLk28X\n", + "2IYHtuz3rh48jo7oR+tNA0p9LmIJB/Fl5GWJa5evK3sC+xwRo8pdnPoq/VJuiWKXmfnbEPE8tdev\n", + "yjIjsctEtIZQsyZmbYldvejNSs9FowEI3trIpUtX6M1XniO/elqrV1FREb0/dz7dO/4OahvTivbs\n", + "O0j//WgBvf7S01b3pc+dyW4A1twL9BXS1IzpGiYyLqw7t0spxMCi19b3shXJiGevBpqpUx+NWjVN\n", + "ycAghS5bbvuEdLBq/YPYBcA65nRsnwjRyy4JU1rfSpfyMjS5iOW1VpPSjMVuO2+xbO+6BCrMLzLc\n", + "PjyqHsUft/Tpbdc7hI7uSqaczHzDz7HfaXjzepSdm4eTrZziWF+9DQAI3lrClXSTIK1rmcqFrbs+\n", + "3t5C7DJs+f3m+18pPj6RwsNDLbY3qnnPnM1MMhS8i7aeVSqkqenePIAm94kQrglS7P738Lci0vuF\n", + "DhOV7aZseVtZr2dyi1FKhSoJT6nytPajbW7TiF3mlU4P0J/xW5VgNQBA6WAhy6L3+uDidGb6XMTv\n", + "d3ucfNy8alRWkyPbLQftbPU1EqwtOgeK6XQjwXvv613pt/mxtPKzY8YD7sg6VrMQAAAABK89I15n\n", + "Z3rhlXcoMzODfH19afwdt1BUs6aUeO4ChYZqU7eEmd7HJZgFr5urC7m5md0g7l03k/YmHzfcf3Je\n", + "Knl7uWuWvb/iBH1jErxGDG3XgD469gP9dU4b7c0lflMK0sSNNS033arYZd/AidE30oakPXQ0TVuF\n", + "Z3XCydkCQgAAIABJREFUDrqxidZlYUSTXjSkSRcaFNHJaoECUDL6Pga1s89GRxX7wHcPi6ZGfwdT\n", + "mHcgBXsHUO9G7arst7KfZ0ULRt6nuqABB0LpLbQtOwXR0HtaUYtOgUL0JsWl06rFJyi0SR0KMT3U\n", + "fRDVNpBWUrHgnfRqV+o2tDGuM1xnlU7849Mpa6951rT52h/KvJ+8vALKyy/ASQDB6xjMeecV5fXB\n", + "w0dp1px59P7rL1Jubi55uGsvVHcPd8rONlf7eXjzOxTiFUj1PetqxC6Lxv6hnZT8tcdTz1LfoGKf\n", + "qYsZeYrYLXLOJ6e6CURXQogK3EXO3cK6p+mrHSstjpPzed70x1Ml/h72A8zPLaL5PZ+zCJThIJnZ\n", + "+74rFteNrqcno8dTZhZ8usr7h442RJ/p8XOuS1/1Lf5/qapzhC2q70zaICprRbYLoFFToitkvyf2\n", + "pCgClwtBNO8YaFHqNrJ9ADXt4E95BaYbf1YB+Qa601srhxm2SXBTX7GfKynm/9gWXQM163Gd4Tqr\n", + "DPLjEhSxK87z/reYf8u/+pLf4w9oti0ynddOV+N/AARvtSKmTUsKDgykU3FnycMkbnNytRdqVmYW\n", + "eXqa/Z92Jsca7oNzZ3ap30oRvOqqSieSMujDDUcoP+pHKnLLJHIyj/xcnV2pV1AnerDlLXT/tpdL\n", + "dcyyLCqLV31gUqt6ERR7SRtBffxq+VOmWS3NmwpAbeKPBUeFNZaDwfixd10iubo705ML+wqrqx4O\n", + "Ort0IZva9rZd5ltt3eXKXeyuoBe8LILtHiAEe9KMJYPQYaByhG3CeUr/9icLEZuxcq3h9lnr/6J6\n", + "940nJx8fKrx8mdK/+Znc27Uhz+6d0ZgQvNX0IsgvIG9vL/IxPZb9rq2aFH/uvM0sDdM7TKQBoV1p\n", + "Y3xxnXgOYun705PkcvwmYcHN9jlBRQ21Uc35hfm07vw2yipMp7Qcc05Fjvzm4gCZBTk0eZNxxSp2\n", + "X/ik17M068BXhgUgeB0L3n0px2jB8aXCSqwmzAflJQGoqbD1NTk+g/Zv1JYyljlz//vQZsrLKRBZ\n", + "FvqNiaTBE6LorXvWKz64o6fGUN/bzBXikk6nU3CENhbh0Obi/XLlLnZTkCV/Xa66T0RE+6EjgEMK\n", + "3aw1m4SFVi14i3LzKOvPDYaf43Xnxt4vPiPxunwFgheCt3qQnpFBmZnZFBxkzkCwbecek+DNp/DQ\n", + "UNMftjPl5uXTgYOx5iwN+w+JE71xw3Cr4jPUuQXd8O5WKnIxCUtVOs1C90tU1GIJ5bnmKFZdI9SZ\n", + "Fv6v7V1KqVYuYcpi9UJ2KhUWFYqANPbh5Xy4vq7eNKPjJKv7ZCsvP9gK/POZ9Zp1ET4oLwlATeLy\n", + "xRyTkN2kiFZbgpMtuZLNP58WRQzUAWc/zj4onv2CvGjB8zvMFbo61qcHZnWnn/57UElHJit3sQ8v\n", + "LLTAkUmd+T5lbdqmWZZ38hS5RTYRr7O37hTWW2uoxa4YVG7ZSVcW/0CF2dlU795xaGAIXge2gOTk\n", + "0pyPF9DlK1fI1dWVQhsE07THHhBil3nswYk095MvaN7CL8nXx5emTplETk5OipBUuwuw+Pxu63kq\n", + "KCxihSt8csml2CVCuDDo8HLxoNzCPJESTM31wW2ph+kh4SwP/JCpweb2mFbq33pj454awcv7koIa\n", + "AFAzOLEnmS6czVC9t6/KGefM/XnuYYvlLHplVS7eht0Y2Nq77ruTyjao3AWqA1mbt1uIXebCw8+Q\n", + "S2CAeF2QXFzZr+7dt5OTuxu5t21NKU+/QoVZltlHeNmVxd+btx8/RmwPIHgdkvoB/vTKC9bFI2dj\n", + "mPmicaAYuwssPXqY8jyTRJJ59s+9b80+ZX3/gimU47+L/rpsPD3i5uImLLcpOZdp5v7PNKV7B4V1\n", + "qfDfygJ9xZD/UnJ2KoV41bdafQ0AUJ0Fr7HA5YA1tujWDfCgyPb1RYlZC0GQXpwmkf1ppbVXn3lh\n", + "8cw9xf+RUfVoynvXo+GBw8JW2bzjJ+nSnE+tbqMWugwHonkP6U/O/ubqfl79e1PG8j9tfk9Bahq5\n", + "NghCg0Pw1jw+XPMPfb8zjaYMbEnTd8fSpuPFF8yQtsH01NDmtPF8Dv2101jwRvs1NbtBeNdXSvcy\n", + "vKxngw7X5Ji5xCysugDUPJHLrgbqamVqWLw+9H4PyrqSp/jYqrfldGUc1Kbm3pldadYk4/8udSU0\n", + "FrwAOCqFqZfo/H1PUFFG8awHW3P1AlePZ4/OitgV984h/YTgdY1oRG5NGlGd8WMoadJj2u86n0xk\n", + "ErwJw+4Q731vGkp177sbnQDBW/35fmeieJ67+h/Nci4LfFf3huJ1y3oRQsByOjCGxe2iPi9ZWFe5\n", + "dC8/2Mp7fYO2QpgCAEBJsC+t2r1ALWLFTdgkZMdMa09evm7iIeHKZsc5rVhWPt3+f+3o6zeLZ6d4\n", + "u4Y6Idt1WGO6mJhhYUEOi6yDTgAOxcVXZlH2lp3kc8twco+K1Ihdpt4jk8izS0fxOmvVBkp99yPN\n", + "ep8Rg6neg/dolrmZ9hPyw0Jy9vIsXhbZRPj/SgrS0jSfyVi+CoIXgrdmMKB1IK05kmyxfFB0EIX7\n", + "my8KzrSwdNAs2p58iC5kpdksDzyn+xPmkSRyTQIAVLBrQcalHMWayq+/eWOfRfYFNZxv9743u9Hp\n", + "w2miwpkermwmxEFiprD6NusYSHtWx1Pj1v7UrEOAEMyzN43UfIbF7pxHNmuW6TM3AFCVsABlsctk\n", + "/vw75UVFatZzLl0pdoVobdvaYh8ygM1iEKkSu2Jg2KsbFaSmCiuyELym58v/+0JZX4Qy2BC8NYVG\n", + "AV5C2Manmv3c2LL72b0dFbGrXGCuHtQv5Do0GACg1EL31bGrRbAYC1A3DxfhT8tZEXiZLR6Z01M8\n", + "G4ldNdLFIaihDw2e0MLmtuw2oYdTkQFQ1eTuP0Lu7VqLjAmK4CwooNzY4qJQgW9MF9tohJCBz61b\n", + "VFO7vtN71A3i+fIX35qf532OjoDgrZlM6NmI7urRkF5deozWH03RWHYBAKC87FufoAhbdk2QwWN6\n", + "sdt5SEMacneLSrG2dugfpgS8cQCcFMwAVBVsVU3/+XfhiiCtu3o4e4Jbq+aG69hSK7M3cFEJ9tO1\n", + "B7b4yuwOFt9n2o/elQJA8FZr2Kr7/IgWpufjit8uAABUBHvXJtq+4bo40bOLBwjrbKUN9F/sROHN\n", + "61KT6ABDiy8AlYG06Ep/XSZj6cpigdMgiPLPX1Des9i1ljLM76lHhBuDW4tIco9pXapSwS6BltcA\n", + "gtUgeGu86AUAgIrk5H7bOXQ7D2lUqWJXiuySXB8AKCuKtfaW4UohBxa3Tr5elHMglnxH3VCiRZcF\n", + "a8Brz1HBufNmAVtCblze3nfsTWW7Hvzrat77T5tCXv17oSMheAEAANhixuiVmmpnEramctAYpxjL\n", + "ySwQ2RUG3x2FBgM1TuwyHHDmEd2SsrftocwVaxSLbfaW7UIAM2qLrtqFwGtAL3INayAe13wA6F+P\n", + "3KNbUWFyisjD64EywxC8AAAAbMPZF4zELiOD0CQyuwIANQHOdCDFLsMBZxdfnqW8l+4JUuyqYQtt\n", + "0OzXKkXgWgjeunUp8O0Z6EAHxxlNAAAAjsOpw2mGy4dObGmxDGIX1CRyDhwu1fZqcSstugBYPV/Q\n", + "BAAA4DjEH7tkuLx5x0A0DnAo2P3A97ZRSjUydfCY2v/WHti6m/nn+mJx0iiM8uOKS1+7t4qiPNN7\n", + "6bKAoDAAwQsAAJUIpwfjnLhGyApoXKFs3LP2lQqPi7W08HLVs4hoPzQ2cCjY/YArifkMG0QenTto\n", + "gsfY/9arZ1fK3rqTPG4fZTqJzbMRhZcvCxcAKZjVLgxq/KZMoqL8PHJr3YJyNm8nr0F9xHJ2azDK\n", + "mwsABC8AAFQwWel59PETW+nC2UzKzcqn6d8PEvlojcQus2dVPI1+NFpT1ldy4WwGrfziuCKIzxwt\n", + "FrxPLuyrVFYDwBHhSmIsWvXCVfjfPjeTCrOyybWwkLwnjhMV0C48/IxYz/lreZ0RMl+uzKwgxa4Q\n", + "LRC7AIIXAAAqh/On0+nUoVTl/cLnd9LUD4sDyjjwTIpdhq3AO1fGU+/RTcT7fesSyT/Eizb+eIp2\n", + "rogTBSVY8H76zHYlYI2txqGRddHYoFrBwWMsVFnMSkF76dcVlHnsb02wmTWxK859G/lyAYDgBQCA\n", + "SiLuqNbPlnPlXr6YI6y8fyw4qhHDkqUfH6Y1X58widtCwywM8ccv0f6N55T3vW9pIvLdAlCd4OAx\n", + "t6hIuvThQmUZW4GNMitIwpZ/jYYDELwAAOBoJJ2+YrEsdluSqD72u0nwGsElgWVZYCMWz9yrvL5u\n", + "UDiNmhKNhgZlhn1lszZvJ5+hgzS+slJcpr45R7gYsD9t/deeLbVF9dKni22K1qxNW22KXAkHnwEA\n", + "wQsAAA5IwsnLloL1tT2GwWs+9TyEi4MRbBFmyzDDFl6GrbrDJrVCI4NycemDBSbRuY2y1v9lITxZ\n", + "APPyq2cz5R0+Ru4dtAMs9sFlZIldFsdc5Sx3/yGLymZGojXwjeniOfnpl5XvF7ly582i1Jnvi/0h\n", + "0wKA4AUAAAeF/Wy52pkR7KurZ+QDrejrN/dplrGonfphLyF435iwTmP5rYpSwaBmwZZdFruMXuwm\n", + "DLvDcvtdexXBy2I4x/SZ/LPx5GMSpM7+/qKU75XFPxiW8PXqe71N0crC19vLnTKzcpUMC169upFH\n", + "u9YQuwCCFwAAHBG9n6012Krr4e1CLiZhyynJNv9yms7EplH09Q3o1sfbiiwPMvvCiAfa0Pfv7leE\n", + "MEoFg/LA+Wwvzfm0VJ/J2b6b6GrOXHW2hfTvfhXPmX+sofzTcRafY4ttnfFj7BccVzMseJsENGdp\n", + "AACCFwAAHAy27OrFLlc6y7qSJwQsw2nHcrLy6fF5vTRW2ifm97G6X87csHdtvLAaw7oLyoM67ZcU\n", + "pOyawK4DBckXFauvGJSNGEyZK9aKgDIu8GBk+ZUYiV1xvpexuhnELoDgBcDB4JtEyrQXzTcPHx8K\n", + "nP2q4tMmMQoIATULts6qxS5bYp9dPEARp5xLNyUhk1p1DaKLiZmlLvn7yJyeaOQKhKfxXUxCjMWe\n", + "s7u7UglM+qHyFH1NhN0O1Pg/9xgVpWeKPLbcFlytzKNLR1HFTAjZhPOUs2tfqb+HhS4VFJLv7Tfj\n", + "ZAMQvADUBNgXjv3OzFygvOMnxU3DSOyC6sfRXReoURvbhR0WvrCT9m9I1CzTW2L5tXxfWrELKhaj\n", + "a7Lu/RMs/FBrmuhlMa/2sfX+V1/y7N5Zec8DdZ/RN2o+49ntOrsEb927byf3Ni2J3F0p45c/qM6d\n", + "t5bJsgsABC8ADkq2agqQydmxh1wbBFPaB/MNAzhyY49rBDFwXGQltNFTY6jjwHCKO5pG0T20N/Gk\n", + "0+m0d22C8l5v2QWOA1swr3y62HAAenne51SQkKhcs/yeH2XNEsADYc8O0WLWh2FLafq3P1HWmk3i\n", + "OCp7poe//9JHn2vErt/jD5T4OY/r2hsuD3jpSbo44y2zUHZ30/jc4v8NQPACUMNgd4bcQ7GaZVe+\n", + "/onSf1gm/N6MSJn2kki67hbdkupdDQIBjsdv7+2gtKUbTa+a04+zD9LPHxwS1c5adwumB2Z1V7bb\n", + "suy05nN6yy5Pnbu3a40GrWL0vqtGZCxdabls+SryGT2cXAIDlGXWfFmlOHa0WZ209z5WhLYQqC4u\n", + "drsasJWWHyyY1Xh26Qj3LADBC0Btga04RujFLltT2BLMpTL5psNWXn7UMd1Ipe8gqFw47+137xzQ\n", + "WGdnbxopnjnTgvfyJTTEM45cqJB25bYQYpc5eeCieH1g4zlq2i6Ati0/q3y+cSs/TQYFKXzkdDmo\n", + "fNSWVb2Q43XC19R0vWbpZmrU13LSpMdEaq3C9AzDWRu1ONYHfllDLZpZKLtFt9JYhCvyt2f+uV6z\n", + "vLSBZMHz38eJBCB4AajNqN0ZeBovLy6BijIyijdwdqbg/71Lc189QX6p6fQvz12az58b9wC5m250\n", + "gW/PsOv7WDAjernscLnemXetETlt2fVAitjGLkl0piCYpvb6VaQI8zqxn7q7maPOB5n6rIXpNW8j\n", + "+d+TAXRkW5JmH+yXq860oLby8dR43vG/yf//pqATKhGu9JVp6gNp2WREmqxJd5HP8H9R2jsfCl9T\n", + "lwaB5gGs6nrm3LBcEEGKXr1otCaObYldI0spI84T04NdA1hY2+NqYMTFV2ZpBLnMwKAm6IPXyS2y\n", + "CU4OACB4QW2GU+/I6GR7bi5qd4bCKY9RYaELeXw6W0nkfjAngnJ+vUgn93MRghbU2uMsNXTS3vDy\n", + "T56y6/vklCwLXufgIHHj0meDALbZtz5BKeAghepAz93U2f0orcruJCy5ddb8LN6rUYtdhsWueh/M\n", + "gAF1laljt+gWFsn8c0xChAVRacuzgrLB10vGD8sslrN1U1rb/Z96RFnud/W1FKzshsIPe0rfGmHk\n", + "+8viM+3NOTatySysXU2CVB4jfz//J6Uv+YV8bxslZoT0/sDWjlMvdhmIXQAgeEElo/dtlO/5Of2X\n", + "5YqloizTwerpQhYYahcD+R2cY7LO2NHiBpL8n+kiuwJT/+0ZlL11p+k7h1l1N9BHOzOvT9xM1w0K\n", + "p/FvTBdT4m/dc9UitOi4ss3SjG70QOCf5B7WQOxDiKasbJHD0jWikc3fJNMJ8faFpu3T/tpPCa5h\n", + "miAqFmBsdQSWGOXIvdl7I7VwNbsksCV3kM4CX+TkTE5FhRb7CnNJJl/nLLrZSzVNvpQoU3Uu6+F+\n", + "S5n+OuUdOkZuraLstupfK4z8UCvD9aK0sxRsKZdCz26xG39OE6DFsyj1HpxgU+zx4NH/2cfIX90e\n", + "d95G2ZE7NG4KsvSttNayu4Mazx6dqc64Wwy/S/8dfJ5IK7LmN8/7nK7MX6QMnKSlll0m3Nu2ody9\n", + "BzVitqyiHAAAwQuuMXrfRvneyFIho6XtvRnrb+R6f1q5fw5Q4aTqPIXI/rSSi8/NFDdl9utTW2ik\n", + "INdHO6vFJvt1cunYPxYcNf7dhT60veVYuvn1wXTxxbcpm6sXCQF9WiN41ZZmroqUe+KkhcDOev0t\n", + "ceM87elL5wKjaXtOSzodV0jTvx8krJjedVxFNa/ajsy0oMbFpYiCnC8pYtcabg8+SJ6HdlP6+i3k\n", + "5FuHitKviOVjvdeSm1N+mQZ5on/ttOqX9doyEoh6q6DhZ0t5rZWWjN9XiQpf+lkKnilxDQsVx1x4\n", + "+TI5162rfIb/F0Tg2LBB4nflHD5q09fVKECLXQTKkiJLWnkZKVJl6VtxczTtUwZuyQFsaSyoaisy\n", + "W4TVgW7C1//q+SJ/C/+XlTYnri0BDgCA4AXXAKMbLt9cs7dsV/7YbVkqeFvGu08PIQA5StjoO0qD\n", + "kW+eELtkDkDhZOwFKamUu+eAYdR1ETnTJ+k3Umqhr3jPQnP1ohM2S8tu2ZVPw02i2K1ZRLHgPX6S\n", + "vPr3MgvZzdsp9bX3xE2VE+Nzm1gTKOIGm51Ojc5uo0a0zXR3MwmEuxaJ5ZdMDx9dFDX7qLq5u1DP\n", + "myKoX6cC8u/ZvtaJ3WCXVPq370pyqeNjElfmZSye1L7XLD5ym0dT4IBO5DW6L7l16kBubVvThQen\n", + "UVF2jlWxy+KC4cGJnNI2sgLaa9UvC3qByCJSLwJLFM18rZmO0dV0juqvM/XMTGlcgNQ+zXKWQuas\n", + "vvzZt8LHmQef8nrk43YJrK9cp/xZ/TXI7gl6v+jyBmiVeEO8KnYtrsMyCkr2FVb3XWkImv0apS/5\n", + "VVif5fnGrlYscHlGCEIXgNLhlJGZU4RmcDy8vdwpMyvXbsuSvElVdpqksqboYcuMe4cYqxYNtkLl\n", + "7j9UYpAG31Auf7VEI6atBY+UloN5Tem3rO6iXKwsHaum85CGlJ9bqMkEwHA0f5ewZGq+c8k1bfsP\n", + "nP4tshH06eNNPfZ+qiznAC32S03uMYLavXCnWMbTtvqqUzVN7LK7x5M9TQOIvXs054ycoi7pOstY\n", + "tpIufbjQcDtp6eM2zF67WQyWJOx7zRZAtbBml5q6d48RwoSvD3vzotrCImjJ3U0I35Kuv9Cli6z6\n", + "lqqtveqZGU7TxQMzEWjVvzf5TZ1s1zFp9n3PHWKgd/7usgXzsaU48N2XKf3H3wwFfXUL0JKzU+qB\n", + "Ewv2OreNNP0P7idnk9jOWPqH8l/G55zR+VbT72cAQPBWA0orNuUNRt641FOV6j8I/U1FnR9RfZMq\n", + "PJ9UaWmSShK6etEp38tnKQBKCvSwBt80Al54QtP2LHx9BvUjz/49KfOXPzQ3EP6+fFP72OMPV9Su\n", + "PX22JZSSCvyFiLr/7e700X+2WGz3/DcDqX6oN33+4i5RWpZ9eyV1nDPpId9fSvWb2KKcXWQSGE45\n", + "dm1/KK8JRbieIx+nXHKiQsNtMn2DKKBthHL+8LnWYOGcail62U/3yLYL1HFQOG1ffkYs4wwLGcGR\n", + "FB+fRwP6elCXPZ9pb7QlCE39jZh9LuUUtL0FCdgn3CU4kLI3bxd5mo0GaNzuIYs/EqJYfe3UueNm\n", + "8h19o8UUvixskPf3GfGfYk+e2ZJEoLVrzcjViMWmnA1RC2N1wQWjY+LvltP/7FvL17s9GRBKS1kL\n", + "RlQl0jrLbVRThCwEL4DgrUXwlFNhapo56GDpSrvEZurM9w0FnhS+cl/WYMHLovHKl99R1vq/SjzG\n", + "ikwgbkvoqv3J1DdXvjnVuXec+INnMSrSBY0fo1jdSiN6y+Kzxjdz5waBynSlFDVqhKXl9pvFFO57\n", + "92+kU4dSxXJOYzXu2Q7CXUCPzOvK/r3nz6TTG+PXatY/0/A34bNozfqVvWuv5jikRZlTYM1YMkix\n", + "HGp+i4sXuRdklasPeZqZLWeODourVVudadVPCYbrZQYG5fqpH0hFKcl2Cd1rcSNm4Xvx5VlW19d7\n", + "6B4qSDhncf3IdFV1/32HGIgoA+Grgrk02QRKutZ5fzwYzDkUazPnrOF5ozoOPofUvvFShHqPGkpJ\n", + "9zxq1yBY4j9tirAEswtE7tETVJSeSZe/+NbqcfjdOpy8J6KoCwQvAKUDPrzlhMWu+gYmInAXfmVh\n", + "sVXfxG2lrbHHPcBaJaCKRm+BtibEjawtIpjkqUfIs+t1ihVDPqvTBcltZXSzNfFbnuAMvdVd7Ven\n", + "Z9+6REXsMupCA2pYCCvWMBcnCm1ah95bPYKeHvG7khqr3vwPhDuEvs9YjPneNlI8pGV6365M+isn\n", + "RqzvNcr8G9lapxHo/QZSwwmjKOn+aSbla9sKnOvsQe6FxttwPmFHRc6SbB/yKDV0uUDtyZk8vCLE\n", + "QIAFbgf347Q3N0pYtDu5awWXFLulqTRVkbg1j7TIGqK5nuYvMlwnfc31llBpHVaLXemiofcbltdI\n", + "iRYO0+d9Rt8oSsUaXWd6UaoWturjUItdvduIV69uhv9xgXPeoPzj/1Daf+cp38Ht5dHdfNyiQqHp\n", + "wevUgld/7UM8AQAgeKuAjD83WBWuUrxKqy9b+ziKWS8WPbt3sfBDLVUnqm5SFeW/qrbkWhPiJU0r\n", + "8o2wtFN2UiiLwYHppmlPyqEK68tLOfTt2/s1olZdRlaxMAV70uhHoy3bw8+DAhp4UeI/5mj/i4mZ\n", + "FB5lHvBYs7wtWZZD2zd10IjnLsO0wU4yfZJs63qT7rTqayrEyK3jqcgvgGj+bOOBVUaGyA4hB2Pc\n", + "1559eghxUxXIGQ8lon3MSCF2zX9QhRTj9g9lF7kr1lx9Hl09FR3IZC/s99rg6/9Rzu79wmfao00L\n", + "yj1whK4s/t5chU8ldvnasbdql9Fv4/NJ7RNa2sGg/jqT17J6wMkDs3qPTi5x9kXf3rxfPpfUVmTu\n", + "W3aT4GcWx3KfHp3aW6Qx432FfDOP0mZ/Itw9+D8AAAAgeKuY+i88UaJYlemA9DfH4I/eUnz3AttN\n", + "V6x9/MzTdl4Txio3BqMSmbZudGqLIr/mG2RJPsb2Wo6vtf+ccjPmqkkq14fyitmS0nhxKVrezkjU\n", + "tugSSCd2pwj3hTHT2iuWWz3sjqAI3nNZiuA1YvvvcYovqqTzkEZUN0B7nOr0SYzP8MGm82Cr1XMu\n", + "/K4hIlvDoj8SqeGpv0QAm6dzPrmGBimDodR3P2JfDHKLaCQGM4UZmVUieNUzHvL3pH9n6T5iTeRK\n", + "dxm1+0xV+nayePPq2VV5Ly2WGcv/tLh+WFzyDIhLcBBd/vI7TaET3oan+S9/8Z0I7DT6XeVNSWU0\n", + "CyOX8WCIg+6MhLEU6tbaWm1FZvcJjy4dNdke1Pu0ZpXm1GVqH30AACi3toAPb8UgxSpPl6uFqzUC\n", + "XnrSMPWWRE7bCYuLzufVHvTiVeaBVPsY2yNw9Rbo6hgsoi4UwWKSc9myIFSjj/q/7+1umqIPDLsq\n", + "nD6cRi06B1rtsy9n7qINP/wj3o+eGkN9b4s03JZFMfsKS/cHcZN3caJnFw8wtCpbgwU4B83JTBHN\n", + "O9anR+b0FK9P7EmhOY9sNg/MPLJo6q2ZVn3D1UFV1xpZQOPp3ktosu9vdgfpiTa6vie5pl+0OBfL\n", + "GgRUGdPj7Jt6YepzIk2ZW5NGFi498viNxKGjBDepj6Oijkm4bBQUlro6HVwaqh/oM+AIwMJbQbAF\n", + "jq206tfW/FF5qtCW2NVbS4xukKVFuiSwpbkgIVHJC1uS2JWCQv626ganE/vRJGYlly/mUOy2C9S2\n", + "dwilJWXTx09sIa867lfLA5sZcEczC7HLeHi7WhW7ykAm1Ft5zS4NRrDI/Xz6TkXssvjmghZs3S2N\n", + "2JUi+Z5XjK1kLH4lKTletHnLRepgTXywH6lJxLD1WLTTZ1/brEZXVnhg0bxjoGj/IZ47isWuk7Pp\n", + "IApFzmN/5/QSz0cO5lNbNsviPlNZsJU35IeFNiuQSauo0XJH+F3q46ioYxKls1E+GwAAwVv9MSpn\n", + "WVmoffz0sJXPVhYIIdjfmF7t2//QlvP03dv7hLBVM/+Z7SKHLufLle4Hkn5jImnUlOgyf2dASLH7\n", + "eJYOAAARf0lEQVTglRbjmx+N0Wzz/fsHle9lET11bk9atfiE1QC58sC/8Uxsmnh97IwzdfC2vm3G\n", + "b6vIrXlTyvx9tTmASleNrrSoSyGzz/D6d9fSurXO5P3PQfJekUIt3eKUbX/M7EmelEcH8yJolNdf\n", + "Yt2F+lHU/kvjbBLVLeF+acrtAgAAgOAF5elsKwFtMliIrXke0a2ESK+uSF/dxTP3WvjHquEywUmn\n", + "0y3Erl6clhb/EC/N+80/n6aBd0UJVwq2Lh/efE5zXLc+3lb4+U54sdM1aY8n5vehWZM2CNF7ocA0\n", + "9PKvT84FeUq6NB6U8ZSyrA6W/J/igY6oRte/F6W++zG5NQoTU+3sWmMvG3/8h7zO/UNRVw5Q1uYd\n", + "1LKokO7wCabGR5M023E6tuN5Dc3C0CSQV7r0Jaf8DdT6pr64aAEAAEDwAtsYZQZQ+xerg17UNeSr\n", + "I1z4YeUXxw1FLgvg26e1oxWfH1OKQ7A7gbR8skvBqIejqffoJuU+jvqhXuL7ZPAbuyq8fOsqatre\n", + "Xwl6k7D1tevQRte8bQIb+ojfml7kSYkTnqZOg83ikq2uhekZlPHLH5qgKgm7ObDvKcNiWLTl8CFi\n", + "YJQ87SUlyMqoBKzgh++o4eV9pM4azAF0moGHazS53jmW2h26KEo2s1sH5z1Oie9DAUGwigIAAIDg\n", + "BWVA7WusORGqsdhla+7OFXEaManmua/6CRHavl8orTSJ3t8+idWs7zsmskLErhTXr/46mPasjqcv\n", + "Xt6tiN5jO5IttmWLcmUQqPILPnem2KrNwpUf21Mbkb1OHOlLfiGf0cM1GQVytuwU4lgGH+XHJVDq\n", + "Dyso6vI+q/vZl9eMkgr8qPNr44W/NPfdl6/sVtw66ofXwcUKAACgwnBGE4DqDFt22aprTeyyqFSn\n", + "I+s4MNxi/YgHWlfsReXiJKyo6qAxPWxVjukVUiltFNLYV3mdbGovCbcZB5EtW6Gt3Mblbq2lr2M3\n", + "h4xlKzTL2B0iZ7dZ3HKasaT7n6C8ldZ9xHfmtqSVud2ow/RxSnAgtxm7dZQ2aA8AAACwB1h4QbVF\n", + "n0qMGflAGzp1dXrcyCeXBRX7zLJrQ0X47NpCnR7s9wWx4lnSuluQCFirDOqHF4vI3avi6cTuZNMg\n", + "wF0TsHe4oBm1a+dGlJoqqpTV4YphBllGRBESgzy5Weu3iEA3fblafdYF7wcnU6/O3alTep7NHMUA\n", + "AAAABC+o1XDw1/L/xdKWZac1y9v1DqGBdzUXlsudK89a9Y/t0C+UojrWv6ZiV43MjSuFL1dk42Ot\n", + "LIIaelu0Hz/ULM3oSh492gnXDhH4564tEMD5eTNXrNF8Jp+cRSU0s+D9S7PuSqE3bc1tTQeoNd36\n", + "eAx1HxGBExcAAAAEL6g9LHxhp1IooSQrq9qK+/w3A2nZvCO0f0OixoUh+voGdOPkVorFkKfHbQWD\n", + "cTGIyrKuGglfPvaCgsJK+1526eDKcJyT2Babf/qH/II8Rdo2RhbpONP9VmrRMYDyExM1xVRO5oeR\n", + "n1MGBbukWuxrRXYX+tu0ftBdkRC7AAAAqhxUWnNQqnNlGpkxYd+6BOoxvLGSlovZty6RFjy/Q9mW\n", + "fVlZVKnL6bIgTEnMpOXzY8UUvC2utVtCTeozo1RtHfqH0ZFtSZqKb2oi29VXinLwwIJdQtRuJE5U\n", + "SDf7bKEoF/N+i8iZfs66nmIeGmoaeDhXWDAgrjOAPkOfAVAeYOF1YNTWzdmbRlaLY1768RFa8/UJ\n", + "xQLLx88PFrY9b4qgHSu0ApYzGLwwsjgISvrX2oMjid3qALtxqAUvW8KH399a+PNu/vmU4WfUFegO\n", + "/aXN4Sytxj9l9KBRXkWiWMShvAhy69LZakllAAAAAIIXCNhCumLhHpM4jHPY42MLLudLVQtznrJX\n", + "B2bpha3aMmhtir0kscu+r/+a0ILO/XOlUnLY1iSad6gvLLT+oV7kF+RNQ+9pIUohdx/eWCN41XmE\n", + "rcFiedLrXWnOI5uFVfeXrOtpBG2lv3JiaMSgcDQ2AAAACF5gCU/1c5WujT+eMswpu37JyRKtZiwW\n", + "T+xNuWbWNSl05fHpp8fVYpenv7l8LwspIxE8fsZ1tOarE1YFstyH2jdXDRdtAKWDxS37QRu1Ja+7\n", + "mJgp3o97vgP99r9YZfDRdVhj4Z6idnvgAhE8wJF+1eyT/atJ9FZmujUAAAAAgrca8Okz20X6LHv4\n", + "cfZB8VBbUUdPjdGI2z8WHFX2x+JFWlT129kjvlt0DhRWWIlRCjBrqF0Nrrua91afmovzr8ocrFN7\n", + "mdNcsfWWswecOpQKd4VKZsaSQULQnj6cJvpe9o1aFH//7n7xmq27skAEW4xlWWQWvZWZbg0AAACA\n", + "4HVw2HpWkthl0Zd2IVvJaCCFo1oEL/3oiPCNbd29gbI/Xq4Xy3I7dQAZ70tfHKE0wlYNCx+2AFsT\n", + "qvrUXGpY6N4wsaWw5PL6AxsTIXarABaqLHaN4OCzvWvjRf+wdVddIEIWjZB9CQAAADgayNJQyZQk\n", + "KFkw8BRyZloedRvRSLgOfP7iLo3oLQ8yeIz3u+GHfzTWX3vELrsZ9BgRIYQ4i6AzsWnCKthzVITN\n", + "3Le1gZoeicyzBm/ds56emN/HsCKaTLfG5xj6DKDPAPoMQPDWIlErfFBb1KNjOy4Yikm2jk18tYsi\n", + "IK39QaiFr5Hl1wh7t2OBEhHtZ9OfVu4Pltfa/afO1dlCm9ZBnwH0GUCfgWoFXBoqCH1Al+S3T2Jt\n", + "fo6nh9vaMQ0sp43Zwqq2oup9Y9k6LLMnqDEqbyvhDArq5RC2wBo1SewCAACA4AV2Uhaf17IKSqMK\n", + "YtI3tiT0PrT8LP1u9UDsAgAAAACCFyhYE7ssav2CvejkvhQlmMwRLKdGAtmW9RcAAAAAAIIXKKiz\n", + "DUj6j23m8MdtK4MCAAAAAAAEby2HI9Y5S4E64Ky6Yq97BAAAAAAABG8tghPyo+oXAAAAAIDj4owm\n", + "AAAAAAAAELwAAAAAAABUU+DSYAenzsTRx/MXUXpGOvn7+dFDkydQaEgwGgYAAAAAoBoAC28JFBUV\n", + "0ftz59O4MTfTB7Neo9Ejh9J/P1qAhgEAAAAAgOCtGbB118fbm9rGtBLvO7aPocLCQoqPT0TjAAAA\n", + "AABUA+DSUAKJ5y5QaGgDzbIw0/u4hEQKDw8lN1cXcnNzuSbfzfXHQfUCfYY+A+gzgD5Tk5dXQHn5\n", + "BTgJIHgdm9zcXPJw116o7h7ulJ2dYz6R86/Nicx/DplZueiAavaHjj5DnwH0GUCfAccDLg0l4GES\n", + "tzm52gs1KzOLPD090DgAAAAAABC81Z+GYSGUmHhesyz+3HlkaQAAAAAAgOCtGTRqGE65efl04GCs\n", + "eL9n/yEqKiigxqblAAAAAADA8YEPrx089uBEmvvJFzRv4Zfk6+NLU6dMIicnJzQMAAAAAAAEb82A\n", + "szHMfPEpNAQAAAAAQDUELg0AAAAAAACCF1Q+nLcPoM8A+gygz9BnAEDw1tw/CCSpRp8B9BlAn6HP\n", + "AIDgBQAAAAAAAIIXAAAAAABA8AIAAAAAAFBTQVqySiAvL5+Wr1hNm7fupMLCQqpTx5cmTbiDwsNC\n", + "xPpTZ+Lo4/mLKD0jnfz9/OihyROUSm621q1at5FWrdlo2mcRNW3amB68dzwau4r7zFZ/HTx8lL75\n", + "/hexPyInunPMTRTTpiUa2wGus7iz8fTa23Po4fv+TTHRrZR92voMcLw+K2l/4Nr2WUnXi7XrTJKZ\n", + "mUnTnn+VRg4bQkMG9UVjgwrF5bnnXngRzXCN/yDy8yjh3DmaePdYGjq4P3l4uJuEz6/Uv8/1VFRU\n", + "RC+9/i5NuPM2umf87aY/iXq04MtvaVD/XjbXrVyzXlR/+7+p99OwIQOoy3Xt0dBV3GcD+/W02Zcz\n", + "XnuHnn7iYRp542Bq0zKK3nx/Lg2/YRCKmFTxdXbsxEl674NPyNfHh9q3bUPBwYFif7Y+Axyzz2zt\n", + "D1zbPuvXu4fN68Van6mZt2AxeZr2FxrSgJpHNkFjgwoFLg2VgKeHBw0e0Jfc3dzEe7bqJSSeVywY\n", + "Pt7e1DbGPNrt2D5GjJrj4xOtrjt7NoF++2M13XfPneTl5YUGdpA+275zj9W+zMnNFZb4oMAAsS44\n", + "OIgK8gspH9HLVX6dbd6ynR598F4KaRCk2Z+tzwDH7DNb+wPXts9Kul6s9Zlk64494rlli+ZoZHBN\n", + "gEtDFXDk6AmKbNpYvE48d4FCQxto1oeZ3sclJAqBZLRu/+Gjpj8dT1ry0zI6E5dAmVnZdOMNA6hP\n", + "z+5o3Crss6PHT1rtS67W1+m6djRvwSIaPXIY/bj0dzFl5+aGS7Cqr7N7xo8V782uJsXY+gz3J3C8\n", + "PrO1P3Bt+6yk68VWn6Vdukw/m/4Tpz/9GC1fuRaNCq4JsPBWMunp6fT197/QHbeNEu9zc3PJw91d\n", + "s427hztlZ+dYXZeamkrnkpKoR7fONOPZ/9D0Zx6jH35ZTueTktHAVdhnmdnZVvuSGXvLSDoce4ye\n", + "nvG6sNLfeMNANK4DXGfWKMtnQNX2ma39gWvbZ+Xpr/8tWER3jb2FvL290agAgrcmkJ2VTW+8+xHd\n", + "dtON1DTCbHVg/yee7laTlZlFnp4eVtd5mNY1axpBra5O/fA0UpvWLenE3/+gkauwz7y9PK32ZVZW\n", + "Fr3yxvt074Q76ZM5bwmfwumvzRL7B1V7nVmjLJ8BVdtntvYHrm2flbW/Vq/bRA0aBCGAF0Dw1pg/\n", + "B9Mo9833PhQO/Nd366wsbxgWQok6H7P4c+dFZKu1dVGRTelC8kXNcjG6xo24SvusZVSk1b7cfyiW\n", + "IhqHU/uY1uTi4kwD+/WixuFhdDD2GBq6iq8za5TlM6Bq+8zW/sC17bOy9tcB03/jth176KHHnxWP\n", + "ZStW07c/LqX3536ChgYQvNWNnJxcemv2R8Kqx5Gsaho1DKfcvHyRcYHZs/8QFRUUUGPTcmvr2plE\n", + "U4PgQJGWjGFXhtijJ4TgAlXXZ107dbTal8FB9enUmbPC0stw+p3TZ89SaAOIp6q+zqxRls+Aqu0z\n", + "W/sD17bPynq9PDZlEn343kzlMXzIQLp99AjT8slobFChOGVk5hShGa4tPGWz4MtvRDoWNZPvGUed\n", + "O7YTUaxzP/mCLl+5bNrGlx6cPJ4iGjU0j5CtrEtOSaWPP/2CUlLTyMPNne66/WbDvIagcvvMVl9y\n", + "KrnVazeTi4uLCNwYNqQ/Ag0d5Dpj3pn9Md0wqJ/mOirpM8Cx+qyk/YFr22ehwUElXi9G15ma73/+\n", + "jer4+iIPL4DgBQAAAAAAoDTApQEAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAA\n", + "AEDwAgAAAAAAAMELAAAAAAAgeNEEAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAFAAAA\n", + "AAAAghcAAAAAAAAIXgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMELAAAA\n", + "AAAABC8AAAAAAAAQvAAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAA\n", + "AAAACF4AAAAAAAAgeAEAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADBCwAAAAAAAAQvAAAA\n", + "AAAAELwAAAAAAABA8AIAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAA\n", + "AAAAIHgBAAAAAACA4AUAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAA\n", + "AAAAQPACAAAAAAAAwQsAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAA\n", + "AAAAgOAFAAAAAAAAghcAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAA\n", + "AAAAAMELAAAAAAAABC8AAAAAAIDgBQAAAAAAAIIXAAAAAACAasb/A86Yvp6esou0AAAAAElFTkSu\n", + "QmCC\n" + ], + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Qd4W+XVB/CjPby3HY/s\n", + "vQchJBAIM5CGUSjrK2W2QKFAB6OMQqHMQssopMwyW6ChtCmEptBAIAkrZO8dO4n3trXHp/PK0r1X\n", + "urLlvf6/51FiTUv3StZfr857Xk2zzeknAAAAAIABSotNAAAAAAAIvAAAAAAACLwAAAAAAAi8AAAA\n", + "AAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAA\n", + "gMALAAAAAIDACwAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAI\n", + "vAAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAACLwA\n", + "AAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAgMALAAAAAIDACwAA\n", + "AACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAA\n", + "AAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACA\n", + "wAsAAAAAgMALAAAAAIDACwAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8\n", + "AAAAAAAIvAAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsA\n", + "AAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAgMALAAAA\n", + "AIDACwAAAACAwAsAAAAAgMALAAAAAIDACwAAAACAwAsAAAAAgMALAAAAAAi8AAAAAAAIvAAAAAAA\n", + "CLwAAAAAAAi8AAAAAAAIvAAAAAAACLwAAAAAAAi8AAAAAIDACwAAAACAwAsAAAAAgMALAAAAAIDA\n", + "CwAAAACAwAsAAAAAgMALAAAAAIDACwAAAAAIvAAAAAAACLzQAwx6HTYC9hlgnwH2GfYZAALvAP4D\n", + "YcAfCOwzwD4D7DPsMwAEXgAAAAAABF4AAAAAQOAFAAAAAEDgBQAAAABA4AUAAAAAQOAFAAAAAEDg\n", + "BQAAAABA4AUAAAAAaJ0emwAAAAAA2nLl9b+kZ594gKxWK919/++ptq6WDAaDOC8zM4N+eNF5NKyo\n", + "UBy/875HqKGxkZ55/Hek0WgUt3PL7feSyWiiRx+4E4EXAAAAAPquW274MY0eOVz8/OmqNfTMn/9C\n", + "Tzz0m/D5SYlJtG3Hbpo0YWz4tB2795LVYiWv19uj9xUlDQAAAADQKXNmz6DKymrFaccFTvts9ZeK\n", + "01at/kqc3tMwwgsAAADQBxk2vUyGzS/3+O91T7ma3FOvjvvydrud/vPxKpo7Z5bi9JnTp9Dy/64k\n", + "h91BZouZnE4X7di5mxaeehKt/vJbBF4AAAAA6NueXvIy6Q0GcjqclJKcTDddd6XifKPRQNOnTaYv\n", + "v/mOFpw4j75et55mTptCOl3PFxgg8AIAAPQjmsbDpG0oJm/+XGwM6FU3XX91uIb3wKFi+u2jf6TH\n", + "7r+bkpMTw5eZP+9YemfpMhF4P1v9FV1+6QW9cl8ReAEAAPpD0HU3kmnlbaSt2CSOu465hTzjLsSG\n", + "GcC4rKA9pQW9afjQIkpPTaXiksM0aeK48OnjRo+k2ro62rptJ9ltDhpaWEAlR44i8AIAAIAKZ1M4\n", + "7DLjxhdI21BCflNqvwlFMHDtP1hM5RVVVJA/RPlBTaOhE+YeS08//wqd970ze+3+IfACAAD0A9qm\n", + "MuUJbhvpd70X/BGBF3pBqIbX7/ORxWyhG6+7klJTk6MuN3/eHPrnByvo+LnH9Np91TTbnH7ssr7H\n", + "ajGSze7ChsA+A+wzwD4TdCVfkOmz21XPa++seuwzGHQfGLEJAAAA+j6NqzHmeb3RugoAgRcAAAC6\n", + "NvA2lWIjAHTQoKnhdbs9tHzF/2jNV+vI5/NRUlIiXXP5JZQ/JFecf7C4hP780pvU1NxEaamp9NMf\n", + "X055udltngcAANAjgdfdFP6ZJ6ppnHXYKABxGjQjvF6flyxWM/3u3tvo8YfuodNPmU/Pv/Jm8A+H\n", + "309PPvsS/d+F59GfnniQvn/2mfT0klfaPA8AAKDHuKTA6555o0ogVpY8iFW6AgfjN09g28GgN2hG\n", + "eM0mE51+8onh45MmjKWXX3tb/MwjuAlWK02eFOwbN33qJHp76TI6cqSUXB53zPPy8/PIoNeRwaDr\n", + "lvvMhf7Qv2CfYZ8B9hk1lBCVbSIqOj7w5pPadbdrl7o0GNOGEI1ZTHTgf6JbA7NonIF/MgLBOBB8\n", + "1/6BaPe/pTf7uTcHErAV+6wXuN1ecnu8eOEi8PaOHbv20ojhReLn0rJKysvLUZw/JHC85Ggp+Xz+\n", + "mOdx4OUncXc8kTGrtX++CWOfYZ/B4N1nYmGIFTeStnZP8ASdkbwF88g5/8EuuX2zvSH8tazDbyLf\n", + "sb8my9F1gd8bDLx2h5v8ehdp646QWRZ2xeWrj5AvZSj2GQxag3LSWlNTE/1t6b/okh+cI467XC4y\n", + "GZWfPo0mIzkczlbPAwAACAfe5kop7DKvi3SHPu3CQK2s4Y15OXtl9Gm2SuwgGNQG3Qivw+6gR/6w\n", + "hH5w7iKxDB4zBQKs06X89Gm32clsNoka3ljnAQAAtBY0u/T2ZV0a/NbgxGm/3kIaWSD2i8tVqATe\n", + "CuwgGNQG1Qgvj8o++sfn6NQFx9PcY2eFTy8YkkulpeWKyx4pKxedGFo7DwAA+riWr/t7JPA2xQiV\n", + "3s5/na8YOeZaXG1w7ojfnCL9fmeTeLxq4da49ndkfWMuWd4/H88JGJQGzQiv0+mix55aQgvmz6X5\n", + "x89RnFdYkE8ut4e2bN0pJqdt2LyN/F4vFQVO5zWgY50HAAB9F4dE8weXi6///SlDyXHGku4Lu42H\n", + "SVfyufp59mryJ+Z16va520KIp2iB+u+p20PWj29o482wCU8M6BSe6P/+sv/Qrr37gkFSp6NjZk6j\n", + "yy/9gTh+822/oV//8meUm5OluN7d9/+eautqSa/Xk83mEAOKZ3/vDJo+ZSICb1da/eU3tGv3XtFd\n", + "4a133w+f/uMr/49mTZ9Ct1x/FT374uv0/F/eoMSERLr5hmtE2GWtnQcAAH1TKCRyv1pNRR1p6/aT\n", + "L3VEcMRV1zVdA8REtZW3kbZiU7c+FnmYdk++XP3xbn09rvsL0FHbd+ymP73wKv3o0gvoxmuvJINB\n", + "T802G1VWVcd1/Vtu+DGNHjlclItuC9zWC395k5q/v5iOP242Am9XOeWk48UhFu648NB9t7f7PAAA\n", + "6Ht4klbkiKsoC/B7xagvdyzwB8JvpzsoOOq7JewaNr1A2obD4nE4Tn1KcZ4/qUCWhKVWYxp7Tdwh\n", + "3W9IwpME2u2lN/5GV/3oYjFQGMKtWxOK2tfyjgcNuT3sdVdfJtY2mDfnmG4fSNRj9wEAwECjK47u\n", + "jqDf9lcReEX4rT9ExAeu8e1Ef1pts/pENflKaNqmMvLGWdLAYdT4xf2kO7JGeiwVm2Ne3t9Gn19f\n", + "5qRAaC5XdmngsgYE3n7htTUl4tDTLp9XKA5y5RVVVFvboAi7nTVh3BhRNnr0aJkYXETgBQAAaM+b\n", + "m0o7MMXEr9BpgSDYqf60DvWvcv3WrA4t/asJhGN52BWB9+An0pF4wrnOSL6kAvJb0sl56tPiJPO/\n", + "fyhKOoKhOtjNAaA96hsaKD1d+QHrjt88TA2NjVRbV09LnnyYUlOS2327aWkp1GTr/smlCLwAADCg\n", + "8ChpuMyAa3Vb6ZIgRj47EXg1znpl0E3MI19ibsdvT6Vfrv6QFHh9CW3ftjdrIjlPe1Z5vyK7OQC0\n", + "U4LFQnW1yuf7I/f/Wvx/7U0dL/usrqml5KTu/8YBgRcAAAZW4OVShVBATB0p+tfGGm3tbH9ajUO6\n", + "XfeUq8k99Wrxs+nzu6QLOarjvz1Zr13phqXRL39CxNe+enN8Nyyr9SV33w+8/KHFsO5ZMVIu7nLL\n", + "dh1s1EoLesuQIbliktrW7btE/W1X+G7jFkpKsEZ1dEDgBQAAaIO2epcs8I4gjTk9qkyg1YDZnmDW\n", + "XCaFUavUn92vl00ma0cf3rYCuD9i9FhtxTW/NSf6NFmtr8bV9zs1cGmHfu+yiG1TSa7j7ohzO1aS\n", + "6ZObxAcEHnV3HXtr9PMk8MGot5Zb7pcfJDUauuSCc2jJS6/Tj6+8lCZPGE86nVasSOtvZ42M1+ul\n", + "dRs206tvvktXXnZRj3S+QuAFAICBFXjrD0pBLxB4/e7G2IG3I0vu+rzhhR/kI7xtTSCL677LArgv\n", + "Y3wgvO+ICLxD4kgmOpV3e9lIcH8Y4W0qUxw3bA62mHPPuiGuDhM8aTE8MTFAEXgD+093+AsyrbpT\n", + "hGFv/lxyzf4lXjhxOPGE48hitdDS95fTU8+9QglWswi748eOIrNJWoH2ngd+T1ptMMSOHzuabrnh\n", + "GvHzk8++GDhdJxYCGzGskH523VU0YdzoHrnvCLwAADCgaOr3S9mGR/B83tiXbWdJg1jMYvlV5Esf\n", + "T97sKYoaXr9JNmHHmNihgCkP4J7R55Kxdrfi/vvi6PbgN6WonCYb4XX2zRFeUcaw/s/Bvsl1+2MG\n", + "YX9a64GXrx/Zk5hbthm2vUHasvWkbTgUHoHnEX79rvcQeNth9sxp4hDLU4/dr3r6735za6/ebwRe\n", + "AAAYULS1B2SBd3jgBL3qaGlHAq9YzCIQQLVVW8VBvoKaoqTBkNihgKlpOhr+2Zs3i9yTLiPD5lel\n", + "202IKFdQ69qgt6jccVmJRSCA98kaWWcT6Xe/38b2KSNKa31EUFu1PbonsddJ+h3vSLfTBcs9Qz/7\n", + "u4BNAAAAA4XlvXMUE9Q4kHKoc5z1svqbYN1+Mi+PL+zx6G7kYhbywOy3ZHT6/stHeDlA80iyXOQS\n", + "xWqjuWohWHE5V1O4RpZLBfhgfWMumZdd0qv7Lp42boYtr5Lxy0da30810e3nLO+fjxfHIIcRXgAA\n", + "GBDEV+Fx1uTyZLZwX9qGw1JYbrk+l0I4zv6bMmxtUgnN8nIJ+XLFOpPsMvGNJson0ImRV62OfBnj\n", + "WkJ7Nvl1BtVJaq2G29Bp8hFeV2NUjWwwbNf07v5zO9r+0FG9Qxxcs26K2ZNYbSQfAIEXAAAGBP4q\n", + "O17Okx4h84dXi6/2Rd/e+kOKsKwW/iJHd1sNnZZ06bbiXPJX2yTv+JATDr72895r54ZQmbRmlEKw\n", + "7uhXqt0peDuInsWy4C5CvsceCMlNcXdI6LB2tG9rbcGQeAIv7x/5fjF89ydyz7wRLyIEXgAAgD4e\n", + "eGVfZXvGnt/qRCQxYppcQJqWcKQ7uKLV8Ke2Slu8dBWbxNfwsQIjhy1t7e5AYJfaqfnjXLzCr1a+\n", + "YMlWuZysS0PgccV6PBp7taJsItQdgbmn/UQR5Lta+9q3qS8Y0tYoPz8v3BMuFY+RyzjCj3P7XxF4\n", + "EXgBAAD6QeCVjez50sZEh52Ri1rSn1cEWX9SPlEo8KosRSwPf/JyhsjRwTbDWeNh0gcOkV/D821y\n", + "H1/9vg+jruOzZsd348aU+IKxKb6WaTzK7G15zMZ1TynPqz9E3u4MvLKgKibsTbma9MWfKSabSZdV\n", + "n2zY1ig/Py9C+9RbOD/Yrq6lLIVLXLjUBQbo3wdsAgAAGHCBN3Nc1PmuuXcFD/N+E7xMcoEizEXi\n", + "iU584NHecDmDVhe4/n1tB8yE6PZh2oiRRx49VQu74vpxtB+LGeoSVFatMlikwB9JXnvcUlbAjzky\n", + "aGoaD3XvDvR5pB+zppIveyp5AwfVcBxjwRBtlaycQWX0W/684LIWb94c6bqdGMWHvg8jvAAA0OWa\n", + "nB56b50USrp7eVQecQ2PEAYCnC+l7ZE6f3Icq2w5m0jTLAVVX1KBGH3kQKoIXfLQGOs+Bu6fJhCY\n", + "dVXbSFu2ofX7Fu8Ir+oviq7h5RFeDvtqAVuMdB78JHhVR034cUeFyfruDbxqq9b5MieKUVc+rvHY\n", + "SVuxKbwtFdcNBHTTytvC54vrpo1WHFd7XvgyRocXJdFW7yQafgZevAi8AAAA8am3eei1NSU9Fni1\n", + "5eulAJc1UX3iVgQflzS0FcJ4Uptd3iosOHrqzZlB+iYpPHqHzGnztoxrH4i7i0T8NbxmlXCbEv+G\n", + "M1gDgXIk6agl8NpbRnhVSgZC3SzaFWL58X74C7K4nWLk2Z9YGHvym1/W8aJl/4mWcovfDObVI2sD\n", + "obYl8DYfjfpgogi3LUFefpp77AVRzwt52zcReAGBFwAAIF5VjcoJSD9/eyvptBp69IIJ4v+upiuX\n", + "Rkx92TPiC4tJBfGFNlnQC3VP8OVMJ5KNlnqHLlDetkqta3uWMQ4F6zYvp1abG6NdlxpP0QLF7wrV\n", + "Jmu80S3CeIWydu+X4k+JavYR73FdI2/HDcFlflU+kGhs5dLjUikJkd9PXek60u98lzzjLgzeN3mH\n", + "C0OSmJDoS1eWtahNSuO2b+HHxyUNsmWjQWn5f1fSnr0H6OafSn2rn3vxdRo+tJDOPD3wPPL7admH\n", + "/6X/rVpNDoeLLBYTnX7yibRo4Snhy9953yPU0NhIzzz+O9JolH8Hbrn9XjIZTfToA3ci8AIAQP9Q\n", + "73Arjm8qbhD/7yproglDkrr898lHeH05cQbeQFjkcCQ6MrR227KRP39CcOTVy4GXyxhaOjl4Ck5Q\n", + "3nYcJQ6qAXTkouBkuTgnmXUUj37y6mr8tT+Hx3DobBk51diiW4Tx5LvItmVthgy1yYC2inCNMndV\n", + "MH5+V8t23ittP61WNfDK+ycbN74gtpXGUU/egnmyDzxTyHny72PW+UbeZrg8xW0jbc0O8mVOwgtY\n", + "xcJTT6Iv1nxDW7fvokkTxtKO3XvpaGkZXX/NZeJ8DrvfbdxCv7njF5SZkUY1tXX0zJJXAjtZQ4vO\n", + "ODl8O0mJSbRtx25xGyF8W1aLlbxeb7fdf0xaAwCArg+8drfq6ZtLGuK6PodQ49oHg4c2VtYSb2ay\n", + "+lJR0hAn+8Ur2pyZL//6PFRbyiHJdulnZLtsrfi/PaOqyjuuHE3kOlvnKX/o1qDr+N5rYsKWr2WJ\n", + "XrWewRpnvfrdbYy/rIFHtCPLDMTpsn673FVBV7ZBHOQfPNRqmPlDgGPRa9KHgUBANWx9Q6wYJ79f\n", + "fnPL+S0T9UKHmNtE9gFJV7YRL95YT9XAh5BrrriE/vLWu+R0uui1N98NHL9UjNS63G7690ef0E9/\n", + "fLkIuyw9LZWuu+ZH9K8P/0NutzQh8bjZM+iz1V8qbnvV6q/E6d0JI7wAANDlaprUA++G4nq6+Ng4\n", + "amebKxUTrFyzfxE1ssgjfab/XB9d79rO0VXx9XnLqKEaXcVm6bKJcU4mMyXGF0Dz5oQnTXVIINS1\n", + "BwfdqMcvC7z8wYFLBThMqu6XhmKiOFt3iXIGtdtwSh961JYBDl7ZFPMDAk9ki9xm2tJvZfszKxyQ\n", + "+QNEW+TlKboDgXA26Yd95nX0l90f0Ct7/t3jv/eq0YvpyjHfizp95PChNGn8GLr3wSdo0sRxNKwo\n", + "WBZUUVlFCQkWys1RluLkZGeSxWwW5+cPCb5OZ06fIsojHHYHmS1mEZ537NwtRpBXf/lt9wV2/FkG\n", + "AICuVtusHni3HmmM6/ryiWLB49Ffset3vRdcJU3WTsoz/qJ239fIwOzNnS5KHaRE5JWFwzhrawPX\n", + "b2tkUdzfUYtELTF3fmjrsqq/JxDqQiO1HcW3Ia9BNn77pLJjgqy8gtuztVUCEt4/8nIG+dLGjjop\n", + "hMRYFa21BS64s0JUmJFPODO0r2RGlKfIPkRB62bPmE4Hi0toxlSp9KOutp6Sk9S3O59eWyd9Y2A0\n", + "Gmj6tMn05TffieNfr1tPM6dNIZ2ueyMpAi8AAHQ5bkumxu6Kr0ZP06TsEiCflCTO5z6xES22OOy6\n", + "Zt3cgcA7RHHcedqz5BsyS/2yCVlx326o729rfDnTyH7uu+Q89em4RiNVA9vQkzu9v5zH36/cvh5p\n", + "hNeXNlwKsfv/Q5a/LxalJiGWpd8Tq5aJkeHQ9eXlDFzjPGqxbN+Whq+ntlyzv43AKu+sEL5NZ50s\n", + "oKe0c//nKX5nvIF+MPL5fPTWu/+gSy44l958+x/iOEtNSxGT0dTw6Wmpyn0yf96xtGrN1+Lnz1Z/\n", + "RSeeMKfb7ztKGgAAoMtVN7s6df2otlgO5Qivfs8HwQlU/CacOoI8Y84Ty8Z26E1cZZEHv16lJtdg\n", + "bTOMqQYqU6oikPGIrJ9LHjS6Lpmc5hl2Chm2vUG+5KHkSxnasRuJqCWWd6bw5c4WNbZSwnaJDxsc\n", + "0MVSvi11vzwyLO7PuAuV5QyFcxXbWFxHtHtTX63Olzu99f2VMS5qmyq2d0d6GPP+CAVd7kFsSOoT\n", + "ryMuK1ArLegt/135OQ0dWkjnfO90McrLx7kUITsrk5ptDiqvqBJlDCF83O5wiPPlxo0eSbV1dbR1\n", + "206yB643tLCASo4c7db7jhFeAADocpFtydodeJsjRnQdsnDk85J+11Ip8I27qMNhVwSkhJzoE/XR\n", + "/W29ubM6FqgzlZPouB6ZR5F5VLcrcEmE7eJPyHHWy+FV5Dp0PzNkPWllZSK+rCmxQ0TNXuVngo3B\n", + "JZgV5QwjTgkEyhRZ4K0nTSuLWES2eIsOtFlkv3C52Iaq5xsT2r8NDYmKQA7R6uobaPmK/9GlPzhH\n", + "HP/hxd+nf32wQpxuNBho8cJT6M8vvR4uX6ira6A/v/wGnbNoIRkMyvFVnuh2wtxj6ennXxGjvT0B\n", + "I7wAANDlmhyday8k78kqjstqeHkBgtDX4jzS5xnRudWx+CttsXqaVQq+aiOvbQWx2EFytGKSVadW\n", + "UetGntGLyahSU+tLzI3Zvk1Tr6x5DV1G0Z1h6InkP7xFOu6oDgRqKSh7h53acluHAvu1LKrFW8zt\n", + "Kiu1UOzPDoya+2WTDDVuB17AKt7421JafNZplJQY3FYZ6Wmiz+4bb79HP7v2Sjp70eni9HsffJxc\n", + "LjeZTEY6bcF8RUsyufnz5tA/A4H5+LnHIPACAED/FKstGatpdlN6goEMm14On8Y9YYPpJ9jnNWrp\n", + "WNnX3/pdf1eENOpgz1t5QIoabdVGvD2q9NqNO/BG1Jz6LRl9M/AOO52M3/0pqkMDfyDg9m2Ma3UV\n", + "m0mly0JU/1suBZF3gmiuJL9shNeXNqZDnRFi9VHuWEmDLCS76vECVvGz666KOu28sxdK+12joXO+\n", + "d4Y4xPLQfdIqe9lZGfTmS9LrrjB/SLctOoHACwAAXa6s3tnq+WLiGgfezcrAy1+jm5dfRb6UEaSN\n", + "CE3yXrjyhRI8vFxsN4hc6YzrYzvaa5drTrm2VoQ+ja7TAb3bBB6fZ/gZpN/9vuK01mhrdkcHXndT\n", + "9PY0yyYtOZQlDR2uO6ZgH2WuLzZ9fENwmWTuWNGBldLkNduaGC3ZoH9D4AUAgC4Vq0NDCNf35qdF\n", + "1MgGQoZp1V2iPldePxoOITEmOMW7BG+nA3ByQcevG7iPjrP/1i/2nWfU9xSB1z363JiX5ZCprY9u\n", + "46VxqgRe2QhqsJXcbtm2LerUfeY2crx9OxOc5Z0dYj3XoH/DpDUAAOhSDfbWA6/do6zvbfRZ6OF/\n", + "b6cbDi6miypvI5c/eixGY6tRlEB0e8CN+Frcl1QwKPYdT1wLTV7jNm/umTfGvKzo3OCLrtXWNLe9\n", + "pK88VHYmqHbZbehlC3h4nXgRD0AY4QUAgC5V2RgdGCxGXbgHb71NWd9b70ugj/dyV4eR4vhXrrE0\n", + "37RNGZDcjcESCHvsMPX57mqalJ8s6oM7TaP8Wtyf2L7A6/L4yKjvn2NK3O2hU5tOXo7S0SWXe5jf\n", + "KtVVKzqCAAIvAACAGrUR3jG5CbSpOLikbG1jE5k++V34vAqfsin9bTVXUp6uht7Pfij6xvcsV/2d\n", + "z608QEvXlZJOq6HZw1PpwfPHdy4AmZX3yZfS9tfuXMpxx9930JFaB9ndXvrrtTO7Jnz3M9qGQ7Lt\n", + "mE6a0M+t9M7t/Tstq6v2uvAiHojPS2wCAADoSnUqHRpGZEojfU6HQzHxrMYX3eS/yW9p1+/ksCuy\n", + "is9PX+6r7fRj8OuVv9+fVNjmdYqr7bT9aKPoUMEjvG9/fXjQ7HPvEGmlLG2VNDrvk61MF9mPuC9R\n", + "jPBGtMSDgQEjvAAA0GmhdlW86lmN/r6o80dmS4sBlDcoR9DqfNELBXBdb2fwaGuiqRNvcQYLeUYs\n", + "DIYfXhFN1lYr0sI/fCUCbqRlG8vppycPHxT7n8Os7uhXwcAoK2mQ9zaO7EcsgnIbq6r1GI1shNfv\n", + "xQsagRcAACAiK8j6oGqaK6lGJwXaMyZnU26ySdTwhjgczjYDL6v2JVFaRq5q14Y2A6/D26nAy1+/\n", + "x7NqGQdrtbDLYp0+kHCPXp7g58uZETgWXfvLJQ3hwJseXWYSa7W0Hg/sspFo7hMMCLwAAAARqaVJ\n", + "EX4bnFLgXTw1hyYMSQrX74qA6/RTuLAzoNSbph4Y/QbyFs5XDbw8AvxM4/fI+dFeqmlyqQZRIlO3\n", + "P/TaJner53OJBdcVD1TuSVeIxT80jTHKN2SLbHA/4r77qU02SREjvAi8AAAAUVkhYiJSvU0awU1P\n", + "CH5VnGCWAkUDd2mQDep+aFNfWvSlptMou3goXatyHtf4LrMdS7SlQvW6zY6eCS28alxrdpU1icDP\n", + "LlqyjiobpXC+8ra5/X7f+w0tpSfGRFGeoKvepVipTV4Kwv2I++rENXkbuqiV4iDKn154lfw+n+rq\n", + "a7HOv/m235DX6yWtVksWs4XOP/csmj1zWvi8X//yZ5Sb0319tRF4AQCgc4HX7VAcr2zyygJvsEuB\n", + "vLzA5pFGPCNrdY1aH7l8WikI7yC6et5C0jYcFqOIobBU4U1p9T41uTw98tjLGpSPnR+vy+MPL76x\n", + "uaRBBF6eyCYPuwOGOTiCK5ZnPu1ZMmwIq8/XAAAgAElEQVR6gQybX5UF3oh+xlzrG1HH2yd0YHW2\n", + "warZZqMDh0pI4w+8zpqbKTEhIe7z777tFhFqDxaX0O8ee4aGFhZQTnZmz+xi7DoAAOgUR7XiqNcv\n", + "C7AtvWizkqRJQWU26a0nshvDhPTokVmupXWc+ULg/7vDp9n9rS/P2+TomcBbKxvhvXD2EFp6wzF0\n", + "wynDwqdtKK4X/+8obRqQuz6yfZs/WbkAhLw2VhzPGN13H4ts1T6M8sb2xdpvaOa0yXTs7On0xZpv\n", + "2n0+G1ZUSOPHjKS9+w/22P3GCC8AAHSKJo6+pVzHygeuaRUh1q8no8ZDtojgmp+io41VyuvyyCgH\n", + "ZnkgqVZpZaYIvM6eKmmQHntGS/nG1EIpBG490kiP/2ef6mIcPOqbYunffXoj27f5kvIjArGyu4Xa\n", + "xLU+QyuLRH2kjvc/r+yijwKHnnbmVWNpYeCg5tNVa+kXP/sJ6XQ6euyPz9GZpy9o1/khTpeLrFZL\n", + "z+1e/KkGAIBOBV5bfLPa5aO81b7kYOiTdWhIMWspK9GoEl6Do7Ui8KaPFF8/1/vbCLw9NMIrr+EN\n", + "lW/kppjEgfHqcss3l9O3B6LrVnmBiv6OuzQojicViFpeccibFbXSGk9c46WLvfnzyDNyUZ96LL7E\n", + "XCkcoVODqj37DlBqSpIoQ8jMSKOMwGH33v1xny9eE3Y7rV77DZVXVNL4MaN67L5jhBcAADqZFKRw\n", + "Ka/JlbciY8E63uBIJ7ci49XUeKQ3ZFSmiVISuL5XGVYbbC2B15RKdME7ZGu2U/2qnUTf1isuJx9B\n", + "bnb2TOCtlo3wZiZKXSGmFqVQWYwJdSGldQ7KTzP3q1Fe79AFpDv0aXC3pwyNDsAttbwxA3LgQ0tn\n", + "ly7umSSPTg1q/rdqDR0qOUI//fmdweeD10srA6eNGTUirvN/99iTlJiQSMOGFdJdt95MZrOpx+47\n", + "Ai8AAHSKprks/PNhrzQBJT/VrLicvFNDqAZXXpqQmZZEZgsHVpvielVNEeUAWh2VOaQ3ymOGp9JF\n", + "s/OprN4hygfYxuIGem1NCV0+r7BbH3t5vXTfMmUj2NMKk2mFSuDlmuZQf94HP9gjjvenJYidx99P\n", + "hsx3yZszTYzUDiT+hCGBfzcEn9O2ij5xnxa2UlrQ03hkdsfO3fTcHx8SnRaYx+OhW26/V5zH2jo/\n", + "NGmtN6CkAQAAOpkUpNGwI16p7yqPXsqFalxZZUuXBXeq8ivNrBRr1M3b3NGjbQ6XdNrCydk0Y2gK\n", + "JZqlMZy9Fc0i8HYnHk1WK2lg8jrekOsXDKNbF45UnNbvliAOfNhwT7hkwIXdYMqVfSPhc+F1HWH1\n", + "V9/SrOlTwmGW6fV6mjF1ijivrfN7G0Z4AQCgczmBl99tcdgjBd4hEYHXbJACRWiyWlnKHAqVMPCK\n", + "bAZzdG1ujcriDnV2WdC0Bm8rxRw9SvrQh3vESHNXj/Ry0L3ipQ2K1dTkJRyhGl65nMBpmSo1yoNp\n", + "CeI+/blN3qXBVt2p2zJsernldirJddwdA2L7rPxsLf3kqkujTp9//Gx6+bV3xM9tnd+aex74fSAs\n", + "B1sWjh87mm654RoEXgAA6EOBV9aH96BH6rsaWdIgn7T2aP0F4kClnojLRAfFWpXFHeQjq8nW4FuZ\n", + "2Rj9peUn24KTj7o68G4qqQ9PpmNTi5KjLjMqO0GMNIcDb3JwMtvwTKvo0BB6DKHQzMcf+HdwRj7X\n", + "Iz9+4UQ8uXqSvEuDz0XGdU+Rfsc75MueSo4zlsT5Wmgk45ePhOucxf4dIIH34d+qP45RI4bHPC+e\n", + "89lTj93f7fcfgRcAADqMQ4G2ekf4uLyGtzBd2XIoZctzgX8Xx7wtDsSWQGg9Y3I27StvDofFtkoa\n", + "LC0jxz05+Uu+VPIP5xbQVccXRV3mxLEZisDLYZfv48tXBVeXOvmxteHznlt5gA5V2xW3+9aXh+mk\n", + "cZlRpSHQPeQjvIZd74VXjOOlrU0f3xD4FGIlvyWj9QDrbFKEXeg7EHgBAKDDYZdHwOQOe2ST1tKk\n", + "wMsjXyna5lZvj0c1ORDefuYoEfx+/vZWcbpaD1v5qmWh8gEOy8eNTKMv99VGXZ4DJa+AxiOrC8Zn\n", + "0vi8JMWIc3ttKJE6RMwsSlW9DIfVl78oFvePR65bC+RL10UvdMDX5cPY3ERa8qMpeMJ1d+DVyZ4P\n", + "suWR+Wdd2YbwUdesm6LarYVom8qwIRF4AQBgoOAAGxl2ueNCXUtfXYvOp+w84GyiDG1jq7eZLqtv\n", + "lXd0CLUlY40OD9359+3h4/K6WQ6UD54/XjFyqhYoV+2qFuGaJ7o9+oMJ7X7sXHpQUh2cdc5dFsYP\n", + "SVS9HI/Mrrxtbqe39a6yJvE7+0snh37LnBHXxaxvnxr+2TtkDjlP+YMsHDdhO/ZR6NIAAADt54x4\n", + "YzdYab12ZvjoOHO5mLgTnrwTCAK8slprjLLZ3cGevUF2WUkD966VL+KweFpOh+4+d1hQWwwiHptk\n", + "o7scdkPLJ3en3eUIUt3Nr2//Bwpd5WYin/T81LgasSH7KIzwAgBAu8n7lHKLKl5MYN370sjqTO0W\n", + "Mmz+b/CyzWWksVdTnq621dsMTT5j8nKDMlmvW+61G8ITxa47aVinHgfftlpHhVYDr6zOdppK+7HO\n", + "ki+gEcIjynNGpOGJ152BN84RXgW3jbQ1O8iXOSn4XG8qxYZE4AUAgH4Vat2NZPj2afKbAqFObyH3\n", + "1Kul87xS8PQbg2UMGyq5vCA42jXDuE96o9n3ofjfoklo9fdZZG3LOPRxuYK9ZXIad0TgUV8e4Q0Z\n", + "kaleR3nqxCw6WusQtb/1do+idVikYKeF9gVeef1udwTeO84aRceOTKP31pWGewnvr7LhCdndDBbR\n", + "kYEnqXGQ9VvSSeNqCjylW+/JqyvbKAVelDQg8AIAQD8LvPWHwmGVKQKvrE+p35ojakyL64LhlEsX\n", + "JhkORd1eahuT1hLNyqWIUyx6KfA6vFGBNzdFvXvBnYtGh3++8c0ttP1o7K+Zmx3tX0I2VL/LYtXv\n", + "tgdPtDsQCLR2l0+Ub8wdlS7CPofp1ygYeA9WIvB2N14WWbQf83lJ23g4uHQyT1gr/Yb0u/8R+H+d\n", + "6vW05euJJv0weMTVJHtdZGGjIvACAEBfZl52CWnrlaHV9MlN5Dz16WDgdUqjnGRMVNS1cthtq16X\n", + "TRiSpAij8rpdlp5gDJcz8Ggtlx7IA29OHKUIEwKBVP47HrpgPK3cURXuz1vW4KCpFOyhe9mL6+lI\n", + "bfD2CzMs9NrV09u8/c7U7x4/Op1+NK9Q9OtVMyxL6nIRul/QA7S6YNhlBit5i04KhGBP7MBbuU36\n", + "INh8NPyza+495M2bhe2JwAsAAH2Rxl4TFXYZv+Fr6/aTL3WEom2T35CoqGudYdoXd+Az6DVk1GkV\n", + "HRpCEkzSiG9zy0ivIvAmtx14JxUkKzo0DMuwUpLsdpucwdvldmXyUFnb5BblBNz+7LoFQ+nhD/aI\n", + "8ohGp6fLtvP9541r9Xx5G7OmLvy90JFPgLHre7n0R+OsI8v7FyhfF8YEbDcEXgAA6KvEV7Sxzqvd\n", + "IwIvT0QLv7FbsxV1rfL63dbMGp5KFx+bH/N8eQhe8ulBWr27JqKkoe3Ay/12w316DTrxc7I8SDqC\n", + "QXLrEWXZAwfMUP3syeMzVXv79kR3BugbfIm5UadxyQIvHSxeFzW7lL17KVgiMdDced8j1NDYSM88\n", + "/jvSaDSK8265/V4yGU306AN3iuObtmynt5cuC1y+gbw+Hw0tyKdf3nQt3Xr378jpdJG2pSvLqBHD\n", + "6Bc/+0ngth+luvrg35Ga2jpKTwtuv4z0NHrgnlsReAEAoGvpyjfEDrzVO4mGn0Eaj/TmXuezKupa\n", + "1ep3QxZZv6XK5GlUT2liid3WcA1vCN++/HdwjWs8K6txt4e/Xjsz6rSQsoZgyURrdb7fHVJvXzZ7\n", + "eM8GmldWF4v/1wSCf1GGRUzG477D0P34Q11UCM6eSrqDnwRfF2Xr47rOQJCUmETbduymSRPGhk/b\n", + "sXsvWS1W8nqD35g022z07Auv0T133EyF+UPIFwi8xYePkNEYfO3dd+cvKTdHWeP80H23i/9dbjdd\n", + "/dNf0nN/fKhL7zcCLwAAKEOtbISXZ6ozLnMIB17mlELgXjt3KpBmsrdWv3tPyjvkPHEqeYvaXjks\n", + "yRT7Laqj/XdZolm63eaWEd7WAu/6g/Wqp/PSwT3pzbWHwz8faOnawEsXx6oBhq58UeiCXRtaXgci\n", + "8CYXUKg4Rr/rn9JlDVbypY0W1xmIjps9gz5b/aUi8K5a/ZU4ffWX3wY/BNfWk9VqFmFXbD6tloYV\n", + "Ffbq/UbgBQCAMEX9rs5I9vP+ISaoWd47J/jGVbGJjGsfVLzx728yhQPvhFwLeXOnK5ZijWKMr5VX\n", + "Zoylf3lCWWf676aYpZFhDrq8hPGOo7HbSfFKZyG8zC/3yOXJdNxNobvxKDbXF8eyo7QRgbeHcJ9e\n", + "+fPenzxUet24pQ9MnqIF5Jp7V5f8zsa33gsclvb4Y036vwsCh/NVz5s5fQot/+9KctgdZLaYRXnC\n", + "jp27aeGpJ4UDb15eDlnMFnrl9Xfo3MVnhMsTEHgBAKBPkI/uerMmitDLtYreoQtId+jT4BvHwY/J\n", + "r5fKEfbWSIskLJiYS86Zz5L1jdhL6voN5rjui3wkVq4g1dypxygP0txOjQ/x+unJw2hyQXKP7Q/u\n", + "1LCpOPb947rm+WMy4irvgE4GXi5R4B69LXxJ6vXn/oTcAb0djEYDTZ82mb785jtacOI8+nrdepo5\n", + "bQrpdFJNO4/o3nvHLbTso4/p7vsfo+HDiuji8xdTYUFwm9330BPhGt5TF5xA3z/7TAReAADoHB6V\n", + "Mq6+p+WILtxaTI28fteXPSP8s/P4+8nccFWwKb/XRRpZM3554B2V1fZoY7yTeRKN6m9R7V0ZLTpI\n", + "x/6qWW2VM7n8NEuP7jteXEPeASMSL4980ZLvRMeLuxePwZO9OwOvRVnC4k8qEBM4tTyBU96dYYDW\n", + "7srNn3csvbN0mQi8n63+ii6/9IKoy/Do74XfX0wXnLuIVn/5Df324Sfp4d/+Ohh4VWp4EXgBAKBT\n", + "eNRWXmLArcVCo7VMvqCEfITXlzNDdiM68ow9j4xfPaa4ba8hkYorpclkI3Osbd8hQ3yhMVaf3VgL\n", + "TsSLR0O5DIDrXyPxRDq10xlPlEtP6NmR1MKMtrcnT17j3sIIvN0ceCMWkhALVSx+kwybXiDD5lel\n", + "0xO7LvByWUGs0oLeNG70SKqtq6Ot23aS3eagoYUFVHLkqPrfH602EJDn0NffbqA9+w703t9BPIUB\n", + "AAa2yK4LPEpr2Pxy+MBMn90hyhBC9bsvNZ9Jr+xNC7fmYp5hp4sJOXJ78y4KL93L3Q8STW2Po8Q7\n", + "wmsxaumMydlRJQQ5nRzhZbEmnHELsljyO1lK0RHDVQIvt0Nrq8MFdEPgTcxTP11WyyuOWwb+Cmvc\n", + "kuyEucfS08+/IkZ7I3FbseoaqZVfWXml6NIwbGjvTVwbdCO8JYEN/uDvn6Ebf3IFTZooNf1++Ik/\n", + "0cFDJaTTBb/qmj51Ev34ikvFzweLS+jPL71JTc1NlJaaSj/98eWUl5uNVz8A9AuRfXXDnRZkAVhX\n", + "8rnitJcaTiFaGxyxuXxey5tUIOx+knQpHVv1Fq1zjaKJhmLam8OT2XaLs2NOnuLZ6r72L+HLI7G3\n", + "nzmK1h+qp1+9I61mFc+CE205aVwmvfxFcfg433cuZeDewC+sktqq3fW90dTo9NK503unLpNreKcW\n", + "JSvKGrgdGpd1hDo1QA8FXqv6h6TIWl5/wuBYUphHbf/5wQo6fu4xUedVVdfQ8395i5qbm8lkNFJS\n", + "YiJd8cOLaEgvZqdBFXh3791Pz/z5FUpOSoo6r76+kR594C5KTVGOJPj9fnry2Zfo6ssuocmTxtGG\n", + "TVvp6SWv0MO/vQOvfgDoH4E3YtW0yMBr2PSy4rhn/EVEpdG389zKA7R02zjS0W/J2/IFYcrHB2Th\n", + "TH3U0Zs3h3RH1nT4/qdFlBHkdsEIb36acrT2lwtHig4M3BGBAybjet5TJvRueOHQ/8eLJ0Wd/vnu\n", + "asUKcowXy4hnhB06GHhjjNxyLS93JhE0OvIbkgbsNnjoPin7ZGdl0JsvSfMBuAVZaNGJMaNG0BMP\n", + "3qN6G089dn+rv8NoMNAbLz6NwNsZa778hm66/mr69/KPo85rbGqilOToJymP7iZYrSLsMh755ZVD\n", + "jhwppfz8PDLodWQwdE+vPavFiL8w/Qz2GfZZn+OIXjSBW4vJKUZ3L36fmvS5RCvXKLbRkyv2hgOW\n", + "V1YNJ2+ZNaUoVXV76gqPIXLVEvGkH3Nqu7d5foaGZgxLDYfQvPSub8M1PCcpcL8M4r49f+WMPr9b\n", + "ZwxPp5HZCVRSYw+XlPB+6avP5wHxOtMEXhfDTgoksiTlY7JkE539ovRYI67mdnvJ7fES9K5BFXiv\n", + "vOxi8T+v+BH1BqDV0j0PPE42WzMlJibSZZecT6NHDqfSskrRT05uSOB4ydFg4OUncXc8kfmFZLO7\n", + "8AztZ8EJ+wz7rK/RHdlI7RkPtRly6Nu91YrT9hxtoLe/OtzmdbMTDeHtKX/TdyaNJu/CC6UT2rnN\n", + "jRqixy+c0OX7jOuDWWWjM/A7/P3quZBo0NCLV0ylS5//TvQEFpvV4Q48Bi1eZ933SIhOeKjDz2NA\n", + "4O0Tnnn8gfDPW7fvoieeeZ6efPg+crlcov5E8cfXZCSHw4mNBgB9nrZG6hvqGXMeaZx1ig4NynQc\n", + "/FsXuerYim0Vcf2uWBOp/OaUPrltuD4YAAbJ30Jsgmi8XF52ZiYdLDlMpkC4dbqUn+LsNjuZzSZs\n", + "KADo+3/kq3eEf/aljxP9dHkRCTW+1JGqgfffG8rDP3OdK0/w4k4B8fLrLdgR3cQiK6njGl4AQOBt\n", + "F4/HS1arhQqG5FJpabnivCNl5ejSAAD9L/BmjhMdEzj0csP8qMCbNlp0KthdpuxDK6/TvXPRaHrh\n", + "iql09QlFisu0FoBjtXOCzku2Sl/UNjtQJwoQC0oa+FNxczPZbA4x45B9vW5DIPB6KD8vTyyV53J7\n", + "aMvWncEuDZu3kd/rpaKCfGw4AOjTuHxBY6sMHtEZyZfSEnIDoZdnllPd/ojAO0K0urK71IMTd0co\n", + "zAiO1kb2wuVWWYpBg5GLsAMAAIG3L3E6XaJdWUNjI+n1esrLyaZbb7kuvC70LddfRc+++Do9/5c3\n", + "KDEhkW6+4RrRdBkAoC/TVm2XwiyXK2ilr7/9xuiuNP7U0bT1SGPM25s9PC38c2Qv3MiFHFxz78IO\n", + "AAAE3t70q5uvUxzPSE+jB+65NebluRvDQ/fdjmcLAPSvwCubsObLnKAMtyrN8X0Zo2j7d2Uxb2/O\n", + "KCnw8mgv1/PWNLuo3u6huaPSscF7gVVew+tCDS8AAi8AwGALvPL63bQxyjN1yo4KfmuWaJi/4+ge\n", + "1duyGHU0VbbELy+IsORHU7CRe1myVVqUo8mBwAuAwAsAMMjIF5QQE9bkAdeiHJGtTJxC9727jY7U\n", + "OlRv6xenjxChFwAGpzvve5Tq6uvFzzW1dZSeFqzbD31LfvNtv6Ff//JnlJuTFfd1EHgBAKBLhSes\n", + "hQKvWTnJbIN/Aq0/WB8+PrllNJcXZahpdqNkoR94dPlecQhZedtcbBToMqHSTpfbTVf/9Jf03B8f\n", + "6pbrIPACAEDHaSNGZ3XK3rjrbQWK42dPy6FTJmRhu/VxVgO6iwIg8AIAgCpfYq7i+IYq7roQrAHl\n", + "0gWM6PYPyRYDNsIAtq6mlNbVlvb4752Vlkez0gdW/2wEXgCAwchgIW/eLCK/l2rsGiouDYZdXkDi\n", + "/RuPaddKagAACLwAANBn8PKz97y/U/ys014rVlZrsHHYtYnTxg9JRNgFAAReAADov4qr7bSpuCHm\n", + "+dMKU7CR+hFrK50zeLJhegJKHvozLisYaKUFCLwAANBur6wupqO1DqpsdNG954ylFz8/RCkWPVkM\n", + "Orpe5fK7y5tbvT0E3v4l2RL7bdzl8WEDASDwAgD0f2+uPRz++aPN5bRiS0X4+IU5SZShbVR0aCip\n", + "tsW8LS5l4JIGGBjK651iRTyAnnLPA78nrVYjfh4/djTdcsM1CLwAANA+XH/77MqD4medRkO/WjhS\n", + "cf7SdcrZ3G80LaBbkpeRZ/jC8Gn7q2IHXtTvDiwuH0Z4e2Y7e2hN9RHxs9avoROziwb04zUaDPTG\n", + "i09Hnf7UY/e3+zoIvAAAEIXLFuQjuD8+UfnGWm93K47/wzaXLkv6nKyTLw+fdrDSrnrbf712JkYD\n", + "+6HWVr9755sj4nCw0kavXjOdEk36uJ5jv/3XLhqSZqb8VDNdPq8QG7kN9W4X7WqoDh8/JmMIWXWI\n", + "V30N9ggAQD9R1eRSHL9oyXetXt7l19NrusvpuqTgohLPrTwQDsU6rUZ0aGD5gXCDsNs/pZhjT0qT\n", + "r5z3yfYqOnd6bpu39+2BWtp+tFEc2JE6B925aDQ2dKuB16k4Xu2ykdWSjA2DwAsAAB1R2aB8Y41n\n", + "UtI/y4roOgqO/spLHkZlJ4ggkxMIuihjGPj+vaEszsBbpzj+ybZKBN42NEQE3lqXkwot2C4IvAAA\n", + "ELfX1pQEw26ji7Ks8dVkWjROsvuDI7Yub3AUd0dpkyLsLvnRFGzcASjFYogqbWEHqmx08mNrxUg+\n", + "l6+o4RH/byICLyvD5LeYXjmwWdTwytW5HNgwfRA+1gMA9PHAy4flm8tp/5FK1ct83/ql8njCl1GX\n", + "2SdrRza5IAkbdoAwG5Vv40UZrQ8tNjm8Mc/beriR7K7o83myJETjoBsZdhmXNAACLwAAdNCWcvWw\n", + "clHCF1SgrxI/X5zwOd2Y87Xi/J+/vZV2lUkjvCOzE7AxBwge0ZVrq61ca+H1m4O1qqc3txKSuwr3\n", + "j/7N+zvpJ69u6jf9gxs9LtXTuaQB+h6UNAAA9BN1rugZ+Xm6Ghqqr6ClOb8PnuDzknPO4zS2OTEc\n", + "cnllNXkwGpOLXrsDFU9AlOPJia9ePZ2uf31zOOxyyUNkUGZf7a1VBOlQaURZg4OmUvdOwvrbV0fC\n", + "P397sI7mjUrv+4HXLZWOJOoN1OQJHudR3/+8sit83sKrxuKJ2QdghBcAoI/iut22HGcKvrF6s6eQ\n", + "7cIV5Dz1afLmzxU1usMzreHLhcILT1CTnw4Dy/g8ZbnKqROzRAhONEsfluwu9RHUA7IezXNGpYV/\n", + "Xr65gh76cE+PPc9X7aruF9u6QTbCOywhVXHeR4HAGzoAAi8AALTi891tv/HPM28X//uyZxAZrOTN\n", + "mxU+T22i0bkzcsWoHwwMFqOWzpicLYLtjGEplJVkpLG5wQVEeD//cE6wJZ18RLemue0PUrnJ0nNn\n", + "y+EG0a3hSK2jR57n8pHmvqxJ1p0hWY9JfX0dShoAAPpq4FUZ6eIShilJNVRiGENVNbU0w7g/GHhz\n", + "ZkSHlojAe9zINLrupGHYsAMIB9nbzxylOI1H97njAndXCJU4yCe3uT1+xeX5spEfgjg4RzpYbRO3\n", + "V1Jtp+ve2Bz43XqxQMXjF07s0uc5l15wHW9fb5cnr+FNNCi3l8agIb/bP+Ceb5u2bKe3ly6jhsaG\n", + "wPPGR0ML8umXN11LRqOR7rzvEbrmiktoxLCh0nOm+DAtefF1SkpKoDmzZ9CpJ50QPm/l52voq2/W\n", + "052/+hkCLwDAYMVf8/LIWiTuwHDx8ZPIM3IcmZdfHTglnfwaHXmzJqoEXmU957SiFGzYQYIDrLye\n", + "NyNBCmRVTcGRSV6IZGNxAxXX2KMmiiWao+PB3vJmUVv74ZZy0c2BDxyquRSio2UysZ7nNc3uPt8K\n", + "rcEtBd4kvZFSDKbwIhR5V6WRPkVHpoKBE7OabTZ69oXX6J47bqbC/CHkCwTe4sNHRNhty6UXnktP\n", + "PP08zZ83Rywz7HK76f1lH9Gtt1zfY/cfgRcAoA+Sf82bpLWTx68ll99AZ1nWkTf/J+Q3pZL9vPda\n", + "vY2ciMBQmIFu+IOVQTZa6mlZYU++EEkktRXc9lU0i2C8YouyPd7+wOkdCbwcdn/x9lbV88o70Pt3\n", + "b+B+bCppoPNn5vXINpWP8CYZjFRoTab6+uC2SZk78Ork62rryWo1i7DLtFotDSuKb+lpHvUdPXI4\n", + "ffy/z2nRwlPov4H/J4wfS0UF+Qi8AACDOvDKvub9VfL7dIZlPTX6LJSYHAi6KUPjuo2cZGVgGJaB\n", + "yWqDlbxEgUdl25KpUtLAgXLFtoqohS24G8gpE7LafZ94GWN5XbDFqAv3Aa6xudp9e6+vKaHVe2po\n", + "x9FGMht09KuFI7tte3Kv3VAPXoNWR2atnoYmpNDW+sou/qCynAyG5T3+fHG7zyK35yzFaXl5OWQx\n", + "W+iV19+hcxefQelpqe26zQvPP4fuf/gPdNyxM+mj/66k++++tUcfEwIvAEAfJP+ad755m/hfjPQO\n", + "WRj3bfAI2dSiYDsp/oobq2UNXjqNVKPr9bdeW7rytrmqq7VxUP7jiv0qz9XGDt0n+TLGXK87f2wG\n", + "rdhSEQ7Rb649LBbS4G8mrjq+qNXb4jDOYVfc/x3BntRXnVBE6QmGbtme62rKwj+PSAwGvzxzIuk1\n", + "WvL4fQPyOcQjuvfecQst++hjuvv+x2j4sCK6+PzFVCgbpX3kD8+SXidFS4/XQ2kpwe0zJDebZk6f\n", + "Qvc99AQdP3c2ZaSn9uj9R+AFAOhjznvmW8VxXio4HFYK5sV9Ozyh6Y8XT8IGBcWHnXja3fFzhz8s\n", + "cQ9n1QAd+ADlbSmN6Ej3hshljGcPT6WCVKnmmMsmOHSHWqXx/VErVeDLPLZ8r+qo9b7KZvr52wfE\n", + "JDs2uSCZnrq0468Hh89Da6oOk0WrpwPN0n2fkZobDFSBsMuht8TeMGCfR2aLmS78/mK64NxFtPrL\n", + "b+i3Dz9JD//215SVGeybfMcvblCdtBby/bPPpM++WEvnLjq9x+97nw28TqeLTCYj/koBwKDCM9TV\n", + "Rtf8iYE3+8Abrjd7GjYStP/NXieSfxQAACAASURBVNaFwR3nSmZXzC2inxer19hyzS6HTH6+hp6z\n", + "aotZxCJfxpjD+P3njaMVWysUQVbu2f8doC/31VCDzUN/+uHkcAeHrUcaA6ertzHbWFwfDruMR4E7\n", + "o9phpz2NNdEfDgzSh4mhiamKwOu3dW60l8sKIksL+gIe7eUJaF9/u4H27DsQDrxtSUpKFNe1WHp+\n", + "PkGvB96l//yQjpk5lYYWBnsF2mw2euQPz9HuvftFMTTP4OvpYW8AgN4Sa7TMefIfyBdn7S5ApMxE\n", + "KZRVN8dXH8sjvH+9diZ9sbualnx6UHEed4DgUd7Qan78vG1P4JUvYzx7eHCRi6yk1ktu1h+sF//L\n", + "V2LbflRZTpFo0odXlJOv3sY4YHemo0S1O/q1yaO6iu3skR4DtyW7ctzUAfMcqqmtI7/fH8hkwf1V\n", + "Vl4pujT839DCfnH/ez3wfvr5Wjrt5Pnh4+/9azkZTUZ6+vcP0Ger19Lflv6TbvzJFfhrBQCDwtE6\n", + "6U31ZPNmeijtdTG6i7ALnWHQSyO8DpePLnj227iux6Ovat09hkQE3tLA83bCkKS47498cYnQqm5p\n", + "cdbb3vOPnaKn9IPnj1cE3ge+P06M/N7+7vaY1+1oRwkReF22qNOyzVZ6bU0JNQdCti2wXc9MSaQd\n", + "tx4W5xWNSyXzS4YB8xyqqq6h5//yFjU3N5PJaKSkxES64ocXidpcBN42rPhkFTUFNhw3Hg5Ztfpr\n", + "mnfcLNqwaStZTGbasHGruBw749QT8VcLAAZ24JWN8Bbog5NvvEPmYMNAp6TL+vDyaGxoFDQeY3IS\n", + "Rf2rfCJlfqpZsVjFoRp7u+6PfBnjqQXJLfcx/nC4saRBjNjuLpPKFELLKvPtcB9fNRzQTxqX2aHV\n", + "Bqsc0Y8xRWulJ9cUh4+PTpctNzwxbUA9h8aMGkFPPHhPzPMfuu+OqNOGFRXQow/cGT7OPXjfePHp\n", + "Xrn/vbqMidsdfEI6nU7x87YduyghwUJZGRniuEajIZfbJX4OXRYAYCCTB4dw4G3HRDUANRbZSmuR\n", + "YZfDLIdE/p+XKY4Oy4aoyV6F6RYamm5R/aDW/vumC4ZHi4FOHJshhSNZ72D+WT7SzGH3g03lijpg\n", + "vp98WHrDMfTa1dPDl5WH2w83V9CiJ7+OGYhj8fn9VK9S0nC03Ks4vmeLVOObPyoZT7w+pFdHeL93\n", + "5qm0bedusjsdNHn8OFq5ajWdfdbpdMpJx4vzuZ532Uf/FZcDAOhv+KtOnhFf2+wSX7/GwpNpPt1Z\n", + "Jb7mrWyUZpsP1VUG3q2NmKjWi3hm/n/Lgq24eBBmcd7ofvk4YtXXnjw+k+5ePKbdt5efZlEEyXg6\n", + "NZz82Nqo0yJHWoP3ZTet2lUtOjfwZDa5Zz7ZT++vD7YE+6usRjeynILDMbdXY/wavGjJunBQZm9/\n", + "fZh+evLwuB9vXSDshtqNcd2uRa8nLWno6x3KGuJDO+vCI4mF4zD/CIFX5or/u5CefeFV+t+na2je\n", + "nJl08onSSMbWHbupoGVFDwCAvo7fTHm0Su2NnUPtqOwE1euFGuZH4hFeb/YUIgMWjOgt5Q4bHbU3\n", + "hY/XuOyUbhw4K9bFek6q4dFf7vBQZ3eLkVSd7Dvi0PLEHC7f/Oow3X7mqLhu8/jR6VEB+N5zxsa8\n", + "/JxR6eHAK+/kML6V+mFedIMDv/zyyzaW08XHFsRdRlHjkgJ9viWJzswbKUbKXyz+RgpULh9pm4OB\n", + "2hD4O5A3AiO8CLwyOdmZdP/dv1I9b8qEcTR5wljsJQDos/hN9I6/7xAjXC6vT8xqV7OjtDEqXBjX\n", + "PUX7N39Bq6t+EXV57r2bOnwWOec/iI3ci6qdtojjAyvwtme56cgQyyGSn9P8YY4/7N2+dLtoN8Y9\n", + "dh2B4/LgGqsl2FlTc9p1f7nel8sbXBGt1Sbltz5h7v2fHSP+//nbW0VvYb6+2igvly5oZYt08Aj/\n", + "FxXFVOeWanPTTcF+wZH9jC21UqlI7vBE0uo0eAH1Idq+fOe4wXFv9GoDgEHC1UimT24i08c3iP87\n", + "YmdJpZgIw6M94k10zV7Vy20/2hQVdvU73qGXm9QbsBfqq8mXVIB91APW1ZTSp5WH6N+le0TgkauM\n", + "CLzy426ft98/9qK0zr3HymtuOUiGFqPgkgT5xDT+FiMS190eM6x9X/tz2J1aGD1yGu9INfcWDuFR\n", + "3pC1VYfp7eId9MqBTWTzSsGVR/j3NdcpOjRkmYK/q6pJGXjN9dL1zIUJeGH1MVhpDQAGHfOK60lb\n", + "sUn8rJOPANTtJ1/qiDavr3E3knHVXUR+Lx0s5drcGdKb6OZq1bEEefskjbNOhN1qXxKtcignA83P\n", + "qKTHjI8G83jir7GzeiLw1pYqAm2OORhWmjxuKrE1xAy86+vKyKIz0pSUrH75uCMngnUEdzx4+Yti\n", + "1fNCLcB2Bz4QqpXsnD0tt0O/87hR6YplicXrOM6uC6GltsXrSzZKvLleWvTid59tovtOnC62T+QI\n", + "P0ttWWiiskGqt+da6IZvD1HolHKjHy8sBF4AgJ7Fk8e8fj/VNLnp1vnJ4bAbSVu7J77AW3+IdKXB\n", + "STA765SN5V0+Zdg1ajzk8uvFik88CsyN8bVVwT6hG1wjw5ebkuGmtMxcWmD7nKhloMiXUoSd18NK\n", + "7U3hwLu/uS48USl8vqNJjATz5LVDzQ2iplfsvzZCL6/QxV+FZxj7Tj12UXrnv0HlBShCZQ1RHyQO\n", + "1Yt62xJZ5xEO2D6fX6zSdvqkjvVvbe+ocGu4W0NkHW9BoYZeObRR9fJJBmO4pEVe0sBdK9aXSo9z\n", + "m8spArW80wQg8AIAdHvgDbluyAaK9Tavrd5JNPyMNm9PW70r/PMOd+urDI0xHKGtruCiEbs+eIzm\n", + "ppSRpqW90XqnFHhnJRymSxbPJ+PfpQlv/qRC7LwedsBWRxNSMsio1dOBJmlxBF4+tt4dHL+rcNjE\n", + "6G8o7K6tKmk19PLX5aERxES9gS4tmkTf1h6lySk5ZNX13ttwUUbXlAxefnwh5SSb6CevKj9Ifr6r\n", + "OtwVIeSh748XITk0wbOjIZsPRzrYCo1Hebn8gnEd74/mK0uHtDHulv8TovkXSK/ZMtkIb6pOupJf\n", + "q6F6i1axIhwg8IbZ7Xb6x7//Q3v3HiCbPfpJLG9cDADQUZX7NlJ2a4E3hlDNrVydL4EqvCmql8/T\n", + "1dBU4wFK1TaHA++t+06iDG0jvZ71B/p5zS9ot1vqQjOTAkF8fRXpXcHeu9yZwW/Bm2VPK3c00+sH\n", + "t9LwxFQxmiveKDVaOr9gLL1bskMEXa7d3VhXFhFqS2IGXvnX5Xz9j0r3UYk9WO86N7Pr6rT5fhm0\n", + "8YfI9nRoaE2sUCcPu/zNxsxhKSKoso6G3ZA3fjyjw9flOt6fF28VP3Md7+hRbUchr81Pu986Qn+v\n", + "d4hRau7zK28hmCJrWeE2a8mvCdYxI/Ai8EZ56fW3qbKyWrQlM5vN2DMA0C1Kq2poYow/MVzSEKKx\n", + "VRL5PEQ6Exm2vREVdtk2d+ySgyuTPqGzLd/Qp47J9HaztHw61+3+tflERdjlsofJrm8Cv0Ma3XWP\n", + "Phc7q5dwGQOXIIQUWpPFiG+OKSEQWIO1ozsbquO6LQ64kTjssu0NVTQtLbdLRnl5UtXfS3aSOXA/\n", + "04xmOid/jGrAlZceFGZ07aRwbjG2sbhBdRW3S+fk08XH5vfqfv2y+jBVuexU67PTjOFJtP5Aoyg7\n", + "+Lq0nDIzg4HV5ebVwKTrGKo0tO/VCrLtdAX+HrTsv2q7mJAnL2kwywayvYZgPfGaPTW0/lA9zRia\n", + "ghcVAq9k05Yd9MRD91BKchL2CgB0iaamRrpvuXJCTak3uNynL2M8aV315Pf7SdPUMmnJbQsHX/MH\n", + "l7d5+3tkoZXbiNn9pvBxsWhEwERD9ISet5pOUhyfZDgkQm84cI2/iNwzb8QO7AFcp9uWEQnBmtEc\n", + "S5KYsR8KxZGWHd0d/LAkW6Citdvn29hYW9bpUd63S7ZTXUufWG6jxSPTav2CuaOCPPB2tkNDpNAi\n", + "Eb96dxutP1ivOK+rw3V7/Hnf+qjTTjsmSwRei0UTDrvcdGPtZ95AkHXTmFF6qqz00/RVzdR8yBn9\n", + "vAlsxypZ4E3QSiO8JmswWvEI96/e2RZeAAN6V5+ppvZ4PWRFCzIA6Ko/boHQWv3uNVFvvCWezJZQ\n", + "eSHRJcvIft57YjWzEE3jYTJ9dof636lAEJWT1++eaN6qOC+0LHC2rl4cYvnh0FJ6LmNJ+LgvbTS5\n", + "Zt2MHdgDOBx+XlEc83yu2+WR3WEJwRG6HFPrE854gQo+HLE10iflB+jjsv2KOmA1PMr76oHNoszh\n", + "65oj7br/oXZqda7oMkDuFxyJOyownqTFpQXdFUInqCwC0dXhurPqdU2ilrcgXyqtKC330ZmTc4k7\n", + "0+3a46GGcjdVHGpSvT53nQiVbHB5hrtRGsnPzEKW6Yv6zAjvtEnjaeOWbXTMjKnYKwDQboZNL4t2\n", + "X+RuJte834jWY0e80V/rlnrTRX2sp+AECsVcvzVbBF3xR3H/CmnENwIHUXlpgzzwLrKuowpvcCRQ\n", + "p/GJWt2QZdkPiP9/VKWs22VDcrICKVw67ksfg53ZQ3hBAQ69jEsBTDodJRqMlKg3il6rk5IzFZfP\n", + "MFlEPa/a6G6kvRFBl693UeEEKnc2iz6voYlufFt8OGSrF4dj0+P/2l/eTi0St08bnaSsH+WQ2xOj\n", + "jWNzExXHu6L9WVfjEfDxx2jIJ4tBJYe9dMG8FHqt5QWZUBVdjjLq8zraOz9V0WZt5tAU8rik58SQ\n", + "LP5g5MQLDIFX3exZ0+n5V96iDRu3Un5+HhmNyrt22oL52FsAEDvwbn45/LNn3A9EecJhT0bU5Q57\n", + "M8n2g+WKUV1fQhbpWgKv7tAn0oV5AlDE4gK2y9aK2eFbjzRQxfLgIhNcjjDDuI+OydjT6n082bwp\n", + "aqJbQcEwReD1x9EWDbrGPlm5wYKcYTTU2vpSsBxaOfTyxLbwU0SjiVqsQg3XAXNLKz6ID172RjoQ\n", + "RzlFe3DLs9ACCZUq/WN7ypicRBF6eRVCbj82LLP3WrH968huxfEJyVm0vSFYbuQjab+Jl7ndQOOH\n", + "JIoRWx69TaiODryWOg/pnYEPKSbpC3IuFan7VvqAk5tnpVFmvSgfuWBWHl5oCLxKK1etoWFF+VRR\n", + "VSUOkRB4YbDhxQ0M3z7dckRHruPuiHm+pvlo+HLOU58edNuKOyjI6Y4G17c/6Inux1DqSSOvxqBY\n", + "cMKfwKOuG4IBpv5Q+HT3pCsUQZon4/zib9uieo6O1JcGbi/GqJ/BGq4NvihhNQ1P8dHthxeFzx6S\n", + "p3xD9KUMxZM/QuRyr92hrbAbwhPX5IE315wgyhjaEqoDDjkjd4RqbWm8QiPTctNSs+l/FQfFzzw5\n", + "i0eOOaT3tKwkIy350ZTwcavFSDa7q0fvwwouJ1H5QDE+OSMceBWv4eRU+ulVwQ+buckmMSktuVy6\n", + "z9xqTNOyipypyRsOvDx6PXdUOq36ShrxNRi19MIV+LYagTeGu29DzRqAItA2HCb9vg+l8DXtJ8o2\n", + "VY56xfkh8a4WNpA+GER2UNAdXiP+59FcNTzqFGqPFAy8Ku2kdMZA4L2MtBXrSVcWDMM8K1utwf4k\n", + "Y+w6UG/WlEAA/0r8zBPbRhx/KeV+5BBtmpKt+qim976U4Xjyy/CI5XuHd1GWySrC5SkFvfvczrUk\n", + "KtqM8cSwtgIvh85QHXBbeFGLWqedLi6aIOqHQ7gMgkdtQ8Gcl7yV336C3iBaqZmr9CIMc4uyw7bG\n", + "uH/vQHvOqIXdIYF9l6VShz0pJYuOz5TKk3jJYw68Brv0IbY+z0ipR4JlCvmbmkTg9Qcy701PzRMj\n", + "wtVlUs10ahY6TSHwRjhUcpg2b9lBi886jZb+88NWL3vBuYuwt2BwBDhnHRk/vyvwf1NEkN1DXsux\n", + "0vHmStXrx7ta2IDZXrboJUu1VcEJZIc9UuAtSvRQcVPwT97Reod4k/rRSxvI4/VRTdNE+jDTQkla\n", + "uyyoThSh13nas+HTqg6qfwU92hCcbOQ3JIkAHg7SiXnkyzsmHHhZRsE4+uu1yh6knpGLSOMKXM9j\n", + "E9cZyFyBMLamOri9tH4NnZjd+mpy62rKxAgvj6ryobcDb7YpQYTcBJ2BrAYDJetNivPzzIk0ITmT\n", + "VlUWh2t9uZxBrT/uyIRUMRIbWtCC8YQ3trupjiYkZYiRbTH5zVYvtsPcQDDjfr/yJW/HJWeEA9uU\n", + "1Gz6pib4jc++5toBG3h5ol6q0RzzORPppKyiwHYK/j2Ql36wzIhuFhx49bKaXB7ddSQH/na0BF4e\n", + "4eUDS3MGR319XunyWqyuhsAbqanRRhWVwV6GZeWV2BsAIqxtD48oyukOfkq+zAkiVAkO9T6ghu+e\n", + "IU/RAkWN6oAOvPYa1dO5TpbrZRmH20kjcqh4c7k4/ueVB0Vf0MPhJU81tMIxgy6wrpFGdNKPobvf\n", + "3SYWB9AF3vAev3AiVTaoT0QZpw/W/9ovXE668g1i6WJv3izyZU8l3ZG1ETs4Ovi45t41KPYVh91V\n", + "FcWK2tl5WQWKr90jA3FX17mGyANPe8oleKW0CwvHh49Hth3LtySJyWIcNEvsjaIPb6wFKU7LDYZ3\n", + "tdKG7fWV4dpg+fYKTXaT1+jKA9vIxLRw4D3YXC8CdL51YLX75G3+38CHAK6HHmpNCYd9Pp0nH0Y+\n", + "Z/j5xdtF2kapVF0jbb8sszUi8JrJWu2Rffg10rDRKeTYEf3tzvt/3Eo5RYlUVyF9WE7PtRIg8CpM\n", + "nDBGHNiN116BvQHAb7416hOf9HuXkf7Af8gz7DQRkDTO+pgBUHf0a/IWnjA4Am+z+kz1Tx1SDSHP\n", + "os5LkUbi+OvKpeuU13u/+ThF4D1knKxoaRbZaF4EaYOWMrT1NGzoCPJYposwy0GXDyG+9HEi+PpN\n", + "KeQ3Du4+440elyK8iQ8JHk94Ipf4oOF20a5WFnWocdrp7QPbKMecQOkmc7u6GsjJRwEjuxm0R5Je\n", + "+cFyiCW4j3lEN7Jutz24i8DG2lJRyhCJQy8Hb7XAxq3UQiOYXNbAJRKhUeH+jrfF/yoOULUjGC4b\n", + "A8+VrYEPBhx45cs3y/fr7LQhZNJpFSPsoQ8FfBov+pFmUI7w5gT+Vlhrpe0+45hsOusHo+iRZUej\n", + "w/fmanHIG57U2mdaGOyBFwBUAm/1jthnel2iblcEXocUHCK/StcVfzooAi+Xb+hKPlc9763mk8I/\n", + "8yxqrVY5irerTFkyss+TK5YAnmQ8JMoKdrhyAqdKtbkPf7CHapqlwPurhSPprCk54mcPnRHzPnLd\n", + "teOMJXhii4DiVg3BysDbejunrbUVokY11MaL61Tdfh9dUDAu7glaHJxCo4A8ujsjNbfjgTdw37k2\n", + "lB+HljSUbW7/6B6PwJbam8SIrvzrdrWwGxJawY0fc2RgixzB5IDMjzOyzVp/wj2KuaRFrV461uS/\n", + "WWl5iueW/EPBdSNjL02ck8yBV3quTpiZJUZxW1N6QPr7m4o+vAi8ANDJwCujaZZGqHhVLsOGJcE+\n", + "tPzCDoRAVyAcD9SyBg735g+vDvfOjSRv/WXUacQsah6hbcs11T+jXKuXhpjSqWGLcpQxcrJaVrIJ\n", + "T9Z2avC4VMKnFCy4LrOhjcC7rVZZ/hb6al8+QYsDsVkb/fbGgZIvv0u2bDBPhOMA1FH8e84e0rne\n", + "ybwqG4/GVjhsgeerjt47vDPu605MyYwqyZCXNYQDY/URGpeU3itdGzqLPwBsqC1v39/RwDbp6H7N\n", + "TjRSQoPUjnBiIPBqA39HsocmxlyIQhGsTBjiReAFAFXWv54kRm9jcZ70KJk+uz183LTyVsX5fnOq\n", + "qB/l5XB51JPbYA3ksgZN/SHVsMurlPHj3+aWJkINzzSLGl7uysArK20qblAG1ySjolShzKajsoP1\n", + "bd6HzEQjnrjt1KQSZnkUk+t6D9nqAkHVS6mG1me422OMev6nbJ/0xhYIdZcOnSS+rpb/nreLt4sa\n", + "Ybkh5r5RZsJfr4dqbbmTQDx9dKekZNNxGdHLEsvLGkILZfTHrg28VDOP6HYkpHemTMVWag/8DQ1O\n", + "QkvPs1JyejA4Z+UnKAIvn95QE/2cDl0e+hZMJQTo7fDGpQgqYZfLFLxDF4gZ/JHBVXdkDWlrpJFg\n", + "vynYqsg79GTpTf/gxwPvE/r/s3ce8G3U5///SLKm5b23HTt7LxISAkmAMANlFkrL7IBSaCm0tLTQ\n", + "0kFbfvCHQilQVillh7I3ZEASspcTJ7Edz3jvJdma/3u+59PdSSdZduzEdu6Tl16x1umGdPf+Pt/n\n", + "+TzlnzKfXG3LYcXn3WkL2f8lkm5m0zL4C3yMWY9HrpoR8J67zisI6AzlL4NC1TWBsqrBqUshwmvn\n", + "vvsHu5oZkFIElnJXj1UEeHva5JX6tfauANhlwGsefXnVl2VOQYE1jkErWZMtjs/AVVnTZJZaBLtL\n", + "EjODLoPSGug18+LEdI2vmiqZ48NYEEX7hfQF/852Br/oPQ0WaN9QARs9d6xpKmWFYhOJ3OlisVtK\n", + "jvw8sfiiQM9ss1Wv/tBH6/VjNK2Ml6abmlvR3tGBSQVqtyFVJwnw2pRdBtwTVsFxyp3i/azTeXur\n", + "fjiWuhNQa1x2Ycg9E/o9T/NQXPEFIpJmwDXlyjG7b6g9MDke8FAf60vZCJaqQQMDXfMBFPXOES/8\n", + "yZFBl58Wa8LC3Fh2u+U/+wLyekkUGb5sQToe+1wEBbItIh9dVYNTp1MppcE1qGWQ32yPyzng66iA\n", + "qYYDpiuyprDPoBzQgAugRjuknNvjobNS8hRBmCK/DdxtoHzcmTFJDAQpJ1pIb6D9QEWDyz1uRZu0\n", + "0SAh7WRPe2AKw+ToBKxIGrgxCxWzKeXuhquKA62KwJuYKT+XKPntmqNU4FWBdwC1tXfgkX88g+LS\n", + "MlitVjz7jwfZ49t37cWuvfvxoxuuUY+WqvEJvEFstTxx8rzAvuV/hfHr+xjIBgwWzXwLXW9UJty5\n", + "Z/leo9/z3JgFXo2tyQe77H6fpLo/SPoHpTRQgdjBJ3dw9/jXTAoRvb10QboMbKXAS1Hdt3+ykKVD\n", + "+KdBvPKj+eoXdwhSivB2DZCzK+i8tAL2/lNS0rGxtkqWo0pFY0rFTMLnUXS3SwLbBE55llhkcO8b\n", + "azmtFMlUap7gLwFoKb0hLzIW1bZOX6SUBgyxhtEDvEInvWBpJ6TBRG2PBXZJlQfECG/eTDE1QurE\n", + "wIA3WV6cdt6Nk3Eud1OlAm9IvfDS65hUkId77roNP7nrXt/jE/Pz8NyLr6pHStX4Bd4gtlqexCmB\n", + "j0Vnwv8yxVrRSiKefUt/Bws5F3BQyNIlqK2tfuz5QpLTRDgiRwWv3gqvKYZtZ4fd6cvJJWjNS5Rv\n", + "Ozk2UAEadVs7f7Z4AU2Pk0drpqZbGeyyKE+SmeX/xpr1MBnUgpShiCBGCWSCRXhpappeT6BDeb3S\n", + "1r9CURbl6Bq425SoBEXgFT5T+hwB7rLErDFZvDVUURtjIR9WBN4T0w2Mjjeti5uDbx13DChi+y53\n", + "nyDeotMHfEcIXlck5XIArz2m4sJw9fZj+9F0lC9Q1XO/9cyJYs4zpTQUzE1AdIIJEdxzsYnyfVgw\n", + "N1H9oavAO7CKDpfitptvhF4vX6UoayS6e2zqkVI1foFXmppATSWMVu5BHQeygWk93mj5dJ5j8S/h\n", + "mvgtv1CIjqU4CEVdVMSlP/QGvBEWtlzHqb8aGyenyvCA137JW7L7B+tEuCHY1fnZkf3uYj4CY3e4\n", + "kWA1wGbn4TgnXh6tmZMlXuiC5f+qCl/S6C6BqgC6lKspldQuip6L5iDH34XA31aKorf0mJWDI2uE\n", + "gdlXCculz63tFS2jKIXhZIJdERw5WBSAN0SB7EiLou3SY/55Q5mvk56SpkclsQj+8ZC924n1b4ip\n", + "S1lTYpk7g6DIGCNue3yp734PN2gmAKbCNa/bi5zpseoPXQXeMC763K2vr5cDXvkX+0h5JWJjotQj\n", + "pWr8Aq+kY5pr1vVwTrs66Gs9UXKTfU/yXOXXRSZB1w+8+r3/knVuG+3AS1HpiH0viukMFL0WLtA0\n", + "Tetxh3z/nirRYWFaevALpdkvUkv5vMGAV9UwAK/EgzfJGAmn160YlZUq3CgkRQGvzp7uu/9x3REf\n", + "VEnhl0D3/LSCk3L/UytkQRQdP9zdirNT8hTt28ID1+4hgaj/Me8Oko9NjTVoUDQpOuG47SN7l7gu\n", + "sckm/PSfS0PvUz8AVqUCb1g647RFePLZl3D9d/l8Q5vNhoPFR/Diy29g+bIl6pFSdXw1gh62lJtq\n", + "+vRmeE0J8Bq4C4ZBvGhQk4JQYjm6qSLksnQGpddFUm4qD7n+bYo13XUsDWDUqrcD+qJXxEFAf2c5\n", + "Yd+Z37nCB8Cuqd9m/1/w6FYWsaVoLrUCFhSqYM1fgm0ZqbnLwVIaVA2fpB68BKgTIuPwnr14RD5L\n", + "msMp9dw9WaO7AkBKIZNu/y7fx+5TxJ1s3MLdN0JXs8F2cCOHiHLbwJZ/lH98FTeAoUL241lc193h\n", + "kMGsKhV4R0RXX/EtvPXeR/jFvX9Gr70XN/74LhiNBqw+72xcetF56pFSdVykq1rPAWgMjJ/fymDS\n", + "GzsBfaf/efhg194K45d3MOikmz+0es3JoYHXGIu+s58Y8HO8kcEvQhpnN7yj+BhoeySNBbiLnXPm\n", + "deJ2WZJgu+Ij6Oq2cfDbyAryuvtcDHbZOMUj37JJqeFDq5q2MHJ6rnwv84EVFB1hZNHBizMmYVtL\n", + "Lep6u4f182j5gqRT5aPFc/dEKDIiOMBRJDVcj15pC1/q4EYKB3opyu7fVlpJF6QXIMvcn6+tOb77\n", + "yGEXv6Nmq+rCogLvSIGGTocrL1mNyy++AM0tbWxkl5QYD61WtQpWNXIyr7mQQagQKYw4+LrIWh2V\n", + "AN2GsehL27AL2na5Dyb7nH55Ioen371gU6YIvH3do/ugSFI83BlLWVRbJu5YuLOX++5Km0b4y79g\n", + "TdXxFxUhOf3SUKz9Edg0qwAdGAAAIABJREFUkxUJRvOwA681SJX+aPTcPV6yRoS+3FPjjtmxyo0s\n", + "BKswavohwK4IwNWo7ulgoBpK5LUsiICWuuEJzTXovhseVkxH34nh0ONFb+CN8i/584A1Hf8543fs\n", + "byc3ONb3pzNRE4lkibduZ6uYW2yNVSO8KvCOkPYWFqEgPxeRFguSk8ScncamFu7WjBnTVKsPVUMT\n", + "5YTqtz/Wf0cs2iKbK6FgTAq6AZBqawqaOjDogV3D7tCgaoofls8JCbzMFWLu6D1efeKUp2C3FkrN\n", + "3SLwkiuDwyWa1PsXrKk6/lLK0YyKEIE0OmL4wUK6fN84SasbtZ67x0OR3D6hxgwEr9X2TsXXFHY0\n", + "sVSTTzn4pagvdSsjAA5mFSaovq/HZy2mJLJDO9wpppbMiktmkBuup/BAeuLgGpR2VqOsqxYvL78f\n", + "L5Z85INdNiju5SPLNSUdePCGDax7WmySGWX7WtjfM5ak4LI7ZsLlEM8dBrMa4VWBd4T0rxf+i3vu\n", + "vI0Br2xk6fHg6ef/i8cf+uOwfE710Rr8+f8ex09+eD1mTBdtnyqqqvHUs/9Fd0834mJj8eMfXIe0\n", + "1OQBn1M1BoC3pwkRRz703XcsuJ1FCbWtpeG9nwNeHAPwEnAbvvkr93kliu1wxSuyZdgiyTT1H1TO\n", + "0R3h1fS2D2oA0NQp+riumJqITwsb1S/9KFKPWwF4JRFYq374c+Vp+WRzZec+u9ftZvmg0hzWk1FU\n", + "nHZeWj4bgKypPsgirASo1MhD8CgmaF3bWOFz0Kjo6eDANCoo7NJ+pvdSBJ/glaC6z+NkHeKkOtLZ\n", + "xj5PeI+QshCup/BAsPtamdhV8r9HPpXd5wddNvzq3I9g7+bXobXOxm7C31+9Vc6At71R7PKntgdW\n", + "gXfE1N7RhaTkwFEepTVQU4rhEDW1ePyp5xEdJZ/WovSJR594Fjd972rMnDEFu/fux2NPPo+/3P+r\n", + "kM+pGiPAa2+S3RcitpqO8Fps6rc/jIjINPSd+f+GtgJ93dCFYbHl9LcXO0bgpeI2/4I1tj/6ukb5\n", + "AKVesh0DDyylKQ2p0UZctzRL/dKfYBEgbWrhO5t1OsQBiWAdJnUGUIrGDgfcUVcyVYEi8L8+bxY7\n", + "RjaXizlhELS+cfQgA9cOSSMQur+9rS7osihF5LCTT0F6u4Zv900QfXH6JNboQlCDQ8yjJpuxoaq1\n", + "rxOHOyoxLTYPMQYrGrnBsT/cvnbks4D36Xr1PtgNJY9brAHQG9R0ShV4R0ixMdE4WlOLCbnySNrR\n", + "2jrERA9PTs+mb7bh9ltuwvsfyX8gFMGlyDIBLWnu7Bl4bc17qKmpg4MbDQd7LiMjDfoIHfT6kaki\n", + "tZgN6jd0WK6+8k5mJncbYJ4IdBxRfn3CJG4EVuFzAhByeS1eDhQtCYM/Zl0K04exuUBPI58fTJr5\n", + "HehP/TmGLQZFxW8XPQP8a0EgwPc2Qh/Gd4tA5Sh30cqKjDnmzkWDklPcX4boRBgU1rWl24F73ypi\n", + "f1c2iz7dGQkWXDQ3Tf2dnWD19rlxuLMl4PFpcUk4NVmeI5rMgUW2VfyOhXM81GM2DNcXGBAr2Z/L\n", + "UrOxtrY88PQl6VCXZIpEU38RYFZkNPKiYwOOM0WJBfhV0uzkVFgGGW2fv+YGxccNusDluL2egMeM\n", + "HeYBP+PPV69Fn02E4uQM67B9z5xON5wut/qlU4GX14rTl+CJf72Ia79zBfLzsqHhRolHyirx4qtr\n", + "cPppi4flM2743lX8D9Ij/0HU1TchLS1FPnLl7ldzsO3xeIM+R8BLX+KR+CLTD00wxFd1bNK318pA\n", + "0tFWC1e8A6amQ5CO4ckSzJM8m7kyRJS8A8OWB2XL6asvgjtt0aCPma7HBmFyrNEdgztaf4AsrwWZ\n", + "uZPxg7yjLKeWtf8dgeOtNFnotnegL8RnUeTnk/oyn18mRWwyTFEDFqUMl0y2Nt9x6dVY4FFY1y0l\n", + "zdhVEVjxHWPSDep3o/7ORkatdrvi40avVnF/n5+S7/t7oOOhHrOR0SRzHLbra2SA66+L0gpwkAPc\n", + "bEu0LzI8WGmcXticw3P8HJJ0mWRTLIv4SmF4afJMrKvbBUMYwNtYLU/1cnGcoH7PVOAdEZH1mJ4b\n", + "9T32z+fQY+MjNiazCReecyYuWT2ytmQOhwNGg3wkZzAa0NvLT+2Eek7V6Jd0ipwB8J6noSv/BNpO\n", + "0R2hd/V/4YkVO5spTaVrKNIbAniDf744JbiudxaOuFJxhFapvg43nr7s+O8QZ+iUhj63R2YOLxS5\n", + "hCpKGdbjJXFpCJbSsLdKuegm0apG/kaDul3K58dIvXp8RrOkKQqKwQOtDrNixd8kReXzI2PDshsb\n", + "ad075ybctuVhH+y+f9bDeKXsE/5+pwi81HDSFUbz1vhU1eFFBd4REtmPXXzhKnZrb6eLqwdxsTEs\n", + "0jvSIr/fPod8JGe32WEyGVkOb7DnVI0R4LU1+N1vgs7WJIGqJBnsCo8FfEcl9mEBYukPQS7mHv77\n", + "44YWax3zj+u2u/IvYEVgmt5WaFsO8tvRXR/yPTa3cucjsgySpjZ02J14Ym0FYs0RiDRGDDp3lhwy\n", + "DBvv7b+jQ99Zj/UfH7HoTMml4aev7EfhUWXgTYpSgWo0iHJDFYFXp1d3zihWhsmqmIpCmhWjPPg8\n", + "MyUPaChn0JvHwe+0mERmLUb5tk+VbESyJR1HuytQ2LwDi5LIbWle2Ouz7MMfBTy2Im0ei9r6a07C\n", + "JLyx4gH2d5olAe2NvSi5W4fJhiWI6BY79jVl1yPuUOrATKJTvw8q8A6jKquPYl/hQaw+/2yseefD\n", + "kK+9/FsXjNh6ZKan4oOPv5A9VlPfwJwYKKIV7DlVYwV4m0I+74mbFPAYK/rKWMr94Yaudgt/Amwt\n", + "EV/gtEHDIazh6z9wIFzGwRt3kbj6fe7DohQ+vwXFznTc0PwzBr3HU74OZX3tML9xPv/gAD68bq83\n", + "KAhLgfdIow1fHBD37WCAl9bHuO4XPghn+7e9jG+YIXi2kmOFX7c7KlALBrvUKthqVK2ERgXwuoO3\n", + "i1U1epVmivL9xrXgHRxotodgd0lipjIYctdIAXpzOeAVHBg2cFC6s3Ez+7u1f9bmy9rtuH3aFdz3\n", + "YOjR0z/M4yH4xq//hJLOavn6S2os9m6oRW+TB5GIk72mK7cJepse+nhgaepstDfY0dHUi7xZCdj2\n", + "UZXvdWRbpkoF3mFTd5eN+eyS6huaTth6ZGVmwOF0oXD/Id6JYd8BjnPcyOYepwhzsOdUjQ1pBwTe\n", + "CYHASx3NVv4fi0JScwoGaZIIr37/i9A4uqGr2SS+ae+LwJyfBMKdsxvPda8adtj9qrgFU9Oiwopq\n", + "0vaI6xM6pSHYdHSvX/OA8mbbkNe9vaoQD5ScjmTdLDS6Y/Fo/DPQtpXALQFcrzFGcZuDKVGN7o5q\n", + "4KXpcINWHZCMZhHsXpMtdhsk2K0wtAeFXX/o9Uh6OK6v3+kDXUoxoHxbun1Wsw2X5iw/5nV9ftlv\n", + "Qz6/Z52yu4Qnw47iuXwQY3peJG6bdiUP6G+WYZsUjox8iLeDO8/HGNQ24yrwHqOmT5vEbqSf/Oj6\n", + "E7ojfnbLjXjimf/g6RdegjXSip/e+n1fOkWo51SNbunqdohOCNShK2mWL2LrOwEmTA0OiuZ4ePVR\n", + "DBLZjQNgekx3dFNAxzQUrVEE3i5bLzb0LhzW7frn2nKs2cGf0GdnRw9rS1yXQpUzqc8PYkobe4b8\n", + "GfuOHMX2vom++wcdWZjStF/WWtljDZx2/OqwCLy/uXAizpyWpH7JR5meOrJL8fFp0QnqzhljovbP\n", + "dAsrsMBdE7X9vYDJ93afxOf81umX4pF9fHOfdyo2hATei7/4BUuH8NfXFzwd9nrv/OwoayqhpO8s\n", + "XIl/VPLrQs0p1tftxBsr/4KUHPns3I/2/ZEVwRGkZ3PnovyodF90WZUKvMekh/7+FG794XUwm0d+\n", + "GuGun94c8Bg5Ljzw+7sVXx/qOVWjWB4389D13bUkwXHqr2F+62I51EZnh1yMlzx7m/fzJ/X2Eni8\n", + "EwJhl+QWc731e59j/1M6RWm7GBmljpaOYTD1EGCXRAVc3X2uYZvOD5Z/2elXWX2kYZDAS/unP4K7\n", + "p1a+rN3OCZhx+C3oqr8SH+yPSh+u72bd1CalWH3pDNRRbUlBvPodH2VSalCwMjkHDq/3mLtpjWZ1\n", + "tvbhpT/uREJKJGKTTTj3xpO7M+jRHnFWjdIMLp2wAk8XvcOdW/pQ3l2LA9z5c3ps4MwagbIS7A5G\n", + "7z5xAGtfVbacNFoi8O0ZK/FF+xYc6p+xI6j9oHojVhQsQsHcBNTammG32GTbUNVdz260/pYItX5H\n", + "Bd5j1P5DxehzOI8L8Ko6OaQvetVXaEZR2r5znmRT++6cFWIjCA7APAonXhk3x0+Eth94Ka1B1z1w\n", + "Jy/9vud8f5fiIvHin6fDJ6XDb2NX39GHguTh+Tk7JKkLlHMptIYt62lnhWtnJGfD7fGiqlVuPUXQ\n", + "TUVsbLdqNLjrXNFqitIVTB9cx1u/cft7V8dZ8ohMXz6+F7lOlm/dpk3CDU/ukDWWEHRKXizL2R1P\n", + "KulqRbIpkjVnGKsihw9/USGTfpxXAJXubkbx9mbur2Z2/2QH3hoJLE6JyWGQuCp9Md6p2sBDadXX\n", + "MuD9vGYrcqPSuXOP89g+t6QjKOySZi9PZ/8/c9o9+OOe5/EZ97mkhwpfhmOaC7c9vhLXbrifQbmS\n", + "fr71UVj1Zjx0yu39wQEVgFXgHYKWL12Mz9ZuwJWXrFaPiqpjFoGTfv+/ffed82/x5bH2nfYHGHEf\n", + "g15PbP6Ay/JI2goTQFPB1WAkddDKS47iro7i++9+swh/u2LaoJZX3RLocdrQScAbOTzQ4hWBN8Zg\n", + "8gFvq8PObksSM3C0tQ8OlxxuLn9ih+yxG5dlIz6SL1LyRbztrWjvcaLSeZXsvXud+SzHWQf+/c92\n", + "r0Jh8TRF2CWdMXl8TY+/WnXA1+GKWq2O1S5h0txdiy6CVevrT4Jy99Ldfs0X3F5odSdv2ltNjxgU\n", + "SI/k05QuyF7qA14qXrtn1nUsmnv39n/4oq3SRhI6jdbXRIIcGMLRJ88Hb3hBx2PVtWIa1cLEqT7g\n", + "JT1W9DpaHB0BsCvkH5MO9M/s/WDjAywC7PA68eaKBxBvjJa9Z339LixInHJMxXmqxjHwLpg3Gy++\n", + "sgbl5VWYMW0KDEZ5Ne/ZK05Xj5aqAKg1fXozNN3i9L4ncQZ6z3kShp2P+3J3KUfXlb9aeuZjzSXC\n", + "lVcKvC2HZP69ASdV7sQtTaMgVbjEvNSMODMmp7rYND1pe3k77niNjx7rtBr87fJp7P9Q+rCwIeAx\n", + "ivAOG7Q4RWhJNJhRY5MXuVGUt0KhYM0fgIsburF4Al8hLU1V2O0IHGTYPXqWxzvDUIn9jhw827UK\n", + "CFFbN57SGXo9Llk716Y+GweOLgaMpHZHLzP5HwuSOnzQOp+dOmHcnn8Kv65HzvQ4RMcbUbK7WT7I\n", + "PdSO3OlxJ+25uVLifZ5p5vPsp0jOowJA7m4p9sGu9HE2YJ64GkYONk9NnslyaJVE1mNP3fkNUnKj\n", + "kJxjxb6vg1suLjgnC0mZYlBgdnwgRL9c+kkA7J6eMgdfcIAulXSd/1P6IX42/Wrf/ceL3mC5wfTe\n", + "M9MXMrBXpQKvTO988AlrIex0ubB73/6A51XgVeUvXdU6Gewy4GwrhuXV5aK1FZ1ET7njmEwVPbET\n", + "JcB7MPQ61WxmhXIUoRRU4hQdPbJSU/HktXn4ztM7fZAqbaJAIDwtPSro8gkqPy0MdJ1o6OgdPmiB\n", + "CK5K0+sEvAKwhxJFogXglWpXnwi8Bq0XDg8P+N9vuS3sdRxP6Qz19sBcaILeiu52VNramTvGxemT\n", + "kGKKHPXbInX4iIwY364Z7z1VhLY6O045PwuNlfLfw5HdLScN8FIO7F1b/w6n1ynLexUUDFapSURu\n", + "ZPA24HnRGViWMjvkZ5P1WF15F7sF029eXslg2F+UW/zB2Q9jR/MhFt1Vyh2eFpuHjMjQhbFvVaxn\n", + "KV4U5aUI8NamAz54/7h6swq8KvAG6re//CkPFx4PWlr5Kd+E+FjWkEKVKn9RJNWw/VEFWgucAqeo\n", + "77GI8k7DXq+ajax9MItQ+smgcSMrgc9RT4oyKkZl91V3MuClfNgXvq5CtJmf6RA8bjeVtrKGD/7a\n", + "cLiF+61ocPPy3GPet10ucR8mGAKn5Hq4fayUVuGvMooC08Cjf7DR7onEHa3fxxGXeJFbmW/EJyUD\n", + "t++k/SZ85uUL0sbVd7lBwRd5c3O1LOq7rqkSl2dOQYRmdJ8PpQ4fERi/524qUhMgd9M7FQHPU8T3\n", + "zO8WjJntORbrLfLbDZbzSsqMFGe4KMorREf3tBSjtid4PUROZMqAnx3MeowiuWl5UbB1OxVh1zeg\n", + "57b5zPQF2Np8gMGpVC+fcT+D9XervhpwPYRUDVUq8IYlau/7+lvv4fN1G9nfJOqAturMM1her16v\n", + "+jeqEqUrff+ErwM1pvCauEFZazErymLr1bgPW4J0U5uaJUZ8hNxWf+2obMdVizJY7urbu8TpudVz\n", + "Utl73tsjPkZ5rBv6bbro9W9sqz0m4KUK+33tTbLCI6Uo3Ru7j2JnpQi8eYkWRU/edfvrEFH2Me66\n", + "8Rp2/4AzGwed8uYUVy+bgo1VRQzwAwYIOg3irQaW4vH8DXOYDdrBum58a27quPouN/QGRnilsMsG\n", + "C45ebG+txakJmaN6W6QOH5HjuMlEqV8KQ8Bgr7B11OfxUmT2exvuY4VXNP2ulIsajshvV/EczQ3O\n", + "siNTZcukYjFpURitA/9b18vSGeh+sMiwICpQC2Y9duqFOYMacMyLnyQDXor+Cp+fbDp5U1NU4B0h\n", + "Uf7ukbJK/PrOW5GXy9tEHTlSyT3+Jvp6Hbjx2m+rR0tVP2k6EHHko7Be6po6ct+bvmX3M29fXfXX\n", + "MK7nbevW2aZhrX2W4uvnZMUMCLwHa/moEdlwSfXa1qP48co8WfrDtUuzUNViD7sBBBXtCQV3gp+w\n", + "bHs40N3RJo+YkEvDzfnzUNTZhK+a+K5GXdyAVJqvu3RSvOI6OLw6fNgzH78+8BK7X+JM9z0Xq7Nj\n", + "dn4GshKt+OMlU3x5zFJdvzQDVy0WLeMmp1rZbTzJ4/WiqS94tJwKvpz96TmFHU2jHnilDh+GcVys\n", + "9vVbFcrHy8AdL4cbfTbXqM/jpcisrT8FhWCT/G9XZSzCvXNuHBQ0C3670iIzAtb3z3pY0cGAYNI/\n", + "IkypAw32FtTZeIDNiRx4UBuqQC1UVFdJ/vm8iySzgomm2KDvW5Q03ZfCEPRyxe0TnUadqVaBV6Jv\n", + "tu3Cn+/7paxlLzWluPP2H+E39/9NBV5VYuSg+isfuBHEea1pHNnafBZkDHTzL4AnYQpcky8buRXR\n", + "89P93ig+R/fRzovwWk/wXHM58CrnN9q5iyVFMps65RG+D/c1MuCViiKrz904Bxf9fZsvQkrpDjFm\n", + "OUwLdmGa1kvR0qdHsq4d5q9q8eNz5MDb7ZcOIq2uj5RcuMxmedQqJ15uJXj14gy8uqXGd//2TQnc\n", + "TroFlZLive+fPQPnz+KnLKlxxpPXzmLr/cxbn6C4x4r6XhNWzUwb99/lNqfdB7QmbQQrYJNdiGOS\n", + "fYMQguP9nc2j2s9W6vBh0o1f4JVGFmctS2VT59SeNmtKLHZ9wX/3R3Me72Vf3u2Lrkq1sWEPg1+p\n", + "W8JA0CxoSfIsXDvxfMTorYgymIPadUnb/wqaFz8ZN0y6MOz1p2K1UAVqKdmDA17/dVqSMlOEZ1Mc\n", + "t20zEWOM4rZ3p2+QQJoSmzMg8K769HZ8ee4/1Au3CrySSIfbjaTEwFzJxIQ4uDxu9UipEr+0JW+L\n", + "YDvtO3DO+C50dVth/OIOcVQ94Xy4U+eOyOczL9lksZjCE53D8lNDwS41SpiaLp6EQ7XBPVjXhdZu\n", + "ZwAI3/T8HsXXZ8SZfEVkNW29AcBL6Q6fFlKunMT+bG8nB7zy5fh3WJMCizVCPFXExmpwxjIDvtro\n", + "ABXlp8XKHQROyY2TAe+uvsBK/Ul+kVohcnvvjRf7tne8+ewqqa5XjIxnWqJQ2t0mez7dHIV8hx1H\n", + "eng42dpSgylR8aM2l1fq8GHU6U+K89G1989nkV3Sto+rfcA7WvJ4/fNz6b4S7LLjx8Hc1uaiAYvF\n", + "BFGxl6AVafNkTgxB4dIcOGCbG6btmO/0tUGMEE9fkgK9UYc96/jHImOMg47wMjDNWMT8g5t6W2UR\n", + "X9p3f1vId9Cs6qr3WZOx81ZMruKyKI1DKIJzuJ1QpQKvTNOnTUZh0WHMnTVd/sXefxDTJ09Uj9Q4\n", + "k65+95CAlHJl6b38HR1c+efz0Bk7kY/0kjQ6uJOmj9i62y//wG+ldNirPyXke1ZMTWTQK4iK1qSS\n", + "5sEWHu1StCYLlrogBd669t4Alwf/9Ajfhc8vGmx3iSfmydEJWJEkXrykubwmk4bdFk6OQpzezD6f\n", + "gJWWp9N4Mafs/xARcR6CNGxj+4G2N5TGG+y+V1uMWns3s+rq5XYMOS7EG0WPYz6SZOUGEF4f3BLU\n", + "JpssSDXloe3oIeaBTNHgD2tL4fB4cEnmpBMGvpRTTE4S5BkstUyTOnzoT5JpXL3ku1owR4wUFu9q\n", + "whO/3ojc/ERc8P3j66vsn587Ky4f52cu4QAtBzU2uZPCspQ5DFSfKX6X3adWu+ECr1RLueWEoxSF\n", + "CC+lNAxG0mK1+WdlYO6ZGcgoiEbu9HjWLW0oCieVY2J0lh/w5rDocAsHt1KwvX/uD7Cl+UCAzZkq\n", + "FXj5H8viBfjnv17EogVzkZ6eAo/bg6N19di6fTe+dcE5+GL91+xiQFItysa2DDv+joiDr8Ox8Gdw\n", + "Tbky7PdpnF0wbLzfd9+Vd64vD5X+t1/y1oits3PWTSGf3+8OHJQRTDII5OD1u4vluZdxfjm835qf\n", + "ikc+5U+kXxxoCtkmmJY7J1ssBEmPE4GjsjUwH9Q/PcIHuA4Ptyzxfq9bnEkxauTASdPtsbCgHSJ0\n", + "X3laEubF87l2lJLABjI1m9G59RAuvfgS9PV50dXlxdoNjgD4H8hreDyJ4JBgV/ibHSdbB7sZtOJx\n", + "TuMgmNIVEtobEG/gBhJmqw9oC6xx2NZ/bOt6+WUdtXUhNzLmuG7LhsYqZpVGPsGCCHjp3Ex2ddJZ\n", + "gvFatEbT6UqwS4pPsyBjYgwrqHI7vSj+upXdBgu8FIWl5gUXZw/tWuefn0vWW3QjSVMNLstdzjxk\n", + "yU5MAF5pWsNg8k/D7TiWag4EUsMgZgNo/wspJbT/Z5yWyjeVuG7SiB97/0K6ZFMs3ljxAHOeoGYU\n", + "0tdRs4wDbWXMjUKVCrwyrd2wCTnZGahvbGQ3Qfl52SgsknufqsA79mGX/d1vK+bOOQva1kNwZywJ\n", + "DbzcSVkrjK6pmGfm8fM3dM4eAHh7xXzTnIhG2PSJ+PeP5rH7rT1OFgWVXRg54J3dD63NXQ6cNTUJ\n", + "T3xZ4SsGU3ItEPSDM7J9+a/s8yQ5tLVtgX68wbqVtfY4kBojXqT8C478WwWnxVhRYecgK4e/yB/u\n", + "bkGLwyZrLqBtLcE3WRfw0GzUsNvkiRE4XMJvjxL8j3cd7Ape0e+Q5OwmcJCr5fbzvLjAgp18Brzy\n", + "Qp8jPW0cPESywcjxEDlHKG2LAPH+Gq+FOtLp9KmLeI/Wazb8DlXdfE7p3PxF0JTIp+2pSCvPmh72\n", + "Zzy8/2Ws46DVwQ0srshbGfR1SkB6366n8VX9nqDvkeagFkTxrimZkUkselnSWS1La/hfxXr2fKh1\n", + "GKzSzAnDuv+NluOHMTlRqUG3SegGR4NUwZnipomrcWf7Y+qFXwVeuQQfXlXjV+QMIMCuD6wIeqkr\n", + "GgdblOJA6QrUyrf3olcV3i9OxbmTZ8EbNTrAiUzHD3WJOWP/THgSkec9CE9/9CdDYXqeorSPXCX3\n", + "B6bWwEW1gQbqBKVSz17//FdpDm2NAvDWB4nwOl1e2f0uSdEauTOQAwSf+8uLUiUq210+4CUAots0\n", + "Wxe+bqlmF1+9IRetFnlKxexZEeB2EX66eCqijBEB8D8etbn5KOZw4GrQanG4szWs9xDsBhM1ACFP\n", + "ZBpgiBDVjpIuftnUle07OTOGPcXh0/oylPe0D+m91lEW4W062oPG6m5MPzXlmJYjnU6fsyKd5WoK\n", + "sEsqyi3EdKyQvefdyg34/uSLw2o1S5Hddf3FYEKOrD9w8nm4bSyqOCUmFzPj83Hr1MvZ4+skhWQD\n", + "aXKsmLa0PHUeA15hfQl4yXKMXBioFXCdvRkvL7/ftw3Cawc7uKGcWIoGS8F7MNoo8T2m/R+udNoS\n", + "6HT7uPPeKni9UbLH3Z7w0iYLuGsOgW0ctw2mCJNsmx5ffGfA6+m1/1v5V/XirwKvqpNN2oYgJ+L+\n", + "yKKQm6uxKQOCpluEL29k+qjZLsqttbt4WEnTtSJB2wV7VNaglzMt3RoAvAS7r/xoPv72cSlaux3o\n", + "tLsC8l+lAFmjGOEVLyy0bi0e/mTf3C2/4LgkKQ0f7WvC3sPyZQnr1mPzItIiwtm+jkYxyheh3CVu\n", + "7uwIuCJ7kRWTdFJ812mfFHU2I81kDXBeEESQatYZZBAbSvnWWGS4raixd7P3SNMHKMVguFMc6DOG\n", + "CruUknFcBtGabg5eQhco2budePy2zSzNgPT9v8Rg5rIzwlx+E/T6T+FwfJfdV5pO39gij6b2xdmw\n", + "69cfYt5fLvA9Rt243q/eNGCrWQLWhwpflj1G0CsAL6Ue/OfIR/js6BYkm+PYIJNySul285RLUdRe\n", + "Lnsv5eYSmLr9ClJZsEGnx4QosQvkSm7dhLSGwrZSPLDvRZ/lmJC3+lnNNlyas5z9/UKxWMuwKnPx\n", + "4AZS5wwt6ilt+CHs/wFBV7eHg9piRETwDSQiIjbC5TqNga8+4jPu/jo4nedDo21FhG4bXZCCLsvC\n", + "fa2fWyEEOiZyy/3JgJ9P77HZVZcGFXhVnVTSNewO7yLj7OI7punkTgYamxR4R0/zgf01IqROj+6C\n", + "O23BoLqzCZqRGY30PGbGAAAgAElEQVQ1O8To0a1n5uGy+XyqxN3nBa/2pmgx5fxSCgLd/IvRpCkN\n", + "ZEkmAK/LI4/w2iVgtpWDg6YW5RN/S7MHkdli1JpyUcPRjtY6zBrHwEtgSwVlHU5+fxOQVtsD25VS\n", + "JJe6pglQSPm9O9pqB1z+TG7fkVXcrrZ6tLQGQvLG5ipkWqYPW5R3R2ug7VNeZCwWxKcywO7jBkhf\n", + "NIiARZ97Snw60sxWVsw20jLo35LBizRqJxvwHe3xwe637zyMRasqOVjZwyJ7gnh4KVEapjMAijDz\n", + "IGTJAZ6R9Vn4GKsTgNX5CtHsyz+T3BGe395/Cw5Hay+Svl4QD1aTuOf/lMjdFtHvr9PvdbfjTG79\n", + "duZIH6Pvla7/pqTbfX/RsndeLrzXw9bzT4v4+24vRXHprzX9N+DRZeFvl7BtxypLRuD+H7ycDHLp\n", + "5js6+o8GvRTl74sqFXhVnfSyvBQ6P1faFIHBrb1FdF0A30pY0yNegL2W5FGzbdKo7OR5y9E3/+oh\n", + "LWdqWhSSogwMUMnJ4PyZ4W+j1KmhosmO2dniRa9ZArwzDFW+bmf+rY2lhUiOPm/wD+t2h7iA9h8v\n", + "DvaMLjvs+khxmRwQ0mdQZHM4Rc4F+hPc5IDgtqy7jTkXKO4PDnK/mzOTbTs5M0in+9M5QLzIPHDB\n", + "jbCNSvm8pAVJG9Hcl4hUE/+72dfeiGkxiQMCMB0TWu8ci1gI+W5Nsa84jnR19nQkWT6QQQJp1gka\n", + "v0jhyR9e/DVlrj8kBcJKcHjx+P1/kgYrNFClSgVeVaoGf/Y08BFcH7wmoffCF2H87Ce+ojRtdz3c\n", + "/cCrq1oP44Z7WKGa7z3W0QO8uypEUJ+RETXk5RDsvn7LgiG9Vwq8d68pwkVzUnDVokwOnDXM05Zk\n", + "1nkQoxXb2Lq9cqiV+l27gtfMIdLWg9jeDvTpzBzQKk8nT3Y04IxpFzDI/biuzAdP/mB1rKJp9zer\n", + "DzEYjIowsMhpqFzY4RZt3yf1ZWjstQX4GEuVZ4nxgb4Au3yEct2QYO/nM/yBW8eBrRse72Fu+/mD\n", + "tzjMiBrFYhP9DuPVBeppStX4kcu1BBpNG3S6g4HBFm8SS11xu2fB6TofHs9AtSHcYN7wAres3dxy\n", + "V8DhvEzdwSrwqlLFS9N1VHafeeRqdHyKAwdZjsV38x3TyLRccGHobYHp01ugbdwrOc+IQOY1H7/Q\n", + "0nXP7UZ1C28JRX6zggWXIHJhEESFZydCUmsycnqg1Ij39jTg9MliRXSS2cNyjAVRJJkGE57E6WzQ\n", + "IfWEpTxdErlJSLePlOZuwI27+Jw0gt6mU38DS87p+LroYxw1xMOpNWKBno8qku1WgtHsA94OyvUd\n", + "RuAVpt0pyks+tQTU5HF7vNTlcmBS7Je4KuHAiT2Ra/jfhgC7Jw3IuBdzsNIyqOnlxmoLkrNs/bBy\n", + "iQxevN446PX/k72+8lAODu1YjKrDUdj2URV//uEGj7t/GTid/vUFT/v+fvj7X7H2wr6B8a8/DC8e\n", + "oNHiv2f8gTkn3LblYZmtlX/LXmrF+0LpB/i4erNsGVRY9sGqhwftlEHL++nWh9n/QnpDYUsUBwqX\n", + "4rvrng14/XlZS0LmJIuDNANsdseQjnFrnQ33X/GF7DFyZvjzB+cE2MIdH2nR57gBEboZ3PdvkXqB\n", + "V4FXlargaQx9Zz/B/+G0QddcxHJe2UXEJOa9alsOyWHXf1QeeXyAl2BPgF0SRVFXPshfXNb+MnD7\n", + "TpS/rH97XwF8ydPXB7wW7gfvEKOQ7rq9MDY/zP5uyFkFZFzED1C8/DbMy23AhMQ52FjSytIfYi19\n", + "aLcZkQWxi5rRbUf6gRfhqfsGF1V9xfKvO40JMJz9/6Dpr36OlRQwtTjtYVdFB3sdQS01wqCIqX9R\n", + "VWFHIyK0KUg09rBiI+UiFCN3oZoNt5uM8mcPOdLKX8iBrJPoNz0aIloDwdPrZZ/j3ITTcN8Fnyvj\n", + "is6LHz+sxcQFq/nzkR+8aLWlLNLX0/Y/PPHzBFQfplmbtv5b/0Ane2DnjTufPR2/OvdjVjTHLrZ2\n", + "PVxmZwDc+heUUQFYZv/5jSr/6fn7dz/D3BcWcYNTqd8tNT2YFz9JBrxUvHZF7soh2cLR8shXlp0f\n", + "3P9i+yHfwkc8p8R8zvxmBfBemjwT1/Y3/hlJUaGaIPI4vvXRxayb2omVVoVdFXhVqeo/HfSfGP3l\n", + "zpJ4KOstPthlECtpORlxJHgRAeX2evVRx2U79laHLsgqbew54bDLLlSxA1t9JZs9SHKL29PaaQP6\n", + "A8CbTPm+x5sbgZ+dswtXLT6EneXU3Ws28pK+waULSvC/HRNRcOggtdQSj3VbCbsJiu5rgStpLyL0\n", + "6zk4uhzxevEY50V9DqNxDxptZyM2IpUD2pnwevkCJyXwpPe7XMt91fI6DmBzzCIg+E/th6c+BsI8\n", + "DFMO6NgHyG1t65EfswlZkXWyx//f/hv799Pz4ne2cx7eq5J3xYrSG9DllEMk5f5elzvzhOdHD0aP\n", + "F72BN8q/RJ3Vv6BLlMetwUsPGGGN2YA7nj6NRQml8NLn+CH7//1nlnOwW6EMYROawlqfpMxIX5TX\n", + "2GqFK4OH5t/Mvp41YDBx8PrgvpdkFl/+EEng+ru5P+D+eoZ1RfMXtcElABWaRVySs3xQjRyC/kr6\n", + "94Ogp5b+Sgbef5j3o+PzG5EM0s3WiFEAu6pU4FWliqDlm79CV7MRmr6OANCl5g2euOCRPZpWFyQt\n", + "YHMs/iWDXG1bGdyJ0+BJnn3ctmdvVWfQ5y55fDvMBjGKcu6slBO23ymHlwrdhMYVSkqJNcPQLU55\n", + "2739LhjRRkye1Ypvxb4ArcYLSCByft5mdhNEEIzFBKjzBjixrO+H2DUoiF+Dn/uZViRbhOibHh5P\n", + "NrTaI8rfJ+79dBvt2tUyHRvrT2V5vORQcFnm8W0la9HNwJvl0Qx4FyfvwZbGORwc7QsA3wVxadjR\n", + "Vhfw/muyZzD3B2kxXJYlelTC7uP71+Dfh/j0AOmUurT5wxcHdyEfIsR6tV64rdxAp5MfGHY09rLb\n", + "HS/+C//4wS2Kn1OyO3jDkKVnTMBPV/zCB4DBlCgF3nYLejjgnf7yMnz8lybkTndxwL1M5n9LylSY\n", + "vRKg1y1J6/INdi0J+PLckbe9Ggi8R0qt9WIhaGyyGapUqcCr6oSL8kEjSt9TjhYsH9h8W9F5QWeA\n", + "K3dVfzT4+E8h7Q4R4SX7rw47tTj+mFv3RiTmXsE9OmFIn3Ph53cyD85VGYtYT/fG3nbct/NpZHAX\n", + "v0xuv9ww6cKQ7ycbsvk5MfjmSFvwwUiKDvWxp+J6SwO+2GrB904vA2bOpcRPTMeJsthxBoXdY1Vp\n", + "Zza+aZyHpl45bZ+VasXUmHKWt6nV8vnloSKtoZwlpI0ZVqXmYkJk7AnZi1nmKLaOLvdE7GuZgaXx\n", + "KYjWXIAL0jtRZ+9mMEuSwi7BbKzeyFoDk8j9YXd7A3tsb0sRXj70Kf7U/1ppbuoJhd3+CK4gaohw\n", + "+7QrWEcyafMHbbcY4ewoaETZZTug64vArEdXyX/DO4HyqwO7oK1Y8xPMqlyl/DtK1ODnK69gfw8U\n", + "5STgFXSl9TysnDsJf/3LBna/rpx3dyH/25fLPkF2ZGpA61p/4NTpTmz3ulDg7a+fnsZfC5ZfOQHX\n", + "3D1v6GcIh/hZev3YmW1QpQKvqnEo8ztXBhSmDUVK3rXu9MUMdo+XqMsRtdv8W+F/OHjwosLaDV3L\n", + "quDrrLcx2CU9W/ImLHrtoNtwdrtsKIjpwc4msY/9tsb9PkN50kDAy4AlJTIAeP949R6cPakIHx2e\n", + "jYK0Tm7bKnCWphg3nyK8IngaxtHWKGTGSxphFLcAViOQbg3vePZXP/vrYHsBB1sOFERXBTxHkdL1\n", + "dYuQYm7GxVkHYTWUDAiws2KSsSSRzzMs7mrB2sbAdBppl7JdrW5MsKyC1nVO0HxQj9fL3B7IW/d/\n", + "Rw/i0sypitBLneYEkUvEiRJ1Yrs2d5YCCEcjOsLoA14fEHLbdmkGdYwyy5ZxU95s9n18dO8jo+48\n", + "4w+7JPqtUDOEGD+3kAibpGV2tJ1FeCl/1m1xQmcTYTimOBWlHdU+4KXGEn+/dSOmdQZvTJG3MPzm\n", + "HqnZ4nq5GrUo3tQiBgFsLuYRnJmZNORGDCcKeoOBd09HH954qBC2bvE3temdSlz4/WncaXxosN7V\n", + "Iv7GYpPHf5dGVSrwqhqlotSD4YBdAXgp5UHbwUOe/aJXj2v7YKULKrjrlc7UDp0jjrUQDljnKDlc\n", + "PVv8zoDA65+r6nZk419nROChvW68WsL3sd/WLK/6D6fQixwkhNxbf50/eW/I9wow2dATjzXv9PZ/\n", + "phdvXluN9E8DL8ZkI0fpK9qWQJsfV/4FcCz5jRxk/abLKXViSswRnJ7Szg0S9sHmOANPFYt5xA32\n", + "RHxcfQHc/QVnTX125sRAWpKYhcOdLQxgpbBLSjNFMXCTgii9ZmF8Gv5Tud/n5vB8+V7WitcCHlKp\n", + "FTB1RyMR2Do8Hvb8pqYq5l6xh1t/6eeQynra2bJ8wKs3jMrfKO0PfzXaqnH52ufw5ooHEG+Uu2ZU\n", + "dgc2nKDCKZ3mxEUXCcIDfpv9emS/vA05RUmddhFqtVFimo89sRPWKtG5ROfQsUKsReY5+PuPN7I0\n", + "B4ooRkDcZ7a0DljqRMhdujw/7PVOyBAjvM0c3BJQS1Vf3sXyfMeLKorasWed3COa9ucn/z6M1T+e\n", + "6gN9clkIV0LRH2kw71OlSgVeVcMqbWOhHHYKLoInfiJ0VWt9rYLDBl5jLAMpsh/T9NQNG+xSC0zq\n", + "d9/h7Ao6BakIu8I2ZX8OqzYF3YfEgjtn/ruAKbDtKvWHL+/mp0iFQisqjnJ78oNaJ0UZ+EjnXbN1\n", + "7EY5cufkAq+U6PBBpQdX5mthNP6dFXCFymc9e+bg9osAuYnVpTiYxId8W1olLg4eDVxHlSGOBiZe\n", + "akuqALxKXfD8myV4vBoUtRcgx5SH/OjZ2NdKqSDVsvcodSkjqKRubcE6ttHz1CSBvHn9gXiiNR5F\n", + "nXzEmXJtCWLPsk7ANy0i7LJj2N+A4+O6Ul8jCXqebgTDE6PiMTkqAV81ihFqSg8waUfv6TQ/MhZH\n", + "+lMvvNy/zXVfs+joy0c+wW3TrvS9jtICDncERt4PdVRgemzodJ1lH/K/rYnRWXh+2W+Hdf3JJitc\n", + "/WLGNXj5vT0QYow3LTwPf9KVsO21J3XLgJfftko8+PxH6DqqPF3ePrmO+8JqkOTl3tenxZS54efq\n", + "J2WKs1MUzZXCG4k6wM1cljpurgc1xcopYBvWlKF4VxPbB1SE9tvXzgw7WmuT1B1ExhigSpUKvKpO\n", + "DPA27xcBKfcsOE79FQ8Uk4+h8pyDh+GM7D5f8r7vbwFG/RUMdhkg6G1oQznm5JyFCK8JhQ0NirBL\n", + "4r0rHwh4fChtKL8zUctugoZavNXuiEasoTNoSkB7vFgE2NgkL3pL7z0YdLme6EzFfmtKudgUZbw5\n", + "n8/j29hcjf0dPHh2uFysQv5I92Hx8Gs0LKVASdOjwrOjy7fGIsNtlUVlp0Yn+ICXVNTZjJn2FOxt\n", + "b1RchlLXNIJhev2BjmZZo4kTmc4Qjs5MyQMayhn0lncUo8vBDybeqfoK1+Sfy6K8lM5z786nFSv8\n", + "97SUDAi8Q4HTcFVvF23A5iROxE3cwPpdbt2/qJW3syXLrmmxeZioa8MBNLDHEhOiMdc4CVubDqA3\n", + "oTtg2UXV1Zi1ZXLQzzZMc6D7rEN4YtnvBu1+QI4CZquega4/7ArAO55UfUj5vEhRXqkn8Z+u+hJz\n", + "z8rANfcEL34TIsFdLWJUPDJWBV5VKvCOWRl2/B0RB1+HO2Mp+lb+35gGXlfu2aN+faX5eoJoujQc\n", + "3XxOPLvof1DVjr8V+kPu4MSq+hsWcRfu7Yg0FKK2R4v0yOFpX3qkcx4HA3MkAOnlgKYdzb1xyhcj\n", + "nTh929gssQDSuqDjoCLoQCA6R/nxAbrgRUt8RPe116Okq8UHl2SFNTM2CbvbGhTfOyk6Iax9MDMm\n", + "KcBhgNwT6CZ8FgHry0cKZVBOqRChgNv3XZfA7nlpBcPaPW5EfqfcNs2KicOXdTuwv0V0FRCivNcW\n", + "nI+HCl/2Peav3S2HOTA+h7kJUAQ3lOj3RAWYMQbrsK1/vQSiJ8dmY07CJGbpJQAvgeiry/+EZBNf\n", + "NNjT4ZBApx5LYmYx4LUndQUsO/cDuetL9aoDSN7aD/daL1769m+4MfjQLQel1mQBg4PyrnF1Pas6\n", + "3B7W6wiAqYlH6e5mGE06RCUacesjS5jn7mM/3shSP9xuD6wxBkQliJFgo0lFFlUq8I5p2CXpGnfz\n", + "7XZ1Y2gE63FD1yJG5qhj12gTpSpIRdOXZ2csCi8i5eWAyW0gx3h2t8NRBoNhMy6ftAVXTg4Pcqld\n", + "JbWfNeuL8G65Ef8+bMWyzIt9zz9fuhhOz0L2t83Vg3dKX8ZUjktPTdViUbIG85P4C211N5Dlxw82\n", + "+z9Y7mm6OQq5kXyOIeWVflZfJj9MXk1Q2PU7nLKUhlMMh1gjiaCvp5QGpd02QBc8qyTXlfJjpR3e\n", + "CHanRCUGBd5gbgn+CmanRXZhtfZuvFdbHPAcWXalmqyse5r0eSWPWkGU3jDaYVfQV/W7samWn8kg\n", + "66ujPXy0m6K8xRzIEqQGU2FbKTfQ28gN9F5iULksdQ5+Nv1q3/MUHZb9puwtwwa8Tx1+Gw2S32i6\n", + "hffrnhKT42uSQNZcUkmbFcQmmXFK9HQWxTZkauDK60ZORIYvuhpdJn5fXZF9aJ5Thab5Few+gfWx\n", + "wC4pMQTw0hT/YHNaR6uoYE3IUaZ95nF7kZYXhb5eN+uWpiThcQL/da8dgcGsY/tEehylxzImSS1a\n", + "U6UC75gTFXsJsMsPeW0c9O6TNWIY7WLFZU7+hMWaQSi4LJxIKRW6HFJoiCGdLpUdo95YJHlSMX/C\n", + "QQafK7Pf5X1qw9SXR3+FRfEZHAzswPaWQnxQ2Y14k7yAyCmx97FERCLBlIwiDvaK2tx47iBwSW4q\n", + "zstpxg83yFvGPr30XrS7+NxTOwfUBLzkKCDNKyU1N3sQHaOFoZ/PQ0Uvyyrd0u7NWGnaF3L7KO3E\n", + "nTqXo8so6KrFSPBAXfCCTf9TnintLxLl4b5adYCBK0FurN4E0zB1iEg3W9mNwNd3ItRo2T6kzyPA\n", + "FZ6fHJ2AFUl8JFvIC/Z9/7l9SZA82kX563/c8xxqbGI6x40TV+MPe/hmFBTRlbavFb+PRgatNCCk\n", + "3PSH9vMRYLLMe6tivQ94Ke9XiA4LquFgmoA0XF274X6WbkSSWqAp5danRYoNavxBV1B7o6SYMMGI\n", + "eIMF757VP4O2GgzGXvz9zoACq7Jv7WZtg2km557Z14W0CRsM8IYSwd6hrY1wOjzoaXfgql/NxlgU\n", + "FawJypwYg588toSBfOnuFjx+26YB3//OPwZuz31iWgmrUoFX1bHBYnNR4GO1W8YW8DaKQDQao7tK\n", + "1ealndUBj2VFrwuSltDZfxNOsgPD7sP7b4DGZ/XF53p22srh8K7GNVMGvnguSz8Vb5e944su6TQ5\n", + "+NVWip6JEa7sqAn4qkXMO63o6cBTR+QRNmuEHp1VZqz9hn+d1arBEzdMZzZVL771Hl48koiLLzTC\n", + "aNSgptaDooNOtLXz25dqdqK1V4PTTaEvQFRkSG2iafBmECLBGt2AXfAIKCm1gKKmBOm+4yCJlEpz\n", + "fkdCF6VPYuC/vrkSxZ2tAU0W6Hl/XZHFN5Oo6+0GjRn0Wq2iA8Jo024OZnc0i84drC1sGI0DyBc2\n", + "LzqDA16+8Yh/C1waUN7+zf+TNU0QB5Hh5/ESQAuwK1WwQtI0S2LI5d170acMaENBEkUgr/v9fBnw\n", + "Euj29HdCW5E2b1hgl/2eskNHuqsPd+Dj58WZstW3TBmT3cSkBWu50+N8UeuCuQlYsjoXbY02lmoS\n", + "LNodjlRbMlUq8I5F4G0NLGLS1WyCc/5PxhC0i0DkTpox6tavtDPQLo0iVXb8Bwnmbb7HppkHs0yx\n", + "8MvLAcCP8udjbWMFSrv5C6X/5Cfletq8FiRZ5BdPqpRv7W1GgimJ+78F8SY+UmUxpOCGKdchh6Kk\n", + "Wj1Ku1oxJd6NzbVr2fPGCBNOSVkmW5ZTwQR+WVIOKvucWAMeeLu7vQx2GUxa+Ajrux/0KW7jmnkb\n", + "EFH2SQDcSrvfKYFvuCI3A0otIFD/pF5sOpFkshzf769Gg/OzJsJdcRi5g2gYkWayjqlzjX/0ltrC\n", + "WiKUgerhRT/FKYnTfPc/OfoNPq7erPha8r9Vgl3S0Z7GsNePPKf9FcqGjKU0BEl3p8Iw6RR4yOPv\n", + "l6pAsEvQy2DfOnzOCVJrMkGTFiaieDvfyY1yWaVqOmob1cBL+5cituS2EGHQ+lr/SvOmMwrkaT43\n", + "/H6Bz+9aaEgRSjRIoaI26b5RLclUqcA7VoFXwc5J21EJTXcdSw8Q7nsGMS3IgKvrKLTd9cclUqxr\n", + "Ei9UnqSZI/IZGg1F06xh+dD6S9p5ifJfb5qiw/k5Wug02wa9HutrPXivIh2Z0WdJ1k2Lj+uOKNpn\n", + "SZVoCXSFoEr5wuadmBg7FSXtB3H1pGt9dlgOmFDSI+bO5kVPZLdwRdPwlFdqSXMgL9GCxCgD4q1i\n", + "GkGMOWLQ303XtO8g4tBr8EZlwTNMDhqJRovPu1bLDRXi9Me/bShBLzkYeOAdt+eaXa1i9PDxxXey\n", + "mQNFkLckyGCXNDt+UsBrhJz3Jw7KXUMIEoXfXL29OXzg9fOcvnLdPUHz6unzY41WxWYhpIbK7iHv\n", + "p64c8TNzFZxchiqyJotPs8jyWKfMT/YBr3/Es6Wmh0VIR6uo0KxxgP2cNeXYOg7mTI/FsktzZcC7\n", + "9OIcqFKlAu9YANy2EmgbdsM15UpYXloie85rSYKmP79OV7cVWpp+rN0EU287es95Ep7E0NFTAmOv\n", + "Vgd94YuIKP8E7tSFxwV4pQ0nPHGThhl0Az1syYdWq2mRNW0Ipbvn0y284rJXSjx4eK8bEWUXQmMX\n", + "8wLX/nIxfvzNz1Hc6cXq3MCGEv6wW9u5B+tqt7K/z85ejWQ/2PWQx7BWyyrlu51d2N3Ew/d3c2bi\n", + "y37bqHC1o3EzFiTLv0uUeyrknCZxoPvcjYFT14mxVODmVFymQeNi3yd/uTOXwDnju8N6jCnt4prs\n", + "Ez8zQNCrhWZcnncof1eAUEplIMsuQQS+0ujvxdlnKAKmALnnZS3BDQUX4vqv72czJVI3h2sKzsX5\n", + "Gafimg2/Y/el+cKhRGkS5J4glT/sLkicgsVJMzCVW/dZ8QUhl0fpAYJOOT87pO1VAPBmt7LCNqve\n", + "EjQ3eCiiaO15N07Gy38WfcnJe/fz/5YoWpXVV3WPiu8OpYUoFexRTm4oUXQ2bUL4hZwrr86HsX8Q\n", + "fu6Ncnu4bA6caUBA7YkvvnU6VKlSgXcMSL/3OVlhj086A5zTr4Fh+6P83epNLLXBByCb/4zeC14M\n", + "6t6gq1oP44Z75I817YPp/e/CG5MDDXexk0bsbN/bPJQzH/PGJRAyfnoLn6/rXwWvHXoxgRRuleYq\n", + "BQ/bofrQBgPcXY2zsa5OnvuqcfhPV2txcd7tKJeAKKUjaIIAUrykVeve5p0c9IrASykQa0r/DaPO\n", + "zGDXH7qkXqkDqazjMA63FmJC9GSWDkFuAfNjUxFrGDjHLS4yIijwnmqUdGnjLvzu5LnQOLvhCdOD\n", + "VdXo0m4J0BLsSn1kb5q4Gre1PMz/xjRanJd5quIyBCcEQT+acmlAd7NMcxIyIpNl0BpOd7bC1lIG\n", + "z6GUY03FtyeEZ3nYWCn+rtInRA34eoLi1roedDT14qGb/jhiRVEFcxJYlFew4ErOsWLhOZn46q3y\n", + "gNc2S1wKTpTefmw/CuYmKjbFKNnd7Hfq18hyppddlhu2swXtk1Age+ezp6s/YlUq8I4WGdf/iqUh\n", + "9J73TFAopeiuALsC2PpYMjYf7owlgAC8NfJqVoJM08c/QO/5zwdAJSsW2vJg4Ac6bdC2l6GrtQ6P\n", + "dl0Eh3c+2j2ReDz+6aF9SYrf4j+vp5F9pv86uqZ+O6Bd7mgUpSX8q8iDw/3FWdYIHu702gg4HXpo\n", + "nVH48LbTYZZc9MiztdwPQHc0bMbClKWKn5FmFgtqGm21eK/sVcxJXITs6AkwaT1welzcTdnqi6D3\n", + "7NQJ8NSXYUF8KiI0OuZUEHDxtMZgZx1/oazuLmOfY3QnoLDpG5lVVDBFx5GLQpVytMW0Dy3c/rg3\n", + "MgupejMSMs/ADZMuVH/oY1BUDCZ1T5gXL4+eUYT3iVN/wQ2SrDBFmAJaDAfTpTnL8U7FBlmhGaUz\n", + "ENySZRl9rgC9mQM4drxfvXHAz5P+pgZSbZk440JQOZAGEwE+FhHY/e7Ns2SPJecoA/mJBl6C3fVv\n", + "lKG7w4HpS1IC4FWazkAd0xx2F15+YA+zeRtsJHbqomT1h6pKBd6xIgFkLa8sh3Pad1jRGfnrunLP\n", + "9KUi6Hf/S/G97qzT0bf8r/zfGUsDQFIKzNpWPkqr3/MvOJb+nlmAGbb+n6yQiB7TSCy26txx+NC2\n", + "0Hf/iCsVaUPw+tVHb4Amv/+kd9o8hS8RRWBLhn3fkoct28e6ffB6k1gkmAG2awUcTr6T263f/B/2\n", + "tZbyF6+Cc/Fy6ScBy7lqwtm4derluHOzvK0wFcZQdPS83MvR5/BA44yADX0o6ehhrWs/58Cz3Cbv\n", + "hFTXUwGbowHfy52JOns3s6na39GMWL0RiWYLvH6BU+potbH2C1wVeTXSrOHZtp2TKkZTr8+bBafb\n", + "ww1aXPBwnN7AAfiM6ESclXIPa+V6uHUfg+id/TVCP5x8adCCJEExUXIQIL6PRQcbFJEzw4bEWdgq\n", + "eOOWvK8C7xjVhrpdsqYqcxVydwdKEQims9IX4pnid333M/uju+nc/wLw1tqbQgIvuTB8VrM14HFr\n", + "hEW23ilhphdQ9y6ph2tabtSoPj7kUaukurIuPHXnFgbJV94164TALmnvujrs+qKGpRVMmBXPQJa8\n", + "dn3XBe7Ekd8qXp8AACAASURBVNRvuTZneRomzk3AJbcPLkVp+tIU9YeqSgXesSj9odeh7amDrnId\n", + "4OiGgwNegt9gIOvOWeH7m8DXuPE+/r0KMnzzV2g7K1l6gfntS+GadInstX3L/waNowuGzX/yPVbv\n", + "kRc+lDrTkVm7lQNteZX/QCkFyB/5/EaCW6frfHg8/gVRHm69trP2sx12J2LM4pTsvoYGH+ySlGB3\n", + "UdJ0BrvBNDORz3U2GrTcTvbgy4ZKtDrssHMDA2lqAUVfv501DTF6Av5L2WMF1jgUIM7nHWsxG7Cr\n", + "PrD4iVIgskw6zE/I9hUMke/rI4vuGHC/kKOBic0K84MUsvOSyumR+/M297axaBtVz5O/8LKUQE9P\n", + "clVY+8slsgGV6YO7fPd3Uuc1STOI27Y8zNb3oVN+OuAUtarRo/X1O31/U+RVmr97rFrZD7y03Hhj\n", + "jC86nGlJ9uUF19mCF675uzDQ+2mgRlHhy/KW48WSj3zPpZoHBl4CMSnsUkU/AeOoBt4JVmbZRfmr\n", + "BzY3sHWmJhTUhezgVn4Ee7yBV4Bddm5x8O4vFQfa2I2AV+q1myZJGTnjiglhuygsOCeTRbHbm+wo\n", + "mJ2g/lBVqcA7JkWdx/ohNKLiczgX3i5rLiGL4uoMcGVKwFOrQ99pf4AREug9lYO/mXzkRLv5KLC/\n", + "337qphl8VHWZGG01ov9zZoiPUfbTFrzit5Kv99+GX9LIK4m6gFFjhFkxyViSOHBlf2uPE/GRYJFV\n", + "ATb59y5CaWMPfvjvvfzFMVKPhRPisMvGXdAHSFk9x6+rmr8yrbnydXDwhvX+nb4oRzYcz9U07uJM\n", + "UEuFQlQwJGhKbA4HqzGsSn4kVdZdi7t3/MPXRev2ad/GFXkrQ76Hiia7NDo8aUmBjQPazc5e2fMC\n", + "wBzqqGCG/NSR6+H9LzNIidFHqRHgUSiKsgqDQcrbfemMP8jyd49VFLmVNoiQfv8FkTUZfQ+re+px\n", + "arLcxUX4fpKo1fd/zuCL3Sift7ijUga8aWEAb9m+Ntn9lOzRbx1HxWy3Pc6nRhHobnizDB8+cygA\n", + "5EeLRZm/nZjUSWIwlmHfu3ee+gNVpQLvWJR3xUxoJipfSMz4NfBD8cetA8GUeN+CXyoQGmSv8WlJ\n", + "Jn87USpshHdXN2s123vuv+BJmBry5QLskoo6mzEnLtXXFnZraw1mxqTI2sRS9PaW/+zF5HwD0vPF\n", + "qKXw3he+FnNOHRoXOsxtWDFpInY0NrHiLWmrVIpC6vrznaUG+1Rlbnc5UdzViNruSsz3czgIJioE\n", + "mxcbni8ndaYiqCXg+Mk3D/rWZ0KQNrzDrZ1Nh2Qw8VjR61iVcQoe2PtvJJviGaT6AypFfAl4Xzf2\n", + "g4Vf1FgE3xJuW3T4vGarrNhPBd7Rpw2S4xPKd3e4JS1c+1/lerxW9rk46IvJgYlbj6gIC+xucVCV\n", + "GyX+tmg986LSZTMh4bQopgikIKr6H2sV/QSMc8/MCADePpsb/V3DR1zh+hf7jnVBtPpDU6UC78mk\n", + "YLA75sC9yYi+6Dt8KQX6nf+AvkgSHdYZYL+iP+qiD5wq/JTyXfujstRuVYBdEjVf+E8F35VNaNnq\n", + "9nhlUd9HPyuDKcaNhEyaStfI31teCHukCwnxWuTNbEReYobPJYFsuchU6pGF1+PBfS8xEFuSPAsP\n", + "LLjFt4xnvqpEdYsdEckzkJ6iQQZ3AWmxNSHBkjTwD4S74F6WMVnWhSsc0VSvf3X78dBXDbsDHtvX\n", + "dgSbGwtDAmq7duBTwVOH/jemv+MUmQ4Hnsa6KLdbKuoadryUahHz1KW2ZSSltt7snBCZrDhoHIwq\n", + "Doi1CxNmjc1pcsqH/fvGi/Dw97/yefMShB6v1IxSiftCdLyRtTpWsk0TdKxeu6pUqcA7xuR2zoZO\n", + "v3fElr+rZTpyTb2Ijzyi+Hxv3y+h1VbA5Qq0b6EUAEoFkOr+xDU4R78lENw5iPVckcx30XU7EHHk\n", + "I/l2pi9moCttYbskMYsVd1HhltTJYEdbXdDtIdhlEMYBsZDuYGvToy+mE6fOEAcPDifZkAkr58Wk\n", + "iTp2AwKj3POTF+P+zw+hpno+ohM7cEbqXLbde6s70dTVhze21SIzQ4clqeLypbBbWeVGVJQGOckm\n", + "1u6W0hc8Hg9Lq/BvOTuaJEwpv1v1la8aX5pGIehAe5ns/gvFHwRAr10zPn1oKdL+vQ33salymtJ/\n", + "kxuEhOtGMB4Ubhvh4RLl8A76PeakY/pMssSS+u/mjOKmDWEdM7N4vhG6mB0f4BX9dZd+K5d54gbr\n", + "ikYtfgfjtatKlQq840DF3RbYPdOxvk6eKxrhceGssleR37IPutyVcCz5TVjLo1QAmsafFZ/CwW6d\n", + "BC6/y4qkyCaLumi1O3p9nqseT3bAcu57+1AA7JLKIrn1dMiBt8tjxqPNqxH17gZYm7bh+5YPfc9R\n", + "1zdPwhR0Zy2HPmBdq9ktlKjoqjfIFLkAvtAC2VlyqNy6zYkpk3RISgpeJEUOCFEG/qSbP4luWtTX\n", + "r0Qa8vGfTdXYWNIK4risTB3mzVH+qheXuFFTrmENGqxG8TUer5d54g6m5eyJUrIp9AX+QJsceJ/v\n", + "d14gOP7d7mfYFLPDND7tgWhqX/B5pYjjz7Y8ghdOv3fcFt+R84FUxzOdgUTRWWk3tnB0rG1868o6\n", + "WQ4siaKhFJ0cy4pOEAsTPn6eT3HQRmhwy0Onhu1vOxRJ/XXJg1dJp1+Whwt/NFVt86tKBd6TUR/X\n", + "KOeyujjQ+6Tge9Dme+Chi+uRXb6IaCjYFVIBpLDrD5fa/mjcxemTkGIK7NNOoEuwp6RqXT4PdDE5\n", + "vo5ala5k3r6M1biswC57NnY5+NctyHDgvKW5KOluQ2pt8YD7I8sczbqP5XGgSF6ysRFmrK3bhhxr\n", + "OirtTl8xGm0Dg0o/HS52cdDqQUOTB3X1fJEeQe+yUyIQYdLiaHcFytoPw6y3oqTtAJbHfwfpyeI0\n", + "dWKiFn98rxRZE4CzzzQiLlb5AlFT60HRQSfa2r144PKpMtgV1m+stJxNNIWG8qL2csXHqSmBr9OW\n", + "XtyHFp0eNrcz7M8Pp8HA8RJFdO/a+neWF0ogJW28QCLvWKH4bryBrtT1gHRl3pm4bdqVx31d5iRM\n", + "5oBXbHAzEABnRh7bYKusUMzfzR3j0V12UZb4gEujrpTmMFLbR6kTgr8u2Y1Ra18lUd6uCruqVOBV\n", + "pQhxHgkICMBK0CtNDRishM9Y11SJTHMU9nfwRUoCUFN0UypDhBYOFz81trHKhd9Nfh53XzAF2sa9\n", + "0PS2oeRj+bSVALtXXkaRBhMOd/HwLKQjsEiO3ogOZ2CRw3lp+Wh39uK+N0rxl8j74TaIqQ4sr3Xl\n", + "X2BzudDlcuA9CUDX1nmwJCkdSckaPFEoB7QfLsrHZz2vY3MFn4dKcEWQRUVoU90TsfPoUWRm8heJ\n", + "CO4bHZvkwaQgudXRsOCtL9sY6JLOmZmMxRPigh7PsdByliK8VOle1VPP9gs75hy0CjmUDgV4pdft\n", + "aVEewFyasQj/rQreEOCBBT/mAOt1H8SMJoCkiC5BrbQpgr+o+G4sAy9B/X07n0ZGZBJLIaDj/kXt\n", + "9lEBu6R58ZPwcbUIvKu475PUdUEqguFjTTGR5u+OB+CldAElHeHgd6S2T5q/S7AbrONcOM08VKlS\n", + "gXeciiKaNb1dzKO1x+VERU87mh02GRxKRdBb0dMWcpmToxNYhK26p5PluPa4HIrtZimtgW7SZVOT\n", + "AiG6q9Nq8O+b5sJq0uH6Z/cwJwQC30+5C8TdF3DgnMx7tFZEHA5YtskUHPQEmzF/aKeoLkFia7sH\n", + "RY2NcE9uD7hQn/XE+9DYkvD2bQvR1uJFXIKGpRWkeOOQOrUbhqi0AFjf514rK7q6a8Y1eKHkfdw+\n", + "7QpmUv/Vay2ocNuRm8OfpOfP0yuuc44lBhmWKKz/ei/a0IPLF6Thxyvzxvx3kKaRydaJILasqwY5\n", + "kan456E1eKtiffCoGPe6zY3KuecGo/yiSvCc0A8lNNhYkjwTXzfs8UXxhgqQUicLvVaPF0777TFb\n", + "Z0m9Z6UiqBLym3e3HMY1+eeM2eO9rXE/y8v2z80eDbBLmh0vb3AxK35i0CjvcBR2VkocGvJmxo/5\n", + "3zOdt5X03lNF2Pd1He54mrezJJ9cJTC996JPWcSW4Fh47cDAKx6biZJ0hoyJMayDmqDETBV4VanA\n", + "e9KKUgosej2LeNKNXAikopxb6o5VZ+v0QWswGJbCJDUxqO5oR4KBr9CVdpLf39mMjU3KrWF3tdWx\n", + "DsQeN1CQHImMOD5asObWBbj8iR0MeqlAi/e85eGiQivCitWqwazpEcjIkJ9IKQUgI13L4PTmczMD\n", + "QDffmIC/vF2OLQmHcaBvC7xW5SluV9pmaLsz8OhnCShqdSIjTcdyaDNO24nbtqzFVbnnYmpuGjSO\n", + "SBTVdiG+YC/+VyWCNXV4ujD7NEyPn8Bgl/TIVTNQ3NWCtY3KVeATTAkyR4gzJidgTnb0uIBd2YWS\n", + "g9GJ0Vns72xrWsjX9jjtvo5Y/kryS5HIMCf5fFIFSaN4QwFIajzwxz3PySBoa3NRQKMMWscOR5dv\n", + "uwYCaGkjEul+uW/OTfjZ1kfY/cK20lGVhjFo4G0+MCpBV1CaX2e0JIljCTll/HbX02xWQjdMxaDS\n", + "hhOZE2PG/O84lCtDQ3/aAUHogzdsYK+ljm0/fJCvISHfXsFerKGyO+zPDJa/Sx3UpMA71vOjVanA\n", + "q+oYtCA+NFhQZyy6TYtKwJGyQMsoAuRcSyyyLdG+IjRBAuz6i1rLlnW3+sCZIPmovYs1TXDDg7Rk\n", + "DiLr3MhNEt/f7rJj7gwjSjlwXbJYj3caDmJSdBy+3GTDjpZIzJml73dBCBRB7p59kmnxc0XQpTxd\n", + "Ws+3dtahvNmG0ogN8CQUASaxfbGmLwZeY/9J09QOD3fbcGABXAXvoNbNPZ4NvNPP769VfAJEcifa\n", + "rElIi7GiSrtL8YJOU/iyi6wpSnHfp5msAU0vLp2fBrNBN66/l0p5kVS8JBRwHQ5iEcVOChyIKDUV\n", + "kEoaxSOA/KaxMKC5AEVUg01XV3bXB6RUrK/b6QNegter1/+WpWMQmD6x5Be4edPffK+lDnoPnXK7\n", + "7P1S71mpVmUuxvzEKb4oI+0DaRoGrccchba7o1EE6lub5MBL7YF/Nv2qsAYFJ0LSAdRQLMcGo5Es\n", + "6jpuA9cQ20A2YZTL+8+ffcP/xups7CY0qKgp6ZK9lloF0/Mt9Xbc8fRpihFhek2w/F3yBv7i5VLW\n", + "yENNZ1ClAq+q8E7EfrZPZH01PzY1AHLD1UXp8gv0rrZ6bGvlu4QtXUKRW7p1srSDm/PnYUdrPZKz\n", + "XYhP56O6Dq+L5f52mt247JLg6xAAuxKdkypGhr863MIA1ge2Ood4Am+eCVf6JmYvJn7z7OJrFbSn\n", + "tZi5N4QbvYrSG3B93iwctXXB5naFLA4c77DLojRRcsinVIECDoiECGibM3j0J5xWrgSPUoD85fZ/\n", + "yLq6UWvj3+9+VjFNgfxY/6eQbrGxYY8MXoXcY4K8B/a+KHstQR/5zUo/UymdgWD52vzz+WiVpJiK\n", + "0jAo//XJ4k/xSslnYXWkU9L6+l1YwMG0MNsw0irkjp8waBG279ezrmeNV0aTKL+e1NHXNaL7pq68\n", + "a1zBLhsUJJkDz1lWvc8T9/2niwL8cZuO2hjw1pXLbQmlrYIPbW3CzGWBjhjS1yy7LFcGxeQN/OBn\n", + "56sXcFUq8KoanAg8R0r51jgOeJULdaS5thF+R3xifiD8UQHZRRPy8Pa+anTUEnXKT66UB0y5tb6T\n", + "bZcDhfUN8E5WBlhNB3cSbc+Hc7oILZ7oioDXSbulydaRA7VwpmrJAo2s21TxOasUTaMpZBJ1uTLr\n", + "xOnI2p7GEIOz8Kb6/avxny9+nwOdxXis6E0caqtg7ZWfKX4Xt069nIcfbl1u/PqPQVMpCOSuXHcP\n", + "y+ftdtpkz9GylESd5DqcXSy6LG2l+9/T72d/U+qEAIPSNIxXyz7DM4ff8RX50XJ0Wi0uzVk+4Hbf\n", + "s+NJlsPsPwA4Ho1GtkjSGb6VfQa+k39OQArBaNA9s647Lp/z9Vtigeus09PGx0XZEPj7m7o4Gbu+\n", + "qOGDENubA55vqelhObtHSzqDLvfZX2/D9CUpvvQHJY21DnWqVKnAexKK8ocptYCaQAxVQv5wU7ID\n", + "SVEGLEhPYB3R/vR+MTYcFnMtt1e0Y2kBXxxCz3+0rwEeS0PQ5c7OisPeqk5EuTPRpTvKvy9VjMbd\n", + "OHE184Ul+Lh9y8MBeZgFMVnqAR6CPjj7Ydn9B/aJA46Krvqg70syhTdo8K/GJ7gs66yVPfZm+ZdY\n", + "njaPpQ+QPZoS7AquG6TB+LcKIgcAqQsAec+KECjCoDQNQxgISPXEwTVYnjovpGsARa79YXeo6z0U\n", + "ba7f5/t7ScrMUQm7x0sU5dz2kehIc8YV4yMn3z9PNntKLOseJwCvkuqrxNzeUCrd0yIrdpO2E9af\n", + "BDNfqk5uadVdMH602JKDN97qZbdQqqh0Y8s3bjh7+BNcebkbkbZoX64rwa4PRrQa/Hb1JCydKELQ\n", + "vf87hEse346fvrKf/f/ipmp4I0WA8jeSv35JNlvmvadcLj6ocfv+nNufP0ngM1chlzLfL19X1bGr\n", + "19MX9DljmE4JBJAUPZWmLPjDoJCOQOkJJR3KTUrOy1wS9DMoMj1YfSv3DMXHg8GhMOVO6/jykU8U\n", + "X0P5yF/W7sBjfo0d/F8zkqLIstRuzd8N4WTTlg+qGLyRyE1grLYUDvj9WXSYtDCRpROQ5+1PHlvC\n", + "CtP8JQXULe9V4uUH9vhycYOJGnSU7+NdLf76vXXM0UFQMO9dVapU4FU16vRhoRhl3bspIiCFguzO\n", + "Pv3IjW07nKiqdeK9z2z4/Ms+/P/2zgM8imrt4296BZKQhBQgEAgtoUmXXi4IUhQVUUSuCDZU9Pph\n", + "F6xYUbmIyhXBAjbsIArSi/TeQhGBkARCQgKk12/fs5zJzOzsZlNINsn/9zz77O7M7OzsOTM7//Oe\n", + "t+zYnUf9wsKt7vfD2CXUqZ32j5SzPRw4e5nSc/KFq0JhQHFqs2kx4zRBQO0b16U3bmtDPUJaWwQH\n", + "sVhq41dsmeGUWnrCfILRuRVAsCp4SG2R1A9Q7M2LygLy636vUqRqQGKU25fdEQb+8bBwb9DDgnlc\n", + "sxusfkfTuuFWg7H43OmtK5vLx9Q1sE2Jx86fe6DVaPphyEx6vfODyvJlcZuESFe7UEzfPY9Gr36K\n", + "XtzzifL7eHDG+YjVvrO2AgHLi5FluTIrqDkaXE54g8qdoc/oJjXmt7Ev7pT3rqfnvxko/GdZ9IZG\n", + "WgaM9RhRXGGTLbXblxcPANTc93Y3USFNcmTbeUpLytb4PzNRVqqrAVBTgEtDDUHk1z1Q7P86sY/5\n", + "z1Aven8NukL7zlwNBiosotQ0ohDTH2yj+paBEh8f/Yku5aQLEcDJ45sHdzIsV2wkYPWR2E0DzVa0\n", + "e6NG0CMps5RpbN5WbSEMMwi+ifBpgA6uAFzIeMqSXUq2WUl1ZQ/sK6wWZhLO16vOn6zmrS4PU6f6\n", + "rZS+l1kh2IdXLcbZut/QK0izXz631AMnDl6TjGrct0Shy+4zUkRz+r9gV20AHmeH4Ne8LNw7iHYm\n", + "x1rsZ2yzwSKjxK7kw3Q2Y50i7PWZKioCI5/h2s7nL+4S2QekQOw0pGGN/r38G9Wwdbf/2GYa0a+G\n", + "fXVvfjSGUhIyqVXXIHJxcVa2PfjXeZF1QU9zCF4AwQuqmuk/xSrFJNo2rEuz74wRwjPcz1PJOLD5\n", + "xEVhdWVYwHZpYjw9FWkSnuxPq6ZrU0ufTX2pUo6gH9diQLHg5YwLRZZR0XoBq4eFCgf3WJte5sh5\n", + "TrMk/Xh5O70FEpQNXzfjaHkuKlGeIKMAz+Lcp9IXl3ks+g4xBa/3b2UXgq5B0YZ5cPWBcNz3jXxC\n", + "FOswf1Y9I8D0D71OCGL+nqENe9g81pkqa66175XHy8/qY5dBlZwx5IGWN189vuJAqb9tVHcrK3rL\n", + "LrfZor4vO1xWhspk9+p42ru2uK3Z0lkb/E/Zl5dTkjF9x0SKHLzXDQqnI1uTLLI2hEbWFS4R/BAD\n", + "xw4Boo3YAsxuD5t/0c5GsBUZLg0AghdUKSwwpdiV7zccS6EXfza7EHBhifhUrc/uyA7WBWKj+pai\n", + "p3tzf5til2HLV90GF4TA5oIVcU7mnMJOmQ00N2N7cmzaCrRha+HcHtOEtYzTY5W38hYopo6bl3Gb\n", + "e5Qvv2awp+WNkt0iuJ/1AvaWJv3ooVa3Wi36oA+Ea+IbJvZjKy/wy9fdr5yjZZ3m13+vHha5D7W+\n", + "lf6M30Y3qES12p2DP88PHrDxOVwRLDy2TPOecwrXJLH7x4KjQqzlZBbQ2Kfbl7g955v9cmZx1hlO\n", + "RdZ7dNNacf0+Mb+PELynD6eZfnMTsWzCi52E7y67M+jFsRoWu8071qcj28zZWaRwlvvVbw8ABC+o\n", + "VB7/5qCFNTbLNEKfuey48l4vdjnIbHCMdZ/XpjrBy+nF2jfU+mzqxa5k3+V99OvUiXQxPZ9uXfET\n", + "FXolkVOer+ZmXGHWDFh1KxxrItPTuXy+oPXctAE1bHGd0XGyoZDsF9LJ5iCGA7HkgIjTk5UmC0F5\n", + "fFplAJ46LR5nluDyveoc0DfoLMhN61gGVJ646n4xbv0MxRfYqFCGej2jF/Vq625Ns+zKTAG/Lyj2\n", + "/R92X6sSK3l9984BSk8zB1z6BXvS1Lm9xHNtgYWpXpwa/X6jIhHRPUMUwasMTEO9IXYBBC+oWk4n\n", + "Z1qIXQn761qjV1SAUjLYiCZBXiKIzM/LjTxNN5ynhjbXrNfnO2VLnYw+X5WwgzaYbsBsvWKxyxS5\n", + "pSs3ZJngHzgm1tKNlTe1lZ+7j/bGahKKUlyrBSwv07sjGB1LZeSzNfpeDsCbuPFVITS5cMJTbcdb\n", + "WHQtxL67rybfMcOW5l3JsZprSV/OmK8p/bXG67kC3MWcK7Q35ahm4FkTLLtsyf34ia2iSEJuVj5N\n", + "/36QZr06YwAze9NIzXuuCKZ2ZRgzrb3NMry1Bb8gS8FrlNWBfXn1tO6GgGAAwQuqmF/3JGresyXW\n", + "ltBlbu0cSg8NsC0o6pmE7ntjY6yuXxq3SXnNljqeLn5pz3whdoXYLsij53Z+aPG5mjbVWhtgK7qR\n", + "O0J5hbTaOl9VArasLOj9vOb9DSX4BDMy3/FTOz5QgvS++2eVZht9OeM9Btkshq98QuQy1lNTBpPn\n", + "T6fTqUOpVgWuLdiVQV0RrOuwxhTdA8GsQvAGa12VrFWck/68msFpT7QhqD0gLZkDwsL2t73F1h92\n", + "U7i3d2PNNtc1qVdqsVvi95rE7O9ntxTfgBv3Fs/Pd5hI45oXp45SFw/g6WlYd6sH+nRjbMF8r9vj\n", + "Fb7fJrU0b3KUqkCKUXYKLmdc/NpS8BqJ3eo0mORUVy/dtkrkd537uKU/dNzRS2Xe96nDxf85jVr6\n", + "0bhnO+CCloI3UGvh7TzEeqGeDv2Lr03h19u+PhoQ1Bpg4XVAOONCWmZxxoV3x8YI0fvV1niRiYFf\n", + "P/6vZjTtu0N07lKOVbHL06zqlFG24FyjaxOLg0HU+UxZ0HJU+qHUk5obNYvdpYNmie+pzRWfqgvs\n", + "E6umYQXlN+ZzTKYJczWdK7X1XGhZr4nN9XtSjtK4ZkPsTjOm9h2uDuxbn6CkCuMcr/yQU+sshk/u\n", + "L301Ov5cYUEhndxXHLgb1QHpszSCN9hTtPP5q9XWBt8dZXVbDnITA661CdS0vb/IzgAABC8oF+yP\n", + "xze1Nn6RJU4bx6Vk0aNfHaQ2Yb7UJMibDp4tTgjOGReC6pqtqD890kUUekhNzxPZGb66v5PFvtg3\n", + "cMqWt4QVli22DFvglvSfaTVYaN253RqxyxjlM9Xn0OUSrhwoVJsT4FcnuJ/YNzUxM1kIU3sLTNgj\n", + "eO3JzlHzBa9lVTi+5uR1uO3CIU3OYP16iT7PcHVhy6/aVFcJxy+Rl48bvTp2tWFBBDWcZ5b9etXb\n", + "vXf/Ro0LhKRRi3q4mHVt9/SX/UUxjhTTgMPIdUHC7g5S9DaJ9kfjAQje2sjrsz6gU6fjyMXFnM+x\n", + "Y/sYmvzvO8XrU2fi6OP5iyg9I538/fzoockTKDTEunWMg144+EXCNy9bgoArpLHldsvfqeIhkRkX\n", + "fjy1Try/rekA8vVwFQ9r3zsv9idNpLkUwduSD4tE+XrYOvvOgcWaZSxojfKZlpRDFzg2LEzLk28X\n", + "2IYHtuz3rh48jo7oR+tNA0p9LmIJB/Fl5GWJa5evK3sC+xwRo8pdnPoq/VJuiWKXmfnbEPE8tdev\n", + "yjIjsctEtIZQsyZmbYldvejNSs9FowEI3trIpUtX6M1XniO/elqrV1FREb0/dz7dO/4OahvTivbs\n", + "O0j//WgBvf7S01b3pc+dyW4A1twL9BXS1IzpGiYyLqw7t0spxMCi19b3shXJiGevBpqpUx+NWjVN\n", + "ycAghS5bbvuEdLBq/YPYBcA65nRsnwjRyy4JU1rfSpfyMjS5iOW1VpPSjMVuO2+xbO+6BCrMLzLc\n", + "PjyqHsUft/Tpbdc7hI7uSqaczHzDz7HfaXjzepSdm4eTrZziWF+9DQAI3lrClXSTIK1rmcqFrbs+\n", + "3t5C7DJs+f3m+18pPj6RwsNDLbY3qnnPnM1MMhS8i7aeVSqkqenePIAm94kQrglS7P738Lci0vuF\n", + "DhOV7aZseVtZr2dyi1FKhSoJT6nytPajbW7TiF3mlU4P0J/xW5VgNQBA6WAhy6L3+uDidGb6XMTv\n", + "d3ucfNy8alRWkyPbLQftbPU1EqwtOgeK6XQjwXvv613pt/mxtPKzY8YD7sg6VrMQAAAABK89I15n\n", + "Z3rhlXcoMzODfH19afwdt1BUs6aUeO4ChYZqU7eEmd7HJZgFr5urC7m5md0g7l03k/YmHzfcf3Je\n", + "Knl7uWuWvb/iBH1jErxGDG3XgD469gP9dU4b7c0lflMK0sSNNS033arYZd/AidE30oakPXQ0TVuF\n", + "Z3XCydkCQgAAIABJREFUDrqxidZlYUSTXjSkSRcaFNHJaoECUDL6Pga1s89GRxX7wHcPi6ZGfwdT\n", + "mHcgBXsHUO9G7arst7KfZ0ULRt6nuqABB0LpLbQtOwXR0HtaUYtOgUL0JsWl06rFJyi0SR0KMT3U\n", + "fRDVNpBWUrHgnfRqV+o2tDGuM1xnlU7849Mpa6951rT52h/KvJ+8vALKyy/ASQDB6xjMeecV5fXB\n", + "w0dp1px59P7rL1Jubi55uGsvVHcPd8rONlf7eXjzOxTiFUj1PetqxC6Lxv6hnZT8tcdTz1LfoGKf\n", + "qYsZeYrYLXLOJ6e6CURXQogK3EXO3cK6p+mrHSstjpPzed70x1Ml/h72A8zPLaL5PZ+zCJThIJnZ\n", + "+74rFteNrqcno8dTZhZ8usr7h442RJ/p8XOuS1/1Lf5/qapzhC2q70zaICprRbYLoFFToitkvyf2\n", + "pCgClwtBNO8YaFHqNrJ9ADXt4E95BaYbf1YB+Qa601srhxm2SXBTX7GfKynm/9gWXQM163Gd4Tqr\n", + "DPLjEhSxK87z/reYf8u/+pLf4w9oti0ynddOV+N/AARvtSKmTUsKDgykU3FnycMkbnNytRdqVmYW\n", + "eXqa/Z92Jsca7oNzZ3ap30oRvOqqSieSMujDDUcoP+pHKnLLJHIyj/xcnV2pV1AnerDlLXT/tpdL\n", + "dcyyLCqLV31gUqt6ERR7SRtBffxq+VOmWS3NmwpAbeKPBUeFNZaDwfixd10iubo705ML+wqrqx4O\n", + "Ort0IZva9rZd5ltt3eXKXeyuoBe8LILtHiAEe9KMJYPQYaByhG3CeUr/9icLEZuxcq3h9lnr/6J6\n", + "940nJx8fKrx8mdK/+Znc27Uhz+6d0ZgQvNX0IsgvIG9vL/IxPZb9rq2aFH/uvM0sDdM7TKQBoV1p\n", + "Y3xxnXgOYun705PkcvwmYcHN9jlBRQ21Uc35hfm07vw2yipMp7Qcc05Fjvzm4gCZBTk0eZNxxSp2\n", + "X/ik17M068BXhgUgeB0L3n0px2jB8aXCSqwmzAflJQGoqbD1NTk+g/Zv1JYyljlz//vQZsrLKRBZ\n", + "FvqNiaTBE6LorXvWKz64o6fGUN/bzBXikk6nU3CENhbh0Obi/XLlLnZTkCV/Xa66T0RE+6EjgEMK\n", + "3aw1m4SFVi14i3LzKOvPDYaf43Xnxt4vPiPxunwFgheCt3qQnpFBmZnZFBxkzkCwbecek+DNp/DQ\n", + "UNMftjPl5uXTgYOx5iwN+w+JE71xw3Cr4jPUuQXd8O5WKnIxCUtVOs1C90tU1GIJ5bnmKFZdI9SZ\n", + "Fv6v7V1KqVYuYcpi9UJ2KhUWFYqANPbh5Xy4vq7eNKPjJKv7ZCsvP9gK/POZ9Zp1ET4oLwlATeLy\n", + "xRyTkN2kiFZbgpMtuZLNP58WRQzUAWc/zj4onv2CvGjB8zvMFbo61qcHZnWnn/57UElHJit3sQ8v\n", + "LLTAkUmd+T5lbdqmWZZ38hS5RTYRr7O37hTWW2uoxa4YVG7ZSVcW/0CF2dlU795xaGAIXge2gOTk\n", + "0pyPF9DlK1fI1dWVQhsE07THHhBil3nswYk095MvaN7CL8nXx5emTplETk5OipBUuwuw+Pxu63kq\n", + "KCxihSt8csml2CVCuDDo8HLxoNzCPJESTM31wW2ph+kh4SwP/JCpweb2mFbq33pj454awcv7koIa\n", + "AFAzOLEnmS6czVC9t6/KGefM/XnuYYvlLHplVS7eht0Y2Nq77ruTyjao3AWqA1mbt1uIXebCw8+Q\n", + "S2CAeF2QXFzZr+7dt5OTuxu5t21NKU+/QoVZltlHeNmVxd+btx8/RmwPIHgdkvoB/vTKC9bFI2dj\n", + "mPmicaAYuwssPXqY8jyTRJJ59s+9b80+ZX3/gimU47+L/rpsPD3i5uImLLcpOZdp5v7PNKV7B4V1\n", + "qfDfygJ9xZD/UnJ2KoV41bdafQ0AUJ0Fr7HA5YA1tujWDfCgyPb1RYlZC0GQXpwmkf1ppbVXn3lh\n", + "8cw9xf+RUfVoynvXo+GBw8JW2bzjJ+nSnE+tbqMWugwHonkP6U/O/ubqfl79e1PG8j9tfk9Bahq5\n", + "NghCg0Pw1jw+XPMPfb8zjaYMbEnTd8fSpuPFF8yQtsH01NDmtPF8Dv2101jwRvs1NbtBeNdXSvcy\n", + "vKxngw7X5Ji5xCysugDUPJHLrgbqamVqWLw+9H4PyrqSp/jYqrfldGUc1Kbm3pldadYk4/8udSU0\n", + "FrwAOCqFqZfo/H1PUFFG8awHW3P1AlePZ4/OitgV984h/YTgdY1oRG5NGlGd8WMoadJj2u86n0xk\n", + "ErwJw+4Q731vGkp177sbnQDBW/35fmeieJ67+h/Nci4LfFf3huJ1y3oRQsByOjCGxe2iPi9ZWFe5\n", + "dC8/2Mp7fYO2QpgCAEBJsC+t2r1ALWLFTdgkZMdMa09evm7iIeHKZsc5rVhWPt3+f+3o6zeLZ6d4\n", + "u4Y6Idt1WGO6mJhhYUEOi6yDTgAOxcVXZlH2lp3kc8twco+K1Ihdpt4jk8izS0fxOmvVBkp99yPN\n", + "ep8Rg6neg/dolrmZ9hPyw0Jy9vIsXhbZRPj/SgrS0jSfyVi+CoIXgrdmMKB1IK05kmyxfFB0EIX7\n", + "my8KzrSwdNAs2p58iC5kpdksDzyn+xPmkSRyTQIAVLBrQcalHMWayq+/eWOfRfYFNZxv9743u9Hp\n", + "w2miwpkermwmxEFiprD6NusYSHtWx1Pj1v7UrEOAEMyzN43UfIbF7pxHNmuW6TM3AFCVsABlsctk\n", + "/vw75UVFatZzLl0pdoVobdvaYh8ygM1iEKkSu2Jg2KsbFaSmCiuyELym58v/+0JZX4Qy2BC8NYVG\n", + "AV5C2Manmv3c2LL72b0dFbGrXGCuHtQv5Do0GACg1EL31bGrRbAYC1A3DxfhT8tZEXiZLR6Z01M8\n", + "G4ldNdLFIaihDw2e0MLmtuw2oYdTkQFQ1eTuP0Lu7VqLjAmK4CwooNzY4qJQgW9MF9tohJCBz61b\n", + "VFO7vtN71A3i+fIX35qf532OjoDgrZlM6NmI7urRkF5deozWH03RWHYBAKC87FufoAhbdk2QwWN6\n", + "sdt5SEMacneLSrG2dugfpgS8cQCcFMwAVBVsVU3/+XfhiiCtu3o4e4Jbq+aG69hSK7M3cFEJ9tO1\n", + "B7b4yuwOFt9n2o/elQJA8FZr2Kr7/IgWpufjit8uAABUBHvXJtq+4bo40bOLBwjrbKUN9F/sROHN\n", + "61KT6ABDiy8AlYG06Ep/XSZj6cpigdMgiPLPX1Des9i1ljLM76lHhBuDW4tIco9pXapSwS6BltcA\n", + "gtUgeGu86AUAgIrk5H7bOXQ7D2lUqWJXiuySXB8AKCuKtfaW4UohBxa3Tr5elHMglnxH3VCiRZcF\n", + "a8Brz1HBufNmAVtCblze3nfsTWW7Hvzrat77T5tCXv17oSMheAEAANhixuiVmmpnEramctAYpxjL\n", + "ySwQ2RUG3x2FBgM1TuwyHHDmEd2SsrftocwVaxSLbfaW7UIAM2qLrtqFwGtAL3INayAe13wA6F+P\n", + "3KNbUWFyisjD64EywxC8AAAAbMPZF4zELiOD0CQyuwIANQHOdCDFLsMBZxdfnqW8l+4JUuyqYQtt\n", + "0OzXKkXgWgjeunUp8O0Z6EAHxxlNAAAAjsOpw2mGy4dObGmxDGIX1CRyDhwu1fZqcSstugBYPV/Q\n", + "BAAA4DjEH7tkuLx5x0A0DnAo2P3A97ZRSjUydfCY2v/WHti6m/nn+mJx0iiM8uOKS1+7t4qiPNN7\n", + "6bKAoDAAwQsAAJUIpwfjnLhGyApoXKFs3LP2lQqPi7W08HLVs4hoPzQ2cCjY/YArifkMG0QenTto\n", + "gsfY/9arZ1fK3rqTPG4fZTqJzbMRhZcvCxcAKZjVLgxq/KZMoqL8PHJr3YJyNm8nr0F9xHJ2azDK\n", + "mwsABC8AAFQwWel59PETW+nC2UzKzcqn6d8PEvlojcQus2dVPI1+NFpT1ldy4WwGrfziuCKIzxwt\n", + "FrxPLuyrVFYDwBHhSmIsWvXCVfjfPjeTCrOyybWwkLwnjhMV0C48/IxYz/lreZ0RMl+uzKwgxa4Q\n", + "LRC7AIIXAAAqh/On0+nUoVTl/cLnd9LUD4sDyjjwTIpdhq3AO1fGU+/RTcT7fesSyT/Eizb+eIp2\n", + "rogTBSVY8H76zHYlYI2txqGRddHYoFrBwWMsVFnMSkF76dcVlHnsb02wmTWxK859G/lyAYDgBQCA\n", + "SiLuqNbPlnPlXr6YI6y8fyw4qhHDkqUfH6Y1X58widtCwywM8ccv0f6N55T3vW9pIvLdAlCd4OAx\n", + "t6hIuvThQmUZW4GNMitIwpZ/jYYDELwAAOBoJJ2+YrEsdluSqD72u0nwGsElgWVZYCMWz9yrvL5u\n", + "UDiNmhKNhgZlhn1lszZvJ5+hgzS+slJcpr45R7gYsD9t/deeLbVF9dKni22K1qxNW22KXAkHnwEA\n", + "wQsAAA5IwsnLloL1tT2GwWs+9TyEi4MRbBFmyzDDFl6GrbrDJrVCI4NycemDBSbRuY2y1v9lITxZ\n", + "APPyq2cz5R0+Ru4dtAMs9sFlZIldFsdc5Sx3/yGLymZGojXwjeniOfnpl5XvF7ly582i1Jnvi/0h\n", + "0wKA4AUAAAeF/Wy52pkR7KurZ+QDrejrN/dplrGonfphLyF435iwTmP5rYpSwaBmwZZdFruMXuwm\n", + "DLvDcvtdexXBy2I4x/SZ/LPx5GMSpM7+/qKU75XFPxiW8PXqe71N0crC19vLnTKzcpUMC169upFH\n", + "u9YQuwCCFwAAHBG9n6012Krr4e1CLiZhyynJNv9yms7EplH09Q3o1sfbiiwPMvvCiAfa0Pfv7leE\n", + "MEoFg/LA+Wwvzfm0VJ/J2b6b6GrOXHW2hfTvfhXPmX+sofzTcRafY4ttnfFj7BccVzMseJsENGdp\n", + "AACCFwAAHAy27OrFLlc6y7qSJwQsw2nHcrLy6fF5vTRW2ifm97G6X87csHdtvLAaw7oLyoM67ZcU\n", + "pOyawK4DBckXFauvGJSNGEyZK9aKgDIu8GBk+ZUYiV1xvpexuhnELoDgBcDB4JtEyrQXzTcPHx8K\n", + "nP2q4tMmMQoIATULts6qxS5bYp9dPEARp5xLNyUhk1p1DaKLiZmlLvn7yJyeaOQKhKfxXUxCjMWe\n", + "s7u7UglM+qHyFH1NhN0O1Pg/9xgVpWeKPLbcFlytzKNLR1HFTAjZhPOUs2tfqb+HhS4VFJLv7Tfj\n", + "ZAMQvADUBNgXjv3OzFygvOMnxU3DSOyC6sfRXReoURvbhR0WvrCT9m9I1CzTW2L5tXxfWrELKhaj\n", + "a7Lu/RMs/FBrmuhlMa/2sfX+V1/y7N5Zec8DdZ/RN2o+49ntOrsEb927byf3Ni2J3F0p45c/qM6d\n", + "t5bJsgsABC8ADkq2agqQydmxh1wbBFPaB/MNAzhyY49rBDFwXGQltNFTY6jjwHCKO5pG0T20N/Gk\n", + "0+m0d22C8l5v2QWOA1swr3y62HAAenne51SQkKhcs/yeH2XNEsADYc8O0WLWh2FLafq3P1HWmk3i\n", + "OCp7poe//9JHn2vErt/jD5T4OY/r2hsuD3jpSbo44y2zUHZ30/jc4v8NQPACUMNgd4bcQ7GaZVe+\n", + "/onSf1gm/N6MSJn2kki67hbdkupdDQIBjsdv7+2gtKUbTa+a04+zD9LPHxwS1c5adwumB2Z1V7bb\n", + "suy05nN6yy5Pnbu3a40GrWL0vqtGZCxdabls+SryGT2cXAIDlGXWfFmlOHa0WZ209z5WhLYQqC4u\n", + "drsasJWWHyyY1Xh26Qj3LADBC0Btga04RujFLltT2BLMpTL5psNWXn7UMd1Ipe8gqFw47+137xzQ\n", + "WGdnbxopnjnTgvfyJTTEM45cqJB25bYQYpc5eeCieH1g4zlq2i6Ati0/q3y+cSs/TQYFKXzkdDmo\n", + "fNSWVb2Q43XC19R0vWbpZmrU13LSpMdEaq3C9AzDWRu1ONYHfllDLZpZKLtFt9JYhCvyt2f+uV6z\n", + "vLSBZMHz38eJBCB4AajNqN0ZeBovLy6BijIyijdwdqbg/71Lc189QX6p6fQvz12az58b9wC5m250\n", + "gW/PsOv7WDAjernscLnemXetETlt2fVAitjGLkl0piCYpvb6VaQI8zqxn7q7maPOB5n6rIXpNW8j\n", + "+d+TAXRkW5JmH+yXq860oLby8dR43vG/yf//pqATKhGu9JVp6gNp2WREmqxJd5HP8H9R2jsfCl9T\n", + "lwaB5gGs6nrm3LBcEEGKXr1otCaObYldI0spI84T04NdA1hY2+NqYMTFV2ZpBLnMwKAm6IPXyS2y\n", + "CU4OACB4QW2GU+/I6GR7bi5qd4bCKY9RYaELeXw6W0nkfjAngnJ+vUgn93MRghbU2uMsNXTS3vDy\n", + "T56y6/vklCwLXufgIHHj0meDALbZtz5BKeAghepAz93U2f0orcruJCy5ddb8LN6rUYtdhsWueh/M\n", + "gAF1laljt+gWFsn8c0xChAVRacuzgrLB10vGD8sslrN1U1rb/Z96RFnud/W1FKzshsIPe0rfGmHk\n", + "+8viM+3NOTatySysXU2CVB4jfz//J6Uv+YV8bxslZoT0/sDWjlMvdhmIXQAgeEElo/dtlO/5Of2X\n", + "5YqloizTwerpQhYYahcD+R2cY7LO2NHiBpL8n+kiuwJT/+0ZlL11p+k7h1l1N9BHOzOvT9xM1w0K\n", + "p/FvTBdT4m/dc9UitOi4ss3SjG70QOCf5B7WQOxDiKasbJHD0jWikc3fJNMJ8faFpu3T/tpPCa5h\n", + "miAqFmBsdQSWGOXIvdl7I7VwNbsksCV3kM4CX+TkTE5FhRb7CnNJJl/nLLrZSzVNvpQoU3Uu6+F+\n", + "S5n+OuUdOkZuraLstupfK4z8UCvD9aK0sxRsKZdCz26xG39OE6DFsyj1HpxgU+zx4NH/2cfIX90e\n", + "d95G2ZE7NG4KsvSttNayu4Mazx6dqc64Wwy/S/8dfJ5IK7LmN8/7nK7MX6QMnKSlll0m3Nu2ody9\n", + "BzVitqyiHAAAwQuuMXrfRvneyFIho6XtvRnrb+R6f1q5fw5Q4aTqPIXI/rSSi8/NFDdl9utTW2ik\n", + "INdHO6vFJvt1cunYPxYcNf7dhT60veVYuvn1wXTxxbcpm6sXCQF9WiN41ZZmroqUe+KkhcDOev0t\n", + "ceM87elL5wKjaXtOSzodV0jTvx8krJjedVxFNa/ajsy0oMbFpYiCnC8pYtcabg8+SJ6HdlP6+i3k\n", + "5FuHitKviOVjvdeSm1N+mQZ5on/ttOqX9doyEoh6q6DhZ0t5rZWWjN9XiQpf+lkKnilxDQsVx1x4\n", + "+TI5162rfIb/F0Tg2LBB4nflHD5q09fVKECLXQTKkiJLWnkZKVJl6VtxczTtUwZuyQFsaSyoaisy\n", + "W4TVgW7C1//q+SJ/C/+XlTYnri0BDgCA4AXXAKMbLt9cs7dsV/7YbVkqeFvGu08PIQA5StjoO0qD\n", + "kW+eELtkDkDhZOwFKamUu+eAYdR1ETnTJ+k3Umqhr3jPQnP1ohM2S8tu2ZVPw02i2K1ZRLHgPX6S\n", + "vPr3MgvZzdsp9bX3xE2VE+Nzm1gTKOIGm51Ojc5uo0a0zXR3MwmEuxaJ5ZdMDx9dFDX7qLq5u1DP\n", + "myKoX6cC8u/ZvtaJ3WCXVPq370pyqeNjElfmZSye1L7XLD5ym0dT4IBO5DW6L7l16kBubVvThQen\n", + "UVF2jlWxy+KC4cGJnNI2sgLaa9UvC3qByCJSLwJLFM18rZmO0dV0juqvM/XMTGlcgNQ+zXKWQuas\n", + "vvzZt8LHmQef8nrk43YJrK9cp/xZ/TXI7gl6v+jyBmiVeEO8KnYtrsMyCkr2FVb3XWkImv0apS/5\n", + "VVif5fnGrlYscHlGCEIXgNLhlJGZU4RmcDy8vdwpMyvXbsuSvElVdpqksqboYcuMe4cYqxYNtkLl\n", + "7j9UYpAG31Auf7VEI6atBY+UloN5Tem3rO6iXKwsHaum85CGlJ9bqMkEwHA0f5ewZGq+c8k1bfsP\n", + "nP4tshH06eNNPfZ+qiznAC32S03uMYLavXCnWMbTtvqqUzVN7LK7x5M9TQOIvXs054ycoi7pOstY\n", + "tpIufbjQcDtp6eM2zF67WQyWJOx7zRZAtbBml5q6d48RwoSvD3vzotrCImjJ3U0I35Kuv9Cli6z6\n", + "lqqtveqZGU7TxQMzEWjVvzf5TZ1s1zFp9n3PHWKgd/7usgXzsaU48N2XKf3H3wwFfXUL0JKzU+qB\n", + "Ewv2OreNNP0P7idnk9jOWPqH8l/G55zR+VbT72cAQPBWA0orNuUNRt641FOV6j8I/U1FnR9RfZMq\n", + "PJ9UaWmSShK6etEp38tnKQBKCvSwBt80Al54QtP2LHx9BvUjz/49KfOXPzQ3EP6+fFP72OMPV9Su\n", + "PX22JZSSCvyFiLr/7e700X+2WGz3/DcDqX6oN33+4i5RWpZ9eyV1nDPpId9fSvWb2KKcXWQSGE45\n", + "dm1/KK8JRbieIx+nXHKiQsNtMn2DKKBthHL+8LnWYOGcail62U/3yLYL1HFQOG1ffkYs4wwLGcGR\n", + "FB+fRwP6elCXPZ9pb7QlCE39jZh9LuUUtL0FCdgn3CU4kLI3bxd5mo0GaNzuIYs/EqJYfe3UueNm\n", + "8h19o8UUvixskPf3GfGfYk+e2ZJEoLVrzcjViMWmnA1RC2N1wQWjY+LvltP/7FvL17s9GRBKS1kL\n", + "RlQl0jrLbVRThCwEL4DgrUXwlFNhapo56GDpSrvEZurM9w0FnhS+cl/WYMHLovHKl99R1vq/SjzG\n", + "ikwgbkvoqv3J1DdXvjnVuXec+INnMSrSBY0fo1jdSiN6y+Kzxjdz5waBynSlFDVqhKXl9pvFFO57\n", + "92+kU4dSxXJOYzXu2Q7CXUCPzOvK/r3nz6TTG+PXatY/0/A34bNozfqVvWuv5jikRZlTYM1YMkix\n", + "HGp+i4sXuRdklasPeZqZLWeODourVVudadVPCYbrZQYG5fqpH0hFKcl2Cd1rcSNm4Xvx5VlW19d7\n", + "6B4qSDhncf3IdFV1/32HGIgoA+Grgrk02QRKutZ5fzwYzDkUazPnrOF5ozoOPofUvvFShHqPGkpJ\n", + "9zxq1yBY4j9tirAEswtE7tETVJSeSZe/+NbqcfjdOpy8J6KoCwQvAKUDPrzlhMWu+gYmInAXfmVh\n", + "sVXfxG2lrbHHPcBaJaCKRm+BtibEjawtIpjkqUfIs+t1ihVDPqvTBcltZXSzNfFbnuAMvdVd7Ven\n", + "Z9+6REXsMupCA2pYCCvWMBcnCm1ah95bPYKeHvG7khqr3vwPhDuEvs9YjPneNlI8pGV6365M+isn\n", + "RqzvNcr8G9lapxHo/QZSwwmjKOn+aSbla9sKnOvsQe6FxttwPmFHRc6SbB/yKDV0uUDtyZk8vCLE\n", + "QIAFbgf347Q3N0pYtDu5awWXFLulqTRVkbg1j7TIGqK5nuYvMlwnfc31llBpHVaLXemiofcbltdI\n", + "iRYO0+d9Rt8oSsUaXWd6UaoWturjUItdvduIV69uhv9xgXPeoPzj/1Daf+cp38Ht5dHdfNyiQqHp\n", + "wevUgld/7UM8AQAgeKuAjD83WBWuUrxKqy9b+ziKWS8WPbt3sfBDLVUnqm5SFeW/qrbkWhPiJU0r\n", + "8o2wtFN2UiiLwYHppmlPyqEK68tLOfTt2/s1olZdRlaxMAV70uhHoy3bw8+DAhp4UeI/5mj/i4mZ\n", + "FB5lHvBYs7wtWZZD2zd10IjnLsO0wU4yfZJs63qT7rTqayrEyK3jqcgvgGj+bOOBVUaGyA4hB2Pc\n", + "1559eghxUxXIGQ8lon3MSCF2zX9QhRTj9g9lF7kr1lx9Hl09FR3IZC/s99rg6/9Rzu79wmfao00L\n", + "yj1whK4s/t5chU8ldvnasbdql9Fv4/NJ7RNa2sGg/jqT17J6wMkDs3qPTi5x9kXf3rxfPpfUVmTu\n", + "W3aT4GcWx3KfHp3aW6Qx432FfDOP0mZ/Itw9+D8AAAAgeKuY+i88UaJYlemA9DfH4I/eUnz3AttN\n", + "V6x9/MzTdl4Txio3BqMSmbZudGqLIr/mG2RJPsb2Wo6vtf+ccjPmqkkq14fyitmS0nhxKVrezkjU\n", + "tugSSCd2pwj3hTHT2iuWWz3sjqAI3nNZiuA1YvvvcYovqqTzkEZUN0B7nOr0SYzP8MGm82Cr1XMu\n", + "/K4hIlvDoj8SqeGpv0QAm6dzPrmGBimDodR3P2JfDHKLaCQGM4UZmVUieNUzHvL3pH9n6T5iTeRK\n", + "dxm1+0xV+nayePPq2VV5Ly2WGcv/tLh+WFzyDIhLcBBd/vI7TaET3oan+S9/8Z0I7DT6XeVNSWU0\n", + "CyOX8WCIg+6MhLEU6tbaWm1FZvcJjy4dNdke1Pu0ZpXm1GVqH30AACi3toAPb8UgxSpPl6uFqzUC\n", + "XnrSMPWWRE7bCYuLzufVHvTiVeaBVPsY2yNw9Rbo6hgsoi4UwWKSc9myIFSjj/q/7+1umqIPDLsq\n", + "nD6cRi06B1rtsy9n7qINP/wj3o+eGkN9b4s03JZFMfsKS/cHcZN3caJnFw8wtCpbgwU4B83JTBHN\n", + "O9anR+b0FK9P7EmhOY9sNg/MPLJo6q2ZVn3D1UFV1xpZQOPp3ktosu9vdgfpiTa6vie5pl+0OBfL\n", + "GgRUGdPj7Jt6YepzIk2ZW5NGFi498viNxKGjBDepj6Oijkm4bBQUlro6HVwaqh/oM+AIwMJbQbAF\n", + "jq206tfW/FF5qtCW2NVbS4xukKVFuiSwpbkgIVHJC1uS2JWCQv626ganE/vRJGYlly/mUOy2C9S2\n", + "dwilJWXTx09sIa867lfLA5sZcEczC7HLeHi7WhW7ykAm1Ft5zS4NRrDI/Xz6TkXssvjmghZs3S2N\n", + "2JUi+Z5XjK1kLH4lKTletHnLRepgTXywH6lJxLD1WLTTZ1/brEZXVnhg0bxjoGj/IZ47isWuk7Pp\n", + "IApFzmN/5/QSz0cO5lNbNsviPlNZsJU35IeFNiuQSauo0XJH+F3q46ioYxKls1E+GwAAwVv9MSpn\n", + "WVmoffz0sJXPVhYIIdjfmF7t2//QlvP03dv7hLBVM/+Z7SKHLufLle4Hkn5jImnUlOgyf2dASLH7\n", + "eJYOAAARf0lEQVTglRbjmx+N0Wzz/fsHle9lET11bk9atfiE1QC58sC/8Uxsmnh97IwzdfC2vm3G\n", + "b6vIrXlTyvx9tTmASleNrrSoSyGzz/D6d9fSurXO5P3PQfJekUIt3eKUbX/M7EmelEcH8yJolNdf\n", + "Yt2F+lHU/kvjbBLVLeF+acrtAgAAgOAF5elsKwFtMliIrXke0a2ESK+uSF/dxTP3WvjHquEywUmn\n", + "0y3Erl6clhb/EC/N+80/n6aBd0UJVwq2Lh/efE5zXLc+3lb4+U54sdM1aY8n5vehWZM2CNF7ocA0\n", + "9PKvT84FeUq6NB6U8ZSyrA6W/J/igY6oRte/F6W++zG5NQoTU+3sWmMvG3/8h7zO/UNRVw5Q1uYd\n", + "1LKokO7wCabGR5M023E6tuN5Dc3C0CSQV7r0Jaf8DdT6pr64aAEAAEDwAtsYZQZQ+xerg17UNeSr\n", + "I1z4YeUXxw1FLgvg26e1oxWfH1OKQ7A7gbR8skvBqIejqffoJuU+jvqhXuL7ZPAbuyq8fOsqatre\n", + "Xwl6k7D1tevQRte8bQIb+ojfml7kSYkTnqZOg83ikq2uhekZlPHLH5qgKgm7ObDvKcNiWLTl8CFi\n", + "YJQ87SUlyMqoBKzgh++o4eV9pM4azAF0moGHazS53jmW2h26KEo2s1sH5z1Oie9DAUGwigIAAIDg\n", + "BWVA7WusORGqsdhla+7OFXEaManmua/6CRHavl8orTSJ3t8+idWs7zsmskLErhTXr/46mPasjqcv\n", + "Xt6tiN5jO5IttmWLcmUQqPILPnem2KrNwpUf21Mbkb1OHOlLfiGf0cM1GQVytuwU4lgGH+XHJVDq\n", + "Dyso6vI+q/vZl9eMkgr8qPNr44W/NPfdl6/sVtw66ofXwcUKAACgwnBGE4DqDFt22aprTeyyqFSn\n", + "I+s4MNxi/YgHWlfsReXiJKyo6qAxPWxVjukVUiltFNLYV3mdbGovCbcZB5EtW6Gt3Mblbq2lr2M3\n", + "h4xlKzTL2B0iZ7dZ3HKasaT7n6C8ldZ9xHfmtqSVud2ow/RxSnAgtxm7dZQ2aA8AAACwB1h4QbVF\n", + "n0qMGflAGzp1dXrcyCeXBRX7zLJrQ0X47NpCnR7s9wWx4lnSuluQCFirDOqHF4vI3avi6cTuZNMg\n", + "wF0TsHe4oBm1a+dGlJoqqpTV4YphBllGRBESgzy5Weu3iEA3fblafdYF7wcnU6/O3alTep7NHMUA\n", + "AAAABC+o1XDw1/L/xdKWZac1y9v1DqGBdzUXlsudK89a9Y/t0C+UojrWv6ZiV43MjSuFL1dk42Ot\n", + "LIIaelu0Hz/ULM3oSh492gnXDhH4564tEMD5eTNXrNF8Jp+cRSU0s+D9S7PuSqE3bc1tTQeoNd36\n", + "eAx1HxGBExcAAAAEL6g9LHxhp1IooSQrq9qK+/w3A2nZvCO0f0OixoUh+voGdOPkVorFkKfHbQWD\n", + "cTGIyrKuGglfPvaCgsJK+1526eDKcJyT2Babf/qH/II8Rdo2RhbpONP9VmrRMYDyExM1xVRO5oeR\n", + "n1MGBbukWuxrRXYX+tu0ftBdkRC7AAAAqhxUWnNQqnNlGpkxYd+6BOoxvLGSlovZty6RFjy/Q9mW\n", + "fVlZVKnL6bIgTEnMpOXzY8UUvC2utVtCTeozo1RtHfqH0ZFtSZqKb2oi29VXinLwwIJdQtRuJE5U\n", + "SDf7bKEoF/N+i8iZfs66nmIeGmoaeDhXWDAgrjOAPkOfAVAeYOF1YNTWzdmbRlaLY1768RFa8/UJ\n", + "xQLLx88PFrY9b4qgHSu0ApYzGLwwsjgISvrX2oMjid3qALtxqAUvW8KH399a+PNu/vmU4WfUFegO\n", + "/aXN4Sytxj9l9KBRXkWiWMShvAhy69LZakllAAAAAIIXCNhCumLhHpM4jHPY42MLLudLVQtznrJX\n", + "B2bpha3aMmhtir0kscu+r/+a0ILO/XOlUnLY1iSad6gvLLT+oV7kF+RNQ+9pIUohdx/eWCN41XmE\n", + "rcFiedLrXWnOI5uFVfeXrOtpBG2lv3JiaMSgcDQ2AAAACF5gCU/1c5WujT+eMswpu37JyRKtZiwW\n", + "T+xNuWbWNSl05fHpp8fVYpenv7l8LwspIxE8fsZ1tOarE1YFstyH2jdXDRdtAKWDxS37QRu1Ja+7\n", + "mJgp3o97vgP99r9YZfDRdVhj4Z6idnvgAhE8wJF+1eyT/atJ9FZmujUAAAAAgrca8Okz20X6LHv4\n", + "cfZB8VBbUUdPjdGI2z8WHFX2x+JFWlT129kjvlt0DhRWWIlRCjBrqF0Nrrua91afmovzr8ocrFN7\n", + "mdNcsfWWswecOpQKd4VKZsaSQULQnj6cJvpe9o1aFH//7n7xmq27skAEW4xlWWQWvZWZbg0AAACA\n", + "4HVw2HpWkthl0Zd2IVvJaCCFo1oEL/3oiPCNbd29gbI/Xq4Xy3I7dQAZ70tfHKE0wlYNCx+2AFsT\n", + "qvrUXGpY6N4wsaWw5PL6AxsTIXarABaqLHaN4OCzvWvjRf+wdVddIEIWjZB9CQAAADgayNJQyZQk\n", + "KFkw8BRyZloedRvRSLgOfP7iLo3oLQ8yeIz3u+GHfzTWX3vELrsZ9BgRIYQ4i6AzsWnCKthzVITN\n", + "3Le1gZoeicyzBm/ds56emN/HsCKaTLfG5xj6DKDPAPoMQPDWIlErfFBb1KNjOy4Yikm2jk18tYsi\n", + "IK39QaiFr5Hl1wh7t2OBEhHtZ9OfVu4Pltfa/afO1dlCm9ZBnwH0GUCfgWoFXBoqCH1Al+S3T2Jt\n", + "fo6nh9vaMQ0sp43Zwqq2oup9Y9k6LLMnqDEqbyvhDArq5RC2wBo1SewCAACA4AV2Uhaf17IKSqMK\n", + "YtI3tiT0PrT8LP1u9UDsAgAAAACCFyhYE7ssav2CvejkvhQlmMwRLKdGAtmW9RcAAAAAAIIXKKiz\n", + "DUj6j23m8MdtK4MCAAAAAAAEby2HI9Y5S4E64Ky6Yq97BAAAAAAABG8tghPyo+oXAAAAAIDj4owm\n", + "AAAAAAAAELwAAAAAAABUU+DSYAenzsTRx/MXUXpGOvn7+dFDkydQaEgwGgYAAAAAoBoAC28JFBUV\n", + "0ftz59O4MTfTB7Neo9Ejh9J/P1qAhgEAAAAAgOCtGbB118fbm9rGtBLvO7aPocLCQoqPT0TjAAAA\n", + "AABUA+DSUAKJ5y5QaGgDzbIw0/u4hEQKDw8lN1cXcnNzuSbfzfXHQfUCfYY+A+gzgD5Tk5dXQHn5\n", + "BTgJIHgdm9zcXPJw116o7h7ulJ2dYz6R86/Nicx/DplZueiAavaHjj5DnwH0GUCfAccDLg0l4GES\n", + "tzm52gs1KzOLPD090DgAAAAAABC81Z+GYSGUmHhesyz+3HlkaQAAAAAAgOCtGTRqGE65efl04GCs\n", + "eL9n/yEqKiigxqblAAAAAADA8YEPrx089uBEmvvJFzRv4Zfk6+NLU6dMIicnJzQMAAAAAAAEb82A\n", + "szHMfPEpNAQAAAAAQDUELg0AAAAAAACCF1Q+nLcPoM8A+gygz9BnAEDw1tw/CCSpRp8B9BlAn6HP\n", + "AIDgBQAAAAAAAIIXAAAAAABA8AIAAAAAAFBTQVqySiAvL5+Wr1hNm7fupMLCQqpTx5cmTbiDwsNC\n", + "xPpTZ+Lo4/mLKD0jnfz9/OihyROUSm621q1at5FWrdlo2mcRNW3amB68dzwau4r7zFZ/HTx8lL75\n", + "/hexPyInunPMTRTTpiUa2wGus7iz8fTa23Po4fv+TTHRrZR92voMcLw+K2l/4Nr2WUnXi7XrTJKZ\n", + "mUnTnn+VRg4bQkMG9UVjgwrF5bnnXngRzXCN/yDy8yjh3DmaePdYGjq4P3l4uJuEz6/Uv8/1VFRU\n", + "RC+9/i5NuPM2umf87aY/iXq04MtvaVD/XjbXrVyzXlR/+7+p99OwIQOoy3Xt0dBV3GcD+/W02Zcz\n", + "XnuHnn7iYRp542Bq0zKK3nx/Lg2/YRCKmFTxdXbsxEl674NPyNfHh9q3bUPBwYFif7Y+Axyzz2zt\n", + "D1zbPuvXu4fN68Van6mZt2AxeZr2FxrSgJpHNkFjgwoFLg2VgKeHBw0e0Jfc3dzEe7bqJSSeVywY\n", + "Pt7e1DbGPNrt2D5GjJrj4xOtrjt7NoF++2M13XfPneTl5YUGdpA+275zj9W+zMnNFZb4oMAAsS44\n", + "OIgK8gspH9HLVX6dbd6ynR598F4KaRCk2Z+tzwDH7DNb+wPXts9Kul6s9Zlk64494rlli+ZoZHBN\n", + "gEtDFXDk6AmKbNpYvE48d4FCQxto1oeZ3sclJAqBZLRu/+Gjpj8dT1ry0zI6E5dAmVnZdOMNA6hP\n", + "z+5o3Crss6PHT1rtS67W1+m6djRvwSIaPXIY/bj0dzFl5+aGS7Cqr7N7xo8V782uJsXY+gz3J3C8\n", + "PrO1P3Bt+6yk68VWn6Vdukw/m/4Tpz/9GC1fuRaNCq4JsPBWMunp6fT197/QHbeNEu9zc3PJw91d\n", + "s427hztlZ+dYXZeamkrnkpKoR7fONOPZ/9D0Zx6jH35ZTueTktHAVdhnmdnZVvuSGXvLSDoce4ye\n", + "nvG6sNLfeMNANK4DXGfWKMtnQNX2ma39gWvbZ+Xpr/8tWER3jb2FvL290agAgrcmkJ2VTW+8+xHd\n", + "dtON1DTCbHVg/yee7laTlZlFnp4eVtd5mNY1axpBra5O/fA0UpvWLenE3/+gkauwz7y9PK32ZVZW\n", + "Fr3yxvt074Q76ZM5bwmfwumvzRL7B1V7nVmjLJ8BVdtntvYHrm2flbW/Vq/bRA0aBCGAF0Dw1pg/\n", + "B9Mo9833PhQO/Nd366wsbxgWQok6H7P4c+dFZKu1dVGRTelC8kXNcjG6xo24SvusZVSk1b7cfyiW\n", + "IhqHU/uY1uTi4kwD+/WixuFhdDD2GBq6iq8za5TlM6Bq+8zW/sC17bOy9tcB03/jth176KHHnxWP\n", + "ZStW07c/LqX3536ChgYQvNWNnJxcemv2R8Kqx5Gsaho1DKfcvHyRcYHZs/8QFRUUUGPTcmvr2plE\n", + "U4PgQJGWjGFXhtijJ4TgAlXXZ107dbTal8FB9enUmbPC0stw+p3TZ89SaAOIp6q+zqxRls+Aqu0z\n", + "W/sD17bPynq9PDZlEn343kzlMXzIQLp99AjT8slobFChOGVk5hShGa4tPGWz4MtvRDoWNZPvGUed\n", + "O7YTUaxzP/mCLl+5bNrGlx6cPJ4iGjU0j5CtrEtOSaWPP/2CUlLTyMPNne66/WbDvIagcvvMVl9y\n", + "KrnVazeTi4uLCNwYNqQ/Ag0d5Dpj3pn9Md0wqJ/mOirpM8Cx+qyk/YFr22ehwUElXi9G15ma73/+\n", + "jer4+iIPL4DgBQAAAAAAoDTApQEAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAA\n", + "AEDwAgAAAAAAAMELAAAAAAAgeNEEAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAAAAAAgOAFAAAA\n", + "AAAAghcAAAAAAAAIXgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAAAAAAAMELAAAA\n", + "AAAABC8AAAAAAAAQvAAAAAAAAIIXAAAAAAAACF4AAAAAAAAgeAEAAAAAAIDgBQAAAAAAAIIXAAAA\n", + "AAAACF4AAAAAAAAgeAEAAAAAAAQvAAAAAAAAELwAAAAAAABA8AIAAAAAAADBCwAAAAAAAAQvAAAA\n", + "AAAAELwAAAAAAABA8AIAAAAAAAheAAAAAAAAIHgBAAAAAACA4AUAAAAAAACCFwAAAAAAAAheAAAA\n", + "AAAAIHgBAAAAAACA4AUAAAAAABC8AAAAAAAAQPACAAAAAAAAwQsAAAAAAAAELwAAAAAAABC8AAAA\n", + "AAAAQPACAAAAAAAAwQsAAAAAACB4AQAAAAAAgOAFAAAAAAAAghcAAAAAAAAIXgAAAAAAACB4AQAA\n", + "AAAAgOAFAAAAAAAAghcAAAAAAEDwAgAAAAAAAMELAAAAAAAABC8AAAAAAAAQvAAAAAAAAEDwAgAA\n", + "AAAAAMELAAAAAAAABC8AAAAAAIDgBQAAAAAAAIIXAAAAAACAasb/A86Yvp6esou0AAAAAElFTkSu\n", + "QmCC\n" + ], + "image/svg+xml": [ + "20062008201020122014050100150200price in $IBMGLDXOMAAPLMSFTTLTSHY" + ], + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.loc[:, :, 'price'].iplot(filename='prices', yTitle='price in $', world_readable=True, asDates=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we'll create a `zipline` algorithm by defining two functions -- `initialize()` which is called once before the simulation starts, and `handle_data()` which is called for every trading bar. We then instantiate the algorithm object.\n", + "\n", + "If you are confused about the syntax of `zipline`, check out the [tutorial](http://nbviewer.ipython.org/github/quantopian/zipline/blob/master/docs/notebooks/tutorial.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[2015-03-02 09:52] INFO: Performance: Simulated 2411 trading days out of 2411.\n", + "[2015-03-02 09:52] INFO: Performance: first open: 2005-08-01 13:31:00+00:00\n", + "[2015-03-02 09:52] INFO: Performance: last close: 2015-02-27 21:00:00+00:00\n" + ] + }, + { + "data": { + "application/pdf": [ + "JVBERi0xLjQKJaqrrK0KNCAwIG9iago8PAovUHJvZHVjZXIgKEFwYWNoZSBGT1AgVmVyc2lvbiAx\n", + "LjBiZXRhMjogUERGIFRyYW5zY29kZXIgZm9yIEJhdGlrKQovQ3JlYXRpb25EYXRlIChEOjIwMTUw\n", + "MzAyMDk1MzA1WikKPj4KZW5kb2JqCjYgMCBvYmoKPDwgL0xlbmd0aCA3IDAgUgovRmlsdGVyIC9G\n", + "bGF0ZURlY29kZSAKPj4Kc3RyZWFtCnic7X1bzuY4kt17rSI38AninVqBAQN+sP3gBQxgD4w/Ddgv\n", + "Ru7ePCQj4oSkrK6erp5pD7IaXfV/QUoig8GIExdR4ds5/vcJ41+plW//9P238xj/BVH/mMSYN3H/\n", + "MYj/+7d8hIp/Wp20209cN/7z/bd24r9f87/lxF/2X/z7n3/7b7/9r/GMq56tj9uPP3I7K/5o46/w\n", + "7f/8j9HzP/zhu/333/7zv/7g+vktnLhhjeuvr/lXjvir0x+r7S+PMqdwxDGSczzwWw71mPRydYz9\n", + "E850lLFw85HlqvLja//I8+/dzf34yADmvJStQwDmCP8hhhXmsMDY/zj+/z/H7//7W/72n25D/a9/\n", + "YajXORZp/LpCv55DjYMQ45hIiFFGnHs6Wruuq7cuI3K0PWR37Rvtb2TyP8rI/5x1CKktmSn17M/p\n", + "pHgd46HnWYPMJrXz6GPgV7pkQEza4+YLX0h/4xr8I4z6T+J/z1OcWuopPWeSczg6lr8lFadY+hEg\n", + "OrGqODnaHrm79o32ty7CP8rQ/5yViClMmQpnLPE5nVLy0dY+VKEKuRxx7uGmUuVoe+ju2jfa37gS\n", + "/zBD/3NWIqV0jP+nPKz6t1DHul9lyNpZJgj6DDv9SVc+zraFYdl1T/vatr4cV9yy9TUvfSHdr7wv\n", + "Q8kLbvylZfjHGPfvr4HM5a9bg5T73OnhGqBK5xKHCRvTO0u+dC5M23Npw4KVMfBcgszlSbpf+ees\n", + "wb/VuP8eazDE6Oj4GUycYhk9tgnbM2HSmkjMQx9sC7YG/aTcLvtzuP+vP+K/A99bjUcbMtRjzjqL\n", + "MNDbWfHwqtNwtDWPNDTxlTDsJMN+Id2v/FOY/2817L/DCuR6DXcXXg0p0hDG/Obyt6ZTYdqeSm9H\n", + "nIITk0zlSbpf+aeswL/VsP8eK3BDFOdxzn9q+bb/jONPR0/hOjCwa+3Y8djZBnzyO010N5vOecCj\n", + "j9/+i59XGvOKc17RG9XzCGXeJviWATWP8eypMp4tuc1rHi35qFPuw+NuAwRN9+Gq95axVzIa+uOa\n", + "dpzzkuvecNniPloazP5V8r1lgL5+zUE/m+JxpvfBhXzE6dCcz6vykeaG7o/xDQkokw/1ran2rRru\n", + "Tf3ocy1SfzQ97hPDWLj59PJoikcX9R+vdGQDQsP8hrV0eEQ9zrwB7Gy6YJnPAqZGhk9xMKHMW0Vx\n", + "wuGJHLnv3RR7PAoNoNL6dPQbEjGWcjXlU4bdx4Txo5WKpnbUKQg1jmf5q/pRRHfOJixJqnU10YoX\n", + "g9rDZR37YE42jx16jhHiqrX5R1MXbzZe7QiQDCj/0TTkJNCzWsUKn/OGaTJssAXPusjGjpaCmfQx\n", + "/3SGo13K1zT0BGQhnG005UVpY8+fY/9GZWeC9Ue3nuZgLwxvaa9Uxx32YNOZ1u1yn1c1i3fEq7vB\n", + "drtqNhFj+pGnoMEbQpOt6lAvk5trimlR8hS0LTIBzClh7ulgJg2sSkX4keNRw9waaS1zVOEYTU1W\n", + "BU0R2iuno4OzPUOYJn8GMQ8rCmKFRA7vuegMhu81ZTVMYR3unM17NBVbpMHjohKWK99wbN+IvwsE\n", + "IrfBIJ3laEK/mvJq6lXmMpqmkE4YBbwsfMSaBZWHQmsLSaHdWcbGlY5oolmVcYvO41PANlqS8mfs\n", + "Q+LnaLoKjXxu4iXKA/OVvmUKrLCRD5+0mvaAIwuVUOZFxeQVTdd41HANIAplqLUoSze43rsKYmnr\n", + "HucVp/YIVXfoaFqPmmMfqjboWpWLBbGsiYRcVxNdlafuHi2QizpmYmyCEtPB10DCNUZ42pYfTdcU\n", + "ybCGYcI6wF80FTJ+2E6pQ7EqB/vFSm40RSxQ63UylyRmNCXTLn4Ula4aICXbNh9NBWNKZ5lN1VhY\n", + "27i9DmMoQ5PpCv0nGmDo2mrbc0CqoKamw0SouI+mqsphIFNjBsJ8UActrlHEpFq4haPMZ5DaGjQd\n", + "J25EuqklamqNN+JoMh3bhuIwQWp5yOzmZBweJJ7dSyqrqSnvxi0uswLoGGXUrZNm5gfjfsSf0W+B\n", + "9MnwobHMCIymnOf4ypwWmdB2kdIDqO+67p1V5ehHOryzqhz9QlZxHk9OYgUjltM4Pm5v0tKcGsWi\n", + "qYzhWbZNR5MJ0rjq2qofTdmUPYaRqamQBmzXUsGDaFBiEIlFffBSWT5uxWPrc5NftebZxDPqLJOB\n", + "V75vVBdDnpJnMsm7a8qfSRLMgi1U5k2DPa5XYezG8ot15pAQYeRoSaSdB+80wjebTJuOWZEugAat\n", + "MuHxqIkLl5ABQdiGh11XXgzcEXkxSI+NJtoFQ06L7oLR1MrcNWr5B3GuVxx6gmQOxkW2CJqKSeog\n", + "G9x4tA0lqgsBtWlaOZyRAEcNxDk0deX3aCLNEU7WiMNinSKfq81s/7A+ZMAQxlNLgtA3Ab8Z4hMn\n", + "Ow6rOk1Tjm22Nb6uspyjTX/ieaYrwtlp5wz4QcpizGQi0jOlOtsuXFdb2G2mTgeWyWJo4HZAoWJG\n", + "WCBAv2DXwSdRDZTivc0kOzHsCCGR+A6oQZsoDK/EBHhwhS8rS8SmjS5OmwQkzlQWM1tHNJkED3RF\n", + "Cg9thqPzkDfco7Q025ppHkwgGdQfGNJEAI8LBnXQFlURIWlC8jC8HhM/uBnEsNGWlNGRjOlqM68r\n", + "ehkbjo/dc7iCnWR6tKnKi8M/m27igI2zjaYUx5I0i3WGCBC6WR0GRGGBiHWQmu9O6DMMwEDcGP5N\n", + "qAJbQllIZXN4tJnYjUdWSQyh7SJcAH8URLg9Km9D2CkUizaTt7OyJg2JsF4cHghv3yG25duArewY\n", + "hJSW64XtGAAHr31ntGVztwbdbDDaipna0DOrl9Gk6jcMIxB57MWmgssMiIfhIWVZ7CFWjFnRpsJ7\n", + "MmgIw0NKavdOsgmrzVRndIZvWPWhhmQbBfYI0GSXjc3NGnc4UioOELNOQ8msVoPzv8JQNYZgghez\n", + "vJa420bOrEyHFnSxjEpA96xO0Y42ZXaEm2MgIGRWpsNwEO4Pwz1SXYGFJjcTbaZpQ/HXUVdwijck\n", + "tJ1K/MkmMEDZaRu0LumbYXJ0RliXJsKJtkS+GsSApjf8JDXzuI51H/J6shnxvGrQF222YUIy9I42\n", + "1pnDiCWSn+ErqYqJZ2Y4HZD5lbWHJLMuGt6SbjEsA8lPuViUHeJC2wxbTLmD2ac9NSw4XXctBVIB\n", + "90UbncUJKtyormMfeFfujLZkymnqWFtROEsmw8nWcLVVNWbjMkKyoRbaakMq2xogIXzIDi/KaNN1\n", + "n9qPNPDA3XbdUKW8YKNNg2EQOvUM0AZMLIwfRocGP1wjFRcM8KLLZkHGk4rAqkjU6QAe2kg9X+yD\n", + "hZbMI8SkWbobxTIGoHNSMzCkSfDQ/7SYcKjU8EWXyENbmUxiFTZQNN3LM3AAWBOzYRpYBw+0nI25\n", + "jV3b4SiQtA2zwRadPQ7ck63I8Ct04+A6fl6P5A/GLdbTcZUtmbKTGvhgKtapuu06zFDIcllwkBBh\n", + "T/kJaOfmVSgUgesINcHxV4lvDqh00qfYDW4knXR08Dt5+EixbK1u9uEiTYrgKO3W0aTDDVd31u+K\n", + "3JbZ1UGbYg5AnIsf57Rs9PekXQ/DxAr/Kv66fNHECgnp0JYXtzXSiIORrEkvcy5hbQPBpouBaaDN\n", + "vdpMjAf6I+U3Zk0iF092RtBmzhwQrIFWzIikK5q6W20WhEiJ1QHaVEyiGybgii4K8LMxEzwynAGh\n", + "5FFm8hYT+bpoqySwCBFTGoCBREQVR6NRNoLPs7pArTx0mGJZ3JMWFm2mVTNnrmFo1bDAc+DkBrCC\n", + "ciU5PTiNt+mgwIs+gZrpmeAel+beGf5etp0IPWrxuIEHSRmjjXxBZ28nRJNpxshmEE3iqkF+XKan\n", + "EmofMqljRVuny7qB7tWkCgniSuoCd7FYxpCfbtraQVr8IK0G6SVRLk6UI2kdjIWUTUTZR5koiUVg\n", + "UBUIjTWYmQCM1BQ0hIt4C89Nrg8zfGLTjVT6CaXFO2nYFVXG0BqJp9tJfgG5aCsh7yT2Es9zU7pM\n", + "vqYGM9gIW0rX0U1Wm2ByXJZIBoboKQiZipaEALknkV8YVIJJaFPcAIPKU59mU/T1MNK85RN0q0xh\n", + "GEZOxsGlEsUEgOGe1wxTAESwqhhtKjDAb+Z/YKOo1geaJQ8TbQox0JZItyZYaTyHdPjUGOopDhTG\n", + "LM6kcNFGriJUhipcQHHmcZ4ocoJVjZpA/aiUA5/zOmfSmaF5vTi8LVXDQGHknKNNsSuYS3EftGlX\n", + "gFxelEyPn8DZ1iR3EsdKwAltlzl3EyETHwvp04m3aXqj7TIedwN4aAvGVnCM3FIE+FTZAOq666ZC\n", + "BZUTzMNfMgkeWIZQMdpU+EJ3PgfCdypR3Xm0iPrJKk7Ealg1ll0cgpQM9kSvNPaxyyWUjr3E5gxy\n", + "6eTeMFOEKyX5FSw3a9QajD24LpNGRcYK90TIdopQNzmuwdJekGNOew9vS+PFk8ck48haSWIfPh7h\n", + "X7TN6BriuZATcmbQpoFmbELmyxAbE2cETmgVkLmSpN4K79A9q4WkEadhlQ2ny0Q9MV6MSF7J8g3Z\n", + "diy7VpplTiEHp34GB2mHRLcjB5fsOgSaaWkbq95S3VCG66XJ85BPdmyRhtJYxdQOtMuRotLtM/YL\n", + "QxVosyZilm5t1YQaaphg32hqunpwRmgVhiBrQhsBCGZZo9A5okYsLRByZgurZU5zBB/YRvbGJHC0\n", + "EfpGm8X40sWIHm36CMSkpuPOSUjcjMWrU74bkRxmyNAHJnpDFnj7IBuqPM7RrVu3CkmMjwL9SD0p\n", + "AEEsijxLtJk0s3pEG6X5wX/WiNdJ0lxN+a8mTTLhcZSqQJtWdIBVnYaCyHJxkUlXtYPujNzgf6l+\n", + "Ggwm/qJ6SDLUiBuzn4HMlqqnVN1euwoJI0KYxPuLVWx0JSZoM6G6P6+RC4kCHrKMA0hpuhxTmHhx\n", + "ltGY8unsCqFNbcAYILEWRTqmWxObUlRymIAmp5bQZrI4LiMBSCerXexpvi5b5g9tNK+xnuZcrMi5\n", + "8iqdrD6DC/uks1ndBrItledgYQSkhGjLpJO17mAxyXeC4yUJ9xA2v5H4WW0mjAO6a3kGaqaC5UKQ\n", + "ueLrApl6pK5mGRZyi2iLK0+ypuAqZFNg1YqVhHpAwQ/a8izyWaw+i9WeoK2QQAy+8zIEUq3BBRrQ\n", + "1NX4oS3T9BrdcjgogYfCqjUEDhGjdlP9TCQXtTpgtEVWrRAdyZijLRDQCNEJbgy0CxDhlCQ82qLV\n", + "S+A6AoGovC/fLr+kcMBk2S7PDtT86WqfJyMytBlmGT4dbe6EAj8VZsQpLe6FNnlCQDSKb9lofyA7\n", + "QsIF9VEm/9wgKJyAuZJOHe7dymBP7TMWIQUTq7H5TE1jYU2jpRRNTSPJKvne1aQlFmMlnJpB+FEg\n", + "FtqiUE22o1/gVFh+ux8EFTEG2f97wTj+iES2luqsNtovyTOkEzY4G0MftGmpJXL/ZHqHEJrqaC4Q\n", + "mPJpFRXtchWUwGTCYuBbXIQSr9WkaBTVEIZoU46GQxoVaKApKzioLg6GFp1Ly5xGSrmYBANSSf53\n", + "NSngGlex1hnWWTFwLlzGnzKVSZRgpX9o6qb6Ea8i3ZFnacbArCfpvUKpqwFZMwkaMlwCtAdA1toB\n", + "NAUTaxQi0s4vtAGwXXnbDZSg+Obym6hQVRjsBNuCYs47RNQ1UQbdZ3BTYVV5OjiDNgO94Tz2rG4K\n", + "lCIiqTgFGpyeR/GgKMIxCJSbKA+prPJyHmOqVhIxH0aaAe6CqbzGYRS0mVs42jS7jzYqdJv3pNWv\n", + "mdzCs1qZ0GozCHImLoJItbKKzey+ok3VqE+dptoIgsAAkNDXqUa7q55OleDXALCZxL1SARtK4Gg/\n", + "NgprVs/f0aTpauSzLGqa2tyijGBa/pZcmithD+/lQXya1CJCKGLbEGSCWFxl3bgS+hjbbU56rWmj\n", + "2p8YZ7YntUaYdnIBFVb6Am11aKkRds3R6bKh9TS0hiJX0iKonxNoDIi1i5XRBNdos6tkhzKQmhLm\n", + "FBdIT0hQyeRbdnoYr8bLeEuzAvXVpMoWu+U01ILMldxw6LWlRDrV0g4fONJcR5OOp3jzjNST2Ctw\n", + "CHcICxF3qlyDzyF1xWi6SJlGByG43A+17wS2UMQsGgR8nUKw1vAKs6p+rLeUeIMIuL63X9y+234D\n", + "4KIa+xlANW7z6xTiLO8ZXRQhS9EKw9FUSECBOXBVartJoTO86ItuSJVqQ63OCe3lQwZNrBRCahZR\n", + "SkONJ1Edw8AwzrtI56Jyw244poGFzp1tYUbRhrDUO9f5pKqJwSJ932Q1qeynnVXqSa7Sm4ym00Ql\n", + "n9m8QryQaCxCk8kq1ZmjqajKrpH1R0Z6QAQW8bhNK/iRzHCCpjgXhb6Rmi7TmG1vBBBVbFpjBYUm\n", + "Baq9uiaofrHcV2Q/JyPDJGCp79paEBWFjFuR3cuBasuQr/BNGsUa0tjMoGR4PmJsxgDIH8Q7aSoV\n", + "qNSkHBLadPtdLuKZkV6SYPFFdYCr6TKgHzwnLvWnZ1mooVQ0WdAAskeDjPSOx+X8g4zkkjzgcrAM\n", + "TRqovCqbvBxJAQZfUJEjmaLpjZh2RJuFrwDPzdqjzXyzcU9ShRkFIAqZqhNBFCQ+ie2GDqQIEG2d\n", + "ole4jt5IiVRtd78ngiaiju/3ROCh0ZwJuKGNHDeHVHIiNYo28nFzslgSmkhbo8ncsHsbaUsElign\n", + "gTbztZLLFOTR9XTBIwuk5AELLEIx9gmlTjISTFKQHPgNudWm2nT6dgashzGh6AVAmqGtjDyTeXGX\n", + "U6uoodUtUBgT5gkjZAe7gFXOiRAy1DUtAgyH+WnJKkbRlm0PoCiXNVwuHDBIHEdBm76qhhUiyJsz\n", + "JcdmoIHbSKHOQmxzYHKmVxiuvDVqvkgqOT2KF7ZOkmaUIdGDykk4GOU6lr7Mw1pR/MuBV7SZNCOj\n", + "TbunRMLPF4PMXBKFIaJ7dSIXevEgRJdRQpu5X8lFRDISUSbp7pXHPACbRQ7SxcAuI9ukPOYqPrRd\n", + "JLHzYBlT5+XidEXxL8DRKx+o3aRqYrRZ/ADRUnMTMuyuhoh9UQPaKJVxud06XBzz36Kr+kGbxSSi\n", + "y5ihrenSDi1OsZNcSRdCJIgtSDZpKiO6aHWunNgbQ2F9X7vp7did4YGDpFyZB7KAZKnnIBLeTtbX\n", + "2dmaRmUT8B5ZJzfWrcG9v5dbmu/HbV2eOLGW+QWoqZMJF3G6Gc9zbzOyAg2XE2Oc2KFKMjSnYpBe\n", + "UnGMwdnE5hSoVyPNapCxyoxXGkHV+XY+7Zp+kpMWq5t6DxxHcBX7aLMIGUpGSSn0yNgjc2wFJ4yR\n", + "du1OPDrB1lu8E22Zl4G8wIxXqkxBnc5sogZQlxbIkaSf3wu8AUm8PyXKBO+B8sxJ7wJOEujqlyLo\n", + "mZixJbjo7azufNh8UX4PL73R4C9KrOJ9LIJAVzI8Pd9sM4SB98eF/WN5KfSSL6qvGkNi1XNRHUV3\n", + "BZH5siQenC9Ckqjw04tccBJNujfwhgGx6aL3vbrLAGTU/ikzMlt6HLGI5KXNZlAMoncX3StnMOXc\n", + "XZl9OaOF6fDmmWFtNKlWbe7NlnKSpoSK4xuSMmknS3sBFi5wbRo/pZpIIlxgXmo5KZ1XnfdQTsrK\n", + "NeeeFYT/ROXWXaO0QjZoshCxS1SgSUUSr5GB0ysKUQIVS2QXxS6B8nmjSd+jRhO9+p+zHReAJqSx\n", + "cITG4ACqNGgYCLrpVcOqyakFaJpJawSK1s9qNrYGlkM0wawNbXUhOMNiM/ynOJa7nQ3+LgUt0KKR\n", + "ieYKDwsSSmX+Clg9Sg2gyYQ37KFFysuVyDYJTagQGGOYvjglHdGkkljcRi0xGVJPrgQWTcgAt37O\n", + "2Mw+7WM9axrJFDiIWPDCkvjE4BM/ZZ0S0dJ8FZSjvmhqm23RhUsKivU0anO7aNUu9XNsZkTKTV+h\n", + "SV1EoGhTqCWS4sBb9iS+SCKlPVe8z2FhIDQB7LdSLuyibjGOghzSKavnEjsFKSSJlLXTbf5EItBc\n", + "JLgk0o0ohaIDCBKVkeHNGIvdFCSKNArjisILCnvy3g+pcPCopG7ygtHSyqduN0wiegiBKbQd+2da\n", + "lrTPsJndbB+u83Vgb+aROtc8X4d+/v5RrXlIySevIxPTGPhnnbw3/4a79u1r9eG/dx85EzcNgFlx\n", + "eE5KwxbgoJ7Uexxrsc/E/UBMMg4WDlDkOCYQbxvun1/8M0Kq6zQoHziB+yqkX1sPiw5nNPRJh98y\n", + "u3/Gslzzr4B8M/74MXoiwLDuMLTOGsIHdQebhly0dB2bbD4gIK0+MO3uqsThdb11Hrp9DQwPu4YL\n", + "tMkDc7U5SHRHOcF+5jAr8y4fuL9rvEL6MafcTrmF9sx0OdJy2rvKmGbDtQadARml+5DINdLRfVbc\n", + "bMbh1eA1vq95HyHjxePFJmQo9alKXkxtMnnrjgrbJCtwzqLMSy5AjU7dD9iPcsTB21TeesPfXrf5\n", + "ILm8FmLsv9WOzniXd/ML20SWuB9yC7hGeu8x0bzpCSdVpC1Rnr6n8eXl9mf0OjfCJ8jtAmoaJn++\n", + "O+p8S3X+/cnH0LObhQmvxekA6yFkGdEH9rfdqaNrmFhWBiG9EQTURZ4vx6i0IJzX9kjyZpTSZMzc\n", + "D3HcNbIPPBYTKrjrKg6wxLq6Ya8uD1qIo2/jPnjRlKSXBIZ5eaqEvXD4x+T8pfuZGK9EVLbvnbHe\n", + "VhHBuGQ98MTBQOVaEsZ63it59O9HfXSu+sThLwjTi+wsDGMvv9KI6UYbZt7fbth7fqKqBcdjUyE8\n", + "FevLM0cFQ9GZG/fCIZx+cBSMni+M9xujiWgCHlHqmLcucAIeSamo0CLWmG+0H78hB+SFHhOTOTjR\n", + "RqlIvcs2EW0WRDTpRkTkVbavw0swDdSEGq80xuDlfzAgqbA62WYmqmi/cBYM16kww4loko0ifV0G\n", + "kusQnIgyo0maA1zfBx3z0ieZRKNAJ9EA9ooT1abgqFuu+bZTsvnpIq/MaJXsORn5yTNmeWaeiTy/\n", + "8BHsBdSUZY/S97sjz6OOJ5STfVb1uUOYLtNIZgkz6gvEDpLdzBfJntILTraRvlvyiVYOsVEIAVcD\n", + "DBtoZNMSSvuBk8XynZrwHo1Clq6oAEg3CrvCmi2tZBUQY/2UOI9CM52cBboh6dvvxB8470sBgtEx\n", + "WduoTbf4D5y/1USmz71BmHbrMwsFJkvPQ1UdUtPy+LbNmuoTlEyJkjK9k5piRqXCiWjC/RStL4tQ\n", + "l85vcgWBw1kEeuu0oef33wx9KREFUaL9tjBMAerypDU/o/j2IEoWyeoqihjvY9pi1EOxKkKVcwQZ\n", + "0SdbCll6RMiTJ6aL7MmQiKIaHidGMDrf0ocErWyieLLuNnGbFSb8G9Us57NblY007qr3RKpVZbqp\n", + "PkU2YY24yyRgOpJMTBdVWf+2SD/0Ox0/97J+/1sNvVKGfrtb4UrFcjfbp/JEcbrc5a/Ef4FLZhIt\n", + "PpmZV3HLjHLzzFQZ3V2zQPJmvpkuvnfOBP8570z5f/fPVNU4B42gYnnt7ly0XkVh3F208vC72FQ5\n", + "H63eOma7+OafyeXsnTVzHZ1z1q2z982ebtj0Hh+mZztnT5sE7+kyb+7hnRFH1DkzlOJ9M6E718zU\n", + "xs07U0VArpmax7tvpubh7pxxg/PCWCn/pEH9MxNM9s+USv5ZIkf+7p95wzBBeNBHOe9MeeK9s3cI\n", + "O70udRTZPbt7PES8OWiKtZ4Omrawg6bOlzloBifMSyO3/ualGUfZS3vwWby0u+9gtJuPFtoLloVj\n", + "k1gzk48WSIuzj3Yjwr2+41l4XtGDWSV5/0xQUna3Uu/MqwTHX+ecmavBzplO+e6cqVdovtnTUzD+\n", + "3X2zy/wics4sQnB3zm4Si4yq9nW+2QM5DatsQQ3vndWbXKfjLiBCYafMXMibU8agO9xH6RwzJsAn\n", + "u0jFep+MQlHklN15uryyclcjSmKPzBxA75Ed5zOi4NjsPbNH36hxQ++VpbsYG815ZMkLst1OvLFb\n", + "SMExl5wxm4f5ZIltLvlkwjHzyMpTRcxz8x6W7juA+/l0nPBiQKd4Y1aoiBSFWeN1R6Zdx5YkIuIt\n", + "q/mIcpKhxIE/RWQ+k9DjRajt6xQKQDYzZ6jKERTUxdPrBoGjqtXpxChIR65nuzFMbSYTTE8rbl5O\n", + "RfZTUi7xUPHG+9PpuW3mhHcO7iYMpaeblMUBwbkfp4HoJXtMjLMC1HeMa4jwFM2UyVxwhAIhh42c\n", + "Es0wsA/A4YQog2bqqWvke6MGdrsBmeKjEBsR0tSOu4S9yuOMHGRb9DFnjRwQOZ0buiIvEWi9msJD\n", + "ICHZ8Vtr4EQWW0b1hCFkDzL8WTN8QVUBNoZCjFO4xFRI00vnmAWZITksxKS2aTqNBpdkL+N1Jdkv\n", + "l4Qwkqzx7Bi2s1YscpTQidmYlyJ4Za1oB1U3axDfEYExcCJkrKSFSoqamKpRFXEPiXSJYjMa0uWr\n", + "Gw5B1E2eDreCKtV7AthfJNKKnWkNg84RNWSU60jWW8O9Ogoj2WCJ1haXERDiJE8jGbIwvbDqhal/\n", + "xNX9C5/EmxPPkqoVZxc1QivPXy51dh1R/Fp//Tv1X5KBlHCyJCA5g+MI9yTkFse7o2tBDnNz2zYE\n", + "5OO+eLgkCc5j3ZqNnNuNScqjm887GlS6O7V3I+08R+/UtpuVn36tXn93bAlKUeKR0qLetyUfwju3\n", + "5oSwb/vMMG7n9tZ3HuyjnR+OraoB9myF+HBttcH7tqLd7olHCnNx4lGDVz7vqLLl045K9tlFdT5f\n", + "yebTPn0qTTg5f/Yd8X8q2Qrn0757tK/pRnO1Hw5tMWDALq3aC+/UqrH1bm2jRMrNrb1lGGnk3qe9\n", + "Z23g1XI603u1d0/gyWfNOz4TYo5882sNz91zj2bd2a19d2rbw1HAFCn9w65to5GYd9se83FUSkGq\n", + "Kem3pztP983Pzaeneg48cpDRHk5ZyLe0WGgEs+o0LYfh12lV9DfehRedTeRTkyH5IIy4HxGSheLI\n", + "CSQ4ibo02UNBw4HtWL5NtYerT6IY6dR01xyR8TMQnWb4M/rWAfAG7iJoNNMBUMGqnJ0OQK7hUV9g\n", + "Vo8dhXo8OiLEp9vLu/3B3Apy/YlK7j9Rbffj3ub58eYHlrwFqgjK6NYHRKZUXNgOXuuvAS1i5clO\n", + "2FMCGaQa2x10VbkB08wZon2futWc6E4mvtOuz9ViHtSXpIF2fb4sAmy7nqk2FUfdu55vO3c9P102\n", + "swOOhoZz9crBTZ63vOOg7Pg3tv4hOPr7HwcOrQ6Y3QdwvJKi0XN+L2BVQgoYZZqiTr74lfgvSbxo\n", + "RE3yLg6Hyh71+RZR5DcUeprvZTBU068MRNUrcbkW9V4YYeoOZSwaDDaVt84+zWIic0Okj5TKzLN4\n", + "0gKkL9g1O9zpAClHqSnXojr7BkitGuYGSB+pe58HuuHRWh7dkWsxPH6HpIHTTwJJzfTeIKk1MCR9\n", + "AaPmh/pUi6VSfablJ3A0/QSPNkOP73RFpOcN231nosOkZDfumPS8G5+PSuIdlN7hKFm5OxxVoOrh\n", + "qJI9HFUyw1GGuw84eotA85gdHH3YJAfQ73BUGcp49M5lTbFQkI2zLBp3dIDUoPUj0XI3Nm4BPCB9\n", + "qZD7UMLXA1KFGg6QKtUBUqNS0kUxf789nQHp3Q65STEgJefinneJ9nBKvdz5OwGpy/UtQOrQ6BsU\n", + "feDQNxgqlpNRaKJaJIdCKYO0cKiCeQWhwhaPQRspMaN3F3V/pRsGtYqZVUGlySEUCdlPsmk4CVK0\n", + "Apm0nJ+13Tjv1ULsG+VU1W1qz3DCkLdlqH+5mzKmkSUjshoy+OcXJ8c1EJpJEAUSheMudDj/6V7a\n", + "lhpdSiZsvrVtKuASdF3eqgUGS7nwW+0XCmK8NcKoyE22arT6YrpmikMtHVuuEg8XYppIOroEsIqi\n", + "o6vZmm/CLBqZLpxNquuolgvvar+Ub6eiYWm2W56s5oml8ifkJb5/CV7GVQZ4hvnZ4Ae8jPOTM6sK\n", + "R/FlmUd4ooYnKL50NIGS/up36l+NMK/D+ccffDKMNiT/digzadXZHWVqwNJQppXJEcq0gixCmVo5\n", + "6EGmBr4ZZFIetrx1JpBZteLrDjK7C3Vv6LhxNUPM5LIHux/HyR3EbAeX9ArE5KpOBzGDe2nDQUzV\n", + "qoowg6uhJ4RZGUJQ0JMyHHeEeVHwQhGmEu8I0xpc0LM/9+on5YOLCRVmXqpKPMxsFpZxMNPRCU6S\n", + "2P6MrjBTMZTDmVZZxC9b1IvuS0Cz+Uzox1I7j8jnS5QUVZZG9lhTUucOaeZn0puIPujZGoWlPMp8\n", + "BjN53PyyxXEDn5/8s9CHYyjjzAebJ9BEocid+UrzENPK7TzEbJRKJpDJK8Ao8zoefZs8z+HLl2jn\n", + "S6jzFueUWy1MKc8ynJhc6bUiSpoDY0qqMGRMaUxTQPng4w5vaqBxocl02M8v+ukQpVINU2pRDUNK\n", + "1ZeicLhQySHKoFp/I8pKb4poHbGWQRFETD8NX3Ih2itdIGXW+DE+4TdFDOiEyn03XiTiOkClePtO\n", + "v/WiaFmaF1I+RFfDFlCt0Vb0/qE/o8dsi8Oz+QlZxvHPbsDa+TuTsYo6QE6aLPBUHMDcy1RMdW/i\n", + "xNqFMG9fyIvqZDTcGsmdowm8DvWPQKp55uv4J584F6TiuzcFb84ONANIleI5dlLBeRo7yPYdn2i4\n", + "E78WEedUSdjua138Qrpf+ofR1NXXN2ymhTm11HW+1suEj74HdKMntS84HraIgyxqGl33pvto8e6k\n", + "bi1aNG0yeysyg2VbXbuI4BiDWjccmaEGXRTYHFrYa/wJJ9HXPN9oc6pD7VdVFVXVvtGCDb4WrQTD\n", + "x3gotLPEPGZhCT5lvbSM0mC5LmGl9ZynYWwsdLGx7fLqXFFTK6SqKl8oH/VN5g0FwlR9vWM9XfiG\n", + "7yDOGdk4lbamo4zsMnMpRPtA2qQYifj0CeJwPxk6rWufSNVYvH4jZLAFAuwRX7GRUZ0HUqyivmBm\n", + "0jgcyKC2kzvVvj4rYpa0zgPXtIh+/TZ+zp+fXTq4L//kfeNhT/Pt2UJyo7R+NiFkZlUO1sw/8paG\n", + "58zkFQrIvEAKhcRxfm9j6XQvjnj/o93kTHLyLI9FqgOt2zzedwu+E8ei0yOBNKKx0GgklCVr6bkX\n", + "SjjVxcmfjpQlEh8sKzfZXd8UErVDMimsIom88XPyGO9YXZX203emkVwWK2p0conjmueFJHHKZhZK\n", + "q53inharJ/lMl4ahTEiNaGw2moqr3XGJrD1WJVJ5a3Krs9BONF8ntsYcE90HExeQFqwR5O2P7yv2\n", + "vCakanA6G0tE2mGgPWlk8tgI5KMwjGg49mRdfK3Ttj5dzJdEDddPOB7LzKuh+uJBZvbKsr+0L+b6\n", + "XxaL5SveqfXtkRKUA2VLlnDqxxv7/nrwkeaH9YYauFog8IHPeuAwtLFxsqEPR93wo82XNPdpJhts\n", + "vNEeV/9xBHLK+m0UEqLprbmMRDgpoAOwILCPfIUPjmNafG0Szrn0TU6BjJ9LMxVSDwGSVMdbKOcq\n", + "cutTtKORPkGUoOv5kTDvBydqiZQXip9cEnTS7cbwybZlODN3kSpLZJHMawa63TpV8FWQAl2cQ6Ch\n", + "I3ByD0ZzDV/rBqLLcYJZFVUsPhJRMfYmuQvujc99CtDrrIcvqaD9bEeNKMHenzWqhpY+VxIVkSlQ\n", + "c63zqTRCs87CXMYqUoQG09qjwxu2GqHxdNvzJIg/If9Cir+Q4i+k+Asp/kKKv5DivzekeJZhnvEz\n", + "cJTqDOsNhpBLMaDoqBsoXp3eX9ig8I32uPqPA0UJaGu65bsR9YU9gIa41z5xbOkqspUmfvhcmpwt\n", + "FMc2qr4NBAyQJYglieXPNcxmlcUhcHSu+Pp5LPy3f2Z73Ulp1zbFV9KESAyMEZtAN1O3wLwPtbyO\n", + "T3fgYYbNsuIWetFvRc6avDS6+TOh4dJNUaz+BoxrIwhe/Vo32EA36htY84ECngqDsMK6TPrqe15K\n", + "/DG5nNVCK6rcCF+1G3eUN7k+81Dl1S60jQD3SIX65ah69NwkSwLXU887FQuzZn8w9t9a2OSwaC7t\n", + "IBkU86q+wrXfbQJ639f+dQ4C5YykZ9XDxwzoz85SUfmRM5mWOIirUPT5YRd+fxojZ8tbfzoZWBTj\n", + "yGwOe9iLO2GhWdoy1VaR3QmxZp3t/2XFUnv3PLTCj18Y/RdG/4XRf2H0Xxj9F0b/94TR29DB7Qq1\n", + "47RnxegtrQP3B7kqRHfEjdBDrO2eN36j3S/+wwC9a21GPQSea9nVpn0xbS3AJS/C337aFWEe0Ox+\n", + "RS1jwAUqR6cceeCe8zO6nTH6xaN/p1atYaAhRithIOpBQzO1uYFNozJyQY/6ovymreR0VjOzoJVW\n", + "J0bTLTPS+zKblyH+il3+wkW/cNEvXPQLF/3CRf+ucBE+utXmFyC4wg6fh3vkuB1RcFHJ18xn4wsv\n", + "CozeiPfL/zAyothHWpvz+4x7yEmvew9fO7g3DwLZkcIlr32Lq1GG4Fj9sFENNVxyeDA+5pItwKn4\n", + "w0cVHwYcwaKebx2DFk3f4oRWTN1JBoBOtnaVcJMkqyO/AjG/guhVxhzTjmqyfrn60xZ+5seeVJNz\n", + "0Dfv93KaZuSFooelU7eFvuaz960Vo80hLiZrr+uQ7UzRVY0AFtHIM4x4HZYzpxLEeLSf0Krt/VOP\n", + "M3bUJgNKtzBmNTl7Eb1f8bFfOPAXDvyFA3/hwF848P8PHIis8bDfJbbW6jf68wQi6hMJllQRFirr\n", + "V8XnFf9pnoQydm7s9aztW8s4vX+MrPbr260thdVY2/rQ3qfOb5O2EOYH7n+31d3363ee+dfF0iaL\n", + "xl02clnRtM1Kpc7s2eLXGJr8+WMlLuf1bSOM9bPJt72oS9fziRY6XH/3nvUVwB/z2RtG9DG2LZdd\n", + "v9JkROh6OTGeurb91Z3em6ZDlXad9prRB4cmDpIiSjxlT9uIK2+4tRV3xqTWBsGTLOsOXFRkZpHe\n", + "RDFyy/RuKjfU/frUfG+l7H2D7xPQmQrn1khYmq0wUGK61Vkv9oIevoK6tmYvWk6A9d5PUyI4ubKw\n", + "1HEI3tpauKX0EnXWq76Y8zWXITzk5SlYCw/qWaN94J4mh74yvfNrq0yXAwzGrlDrNJe5McRQgVgw\n", + "I4lBFRKUrX5RQ/sNyyrVBL3rt5/Qt4hQdK22NdqQLFtKI9vUviYS6MK2n9CRXNa3nooe5/ug06S1\n", + "zKDscldP1NOIe19HnWPSQby866Rv13zqhEgs3Njhd4lf2HVJB/dt9q00PMs+jgIoJw/sBO+UJgdH\n", + "+66OR6/isl5eFvVNTPrO5LHLGtXiKjlYLYrgo95OVUfLRm7+V7VJWrKttB96sLx1s2/G4JbVaraj\n", + "mN3eokE4I7IQG9ktf9T3O39Kd1Nmus056ltut0lHfXPapmPnGvCsk+lD69nn/ZoVdiR9URlTloIM\n", + "pjb5gAxT3dSynDLxM7KTlayvDnp60tOZexUwk9RfI1o/lh2bi4PD8cavql7pj/nq/rp5rMog2WaV\n", + "TzmIxYyl9bYv8eChVVdb7N0mYu2iDVm/ejlfdFZFW600Zwdt+FFBztTy4wrBls46rw+04Ulrl/OA\n", + "RFaNiO+6q8enVLdAb3tzvpT71I/fjch634ii9FEmJ4qcdouWWIkmD+ttcNP2QcarPewIbafqQzdT\n", + "o+fnGI1VPZFZ1PCltqcSMypzI+ygjidOESRFbp+FdFQB9KLccRZ2E9XMut1eVCCVHfRNA6feixpF\n", + "o9q55V63n0fzit0IptWVxtx4kYGvdRhkvvPj+29Jg3eOTUQuCo6+6B7vVC+MA9bkh/B+/63sAx8w\n", + "M42rAR3cKPoSDhi+eYRzLqs9TPRGmZ8jJq5mjS26Bch6WBf3lc+rYQHskwSnMG/KxT4HnYg70Oh6\n", + "NkFHZb/6DooYAExRDEMVrfblyNnYx2Q5xqDYV/2gOS4N25b9qeBpLtaN4QaLcHQL0OZuBnVXQ+7D\n", + "FWFd1JzmdSbD1Fgy0FwMRuu52rmRCHZ1WoZbLggLYcewBpSkoyybfAvZOpmmTDrmKgdRdAMrRrNw\n", + "FvdkSXyVw6ktL4k0Tc3VRECTqQQllxXXhj4zX2osksLcvKSaSRRFIXKTL2utQ57qpul2wot+UcGv\n", + "HKJaNVrWu77UtE74koftdiNlOtZfiXp0bj0M6xaNC+V2JD/zVy7NL8w0BS/MvtZf+iN8q7C001Ex\n", + "XY4CmB4m/islwyAoMjDqpUUZXU6IB20+grzIqh5d68ddExgadOphwwOiCaVn1TVCGjtojqIWs+Yv\n", + "pHWK0pddVixBgK8TbJtSLhWKIdCqe1+prNe7+Kg/o+4h8eVPUk97lEzbdblAI2qh+LuXzfw2W+Y3\n", + "kYCsQIXfHK7vv3Xn9+vGJDJPSm/xSvQ7u8vBV/Ctt0n5ztQmiE698m3PEWpQl35Pz1ZJj8Po+nkn\n", + "63cpLJj3U9m9JKBgSsBI9MrBRYEHFU+756DaR1no+TXsHavD3BSejHTa8/X3UrbQg18YOE/9OfMD\n", + "VX3/TbJufmn0BQxHnncQGTsNceH0H7HDcgbmKcXt0wbvXTqTaBoXEjwLqqodPTQQZfIU9TDvCWm8\n", + "fZNm36HHyW83EcMBQ1306G0iXV0cBzFfWASZDIndzj3X7wNA2p4hBBmzWkBsJcPQcR9TCZ0kxxcp\n", + "TW0Ld2x2RDEcJHVwuqEdDCIYbLSPZnLQQAUmJDkazXW+SOkI7wa42gLV7KA5Iuq+Y+J1yBvN499i\n", + "pW5Ukf5uOY/Y1ETrt5hC1IPvJhv1KF8OWinswcSU47trDgJX67HnJJRLAm84S8psh562pdho2ifc\n", + "vhwPV+FNKuZOS+brKFj7Piek6ye5rmhwCTBOLB/4pGT73k8sBE4FoIRk0mz0L0+PcniXvOgxQWMz\n", + "uSgmLza6t4msE8Tii5s0pogg430/1KTf7Zuro3OspwGuosfzE7V12stMj3q2GG5eLCKlW6jWp5OP\n", + "UefzRhx9Wz7uHe3lHZDNtwutMUDYubnLIh1Vj0dC1y6hAtV16mcQIg7DHp8K+S/LfIVmwo7J7ZPC\n", + "muLxblnBUPNbX6K2Lt/OYmrX9/vBM4onX7ZOnVG17K6mYW6/EZuy0fXuBi/oU3NM5wQE+PRQrK9C\n", + "Nz9OeTKeVNsWrksMoPNPQS/moxO9HRYokIPRr2E4xHUjxzVciUPUMsbrfIsOh94IBGuVTtZIGPuv\n", + "oUeKWm87YTT1Xo2mQoXBCvPJf8WEhabeqxEzR16EKJ5rGGAgKWBh1xXsOg2ZavY+Hw8iOp8MtqVz\n", + "1xNAnBMbulYbOEcWfBR7bh+I6hSeZVc2XPFwfivGlm5+K7p1jkjuMptgKI092nimgxz5fTemslfL\n", + "dIYUrwI7kca14iHslWFRb44dWK+qk93aKdrerWUSubVEJrcWz6qGrtSzHeNinzaMoVw6AHJqeUHN\n", + "r3VUcm0dXc+hRULTvBbzb7HOnJoSVtw5NjUCEgV3vBbjeiOYiNFOXu3XScIdcS5tEPquvQpbOrrl\n", + "XNGzHOed/PWbdb70PFyiReOZUq8zGsdjUMH4Gd1HUgcCfoG6uLls3ejHZZQqhqrpMSvzdGixq9W8\n", + "efCwPcLkym62qzE6N0K6JnOdpz8rJjsmrfmYBh5didKtVJDpfR0POu+qLm3SGC/GIDueVv0pHUto\n", + "RKFK7mbITOg+jxVxKKvIJ9I6iu8nZ4vira3Pjd+tif0lWjebR+IlKUb3MHOuf8xhXTbhNSmLhkp8\n", + "P0bLzWm3VTM4Tbzdz77jiafLEUxExUhvHZsW1uhNh9mQRKp/urLvwePJ+Zw1EssWPObXbAmRnazT\n", + "XX5G9+oWN9KIDYUbHL1JAVtQvWRBh2jH32s4IWaZo0UdYk5Hc32yBmR8zCFmPSSBwg6OSn490y0G\n", + "4O7uIgYyjh1VsKFq5IFnpL0CVzHw3YxP/PQ3rq6viIfDQolq4WKNx12vx2pnSPi4Y6yZhXoOsOrh\n", + "VC72yHSLPoIq05n+HZ6v3p2FHzFayr2K8gAHnqUwsegRqNyZqBSJZLIE9SIOetdcwIMk0Uh3KUUk\n", + "Y5GKLo49xqLA853q9knNlvn9GV2GRrd4kjQqyTSR/ILqVkqRmRIaQ0wWUlZBeJGZKUy90EKYzrDo\n", + "ikP3oL95A7FH1TGK+iPiWxTh1IUjX49WWbG2Fwk4avcAQWznQWlDRf2xdgb866di/flTYT5Gp76w\n", + "wXzMUB0CxflEJaBPVEH6sZOj7pA+WKRoWME7eEHaXUfRqqXyqbNltRjpgx0CARnpo78MRZF+bIWT\n", + "U4b047CtPkWFwRXLbwkbuRxLenZzez3U750LIQTqE9VB/f4eU3yV0ml7Wj3usg7plVAy7YButSYO\n", + "7U+RDoKDFmIgEqF9IhPax8NE1TPan0u4Oivkj0N6tEaKIT+vrEF+RyXI7+gC+SNKnGTjM+THQ59Z\n", + "iTfOzY8mnm8p8cHTqx434pcRXT78/En2/PXOMzcfN752qfkYXuuRmM4KVm/ySrw/8FQ9T4iFyRuw\n", + "4Gma/NhwJUU5fVKRCL7Eck+IoKMV5FjPTMWUjFkwVgdXhEDWf5MMJrjbOVjBD98QhEepUIVmo92C\n", + "ZWL4hsodfv4LJ6cclfOldue7ozcFFl+eHnYIKcF2a5HZaVsRx8GaMd19Sa8pLE45uPjK7Jm09tw7\n", + "Hyk1i/yo8+GoWlPGVCeeydyiJ9HJZtL35m50SkZs9xI0TcIorcsyNf00p8IqxCE1BpqAUJsDO4nr\n", + "GdwHrs5nciOVuEvXVpesnoMWcBGRCriI6vjxKhxzZ15WJdRPCzs4elbpu9KhKl1MzlCqnIHf4pPI\n", + "QnXeUUS/siY0Ujdt+hNy14gX6FQao/Q07IGD3/ZV2aZFtfI2QdoR9K5vdyglqbFJalS6KvVkEX74\n", + "o8G+3toN9M03Md3o97uZTBuDkvk0ka1hVXalVqsa1VSDjSFq5ePcLEao4qkTbdXVpFmAYIpI16JZ\n", + "cGrA2PVKKY1v0ExOmb6WwBbySbhsCYd4yLOLfgkkXdmCpafF7SFhGn/JBgjHXb6hSF3WgPFPFM1K\n", + "RMs/rRGc6vwvHWPYFtvHPu+S7FWJpukEDFaLyYHadDlolyCvK3N721NTSWPzVQE6ehghkZueQY1R\n", + "qzvcur6IlrqVULcme9nNvdIIu8uPFOOnjWSD6tfBzVE3LROHkGVREUTWjDFEqgUDoGsMejzbTBdu\n", + "XcIbIVigjOnV3hHC5lJzI84PntZVqya1FTQyiXO+TkI+o/z/ANqT2w4KZW5kc3RyZWFtCmVuZG9i\n", + "ago1IDAgb2JqCjw8IC9UeXBlIC9QYWdlCi9QYXJlbnQgMSAwIFIKL01lZGlhQm94IFsgMCAwIDUy\n", + "NSAzNzUgXQovVHJpbUJveCBbIDAgMCA1MjUgMzc1IF0KL0JsZWVkQm94IFsgMCAwIDUyNSAzNzUg\n", + "XQovUmVzb3VyY2VzIDMgMCBSCi9Db250ZW50cyA2IDAgUgo+PgplbmRvYmoKNyAwIG9iagoxNDMy\n", + "NgplbmRvYmoKMSAwIG9iago8PCAvVHlwZSAvUGFnZXMKL0NvdW50IDEKL0tpZHMgWzUgMCBSIF0g\n", + "Pj4KZW5kb2JqCjIgMCBvYmoKPDwgL1R5cGUgL0NhdGFsb2cKIC9QYWdlcyAxIDAgUgo+PgplbmRv\n", + "YmoKMyAwIG9iago8PAovUHJvY1NldCBbIC9QREYgL0ltYWdlQiAvSW1hZ2VDIC9UZXh0IF0KPj4K\n", + "ZW5kb2JqCnhyZWYKMCA4CjAwMDAwMDAwMDAgNjU1MzUgZiAKMDAwMDAxNDcxNSAwMDAwMCBuIAow\n", + "MDAwMDE0NzczIDAwMDAwIG4gCjAwMDAwMTQ4MjMgMDAwMDAgbiAKMDAwMDAwMDAxNSAwMDAwMCBu\n", + "IAowMDAwMDE0NTM3IDAwMDAwIG4gCjAwMDAwMDAxMzYgMDAwMDAgbiAKMDAwMDAxNDY5NCAwMDAw\n", + "MCBuIAp0cmFpbGVyCjw8Ci9TaXplIDgKL1Jvb3QgMiAwIFIKL0luZm8gNCAwIFIKL0lEIFs8QUVB\n", + "NDZFOTNBMEE3OThDNzVFRkM4ODA2OTQ2MThEREM+IDxBRUE0NkU5M0EwQTc5OEM3NUVGQzg4MDY5\n", + "NDYxOEREQz5dCj4+CnN0YXJ0eHJlZgoxNDg4NAolJUVPRgo=\n" + ], + "image/jpeg": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Ql8W9WZ//9Hu9fY2ePY\n", + "2UnIBmkglBCWspTSJuxQGNphoKTLFJiBmf7o8B8KpQuUAgUKpCwlFAoty4TSCYV2WgYKQ6AQSEjI\n", + "TkhxVmePY1m21vvXubKle6WrzZZs2f68Xy8nkq4syfdcW997dM5zbK0+vyYAAABAP2VnFwAAAIDA\n", + "CwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAF\n", + "AAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAA\n", + "AIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAA\n", + "QOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAE\n", + "XgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIv\n", + "AAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcA\n", + "AAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAA\n", + "AAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAA\n", + "gRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4\n", + "AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDAix7icjrYCbQhaEPQfrQhQODtx7/kLn7J\n", + "aUPQhqD9aEOAwAsAAAAQeAEAAEDgBQAAAAi8AAAAAIEXAAAAIPACAAAABF4AAACAwAsAAACk5+xv\n", + "P9BPfvagfNq4TRyOWKHq2bNmyjeu/Ip++dOt2+Thx54Wb6tXBtfWytXfuELqRo3IuC0cjsjCq78j\n", + "TzxyL0cLAAAAgbf3NTe3yE9/dJPU1gwy3a5pmty36DFZePllctTMqbJy1Rq5/6HH5Sc/uDHjNgAA\n", + "ABB4S0qL1ys1g6pTblc9uJUVFXqgVVTP77NLlsqOHbskEAqm3TZq1MiMz6fW+C7msocV5W6O0j6O\n", + "NqQNQfuBNuyuYDAswVCYg4HAG2O32+XmH90tPl+rVFVVyeWXXSSTJ02QXU17pa7OHF5HR69v27lL\n", + "IhEt7TZj4PW2tspd9z0sl154jkyfNiV2AIaKdwCqX3BfW4CjtI//kaYNaUPQfqANQeAtqAfu/lH8\n", + "8pp1G+VnDzwi9/3kVgkEAuJxm88Q3R63tLf79cuZtolNpNXnkzvvfUguPn9BPOwCAACAwNurZk4/\n", + "UkYMGyafbtsunmiA9QfMZ4htvjYpK/PoY3jTbYsFXpvc8bNFMvezx8rRM6dx1AAAAPQh/b4sWSgU\n", + "loqKcmkYPUp27dpt2rajabdeiSHTNiUYDcMXnT9f3nr7Pb2nFwDQv9mCLeJ++zZxv3uXuFYtZoeg\n", + "28eTOo46v9Dz+lUPrxpj6/O1y4jhQ/Xr776/Mhp4Q1JfVycOh10CwZB8tGZDrBLD6rWihcMytqFe\n", + "bDZb2m1qfK/L6ZLPHDVD2tsD8uAjT8h3r/+2/j0AgH4aUJobxfnJy/HrwVkL2SnoOr9XXKsXczwR\n", + "eAt0PPkD8sDDj8vhlhZxOp1SN3KE3HD9P+thV7n+21fJol/+Wh751VNSVVkl113z9XhwTb9Niz/+\n", + "3ONmy6o16+TFpX+SC8/7EkcPAPRT9v0b2Qko3AmU/5D5uneXaFV17BgCb9cMHTJYfnTzDWm319fX\n", + "ye23/kde21RYNi468a2vfZWjBgD6czgJtojz46XsCBTwmGpPuu41dKdlORbXPa9fple4myex7AIA\n", + "AAwho3Wv2A9+bL6t7QA7Bl3Xvt98PPm9uX1fx1AI43AIEHgBAOh+4G3bm3pj2M+OQdePqXAg6aRq\n", + "V24hzdvEziPwAgBQhHDi3cNOQGGPKV/SSVQwxx7eXO8HAi8AAPmFEwIvCiwSMh9j/pbcjsVAC/uO\n", + "wAsAQBECb2vqx8h8tIxCHlNWx5jl93l3sfMIvAAAFCGc+HazE1BYWtgcvg5syu1YZEgDgRcAgOIE\n", + "3r3sBBT1JEqvAhIJZ//GAIG3UJzsAgAADGHEKvBqgdzDjVpGduWjonlq9evUT4UtFLQIwXuyLj5h\n", + "a93JziPwAgBQ4GASDasS9FmEk/25P0brXnFufCF+ncALW3vq8aNWX8saeP308BbsRJZdAABAIqx2\n", + "+zHaGBKBJMG21OMkcDiHEzACb6HQwwsAQJaw6tj2pj5jPltvrWvVYrHv38CORJznzZv03tyUYy2H\n", + "Tw2o0lA49PACABAPGHvSBt5clndV93HsWMaOROLYaXzdcMVtOLliuWoCLwAAvRFOPv1TlkCcf4+b\n", + "a+VD4n7nDnYuJHjU1wxXWFSiJzGkAQCAzsDbtDJ+WasYnlKiTI2p1PINvGueiuWbY/45Xrkh9lgt\n", + "4lz3vNj3rBB7c6O0XfwHGqCfU8dUvP2z9PDqpcviVxzsPAIvAADFCCcjUwNvN2bN21q2mwKvRB8r\n", + "l2ES6Ltsxl5cV0X0mBqa2JZlgRM1HrxTaMIX2ZndxJAGAACSw0lUZOiRqfdp7fokInvLjqREnbTw\n", + "gEU5NPTxY8qwJHWkcpRorsrEtkBrxmNRjRuPHTgOCR51BTuTwAsAQAEk9d5GBo1JvU+GMlG2LGMy\n", + "bYcbzW/ASSXQbO1MYurPgVerrBOtzNDDa1G5wepY1CpGiFbdwM4k8AIAUGCuiuhXVWqA8bfkHJhT\n", + "3nAPb8+8vZX6vf0u8Bo+EdCqRunhNRGGKTlG4AUAoKffEA29cWGL4QyxANOUPtwYen9NY3U7tycP\n", + "aUhafas7wyVQqseUMfCOjk0+UydT8WPG+gRKLTsc/z5DrzAIvAAAFJT6CDoliATS9/AaJ7RFBk9I\n", + "Cb22pB5eWzhgvk5d1n7H2Isb6VhGWPPUGE56mq2/LxJJHIdOFzuSwAsAQIEEDOHDVW19n0zjdI3j\n", + "ex0VEhk2wxxikr83ZF5uNtusffTtwKtVjuwIvqMSISzdMBbNcDJkoyQZgRcAgEKFE0OVBM1tHXiN\n", + "wx5Svt/Q+6uV1Upk6OTMz9d+KOk6Pbz9L/AaJq119PCaTqYCaXp4DcsOq/J46D7q8AIAoEQMZcJs\n", + "DuuPki0mpqnZ9u5lt5nG8IqzTCJDpuUXjpi01s9OoFoSvfqqBm/HEBfT4iOZKjWAwAsAGFjBwbX8\n", + "/tjYR2e5BGctLM7zGCcKVQy3nCxkNcnIvucjcexYZrpNhZrI0KnRr2li378+TcA19xbbkiaxoY8f\n", + "t0k1eI3HVuKYs25zm7/ZcCzVsDMLgCENAICSDw7OT14W17rflsTKZMnlpOz71qTeSV9Va7i0z19s\n", + "7tHLMDGNMlV95Hj07ZWypZeJ53//Xdzv/SynwGucAKmGu3SKLy6RzLgISfQkDwReAEB/DRaqZ3fV\n", + "YnGteKhnns8whtYYSlJflzdr4DX2yqmKDfH7HthgCL/7LcMUSptj6+tib24Ux86/iXPjC+mPk6Qa\n", + "vFbHhv3gx1kXLEFhMKQBAFCa/F7rHl1VzsvhLvzzGcuEqV41T5Vo5UNSemWN5cfUuF/H/o2pgddQ\n", + "a1WrmSjStDIWlnYtF8//3ZJ2GWFb2z7TR94oPa7VT5iuq95efRW1qjoJHH9DIswm1+CNf4N5qIzq\n", + "CdYGVyeFZYvJbiDwAgAGDtUzWowQYAv7EyEjGqg1V7VEasaJIznwtu4SW/AIfVyxLeSzDq9uQw9v\n", + "zfjEm+6mF83BOvk1+PaJsM5A6R57aiJa0kQz1dsrzbFlo42B16oGr35sRU+ikgOvDJ7MziXwAgDQ\n", + "A4yTxjp74axWuQp6xRYNOGpccTqaqyxxWfXwdsoQdvXww8S10g68WZaHVmG4c8y2VQ1e/XJZTcoJ\n", + "VMrjhAwl8gyfFqDrGMMLACjNcGGomtBbNIfHItS0iN1iGIPp+wwT1YxjePvCz4wM7ZO8PHTKyVBi\n", + "MRHLGrySuuy03WqyorEX2U2VBgIvAKD/hgvD8qrmgNBUnDdEQx3czo+dtcrU8bRqfKW9+dPMD+Yq\n", + "NwWc5JCT9memFm9ph6YsgdfYQ2+cjJap/anOQeAFAKDnaImFJ7T4pLjUZV0de1alLyeVJuAk9/KG\n", + "6+ZYhx+WFy7tk7DDjZm3h4L5P2ZS4FWVSezNjSknXyDwAgD6ZQAN9OzzGT6O7uyhtZocZ2vZblk+\n", + "LDxqtoTrT5TQpAWpP4pxHK96qjnX648dGTHLFH4pS1bioSnbGN622JCUbKXGgkdfaXjMRlMlEFWZ\n", + "xHhdK0ZFkgGISWsAgJKUbhUqKdLELuPs+3gPrd2R8/f7z1yUdpuxUoN+vXaitF3wQvx5y5+f3/Ez\n", + "H6DhS/mYbMkceOPLUxtK16lqHymBd9Y3xa4+KVDl6sIBca19SgJzrkuTsolqBTlZYRcAAPpU6Aj3\n", + "XM+vVj4i6V3T0bXHSerhNW0zrsTGIgSle9xZlCRLuY93lx6KXat+mWjfQQ2W9w0d9fX4ZVWuLt0q\n", + "fNRlLgxOGwAAhBljCSlDwNCcrqTwMaJLk4zUGF415EHUBDYnZab65DGSZTiDHqq2vCKuNU8kenrF\n", + "XKLOSB8CE/0y9vIGZ13FjibwAgAGVMDwN1tvSFrat+AMHyFrZZlXgYgMnaYPT8hG9eJmGvKAPnA8\n", + "ZitJJmkqLmQ4hlQvr6Ppmlgg2/SiBKdektjocEto3OnseAIvAKBfS7f8rr/wH/vbgsYxl1WJDa5y\n", + "0yQ0+6EtplATnLVQwvXzuv38KhB3flyuPtpmZn7pMZYkUyc56ljIqW0tajl30nv941cC5koh5UMl\n", + "cOIt7PhCtR+7AAAw0NmMk4w8VaYgGph3U/wr+ePpSM2Egjy/sWyZ/cAGGqQUjxFDSbLIkCm5n8xU\n", + "jso9lBnqMEeqRrHTC4geXgBA6VOlmTonq0WKMGnN0LOW17dZlC3r0uOoSW1qLKcKPc2NBek1RjcD\n", + "brBFXCseFlvLttiEMltiwmJk2AyRLX/KMcUStQi8AACkCxytiRXV1FhZVcZJv72t8KW7jEv6apWj\n", + "098xy5jerjKWLbPl+FE5iszv1cfVWrbX0CNzP5nJp8qCseRejqvzgcALAOgr4TbYIs51z8evq7Gx\n", + "ptBgL40ReJnGY3brcQ1ly+wE3tI4JjOUv9OqGywXGHF+8rLFMZNl4QjDpxfGiZpU8yDwAgD6G79X\n", + "X2EqXeAtergxBg1PTY//+MYxvLmUv0IPHBMZPknoHNudS+DN9qmAmpzWORHSVOWBFdYKiklrAIDe\n", + "DxdJvWme124QR8cQBj0UDBqfuG/rzsK/AGNFCGd5+nBSWZxFAFSA6lyRS1/goI0V10qWqyLPtq3K\n", + "cvAnxgbbjUNryqjUQeAFAPSvwJsU8Bw7lpmWcS36m79xIlzGSUaOor0ErWZc4iU0N3JQ9PYx2Wq9\n", + "wEgkz5XPTGXurB7PeBJVpGWzQeAFAAzkUBNsEfd7P4sG7L8lAkovLeUaMQReWwuBt1Tle3zkM0TG\n", + "bhjOolb1Q+EwhhcA0PvBs3VXlpCRGAdZyI/7ba17xbnxhdzDS4HKkFk+9iB6eEvqmExznGkVI/N7\n", + "oCxDIGJVQWIl6Wy+vYb066ARCLwAgIHE2NuVafZ8/qFmb8Zw3ZNMPbxMXOu9oOs/JO5lt5lK1ZkD\n", + "6qg8jtuuf1qguatpjAJiSAMAoPdDRrZeW4dhIpmq6LBqcWGe12sRamwZZscXsddNq65PPM1henh7\n", + "LRjt+UgfQ24/+HHWk6/sD5a9XzHtRMgsY39B4AUA9DVhf+ZQYJjprq+AtbpAgdeiF09zutK/jvLi\n", + "jauMDDKO4d2eWFkOPRuM9q3JfCxW5X4M5LY8sPVJVKnUnibwAgBQILagN3PIcFVJeNxphX9ew2pu\n", + "8ecq650hDar32Diswd7CsIaSDLzleQxTsGdfqCTdEBomrRF4AQD9TSBL4K2qE/9JPzQPKShAD6jN\n", + "tzuv+2fq/S0Eraoh8doOb+W46GmRsDj2b8zcRnnUYlaLSmRPYiwwQeAFAAwItixDGmLvWA7z5LW2\n", + "7tcsNc2K7wwpGXrWit37a+rhZeJaz4ei5i3mRUg622XwZAmPmi3hujnxBUJy4izLHorLarselpF7\n", + "U7ALAAC9rpcK7tstAm9vloPSBhl6eFX4Qs8eD3tWW97u/9xtolU35N+entrsd3KkWdmPpYUJvAAA\n", + "dJea/GbszVM9d5FhR2b+Jle5hCYtKNpritRMSLxBb/mTBE68hYYq8jHgWvV4bEiNWuI3kmaYjK1r\n", + "J0Hpem/NodhcjUH1Jhez3jOBFwCAXmL3NuUWICpGiM27K/494W4EA7XoRCJojpP2c5/JIZzUSmDe\n", + "TUXbD8blhdED/F5xrn/OcHwNT9Puua2WpsKqqZyZszx7myeVHwuc/EPT0BYQeAEA/VRk2Ex9trxW\n", + "PkQiI2YlwkEBSzUZF53oreWErQK1UcVT8/T/fZe/zUFRBMll6azGdOuyrJbWKTzudFPgzWkRE1d5\n", + "rAKJ/1D85AsEXgBAfwweSRPQVADwn/yDon60a1x0Iu/lYtE/jrtwe/rwOmp27NjQl/7NTWj8GeL6\n", + "8BHDE2Qfh6tOcvyn3EZjEHgBAP02cARbxP3m91NKjKmeXcuwa+wB7eZEN2PvXj7LxaIfHX++NMeQ\n", + "q0L8Zy7K+/GSJ7bltvAECLwAgP7N7xXHzr+lBoc0K5ppzsRHy7Zu1uE1LjpBkf/+e0LlWn5/xxWH\n", + "BE640bzd32z5fZFCnQDZiVkE3iLz+Xxyw/d+LOfOP0vO+vzn9Ns+3bpNHn7safG2emVwba1c/Y0r\n", + "pG7UiIzbwuGILLz6O/LEI/dytABAD4lUFn9MrXHRiXyWi0UfCrzeJnF+8nKinctq9MUlgsdeG7vB\n", + "ouaufr/KwgylKZWx4ejHgffxp56XhtGJA1bTNLlv0WOy8PLL5KiZU2XlqjVy/0OPy09+cGPGbQCA\n", + "IgaSjok6KUGhbIj1N7gNM9qzLEecPfAaJq2VE0z6a+A1cq15KnbofOabep1bq6WlYydAXe/hLWbZ\n", + "OnRdv1xp7W/LV+r/HznliPhtqge3sqJCD7TK7FkzJRKJyI4duzJuAwAUMZAE2w2hc4geFvQZ62lm\n", + "xRtLONn8Ld17AzQG3srSCbzq5+/KIgewOL5ard/HOydJ2kJpenirRnf5OVXZus4vlI5+18N7qPmw\n", + "/P6lP8otN14vr/z59fjtu5r2Sl2deRbu6Oj1bTt3RcOtlnbbqFGJ272trXLXfQ/LpReeI9OnTYmd\n", + "LTod4nIVb1WeinJWWunraEPaEBl4Em9DtsETxHnGD2L7PN39DX9v1d9eVw5tk7b9DB9nlw8qoWVc\n", + "z7or9v+jczgGu/vzt++xvLk8uC/6z7joMXDY+jAbMianY6snBYNhCYbC/M0g8Hb8fXj8afnHf7hI\n", + "KirMfy4DgYB43OaD1+1xS3t7bP32TNvEJtLq88md9z4kF5+/IB529QMwVLwDUP2C+9oCHKV9/I80\n", + "bUgbIj1H827xdFwOuwaJP8u+dkWc4ur8++tvk2CW+2dqP+O7RCm2cam/vr7wO+g5tF2suqT80ePO\n", + "/unPxbn/E/UWn5qTXUMlwu89gbdU/e9f35KRI4fLzOmpS0N6ogHWHzAfvG2+Nikr8+hjeNNtiwVe\n", + "m9zxs0Uy97PHytEzp3HUAECBGCstGCswpKOGPcS/t+1A154z2CLO1U+y8wfC8eU1DGlQw2Q6evVt\n", + "7Qfi43ktjzOW9iXw9hS/P6CH1Hx8tHaDbNq8Rd7tGMPra28Xu80u6zdukovOmy9/+OOrpvvvaNqt\n", + "V2KwRwNtum16L0I0DF90/nx5bslLcurJc/XxvgCAPsrvFde63/apl+xatVifZKfGnvpPv4s2zGF/\n", + "xQJvYlJa6Ihz4ssIJy90onQuNKHKlyWveAcCb7ct+f3Lctyxs2TcmNgAfVVO7I57fqEH1/Fjx8gN\n", + "139bhg7J7cC7/pqvpzx2dVVVvCxZIBiSj9ZsiFViWL1WtHBYxjbUiy0aeNNtU+N7XU6XfOaoGdLe\n", + "HpAHH3lCvht9Tep7AADdY66UMIQdYhAZPDm+TK1r9eL47eo2tQ0ZAq9hf8VuqDDtM2OpMj3s1s0R\n", + "/+fvZ8f1Y71epeH1N9+W2pqa+PUX/vsVffzs/Xf9SI6ZPVOeWfL7gj3X9d++Kvp4/y3XfucmeW7J\n", + "UrkuGpA7g2umbZ3mHjdbamtr5MWlf+LIAYCCpLqQ4R0ph2VYDfVRba07u/acWt+Y+BMed7r1G/e+\n", + "tRw3+TZ52RDT4iLJw2EIu/1fr/bw/s+rb+iVD/723or4bW+89a6ceMIcvRZuuadMVn64Rr+f0tlT\n", + "mys1wcyovr5Obr/1Pyzvm26bw2E3LTrxra99laMGAPowe6uhV9lTK+GGE0vydYbGnyGuDx9Jff17\n", + "o4F38vk0ZD7nVZXD03+C4GKY4oD4ve/NJw8Gg7EzK79fv7x2/UaprCyX4UOH6tdjQw0C+uXO+wIA\n", + "+o/eXt43MnhCydZLVbV4rYYu2Pet4cDJd19WjNQDb2TErJSAG6mqZwcNAL3aw3v2lz4vazdskjZ/\n", + "uxw1baq89sZbcu78L8gZp56kb1fjeZf+8c/6/QAA/Zw9e03zQlRp6EvUsIbOcbzx3dTcqFea0FzV\n", + "HDO5Bl41pMFTK+1nPSTu934mzo0vJLbVjGMHDYQ/L739Aq786iWydt0mue8Xi2XWUdPl9M8lPlpa\n", + "s36TNNSPppUAoN8mkfzG02qOxDhfY0mzvLQbZuiX+Gx8NazBStkfrhTP/93C8ZNEnQiUvbIwdUN5\n", + "YmGR5FXUIoOnsOMGgF6v0jByxDD54ff+n+W2o6dPlaMsauoCAPpJQPHtTgSRyp6pfZpv7d9ePR+o\n", + "bhDf5W/rl93v/zxRVsu7Sxyqxuy874k4WAkw3rate8W+f33qfjR8MhBJqrEboYd3QLCX8osrKy+T\n", + "8vJyWgkAEOOpSlz2ewfUjx5W40+TA56hnqxj61/1Hs6ih8roc7hWPqTXuu2sd1sygTfNMBetfITh\n", + "xGqkedugsfxeDQBOdgEAoNcCSigxIVmzZ++DUeNW1VhMm/+QHrxUwEmefR9fdEDV+D3d4mP/UFvi\n", + "ch/qHY0MmyGR2ol6L2ZnsHXsXS2hqrpE72/05wmNP7O4E/Ham02rlAVnLSyd48m3x3rfVQ5PHEPR\n", + "/RVfZELo4SXwAgBQ7IBiGE+ba5UGVVnB0RRbUdN+YIOE6+eZA69x0YGT/i36jyfpOQ8lnrOs7yx2\n", + "oVUMl/ZznhbPmzeJo/F1/Tb3Wz8Q14ePJpbQDQf0RRWKGXiNZd1K7ngyLiVs3HeGdlYnTP4zF/HL\n", + "N8DY2QUAgO5QH297/nqjlP3hCj1wFT341UxMvIk1N2a+c8uufre/k0O6VchLruzQbRHD5ML2/SV8\n", + "ApUY0qB6blVPrlpFjVq7KJke3ra2NvndS3+SzZv/Lr629pTtP/3Rf9JaAFBqAUON5zR8vO3Y+a6E\n", + "x5yc+wMEjcMLPLllr5rxiTex9c+KLRp6AyfcmD7wVozvX4G3fFjW+6jV2Aqx/LAaKmFvWiH2w43S\n", + "dsHv9OEjNn9z6R6PrYkhDcHPfEvCY0/llxSlFXgf+/Wzsnfvfr0sWVlZGS0DAH1B0sQxx9bX8wq8\n", + "aixuIsjlNrzA2MOrxuk6Ny+NpuCA2Nr2pS4R690pMjI5FPXuYhfdDrwVw7MH3gKtxtZZFUJxrX1K\n", + "AnOuMw0J0fend5c+LrYkAq+hh1erGMbvJ0ov8K76aL387PabpWYQhbQBoNeDg+q5fX+RXidXVQLw\n", + "n3FPmoBh/njbue1NKfagBjWGV+9pNMzId275UyzoHdpivnO2IQ05LHZReoE3e0gvxmpszk0vxgKv\n", + "4YSh5I5bY5m7sqH8IiPxO1EqLyQUDkkFJcgAoDT4vXrPqZoA5dj5t9Qg2RkwQknLvgd9xQ98nlpp\n", + "u/gPlr2K9t0rkwLvzn7XNBl7wjuqTnSuxlZQHeOzk3t4SyrwGk6CSqXXGQRek8/MnCYffrSWFgGA\n", + "UggOSeWd0k2CsrX23qQwzZnaSeLYvixr4DVXaajtc22jAm943GkSmrRAIobavGqClnHVMPuej4pz\n", + "bJToGF7j5L1chn1gYCmZIQ2fnTNbHnn8N7LywzVSX18nbrf5pZ152im0FgD0VHgImycP2/dvEJlw\n", + "VuodI10bwNA5Gapbwa+sJjXwNi1PCryxEKRq8+rjhYOt0WRo6IV29L1PFvWyWqfc1rH/w+La8Lxe\n", + "mk1VJdD3a8dwBvV/csm2rO0ebBHnmqdjPaU26+EeycNYbEGvaIU+/tTrWPeMaqBo40W/pl+Z10ma\n", + "VjGSX2KUZuB97Y1lMn5svezZt0//SkbgBYAeDLy+pLG5G5fo1RDUWF4Vhtxv3awHIlt713r7jJOh\n", + "usxhUWrKWD5LCbTExiMbavP2q94/u0OC0y+LX1WrsXXuW9fa30Z/9jYJzrg85wmBaiiLsepGtmCp\n", + "Xy/Qind6O713rz4O1354e2zhkE4WgVe///L7xda6Uz8WQ0ecm2jj8iH8EqM0A+/3vnsdrQEApRJ4\n", + "kz+2jgZJNZZXz1i7V8QXfuhNuQ5HsHmbkgJbIkhpTle/aje1Glsi/Qb08Jvt5EKNdW274IWOK+HM\n", + "+VqN5Y6Ei3SSdSA++TDXdlVjzOM8tf3zpAaFOTdkFwAAUqSZfKbComN35rDrfvcufTWwdDJty4sz\n", + "txKW+oIYaUNz/5rJr4KeGt+bF0MPbbZV1FwfPFi8kyzDhLOUpt7wfNYTGceOtxP7oZySZEg6hnrz\n", + "yRu3bZfVH62Xc+afKUt+/3LG+158/gJ1x7ReAAAgAElEQVRaCwB6SLrSU7ZoEFY9vBnfWDa9GAtP\n", + "h7ZIpHZiyvbOZXET4WSIafJVzuHOU0tDWeXXk34oFY151ELOo5pDZy9/cY659BMgXR8ultDUSzLf\n", + "33CSRg8vSirwelt8smdvbJxY0+69tAYAlErgDVn38NoPbMi+nG9nSHn/PokMnynBWd+0DleuCmk7\n", + "+6mul49iuVhralzv0QsTOXDWQsu7lT97Vrw91IQ+/QSiC8sGx4Ln7O4fcxl6eNXrVNuNY3Pt3vQB\n", + "WaukJBlKKPDOmD5F/1Ku/daVtAYAlArjCmiu6ngwcm76fc4P4dj1vv5lCryGj6EjlaO6VStV89R0\n", + "+8fsiyut5SJdyDXxVEXv2HECopZ4jgZeWziQEp4jw2aKfc+q4p9kZQnb9kMfS7j8eMOxlCHwMmkN\n", + "yccPuwAAkBI+jAX8BzUk3jS6GXyMgbe7vXBaIXp4++BKa4ViHBISD5uhtvhtoYlflLZzn9Hr+/bM\n", + "MZc58NqSPlnIFHgjDGlAEie7AAAQDxEdpZ7shkoGqr6rff/6nL4/PHqu2A83pg0jxnGXWtWo7r1Y\n", + "t7mHV03W6hwfrF6z6uVztO4WTYtVidUrT/TASnB9JvC6EpP+OlfMMy3KUVUvWnWDdfk3dbJR6H2Z\n", + "rYc3KfAaF0NpP/tJca6PTWyzBVoY7gICLwAgQ+CNhgpTqScVfGomWgYeNSShc8lhNTktcNL3JTJ4\n", + "sn694inDggfqY/LOJW+Nq2FVjS5YYFPUZC3XsOclPGx6fBJcRblb2tpiH9O71j0jrg8eMHx/9cBu\n", + "bEOFClvbnvT72WJ4QOiIcxLlzoKFqcNr9zZl3n7g444FKZ5PPRajx11g3k38AoPACwDIIXTs35gS\n", + "JqwCTyQagtvPeii2ytfIz0hk6DRzSKpuEFvL9tgbzdbXxREN0VrlaFNPcaSqm0Makqs0JC3CkPqa\n", + "x5mv99BH9aVKc3gMOyNWW9dYnaNzfHNKvePoyYvmqkqEZX9LQV5PTkMa1MIYhkVEYsdBDb+4KO3A\n", + "m60UmRFlyQCgONSyu4nwciglTFgt8KD3rmYImOHRx4tzYyzwuj581HKIg1bZzeVfXeUSmpT7e0Nk\n", + "yFTza8y3Xm1/C7yViXGuaniAa9Wj4jCO0e4c35y0/LIatlIUhglz8XHDNoc41ElYx4p59n1rs5/4\n", + "AKUWeClFBgAlEHgNPWbGCUr+0++WcP08y1XVtIrMYTU85qRo4I2t3pVuPK9WgB7efD7GVj3V4fGf\n", + "13sK1eS5UMPJA7zlDRP2/M3iSlqRTXPHhnxEksZaqxMF2+HtRX1l/jMXxS9X/M+3RPZ8FHvFFoue\n", + "JA9tAUou8FKKDABKi33/5vjlSM0Ey8Cjc1dlDrwjZsfG7SaXuYqn7Ipe6Znzn/xDGtnihMN+YJNF\n", + "G3W0satcPxFSY2zVsAN1oqDGQ/eYYVPigde+d03eJ19ArwdeowMHD8lzv3tJtm3bIYFAMGX73bff\n", + "TGsBQKEDrmGmuxJfGEIF0s5A5CpPDRmuzIFXhd3wyGPSrsylJryhtxs/0cObPJRFb2N7rHKpOjEx\n", + "9rgmh+V0q/IVTO34tMdr7EY3bYnsh3upvJBHFj+l/3/R+QskEAzIly88W+bNnSOtPp9c9U+X0lIA\n", + "UATG8bumQDooMcHLqic2lwUbwg0npt3GSli9TytPtKHVKmclsyiHIfBa/hzU3EUOSqaHd/OWRnn0\n", + "gavF4XDIc0uWyvFzYuPIpk6eJEtf/otMnzqF1gKAAlK9uY5tb1oH3lpzKTJVhcFYYUGz6PVNCbyj\n", + "j08fUqro4e31wOt0FeY4aj8knjdvEq0sVs0j8NnvFPaFDpmi9yinXWiCmrvIQcn08Dqc9nhxcPVv\n", + "OBwrkTJt6mTZuHkLLQUAheZPXz9VSwq8WnW9+Q6GGq5pH6O6QXyXvy1tF7xgEXhHs/97O/BmaUOt\n", + "fGhOj6MqJ6gFP9QkRX2iYhcWpIgPpbEKsBVDJXh0+qWSKUuGPhV4J4wdI+s2xMbmjB/XIK+9sUy/\n", + "3Lhth7hdlAsGgEKzZVjZKqVmrWF54VhYyj1kWFVj6G4NXhSAJ/s47LRt6k4s2pE8/te4Sl/Ox6Jh\n", + "0Qmr8d3hkbMzBHfKkiG7kkmSX7n0AhlUHfsFOm/BF+TW2+6R3y39o7R4W+XSC8+hpQCg0IE3FMwQ\n", + "eCeYQ8UgcwDWnOXdeu5u1+BFt2VcaS7bMIEMkxZtKvAmnTCZtqvlq1c83DEEIiz2PauiodlrODbq\n", + "LE+a1Fhyq8l1yXWCgZIOvOPGJHoPGkbXyT133CKfbGmUYcOGyJh6PvoCgIIH3tY09XGrG1J6ZSNJ\n", + "Qxq6XUOXHt7SCL1pQmR3hgnYfHsyb/c2iXPTixmODevx3ZFhM8SxY1nq7ZVMWkN2JTOk4de/XWK6\n", + "rnp7Z8+aKfV1o+Thx5+mpQCg0CLWNXJDUy6wDMGqFqv+VX9i3k+lxvKqVdHUV7huDqtjlQqLyYeq\n", + "BJnVuOucA2+6yWXxQLw3y8mQdSdXZOhk628wLpEMpFEyPbzLV3wo//SVi1MPfE3k3eUr5Z+v+kda\n", + "CwAKyOazHsNr1btnVYs1X/msioaeoSauJQfUzvq7XWXfu0oftpBuyES2QJxufHdkyDTrn4GyZOgL\n", + "gfeVP78WO/v3tccvxw/iiCYfrd0gYxsY0gAABQ+8QW+aADGCnTNQAq9FabJc2j+SoaycY9f7Uv5f\n", + "50ho/JmWJznZhjykG98dGTpVL4+nxv4yUQ19LvAOqq6S997/UIKhkB5uTWeJ0bPM+tEjZf5Zn6el\n", + "AKDQAmkCr7uSfTNQAq/VsryFGCIQDojzk5ctA689Sw9vuvHdqie3ff5iGg19M/CedMJn5cS5x8lj\n", + "Tzwj3/jaV2gRACgAfSb88vtFKx+iL70anJVax9TWlm5IA71nA+dAcaS2f/mQrj2WquyQQw3edGN4\n", + "1fhw9Xo4/tAvA69+8NtshF0AKETIXfW43nNrC5hXUbMKvBLxWwdehjQMGFpSzduMpcqy8H35FXHs\n", + "WS2eV/8183Hq3WkKyWoZa1X3OXDiLTQI+mfgbdy2XVZ/tF7OmX+mLPn9yxnve/H5C2gtAMjE7xXn\n", + "+udyuqtaCtbRtDJ+PTzuNNGcHbVX7Q725UBhN8eA8NhTcvs+q0UrHG69AkfWEzNDD6/vkv/heEP/\n", + "D7zeFp/s2Rv7SK1p915aA8CA0zn0wNZ+SO9x9Z9+b5cDQKaV00y5ZOtf9aVgjQJzrme2+wCU3ObB\n", + "o67I7fuyLVrRMbQhuVqDsUKD/tyEXQyEwDtj+hT9S7n2W1fSGgAGXuD1HdAn93SyH1gvkWEzu/ZY\n", + "GVZOU71qKmA4Pn1V3O/dkzX4YIAE3qTlg1W95Vyp2spW1NLA9kNbOgJuk2iDE4HXblhC2HLCHFAk\n", + "9lJ7QZFIRPbuO6B/qcsA0K8Db9sB03VH04ddf6zW9LPfbUGfuN//uXj+7xbzylpqDOWIWTTEQFU2\n", + "tPAh2rA0sM0QcGPHe6IkmZahtBlQaCWz8EQgEJDnXlgqf3n9Lf2y4vG45QtnfE4uueAccbmctBaA\n", + "Pse1KlFGybJSQlJIte9eITKziwvtpFk5TX+ew1tTxvf6T/6hhMdT9nEg01xlhX9MQ5BNPr6NATjC\n", + "5EgMxMD75G+XyCdbGuX/+841MmH8WP22Tz5pjN7+X+JvD8hV/3QprQWg7wXe1VkCb3IP797VXX6u\n", + "dCun6UF635pE0KidKME51+c0wQj9PPAWoQSYcWng5Jq7xkUn0tXbBYqhZIY0vPPeCrnu6oUy7cjJ\n", + "Uubx6F9qfO93/vVb8va779NSAPqllIlmOdQxTftYaVZO0//YH/g4ETRqxhF2EeOpktCkBfGvQjAu\n", + "DZy8jLB50ho9vOg5JdPDGwmHZfiw1GLXw4YOllAkTEsB6HthNthivt52IKWof7rFH7okkD7wOpqW\n", + "J/7e5jExCf2bqqBgtRpatx7TsDSwLWMPL2N40XNKpod3xvQj5aN1G1NuX7Vmvcw4cjItBaDvBV6f\n", + "ebiChC0WerAqJRYOdO35MoVnQ8eBVkXgRRFDtKGH137wY3FueD5xvdVYpYHKIOg5JdPDe+LcOfKL\n", + "R5+U4+fMltGjR0b/Nkdk+64meXf5Sjl/wVny6l//TzRN0+975mmn0HIASj/wJo3PVSWZwknjFu1J\n", + "s9g7g6sKDckT3lRpsbI/XyORyuHR7WMkcMKNSaHWn9PritSMpXFQvMDrqdUXMums9ez6cLGEpl7S\n", + "cSD7TPcDBlzgfe2NZTJubL007dmjf3WaNGGsfLRuvem+BF4AfSPw7klKArGeWzXUwbnu+Xi4TSd5\n", + "wptj6+tia9kujuiXyEoJfPbf9dWtMoVny0BSPYbGQVH5T/qhVDSeHD/eK56ax04BgVf53nevozUA\n", + "9LPAa+7hdW58Uex71uiTyzItAWzVE6xq57rW/ibp8febZ7obhkyE60/Ux0uqj5TjQddVLZFhR6aM\n", + "IwYKjhXUQOC1duDgIXnudy/Jtm07JBBIXS3o7ttvprUA9C3GBR6iHNve1L9ykdwjZt/9oT6kIVMw\n", + "NgZs/+l36ROGyl+8KH5baOblEuxqjV8gT2qMbvIxC/TaOVipvJBHFj+l/3/R+QskEAzIly88W+bN\n", + "nSOtPh81eAH0Sck9vLlyrvlVym2eN/4z9Y6GCW/Gnly1elrs/3J9FTV9rKTdIaFJ82kU9GDCsO5T\n", + "U0sSp1uWGCiWkunh3bylUR594GpxOBzy3JKl+uQ1ZerkSbL05b/I9KlTaC0AfSvwtu7s0vc5duVW\n", + "e9zWngjUxgluobGn6f+roNt+1kOxG9Vkoc4gDPQAzVkuNnYDSuX8q1ReiMNpj1dhUP+Gw7ESOtOm\n", + "TpaNm7fQUgD6XuBtby7u47ft14Ou++3bTEMlgkddkXpnwi56OvCW1bATQOBNNmHsGFm3IfaR3Phx\n", + "DXrVBqVx2w5xu5y0FIC+F3jzGdKQJpBGhk5L/we8uVGv5OD85GVz0GBhCQAwKZkk+ZVLL5BB1dX6\n", + "5fMWfEFuve0e+d3SP0qLt1UuvfAcWgpA3wu8SZPWMolUDNcDbMrttRPFvn+9deBtWslORsnSKkaa\n", + "r3tqJTJqNjsGAzvwjhuT6JFoGF0n99xxi3yypVGGDRsiY+pH01IA+lbYTVpSNWvgHTbTMvBqlebV\n", + "qFQZss7HTl66GCitXwJzabLQkRfp9aSB3lAyQxpWfbROr8jQSfX2zp41Uzxuj6yxWHIYAEr6vb59\n", + "f173Tw62ca5q09XwqOPYuegbnGXsA5TO4VgqL+TRXz0t//mdf5HKCvM4tkgkIo88/rQ8cPePsj5G\n", + "i9crS37/sqzfsFmfAFdW5pErvvplOWLieH37p1u3ycOPPS3eVq8Mrq2Vq79xhdSNGpFxWzgckYVX\n", + "f0eeeORejhYAuQde/+G87h8ZYj1WV/OYJ/6E6+eKc/NSdjBKXvLSwVrFCHYKCLyHmltk+IhhKbcP\n", + "HzZEDh7Kbaazw27Xy5dd+dVLxGazyZq1G2TRo0/IvXfcqgfg+xY9Jgsvv0yOmjlVVq5aI/c/9Lj8\n", + "5Ac3ZtwGAF0KvL78enjFVWUdGpJCgjZorIRHzRYH43fR17D6Gnrz8CuVF1JbM0i270itWbl95y6p\n", + "GVSV02NUVFTo9XtV2FVUz+7+A7FJI6oHV/Ueq0CrqOESqvd4x45dGbcBQNcC75687p+uhJPmrpTQ\n", + "pAX6UsFqEQk1iS101NfZwSh5KSdr7mp2CnpNyfTwnnbKPFn06JPyT1/5skyaMFYPrWrS2pPPLJFT\n", + "Tpqb9+OppYqffWGpnPG52PKcu5r2Sl2decbo6Oj1bdFAHYloabeNGpW43dvaKnfd97BeNWL6tNhC\n", + "GC6nQ1yu4p21VpS7OUr7ONpwgLZh6FBedy+rGmR9e81wkTN+kHgt6p8Jx0f/SB0rsvODxB0HjRGp\n", + "rhOpHMkxx+9gaSjzmK56qmpFutgWtKFIMBiWYCjMcdXXA++F534pGh5dcv8vFscnr5WVl8nZZ50h\n", + "F5zzpZwfp/lwi9z6k3uk1euTkSOGyT8vvFy/PRAIiMdt/oVxe9zS3u6P/SJm2KaWilGv6c57H5KL\n", + "z18QD7v6ARgq3gGofsF9bQGO0j7+RksbDsw29LTslfipsPooN5L570Rb2CmuSQvEFvKJo/H1+O0+\n", + "++DoxtTnd8y4Sjwq8EYfOzJ4irTPX2x4MI45fgd7n0NzizHytgcjEulCW9CG6FeB1263y3lnf0H/\n", + "OnTosES0iAyurYkPT8hVzaBqufcn39cvb9q8RX5858/lzh/fJJ5ogPUHzL8wbb42fWKbGsObblss\n", + "8Nrkjp8tkrmfPVaOnjmNowZAVjZ/Yu6B+mg3W5kyNcEnMO8mvXavy2mYvJtm3KMax9t+7jMSUYtM\n", + "MDYSpchtHqbDpDUQeJPU1g4qyONMOWKiDB82VHbu2i0No0fJH/74qmn7jqbdeiUGezTQptumBKNh\n", + "+KLz58tzS16SU0+em1JJAkAfDaXBFnEtv1+08iHR0OguaI1Q4xjeSM1EceRYl7cz+OYiUjOORgSA\n", + "vhp4u2r3nn1SUVEm1VWxSW6f/L1R9u7bL2Pq6/QJbYFgSD5asyFWiWH1WtHCYRnbUK/3Iqfbpsb3\n", + "qqEWnzlqhrS3B+TBR56Q717/7bx7ngGUhvIlZ+tL/qoFHPwn/8C0LK+t/YAEjr+hCIF3nDh2LEsN\n", + "t9UNEh4xi0ZBvxRJXjSlfCg7BQTeQlDh9snfLpFwKCiOaEitrq6Uf7v2G3rYVa7/9lWy6Je/lkd+\n", + "9ZRUVVbJddd8PR5c02/T4o8/97jZsmrNOnlx6Z/kwvO+xNED9DGqR1eFXZ3fK/bmreY/iJteLFjg\n", + "NY7ZVeHaSmjcaRKc/W0aBv30Fy5pqI2DiWcg8MbeFDQtGloPyKHmZn04Qr5mTj9S7vpx+o8C6+vr\n", + "5PZb/yOvbQ6H3bToxLe+9lWOGqCvvv8alu7Vw+/h1KV8bb69olUM73awNv+lLbf+m1fVQKOg/3KV\n", + "6yX1AAKvgVpc4t4Hf6lPNKuqqpLHHrxTv335ilWyYtUagiaAbrPv35h0fb1FWPWJtB0Q91s3x9+0\n", + "5dS7uxysVe9uusk6kZqxNAr6rXzGowNF//tfKi/kV089J1OOmCBPPGxewnfypAmy8sOPaCkA3f+D\n", + "1/yp6bpj37rUsBoNu/bdK/SVzPTVzLa9nRgG0YVgHR55jGgOl3UgqB5DowDAQAq86zZulksvOi9R\n", + "CqxDdVWleFt9tBSAbrM1bzHfELT42xJoFsdu87K99gMbuhystdqJKT284bo5+pdeHQIAUHQlM6RB\n", + "TQ/z+9vFlbSevKq0UFvDcoQACnCGf/DvOdxnkzh2/s10m+uDB8Tx6at66bLACTfmFaz10mFJYxn5\n", + "mBcABmjg/dxJx8tDjz0lV/7jJfp1n88n6zd9Ik/+5nk59eR5tBSA7p9Y+7Mv9+ta/URqCG5u1L+U\n", + "4JxrRHNV5xysIzUTGMsIAATemMu+fL68sPQVueHm26S9rV2uuvr/6aujnfOlM/VlhwGgaFS5pHBu\n", + "S5favE2iDa7OGKrjwdpVkbYkGQBgAAZeh8Mhl1xwjlx83gLZt/+gXqJs+LAh+pLDAFBMkdpJKRUb\n", + "/J+/X9zLbk2ZsKYCrwyenPaxTL27g1gJDQBKQcmkyRu+d5u89Mpf9PJkI4YPlZEjhhF2AfRM4B02\n", + "PeU2Nams7eI/pNxua828RLBp/G7tRHYuAJSAkunh/dIXTpW33/1Ann1hqRw5eZKceMIcmXvcMVLZ\n", + "sUoaABQt8A6fKbLxBeuNU86RyN4NYj/4cayXwJs58CZXaAAAEHjjTj/lRP3r8GGvvPvBCln2znJ5\n", + "8jdLZNbMadHwe5wefgGg4FwVEh5+dPrtp35fghv/LJ43/lO/assQeN3v/1wcn/5vIkjXMKQBAEpB\n", + "yY0ZGDSoSs487RS55cZ/05f6bW1rk/sWPUZLASiKSFV9bDW1DLTKkfHLjm1vSvmLF1n3IKx/zlQJ\n", + "QlVoAAD0PmepvaAWr1fefX+lvPPeB/Lx5k/l6BlT5fprvk5LAShO4B0yRS8bpqoppOu9Tam04Pdm\n", + "fVytuoEKDQBA4DV7/Y1l8s7yFbJ2/SaZcsREOemE4+Tfr/0mY3gBFES65YE7x9mqJYCd3pet7xMN\n", + "xGroQ+fKbLZgS+rjJ9X4bTv/eXY6ABB4zV75y1/l5GjI/ebX/lGGDR1MywAoGM+bN+lDEax0jrON\n", + "jJwt8snLaR/D9w+vSsVvT03U61Xh1xU7IVdjd52bXmRHAwCBN7O7fswqRACKw9H4etptneNsw9HA\n", + "q4YhRKpGiVYx0vK+WvnQ+LAHm79ZtGjg1cPu+ufYyQBA4LXWuG27rP5ovZwz/0xZ8vuXM9734vMX\n", + "0FoACiIydFo0rJZFU6sjPs5W/Z91GEL0/vGL4YDYDn5M2AUAAm9m3haf7Nm7X7/ctHsvrQGg8DrG\n", + "3XZqP/eZLpcLi1QOF0fLdv2y5/UbxNZxWd9WO1G0shpxNK1knwMAgTdhxvQp+pdy7beupDUAFJRa\n", + "LKLsD1eYQ2uBauMaw64SHnuaBGct1AOv8yNKKQJASb0flMoL+fVvl1jeHolE5OHHn6alAOQXSIMt\n", + "4n7rBwV9TK1ydNptkZGxxXHCo2aL/8xFNAAAEHhTLV/xofUbjCby7nI+IgSQZ+A9vF3sh7YU/Xm0\n", + "8iH6ZLfw8BnsdAAoUb1epeGVP7+m/+/ztccvx99IIpp8tHaDjG0YTUsByC/wtuwofLitHJ5yW3jM\n", + "5yRw/A3scAAg8KY3qLpK3nv/QwmGQnq4NbLb7VI/eqTMP+vztBSAvNiLEHhFHKkhuGwIOxsACLyZ\n", + "nXTCZ+XEucfJY088I9/42ldoEQAFYTvcGL+sJqppVQ3RcFrbrcfUKoZa3DaCnQ0ABN4c3phsNsIu\n", + "gIKyH05UUQjMvVEiI2YV4EHdqYG3myEaADBAAq9y4OAhee53L8m2bTskEAimbL/79ptpLfQJqjqA\n", + "c13HAgYuh8j0K9kpvdEOhrJhWvWYgjymVbjVPIPY2QBQ4kqmSsMji5/S/7/o/AUSCAbkyxeeLfPm\n", + "zpFWn0+u+qdLaSn0HX6vuFYv1r/kg0fZH7100mHzH+o46ajQKykUhKM8NfAypAEASl7J9PBu3tIo\n", + "jz5wtTgcDnluyVI5fs5s/fapkyfJ0pf/ItOnTqG10DfCVmfQ6rzu2xsNRcPZMT3ZBobhDJGq+oI9\n", + "ruapSr2tfCg7HABKXMn08DqcdtFU0V31BhL9CofD+uVpUyfLxs1baCn0nbAVbDdfD7SwU3q6DQwV\n", + "GrRBDYULvC5z4I0Mmxn94+VmhwMAgTc3E8aOkXUbPtYvjx/XIK+9sUy/3Lhth7hdTloKfUf7fnP4\n", + "am9mn/T0HzZD4I1UFy7wiqtcQpMWxL/av8SQFQDoC0omSX7l0gtkUHW1fvm8BV+QW2+7R3639I/S\n", + "4m2VSy88h5ZCSVNjRl3vLxJb687U1b2SAjB6oD0MJclUObJC0Ty1Eph3EzsYAAi8XTNuTOJNqWF0\n", + "ndxzxy3yyZZGGTZsiIypZ6U1lDi/V5ybl6YJw172Tw8zliSL1IxlhwAAgbf3LPn9y1nv88nfG+Xd\n", + "5Svl4vMX0FooCXpv7vL7oxcc+mS04KyFYsvQi2vz0cPb421UhJJkAAACb5c07d5LC6DvhanmRnF+\n", + "kjhZ0wNvKJj+/klVG1Bc7vd/XpySZAAAAm9XXPutK2kB9Dn2g5tTQ23rrvTfEGztnzsiEo7uDEfp\n", + "nIi0HRD3WzeLo2llYtdPPp8DFgAglD8A8g28zY3moBVsiYa/QPog5tvdD0P/x1L2ylUSGTJNwiOO\n", + "luCx1/b+a9q9whR29cBbAq8LAEDgjfvxnT/PuP17372O1kJJsCUFXjVhLdM4XZu//01ac61arPfw\n", + "2vet0b96M1iqhT3K/uefOTABAKUfeI8/brY5Q/iDsmNXkz5h7arLL6Gl0PtBN9gi7jduEseu9y22\n", + "eTN8X/8KvKp317HtzdL5I/bpq2Lz7uIABQCUfuA987RTLG8/ZtZMWfbOe3LSCZ+ltdC7/N70YTeQ\n", + "IfD2szCm9+6WyAmI59Xv6D3MAABkYi/1Fzj76Bmyas0GWgq9H7BCbda3qyENbVlKjwV92Z8gEu4T\n", + "+8GqdzdlsY2eaA/fgbRhN1x/or4SGgAASslPWmtvbxenw0FLofcDb6YlgiP+xMXBk0XzVIlj79po\n", + "8gp0hOJm0VwV6c88S3ASWF5nztHXH6md2LPt0XYg7Tb/6XdxwAIASi/wLl+xKvVNq90vr735thw9\n", + "cyothd6npanEEPSK3duUOG4/d5to1Q1S9sdvxnsgbb49olXVpX1o18pH85oEVv7sWfpH+uHRc8V/\n", + "xj29H3j3bxCZcFbPBt5Wxu0CAPpY4H1uSeqyrOXlZXLEpPGssoaSkK4Sgy3QIhJO9PCKwxPLx66y\n", + "xH3C7WkfVy2U4NixLPfXEQ26eik09VR7V4vnL9dEE3O1aJ5aCZxwo+X3VDw1T/8/NPGLEjjxluIE\n", + "3p5uD0MPr/rZWeADAFDygffu22+mNVDaMoyxNYWviuEd/4/MGpb1X8L1z+UX9Ay9yWpssKn2rNbx\n", + "Gm2OePjtDMf6c217UwJqmIXDXdjAu2+NeF67QSKDJ0pw9rd7JvAalnOODJ6QUoMXAID4+xS7AMgx\n", + "YPn2WN9unLBlGKereWrilx1//1NBqhs4//4/Yt+dPtipJY/1r81LExPljHWAVUDe+W5RTgZUL7Vr\n", + "zVM91x6GiYJq7DMAAGnfH0vlhezbf1Ce+91S+fTTbdLuT/3494G7f0xroTR/iT55JX45PGqOYUN5\n", + "IvDuel//Cs5a2OXnUUMf8ukNtvv2SqRmnGl8sf5atr4u4TEn9/0db+zhHT5Tr8ygldVyQAIASjfw\n", + "/uKxJ6WyvFwuvfhcKXO7aRmUHFtrIjiqYQtqhS/9dsPY0fC40xL3yTBJLe/nbjuQ/9AH9fqigVeS\n", + "Fr7QhzUUcz9FX6tWPqTo7WEM8l2px5sAACAASURBVJHBR1CZAQBQ+oF3y5ZGeeT+n4rHQ9hF6dPc\n", + "1fHAaxRqONl0n2xUr21O4W73ivyDZ8cQDH1SnVEuNYHTvQ7jssp2h+W4ZnWfcA8EXuOQBq1sCAcl\n", + "ACD9+1epvJCqqgrxtbXRIihZNt/uRMBKV3PWWGvXVZX9jDPHXlvH7vwnZHWu8FbIld4cm1+KXw6P\n", + "OUXv0VYl2EzP29JY/LZQveodNY71fZ6hxjEAACXTw3v2l86U+x96XC4+b4GMGDFU7HbzYhNDhzA2\n", + "D71MS/Rmah2lx9KG3ahI5fDMoc24cIKqmhAOpGx3vxWrXmLfvzn/cLr1dX3MsC3oLczPH319xvHK\n", + "ocnnSrju+NiPvuZpca38Rey1Nhc/8Nr3rUvs50HjODYBAH0j8A6qrpKNH38iP7rzPsvtzz7xC1oL\n", + "vcpUeqxyVMr2SPJt7iqRKeeIbHrJOrQZhimEh89IKaultqeU2ooGY618qGgVI0Sz28Xeujcavt2W\n", + "S/uq2/SSZAGv5c+S7zhbtaRw53hlNT65M+zqP3tNInTaDm8vfuA98HHiuYdN5+AEAPSNwPvMf/1e\n", + "LrngbPn8aSeJ2+OhZVB6gdfQA2s1IU2rNN+mFkOQU7+fNvAahylERhxjCreev94o9j2rU75HBWP/\n", + "mYvMjxP9Pn3xCavXHA3EttadKbe71j4lgTnX5ffH4uMX45dDky8w/6zV9Ykweri4PbwqxKvSa/F9\n", + "N3gKBycAIKOSGcN7qPmwnDP/C1JVVSVulyvlC+j1wOtvTgQ8iwlpWtWorI/hWvmQuN+5I/bLZ+jh\n", + "jYw8xhxiDb2pRioYpzxvhp5aVVnC5k/t4XWqsbjh/Go1GAN5aNJ88+syDCuwtWzP+7HzagcV4lsS\n", + "vciRYSw9DgDoI4F3TP1o2bp9Oy2C0gu6wRZxv32bqbqBVjHMIvCOzh541zylLwqhhhvEx7o63HrP\n", + "bS6Sg7H+vGU16V+7b49pDK/e66zkuQCFKXzrwyqSQrbdYRrWYG8p3u+yrS1RHUNzVUefdyIHKQAg\n", + "o5IZ0vC5k06Qn977Czn9lBNl5PBh4nKbe3XnHT+H1kLvBN5oMDV+hK4mp8WDozGM5lF312msdqDC\n", + "bpqlfkMTv6gvE6yGJajxulbBWL0WVS3B0fh6/HpnQFUVGoxVGkJHXiSu1bEV3/JZgMI0Sax2kuV9\n", + "tKoGkY4Qbzu8VaS2OEHU5k2seBcee0qsPBoAAH0h8L7x1jsypLZWPly91nI7gRe9xd681Rxs01QF\n", + "0CpH5vyYjs2JagdWwxTij1k2RILHXpv18fwn/VBcw56XcP28aDhdK+63YysT2g+alz0OTTwrEXi3\n", + "Lct9H+QwSUz18KrlhfX7H94u4WKdgBiWeLaaPAgAQMkG3ttvvZHWQEmyJU3C0gOfqzw1nObRw6tX\n", + "T+h8vI5hCqFJC8Sx8x1zubLyoTkmUocEp18We2zD99sPbkq8Pk+NqWau8TVkffj96xOvN80kMW2Q\n", + "4bGbtxSvPUwr3o3gAAUAZH8fYxcAWX5JkurKqsCXMqQhzTCHrAzjdwPzbtJr25pCZBdWLDPW/zWu\n", + "BhcPh4Z6wbmGXlPgTTNJLFIzIe0+K2jgNS4AUkXgBQBkVzI9vD++M/MSq9/77nW0FnqFLWkCllXg\n", + "i1QM79JjJ4/fTe6x1MrzD3TJ5dHit3es/KZ6em2dE/BUBQdX5iWQVSiOB+foa003SUxLqsXblVq/\n", + "uQVeQ4gvH84BCgDoO4H3+ONmm677/UHZsatJ3l2+Uq66/BJaCr3GWFc2MnSaZeDTcgy88Qlldoe0\n", + "nftMyrK8yYE322pt1i/YoQdN09AI9dhlsR5ozVkutniY9YqWLWAaFpLQxy+nmSRm7OFWIbn8xQsl\n", + "NOWCvOv9Zv3xjIG3ksALAOhDgffM006xvP2YWTNl2TvvyUknfJbWQs+HXfXRfCQcD7Xt8xdbh72K\n", + "3CasBU65Te/VVROvksOuVXBWk9a6QqscnRp4O8KhsYyZVY3elMDbsiPxGIMaMt43PGp2ol6vWop4\n", + "/XNdDryuVYv13lxb237xn35XPEjHy8OpYSRZeqcBACipwJvO7KNnyC9++WtaCr3C5k2EvXTluGJh\n", + "Mn21ADUZzVRWTNWxrW5IE5yH66Ex9uQO03jb/AJvNNzuS06QHeHQYXjMYPbAazcE3kh15sCrVoFL\n", + "XvlNBdfgrIX5B97ViZML9ZiOLa+ILZSohdzVYSQAAAJvyWlvbxenI7c6m8FgSF75n/+VZX97XyKR\n", + "iFRXV8nXr7hM6kfHwsinW7fJw489Ld5WrwyurZWrv3GF1I0akXFbOByRhVd/R5545F6OlgHIOPnK\n", + "uHxualBNP9ZWTUbLOah6alOWDu6KSGWdOFIeO9az2zm0Qc/UgeyT1oxVKvRau1nEA7shuHYl8Bo5\n", + "tr5mroUsuQ8jAQCgZALv8hWrUm7zt/vltTfflqNn5rZ0aDgSlvKKMvnx97+rL0f8znsfyCOPPy0/\n", + "/N7/E03T5L5Fj8nCyy+To6KPt3LVGrn/ocflJz+4MeM2DGymJWxrxqcPqiVWLUCrHJE+lDvLDGeJ\n", + "OfTwGsfw1ozt8n7Uqhtyv39S9QjHjrctfp6RHKAAgL4VeJ9bsjTltvLyMjli0ni5+PwFOT1Gmccj\n", + "Xzj9c/HrM6cfKYuffFa/rHpwKysq9ECrzJ41U56NPueOHbskEAqm3TZqVOY3VZfTIS5X8VZ6qih3\n", + "c5T2psN/j190Dxsv7jTt4akdHT1g3aXThoPHpL7G6trYa6xK1PZ1R3xpf6Y4byLwlg2fmPbnzKTc\n", + "t01kRB4rr7UdMgdgw2px8T9etfXi7KF9y+9h30b70Yb9QTAYlmAozMHQVwPvuvWbZPjwoXL37Tdb\n", + "bm/1+cTvD+iBNF/rN26WiRNiPVK7mvZKXZ05vI6OXt+2c5dEIlrabcbA621tlbvue1guvfAcmT4t\n", + "VnxfHXzFOgDVL7ivLcBR2ovKD34ar2jQVj5WNEN7GI/INmetaVtvt6E9+nrKkjOkVOqv0SUe6Vy4\n", + "O+RrlkCG16dXW2jvCJ+uCvHZqqMPlP3ncatFNHaviAfVYNM6CY48IefX7zi0O/oqMwu4hkqoB/Yt\n", + "v4d9PyjRfrQh0OsLTzz7wlJZu35T2u1//3SbPtwgX16vV55Z8t9y2ZfPi705BgLicZvPEN0et7S3\n", + "+zNui73rx4L3nfc+JBedNz8edtH/6SXEOiSPGVWT0dRXuP7EkqsWoFZ9iwyebL6tY0hD51he/Q9A\n", + "0wpxffBg+p/fOJyhqj7n51fjloNHJ8bt2g9+nN9+NywfnP5nZNEJAEBuer2Hd8fOJpl25OS02xvq\n", + "62T7zqa8HrO9rV3uuOch+fL5C2TCuFgPrycaYP0B8xlim69Nyso8+hjedNti7742ueNni2TuZ4+V\n", + "o2dO46gZKGE3yypk+UxG6/HAqya/nXGvuN/q+OREVXzoqJ+rGSo/qCCqvoKf+aZpAYz4PsijJFmy\n", + "yJDE77X9UH5LDVsNYUj5GVl0AgDQVwJvMBiUysrytNs9bpf4/f7cw267X3567y/k86edJPOOn5MI\n", + "zqNHyR/++Ko5bDft1isx2KOBNt02/TVGw/BF58+X55a8JKeePLdLwyvQBwPv4e19+vWrxScsKz64\n", + "a1J/z5b9QDRnhR6MAyckJmvmU5IsJfB2LlIRCccm/6n6uTmWWbO1H8j+87HoBAAgR70+pGHY8CGy\n", + "dduOtNt37NotNYNy+7hYjfW98+cPyWmnzIsGU/N4wTEN9RIIhuSjNRv06ytXrxUtHJax0dszbVNc\n", + "Tpd85qgZct7ZZ8mDjzyh9whjAAReQ9gLjzut3/xcmqss5TZH4+t62S/n5qWmYRz5liQzP6g7Fno7\n", + "/9g0597La2tNDGkwruCmlOowEgBA6er1Ht65c46RJb9/WW66YZI4kurtqmD54tI/yqyjZ+T0WG+9\n", + "855s3LRZr67wm+dfjN/+ja99VebMPlqu//ZVsuiXv5ZHfvWUVFVWyXXXfF1sttiUpPTbEuF27nGz\n", + "ZdWaddHX9Ce58LwvcfT097PBbvRulnTgTQqQyTyvfVe06Eme6u21BdsT+6ALJcm02okiHcMZXKuf\n", + "jK+YljXwGnp4A3O/K+4PHpBI1ahYD3QJDyUBABB4LZ07/wvy7vsr5bu33C4XnH2WjB1Tr8+KV+N2\n", + "X3rlVdl/4IDcfmtu9XDPOPUk/Sud+vq66GP9R17bHA67adGJb0XDMwaGbvVuljJXuYRHzxV79Oez\n", + "Gitr37fGOrxWj8n7qSJDp4nj09hwIceOZbFlmu2pZfwqfnNyYgnnqjqRcGIYU2TIkdJ2wQsckACA\n", + "vht41cSwH998gzy75L/lV089r1dD6Lz92NlHy7//yzdl6JDBtBQKK03wMgW/Aiy4UIpiE9ruEddH\n", + "T4rrw0dy/77yIfnv5ppx5pMI355YoDXepiYHRgyl/fxe04TB5PsDANDnAq9SXl4uX7v8H/QvVU4s\n", + "HNGkuqpS7HY7LYSCU1UJyl65SiJDpkl4xNESPPZay/sZV1nrSu9myQffPJbmjQyb2bXziiHmVRJd\n", + "a58WrWyIeanh9ubUANyF1wgAQNr3/lJ7QVVVVfokNcIuisW1arHeo6g+unet+6112I2GrvjkLVdF\n", + "l3o3Sz/w5l7HNviZhV17juh+M/byOje9KK7V0f0fTpQBtLfuzfD9wzhgAQDd5mQXYCBRQdax7c20\n", + "21wrHtaDrs0QwvJZcKFPBd6kEK+qHljVHlZDCsJ1x3f5eVTvsL250XSbY8/q6GN2lA1s358hlNPD\n", + "CwAg8AL5BV6L3kQV8vQSV36v3gOZEroGNfTLfaH3vg6eHC8X5v/So+LY+tdoQJ0qnlf/LX6/0OQL\n", + "uvc8FvVy7Tv/Fg+8Nn9zhtc4lIMWAEDgBfIKvG0WgdfbJNrgalP9WaP+VJLMFCY9tdJ+9pOxhSFa\n", + "d4kW/TkjR12hb1N1h+0HPtZvD02a3+3nSaYqNnSOnba1H0r/vRUsHwwAIPAC+QVe7x7LwCuDJ5tq\n", + "zppCV1VD/94pdocedo38p9wWu5DH6mhpeVJXdlNDHFRJNDVcwtbalCHwMqQBAFCAtzp2AQZU4PVZ\n", + "BN7Wjlq0acaS9qeSZHlzdX8Zba3cupfWsevd2P6nhxcAQOAFChh4LXoT7R2LL9gMlQNMoasfliTr\n", + "SekqXDi2LYvt90xjeOnhBQAUAEMaMLACr2936m2dgde3N6/AhhwDb1mNhEfNTgTdppWx/3csE89f\n", + "rolPmrMOvOx7AACBF8gz8O5NG3glEmIHFSPwqpXdzlwUv+558yZxNL5uCr9WIrUTY9UzAADoJoY0\n", + "YGAd8D7rKg3J9XlVr64qmxWatICdVmD+k36Y0/2Cx1zNzgIAFAQ9vBgwKn5zsl6CK05NyAr6Yquq\n", + "RUOvWnI4HrZmX93tclxId9bhsLxZlULr7PlVIjUT2FcAAAIvkCt9BTFj2FWBqnKU2A/Fxo+qmrNG\n", + "WmUdO62nONwSOPZfJDz+DHEHou2kRdvJ5tBLlgEAQOAFctWeWglAD7WdgfdgUuC1M9qnp4SHz5DQ\n", + "kRfpl/2fv58dAgAoON7VMTAOdMOSwqpigO/yt0WrGhW/zXZwkznwUv+1x0RGHMNOAAAQeIFuMy4q\n", + "0bHUrVY1OvGLsH+z+f4OD/uspwLvSAIvAKC4GNKAAcG4uIHWEXgjhjGi+hhfA2rvFpeqfmFr3an3\n", + "vKshDQAAEHiB7gZew/K1WlkszGqVIy3vGxk8mR1WZIF5N7ETAAA9hiENGBiB17CkcOf43HRVAMIT\n", + "v8gOAwCgH6GHF/2a64MHxX5wkzj2rUsE3rKOMbye2pTar7Hba9hxAAD0I/Twol+y+Q+J57UbxLXu\n", + "t+LY9b6+wEQi0A6KX1arfiUvX6upBSkAAACBFyjpA3vPR+LYscxym6nkmN0h2qAG8x3c9PACAEDg\n", + "BUr9wN63Ju02rXyo+Xp1vfm6q4wdCAAAgRfou4FXLWVrFEnq4e0sWwYAAPoHJq2h/4mExbF/Y+rN\n", + "tRNFi34l0waNM9/gKmcfAgBA4AVKl715i2mSWqf2c562zsfJQxro4QUAgMALlHTg3bM6ccVVIZFB\n", + "4yRSMy7t/bXqBgmPmh27XDGSHQgAAIEXKPHAu29t/HLgM9+U0NRLMt5f9ej6z1zEjgMAgMALlL7y\n", + "JWeLre1A/Hpk+FHsFAAABjiqNKDfsAVbTGFXVWOIDJ7CjgEAgMAL9JPA29xouh4ZOk1fWAIAAAxs\n", + "DGlA/zl7O7g5fjk0aYEE5t3ETgEAAPTwoh8dzIYeXqt6uwAAgMAL9GnGIQ2R6gZ2CAAA0DGkAf1C\n", + "2dLLzD28g8ayUwAAgI4eXvR5qjKDMezq1RkyLDQBAAAGFnp40bthNdgiruX3d1xxSOCEG/M/a9u9\n", + "wnQ9UjuJHQsAAAi8KBF+rzg/eTl+NfDZf9d7aPPh2L0yfjl49EIJzlrIfgUAAHEMaUDvHoDeJtN1\n", + "W9v+/B/D0MMbGXkMOxUAABB4UUKC3owBOBvT+F2HW8LDZ7BPAQAAgRelwxZoMd/Qnl8Pr7F3Vw+7\n", + "eQ6HAAAA/R9jeFF0rg8eFPvBTWI/tEXaz3tGNFd1IvB6d5kDcPuBvB7bOH43MoLhDAAAIBU9vCh+\n", + "4F33W3Hsel8ffuDY8mdzwE0a0pDvGF7G7wIAAAIvepXnzZtM152bXjTfIZAcePPr4TXW32X8LgAA\n", + "IPCixzkaXzcfcIe2SPmSs8Xz6r/GAm7rTnPgTbqeTO8l3vF2midj/C4AAEjFGF4Ujc23N31ojX6p\n", + "/23+3Ht4VW+xY9ubIpGwBI67XsL189jJAAAgK3p4UTSOrYneXaulfu0HNkQD7yHzbc2NUvHUPHFu\n", + "eD718VRvcTTsKu7l90n50svYyQAAICt6eFG8g8swnCF01JUSHn60uFY/Hl9ZzfPX/4gH2GQq0Kqv\n", + "Tu3nPpN6pzTfCwAAYEQPL4pCDWew71kVu+JwS6jhZNGq6iQydKplYFXbMnFsfomdCgAACLwoHcbh\n", + "DOHRc0VcFbFgO6gh5b7BmZdL2wUvSHjU7Nh9qlPv4/zklYzPF5p2KTsdAABYYkhDKQu0iHvZT8Xm\n", + "261P5mpf8GSfqURgHM4QHnda/HKkdnLKfSN1c2Oh9aivizb4TQnMuU6/Xv78/PgY387/tYrh4j/9\n", + "bnG/c4fY96+Ph93O7wEAACDw9iXth8S55U/xq46d70p4zMkl/ZJdqxaLrbUpMZxBBdKGxGvWyoeY\n", + "vyEa4Dvr56oe3s5eXj0ID54gjqaVpruHjvxy9PbJ0j5/sR547fvWRW+7iGMFAAAQePsk7x5zNtz6\n", + "epcCr+oddr91c+yK3SP+M+4pTtj94EF9VbXUDRVpv0cPu2l6rbWaiSLJgXfS/EQgHjpN/wIAACDw\n", + "9lVJy+w6t70pgS48jFp+19hTqgJwSk9rN6lJapZh1+5Iucl3+ds5PWakZnzKYxX6dQMAAAIvelO7\n", + "uUatBH1dehjHbnMvqf3QxxIuP75gL9Pz1xtjC0JYCE34YpcfN3mCW3ceCwAADFxUaehLgbeLkpf3\n", + "tTU3Fu4AOvhx2rCremSDR13R5cdWE9ziPbrdfCwAADBw0cNbylp2dfshbMEWy9XMChJ2o4+jJqmZ\n", + "07VbfF9+RWyhdrEFWixLjOVKhd22i/+g92zb2g9067EAAACBF6XIoodXhVfNU5t74D28PTWoHvi4\n", + "2y/NsfWv4nnjP1Nu76y5q6mvQo237Xg8AAAAAm9/kzRpTQ+wLdvzC7wtO1ID77414vnLNeI/437T\n", + "pDJTNQebQ/yn3xsNx+ujtx80VYdQodv9tztNjxma+EWxhf3R+51CuwEAAAJvsW3bvkNuu+sBufab\n", + "V8rMGYmlbD/duk0efuxp8bZ6ZXBtrVz9jSukbtSIjNvC4YgsvPo78sQj9/boz+B+/+cie9elhtVo\n", + "gI0Mm5nz49iNgVf1knZMfFNVG1SYNT5WcjWHiufPit8/OP0rEpr5j+J+9y6919g0TEKNrz36KtEq\n", + "60S0ML9VAP7/9u4FuKr6zgP4LwlJICRqWx4JT6EqD1FKxcr6oKiMWLCAr4pWVinaDq1T3XZ3Vtut\n", + "bmfraG2ttJaKS2VbtbM6i0+U1ha025at1e6wCiowrKvyFhEXIQk3j7v3nkDIBW7iugvc6OczkzH3\n", + "/O/5X/P/zbl8z7n/878AAu/BtHrNq3Hn3PlxRFVVzvZ0Oh2z5/w0Zk6/NE4YMTSWvbAifnTX/Ljl\n", + "29e323Y4ZMNul1cePGBb0fb/3fzbts9PnXRNlLz+dJRs/PPu0PsfOYF339Uc2q4KUboy8//TpWy/\n", + "G+Cy33rWfOSgSFfW7OnFUQUACLwH09I/PhdfnTUzFi76Tc727BXc7hUVSaDNGjVyRDyw4PFYv35j\n", + "pBob8rZVV/du9/WyN22VvnjPQf2b0qVVyc1nWcUHmJN7INkbysqfmhXRvPeKazaYxqBzWwNv6bKf\n", + "RMlrv4n6837eElXX/SF/h5l+Sl/8Wc6mxo9Piqa+pzqKAACB91CaMX1aSz5rbs7ZvnHTlqipyQ2v\n", + "fTKP127YmHluOm9b28C7Y+fO+N7suXHJBZ+N4cOOawmWxUUH/W8qmvSjiEdntITS1xZHRfOuiDNu\n", + "yPyRjZkN5REVH9t/pxcWReyzOkPXnoMjPto3os33PhTv3BQV3cpabpCr3ZInPZfkBOfE2G9Fl6FT\n", + "TAJ/D5LxRQ1RP9Tw/6ChoSkaGk0bFHg7kEqlorws94ApKy+L+vpdye/ttUUm0+6srY3b7rgrLpo6\n", + "qTXstgTr9EH/EL+urHd0a7th/Z8ifrH7K3ZLyqLu/IdzV0RoSkW3VQsjJ4qXVkRtUVWm4lXRrbIm\n", + "inbsXvIs9W7Ubd8axW8uj/IDvXim/4ZPfClK//3OnM31RxwTzXUpR9B7eJOuNU5qiPqhhgi8h0J5\n", + "JsDuSuUeMHW1ddG1a3kyhzdfW0vgLYpbb58TYz51Upw4YljuGdfImcnP/6fsSgzdnrwy4qijo7Fq\n", + "QLIqQ9tpDdlA2zbclr50X6RGX7s3o6793X5r7zYcO3Xv33b+Q9F14eVR/M6rLa+3Y1Pepcqaeh4f\n", + "DcMvjXRxSZQ9PzvZlq7oGc1HDnb0AAACbyHp16c6nvjl4pxt6zdtTlZiKM4E2nxtSVjMhOELp06M\n", + "BxcsjHFnjEnm+x5M2S9YqJ22ODmrTe0+q62b9lSUPXd7dFn10P5FXP1INBw/PbnK2+2hKVHUZmpC\n", + "43HnR/NRg6NxyIW5r5FdUaFt4N36SmtbaswN0XjsZ3Oe3zj0c9FcPTqau1e3rPYAANBJfGi+Wrh/\n", + "v76RamiM5StWJo+XvfhSpJuaYkBme3ttWaVdSuMTJxwfU86bED+++2fJFeHDoan/6XkaWq7yZq/q\n", + "tg27LcuFzdwv7CaBt7K69feypd/J+Xrg5h5DD/gy2eAs7AIAnc2H6p6j62Z9IebMuzfu/qf7orJ7\n", + "ZVz7lauiqKiog7a94XbMyaPihRUvxyOP/youmPKZQx94e41K5tTmTGnYU8jVj0RTzcn7BOSxeb/t\n", + "LF3Zp/X31qkSWZn+TVcAAD5IinbW7kobhsJ0oIn65Uu+FiUbnu1w3+xV3dSnvp63Pd9XAzd/bFjU\n", + "T7zH4B/EGqKGqB9qyKFlValOpqnfae8p8DZ/5Lh229Pdc5dhy96IVj/5/uTmOAAAgZfDF3j7nJJM\n", + "U0hX9Y/mqn5R/PbqKN62/woL+ebhtgbcyprkZ8/yZKkxfyvsAgACL4dfdgWHuoueaH1cuvzn+wXe\n", + "bHDtaB5udqmz7PJk2cBb/O76aKoZbXABAIGXwtN49NnJCg3NRwzMhNyB0TR4QsvNbcXv7eswsld5\n", + "mzI/AAACLwVpz5q9AAAcWLEhAABA4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAIEXAAAEXgAAEHgB\n", + "AEDgBQAAgRcAAAReAAAQeAEAEHgpVA0NTQZBDVFD1E8NQeD9AB/kjQ5yNUQNUT81BIEXAAAEXgAA\n", + "BF4AAPgA6mIIDo2GhsZY9NSSWPrsn6O5uTmqqirjqisujb59qpP2195YG3N/en/s2LkjPnLUUfHl\n", + "q6+ImupeHbZlLf7t72Px07/P9JuOQYMGxKyZ0w14J6nhipdXxQMLHkv6iyiKyz43NUYMH2KwC7CG\n", + "a9etj5u/d2dc88UrY8TxQ1v77Oj4pDDql6+GHfVJ4dewrdra2vibv/tOTJ44ISaM/7QBp1XJN7/5\n", + "rb83DIfgIG9siA2bNsUX/nJafOacM6O8vCwTdB6PM8eeGul0Or59yw/iissujhnTL8kc5EfG/Pse\n", + "jPFnnt5uW9avn/7XWL5iZfz1tV+KiRPOipM/OdJgd5Ianj3utLjp5u/H9V+/JiZPOieGDzk2vjt7\n", + "Tpx37vgoKioy4AVUw9VrXo07fjwvKrt3j5EnDI9evXok/XV0fFIY9cvKV8P2+qRz1LCtu+f/Irpm\n", + "+qyp7h3HDD7agNPKlIZDpGt5eZxz1qejrLQ0eZy9irdh4+bWM9ruFRVxwoiWs9VRI0ckZ77r129s\n", + "ty375vDkr5bEF2dcFt26dTPInayGr73+RnJVvmePjybbe/XqGU2NzdHojuSCq+HSPz4XX501M6p7\n", + "98zpr719KJz6ZeWrYXt90jlquMezzy9L/jvkuGMMNPsxpeEweWXVmhg8aEDy+8ZNW6KmpndOe5/M\n", + "47UbNiaBKF9bUVFx5s2ja/zLI0/EG2s3RG1dfUw696wYe9oYA9wJarh5y9Y46ZMnxt3z748LJk+M\n", + "hxf+MvkIrrTUYVloNZwxfVryuGXqyV7t7dO3b40BLpD6ZWuRr4bt9UnnqeE7/709Hs28h954/XWx\n", + "6NfPGFj24wrvYbBjx4745wWPxaUXT0kep1KpKC8ry3lOWXlZ1Nfvarft7W3bYtObb8ZfnDI6bvrG\n", + "1+LGG66Lhx5bFJvffMsgd5IaTrtwcry8cnVcf9MtsW7dhswJy9kGtwBrmM/72YfCqV9HfdJ5aviP\n", + "8++Py6ddGBUVFQYWgbcQXhBZ4QAAAxtJREFU1NfVx60/uCsunjopBg1sOavNzmHalTnQ26qrrYuu\n", + "XcvbbSsuKYmPDxoYQ3d/fJP9KGj4sCGx5j//y0B3ghoWFxfFP9w6O2ZecVnMu/O2ZA7bjTffnvRP\n", + "YdUwn/ezD4VTv476pHPUcMlv/xC9e/d0wy8Cb8Ec4Jmz1O/e8ZNkAv6pp4xu3d6vT3Vs3GfO2PpN\n", + "m5M7U9tr69WzR2x56+2ctuQM2T+2naKG29/dEQMH9I2RI4ZFSUlxnD3u9BjQt0+sWLnaQBdYDfN5\n", + "P/tQOPXrqE86Rw2Xv7Qy/vT8svjyX30j+XniqSXx4MMLY/aceQabViYLHiK7dqXith/elVzFG3t6\n", + "7hzb/v36RqqhMVltITtZf9mLL0W6qSkGZLZn79Zvr613rx7JsmTjx52RTGVYuWpNXPn5iw14J6jh\n", + "8KHHxjO/+7eoq6tLbjrMLqfz+rp1cVHvSQa7wGqYz/vZh8KpX0d90jlqeN1Xrsp5vODRJ6OqstKy\n", + "ZOQo2lm7K20YDr7sRy7z73sgWU6lratnfD5GjzoxuQt1zrx7Y/u72zPPqYxZV0+Pgf37tZzhttP2\n", + "1tZtMfeee2PrtneivLQsLr/k/AOuTUhh1jC7rNySZ5ZGSUlJciPGxAlnuumwQGuY9f0fzo1zx4/L\n", + "OcY62ofCqd+BathRnxR+Dfcl8CLwAgDwoWMOLwAAAi8AAAi8AAAg8AIAgMALAAACLwAACLwAAAi8\n", + "hgAAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQeAEAQOAF\n", + "AEDgBQAAgRcAAAReAAAQeAEAQOAFAACBFwAABF4AAAReAAAQeAEAQOAFAACBFwAABF4AABB4AQBA\n", + "4AUAQOAFAACBFwAABF4AABB4AQBA4AUAAIEXAAAEXgAABF4AABB4AQBA4AUAAIEXAAAEXgAAEHgB\n", + "AEDgBQBA4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQ\n", + "eAEAQOAFAEDgBQAAgRcAADqZ/wE+3M8mz1vFGQAAAABJRU5ErkJggg==\n" + ], + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAArwAAAH0CAYAAADfWf7fAAAAIGNIUk0AAHomAACAhAAA+gAAAIDo\n", + "AAB1MAAA6mAAADqYAAAXcJy6UTwAAAAEZ0FNQQAAsY58+1GTAAAAAXNSR0IArs4c6QAAAAZiS0dE\n", + "AP8A/wD/oL2nkwAAAAlwSFlzAAAuIwAALiMBeKU/dgAAIABJREFUeNrs3Ql8W9WZ//9Hu9fY2ePY\n", + "2UnIBmkglBCWspTSJuxQGNphoKTLFJiBmf7o8B8KpQuUAgUKpCwlFAoty4TSCYV2WgYKQ6AQSEjI\n", + "TkhxVmePY1m21vvXubKle6WrzZZs2f68Xy8nkq4syfdcW997dM5zbK0+vyYAAABAP2VnFwAAAIDA\n", + "CwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAF\n", + "AAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAA\n", + "AIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAA\n", + "QOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAE\n", + "XgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIv\n", + "AAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcA\n", + "AAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAA\n", + "AAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAA\n", + "gRcAAAAEXgAAAIDACwAAABB4AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDACwAAABB4\n", + "AQAAAAIvAAAAQOAFAAAACLwAAAAAgRcAAAAEXgAAAIDAix7icjrYCbQhaEPQfrQhQODtx7/kLn7J\n", + "aUPQhqD9aEOAwAsAAAAQeAEAAEDgBQAAAAi8AAAAAIEXAAAAIPACAAAABF4AAACAwAsAAACk5+xv\n", + "P9BPfvagfNq4TRyOWKHq2bNmyjeu/Ip++dOt2+Thx54Wb6tXBtfWytXfuELqRo3IuC0cjsjCq78j\n", + "TzxyL0cLAAAAgbf3NTe3yE9/dJPU1gwy3a5pmty36DFZePllctTMqbJy1Rq5/6HH5Sc/uDHjNgAA\n", + "ABB4S0qL1ys1g6pTblc9uJUVFXqgVVTP77NLlsqOHbskEAqm3TZq1MiMz6fW+C7msocV5W6O0j6O\n", + "NqQNQfuBNuyuYDAswVCYg4HAG2O32+XmH90tPl+rVFVVyeWXXSSTJ02QXU17pa7OHF5HR69v27lL\n", + "IhEt7TZj4PW2tspd9z0sl154jkyfNiV2AIaKdwCqX3BfW4CjtI//kaYNaUPQfqANQeAtqAfu/lH8\n", + "8pp1G+VnDzwi9/3kVgkEAuJxm88Q3R63tLf79cuZtolNpNXnkzvvfUguPn9BPOwCAACAwNurZk4/\n", + "UkYMGyafbtsunmiA9QfMZ4htvjYpK/PoY3jTbYsFXpvc8bNFMvezx8rRM6dx1AAAAPQh/b4sWSgU\n", + "loqKcmkYPUp27dpt2rajabdeiSHTNiUYDcMXnT9f3nr7Pb2nFwDQv9mCLeJ++zZxv3uXuFYtZoeg\n", + "28eTOo46v9Dz+lUPrxpj6/O1y4jhQ/Xr776/Mhp4Q1JfVycOh10CwZB8tGZDrBLD6rWihcMytqFe\n", + "bDZb2m1qfK/L6ZLPHDVD2tsD8uAjT8h3r/+2/j0AgH4aUJobxfnJy/HrwVkL2SnoOr9XXKsXczwR\n", + "eAt0PPkD8sDDj8vhlhZxOp1SN3KE3HD9P+thV7n+21fJol/+Wh751VNSVVkl113z9XhwTb9Niz/+\n", + "3ONmy6o16+TFpX+SC8/7EkcPAPRT9v0b2Qko3AmU/5D5uneXaFV17BgCb9cMHTJYfnTzDWm319fX\n", + "ye23/kde21RYNi468a2vfZWjBgD6czgJtojz46XsCBTwmGpPuu41dKdlORbXPa9fple4myex7AIA\n", + "AAwho3Wv2A9+bL6t7QA7Bl3Xvt98PPm9uX1fx1AI43AIEHgBAOh+4G3bm3pj2M+OQdePqXAg6aRq\n", + "V24hzdvEziPwAgBQhHDi3cNOQGGPKV/SSVQwxx7eXO8HAi8AAPmFEwIvCiwSMh9j/pbcjsVAC/uO\n", + "wAsAQBECb2vqx8h8tIxCHlNWx5jl93l3sfMIvAAAFCGc+HazE1BYWtgcvg5syu1YZEgDgRcAgOIE\n", + "3r3sBBT1JEqvAhIJZ//GAIG3UJzsAgAADGHEKvBqgdzDjVpGduWjonlq9evUT4UtFLQIwXuyLj5h\n", + "a93JziPwAgBQ4GASDasS9FmEk/25P0brXnFufCF+ncALW3vq8aNWX8saeP308BbsRJZdAABAIqx2\n", + "+zHaGBKBJMG21OMkcDiHEzACb6HQwwsAQJaw6tj2pj5jPltvrWvVYrHv38CORJznzZv03tyUYy2H\n", + "Tw2o0lA49PACABAPGHvSBt5clndV93HsWMaOROLYaXzdcMVtOLliuWoCLwAAvRFOPv1TlkCcf4+b\n", + "a+VD4n7nDnYuJHjU1wxXWFSiJzGkAQCAzsDbtDJ+WasYnlKiTI2p1PINvGueiuWbY/45Xrkh9lgt\n", + "4lz3vNj3rBB7c6O0XfwHGqCfU8dUvP2z9PDqpcviVxzsPAIvAADFCCcjUwNvN2bN21q2mwKvRB8r\n", + "l2ES6Ltsxl5cV0X0mBqa2JZlgRM1HrxTaMIX2ZndxJAGAACSw0lUZOiRqfdp7fokInvLjqREnbTw\n", + "gEU5NPTxY8qwJHWkcpRorsrEtkBrxmNRjRuPHTgOCR51BTuTwAsAQAEk9d5GBo1JvU+GMlG2LGMy\n", + "bYcbzW/ASSXQbO1MYurPgVerrBOtzNDDa1G5wepY1CpGiFbdwM4k8AIAUGCuiuhXVWqA8bfkHJhT\n", + "3nAPb8+8vZX6vf0u8Bo+EdCqRunhNRGGKTlG4AUAoKffEA29cWGL4QyxANOUPtwYen9NY3U7tycP\n", + "aUhafas7wyVQqseUMfCOjk0+UydT8WPG+gRKLTsc/z5DrzAIvAAAFJT6CDoliATS9/AaJ7RFBk9I\n", + "Cb22pB5eWzhgvk5d1n7H2Isb6VhGWPPUGE56mq2/LxJJHIdOFzuSwAsAQIEEDOHDVW19n0zjdI3j\n", + "ex0VEhk2wxxikr83ZF5uNtusffTtwKtVjuwIvqMSISzdMBbNcDJkoyQZgRcAgEKFE0OVBM1tHXiN\n", + "wx5Svt/Q+6uV1Upk6OTMz9d+KOk6Pbz9L/AaJq119PCaTqYCaXp4DcsOq/J46D7q8AIAoEQMZcJs\n", + "DuuPki0mpqnZ9u5lt5nG8IqzTCJDpuUXjpi01s9OoFoSvfqqBm/HEBfT4iOZKjWAwAsAGFjBwbX8\n", + "/tjYR2e5BGctLM7zGCcKVQy3nCxkNcnIvucjcexYZrpNhZrI0KnRr2li378+TcA19xbbkiaxoY8f\n", + "t0k1eI3HVuKYs25zm7/ZcCzVsDMLgCENAICSDw7OT14W17rflsTKZMnlpOz71qTeSV9Va7i0z19s\n", + "7tHLMDGNMlV95Hj07ZWypZeJ53//Xdzv/SynwGucAKmGu3SKLy6RzLgISfQkDwReAEB/DRaqZ3fV\n", + "YnGteKhnns8whtYYSlJflzdr4DX2yqmKDfH7HthgCL/7LcMUSptj6+tib24Ux86/iXPjC+mPk6Qa\n", + "vFbHhv3gx1kXLEFhMKQBAFCa/F7rHl1VzsvhLvzzGcuEqV41T5Vo5UNSemWN5cfUuF/H/o2pgddQ\n", + "a1WrmSjStDIWlnYtF8//3ZJ2GWFb2z7TR94oPa7VT5iuq95efRW1qjoJHH9DIswm1+CNf4N5qIzq\n", + "CdYGVyeFZYvJbiDwAgAGDtUzWowQYAv7EyEjGqg1V7VEasaJIznwtu4SW/AIfVyxLeSzDq9uQw9v\n", + "zfjEm+6mF83BOvk1+PaJsM5A6R57aiJa0kQz1dsrzbFlo42B16oGr35sRU+ikgOvDJ7MziXwAgDQ\n", + "A4yTxjp74axWuQp6xRYNOGpccTqaqyxxWfXwdsoQdvXww8S10g68WZaHVmG4c8y2VQ1e/XJZTcoJ\n", + "VMrjhAwl8gyfFqDrGMMLACjNcGGomtBbNIfHItS0iN1iGIPp+wwT1YxjePvCz4wM7ZO8PHTKyVBi\n", + "MRHLGrySuuy03WqyorEX2U2VBgIvAKD/hgvD8qrmgNBUnDdEQx3czo+dtcrU8bRqfKW9+dPMD+Yq\n", + "NwWc5JCT9memFm9ph6YsgdfYQ2+cjJap/anOQeAFAKDnaImFJ7T4pLjUZV0de1alLyeVJuAk9/KG\n", + "6+ZYhx+WFy7tk7DDjZm3h4L5P2ZS4FWVSezNjSknXyDwAgD6ZQAN9OzzGT6O7uyhtZocZ2vZblk+\n", + "LDxqtoTrT5TQpAWpP4pxHK96qjnX648dGTHLFH4pS1bioSnbGN622JCUbKXGgkdfaXjMRlMlEFWZ\n", + "xHhdK0ZFkgGISWsAgJKUbhUqKdLELuPs+3gPrd2R8/f7z1yUdpuxUoN+vXaitF3wQvx5y5+f3/Ez\n", + "H6DhS/mYbMkceOPLUxtK16lqHymBd9Y3xa4+KVDl6sIBca19SgJzrkuTsolqBTlZYRcAAPpU6Aj3\n", + "XM+vVj4i6V3T0bXHSerhNW0zrsTGIgSle9xZlCRLuY93lx6KXat+mWjfQQ2W9w0d9fX4ZVWuLt0q\n", + "fNRlLgxOGwAAhBljCSlDwNCcrqTwMaJLk4zUGF415EHUBDYnZab65DGSZTiDHqq2vCKuNU8kenrF\n", + "XKLOSB8CE/0y9vIGZ13FjibwAgAGVMDwN1tvSFrat+AMHyFrZZlXgYgMnaYPT8hG9eJmGvKAPnA8\n", + "ZitJJmkqLmQ4hlQvr6Ppmlgg2/SiBKdektjocEto3OnseAIvAKBfS7f8rr/wH/vbgsYxl1WJDa5y\n", + "0yQ0+6EtplATnLVQwvXzuv38KhB3flyuPtpmZn7pMZYkUyc56ljIqW0tajl30nv941cC5koh5UMl\n", + "cOIt7PhCtR+7AAAw0NmMk4w8VaYgGph3U/wr+ePpSM2Egjy/sWyZ/cAGGqQUjxFDSbLIkCm5n8xU\n", + "jso9lBnqMEeqRrHTC4geXgBA6VOlmTonq0WKMGnN0LOW17dZlC3r0uOoSW1qLKcKPc2NBek1RjcD\n", + "brBFXCseFlvLttiEMltiwmJk2AyRLX/KMcUStQi8AACkCxytiRXV1FhZVcZJv72t8KW7jEv6apWj\n", + "098xy5jerjKWLbPl+FE5iszv1cfVWrbX0CNzP5nJp8qCseRejqvzgcALAOgr4TbYIs51z8evq7Gx\n", + "ptBgL40ReJnGY3brcQ1ly+wE3tI4JjOUv9OqGywXGHF+8rLFMZNl4QjDpxfGiZpU8yDwAgD6G79X\n", + "X2EqXeAtergxBg1PTY//+MYxvLmUv0IPHBMZPknoHNudS+DN9qmAmpzWORHSVOWBFdYKiklrAIDe\n", + "DxdJvWme124QR8cQBj0UDBqfuG/rzsK/AGNFCGd5+nBSWZxFAFSA6lyRS1/goI0V10qWqyLPtq3K\n", + "cvAnxgbbjUNryqjUQeAFAPSvwJsU8Bw7lpmWcS36m79xIlzGSUaOor0ErWZc4iU0N3JQ9PYx2Wq9\n", + "wEgkz5XPTGXurB7PeBJVpGWzQeAFAAzkUBNsEfd7P4sG7L8lAkovLeUaMQReWwuBt1Tle3zkM0TG\n", + "bhjOolb1Q+EwhhcA0PvBs3VXlpCRGAdZyI/7ba17xbnxhdzDS4HKkFk+9iB6eEvqmExznGkVI/N7\n", + "oCxDIGJVQWIl6Wy+vYb066ARCLwAgIHE2NuVafZ8/qFmb8Zw3ZNMPbxMXOu9oOs/JO5lt5lK1ZkD\n", + "6qg8jtuuf1qguatpjAJiSAMAoPdDRrZeW4dhIpmq6LBqcWGe12sRamwZZscXsddNq65PPM1henh7\n", + "LRjt+UgfQ24/+HHWk6/sD5a9XzHtRMgsY39B4AUA9DVhf+ZQYJjprq+AtbpAgdeiF09zutK/jvLi\n", + "jauMDDKO4d2eWFkOPRuM9q3JfCxW5X4M5LY8sPVJVKnUnibwAgBQILagN3PIcFVJeNxphX9ew2pu\n", + "8ecq650hDar32Diswd7CsIaSDLzleQxTsGdfqCTdEBomrRF4AQD9TSBL4K2qE/9JPzQPKShAD6jN\n", + "tzuv+2fq/S0Eraoh8doOb+W46GmRsDj2b8zcRnnUYlaLSmRPYiwwQeAFAAwItixDGmLvWA7z5LW2\n", + "7tcsNc2K7wwpGXrWit37a+rhZeJaz4ei5i3mRUg622XwZAmPmi3hujnxBUJy4izLHorLarselpF7\n", + "U7ALAAC9rpcK7tstAm9vloPSBhl6eFX4Qs8eD3tWW97u/9xtolU35N+entrsd3KkWdmPpYUJvAAA\n", + "dJea/GbszVM9d5FhR2b+Jle5hCYtKNpritRMSLxBb/mTBE68hYYq8jHgWvV4bEiNWuI3kmaYjK1r\n", + "J0Hpem/NodhcjUH1Jhez3jOBFwCAXmL3NuUWICpGiM27K/494W4EA7XoRCJojpP2c5/JIZzUSmDe\n", + "TUXbD8blhdED/F5xrn/OcHwNT9Puua2WpsKqqZyZszx7myeVHwuc/EPT0BYQeAEA/VRk2Ex9trxW\n", + "PkQiI2YlwkEBSzUZF53oreWErQK1UcVT8/T/fZe/zUFRBMll6azGdOuyrJbWKTzudFPgzWkRE1d5\n", + "rAKJ/1D85AsEXgBAfwweSRPQVADwn/yDon60a1x0Iu/lYtE/jrtwe/rwOmp27NjQl/7NTWj8GeL6\n", + "8BHDE2Qfh6tOcvyn3EZjEHgBAP02cARbxP3m91NKjKmeXcuwa+wB7eZEN2PvXj7LxaIfHX++NMeQ\n", + "q0L8Zy7K+/GSJ7bltvAECLwAgP7N7xXHzr+lBoc0K5ppzsRHy7Zu1uE1LjpBkf/+e0LlWn5/xxWH\n", + "BE640bzd32z5fZFCnQDZiVkE3iLz+Xxyw/d+LOfOP0vO+vzn9Ns+3bpNHn7safG2emVwba1c/Y0r\n", + "pG7UiIzbwuGILLz6O/LEI/dytABAD4lUFn9MrXHRiXyWi0UfCrzeJnF+8nKinctq9MUlgsdeG7vB\n", + "ouaufr/KwgylKZWx4ejHgffxp56XhtGJA1bTNLlv0WOy8PLL5KiZU2XlqjVy/0OPy09+cGPGbQCA\n", + "IgaSjok6KUGhbIj1N7gNM9qzLEecPfAaJq2VE0z6a+A1cq15KnbofOabep1bq6WlYydAXe/hLWbZ\n", + "OnRdv1xp7W/LV+r/HznliPhtqge3sqJCD7TK7FkzJRKJyI4duzJuAwAUMZAE2w2hc4geFvQZ62lm\n", + "xRtLONn8Ld17AzQG3srSCbzq5+/KIgewOL5ard/HOydJ2kJpenirRnf5OVXZus4vlI5+18N7qPmw\n", + "/P6lP8otN14vr/z59fjtu5r2Sl2deRbu6Oj1bTt3RcOtlnbbqFGJ272trXLXfQ/LpReeI9OnTYmd\n", + "LTod4nIVb1WeinJWWunraEPaEBl4Em9DtsETxHnGD2L7PN39DX9v1d9eVw5tk7b9DB9nlw8qoWVc\n", + "z7or9v+jczgGu/vzt++xvLk8uC/6z7joMXDY+jAbMianY6snBYNhCYbC/M0g8Hb8fXj8afnHf7hI\n", + "KirMfy4DgYB43OaD1+1xS3t7bP32TNvEJtLq88md9z4kF5+/IB529QMwVLwDUP2C+9oCHKV9/I80\n", + "bUgbIj1H827xdFwOuwaJP8u+dkWc4ur8++tvk2CW+2dqP+O7RCm2cam/vr7wO+g5tF2suqT80ePO\n", + "/unPxbn/E/UWn5qTXUMlwu89gbdU/e9f35KRI4fLzOmpS0N6ogHWHzAfvG2+Nikr8+hjeNNtiwVe\n", + "m9zxs0Uy97PHytEzp3HUAECBGCstGCswpKOGPcS/t+1A154z2CLO1U+y8wfC8eU1DGlQw2Q6evVt\n", + "7Qfi43ktjzOW9iXw9hS/P6CH1Hx8tHaDbNq8Rd7tGMPra28Xu80u6zdukovOmy9/+OOrpvvvaNqt\n", + "V2KwRwNtum16L0I0DF90/nx5bslLcurJc/XxvgCAPsrvFde63/apl+xatVifZKfGnvpPv4s2zGF/\n", + "xQJvYlJa6Ihz4ssIJy90onQuNKHKlyWveAcCb7ct+f3Lctyxs2TcmNgAfVVO7I57fqEH1/Fjx8gN\n", + "139bhg7J7cC7/pqvpzx2dVVVvCxZIBiSj9ZsiFViWL1WtHBYxjbUiy0aeNNtU+N7XU6XfOaoGdLe\n", + "HpAHH3lCvht9Tep7AADdY66UMIQdYhAZPDm+TK1r9eL47eo2tQ0ZAq9hf8VuqDDtM2OpMj3s1s0R\n", + "/+fvZ8f1Y71epeH1N9+W2pqa+PUX/vsVffzs/Xf9SI6ZPVOeWfL7gj3X9d++Kvp4/y3XfucmeW7J\n", + "UrkuGpA7g2umbZ3mHjdbamtr5MWlf+LIAYCCpLqQ4R0ph2VYDfVRba07u/acWt+Y+BMed7r1G/e+\n", + "tRw3+TZ52RDT4iLJw2EIu/1fr/bw/s+rb+iVD/723or4bW+89a6ceMIcvRZuuadMVn64Rr+f0tlT\n", + "mys1wcyovr5Obr/1Pyzvm26bw2E3LTrxra99laMGAPowe6uhV9lTK+GGE0vydYbGnyGuDx9Jff17\n", + "o4F38vk0ZD7nVZXD03+C4GKY4oD4ve/NJw8Gg7EzK79fv7x2/UaprCyX4UOH6tdjQw0C+uXO+wIA\n", + "+o/eXt43MnhCydZLVbV4rYYu2Pet4cDJd19WjNQDb2TErJSAG6mqZwcNAL3aw3v2lz4vazdskjZ/\n", + "uxw1baq89sZbcu78L8gZp56kb1fjeZf+8c/6/QAA/Zw9e03zQlRp6EvUsIbOcbzx3dTcqFea0FzV\n", + "HDO5Bl41pMFTK+1nPSTu934mzo0vJLbVjGMHDYQ/L739Aq786iWydt0mue8Xi2XWUdPl9M8lPlpa\n", + "s36TNNSPppUAoN8mkfzG02qOxDhfY0mzvLQbZuiX+Gx8NazBStkfrhTP/93C8ZNEnQiUvbIwdUN5\n", + "YmGR5FXUIoOnsOMGgF6v0jByxDD54ff+n+W2o6dPlaMsauoCAPpJQPHtTgSRyp6pfZpv7d9ePR+o\n", + "bhDf5W/rl93v/zxRVsu7Sxyqxuy874k4WAkw3rate8W+f33qfjR8MhBJqrEboYd3QLCX8osrKy+T\n", + "8vJyWgkAEOOpSlz2ewfUjx5W40+TA56hnqxj61/1Hs6ih8roc7hWPqTXuu2sd1sygTfNMBetfITh\n", + "xGqkedugsfxeDQBOdgEAoNcCSigxIVmzZ++DUeNW1VhMm/+QHrxUwEmefR9fdEDV+D3d4mP/UFvi\n", + "ch/qHY0MmyGR2ol6L2ZnsHXsXS2hqrpE72/05wmNP7O4E/Ham02rlAVnLSyd48m3x3rfVQ5PHEPR\n", + "/RVfZELo4SXwAgBQ7IBiGE+ba5UGVVnB0RRbUdN+YIOE6+eZA69x0YGT/i36jyfpOQ8lnrOs7yx2\n", + "oVUMl/ZznhbPmzeJo/F1/Tb3Wz8Q14ePJpbQDQf0RRWKGXiNZd1K7ngyLiVs3HeGdlYnTP4zF/HL\n", + "N8DY2QUAgO5QH297/nqjlP3hCj1wFT341UxMvIk1N2a+c8uufre/k0O6VchLruzQbRHD5ML2/SV8\n", + "ApUY0qB6blVPrlpFjVq7KJke3ra2NvndS3+SzZv/Lr629pTtP/3Rf9JaAFBqAUON5zR8vO3Y+a6E\n", + "x5yc+wMEjcMLPLllr5rxiTex9c+KLRp6AyfcmD7wVozvX4G3fFjW+6jV2Aqx/LAaKmFvWiH2w43S\n", + "dsHv9OEjNn9z6R6PrYkhDcHPfEvCY0/llxSlFXgf+/Wzsnfvfr0sWVlZGS0DAH1B0sQxx9bX8wq8\n", + "aixuIsjlNrzA2MOrxuk6Ny+NpuCA2Nr2pS4R690pMjI5FPXuYhfdDrwVw7MH3gKtxtZZFUJxrX1K\n", + "AnOuMw0J0fend5c+LrYkAq+hh1erGMbvJ0ov8K76aL387PabpWYQhbQBoNeDg+q5fX+RXidXVQLw\n", + "n3FPmoBh/njbue1NKfagBjWGV+9pNMzId275UyzoHdpivnO2IQ05LHZReoE3e0gvxmpszk0vxgKv\n", + "4YSh5I5bY5m7sqH8IiPxO1EqLyQUDkkFJcgAoDT4vXrPqZoA5dj5t9Qg2RkwQknLvgd9xQ98nlpp\n", + "u/gPlr2K9t0rkwLvzn7XNBl7wjuqTnSuxlZQHeOzk3t4SyrwGk6CSqXXGQRek8/MnCYffrSWFgGA\n", + "UggOSeWd0k2CsrX23qQwzZnaSeLYvixr4DVXaajtc22jAm943GkSmrRAIobavGqClnHVMPuej4pz\n", + "bJToGF7j5L1chn1gYCmZIQ2fnTNbHnn8N7LywzVSX18nbrf5pZ152im0FgD0VHgImycP2/dvEJlw\n", + "VuodI10bwNA5Gapbwa+sJjXwNi1PCryxEKRq8+rjhYOt0WRo6IV29L1PFvWyWqfc1rH/w+La8Lxe\n", + "mk1VJdD3a8dwBvV/csm2rO0ebBHnmqdjPaU26+EeycNYbEGvaIU+/tTrWPeMaqBo40W/pl+Z10ma\n", + "VjGSX2KUZuB97Y1lMn5svezZt0//SkbgBYAeDLy+pLG5G5fo1RDUWF4Vhtxv3awHIlt713r7jJOh\n", + "usxhUWrKWD5LCbTExiMbavP2q94/u0OC0y+LX1WrsXXuW9fa30Z/9jYJzrg85wmBaiiLsepGtmCp\n", + "Xy/Qind6O713rz4O1354e2zhkE4WgVe///L7xda6Uz8WQ0ecm2jj8iH8EqM0A+/3vnsdrQEApRJ4\n", + "kz+2jgZJNZZXz1i7V8QXfuhNuQ5HsHmbkgJbIkhpTle/aje1Glsi/Qb08Jvt5EKNdW274IWOK+HM\n", + "+VqN5Y6Ei3SSdSA++TDXdlVjzOM8tf3zpAaFOTdkFwAAUqSZfKbComN35rDrfvcufTWwdDJty4sz\n", + "txKW+oIYaUNz/5rJr4KeGt+bF0MPbbZV1FwfPFi8kyzDhLOUpt7wfNYTGceOtxP7oZySZEg6hnrz\n", + "yRu3bZfVH62Xc+afKUt+/3LG+158/gJ1x7ReAAAgAElEQVRaCwB6SLrSU7ZoEFY9vBnfWDa9GAtP\n", + "h7ZIpHZiyvbOZXET4WSIafJVzuHOU0tDWeXXk34oFY151ELOo5pDZy9/cY659BMgXR8ultDUSzLf\n", + "33CSRg8vSirwelt8smdvbJxY0+69tAYAlErgDVn38NoPbMi+nG9nSHn/PokMnynBWd+0DleuCmk7\n", + "+6mul49iuVhralzv0QsTOXDWQsu7lT97Vrw91IQ+/QSiC8sGx4Ln7O4fcxl6eNXrVNuNY3Pt3vQB\n", + "WaukJBlKKPDOmD5F/1Ku/daVtAYAlArjCmiu6ngwcm76fc4P4dj1vv5lCryGj6EjlaO6VStV89R0\n", + "+8fsiyut5SJdyDXxVEXv2HECopZ4jgZeWziQEp4jw2aKfc+q4p9kZQnb9kMfS7j8eMOxlCHwMmkN\n", + "yccPuwAAkBI+jAX8BzUk3jS6GXyMgbe7vXBaIXp4++BKa4ViHBISD5uhtvhtoYlflLZzn9Hr+/bM\n", + "MZc58NqSPlnIFHgjDGlAEie7AAAQDxEdpZ7shkoGqr6rff/6nL4/PHqu2A83pg0jxnGXWtWo7r1Y\n", + "t7mHV03W6hwfrF6z6uVztO4WTYtVidUrT/TASnB9JvC6EpP+OlfMMy3KUVUvWnWDdfk3dbJR6H2Z\n", + "rYc3KfAaF0NpP/tJca6PTWyzBVoY7gICLwAgQ+CNhgpTqScVfGomWgYeNSShc8lhNTktcNL3JTJ4\n", + "sn694inDggfqY/LOJW+Nq2FVjS5YYFPUZC3XsOclPGx6fBJcRblb2tpiH9O71j0jrg8eMHx/9cBu\n", + "bEOFClvbnvT72WJ4QOiIcxLlzoKFqcNr9zZl3n7g444FKZ5PPRajx11g3k38AoPACwDIIXTs35gS\n", + "JqwCTyQagtvPeii2ytfIz0hk6DRzSKpuEFvL9tgbzdbXxREN0VrlaFNPcaSqm0Makqs0JC3CkPqa\n", + "x5mv99BH9aVKc3gMOyNWW9dYnaNzfHNKvePoyYvmqkqEZX9LQV5PTkMa1MIYhkVEYsdBDb+4KO3A\n", + "m60UmRFlyQCgONSyu4nwciglTFgt8KD3rmYImOHRx4tzYyzwuj581HKIg1bZzeVfXeUSmpT7e0Nk\n", + "yFTza8y3Xm1/C7yViXGuaniAa9Wj4jCO0e4c35y0/LIatlIUhglz8XHDNoc41ElYx4p59n1rs5/4\n", + "AKUWeClFBgAlEHgNPWbGCUr+0++WcP08y1XVtIrMYTU85qRo4I2t3pVuPK9WgB7efD7GVj3V4fGf\n", + "13sK1eS5UMPJA7zlDRP2/M3iSlqRTXPHhnxEksZaqxMF2+HtRX1l/jMXxS9X/M+3RPZ8FHvFFoue\n", + "JA9tAUou8FKKDABKi33/5vjlSM0Ey8Cjc1dlDrwjZsfG7SaXuYqn7Ipe6Znzn/xDGtnihMN+YJNF\n", + "G3W0satcPxFSY2zVsAN1oqDGQ/eYYVPigde+d03eJ19ArwdeowMHD8lzv3tJtm3bIYFAMGX73bff\n", + "TGsBQKEDrmGmuxJfGEIF0s5A5CpPDRmuzIFXhd3wyGPSrsylJryhtxs/0cObPJRFb2N7rHKpOjEx\n", + "9rgmh+V0q/IVTO34tMdr7EY3bYnsh3upvJBHFj+l/3/R+QskEAzIly88W+bNnSOtPp9c9U+X0lIA\n", + "UATG8bumQDooMcHLqic2lwUbwg0npt3GSli9TytPtKHVKmclsyiHIfBa/hzU3EUOSqaHd/OWRnn0\n", + "gavF4XDIc0uWyvFzYuPIpk6eJEtf/otMnzqF1gKAAlK9uY5tb1oH3lpzKTJVhcFYYUGz6PVNCbyj\n", + "j08fUqro4e31wOt0FeY4aj8knjdvEq0sVs0j8NnvFPaFDpmi9yinXWiCmrvIQcn08Dqc9nhxcPVv\n", + "OBwrkTJt6mTZuHkLLQUAheZPXz9VSwq8WnW9+Q6GGq5pH6O6QXyXvy1tF7xgEXhHs/97O/BmaUOt\n", + "fGhOj6MqJ6gFP9QkRX2iYhcWpIgPpbEKsBVDJXh0+qWSKUuGPhV4J4wdI+s2xMbmjB/XIK+9sUy/\n", + "3Lhth7hdlAsGgEKzZVjZKqVmrWF54VhYyj1kWFVj6G4NXhSAJ/s47LRt6k4s2pE8/te4Sl/Ox6Jh\n", + "0Qmr8d3hkbMzBHfKkiG7kkmSX7n0AhlUHfsFOm/BF+TW2+6R3y39o7R4W+XSC8+hpQCg0IE3FMwQ\n", + "eCeYQ8UgcwDWnOXdeu5u1+BFt2VcaS7bMIEMkxZtKvAmnTCZtqvlq1c83DEEIiz2PauiodlrODbq\n", + "LE+a1Fhyq8l1yXWCgZIOvOPGJHoPGkbXyT133CKfbGmUYcOGyJh6PvoCgIIH3tY09XGrG1J6ZSNJ\n", + "Qxq6XUOXHt7SCL1pQmR3hgnYfHsyb/c2iXPTixmODevx3ZFhM8SxY1nq7ZVMWkN2JTOk4de/XWK6\n", + "rnp7Z8+aKfV1o+Thx5+mpQCg0CLWNXJDUy6wDMGqFqv+VX9i3k+lxvKqVdHUV7huDqtjlQqLyYeq\n", + "BJnVuOucA2+6yWXxQLw3y8mQdSdXZOhk628wLpEMpFEyPbzLV3wo//SVi1MPfE3k3eUr5Z+v+kda\n", + "CwAKyOazHsNr1btnVYs1X/msioaeoSauJQfUzvq7XWXfu0oftpBuyES2QJxufHdkyDTrn4GyZOgL\n", + "gfeVP78WO/v3tccvxw/iiCYfrd0gYxsY0gAABQ+8QW+aADGCnTNQAq9FabJc2j+SoaycY9f7Uv5f\n", + "50ho/JmWJznZhjykG98dGTpVL4+nxv4yUQ19LvAOqq6S997/UIKhkB5uTWeJ0bPM+tEjZf5Zn6el\n", + "AKDQAmkCr7uSfTNQAq/VsryFGCIQDojzk5ctA689Sw9vuvHdqie3ff5iGg19M/CedMJn5cS5x8lj\n", + "Tzwj3/jaV2gRACgAfSb88vtFKx+iL70anJVax9TWlm5IA71nA+dAcaS2f/mQrj2WquyQQw3edGN4\n", + "1fhw9Xo4/tAvA69+8NtshF0AKETIXfW43nNrC5hXUbMKvBLxWwdehjQMGFpSzduMpcqy8H35FXHs\n", + "WS2eV/8183Hq3WkKyWoZa1X3OXDiLTQI+mfgbdy2XVZ/tF7OmX+mLPn9yxnve/H5C2gtAMjE7xXn\n", + "+udyuqtaCtbRtDJ+PTzuNNGcHbVX7Q725UBhN8eA8NhTcvs+q0UrHG69AkfWEzNDD6/vkv/heEP/\n", + "D7zeFp/s2Rv7SK1p915aA8CA0zn0wNZ+SO9x9Z9+b5cDQKaV00y5ZOtf9aVgjQJzrme2+wCU3ObB\n", + "o67I7fuyLVrRMbQhuVqDsUKD/tyEXQyEwDtj+hT9S7n2W1fSGgAGXuD1HdAn93SyH1gvkWEzu/ZY\n", + "GVZOU71qKmA4Pn1V3O/dkzX4YIAE3qTlg1W95Vyp2spW1NLA9kNbOgJuk2iDE4HXblhC2HLCHFAk\n", + "9lJ7QZFIRPbuO6B/qcsA0K8Db9sB03VH04ddf6zW9LPfbUGfuN//uXj+7xbzylpqDOWIWTTEQFU2\n", + "tPAh2rA0sM0QcGPHe6IkmZahtBlQaCWz8EQgEJDnXlgqf3n9Lf2y4vG45QtnfE4uueAccbmctBaA\n", + "Pse1KlFGybJSQlJIte9eITKziwvtpFk5TX+ew1tTxvf6T/6hhMdT9nEg01xlhX9MQ5BNPr6NATjC\n", + "5EgMxMD75G+XyCdbGuX/+841MmH8WP22Tz5pjN7+X+JvD8hV/3QprQWg7wXe1VkCb3IP797VXX6u\n", + "dCun6UF635pE0KidKME51+c0wQj9PPAWoQSYcWng5Jq7xkUn0tXbBYqhZIY0vPPeCrnu6oUy7cjJ\n", + "Uubx6F9qfO93/vVb8va779NSAPqllIlmOdQxTftYaVZO0//YH/g4ETRqxhF2EeOpktCkBfGvQjAu\n", + "DZy8jLB50ho9vOg5JdPDGwmHZfiw1GLXw4YOllAkTEsB6HthNthivt52IKWof7rFH7okkD7wOpqW\n", + "J/7e5jExCf2bqqBgtRpatx7TsDSwLWMPL2N40XNKpod3xvQj5aN1G1NuX7Vmvcw4cjItBaDvBV6f\n", + "ebiChC0WerAqJRYOdO35MoVnQ8eBVkXgRRFDtKGH137wY3FueD5xvdVYpYHKIOg5JdPDe+LcOfKL\n", + "R5+U4+fMltGjR0b/Nkdk+64meXf5Sjl/wVny6l//TzRN0+975mmn0HIASj/wJo3PVSWZwknjFu1J\n", + "s9g7g6sKDckT3lRpsbI/XyORyuHR7WMkcMKNSaHWn9PritSMpXFQvMDrqdUXMums9ez6cLGEpl7S\n", + "cSD7TPcDBlzgfe2NZTJubL007dmjf3WaNGGsfLRuvem+BF4AfSPw7klKArGeWzXUwbnu+Xi4TSd5\n", + "wptj6+tia9kujuiXyEoJfPbf9dWtMoVny0BSPYbGQVH5T/qhVDSeHD/eK56ax04BgVf53nevozUA\n", + "9LPAa+7hdW58Uex71uiTyzItAWzVE6xq57rW/ibp8febZ7obhkyE60/Ux0uqj5TjQddVLZFhR6aM\n", + "IwYKjhXUQOC1duDgIXnudy/Jtm07JBBIXS3o7ttvprUA9C3GBR6iHNve1L9ykdwjZt/9oT6kIVMw\n", + "NgZs/+l36ROGyl+8KH5baOblEuxqjV8gT2qMbvIxC/TaOVipvJBHFj+l/3/R+QskEAzIly88W+bN\n", + "nSOtPh81eAH0Sck9vLlyrvlVym2eN/4z9Y6GCW/Gnly1elrs/3J9FTV9rKTdIaFJ82kU9GDCsO5T\n", + "U0sSp1uWGCiWkunh3bylUR594GpxOBzy3JKl+uQ1ZerkSbL05b/I9KlTaC0AfSvwtu7s0vc5duVW\n", + "e9zWngjUxgluobGn6f+roNt+1kOxG9Vkoc4gDPQAzVkuNnYDSuX8q1ReiMNpj1dhUP+Gw7ESOtOm\n", + "TpaNm7fQUgD6XuBtby7u47ft14Ou++3bTEMlgkddkXpnwi56OvCW1bATQOBNNmHsGFm3IfaR3Phx\n", + "DXrVBqVx2w5xu5y0FIC+F3jzGdKQJpBGhk5L/we8uVGv5OD85GVz0GBhCQAwKZkk+ZVLL5BB1dX6\n", + "5fMWfEFuve0e+d3SP0qLt1UuvfAcWgpA3wu8SZPWMolUDNcDbMrttRPFvn+9deBtWslORsnSKkaa\n", + "r3tqJTJqNjsGAzvwjhuT6JFoGF0n99xxi3yypVGGDRsiY+pH01IA+lbYTVpSNWvgHTbTMvBqlebV\n", + "qFQZss7HTl66GCitXwJzabLQkRfp9aSB3lAyQxpWfbROr8jQSfX2zp41Uzxuj6yxWHIYAEr6vb59\n", + "f173Tw62ca5q09XwqOPYuegbnGXsA5TO4VgqL+TRXz0t//mdf5HKCvM4tkgkIo88/rQ8cPePsj5G\n", + "i9crS37/sqzfsFmfAFdW5pErvvplOWLieH37p1u3ycOPPS3eVq8Mrq2Vq79xhdSNGpFxWzgckYVX\n", + "f0eeeORejhYAuQde/+G87h8ZYj1WV/OYJ/6E6+eKc/NSdjBKXvLSwVrFCHYKCLyHmltk+IhhKbcP\n", + "HzZEDh7Kbaazw27Xy5dd+dVLxGazyZq1G2TRo0/IvXfcqgfg+xY9Jgsvv0yOmjlVVq5aI/c/9Lj8\n", + "5Ac3ZtwGAF0KvL78enjFVWUdGpJCgjZorIRHzRYH43fR17D6Gnrz8CuVF1JbM0i270itWbl95y6p\n", + "GVSV02NUVFTo9XtV2FVUz+7+A7FJI6oHV/Ueq0CrqOESqvd4x45dGbcBQNcC75687p+uhJPmrpTQ\n", + "pAX6UsFqEQk1iS101NfZwSh5KSdr7mp2CnpNyfTwnnbKPFn06JPyT1/5skyaMFYPrWrS2pPPLJFT\n", + "Tpqb9+OppYqffWGpnPG52PKcu5r2Sl2decbo6Oj1bdFAHYloabeNGpW43dvaKnfd97BeNWL6tNhC\n", + "GC6nQ1yu4p21VpS7OUr7ONpwgLZh6FBedy+rGmR9e81wkTN+kHgt6p8Jx0f/SB0rsvODxB0HjRGp\n", + "rhOpHMkxx+9gaSjzmK56qmpFutgWtKFIMBiWYCjMcdXXA++F534pGh5dcv8vFscnr5WVl8nZZ50h\n", + "F5zzpZwfp/lwi9z6k3uk1euTkSOGyT8vvFy/PRAIiMdt/oVxe9zS3u6P/SJm2KaWilGv6c57H5KL\n", + "z18QD7v6ARgq3gGofsF9bQGO0j7+RksbDsw29LTslfipsPooN5L570Rb2CmuSQvEFvKJo/H1+O0+\n", + "++DoxtTnd8y4Sjwq8EYfOzJ4irTPX2x4MI45fgd7n0NzizHytgcjEulCW9CG6FeB1263y3lnf0H/\n", + "OnTosES0iAyurYkPT8hVzaBqufcn39cvb9q8RX5858/lzh/fJJ5ogPUHzL8wbb42fWKbGsObblss\n", + "8Nrkjp8tkrmfPVaOnjmNowZAVjZ/Yu6B+mg3W5kyNcEnMO8mvXavy2mYvJtm3KMax9t+7jMSUYtM\n", + "MDYSpchtHqbDpDUQeJPU1g4qyONMOWKiDB82VHbu2i0No0fJH/74qmn7jqbdeiUGezTQptumBKNh\n", + "+KLz58tzS16SU0+em1JJAkAfDaXBFnEtv1+08iHR0OguaI1Q4xjeSM1EceRYl7cz+OYiUjOORgSA\n", + "vhp4u2r3nn1SUVEm1VWxSW6f/L1R9u7bL2Pq6/QJbYFgSD5asyFWiWH1WtHCYRnbUK/3Iqfbpsb3\n", + "qqEWnzlqhrS3B+TBR56Q717/7bx7ngGUhvIlZ+tL/qoFHPwn/8C0LK+t/YAEjr+hCIF3nDh2LEsN\n", + "t9UNEh4xi0ZBvxRJXjSlfCg7BQTeQlDh9snfLpFwKCiOaEitrq6Uf7v2G3rYVa7/9lWy6Je/lkd+\n", + "9ZRUVVbJddd8PR5c02/T4o8/97jZsmrNOnlx6Z/kwvO+xNED9DGqR1eFXZ3fK/bmreY/iJteLFjg\n", + "NY7ZVeHaSmjcaRKc/W0aBv30Fy5pqI2DiWcg8MbeFDQtGloPyKHmZn04Qr5mTj9S7vpx+o8C6+vr\n", + "5PZb/yOvbQ6H3bToxLe+9lWOGqCvvv8alu7Vw+/h1KV8bb69olUM73awNv+lLbf+m1fVQKOg/3KV\n", + "6yX1AAKvgVpc4t4Hf6lPNKuqqpLHHrxTv335ilWyYtUagiaAbrPv35h0fb1FWPWJtB0Q91s3x9+0\n", + "5dS7uxysVe9uusk6kZqxNAr6rXzGowNF//tfKi/kV089J1OOmCBPPGxewnfypAmy8sOPaCkA3f+D\n", + "1/yp6bpj37rUsBoNu/bdK/SVzPTVzLa9nRgG0YVgHR55jGgOl3UgqB5DowDAQAq86zZulksvOi9R\n", + "CqxDdVWleFt9tBSAbrM1bzHfELT42xJoFsdu87K99gMbuhystdqJKT284bo5+pdeHQIAUHQlM6RB\n", + "TQ/z+9vFlbSevKq0UFvDcoQACnCGf/DvOdxnkzh2/s10m+uDB8Tx6at66bLACTfmFaz10mFJYxn5\n", + "mBcABmjg/dxJx8tDjz0lV/7jJfp1n88n6zd9Ik/+5nk59eR5tBSA7p9Y+7Mv9+ta/URqCG5u1L+U\n", + "4JxrRHNV5xysIzUTGMsIAATemMu+fL68sPQVueHm26S9rV2uuvr/6aujnfOlM/VlhwGgaFS5pHBu\n", + "S5favE2iDa7OGKrjwdpVkbYkGQBgAAZeh8Mhl1xwjlx83gLZt/+gXqJs+LAh+pLDAFBMkdpJKRUb\n", + "/J+/X9zLbk2ZsKYCrwyenPaxTL27g1gJDQBKQcmkyRu+d5u89Mpf9PJkI4YPlZEjhhF2AfRM4B02\n", + "PeU2Nams7eI/pNxua828RLBp/G7tRHYuAJSAkunh/dIXTpW33/1Ann1hqRw5eZKceMIcmXvcMVLZ\n", + "sUoaABQt8A6fKbLxBeuNU86RyN4NYj/4cayXwJs58CZXaAAAEHjjTj/lRP3r8GGvvPvBCln2znJ5\n", + "8jdLZNbMadHwe5wefgGg4FwVEh5+dPrtp35fghv/LJ43/lO/assQeN3v/1wcn/5vIkjXMKQBAEpB\n", + "yY0ZGDSoSs487RS55cZ/05f6bW1rk/sWPUZLASiKSFV9bDW1DLTKkfHLjm1vSvmLF1n3IKx/zlQJ\n", + "QlVoAAD0PmepvaAWr1fefX+lvPPeB/Lx5k/l6BlT5fprvk5LAShO4B0yRS8bpqoppOu9Tam04Pdm\n", + "fVytuoEKDQBA4DV7/Y1l8s7yFbJ2/SaZcsREOemE4+Tfr/0mY3gBFES65YE7x9mqJYCd3pet7xMN\n", + "xGroQ+fKbLZgS+rjJ9X4bTv/eXY6ABB4zV75y1/l5GjI/ebX/lGGDR1MywAoGM+bN+lDEax0jrON\n", + "jJwt8snLaR/D9w+vSsVvT03U61Xh1xU7IVdjd52bXmRHAwCBN7O7fswqRACKw9H4etptneNsw9HA\n", + "q4YhRKpGiVYx0vK+WvnQ+LAHm79ZtGjg1cPu+ufYyQBA4LXWuG27rP5ovZwz/0xZ8vuXM9734vMX\n", + "0FoACiIydFo0rJZFU6sjPs5W/Z91GEL0/vGL4YDYDn5M2AUAAm9m3haf7Nm7X7/ctHsvrQGg8DrG\n", + "3XZqP/eZLpcLi1QOF0fLdv2y5/UbxNZxWd9WO1G0shpxNK1knwMAgTdhxvQp+pdy7beupDUAFJRa\n", + "LKLsD1eYQ2uBauMaw64SHnuaBGct1AOv8yNKKQJASb0flMoL+fVvl1jeHolE5OHHn6alAOQXSIMt\n", + "4n7rBwV9TK1ydNptkZGxxXHCo2aL/8xFNAAAEHhTLV/xofUbjCby7nI+IgSQZ+A9vF3sh7YU/Xm0\n", + "8iH6ZLfw8BnsdAAoUb1epeGVP7+m/+/ztccvx99IIpp8tHaDjG0YTUsByC/wtuwofLitHJ5yW3jM\n", + "5yRw/A3scAAg8KY3qLpK3nv/QwmGQnq4NbLb7VI/eqTMP+vztBSAvNiLEHhFHKkhuGwIOxsACLyZ\n", + "nXTCZ+XEucfJY088I9/42ldoEQAFYTvcGL+sJqppVQ3RcFrbrcfUKoZa3DaCnQ0ABN4c3phsNsIu\n", + "gIKyH05UUQjMvVEiI2YV4EHdqYG3myEaADBAAq9y4OAhee53L8m2bTskEAimbL/79ptpLfQJqjqA\n", + "c13HAgYuh8j0K9kpvdEOhrJhWvWYgjymVbjVPIPY2QBQ4kqmSsMji5/S/7/o/AUSCAbkyxeeLfPm\n", + "zpFWn0+u+qdLaSn0HX6vuFYv1r/kg0fZH7100mHzH+o46ajQKykUhKM8NfAypAEASl7J9PBu3tIo\n", + "jz5wtTgcDnluyVI5fs5s/fapkyfJ0pf/ItOnTqG10DfCVmfQ6rzu2xsNRcPZMT3ZBobhDJGq+oI9\n", + "ruapSr2tfCg7HABKXMn08DqcdtFU0V31BhL9CofD+uVpUyfLxs1baCn0nbAVbDdfD7SwU3q6DQwV\n", + "GrRBDYULvC5z4I0Mmxn94+VmhwMAgTc3E8aOkXUbPtYvjx/XIK+9sUy/3Lhth7hdTloKfUf7fnP4\n", + "am9mn/T0HzZD4I1UFy7wiqtcQpMWxL/av8SQFQDoC0omSX7l0gtkUHW1fvm8BV+QW2+7R3639I/S\n", + "4m2VSy88h5ZCSVNjRl3vLxJb687U1b2SAjB6oD0MJclUObJC0Ty1Eph3EzsYAAi8XTNuTOJNqWF0\n", + "ndxzxy3yyZZGGTZsiIypZ6U1lDi/V5ybl6YJw172Tw8zliSL1IxlhwAAgbf3LPn9y1nv88nfG+Xd\n", + "5Svl4vMX0FooCXpv7vL7oxcc+mS04KyFYsvQi2vz0cPb421UhJJkAAACb5c07d5LC6DvhanmRnF+\n", + "kjhZ0wNvKJj+/klVG1Bc7vd/XpySZAAAAm9XXPutK2kB9Dn2g5tTQ23rrvTfEGztnzsiEo7uDEfp\n", + "nIi0HRD3WzeLo2llYtdPPp8DFgAglD8A8g28zY3moBVsiYa/QPog5tvdD0P/x1L2ylUSGTJNwiOO\n", + "luCx1/b+a9q9whR29cBbAq8LAEDgjfvxnT/PuP17372O1kJJsCUFXjVhLdM4XZu//01ac61arPfw\n", + "2vet0b96M1iqhT3K/uefOTABAKUfeI8/brY5Q/iDsmNXkz5h7arLL6Gl0PtBN9gi7jduEseu9y22\n", + "eTN8X/8KvKp317HtzdL5I/bpq2Lz7uIABQCUfuA987RTLG8/ZtZMWfbOe3LSCZ+ltdC7/N70YTeQ\n", + "IfD2szCm9+6WyAmI59Xv6D3MAABkYi/1Fzj76Bmyas0GWgq9H7BCbda3qyENbVlKjwV92Z8gEu4T\n", + "+8GqdzdlsY2eaA/fgbRhN1x/or4SGgAASslPWmtvbxenw0FLofcDb6YlgiP+xMXBk0XzVIlj79po\n", + "8gp0hOJm0VwV6c88S3ASWF5nztHXH6md2LPt0XYg7Tb/6XdxwAIASi/wLl+xKvVNq90vr735thw9\n", + "cyothd6npanEEPSK3duUOG4/d5to1Q1S9sdvxnsgbb49olXVpX1o18pH85oEVv7sWfpH+uHRc8V/\n", + "xj29H3j3bxCZcFbPBt5Wxu0CAPpY4H1uSeqyrOXlZXLEpPGssoaSkK4Sgy3QIhJO9PCKwxPLx66y\n", + "xH3C7WkfVy2U4NixLPfXEQ26eik09VR7V4vnL9dEE3O1aJ5aCZxwo+X3VDw1T/8/NPGLEjjxluIE\n", + "3p5uD0MPr/rZWeADAFDygffu22+mNVDaMoyxNYWviuEd/4/MGpb1X8L1z+UX9Ay9yWpssKn2rNbx\n", + "Gm2OePjtDMf6c217UwJqmIXDXdjAu2+NeF67QSKDJ0pw9rd7JvAalnOODJ6QUoMXAID4+xS7AMgx\n", + "YPn2WN9unLBlGKereWrilx1//1NBqhs4//4/Yt+dPtipJY/1r81LExPljHWAVUDe+W5RTgZUL7Vr\n", + "zVM91x6GiYJq7DMAAGnfH0vlhezbf1Ce+91S+fTTbdLuT/3494G7f0xroTR/iT55JX45PGqOYUN5\n", + "IvDuel//Cs5a2OXnUUMf8ukNtvv2SqRmnGl8sf5atr4u4TEn9/0db+zhHT5Tr8ygldVyQAIASjfw\n", + "/uKxJ6WyvFwuvfhcKXO7aRmUHFtrIjiqYQtqhS/9dsPY0fC40xL3yTBJLe/nbjuQ/9AH9fqigVeS\n", + "Fr7QhzUUcz9FX6tWPqTo7WEM8l2px5sAACAASURBVJHBR1CZAQBQ+oF3y5ZGeeT+n4rHQ9hF6dPc\n", + "1fHAaxRqONl0n2xUr21O4W73ivyDZ8cQDH1SnVEuNYHTvQ7jssp2h+W4ZnWfcA8EXuOQBq1sCAcl\n", + "ACD9+1epvJCqqgrxtbXRIihZNt/uRMBKV3PWWGvXVZX9jDPHXlvH7vwnZHWu8FbIld4cm1+KXw6P\n", + "OUXv0VYl2EzP29JY/LZQveodNY71fZ6hxjEAACXTw3v2l86U+x96XC4+b4GMGDFU7HbzYhNDhzA2\n", + "D71MS/Rmah2lx9KG3ahI5fDMoc24cIKqmhAOpGx3vxWrXmLfvzn/cLr1dX3MsC3oLczPH319xvHK\n", + "ocnnSrju+NiPvuZpca38Rey1Nhc/8Nr3rUvs50HjODYBAH0j8A6qrpKNH38iP7rzPsvtzz7xC1oL\n", + "vcpUeqxyVMr2SPJt7iqRKeeIbHrJOrQZhimEh89IKaultqeU2ooGY618qGgVI0Sz28Xeujcavt2W\n", + "S/uq2/SSZAGv5c+S7zhbtaRw53hlNT65M+zqP3tNInTaDm8vfuA98HHiuYdN5+AEAPSNwPvMf/1e\n", + "LrngbPn8aSeJ2+OhZVB6gdfQA2s1IU2rNN+mFkOQU7+fNvAahylERhxjCreev94o9j2rU75HBWP/\n", + "mYvMjxP9Pn3xCavXHA3EttadKbe71j4lgTnX5ffH4uMX45dDky8w/6zV9Ykweri4PbwqxKvSa/F9\n", + "N3gKBycAIKOSGcN7qPmwnDP/C1JVVSVulyvlC+j1wOtvTgQ8iwlpWtWorI/hWvmQuN+5I/bLZ+jh\n", + "jYw8xhxiDb2pRioYpzxvhp5aVVnC5k/t4XWqsbjh/Go1GAN5aNJ88+syDCuwtWzP+7HzagcV4lsS\n", + "vciRYSw9DgDoI4F3TP1o2bp9Oy2C0gu6wRZxv32bqbqBVjHMIvCOzh541zylLwqhhhvEx7o63HrP\n", + "bS6Sg7H+vGU16V+7b49pDK/e66zkuQCFKXzrwyqSQrbdYRrWYG8p3u+yrS1RHUNzVUefdyIHKQAg\n", + "o5IZ0vC5k06Qn977Czn9lBNl5PBh4nKbe3XnHT+H1kLvBN5oMDV+hK4mp8WDozGM5lF312msdqDC\n", + "bpqlfkMTv6gvE6yGJajxulbBWL0WVS3B0fh6/HpnQFUVGoxVGkJHXiSu1bEV3/JZgMI0Sax2kuV9\n", + "tKoGkY4Qbzu8VaS2OEHU5k2seBcee0qsPBoAAH0h8L7x1jsypLZWPly91nI7gRe9xd681Rxs01QF\n", + "0CpH5vyYjs2JagdWwxTij1k2RILHXpv18fwn/VBcw56XcP28aDhdK+63YysT2g+alz0OTTwrEXi3\n", + "Lct9H+QwSUz18KrlhfX7H94u4WKdgBiWeLaaPAgAQMkG3ttvvZHWQEmyJU3C0gOfqzw1nObRw6tX\n", + "T+h8vI5hCqFJC8Sx8x1zubLyoTkmUocEp18We2zD99sPbkq8Pk+NqWau8TVkffj96xOvN80kMW2Q\n", + "4bGbtxSvPUwr3o3gAAUAZH8fYxcAWX5JkurKqsCXMqQhzTCHrAzjdwPzbtJr25pCZBdWLDPW/zWu\n", + "BhcPh4Z6wbmGXlPgTTNJLFIzIe0+K2jgNS4AUkXgBQBkVzI9vD++M/MSq9/77nW0FnqFLWkCllXg\n", + "i1QM79JjJ4/fTe6x1MrzD3TJ5dHit3es/KZ6em2dE/BUBQdX5iWQVSiOB+foa003SUxLqsXblVq/\n", + "uQVeQ4gvH84BCgDoO4H3+ONmm677/UHZsatJ3l2+Uq66/BJaCr3GWFc2MnSaZeDTcgy88Qlldoe0\n", + "nftMyrK8yYE322pt1i/YoQdN09AI9dhlsR5ozVkutniY9YqWLWAaFpLQxy+nmSRm7OFWIbn8xQsl\n", + "NOWCvOv9Zv3xjIG3ksALAOhDgffM006xvP2YWTNl2TvvyUknfJbWQs+HXfXRfCQcD7Xt8xdbh72K\n", + "3CasBU65Te/VVROvksOuVXBWk9a6QqscnRp4O8KhsYyZVY3elMDbsiPxGIMaMt43PGp2ol6vWop4\n", + "/XNdDryuVYv13lxb237xn35XPEjHy8OpYSRZeqcBACipwJvO7KNnyC9++WtaCr3C5k2EvXTluGJh\n", + "Mn21ADUZzVRWTNWxrW5IE5yH66Ex9uQO03jb/AJvNNzuS06QHeHQYXjMYPbAazcE3kh15sCrVoFL\n", + "XvlNBdfgrIX5B97ViZML9ZiOLa+ILZSohdzVYSQAAAJvyWlvbxenI7c6m8FgSF75n/+VZX97XyKR\n", + "iFRXV8nXr7hM6kfHwsinW7fJw489Ld5WrwyurZWrv3GF1I0akXFbOByRhVd/R5545F6OlgHIOPnK\n", + "uHxualBNP9ZWTUbLOah6alOWDu6KSGWdOFIeO9az2zm0Qc/UgeyT1oxVKvRau1nEA7shuHYl8Bo5\n", + "tr5mroUsuQ8jAQCgZALv8hWrUm7zt/vltTfflqNn5rZ0aDgSlvKKMvnx97+rL0f8znsfyCOPPy0/\n", + "/N7/E03T5L5Fj8nCyy+To6KPt3LVGrn/ocflJz+4MeM2DGymJWxrxqcPqiVWLUCrHJE+lDvLDGeJ\n", + "OfTwGsfw1ozt8n7Uqhtyv39S9QjHjrctfp6RHKAAgL4VeJ9bsjTltvLyMjli0ni5+PwFOT1Gmccj\n", + "Xzj9c/HrM6cfKYuffFa/rHpwKysq9ECrzJ41U56NPueOHbskEAqm3TZqVOY3VZfTIS5X8VZ6qih3\n", + "c5T2psN/j190Dxsv7jTt4akdHT1g3aXThoPHpL7G6trYa6xK1PZ1R3xpf6Y4byLwlg2fmPbnzKTc\n", + "t01kRB4rr7UdMgdgw2px8T9etfXi7KF9y+9h30b70Yb9QTAYlmAozMHQVwPvuvWbZPjwoXL37Tdb\n", + "bm/1+cTvD+iBNF/rN26WiRNiPVK7mvZKXZ05vI6OXt+2c5dEIlrabcbA621tlbvue1guvfAcmT4t\n", + "VnxfHXzFOgDVL7ivLcBR2ovKD34ar2jQVj5WNEN7GI/INmetaVtvt6E9+nrKkjOkVOqv0SUe6Vy4\n", + "O+RrlkCG16dXW2jvCJ+uCvHZqqMPlP3ncatFNHaviAfVYNM6CY48IefX7zi0O/oqMwu4hkqoB/Yt\n", + "v4d9PyjRfrQh0OsLTzz7wlJZu35T2u1//3SbPtwgX16vV55Z8t9y2ZfPi705BgLicZvPEN0et7S3\n", + "+zNui73rx4L3nfc+JBedNz8edtH/6SXEOiSPGVWT0dRXuP7EkqsWoFZ9iwyebL6tY0hD51he/Q9A\n", + "0wpxffBg+p/fOJyhqj7n51fjloNHJ8bt2g9+nN9+NywfnP5nZNEJAEBuer2Hd8fOJpl25OS02xvq\n", + "62T7zqa8HrO9rV3uuOch+fL5C2TCuFgPrycaYP0B8xlim69Nyso8+hjedNti7742ueNni2TuZ4+V\n", + "o2dO46gZKGE3yypk+UxG6/HAqya/nXGvuN/q+OREVXzoqJ+rGSo/qCCqvoKf+aZpAYz4PsijJFmy\n", + "yJDE77X9UH5LDVsNYUj5GVl0AgDQVwJvMBiUysrytNs9bpf4/f7cw267X3567y/k86edJPOOn5MI\n", + "zqNHyR/++Ko5bDft1isx2KOBNt02/TVGw/BF58+X55a8JKeePLdLwyvQBwPv4e19+vWrxScsKz64\n", + "a1J/z5b9QDRnhR6MAyckJmvmU5IsJfB2LlIRCccm/6n6uTmWWbO1H8j+87HoBAAgR70+pGHY8CGy\n", + "dduOtNt37NotNYNy+7hYjfW98+cPyWmnzIsGU/N4wTEN9RIIhuSjNRv06ytXrxUtHJax0dszbVNc\n", + "Tpd85qgZct7ZZ8mDjzyh9whjAAReQ9gLjzut3/xcmqss5TZH4+t62S/n5qWmYRz5liQzP6g7Fno7\n", + "/9g0597La2tNDGkwruCmlOowEgBA6er1Ht65c46RJb9/WW66YZI4kurtqmD54tI/yqyjZ+T0WG+9\n", + "855s3LRZr67wm+dfjN/+ja99VebMPlqu//ZVsuiXv5ZHfvWUVFVWyXXXfF1sttiUpPTbEuF27nGz\n", + "ZdWaddHX9Ce58LwvcfT097PBbvRulnTgTQqQyTyvfVe06Eme6u21BdsT+6ALJcm02okiHcMZXKuf\n", + "jK+YljXwGnp4A3O/K+4PHpBI1ahYD3QJDyUBABB4LZ07/wvy7vsr5bu33C4XnH2WjB1Tr8+KV+N2\n", + "X3rlVdl/4IDcfmtu9XDPOPUk/Sud+vq66GP9R17bHA67adGJb0XDMwaGbvVuljJXuYRHzxV79Oez\n", + "Gitr37fGOrxWj8n7qSJDp4nj09hwIceOZbFlmu2pZfwqfnNyYgnnqjqRcGIYU2TIkdJ2wQsckACA\n", + "vht41cSwH998gzy75L/lV089r1dD6Lz92NlHy7//yzdl6JDBtBQKK03wMgW/Aiy4UIpiE9ruEddH\n", + "T4rrw0dy/77yIfnv5ppx5pMI355YoDXepiYHRgyl/fxe04TB5PsDANDnAq9SXl4uX7v8H/QvVU4s\n", + "HNGkuqpS7HY7LYSCU1UJyl65SiJDpkl4xNESPPZay/sZV1nrSu9myQffPJbmjQyb2bXziiHmVRJd\n", + "a58WrWyIeanh9ubUANyF1wgAQNr3/lJ7QVVVVfokNcIuisW1arHeo6g+unet+6112I2GrvjkLVdF\n", + "l3o3Sz/w5l7HNviZhV17juh+M/byOje9KK7V0f0fTpQBtLfuzfD9wzhgAQDd5mQXYCBRQdax7c20\n", + "21wrHtaDrs0QwvJZcKFPBd6kEK+qHljVHlZDCsJ1x3f5eVTvsL250XSbY8/q6GN2lA1s358hlNPD\n", + "CwAg8AL5BV6L3kQV8vQSV36v3gOZEroGNfTLfaH3vg6eHC8X5v/So+LY+tdoQJ0qnlf/LX6/0OQL\n", + "uvc8FvVy7Tv/Fg+8Nn9zhtc4lIMWAEDgBfIKvG0WgdfbJNrgalP9WaP+VJLMFCY9tdJ+9pOxhSFa\n", + "d4kW/TkjR12hb1N1h+0HPtZvD02a3+3nSaYqNnSOnba1H0r/vRUsHwwAIPAC+QVe7x7LwCuDJ5tq\n", + "zppCV1VD/94pdocedo38p9wWu5DH6mhpeVJXdlNDHFRJNDVcwtbalCHwMqQBAFCAtzp2AQZU4PVZ\n", + "BN7Wjlq0acaS9qeSZHlzdX8Zba3cupfWsevd2P6nhxcAQOAFChh4LXoT7R2LL9gMlQNMoasfliTr\n", + "SekqXDi2LYvt90xjeOnhBQAUAEMaMLACr2936m2dgde3N6/AhhwDb1mNhEfNTgTdppWx/3csE89f\n", + "rolPmrMOvOx7AACBF8gz8O5NG3glEmIHFSPwqpXdzlwUv+558yZxNL5uCr9WIrUTY9UzAADoJoY0\n", + "YGAd8D7rKg3J9XlVr64qmxWatICdVmD+k36Y0/2Cx1zNzgIAFAQ9vBgwKn5zsl6CK05NyAr6Yquq\n", + "RUOvWnI4HrZmX93tclxId9bhsLxZlULr7PlVIjUT2FcAAAIvkCt9BTFj2FWBqnKU2A/Fxo+qmrNG\n", + "WmUdO62nONwSOPZfJDz+DHEHou2kRdvJ5tBLlgEAQOAFctWeWglAD7WdgfdgUuC1M9qnp4SHz5DQ\n", + "kRfpl/2fv58dAgAoON7VMTAOdMOSwqpigO/yt0WrGhW/zXZwkznwUv+1x0RGHMNOAAAQeIFuMy4q\n", + "0bHUrVY1OvGLsH+z+f4OD/uspwLvSAIvAKC4GNKAAcG4uIHWEXgjhjGi+hhfA2rvFpeqfmFr3an3\n", + "vKshDQAAEHiB7gZew/K1WlkszGqVIy3vGxk8mR1WZIF5N7ETAAA9hiENGBiB17CkcOf43HRVAMIT\n", + "v8gOAwCgH6GHF/2a64MHxX5wkzj2rUsE3rKOMbye2pTar7Hba9hxAAD0I/Twol+y+Q+J57UbxLXu\n", + "t+LY9b6+wEQi0A6KX1arfiUvX6upBSkAAACBFyjpA3vPR+LYscxym6nkmN0h2qAG8x3c9PACAEDg\n", + "BUr9wN63Ju02rXyo+Xp1vfm6q4wdCAAAgRfou4FXLWVrFEnq4e0sWwYAAPoHJq2h/4mExbF/Y+rN\n", + "tRNFi34l0waNM9/gKmcfAgBA4AVKl715i2mSWqf2c562zsfJQxro4QUAgMALlHTg3bM6ccVVIZFB\n", + "4yRSMy7t/bXqBgmPmh27XDGSHQgAAIEXKPHAu29t/HLgM9+U0NRLMt5f9ej6z1zEjgMAgMALlL7y\n", + "JWeLre1A/Hpk+FHsFAAABjiqNKDfsAVbTGFXVWOIDJ7CjgEAgMAL9JPA29xouh4ZOk1fWAIAAAxs\n", + "DGlA/zl7O7g5fjk0aYEE5t3ETgEAAPTwoh8dzIYeXqt6uwAAgMAL9GnGIQ2R6gZ2CAAA0DGkAf1C\n", + "2dLLzD28g8ayUwAAgI4eXvR5qjKDMezq1RkyLDQBAAAGFnp40bthNdgiruX3d1xxSOCEG/M/a9u9\n", + "wnQ9UjuJHQsAAAi8KBF+rzg/eTl+NfDZf9d7aPPh2L0yfjl49EIJzlrIfgUAAHEMaUDvHoDeJtN1\n", + "W9v+/B/D0MMbGXkMOxUAABB4UUKC3owBOBvT+F2HW8LDZ7BPAQAAgRelwxZoMd/Qnl8Pr7F3Vw+7\n", + "eQ6HAAAA/R9jeFF0rg8eFPvBTWI/tEXaz3tGNFd1IvB6d5kDcPuBvB7bOH43MoLhDAAAIBU9vCh+\n", + "4F33W3Hsel8ffuDY8mdzwE0a0pDvGF7G7wIAAAIvepXnzZtM152bXjTfIZAcePPr4TXW32X8LgAA\n", + "IPCixzkaXzcfcIe2SPmSs8Xz6r/GAm7rTnPgTbqeTO8l3vF2midj/C4AAEjFGF4Ujc23N31ojX6p\n", + "/23+3Ht4VW+xY9ubIpGwBI67XsL189jJAAAgK3p4UTSOrYneXaulfu0HNkQD7yHzbc2NUvHUPHFu\n", + "eD718VRvcTTsKu7l90n50svYyQAAICt6eFG8g8swnCF01JUSHn60uFY/Hl9ZzfPX/4gH2GQq0Kqv\n", + "Tu3nPpN6pzTfCwAAYEQPL4pCDWew71kVu+JwS6jhZNGq6iQydKplYFXbMnFsfomdCgAACLwoHcbh\n", + "DOHRc0VcFbFgO6gh5b7BmZdL2wUvSHjU7Nh9qlPv4/zklYzPF5p2KTsdAABYYkhDKQu0iHvZT8Xm\n", + "261P5mpf8GSfqURgHM4QHnda/HKkdnLKfSN1c2Oh9aivizb4TQnMuU6/Xv78/PgY387/tYrh4j/9\n", + "bnG/c4fY96+Ph93O7wEAACDw9iXth8S55U/xq46d70p4zMkl/ZJdqxaLrbUpMZxBBdKGxGvWyoeY\n", + "vyEa4Dvr56oe3s5eXj0ID54gjqaVpruHjvxy9PbJ0j5/sR547fvWRW+7iGMFAAAQePsk7x5zNtz6\n", + "epcCr+oddr91c+yK3SP+M+4pTtj94EF9VbXUDRVpv0cPu2l6rbWaiSLJgXfS/EQgHjpN/wIAACDw\n", + "9lVJy+w6t70pgS48jFp+19hTqgJwSk9rN6lJapZh1+5Iucl3+ds5PWakZnzKYxX6dQMAAAIvelO7\n", + "uUatBH1dehjHbnMvqf3QxxIuP75gL9Pz1xtjC0JYCE34YpcfN3mCW3ceCwAADFxUaehLgbeLkpf3\n", + "tTU3Fu4AOvhx2rCremSDR13R5cdWE9ziPbrdfCwAADBw0cNbylp2dfshbMEWy9XMChJ2o4+jJqmZ\n", + "07VbfF9+RWyhdrEFWixLjOVKhd22i/+g92zb2g9067EAAACBF6XIoodXhVfNU5t74D28PTWoHvi4\n", + "2y/NsfWv4nnjP1Nu76y5q6mvQo237Xg8AAAAAm9/kzRpTQ+wLdvzC7wtO1ID77414vnLNeI/437T\n", + "pDJTNQebQ/yn3xsNx+ujtx80VYdQodv9tztNjxma+EWxhf3R+51CuwEAAAJvsW3bvkNuu+sBufab\n", + "V8rMGYmlbD/duk0efuxp8bZ6ZXBtrVz9jSukbtSIjNvC4YgsvPo78sQj9/boz+B+/+cie9elhtVo\n", + "gI0Mm5nz49iNgVf1knZMfFNVG1SYNT5WcjWHiufPit8/OP0rEpr5j+J+9y6919g0TEKNrz36KtEq\n", + "60S0ML9VAP7/9u4FuKr6zgP4LwlJICRqWx4JT6EqD1FKxcr6oKiMWLCAr4pWVinaDq1T3XZ3Vtut\n", + "bmfraG2ttJaKS2VbtbM6i0+U1ha025at1e6wCiowrKvyFhEXIQk3j7v3nkDIBW7iugvc6OczkzH3\n", + "/O/5X/P/zbl8z7n/878AAu/BtHrNq3Hn3PlxRFVVzvZ0Oh2z5/w0Zk6/NE4YMTSWvbAifnTX/Ljl\n", + "29e323Y4ZMNul1cePGBb0fb/3fzbts9PnXRNlLz+dJRs/PPu0PsfOYF339Uc2q4KUboy8//TpWy/\n", + "G+Cy33rWfOSgSFfW7OnFUQUACLwH09I/PhdfnTUzFi76Tc727BXc7hUVSaDNGjVyRDyw4PFYv35j\n", + "pBob8rZVV/du9/WyN22VvnjPQf2b0qVVyc1nWcUHmJN7INkbysqfmhXRvPeKazaYxqBzWwNv6bKf\n", + "RMlrv4n6837eElXX/SF/h5l+Sl/8Wc6mxo9Piqa+pzqKAACB91CaMX1aSz5rbs7ZvnHTlqipyQ2v\n", + "fTKP127YmHluOm9b28C7Y+fO+N7suXHJBZ+N4cOOawmWxUUH/W8qmvSjiEdntITS1xZHRfOuiDNu\n", + "yPyRjZkN5REVH9t/pxcWReyzOkPXnoMjPto3os33PhTv3BQV3cpabpCr3ZInPZfkBOfE2G9Fl6FT\n", + "TAJ/D5LxRQ1RP9Tw/6ChoSkaGk0bFHg7kEqlorws94ApKy+L+vpdye/ttUUm0+6srY3b7rgrLpo6\n", + "qTXstgTr9EH/EL+urHd0a7th/Z8ifrH7K3ZLyqLu/IdzV0RoSkW3VQsjJ4qXVkRtUVWm4lXRrbIm\n", + "inbsXvIs9W7Ubd8axW8uj/IDvXim/4ZPfClK//3OnM31RxwTzXUpR9B7eJOuNU5qiPqhhgi8h0J5\n", + "JsDuSuUeMHW1ddG1a3kyhzdfW0vgLYpbb58TYz51Upw4YljuGdfImcnP/6fsSgzdnrwy4qijo7Fq\n", + "QLIqQ9tpDdlA2zbclr50X6RGX7s3o6793X5r7zYcO3Xv33b+Q9F14eVR/M6rLa+3Y1Pepcqaeh4f\n", + "DcMvjXRxSZQ9PzvZlq7oGc1HDnb0AAACbyHp16c6nvjl4pxt6zdtTlZiKM4E2nxtSVjMhOELp06M\n", + "BxcsjHFnjEnm+x5M2S9YqJ22ODmrTe0+q62b9lSUPXd7dFn10P5FXP1INBw/PbnK2+2hKVHUZmpC\n", + "43HnR/NRg6NxyIW5r5FdUaFt4N36SmtbaswN0XjsZ3Oe3zj0c9FcPTqau1e3rPYAANBJfGi+Wrh/\n", + "v76RamiM5StWJo+XvfhSpJuaYkBme3ttWaVdSuMTJxwfU86bED+++2fJFeHDoan/6XkaWq7yZq/q\n", + "tg27LcuFzdwv7CaBt7K69feypd/J+Xrg5h5DD/gy2eAs7AIAnc2H6p6j62Z9IebMuzfu/qf7orJ7\n", + "ZVz7lauiqKiog7a94XbMyaPihRUvxyOP/youmPKZQx94e41K5tTmTGnYU8jVj0RTzcn7BOSxeb/t\n", + "LF3Zp/X31qkSWZn+TVcAAD5IinbW7kobhsJ0oIn65Uu+FiUbnu1w3+xV3dSnvp63Pd9XAzd/bFjU\n", + "T7zH4B/EGqKGqB9qyKFlValOpqnfae8p8DZ/5Lh229Pdc5dhy96IVj/5/uTmOAAAgZfDF3j7nJJM\n", + "U0hX9Y/mqn5R/PbqKN62/woL+ebhtgbcyprkZ8/yZKkxfyvsAgACL4dfdgWHuoueaH1cuvzn+wXe\n", + "bHDtaB5udqmz7PJk2cBb/O76aKoZbXABAIGXwtN49NnJCg3NRwzMhNyB0TR4QsvNbcXv7eswsld5\n", + "mzI/AAACLwVpz5q9AAAcWLEhAABA4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAIEXAAAEXgAAEHgB\n", + "AEDgBQAAgRcAAAReAAAQeAEAEHgpVA0NTQZBDVFD1E8NQeD9AB/kjQ5yNUQNUT81BIEXAAAEXgAA\n", + "BF4AAPgA6mIIDo2GhsZY9NSSWPrsn6O5uTmqqirjqisujb59qpP2195YG3N/en/s2LkjPnLUUfHl\n", + "q6+ImupeHbZlLf7t72Px07/P9JuOQYMGxKyZ0w14J6nhipdXxQMLHkv6iyiKyz43NUYMH2KwC7CG\n", + "a9etj5u/d2dc88UrY8TxQ1v77Oj4pDDql6+GHfVJ4dewrdra2vibv/tOTJ44ISaM/7QBp1XJN7/5\n", + "rb83DIfgIG9siA2bNsUX/nJafOacM6O8vCwTdB6PM8eeGul0Or59yw/iissujhnTL8kc5EfG/Pse\n", + "jPFnnt5uW9avn/7XWL5iZfz1tV+KiRPOipM/OdJgd5Ianj3utLjp5u/H9V+/JiZPOieGDzk2vjt7\n", + "Tpx37vgoKioy4AVUw9VrXo07fjwvKrt3j5EnDI9evXok/XV0fFIY9cvKV8P2+qRz1LCtu+f/Irpm\n", + "+qyp7h3HDD7agNPKlIZDpGt5eZxz1qejrLQ0eZy9irdh4+bWM9ruFRVxwoiWs9VRI0ckZ77r129s\n", + "ty375vDkr5bEF2dcFt26dTPInayGr73+RnJVvmePjybbe/XqGU2NzdHojuSCq+HSPz4XX501M6p7\n", + "98zpr719KJz6ZeWrYXt90jlquMezzy9L/jvkuGMMNPsxpeEweWXVmhg8aEDy+8ZNW6KmpndOe5/M\n", + "47UbNiaBKF9bUVFx5s2ja/zLI0/EG2s3RG1dfUw696wYe9oYA9wJarh5y9Y46ZMnxt3z748LJk+M\n", + "hxf+MvkIrrTUYVloNZwxfVryuGXqyV7t7dO3b40BLpD6ZWuRr4bt9UnnqeE7/709Hs28h954/XWx\n", + "6NfPGFj24wrvYbBjx4745wWPxaUXT0kep1KpKC8ry3lOWXlZ1Nfvarft7W3bYtObb8ZfnDI6bvrG\n", + "1+LGG66Lhx5bFJvffMsgd5IaTrtwcry8cnVcf9MtsW7dhswJy9kGtwBrmM/72YfCqV9HfdJ5aviP\n", + "8++Py6ddGBUVFQYWgbcQXhBZ4QAAAxtJREFU1NfVx60/uCsunjopBg1sOavNzmHalTnQ26qrrYuu\n", + "XcvbbSsuKYmPDxoYQ3d/fJP9KGj4sCGx5j//y0B3ghoWFxfFP9w6O2ZecVnMu/O2ZA7bjTffnvRP\n", + "YdUwn/ezD4VTv476pHPUcMlv/xC9e/d0wy8Cb8Ec4Jmz1O/e8ZNkAv6pp4xu3d6vT3Vs3GfO2PpN\n", + "m5M7U9tr69WzR2x56+2ctuQM2T+2naKG29/dEQMH9I2RI4ZFSUlxnD3u9BjQt0+sWLnaQBdYDfN5\n", + "P/tQOPXrqE86Rw2Xv7Qy/vT8svjyX30j+XniqSXx4MMLY/aceQabViYLHiK7dqXith/elVzFG3t6\n", + "7hzb/v36RqqhMVltITtZf9mLL0W6qSkGZLZn79Zvr613rx7JsmTjx52RTGVYuWpNXPn5iw14J6jh\n", + "8KHHxjO/+7eoq6tLbjrMLqfz+rp1cVHvSQa7wGqYz/vZh8KpX0d90jlqeN1Xrsp5vODRJ6OqstKy\n", + "ZOQo2lm7K20YDr7sRy7z73sgWU6lratnfD5GjzoxuQt1zrx7Y/u72zPPqYxZV0+Pgf37tZzhttP2\n", + "1tZtMfeee2PrtneivLQsLr/k/AOuTUhh1jC7rNySZ5ZGSUlJciPGxAlnuumwQGuY9f0fzo1zx4/L\n", + "OcY62ofCqd+BathRnxR+Dfcl8CLwAgDwoWMOLwAAAi8AAAi8AAAg8AIAgMALAAACLwAACLwAAAi8\n", + "hgAAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQeAEAQOAF\n", + "AEDgBQAAgRcAAAReAAAQeAEAQOAFAACBFwAABF4AAAReAAAQeAEAQOAFAACBFwAABF4AABB4AQBA\n", + "4AUAQOAFAACBFwAABF4AABB4AQBA4AUAAIEXAAAEXgAABF4AABB4AQBA4AUAAIEXAAAEXgAAEHgB\n", + "AEDgBQBA4AUAAIEXAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAEXgAAEHgBAEDgBQAAgRcAAAReAAAQ\n", + "eAEAQOAFAEDgBQAAgRcAADqZ/wE+3M8mz1vFGQAAAABJRU5ErkJggg==\n" + ], + "image/svg+xml": [ + "20062008201020122014100k200k300k400k500kCumulative capital in $" + ], + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import zipline\n", + "from zipline.api import (add_history, \n", + " history, \n", + " set_slippage, \n", + " slippage,\n", + " set_commission, \n", + " commission, \n", + " order_target_percent)\n", + "\n", + "from zipline import TradingAlgorithm\n", + "\n", + "\n", + "def initialize(context):\n", + " '''\n", + " Called once at the very beginning of a backtest (and live trading). \n", + " Use this method to set up any bookkeeping variables.\n", + " \n", + " The context object is passed to all the other methods in your algorithm.\n", + "\n", + " Parameters\n", + "\n", + " context: An initialized and empty Python dictionary that has been \n", + " augmented so that properties can be accessed using dot \n", + " notation as well as the traditional bracket notation.\n", + " \n", + " Returns None\n", + " '''\n", + " # Register history container to keep a window of the last 100 prices.\n", + " add_history(100, '1d', 'price')\n", + " # Turn off the slippage model\n", + " set_slippage(slippage.FixedSlippage(spread=0.0))\n", + " # Set the commission model (Interactive Brokers Commission)\n", + " set_commission(commission.PerShare(cost=0.01, min_trade_cost=1.0))\n", + " context.tick = 0\n", + " \n", + "def handle_data(context, data):\n", + " '''\n", + " Called when a market event occurs for any of the algorithm's \n", + " securities. \n", + "\n", + " Parameters\n", + "\n", + " data: A dictionary keyed by security id containing the current \n", + " state of the securities in the algo's universe.\n", + "\n", + " context: The same context object from the initialize function.\n", + " Stores the up to date portfolio as well as any state \n", + " variables defined.\n", + "\n", + " Returns None\n", + " '''\n", + " # Allow history to accumulate 100 days of prices before trading\n", + " # and rebalance every day thereafter.\n", + " context.tick += 1\n", + " if context.tick < 100:\n", + " return\n", + " # Get rolling window of past prices and compute returns\n", + " prices = history(100, '1d', 'price').dropna()\n", + " returns = prices.pct_change().dropna()\n", + " try:\n", + " # Perform Markowitz-style portfolio optimization\n", + " weights, _, _ = optimal_portfolio(returns.T)\n", + " # Rebalance portfolio accordingly\n", + " for stock, weight in zip(prices.columns, weights):\n", + " order_target_percent(stock, weight)\n", + " except ValueError as e:\n", + " # Sometimes this error is thrown\n", + " # ValueError: Rank(A) < p or Rank([P; A; G]) < n\n", + " pass\n", + " \n", + "# Instantinate algorithm \n", + "algo = TradingAlgorithm(initialize=initialize, \n", + " handle_data=handle_data)\n", + "# Run algorithm\n", + "results = algo.run(data)\n", + "results.portfolio_value.iplot(filename='algo_perf', yTitle='Cumulative capital in $', world_readable=True, asDates=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As you can see, the performance here is pretty good, even through the 2008 financial crisis. This is most likely due to our universe selection and shouldn't always be expected. Increasing the number of stocks in the universe might reduce the volatility as well. Please let us know in the comments section if you had any success with this strategy and how many stocks you used." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusions\n", + "\n", + "In this blog post, co-written by Quantopian friend [Dr. Thomas Starke](http://drtomstarke.com/), we wanted to provide an intuitive and gentle introduction to Markowitz portfolio optimization which still remains relevant today. By using simulation of various random portfolios we have seen that certain portfolios perform better than others. Convex optimization using `cvxopt` allowed us to then numerically determine the portfolios that live on the *efficient frontier*. The zipline backtest serves as an example but also shows compelling performance.\n", + "\n", + "### Next steps\n", + "\n", + "* Clone this notebook in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/) and run it on your own to see if you can enhance the performance. \n", + "* You can also download just the notebook for use in your own environment [here](https://raw.githubusercontent.com/quantopian/research_public/master/Markowitz-blog.ipynb).\n", + "* Read a recent interview with Harry Markowitz: [What Does Harry Markowitz Think?](http://www.brunodefinetti.it/Spigolature/whatdoesharrymarkowitzthink.pdf)\n", + "* In a future blog post we will outline the connections to Kelly optimization which also tells us the amount of leverage to use.\n", + "* We are currently in the process of adding `cvxopt` to the Quantopian backtester -- stay tuned!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/references.json b/notebooks/references.json index 79515f7..d8957bc 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "markowitz", "cartodb", "networkx", "make_subplots", From 9361e50ab89c090209dad900fde044e26ff13584 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 9 Mar 2015 16:26:10 -0400 Subject: [PATCH 056/163] make run-publish --- _published/includes/markowitz/body.html | 971 ++++++++++++++++++++++ _published/includes/markowitz/config.json | 9 + _published/includes/references.json | 19 +- _published/sitemaps.py | 13 + _published/urls.py | 5 + notebooks/markowitz/markowitz.py | 344 ++++++++ 6 files changed, 1357 insertions(+), 4 deletions(-) create mode 100644 _published/includes/markowitz/body.html create mode 100644 _published/includes/markowitz/config.json create mode 100644 notebooks/markowitz/markowitz.py diff --git a/_published/includes/markowitz/body.html b/_published/includes/markowitz/body.html new file mode 100644 index 0000000..ba6cd0e --- /dev/null +++ b/_published/includes/markowitz/body.html @@ -0,0 +1,971 @@ +
+
+
+
+
+
+
+

+ Authors: Dr. Thomas Starke, David Edwards, Dr. Thomas Wiecki +

+

+ About the author: + + ¶ + +

+

+ Today's blog post is written in collaboration with + + Dr. Thomas Starke + + . It is based on a longer whitepaper by Thomas Starke on the relationship between Markowitz portfolio optimization and Kelly optimization. The full whitepaper can be found + + here + + . +

+

+ Introduction + + ¶ + +

+

+ In this blog post you will learn about the basic idea behind Markowitz portfolio optimization as well as how to do it in Python. We will then show how you can create a simple backtest that rebalances its portfolio in a Markowitz-optimal way. We hope you enjoy it and get a little more enlightened in the process. +

+

+ We will start by using random data and only later use actual stock data. This will hopefully help you to get a sense of how to use modelling and simulation to improve your understanding of the theoretical concepts. Don‘t forget that the skill of an algo-trader is to put mathematical models into code and this example is great practice. +

+

+ Let's start with importing a few modules, which we need later and produce a series of normally distributed returns. + + cvxopt + + is a convex solver which you can easily download with + + sudo pip install cvxopt + + . +

+

+ Simulations + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
%matplotlib inline
+import numpy as np
+import matplotlib.pyplot as plt
+import cvxopt as opt
+from cvxopt import blas, solvers
+import pandas as pd
+
+np.random.seed(123)
+
+# Turn off progress printing 
+solvers.options['show_progress'] = False
+
+
+
+
+
+
+
+
+ +
+
+
+ 
import plotly
+import cufflinks
+plotly.__version__
+
+
+
+
+
+
+
+
+ +
+ 
'1.4.7'
+
+
+
+
+
+
+
+ +
+
+
+ 
# (*) To communicate with Plotly's server, sign in with credentials file
+import plotly.plotly as py  
+
+# (*) Useful Python/Plotly tools
+import plotly.tools as tls   
+
+# (*) Graph objects to piece together plots
+from plotly.graph_objs import *
+
+
+
+
+
+
+
+
+
+
+
+

+ Assume that we have 4 assets, each with a return series of length 1000. We can use + + numpy.random.randn + + to sample returns from a normal distribution. +

+
+
+
+
+
+ +
+
+
+ 
## NUMBER OF ASSETS
+n_assets = 4
+
+## NUMBER OF OBSERVATIONS
+n_obs = 1000
+
+return_vec = np.random.randn(n_assets, n_obs)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig = plt.figure()
+plt.plot(return_vec.T, alpha=.4);
+plt.xlabel('time')
+plt.ylabel('returns')
+py.iplot_mpl(fig, filename='s6_damped_oscillation')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ These return series can be used to create a wide range of portfolios, which all +have different returns and risks (standard deviation). We can produce a wide range +of random weight vectors and plot those portfolios. As we want all our capital to be invested, this vector will have to some to one. +

+
+
+
+
+
+ +
+
+
+ 
def rand_weights(n):
+    ''' Produces n random weights that sum to 1 '''
+    k = np.random.rand(n)
+    return k / sum(k)
+
+print rand_weights(n_assets)
+print rand_weights(n_assets)
+
+
+
+
+
+
+
+
+
+
+
+ 
[ 0.54066805  0.2360283   0.11660484  0.1066988 ]
+[ 0.27638339  0.03006307  0.47850085  0.21505269]
+
+
+
+
+
+
+
+
+
+
+
+

+ Next, lets evaluate how many of these random portfolios would perform. Towards this goal we are calculating the mean returns as well as the volatility (here we are using standard deviation). You can also see that there is +a filter that only allows to plot portfolios with a standard deviation of < 2 for better illustration. +

+
+
+
+
+
+ +
+
+
+ 
def random_portfolio(returns):
+    ''' 
+    Returns the mean and standard deviation of returns for a random portfolio
+    '''
+
+    p = np.asmatrix(np.mean(returns, axis=1))
+    w = np.asmatrix(rand_weights(returns.shape[0]))
+    C = np.asmatrix(np.cov(returns))
+    
+    mu = w * p.T
+    sigma = np.sqrt(w * C * w.T)
+    
+    # This recursion reduces outliers to keep plots pretty
+    if sigma > 2:
+        return random_portfolio(returns)
+    return mu, sigma
+
+
+
+
+
+
+
+
+
+
+
+

+ In the code you will notice the calculation of the return with: +

+ $$ R = p^T w $$ +

+ where $R$ is the expected return, $p^T$ is the transpose of the vector for the mean +returns for each time series and w is the weight vector of the portfolio. $p$ is a Nx1 +column vector, so $p^T$ turns into a 1xN row vector which can be multiplied with the +Nx1 weight (column) vector w to give a scalar result. This is equivalent to the dot +product used in the code. Keep in mind that + + Python + + has a reversed definition of +rows and columns and the accurate + + NumPy + + version of the previous equation would +be + + R = w * p.T + +

+

+ Next, we calculate the standard deviation with +

+ $$\sigma = \sqrt{w^T C w}$$ +

+ where $C$ is the covariance matrix of the returns which is a NxN matrix. Please +note that if we simply calculated the simple standard deviation with the appropriate weighting using + + std(array(ret_vec).T*w) + + we would get a slightly different +’bullet’. This is because the simple standard deviation calculation would not take +covariances into account. In the covariance matrix, the values of the diagonal +represent the simple variances of each asset while the off-diagonals are the variances between the assets. By using ordinary + + std() + + we effectively only regard the +diagonal and miss the rest. A small but significant difference. +

+

+ Lets generate the mean returns and volatility for 500 random portfolios: +

+
+
+
+
+
+ +
+
+
+ 
n_portfolios = 500
+means, stds = np.column_stack([
+    random_portfolio(return_vec) 
+    for _ in xrange(n_portfolios)
+])
+
+
+
+
+
+
+
+
+
+
+
+

+ Upon plotting those you will observe that they form a characteristic parabolic +shape called the ‘Markowitz bullet‘ with the boundaries being called the ‘efficient +frontier‘, where we have the lowest variance for a given expected. +

+
+
+
+
+
+ +
+
+
+ 
fig = plt.figure()
+plt.plot(stds, means, 'o', markersize=5)
+plt.xlabel('std')
+plt.ylabel('mean')
+plt.title('Mean and standard deviation of returns of randomly generated portfolios')
+py.iplot_mpl(fig, filename='mean_std', strip_style=True)
+
+
+
+
+
+
+
+
+
+
+
+ 
/home/wiecki/envs/zipline_p14/local/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:514: UserWarning:
+
+Looks like the annotation(s) you are trying 
+to draw lies/lay outside the given figure size.
+
+Therefore, the resulting Plotly figure may not be 
+large enough to view the full text. To adjust 
+the size of the figure, use the 'width' and 
+'height' keys in the Layout object. Alternatively,
+use the Margin object to adjust the figure's margins.
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Markowitz optimization and the Efficient Frontier + + ¶ + +

+

+ Once we have a good representation of our portfolios as the blue dots show we can calculate the efficient frontier Markowitz-style. This is done by minimising +

+ $$ w^T C w$$ +

+ for $w$ on the expected portfolio return $R^T w$ whilst keeping the sum of all the +weights equal to 1: +

+ $$ \sum_{i}{w_i} = 1 $$ +

+ Here we parametrically run through $R^T w = \mu$ and find the minimum variance +for different $\mu$‘s. This can be done with + + scipy.optimise.minimize + + but we have +to define quite a complex problem with bounds, constraints and a Lagrange multiplier. Conveniently, the + + cvxopt + + package, a convex solver, does all of that for us. We used one of their + + examples + + with some modifications as shown below. You will notice that there are some conditioning expressions in the code. They are simply needed to set up the problem. For more information please have a look at the + + cvxopt + + example. +

+

+ The + + mus + + vector produces a series of expected return values $\mu$ in a non-linear and more appropriate way. We will see later that we don‘t need to calculate a lot of these as they perfectly fit a parabola, which can safely be extrapolated for higher values. +

+
+
+
+
+
+ +
+
+
+ 
def optimal_portfolio(returns):
+    n = len(returns)
+    returns = np.asmatrix(returns)
+    
+    N = 100
+    mus = [10**(5.0 * t/N - 1.0) for t in range(N)]
+    
+    # Convert to cvxopt matrices
+    S = opt.matrix(np.cov(returns))
+    pbar = opt.matrix(np.mean(returns, axis=1))
+    
+    # Create constraint matrices
+    G = -opt.matrix(np.eye(n))   # negative n x n identity matrix
+    h = opt.matrix(0.0, (n ,1))
+    A = opt.matrix(1.0, (1, n))
+    b = opt.matrix(1.0)
+    
+    # Calculate efficient frontier weights using quadratic programming
+    portfolios = [solvers.qp(mu*S, -pbar, G, h, A, b)['x'] 
+                  for mu in mus]
+    ## CALCULATE RISKS AND RETURNS FOR FRONTIER
+    returns = [blas.dot(pbar, x) for x in portfolios]
+    risks = [np.sqrt(blas.dot(x, S*x)) for x in portfolios]
+    ## CALCULATE THE 2ND DEGREE POLYNOMIAL OF THE FRONTIER CURVE
+    m1 = np.polyfit(returns, risks, 2)
+    x1 = np.sqrt(m1[2] / m1[0])
+    # CALCULATE THE OPTIMAL PORTFOLIO
+    wt = solvers.qp(opt.matrix(x1 * S), -pbar, G, h, A, b)['x']
+    return np.asarray(wt), returns, risks
+
+weights, returns, risks = optimal_portfolio(return_vec)
+
+fig = plt.figure()
+plt.plot(stds, means, 'o')
+plt.ylabel('mean')
+plt.xlabel('std')
+plt.plot(risks, returns, 'y-o')
+py.iplot_mpl(fig, filename='efficient_frontier', strip_style=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ In yellow you can see the optimal portfolios for each of the desired returns (i.e. the + + mus + + ). In addition, we get the one optimal portfolio returned: +

+
+
+
+
+
+ +
+
+
+ 
print weights
+
+
+
+
+
+
+
+
+
+
+
+ 
[[  2.77880107e-09]
+ [  3.20322848e-06]
+ [  1.54301198e-06]
+ [  9.99995251e-01]]
+
+
+
+
+
+
+
+
+
+
+
+

+ Backtesting on real market data + + ¶ + +

+

+ This is all very interesting but not very applied. We next demonstrate how you can create a simple algorithm in + + + zipline + + + -- the open-source backtester that powers + + Quantopian + + -- to test this optimization on actual historical stock data. +

+

+ First, lets load in some historical data using + + Quantopian + + 's data (if we are running in the + + Quantopian Research Platform + + , or the + + load_bars_from_yahoo() + + function from + + zipline + + . +

+
+
+
+
+
+ +
+
+
+ 
from zipline.utils.factory import load_bars_from_yahoo
+end = pd.Timestamp.utcnow()
+start = end - 2500 * pd.tseries.offsets.BDay()
+
+data = load_bars_from_yahoo(stocks=['IBM', 'GLD', 'XOM', 'AAPL', 
+                                    'MSFT', 'TLT', 'SHY'],
+                            start=start, end=end)
+
+
+
+
+
+
+
+
+
+
+
+ 
IBM
+GLD
+XOM
+AAPL
+MSFT
+TLT
+SHY
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data.loc[:, :, 'price'].iplot(filename='prices', yTitle='price in $', world_readable=True, asDates=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Next, we'll create a + + zipline + + algorithm by defining two functions -- + + initialize() + + which is called once before the simulation starts, and + + handle_data() + + which is called for every trading bar. We then instantiate the algorithm object. +

+

+ If you are confused about the syntax of + + zipline + + , check out the + + tutorial + + . +

+
+
+
+
+
+ +
+
+
+ 
import zipline
+from zipline.api import (add_history, 
+                         history, 
+                         set_slippage, 
+                         slippage,
+                         set_commission, 
+                         commission, 
+                         order_target_percent)
+
+from zipline import TradingAlgorithm
+
+
+def initialize(context):
+    '''
+    Called once at the very beginning of a backtest (and live trading). 
+    Use this method to set up any bookkeeping variables.
+    
+    The context object is passed to all the other methods in your algorithm.
+
+    Parameters
+
+    context: An initialized and empty Python dictionary that has been 
+             augmented so that properties can be accessed using dot 
+             notation as well as the traditional bracket notation.
+    
+    Returns None
+    '''
+    # Register history container to keep a window of the last 100 prices.
+    add_history(100, '1d', 'price')
+    # Turn off the slippage model
+    set_slippage(slippage.FixedSlippage(spread=0.0))
+    # Set the commission model (Interactive Brokers Commission)
+    set_commission(commission.PerShare(cost=0.01, min_trade_cost=1.0))
+    context.tick = 0
+    
+def handle_data(context, data):
+    '''
+    Called when a market event occurs for any of the algorithm's 
+    securities. 
+
+    Parameters
+
+    data: A dictionary keyed by security id containing the current 
+          state of the securities in the algo's universe.
+
+    context: The same context object from the initialize function.
+             Stores the up to date portfolio as well as any state 
+             variables defined.
+
+    Returns None
+    '''
+    # Allow history to accumulate 100 days of prices before trading
+    # and rebalance every day thereafter.
+    context.tick += 1
+    if context.tick < 100:
+        return
+    # Get rolling window of past prices and compute returns
+    prices = history(100, '1d', 'price').dropna()
+    returns = prices.pct_change().dropna()
+    try:
+        # Perform Markowitz-style portfolio optimization
+        weights, _, _ = optimal_portfolio(returns.T)
+        # Rebalance portfolio accordingly
+        for stock, weight in zip(prices.columns, weights):
+            order_target_percent(stock, weight)
+    except ValueError as e:
+        # Sometimes this error is thrown
+        # ValueError: Rank(A) < p or Rank([P; A; G]) < n
+        pass
+        
+# Instantinate algorithm        
+algo = TradingAlgorithm(initialize=initialize, 
+                        handle_data=handle_data)
+# Run algorithm
+results = algo.run(data)
+results.portfolio_value.iplot(filename='algo_perf', yTitle='Cumulative capital in $', world_readable=True, asDates=True)
+
+
+
+
+
+
+
+
+
+
+
+ 
[2015-03-02 09:52] INFO: Performance: Simulated 2411 trading days out of 2411.
+[2015-03-02 09:52] INFO: Performance: first open: 2005-08-01 13:31:00+00:00
+[2015-03-02 09:52] INFO: Performance: last close: 2015-02-27 21:00:00+00:00
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ As you can see, the performance here is pretty good, even through the 2008 financial crisis. This is most likely due to our universe selection and shouldn't always be expected. Increasing the number of stocks in the universe might reduce the volatility as well. Please let us know in the comments section if you had any success with this strategy and how many stocks you used. +

+
+
+
+
+
+
+
+
+

+ Conclusions + + ¶ + +

+

+ In this blog post, co-written by Quantopian friend + + Dr. Thomas Starke + + , we wanted to provide an intuitive and gentle introduction to Markowitz portfolio optimization which still remains relevant today. By using simulation of various random portfolios we have seen that certain portfolios perform better than others. Convex optimization using + + cvxopt + + allowed us to then numerically determine the portfolios that live on the + + efficient frontier + + . The zipline backtest serves as an example but also shows compelling performance. +

+

+ Next steps + + ¶ + +

+
    +
  • + Clone this notebook in the + + Quantopian Research Platform + + and run it on your own to see if you can enhance the performance. +
    • +
  • + You can also download just the notebook for use in your own environment + + here + + . +
    • +
  • + Read a recent interview with Harry Markowitz: + + What Does Harry Markowitz Think? + +
    • +
  • + In a future blog post we will outline the connections to Kelly optimization which also tells us the amount of leverage to use. +
    • +
  • + We are currently in the process of adding + + cvxopt + + to the Quantopian backtester -- stay tuned! +
    • +
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/markowitz/config.json b/_published/includes/markowitz/config.json new file mode 100644 index 0000000..9ce792b --- /dev/null +++ b/_published/includes/markowitz/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "Tutorial on the basic idea behind Markowitz portfolio optimization and how to do it with Python and plotly.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/markowitz", + "title_short": "Markowitz portfolio optimization", + "last_modified": "Monday 09 March 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/markowitz/markowitz.ipynb", + "title": "Markowitz portfolio optimization", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/markowitz/markowitz.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index 7b263c7..9abb98b 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -12,16 +12,26 @@ "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" }, - "basemap": { - "body": "api_docs/includes/ipython_notebooks/basemap/body.html", - "config": "api_docs/includes/ipython_notebooks/basemap/config.json" - }, "networkx": { "body": "api_docs/includes/ipython_notebooks/networkx/body.html", "config": "api_docs/includes/ipython_notebooks/networkx/config.json" + }, + "markowitz": { + "body": "api_docs/includes/ipython_notebooks/markowitz/body.html", + "config": "api_docs/includes/ipython_notebooks/markowitz/config.json" + }, + "basemap": { + "body": "api_docs/includes/ipython_notebooks/basemap/body.html", + "config": "api_docs/includes/ipython_notebooks/basemap/config.json" } }, "splash": [ + { + "title_short": "Markowitz portfolio optimization", + "thumbnail_image": "", + "relative_url": "markowitz-portfolio-optimization", + "title": "Markowitz portfolio optimization" + }, { "title_short": "CartoDB + Plotly", "thumbnail_image": "", @@ -54,6 +64,7 @@ } ], "notebooks": [ + "markowitz", "cartodb", "networkx", "make_subplots", diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 7647095..1b557f9 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/markowitz-portfolio-optimization', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'markowitz', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/cartodb', lmfile=os.path.join( diff --git a/_published/urls.py b/_published/urls.py index aed4022..c242085 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("markowitz-portfolio-optimization/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='markowitz'), + name='ipython-notebook-markowitz'), url("cartodb/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', diff --git a/notebooks/markowitz/markowitz.py b/notebooks/markowitz/markowitz.py new file mode 100644 index 0000000..fb80003 --- /dev/null +++ b/notebooks/markowitz/markowitz.py @@ -0,0 +1,344 @@ + +# coding: utf-8 + +# Authors: Dr. Thomas Starke, David Edwards, Dr. Thomas Wiecki +# +# ### About the author: +# +# Today's blog post is written in collaboration with [Dr. Thomas Starke](http://drtomstarke.com/). It is based on a longer whitepaper by Thomas Starke on the relationship between Markowitz portfolio optimization and Kelly optimization. The full whitepaper can be found [here](http://eepurl.com/4Pgrv). +# +# ### Introduction +# In this blog post you will learn about the basic idea behind Markowitz portfolio optimization as well as how to do it in Python. We will then show how you can create a simple backtest that rebalances its portfolio in a Markowitz-optimal way. We hope you enjoy it and get a little more enlightened in the process. +# +# We will start by using random data and only later use actual stock data. This will hopefully help you to get a sense of how to use modelling and simulation to improve your understanding of the theoretical concepts. Don‘t forget that the skill of an algo-trader is to put mathematical models into code and this example is great practice. +# +# Let's start with importing a few modules, which we need later and produce a series of normally distributed returns. `cvxopt` is a convex solver which you can easily download with +# `sudo pip install cvxopt`. +# +# ### Simulations + +# In[1]: + +get_ipython().magic(u'matplotlib inline') +import numpy as np +import matplotlib.pyplot as plt +import cvxopt as opt +from cvxopt import blas, solvers +import pandas as pd + +np.random.seed(123) + +# Turn off progress printing +solvers.options['show_progress'] = False + + +# In[2]: + +import plotly +import cufflinks +plotly.__version__ + + +# In[3]: + +# (*) To communicate with Plotly's server, sign in with credentials file +import plotly.plotly as py + +# (*) Useful Python/Plotly tools +import plotly.tools as tls + +# (*) Graph objects to piece together plots +from plotly.graph_objs import * + + +# Assume that we have 4 assets, each with a return series of length 1000. We can use `numpy.random.randn` to sample returns from a normal distribution. + +# In[4]: + +## NUMBER OF ASSETS +n_assets = 4 + +## NUMBER OF OBSERVATIONS +n_obs = 1000 + +return_vec = np.random.randn(n_assets, n_obs) + + +# In[5]: + +fig = plt.figure() +plt.plot(return_vec.T, alpha=.4); +plt.xlabel('time') +plt.ylabel('returns') +py.iplot_mpl(fig, filename='s6_damped_oscillation') + + +# These return series can be used to create a wide range of portfolios, which all +# have different returns and risks (standard deviation). We can produce a wide range +# of random weight vectors and plot those portfolios. As we want all our capital to be invested, this vector will have to some to one. + +# In[6]: + +def rand_weights(n): + ''' Produces n random weights that sum to 1 ''' + k = np.random.rand(n) + return k / sum(k) + +print rand_weights(n_assets) +print rand_weights(n_assets) + + +# Next, lets evaluate how many of these random portfolios would perform. Towards this goal we are calculating the mean returns as well as the volatility (here we are using standard deviation). You can also see that there is +# a filter that only allows to plot portfolios with a standard deviation of < 2 for better illustration. + +# In[7]: + +def random_portfolio(returns): + ''' + Returns the mean and standard deviation of returns for a random portfolio + ''' + + p = np.asmatrix(np.mean(returns, axis=1)) + w = np.asmatrix(rand_weights(returns.shape[0])) + C = np.asmatrix(np.cov(returns)) + + mu = w * p.T + sigma = np.sqrt(w * C * w.T) + + # This recursion reduces outliers to keep plots pretty + if sigma > 2: + return random_portfolio(returns) + return mu, sigma + + +# In the code you will notice the calculation of the return with: +# +# $$ R = p^T w $$ +# +# where $R$ is the expected return, $p^T$ is the transpose of the vector for the mean +# returns for each time series and w is the weight vector of the portfolio. $p$ is a Nx1 +# column vector, so $p^T$ turns into a 1xN row vector which can be multiplied with the +# Nx1 weight (column) vector w to give a scalar result. This is equivalent to the dot +# product used in the code. Keep in mind that `Python` has a reversed definition of +# rows and columns and the accurate `NumPy` version of the previous equation would +# be `R = w * p.T` +# +# Next, we calculate the standard deviation with +# +# $$\sigma = \sqrt{w^T C w}$$ +# +# where $C$ is the covariance matrix of the returns which is a NxN matrix. Please +# note that if we simply calculated the simple standard deviation with the appropriate weighting using `std(array(ret_vec).T*w)` we would get a slightly different +# ’bullet’. This is because the simple standard deviation calculation would not take +# covariances into account. In the covariance matrix, the values of the diagonal +# represent the simple variances of each asset while the off-diagonals are the variances between the assets. By using ordinary `std()` we effectively only regard the +# diagonal and miss the rest. A small but significant difference. +# +# Lets generate the mean returns and volatility for 500 random portfolios: + +# In[8]: + +n_portfolios = 500 +means, stds = np.column_stack([ + random_portfolio(return_vec) + for _ in xrange(n_portfolios) +]) + + +# Upon plotting those you will observe that they form a characteristic parabolic +# shape called the ‘Markowitz bullet‘ with the boundaries being called the ‘efficient +# frontier‘, where we have the lowest variance for a given expected. + +# In[9]: + +fig = plt.figure() +plt.plot(stds, means, 'o', markersize=5) +plt.xlabel('std') +plt.ylabel('mean') +plt.title('Mean and standard deviation of returns of randomly generated portfolios') +py.iplot_mpl(fig, filename='mean_std', strip_style=True) + + +# ### Markowitz optimization and the Efficient Frontier +# +# Once we have a good representation of our portfolios as the blue dots show we can calculate the efficient frontier Markowitz-style. This is done by minimising +# +# $$ w^T C w$$ +# +# for $w$ on the expected portfolio return $R^T w$ whilst keeping the sum of all the +# weights equal to 1: +# +# $$ \sum_{i}{w_i} = 1 $$ +# Here we parametrically run through $R^T w = \mu$ and find the minimum variance +# for different $\mu$‘s. This can be done with `scipy.optimise.minimize` but we have +# to define quite a complex problem with bounds, constraints and a Lagrange multiplier. Conveniently, the `cvxopt` package, a convex solver, does all of that for us. We used one of their [examples](http://cvxopt.org/examples/) with some modifications as shown below. You will notice that there are some conditioning expressions in the code. They are simply needed to set up the problem. For more information please have a look at the `cvxopt` example. +# +# The `mus` vector produces a series of expected return values $\mu$ in a non-linear and more appropriate way. We will see later that we don‘t need to calculate a lot of these as they perfectly fit a parabola, which can safely be extrapolated for higher values. + +# In[10]: + +def optimal_portfolio(returns): + n = len(returns) + returns = np.asmatrix(returns) + + N = 100 + mus = [10**(5.0 * t/N - 1.0) for t in range(N)] + + # Convert to cvxopt matrices + S = opt.matrix(np.cov(returns)) + pbar = opt.matrix(np.mean(returns, axis=1)) + + # Create constraint matrices + G = -opt.matrix(np.eye(n)) # negative n x n identity matrix + h = opt.matrix(0.0, (n ,1)) + A = opt.matrix(1.0, (1, n)) + b = opt.matrix(1.0) + + # Calculate efficient frontier weights using quadratic programming + portfolios = [solvers.qp(mu*S, -pbar, G, h, A, b)['x'] + for mu in mus] + ## CALCULATE RISKS AND RETURNS FOR FRONTIER + returns = [blas.dot(pbar, x) for x in portfolios] + risks = [np.sqrt(blas.dot(x, S*x)) for x in portfolios] + ## CALCULATE THE 2ND DEGREE POLYNOMIAL OF THE FRONTIER CURVE + m1 = np.polyfit(returns, risks, 2) + x1 = np.sqrt(m1[2] / m1[0]) + # CALCULATE THE OPTIMAL PORTFOLIO + wt = solvers.qp(opt.matrix(x1 * S), -pbar, G, h, A, b)['x'] + return np.asarray(wt), returns, risks + +weights, returns, risks = optimal_portfolio(return_vec) + +fig = plt.figure() +plt.plot(stds, means, 'o') +plt.ylabel('mean') +plt.xlabel('std') +plt.plot(risks, returns, 'y-o') +py.iplot_mpl(fig, filename='efficient_frontier', strip_style=True) + + +# In yellow you can see the optimal portfolios for each of the desired returns (i.e. the `mus`). In addition, we get the one optimal portfolio returned: + +# In[11]: + +print weights + + +# ### Backtesting on real market data +# This is all very interesting but not very applied. We next demonstrate how you can create a simple algorithm in [`zipline`](http://github.com/quantopian/zipline) -- the open-source backtester that powers [Quantopian](https://www.quantopian.com) -- to test this optimization on actual historical stock data. +# +# First, lets load in some historical data using [Quantopian](https://www.quantopian.com)'s data (if we are running in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/), or the `load_bars_from_yahoo()` function from `zipline`. + +# In[5]: + +from zipline.utils.factory import load_bars_from_yahoo +end = pd.Timestamp.utcnow() +start = end - 2500 * pd.tseries.offsets.BDay() + +data = load_bars_from_yahoo(stocks=['IBM', 'GLD', 'XOM', 'AAPL', + 'MSFT', 'TLT', 'SHY'], + start=start, end=end) + + +# In[9]: + +data.loc[:, :, 'price'].iplot(filename='prices', yTitle='price in $', world_readable=True, asDates=True) + + +# Next, we'll create a `zipline` algorithm by defining two functions -- `initialize()` which is called once before the simulation starts, and `handle_data()` which is called for every trading bar. We then instantiate the algorithm object. +# +# If you are confused about the syntax of `zipline`, check out the [tutorial](http://nbviewer.ipython.org/github/quantopian/zipline/blob/master/docs/notebooks/tutorial.ipynb). + +# In[14]: + +import zipline +from zipline.api import (add_history, + history, + set_slippage, + slippage, + set_commission, + commission, + order_target_percent) + +from zipline import TradingAlgorithm + + +def initialize(context): + ''' + Called once at the very beginning of a backtest (and live trading). + Use this method to set up any bookkeeping variables. + + The context object is passed to all the other methods in your algorithm. + + Parameters + + context: An initialized and empty Python dictionary that has been + augmented so that properties can be accessed using dot + notation as well as the traditional bracket notation. + + Returns None + ''' + # Register history container to keep a window of the last 100 prices. + add_history(100, '1d', 'price') + # Turn off the slippage model + set_slippage(slippage.FixedSlippage(spread=0.0)) + # Set the commission model (Interactive Brokers Commission) + set_commission(commission.PerShare(cost=0.01, min_trade_cost=1.0)) + context.tick = 0 + +def handle_data(context, data): + ''' + Called when a market event occurs for any of the algorithm's + securities. + + Parameters + + data: A dictionary keyed by security id containing the current + state of the securities in the algo's universe. + + context: The same context object from the initialize function. + Stores the up to date portfolio as well as any state + variables defined. + + Returns None + ''' + # Allow history to accumulate 100 days of prices before trading + # and rebalance every day thereafter. + context.tick += 1 + if context.tick < 100: + return + # Get rolling window of past prices and compute returns + prices = history(100, '1d', 'price').dropna() + returns = prices.pct_change().dropna() + try: + # Perform Markowitz-style portfolio optimization + weights, _, _ = optimal_portfolio(returns.T) + # Rebalance portfolio accordingly + for stock, weight in zip(prices.columns, weights): + order_target_percent(stock, weight) + except ValueError as e: + # Sometimes this error is thrown + # ValueError: Rank(A) < p or Rank([P; A; G]) < n + pass + +# Instantinate algorithm +algo = TradingAlgorithm(initialize=initialize, + handle_data=handle_data) +# Run algorithm +results = algo.run(data) +results.portfolio_value.iplot(filename='algo_perf', yTitle='Cumulative capital in $', world_readable=True, asDates=True) + + +# As you can see, the performance here is pretty good, even through the 2008 financial crisis. This is most likely due to our universe selection and shouldn't always be expected. Increasing the number of stocks in the universe might reduce the volatility as well. Please let us know in the comments section if you had any success with this strategy and how many stocks you used. + +# ### Conclusions +# +# In this blog post, co-written by Quantopian friend [Dr. Thomas Starke](http://drtomstarke.com/), we wanted to provide an intuitive and gentle introduction to Markowitz portfolio optimization which still remains relevant today. By using simulation of various random portfolios we have seen that certain portfolios perform better than others. Convex optimization using `cvxopt` allowed us to then numerically determine the portfolios that live on the *efficient frontier*. The zipline backtest serves as an example but also shows compelling performance. +# +# ### Next steps +# +# * Clone this notebook in the [Quantopian Research Platform](http://blog.quantopian.com/quantopian-research-your-backtesting-data-meets-ipython-notebook/) and run it on your own to see if you can enhance the performance. +# * You can also download just the notebook for use in your own environment [here](https://raw.githubusercontent.com/quantopian/research_public/master/Markowitz-blog.ipynb). +# * Read a recent interview with Harry Markowitz: [What Does Harry Markowitz Think?](http://www.brunodefinetti.it/Spigolature/whatdoesharrymarkowitzthink.pdf) +# * In a future blog post we will outline the connections to Kelly optimization which also tells us the amount of leverage to use. +# * We are currently in the process of adding `cvxopt` to the Quantopian backtester -- stay tuned! From eae6ef2f38aecae855d56cb7dff89fe0f3f9f762 Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 12 Mar 2015 14:52:02 -0400 Subject: [PATCH 057/163] add jp's gmail nb --- notebooks/gmail/config.json | 15 ++++++ notebooks/gmail/gmail.ipynb | 1 + notebooks/gmail/gmail.py | 95 +++++++++++++++++++++++++++++++++++++ notebooks/references.json | 1 + 4 files changed, 112 insertions(+) create mode 100644 notebooks/gmail/config.json create mode 100644 notebooks/gmail/gmail.ipynb create mode 100644 notebooks/gmail/gmail.py diff --git a/notebooks/gmail/config.json b/notebooks/gmail/config.json new file mode 100644 index 0000000..2620fbf --- /dev/null +++ b/notebooks/gmail/config.json @@ -0,0 +1,15 @@ +{ + "title": "Graph Gmail inbox data with IPython notebook", + "title_short": "Graph Gmail inbox data", + "meta_description": "Learn how to graph your Gmail inbox data with plotly and IPython Notebook", + "cells": [1, -2], + "relative_url": "graph-gmail-inbox-data", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/gmail/gmail.ipynb b/notebooks/gmail/gmail.ipynb new file mode 100644 index 0000000..2f88c43 --- /dev/null +++ b/notebooks/gmail/gmail.ipynb @@ -0,0 +1 @@ +{"nbformat_minor": 0, "cells": [{"source": "#### Graph Gmail inbox data with IPython notebook", "cell_type": "markdown", "metadata": {}}, {"execution_count": 29, "cell_type": "code", "source": "from IPython.display import Image", "outputs": [], "metadata": {"collapsed": true, "trusted": true}}, {"execution_count": 31, "cell_type": "code", "source": "Image('http://i.imgur.com/SYija2N.png')", "outputs": [{"execution_count": 31, "output_type": "execute_result", "data": {"image/png": "iVBORw0KGgoAAAANSUhEUgAAAvUAAAEMCAYAAABEN0nBAAAYJ2lDQ1BJQ0MgUHJvZmlsZQAAWIWV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\nAoaAIWAIGAKGgCFgCBgCFUbg/wM505RSpXBj+AAAAABJRU5ErkJggg==\n", "text/plain": ""}, "metadata": {}}], "metadata": {"scrolled": true, "collapsed": false, "trusted": true}}, {"source": "###### Download your Gmail inbox as a \".mbox\" file by clicking on \"Account\" under your Gmail user menu, then \"Download data\"", "cell_type": "markdown", "metadata": {}}, {"source": "###### Install the Python libraries mailbox and dateutils with sudo pip install mailbox and sudo pip install dateutils", "cell_type": "markdown", "metadata": {}}, {"execution_count": 12, "cell_type": "code", "source": "import mailbox\nfrom email.utils import parsedate\nfrom dateutil.parser import parse\nimport itertools\nimport plotly.plotly as py\nfrom plotly.graph_objs import *", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 13, "cell_type": "code", "source": "path = '/Users/jack/Desktop/All mail Including Spam and Trash.mbox'", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Open your \".mbox\" file with mailbox", "cell_type": "markdown", "metadata": {}}, {"execution_count": 22, "cell_type": "code", "source": "mbox = mailbox.mbox(path)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Sort your mailbox by date", "cell_type": "markdown", "metadata": {}}, {"execution_count": 23, "cell_type": "code", "source": "def extract_date(email):\n date = email.get('Date')\n return parsedate(date)\n\nsorted_mails = sorted(mbox, key=extract_date)\nmbox.update(enumerate(sorted_mails))\nmbox.flush()", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Organize dates of email receipt as a list", "cell_type": "markdown", "metadata": {}}, {"execution_count": 24, "cell_type": "code", "source": "all_dates = []\nmbox = mailbox.mbox(path)\nfor message in mbox:\n all_dates.append( str( parse( message['date'] ) ).split(' ')[0] )", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Count and graph emails received per day", "cell_type": "markdown", "metadata": {}}, {"execution_count": 25, "cell_type": "code", "source": "email_count = [(g[0], len(list(g[1]))) for g in itertools.groupby(all_dates)]", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 26, "cell_type": "code", "source": "email_count[0]", "outputs": [{"execution_count": 26, "output_type": "execute_result", "data": {"text/plain": "('2013-11-05', 1)"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 27, "cell_type": "code", "source": "x = []\ny = []\nfor date, count in email_count:\n x.append(date)\n y.append(count)", "outputs": [], "metadata": {"collapsed": false, "trusted": true}}, {"execution_count": 28, "cell_type": "code", "source": "py.iplot( Data([ Scatter( x=x, y=y ) ]) )", "outputs": [{"execution_count": 28, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Restyle the chart in Plotly's GUI", "cell_type": "markdown", "metadata": {}}, {"execution_count": 10, "cell_type": "code", "source": "import plotly.tools as tls\ntls.embed('https://plot.ly/~jackp/3266')", "outputs": [{"execution_count": 10, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}, {"source": "##### Custom css styling", "cell_type": "markdown", "metadata": {}}, {"execution_count": 11, "cell_type": "code", "source": "from IPython.core.display import HTML\nimport urllib2\nHTML(urllib2.urlopen('http://bit.ly/1Bf5Hft').read())", "outputs": [{"execution_count": 11, "output_type": "execute_result", "data": {"text/plain": "", "text/html": ""}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": true}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.9", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}} \ No newline at end of file diff --git a/notebooks/gmail/gmail.py b/notebooks/gmail/gmail.py new file mode 100644 index 0000000..1fe05ce --- /dev/null +++ b/notebooks/gmail/gmail.py @@ -0,0 +1,95 @@ + +# coding: utf-8 + +# In[29]: + +from IPython.display import Image + + +# In[31]: + +Image('http://i.imgur.com/SYija2N.png') + + +# ###### Download your Gmail inbox as a ".mbox" file by clicking on "Account" under your Gmail user menu, then "Download data" + +# ###### Install the Python libraries mailbox and dateutils with sudo pip install mailbox and sudo pip install dateutils + +# In[12]: + +import mailbox +from email.utils import parsedate +from dateutil.parser import parse +import itertools +import plotly.plotly as py +from plotly.graph_objs import * + + +# In[13]: + +path = '/Users/jack/Desktop/All mail Including Spam and Trash.mbox' + + +# ##### Open your ".mbox" file with mailbox + +# In[22]: + +mbox = mailbox.mbox(path) + + +# ##### Sort your mailbox by date + +# In[23]: + +def extract_date(email): + date = email.get('Date') + return parsedate(date) + +sorted_mails = sorted(mbox, key=extract_date) +mbox.update(enumerate(sorted_mails)) +mbox.flush() + + +# ##### Organize dates of email receipt as a list + +# In[24]: + +all_dates = [] +mbox = mailbox.mbox(path) +for message in mbox: + all_dates.append( str( parse( message['date'] ) ).split(' ')[0] ) + + +# ##### Count and graph emails received per day + +# In[25]: + +email_count = [(g[0], len(list(g[1]))) for g in itertools.groupby(all_dates)] + + +# In[26]: + +email_count[0] + + +# In[27]: + +x = [] +y = [] +for date, count in email_count: + x.append(date) + y.append(count) + + +# In[28]: + +py.iplot( Data([ Scatter( x=x, y=y ) ]) ) + + +# ##### Restyle the chart in Plotly's GUI + +# In[10]: + +import plotly.tools as tls +tls.embed('https://plot.ly/~jackp/3266') + diff --git a/notebooks/references.json b/notebooks/references.json index d8957bc..f34d9f6 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "gmail", "markowitz", "cartodb", "networkx", From 327a830568ddca240de75c7b097afb723a50d8e8 Mon Sep 17 00:00:00 2001 From: etpinard Date: Thu, 12 Mar 2015 14:52:19 -0400 Subject: [PATCH 058/163] make run-publish --- _published/includes/gmail/body.html | 4896 +++++++++++++++++++++++++ _published/includes/gmail/config.json | 9 + _published/includes/references.json | 11 + _published/sitemaps.py | 13 + _published/urls.py | 5 + 5 files changed, 4934 insertions(+) create mode 100644 _published/includes/gmail/body.html create mode 100644 _published/includes/gmail/config.json diff --git a/_published/includes/gmail/body.html b/_published/includes/gmail/body.html new file mode 100644 index 0000000..f8c39f2 --- /dev/null +++ b/_published/includes/gmail/body.html @@ -0,0 +1,4896 @@ +
+
+
+
+ +
+
+
+ 
from IPython.display import Image
+
+
+
+
+
+
+
+
+ +
+
+
+ 
Image('http://i.imgur.com/SYija2N.png')
+
+
+
+
+
+
+
+
+ +
+ + Graph Gmail inbox data image00 + +
+
+
+
+
+
+
+
+
+
+
+ Download your Gmail inbox as a ".mbox" file by clicking on "Account" under your Gmail user menu, then "Download data" + + ¶ + +
+
+
+
+
+
+
+
+
+
+ Install the Python libraries mailbox and dateutils with + + sudo pip install mailbox + + and + + sudo pip install dateutils + + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
import mailbox
+from email.utils import parsedate
+from dateutil.parser import parse
+import itertools
+import plotly.plotly as py
+from plotly.graph_objs import *
+
+
+
+
+
+
+
+
+ +
+
+
+ 
path = '/Users/jack/Desktop/All mail Including Spam and Trash.mbox'
+
+
+
+
+
+
+
+
+
+
+
+
+ Open your ".mbox" file with + + mailbox + + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
mbox = mailbox.mbox(path)
+
+
+
+
+
+
+
+
+
+
+
+
+ Sort your mailbox by date + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
def extract_date(email):
+    date = email.get('Date')
+    return parsedate(date)
+
+sorted_mails = sorted(mbox, key=extract_date)
+mbox.update(enumerate(sorted_mails))
+mbox.flush()
+
+
+
+
+
+
+
+
+
+
+
+
+ Organize dates of email receipt as a list + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
all_dates = []
+mbox = mailbox.mbox(path)
+for message in mbox:
+    all_dates.append( str( parse( message['date'] ) ).split(' ')[0] )
+
+
+
+
+
+
+
+
+
+
+
+
+ Count and graph emails received per day + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
email_count = [(g[0], len(list(g[1]))) for g in itertools.groupby(all_dates)]
+
+
+
+
+
+
+
+
+ +
+
+
+ 
email_count[0]
+
+
+
+
+
+
+
+
+ +
+ 
('2013-11-05', 1)
+
+
+
+
+
+
+
+ +
+
+
+ 
x = []
+y = []
+for date, count in email_count:
+    x.append(date)
+    y.append(count)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot( Data([ Scatter( x=x, y=y ) ]) )
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+
+ Restyle the chart in Plotly's GUI + + ¶ + +
+
+
+
+
+
+ +
+
+
+ 
import plotly.tools as tls
+tls.embed('https://plot.ly/~jackp/3266')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/gmail/config.json b/_published/includes/gmail/config.json new file mode 100644 index 0000000..40fac70 --- /dev/null +++ b/_published/includes/gmail/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "Learn how to graph your Gmail inbox data with plotly and IPython Notebook", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/gmail", + "title_short": "Graph Gmail inbox data", + "last_modified": "Thursday 12 March 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/gmail/gmail.ipynb", + "title": "Graph Gmail inbox data with IPython notebook", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/gmail/gmail.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index 9abb98b..a56a712 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -23,9 +23,19 @@ "basemap": { "body": "api_docs/includes/ipython_notebooks/basemap/body.html", "config": "api_docs/includes/ipython_notebooks/basemap/config.json" + }, + "gmail": { + "body": "api_docs/includes/ipython_notebooks/gmail/body.html", + "config": "api_docs/includes/ipython_notebooks/gmail/config.json" } }, "splash": [ + { + "title_short": "Graph Gmail inbox data", + "thumbnail_image": "", + "relative_url": "graph-gmail-inbox-data", + "title": "Graph Gmail inbox data with IPython notebook" + }, { "title_short": "Markowitz portfolio optimization", "thumbnail_image": "", @@ -64,6 +74,7 @@ } ], "notebooks": [ + "gmail", "markowitz", "cartodb", "networkx", diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 1b557f9..72fcf1e 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/graph-gmail-inbox-data', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'gmail', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/markowitz-portfolio-optimization', lmfile=os.path.join( diff --git a/_published/urls.py b/_published/urls.py index c242085..7a46b2e 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("graph-gmail-inbox-data/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='gmail'), + name='ipython-notebook-gmail'), url("markowitz-portfolio-optimization/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', From ff90b748871caa277cda0113a3450cce043214c5 Mon Sep 17 00:00:00 2001 From: anabranch Date: Wed, 18 Mar 2015 17:06:00 -0700 Subject: [PATCH 059/163] Added Salesforce Notebook --- .../static/image/salesforce_image01.png | Bin 0 -> 24929 bytes notebooks/references.json | 1 + notebooks/salesforce/config.json | 15 + notebooks/salesforce/salesforce.ipynb | 608 ++++++++++++++++++ notebooks/salesforce/salesforce.py | 209 ++++++ notebooks/salesforce/salesforce_login.txt | 3 + 6 files changed, 836 insertions(+) create mode 100644 _published/static/image/salesforce_image01.png create mode 100644 notebooks/salesforce/config.json create mode 100644 notebooks/salesforce/salesforce.ipynb create mode 100644 notebooks/salesforce/salesforce.py create mode 100755 notebooks/salesforce/salesforce_login.txt diff --git a/_published/static/image/salesforce_image01.png b/_published/static/image/salesforce_image01.png new file mode 100644 index 0000000000000000000000000000000000000000..e721773f3ce3edfca6663b148ebf7b3153ef06a7 GIT binary patch literal 24929 zcmeEuXH-*N+opsn(kzI8G!>MtAR-_|kRk{o(n}B#6i^~PbRt!yC{?;huR(fAAc|52 zr1t>QdlUi^+U$eR^Ol+STWe<4tTlhWKP)|*v-iF4a@}?FQd>)vo|cXF$dM!Tx7BXx z9618R963U^K|=+ej2rEbA34H(F0f=S^B+2Icj zKU|x_-~XXtB9t9L4fM=pI{ouA3V7q+3vm1SWmD2%Qba_PmHzskf{B|TM)i;7C~gQV zOc0&j7ta2*C)gbocjX@>a8KBf!O+=l8gu{rga#A(hn7Qv?jB=8%9_EYga5Iq!h{vw zzZ}BY54W`Nt6S=yXMl-X{(~9?Tn~%_em5?zgXbTcG9g*X|9PI2)7%7)8jLf;KQ;v{ zIP>2u_4$f(b3v2i4lv*k2#KFdO9Y zgz5DwZ@&+ieDul<^p@^m?40kE?0~XAC3W(?HIs=9cTz5rHOVK>=n#4p9~f%$+^+ z^HckCZX8o5S+99{eSWgN5|{dDS}EeTZHrEjY8M^QfDm&s7-F|SNJa@)fr}HAi;YWh z*HMoV5GIOZO#`c2OP0{dzt*?L)n%D$YzGQc%TSej^pYB1TbtTG`BPh^leCL}W8E^I zbUieh)SnVHFHx)8S=3nQUzg+0dEwA85pT}qy%aW3z{pO|CKEGU_ppgp+sAME7V(mb7--Kj<8pDOm4_OY|7Evb#L(#$j@?(}A#q=sf<+ zp@XvAYAm6z8!<@UbptCnN7{{wn9k(C+e{uIcYDGm6J~mfYzsia>VTh&0`52&2j2O4 z7i#7Un}ia)flHwl?}El`lLSlLr>OYNvO=#`VREn98V~JiAb`1c|B4+z)Ylp&q}F4qI)@Sg`V{#E+Yk&FU;oRxa#66t?T&M_e}+Jb9rZes2He~>KkaN ztG{wdl0#e<*?%p2IR~AT7weYfX2IdUnC8%G8Tu}GCR$~qHW{A?z^Ae8J z^li6~E8y+{@J+`goh93%Xv}1MqZG_wRNvUXl&RG4i}!V(bbq&g2)}t+q_O2rn%DkM zRmTym_ssJ8fhC7Mo1)L&0(F<2!rda5n)0U~w9^#z&ph)S3)6o`pES9*vqt`F{@wBZ z?KM5|{3d4Mgcbd{dSceMMDhD7vcCeNwbQifH);kq$~>pPId!mbm2^Sj+h{}Lqz$fHYL2&+FrHSQnaWoS?x@UJGSFShl-IVj z*6$x2EA@;MGAUEQ>rJWozU!)AxCH+Yz}$TPisKqbdkhd=I57Ee&ZcurO)!sHyFjgOm+s6#+1Lh^)s|Bk)o;*EPCKMehs$l5Xq=!T){N20 z(Dz9jMHzGi_itR04q0MdsSv;|l-Ec#Bp;yao|CWPWj!Aa-;cW0*{ENnqsNv@EOrsG z=MH>*>Zp6ZYWUf=pSJM)b2*G`$)2M&+NiuTz!6or0Lv{&|B3dGpM)TUsJX_?L6HOVZyVV8{E{k zW~++gGbq28MtoHeKcOA6kIR1?>_XE==G2x&zc_$*Di~v1y~EDk#Iez~a z$@gx@6$dPRke{ZjUbAO5Udj#b+mC;1R=VhBXVkEQ-7#uAxywf)?^f!>ydzF3$j`@i zRmKtDBo_G}Wcuf)gmGTmKW^7wy~a^#EZ#WavJhLic2YGf|A>&$r|Y9QnV$PI zE4TijggxEqt2$fvGf%=P*O$4_KgQ>M-jrsgaq#^6Eb=gh=$*~ga_bi+E>+hA%VuvN zawITz1_wOSrj^*bQd4|^vVPUE(GubMBT43ZMD#}X4buDatm>`z7W(VLwpp(GCZ&bu zTTA9EJG}=z-raUj{3+q}4moz)k7XKMy2PtJ8f6CspU+-1Y~G@VW8sp|w_f6|L=6mn z|8&1|b}8O`PmI;BCV63yo*CI7(Tc9ym4(rKK_5X$`q(uj^E}W{Ky#V>>ruxNfUd#wMfacXWHPXH~3D|e-? zJ1AVc-rC2g0x@!KPrUJwXE8saDmh-Jpgh(in;hG?nRc(C;7!56JF2=3W7EBf_|>~B z9>mgiAF7ID%*Z{|@(Chgpj^_;A%dA?6e$2i`frPU>ovKa=Z+qsS;3_aEVEM zeSRXz?|>|$v~wrI8Jq3)ome&*K(+UvyE|~Lt*R-tg+%-rG45@-*9v?EahsD>)^vY3 z-ln~ua-%~jEyg2xWr{JpW7BSX*V#)#gy!3@rGb{g zH1dKYIb3o*=)IlI+)PS0BMq7tl<+YXbYP$Pxo$~sUG1p{9Gz`eTSfI3u${8~Y{P=a zWv#Bi`-Ky&di~@a$J!S;*(JiSL!6E`l}+cU3NkSFe3wu@VA*`|JZZsDe6M(O^7B@& z&O4TZ@@A{n*ke*1zu09uuqIOCFq-Qizj85tw|;)&18$`BvEkAqA{^r)THWh$`RRBa zw&dnBK|R&N%mVk;T%LO5xjCVDxNn{>2Rfo>{8WYI$hCM$x7hjYi9HQAXM;VSs{Z)L zx$=k${FFM=cgtOL&zIkMUp5@beVMShNlN?%Pu?tW)?3o+G^lT6+%&E*l(jmTy|cvc zg;g!W|GZhhu}Wc{Bdc$hyHc#4XU13Ybo5fGx%ZIqFQ%$G2|^M8FfQkO-Rf6oi5z;h zR}11OZI|-WRlUU?OkcNaqTMSwiL87!bgm~`_Wa{y&pPH_;?v(~`2%jQe2y!|Wh>n6 zBc_&tBWbo{1@MM~fp*U8#pb6m>#I-%+Itih;Xmiqk}AaZB+8}8(Q@dN?H-djdhHRFZKb>K z^BMZ2&lqd)!Rjt6QfCgBd%^YdkL1)}(Uf=2s>Ik9S_?SYJIu0_qys3T(%%SX!}=nsM5co1bs2XuTV?mCs5v@3yvy(( zZ?4gP)NPNQ-4(EnlECbrTqC| z!HgUgu_N;we4jaFe(uBP_L&s8LFFN?3-ynz|Gx_b|6MDg`EM5dzh!}%E-GC$LS1DX z-u-xRNbm%3xWEgMy{CExw@?*#SliFsm$|i-X zewUD}EA=rUT1apBUVhSm(e^g26nfJ)Qvn65K+9M+@0Hjzq((+Yp37{Dju|E{YP8u& ztEYVqEOeT46F%vWbGpU$JLzgOqeG*{{Y=B3KWy(fpGxh#NO|n^H|gmfD~(4WG_xA$ zsLwDBeAPYKDB?J5^f>s2RmNVY`)6;@t=8{yZW?hTYabgGF_=4zN|;f>EtDT90E#gH z#NnsJrx0tFM=I}1yVmh`?k`QOH_y{m7imaJO@3JnHq9Fx5ea-mcnu3JgRY&Eb{aaJ<6JN?39_Ja!5 zST|p({eZlF>R{R!0TZsXir5d#NO>a?%8P)n)u~q3t0oq~EjAjfv+M_2s#6@SML`V| zYidRcIs)UNbfm)XySYSV36C^``qbNc#^pG{k+LX{I8ym{}_P=ex6;+Qs%?&OKTUU2tdHt#%E|Yg#X{>fy^Z#@0C3 zWClm04O{#H1?0E5v4h=N+vqMxJkYyIxLJ(mvyj&i%W z%dA_!OZAbr*PJ3oyRz$6R+Zfh=Z1^dg8zmqH1F%kg-V2j(slo$mE4 zk~NCM{IAD-_wQxNNg0W8dg;<;oT6bxx-`?4FDAuo__;hCT;MeKrye9`tB_ziJguJJA)T{hF7LAy)_Y@HcS-&t z9ajd)vs6N3xw3dwrWtuuf(oYkt0-BfPl~#Y@G@$~w^NokJJq|W7h7ea@0(~o1}}O# zre8-|J{h0o1d9x6N5TX63VQ9?r9#k#%4*Y7R)cHOM@Rhf|Mk{^_x zlfgvKlao;Z?KYgi`u;v6Rk!#uR(1GUWpnY-2=(0V%+kPOP>J2Vi@fifZSE1YlHVy8 zBeOG#2u#BJi)RES@bsd!pN%+I!Bf1DNu#}cBFqmvT7EGyZ*KUTlSV(SBGwy;Vspd= z5cX%dq`W03sWD0%TUiS}nEnJ?1KCh?lx?zg`_mor;Z-wV)^WgUq6;wRx(3cSd42mv zRAL@#zINLo48dvE$aPvwyi7$4R1;a4;{4c=&Gm$RaQzzV<%b2)!sa{~5k;v7nM-d6 zq!cOP-n&pXvAGdfz}lN7jIQ{MhBI>f?oL~e?&&P<57-gj@TO)LO>0z`*pAI%ozrCR zH)*q}J0J<#@tH@6*Aw^h);wMY)>U@dR`~pgW+`BNQnTWDu$4u$;6}@3#|p(f7FG1_BCRw2-4uh*E5&o3;pLvB0k3mKLhKZpBwi35< z^fa=k?@sAv5Bj#Hs=9xp=Cr8N%V@Y|!Q&TAa+{$p zzaz$dgb|$yJl?@!kr+}z-2AlOYYeE@TyH~*c9FRKSjA}vw((q*LN7UXg!Xw(*J=;OxH`cE*f zxgq*}gTQVfzixZGE+T^Nhlz z2CbL9x`Kl#c@<*E=rA%B2zn`i!esTC3?CVDaU%w-By*3j_1oDgd~xtDAroJq|L(-< zvf)(`wDGi6LaCNJkvBp9%qShkBRgDq9sl;3iKNEM6SM-%qV z3^qdR@UpX*V@rl@!5==RYhWl5wJG~kM=@QI(>FkLq79p*fbRv=;p>)@*6mD6bEGdV z#$$$Uu^B!O)Z{N^#W79O(F8McF%0W#QX7-qK2Rclz1Y@=&YLr-_hG<`W)88RMBeGnvTyL}v@jo+Z>n1VZHYtV#$A}FW+etw94w8*m^XiR!?%*2z3{y;&5T@M za)OsPw_PpPA~oDEzB2WNF+dx&6{t5(jWvyndV%0zSp|is<;7%8XIU-zCDWl?IlmQy zTFg8)VeH)`(bunUV7$a8{f4;B2U5JVOA&F-)%L*&%u14cf71!1rEmw4Ndf1A!g(WI z{Aj(Nv>hlPMTrOO`z`}ryT7_1Z+I>D85ZvO)7_|+#JDtB>^d<1NOqTbnXB%>v)578;=Da%@3Tb-FGxVC!;~eU~T~X|=CN zQ3k$GzSjqSXDsW-PNxP_k(&?SJ~(Ssz#rTrehb7N{Ix5Q_~*p9=) zm_)Ngo+kffG4&*41Y4G?mreXqjg+rtdQokye8y!{pT<>x0>z2B|sq{r<|kA|tN z;g5%n>7QdYp}?#4UZ;ZEqbJEY&JxiEiMiQC;?l)(J6s~V{+z!`SVWY}^fjiC6hC&9 z0Xm&CPELVOPF8pxq3x^yO0{AO?onXxw(7;kz6$DLo4yphKFz1Q4U4C9NiNrNp0 zvh=aYYOIaVnWV0vR8z}1Rr*$nu+?@VI28Ie_NA!daRdd(9Mff&y5x7@uOBT#v{DYU1~9 zjxAz@f9=$1rjR0t)J}r@!S8f2kM8?7WzxxQC&Dj~c)o!UDdyo~C0QD5twth$I`eUg zZs|spWAgpfyTJpQuTQJ3p%!i`RWM*odX*wQ7NYLT9{c{`nWtTRjL*W9)9UGywr-It zBNag|T$9T>C!cPG@4BjYZE@OGo~=Fq5@%=dX6iT?FJPerJv=L6^!KF@qP!1D_eMX}#LD59Wynq)F8S zA3SQV%v!3Cv+aKByA0SeR%M`{aiNl(yV-nKd%&V%>~lMw~)j*Bmjv~RFj=@!Dz?^IqNloqG<)C2IE zeEMNrkjaNKjfUMye00QV(PCGd>(%`Wi>My*MUxX-CNgf*#OLNYW|ueaeB8H1VDp3F zk!3FH*0~>CJ-U2XeV=H`CvAVeAJL*v&RPGCG~1{xjv=vc!{7a?BJzrQ7(^#+MGa_i zNPi1<;v$()X}aZhl~zl+t<6htk8Rouz72l{Lu5FfJ)AsY`sl|{8`T)ro5nL!!q@J- zVqf(V$Ntg!*V*}gIgCf_FIi>}`FkT#dok4wq|axfIN-mADM7=e1L=@AEH!<%i_wXA z-~7~%gID$kEO+OJ20ky^)jG*lWj#g`D}@%V?vUUeH@0pNHG?XRKV2ULwz#78w=K$3 zj9|~R0p5xIIEs0j<3I<^(kOg^p)4x3_JZm#Q5r*uSYCohY0(BP zWUm@zpY2U!c`fW;;Sw)rzN%&CB{Z7duHpgHGPp!ofEl7+A{Kj&(5N$FGH{OIk)N`0 zXyzIyTycJd);ba6n{!I^-iu5+2cyE@Sbk_Wf)BqIieq16{sF3VM^F?jgOzS*gjXYX z%V?c&U~%HaSLf}`w&+W2F*1YITMD`z4YyCI`r#6v7;!7!1pIMEsptaD>v$cFO%4&us)ySMBhaA1HUN=j>)bd&!e~K8x*S(#f zFNPSRT}r%*JRBZ+#KOHSb}s2uNF^@69wnTP5M2;=4v6MA5gDmWqTFc|zxeFB8y>U? zkEFIIUTdA-xas&41SbQjz9q1=N^{>#Yd7&ni*}_2v18IMZ{T}W>MPPNg$E)&rWRcO z(C~?Z!mZ%3qv>Kg`=+&gnYQJNb^A)eJA)oV)vAqk^^D3cOH!3E^uEBjCi{LgjFMKZ zMJICx#5roUT9QTw*k9|+j_{QO;{%z?)3czWpl5y$^8_zb@@&bP|K2%05uNHO5GX}@ z7GEFrgdvU){P1pV!j)sZ=DyqR`V(fD2X)_)rIhmY(EM`a_ar7H)p||~XBxHj_rJZU zC!#Uof_&rX0aVHtCF{BQn~J_l-inx~$1h>qzY)eNiH}Q2VCySBc|bdAp@q^*6i=6? zQl!K$pncDrs_!WWK6bs&M65v|mI1>d?e_M*mW)zGPRqx~e45eLg+;L*^dfDpoKd*^ zhSg;Q^Vp>t=ct}eX#-bl`#8{8F`Ap5Njiesdbcu{>LcWYN1CZsfk-N6(em4VZu6f-m_Ph~~Q8CTEqrVFpi-8n7M8v^1%%Ja}KgOCQPy#L7KH z+50qZtv1Fyi^(<0`@;3{10)Rwn$*eWa@Q`Z&#X-{T`DVvtwGaLRU2etpk=BP@)(uG zb(sQ>2_t`u++!@%yl;oR->YONS&nE>vb)0Z!4#;>52J~h$Elm%6}w8G?QgKOC~eJJ zPmGngr^k?cE#53Y{cI$km;RaX&~s~~@6NWWI~d}y0&V{rx-nnoX~i)&7f+o*63s=m zkF_<0sZ|A9g_@zUkX*`2%-))RepNMdAAy_on+Oz!=RS^jMG z*ZCvC%t#_>{E8B(&EGbt^1-JUy4QmMlg>PJ;)n1>5a0`1SL`F{I3vp7weZ1%w_eph zEUU8*CcsfAm4Y8VN%fo#vaf8ZW-)zd`1`0&B?X>Bl)Ewl6#c&#`xUd>ITX#Y&|ozh zBHybe7q!>Deo=ofqxR}NE8a}Tt@YS_PL^_FO1Xs5bq%%+A~av(Rfa^BYc#Z!YsJ+c z$Z=C|u2pUx%t5L%AZ5}K3f4txfkRbC^63VTjt0Ade7&Cy|KaPaw)nY}iySiJ0$*RT zFv<`XMe~t&1MzozHy`<0trm9-l$fd7Ja>-@$W#6>CWMmg5@_5z2LMF`0E*d*xe_Co zJtbWI&2Mn{FK8ZFXn61}3nAFdI}PMT-pi#+*QHo!&Vj*2LkM=lbi=10=)7>8hOSo9 z8QY#+XZA`oMlEu<$wcxf=BNJKFV$Qy#E;%rGRk13hav<}=JG1du75;n`q}>5cJ%`W zP|8p`rvpaS{_;;q(+N=h^g`c|4=i5#DSc6As}(}vk+J`T!0!OnmMZOmKryKxadA5x zg_QIy1x@WsUEx(`GKxDCG#EbhvYTM{$XkBJi5CL15@{~PgAR2It(F^PUfMvmjZ}c2 zdSLvrueDngT7eEYn=^)2l_8MlCh(cIR9QfeYk;TPO3;$rW|Mff5`SDI<70>*x$ zS=>U7z}|wg==sViHRuHkO6S4ktM(b74hC3|SZp=j2-4iM;4H_obsWjSA@J)U?sd&v00gK3x!lS-z4Z#bb%u6%q}ISU zH{g-|c&y@}#I1Bzz;}JX_o43YD-=v>`eYog7bCcM+4~E5m-&{s-;aY8G{F?BAEbyk zE+`BVwXZDDg8jflb_sQ@0I+J6pu(WbKx+PZKZRXzmWV#<$FmFzu1cyy!~t`is^=Ef zwRh!h++Adr5Te)16QTtT@T74Ti7H(c`K$asg00CsehNCY0M1I5o!Q7J=m49V-ZOCA zxK!)57U?)6*c{uQnDMMfrDS>?k@5WPx$de}%91Bv)s=J-AZPlKnR~ghKQSMy@&j}Y z{Cl6SB=k8t?Ogk{|Ep6Ih8F$V+QD(&&(DBjbLBo`P8fU42QKaW4;7qC5)X3FNQVl} zb#-sq?~E0n))kIpzf-~x3d}^upe18-es;-%xT8_2ky*mV#=a)C`t-TF)g{qFX2#uA zS@~A<^rhj_`Nq63Gz+jC5 z+-;~44pl{;mi$Cgo}kw$9{1V4y}IC0`YowaO+6#an5?SxsNT$L=G10yH|Hq#HvN!< zo41Q~oN9rR^P+H8bjq)p*NHmj0{6;2=syR>y}Dx#6xJ3Vm2@fd58D|#7Ut^rC3c@?}%qJ<+aZx9AP{5EdmA|5Qky^*}U&p=FN z+bzWNx?L0K&W~eEt|#k*HXxi51<;0-GPni)eeMJZNxwASglr7-geV|0fdMl)`Ce`G z96s3aJ{;IS#aW;q(yeVRptN`!;J|I2Cp9mRz+PUQ zV5}u|>^u(L{Mc##qwkH3$`RCWFmm3g%29O;!huAE2ZPwOrDt^@pqSF&J#!w~IRNmQ zX7V}|Vm()%@ZXx-w!Z7z0+7TkJ6cK&-S9)Np)rpf(YgP@h=XZ2NxsZeBi8X94r1H^U=Ia))Iqvls^_vO}k zh^&VIs=qj&1;9Zw2;Lo*1QjMgm=7RqH{iD?^fnLK=OU%zq|<=NW**=w)S!q}ga%-U zo%GnWU2mDx&T@@5wFqEC3;4ZexO5M2(jn*n4LYZC-gYc{}c!!3|@JHln@P!603iY zP~`$3_yYgcF(BhD0G+EtPF8?+1pvgX)Q|-I0eh$&q$B`O9$ZqG zkO=qyu!@_h=!k`+>6Kv!6+38{kjV}+1z@ph0H+tYjyQ9HI7S^Hlfle{HDJUs$X$T0 z*$$XpvrIJ;JryelSoIlz)X56x(d$5a(t(g=C%@R%rED?A{NPn*LQZ`&96bpH83qJt zqpqn6BxQpF4ZlUvm^a^6Ms#Ruwd|aHAU2x_>z;2vcFYo!39f7&(z6jFd1n^F1r4IrEkLVz1$m$IR>`7F>pX}?x}pf*x~8!h)9 zdq7GG>_Aq(0nA%vjL>sf4Ve4hp8Om*vnscjG1IqFP;Ykqz%2f<<2z#g4xM_OwL!W1 zZfg%Y1yeCde9FHzeS+w?1How(<9`9C3ZGtdV=QFd9U2oCU%$Jbu`W^g2w%die`z)l zCZCY+WUlvg)q2*$x3{Sm;B%2i2Y+&ZuQcC`})6OF-x&J@|Yo8+YI0^@RlOvSIS>RKXXCp9!Rty0IH^Vp=Gg84qh zfAT!fFTin-e1SmKt0wxms)!g<;?Up`e|ekVX81#<5d5(;_1CaR}}bwY6L2UAHhx3~ph9@cI@$Q$k-COuC+KCG)#67%Y_?VaY@$eDLMAxeAp zI`Z9CFw3z-Kkst{D*joS4;5$jS-sx7V@rbbliJ<7XoZLR$+-p0-ASo=0Ftz@98mje8LT z>9lGMKm(6g`SoeNkw{`(|BAGsZ|wuTjF|nc8lWoloQ_t_rmBhY~m$m&=3*Q1K3+mJa$%_SAsjVt^XusHQXkSDN5$$t86( zc*7lNT8oLNNB9xgO^RI$g9E*T&@QkLv-6$dq^&pEC^y3Pqs z5kw6Pt{j{!x9#rSzhiziB~5K8Eo862#xQ@`7-VjAN1=!A(8K$79w1U`f*w*r538Yv zdI*o#3f;gzMfuPi0cW`l07>)nhaM}6NIejD!Fv|?%+s^lhaO8BQIqchN0M;@1g(12 z*ny#hm{t$;{VU5|i^B0&FbTDBv~;yDi;^2Is}9r_17nfTU7%g8f$-klbKcy1H5?%!-6#i_^OE~fILt|q=2LKuC|a)3J~CR^TZrAA$zZ9-`8&~?UJVL z;SI0BI_xoNowp&sbr&Fbn3WFqKr|~T1mM~(sXYN(8Es=uBf&Q=+0gEOIC;Pr z6-7nhwAx$eG6AC{@}&wPCQ$4%a}zjA2f>ArjWze|0yC_-jz&zRkAHAWW>})3uji-S zz6{gqU;PJlIiE7cNNKl2)2<)q20ZyJ2nj_WVGIQ{G@wvKprXKoKH_aq;hEVo_kG*3 zV%*k^u8UI)q`f^=!_xeLS&&u60dkRouUH^f7xb4Y0t%R#!9XXyn1GjDs;RSJJKD(4J@*k*NvX8>-k3Cu)>h$beIrrQf+$~JB_90%}d{TCt-faekP9pPb@wDULVBL z`(zS=GJgaY4%C-C=!Nn5OJ*`IZ{)~>)y7D16dV^;OiXz!x!mvACj0RDUt$1;3fAkz z?ffdeyCY|^&ja}W?GN8+06NN2IZZboUl_u^E_*VjZ(Oi}juBm@=DQNceK89lQBZUV$K^-z_n3#w9?p%J3Y0{X2wp7td6 zlE+&jw`+G?r9iQgc*JD*y|YbkhS7dWS;$LZG@(*mhbmC?hm^}8c}|e(63_zBY#n$z z<4{BS{~Yuics8qF7ODj4^}Q3kgcGjqi?;=Vz8^sm!0{&CyQBf=W2`A}2ONIK`{%pQ zKqZ3^jmI4>Kt!uxsNueYeb|N6E5l9wmewwrhnC?7GW>yWFZCTjkwQZ7&JAijuGmv) zV8n~aX4)uMYi;${YiZy$rdQTKL9#26uYsY$GvZU{5@q*z1t$PGwttfYNS#b{2uM@N zxonH9DzuIh^%(2_x$mz;`SnS%xp`B&-7QM~&rw3AggQj`c}5e9N`ti>FN3Q#Y+c`0 z0rDQllLa5z(}mX{tTPf=QIrSBGT(9rna=E5ei=3JG^y(lo~!{pi5ZMf)}2JQ`$Y*8 zRK%A7vNWE7j*fzik#C3QdGP@STzvEqEvAd1mI7XSMFnCSsLTORAqP9VERPzXlQe>% zPg=y`?5;IFfy8;C7VJBu>gT_Ak&rOSr!?Ur@E;e}La=5b#ukd_H?}Ris4LN3&c801 z|J-gXOO)n0(f8&t*3ea`g5J)BH zMg&n?+X)Bl#*ObEySfbafgMU66#i^ENAYgbrQ_N{=bZ@&b{L!nLs_v(&`YSs8JDu3 zaRqX<^n;EH5(EJ0$wbY?QXtIM)OiT@f1t5~lnk7$%>VU!%_zys%l(CJZxMv=8>Wmo zA2U8ZJ$vYu6mU|2e5Z=rzSh74F#+ob`!O0^TJl`^n9VC85rebScm0FgUqHQxU1|AI z?J3|*ejH^*GM?RtLE40$8pTQ~2akCVRJ{3W;KER|cSamzJ@q%eK#<9$nj~>RZ;--g zN;rq>V~ikWrL}dS8Ncy`uM0lK!tq1M4~G_}U=MizH$!`F-Wyl$EjoT~S%t{PGYE`! z>g69EfIHR-P({Uh@ZPa>cT*98f#&m&=GkigVWu0z%qCg>B6VP=PP(6;$iHT#GEYm+2Krcb>%AM8PEEfWgN zydSk|Y_mrh8?SwVzNpKwNT#`_Fw-)xmLK8v_h+n|U-j#o ze4JPMGN5fyId8XSSbOCxztO1M`!8%YeSX&v?6TXJ~+ql9%olRH|dWKYI` z-T1dj=Qf5xl!aj0W@Hh5lY3X*B5?HUvDvoKc<~HlV#1Ggju=h$YyWJ1=(WZC;2L2{ zue=rVJX+17Yk`Ty;SBxyMU}z5>x4>l^M>0k@9JBx&}tUrpV*CGqIIfo98A*gu-#j1 zfHQwOcr^K{ixY}|a3FA}KXVM+bBZalZBa}`DP`F2X%y6NuO`O)o#+t9&7>=0Ja-sd zjk|H$=Lo|biyw0!D>@9ODGIuekMY=U*LT-WR8y@i$Rg zQhKMqd8#&o{=>d0!T@ABrJsOWJG}xpeDU9v9^5aky7*NOfQ41K-ozNF+ht^BS=aI( zkO#On{7<^S6z-{G3fcCoA=HK1y(^%XcLDg81Q$zbg3AA7P5-*E)r7ZRARdlgYoo;q zleR+V$;uzdI@NG3cR#q6@&{($m;lVn`3q*9wKqEJ7FppONTNnCeywh&zw*f^m|es- zS;_LB@lR!A4I+|OssAHfF1$Yjt`y7nj9oa4rluGDu7YN&m-t91b+5zpd6P9DB42y&C|?qJ&Vj}rt$Aaj^qHFL>{T*iIe z&bR37>4Vw*^)Qr_c^3`VzV9J1_S+LW-j2f?850%&QiES78Vmr83UrhHvfc2cxb~%M z4ujW|_Ltw6%9sH_TE_kXGmyYxZc7XN_2ySGLgP7I8FzXB#_#^b6VP9TIArFvQ{W}7 zk2I?k@O9(wCm=oMu00|SzCH(i4V!}+o8(rXs3-@Ti#|sNRsHVzqzN7WD2QJ)n@fi3ZD8nl z9zd~{z0dClCSvPsUC`d3t`0*)>Zbr5LV_1gq6S7^#vU5OM-Wmp;%|r)sR8&Uhe9Tt z-RdokL%%)Flf~cyAt45Zvzxs&A>sCc7fL)7mH{U|N=CdE1TfnQ1nP8-kRWro zmjd@DNG1mpo4ztb+6~2j|EDJfw#Evvj{@#=(HLq@(R_ge%=TQbsyYYU0v+)77h&k? zlfuyO$zR1~1;CNL3|BvUlT{WpRvm#ZR@wA#&?D40_g8J%-UR#|aQ}?BMQQPOa zp*~L{r($TC)spK7Gq2$h!@L-#)7bC9h5=oMrss8q^${(h!|!Hp9SR743M62?#I{a- zwKPRat0(nxLomc&X_uum46tcbi&`hUlk4^S`4~H(JNT1-2Rs0qEg)~XFtm4i3TKj` zeKYkWdA{wo4!>5CWWAGEL!wy-E^$0$duuJZg4Si9IN~Pti}UK56yPg&H11P_s_AxR z=qv6w_dyWGgtQyTgtD&=|%!mlvd2^xwI} z33{UERXN-lRTgnzf{B2}A=oQxe<4^UK!lapd4}d%LoFz-uRZnWLeM64X8hKrAHsh+a{lo?@-J<;y{+@miH1HruviSDSX@llLRn92m?9_$% zDjq_@&l=_u8Vs&sES^~NS zm!KX(Fau}wKbr{Oe*OSKQ%EvHhF0phpvBeGdk^BMO1CKfq%2TmJmstlq(eL9%SeCu{Ck%oiK8HeiP;SycR{*Aiz4!;Ffpx#T0%bBWJ*eJ=^`>)|JZ9Ly zasS?c26I%L3g|+nqx2hTZyz+!qz!+Z-Db*RmBJ4|h(#j^YYTM$v#x-&;@cUpT}p}&XDZ8^Hs>H9S!{vLZJ={-UuVeh%eo#V)`pp#*T6^a)$#f<27i<=Yl z^z+U~x(!?fg;c~Z)$~!r(Cw1)!H^VaE`$QAt#cvKCMq?Tf7hBQH<3Cl4Kk^n0{m)M zKaM<#xfaX>vbZe8RjLO|mbpxdANJ;aJ(OFx{(M7d0sVS^nX z_>I#)0$OY2v+!3q9D5$hJ<3^SHTg6QllYXhSY;u!uz?GUzO~- z7L^J}lN;~Apq`bQ(+LRS`2i|kYtxzt>tw}02~0of= zSqiG*5V%HxX%F{aB%DA#W8i6eoV%VdS?;;U*K`u88T|xwD?oV(w6g}XM1Wb@Inf+P z(v!tc{(TMw5$O0gZ%*(MhR-Tez?BqWXr5E;hn%Isba4W4ftcsY%!a=kX?-V`ybz9XGo%foRlCLU|p;~E-?u;Fk5^@`i8Md{=#b@>}KEt z?i>Qr2`zvkrH>%8+Idd>dJaRlvRNaO*=&+nzzT#qNYG(N4+Z`268qmdDWa??`oK%b zrWqRUvCVLR18LxPVBZMC1y}xX?@GhJX@U4379ptdhRgO7F?PkmMrFP=&*css-;<*d zZzBKj=3$AIp^%~kYG74u0tx+^4C*+Ml}rUO##GLIi!7NDXilQkDA~831UEE3H(T`k zZm~v-v=`aN5W#R45Q5}mq0di*iYEI9SX7ttU%PN@|2SHk9uJL9qJAI3`^>+U4!TZ>O0Fx5dflZv!eEUN zbiGb#Evp!@+(^I8K3Q4~?L(gFnq1TGn`%_3)6XhmzTwfkIK4qGt(7W|9x8bv?fw1t z@cY?kA2wpD58uIw+MyaP~{ zMf9Dh)8mdewtaT5I^A@yJsafKG%1Td?2m{wuzP%OI;ZOkFySVG+t|dzoj0@*j2fj( zn$@~oL`nYK_nr!$Qkcl;RGkR(mwtY1F>V9=eXnnfzx>|5aS9sXLQ+SZu`Fjxyz<4k zL1Uu*U`1)7eO#?FMEOkER|(8nB)Fe+Rgmuw(Eb3eki<^9HMjACXom*y*S_MN3S<8z zHJ}p}$GDCUeWXeMSOwts-$c4i0Y6Z(>*-|!BXi$}HCILm-xDUE0JESIIBn5;Y~Z=a zh`5=stIcKh(mx6f<&oMSH}<_BwS3sJnhWR9sZ&&DCE>1DV-{jc{_1!1m5fhV7`3r( z_=-2Q(E(+^vV6|D_8f$|@Y?fXhdM9~O0~lUvVZhciu07^aTQAk5LAx6ZGJ0}{Rwzl_7&hV06cKq*Ft-T zeRcFVGzC7vEyLjkRNliJTE}0z{%7le0OTtjI-dKmly(RW)s*ih%cVdBoJOYPy@J+s zOmEn>om{>Hr|F}Br>EV8TEs_C+@M^N*zn>H#fIGv{sn*kcdQx0t-u+oVH_0UuY_Mc zRPjgyKUR2R`QLEq|M1YLZUP+dz7FMyYH$b;hfn^~AN)Nqa|C4y(c}LD$L=!`*3Uru z@tvMCX<*~yyg%f|%C{R{L4b_90B%nX3)S664HODv7lG@_YOW6sUL;3J%3Mhse%cJe z*rb1EO?FPepT`4c1pHqe@M|QM_)RES{X0SckOQrF=*`6cO~{uU{wc|CgoL9YUQ%9FrJi6Gj%hwBOz)%icFBIM3VD4Jz)3Ks zE__r~Whz@$xJ)1)e|#Fda`&4WmIxo{$JX ztiXJS#4!aFRE`@cJ^OwR4?*Q&$8WB5{zrKo}n3yT?W&T>5f|7C$hO7If5{2UP-736}A1wb@-J8 zX14tOpX9}r3>-c*c0 zW`L2Z2vnns=o@80eJa^-pxgAG3NzPn$3U>hB}apCRb^{}VwM&`93A@R3b^!>ZBY2e zg(~*yqoxhTH|vUA4V3hq&hvHw* zzL6Pr z62}seY%w$=JCSV;&Y;A}k}zeC>`S(>Z(~WeF@!PIl$z5ZgGQE4^x=D6%U503_x}5q z2fQnxM@$Xc6=0B}Yl#W#!PGZ!2hQ9UdH|{fFl~$OKq=M}96LAg7h+jljax(#++5pY zLVKou?PCLM#&|2d0^8hYy2-ytv%+5)6EMrlP9OyUussiu^(&4E6ado$8`Mnu%o}Av zp1py6@zqpj-lEOSgI}`NY2oF)Kp`^<14~35=f7eQ`EN`Wgi!zWsrn6}7E{g>aM>H` z@8w-(*{v?tn-m*R?|HuPZb9UMgH1ER@n&Ls2p$Qtz{U=VloYTjyR!?@hC6WCLTLclXi|yvjg}x#Esr0yyAcorw z9A<$Pn~MBp33w7W#99w(K#toQJ#fbmz1;4s5bkDiDi8TAEjuWt1Cm z;^y`^WYzRYLF5ASqzRf@06^Ba?5SvYAS6=-V{0{`Pf-M7mWD^{KGMB9C0G3_rgF!G znl$djwL73p@*E-Mk%ZvHj}R;XQUJVqDqv5%J6LZ7oQhMNl%lNMfbTdamIsxbZ;XMe zUvRKj|AaE~m!INTm!Q@?&|_U_EMYCP3WetNycKkHCikOzg?c4CN!nZB%R6HL9z^|wp9vZQcM zU3=hxqb51HN0U(I8ObxW8iPkeqsZP8J1>FA}1R0&soHbI`}X+@U<9cXem7fZTmW6AswW|0+(WELsqoTCV~ zFRScfHnsI1iH_}=OgatdiPd;}G|W(DQD?efU!Kicm%UX@^MxW)9WYzc?80$1DgGW6 z{;rAn?lTj^iCBDyWYOv;#Jg&5(6Ntis(*z>GL6CPoGZkxZc|hZy>mGPC9$+PfiG?m zVK!+YrsE1t{6CH59YB6+X`UlK_jGO8=3h4Pfci8O{een;Fj$T>Pg{C_8eG0!Qx7Gp zRe)r5Sr{KSsC0I|yDr^loB^sQghwu|{oYWaZ7VcC>--!v89~uL1WoBzBb3;VUxW9k z%+7A*X=dU?dx*2%XCgd~>|^#n_m>C=pDXP6_8LnLJSy@O$t9Cn=1l)Q$21&b%x3CT zICWk}4V7g1O?q>%ZYqSfqcW($S3XV+Asg33R5*C<#-AM3MYOf%AVAeNe_;DIyONP) z<8%c}&_PX_>fdZ#|C%B*#UV^f!Tu%f=OG93s?GxG5BCS9_qzL=4pQ8Pc_vw~YL%(o z%zm!M*4W*}a6D$YoOI)@zmN*u@y5*9KA)X-=Dujh)eJ7n=s!o7G!0l7JSl@{b?)9# z8EO?uPVfN!(A3&xx6o%`9b_X{=WImwaY5 z8OnJENmg;%r0n4Lf+UQq!LuwPvUl9bOn+uzwz~p025ui0aO5)$=0`5tz$DAu)5M)M z`sRGze^q?pp8}@4bYQj1`ko1ftRr5>Em#Og(5idUqCd48A|B4~@4As<;(s*+>5F<* zn@I}%tZrb0I7+Q*HtVa`Jmh*m)OY}I(0F8;dgKDaSfeUsp{^*JbU)x4FU!IRNs{=j zJIxhuh?pk$va>w|@T%5sgnFxEEjv&AG05e7R=ink+b3#CIp#L#S@Z{J6O~ z?@D{X>mEt8nv@-x>&^6i_gdFnIQ^E&P=@MHZ-u+93(g!yi$;P@!EAN`D|J8&U&m;` z9NNK?=x`NKV7~R_`" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 5, + "text": [ + "" + ] + } + ], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While this graph gives us a great overview what status our leads are in, we'll likely want to know how each of the sales representatives are doing with their own leads. For that we'll need to get the owners using a similar list comprehension as we did above for the status." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "owners = [x['Owner']['Name'] for x in leads_for_status[\"records\"]]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For simplicity in grouping the values, I'm going to plug them into a pandas DataFrame." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "df = pd.DataFrame({'Owners':owners, 'Status':statuses})" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've got that we can do a simple lead comparison to compare how our Sales Reps are doing with their leads. We just create the bars for each lead owner." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "lead_comparison = []\n", + "for name, vals in df.groupby('Owners'):\n", + " counts = vals.Status.value_counts()\n", + " lead_comparison.append(Bar(x=counts.index, y=counts.values, name=name))" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(Data(lead_comparison), filename='salesforce/lead-owner-status-groupings')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's great is that plotly makes it simple to compare across groups. However now that we've seen leads, it's worth it to look into Opportunities." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "opportunity_amounts = sf.query(\"SELECT Id, Probability, StageName, Amount, Owner.Name FROM Opportunity WHERE AMOUNT < 10000\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "amounts = [x['Amount'] for x in opportunity_amounts['records']]\n", + "owners = [x['Owner']['Name'] for x in opportunity_amounts['records']]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "hist1 = Histogram(x=amounts)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 12 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(Data([hist1]), filename='salesforce/opportunity-probability-histogram')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 13, + "text": [ + "" + ] + } + ], + "prompt_number": 13 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "df2 = pd.DataFrame({'Amounts':amounts,'Owners':owners})" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 14 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "opportunity_comparisons = []\n", + "for name, vals in df2.groupby('Owners'):\n", + " temp = Histogram(x=vals['Amounts'], opacity=0.75, name=name)\n", + " opportunity_comparisons.append(temp)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 15 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "layout = Layout(\n", + " barmode='stack'\n", + ")\n", + "fig = Figure(data=Data(opportunity_comparisons), layout=layout)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "py.iplot(fig, filename='salesforce/opportunities-histogram')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 17, + "text": [ + "" + ] + } + ], + "prompt_number": 17 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By clicking on the \"play with this data!\" you can export, share, collaborate, and embed these plots. I've used it to share annotations about data and try out more colors. The GUI makes it easy for less technically oriented people to play with the data as well. Check out how the above was changed below or you can follow the link to make your own edits." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from IPython.display import HTML\n", + "HTML(\"\"\"
\n", + " \"Chuck\n", + " \n", + "
\"\"\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
\n", + " \"Chuck\n", + " \n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 18, + "text": [ + "" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After comparing those two representatives. It's always helpful to have that high level view of the sales pipeline. Below I'm querying all of our open opportunities with their Probabilities and close dates. This will help us make a forecasting graph of what's to come soon." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "large_opps = sf.query(\"SELECT Id, Name, Probability, ExpectedRevenue, StageName, Amount, CloseDate, Owner.Name FROM Opportunity WHERE StageName NOT IN ('Closed Lost', 'Closed Won') AND Amount > 5000\")" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 19 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "large_opps_df = pd.DataFrame(large_opps['records'])\n", + "large_opps_df['Owner'] = large_opps_df.Owner.apply(lambda x: x['Name']) # just extract owner name\n", + "large_opps_df.drop('attributes', inplace=True, axis=1) # get rid of extra return data from Salesforce\n", + "large_opps_df.head()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AmountCloseDateExpectedRevenueIdNameOwnerProbabilityStageName
0 15000 2015-06-03 9000 0061a000002vYrwAAE Grand Hotels Kitchen Generator Bill C 60 Id. Decision Makers
1 90000 2015-05-03 81000 0061a000002vYsIAAU Grand Hotels SLA Chuck Brockerson 90 Negotiation/Review
2 80000 2015-05-22 60000 0061a000002vYs3AAE Express Logistics Portable Truck Generators Bill C 75 Proposal/Price Quote
3 22000 2015-05-07 11000 0061a000002vYruAAE Express Logistics Standby Generator Chuck Brockerson 50 Value Proposition
4 100000 2015-06-17 90000 0061a000002vYsCAAU University of AZ Installations Bill C 90 Negotiation/Review
\n", + "
" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": [ + " Amount CloseDate ExpectedRevenue Id \\\n", + "0 15000 2015-06-03 9000 0061a000002vYrwAAE \n", + "1 90000 2015-05-03 81000 0061a000002vYsIAAU \n", + "2 80000 2015-05-22 60000 0061a000002vYs3AAE \n", + "3 22000 2015-05-07 11000 0061a000002vYruAAE \n", + "4 100000 2015-06-17 90000 0061a000002vYsCAAU \n", + "\n", + " Name Owner Probability \\\n", + "0 Grand Hotels Kitchen Generator Bill C 60 \n", + "1 Grand Hotels SLA Chuck Brockerson 90 \n", + "2 Express Logistics Portable Truck Generators Bill C 75 \n", + "3 Express Logistics Standby Generator Chuck Brockerson 50 \n", + "4 University of AZ Installations Bill C 90 \n", + "\n", + " StageName \n", + "0 Id. Decision Makers \n", + "1 Negotiation/Review \n", + "2 Proposal/Price Quote \n", + "3 Value Proposition \n", + "4 Negotiation/Review " + ] + } + ], + "prompt_number": 20 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scatters = []\n", + "for name, temp_df in large_opps_df.groupby('Owner'):\n", + " hover_text = temp_df.Name + \"
Close Probability: \" + temp_df.Probability.map(str) + \"
Stage:\" + temp_df.StageName\n", + " scatters.append(\n", + " Scatter(\n", + " x=temp_df.CloseDate,\n", + " y=temp_df.Amount,\n", + " mode='markers',\n", + " name=name,\n", + " text=hover_text,\n", + " marker=Marker(\n", + " size=(temp_df.Probability / 2) # helps keep the bubbles of managable size\n", + " )\n", + " )\n", + " )" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 21 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "data = Data(scatters)\n", + "layout = Layout(\n", + " title='Open Large Deals',\n", + " xaxis=XAxis(\n", + " title='Close Date'\n", + " ),\n", + " yaxis=YAxis(\n", + " title='Deal Amount',\n", + " showgrid=False\n", + " )\n", + ")\n", + "fig = Figure(data=data, layout=layout)\n", + "py.iplot(fig, filename='salesforce/open-large-deals-scatter')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 22, + "text": [ + "" + ] + } + ], + "prompt_number": 22 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plotly makes it easy to create many different kinds of charts. The above graph shows the deals in the pipeline over the coming months. The larger the bubble, the more likely it is to close. Hover over the bubbles to see that data. This graph is ideal for a sales manager to see how each of his sales reps are doing over the coming months.\n", + "\n", + "One of the benefits of Plotly is the availability of features. it's easy to make things like live updating dashboards for managers. \n", + "\n", + "Learn more advanced features below:\n", + "\n", + "- [Live update Plotly graphs in Python with cron jobs](http://moderndata.plot.ly/update-plotly-charts-with-cron-jobs-and-python/)\n", + "- [Graph mysql data with Plotly and Python](http://moderndata.plot.ly/graph-data-from-mysql-database-in-python/)\n", + "- [More on creating web-based visualizations in Python with Plotly](https://plot.ly/python/)" + ] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/salesforce/salesforce.py b/notebooks/salesforce/salesforce.py new file mode 100644 index 0000000..2b760d9 --- /dev/null +++ b/notebooks/salesforce/salesforce.py @@ -0,0 +1,209 @@ + +# coding: utf-8 + +# # Interactive Salesforce Graphing +# +# Salesforce reports are great for getting a handle on the numbers but [Plotly](http://plot.ly/) allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With [Simple Salesforce](https://github.com/neworganizing/simple-salesforce), it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards. +# +# This notebook walks you through that basic process of getting something like that set up. +# +# First you'll need [Plotly](http://plot.ly/). Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers (https://plot.ly/product/enterprise/). To get started visit https://plot.ly/python/getting-started/ . It's simple interface makes it easy to get interactive graphics done quickly. +# +# You'll also need a Salesforce Developer (or regular Salesforce Account). [You can get a salesforce developer account for free](https://developer.salesforce.com/signup) at their developer portal. + +# In[1]: + +# we'll first start off with some basic imports. +import pandas as pd +import numpy as np +from collections import Counter +import requests + +import plotly.plotly as py +from plotly.graph_objs import * + +from simple_salesforce import Salesforce +requests.packages.urllib3.disable_warnings() # this squashes insecure SSL warnings - DO NOT DO THIS ON PRODUCTION! + + +# I've stored my Salesforce login in a text file however you're free to store them as environmental variables. As a reminder, login details should NEVER be included in version control. + +# Logging into Salesforce is as easy as entering in your username, password, and security token given to you by Salesforce. +# +# [Here's how to get your security token from Salesforce.](https://help.salesforce.com/apex/HTViewHelpDoc?id=user_security_token.htm) + +# In[2]: + +with open('salesforce_login.txt') as f: + username, password, token = [x.strip("\n") for x in f.readlines()] +sf = Salesforce(username=username, password=password, security_token=token) + + +# At this time we're going to write a simply SOQL query to get some basic information from some leads. We'll query the status and Owner from our leads. +# +# Further reference for the Salesforce API and writing SOQL queries: +# +# http://www.salesforce.com/us/developer/docs/soql_sosl/ +# +# SOQL is just Salesforce's version of SQL. + +# In[3]: + +leads_for_status = sf.query("SELECT Id, Status, Owner.Name FROM Lead") + + +# Now we'll use a quick list comprehension to get just our statuses from those records (which are in an ordered dictionary format). + +# In[4]: + +statuses = [x['Status'] for x in leads_for_status["records"]] +status_counts = Counter(statuses) + + +# Now we can take advantage of Plotly's simple IPython Notebook interface to plot the graph in our notebook. + +# In[5]: + +data = Data([Bar(x=status_counts.keys(), y=status_counts.values())]) +py.iplot(data, filename='salesforce/lead-distributions') + + +# While this graph gives us a great overview what status our leads are in, we'll likely want to know how each of the sales representatives are doing with their own leads. For that we'll need to get the owners using a similar list comprehension as we did above for the status. + +# In[6]: + +owners = [x['Owner']['Name'] for x in leads_for_status["records"]] + + +# For simplicity in grouping the values, I'm going to plug them into a pandas DataFrame. + +# In[7]: + +df = pd.DataFrame({'Owners':owners, 'Status':statuses}) + + +# Now that we've got that we can do a simple lead comparison to compare how our Sales Reps are doing with their leads. We just create the bars for each lead owner. + +# In[8]: + +lead_comparison = [] +for name, vals in df.groupby('Owners'): + counts = vals.Status.value_counts() + lead_comparison.append(Bar(x=counts.index, y=counts.values, name=name)) + + +# In[9]: + +py.iplot(Data(lead_comparison), filename='salesforce/lead-owner-status-groupings') + + +# What's great is that plotly makes it simple to compare across groups. However now that we've seen leads, it's worth it to look into Opportunities. + +# In[10]: + +opportunity_amounts = sf.query("SELECT Id, Probability, StageName, Amount, Owner.Name FROM Opportunity WHERE AMOUNT < 10000") + + +# In[11]: + +amounts = [x['Amount'] for x in opportunity_amounts['records']] +owners = [x['Owner']['Name'] for x in opportunity_amounts['records']] + + +# In[12]: + +hist1 = Histogram(x=amounts) + + +# In[13]: + +py.iplot(Data([hist1]), filename='salesforce/opportunity-probability-histogram') + + +# In[14]: + +df2 = pd.DataFrame({'Amounts':amounts,'Owners':owners}) + + +# In[15]: + +opportunity_comparisons = [] +for name, vals in df2.groupby('Owners'): + temp = Histogram(x=vals['Amounts'], opacity=0.75, name=name) + opportunity_comparisons.append(temp) + + +# In[16]: + +layout = Layout( + barmode='stack' +) +fig = Figure(data=Data(opportunity_comparisons), layout=layout) + + +# In[17]: + +py.iplot(fig, filename='salesforce/opportunities-histogram') + + +# By clicking on the "play with this data!" you can export, share, collaborate, and embed these plots. I've used it to share annotations about data and try out more colors. The GUI makes it easy for less technically oriented people to play with the data as well. Check out how the above was changed below or you can follow the link to make your own edits. + +# In[18]: + +from IPython.display import HTML +HTML("""
+ Chuck vs Bill Sales Amounts + +
""") + + +# After comparing those two representatives. It's always helpful to have that high level view of the sales pipeline. Below I'm querying all of our open opportunities with their Probabilities and close dates. This will help us make a forecasting graph of what's to come soon. + +# In[19]: + +large_opps = sf.query("SELECT Id, Name, Probability, ExpectedRevenue, StageName, Amount, CloseDate, Owner.Name FROM Opportunity WHERE StageName NOT IN ('Closed Lost', 'Closed Won') AND Amount > 5000") + + +# In[20]: + +large_opps_df = pd.DataFrame(large_opps['records']) +large_opps_df['Owner'] = large_opps_df.Owner.apply(lambda x: x['Name']) # just extract owner name +large_opps_df.drop('attributes', inplace=True, axis=1) # get rid of extra return data from Salesforce +large_opps_df.head() + + +# In[21]: + +scatters = [] +for name, temp_df in large_opps_df.groupby('Owner'): + hover_text = temp_df.Name + "
Close Probability: " + temp_df.Probability.map(str) + "
Stage:" + temp_df.StageName + scatters.append( + Scatter( + x=temp_df.CloseDate, + y=temp_df.Amount, + mode='markers', + name=name, + text=hover_text, + marker=Marker( + size=(temp_df.Probability / 2) # helps keep the bubbles of managable size + ) + ) + ) + + +# In[22]: + +data = Data(scatters) +layout = Layout( + title='Open Large Deals', + xaxis=XAxis( + title='Close Date' + ), + yaxis=YAxis( + title='Deal Amount', + showgrid=False + ) +) +fig = Figure(data=data, layout=layout) +py.iplot(fig, filename='salesforce/open-large-deals-scatter') + diff --git a/notebooks/salesforce/salesforce_login.txt b/notebooks/salesforce/salesforce_login.txt new file mode 100755 index 0000000..82b5cc3 --- /dev/null +++ b/notebooks/salesforce/salesforce_login.txt @@ -0,0 +1,3 @@ +mtbsnapshot@gmail.com +fakesalesforce1 +cOWAg4obkZETb51jPXk3mPSO From ecc2214acdb68241ddca0af387b2eceec8b32658 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Mar 2015 23:32:49 -0400 Subject: [PATCH 060/163] sentence case + include last nb cell --- notebooks/salesforce/config.json | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/notebooks/salesforce/config.json b/notebooks/salesforce/config.json index 8b12f48..8ebe545 100644 --- a/notebooks/salesforce/config.json +++ b/notebooks/salesforce/config.json @@ -1,8 +1,8 @@ { - "title": "Interactive Graphing with Salesforce", - "title_short": "Interactive Graphing with Salesforce", - "meta_description": "Create interactive graphs with salesforce and plotly", - "cells": [0, -1], + "title": "Interactive graphing with Salesforce", + "title_short": "Interactive graphing with Salesforce", + "meta_description": "Create interactive graphs with salesforce, IPython Notebook and plotly", + "cells": [0, "end"], "relative_url": "salesforce", "thumbnail_image": "", "non_pip_deps": [ From d07aed3896781ac3168e9158e78b6397a20d5bd4 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Mar 2015 23:33:32 -0400 Subject: [PATCH 061/163] http://plot.ly -> https://plot.ly --- notebooks/salesforce/salesforce.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/salesforce/salesforce.ipynb b/notebooks/salesforce/salesforce.ipynb index 06d2728..4058480 100644 --- a/notebooks/salesforce/salesforce.ipynb +++ b/notebooks/salesforce/salesforce.ipynb @@ -14,11 +14,11 @@ "source": [ "# Interactive Salesforce Graphing\n", "\n", - "Salesforce reports are great for getting a handle on the numbers but [Plotly](http://plot.ly/) allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With [Simple Salesforce](https://github.com/neworganizing/simple-salesforce), it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards.\n", + "Salesforce reports are great for getting a handle on the numbers but [Plotly](https://plot.ly/) allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With [Simple Salesforce](https://github.com/neworganizing/simple-salesforce), it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards.\n", "\n", "This notebook walks you through that basic process of getting something like that set up. \n", "\n", - "First you'll need [Plotly](http://plot.ly/). Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers (https://plot.ly/product/enterprise/). To get started visit https://plot.ly/python/getting-started/ . It's simple interface makes it easy to get interactive graphics done quickly.\n", + "First you'll need [Plotly](https://plot.ly/). Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers (https://plot.ly/product/enterprise/). To get started visit https://plot.ly/python/getting-started/ . It's simple interface makes it easy to get interactive graphics done quickly.\n", "\n", "You'll also need a Salesforce Developer (or regular Salesforce Account). [You can get a salesforce developer account for free](https://developer.salesforce.com/signup) at their developer portal." ] @@ -605,4 +605,4 @@ "metadata": {} } ] -} \ No newline at end of file +} From 36daee516b33cfd1c76ff014baafa4f923f40160 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Mar 2015 23:34:34 -0400 Subject: [PATCH 062/163] add remove_title step in publish.py --- _makescripts/publish.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/_makescripts/publish.py b/_makescripts/publish.py index b8056d5..302b2b7 100644 --- a/_makescripts/publish.py +++ b/_makescripts/publish.py @@ -34,6 +34,12 @@ def img_alt(img_src, img_i): img_alt=img_alt) +# Remove title +def remove_title(body): + H1 = body.findAll('h1') # TODO check 'h2' also? + H1[0].extract() + + # Add lightbox anchors around def add_lightbox(body): imgs = body.findAll('img') @@ -165,6 +171,7 @@ def main(): path_image, tree['static']['image']) # Update body + remove_title(body) update_anchors(body) add_lightbox(body) add_in_out_anchors(body) From d4ba43bd80f3d7ea7f9c0255f408a2e48d034167 Mon Sep 17 00:00:00 2001 From: etpinard Date: Wed, 18 Mar 2015 23:34:52 -0400 Subject: [PATCH 063/163] make run-publish --- _published/includes/references.json | 11 + _published/includes/salesforce/body.html | 941 +++++++++++++++++++++ _published/includes/salesforce/config.json | 9 + _published/sitemaps.py | 13 + _published/urls.py | 5 + notebooks/salesforce/salesforce.py | 14 +- 6 files changed, 991 insertions(+), 2 deletions(-) create mode 100644 _published/includes/salesforce/body.html create mode 100644 _published/includes/salesforce/config.json diff --git a/_published/includes/references.json b/_published/includes/references.json index a56a712..dfd9115 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -8,6 +8,10 @@ "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", "config": "api_docs/includes/ipython_notebooks/make_subplots/config.json" }, + "salesforce": { + "body": "api_docs/includes/ipython_notebooks/salesforce/body.html", + "config": "api_docs/includes/ipython_notebooks/salesforce/config.json" + }, "collaborate": { "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" @@ -30,6 +34,12 @@ } }, "splash": [ + { + "title_short": "Interactive graphing with Salesforce", + "thumbnail_image": "", + "relative_url": "salesforce", + "title": "Interactive graphing with Salesforce" + }, { "title_short": "Graph Gmail inbox data", "thumbnail_image": "", @@ -74,6 +84,7 @@ } ], "notebooks": [ + "salesforce", "gmail", "markowitz", "cartodb", diff --git a/_published/includes/salesforce/body.html b/_published/includes/salesforce/body.html new file mode 100644 index 0000000..ddd6fc2 --- /dev/null +++ b/_published/includes/salesforce/body.html @@ -0,0 +1,941 @@ +
+
+
+
+
+
+
+

+ Salesforce reports are great for getting a handle on the numbers but + + Plotly + + allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With + + Simple Salesforce + + , it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards. +

+

+ This notebook walks you through that basic process of getting something like that set up. +

+

+ First you'll need + + Plotly + + . Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers ( + + https://plot.ly/product/enterprise/ + + ). To get started visit + + https://plot.ly/python/getting-started/ + + . It's simple interface makes it easy to get interactive graphics done quickly. +

+

+ You'll also need a Salesforce Developer (or regular Salesforce Account). + + You can get a salesforce developer account for free + + at their developer portal. +

+
+
+
+
+
+ +
+
+
+ 
# we'll first start off with some basic imports.
+import pandas as pd
+import numpy as np
+from collections import Counter
+import requests
+
+import plotly.plotly as py
+from plotly.graph_objs import *
+
+from simple_salesforce import Salesforce
+requests.packages.urllib3.disable_warnings() # this squashes insecure SSL warnings - DO NOT DO THIS ON PRODUCTION!
+
+
+
+
+
+
+
+
+
+
+
+

+ I've stored my Salesforce login in a text file however you're free to store them as environmental variables. As a reminder, login details should NEVER be included in version control. +

+
+
+
+
+
+
+
+
+

+ Logging into Salesforce is as easy as entering in your username, password, and security token given to you by Salesforce. +

+

+ + Here's how to get your security token from Salesforce. + +

+
+
+
+
+
+ +
+
+
+ 
with open('salesforce_login.txt') as f:
+    username, password, token = [x.strip("\n") for x in f.readlines()]
+sf = Salesforce(username=username, password=password, security_token=token)
+
+
+
+
+
+
+
+
+
+
+
+

+ At this time we're going to write a simply SOQL query to get some basic information from some leads. We'll query the status and Owner from our leads. +

+

+ Further reference for the Salesforce API and writing SOQL queries: +

+

+ + http://www.salesforce.com/us/developer/docs/soql_sosl/ + +

+

+ SOQL is just Salesforce's version of SQL. +

+
+
+
+
+
+ +
+
+
+ 
leads_for_status = sf.query("SELECT Id, Status, Owner.Name FROM Lead")
+
+
+
+
+
+
+
+
+
+
+
+

+ Now we'll use a quick list comprehension to get just our statuses from those records (which are in an ordered dictionary format). +

+
+
+
+
+
+ +
+
+
+ 
statuses = [x['Status'] for x in leads_for_status["records"]]
+status_counts = Counter(statuses)
+
+
+
+
+
+
+
+
+
+
+
+

+ Now we can take advantage of Plotly's simple IPython Notebook interface to plot the graph in our notebook. +

+
+
+
+
+
+ +
+
+
+ 
data = Data([Bar(x=status_counts.keys(), y=status_counts.values())])
+py.iplot(data, filename='salesforce/lead-distributions')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ While this graph gives us a great overview what status our leads are in, we'll likely want to know how each of the sales representatives are doing with their own leads. For that we'll need to get the owners using a similar list comprehension as we did above for the status. +

+
+
+
+
+
+ +
+
+
+ 
owners = [x['Owner']['Name'] for x in leads_for_status["records"]]
+
+
+
+
+
+
+
+
+
+
+
+

+ For simplicity in grouping the values, I'm going to plug them into a pandas DataFrame. +

+
+
+
+
+
+ +
+
+
+ 
df = pd.DataFrame({'Owners':owners, 'Status':statuses})
+
+
+
+
+
+
+
+
+
+
+
+

+ Now that we've got that we can do a simple lead comparison to compare how our Sales Reps are doing with their leads. We just create the bars for each lead owner. +

+
+
+
+
+
+ +
+
+
+ 
lead_comparison = []
+for name, vals in df.groupby('Owners'):
+    counts = vals.Status.value_counts()
+    lead_comparison.append(Bar(x=counts.index, y=counts.values, name=name))
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(Data(lead_comparison), filename='salesforce/lead-owner-status-groupings')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ What's great is that plotly makes it simple to compare across groups. However now that we've seen leads, it's worth it to look into Opportunities. +

+
+
+
+
+
+ +
+
+
+ 
opportunity_amounts = sf.query("SELECT Id, Probability, StageName, Amount, Owner.Name FROM Opportunity WHERE AMOUNT < 10000")
+
+
+
+
+
+
+
+
+ +
+
+
+ 
amounts = [x['Amount'] for x in opportunity_amounts['records']]
+owners = [x['Owner']['Name'] for x in opportunity_amounts['records']]
+
+
+
+
+
+
+
+
+ +
+
+
+ 
hist1 = Histogram(x=amounts)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(Data([hist1]), filename='salesforce/opportunity-probability-histogram')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+ +
+
+
+ 
df2 = pd.DataFrame({'Amounts':amounts,'Owners':owners})
+
+
+
+
+
+
+
+
+ +
+
+
+ 
opportunity_comparisons = []
+for name, vals in df2.groupby('Owners'):
+    temp = Histogram(x=vals['Amounts'], opacity=0.75, name=name)
+    opportunity_comparisons.append(temp)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout = Layout(
+    barmode='stack'
+)
+fig = Figure(data=Data(opportunity_comparisons), layout=layout)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig, filename='salesforce/opportunities-histogram')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ By clicking on the "play with this data!" you can export, share, collaborate, and embed these plots. I've used it to share annotations about data and try out more colors. The GUI makes it easy for less technically oriented people to play with the data as well. Check out how the above was changed below or you can follow the link to make your own edits. +

+
+
+
+
+
+ +
+
+
+ 
from IPython.display import HTML
+HTML("""<div>
+    <a href="https://plot.ly/~bill_chambers/21/" target="_blank" title="Chuck vs Bill Sales Amounts" style="display: block; text-align: center;"><img src="https://plot.ly/~bill_chambers/21.png" alt="Chuck vs Bill Sales Amounts" style="max-width: 100%;width: 1368px;"  width="1368" onerror="this.onerror=null;this.src='https://plot.ly/404.png';" /></a>
+    <script data-plotly="bill_chambers:21" src="https://plot.ly/embed.js" async></script>
+</div>""")
+
+
+
+
+
+
+
+
+ +
+
+ + + Chuck vs Bill Sales Amounts - Interactive graphing with Salesforce image01 + + + +
+
+
+
+
+
+
+
+
+
+
+

+ After comparing those two representatives. It's always helpful to have that high level view of the sales pipeline. Below I'm querying all of our open opportunities with their Probabilities and close dates. This will help us make a forecasting graph of what's to come soon. +

+
+
+
+
+
+ +
+
+
+ 
large_opps = sf.query("SELECT Id, Name, Probability, ExpectedRevenue, StageName, Amount, CloseDate, Owner.Name FROM Opportunity WHERE StageName NOT IN ('Closed Lost', 'Closed Won') AND Amount > 5000")
+
+
+
+
+
+
+
+
+ +
+
+
+ 
large_opps_df = pd.DataFrame(large_opps['records'])
+large_opps_df['Owner'] = large_opps_df.Owner.apply(lambda x: x['Name']) # just extract owner name
+large_opps_df.drop('attributes', inplace=True, axis=1) # get rid of extra return data from Salesforce
+large_opps_df.head()
+
+
+
+
+
+
+
+
+ +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + Amount + + CloseDate + + ExpectedRevenue + + Id + + Name + + Owner + + Probability + + StageName +
+ 0 + + 15000 + + 2015-06-03 + + 9000 + + 0061a000002vYrwAAE + + Grand Hotels Kitchen Generator + + Bill C + + 60 + + Id. Decision Makers +
+ 1 + + 90000 + + 2015-05-03 + + 81000 + + 0061a000002vYsIAAU + + Grand Hotels SLA + + Chuck Brockerson + + 90 + + Negotiation/Review +
+ 2 + + 80000 + + 2015-05-22 + + 60000 + + 0061a000002vYs3AAE + + Express Logistics Portable Truck Generators + + Bill C + + 75 + + Proposal/Price Quote +
+ 3 + + 22000 + + 2015-05-07 + + 11000 + + 0061a000002vYruAAE + + Express Logistics Standby Generator + + Chuck Brockerson + + 50 + + Value Proposition +
+ 4 + + 100000 + + 2015-06-17 + + 90000 + + 0061a000002vYsCAAU + + University of AZ Installations + + Bill C + + 90 + + Negotiation/Review +
+
+
+
+
+
+
+
+
+ +
+
+
+ 
scatters = []
+for name, temp_df in large_opps_df.groupby('Owner'):
+    hover_text = temp_df.Name + "<br>Close Probability: " + temp_df.Probability.map(str) + "<br>Stage:" + temp_df.StageName
+    scatters.append(
+        Scatter(
+            x=temp_df.CloseDate,
+            y=temp_df.Amount,
+            mode='markers',
+            name=name,
+            text=hover_text,
+            marker=Marker(
+                size=(temp_df.Probability / 2) # helps keep the bubbles of managable size
+            )
+        )
+    )
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data = Data(scatters)
+layout = Layout(
+    title='Open Large Deals',
+    xaxis=XAxis(
+        title='Close Date'
+    ),
+    yaxis=YAxis(
+        title='Deal Amount',
+        showgrid=False
+    )
+)
+fig = Figure(data=data, layout=layout)
+py.iplot(fig, filename='salesforce/open-large-deals-scatter')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Plotly makes it easy to create many different kinds of charts. The above graph shows the deals in the pipeline over the coming months. The larger the bubble, the more likely it is to close. Hover over the bubbles to see that data. This graph is ideal for a sales manager to see how each of his sales reps are doing over the coming months. +

+

+ One of the benefits of Plotly is the availability of features. it's easy to make things like live updating dashboards for managers. +

+

+ Learn more advanced features below: +

+ +
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/salesforce/config.json b/_published/includes/salesforce/config.json new file mode 100644 index 0000000..68b342f --- /dev/null +++ b/_published/includes/salesforce/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "Create interactive graphs with salesforce, IPython Notebook and plotly", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/salesforce", + "title_short": "Interactive graphing with Salesforce", + "last_modified": "Wednesday 18 March 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/salesforce/salesforce.ipynb", + "title": "Interactive graphing with Salesforce", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/salesforce/salesforce.py" +} diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 72fcf1e..ccfdea5 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/salesforce', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'salesforce', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/graph-gmail-inbox-data', lmfile=os.path.join( diff --git a/_published/urls.py b/_published/urls.py index 7a46b2e..5f8d4a8 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("salesforce/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='salesforce'), + name='ipython-notebook-salesforce'), url("graph-gmail-inbox-data/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', diff --git a/notebooks/salesforce/salesforce.py b/notebooks/salesforce/salesforce.py index 2b760d9..4f16efd 100644 --- a/notebooks/salesforce/salesforce.py +++ b/notebooks/salesforce/salesforce.py @@ -3,11 +3,11 @@ # # Interactive Salesforce Graphing # -# Salesforce reports are great for getting a handle on the numbers but [Plotly](http://plot.ly/) allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With [Simple Salesforce](https://github.com/neworganizing/simple-salesforce), it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards. +# Salesforce reports are great for getting a handle on the numbers but [Plotly](https://plot.ly/) allows for interactivity not built into the Reports Module in Salesforce. Luckily Salesforce has amazing tools around exporting data, from excel and csv files to a robust and reliable API. With [Simple Salesforce](https://github.com/neworganizing/simple-salesforce), it's simple to make REST calls to the Salesforce API and get your hands on data to make real time, interactive dashboards. # # This notebook walks you through that basic process of getting something like that set up. # -# First you'll need [Plotly](http://plot.ly/). Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers (https://plot.ly/product/enterprise/). To get started visit https://plot.ly/python/getting-started/ . It's simple interface makes it easy to get interactive graphics done quickly. +# First you'll need [Plotly](https://plot.ly/). Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your own servers (https://plot.ly/product/enterprise/). To get started visit https://plot.ly/python/getting-started/ . It's simple interface makes it easy to get interactive graphics done quickly. # # You'll also need a Salesforce Developer (or regular Salesforce Account). [You can get a salesforce developer account for free](https://developer.salesforce.com/signup) at their developer portal. @@ -207,3 +207,13 @@ fig = Figure(data=data, layout=layout) py.iplot(fig, filename='salesforce/open-large-deals-scatter') + +# Plotly makes it easy to create many different kinds of charts. The above graph shows the deals in the pipeline over the coming months. The larger the bubble, the more likely it is to close. Hover over the bubbles to see that data. This graph is ideal for a sales manager to see how each of his sales reps are doing over the coming months. +# +# One of the benefits of Plotly is the availability of features. it's easy to make things like live updating dashboards for managers. +# +# Learn more advanced features below: +# +# - [Live update Plotly graphs in Python with cron jobs](http://moderndata.plot.ly/update-plotly-charts-with-cron-jobs-and-python/) +# - [Graph mysql data with Plotly and Python](http://moderndata.plot.ly/graph-data-from-mysql-database-in-python/) +# - [More on creating web-based visualizations in Python with Plotly](https://plot.ly/python/) From 888fb27c03ac787ef2c1c7655268b769e20000e9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=C3=89tienne=20T=C3=A9treault-Pinard?= Date: Wed, 18 Mar 2015 23:47:25 -0400 Subject: [PATCH 064/163] Update CONTRIBUTING.md --- CONTRIBUTING.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 8f7d5cb..64a75e8 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -100,9 +100,13 @@ and fill in the generated notebook `config.json` - **Don't forget to remove the comments from the json file** +- Sentence case are encouraged for the `title` and `title_short` fields + - If the `title` attributes is longer than 50 character, consider including `\n` to make the title appears on two lines. +- To include all cells in the published notebook set `cells: [0, "end"]`. Alternatively, set `cells: [0, -1]` to include all cells but the last. + #### Step 3: ``` From f747e00d53e2ce94edb68a3f24e40c6f5254656e Mon Sep 17 00:00:00 2001 From: saeedamen Date: Tue, 31 Mar 2015 15:20:24 +0100 Subject: [PATCH 065/163] Adding UK election --- notebooks/ukelectionbbg/bbg_com.py | 619 +++++++++++++++ notebooks/ukelectionbbg/config.json | 15 + notebooks/ukelectionbbg/ukelectionbbg.ipynb | 815 ++++++++++++++++++++ 3 files changed, 1449 insertions(+) create mode 100644 notebooks/ukelectionbbg/bbg_com.py create mode 100644 notebooks/ukelectionbbg/config.json create mode 100644 notebooks/ukelectionbbg/ukelectionbbg.ipynb diff --git a/notebooks/ukelectionbbg/bbg_com.py b/notebooks/ukelectionbbg/bbg_com.py new file mode 100644 index 0000000..767b0ba --- /dev/null +++ b/notebooks/ukelectionbbg/bbg_com.py @@ -0,0 +1,619 @@ +__author__ = 'saeedamen' + +""" + Thalesians Ltd (www.thalesians.com) please contact saeed@thalesians.com for further information + You are free to modify and distribute this code as you see fit provided this source is cited +""" + +""" +methods for using the bbg COM API v3 from python +Written by Brian P. Smith (brian.p.smith@gmail.com) + +(modified by Saeed Amen (saeed@thalesians.com) for Python 3.4) +""" +from win32gui import PumpWaitingMessages +from win32com.client import DispatchWithEvents, constants, CastTo +from collections import defaultdict, namedtuple +from datetime import datetime, timedelta +from pandas import DataFrame, to_datetime, concat, Panel +import numpy as np + +SecurityErrorAttrs = ['security', 'source', 'code', 'category', 'message', 'subcategory'] +SecurityError = namedtuple('SecurityError', SecurityErrorAttrs) +FieldErrorAttrs = ['security', 'field', 'source', 'code', 'category', 'message', 'subcategory'] +FieldError = namedtuple('FieldError', FieldErrorAttrs) + +# poor mans debugging +DEBUG = False + +class XmlHelper(object): + @staticmethod + def security_iter(nodearr): + """ provide a security data iterator by returning a tuple of (Element, SecurityError) which are mutually exclusive """ + assert nodearr.Name == 'securityData' and nodearr.IsArray + for i in range(nodearr.NumValues): + node = nodearr.GetValue(i) + err = XmlHelper.get_security_error(node) + result = (None, err) if err else (node, None) + yield result + + @staticmethod + def message_iter(evt): + """ provide a message iterator which checks for a response error prior to returning """ + iter = evt.CreateMessageIterator() + while iter.Next(): + msg = iter.Message + if DEBUG: + print(msg.Print) + if msg.AsElement.HasElement('responseError'): + raise Exception(msg.AsElement.GetValue('message')) + yield msg + + @staticmethod + def get_sequence_value(node): + """Convert an element with DataType Sequence to a DataFrame. + Note this may be a naive implementation as I assume that bulk data is always a table + """ + assert node.Datatype == 15 + data = defaultdict(list) + cols = [] + for i in range(node.NumValues): + row = node.GetValue(i) + if i == 0: # Get the ordered cols and assume they are constant + cols = [str(row.GetElement(_).Name) for _ in range(row.NumElements)] + + for cidx in range(row.NumElements): + col = row.GetElement(cidx) + data[str(col.Name)].append(XmlHelper.as_value(col)) + return DataFrame(data, columns=cols) + + @staticmethod + def as_value(ele): + """ convert the specified element as a python value """ + dtype = ele.Datatype + #print '%s = %s' % (ele.Name, dtype) + if dtype in (1, 2, 3, 4, 5, 6, 7, 9, 12): + # BOOL, CHAR, BYTE, INT32, INT64, FLOAT32, FLOAT64, BYTEARRAY, DECIMAL) + return ele.Value + elif dtype == 8: # String + val = ele.Value + if val: + # us centric :) + val = val.encode('ascii', 'replace') + return str(val) + elif dtype == 10: # Date + v = ele.Value + return datetime(year=v.year, month=v.month, day=v.day).date() if v else np.nan + elif dtype == 11: # Time + v = ele.Value + return datetime(hour=v.hour, minute=v.minute, second=v.second).time() if v else np.nan + elif dtype == 13: # Datetime + v = ele.Value + return datetime(year=v.year, month=v.month, day=v.day, hour=v.hour, minute=v.minute, second=v.second) + elif dtype == 14: # Enumeration + raise NotImplementedError('ENUMERATION data type needs implemented') + elif dtype == 16: # Choice + raise NotImplementedError('CHOICE data type needs implemented') + elif dtype == 15: # SEQUENCE + return XmlHelper.get_sequence_value(ele) + else: + raise NotImplementedError('Unexpected data type %s. Check documentation' % dtype) + + @staticmethod + def get_child_value(parent, name, allow_missing=0): + """ return the value of the child element with name in the parent Element """ + if not parent.HasElement(name): + if allow_missing: + return np.nan + else: + raise Exception('failed to find child element %s in parent' % name) + else: + return XmlHelper.as_value(parent.GetElement(name)) + + @staticmethod + def get_child_values(parent, names): + """ return a list of values for the specified child fields. If field not in Element then replace with nan. """ + vals = [] + for name in names: + if parent.HasElement(name): + vals.append(XmlHelper.as_value(parent.GetElement(name))) + else: + vals.append(np.nan) + return vals + + @staticmethod + def as_security_error(node, secid): + """ convert the securityError element to a SecurityError """ + assert node.Name == 'securityError' + src = XmlHelper.get_child_value(node, 'source') + code = XmlHelper.get_child_value(node, 'code') + cat = XmlHelper.get_child_value(node, 'category') + msg = XmlHelper.get_child_value(node, 'message') + subcat = XmlHelper.get_child_value(node, 'subcategory') + return SecurityError(security=secid, source=src, code=code, category=cat, message=msg, subcategory=subcat) + + @staticmethod + def as_field_error(node, secid): + """ convert a fieldExceptions element to a FieldError or FieldError array """ + assert node.Name == 'fieldExceptions' + if node.IsArray: + return [XmlHelper.as_field_error(node.GetValue(_), secid) for _ in range(node.NumValues)] + else: + fld = XmlHelper.get_child_value(node, 'fieldId') + info = node.GetElement('errorInfo') + src = XmlHelper.get_child_value(info, 'source') + code = XmlHelper.get_child_value(info, 'code') + cat = XmlHelper.get_child_value(info, 'category') + msg = XmlHelper.get_child_value(info, 'message') + subcat = XmlHelper.get_child_value(info, 'subcategory') + return FieldError(security=secid, field=fld, source=src, code=code, category=cat, message=msg, + subcategory=subcat) + + @staticmethod + def get_security_error(node): + """ return a SecurityError if the specified securityData element has one, else return None """ + assert node.Name == 'securityData' and not node.IsArray + if node.HasElement('securityError'): + secid = XmlHelper.get_child_value(node, 'security') + err = XmlHelper.as_security_error(node.GetElement('securityError'), secid) + return err + else: + return None + + @staticmethod + def get_field_errors(node): + """ return a list of FieldErrors if the specified securityData element has field errors """ + assert node.Name == 'securityData' and not node.IsArray + nodearr = node.GetElement('fieldExceptions') + if nodearr.NumValues > 0: + secid = XmlHelper.get_child_value(node, 'security') + errors = XmlHelper.as_field_error(nodearr, secid) + return errors + else: + return None + + +def debug_event(evt): + print('unhandled event: %s' % evt.EventType) + if evt.EventType in [constants.RESPONSE, constants.PARTIAL_RESPONSE]: + print('messages:') + for msg in XmlHelper.message_iter(evt): + print(msg.Print) + + +class ResponseHandler(object): + def do_init(self, handler): + """ will be called prior to waiting for the message """ + self.waiting = True + self.exc_info = None + self.handler = handler + + def set_evt_handler(self, handler): + self.handler = handler + + def OnProcessEvent(self, evt): + try: + evt = CastTo(evt, 'Event') + if not self.handler: + debug_event(evt) + + if evt.EventType == constants.RESPONSE: + self.handler.on_event(evt, is_final=True) + self.waiting = False + elif evt.EventType == constants.PARTIAL_RESPONSE: + self.handler.on_event(evt, is_final=False) + else: + self.handler.on_admin_event(evt) + except Exception: + import sys + + self.waiting = False + self.exc_info = sys.exc_info() + + @property + def has_deferred_exception(self): + return # self.exc_info is not None + + def raise_deferred_exception(self): + return # raise self.exc_info[1], None, self.exc_info[2] + + def do_cleanup(self): + self.waiting = False + self.exc_info = None + self.handler = None + + +class Request(object): + def __init__(self, ignore_security_error=0, ignore_field_error=0): + self.field_errors = [] + self.security_errors = [] + self.ignore_security_error = ignore_security_error + self.ignore_field_error = ignore_field_error + + @property + def has_exception(self): + if not self.ignore_security_error and len(self.security_errors) > 0: + return True + if not self.ignore_field_error and len(self.field_errors) > 0: + return True + + def raise_exception(self): + if not self.ignore_security_error and len(self.security_errors) > 0: + msgs = ['(%s, %s, %s)' % (s.security, s.category, s.message) for s in self.security_errors] + raise Exception('SecurityError: %s' % ','.join(msgs)) + if not self.ignore_field_error and len(self.field_errors) > 0: + msgs = ['(%s, %s, %s, %s)' % (s.security, s.field, s.category, s.message) for s in self.field_errors] + raise Exception('FieldError: %s' % ','.join(msgs)) + raise Exception('Programmer Error: No exception to raise') + + def get_bbg_request(self, svc, session): + raise NotImplementedError() + + def get_bbg_service_name(self): + raise NotImplementedError() + + def on_event(self, evt, is_final): + raise NotImplementedError() + + def on_admin_event(self, evt): + pass + + def execute(self): + Terminal.execute_request(self) + return self + + @staticmethod + def apply_overrides(request, omap): + """ add the given overrides (omap) to bbg request """ + if omap: + for k, v in omap.iteritems(): + o = request.GetElement('overrides').AppendElment() + o.SetElement('fieldId', k) + o.SetElement('value', v) + + +class ReferenceDataRequest(Request): + def __init__(self, symbols, fields, overrides=None, response_type='frame', ignore_security_error=0, + ignore_field_error=0): + """ + response_type: (frame, map) how to return the results + """ + assert response_type in ('frame', 'map') + Request.__init__(self, ignore_security_error=ignore_security_error, ignore_field_error=ignore_field_error) + self.symbols = isinstance(symbols, str) and [symbols] or symbols + self.fields = isinstance(fields, str) and [fields] or fields + self.overrides = overrides or {} + # response related + self.response = {} if response_type == 'map' else defaultdict(list) + self.response_type = response_type + + def __repr__(self): + fmtargs = dict(clz=self.__class__.__name__, + symbols=','.join(self.symbols), + fields=','.join(self.fields), + overrides=','.join(['%s=%s' % (k, v) for k, v in self.overrides.iteritems()]), + rt=self.response_type, + ise=self.ignore_security_error and True or False, + ife=self.ignore_field_error and True or False, + ) + return ('<{clz}([{symbols}], [{fields}], overrides={overrides}, response_type={rt}, ignore_security_error={ise},' + + 'ignore_field_error={ife}').format(**fmtargs) + + def get_bbg_service_name(self): + return '//blp/refdata' + + def get_bbg_request(self, svc, session): + # create the bbg request object + request = svc.CreateRequest('ReferenceDataRequest') + [request.GetElement('securities').AppendValue(sec) for sec in self.symbols] + [request.GetElement('fields').AppendValue(fld) for fld in self.fields] + Request.apply_overrides(request, self.overrides) + return request + + def on_security_node(self, node): + sid = XmlHelper.get_child_value(node, 'security') + farr = node.GetElement('fieldData') + fdata = XmlHelper.get_child_values(farr, self.fields) + assert len(fdata) == len(self.fields), 'field length must match data length' + if self.response_type == 'map': + self.response[sid] = fdata + else: + self.response['security'].append(sid) + [self.response[f].append(d) for f, d in zip(self.fields, fdata)] + # Add any field errors if + ferrors = XmlHelper.get_field_errors(node) + ferrors and self.field_errors.extend(ferrors) + + def on_event(self, evt, is_final): + """ this is invoked from in response to COM PumpWaitingMessages - different thread """ + for msg in XmlHelper.message_iter(evt): + for node, error in XmlHelper.security_iter(msg.GetElement('securityData')): + if error: + self.security_errors.append(error) + else: + self.on_security_node(node) + + if is_final and self.response_type == 'frame': + index = self.response.pop('security') + frame = DataFrame(self.response, columns=self.fields, index=index) + frame.index.name = 'security' + self.response = frame + + @property + def response_as_series(self): + """ Return the response as a single series """ + assert len(self.symbols) == 1, 'expected single request' + if self.response_type == 'frame': + return self.response.ix[self.symbols[0]] + else: + return pandas.Series(self.response[self.symbols]) + + @property + def response_as_field_values(self): + assert len(self.symbols) == 1 + series = self.response_as_series + vals = [series[f] for f in self.fields] + return vals + + +class HistoricalDataRequest(Request): + def __init__(self, symbols, fields, start=None, end=None, period='DAILY', overrides=None, ignore_security_error=0, + ignore_field_error=0): + """Historical data request for bbg. + Parameters + ---------- + symbols : string or list + fields : string or list + start : start date (if None then use 1 year ago) + end : end date (if None then use today) + period : ('DAILY', 'WEEKLY', 'MONTHLY', 'QUARTERLY', 'SEMI-ANNUAL', 'YEARLY') + ignore_field_errors : bool + ignore_security_errors : bool + """ + Request.__init__(self, ignore_security_error=ignore_security_error, ignore_field_error=ignore_field_error) + assert period in ('DAILY', 'WEEKLY', 'MONTHLY', 'QUARTERLY', 'SEMI-ANNUAL', 'YEARLY') + self.symbols = isinstance(symbols, str) and [symbols] or symbols + self.fields = isinstance(fields, str) and [fields] or fields + self.overrides = overrides or {} + if start is None: + start = datetime.today() - timedelta(365) + if end is None: + end = datetime.today() + self.start = to_datetime(start) + self.end = to_datetime(end) + self.period = period + # response related + self.response = {} + + def __repr__(self): + fmtargs = dict(clz=self.__class__.__name__, + symbols=','.join(self.symbols), + fields=','.join(self.fields), + start=self.start.strftime('%Y-%m-%d'), + end=self.end.strftime('%Y-%m-%d'), + period=self.period, + ) + return '<{clz}([{symbols}], [{fields}], start={start}, end={end}, period={period}'.format(**fmtargs) + + def get_bbg_service_name(self): + return '//blp/refdata' + + def get_bbg_request(self, svc, session): + # create the bbg request object + request = svc.CreateRequest('HistoricalDataRequest') + [request.GetElement('securities').AppendValue(sec) for sec in self.symbols] + [request.GetElement('fields').AppendValue(fld) for fld in self.fields] + request.Set('startDate', self.start.strftime('%Y%m%d')) + request.Set('endDate', self.end.strftime('%Y%m%d')) + request.Set('periodicitySelection', self.period) + Request.apply_overrides(request, self.overrides) + return request + + def on_security_data_node(self, node): + """process a securityData node - FIXME: currently not handling relateDate node """ + sid = XmlHelper.get_child_value(node, 'security') + farr = node.GetElement('fieldData') + dmap = defaultdict(list) + for i in range(farr.NumValues): + pt = farr.GetValue(i) + [dmap[f].append(XmlHelper.get_child_value(pt, f, allow_missing=1)) for f in ['date'] + self.fields] + idx = dmap.pop('date') + frame = DataFrame(dmap, columns=self.fields, index=idx) + frame.index.name = 'date' + self.response[sid] = frame + + def on_event(self, evt, is_final): + """ this is invoked from in response to COM PumpWaitingMessages - different thread """ + for msg in XmlHelper.message_iter(evt): + # Single security element in historical request + node = msg.GetElement('securityData') + if node.HasElement('securityError'): + secid = XmlHelper.get_child_value(node, 'security') + self.security_errors.append(XmlHelper.as_security_error(node.GetElement('securityError'), secid)) + else: + self.on_security_data_node(node) + + def response_as_single(self, copy=0): + """ convert the response map to a single data frame with Multi-Index columns """ + arr = [] + + for sid, frame in self.response.items(): + if copy: + frame = frame.copy() + 'security' not in frame and frame.insert(0, 'security', sid) + arr.append(frame.reset_index().set_index(['date', 'security'])) + + if (arr == []): + return arr + + return concat(arr).unstack() + + def response_as_panel(self, swap=False): + panel = Panel(self.response) + if swap: + panel = panel.swapaxes('items', 'minor') + return panel + + +class IntrdayBarRequest(Request): + def __init__(self, symbol, interval, start=None, end=None, event='TRADE'): + """Intraday bar request for bbg + Parameters + ---------- + symbols : string + interval : number of minutes + start : start date + end : end date (if None then use today) + event : (TRADE,BID,ASK,BEST_BID,BEST_ASK) + """ + Request.__init__(self) + assert event in ('TRADE', 'BID', 'ASK', 'BEST_BID', 'BEST_ASK') + assert isinstance(symbol, str) + if start is None: + start = datetime.today() - timedelta(30) + if end is None: + end = datetime.today() + + self.symbol = symbol + self.interval = interval + self.start = to_datetime(start) + self.end = to_datetime(end) + self.event = event + # response related + self.response = defaultdict(list) + + def __repr__(self): + fmtargs = dict(clz=self.__class__.__name__, + symbol=self.symbol, + interval=self.interval, + start=self.start.strftime('%Y-%m-%d'), + end=self.end.strftime('%Y-%m-%d'), + event=self.event, + ) + return '<{clz}([{symbol}], interval={interval}, start={start}, end={end}, event={event}'.format(**fmtargs) + + + def get_bbg_service_name(self): + return '//blp/refdata' + + def get_bbg_request(self, svc, session): + # create the bbg request object + start, end = self.start, self.end + request = svc.CreateRequest('IntradayBarRequest') + request.Set('security', self.symbol) + request.Set('interval', self.interval) + request.Set('eventType', self.event) + request.Set('startDateTime', + session.CreateDatetime(start.year, start.month, start.day, start.hour, start.minute)) + request.Set('endDateTime', session.CreateDatetime(end.year, end.month, end.day, end.hour, end.minute)) + return request + + def on_event(self, evt, is_final): + """ this is invoked from in response to COM PumpWaitingMessages - different thread """ + response = self.response + for msg in XmlHelper.message_iter(evt): + bars = msg.GetElement('barData').GetElement('barTickData') + for i in range(bars.NumValues): + bar = bars.GetValue(i) + ts = bar.GetElement(0).Value + response['time'].append(datetime(ts.year, ts.month, ts.day, ts.hour, ts.minute)) + response['open'].append(bar.GetElement(1).Value) + response['high'].append(bar.GetElement(2).Value) + response['low'].append(bar.GetElement(3).Value) + response['close'].append(bar.GetElement(4).Value) + response['volume'].append(bar.GetElement(5).Value) + response['events'].append(bar.GetElement(6).Value) + + if is_final: + idx = response.pop('time') + self.response = DataFrame(response, columns=['open', 'high', 'low', 'close', 'volume', 'events'], index=idx) + +class Terminal(object): + @classmethod + def execute_request(cls, request): + session = DispatchWithEvents('blpapicom.ProviderSession.1', ResponseHandler) + session.Start() + try: + svcname = request.get_bbg_service_name() + if not session.OpenService(svcname): + raise Exception('failed to open service %s' % svcname) + + svc = session.GetService(svcname) + asbbg = request.get_bbg_request(svc, session) + session.SendRequest(asbbg) + session.do_init(request) + while session.waiting: + PumpWaitingMessages() + session.has_deferred_exception and session.raise_deferred_exception() + request.has_exception and request.raise_exception() + return request + finally: + session.Stop() + session.do_cleanup() + + +if __name__ == '__main__': + # 5 days ago + import pandas + + d = pandas.datetools.BDay(-4).apply(datetime.now()) + m = pandas.datetools.BMonthBegin(-2).apply(datetime.now()) + + def banner(msg): + print('*' * 25) + print(msg) + print('*' * 25) + + banner('ReferenceDataRequest: single security, single field, frame response') + req = ReferenceDataRequest('msft us equity', 'px_last', response_type='frame') + print(req.execute().response) + + banner('ReferenceDataRequest: single security, single field, map response') + req = ReferenceDataRequest('msft us equity', 'px_last', response_type='map') + print(req.execute().response) + + banner('ReferenceDataRequest: multi-security, multi-field') + req = ReferenceDataRequest(['eurusd curncy', 'msft us equity'], ['px_open', 'px_last']) + print(req.execute().response) + + banner('ReferenceDataRequest: single security, multi-field (with bulk), frame response') + req = ReferenceDataRequest('eurusd curncy', ['px_last', 'fwd_curve']) + req.execute() + print(req.response) + # DataFrame within a DataFrame + print(req.response.fwd_curve[0].tail()) + + banner('ReferenceDataRequest: multi security, multi-field, bad field') + req = ReferenceDataRequest(['eurusd curncy', 'msft us equity'], ['px_last', 'fwd_curve'], ignore_field_error=1) + req.execute() + print(req.response) + + banner('HistoricalDataRequest: multi security, multi-field, daily data') + req = HistoricalDataRequest(['eurusd curncy', 'msft us equity'], ['px_last', 'px_open'], start=d) + req.execute() + print(req.response) + print('--------- AS SINGLE TABLE ----------') + print(req.response_as_single()) + + banner('HistoricalDataRequest: multi security, multi-field, weekly data') + req = HistoricalDataRequest(['eurusd curncy', 'msft us equity'], ['px_last', 'px_open'], start=m, period='WEEKLY') + req.execute() + print(req.response) + print('--------- AS SINGLE TABLE ----------') + print(req.response_as_single()) + print('--------- AS PANEL (id indexed) ----------') + print(req.response_as_panel()) + print('--------- AS PANEL (field indexed) ----------') + print(req.response_as_panel(swap=1)) + + banner('IntrdayBarRequest: every hour') + req = IntrdayBarRequest('eurusd curncy', 60, start=d) + req.execute() + print(req.response[-10:]) + + # + # HOW TO + # + # - Retrieve an fx vol surface: ReferenceDataRequest('eurusd curncy', 'DFLT_VOL_SURF_MID') + # - Retrieve a fx forward curve: ReferenceDataRequest('eurusd curncy', 'FWD_CURVE') + # - Retrieve dividends: ReferenceDataRequest('csco us equity', 'BDVD_PR_EX_DTS_DVD_AMTS_W_ANN') \ No newline at end of file diff --git a/notebooks/ukelectionbbg/config.json b/notebooks/ukelectionbbg/config.json new file mode 100644 index 0000000..203904c --- /dev/null +++ b/notebooks/ukelectionbbg/config.json @@ -0,0 +1,15 @@ +{ + "title": "Plotting GBP/USD price action around UK general elections", + "title_short": "Understanding how to download and plot Bloomberg/Quandl with Plotly", + "meta_description": "Create interactive graphs with market data, IPython Notebook and Plotly", + "cells": [0, "end"], + "relative_url": "ukelectionbbg", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/ukelectionbbg/ukelectionbbg.ipynb b/notebooks/ukelectionbbg/ukelectionbbg.ipynb new file mode 100644 index 0000000..3bd3d81 --- /dev/null +++ b/notebooks/ukelectionbbg/ukelectionbbg.ipynb @@ -0,0 +1,815 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:4a10b02dccaf76466738199f09a271605ee1e60fa241c3cd6a29bdd962245466" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "Plot market price action in GBP/USD around UK general elections" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "By Saeed Amen (@thalesians) - Managing Director & Co-founder of [the Thalesians](http://www.thalesians.com)" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Introduction" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the UK general election in early May 2015, we thought it would be a fun exercise to demonstrate how you can investigate market price action over historial elections. We shall be using Python, together with Plotly for plotting. Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your [Plotly Enterprise on your own servers](https://plot.ly/product/enterprise/). You can find more details [here](https://plot.ly/python/getting-started/)." + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Getting market data with Bloomberg" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To get market data, we shall be using Bloomberg. As a starting point, we have used bbg_py from [Brian Smith's TIA project](https://github.com/bpsmith/tia/tree/master/tia/bbg), which allows you to access Bloomberg via COM (older method), modifying it to make it compatible for Python 3.4. Whilst, we shall note use it to access historical daily data, there are functions which enable us to download intraday data. This method is only compatible with 32 bit versions of Python and assumes you are running the code on a Bloomberg terminal (it won't work without a valid Bloomberg licence).\n", + "\n", + "In my opinion a better way to access Bloomberg via Python, is via the official Bloomberg open source Python API, however, at time of writing the official version is not yet compatible with Python 3.4. Fil Mackay has created a Python 3.4 compatible version of this [here](https://github.com/filmackay/blpapi-py), which I have used successfully. Whilst it takes slightly more time to configure (and compile using Windows SDK 7.1), it has the benefit of being compatible with 64 bit Python, which I have found invaluable in my analysis (have a read of [this](http://ta.speot.is/2012/04/09/visual-studio-2010-sp1-windows-sdk-7-1-install-order/) in case of failed installations of Windows SDK 7.1).\n", + "\n", + "Quandl can be used as an alternative data source, if you don't have access to a Bloomberg terminal, which I have also included in the code." + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Breaking down the steps in Python" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our project will consist of several parts:\n", + "- bbg_com - low level interaction with BBG COM object (adapted for Python 3.4) (which we are simply calling)\n", + "- datadownloader - wrapper for BBG COM, Quandl and CSV access to data\n", + "- eventplot - reusuable functions for interacting with Plotly and creating event studies\n", + "- ukelection - kicks off the whole script process" + ] + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Downloading the market data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As with any sort of financial market analysis, the first step is obtaining market data. We create the DataDownloader class, which acts a wrapper for Bloomberg, Quandl and CSV market data. We write a single function \"download_time_series\" for this. We could of course extend this for other data sources such as Yahoo Finance. Our output will be Pandas based dataframes. We want to make this code generic, so the tickers are not hard coded." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# for time series manipulation\n", + "import pandas\n", + "\n", + "class DataDownloader:\n", + " def download_time_series(self, vendor_ticker, pretty_ticker, start_date, source, csv_file = None):\n", + "\n", + " if source == 'Quandl':\n", + " import Quandl\n", + " # Quandl requires API key for large number of daily downloads\n", + " # https://www.quandl.com/help/api\n", + " spot = Quandl.get(vendor_ticker) # Bank of England's database on Quandl\n", + " spot = pandas.DataFrame(data=spot['Value'], index=spot.index)\n", + " spot.columns = [pretty_ticker]\n", + "\n", + " elif source == 'Bloomberg':\n", + " from bbg_com import HistoricalDataRequest\n", + " req = HistoricalDataRequest([vendor_ticker], ['PX_LAST'], start = start_date)\n", + " req.execute()\n", + "\n", + " spot = req.response_as_single()\n", + " spot.columns = [pretty_ticker]\n", + " elif source == 'CSV':\n", + " dateparse = lambda x: pandas.datetime.strptime(x, '%Y-%m-%d')\n", + "\n", + " # in case you want to use a source other than Bloomberg/Quandl\n", + " spot = pandas.read_csv(csv_file, index_col=0, parse_dates=0, date_parser=dateparse)\n", + "\n", + " return spot" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 2 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Generic functions for event study and Plotly plotting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now focus our efforts on the EventPlot class. Here we shall do our basic analysis. We shall aslo create functions for creating plotly traces and layouts that we shall reuse a number of times. The analysis we shall conduct is fairly simple. Given a time series of spot, and a number of dates, we shall create an event study around these times for that asset. We also include the \"Mean\" move over all the various dates." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# for dates\n", + "import datetime\n", + "\n", + "# time series manipulation\n", + "import pandas\n", + "\n", + "# for plotting data\n", + "import plotly\n", + "from plotly.graph_objs import *\n", + "\n", + "class EventPlot: \n", + " def event_study(self, spot, dates, pre, post, mean_label = 'Mean'):\n", + " # event_study - calculates the asset price moves over windows around event days\n", + " #\n", + " # spot = price of asset to study\n", + " # dates = event days to anchor our event study\n", + " # pre = days before the event day to start our study\n", + " # post = days after the event day to start our study\n", + " #\n", + "\n", + " data_frame = pandas.DataFrame()\n", + "\n", + " # for each date grab spot data the days before and after\n", + " for i in range(0, len(dates)):\n", + " mid_index = spot.index.searchsorted(dates[i])\n", + " start_index = mid_index + pre\n", + " finish_index = mid_index + post + 1\n", + "\n", + " x = (spot.ix[start_index:finish_index])[spot.columns.values[0]]\n", + "\n", + " data_frame[dates[i]] = x.values\n", + "\n", + " data_frame.index = range(pre, post + 1)\n", + "\n", + " data_frame = data_frame / data_frame.shift(1) - 1 # returns\n", + "\n", + " # add the mean on to the end\n", + " data_frame[mean_label] = data_frame.mean(axis=1)\n", + "\n", + " data_frame = 100.0 * (1.0 + data_frame).cumprod() # index\n", + " data_frame.ix[pre,:] = 100\n", + "\n", + " return data_frame" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We write a function to convert dates represented in a string format to Python format." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " def parse_dates(self, str_dates):\n", + " # parse_dates - parses string dates into Python format\n", + " #\n", + " # str_dates = dates to be parsed in the format of day/month/year\n", + " #\n", + "\n", + " dates = []\n", + "\n", + " for d in str_dates:\n", + " dates.append(datetime.datetime.strptime(d, '%d/%m/%Y'))\n", + "\n", + " return dates\n", + " \n", + " EventPlot.parse_dates = parse_dates" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our next focus is on the Plotly functions which create a layout. This enables us to specify axes labels, the width and height of the final plot and so on. We could of course add further properties into it." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " def create_layout(self, title, xaxis, yaxis, width = -1, height = -1):\n", + " # create_layout - populates a layout object\n", + " # title = title of the plot\n", + " # xaxis = xaxis label\n", + " # yaxis = yaxis label\n", + " # width (optional) = width of plot\n", + " # height (optional) = height of plot\n", + " #\n", + "\n", + " layout = Layout(\n", + " title = title,\n", + " xaxis = plotly.graph_objs.XAxis(\n", + " title = xaxis,\n", + " showgrid = False\n", + " ),\n", + " yaxis = plotly.graph_objs.YAxis(\n", + " title= yaxis,\n", + " showline = False\n", + " )\n", + " )\n", + "\n", + " if width > 0 and height > 0:\n", + " layout['width'] = width\n", + " layout['height'] = height\n", + "\n", + " return layout\n", + " \n", + " EventPlot.create_layout = create_layout" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 5 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Earlier, in the DataDownloader class, our output was Pandas based dataframes. Our convert_df_plotly function will convert these each series from Pandas dataframe into plotly traces. Along the way, we shall add various properties such as markers with varying levels of opacity, graduated coloring of lines (which uses colorlover) and so on." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " def convert_df_plotly(self, dataframe, axis_no = 1, color_def = ['default'],\n", + " special_line = 'Mean', showlegend = True, addmarker = False, gradcolor = None):\n", + " # convert_df_plotly - converts a Pandas data frame to Plotly format for line plots\n", + " # dataframe = data frame due to be converted\n", + " # axis_no = axis for plot to be drawn (default = 1)\n", + " # special_line = make lines named this extra thick\n", + " # color_def = color scheme to be used (default = ['default']), colour will alternate in the list\n", + " # showlegend = True or False to show legend of this line on plot\n", + " # addmarker = True or False to add markers\n", + " # gradcolor = Create a graduated color scheme for the lines\n", + " #\n", + " # Also see http://nbviewer.ipython.org/gist/nipunreddevil/7734529 for converting dataframe to traces\n", + " # Also see http://moderndata.plot.ly/color-scales-in-ipython-notebook/\n", + "\n", + " x = dataframe.index.values\n", + "\n", + " traces = []\n", + "\n", + " # will be used for market opacity for the markers\n", + " increments = 0.95 / float(len(dataframe.columns))\n", + "\n", + " if gradcolor is not None:\n", + " try:\n", + " import colorlover as cl\n", + " color_def = cl.scales[str(len(dataframe.columns))]['seq'][gradcolor]\n", + " except:\n", + " print('Check colorlover installation...')\n", + "\n", + " i = 0\n", + "\n", + " for key in dataframe:\n", + " scatter = plotly.graph_objs.Scatter(\n", + " x = x,\n", + " y = dataframe[key].values,\n", + " name = key,\n", + " xaxis = 'x' + str(axis_no),\n", + " yaxis = 'y' + str(axis_no),\n", + " showlegend = showlegend)\n", + "\n", + " # only apply color/marker properties if not \"default\"\n", + " if color_def[i % len(color_def)] != \"default\":\n", + " if special_line in str(key):\n", + " # special case for lines labelled \"mean\"\n", + " # make line thicker\n", + " scatter['mode'] = 'lines'\n", + " scatter['line'] = plotly.graph_objs.Line(\n", + " color = color_def[i % len(color_def)],\n", + " width = 2\n", + " )\n", + " else:\n", + " line_width = 1\n", + "\n", + " # set properties for the markers which change opacity\n", + " # for markers make lines thinner\n", + " if addmarker:\n", + " opacity = 0.05 + (increments * i)\n", + " scatter['mode'] = 'markers+lines'\n", + " scatter['marker'] = plotly.graph_objs.Marker(\n", + " color=color_def[i % len(color_def)], # marker color\n", + " opacity = opacity,\n", + " size = 5)\n", + " line_width = 0.2\n", + "\n", + " else:\n", + " scatter['mode'] = 'lines'\n", + "\n", + " scatter['line'] = plotly.graph_objs.Line(\n", + " color = color_def[i % len(color_def)],\n", + " width = line_width)\n", + " \n", + " i = i + 1\n", + "\n", + " traces.append(scatter)\n", + "\n", + " return traces\n", + " \n", + " EventPlot.convert_df_plotly = convert_df_plotly" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 6 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "UK election analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've now created several generic functions for downloading data, doing an event study and also for helping us out with plotting via Plotly. We now start work on the ukelection.py script, for pulling it all together. As a very first step we need to provide credentials for Plotly." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "# for time series/maths\n", + "import pandas\n", + "\n", + "# for plotting data\n", + "import plotly\n", + "import plotly.plotly as py\n", + "from plotly.graph_objs import *\n", + "\n", + "def ukelection(): \n", + " # Learn about API authentication here: https://plot.ly/python/getting-started\n", + " # Find your api_key here: https://plot.ly/settings/api\n", + " plotly_username = \"thalesians\"\n", + " plotly_api_key = \"XXXXXXXX\"\n", + "\n", + " plotly.tools.set_credentials_file(username=plotly_username, api_key=plotly_api_key)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 7 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's download our market data that we need (GBP/USD spot data) using the DataDownloader class. As a default, I've opted to use Bloomberg data. You can try other currency pairs or markets (for example FTSE), to compare results for the event study. Note that obviously each data vendor will have a different ticker in their system for what could well be the same asset. With FX, care must be taken to know which close the vendor is snapping. As a default we have opted for BGN, which for GBP/USD is the NY close value." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " ticker = 'GBPUSD' # will use in plot titles later (and for creating Plotly URL)\n", + "\n", + " ##### download market GBP/USD data from Quandl, Bloomberg or CSV file\n", + " source = \"Bloomberg\"\n", + " # source = \"Quandl\"\n", + " # source = \"CSV\"\n", + "\n", + " csv_file = None\n", + "\n", + " event_plot = EventPlot()\n", + " \n", + " data_downloader = DataDownloader()\n", + " start_date = event_plot.parse_dates(['01/01/1975'])\n", + "\n", + " if source == 'Quandl':\n", + " vendor_ticker = \"BOE/XUDLUSS\"\n", + " elif source == 'Bloomberg':\n", + " vendor_ticker = 'GBPUSD BGN Curncy'\n", + " elif source == 'CSV':\n", + " vendor_ticker = 'GBPUSD'\n", + " csv_file = 'D:/GBPUSD.csv'\n", + "\n", + " spot = data_downloader.download_time_series(vendor_ticker, ticker, start_date[0], source, csv_file = csv_file)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The most important part of the study is getting the historical UK election dates! We can obtain these from Wikipedia. We then convert into Python format. We need to make sure we filter the UK election dates, for where we have spot data available." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " labour_wins = ['28/02/1974', '10/10/1974', '01/05/1997', '07/06/2001', '05/05/2005']\n", + " conservative_wins = ['03/05/1979', '09/06/1983', '11/06/1987', '09/04/1992', '06/05/2010']\n", + "\n", + " # convert to more easily readable format\n", + " labour_wins_d = event_plot.parse_dates(labour_wins)\n", + " conservative_wins_d = event_plot.parse_dates(conservative_wins)\n", + "\n", + " # only takes those elections where we have data\n", + " labour_wins_d = [d for d in labour_wins_d if d > spot.index[0].to_pydatetime()]\n", + " conservative_wins_d = [d for d in conservative_wins_d if d > spot.index[0].to_pydatetime()]\n", + "\n", + " spot.index.name = 'Date'" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then call our event study function in EventPlot on our spot data, which compromises of the 20 days before up till the 20 days after the UK general election. We shall plot these lines later." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " # number of days before and after for our event study\n", + " pre = -20\n", + " post = 20\n", + "\n", + " # calculate spot path during Labour wins\n", + " labour_wins_spot = event_plot.event_study(spot, labour_wins_d, pre, post, mean_label = 'Labour Mean')\n", + "\n", + " # calculate spot path during Conservative wins\n", + " conservative_wins_spot = event_plot.event_study(spot, conservative_wins_d, pre, post, mean_label = 'Conservative Mean')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 10 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Define our xaxis and yaxis labels, as well as our source, which we shall later include in the title." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " ##### Create separate plots of price action during Labour and Conservative wins\n", + " xaxis = 'Days'\n", + " yaxis = 'Index'\n", + " source_label = \"Source: @thalesians/BBG/Wikipedia\"" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We're finally ready for our first plot! We shall plot GBP/USD moves over Labour election wins, using the default palette and then we shall embed it into the sheet, using the URL given to us from the Plotly website." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " ###### Plot market reaction during Labour UK election wins\n", + " ###### Using default color scheme\n", + "\n", + " title = ticker + ' during UK gen elect - Lab wins' + '
' + source_label\n", + "\n", + " fig = Figure(data=event_plot.convert_df_plotly(labour_wins_spot),\n", + " layout=event_plot.create_layout(title, xaxis, yaxis)\n", + " )\n", + "\n", + " py.iplot(fig, filename='labour-wins-' + ticker)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 12, + "text": [ + "" + ] + } + ], + "prompt_number": 12 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The \"iplot\" function will send it to Plotly's server (provided we have all the dependencies installed)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Alternatively, we could embed the HTML as an image, which we have taken from the Plotly website. Note this approach will yield a static image which is fetched from Plotly's servers. It also possible to write the image to disk. Later we shall show the embed function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + " \"GBPUSD\n", + " \n", + "
\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We next plot GBP/USD over Conservative wins. In this instance, however, we have a graduated 'Blues' color scheme, given obviously that blue is the color of the Conserative party in the UK!" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " ###### Plot market reaction during Conservative UK election wins\n", + " ###### Using varying shades of blue for each line (helped by colorlover library)\n", + "\n", + " title = ticker + ' during UK gen elect - Con wins ' + '
' + source_label\n", + "\n", + " # also apply graduated color scheme of blues (from light to dark)\n", + " # see http://moderndata.plot.ly/color-scales-in-ipython-notebook/ for details on colorlover package\n", + " # which allows you to set scales\n", + " fig = Figure(data=event_plot.convert_df_plotly(conservative_wins_spot, gradcolor='Blues', addmarker=False),\n", + " layout=event_plot.create_layout(title, xaxis, yaxis),\n", + " )\n", + "\n", + " plot_url = py.iplot(fig, filename='conservative-wins-' + ticker)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 13 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Embed the chart into the document using \"embed\". This essentially embeds the Javascript code, necessary to make it interactive." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import plotly.tools as tls\n", + "\n", + "tls.embed(\"https://plot.ly/~thalesians/245\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 14, + "text": [ + "" + ] + } + ], + "prompt_number": 14 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our final plot, will consist of three subplots, Labour wins, Conservative wins, and average moves for both. We also add a grid and a grey background for each plot. Note that our code uses tools.get_subplots but this is currently being depreciated (an alternative is to use tools.make_subplots)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + " ##### Plot market reaction during Conservative UK election wins\n", + " ##### create a plot consisting of 3 subplots (from left to right)\n", + " ##### 1. Labour wins, 2. Conservative wins, 3. Conservative/Labour mean move\n", + "\n", + " # create a dataframe which grabs the mean from the respective Lab & Con election wins\n", + " mean_wins_spot = pandas.DataFrame()\n", + " mean_wins_spot['Labour Mean'] = labour_wins_spot['Labour Mean']\n", + " mean_wins_spot['Conservative Mean'] = conservative_wins_spot['Conservative Mean']\n", + "\n", + " fig = plotly.tools.get_subplots(rows=1, columns=3)\n", + "\n", + " # apply different color scheme (red = Lab, blue = Con)\n", + " # also add markets, which will have varying levels of opacity\n", + " fig['data'] += Data(\n", + " event_plot.convert_df_plotly(conservative_wins_spot, axis_no=1, \n", + " color_def=['blue'], addmarker=True) +\n", + " event_plot.convert_df_plotly(labour_wins_spot, axis_no=2, \n", + " color_def=['red'], addmarker=True) +\n", + " event_plot.convert_df_plotly(mean_wins_spot, axis_no=3, \n", + " color_def=['red', 'blue'], addmarker=True, showlegend = False)\n", + " )\n", + " \n", + " fig['layout'].update(title=ticker + ' during UK gen elects by winning party ' + '
' + source_label)\n", + "\n", + " # use the scheme from https://plot.ly/python/bubble-charts-tutorial/\n", + " # can use dict approach, rather than specifying each separately\n", + " axis_style = dict(\n", + " gridcolor='#FFFFFF', # white grid lines\n", + " ticks='outside', # draw ticks outside axes\n", + " ticklen=8, # tick length\n", + " tickwidth=1.5 # and width\n", + " )\n", + "\n", + " # create the various axes for the three separate charts\n", + " fig['layout'].update(xaxis1=plotly.graph_objs.XAxis(axis_style, title=xaxis))\n", + " fig['layout'].update(yaxis1=plotly.graph_objs.YAxis(axis_style, title=yaxis))\n", + "\n", + " fig['layout'].update(xaxis2=plotly.graph_objs.XAxis(axis_style, title=xaxis))\n", + " fig['layout'].update(yaxis2=plotly.graph_objs.YAxis(axis_style))\n", + "\n", + " fig['layout'].update(xaxis3=plotly.graph_objs.XAxis(axis_style, title=xaxis))\n", + " fig['layout'].update(yaxis3=plotly.graph_objs.YAxis(axis_style))\n", + "\n", + " fig['layout'].update(plot_bgcolor='#EFECEA') # set plot background to grey\n", + "\n", + " plot_url = py.iplot(fig, filename='labour-conservative-wins-'+ ticker + '-subplot')" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "C:\\Anaconda3\\lib\\site-packages\\plotly\\tools.py:438: UserWarning:\n", + "\n", + "tools.get_subplots is depreciated. Please use tools.make_subplots instead.\n", + "\n" + ] + } + ], + "prompt_number": 15 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This time we use \"embed\", which grab the plot from Plotly's server, we did earlier (given we have already uploaded it)." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import plotly.tools as tls\n", + "\n", + "tls.embed(\"https://plot.ly/~thalesians/246\")" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 16, + "text": [ + "" + ] + } + ], + "prompt_number": 16 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That's about it! I hope the code I've written proves fruitful for creating some very cool Plotly plots and also for doing some very timely analysis ahead of the UK general election! Hoping this will be first of many blogs on using Plotly data." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The analysis in this blog is based on a report I wrote for Thalesians, a quant finance thinktank. If you are interested in getting access to the full copy of the report (Thalesians: My kingdom for a vote - The definitive quant guide to UK general elections), feel free to e-mail me at saeed@thalesians.com or tweet me @thalesians" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Want to hear more about global macro and UK election developments?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you're interested in FX and the UK general election, come to our Thalesians panel in London on April 29th 2015 at 7.30pm in Canary Wharf, which will feature, Eric Burroughs (Reuters - FX Buzz Editor), Mark Cudmore (Bloomberg - First Word EM Strategist), Jordan Rochester (Nomura - FX strategist), Jeremy Wilkinson-Smith (Independent FX trader) and myself as the moderator. Tickets are available [here](http://www.meetup.com/thalesians/events/221147156/)" + ] + }, + { + "cell_type": "heading", + "level": 2, + "metadata": {}, + "source": [ + "Biography" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Saeed Amen is the managing director and co-founder of the Thalesians. He has a decade of experience creating and successfully running systematic trading models at Lehman Brothers, Nomura and now at the Thalesians. Independently, he runs a systematic trading model with proprietary capital. He is the author of Trading Thalesians \u2013 What the ancient world can teach us about trading today (Palgrave Macmillan). He graduated with a first class honours master\u2019s degree from Imperial College in Mathematics & Computer Science. He is also a fan of Python and has written an extensive library for financial market backtesting called PyThalesians.\n", + "
\n", + "\n", + "Follow the Thalesians on Twitter @thalesians and get my book on Amazon [here](http://www.amazon.co.uk/Trading-Thalesians-Saeed-Amen/dp/113739952X)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the code here is available to download from the [Thalesians GitHub page](https://github.com/thalesians/pythalesians)" + ] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file From 5c231755d52cad720ae133c280ff7fde4828aa75 Mon Sep 17 00:00:00 2001 From: saeedamen Date: Tue, 31 Mar 2015 22:23:43 +0100 Subject: [PATCH 066/163] Added HTML text Description of API key --- notebooks/ukelectionbbg/ukelectionbbg.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/ukelectionbbg/ukelectionbbg.ipynb b/notebooks/ukelectionbbg/ukelectionbbg.ipynb index 3bd3d81..51cd2cd 100644 --- a/notebooks/ukelectionbbg/ukelectionbbg.ipynb +++ b/notebooks/ukelectionbbg/ukelectionbbg.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:4a10b02dccaf76466738199f09a271605ee1e60fa241c3cd6a29bdd962245466" + "signature": "sha256:f879675f8a495b343bdf469dc26b3854b30751854cc45213c0d937340f296e9c" }, "nbformat": 3, "nbformat_minor": 0, @@ -379,7 +379,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We've now created several generic functions for downloading data, doing an event study and also for helping us out with plotting via Plotly. We now start work on the ukelection.py script, for pulling it all together. As a very first step we need to provide credentials for Plotly." + "We've now created several generic functions for downloading data, doing an event study and also for helping us out with plotting via Plotly. We now start work on the ukelection.py script, for pulling it all together. As a very first step we need to provide credentials for Plotly (you can get your own Plotly key and username [here](https://plot.ly/python/getting-started/))." ] }, { @@ -398,7 +398,7 @@ " # Learn about API authentication here: https://plot.ly/python/getting-started\n", " # Find your api_key here: https://plot.ly/settings/api\n", " plotly_username = \"thalesians\"\n", - " plotly_api_key = \"XXXXXXXX\"\n", + " plotly_api_key = \"XXXXXXXXX\"\n", "\n", " plotly.tools.set_credentials_file(username=plotly_username, api_key=plotly_api_key)" ], From b22f9541c6aa650368adc57cf445326f48b92429 Mon Sep 17 00:00:00 2001 From: saeedamen Date: Tue, 31 Mar 2015 22:33:16 +0100 Subject: [PATCH 067/163] Changes of bold text and references.json I've removed bold text links and added ukelectionbbg to references --- notebooks/references.json | 3 +- notebooks/ukelectionbbg/ukelectionbbg.ipynb | 57 ++++++++++----------- 2 files changed, 30 insertions(+), 30 deletions(-) diff --git a/notebooks/references.json b/notebooks/references.json index 29288dc..ffc025d 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -7,6 +7,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "ukelectionbbg" ] } diff --git a/notebooks/ukelectionbbg/ukelectionbbg.ipynb b/notebooks/ukelectionbbg/ukelectionbbg.ipynb index 51cd2cd..bc5ba95 100644 --- a/notebooks/ukelectionbbg/ukelectionbbg.ipynb +++ b/notebooks/ukelectionbbg/ukelectionbbg.ipynb @@ -1,7 +1,7 @@ { "metadata": { "name": "", - "signature": "sha256:f879675f8a495b343bdf469dc26b3854b30751854cc45213c0d937340f296e9c" + "signature": "sha256:489cd858423d82c5b276491dacfbd5da0c89b1c014fb0e9444960f8c308d42f0" }, "nbformat": 3, "nbformat_minor": 0, @@ -127,7 +127,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 2 + "prompt_number": 1 }, { "cell_type": "heading", @@ -195,7 +195,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 3 + "prompt_number": 2 }, { "cell_type": "markdown", @@ -226,7 +226,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 4 + "prompt_number": 3 }, { "cell_type": "markdown", @@ -271,7 +271,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 5 + "prompt_number": 4 }, { "cell_type": "markdown", @@ -365,7 +365,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 6 + "prompt_number": 5 }, { "cell_type": "heading", @@ -405,7 +405,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 7 + "prompt_number": 6 }, { "cell_type": "markdown", @@ -445,7 +445,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 8 + "prompt_number": 7 }, { "cell_type": "markdown", @@ -474,7 +474,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 9 + "prompt_number": 8 }, { "cell_type": "markdown", @@ -500,7 +500,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 10 + "prompt_number": 9 }, { "cell_type": "markdown", @@ -521,7 +521,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 11 + "prompt_number": 10 }, { "cell_type": "markdown", @@ -554,13 +554,13 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 12, + "prompt_number": 11, "text": [ - "" + "" ] } ], - "prompt_number": 12 + "prompt_number": 11 }, { "cell_type": "markdown", @@ -614,7 +614,7 @@ "language": "python", "metadata": {}, "outputs": [], - "prompt_number": 13 + "prompt_number": 12 }, { "cell_type": "markdown", @@ -640,19 +640,19 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 14, + "prompt_number": 13, "text": [ - "" + "" ] } ], - "prompt_number": 14 + "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Our final plot, will consist of three subplots, Labour wins, Conservative wins, and average moves for both. We also add a grid and a grey background for each plot. Note that our code uses tools.get_subplots but this is currently being depreciated (an alternative is to use tools.make_subplots)." + "Our final plot, will consist of three subplots, Labour wins, Conservative wins, and average moves for both. We also add a grid and a grey background for each plot." ] }, { @@ -668,7 +668,7 @@ " mean_wins_spot['Labour Mean'] = labour_wins_spot['Labour Mean']\n", " mean_wins_spot['Conservative Mean'] = conservative_wins_spot['Conservative Mean']\n", "\n", - " fig = plotly.tools.get_subplots(rows=1, columns=3)\n", + " fig = plotly.tools.make_subplots(rows=1, cols=3)\n", "\n", " # apply different color scheme (red = Lab, blue = Con)\n", " # also add markets, which will have varying levels of opacity\n", @@ -711,16 +711,15 @@ "outputs": [ { "output_type": "stream", - "stream": "stderr", + "stream": "stdout", "text": [ - "C:\\Anaconda3\\lib\\site-packages\\plotly\\tools.py:438: UserWarning:\n", - "\n", - "tools.get_subplots is depreciated. Please use tools.make_subplots instead.\n", + "This is the format of your plot grid:\n", + "[ (1,1) x1,y1 ] [ (1,2) x2,y2 ] [ (1,3) x3,y3 ]\n", "\n" ] } ], - "prompt_number": 15 + "prompt_number": 14 }, { "cell_type": "markdown", @@ -746,13 +745,13 @@ ], "metadata": {}, "output_type": "pyout", - "prompt_number": 16, + "prompt_number": 15, "text": [ - "" + "" ] } ], - "prompt_number": 16 + "prompt_number": 15 }, { "cell_type": "markdown", @@ -798,7 +797,7 @@ "Saeed Amen is the managing director and co-founder of the Thalesians. He has a decade of experience creating and successfully running systematic trading models at Lehman Brothers, Nomura and now at the Thalesians. Independently, he runs a systematic trading model with proprietary capital. He is the author of Trading Thalesians \u2013 What the ancient world can teach us about trading today (Palgrave Macmillan). He graduated with a first class honours master\u2019s degree from Imperial College in Mathematics & Computer Science. He is also a fan of Python and has written an extensive library for financial market backtesting called PyThalesians.\n", "
\n", "\n", - "Follow the Thalesians on Twitter @thalesians and get my book on Amazon [here](http://www.amazon.co.uk/Trading-Thalesians-Saeed-Amen/dp/113739952X)" + "Follow the Thalesians on Twitter @thalesians and get my book on Amazon [here](http://www.amazon.co.uk/Trading-Thalesians-Saeed-Amen/dp/113739952X)" ] }, { From 2b5d81ea9b379407be7b32e439e295a4dc738eaa Mon Sep 17 00:00:00 2001 From: etpinard Date: Tue, 31 Mar 2015 18:30:36 -0400 Subject: [PATCH 068/163] shorten title_short + move ukelectionbbg to top of references --- notebooks/references.json | 4 ++-- notebooks/ukelectionbbg/config.json | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/references.json b/notebooks/references.json index ffc025d..cecdf0b 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "ukelectionbbg", "salesforce", "gmail", "markowitz", @@ -7,7 +8,6 @@ "networkx", "make_subplots", "basemap", - "collaborate", - "ukelectionbbg" + "collaborate" ] } diff --git a/notebooks/ukelectionbbg/config.json b/notebooks/ukelectionbbg/config.json index 203904c..ca5950c 100644 --- a/notebooks/ukelectionbbg/config.json +++ b/notebooks/ukelectionbbg/config.json @@ -1,6 +1,6 @@ { "title": "Plotting GBP/USD price action around UK general elections", - "title_short": "Understanding how to download and plot Bloomberg/Quandl with Plotly", + "title_short": "Bloomberg/Quandl with Plotly", "meta_description": "Create interactive graphs with market data, IPython Notebook and Plotly", "cells": [0, "end"], "relative_url": "ukelectionbbg", From 65922a03cca8d06af40fd9768b7078b99159d12c Mon Sep 17 00:00:00 2001 From: etpinard Date: Tue, 31 Mar 2015 18:36:40 -0400 Subject: [PATCH 069/163] make run-publish --- _published/includes/references.json | 11 + _published/includes/ukelectionbbg/body.html | 1127 +++++++++++++++++ _published/includes/ukelectionbbg/config.json | 9 + _published/sitemaps.py | 13 + .../static/image/ukelectionbbg_image01.png | Bin 0 -> 53219 bytes _published/urls.py | 5 + notebooks/ukelectionbbg/ukelectionbbg.py | 477 +++++++ 7 files changed, 1642 insertions(+) create mode 100644 _published/includes/ukelectionbbg/body.html create mode 100644 _published/includes/ukelectionbbg/config.json create mode 100644 _published/static/image/ukelectionbbg_image01.png create mode 100644 notebooks/ukelectionbbg/ukelectionbbg.py diff --git a/_published/includes/references.json b/_published/includes/references.json index dfd9115..0af0308 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -12,6 +12,10 @@ "body": "api_docs/includes/ipython_notebooks/salesforce/body.html", "config": "api_docs/includes/ipython_notebooks/salesforce/config.json" }, + "ukelectionbbg": { + "body": "api_docs/includes/ipython_notebooks/ukelectionbbg/body.html", + "config": "api_docs/includes/ipython_notebooks/ukelectionbbg/config.json" + }, "collaborate": { "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" @@ -34,6 +38,12 @@ } }, "splash": [ + { + "title_short": "Bloomberg/Quandl with Plotly", + "thumbnail_image": "", + "relative_url": "ukelectionbbg", + "title": "Plotting GBP/USD price action around UK general elections" + }, { "title_short": "Interactive graphing with Salesforce", "thumbnail_image": "", @@ -84,6 +94,7 @@ } ], "notebooks": [ + "ukelectionbbg", "salesforce", "gmail", "markowitz", diff --git a/_published/includes/ukelectionbbg/body.html b/_published/includes/ukelectionbbg/body.html new file mode 100644 index 0000000..e704d68 --- /dev/null +++ b/_published/includes/ukelectionbbg/body.html @@ -0,0 +1,1127 @@ +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+

+ By Saeed Amen (@thalesians) - Managing Director & Co-founder of + + the Thalesians + +

+
+
+
+
+
+
+
+
+

+ Introduction + + ¶ + +

+
+
+
+
+
+
+
+
+

+ With the UK general election in early May 2015, we thought it would be a fun exercise to demonstrate how you can investigate market price action over historial elections. We shall be using Python, together with Plotly for plotting. Plotly is a free web-based platform for making graphs. You can keep graphs private, make them public, and run Plotly on your + + Plotly Enterprise on your own servers + + . You can find more details + + here + + . +

+
+
+
+
+
+
+
+
+

+ Getting market data with Bloomberg + + ¶ + +

+
+
+
+
+
+
+
+
+

+ To get market data, we shall be using Bloomberg. As a starting point, we have used bbg_py from + + Brian Smith's TIA project + + , which allows you to access Bloomberg via COM (older method), modifying it to make it compatible for Python 3.4. Whilst, we shall note use it to access historical daily data, there are functions which enable us to download intraday data. This method is only compatible with 32 bit versions of Python and assumes you are running the code on a Bloomberg terminal (it won't work without a valid Bloomberg licence). +

+

+ In my opinion a better way to access Bloomberg via Python, is via the official Bloomberg open source Python API, however, at time of writing the official version is not yet compatible with Python 3.4. Fil Mackay has created a Python 3.4 compatible version of this + + here + + , which I have used successfully. Whilst it takes slightly more time to configure (and compile using Windows SDK 7.1), it has the benefit of being compatible with 64 bit Python, which I have found invaluable in my analysis (have a read of + + this + + in case of failed installations of Windows SDK 7.1). +

+

+ Quandl can be used as an alternative data source, if you don't have access to a Bloomberg terminal, which I have also included in the code. +

+
+
+
+
+
+
+
+
+

+ Breaking down the steps in Python + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Our project will consist of several parts: +

+
    +
  • + bbg_com - low level interaction with BBG COM object (adapted for Python 3.4) (which we are simply calling) +
    • +
  • + datadownloader - wrapper for BBG COM, Quandl and CSV access to data +
    • +
  • + eventplot - reusuable functions for interacting with Plotly and creating event studies +
    • +
  • + ukelection - kicks off the whole script process +
    • +
+
+
+
+
+
+
+
+
+

+ Downloading the market data + + ¶ + +

+
+
+
+
+
+
+
+
+

+ As with any sort of financial market analysis, the first step is obtaining market data. We create the DataDownloader class, which acts a wrapper for Bloomberg, Quandl and CSV market data. We write a single function "download_time_series" for this. We could of course extend this for other data sources such as Yahoo Finance. Our output will be Pandas based dataframes. We want to make this code generic, so the tickers are not hard coded. +

+
+
+
+
+
+ +
+
+
+ 
# for time series manipulation
+import pandas
+
+class DataDownloader:
+    def download_time_series(self, vendor_ticker, pretty_ticker, start_date, source, csv_file = None):
+
+        if source == 'Quandl':
+            import Quandl
+            # Quandl requires API key for large number of daily downloads
+            # https://www.quandl.com/help/api
+            spot = Quandl.get(vendor_ticker)    # Bank of England's database on Quandl
+            spot = pandas.DataFrame(data=spot['Value'], index=spot.index)
+            spot.columns = [pretty_ticker]
+
+        elif source == 'Bloomberg':
+            from bbg_com import HistoricalDataRequest
+            req = HistoricalDataRequest([vendor_ticker], ['PX_LAST'], start = start_date)
+            req.execute()
+
+            spot = req.response_as_single()
+            spot.columns = [pretty_ticker]
+        elif source == 'CSV':
+            dateparse = lambda x: pandas.datetime.strptime(x, '%Y-%m-%d')
+
+            # in case you want to use a source other than Bloomberg/Quandl
+            spot = pandas.read_csv(csv_file, index_col=0, parse_dates=0, date_parser=dateparse)
+
+        return spot
+
+
+
+
+
+
+
+
+
+
+
+

+ Generic functions for event study and Plotly plotting + + ¶ + +

+
+
+
+
+
+
+
+
+

+ We now focus our efforts on the EventPlot class. Here we shall do our basic analysis. We shall aslo create functions for creating plotly traces and layouts that we shall reuse a number of times. The analysis we shall conduct is fairly simple. Given a time series of spot, and a number of dates, we shall create an event study around these times for that asset. We also include the "Mean" move over all the various dates. +

+
+
+
+
+
+ +
+
+
+ 
# for dates
+import datetime
+
+# time series manipulation
+import pandas
+
+# for plotting data
+import plotly
+from plotly.graph_objs import *
+
+class EventPlot:    
+    def event_study(self, spot, dates, pre, post, mean_label = 'Mean'):
+        # event_study - calculates the asset price moves over windows around event days
+        #
+        # spot = price of asset to study
+        # dates = event days to anchor our event study
+        # pre = days before the event day to start our study
+        # post = days after the event day to start our study
+        #
+
+        data_frame = pandas.DataFrame()
+
+        # for each date grab spot data the days before and after
+        for i in range(0, len(dates)):
+            mid_index = spot.index.searchsorted(dates[i])
+            start_index = mid_index + pre
+            finish_index = mid_index + post + 1
+
+            x = (spot.ix[start_index:finish_index])[spot.columns.values[0]]
+
+            data_frame[dates[i]] = x.values
+
+        data_frame.index = range(pre, post + 1)
+
+        data_frame = data_frame / data_frame.shift(1) - 1   # returns
+
+        # add the mean on to the end
+        data_frame[mean_label] = data_frame.mean(axis=1)
+
+        data_frame = 100.0 * (1.0 + data_frame).cumprod()   # index
+        data_frame.ix[pre,:] = 100
+
+        return data_frame
+
+
+
+
+
+
+
+
+
+
+
+

+ We write a function to convert dates represented in a string format to Python format. +

+
+
+
+
+
+ +
+
+
+ 
    def parse_dates(self, str_dates):
+        # parse_dates - parses string dates into Python format
+        #
+        # str_dates = dates to be parsed in the format of day/month/year
+        #
+
+        dates = []
+
+        for d in str_dates:
+            dates.append(datetime.datetime.strptime(d, '%d/%m/%Y'))
+
+        return dates
+    
+    EventPlot.parse_dates = parse_dates
+
+
+
+
+
+
+
+
+
+
+
+

+ Our next focus is on the Plotly functions which create a layout. This enables us to specify axes labels, the width and height of the final plot and so on. We could of course add further properties into it. +

+
+
+
+
+
+ +
+
+
+ 
    def create_layout(self, title, xaxis, yaxis, width = -1, height = -1):
+        # create_layout - populates a layout object
+        # title = title of the plot
+        # xaxis = xaxis label
+        # yaxis = yaxis label
+        # width (optional) = width of plot
+        # height (optional) = height of plot
+        #
+
+        layout = Layout(
+                    title = title,
+                    xaxis = plotly.graph_objs.XAxis(
+                        title = xaxis,
+                        showgrid = False
+                ),
+                    yaxis = plotly.graph_objs.YAxis(
+                        title= yaxis,
+                        showline = False
+                )
+            )
+
+        if width > 0 and height > 0:
+            layout['width'] = width
+            layout['height'] = height
+
+        return layout
+    
+    EventPlot.create_layout = create_layout
+
+
+
+
+
+
+
+
+
+
+
+

+ Earlier, in the DataDownloader class, our output was Pandas based dataframes. Our convert_df_plotly function will convert these each series from Pandas dataframe into plotly traces. Along the way, we shall add various properties such as markers with varying levels of opacity, graduated coloring of lines (which uses colorlover) and so on. +

+
+
+
+
+
+ +
+
+
+ 
    def convert_df_plotly(self, dataframe, axis_no = 1, color_def = ['default'],
+                          special_line = 'Mean', showlegend = True, addmarker = False, gradcolor = None):
+        # convert_df_plotly - converts a Pandas data frame to Plotly format for line plots
+        # dataframe = data frame due to be converted
+        # axis_no = axis for plot to be drawn (default = 1)
+        # special_line = make lines named this extra thick
+        # color_def = color scheme to be used (default = ['default']), colour will alternate in the list
+        # showlegend = True or False to show legend of this line on plot
+        # addmarker = True or False to add markers
+        # gradcolor = Create a graduated color scheme for the lines
+        #
+        # Also see http://nbviewer.ipython.org/gist/nipunreddevil/7734529 for converting dataframe to traces
+        # Also see http://moderndata.plot.ly/color-scales-in-ipython-notebook/
+
+        x = dataframe.index.values
+
+        traces = []
+
+        # will be used for market opacity for the markers
+        increments = 0.95 / float(len(dataframe.columns))
+
+        if gradcolor is not None:
+            try:
+                import colorlover as cl
+                color_def = cl.scales[str(len(dataframe.columns))]['seq'][gradcolor]
+            except:
+                print('Check colorlover installation...')
+
+        i = 0
+
+        for key in dataframe:
+            scatter = plotly.graph_objs.Scatter(
+                        x = x,
+                        y = dataframe[key].values,
+                        name = key,
+                        xaxis = 'x' + str(axis_no),
+                        yaxis = 'y' + str(axis_no),
+                        showlegend = showlegend)
+
+            # only apply color/marker properties if not "default"
+            if color_def[i % len(color_def)] != "default":
+                if special_line in str(key):
+                    # special case for lines labelled "mean"
+                    # make line thicker
+                    scatter['mode'] = 'lines'
+                    scatter['line'] = plotly.graph_objs.Line(
+                                color = color_def[i % len(color_def)],
+                                width = 2
+                            )
+                else:
+                    line_width = 1
+
+                    # set properties for the markers which change opacity
+                    # for markers make lines thinner
+                    if addmarker:
+                        opacity = 0.05 + (increments * i)
+                        scatter['mode'] = 'markers+lines'
+                        scatter['marker'] = plotly.graph_objs.Marker(
+                                    color=color_def[i % len(color_def)],  # marker color
+                                    opacity = opacity,
+                                    size = 5)
+                        line_width = 0.2
+
+                    else:
+                        scatter['mode'] = 'lines'
+
+                    scatter['line'] = plotly.graph_objs.Line(
+                            color = color_def[i % len(color_def)],
+                            width = line_width)
+                    
+                i = i + 1
+
+            traces.append(scatter)
+
+        return traces
+    
+    EventPlot.convert_df_plotly = convert_df_plotly
+
+
+
+
+
+
+
+
+
+
+
+

+ UK election analysis + + ¶ + +

+
+
+
+
+
+
+
+
+

+ We've now created several generic functions for downloading data, doing an event study and also for helping us out with plotting via Plotly. We now start work on the ukelection.py script, for pulling it all together. As a very first step we need to provide credentials for Plotly (you can get your own Plotly key and username + + here + + ). +

+
+
+
+
+
+ +
+
+
+ 
# for time series/maths
+import pandas
+
+# for plotting data
+import plotly
+import plotly.plotly as py
+from plotly.graph_objs import *
+
+def ukelection():    
+    # Learn about API authentication here: https://plot.ly/python/getting-started
+    # Find your api_key here: https://plot.ly/settings/api
+    plotly_username = "thalesians"
+    plotly_api_key = "XXXXXXXXX"
+
+    plotly.tools.set_credentials_file(username=plotly_username, api_key=plotly_api_key)
+
+
+
+
+
+
+
+
+
+
+
+

+ Let's download our market data that we need (GBP/USD spot data) using the DataDownloader class. As a default, I've opted to use Bloomberg data. You can try other currency pairs or markets (for example FTSE), to compare results for the event study. Note that obviously each data vendor will have a different ticker in their system for what could well be the same asset. With FX, care must be taken to know which close the vendor is snapping. As a default we have opted for BGN, which for GBP/USD is the NY close value. +

+
+
+
+
+
+ +
+
+
+ 
    ticker = 'GBPUSD' # will use in plot titles later (and for creating Plotly URL)
+
+    ##### download market GBP/USD data from Quandl, Bloomberg or CSV file
+    source = "Bloomberg"
+    # source  = "Quandl"
+    # source = "CSV"
+
+    csv_file = None
+
+    event_plot = EventPlot()
+    
+    data_downloader = DataDownloader()
+    start_date = event_plot.parse_dates(['01/01/1975'])
+
+    if source == 'Quandl':
+        vendor_ticker = "BOE/XUDLUSS"
+    elif source == 'Bloomberg':
+        vendor_ticker = 'GBPUSD BGN Curncy'
+    elif source == 'CSV':
+        vendor_ticker = 'GBPUSD'
+        csv_file = 'D:/GBPUSD.csv'
+
+    spot = data_downloader.download_time_series(vendor_ticker, ticker, start_date[0], source, csv_file = csv_file)
+
+
+
+
+
+
+
+
+
+
+
+

+ The most important part of the study is getting the historical UK election dates! We can obtain these from Wikipedia. We then convert into Python format. We need to make sure we filter the UK election dates, for where we have spot data available. +

+
+
+
+
+
+ +
+
+
+ 
    labour_wins = ['28/02/1974', '10/10/1974', '01/05/1997', '07/06/2001', '05/05/2005']
+    conservative_wins = ['03/05/1979', '09/06/1983', '11/06/1987', '09/04/1992', '06/05/2010']
+
+    # convert to more easily readable format
+    labour_wins_d = event_plot.parse_dates(labour_wins)
+    conservative_wins_d = event_plot.parse_dates(conservative_wins)
+
+    # only takes those elections where we have data
+    labour_wins_d = [d for d in labour_wins_d if d > spot.index[0].to_pydatetime()]
+    conservative_wins_d = [d for d in conservative_wins_d if d > spot.index[0].to_pydatetime()]
+
+    spot.index.name = 'Date'
+
+
+
+
+
+
+
+
+
+
+
+

+ We then call our event study function in EventPlot on our spot data, which compromises of the 20 days before up till the 20 days after the UK general election. We shall plot these lines later. +

+
+
+
+
+
+ +
+
+
+ 
    # number of days before and after for our event study
+    pre = -20
+    post = 20
+
+    # calculate spot path during Labour wins
+    labour_wins_spot = event_plot.event_study(spot, labour_wins_d, pre, post, mean_label = 'Labour Mean')
+
+    # calculate spot path during Conservative wins
+    conservative_wins_spot = event_plot.event_study(spot, conservative_wins_d, pre, post, mean_label = 'Conservative Mean')
+
+
+
+
+
+
+
+
+
+
+
+

+ Define our xaxis and yaxis labels, as well as our source, which we shall later include in the title. +

+
+
+
+
+
+ +
+
+
+ 
    ##### Create separate plots of price action during Labour and Conservative wins
+    xaxis = 'Days'
+    yaxis = 'Index'
+    source_label = "Source: @thalesians/BBG/Wikipedia"
+
+
+
+
+
+
+
+
+
+
+
+

+ We're finally ready for our first plot! We shall plot GBP/USD moves over Labour election wins, using the default palette and then we shall embed it into the sheet, using the URL given to us from the Plotly website. +

+
+
+
+
+
+ +
+
+
+ 
    ###### Plot market reaction during Labour UK election wins
+    ###### Using default color scheme
+
+    title = ticker + ' during UK gen elect - Lab wins' + '<BR>' + source_label
+
+    fig = Figure(data=event_plot.convert_df_plotly(labour_wins_spot),
+                 layout=event_plot.create_layout(title, xaxis, yaxis)
+    )
+
+    py.iplot(fig, filename='labour-wins-' + ticker)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ The "iplot" function will send it to Plotly's server (provided we have all the dependencies installed). +

+
+
+
+
+
+
+
+
+

+ Alternatively, we could embed the HTML as an image, which we have taken from the Plotly website. Note this approach will yield a static image which is fetched from Plotly's servers. It also possible to write the image to disk. Later we shall show the embed function. +

+
+
+
+
+
+
+
+
+
+ + + GBPUSD during UK gen elect - Lab wins<br>Source: @thalesians/BBG/Wikipedia - Bloomberg/Quandl with Plotly image01 + + + +
+
+
+
+
+
+
+
+
+

+ We next plot GBP/USD over Conservative wins. In this instance, however, we have a graduated 'Blues' color scheme, given obviously that blue is the color of the Conserative party in the UK! +

+
+
+
+
+
+ +
+
+
+ 
    ###### Plot market reaction during Conservative UK election wins
+    ###### Using varying shades of blue for each line (helped by colorlover library)
+
+    title = ticker + ' during UK gen elect - Con wins ' + '<BR>' + source_label
+
+    # also apply graduated color scheme of blues (from light to dark)
+    # see http://moderndata.plot.ly/color-scales-in-ipython-notebook/ for details on colorlover package
+    # which allows you to set scales
+    fig = Figure(data=event_plot.convert_df_plotly(conservative_wins_spot, gradcolor='Blues', addmarker=False),
+                 layout=event_plot.create_layout(title, xaxis, yaxis),
+    )
+
+    plot_url = py.iplot(fig, filename='conservative-wins-' + ticker)
+
+
+
+
+
+
+
+
+
+
+
+

+ Embed the chart into the document using "embed". This essentially embeds the Javascript code, necessary to make it interactive. +

+
+
+
+
+
+ +
+
+
+ 
import plotly.tools as tls
+
+tls.embed("https://plot.ly/~thalesians/245")
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Our final plot, will consist of three subplots, Labour wins, Conservative wins, and average moves for both. We also add a grid and a grey background for each plot. +

+
+
+
+
+
+ +
+
+
+ 
    ##### Plot market reaction during Conservative UK election wins
+    ##### create a plot consisting of 3 subplots (from left to right)
+    ##### 1. Labour wins, 2. Conservative wins, 3. Conservative/Labour mean move
+
+    # create a dataframe which grabs the mean from the respective Lab & Con election wins
+    mean_wins_spot = pandas.DataFrame()
+    mean_wins_spot['Labour Mean'] = labour_wins_spot['Labour Mean']
+    mean_wins_spot['Conservative Mean'] = conservative_wins_spot['Conservative Mean']
+
+    fig = plotly.tools.make_subplots(rows=1, cols=3)
+
+    # apply different color scheme (red = Lab, blue = Con)
+    # also add markets, which will have varying levels of opacity
+    fig['data'] += Data(
+        event_plot.convert_df_plotly(conservative_wins_spot, axis_no=1, 
+                                     color_def=['blue'], addmarker=True) +
+        event_plot.convert_df_plotly(labour_wins_spot, axis_no=2, 
+                                     color_def=['red'], addmarker=True) +
+        event_plot.convert_df_plotly(mean_wins_spot, axis_no=3, 
+                                     color_def=['red', 'blue'], addmarker=True, showlegend = False)
+                        )
+        
+    fig['layout'].update(title=ticker + ' during UK gen elects by winning party ' + '<BR>' + source_label)
+
+    # use the scheme from https://plot.ly/python/bubble-charts-tutorial/
+    # can use dict approach, rather than specifying each separately
+    axis_style = dict(
+            gridcolor='#FFFFFF',  # white grid lines
+            ticks='outside',      # draw ticks outside axes
+            ticklen=8,            # tick length
+            tickwidth=1.5         #   and width
+        )
+
+    # create the various axes for the three separate charts
+    fig['layout'].update(xaxis1=plotly.graph_objs.XAxis(axis_style, title=xaxis))
+    fig['layout'].update(yaxis1=plotly.graph_objs.YAxis(axis_style, title=yaxis))
+
+    fig['layout'].update(xaxis2=plotly.graph_objs.XAxis(axis_style, title=xaxis))
+    fig['layout'].update(yaxis2=plotly.graph_objs.YAxis(axis_style))
+
+    fig['layout'].update(xaxis3=plotly.graph_objs.XAxis(axis_style, title=xaxis))
+    fig['layout'].update(yaxis3=plotly.graph_objs.YAxis(axis_style))
+
+    fig['layout'].update(plot_bgcolor='#EFECEA')  # set plot background to grey
+
+    plot_url = py.iplot(fig, filename='labour-conservative-wins-'+ ticker + '-subplot')
+
+
+
+
+
+
+
+
+
+
+
+ 
This is the format of your plot grid:
+[ (1,1) x1,y1 ]  [ (1,2) x2,y2 ]  [ (1,3) x3,y3 ]
+
+
+
+
+
+
+
+
+
+
+
+
+

+ This time we use "embed", which grab the plot from Plotly's server, we did earlier (given we have already uploaded it). +

+
+
+
+
+
+ +
+
+
+ 
import plotly.tools as tls
+
+tls.embed("https://plot.ly/~thalesians/246")
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ + That's about it! + + I hope the code I've written proves fruitful for creating some very cool Plotly plots and also for doing some very timely analysis ahead of the UK general election! Hoping this will be first of many blogs on using Plotly data. +

+
+
+
+
+
+
+
+
+

+ The analysis in this blog is based on a report I wrote for Thalesians, a quant finance thinktank. If you are interested in getting access to the full copy of the report (Thalesians: My kingdom for a vote - The definitive quant guide to UK general elections), feel free to e-mail me at + + saeed@thalesians.com + + or tweet me + + @thalesians + +

+
+
+
+
+
+
+
+
+

+ Want to hear more about global macro and UK election developments? + + ¶ + +

+
+
+
+
+
+
+
+
+

+ If you're interested in FX and the UK general election, come to our Thalesians panel in London on April 29th 2015 at 7.30pm in Canary Wharf, which will feature, Eric Burroughs (Reuters - FX Buzz Editor), Mark Cudmore (Bloomberg - First Word EM Strategist), Jordan Rochester (Nomura - FX strategist), Jeremy Wilkinson-Smith (Independent FX trader) and myself as the moderator. Tickets are available + + here + +

+
+
+
+
+
+
+
+
+

+ Biography + + ¶ + +

+
+
+
+
+
+
+
+
+

+ + Saeed Amen + + is the managing director and co-founder of the Thalesians. He has a decade of experience creating and successfully running systematic trading models at Lehman Brothers, Nomura and now at the Thalesians. Independently, he runs a systematic trading model with proprietary capital. He is the author of Trading Thalesians – What the ancient world can teach us about trading today (Palgrave Macmillan). He graduated with a first class honours master’s degree from Imperial College in Mathematics & Computer Science. He is also a fan of Python and has written an extensive library for financial market backtesting called PyThalesians. +

+
+

+ Follow the Thalesians on Twitter @thalesians and get my book on Amazon + + here + +

+
+
+
+
+
+
+
+
+

+ All the code here is available to download from the + + Thalesians GitHub page + +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/ukelectionbbg/config.json b/_published/includes/ukelectionbbg/config.json new file mode 100644 index 0000000..76bac75 --- /dev/null +++ b/_published/includes/ukelectionbbg/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "Create interactive graphs with market data, IPython Notebook and Plotly", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/ukelectionbbg", + "title_short": "Bloomberg/Quandl with Plotly", + "last_modified": "Tuesday 31 March 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/ukelectionbbg/ukelectionbbg.ipynb", + "title": "Plotting GBP/USD price action around UK general elections", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/ukelectionbbg/ukelectionbbg.py" +} diff --git a/_published/sitemaps.py b/_published/sitemaps.py index ccfdea5..ea5226a 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/ukelectionbbg', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'ukelectionbbg', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/salesforce', lmfile=os.path.join( diff --git a/_published/static/image/ukelectionbbg_image01.png b/_published/static/image/ukelectionbbg_image01.png new file mode 100644 index 0000000000000000000000000000000000000000..9f657cf0b251bdd6348a863dab3059fb536da70b GIT binary patch literal 53219 zcmeFZWmuHm*FH>3%FvB8NQ#Jbcb7Dblz_A#Fm#6?B?2M{A}HMrLkua6(p{oR4oE5W z?(w;Q&vQTj5AVnKct8A)gAXvr%v}3g*WPQL=ef?s3tep$B79nWG&D3KHC07@G&Br2 z8XEdBE)IBQ#q@dw4UGv+O;PR<47&RcZ&7RNPk(N{CJpI8yga*Y?+vZ~1EvQgP=&FKSw$;UdL_84;}iy;gM6_p6(<|Fd>&|C>;`kctLhHu0KN$r@Ey+`Ty6BfGrW%y`Vt zuKqfC!M($h_MuCW*`Lc_V^3B)!}g78pA2#QKH5xmu52@+6?Q7v-d;BqQAwnKm7dNa z>^%MY`$(2Xj-=nCDH%E`>UOF+f{I!Wf* zB=}-aB#g)y>i6+-&pjmdq3e8+PupCkOi1uugHJCP0}k5sOO5!l>}rg%gd7qtFIH|& zpE`3TXy-~>KD#5~pr;c-XwoqTc7@pv$u zk0%4_UwnDiag*lW{#&`CX&vA1&(FeI+~pKj6>e+4(_K?T;&rd9KPM#&xMroI)851k z;%qXP$cVu6wHS4#BwAth7gJVBvmlCm5UV8VKShgyzeYU257W%G1vI+M)hOW*QZw;q z4DrFreXg%B4vs+F2Mcq9xqX+sGmiHbj8E=pK9fhv@478E>9zRm(Z0OPJVlgVFOuiI zJ$d)%Ol9ud3+wLafhQT3l&|;>JyQ%=klzMUzqWWg*DrVTz2Ji7H&=9T4(+HheL*FR zKZIX{`|;?d{2$FXx(g`9QyS(h$gcO!Bv3((VXh!f96^7M2UuWIZ4nw7{Aqa#G296A zYMb8o*zUFVBi|Aw_LJR~T7G}q&|wNZnKC|F^cox3NRr`Ck~%ffefbUom!pB$Z+c)K zG<*H{_WMU}#?{3c0VBuin%439>s8AJm(0~YtZB_A_E+Il#6d6(ggn^flBj&(z%ND` zgS%S4A#ng_H7L|Jv_=n$>!1_p*>G)K;&>uY^F!6A$jveR4P zy3pWiu%VKbVd440-)eidI-i{T(P!5dOU7l6FK!n(%tSsF3L)l=ZiXv&W|IV|?&>Rw zKi^{7nJ!NS0kjvyW0uMDKitEG!j{*x`bCwppl0kGoY_zZY~W*n)x4xT-6^P$sB!V{o3Gae%7I&DgcF>1gRib zj4FJ7knAwbg#Ua&#yM$LWYJvX-+6LkNp#%WJEq1ohuSa~gkFKxWTB!{@_pL2IU>+V zxmEkvEKWCMWyf`kh1ZC1F!ljBGt5mdSnMeT>k)BPA}fIgQMydgs|{yzW%U7!Wc%!t9UmOzh{^;H}Heo_h!#cd^IGCBo^aI>p{D@Tgy)l_756q z+?$5T(Htpr^$h-U7g_p~9H{{E+MSA4Z9fw|$b5C+Z_kqhT#_)^&Np8tCa|GMxZf}3 zM@W`Y+REa?DqT42S;tUsqHC+qo<0V0+T7jnH2g3UkL=s=&xvrc=`{|Bx(^ISORjlg zWNm*Y9&006CHs=OkAaw7!e=)bWVNE^C8lo{r_p2vow4;^OlA z=MiV5#5PsfD;j(-X5~YMsLm)zAMDV>sNTtt;`@dvWT8@O%H)Cz(qR=XsFN-FB}grU z-*VEw*PPLv*fZ=qNe3sNS)DF%h6!0LQU84Z9k`qgKom%AQ093eurMHx@QHUT3Ko$kng!BL-I| z`%4n5XM>5Z0&rwF>3vAQztj^uyCU7x>#K`W?-v--r~p%d03)2w#3e15>M*_5_wt;l z%S@ew?0FSvnT!sDx-nUL8tm~>O73VPh}mrw@ znXw2unR3c^p7^Ad_JhicYOqB*@Vtt&1s2=Az(NUdL;%Pkd(Ujj$vMWGp4mPfe;?+b z;KBzI#L&?Vu3u==B!;RxPWK2g2Ek2Y*7w>mX`aSK&-j*U?!>ib#2r}V_??Hp9NqP* zSTyOPXU-uZ8tJ?wu}^VLUiQy7I$Tz@`}`Pvw>?!`Nyp>X;z%Ik?;I8y)|Q70#k~`& zJeJ_O9EmQ^%=D%V`vYMX#+Ta<3A>bGUd)ouX`}<2@ZXISljUegm`wZMW)6pl5V>#4 zTptpjtX#)2EHHhz6Np6cR`z`1fTqqA8>r0JI~TT~-I0)#+{616RJvLpzyNO{mbvsu zzjeEm$OlWHT_!eu8oO&Qi)uD8W@aJKiuEodl}0;cL2KoDMLV&sQQiS=%L&!vIlRkN=X!LlL>MzQ(7Y(Z; zkyL}`VKMk~46ACtj8+eOM<_(B;QoBZ71^!skHe`dzgr7PK0<1n6TlacUF+V$HAW@` z(19)q%D7b}u3LRSP2qT$?oVs#R-=e;jXM=?tqTe!zGBzlK81+DUjC4c4QpY5mT@m(`S!518U{7;|(3UAcdKvvy^jJl%s9?sy+8TQb5{(JQHU zahCxyDY}JgS@mLqmZ$V)DREV)fxHK~&Nmo_d22F)qUQl4PI>sujCjvmxtF5wx*Y5d z^goSg?otqki+ShD;^yD`tp~5EXl@e4-QkDPGk&!aNif{=-P*B9U&8AB*q!L{hIXl= zX5=|KUI7=t6y)zF?2H(HB9;iJ$}x1&oy4{% z&%^P-7SR8NAc!BwkVLMcmMVxgJ-WMiD59If0G%+LD|jdSqE;IDJPG zrO4yO*eg6}tS*d+dGR@Jq(f`0N;DPmNg4KG>FoF?YytQv@~f%H{(I?2On9X>J`^^= zWWVZKpK6WigFQ4)*Pk2wN3CrzTKDAT)pXhJEKYTzonXG8z?>D&<6a zu@4Vt{di!u=#`x7j%~f?IKQTdj?oGgoLt_nkv~0Tz_&*<`CzUr+ zLnjfKgjj;|DOJ;JYRVjtwgJKwRy(8dVw`7MY*+&G2xT3~Q2#_e>fkaBi~*4QMdlpd zY{cWD_bjj5#~4o{-I&SHB%_gkI%^|#3EFL7&$=aG$oKx(FJ@(XETxaf6$UG0MV^)( zHi@xRK(00@I3xohMygrS4=kEex-O!O>tRpgMud=#U8#g$66wU@Pmnlk-W~gNQ0q$> z$y8*4bs6NaN$!Hwxr(6jX*GfnYKtooDJDz4Y6g2=zpC^d8~4tn(xOl#`Vpb6>VQw~HDq7WmLYc_Yq6P;MHr=BQ3SWhlYLAsvJ~EF%=wSUdTaW)M5rpLqG^Bb zhEwsH=;Eo;M}}+OGE0u)hAFtN?0dr$LQRb9GCLJ0r+M{f5kqm~Sd!Fh2sC2PST$ul zVMfDBhsf7kWcb4Ff$oP(vXq#TOnmdSI zQ1je|A~SO=hg)1z^Ac<$VX!-nuBH9ZEK7+RL!ZPNGp#W{3eykfZ4OaG z#;pl+*bp;2eqrpw_fSv?E9xDg$+3fZTXQO6Dc+KV|B2pu$|*SmV~B$nKsZ$c$cvb! zN#yUiFmaL05C|rUn(hdGZes2(P0)G{)9oCgJ++!?O=X1km~IH)XVfgi_Cjag-kXBm zE5nqk+p_3GddO#+#9J;TlM-07z&bk@ZTQxXC0)3BE-wO1kW}5Ju6Xr95;J+kvCvuK zXYuv14<5sYLhHP^U{>863b=lfc0UtfVbeK3ek`~9w%nGdUPV`O5oWwy1wCYnMPkI7 z1%@D(`nn;~{oQoaoNzeg4928rgpKPJqM~Tai(L0_r$J;9mMH`pdk;#w|FZvqz&>1r zsbU-3xpcbU)~8x0N^U$3LwMQ+k*XS@j3@V2hzNid8}{6exc`zz zLdn33@7@nSRQs1GvmOo9k3~&vqJN7+9^v2)$sWyd{Oi-Qi;(xL30cMOng6-QUwK3u zyyzXyy`X7|Au3Lxvblb~vJ!luwHe%YG{|F!Uxp&a`LPChOhmIEl;Z6GFWDBgF2Lfk zXsTKtud-HXKAm@VwMKeRmXya!aVypEIZudc`)m%T-S^p@)g6wT6*l;!netI11OGZ& zN>odms!V}ijc`AKR`|#tUjMG8<#wVdw8|=M`<7S2O@B39w1%ethfShXd;_tHvHMbs zA%{**_Qyd)#I28hzrK48@il(tsf54U6e`Q>XAIE%bNrJP;4OoG67x)3x0y22{6y?i zLmOcoRhgK;@jpd-CUYd!QGL;>OmZklfhW#(oI`ZO8gk*MQ-$8e2Sz zlDs;eFvYQ|Csq;PC}@5<@u@gQ&N5lRZ}^Sic8J5s+mF*P`2mhh0R;VSo_UcjGrLdu z@E-26$w+G9YC;+VqMU1*BkUV1&;$d$21$C8W&g#od&lEuy@~Sf2b{XFH>d+TG?ffU z@ZieLweJaGTp~GCw6ZKtLdJ_#cB`3CpI0owjDTT{5#pYszLUl8PC)WGqj1Bbv>)`o(#N&_utX?vw8nMe;feZL|DBLW%OY^6XxyshZ?}jUc>%MIx%`!TGyIhjnvi%$1{$UPe$_t7 zAGr(mpnAP&M{rOh5iE!>Y3Gwx)}zNtapWnt8N|6H^sETxJAa@!G^qlEgwLa#2bLU~ zZ{Ew3j|)_s89}`rQ|so(<;X=0zprAj4d#G3OPiJL%lv%w9i6N4~N_ zTf1%XTOpL_DZ)>`vi<&9n9CM&eW?#P+tZnfcYoYp16FJ-98eEOIt<^AY#u`}1m><{Op)#rqH=#5K0S;nCKm$i&rMl_PyNe=Uv#EUf?^^!i_Vtw}dYw7b< zOkY(6t{ryB<6vzJHpm;0vaFQL@`^L zYwEQn)lX=KrSwQbB~k)DDd z#xw3t=ul>AW#iI!K<1~S+yt3!_J6UsFs_5{TSoXOPE=L5Q}+! z(`B^mLCU{jjYMZAI%vPBAT39R%bl+g~OE zGiM9(*ZuygAu!-QW63!ta|6ex!JQQOb89H(POwRR#JLf<4kEsx6N{J@)`XVoT+z(2 z)dCrKBT%N*+M5*w8%MkiIcPh3Bm~qN1Fsh`={J`@WYiyZZ@fH-`Q5kJ@n^eqKjwk^ z`V?(<{4Jrf84_0IrkT=4XQMKcJjREI$jF0kpp;I{B7;yeUd_m;xSUiZpY?5|Y|Mdh zy9Vw=Xs8M-I&tl!u6xwKdg$#5s84|?%(BfChD+M1wO`)2tS=(6DEsUe&`mC0BfnyI z9dw3as_U8&!1DmEEhcS;1b|0nfq5`1b+(xLQ7bkU$Z_{GY z=BnZWb5+bfoUliqG--S@Q1JgK*_mX`6~DR|zl)lfX<4$`r!V*%Y0dteS#gcx#Ar8C z9af9I(M26cC9v;Cxq+})bC(F(kl(wTD`*=nv2REKl`2G5<;z-idpRvVpw_gk>U=xC zZ0#zlm{q^36~@238zFktFLS-dDDxeU*yh~aT{ohUmYDX9%&-h249#ojoID|{#}qYm?BFV$l%lDLqwwBHzcMzd7q@F%}0wAQ&Ce z-;E1LevS?$)wCQIeAxGM9Ahc(ly~Q5rn;wnH)5tyEtO+?5947wvmN>h!DT{t)oqyR z7vi2DK=xf+qdi~Df?aKwR!*8li}umsNvi(N;;cg#OgypX`z#vvY~7lK*xhFa4+Ps8 zRHF1#BvVXGiWOGn5C7^520JNGA67tpXckxPl*2&2T<^oTj?glVb&cw$TGn1%Em!Jj z=_O*cVWTD%zu57G+YK>cYr$U7b8yXV=It(SQxHll-7sn8}hl{+aR^Saj zopVsHVv?p69L1d&hwAGbQk3x-wdZUAe!ZTSvV>8&Pcrx+zJq!><8iR*N9>6;EW~7Q z1l_~3JR)bgEkb-oPbSg&)srW8w&jahZ&UA}?X8dCc8Td$rIWl0^+6_MJuBeX$tb;Ffad5G;7TRRSmR8i7Y34thcr9;}JvPv}XwcR{?!VVnp$KY?vr?r%&8{2KK9_ zJBu)-TnY|06yp}MtpVR_wsa$<%@4L$ks-Sx^}lPCHAyGYBX{m_V=9qnFt29{4SiEA zpQxbRFm4jBI1}w2ad}=d0=FKzhb~p@Fp|m_v*u$k>m|nZ+bMo%@`%TYR*P>0Z;#FV zHfmiRQHsXkvw0Q~b5H&P7dw=xZ^u8D#?G|!b`V1%T6OrWN>7W~9+HCJiXu8zFFH0_ zg??`vqZ*rJQv*5A(E8(>trt^I!v2^OtA0h4O*{i4UVOU!1V{Et*VY&*FWY61AZlE7 z$_bO&>9Qqo=e-{&JG*`EveamZv?;e5ZJUev19R-;5P*-!S~_#fv{~!8!zbxxFY%yl zPl*_zk}jL0@64rmw;QPd`!COVQkUc%FG3+6J+m*4@FjA;eQZwT$}=tYu+EPRL{7s* zMi%}COI4NxR0(-dB}h6;pTj;dwN&BZEDPacEtZi`#nSOWJ8V;_zdl)0CSHs5M=E#m z;8dndf5gwE@*wNAf6${Uuer{~x7c*@!tLJDW5T=Z;UvnTyo8Vioe)!8dXnD^7bBLuhm_Ta8k^;F;%bx#mEaeM zHL@a{sOv6d;w2HR9jo$PwStxWgPk%;hyfDc=1dA+f{jo9*@m?zh^qlc28RS)|4}|g zvm*^Hoctx%Bg9YTy2d6HX}_9>UpH4{ zuf2@_@dBh*p9amv_}tSmxv`3lksTApT*DoO*@g-~;R~yIuo_0X!XD^;j3ePb!_+{z zfktdsE~|>u-u?MBZ{ow8DQDFlD6R%8hHwOejx17)i5HU?9cHkhg`Bq(@aa$~1C8$0 zEYK`BzJ;e4i>AmYsesHu(8bY-N81XSUXDcCw!jtX4$oE6QM(445o!FAuK)Fh_V-X`nDHBZK0-&W(YXgKz z9F(eYFP94Eg`RF=aJgw$1;q5)3X2EZ!PD@s(<(TS#iQ9nSlr(?lqF~3Jq_(`yao| zT{R#HvlqUL-~gtbn1B2~`Y`~cZVwBqsDrf=|6|fAU;`b8*V#U|-vSkj@voC648~mL zvu8&0z%ltHwV-@O$F+Z>DV>Ph>t`E%1Hise0NB#kR$uq#%cG&GAMMgvQUMK`*`k6& z#v4v^G!&*sS+5vNJjoZvrC zD`zk3BM1T$1kJo;5p;ZCcVj@PDnO|Erk;;eld76x2-y!OgD%WxAWxwD8E%Mx<1M|X zEA4HBjFKkm>AZJACoGIK7icW6&M$_^*tUJP#^qkDf`+#JZ&4v31G7dqJ`^Vf{2agM zD4K}Q4%ksjprFNTw>6%p|6Ufo;}=;G!(-c*-wO{kvVGBrpKzST~oUAqGe^=C^h#NQdXfzC@XFrWiLhSS{Go84qqZcr z`-7*o0$@iqfoDr6Vj!oW%2a}-%)dmb+bL$Po7C!#TyOz;NrCfBg&X1m;Qr4*K}my5 zW9OJf3hyp7j{R_$PL4&9V`6@J_6pFVi~sW&I4F*`K4@85VMh7_)cp}WP0!6V&Sg%Y+qi<4Q#(5uG@A$_e}QNBnuv@;v#F?D zb`NX?yMgM7N6cu?TKC3Wj|}^aYxr&7m5rGkIKhGxY<0`!$l=8`xR)MBB(_ma5Xi@?fKFu(1l zhvB<`aD_(geK=N9K7{w)^-p!f#u8z|UtWb(Kg3H8t;NE4fq40nkmjCMD9VG>{u$z) z%RG7pJSJz`DN{r)EA5tk$t3;p7&>nL{wqCPMAx~wR%G^nR=D>sL47MPg{XV%~yy>8TYF*Bxt8e z=pn_$B@S0avE47nNch;o9{+hnzyAq_|=(fab5*Ty}JSwHb1WkR$2#)#& z*9CRZvtBZ#g@{PH%-&1;L>Myo`fmQiVdjah7Vn)$_(Egrl?=|7_{)#XzR)`>;>zwy zKe)-`{UEG!Dv1;6`a66xtyB2M?)M_0>%AO{%K{$vM0nr&ac`H&a;&CO*F$+kR+WKD zw;I!3JQ!I7r2Mmc7LPH%A8l#9UGufDi&xw*b_+L!|fDnO6>z77oK#whL&zPa+f ztM?&tusc5CspCePF_Z+Bv6nq#P4-4 ziQP87CSXG?e(A_ox@IZ4zN|b8*`qb_VyYl8kulq_mifX74qDLn-4u`nv22t=nTe`d z#)7+9lBH#qWMA$V&F8;tVc(votgttUI7~9U@t_znpEP;Z-gD}0O*0g~@d{*C3vGe~ zkT#gmRY2+z4^K-FS3}F1*#Eu7NF`4_E!o21_{GfKUW#=C7VT^k@d7st_m4kke_uns z3dq&|WpiXGh|q(wL6$j$Uft5N+Wu7BH(nVXoo%BTqwq+p)JfCn-ivUNEgIEC0suE` z8O88XaHC2gG<@bZ`}7MQjJ#-}EjcC`_p8j4&GWep{!d)-rNs#)g5+?$-jUJ2CFm2V zHnwrO?`~-@EqdTAt<*l2bRJ$2ld%(cR^?M0dD3&%6J9o&xpCt?j zN-W|3r?~@SLJUgOc_x7wX(;M5WlLM+Pu3U}zql%i*!EWPyv}Iyc`@I|Bm8(x&FxwH zhr6(iz;H)KR5TTV8Py%jy5_C}p5py%Ir9?Y54fC4nc7~_@J>gnxjU=E!S&xusTkaM zd6^p+3BhHo9IN@kktM?#eJ8<*Qm=S{<7pJwcRs48y#hMmprNtl$CmEuE>xMrymk9C zIK-8SSA36(bUVj%twCqyzT-F(ji60r%e3*~%&m${P#lM|M08Ny3DAcqtaF|jbv9_9 zN1TvxY7cvk{G2G9YI1A;ZO>Wd@0uDe;#4%JCyK?wF#6uL`V&{y7msM`A26F8(e$g9 z;jQWqF-N=WOz}2;@oF=hmQOBn7p6MAOBM&VOo~}IBDymJV=6wbdgJnDv4ee~wYv2s zUtRN|+oB1o)BuS(4b`*G3Ay$g7#@B-U2d*%w!iezX{tmW<~Ca;hjW{L>rCjmv~3@u zX{~)iwz#)Cp5x>2na6h=9lj4|);!x#{<+lJXc7E-Q@Wp`h+!v++AHQZ!)x5pOrb(o zqcx*~RiX^0$|QVrhEb0hVP6{C?Uyf#LMIvLqh~}O;7rllweIoVYNXcT4VF)QC-(hl z@%+;QR`z}DA?keRr1W*a_yso!Ze0U78Sp?nMx&R;>tPNJPxBrPA{J=ehy%&kn2a{^D2Q%%hPBhJPE& zT@m05+3RF<&iq$tE*b?p>%p5gcV zp6Or*>g-@X!9fYXWvh=NhR;}zl(YC zdciViBU2@GKb9~GfHa_23U~27pH-ISA}Ik`iaFV(PYlCIuBD`xn>8fylH}&&*IRmT z)^0`9L_?~A+SK-hZFhX z!1!0JU}eI^eHzW01f*Eaz9Q0Diy)T0rRm07obCt~=->@nrYh|@d_f7yiB|CELt zofBlP=m+m+COhqgLafQms5e^l>Q!jGH71F+h^B)&4MvDu<+R%J)9%6;dWZS|0Cyqn z8lQDs~KP) zE0t_%k!4e;OXs%~*D$!A|8jbHzL9kFXQ#6C{F@0mSdy+oZUY_@+xzczZ`B`(Q-I9- zp?qA=KtreYAt_e@v#vxed!PFz@cnT@%1{4n zcjsIeN_g4MY-e;bM$cI~ zm!5o-RKdrO#nM+npAzudV3_q0<9N6(mkF00v78OjTqd^;#&S^2hcP5T19Vf5?2InB zVBKaV@Y$yrpST`Wtqr}{C0urySvJ-Qld_sZvt3T~tB}o_3||YYvv;Me&)XuxF~i!? zM=C=&vQPy&OcYh^e~`T%{H`RFE$7v6T5Rw-szz;OA1-$cfDH5I(#i0qb0g6-K?2AQ zj*Bn~R54*=0rf#KyPmvSY<`W9wp3d$I)dx%Yd01h{$PE)uT~<(bMH8$v?r6&ITtEi z2P~4pMKT>SY*F(QVPz-|$g-X;Th~qV0QcP))!jj)`LxBMRrT z+IQ7`8VvZ$uuQypITXVj1=@snj$i<8m@F?SefDpw>-%OdI*f9bxRpwnRw_2K2A^+X z{mDkv3C<38T*vNqEV}*SH}-SBF1b9j8*jSzCBun8f&M@5z2ti@cedOw=;_Y={Qfw` ziaN=seJTmkM}Du&3Vx`>7<9Hu79-fqW6TuiaUSojF@I||92_ZF;)C?$Vt6$|dvli*oZT12;#x!4xM~kE3Myyf1$%$oE%k-)w@dA?%j+ zn*ey%#?jBpT>RVH9^4IL$5XZk>VLh4K$Ho^dKD%+h`Wp$8F(w~{B5$>K)uch5nnJ= zZr+%_ztq}FCgJ{H)s0K^i5(zkUxCdNke(#*rEkD5ukWB%E2_dYy+-J7SA|Nbi81$K zti{+el11?oR4OCgyH5$asG?*OoJIxO}t@SaaMsuDi5Bw zEv>ocYlhty^ea;1vU-q?wf?db*#G+uT(d{i;905n!;N(!e-yJ0rSp-&o(G)m@8y(M zShjNOSv0uJ@%|F=-M8?r!AqQ<*aTIU98Ln=lrlbjJr;7Ycyh@%=J2qkL2vN7NbYsL z`SNJ}#`taT)n4=ZmAJUAppb=&zQ{WqO_27`;-HrG3FY`2KKSX?=MO4ar|e%X!kjNC z_AGJxJ7?!tCZ)T0-i&}LCs8dXhtcf20q!1eU27V0kHUS|x}s`q`)_+&CMa-Kd9%vVh&Fyso%ud!IXp0^Fn1`WOXE~O?^Pi(b8sn@AIoQ({rsil?zhqB2Qbxr#QJa z0a2HGf=6dG%1afN5;Wq^i^#cjI|U+P&iw;48h(h@pbH-qGmqO)l6x3^eEhs#jt_Jp zoi=EDkoif{+$e8Bsu!X`3&X#bGHGt4g{r^moN`zQ&z52P!4s|PjxXf8CPMaf=aCnoMMIW z)!qrM|5b$2fxG2JGqVlM& zS>~-CRm~XrPW$rzT4Ak25?JA9e(!&4AMQmHU%&Ei%Zy8Za%?1n=u%VYLy_SO4?iGI zl0=tC+0~1X*t{>X2`E1o>E*Kpfax6wYf|NHU)%^OffJ@qkLVr?(nES*SE-sggV|{} zi-q(2fjbq7(vqx##)Rb@VY8%7Ki_59*mRzicbqL${(v%v1iS<@89Tl=B=kODV8h70 z{Ks%6EAadbys}oOBXzuEP`B{R(?(w#DUO%w8lw`rM!0quzd3bCJssM8A8LN~_Gppi zQNF>Zwkf>nb2rakZ)bETOnOi({nuc-8WRm(C(tTvu5o_vPA~ku8WRk2Po~Bv`gy5s zf1+WRFBnYOX5BTE|E$2f5Jn|#21>kH!JLjPMx(aSW5KM-cQm6Ah~c8)c+Mnj!2jMq zg;jm^Pu!QN)$$7`%Z;{?gJwA1dQ*gE1S$)^3axCDzdoe~R{ry)kZ*YSd6}skTKWO0 zW$b^$y73Lm04c7P;kv-_9@`*|#gNcTfn?*ZYifK_+#z|0tIBRTEtY#n$eECT+16Sd zRUYG=S~VW<%^#FHSN`6@&n|Zli~6md5ANT7O>N-ta%E!e!M(k; zgtI!QXTpdF(Wr7q`Wk?eaBYj4H}6zAz1a!8IQvQBt8jK`@i}Kb#acuG7HS)1v}YMa(oXNSJ8c*z-)JfHNK9K3eR*R5F4or?FK3QjNjZ{~7DC8b zt%p<&G^~HJ*IjN=t6d>kXJs37?k?_0v*N}_MntI<(z*h!z-Cr*t~ z;Q_tBtXR$SYU}JNlH<<_XZNr0p;*1|&tflz7a225V9*Xj)xse&9u>Z!&>R#~lh(8>^ zjIq#;5>{lnUYO{1w#-;*yq5mW`GOVrK2%LGfQvqt*P`j3^Ge5u-^6W}@O{W8tb&h`7|;KU$JFWk|M1s#*kqPxP$FNduh$0NB3)JW#)+ z!iy!aE9twR4MbwG_;)Bx6y+;&nk-@-lRC@Z6I5(v!FI2EQ3wmsR7w{o=q$cPx3@%e z#^nTD3$%IE#kCls`rv*fu;fYLKwRzs^O>F6zeq|kB~UKJpVQ@8K(0V6?W4S)01u%? z-0+uUzt}6_=`fL2ejsC%k0X=?Pwfv@tt!k{5PKP`aw3oV?)?*bU`3UMU!EQpz3)d9@M3*OsxEqQ|`}!SDtE~x@-_*EI1fd=|dTr{nSaIRrVvazkz4~#)-k8 zbCc30cs5UfV(tl&(NHW2E8HJO2ga*yLcS#OgArqcbs9l<*nJsCL>3s0_B;NfGWA`! z2hwr;RYQH(iCDnKPbGo&qfMAp{JUqS6XklK@uvS#&<9tv-gZTMrHsrRL%eLQ!g>FG z-y{v$E8Tj3-;4+5EWf?J5f?M?;DMMW+(|~JoPdd=TrsE$BTLrjiN{M52CfKk=LMgq~E*Jr4T>z z6gAKDlvxp++B};W=c$r3B_zu!tW6k zu(Hb$EThJz%1BT>NT=@YH6pZRlb)0Z<3Rp#Wi zGFbZ>Oeg!!{cmRYg~$>26iCBKlf@0GZG2fbmx$P4nK{ELPdb(Vl52Y`>TWurrx{gRlMhG7Xzq_X$ad;o9;gUu=)Oe^qd z4(Q>ndo4C@VEJj5vwD7wpm@YxliP8R%{VxvE{m1J>6PvGSI*>+_U|0ZV!@{{*|kz7 zhwdFZ+6X72xUCjkHdw|#LU$=>YV~~!;83YM`1V#W@h|jQ&jqFYa!hZQa&$>-=1tAh zI2VZ~t))5=g5R*H{wHJAQujlCT*flsuRbkW8Bvc37G&GFm69t%HE_Os88C${m*SJp z%y9kZph{&FXFUz=;r;g3pO%Q0$*xAwLQr0D3Q`Jq_U?E;T!RVWtfkX{l2}PInb*Cg z9jX3GKoTHwZ11cW%ZzuS%&;iAeV+M$;tX8}m)P+rOyNPi^0|qYd;Zq#u&} z@%C^*I)5><*0fiCG%&hgiA{g|c8arerqkl(!5o8PL-6{mz74|SOX^;wSLIqE-G~;Y zH<(xz6*0F2%hpu;_qR{Mh=J;zglu_(!Mwk{9Sc-DsPrf92z6}K$;C`OjThHYh~++I zORSWOVP4w#FHNO&T{L&2G3d0&uisJxwT5EegKyvmz8U1jFu7HzGrq;;9-p>v!rkXo zC%$SQRS2IRQ36SAh&iuPo;u=m*M@10-iQP@k^wPvY!}9L;5X4bkm-j zA_cj*$+yfCs`XjO#=EGPMSZ59aoN_h!oIk*Wu6e)rF(dKIdGl+qD5WoKW?44r&_pZ zJ>M#ZOgJGe;udmr*zRs8b=yZ)KW{B%1@F?93Ee#|p1#GnRwY&X*!9x*d+JJi4&UCT zpY6}otZ--df}eQO@P2j%qqmIK_RdujF=bSe=&j)yKL^4chEOy{m1!B}X;^q^vMWbh zEhh1UE38x`=Vwwi`Us(6=$Xb9p2MwX?T$yEtY|j!qwipI>b4hIp-QP6PCW^9UjiTp$!0v=4g5nQKp-liLHN) zRXV{=v}|X^syFv8CswK-9%}a|%f^ClR>1o4?TLRr;U8GprEPSkrChf3{G*NrrI4$V zGlIEVaXU|<4XK%D#@&)1U&@VKH*QFCK?R_}dEyhP*ii{-5v*Xf9}M5+@P3`s46l7t zk6LmlmOMLPMBHLA6%n&RHiu-~$}=w}J_cqoyja>&@!=hGsj4a5F=^1S5Zcxm<~6P} z^H{cYU3?&dUwFrPWs@Fka=2mRKh?KFY%lPuci*=WQ+CYI4&00EfLF$G{q)o z<7M9sQ5jAaBM+i_7Xh%||MJF&R05%K5V_X92`u#6D;Fm_oKg4`o+0}?ExMr>EjZ7@ zk-K0Zi>{&x@n*`=Xe(S$vAavX#{CnyMy{St!{+Co{>}a!!yKD;2u4~77KGY`zKtwo z=J59TeS30>i^T&wWYEgZ;8)e7blXajA~5}{d8#t$W9cg+N8bo4fU$U16xIga$rkLt zIMHp%ti|_$AJ`t!=4u^={_(rSRafq?2%|gp8|-SgJ9wIyQpwj7F@6t_Zc)KQiA*#I zyWn#t<@jMvoy%mty;nmoKl05)3rvHhOg{bQ{SXf<C&AXHJVy(-#EeVUr5hf!u>2=E1lDS zAFue&wT$NOiBb8aYJ_C}6gT+MJ6vlxAGHK65UXzM;Y3aI&j1@q`1Q5+g7gS%X;>%$ zwtUySkh=GXeB+Pi)`{-@DbCp5iJ@-sodGt7X|R&Qno4KKm|2mTmqoI z^#?|-0y!A_o4#_-nfXZ!TDfG$L=)ma1s37+;ZS6npcoyOG&UXhMnJk2@$ z`ZlA6xy0<$^>&>=}Vw!^(EymgV{PBOAPvU}51l0osUfAOc{ z=2HY`kz+qFP@y-Y_FW(#LuUSqF@11Afs73>dsQ-)0S=IpB0xvw|0hSgTt}cEuHx!@ zsB1XzSkhbbI97IrJ9p`A zj0LDqPtciy0s#Zl39eQM!dlna->G*%*jE28FZ7mK@s*+F2w{lSQJ9*-oR8LY(<)KR>=l1SW z9BN-%c=l#v?-i`|3$B;#9Kz)rPtZD-I}6}W_LrJ!gyg#cVHHp{($~!IQb)6?yf7Bg z$X2Qol_^0fqh@~R&pROd=gP(;($0&V|HQpY|F%bE}8 z?VA{^Ru0IWn<0nWQS3{+^Lr1hh@cg?(9%izwu-;MP$> z1BykBma$&yYEuz@ zB#ct2jA@JV8T~V4V|0U1DS5_XElH3uRfMzoenbIllp9{0{o*g`%xxTKey5v#6#4Rd zZ6pDiU;K_tFw*O>xyF_r%(mxn|CHwg$l1~8ENfO%GE3smmBcXcs^P(2gT8gSr-hvqwgW2QW zz*l5WantN+ve&w)B7&Rx?p%nb0!|QT3BWz>{}-W^NMG3Ipqw@8rS|>wqJPm>bQEU6 zNY=R6Bi?Pz!ibReC|x3={R}%vtB}?EC~cC##alALvfFQX&G<~T5i1u>IJw2Td++d* z1`;9mMiB`dF-bg*s$>IX90ofDiGtAS^@Yd|;}7A$+P?+>YsaP2+C6Z5xaxRosQJG= zI|BRjmFKKKE%!ZmO-5ejIuna&-IqofBP) zl&mOy8Guf4g)gPrpz<(lLwd$;Kt7c<6dbX! zR)Q|zH4S7o#IerYBF5Mmn<|!LpE^t23~Gw+{xTeL%@%PWGMidj|CeaIMSD$pN(fU) zdmokZ^5&?e0C|%Hr5CSZq`&TrK|)LjL?fv5$fmX7&=6|auS6sp;lPBaISpFn6iMl3 z=DkXd4qB`G+H2#>_!IsOp^qu)_yF}!?5DpKT4DiWr@m}gi8L?oaE${HCk4MgREMaB zsc-^%2LU^4qn)bGYU8YdK9|wtp0YO;)+-|yeN~o8M$0`r9AYjPB&*y;Q7ORCv1vy*&+Y%`fI|g#HyIe2!0MlUV@G9b zLx|2`CFwSVJ9Falz@S>>BKKV?XA`6LR9u^@2F7@X;e*QvVNO2WucJ`%BXE36zMJm(?GN@#CH2EJ z(%&+?cT$g#aT z>f5%l{@PERxzIX)n`g`%240lXRK^Jbb)vR7BB@a4b8HQrE3OR;*7S|CvnqG!HRz}h z-2T=@2VjW!??PS!FB~ze|9IaV$t`7o`MAO65k7@x%o26U>`U^NxgTViv2ieo6I zoOg`=z!d#~dos&g^6@e*gGDWy;2Kuw(NNv;@!31*?%Cda%0!^b`%!v>PkW^mp@&_H zqwP<9Vz6PthU)3$@Zns1f9`r}1uMw={vy{xykRl2prACVEm*O+8QRwAnhz!tedsfi znKLVX*~ve4Hm@Cd+mw&Tyo07sDB>uVa1PtK;L912prv?7%QYT1CRLmEHWKRNakB1Q z&(6B1Yij%r>5Hw@z!!R77o!r;E^abYfsa zM&mx{ygc1^tqtJmj>&pu>P)?{237x@QD~Rk%;M&pjGC$)g^a6KJSbF{`sORV2^ZxS zNjZ9+pp8xrR!(M|GGKHsTUnkQ7Ug{t$ihIrR%yKqkKJmejeqZi)U&NXOoP^Sc4znf zj{bAp8H;NfctuJii&G!p&p+ttK0GtRm%_%L_i=HiFC>_`2zJqJ<7HNQzyCea$Kfv= zpTe6LcL}ho6D4#q$`QsH_=?FEj{oP9o}6PKXR~pBx$?$kjLUeb;>sZr1agCCK5`5S z)m|X6hkdEo3`s12X1YMfCf^j~WU|H4$R{yjN8nog6ATdBYPq+@d-_#jonF}Yez8hq z;;^S?tzDTd+2rayM zHD()x)#PSFQmqq}F1njKTOMS0=oCo(OhV+(StI{0#1sgB*cs`K!nz6t=f#&HR0=Eh z55Y5LRE7DLsRD^*`2`Cyu0aKRZPq7&OYQ5p^sOyVM-y3?&t%+v$9H+B=%xtL@5E0J zR&m_jx*>-eI%RE*?Oa@Yx8Qun@ZO`!ag~>b;kssY%hb%}p^v4?VWZroJ~}peeTzVA z>~o%z1>TVDa%+<>=y#xbNam%{N~#KHFD9RwLDkx3Sp@aCC`sa8WLV)%=gw*A{7x1r zZhICRnU^j#67WrRr*F^c`oIpEBS-I}Zm-r-!Qi)MLr-TP;B&0XEV}djG-B=RDZ?eU5BMv#6wy zT5M77ZHUGf5NM=V+t$*a$Pj4bs<$GA-3t89pz*3kEt}877WowS>v;&GKBkUyZ>QpW z4HD-}i(d*)YZ3j+`{oO%?oC866j*t;*#PCA>(q>?Bk6ErlerJKkf}GLkr*?lab=w~ zq5iN|!y^jeo+XT(_tj%iNJtw(ha$w=%Nyom9K3E3g!iw%`e71QJ5q=xwo3 zzr`mJo*S{zS-xwke9Jy|@IH1eF9|e;uk^|xBeis`W_Ynciy}ugP_2H}9nNQEP6Z3j+FifOZhGX;clAHl|99B9 z=gZz6zan3!9Qm#aBqyjZ|CKekQBZf3cy(dNP*N@h`~?veZtGgmiS}ZSQ~eXS5oIxX zFYC^2J|y@D+`!m-Mi}8Sc4nx;Kn{3O#0z_$lx!Y2*6p*R%~$`WRaTTt zY;d;POg-Do_MsuyocPu4;YrSWWD&L;Y?yr33S!a2=h)%LZf)`7!2EVpjB_;->$YG_ z$}lI7p_sWT+8fz*(-roSrxO(d8M83Ae0FHD_&(|@vpFgJ^Sy-FDz=r$)}&S6;c$J6 zU*zBnG=V*J^)|PqMlmb|BRMkWgWn5x=dV=n=)UgHN0HNkgBEVtW zp7JrRby_EqzC%V&cAF(a#x02<4gI%vOKP8_I#H9aOlG;cqD=n|lLRxPW+8(*9I2Li zF8K9@cDNK$$mB{T-(&&bBYLEEVhQm7c`b;mO}){Erif4w4ykZJr5fZM?K-qwPopFE|kQf^GjHo2t`V~_b@bK;d&y(@paQ{vK)Oy8In00k+(Eqb>cB~>2eKGJsLRXX|Sj_h=QPz6-AWjD4 zb*NR;@Tok=OtK}s=$ibpmqDRV8^c#YZIqbVf6+BJ-Rhu%C#@~B!6by%^v|{-I#>s< z&pi4b-cor!4PXnjS!pLi*n4b>ioO|;jJ?~CkTdEGr#ft1MX#{=fmX~LlFiWLgjFyI5*bi^ydLml!1uLQ6}6*Ah1D_xv>GzN$oC%AqV`*d>3F>Drsw=Z~u3YO|fk0 zc23wdlmrrKZuppSFtdHz?4z!h3L_4M#sRqE?w; zRFZ((+n9~r_uqjgTZNYz*ka{!OyOWvy-veeiZ==a60=g8*Xl(-xnM;8?~V()F5tlS zj+Fm^;0-96(YESrAnAkj=abjmvL#muyi%V#XQNG<=uW_A9*_hq%}eMwa$DDd2y+e0>F#m1&^{g~GIuQNf4qXWtXlzw)EA)wA_nP~=amXQu@^Ddzok{vTT;J<|7$nG5a%K`M?5dU zn|nc-I?v1Q327ppv#7#b=l`b#SO#^W)!y(WG1}H_1I{wI4L;1#)C6OwD26e^-`b*u zyyx(g$k*VF!=2GcpbIHDLKEQ6aGCv+ei64V7IxCoo9Lq6Kg&mMBQ`?$7fN77jrvw` zR1#UeQ0CA5vHa!JbZ${~Rq{SrN2^)fo)^Iz&dUq8Y9w$vKDK1~|Fm z>=fG5l8AA%)Dv76M)E|ex5IY0@trzos2{GVaM!JW)(odyeFSjKxe;sW04AqYvqlEc zU(f=mCP1h#GV=TIr}&-8-b8V+*l2O zz+IodB2_(Kdw-7dZcyhM*Uk3Us3BlA4~xkE`r9lnB=iel3r%;~`YT(rMDMWAc`x*v zimjbPABf6z6lblcQHx>A(qWbRKD}tGGpoOd$^1|SPT@?K({^Y?h2GCD+>@2NUhnCc z9)Em40b%hY7;!T1DK=A${De*?EoB>6+fLf}qYvs4vBKT%MAcA6G)9?ey-?A28D4duVA4rWe}tKY5#w5-ikBnaTiZxj@OEmL?h~c?OS|L+h0df_$^ekcWBxPp z!tl9woB;9{m;2=pcrxk+fKJCX@7dPjabumCxjh&sJF}`&?)f(^;W3CLLOvWnfpmK) z^sd3KD20*AG@;|}QCvvWrrpl+$rHMdPO@}mzpT+WFm;JdGwvTrde149wlj#AIk=9D zqqED!rIVDOM`Sj&0`j{eMMP&DLA7V`P^`8|-V;=>O0oObj_Pn|H1W7EistZbe&0iu zc(gItBrud188V8^J2|NV(3^D~c1AeU%*9fV$psvGew=^8A>gZY zs+bn3=|yMVNcG~d{5QT#ebGK_dsU<^SmP8~qHE)M9T%Z@7f!tDpD-CA9ytU*l}6(P zQPg19zM*hX@NBi;VWssCDZ4R@Bsc9}lqc3bX`aPy!D&*yAW!455RTcUim_AzIxF-q zy!FXC3-yNoVD9I8fc$k)#O9VX+x7q1qKcn~kD)|ChwoyT%M&hAnzlx+kEwi+sc`L6 zspoJ}^3|)7?^d_BbDPeN_LiDXj!@>=L~OQN{?+PC>;{g=o7autkM=qrlw8S?ZWXKX zZgI*CgQ4qskw=Cl45Fs)*5hdA{_03FCeJsz8(f=)<4}_1l;cG+HYf~&n==A|knEm# z_f{_Y{MVilJIU`USKd(Dw5(yQuc)(dj;ea5w|9*`)ES;nNuf2Dc4YIRI87tvr5LG9 z3|Dvn%{oXeHVDZGU7d71dqe%;QDY@e4O)k9SU~O-N9pKIZo8l~ie(Xa=bynE1w$pw zTYLKs<=Y}Q9~^Nr%#w zBCPWdEfdBI4fDkb&0Vgr!D6aO`ITY&tpV(Y4%R_=kt$hykRJj0EZ}U=vIm4VfqQ_0 zs@%Xj7>(#1_GHHY6Vbn@09zgb=+h^l&t(ii>qNy$00Ua_^Mu0<$$pZz-FmpoIM#)# zbN^30iJrj>G54Mk{}yRQtA+O|ve84KSBH<_q{m|B$S%+k=eh1x0kigFJ9XWt3Q!+J z4sgQ?v}#2XBm8>a<=N_b+hxpu;5w=iGbO9**ZL>qxQ_hpu(=-hCWT6-QG4#0exx#=ekY`WXNq1%D*7C-* ze1X=S1h5V&-mZpF+>mpgP_#{|mVU4{bm|b)?DHSb$fyQilMC)k=)f+o8|3(dMFJ`V zrfCJYHvZ@SM=oIclicHs*`B22p9z^qVg0$_yN||i>}Xu|JkO-(n;Z%r9$`KNtaJnb zi1|g`HVr7<1f6+6Fsa{wbqsK#q4L#S!B$t7-2opY+!dv(mzUbuWl#3fZI?mLU6b2+ z^brhv%UQnEg$wdY|B08|76K7z*##vqvEcZ*PU#^^3V#`IJnG-oJ$PSNeUr*qlu!Q< z$?}mWOSOT#@vlvT!-(TU`7Wc&KrZKE#P*}{RbV?62bCx418r1UPPK_ar9-mR4=FYs z<48Me!#?t)W|3@5EQE`ilqRY<(zeEvzi9$Y)(@AnWkYn9$t(g+a#F`rd$G!=blTS7 zTpACrdFRX~t94yoLtW!#CBzwGqU$fTn^{ciLe*eTuWf3(w91P5lp?A$3PG^^8%^Y% z$hAOCz@iuri2R0LhAZ6Pz|?&xe-1-Pf~i%7;b8#s(s*kihDnWJ8xZluW@NCvXaxc9 zI}l9)vE&R?%vqA@A@**-X2(qSbWeOv_}tqSl34mS!#eE8(KP$lv##}bom+a5xQ$X) z{k|$X1X;Ja(Nq?z_IIC&f{u_flfiDs$7K_mTjd?XO<0-ypEq_@2{14_u{)_qld&%^ zf3R0bVt(n|+EYyt9~sS_t#u!O^W&si)*N(M;pC21iEaca!JVik|2Wc&21ZMw=g@2I zLIhtdj5CY1)B>_ftEiRW@9^_1OOHuxtg`dGA7)J5iaF0H#5A5IPRGsO+O| zmPBBPVrIcw@BiN~uT}vr`*(el!Y9|^+{Ii66T-(!aa@Jhk8|FHpEw+a5R8P>a`+M+ zG%`J0`|S%69SFvUF{7q}MiEI}S0CNvsVvuzm;Vh0l5o!U>+Wa=jw6IO^TnnR9*sbN zYy74V&5_eVo|2D%dmZRzZOf%P?I{Vk6Vv##x%*9cRNmA6_cyt}Uu~{g_3k1ory77KDXSaVwi2ye=HxedK%D^3M+!N^YBxAe9wu zSEqGdFF>Q&yQD!4j9F8yiy2|ab#knCv*>Az3PY4 z#|MO9`J67it|xZ(T8)^ponwJfcFr8&IVSh;OPHxq$3Jrc%ODm~-S#CBZ#}as%CH7# z`DStwC_xiqo+V}6e*-vQt-{>!Q%scuHF)(gcKjHkzD>Plr$2cWkmY#6CCeGLx8 z1g=yrbK0$LSZz1SBqv9$`F&1e5b#o_7zmSuBk(+{V?!}LYCl4|8k=imP(iDG!{sq0 z%I#?q_*SFcbnF=V;bf7*Df?Wf^)L-F+}!kwd1WhR99>4RHyoXIwi+P%s@W^N=N`4Kd^P3`8%_t|j=Tm4U0{M~`e`?R^aWuFWl zYoFsT?Etf5b3(=Rp?pxnJaQA#HfVx)wv#4El4`)>6&95%bB%WA` zr?&O^VvmIzAPw&e|9FPw&BN%y^dzo8=TTd(+bHFk4bap?bqU2D8EYF}ftT#SA z9<&jwuEZ1+Z`w^n%5Ocj*PC#s=I}XQ#Csb?Sxg7-U6_T%Da|I~?<6;u61p1s7gzE? z#?9?cK`N7iY#D2C9lhE<-FPBTxTm_duCUQFW&7~a4ya)d1CGjJt_f3Vib#ixF-y@n zIr^mfNWG7Tqg&F>J$=QtKh0@TL*SL>A)x^USrTkVEc8dHn5J)=_eD4MzEB4%im|Tw^SQqz8jdvdQvCVdi9!ajTjSFso%W^DASuO zk0){v?ZlBpf%HutuzO|$0b=e7f4ItRREXexFk2xSMjFZi@qTX^Q(NPNciypkF(1a4 zJO&H;sQ`H9H~RUDUp8DuYf1JUBJRS-uFr!6c>!=ZP@Og81Xbu(RSlsIYdTJTC7y5g zEt?-uHCW8TNsXhz@$6tws+;N(oc6$h`hF-S8syP&R||tr7b@KhbdiS+R2fZ;$&!`NYxCFbTjn__eqF22V^r z3lg8k!o;d4^9dd$fOhHKr_<`BhW*lfcNSQ~aR++1HiLZ65N}p44eE5e-P^^aHX8!x zc#5c8B-Iq+v@mHtLy{+}Mf*KCfx5f#5kgxGqyYIpynaazr}oBmK>DW)E>1*n6I>QS zTk1c~W(Jb&4`&zIxszf8Kd*?-ldwW6Pw38AdP)EJd1o(O;|M$I8UUtdp{pz@uv2u; zn61FJ)@aaF2&9@mW*WW?iaB8gZ@6^VMGtvnTgTwVZB|YVLw@+FZ*Mz!Xh`z!4?M8a z7#P~c(Y#$OFwth z%Kr;;@A>v%U5GaABzMU*WnDrx&SMaqlvL8FVEy;kf|qcD#HR#&w(1``6~z@z0;Qc% zjz&*&#T)^)OqGmP!(RN=nvtudUZAMGmIk_|>2cf7u$>CR1F zt8BfAkCLd;vdH+AhiY6G_a#h`{Vk)-o$gF{IG4JvxHe|SZyeLH!$8S5%k%^Cq>(l; zb0>Go?mAX7DG(T*Y4f6u^5~C_iuVDGN?B`0Nx=$Mz^3g zK4UO(Tr*J4V|ftC;4uun9n9|BJ>_p-bdc)rtLm9FR5BS>2)@4xI@}EYpaNepRA+%; z3YdmQ(ssfeD&0o$Oisl@Y`clEIy@M)bM{#E^uksuNbzD2@AE=79d^y(DO^9q6Vu7_ zK!l$Nd9@xy%~h`NoC#_;1R@I4^Sg)zRSqe?S}Ssn0$gu3ziDjoL4*A@M9LnyY{i`sx$3^Kt><+1s1U6Usk1eqx&&L6zt#N*%lmvnic1N3xExhCF@*SG>wmC zGi(^u9&_rF=iAzy&&r4$=kMYctW3Z5(myWDzZ=TxQqSn9XuiF%f;L)<$e1tZWDa13 z6t5jm6)0V^#Kp$$0T!y<7ydqgQZ5hXA{BHD0VIu*07*UDG}DWZOUm*<8o0gn#(kf{ z`U|L&n4b8iD-n8N|L816ct=&?wT;|E()h=o|CP)w-?Ftmh7Bi%eK!sh2+;4iJjehy zD0T#iv~(zDNT?6!Y(YImg>q4B6-S2m`BXI|2e)Dk>`Hp0=IN*1_;rhu`t#Z$qt@TQ zWntBa>w14QvTHhv`z&P3cxTdWBt2HjtLGFtt|cI?=y`Z$0XVl zZVHuXI`wzaq;3)3gSs)*oAEUgNnnxZklUIapS|OH-fk_iFpDAy^-32|X}yH5O(R||;R(C{%o_;S@$^dM2LL|cvnB!rs$*SFRoz9V-aZ@_ zQ^TVLtiInEw+%zxn)`5jRHIpi^z*(_MjU+|;0u+S=QP|KY6e+QEW5@v-d&mn@M>s1 zjHQzneQoPQx9q&uSys7P{s*U7j2Hf)YiPm@V|! zXDZc(r+OJ_CU9#Mx%+dMVx!&x_G8`hw;{0U5ED0Huf1RM-;iP&GI$Q<5(UHxpNZQAQfFivC&t@ymrK#?Bu4&bD#I z2`oouYGN?X>7EW`$smVGlA7Lelk)GX7e_YA9Lb`x`Ziq%I{URPO})A2%G+>IHALdK zrC<~g@(4V>)<_@}E|vL_$3vzcRF_ol(FJ{|7TB88+E+cM+lQ>vkp23r*;y~{mDFB| z%%Ad3Y~|?H>ODWmUuYK63@h8h<~ymMc|j8e&qb!kE!-A&g~>+!l00eJ<~(c9x-hnwU*0e^qsN^M^r$08@{=<_pYw`2*(ZX^8!?&V#&%pF~Hs`ipWAVG7Pykb* ziA4W5t5{Nw^WWF=3m!(ROcVLmlA)|oF9!zrXz4_49|;qG4eABF~S%zZs}d+O#dfsOh>= zvGse$t8W$Cs2qgTqSN|mBpKuV>Arifm)1tnS1>S^-(Rq@#(Q2c1qmLxN!{Q}z&Jkw z`xQh(BZ+CI(d@|RCQMF7Yhz@w)W~_YH{l-}7iWkCTP1l9#M;0e)c@8vi$>(zh1<~~ zB=^ASUVF0L#^U2Wq|q+yVW>5cA@Z0=Y0@dwq9~{~r>ZEFk&AB-DhY$I>ZZx#0dXj0S@AO=Tabq`)Q9fz+maF%@73n3k zk*i6qW8G0*JR%ll0&Sz4~#J7b@SH?GvE>8N4$s^&c$_q5hd#LcCa-t^j`RbS=frw!C32(UX^;pF0pCyH zgXBTM93+gkpwsqOIBR)$8`tbea29P*7YpA5u`>UvgQ{m31>XF+R%;tro{{FhRL5zO)V$e82ctJn@Xzp9Mtm) z!!Tsada_*tKYPVL<=|3ue7UwT@ky_yj|#Lc!|>UqMd$c%eNKM=;J~z06lWGBcWS>- zErnsRr(IC7r_q*UX6;;ovp5w~R7s;pq;X3Q{tJU$saHTQZ?6lqzdg(9V2ExteuW*O zW(Bd|`a|lFFK>p!LIn%HO3H8N@x|IF_fKg%dO*S!uXyvTCOy1e!|QX_HI(Au;p0YJ z-DdK8DqDA**+pxUzQF0wxB`}K#RomWEO6D@veF;U-cDE()cLYk6(5lXbpK9!yRT6^ za%{Lnf_3vdTYl?Vg8jFm+uAQupINC|+xqhURG5#G(l4|KUg+I;(X^eMKW}52U7H2* zOSY&3BJm|_>R?_KHXY3ob5UkzJR37T(icW5+g!R!?r!6G1xcRA5BQ!F+J z7Z`dR5HG6u-ZVU+#gijS<%Ws3vqSgiY5jvBhSnH%X4T($jk>TiCidos70-uZiM?CCfaK)a*YO6%ho{FiOm|g+Z^%ulaBG{^~Rlke2wVEtCN9W`|D8aMUks-&jkd;mz{(T4uW2bL*YBN_1A|J2qXn=kFjjzF4Tpo z4WRJPl^P=)(8PwdNE6`XTv~8u@IL@+CtEkwhX_#N z>^#hDLw(-sL5FFG=ZP&9Wc%X2RGgq|B3X9fs&Q8zWb%ueMrAN-@y1tJ>poU|f9eI?BvDn zASqUdQd9-pT&H>tAUXBAp|1Q0;w|K#{ek2U9`*=LxK}ry7?}M%855XhGQ4jq$Pi?8hsSRf4g0L~yg?m9B~n%Is)OF^p*Zd7 zml~y$2a{g=jAmTk?6=VIoDPWO)L5f0(qA%~!)dtX*>XG6QY*c4Ylsm`RKNO(qFzQs z5?Tdsjc7x6$suM+Lj#D|kHLHg%?O7CVVl*pY4Aq?FJXy?U49h2(lWU+CM<2)q36PE z+#+V|ys$f4l?g$~AjDjZ*K)k8 zsI-hNN>Z^QQtZVhptDoVYz7o1K5y^Utvk!$P-4Zug0uM|b)ESWP!V&Zd&)^j{GS$} zMOu=}NiL?yBSQ9P|cr{yN=ap7RGe6loNg^u|RK4WTVZj72?3kr# z_l+fF<>$D6f~!1tsjVMQ22`HERm@s>EE>D^dapIe!X+iQ?_A7N+tiuYSCDaAoQ>35 z8NmEmuiE9&$yrK6Y_{>(9)8Fw3(Iqqh~BlV9ei>sbexPiQura-A4mH%_$#^*sGM;* z?gX6pS~+|p@@Op7xVNtEN@v-caNGhJ+-HrT|4a+AT>mzgYh}{5M!JhErF*KF%+Wc` zLgDjZ2N>zPKJ|U@&NZ`(>3s;~y>+cS$pyAnOu%QWg0G+NPD_JZ>;VSI$6#JU5LN=C zCw$cxfKA|sV&Pi%RFW;-i+_!jMTzirW4Qj#M1+#;u`Fo!^jz#p{qd>mO_#1vXL(YF z*4fls)&Ym}T(whQ#K!45+I%^dT>uKFqSMaOU)O44(lPI!F~qA)<8#;Tg`4ulhCra_ z`^B&VOC)Ny zhNOQrdQVH_N}Uqg9Z})&{y-yz+jBLMYCtu^H0jP>Pr2) zx%oq?&(}_#@na`*S-On!x=9d0+T8XT!OQKu_U+!344XP1(>|DclC-IkOYu_3fY|_A z)yRSGJYRHkYUKi9e_q$U6k_d~sXLZbxv9(Tf$Lkv9eGY;j`6I!OjA5jGLB z-}+?amw)5?F)^S{ykCiccj%^mwbAwUb>J&d;_jx8$8}rHS0NAKh7(oR>1x`?G*xrK z*erBJcj2PoZ(Bt=n(>)}(kA*ytWxj)3U0xCgReVe%GmVEVqAD7DyVTHMl>EeW7=pA zI(e8&JBwgqwWx2_v3{3EHHWZI50SCvT?3Hlyb-+Z2x42z$Fp7we;{DwnRergJ!$|mxir= zHhX>MYNu#+#DmP{oq~CMNDBo)4yf2^Qtr&;l31&Rj~lTxfUhFngFi_fG6WVc$ADsr+yXW*UYShlx>Tcg~36 zs-1)G<5T(hqn7?9F7xY_{I!eh>3I?2IzpO4HN;32;j*Mt6*Cy={n!_MbeS_NyT^4$ zEMROVK=TRkueG_H%i6MykL+9~*_dc=d$#!3KP{s&Sfga&;{2;{aqqSJzmp+lg5-mK zHt=SLYAF>YC!=2V^Y}%o3~f2iH0!9^wJ#j(=|rSw5RbWbe-VcjVOb7@6Xzt&V&1Pj1{_a)B89!0w0edYocd2?60Y@Pg%#wRP? zl0pAQE`NtPA2H9V{?$xDhyX>B#WCWwb@@;yF88jt&ad0{)KUI{qjc4+#CT_a(}vo3 zPvVDSICs#brK0ptI>){N#hwz=k{`*E8IyR7lC)9H?Ri?!KFYzSrP$15Oc?^|fqU25 z2OU%l;Jqzz&TB`_R{rTXDqwtw%jvmn``=^FH0xHiFzH#9ml%y$`Y*>jDv4zWJ+foB zDhBcqa&ra5db7;2;xdS&p!nQ9&BCOsp7Tt`1eCnRm2BvSv_C%kY`)EIKlNma5hQTi>pe7)^2TXy+Z|X4)+3&aMODCR!}|OPmY|#haXaMbsysX=4^F4-Copu@`=~4zHUSA=O&CfGpqh zBg_l2X#{qBw$@y7=vR;AhM`KvAV2BVaW0Hm627+KOi-2X#no=4uwz2vS9s;8{%)nw zjwX_bJ4i8&UmO_jkPD1+h(f_Pb*P26p8q-8sTiNVX~qLOREJtG;r5;CdXt= zhHX<7P@tNS`|J~ zr2Lfe;LUL?=1kBNUkTCTH%#3L_r;tp;{WNC@y+3Pmh=#r3TWO=lj%1U*)Jb3w$Qc8 z^VFv0cZ|V&D8DZ{2k_aFbVL&?$kHp#hHDRWy_?shlF%jaEx$;jQ}WWgljqGBZ7{4M z9=`+9I!EJW$lJxSUkzzrz44i9yO7y_;J}r>`{?=~jzO#12pOH2=c6foz;B?>mfROj zp#%^J&h9ns?W?_?0Or_L7?(3CVpKY|f^6B0p2Dc>1D#UcyFvYDjyX;?P<@uh44eAL z)~V)Z23zU!N)0;?t3I2*K*9CzzZKny3ymVLc%fs~V}pqU$MQ1^YpLJSMN?amwd+Zn z3ne$|SHiB6XO)Cf4zV{8TJng|>1P7bxvPBP%=Dm7f@^odKRmYYYa30MD}#pg-$g4t ziZ9yT=Jp+$e(g{7Uc7(YH{Ba4R@I6j0H5l(`CL@qVSsDH^UH(^c{|!03C};MWz=8%%!>nxBy0cMG7r$BNBwR8 zH<6|i6;6?isf!M*{#75n7D`F9Tlbb(>EGftz?>FklL3kS?O|aik@@<|xa`pY^iO#x z+j#9Kp&6N0`3XYNd#k3=v#eI`Q7eXb7QHBTN5|NyvVy^KV-N_9NNR=M?qe&rZo6ry zbNPgPh66|x+rFa{jnT)S%tAG>^Gt^OXlkRlu|dn6*|eM?L$eg7b)hQvKAb(Hb;cCd z1bz;-K0G(gpZJvsb<=vTQ5g_(UKV{4)2e^GIXaXT(;0S9sxuH>9KQ98;(zEu{iF`C z{TX=W+~0NcyQcHHS|qSN>|8hYerq%G&h)A#Xq;FqiEVt<`;5SglGFc}-RfRdd%?@H z;d+P6#+^6;nLQz)+9v&6J=E;E9OvKftpw8s8-n}A+L>Ox!D;La&qxxBPkNX+!)hH_ zx}}eer#wXF#gD7O7ld3=0DWOQ;9B9JKFW=y(#!U3pF?tSl28iFok9_GH!%H z4g*>-{GHAD*P&z46M7_kKYI1tdgGou@#nqN+`X%wZgeYF;x=7AmQg)fcK-~@_(J+7 z?c}&YeB8oku=a;JgSyipU6}AZ&D!5M?_@eQ$f{6ijf_rfyNKNoPfWq9P(R~Plut^n z3bN%o>jDCn#0aUORBw>kU7v3^F%OnoK#_!;eqs2masUc0e|lPl7@&QT_XG1+XkCx% zorDuey^WuMae;)7_w^Q*_pyd6edyW`VUG7%Xpz00m*ov#7>c@|gbd@7>(+mom=?cp zflB|rHfX{MtQwH|!{1#>nwiFA?UMyzm}YV~m=PopX*^1Da%{a7-uYqLO7ZGF^Q@E|7-89gR1)8xKZg6q`MW6mIety z1f@&5LAtxU8-s3;?ydt!OG!#|C_#|!hP#g6U%fN$-*@KDT<17*&UU-^+H0--JfEjN zkAY#{m$@-yLLW}GB>771Lcg#LCQW7hy`NFQ;vAbks56+nNXi`6hq&=;>LkaM$-f2C zD}VH(@OFq+{TCW?mAbFLJ}6mS)vO#1iVuD$kUnv-cZkHDG4oZvj~#w>^&q2TR!WW4 zho8kj84yeau|BS=<4)zZA=PcN4**T2ML}blLXcSZCy;NW%BLOvF3F zT#L}2YuCE+%Q{GPw0p6Ki{;IIBYw%2Ds3>*SRoC%so*BQJeeg{wFWS3U!bshTt~2I zwipMT|JxZV?5FQycqTSToHw#|9a6DZH?;4i=VyS9&t6)?6RfS6{qJ0hlrK82MA<8+ zYW=UW#6tvyElU>5t5JKq)G#Ere~sxyl=`5#en3-9>*0SI$g*(Lm`tj!uXt@b@@I2G zRFh2OH2(?Z>;B)v1B5;yf^G%0pR%ggH2E*e6Rb4d4{W`Y*!WA!M)8-upSMFVf;#Hl zIICQ~1WGZs}bndRN$lVJ#%)oWpoYc@&=>u?8-398@nw!+lPC?r98V0 zu|abyIxG+`Vm^=~(pd~#xG5Q>5aFu=Xm9|NEV9N}d@W)Y!$NF_B#^K08-7mCR7& zP4YCeQG~?GrhYZ^KP2?YneU9<@y=&Bsh2Nn3hZPSF?8g;aT|ER`4=&JCyJ}$<)3!S9LU}to-7?|!R zeW)7Zgq;2%(ng3xE4_oUW5#7GowkobTDFvz{Xo=9wIGc4ys5hI5=2~CAF{P6T0j3L zYlBvE63J*vHTcn(d!n?VzFTl&AG`31Lp~iO)x4>#AM7seb8tIbGrG;IXV*jlnJ+~m z-e?+md`E*XUEY8QkA=!Ode3X2^hO~TMXd9KtiAH}Xk?v&#JMVSMq1&-8qQ?>)z;l4 zliblr5v_lM%EKB;%wcpl$mSXZ`YS4IM>Vw!4ii441eG*Jt@yHpPmImQ?4V>q*j|z~7^a9!hfpqDS<-+3KL<%@G-!g@$~^X7%?T_*a=f$@dB$sLj)dIhgpmyuBV~T8O!KHhheZJv*NmLL1Zq zXQIP&LU^j&>ZZnM688oC?C9Km`=oXIu4)c_Se9*0RdOcg+jAajg6ETYqu4*#QDE?$ zQ`RyZT)08=*PXb;;RDf@Tg{-X6AJlOcxkfuF4D=%*(Nid+=+WA;KZkfSHvzSzCLcNX9wVkP; z60v2DcbnlyA#7tGU3kr4QUo6bB|0e06dx;@@vkOt+!-?sizp_5bH;zxfONarSZJtJ6p%0Xt_+(zY{nN}_Js$U%$ z^X3ZvccqwO;<$dEk) z+pvlJ?AWpJmN!hejm5J~noip=#7XSi-?^(qBMgjcpe(STn)sUiaMABrzUdV@pPPHtW84-F$t7k=W}mA@yfM zx9+^~X^a2r7wd^y<`dC_iHBvWaWcmU&B{}i0HZfPHp(XrDUB;UD$TKNvC7WC2N0Lg z4L3M=8WK>VK%&oK=i40dWBM``s=Z6v-{gEHIod#DXX&;#T6X`N{Z`aeAA7s9qr&TT zP_F?pE{9}XrPAfO7F4Eev18(Nvpybj5gOnTwRBwbDMg>=WnI~r3_8O*Rd)UDfoMC1 z%T`v6zRycBq!_+qoC!9aqk#@nLqk3#iUjwqAV>LFWb8l&4eEQ#LGhH18!Smd*Uy*6ViS?+lNT=8}IA(>7CrYuQpPN zZ5N?p#WQ>9C+G9cPPZVv=q`gvMI+@oBl&>W*g!kbuw47vEA0rvW%u{{&pYj~l5Khk zQbWMah3iWqB7h~)NW6y zb9z1%>zz^@K&hQQ+N~anv|;%8++bbiu;#mU;&se@!7~Gz$8(LiPlT}aL6$FHDS<|H zJQfyle8wN?P;x{9^1;O0$d>Ovs7$i_`j?pcc7JXhhTOU>5!4CS4y8`|Z|kj>X{?1{ zVuVMW$^Tx2^aVPtGrU=jNwl@vHc9BO_{*KMu-Bo;bkN*Y z@39Ayux4|d2=1+G=hhbLDfPe;%T`jJ>1D(stM1j6rlcg4Lg*jrw|4vmUGi!<S~fzLGXD57tl5y2^unCqr{welXMXzg%(F+TA`%5hpWbF4+y>n#Bbxn2 zWyq>?Sj0Ixb_~;$Fl&0lF_92b>uAr4Xh&WFSNNJNy7EU^q;ANZr5L84;Ntq2b%Wf% zbND%#(qJ~Pbr5LpHgiDI&sbpej7dZ4_Ow?@A$`n|2IYtrBI2SEzDKM)%Hhyp;l9WZ zV-%WDx(IdLwMrS!I~}pMtex+<^%9~hjQ&~6q7jq!_`QFZMp0Ko?|L4MPpw|Z@9&@Q z)7b1WbdqSK)m}@y4GpBlOCUcyGpUPuSl<1zzn8LwfsMfwWM6+FXmJp;1 z#%1YKL6h_S_KAk7Mb16ryNgV@RnnPq}*h0#h!uB20M*f&f&w)|E}dn1#*GXqA?l)2()c zDze~d$GFS^DVMGW2}2m_*FhF+rZ2QpDEYf0KD&c_=-wiu*59LFbq?8R=oVf}GBbMq zG;N3$xs%u#@%VIYbNilqHc1nGx-OpUk=m0=`OxP`bqrCMBn>N?0@AVz?s}~j>n7Ja zZ0zX@>HAmFX6gxopRjJPk}`Qh`9#$i-8*ZGN`|vqELtqatz@rEBa}+;U-f@2dzmlZx#(qYE|Bu8bp9zS13ey>zfh6U*^0+a_IgjOcSNsE74Zbpyl6% ztA6m=KT61D_uQJS>3eME=UWQ{zdIy6NFNJ!!0TsC2PqGN-zpQ%hOt>){a9OUGqX~pWo@4` zGfY~h49x7(hO#BHy)WGyIa#JsvNHnH+JigvrER%?g-kNf=n zWjSTRk@~6;ZJt}?cb}6Ht=L9X>C*v?v6a+&Gkj@0uj-hf1D z1mj7sx}Edx4?m%I_jnvIv0ZE*)0;L~%ZGTpfO>Ak_o`hy-QB54O|pOjL*4nrC-^p9^^Aqxzpa91TivtuErSTj{MfTw2jUVx#Kbp zr}~mGjk|l8kU2~QU*8#{GChF8-p?-qcIW3`&L$YwIA^27{6Pqa!ytmiBf}&)iosLY z8H;Hd5Rb$x@c5wO1|;ZvQY2aXmdeT9q4cZcL^aM&KV~%L-zpPGv@>rWz8ou)#T2VN zatb8r++oguu9b%&c{!<$W7%f*3S;OptPQIQaoD}ATkGWQ?UmWelp17c7rIdJe5eWQ zSa4j3twO7tYmG!b_l96-`Cx`y9(Xfhx%L2#-lRF(Mym>uq%9}ohm zcyIHGRdSOB^iHmc$MUCpuN7X9 zFbC&^?WQ-YY0VE2^ZF;$o!=bP{O?=t_MMu@WAWwc=`k<_HmoN;5`s8b&8OpWk=<5EeoI=pAPq5HX`p@Yqs&cQ0eLV;d|CFwX^#I14{!3;%x_E zk>M01XuyvCSP75cSut>Qbj%36v zyd%yI12Xz13)#uv%T@5hahN#W!q#(?3?`Qn;A+Kts=xXuDh88t+^ zx|nRr$K_w&4RLHboFV1gO@|M0KAe2q^iS?EYoE^1LiylGEc{w})4LujL(#fss&9Oa}d?1*L8BvjfYS!jn4c(Sgste6<2T?9A+Tt8b|Y zt`1s;s`o1(&9P@Lzh}+I>{&oaJ_d<-j$iU%3>oS?DNp!(CB0bQRuO|2N!2lVG{}vQ zxE%38$Hda$vEi?^Xu8fJ70l*GA%kI7@206@XH`opHz0{dGg+;U)_S#doIjfeWe%Lo zG&4qabBvl622S6r9&q_(%$*x=3H_*TUEgeZ8DzQ8I37T$5E;EOBrbDiIths}iMFwv zFyj)^C#N7)i*ytHZ4_jniy5gsgo+}K9WYqG)b z=+ap(ZFH8I{)oMC7GW~qLivAa;6bFzw3tLWw)Jw<6+Y+tnCU=1!;J2ZnLTtebgPq8 zErhJ^mKGoxwFWmW+coR*md%oi0^&<2a4SOUp)NbGTa9~RrxVuyXgaKCOzJo_2(|A?UD;p+&-!r# zX<7AH#Nh%O<{}9zKm1_Q6z_f|PJX`0W2=#$x;_>v^6C>4Su2}Q##T*Hln69Jjy}?b zSueZ#H`dm}C?T85CD@{V3@>y}b! znB;M~zMrm)xD`)+!du^|8>SQ;Wg*QSDbMUKgq#Zsbv|Tz1bFI|D9}}88VS{3)EbwV zhR=v13EFO3ikQ&USu-0U(P`E2s8|2h@R1HjtI7nZP|A(qP1J*QAP*>iPb5jvBxaG_ z@l)2fTX5XqF-9Q|TF z@o<&AqgM_M;gmdHiW#`yM=kqo`B4yYV}PqDSCjk%DZrfu+f-y)10Q0Fu6P(ab?~+> zr}anqSf8g>gkVd)a*Xni_G9(58UA6>g6B_VHbP@|IGF1U9gk`Njn@~F2FDG&+Wo8q zlG0LibN2-N%~SI{zSx3OmF8wKeuB8cDvsp87_8KO}TD2O)Z(c>gm({ z>GLmCx!YSD3f$E5UzASBD&A}hKz=ShOqHux98V8;rgDquhKiz+ps$9jFGwYtlOc+J zBLOS^!(O74`Vr{Zq?khLjY`d>+h4MBrtbeb0oBgSkWx6ys>C(N2+!f_X_kcSp+^)n zWyDPDyvC6%&Sx&uHS!ILJSXWdzU)}!@S?G(%1oy+2me7&uk zw^gpwR6_|hpbP36I|z%6YxF5o9aL46oo`D)$A2z9W#&|1P>zU$A#4*uOu}7|uIzIo+a*#6w0& z&^c64%j7A5pL2FQ?TKE~?s6R&`%}>JtI*|Q_VB#u=l!9|QZykyA>XN34MirGUJZ%8_C3;b{FzA!JugxRu}CfkZYBmQd)Y*M({Z2CVXsp;YYc5x{O|KCU+c$t zQJb=WX1TEm#tD3cdim7A=;`MU8Dq`E5_tRp4>qE8!Jh@%6|A`*=X=z3HW~KY`#xQ| zSq7vWoiZt~6jEz1dOG|_)@KtOZuSsZ=AKJE5TTJ8b={BK^}m=*ifiV{?bN(Hxs;%V=YR3gc_V&Op}OoKqskIUBR<}=Bd~RX*oP3 zY~w6YW2eyBE|E4mzpJGn<4U652jW)`+ZZ7E#EGxX*iSi3DwTN7)*S_ATvgw`A<}Cra760a^1t0S(DoXfOD=yQUVU zJNkWtzUNSsnjUN?=~|n`rjLEmB;tU-Ash7Hop2fzehWHwPGN#}4qDeMK~G@y>tE8- zWdZxuSI~Q{_iHtWId-@VJdLSkI9X>YqTeJ<;GeT_G>-mUw?EUxQ+aB?`n)cNTP3cG zomrJ>1=$XGWYH0gl0~~Ppn%fk&wM>ICJAToU;^{oEZ=KJz%G`c=X+(+V!sLxdVs}( zj$l%tl)B*IrsE+GbiUq(Cq_Z__m@E}(!C|*;^_%l*{IVMuPup9DHGkqEtT*l{x>$y zS+wsN&lAVCM}ozPcRO|emEOV^jvYwpdud4e%2$Yvj_z;i_VwxZ^>Q4ApyX1kTcLu; z)w2b6YTIiRSM4%^iDW$p1>fVe3jfp zB}z?+s&k*p0-=t>7~MZgmK*q4rpaZ~8HmK;^PneEk|-NnN z+>q{^? zki{(4=5)c{{oQ>F9X#!Vv~+~3_;eDjBE32W4-HsZEl5d{NR1U=bg zi4k?=R=Q0CeG`B7vV33+zlujr2ugN3I3F!}vuXKM!q2{1(KcC}J+z!ml3_Gs%9J~c zri8Ep-H_-mKM1D>?r%`P`=6kGDrN0LwirU{D?gDK3PH6ecJ6Hal7Ec5i`l{SJ}0O$c5=nuxU* zME}}yvY2XNDiWTd3o<$6Rw#CAGHsb#!)P&8nj@dicAxVN(|t6Vg%eg>g7_$pyIWBGJkfBVhMxox9uN2s4h0;4p<+@BB?HO@Jxfr)w+A}+jY1E92p+^g zjxPi;<_TC!!>CozF4fQ`;1Oz5$Rmtzr&K<1ed;vGs*!wlaAJ%#2I6HDI+kv+vfCyc zToPq+lf_4&Dz+NvN*t!^#6BZaY)aavrIT@8Xo4%icr;W51&MOv)sG9y;#~0(fMl<` z1?9`HLF314h{uUCXexXbWAP`M%Pf|1?b|9QXs25M*xklJN5u4^9i$WFfF_zlZD}PX zmIHy9mU7(pYoW8aZ8U@n;biL}0v{CzF>B4-73Zn7vfB0Zndy!b#!jw}mrX`;x>o6_K(pa+aRSppDCm?{`7RBe?eqgf?eIgtL=X0ec>Al zl_v@;*UkPb>pX;M?%VFq6njmmOofVe13-muq`uk~ZG+ex^4i&g-stMUhPxgKtyt^*Vt&@- z;h)g8`s+%h)AM7V-8mCDT_EIJ%o;`a;ge8J7>mv{^sM!whUmhjB$5G$3=YT>1j5}7 z+x=JjLhsc4D|37+2MCQ?q7#aXTMVsYvms#*i)(^kGODo`3 z^R8K-_jduWaclaM%M8hbOM-q^>nbNAhiGKPTmU-wJa@;rfG)*H+wyQf5PrVZG;ByF zlLN=}v^Rq>ko27I>{=)?S$CKOW4p?h z>15a8vKiiVOxKFgxXu94V4xBtiTPV#geoX-x`*dYyj*^EEWJl1v}Ai93PMYYDhT&2 zO8^owsATCMaMb1$CZ>4l@hKc)NVJPrZ2%G+Qhx#BpGIG}zj`adw9_j?w;nPPO5lpAFfF}bLU(GOIE*%3tLK4i) zI7{pmz%N^f&YgnBfh;T3DxZ3#$twq`q8+;$%8iVh4Q;0)FMbYF&x#MF&2#=RQLN%O z@Y|D{dnxf)pHF8U(m}<0g{`N@wc>z<>W<^T();NVFpl2Ax2)*a1e?E!nT=Rqx(~_T zrcku++9Viqs8LS-R5@kf>e74EX1eC@b7qFW0Z`TBW{TF$Kvz*}LNKX)xj$c+0tius z_5lMr+S(^i&dysFV&mo)_~~Iu-SWlTmydIl>OJHLn^qoUA0CH(!%lj}3m`&I!ziJ5x(bf592Q-J~VV`;(EmrQtL4mdhOR$}}<8;9}&iBnJV zJQXZrI41mDpn7j_-)r&%86>XNf?Jm7b~NFcvl^BSF*U#~5s0A^Tyr$iAeK#o9j*l4 z6b?)N$G|e676Sh#|A9_lK7}Kho7ifYg+=gVtCv?*P>u38ha{sS4F8~gJ2ZMYr z`ZftH;W$IQ_~E~>W^;40I7^7$n`MZD0Q~x9{l8pNp{Fa|drbm*0&Fp1QW6>9HJOt0 zhXZ)_O^_&1L>O~VjKsdY?T$yA{{3&jpHe=x85343ajG|-=1RF#+>anLE}Q>JMk(bN z=lgtn0%+6Q`luN!sdo&?j4zgmp8|+xjNEMxVBjtd7*D1Ey*Y5mQe7p*E=&e2l^b-Y zF1<0X5hg5?GvoQ$`zKc|ip3;xCB`m})iYW?Q;_8Sm?I5VieyZb-4<<=;asR8!CJV~ zEU~i=*a(vi1+xcHWEc5aGQUD%MvZ>ncbzrG-E)S$7$Gvb>P$LMf z1K#)vSh(G}$4`;ru&V;T(FM+oI6$i3WBx#1$c|V+?6W3++Gk5jHfGHHis)EKH~qYP zQr)=>%JCs*kaAh=L~9)8q_kf^7ZFT{gFlDu)+|OXM6g@oV56g~)n0e+|4H=uozPzda@qS@i#PhjqK;XEvIa0+8}QwuN*Ss)35NR z-PpvpRH~Nvo~e6ai&92Oy?K!G*V{|f_WgHMJ_$33)*AOJ6EgrTT8`+AuE*DRRDx-> z@qsX+pKz95$2ugUFZZ>9?)A%Y6D1-aE)qLE;eGFp)qM(x7z)t!4^Y-Iu03@jeSJ4Ye*LZ;6WOjW#3 zZGD{0|8X+%69HLZi+V`_0T+^MlOL@KtTNC}6Jc`P%+K3wch;m^(vt+J7N zj7~4Mlh8rgW^EPk9tWeALpVSk;s)a^VA5LAU>Av8cQFnRX&p(8&s&fAAmjke-mEj5 zK~3)EEo55v{zg&avV!S|-G|4gJcy3Y4!4yTH}yZ+nxl@ z%+Uo*cT-c>@`eNTXV>Nkp5$e@HBIa?!LD3K35xtasa`UcrXuK^<+iR2^r6tKUlae*TN_Y)Yx z(3|%zwO_K3HdygJsy$@S)0k>Ge+{q~Jp_Ee$cit8|BMyp&lKEgGi)v*KC635n_j)D z1xC?J`j4g(1AWfB(H6h3($c7-(o>)Z%e*Nc(C&*`b&j| zGdi%}-@68L8;JEkhBGeV4Cd{Lo?G+H24O)vBUx;)YD59qfl2Ip!EH9PVE5eHr|^ju7n{GwR#F zygKHtgkM*9`>jdEYg0$Nd~gz7a1V@tW~~)4eGE@cjh2iH8IN374Pgi6URFGPXhnhe zBh1`HFtm~QZew<(pHTR(-Qv4@Y8?H!^YH24DwyT}dlk&PEWdjJxpaPxFu5O@!ZLth zkbcR&8}nlW!8K6FRUiEsJBRKho+c8KO$J&uG`NSTG}rgoI=Y5CM~Nen17i3S&j?PF3bxT$tN#kB5>pf=BlN zH7#4<$*%!Cil`iQ*c*VFOb8hdUst8Q$zN|6CW!GDo)~26p@rZT@ z1Z}+l^_nMClsp3{J@~eLoZCG5JmWCX4KO>@eHg$6N!IbUuW1m4Zx6eh}E zPH#^ZPJ#-N?W2CG(R(+>K#Ayi%5LOT%qxTTo?Cm3%LRbD(B$DJ1cNB>-k|UIL}!^Obpsl=)wHa3m4VpUjrxs8LX)+0 z)H5YWXwzj6U#!B*?VD;^i=*skqh~fDzXPgcFT$`ysc{jfsr1-0HLl;_UYzwJ=(_`w zLS8zJ-}l_=kkdVxYnSx{(t~1MNQ3VZu&ZtVT)!K}^yvXpLIm-rVEsDJ_)PzGC;6#5!*)VQ<=8w_qcaYL-IZiHd zn3rWh7L#9;S|0VWhOp@HGM7GATG~vL6lU?r+6SCB4y2%RAjL;Zi&QR+H|A?&;{PVc zlg&(x*P1C@kNVvQjaVw_lx>kB?mjb+I+Wy$b<^d%+C#C1aH zgRoF~rcc1i)Npts+W)&Db2$|&Lnv6zlC4Tt=rLU2%uwX^_BPBD0P_;nyqc>q!H6Lj z_yqNPxO1-(*n9+gxioMg%P}~0RUMKcgXn*r_7;6c;Vl!8BC>g#^6g*M>L?>4%v_w| zXWKi~QmljLk%jv-?wHd;|EIz1aLxcr8U9(JtNq|c4mA6b*tbt05)xNLvvmmp{Y4)lJPmFYi+cj`#{FL_82JXt zqK>IGL|7krCtn)@H^yfMV@L1T2%^u7|6)f*l4A$xE z4LI7d9;3yzsiG_j5YprU@rdkvZFd-Alld1s zz|XLxhDX3;7RQj-dpcIuplCRfj^m&vi>Hy)F7K>4C9(WXjj8#I9&a*p@kqO0gYd}6v*s$>sUlT%v1PMG9&-BFhM5=%HlaNgt87&#apW|-TLy|O_{qlXE z7=BJ|vmV!yhd1Pyt9tb4iILPBvG>3=i~|-IO^TYO(`(mE%y`Evl(+6iL-FTL7g3vK zcj{+NYTSv5nyWEi;;EhPrIPbFt0IUWz7!WH^&?)Z> zI({1o4P$T*8_XsAM}r$`>%1t#ga_lJ&IX{h_w_%@wgDCD%qZW#l*#Da&4@HigImm5 zX_t8$cs;a6$PZK|_*es_WyLJd4Z?ZY%!t-F5Ft$hFEaT#!-Ok9Q)pyzWsnZ8$^o-p z`yPj`0_$~F{2OoQP&ZoP?qQ!rpc)pv@BMVeV;N`q?Cd!MU%VXQi9)k15w_X~) ztV4tSb0Q2YONL^AM_&u@Hx5i%Evo6}Sr|aK?p_&>2}24J0LEkwH@IsuFBLLuGcduu zMPh#vDclw^NF&ep9%1z*Y+zL%0se@2F^&)L$1b)#XdR1%9*qxMtF=sE+$^RM;{k)@ zPy$Te4m|8IZWuVcHcQF{P~Hm|)N%w@c@)q?1NIJoL!T_zJ77tW!I`j`2GQcLbAK1W z{oe;2U?Jq#at;-6`~MvL|Kgdj=>wm4pR@kY z8T#j}|8s)=_i{9|*Pt~sx6M4aR-HMHF2w!gU=q8+sL;t{P-rY`X9IdRpKhkvO~9z% zUWcH6`Sj_vL?k|14ucLZE4QH2Za8oT^Q`~{p&fP;m5d&g0KXL zNfeB}dPu*&=y(_}t!yWKt_8I2%lmD zR#qvZe*Q%T0}u{)pC^e4Fb(_J?i`o)VOPU`qiz*WS7;|{FZ6elzVWDOPAqXpea@$D z7g-SZ3Uztmwy$#y3YWLQ-vSV;*rr?pb=hpK8-S~JyQ^3_frXtulVj}`JsRz%bOE4 zxlZM=+KSxRgN(E(k%MEI-eFDgabUTkZ;pV1|XBL)q0Zj zeWi+vi@$(&0OaaUKh&_aS1_$X>}SR}wxa#oQg}D#O$08@X|PPL6d2=|e)t8+N!s&M zOtSgzahviLUzaqAE~+QKR^4Xdg!e${M*Rfp=szFq86bt$=OM}Ds6Y<>`vbBo{`&(6 zJRP9DVysS#9RK?tAAy%y1L1#vI{?MOS1}Sb0HP89z7P;$MwtKk0lxI`fTwEWWv2&v z|38BOgW~z`4KHr$UJoz+TmqoPp5qvFYG;eW0Tx$0AkRX5@6Oa=A-Mef{PC5}pzTmH+wh6+W2}Go zfxkA`1uea}u&Au)J4B5`LN=XbN?_oS&ve}Ex7PXId0roOKXDm70Q~e8YdsOyS(I^M z;L_p`peqQY9TYNEuFZEn({V2`lEyb`yS`J|QE;^0KM5#gw}E`kRd{vx#rNUPZ7FE6 z&O*iWbo{M2DLWf*&H#-PE(G@5cdoZ_;1PIn4;kEH6`H_I%>%+zF<&}i3k>(#kH>N< z8?F%HDbFSHPcfP<*(ho?1%feor z?kyz6QVN&!-yU}mFe<+x>Ve4&SR56^DvR6>pr=r;1EmODI`XV1FaObuRj^!(JK1r7 zqC^qV03ivB76^x1l<0S~Qw|=^nPrWG(%g5bVnFBRfho#F#w7h3$4f^i@x%!TGXhwl zKd`iXQn@WY-OtroOrBcVweInH0z%$mpc-+~XM>FMs){2MnV*S{uG{&@o{9)*`W+xv#kEL5rr_yxfG-JJq$g&ham{C&Surk7XvfF}Y z!1Qw%JbR1-mf{thu~v=K?;qQG3&3C-Z*kdy3EymxM=+Tw?B#sG7BveC5-Vu-WiFE0 zK{&Jz9iOlSUag$WaSiw9h=*+f(L2spyzwI=jgUnn+si|>3Bmd==A>Tn1^3x+#F0b= z(#qez`mhHW@bV9r{jZ#9hGhgQ^oGN#^oPWb|w$fo-eUN{%ypDBC? zaAgdl$tf%c0S}RoRqJb*xIKjZUzfN9P?PLcLys)jn6ICGBb#ngL@K0TkF;@vdYFZ? z{!JwT*Wm*}HJ3cq7xdu84##z0i(ojd=>!<(`^QL@+#pf2f8=y5h-SDvW+nYEPy^0O z1RxUlG~kT?1>OEGfqgXCrpD&uFaE0p{Qb#bBA^qU7~y{p8UxisAs!V9*8g8P?-Amn zC_pEeYTt_n#x+%L*|VQ2$u2;os@`I~?$Q zFmG!R!3*U7J=hNh^fHtXGw6SGRZ{>MIa!%M$NwrUeqdwGaMYO-|96a{-!Q?*mkf}i z;r{m^2N+Onjzsr=$M^`|7VPmIWM+fM|9kNNBU2ghfYN 0 and height > 0: + layout['width'] = width + layout['height'] = height + + return layout + +EventPlot.create_layout = create_layout + + +# Earlier, in the DataDownloader class, our output was Pandas based dataframes. Our convert_df_plotly function will convert these each series from Pandas dataframe into plotly traces. Along the way, we shall add various properties such as markers with varying levels of opacity, graduated coloring of lines (which uses colorlover) and so on. + +# In[5]: + +def convert_df_plotly(self, dataframe, axis_no = 1, color_def = ['default'], + special_line = 'Mean', showlegend = True, addmarker = False, gradcolor = None): + # convert_df_plotly - converts a Pandas data frame to Plotly format for line plots + # dataframe = data frame due to be converted + # axis_no = axis for plot to be drawn (default = 1) + # special_line = make lines named this extra thick + # color_def = color scheme to be used (default = ['default']), colour will alternate in the list + # showlegend = True or False to show legend of this line on plot + # addmarker = True or False to add markers + # gradcolor = Create a graduated color scheme for the lines + # + # Also see http://nbviewer.ipython.org/gist/nipunreddevil/7734529 for converting dataframe to traces + # Also see http://moderndata.plot.ly/color-scales-in-ipython-notebook/ + + x = dataframe.index.values + + traces = [] + + # will be used for market opacity for the markers + increments = 0.95 / float(len(dataframe.columns)) + + if gradcolor is not None: + try: + import colorlover as cl + color_def = cl.scales[str(len(dataframe.columns))]['seq'][gradcolor] + except: + print('Check colorlover installation...') + + i = 0 + + for key in dataframe: + scatter = plotly.graph_objs.Scatter( + x = x, + y = dataframe[key].values, + name = key, + xaxis = 'x' + str(axis_no), + yaxis = 'y' + str(axis_no), + showlegend = showlegend) + + # only apply color/marker properties if not "default" + if color_def[i % len(color_def)] != "default": + if special_line in str(key): + # special case for lines labelled "mean" + # make line thicker + scatter['mode'] = 'lines' + scatter['line'] = plotly.graph_objs.Line( + color = color_def[i % len(color_def)], + width = 2 + ) + else: + line_width = 1 + + # set properties for the markers which change opacity + # for markers make lines thinner + if addmarker: + opacity = 0.05 + (increments * i) + scatter['mode'] = 'markers+lines' + scatter['marker'] = plotly.graph_objs.Marker( + color=color_def[i % len(color_def)], # marker color + opacity = opacity, + size = 5) + line_width = 0.2 + + else: + scatter['mode'] = 'lines' + + scatter['line'] = plotly.graph_objs.Line( + color = color_def[i % len(color_def)], + width = line_width) + + i = i + 1 + + traces.append(scatter) + + return traces + +EventPlot.convert_df_plotly = convert_df_plotly + + +# ### UK election analysis + +# We've now created several generic functions for downloading data, doing an event study and also for helping us out with plotting via Plotly. We now start work on the ukelection.py script, for pulling it all together. As a very first step we need to provide credentials for Plotly (you can get your own Plotly key and username [here](https://plot.ly/python/getting-started/)). + +# In[6]: + +# for time series/maths +import pandas + +# for plotting data +import plotly +import plotly.plotly as py +from plotly.graph_objs import * + +def ukelection(): + # Learn about API authentication here: https://plot.ly/python/getting-started + # Find your api_key here: https://plot.ly/settings/api + plotly_username = "thalesians" + plotly_api_key = "XXXXXXXXX" + + plotly.tools.set_credentials_file(username=plotly_username, api_key=plotly_api_key) + + +# Let's download our market data that we need (GBP/USD spot data) using the DataDownloader class. As a default, I've opted to use Bloomberg data. You can try other currency pairs or markets (for example FTSE), to compare results for the event study. Note that obviously each data vendor will have a different ticker in their system for what could well be the same asset. With FX, care must be taken to know which close the vendor is snapping. As a default we have opted for BGN, which for GBP/USD is the NY close value. + +# In[7]: + +ticker = 'GBPUSD' # will use in plot titles later (and for creating Plotly URL) + +##### download market GBP/USD data from Quandl, Bloomberg or CSV file +source = "Bloomberg" +# source = "Quandl" +# source = "CSV" + +csv_file = None + +event_plot = EventPlot() + +data_downloader = DataDownloader() +start_date = event_plot.parse_dates(['01/01/1975']) + +if source == 'Quandl': + vendor_ticker = "BOE/XUDLUSS" +elif source == 'Bloomberg': + vendor_ticker = 'GBPUSD BGN Curncy' +elif source == 'CSV': + vendor_ticker = 'GBPUSD' + csv_file = 'D:/GBPUSD.csv' + +spot = data_downloader.download_time_series(vendor_ticker, ticker, start_date[0], source, csv_file = csv_file) + + +# The most important part of the study is getting the historical UK election dates! We can obtain these from Wikipedia. We then convert into Python format. We need to make sure we filter the UK election dates, for where we have spot data available. + +# In[8]: + +labour_wins = ['28/02/1974', '10/10/1974', '01/05/1997', '07/06/2001', '05/05/2005'] +conservative_wins = ['03/05/1979', '09/06/1983', '11/06/1987', '09/04/1992', '06/05/2010'] + +# convert to more easily readable format +labour_wins_d = event_plot.parse_dates(labour_wins) +conservative_wins_d = event_plot.parse_dates(conservative_wins) + +# only takes those elections where we have data +labour_wins_d = [d for d in labour_wins_d if d > spot.index[0].to_pydatetime()] +conservative_wins_d = [d for d in conservative_wins_d if d > spot.index[0].to_pydatetime()] + +spot.index.name = 'Date' + + +# We then call our event study function in EventPlot on our spot data, which compromises of the 20 days before up till the 20 days after the UK general election. We shall plot these lines later. + +# In[9]: + +# number of days before and after for our event study +pre = -20 +post = 20 + +# calculate spot path during Labour wins +labour_wins_spot = event_plot.event_study(spot, labour_wins_d, pre, post, mean_label = 'Labour Mean') + +# calculate spot path during Conservative wins +conservative_wins_spot = event_plot.event_study(spot, conservative_wins_d, pre, post, mean_label = 'Conservative Mean') + + +# Define our xaxis and yaxis labels, as well as our source, which we shall later include in the title. + +# In[10]: + +##### Create separate plots of price action during Labour and Conservative wins +xaxis = 'Days' +yaxis = 'Index' +source_label = "Source: @thalesians/BBG/Wikipedia" + + +# We're finally ready for our first plot! We shall plot GBP/USD moves over Labour election wins, using the default palette and then we shall embed it into the sheet, using the URL given to us from the Plotly website. + +# In[11]: + +###### Plot market reaction during Labour UK election wins +###### Using default color scheme + +title = ticker + ' during UK gen elect - Lab wins' + '
' + source_label + +fig = Figure(data=event_plot.convert_df_plotly(labour_wins_spot), + layout=event_plot.create_layout(title, xaxis, yaxis) +) + +py.iplot(fig, filename='labour-wins-' + ticker) + + +# The "iplot" function will send it to Plotly's server (provided we have all the dependencies installed). + +# Alternatively, we could embed the HTML as an image, which we have taken from the Plotly website. Note this approach will yield a static image which is fetched from Plotly's servers. It also possible to write the image to disk. Later we shall show the embed function. + +#
+# GBPUSD during UK gen elect - Lab wins<br>Source: @thalesians/BBG/Wikipedia +# +#
+# + +# We next plot GBP/USD over Conservative wins. In this instance, however, we have a graduated 'Blues' color scheme, given obviously that blue is the color of the Conserative party in the UK! + +# In[12]: + +###### Plot market reaction during Conservative UK election wins +###### Using varying shades of blue for each line (helped by colorlover library) + +title = ticker + ' during UK gen elect - Con wins ' + '
' + source_label + +# also apply graduated color scheme of blues (from light to dark) +# see http://moderndata.plot.ly/color-scales-in-ipython-notebook/ for details on colorlover package +# which allows you to set scales +fig = Figure(data=event_plot.convert_df_plotly(conservative_wins_spot, gradcolor='Blues', addmarker=False), + layout=event_plot.create_layout(title, xaxis, yaxis), +) + +plot_url = py.iplot(fig, filename='conservative-wins-' + ticker) + + +# Embed the chart into the document using "embed". This essentially embeds the Javascript code, necessary to make it interactive. + +# In[13]: + +import plotly.tools as tls + +tls.embed("https://plot.ly/~thalesians/245") + + +# Our final plot, will consist of three subplots, Labour wins, Conservative wins, and average moves for both. We also add a grid and a grey background for each plot. + +# In[14]: + +##### Plot market reaction during Conservative UK election wins +##### create a plot consisting of 3 subplots (from left to right) +##### 1. Labour wins, 2. Conservative wins, 3. Conservative/Labour mean move + +# create a dataframe which grabs the mean from the respective Lab & Con election wins +mean_wins_spot = pandas.DataFrame() +mean_wins_spot['Labour Mean'] = labour_wins_spot['Labour Mean'] +mean_wins_spot['Conservative Mean'] = conservative_wins_spot['Conservative Mean'] + +fig = plotly.tools.make_subplots(rows=1, cols=3) + +# apply different color scheme (red = Lab, blue = Con) +# also add markets, which will have varying levels of opacity +fig['data'] += Data( + event_plot.convert_df_plotly(conservative_wins_spot, axis_no=1, + color_def=['blue'], addmarker=True) + + event_plot.convert_df_plotly(labour_wins_spot, axis_no=2, + color_def=['red'], addmarker=True) + + event_plot.convert_df_plotly(mean_wins_spot, axis_no=3, + color_def=['red', 'blue'], addmarker=True, showlegend = False) + ) + +fig['layout'].update(title=ticker + ' during UK gen elects by winning party ' + '
' + source_label) + +# use the scheme from https://plot.ly/python/bubble-charts-tutorial/ +# can use dict approach, rather than specifying each separately +axis_style = dict( + gridcolor='#FFFFFF', # white grid lines + ticks='outside', # draw ticks outside axes + ticklen=8, # tick length + tickwidth=1.5 # and width + ) + +# create the various axes for the three separate charts +fig['layout'].update(xaxis1=plotly.graph_objs.XAxis(axis_style, title=xaxis)) +fig['layout'].update(yaxis1=plotly.graph_objs.YAxis(axis_style, title=yaxis)) + +fig['layout'].update(xaxis2=plotly.graph_objs.XAxis(axis_style, title=xaxis)) +fig['layout'].update(yaxis2=plotly.graph_objs.YAxis(axis_style)) + +fig['layout'].update(xaxis3=plotly.graph_objs.XAxis(axis_style, title=xaxis)) +fig['layout'].update(yaxis3=plotly.graph_objs.YAxis(axis_style)) + +fig['layout'].update(plot_bgcolor='#EFECEA') # set plot background to grey + +plot_url = py.iplot(fig, filename='labour-conservative-wins-'+ ticker + '-subplot') + + +# This time we use "embed", which grab the plot from Plotly's server, we did earlier (given we have already uploaded it). + +# In[15]: + +import plotly.tools as tls + +tls.embed("https://plot.ly/~thalesians/246") + + +# That's about it! I hope the code I've written proves fruitful for creating some very cool Plotly plots and also for doing some very timely analysis ahead of the UK general election! Hoping this will be first of many blogs on using Plotly data. + +# The analysis in this blog is based on a report I wrote for Thalesians, a quant finance thinktank. If you are interested in getting access to the full copy of the report (Thalesians: My kingdom for a vote - The definitive quant guide to UK general elections), feel free to e-mail me at saeed@thalesians.com or tweet me @thalesians + +# ## Want to hear more about global macro and UK election developments? + +# If you're interested in FX and the UK general election, come to our Thalesians panel in London on April 29th 2015 at 7.30pm in Canary Wharf, which will feature, Eric Burroughs (Reuters - FX Buzz Editor), Mark Cudmore (Bloomberg - First Word EM Strategist), Jordan Rochester (Nomura - FX strategist), Jeremy Wilkinson-Smith (Independent FX trader) and myself as the moderator. Tickets are available [here](http://www.meetup.com/thalesians/events/221147156/) + +# ## Biography + +# Saeed Amen is the managing director and co-founder of the Thalesians. He has a decade of experience creating and successfully running systematic trading models at Lehman Brothers, Nomura and now at the Thalesians. Independently, he runs a systematic trading model with proprietary capital. He is the author of Trading Thalesians – What the ancient world can teach us about trading today (Palgrave Macmillan). He graduated with a first class honours master’s degree from Imperial College in Mathematics & Computer Science. He is also a fan of Python and has written an extensive library for financial market backtesting called PyThalesians. +#
+# +# Follow the Thalesians on Twitter @thalesians and get my book on Amazon [here](http://www.amazon.co.uk/Trading-Thalesians-Saeed-Amen/dp/113739952X) + +# All the code here is available to download from the [Thalesians GitHub page](https://github.com/thalesians/pythalesians) From 70657bbeb5b05c88b4bc2ebde2e7bdb10f2ebfcd Mon Sep 17 00:00:00 2001 From: Chris P Date: Wed, 1 Apr 2015 01:09:15 -0400 Subject: [PATCH 070/163] sqlitenotebook --- _published/includes/references.json | 13 +- _published/includes/sqlite/body.html | 67 + _published/includes/sqlite/config.json | 9 + _published/sitemaps.py | 13 + _published/urls.py | 7 +- notebooks/references.json | 3 +- notebooks/sqlite/config.json | 15 + notebooks/sqlite/sqlite.ipynb | 3737 ++++++++++++++++++++++++ notebooks/sqlite/sqlite.py | 505 ++++ 9 files changed, 4366 insertions(+), 3 deletions(-) create mode 100644 _published/includes/sqlite/body.html create mode 100644 _published/includes/sqlite/config.json create mode 100644 notebooks/sqlite/config.json create mode 100644 notebooks/sqlite/sqlite.ipynb create mode 100644 notebooks/sqlite/sqlite.py diff --git a/_published/includes/references.json b/_published/includes/references.json index 0af0308..90f69c3 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -16,6 +16,10 @@ "body": "api_docs/includes/ipython_notebooks/ukelectionbbg/body.html", "config": "api_docs/includes/ipython_notebooks/ukelectionbbg/config.json" }, + "sqlite": { + "body": "api_docs/includes/ipython_notebooks/sqlite/body.html", + "config": "api_docs/includes/ipython_notebooks/sqlite/config.json" + }, "collaborate": { "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" @@ -91,6 +95,12 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" + }, + { + "title_short": "Big data analytics with Pandas and SQLite", + "thumbnail_image": "", + "relative_url": "big-data-analytics-with-pandas-and-sqlite", + "title": "Big data analytics with Pandas and SQLite" } ], "notebooks": [ @@ -102,6 +112,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "sqlite" ] } diff --git a/_published/includes/sqlite/body.html b/_published/includes/sqlite/body.html new file mode 100644 index 0000000..341bac3 --- /dev/null +++ b/_published/includes/sqlite/body.html @@ -0,0 +1,67 @@ +
+
+
+
+
+
+
+

+ A Large Data Workflow with Pandas + + ¶ + +

+
+ Data Analysis of 8.2 Million Rows with Python and SQLite + + ¶ + +
+

+ This notebook explores a 3.9Gb CSV file containing NYC's 311 complaints since 2003. It's the most popular data set in + + NYC's open data portal + + . +

+

+ This notebook is a primer on out-of-memory data analysis with +

+
    +
  • + + pandas + + : A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite. +
    • +
  • + + IPython notebook + + : An interface for writing and sharing python code, text, and plots. +
    • +
  • + + SQLite + + : An self-contained, server-less database that's easy to set-up and query from Pandas. +
    • +
  • + + Plotly + + : A platform for publishing beautiful, interactive graphs from Python to the web. +
    • +
+

+ The dataset is too large to load into a Pandas dataframe. So, instead we'll perform out-of-memory aggregations with SQLite and load the result directly into a dataframe with Panda's + + iotools + + . It's pretty easy to stream a CSV into SQLite and SQLite requires no setup. The SQL query language is pretty intuitive coming from a +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/sqlite/config.json b/_published/includes/sqlite/config.json new file mode 100644 index 0000000..3088c25 --- /dev/null +++ b/_published/includes/sqlite/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "A primer on out-of-memory analytics of large datasets with Pandas, SQLite, and IPython notebooks.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/sqlite", + "title_short": "Big data analytics with Pandas and SQLite", + "last_modified": "Wednesday 01 April 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/sqlite/sqlite.ipynb", + "title": "Big data analytics with Pandas and SQLite", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/sqlite/sqlite.py" +} diff --git a/_published/sitemaps.py b/_published/sitemaps.py index ea5226a..13da259 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -121,6 +121,19 @@ def items(): 'collaborate', 'body.html'), priority=0.5 + ), + dict( + location='/ipython-notebooks/big-data-analytics-with-pandas-and-sqlite', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'sqlite', + 'body.html'), + priority=0.5 ) ] return items diff --git a/_published/urls.py b/_published/urls.py index a460698..b46299e 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -49,5 +49,10 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate') + name='ipython-notebook-collaborate'), + url("big-data-analytics-with-pandas-and-sqlite/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='sqlite'), + name='ipython-notebook-sqlite') ) diff --git a/notebooks/references.json b/notebooks/references.json index cecdf0b..36dcd55 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -8,6 +8,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "sqlite" ] } diff --git a/notebooks/sqlite/config.json b/notebooks/sqlite/config.json new file mode 100644 index 0000000..237d161 --- /dev/null +++ b/notebooks/sqlite/config.json @@ -0,0 +1,15 @@ +{ + "title": "Big data analytics with Pandas and SQLite", + "title_short": "Big data analytics with Pandas and SQLite", + "meta_description": "A primer on out-of-memory analytics of large datasets with Pandas, SQLite, and IPython notebooks.", + "cells": [0, "end"], + "relative_url": "big-data-analytics-with-pandas-and-sqlite", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/sqlite/sqlite.ipynb b/notebooks/sqlite/sqlite.ipynb new file mode 100644 index 0000000..eaecb23 --- /dev/null +++ b/notebooks/sqlite/sqlite.ipynb @@ -0,0 +1,3737 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A Large Data Workflow with Pandas \n", + "\n", + "\n", + "##### Data Analysis of 8.2 Million Rows with Python and SQLite\n", + "\n", + "This notebook explores a 3.9Gb CSV file containing NYC's 311 complaints since 2003. It's the most popular data set in [NYC's open data portal](https://nycopendata.socrata.com/data).\n", + "\n", + "This notebook is a primer on out-of-memory data analysis with\n", + "- [pandas](http://pandas.pydata.org/): A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.\n", + "- [IPython notebook](ipython.org/notebook.html): An interface for writing and sharing python code, text, and plots.\n", + "- [SQLite](https://www.sqlite.org/): An self-contained, server-less database that's easy to set-up and query from Pandas.\n", + "- [Plotly](https://plot.ly/python/): A platform for publishing beautiful, interactive graphs from Python to the web.\n", + "\n", + "The dataset is too large to load into a Pandas dataframe. So, instead we'll perform out-of-memory aggregations with SQLite and load the result directly into a dataframe with Panda's `iotools`. It's pretty easy to stream a CSV into SQLite and SQLite requires no setup. The SQL query language is pretty intuitive coming from a Pandas mindset." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import plotly.tools as tls\n", + "tls.embed('https://plot.ly/~chris/7365')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sqlalchemy import create_engine # database connection\n", + "import datetime as dt\n", + "from IPython.display import display\n", + "\n", + "import plotly.plotly as py # interactive graphing\n", + "from plotly.graph_objs import Bar, Scatter, Marker, Layout " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Import the CSV data into SQLite\n", + "\n", + "1. Load the CSV, chunk-by-chunk, into a DataFrame\n", + "2. Process the data a bit, strip out uninteresting columns\n", + "3. Append it to the SQLite database" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unique KeyCreated DateClosed DateAgencyAgency NameComplaint TypeDescriptorLocation TypeIncident ZipIncident Address...Bridge Highway NameBridge Highway DirectionRoad RampBridge Highway SegmentGarage Lot NameFerry DirectionFerry Terminal NameLatitudeLongitudeLocation
02930035811/16/2014 11:46:00 PM11/16/2014 11:46:00 PMDSNYBCC - Queens EastDerelict Vehicles14 Derelict VehiclesStreet1143280-25 PARSONS BOULEVARD...NaNNaNNaNNaNNaNNaNNaN40.719411-73.808882(40.719410639341916, -73.80888158860446)
12929983711/16/2014 02:24:35 AM11/16/2014 02:24:35 AMDOBDepartment of BuildingsBuilding/UseIllegal Conversion Of Residential Building/SpaceNaN10465938 HUNTINGTON AVENUE...NaNNaNNaNNaNNaNNaNNaN40.827862-73.830641(40.827862046105416, -73.83064067165407)
\n", + "

2 rows × 52 columns

\n", + "
" + ], + "text/plain": [ + " Unique Key Created Date Closed Date Agency \\\n", + "0 29300358 11/16/2014 11:46:00 PM 11/16/2014 11:46:00 PM DSNY \n", + "1 29299837 11/16/2014 02:24:35 AM 11/16/2014 02:24:35 AM DOB \n", + "\n", + " Agency Name Complaint Type \\\n", + "0 BCC - Queens East Derelict Vehicles \n", + "1 Department of Buildings Building/Use \n", + "\n", + " Descriptor Location Type \\\n", + "0 14 Derelict Vehicles Street \n", + "1 Illegal Conversion Of Residential Building/Space NaN \n", + "\n", + " Incident Zip Incident Address \\\n", + "0 11432 80-25 PARSONS BOULEVARD \n", + "1 10465 938 HUNTINGTON AVENUE \n", + "\n", + " ... Bridge Highway Name \\\n", + "0 ... NaN \n", + "1 ... NaN \n", + "\n", + " Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "\n", + " Ferry Direction Ferry Terminal Name Latitude Longitude \\\n", + "0 NaN NaN 40.719411 -73.808882 \n", + "1 NaN NaN 40.827862 -73.830641 \n", + "\n", + " Location \n", + "0 (40.719410639341916, -73.80888158860446) \n", + "1 (40.827862046105416, -73.83064067165407) \n", + "\n", + "[2 rows x 52 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Unique KeyCreated DateClosed DateAgencyAgency NameComplaint TypeDescriptorLocation TypeIncident ZipIncident Address...Bridge Highway NameBridge Highway DirectionRoad RampBridge Highway SegmentGarage Lot NameFerry DirectionFerry Terminal NameLatitudeLongitudeLocation
02930035811/16/2014 11:46:00 PM11/16/2014 11:46:00 PMDSNYBCC - Queens EastDerelict Vehicles14 Derelict VehiclesStreet1143280-25 PARSONS BOULEVARD...NaNNaNNaNNaNNaNNaNNaN40.719411-73.808882(40.719410639341916, -73.80888158860446)
12929983711/16/2014 02:24:35 AM11/16/2014 02:24:35 AMDOBDepartment of BuildingsBuilding/UseIllegal Conversion Of Residential Building/SpaceNaN10465938 HUNTINGTON AVENUE...NaNNaNNaNNaNNaNNaNNaN40.827862-73.830641(40.827862046105416, -73.83064067165407)
\n", + "

2 rows × 52 columns

\n", + "
" + ], + "text/plain": [ + " Unique Key Created Date Closed Date Agency \\\n", + "0 29300358 11/16/2014 11:46:00 PM 11/16/2014 11:46:00 PM DSNY \n", + "1 29299837 11/16/2014 02:24:35 AM 11/16/2014 02:24:35 AM DOB \n", + "\n", + " Agency Name Complaint Type \\\n", + "0 BCC - Queens East Derelict Vehicles \n", + "1 Department of Buildings Building/Use \n", + "\n", + " Descriptor Location Type \\\n", + "0 14 Derelict Vehicles Street \n", + "1 Illegal Conversion Of Residential Building/Space NaN \n", + "\n", + " Incident Zip Incident Address \\\n", + "0 11432 80-25 PARSONS BOULEVARD \n", + "1 10465 938 HUNTINGTON AVENUE \n", + "\n", + " ... Bridge Highway Name \\\n", + "0 ... NaN \n", + "1 ... NaN \n", + "\n", + " Bridge Highway Direction Road Ramp Bridge Highway Segment Garage Lot Name \\\n", + "0 NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN \n", + "\n", + " Ferry Direction Ferry Terminal Name Latitude Longitude \\\n", + "0 NaN NaN 40.719411 -73.808882 \n", + "1 NaN NaN 40.827862 -73.830641 \n", + "\n", + " Location \n", + "0 (40.719410639341916, -73.80888158860446) \n", + "1 (40.827862046105416, -73.83064067165407) \n", + "\n", + "[2 rows x 52 columns]" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(pd.read_csv('311_100M.csv', nrows=2).head())\n", + "display(pd.read_csv('311_100M.csv', nrows=2).tail())" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " 8281035\r\n" + ] + } + ], + "source": [ + "!wc -l < 311_100M.csv # Number of lines in dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "disk_engine = create_engine('sqlite:///311_8M.db') # Initializes database with filename 311_8M.db in current directory" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "6 seconds: completed 20000 rows\n", + "12 seconds: completed 40000 rows\n", + "18 seconds: completed 60000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,40) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,39,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "24 seconds: completed 80000 rows\n", + "30 seconds: completed 100000 rows\n", + "37 seconds: completed 120000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "43 seconds: completed 140000 rows\n", + "49 seconds: completed 160000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "55 seconds: completed 180000 rows\n", + "62 seconds: completed 200000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "68 seconds: completed 220000 rows\n", + "74 seconds: completed 240000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "81 seconds: completed 260000 rows\n", + "87 seconds: completed 280000 rows\n", + "99 seconds: completed 300000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "108 seconds: completed 320000 rows\n", + "116 seconds: completed 340000 rows\n", + "123 seconds: completed 360000 rows\n", + "131 seconds: completed 380000 rows\n", + "138 seconds: completed 400000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "149 seconds: completed 420000 rows\n", + "158 seconds: completed 440000 rows\n", + "164 seconds: completed 460000 rows\n", + "171 seconds: completed 480000 rows\n", + "177 seconds: completed 500000 rows\n", + "184 seconds: completed 520000 rows\n", + "190 seconds: completed 540000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "198 seconds: completed 560000 rows\n", + "204 seconds: completed 580000 rows\n", + "210 seconds: completed 600000 rows\n", + "217 seconds: completed 620000 rows\n", + "223 seconds: completed 640000 rows\n", + "229 seconds: completed 660000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "235 seconds: completed 680000 rows\n", + "242 seconds: completed 700000 rows\n", + "248 seconds: completed 720000 rows\n", + "255 seconds: completed 740000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "261 seconds: completed 760000 rows\n", + "267 seconds: completed 780000 rows\n", + "274 seconds: completed 800000 rows\n", + "280 seconds: completed 820000 rows\n", + "287 seconds: completed 840000 rows\n", + "293 seconds: completed 860000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "300 seconds: completed 880000 rows\n", + "306 seconds: completed 900000 rows\n", + "312 seconds: completed 920000 rows\n", + "318 seconds: completed 940000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,39,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "325 seconds: completed 960000 rows\n", + "331 seconds: completed 980000 rows\n", + "337 seconds: completed 1000000 rows\n", + "344 seconds: completed 1020000 rows\n", + "350 seconds: completed 1040000 rows\n", + "356 seconds: completed 1060000 rows\n", + "362 seconds: completed 1080000 rows\n", + "369 seconds: completed 1100000 rows\n", + "376 seconds: completed 1120000 rows\n", + "383 seconds: completed 1140000 rows\n", + "390 seconds: completed 1160000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,40,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "398 seconds: completed 1180000 rows\n", + "405 seconds: completed 1200000 rows\n", + "412 seconds: completed 1220000 rows\n", + "419 seconds: completed 1240000 rows\n", + "426 seconds: completed 1260000 rows\n", + "434 seconds: completed 1280000 rows\n", + "441 seconds: completed 1300000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,40,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "448 seconds: completed 1320000 rows\n", + "456 seconds: completed 1340000 rows\n", + "463 seconds: completed 1360000 rows\n", + "470 seconds: completed 1380000 rows\n", + "477 seconds: completed 1400000 rows\n", + "485 seconds: completed 1420000 rows\n", + "492 seconds: completed 1440000 rows\n", + "499 seconds: completed 1460000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,40,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,39,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "506 seconds: completed 1480000 rows\n", + "514 seconds: completed 1500000 rows\n", + "521 seconds: completed 1520000 rows\n", + "528 seconds: completed 1540000 rows\n", + "536 seconds: completed 1560000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,18,39,40,41,42,43,44,45,46,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "543 seconds: completed 1580000 rows\n", + "551 seconds: completed 1600000 rows\n", + "558 seconds: completed 1620000 rows\n", + "565 seconds: completed 1640000 rows\n", + "573 seconds: completed 1660000 rows\n", + "580 seconds: completed 1680000 rows\n", + "588 seconds: completed 1700000 rows\n", + "596 seconds: completed 1720000 rows\n", + "603 seconds: completed 1740000 rows\n", + "610 seconds: completed 1760000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,44,45,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,18,39,40,41,42,43,44,45,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "618 seconds: completed 1780000 rows\n", + "625 seconds: completed 1800000 rows\n", + "633 seconds: completed 1820000 rows\n", + "640 seconds: completed 1840000 rows\n", + "648 seconds: completed 1860000 rows\n", + "655 seconds: completed 1880000 rows\n", + "663 seconds: completed 1900000 rows\n", + "670 seconds: completed 1920000 rows\n", + "678 seconds: completed 1940000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "685 seconds: completed 1960000 rows\n", + "693 seconds: completed 1980000 rows\n", + "700 seconds: completed 2000000 rows\n", + "708 seconds: completed 2020000 rows\n", + "716 seconds: completed 2040000 rows\n", + "723 seconds: completed 2060000 rows\n", + "731 seconds: completed 2080000 rows\n", + "738 seconds: completed 2100000 rows\n", + "746 seconds: completed 2120000 rows\n", + "753 seconds: completed 2140000 rows\n", + "760 seconds: completed 2160000 rows\n", + "768 seconds: completed 2180000 rows\n", + "775 seconds: completed 2200000 rows\n", + "782 seconds: completed 2220000 rows\n", + "790 seconds: completed 2240000 rows\n", + "797 seconds: completed 2260000 rows\n", + "805 seconds: completed 2280000 rows\n", + "812 seconds: completed 2300000 rows\n", + "820 seconds: completed 2320000 rows\n", + "827 seconds: completed 2340000 rows\n", + "835 seconds: completed 2360000 rows\n", + "843 seconds: completed 2380000 rows\n", + "852 seconds: completed 2400000 rows\n", + "860 seconds: completed 2420000 rows\n", + "870 seconds: completed 2440000 rows\n", + "878 seconds: completed 2460000 rows\n", + "885 seconds: completed 2480000 rows\n", + "893 seconds: completed 2500000 rows\n", + "900 seconds: completed 2520000 rows\n", + "908 seconds: completed 2540000 rows\n", + "915 seconds: completed 2560000 rows\n", + "922 seconds: completed 2580000 rows\n", + "930 seconds: completed 2600000 rows\n", + "937 seconds: completed 2620000 rows\n", + "944 seconds: completed 2640000 rows\n", + "952 seconds: completed 2660000 rows\n", + "959 seconds: completed 2680000 rows\n", + "967 seconds: completed 2700000 rows\n", + "974 seconds: completed 2720000 rows\n", + "982 seconds: completed 2740000 rows\n", + "989 seconds: completed 2760000 rows\n", + "997 seconds: completed 2780000 rows\n", + "1004 seconds: completed 2800000 rows\n", + "1011 seconds: completed 2820000 rows\n", + "1019 seconds: completed 2840000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1026 seconds: completed 2860000 rows\n", + "1034 seconds: completed 2880000 rows\n", + "1041 seconds: completed 2900000 rows\n", + "1049 seconds: completed 2920000 rows\n", + "1056 seconds: completed 2940000 rows\n", + "1064 seconds: completed 2960000 rows\n", + "1071 seconds: completed 2980000 rows\n", + "1079 seconds: completed 3000000 rows\n", + "1086 seconds: completed 3020000 rows\n", + "1093 seconds: completed 3040000 rows\n", + "1101 seconds: completed 3060000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (39,40,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1108 seconds: completed 3080000 rows\n", + "1116 seconds: completed 3100000 rows\n", + "1123 seconds: completed 3120000 rows\n", + "1131 seconds: completed 3140000 rows\n", + "1138 seconds: completed 3160000 rows\n", + "1146 seconds: completed 3180000 rows\n", + "1153 seconds: completed 3200000 rows\n", + "1161 seconds: completed 3220000 rows\n", + "1168 seconds: completed 3240000 rows\n", + "1176 seconds: completed 3260000 rows\n", + "1183 seconds: completed 3280000 rows\n", + "1191 seconds: completed 3300000 rows\n", + "1199 seconds: completed 3320000 rows\n", + "1206 seconds: completed 3340000 rows\n", + "1214 seconds: completed 3360000 rows\n", + "1221 seconds: completed 3380000 rows\n", + "1229 seconds: completed 3400000 rows\n", + "1236 seconds: completed 3420000 rows\n", + "1244 seconds: completed 3440000 rows\n", + "1251 seconds: completed 3460000 rows\n", + "1259 seconds: completed 3480000 rows\n", + "1266 seconds: completed 3500000 rows\n", + "1274 seconds: completed 3520000 rows\n", + "1282 seconds: completed 3540000 rows\n", + "1289 seconds: completed 3560000 rows\n", + "1297 seconds: completed 3580000 rows\n", + "1304 seconds: completed 3600000 rows\n", + "1312 seconds: completed 3620000 rows\n", + "1319 seconds: completed 3640000 rows\n", + "1327 seconds: completed 3660000 rows\n", + "1334 seconds: completed 3680000 rows\n", + "1342 seconds: completed 3700000 rows\n", + "1350 seconds: completed 3720000 rows\n", + "1357 seconds: completed 3740000 rows\n", + "1364 seconds: completed 3760000 rows\n", + "1372 seconds: completed 3780000 rows\n", + "1379 seconds: completed 3800000 rows\n", + "1387 seconds: completed 3820000 rows\n", + "1394 seconds: completed 3840000 rows\n", + "1402 seconds: completed 3860000 rows\n", + "1409 seconds: completed 3880000 rows\n", + "1416 seconds: completed 3900000 rows\n", + "1424 seconds: completed 3920000 rows\n", + "1431 seconds: completed 3940000 rows\n", + "1439 seconds: completed 3960000 rows\n", + "1446 seconds: completed 3980000 rows\n", + "1454 seconds: completed 4000000 rows\n", + "1461 seconds: completed 4020000 rows\n", + "1468 seconds: completed 4040000 rows\n", + "1476 seconds: completed 4060000 rows\n", + "1484 seconds: completed 4080000 rows\n", + "1491 seconds: completed 4100000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,39,40,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1498 seconds: completed 4120000 rows\n", + "1506 seconds: completed 4140000 rows\n", + "1513 seconds: completed 4160000 rows\n", + "1521 seconds: completed 4180000 rows\n", + "1528 seconds: completed 4200000 rows\n", + "1536 seconds: completed 4220000 rows\n", + "1543 seconds: completed 4240000 rows\n", + "1551 seconds: completed 4260000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1558 seconds: completed 4280000 rows\n", + "1566 seconds: completed 4300000 rows\n", + "1573 seconds: completed 4320000 rows\n", + "1581 seconds: completed 4340000 rows\n", + "1588 seconds: completed 4360000 rows\n", + "1596 seconds: completed 4380000 rows\n", + "1603 seconds: completed 4400000 rows\n", + "1611 seconds: completed 4420000 rows\n", + "1618 seconds: completed 4440000 rows\n", + "1626 seconds: completed 4460000 rows\n", + "1634 seconds: completed 4480000 rows\n", + "1641 seconds: completed 4500000 rows\n", + "1649 seconds: completed 4520000 rows\n", + "1656 seconds: completed 4540000 rows\n", + "1664 seconds: completed 4560000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1671 seconds: completed 4580000 rows\n", + "1679 seconds: completed 4600000 rows\n", + "1686 seconds: completed 4620000 rows\n", + "1694 seconds: completed 4640000 rows\n", + "1701 seconds: completed 4660000 rows\n", + "1709 seconds: completed 4680000 rows\n", + "1717 seconds: completed 4700000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1724 seconds: completed 4720000 rows\n", + "1732 seconds: completed 4740000 rows\n", + "1739 seconds: completed 4760000 rows\n", + "1747 seconds: completed 4780000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (17,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,39,42,43,44,45,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1754 seconds: completed 4800000 rows\n", + "1762 seconds: completed 4820000 rows\n", + "1769 seconds: completed 4840000 rows\n", + "1777 seconds: completed 4860000 rows\n", + "1785 seconds: completed 4880000 rows\n", + "1792 seconds: completed 4900000 rows\n", + "1800 seconds: completed 4920000 rows\n", + "1807 seconds: completed 4940000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,40,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1815 seconds: completed 4960000 rows\n", + "1822 seconds: completed 4980000 rows\n", + "1830 seconds: completed 5000000 rows\n", + "1837 seconds: completed 5020000 rows\n", + "1845 seconds: completed 5040000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,39,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1853 seconds: completed 5060000 rows\n", + "1860 seconds: completed 5080000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1867 seconds: completed 5100000 rows\n", + "1875 seconds: completed 5120000 rows\n", + "1883 seconds: completed 5140000 rows\n", + "1890 seconds: completed 5160000 rows\n", + "1898 seconds: completed 5180000 rows\n", + "1905 seconds: completed 5200000 rows\n", + "1913 seconds: completed 5220000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,38,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1920 seconds: completed 5240000 rows\n", + "1928 seconds: completed 5260000 rows\n", + "1935 seconds: completed 5280000 rows\n", + "1943 seconds: completed 5300000 rows\n", + "1950 seconds: completed 5320000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "1958 seconds: completed 5340000 rows\n", + "1965 seconds: completed 5360000 rows\n", + "1973 seconds: completed 5380000 rows\n", + "1980 seconds: completed 5400000 rows\n", + "1987 seconds: completed 5420000 rows\n", + "1995 seconds: completed 5440000 rows\n", + "2002 seconds: completed 5460000 rows\n", + "2010 seconds: completed 5480000 rows\n", + "2017 seconds: completed 5500000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,38,39,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,42,43,44,45,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2025 seconds: completed 5520000 rows\n", + "2032 seconds: completed 5540000 rows\n", + "2040 seconds: completed 5560000 rows\n", + "2047 seconds: completed 5580000 rows\n", + "2055 seconds: completed 5600000 rows\n", + "2062 seconds: completed 5620000 rows\n", + "2070 seconds: completed 5640000 rows\n", + "2078 seconds: completed 5660000 rows\n", + "2085 seconds: completed 5680000 rows\n", + "2092 seconds: completed 5700000 rows\n", + "2099 seconds: completed 5720000 rows\n", + "2106 seconds: completed 5740000 rows\n", + "2113 seconds: completed 5760000 rows\n", + "2120 seconds: completed 5780000 rows\n", + "2127 seconds: completed 5800000 rows\n", + "2134 seconds: completed 5820000 rows\n", + "2141 seconds: completed 5840000 rows\n", + "2148 seconds: completed 5860000 rows\n", + "2155 seconds: completed 5880000 rows\n", + "2162 seconds: completed 5900000 rows\n", + "2169 seconds: completed 5920000 rows\n", + "2176 seconds: completed 5940000 rows\n", + "2183 seconds: completed 5960000 rows\n", + "2190 seconds: completed 5980000 rows\n", + "2197 seconds: completed 6000000 rows\n", + "2204 seconds: completed 6020000 rows\n", + "2211 seconds: completed 6040000 rows\n", + "2218 seconds: completed 6060000 rows\n", + "2225 seconds: completed 6080000 rows\n", + "2232 seconds: completed 6100000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,40) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,39) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2239 seconds: completed 6120000 rows\n", + "2246 seconds: completed 6140000 rows\n", + "2252 seconds: completed 6160000 rows\n", + "2259 seconds: completed 6180000 rows\n", + "2266 seconds: completed 6200000 rows\n", + "2274 seconds: completed 6220000 rows\n", + "2281 seconds: completed 6240000 rows\n", + "2288 seconds: completed 6260000 rows\n", + "2296 seconds: completed 6280000 rows\n", + "2303 seconds: completed 6300000 rows\n", + "2311 seconds: completed 6320000 rows\n", + "2318 seconds: completed 6340000 rows\n", + "2326 seconds: completed 6360000 rows\n", + "2333 seconds: completed 6380000 rows\n", + "2341 seconds: completed 6400000 rows\n", + "2348 seconds: completed 6420000 rows\n", + "2356 seconds: completed 6440000 rows\n", + "2363 seconds: completed 6460000 rows\n", + "2371 seconds: completed 6480000 rows\n", + "2378 seconds: completed 6500000 rows\n", + "2386 seconds: completed 6520000 rows\n", + "2393 seconds: completed 6540000 rows\n", + "2401 seconds: completed 6560000 rows\n", + "2409 seconds: completed 6580000 rows\n", + "2417 seconds: completed 6600000 rows\n", + "2424 seconds: completed 6620000 rows\n", + "2432 seconds: completed 6640000 rows\n", + "2440 seconds: completed 6660000 rows\n", + "2448 seconds: completed 6680000 rows\n", + "2456 seconds: completed 6700000 rows\n", + "2463 seconds: completed 6720000 rows\n", + "2471 seconds: completed 6740000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (40) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,38,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2478 seconds: completed 6760000 rows\n", + "2486 seconds: completed 6780000 rows\n", + "2493 seconds: completed 6800000 rows\n", + "2501 seconds: completed 6820000 rows\n", + "2508 seconds: completed 6840000 rows\n", + "2516 seconds: completed 6860000 rows\n", + "2523 seconds: completed 6880000 rows\n", + "2531 seconds: completed 6900000 rows\n", + "2538 seconds: completed 6920000 rows\n", + "2546 seconds: completed 6940000 rows\n", + "2554 seconds: completed 6960000 rows\n", + "2561 seconds: completed 6980000 rows\n", + "2568 seconds: completed 7000000 rows\n", + "2576 seconds: completed 7020000 rows\n", + "2583 seconds: completed 7040000 rows\n", + "2591 seconds: completed 7060000 rows\n", + "2599 seconds: completed 7080000 rows\n", + "2606 seconds: completed 7100000 rows\n", + "2614 seconds: completed 7120000 rows\n", + "2621 seconds: completed 7140000 rows\n", + "2629 seconds: completed 7160000 rows\n", + "2636 seconds: completed 7180000 rows\n", + "2643 seconds: completed 7200000 rows\n", + "2651 seconds: completed 7220000 rows\n", + "2658 seconds: completed 7240000 rows\n", + "2666 seconds: completed 7260000 rows\n", + "2673 seconds: completed 7280000 rows\n", + "2681 seconds: completed 7300000 rows\n", + "2688 seconds: completed 7320000 rows\n", + "2696 seconds: completed 7340000 rows\n", + "2703 seconds: completed 7360000 rows\n", + "2711 seconds: completed 7380000 rows\n", + "2718 seconds: completed 7400000 rows\n", + "2726 seconds: completed 7420000 rows\n", + "2733 seconds: completed 7440000 rows\n", + "2740 seconds: completed 7460000 rows\n", + "2748 seconds: completed 7480000 rows\n", + "2756 seconds: completed 7500000 rows\n", + "2763 seconds: completed 7520000 rows\n", + "2770 seconds: completed 7540000 rows\n", + "2778 seconds: completed 7560000 rows\n", + "2785 seconds: completed 7580000 rows\n", + "2792 seconds: completed 7600000 rows\n", + "2800 seconds: completed 7620000 rows\n", + "2807 seconds: completed 7640000 rows\n", + "2815 seconds: completed 7660000 rows\n", + "2822 seconds: completed 7680000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,38,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (38,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2830 seconds: completed 7700000 rows\n", + "2837 seconds: completed 7720000 rows\n", + "2845 seconds: completed 7740000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (40,46,47) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,17,18,20,37,38,39,40,41,42,43,44,45,46,47,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2852 seconds: completed 7760000 rows\n", + "2860 seconds: completed 7780000 rows\n", + "2867 seconds: completed 7800000 rows\n", + "2875 seconds: completed 7820000 rows\n", + "2882 seconds: completed 7840000 rows\n", + "2889 seconds: completed 7860000 rows\n", + "2897 seconds: completed 7880000 rows\n", + "2904 seconds: completed 7900000 rows\n", + "2912 seconds: completed 7920000 rows\n", + "2919 seconds: completed 7940000 rows\n", + "2927 seconds: completed 7960000 rows\n", + "2934 seconds: completed 7980000 rows\n", + "2942 seconds: completed 8000000 rows\n", + "2949 seconds: completed 8020000 rows\n", + "2957 seconds: completed 8040000 rows\n", + "2964 seconds: completed 8060000 rows\n", + "2972 seconds: completed 8080000 rows\n", + "2979 seconds: completed 8100000 rows\n", + "2987 seconds: completed 8120000 rows\n", + "2994 seconds: completed 8140000 rows\n", + "3002 seconds: completed 8160000 rows\n", + "3009 seconds: completed 8180000 rows\n", + "3017 seconds: completed 8200000 rows\n", + "3024 seconds: completed 8220000 rows\n", + "3031 seconds: completed 8240000 rows" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,37,38,39,40,46) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n", + "//anaconda/lib/python2.7/site-packages/pandas/io/parsers.py:1164: DtypeWarning:\n", + "\n", + "Columns (8,18,20,37,38,41,48) have mixed types. Specify dtype option on import or set low_memory=False.\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "3038 seconds: completed 8260000 rows\n", + "3045 seconds: completed 8280000 rows\n", + "3047 seconds: completed 8300000 rows\n" + ] + } + ], + "source": [ + "start = dt.datetime.now()\n", + "chunksize = 20000\n", + "j = 0\n", + "index_start = 1\n", + "\n", + "for df in pd.read_csv('311_100M.csv', chunksize=chunksize, iterator=True, encoding='utf-8'):\n", + " \n", + " df = df.rename(columns={c: c.replace(' ', '') for c in df.columns}) # Remove spaces from columns\n", + "\n", + " df['CreatedDate'] = pd.to_datetime(df['CreatedDate']) # Convert to datetimes\n", + " df['ClosedDate'] = pd.to_datetime(df['ClosedDate'])\n", + "\n", + " df.index += index_start\n", + "\n", + " # Remove the un-interesting columns\n", + " columns = ['Agency', 'CreatedDate', 'ClosedDate', 'ComplaintType', 'Descriptor',\n", + " 'CreatedDate', 'ClosedDate', 'TimeToCompletion',\n", + " 'City']\n", + "\n", + " for c in df.columns:\n", + " if c not in columns:\n", + " df = df.drop(c, axis=1) \n", + "\n", + " \n", + " j+=1\n", + " print '{} seconds: completed {} rows'.format((dt.datetime.now() - start).seconds, j*chunksize)\n", + "\n", + " df.to_sql('data', disk_engine, if_exists='append')\n", + " index_start = df.index[-1] + 1" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Preview the table" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexCreatedDateClosedDateAgencyComplaintTypeDescriptorCity
012014-11-16 23:46:00.0000002014-11-16 23:46:00.000000DSNYDerelict Vehicles14 Derelict VehiclesJamaica
122014-11-16 02:24:35.0000002014-11-16 02:24:35.000000DOBBuilding/UseIllegal Conversion Of Residential Building/SpaceBRONX
232014-11-16 02:17:12.0000002014-11-16 02:50:48.000000NYPDIllegal ParkingBlocked SidewalkBROOKLYN
\n", + "
" + ], + "text/plain": [ + " index CreatedDate ClosedDate Agency \\\n", + "0 1 2014-11-16 23:46:00.000000 2014-11-16 23:46:00.000000 DSNY \n", + "1 2 2014-11-16 02:24:35.000000 2014-11-16 02:24:35.000000 DOB \n", + "2 3 2014-11-16 02:17:12.000000 2014-11-16 02:50:48.000000 NYPD \n", + "\n", + " ComplaintType Descriptor \\\n", + "0 Derelict Vehicles 14 Derelict Vehicles \n", + "1 Building/Use Illegal Conversion Of Residential Building/Space \n", + "2 Illegal Parking Blocked Sidewalk \n", + "\n", + " City \n", + "0 Jamaica \n", + "1 BRONX \n", + "2 BROOKLYN " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT * FROM data LIMIT 3', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Select just a couple of columns" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
AgencyDescriptor
0DSNY14 Derelict Vehicles
1DOBIllegal Conversion Of Residential Building/Space
2NYPDBlocked Sidewalk
\n", + "
" + ], + "text/plain": [ + " Agency Descriptor\n", + "0 DSNY 14 Derelict Vehicles\n", + "1 DOB Illegal Conversion Of Residential Building/Space\n", + "2 NYPD Blocked Sidewalk" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT Agency, Descriptor FROM data LIMIT 3', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### `LIMIT` the number of rows that are retrieved" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ComplaintTypeDescriptorAgency
0Derelict Vehicles14 Derelict VehiclesDSNY
1Building/UseIllegal Conversion Of Residential Building/SpaceDOB
2Illegal ParkingBlocked SidewalkNYPD
3Noise - Street/SidewalkLoud Music/PartyNYPD
4Illegal ParkingCommercial Overnight ParkingNYPD
5Noise - Street/SidewalkLoud TalkingNYPD
6TrafficCongestion/GridlockNYPD
7Noise - CommercialLoud Music/PartyNYPD
8Noise - CommercialLoud Music/PartyNYPD
9Noise - CommercialLoud Music/PartyNYPD
\n", + "
" + ], + "text/plain": [ + " ComplaintType Descriptor \\\n", + "0 Derelict Vehicles 14 Derelict Vehicles \n", + "1 Building/Use Illegal Conversion Of Residential Building/Space \n", + "2 Illegal Parking Blocked Sidewalk \n", + "3 Noise - Street/Sidewalk Loud Music/Party \n", + "4 Illegal Parking Commercial Overnight Parking \n", + "5 Noise - Street/Sidewalk Loud Talking \n", + "6 Traffic Congestion/Gridlock \n", + "7 Noise - Commercial Loud Music/Party \n", + "8 Noise - Commercial Loud Music/Party \n", + "9 Noise - Commercial Loud Music/Party \n", + "\n", + " Agency \n", + "0 DSNY \n", + "1 DOB \n", + "2 NYPD \n", + "3 NYPD \n", + "4 NYPD \n", + "5 NYPD \n", + "6 NYPD \n", + "7 NYPD \n", + "8 NYPD \n", + "9 NYPD " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT ComplaintType, Descriptor, Agency '\n", + " 'FROM data '\n", + " 'LIMIT 10', disk_engine)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Filter rows with `WHERE`" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ComplaintTypeDescriptorAgency
0Illegal ParkingBlocked SidewalkNYPD
1Noise - Street/SidewalkLoud Music/PartyNYPD
2Illegal ParkingCommercial Overnight ParkingNYPD
3Noise - Street/SidewalkLoud TalkingNYPD
4TrafficCongestion/GridlockNYPD
\n", + "
" + ], + "text/plain": [ + " ComplaintType Descriptor Agency\n", + "0 Illegal Parking Blocked Sidewalk NYPD\n", + "1 Noise - Street/Sidewalk Loud Music/Party NYPD\n", + "2 Illegal Parking Commercial Overnight Parking NYPD\n", + "3 Noise - Street/Sidewalk Loud Talking NYPD\n", + "4 Traffic Congestion/Gridlock NYPD" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT ComplaintType, Descriptor, Agency '\n", + " 'FROM data '\n", + " 'WHERE Agency = \"NYPD\" '\n", + " 'LIMIT 10', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Filter multiple values in a column with `WHERE` and `IN`" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ComplaintTypeDescriptorAgency
0Building/UseIllegal Conversion Of Residential Building/SpaceDOB
1Illegal ParkingBlocked SidewalkNYPD
2Noise - Street/SidewalkLoud Music/PartyNYPD
3Illegal ParkingCommercial Overnight ParkingNYPD
4Noise - Street/SidewalkLoud TalkingNYPD
\n", + "
" + ], + "text/plain": [ + " ComplaintType Descriptor \\\n", + "0 Building/Use Illegal Conversion Of Residential Building/Space \n", + "1 Illegal Parking Blocked Sidewalk \n", + "2 Noise - Street/Sidewalk Loud Music/Party \n", + "3 Illegal Parking Commercial Overnight Parking \n", + "4 Noise - Street/Sidewalk Loud Talking \n", + "\n", + " Agency \n", + "0 DOB \n", + "1 NYPD \n", + "2 NYPD \n", + "3 NYPD \n", + "4 NYPD " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT ComplaintType, Descriptor, Agency '\n", + " 'FROM data '\n", + " 'WHERE Agency IN (\"NYPD\", \"DOB\")'\n", + " 'LIMIT 10', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Find the unique values in a column with `DISTINCT`" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
City
0Jamaica
1BRONX
2BROOKLYN
3NEW YORK
4STATEN ISLAND
\n", + "
" + ], + "text/plain": [ + " City\n", + "0 Jamaica\n", + "1 BRONX\n", + "2 BROOKLYN\n", + "3 NEW YORK\n", + "4 STATEN ISLAND" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT DISTINCT City FROM data', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Query value counts with `COUNT(*)` and `GROUP BY`" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Agencynum_complaints
03-1-122029
1ACS2
2AJC2
3ART3
4CAU7
\n", + "
" + ], + "text/plain": [ + " Agency num_complaints\n", + "0 3-1-1 22029\n", + "1 ACS 2\n", + "2 AJC 2\n", + "3 ART 3\n", + "4 CAU 7" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT Agency, COUNT(*) as `num_complaints`'\n", + " 'FROM data '\n", + " 'GROUP BY Agency ', disk_engine)\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Order the results with `ORDER` and `-`\n", + "Housing and Development Dept receives the most complaints" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT Agency, COUNT(*) as `num_complaints`'\n", + " 'FROM data '\n", + " 'GROUP BY Agency '\n", + " 'ORDER BY -num_complaints', disk_engine)\n", + "\n", + "py.iplot([Bar(x=df.Agency, y=df.num_complaints)], filename='311/most common complaints by agency')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Heat / Hot Water is the most common complaint" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT ComplaintType, COUNT(*) as `num_complaints`, Agency '\n", + " 'FROM data '\n", + " 'GROUP BY `ComplaintType` '\n", + " 'ORDER BY -num_complaints', disk_engine)\n", + "\n", + "\n", + "most_common_complaints = df # used later\n", + "py.iplot({\n", + " 'data': [Bar(x=df['ComplaintType'], y=df.num_complaints)],\n", + " 'layout': { \n", + " 'margin': {'b': 150}, # Make the bottom margin a bit bigger to handle the long text\n", + " 'xaxis': {'tickangle': 40}} # Angle the labels a bit\n", + " }, filename='311/most common complaints by complaint type')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*This graph is interactive. Click-and-drag horizontally to zoom, shift-click to pan, double click to autoscale*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### What's the most common complaint in each city?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, let's see how many cities are recorded in the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1758" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pd.read_sql_query('SELECT DISTINCT City FROM data', disk_engine))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Yikes - let's just plot the 10 most complained about cities" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Citynum_complaints
0BROOKLYN2441941
1NEW YORK1544421
2BRONX1470746
3None654158
4STATEN ISLAND408095
5JAMAICA141940
6FLUSHING112519
7ASTORIA86051
8RIDGEWOOD63400
9Jamaica54876
\n", + "
" + ], + "text/plain": [ + " City num_complaints\n", + "0 BROOKLYN 2441941\n", + "1 NEW YORK 1544421\n", + "2 BRONX 1470746\n", + "3 None 654158\n", + "4 STATEN ISLAND 408095\n", + "5 JAMAICA 141940\n", + "6 FLUSHING 112519\n", + "7 ASTORIA 86051\n", + "8 RIDGEWOOD 63400\n", + "9 Jamaica 54876" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT City, COUNT(*) as `num_complaints` '\n", + " 'FROM data '\n", + " 'GROUP BY `City` '\n", + " 'ORDER BY -num_complaints '\n", + " 'LIMIT 10 ', disk_engine)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Flushing and FLUSHING, Jamaica and JAMAICA... the complaints are case sensitive." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Perform case insensitive queries with `GROUP BY` with `COLLATE NOCASE`" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Citynum_complaints
0BROOKLYN2441941
1NEW YORK1544423
2BRONX1470746
3None654158
4STATEN ISLAND408095
5JAMAICA196816
6FLUSHING149625
7ASTORIA116103
8RIDGEWOOD86237
9WOODSIDE60148
10FAR ROCKAWAY59552
\n", + "
" + ], + "text/plain": [ + " City num_complaints\n", + "0 BROOKLYN 2441941\n", + "1 NEW YORK 1544423\n", + "2 BRONX 1470746\n", + "3 None 654158\n", + "4 STATEN ISLAND 408095\n", + "5 JAMAICA 196816\n", + "6 FLUSHING 149625\n", + "7 ASTORIA 116103\n", + "8 RIDGEWOOD 86237\n", + "9 WOODSIDE 60148\n", + "10 FAR ROCKAWAY 59552" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT City, COUNT(*) as `num_complaints` '\n", + " 'FROM data '\n", + " 'GROUP BY `City` '\n", + " 'COLLATE NOCASE '\n", + " 'ORDER BY -num_complaints '\n", + " 'LIMIT 11 ', disk_engine)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cities = list(df.City)\n", + "cities.remove(None)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "traces = [] # the series in the graph - one trace for each city\n", + "\n", + "for city in cities:\n", + " df = pd.read_sql_query('SELECT ComplaintType, COUNT(*) as `num_complaints` '\n", + " 'FROM data '\n", + " 'WHERE City = \"{}\" COLLATE NOCASE '\n", + " 'GROUP BY `ComplaintType` '\n", + " 'ORDER BY -num_complaints'.format(city), disk_engine)\n", + "\n", + " traces.append(Bar(x=df['ComplaintType'], y=df.num_complaints, name=city.capitalize()))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot({'data': traces, 'layout': Layout(barmode='stack', xaxis={'tickangle': 40}, margin={'b': 150})}, filename='311/complaints by city stacked')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*You can also `click` on the legend entries to hide/show the traces. Click-and-drag to zoom in and shift-drag to pan.*" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let's normalize these counts. This is super easy now that this data has been reduced into a dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "for trace in traces:\n", + " trace['y'] = 100.*trace['y']/sum(trace['y'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot({'data': traces, \n", + " 'layout': Layout(\n", + " barmode='group',\n", + " xaxis={'tickangle': 40, 'autorange': False, 'range': [-0.5, 16]},\n", + " yaxis={'title': 'Percent of Complaints by City'},\n", + " margin={'b': 150},\n", + " title='Relative Number of 311 Complaints by City')\n", + " }, filename='311/relative complaints by city', validate=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- New York is loud\n", + "- Staten Island is moldy, wet, and vacant\n", + "- Flushing's muni meters are broken \n", + "- Trash collection is great in the Bronx\n", + "- Woodside doesn't like its graffiti\n", + "\n", + "Click and drag to pan across the graph and see more of the complaints. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Part 2: SQLite time series with Pandas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Filter SQLite rows with timestamp strings: `YYYY-MM-DD hh:mm:ss`" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ComplaintTypeCreatedDateCity
0Derelict Vehicles2014-11-16 23:46:00.000000Jamaica
\n", + "
" + ], + "text/plain": [ + " ComplaintType CreatedDate City\n", + "0 Derelict Vehicles 2014-11-16 23:46:00.000000 Jamaica" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT ComplaintType, CreatedDate, City '\n", + " 'FROM data '\n", + " 'WHERE CreatedDate < \"2014-11-16 23:47:00\" '\n", + " 'AND CreatedDate > \"2014-11-16 23:45:00\"', disk_engine)\n", + "\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Pull out the hour unit from timestamps with `strftime`\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CreatedDatehourComplaintType
02014-11-16 23:46:00.00000023Derelict Vehicles
12014-11-16 02:24:35.00000002Building/Use
22014-11-16 02:17:12.00000002Illegal Parking
32014-11-16 02:15:13.00000002Noise - Street/Sidewalk
42014-11-16 02:14:01.00000002Illegal Parking
\n", + "
" + ], + "text/plain": [ + " CreatedDate hour ComplaintType\n", + "0 2014-11-16 23:46:00.000000 23 Derelict Vehicles\n", + "1 2014-11-16 02:24:35.000000 02 Building/Use\n", + "2 2014-11-16 02:17:12.000000 02 Illegal Parking\n", + "3 2014-11-16 02:15:13.000000 02 Noise - Street/Sidewalk\n", + "4 2014-11-16 02:14:01.000000 02 Illegal Parking" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT CreatedDate, '\n", + " 'strftime(\\'%H\\', CreatedDate) as hour, '\n", + " 'ComplaintType '\n", + " 'FROM data '\n", + " 'LIMIT 5 ', disk_engine)\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Count the number of complaints (rows) per hour with `strftime`, `GROUP BY`, and `count(*)`" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CreatedDatehourComplaints per Hour
02003-02-26 00:47:27.000000003178595
12003-02-26 01:36:31.0000000171993
22003-03-04 02:00:46.0000000256362
32003-02-25 03:07:01.0000000333396
42003-03-04 04:32:11.0000000430434
\n", + "
" + ], + "text/plain": [ + " CreatedDate hour Complaints per Hour\n", + "0 2003-02-26 00:47:27.000000 00 3178595\n", + "1 2003-02-26 01:36:31.000000 01 71993\n", + "2 2003-03-04 02:00:46.000000 02 56362\n", + "3 2003-02-25 03:07:01.000000 03 33396\n", + "4 2003-03-04 04:32:11.000000 04 30434" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT CreatedDate, '\n", + " 'strftime(\\'%H\\', CreatedDate) as hour, '\n", + " 'count(*) as `Complaints per Hour`'\n", + " 'FROM data '\n", + " 'GROUP BY hour', disk_engine)\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot({\n", + " 'data': [Bar(x=df['hour'], y=df['Complaints per Hour'])],\n", + " 'layout': Layout(xaxis={'title': 'Hour in Day'},\n", + " yaxis={'title': 'Number of Complaints'})}, filename='311/complaints per hour')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Filter noise complaints by hour" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CreatedDatehourComplaints per Hour
02004-08-19 00:54:43.0000000041373
12008-08-29 01:07:39.0000000134588
\n", + "
" + ], + "text/plain": [ + " CreatedDate hour Complaints per Hour\n", + "0 2004-08-19 00:54:43.000000 00 41373\n", + "1 2008-08-29 01:07:39.000000 01 34588" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_sql_query('SELECT CreatedDate, '\n", + " 'strftime(\\'%H\\', CreatedDate) as `hour`, '\n", + " 'count(*) as `Complaints per Hour`'\n", + " 'FROM data '\n", + " 'WHERE ComplaintType IN (\"Noise\", '\n", + " '\"Noise - Street/Sidewalk\", '\n", + " '\"Noise - Commercial\", '\n", + " '\"Noise - Vehicle\", '\n", + " '\"Noise - Park\", '\n", + " '\"Noise - House of Worship\", '\n", + " '\"Noise - Helicopter\", '\n", + " '\"Collection Truck Noise\") '\n", + " 'GROUP BY hour', disk_engine)\n", + "\n", + "display(df.head(n=2))\n", + "\n", + "py.iplot({\n", + " 'data': [Bar(x=df['hour'], y=df['Complaints per Hour'])],\n", + " 'layout': Layout(xaxis={'title': 'Hour in Day'},\n", + " yaxis={'title': 'Number of Complaints'},\n", + " title='Number of Noise Complaints in NYC by Hour in Day'\n", + " )}, filename='311/noise complaints per hour')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###### Segregate complaints by hour" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "complaint_traces = {} # Each series in the graph will represent a complaint\n", + "complaint_traces['Other'] = {}\n", + "\n", + "for hour in range(1, 24):\n", + " hour_str = '0'+str(hour) if hour < 10 else str(hour)\n", + " df = pd.read_sql_query('SELECT CreatedDate, '\n", + " 'ComplaintType ,'\n", + " 'strftime(\\'%H\\', CreatedDate) as `hour`, '\n", + " 'COUNT(*) as num_complaints '\n", + " 'FROM data '\n", + " 'WHERE hour = \"{}\" '\n", + " 'GROUP BY ComplaintType '\n", + " 'ORDER BY -num_complaints'.format(hour_str), disk_engine)\n", + " \n", + " complaint_traces['Other'][hour] = sum(df.num_complaints)\n", + " \n", + " # Grab the 7 most common complaints for that hour\n", + " for i in range(7):\n", + " complaint = df.get_value(i, 'ComplaintType')\n", + " count = df.get_value(i, 'num_complaints')\n", + " complaint_traces['Other'][hour] -= count\n", + " if complaint in complaint_traces:\n", + " complaint_traces[complaint][hour] = count\n", + " else:\n", + " complaint_traces[complaint] = {hour: count}" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "traces = []\n", + "for complaint in complaint_traces:\n", + " traces.append({\n", + " 'x': range(25),\n", + " 'y': [complaint_traces[complaint].get(i, None) for i in range(25)],\n", + " 'name': complaint,\n", + " 'type': 'bar'\n", + " })\n", + "\n", + "py.iplot({\n", + " 'data': traces, \n", + " 'layout': {\n", + " 'barmode': 'stack',\n", + " 'xaxis': {'title': 'Hour in Day'},\n", + " 'yaxis': {'title': 'Number of Complaints'},\n", + " 'title': 'The 7 Most Common 311 Complaints by Hour in a Day'\n", + " }}, filename='311/most common complaints by hour')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Aggregated time series" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, create a new column with timestamps rounded to the previous 15 minute interval" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
CreatedDateinterval
02014-11-16 23:46:00.0000002014-11-16 23:45:00
12014-11-16 02:24:35.0000002014-11-16 02:15:00
22014-11-16 02:17:12.0000002014-11-16 02:15:00
32014-11-16 02:15:13.0000002014-11-16 02:15:00
42014-11-16 02:14:01.0000002014-11-16 02:00:00
\n", + "
" + ], + "text/plain": [ + " CreatedDate interval\n", + "0 2014-11-16 23:46:00.000000 2014-11-16 23:45:00\n", + "1 2014-11-16 02:24:35.000000 2014-11-16 02:15:00\n", + "2 2014-11-16 02:17:12.000000 2014-11-16 02:15:00\n", + "3 2014-11-16 02:15:13.000000 2014-11-16 02:15:00\n", + "4 2014-11-16 02:14:01.000000 2014-11-16 02:00:00" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "minutes = 15\n", + "seconds = 15*60\n", + "\n", + "df = pd.read_sql_query('SELECT CreatedDate, '\n", + " 'datetime(('\n", + " 'strftime(\\'%s\\', CreatedDate) / {seconds}) * {seconds}, \\'unixepoch\\') interval '\n", + " 'FROM data '\n", + " 'LIMIT 10 '.format(seconds=seconds), disk_engine)\n", + "\n", + "display(df.head())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Then, `GROUP BY` that interval and `COUNT(*)`" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
intervalComplaints / interval
02003-02-24 09:15:001
12003-02-24 09:30:002
22003-02-24 09:45:002
32003-02-24 10:00:002
42003-02-24 10:15:001
\n", + "
" + ], + "text/plain": [ + " interval Complaints / interval\n", + "0 2003-02-24 09:15:00 1\n", + "1 2003-02-24 09:30:00 2\n", + "2 2003-02-24 09:45:00 2\n", + "3 2003-02-24 10:00:00 2\n", + "4 2003-02-24 10:15:00 1" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
intervalComplaints / interval
4952003-03-13 07:30:002
4962003-03-13 08:45:001
4972003-03-13 09:00:001
4982003-03-13 09:15:001
4992003-03-13 09:30:002
\n", + "
" + ], + "text/plain": [ + " interval Complaints / interval\n", + "495 2003-03-13 07:30:00 2\n", + "496 2003-03-13 08:45:00 1\n", + "497 2003-03-13 09:00:00 1\n", + "498 2003-03-13 09:15:00 1\n", + "499 2003-03-13 09:30:00 2" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "minutes = 15\n", + "seconds = minutes*60\n", + "\n", + "df = pd.read_sql_query('SELECT datetime(('\n", + " 'strftime(\\'%s\\', CreatedDate) / {seconds}) * {seconds}, \\'unixepoch\\') interval ,'\n", + " 'COUNT(*) as \"Complaints / interval\"'\n", + " 'FROM data '\n", + " 'GROUP BY interval '\n", + " 'ORDER BY interval '\n", + " 'LIMIT 500'.format(seconds=seconds), disk_engine)\n", + "\n", + "display(df.head())\n", + "display(df.tail())" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(\n", + " {\n", + " 'data': [{\n", + " 'x': df.interval,\n", + " 'y': df['Complaints / interval'],\n", + " 'type': 'bar'\n", + " }],\n", + " 'layout': {\n", + " 'title': 'Number of 311 Complaints per 15 Minutes'\n", + " }\n", + "}, filename='311/complaints per 15 minutes')" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "hours = 24\n", + "minutes = hours*60\n", + "seconds = minutes*60\n", + "\n", + "df = pd.read_sql_query('SELECT datetime(('\n", + " 'strftime(\\'%s\\', CreatedDate) / {seconds}) * {seconds}, \\'unixepoch\\') interval ,'\n", + " 'COUNT(*) as \"Complaints / interval\"'\n", + " 'FROM data '\n", + " 'GROUP BY interval '\n", + " 'ORDER BY interval'.format(seconds=seconds), disk_engine)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(\n", + " {\n", + " 'data': [{\n", + " 'x': df.interval,\n", + " 'y': df['Complaints / interval'],\n", + " 'type': 'bar'\n", + " }],\n", + " 'layout': {\n", + " 'title': 'Number of 311 Complaints per Day'\n", + " }\n", + "}, filename='311/complaints per day')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Learn more\n", + "\n", + "- Find more open data sets on [Data.gov](https://data.gov) and [NYC Open Data](https://nycopendata.socrata.com)\n", + "- Learn how to setup [MySql with Pandas and Plotly](http://moderndata.plot.ly/graph-data-from-mysql-database-in-python/)\n", + "- Add [interactive widgets to IPython notebooks](http://moderndata.plot.ly/widgets-in-ipython-notebook-and-plotly/) for customized data exploration\n", + "- Big data workflows with [HDF5 and Pandas](http://stackoverflow.com/questions/14262433/large-data-work-flows-using-pandas)\n", + "- [Interactive graphing with Plotly](https://plot.ly/python/)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "' % (ss)\n", + "display(HTML(style))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "display_data", + "text": [ + "" + ] + } + ], + "prompt_number": 2 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%reload_ext autoreload\n", + "%autoreload 2" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 3 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Cufflinks\n", + "\n", + "This library binds the power of [plotly](http://www.plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting.\n", + "\n", + "This library is available on https://github.com/santosjorge/cufflinks\n", + "\n", + "This tutorial assumes that the plotly user credentials have already been configured as stated on the [getting started](https://plot.ly/python/getting-started/) guide." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "import cufflinks as cf" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 4 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Line Chart" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines().iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Line Chart',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 6, + "text": [ + "" + ] + } + ], + "prompt_number": 6 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(3).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Filled Line Chart',\n", + " colorscale='-blues',fill=True,world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 29, + "text": [ + "" + ] + } + ], + "prompt_number": 29 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(1).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Besfit Line Chart',\n", + " filename='Cufflinks - Bestfit Line Chart',bestfit=True,colors=['blue'],\n", + " bestfit_colors=['pink'],world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 8, + "text": [ + "" + ] + } + ], + "prompt_number": 8 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scatter Chart" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(2).iplot(kind='scatter',mode='markers',size=10,symbol='x',colorscale='paired',\n", + " xTitle='Dates',yTitle='EPS Growth',title='Cufflinks - Scatter Chart',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 9, + "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Spread Chart" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(2).iplot(kind='spread',xTitle='Dates',yTitle='Return',title='Cufflinks - Spread Chart',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 19, + "text": [ + "" + ] + } + ], + "prompt_number": 19 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bar Chart" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Bar Chart',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 20, + "text": [ + "" + ] + } + ], + "prompt_number": 20 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Grouped Bar Chart',\n", + " barmode='stack',world_readable=False)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 21, + "text": [ + "" + ] + } + ], + "prompt_number": 21 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Box Plot" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.box(6).iplot(kind='box',xTitle='Stocks',yTitle='Returns Distribution',title='Cufflinks - Box Plot',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 22, + "text": [ + "" + ] + } + ], + "prompt_number": 22 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Historgram" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.histogram(2).iplot(kind='histogram',opacity=.75,title='Cufflinks - Histogram',\n", + " linecolor='white',world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 23, + "text": [ + "" + ] + } + ], + "prompt_number": 23 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Heatmap Plot" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.heatmap(20,20).iplot(kind='heatmap',colorscale='spectral',title='Cufflinks - Heatmap',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 24, + "text": [ + "" + ] + } + ], + "prompt_number": 24 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Bubble Chart" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.bubble(prefix='industry').iplot(kind='bubble',x='x',y='y',size='size',categories='categories',text='text',\n", + " xTitle='Returns',yTitle='Analyst Score',title='Cufflinks - Bubble Chart',\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 25, + "text": [ + "" + ] + } + ], + "prompt_number": 25 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Scatter 3D" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.scatter3d(2,150).iplot(kind='scatter3d',x='x',y='y',z='z',size=15,categories='categories',text='text',\n", + " title='Cufflinks - Scatter 3D Chart',colors=['blue','pink'],width=0.5,margin=(0,0,0,0),\n", + " world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 26, + "text": [ + "" + ] + } + ], + "prompt_number": 26 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Bubble 3D " + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.bubble3d(5,4).iplot(kind='bubble3d',x='x',y='y',z='z',size='size',text='text',categories='categories',\n", + " title='Cufflinks - Bubble 3D Chart',colorscale='set1',\n", + " width=.5,opacity=.8,world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 27, + "text": [ + "" + ] + } + ], + "prompt_number": 27 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##Surface" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "cf.datagen.sinwave(10,.25).iplot(kind='surface',theme='solar',colorscale='brbg',title='Cufflinks - Surface Plot',\n", + " margin=(0,0,0,0),world_readable=True)" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "html": [ + "" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 28, + "text": [ + "" + ] + } + ], + "prompt_number": 28 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 28 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/notebooks/cufflinks/cufflinks.py b/notebooks/cufflinks/cufflinks.py new file mode 100644 index 0000000..423979a --- /dev/null +++ b/notebooks/cufflinks/cufflinks.py @@ -0,0 +1,136 @@ + +# coding: utf-8 + +# #Cufflinks +# +# This library binds the power of [plotly](http://www.plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting. +# +# This library is available on https://github.com/santosjorge/cufflinks +# +# This tutorial assumes that the plotly user credentials have already been configured as stated on the [getting started](https://plot.ly/python/getting-started/) guide. + +# In[4]: + +import cufflinks as cf + + +# ## Line Chart + +# In[6]: + +cf.datagen.lines().iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Line Chart', + world_readable=True) + + +# In[29]: + +cf.datagen.lines(3).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Filled Line Chart', + colorscale='-blues',fill=True,world_readable=True) + + +# In[8]: + +cf.datagen.lines(1).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Besfit Line Chart', + filename='Cufflinks - Bestfit Line Chart',bestfit=True,colors=['blue'], + bestfit_colors=['pink'],world_readable=True) + + +# ## Scatter Chart + +# In[9]: + +cf.datagen.lines(2).iplot(kind='scatter',mode='markers',size=10,symbol='x',colorscale='paired', + xTitle='Dates',yTitle='EPS Growth',title='Cufflinks - Scatter Chart', + world_readable=True) + + +# ## Spread Chart + +# In[19]: + +cf.datagen.lines(2).iplot(kind='spread',xTitle='Dates',yTitle='Return',title='Cufflinks - Spread Chart', + world_readable=True) + + +# ## Bar Chart + +# In[20]: + +cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Bar Chart', + world_readable=True) + + +# In[21]: + +cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Grouped Bar Chart', + barmode='stack',world_readable=False) + + +# ## Box Plot + +# In[22]: + +cf.datagen.box(6).iplot(kind='box',xTitle='Stocks',yTitle='Returns Distribution',title='Cufflinks - Box Plot', + world_readable=True) + + +# ## Historgram + +# In[23]: + +cf.datagen.histogram(2).iplot(kind='histogram',opacity=.75,title='Cufflinks - Histogram', + linecolor='white',world_readable=True) + + +# ##Heatmap Plot + +# In[24]: + +cf.datagen.heatmap(20,20).iplot(kind='heatmap',colorscale='spectral',title='Cufflinks - Heatmap', + world_readable=True) + + +# ##Bubble Chart + +# In[25]: + +cf.datagen.bubble(prefix='industry').iplot(kind='bubble',x='x',y='y',size='size',categories='categories',text='text', + xTitle='Returns',yTitle='Analyst Score',title='Cufflinks - Bubble Chart', + world_readable=True) + + +# ##Scatter 3D + +# In[26]: + +cf.datagen.scatter3d(2,150).iplot(kind='scatter3d',x='x',y='y',z='z',size=15,categories='categories',text='text', + title='Cufflinks - Scatter 3D Chart',colors=['blue','pink'],width=0.5,margin=(0,0,0,0), + world_readable=True) + + +# ##Bubble 3D + +# In[27]: + +cf.datagen.bubble3d(5,4).iplot(kind='bubble3d',x='x',y='y',z='z',size='size',text='text',categories='categories', + title='Cufflinks - Bubble 3D Chart',colorscale='set1', + width=.5,opacity=.8,world_readable=True) + + +# ##Surface + +# In[28]: + +cf.datagen.sinwave(10,.25).iplot(kind='surface',theme='solar',colorscale='brbg',title='Cufflinks - Surface Plot', + margin=(0,0,0,0),world_readable=True) + + +# In[28]: + + + + +# In[ ]: + + + diff --git a/notebooks/cufflinks/custom.css b/notebooks/cufflinks/custom.css new file mode 100644 index 0000000..70decb4 --- /dev/null +++ b/notebooks/cufflinks/custom.css @@ -0,0 +1,97 @@ +/* +Custom CSS for Cufflinks Notebook +*/ + +h1, +h2 { + margin: 0 0 22px 0; + color: #f08; + font-family: "Helvetica","Segoe UI"; + line-height: 0.8em; + letter-spacing: 0.02em; + text-transform: uppercase; + text-shadow: none; + text-align: left; +} + +h3, +h4, +h5, +h6 { + margin: 0 0 22px 0; + color: #151516; + font-family: "Helvetica","Segoe UI"; + line-height: 0.8em; + letter-spacing: 0.02em; + text-shadow: none; + text-align: left;} + + em { + color:#f08; + } + +strong { + background: rgba(81, 190, 122,.3); + color: #149c47; + } + +table { + font-size: 12px; + color:#151515; + margin: 45px; + width: 480px; + text-align: left; + border-collapse: collapse; + border-color: #fff !important; +} + +th { + padding: 6px; + font-weight: normal !important; + font-size: 13px; + color: #ffffff; + background: #336688; +} + + tbody tr th { + padding: 6px; + font-weight: normal !important; + font-size: 12px; + color: #ffffff; + background: #5293be; +} + +td { + padding: 5px; + border-top: 1px solid #ffffff; + color: #151516; +} + + + +tbody tr:hover td { + background: #d0dafd; +} + +.rendered_html tr, .rendered_html td { + border: 1px solid #fff !important; +} + +.rendered_html th { + border: 2px solid #fff !important; +} + +tr:nth-child(even) { + padding: 5px; + background: #ffffff; + border-top: 1px solid #95B3D7; + color: #669; +} +tr:nth-child(odd) { + padding: 5px; + background: #DCE6F1; + border-top: 1px solid #95B3D7; + color: #669; +} + + diff --git a/notebooks/cufflinks/ukswaps.gif b/notebooks/cufflinks/ukswaps.gif new file mode 100644 index 0000000000000000000000000000000000000000..1f81a8f2bb875f9c42836caa94a98652dcdc34e7 GIT binary patch literal 3423164 zcmV(`K-0fRNk%w1VYURO0`~v_0000%0|QeLCIS~26c`l*84DR18B!b?OC$lBB|Rr8BzGzvrz$>fECC2DMJz2Y zCoe@TF9;AYCT=n~oH7fxGeM;`LWDO$NjWdZIYzoXK|Ve`Lq9`2KtfVN7Q#eADn)8V zMMX+RMOH{f*GNgKNgqT?LrO|Yuu4l7OKiYPO~gw=%S%C=Oioc!QGilLyHg^~Q$EvF zJ5g1W*H=kYSX|{;NL5>?)LS|~T$f2*ciLSz#9=otVwl@wI_+abtz=o;WHpy%QAuX2 z#Aa9DW=(5rYv5}(@oPd;Y?LT(mOpQ_DsZKHabmM^FnM!J@N-1nbXnnaJNtA#HFmgm zc6NDrd3<|T=6h57dqU!TKR17_wSPP=fW0w*p~`?=E`g3df^<}amg9p%<%C}Qghp3| zbD)J<#)o`~iHbdnoiU5PP>ZePj7a5-VrY$W$c|n8k4k-#Zuyc_M3k6gl#At*Oy-nf zm6es7m32OuwV;_=PMVeGnoa$iQ{bIp<(*R1o}T5Pc%7nj<)T%kqkHS4lv$*b<)vDt zrlwG*tzW0D{-;!AsglU4f&8gnsj8~ws$KJ{o|vn-Y^;&xtzvYqkma&vd$W&PwW))( zkL9&#{X}hP3yVSh9yXCuV`MZykypPztpxeBYi$#%)g%)HBn+1Hib*t_D`oB!B>+1c6K+MD{?kEYwWxZ9!N+@tT@qx9gq{otU+;qb`ep5x-y z|KpL==bXRkyx;4c_3POG>!A1SyyNYb{_(5a^SbWypY`^u{rI%~`Mmx5*!}zT{`}|W z|NsC0|5O15A^!_bMO0HmK~P09E-(WD0000X{|iY&LsCaVM=>xlG7JC!8w_D^aBKn) z0000X`2-0b0RI3i00000wgjdE00{p87YH0ku%N+%2oow?$grWqhY%x5oJg^v#fum- zYTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXe zNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rl?nzj7)XGD<;VmUAXso$N8zhC~)=}eANd_wDpoA9M(~?a-8Re8!KHw!dTR17um7J_Yh#K5U#{X>j_x4+szE>2At!b48AC%D);eZ%lCX-{t8F%gV*I@g$@pKPFdBC$Of|H5?2mrc($?C$GO(mPk z+6p*Z>YAep2jKq!jwZ3zVZnN?G$Tc~-EcTxirq*c>3Xj^$H6Z%&d0&K4s4(!2@c?B zF9RULdbN%o5VDSs2w0#4#bLMZ`s=XUHMVADhe#!iDR*ESeCmoBqbm{|km98vQeFrG zAZ~#GeG7Qt03po~f;i0#IN(8?I~brq@QALXV~pL9PymCHdqDXP8_SBl1s+_VjSi;& zB1MD}#%}-p_~*~n>>b;_beMmO(7j%hAAo@)WgB1tIDi+YFl56O7TDYYIKT-xt)m%r zKwK(VQ?_hmFEohC5%@X~tA8m>MmsnFlR9KQF@0}GJJ^8llCh@*uugwC%%Kijy`U(j)B zzvx-CXca3Dz{p=qR9gkXfkB^TgA+-+)UXg$t6VV=emSZHz1YYAy``cN9H7!VlHrO} zbi)-$TOc6<=D~n+s#gq+s#K@yI@r8OPI|H-zeps3>NUWDkSva@b}Fz`z_I}x<>))yi7-vKVVY3R=J_)_6)FqdE<3Mzw$zm{zaVvJR_Q^jYLEzydGW6sua+ja2_E z-~=dGSs#Je9_oD7R414L3CI+x*KEKABycSPPSAoANFaC&kU(=!AW6(x_qy1PDsdJ7 zDB8M$IX8re+Ymwk;@T;@=uNMBk!elIa4Q8z6^JjP+L7^^mmuR^uYUK-UnJf4ArfR5%5Z~asVP{Oye5c_{KQSv5t3);|Tcp$3PCUkcUjn8%EWK$!W=XU;?>K*8oVyZQgkqKLDc zis%+0b<~U1ejBhDR&CA*tt>zYH$fV*!tFLxV5f#4G2Jx z`PYb;gs_KA>|z^x5^7HNnnA$|Ti626(7v;ur%ml?Gy2-X5CtemG3RcJBGRO|G@uQ= z=W%Gm6mga`DORz8HHo^^@Q$~2IT410gp9tUxsnEIfCoFMfepFdwZLuN>w*JY%)-8e z!WXXWhC7_utcZBDrCsfcTb$3=zP2)i!EJAQJJO=Kw7D0(@oaZH(x3k(fNkC_@0Pnf zp)CMMy@AAlY}^YuNn}C4)xdL}vw;l**LA@S4(wqs{1OpQy3&mT2Gq%UphZ;RdXmKSs^P8}+>d;asU z`)?Si%=YgbAR8%&F}HM{_krtO;D0AN!i$ac!W-W9htGZPDbD!bW1Q2FkG$kffoM~J z+xU?-zMv&-idg6X^w5t!*Z{SeFodDOEj|qdIDs(h)!+fcM0fsYz}vVD5z|17Ium^e|mOp_IH2d zunNexfB$!b0B8-S-~k)30Z67Q##BEGIE3hh0A3OX2*xRgq#umNMN=Y&wmcT)c-g65}iSy+NwsDfSSh3RI4 zb~bLD*oosthW6)Z?hp&$um=#}V+2r#s#s(WR)=jTgi>`H63~MjP>Z&Bi@2DJw~7~)+Z1W!z%7^jN2kB8OU$_W@{iQg?0dm1;+}LFng1jewE0Dmxy&?$A36z z3ZD3hWjGGjkPOM-4q^}i5RfX%0UPXyhs&{!1ONfu0gJK70YP8{`nZq$*pL4Bk3p~j z@&$|p88$6Y2{Shx#^@fNwR$xGjgLrlLnmgEc#XuCjh48L-Drc8=4plIiDXD}L7)T4 za0`3zU~e;72BrW7@LvR>SJNR7>xf+(U<5yKlQ{pGlRCMRJZS_1S&%?^F~lVSULppX zfm-jDM6>pg&ggS&UX~N)XfVK*;5DWIF z4AyX#X6b`bWQq<}02BB&x6vo{c$av2mkq@MH#r1D@B@Asn1VT&gz1+z>61a3m=!}N zgxCV5r;wf{Yc=qY9_VjR`D~ML3BJ$@wr~lEKz_1EW|?V?TDgUwkdfWCiQyQIltz}T zP=)~LX|Z6Iv2Y9XQg1&gm&CYTyBT5=)R%=BoWgmSKdG3;SuEB!l(q3GO34BbX$2nm zbBJII$HoeJ#tKzumN%Ex>j>1kwFo7oTsmtjqZ$eRN( zEW$z%mT{k!fnIzGn8MkggGrpn8K8rL90*A!nc+4|*Z?e01bBc2(RrC#Xo9|=4Zgq% zQ#p}j)}6stjarF~Y97P1km_LA+0{WvxLMHAM2Fzn72T%a1g(v)W2GH4a(n*aMnQR`KY2{t2K!8mATFU=GAiz498Wr-2;^g_Z!N zT8NRzwwat+jkb^p!{(h>XquNereFU!eBY>|XzGz?c?(K5Y8+4m{OP8{*`viNr=D6K znGptJKrNABq}(!Vc-N#(3YC8Prx#0@)x25>pv<$1O~$2CDjR)=Hh&YOCX_ZKBYv z6v}35mVVfXjpMq4CTgx`imvIZuCd?;_PAu1>aOqFsq*@sCga^IG2U<+xtimPXveE+Am zKKrwi+O{q?w1N2qn!CB2ySc(y1&E0qK})x!>lEN%5!AsVA%m|0C7I6nuTOe~gG;z@ zX1IrIu7U=9Wox^c__&cPxwJ{SlzR(0FuEy*xo|6(pt}JumN`3c0>ojwr8~Vuak>{V z84PfQ46+_7+n`X$27v!y3tYOD*|?}?yLGplqJ(B{Bg&{C_qdMAtCB0c!b`j_rvS*C zynYF~($oMR01o>Qz+6MU1pE}7ptKKx8lRE9swQiwdIol21y=C4KNr4PSiXhpxbXXp z%HR%=MxrN|c{O;p=h>P)OTQ?53%Ag2E{DHw+qp0t!%t9{%Zn%Azz>Ab0zp6;3a`DYdVL-dR(=EYpqWF#I}|Ug^suEXmFs3*(><%0Pq47s-aq$d0_0EGnC_c?;2O4bw~x z)eOzS@Wq&X&9@K%+H9%Z+|4lj&7tf7zTgiLqXGLM3mk*aCY=-N+z@qF1#ZBMdYs2i zY6X7Gq2vEMyW9G(yE~>ko3<58xs43TksF(_Nt^aJ4vpN%4t>(5#A3XsIAkri)y(j(ECouzsctr13G79hj9I%-jxW_O3Z&oX~;cCzKtkdz! zvpp@m%5V#foSs8{*TW0dfF0Oh9L*7cc9*)jS5Vb3d<9o91Zd0x{tyjQwhwy}VPJjP zG2vBr$&uS33!e$8_irQj2 z$lm|R+UeTGPHhd1jLG}#+OGY@uZ`Oh9SnX@*i@~#jQ!idJp?{kJ@gR-C(v0*sNDVy z67x8BRR$ZX_rQ4^&lCL4tf1Y&HojSF(>HCt?u)yR%EjW{-sDZq)^H1yjNa(Y-hl1i z@Xg7+P2cj}*!C@uSJr@Z0<8c2;vXRa;Gi1V5w(-qpz(~v68z4Wz~I|Gr4bIrbWPzE ze!{oy)DRubN4?}r?$8d+)DVr^>z&({OX5$!*jS$BTE693KEsHap9OFLqZN}dUgjTh z0H@22DZ8L}@B~Tx($L8UhM;igx82;G(>e>56g$6O9N0~r$DE+zy9mNFwNA= z3&GIt^zQ5K4$ame>@QdBCywmNKHpCux6Q7~(q8bTVGx$lyhhN{{HD33?x1pRexj-B zf!y8Qwrynk%fD;n9zLn;t?nS-)Vt0LNgdJjPVcmC4TNxjD!1Fm?(bZ#>;eDJ?9FcQ zHh(4vk4UFl1y*nd@eJqCX$XK|2@=nt^~}q?oOK$%=i%M)Qx4)GpX9%8@9vKBCok{N z9EU!ZDx62vFc0Y^KJx@2mjr+F(k>ng!mpza)1?lbwsxW2e)Qj-^m(r5Oux2H@9~MQ z!t;Lh5PkK4ANX0HWDb_;!OGiTAM-LV@HKDtj$a%65w$G9dJq57;OCjuXxed&^nx6A zRY!xXz45J`_pkl*P#^fHpZX{t4DF^L_2_wro%o6m@Qh#fkFV+5#l1C<1Z`gVFntDq z;F*As`I-;Na-HW!Es9;I#lbweq>ssaFVU(${iq+!KY4a8FZ)}*_%#1-`?vq%Fe>>~ zfX5G?;Fo`JHBIpiC*i%je;&!?jttbVe%|#P{pa5I)Sv$+9}FAh`p~Yi08!-06@mo~ z9z=L$pu#6cHY|X+pg;iz5iMTCm{H?KjvYOI1Q}A~NRlN@oF5-dfHVzF|@jwL*R5Iu#8Xwp=wRjp3VlvS%%P+h%t6%|&j zC{kt3k}{Q6t*Kb<+`e_IEY_-3rs&?qOE=bDzI|`~1squL;J>^KA4Z&5@nXZlf-w$8 zh`<2?2oNk#fK&5k&YeBO>UHecvuM{|ue(YaT)5V5&CRQ~@A$oh&EI02Uj1Rm zyc|0wNACT5KZTOXfB>=bZT|iJbLJq4g-RokpeGu7D5BKh~(5AYk~o+yd}+Ra=lI2BV2D$#G9TJ$M#ABB`F9n-DU(o5aN3%t9=yM-Ki z;R4lO^zc_JNj7yq2S;n}nYB>{0 z>$V#^ylWOu?<8|}%kO&p{`)ar1{0jIVF)MTaAFtdGj!=?gFJGACReEP1sa~dd(AX| zjR0`GC%^oR>hPzI-Z)_4i6KBf8|`e@e(|YqWuLwF+tVd0=9zc*T>$wK7@fI8c*Apx zeBP71CZ*ysnQ>l6A~e3}na_eZsh;()N45X$aqWU1ED88tLqQOh&~dv#UmbYzgDRly zKp<0Hwh(m*M7)hrvvbZ?&V?@A`3Oh=6yN|u6)I5)h8)8~A`;!9Kn4zO7(?6GMxGTm zj8O105j0^IOOnCJZBTpM(_$Ds(gIG*hJ>yOgXdP`K{0+VHw&Q5ZW>UBR5lEYKS@)&r@<)!~36(mpzCtQHVSax#(x;ldfLwN>KauAH(6eAgD z!--e2#+7WuNjuTmH3dM+W2d_%9&=fo;joA)-m(KQ2U$DY?WmZDL}oITxy-;Y#+lEI zCND0z7;08@7{?%oWU@H}jm;CC;Ot^3(?CwCnG>EKHD3!@=^A#zMueVuDM}wkI^Gze z3aHB`E^|qg;`Fjbz=WGH32IR47?WM?a+d%Z%A`{1?3qYZ2RSTyQE8~ds_kgUJCZnt z{iGzOGVLTdu~(o_f*}nfE$0_c3Rdr}w3YJw%vUu-0J#cltzxW5J$u7~BH%QqA=|0Q zdI<=(0aa!BBWOW+Sk&AlG*kaUTq^SL6%1)S)v}izo<95_1_ay{V6$RtH_JrQvX<7g zrv<|q&X5MFok6Xk&7xab!-0cg>QW2 zJ5tw@vV-ddp=?(p2H&!#uJKgmYV?a=nC#W2#?@&qtrZlcsNr?6JDGEXxiU!YaJojl z8_gD}UBGZxF;#tPJJcZ!X;AYRmpsPMfQ4I?AWgjlF5zhBJ7XHt_q8xK-+*D--_HJ6!QKDKfe{?oeI`Md1>HL@OF&oB%# zRf`_u#Ad#xXF=kE#c>nI<&$xZ<@{dN-uTVlbERzls~L5|Nu{5`(2!@c=eg3UG6>jB z>3*i;PDV6wEpn zwF1gh#x|9!?5JVxkFgl$a$c~TU1lDJ91mBhg_pKBcq7;4;Z`XNtVr%|v|xDU{Oz>QDz`RN>;#&MA|T3+3fbn$l7hsJNmV zogS9usGaUI%SnZp<<;EoVz%VW+iiC=pWq_#28jZ);ew*OIti-BHtR zYj|Do*KlG6{*C;u1H2jjMg;3L>FrJW6a;^yKg)40Gle?W= zN&VgL&V&CL65D+lcb}%-E6R7@7vj7XREgCa-@TtF9=<{^O z%VVCmo7YU|A@cb_XFerhn&PvJ;E(iO9Q8Xzij(bdoYuSk^=X%V$)$TxPX90NlwXdn^6GzR%b`&Z{l-`GuM=!H%d1^xKIb;DBr>y++$OU0M+qp}*G4wi?p5 z*yA>Hp}m88yOqY8?#|3v12$u2RyMRVL%hZ!kQxo6-XK?N(lw1!47;F49vg{ zq&5FD+?)ky0YZQX7E3tu`wSGM2^I9d)hNT2u)~!QzXi|%f0)4%q`H+*jo@MdBlrO$ z;K4e0ztpn>*O|ZiyFVkmAuDqkwrjg%ax8Is!pN$m5*vnRu);1pF)^E{Dcr)BGsRiAW+1+{6^GM3OrB>zdT25vostUOrmnfcZ5eE0>EYZFf4q` z@>~WI>pjUFK7Q26p^-p&`%JId%zW$2=!?(JxW3Sw%6RG=VC$UQtb_m!P}+=5*knyk zn9bYFP2+?J+A2$zU@@dw!<(48UeiP0bcsMqPJhsWnvlkb7@Kaq%O60WbV#skd4e;* zgXOAD>!dXM0T;oH6z(j{Eeki?3(qg3J2NxS9@WWbc!p&F(q~9d^*pmK#K~oF1`?2f z3e>s##G3hpwff{hDD8}dbcM_7j5D$lD;cBQyiI33P}eNbsvJ`>;4l9K#m%nd2w3U2 zJ<+Wn>qyS{P_M$!rL%}%;84qKPzIGE2e7!)Gn*gChJI*;jeCOmJ4qKkJD}3e?W7bf zd&y4pL?uCt!qCy~vPmEP(H{j;X&6!>B{7=&N#8S1X>f*A=l~~uQY&Q|DV;MaolsYu z3Eb)&KJAFNObInxP_1N50iDg)EYLBP7}Z?RVi7hU!_|+dQ%$;1&j2_*?NFLfzLMC9 z5yc}y?FT%7G}oa{C{qJOK@=A)!tBhyOq`VI*tElpyPV+#^z6OEU?_8=LLTMR9tG7Q zMNb5*yHd@`9u3kZO#q@fI6tLTTY=SBTgrpI38(}#U}K45B((otRZUaxF(hIb{gP(@F}kV5t#hiJOOf4$f84AoDC*QoVZdp%WY_`OF^8iGw( zgJoExJiH8?Fih=8$7&Y@Ue4Nx;JQ!_nN{tB1{O^K%qOO@qF&WI3+ z@x1h@3Gw5Y-FTLah$GSoRA_@gEGS1cxY=;E+{+zTBE(MoOF|_KTA?+Cp+%~qJwWsv z(rF;lXP5>OJD%-I3@WrLR-9VL3{oMjT7A9R-t*UcB{BbJSW>jSQ?(`AGq{7|y#uqQ zvxODjH;Is2^Bg&pyxWPF3B(;8 ziKC(^I)Dd&-@Vc&Jxb9#pw7z0-2Bbl>)c#(T}RJdEdJ?E(G54hfY)h2-~>isX-Ht! zZQaAz*PGHUZ}f!>XvSiRLPU@Rkbnp|U&Ez|TFi*VeE<*WjS{H= zqPT+h`UxyhE&SEr{pDYg)3$Tv3Q_o6{_&x38(se)BC&1225eXc1y*1NZs4PpsHnwS zQ>EI+tYF){VAQ=`4bEL4S1t71%?+?)Xb)mTwJQ}4~q8%CTn8e#uuj0ji8RW_>?K-q}~sDUXyko*0KUOtK} z4ra>TVx2`vFOE^Q;~`R5g=PYkSP0!sTxP_4W@(6KaIR)*-s1%JX4-v*ZNOT)(`(?w@>cH?bu21HB0z-5|wres?zlYF*nNLF5cZWA<(L)ggVl^9==6&OC9Rq(0a zipAc#EmMt^82&=j-1OU(D6(gC<(hB-P8geLae$scodanFJSddFF6ol?%W{>lKnR4c z2!wS61ycA6azIaP=v`?D2ACe;Wxml>7$Bs5hjk9>&;IP%-G+Gp?QkAyaQU`d3t$q`(c4!)YjcRSdBCZpTI99j* zWF9WlY|z+^6=F7BZjJN@o5+T}N&w%nb4QK(26#1;j%aAx@+g{wdp z$39@5mTVHc1q|yyak~Y|s;aE&>}lrd(iU)V#)f$SZ~|ZL$2?t~CTay<;|GWE`i|`e zPhe+wg!gQTubz;A*=;NJ?caXn;1=$!j^{dr4d=Bj)&S0i+=!;DR!`nxi&f|YMN^KQ z0skx(H{xr3Lo$XAo~> z5g&0eNu_nt(iG1v-iC>_%utTNLzS>qFx5&i5KwwXP}uZ`jGfJ_WN7P#h&NgjZuE^O z_>F!r)FB`8B4<>TmXSRO1}l7Uo+dGJhy}MpS}|APYgpi5s0)}JpkYu4tr{MDfM#i4 z^)nat)fR97H}he~;2`bh2xtQ2Yk4Pdw}MfMs{RxW2F}GV@LMe z1^ID)^9#?pg2fdK;qY^3!)-rMH}X{}O?V51gDfzFwMX?Y={2>5L!_~9ULlP+w8j|x;zT4E<~D+JZjo@R$%-6&TJ zmS&4sc-MN+Dtw^(ci`q_0P~O+_Pif(lOJ}~1=7<#b7=3Zq)EY~&zd?1Muw$%n|J)j zhkVG#>RD6woxf!LV0V#4e3wAvlvr`2p9wbVeCi|p77vkVrFWKi-<_y|fdCnes{>F6 z?5)S*t{>+9jf($3*aK%?XTB$U)ID?7z6F(w1rU>ayPswtZFAtSV7(W1k{5P2A9gdB z{?c{^DF9n(Hwmq&eDlS2es2887k}};gKpP(%a@SMM~Ts&#yQ zmTeyx+PET!{cR0z@dgMr0tXT#Xy+h8gn$+@1cd0}!$5n2Nt1>R+q7vHFJ|o65u?YD zB0o;MCQaR~Sg|U;d)IE8w2;r9VWasD3e=et1PhifP|EZv z)TmOYE)5fgD%Px8w{l%dAnMmJ;KH=%YW6JJv})I~ZM#;36+?38(yeRvu8|E-34C?y z_b=eUf(QQ-E{qmjU&CjuDmL4qQe&>*B4_2)A~9vAk26DMynsL*e|7vaIH2Lll_yV% zBx#+bNS%KD@L;KJ`?l?Z1_vhWZKq*Fh!6cx%y{vc#*5d0`UH9Ln6#GCW={9G(fCcA z%(rvz&RnSXX-J)N_KcY`VXI@Io=5NgJ^Zr>;NGoopKjj0?c?+B@Be>elkFFuXaBXp z34oLJXIXqRAoyN^p^fI&0S>TmMQuq~aT{#16@lArx{2tUZ@?{th(i!fq|P?ZVYHEU z;axN1HOgi5OhrTurQ0l3yzVO6r;UQb$iC1vx) zbszticIC$uUs#GcCYe~e(t-p7LU`4a*(B(n7;L^b17vG571}R;IbdOi8gdw0Iv;{q zn~1uRn2?Dl3b)597QM)kagZ8GV~sXWGo3Wx8D-r&%UnlfNIoLjQ&HfJdTK__oWLYy z4wh+F7}*pU<*T*Y+Le}F>M9o=UwWnHt-%UAtX7qjW#xfZD(D}B{Kd)NvgkegnGXKs z>6QZ;uz*DpgBC$ZKj~~ZXrYFZ$dGU-DjEoJ(zIyfJl3Hasin!8+M`GBZ1XORLeA^c zHvbBo>Iv{gOKeqR9qSds4GT-(u3h%37ns00d@;siHv6QL{q=P)d=eOIv0`C}L300L zAX9c=Uo%*%r?%XJxY{TEv@$M;y$v&y_dmF=7;CpO0<|F|w`vdc~gFaCO zCpMF-^Ul2imu@C|tmuq7NsCl8b2EliDbyrkGtWFv_bbx90y92!k8-n7a@NXP>2`e6!bd>IabM;hou4h`&)wL@talMLw}QnPAp$NC&w$vW z?xME@Q%^Y9?91=KG-foT<^Fb5dH3G;xM|dxbAF^V@zMUOSa84ozI&&mUYGyszJ8`P z{Q2wO8QKZr-`M)>#2=QaZ(-<(7Vz}sfNtrHZ+=rA;0|>Vbft)0!Fb6_A}28IaW8z= znZ`Su=D`noq*P2p(&mhIv?KWo8|j0Ov2NAA{n0QpaIwVvQn$Ka)v$*?e2V-2Be(a& z&_7oBpI`_G!`-<@Kwn89!_<;327<^6RTziO)POwXEl&;2QTZJh95+CvhJVD!Q@rHM>f`yn6&qa_^Xur8L^;r#-s$ovJ-KSOj+ zBO%$p_qeHclcWq{yz&cw%%CjaVD!xTDJDv7;^%dJ$d<<(F{u1vpsi`S+gx6zeFCmH}t#Y-iUcIG89aqeLadae~+Q$DQ2vjHZ45$U|lfX;k zx|Nfn)DSAwW=`d*SNEuGb~8mMoATP0zQ(7LZyTv%iU=Cf2oGoTtmh@V=o>HoCPjO= zg)^`NBdK~MqTbP9a;o~Y>$M20rai5WzM96cUKEWUp%lF?g4PDzl%_M>D{iN9!@A1l zt}IPtZi9=Z7Cf?Th?Uk_`(xMw#wVtcc@|$J)D{I~%dsJ%CsNBL!G^d&4!5XCM&^+n zfm#oHsIr_gMVmCzF5?*PZLbO4E8qDZqrLAnVQRZNHP()`do_aGMj%(CZET@I#chlj zz;QO=GMFj5<*jeU*5C>E=fLRMX=Yp{M42|16M{{P?WF&^76vGw0U97Gq11p~OK4Yu zi&}{^W@(Sn?h6~{Gm?50dOhpWx5qx7?`aLH)&26y!p3a;W5}O#sSP)1R{Lznmj!1C7al=Er zTSjTL!yeo?<7gK;uOsV{w9+`nFn+9P`C?VS8!R%V)EnA83+%7%)>t%aI}On{0b&2$^{))%rzF*?i*LpfaCv?uWVdS)vN=VI@Gi$2Qv7y=izB zg@j(?^$xx0W!IOXjtdC zv&QGW)sSyo8$^P?K}4^ka}R7lqec3{I6?7sUP6<$=}vFB!<`Lri%R_1m8OO~^r4UJ zY$O~S=g)#m=H!!i+X{r7A0fdV?kbbL?On-s+LG(Y{}7<%jUm9t0|SnZr+WbwSbzi) zm{Xgd5|z9mguZ#>bAR(<8(imx2&paG9ozr-RMO6|)19tts4x2AT%|f|6)~I!1%^l=Anlo*03QD#65bvGiW?F7Ujz;978C^5on>AYM9%U&AyG&a5HQiLbAqN3i3)UD+%wg0$)C>|^4RQyh zO`P>O!~6B&AHIv^?F%(TLLsh9mvKd6$lfIWpA}rfBW5G+>0UL?-V?stlYHY};Lag( z1_4L_ICNqsmWL)%##dBACw>2ggsfv)l;SC(BJ;SxDz?J8qzEF&K`>O>r-Tn_aRap- zN!2l3vLPCxB^odGSRLL-Fm6YrB@HfOo-<^fA6^{kZA9rgLlz`Jg{?(`^eLa+rNn})BBr)2U`^6tsmREU^7Bx^q7OYBzP16v* zWD%|;OSU9%!R5(07uYG{h0!GJ*<>_k##cxHClm~P;AP2(0RSw8Ptv1VFn~Rdh#MT0 zFHBHn`Qv4+q2!?;!9o8X1u4|#wQ%4HH>0$u(jZ*tpB_Q%LP({2vN6#7No>7`*DCxV4RU-)EB zm13dTL1gxWEliL@oCu?kLkTXUGP2=jawb&TVrwbnF3uNL!eEf?$aFxIMG(bCWC~8y zL`UUBMNZtnQ3L92WH`WP=?!ScbwfxZfP&s8Wgy=IsD~IZW^u-q2e5%k0w*L6=L1eC zNlB;rEazYtCT=bWbQXq(8b+C&;{v=I&DCQKr~w=3h8qNeY;J zI!##t#rm~idy)U`KVwGd}lU?=nN#*E5_8&sw%VwR(@p?NmlkA?%}rRFhZX=u93k;>P5CaIDxsV`;9 znC>7y?1QTALmz5gIoKalc2tpxA2R}ItI9(;P-W{CsQZmU0wjQfUI{t9rJdqdoX%;6 za$~V>T63lch$c}vo|A2D=wTElf}}~c+|4_Ek`?R|Wg$eP_5+>?hj*2rX7*@7Lf(L8 z>Xr6{EOGy8LeY^rU?siQYgRJbs4i(mEJLP5X{rKG9RzG0Y?43pVe09_t5#_oqU(Tq z9o7Y?{0->jIV?34!mlcT0)*5gxs^#St6m)|veK!tdMuPR>tMvB-hoqpKo_6}NMX8y z@@cDDaI4~ht1yI%8~9@&m_p*n;#s0=uw5#qI!!WFWN7uLEaeiz9jU$2E9d2_2|X#Q z^20jRLB>Lb4h-z7vZ~hALpRu;Gc@dgE@clA==F###iphEonC;Fr7nJCGT5eqV(gh_ z8QM@I$?g@%hAi&YY2I3y$&S;r3P#|%g@Y1CSh(o|mMH8A$nVIk6fM=a9)ugzOgcah zBKZG7;;`V)qU(=x!@6!myJBg71=wm@&O$b1(`w~?<*PBKY6h-@uPy+_UhM)Dz?sef z1I)m{0uQSitkwl@*VcnP6t6r;sg%}(^2$R!2(Q5!tg03)Jaj|DR@#<6g0BYatEde$ zUBz$xZCoM1-tw&_2;*3cnl8WrkQnaL?hL%Z zFZ_Z8NAK32@YX(W39o7&!UH^jLpLOY+KMSPj6nq>fC3_z=h=QsnT8&VUZg z03r))9T0*mxWYb+@CdJiE2P3Bmzfwy!CIaG36Q|AT5tlWfGB%1up$5fFaRp&u=d(5 zl`!!Uw~i3YDc_oJ0lM-lzs_@B$rN)&5*LPfSnKPV<2hPJV0NJnh|>X>#uxtv9z29E zw1SFIME7;BrK+(Sr%+h#%b_(blH%*APE@8qurutSs#fh&FeqTe5MS^`A20ufQ}i)B z$MY(aN#e>%Cf#yw#c3(*b1BTS-{LcFscHNEhd}S;+<}xi!c}q-fGaRoT2zP^!zddZ z1R~giEeOZX27~p?BG6j18oR5)U61N=^V2FRIP>cmGf)Xo4T(jW!Bsl4FF?DL zKJzn9=d@1q^8gB`9Mp16;}#UB?345|VdyDfGKCYP#ZYqvp;`t2z?F!h1w`)?8>EOY zq{HR9Vx!RCj;661uPbMQG;412NXM}^oAfV@={Te61d9O=yEOcSg_Fr|K?gN8-SkfH zwN96>PXjex%T-hV#ZtEgQqM`Wj_6^b2cc$ibviU!Jir5(A|PBfBDntn7F{mT@xn34 zA_4oT&^GLkk~QYp*jcY`NtAk>pBuuJ15E$MZ%8V4=f zuB&nkDXp3|H#@EQLG74!L-dM94%e=KXjsOmNf=B?>_mlh6E{hDKpU_Ea0mE43%4Zl zH#Zr#;a2fs+VWZKvSJW(VJ0?V{2ktz**S&=%%+8PvjBFlLqGV!WyRR&4IEg1u6U!Z zL6$cFPC&80ys{r1k!E^_YH9~rO0P8V5CRUp}i%)Jgw9~Xif_{I4DH-HN`aI?ZC z{Pb`Gxgs&Qdl-g6M2!d0+JVa zp#u_=qlc3d#-kg?S4_EC9Cl_1>XyY@-S~qm{7*7Vwgw=AB?!lu^8-L_4@ZM`SdX{Z zwnzdmY>r==u5TgN;B8j?c%u)?p(8q9vx1@n_OJ)iq{}vxFE^lL z*`RA1gKxz>Q$`=r_W~@RRvf@m9Dt~sqW`7{A*@3^z=Y3MY5{})uB*4Z#D?_bl^4^# zcv?T)YP&bUih+U>fS+69uj6+VVTFpGfP^nQ{1m&f>ol?_dy*SG4PCjjb4;{zMm8w8 z;J(MlxW_r3fPzRs-~~@sc>4lKHU~UJm?J_a_`y<&%2!uvXuErxD~Es1dcCr4e1`Mu zW}qw7!3MYUm}q+FI2o;MMVd%)!8^R`Abi5(^ujN?OCo&@Svn#-QPK`<1s$~6b1ujn+5##3$Aky9d~Zy)k!%WVeCI` zEWg(+Q^fu{j|uTNneD5^wg3L>?EcdCKBLRO>)?J`G`q|GNBe69K(yerfM7v`2N5Pz zxG+qZg%2S{T)^qX0s;$u`O_hh;DZNd{^EE+Diut;djvGL@9J66MR7zh%;# zsqR*1w%`)H2Ts@4V={2t8lYQ z!njC+I%wnQ0S^KRX%CZ7N)EUcgBy;x;>x-IiMbh-gQ=;bsLN3)>!iYN8E5L@$De)b zK)^@^8Vc*6^2%yZ4AB}~prN@k(=f^_vCJ|*!vO5k%l`;mKrAB>(9+B^(FE+S1uw)e zJo~KttWDO!5Q8-_9J*+>IygGOqY_Cn=^1FCS&79Jxp`61a9pC%(Vkk;QPSynoJzZW z_F2cy1xLl0dQ)NFV_t$zoO4UDHgJwK?I0 zk3Le_`&GReL@SoFIv2;RY`P zmcsW$?;2wa@Xtf=i!YmD zAcAI4SE4crh+vqL3?-TFx^cSy`#8OuW05H7{C=t`s-8IpJ81?Nax1VD7#$&bRqYw~ zzaWlHjJd)v+rrY>Z{HxyGnbX=4H_uIA9&X3=7iAQ?|(EY2+@KQJm_)o8QxU%=Yt?-a_B!H>I;7H1JnFEmkw}%V@N7Uz!0Hm8A3>5SWuD> z0l&sT`hY`ytMl4z%XykG`b(m@ZN?06vzhw?~RLf||HIx?$HrJj+;7j}bS ze5xTr$V7l3W+{P~nG)6i62}?|Mv;+3Y{RRJC_l+~!~qI$fD!zmi6=IalY5z>6tHL- z@Zsl+S=?GE3#cA&RKzrbte`*6h(?sC#DsHWW1`&n#=FH)j^aW}xz6RIJht#hSBc?4 zI>i977=&Ge#8N4%#EEP~&OU|gWhU5v=>6jHm1%}D|o*+{bxasUJ* z;1NGT)GcutLggKYZzVJoREqM;9IY@af@`5PE@d+bw2LF)c+df_^hJZ#MOpNUQdeMV zPMy|Ao7>!+1sG8O1y@KR2-(=j4h(R^oi24DQlMg5>KRX|!m|>bu&PzTQPrz%^{Pws z>Q})ER<4eftX6G^S*Hq5eXfp5nD?M^L7`>pY3buC zTdWq6KJ6w0K%_2zq#|^iM6FICHbsKG)i275>ss0xTza0B6KSQYR?AA(Y=o7$VkK)O zpc`H3Lf5!c6>ez4(1ICk7oVifofi4&5Z(^P6<)DOMlkzV8={dV9{gZp6}#A-cvNIg zF^Z%lYbieeYDIMh;;e&mx}XekLbKyt3*@v!0Mp)G(j%CZd)#*+btH@<1Cz>1MB|bO0WrbXd-Pzp}=hGqzS#V|o z`qBkFt3d0e=r#;n%a~wPTZ>xk2hL%Z}H2V;omi zy2-t2Rb{+f=Dyg`WW}*Nt-9S7xPnM6&;fU6Kmrv!qN9-d4G43o%O}Su9Lre|q{2ZR z9E}wJ%hS+uH}qk%%^FCI9O>tMG}|611vqgvMPI1QoM&ZQ<^YB91)QP1S~*Wfnc!SN zuFBNCWpi?X^vMQ@F(hmW5xPFV4$O#&?dvd*+aQS6=cOBhHg;-tAMkL6R-qdSYUGV4 z?Oh`qbGhnWa--DEoAOHNs6y)q)7CA#idI}PgJtsizvv-of(5Bwjv&-sbMZ>LO;-t! zZ=2)`X?7c)9qnlU%NO$#69cTBD}rdd(D8S<@aN`iXMk~Uel}S2G>|p0o>$-Mc*j4d}{8LpUri`c1%qp_mob3|- zIeE%e4sBMfw&ju;OWU#8bHFI{K8vhRKrb#iD~22Ad*SQh&$2j#=pE1xft|2gz_#z$ zY70n)iF;cDUqwm%$vY{yseyxa$!dKW*z3k+6~LaeunR7eQ&nEF(R0{kW10(Lys_|} z`-nI@?!9mM9*PVq-48!4m0&l1!iXPp2S(7TDg0oXubEK|1OaySM>1|jd4s<<>YP{J zJ4Pnu-@GhlqbL0{SkiSFl1DGmN7M6LGtIz<%Iw77wg=<@_m=OU|NU=yg!gX`EWrK< zkR!b2_5`E;E@SxsqXqnqHTZ5c6wvSlVx=TtZT7)d5?~9Kp|F%J^O~$~ysz{BE^qt9 zWu%-U>$EP*Qi@N+PA?`9KRj#f!l3pL#-$3-{uBWJ{I3Un5W)g*0CR8%Ph^>L} zFk;Xzl5j7U5H29#VX{qKjD+b-5ClVT^F~m%&Y4vDY{1%v0xZ4Nc#4fTRy5OFXR z@hyy@AS7T&2tWlk2pi_%P}<1Jws5fy4)YRD49AcRhlwa24jxY61+T3Q-Qp3?L(NR3 z5mzMw1(D?Na1U|O|Nc-2Ii(hJkPri-4hMs5b_W6Z!WH2H7~uj3Ed&7nb_-Jqp#!}z zTQZ6hJ8_p7#noCO);BjuqWP80Q6%M8&4AMj3sPlWs8= z?a>!@F%aj`{*p~WXpuGCFJizARb(+32huVKAodVP0g{0q%Avh3@6$_BwK=OSFvCWR;_Wl|4mvKQGh_sC57c2ckZ?t>lsLaydm z?$RyrYym341!^S$j$s>Dq$yF2IHFQz%z;s;vZG26E3*=hqGB3`X&N|FGo`^J$#E;x zMI@DKFv>DYNCh6*XYJ;)!QApKdoV8lvNhSPC+Q?G9T5qQP%L&$E}5w`AA(F&Kn2FY zFGrFfCXW4xPBSowOe*08ZiNFePa;u4}}3X;SvyQl0Iz?8T*1g>%u>i5fR%(uu2m+7hIJ6UwmVC8*+#f=TN% zGmpYEBRdeK^dUqXiWe>8G#6w_1awt)ls_xSKJn8BWz$Fdv$SwC0d?~&CMpX$R4o*= z9H;?G@1`5FAOZf!GA=X>l5;ScbB5}q1Hx|`u#-BgQ-n&?9K69BSPfh9W+T6oMZ+^r z(=XR#=vj<$?1EBD5UfY(k4Rk;|L!wLbx}Wk(@&R;PvN32>q9RCH5v6_5YitvcOcAQcQP3^Bl88Gf{zbw$ST zGo>*jQ zCdv{c(j}Zy1Rv8J>eXI=YUn#dUkybl6Ca^4qAlBx?67g4I?BWzGZSw_3#kPIC z_E?2M8Guh8PnW^AmV9t1L9+JHoJp{@fErZIQlpegvyX2#&|bmSZtpgEs9{_+p&O_n zN*T0C;et%S0Rc)iLM`JvskjuzF1JQm2$vvi#baZHc+-@5H9-@$ zAc9pOcV8898JK~WH-o2?1ZJo%5TG0X=3sfdAzPm}A-=;%A|Ygo>-L2$6-qN0WGz^W!5B*S_J5JdR_gUz$5<~&_EyH=>7H_4yEl9 zlhtC7+fU@GiGY+!nUYQgjssTT=!LU*c;%RtP1z=>K@&JQEe5VAq?3qdM1iQdZifz|CHgR z)jEllft$^Gr>L34Jh?9a9PmEE!$xsNu!gskb-J(nni^<1A~Z0BiMmpWI!&wLc<(uI zQCKNeHDyXPmBlw4h?=OWj;dYMswJ9_?#Bgs@dddWGe!l7Edz3)(0Z-a zdXigrwaZDG!>h!Sv>+IuR#3PcdfBgid#AgBgAb@y3?PITnw_&)p>rV;kW-Bjpz_32 zOqmR_OO$~vyRsRYH@H%>iFq4Bvkt;zOdjG{9EP+5<9q~IO*YwTzD>5-r?p+%q+wg7 z-8+innjmdEVcPI8tMy}x`nLi6g`>Kk(^w&FrMN#t(wCv%gp0EB0xmefk?D`=*EYriThktJYWy(vJyAM+hT5f8^liW|Slc<> zd8b?joMFkZoWi$I)mQ!9SH0C;y}L2j)@j>)Kex=XYR(yg-&F;ijh!`qUDyep*o!^j zhv?52A~fb&FBo=a2fb5`GXV_10ID3-y`kE}p|`R9(ck^ZH5Y-U-LMy$UkBymdG@{*N`XKPVGYAL)J=$JKJdyn!;q7DK3BKT8oX?Hk zeH30HZ2U4##e*faLLoxpDQ^to71d`VT*27nJKnnAy`QVpdnjHLWv>LBcUUr>{NiQ8wnoAr&O`a4DPIS3l;d zVGGt*Jw0?}7-eS*y3`l_?(v>b_P$X3K0L3XGZC&l*RLSrs_;uYFwqhqcb;?{AM+U` z@_~KwDc{Ad;qtA&bjbDy6Xul-z++vRj9bc1jgz@qE}Sv5W^d-qZKk+6wCKzsOMf(+h4Gkh-b}kL z*^ydm1d9_yTF5Y>ZiyCqgQomCcuA5YTN*!(5@t-4+nlZQ_p7IbY)yap(;=6DK)_9t za@X#+VBhfMg^n+eKE3+&b;p)n3qQWuwr|TuRbyBJ5G=p|Pl_3&LO8hX zwwrG@W>jKFBaQUYjwT@oWJ<~{hmvzY3B}0_Oj(B=U4VhtQ&CFk2M(0_`Q_i0T5ieZ zU1Z4zW?I(JM_`v`o{467{Mnb+eJxbNR00GcwAyKr$Z1ecjBPQYX&Q0ES%>A|;|*&a z9-5->=8ig zVgp?|7)Kt3Bija+4g_HW9jLH{L*7D48ioyZmeFp9g8HbR)Eu~Oz28zJC#3~liok6O zX&Moy;dnX`Y3uU%nvV<*w_~ZM9*1g5+fZYZtU+;N)KPWZR96d}2xR4UN_9L?$?7E; zEmthJ40Fut5nJq9$0qAmnKJLp^L^8<=c{@mM}?39oN`25HQ;7}C&`UL77jDQ&6^RS zR3oZyj~;PzV%8wZ*7Uy!#F(3m1Xt84!Z=#S^>D#C+_l3JPu$W>F~vlaKKn#B)XzD6 ztT9{?2;`r4EvP)W&nWlolo*RM4teBR(OffH#~wSTvdl6ldFP)0d*yd}p_7;8zXCa? zNk>R`z4VKX8OR!lREGoa)f{^5k;6LTewu=MG8RcV+z|W_!oK~v5!?@p1UJMH(>)E5 zD9uFuOBcff-HSv$-V@;2=_IXpiJLk4=L?i?e)^J=WliO3-JJQdI;&5A{X%7nANqTh zUJzq*NS3_i6@~<_gG`QW#|^954nw?i-i{imBh+Y*Knd6aL)d1Svl;Iqj&h*xOw>HM z%`HfHqn-(=7mjZ1!yigIivB*vH@ZM2DY;71lkB%0?%{BUF>_D*+-Est#cy*wETa0f zGqn8Z?=JkC)7Z+s*ltAqcy3=5NGJaAFhz( z0uU(>N(M!dF_epUNEWOal#++y6s0@Ogh@?iZl3gYV@ ztt%j%u__iKV5vQ=DOhOOu_bP4sgWZ9VUvnjxv+1jjI}2|hd95)N_MdNX)1c4DiAh~ zO^b5{aF$or#aFUhN}PZQ%00ipO9|ZN4gC6k1zTQf7=q$hFmFjAi@eB@0=|J5n+< z3S3ukVec23T|kBj`Q?E?I4e>L10r`StT2Brr#KuRIv3D_Q<69?9q6!!8w=u29(B%q zrb}K3fa3667%u!7&_Sy)WEki7QE1fvOlc^T<1xbbw9%aM7d4>?D0VQ(QNwd{-5+@KOm-0LPlbW}(EYDz*YgCFC4VZwf2cIJ~terBuT{&!x_HE;c#z z2})rryDNVVG?wh6okG*bF_GwqlJ%(899iwgkM3ZO8{OVXE1GwtwsbH#;tdy@wA7wv zuUx0hu=AE1-f~0r2^Esp864zN5?CVo2;jY_L>nC84K$h|iEHyQ7jj_`12`VJ?79%U z*d9Lio+FO&tTY=xgANNN7i^oT1+%g5Tv82Kou#eacb5koX=AQ1V!-R|s zGp?KF^|tp+7=p2zC}wbp@pr=i1rqS?OqegwS~%mJ99maf&mR92U>+ z)xWNE{qQ!rzV4CY)$$O8v$zd~dnRB}D zR`xkIwd@aL6ktyMKKgb7I+UbSI7&;8O2^p)b)IE@OMp(<hxTklfsFDTfOygIX&v>srrkvfBpk` zJzQdcm*N@(0UaoW?f>upRdCmKC6Z&}210W+Zp0@|G=~hx5OXeue4XZiF9(6asea~n8iSSV^# zW@YqNWm^|FNECT@9`b5rPI2N-08*MOhsfXD}m zqezOOxP|K0Y0KyTi8)7Lc2$N8VHjJ+M#DuAiBly6;AU!gT%Q+uN|B3X=6GC^htC2Y zRnjtX=13el*9dkp1-ROnT6HD#KZfa$o3 z>nMut=#Eqdk6LJf4Oox9b&nUbLOP%T5-=_fxd7P!9w-J=L!lk4VmO`$It6(p2^lQl z(SnKt4%zVk9nNNvVG)rOH<5#wY*!g^7^yh;krxM{0u_jbR#tN1m?QF_mXo$yLUwmN zl6NgRiZ2P1r3jZ*7KStleI1A!ue43B&}#cw5KwsnMoBo;0T01em|Ve!mvuNr6qTYw zL*XS5zi5?S$rWTl4$laUJV=p0sF_#ilv{C);qf2`kQb-}fuERxX+#fymnia}d*tYH zBcX}6DUYRgm#)d1y$PJ4sEQkig)D_lIk^znunm@RJu6fIiQynU@l?y$m>ZcgDswA4 z88Y7mEMr$ck124jcPmsG232Q+qgfsv;0J=pp6%(LVXyY*~yE_$arx|uUtqkqbEpc$Hk$ftb9 zqgipNQxT+mhjSBnq>s{;B{GErnxLg74hI@Ho!EE4387Y6r6b3RGYNCJ0K3taJ7< z9G97NaR6bE1uF2Hrq)17ilj}7lI#`_;t-FbN|&WL5}x|0jB0%C2z_9xOzAo><)CW% zb`;>zaO(%FCc~IW2Qqb$t4`vE^>d=;G@eC4oymG19WboK`kp;_tT`&M+f@lIq>=f0 z6bB%&S)d7&u!TnYsM=O9T!gJwxP{DM4)L&?Q_7{lX%6BVoWx+0#0isLdaB5ouF9kk z?3yu6VU3bRltqyg;l(Tjk%HednfY-@cxV?Au#kEhunUVH1Z%KOo3ItBw9!@nEzPQp z>`_o-Lk+utg>@-o0je)d8ikt5ZlM?t^gyl|=&fVBwOxv(DBGJVi=`|Jt|o-8F^fS! zCyTW4s%$C&ZKxe6HUkcKbU&LNL3loTC`4RHQ0fq@XBxT`L^sP@9y>i91K7AuA3eyO#?ZoZ{fNqeu)Yi-v(Opz_JS`^v93EasOaL7oHYabAMCiU64D|oqPBDs@Wqv}w(gnGTi zs3y>Re}~DrR1uvEW+|3p079w@xRwA+KwLUhNR2mQHprxByyE(W2zqjkZq!_!r z`LVuPq|nEl%lW&?^boH^v-b*TGXTL6JOeF2!4;gRj-#_WJA<#*0#JcS+93gcH5a?O zKb3@k=LxGcXcXo9z3Gv?+UuU&i>xgSzI#E!RDp||OBd(6Z|eIPy8sNhi@O*bV6K6> z0VUghN})n_Ld==K>8cylfIa>&l@GVPXN<;a zoPNrc!5ZwaK`E;#6T(2j!clRK6!&?>nVtgsHP zB@*xpgiszsOGtH`6@M!QVGzgF*}04%0gtS;zyON>>%JA3ZFmO_@|zysB9-wM^0fuuDSF-sLROCcZGU6oq8f z*zi6Rpe^eID#LN?Ak%$YfRB5;G`Y53KlIer@`{fXA*j_iYox?)-nSn zbx;S^;lMf?)&@J)5?$72jUQ4#2+%DRxL6ey9C|H4*LTg=+pV*L?cIXCybmYd<4xXX ztj6bkYkSStdQEkAZNVpS0wkaUhhW&BeU>xnS+7z5)2{*9oGjUP>3|K`#PMJb`fH^_ ztkTdx$)L^P_AT1(SlZCA5Wkz+5HS%p@e7H;MpdDHL($NM={+88Tupb?ErXFqJIr29 z+&{tMtP-rrO{~jJ(NOE$_R#{r&;rms(zW;|XTV?wh}lnBS)1*fYJ~t@JPp$c{rT4m-V@YI~ReOXZ(Py9?gnZ7$Sp zi?Z^}4W}Km6>j0G#zrsFl`a&FA6^i)-4(XjbO)_IZz3hPR^n%(11sL*&_Ub_3*&$) zsH*^;wsOqOy>%0=c-+^Tj6iK%%%XhNccLG=|t$Av(;VAIK*w- zE&dC2@YRs+2V*_Cliu8xo*pOg3sL~x<*pSh9O@<*?O+ihf}snB4GgJ1@ADq2i*1r0 zVP#vM$?dMgW_SJB*hre=~Ub=pY4GIluRI1(`Q2A~3kaJ#^u3rEk=>ZX@WFA`AS%_ax73i#hR?V!+L z&Q0uM2hZRtt+K7}=3Ni_L0sk8{OfOP?>VQyuuS$4fzJxI@$Ehkq|Ou~?5`FkIY(Ow zVi2%V{Y@gi9@hTy#N8@|)Z{T5_=7+A;cocjE(MTDC41q>(pvdmZ^daVlNtN(TAu!_ zJM~t2`sOV04$ANf-sZ7y{|;aO#VE@R!!t*_Pe*wL5DOM45LnRQL4*jwC1kje;X!}? z9!{i~Fie<=88vR?2#&x40v|b!BuP=^!;9d+U94ECMM;=38S1E0C*sYBHFe13+0*Aw zpg|FK@T1P?QKU(gF7>maAOfLLrB0<<)v8H@C$9>0sdX#GgUy%M) zvMQJ%Lk*1BW4YvNjIP8EGw{G_peYQ&!4w;CK-O3zMx4vgiBL1rIy=oRV9?4?!~Q~a z>%!HT;bt4%QdBXwZs76fm#DJYNXCq|o8c-ksH<-z`oh~0r7$>|?xljBGbzU(6RK%D z?sO8!$0VbaQls5HZE- zRIr-3_OjDKHya~yva~9+@K4A-RMSKMK1?e_5!WO%G80#nbj5ObiwL-&?yD%96KeG5 zMyqD1w)k}!yj$+{hBvWYu?oJ7dSGD+1{yehBsRh>ed(sEZ~i!~M| zSmSf4Dg+3CzyK9?0Vd7V-gs-`y(p*F_kkS~eq1C)%!#t6JdXSb>tAGSx6vbvP!4>!XQDoV-Jr zVUD>(px0lm47R)+}arjK&Pm&eo+GwO&SJH)_^te)_Yj;i`tV*tFi7H{Sw|s&IqEr08s_ zL?S@#V#63U$+ug5aw;03la*GD2bUhcz5DiC*afznetYh#;$6J&c}gGw6&RNq=*A`= z?7(jGl=Jd&J>M+R(2YhqX}4f+8eY@H;lFhesqS@)>JT&Z;*EFc%XXE@4FkJosj#(e zB;i|t??YBBhy=R#!m)tNdP!+VIsTSC z80Jv_hZOT*eJIG01K^MWXJV8%Zbl%x@N{q){HWd!WDE=tkM#?nS2BoftF{20K>7CcluNOq%0DW68}b zPy(UE4)>K40;O(EssnKPxI;*mM20gwN)2zQy+~$KlLcwP@qBp5o&<4AW#NXqIwzoP zC9zIB156a9SPh@S4?HXS^YBZ8!e1s|e=7Xh*=Wg}K1uadm-e1x1M`3NAN#~l`KQl3%& znIt9EVM**^a-REqAvfdG$*6n;Dnl$^FE)e>JZ&zO1XAKE=j24WpaWd(BNr`wX_{Q3 zB{IQ`n*TV;sA2*mT~A9*)tXrje8?t^&BTp0UFyc()GBxY&4@o|@*-`PWP}VG9(2$t zA5MTuCX38iBl&sMpw#nM?O`mnNx}cu^?vAMVh*rD9E7FE~@NS zYTMP|c_RX*8>FD}f8$3&0F7+P{MjQv4I{pQ8Ryt2ihe9a6; z_j=vE_O^^6>c!*eu~Kt9bEVOIBQ+N*N3>BTwg*{nK^$w9A4X}NJt-usK8w7umFb;D zP48>{%Mk?-Wwiq)aDkZ`)&C~AoJndgNou=*@u>h9yT}DR^kEL(BJH=pm16n=RE@%@ zb(YB`AnV{7I<>3`Y9HMzGCXQs>=Kh0)LoR!T9;xF*Crpf8Si-)+l_UAZ6F1xN`nPr zTUvLO4#32DjvYKCz6%d=+cHV)ic zSm!!EO(swCfTCst6har&;Kzky#-=;3)y@hX&=d8%XXFwJnXM~kTy5-DF=n@~Z%wqK zX0)aZ}qU_vHHsW z)pfxQB5PWI+19KjnZX?noq^Q{%^N|00t{dPSyWgb=a3qm$@=mC_%S2THWON(4F$kr z8k!wwX-jmaTj-UuIL5f3v5m#(ntZG=(v(&yx)s}vm~M>IREap*{GE`4CCnrEhR@2% zgep~eR-6p013XlCjDvQ!o9q3F>hV$%sIMy=3Np5KuZ?qc=Ik~295uCyv|~U zw&Z+P(Q=X0(G%)xiEWux(zx^{TK+ zBSklxOs!HJjv4P(B5~miQZm9N>uSF)%1IrBI`*-5-RoZtJM3-Wle0s->@jg++6zH! zc~mzoqLKUDLC!geCfhOU(mTre&T^NdPR6=Kbm6_dSL=KKyYGr`Gys`l4##s1{5__8 zx^uT23Wg7ZY2%o}j8voroSI<*f6+P!etWUYe)a@@$2)3|e*hc_eKWh=i-`!6g^e=@ zTtEh0SQ9>*vvGm8x`U9+QNI0nl)uV0z8kdYdn;lxG-N=u>$|S(yDnmQ1;neX$H|BA z^M-uDhjK`x^2@YKS&jij2=(*4v|&2<@F)3`fREro@vyQNalIq^EFla)r0Re}*gpg7 zzyDK0DV&J-N{-YU2?fZ)vM2<3I0ti>m;cxt&G;>GnLx+*u)cz>E=mIT6G@nv=22sJ<_H9Pl%TN^wC+n?Y;;q6VOYhkf`32w;H3`MmVILV*A$ z-5I9>^pb@rq!GH2kmy7%@e2B@6)Zc6+?&EIW5WJRMO9oyR%}K8!yZ$NMT)4xbCSd@ z(?S(EhkP)fwP35wP&RBa!^jwv%&9;2%QlmChNmPyxPNW<0v+x z2k`Tkdk8;6v?ieAhkbAb0(iuP>7iLvwQriEt0+bIc(RBQp;k%45@LuHf}Zb~2+fm4 zheO4A_(xX^$X2`|ek{m?phftyMUCLJ1egPPkd{CbDK#vS;=?<_D8^bMjl41@6N|=Z z>??8bNNJ2iIYdFh<0yop2Nv{~mHftPdIxp?`-N;MN39AKb$p1~$_j9zEUUOdDR~=k zkN_Yw79u3AGC@d#T*5Mv;`plI$yDq6Lr4KIwafzFWK}3PhIlMwfh}uh|D3n8^dE$*K5= z7BDiae265Y3ZML>DASQY5(vyo5(@}LSA)M&p-NcuN2u(~s0_%d)J$2-Nw-1Am;iu* zNPrj6hd85!Y9SP|j5YuvMiR@AKXXgwiparh%U*Czws-}*JhT#=Il06Ixs(}ckrrJ@ zIsd`U)>)=N*00##D7)(TxASCk#dYr{P8jtsrOoOk;=5 zN>AKMgSZ%cygw&v7=;u~sp3q}>`bYIMf{vX!@SA&NX(c}fCP{QbLa)&M6|iOkcwOl zpTWplax~|ZM#Y1^juc6@ke0&ZyXjIi)99)+*@ay|hjZvcztDxg!@e&1jvRK*iJ<9w2UBth>*b96BKY7^8^0PEX4F_&0hwDTD1PCe~-3l`^GGhoE zI+6-5-3lmUl`v@1idY%=kO0esQlaQnE#)UvOhqewN-SMfS)915@Y0^p!V7=}U7!Wv zEYos1Q`Ybc&p}IS!>gHlQ^3+I5M>KpAkkgm(-V~kbBG6X5K(ItQ4%!=KD97?_|uI$ z2WmKnVxxx;1RxRJ3vajw7mPu|nodk()J6@5m`VnBtArV-)OIA2T)B@jsW+=2Q1pu! zaA?egP}1>mA^C)-e9Q{1phsGj)ktbpft=V?{F}i%fQp0I+pDS_dDw#BP6IUnO`ru{ zeFfj78PAy_LZQvPJ4QJFjYedpM(L76gX*eT2vjr3r2Mg2Loz;hY z@WNdX(L$947IelC=_&&<)O#4e80<#AlqPu1+D3(-8IXVkz@r5q%*+$ghX|^SSiepi zq=OXLi(tAS+0@`Mh$ki64ANNtl30or$a#Q5VR--tIDiD0OuKbBk4;;c0NIPH29h;d zUoA#oTv?5hkO9gzk1SV^BFUNUs%Pz1o&8p72nWt3TG1^wKBWc@wZ2#A%|f+|;bhU% zh}zky27I`O86_-ln9)R~1~<}L-nF!9uugwS2D12CI}%%}pr8?A8MIZeA{7J9ssu5( z#2@XXp)5?0$c|b6;V(cET!t-AhUi3=Dcr&B9{tQ)SB2GA6bJ`s04d;yR2W~e6W^(j z-*z*A4A_N|Jy{8Tj0^me2)&Tzqudcp3qO=T5|qYfT{~~}!fWj+bC8Flm4`0mQ@`*A z617%kRZwZPj5N8^swpmXmEAyGsoFia-aX+os)nxd4IMxLuLWD<9a4?R5#`lE!wskz zaNf=$)t~4f?*)o`RM?FP!sQ_e@U4g=wh!rrUr4IbSG7{URbLI*2ltI(CVn-3m5;)e z)QYn>KG;>0mCL|tP%7$Q5@FfZ2w(~wV48bb++?#p+Q_in44Y|Co zFka9WtFAl$tQwI+SHIB4$nyqsC}9+C#a`#s_<# z2Yeu5Ms{QrrUpg)1s5g@7Z?>Q-W}@5mGGfNxRr`p=7^J!4ubUw&4WZ8Xcb!OBMu7)(yG%ij67g(5i{s~kOP=a0nfGuctq-7!{=*=3EBCgw95nLkl zj;x!qFyP*d&Y^~OXs6^`2he~QF#vE#g#^Ipx*oHC{t9(kVubMMvd92nI0arFX}mIN z<+7!eW)n0v#uanvmyYSnot9bPQ)f=vY}V;=Y($;C#R&A5TE2Xu*W}OAU z_(Hib2YLVu+?L%Gj%s!FUA^E2bk*9b_6BY^hln76tUdu5>FS`c)m#~C_*+aF9tk7= z?X2j<%&(9DGI6pe&8B~o>%rcnDm7oGgw=W|1P^ckaPWsh$bxm~1}R7Yg5b{a{x7VY zio!k!#WnywkjuvwIg$V_UVv=C*HAGsQPBwM zmWslLGSqvI!!8r-ozEZb66wD0?I~~beQ5Re0Igf!5PHd)7Z zYyl_m52?-n_zx{Q>6Y%my-MBe@@y|$z+RSZwlL0`{p_0FxM}I|X!h_8?@d1cCs{zh zW0H2uJO%BYmEbu6VLdrie8}y;pa*k~@ohoGb&G5I9f?czah?EJK&QV{vRP!?vz7|s zi9d{}GVQ=ex@|wx%<>n)+w;cjynaPT9Ecosg`s10|JrhThKY|>fiZP##>MOb3TD!I z7Yf-THe7H8CFyC|Q*qS?U{Y3IY}P*Q)^o^(T@Ccs{$p*=X%64!?n>%C4c(so+_<3D zJV_8{$n8nj3rWWZN@oyi2(n+8%uMeHABE3}2-0)32;))fC{d16jcdGVftkd0yIx9I z-%q|(fW&d(Y;XmHPq6*2GnFq|bZGGW?e;Ov-!M*UqTXiK9@EsRhH#~DeLx2i6>hya_X@;|X{`oH--~!? z_jpGPz96xFOl zhgSfEcKgAxRUZQDimgUC;!5sD^CkX5j2|TIi}=@P;^+W6F08B+858QjB<@*4!S9r-%1ex(l5# zjH~vCeVBnQx%vgjdYy8Pia0xewcf)#JzcMgkEk2g!@BUMD!V6NgA~q9(5{p>QkiN zsGalo3ju-!UcXif^K~rQvS!bkt<-`5+OcZeey!uL4&1tJ34{p)4qRRdcK-q{%l52} zI&%FXM!e5e9UXxmLyjz&ETaOmATd#2~1|4yxXHS2fs3T;rp zV1WV!T|wi{t$TN7PHJc96*HCq@dXlQWRt+wFYnwfI5q#vwnZh$1Pt&2c53^nQM7uY zO9+gZc=8E}p--=VJ^S|Vfw2?EUOfH!_V3@n*vsZFa}Xt-bB;~b2qa!Z%;>VqIVJ(v zP)ZwV)R9UPQs@y${E%>xCKc`%AcOn_m`g6SyuwmW)#$_wGCV=$(@;e@6%Rf5m_rRU z;Wz~qRXaL$l|KH=aNAf6h#^*V3*_}zSa!)pmuF#!u~(Ad90?e6GZ>awV!s%+0CiP@ z85k!mgjuGUXQCOMXr!5D4{LA2=^AXZ(Uzv2ciPDbbYAH>|5zBVRAL#D*%bLz7@UMb z=3sc9HCPK&GV0}?kX^?IE!>^*%0l7cHy(cOfqI{Ly&!{5dYz(LUoWWwgG(<2{U?z* zHesX-I^iLt%Pg{-6O*jwXtdCGC2}NTg~xiNi6;C2kl`*AIt0-~6gh|yFhHdU4KmQg z^VCs5Rnsj!-6Dk#KKXPLkvvU#8`M-j?Fh|P{OqFx0t%3&K%qw_X;-0(p4H@LEgT9C zqGWyr4#IdE_KTK?ap@RYkVaZ2q7`GDvBp)dS=woEf}EN?uf^t-Z5yMU@?*Xkw*bov zR3e5Lm4I^`&3UawXc#oBOqK)`Gn!3gTp557rla73|BN`OBJ(Mz?TJdvLgKK)s?`dy znqaIT)&x>7=HMevg1gMJb$}XqMB+!q8jI|N7%96C0L|*73yEsKqRWCHHnh-1-z9{M z;DZlt4mwb6YmT__d@GMU4DO@Px;eJk;*MDH^Gl=qM%Qm$p0_2J=93Z3Nj3)$2iC%7 zVtLrZh6(x=b6x@6Gj5>Up1bb5ui2*WzXR|4JZ+MU?*a+zo_x=~%|I|;vP&RAHepEc z=vTg3;MeoI*M28B0Gl-%SqUVd!Yka3GK!}1U0vVPP}@hI)bTalzD2#D=ePdixw>jX zu*xJrHPMAifMK{@?M)*3Fh?#bViC5n&217a|54oL1^^ZCgCvffFsH5FSsMiU}m6|MzsY> zQZiCoDx(|leFaMndl;9TWS8$L?@3I|A{V=8C(#5ijAA6-oVnvk0XGc=10l}J3pO4~(5I6`EgM;!4G zM~jfbxOgy5Tl4rNKWdaNew2fTEdt6<|4`%;Zg`^`h&js-eR!nj`~{m(B#RM8XP3Mz zF)*CNO>q{`u!qg1F_9Tl8Zk4(cEU5BoB`t)>-oFlEdT*$lqWxTqo+Aa!7DRpV;H9A zC5myvV0n2b$`rPMZJJ4saAAM}u+yFHq^}oL^Isvyb4c`bYHEZmBqSkeAOKDTld{~T zrgY(-$jyWz{41p?MS{vy(xQSEY*q$C;Sv9(ByAZ1#w|%m40JF~a6Z{qJXT~BpTt8R zk*h{HFei^3r6{XfCFZF5UdBNUUjZn*19|gqGUmgT9G7%gyJl9-`wJ73gbF0 z!45M{>}O!U#Mi$9_Am6bCt>la|IY>RF|dl2jGnv_CBIanIt2I`^{mGy>OE9>>})HT z*qPbC7~le$Kwn1L!48fV@}nTdPcL2}j-`3je)yA`N&oi{P}0P15d4TPs$mj%oTGu7 zY;8try4#ypNR_PIDGBsZja+D|ltQ&-QPC3*c4%u`f-?s@d}$PB5C|Sqtp+!wg;lMh zml@ok#*ZZCm9UC+0YbZ`M9bpWyDWgM_T8C6R~H$EUZyZp)KV2^ml*&r)+_f-FoOX* zSi;s5A7wmjVjFB>v{YhG1mFu^DnT5*h@}PDu#5x>>PG)A55;NnEMTsa0bOh-ed!~H zd{Eob8;fTl>@W{WA88T#{{Rp`nJiXFNYo4PhNmI-^P6!^iQH7`bf-L>g?EY-$)Xxn zmx~-BI>b?`!>RXi{K&^oph1oCJ|(^At?EAf;a;$Qr0RO*gUk-H?Ewid|_Fhe68@GyxyfP#!OFAyneRuM9Ef{d>2 zBN;-1^TZ%P06X6q|1ggBio*~U&d)6PF|9*qI(5M6%P=~@`_44OH74mv2d~ojx^%-a zy%xXBjsPuaUi7>&9YGP`1kF?4IPa8j#6FZODxgIuW-a5_E+p5v?nQiTe6^D9hgSi_ zT7-7HkzODKgvUEMyUW?%%2&MJawW)+`%#S8z% zLqL3t_mH?5QEvDP`(-(cQqDsu4=@9hJkV)6xmUQ7fH`m{6tsTrt!2*Z8nX)LG0&t! zx*kdatqmB&|BB#7Tou%y3iY@~pAe=(qAU#UBNdh4X(1>P3aN9%=0qiG({M@SF5gld z=I|vta)OLc>LVZKz?QhPuWswNo84x&z7E|?7WhKohhy?U+jZmWCa$F{z)2{g9A-t` z?EBDotwZe0qW8$m0HI;p`#oL(GRngxUYjgl8P!SL8Q=qU5tLL6qjALnc%A|10g yg+CaNSulqaO;&TL zMf8Xv{};N<41D4IWkbv?jKJ^)l|YeQ{au&b3Ewds0Ycy%hKXq0LjnfRJ>&xeZXq5D zA{TKUzi1v=z?wc8KnBo)29APHv5%_6TnKg)&d~zQMN*DsqJh{1f4Clqpu;ZI1V#u8 z4VDNo;DRYWSq`#dE53rV=))ZF!6C@P@R7hds86wYV5*RZMnPW*3C>aRlGcS^6DC#o zp&f{zh!qk}Z%LCev;}kg3+90a0f>PV06;l$ApuB1UPOs8e&`41n-rxV} z#(XhcAr9g@YK9*2A@KNNAy|O%1R^}@qsr{e1fCUK5Dgz-l;}MoB(9!9_}I*;9?;cT z|F0$FE?~t>$O5mJgg%@Dwdj^{QHZPTo=3FeM}lPfoB|~*LLyLtCKQ4X0)Rdo-*oX< zs%X@=d0BeklDBOcGk62JO`qW8M0xGQIWQkH^5iW1$o-*3IDXb{;LZjx@}#99sAh=#9cN(`sodh!gh$>M+ho;ZU^9` zmTAG3M;%qSRiA`P#JE@}35gp&ED}g<=&9g>EJVXT7{k0N$Buf%ag2#?dLxv~Ok_nC zjIwGr0E(Uf+CnAD3^Y&tEx?jO5p!Uiq?9OH=m4Kh23zPKSMpzyWSs6KX{Kdql`?B+ z9Ks%2=XL&JTh>XlS}Sg_BcA*WT!hskHsW}m=a(K|FOI20+8mjlsgBWB|LliL1c(CN zX9EpYlckLWrH`?>4QU1HpYkhdHKIpyhewtOC3Xrim{ucsRChrG|2k}6HKdC^+{&an zA2+}Qa4`cCawz|3=3=a9i$>O|fh?@XOpyquZ}z5bO2>2zAIi$kb5NsM0Bega031?L zbKYiI_KZ9JRkmI$vqGs_N@=zB?9gh48%Bzr{SX3R$F~-wxSqoPXd--;>;BZ1edxk# z(T7cxO+{KHCZzl&14}ipK84J_skyY#hgp>Og>#~mwjJZ|NB9CKJ! zUBql%3@gMO=~?LP1mbL?5pA>n>^uf-KBn&L2F7zX$G$18|DYCRxSA(mBIJ6e>*`Gs z0tLuL0!t8V;V%28Be_qSktzN6n!YjR8Zi zC?;zvYA|{fGbH2o)kJJHk|=)YFZhK6js-Y)&@6aE0s$KVh3&xFlzuiZ_VOOm6a$59kiJ%LNIGH=3-P|%;PtM=>h*5m zd_#P^Bw_BtxXtIS9IW{U&TYYiJOqf6Wi3I#gI08f|NJIQ{YHj?iReRRE*8NBaV(s} z)Gq-uXB|Y|!7Z!q^kc)>VFmAF1SjAG<8dFK#a=PW9h*#e4x|T%!k0d6%#jVRP=h(l z!U#`d3G0e{vM?6ot*@}~IZ%TG)vL8h*Rf3I`4ATnJ7OTM?GU4K5QC&psb}vJ!xAII zBhi>R=uq~#1T>fyEaOsrq~;2b88SGKcyKY0%o|)dlsc9L8Glyf(w(BI@n1NMpoFeg zsFQI%M&~L|TG?@J`msLhapLiDH;Z!_R*WEfg#oAljLDcGBeDm&>4#*WH)wIzXbmyF zo`_7+C4)$C?Sj0H?cFFZvQXwL;KB}*vId&+|GuX3La*&d4y?Iuq9nd@{wxG-p@YLt zRYFh=JLvL#5JWR*^0;kZeaym#`oqhjg%hE)mCQ~V4@UHG0#w?CE66lq=ztD5%#b2R zSFUtmY%3Ri=c6(3IA_{7LtHo$bsr}yp1cJ_Dea3HvIl=@)B!`;{D(#2ZA8EWHLPz! zDB0M|0#;;oObt-qWRmnDMOQnSN~Gekxot?=UPI@g5XTrp+w~8xvSV%%)MkVTE18#l z!_vqyI)t4>+|NdvR%v>)DDDD*@Xe3uN~dl`<<`bSRraDR_2h~rTyf1FZ{xC65Jba0BAVy|It?5P$%`H8TF(g^=(t|9WhGYorTg0WK>JF zd4_MS(1a-FLSf59J_v+=Tx5ViF(~cxKv=}=5ev+dRf$pLt?V#ew)_8swoIUZG39=NXtSO z+shW7%)J!z0z{`@ls0L%4u-QfYkPR0Z^83;Q|FcG`X`G8aYP!KQ*!_Y@rw4{J?+aIav0qfw9NcbkQv!MJ z;;x6SU;DMOxHaAc_L1KdOWp93|L{eWGJp#Ec^|S~j`t5|1TGMSEMNsDv#>b~L|ISL zESeM8gN`kFt|wE+WCOk_+H?ha`MySICX|9KT*_)Xt5H=_kv z-l}QG`+$j8!9l#o^(b#hJeolIV$HF`H=JnT!#&`A-s}C|@BQyAyahnOl+rze4LriB zc*O6C#Vf=l@a zbsKMhPy?*X((L_>|0i)R3u~XPbXlGfCV#)yE)Iy#`~EpNj!6`*Yjb$l$9rmry%^gC z*!TH`cYR{$yN4sXE7S!6{Hi}R2c_qZ_FI^w4?bVnJ>QGJ`1}2|2ENdKe?Jwci>w~iDEWoK|oTUNqgw1c}IcKjG}{n9!AU-U9>up?DYOUCHasbjZ%0Ye}4U^ z41W98OTU90LZ~2#44gVnwPD!cIns z5ZPv(4F$dgPr;}cT4>V6rV?*@1*7|j8HgZY#O*~~anO-RC4JDfaYmMcdP*i2fw`7m zANTPJ%6!+s%daKtaBGIpz+3Hzs01=m;jyH6sD3eq~*u8ke##IY-S7TWhnS{ChR)$ZgJ zWlzda+ivyir5OJJOh_D9fT`xG5O;z1sU2sb38!8ZUwm<36yK$pd-dvfNw>so%}9eC zL(McW6?U$yg1uaLfnWT&@?l6>hRnLvm#ZXZ*JYnw_Ks@<8Dx=3_VZ-geg9p~U!-ev z((Ww%?&oYS4e#chiA-W!xg79X2fWv;$%Z-9 zVVrDtC*0vlcYQJ$%63>pBWh+aQYe&QN{FSM5sf=WyUYlubHe4E1!+k$RRRpahy8Jn z5}lwAB&HTVGadwM-@pZbgw-Hr^@14i3)`>~WTEzO>lE~>U;gm7KR><)SPsfb0CkcO ziM*m9{`ne;`lF%~5s-l5pj$#PlEGf&!b!#eArUWQvFNGBlb8wR3At1U|9{k>IU@v~ zDvt;n%Cr)ev0P0Lf0#QymF!Ql)TJz2AO%FliIsxNVyRAL02Sz>Rq%n;e7IM}Gnz4t zv}hwl*f$FI$&rqAw4;5lsgVj%WRGe~7OS-P$EUH)LLC`UuBc`p1=T`t2JBA*4+2U5 zNb)|4yU$H9X%_^526kzZKqVa3$$~CS0;WXe0zM}j725EjyTr^ZC0bF79>!y}#NFl z=l#<8ps<4q$1=+_*w4uh9kGT|XS#h~76qH&)Xn<1~7O^f}Z1^Huk@giMvW~STWhrE#%TnZ;oCT`>+#}S` zD(jo2t*!Xtn@0eZFRFpWFELvCpRL7Kwh0*pZLx~my0}0B|C`K=SD8Z^iblr6VE_|& zb>NR*H0Q&=b8cMOs$CarjJnm;&2>5XVjKUq1$F4_#lVXk!A2~_2}nQ&vM0v$#)^yu zR&x9%D@_C?Rldbo(6KlRw^J0uZQ|^#{zlQB|K{&m6#ujEi(fXqqsA`OL25td}Bw`DaJC!4UHdN z>EBAg0&=QDq6ZaZ1MHy4M+T$R#=K;UOg5Vi!VrDWreBg=8J)<2&rkIiw=eUzRYfiJ z9MzZEr7E~0YE<(#Dw4O!9-G*53|9MkA>V272N=8H|4R^FxM$u*3QcHTz*{i`v9hAY z0$mwhau!Xya^tnpmR5IjA}#5AP$72a5F&1%86*a$|pm@9%eu;uaDqlh*? zPN&csTL!vUl)wzo)Z-ImJ2H&%hjL{TQcnBs-f&&9yony0c1t=R`5*-EUS4#k=Uh-h zms5%jU;tfs`LN6EH}@FvZ-Cp>K?ZNogrp2$S3mqcnf+|VhsqwdTiky&CDufsHHu!; z;@BNA2r_VC&4J@rlXYT|cI z6W#F2;_Co_%lwn82r$i}WIsL4JRU7wfnohYgPqOOjsRjVx?r#M3Q#g=BOmAi9~O`S z8_)qCkn~c|0+Ocb4A27EB%}f@VypuKtmFdFAZ>JS_k54{yl%{{@7Ss@_>9k|vdo+) z!tI=Ie^kNw42zFY>-yN|y|^#RzONI){|~>$FYh`+>BQd8_Cm)j%!2_#F zN_1dJq+~DdLLYEp;tp$!Mvw%TPt4*c2Svi*NG{f7?FX?e5kc#ZmL(%(P=6?)7UJV+ zjx6FRj=!7?5$R`Ha*DKuPvPFDB48mOG9vGkMF@vbBPI(Zz)lnR;z~;F7Y=|4xr$(( zP;-<695M|vSm+5|=yXy^hqkby!0-(V5CPGU86Qv$Cy-PsFd3(jH8RHwFQX3a@DAxB zU%JsBoFo~3K@&)V5+*Kc#;Erw{~;YSZtM!tBMwoHAkN@iaHzVB1|@Ns-UAXU@okhT zz3#`HuB;t(YHeQayd*^7L=l`U0v7ZE6%9@mS24d9(iP9EK|&!G_dy2^fEI1hGT;v_ zV2A#g!;|W*BrW5tn8O$|W-wNAmuin1lW`fFktTsdAJ#A$V^Sv>B?}LuFzV1>{K6ZD zl5zk8V4M&ExQNIQ>klD;1bI&o;ivct(XxVYw8H5JS*09z>c2>0?bz-g_fga^QH&f; zjMN6cR**tkuquP4Jt!g}=Mh;>0UaE25h6kE5HD37WN?-GVKAn!Xpv0 z2^Tbn^1(Bk5j1lWK&ep&>Vh@(#Wnw>4%=il zZ!Z8e;Wly8DW8%NinFL15#gNW*n$(N7Oweb?d?dSM7QTT(`$@sVMV=XnY8C0{ZhZo zDYLYv*ovVN`|G@L|3Mz)A&=%!Jk@UerjKp3@3Wlc6fA5}-18Ps%C``0!+y>&2E&wG zp*i$(WgauHTrxo`O+X2>K+*6(+we=1u`u)EK_L`Lz9bvCvQWMQGs4`0vS?Wb~j}lM;jGD74%jqA7@9h34vs`5qCu>I~E)*Q0A?0Bd z^b&v6F0(?^M8#7_MKly>!5kQ`EcEY5Qzc570~x`v#9ZMryNXIzhcsTbOV88-J9A8( z@g||sOnKD}=}C-FJo zh6a~2UC+^6$B29KvRt1wT)T{1F>$iG6;rote?nnWqXiY@wHU6|RWPy}_HYzJ)yw*I z`2ICTXN?jZ0Z9B|2H^Axqo;WH(K{|L&PR^oc6QF5YY6LUXXL%NN69H)X6xZx$5zBU4 z#Zwi~^-y6Y6i{Jy$C7HPmJ+9ScbyUvqLW;&7FHJVAdB|lV)sU0FMT_t;2$`KOJA1uHE5a3`{)id^1Hu6?7tOLBjYsmRfL-|5y(T+LiLxW}5 zP#M*BE3t$NnLbF^karIico&Z4!+NnUw2sVON39Z{R}~c1A49<$_Te1D=#huCUsE)U zl|CSN< zk(vwHY5%aL^s*nH51c8{MaSq`H$j780T#?rJ{-X+s=ym$?Ifl_!`RmzbHE-HsWVfkTv!S^_y9AcjY7d%6WIsnS}EcPknC_!kH2_ zfvB@r6Z5fYy+=G1b&NIv6L1$7&Ve7$!5q66D0YE+GD{VLcOS!6Ud=k|=wq@-H>Ncq za)gAT7JwGDaAqA!GqkjH7#cQA=uLK+q_hitU!!;`MRD`@qlY=AF@}sM|2OHx^o$X- zu@f}Jps>?4Ap_)t5oDUCYdV52OA;?pcCYnNwJ%oqEu3l4s7;smG8CQZ__KX4c+YvL z=UG&%I%k_wJSQ%zw^|io!7BDJ6c#}fWC1AV!>n6Wt=GB|bq{)-Hm=WM9|Go7w(ZcO zXOyxuq#c8=Ss6K!HDU;6ZW^eE8DS2`d1@64NtmMTo%5=@UrOy zH57mWW zsT;V^=i{>z;U4`Q794@BO&rPgaa_4a#ot3-TU-;&L0w=0Nb~^~=EKGh8OL)R$vhZ@ zHxyQko8?-701kiv9$*35_c1^+B)2>^bQLmmeaZd0$#Gp}kQ|oy&tN7qi*@G8$3uA- zR}8cx&1K2U#a!B@-6qZauAW^dl~~(O>IBR|9SdE~!(Gn1|7WzHb07a)sGqi|C0qn) z8WIvAY+bw1H5955ox>C1!wXzqp+?$N0v(+7X?L5_$LP}YvKA01#;bxQUcww}JjWqn zt4n>6`|aH^p%ymbDP=k^{lNo_gaOWi)*T};CnJ~tn%Bju&Usec#XZm|PSRD|T^*cssdnF+ z-dvSBcrRYw=bg4|f$M#?-WOe7%h3_MnjiMz-zVLWks6UNeXDB$7HFY+j=LMq;rqOv zd%|{H6CvVD-6;ng-Y-7mDM1$0^VJF9;~60255v|;|NfShNku!SB_cE0C%zS?~;=t(~rwVgT?pz3rX>Fs>!$NlLKb;sS6KBivX zNqC*9nWp7cw!hwi8DSGPAzD+n!ynlAIo#qay&8a`@bw|>6S?aZ-FYeD?c=_CWICp4 zVRkpP?<-#7KOFGGRzu@>7EJ5_VEy9(z!m8B@dwNHQe^?Gcr^&kVbA+83KP+89v~J7 z97wRB!Gj1BDijzd%mM-nBT6ht0OG`gEm|~e$cYoUj~zFL$tbbXjEg8!s$9vkrOTHv zW6CtxAyU4ZICJXUnG;_=eUU5-R4}us(W6L{|0-R|^q@s>O)n}iV89Wht5~xp+A654 z*RPByi5*L}tl6_>A*rp!R&80eaO1X(3pcCXyO2kpW5VQ^7CKsr7cIK_xwB(bo3>)oOIt6d)S>nE zRc+4SF9-(+FgU>Amp>iEB_KqwfO+!;VJbx(*h0F*>J$C>i`sB{(&*kVW)xYe(noM1 z!-xqpqXo?F;p5AnPd|Q5p7`_U^9fX_K%(^pDByqu7B~=81{x3mC5t8U)q`N6CE|EIT3aeX%`io2BtIvn-+OD-g;qlbY6KPkyMa!0_E8fe03(O=%P*Cr{AME z@fXxkj8|;9TbkvS*oHu^^(2WNI%XKGckz|jiny}a zB8nr1CJ1ezXmSoe@~EQPWtma32!la-m`E+CgeDr2xWJ>@YEFh0C5u$r_7|3REu!Ob z5Ddq_aD@0nh(I1J_nbfo&^f23{}Iuvkep4)i>X0(9tF{O8&%>FNCIypsJ{{+y6?ga zGwdj&k4oy_0suB_@x>U&l#PG~EWki>23+7NjG;a_YN@4e#vmqay?9k!j5NCyhP3+i z>t3_gTo{ME=BlEUDY_^aEx4eA89J)eqMBv;n4?LPBQM4w(2Q&{+9sPQd9Ac3avQDJ zRL(kcv{~x7j}8zhH{1brkV#y}7lC7FQ}!YRQQZg`r$baw&8?{42QFl&p&4n!k$D7j z!Y4_DCJJ80kVj5m2Zij1&*hkBt~us9NldBapob1RC+^kPF@Of3f$d=qmJAkLC`+hT zR&Fse+h8s`o5*9$)|?e=|GE3#^Rqzv3|NfC}QuhfUbnD~ijHKNcvUHUk#4T?cXP#vLEt2=Pym-h7jsrW!|` zJ@pB31lve^GUg`HIq-opp`7J5N5RbX#3%Wf)PEqz!458}67B(9R3HMN0IZHNt^*bA zP$d@O?S>J0!5xWa2AZDHs(h%xMDYA#Ji)Zict6Y#5cPtK$)Fw~a4UgGMHbb9IePGskCb2qCwaLG-b8~GgQO-m z86G^=Cr=14VXaaKp%p@+g)V$y40{zWX@M(eAHpFk`{J{!3}$#f6NLA;lB?OEqFPJB z+N<~?E=e>)ANp7XD^&!oEhb_#v;amvV4+1Ec2PH7`Cb_HGDg|pEJcfu#XgdO05z_W z0YUK1a3&@ZKX%fN3-RPa?8mnjh;Tp_X~7IO(vg9ohZ6=nm?ratpnG!ippcU!B`avj z3{I?K2#u&jT>{Vm!7Tv^$N()#X|hz-Oqr{U;tt0qty%Jrh9)i1in58TucRnOxKvS$ zhzJi{G=__X|51%t%)z4_#Eih${J)n78OVWLdH6dcGRP=0x36_ zd6>M!W_YkN%u|85(ymmkFdTht>jd$`u8i%M`oP6dWmTB0Xu?LT5miZ5DWqBW*&e&ES#*uzIcoI6yl=P)S*tqA-P&7a?h7%39~N&w%-} zBYYYO|2z|NUd6i8viQAJV;!qG$X@cH`3-Po>+2o3QH2Se^{iJwt24cvmX!vV_n^1*voyryA@@f&?&<8sBpgq`5*DInK>Mm>q+pdu2MGks# zbU};?+WJ@!qsg#W7Lnb(mGfL*)eZq1P*{Rs);k0?NR$bp1K)5*3^SQ)pEx1Ne+Fv4 zg>q}c9D?8V3i!+g+An_@>d?=j`OTZ`PLq*hU;`i+sT_7KgHx*)5mmUPx(QxNrFh*M z=NYDXhOX=KFx^cQ;~Xd=@oasii4-UEMWNC$kT;=-MW}+R@(^;2F!5teTdmQbi9v=* z{}ZZl>3{&`TtEQ|Z~za0S0zuLPOcX+<$-YZ7u+GU-~^&i^1QbaUp@!{UlL`){#CFE zaduz}EA7D^b^#TgGn}_w6g97Tb2lM`1t73NZkro|y`GMO&_J@1<>B4$7DOIQyk`#$ z6=yv3)$Z`!Gd*LaWE(!-p&9LA&k~#wDZJ?>9Dzk;PB+8O6$BsX;5=M-W!?|kuva*( z2ukc?N9WLR!I4++Q%~0sbI8EOk*C7n`U3(8i1n-sumJ7MKmj5|Q$cp!lypC&feWef zc3J{$`U;!ahHFT9>~AUb#Q(VNn*x3)ea_T;J$xc=BoF`j94pA_4+8W6aS9EX zR{PqwPj9!Uo#ZLCt!+7<=Nso8EPE&Ak<`9hqRImoiNE8G>3ZcLLJsILe-ZL{}P}t2@!iM zQ8?~(9@!8Q0wYkr7a$&}SW^dmE+`Sjmk-Cce93n?$d?a=@O5DKf;>1KaFbOEv4Zl! zDayoA+joTB=Y0|Pa4Ir?E=7JE28DSxR2)Wm?1wdxaSp~Je<`F1{=g5gFbMIccak?% z&I1bthjATtaRQhJm4|Yn6a#!92ydW(BR2?xzz2Nbg}^2O!f^nAC=m8jffkr1#Ks9J z=n{$LRvQy1$026amvnwINQJa}@B|SvARQtES5847i?~Ud2#Gy7iUtvbGgyQ8aEdsn zgVRTfu6Ps*uvrNZgnc6*0e}QWxM)X+gnO1dG6jCLbv#Z8fT9+K|LLb-7>6}#xQp<% zaij(zV<>N7KqjB}hk$qh3Sd9?lzP-ri_>9{c2g03BLTBV5XR9Sh9d^$ z@m@_g5;G7-DA9-*b2s_5fv@O_#g~f6SA(jUgUax*r2;#k0x^dW67Y#j5lTq# zW1+%~yjWovmMa~0jF}c2=eLG=wszTce>ll@LxqjKnLSe2Y%>} zZ(~0W(24{>kOC2t`!iSrA($AEbh)<=>wq4*w|hn*lZ*nHkR+KYd2S(jiX?f1Cb@%^ z*_kS#AZw5#7?lu|35x+Rl}mY)+!u^56_k4ClaY6Rc_5bB$Ba~{nnbCL7{`oVL6%M# zawKDz*qw$!WU?WSFpa9H)6v8I_Je0tSEpRB-|D<_K9Z08~*3 z{D77!Pze%fSZm_|g2<0&a)E&p9)845hq)evBrqRQf)y!W=@nN;QJQr!UiRggqx`>uq7a8ekX=SLb} z`5+!DooR@h)-{H_37rdf4(Ff4K^mR#Hl2A8 zq}AyNYjmNU@&;|G30Z(q31C0l#gIhdhih|s>10*yX@~;hpDeK^B0*PO1`e)pSKuID z^F$_W6=o=5W*7sY6D6h&8emu_k_ft|d#a$Uc&C7B5StYMs*?x%w*&CvF$7_!r{|;r zKowLmiwsZz&hasD11}s3Dk-{}!WE)FiJB-nqH4Ec%eblX79*LLqDXp_f9SrrVY%yQ!P-2Y*n!Dtv@R zx(SkiOp5@!ir}(1IdRBjyHJX>ZOI2uDTYG(l`34k#0#ZLdc4-D0u;JN7{w`kFb5=% zfi?Gt1aZB@Q2-L49rC#VW_vhXMv3u-NN*Z#3_-VoWf9%ckW}WrOwoc2Q@!e%8^py6ymhzbpQ}%0sNI|HZ4Mnvk$KCjkme6)pM1+m$xj!5oW(wQzHh`=lLa%5-9o z&4(l?ZwqDd>o=Kr0**+wM*+tL5{mex9(jCjb48~ z3-ADA>=GR7p?ol*1rd*_ij$@s$(fsXN7;tBNgAF!fS|moxBSZqeabnk!xtUO$eUcM zkfg7y(59RRd_Yy`pu)J^vohMtzI@R`o5G{42*ccIa{vGeivSF%om4>r2>=y@V$D*Z zbd&fI$^c*cKqg>3W^Dq+{D~2jAkMG{woCDP7~_$OW!3VGr-z`Y?)=X9AP@1J)vu@k z0bHFkynTmj015y%|K_{^3c>^pT*Gvry#Fx(Ye~bQe9;LVjYi0_r0Ss%9nnbZp%{J2 zGpyGmjjV{>mKnVWo?s(1s-!YK(zd+9zoiehoYHT=2mIg&Ed2*wP}#+c!hJBzK|0L) zcLBz{#Rmiqf|L!}unzkGP<-M7G9VC0_Av_ZkZ25(Se+DBoxY8<0KGjBAea;c@Y@Sx zrw*jtVoh1?+||by5A*=mfBM{`$gyV4quiI)keUTqaIq-?p?n~`syWbULf&|7tc$JC z5sjM;t(t-D$vS+5?G2?vd*4F*(u;k(`!_7-@CPzH+4{ZNkPW=~{RV5`37!3J0*=CO zUFib+`z#&eGk^lwz>t8bH-wcYx$QA}L=eS|frDuf<60=- zfRXni#Z1B61A^nBGu+sHX3^c%@j%_y4Y)l%eAx>D>$cs4y>@!w2m$cq0pJ8q5SK`t z0H+5amwFIU8`rz2!gPSKF~`KrSl}!C-VgoPEZWH*+m^9w-lDzO5MJQH+~1w{ls_xr zLJQLcKD#Og2l!pue9%1lz`%Jx+9{0TW+36PTfAoAyBD75eITVLprM7i03h@+3=o0$ zgU1E2pKrn@@Tos}WaCRAH+|Hum8IiF9y$m>0f#^jK_2U}KI^kSgRx%SIY@4qwCZBF zHb|ZU|IDf6G)%ybQ0&HD>=W9g&XMH>0ksHtltDbuX&G}0jL>B6=4OtQCYqu}jJX+Y z%XzKezDwqcecy%dc-BLs0Z0CG69GVU6FCR~U_hV052uTzk-Sb>t^Vq?{_!6V z>$h&*Znp8~hGYa_01>O?XMKc&FjT66aCtz$I}nS^A;<^8v1<_5i#>7E9*5z6?e3lJ zUC!Osp3!t@-}kNALjUjjt>`GM=WuS8Hlhl6?&yzR;P%cBooxn!VC-}d4L9-zaS#Xl z-tTB{;r|g%1_J-+_D#R)T@o(!r2K zZ?FjHFd1C`vt)1f7LNA)uJ&ZW_P#p^Yp@1RK+uJ?9>TEzcHi)FD@XBxM}>v>=I`)K z;r^A<)()h&lD|od@A&#J>yTga_it_hk-$I%uA(agdR=Wbm>T?ZyYt_r%%rWhq zUCAo#nr96ezJDC;7+^qff{ld>hY@pt!Gb#eei1MnS%>4ul{Z#uVOjHL&6qi73=`&a z<2s*Bcb;)t^=j4|L$`(pm2y@JmSTTA4hJSp1eX9G-C7} zUHWwD)ve1GnBky7K`~$QWH`|P0tE#s2hak(sKbebRoYw+wC4Qyb$zbCU%xI?{r@A8 zw!F)!qmT-4tc4`mM=P$p`l=7IAPNu;KK9{9leRQjBf~r#tjj^NxabOr4AwA%j6rrV z;3Sl23xk2hf^cjx&L;bXH3B%v>^d<-gKV?fHfyX#>VCW~Hv)((GD*&mRI*7YpM-KY z;Dk%AN-N`8uDR!;9=2{`k{xDgm2{DnO+M{6kSh&B#L)ejH(N!LAZ@lq^1?iH1T|_F9U-sp9Cv zi@W|9B!&PoKw}Li3}`a}1>WRrM*|Ey2Y_(CPHzOcZ`R4PUbUTP3@RN2rgOFcw5tTim;=bWg#h@(-Z;@~(AFHBYH zV=wYJ(STLgP{Du&P(nbp87gsc0S0_Mjb_$%9M;(-b=C~o=z5Gc+?U6lE@+~UM*7KX zwPl*yEt7^i>ZDN$fS`iZMX1j;2MA0s!2&=psXp!XNMEz{Gc!J%{u8(=s0^jb(V!qM z_$iGGenVkW8RXjxkTVteV>8xRL=`vZkBxw0FmNP=Y zg-T@3h-L|T{gpMNbvu25p-Hc<1x|W|+I6XQYvJ?RZ^wPQ;IL)-N~gWeJ$T`vq}pmS zhswIoJow0P2j`uS!I7xM-gBaP&&D38C5(;s}Auhx5QX@BY@&Gb&fQ(urffHn7Bfc6P>2zQ^o>6B8oG^{-SVx`O-3}bX zi;V;^xIqqnW_P{I*6$YZtqzvZgs`EScCLmzcGZVui&%srVyK8s5XF1_8JrWY$CMk! zZG71yi5a-UHXi0>Dd(e~`H*}Z9SOh;vDU((c<*6l0u-MHmm#2t<$FH_qJf4O#JgPT zh)X;Q-C%h)z*Q=Kj`9K=903dc^q-{AIL!HhF>#Ai3K>1-MLp0V020_0ui&&9 zmSt`Mhpc02=;#k^o`wJwEYcx2BTma?vpVEN8agex07I_Rol$!vB$Fe_ch>WS186C9AqsXe7Ct$51wIP{!qR&Tc=lnCSk4ny8Q#b!zYtp`zK3CkNA z=1Pd3^F8fjQES{k5cyD}%@oYX&ZuL77vS zLg1#r1wHU#rl4aZ%Lvdi&y0=`{wU38K-(Il_NKHO+39BL7~1Ka7F?d0DpQ-PRoXVG zs#e_=b1VP>;MLZ*<0@Cn5C8!L7(f7CQN&R~x&J4CnldPNqaIpOIoIbh%7$%qD}=Bs z#6IL9Vt0+$$Kr}ai#Bn8hIMI5|7r$3oWrq%C9GkI$uTZKb_$MbY~r}EQpk!7vSrW% z6DUAaYpn!+ZdEpIFwHJrsZGa3GEh^2E|++s<$ zyd9y4RV=OGu8d^?n8FaBf701b0*QVASKi3t|@ z##g={eJ^|q8(I1K7h`d#FJ$SP#r?X}zFx3z8Q}0L0%z8m1gL}*64>AiKln5e&JB)0 zypbDGSTm%VbDZs*wA7vOHF;ifpl1`D68|HITf3^MpcTCvoJQ5AEvs5``DRumIuXc1 z9FR;dz3EU%^e(2#7?Q(MQuu|e%8HX>lRKv5lA1vk=wPgrIp(+iez~OfokHWNVBf|G zv&&`3GOnlag#gbqX0!Pbn>RB9%CLqL-K-95cjn+^H4tfi=3q{-y=ZQ0W=iN_N4Uj3 zZgP{mIOrgbZW-W!2XG(=7FZEGyFG7UHM%vC{-h7jio~aI8d5^`caDz?IF#Zz$w($< zS6JFb`L6WT9ZM{gO&Td!#F}G>Ei9OYy>X8Jw+!~B0)D+f1ulgA;~Nh-9Gox!nI*b4 zKk^x8m@TB$JUeHmIbF=9v+ZT^od1Kh0W`gZ{u@G<+vr9=ce)F)0SDBfAHMR3D^fIc zswdLktTEXjKKUph$1>nw_czA6a#1F3G-C^|vdCtgc9A(;zAh~TtA`m`IG|$?UO;UA z^zJx~N4DdCzwgPXVDc=I+~gf6Hi}wq8<;mck&`LiYG51m+oUe%j^DYpj|NVua=z-H zkIag%1H#*Kyhz2--5b3DH46@;ml!4y%8fi4;4P!DS@Quh_7Zupss>QEo zbnJ5H-{RP=cE6_G?SEY9li*Ejz)49Lev;V7|?oBAv+kam4r7ykHOTE?O0Cr;l1#rE6P`v&VIw_EX zJ>!f*+K7CLflB$k9J4gxJD>U4u8xWvuVA?OYQ8GVxaD&kT9Y_4LN#FHI57JdGSE0O zpaXpXv%RxH?(05|%bzT30=Oo5c!t%p4B2-i;V}0AX98Y3WCL`*}@X4#WoZ%F9bs{ zj0e?gjt6i(sFS(`Fb`Z*v>Z7BnmdgaXo1iOjY_BlO0gwQOCLS_G~zQgy+XL<3mjiM zFOv$yv>U{aK}1Fzy!;`@?hCms`@2J20yt=fW@v&rbiN<~!k4T?;fTjU^(G{)M}#a#?TbZ8C& zcz^>qfCg{{f0zT6=}0$JMrKjMY^VfI;Dj9sjTXoN-}ASOxj=;SB8-9@Y|KV(OgnEh ztmpfy6zrJ(vi~y4+PLkr$Bv_diwm}n(*s;vgGqVBdL#oR00DEn#3tB2eVoS~ge)pp z0xI}NeZ)s4AVPyg$WdGkY_cQMKq}Mdk=3~ljI@jhyUW&+x2V}Ldt$1V6uOTDNzy|H zk+c8;Fv$aO03+}RO<+mG6tplfY$~Y*;>LbS< z#4@J5$H~gX9Na$X13V;%ize^_DDVV+xXLBayD#|1G9ZIB$bbL%Y|b;}4fi}60_ZTQVns7`r}*sBaih-- zST_c^&sdoxUbQDQ)s0mdglXKXpA5~9Ar-oSP&_TEKY#;0AOp4XC2JK?zdI(5sZdPp z(>?7tevHaX3{=3|L^9|;B{&OyfCVOq27PdZdE|me{YNr@g9%s+OoD<@#nc~l&La@Z z{W^k#yP^ik%gdrL7ilg*cSM+sHa+t=4DdABCG!Z#5}B_^7Oqo;bZVL9MmKG5T6#=#*w41AWX_;oPq^Z~_A`$>JJ-3m8~T)zpJ+ zf`k=I9L>~&eb{|Gf-We+NsU>?(;1P~h#(=Y537zk!#OM62*16JT!osG4W2xb*+5g- zl?_&tEYioVr*Are7RcP&C@z)I+4Yi8pk=#3=uNGa*QHoHq`ky-WLiE|-CMCErUOUdix0le z!I^;ZXrl!%nSd488FgW}RRWT0WRk;R?K}b{=mIhj01!X|?IZ#vu>avg9w8mhULNjV z%V0?QBVXN6T+O&Vi{uT@gBp$%9$Btp41(e=o!rW;<QR8Ee2WKXrxwjDp_OyRX1)hLKwgN0s_li2Za zu@$i#1Gs=FXyhXxf_P5YNA6u04pmN`-Y#$gu(<#vKmsBV=z??;QD(nc45T@Vj2=1V zB@u)9OC%*epvY_DSF|9lqUBub0hI zCJ!+QXdp<~PM&9ZcHu{c=d8|WB@k#EMiDW&04M-xByfT^!QRtG-n7&7}beycz2So_B zDBxgEXw;h?!npmo=gelduO7FvNq`(&J_lEEIe*bTFfNypX2XXjl_U1xLb*^30Js1q zn1GF_ZrE5zZb~GcQu5W%OY1mK)5y>A_Kl2wlJ%}6EZ1)na&P(e@-G)`{5I?@??2?k z7&1!7qwP4jQ{610-E3_JPrwRCNURJtVTU+Vu=H#VAMx4^>J498 zeD&11{qVL8@rP~OeOy>aKXK&l-5LkNB4o*^p8r61jshUq@f}atwDf_nu1+1F@eQ8X zy%mVTFwc!}NY41nW&CcyG!1Y_pv_20DmSf)_7Wt<9bhN(qoIH~5CfCYYwqDD4Olisu zx}1RpV-^HM+`?#q^RDuY$o0q=9dO8zk1q@Y04hi84J`*3VJF!z@bzX-nqoipWT*LW zSaz6qb`XFAXjjcOHaQ6X)1J@4Cg2zt9RCDIPz6w}w1onMpYh_3 zg1oQJy`OO?Aaci~GXf}pVoZ4olTw&8`SF~~CT#(W-wX?zv&DBa-%$B#VR@;^e4M8i znXh@8zj@BDx>X6h{F!6b{rS_M;Mjx%xqvJrxUcQ|`fKh2Iyi^7Xp5|920gHP0)}qr zzRGvo;Xh0Bq-UI!EIOXaWN!iA3gUNC{QLKh?u}Y01!}!^yusZ2o)frM=yy2 z1PKx-P?$7Iz~BHw1`I-0YX3n%U>$#TAQFf^y&|}r1v#~#?oi0C4;S)Kdu}gEI7}6*U)Lc@Hr}z;^_+i4XyA#)*@80#@Xnp#No4D58lfN|Svh>G$YL{Kd2= zrIlJ5AZ$n+s1<}pHUF_7r=1GLMW=A^p-(eNz<5vfxhVqLlX1}XGYESYbTut;c4eWe&Y08 zpqC<)oy0j&TrtKOC)y}}ka{es#vzM5azwDj@Wp|m7WHXTDhE|Y6Hmol1{{v)<4Ig~ zVa0`HiXl6fs&Y-n#6DC-(buoTewvxmy&4PHtI4joEYDpD`RtI=N`~aNOk%rjyR@}S znh@S1N!n`ULjQCo0tf_f!Mb6;+vRPlU0{F$c`Hz+0uu0hp1=M8tWbDw`jZhS4A&{p zo_vO(UP1)u>CfRgT|}}#7i0dB=9_!|`9~akJUYmrn|?Z?2-pk4rY;ZFL|zPvnpMn7 z0b9lzn&_j-(K;g*wa;CFW|tB`=*Glau=F0|U4cDzqmVJu^>mL`1OF@4&1%*ew9;x;6X$;I!KicgeE*8O;l$95TLAO zuG>mpQ2*vS+IfmaTv&rFb~m-1RYqz(0*$hckUl8r3KmdU(eUizJSsqMNI>KfkhTUb zXMKh-*rFELkQA*Wajk3865seXQ$Ep@4SlGA!Wt$pkuwS8H5aHK5PARv-^8&?!U;eE z6rdaiD4-H9KtKT5a}hdGu7L@WAVt!&9taXn0u^KkB5~3=jd8F$8AM@1I*7?ldQOBR z+>bftFey%wvXl^sAG%Q1!WRYwc3+U8to9-oqtMVQd*K2V)({PSkg6|7;2{tP6HH+i zi$_3!0v*tDM4>T;c#V196hUK|B0(ldM1qzytw@E?gmE*B*-{t5_O&GWpju<}LD@=U zy#F3Rp#o8Fuw5TvTD z%qXdxVcSfX$XFU$35O0RP+LWi?7KtrOr17g%5zwpOI zDKb#)94aCeH3$KW0a%J|E>9(0Kms2t*#O-Kr29d~NGGe=O$s1}K8e|0T3J)jivKo- zRg>C^V8=7*!KjsAz|0zQnnc(gMvFa@%ru?o)Xk{I6Z?<^QaclxXI7JITI^zxq-a%Y zdey2#0B5zD%b6$$LAtvkLit7$S1evGt*dPZ6NPs~i zd!E7yG18q~S`- zY{t#4H!%a`Fh12t)(xX?wAI|vJQp?OL``DVZRstGfpVLhmJwGB@#AB zg#oQ-O6g4?u~8{jnAqVG|0;$d7V)YOLz%i@s|zAxv1NpI)8lH@s@Wm}(fC0tFH*s5 zSroE!xi!vM8&5RkWOBQ}sa?83={D($qYrSfrFI$s0TNJvnI)ot1O(s)HVBgeCNKgg zjBCqvgAqMsKO*GlpO6^&)k6bjoLn3HG7y2Y3ov=U> z9q)Yu=x+;n^eYj=7fic&X9Tw)vXs^8D69chWH_~`x%$0WCn?pi82_VINz>|yFA3Jp z^_r0=P6XpIS;}6r)|Ph7Yt;CFopJ>B9HZb~1rPuN3eaetGx9bjxR(L;I#>G`aM!`E zN0SS%&bkSLZi#?1aozn45v0N!o&@^SkQ`nRmTaa&JVl(d%YkkH2Hn zB7svnS$Huxre`T|#T01?P|#g7x&UJ$+$dPb6}gg_pevktQ>snk;;p?}BwB+!3P)D* z$VqPU$&bc2Dz~4PZjgfv#MOAhnX4X`69zGS#ODJb0p9eLNAfPmAn#_6(U&eBs$&N} zc+LsiH;9`J%kOO%;>&ara*3L zA9xVJ48TbUb_B$1l*VwK35ACXPG8q4-|~G!^F1Ghm7NUkU`Mpg-|R#e?9BEJT=%Wt zHd)X0_|juU)zx%`kwAebqy@G}SF5of;8n|TDAQMA*KUlJ{p|*>r3M&EnYN$?jyN8a zj3MQ9N&09P0OEl0I9@#wAOYS06Trp=*Z>?E;Fh&ddjFK(K(t=l6okKJj(kW!22x!L z77#@k%z7jnL5yAso*;Rophi59dXS)^ga-k{;0b}lxbdJ2(%|ylAiga?^ogP>Qp6w% z1on|Zqzxg#DPgb-)f5TI5^|5TY)KbHVcwNS`UM$ge9ILk$#68oK6rwXMA??0Apn+B zYCI$5p@tBoT(3!E%lXsjCe z6k;Jd)O=W-n-B~{P$J@l;^IKW0GZnYJVzwi1ktsiW_jQ$dL1c-ohg#tLPlgov>t)L z;u5x<)bw2~V$ChiT8te*7eHZJY>AT~7cdfIG5>N#aL9r`5FV~Eqcvh4L z2{w8O-E1QrisKw10Xc$WIM$D|8Q=mafB}5KaG+i*wvPgM;!HqgNCeKGKoUYt1SHBt zRtkiBw8?Ye+3pP_L0u(HP>@t2iX%Q&C9t4G#v28oK@BpW^POTUwxwMj#Bx|k03ZQR z)fTiQ%VcQNV{p?{4d%A=;z&A4Z*)<&;F=mr;~1(W63~G^@B?t*8n0EOGd^R?jmEF3 zS5J0Hci|*Yh9&`mrfJGi6wrYr&_Nd@U=Q3tIL=E07C=0G0150%L6DaOoF#KO2Ye6! zBN>iF6l6qfr9fp}LbykG>;r_l1s$-LY~lbD>_Fbwrj_XCaa0%t8~_9O=0^}fS_%>;5E5A` z1avaQb$$f#B}8F0PFM!t0{m5ADbRFcPK$!jj)EsiY3Fv@AP(l64*Do~!UhPW=hb-A zdKzJ=EeTaU9uznNJTyZToKLjKXF1X5`Pe5H;%9zxV*wV?d3A|?4ya68BZG2dcd^`> zt|>jy6C8O$G{{0UK>bxghOxwI9w{Ga)PB2fTHS0$@zOX>Fhr8j@>V4P~6JYn=8#6p#TF(7?RtiiFYu9mql* zg}m2#uV)79Hg&iCmPr)&gN{ce#6do zXF=3u&9>#a2E*>Y4#^S{8qN6kNsq; zyPPY!n(I8JCcB<3+Q#V$06`a!qq8B?oo?+u{K5>JqANZu2Mz2!Dyk%D+l?-S!bZf4 z3f81n>cxVCrc$b>=IEVp!kvM~0$5Vys;n#c!#ael$X+TZglxvD?8@?qbApE>T4JKe ztmizCat5tty`|2!F0JyctokhU^{VR1U<9gA20Vsoh#ZqRiF$&K(jG||iV-?cS5`%B zX-sW>1{>C{=}PX(y8qCjHV$P^R-Wa(X*dEwHLh!Drmgp~tMTAKg^I7dhR8ldLmdRr zb2wnX4g>@QEZ+i3{Mv-(1n%q&*hILXr&g?`fV&DlF_O(2nr*Mc@Lw zM(zURsl{6Fo@D-c;TM7h9B3~PNJctQ>vlma^ENMo+M$T3i}a?C0+uZ|)(sHI={!Mk zy2dFFf3Fo^aU6;73asl5$g2~K*K(|{11byzR<7AKmH!%K61Oz(-$X;wVAnpWj`x-8DZf z1MhDbAabU1f=1PGD3b0%l&C`B<3jLbbaJIPUu?)?Dk6(>?qx7GQwKLIOh!nu=^X4P zmsBNNa_eI9Kfh`xI|&+++^_jsjoAi5ZRmj}71e4BP+|Qivzmz%R3FFB>)-hA(D|uiK6<_$qTwhc*r5zyP>#G)F3Xj5Pu= zj0PTr82H0JRO+Qxu;R9W2M;7VPY?&=-c%FkLgjP9B#c&T6y{=V;%clNa|C@omO`@i zCjX&zTHEScJNI1%01hCumwaaW*oIyA#u)17E6-&8SoGx0(X$G+u+33nZ#LQ@c5E_1 zWs>8bGC>r!1s$O6WgE6kZ+2&|^k;*1Xy0@We1NsJB1C{NW64J%Rw7qYEFt$VI8^R0 zXsp8E@kDVVHk&g*PIcs>_CYkN3O+CzO9Vz~wNl5k=3?$RPwd~48*o0BG*h?8KzDT0 z>U7JvM8?LI_J&-4X30$+c7ttrZ)W`PHq@LD2g99IsenB zZzoj0thtCAP>R-sYH!fwzB9;%^X6)lJqyIs(TSWxF6hKKj%N%>)VR*x_@u9*j(Z{I z$#q^!*^WEjo0_s`7I|5`+^;>W_By$eKY7|#C^?ceeK!JHctScN4?n@pB*kZgsdyT!!Lxj zRj#%mRe~i3H9>&5NDTT+n7F2*c()^N=c=sKnUJJsy2MnvrQ8!Bk! z?e(ZvV|9%N48$fB!U7zndU}a@oJPDdv#VzdduPA;7Sq#B(?BEODOyMZh5v#GTHH7I zYWA>md@{!=uuJ@ygE`E{JZL)`4b;5N=YX^KEBxfIe>8VQ44t-X>LDX;?v0)RV;f%) zFauwb1Yr=wF2ubbxQ8Ev3)(MDuzOB4(4;oUgA09%ANQhz4ubo;>FB$q*8--dlXi(^JN;yt9!b@+_=GH-#%CZ1>z6_1O^Tq2nDW?I8mZQ7(jqf)VPsjM~OKU z7!Wy9q=E$}QKnS6G9@^cFJZ=%xqwrcmn~X^(aDJuIG;Sl=)^g5Web-m{rMw$@|Qmy zOH@HFXaCQiLB9+jAc_znOMv)* z0i#Fj);C7d~`|qX&~{j)t$kXd0u#gru-i@|8~{aMXqZ5O`tCz4KhI`pOQ*V4tVyU2iMqZ_$1H0smN zCIz)s4^QnZEhNFR5JSKGgV9AX;L66QZ0OQ7j1vo^k=A38O;$(7dTh3_A1f15*=eb* z7TEzvvn>iFAc`$Zi&mo&2-t|r?OWi=bj~3tz>IP=jL0-|O&}Jsfd)a>{4=6B;e%+p ziR|2n(MJ4f=Fb&?fC36U|6R{ej1*Or1||l0G=ctJ6$~c<2jt1Eyk^zQ)BPMwY1B@; ziWMpXjO8rjm_nQ><e3MlB;ehU?)oSmuB$i7n;S$8YP^qhB2t1gC3eLyY3=Y zX_Sx_Ui#^m+EME3vHy|kA*t`)d#1Oh;cHLI zdbq(6e(tU)Z@u}}Hz?#F0245v0Pcl31^;%$38|3Wc_zjue(Zttz<|N?Si>?)3s|R@z`TlfunG(D4#O7{s?H`e(Sh$i1H`f6`+k@g2v3Mf`1VDUY;|CL(v5#gfOnq4@4dnO{ z4fDY-P7bjF6g;8EgIs5S{VUY}FaiUL0D%b;=$rz!c7c0==S~>JoaP#_5A&>m24V9D zKO|8>H+AG)iZTHQJEFl7T#^ZONPtO1n3w{&C1`T-*rpI;tJVdkK(YG}QGWP4u;gb! zpxNQh7T_XSCMAe5%-Zv^_>xWGME?xDLZT_*GEA}{4OhW*CTOHcMQK{`nboxBV754d zC^W+#(Xas+#Yl&RQKunU!bsSn(TwtW0$&iR6G0To4?5k+5o4SP+zy42?|g>_P?*3c z8Q{6m+zXS0v?K=gR1i;?U_ARsW7!6a1ys)X`Rnio~xsHKT1CQ4+wOIcRs zsEAqJQf30A6Q6b}DWody^nUD25`~7jK*N+0J@z8$ zBIvtM#BO$_rV8$IugYDnrsrOuMn{Y*fBvOI9PQeL@Fc_sU^Cx78AXFI_7^;Qiblb{ z`N+Th*AoFw4nv@@g8>Y{0F8LTf=?1q#R~FHj(v}4H9}euUor%j%mIHB=~jY81EUlU zZHF6D;z*a6)TGTpAzVSsVwQ3)1&ZzqOGMini6MqRRLW9%43#7cW-YOvNo^-YWz85@ zS-Z|+aEsJrW0n+&K^YcaQs-r+T{*j`u=ZrM++AsJ`-)&zqa7& zHA+HZ`-O*QasNOA@=T7;J-BCkV9-Yc6hHx45Cfu7l7R3v8j~EH@MsNQYK5C11RW$8 zlJtI_`89R$8pKeNL++-Cl70RevCbyl&7%W4}+Ni+xmXRLyCl;Wto@fq2+N8Kd zP7XW9fk&APD(){81mcoo2w};ZgB&!23yA9LMe=O{1&A;x07r>P1R&~3OM2rQ*Hco& z$f(O2!~__X>_tlu>b{e@=1izoUR#)I=JM4F zvUh!MdjFv-)s#p?osp&9nZ>AL=|5`v)3qIY-Dgb!A2^Oau}%@R^MmVZvq9LJp&sq% zNfymWXCubE8a)w=4#sIaMcQM75nPP!|9(k$xyUGsQ<(3ISNQY`0t*^2v=Q)#B#94S z_{5{t{0zUO2=I@8`-eaTh1e|w7$5+L&GKeWL>?sOHqR+)MW>EzDN1hvMlUgV?pTm* ztFl3=eugJl4OldA_X=b7YHu={&gp6)+qldFQP5^QM*#E&2pnxrF0CN`M(o5)`7|QV z7{vy9U^S$J2Kb8!;Nki@E3N9pp8(*nZVDz4U;sWq?IdaaDyY=Rul^d3wEC&NOh9o6 zg8v_KK;ejx{xq)AD$NA+BnQBz5ukwK`0uhPB+)h_8;-6a?#Y~aJ(q@kkW zZL|oZ#y+LbTHAoBrvrVCZvR!T<)qfHL3$221>;u>LfzP&Ntj za)7MTu+-A(7)xvnHA)OcKWt;cfv6&<}hmv@rkl=s46i>9_$m9`W&54j=$RfFa6+BM52wl7ex{BmepW zD73r-Zg7Bua=?L_0UlT*3Rj@BXh6_BhXD@21vr5gSt2AzVzIig7wu2s9AbO0DBG2(2DZ4P%nh)-VPOq7lM~vYL?zcIz|7A{`5Z5C;PsI>c0#LJ(!59m}E; z01+*=@g;VQGlUXJz@eG8YAW*)>1Hnyxw0#}auTyLEQy2x0>B3RQI9-A@aT&mqpu-0 z48$Pqj`XPTVz3!JK|Mr^gP7n04ok%>gd=0Za}-Me1Z%Kz0RI?81SpLpPqHyxvQAXe z2fIlOt56L~fS(Ri|D^FG@vkn`ZYPtX5gH*InzA$2QAB>rMri6PkWwXD6aOZZGAxqp z$D(pGmP~qD1t^OME5*{ww$dws^DFPMH;EHN$WjCtVl^fr!Y~O38O2I?aDx)=;N+6R z7{wFVE92zv!}{oR2tWZ`02~1GB@|6CZ}9>GX9Uzvuws%jY0@#_^D;{^vt+UgU2?w0 zsu{#-GaoPiz^M`P&p#Q*cg9mHpOVQK5Hx7$m4pidfoPT((WMTQB~FtiuHxkog8=rh zY5uUvc(XXY>o1D*qX*qrKi^r zwGjuEP`%Pn*EL?vVzF$12McaGT~VSWRUy}}Qq@BlZ&XtmPXF*c)c{zG#TI}sfK)IQ z;64PiQi6h4dcs$tY*<`i0U#g%K44aBl~!+cGn+AtGP5K@R*W*US&d^LRaRF6v`ovi zSp^d{6O`uM)Guli=46vi6XWz^0xqLLbobTkC$$2TxCKhbki(|$Wn;tDvUDcBGhI8 z74=eAE73p|N*6d!H-H0J0!E`=wR7RfuhLjo@vby$L+vE%q><<#3>v{z>7tmVj6)Ju zanrOaMmSCDLl;%jNu76v@vkJuR3-Co&YCd?Mj(-*fd*KZdzW=t%U2}AYb0Kv4m@Y_ zP~re+7DwpRaeYmGR{}z+f&kt^E%>6kOfF&lBmWFqO$=s03R1);Voc={gydM$9|(a# zI-`|@XG5hbi4i!9C_oDcxPXN-_u4psSGSxtZVC%eM&DB=moWq?xFj$0n+$|guEL0~ zf~Ii^L;>IQ< z9Z95qV`48%Zb3A3S61j%oeNlw26|)}CT3uNWkqLgrhReKlk8sFS9;x)LtB=b9=^!!ypR~b};T^G??{yUAU7E*Gk2dg_jkc_(Z+- z7M*$6QvnkK4!~Aic_;}`)~eWv?+|EZLjM9RB%e1RVNYNNBmiQM#~5sxY;)O)HwIJe z0)-kx2kM{>2;mo+VjzD(2Tm2ofLU2^MVN)>bD24+jyai?b~sNub+LtkD~=|^&?Pm< z2B^6tW%8O$vIO*G0%C#z{NeyyB%enPTXdL{<++o&x8vlw0-Cj08$oaxE~!PJ0(y9H zTY>;aS=Mmmril86dWQ3C=;u_TT>qjij^|ZP%0)yDC8n4`_(DOdm;l7U72x6B-kDES zHYt9=80z4oL3)V3>nbd_rLPN)Ra%)@+OUzXeye!omXM1YBBrq!Q~&rzYuZV3Iv7)! zr$=A_mf`@!APW#9o09spU6!e-TK`$Cl#`LV0?PE0vAQKvESzhEjR`}!=nz4~IuIGO zjhN*!~vWl|b> z+I)%hB@h;h!(g`0!WJ(8wNYEOsoI>m7q%um18~?tqZN8hTj zZ!`zC`M^t6B|PPE1q1vb{In&!sm+;8FT8vW$d5__S~H}}U53yla4MEul#txSKZK}S zGp=LVh>mAPSm;F_8>o)Ey6Zrrd7PvD`l8zq(@id-U#o-hLIO_kEPS@4*V~!sJj=0& z%B}p$=@{0nYsKk}p$MtF+DKPIZg;0IHbA zIvgz0bTnZ5&O15JBiwnd8qf_O0Za}8_@i-gyD&_;O;wY`e>4UR+Zs zTA)efwd&&3QQdVkz5lN}ov(lVqJv%cE<2T;gHX**TyyCNpEC}HQs6qmQ*L9Ycr*oGu50h4-*V524Gq-ndA&&$EKv^LV z&M%jn0|Q&K-P^T&or7M_iQcMDAl#8R4}UU8(!Hme+%t5$#1{ZtjYvR-CdQua;1lFi z_yR8~!4<&46H@ZCGz6z* zmz6IEKo>(FFk_Y_R^9(F4#2^SepxTPs$2hg`TVpm+}o|%co85S(HKXDy2kE4cut~s zd`Aa>mf>~66_Vn`b>f2)KFN8;Q*a!kH~s7x2OPS)AU?egg24HYo9#tJ5n(9qA6leJ z=OC~%7-?XU~t~nN%d;bnTy!i1h35izAS|@^n6DqER zuzr97pL8PH$57&=0Rrn2s0y|J z?vzp(PF&!SM;?hl!w6aNcj-z69dzjeBW<)ps%lBdTmlv@WYGWz$vS|10!Zc22O0%c zqKPL0H3CXn9orU+dbYrco;H#-C7rnOCgzS;!a1g!e2SrDlfMXA1f{g1R{s6GP*oEE_|vdb8)d+XE$N(=vUxJAr(6)X>s4H|adM_@ z)N(dk3*?&ni@A~+b6L7!Mal2i(6-jvTsvmN*}{f_wLq8CK6sdGC!9rgHhgnZ2f_KS zRg>Oh!zn4r5}&->S%72CdFL^1-0{aBW4DROo}Z37qf%53TulWb0Q0dr_cl_198t}m z>{zRs5~d1}Ac3oC@tIz7DlN_80zJ2MfPcFdbu>a!pE#fb{HfZmZ+^mhBLNkcCMN%z zW1lI8-=>M-3Ow-Wm6zLhp$lc;twC7$afk5>I02Hssb=wi=k%|4fg>A%F&k;@mK!?F zg=_;P+ifg%xzzneYZ9!W1x*7w(Txr}rn{gAKS(kL9AGQ4lbuUuz=;PefI|Yf0PqlS zJ>4a*B@Xgg4cEda`4!D2Eb5)|zybl7DIg0uD2j?!zbk`u{d{0k3lUXB9aI}`tENWA;hyqw-$bvO1PpHYpz1$)J3k0%ZgPT^4 zms6{V|oEAv&PcX_Qco4uWl_YOfQ!5He5@4K-#;BmWnVV|pRUCJDMK*x3jXl*8 zglUG+ZBCLK;NaLVI`S`^I|ULpx#UJ*b}?}4!Xuh0VGO_sMu2Bxok#y0H7|p;$rw8V z4a0N@$bm)@Ef~egD9eggi!rpJn0P359N`3sx`d)>t*c$tqEbCca#_Af$w&v_6Iv3* zC@8t*aq>DImg+{G^IF(z;(|rK4NOkGAsZ)#x>*qoOziJ4Azod70cic2=uVWvI~hBZ@imz#Dpn9lXQ3%T*tq?%Fx$!P|B*2OD=mtXD zJWHDz$jovUtT$;p%w|{Xtt9C{OKLplzSxK-FeT=+{HwzZTw(tV%3LN05bBqOFKn1? zW~)qXswe%V6-T?NiGdEhX`qS&fM3e-w6tl{3^s5a@S@d5SLLpae?wiiUgxcG#R*++ z4CJ!9mqs$KlZ}MepZNqJAuCbNaAHJEG~p|$^h4wf@(9^$p-BoeSWFAT6`8fOQn~6{7+j%x~ zUwA7E6{S1mAWOP5Io2^mdwi20PkPgxj5K*>RO9b#ltrz)p>iJCy#;thkX2ql3#5R! zN+9<$<&zg|>tz`HZMK@YEu$;!Y@|j5N&>Gz7@vfMXMg_~gD(IplVtM;p8{LL1eLM=W>H&Z zE`h)TBo<0i=j3IlKD2mF@Y^-n*V$zQO_xh+ul&K8G1IK3HPfYESH}jKNc9uDV)`!5 zv;Z>eSjTN8lNT`rRJ3&)&)15LutgWMWb_+tx2;7s!C*0Aj!SA?FKh3htEJNK-o$l% zOmCqpJ!1sG_n&42sGbdtd5Cn$%U}kx#{uWjE;m@Y|57F_N$S>uBuy|SfTXomv!_DJ zNjsTE=g~k+tjPIgZDl$SsA&vx381Hm#cHPRi<4y#|);T*u@UP&-eYAQHo-8aU#VzqGV=SJER2D4HaJF84|;ZMzPg;BsORI4f4!pnPZIDnc$)5h;sJk# z_b>N_cxLlBU4%kr(gItOc4y>1Z1-8W7f?&38;5sU=_hz^bbDqcCY*s>Wn(@BCMAqk zYRe z7^i_{C?!aEd{hE=!~=X+RY>g8ZOsNRXwrgpxK2LzIK81QgJA(Pu!6saSviO?BZe^F z6o6`>fw%z^Cje{rML>Z@dvPdn!{>o)f?7RiP_SWzLf3>y@Ptt4P*Rv(qsWR~n1yf{ z9Gb&XUKl2RHaP-UuJya2Oe}pK%oJMr}0>up*Y~+3VpOX z5JP@*!cN&YFYLl+6$lmxhcKW)aS{JE89|b9{3lAxVr<#g76BzwgrI!+#YO*9FUF^d zZ;@zu2Z|sBb*;E=rPwiw0FVJGkOLWzm>`gCrHb>$j|&+dN=P147bubhi&dl(hW2Y4$gj zU8x)nIUZd2UFbHE1!I1)k&yxTH88=EY=bU#MqwRj0VBh02*Z-m;&BMp5>hZgJ0fc+ z_EX zsT}*$eiEdGUTINP868;3ngeNcTRDZODVxBtkBlOgP^M~RnH)0JdT>%tbs=)Ps1t3; zBocUg#3*ru6iBbZH!SHW@AP=j=$mA-BgCA4%7m7>g<0{aYUid|6{maY zGN9A4T(+l;5!W#AbZ#3Eo`iNq?|2sFlbv4zPtZ48$60zF=XR+9Pse41jB#hh*>;R_ znE<0@!F6r$G8ghzd)oi!D0BxV_n0v1=qM10pV8%n@+qXRxdGZ`pFfJEyn#@R0+!yP zKfA<6`BFSG6^3P#c#!x~@U;#}GENb=do;3u{K+NKrj4+*nLAfDb0J92^0mr%3?b9q-j&e<@pWrkWJnpO8rNqSe# zA*7WGS4A31R4A#E3SALNi!_3EmB3gKBPLR?NS}d#Y?>1Q@J>lGnRl^1pyFc1D>|D*08MQ%J>iUvdE@b_QU4QI3kKly^t~irAuT!eN*=Z5UP- z3$$^_geQ;6DCGavCV)8?g|s=KyYhiH$DD+#mF#~tDlXXC0)fhPSbufr`7B$OwY^J9I z8z#n8Q*QrTK`ywm;mSV^XsaFt6HS}6s57(x*$0`cxtqJWm>ZCNpa_fL1eiKkl^e86 z>m6qWW^fjzewe4kc4c2DFt))a=(#V_Qa=xJ{ga zmX)=)`h=_QwPIR%=;*n^?S=mGWRlPCB`hSfLnht8Na4rV9OlC^-O&0 zf%pFRSxNqTzAvZU)s zvB@_;mzX9Cz^W%nepxyL;PA2#d@c&As)Uk0OMwwty9U!wToC-50QPR-IW=T))tz@AEBlY%wnNyIh4xD>72hs`Tz$|LgwtA-jm2NOBN~>J^@2d$qOcUIzNs|FU3W$ zld%u*@IKhHCqD%^K(k?Pj)+KK^2_jCLC*09>CDON`~VK% z0309%9RNc=LrafK?~MCUeom2Oi+0N0zLifqFOma$1X%B@lwQlreomQkdy^c)9;&Rd0*K z1nN>LNt8e6N6w@_FsC@`Th2_4F+eTUoBRh%`~X3a4tTK-so+GI-HJ|4n`c=Y{8V*O zNurxYW;`WewAz7SQM;t|(rv*miimLE1Y)d*kr=Bdk>fycOROhkS&=#+rd(5LqGA<_ zKcO|*Ci+dP5!kYtMgn!swS36Qbz+MR-lhdGE!#(pIk;uVnE7O);O5Jwy--LH)SI2e ze=rF8TL=4~x8UFp1fkLHy>wXk9fs=A4K!JDQoE&LX93MNv)vLFphm}e7&*wmfqaE; z(J%X4q60p=3iI8K=9tM?f~f<-QM}PQ;dP57pu_mJxjGhQZH;AEC6fQ=OpURV-%?J? zYclI6c^a9Q0Cd+_%w^nY-2ObKnt3=kSyl7w-*uwd@_oPb9aj{^00i&=gs|TQvgD^N z2II@(VRFxCS>R)#H4u~FY8QbFPLjX-VP;r%8s(f<=)tt5aQG})JUTH`axl(ho}GiZ zB!0MK0_Ny6)&iNuK2s z)8tNGzff)g?)(7loDElg0RHyrOQ=8EW60U^tCQ7UC#1Wt{3Hmy0S!}mDH#}-4Q2!| zGKx5l?$SrWU2D%H57bGK$3xGsU=q*d3a$ILew+U}1-+(0K>>k`LGJ~3dp$2PUL_f$MI zkxyoeS!bxC2yH=!8k8_tv6t?{G0mc8^|yI9t^z+E_I~e~3*|*>)K>lrOS1qX1g}0n zX{t*l7urBp>b3}Uw+arc1YH>dR)0im;k4r&c7eu{Zb<3fp+F&QnQlaE zv2n>IlgngdHVtd-*Zkl=Req4{eJ*dOmg&LnGB#H#O7{OX>)g5LHY(S~1$~~*^vwa^ zLC?AQ?f`Y*56O@Kna?vv`uOC#8`A7XY*b-~p;59fPbUA=)dN%U>148qIFubXOc!eEM;3R*fj~oCELiazb@Fjw=clTYQ|m|Gm|` zqlSt&8|;1IPQ1SLiFYrYoo{tOAN2Wd`S6ehuD=5Yz#;@E{&0HoxnaJpfn|7SCg&z| ztLt`Up6Dj)7N6A+}ZQc6L(!IWJ_|x2GTPQiUA5P z+fy-OTCfF&bZQ;kRj=;Gio4EK2{VH)AkdX200Ol?D{VoMv_?+ZIzByEG4Jw(FFBRQ zo-}yQmrg~KwP2wj-i#a3a`FjvZ;MJmk9PN*lV^NzYZK0xp?i1Mtu7jlzM;}r-f!~D!=WxBW^+tJKX;aFu@WNal}6U(8Gxh7;xYK1Qd`UfyyxR za7G$y>`RJY2+?r?9JBj{BmxxFs5Pfzvx}jw7MQOgnr_RDHz>2hZ7Q7zB5o#yjLWH@ zgRZmDrSL8+%BR^PO41=O$D-+_CBH;-0RR$eX$C?nIl%(5_&aE>psF*ItTkVHZ7VmC zN|Pv{)*5cAU;MKwD;=&3YeNpx+o(^O4t0q^x?<9>P(Zz6vO@UQ^AuE6Q&kAW!AKM_ zj>Akuk%0qfC7?2aGE;R|UTZudpYiIA%0&CS(#Ntp{ z5&4l{43T^Oa?N`G5l!ka<;ID>wc0 zv|aioBq?zGb)+*xo@oXhuHFA_AITP;GSUtY5_PY*4#F=#>d+R6fQ@q2I_Khwi+9=B zOij=_u!D>J%Qfk;8uiKRwUDlh?WPKEtBi3)hs7Hjnz;1LMX+$cEQB0>?n&wjae1Fo zuq7+guRqnx6^3&I+??lN7P=OZ?tcr!Sx$CF6DhcY5XYkw)O12S+hq$Yt~eUgL}ft& z&A>TsDVKESqLCR~FLe?bVXy3?9r}T)1+mGON2WulQ9TPM_2Qw8u(UClz=V3I!&AM4 z_9+Z0t!FK{GJV#^Pfz<5Uhl@|k4i_!FOf@kb&3!PXNS(!K*(FRLXiRAK>W&MUrbQ0s$3N~)S~RhM zAa_+rVRGzo9wFRvUh+s?&Zs$U`pgb1R7JAArixY*i=12nKJJ-iHuy{@&fpcVN~AI> zQfU-#T#*%5^hpXD>L-o9=aiV3F>29N-zrtpl)1>}iXbE=MahCpWwMc(9wq6n2obE- zvBg*vtV3^h_nrUY6vs+cT8MHQ`WfY5WQLjiWqV5L7jVICdEGJ4;O3brH1W@#8{*Uq zp0&Vzw#}IC49ylRp@WL-)D`RKNba=ti>Y{NrX1V#>&xz{x5|B@|R) zjd`V#Xj>fjlf?N+m^!h~QYm#Fwz0E;4}q6_jCaQS@hL6mYSsc+=|r$PwO)9k9C&7! zxXwn?og*nt3vzVQ#Ommz>^trR7oc3_E(Ax&O$d(siaNjsc7TH|Y-t&#rsA zz-X6^-2HBiy}KO^S9FJK6$pQPLND93p43vE7muYNMU0nJ zr=>#1vB^QInpX470LvI;y)cqO7EM6T(r0wju%tqSPv^HU}t>`kOd}Z5a$TPkDa@2tvNr!|bIiai< znX4;VVgQ?)95%JI*w=LbWoSN$bAl>Y0?#P1Ufj-O#O4{ugeb($K7Yv_+9mB5s`UTT zoZVD0?SU*!_~zc9r|t2xyTrL876^!U=IpdTcds6$01x7ja=hnV?|avK99X^(m&07} zjO!A`=1C-eVcaH9*&2r{fo2bBD%3_5EoT?l?nqxgj8z73fM;pxJrU;R%{}N2=rZ0$c$sm6{%ncISKXjb8@8H#+cf4E*4o zpE1q8b5DsQ(|}{=^@KQWYYSk_(z~-J;T`Cx5or!5R*ld4g;GF4N)#^bN3?%J%!KuA z7WVssdLard>q_I@2JBB~oftL@*`E5r5yTRR9I-Cd*_n%74yEgygJ3b4< zyW~TSLqy9>O)4CFv(BEt_n!vSlk0pYEb06Hq7H(pt{k%5;PI#a2WKQ#?fr zOvN%>#c^CmJpv(Ll(lkl2yhTb&hQDwkpRX+3ZVO>BcVs~n~OpGI)KAONOUsd>4>|S zsVVzLf3y)!xvU`y5=wNlUkC#7f~FGyt=^N9B#E=Nf-H8lk#aOg<3q=UV7`zPJfB%9 zDAYn0B!G;pqF)rc@k$7X8=2;)9M&*A;W42~sJ<^5s`Fbf(^2uOuGSej2^0w#EI7r~>DumGs|V5AOB75-sAC7Qd5d{1E0JWBB} zpTQDWaJ!ZmQVFO72K*HP85Y)&z~+3=y*SXk`vNMhQY*buE5$o9P`-48QX4y|V1c0J zG92hs3F*8=#Pp#i11%HkLrTfVi(D<2aEfSxj}fJhow|_vg2r(PBdv_jhub4QIYwww zIH4Jc6M%`f(U9BvkK8i4W>Yc#Y>7I!Bv~ zEaRzhRdDCGe% zFjaRw)dk&B4eU~NC9DQCI|3aFuVWCQqE4df33G|ZgxG*PjEEwGs-p0|{|OU9!O(~3 z%yU6j%`}fq!KXOuE?oPbeJQqsiMX#~tknw5#G*}t0M~IjhGBf|Lv{aQ{s2y=J4*N^%iXdboTe{NOkDA$< zt=TfTSyiN4lA5kYVT*j_5L+D>?IR)Rm=5~u(+ne4lIW%us+{W>rK$Z+V$u$Y6`ZM? zJwRnG4pGc}YpruJGx5z(tafbDE>&SyBc94|(xLn_HwB z^$=FO$*fJ@71E+Z6gwnLnmTaU;`Kn_4c>Rn+f=#;t{aykYxS8}_RMDp(Qab;S!e5H{uMFwP)$@n-wcosaU-&gu`JGo)Jx&d7 zMF~y`@x2)?2?PJz0J##u7vvQUJtN6oSOZg*_rZvP6tI#C6jCZw@{}W5=IFECYhnhh9OxG8loQrMu~%Epx|H^_AL~s4dB9g90qnZ#GWE25VXM!; zHL|-%o`~KXu8A-yV;92VMJ1*zRuxNqpiU)(I#5#nw6+pcE(w4M~TDDRy$m9R{&DmDAUq4o-otj0vNa3=0;_XyHV~W9{r76vD*kFF) z=gco-q-0JbrTEI^RAJ7JTicbDfSrND`fP!-4TA~|%`l+Q0If}GE8Si;omY-!TaIU2 z#^pTD0T8BN5pL%P)ii%yQJy-XqYWdjpa^W{jOu;X9&?aO3`PQ*r|cBqIAuXghUm1? zj-~B3Z?1?2e7hgHh+xrAkFKk2{ml&lRek;|Se9p%j^|t^1AAWL`aNlNg^x;sWY{Q; z%_JsFI#kmM8+V%{%yUGBhDq$yq|YQOx=`b(>L^aRXzzlM)e$t|Xq^pk1)88j63gfl zi`8M#vu+(-nfAhzUTOcbo@HIWXI>8LdiAEpsicR6 z2oQEAsu_*u9WF-n`z~$137-+PXQQ@{4uh{AnmbZiwlvF={bIG=l~?Y9vfk{ohUt91 z?7UoFlz_!z?8$REYQ4w?(~7xt!E4Gv!DUX0q6&)Hle2GJ8&djf!qPQrMiq2rvEtAX zK|`}U;$67)nL2<#osc#wbZyYa>=@AO%_i&4-rMJ9Rncz4@cY5)GYe;h3xSAXqa!lI zd`*1RUxowVStGBGRH`rGPUo)E_7iGo`m^9rG30o=-wSS;5ThRn4T5c*i%@LRaIS*B zZnwzn>89>3*k%7FM(_efZ$oN9(1K<%)tDJP@XlzC-u_PbUKdD4ZGomeLS%@f>u^x9 zB-c{dj58MNKpun$&5GEW68k+YO71MNE&|XI`>eLVgz%eD@C8?CE@*JHesCaXMK6i8 zikq*frDy_~2sS<)20@7LR+TkOo4n{IfZRhdh9 zumG`G_OQ9W3;o1x=M`1A_F2aEmecltFVyrl$i&OOenuU}tMzdwGJ;;e60clz!IYH% zsANxZVjsMHYHciHLpk%@&4et8Pxz90|n4n6p;QA#Yeo@VrFK>o%woYd6%ckzD6XxKEj!%_}iHVf25yYC!8Su&o8kz`t z%i=)Nyw8%iBZNi22t3~aIX3(U4Sc~Te6*DMQ7VdWS0B%f_J}445$mM7=b0+Rr1Y7H zH=OsH2rs%$(=(#g`&*6B;#fRY(as0oOs_HiqH$w6SA@W%*0G*$RaqS3Oy?4`^YEF# zm3=5>`6YON_>X`2pMUtL0^2wIJ=6$ik+6f~NcM(zfLI`KpcF!c77!3fpoOc0Qe6K@ zkg(uai-8s|V$7&~_j2FYn|Y`rZe*RK5;TvnDXW{3$>Nhhb1VQA+L zDN}No+U z6;2`E)j~D{g49BAl`v=^PDpu3B4q&M8FBIto79b5B1h4dn5Xa(M#PbG$Bn9$;1;*Ik|WoxEn3RVx;RT zH;_{XDhn@0aB0UC0a6S|h;|ZvD#0&e!9^Rj`(AiL3#AUMt-TLJoS&`o<(lQL5o4SY zunQoFW`jtvDbsBW*-F>)lKb-%dc3d=Ud^&`s3arcG%{ok7QE=OfTdz0aG+d6sEsT&DM{zWCw>AHcT~kIlg7~nWjY_*A zY-S<5aAsx+RJgtg!KQfQqmvHO*I?5pcIn;jMj1G2qAk^b2uW~wxnaz0m7J7GQODfV zlDN0M%Y`AjjDRx;peuxPB$?JfQ~G@4Hc3{AXRA+TJoej@emd%gC6)uP+|Ro4vQQai zCV|T4Yz&Q+2;^*Y+IQ4!=Q8^J@SjuKq_c3uEvhpMz)y^d^e6hUE;U9YpG7Rdv7!V> zdJJ^j1S^O=?|qLj;TxX?0aZAK5Je0kR90wc_m+e#L^LN{$;|X+qx{)R3@~huO;$7< z12GS4n<-7+Qu8eC&7cyIn;=bQz#y1(Fo{Y`A_g-km<|6fu}?>eiADsKlDiCQhcC?7 zXAGscoe}3;>JeA&N+Lh((S&hmq@V<&=*BnNtBForg6iOCM@Ll(WBoy(Mu6g>(f|%! z#qk+mghRfBl*x;HgcwjZ7ZGiVD{-5-BPA>O9yy{;2%4;;B|9mjJU$GO#p@wcCiIrz zBuY`Bq2OMG)5eSyWr(W-io*0XmJ`SfR#M4~En~6}Ty}0@3iBi}i%Azuf=!b`;G{8| zNgWY#aRJ3a;iS%$sGhuQkx6mh1Y`Nih)v5N0}}|+kX8{3oB(NN+1JuCQnhiOrB&W> zCOzvZl8GrZpZeSl7Tyf`)v-A0zBOUtzml1_l7 zWd>54q-v}M!t8)bBIyArNlR)GeDX7;D)pyHTPh-lLTp4w`eRHM2F7#|vPubgTLsm4 z#j#1`qGDRVh{T$Q(XTSB?meXwW>={{mzjq0NXU zPi@b)i1-$>u1-#`Qq@4>N)T%;Y+<32D^V0?oxg&XiGSHEY5N-5)1GN-3sKPF0Hn&Z z^6g8)v1{qF=oE==ZFjFC3R^Av*0&f$3UL2nsuad2CDbCfbb2LiN==*Gzs^ub^h4Ip zT+1LvEp}G7fo;arnB6aNXDxFDZe@=ulihtZQ|Yk)=T`OH_l|7>CWr!a`FbDtzE^#; zT8K5#q$n|Xt}Dfh?bsTs#OvmEV5dpQ(yY^)wq7Ki?qpIO7Q&>};5Wk=lP`ViyVCn= z7`3466Y>%|NYcy=bTWZcjZBCK%j9=%5Iwz=wILPbbu!ld~ zB_V@$#32$H;BKf&vC71h7!iYhS0@3UCh@l1mDHeQwmGW|MT7`-WX!e3D$ztpwB!GG)$C^y$rlJ`*5ncL34}EN8LDjlVquGuLjt#i z02{zfpUa2ap6>6Bl}k>#Op9?eVF(3D^4DD`VE?jU!p_DO_;&mO)C_>EEAE^nqyq$a7`d+{UL?GyDTN~Q~ z(YCht4M$T-Ai6DS@-@Z!9#pRm;-j@B~1=vvG)^Y0&Uq|hTNWbg$pYS;SvAfNPh()hk765l6#E{Lv z7(z5k+dFSMf1lmuFsHdi*zWm5#^lN{`srH`wG%PgS+;g>v8>7WDu0o)coy2RQ75U? zR9R;sZe=_tRJ?#RHA)QY5XiG4!X^h&c>#wzJ@q+a_Oquw=A|cn^|7ZGtVIrRVgNTG z^X(o4nV(jLvb}bU@yP!$j8_7arA!M5(e77G=oc0+NU8Gv9L^&ISES8m{KjxF-+(k! zXvh$;Tw3>e-u1Oy_Hp0L)tm!P&m^@Ti)2HNmj61JkF zG|JAo2;oQsd)d!sj2~?^4hYuPvIwCTx)(t-N7huLcMJ(8?$D1|N8$w@-K?R3=){Ta zB5~x%+DOK;bfXV`#^z04EsovF!N579V>+s1IvN@f$RY)jqoWXFVRhh7q!{RM6cQ<- z9!;UF*hE)xjnX8IMJb{v9$Y@4ziH)No+DSfA@s9Qe3|=NBWW?nTzg(k(}hJCFr|nRsY&%44wR^gPUwB^7LxRsOsJqd66f}G zD6_SObz}-5c*QtLOUuO1m0Ast?MrI_=tGLrkQQm0+S8FHsX9vN2v8_wz92OAi~Y&f ztRSXNq7lGAL^`cST(AmTafL*vl_}xgM9fo{s_CM(6q~jwI=*R~(q%cd3TvRnaYg^B zqvYx8Z0gShl|xuds1ymcXbbNBNKt0!B?=0LF>0%>sR$tHqn=}=*5?V>>aC)Xsmw@P zK1Tym>43awui&GV~>%v>KD6$||jjD89{#ug=o(9q77b z28PYwdvYOVY(P2@-f55p3T>hbGL5vlD=|#~2E=N$+5ntht8vl_pEP2phLRU<2LhTP z%nU`fT%r_Mz`-C1S1`nby=%i#QoPRVqgpG7x>;@-=n{SCx?Exa4#`oW1^@^j$PsE% z!IPA{MzA_;%65;uCaDjk9Q_k zI<4ozZtTjg>`EvN*ed}%fCDUm0U$u@u1D%lTov-F?-DQdz3%KHFY?wdoHD=zJOC%` zLnnH%0&p@az&W zoGJhVh_Cr7Fa+1d>T>W0gRu2!?gV>p1#iFwXK?<8aQ1lc3cGL!OE3w;t_f>f3UBZW zCq=N4j(D+ZMeUfb@=g6s7*-q||Kacv`xOIBKn0k93=ePtD*ypxuq@m#68lDsj!kve zpL>$wWUWkW@g3DL$x)$&sSKYLqcKS-F%vs6^3t#rH$e1OaT=Ed@M6qxN!T>X#qeD! zMi8-+O3882@gURF8aHtp%dQDPvFIK^>6$JfZ-gC#6R0Z0ak>AMgq^X;y2gbRC?tEb zB^fdzCvpKZfIuKX?>_P;d&KZc3K2t%CCiIjn3qwV*HBn1AwvQ)6uWRdY|uoY@3UKk(qHRlx@`|>Z7vM_5K0T?qjZ$zcE zuX{w~JnarFbD_()3`Nw^MCb|sO*8L_b3Ky}FK;t9Gp|LIu03lE)~<^Rej`ZlOXm#JNdsVY49)4)s<^S~*!KX=O$S zwNaZu4$L%Lrxsn?^@1+(Tfemkh`?NfL_h!lA^8Le9svIUEC2ui0Ja3C0*3$q08{}5 zIRgYH4h|>|0TB-p4iFI*6Ac3tI205V6cia56cq;*CKnY0Sr;7w7!wp26xJy zCjg-*J$fn(CM!oOD=AVdBz-J42`)!4E(feHJ_|A`n==cxGeMp;LB=^px;#NWK0ZT2 zIa5LkDnne%Lq)OI48BRZB!yo8?$YR$8XSTU69rI@(=0yI&_YVVx~vhpb~)?PEmS zWH;kvGEHTxm}XMoW=u?Lc;IU`>uWIcYeGV7v21K?EpDT=aWBMiU3hX+By*)YbGF-b zR^W6y@N`1^bUt==cH(+H;d@;BdqFXLy5W36Dt)4PeR!RKU$=lgSAmw$fl)nzqdtOk z=7K#lgP-DqMErwB;DlSrg<@BRa(jkgFNeKPim-}`isXw({EJFGjGf|)TW5}S#*llF zl6N?hxkHng<&#UHlyjGsl>L@W(wAbOm{{qUXG@uu=9*6Ynp9Mqkwcuc<(yKTqIcY) zYW<^ES)`JtqK7tw7loN-Rhk1>gE3Gp!(~);_a2~@tpDV zr26!%+4i{o_q6@@(Ea+m@ca1v{M`Qi=l=ck|Ns90000R8022rtNU)&6g9sBUT*$DY z!-o(fN}NcsqQ#3CGiuz(v7^V2AVZ2ANwTELlPFWFT*M*|5lpuu`T z4m4qgNG7S|l1vVjBYP`?sK5&&COBXf9x{MHCD#CwnF1G(fSZ4`;Wt}zMqbt&Y@3Cb zqbLXX2OlsE$R-eP#of>$bTqyO9e!rEDPxm_7Ha6Bh*I=qmQudpjD7S$vj=Yp_{RVs z=Tsr1mLos|XNi?S14wZi(1ObaCcwv_rU;DCB`pJ9|FegO0_8|2bCHs0gD3>zGJ=V* zLIVv93|IiGj(;3bVt}!Vg29oAMl0>K)K<7?lJu zdbjStkRzGEfP=I?}>`Fu@M1L5~8SLk9zS4A>4d zIzC(N#TaL-F=*G;Dy0bmqASXC1r-PKfR(I}8Ux{U!$JZ&gsg%BCt7j<0(6kbfGFog zVK2ISFbBwf;H}7^C2bCvGg!2d#R1%7fdc^84Il?#|B~-|2Mk<=vXhZm$vJ@hjLUKibg(T8 z%Vn11HC;1^0doeVW&s1VT*HC_Z4*$OfGjXTqJTCG4UG+($*7vzu*WX@>|S;J;d%+2 zT#0~|6nUq6_}y^qsYGZkAQN~Cc!2^Ia2YG&t$GR_1Mop^w2qZSvw_nL*l=vDFNa>@ z-3!`qL64FmS2peJx9|S@L|tne^>9CWfu7I|PEc|T=y{F}3+qM|pg{`+ppJk~>ro}> z01fDM3QkF*pY>{Wv;-iaK6`Llyt-BiKf<>22wMTPl#l|ANS~#L;0#PWxfvOmGcR48T&P6CDK$#GDgd zV*?6+j~-}*T}{;y3ry4(@_;7$hB*zAdWa>fPfaq z8T`QDK)6DY4REHTbCAGF*8m~|E5RHMByx%9f`NbPh=CnW5g1(LUDgKIy~h=RLzW5Qe2Uy7HBeM5JWS!4`xmI{fS!cdJAL z%Eo|ri2_IuKmgA~fq?JXvKuQ)0i5zw0!EMma)l>Cys^z}S|igD+=)*z6_c4#z|=1# zU;$hu0i|9_*0P#4p1E03^pN&dXo18#B|EEJ=So+N!BrwjWoupc%GbWi^R5-)R1;GI zSic(fu!y~wnMSa_#5(q|kaeYGB1_rITK2M-&8%iO%h{qtr$nGF(E~RQ*jo#+I0v&-G?cET3m4KH}JLEiG3_q^rR1$alnUiRwZy~2oZIOa=V z`nE$D?ai-#*&E;Z!neQKm~VblVFRh&_P_}CD;Ih@qZBaMAou~TaM7@a3R`#$cgV1Y zH{6E~d$_ z{_%Tj|&-v7-cEz0Q%xYWQ8P9u; zb&kV9-f#q3(Sy$QpUJC>Bxg6*qabjaB2DaKzc06N1?;7P7u-2)+RMcKw1z!gh)|aq z5hYeLs<+MUI@`h(F@80yWlioQ&-d22&UKLcD~wbqS=~P#1uG1|nZ_FX-uPB*0v1eL z9(F^LnHKIH#K7s|qCwhY{;;SEabj(A`{AsPxVOVQ?sAj6zDV}2pyB=FRP=Wgz}_z_ zSeNgTn;c_Y|Dd!$Y&6+{R3Zhy<+8IWOmJu;{KFsyv6-=rVn@7Lx({FVb%(y)@LF8f z^%aK3H_mY%k0QRQ7;q}4o`|B}@RYIox3lHRtr%4=!e$ zms#h9Xmii!zGCUxoy9|6`gg%==%d>h;~-b}eg_}yRD>fHDoDI*``z`%JDxlWqO_T2 zL=f9lq8G*Gw1v-(@Pt#l+HjXU-A7O2yWjn~+D-S5#rxhpv-|bUXht~Nk%v*(!0J;^ zh1GYT_1r0gyhN;R=GM-NMnnx!XfbW=V*i z^rJWZ|8$9-35|2yy+wY#e~GOA*w3C7-N=J%gD-r#n(hJ?$iM#g&;S1S{{n!dd;(}T zDfd;A0auh_DcLlA#8qL}hke?Ia|*W#;8%e@XL_iockec6`$c3P_+S0ye$CJh?cfY~ zfFBT08N*k9Mp8z8WdSg712Q;+G+2W+c!PiB9s{_8)Z$=OW^b{fB__ZG`k)W4aA9Kb zfSu=dpEn7sz;hOOfu$#Y(1l$Z$aL}6UQsu79+(P4#%}X*g z{}*>rcw$s&cX_9Gga%}U$Ay}x3sWZyveyhzCvQy_2l3Zv22lV7AP}kOTV^tOXJr9x zIES)0i*9I#c&LZC$RrDpC*B3re+}) ziBm|0nSgiY_iKFjf$2wNndouym5Hwa2vl|u#)lhTl{COJSFlKn?kI=0n2YkbBq;}k z5fog(SYeY;glm8ZuF!L<&XM3@Z10#)T%&TPks4d}0u9J%VgPR7XLs4KjE>-T2}x=zHiZ{RiPTkv<5yjISzX$djY;`y z=jW79nR`$PX;_(+vlx$ExtPMCATY2$NfU6xm4w$P2|+1|3u$+bpp0&bkZmTH6=;p* zXN7+Wm`yi$gqfPT#|p1tn6ZeMiMf@GIh&&~24he%J|tW+>420e365}?k~oQM*$c>6 zVo*4D!g-CONt&f8c!F7Ys!5ov>6)-fi;78`*x4C@GX@3V8kGVlFFBc%|5=E>37jb= zoY8fc&}9p4`E8o1V(=-N%juWqcZp5sbl(`AsyUsHc9_)}hu4{%0!kQd!Wm!Ji{BYs z#3cp1nS_#12seqG;&+XEnRn$^YwD$9=P93jS(-|Dnog;o`pF6;dYk?En*Rx)vN@nE z8W@7&m_t=JTt-|;CZbAu6KLNusP^ zqEhCcDO!sw+M-ta6}-q12he;1ks5!vpkiR7Gnu2LH=*-+luPGpzouiorkrj{en)zr z&k3DODxD=tol~l!w|J#|sujz25wAmKG7@1jhX#~+sD>D!Wr~4D|JtFJ=xc-4mf;`_ zpKzvE2&v9Fr*)bNPTHv?`U+4QWm1}_C@EA=)~Bcn6@PksW)vAP&<$MhC0~jLQeXvQ zV5^i_2*nwG96FjwDW{_#VA$oT-esR4s;QgmsZRO|T6dy(8iz@6hYC0XHt%M?-~b1-N>seW0jx*Q*&wpO?ykgVzq(fTr-8ruT`T`MIf_s;sQZtkjtV zZRu>SgnJm9Z)SR5VD4gSy%{cr)-nynD~6EBw$3$`-NMys_tu3|u@p=qXY z8mH{KU!CX-l=_$KHLpslUsFe?$%?P9@Cqv6n*Ztp0$Z~J|LcYY8?7XQ0PDaHfRF;s zs*Vvmv_mnm7m;#xqiJX$u2Nv5y=kuJ%8-q!uJRgks9AWydS6AxXA@apQwMJ%Yp<(` zugf|MQW>Q>@UJ;*vuqo%cUV#WKnBY}Q$$<0K~atsfn{S5Tro+jOna!30JTwzuFP4V zNZOQPtD3XdXZ^*AgeeU6)ee(-ktbWPb*ikd;Hj@*wldqco-43#%M1Dd4gKJ=1mHV% zo4PwufE1x1dEhQF2?kb>v4=Vbf{UDW$*3P&pFeiE&pD#3Ah{QbxKanXvnRQS#|m1w zg{jF3Q|G+*`m(bSdm|_g&7irn5VI%xx!n7&p{o!5{~!wM&<|n5t*U#zEy21H!3CHA zj8Y(z;ySzJ`j5vMewm4l!&9GS!Lx9|36{Yc{J9*g zE+8zzC7i`F;b0H}FqnXObI`&XTdoWjg>RO-6V7F#v~TQ zZbrC;%ez+F#&oQ?`PvNl0KiY_#-WV4dc4X`+zjTsSr+iefZVoki!=S;5B>lRB*VzO zoDx{Z5L$u&eJjQ;e95lBTxHy`x~s-C9As^*vZ=hROgzAuE4E~-%B-x%voHp)tXZ*~ z1W+)`HY=^o(LG{ys=b`fBC)C~mucZj$>U1KFl>RzX{3Ldsn3kc_nODrJc9Tz#Lyef zWSh;>tIgc($KV{!fD8o;4X|6O8k=Dw>O9dQ!OoR}kHbaGxQdV>rpXez%=X;O&iu@w zD5Ctl%Cj)NK`g`sT*NNz(zg)PNlefY|2)%5yv^O5S>N2y3(eC8dyD5t(LzlTSaSe> zDx+pO2Vg+VO?%0!0Ai8I$(@XaU^~awe9|<%xhb8}F&)z{{n9o~(=$ERvp@$qjafU* z&}zNbY~9vs?Y(;%nL|C-8!@r-GoxYLwD2qiXfOxO$Z%(7#vskio{Z1@d)3RD)i=G> zjLq1$0Ks7`y+&NnTHV+Yd<%?*&~ClioUPDRO4p!W5xe0YV<%xyFbD8V$?rRez2FEi z?9rP%*hsm?pKQ68d(GNh*-6~kjs4hN{n%Sw)8fDm4V==t&D&eu44K`Zf85#5z1BZn zc@iDk)D4+a*`+~cB9s7#8LiRc|JnzLfC)wD49TpcXpFy8U984B(zb2V*PPgQ9Nfs= z+rACl#{CMnV8r5Z-19vPx6lk@fOW){*3bRiI$L?wo!|vw8k9noC4vAt5R8-!DJ(vf4+waZ9@!j7jp5iKwbt=#RE{@I^+}s6j;43=a3QpbO z@g)!b0!h%_sr}u3@Yj^E4*C!du-$V%m!7_AiAn}?O16O{Ew=lN+wgtjD!$eBedWB3 z*?~g0I3=ood<9o9<83|W4gJ|Sp5~_kTEOURP5b7=++ocKVu+9lL~aX5zM*y*(&^T< zftRvY-LfTa$JwmqhK}Mf{~fboXC%xG1!7L-n;qS1KItHN*D#saZw}A5D(7&=T((ez zLaF40t$IqjxJeg^fzG6ZPUwn#=&tVHU9G(j8^vL6=8(?Nk1pwxuHd$T)IFZ*OiRg^ z9OOFZT$G>-(}$CreBMj0XouTz1bn=5tcCjAq^r*Ah5qXOo#j~G)fOzY_(tHj-qr`c z>k7W(EDY!BZmVM^387}}nJ|dqpzKI4+l8H}sld`C7!D+Qxo>>!*pAZLzU9Bo?Oc5e zW_@z8Jno!b?&dzx$tI&F@asd6>FQpq8TOz%M{1N1Ao`#Siwe@Ir{3{Kuazru`c8t) zAPfQBya12Y+WhJ=|9$WU@71DE^KlRd?JxrHRB{?X1dcA|LO=9GU-UyC&S?Jd=L=Ys zp@3ZW>leT7p0{vN*zrY}2_cW(RLgYvOs8?2@&p`vnfvkqZ{>&n+x`vf1#g>Kmv}Dz z_C{-RKOgi)U-xy7^l`29MC%=J)$1|W=1@@a6(9BSdk0T#ZKDR7nULYmaK=*D;T}$` zRBiHCYtjP@_Cox?OT5HoAKx`?=rw-}E6{s3;P!8iH3-24CTiovHurY_`bCfT_m-u4 zPZNb@DNjEKfnV{nd+~*T_|+zAXhve0&<@jg#?p1(Y3!qZIU!ujU%3J$jrKQshXI zA#a^Tc~TUe0|{Kdgc;L7OfFnv-o%+x=T4qIef|U*ROnEmMU5Us`cnfDC|8_5g&I{V zR47SqTu7Q#>sGE^y?zCIv}RbcWzC*Nn^x^wwrLH#RltA&f)`2VKpB!ZuN1z0`&zj( zsZSxog$p}EoLDg(fBI}uazsh;>fAeSlphXKTEx^tWfW-!1@@>JwynDFG%_PappeDB+Dt@ z|8c}|M;?1@4-rIygbzPw^eNK5B$Zr}$^M=MFiM9Oq7tHxSQ+&dQmw=iqb<8M$;&Ts z3)7c95>TMloy^P$Pd<0$HLEt?>@dz=hb6Wr3!&3>I4-WEgO*~Sg*L01VnkrPK?^PP zP#n<^Y*8NF0}|5sGMQAE`|!gwQ%#%X)KiB-6;(EQXS*_0auoEkq*qglwO<>ON;X=7 zpZyis7?9DjJ!ql7RoK}*Oy^@5eEjP8x6a?1$Xb3`Mb{e?Rn}4uy!80S2cM zzB8arbeBN3aN%LVNdXdvs3DDo#{zZH0S~lTK|_^n5_j0(-Q45B55`P{B*dNx*@eQ= zsBnezYGG|svWytkF-tW(fc)ks#VPg?EIj;SAO$%{Ai~a%hXh!3a0nbOj3EJxp#v13 z2%I7!GCIS1K?EnLMILbRP}~Az7zvX%GJa4pomhuHbfKRmX^&H#5>U_HD6bYm=r$-!qi?n1ii2_JMHj|J+RAw}VQb`3C|HomE^hYGy@-<4D zO`11}3nnL+#UX6blOzLW7&)l7=atevs8nSMUCF)C#F9X>>_{B-g`1U^2Y+|o2R z3~@NEE8P5MLVLnYXEt?07CCv+v;s2vn&lu5o7p z%waZIx%=FgbBo$w3QGtqVdbtRj>HRQerOM$BTQ$scib9&Ji6SPaAm(*cFcCxmyRG)&Dq_e|BwRBQmB`nJIO^J{E(XubNou0-uXUEa#W$^ zTG4#s>o<7ASD)~Rm;Q(hK#M52Bnt2TNjEAne)8AE{MJD~&~Fm`v`GH6NxLf$LLV%@9n3-Xt3T&BAj=am`a28#Lkjo%3MV8ADRhaB5jfJ*B0j^GgPVgp zSOYQmI;7tBfRhz*O1?|7xqYjpHd6VigASK)Un5W3WRIG@lVPs%_)ISt$!D zl);5*!56f?7z{)aQ8O9@zq3HUu(FOFbfO-t1RxATNjxGV%t4?yqM?YIt(b`e(k8Z0 z!6-C35?c!=G^?p2Jz=}LY*_<2kOb9}MFdPhG2$S;VZa7NqY_#)eQ2~3YD2ag6%72D zjaZP9c&<78K;pZ@J4~N2Nvsjv96k&_axf^cIz$~BL_#z?L(IkuS-i$G#i1xdNQ}fD zq{JVzMDrWJWy!=Q`i+d*CMJ|O`C|(}3<@aJ3I4-EwGtV=;IS_hgVpoGFpMkxVm97F z!zH7*XycCxl(bVpiMOjX|HG;c^BE>)Y{p}tyNz_lVA{jwqcCM8hn1_xZw#PqLkoTUGM?0lsF@2a%))Gu0$4ma z)f>n)U_FCWKp$bYB8#{*+7AfShc(FhLY7N|yv6m0U@i^G3hSj!pzEqntdSD90VF$(vk9Omw0Ypap#h z#e1|J#QchvdqT|YOQM(w1weo+1VF5l8`qhGUJ!%SoJE49%7bhaGgL^!VUkoxC1?0b zCksoC7_9Vp24%oQ|6)j=v}BcBYRloHL%H0@I`l}hWU%BC$&A#rGPm zpqA1bnVE}4S&YinW6fHuN_HZNSc;`r0H*X&24x_I3&q1{NS|9^ z5KGg`;&jV7jKHgLYYOqE-<4)NTydlWWZfwaKC7t;!i~8I= z@j9`W7*EEOM8|y0^Gm- zzy)J+)UH{UM~zfTy}3Ks(Mpw9DK!gKB}EhS)V0W}#iYq2O~)jyi6XpDpnSi}i&ZNP z54q5Q{}~w%LD^C{=!ISY1779TURBLs4OTI9&D_dGm_m~M$P{IrHZ={0u7uVC%gyw0 z2Xe*Mn!QjCl{*csI~T16-}KpR71z0}*+ezhYN!UYZ;HYN!Gg%hX}v0`cS5 z#H&|(t+_eKSACtDR`m)d&A*AMwaBYZVYmQINJ}Rntk?hnEe;gqYTuz19r1 z*_vI3k*is7J%(zKhMLvfY!%v}E!t{O)D`v9o25%SB?e%CEJlplU71?1T{rB^QG8W5 z|E^`2nt)YVbB?j0Hw6mbcy);)Em$8sScDye^n(GgRm|E=!Ag)-@n{<;00UjUAVl$A z@0EhT9mv4V+piNPZ*d+($b(Sw%*9rk z-P{45(>tsNdFV|7HqmfZ;F~2{YBkz+<6*8(b=ZrdUY<~1v}NAr%}Gpb&!M=cQ=ALBU`{;PlyzWTQEem;AI%pS7@@)cm)T2S<_&JTM!5TRR?u&hnW>%|DA2% zG**UakcZJF;NJ8|HD*_$HQG9sU@ErYYh~07K1pb)2@fvemskp{wYd=vWT}x`HXB~C z%;AaqrEKY?j=7(m0R?~QeTUdrMz6f_PQ8`BDWL5?@KIUY8h7WAo zI#ykxP1FY7<5P^5+vTIXS&gf-O$N&xVni;uAj3%Zd|4r28nVlW+C1O1kDQeR<4RHjWI|8byS&?rkg zZQx~i1qjVJEtWvudxczbhk6j{dN5{XHt7px=FP3<(miQ#P1I?wW;LdUMd0H<%;XE< zW^G1is3L-zBj=wMXLH`#osJfDMz5QW(gawdpcCG<08fS`Qb}&iO71~SxB-y)7~~P< zf*#_(1=)~YxUfs#F<3AHhUINVW?0T>fyg+6Xa;`3hgS$=Ua|*~rU!aR=>cZxlTK!7 z$k4qu={`M%JeFyi7FeVnkw5-m!dw7v{$`;5X`v=zq8=8b_6m0H3Q%O~m=wyS;O3X$ zyo0h17%%~ksfvF@kAfCrzVKKuHDzHf+}z58TOfy?edA$(Q90(&|5#>gHC+gC$cKx# z2Ya}OdawuE=IfJ|hvZJ~x#P&zE$o^mi-pw_#is0-XzZTmgU5#K$S&t|zV2w*V9;6Y zcE+a4T*BcP@18hep-`>Q4hl@lYOU55u0H716w~unnf0B8M2&_9w%{{XU~*V%0AXcy zAntmghvjDO2A5;NZg4t;?lhi;Dv<8Kt8Nc2Z|=-)IVk7u25~+}1n>^;XIXDo-Ku!( zs-T23#6Hyx2OSr`m47xKrUd2g9p(GRZ}S~lL!0f|CTuzWZ#7nHgGir?_$2|?+%~S+ zXc+P!H|e|{;AaqU2glG7P38*c%cQ20+m&$+Uy4Ks@i8Cq|Di7NVL9=kXzx^2ar9QY z%iL`I?1~uCfYY||8^`gEHE12DMIMiBL{Md6js|Ivax1@94lT=FiesCVhaunGLO1l! zo$yHiQ)Slj6;>1LKJ%Oi^Dz(cGN0^C*ON3CiZvI{Hs|aXk8^mQa|Wo3tOMoM#&PlW z>RHThmg*5l$%9<-Z)tFJN~hCkSlwl)yJnobYn2Cg@bv*6bYNF$ovm_bS7Tr}!OqL{ zNrZ8IJ%CR4^zH_AQ7;zEHt#zru_1+OOt*GN_KLY60$5LN@bz0-_f^#++=JBhSMcvO zc5-R|Zzp$hMFms=PliTs_9@3u2&eSF)=+7O@@cR3|MYGVod)-u*mfci^KOT1T{ZKG z*AsE4Gja!5dA7%Mzqf4133k_N^-yh+Ip|Wp^&s1uJXkQ%eFj2jW1EHaWcK&}uI6W^ zJKtn!d01{ICv-x;)c4NBldqVHc4823U zC;SF?`Y)ft647+6*NLjXdT>sJ$PZ_Y4|T?O5$g6VufH&tC|bQeQvK=Lxfq zb=6jRS_e}kRzO{!?P;I})%APA-+7{!;F=YB|GH<_qIX~mMtDPC`oh1^egAa@ws~t{ zaSWMSK(>6U7nI0{{^*zf>5qOsp#0{qZj(phMJ~FLCwodle4()HlShDd$8)rgcRpwR zKDYz7hx=Jz2X*lKy0`n_(^in%{rD|M_SK2xS5X5-e!&Ai{(S2S#hyu%JU_ z(H0hzX3<)Lj2bs`?CA01$4V(ck}PTRFd{TpTK)!5Oy?+4<9*oGa zuvz4uxzqO8b8VrmHsEIkUZ#vZ%5?TwfT4}{AcPT`HXuROm_`hRl(oj1X9Xryn?R4@ zR$WWqUAGZSE1kF^i!2t$9E>q0;@nX!+IS<5)LBPedC`s05-t9~Al#0@^_W|cV;y;u z0&2At*Lv*HCB=L1?KK~L^}#X9|1H#zvma;DxC5Dk5@z_JfoU#SV1v&PL(FJzN;v0e zXDTzHod~tIXNMjh1lwcPJVNAeEUHvVp*bqL=uzbNK#adj9PjrrZk0j;&{^i zm_U$22Dj;OOOBP~SDh;5BwTVy*e7U8ic2v5plR-h-tb8+e94_D=49cu9Rq|<(g}fqmVu-i6qaR`!2kh zl1iPb&`A}laPu139l2xGi`02g(p6Wid0jbQeSsOK-!dSE=?<|G|0*rD!WvYpfyA;I z?Xt>3=rNrf1N&^nc~ON`@x<5Nth2i3U0`dy|4mI5`F8%*p`%NF{d9{nuAJl8d;dLEE20`43}R{iG;~sP z6*~3S&(vh;>sei}|Ez1E!PnOI8TLwO^3Zd(V=UsP+~rPp$C5^XoL8*I6t95}eB0be z_80sraHPjCcMnsrkx)vG#Jtj<-QQJT!XfeK#Nn;oMOkcd z#t0EmvXUCp|4@N=KF34D<*}AinIjz&VaLbWvX?sBBa#lOqy*R?kQrekSJcFs5HdAI8tj!984Z&A&zCZgC3Xh4+0|=Km-=>Zd4RtZCGiM-<6V!rfeV>=@dm( zsuPs1gr#tlsTAJ`)0h5y2`<;guH&$ag}nSHLNldLKN2oFRVk(*^C`<27P6TQ1sF8v zBF$;4E|Q4A6*s;47;p;EWsQMMImuS6begd-E_Itb-)THlN>LzUtQJA)$x6Uk1D{dr z=S=vS(4pQWpaM0HE)7c5rCMsC7QIe43;+Y}NVIUJn&>c@lE}G;VWU~o%l%eYh&vFb z5P7&o|1}^s(!aUXWdgdJPXA`oYG{#^F_o#?IF?FP&L*y)h*%q&E5mF^HjKZiMX^hj$Kn>N z_pbEKD;SZ-N&Mng#~8H6BYOK|;L>u*3+}*ik1Xh2`nk~i1nO6w%;c6h!yh(?t`50t z7DeBL3uC~tR$qXI4RaXG^eO8{XYmaGu=LF8)kd1nWG&11^%*WDhF#x0(>UL>WUJv5 ztL?mFo>t)i&{4EXhHL0Q2YS#(PV%sm9g`;KCbL}mRFG`2fWbLb!e(K%OBnEi|4xfH zl7k^kHpyY;0-@QZs9vqAA5xjtGSIH`E#++ETwBxFS~a+?v#wPOUsr071irR1N(8KI z0t4FEM@II*6JC-EMaQ+K{kJXcp*qY81*^RHpjXN5nv;08x9!g((AjWArYS-!Fjy$hW0IGZU& zUv#G9^X1ivxeyB5lDI)$?rMm9(S;pqS=%$GLWno`7I4{_wuk zK;Q?D+`=!`_dKUG)Th(<%_+U&0RKwjvrUBibrdjSPGTN%mB2s+u=Ac5`8P;z@08Wk z)pV^!%FCYmvp)zHt?SpSx9)h)yTe(Jz!_i91)uPp5b-q^ z0S+AU4OZ_pMfm^{^N~k%V4G%9n|VwhSmDn#eOvZf()P_&=Y1adh2PhmhK{KhF;GML z$r_xopWVpcn~;OesXzm$KnW}YH8h6nfk;m2U%u5Izug?}ok)_{|BSFL;DB|20Ulrp zC7==xT>~b7YVFw1TiUwK}h;hv*sDl;JUb&Ir=Y7LBh#b02 zhJKkJtjSlbxuEdGQ=F*X$9&1{-5ns_9S-W?4*DRvb%B<@`T9KZnp;vnvzOVx(j*iHaNOrXG*_fdm2UL!VM z<1{=%9PB|qOkj&_O7(OigE3(yYT^oUA~`NuC5Q?QNg8=b|CKT2Qz+g<^fg5nCdDV} z9Rqlnw*`iX<-sth4efCsnz5la(Bd1Wh8%{SF1BDViVWI$jC}!%oW!3W65%9v1Tsn@ zAg+K4EW#p8LpEZg_ccZ~lH@e3q&2jpOIpK9vZT%3UDADoF$-4ILRUjx}jG32MX%ctL-8$##=mH zB&8{W{|-D_MHMDRWqQO@Zk*MDnqm0D zGxFaEW~EjxBtw>we(jbu>>?i4n7p;$L>_~#_~HNA1TwZtY;Z#7U&eh{ggl0z= zfCl7`Y32c!l$t?qT^lB3Yr0`$l#L>$Ng5g?Iqbte*x`J+Aj^SF{6))`5Mgjk-cx9% zj(89ldgl@bUUpt6hK9l_OadGzAcZ>DXIce%*2He;gFk?0@;zUJ8C_BsfP0o9K#G`Q zq{1?c8#UVJed4E9o*-;q(0?KjUBMVT@B=##|7ci><$+qH4AP)RR+&>kXa!1WMzH6H zN~eWpD3(^|hIVL`4q1qv=XE@sJ4T+0F4JbxgaJH&3G{)OU0;0Wiq@UlEWV+RZe<)A zgvptat39MB>;pfD1M1bLZL(kd?Ix2-qG&26RD3B)KxxG>Cexv4m-fIjesNyKrEq&i(^J_V<4!~;A45!lL9?oW+A(TyG?YvyNbz9ydLsq;9auGkej z^h1#fDve2G%Z-LG(jeX`U#ZqawAqVr37~pvD)@9j8mxk)W@+JZDYQPE&X|i9$c{13BO!@K7Y2kYzB+ z-!LMo-bu%0!o;#>mz1VNxn}G2NGr8gYlg0ZD`2a`64$|ErjA@%O@?RsbgNQiY^9a! zxxT=+6$Vu{OnS*FLYCmW>gPbrE3W!Zkfxs~TmwJg1HaCjMNXuG4lKc5hsdHtkboog z1ldV!>%~6ov`Xy6R&1s&EkX?~lz}YcnUCW&-C1vsG$c^Bu#)-JRSSv&J`gFA-e#OE=}azXi;U<-bgZ}TT;DaU)E*ARIxU7$ti={C zQ&DY-5)IZGE!SGr01jBfn>FO? zuX+*QMu@T;YS8xWQ~)lMHET>bF5^PZ;UX?|Mr`mxZSNKq?@}S**2MB%73FFz^if)x zYHrwySYa4OCCTfJHsbfqD(Tkhnq1L;#;xhyA@STSKm4gF#qNU$>>m)LS~}S6X053% z>`N47@ltBj0QieRN#IXiWEECHHpk zj;hm-=As?Sm;;GJufA@5-6nz(!@&OLqEIPGAm;q4X8`}Nx%{sF@-Oka@KCjIP$h3o zR7G=&E9UTUZeZ8~Kfv_L|0p6*Lg%{L+@YGgTJXDy9Ng`c%K(qNnUXlTE^Xsno)YOWa02j9PfITg?TOor7>{z8pash zLc^FC1$P}2zpIV5*s`RYObsbNSVQo<$)FA^2?H(PX2km%p&V<3qxMEOfN>7ru^LCt z@2-L1@d*M<#DQ1ntETd`%IB*eCMgNW!Ejb`jyUL(VwX+iBvNp(DwhjSHmxa_ zvpH+1D5r5a*Ah4<|Ai~x1Xg6SnU?7+8L&&}aX|JleY#8|DseHtY&p>C=EW5|k?(AI z@cBw}+C@+#6QM}_8#cFy(t?CMqXZIiK`y^UJFj!%K&&}`^heu*#roPLb94x8v^^$k zcU81!Ub0KDGQ<89P3Uni`>}!`GuMgk5?gRUZ-Z9qmrEhCtdWBvTSJl>>v9%JL>r+> z&jh~6ge97)OPh3yj5A1IwJD4AQJ9DcQ}s#Pu~9mflyUO`({oEJrA(wMCGfFLbDdQZ z^FQHhWb|Uc{|jO3W0+prVUua)n#DW21f!;ECLlr|?+P5g_4XRG8|1@2*;F0nx zQTyrn-u6EDH9IUQ!Twujdv;T34tbh{H!tc`U-or0He_G5D?sfJy@OWt!#g0i_x$!v zz;x1n>X<&&$A&7o&h!J&fj*bmnfbHJ4zgz(C&Zor!q(5BK-r zax(OR|9FIxae*H=f-5)?_`?biKzWbjl1*%vMs?REmz>>olL^O|2?o%jDM0rGU_qdY}jdB}#IVX6BG5`_i z!#i{XG_1e?EcKqpL=*r*3XFi&j_ipTz=j7^}RC-3h@nF;MXD|A@^tqpxGN4}o1DL=%Y_dP}g9;1)t}g{3 zL;++8xyB;vmEZbzLpy)R#NC1VsHwJ?k2&d@`l)-RGS9Y5(b~TjYC}t+qQm-9$T~3< z|M2b!Zq6Nh&glBCk8-aY00X!v1KfZ=SONjSdr~BO6h!(>*e`Wx^Rhp?kqCTLK=?;= zgTjX~Onkc9jGIootJ=ORx0iV`0}cn{6|JEi$p51J-5y82FS;MvR8UoL0eN@(JG{vI zyi=?#33|IKX?KG47bb6M59ajRUisW3_Z~oJ<+EC(j$FvAw3Kvz0)IoSwk)$ z-8qX|TeDeLQ<8K^e7ZB9Ez4^Awr9M0C$oWaOdih3Fti_UEBaYHyl{Mnre}m!$0fH6Er?8X8d0C_Gz{wF}ScfCQ* zK0s&_DDYcBg9i(iQ@D^J!*A83MU*&^V#I0}FH#$}kz+@X9f^e$dF&Xmk|s}vJhp5Z zIdX9t97r&eW=)$mE2X%(lV?w#KY`vHQz>ZCnq0Va)925IQKwITB857Y|7umMSFvW* zx|QqG4ryGi61&P(S+i%+jx}q`R-Ow67%;HW^nlE+ck$-cyLYe7nY8@!z1dChQ>lf6 zc1tm4X$r@WAxBPulyYUul`Cb|yg73>&Yio37CoA@=+CD=BkgvXHD$@KCHs_W05Q#+ zKo2x%u&CNIh|(?szo@O+K!OO78*I3I;kMrup-a5D>|^!nBC(G|NiyWJkmRc9wtBes zRs$)Ba^+HKbpl%cV3eOqUVeT1_wnby`8BLswExZW&lR@dc#8o8Aka_21sU865LzIN z;y%I}OaQ$G6*IsefAFKvD%e1DOtscnL(N3ZN=vb{6Hg?u#GGJA{{e;=Q&<7A6;xQ{ znP;@I2qTP)J1#lom}9P>=qma#BkP#lh?rrr%Z{WeOInGTmtwMuDh~iRK*+x<1nNSq zk|K`|f9UA)ruEEBQ_VFM>;Mj10vt=uIq6)>mI4)EQ_nrqbSyu`Duf}u1uGdrLk{ob zQa%dpQ#3>nU3`(nO46~W8fBzYa=3wp?6k<`3VIGn;eKqg$tYE#QdO47S%ieTuo{C4 zK6_$xyww7mY0NU&{F2sRfep4OH{k@(*kjppOW0+ZZT6?z8uV4coDS`9&TdR5qa8G&wZUO z*x&|Lc@%%**^A?m5e&Rp}VvgVqt&p{6zt#(P!%{(l4;-bn@X(opo#(lRiJtV1Q4L_IASTsw7XK0eu%~PY zau$o<39Dwl^sO*`x+onAVW>I~$_IP(k&3|R*CEQ)$A5QWR9$jY0$>#If#o9J%oOss z20r9~N+MM?3|GMm28|dk;htxQc1S}! z?u9~i+l?}Q9iay+Wc4l2nqK(!A0i8t|}9?ov;%q>1)& zNfotqGn}q8XNAhB$`!Kmob3$O<7`;YI3{3@^|__oY{|{M+@@}ih+uGrDM%rC3Xu+} z2NMS;OpH9^NsmMo2CG@gX8`D#Q@v&uL}DNlEfv_9!nC;He)QkAMn zP+ig}FB4!nsom$Eci|lgD)GLPi8L>Iti%d&f_Z7Qi1Nvuc+@EM?9<#^rWFnsaoNxA9%{=t9c=e zOm%1#o&Kb5Do{ZjDxt~pD4?!Y$x}{pQw4|+^+$Xwp7GLk%%p~@TuP$GQ=y6-Dm{}* zS*0d1CJK|i-leeRA?r+-#?z{p)l74Z>uWg&2VJzag~E6tY;jwjEEcA;UAgP!&^8rc zj+Q3^w8n9v@dy==AST|@rd|lky}^c%3k@hi6B|3oVkT7~+hA&CFMF!P1JNWdU4(N$?J6RGA?)so2=YhrL_bQeif;7DSv?%WFwWPPC%L?TTv~1hDx! z1+RLV@qhn&-~8&Azc}`>Z#Rlon(Cy$@q9`@kNb!Y0!4u30P&Nzk>nM05Tkd2u~rmt zfHB135!4u*K#zzn?kXf6-Tm-)l|*7FY4#+Fqb63f3g>4~gR69_&6Vr88p_plDm4b* zj{yx79q$-)`@LrTjSBl7ob*y!Rm;1LTst_r$(6WZh^4h@Dfh!v9LC4bA# zE-s1!TAF|=>!kn<;BuJ{I8>u@IRB|-Hgkx}#ZV|cPfAlIZ;B%dj7*x^gPp_`PV`w7 z@0Bpo&8Eqq3C$Km_t)9g_6eU0gXg{6rpWSvaoytJV_|xAj-IDp(`k475ggY@YXXHwVfp?|YIT0gZd}BOcHw zcU2D14Ods#t4ZtEy+_ejc3gh3Y&FaZ^C0T-~)(2fAD?e(x@F%oZ^1E$^Rfwr3{b(u`ml4Q1`0P*(5M4 zRL{z234eIVClsK`jL*r8Pv$sp{hqG_3u4` zOZ_@*so;>PykqLFstBnm8LEjIuqg?RtV5V)Dxk2eYN=PKunXPk3bpVPw~z}t5z)R7 zE5h)_#xS3HVgann8VbVw*6_^6Ed)hyi^(nycjW}9C5`a3aIL505eL@tbzi4;sT?E8%ObkJP{PhQ5Zxq9Di&K zq^m(rv1lq`0lZN#u!oNd>BCYm7CX?)_^uX_j~(XF??6okQLX`eaT}N+1!0g6XF`vx zLO1*g8jNvx22srX4IpJsAf9Ue5-u7&OM@`2?ec>5!XzueF<>(B&(P8K4v-wn@f=g~ zzb;WPN|7pNC#HbQ(RPA&=nlkE&?0Mb+IU?x`0Df(&h z@PY7p@TkJNs6iX3!5TXAGeI+n5UCbZ@I6h_g1qu8Rg;?L3?}rFCO7d`X0kTH z4${=bKZSF1deb*Uu`UPnwTQC&q?K%Sg8=0m5#l0Q1~zR2v9$Ow)}7 zsn7a&k}_`;`5yCh8bAe5Fgw-MLlM#%4&b>4Qn89d4*8*w)>B3qQyUr+%5D@#>5oUt z%SUGdNT&izsmlpvQcI1ZODlv?t+Ze+01l*dQ#tiX#~?T_6|NlhDi#zBA1zzbLjlgP z1a@*z$#mw%v_%#3It%q4?XF6RAMn9XXC_7qYEE~xR{sN4 zRS?y)OmE3bRV}wdHoa6YKx$1aHB^};Q#$GuOHWn(fRRG7el)M#OQMO7;R#bzG9fJ=KM{O$3Bd~hs z+yoUnwZUFHkQ?sRDE*NiJZw-UmKjdeCL9txm9;A|4~k>mKnamP8T3ztSe51wqRi}Z;OIF8%tK%!B~gnVF4#;3l}@D z7HbhT8l(Z3r~$p)hi^dcS?1Z?59S=P2~!L=FQ_H{{0ZmD%a>?d{xGTcD) zZhOaABeq7}k7olnAv3gCzf*JjRUvc35{9>Mqpb1PwE>i*cqmr~k%w0|w?jMEVwFK_ zwN@FPK^mq(v<4%<{^eu;1intPEo~QuVpn!Mm3Bcjeq9N7NfIPk*J$CCXsrR$@H8ji z6-@i}C(S`;1J_J}mPEVPaPRJ0Ty0<<_(SWA$tX=Y`lcEV*90rK-~VKkc`Nv8pA~e) zR~n*0bhoo6Ot)^Gg7s*xFif|96{LmnS5M}bemB*AZ`hr-)hTS)DAbXj-nS>R>;U3* zdB4xaa)ST}VDF;0L-{ctj<*i~k$bDQ4x5;9E0`I8;ro2TTY~8P)bl(|@G6rvikTG| z*!XV?wMSG_e6?00Kvx=`K^dq)$?Oc-Ds{qA_hOvpF4$5{g1Cp%B!_i4N_p6j&FP1Y zLVv5`LTESv5G-OXGyhcWTY{Wvj=@rnC!&sh1N-daeg7cYT%&?LB$Y3gc_xq( zj2Kyb*0vcESxOhVnoY@(iz1q#LXwNPCl*(VDQd~IB#1a!gtHTri?<&3kxcnCXi=FN zilH*0x1O27jqP-=Sdr2=cp`1t7}KSJY;<#dnT>BWm_xS+<@kh)8FZ_mYhzhSTes0z zFG)N0NSTeBQRkYoS&?hkqu0orX>+6VLY#54C$>0>aUndkDX2Ivi{07%+7Br2RaT3& zp8xiq^_emMmY>BFFoD%787O%{czb!dRufvGv6G=m@1Y->BFJ~5(bwyq*{*gXDaHV$ zAvCLjf>J?}q%{YmL;6X#nXJXgq$LNexq>hKvbYGq691msjf>%N7eFR-g8&|3sR366 z>A_wr)F7g-97>QMs1}vm_#lzNrxn|&0T^M2Z~V%0BFkYKs52f8B8~mJmzx@xg*l>9 zxRRv0jw`}9reOu!dO?)NR{mI9-TFT}DYn&`P0aeNg`pYJy0%fsb+3Z0Yvnlo0UB7k zZpgrIfBBxZ0sCx@lNlSbYqh4K?;vlwLJf212(Pm}+o^x~vE3LMwt=E@vUeV95EF7A z_<@dC zhc%(+)V1765&V8hJ#`A%D1e(Meu`uKVSry; zV2Ah7yI2HoG#)&>1Bthk@d3{ZmczT7&;Jv;7|vNa-;^32%OJJEmxE*>Zv0aYI?da- z7>@nXlf4+cUD_wT(&^i(8^C`!{e{B>oCV|DMO}7Yz10Qdno)h;={>>W-PK!`LDDru zlk(WH{j;T4#7~(q<$O$u_qeE!o(tFCfw_XUo!c857;pjn&QQw&tlEi&fG*bq9=-p@UDE2$na~Ch#J%{eyS>&DGd0w|?Vbybf zd|=*7Kt1&yEdXyl*MpkdH`m|~@*d`#Fb^IOcN(Ghyx~_I;_n%jUCz27zVtgrm<^NCnJi+hfDUl1-k-D5^hT}R-hCb-KV&{8)@a-M& z$L8;S;@qD?R@?(VjCQV}TcJr_dZnHjJ8qKu^S&Gmf^P@+uJ+sz5SI-V1i%q^lQKN zgPCXpPARSb^sj#YOTPWx9%pdBA~utBzon)CqEd&;dJc%+T#}p7%x_k*Urpya@n%TUGGpEj-V=l=22{fqC zp+t+SG-(uLx1<*vCZOeyPQe2WN^E0RtQaz8T#;?{3O4Lku4K!W<+d%Y+O=!V-n+*( zE?cwAtU=?)&l=smeD@;THMTEZuwBK1&5F3#E?|$!ebcs0TjI%-y=v1|E_3F#hLKVB z+u1Ya#FwR+K8-rHYSh)HEoxw}QcH_ShdPv9Q6f{IwSW5ax0@vH;KVsL?Dnv@^5rpU z?tBg%XHVwTt6RUWym$4b*PYUdTChQbM_jd*^;(!2dck|)%AH%b-aWMM<(l1Q4R5@w z?E4os?;lxV6(*KeiT{bFm^NLF#vo$5>;hR@<)}sAVOfc0R%l^0n3XoGeF&m7)llnb;bzC=Nthi&4*EttmkvWMoosdc{$s~^2 zQOBKix_u|r0aQJ*4Tk3h)>VLI(ZfuA{Lv*JS7O3vW;xLGvrk%H^0gtC=k+z9dWKCF zOrBW}DX>q(_9_hfNXMx}swRcM1CmvX*I7B}|{ zN~mCOQOIn4W&f394L9v5>z&j%5Sb0v6QN8tSSugOnHbCYpk?JjB&=f5?oxb z#QiE&11fx@=!My`_iS7!*VFCE%&3W%UM_!otYBju)^53z0jl$!SqW$;V%)HsGlzLX z2rp~$ia6plRV08fK`p`{qeVZ)^kTvn32ZADRRd)(lT>R=5lgobOa~oMNkw+s30)8e z#T7?4Ym#o?jdyh%6X!8;OW6R@0R%9jUNPaiOs9Kj!ub~B_}zt1IfD@hXJ~J-+q2<$ z=E-x<;s0tCG-8F`>G|e{H=4B4^iETvLb@&dHA-2h)Hjo_2Sw$Q2Hbvkk52iEkPT}8 zM*P8f-wn6ib3a#it;atPeNlS{H+@ongH%;{i6PDxJj;g3Y=4crj2~XujG11AKquOA z<)MMzIk={m9`5FP<{U2O^aq1<>Z#EisTCYR0SVz<*pdDMa*|v zOMvj8LOhV9EqZQC-tu-rvF34bgd}{4*Kkxlqg;;`Z*7}D>}_YQ$YwE4|2;Ksp=;w3{oyp@|}=GP+@YUqtp%}yzksGkAx)K2IAI7 zKLRq4&8((19Y~#C5@jPhBplBk=@v_xX_9@ZB;vkdjeYO~8=KV7WIjol!2mIHq}(53 zOgX<)Zi|&goTC3A70afT$cqX2B|!|zkcT`>CfdXiLPr8PVJ?Y*hD1({{Ivjrr2p-X zQK3Udt=YC`PIIIrEh#lYiqaBdlQ|6)ia-wF4^5KGXW&d$B;RDtnNiDpHbYM*U&xH1 z`IKn<9A!OqhR>wxbD#0+S^xeS(AG%mA|^3o853YoO%bJ~*r6y%J^~yjc{Q63*`-1j zu+e4G!FVYRY1~W-*OJ<;t#pOnLyfZ1-F&nXD`>zvS$VjcGNT?~%2rNY1~YtoV~F$I z88U=Q)TT0sl%F%IQt{cRbQRHv{Cg_XqIyMb(CadnsaG6eLz{(Cq;_6QPEqpesj-ga zMhGj8RX^3*hKxXJ{_|{GB8m$c^oT4!CCgdU>8X^L%@Z@m1x2Ic$(8W}EdWV--^);gbyk8} zMTV2wh0HD~ux--SghJaTaaAbAT-8+zk~RzyFSu-7uG@-x+~X$K!W>pubBR)5qePbr zgHx9gL3uK6+|Wxbi=j38!H*S>uCd~R$Be~$pwV0wmFu-`drgT9_ZBr!^Gok5?Hfz{ zj&^lZC8!u(bV!1LN`b-oFm@Jv5mD8)I%b<=sTLqSXWWs($L#Qh-4cTvPHtyz~}O)tol-j9f8YCf_${i8pCj!;kss4%Q{H1RpFJnPyz($ zsm|b3af)U9rfrmCADP?|j&+7&))oYQoPSyofCQO5sF&x zg9IB7mzg7m)KVuqe@MCpB|Fei6y;B!YCWTspTvzyit|cZYfOa9TbUV5b-(k5?|hFm);}*g-~ay29GklYUwcT$Ik<7? z#hk+&}M;0af02#rK_WoA>2V438b)A)ZpC)|%t-DBOeGHuDh+dgcFk zdGf0tYt=VO=V4-i13)7kFy=-ue!-_*;N$c+UXOps+y8ofmMm6RC*IX9$2MPU7Yy(a zXwqgly$5Y-Cw%QyG;9Y@p@n?fhJlZv4R(=oDFA{YD1sw+96!e|x|W#D)*| zhkwOj4*LLhmJ=Y{kZ1kjQ@(aNV!;*Xz$S%KadgI6hsJ;uCvo<3Xu=14(1w3MR%plu zZA%7e8K?~$SX!j@4Sm>$)^H8TfgF`Uh=pi~huCr^h=LCGMTWFSF$fYfh;;kXFpP*0 z5jJMwM}!>oOyqEWBNc@Ewuz%CJ4P53E#he-q5lBS*8nTP574j=ZITQ37YyZq59RHrUpOG!uxFkDcMfPohVu()7vAKL#O_ zrhLffhaBjKeCUVe@NM|=d>MgIEoeff7RICSku3Tx_$00XagQ=>Ly@L=FHcl@>+|fZ!|7m4sWxcucX1R#F5NkV;;GMUSb%)a2NXk47P_S*?4Hn$bgk)XcIV%_5+O@rx?Hh z4CinTvWE?X37F}nRB^b6c&L+=Nez#Indo#cDB)F=Fe-yLeeyUIM=2y6qm&78kB4+nUnV zY27G}m1&umIgZ~JmBQh2H24!N*#Bt-X%WAngFA9U+=oV%Xb{Q7QF-*0vI%tj_?oaO zgbrFlQ2+=Q$`raO5V>hKyvduu38I21q9ZDzAPSrw>Y*G8f-AtHxPT9(w-3sgoXBaB z7rBd|VJFb}e_SD*^0Xn$V3%yN4JKBSN3@J5ISxf8livxROO$qnsYG!YhYy07=MZ~% zu@AQh46z82pMz*kDw)ccUy(+iW%`ZQ(37ROFEFSu2e}ZSrX;sRj|zcc3)gw_BI@i2N3DGSD#3%l1Y zH(EK*sd_moj0J+2)^ZNUNdJ6<1`j8BXf(NTF!>lSK?S1NT%2cOxe)|99I zxTm7{t%7u+2_UE{*Qoi4jyN(l#9;&cfQ!J84;49$G+Hb#! zdqe7R_ji)4N{5%VmiY$^xL~F084sK_m{YnK)^HB$gr)I-i!r%54||L61&4W}oYH__ zBA2Ww%dBehtkCLmrG_0~bSpzC64-ZZ7L_nKNM_}lQk{5}KMS-$E3`su4SdS8ck`!F zV4<`S1;s(FDnYX@(f%c&Zx(ZB4>Dn(ZLAxX2 zFBgmu1#keah>N+K4*8HLni>qbpqHN7XY)Y30s?XB5tjl>lErYn`~VEo_MKP9w$2EX zim6U8rkD>hxcGn#fE$x^Yq#WU4M0q?)2OLadJdQRV_6|}`~YK$g_HD4znK9I0`wC3 z8=AWzxtt~xGN>E^j7*}?lo|w;2`s_;*uW3`z!BWWdXxf9+c8CnNW0MhF1jbgc@9Tp z!jiSGesR1koF1L=uQ4pc`mwM}3b$%AYF4*QS}nVhRwY7QMsu}rL~ z#~BRVaQ}LUmKA52tMQweSiHE@5(hGoj*jSIkSI~3hO-3$JUjOr@1UCOI>&Xj0MDcj za16(C9L)O2zcHb~2O+8WPzyG%w{&saZt?0?7+yp(VHmIlZ(eGK^4?2&GB#! zyAX$pCMYAxi|#X2hoNl7=1!C`!y?IJ8wb7Te3CzAv59%5zN*9}ERD&@4Ry=X=THuZ zOaHPZ%+E85oU)Lq5~-c|#H$g@r9+$IFwmj>AY$#x z3;hUX#KsEolZ5SD|Jm04iE{`FVLYdrIta6XJzT`B*QLwXey!X@DA=6o+an=3>olXD zQNo<_LJYz#h4MqShcn7XRDpsGPZ*Pq9L1Wmsz4pAhq=k*3%De^+Q|vGOq{iW5BkhzWc3T*<%MhUe0U?!e{as2Q5khh*KdBoVEGZo%j_6xdq96clf%sm3B<=78QR zcdqBn{^5R3;>td2C(i4>o)8_3538NjHM%q2jgeiVVpkz(TM_9+Q!X#I4^XGxr?d;i zfU%u?4zP$1_Yi2bIOU1yw=G=^PM+lBkm{Q1+Nti^B@B($o3ZqKE%?0c!H^c;Kk%LE*3jT;lxZ`P>XJYFv5BwbpUSE z0L|~KE!C;6^-aD+gIncK_;h_q+Wa#i-@wWVE%CR$vJ1V%?iQ95LG2^4;JfjzxYO|k z)-OL5f};W}p4h4VnD;bO>jF9i0wLwF zn3Y^1@N*!{5R3>2&UZn>MsM1)ZREd-$|Lt)xwq*51++pkNgYmtQx`2D%@9APB{Kn7AB@YL9GxA&OL`3;GgrTSs8Bgr%SA^#xpMPyll3wVKxMh_6X zb^$xbkKev?=L8007%Z18bm-un%eSi-Fl^}z^22A2n?;7XM2;j`a-=M9CRMIn`778q zf&~rkGbgZE$dxa*efxHg=TD$Pf0iR!)acQo)}S3Ykih9vs8OX(jhdnoRjF37ZsppQ zYb7pT#f~N0wOiS;F#OR)Z|2DI)L=Z@w3Xl9hA-Z^Z@X#drhYp%F#l-%@L9as(0lBGGWneY2J-d! zhY{h$Ge>aW#&gydI%LUGmaJds>hD*1pWC_j3`z*3V1B9Z7i7xWsi&cYau6v9jk3m? zIGWD#je6Y)2j+ zvkbEvgA{T|B5wqdNDUQZDz#wlbM3rwYO4;n+mP9%oO9CI2Ons#!37rp$(FmdW3N-LFk@7>woGdq@sTh#>tM9&X z^mBC5T#(^rA53f7#XJ6jspltm+;MQ!Zz43c9RH;n`0PloSQWBEw~F)&u*^~@(Vum= zpcSgSXkl?JI&6q_v>0VI_E=t0Yj=F|q^OK`Z8*(Y%@MfxsAp=Pw6e5Y*gs)%v zDD4lTf*oE7KUu~>R8v7C-j5k<$|*IUqDmd=RFWlxrovUlGT>Spi=B3=zYw!Eu5RGU zi&r{)Ws#O(TdwP6po10~s|^NGry8W2rK}prejNH~sG}B)WgDp`EZY)TGdQ*>xxT43 zKQVpInt1Rro49Rs)8UqII)|B?nW$1rHa#h&m`YhJt7lAdXqN+n zOD-?LXx>xE>p2CtQ#g)d+w(e^@ZpAF`wATgo_ai|QMrg5 z<{pBdh+NKq2fRu)eFUis*5?%Squ?TU9J7QW9VR=hjDh87`+NEGDM1XBc zk$}OV$NA(Zu6gmp9AK={a*_i+X51-2_`t@vumQN-3?v=evCjQ2ayW*~DPZF%M=|!e zpZlOga|Ju60fi|GRYXdGj{g#5JsY@AdJ6I(xnM>Gw~>!AMN*QLu+Rs8_LW@`X_E<9 z018*=P*8@lS2V0)DlK}^Q#wN*8zrR-C8{$U0>W2xz+JQ!noE=lPnNUXku6jDQkZ(B zmo=K{U{X^Om+S%`3K5)j27(Qaq%B-S9Z2EIMVxop1{eKMrr!9bE`G^xoQvWgB1r;I zbs}R>e4O0m)Y%$gKFppBglFZDfgk={PLcGepgRC6Pz^$31qJnt38`XN&3ICUo|Nca z-jOqkf)t~Jy=Y)P+Sj{0ln$a`p;Ts9vxBhRMWm-&0r!42LCYLv&?Sl3qbgQ<4}i+3}&$JJ^08+ZNR0kwuSRM>Enl<0JaOe zbw^_990yk$$Qpa96CCv)Uduo?0Q)UgB=bgNsl$*WL4R-s9bhh-AE{D4IDJjeikyJeb#{;oKn-)D8hk} zo*?#lKmu-~Oz4wScmNeHXWABh+~5X1=mZQr(d2%1I*0lQHr0V)&Vhwm?sl!KIVW9L z$5Iqze$G0vt5TO4Y-NWd-4WiBDa8^8DCuE3Y2S%{)UffTvJK~p*uQ?#zSF|pS!`t@ zuoSpgy$e=;pZ|gvwnz)L4`y?aiWVw3$63yErn6|wO$gQ#qIIopeQR9b8XD_a0e<-k^1*m^N+dxK?P6cT35$g-7O!W>}U z?F_(O5mB0>1r|JKyLf}3bGPLz4|%{j+;-M>xuM2q522eZ1gJtVT5-98;cZ+3VpOC7 zRFgVUQN-5^1~TB0o2LTfZ~GfAa``doNNWU~1Pk@U5OflUp?Z+<)Z9KLF7Z+~*FM+H z#V)Xs5C5~#+HCA#M>VJr#m!(KHC^jM>!HsQvm}wcyCk*Aow+2ag3mR(OsB9IWQ} zF3f?cmq%Xmljq0GE$rXlwex$${?40Iy@O&* z5&z>m`=Twm_K}ZEKZ%}+Y-f!xPH_buUdK3|7{`NQ4$2<{QS%4-Bjj_;r*a?$vjYZ$um2%oK03kzdKC2&Bvr_`R$Ic#L8KiMG+3)Yk;4ae$TclA72oK>Ng^;0*(3w(jM_1l zFFO%kfr=K=i+5-d3RDc;krosrK{}j@H}gOb1UGlkLlLY)KfDkVM3O+f8elpFRsT?h zR+u9Di61|qCOM%&>szs3aI|jPLF9UeAQZxNVX8mDw*rxz9BZH?+_)tiq{`W`>e4Y) zo3X#Mu3_SaF?qG_a-@8yHB_09Nb(H@@j{eYw!;uZGaSSknHe;!i&*h57FjG&=nP+Z z5#STXKa9qxxWlN^J>A8XO_JH$j}twkIhzQLECf;)Ef7e{+ax+8{p1OO7~ z2WY4~e;_pei8!#rFv=mtffS^o{Do62MRI(%dy0ilJ2ib0iDH1oZD59bs0X&{!g`>{ ziqyz1G>VP1NK_#&r&!6r2+0DomOZ1H*trX5AhQ=4z~S2r0n4nO?8c{~NzAl5r!jyB zV1NW5fSs&N(WHu?{E)+VqH$zFl8B?u`Imb+M{kP6??8~Kd`jj65NPlR004jy7?H|T zrcDFIP!yz5oSd<|kF-R;!%NF|YtC+&F1Kv8O6kJgxCgcZDBrk;@Ba#@T_lRX{7#HS zl@%x{!t4ul!?x!cjWeu-F-WK}lQw6h3X%+r$%K}b8O=XbfXmEG%N&=8^l4@Y@FsjNbuazzvKo~QI)~u0yEnTbSqEOypR$p zMm21`yzm{dn9shbPiPTI1I07_UQP)e#H@Sdwu(L_{2k zJep0HKoEan#|x#VeZU=W3V;LzP9fvu#8e0t03N(ti}%SC0*f;>@sD%WzQoZ)moWT*#j@S@$Y%X+BP z90jjkU;ztJ00oF%ZVX(-pbNrS z!9yg4ljReGn+d#W+}LD3ZdfLGAUKtsBbvR5f~nkXwaUD}$9(|Q%@xt>V$04|KhrJB z;{ykyM8pJ6PSh1Vr+rr(l#U^zhli})9L31n?cm!LPp24`w;equ8ruVW(%AuvgIe3f zBG$u94CiGf;T7Kpn_lX@Nej3DefSlAxPYbrUmA`^@=c7D)JXy;N>WhY27*~Z0|ui) zh?aXF_$`q6Aqa)zheXfo>oH01$<100c|0hW+Wg0k*DHJm4LB;6=>^ zI4)W>eYXfs*XN3j9CY2ReOJ1KU2SmPdjFNtx!hC_K4eaPgin2n5%vmT{JFY#)u%w% z<1IR#iO&<}j5vJ8Af8w(z2Tbt5g<;01GolSkmOFT!y!ft!aUaWP2wd6k2z8ZEGjPe zWt7_t5JlM%i})$==!n&@qskqDe!zuF@Ly4|gcfTOH`XUrbVVJTV+cOl1U6ZdRm*fm zNLgTr+F*!!a68KrBqjw=I7)aB2%zE!f`bk26E5%IM=EOH z@gNTZDF%hPN1E+Q*Dwi{PG(CmX5N(Pf-na_Q$L-)uI7Z}Yi`hL{%N2-L__WD)}W#s z^fzu;YJY==sr4d%b84x+UFF~n!IX-t9t*?N>Y5n?C1t3up1`1!>%oxHWbtRW9v-yL z(s_^vwa&Wa_6!q|i<+5=VgD(xA)OYu23xc+fI__MBqpH$a1Y>2962foDejz%`GrWs z2AQA1FMkMWj`La{1U!|!WI2Ve+>{>Fv8I0sVjg!18r zR75p~khlpqT?lt@I{${?KObsp*5=dR8~br>*7mp94xev^*Ve7=+P2+APY^}ED-&ns zOh-=%^X*g>4Hm{M8ID!5RkdiG*5GNp_iR%ImnB=WM{a?HV|a^qkK!Nkq8EBC~$}H z1VIofTp$JHB910OwVuv}Jj(Mz7u`R9cX)^JR8aKR<O zM+}z@<>}-ke)yZTJWtxOcVMy? zZ9)I(a{o66LqyjT9qfE75Z8XD8{~$!zd-;eARLq~T z=O*n2l3D-&fEvY*VPt9e%SSMP7({O#!GZ=4A~Z;^-ku8y9zu*LaU#Wv7B6DVsBt65 zjvhaPoLH$F$!=UCj^V<^WP%jkAdXbYrP9feHg6_)iF4;fogNzycms+QsG*zEnX4Bp z7t^LrpEeC9HCVA-yQWHQ`U~n)S-;Tz+RAlo(_Pl~;R_~f?OI^(_KlNzt{=X&t?shD ztM~5GUFr6jTgq0}-okoSAx^A#G2>Q@6W@KTiWI3)r)S)WsB)cyctpQ91I6DoLt@NQVwB zf7Y$jqGMyhg6IYoG!LJ#QVQ`Bt(!L=Jw5yO?%%_Y4|0RRg!b>xTi8%O|Nj2vS8|+7 zHMwNcN+-DlQ#Ulp^dC;$l;@yDK6M0CF+~wIR4(wqlZz~5akW)gVg(~2h+N5n4mu|` z_2E;%WX6n#gTV;bUBL9S4^xJ5)>$jX)MFVj`|x8}$b?(Ii!Ns;q?1xwsihs!HxPcC7DP`x`&}BUsQd-^&`J-L zYCuj1`b1L#s*b8rqoK~)5dkG^0%cL4sG{OpV=XmSSh<+!l#48;I1aLG&G;EMbg`uh zTf_iMK(xPP#?4)x{AHz*haq-XG4Sw(OJ>@3yO)nnqMPnwP?ACzUvupf*;-qI78Zx1 zfr%zOW9}@Fl2`o*<<#(}I3J1ZZ`F`co)Hs(KfzMvA6q zoedsC^f1XMqnz@5^>NCnr=Y4Fv&Ru zQD2GWA&XBn{WMf;fpsj3gUuMsF4*wHO|;Xlvk$nIVWye8Jjzl`JjL9ViznyovrjOJ znX9g1q}aVKl#{hv7`B<6GA~v1O7)9uaB?^%Jz@SEFu{+v3Ctr2U$iiMmQM(AN)y)v zC> zcGoGF71>$2J*LYp-gfJ+Kacbm=`&Ta3IPcS3~qFZLxa=OzV3AzeK}BIT7v%^Xd<_Q z11QWtt)s{WDe@cxN#}DI(^yAfU?*6a4t3(Gj_6p2yBET6QL>vIemwOD+r==4lS%=2 zCXxae5KmP=ELjSOCo>gJ3W*a@z(Wqu09+{z6wp%>tS(5=op8Ktk{+A$-*rA z$cI|S7shUwuQR78+mRx3rDEh`9Ov7MC-{MnCFQMuQF>Bh^cbZiwZaqTz=t`;Ask?w zBa!$3UuNtWkHl@Mfv=H@Y)Vs%FF_7YSg{}mFM>SxbWkFpOqB2xH674RhiHcKh{;}*1}(BieZj;6b3QnvzGnT<;VRo>7D)qWGje)3u~AI zGyK>mKl{1JcyMD&+0)ll{xy!&v`H#jTHr!a6B^X~L3tSYWP2zo5+hbjVl;`+DKVCv z)#1bdv?N(8n-j~FS@f4GU8zKJsY`^^BOW(oDNSn{pJF-)rxGCm0Zy?iDMF8#;D9Dk ztGJeCe$k9ZCCq26VMoE(1uwgR#u#(qBQa_QkKV!u+YECGV4!6)`I9H#^f;NazVlpk zYsD#?+RrhXgBxd`NX`hL- z%2b#lmSUhK9tGURhQ`6Kf}*3Zg&iE>9=Z$E2!~D?fh}@iE0ZxmrzSQCl%OuVO7UdY zV*&n%4g5iil+l;93P#yzOPi3>!fe43p0INyWvN$YM0w1MA}20!31)iHX~DYf)CMz- ztx(U5%ouqmbw;j za52&<9-n2-0>9v%?`&Uu{o9q1^*9v$*^iuh$(MJ@ zvKDiyI&S+!OFsCuWy7f`y6l!Z0nHwj6fxT};gf+>Vlh<8l2mb) z*_=J{sFUGY(CX$7pZi>pKd(F9G(Gfx==~6&yn+8RyW&KLm+4GPt5|Aa9AC3$)XYt* zxG=kTOIM@1mr?J-6G&n!axL>cc0PtP*xCm-Hh~x;-@4Z93OQxmm~p0z7+Iu=N8He| zNPHB#ufa&R%m-&cU|2bkf9WUB>Ci)r%wz-+QB^P>(nCW7v54DN3C;o(ppx{?=?wBy zdG;#`a6`&fxBDzk&P`Ga%RB56YPY-R0dKLRU5EDW&)RwF(|z-s->R4%!nb!dtOb0< z%zSj+^WqsC=_pCvIz=7%A=Yi}VqBiU2Rga+m^Gqh(I6+e$dd`B=r$&c!5|Gcuz_={ zATq8?whA{~I;&3N>bwO9~QA>l7a#8 zZLr^t`a>W32%V);f;+C?#Os;`d)ll29&pF}krH46oA_zm<$f$P{(|5o z&O2|rSKGe(eJ?P|2agm(cp?>p)l$;u7#)9IPY?+=h#cirp1xTX-6UBSd4-CwmsIS+ zATg5b;X^v;oHy}Y+@u4{F_~Pw*L#5pF8CgwNS*GH1n)6jO4Obap-}M|-*mVjbwPlP7P8Aar{>j)dcLMTSrufD$Nr22_bu6U!Q5;5F%j^ipnTySo6SL`L#=n037^L zA;KM86}pjScoQ%PUSbfQH*tenfs_9=q{G@^Ud9PhkqntUVMvj+A!Wz{V?+twV2J{L zg|ehvFhF4IwVvzk6FwwTl>tLtUB!qkg+f`v(j{H+i4sH<9}FDd3(|r!#9$3tq9v|F zf5~8WXa~@EUwic6rG(-}s7}g!ViKYvM35aluwpB^;w!$Q+2uoOrD82!$|w0aZnJrQA~p#~whU z=SbovS_chY;z4Sn48CA05g-5Y+Ih?vBE(5UEQ13Zxw0af_{BQeUPib+dw8ROSDTsk3!CwN+oH5X+3jXCIzz8Qlt zkkj4tPdITLHxgMmzTr2%(@)h}9ioWSP}(*b&K0)E!Knx`q~BMl2s~_qLtVvKq@#@S z143eqK^oX5E~IuCpYaV{4rb6sNThgBWUOFVdURIqj2lX#BV4pre5I49r@p4Y{J{9q5kYjQ5Il;l3El=B{ecADKO}R&YDz`LM+&( zzSShbsUN}tCui#BiOE9ta3(tfCpzecZB5hpU1f{x!U|B%#z=$#G}en63ao4-b=s&! zaGk2CXM9|zglwlre2$%=+YX}VNs8xq4(4f@XOS`~PV6Xre3pAkCVa{#r{P5$*5~+0 z%U;BxP;E;V3SR#!1cOs?;Wa|ZCY-{vn1ij=!d)DwCveT0HYF$oC^kqNFnB_qA`&*3 z!znnAR2l_5tYK$RAvG-(IQ#-Ts+fmT(OM)M10n-iL`|hR1uWS91PmBh zslKW$(#QWjs48LJ!(k?D#Bzj1`YXUT(E*eIQQT^y@mpntT7L2>`%qys<^^IHLvWtU zHPTI66_;qr8a3ibJTxmTRA_{T+)#Kzj&N%?LMzAFRXi{r<1ra9WXo$}NPx;!xR#@@ zVres_YqX&2hhE`_ZqXKDT2f76HRVD?{hUUmMAyE@zZQ+Bx{#yz1Hwvd5-x1R4(7uy zY1+cAb66}f%`H%PLS*(Eu3iEt10B}B|w75;sxNMFR&sRy4D}79cAJnE@u=OF8BjJ5NKpf z7i`W}fbJ8w?uxZKt~fgACYVExBn>qd16S$FY^AQ1wof|Af-#({Zt`mE!fuz&uG6-w z*7n_J?1Bm$zyfS^_>IX6^W- zk9>8+3x~wo8S=ID@Q}L44`yTzSDy?sFWcHMJ>W1TFW3&pM238+?kd z5kmqJE3pzkMjih`lgKY*w8D=8L(Sf1GFkCHFfh&1=Hr^NgnGiY7RfIIl&wO~^Y|ja z1!z13GaCyaweHIKrZOJYaTC{#1#^*OOf$Mpuw@>jy9fsXd;}+Zgb76o3NJFrq;N%) zV%cJ{*hw-CBk2s&@Flmif@PZ~cQWK^W?1mfB%DSMbH8!`VUB#CfE zvy(KjD@S8z>;gXULowhD6}RCn&(;>VVK2jG+#M~^W=7nYL-`r=G0P_>+!#PvZnt6x zG&gjx^6@X!4W`NNI7rLf*|9cjsk^76KdhoaRd)lHG>0U*tBDuEV`cTHAjn&>F|L^Hu|QR$H=H_cmw+4J`=oO{Adj83^u?pg^A>7c63OJE9FhVkE8uWo=?V z^n)mKY!Tx%Dx2JO{U`s3c4$jiQo>Cvlo>ak0)H}N62>O*rlkD^X=HS zMd}TW(^T zT_RfwNS-fAF;~jjop9(EHp7Z(K3`IURo@$VuM0_OE&*3)Pj~zwtvT+#>U-b zih21><9pKbrckGfcP`jWt*T!#1A#3kQ1a@ntEF*BpqZo zLqg&T0K@kZF_RzhlhgXTfI?Bq0aY2>xf}{vVi<#z7bOA)YaH6K{hVxRQ}bG#&l5M7V|ao@eME_a1Y@FmdLa7cxCf~= zx~1pY!cKaqSg9P&f3Yci{d70ECU&4zwy3#!ZmOlzrjMT7kii=dwjNnvTtme$7kNEIY|3C zU#GXe$%2&c@nV1jX^*xlbo)+=yK48?TK$1dth-03yP@;w3k`aKoo&41yM)nuy-WJN zPyH`px(}B6!LMaP#^75z=XUhCla>b)G0_670O{(j#3%H+T)Z3(nZ}D8no@K#do-hY z0#$JXClEWz&la=$w}%ylnV-2q6Z1(+c4l{>+-D}^$GOnU;a0@c zU06bEIr^TQb2=kO(nCr&;ImD%@Ti1%*1t~GTYdjoFXR{ixeY)c z(WU-PkVn@Z04{uQDZBl|W8;zWPpuUN-PfA6g3l>{yh}dMu3W;~lsqcXY%weT%ELUa z!a}abyqJ@+Y5I3j9C(uqc2P(^I8Z3%8zs;iL#~@_QF^;%{KDm%=EwCBngT?X1Oo{c zGQY*e)&HGu)FQ4@q*xz!<9 zhh7sXNN|APDNdKzLUQ{Su3Ju|=+;%GsxJSjyL z^L<eDojF5n!tL+?AIf1=kAj1Op-Rff9zHseR}ol zjn=%`6Mp=kLD|>0f4}}xrcgPG{V25(81Ng&It9#vAsy4&ii^Ry?D8uxzHpl`vfpx> ztS(SaIcFbk9;0ir*j%&B6I?h0rIpr39PKo=)`E>S))b6UwGm4LF2V`_LM$>_dh;!~ z40$^a9OHgO&bQ@&yURHc1KY$C0;>O`C@Jq6vXVV42kef@nP~Bcye$tpPs}pSJaZ`b z;#-ra`Gi6f&N$^P$iMHjRIfk<4pdAwHG;MD^nI-1Pm`iGfZ_dSWxjzmOyvI>qp6uOb#&PjDdx= z9X0%;0h3bVZdi+o#qUlzlV$14FwrD)&S<5TR!ugot;fx2wcVE6mXz3x4xvTct zHS@^_kT-4q8EBeYzK)AA3L=1?P0GE*+_w~g1l@)Q4RJExBx9Fq$mlYMpLlo_(KLZM z@x&8;_BjRYur)o{Q?@%TSYfp(E|g-bbrTG-T2QIQYN}<4B{IG-HuP4&ca)f8c1iK1 zieO2G)?~;dk~}|^y5++1p)m`5uMQjtUi@7&pu}ve}Y;u*ymqtjKZtdW=rgtlCQ9%O@Z@PuQ z8*5&Dt0msPk;_b?_C^u?;hU!-@Woh$&Y4bQ=ZykU^t4TiYQ9#q3 zE+?t;SpXT>z@z-{C?)$tpPB}Vr{xZJyW`!|>^8pdNs1GjI0Zf$^_u5Z$`gz#1&dtM zDYq<$X`iXy3#Es>?Lm)JPTCQ?K4`Ds!OCv2$OYlrRk*964{I1&+zM85zo9tMAW%e) z6w$Olm%NM?{_Bzhxd^%e8W4JH~mw^;0fX6GU z#iA94BA;qBW;Or3wF_)n^TYz0_#G+^q#GL<&@0bG%a7Q=A6bMG1ku>bEq!r}!4zg0 zeOXLnGDMB&Db@iN0E`rw>uDC0BOUKp&F@)llapD|V({S@vAIZlmw-|___4xpvh7c{ zdu9dA1&i%<$}{n*WNhpPH@$?0e0$3yJtJcnNckp|q|{iZwCS8wT1G^AV2S67!q9~{ zR6VvVQ#b155?q#Km$5tMM$ZIHVSW^h#N_BmdkF)L+6QvZY+4+r3BGw+(|2rHjc*{e zNt=phk)GgCELP;Uv5~VFZi^mVYzGT=Htn2@yhQLQL(j{k(y6Nv5naM27+BPTe6eB8 z;4Z;8SU~^kVz(mbYiK$mQfxw@D}m@t)(R3?;wP3glc+~X5~pO66tCs+C`dsn(!Bna zfpa|ynHF$>eYE0Fa#SoeLzG0AQVliw3{CcAQ?|p(CaE;~DL=SjFrudBT%0)Sxoj6B zx4epKHB~KTC$$<*@T#?*!D@{Zl*o)oarz0O|wI!vA|P`cR-nqcWSkOMSeAGedHVsppXd-3y*n|fzg%W6UynT8ww zz=x^ODVI%ngR_}^V6|9L1TlhxXO$F>VuyAK>WxL=61MCue`^;LfdQ}DU zEqni}QLx&Q2PNvPgqKsgNQjA|Tr`>3B;$z_ceUH%j!?I{WW276X zBYbOMAl~{J7SF(XW5U|k0#E0s*U2ZeQbwD8@z@rnZSVI^>5$}fDrRn{m*?u~N zK%L%D8T3fd1OprW@J6ZINpPd8ny9&M^}uk5npj5`6c@&qX>NUCUGKWhExLD7J)s8z znB^pQg^9=$KyspOTUjV)N&lA1#cL;|5;5<_%wvviYnyw}-ww9{cLwgAjT^f-7y5co ze4R?HpaB@@qtnJK$9F&dY4xV}n?DVjV&J2kpyu!HVgU?+6P!V{AUMMN4cr#BkZrVH zWNOyD_C~sDExC?6#%0Kwdw0qcz)It>heC3b!%k>?Zwbp!tnz8SJlmC+c{l%JK9Pjn zeCX}b`Obf`vjYB{+>zHjdWv2pE)YQJkamlt-yLsw&s()pXW@+Q?zT;sf-_`4Y7AQe z41Ww9>~J|Xm95OqGWYt(RWGwUYo`fKtl6}<)~dzlzH8vOrS*+;3*#IYa>2_a1+-i= z_OFj71N_}1gg;ZVuY>q(FTUnBhxX>DJNcdW{POt#I{WEw^!4+Z0DoAz(@6hxN~?Zt z+zi*EFOkHFG0Y*=zz)|qVHf-%ymIepb}!Nr3l&D|_k>TtY=_o#&-jopRNUg>a4iHe z?yB~!hOo+!G6Q~EV*5Hm`?du9V6gj60+)1&WekrcsIA&k0Nc)w=CuD!{pxQ(HsBG! zt@3&f36n4h<8S_i&ER%O*4zmM>2AMbNbH)%6G-3y zbkHJNkRx7jOB@kBSVybkO?yn6jO27aF9Eu za02!P(y-96ZWU;))tK9?<8ZYvVTGEjMtje%a5E;Z90kI}Y zPy*dT9L>cO2I3$i0v**#9}glZi^2ffkvk}=DB$tAgaz^HG3J1f3qDaMev%+zq8|ZL zE0ItjuhJ{EgB6J)eg?uUQos_*U|-CErO3(b?*|c5gXg78g2jb)UeSqWs*S}VJ@2{ty-ce zO#;O}v&4o{PDIlpn6gZ;!ilU+6Me7~ACEM@5@(;zSh1}z~Cfx#OH zv-I53BH^+)r>u51lfM{YUT}{MnZ{Kt$P@U|FBi)s`%5?{4KSza-A*mm7*iM>6EbrW z1Sc~P_3$z=(`gJrGmQ!k;erwV;3Z7cBk+t1tP&~clRfm)A^yxhq%D?OvmWhH{bEx$ zS%)@lQ!BgjKo3+N#c~C>;WyP13)|8U{5+vQQ_W=Jf4}CN}Z4`H4lq5m&X&8YK1VReK z(py+D3Y%1DnA9WuGd~0rDy5P&8GJRzWpuRWh&`k8X#myu z)Dt9=u}5W+(sDFCvC-*{Z!lAo5r%6?ThU3S^nplqK%Uefnyvh-RPkODHZ#IN4+1~I zlxDcJOG)udY4s|_bS4OZ08RlC&NNL+Z%Em+O^=nRz*906l|dMx6d2_rBdsBGrx5@Z z7Tj`AV?hwytwN2jSV?adHDOTQEl2(9JgNVTrQD)XSM+Hbp%EZ+MdJ_+aR*aT0p1`p zJqNQzHFaEZ=TkonN>6UYW>8e4v?#5dgym6e@bg<0d`O!2`RqIHf~bVxN7clMMUKC=G?6;R;~XZ`PEO|JrT z*4+R#56_jIUX<1t6&2hSUTO4YZ4_SbHB9}*$Eqa^r%wS9JbYE zG3d0$OANU|a6z^$b2di>RcEuXSoQzaXNi?P)zeb9b8xM7(vG%X`xIscvu~X?Q&Wsqi8HzE+Wq7B1Z;y3H_ZBW9b7<$t6Vkz75_fQs@fwNMQUdp5O*dx)b!ypC6RNdXP1iC96KIRn zWr;Q3;tgiq*IoP8bHTT16#-u_lXS7sbp7=Y=xpzZ1rqTCcGqKocW?~!;T;zC9;p&s zau;|%hj-OBS0C63g|{OJfCfJDcxO?0msez)*LhFNUT%C&&^J48)^5w!5CZ?-;Bi)o zWoy^ii`?&4kMJiZn3p%Njah;KhIE79?T(lCJ&#Hb4fSR9*JVqAAA+-eE3_?<5m2@H z-B6cN1i^6?88H>Ni9`PuecN(KNmYc8i$>ZR{y&d4U<2PHx$`&LsPW8I8Pc6uT6deV3x25TQ>(0ETpq zhjp2mIgi^dh0`~D7ppnHRXCq6dkxtVz8Rmr_g%x;kuMaI(K&bgfQKWMUXggFr}lB* zO`3`N5CXxTbr>=A*;|*|_@3Hc+jNn0dU5qY1;)}P&@CxKGmMi$t0kIMx41xG0yS%C zqs_>o{ZT%b2P7l@sXEiE-LsdiqtVHPoYs@u|= z_hDPbS((?FSV{j{5%M;tFZ5VLcAfX|r7csb+4pBluT8Hpc?ENapPH(tIg4J&HAk!D6J`v=h_-Ki+ku$ z^&=VpgGv3YSLyM{GEs@J&@4#D`|HMFI=h8y8nSzEPN8^5I*Z{PL6Jy;L08svnsU@gMA zPokrd2?lzwcFC4Yiek9WEx4I`T8Cg<6UK z^mI2N9@78fapAeJA9-=f8^6BW#XZ>g?)bEqcYN*GgYWyP10kR9nXz;Bae2DP2mGj? z`VjIKZ&SO#2i(9H{8-;L%kQ`+V*p;d|bU5`_r*~Emo>j3~I-M)qSWz2~k5v!^A;<@Poi$x# z2eY~j+{vF>hi7_uJGj3Ge7}*p%8?w*pBmLydlOnfvcWuW6@d(7g3ou;Xe2zhah*xo z+_xRt%zND-;yk&CUC+zJ&hPxtl0C0j2`ue{00dyM4I!kfyU+`LuMZuY72&lNS%(FI zUts@uhAq3YS$%mg9luIp(EXd!DZRQCyvdoIy5C)7-Tkuz;Sl&6-}Ba8J00IS`KdSI z4P^b^8$qv`8H#;9E4bEJcDYmy0@&>lOFvu+A)X_Q{Zx_N*@tj+?mVPstm6R-+9RTX zSAuw}{n|%5+q3%0Hn^`7e(WCg)Q0(Wt%JF@dR-RGDeOkvPhUDN-4nRkA*tM$IC z)!vu4-!&l+kQ!<4nCRQoT?PEJk=9*LK?MTfwDsCu6FzS*y#^S*{0R2sL+;uX?@B9P zqA?yLum}@JUVv-@7m~0^R^DAe)Yee>Z{&e z-=F~mKnMguuUj9+3B3+39Rs*em*>&#S$Clqk3eHi*yUvJ4dN1aiR1I0J#c2kaRTq1 z-=PRFiBj4*&f9UDo zgS~!yS^JU2mHiL?-k%;I4mBF+r=Y<)bq3b)gK%IYgb5us(nKZ!0UClJ4#Xp*e@aM@X@Qn#PodhXbg!P-duY?DU5nPN+kE)|T?k9JuHCzM^Xh$h zU_k={2VSOlx)JlNSV5&}G9z=P^s|qN%*AG0Y>EitNk87`R$U{%shFg8&n-DwbH_=i+;C4OnVojg zH6qYMD_*DFAsQVb<|bsIM*sog)v?JL6SO%24Mn`cksj!UCE{IorsSV|JoN7;MPHJ789W~%943w-xRBfB&Zn4$?TAOMekI0jik zE4I3jjIf^8BaNla>PL?F*vcxaQUWQ+E<`Sg$7BLk=PG5w9SfyHvt=jQv0ZZ6&>_)@ zDdviH6pJ002w8i`CMpCrz(o*kQbhykp84GbO8ikLScKBmjiCQ3@kw8OK~*voQS_qZ z-k_VhR7t=81(<2P0Vk|*g$q*ZFs1icy70slSDexT1XRGtw=BGi62dkefU&5fhCD%P zsvZPwm6pYdS<9%+TBEI|1gmRgQ${AFKi)vA<;ui*>1wmbK?$_a(k4W0Al5orhqVwf zeXSbVO1%q+3k)y;8+EYZ2^R)DkicOgt6MU_g|W0R7k>U($rxO8!!L#dTU@tYwD@Dg z!4~)J_g)P@EO>(w|84l;g^Dad8H&_F$R;cp@NWX{fgIBTe+i)O0F)~LlgKCQ{MgZz z-E6vPJqB5Gk)~@mv>yKKqioVZ55z6BTRJ4Bl(dr`G(`Vu9D-bQOjE}7)7N$_HJDU; zO9s}aBBaPJTwE+Nh+y5l6`y_L8&pvH=7*BLg=#Tzz?*98X1wOdo5&v;1 z{P^d8*O@J7S|#Dg$Ac61sPa?0Suf;WGYzz#zJQhL72lFz5|ZwbXBV! zb;KOFF_N(+)3}Hn3wE+|m2^ngyxz6ScDf^;&@u>-=*-&bBs6+FZ z#vPL!KmaW`10nPPHvSawDBNRP+w21-b?4HSkzT%(#^A2m=2PfPBLn1W|+uXzoK7y9mm>fk71= zZ$(_&pstFeiRCOLRhvi$KTg3a(v@(AltJOKv;{OD?(kTRsFt;eM=csoh7H*QQxBQu z2RpEm4YY6*V=HIy;X2PpYkTTYt7g)x*wizlfj zNw8@kFD}fRU=br3F$GRJnzLeRT;rtL_{MX(^PMG8T>rfExEesvBz(L{#)dT+JPcA0 zN^s!W5JP|>NXCMA;MyY}3CT-JvPT2aghOLf9YLJJ8=LH;@1%3eP{z)M-O3=;fVMQL z5wCcp%VpPkc`cR-&z9BFWiEZm%N{~)m*4+VK?6uq%6~AX%Z<&AtH!(?8AjVWaukpO4C+O z7MEQ^2-7yZJI=Psug6nqFPS#e>nMVqj1`=eYsaOFnRuA~flf zR6(uvE5F5wGP?*yiV=t|Vx$T=iwoA~CQ7SYZIBzi>fGx7?K@}C(v=V*h%yC6t;}u8 z1c4?97VOj{e$;4YFUwHSPE?YuVu=4kj`pj4c;gMOL>{yn``8uv&{e3tDSI(XQ_dd3 zmO2C`XctUb(z>(`Fm-T)#iZKGj#f-$D47AshAs>&pc|f}Tnb=d)G6jmUt@rq_-GQ` zt{hh-N_laGU@+W?$@nW$QLdwIY~3CU2)fa&M^}AJWQv)pe`4Bh9q@q10UQ9lS-I;= zo%4iC8wd#7AzMuVElq{kg)UU9!hv{PcVZkx6Q4M#M6GdNczhJgrA^WcvoutsVz3=! zy2zl$iyGlU>QbBf)bQZybVL8mYD{6Q0s^sCBT6_K$f=6}J2{i6nnHjHyaBW8RnZyV zzyg!lbpnZHvz}EN*!&_3l&um3F7{!LWFPI90Di-?*Su#vn^MkP7NQU99EezgJI~85 z?YV;Kfg(4S3U8LCn&_Rt9KU;p@%B0ASRW70ZIl=mx9adCJoO^dn`s6Zf@n_ zn994y2al4m#N*Q(fsGK% z>XO*+l6hjU?$@7_^k>lGS|<0w2%AU!zenG;)_dtoJEU7`=oYlpryiZEOPKZY=H=Nb z49lt?A`H;CccBp+hC&-U?a(Jg5olt70@D5N>#?-p@zl3`{@ovP54_{o&y=y$Bk}Mz z_2S#f{`!Zdtrv;B#hlPo>9ty5xE*LrcMC zb84^&j`a{ehiCsa#bw&2bZ)?OPZNAmr$dL3b+;E`CuMx#c6HFl25WbM)>l()UQxbSAgSJu+ zNLd%?SP6A?s?~uE_6D9nZ8WEDB)DLOW`gy`WsOLDLzE^M6XMOJG1^;LV<)t|f zw2Ic`iiOdHw3rvNxF`*|6jZfb!8nDy*o%nwixs(%A(Jt7HhFMpjk<(}YgiJY7lN$! z1}nfhB+`e~NP09hXI2+(xO56c0)a7j2#Y9FhG<{nNOn3IeCa4}xrC0VC3f`KOJp~R z5e9ao7>e~6m6^DMI9PpI@Mr0`k2MID)_0Y5fCCY523ZgWgs_Yy`4SPS6%V-;aI=cx zRU!Xrc_DF06BFqubIFm-b&(i}ag2wTet9tguu97lTFa)4yQUHXfRao%XXkN5F8Pu$ z`B`_UL(7&U-hh+JN0guy1|hKz`#^JlbVc1-DR{wS5Od5;6x z28E`Tb}*JQPy~R{jBY6)YpE5%b(c%^mI2q9nVlw?1)XIr)rfi`6P{&rfD5*hx-@Jo;Fuv-%AQLqeBSwHN))B1@PeC3kF^W`(F zbpWZRYr3F0h^EfEn|d0jx2dOfdZ&51r+lgh0^nlfXBE;JA0&Dd;c6g|nkd~G6P)&_ z<9eypHL2E#4)9>9>Mexus?~S~MGyh!xT+-Rpsgxs*C%JI zilx!V24}Dd7-gz%YM|8Tpj|L*6AP?i3a3*^tZrW%m73T^SY=fxlS`rb5A>~>qISUhj=O{xvulnPzH7c)2tA*Yn0E8fU zj9?D?fDhuxqTb5_ZY;aFEbFo~n+1+5vv~TrdfEh8 z;7bNjVn_6I}le@A_&;)p(t=r^xcqbs9 zySe=AvoZr(ci-mfHq*io{wlxt4psUaSTAyRB)ZmIQ2Y z`~kWGY&T`B6}IRo$N9iXI|vNi!1M>lQz$ZlNiBp>3iwb9UGoM&oTMg9Sqydvv0x5i z`vw=q5BM;==J}>=;4Rh?rYl@%&+ELGJf>(mxAW$EGW@ZHb_TnEh&Rl`-Mhm)41_-% z3*tMid#a%;yT$73zDyjsjtj-?E5$6^1pBB3R_p}5ti}J<>cv)kzh8g{!s!)pCm@__ z6Gu3NYpjqI^Q|e7H{;~S2W-cZD#vqdYUWVK+AM_v&;(*a2#f?K`e_RIAiRtDyzMMg zSqG*2$_Af$h{B6!x^%aiD9LNt#tok-IXh=gGublv>eg>U=H1T(d`S& zQC!h_il-&*vKp*U*H5;@B~_*-&%0klC1=k z%@x%Aik)4Y8FJvu$F)G2xfHw5Q0iMtf5UV*X^qZjz#6)&A9*H4Zm5Q1t;01RLN1E2t6q>A(IK2Z<_d+smjwF2IN4<&ViSZcz+E!=M#j$8ejXK+E8 zY{^aS2D-}0^`>p+pvgf#thMf}z^<~?DyLGc1-!lw!`|0;EyZu(5Bz|qRgTeAoSSK0 z*l}Lw((dilF5q7f;7u^++1>=(j^E$D1#f@>;$GQIA@59a?kHiXJ00?v+1zQopVnT^W9+ks(L1%Ec z5o-?6J;UVf!$JJX(cRP{f4nzd@-P3sH`vj7&=2_V_;=0G?mP4QaMAa>xJ@9-C9UR# zy~P3U^U@yl^=oPagjg%Fst#zLwv({3!W#ZTV4r?CskG0P)7(zBX;L9Bh)X$w7t+ zzdY2UMd3t>4!=lr@@4{siii3zwipjp9sE>1cwUOPxOD303OUqfMz6_2=*ER;O0Eegzv=>{zm8zit== z58Ya}ZQZ_Y3(wr23kDw0WKhW;83Jbg{skOZ@ZS`)oTlhjN%7F3DJs~34EYe7FkQl2 zuH414X3b~bm@{_<^XN0)%-PY5nRDkirc9mLZ22cd5-=GehFV zjUP9zrJzCN#Y^?`MtmW{iN&2Pr`TNKn{@jQwE;;zVMd5qKvqNou?hKy8y|WR;$g{o z`X*a85vk=#$tM3#wn%j8r7hmLV5XYB@@lZ82D>Ripd4iICkP|ts*)7`qQxH@D3r=V z4nG7jL=nS6OD(ugL{Tof3}8_K25#`jlfFizu|^w31OyPU1UMox$l8!iwbWL->B zc|$bairl9b)P^MTj5AE(Cl=a<<88MrJTqmV+?q3PI4!{>v&<}(Gc$`*_%UZX`VvCu zI`H1Ch&%7XpmRKq_RF&gBOWSABlou0!i_g75Ws^Y=v(v%Bo<}KK1cIY2ni(o(;~o^ zw0Pryu_h!;sR%*UiBu3xz40dx{mO8|RCikSRas}HmBh4A#Pux|>k_6C8*FfDCGhQ;WGqV(aOz9KO^#IK`Av+H-k4}{ya-v`INK%PVLLYL21p)}5VZMnpeJQ~F zCcU_%OaG&|B~Hoe=0d>?Xpllw8x;A*SdrCfC=C6f<5-tjrn%-?OUyOrwRSZi!>s%f zg@6MVu(@cXBUCnJt^{b-*({+QEw#(a(AJ!N_TlG9e4GGLK(40%3(0 zPJ4g>4iKRK0vtNVyd@(zp7cLUKgX2fAdm>72(nfl>}0V*J_>ajU9WizqWq!*W|?O{ zI(OX%!&&ECc{YH7Uk@OD0it(DKKZGV7E6E#4sp6RX}?WvNhvouWz2)l0LC1)gClOaFAB1Qjku4akM8*aH~ga|@SxHr0+%?yQGsxMVo#nR zB@)kVOkrB^f*WLF69NQ)3YqKJ;`Gy!jcMU?mI|Fqf-u4*c%cZ#3k&Q3qq-C-4JaxM z5e$(vGqcn#X2znS@^rXEsr1fwDT2p}3{VpT5bq`^To{AyOeq!{%1l&Bgk>yq;=>=p1s*}H%YhO=GFkRghbaIiFu_6q0pK8d zWdqanilYTCGRI6*dxIYIV2ay(sW@UQ9CEHRri9F~i-GIY905nCJM!ZVe%l zwC?b|RB%vT!1Og1;CI=Wm0G6->NQy8bEg7MHp75wj20=fWsw6`H zgMbA+$i$OiS>-52`In5g40kr_D6(Mi%CgwNAImD%f_%AB9@4UwZn@=(SUOXhI)#`` z`_cCfqSG|hEpBDNf|QU6zR$!03-~Jt9P0>9kccx+STGVlsBoV9P~=bQq*J5V>As50 zb5a@+q(TZRNqlbM2~Y4sOooON%2}?U2#rV(8hTbtN)!uNAZSDz`i4c4C8TB{fH1-!#6-DB+{$4;`O(0j@+jg}kYkI+!l`5hS?twpd_g4H z$)cmOHW{LP^(#vSEMNc?aAQGA8$Y;(){EENL>>*7k%D}o3$AUgQ|TnzF;3NBD`5$w z<|)reoq@OBz(IyxlHo{YWP@+z;2|@W(CK2K2$S1MBP$Ty?Q%B=K)~@_pAcP#F4V>o zRe}I2r(GNafj~q9?^Y7aAoOzOuuHBHl-COw_Z|zr`^7R~&{E$M;WEo#hUEeR5MXDP zwh0eOs@&!VCbeaAJq=b5gah}^alVPd<_PhHzkoT4j2J)BknVLR_) zALj7wAE#|-6k95-v>h~w@590WaJ!(EoUV>tEC8F(L?;VK6b?p6=^{@$2xqNijX6E< z5qft4#LU1CLQU$jxY{gDR;6@@6ZN)JVa8(7#ZpY?ZNJdKk#fN^$x1|cnAe6hH zn&$4M_I>XsykS^1arbfq@Pm3+{l=Gmf~7IN<9c^@t;7>@28w_I%&v|@1_#+v8vd8H z+lb;+Y1Ogb4syC11>+gtc*ieLcfQvuQE(>qbmWzgj(}4k5 z?p2DtArkw*!+Z|CZJ={d=!4GO=FEL=x?WxB-VMqCDktiycm1rEE`5=4umpntvyuJu zOWUV{_D`vu;k!e)Q(B2bRQKKZb|1vXmA`!EHy<3&2M0RFVPB6Q-})o^J4fE=+QJ8J z<@uWr%oCE%FYxK{AJJ4H9wnjZ*zwmGXaI*BtsaStchFv#mX%$Yw(vJ*FOiTLBeX=5m$djc$= z0zBFTy~?B>(*hu9s7|vn*n7S0qN^gfsGN8}o2VSBGr;XK0wc%)N()0x8$%%YftdJ^ zxeE&le2NPU3N{oBIee853<{Fzz*@1x734J$G{HXv#6W~Tj!Qv4G(^8}9yjQSr7{?f zC>Xza0%Q{ytg<K!%H&)A``VA=&Jj!cH=Z1vmg=s(>HJfr+HZ9O!{w z1cHg=#T&x`fhz)0P%a8l#;Z8SrFgqN^ebmXmT8=d#X1(2?8aWRMr@?X6V$ty#L2G! z$Bvl6z)2u!I|-^9zlC{}lK79wi^ohvf_WVOJ-G^y?s|uPz{j|9O8zrN4m!e?>jzT+ zNPq;xO#4Es!?7IT#W1`&BY-M)Ye+7fx?8Ns95BnVytF0g$Rdb=3=n{BIDlCc4D%An z3_LiMEG5C@5R?=Vn1l)#IH~u_$?Kbd1x=JS8E7gQT zr>siuTFpxGKOU>GhEm0|qRxIag|NiUu*}FH*a1~6!;G9rBWS>oyhED+JIk3!=5$U` z%YhwO0xHM=0x%w%K+mNJPh=#_Pf8`D-~xp^OdqA08qEpwtQ8@RPgq*d_N2-8Jklo3 ziTQL7`|K0Rg_5WOZHXmV6K|k21|6X&ghEP-J$tjX zNmIpv0sYh+STb<#%i0ELlK&vXwf{jGG&Qp$@IK><*N z%EvD~w;#I{5282ObjpERlMBsLubfaH`BdBP{rd`Emr7<#l-g$>2qbXa8F)l|GOt4r1;u$NdkR%BhkjJ33Z zx-mUqR)XBvdYi~V9mA5%NZ;Jed!8r|^n0nHf2YRav+tvLe zx3e;t~fh$Eei|W)ZFRZoXA63 zDP5}FotcbU6P#Mrt;_((Cqf|!im}AZnKsYaJl%aqkJ-A?lPfEnE(mSg+r--%+q#Jj z%O$AWJmOgH3PWf;-oEu)z%ATA#l^y{Q{`mN9Z=jKh=Cf&0BDHRtzfPqm;sBl+2jPq z?d061H9HCcTBG&*~=DpjDh2A~YV7@J~zYW}~Bg;#>Ma)gkIvvCH zWzHU$PAZ51AsYac+*Taef$H?gu@egTZNtws8IzpXH9TVC`wRY+l}SBd{Sv_emf|U< z;wqkEaCqG(j>!O^PlYi}`ctt7COxtBm?wzd2Sr=u?O+W)UaTWr4gFv|q5{1A)7;G1 z6+U6>Ei#In%gc3P=A1|wM${f?*#U4!l!Ua71YhT=0VQC8&9w<9=8&WH2}EFNWQOq4M2TBTGd=sL7}BV&j1O$zSHH)Z2p zCPPeHP+{I(*BVv$|#f6JD<4WnOmUUnW^>^#*Ss<_*TWV-Cw0?%*Owhh_%RiZlWl z{^N-RU&}dEY;}McjpQBW3e{Ty7y~FmT{Te#EKQEzbUv?kHVcyRWWjjnpfD+|u(E%K ztb5M?=Y8Jie%?l-UcoGM9xr%hPrM{qHt2|&SQh)@0I@>f{9T9cYOsE24KB;h{vwmi>G-HX@Pz0P-k8bAfy+s!#>5?A1nZ8m*B zqHr1gC9K3Y3)vY@DkJJybLyHxYNcN4aq#EM?mMWC0I3e49Yot5i^2uXH+@^WN*i3S zj$So>?G7F5Xx-znEJKv7Z4kv)wZ=u~102hVECO7p67HSh9#~FkPROWPHzx|>HzTn z0=g1g8{)Foj!%f_k{lZ)Pf!Q(z<%D73rby+S%N7M> z2ygBd%}5qK?&MBUhcJAb?0R^a_BB;v@Af7D5RIwOF?50ue?oRY}vPzX?8yRd7 zIohmnm161c_m-9QW^Yr*;?DN*zGJTWPP8Z_Ivy+SfYk42WsOIJj@fnzb>U6Y5%77RcJE3vN zs0a~D-iemHc|fB``Fiyps;rL7g7Epl19XK)DeQ+Dr22f+%$0ScD?+x$N5 z+r)2VokG=KV;d_&P4ns}IN2zMIcbf8PBTYYfG@U)EFZqTy=Ica7Zl=Un)pSJYgmNE#OZcr~ARgBSW+ zRCuBPV~AI4hgaW{zjz$B-RU zR1#S+MG7t|D^=>&jipL1C=G!0DAAz-hA2_4WZBZC&q^wHPBh6-VoswEp>-cRozAePb?g{< zav8(YJ7Wd~A9U!>iW;qRz4|ulRQg7>>+kRXKY$^HHC9>$8W>9~ zgSZtSgAF?PU{-fQbiiJHJ&^-r83HyLVn$%7;fIbH5kzDdLbilulwnp`Xq|o5qH8hA znA&Qsr8a|Yu*pW7Zv}a_TaQ5!6hjgH@KZ!?$Msgk3IsfN(Oo%Jrymz3>6hMg{Bc+1 zPcOwJlY|vPchq?oNe9<@J$(n1PgTm40t^s(WS>_CMCFg16!DiQpMCn-(SQaDiWY(j z{&^^(iP9GUVo!LeVTK&`6&YcWS?ZW(mTJ1h4ncJP+UaL3ZsuZTqq-&}ss$OxT5YZ3 zm?IVbc*7%Zwzc}BlBxDaBtQM=k=qO?2pg=hD9j*(5(gY$)RgqmX&shvaTlI@;=RdL zv==qoUz#ng$)>eL#TBMUdvfIuo`;&ND7)?Y7wDkz8iODi3%YwRzWH(#fTM_g7}yRQ zMk->aI1HvKWSAmsDW{!YR+*@x{n*2(ubQT-uB_S0o2^vz;|<2RV(i;N-uRkZu>=h( zLkt--w5&(lPWS9|*;cjXw=i{c?OZZfq62;!P;f0Hme(P$5E}}^3`!v*C!7Hzz z^x7LW)>;1<01BCHCUC$&7z~7^fk_G)WUnp%j4)p?c9uiKtbqz~4+OmiaSkKv%^Ryi z774PhBJX`$$-bg+f^o$vE-Y{ZELG)yO2-8>M=7yaZA?fprfP_mzcvB66|k* z-q8C1_RkQx=Cl)yvQ9{3&F z-e#iFjEZf|GY!J-wgk7mW`)s{8{K^W1Thy}Z*bZ34G#1`K3$z42RE!?3?i|^6YL;; zjEeya2GBmE{EsfH)89sL_LI}`tRVqxis$G8xsiy@K~MY&=?Z8x@ra8|aA_bN4i!NT zvXM^}w4horc(pdtv5ptfcSgw9-Qpp%J_mwqjrHKx) zWq(lVtZwfxJ>Xt$Wf28qG^RXi``!t|hFteG?e5Nxmn89RHGnsfi;f$1rB0=u) zG(XZKkg$iya1O+Kjocd}gY<*{Q~2XosX`p9j401}8Y_t8Gu97cpwE2*CzPbz&wm!k z#8&2vesAic7PB}PTsB0PPSjUQB%-D+z2{A`#KJq{gVl zyr${Vm1+==FY0EDPQ;>YPOLVxSxs@qS+|0i^PD~w|1RBMr z#x;&OHUb~K(#WcL0p6j z#V=9RTIAshbWM^J-)04s3a%M(6-8mA;K!}tF*X%NryCr^c zq6)js`QE4?qme9QafCz3u9wHTaxdLn5ZWH!M!-fE7JiW`gCC@$A2ATHQICvN9rmLL z7)Y>gvvOOYg!rNV)_E?pvTVi&(UMOaHVV@&Lb~IA7_JumEsW!AloQv&x++F7i(M?| zJwr&w5F;EvE~^ACOa9*tGcwN z{ZVBBV7ZnAo#N3JQf3Gz?W%RTaBUm3>O4hwA*)PtZ;jha1BO`43%M|#VN7Q`-#NS5 z)pM|u{hz}AfNq5r(x4YDBt_2`zXj2aKn^zp_hLKSklw*TY9MY9q%YH;J~xrlk&Y+Z zHw2?Sw-IB2t|WG@xTm&X6@NBXDA6`f@T-}x6EJJJ3>-qW#t5#_#LKr*F+RXnws%i# z?1@vH;O_C1$}SJ>4Fjai2Mb7q6brGftT-@+RVlURya z#R+c_FkS>9U>v$&Fv_n zN>U8GARnRt_bCnw8WIgAq9QV$4bp)Dkc-i!nwlA5T)-c*2w_(wArn#JLVy|7>5C>} z6fqqN3~*u-o*Kgm1=mHP7EZ_iRpHnTU@OjIMQ~vPmSKJci|{evyQPdTTA*>{o%ygK z3djIFyb9waIxQ&U6c_mf?pjL9FSDxl_1VE&DTh38r^%+uHBH0cYl19$m z5BvavF~k^*fkiC90i@lN=~Ff0WlQp$UN%`@hGSsfq&R+nbI#y%iU0@yumECeCR}i) zO)%wFU}skirRv~MWkL}|d8bJvT%T~KndP4Wwc=>To>p!pEL`Df&gTNCrrbp2eML`2 z&XarP;UNm6Z7$zJC`4Q~gaRyt0Av6^5hsIwKoKVv?}9S8Nhu3o>449fSjrWCGw4?m2)1L_h^>AcI0Dh88A;KB$vzs5O4T-1T9W zjwzWsXAIPU05~Oxrd5qHMT?q*iRww1K^=s=X{*5njOK}q@@Uro+-TV4Xnc|#pSEHE ze86ndrjb#gaSW*udE}9zK$0pcA>wA=>4Xvb-D|;|f)XYTW+{a_Xp>RsmxgJXmTHzF z(EvDQx|CY{XyY=*8 z<9V8UF)B*hosd0iks@N_5h6Awk+NJB30x`;exLw2fP(512aIbBaDXD3Du!;Tyrn~7 zjw$vzCuyN8x{hlyic+3tBCUEJd1A$$mZ)`nUcSBsiULT#UWDoGYO&hUuL>)}4y&Lh zECC{GWi4xvHfvqhCA3zfupA;49Y8p%9}U1 z><2tv2*~UQaDa1;YlV(02xI_r-0KhqtWfqx!J0(T(&?;1$iT)QTHo1P)>ZbEE(X#Dpk_0(eA1 zxz??_#tOUUZO!Ja-xja&`tABGk*?P25&od!8m>wI5aD)I?kOQ5^j^f|<_Y3@?x9S; z6x2fIR_)btuj~D$1cWYHKAt#&t&yHC`n+ohsIHdklRwF6SKZqy-H!o$D+u^5hMH@v zM1st2-|-$V2plj7P(a@vFbf<2bR6vDQ15p-@4sHJRhXhDKFH&W=UWVub)F~rYLNGW zZ}@61=PG0fXB@M^W=pa!3tJ-#qK}5oto(8S{Z?v}EJQcVPj^(wSH)7C1W-;G0Pe+r z|6V8n`@;_muyhu%-)>+HK-B>&@ZZ+Jl{Ewehh95U@N`6OcZS3UgXcZM1%5zf3QN!k zm#_(U?ioYe3Zo@X#&7$=u-Fc7yMihD=u-y&V8C)501vy;FWnDC7{Gxhz=6*0RYj?( zI>~EE-fAhlVxu1D0T+k@s&(1of+fz7vqzxvN>qz`poIA0Dp@_vi_&wS*mFMv zi1)&RK0E9!-}H;^Zve=E*q#9Eu5TUhGL~-NhFa+3#Q^hJgmW;2oi=0uR5U~v?*^vB zJ6JU&@2v4=v_|)AY(2yZR6hpM<lzb9e$v~YJ<5sPg#Ug%Q)Gq!VX-{VEL9areJa&$)&C{}Qx6N`4=jyBKMfIp;z zRiE~0NAd?yv3X1M9*^}$P{abfGMlsMcjv5VPjSyel>@X-A=@ub$TzEUF|?2~U3d%9aYt^)gue~A zMG&}U!%6+vHBMmO(;PTMh;(0L_Jr33aX=?Umw9oK zUm$bA3OK;B{w;c&s&u0O0{89B0{i0~Fr8y#$Ts;ScA{H9L}Br{vr|9~l;aOP`)E6- zXb0|ViC;y)jsZYAR=oD~k~A36`swf>Nqjm(6S$LO1$jg{sMqMI7jCI*)TuA~tItJF zYl6P-JHPjPzrUv@w7P`fJG)E-AgrTL!c3Gl^`UF>u4gIEDm5r+GO-_T_hCR)TlELT zfVQ8gy*C8^Qu})Ub3hGz-?WST&4P6Xu#W?GJVoS>w~wfn-+2Wu#a*NTI@%9IpXj-V zhvwu2bgcW#^t{inqkhLb(arpoKc%`5ywnN-Ecmf-A*Wv(8>OY~fxeBXC8701F6!w>rSzI(6VT)K_?G2AFrxMzJQ>J-Udz zdG9g%Wmp#f>rZ_*FZ$_rTfw!L2r^f!5-QhqzWqnCSHxWVFi?D$^+OG+GlZ%_<)({1 zSa81Qw|~I9y81s2AdCQ4fF&r+t~SG54d_9|)A`0T06+{#upmLf0RjXBaF8JbhztV= z4io?aL<|Q7F=o`5vD-$EA3a_Kg;Ql+WgDgot^qG?a47<+mxC{|+%E>^K_O+fZ* zTc2iuqD>1l1&p&+t8V4$mT%vUN&Whq8JKX$N_z_@R=k*TW5}0~aam(=Aj78jhei4KfZq5JaKlAP2zf^*ivwL$WRQHo}sQ zO$!6GJujgGv%osv{Hjf?qHPRWkjUa~+N!Eu%Gs;xQwywX` zjn_g(9j#XrNaf8}-+h}h)hHO0a?UuEFkpZnSTXW)WvvL|H)dT|JJHp_8Z#Ol2GVp@nJ4 z>jv{GsvbwQW^RE`3|X^elq+1p(@OqO$^Wyna>b-xO!L%DM%{aULGMs>5J~^u{PQtf z-NNiITtO);eUFu;x1S6-gXx6zOJx{(|DCY?=2Rd9?L|-An$+=n)||Efc;s8elTn`} zCno7l&p(cn8DR|NnC&G>edzO`pF%gjM{VtcB{X4UI_MzwSqLz^i(f$!vXI-&Z8{|D z%kKII8q5t#K6?t6*^W0s2O;o+P#GFV0_elyxrJv%%$K>4=em%rurMx^R0>a+#r%X& zgqA6v7Qq-sA^C}l6Y7W+z2Y3$q~=JuOU#fwvH%Hvri^U*nd9i64CqelqKXER72|#0# zoMXen>@Wc{F@P#D7!;7$Wek8+qMZhLpF)ntD-|>#(U9me2a3!8BU0=N67^&=6B$z@ z{ZUX=V#XEAamp^x>xL{F!#jUSij|@CW?(A0NpX&|lcoFSIX~FV36b(b%yDHLRSC~yjwbvM2O4^4BF+jy4X@oalvD>_<59iBB~MzMdwA` z63%gMl#^e?=tsS$&LMU$LvWnvvaqRD`g)Ka7 z>6f4fpswMxD%B(CVopk^41$!YOofuYg_>vHxQO&geU)-U_wpSL6H>Ad8Dht<{Imc4UKPMdIGT0a<{wwWXfBA zxG9}6(Y!P@QEc_--s~C?z22%XE;o{2I_P&MHGU!g_Z0kFAv9vZJtnS!5u9ToXNbZ1 zfg_0^oTVK_j5NsmnLhln4*SA5XL@2S_ox*h)eg|abt^I03`%8}$_KQGGa83EWzbyB zcqlb?bMI(D2gBlc$RG`{k9!=50w36%b@nr9ioC2Y2j)B*bZb7-5=|@t!i^a6ZbH%A z7^y5syp&RJ%sN-W=pD_W#G`Up>N+7C$hgflen&Ufu?~IcW5$M!^k*FW=PceC&ja3b zkY%0gn)>OxkLgLFtE-s61#*d29>}6!{S}^?Wy75FH7yKvaZ_d~zhuX2-*A;~9tCEjxR0e}H)*d(Yf-5fH*5T%Pu{qaEhBCi~l$Q}f6v z1qMTLDNq<{VUuG72BHZ1P4m*?ZZi0u+HWSR7fsjZIJmRk zyRFaJF$jGogX(Q_xS!AL!BzX|hZ~6hw)c7Ttq)1MLlfu+2L(&4t|fLQADWqreVvK- z7PNC;(=6wUEm2?m-f0WdXN~FF?R}=0M;qgnjhJ_9&DvY`{~zidez6A z`{n-#>_M~rd20nLQ+Y@4LW}&b%tR`pCzPHn8XtkKcJ7;2Jkux7K0J+>_Nr*WE2s`n z#%L__XkpwqFHsN*yBM!2BI4KV&-^;a`@m1_#P1LY!R;{6{LpXLMq}8@>@0Aux|)wE zB&7Z%i$2P1@J316s)2TBqk%&F9i9e^fqt_R}TrD zkoV@zzk&z&mS`i+qAq6Q#xO+xP|D<&PK4j?0tyR?2Eoj`0H@RDVggG921w1#^dZ$& zP4nbTv`&Y5#02b^NGqJse3Wnr!OsIha1TdM3>kyo4&!xJ74Tr)R=rBJbENlqT zk5ugF60WrPCF#J2Q`k?YvTstzg4C$b&Bl$P&dq!9#15ee5AQCh9!Li&)kTI$$s4Nbd5C;OW z?gxQz%&IOL(~BCl0s-}+CqnHOlkn_j5%p?uErw=A%yH&&Q884;;P5CB34>*@B-k8e zzdphR>xK&LktxgyugHV{+vEirz45k^u^Pea8s)1!E^h&|4&+?zDZ)$*Eri2%1`VAD zKUVM^O+*&cvE=~q0t|ow7+?f!U;`8eB-QN*(=Qxx5Bj=__GW^=CdAO%%PN4!=&CT6 zutKyx(r_S-G~_B7eeo%l?p$OrF%)nVwQd`oF~txNF$}V5a?n5$O8=fEns~}3y+$NQ za^*^r0bXDoW}+V|;Q$&9EQbsx*9y_Di6$`w1^MUi+CwMH;uw*s;*zoi`7#s9&~OA0 zuGou+zOpTzGV|a}Du=SYC=ad5F>(sC8Xr&OK5r{v;4$6uF~o8#^{gZxfDTyA2Ashk zR;497Q^??Q-vILeO;9jV(B?4eu6KqJH1yIK!^Q9t(vN&^w)BOq3Tfy5Qoi`9wNC51 zzD*)0QYv{VNf_wi2FrMma_ZpZI^~NXUTSjaay1F%GeNT?4d4NKVl+`Rf4nonS~E{x z(^b~9;D#i+xG*pAlGEs9ra)06?xHtK@U(6wD-Cmck~5*$&A2FCc|Y z2>B{KF9bZtvLx5y0T|!`uAv_=Ks6=wzYOsJ!z4hVVg%bGDY!s(ZW1DUN9thAANK_s zzb5Gb)DnYJ6yD(-h62hClnvwMGP!X(&9))*;T8 z(R4Pl#AvFv#xd;5R6`JHI;T`LmK6N#;7|`$JW&!$pn)wXb5JqLZnU$)c#c2+jZoME z1+_^F^RP0m~)wUOK)4=+qLQWCSZG)<_GBBnfzNS6^ztMbt=ZH7BQ? z;V2*Jpzy#YOZ}o^hF}Aee%n;T5L14w~ zrwYr<2KPBT%h;xnYRT$EWwbArb8EA()wVU4Om?Uu57VelNLlts`Lp%Rj%`&J4+63O zZVza)q96fiA$AiWMT~+-JNF|VS1}qXKN2&T0QW8cE?fUJFe0&JPuJH-YlmnRS4q^- z)O6dVk2ycC)w=h$oGh45hFLo<2E_PoE5@{MlJKHo3zn8@Tt|+xub1CwP0FX4Ug-;pw z0F!3E!l-2{7z4}Kd}S7W{Y8D(_oirJFQVXX6S#02c0IZ^{>+0*B9<|7(=P%TwqTWe zb9b4FB}W^ON2}L4vGN8X_kbC4h$1tAgR{Qwt20x#4V?Iip*V`67*X2*QPFq*g!!d? zG2(9HSAHku$bbr69duJ3)&P)Jd-QRwpw_gMk1D7Fi5Ej;XW|W0jbx)wUaqn%gm^Lf z16T7mawunV}{8~ z65;rmm`AJ{>NL(Ol)oY(9eCV|V(}g|2qSn{Jk?{buN!eDQcZUc4>^%}S&^?8lH)~^ zGeVe+QVI`+!F`%Jo!9*Ke!&5_L`2@LywlkZ%rCUY-G2&ySi6o@UVv^h$ zo_X00i5u!N(bEqhQAbZ2U_Alxw~dLzKHN4nQ@vO$v}TNYYVX` z2RYmP&wPrmR?8WTOc`(MnRfHGo(p0Gth$S{I;%B;iz&GvP*{>uTBQ-0rCZmfF-mU? z=@4hxs2#RK&X}kDwx$TNmx#DH{WOn%Z@c)yE8?_OA28C$LRFhmfFZ9sNt$#gXAb#4Hv$e?V&|0Ninys7aFp`b`TuiW(*EKfvAH4XM)#3Rd}5=nSc4hw(00n32z}ED6)~F8QH?OqtaCY zuc+i(PH2fpg-E$iQIZb(oIff>Y&W_~xVnc~vpMC3gc%TgHjKL4yLlPB!yBW{8+Z?T zgKOGCfDxb@w=LLPhpx#*_q*%#WDM*(3+=dgbvUjrcbS;S6=Q~?J%pO!?m0fo%fF&qj&cO1ywYSkK%a2yp0W0a`Po~xtSI!VIAJJ zYL*7EkD{(<1*cx|#FF#Gcd#nm{Cnh$9r6i3LVjf{mB)b(Hp(W zrH~$Zz-vwszG`NX^|uwqi$kTD%_&SJc&hp+MSDr}2b!~pfxK?<_Z z=Wb&fpxZaWKl|PHqR%%1eovUXe_g_neAxM&$%~!;YaaR7E$uL-^-YoN(cNW8%qm+k zT6T+(hk|;73i?7CnA?H-U)C6GaeSde7g!_uX+hfJ$u+*hx&F_`C zGvd0&3f9+8=|>xCvlpEc~o9?Hqy#myeJTDXYTp6wBS z%g3M~x*S`K#l%rr>G3P?8L-87`|iK6;-=#NW*V-kKbNWqxXmL!BN)H&pM22)KK9!K zep6%wR36_yEbZsX>MgSJGZK&rVpCJ)&Bp*O-vOEm-=`B`;zNSz8*s*a9w<$JodO>+ zb;-sxzV(}`C+@ZZC%XYnL;TI(gv~#~x0w9Nx&g=9JI#*vh28dV9`_vseuw;o9o+YS zVgLamMS_6@3mQCFu#!N83>!Lp2oWL|E)gqQyhzZ1L5&4Da#1*tmOolBCXT7pty`r^ zCP!j?39}(eiVSVophHKbznwgJ(!yyorcjtER?-}b6yt(}DJFhQ$&$;$h(%SVNU^kI z0**<$dL_D2rPQxv%aV;UFbb`ZXw@eF7(q*56tpP-rA1p1klh5d=(b&JHn8Bqgbzj# z@+I+>#Ecs|e$3d7k_#CNTfU4rvu2Bc@ODlxH$e)(7N?e-xY=yCqp7=c-O6S4(|7)& zF63&%W$TzlLEg;SGx$iLHg`@^+$3C10QUr2S~MICDWMfA~u)p2nWN@7`+ z03AEgk>5Zt=%!!-ztN(PKl*eS+)qGd2v#L9xW`;`ERB)EiCtw?P;V8GK*J2W6B}M)@R_l2KM9lUi=s8X&avMG%il z3iX;$268#jnf+ZgQCMP4gdIx*N$3xSS|za4e!l@HoQK`4Ga{NVA(!K2%(?koVP%RI zmUMy^cH>o#1_qa0;Q<0*kaB&w7gw~Pha^FtO-iazPELuclvP6c#g!G73Tvzo`KT6w zU}~4(q}`x+Xi9I61(BQ@?nFygFy=Yko;vj@A{{O!5F2Zs7bjN(wGUaN*^nfa&rzf{zCH_~lxkrgbTS<=$J+VPT}o@09mpxfQ+w!#Z!Md==VS zQKYJAW3N!biLgYKc;}D*GsSU*Y-Y;#Nvw$5BGg;N_!1hfQw}Do-~up^JTP>TihS>A z1iEE_0dcuIS^}erm(i%@>1=PyYKEE&m2EI% z^wC0e7Dv!dFq*Y7$6p3IsI{;z+7QdjwfQidlOnhBt4&k&GShHjdX+$ZWy%(i<5|j) zM*jt<*9aq!dpE2^8*MbwN(bC{r^D^@KI^~sVn#uuT3`aX z{OzPZ4tc+l15CXC_Tn4IIDegc0Es|$zb-B1OEc6I>7vU`zOcE~8B*&BWEK8FvCA%E zP?kkIt^65;P!2On>6#{^Z;g*y36zuo7YIRoaj$!+`d$Pth(UyO19=%b--6)wD-LEx zP6mL1NQxyAu#Iga8(Nldn&rCIphSeE+8ysM*uV@j&|5gtp%1||K??dSX#o475pSnJ zG%;)-DRAG(oI=CYc;qN26p5V*(n9{>gbp#(j_qRBrY8c+Z8#+35t$gBGpcb*htYx% z`K1LSu5pe+6IQ8Y^ARx~a7($05Kp$~B`u;YLtmU52&1ycgXA%I5bPF&=qQ>fLUNLr zY2zDH701a@a+3>7|DTT7)SQ$+@qV!~02f5DMcIv{f1Xo`mTZVJjF=IJFDh{6U2uz@o$bjvLjQaQ{y$qfxP6G;j! zhiW{}=IXf?BT-LN1xc4%@)9(L&QYMsJg859s!*K@^`R4+4n!HWwbyJ@Kl?Kq?Fd4` z1&Bl+F$^h_|3-Q>6~!_&v&0}ve;AjX-32b9n#-k3voj?TX{bA$K~H}QSAqtWt#qZ1 z!ZdT#M8;&P#>t{n2Z;~^I8-BJm{7~GI+WL3Gj4jdtJ;iMEp}cIo}}TCSPk$Qe6AH} z-bo9m>blc`#&xt$&;k}T3EI?d#)Doo8s&ucO6inG{ z3s|IdZ6Na-6TW6BOLW3kP+y#F<=lBY9(igZFdfJOcv(E|NGddMA&o}B(_J50_pR9V zsdl58|KJFdg`%=-VjdYg-mjRmEa!b8DIG|zcD`x1dx2b#~e+099gAWw@7)YC$^&V06r z9YurUY?3)MeAQo5(aT8X*m1W4v!QItC%zZMcqL1|S4g>%Wrnc0&qEU}o(+0rPK!Ds zFfhvdq%vsbe3u}Hej!j2-5%YlF4M0BVTz%(VOmNygD!5=ZI}jUm~48~1H1F552|Nk z|0^5Nhcrs6-D9BIx;niz>Z1)hR4kDekU?HH@dA6}WgR-Q(xk$4;V?~>VJ}-t#y)mI zlf7;s!!n)FD(|DZnG+D9my5BA%|c8#5)z{bxVK);V`04OGp=kURvlivA6^)NE@7EQ zaQ8Ap4RN~8d%jw^tDx}Br=IAe8^fVCn%FkAXMJrtE@qH;!*%fSDK_TnZrUv!4x>e_ zIO9BTh{P=}S9tgQnBm2+EQ_imDfi@TTr4!WigFZ2?`GrAMu>0QIj%LD^~byXF=)KL z%Yzth$8X8$&@(P^BdERN*i}10mw<&D?D_2NEV`3p!j)BPN9jKC7(*z0w?!K^|1d2# z>D}=P-yc>BBsCY>vN5 zko?#H-6?P{H;?*wr+xI?4?Q!D0C%}(KfX_KO5q;zn#PAcN%Q;>t*3)~!stHa==C3Y zEte}J1$-z?-l~4Q9YM>dJuY=5?gAQWMjAV|F6)sq*f)O4wtd|vfuOepOCWv^$Th4b z70)6Nro=qZqD{s(D`v%hfFM%_vmfO475Mfgg2ZpNvn#E~N8Ru&fUpw+|Hl;D#&Ok_ zYl`P=8FW(xvn~XNTnZQ@J?1x6hk*XcGu0Ue zcr$q6fKu3JP3VN(2Zg6+hz9XFP*qfqC`wFZPQKL*V*nFF*dv!h3zxSaZRijnhfzzn zhP%;&Vs;es<1F$OZZ(vASa*g4BQxFsDnp2XqH+~;0XPEEiF(nAX4i;9b^wT&h@-cN z!6*@(Gc~B@ZwcT^l(-O3HV}X2dV2vEV^<`b^@+cyKi=emIM^C}|I|1dF*;7M4&Cq} zJGfG>C~kPzIHO@21O{LS=p8nO9f08@eKU*5$Z5n_jG=do{MZnWC>p-v94TM`8#Xl_ z(K*yu5jJIJU&2JRP=HNmV730JwTah z36N_UnT~iqj2RX_ITcegmqXc+q>_f~;1i`-E~hw{I@pR#v0?Lrm-oevK3I~OX`9nB znU!goIEk6J8A);oKjg9$2#H3;gLe*be#fUF7d48fNe47|H*R@O7glimXGZ|%UY4Vn z?f8to>7B8Xo4T2nl$n#?sUMG75gA!>&SDVpS1y8?8LX*{dqU)2}8j$pB-eE@i~=+X^}|hNA#l+@7FR~IZfzEpc#r3;TfO;8ig7< zEe6_qewLsL!XS9nYz|6j(jj#idR4PoMqZZ!UdKdC|Is!hkQIwFqa_NWwwar|X#|wn z1LfJHAJ>#>$evvRpRq!e$I+mu_KARZA@mb~FdAvS_%tiI5Y1Clorn-I=^4rcj73VO zKIeHtil%9*rfW*1WvV4~;+!z>ltZzkumYM+8cK9%O|N-EJo-wtIX>uO7u6RUqv0h1 z1~nNmFJ#3oZtAEN@twVI}t8mr0&p^ej%O!1_Cx*Nh`01JSa-)5z^(|ma0s;g?0 z);AEDY;2ot+=$S(J3wR|0y(mWB|o#tc@u&>5^6fW)S*?Ml2PxvfR20M&}E*NUt23PJ8UGNuLrhgl_smnB>I~d>^7(qLZ>$Me9wSPa9 zva$=jjkCI~>$+$PyO|rjvO>GZ(Pd&pxXU{-aT%e2sXb7ayw@wdtXsUsi@Dg#G#PK`=qU@8H$@hBs3?3M@c#tSY}%)c|>Wp zWS4A{w(;9t?d!fh0KW))FAIRXRN->Yn;|E9M5vJ!!l$1S<#3RRoGoJ%?z2J3nGi?e zzYdIg3hcfOjKbg&!M^%h_NyPg|C&MK7?RXGFpt-P2MAz>GZpzX0&EkvH8!SNvJweF zHPnYx^jSBsAr%e>F)hqVk3dP<&rLy|Fy8@5j3M>GtKpqtPG(gtH&rYjWlt`s>eL;7|op4%-FgE zRt(MY%pb0GG7S>PHDanLD=njHIRS!P>q2%D3m|Jui$61YY73$Mwu~C_IiY&KcM3A< zjL-6{y_Q?g#Cy*fEk!ZnM8Q>WC_BHtyQ_}O&6;y0P$SOt$V9pr8q~KIEGw@@jC25m zI^-CGpp1zb!4>!m(h)Y#*V@rntja?@b*xC73^B?Ow8-Ha#{Ando8`1qA#vN?m8e>jH5t*K z7o5^mo!#p#+^pN(@BIU&jlvaq$MmKdCSu;L4b|yQ*zE1!M^vvI@B{DN-SM5=V4KkK z7_q+@CSDQV4x!9V1K8suojCm87cM>lKHvmi+y?&L(<(F2BN}G>DU;W%T;fpqjo~Yf zz^l9A94^`(|DL>j2xRm))3C}UQGGAv%i=vgxh@Xl#4Y2=TOQIHgsfVJ`u&a*?&D2v zu>v0CF)rVz3y+&4R$>y_T=LYcy-5%51iWq#mTtAJsu%dw*9i>~D7x)v>q$t#HvJ5w_N#%7ev z>9^kLfDY=RZsuSct;(|%Pm9$>yd|kF;W|W?o7hvApX zAD*j=|D!mHLlEsUK+}TXYoz0`!b@q@fk`PQo>I<)4KTYn&9xJx!vdms4v=SQc zI^z8-@%Y~GyZ-PIAM*D{N98Ukvv*VLk~4H%B+`B>LTDFWe)94@@}OSw+OD}aPiU*I zJr+MVy~xY*o^;9p{Sx@&_9|Cu8^$*ViUH|q-0lss@;~U(?=vO2; z|JV12FBEZq_jq6Tb-(x_koPjM_oRgQU_nXeT{$c^TRva;eg5Yt@c51I_=|7#C=dga zpCt!y0G(eELhr4t5BtRS`JpfRcK`SxfC7?_B?|BW2|xg=ANvmB`oQLlZXf)|A3?K! z`^(S#%b)vuZvYIy0F~emme2sm|98eeH`*?+kRn51z38@SgyI4-g3i4kTF6;6a256)t4h(BVUf5hYHf zSkdA|j2Sg<UN01>!jwD&qw@gT8+qZ{{2l zMy1XPqeKA&h#=`G1XH9gIKs3+(tuJ7j6FN_ZQQwa@8%71r3lH9DSuTER&#IU$Wwsk zoq|>r*Q}pM7Z`;WErWot7esAcARy@8laD7~-u!vMzk}n|o1nM`eU^Trr{B06`4QM% zSKm&{c|q{DBS^OIQu9xs1M5?8K?WOiup{-><0^*A+{-Be0uFd^!?^An|1Sm8NE;}@ z1O!X~#1ajnWrXTd6H!DCW0Y}58q14N!kLD+mIu0v=NIG(7D-6 zOdvnnUb~J&A*;0VN-WvB5yzNxbWedS!(6J8B6$O^#SvLVaG*0&OrSK=1QZcG5SDr$<5DIs_Y~A5GL2*{0T@eEQXuE1yeubvb+U)puWhNs4z~fV-`?-%Rnvvsi)?R(N5Q{tY-_5jgmYVNLJzkz$N9);L>- zAEsAg%QoKALy=21`Q$uT@_1zsCSE8Y03rDV2_69d04x9i006cGrUHim002z@12qH% zCJqk~4-+U40S*xm6cY^^6A=UyHw+XT6ciK`6d48;CKwe1RTmus7!(y46j&JolpQif zC;=-gD^4pSnkzo2D?KGGKnN~GeJ(pKF9?(`4-+#bWHSJ^GeD~}KY%qI#yLm2JV7=+ zP(wgF%tA%eLrEY+X+uS2MMXt@MMc9!LPkbOPDUZMM=QNYPew>bNk~XYOMje8Bcw}D z*-J{wOh8*vE6r0rMpc*7RXc@NNZD3PTEH?Z($~I zig|H9d2&@cbG9aQrrdN`;dDFjbVK`eK6Z9?czJo@dq3-YJu7^p;Cx#9d_jMHUp9cb zpnzVvfJZ)pbX|g!GlQVwgG1wkTIz#9J%pu8gq~!Car}fvEQP*GhHq4eZc~bv`zvvW?}kWoxsXd$W*( zwU52ErRBA0{b4&Yn#80c)_Kk!i~bh z!Q{ep{K9jB#mTG1jO4|7<;9bT$ECE%h~>$C(7Mx(1gg*nB&oo$I{iy(tpg-gx%A>!0Nr=?3MrR zqwMjU{`0Kz^rYPNw)OR^`SsNN__Y1{yZ`_H00008{{R;V97wRB!Gj1BDqP60p~Hs| zBTAe|v7*I`7&B_z$g!ixk03*e97(dI$&)Bks$9vkrOTHvW6GRKv!>0PICJXU$+M@= zpFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*r zt=qS7jAc6tRjjLbJzP*nkxi#*&~m=?OHMK|5NuP>AV}6HI~%F5*B!4QMdm zkpso{;ge8CDdm(!0Xd>TCFYl6e={n$MSamFFbX-0WX3=RCg@gRYWAU)nRHFQ$v|wo ztc;L5`Ak>+QGTc1S6SCZc!^IV&Vci37P|*}#~= zRB!+SrDi}5ITj?DX)yHCkWQ=-rZeP=CYZY5HRrO*D3-snE3As|Dwv>dM2=!Yp0uRX!vaxE`~m|mT7p0V zW31RfEag~%D>-9C7oaxi`O08(86=ph31SrJ!M*uLNZ$eXF-Y&S*LVdzpCkW4XK+dDW>A}0@FoJ6=&^6$}xjjJl zrhMe2L!>qqM5lmi88i?KIXy5yH*yK~0Br*aCIRo-3$GUU?6lWzyH_haJ>LQ@(_%G~ z0&zB*0!K(2YoK^0i2MKvTA<&UyEbmBHnCg=U^*;Rin-?eaX@baNl3dZ3k%TA;@uJ^ zQFX2BE`0m@@W(H|QR6aj{iT_D5U4g{q}LjYfhtE5GM0`lXd@U2Xx#y!MI>4bLL1U6 z0rjfWfShGdYOz>A0ysslfL&u0_#p@R^dPA7F(?=)j0Lg^bgdx8B5L!Cp$un8Lzmpi z0rq22&Pq3|7L9BG1X0wV|HLG~1mp~9f)Epf%Fzj;35i}rbX*CtHGl%KPG<$k&7GpN zEOKyw0r(Lbi$+I2^Gz-tBwIiP79g4bSRr*_s-Ya`NXI%(VN`QbD5_MUWT)!|4190munp5=KdmQ5Z`>EMP!{vK5OGlt5xCTwujQG#Pj zyBi}igrx`pYXJ~Q0McTS0PzJwo9R^Iiymo8fp)@&3)03Iy4lZ~+VrL+n}G>tFfZ#R z$5a1dO>D|DgB8pm0>26Byx52vHsR(>MP-cxN+rPznqUR;lG#r$V?Q>zW~XUlO?4Om z)Q1-1*mZ+;x9bK{c=x;DC50)*OWyLD_q^m)g?iUJ-u1foz3+X6eCJEw`pOp;_{}dY zaDfY0yu!ctg+&q!Z~#SZ2Cu+Pu!1LhT=Nj*GAodzLk#fR1_*%@b9jS>H~a=Zc=*F0 z_HZFaOyWW~;>0J$go;>7HGn&i$ z-5sO%|Htm7ua94Wi`Y_lwzE;Pp7*TF;p!1KPIfSp7h)Y23E{#V2C;^@9O6RI;meRt zahO$1<}&9PylOu4FE+htRjAp`rhqe?d+n&VDwu zo#BjV|Ki&4wXecOt#CT?7Z=dx?<;IE;B#C2;@}!Cau3p@o~9#4sM(vl>7e0wZ+H$U z|EKqdOH6EIyLjI)CdHVSo#ues{1@CNxXuY4?S#Jq$PIV+!;$gxIjbV*bmlfL?%N3n zVEpM&r&6s4(j$V%&OD=-0dibxXg$DN-fu{`$_v2*DRYxH--Z zZu5cf+!^Y~yWR`lZN2;b?|(cgmqyp%iH;#FT06PJpC`Hoy<7a1*S6{cht{)_29=l|K4Ly z{@CLpzDR$C>}L;jrbD3j@Pn4C=THCo+yDNqF68j{pR%b>M73_vTz$X?&R25s7Hnjf zfS>1bFE?YCc4Oa_X%e_z&V~%(M{wnrf#k=2ah86_pm)!}f$K$Ih?fL2lmRM011h+J zEZBlB_<}P~NWsT{H25T$0eKCPDF3utDd2UPr+HwvXu?)v3mAIHrfJhIIR73lfKZBxnnrKoD#bHwKUaGynuT zd^u=8mA7lorDZ^fa(XC)Lr8@8#tHd`gruj0HO6D;hjTnvg^HMWA~=HS|My?E5Q+LV ziIeDsN$`8MLxyX(iJXXrZ3u^;=qL>~VU@>x7#4&bmSG;Iiozy+_C|duh6#X(cE`4F zgxF?p=5zDKZHuUZy7!3nrC+v?3w6M1#%PQ(q=}uljB5Caq47e}47dk-;P#I2_-*P?2lPmZ`4x%yn2-7B z4f9|EI(S<%7&pquj06b;&IpYNsUdPmXr;(peIRdU5Rt&vVe{69-3Vr!K#P=ygn|fj zwWB;ah>y7dZr(r(830=z5R)<)lk_)}6>yU`|M`-^hl%hrkOjGn z2bqvUSsarw24g@Qws9e)Vuufzc@Qa)nWtjAKn%N33uL!)M0k;f016q2b{Z*WGbeK~ zXO8FCfem+(Xvtsqn2)*8mhVUl1Ezy=IhS-Pmp0{-Kgo$fIh1?}95X;%I(QKOq*~0^ z2XhdSh`C`VhnReT303K0&Oi)S>55rtZ=j$HD)yC==74L5W2WF;p9zv>$%XZ$duiEU z`=ypB8HsJVk}RnXCOBGnnU`yL1a8=uxak<}vMhRplpLp8)%b21hL}KTfD!2kyHIIU ziJ4|cgq(nx<9K~z>0NB6W1;zGp>}k@c$z1PUuvn3&)^N}|1b}zmTLYeM4&aBw3&vs znVatU7_>2Ui)BBAX@_b+oQVl`e1M!CNoKV`48*{kpjQabxtXFToztm==2d|oxPje< z3|h#Y`UP%z_YC?d2-gvil%<~Qd4}!zo*-Hlx#0rpmJvFYE1fLMc01+rI!CirHF@k`q-AS|LI_C5?Wc>pvl zhHxSYjE9O}yIQWf;0qbxt7WLAwdo*{5pp~^tn!K!#@ZXkR~eGQA}(r}&x)Tv7;gYe zs&C4X{HCCwd5(GK46K@?VkvWd>Zj>ttKxcix=OC)%9_4#o2B)uc^L(^X+;fS0!eT) zVK}cQOB92K5t)iy48V2zngYVv1!+p0YMPiQ|F#Qg*RB0_o!_cnA84n@5So1|nh+bP zq?vyHg{T&Lv25uJuy$IS*aT}kl9LYp5VmP_vSfP{xONfg z78!$CDjM*q4=JXgLk2%ONPr&_QNdtR!bw?3wKK`XT36_V9vw6rI#N~@?$yQmqf zu2GP+So^qGYld6fwWX2{`#=dR(5M<(wwy~7XIl||Hf7BEqG|xQ{TjDFSO~fRh%hIs zvwDt(cx~#(hk*UP>vRS~d+iM0v+`TvZaJ$|95_Zs+|)n!jy=Qh|9EF%*9?jzr;Jn$NR$0;1Btd z#*ov-q8t;KDww%3Ty9W}DFCB*Y`Q`Wt;ngFtt-Cc%fwBrw2?RuQCfZ|iG{ctPM$(sDQFPsAXI|H=f59>0@(%cfIToAZ{9Byz8DUbqD0K|A4kq(TQv7D#2 z=(?U+%jl@Px@rsg^$fZkkMa0-ws6b5Tf)35%;$Q^zh%tGoXp8fxd|``VY|PBGR+2! z64fja%H;-}(5!vX%6S~l5ouyLn{P>|qX%2GOFXFStImYH01U{z*~+cl=epd$;E$di1))9N)Lq@x zO|_)GSHyhU+-(rJ|CZOzN(HX{+VNHhvAvn)Xr1Vs&h+fqi;B;_kPFw~4O#8JyGquZ z4Gi9}-2C0&@vYg;{j_K;-PT>;20q%s%0}J2;1+=#>AuI}ib-2_~~1(9CezRuQWUg^YsC_Fgi zT>$46Zsgzmy}AJE$mY~Z4B~}*+bX@%Ta4?@o!`if4#6EV?a&VBPz>ar+_$dnGA;;U zP6SoZ>%U&$2(Gck?&H@xRgQO&W+p(kKE+m z@Wp@*5RdS<4h-u4=tRKl!T#=S?e6ieXDa~5^L`YUv4bz0>B)}o%-+goK%ih2?SU=r z0Dr+y|9*HBd+lO9))KGW3%~OW-|z}Al$z1!=7Mo9P&+JMXKD* zn~w4+|IK_{eJKXmfjz+(ea->Tg&p0#VSV$puI)n4^9&CR4qpsJzu6BT+_PTR3(xHe zfAssz?nz(ZOAlOk?es$d32j& z(o$aVwVv(%jrN|e_G{1f3jg--Ao`!b^Ti+tBdcHvXU-@$8a+)@GJ_p(}y3n9dtzXB!bm{@Em%V=nA71=| zxpnuRN8k7Fc=qkxzi;dKy?pkg;NQoeUw>i-nKy4v!L!gvBMmhJsbGz@H)<)Qkk|&Q zZMKGNyNwiwbfc&@-&EP~w~m5y2^Qf(gvFNQQt~Dj=9Yu5#hR#tQK;-@ObWYVlDKL= z9e3n0vGULZQZMxY>#;~9k3@^U_C{I3JtdKZGD;~6<7xp07}%^c&o~i{Kq?A65J3c4 z%VG`&8+7o&2ou5$A`3CR=pqe0{BR@^?<`5ClTJkGr z+S+Ur&WhyhjZTn2#8Wxu_&m;=p8^GR(CTJX>ZoR&RW#bAqAeyC6S{JARBg8vY|=`B zyp&sU$8GCVPsIRrJTdGex7|=p)iTvCS7kNK1Y?yI%`^{MQy~f=nkY9o=kzr=;(~2y z#Xo%^_BeEa@d;UF4W)S6XwjioQE#ls)?JT3_R8CD&kGl1liM}dJu%Q-veWQZVE1I1 z_v`P!&S>~-UV6Q3bxhUfn1d62X|;7tTm{yZ*NqA`ctnKrWYIaC|7c>k;glYZSWsns zsyI<;EtX0Uu?49ki6knhAPGvSs%mDp#}#>GA^jrqZM!iYg=LlX9xr9^U>1+>yH7Si zvr|2bB8nY|*m>12?Hw~#q0^j|UxOs94cDZV*2vd74Srf-7jM$3YO7H)c56Zl%{bav z&}KXK*sVIis&uR}pyR=Jmojd-@#=zZ-iJqWW%!J5nY|}1%bR$2ue3P@oE2}paeG;l zeCXKvrBK3LlO~wXrVl1jVVRJH&KGY^_Xc9sdt$wHrecZ3fwh)*K7Ss4|5gp)h1XvI z@q@g*6>vQGql_5FAV6(Fk29!J+zxh7J$jkO2nXr{f`E1=|Ltv$du;kwLpH~`jCgK* zAabD#b68Igl?WaJ zwg+(SX(D)bD48f$W{OKpivt^wf$2$5f)sSz^?t^QP3VhqwEE!DHm4zueC~u!yORn@ zhd$|)j!-9p;XK-59r#_xh8c@R5)M!$wD=8+hxE=5i#Reh5YaAbPy-U{hDb^>ri$Wu zB6}35yub<0ij{N=mN?VJ34*bLJ!?(S=3vHsp|M{_6XC!}*dgG&5so1;UvpL{C_BQa z7%0g{FoUVbXE~*Ye~eZ#ti_g5%m9?nl+0WpxyVX2|8km;lq58@Ihag3F=p!Wq<0Ky znRS6@oRL{UIJc$629yA2Ui6|VPnnt{291@ibmc46IIv!c&z5+~s6_=GQ-ui+X(@%FigIXX>6e77s*|jr z{R&sTI$Df+6to_*LTbMgSIV#!GHtC4Rwv`y!pN2}v<(by+j15EbOs1_g=b#tRi-|0 z0%(5yYd+I>A*2b6H=e7dosNpsq^8fYgK}RVi&6}DNH&=8z!;(~OI4;kG!`%D>}k~- z7SWQ{y{28SxPp<|xwiH`oJvpd%W$ugI+& znv{DhSgx^i&>bH@14s|0BW4tD&YBHEXKl`x-w(-?!d)+%)_`-Np zj9|om;S=Cbf>X!du`Ph>3mG2AMKcK~|3MTCd|(C3^E5wG<%7)#SlQ@Pb4bh3g)yAr zIOZ}Z9nQ&5K)fs(F{P>A{VqDtk=e{LL&Yj)Mmv}h=W0}A9wvxrSzc`8kIHz)U9B;n zH5H5%6k3Wy4o{J1tI7UKMz?|~r&=3*7)7(ifhE`h4VY|GC!eNFo9M%F`2b-mR~d65 ztk6(7x8)NmR&;c%fQ9ypRLyLij+ELu9dm6$-H&I|Am=r2juxIy;gP)fo*JtHyqiMOgN-WFkh^w7A*!C zMaDC}GL9G8ZqD6Po;N0lG>EqU2TzB{U zp7ECVys=!7rFrNTZUojXq4sKt@jJu|MP_E!CF)KiLVBYGTz^6C1d@oCu zN&p0#-yFEYr9zoh`G%gq+ouyo_4i_#Wi5ZimP$_;)Av1QLyfn*xnqvF|WB;7dN@Gd{UPKDYb0j5DAgQ$WNkjKXs<>U#{A z8w>1fJevb9#!0XR1DZbAga-pZo+7n)D?f!eKf`*idt1L0Vh%dO38&kx`kOz~!>s!Q zLi~%fwXqVx^SuIOAO;9P0W>z;LqaJrffcX<{$eY(Ye2YrKnSe6!bNPeIg14%gft9%Lg!gRCL}f|oJ1@d!!ztQwwr+~#KH%Rz>b@NkNb*E zEDZniLNn~UBg{a{0KB-s5-wUYoU5Llx_`87A>KP}I0} zWXCaBnJyd)Rph34^e>T&i*ihodQ5>$LohGdM>W`lO#nzUST|7vKVLLR@6nuLOus&C zn(6YgWW=r-Iz(oOhKs~V6qBlr^vJPf21<}ColHqeB!WgV$tF|-luXO~SxLz7Nw}Cx zbF@OYQ%B>gyStM>cce=ygezAR41`-l335CFAwdn|$4&6Z#{|fLTtUkNI`dnIJme>P zqrt>tKZmp<_{&PIw8*aXN@oO18`{WfBui&(hb@4;xVX!>l$nzBMo5B7*(9F2^t$|l z#gAJT|Gn%>QDnz<^thkAKye~WBZP|txW^_V4b^}o6qLh%j7&M4OsDjqpj(Kjl*$gF zrG=EP(9t&*ia$S6ly=ZMt|ZOToU_x!EYwTQ)nv`qlPlfC&26DgOSDahyU*dVPq@Iz z!}!mTObZ4C&fuiG;YTHL3eSdw(HvZ=GD}bOv{9}!)b^}D z_>9jU#ky*MM8belC7lu_TuUP@HgKfWC3RB9kUf%Ok1kbCJ)_ce3`M>i&MIwCOZrl? z2vafO3Jb+hHjM&0uvIz;H8>>(Vz`4>nbUt1QGlFGck8Lk6+OP1kkGPbSpVl%1J(eL44lS=dC&os=R{ z_00o4RV~EVw>wAvXn@245YHG`epG{2LD++Fu1opi#l5#Li#z9?R6j?xb4Jb5VpDPZtrhXob3B zxKXebU9SW}vK>omtuypGjCO_FNMT#sYuVQQ7}gyO+Kmg_m!AtNE=ZU8ui-I68jS`>-L;sLUAuYR+v|h3ZC`T1U7D@H@R-!GsNW<(S+|JSu~-2YC;?0(0?^PI zy+YpP?E-~eSY3Qv$i>qWJxElmH-#)J5y4}wsty#1U;`n%sBTIoMsDhnA zS_NLaAX8tyqi2TJr28c#sEb{f2C4;c76k|EEBQcId8-6yI!c zCKjWlRoEyVR)T!q7o=Qz!{TMd++QIMl2AI90K_iN!7ziLYUnO_ zhz2*d6^7$l{^yU4V_^2!V*c7*_E=l~h8Ny~|MfKtZN_FDK>%pRC~Br= zYtG?{Ubbd-G_(R~cBR|9Jx;aqX0S*ABItv2-el!f=f>rO2PW2b7G-~l*iyD$J3%2X z&fbX3N-&lOe$ED9_UC>s%@P*hVD{&)J!)Y#VS%RBTYh0m;Eu=0UnHSPA-(8mCWL9y zXpL3_LcV5?78i=%%}^cb)h+3_$m&yU>qt)NuUKi9&M9AI;1T^~%Ctl6B;^Xu;$qB` z=~}w;$pwhnu40(uIR-B^Q{#M)2dXaWr?%x`rq*zv?1FCSqkd>>edx~?-J?!jmgJq4 zSx_bI>aqUnux9N)E^D*qmbX5*`Cv4XtK`do@9}P7gZAe-lV~v9 zohr@k)9UKhhHuyIXxN4n*)|JFHfi0xZCG6E+l_19CPBo#Yv5*J>TFyouIUc496XfX z${m=F2!#j_g?lTB!%l{3c;RYj2aHh>pUy$B(b4J_2YHBWY{>2tH;2rQ26_kw%=TyR zu5742afc>v@pkI-u7>nJ*|#z6|4uk)j&JyWZTcP+`z{Ooc5Ag34Hp9${}EPq+gB@*rpJAt&-s!7oqQ?Z&9| zNlvs&Z}R?z3n;IbyN2lxP0Gk5?&8++28U;kcm+`y3OcT{gvtdG5eZvBhhoO=Z)gW! zV2Pi8bBkey5#|TT)(3sS2YjH1TQ>1Lr|e)(c4c>HXFqBd{swrs?(HT`%2r?JQ}i9_ z@vg`b+ZIwr&jLpeYdD?nNRN_3XTEK3((!Qew2)hIp1#D0a#Tv*ypCclH}#tiA&J<$ zE{BC$KXdWkBN4HMrEuXBkA__TY3Zgq|6v;Th#&T2&xU4qV~dCOjMsRD7vn+4_DE$_ zk4dKmWp}fK<~{&WK(D_bca4U0bjKS__fna4d9^U|u4wPEux}?%0Cc{0QMYo2gU6~@r&6a-H^N zw|)8?sc`l#-n@GE^6l$)Y}dbIq5ld78@RC5Q7aHnCCs>~;>SzV@nxVu1C`8~yKwHz z*$n8=q2G`$O?r;N)B+6}RH)D)Y>5*qk}_o~lqiiHxrJjnbm+?6-(V7t#*-eso!Ly5 z{O$ZX^yopWSviWBvSh?!MsdyV{X6))Y1hUrZ+>pw@aosIZ~y(Ud!&xtZ+9PA{rvY{ zzhl>H88a203D|{b1)6rCYN@eSkZTLU=8$Zl&}Lh1%tXV{H@x{K9Z)C@N1RW{Eyr6* zBbLNlHquDLAyDG1$RdnCRbzs6h4mNTU|Ye5Bab~IHlBGw!nFxqcKLWDl1aLkUwk*R z$7Fb;?5CcS+3hIVeR(Nx+5dn77HA-X2`aeYK@B?cV1%?$WZP|`6my|Uy?GQPNxiA0 z984+VM9+vC%4w%^$~|`zorS_UV~v7Usbo`Ib;l^Ak%9%Jkd;cZ$tLMZx+$lff(2!J zi-rg4dtM0UECHiTnZ-OE_5~0`f#GG@=A<7u5n|8(3l%AT)DW#SMiK(XNy8G^?q^^hR zcLvZanX2C1D_FkTm3!BJuo4L7tZ&r1+N}-p+K_C(hVpPI-V_6mJm!SM4Tc(O+b2pL zXM^E!eA-0lpDbCsG5<*7pxhI;zj;d|xQq2@z*LU@3op(-9+0lO<*{pI&Or<9-oE_t zShT;V;un>Edoj?!s{?)sTEV0pd~2DxF6`@Vp}X=uwGtG&{O(3VZI zP1Am~GD*%N>#<5}|JEBfGp;&=q~rEGG~wa#-1Cr`0$n)cjsJyocHz!TAJghd{+PV{ z-fY&>QFk`A8E=FhrkGe~t#E9!*%nGJ#k2#@MmxRzC&-1C$T5j*{|T+eW}CcIaWNH| zEy{RzZ1zxcR)g>6J=*Lz^y=}9DfQJ`PrX~4aMEt{-FqJv#6(S`a=(EoY*K@h_nGZZtq7r!2 z7Z&%W;B)aK&HS!ry3^q=f3v|2Fvga*+0hP91TkIpAl*1aHg@>_{RcV4)Kl?4D zh`owPZQN81msm?4@{p6oHl#)AKv9amBhkp3*pe#-Z#W>~w7`a&*jf`_t)E@T&fd-_&3gvd1)c`|Oy&YSma8wHPNvT|B-ILvq{Ok*ljn5HvNTdd$EsVL8q*lAkb%qL@3 za7VrfZlVc2s#0!gLQJs{sZNblLu1L%V=`u_d#TU)z+=^^SX49z%BVmzYAe=s)Ikjc zmj5k$kxh}9gNev{Aj*7)A(lq*8`YR8US(QSo2C?}biLpz|0E7@0JW;>=_gg6notc0 z;d+jJY+I<;RK-%(M^Sy{KKYs0!T_@{u=Go3`?6K3bd_pfJ=j3VT2_WN42kV9PE9~U zk4IXPZVjC4U#s|yyz8aZ9$y-p=&5 zbUUSS^DEbqiNhVqmCR_xf>`Wgm$B4+@b#?A;0bduyomYkg)>V>qZ(GTHsml^mj5Y) z^OA0?t)V8GBt(i(6hovTLC#<4G*9~qxSV(8?@NCxy#Lm?#sxm`sz7`e=TaED4u&w2 z4O-+SXLx1_-V27;XW_j(xh!HZ)py2w6%mt|ehFF-iW$a`_J%^OZX>RYLDFO5isQyO z-YZVl%A%INbIrsBhdW*{On#Az$=5w{k{>K#KNI>cQSNa0=rd)#RGBQ7)yt!+(trjC z0i#wcooZjRurW)Bb@0swjOpr4lhTP~b}na|qk&_Z)^uguI(3cltY_wd_fds@E}#Ql zU0&Y0*J3&Jb&jTJrHx9%n$ydqEA8cthPj%Z&P6+9YYnr_w}IXC=I~&R>i^xY+PAHC zbzrs4(!q{n))l^LpM8z%#_F1SsCYNLm8|Z0gU?4U#8IP%jAe-yJD7`h%B1;_(PfVb zSL@9mr$HJDV8F?(07 zm9v}^gC;r5o04z6XgS#J0XEHr+!vvO=b?F-G#yY|a7UC$SGb$CT z{|nB=Yj(5D9V>Zn3ebgqVvimj>A^CNHR_q)YpaY!T&H$5s=n&01OGSc^}X2Rt!*}U zfIT~T-;S;0uGqA*z4R-0`$0t?^Lz7Xq3x-;Uw9tT@bvvEe`gBR=pfcFbJRi3=9-^o+nIKqoKDp_`|8CTKU-Yo| z*T`jf_s6j((u~gG+;gAa)1m2*vbl{~DY(F#E!L7O3WbjasLzJeO-0vi&b!6x_Mw_ zY2XI7-OE8?uYusP#fJ#;MeP~J*a-#}@?BmS05b)ht*qAX-JhGtLq|jsIn`kQ72gf| zgvZdBopFTN6d+#dVe)~YE4t$U357UmTbm7_5Av49 z^&tceM>X`~B51)P^x^=G#H*dis}-UlUK=>znSnWg1290A&5{#dVkNQ=B&wYxwp0%&Uxa;ZK8L9BT-$TScD<&jbdu47vZI0MX(O+!2d%e;TH|EVmG~_E6$-R>CMEY z8a#9xtLY+4^kPw@fioWD3k2gv$l@&aqYWZq5+SLWe-Zu~+K*p3n zz63!o!bDaiLINW}f{aNB%Ej0rti_?lD5E=Y-cce2G}_R9fKW&_*hWfXErcb!fn-UKCXlHZ432r#72li zPzvQx666*f$=Sk*EJHqg9F~0%#$3#HDMF zkQAzBSk5OW04CvvWX z#e~F2ZCp2Pgyc!5g#@II5#&TtpRXiqTR^|(A!6KxnJ4D_xf&+Mx=U?^TNk!y1 zY{5|;#d@}1I;6u~;%8-fKpS`@N6zP1a{odd+^3IL)@;5XzV+t`e#er21vMJLfC_;d z=s~j`DAFaJFD%`B-K4eE;BiW5a!x2nROqSARWE8NP30KnRp$$cCU%PGRAi-OmMC{> z!wYmLFsf*a{wbjTX;luYI|yoeQe=*jX7@#Dl6nu2&L^Zss-#Y8SpLG1HY$a^C0V2- zlRk-l(j5-H$EPlU0cgOLVyUJT5h&PSUV_5mfvJPuBZRslnM!E3>_kJZ*-wHen=0m; zw$g`!C{~_@bx0UTCV{jp|+WD1s#uS(GYo_WvfUHjHi9LW?P$sCA||%xZ)tr>&Y=t_m0r-lBBs zB4f&_UqGf(kn2(yt5YDXzdWH*m@BvjO}1{U#m;B9Uh2d`m&AsJ!lo-Ic4GV0rdV_= zQ{){3Fn|WUYZ|K9itQym>cmajW4_KRzw)bRehg;f&YJaNbZThx^`ec6=4gIc_bixH znC!;73y|u<#XfB+UD$O73~Em1bCDojaj^^*y@+ zS17JkJlWTVt=Mj9(uo4YssEWr{H5BCX_>MuwmIZr#njx=?OrkFjjku1GR5j%mE+O} zk8T$05$-?zE#PXa;L`3>L9Ug(E@1dBSTOEVV3pCL;8=WZ;UV3c+=eYALr%bI=jtTe zPH<n@$L9P}Xfx7;I9su6MYnqH@Lh@viQki|yX-q~>n<9u@fl#=a>k(S$5sSSwbj z>vhO413*CXDz9ErpioGS#aZaU2tI9p|nB;PEG;a=ir8`|@Xe_%YcD^4{Ji6q7|F$E%uLL@p!)oMebi zIw!Tss=n@PB`0TjV(%t*Xf@m|rw}q=w6UQ9GAw%vkp4m)+wqY;O)Db+MM`lt|3xsI zb1+x|y9!$^WB)U4mLQb6vtgKBFU#bbU~x#eA%3MWM6R$hFS8pio)3~Se?hYX>#(^{ zvy_fO=!tAOi_kWAGo=24w?d6ST(m#z!$UttFtEoA$aA@}^T@JC1WSc2HwrzomxQ?N zMPzPB&{mjsW*0B>0P{0l+0{QL=C7tfvcB>(GfMXf#z}9qdqngq>w?o#^pRS$Hc$d3 z;Bq;yKu446C{uN)i1av;wEUih@ctbH$fPyl9|~)6an>w^(liU#m|bOP8Jlr5J7YTR zu%wjq4>vS25q0+%byy-bU-z|N({W!bbp=qGKd?XnI3ohcHD32|Fff8+KQWHb^;IZz zQp^WABmai|BAVxo>Q`IwggA0@ys%*1lT@Cyg#I&4+w^TAq0eS7b#AW?yHKJi_PA~} zNe1=0E;hEd!7u!^Z~JyF1a?IeK}M&8HkiNwB&u%X#d?~+3akJlsI%YgD0NqNb&mpe zXSa51H;-z!9CZbFhqrix_j8xGd7n3WPlaShF5r0TNOx^KmqlmK#yh%6Hmw906X%0U z@8|Y6S|=w=my@wvs7||eHCU&xF2H@zHj-ra_qHc|FE`_C^KV!9ZwodvQTIi^zyL_N zUX0vS>jip`xKN$jf(+#O9_daw`T9MR@wIA z%Kvv>&g6m$ip2!DJyP<2Pp@jfp)>ba-41PHCoGV^H-6xD@p|~sP`HJ6IbSPv2Dpy` zkl_*dgC!JzmXlq|p+xUuiH;r>gjOV$G-}!cT_jk{Ec*l91qx6$5 zqFBr~*|N^kEk`y4IB5f>S-;|vv+X$mxPYy7Tf4PEPWkXcHDA!oDIYR~<87K#EN^=` zstdLPKmg4oKnnOnEEIs7m-_atfC*SZbY~Thgu0aO$7K(Oprf}70s4vad5i0Lo*O%h z6MI)+cUJ^EiIW9oWTz-M1q7%G5&>5@wdI);Dd|lCxIjUQ@U_*c#&_WUcWI%#I|XHD z4z!Orvu}r#P`t8pH?qUHi(kC6hj$%(wo9uS%|^Na?<;EGthiU@xIa?4hv@<56~VrB zf)o0?e6-lvHT)L*y`Or%>pLe4(Z376cPmBzJ>Uoam;e3GSAhF8z`sYP(eHiWIK4@Ov{}G=Re)gBfBywFOa4+s z1_Ds~meq#XuT^hE5~PzntxmeQkNco1=e=I2Jm6x?%YExY<51(Bxtb=DTp8n=FV7=& z;P*b@4?aZ~zL-Zq?)R|cJB7{j@arAF+)aIjZGN>o#kG4)GR#c@m$kP``lO>gp$g`> zwf)cf>aR8?LU-@u!;84q8s_&gUa|Vi;5;=pa(_KxQHP@NcxpSvDc;J`?6*`nzG^0n6CRJLkS{erjG%k!fmH#S5hE)-YNtaFx zR(<_PP`fzVOYWj0UsVX zn6Tl%iKja7`0ZP^Z}NDCQ>n70%bA})-@KW#B+1OBQxa7jRB7v_O&vU)%2@H&bOy#= z!v5ZSj!?>1f?x5!`3{k`pCz?T`=q4mAMZUy1v9<;kTmKQQut0q100*?FCYx+b zQqR7V*b~RS_tr5dKAGmb=^P(3L#Y~{fZ}f`qx=K#zigOtsz9vL@s7lTV4O-f@xGL* z%rnsxku794Z1b1p3NkRwIq9U%MeCrGQ7`Za3sc3zB4R+$iDJ`&vXDx`3^mQz8`8ZZ zkCZRTnwDIT(Qj0m?uQ`J@dTGP!9;Uq{-R%xwuFFpNA zwKiPw;`1>G|2*uf8WB1G0UX7tj2j-AOo`Ey9PKPpm?jnNCDV9H38+jr)s(3h5HR*D zT}K=>p)tK&m0VldZFeeHUqud?SlzAH-m!S)Yu!H6#s3aCb8qceuTya?v>KBTy>BHU z&0*N3A*X$*+R@g*cBgNsB&yp@t6AhJ1U&Q#;1EY9NUKqRWfkRnS#CKYc;lUGUb|eb z*=B|E-D}^#cIGQ*vr5LRXSDRZF~=UWZ4_dN<8z1FiE*l!C(6VTYU8V6+cLM5zZ7GP zhR}64=$px=6XuvXq_^y~TmCt(vGo-=#(%l)Yv{ACIu)TpQ7VZ^AUAU~;-{fbQtFdL z!nDe(kJ>Stq&jU%+_K<~&{u&@uDjOC+3x(pv(Z*gZO=)s_3rR^)4Mj#)pDDx%lBe^ zteua|(KJO-3taHQ2`}7Qi$`LON-H0aW=EtP5C1T0t+$?&&#+mRz4Yma13mONN2gwU zG*4$y^TVV+tNXKH&x?WZL6u>FSvSIwvP4S@r(uVqHInzHr@lB7{IL8&Q zV+3N~Sjrb7#$?WB3EbWTg=4+Y&Fn4^v>=Jbrx)~{WrJkNU|Ck+y1#s_FQ*#C7!H^b zqhSj_E#%DZ?zfKoCFvY}OV&}WcC`Tp(0Eu9&{GbGz&l+?bpl}s^cpzC3oa2j9>@cm zt~W0>QILsMq)-RRr^MBLFIRF4j0mfekuh*lEn^HK-%g^Q`6=yTF_hs94W})}AbIw=C6Qb%c!{En0SHAb8hs>Z}ccgETLa12j{d?PO4(^&|xdVNg3GqOjNsB zzz1!m%wVolm%MbRA>Z^2My`{d&a~tgiK9t-0tcO6VJ4uI=t)o}iZepGrjdv=E&6P8 zKHw0CH#Y`OiFzuCMDwD8#zc^Q(u$V#^e9!@`A(4{L!Q6<=t;$*PjccZIK!;UM!llW ziBu<=0}V&T*!ZYyj)tL8TL;D>D*w?|iqk1wypUEdQbd=|38pB;Wk^Tr&XPKns#sC! zt@0$CtD2>$R5^f5A5xvzEaG5(d)7gv6|tU9>KqkY2LOdCREiokLM`ITx$bGNu2xl$ zP>t#?r^;8sQe>-_yr{6W+RWJH)hu6~+xo_8Q@^1VhDTbfX!y}Eh-xaX;mjj4rLzL0 zl5weND(zq)=-0m@GO(z1Z9>2bs>AXtI3Wbi7{*XUyUn(BdK~LC<0n68F^zYZ6^%T8 z+O5t`v>Gq?lrR|^yHVVgREllcX{Tq}<J%P&;J;2gowIY7wnD32WWx6*#KG3o5N_$YYDkgY+?hlvSe5=0@gy`?$a5x7T35n(QjM%s}#pcZ?<1Hm$|(;D5s99G&hoB`9HnFF)jbjP~k{7(t0A z>7;)4jZ~Z6(GN<+x&LC)sI#4!E8tP*CD3Bxu~_~bqFy7~a}O@GA)j$%VpA2;OExtJ zpY1{3Vud`E(1sWs&>T70wtZM0hn&G}lW|-dh*UWr3HkEjG@My}jEa^U@q1Z)=r_)7 zg|V$4hwD2tCC>{W7Cyr>1_T4UbirPBy^MYAc_sVM2S;hMo2+2(31<{DNXw1V;OTK} zA=?6Z4s9HegKQPBMpQpahvVfQpBiDMU^KO82981&Rp8Mx^^qP(d%fy_ zMUccul=X}$FDvVu&;6%%2WOVvn@pomMc~v`%Y{1!_{G<%@X2=m^PwMo=S#8a%ZIw( zK`8i!Jif_YX?;bmoN=3oee@t6g@8p4cF@nA)0B9@7Pe4%Pk%3j-@mk`u^sgGX@Tu+ zPbiCxOCHp3?#zMbd~bk=D({FR!}@NqNJsgsZ&jL4`Y5mhoo@`BE&_q6@uEWe8o~n) zVwkXQ$Cq^5Xryy2@^H^{k(m?+NqITGAjSdRlYHrqE zP(2QChnV8pbWmr8k5q^bbx4N;HPCDf&jP71`Y52PnBdcmF@;t2b{_AFwaI#l~;|OO6PAk1{MHOVR-Q zD2L@55VSf63b7DPCa?-6QSly8khCzSxDYsc%>fFa^3o6nXAKb7a1=#v3&KTK;IJT6 zNYl!}-f(W?#=`;JVYmc`4`~9{K2Z$?QQs2Ahd9m=DPn^J4*43x3)=-4E0IJZaT2NU z3jdSwmM+o4mQd)r&?};e1a)o{&tV%*P!zRs{Y3A%F0DJDqDIv16GgAm8sf?p!J&#| zcWm(`>Z*39^wuupuCDA|CPs ztK!PG02{OM8!-|iw}BhaVdE5VAYi0MVj~vPkR!LQA^67s{trI>kRCH~N$|0=xFIHa zq!6>lB8;(;G=hN=i*%xKAI}^G6R8fi5gNNBGMt261HN`0kSR^*AFJziXC23 zBR8@X->X4DB%1nR8^Kb}HgX$EaRv**lg_O6-fdb!57xeMEH}~|mJ4BcVN|>r}4^OfD#69BP(+{=dLw7ax^y+LcVSrLsKlfvn&gO z^JZ_9UZRx5K{frb%>Q@-=tF039bbPlGnA;UmS1H}Q%q(q%7$#r4+aIE%B1 z>cAU>Q~JC?5R7s_si!F&q8}MEI4aKH2n8xF&lS0oJ*jg#t+NzO1|tLl%m3o+GE0s` zGn0LA#Gx1lQi@Ar+N?dh6Gq+hHG6R;ZS+PjhTjfIKn>zLM(aWxR6%%@K@X$w4D>*u zFF_ZSNFQ(-9dI}x)F8OhMm)*$WK=^p^eWvG+{WQkE`kA~Ner#iJ*Be^sJ z(GEA!B1#JaZm!G{O7cCklse~hBR#UpB!UyaZA&*b90y{o&J*4wB|Y5~PRDdp>2z7{ z6i3&?9kk?t92K^_Lo33JL?ksjZk169!$=cVQ5O|hsi#*DLNF^rS^p!z{@^AyvQAE| zGgB+mRl(ClFwPxZl}xWw(u~F(fzU;bOFi{rTV2%}V6{Fo0~}~|a-?)n^0kk0v61Q=~(ah+Fcfzfw=FVfowsFVO8WQJy zO75I)|c6s5_8bFsaM7KUsVjM*6LFaZN?22nv*YO~g zR&KX;TLpGyw|)H;7DH z8y7X#6f|(+vgWQ_=@e_NflRSCbj|iOz+uZ&u0{M4EB{od&orleHGPFY1btipKj3eJtCaE;fvjXl|2&R8I57$oDEAczHrh4(T^)k7F!(t=od$#gv# z)>Rewk*gSc5qTpkI3AHiRTGwiciDomID>nlbpL%=BGqDyE25NVBb8YNnn!sp)EJcW zR+OtboungfON#-Hr2rNomt{z80r$hSK#5y(VFfu$;j)l>nND~4kb4<>fjQndc9^Mn zo+0^qk9j@PRyJ@2tQHY>nQ8?-xL!JHn+X$}+ZP?QnW3k-o5Q#JyuuuhWz$@>Q_o4j zf_PJlm?PQKX~%$8T+oR0Mi`j8`*a654fQ7i0U+|r`LGCj0 zq__2^Y1)EinxBm%41;<6Y#EB#3Z5_1rvE?JtnJ!TblQ8%ZJ|G~sMTxWe8aDMV^@<; zu$_7@3J)EUI&Yc!ux(|ivlC`nZqgdzE9aV?-*e*%z!JuRmIat`H?oMwnylS3r6)LK zu@@Rt`lii+t=oD;d6^~PS~TSPviZ5L?fRzaOQ+kF$|m$7V5(FQ5wb1Xb4b{+4Z;Hy zL9rJbXO}vnk(+xATZr;0j5X~m71*@L(j5{wmx=g@rIU!Un=(nev~Sy7Z=1E(`W9iE zo?D_V;oFgY8Mn{7rgJ-`>1%@tSMLtsZqTWqXJ@*>r=q)tz@vLCl$*JmTd5oSz*S{+ zQCJ~>Ec{yeitYQVT~)MW`ZD`L!~bi$yivNoEB3x!dVkx>X+SfzwG>TMg&+{U%M#;v%JGt{o#yn^Yx z&D;Ef&k7|@+#8m<$(#Dgk1EOydN@Rg6D^^x zL!8VB`NOy29znaM>?%rz1C@c-EAFo4Jxl+2{F*EA$lA!kV?Q6;<%rA z*w;q1gj)>!U9gmWsTF?V8NT6{n!zC*+S4S$B?Nz|^aZTF)y*5TGdxbOd@T9l+rvEE zReHwnyVT9S*3*0&Ra@Rso!!+rrPn>)U0%-(D#yh!$`-&xW~!KWbCQVtu{?*G-^SPh zo{19P;g#OumE74QUE(b#=m~DxTdn|v_ubFhtp=nH$B!}UbWx+ z?AJZKv;5uLoE>so?f;iSwKc<dU0>m9p@sVtgv~9CjJb5qay)^~+yf%*Ed1&3eRT9_`&;-RB+}N?+~aee6en-a{Yt z;e27lLG)gLAau)wD;{&w0oeajx@)Oj65Wp=KgbS0@rnPrpPuoj1DYXwd`pbK!O}_0ped8-X?Onh7m*Mo`{nXz+wZ$LxzaJV_B2977bbHh)_I_7{I`~I~ zxc|cFk$u93zxWY<@sXcIlwbYx z&_LY1eEa(S>y?8dbc72VK8zS~J3$oyJAMo~vgFB>t5zOM_j1=UWAuVOP#_aTi##i; zJlT=mN7Nhnt!527Te_pPW>)A~z5Mx-1-DC#KR@Bcjp_UU4`6_C zap&KA^#7qZ76J}vL7PN3#n#b15PBrxgcholQiHqk)DngpBF9{C!-ZJUa3&H*RC3BW zNTP@qnFFIZ;D9sE7%SX}BV9V~ILcP+^$4V0T{zxYkeL2y3Z_6!cIwxs0nXK)kW+$+ zYL!@OnO{5ixyo3ovd&8DK%B}as(EysdDQ`+iB^+Q5Lr0qo5j-EV6wxm#3xQ4J{uH? zBmed(Xtji{$eV~u6*tsQjKa9iI@DRW0Iye#2Uf1~p*yP>qtv<=f&sGU9+~jo>z{qD z-pA^euX2fRzybq^R($iV@UDLd8)SfIzAoTEL)!#f;&T^eh%9R)Wz11bGCd38O(55X zXo-QAoM^Qs7FzPj#zFTjxb9H$aFXfTdmzr8EaoOwd#YJ5Yd{rEv>fh90wa&V|Qvyb;L3jT|zfD*vhN+b4ew=-d}E z8gAb1jAMdXRAZ$xu7Q7PHPl@dei^+!8qT<8g2A(N^e0R}TNg(D1RS#Lv?n!NZ_kKM-dH6|J?tS_HSrN?U;Z4t$=&2Dx|pcg-e!2dnrZfy~i zAO+8e#$_nO8q3gNbBG6=p~UQX<^Unz)RIDi9US{O9Q#gvPXfe0F>b&W|eN`J!Aq?J41V?O-Rb6K6j~W% z9smI^7!5uZl@e5PWSw7piS5+Zr$W6_T4`kCJoD*0l@SG8{M6;%`oxV{e5k5Z`_jzf`g=(V8@uF$iru z{Ee<+m+RaFI~KYIZZKD?o7Ab{42$Cgn=yt%+tC_Ir5+jYgr~b%!=05U(3I`MNts zQjdGaR527d$%;h)k&EoyBlCICX<71Q=KL4LaSaku_Wv%Gy=!H3dPJ>aEaP%S%&mC9 zbz4eF4jFESaypDr!orTNv5bfkT3uu_$JFJenN@%D0Iii3rvY>Mf zY_AwvGI!2iAIIvDiTvi%RNl!s5eO$@og~B-!?ek!p=nNsc9x$$bG4Y=Yz(8=(WO4M zE>o>nMp!Y~1?$`GZr3>#0VEb*Et-u& zA3DcrYxJSNZs|;KdhNQHo8V#kj1rFriQ((%t#5qUk}rC*v;MoRZzI(qlraeRrj1_) zvFs)!y?l7Co?*|LnN2N=>ghgnUdNreH-|m2?d})U4@e*b*8(((e)J3veYD_(_G%gq z5@={B@lL*twsdEsHnzij@MK;>!FY}5cf^Y#??Q(*Z;d1cz7q~Zrm{WhVCxdSoWHksFH|Q6m zU;+&RfPEK*kA@t2QaePr8xwOt)D~u;#&Hu@Pj4fI1_y-#_=tXJ3{@y7UB_PLz=iIx zg&g>Wj39b_;ahlkhi&I>05VAKQvWZK;f8c*I0q1iaW{vq*kENCf2Q~tqwoS0U=BY4 zg$74_VIzp6Av9`gLkOpZ032GFHpJr1Q zvmvU{e8#9+&lhT=m0{5*X3j{7(in}ANRd=Hd4H#UfAK9^gx?-X`6FN4|184a~GQiR*rq~mt!$f1@Mo9Idp7f6d#h9&=Q2riG<1MWeX{J z(T92B_Jo?LmBxvkM%S6oSd|wB4IL?(9Jp%QP%|aR7q6C@ZMdGNmy)Wuf=;rUz1b;n zd7JlXm%B-yLH3*J+5eW3@qgO+4lg4z5rmL5AyZ}aMmJS?!Z4Zab$#0@p%Y4l(=d^K z2zZ{k4BIfC-Z+xHw*ctLf?nY+v-Y3V<3j6rj?}fEh-9Dm38QhTpDpT}E9w|&$rfB= z4%&%kC6;tEVUP-%6U*s*ohDnBNn4VsX&Z-q*+-#Ix}DQtp%*HR!{>LQ*`b~&mc(|V zILa4ZS{`SZk1qL|VA7v7Ix8<4qqmuxGm56j6`VeEqL5Jl9{>$m8AsaoqX?N4%h{Mu zDS-~EX;a#jp4p@mIt@^InTa})c)ASYnWf+8OCWlqT{@?jMJvOWf~%ORHu|RUqNZzl zn{N84iWR46G5?=eL7Wz7l?2LZyP+I=3QK;vpb;o}M<=N9AZnGTsJ%*&QhJ@O3aOFW zf#xZWcXu6sRV%)=hMtO=rD{H*DysRZm(c1+r)n0dst`ZNs#aM}6tkyINk;0$pc5zz zOlX-`iJij0uEOvRzDkYQc9qXqksC^^8~C9_MTW{sD}S?=0fVj9Dj?E2t#nDM0_#)( zOBUK{5Q_$d?aG}MVM|Dfl+W24ETecQb)?wWgGSe`4=RcDN}=sa4b%Xy9(%6wV4+Y7 z6!(g+VOSX>hUinq@pF3%2Zf3!JOG>k7Wf z%dXT=wi{fLOzU@O8>w43lIYu#r-_a`OJ^!*AoL3=0sOy}F`IiUs=3L(;{d!h{7f{w zP%i8hBPC7+ptLC4uH08a$qB(qF|m*C>NCwcydrU)$fSdZOzw)5F{cFpQRLcrsw+o;kFMzxXEVeAR z#7vyX(rcs^_nloUaf;f-Sd771?8VuP$&~ELT0Ehi`>3Q`%BW1voj5aA#LDTS!YKzd z|LPrxG{Cnj)N0Yh(0 z7XRESG~LgXal`ej)A$U$5YPbPv~D+@P$>-;GF%YD>3h~Zd%;Y9mjT4|%mxoxGAw(3&l_mu%f#+|5+|)thW| zs!`e_tr6bGH&bx{cDvgC!GCib%Vc>-!VTPPQQLQY+q$gRLCXLN0RI8kun*es+womo zu-$)@0UBD6*adCS3k=zUQV)?E-CgU!lwH}`jn&zGxSieA$IZ!}yTu<7-r}7RSx5;8 za3<)zuj}Wmn<~4J0pHb?9su66wq4)$z1Izp0E4g(Tj1Y;1>-%_;#AR>BXztUjo`eH z;Ai&K3+`-=36T(;&6;W960HhZUXBr`Jpbw!vNxhUFzpG)atZ0QAk&0t*R+Pv(EF1GIK$y>hV+=&tVFcKl|eIb4!u zt|`+f6zljxYs2m&bxq&3-pl!b>lxq=15fb#U;$GR?7@ow@!`?~Q|x9z(*p+y8oune za0}L$kxsaX(0zGMO3j|G&6RH1+wQ@MZqXyJ>B_G1%FqlKoxF$cxyk_%^>7arvU%w~ zJL4@bVrT$U@$k^o%I*s|Z4K}3bMN>P%=%6h{O<4cVE+$K|MYmC@Z~}d!4TAQtQXDG z@MwATc?j=`p~DSC1BMPvD`3-1nF+)nHu@8#D72QZ`yPHsbOE=He@j|K>*0BQag{V|Ykn zdinNi*Y=RRn~(nKpZ=Zy`Q?(jwL1esQz|dM5R)IX0wVwKf3brWi0IvZ3(O7>%BCq> zw#-^Vgb5WcRMs$ILx}Mj8hf}5B1B^uHELA0(c?#B!bEBmS<>W5k;+bH6t)p%%agoh z&ZJrM)~$E9c)hIIvt~wWFI#F{R`1@uZQHEXGn&-tQ>amsTBG{Z-8csev~FFHj_X&j zVa1MJAVv&Xu4d7$W!u*5sC1)7oo!p!?p?87@$Ti@m+z<*egzLET-fko#EAuSXe7@b zJ;?SXPo`YiGCqBaDk$dM+4JYZEA*C4hv2IL(+lQmHPAXWXvL#pyQQ1>fP(_dSSs^* z)7Zsj)21yXP8=e_i^k#&yx1HgNa)aoPN%*yBuxLIJ4^cH&I_lo?%{hjYbZ2hL2L1j zDz$d6sZ{t+sm`yuZ5*YnTMcNH4SL0>w*H$ftQE{kCmpi_6L3Jz0AujMyBvgYLJBLi z5H!Z{k<2m6I`j}T&A4KKfeTAC@j=m8n<1SQ3|L`|10572M!IH1aKHUdWUD_D)lv*M zElBdtyPJx<<+o{&9IiMfkvq=0cr0?xx#)~ZvPzb!)6zVXu0u&Xk;Jp98}P*JPN$4i z+ODMY46276rlxWaDW|Nd^G^Bb)6+f^4&W+B31M4stwCpdE3O2=;!(%C0%deUA0L%; zQc7XVa6=C>tqjD?M6C2vP|;d(E724bV+H@w&Jqo<{p3Ow!3A;*RVzn(tPQaO3V0dC zM!DEt*klV)9_+RPvP{}YSu(#xn2s8v88~Bg-r4haI%?K*prxaB=;_p)_F8O_hS|(t zYgZcTnM9g~YI5U=$0%!{QFm*vc{l#}a@QHh1hNS>+cUViir%h6|K*FtyXF2HFT=O@ z{(Hpq-aF#VItBlH#S9pgwANBRwd4I@C2a=!SD2xBP_>WT_#>Ep9Vq`%f`OdDXo$YCNDhcYBqCSDH@***uZTD6`jdZM%FqYFfYRb_ic8pz^Qc_2rER%LN86?yCcsW5D zi94M0-9k!O52{Tgg_QrKr}37DKdlIHlWiGgJ`IE@O%CQ_chjdVjX6t%eyWwOqzpb_ zX}*L;RDGtDivet87LAn>d%rx8{1QgY2_1AT2q=Idu7l1Zo$-(vDd3bif-GrSlXKd9 zDM<8KlMDt$OT9TKx6=7jpmxw0J>gtK+9|w(_^y$?`&~U0dAz4S6?p|A*EsN*&s2V9 zHEbEESk|UPVSWarp%N(&%NkL%nrNX6m5f7UnO20NCM@;Z;%T%ZLxmNzn4BC80vzxG zmY}qmD%FS@eOA-d3F955qp9ks6*b(|L?z-1*U@^SPG$x*sF@ukQH!dqL?RWAOL1yJ z>Y-Gr@(yPTi5LGR(4tqwjI}HP17$!tBim1%^?bU8Yi}R4R<^noqP`_A0_wT|b2}pA`+#C zEQcuw@!e5{N44T0)i^JF!CH9BJ=;1jhi&64gt~XP|9Y>v#APsqfXh&aQewCbmL5Bk-@1id{=8MbBv<^{$&tI|M{;1SBS&8jWR+#Okpg0=E1Ji2R|g7WiW3q z!HL=G(k(&fV2jDd?O$H3A`h`({87`|ODka{oJVe}vS=5DLj6T@vp)P-U)T>_D zm}47Yw%q0eE=#kTWzh;*XeY%g{zysU!6ut>Gdt!5SB=*jGtL4U&}ZDSwtDS5=157% zJ%eMB9i20RIOJyQVBP`zG?q_u#nLmt^jjL&(T+B56c@uZC#TFHS6e9D=nFNg?R}S0 zpSnY-p76c>{it{wrru#O0B#x)-CCQt6$@91m6*lrZ7TL1BMEkOT({FR9b24D(=h;- z?M(ml+FEmhZE==-2c>Gi*LUv-4v<5Kk>j|7d7V^{rOU19!=XDajk~#}QAMgv6DZ(@ z89Jn3y~Kh4Tj^oRx4tXG@1;jwM@1h@(!t^Y3M^xDDP8lzaovi|74=FG{~u1(K< z`%C0Z?|F-T>>;Jo&$eTB$ZhR$j|Yp6iamLAB+~b4L;Ge7amYg^a-3x>g4~$yn7VbY z?tfv_=T*MT7pXp&%QyMxMYOuqm)>-zPX_9qCq0Gc?U}j_rT~x_D$J(q^@YnK>;f4( zuTe5_^Pt_EcD^iTUluH$;vKU+?cm+%E^-qO>G#31={v4@cx53nj)9j*qNmBm^FaSY z8*(Z4$ld<&d6R8 zoY1ouQ#+UGxD8^alL91VlP=_Izy^$&J}SBITC6KEop^A*=cB&s!@e}h2xu^e{$dOB ztGu@vKg#nV`dcORgFk;;ztD3(7K}kMJ3$IrK@st*S-TuHgS}fD3IF>Uii;osd%p|g!UnvVatBkoYP zW>7vS6u#q&LP)eVKLf-pvBC(NINxCjE9|>u`NEGd2mGK72023-q!2sYAKz+2I-I5T z!v|M96k(2KV+RiEE=4^z3Gs#+~JKqJ2vzZ ziSzonNSsDB`xV&>J1>d2#X_AtnmFgXj!l$^+H;9F8wznS0Ze+W6r4eRDnmnY$4ODe zgpo&FWTH}&MSRRhSk#AF?6-RSN3qaFq7#fW^N!aG#y%`60u&0fs}2m3iDqcRGXb<= za74|bMvSaRt_wSq7@92MB6kcq-gabx|Y=u;4g`zq_wY!CGK*nTTCu-0jWs`+wkj9M6 zN|4JOB6*366N!(!J!N>xkrauNG|4$ros3w7Z)*#BbRL*wlmoMyx11F;1WJUuN1ohE z%<(jC#3fWVXbh^1Hv|YVgeT z1cwlOn^HUs4(rbv^0XFZBKq76vT`ZVrhLSW&tOxQ!xBt=n-TQAUTMz#Z% zsr)l2yvi#bP)ohk*juyA@g|>;NHT5IlW5e%+6fXh&Co1~Lrg|!u!MAE3;A@*5)?`~ z71Hy8Q9rd$9M#iT)CZk(MLzw@Ta7_LjZ3hYJdC=SQLqGqL`+02P;R11GNm2jYldNH zL)nEPBKb10{!!*can{-pRV@-n>Foc8)#%4v*H9nOv&@Mv zsjQwj$EylReht4^eH4A25Pwy!VMW+b!BfoORs1YiU+qz*B_d0!kh?TivlxTMJ2!NL zJa*GGpVN=8Xv+{Qsamtxi*;5<^;qS*iSkUu&Pp>X4cSMW##W$IZjC*0?b}QR*Kf_x zj4M|nDbEmPRHq!(cHLQ>K*FtKQby!baOjh}u-C7^9#?JCQPf;YNm{&F+N!M-rxnIT^-Cysa-}@cng1v|Q1y&%w8~>%At#!P|D`1S8 zfnXZi7`=-E@B;>JU$|4zt zZlH#WM5pC_%0at{Zs_Ch95g+zISt zrlc_jR#;KHP-L=@t*(;G_sy-|U8SSlWQM^}OMYj4xCdT6Sa$ZC6=+>XFae_@<+dQH z4>-~-Ze>?qz;rTEk-a-x#^o~3;+ECczvWI$Rb^Ek<^nZN+2dy4V22O*fHfG0HQ4AX zrP33&osg~LBI)Bg_TxRSonil2Y1>%^aadFKgbhZP6mjk_Nd})suICfMQ+T#ydG0dQ zyT}zkI8-DRXr~tFR3K`!AiJbF^5_26|n41USbH* z?!IU)1YiIW;{`2lYS0#FPbdYfRJbo5hLyF_9c%>@UhNCjW#i;)HWud4rfuZBwTiy& zG?u+wS zNQ*_xYz6QE4eR{IZ&$upieB4;yoIl;@LV&7bI5R&)m9ZR%7qKjRw!{`gl6VOapP`4 zp#6)Swqfz(=ehsE@y8_ArZduox?UmIX_{ z^i1Dx=EcZ3AN8ybMio!WEH%#LBxcxd^~8L2SPy85mURioatviNW594+2SzhjaR7h4 z6^CXsU$|gTc>PoHgA^cMScITmWbZCoCd=1nFA-^eRl+@kiSzLHE*?F zd$w=;egOHiZ?KUM%C)F(F;97wF9nu2ZZl`#qW8K_KXtDQYi*rvp1=Dr-+5rhbImjc zb^rj#w`HoI1!_Hb*rQg2U-4|U`l(mh>$LoE&9zGaX8=>*%++DAufe%5k=2iTzF>@g zI0}B4ecG>m+n;^5fBPVJeYje7zR;^d^#hcDYLzek{bunF)@6qG+oW{)+YV-%7v5p$ zh3Nke_c8zS&kk*Ywt3g?TV8+$eaP@>Fw$8V2A5aaQjl}w_B!+De3%FPW+(;E=0jfi zX1~yJt!h)>=LfonR1jsnH5)zVu--Ohg3d)mI^8~s3)SHjv_s(sg$gy zPM<<;C3Py*RLjxBrk!i*b1;?CW%ifCyV%NM>&jg#J{8(l;K!SVtA4%E^g+LJ_gYymUv^u2B_1|R*4Ut7TlGR1WTog= z;9z0FH(*xhk#)%;npuP#YoYF=k<*0~rDMQ`zFGL8h$E8tl5M)72oi57mDr+- zFA5i;ajGp;KmmTtRhM(nQ74^`N0nk-d_xl0OfT9c*k5Ai0mUGCsRY%_FypaTrIkdL z0wk1gCD>hMQ2x}^UVZVG$}EBv7T%WM6*!=Q!${c-SyJiejKfI? zqh~bc<=;5Ud6~M-;ZrR%7 zk4kw`DpyUK`rWR{x>s1MY)y+;tWEY><*m=XSL<{AB84lLb4o>4T&u9d&I>Pma11qJ z9m`-TXh9iZwJoC+Gt1M~sV11ITw($O2XG79xC;F&T(^p%J8wfp8=e2O(gn5aZf@`{ z9ktY}Ax+!R1szbpzHMQg)N}ynHE?B94YlCS$s+t}E7Cq$am1x8b!MltLT6M`7I&R7 zmK*a5S1Rm$@WC4FtU+>NQuflTTr97Qma{TTIiR&QZ#`Ge2Oz*Lp{NCoQ0Ks1jcCWhUYhB~m1__JnpU27zoT}w6=?EAZ@`syA*jei0hAVKsuoA?pLMmWNo?nLDy-l57>P|E+xEhM-l<87&ORhmWO zJk>xRMelPJ5j@vu;0 z7y|(b;=>{$F*qDp#BKhkqJ8uxiBd$J0cFF(+ev^I4Ak8N9~dwTCTvOzE1?*3#XPvl zO+6y4+ZuJJmbk3PaX?BO2h;MF8paTYb%Y$(G$AGESuBU=vQ%mya>UsfAc%shBIyn} z#YeJciA`KxNt)OXD7p@knw-}P92uKKF<=3>qn-%6=%Y$_0*qk<&%%asK3Z`tONg10 z-r8u(Pc0=&JX(qiVF|0CNM{y}vtz|P@k$l~bB{8cjxPVH^G93xY6}a<+(kqK8&57E z9h)1DB4NbHsbO=I;$#;So%pDd?51_&T&KFi$tQ%|PG2F+n<-D3N>w&YO4HhBTVBaL z=-n-iw;bs1zUH-D`m&izLCbXFc8Zt*lsa|N1TxWRz7BfrnY;8vwg&RPir}v$-7LsR zXA{yAxpQeHWhYB5B1v;rk|QO-WJ_zBsFZq(keHKzT-Nx&N&q#emCyt}r-jTWmC%)V zt%_@Y?^GL*1??&BUdsJb_B-2sN@qRV6D4 zq`WKLs)Jm+*e<`;&{;gRs!{Fizx-9tP`Nhhh`Q{)i^`UT4D!WTV?&(%Q*Xv3ox|Bp`V5O6{c z;5i+2MzKrF30OzPw3345Gog+9Vc$rInz#d4jA!g% z+A-M^ceAE1MmM&Ls4g#NEtX6vIeGtg1X3udhCFKNd=+l_HRVuOJ?~S@Tc`&AEvbPj z$2R`RN4E`?tn2t|pnBpFpSbmIEAfb36S&tOC+njxv4w4^#IUk^NV8d^^5LjkT{BoS zpr%c2JLehCb{5T?<9ujzyX4#C9y+-P4fLa@B<3&K6Xp;g05-t8p$VUNq<7TXXK}W9 zg7G(_OM4VZV_C?f9_rK;Zt${?_tCaSaK172>r0nS(?xWuzn1U8Ky zOwb_ADISd2%Sv2LoXvpx)mhHzS^JsB5(I`_NV(X^8iW^o zr5*utVFCKoz(H7yi3d0WMQB6 zouCPpAcK7Z3l1Qz$zf#4ph%V9x)~A>d0&edz~ebyq*OA@Sbzv78;FBR4e0>>e{hLyl8d^9Cq8=U}-W}g8R2&MnA_zhwXb~W2Q5gzG zWHn~wLso(gwZss?hF*bVOypl|WX=uB1P}^gC7$CY_MAE<#7riH62@bsw4*zM8$1@} z=bhh$gh;*wAlgafN*>=Up58y|o!>!P8m6K0d0;R8;xS$$Mp`2V(j5!#<5U`B3-Tiu zo=I2gVIdA8HCo>Qf?(j)C0mN*AsoV)1mYgX)-txBN)q59z@QdrV@x*UKnUea)TC_S zBt+#?>7&w&ILQY`SrrWyjL#!W(RBIi_6DBp?ch*qaB_QD?KB`Z$lSFs?D zVjrNk;vwWHU(RTZ$|#K<>W((*j#fe>K**1lnUOjsk<#a8Sn4>E<0ZPMWj-mCK7^FM zMy76Qp;&1r%9KoL>8bKrW46T1iBi7!shARIa)KE`3S*ptsGkZZODZP}5+L)*DVd@r zo!;n+swT2B>vyi;A1L0RI2oY^akcy`yuAe3Pq@Ibv49MrG$_o{`>i&q>U$N>Z_A8;ms(9vvDZ1f^9;^Rv zswJBC9v=Q?uoB|Js-3Vtf@2YChcYXja%Y9ArNa5t2t$< zz&7oP73_qmhNgt+#@?uoM(moZ=~y!3tZis=DrXDonjbQ(){>|oo-5AgY|d`$b`GlG zZSC9I?V|=Fwx(>$!Ys@>XKb;-2h=QI%G%o+!p^!xmjcbEE&$Ueu0;6UP7)zHZW~Zq zgwie&<4&!-JS|MA)8=-YHEqb%vVp|j<^USzjTR={(xz_xW^RroS{i6vx+4GGrEc1C zp}9sUMA|K+_HJwqYPt6A@N#RnP6CP+uDR|(qu%AWIw##3!v_dJ%>u$6ByY@LI2|?ZF{* zuygXl8VEoEh`=FK?*@M`Ujjn)R_`TP0LpdWH8q62tZzaPZIe+lvMu1zEDwjhk+=CrQpL_YBZx2*r|dT|$jF`;^^ z7w7EtvgjnpsB`WCAn51^e}Wo=FdJ9z^L~OcY=Mn@Knuh1Cm6yX19A%kLe3Q448KM< zqTiBAUS&Gz`O0V2%7zb53J@Q0<~0Hl7cu-+vUMe~L%dHcyucb1s4K3n8K3L^3gdA` ztm=~Jvo7oe8>cDf?A}hW81rr6Y8)8LG7GEl3V%W(tnu;gK^wbq^(KPw*0BdCvvaOO z3@^a+8bTX?0xuu|6hHwI7=j=8K_CD^Bsf4JSJ)vhVnNu8_%1Rd`{YmJ>qK-DsY;t_ zxbx{i@+MzMM)1Q(;B!9f^GE=YCet%v@#}DavJ#MTK}WGEbD;kLn;`AlXzI2o6d&~4 z;_RdDGKW-#(zw092k@V4{@0U-E+F<1b1*@$x3 zhy^5p`&{a3#F6cfb5_T8OL28dY=I$w zH58AvjsjI!H!I3ME7!g)MVm652KOEuvl+{A&H_SSCodiU^>ttOFduUw0QN5@LSdt5 zb_=shpL83`!AX0Oxe77}_w@?1 zaCX}}_EA1^OFi2G!X30rn7h=Bqu0MB^H zd~;V!RMC=-!G5Q6CJv@rkdif>|xF;h3 z5~Kp^R`>(&@`g`vhkNl`n{js^wqKLDi+@6ki?nl2!gn8UBIJ3C`}HvM_+mTuAI$h9 z0QO=t_9VaoqMx*l^Y|n*a{=tk0VszEz(FKXf*3%60U-GTgwoD{^MvJuQJ1z6@-Y5k zDu8R3=8_0hCkjlSIi-Mkm{)a~^JlJ)Q<^u#PH4e!zxlEA?I}d}@GkIJhxm!N@EiMi zVz)6%|8+{Qu!|qMb3bpO7j~Z)x}o^8d=QNjcJYV10%TeUwoJeps~?H~cN zW4yW2`56oEE>CyITl-#%dyE%4w!1jGyY#j<_Mi(ox{o||Pr5L>`yV)Zx)=7lpcfecXlV;Ou*h@$;d_@?5u-`WlP5s2%#KS{; zKKr`Xuam7$#1&?I*}E(QKf8B|`-y`viiZ2kr?6s+dq@KU$`5mi=lDra0;89=OZ)vW z<9xg0JkHZR2)lcr8?&GfKF=R-ynnaPpLZpw_mMAoC=~z;Sb(e^#0ubRIkKPAH$<9y zFRhC+T+UUwe3G zx5|TX$!oXX?>%@s_ToGL^Pjt+AE^*FPl5enhbM-~z-UfddH^G-wb|LWK(t zHZ1rFVnKxh7w*{uanC}H8#P+|G>K!#jtTcn%1F}UNsE9i!U1G5Thn#jI!a7BF=AG%Sa23? zTD5E0wmmz_tXsKr+pb7Q_pJYcyLkEbr3=?@V8MeItQbWYabm@I_bzt)7;RtFOjho6EojAv4Uu2>*&p!U`?C5JS2y%j~lb zJq&HM3`HD~#1biUEyDstm~A(TmMg9{+AW*-x7zpq+uvk-Y zE;uu6&_urEtTQz_@!XToKIhud!$3U)ku*OIJrq&X4p3_>2henofwKfqf<=UOycAQC zAfhoi-*hZaI+?l~lGIXbGHE86Xlkja@T#0j%B8}bl1lHqOr%RVlqwIY_vGjj*jsT` z@4PMHFrq7b zcH3R{tOK$tz<~w&t1y5VGu`*al5k9kxs+~_(bOZWJ2ItOi=wqk_?U$CDWk%KO5vuQ z((=~w>_{qDV9Wo|>DMl!+>(t*9L0-U)2u};<+WOtaAj??bvLk>X}%d}!NN6{=bp#C zN3=q79-3$j;a#ABEx>`sf=3rb0D%v9<5whrsV->}<*F7Kq^*anX-Vf&O;uHev#Yo~ z^d6r0sq@e?*4XblzO{@l*E>oMJM{izZeoWO`42=y7~F!sMseXan@f8+EjLM29MN4tJXbNz;GN>PgIyS0h&lGExq(ce1B1>fz zC{??w*t?Q|hhwQwE{bYL{`+7ieGp`u$`;bIv{AKi#11{~v&ZIl!a@vWjG#1_9#}!1(9| zI~C0if*mQZ@Iye56Bq2K((P@*7uD}JOqVgQ-QC;V-WfBOTS(3)69D<)7j zEE&cQPg4K^^uQQw_<;CUH$EiHPC3W%+U`g-6YX55Y(WuQ2b(k$I%3c$6}uSowiGNb znI}w15o8JpX}1*`@`YtU0~&Pl1@EyC5l~p52-pCH0YFVKLwwL-Rx?CRu4aka`sC$8 zX+{52W+;DA^xQr85xP^pvVI3JqoyixiPcTU00?k^09FKuVGLsxY*@n!1P}lv$j&7; zBFT~@$i{-vgePXZ3G+J0yb#{;JzQeat@_xv_UHtA;2dNjQ~0s$wUBQwTx27?=g2R7 z!4OcOmx>BUm{B@rW|Q$GCrOk~Ki#uvc7f$UFO*7E`izyXB(OC&1Y`42R!U0MQW6}pTI2CHr@nTVtX?mK6JVMIhV=)A0 zILV1Zbk^;iD@-IK|L{(uz7q|BkSFXAU;x6D@-+U83{=-b)e1?KPXH|%RvFsW#~A1R_dR5mGVpM-wS&9Pbz& zm4b(*!?Wp0ox;bNc+-$ZxoNM$`3IfOu%~1QYEg|UR7Dc?s7AE|vI^i-#aOj6Ty+d; z(ZX5>skTnTHC&W^`K-WYdu&*q8`G&HSr}TQw)dzTi?1EjqfR@> z!M$IwLm*f%fYtI-eUm$lYtKU4JPG((1RkA%f!koUoFH~u1cVLQWKkvJqknK9jk(?@j_3g!Ln&jl_EnF!ccGN&2duRtJ(a%vzChWv{rV{dAYO%+1_qz)78z8!w*)CzPr{=UV^jc^K zqUIRVME>!lkJ@BOzq5K@0K<`$oL?z88Or!vP?r~DWfPIwL|4uks?q#gFpC-1y1lTO zTU~3^B+!`43<+r&*y{%3C4mAsqfC%=q_OE4*+5zGi{}=VT^YJ#OM(A(#|}wOqT-j) zoqgd>BV7hcf7{587Ofq?py?y)?VVCM>Zik3QNgHsF!gzp;ShWwt&RxZH@mm3yQ;Z* z#2Vlc?k&Fwo|^G}V3}%Eh#xNTfe+N621uv@8z?S5ywLfKOF~$(IWFk;oRE;xo;I+g zH*zp7+NaoKuV#gO)Q`O|(vSxCq}8pra@U;P?*zjY(5-GM{QT!=xP-d}!|KHByXf_1 zi_uk9M0PdCv`j>L!C~p|fCHS&w5Iyj730M=8%H4sJBcAYv8he*VigvU^MKge=8nI; zCxr}CW~)8&xq) z8Y)k|GE=`0=Jj29u79}^|Gqk`v;KM0&za3`>>YIvF$uG~eiCJxXj{C9(dojSvC!ri zjZvOi^O)Q{fADsDS|ZG*53IdOkz4{TAnGR{qli(CVWfGe64we)|tb05wp^VW+Dd*MDRZJR$8cDJ`I; zu5gdzrtK-{uJ`mV`3T9qe5{cKFUP!%(rWI=nrx9a(9zJK`aW>_urKI5u=~D``oa$~ z+>bA|Y%x3u{V;?DPwfQ*CI~F+-m~Ct;sA4+@zq%tS`wn&8IN%2X@$&-U z3npPFCpui8NkP0))oIvizEDHjUiiMEx(zei@a!T-;FAT@<3c|n) zXE6=c5DmZp=#mTRF0$Ez}R++NBS@CEpxzbOdn_cdHO9 z00IWVAF|OOVqxu|(f$ko5^+M~P7Dw(VI0W8Dd!1W&V+ zObb;ps8W&AlFZR?@dBlw@w9IiH?S5z&5sx!xtN=S#fDx?Vv{qm&#^NiwA{{PaC>)04456cN z0w*YOn-)`U7!#&c@e3*Q+X62s?XxKH)2M)M-8S$kYw`MU(JE*04C0^zJ|Hz!^XF=l zHLVipx)RB_atS81Hl5%Mz;dd9(=Cj1E}Y8LN`yllgg9v?M6I)3;BpY<5&{|k8?!MM zZplRVk`ZcBE(~K7#4{bf;ycTNLIVFFV&F5+0HHjgL_5@`&2$NvAT}w~L1z;}wUk2L z^g`>Y%0_McDC0v(q(pb~mDVRlZ!kHPQ@5(o03d)r8h{r3L81cHe)^I|YqTuz;!Hl^ zN8hf+%G3Y4t7DS1k75i+-!oYB@%fsRGiQ$HQgKRuZ2I)Z=k~Mu{_!B0V3B|^A!X4^ zA}javqIZ+LgVyTC$tFaR5CQQEt=6StSnC>1X}0ql&aNH5d}pD z(NKAi0UF>4wsH2dRdiM$7^eSKEvgeOuqa~UF4;2mNv6rtYVjy z4eT_^76e<@LUQ<`PZgtNQ^Q#iWo5~gPc&z&-hpNbwHg(m6KEj`lAtBGU|eA~pn`!r zOT&w5;79E>RJ#Nzl1EmMHoS-wSIi6eR54X0ZB;#OkqVajK$AbCGWr0v@u)Iu57G&k zAj!IN3K*7Q!Qc!oK>*M~06IWoEB0eMmROgd2s9R0Jr-{%vujOTdwoYW0W+VSsawnH^-(kXTHW;)~TnW%|bH-eUmS~0WXq^^?LWXoZW<8*G z5|B0w(~ajktx8$7=K$9F9F2Cdk}3oAAZzmqkStiiKy8tX4OjrgkY-Hj_G9z*ZtXT$ zl~s9_)o+(oo(lJHDUvm)ta1H98M|e16JuuFz!zss zKxk2e&U9dOPq$O;H&{Z3ZHB^L1CsDw7Y+M0-KJC^vl3vpQZ*5{`V`n#?N&=Wc5N@T zzX-7QkT+TXmT&PE$%-I)!N3ciUtD zJ9ab=QWqDLiyiM+W3wwE7|DbYMv+UG0su8F*l(F&3hp*QYqtzcTb5knT3Gm z+!F(B+ksY~`vDsU` z*^&c52a^ASzLXfh+$n`tuBS{FSgxl$rdB}-5|s^DL2>nVogkHeF&1UBdFd8ohZS$% zn2s^Ahtpz!ju&t7c!ZT%nTvq?BsPRQ)|Vf83PP4wYhVaAS_iN|WQoyFI|+ped1Tqe zkNM=9!C68UnVZMgn->6*Rl33G3=zyZli%wy4b7cG%g2HY+PL;0wQmaQIiEKW7yEV0tIRuH_=73nQ+v<hj|LP zng`hU39_1_y`Y|4r66sJr+~D>QAJ$3M1JV$UP;Qad@`yWxvw14yGqORwZpBp zv7eG_r`sP@PAH9vl}r3qwp(+6%lOH`k&j z)r_{~n+GR z7_4bLgy%S9+k!^VdeBju2P%FFfPAAX{>PJDt!tawBR$(&a15@udY8O%ww+HyzG!A( zz{}l4#J#1--Q{2D)16eY19(3@Ep~JMYY9&?3(wJx>?rM1$SjyP85E40+HO;v)-$%> z{r!1U+^YvVj~hD3d7%3WosI*SF4hXrbwCF)KI89u3X;9zf8fV`pyQz+76hcx4{UHr zeuW>W<@dzo_e8j7zA|8*n`K__tw_sDl|O%e-KP(`s}EKc6f~EwddmOQ@s|J<(^=JV z9p9Cn&i#Gq{hdP1c4L1vjz9m67rN>jTHzNyneW>RZoBJmnYJgs;x+yW%--3bAP9nB za0DP0%;N1?M&*yL?j1vrMSGfO;<(N)pYqASsX;s6Yh0`cT1&-RwcY=Yi@@0tJ>!|cqfMAEWC^~* zKH4iDHD4bfcszN61XD(W?TSEK(xOxN~6b*3oL#V z39_U~h#XI)O0?+Ec<~nhRp80Asne%W zqvk9SAP$=ibk|KiN8pb=M$doBdhQKXCxp8I6McxkC%(-*tB0QKdd9s;@k0)#_ATW6V zK>!gthQ#I}@Cj|&1Vt1W;Bb_f)lx%Vl$tWC%Z$f^W2C7ZXY%IIXGWh+y}I>`K7ktD z&i!4|rPsrYA5Wg8fT~x;nq99|J^T0Xue5awM#|sCaiypwjDK>NDSj>Hm}33u^%xkK zVYXRMGpcX zaDV{~J@=H2O)&=*juFk!5qUb6H_~uI1{Y+JNG7S|MA>!cBvIcjDdm(@+C-y60!U!h zRq&OSR+nQf0j6445m+EzQV>=Iev|gcFZ_7TITQ zl6E0yJRrKEXd3c>1rh?RWB^sLr8p3ZDPo}-L_9Lp=}t#BRh&kniWh2?3zUi~P7AH- z>Z`#u`J_?ZbaRwau;!}ktLJU$9++K$@#}kVX_eo5!j^gFvU2(fs9%`HB_W)T#WkU| z5yCkqpVL~{?PE?H>RFrK9!gt_AO65-Y&vMl+e!nJh$#>MKdi_iidYOVVvR%+_oGy& z@}w$7D+EkktFR8d>q-bO?C`@q{WL4BwF(s_#29BxU9af@`xTeK(j^zN=|OfFT#_+c z;GRVQI)xLI>1F4fb#e;&W=6t^SHHvcH8H-`OqS5NIww- z3oJkp%K-~yeG&pC27!ZVqNAvUrmUm1byQ(9Rkl%$gyr-T zI#B)`+6(%M{u|v7kcNZ+AjAYea-ByQ@R0LVDhNTS0R*97gGfcBcR5l{@tAVF1$0m< z$xG4)*%m_UnXo#|dmHrRMz<5X(1dv#7O7Qbf!sBZQP}=1B`GY11JD&f`Ekw2;c!VfPw|y z6_GF2#Emd1p-eisLF&j+NOi2<9bd@Dr})JGd2oZ?+@{yZLfQ>`dMlRq*y98z^yNOw zGE-i*(#XD03taU>-xHIF82nvMiJJt?6r32!{n3v$MX*h2&NVO7un0F#xSH@}f&kZC zK#jbK*8}zi5je)gmn_-iOY#U2VnRol;h~W+m4`t?I@2kCT%k0lDb06KqlM4Rro*tu z7boa&WZwJRUG7pz^F^{hmGl{eI{C6qy3>e=A!QPoAVtZEateleVr@=|n<7x{pS1Bo z?My?)2Qbhfz=X&EHn7IkJPkMp?Im;;qQIsglVM-eh;PUvhTW}dnRjcZHb-icXj1c} z)4V1jNy<`JanqdrF%~%;3DcN<(=asu)zf3}`Ocma>V6)|-xKJ$$=f_8QAI6+4_1j( zMbU-{_xdNMf>1Oa;6MjH2m%x=*qa&1ghu+BNJM8zyo~OsUryPmM=mNbkD`jL5KCxF z=PD5j_~Cgd&1>9L3Ld)pbxG$r17B*oEGHzUa0PNCIvuIbb?&sDKF!~vJb9rFg{F$` z6eU!JwnTwK$cmx6%@3j~RR{)P0#>aW6vFzDQFyf`yd0}UK$;WR21lefQ5%gcQc>#Q zHc4=Om|XwrSG!U}ugK*qahF@9zz!CYD&w9d3oA*$Fjk!l>JVfjE4kZr=r&XQoM=9` z#6>~Xf1m~L5Cn?eE4r6~BtnYe%%Ykig6( zsd163SLG)7!Pjx_BUKg`=_2S%F0&J0z%WXvBC116<*qxudq47aM!dE$@#RQ28rr27 zv;rlqRBvOO_{vv}0*D?A!3;*JgPly} z<^=XY&}G(uF3cb~O{PN8$_r!1`(e?nNW?{bYKvb?;}nB-XicpB4nSW5fWj_oxq#g9D>?!;iAZ|OlO%6scPm(dMLH^m8Ay7`)N!(I>%nOUBSOut_={9UVnF(lH9(Ogh}+9(TDd z5^1w)(A}uwG~3i_YAT0X)Y7B|J62lne&giI)$-HfSdAB#X%5y70+jk1vxLXg8nYy( zXH%KV>xzSRAXPOQrqC_wc9s|^rXwJ?sEGk z(i)*jyDeh#nwz`bX@xhcH0>&F`PX7+~yWT=i3MpU+(#~9zt!cdeWLH$Y+87Kd@(Ur)PY|Y|po6C)Wag1{{Dl5k3+f*Y`^rG#r)}ZZ+q49eC&v-A8WU z7k=w!6SNhCDsd$`NOL@RbDhU%<3WfSGlWf8H%5qrlxTlT7>StJ5KoAJp~M5D#EJ8S zPgS@|SEw!#I4@k-d|x<$v;%!;I6DKRhOfwH95{<7CyTG>18*pYZkT6vm=GTU9DBGN zdWaMM-G_*cH*-=ki16oamj-^ACw_rg9`wdX!+D=!*9kg1u;qyZDc9xML=9jbbxVIB0#x z_=kYVW6OAuhc+Iia){|>b3J$+KWIGQD1S<~jU3sH-o+-c0-UL$vhj$k=#fPYw(f( zX&H4Q*#RBmVe}JXJcE)d`DQA)X6N!hG3f*Bc!BRom^OBlM@f&b_>+lga)@b*x|ozE zXag#D5>9z|WSLtqICG2#h?!}9+2tc zO>Y^S{}(TG*&!>oUIImI>#`Z_gjrc=$ewpIp19dIYe}0& zNDXcYm-kt3x|xL^5*r`V83Y<)LZfCW)*|ecUcc6RY?quaHkdr{Y|g2jhzVc+)QOMv za-HmDl#(f#ZWsgqNTOELP%Gh@6k!0`HkAr_Zf0o{XsMN`NuNdn9q*}-iim@d_%QbQ zpRO{S`e}*%38bPIpo}6LY*(Or`ARJIfF74@xB+qi6;Q1xnCy517CJy$ilH6~eY+Ta zLMwZdS`5Bid|TN_aYEfDtE5L zUPPItTlxcC>ZL{rreV6F*y)NJx}9-|rUIp=ZHkm{+N%J0IwBCPB47dk0>DPW)TcKQ zWTf(^>PCYlv4Vu!6ozP{XbBRDI(X%&n(-;9b_1!HdL5)U4B|Sj@MjqNXL&j#h(;vY`l44E6NfsGuvwbrM~x*r9$uq(JGh$isWINV zuGA5(=32Am+6=vrv&}FJ{CBA`TWU`u0qRn!tVplSN2))dXZu>AH-Mf0N~;k&unkMG zRJ*3UcmutP11B(@A>$2SHl{UJ#tCDo$YPf`3u7;blJX@s3OJzYjK%?=6l6#N&D5iYow1bJY zV4J3^8@_Njz6zVGsJpNNCBAP;nFs*8^C_~-nv5Zvc*T1YcN?=_^AXo-6Jo$}u(H3A zHUo<{k?Y2q;UT-x8y?78xX!!0ZiL(Y{@x+ zyptTw(%igK?6c1NSD4I>8On}i8hz{~wxf#zu)45KTgI~70$H_2t+47f`1*umN1f01OZ> zA~4gUOV1}crBR~Q<-P46_*Z|qnj7pwZz_iQDjEo#h{Spj)%xL+Q zpxqRh9jz~PY3Rp;5WU*baoVUY&8qF*BozQ7;K_l#t4XP~-0ap63x~F?!cCjoC0)j+ z!y5>Y4oun3F`(GZUEShq-Hh$r(2ceKimljhNCM8C;TqnwI3V2;9^%w(w({HED#6eX z3Cu7DHq?r;?dL-KVk61SsO?SPI|1MEJ<0QJ0<9uD zK1F}TvEek-aVqWGU?&TUz<{&WY*Z%F|KI&;c!!q&a7=i8*;iv{3)#V54WvMIY9dG5mwzMw1 z@cy%Xj@rHc>tP-2%5z%7$-;E0eF4xX$yvE#q?bZ$gWFG3u zeFER!)8L-Z;~w%N4+0^;0u^BHB3tjctnw^zx77$dyxZz@PB!^&Hq&9mq`lhve$l<| z>y!-a0DnRPpX_mr(gs`M3f}?@KjmWE+Yj+6x?}+&umLs@0v2!a*&ga*%kd-M^uodpT zZr!x|+}v@xRZs77wS=+fF#!~R^&u|uC(z&_PXZtB@nRbTU%&Yx9|CC(Fw|* zOR#fBRB!biFY1>M@|Mr}(J$_kKk8pE>L)M)n$P(m9|D~Z0(D6IFdrRCY+GA-{+WIH zY;Q>OzG?Tq$WZCNRb~LlYxnkl|M!pgwQoHF&--K>_yFOf#Xy1tNe~=yL*WP#2V0Cd zfdWUvh9fLOu`po&!Nvt*#Bc-&^1uO(2uunPAYsD>8!cO20MQV{Oqw-q-n_{WCruJJ zPn_tvb7u&m7-|w_kul^_rcIrOO!rjkRH{*_Ud6g#)QYTKo30q;RV+u3SIdq?TQ%)k zwq(P$g&TM5R=IWMuE6VY)ZTRI_Kxz1m#baEg$+xkz-HJi#*H06hU|D4wKWwEU&fqS z^JdO%1&9cu(8q{^rA-e^sPKlv77bfdJU9ZyLe~#(NTdjYAqglZNp1w&6~O`o0|p2< zj?#n)C?SFhg^qJXbeu6_L=SP)W_F?>E^IK#Io;sS8|jt@+&TE>vs2rbe`*ze-1YPA zH%)(E{{p=KGxYNH>%9F2JS?%rB1162$tokTK?fg%kSzfM2h~q%`VGKqbo)V~p~y%uG@+fpZknzCMD`RX0JR_1C((6t-An z4WmH+i381Kc0tRIg*IAg7l2c>-T1^-HWIPzP`00D%1uxb3Qh5W@D_kF(FLMf!9Tqs z-7BypLmG~_32o5yCZl$oE>$0evZ$v~Q5Ch+2PWL0RE57ApkB_1%?#qhBrYu2%RGuS zW5C3ix7Ut^wRl>wC>FV7lS4{&S!T;bQ_YiKhIv0YXXB7tK0!obP@8qjxkQ;jIAMes z3SG6~174&O-iP+I1hILO?^YLC?#z&aK3GgY?OIqnT#=WlKMSC0z36!o!n5KN%rkMtB+26$UUYM4_%E6&N*wMOSZ}K~rY9mZp_ukG~Qe z5!*;aLS`mey#S(uC@SwH|(1c@2-v&PHN(lCQ0jNfAQsJ+Q+Kn7^n81A?|%-B*)A&eX@9l6Z7 z95Rsz>V^84In8O!5Rw;=B)=gUOl%<$gHwCKGjH6C1E#oMyQpTZ)s;b^?!`>U^mMSuoQLJm6p*jL&}dNtm6= zrJ*969)S2Zuj~cLpkA7R9ZPq`tlZN}3pLy*FFMt!L{y@Vp(rD%y45gcRDVyz$wxhv zBkBY!fi)@V+uV~r^3^$^fc6*BfPE{u_dAaRzVvuY{0vkLa01q&wkXX>d{-On)Q7&766&6?TSTKyd6&_B#;^15=*f3bQ z?~k(9+D;bdI8Rns?QCEI1l-m;EPxtSN{p40KpCFjsVR~J>}6Au>eR2sGOCY+7BttT z)_r9wQ1zxl#S&IbMg5zZ?YZlC>6jz!dZDn_r017W$s#mv0yy8pe(E~_eS;y-TGxCS2_Dk zesV#lJno%kxm;H2Zl+8z7DmGFkW!R9b)nn0^*Tw=-R6~$PX(REfhBP+9rYqL0N(|N z^#nA(5_64st@^P#T0%%+h$|QD7I)BoflW-RT+i%u%*=#4Y}Ai8xb_Ua`$dyQcizi5 z_jpgV-hUgw89>m~KOkHW#QzY&(z6RKUhz5D1m>Cz9ZBc%T`z>^Wc0hG1^48kJ}KTAmtn-a5D z$w9jy3FGOxw=q5u6v2hzya8CgvSYyu>q36Y736vp8vM1SVZG;?KVAY1JA(`UGrb#R zJHiM(k+DD|e3>C6!ay4aD9|c9^uxXjiS{tO$m5JUl#3aN1;|4@ek(yMEV%1~JiPfr ze40e(Iw4})7{;QFw zET|PwMX!LnJtIF{jG0(ef>{(aBLv4+T%B$-3|>r&`e+*CfV!11ftw=4V$`X$6Q-`? zK}qzBYupcs`$P_Vm-O?;EHNyNGZs>OAvRMRH^@Uf{!s#6=n62p6ct zi226h+K5m?x3oE!SGuMBKs^?DxKRkK!PrK$IK6^g!M{+pWc0eLc**=zJ7yFaWb-f` z)5f$gMreUZj5MEdq{tVuNLw`j%0F~SIsC|4nJ#aeA{1o2f9y40g1Deu!F~+LFF8Gp z!?;Ye%ENHIgZ#<|NvafDLogv*nh zO3ir2rdmnGQns8tD6jk#F@TpBOiT4B#mRg>{bRjQ%s9*J$-(?fVcEUC6wT56gucAU z&&0*R>_rDr%`xLl>^Uw`B&v83JHe>i1qO-7bsHa3tF$qo5 zRL;9JO{P3f18hy0^vp6FkU$D8OuWgzvQ0g5v+bOZ*F#7S>$TVXPPF7r+)S<=B+rtG z&ga~ZWLeJmv`fEqPd{w`&tr6u!>qcfJhqjjzpC4d-P{PqEGF+PKVtjOrt(B|iI&QQ z5MV;k@Py4|TTf%T&-$DX_>|A(tVIm9L;Zw{3&jfS%sOcF2(_!Q3OzR3BryYR$28;^ z0zDyTB#*L$5Dat7&A1*2Wy=IDyP~2!9uiRxLD76nGWzssW z)A>A2IsLsjwZ{grQc=sBG0>PyWYe;POuF#W@(|ARi_Ow|zXk0{Gd#l|MNchlJrPpF zNrf3c)zi+PQ#%F!)g=7{`s~!Z`%|&tRIfNyl^jTjgOoy*#8h=2$P5s8$xbhs!L3MC ziZjnJ)k>C>&={Jf<=RI&L_bHx9!|tn#S+i~ z0Wn)G(*}jqo~+Do#a3f^Gh3n7i#b+kZ4hN$Ry%FhXLVOYlh&+|RRsk@+*C#d%~!U7 z(0-gH|14JEh{=Q;&`tc;VUwe^+qjZJMV@@jcCFXB&dge6Vx~*)Lt#vAk7i1k)M}%XOs>%}mc;jT|?X*|qrCj%^Eg%~&RNR*vP_&N9wn zNm&t+k9lJM*@6|>h2^K0g-JD)O!^qZoHYzHQp_aTRbdqi2rXG@q((`7QY0_v1L4wbZZE zC9BmzVjWxMn$EY~47Fw3P<30$MX|Vri=7ppMwLd!6*a&36+5~jk`=?d#ao($MdKRJ zHXKlpn6Oy6!5A$+2c4XV6@#SGK`O;uv7p?_wbM$V*WT?c-W9dTZ6Sh%A+VTRvy2jy z9bHISp$J9YnatZZ`6GZ_3$N|b#8o4)1zr2-8*5}-<0W3K_+8+gghWtM;T78Ry(sh5 zPJC+r)S-F`5{(ejU6W{(M&6{!@O2&<<<1&w)l5vNtqrY%?AFA=Ox;DhDTUt%q1;5E z;0m_j3&!9IK2rCMVD6IN6GC48P~IGLw*9?c9TZdGIAO%fT9GT$Br#o+t)f!|-}O;X zfMp5>>)-*I;0*TRAD#pb-eJr7;G8O~6yC+atvcuhOC-)e>E()0Lf|jWQHYI9f_yuh z4Mzrbn2s9*2WAT;9%85H;U6|*3l8Gp9b=0U{ENnZr7|wX zt`iA z_f>!fXaEyP0uI<^UXGkit}!^4W&F6~)cv?DjbnfP2#q|JgZ0+HI^Ek-Sn_DDn1R1% z9@t?@zl2j}0`X;FhGh3`fFno;e~{-`7`}8KqFDKo5nh)yDd9GOOmt>dwj|X3Skx|U zE<;8mfxWl_j+NI$HsZY5Y`onFrBHk3VI^SacIHC}7zBS9ge15If5-?-wrKLP(revJ z?%~{#VdlBm3hb<2_$VAGIc135+ZU}=FfQdgV^HnAU9hv2lR?~wQz~^W>GD|r=ZyYg zVTJ$&U;vI5X<|I;@L@$yPOoSdTspo{sr3t6L1=s8#IJ@AZI&Jz(noTB=oJ=cG_Ao( z{Www-=xUy7sYq(2&R|5iNCOyV2ncD}n(Ov~D!ef3ZVpj$4qdFiPCzCP{rwf!yXhKy zY!P;A!)8$NS=5*o>Ke{pw~h<>ljy&Wi@LV!3&!h7hJXg>1b-NXdIW97v8AQO?6K%) zF~Q$rqFx1qOvKJ-g|=zl*33*Smg*YU$r;?%6<^M#%!O=iv=Hr#{)6X!?nEf|X+A<1tflN&)tHt&Q^M8%AwtF{ZiYDF z66>vV-1aV2Uxx1g2JiqEaOvLY>h_0uZ~zBj?d*QL+&*i{*6J;RFub9j@4gGQW|PS3 z$7CK@fzD;JhUFJ#A4HbxfkN*6MP!bdf&3<3{}%8Uhj9Y000Z9#F%Sew$N>jnaL!=y zfL=4+j*#&V6Ug-D!S-(NRW2qLS0LZ&$xf&l(s$7{L>G6owp1QM|`QUbip7Gi6<^LC(MtZ-H_j0 zMxIHR@9Al;vB>V@yw`g_r`km}@At!c(MM#d|4h?I{lfnP)yK2e_xba(evYsL0CscP zPO17meps3Nc6@gANJC|N6yE1Y=67u~)agsbmCtYg>?(g?rZ#D32mFu2?b9AVPr| zM=mh1U;iYa(dWzVENe;y2~Qz_J_KAFaRD)lPX ztR5vOvE%hC*sx;5{t1Mn!U6Ee1UInd})g)QmQgejA6R59uPY9&e# zB~qz4g93)T*lOdpE?+KY{PJX8$dL=chfLd;UHA_-qBz-HkV;(24Zr8vrgJ;&C$>W)yy*1^AzFK$VA}VTh^p z6G00i=o4=dN;u(8Pg&6kBaAd;MTb^=7@`3ybaBajS zi6wwkRY@jPR#;I|Fe0wd=9_M|80P{elw@Lx4KX4jhzwZ~OfX{xIirq+8oFbTd!e}~ zqqJQFm6QY)$dh0b&VUh+g3WLfW|_hNXHrg$il*SF$|aVdf`T&Y9Z=wj%2S^m`srbd ze&+d7pf?56P%tLEv_P(}Qbg#X#o}m3qF@TUEVEe6)mN8IohsFS|6K&-gq1mXX0{PB z>)k;!$VQt1GnmS)P2hUlEJx#^lpnhs?YTg$b?zE$pL%+D)4ufP8Em`_5o@fmcEoX3 zL&^rcFvG%O8)dXHp}Urn6CxyEgAT4clESrZ`Kr3ADwXl1YpFYi$g5HnUBk07RPUR> zW@Ms80K5G1zbVH!Fu{i!j4(qTw>&h_)p9zb3AA@YQNJ2a0 z9Ldwhkw;bd?w}?|p5&C{7bs4PnY%D<7P@uHMdSQ(~j} z=b9_{`X|n)?_2NO54DN69h7; z&{VmP5af6iao+iKQyS}aE_%`nQYQcEQVF;m)M(DR8 zGLdnO(;P=!XdWrX2ZjRTp9&pgK;#t!WdS2iQ&K3z^F)t^4Xn@uo7k`-hM|q>JL39) z<~}vju_A5*l!w$*v${;lH#NE6f0`B_Fg=YV#8b!^GqgoCVGT{W+udQru&KX62!{>) zTpa_(#x`=Ylb+-x8a#;xCC)LErgVs`P$#1C`HPQctcf7a@q-e1CJddS= zNW#)xA~$o$FWn?nfK!(xj|r1tp7J)E{3J9%DN0gau9-vBV=KAmHq=-#K2*Go!nA~u zVKTEVHpG&`e)2H?aDHTl?K0*u7g$aoO@>7-deMmLbng;#k zji@P5YnmV!d+Jx4Jjj=Ca>oF{vzBrOvrB6&l8d3@&I-mb1~H}!C^MMnr#M%_6{v|$ zaiUX0*EGHku}MVEp{cB1db)+Wg`fxhDJaWu202!fr|;_!E6LX{(7*&kv@8w+h%!=? zAnl|K=_ZyW_sfn(#(A64T2V)p6O^VDC>tGGtoEhHRIW8eJGGbjbY;|@Dxsi21*%Yq zI@e6@sYE-KC}3hKABuMMTzYZNb)Jf)b1qA(^*I+VA2KdT1<-b3BP)DlRj-E9%_ZD> zQQG*Wr(1>pZ?9PK>0N)C*Y<_gv_!)fL@_HI*=A)ht;I^z9Osc+imD*AHBe=Xgqh-X zHMq+3Aw_OGp@uGGZ89re`7W5$o3#?UqjT+P>zZ2C4z+#QRbxxt2GQ$=hOpcL9$&hK zw544nvW(;^@}M)u9p0vqV=Lot9mUGi#VlBy1<{J&6e8|*ufX5E3Tn3-O*C}ZJqKj(3qDyL)xD^ui}>*=9j7P-3WcjXxs+MlU;No-AibdBAWHeWp`p7-3b*WX(v!Y5u5(T4PF~urU2FY%Bya5mt)=6fX_D| zAKOPbS43G{kI%JCd~n4C{VnQL%i8l?z_#Bet)ye?Dl>x3xB_cy1U@{5SUz}MzdY-x z&o{rL@@C@p#G;(XZNOJG`9D^^xF5A_0iDb)&8~P?;PX)VRH>rmzqPclkB{pASAXxq zi~ISR&OPrJpT)q$9!S_<)X%ezXO3i^W3>Y&{2p_A(B!HUGrQO5`s>!EuAmd6O)*Wa zkD%yFU((dqzqdVJMC4AB2_IAlpf`1#lEK|aAWaIn7s18EO2JdZoQ`v~7_RJ7FmOoJ zu@v*ISlj@heDGiY6`lxoTT@Yp_8B0>(45#YU{)QRlt|5wB;3%b-@@z^e;MD3*w%*<{^KS-!4rsLDe+_a>C$INp;NizkK|7q z8q#n^=Idudp29o6eS!7`~8G8|8V{IcP zP2)(4U`KjnID+Id&ZN5`WKAGo3#sHP0%co-od4`2sp%wAw#)(4q)i$lPMTvkbVhJUeSf%Clo>tUj%OuZ3(gv(;hpcU3RMHv@JV8?ehK<1=D zx(n^S#h+-|o8-|428U6;N7w;kFwG#96rnZVmrHt_TZu?2jn8NH%e=rCLogTl)C>kn zra)0YDGKWNd#F}W?Ly->6@F7Z zda6=%a?g6whEKxBe=f^OatcfG$8#iTOcG|p1d0K`)`&nCU0!JGEJUnK7<*=td%|aY zT4qQhC2_70xJBMM;inB*;Ye&#>39fw>K*hbq>s30yqFhYG6;7{<7i^Z=>*G+mS^(m zkx--#o4kyNekdJq-e`4ZC4gur zHTLKNmZ^^*DRsfk2Pzs%jn|%(M4d8ed#2@kK51qDMrm-m>6)2uEk&}+-p3Y}d z3hI9v>R(i8qPELjhR>sxSEQcDrDS2Wc*fs&<*%x#d|(gKrA=tPX^Wg5uQaD~e&?wM zM~IFn6Rc`*R^M=5RN0}ZLmcYNJj-nbXpB0?t$G-<snH4PQvzm~T?y0~2E5Q2eQ(CJx3hDy13Z}qn=^*NuGD^ex$bw3TNuV9$ zIYh)BNo`S5;{;SC9Y#kkFrxDzc2;xleR^U8DK|mngl8kVNxa%hfez@dz$l=W?;Sos2>3wwim&my9{)BB z?INfPdM<*rZ@WG(Trh&KVBqMz6{w;TM15%i2k-v|@V|~P0cUW)xb7fv=@cq1&n@o_ zif)h)Sdr3ZKo#g;c_1D+FbJ2B{{k=v@2LkHUJa97-%_XSg5Lr2+@zYA-L>%jq0-E> zR17Cw5BKi|=kR;(u+~2DqMR?rU=a;>CG56t5qn%x1xqSb*AUiazG4%MRgP_1F#z7M z6i;ywu)qhiF<{kMNFZRTdf2I7by1_KxsK29lxF%zj5)(F%KuQ zsEBZC?5HGr-w*5F5OW6}g-D?-)gVI#BXCHr0MxNUvh^*p6gTo5n=<%avf`Pr#kn&2 zs?qz#&n=eD?~-hkNF6V-vi_lR4y*Db`|_NXN`uk_7W*6u|BYZ0vojY5FmtdlSMf6= zNHTYB5O+i+XG#}Oj|x{aI44Ck2k$z3=>>*bLg@&`0a5%4>V8E^VQn(4^S~d>vLQv@O&)u!Z7eoE;L0;g+W`b4`ehP zJ2Ev_ba7lWM8a}oY;%zR%&bSBG;%C0<$&N~u8KyPnDs(^byx>B zSvR#`ZzqVk(^YSVK(~xUUr(D*?`*yeE6t`PDiterCInljPE?Fwpu|h`M#A>SUv#!X z*mYrp24D*|SO)=95A$i;#*alcmwr)$?w8dKgAZfW(!8l z(p(^xlI-=tE*x{aHFhsbbWb;RhqZMR_Ix*nYzs?cU!iH^R*SW8J>jdCAt_QhRDdt6 zPW;b?!AqZsyDL`fj{qH6ZG zhJ+0%2_P*JPIx#IVYr5`c58REjZ;eR(RNA8wS3cM}Ip+h+~MD*S4P5L?RaJZUYP&?=~>L%${V~ z-z{W9Fs*68BV$0wUj(1J3i^eI01o)MOQQgni~5&~v^HBgb?)!&WGlPCD;noA)4?mr z&Sm|o`sn&^shc`WqX3{^H?N;5m{+Cdy1I|JbFnwOeE2#FM7y+4JGEE)v=6&}+j!JK zQEin_Rd>#RJG;2U1+-hcxt}|>cesTgdt0FMjh6Y)g!{P9yH@yb44gZ@S9`j5xnK90 zIVt+gvj`?5^l!G#g}x-XFSW#*v51GxqE!J^Y8m*U~X2~U81B3O?=Du{9HW%2Hd-} zp8(Mpz0n_iwadJ^|Mae)=P2jvxP}MMqx@eaw$ERERKH_`5-H(9M zF8~8TzycJ&*vD;Yl@E+n{sJ$0=d%5Ow29vFotnR2BnH&o<%%L6=ICeq16)Adr#|!l zH$U^syaF^p1JHs$#DW9#aAX4^Qi*rYJB`|N?%!P3fR9eDw2AvcL}`KEL-_siBfs)H zKm0qt$7etTXh1snL-iK`$iJ9H%%z=hH$W^9IFMjLg9i~NRJf2~Lx%^)hhQsZ z7$cA-Rl1a^(ikyVRA`{#+Ms=`3Jle{m1|e8UoWNuJ9c8r1!BpjEoh~r3788$h8(z} zQ?R#YHKtrCFs@p^e*p&;JeY7{!#Il`ZMvB8)2Ip>Oud@*aAnJvF&9Le`Ky@!QJj4m zuo4Wx0=FJP@)gO_^h=OdU}pe}Ky<%Mt&%lu(6@2t*1el|?}mvP2WRTIg21W%u=-ZM zocTgA5}WgU9{u8Il&1GGS`BwQ!Hz3nyH5F*Bz5!W(Wh6>9Jp}zBZwPMfSmGr`}h4u z#6L4#_x%H{^A04HwmZon+W<_hJeTtN&%p;Fj8H;`+IufJ5}+z>fd=MFZo&^iyl92b zLS)D@2{|H(q}S{UCN;jUW2=+VUi65h1{W+*#~pd>(XgUOuuwP>Y>3J@4e0Yx$sIRa za-iuTG+>2|rkpFbfeg4#AQP@U2t0zcbW+SQ$t?3CAcYJrh9WaK(w|uBGgHp=|3>l8 z$#kHLa?U;Z?9NOkeeSKocvt=HeVNc>mefe9{Hp?mjDSmAyRmKWNFA&yw$X%SY~Vtg5%nA|!w z?%3mxU9I@yi%AFpRFJ!c7v+^%Zdpl@M_$-uZe3PZ<(hHMS?BeNirMFx0~-nm03rDV z2_69d04x9i006cGrUHim002A!17QLWEeit?4-z8}1{D$w8WR)~6d4p06a*C~3l$g^ z6$2C)6=L@ZB44Mjyo!$m?TMq{i-K*vW=*hx)GOMJXcCCW@d z&s05HR-w~ZQs7rfN?TmiTRLi7OyFEvLtcNqUQpRyI8a}!l3z-*UoY!lMJix{&|pK` zV>zZ|N!(>N;ATefW?l1XLf>jNEo-A|Yi#0eIX!QfKX0^4aC}U1q2O{g-*Y-9bf_$J zg0*xo;dDFnbZT~XcIkFddUtXAcw78m79Ogo03Uxt-1hrQ#8MLdh0$ctCx zj7jT^O+t;F{Eth=kZ*vIZsCze^pRBlkyb;Jn&p#B>yuGAl)0pobF7q7-jqw%m0n4f zn3k4xmX?&{mQm%JPfVMZn44Osn_=plRQ{Y;<(*SUp0ZJ%l)RyfD>;iqu>sAFTPk*KMtOgX_(L zz0r{5(T$?hqr}sX%+rMI(~8T~+uqci)V^w+>PJdq2k=5{@jS;-KxOe zpUmN%{^FF}0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&t zShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7qL2zru>d>Imm-Zr_c_+J?7A*8?s z7q&>@jy(404BQ4Ca5tpq-2z*#SzDaY0cq!*c;>0+LqaaOVFDg*lfeum(nws0_tj8k zh#zd@i2=Yhc?fbBZpTap3AEzCL9o=H{+PdM64trfSx2}o-zS&xtN2*xthLbABhnhiXNE@ z)EZ!!A5_s?2DxlwE)#BA+#W5+u>oTSO5kVh{0?}dQ==ZSxk=(wM4NVGa%o4Fh?E)wDvu%ZPB ze9+{kZ=(#fZ40y)g5AqT6YJF>&cHQ^AP9~j;Rga}xVr2Z` zjnPXV(A=uym{Y^HCDvPby&p`RY3z;CGMQ+$+Z~{`g_g;)xSkwBV#nwWuK>m|#;79e z_K8(42C%f}8SsDzOrVQQRUFZv?OUp{pU%Rhn(eu*25k$FIaHBBT5Q8#LMt7U&AwfcDro4kZ!skAMs$5T%zQdWj8!*}BoPK zOQ(rOR|mS)sZxajnQDY;Q$|uviDB*`9RWCyX%yP$hCHkOdfs7N=^P zqcWJHH(IP!C0doOJ_t+z-O4+?jHf*3IjreSX-%U^O+HO?|Cs~WQ)zsw&6l7gP%R-q zN+!4?qqYIG=}Z7(4djw>v}DgO@hv&iApvqu^UvZSz@O6r6Fo;t(vtF$QP%*PNmt6! zmbx?}C{^i8XG+tW)-*&WU?@s*Xw#nh^ryiBP69|E8|4A@s7Ouf@(y5Br8@PgP%YSP zqDs}OTGc063z1g0%GIuV^{ZeFt60ZM*0P%QtZ3~joUY2&wz_pxC{Ti2=StVQ+V!q@ z&8uGb%GW0F^{;>p>*uomtuyZA>-=K7oaZJPnkj&(COhPfBO!lpq&FoVY;DaxC z_OqZ3t!P0Dh0>b#w5Uz3YFAs@BOIZ%u8pm1W4i<{|8U{7v(2q;cgx$}`u4X+NGu9M zB+!vS)*{mZ6(kcXk~adSvYL&qbc@oQGK}`R*bOafx69qt$`-b{t?g~W3*7RW_q@BU z>kWn*oRL5mBal_@WjS)(pVW7{_{}d*5O4wOmf^qF&8~n&+uZ^i7z(aMFoI=kTLYu_ z!4QtETwN>I!TN2jAaO2zA)CqfV#LEd0kM8ZOyZXSr@vnSaDWHQV(lLI#jqvsY;8MU z?nd~==T(A)D~y5*f8@SDu7Z4-TM@?sMZ+advXWB*93QAy#VwBV7hp_f)_&KvQ?@aV zw~XEj&)~va%7`bbU=j{5_px5IZPrn${2OhPsDV*3r7aAgvjEM;n zO|eA}B-T1fHmzxLY=~5Q+6hFJ8*ZIzUB{W%0`~Q%8(igK|2eUyCUlq|!s?Z*deQB! z36in>k_<@T-uTY9zW2@Vdk=`-2juLw2i|ROe;eGr7WZm_t?&h#+q{7uu5lpZ>YOZF zz6P@FngQ+-39#VfAP>37M^5sO|C{5^{}Z?z2wrf5dmG`|ZMbT=0EZeY{NWH*!eAwS zZG%ADCh?W5PvVX8k$4;iNKd-bm(KL2&*0=mpImJ&Acv~2eA_P1`oUp7TA81g=HwPP z&L13cLOX=$G8wa(=L_^#M|~wnZ@S#)o^%#K{q2ww4b`pAcdh$<&Rp-h*G&ud!Q*!9 zzAd%ilC$oDxP2!;j_;XkB4oU?B<^(2{L<}i`N=hz@1VE(-$x(#DSy`RaDYRW4UhQW z&eaElZv3-1z7uH|B)N)CyR$oA63lD<_nhZ_-Z>lk;){Ote=ogfy`FlTv%dAc)p@!n zP7sR8{wD2~Jla9>bK!@?_rK44|M0!e9frHspHh0h3$!Xg?zK#ls?2iAyL^NRRqKJ6vLqck%%lzy$j^lB(#B={Il!xnkZpi>P&mn}(3( z$YpcIUNnJ%C&7f7|CkVw0g(?0j~AJdR)~dJ^#L`YOdbg&nh*6UNVL~~gQCSW3WiI?M{Pki~Be94r2Ihgv`k8)s*hslbI znTW91gQW$3;bvN=$C3z%V{!$S#O09OXOl8vmagWLGU1M&IGUu%hahqT{tyPkQ75dq zBQXP;;8_T%{{Wb@sfxIHp1FyQELW9Q33HqlnY^}@x0raCNn9yGmM+1Bn^|UQIi1y6 znqT7&xj>hP08ia1A)@gCO&OaD3Z4sEo~ekQQaP3EIfm}(S*fRzQYN1XSzfysmdd#i z`*{-0HjL1z5+h1gZTX)Bh=l>_51`@?esrJ+x&TbTlsGDz;2D_XIf#M@q19-c6Iyi@ zs%xc}p_;~_-qmIG*3_6=YTAM=}dc4Vvfd`Hn3T_8h|Qt6ORxbSa<)x~t>StH2tp!rHDn`m5wg zjjy?>%u1xr+KqG;tz@XAz$I6isS%%9dw|+%%7v;5A)PmI1p^B;uc`yFN}5X$u>|;Z z+o1qO2}z>&mX~`mvZQui*)#_1dguP;iTxd{LI6E7qP|cc;;3tztak2qsY}@hXd0f$s;olVsa8vsy@_2cYoYsEoVeIp2=<{NLVd`lf}okU z2yt<_2VZR~f}YDXZ#%cBi@J9EZ+Tl>d&?Ulz_FAtyObcfgZr_D3#^A*tjcPhi~FW2 z`?%Q!2kQ52btoYwoMwM27#~@Il8D;usyrBdMdrlbGoU!y+XUX3E{f0|En9K z5xcZozOxIs>w3GxdZz4ZtWn#$g;=sy$CylkH<3Fdpj=L@*%d#1*k3c(tih?}@=nw}=9jm{cc zk!x`KJC5WST=j{qo>{sk0lnN;f@l}8kSD;)v%n7Azz{saWV!%r;I|lD#I>uz8_d2T zyrc69q4K+ORaa^BE4=}e8;+*#5roaOWeeNjGpJ|k0-mH zRhhq7>zj9~bH*l?1l$o(SU{}We*&?~9wE%bA^|?Yz?Y24n(W4%yc-MP1EFleemlyf zOv>zv#DlxXIl7d6?8l1h%D=0djT@(97+`P!2>?dUJb0A|iOY*D5Kt9#7 z_N)?LtZXJ4Vw|hM`K-@!+s6Lf8wN1M0!_yR-O{v+%}h%P?Yhc@|H#TDdz;}b$m6_z zkN^n9D~5<{i|$O!8ZpVLW@Os;$QyycRjSmUVa&)((r|0iCoR4Pu+msP&@OGw>AS(F zytEdK6JwW9|Kc93fUSp$t$r1)vTZGH$2n*K zOcQ}3Bd49(bi3ND{TZSG(6CL|vR%-D|7*}6Te~2O+ai3^_4?51 z>~fHx)`Wb#7wv0G0DH%+dvi^tp^Xw9z0{>`+Ne$4-D};~-5J@v-LGA~0&U>keZe^D zv9>MKV2#`GOSL(e(|s3b!L8P7{i#8%aPBM`FkGb@eV_Ks+#_)XkCGC2{Ug)u-wzDn z0q)5QfB~eC)d5Z5hMnL=ytKCK;CUR@f1G}0U3|E9*{-N!>|S>L5hHrvR6gaOyWjlH;w|3KFa8*x915K<=44*xV{YSFZQ!w8*f&1g-@V|K8VNjp zyAa;H=*Q5A8K>PQ2b7(dNv@b@4bJm zzujAX$E9q+U5&~Ky`%K%^8>eX58u;f?eMTp?&V(G=|f7?E8=WzdutPY0gJ?>eITAMA# zf1mC%v8uC&qO1QMRG;{?zxZ44;*W0_qQM4|-}{vR@BUunmhb82yRNhgubrRppRcSw zU%cxbzo7TK4o&2kZS>~8i|DBI3gPSU|5f-PK4d9Q5`7;bvrqfx&-jj?`-rjoz3=83<-o%-+qzMzA#*Oo2qND)> zI*lf%V)N)yrcIqbg&Otb1s_YeT*aDI>(;DGmfV;iRqR-@WzC*Nn^x^wwr$-WT_ECA zC{m&9-o=|&@7+#){r&~q3DaP|gAE@>e3;T=#*`2@h8&r3Bt?rWQ=%M6vm(x&J%0x6 zxzK3Rr3>{zom%y3)_nvHJQ!Pc|7`k^hWy5W@ zJ4qzSL_ZTsQ8*R{ttdGt|CsYZMxzYCk;$N%3^FAXwhQVv^YaKQXu^ zPCZ5Pt5ECZw_kt%1-M)WSS6U?SF?;2uvrTe%+|zmg&32`ex+E=U?~)>*kdugwqx9; z)vaUNvfVbtZo5U)IR#Qe;JzDo%(18h;vI5cnI`SAyQ9978DO7tx)MznJLc z;+VSu1qH@Upk=*JvN=bVoNO1TcYVw$$ODo_9HpRz=1SkhABQ}0$#W7(1g9^@66&a> zrdn33AHzB_GgH}hu{621xHHNw7JD?Z%cge34nJmFWVhdjJ8rqZU`~l9?0$}b!_Os( z<{YJCa^0nH=FZZSdJbH?Dkg7hamKTP!*S}j=e~QRiJIZcQ^qGB^QSfUPiig?tNQbY z8`FBs_)UKh_0+v?eeBm)(@k~~X|J8g{&YJ*6|QoK znXTDxb-~JCY4+C|JgifIf z9K<+AGM3SdWaL8ji1tM`w$Y8@F#rQp!9qHY&xHnqVP4d?$M)IqRyUNN=<0_$uMtaF z`5Pk0(6+XNfC3VyX;u0R-SO9|r{Rk_ME zitv=Lgk>zDVgM1$v5s`SqYLQ*H9qdqk6~iW4t2F4`+4SmYzm^W5~&)IrQ(sOu?-R> zIU7J#|FUF+>Ycc%Sf6cj)09%V;1$L(JuY6SoU)8bDp$EqGrAI;?}TSOpI6IU*3*u; zESRhMqQ_pU@0ahB-~2?U8PlnbVn9r$5QkX1K7c}*a&V2Zrui&uHt}S>y8$mgFp?fJ5@?XH>~lbFNJ9v8Q=p|)YP80#HZ8l^1@f`v!7M#(l5!R zHDNY}pr-R-At{v1g{G!s4khA5J66%)piBvgx?4x%^S9)EGcE9X&pBgS5_PUrr7j(7 zTGcu^2C%`VH-+mxbIMD;{HLD_li@!lGe3cniEB#DSP+-#R1!JzLT8ieL8vMbxiNMHmSlm$3x1snxw2|T_;*QJ6h8EOpY~0Eo$Rh$DHOfkNufiVrpo^ zTp1=;KI|I)zNWFkLbHDdY3LDI15w{5RyNR*!(t!8qTV$@fzXMMSmDFfDe;VgAzce~ zOY7N`g7&QY+HQEoTPj+n*1U5(?^|)&TAjXjFR}7cY#kPvzTyyKxILy)E7V(N`o^#u zGwyMbt6Yc_XCeudkyfwMP5O9ZdT!|(ORjJo2alJm-SzG&TMAwaci6*2B1$dOJL1&B z)oCp>pL_Z9Q}_ZibVVIgQUQBN*YOuMk!+-Jj}>466NJFJGY&>W0$uS`cDkHo|4Vgx zCNptj*DTr~=8Yki$FU(WMSu)9iU@gJM0N{<=fhdF5IOE0Jn14 z(q8_uF2l^vG0#>^3EHb|>nj=D&N#3&hO;6Ys?0jy*~dSwYDIc?RmcK*Ek=fqbjMQJ z%sv<`P>wQ&8*N6>O4``RCQBS&(F$fWTNSOa^rbP)!nwY-(*XKs{P-&BQ4{m8rVg8% zdTS7;&Uu-(VdOMn4P=M7fjQ2Vz_=7l7GT@R&`oVWeW#Vt!+tcf{{=qqsL*oR z%|>{%w>)iJf|;l2ySC?qI#i;j8L4Xqcbih(8c=|uHK@jr{}K!9+{Nv{j#ZReCOafu zi>2R)rgy$e`|m~voZvUdc}^H0f`cPG;R;VL!>P^Q%xQ^BcI{=h542Z{m+7DeT~i^& zjT%hckd7q`_8kBii1nrVulcnGO7WS~oSnQnF-R=ok zKwEq6bG}0x=p@E8(eZe&eZJS1N=I`ro6f^Q7Sq%gYTdDv1qwR%Ve4dbwL!84b|$(z zTr#qCRMsA!w?n1$J0YCt(@t8NPuUK1zkBQl9!ECpz3+VgyR=s;|M)AZn8k>H7(hdZ z-!>yOp+ihX*enn7I^#I=n?F&>+`S$j{28352hZroqWzapFe=!GY3nomdJfCp`~oKm z0}lQQ+uy$LxgYWFdEfgy79Li71pd_)?{pbIKA}}-4Mm_lg|e}(lO*UPAc{x`vWqOI z;6C>NKYnvEoXD&RoQVfqEAjI#@;ko{oIQhMKlXFK5p*{AJ1?Qj55e0syGXkHTe^s` zEpL0e89NpNgp)!@g#n~G3mKwhc|MZqJU4JI(1Wf9IEn~-3k-w`CG5V`J3#vJeZwEo?s$ygm3s!4xFA734I|alzoLxHH3{|HQ*DG%3D|u`xx+!8Z#x z-s-_0q$C1bKsR`=53s(%S-tl_ z#0knpqeu!uGzlbpDGgjHMzn(}gv4a@FiD(5O02|6G{H;^y!qRu74$^B^0cdw7{vgj z{kymsq(RoOLCb56Ih?wUi>PL?v)bXjKrxXfz^c%LiL)CIVKfSRbQdR#iF*q+H~@ry z1jv9C$bk$8G7ujFe1pH6iQ=6 zMujxW(b~C&e8{DYNQq1>ztcU6+(h3Sv-qMFr2|FKxi5@!!ylTl|6`4;>x11Q$=+H= zcB~DTOc4|5LzjRKe7rSZOEh3)3YcTNUW`J29Ll`}NJu!yqXbN~N=l_>`&y3 zMrri2<#a90an7ssqXbouQPi)}s61mi4IE5`9|D`N!On9u%d?cK(%ev5e6AqTDnA5| z_8i2am=2bBFhzTk@|=$oMNy%I1QkWd{}xr#5fT9ybyFCf(GYC5#O%)-#ZiXSQRXB( zpK?y2>bCvszX%yi&=?lfcrzYEQVBhz>fBELBF*UgIzNe#XfOeCk;mvtPX|2Dvgozf ztPhzfQBpZk+<;FMB~{!&(=}DqFQTP4byXRS(>WDEh&)a^eXBdow5cS+h;x|dj6op9 z6|Vfsu~fzF1cg*cQbJwQQ?tWmVoA1X$1?bnc(kIo5YxK+iA-&eYn2Z&Emc!J)l^;8 zarK@!%7a%$S6GcxhpbV?j79*>j{w!Q0qxO_oG)Mv(l`9d(dZ0AO$|AuJkA)@%>2Jq z#Juj5ML_uznbf39Ei!Gb%T0Z<|8d$$b&*&n@zyf!OHvhAa`o8BG1qiO*L9uIcC}S_ z9m6mK3>Ne!Y>Y2p`qQj|7^u@%WFpqe`_~*yK4BqPrgByu`x7}(2;ESKwmcm7Xw4^l zk95(;Km?czh=Nm<+Nq^lsqNU0#oEMS00yXp;Isvi6O{O~!Mr*{ zi|fkie7vtg4P>{YBxGsnxgVG-D|bPxv_ z(v);mw%L*b_J>8!I6MGet4i3o$&A8M+R?eUV1})b29juYdU7@`J z1vpv?)8C_TVcE>Z|Mi5xF~-=az2W6ORvqTyIEIq+1L8WiULj6bBBs?kwN=$p&T8AV z9{te{R#3PFw-DZ062{EPvoYgJ2oxZf1@lz1fZ-P=M8?fN{)G~#b)+_y+#F6*ITmFh z2{Ai1We3J%S0&=mEkQd)S^WUtrnyK?G&(_s&R`P0+md2Zq(cWGsLWVo&4jaQ5{NgL zfk?Jixolxg77Hcx(t1?mHST0jrrI|S#`)eQEfP9jak6Xp#I?Vr8%0f(JfYmMgb)7D=EkIOn5PNwFn zwdQPgXd>C#{{^-MZwBXzW?*p^&R582axQ1l1-d^b1-a7IPGn;Fg4s~?#!~Ydy0zjD z1`T4}K@;Aw*jYy(Eaqc2TxG^dW|j)aRS8U93*?m&giURiZ)WPIw&-xi z=;74kp5xwUJZE&yRcdTb1I4!a0yW6cN*N?1rJ~z<9;6Re4PpM-MdA>F09*-h3!x_7 z_K<6&Fy6GN0-b)^D46D==2%cp>cEzdt!?VUcIv0L=%|+Jb!~;Jw%`lSQCL=Ie9FiI zwdHIB#WTz0VBKXlVQI!d6A5Ww);Usz0!_@rvDaXN!M)$H@aZMw>8N;Zm}uI7MjE2_ z>%WF$|H0<%x7aygFzn#|X2h;&#irn?R?Met<;HZ(4Ax-$b7!k`Vy)CRcwSxBjSycZ zDA175(VmdhpxxJr9cFQZe@=^{sOuOGtAR$n*p3M>H5%N`?K1`J-nMV>_-)`8?)@Ha z;;v(ip6W?t<^OE%k)}${0gwX4tFP8<2LII`*!iRU;sk^h8gGY8uxD?2Jir<(Q^K~0@qRT{VB^X z-_5q}1_#vB@oqWXSu5_Ld(O_!gtKM=akQvpl&JCxoMc`++$$f`C~&6vM%DU$@i9*e z{{~ou8Ao&du5sb+W~RRJJ63ERAMhThBdngr)(Yf$h0X_Wx+Dh;y1imWh#x}^=0>eh z5D#(1ZHqDnV7+#Vp6LlkX9^Q96{!7kFmG`(*L1N+zclxB8ej8J?{CC5?&Id@j{doY z%S1bmY{-0W$z&hI1Jce04N6dC$DkiGd0UZ`IzrtzJ1B%V*r>AL@{%Za#LaTqPH&S~ z_9(IRGwthzM%LZl^lD#}{Qh(_XKHO1b&7uT{}yL1R9BMa@&9CX`7_-EugY8QV6K#B zC8wYH`8JovSyoKpylG|}iDU1+WOwbm&WTVZcrWj`Xs2d`U-+UwimjFLhgW(vpZLRWU~dQKQqTAR=i^I6 zVv%;Z{m@gx8+np1`30Xi`r>mkQJwm+@JNUS2Z0~PGn2;i^N=LPEH-Uc8;v*kXDsb` zevb)8?{}MjVes?!+XjOi?6`v$bE8LmnLzrbXMCn_dN*(LQMY5MA7?qY>OMwdS66oe zZD-mN`?0r7V6k<9nxD(~Mt5&r-m<|+uzPaB`t7d%aKI|G^LX-RJ$@ zFZ|sn`otH0nAlocAco^_{G~5!P@njUM`fu;ZX<5YF3Wt%&T}CT4D2`Qus`zDAt=(J zuYtNu^ff+49h*X6{bPRpy&s2w=k!C<`CIe*qd;+)ko|7eec#vr-G}y$3;y8;hy(%$ z5-e!&Ai{(S7cy+<@FB#A5+_oun2eWcM!Kyn6TARTN1PU`nYv|6$5oSZ}1niWmO{ z?D#R{$dVNms%*JXpFWi%z45VNfkjVOEK2lLg*0k`COoA^z1owBhO1lCuKn-=m{g#4 z^X~22H>BRFQZboe`#AFC%9k^5?)*9Q=+Y}PsKIgL$n4s;uk4Oe=1H02bCNG_epb-* z>USP(-~K85rdH?EugdlQ{jvJNmQ{P!D_a2yNElrO8hGGgd?{#GBzFN8ODYN4MHpg~ zFs9gJjZL;;WQ9<6*=29c02)Omj1!%S(;)<#iU_^N&^WQRIHN(h>Gm6rzXiwJaK+L1 zBalG~IV6!q8rd2HhFqu7c1=1Nl6NZE(o0Lm)VO)1Ih#`l8a#%yLI|5zWM6AFTedB#DJ;+W5=qKuNpk1thCa4>v_34 z%pR}r`8sj1^9?)fvB$XMaRkN36MJkjLS z>|^^>Hm_%+owikL``&h&Zv!|tvv>vLb@1jIyOAVYjdRWr<&|?9i;v^0zdrlzKgU3lq02wN|LOI2M6l|syY4#dvCAH|?I4D`G3oAC zypxLW)&{)b^+#F6V@t@Ob-Za=%Vf=Ko`n2%A#lYkW}F#OL&V3N#nGr-rGiwY4B)Nd@{mwZa+Fu!c7L7XxT9za8?>egQ)rN%9w^{VA+}TneB72S~sI9*`;t{M`bB z2cV8U5G@hBo89WN7q~>|E{ExxwZMq2#PkJv8+1%!u163R7G!(O>E4XK_pWhxLWDH5 z(Qxvp$35n@@&QdQ4f~7s{Il*bwGEdgar7jcT#^u1VMRFw7;vf~Y6}HfY z!dd1sBP!8}4(W5!q$Wm5XHBa;@+2S;;x_l!P4ay672!O}Qd;4wCZ0)@`2k+sIswmk z%2SK^#G=Sh*2PwyET{Y2%LZ{7P+lg-mnt%9sNlFRfv}N%#XKfd{WzRhutA0ty((6- zs+?0%BcopJq5XiEooucoq^}#P|4mAIQcWg>C})d`Qdnv+ml~^`#hNMcYRbx+&NDAN zrRQFMikJpDsCu2anF>`nP~{XzYPGYT{VYTn@Ql%t zcC=s3Xd}g1uxy(3tZ2nmNx`{Rm5$S#a&;nI>)Or+I`EWj(d#?|s~3~0vOt0zEVx1e zLN*c=IY^bxb3fJG1VAcr>a*-+`It04ZWgrO{VsT!Dz(y*x3s4PYgkp=B(k=ywXgLb zY-4NElh&4;w~b0}*|b{*`j$X%0j?PN0?TI|S3!}G=?4a~*yK=lXZTvMg6nAA&0U}j z5XvrwVc6a9a=613J!E-9|4iQVGIFD*Q}0K~+S)C>mv$soYdGuM$@?NOzge+sD0IuQ z{;ox@c#DMv=i)5m78qrRB~gQI6J2wi2w&4Bh(gzwfi+w>!7XHG^wOqWWh);O%bevhrZcTR_*o*%o(A)IO?*F(a1@(p29KKGn^qUs z&UUjMCnxKSri-nUoeLc0p85RSxC}Xh3&O-;0BpPfQ=${3$ORoIT+}A_tWu>ik+QWX z;mt{!(pTQFrn9YW|IEQJ9H0L7GscYG`hDb@szvh4d?v0a{ z#G$x-`$Bd}qGpCeK#lr4#=Cw@<@pWKx_0G$x=_vZGBJ zV9p4_M>0A?mMXc3OPr6EzBtsQ{;rI3yz1dT?Z-hbR*|#By(VWjPsZkMmCL$`Ef))} z_mg(9#2kV%-(m%O4Pe6rJQO`|V;z%C8%HZ#=$2ZzLWcP?rZ=6t6qh>U6JOCqP{Znu zzq+{Pm-SJH|GXqBUUA7)4P$r9S;jQ3^_|mhth(}CKWo7^k8w^Hy}3p8dv%MU4`PDV z(D4d>ZwS#_g!Cfq{vi)<8sQ5+)$Sr-AO?`E;*+m@<}lzA)TqYeA0PP=m)Xo%%b$3- zHY=02oAW63yj(-y6}8{HZ7~;i+*>bqoEsa233*M>CBk>d-rh)nm(8@97JP{V8OXe- zssbngXm}3tEuR4%U}`V`HBf^!KwoJ&VDx#~^hw_2m0IPo7VC)AYki6TxSIEo-8r?C zt&!hu=^D;iODKHI`u$suA&U0UUjE@;{V9&Kk;?p~hKXE30qV>CQCk1`9{^s!IQRn* zG8+OO{~;1W#PO8?16qSMkXJQCVFXs4$5o&O0uk3$NtzWAB>~0kz?ay0pId?8tkp;8 zp&c)jAAj{1UC>QUol+{v)QAL>ivS&L_}vXk$Nlw8?%BrU5KRwS*$>9T|4o1bT!24Z zLl_*wXe6N{K4L-~(gHrA6IP-VP9YUeAem*I^+5?FVP2MSU-yk2ywRBWtzEI8V#c(c z+dT_mTz=)4-JL=drG+W6;>XMd zUb&%M6i>6vqCHl`(DY+;?4$k7U~SxDsRScJ9;8A7p&_DxLk^)okU#-cBvl?D{I~-~ zX5}<$q}7GmxcN{ga@`hs9mAO9dW_>3!rJGF-^(qK@Z=gz!9|~8!cDee71U~SzO&w-vgu@fl_L#^RhZ{=I-sURz+#oeXG zUjF5C^d*t(;oe2cyC5ZECS@Ta0HP=W3iv}fNG4@gC)6hlM2cw>S=vPA*@_p&*Efk_DYDd7;8p_V*lmJ^8m^*l+FXD1rV1Jw9Y#bQHHs0A z3UT(5QGSYYF6TiO;sU&ZCm;b5M1w!n00USjhFTm0jDmJ@CuS}nhodPes-00!v6v2&e-DJ%1WNOe+FFM#95#Sk`K1d7|}P+$dqDM+QLiuMofh$H8%=~{{sjj~Og@+eybEHaiF)amh9vf-Xg9H02cq1ospaR%=GwR^y54B3x~eRy|Al^@63^u&L>$zC z(gvaxiE%o|?-fa~4y%$DqCk)cV_mA^6*wWZJ}ksW?891VW@ak3hNdQ# zXnC?1xPF~`zGsY~>bWM+n~vU%=@)Je$eYA!ygtyZ(yK${-W3EU_Yi52{G-C{>vH@n zz#5~#E~-En?7#-7!WJzdaT>IWgTyZF#8ND^YAI)S=EaVdGE^-!T@-4i*2bP%YItq#3e8g2+!j^cN|(**-mlIG&-Uy>{%qVD zt>8u!{G>zDGA-gptkZ6%)K0CKWvtec8s(`M*QO^;)C#Gd|7n_vlh_*2C#e&yJPRK>|tN`Yj<2LzWG$?`joBq=PspZQ>U1 zv@Y&6UaRAhm$vedGhi(>MQ*uqqgZO6x{d0soGF@~s@TdWeR4&~Do_dXmVcCAe!69` zoC3_stwPK!4dRP%^4{J`N3imOu-Y&F=CA(ZFCpeH?_S#P2Cy>)@9-8d@ft4zBd-&B zrt(JZXJRXOP9F7g?3jK{dwwhilMPy?<(!@C_o_npUQ9c_O@G{5Tejm@%qxjBszE#% z?UqK~GS03-)`0#<{q8Rg=dl0wt^oJ&0AE2l7_bl{|8Vgt@B%Y15<}qfa-;-@W%Z8b z_HEz=huxQKFr2*=T*XzYW`!r6o%yB3_}x{zqSN{s-|oHeL*Oid_DjD`#|`T+9P97@ z`Y;_6(gApmB?Pe$@A2>wvBX-U;&NvaH}3M97ZYnNie(`2^46Xj6i4yb?F6oTEtps_=YroP*Jw*}GO?5%yV@1csX`g|UiLtnlHDy} zG7ZqE2r8#C9ItXKk8}GRQY_1|EYor&{;?4s|8X^Jr8Vv{mIOni9le0y0jyc1!MxQe}8!#=i zb34B?M(#4k_A))6*w&>^<*HjgKeEHLg08rzxoWZ5trLx|>)E;qI;{y#<3|e58#S-) zWZh%@Is_WWkv0HtK#;%h%P%sA0Z8;j?{7t4v{XwDr){)GcQjUi^zpWH@{U#m%kx)h zgr}bL1b?gLYM$nnYd^~;7u#ki^)##I7%1`d2tG3>u>rv%z`iE*(8X{G`L%%}XLB_5 z8a%Zs^YBzBw$oH~5N|YAKXxB~G*@HfAd@sNWB;8ta;p=E>RGRu_R1D1QcSGHXt2a) zD1k6kq@z}(6TPiAZ9elfi$H`~1Yc9cQ5)0@FHH>Qc11X~VdHO9E4Fa+i{~&vI#@Mw z7cfUdb^#OdWD9a-gY}r5G)i9}isG{DdL#zgGvu~;V>C!-oU>}Ek8#a9-_IB(3I-c<6>m2dk2XzLj9Xv$yg_-C zXSi$M87G-{LzB3I^{PL5_|u?Ja!lDU{5D0`w~L>-r7*x19Jh?OxnuV?EbsAh2RPH- zxDhWgc#gF-fohP0Voj9k5v4~lyL1@x^NaG%IpW9nx;ANRcy7VfAt;t7urO(8c>-8E z;{Z0l++mon!I+adRGT@Pk9tK}0-L)zs;By6Bd(ouwRBG(byv5kUAL$Lx@U(Ck{`2@ zuXXrcMen2&X_xk}z!e*)5Nrr-YLGa52gz;kORjeMr-QoxiaM!RJB=9kscUq$r#iRK z`5v=+t0S*;_qa)aD&pPkAfMfB~rSL;NYG|26yQ zdqjx2w97HITf4zWhXIg4I&6D6FnqVSxi}>EoNGg5gLJri=#GcZ<8rF}ID$&tMxL7W@*KS^fi>wFZ)@gseRJ6jOc{#!@ zM9+^9muF71JA{}AJ>18=+|T{c8@=62hv!@YIgo=os6)dqJ>bvy(;qIlUpzH_wPkO7 z)_#0Q)U!RCHNseL*R-@TyZw}$6bLf`lOaWDMB2R`mI_ruos(o$pLBX2G%apFVXbnm(3I)1BgYZ!16$6F87yL4yQ=B~-YOVZ(&IAV!opkzy}f7cpkk zxDn$lj~_vX6giUQE0ZTtrc`;dRZEvIVa9~1ie^olH*cOgrK*)Goj-B<{5h29sa89I z4z*d7=}tDDOeByxmH%p0t5>m3y;8-h2~SzUh7~(DD^#*)(WX_4)$7`|8Q2VyJC|-< zyLZ`4aJ!dpU%!6=2Npb-aACuT5hwP`fJ8cVkJY7=g#6lhZYT5 zTWQm$QKvR-jdg3+uVKfo*1B44+tr@s*1el|Z{NRnClfxLcyZ&z4<=Xckh#N(&!I!) zIGs94>(@oD)UI7-ckeHG1{FVkd{d@Jh3+hGUcINUim7g`Y8L)quLkPp4?8X@e7JW3 z43Mt8^efQ70})J6!37y?a4iN(V8=1YBCE_o&oInT!_P+RP#o1j3^BG5NwnrR+ki_^ z#od&7CK=w2i~sRBfs#?qMueKnks*l`iViyJfYb=PA+g)eNS3}!GA8nvB#*tKnxv_x znxLeKKK-iTN~*RT9E-m$;mb0={{$@4E&{L1{Y?x84rTEzuPjby3Dgjk{4&9VzXxAs>GXQd1&1E$K*=lnhm-C`lC$ zN}Wob(kGl+VFN+=61Wo1D&B(=FfQvO)689mLDSY>felvJVTmP+0ZS&VvrY?{<9*T@<_TBaal@s@Tzc|}CtP^gZI@knL%v2Vk0lc zIAidd{FvjtZ_-;zSEo9lz$(7{)e|jm4vW?TU4A*hm=lj&^2sSz*?`6%+nMLhd(IQj zbb@wv=+Oa%BMovz{VZNOE2!pFW>z03pBuh5;$+4XP?WF zEOb6cA5EJNNh1xl*Q7RA-Fd`e4Qg0}QLS@ba9}qh*&T#-3xf_YmchH;<;Zpq2_B|w zVUghpsdyndUd5D`F)2BZRWo6d-bNO<0`X^YQo#?KSVq3XeJ?KI6ASw)235z7G@4AqYw@t{WlujQI5Zqhf(@Z=SWHAi832!KD%|;gsUPtDQ7(ZTpCOT%Ol8Upk(OZOGauu~B0_SK z(Tb#K=24G%VKS4jxs7Y65l&805tK0!WpYUAoK;Q)f~mA%8C%)PS5|BmYn-JB#WPD) zm_!5!>SY4{*`6YhbyGIAc}+N{ zI8N7) zc_D+mhdw^$%8$gPOF|nORjE!jKM-;ZIk1Y=h(2?oKZ9hnQdf_9%)@Bb;%GNTnpWMA zR5&K(A}K4#Ben%EgDus_7u%6ic+NBUq8X~`@ORM4szK&W6+todR% zrlvZzn1ZD0WigxCv;a{ZSv9Im0Xlrfd* zT`|&&cH~v1e7%TYha^}w7WS}pOWrGHVS)wdC#h@+rh=AAxq(WSvUP!~X0e-H?ONqn zp!2L&LmS@CO;khLBnJ~gv|9BRsy43OWNeY+)|1k_ouDJ+;OEaoFm+Nkq!yTq-0W6V??}AsnC6*?J z#Cp;Eg{E}t<>+nPTSfQ|N4^E4Z+%z!Hr?{}g8ilGe*qj|5Q?gv1V->nPSQ{2rc5jm zPEd3wH(|+QIK#u(u!pgnWn>zl0OSzyh`~&b5=(Tvlj%%~RXnX~xfom7iZMB79N#S7 z*i!2po=f#>N*@DxBq#xikO!NwSkA%#2++@iv*P5$4z+yK6($>~oZ%~LnbMU$-w#VL zjcH_q(_s$tm>D@43Y8-=m_akNhIYRXsak(6X7g*Zb)q+0G5^lzq%)3f8kIL{L*o1%}BC-eoF1DT@&kA&-!(2t?{id^+o#*FTcI!udaQ}LEs8|$VUF)ER^hE zMvuiSh|7oyg*VG%h3(P?8q7Z(NuT*<1uV;tZ$w2mG2S*3XqPkZ~o&V54qS! zEMBovbbcvc^~zgLB15sJy)b_JS|KI(NDZV$HJ&d@@jj7V^IGS=1vX$kc%+XAJLoV@ri>ra{Oza`#t!=ZN~8X580GWF`Do2B(5+N?`A5DLEu9AsP6%- z5Bs)n0x7UCAVeCxZ}Y-0{6LSyhG_IEYBSbP<^SGoP`c$c&;d5QWd)fgG@RxIU(j7- za0X=%MB1e^;2~a0!(XTYi)zoLY7W=x58yaLxAHIG_>V|#>d!{P6GUJD5hDS|V)+20 z0Byz!naTklaQY&!0=@7H1>;zxff<+~12b>~KTq72rB1}^F*YOpLQrVbOf`p_1kyAI{|u&n0T21|C3T1vTmQdgC|(h8mm!q~PH+a!?-p#b0a>M}n~af`s>O zj_)=i35QSUkn8`hBiW$vFtE@7599fqFZmRt0k@F)x)2OyaTe9$Sj52$aq-*GFbzj; zXWFo{NbOGI(4sD*-An^C#)TeCYaf`g8UM{iTvjawUkuiOg9WW|1z|87okkmYkQ%}P zb{cUK{RLj)!C#y~zUVL4-Uk2dj1vXU6F<@TicJ(r;t3m|K2%Zp4$wZNZE_%v0i*8~ zAr_)Fc%$C7ts*RB10WWtsdy)GAd*k^`t{IV_xWiA3!oB{Sb-( zh-$9UTLwimWRP6$p(XEO22JuBU9VAMq!Gg@9JC=4aZ(=UC11qx8vLPSxA^$f}A|vA$?PQuX5<|#gUg`lP`+*+{Goy&6TLQ=s zTO$wIB?bu*B?-tx2*`kD&6AX&oM`U{g(G16MH{{$9C#95%rQ9xCLH3y9RSAeED^4T zP=kQP2xDsJrm|D45+vNCpSChE@^LM`@>W>UAA_?Mqfaf3Q!Sy6Ag}K&nUfYVZ7%CF zI-~P0zit;ttRDK|ef;t-%RydBi!l44F!y0z;-MJb4QW;o83l25PKPoJ#pS-qG7&L1 z;;gL<;s*x;VEmGjkF!IKb2*zcME||8ndY)YrSn9|kUG5&9h7 zH>a!Ma6{Cgv~2W7}9KJgO>A?Qh=bQuh$Ndd+kG&Kl? zQ0J^PgL2Mxw3G;uuuDT?OmC$^0V7SC7MUW%M<(f(Ze>Un-NrXrb$Vlg}A#%qVQqxnNAtAgb z9?}L>v$SFEi=`CwK<%%;Jkc9ILPFsqEXC9-S@mXQwLWYWS8-KWc{N}$4no8MSPhmT z>2f-Wwd2IfBFD@^#_KVf)kfRUh@$l}=Ak>ybH$p74wD93uO(7nk5XyOttiE7#O7ST z##7NXU40~jSc)S`wH@7YDs90D4J`_p3?K6qD_r$vdJ{qV)nC~ZU24q#QwX_vRDAi;)^<=@7Wr?9& z&(%P+bR%+(VgFqAWvleI_{#5^!4nECXAQ$%2jdEQc0R^Za{jSaZ%xctpYzR3S|H@j!xhOLn$=1Xn?ZmT?w?SA)Tr zq2jV~gTaG87<22C8R#-$kAY$N;T%rb1EDE}*#Uh;Hy(HfPclbzXxM(#?uJ>$i64Gj`DN#@^ObHPvg1_{NT~BJ@tL3V4b6P9!b@iWRspAox}DwUdJdR@Y>UxtJim zIE+!bp>h_}%D8D;*^FTsgwuE$&H*3b_{*|ESvq%!Qdq1gwjS7lXT%JT)pr<2aLoYO z<^OcU?aua59Oa5Cu|O3@h||WA|JOA|6*}^)*X}lW6LeJ1NRy>FEv~pQiV7^AS7yrj zKuEciPdSz0d7%&~5Xv|h?D?KyIhJMl7(VhGvfcpUBm^;I^k8Su- zXM^=@!!@iCG-wbeW6}^02)1G?nwfH8sJW5-7n{{ll5eNZlGu1-Q#!!;ZQNtwFw~_H zBypu8i)#jy^P`=)_?_co+}%l zi5iyGcrNV$AHWXeFhegN1H6XWjtN>F=(wQWr&;0t}lnq2;8w#NlrY@4iG zQX9#WUZN%((0cCl*HYm}X%;~r#y!UQENpr(AdXfkjHVmJ zR@))5&2q87*s;l*dz7{oC_BB?JE-kBv-7zY_?aHS&g1@B)5fi{Aj7FyShXJ`nCE4x zIp@R_x|&|Qtkg5NlMxV~(P_w2tVt5Vod&nby0*im!MQQGk;6XKT5XIQjQ`@ci>8#F zT#A5gF2py;6Aq!e8Ln`bjM1*!RtUSh+2FguTd{Szym7pI&U?Mr`<^db7+yKExxrj; z@fPh{FHIZ3DTIz;IKW41z)x;kFc!jT+mg=3Ua(xj(PbpUw41LMUBBfqQ%=fumcKQvW(Uxq%qON1T$| zhS`xg#0?lDzEs5(hs6z~vH1K=xZ6Rz+s0|Ug2fxr$vts$b^rvS(bc`jfttOAVbX=+ z9PEJ`Fx~Suonk#Vb7WN1yYqi2oVP3dTx=aAXr)+SNaIJZWm|AqWNEiuD4rj%JnPBj*Z(QLUgAL#)i!roR)|j? z+EuA-==|2|Z$kgVuyv_{6%gCK{pNdq@fqLHf&TH~WPN<$7Knc6)4TGEKE3f->FGUB z?=l%r>{^XtLh8R;Q1Pte7lp)yb85Oaeyd_(PJ z%tfC0nUmo$=bqx{Azt1k2j7J!?ZxfW8f?BrD*U1}5ATVCu zpJ>JKYZ|8E#O4`){dwN;A^-i=1k)y;@`s-2DIfDQ|DK_N9-u*lb20P*q94C=)wPaeFjT;YWaCof)A ze);0Lb4Dz!+O=wdxdq0S*xR{u=@N6d4A`>0b^H45+bgi(!N7XG&HFd8Vz+}EJANG4 z8;JyzD_g#d`EnIcnLB&_3_7%B6XPg*sveZ|>Z*C1cHfRia+S$I1JGbuLc_zsI z4LrE;;lzs@KaM=P^5x8z8(^@**RAQdr2CRS{rYw4)wO#M28|xHW8{x9JI`#I`t|J9 zXFIo&-n4Aw=pVdqFk(80{QFn@pH4;-sZ-8JApfb;5rXl|15!OFwX~8-EbUXzJmt(p zQ-&IDxS>xTerOX=Hz7r0i6$-uRftTX zLH_t7WRD?6WRis$Nf>0_7{Y)7!I5S{bHbfg8J1RVIa+C48b{l1VvdPhZ(p8?W}0fQ z$!42wzUdhQ1qdPwciC-cr=8zj7v6Z~{fS ztDBkRuFGz_?!F6eya^OAKrP(WdFP#YQs*6?_W1c{d4USL9yjy|bdI9gEW9wI4(Io1 z#1coeP)H5dBcZ1JRCuAN9)H^LsHTqGVX7vp+G@%~!OC(|J2nNDi)DG$>x}Ni18h9P z7E5fj%OJZ9Uef;6q+oiv#pBRQ&n20Z*TzPgya{+xDO>+)D10kBtd<-*e(4r3)G;!h#iL~E- z2_>kYNf>LoQa$ltBx=YXZ!RjyrvIJ{`cBl0PC7Lzv)VGO#5}cnGHWG6O*k&NVw8jN72*{u)V~`tE(T-FYj@wm5SMsQtGZGoBo+VFcK?9!B3^NzqX)-Orqs3${ zgG15$a9unEO)0CVwdw^?h`jMl5?=|+Sjtj41E3QWZvf6!U#q$vzRx(;e#9MDW)+`I=E#*Y#|7F)Bzjv#!PLj9M-%@ zO|yy9jBImr-K@zsPgc&Lmh+sbTPHhp_sFnhB`dt5(O2ZTvwkX#7%TMMGUSratMYTJ z$fFA_pcGKnC^TN9#0)~m20c~QrlCW0B}Lx~*SLz$S|xCW6YYvo_Gy%t!RYHp@m3ya z@MENbA|@A4ir8b8L!}2v+)EYYAWhYSKp0U6MRJN+jqDVUpZlrFglbNrX3(gr(_~VY zx+{06cC}EYCtOY#tsvcHh4sV>SGoF^uLATpsVpc#MRQiH8FZm*Wos+tirnNXS8C6x z>nhUcis(ugum4Xh24DN?*N*z~7~HT2Ke{n6!W^`vGSF@nPr@WcFX7dG6(r7EM3)zSEya;n%jcaHeXdpNRuRx(&7x((Yekv z%yVlxti%N95H^9%A@+#t4&1PI+~mGZxNYN(hbnsA>~42w=+$UPv-r_1j&w1CaqoUz z2giPepFNlXSU~A*$fXXW7!}o6O0AcgO`e#f;``+P$a>1#ytRgMeG|~~I*?zcv#@F; ztVg;-sj9`DYwi5nABDTw&i)HA!qGaHO`BMr6liMt{Jh_`rrYZ(E7@psZgi7-=s`cX zYX1#kXm=}p>58Toy`L^`d(&9on8vX%j1j+pYw^e7EjX!9o$AN2da`9)$ipQy@%dKy z))==5XvMkl(>cYD)=n*IVlI*&irOuh;QCq?hD+ha=7S^)xx7#&b z+3;LjI9DstFOPY5Af4%)@4SiAwhB``UG$Ky_q~f@9jas67j%QhcDF9@u6x~>W3*2~ z#$I-ZoL$OKPCLcxd*8OZ{q4JsJC~b6_qxyA86baTQiUCs!T-JR)31x-1MhcE#zj~z zi`BH9u{_D^yj?!`^Z3JsZOdnV{jA-*=id*1xH2*H^mnu=?*DXG;KIiGqIzFjZ~qKe z1bYKGaI@Dx2UigEuwG1-dyo=qz2|#&)G2dRWwv%IH!(ptadAKuPCj9LMdfRBrb1^C zaw69eBR5YdhirAB7AiDzYr%b_MRPp_8{5Wb=NB83*CslcJ$b->Kd5<07k@)Yghw<0 zjdp*cmxM`3Z@6${!Qeis7YuasS6VlKu{UZ4Xle~Z4hPc@^nf@k)qwmFDFPB@?JRJK1D&*plifed|NhmLt#{MHfLNlf;kd$G;)G!W_ce&Y9dZW4Ln19U)`dGX+WMF@(a2tEdIgrT>Dr$~DGm;Y(Gq;J9S z4)#!mR(OT=qc>g`IPQ^v8>0@(G=_;2DU>B3Xc&Py#fChkAs(}VIRS?{fexNER3GRn zc<5_;cv~M=g3o7cXz^^@cZg*cZ82w5Uqu4rAU&;NgYHs!z(FPGcZuJ#iJW+Oo+yN( zNRRaxFQm8$qc94nc#5k4H*uqH@9+**7mIg8KeH%mvUgaB)iCsc5AwlSVb_cPadwmi zal`09#mG4s!a3G}4j<`}7`R6t*^JGIanNWK=|o6**p1d$f*xdSTE%kPcYW1JRsBT^ zHDCb21zeLDF6T%b>-Z)-Xg2Q%k9t>f@@S7s$&~IwSNph+{D^9B|P~VLisL4DI1izCYUKcMtPL1)e)cA zl%Xk_Yl33>Xqr)J3Q%bZc7+S+lS|o=mHd`nT=`dC$#v71C-4=_;@AQ6|yHfJRP zT9kRfNX5pW4O(oUIgg_$p%aQ6@OGN1nVR~Dp;h@r{8Ama;ELUlX;ep>C5n&*sGDS2 zWGQuC!D)65$d-1LUJBR}4iXP;IVyUoqdSV1Juyyn2oxPilJGDO^k5Y*vYjT0p6K}@ z&v2d?gk7uBowJKx*orY zWG?Cu4A>AHK_HYx4(W9%DG^5(VIjm=j2y|MIto(hcAjPO$gb)Arb+>p-5h;Gt(J3X_ zfvB1j`bDw2>YmdmZU1$R02USwR;;cAX0M`2$)F8N@hZsrN#3%om|>i=R+G#!PyuKp*R?<#=xBWlw?4_~y9 zv-dxX#aO!MI1cel{c$ntWjP~34r+&^o71o+36kK%q;vSBrz3|Sc@Hl#tLD^!PD-(U zL=A+it0entcK4Db^g649cpPL%TlKh1L8Z@tXOY!eg)3zc(S(j4|1UqYS3w-FH4Lq7EcRPG?_zc76q~~<8;VBa)8JHo06CX&qi0iT@ zt3u3|vTTtIlgl!j1hdE&6xHS$llZLKGXJg1(X7GIztp;*rE9IHo4NS15CgT zYQPAL#}v9mWH1U2?8l!#dQmsQ6>OCs3Xr$kFB zUd{VXoBU3jdNB~9F)cB~CBYyaG5^Y=To3t>!>i27KkUjptPjmO%JXm!M(nU|_Y)x- zq;LmF7E7d5T*jlr#87N}>ML`)vlrJGNo5A6^Q${fK@HkK4eme!3=k!aXBp#gv->Nc zYAUThTO849L~=~Wb^M@8naAloq1G}0e%!#HFbR|J2~a1<(S-}^fE^c%$WoZKvFN)% zCNR0Fg$Ia$%v2x8%Mj$SyqT=Yob1q-GED-J$(wAQ6>ZTMjnNrx(cM|mL#)I6pbxOD z4j_#6=6!13(Iut3lCrhn_eq36nq7<{`LtX=L(58V*2 zwK&j``ag{lb}hBgDr^!Cy|xf7Qxh%M0c)La%hY>)(Q}HOo?^rg)D?9}mvQOQIjqX6 z441W>#OOfGyoL@%IuBLs(l8y<#S(JK46O0naeK%V!$J%0Pzi^?)7H!YY)}PJLK)nQ ziEaGNJnPz;xYT@Yo#zaiQH|T8Xw48{)mGiWsPJg`2Wj@q)zsyh7c52loV&Wq4do$= zUx}gy7(kUQk#Eh=mebH}yS$PG*LO{w1AEcrK-=S8(SFSpRi>StvK89Nom_DbhE2q@ z442|bm$Ukjk4;q60RO8CLfL~^rFwYGJaeB{Di2^fIvpn~dw8E|@l}RU1(m=CyEW8p zGT{db&cNZ#<2>8uEvFUz)VU4f@Fyo-(A$&H!24)_!X0(HP~66?KFF=yt%zN^Bn;=^ zC-n2&&^>Trds4(ZIP-DP24UUTZKDaKK-5I!aqZpIS;|Z5zR4iy{6;R$+tmVRe~>9;L+v`&8)s*=8eQKVb!8F2++CV z0<@BM;Tj&W93H10j?N)&=#<0J1&~n}6cfFh>amud_>!&OdQeMR84MAHW4!Ew~?A_R+GN;u^ z*j&yPdx_utWxqf%I`F{XWqi0K%TLL&I??Qh(ySE9kQ8d(UnN8fxnKYarRVNa;at+^ zt-;!xImd!7=%swyhtBRx=dF$Y2#$^l8oGq^whP5D!54+xhn&HhPMas%={(Mm3v&)B zJnGwB>UPbkMULGHKN1Ij-By9a5KrW>Zt)jCou(Y+eGRAT?eW{WQ|J!t96jv!t;IGhp`@)B$BAc<`i81MJ8PSF}&-+n!}AIUl9J@|u7%eDNs%$_nU zpYr>Cy&_AP^b6-qK@A0-4Ct`(Fi%?G#{k+~QS2hla8d=F3&#<4^hxj6>K>s_5Bnsx zw4)&PjQ+aedWu=E_2$a;UGMdCGvgkmON-n~WdD_hby74+@e8E)3@!Jg4$2Wi_dQG@ za4o%ScY%78{nl`dfUWd2?CN+;+lkNmC2#n)tln_S_=HW^Vea@KNV(S@&C9-?TTCoY z5&!4XtlzszvNXg7o&XTz3?v{}(BMIY2^B76SkP0Ih7l!BTv!DnMT92CnZVf5<42Gf z7R8%4@7_IlDOIjy39n>Hc=6&Hnm`c2f&>Nzg5=rL=TD$Pg$^ZJ)aX&9NtF(e^2n*v zPf?|g8fD5VEM%^I z9$`hQsi-mqmR(lSaYr7#>S`Ye^>aa`LXe0{d&QDFr)>9)2vV zr=QB=(Nas!Jo`+{&FYEgG&IvxbIo#=Tdp=ZHe(lyzRWZ?>cJGDQP@JBb9VNO4*B#nD=0Vhr9H;tCYR|3{fxvi&RX=6aS7(ZD`bv z3{+J_2rHCT)|Kwbu%-kQP@oEbXnFNlV1pHQSYm(GiGcuOq;XlQT*;9~Xjk#ks~~|S z@|JG8SqrXhyM>F%x}J1$FDaSv3ov>RYizQ}zI1mnGUN3uOViY0^Im-Kb#vc1YqRrT zfayd>8$A1b=}+Yd6?Ea5R2l0i#}7O28m$;(&N1Kk^YpaYt#kcC zPR74&P)u)u&?$OA+c49Yw*8~OMJJ)HP;xi|0)}wblb*<%f-%-pB}l_{qpV3 zvQ!7}x%=P0oVk^TZ+;^n0RhJv!6i@|hGSsBo^hK(J&rn!qu_HA#vI;Qj8pmPRORl2 zj(A9ibQc31=;$+#5$cB)x!49ms&Iu@!LDaAREWxq=aJgoj{j!2(v>RwafNH-;)X*c zViAq_D+Cl^09{B#B1XYH=Fw;srl?Bvpf)_?ALop4e5K$$hRHL+!LRzFQA*C|a%YsHjgt+dA63L+s zB~%<+%|rq?>sn6begE7eAnlnZK?07Dayn!`Z&MA) zVF#d$jG*H1G)Y0NrX?5*B?&wE3=oP?l#?Rmd`8DPS_mW|25{wxWH&ol79^y_tfeh0 zl%ZYnE(})~M=ojrqGHBWrZXMp0Fu>+MqGlKJ7wA@U_q5CMpK$PiW(NRxRvZ-&lTOc z7FyPFt!{2BN#gR0I_#Lz>X7lc z2C;5<0!mdz#z9krl+>2EM5zRHc3PcT0JN)RZU1Y9HUJ1bVwsbmEfk~j)2aY9sL_O0 zQH{Dq?4_l9L)vCj!ML?>Iq4ksxGG{4^Tu;<6}svSE860<7_??ryV_+dAKm)L)tDx( zt(mKB>Uzk5rdPcIwa#sR14%sLDPe#WRC0DxjgDnZQSVvo<{XPLWhi4~5FL-BF3KHh z(4rEnQXPq8IXnQJs==TYtw|-6JDlib8@bSlYd!p75Sz*X0f4|J8u5tQM)4D-K!t8y zEL797yALyDGV6Ao{A9FtSC8MN za+}60j`Gs=yj#vqKmqy;_AXYw$zdpco&U2M=ZFp+`8AKk^plJLe^NZxvBrPP6JP-k zc+J+)+<~7F4tJ0sb`y4x4T%?FgBY5%A~A`DXJs?s8DJZpfN6*=eQ8V=MJF$MN{XF# z3Ea9^)KuhcjD0ILSFB@u#@#VgeGKHhh%;UGVBd6YEkCZVD>Gr@hdRhXj=5n2%EKnM zl>Jy`KwcSvSuP}(`^h=?vP3nIGxNfzt>)br_OSW695wdTP&;qiJ^FbDUhTukZ&Sk^ z42Xzkb0VS#7Z1?{>FA;t(P&4XbSAheNQX21Z-58fBLyg0j8IJ5ox(Vn%+5*9G_*r{aXhWu!45C2?GgBu-}A2_DFE`01dG{0s!IkJ(B{=K|^zb1Cg zx7$`^=iJJIWOlQiZOHX@F0k-ePPO?OC~Rw6+~0{uW5XQoMDbTW1kS5AzEKGhu$v*6 zJqp)@hUkyFmeKjH*}esScC@EGA;7a~7jPP*6ptb*a-Vy{N4;C#?x+}GL2AW=r14h= z!x+Y>OE<1cYx!}*xN7cQjkx5Ki{Y7jj*)kK z8s`8mBc0xW4x&@N z)vF-aqrF9eGwjd?@u-G6t3C3-GdC-@Im3g;J^PHLjZg^GZerAOvBAvtGqe31;m%nE3Z1yvIm@#(n~MWX$}j#z~+dJ zKw+~Hq?|b0Bs%ji5&z_r@|ccCf)sZc2;ixq&&sSwoFz|KK@c-O8_Y!J!@+~7G#>m! zP$VMQ!UIIezNct}qnQLwXeK0VnkBT6-CBhl(F*gU8YwIiaLE?tia%(81}zjh!T*d$tK+97@0%R)yQouJfpf*7b@>;e8nnO6L!+-g*iE56&;={%P z#M#rpMKLgNtGyCjESEqBcbEYN@VCn%G^2n)7yPUiw6_`5M1SN&gP_My97uu;o&e|q zLNGW}WF}U0CKYQMC44a^l!a%Zu_*LA_45|NbH8rjhF%N|EbO@a8%BKi#bZ3lGGs=T zbVim0Hk-SnV*g`9FPRKF!XKNw$_%(QvTgK6Yq&$b8lgcUM+!2>J3}x7 zJH+$QHf@lJbhv_f+&b0qM4%u(B9f(jq%axuN3hI?dY}oMC`hwB%h^FDL@31=*}fxe z$Ywgi?|a1@i8zbAp05}#C4md~>qWnW24?8R_!CKzWFNtp5|m6#F;vNyW4UH*$(DP` zC-ahip(ILh3`gH6vxY&+=TORvp$2$3C8wMinV5mB z6G(#yKBBnm1 zBBQDv?f;@sDH8wIvDM?KCM9GzeOfsBK|TwIZ-@u1(>fPAkgikFBdWLFjH%xQP8$?X;yg|pz0ngP8VF!c=6s4( zyoBXpNa>7ArJ*~y11eaMG3hzAXxUC`@lITDDkFIZV*pHH5SwH8%d%lE<}yrkK};)o zPcbD!#$-nM#5_EjN&D2yFX2!9lqb6pzy(Z=(r}H^0MG)ZBg`;Rejtu{*g3(0P@s!I z)Bn4UFvHLdEk{OiJ@b&L*vy;`{j;g82zvwy+%%p8=*kx*rWln`8l+Ji4OLMM5hdyZ z9$n5RVy346QcoMwR;0UydzyzcwI+2^?eR`re1~p;24lF3UbTzB^hNjkID6oRbEy(A zMa(f3(=t87Go`uuT+=L>3^(mhd6Jv`;k;^Glh137a=?&uG0=H2&_A7x+@Qms6x4vh zLs25AJxr(zyemfS4np*^*o;(a2nS$Nh)v}QRyrcBB#4i~%3u-+Pt8P79aV*0*rGTl zDWHQ>^@Bu!PKAU!S8c^lSOw^TF=!&H-?~*??S>=y)h7|m<>FG1Gnc*~7c>ftW&d5) z#Vk{nybP5?(0QSZYPD8kyBliUR($GKxC)NN&{RMtZW+?ZGH za8wY*j(trCcN2=NH6q<~h)NYEgFV<9Ojw33TeAfTn<9jWRi;GPzKR_}A(hUz{3$9L zwTN3%9yztV>>iOVhQTA*zpYYe7*;M_S(Y{2_Iz1pHH?*9Mslzp%D{~G(F`rgS!kS_ zc={hTaYLW2Q=r8%xpL6(!jL>I+In~i+(1{QExp=vT5M~*HIv$ITgO9m2j3fte%&m~ zvP!QM+p#6fvkhM1l?d1(1c>EP?Ngq&`lr7e< zF(7{926Y zTH`@u7usEtS_BGaK7NS444z}*-C#PnW9H0+hC75~NU8w8@c-jj>&c#M@fyOb zQo^m_y9frb>E0X$-?1r-FilL6Bqws3jB}zqmn7l>JU}BxVts)t&|Knv3C-Ss4d%FC zcu1Gh$@)Gp76ThF=ml6VzOyL;Q&QxoQw_v|u=*93vSy-EkM}Fi;P9J0q z)AsB_Os;3GGBTFKHJ0<_A_nC?5@j|~Vgxc}Rh~oMQ017o<$UPh2bAU5oWPW@Hgvd$ z0?p-pxCeXXoCUHoKoc}!R_2JfRCyEW2yWwMR=#JJW|baQ9sjN7J8lGt&E|?F;kTUx zRA8E(s?H^}3a(g(b>J3niVI^9S(GKbCP}V#zS4JIS(POWN+uiX`e96-u3vLjmwQHj z_T&Qu=(kd~eVUUDg4$Fb7=j^*R~84+bLiOA!$w*diZ;;j$mokfYeN;|^Uzn1{^()` z>EOxT%W~jZV&-N}>6I>Q8&#qpux2`dX&#knrx3zEzUk?t&Le#>9jTsT@S-HSg)gED zk$s2oe22FfZLe99q*m&8{tKp_l3Szadq%RybU8D9#>&g;Pi8|q`e&|A;?E6A!%4HU zUK?1hE48lLPm&Jgepi>^-xT5vFdHFvs008_K(fCSRl&|`6=MH>V8F%*WELL5eq+Km zZ16tIW8#53t^+!7gtg^kZH|$fj@yTvOWi6eS15*J0P0q=-oXWJd(al-Ds6Ca=eR?r2%3&S zfrs$e6b-7-z2c3b#Hd3c*uMq|zwYbm{)p|Ko$jXK?+$Ms4@H}r13HL=bkMK3zY6=hNxO&ilp+hxG*V|CD)L5H*818>i>V_uU=uaZRVb5rcp^5b`27@*_ub^%h}MKN_6^(k5q?qACVt z_@d+bmTp)F{eBCl^0DyY^3y(}Gdc!gAR96db~5i_l_X!reAYI1b0?edIOlC~*tyT- zr#kmT4aak_=Hdwyhy2BpEdy~8EYvM-qptvoKaX0% zDegcgFbgt7NfAeMXRkWT*Fyjad0&V~FCI1ah#UVIk;r!$wP-%w_kOQ>f%|te*aL|5 zV1h?ggHHsViV@~Xc-uO{QIN$bpK|U|`(T)LpBC+=imLu5?REC@zx2hAAGxOv-;pO% zH9z@IPI;Aw^OkpZp7R%Vh1!E&?maoLou|+eKf#MZ2N6#Rbg#3H_E)}60FvG;dY|_r zdir|@PN|=IXtsLPw=|uAfHp9LI*0?8=K8Kja*9>RR)xz^*oD0V5-7zcTBmijSBqGe z`)}zQSnKjK0*t%=%N-V9r|x@_|9ilHvOWJIVrDP=pSAG8NnP`r6WOSfYX|=`>+pG) z`9peqL0=dZKRrWln0dgmZ=eNsI{=WF^osa=2K+AVGor3{6O& za3RBn4j)2{C~+diiWV1K1#>}5ObmGLJBa@Dwnl^9Z zOvLFC&qs}Z_IxyH=%hOBU0nOmW@vRcsyAcfM|6&8ju4udZIdf(;vNELpO` z&Y~5@Y%R35Zr8$%D|as4wbSn6&8v4W-fVvV{v{`PFyX?6)gex-croL~jvp&dCwVeu z%H=L&&a8Pe=gyuviwiA!G-=Y>PNV-$o!T1f)~r>dbL|=(?bx!d*+wUBUcPzaY~Q|3 zO?I{7#h)Qhu6#N3=FY3(t__{G^X9RWThk^kUOEN_40IeDl3o=wur4>_KZ55V_FM3thSZ5hiqm9P6)z&f0?0AfiKgP9VU3KwQ zq>mZg@UmDXixs;L&7m}8PT8*QiY7FwCZxn^87 z)ji`ToO3EyO>O8HhYp=_S~LF-aL-utjU^;7&`}lUNu(Zl1;S^7C;PR>s7dnOSE+sd zAS9`#n{wKzr=Nm~-T(p2v4Ebv;ZQ~u1sVl{CDom=TdQ&Ee02QmO7<#x$ zuDL!nm9N4MOEj@w9gF{LvSmptjEzl0J#Dp9Q%&TyS8waBU*Hl(uGdhW8@6TZlKq*x zXTKX}Ypc1&_Pk}rhK{}QohWx4#DOX$?FHQ=?5T7;{vG#0`0ZxXKnO z?q8&jL)0_NVL%{UUgN{$jWFIjm}0LHPz2gZS^$FU|oG*-Ew`{*V}_F_Sj{EuO-@D zf?2*cZ_5kZZM5OGTbg!TlXt)W7TmY}aTW~SoCQZ0k2vlyz&nf5h{hU1G0;KefRZcV z=PY-*N@Xrn2%P^Q1uJMlk{#dx2x@~FyimFirfyZLt4ShY1-qV{P$;##-70*Bt5wKi z7sx2aRDPx_pb2kyM+-~Rl1CO}_^^3GJPY)yCOzvRQEOYSu108DssyOk(U!2;gxBJnlV0wBE{#X;6cvNBr0URJk zs_>|WFwlYqXk36M=eYA0gD!zqJ^pq(F~^|A{YMbcfiXbu!wa$7nQ{qK1|;7hS;DjiH$bW zfk#5^k&hFJ+(P^qNqY*YJd4{LA{DvF`ZRKq0v#wp3mTCFC8&d$T&Njj(jYo~l2tW9 zVNfPgAIqpFM{4cD=YRoXD5v81I_f`t{OePx%t42CbEc8p&N(^}XvruCGVJ!Lxc zYtWR;G<&)k(PXij)+}E((RZgiiGz&zqQ^Hy!y0o2OmD@3M>^|RoO)^F8}WFjcQB$J zg_I|fhAiY)JJ-*D+9#j}T`ODLIza;jAOK=uC|zL&6Guq&CM7IkDP3WTQDju3A=(8E zKdS%A!?sYQA|>gHiuIykq*SG3(dCR<>dTnQbS^Zl9x{`8Q^DjkiaV{0PkpMz&<)l9W%CoxFy9gBoD0cCyUa0yi0$DI|e^iiu@o9o=? ze(C@U$)M=OFox@np{|*X177p0*AlV<78nIAUVr5v4MV@3K z8(GT^5wq2r>1MOmS;BahnW2SDI-)e%(w6qLqDieaSL@()<|Z_FDkp83Qw^&2t2K6# z&Y8Y(jo(793KWy>1r^Asg51Sc+e1={K`+>F?D#8(=31c)*b%*MSi{ zO$9HQ!ESr7gN?IJG6Jl^dxH)c0Y#iV-N_wQkmo!DX+b|12*oE;@rpwx!5AYt(TWBM zLdW2RM?V_7+T}4#U;?4Ma^kN-9z}Uwao$}7Hls^ka+BYyL#*He7f9oZl&37CD>pC8 z*Wz-Kyv(G}K2gkM7Mq#RjAn7DdCl1oHk-?ozcbn~UuK*wR3RMB__^s$>8L`XE}~CJ z3OdmH9CRWJ&0@_hI^5zOcSJ_T14ly|(l}n|A70X+hmOz>g9!2{KEdgGr}F>P=?(0@ zMLlX#hm@pHxkai~-IZe9vejYzd^A&2V051imcz3*-BQLMtqyMRU2{~GFk^ZVbhv>|+1 zWg!tW;z_dgm$|mgi$jJTdVl6luM|yTyrQ7Vq%u1+AOynLXe8MI09`6ZX?R}Z~P74 z?8zCmRy@FiHH1TVWFF%z4xn*PaBa-~kxc)g)&C9P7lPphA&CDKJi!!{Ap%apb)}mZ z%pP66TkahN1#+M%*$OOF;2m~g9ts}_`Wx~s7Go`6W7*Qtu$s~&Tx3;N3lh=v#a#@_ z;Pv5}4N6Iw?O^zv&1rz24-%UY4q@WqPs-8H$t_`Pp#yi6!2Csoi6ub(eGce#iWY`m zw<(uC(4s!zM?aKa80z9KZq9cEz;!*r8KPktqFd5wk^|D7A7nxt${}FYPVL-bH1?hz z4jBjn+z8UruaMLr+7e0~Vpl|;BEB8mZJ8tH1>MnL_DSNCP+}!k5t{knumvF}8k>ee zTc1oApJImJS-k0W-$oD9|C-Nn--{ID!m*$ty5QTD(s%-L3tkP!46^6=m579#U@N_%Wp!DIRP12@&Q^ z;0)U}>={H5qygF7=4>UXeC4KeOfAahY|>_JK4kwyqGfLCCV(JRTMFYax}FCa<3hzj zBhV$SAO$KYXI{?AUOFdA`ehytUkI`!Hi`%~66UEHreQuG(=4Xjy`W=imLqCSI;taO z8ra`mhPhm(y7ZtXDy29PO#QH2`$(nyzzJ(m!?fibLN>%}l1x^fjDLdVBJ=}4AZTqW zC@msrgWhIY?q-Ba=tr2_6BvOox@DwAS|&kSBV58y5JiV9XI)YtQb1>P>Y=Dn=V7r> zso@X~xukY-qYA2&v{)IeH6~p6$XaL_kHQ5{_N2GaAbPUnXz^5gQqy||TYN61XWCKY zDPH;=$5bMRI~)R^jg{u@oXMo7$`I(LL;(LI9B6|sC~Y>VgW@8DPUxDlX+?}m7bL-j zPC*i6Bmz2ty5(3gdO;&(2%loeCETTQZiq-0#dGrIiK=8DwpU`|4oHz*OU9_M45A9+ zQhiZbOT83k@rV(@;A8Tnl9*>u5@}^xCXxn~ICRFZsTq^T3lY9q{6Je9#j2a3Q5)$Q zpS5NJbY&L)5$AlVq=f01p6Rd>Yq4fdnzm`ODr-foo){#-vqGyG8o?BFP`at%qcuV% z{Dhwl#U}*nCGZ4^isYe6W7Vaok^!99J?bAusvyQBr9PIW;#Z~;Q84W&^w0&|2?>xw z;%ANOV-TgOCaD&sM%rv9tB#3ozz_fbd}8_O4=wnX0rhI1sSFl&&aW0ouo~;e8ta2D z>&JpDLx|1~7=aNytI7JNqv>feZY!Sx1)xqHCk%y#^n|!FBe~+?xvuD_?X06JR=Y~- zcBY-$fEjUPR)}Di4M6I>}Mv!8UdH(AS zQbuG5tY)ApmmH-YrBQeEtXtIdup&Q>G3q7o`8s=B_A zivq2D2`#*W<7DxYFG!2h(gXiJoC7`B1Mb?x?&fao)~?o0?bJT4(*ket8t?IDEjes0 zIoMjbBu0~rtrSg04yxzb2A-;FX4|e0JmdpBAlp+F$HLHpLkMW1Z0V=?QQ~^(#A-_5 z4zA#O?BU8U>McsnsV{=WX`Gg9$-brKKH49&tm_B`=Yp%}4lwA(q3Dio2wG#zVF7y@BB(}qM3l> zBtR7#kQG0K2GM~2?(hG!zGZMW!YBDe3Gr#nQiuV|4u>!!8{aHn@*y9BU0|}Pi)JT` zvMvP=typvgj&#F2yn{Ui^6qwn2)6~Z2+=t1mt)3Y^Ag56s6*B=Mh!Yq6P@P_^PLXf zFxnEVX0k29`fxWrArwyAf3h#+obspS>f>Z7fjIFK7i$zx@hm@=2^>N$+%m)@021Kx z;V1+zAHpFhL@p3BF$;4796$j$z!&fDv!dY{I>8?}0_%v03FHEJAOXbK@-HI+9|f~Q90&*qffqyWGyktA*@Wv{b0+MB32k#lx$&$J1&5rZ zIBOt^A~o@yGdkNb@R(Xjac5LO!yohRJ9I-m%d7M$@(J&=r$!u-fGya1R^2f#KpV8U z6j(x+?Lkw~LaXiCI`j`B>^$%TF@V@AqvrWa3KMU%Mej!h1cI=BG_i*CNF(-IwX{it zRW2mJA-wbzJN81LG{%^l5HNGJBB1Nl!6!vj>tupYUxEpdlIIF=QF}9LyD_3#ol=vt zHI^vp6#1K9eU|J2J&NQDZ=ITC?@^LJ3@_Y7Toc ztDX@+f``R!M0qUkEAll08It;*hhP(SVV~(?Cw6%YR7^wmNhHAGq_<=r=z%A2IQO0fa-eI!HdCK2>OM6IVudkS zwIE})F@VK4u3#dzU{^0P#P!$LMrPPfrgC$SLOVBfXK&j&OriL7h<%E6LlQ^(2Y8Ej zER&^q^Y}oSv~;!idfT!tqclVK@)cJA2*dz=*Eh5pL4Makl;^~MXF^WwRcWg+YLjTW z@}>WSCn|)K?!V18VTOn?tV1{G10eHul%=5S{`Pk&@~jmJSZB>S)I&Y612(Y3ou5OA z|FdBPMo?Zdir298+Hg5EiK%{Hnx)p-%%c#x0|04sMqu=R5Tti|j*asNj_3HWl6Q}T zIs)-B#;o*0us4xU_AVc@EmuMp`~Z^=0m_!Fe!E0YgtoSN7hhpHPZanXhbTDTp-~)l z&U*Pu#Of^tw=sWWCAZ1a5h`diheT zXqZ2+4VeP26fz*MgE3@oos#=0*$YB}_~AHu!&(Q0NiU{{c%Z1;EXJDLW3*$4c<7kt`p4oX9IsT;t< zm^8$^{YoEsOM?e^K)l4yDKkg8OE{D?JHj+aUB?Uf#|O0=Bk;+ie9D(|gx9ev-~uvu z@R0Y1Xt^Q(I1*J9*}`_7iAOp+kSB+r}nAQl(3oHg&4hQeSPfuVa-)u+)!V+J0-DIM-7jOSwy?gog_4^la zV7dkhIG~Y4h!Dg^rqrp^hEAL~b^bWA>_>7OI&}PW_WT*N=R~6uJu3YOb?QfxCS7v< z+BIw0vSHVL{Rww&+@n5?^8FilaNwqh7hhG})bU-#*1cP|%T@H~vZzoZef$x~AcY)~$Qla>00ba_NK6PLv`C{3GdBODqmDiHXv7i8BGYm+ zKR62wOg~05?KIUMvCXyBW?OSMG;7msH{s+I4mspj*~PhHaFJyd>HM^Ay6dj%j?hBO zI~39H)LU=9MjdTbzexAv??3(!Vn(3>;{m`N1U(IK!37;0Rh^C~JQdXmF`61CG=nm6_n^a!bJ1NpU3EVrZC*6xRgE<@>$TTjeBspBH&bN6 zvlu=JCiq~36Hb_6h8cM53`!3z?th7epZLRLP%~uoe^!5MF&9~lm`vjI<)zgQNj%tbsz#C!lKD)DBqu2j6<)&xm&Bye zbVtxsj^&em5uPaFLdt_a6rvG5WdI!TgB*+@iLs1jw;c0Ck800cQ_AHOKjX_^{<2KP zBqqJ!^)B*VqBXf;CMsa@j$PErI0H*g!R%Dc`dzbs*_6dL4duDhWpruHlfmxAYkS0-t8dNU}WvE*m z>Q=kn6|c~`B(`XvQH`2mmQMWWVAFQ4k&?7Ce>kZX$;7Uds`PwZglS9f_8M5gVvPL4 z>1LTVfHGn9O_ zC9Mmq&G4qs zzjAbXULfpx)h1G2Dt57;VHadqTDS4FsWmhuBj1qIx1NGFr#}7ZXxF$f?F`k84)evs zP@7uS&QYlv8&EoE0RUQL;~4)Rqb*czOR}owwsgGR?W)vKj^4VYb*(G$a9>qianz0k zX>CzL`9fpx_Gr4*&F+r1+t9h(7|1~uvR#@NOD}j~3`p))x00-0GbnMr9&PUwueaDn zd{0bpd#t?X8(B870<){&+nDKuQ=N9!rv(0!;smAO05+IB4^Czpl8rYN67idzZEjxkfpj z>vn$(YEz#Y)r7eg4~%?dFD&_$O+K<;spo1ZOF4>Nx}IX;3mQaVIT2aja%0>UXU#0&G>%rN4KwX&;rvZGPYz@G5r;WSKmtRU!w`Eu2QxGl z=s|<7(1%|1>FQB$d)GT2@sM=tEL~#ZPWsXtnh8vBqG`1LXsvwd9jaR-YPRs0$3ABG z#3}yWYdydU=2bG2liYEQA~}{(re1sfP~}~N=1W)x&H38JSk$ES5~w%^v)AYBnv?lA z)c$XpfqEV3B<{f4WL&o$jMQ-E=N#rRM>g#2XKt|jj)dhBg3dfT1D4M>E`u+$$bD>OLIec~?t64pHj5{~hqAY#s>2 zFa^U;A(l^yHOT+{+W03&`LMg*b=$m@a+M2v%Z`04CyD`!PcZX~p^p>J`=#?TT6@5x zmBr7g3v zEdkRCl8xyC!@&C`$9mWP-nn~y?|+|a2e=jpl4$rbAYKbrNP`y+-*~?=KIH42lH~s& z#m-p%@}40Ru^r2a%YNQ9KF{U=@LuqR^vX=mVzo(A&U?JuL7(j^REmW~l$VSe3Bu|&Lkn%21^Ah0_IAIq! z0rUXy^9ZoA)JOCVa5&mc#b)Xep=jSd0G4#VTYgh3BktM&kG!$7bhc(3;kP0qoGE60*7zhYV#@&_JL6`2qt+w$D?Y6(yAmM5GU5pGHEYv0 zn}RSLKrNGCA|rANkPsr>vLa)#7HN%a>Qb<@Cra8NN^)t+^z#0~q!BU!7VzfS=q5GT z#5R^uCZ&xqYtk?k@P7OR4il3nvqR`0kip`JfVPpfAO$~KOMw7!5HT|ZtOAO0g+A9w9Ko9(2M*V;kZAwJgsq163n#VjDQpcGT#$Y*p|eE>uPJ8c7wknly6U6G|yl>Jp+##gQD9Qe_ZL zOFffTS>+KOQB2|SW>|;;uChoPR4bjU?lviS7~#5>)nt>kWakuGS5^p}CkBQfPlw=I z`}9LY^dY^~TVGMh>ax`ewOj}5MI#knhqe*;&kN_3UNKd&n9)0F(k20{UlB7W0ai(g zDjQE#GA|HeEz=+b%|1nNDGh05B34!_gjF)6Rw?aPqf#mXbRsG?CE6}p*mO-f5%7K$ zFaD7qPL^*^R=WbBAX!#$0S`&6APIV4H~Um^vo%Dwbx;vc3ZMVvBXMyflkB5z4f4_^ zZ5ja;hPGWfArpR0zJd{Hvr}pBH4XFiJNNZd4JRiTQ&g>10`sQ z|2A;97llFX00IDJlK=>efJw$zhHVxiClc0R@yOy*eQp0SQ3op*-M4c&L5MQ}e(9GB zF>l!B^*Vc0e_fJ)gM)qei`qa7Y8UWz0Tvqp z?@Lia9*6g0>%n%IcUeNXDTcM~AXJ1&xP-Cygj3j$!HX~+Uh&^X_+UGPQ}FcrXocU&1rM0(fe%n1D^SJqu*ao`G`jYe3JNnK{=F< zQS_o1=S;bEQ<-WT(|`{cfnQlw!BLiH8CD-8t8iI$5YdrRf+8gC8n!`>mxcPIm*VUg z`<9uR`PP}CnWHT(0K8^N3b~rYH$-VRBGoSq)IbZkbx;KroOf89kE}{8<8$HnIoalj z!-Sa1q}Z~kP3C!j>zVXS`IN1V8mTs5186&Dw@Fvaixqf*V|k!)Ya$%>st`J%D|mz& z8YQk_(>NGp>A2!Vw&5^3qfK_BJ6f&rilSmbq(?f26Sq$zQVlZBaJw}M9d{MEH6v}2 zBSCJaE7_)Bv=_N2r{5-vf)SpRc4_B%COQ9=s0HkGS#N+>xt}5IsrN9dxmJwH(HyaQ zf=7rYSA~S9aw%|{ra5!=Har=6G zDLHr%)|VUwP3f^KztXMhLg|`2p3FsoVe4pR<N7IMwz5(Oj^&RV>oZtKS-@BeK4nE-z zVd5j+1jIf89zFpM0Y*@rDGq@I_zL5JK-a}wG4gb`dHY(i8Icp$2^hm7i#-kQ02Le| zsFQCZ@ zz17>ZKfArzL3xpg`jR3S zRteX0AP3~0*MT4j($5O8Kns`znP+dW%FdrB zBQU~euc*LTl1Q zt^f{j(3qPe2M`)S^5z|4Ws4OnLIMXilB6(UBZw0#UYv%{9xq;|NFL*53}wreD_b68 zrnBeIphJJA6Q?wt)2LIcM(wAy>({VjzfP3s(IeWpbLY0rySML0lY&pWbV<1J;lqh5 zU#|R<^XJf?kD5-sy7lYRO=;h5YL)lz;KPd#@2b4{^XSjZTF<_H`&;mDxsOl3zJ2(< z^6THvzrU|w00t=FfWZi3;DHDxXy7pnHt67k4Kl;bF%nj2;f2f`q~V4FHRK^f6on`v zIUtp2;)(z1Ttfm^S{>kt2_;qG6N@y~m_QYt*qD+~L@DLtk4!nGuXwv{o)mriFxC0X!fVU3TdO1Ydty0fb-8d;NvQ5JHG4reK8)_NEbOsG)^qbvp6H6H`Eju$_=aoEe{%1#0nUgT`U# z#-}CfF>H=58tKTAQd;SyC|{y!be*d*1XDs-&0 z0*LF;xbmtrgTGcN?9)&ayU?)|DQk5{*LXr@xhlm3<4NOu&9#y*A{l`oJ#MRZw_~^M z_S(O(MY--Y2;QBLW8`;NlJ`(2&DiGz?J}Us(L*@8bZkDa2xh9Xv%6 z2v5PVWD75hr^FHKnPLEYcI?29G0-SIu*S_4!(n;s?bui03^Qiwb zi|5KJ!{dyz&O5i4ysE1L?R?NfNB>{Z0RDnB(o1LGw1ft65B2v_L-Y{USC@}biY6Qo zINUvwiXjmDS%{wiC1!wt^@$i1mgI? z4-RKIyO0SBXUaif9``RaB?fbs(_H38xVaHF40IB^48=%Sx{IMkW2sZ!>Jrtu8p4h@ zvcsWqY=<)3ZAy2$!w#s3hn`&+aTmB?o~p)!yz-=KdCYqr(4l5t{)BfB*y(U;rSHAmVbsxP1wsF8IPrUN*Q%!4L*>Z33YQML5b6qA-Ok zq*x1GIH(x1W`-Zr&24T-%aR3$hswES%6#aYn85-TM*L+liV;j;?gAFBZbDOu?~&rG_;U*?n$s7*z@iqj$i-fH5sdKckQj}H z5fOPL9vC^tIp`6Oex6Z9@(UYF=;z0%cuh%lwBy=@RM3Vx^q~+<2?7Q%FB!<7fRDaK-v(ViPQM?C1k&wBXPuNe`^irz*gX|*JN5yc5X z>!;AQ86uB~jjUuR`!)mwKma(fs0=E3FT_<4lXF265XLYBle+1oDphGHTRO^xy>xUj z<&BRRI~p7{Tc3I*I{aD>^T&;#})~0_0Zg!8NWInk)ZZrFPe2aRi_7s7HSP z>eqNQi;dT6$s8#w-~iK65RKgyJ|0Wp20Qq{NV2Q|VqnpXVxb3h@vMgNGM6NjHk7Cx z*e6%ZQYRqHb5D3F#bPVd*#e3*x3wu9UNd8yI_fsP6>!RpJK0Gx&6dpMCM!FNUUpS~o_%HV7ULbzfChl@XTZ4#40FBYK)uD89Ng75zYd|(C>;P=1R&UOMDpa25UC=q1v zg1T>bOja-{n))?4HaYy#5C<_SO}OdTp0eT@*SKd+*YQK8I%FfqHLr7NvXo!y6Dq@< z%aQ!t-Zhuz!n66!eU@{xR`JTvxNzp$jNL06<`ci`L!lbFqS?JIVJB z?)~o~J}ty0p1Hyw{^FsQt>Q6OY8ijr4|)*!$T=}`lsBRgIHW_s@d&uY94psy*0CwU zCUe9FdQjCwqZdx4M|A47UeKmx&;WF)XAJ+aCwpNfX8Iu@wTB?LmwWNGd&2S%c6C=8 z!7OgmMmoV~1h#e5Qb+G_gE*LjI=F*4SQO2t3FB}DCJ+t&Pyq#SeMp#udPGr~fRvN;r$O2sd4V z1K&p`k%ljO$4MPTerOV6T9}2ZC3ydvHgR7#N?{m(iARQ~Q&St`2Q#Jz)ToAQmbkhM6HB#9&k@OBhMFS=M4dErr)#CN{PK~pFg| zaixJVrvXDS_Cj&+2iJ&=b2v-B@r_N{jlVTi;;3>52pujbWPKQ2e|T(BC5RIkk4iUt z10oFd7<52qApT)A0y37`MrQy22#_a;iR0!FApuYc$u%$t6f&4tdkHQRS&@Qyk%nLa z8mS4#gA6ae$`7Y0WcpJf*;DU*63QZz}EGwFB3h<=)OjO@3JVn~Le z@r;Ag2#&yineczB)*7|pTedNWP}v(%NixA9Tm?v#&2g2RXA0KAfWDKCT^We(_>L0@ zJslW=WGRVbhKTiO58YrOj+kx#F^R{JAlxRG0$G>jP!2BGHu44(qv%lO`7MDdm=sBv z6Mz51Y%Gx8b(1L6`&ranZMXcn|YHB7n&p1g*wTTrWt=M z_8E{dYDwt`t!bf+@CW~XprL+n8>}XqjPjJX>1sQbLqTOJzUiC4xpJG=Dd^~j4(OFo zrfgESoN6UBZ3%+eDGVZLGzxN-tJiu$w{-oOAhqyba_K$a`61}TnBZ~+5&08{1ySdj ze5J^q73rP{8J`L;1O5;W_L-kzI;J?miYCE?l5}utDxfmii~hoJMld-E8k(7AV(r&j zo0ejoW}1|7am^SgXfPU%z?y@ap?|=kIR!g9wNsLUabQZRMj(x1HS3s;=6q%;1mkB_X(nAt)F=>5xV*IHgbl zrHO@nfQevOnx+4EgaDf02{SMQx!?~w5T<1Mtk9|wjU+g5@g-_{tza^sZOTEth=p$= zjFiKLE7dtAM6M`iuJ8A0={kllriO$12aRxlvw<5p=39%(s6GX$lvjt8TB$ZwI{R_X<+Z;3RedJc`KboqfG(#Z{rxQInT5Br3%e6_I~t55r659i>j6Y?NY zHx0IWs|gW&c{zN>7ZrW!M>Hrd>p849xJ~Qu4qEDwiCF;u6|Fw|vnO$j{)w$b%cgH? zh25Ga3i?6fS{QbUjON;)h{vaW;ss`4wPx@Kd*BFvz_ouML-ML>Ag5#asza4$d6qYh zn&+>bhmQZ5npC3ajy+?eVu@{%*k00Ev3lDL`qT{|3$hjKszLXvgj=|+>amE+SNa62 zxL2zuyL%~H3IDaS;_{b3!Ef*OP*p0C2xhaM`?;VCx;TrG_|~OjL481*x;`5K8sMLf zMzpXSp#RdQ-I^D|2(CEUwBs7J3=_4Sv!@S=LS|40d$0#u`v-NvF=4AH_gc2#NGXx3 zqCK>>Y#Va``?e1Vft;$G_%Tj(dsU)3g3@`G#Ec6s_A>ahnuk++p(}Zms6Jz z*U*V$6N**Qbqxiq;ZjGT`@aA@x{n2)2(XGL;iRgYz$3YD0T2V<2Y#>{yV}aFZn~LC zJBoo$g3LA=t}ZRw$7`YXj>dSRy({@z5lwEnJS~( zJBZIybQJi#)H8w=QoiNOzC>KatqKn7%MBj;zV53};6Nb)ks(qHHPV0$*MPv(vbj+4 zvT9Ly9ae(lpNQ1j(30b+QP6C!zN=p2Y6&O{Bi&ruma1DPZoi6dmlc0x7QQILOjGG z>ofyl#DxnEL~P1Ryu|OTxJVo|>2L*Y0>U);H3oXhJ##@?bn2aLsP9L)c1 z_egE*#>V`*aD1&3Jjdi`e!;l3Ti7Oup)lpzySzIEcIpLAV70{C&7DzGZO{fsX~?e> zwuwxeiaaunj7wLEfHXYGF1 zCM$IWks>`?F1Ab+TZ6y;qs29d%eoxKMZr+QywQ$%0NR%VE^y2u{e;Q9VRFpO6f9Cx z2+iTDQkuiN*WAHVkOqNV2Wb!*;cN!t9M0lghC^u@K5c5|%qWSR&N~LZRjD$(Mvjpz zobXI@OhwPglbm#$&ui(H?4_M%b|Dmkdj!G0;DE{nJ=S48)`&|G;xG+q)X@Lq!oOGH z*75__{cF(|{l6IvSsb0$O1J>}mXag=*T`JbCVkRx8k0#YFf3h+ZQ=w*Ak!TjwPTP5 z#XBcAod!4E8EqhxW*9@u3!+7B)V`6_1<0cQI?0|_Y{vt)Ig`WO>%CSjJw(b*B#5L* z3M_}4%4UtY;BeNvUC;uN4%>jhz|120OCz)#H!;gK5ike#P}gCMvl^|}(tUjkz`y~3 zi-4Wofi2kCy38tV!G|rH4`&!4Hq9NZFx0FCl1ZQ1T^2AA!Oo2|T^y=tEg+MzAl z(@WaHY1$1~$vDiZ_x#$<_QP;V+eumwN=gvDo!d?v)(u_{m2d?NP~rc>O(YMk6%;)- z8(xFV?c4!u4-7WlB#wmDs@>Yn-D|qcnt9lWjln0S!HI#*3{x;^a0h9i-Z}2x@$Dx* z?k7PxYKH6@0AWC$zo>@DA&SoU{To81uQEKtP5q+Si^Bwab5%{?cDv779hdU^MPWS+ z=K$efj>I9G4RU{?6Z5e40*?bb;EryzA(0J15aUVyo_nqXhMtNt;L;T&M{!Pj8tTR$I zqXm1h!zZBz>79X;_Se}Uhv|^gQ%o+}onEOj2OgLj<#8*wglOf?d7Y`gZCdVab5+*6 zoyuf>4Z5DiEn6eUJ$z#GHp~4E#V)$%fb7cN@eUSn&mQv59_`WY=a&iSz*xbyyBLE$ z<5qA6XJ7^7KJ(?iLc#l!K~ABCoI3K(YDnHFEPO-ue(zP8@1FiL!Bd<=1nS4By`}DD zJX{~BK6|UW>LeSG8UpJYg4^Wa@Vm|xvTP%n8#f&em~(*f8SlCO@38T7?(uFPStscL zA}{hJ&*vsTN!DK2D(#sT9H)bx1X{2KY9Q`3f9~gQ8Gh^qz^h`ShMM!u^UHhb_1e6& zgw*)n&TOld#3?hM$6Pn;WTXC-0B^9b4XUd;+ud2R-xkFSz9A~|^;?nQHNxiX7VOG> z_Gz#7Z2$JWKUoGa0CGR~!Vm3rFYR~V-FmP0Fd2+mF!(Y*1%*%Ul~GF8y!ecd^YWd- zq!Eony<1L+=`pO|cu2jGY`sf=+MjR9m`wVmPnJbmX4;eBs~;@&3;S|p`w}1V?{Ta0Q!np7#$F;kpAfg1IRQ>sqA zSoM-stCuldy?!+_#>`l+o)me~CCZg8U&egtljTpHM|B4MY1C)YqfMV4WeRm_Q>|UUhP_Jm zs@Ah@-^RVl)o$LseY=tsT=;O}#fjfSo?Q7YU&?(whaO$}bn4NAUB{mNx-jnDy?+Pq z{n&W&<;^ogpI-g?Y3<#=f6uJ_H4`8)niyvvW0flZ`u%(A&p!bXieQd+)avTjw(f$9uRs2R(vQHT1kA9*9!u;>$Ry*kOD`kK zEX>Wu46RJhKwB-%)l_2*HaB0R4bI%=ob5L|eKRgkJ(uIN&pxXI)H>}34JJH84K**( z^VVY&z4qjT4?ajM(NG~z>Z>%NaWKskqAEP;bfW?fY_L>Q1u~?dP*-KORaakyHPiqC zz#&9iKO`|%mr~^Q#GP_*(F!Zh*kZ<|Y)r!c2xM)1D#xj)dX`73eBA0QA%zsHNNveF zaxS`rIwjaM{I|V(!H^Uw!xGw;O-E(Ra{$ahc8) z-FB13mDEOaZDBP}doyC%;*5>XI`72TPCfVZvty5u3$!{ywL7%rLls4NQS~BaIh$(& zOuzsQKXsMnSPwD*)SD$5)l{DuL{-(DhbFpcqmRxs00C;fwP}@fg?go4rRFs!8iW|a z3M{a&LW{1uma#@DLMR zdF!voK6~vG3g7`1oCe>8sK}AnT8!EP^a3Wf_ zr-<9!faI0Btz}7VF+<+mGOlw8jxx3(T``bBItr2w7qXK@?f&GP+XX6j+u;s&x?>Ds zZ0;DGg9bD{=dTm`OLQ5$g>6>1y4je*br*wO>@Zjy4fYUZ9mL!Rc{jx0sSG{9V-$Rf zSAcOGuTlVt6%?ZgGwl^)QN z*c#W^$3FLUEm>x}WBuxPKV-4(Mrw0H|NO_l{k<)KSs5UZ3RspnaEmQR8bn+4pod3X zVibjg#o{W6iwgoLVV>NfaBd+=A94_gg8HBkhv*#=8Y6`%Tw&+lF|Z5b#)db<4R3IW zr{4?*l%XVLDQ$N<>;zGFt6XIf6BRsW0B;(_W55-3mZ6;83_r1wW*4n^Md@WxXkP?p zIK??mi5MUN-#Y;r)0xgP+G-_FJ0nZdSiYCcb0t~Z+8p)Sz9a|%C_yQk5cD`uJTB{O ze;g$L6xyS#0Pv7r(F)!F7Rjw6J;F4Zq+ljx0gF%SMm8A(W-wtWOjDkcI=KsBp^%x( z@w^h2-7rQsW+{v2;4(M8kxfSrh9_Tw@|UtB=`cN*N|FhKP%90OGRwnEXQsmhGP?p5 zE#$nL*{oH`)8-tw*-b5y)2m+vs}~PY00+2Won~F#OFyQMahJTCp*FWI@2$2AUc zfCN+_KNw=((2~plDk*Ytn_D&2K)xAP>Q>jftXcp<4ln=#q}97=T`TxrAilP)BnLwv z0$uevgr4YCD0y|SQ26TCzXtYyZZm8|AvzYZ_-L_nu;?W-2@4s@=9V_SjlnRB99-O@ z!M6y;=Ti6%3Rk$o_P}t4HLPKJ*h7UYl(0*oVT|WoF1IEIt!{aDjHD{nw8wx(OH;@V zZm1B(?-EW6X$oNhOl#h8z0yRo2(?8Haio#sTmWN6UX$xr6S5m`Li^8gQtFFuAe zD0L7vu;D`2EZR7vTB+qaSF6yCE`+YTW;VBZLfJitNJ8*kI+HQH;w9e?(3?;7T7kVl z$iYv15?@09%eS9=B^!MWx~%&`>net|mKV^l6+ci0ahWunfmOF@Q=slQoXn1bHazN4 z>%-KiMs=!Hy=ql!*uoShHK{}V$`E>|7P}=acgBO|(KeIURfa}0oxDPObOSo3%PD4O z`%@k^n}>dq+>x`BWLGlTrBKH9lY^}&(ps53;z$PxG<6}W5)I7An`Tzm@i=z3+uiO) zP&c~jW_s7#-W=i3oa?-A@ZLEk<9+8l$$MTR%$0rVtt+5?k^`BnsJ(@TxDf<8U-}~Y zeojHCRGQ_#{L;bFm_`MgAO;)W5XxuoV0Fq>zH*kg+|(O>^@Z*6j$-?(=JYrR&i|Ej z44)(a*7WdKuv5reD(||tRW{Enp}a!YdJ;IjL>O;EY8=jX7I#Q4nUbxobZ&t7b53q@ z*teZBW=JC)3`ocooH!w?7Ol)0+7vjg_-?w>JwfkK^S$-HcfK=ZRzcu*;Jxeb5WT<# z1vj`pi7*6)?_?$nZ}?7H^l*p^RKE7B_ONUKh{BU5|p*eCwKXx!u)&lv1j=8i5Zfp&xt;J6b1 z!Yb07J;TAMU0}VLd$m}@!3=Y`9Lz!6 z^TFD~z1${`%eJoT2H-=!Buv6$qp|1fohWRv>RXR1v%d6zvJ@&dUoeK^fI9EX zlaKK%X~Pa5sMCu9v3OE4{kU+shs}mT35kLt_{16$C0mP##uIT~BYolJliC=O5IDeu% z5}ddbL_w%v7D37pC)kQOXoN->FdD2d1c^BwbTtYq6(Z!tUi3v@6vA%M!5?fn4C@A< z^SY&LzUCXYBh)r*6F%T`!l65cTbsTjy29Xj6#2M5_v;1~^04a&4&)#Xrz5hG8Whgq zoRLvSHC#gy0uNWxx;CUo5pzZwV}~j*06aX1ao|V&sHW=yL<-42xznmaL`do}#6)Ds zhV+krl#sC!02??wBB00>aDhqW01nW|N6g4c1WAw-A564?OxzkOh$Hsln#Ie37idYh z0!5n;#b0T!t1-pPLq+;=0%ZxLo^-{mXbZ|H2I?Wom@~>(^BLkR2GHUEm!{;!dW6bX zO1}@|#n&UoRzpUALB@OJ%50m4CksBD6H9w|G8ZeYBdWq|#6oTRM(&_31|yiOOUHIZ z!?{#P?{Gsobib%%vg=EaHhi*l&`07*h$>h+|L{YB?7s*pH-lU^gbYCH$vcOn%*xaV zBshda;1tZ%OoTuJBuEG(P@aR}Owc4v&=d&}AcECo&DNyI*NlM}h{SaY$rV_E7_dN! zY|Yj@$v8SmD=5hy(3P3^#9o<6p6Cf0$ScZ&FZlwfob<__gvCb41X$2T>N(0OxRgsWEW_`h%Hiuuu#CpxOTrEHPbdo> z_k%LQ+{cATO#9G7q~SveNl`OqGq&Pqf#Mw?;G)kge5PX5r0L0VrB+q^^Pp{+4K;_GC^hPAqO82Zi zet=J)y9XKrKCo*t^q9j8g_QPiGT}?U59J2xGcC2WzHLPR&~3a=DDyDQ5r*lw4r3ab z4}&#S^V358&=26(-R_g$be{fgRXn1;9St7p6?uKYdC;byyWzvY=DY zV?@-JQ&dw!zTo@MzhplVeKG{CRQS-)Xgt3EEYP(4)c3FkTD8=r6T;0gCRW9;R%^YW z3%2w)OSNR#o#k2g$Odw_Rdcw8D}39M9k5YJ2H4tgJriu zoKa`h+8RYtAl+8blo@M92y7kOBK6t?Fo8eb+pqN*`b+58x6l%2h}8WLOY$*!62N zIPBa*T{V6X-O(joeZVP6cMZXu@LRlUk(=;>KllSwIEJA#6$x@2#>L40Gf1UTEYT^e<&vye1oN)*YE1Ymc%+w!Uj zdO~0~0<^{hL7VUbKOnt(so)FFU`^`(;7*jBeUGfeb`p6&xu7o zdSKy;ZQ)Z>RGd3PZsf)uPLC=6N|OCOUN+)L8Rnj?RQ=@PX{d$r&^7Z|<^WwL_3*Y( z4OMQ84_{{4Y#5&7&0^(c-fMu~qh(ryDBp$1-t8$?kQn1}+FlFpUdO>&H`gXk}ma-QysYVkc16Tfk*U63WO(jCC&pzU?4aV zFQ|h*7>{B&hIOD|1xZ}R9k9eH=}<;#3nJx}X6creP^&wsBa3MYU1bt>WqQoeSe9iM z=4pI5U2Fqc*1cxpz0}z4FnYNEVQglZVx9(Y0Eb-7)nMj^XMSd7LJw=OhI5z(teyrd zD`IL^YAW7lVEmD>8i z41Xq6D3MkZjrjpUht3sh*zbz3*aE$PKM>68|2 zm3HaUE^U~W4r!a|+*-%&pv$ZaRJ~-f3_U`fp585UeU~b|b>f(M6ZQgFO_HJ%g2QB8}qV;D@nPV<; zYl}#4ZIbJEejJasYrK~K@1oJ`gD|f8z>jgz@BX*~{m$p&(r>CVF8$7h0xxiY9#SGL z+k|jmaz0XQH319Ig~yKQ$e!rRJ|8uTNw_!$SkRYttDw&o@e%jr(N>(un#IL6?Gt{n=>%+8su|dZ-8M z9$o5|@+p^Ye6VhMAO~^)E^#>W*41XRE(d8K2j#s6Pblw$IAqu>?hk%GuKG>@z0R5bu$hBii1VfhPRW^Zzyk_b^nN3}0H$aIw(R1Zi8i1E z#JLy7!Bf&9@lEIdbP|uOQ2uOErXYG5<=|lPQ(tkDIwsxizhTr-q;Jii;K^<33) z9)Dq6erh1^0zi$lT5D?hN4p?*wxA2p| za05;wns|arzx05$U`_AzgP+BN*K`!mC=|!2&n_L|K=p}lX3C^WP1W3Dbv}7< zGK6)}QjgfKbz4O~E5~(3RX+c8YHX)fV9)X4)@t|&Vwd;X@BZ0jN8V#shcQu_3cr@vltB6s&TcXU_xte+}&H;4h(?{^Q7{Pyp- ztLLZpk1z^=6zG7pXM23lcZlA1${wGac!D>Gw%U2A z_>j4r60;mth4B&_8CO5C@R;$C7Y6IIwvxX`Cg1TLzh%?~2O=)^DPHntA8suN)uhLH zrC0W)KVD>4hu0tTXQ%S%E_y6CeWk8qD|VT2UI=gpr!=1k->3TaF854pIWh;9M}1}kXrAi{(S7cx93?BPR%5GPWs zXi*q5W*0MZ%n0q{M{XiVk}PTRB*}B<=&`iN? z+;PYB)MI9uUh#v}Qqr{f=3XY8rYOvHCMGk?F!yPnvB2uQ^LT<{Rx{8+3q3T^qq%Gv z&2SwZo1I9*RfTDB9vx?)0Z^bps99_68>(HO>MGdPZ8t_6-_55UE4rrtovW|D+K1nW z0UisBE34RjciqkEtv9rN``w_l)l!J+hO7xtZlO+)D&5OcUYiG3`HQ^^WdfJd@~p==u2NJk|Y@Rqz#?R%oJ&0&^j#nDjjdS2|A zWq!8BF_N*2W;~-^4p0CAl&_7ULLVGcr9Kx}XFD|T0?OOXmuvQaycktujF!ACvn zp^_rzFqz0qrV+t}m60v6htYgVJ=j4421s#=2Y|}~TsB4jG;StoaIzCSGqad4(sLKt zizhzwsn31lrU0IDBS1;TwK$@$RdtM&BWRT#PB4^@eykrvQIR%4>QR5eGGuuq3c&i^ zO;?TlC`ds%$&iv%q?SBs0{zBG35l|$F1_GFVC0Z_O#~#71L220;>uS}L?aNHB`tw! zOCIq=mjUBtFMWA3U=EWfu`}jRK6XtnRi$>(j3!vnM2~6;@tWBrhcv##6_Q=`s@tGN z7-m3DavHz@2f))h`B@lu>IG_YJBW2AwXc5t>s<#B01$|8d;mSH`3QO(R;_9~ zvT9Es8!B1JMzlTf=@~N41JU}?FFk8ph5tIr$ddm54}hfwAZi1c+SQttw4_C8v;MZy z3Nr4cw#A^kBw`VpqS79{wTFpLxYK*lvbePzDsnRtFkCJ-b=e><5~-`qgZzgC1srW?4r@iyDlR0ax%uTmicmEw+rl^3_XT^=du7-nYO0 z{cq6%5P%dE7Hfq?tQ!@JoL05K3RalkWFuTz{OQr2?5W>FH!D$!-j9){7{w?62;vcw zxWpz7F>3>Ox751!wXnV9183VUma_D=Hg=r5|fBf{dE~RKhBHfA}Sii5E=eI3hW?36`bOBOcL= zM?YvWj`#vtE_U6^qv~vz{OWgS{M9p{11;#!>}CT6K6HT*oL~j7YB?>S!5APM;mLBg zqTne;cul@R0g9pL!=1$0C zAU)T|EBTN}AaaaV9+zK1MXqs?Y)hXQb(heMArDzs6D9>S%g5aEl**y)Gmlpt=fG+- zk%&ZWj<+i2EmL~8aRoXDnyz++XQ27qXPt#{(DuGJz5`R}t0B7IhE=rI6zu2+OM23h zjZd&7+E7+7l;IklsQp-xND`B};ugREc&SgVaTKe%<0@vgtDUu=1;QFzvXC)tYrQyw z;JP8NtR;|qEszg&gBuVz@{TkzWELhn*-g#}T1diNfemb6sYB`vlT?#oR@>S;c?wRv zT;^_rJG|JGI(f+drAZR_BY)B4e-QztpzO@ z!X654a89ttJ>$`ICK}FZ41byvqZsui60i8hU*Z#tPdvs)z448EyyL7cDFIQM$!Gx% z<)Bpg%3Gcyo>qhzA(6Q~=m8QV=X`X=<;byrp2DRx`{+njYE6pgbf0KfhvlBix34c@#Zav=MfI*tz2%E5b13MZw&;n z+1!!^l`JV+lTAZMI8`z21PnRbvmsqSz(fan1(xhy)b*YbeayIp)m3a0cnzNsi3wF8 z(YJvGEzp7qe4U`tRoFcr8AP9-O`rAsAP~xx0r=DQ6`>Ix)?&3l5)@qeMHsJ~AH$Jf z!%ddr!QUi2f)!@rB+wrhGM@e2--(Hs{-GAfRUZE}(*FTq01jZv6`-vZgyoV3!bIS#^x> zY16ok30N3{@(o(j+!?+>-@IL#4+fzro?;m-zz_<65w>F7CD=d>#}HTn6^vgd1YY_z zA$pvj6h>GkDBdFkqc9F*Flylzb|ErGUd4f-#))C&S>72U&`AZLgRr3|xgkt>i_6I& zy+okt;i2mI7B|F_M?k|+NuVu(Lx@`R`BE2 z)x+=+QSXeK#E6MHz!@zdkG(z5YUGDE@ z-4u);C){G-If6<5@)3KKWG|LvCcs}K#3V7!BuxsV6*68HR$($KW5zM#kBPH-e*&(Hu9JBhSg6Iu=uM0Yyr{qs1WNbJMbuKyfsS%L7gBsk!B8L|mLpXL=O8khJ8~rlip83VWmavK zF{R~Oz92vU8XsAFmAH|^T(XQ^<{;VW9Xu9EQjKL;pa~?Bpmn|=xSc~kl3Q10 z!|-J%zR?A|b?0}sO?Z+gkOnDf>>GL(sbQ)oVu}xN&_FFpR(!^1A5rF{-De|crhX=Z zA6)5v{^v|;rhjT7PI@MR)}Mh|9DPNa}tDyAZar)+?c zc4|i=X}Ni#VU zJwOR`N=0xrW1>U5x)Y?U|!?O8NMxvFIgF6z2| z$u&gLcE*Lf3EE=ND}C5&zE-W(!iClFtJWH6EB?k11gyZuXC|P6sk)>|;-VwGYQsV- z+tRAUzAeQLW3E;#fX3f|5-7(yUV$p($AZ`=m_n(A?8gb^i#15e7NvwdD9SBsD6w3H zT4>8&=x$cYuhA?~*=$xCQ_kuv=N3uuph?gYE${5kc-biMaZ_1N#nM75ph@a$>}b5r z>)_2U?QRw*`?xkX+0Bo)A7G~FeEx|r%LO~`&ovp&UDjmcD9W<}=I&a(mM(?aj zY-YYK-F7AxV&VMVZT)R*u=-@EjoSXL7;BwYYqeMbMUtyIsN%jUeW zhMt2x?5WKb6-SICJ8CY$aIOHOD07wxF!A1YIT4xt-Vt#Vny3R^vaX)trPADny+v*9 zX7J$MuBGa(2aBhGrGN)`!0-NU5dr}p3@?;IroujENv7=|=s_IJF!MgI4NET$>u1Ey zE!?w@KYDF4+>t4$;Oo?NmrZsQ&x%hK=b{hCoc0#9NPUCdW_-3`L-)9M)pYp@>wvx0ea@CW~K zMFv0!r~o0W00)e)_>?f$!rco9Z+xooleX|4{6QViuqD^94MQ&u=dktSY7hG`P3EM= zf>`+q5F@F_q?C!LBw- z0W5H{277ZjSM@2XkpP(UIh*q#r}H`!vIqDZ2dFb4$ADSeKn&P`6{Ij*a{@ira~;${ zKF_s2&-Eq$GhPR@^j_%>>!(8VXCqv~WJwx{jj7&}sez(qPY$aRe^klV2hYetfq=AQ zi?sipG_yERga{yPs`UG+Y_neROY7zYHpx2{BDEIhPV;n6`*gIu1U{UDHEfA9kJ%BW zLprFNe{rW>VA1nIwN!UAEcmfi7dO87(*uZ)R)h5jkF|6EJNG)TfOJpybepwV%fMQ* z^ovqmY$N=lWN8`|Cf-7e<}vcB{9){Td!cFeEy$MP zs@aX2I=1>Q2+lM{uwdFQOp6mI_)uDs$#(WpQn3NXNJ~G&XvZGx_2KNLPMR3qNW>17 z*|h1jHZhy=vn9y^({|CSWkFtpQvcO^`9(JOR|EieaMLbT8#j)p9Rdj0c>-^NarIXh zGIhs*bX)gz69HQjtaitzJ%jgni}yZ5c@6WkdEYR4XXzzSrhDJwBs4;o<7$5X^=1lj zXL7Gj3Nd~k_TJ{VsVyV^k+S76@&CBiNiPU46nJC*{Kt4`3j=8$O4qW4;_~QSL~W8@ zh4(UX4qaFNCYHs{7Y~VuN4mw3c#;S;#JFfxu=ss3AB;P-jMI3HZ}4z`bB>pKpb@DF zm$L^1`B$I72;{&S$a9hpuRW(h8koTtjKP!dI$d8f4g0enWOA?vI~_QzsR-(SX&AuF?(X;HSCQnmp-@g)(6FCYVcpnI`s3oalC z11XR!%NA!FrDuP(QZB?q6nX;gaxarMacVep(cYsEv!oL<(~-DJ#DqRrI*K1EIg|qw z^%n*A1yldmj7N2-i#l+DFzPj_LBHC~Nyg+u(I$PJlt>?PR>pHKuyp%KV44=2G zHiAnw)P1^bU&F1=BXq@zGW}V5nj5ixqnhBJFX2w(ouj+36vMeAgSNQ4fs7n213I?Y z`=B%Bu(>q9E14dmV~5Ht7wa^LM_Ix5^ubd_!K?(r=tFEfotNOYcK%h2WAn@4F{o!e zMBRAD@4bKN2B(6&kH4L72(QWW!5yUh7a%1$_iZ@q={ zsZ6U5x7Kt3mp$j6{Z!xtIH(Ry&;&mJG~ErIg;T7Id|k6)%)MXD_=e$qM2$M%cfWjL zHQ=Y`p}hbW@WCF;`r&Iq;(G!6EB?xRf#b(NCf9)ryS1xcdGt~*DF5fKPW#37DnNV^ zIFR6{Q3gjPRJbsqK!y)TnUXk>VnvG*S7pp-N@GWlt6YT?Ig;c^S*~QIM42)rE?mBl z6uPNz?E3X?jOYE`ROsUFk1m1|e8 zTbYFwJCy|HEd;0Y8!)Nat zV8@Rk{}uN)TeftS7$nfVnR93V&!0hu7CoBu=5Z!UfA&-*b!*qJVS|n!1r;mXw{hpz zjT;rJFcV@27e1VLapT94Cs)3ld2`|i1_+=qoqBca*C}YwkX^e58hrNf5x-|o8ZBd{ zO!2aw{rWNQ*}pe4pMHJ&_vz4awBOO6I{5(v&<{HNDA2$I5lryFL>O$)!ABsBP{Ii* ztgymM9=T+a4K>`5!%IL6QN$5JET|xeP)re`i&&)SqZc)D1;&zSJn1BqR^my=TZ{^Z zCYyr6NvEDt`bid|kW7+CrkHH9sUV?p3acrp%<8Kvu>{MkExG(FEw$KMORcx=ii@tn z(9}!Kx*~%N9JlPj2OoX^fq0jJ^l+& zR{<65)mL91w2;CEg%#GrNk~jq*$_=^wpkUSU8u!rVXU?z8nG2g$8EVS@+DtnvZ*lY%~IZDxUAP+X1x3|%(mE)i!Z*W`B&gI^>VDT${-_0t~vQ> zn4h-t)brpyP4E-b=Bn_7xGGq?IMPHJ4Ourwf%DkplTl7t<&}pEK!6mwi&{C=&vz+j7o5bLZh?9jty z!A{oM6QhN8+7_)%JKJo#ZF{F%c!K+um&B#Xn4FG87s++`?psKx;0=7Lc?qZY-g~DJ zE3z-$+E>iR?))oqf!`$fErStm6CB3RVYuPM=;0>fX|lnlk^@*Sj!@$`PJKC$MUI^n zl3lOe_Stc`nFzod&`K0}^9V%OXh0aDh?T^;ZKS!0^j@#UyaMF#M1Vey1 z(VI_>vLwI%E$~V065Io&Qn;@i?r@`n4Clf`7tIk&bP)sCUj$P*y3hk34r^FF8q+4r zkU)2@@dRp&bD90oxuv|NsrH- z7e!a02R>eiRT`*A9$d9yR`+4r7rht8?}ZP1460E1%y+)?r4L!`Ba!>y7r*(&v#;8e6?zT4sGSDarWF(XT2SLF}uy7Q#;3Y*!7{LVW zUy`F-T?BSXPY$LoB{ZQv?DUv)@TrHPY29(EP^eaxCQ+HN8GN8f|oA^X0Ji!S)i=q^#a4IW~fjr=;0~fm(PWy0Aj87vY z857}$My&G@XmlqU)d(Rrx{;pmgWnueWD03b1dkZe2#fHj#~A%Fe}U}D0TCDsLkh4P z1{{hn_Qn)PGO|a2laeGMNXf2Ha4d-v<>>GdImrd=qj>rkIZ$eswIn7nior(;FOwNz znm}X8d8IHrQ_EfMl&8JK=}&cCQIVi+RY(Wc2u<8@2 ziB+v$^Lg6@PkGWHD>KAOtl|{s7r|IgsGYNF?R@83(-_YQeNBD!98nwxg3oBx?;-*J z73dxb`p5nu^r3`g=m3L(z(G>9Z%_GKFfckvje3QnTPkT}>e7}FiuAIN8Q7Xk$q&Tn z!yH$TX)tA|96LGBv3#aOM)JYE|JT!3ops85E0q z&Gl$Oi(#FjeCPvRvrg9xBcsK4X=6CD~j})kox)cuYMe8 zU_)Ziwh?woKI+Cg80yd@F}AT!5ynNO;=srXW3rU3Y*;#LQc$Ka!GQVfT`~zKQ}&}D zr~Tz>my=qcw)VBJ^{H(^9AXg@#{dBc!3JVRJf#|S1Tq)`7IMbC;U>WdRxNJ-HPdrr z949xM%q346w)xyC)@R7nJ!@L8OEv8(2(A$--#QyHJ~d9_5#hBfv&u`5^X8MUeQmEF z;cF84#*Mx~QRrbCn%JW7Xrla0O1mE0F31jea0TW{Wg9%Y2wN~Np8eN?1rx$R+XWx} z2tzP4=A1+abvB&n@S`~q+YwKi(v>Dn0BBaT4s4nOGJvtDf@=g(kJ_rECN*(&tR5eS z6=*_swRDY4U9>JO$-G+fcH#QY?^Zc|R}Nd2x2&Qr`}51!0<&Ppe9$rr1)@C42}7Zg zNH(|G&2J7;Mdj=+I$OogTB%^3MR_L9K1ME%dGKZ}caCjT%$KYC(@k;z+UQ4jIMR=@ z^u6&t=^tjAIvwz|&O&W!fe&2N$@RjjotRCc3GLOeiuIAXr@dP1>edO$HFtMCR}R(H z*I34DupcsP7Zn>M$A)jRmA!1D^vD>{aCx+i!RAIXo1)jocDCod?W=U#+lK2BxGhLZ z27B<&XL3tQHHnvNT)|?ke4(K*EKGUN+qLzUZN9Od^`8<`I{bdYGta<>EL64B1h28E zg)8c8reRdgOBEDTRmE1ly2uX?XVYdqaV1wAK^T8Tl+BoN3H6%e9WPNFA7bA5iQLN_ z;io{uEM|i)yV>YMiXmTK$jSrokxOxkQUt7X0`uJ42UZ-=J?obL4w|&+Nk0cUjIMO1 z&l29wad*6FL-ndlTI;>{{VX-bDVn)Js==kP5QJd%Qzu~z%pH{z;jY~1t!j!vF00+^ zLx<`j*?SWA9^d<}>%R+ruJSCr;YE~X69t>`{v7$2BVQww3zEJ}QYcNjakrQ+vfB2K zlIW*|^bQR5+=P>c&Q0VZ-RgoJFr$@dDpG3immnbbbZ@7u?)NY-16wEnOw3bUfCvDt zs)PUtkPrEkug0c83q(Z?-0q3E3VPZ@o8kjL7S8%$<@&I1KG4eh0%QlR3%kH?LEI|v zAfyqvCaxlcoh;--tSm&nhMv?v`G^5(DqNZv-}6w8qS=*;p@^ZF0; z{tp1Fq}%X}0Q2MkC1)-aZ~?Eu!gNT(4kZF-iNh)ow(Ly<{qPS}#$`gFQ(oZHu)qq2 z00>Bs1Wl0OtV#>EV5(a11+@yRerEcpPn$GR$Z}Aep5_PFYCwVzo{~_Fl#u+M5JZ}A zeWDPbq>v%>iLd(U@kkCN;%|Sp&wpUW~;Oc6RFSo>aG*RN$+f};vT{OK!}k1b}bdXW)*)8*yKmcxUBtZ z(H3uU3;#zK0Z6eViscTekd}nnstxCiu__A8^bid7RIeF1hhV@#9hQ!V7Hv{uN$Rwb z8@urvuWlT5awnZ*QwFg*3h@lEpa&9B5l3(x*)jQ;4-&0_#+;JIMr{ge%&LwHAD_q) zx5|0sE@&DKAg2oy)rzhDU@ZTjSENir4$>4WL?IQ@@Ej84R;2wnq84uv7bg!R&xLR9 zuNVpm7|W0;{A(oZY_d!eU)XSyR1)3PgdMhFhi;Ej@Q{ZfpeAh+m%I@ic``FK^EoiB zIy!&~U@RTgaS@F&DUDzXtbhei5bb769<37pAG0z&oM=7NgDdIoxxA7-wrApkP(jW| z%1&`YjBqVgu`SWho}%y-*-tKsZ6d>rB_wZ0h~gqKa)HFK8=~zmj{@h;kj{9Hqm&Ua z(qi=>W3yJ$Ew-U!X6WfIr5bx^GPkiZZRs*|ax?AoK1qY?s^c7mvM5LMKiM$}AW;p* z0PR+DDqB;y;0`ulkl|?XHtnuy=A#WLv<(Du?|Rc9G0wZxa*f98IMXjV5dtpNi#eOq zISJ}U;>#kXldwWE+FXtdLy|iKbKAZXal#WY+@ek7VkNQR3S_B;B2!YXQ8Fo0J~M$n z@pDO;6f_E8Q>cSKiSj?Glo694d9a}Wstok(Rx?3`>t`7B?W8Y0Vz4V?t!e0>LN62u zvnxZz=i<;ZEi73;!7%FNLl6qJtihw2|kf@K5?>1NwtTN;1CW0h7#aZQ}{!vt)#G&pb&M*s_aH4%p(2ZS{TsuT!@Knq}O2$Dbupz=Uj(@VefxVWkk zyK4GmaGUH7oXns?DU{X(azM<)bUPqM&fT!w?!92 z5>a8)^S0C4q9o2la==K>=fD&HB{iuTE%h1_AV_hiNG(NEbq7>KRY^;AVp}LyUo{tO z)dVmW336dGIQ9@W17l6#5IVLqYIS6Dm19fx(xl@YhcZ})HD-Z;SQT*yUaYFru@Rru zS)a8vttpDE@_FE{Og9nM>>~|g%|h4o`!ZDghR~hRa!%REPC@i7A>vtt%|!2rHgggNQVI3A_+!Isoc81{7R`|AW{gyu@ zmSP20cVaaGP*pPu*J44|Gjd^8H8x~517lYB6Y2RD9er&bf7aS?ZMR~3Ifc5?GKWL1@aJHr4BAoxU=2!`MXG&gfS z7j%8q3Xn1>1GMaT_H+@{HK}z$x#~8}G&gl~2X%LMn>N?ZD6XKaTq9(7krUXCSMjoT z*fxTB{}iz5a!?DE=G;u7paDB&)aJ|(d$-pZ1#k@^qoW+-d*Sv{(}4jPfMZa{b=3D{ z>ehDH*L|sYKj2sYez7=ZG!`}NHvvZ0WA!%|#5h;Mcr#ixazG-U%o(`IFWb7|m> zJGXOzpa*^xDFHMoQFnq#t%8LM$H4TOT+JULl!Nb%`!3W?-_&WHOgPI`M5xvY&u>{o z6fU)PYhxHt=M`)T^?A= zvXER3JFQp$UvDmwN?9vLFNoXrqe>?lD`8esW|l35VRNUJZTW9;S(h%<@`2eAo86H$xmh+}Eq1@z z2BS-?a498lW`)4 zVKkumwO`XV=SC8t2e721K^iV&Q)}vc&9{Xpx}y8`qBDB0|74?^u5b;Pj8FA5j=7h; zcya;wNdo``+V}@tng$-bW)V?XX<%k6o2E;51R)rLb-HKm@n_!Sd2SOEtIt7;I-Iw! z`@r)5doZ*&{Vqq$h}b@48lp8txg>oPi{S8S(OND#G<7~##ZZJ-HS zFa!3^OmB$)0$;2Ft}B6MB>JJ%Q*X5quc>%c`TDy7#Q;cFjKx?pP&F6ycd!rpyvcZf zNw&Q^mH-l90Sw?tAHWKzV5J@VnP1=qU^;Y%0GcmbSQW9RN3#S=bF7T`kP%1!?B0M zk2(}T9K?I~wYjFmjkDt_nM7mpl3QGcHyOsomj7-Tl5(QupbZ*$I4S;zTt=9%fCG0C4S-! z9H&cgxRh16LOWI5{CQMYOFUcoMrZ1|2)Lw z4p_hSUH|o6pAYtf>aD)^Q|5;Pzya`J>u(*`y*$hx9@oh};?4fR|I?~$R#}rj`JG60 zo&W7$5Rj{t?%l&S>m0)~Jn!+`TlM_I1OJ?fg~XxS{7T#{%ZuBu+S^ zfi&q088(Q>NJ`@cjj2(QQoV{5YmTj3fq33Z3mCB9!GsB$IgB{5;>C;)$9W7nGGscGD_g!y*^lPUoI88|+&Pix zM2||B9*z1@YSXM+yMFy>lI+>DFWJ70JGbuJpL+ZL?R%8);lzs@H*PAq^5x8%H(v!k zy7cMPr@Ok2J-hbp*JXMC4nDkiS+~lU4{tub`t|93xqlBozWn*{gW122|GuyL!i;tM z4~>1o=ogGI1|EoDf(kCkAcDs{2w{X0O32JH6*9w2Iwl-IP!(19bkR5_fJov&9+s#R zNFt4-Qj0F~(b7vO&PZd8Hr|M1jy4Vu00=hNkknC1$uIRx{NwYpz{_CeE)JQ?i`Je5qf0O?umC{@Bm`}^;*Lvhx#k{ZKmaLFVU$uyG3AuI^19n(R$NJ0 zrC3xB;Z~OZVyWepYO(btm}8n5X2N+Dyylu?c;RNma!%YB|DAYVoEe`QhbEdIe~M-r zX{?d9TA{8TiYTKhtNduoE`K6v%$3fZ+@&>diZiF4?yOy?K7V%$(54P;Dyv4z=W5dY z`S;GP!oAZdgpTG7?3d}H$Kkj>S zfU)7vPk;UP)3gAODa4?H3V|>6qaVD$1%@*m;+&L&#!cyQ{gPbdt|U1KW~pElRG8*A z=eZ1qPIRQ3m}E|OC)J72Ga+jY$W$XJk-d&kv74O>FJU{EAsCT_|RDuC?qg#ibMI%p)=zb32+TB26w)3HF z4~=-q0^Z;cRm>n7{;+`jxCqBM%8`BnZ~zYaXA}Y&#Rg9)pdSxNg9IutUkr?(z#P~m zF8xbjXTl4bi>=X}wNgf~)O^C#7l@X7*G-%lBX-_la6Qu^M?ai%w zSS*nj=Xelh;SG#p9Ag(wQQexkoaLl58SOB?p7aOiso!rUT(8LD?BmYUY$8Gi54Q zI0;rB>V+hYB`r@noLlNrIxF2}rh17TVD3W7)MI)?O^$V3C>>X{6R zkS;0#uB}xQL=jQvvG8WTZdz*(e=s8g|H8SAHonoRTx!7Y~YS~{80=D2+y?I zvw$@Cfj%4em9Hcru5k?uK<|oIe?g9*ixijz6$VL!9`u5A@m%N{3ekvqa84hzC}uDk zNC>ELH@aw z6PuYdq9*7V1`@~iCNhqt@+2c$bgI|x7FDUXh!0hT$yF7g34eH^09*a4b+3zEg~Tra zcU-{=e)PAridU^`Rmu}uDB?xfaA^fq8q-J->MD8lz9H0Uh3@*Im zZ8CZNc;5655?@0ALY2KD1S|vLz3T;wmIzwk`A*I)e|4lnB`KG_xao6$kyv89U=>L1AZIQL@T~;ExX84wH5?DXqYbQJ$uSs# zlYd>$dHvwL=#}z5t!x&$|K4@W?`<}-@9Ix6_qCs1qRW2KyikTZRLzB%vz!`RnGZhZ zVtL-v$V}Gf1c$VRi;`V~1wCj&7rMfT)|sNagIY&Fnm$34G}2%TE9u!Mwg*zC5{0_y z+w!Uw>4^12Wb700U032@Lv^av)?5XkaU54T#35?nVq1%Ra8&v%>QPCvZW_ zf$ii0zJS=qe(P7BwBBax9IrVS0$Y3@ZE5TEaR>drC7>Y8*X_+%{%bZ#OHGkMD_v@ESR@a`SceCwO0{vKk&4P=aEx|Y+-+pRb%AwJ>W zM2p#V*4Qkb>QyU%|Bdc*A1y*o^296tT28J;d z`*94d%idXdmuOErqtUZ=WPi5TU>JiKF6!(76Rhutxzw1 z{p_dF0n)WUmPh{Ol7DjLEsx&Ir&sg#>OAM2-DS$gb8>Zhd<7TNCKjyMdam~+5EFZ# z^DzI_CbPE~Q+H>0mV15jFyQBUW3u{}NkoXCS%|2#8k^-&Ye&)qXiLe#*6K2O&RJG=xjYggmhT1~32*paLw{ za#Tov_4fjRgMXHXc|#xr^#X>0$u6NF;Zgf&uxQgwu-sEVtY6ZsPWAz+2ESbs{Ug6!irusabs!@J$&d}n5doksu_%#ONPmE{Wcc?ZM52FFl8f}Ri@bOhV+f3A zxNPn*glyxcOjeuwvc`1Juxkni(Pa9bl9XT%_Ntj~Dc_T@NpBGRo z|0#47i{2m(IDNBf5m?LIKlBoz_W<*tukUWQ$(N6n$h*RS}-y|JjR( z8GwqpnCLll{iKYIR6&oFFq27{l?h;&IgPfbhkKZ3qBJrHCMd5#GX4otrU9VhSW-rL zj_Ih5^md>KigvR}n+)2Z4myLfl`F?!3C=(QJ}8hgF`Ojo5oPnCb&8hFDVGQ#r+Z3r z?-u|lN}Vp?KP=j!E_#bzD0Af{FEv`DB8j70HhRIBS3H`Yj3i0;6^9PHg7piv^A%uKN z6Le~)ABv~wBCN?;WCl;q| zKn4?7*M@DIT9ZgRpG#U`X%2+Wb~x1g~P3l z+Ifi?dL%i3@1>F}$%e%U7p{k{4cK3ExUQXQ2At`xo~eN#vw>5(XF%y1`1*CLN}ydz zc3-L;0NYDqIkQvJn5i7ADTCsV0v0iJoT*M&T8Oh#gRyLyR`Ht7WV9Q43xeT$w4=r3}yjDg#Xgv+TsO9%A1nM(?^pSidkXta;u zxT>0(5=Kj{+OLTCua*l_Vj78LTD9*%p>E0%47(7;sk#&awx+9`V~ecqOTTm^04cz> z&)PpKuxqlrM`vZbzlOWps=M9ls6Cfuzu0U>AiRuufa;07*`~Yz_GWTMf%a*QxTlSZ zn{}XRw6;NxNSnQ?NgTm3cHB!duelsfE331axdhvGx&U%B|G~Z!p`rCV5z=x7YMBK+ z?883{#6OIdXCS}cg2P9QH+Q+V(b_-W)xU5%g#iq61N@!fS-}0*i@fW*2&|(q>%a{} zv(|RAXcm)oVM*K;F?_+ZrDLCW=9$y$I@N0$*PFEQCU%kwn=X~0;wz7|8pB^n6Y5J4 zeuu;l5wSsx$cg;JXV3#Afoxj5qr z_NHijEGqgYX|*5@fLs#{>#*6Z5YkM|9c|5ItI;7{BS3*<-5k3t3aEi9&YeuoRxuS& zVa}Upn0QN`ifMp*b$SCOLFcMDm($Zf9g}pJ#{M;dJln>d=?6?&ZX7Jfj}XvS3W9*< zxFh^o+*?Ztox*v%luQX8E@;e-HXl?OACbmzpmr0@oB&-L(j48<)BMr%E7EZdB0&)X zCT+3oOXTY=Kh9$6JIUBFq4&I(M}g?(2&I=m0mqt&+9X|io-Jh+g3 z!Qkeum2KJ63mg9IXIOf@p8#*Nw6v{>DK;d`r1j7W3ei#dL#ur%?op;*S+*S^mNndv zCXfrXjUu*v+d-V$*WB9)J`+{MPGsfHe3{q7otMSk*T=2g$ZgKdjdNPI&d@!nemk>z zWd!DW-Fgv$(fHVIHlLGy%RAYPyUcqq|Nfs+&Dos|DeE06?VW9HI6GG9=mMr00euWgy(iRTbU`Way{(0?; zNN@3&F4>-o9iNoMsW#cJcJitF9NrvA-hf!+bzD0*j@6iAGYgGF4GpFlHsAD(+V))w zwNL{*fuS9uHFbFiNMHg2Zjd}+1yHWYQjXwO&gmNw02=VNMxg@v+p$#mx?CR4F1OcS z4o`{N>bE;{!!~UAXBIYK1vZdgR-o&Y~oomrK;YH6} zmP|hBP5$JVj>ww6+nuiO6hYFIEb95Y#B6)&s1B{H-s+V11JnwmvOWZ|Zi`o8dFQM+ zD|>Uio6c267P@{GW}z1D<$22Pb6FN&UR;0-Bv@nYdPF+Q6r7pOdl)`TQTqI@8@#xh z?SY75y}b-};_jL%Jle(V!jgEtJ)un*J(o*v0<#@{X6fYie(zIm#QQGw4nf!Z%Rc~* z^&P+gTTk#3o>nUA0=_0*LBeZ%DeHr&i&>F4Va~e;oX%iTdWkdy8V?s9Zsx0OscR0; zDX;RgY@~2r%k_DC7O3sp|K2gwYx8qlzpanXuNGRFBDJgCBwIyAm_iVo1b12k+pQMC;8HbyVxt9oii1;>d z-ki<&ksHif4c~h_t3V_R`t1{56WenMF7qDx^*;JOT>4Ru`l#RFqpkt}4-g#$4kTF6 z;0c5Y6)t3mP(_RwHXu%f_`;$^7a22NUM;aktgd|zg3V z0Yu16oH=#wlm zNsK2=zEs)rWz3m1U;5P9^XJc_M2{w2+B9iXsa3CL-P+VD*s*2LrcK+`ZQQwa@4hX| z_itIQfDb4B`_^&f$z|y}kihwK=+UK5kIrVC0qWVcZ|C0K`*-l)O&|$h-noMoTe7TY z-`@TE_ExOynD89CdHnhH@8{p&|9=1j6mUTA0@y%<4m40uL4z7}umcVnlF$W;D0)F7 z3^Ua5qK!WC|IovfLKIQNm`a=ph?-8EsV5eBa!QCKnxaao8GjnesH2ct3Mv_)vT7=) zb{r~+te!A(t0$5&@<^|?I%^EFqAcr4u->xrN-XEv%PzV0;;Sz@1QT;iF$;U_%*PsO zC?5s;azQGRbw3)C%4x&6-kPvFa5(EqwJgTwg!(@^^7R z05+3g$QQdrvV#@2eBp*egLw1OCVmajj6;u&W72#3*yCEnDSZ_wiR%_}{Y8LDjr`>7opysA= zTe^uv8>pmmjGOJciR3Ctyw|^*D=)M~z1Wg*HeqAQOzk1kX{K?@Y)k^jN`mwZmP_ zPWVC?#!!acDL?=oKs+1@1VKbgTJl^Vp$R=th#R4r^rBZiB$DKM*n^f3Y@$6Eam#z$ z0}|S*7`~z;C0s{IN{!A{q`ZZ33VnN5{lfCMz~xVHh3j7&4);F*0<3^@Yz)HS|CGQ5 zTBd=XfgtB7=$Z=#aupd&)COfy3tALlK$e0I>}L2#{iJY(F>7H0Yz9e8W>S+atKkiC z_{oBtKxr{x+7E$v${{w-h^u_TN-UDZBsL2s*u#m6pcus|PBCri<7F1L5-v3$rHe+8 zn^v5Vlw&GMjC&(XR`|xZGorCdVNqk2xYR#vh6#@SLPX;dLm0(8j*f0pU}f-_$IR@J zkA2jWpF9W12?{b}ghW(vNT$dDRl#-9Dd8slnH@<^QdIMynI->uP=qEFKmiCq2tJuZ zfh0|$NjqglnU~5Ac|-;qkj!MNAq~PTW-*15OeD2$na_lmyXZGBHKM_q zc*$n}wiy^ibn{;U1ZU*bq$YBn^AhDmXFAon&eFiufq8moT>~XgjnPw4!|@;k0u;jO zI8vbp4X8ljQ^`vXRPNj)J>_@regn%M~PO0yT`>uq)eLefT(FrW7yL~2sITb9%_+(7}cgeF{*p; zahb|swj(Dwk8=WqpJ-v$TYz=0SI%-8ue`On78kIEY?JK8h-}98DZqb(6(u<#U0!i^ zlc2rSc2yVK&-B~2yY20^aCOY#_TRY0gotp8^D%N9|7QZzyP2=c>8*2ZcjqWrF$v0h z-iNA%F7WA}5bAfo(ZP4Yd6&Z1CgHVv=X>A%{#t?CUGRh7lmQMPfP^!+0~7Ut@dQ$| z%${HbDpodHQ)mjbiLUt!7Ye3nacuk@jag6xt>d(WWyHl0lF!0HfCEUDSNhP(*m$SmmS=S zEE@|niWlpNo%cV5l3SG!Ia~pODkO5#J zq71=6j?lpB!Kn}AJ>K%IN_3(mK)I&aIUkt<)nln1dFoM}w6t}8!v`-Jt%9Bz!D^{XKG!mC;!f#&d!{0a{? zjK@=1M|R{pcO4vxa-qm;`MLDz3hKH=uQI00W0{*zY9xJaiQXT&cS1-v=kb*1Vlj;F$feb>?8sksJu;E9=#M6zI-K; zxCp;g3BYW~h&;VZ+@8YBr7>EMXj4p648_G%kH>rwSKLp-v`l~tqxTUboGgo7yo04; zDr}1;(JW2VR0}o|vj^oL|JH2HzIe^=8yNFC6WNTDursH%>d^BWJKZ#mw3{G{i8n&2 zN(L}I{zyZugw9Pl&g4|izGKdU0!|psQO1I-;u#3*1SueODedIWkcvx*_)b#_Pv;rW zRXWd`qA7>Gxmt?I5&VfKde6f2#O6{1`&3Lm$jB3H%v97*Ed4jlRFa|l#Q~kZJ@8Dc z5=NX%qXu=*)a(+Ud?Rg|P;*-h*hI?MM3~tG(S&KB5mi6lBou8h02bYkxWfUZuDT{cqpU$jFI9)odno~OEt_bxm zJq<5$^3(6D!pQm1bh{%iY)U&RR6p6x^+QqFD47Jf%KQ+{^4LmDbs6NGR7x#^pLoZ3 z&DTwOm4nO2AMMmnwXh)N&KPik5ty)wQq@&uRS7p_%P0Wu4S&!6$W6GuA zBcGu|KFy@6nA|dAq`oStgE~kH`kB7bT+o}l&6hazk?~NHK^9D-5IJO0dT+!1KSng0D%RmxKx3J$Q82HEVC^l zv;~Rs>`M)7Tey8&o5NW2@wvDu!mLoAD&ttb?OR`64=2dj%RJMR%^SsqCdn;du;|R? zGlL_Pm&$EI%-z}7OUvNm1)}4cS|vRw-x6GwN`b86NJ(CRG(4ZCC zp_Q|!35Kp$qv9Cs{U=EIhAUMxfc8 z6Q&&9^jn2+c)R>))O*8XWln%%Hs;p?V+9uDmagdlVWCTaT#lyYGr1!> zLMQ!Yr`PCT{%}`chS!#UX_)?~nYL-n<`jN?fC%nRiBJKa)}fw$Jjf&MIL>CS&A3wI zyrgbz)p}}_VzpRfH5H>Zr^bSrdo>$dG5LV0ndmi}W0AC3 zq^nKX1a;MqUrt(HlfU{~|NU5MyT70@Aw8f}8utPu#U|4-GtRCDd5 zhBX;$xu>o%n1eYB-|*Q!DcEbV*rxCm(*hjZu^)3H6hCo@gpuKv=izGcA#tC=1#9td?pY&IoJ=i;`8hf=77eTQB z!Af-Td8SOe`Revj$w!WByjhZFiazLy5|`!GUUh^W@7p`j0=AxR|DsFovK~h5Hu589 z3%_1ynsoAnhFP_Ea{M`BYNhf##puk1O)OuGk4Eg!O(!WP)KPF4_>(_Ble;s|Z!+HR zHy?L6N8lld0XnyH9W?=VkB)YS4sU1ocb5)!7w`n|_Uz!%1?%%!8ErVWyiYx9)RDA$(R>FVH>EaUNF#C%E+%Hg&nq#a16;9zOCUUyCGfQ!{v3 zvH|NoHeVJ={DKYMaN_jFfx z=tP2CID}jvj|6agxR?96&jq>51--|6cYpgsIE3eLd%J%Qdrtrx;`ao9BDY>-buj`b~9*$ zRW^1gmpbjMI_?uIp1pFa?`Q(za>d@G`L2N$HS>O z{3vqdM=T(1$avx61-rEQX$C!yNdp2#^ZT9R*lV)=5-oAgw2`)Ui8R2w}BTue;IUPUFpF@u>U3#MG)gL{w zjvc%8?$@`24=;ZF_DPd2p--=VJ^S{b-oyVi|7ug10u1ltXJ}%aiTwWm12_(V0}@!E zfd?X(pn?E8kirl>Kp3Hf6H+MQ5Haj9fkFl>*rA6Xf*7KRBa&F6i2~(f&>;%t(qDfq z3Um-d2q<(&e+wY7qCiL#^xpvo2oMnk6A=l~MH+Er0~H{Rv?NI)*`SgOQ%)I^l~=-) zla^a*>61@EF@=;;V}fZE5J{lXySepN&( zt+m%;`(J|(R@kk#7iPF&w&RjpuDR!;t5A*!tSeALDE4O%LWk&>0F4R2sG_<(`d2^z z4p1;;z(W=pQAJ30)X|d*6M+(y4?~Ql#1m)9rNugV=~I|yk~yZBXC4~zUubHM|(8EafrnZA2$CR4u?h4Z0`COTEqqh+zy z$DA166>9um$S1M0_lpU}m}^o`3Rz^2={D!lUxC)x@=SXgwfUh!8mZO3 zq4C>od$d8v*I$Q?R>v8R0Go5R1FDTY--#Oo!($%o%#B!fGu9?VF@Sq5$OL~o7qukk z!E-gp28bIWglvGJ#U-F|A6y{|Tj;@q#LIFvVqE4FA|ra)C|{x55x?+r0Mc#XbOaMp z2Q(4`*0qjd9g!UqnFy0A|Jg2zFVWqWc-OHjE(Lf%I12G>mObO8DNR&Co?qTKh2}*M zdUlfD^v2>9w+u=zeCZ4KrqHwRAto_-w4=`CryBb~?J}BK-}+LfhNU@e4B?xC_@Fj5 z@&WRHzrjs$d{Zh(&L(VP(_{b(h`>)mr&rurU;|4D!SfgkmFroS1q^^e1$iP~fUA}Z zYZ)Q~gphC0aN(?l?|VT$0zB3TlXAv|(dy_V^p0|Y<-K|I|fJdtwG zs?0HY`CL?B5;cV+IPIUKIVnlipc#Tf&!E!l%FGs;7l?B9v!2!29vOugjJ9+&vU!vl zil!M(U@D}Q{~}sw10%lHum+G*8x>AzleMii*EgIbU{9CxQv~`dsH8M%c_QdtRidYY z7Wk0g2saK|f;GKZ&1$zy7%r}+H@@<#E0`tJ?Y>*_q zBC%m3n9>LY>tMlBsjq$=>|kv-lOMF?2O8cmhc}Fa596T2A|5e`OMH_pMwYT&@h-BNy6 zJ)5Y3|9v{NA7rAd3W1xiR}IJB_MWhpgkChG)1|@`l1qb|TgVRufXx+PI@8-kVn9`~4iYf+i>R>s=46!|Z*HH;o7YVB()nUT1ipOsfi8S&YaXqEcympP*;$2eiz z%ay5{O{KLowEN9ui?aadd^VvL_0Dmd+au=F1qM9&KvH!aRT~Y=^&VP6GH@>n18(q# zLtMU_^Taqj5la&QQPY^_v|jr<>W_mQu%~tbt!15plcxX#AqYYc9^i5iz#Qfdm^sa7 z{~myw<2>g&*Llr*?(><)9OgSfc?x75gBX<9*6yrli*3eG7#kURd=$)VBl=_~8^(-Y z&;m%4{Ta}V1vDyi_8S!{V>HPY?M${~lM91wCr|mM^lRj(@>ex8h#RDt@bZ`WpfrVQ zTczvfcD#Lqo68iwlk|?2z3-iGed8H#6(H{h2|nnEyAZ1~NO*)6o@n@DKJ=mo>%=LZ z3>;+IzAz*z7L;wOos09di;C=7I8tEFQi9BB%m609q*RO@`Y^RM!|7|~w z%x*-Q*HgyquH2usYEY;Xr~<#ku-(;N8){ga)Not*XcR|{LH;zxZ)h22?13Y20&w-6 z(xe-t9GCr+Pix>^0~Vfaz+2YvkDKw-;>lU#-HNZU&3H5d(91pM|8-Cc)9o>c@9ny)x575Lu848W9ANxri z9@W;=g%78|A0u(yX4K!;<=^uR*%b7j5iF0}u^rYiSph=E0glh$wN#p!{{fa=l5br~ zx%u6u)X%rg9dCW0Z?wU4)xjw$UUi`$cKu4*xFC7VhXpXevjCdobRiHDPAm5l(yq*(=oC`!D4zSz~;9l;{-0v0N@`d4#8~}i5 z(0mzyCtN`oiXrn!UprnO1jO9;bwL-1!90pV9MS-q0D+ohj~J;*LrL8q8e6srq+)PN zx{W~^L?HcjMQ}xrrPvACNskwt6xQij9(e&pJyHGUUl5q9T?QBmUoDi~&VSqG5Df27=^rVN$7h0ZINA1+LE>?8Yd{-MY1;{$$M` z#KHgUl)TLwO`2d%>Ll7^mro9r3cg@{cu0Az&@NhKwlpO$LgfxNTyjEZbbiRqZGZ}_ zj&)uHSayJRhGh|DLf0{2MZ~sbV^GIIpvWeX_6|b41C^H66upd>3#f2>EM8YWrPQWnQc{SX)p?h2Hv(2%^)Fa-xU(dM9*4miW#+?Me3MnsvC&LhHgnx z9N-2g@LeH^A_g|-)V%1c%;a#?0cXr;9Jr`&>{LzeW^%-;bOa}lV#g*}!T=N}w|>x& z9_xqrs<6^*k`imo;w*HMP6$-QL_llLYJitg|6v6L0xgWg@byQrrpvBcmA2N>-Y~?E zT)_^I4$lEy8?tL(YVBl*!DJ-HXb385a3;QjW*~yfw}~cY;9X=CjRY2wq8j376x1P6 z3Qk&4TVQf?ns6?&yugxY$vQ_-IhE4> zhwch#u9hx>_$si1uCR)(lMe6#8{Fv%L^N$c!9;}6j_LEoCw@4K22mWe*lxK1@K^0e ze0?wme`{Ulob|0C4`}TQcdgg1od8~Bpq4F*Zd45eQq(}^LMkewR;cz`Xh}_~YD_`+ zp6v~fBD=AorJUsY>;Y>Qu}b1yYzjwC4UpL2M&s6IZPp~L;4kIkD0bk11$?1_Af+vF zE&~(ruO2YX9vu(*FB-!!Se1?hLj=n00JT~x?-qy&_)W!)@U<{)RpG8z{jq<@C-B-O z3U^=eW^HHER)T(}A~nVkqwV>i|E(puCi*C3;G$&Qu8~*JAD+}L(`4jrb>!l2;A#Fr^#*RrgsR}ZMk{Bm z{n~H*sw%7cvj51+s{*sVAp#-b!8R+%pH-DIQ?o)e^D_r)4B$WrNb^aZ3hEW2wzK4ieb2lt6dHN3hzJ=@PP4(ffbx`^D=L} zvXqrUbVqVxmObVjxa|)AYxDs0B!`byn@AX zMe%MG4fcw4%A^rMrvaG}^x%=IM4u)E?wzN0MsCbC-PN^38%GxF^>WN;{lYI7SMj`+ zjoIJ;~K(9zWkWh&H;+E(d=|YlE=MS`~l` zP6^ZJ83w=(1VXynqdP-lhbngsCs%I|o+ieWZeTcB09X2gqH#kHK-297I?_SICPMq| z!d{ZYmM8`C9alVbC8D@Q*9J^hbYMHe06p$^hc|fFTXY}-F%#t&1BmQykdU+XpuO<| zx3_yADNDO_e9w23KTZL7w#^Ly@3Mh_6Hb5EE-W$jfNOa$tv7+NDYt^(<#%Y&3Uoh?{gDO>}qiaogX-nl1E_c&NzurUpl)EHMR!qCR`z z{TzD6YVlwn|Hq9hE^ba2y@`!;fOHLvg9;frLj>tpjd>g|Ig|gQlUKHsv-;q~C-QBf zLX3I~mA1uw`9jQk?%ujBjkAKZX}P5Nd>VjK+vgcNbyPPpav4`a1C5zYI1=Oe)o3_} zds+G(cV~b`N&OKdEf24lEV)OzkkSnGsFUPkdc2Y zY`6KFTS0AW;3M6${WO=Rc3}Fz@&xuX{z2&VI&sJ=U__T{xc{}LCVGi_Y9^dyD0-}F z)Up)k|G29T5FK=EZvb3CqrVWx;|h>?BS#n;0JVfVejsxK@VmqZ@O%S2lMDRl7JSw_ z4#XpTAKN;has4kDwK(tk3YB^a{q9nej#D#oUsAOtS28K?HeIXj|JXIw>;Wolc$ZZ> zhl6ruvesOW<_+h0q-SiZo_lnoy!yt$#BL&%h2-6nUp-Y;{^LH{OzzZ*oZ zgO%r(Zq>VYG!MMiqkg$Cyx41y!gqezi+z}@HmT$Lfv97+rt`+P^JK)i(4h5)Li#DD z0ZE?Z-g5?r1ODIN$;2vBLDR6pVs|BZY@&lT%I_V@FEOaX+haJo;Jg8KMOU^>;l9%6DATAGEsEID9600@kZ zM0yr2Q7=a02#wSBtx~C+P%*W8SL&U&Yt!~c`xbCpI&IC+G5n{FUo&qFH#Ur?Mgar~ z3>?Tvv5G{Hn>jPQ+!=Ie(V-n^h_M27YSpV*qn05f296LD3>p}H8+UHqyLtEa?c2oX z-~Yo6M)c%qTttGzaeG?M{I&^C&_#P3F0ug10NYoB;K5^Ncq=u>=ET_(s97^(6t~Zr zCQTeZcBxjCYM<*Jty!<8(L&a|^2kz8t@he`Ycaswdh3rn?qkZS2kUazY zih~Zf21AgJKMYHYL%Hg>Uzse#u}+B?X=c(Z0)t!W~Lz5 z@Uv>a{k$4*tU7x_&nKjEN^?UH4U6lK2k#ox5xsQcbHfDTDvYr`Iy4Fm!Wf$a5B~^6 zI_Qe&9$M1M&Bl4L(@-D6amP|ugH1Nt3bIYqR$YA+R?aw$l}b$$YBD+JUagYWgsQN$ zS0ssK@c@##`eKSt}uDT-)0C6g>PH2ZBE83zEENnyt z19NaL2=Q{HjyQHImnZ}Y`w%V;5qs2J4(AA?0EIZ6Od(-=eF)2gT_x4jhEe@-RfQ#< zm|`M%t+?Rl7&774TnFm(Vu=$DR^uW?Vt|1yQ3@lBl~@9ECh`CbFswZ39jXna;JTyD zr+l_ns%*98wp%js4C`nDZ*C7?!3ImP4tDLzq^W8h`J-rh2^&h%KRaxzj{gd|ri0P~ z3?SH`16*wASBx2|qGY#;#Lg)r6!xC^*IopI%0~>&9EP>+j|pNb0@+{_l_h z7oSS$#!2pDAt9G|{aD)<)$))c(^j_iKnv|plmTqa85u*%KUk1z1ayQKx@95TJt}!*!vkb0Q;-pU z3L%j^)snpuyFXcw?~U^(vd9y8q^sE_sn+B@tQPVPfYz z*G{9jv0QLm4A;)cvj|b`o>t*v0uvatHu7Y4u?%2fD9E8%0_K)W$tUpm0#5_wY$#}G z1EnfZ85SLJkBhA4MjPVHX9_Z!GUVt;N%{~VPR{_x3C%Ybk~oj$W}L1HXQ*PDq;ghd za>bfo5|s#nAb1jgIm?hkqe#msLg=1VTcs*f*~NMFWIgOblR)WdP=n%*F@K6fgYwA- zdBKuio|{7;24GAejiZ|@UVk`Da1vUY1>`f`qsFzX08ycD{Xm8O^uEZSco*=Ux~P};ED`Xk)zdbadQCY z9zbQATnWr%B2=ns)r_INLtXCK-Jtc8sd=e`x6V{q%bM{+VZ&!s9Fc}sishknz=H+M zrjR@uAbPzm>03w8U;q9WzyTh?3i_MdzOhul39eyb*>~I^HL`~~bnw9r3#AGV>B1Ws zVMr2i638~OosfV$})U~({?%l~$`B&8QVt03@%%vl~S`<1DMGSMWR00-IXdoTnS07<= zHH~~^)FfG?iqC_`U1bk(9x9p3HRIf!F>3C5ilJVK6fw-VAca0+ZB9DrWg4K-j)wGZon7sU zY1xJoh93|AiV!Tn>f4q)*dC`;nUr2ZlPIxYm?kUGtV)W+doZzgXHDy=*rh8j=C$pz zyO@Gb5i0lG!;6W6qSq?>AjL|K39W6&X#XF1+6Zp=#9?*mPgBgV&Y3MX!+qs(CpT1k z#7^c+9q3P*nJBGJlZotA%YxPcsr9jLki+8a=TfTj#$p_ET^A zYl9lx(Ay^IJB3G(FL&JDM=V7~_}omUd%8iu!yHg86rQiVUbwGAycje!0^+l~YR+n& z;_tXf&gd>$Uag>R$u2fw6S`m}P=a|NXeE&{P09=l{A?=hQgBF6uOJwUGCZu*yd%))Z}wEq)vAgy$f)oFV-Io(sj6mB zjt^*TEh<_JK4eTmgs?ECFfgLV5l{gYHlY+?0s;cy3a+625RKtV@NYJd1OMv-K~Myf zjoQf24WmN_6$bQBa3Z4Y1^;^k+k}J$g~Z|-=MFLH{dlT7kM_>O2LlN2{>`%D zC2X$H#F_%BjL?9p#S-x?*R}=vK z1%3np7C-?y3Aq(m z<)(yqBh$!_k^hjgNGy{&DDyX<6C}{axr`}gSf0j5;t?x9t(med-FGgGdNF>4h6?35yuWk z!y#pgIfLXtd4oWqV@1-YSb`%W2azJ@fM3oG_rx~lBPh&JqW#mwCqeW!|9gp*l0#OiK zA_y{6E8TKz7!gaew8pRtG5%mA-Ape64^bv6MF`ET3?f2R2qxvUA&@Bn@(4-QDp7T# zMm@kzZ?Z4_b5DD;PyKOFLnT;^WLP=FAdAvfsiRnbLpEKdQG*1J;FKYhaS(aHQpv_K z+8|xPlT*9Z58~ikVwKRlm!hj8ZWmdn3HtjPehXYm<09KchAo3_VGy`92 zl{0QNS97vI6W~8-!B>A37Z)`clQm(XZ1j9cI+c}Qr?Op(C}MS^(sb%_R3--}k|GVm zbN~3ovbt4dDX7+Ht&57yFOE$v7vfhVWBOfRwU1Hl@uKtLViY$e&VlVu@`#* zg%jIY}8a6d7`3MTtAZlz&4czR>Li5d!3xGiBKt zKO}UmWfPQd6dQtoiVy0O%{FzVz zdNUB<0)Y&=vg4J1*qgsL4yYyzxiEyZuA1e!nSQyQFB+3KAf73j1b2_QYVCQSD^p1m z6gtk?YMHc2Uu6Mw<(nW<5Gz$fwbkFe*+fEQ6SA-raM?3B+GiX2kv#yTg;@hMx^H+o z15FyZs7Ih7lV7(YY-_k|GQ(_I_iR{BZF8P(RqJp!>u^SVaa$&GjQevx`*TeD zb5$mEr#W=D;dDCmbVYV{cIkUT{d+(ve5N#fxZ-?2=6q9meRwZ^ivE99Gl8N#fu2`^ zlbnHGvw=JOflDibzCVI>UW0PTgJYtEMdO4+s{hVF?oKabysY{@)rJ#xCqE-H*R#>HzlclodrCO+{sOqV7{i$VWs*>fZ zT~({BcC3;9tXk!*VaTq9da{sOv#I5?XaBQZs!NI}g!E^4ybN<6~sKkur#(Rj!q_oP3fs)RU*xqtVuk-PX+R*1Xf#liApn;@F(D*`e9l z+1%Qj|J#G%+@tW^o50_m|KE%M=D{{R302>$>Z2pmYTpuvL(6DnNDu%W|;5F<*QNU@^Dix@L%+{m$`$B!UG ziX2I@q{)*gQ>t9avZc$HFk{M`NwcQSn>cgo+{v@2&!0ep3LQ$csL`WHlPX=xw5ijl zP@_tnO0}xht5~yY-O9DA*RNp1iXBU~tl6_@)2dy|wyoQ@aO29IOSi7wyLj{J-OIPH z-@kwZ3m#0ku;Igq6DwZKxUu7#3lKg~7?~u4g_j>|-pskP=g(sqTwXAFpo0bp8jK#8 zxirDd4I;Y+nc0B@*r0Rk-p#wW@0$!FG$@c-py=TZA~;Bp+JW!{3o08It)e>f;s#G| z3=TU10qnoSi~k=_zP$Meg4Bt^&H$FWO$}z3hmgiz$@vu5Cko4Wt%43j}g5qtsQ zf8E#tT|&;GCY^Z@MkwKg6uyO?dIby=fqSAjARm1ZMBs=z<=~)U1Z5xyjDOt_Kwx_0 zFyr5Un}AnP1RY>l;f_4^=;M!0T_{S10&S?Chx28CqB`WXL1c0e$U+V)4cwN&3(-w> z8)~Tqhni~I#gF1w-1}dmU zLOyAvDDlk)LY>{zh+T-Gbkl~GA*#^Ln!(A^O(@BAzzlsIz(Nj!Z8!jd3gm>s%zxz6 zcw>5NCja-Ll1K~#U^gm==wE)_;1Gcdt1`LC0wMOts(>~Qs_e4NHalUV8gdvPH{{IV z-+E>i34y5eCGbE55L`eGITK_3Wq!(;}@I_vPm5J%h?v_(o=!>;74`CxLt&NvJX-$vly77cu{tBI
TW}klSrYI+JFf@dbCFRvq4L&LtC`7tGil}v{fOt@Dq$p zTQ7eDwaJIA(1;l3nF8970%hwqGzvcMqa$dUuHuSCcfco zxA|}md0UAPOLBi(u*l}V$kv##BnOe{cKk;kl{H@;RhpT3fvBZClUoTGo1q)qaj^= zT%);p6~C)uStY#kB7|1|iIrN(6d5MH=hM4x!$#$jmTM~jaykMpFbVR?y><#iVK54{ zhQ9sRQ3-L714yv2q;ga|xJAaO%?3M>iXH|Mu?i7P6Z;XUCAspEv6UMirbVg20i06WaV(5u3DA*>`UoF<&RgB-#=%oXy}dogUS zE`S3XfV^PZl~qv~APhDvdp>o6!C^x;)cdBR&;iUDjqoUsfBBd8iLcDC53o=LW~OSE znOI+-xD{vyz4A(#I+C&EYFNN*vXgk6(#BtWqC3ZPAepHG%&CP?k_EiRxJ+jt!4VF! zzzZ=3Y*5FgI}|TEUd%1j$e< z0aH7U&TAD@!lrJMwdwOB-t$@k?WT?lg>4&;U$7}`JygJEJztu9Le&Vm7+njFtqVHWGm&clhj@LbhSI?pXU z6z$?-!Yj%8TmYAB6%LRtEbKjk>^5G{s%~><|qQ;^;^TEuVY6sAKz!Q?jZ%`3zzy_?xBZ5KN zQnJ)J`oRZqlRN3MIJwj-f|G3B)nRefSv{Qn^3EYP+rawOSHYC=W_5Ms0#@mzVfq!E z9M`hlHlKVx$o&;$>RQmPmWaW&4=|@-sLI*Ry7CF!hke_P+6} z*jhZ0g=)-_-O`l3JQpjHde;g21|+MCMS zJqG6g_aBh0nI^jtl3Tf!3(_V0@|J3zZ5ekt#eQw#vRc!2>8A`o~W1isO~M~t>~gwQ=!MEsxC6ytkes)SKtnSdIday{P=+syqfK6XOUMZ2BD`C%O@G5Wt@azlqAAn3qziMl(tO zGaZi(#w5{mQ$&Cdk>vJG(@oxT515&0kOnxgqp6Nm2TJg;v0 zjumetjIMr8WR9Kt{H+X56=RCuw{;Zz>5E{zefn3g~d`e;MN{FCm<( znw+~4x`XJImw+mlsK>@0CV9Ui_v9=e>EUj37h2!&Q3si8^Sp%f?k@D+%98dPhER&N>?n!R?-+rPv-k<&U1rd-uaE`lk4Bp@U~a$=aT?(Jrud%54iyGE8eaVPyu<3 z0~$Z}-p=xep0T&DD(_M9!F;bKeGsAw5MTrjBv{bkL4*kfnqk<`;X^ZSBu;b#u}+~v zmO6E+RB2-;ONAI(0Yg%t6)RE{t^~t|O#}onWzM8o)8~b z^dy8$1qu-8-GWJPSim#u1|}SHY+=NM5f|3RfTllxDR3$%PO3~T|1=MTw=qD zuQ6);xUpj)FlMxD*Fw@{@-QzKk0)Q={P~#?kSb03)P2*aQ>(_jir)Tx{Q2>R(02Ey z*$viWYl993D8PWfb{Y#4Z789{KbiDOK^w{R8|sNCEG!BW2sI4<>M#$9N`VrZQt&62 z1QN*U00UYypfbw}xGaJSG{6A|mqHuki{yG_iJ^j)Th5L`WHWNMkfxiCw(IPWLykAZ z5F7x z?%C~Xm3AO4p_@pcin8^!p+hk8$jFT_!j-$!&>Ub>bko)U@2I4rl5ahHzvq?T|1cx={N$0_TrxsJEa`4C9|*mc}<*J|P0|J0yR2mn_5t0%Uo zFNCoSc3aO&@1?8iiSKRrvB=2F%SDY>9UuZ4ZN!lc&`R4}p`cGjx!3YvlcNw}DIfOb zBtsgu@yc&*di+|;&vjd(y#>>8JB;fjY*3x<3^+D+xl4fyWMBiO@-^EXP=XUwP=AUt zfI_VfFk7HhO_0YRN^pp79*Q2mv|%;7*~>vCI+68oa)1L|PgSeZ%m_RKK3NftO!!lc zwQ!X!UTI5lymAQRj&`Il-6kWH>xi^(hU|632r=YPgYI*u8TfHceA%~UFUKX4Qs79!v zRACH8tLgw8YIGwwy z-Vi$KfGZ4M=zsy|F38XeLKlR@)bIT5D^H|U{=utDO{AXiFd`Q|sr5#P^R*(;R2 zfk;LA$S{gffM5pHLb~K-K_6JV-U(Ep>H6cIcqfz(GU|_SBTVz|MM&pCtZFF)6&ebY zpsid*8`sMo-?&$S8-33umt3V4S!2%s^Wih55jZsmg@v`b;2DK|hm45QN1XiO@0$UGfS zqs2r3saPZ<0mRjBBN)OETyj@7q(O%wyXQkZxh2olG@Uku4Nh$%N~2-Kr#}^HO#O;Q zToDluQCMnKEgP1nLe+sXkm_YU`&pbcvnvZSSXaGrfIi}@gBiVAGttn(bj9%|*vsCG z9*KiUN|L40>MLMj`rGK}p$>=mh|7!%u1c7)H;h$IUng5x&_X;1n=im?_y~ukz5-XjzS2W~`zxK| zin2P&jS}Wg$J`zQ2@WZME_WTg6Y5%bvo6T)gDo6T?~aFHAS^FW6p&$cfjGor4P;pn zP)&T9cqlMrQHwNYneE;7uHd|q&^ou@-<}Me{^hZMixyyTB@IgCLhwo!Y|9HL*(MQ| za4#v0P$fs1f{V(}h8y%C_tNC6^*Uy{rf0RRe###n^|Fcqld-=2t*&?lUmEm!-zky| z$8+v+ok7RXBj%JNy!p-jid+ylOaRGJjxv**tUwt&nO=lubnCioA1fzwnK?(H} zgAIM?_$a!Ky(V@b&r8DOVd6n(ML?MCMP=xnu(f`Atu@mnZ4J#(z8?Dwo7?PWa03a| z17WqR%}rBunn4bsbewF8i;*{IN0kR2-xuIu0PPn0v%dy*qARR#fUE1+Z9<+NMHrLf zMZ2{mmL9gn%xs6689yz~7~f{py_9-8uLBWhLdt#a{r*?DvaStBV&lbHo6gUMvo{O_ z&Ru>V+TT!qdCm8fX+4EtL?Co_y)KQZN2d$g6oYMhD^(vC$5*bJc?AyEtZ{HhJ(D2+ zZGQ*LV^9LQot1F^60XKKhBV;7BRkBSO}{mbQVH|~|1d%d>6aKn(cE}p(m+pE^|yV0cD zK40xL+n-3|41*p%)IvDMNp@S3PK*)oP{zlN&`L-IND13K562?h`tnLsnlcmOrC zJ;IARPg=ZkvbuPSx5i_lBk2T;sDpVrjqp&D30x=!bU-Aez7?>(e=EYv3V~eUfeWmZ zFJl2#1dG-2<*ep3V|ssy)R^wtEf9lD;P<$51cDAu{kfiOEK2@ zxfL7=7wj99db+#9y)=-+{WF99x~V+NDV8CyGAR?4;6p9uv?|qOuh>dPJt0Gz*hHa7L;0J(N0LF87)5K@FW*WW zUJ*Ir0={;$!$JT;fd~UQn3`M!rdh1TBxFLGTgRr_#hU{^p*u#Rh_q!Rj4s3!5KOzdM#7D$vu@|GE8yP$|OSN9vpCKYe zhFCX^M66Eug<|%(VSCD8I!QN?NlfWQt|&N{)QS|)N$w-dN-;nG zvnsk~WSxKXkOP3L%y7C;1UJV*pEztaULhKmX{TWj0IY;csievVv`XyzOJLGUHpxIs zvqud}o(9=Ipx}^T#FT#A6llCeful(`LBBPjE!&EM?%oS10dTC28Yd=oI#7w+R^GKDA(F{G&*n&j$@0^y$xi0xUQ{aK)m*ymf;#*R?Rijg)0on5vZpW)t=5`Yy=|4;`_R_c3k>CqE3bu9yfJU;A$}c5M?>C0 zLJZHets8L(IEY^AJxSL^fYPmr?fn$fO+>j(-|%hN@qOU`@@*>ySO5e#5C(Rz^;NI1 z$>6W>Qqtp!t35qyz0k*X9g($P>(L7s^P4DOFa!|Y?2U;7F5uC%KoazilU(2n1`6?g z;Jhv030?q7@P|=oupNFv{7qRjJyb}0(DBoX-8H(IsF=ugo!mv?^XS$CQGghZ;TMJw z8V)}gK3f9DVFmu)Bj$-7_FwV>YJUzJ23#K!bgtV@tj) zK<-jS)({TnlY$|}pEzaqrJfW(-)Y62QEojC@nXFwVCqF+|HEiqwryLub=yh~{t?9n)=w$xrn7$=ej+99m8*J{H|AVP$&{Hwu#oDn^Xp|IduAb5j zuxh!UYn-;{tlsIZertjp>NXi%stwhCMS%CUW<#FhLWWh`;cMM>YrV$PxTb5!o@%V# zM0{&(2{LP;^J=>TYYl_Xt-?{x7E2YoR!z&DByLs92F%D_Z4Af&yH0H>4QjDr>Xdb_ z&-Os8-B-vsztA3!t9WS)h3yH7YSxBq*S1~Z{!YaXk>76UfZk2;dg557iM*+rr9+O+;_+zDZ|9&Z)(Zn_381DYaQS5sZI+BYVtnR?>s^A;H2@xJs20~ia2U-^R{Bf zHZLj{n;eJoDBpl7FLMQ4@jM~uuf~rAC^$Vba-K-(0mouS)g3oy^EEkhG_Ps4SaUz; zJS;C^w$yT<0IA!y^P2!c(yq|l8FEQ4^m_sHKp*tl$%%jf03rDV2_69d04x9i006cG zrUHim0027!0WAvx5f2h14+R?%2@w+v6BHQ~6cid16b2P03KbYz76SwrITIKZS0EWN zBN>4v99k&@EGsNAE(Q-UNe(k7zBWX%H$R>{KU6&>%sogLKV}_4KR`h&MMXtYMm)ks zLxM*{wn!@3NJ@oDBFaraOip!APfyQOJ>pnNJX&;CTBWyJE!0~&zFbW_UXIXTNbO)n z+F?0OW2`k~q1dvGZ!$h`w8C&u_HaOH zac_BXRN-WqJM&RK7(?wgF)VdL(ha(;)Fx$ghb(mOge_3FNwY5iA7tAZHkJE z+lo*;i=91-s?dvDWQ=;`j7jT^O{|YlzK?JGk4kEgfOU|7`;t~elbYC*U)+;T2vpQK#nq*+_0k!Pl+&8Bpwr>Fj>WB;dFW2up;si@?sU2Lq8<*j1KA%fa2t zl;g{Uyv&B~%!9+ugx$`Y){4>AjN;as>erO>*NxTKlIGZ!+1ZrY+1TRQo!i=*=Gw2-+l}JezU$kY{@aJu z+?n6pq2k=5z}=tf-J;Cjn)BkJ^y04EZauD zmG|qe{_CIZ@}Bkc?dkNb`1Pv&_0awIwEX$p{rbKA{p0@s?f?J(00008{{RsP97wRB z!Gj1BDqP60p~Hs|BTAe|v7*I`7&B_z$g!ixk03*e97(dI$&)Bks$9vkrOTHvW6GRK zv!>0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN9 z9ZR;X*|TWVs$I*rt=qS78(cqdbO-~00;9;pnw8qV51HQ=o#prEtK?^-+&0%7NbS!A!ti~{xO)40u5+*;g3KD zDddnyW%$O10x8hp8z0UGfr{7^fn;(Gyyr)Z3qbHebd%kNT57>9ry79lrX2f4WYPU7^f2>+G}V9m=7ij3W3!e{U358ISMT0zm-@@Hl~g6D-hx zE#2fo0HoVM@Pm#0sWU+X@~wC(tmw7bDW3G*XRm_y`3h_WIJ)SE0!^%lqq5L8?C`@7 zJC@-eh%Q;}f1IwFDUOtY5Uv8Q7J)z#2x6lF0*+ww%bR9E5Zou~5TR<0$>H~HzUh2o zzyiYp_~r*qIHy2=` zx;|MVB?dr}PJe$S5b~R+QK}9kGpj3fe;^=QMajON|9qwa2RzxI2nVQla3FMpF5XciDM1=PxHuBNa=!5jG`2$ z7!eQ7M`XcCn8~czF9Z^xGSm@Ja^!Qu5}AlssxwgzUbv~`RKP^DTUFznqeTelP-i%# z1Oi48r8nikKSPWk0m7BS@s;UJ5JGQ z$N7^IFOz`kd>{eQvCVdxBO^XV?E|q{rKXft9c8WQI1NJSm_C34kcM=nAn<@g5nxgL ziO-^3N~lhE%F}4_Xrw(2s!)eY)B@SBs7Ot!QkP04pspl*OpU5krwXLtAix8&ksMXG z%GIt?Zfaf)t60Z6O|qKxtY}3^a7M(|wz~DLaE+^6=StVQ+V!q@&1+sa*r&AmRjJrG zOJG&v4}W~52~DU7&=A{8NFcTeF1-jOB8w6a!r-!)&8%iO%h}F)_OqZ3t!PI}TG9UC zw5UyO4|N!m_Z_g4ax`fXcS5$_ODsPZCS8E zS(6m@u*YS{Vw=!QN*EWiAW?2g8o&V<)Zn||4X=2|OWyLD_q^y$uX@+Z-uBjDweXEE zd{4WAAFRN&ZxxM3DWct+^!FsT@COQjJCxxbg%Zt0Zp8i@7UQZUzyt0GgK4_hUd9ix z2@c7GNpec}dicX24zY+w{9XB)c(tdk!f9Q*xDnw-i4NH?O=K(*2oqQ+x;=1)73{Da zmxab4>FsYjlH&?j7sER)36LEkG`u#zyCjaXl&4JP_VVDwCO$0=7G7#K1x!b54TGW2>=Q|18v1iI6q2SV)-ay4anGk1xWb)52f{fL;LyIB;LrvX}!^ zPPC#Iz33}rIle!r0&7_e+k~jOC70fanID4Ypk%rxt7mT$W2=HaJu6NCAD?8fJJ>UTnoWO%Cqqe?<_VNZltrBKqWYZ3T^-m^i z6lsh4Va|q1WZvvt!!BgHM{a@^GK^rIa9bkAI%SHh(1&)ryWJ{2Z4huh?|J9C*Z9u& zl#Bgce%GMb02el~kudBYIN{(w0E`aZg;)yy;^uxz2aK^MCXF=K?3V&GSMmQ7tzG9`j znCXN6i04xh^%xhvCyKxL$$dJ3;v4_?$WOlVi!Vm2QC=w>rwF+H<5mu{OI2~>|?)oC-mJ3T(-U7bH5SEkK_QoZ^-jc5`3O8H>ksO z0s=UI1XzFuc!0};HBGQvrKVVq6>fQE5WSUZ9?^d;v3(e6bKQ!_Y=_vd_vVdEYO2K_=7+gghF@%6Oc6) zm=*um5Fqm5a2LrWN z0fC1bgQrylA%h`7gA#FrK9PevVTaJfgF?86eCUHjXoSP36&r>EjD;~z2z64(5peht zdsY#_|AA;C_H(EwUOd2oeb9Ddn2DOWi9B!wKSyu@H*``kic)|Cq*#i47jMb-g2$l{ zi}(?87!j{%6L|P)*~e3Q*oV3Zgny`jzqfUXRcEXQS%DZ4(54al#}NiVg$eP9;3a+^ zc7B%Fc1Xa9)_9F}cLdtFjoesl1a|~N=ZT#tj^h}Prg(}_FpBMWa86~QGF2@64%EO2DuT;h!Bs6ji1N| zeZU9v1_fkTjTG6D*~pC`8ImG7k|H^D;P{Ovd6KXfl0rv{8kvq7Ns0*9ceA&OutiD5 z|7ec_fsYXpkuvd+CIOU}6OaO_iv(#ku7(w>)`YF*lNiyEoA-}3;gkh2kskSpTNnfz zd6m{kk}COn+*pQUiIQGfmS*Xd=lGK8c#7&clRV&l4c7p*@B#9u5c^dTr!j$0r5yu7 zl`lbuL9vgKM3hCzhezpVQ?Z2ARec%emlZLA9#M-dA(#hYm0SsQ9Eg!xDRjanY}JSa zB6*p0w~b?2nx=W0XPKI+iIy%IlWZvkGg$>pPzzOHXmEvleI*g6kpNKX5RTarlvxwO zNktP-m_>P*RU?!tQD=s@kgk}M8xe&c@tY&@biq*pqDgnt_>x0cY^2$ZVR)MB|3{i) zxtiullAw8>>bahy=$favjx<>X4YzbKco7FMX9EBc)VUJFITQP7K@$K2#<`2gxnTX6 zTO>D()iHL2m52}torHH0*O{Gm2LmK!Oa8oHqz3X64Y zv?re(Ab<3Udv+;gZio<)NfZCs5;sag0Xm>YS%g_rqb@Oh|I})mcc36qSP`a(5SkKC zcN^GAp{{3^ppoDxsmi*n%qpVhD3T>wrO?WjP%s8k zkOf&F2Aqm;oyv}8%A&8e0&E3g&Qy7)iW93kW4y{!t?H^l2&>qps~o{ng~*i7$r6A$ z5|D{~=4KJ6kt*2umE_5p-WitPXr;+YsU~`nV{ohricWLvgh+LD)gvL-7Ad*cu3AO_v)wudl#^67%2Y8&F#5^cH=3s_uz`bYsv z13XK(JxBvY2(urM1Kb2LH(FuCc(2+guN{$p8PT*#iV+QPr7S6)=Bc4tYLQn91tS@b z0~@j9*|i4ywVcb1W&66Y8@sYQyR=KY?pIi~aI#{6t#T{3eRl|l(041)0WCTrL_h>* z!gQ@D5`C)>NgERRI;SvTxQ9yv)_c9!i@nury)1yZoYW)!|IiQpFaa}KDAD_E4`{EF z>yHhZqz~G8fm;xp+qEV+v17onFS)v_Yo+|ly8i3GwHvKx8NdWwzy@5q+UNwmJj~^WEz|hPjCnKh ziK*EN!4NFByc@y4Tere{!J?|X`3Mp<91}4tJsupwXe`3nOTsJQ4-^v}bJ)(`dI2L<&o*g$g4d9+v|t0tkx z7{SMfcf$zr$AQeXfIJ32Ji6%_t);lg%Dl|X+{{W`1-$Ucv5T$OdaVy^&68Zo+N{l) z?6zg<2$5#NE}Fbx+`J2sgau}^(satH+|Jj#%KlIfl#mYn@I=jGdHzA9V8P1>5R3Dw z&MZN*1Od#!9H~2emiKG5SKF~?>&y=Q&=AeU4@}L~49)&f3)-5gB5TbP-O(P6t=qiK znXJj2%*ntTyz&Xk$|f4+s}OixoxU7N?Cj3%{|wI>kN^!(55nL`L9(a%%+C=Q(->j7 z81d4IMV;IQ$OWCH2aU1y%Z*a1(3slL5na_*&6XdX)mpvPT0M$yTMHb`)ncvHAzjv( zECzaD2!`MYj?j1Fd?sJ4ya!>_AwkMfG}APV%JBREsZtL%^dn1oVK0nwWPt*7O%O<0 zf&I#79H7)oUAh)ayDT}1gWRyzO4Vh1wwQg@2RzoE{n?-$+8_P4eXzTtecB#v)|tG? ztliqc+tw*fysS90>&hC!M^qIsy)}^6sZ7Eg;1BNr0?~{wu+ogUP>I$Xp}O`@+UiiZrc+gRBo|ErC&yV*y)(WqVC=6&Ait<|KR-t2v{Xkgac zj0mi42(QfqjbOnYki3N&nDI+RxlIGR&D&{A!VO>s{ZLr85X-$$VYOV;WdYp~q02ES z)Fwg7(_M;19KcD;+2I|MQV`V*OVL=Jsgc~?CVt{5&fZl}SbdP->t0& zhu{c}&;dzM+d#qGS@YikF5uP+Ue=qqaGe7m04};AjP`2F^+(}Q!Os$I5kUPAxI7UT z&f!`f-e%jx0(=A@Zn7Hf;$&XtW`5o)?hmGY=41}zbnxbMfCg~>=7@08age+?=Hplc zPLXD-25eBL8n>ZVTTGXB~tu)OSx+qykss6~*umz#mn!iH`V0{s-ZP7y>+r~thZ zPuEG1F6qQxz+}6PAKq?N%Lkp_?9M*c5iHhX0L7z@+M<5#*xtLQzU|y@>T=ud-A)HH z-Uvz10mtD0L91uK4oyHlVnJ|PvVIV>o)^YFK(~&g4G3}$su6k~Z9Lu(r6KIaKJWyL zsnvY&BAW)vUbSiP?9HC-*RHz|Kk*d*?cF@_tQ@x$Px0X1@gD#2Aph~=ZsU`%2FaW5 zKk4XF^xtjQ@-FZ4@b067|G}J1z7yxW6+Z6V7t!xZxb6ob@C5J7=DoJpOvNAVZhTP5 zX5PCf4(=OY@o4b$P(RWU-0i&^&FK*GTEF#N-}PEA?uXC_joX6#?PX$!8TX?2_*AoQ?>}uFVr2?W4~0<{j}Jz4cPh z@m?SK+wQitaM6-~`Iw*i+-~E*Tkd5qoOC}$YTx#xKXWl37EN>`Ma`#3@wa2)!YQHm z6yaEF=J!kx)@ClIg1`G&pzsSH=WD*Z!Y{$uYU5KvGwMtQ4V+{_n^x^wwr$~clP+Pf@u8EuZeuHg(?1M3vNKs z#sbY2e^7WzxA+Q#NdX0zd#*wYFKlZ$3e(ast_|_hFhsS`$N~*Irt1qb@m6G!F+SpA#&x9Ho#h-Na zU@=ES{|`kpQAKM+gV5@FbR-GOf&}YIOD|h37*aR|#yqoDH08uKS6%0Xb2%Bsfas7^_)5`F@pNPnP(cYbaZzWVg*IAg_0Ypc z^Bjr8GWA%4M7C4E1-GV~df2o+{F)4RCMiE4qT6(x(xTFLXM#1fEp72iUihveYt~)= z1vp@V2PPO-W5YWnPef8g_FzU2k``iVb3~&NUY4CWV~scF7*aAbf={|nZNy&kjo>G$sVmkAHm3#w2E=K~}_osc?i5Z#2b?nQn>I zv(W|vl@9Q6jdW4OWE7{BMNVeYlM;-e7o9l5HB9P`frDcz2fuxWV zV{7DSJO%XehlI?|FcrGctT`_gip)_6BRElKcJY#?bEHJKh&l-xViI2y1^8LiI+;*hB*;vp!Q&Le&fb)obkN6YC^f{a3@Ywe~= z<(g8KzSXXGrKuw-Q%0H8(x^s#8x#aPSi%;TussPXKL3ior>0P;|46}~QwI7Tzj}n1 zS;cH-H7mMJN^^-k`YJocnoK8>H4t9xqDUJNhqm6;u8NpzY*RVSgENb2;+}H*8WGD0t4xQrM%DNo7l0+IBOX?-l7b?W5MwnJjY!+!5j$*T6y5 zNpclCV7*y4h17+KboFN-o)R>>-NmroR?!j_LHd4?GD=Ng19C4b}yk<7H*^z2i=LFyU-P6JploW-a zS5=J2u$~vT>3yQI{2^l+7n*`Z<}pc&oaiFMwaDGPaew9TTa?7h%1(yzlr=rnFdW5jw_p$gj=KMnCbsi#E0eAFb_@+LnSWhdF(5{BhnU znbIODx4VZ6gD9u_z??3s&gTW;dDXB#Td@{x}X zIh;Z8@;j*1RiUI+M9%#6Tsj@z~9TU*h|0z%rQln1hpFlGiW~N z>zxYxiVx7h4dlQM^uQ0?!0*#Op5s0P^F9%r7t4zs!+Q!YYmhHnkMvuB4zRxfe7i%a zs~Xh79ppi2)4TgaJxd^nboe}K(=Pzjv+_y>xMRS+t33m3z$o0Y1*F0%w8AUI!Ug;| z+C#Fzqcjyn!4%rQ5+tk>48wFeKX3^@|Ct~)q+r3>c*Bpl3>xe~ZlbvVtHV6h!>`M` zYik4{6clUgLm^{5{_DU0`?~=|wn->JDU`x1bi^B@t>F{5^6?1hIzu=bLo$Q{J}|>f z{FeDap*4(&HarSa%!)Xa!x`K|C~CcAi@#QsMVA`HTC~MmB(gsw2wteMD9SrmRK&D{ zJt%}Z93#L2ghFDB#7WFTDtyG@GX+f;1#JNdO9RDJ+Qf7l1H$secDqJPLB)5$#LNJm zdeb3%Tg4f4xmkoFio-#ZiYZ)_$9WvNgDW}tqsNn)1Wn+INvN?t?7aY-LbR)eMHD_A zi@hdPL`Iy1k3+~Ne8y&cz~Fm8|0;|?X;iYpgTZg4pPS%=F#ySs6v>e!$&iGCG5AD| zyc95OFnd8d;ZeHxz_N|#03g%BaH2bIn>(ExvbWQ*UOc^g6w0B*yJa-W;M>Q3bVPxq zyW9gjf_y?{Jir@U#D?@cER;Ek)XJ@NMjW#QX^aDrQAL&18;>l>vqa02Oi8l5k~9p( zjiie5s|k2}5Of3ybtKBXtVfahxJ)p>mlH_Z3QU$tufjaa!$i!)R7}5HHbJq<#RR?x zG=*9yNK<%B;mgVaWJm!tK(6%6&uqr89EEAz2m{bEw(Lk4_(-&5O_E$o)I5^0WSeko z2^XBM0b$8itVzAh%l8t@{{RfY0i3zO9LxzyFWiI7SO9DwJlHHt7--G)6iG4gM)dp=ySy^_L<&=^iPNMk z_PXSHD@3he!-1>pr`#8b}%yeNgr zMyx_pcv2|s&?!~aInBZXjKI;fgbr{31DI3?=m?!6Q!iCbFbz{N%~T`7&-6jll90=q zVbhU;%gc+gpO6J5$E9A_Hq)Jnu1yis>OE}aDUDRW( z&P4?`WE)K-Gk|A()=$;c)#TK(bk8xB*59DbaFJ1(C{=oiNiaKABG`f=rPVxzNMh8& zMD)K3nyNQJ_+-)Ky;P)hS%pLLCKgt3qN;R%NY1WF^>RW!BLgJZR0{yfF{6(Q4rP}L)4HJ*^&LsBYnt|?aGP_SdwMgmaWi| zBGNiFS+0~Zl+dYL!dMnXiH*eu=KFvJDA$}7+p#6v&*a&%McbFH$SRy!nr*AJgkL#ZY4P*$ds+s)-+O6H7{ae5t z&B1Nl|4TvKrhQr!?cLC*+A}@6rgFnmt=w=$0FK4nyX=6}UES%WUPSfI>c!qF?SvT1 zUh3Uhe@)gzg_U)`O+uYKS9 z9T54gRz5%k;T7S`aM9fPUy|tGm}ueqY+eD@qZwS_2*zQSmC}|~Uj;tf?o`$}ol>9; z;=8?G3|3GKR^laQ;vHTBHm%_>{};}(x4r_JXT_6drm<%0T!9fk2NU)vo8S{MaOHeX71 zW=Updz4hXv^}vDisyQ6Vkq8Q4yJ`#pyFsI)@KH2E{5GLp5{^51p(pa)~Em;pw`3%NfYjY|7}ia zfMVX93^cl4j{+?dJ^U;(dPPXa?wj z&SDOpW~Q6y&{*h(c4!k$0*T&f07juw{+*XhivAIejuy38O_KsrF@Q-r{<; zgihE+s^)4&EM|Wmg<434nbzQ%Hfw19%Cmmvq8)0{=xK)*NuU<$wvMM!WaF54VVLk{ zkZ5J27Ku|vfCVrBWA5t0HtfSL*nf^jEkfR~CJD$@3Bj&n|H|g=-o|Rj z_FF#A&VMdu#%5wo00n}WY`yhutj^$m_UEsZ>EgEPvj$vglw=R?1keucQCRIxX6VyK zZPos6s@Q8M!EK!pX8^0{Q`CamKGj;`s8o@)*Vt_KT^^^OTM zz1+K&Zv#kz26yonhw%mH>ft`*^d(puCvf%+)~ohT&#Z>39s-cAI%Fl>rMcL4HxmJ@Nl>W@hgA9qTXny$Y|YpW9Myx|1U=g*%WLd*y15) z^EMaqt_E&-Hs2{#VA}2BIpb1yT?c33u~AkMSm-aDdM2U9j-8&TuGabSV$* z45#uO;Bxt3=*6}4OULv~Z)mxm^fk5X1mTh}t_jNhh!i(-m9XtSG5|Ff^j3HER}b<8 ze|1^E?@q9Vbl?R?9?dm}^R8erLOIvnuzb4T}dSNApt1+KVk(R5^G-t6_o>2;6s zDK2hdcV=QY_L_$DWLI|WhIB0kg`>^(rdVi1p!S8=^lK0C|AQZi^v)f?_Ew}Ocb5?N z7JjUaFn4?R_>TwqkZ)!O66j>!1wwCTdKdWx*Mwv^c75*zez)*}|M!0nc-@uvD9>TMaT5Ow+blJf5EAB_?X7L^d|QBy*Y~QodbM78b-((p=lZTE z=zlKqA75Xa9` z2baU2w*|@CkYH-jknaxQ{OFhd>8JkcxBjY6YeEKl%{P0>bYy4#%CrV;@xOiycX=(g z{q(QeTY(88K6>}^?dz8>qC-h0|I{sP_%Pzcisf=#>^N}~N{Wg)-OBJ+QsW=Qd+WEcS_dPEAZf1cZu!v z`zzSwW@(vCyVf)G=+dVjzMJfYp)vHz4i87Jc(MGz@f{r) zV7mK0{`~s)=Qp0t-!A;QL|Zbv7^oF3qzRbQRka28pjV*qLR@kcTF8}IW$hxzbMSfi zA&4DWmmP_IZAVy$DXOUAdn-zZo@XfdV~b&%S(IXn8r5gtf<5~9Bap4}xD+Y>1vq4o zC(&lxfw?Kz<5ePck`^t;K?orz$!GFIay?H zJ||+d}&=#`T+;~v1@O=PD zTLzQ?F2@~v{4vNNgW^ZGR)(Bt|E8LzETxp>^0MX0z1_=Pyfs@$@5{uEa__tro|1#C z3JYCkz}Kyb2+~O_t@K_=>&o5GQJ2ZE)CqmSYGv3MV^2{^4xXSb2`T|`w;VA|@@L$(G&1>O}lSj4V1cAMn zdKgvIHAZxTIC(+_tWoycp^H8`>A;afNk8d;Ub?iSXcaP7euqU1&w1y)_cNjX{r4#z z1RXi>(H)LBc8dppJawE$o^W(B(wI-ic*-AS01m6OzCHKdb4D8(sKv5Ho_A{Mi# z#Vb-}6t)nbg+#cnWZbPw^4emn?goleq%d%;+8rF>$SN1wA~X97A|BmRw59Q}k2>_> zuJS0zwk)w~4V(@`^z^{FT#ZFggb4O(hsH@#vXYj(BqlA%sV{;sjAC3=S4b$yOwwy! zC|u#TBpJt5vNDdK|4@b31}V#j?9q?5FyD|6#t*hAcP|U!0rR-W`hA9HeJtdF z?(MqEO|YvR%wQYWScR(Sz=T0uKnriU%2n<#hCeK28^)=CMl>;sHIh=q1lL1_w67eP ztmZYdxy^2VGn`dBKC1 zcaR2Nq8DxDMql{Rw4$)TD0poKL}O z|7_=(70JjQgNu8L>&lvLOSZ8pv|#IB7w!PL)-}9+&2Ho=`(Q9qBB$SCr-zv|Ma+K4 z0t}D?Y7@NR20wVU!HMu`FIT8L;dZK7!M9y#7p!Z3#)Au8XhIj7ZmK}Hy61g7cQXOr zisp4D2@4y$X^PTg&=RW_rgLx;-e%J!ysUG*lD;`re zW1PtvSB1IHt=e?2d*xAkx5*W)a;rBEzWswlv0E-?_tr(yli_O4fe!SiKV9u^e>>bC zjExz^z3!pTt7>saafCNL<5S-_p*_xBRSb^njytC#vL0`z8oqF5?^m9hm^GCa|K{`E1M7jG1VWfA@Xa&00_{cHGt3&tQD5QF-_X2Y{8<_BF&+pi%x?`J zHuxXKOvk=uRiF4%)Xg9b&fwG4AP%yE0zzF4?jYRlAoWdP>g|H}g_`sU|6##ZAm8X< z!AYDBTA%KnpwNim2yR#j(v}q3Th#29LNFg<$Q%s*pN@1@4wj)A<{%KJp&G6s8@Ay9 za-S-6O9LVy9p0V=ZlJ-r!Zf)Z-vIZB)?LZd4DW1;O;N($l@z@IK+*hyZczsMv% zg`F+3#Y(cp3-+HeLI+q5gaHUbPrfBw#-&`|q)^tSUEU>LdR{|5-BI$OLn-4quLz@OG?1|s|3)K12N?F780ttK%q3}- zrfJS))B$8_mL^^B{VmN1tk)3X(Wo81P0ce3N$iiuMr+0oQc!sBVDkkTRr$OfB(@hFe zJ|t|`W*;IXZqiLt7UpYuoW})ZIgGqXPa06WKyPp4k&W&qH?07f0jvELPpqG zCtFA-L?9zwRAP8EL1R8k4s54+ZYYO#sE2;&c*dpE+>u3Nw9$j{zZrWJ%;n_|6_4&Nw(e0*+cBz-zB{a4uQ=Z|A(qKX6!us`SnE)t`wy9(eD37XXn?UGW z1ZncPApa%fkzx%bDXEnHDWC>wl$xfX1}c^wDxxN;Ko;AUeyO8A>O$@$2Hqhi7UXK$ zBxbOmoQ4ORx+#uk0-Pe~rt*`6CY$j|&{!T(p4P=$PRGspX`#ldtj;Q}&Z?r`Dy~*3 zCA5`r=Bjr(s%idaKccyDUBqqgXEQeYkcWx-30&IEI ztG(VRzD|GwG(bIgmiU0IhbUrnu9v@ktYaMPu$1cMr7Bx8thYui&-Sd({%p8vY@%9h zuL`ZvhNmpRE7D#l%aVu4j_iPz?8*8=H~hgLFm2O%N5Mvn%ZA8;W<-%120oe@@+~Yb zoGsd>t=g{b&H}BIrmfq?t=z`#(cUB_cvju!EqHDx-*oKWVr|xX$J0VBWlHS|_yY(C zfWOjL;IgF5CX+#!SeyK)Vkn?@2c(0& zSlX-%k#uBhVZ1MNAZdLW!1MO6|NigtlCJVnF98>Dljg$pM(pVhYWBh@yr|`%=gF(r(Efz`k{MJgBWzEc)>X8PMeQ5yz$FK~~Fb#XI zp#CqD!mR=CFs+V*KVX9^@a#=0|FFiIZV)f&_C7<~j;pbXFb2;q`2b=-oxk#8$s)i4 z(2xQg?k9w>6T`{lCRT&?%d}Dsb=E9!jiDC&0^0t98m}=Mx3L=6FdWCR95*iy2P)dy zG4vMj5|4xU)UhA`@t`K{IOyjRe=9CD@fJr%1`}?{E$6qwyS{GAgICD(A7RvaOVEZn$plAP;gg%(5-daygU(Jaj`h z*s{dTvgiV`Fi$To*m5Dy>LF{YCD+9wLv15hhMo8WCGhSt&xtMCslwoITv+aVeKM+M zt^xc(DUb6Sud+FxGdia;D>o@D1OMvT+OiUpYY_LOJn!n3#^sXYa()i74iB?Gi)%3( z^D*CWNWxe(D@HSqY$NMy4iKjSFz!LWEJ9%O&=f2}6t7Ey$na)f4v@1)f3zvHEl8KL zI+wIbGcN?MGZJ&IEjL5k{-fXeEj~Z6ET}HVnrG+^axMe&9sjdWv-2&x^gv7LGvtEA z9JRzyg7ZbRTma}OL~-rr3|>2|8FOe?A&kHbEXg9QJyAHVZ0>-Ap$=`(~}P9weCGWcwsaT~&XqN2hqh>sHc6+oX)o_AH-ossw4oNH zlp=6H$h174YfkSpU=Q^x^K~qzZ7m0NU_0qE^yg$Va}qqYVwdj}$Jjs^G!;Aca4(F+ zbY}2u@pSF1W^*FdRUn4L!#PqikD(bR!$CB#dH+pgQF?Moe?dews!x{&J zgH_=SVFhkrPTkMmi#b$R2qPowt)`*A?N_mo1ZYaemw)-pWY_IRVSey6rj z_jeQ`_*@7$Ef6?ki~lN*PY=u<-(g{QM{qNqX!q|@6*l|^YzJ z`JU_fo(H*|!-eD)L>N1cMIQu46FQUM=|i{&0(gKiOgg1gxust^rdxPeXE>I3x~I4C zm-Dl?elCBbxh!-;KXiksyDdD7x|^%=FT{Cy=fa@(cyaqVuID$~`b~BU%oDXoRlle2Cx~i|b+ZOYyo3k<8 zcscZXT;RE`um3x)CpWrVO{IyLUW6#5<7#n{-$= zTxhdZ7sRR7*T2WS%+LI?54_E9c)?HmcN;vyC;YXCv}sH4_D1}~gKjMw!^NlaFVH&4 zvxSd`Jk-bOyPL2vVs_QA{9B9}^1{b^w1-w105TW@GKBrum%Z83Jldyy%-=kQ1H6U1 zJ=@3ql$Z6jBYo1#@eMzNK3r_klP)~i{oTj$A2hwwCjrz)y^s%gCc8zwyGf!KMA$|+ zsos-9B>#W`i2c}OzS(a+=Xd_*%RQCXe3Uc$g^T{%t3Azw{@j!DwU@oX5mGgaIUi=U2b= zUqAMjJ?O(d+^fF#^L#KE1Gbm*>+60xKLf9tKOEDltFLXvdv4ErcrNt5??V#s3qQyc zzv905IB%vL4yVT`9pD#VZ(tRusM`Ck)pvS*dkIium~D5j~_vX6giS) zNs}i%22;6`WiVqeU#^5XlV(kuH(Ta(d9!BDn8C`GGxm#UQKLk0B~`kVDbrs~p+=QD zmH%p0t4W`Ym~rFAyNFCEJehK3%a<_=Y;tk)~_~+qZF(YRFY>(`mWYc}-l zaqr*3$R z#N4ZqG5BQ6QOEP{)1ry;uvutF9)Bz^z|<)7uRa3@QgR{#N|^1zDXFZ|O4??EX1L;3 z?9xlSl!9x-T=e0mn_NmvQ%w?^(eBGPk86>YxjHP=>oJ<*u$)(ke-U)E}7)MJZk(SSplZI(3)4B1o9KAo+0$NMNr zlt^nQ`v5fa5^_{q);J^3qHzzZ^wLe)ZI@jwq0vbtWa$m>*Pv8gl^yM7E&pfMSDP8< z#DQO32A^*FT@~PaVSEQ}M%atJGDf=!>s?VaF7Jbj zvV9T3lq-4}vv4W%mPh>19q7@9DlNy|pMjpzm}<~5CYW2~O`6M&MZK4ud~q$dLJxDn zC&Ut8I&mCV%h8orT;ZYkM2yK!idc9!woqO#bNORgnBj(-{EkAsGt zYRXxQoqe~HHq%|KMOGV!?y5tqwRCM_{-Ry~d}TJdlua(iXh+)a7opwMFE7)x-UoG* zJmozmG9WY|0-)CfbLpshCTt;Qv_~08tk5!%qKM%TU;q!4BN{y<-}!(T#Pg|-h#zsr zNGkV|%PBE__X{3PoR~DCwB&K@(AWQjBES@dsV+_#V2k*{4>Tb#SicI`1Gm;cubt>~ z-su{sGH4U}0k4B6v?GixP=;NM@G;E0W86Lyy*qvHk1xE;qW>C|q{IcrhB4EK1ghb~ z9}1C@m9*p~qfx{Lxi2M4grWwas1gZ9k#ptPU+Df9Hlfsui(Qmphj0N#F`~{pWE>H( zW_LR`wedLBXvgE4*b-2JG8fYO<1yuv$360KF}v_1GC>wdL+%KN#v>$aXm+?o`lXS3 z!3GV}B>`bblAPr<=Q+`tP9K8goJ7oINGgYnV1&dNmjlT#K}pJ-=&u^kFr^iR;yGS+ zDHpZ~V=lU599ynQV+=IbK#cWxl*BTA$iLx1nn z-~NC(MS()pV+O?sLZ9-Tg>ncvQ6Wm`+O$im+U1Q|#9R}3!V;cfR3I4*>01NSQI96Z znI(iPvk*s8I|<9YNLPJwqu< zn3(c$)%YJUb8?iajukw)sMS?Tn_5_U6?P00t7`4%+2L4pH@PstZQXiT-R?!MbFFK9 zcI&5=iR_wo_2Lf>qd#bt<%kUFb~t+VvhKbm$mPHF(1+@&EZ#d_nocAN-Kp;0~A}z4hpC37lZ% z9`m?`Np4|KY7v|fM8Fl{>tPc+T@7y-r{??NM>xq{+<@1!;`@m{H7A$R@-i1;gvWeg zoKVocBq;mR;y^verFredpA-cqa6%iGk13eQ2Qe@+5nN;?_r7 zD_@>$5Dase%Uw>VGb9;L?cQR$+%0oRpz%JU{W!BImZJSu@{2f2wSI6e&YbUZUVNyM zSDXDG7XKV*K@XbHe`Zz1D#nxb-piEsxUt&Yd_V6HZ^@NDG9Qy%X~KMf)0~E8gZ~y` zz$|M~{-{jL_R>Afd|+{uG5`;~9BWzokpCUo6>&+p!3|`%?{S{QNu-eqZ2AQyyzOX5 zuI!O)dvv24tHVd3D`#JJpyQu~7Ied~oo#Jzo7=id_O=6k=tp~psiy4OFLf+uVXu2_ z#-X&Pi>yp%&YRx#wzo6+H18$=7v6!fg&zP8&J#AF)qfPVU{q?KD-(9Xu`$3OW*u=3 zR~96;zV)ti&B>1J;rN8 zeW4$H=}%w!a&K&9eONy7WgmS+%(XK(scS3YlkgFOhWie0YO=Aq4%P`Tsx&)b7Rv1>^VzLuQuGGN_Eg9*+8Ca0a8#`f`dJ*nxbI zft)0Z`^+bDzE7yY3_@x`Xe96m>*@U5A<&jE&~Q%B+@a;@f&HLryn-xQmO(m3i+*Cv zLb7IoQmOGoZ}O7u*!G84_-B7SYoaPjb@q?{gr^HX$7xb2+(?fM#W3dnryXKW z_Ri|>G)N8wA_1(95C2Wb4)bsW_s|(DLhPW45Rd8L0Hf5Hk02BgGgztsDrGpXp&ZTe z9M4e_)o~poNu46e9ok6~C8-DNZb7z>8?M2!><%Qj!5!>tIJkjmRME58p$z{g*Cf#6 zG>eq*0{^;U$D~dd--OXbk04F&=&o&lRIZ=o2^l>Scv>PCsPV3#F&gVF8BkK+_-!O5 z0t89$gR~K5Uhpy!Zm^2vB7CGk7U{N%pc>HeCxJ33fs!4GG8!hahv0Fsv=5!cho{)- zr@-tQF7X;Fs~)-Q{Mz9kD-j^?ODo&&&)N{JKr+~X>y@=HVOsd#xVgSAqYp| zI71LuE&0-=QiO6dIkPi2lPIUphsH;zmhzmMQiyiyhxCe0VTmRJjD|{=Pen&)9VV8I|bqc6q7L<(=uTOGJ#J(ri>Dpi^A$7aCovD zwZSv}^FIM}D5uXI+L5s`F`Z7clA>WMFHs*w%zZ*J;{p=raxLYkQ=U2!II`0Xe{&~Z zA~@HwIR8boEn$nsfNnX#VL2Iae+*FB{;~ZobaH|rFVqv7N^(4LG)Ku(57VSD9Xp*amr4Nb|Hl8qkzhiH~CMt^2T^}V@GB(hbEO%!8KgPbzJ+iNukgBNL7*=RQoQg ze7&U^<3p{G|36f(5Jdm zH6$LZ;uaKMB{V|!@m@{K@^S$s{xxXZOkjnr^?sEgqi=uePfy)pVIQPL3ZP;^Xjvnc zStnL%?~34v4_p+Yr8-t;;4?Hr_OML0Y|Zu>I(0LNvHGm9LCa|edkAh*^L%PbeE%d% zh%0^*=* ztrl7>7p@>RnlLjoP6J8Q?rXg1_5pG<31G3)a7U>)nJUfHF#4|H@a%ydq_Rutp=sguHp;H+e^Nd5;$QUbG$NFG6=WOI5LQ!T}zNfP9Uod;h;zN5gk~ zJ=l6KR%FnZBGlI#@k0wHLP+TYh6kbm9w8j&_lCt4ZCCbw*RiJ9mYn)G;zko6cehmw z*nl0R9I!zjehGL`p5?QrXeOI!acvF;^iHY}+ z_mKkADqdFNBeaByr&xj^H}NPKi-+n`M)QckIE~{5gw1$7(HNA;E)cnPeZTQQ=GY+$ zpa^XEj%8UJ+QCUV^S*kBWsOo)0eRMnm@0#ik%6Wh!l;Rb`IxH&@c%TYvnW~mWK$q7 znI5EBn!D5;;=wk-p$Np$lu<^MM;Sbyp_IA#gsj!L)|f9OvmjQvNnSENKK7MknN!1I zp6R)sXPHxN`Ic*toQ^V=MbnovZkNmP`(zexkvTVVp&s}_8y5MX9hzON^Kk-lHm6TQ zD>2#>?;h?U+3-ONnsJ=(q64Stw=Dhj5vw|5?^Djw*Y1`wIG!DsGE8vEqs-q4fd09{Q?_NTMe? z`T}xQ0W#w%XBjBrqgk3xMEa!B+N8l*oXgsIPB>&zcp|iCo&V1zhh!uii(nacdawC< zo_ktJe|kxSTBwVfpZhuDEPAQqQEqd}!_LXEk2x3mK_BuCt1a7D!!(jXLVPk#2D7vp z!Xd!gx>_tC57PRy(|V;x+j+3@j>=gyqKu}wDRgxbel=QSDRT%8@1WHq*Xh;k0-93<*h9&9RN`CCIC#eZg_U zh#W9p`$bwiL6&@;p?uRhebc2}8^nQ@|JpOLoE-6(%6Geav&+G1y200B!m_oxHq)G%U$xmmf~~BbPNaR>PrKS99)+{9hHPks z|H9E5&LGD9uqZ*@NxtNx{M`RKWrtfpA+a2dvfiUB6CX!4F>Vzp*x!S>L9CK;t!5b< z-d*-7l-)$3f~9f4;e1@>fc>5de__OGh%cAi|#PJs--$A+XOL?N|OY zLo<>JwC&xVoFKFv?!jppB;Y}Ua`izU1lK_fn(s$qHi{nb{T^p+p8YoYkaHmcB7gC7 zyzx!?@fZF0hvaQO1C<41`6k^jE}eQ3hbKLsugU(W<2mI^-&2cH!wOrSsIvX&;SzJh z;<8KjM(i&Jc%-;%9Sizx_k*Urp%c%YudailR})O4GH?Lm1*R);x3plXgztsvGK8!eVwP=hRJAMq=@!@FP7+0=*&7wPc z*SI-zh77bp(IE+v7I=&FX@Su`JEQC@BD&e=;Pum&uU*F78ROCZ4LrE;;lzs@KaTvc z#O2JJJAeMX8aImQHoHS79a`z_+zCP}NAj!q@#M>!cd0X|`t?1B7CjF?zWn*;A$_2a zzob{1SF_5rN?Gxb-K z8UC2D6eR_M`9Xp!Er5Ul8f5cep@oJMp@efGis*%oK8ja{gk=a~rIt=6Vn+8=rs8WW zw&p2gF23g4YmUX}8e_3t#?6quxwE5hy%{+ht+Vx|O*j4EbIosm&BjfJvNcI8lNMQ2 zY_d)o7Tt8tP6u2@^#ACV5wI$9*&Q^w6aitcZkYS6B&ebKvek|_5i$yJzyL!^@Lhw=C27J6b9iZp(OiQgJ&|<^>a{Xj3~Gxh zLIiP+o3%qNk+T}Y|X+Q%g%2&+iWw<#Ysy~M%3nf zqG&OOhBS%;UCU89<#5Yx)KWL4(>UUeTkh0aZw=qQT=VxPOZ|mSlbyCKRWF!OCD2j< zXJrF-+;H#9V83VyjCa5V@12*-e*dkZV$(%a%{3XZ)0&GDvzWB0kG=L#kyYM9`91Vh z9&~TO%?#bi%m2X)&NBM&(+-p|!wenI$i>P!k2)jETkNvS-VQys-){TtyQw}ba_-cw z8^|E<-dSTZBF!4pE*9jp2VXxAJxf(zT_(9iMUQ>_~ zD;-dh+v3O#fBf>#PpE@=2MjXb`eTS8;QsqxxZho4Vgz*DsVLK`+EvbS!=nx7f@M01 zqzrY=xkfm;p$~n81A?c^km^*|I@bAacRiZj?G}i_6rwO6mD3!sJ}4Y%#V%yCyOnev zqc~?EqVg+i%r~Gk>1loKdmH_(h{gIb=zfff zi(K{x#{d6`aWIE5TsuZYzydm^GU#ZBJ?_CmYCW(pQHmf0VfH|d1!fuV&<8%?0Yeam zaF8JkB$IgLvCE+lR)!1?344d5848bvvx$b&3ZTSH!l`QH3Sv-(sL4=5FNvCDq7#z> zAOR_biTH7o0owKmVMt?^(tukn<))1+#*c1l5f~WvH^yN8${qG7UK-OFIcZTYb6B!t z%p`aX=}ZJ7=vWwX;873K5vh^f1WqBli6lb4N`aL7ovl9Ds@~Wx9$69yH$u~x4jOJZ zAk)ArMTyV+aFSg7?598f`OoX+bD-?{04t9;MU$LTDe}tGp1wp%_L-yrk01suFUkyS z=>Kw-a=WD#dFjhviqtQEv5;U$8qG-w5P`>>7&oYNIcfzfj}SqiG@Da6X30}9w?a;@ zesj1V>0_I|@?1njg{`D^=X1o070*1TI~_r_ItrW?QDGR#-`TF38(EP-sv(R&u#KQ( zHP1c)iq^Ddt*mTi(?N~su7xh8p-K^-n8I>TlSs6EMGyuvE-DRXWYik86s$)(deOM? zGA;KTsbeXmu-~m4(43; zsI2nrV1m=DUl|8xr7D%Gw3OOq?CN->lC6Uu3}FaEu2;6bZ9JIyLD%i5NRhN%8v!|fx)~rq0AXC6ysHOz)#sLtTWWpw{_5BeYs90-DGsD^7;U?b>;ra>9K zLQj0Q8@AI9yroC25*II6gU2O9|q6_lwbh&hjeAp z4a*=)faQArH)OFVKkp-ePk1Pe5>k0XA^GEgg3*AdDE~~E5jb>rWnu`6$0Q8hzz_Iv zhOvl?x%fDy(IRj7U?{>d>@bHXcw5^iJU1tZWc7#V7Kq8{bM-e$Fa{HLC2s+u6z-QF zR6&F$;fRy~0+gT+@1PFdFpk@>48(wr#2`zohlHfYQC9?t_ET_p<3(~2A-QKTfblY8 zgfLf_7>q%8x+sv3K@7BLivx*}un2@;Hwnr46@7QWA(#wP>WkBma*AVWLal2@_~&(5Xz%eD7SJLBSG5mmUSsga=Bb|DV&IghI1qjGGh!Z;y8n;nRu+?Aq7 zq!T4-q9V$tB|4%`gQ9o(Tr&z$c^MO;S00LZ6od+$E!jj!6m%s)782kKm1?P%TB$$k zqW~vfx};dV1fS`}DB>VIc(J5>A^&A`5rIuPWvVDlReC8_SwGDGAe}eA&Ck_3F~?ilZvVNdZ|Cksh#SnMuwzr z(RB&8q^UX~?f|8(x{CRkF#Tz(wd$V$ibi5)7|T$G>`)D6)<$Mm9XazW9P+SNSyS=k zeI>gbo#hBDg%is@bnnO7A(SO57uHlbhfQ*=rqV^uH6%^;|jDPTCP3IR>>(J za>cGO!KgTKl9%Qu@Ue|1QU9-Gqi+U40Q!oxKKg&7_OAeIMVLvd1K62N+G-|sFi^U% zfKx^blT#n^h5m_^gu{x%vnX)33{P?ymT^Otu|{F)x3Oqo95-?(n;GtK4@5JYIg5AY zz=uTJLq8j|kvp`GOHkC9uF}X9=-Q}AhZIJ86R$L{CqW62@U%Eq5?710`uYm1I}ARy zwT5+GT?=~x_k?3x7pH0=1uH3Lo3^jowhNb^zsoR&qYaYfM#Hm@9@2anL=1oHywB@* zfxAW&NhP|GU(OnWpwe0u6Q_&YxRjeckQ=$<3J;SDzWB7Xav`{ znG&d*x|jM2z3>W0IR9$rl~|rC3}+z^vJ!u(*e|y-O*iNt(f%8Nx$3p4o~l z^&ti6M`xIPmBnz->%kwqU)44=&T2ep$z})k89a2p+9ST>+o$DQc`Hm}noA$+dlZBy z9x%ETkt!7^03h!BsQO{2-9-R`aH+R|#HuR{=kR0g*uVaJnXw00y99;#12DL&7hR;l zsM;3{yoJIyWiBN4`?W^T3&m?Xp4 z)50!X4i@1w@BqVo%wnD!6*i0%@>h*MC>~E|qk|bXlvc!*io}0O5Xt}@a7E^c@Yo;`;+bAYwhg@(PAbb!%0G2c(fOcR zwA{OE%X@BH7|W1NXXnwe8q$01yv)(e@X!q)pwnCf(}0vLj#tQoZCpHk&eSCzcR3!> zX%sYU6zbd`?8=Bv4GT~m)wjUev)~KfDGb|?&yI-?+t9jP&D9)L(DU;)P5GYw@w|9n&^V-8PNW z(QRCaY!!+e71})$lFhz+>8O&5M0=UpMX=eQt=^#Bqr!l}rmfnlT}!R)+Tt+4XVG;? zHvg(q2+Os7A*tFI?T`=qu-mMBiYP@Fz8y@>H{8ap*LK&z$K)Z)P2rAF4$IKe*u6=4 zAk)?D;WwSw8ctU1+$Q2YA57g8I_#HoHQowk;wh2Y67UMGu->0-sjtAJ->G2gz^O~v zzvAT$QVhif-IT%uA+in2NJiWK?I^=1-~^r#vN<24S|``V+# z5NG4{x;_qY=3ou5JLGXwl&}2CM=mgoMHi&V=id5{L?%`=Z>*)K_i}>QLwChP>&fAR?mfhE)nx7U}PVBnWK59Zqnf?o8oK7hBT_|zE(DkS{m)?|_z7O&s>J#GW z39Ig-4i~F6>R$}2!3(RAG2yQ6yu|Pae4OjvV&=A9-MHTGngrQEUF`U==j1WeGWzQ* z;lnL1zYQlDEkYtt4 zlv@lkC|%%Z4V4d#s!@jX`RM5XOLNj z@6ZkAh>qYH-vKw2K*kK`VBet{)-m5$2B^goLe_L4;O!s}xq-z^j&QgA&^{k2aRKi` zzlue#`4PMHmDTi5Z}s#c^;1vN0w4NtCGqc~^oy3AZ+OA3WH|a;6?33WB{JpUEf@PV^AP?Cf58L1%p~{)5Rv};1D2zYz z27c+gOEBxs7jf|parWt$->|1i@0)Mjo$vYKclzK`>!e@$RUiNChyVLo59e)?|8?RI zF$xd}1P&xv(BMF92Ne!9e!h}iN zwoM&AeEekgqe)YrK71{OF=OV9=TD$Pe_p$mO`bTU+mJ40+SKXNa8adBrCQbM)u`IE zij&u_T|Tekw2mcP*6dldY1OV}OP1)hv_!Qnd)H50Tdi;P?&aIpZ{KQx1rH`1_%GkW zi4`wq+}Ls8XptpPrd-+bWz3m1Qzll#Kt<4@MUN(3+VpAEsa3BQNI?)hcI?p2rd`|i z?AW>4!Got|0&C#Gg%2lQ-1u>UA1JYIg6$%5;m@I?a3~zxhyQ{JC^qy5kzn(Qsihmt zSj6M`R=`587wK!*$YUnuOA|(n*tTx!Zt|n@_}RvWLN z@=96d%rjeAr4^9aYmcOoQn_ zQFKBH6%}z(N-Jdx989(O5TAZ1v=pzyLVb%xQcE@URR0)fR5dehB3tGIE~S)pR$7bu zaY$T++^x6YYW4M3U}vQyywX01GT4fq#L*UiPzY{JgA6c$JMRYi01{$VyA~q?N-z`6 zRZ1yk7IMp74^DJPlG8nt)HO*OVwPEEn*xuqH>hjEI&@!t6SXap#ln!0NgXhy`@}o&rLU7`OuY9m}R=z=3YPlv=?ih z^6mF)u%Ci-P)Qfn^x#G>L>OYW*8)c?hdphZ?f<_}ta#$W?ykEUiv{ajV~shUY?+!1 zHyk;Vb5$HS-u__uaL6O~l}gfRhMW>Dp=(HIZ6Vq2=ZJz{?dF0EF#20G#bvtbH`BdE zYN&@1W*h$WQArxyr75tTY_bXa_kPD7^k0J=)zm5s*PeU%v*hJeZswWSdwS~iHVkjV zOa$C9!3Fz6a`3|+jbwM?i6>?Bb3>=`UJqCRfse(Pe}3XfU&!*vWhSm6TY~$*et{%_ zSzr2&bBY5%ftXGLW)fEeXTc_NvB_yqqaf6TQJ0$BC*fqW8kF$V(>6fT8rzQav2z5dUL#1I+eN6pd;K<9qZYqWoOb4)d9BaYJH< zR~#ph1t?$v1Smiet$4-JWT_(flbrsB<1_2TN+8^^g|oh+#o}OYAqfz`w;EWAjzq9c zZhF(}Dp(R>bmJ!d@sCVkA`fz$qj$X{VIi4fLb4fZQ7L?ogKAhq8S;aMkECRU{^AxL zW>SZ!(q3cgQv@uAvT#RCVmy{8q7R|;qV5&H27QN~i1UgRS9hK8dn0VhlZp_X>6 zWx(U8Q6X$hS_9X_kq5Gljv}ce1?8iX`rrvB`jE+g)FF*QW|L5fGGu}xl}O+QkcrGWE|WdJm>`_wbW)YrXI}46ia30y z%|Q{en}$NqB&s^)c~p2Vral@dXj5mE&wfT#s{K@D z6cu2LdUOMpPUULkNC%#aCNy)%$=S2C@EK|u1Y0@sA{*Vn(T*PTfe>Vmxk9=gbH#2L zuQ=&mdto1O;BJuG=v_OoNytIk)G6RR6iyw>$h5U^DrggD!d&=MvPfka*wE8Zi~3oj zB2~0^8_YHQ7B3KVRkb~W>i<+-OVxHbj+JKUM-jBTTHL;DmlE-!{CXRl%~{k-oU7qyFC_OfW1%4RzYTKtYkhx#4uXiFQfD&|(e#%b+qqv{R>mrs=qsDMAVK>%!g zLW~2Zu&j7n-1+?$IQ;WpIzV?u9w}#y0w_UpLvc(tfwZ|RURsM?OpT|t%NN<@3GPXqL11@N9ma3>PP3vcH-9?=k{hVJxerzy@}$ zSA3%Y5C1_6*sw(ouK%26H1~)~z#Pbg=O}Oa@VCe#^#P?8e~jodS6CnVUnX_UnWOc)Rc55#HMUo z!w|y{XHIjgL9=Bpn=io%ZijCg5YdR%<8iL$b#a=bP%HvlIJry>ck0n*i|n#Tz$USY z!IfeaueiB_R!^c8?GvC3NU*ufhA_DMZE%NM(wZiBQ-1tAPN$nL{MZMQNBwS7vy*P8 ze#YH(K50d`0Qk;#!Alb*VOufbz+otAv@<|6JXASh#Syb5unA9i zf`MsTZnT+3X#b|Er-H-yQ=gde=tqlNK_) zK%+)-3NvD z`{y?BgTG!K8$JP?sYQ~CZdkrXqOT%TK;?lxo?E=-d5gJ7t?g^IeVaUb$i52Pz^?P6 zg`*!hn+|`NGtm$|^Bb!sDZPat00DS}OK`n!Igh!DKlo#s7Q;QR$v+)DIo;tw{u303w$kl$U-gDz$(l6SC9s8AUUnk!=K2(KQuW(>_0+WxkEh0edz{& z;D>Npq)n>|M?9~>>#0bDzBc^C+&ZF7+(vHX#!kFEY|Jua5k;xH##kc7)L@o|>KTYr zD`E*lCQ&FB!Ds6TV2C4fd4+B0hh^jmV3a$7{KFnB$o)e|gjC3FVn{;@2Zy{Vy}JtI zYb3tINS(sUj7*-5BuU)zNRSN6E%Z09Of!>I2xXHcS3C}uEQqvdRP1F2H)I?9*I?FA(&G~`N)3}lwQAGqufaX9!@2eI4dBd_} zpx^Y(d|a+spawZf3ECk{tMMRVxP}~DPUn2iKFOVd1PaGYIZ6Y<>O4s9ToC-&&X+@! zzC*^%q)MomEPyedwGhwmB+tY95DIk9f^v=ZG|l#;QKy2>(4bGrK|SQirSc<)iSxvh z^iM5N2mv6wdh96QeA0Z>$-Wu}{OAXL@DH582M*eX`nVm&WKQS2P%+&--phvR?9d?m z(5GmLZXnDRT12ZB$ShwIEtOf#~~(v+7YvLO>s$ofv`s~XlcR3j3EK_%1) z7)fRoC9v`}Mh%~sG!6cVD9%9u6%0FtfJY@+OMxf=0q_Fe>{N9XmrngnzbpxoPzLMb z$CSE{Zg>Z3Qq^jL37t?0SPj!z4aP6kzgi_ma2v#14M3N&v_jl5L)r!qd52!@mzeWA zXnaQG2?t1_$_d#AdH7i2xr!I{Otu)O7F8ahn^sv8)MpLJC;w7eERqNyHLh#5B}y&9 zh$?7tmzZ1 z4cH1TSg+;Kgax;Ku}(vQ*ejJ-ITb+SfslaFm%kg?MUjwvnA?2V2fMvnysg`PsN1d( zo)j%U5`9FiNLiQ-CD*WrmhDD+c-g|GpHQq>(%>_Kx>?YuGhEAATfnL^LVv8b67*@>5KxYs?hiEGlGYaqE_+}f<=THo#3f(_fq zB%!Lg(!onxwT%#srPBq})0mqOy2V@Ro!;pMi;dl>5C6Hh#>Jw;P26p?hsE8s?d>9R zte>jmPvP*A5zO4nZQu2^1v4-M&TXh{H4gik$JWcZjDsuvMcQuxiQBs)sbN}XIEj=< z36+3a{t!Ga{nvmL%Ax#S2^Pi-HPgowUY6UJ&3XrXP(SUn}Zf@5My$Wn37B97J7>nGGcas9(^amMhVYCP)V@K!Nzp+yQc5T+>|n z<=iF#I~H_7{hi`XHC;JelacZTr4?XOjT5GgUE}m4F7?-XiB;a6;0dnaGR-D~9o`XA z2mkQk4>m&e`n#&6iaQ0*vuPo?0ZrtIkZy3g8~-LE8J^)RtYPsTWS7Zd=78KqEeE{0{3a@~_kiQ=URKhn~E&7Eriq2%o4#2jXb<~@QfNMjtruoVZF zuu^E=Xp5cZw{>2eyXJ0|9BrOqZXW57LFeG0+`|81=`rHg0D>r6fCOLqS%V0}OEv=} zc4y3m-zM(d`?=I|Jy)U?-AfSNjC;YNrD8ZzruKjZ3bM8t8@YC|E;%^{zKSN8klLx$ zpjK6h0oh#&1&RoU=rOfWq0mqahD?mEi+AuHN8#u@Zjc~DF9P&v&MXVZvuTtLmXh|~ zlkV$Zu^he*4spGrx?IUK6bMSF2NIO$(a7nY=IM9-X@bxKxkLb=uL+qEXb?6ix8mFu}~ zL?Bb4@iOi_X5QY>lx~wP!u7@TD0Rkw3M|cDi^K7MlL5^b@M8hkQLhX?#DFOasI)SG9aEYjeZG-k| zh_w&o)LpR_$UljOtu1S=_3c1BW(z08v0%AnFkY=l$l)gLy1rO7UE32KB&bAR?RFX0 zxbAzfZWq6Y@Lh2!`NHn@HFFH5@5WCAC{l+g>`~0@>EK+QUT^pH4|Pa#UC;&j*n~}> zZztcVRVWu&sPgH8uF{^PyXx=Oq3V2Gli7CA+u;e6AnTHQ=-vHY zZ9`e&~h|2R;#pITHVe=89yBZlLkQY4PhG)EKAk88`GKdE8)eX_x8Y z91ji4C2wrFR8(AzapsZvb#Ej#=riY|es~8{*9CYX20FpTy~0IlTNe zXj+uGo!K$)ttNGw&<9rSAO|H12?yALlvNBJ*bDvIv#?d*lb0){kpHu2vHf#vkH`{5 zib8kvnnCnM|8{V9@kZx%9Z~6uQ*kSj+^lnmGBOAvn1~xGD_ts%ofVA*2otfBfMB2x zQ#ExA5_Orl34w=+eK?16fEQ`#1zcQshJOWEaQG@GDHpT0S$AbwW?C>ei805I*M{vg zNAoR(CNkDq3fFC;#PBu_w@Ck5hTpz+m(Mgj-iAsicfS^daKCwQA9tER4s&O#8#f%- zR7FbezP3~iNnZ^uG5`UXf}@S{M;Hc97zSNX2fM|G{ir5i2X-ypQZ7Xah9?OCj;{ai za*J2(0k-Os!o@ntb!ch{UdMVqQgHil)rA&olfQd{bWC)Tq~ES+hh30l=1yOwSP_?b zAm4e`vU!|e{OjHa8%F%-DBsEX`NBEu*@Wqc$jz62Y}K%Q9;svl2!KSW1V$)*MyLeT zPko{dg(_Ej1;rC}F!d`n^J=1|o7fXAJ%_np`&MUlR+ll0r)ra07j{|gcc~A1)uVi+ z{e$Kpav+CZfOEW`{)zuCNOaN%mhbzDCR>K>v1xyKYnOS*7a7;c2gYCgx_$idSB;(z zv7>L9@Z<6SxhOCKj_(eR1(1l0kbu%p1k?Y2fT+Z%Ql(a_W+9vfYuKxX4j&SWc<$Uj zeE9TXfAxl-n^nlpXbY-!Wxt6nuxniNJ- zq(zPWG=fxTjv3RYPM<=JDs?K=s#c*&%c^xN*Ja)K;Uku9EZMSV&!SDMcC5IyXT`yd zD|as4x_0m4&8v4W-@bnT$|YF@0pY@i46%LL&_O(qnARrf{kV6t#Bx9Lv7MhYvj#iqH zPeK_bZNo`v*>P1G`2i&e7?4<(z4-$iVp>p1oIfb2*2I=r67~Tk%uN9ub#q#Got@v| znP+$5g*X4+L-<8R3{mN|XViKiL1_lSgWmD&6umMYRMHNkG}#7n2y2HmgG3F74(Rv-Vhmk%O#iuBvlrp4JLk1eClT6+)Ma;k#AGM7zD6x1d zGsBP?%{AAgy6UPGp8TrHE62)@I?^z;Rm`{2ysOPOqXk$taqUc3&%^>P*RVmuot)CG zQi|O3+FN(M_#y<0-oEIq_b?0X*ASrpo`W8t?O|+DNF$ZBF@8Sz_n$A*tXh*WhI8bR zZ~k$50>Aux(?nh`CIO6|zy!0m(ZLqUha}>797> zmML55%F7thm0&AO*P>S#EeY{4#Ys~xjbs2yNFa;C6kqwe7&kA15j$eMR~i4CiMLxo zGn&$zMN8JWz<&)zf9kndq5iixMd1-YeT)c$9011LZd-Y`ro4k8id3xzSwmrV36Gf&=eCQak_OoaG?nlK66L&%Yp`vFXG z8Ij|mFd~u$Z9_tVYG)hIQ z5_F&j?UqE_x-5n^lrubZ>nlHCiz!w#qS)vfmxxH1kWQvts?id%2=M=eO%wtUfDq;& zJP`_(b}_OpeW@~Iil>@lmW;lTpERRM4Q0HfVdM!)8ygg`ZAK8C>BPr7@No`Bk#j-i z#MC(>=pJ=~(<+o{m3oHVOk{8`qt-lZMVoi25y`b=$~bUm6D+wq>trW*Y^sA=yTASwN}UyMkXO2ajR*0g9uh|91RH0;pgd(5O_8*R zdMhfFna(NQ@CQDia$*ykti>gy9gJf<7TleBxo`=Tc}RlcSHD`iBAGR_KaI!_&&`NBVA(Bo(HQ|e1 zIm=aBDED+K<`tHzg=byxn-_f6($yNVm+kY@AX|sZ{(12Hur+8)6uv#=tDB-%ME0^~ zm#HbQl#2KSAPnLTiUkBC!W`yvgMG5=PB**Ty-e@Go2CX%NHlGF@6P5s?spb#zgTVX zcVtAuh%*?$A9UzM*MoB%#w`VP%N2)XDB>*YMn5iYVvR$7W-^PN0VNN!kV|8!vP)p31Gq?13OWSG8q_w zm67*Rp`EovG=<-0f!|E?aA1=Y$PnjE5e9)(p{1m2%DFvG~5kS6JcuHhPnO(2HR z+|41{32LHaj9}B0pp$H3(LGtT`B3kD4J1H9?y&}zRSlHD#s@G55d0w5fm!p};@3eR z63WdcpqaWM6T5xKOFdyLtX)l2;W0{67Aj-J;Kak&girXyeQZonk6(jmtyB7gt{ zKpp&GCDbA=-lDmc8%mNHx|vxMmYqSE-TD+`W+7uu#zZnI<4)bgD~KOXDA-T*3p-)c z0YX(a8s$-gxFwRgrCTMiF7;0kDfm-oZeG z*(HEkD4b+2I%f2x+Y<6unl)kin4N*i6y5|_yxH3^w#55bAxqrC65JWAOq%A&Xf9hgnp4k@#s7tOwF>D_*;Y()Hq)k>KY1)}-f?q?h zgdXinPdww}xDy_=TCJtWRCYvd0>EuPNXxw=h{@I;+M!ld#cx$b2E~p^B#0f3qf!;% zB;MZuMqYIy*L9LbQfUBrY9d>L=a3Rd|`PlCo7XYz>@N@1KrQ)g147TzR; zJ_>#aW&U)^1}>UAg2mzxlE!H0P&9}?06>WLgHl!FHhJKL5!_UvXsA%yg-DujWn2f1 zj2(7rigsK8Vugnlv2xUZcgE}0X7*eH15T2pl z;mEis#+}YpY^wjL1|X@Tnv497thOGjx@yISCn!p6#x@3&TFaDKPjH;)mEG!TxZq_R z&>RwnpT#cpxvHaE6-+Ywt63eO{haGP&VP+ zz!c1TEY3u*D*@rh9+8J0y{l@zLcGo^y?Q`D;46hjt>wsQPyv$O(O(@g+#gmIi3L}0 zRa%I!D8s^SRP0u&)mX%8?6Og;#kwl2-fiC+hOS0Ull~Rp{#D3chDKh7o8U&uA_hnT zK_LtT%*L#;dR>@`Y0c)M-25lbc2O~~sb%rWn<0eH25tMyX?X07fUFTQ6wW!sQG|WO zHxcaDGUNYg>RZJ8guK%0qS`AlIAhiBTjnj5kMwI8Cfsv2nxWF6FnCN;L}OD#gWCR9 zs98md#jU8RsK;4DHZVmtpd}6YEs^D|-Wn<2hHu}N?6SZhVz6goC~ihR(O=$%M>ehm z3_|4M=j7^d%+4&CV(w$&tmkIO&Zgby#?I#m(oX0yTt%n_qe4GO@kOO`^ zM5ENM?Vjd+=;E7wXW7eSl`Z4Y=mm|A^j;P9Qbi3ftg2iu z>u9A`eDC=d+4zz#k(w_MXDmf2jo_{q@o_9_IFUcd?`$A3x3J44R0l~aCKm56|Mo8~ zGUosPX6~2)XfezJ6Dkt{52NS??PluBc=Q76s)PD9-Zwc;N<@yGCRp3q8%|+ix8h{C zaxhNx!Uuz}2Izw@M2@693JLGqF;I$rAQEX6pj7=UY6WcS$?hEm1&&Sy+iI!~V_d1I zPU`IN>foq}6v5G?su4?+5DzhU7BMT!Y7=8gMN-*$60U1Vsb%Cc$@Y=~2*4CrF=BS< z%Wg5{&MX*XE=p?dn3h8P{Gysw78<+T&ysG>UNfI8#MKIgNMw%xxK;(*@k5*uEId<9 z-s$(*?jUFF2ZX5LfyEo|wU0yk4<;W0Yb*=e$K zh-wW0P(m*J!5=)rBk<%h*7FJ1^D{2*=H1-`aZ@)zC&MjD9~o>~&#L{oG{4{1eUv|XzzNJEJ&2ggQ(Y>*(Xm5_8}1QBB}hjYLSOha}|AG75q zbMrkWN_rhm&rO<9=1!|wPyd(En#8Q3o`;3AG>nJdBrs+%byNR`p0e}S<^umEgz!~A z!YpKU2didiMM_sM7&BOtAg(a_m8;4j3Q`418(u^7w)F-bG(zuiC2{gH)U{tn^hE2m zMfbIJ11Vq|Nk>B+WY8*Z9Cl@RH)Aj^W28+ew2gEK1b(`AWW)3^ckxV*shEaYEFja^ zb+%_y^VylvPxl1to&#--9#Pw|Ij^?Rwl+Gm1UvUbRriBCQ^GP}b#4c8Ait~l?SvyU z%mry4N%Wb)jP+{uv!jU^QyeU)u`P)uUP52RGH`b*V|RA%^+h}6i~}hx6N#-_Y}>hDwrKww zY9WO_?88KOLqoK&`(*Qi3++;$Zu>m=GW5eITs2zOt2$gbhG#ejm#|LycDUMvR_K-= zq2E5ED>rsyax*WcSx7*WvLi|Q4VSVsq@|9#5?&u^337U;d-|uBAdX|YlI|X|tnXp8 zFJ%aMWjt{d!&0dyMgqV|_`Hjg+q!&9xs=y;X6IMfajuv17q&ixG)#m(uLp#vgYT-j z0t0Q&y7{w%W}M5pFZ4o#^g=LPbw79j0O-SQ^Ld|xJBKqeJ^S`fe9WE|puv%N1e7Y&lBS0zsPp@$i#ooO=XsNNxP0toEH?jg>~fHk?7bsK0;J6# zV9|5HOReAfeCIlS*LN%cga2wd=Sr)8gNNXp2bp^q1$zTSl(T|c^JR$!GbVg z13qlSE3CpJEQ3Y}!)+7oorPw&&-2`odv8O`f;G$@-J#f~-%-pFH@aHGAzpJQtaFb@ zrkRRV7;J(NLlGS0Dg*ot>HBE(``B~(zkhvQ3jAzf)D0HyNC$~WsRm&)hMH720u%td zKs@9^?)bE~tv|UjD{GYJI_M#?OJP5qsp}g7q9$P7;M0Q&6_z>_(K+SXwjodxr^=?_LRfc=6*aT{3^( zy!cDtFNIp=34Z)g^Xb>OAF34nQv37c=l>tT04*A*p|8GrM;&P*TBQ|=N*NHs0YjRQ z!U`>93BwFAyagtGrkN=voksGB#1c)+DXA1yO!27}nTqC>sf3y8m1B;9N}3#r!HP$N zeB^N(afHk!ExL?663HZ)u`918-OA=Jw4(p?hMX$Z(E>5ywA_-*F1^IeGt$Hy6ExFM z`x4DG)m)QJ)s$27Hh+p^?1ML73r@J(Y+>!V%j#UNF~kl)pg92~7-YIcx7&`9MY;2i z5%MGr54}p!0}qw?;@i{{`rx|{)cOM4&%aUm6DUT54Ae)Rb0D(l!3brYRUiv(y;Z|p zb;YT}4|P2e*kE^Bk=SB|a6&5;>wqmo9+ZoREbE+^M= z(#dVGY!lsd)on9OGTjx;%ys3Rm)?3a>+?$#aFcU4YyfqQ65oW=*B{nCfW$K3{$)&1 z1QHM+fJYLYm^w!-_HNRQ$-A@?REq!U^ixhZwXai6Ln%2_Q~z5f)`4DW$g70jadkmc zS#FuuoFTlG=L%2qc~_Ns-BsA4jsD5lq*+|b7lQCf2%&_|VaCQ|sIJ;btFxv{>uZOGbv7w&l5o}2EvwXE~YIOk*x-`M)D4Y$_tl#DllCo@0* zAP}XPaYY@46!OS5rqsNX%@dhZO)<|rRFXs41i$$<8R!#(5K^es1qD)>_5F0#Ii!m& z>UpD|DYU&6l`tYH_gOkrCg`A#9v*3>lV0k^VT5_QAKdEEhZte5;kxSTyY2ex?6p@i zt?tWBJFzV79-n+J--g>=xy%1wpZ)e58+>3}a_e{D*Z!6bHxyWd|FI@0v8(_Dkic{R z(KrJZ;yRI2-~u%^AM|Vvf)V^w=RUQG(T(n9=lF`uT;(ACl&W*5&6NUwlxDNeS~Ut^j83B$<-Z(5Sy-Z*o{ z$oTIv5F5lE3IT`$PRx&i^dsXE2&qCYFjC=(RCX#6itc*p(Lsb5>M#&L z@L`T&2*iT@(N73TDZ>8|l8{2PLtzVf2SXQ%L>T_iM-6GYlA@g?Sj2jTP?9%{WBB4m zzCd0tuCfh$Y%pqF=|(q}5k0Fck&4lj<}|CQJ?uqg86Oaz_{!MLF`f^MViKb_$yrV= z-48Z;qhFW!mri~er+$n18#e=0fB*oY4tuym0snZw#yzf4heYIe7~x3vqz96bjHDz( zHZqje$AS87yyW$Q7&{W;5Kjk|tuzZO&O{=&qH>KTLXnzDjiT3%dQE05gP!J;>iWPL&e4o> zs#(?QX7DJRIKBUqZ~pR9J6}T_KE*RJc9M(%5K{m{*+HLo*k>U7I7ojw?qUOlRC!R5 zP`_Ggk`Sa%L`|mqgL7IYfr}cUt|7M8MYdL00F3jT*|#mwQ2vhcu^L@nWIcK-koL@^9T7$mZuT4Y7z8dk~aGJ^PyuB^7FoWuuEw=qy6aNYz0U!jQx&_M!gu+<))$ zAIAo`lmu3EttLAQSZt#o_*m&?OA_H*bQsf_&UA`y;R|3G57bLD@l#%rtf*K8)xyZi zR*s2GB8CO1IejKHmD)rk*?P859CDGN-0L(|)vBSvs;`ONO>}Z5x@_EXZQ8h{{OvES zZ>0Z>TP0wJGNT#IY(B5H?W*24H!5<85Je&=Rh~NAIXwrxoF^*xISUR$gQshi1u3~X zLf;$ThekAH7oD>PF&ZNbs_ZOYrjEn5$ z-uR=m2qI1yG7^WnqitxV)vji3S6sUdSxaxWIsPGSk*e}j6Qc+@SN&_wM|0ORdDyF$ z{oIBQ-TCz^>1cXxYs|VDJ2qR)_AEgi*x>X#Kt1Z&o;ua5jzH=}Vv!i*`a$9QSJ6FU z7`pJvSGFOIM|cX)3>ClJ$qy>JC;CBmXW2zOl9QEM_M|55ozwUs4f#_#@hn;V{yXh> zV?ln0EY3wvO&D@2r&d$F7_@~hWUIEUW{L_>17;5cHzQ15j{}KoA7U>9 zLvUVpk1~9&$`GKt(#4KyqxV#!Pj)U)7K7T(py`b74vH`Nl5gq&srjS>`Y``yucl8u z&ZFzvjqENDEY3j}9)aG@gWW2H-Ndi$MyC9#Fh9-@KpaHi;BT@@iXgh;748rJ@{bHl zg8zEL|BhwiMyr>Wf*DLJ)mAOFG%uMruN$xewxZ`qDv%g1Pz3)_GB&USU+)8N4iFD< zU0_f$(rAssYT3F(5my7d&T6_e1HA5u42n+^bC46ctp_QF5imioD&aeXa0uID>|Q|^ zHi#c|VHiLM-5^N{XVLBcEAHe@qhN?Z1g?bsjnQ~fq=4oXwqYS&0l~@;85`~lQ6vqE z;wgk_4Fj;IpfShb@Ble3ELLlizJk>nuv(bGsEkVE{16e#F);*j5NZF8EDX^c+YwD7 z@iCH(ZywQ0;88WY%msr^GYmxyGEo!%5eGR@`P2-(7$*`6fxSj?W7I7a$nGG}PVML; z7VV4{8S36Lr;_YLluBikN~INIVIoY(-~KJ&fDyrZVHxycAB?dJ$1oW^YZ-l_8B6SV zMk_{4&g4+7M^G#CRBN?3PaV3US(c$23cwx9kpcu^AJWnF*3rq15-RToVJ_pVPVma; z<;wu4U^XL5Pyic9urU@OeC!DbY7ijLG9U#~t_U(w_-T;r>JqRHArq2;N>M!;@)5Sd z;}T*CLt!HSa=t2(zCZ;dCkWqGAr@M}b^2`=B}A2MWfpn?8(9B^C0mk}UQ+R5k|$;| z4WrR1lIIPxr2sXKN8X|1U@RdvC>M+}D*rGkmy#)G&M8}yHfsYc7egN9$&KvgHd8}> z8c{O}r#BfUfFvLcx_}J6KoiNpAJI}R*V2#fz<~b9k0e1lx;S0y6X zBi)J+Fv~Oi1k)mKu~QK9W-f|#81ukxr56;!9K^5-acAH#Gc!r#;f94XXVNoU1ShLe zMs!jRkEtJQA*yOq^WZJN6CnvnJ0XWV$^$P~k^9tcJh}hQJj)Y3CF$*ACH-!OBTea4 z;L{>_W)+6UGFwtVJ1g+|6Q=&NSOT;SeaI<QiD7@pKJRj8z*RR3%Uhg5_a zt&}L7BJ!kB8U>IkYBk4}p$Nh>O?!<@%hb5e^jC{@GVq3;y3zz6BTnnZ9ywzY@8w^f zH8B?85?de)__Rb(6d?cfEC*HU`iK#FFo7)QQM~`7avniP`#~2Zm4QrgAukm$qcDOV z!8Ph;lw7d`fy@=$9yJ*BQX$&aFSU+4*$ZCJOt;ANgJvlsP7ek%AjS)#01JFp zbo*3Afz}3z_7e%|Iv>Y8YGPfXR_hSyT;H{7C*^7@#XU~OWOTO*Ma6YQi0&3`8)T_p zcjj!LG{Mq#KW|7WYzkuI7FxU|N2ujms&{Vf7D~wGEzaUE3Ihbbm#rH2W0ewd%NKEL zPC~`kWABF%Gt_P_S2KRIGQ2XLYR@tPpaed5bocikgZ3W>bzIl1&8n_CrXxF;7Sf(p zQe(G96>^bkSKW$`JpC$DJSAj!w|D1bBQ-cc^etaKh*ls?9Ypnb16Fy7W=e|&W3eWB zttd&V7l!Eq0%aImq~UtArEUoWE0+HW1k{(gk}@C6SBOUzeN)zli?vP>fK9C|MD1n; zy{bcFuy7z_I0J|QsDKJUw+r@HTf1O6RTM34a1-S!5eArmnC}x?cNG(28{9RZ5U7Fa z5`r@(zWlPG*p7Fp&l)IXhZm3l=S`adL19Dk5_Z$Oa zZUBp;0Cc%{fB)2f!`S%P;LOk%MpJh>2B9Xp0W21{JMe0D z$B+Btk3A?>23Z}7S4mCMkRktbg;;1+TgoLmqNbL@!dy6$;aQ%Kgs8qThR5-gw`!D0 zS%^(JpN+LQmKXu9l6_n`GxUUTc#T< zYJ(6wFab!Z@S1Ttr*;3j&^$QNhOr-hI!S|?R))HyOjwauf=h)g$Z+jyn3}Y$=*CVv zM~L#Qwc365`Kr$sWm$Vdv&0PQp&sUxptlHqGb3|xcD3Qrim5;eba|rNx~(mmbmbb1 zi*KW!4*Bw$Eg1)yIYAfr5*PyeXtC2=3)`?E2RyRlz2r4W8ym8B`hzC>?4;p?F?&fh zyPQb^BI3K$uqGVqyR?t0v`PCLwwO_krv--bVv*(`>E(q;K4%*e=~F{9|f3}z<-EFF3Zlwi0e8p9`=xZirie>M}p z01s{uT=9B3KDvNVTwOP42@z$)S6r|c1tDKN+`7XPeAGNEAqpQTFe_4X?&Gl`>d!Jg zu^vP}=wl#U%*R{jYlFOyM^&>^0v3jWN>B@^h6H=D*VSJgd(omwYF#ke;T+^a*K1DZ zlDr{){mFk_*oVCxYMmUi0l$?cmq#x($8B8HGC*^-;*pE-N(_Cm8H( z+}^a7;6a9x?oH3+TfSX}A~pd)8j{ELA=DRhR>axgA|!Tv5mjf0oPFlOfQcH~;w)sH zGatmLfiEcE^FN;&Gz}O~qLH~!{w!-2gozp~|9P1~ zT5Q;QQC{|EALUox_66hUKQQKnZ7jm6xS$*@x`kJrBk8w@=cT=5bv=EHfA*p)OYkP! zyJ@#CW2^^Sp)Vs&vjk#n$AYBN~g-om#bLvkO=Ma1z5=d_;YbhaESjhVEgNRR(! zTgtSl)2C3QN}bA7oK$;>7G--l)HUheN14LM2M2YX;N}@ywF1&aYD#)pPSgZEmLk=~>P&eBMb5t+FFw;v$$ADzfP%DLmQjjYR38YFxC8^|+Ofp$hOV%{WWKv2c zMb(v9W*JphPGyBvJ79t-&sbrZWu{nT%Ci<)U*&?rYjDOX=bUu%r5Iz9<*6rSmeuL! zpMVA`C}5-cW13z~V58cgaZ>WZYIKoC32n7eidO*zFrb4EoC4=5aK$Bu+;Pb*r`&SX zrAl3O*tNv=9ucd0|KKY zmu&KDcj~EfWPDzB^2;#CEOViT?v?1IGJ9s5XSgAdfGzddqS*(O=tY145%{pfr%Z!N zYI0AX${ZPAU>BWqt!ACwb<^2V$Je^Jc%H7lmd&ev{|W2g+VoYDEVFROZQ!#IIv63f z7lsnbhaVdBtuKK4GECrv7p~%t;}#A$MT`rx&^z>Q)6F~j=<^UinDYbHHsok@%|sya z+wbV34{ZAB0vAPak`1?RW$O_~Jh4=>Uu-+Z8Mia$R~xe_a?k%c2QNI#DX(n&JS`8e z{PN6aR_LL5eEw>Zcw zZV@e9kwW;fjcd4&gf%5F?lPI7dz1@{_lS!>%X^KsWVi?^?nR=!rhxL?4?%I(J zZE!Ig(g5hgWaq`ET49@?lWF@b*Q~F`&3~$h1Cv~+e?Enyz zNbOa7?(-{B;>VPwOy#m5#L88;QkDa`MM1W@K@M^da9;&0;a(9q4hoYR)F4SoggK3E zs0$)+WeDbyX^wA#Qyl8hoH@t=%$#KNDD-L_Gj8GyX?TMf-mr#Z7c0)jI<~Rh1PW!? z64|7gL!sji!)nLr%A=)1LN} z4QDum8q{E`v4yvOT*FRM*Xy1;49HkcWn2G&4m4l5btn|2*jqs`xL;Xnb(a5?r7vco zxV3%*t!b?ZHH3K#Wdw;Bl!FLqNK=n`^y3}xSOyc1Aq`?IWE($1r-(<)3~OX#v5GBm zVi)U{rFi4BKxv0LIwo3gI##m!^aenSV&bI)w6(D1B2os5yENqxOtX7RYn2jYi7lfD z!Hu%=a=TmJvaB*Lld_hzOf!z=rFtvH%X33I=1Sd#G+su`bECT{Med-wopPjbh!aWf z+SxhM5pPg!sEhEP0h55<8hb-&pZGe}l=VH(we&WNfpGQF{Piz?H&_yCm;l*$g94t%EM|+7Df*;m^}yRiGDs z)Ir~Y5$-kCC=IPZL^E*F`hB#DX1Ic2&LzWPvhe$VGlOWx({>FLFug z4?~v*z|HkQZJXP@^>)|Cu15cwwc9Rw4N1!0P$wzy!UQC zd$;ck`({qyx9e}5dO;0)-rq0|eukCa@Ve;0Syul`ceMM*@`yuukDKlhOyZYfGb>Tx8JNMU-PQuxr8~^wR zlM>RAjrA){JD?bwESls|%z`F+8_O6O*|!g;uY;XsV&}g2gD3917@*8wR=Y*dO?TAj zMedt1I!efnfjNkZEf*awfNFC81WWR}pJvf+4nPJ5dvyMouKrYsa(<-GB}J zU}5e;3`r7vrGtDtNNd9uFw4h$%@;91_G3{;7WxE5UQ%^hB7@pDeo)96-uHcz5q?p4 zg@bZZc7!PI2N>wLewjgTdvQ{Plo^I300EEzIxqt^P=EGEUHRuJ?lXtVfdzKRUH*o6 zQB_il~^1sF)VI2O|!l5Bm^V?r;+*R*SYc4JkHQBT+=f*Mq)z zd_fqDLHJLtHEsV0Wl#yFJNE=_ThWBwPykpMjfXLXRM;3;CXLwWC*}8LixL>y6I?iR z7$wyg&4m~VfB?yb00A&QGr)#z_=ePFK5_UP>=QL}XopeY98}yU{cr-{@6ijJX*Bw3Os zd6KG_52=V2WyBB@<`0^)4{I`$G+C22sgk1z6tlQYC1#61_=`Y^I>I=Vu0w=O=5$WM zWYgwPR>u{)qZX8L4p78|Od*5Nn2lKJ7t~md*SG*)c^kl!m121qbhL$E)`f$?ei!wH zevuk~foA{CWhsc%jy6!2Hn0PC36H*E1nF}e*i}=b(mukm9A4lB5Y|a*5Rd}7m{fB$ z*x`79#wrY{RPFJQoEI&7vkDn_3uyHXmADR#0h%i_ijr}PqIeJTfRdy+4d=j<>~@d{I4sQAhZRJ#sk$G2o6i(2g?zk9(JY_4t?eC@NhL28TC*{eUZ8 z&;|crfCY=mm<))3s}gw%7eMi02l2rO5yCgE5PBGNk(3CUqB&8cxSFKs7$E40IGUrJ z#tbAEo8-i53n3%s0WVYe76D~fG=Zedv=i>oq)ytTJt2z2S(9UNla$dD<75-c*_=R$ zbkd1zNtcvSQH<5*Pgmy@PxNeM@d@QwpIMon>**L+wg5Ea4{X||Zknfcv5j{jJ?i%t z{>ew*NEm^-r!|uq*%JUG-~x83plpbj3>t?Jx;}K+1zsRj{8O0x*P)#192&YDjX51v z!zyNDqL&GJeDfi$bdjFjL{CsscW~VIzP#!r$dwq!!R0w zls@)jP1khQwiMfGj6+rxV4@ED@CkbQrfy&kuDY-M+OM!Wr)H22TJQns;13!=0Qah= zW;dU*ftH3LJ;9}xe8Hc80e@lGjSS!dbm^#%nwR!Bk8}p1b6A*$X&&C-1*0;Dow~Ak zrf`A=AAqnRR;4YYR}3z?uNkQ_>u_M41~?T#B7g(5wKO=sP$C#Xa=Xf_y;_2@<|HDh z3>vWv4#7*^;3Ai!IWspe#2`*EkrO_-6X685b%jmZ^rVqxjcl?pYFnk@X%7GVq*z8* zV&Xb5<6>C9F zr@w#I>)>{8e$wlHotd}c| ziMzNU{G#S?4wj(+4bTB*Kndmn0eITMScn^DM_il%y66TNVn`U}_&uhJx(VuzKH#zQ zW^b?iDeE%@UNCUwK@46H27rmX?xVYQrZv8+9uh>e#9O?JOAV5?#s1|B&C9%D)j=Ng zH`4pOD3Un3x>n#qE+#Sz9ua%ylyWNZz2S=wCOB9f7K0(vE}285?GRW=p%Kl>zVTbg zU^~COiKS%=CQjND?jU38IS*@ct!x{dy_2?UdluBkYc26P%;3oie88#`$mhxoOW`?8 zfw!2oe1kit72Lp9v0N?;g&!QkAUwh)+yI5r51&8)Ej-It$fy7LsZu2Mrw$dU<5(Cu zj2Ow4u^Q`+2>On!s{|k`#P>D@MqFO%zzHb(pzPz#Py@TTtGiO{yOmH1#Os;HyRTZz z#qRvhw)DJ38@!7tTzV zb~)AMbC;ZQKGbZ@z(EDrOdjT;3n)9OVlB@9Cy;hHKWCsGi69F9sIYqd`VIaSB3u<< z@9fTHW!LuH#bssBe62Wa{MQ%(r2ViB{31F%a@a2+4Z?6tlS7-Cvp+;SFE*0E%*xQO z>Cl+{O_{yfoE=8{L{In2(N(HXoUD8$ZNMQtbRBfEik#1qqNT&#a(RU6*fGK1$F?^7tG12eM1B1V&7| z{J;s=j2!AS)=eC{q9V?wf(2a=9crM~py$@E`VGYp*BdwA{Z-fYecuA6*ODeyiWA0t z?bm?=*eSwlm?I4-GCI-lIWaWQG*m+mQ8@^$YO2$VL&2Q?f}9gQS&QJbOq_jLOX^tQ zYzJHt%ej1Ev9&=734nLaE!9-5NN&bRp3+EhnB86dBAh@4 zTK&3{>OPSan8jg-Sl|U%Kn7|M38D}Sm+0QqKzj7O=a9C=rl(Z|AxnWSX@d^Wb^YIn zE;tyW=tRrtA0Z6gpg9Jv&pVe90)0#&Lz^)N7V%Oeq#Q8J39J_mt(={tn?2&DZWAV+ z*@`&deqj&Ds&Q=?*s zBnu(Md*_!}k)_Ay_@3|jUf=kQ*NOh`hVv1`D(M0)E<*AVw>Qw{+lub;4!o4mEkWVD z*t9SatX}I^9G=;3@fI5&PEN7v9WGB#6j}Kc+SK&o1&mH9U()6ZSlO5CUFYM$4vNF> zl?s3YIZzjK0rTJ{%xJgNpyBLk^jvW)6_9!U`D1%*%vu>cJ8zIyhq=OS|N`=0jyYG3I6?(YB(@cfK9=TPtlU)UGXBLF?V zGT0)TUb|S^4q8hk!zb$Jw1SIe>f)57xVZ7wK#NSFSRlXIV1meyJYzFPt!kSO^MF}L zv}#GzVatH*JRe*#Kl8M`00#iMcLCg^A8r#icMV(AoZ-30EXy~%8OwYaN-sW5-}H6q zh72liZzkrp!h4(`1lb*DO;gSGwggIm?!tl1Ua%nZeu=sGE=DY!AW zPV88+WzCX(`DX%x18tcaFwj-*T)K7b-oe*JU_QDS<>X(hF7D=~6g_wFdY zeNTxL2^g?%#f!B<-fGn<tOX8;wu` zvZNqMiYcaciiBw%b7-n*CntN##ziR=T85IO4#P4_Ew|)ytFOX3D@-xdS_^>$5_l`F zF4ttUO*gmNi!Z;P`hXI_*lgm?H@Q@-2}&BnYp*%wYC?+uB1pjn7dq?AGthh(Ez;Rc z^FfFySnG!$PL`k)(n)v2&4}D~6LnNkr$9B5OHd)MxNlY|WjR=3jaAm=qQf=U>b~Q( zS6|J`j=W%jH7~qdltDKCS!I`HwpoapRc0Dx<-@NR{I=m|AOHGuussJ86lNQBN<7g- z6$Nt8!TctakiddcOwmFTMf|YC);3h9n-b3@Xi9&Xaj2+(Wh8h=gF|xXU~iB#vdDR6 zV)7;@cgm-oDE}?0$}9KexMPps{8CJj%_8$-lTXew&kq1SnXWhobqX*&*UYnJ!yx&< zPs0SItIz;4P*k%vPG`8n)t-egti&aaAs%) zEZ}HT^9W*mh!aB4L1{=68cIE?Q&bC;5m3d5M8sk^#fgR4M3^?UmC%IGaa#&^g{$n$ z4R0?I%if?hH(=PuhBw4v4)H^+9r{8T-PjO05=1(7O~@hYsF%HzXs-?F;~kBIB8g05 z5_A>uAgJU295KX2uO!}!apXGJLXN=@7VStz|ALW1cE^z3wNWI)gJT?vXFTLhtS1)p z*D{K5zxwsjk01k!_OxdXwfxbLa)AUTmLfi;unYn8OP^9uK)pEi4=yn?AIB7PNUTso zk%vJ6U*=K(5U7IzFId!O8YQ#>4$uak@`2KX;El>{N>a12AkuQ_sZxoG43daNEQ&F= z5f+n#CqyO+Rp_=`0OJ;T6H9TZfvmZur##rPW_YmEo@}xwhu;Jzfd12-9{Pe9-QWj4 zthFt6u4@>=SO$hP#33c}#hy#_P>2|(4w}FbBr{6Ug;u8_dwocsv1^{_00uA^t?<_O2yIiepBFH%E!pkz(?|qfnLs0zPumq$i~d_5>+1LY4`oFNKOHmjal@ zln)z_c%)6S(HOv#Pk$VHSxFc3Cy&_)rc&|bCl4b^t|XuU0tf&sVh{rYdS-w_yDFq& zDTHNYN*@o5;4LM1OACU=mx%z|Fo97vPlUplBTQyom6^iv+)ZpW9L{-oRUTt?lRU5h zk6*nRPQn&8K<50=Ioi2c|MbGKox_lb>S<5P;xj}vF~~#SXpVNAgB<2KM`&4cj(vzI zL``fWKK5}A*{Nt?uf-AW&NxxcR@7h@)o52jB_oM32rS%|b2BNm=$YbX?43b!)&t;>0ETv_-`yA@|0 z)Ntl`kP|l!XA_%(wGVj;JL35agBbPT2RYoy*!}=0LJ-PN7LT$zeK^ft_v}YKbX<>j zEQ1)RyT&!5fgdX#BN_*pku`W{63wv$ici*w@+QL28BrOc1XJVgY&#^}>ekB|4edE1 z=G&d%0|e(qb91rx4dtGNxoI{j_{2xPojS#QkVHTtmtxe9nE_@^;jYQ*gl5M7D5cJa zdCZ@s5*GsyAOH-A04h^i)vH!oQI)!shd2>dqaDq^krGuQfayV0C>X&CMs6cvM|&CLtq-WTM9mX>J!JiQ?n_KRBr-ii0IvcwVL?R*)=VmtyfrM@#-9~#E z(Pg`k==LM#PVKF zT)>4Oa4>C-VBYs$=Q!872pimrxfv%pw=#MPz4NxD`^wkoDVATKj>A`MqaXMHP}Rpt zPIX!RomdRl7V*)=4sB?4z)QRWtRBKMyaW^*#4|wa86Tz40`qw;^vWqUi9iIPJe1MA>2Wxi>OlO#67Ql4 z(bG7N>$spvrPu?xj$=J<=n!dmpwzoB+H;i9m^n-Un*-~;9lW{UOEsQzt5zt6VlWO| zYYyj-mE%jkw&@P$YrbB&HRpRir{kt!dxc)GKI|j07K0D(W2bNF1=KN-fvPbjvYap4 z927wvW^k-3Vn1&)i1&j(H(U`bIyc*)JN)Cn`U?^OY`2zhhjtr41CWdcG{lcVKm}Al z20TQY(K9rmDZtPIEeId#x+zPv6P2N!K&u|kJ1UApA3R(CFMps4M=ODiJHb?xz0;Gu zRb)Na(}f4(xEWj}+H(QWz=A@+!C<9Ag&`!uZ!kh+TEb+Ej_lYl?Qp^; z3@l!o!sn|(VS5E(P>1WAK4tSlc0v)z5u2vDT=c*MjJ&Guso;`fKy7vl2pZ!i-8xIr4CUCS@gK7Y9$1+!Cj1nO0daG zz)76sL0?R@RR|{HXb!kSMr9<*4U-P+XhvxKu(+B3M(7K+rlUS=><4w&#vAHJ#sb4< zBg1L)kgr2Sa}>LHRL3{8!+ue_c|=Qt2#J1t349z0eT2*4`NxB#OD-8mg7i0otjj&g zK=%2gI`O>eIW&{fuBh0+!AP{Jcr-~f$;NbnS9Bdt*f=M;+mdx?I6yL@!FK#WUun7qB@&cnD%yyQ2%>`v=Z zlfL{Ij`W@n{G&p13iMIW{ppL4e2T?%Ow36C#gu#j7i^7s@P^4`#j83!k?XiNzyq-1 z%$)QD&*VLuR8Ryfg`a#CvvI4^JR8$QOWEY;Ez%+irlNleKU$uzx_oHUcfgFC=MoV-cSTu=sG zwVwnAS~0a(v(O7Ip$t`_4ZRMc^w3|?D-pG(+vEpgIMJ$1(ROmI#{x&;B+lY|hjKiT z17S{fA)*?!LmuVPw_B2!7&jr+C?akD(onsM?@UrxSyE9&)sqrMKk`JX_yFiKj8N(y zD~&WQ-BSCUD*V*Xr$NQ~Y)l|%15Cg{M!3mJP}9z|$prO;U>c^fK{W?sE1xSS3Y}Iv z#na?tO=av;qyy9u6^8L6)b;qa^C(mlWw9<~v8+rTd1{>(O(!&zoz5{k_#4YN#MFD0 zDBhXQO|8zh!#__2)l?N&ry$i*owY(5*o1v4jZDwLd+A!jD(DLV@W2h0Y1T#Tm{<9mjVd5p1JTHzZ4Z#ae^tk(f}PetpY@ zAqjU7TX$0jg*98`LQ;e6w^Kdawr!ay^}*mPrUsMQW3p2WJ;J%V)|}PZq_d{L8joHeh7IY3 zZXMd`dj)Z7C!<}qE7ZDp;<|!*ofu6+rZtc_v{!i4-4;1Zf04tY(9|LsiG~1@cI$>h zblZU~*ivQN5b*)W%xcEDBC8>bj^c zN3k=I2Wieaj7Q$>-P-wG;9VGo8Qy~#9(O3)=M~uHP15EC;S%POLGzx%%!=ymiYkSQ zE8W}tJh2WD2FaAP!L3+ZEy*xAUrb1ZA7)VXEgN6}%^r;3BbHYBtz7#ZO8m`V4tqwW z?1g365CG;`Y8+s~D&WOphG*Nld6L}^xtyt$*B}eBI;>O)#$5_oV>W)y3yw~Z5S|U@ zox1bael>?~Fkw{HH)8bTKL%t#mL`PV<3fHDh((#fTw#XG3m0~Z1AyTh0MmMC$-PyS z!Nm+6=F*NMgGdnnRz?724kA{@Erwt8#Uh4WBt~K-el;e(Tqky7{oRgU03v(<;9}X1 zD<;=09$MZ^)B|2rE?S}xk=haoOG}lIXfR71ZDThk%N*sl3Z9a!6&~86yW=%vChg-u z=H@^a8$! zgjfg#1norx8)#JaJylj^R&Hfirde2iVp+xxT27~178a$`Wz*&5-Q3~_Ip7&%9j=^R zcon3x${ z?Fw|J3yFRI3IfLVhu&O> zj%ajJhg*iii{{yk4ySGuC!}RIVL0Ffe%b}@hYfkuZSb)ZNhk=u(RMK%I7VrCBnmjb zvf$O=iLjFLM1Td@X@I0@o3?43*6GN8DI(D953mIyz&8|NE+aAGWUZ6~C4T@&$WFb?B`n%WtahBIacGiC;5ChWp?W8TG7hCq^Y7{Dvx zY+LyM>7^h7TL5azRx>1}?ENl|%f@e*@&nJtH=}kF7On~dx1YyoFQ@pKy=?(oHG$XG z;THIUNRR|Tux(MONs~QR-QI29?(O&eZLb!-;I7}{ZfLS*M&v%aU0ZH_I0s*N&1>Qg zww~^%+rBS6TDg9O1aYikuoigH97cs&28Pr~1)Y;dZ^O1)I7DmNWlFtqyS`9&!1FRuexP6ql>w=1|V%j$L{2a{w%}2HmBL?p?nB z@o)0J>vgx; zSkBp8iFbXNhU3O`X}ouQ&v)wHXrwieco8V>?rz$xU3pE2C2x3kIXjGz5QskjiC2mM z&-F9^cut}KF8GFx?`F&P__sGCwIA^EGH1I;^N95aX=m`3clnn${F!foDfnc54rQJX z_n(J+tq%HwCVF%?`bI~3YO@AT>GXVD_Rj2ZRe!>3Li zL}J3Ekz^+9+BIe>RUT{U@+HieF;~)L)>7rNA_fqAu!UfO0b3ss5EV-FDAJ@#mojbY z^eNP+Qm0a_YV|7Cq!hS(E9Uhp*sx;3exv4QLe{iu*RpNv_H9#Je*DNC3iqzsCQa~0 z)ytQtU%s~dpP27ArQ9cyWu!VK5b9lqeCS%$hS->g@S5=+K@okuGieG-}eG zN_%SU`Zes>vOR^O9qKmj+`4!3?p^9P@ZYnB6DQtkRx#vWix+SIb(}fzThgcB0%jf9 ztya~kTc7UyJNWS8$B&;Ste-ye>dQlK@BTgf=+oO%uV3)KFZ=lS^Y8EfKY#%el#oFQ z8F)}H3HBlkgA78njXE7^l+i^OQS^>F-E7m4NW!q>(l9TD2$M}R-BeSF$1szV0S7E# z3lRNV~QmfSqothl1OEiVYV5XX=)}~XsNmRW@@v^Ij3#C;bvQStLV8Nd3yT!C!m1} zI_RF@twP=`;4vrNb&Wb&Uw6|1qiCYDz;Yfwd}{h!e4Tp#`l)>N-I5=51c^FoLHhA0 zoq(;n+8==j$~w@jy_m$1LlH?t5kD37Ga*MEfwT=t43d;mf+(%j(ugLSxZ(#b@J2$#X+4=Dz?R|^E! z$891Iae*{bAPLzS(u~t#7FW>S;>& zrHagi!no%r>#5J?^fQM&oS8slNIOy*)P)IUB}2n{ABU247$j-PL#Btz3hk|=ZYA4C zK`IuJzO}A)eG4Su2p2gT>7;O(*BxUTfD#PCriMK%P7}D9#0IPqjV&ioBb%_HTJTOr zb>vZz3Q0djlC$yjoOAxPso^~T6`xW)ZC7!2yBTUVhFn$c4iCz*ul`W1wk29wlc>Z7 zJt#t2xGQkAg+954bQom}E^?DA6~3~?UE0E*yz~ZB0tDa&kN6iL08t3-YWJ|-O>E*0 zhtq&5_JNW;uW4R$iACn7PK>rm2cWHe zt>6 zRQ~jSt!&U2ma>#wF7*t1D9SJgam=pXkMWRq5NRwU&2+x?RoV>aU4vN8xc;>=DWTW2 zxN+D@YGzwDdH_BPKp(oOLmdinhd~qC#)!T)H+y`zG&vSc4RrLQ9~WuVO!~-`&LD8+ zTi?z~EYp6P#Va_ykI#X+-l7)usTzf9*0xrw>sZHuQ(Yehmx@%cJ~*sqC5&Yh0N4(P z3i^00@elj@;THG*qMobL1W2IE&S`mA^GGo6R5?wK!08AEfNdQ`p}nwSy( zpM(g55)HpN*pCwNiA%iVVLvNub9y9`&q|N5*Dv`$K;o4`SDLx^Q-(F>Jv(k&rf|G0WBz) zIS+MLAA}fwfIaSiJ$u@}+4lMWf4RI-TKHbNXaVm{MNCOR3Dkidlw9#W;M}cT@_pC8 zAP&GBkfJ%?V?kf^y@_kwoFX04P*q=iagNYYPUlPxpuEEO^@B7}p1TDK`B9nq4cODA z-@tjEftiE*k=~cV>=v!I26O9bAPKK>>gd0Mgn1@!yCU7cwoO6l#mwHN}dVO%*Z) z$PE?)${hrLq1|5yMa@Atz$kC1N7Q9oII7W8LVU zQxqHAkfRnRpb(tF8L$BvkU=V{;wl!OjYVL!y<(z`mn1pIVq#7a87V!+jFR7$*LBJH4WQd`{ zNk$=B#^nGWpi;11+%&;&$>bKUqdVs0PX1+2N?REIf^vjXE;%3kXh$-VrO>Bp~ZM7cy7WkavynumU*6MK2??GZRJ>=3PsKq>JdZ?^&obv zCUrPZ5ftcK=_h~|sgc^IfC{OSK85ay4*`~s$AJ$i+9ZUAfrR!Yg#uTwsOXAfUyEAOiz*#@p5J``aAl413=Ne< z4^CtHvF8se*mMkoFxZ+%E@?2y=8;Bffaa#7Rw@F-BvXK*`3Rs=fSd#XL4@*nCSUnelQq&lIANA1EX4MGC``OcI$0YsYH6}cpi;x2s%8#O$F&l`_k`=CPJy@oc59N7tfSf`Qasa3 z$_-v71@H})7qF|%va7qY0UoHLmc}atf@zpyDDshEtn%0b!Q6*BCcs7}W$|jk?%XGE zQo?G`!ZxhKJ}f4Ej4|eERH@9weo8CJhtpB3#_s5#)<-W8!`C&c%5o96p6rpPY}+cS zow02Eu$=)IKmh~*1EgyhbivIAuBf7FD*7xK3g)!kE12f1hAtn!{@AT9Eu2i>ZZKsd z^};JKl$h_K&$9U!z19|+@2AniURD$uI$b(?aJ=A4ruGj zC8w^@8Hu6+P?rRFffrE07XYr{7O(M^D&g|%w56)y79V#14JOgn*cj%k(LQct+3Mny zMlGV(zXH{y@rIf<5;5G9QE@J3-l^!0AL*`|>CP4~FvB(kY3`!Y>((y*=I`y+Z-GJy z0g6xju#4Uf))a&R6%a4rVu9dxf$^H^^7icW5+8Ebs{t`5tQKu7VlTI8@1sdBxvAG| z=tjBm#wHL$Kd3|X^`bALFMeUIXXeSVif;Qd9V=ZX{qk=Y-EaQxuEZZzl_1tqV)p=)~~)dhHBrrF>@WEhwt30kQo5=r9lSux#^WTrBdS)h1Ya?%T3gU+vA&k62170zg0Tns6p4DmCTzkv z9G!M19&fBM8@I6=$FWq+F>KYxWop1o2D15lDk}6bF#j>`^71xf1E&J8{J_)`ya6Lq z!6Pqm6g+bi6K@+ta?bW;PD*icHZK)FFLD|mPy!|OYV!2rqoRRwD2wuAa&IAl@hNYD zi#8}tq%^iYfAGx;Xm1gC5&0aQEkBTuw5U-ZpN zGCVr)6nC>n`(&3=@JN$%2AebogJ?OaG&!{)I_WB%z_d(TZavRoPIs=cYD!P@^X2_C zbM(UN*-=sxH4yx=QR}Y{5A$E+o?oBt=-@RC>NQ^r^A1@jI;A|9UHqUZ(1cUU@qFg77X-TK^;+!-gMUYxQ z%qDz7YOl8Vwsxh>^~SL1=iW7KXOdpe!fpTd+w3-P&#rINcm6%8xxx=Aw!jh~H)Kb1 zBRBU&KR2mnv~*K<6}O^cUFc_blUSp3tu~rE&s=GP@h0>_d7rYcQl@%uP+h;bro^`} z=!AZo&8K3*eb+7~6n2Wo-cD#L0x&h%5cgmOxPU+Q7dUexGq-^ocyup#S7-7CS1@-K zT6TMKVvZ?=SGZ_HR)$07CVc0ddiaOO^$Me}_UZKJlDJQYk}!Y(ZpZkxtayvlE+$|C zAe%X`ktCp$WKi?)bTdWv2;TN55l*K}Nm zxSfJ}sE4_y2!pGmORB3n?6SIHZ@Y=vZBk(B`|NE51o#g4fD!EYt=~E{6S%JLI_EHU`McYCL=*TlSG2A(Fm&Jh^5#47h4el4yT2nEz#9%| z^eZh2-Yay2vxUOADLljbMu;m_F-E)$&%$f^wZ<#S#jAS8KmD9lA-Ttm05CucguKY_ z0IeT)yq|m{Q?#GYJ4P$Gbjv&hLio+U;`QcyW0v)|eRrh6Y0%T0!ar@%Z#lJBrP4nn zyxk|&XUmF9g5e)N;wQf1BmUG6zKQiWQwaCDBmi}_0LYL0$d~-r5BSONxsN+?uA6H^1{YzVag%jXTBeV*R~@Jm!!5<|B9K!@Hj2I%SK#Rxh|tsy&y6 zA-%4?IS-}lciSMnzT7|B!P>q%hp#Ti#_l(~dh7En3%_`#PF=fq@#fXL7w?`sg$e-@4480X!-oS49*mfAW5S6bN0yw3QDw`Q zF=y7id2=QI&z>uP7CoA@=wSTx#ky4KQft?*VaJv|d$uRrw{hpzz1wyu-@kze7e1VL zao?qoCs)3ld2{E@S4EdToqBca(pzQMzMXq_@87|P7oUCBt6qN^A|Mj+U;+dT53Wa` z&<}f}_wnb~zaL@AlPv)Z@THjeE6~6L5lj%lCa^ImsG$_>NC2dC@PVlvoO+6?4L8)v z!>z&!kqWd(EYU2s)|yL274Kk!uNPs|%da~Ws}T^#5VO%n9C_>!FwTGs639w2E6vE# zg7HV6RaRq-wkM&C5;oqbta3Nwu*?$6=eX>$OX-rkPR!}Pv#!kR#!GX&SA@yMK3gX8 z!$Bhd(o@gA2=UBQPnt@KB)~seiUcN^_AJ!ULlMoX2}nZnDba}vC;%xTX0YKxr zgLTcyW3ALu*=2uYE)?XR^-@~s#;n#_GPx5|&27J9vk3MSLdZQ^9Q>e8`5sMI-30pt z)LoPWC2-w&>8)2mp+>@H-U0+*KnE9muoOc~moma&BQ}K!;e?gw^wUqx!a~$hQ6$6E zi&f27W5O0=>{V7}4Y`oXB-0Es%OcA)*I_;Lb=P8HE>^cokkt*iWSPx*IB0pE*5@z( zuMJx0=(sIX6!f7tnYKz1r)q!R83xk;Z;BfeA~n zp;Cbf9yr6d8Sc>GuDlYlZcx9#Lhp%7tk~jL@B+lO4vvt75%S6MMDhVjr0XaVaDfY|cRd+q zkA@lA-iE@Gl~3IbeB$fdS;z;MznL#ZfTK(LVzdV(E^!a;``BROw>ZSjuSfSI8Ibh1 zKg~Ev82wNOBLY~O*$|6>Wi;UEjwPJlC@^OYWSw=w1VK4shg%fCJFZ*sz$=qphMnA8l`CPPUwrG_@VAyvNOz3z#~hn@7>7u-U`^ReM? zMjRXxVYI}&C}vfH`OEtf<2WkDs(vFw3}&*3OD!_Oe_q^T7>`s&VaDeFj90o@0@fAvNGg;To-yN()RU4O%Ov(+d!=6d?xxxanW_1Jjtoi>81z z>>n4klf)J(0Y@1D4AoXWwGoxFG-L`=m8zBRK@6%sEMh6Ciax7mtW}Pa<*N*XTCg5Q ztbnO#$#P}ZU4|yDz+$T~-Fn8jE^w|5tgBtc)C&*zbt1$)>~V1-*ulDf5Vr8V)_EUFq!Uk$ zWWWpJd0oklc%Is==i82YL#5`>Q{naJcumBHu>=&9p$sDbdaJ75zUT$MAoJK)e=Og^ z(DznZ#BUeXfvdC5w!i-UZ|4GB%mJJ3z$Sg5f~6x22lw^DUEYXajtU=XJ45ViQxchDed zLhw=-zO2=fG0i_s2b0rMx=mY=3F=RanoD5v8Fk+O;2v1dTOxfT#J%yIZ+-7O-;oGK zbLky$qM&m>(~Z!CGJtDcFPztLww{T(ds$)2?Yn!n8z;*Wg=GU&(9ed8;6AS7M5Aia zLH3xC9dn6LbXymcOIf&?JZ>kK8%mx)ca-0%?k$Ph-P5AZ9}KW%fs@(Z{5Ja0{SEM; zFTEx?El`8-B&i61IG*ub_|yA!{2#h1!Y7WZ>3Pu)1*JRaI<@1@#|L-|Bi z&T`7w?}{+rrOe4aOfuFS=g88zvZ~z7pG{|WOow&RkDmB`|GUD5cYIKE${$+u$DQ!B z`V1h8^@fv}dR(Wc*Es}sO&WVdW)xMq?!J5C@4Q9u@fG}vBFOvkUPip)6`%CRH=p_znf!gOuOEcp8j=df`mQnceJQmh2cZ>hkpD?()S zHtPjTBw&2j$0#_^3Z;&|Zl*AEWSLaJnt z4o~F{sm=amC4L5B5cKcITi76Iq|Oyv&O zhsRtg4}Z+G6k`uNM#%gy_k@K1|9%hRcAoJX4NDrS zQSq!1BbjbdI4nU_$UwLd11v8Ez!4n7kQ_-YVAOF0f31=vt{u}*^d80yUrZjyhaTl( z7OBb>Nshf9Eq?y7_I5BZ?vF8k(PV6eIErI-_{t+~N+UP&=sHp> z1J3F8L<{qyg;L-oQ}PqR5d0*|2W9{r=jm-=@>1-{DWrlO(eNF?OP^X$C+E>`XweRV za+TVy(Ewu)-%BXv>ko?zA%&3lnk-lj(KQ56D%}c!sL~;Gqc|8bnItlGlrJm6(ww-m zD=ks!Ml;p6(LgqgKMuhE8&d!!({eV&(c!c%{OEEniz?zUgp%4(FN@9CNTko;kS7DP z76+5<*lRHmv)YmpM;M_n9+Sz2u)oG=(~58^-%1%rDmg+kHMepa=U_bN01nLaJkc{f z(Q^*&?JL2P%s8=7R`Vvhu>@WqHf57GXH)aY(KbgcH+6G{>hhjwGAho`*l@D+%8oew zGA)|T*^VNy{yDW@}Y2r()b5)rl2W;!#OJmD4giuvBN zn>3O<%TqmRG(E?Y5JKSwrtd``EI#Ek^6;bb@Do2@Xh`#uHu;k+NzoJoR6uKJCZobG ze>1bbC;f=+4IA|TL}bw?=}+m2P&R91fQRUy+lYn4_* zXDTt1PBoMNJAdO7m=#8+F<6InSm(f47eE0N-~)010t(;&4%Vh}Dq0O?K1bqgKI}fN zbx2(xHb*ukm2@q$PV++WKW7MB?MXn%6*xCF9?2pn8`L=6^@!vzUgvc}OYUA6Ta&E^@74gYQad+c6N+GU{YY~;w{z9=b3<1FkaYpfpdKFJBEgq+ zHMS-Wpc`M{K4CX@Lsmam5_kO*Qg@Aa*Kv10?{`m73DC7l_x1}Iv~Q0Wd0P)vmX{wk zVYF2~3k#8wu7oAhAL@OKT^#dyf#+7M!j_h$bVc?IYH zMIv~Dr|qGlw|#mfASX)OB8N>mcwb``ghLqTHi3j`n1fI_g*|tLWuk=@01~#A0A{$2 zp-~IYj3y9nhXI*~^S5MySS9;2vV{0imsF9Lv~H1@o|Kr0IiyNKWM&U|iv7}o6N)dg zcAy+g+G_8Km_soblHX#_?*O$YFmTP%E<@jNB*%k-@PZ1#hS?$>) zgIOdRD*!Se1cWS$}JnKNA_dvW{EhOi69PDIm$2=MpbzvK4oT*hbHq`vzy- zPcFVWoOL!i8Om_XIotlwF;khg&e&*KnPx0C1%-|39N~b;2 zM{A;mLZGP^8j!1XWNG)I)lwxDc^r-SZ8;AF!_|>FdWJF;q%W@GFpi|Pw2HNPMcVZ( zQd)xFl~f5+isnZ#1=6()a;7`DXeaYYY}(wg5~=Tbb9>rGe;RAER%<_@mjSy1ZCE3` zv8kQ8S`l~M`nt@kuZ?eVAnnbp=d}gu#tv8|2;94Is zI59|>A79$8LG)EebaKCQvAu?;dwLG`c>(5E-j>&7#CjyyM6q#aCPny7Yl1R7dFbt0XEQJI1{- zxJ~J2$MgDwn?#I?B^Ur2$?1j2Yk3aZK)?|_QP|@lI;gQN!l$Nu!5R9>uRP05cFQGv z!oM85LEA~iHA(R6l+DBE&!8%Z-dx4?LC)RvwPPH9gc6KHxwh#}odLba zS2_>gjvcjoyr?r(_{D6upGiY zow|j%!bP2<$NW+W*eX6;1#@ z7dFHw6x=|ut-VlC*b0>W*(HABA%5B${m2_WLg)l}hzr3v;t#mJ+nf8_!99OPmeap5 zsA{t|Qx??G9XBP(6gB)5=@wJJI||Cx-P14LZ?Xk3SyW)%hw5DoNF|$Z9oOp*7wfgx z=R2lv8@KPYwO$YFP-SvJ5_@3_vG+ZgE=3iC`BJQKzU7FvW=f^HV`*!Hp^+6%j zijn?HHB`P=wUm3%=?mU6iZ&D;!3n<}QLcXLNx#{ty=#m;|Mc@C>`92yC4!HUBJI`w z+u6SD2N~saO$Brxl2l-stGkgUHOzZ=-3|B(xB@D;VhEsO2?$??j9>?zzbT|*i49+7 z;W2?<(D5l|t$R{bjcD>4ivGfX=>@*Vsh2S~-{AYp^I=)_4`uXApY%_k%iRA!SiklA zSRav+j*KS?Bdi(li zbLS4=z=R7MK8!fAVnB==GcE)9b2|cIkV=?k`sCU3_1~`(WFb8K8-rHYSfil zyM7J3(xz7$3?R6TJGbuLynFlp4LrE;;lzs@KaM=Pa^4JDT(JT@y7cMPrO#n=V*+m5 z%e#C34nDm2@!dbz@;p< z%?Q?8HkPH9K5gB2)?a+}g;!jE4cV7sMjnae|6-S6R@stHKE_#;QbHD5m8)HeWtOYO zR>>p52+&@bVvb2>ne8?ATy<)$c?EXb-Nv1na?VL-o#1_to*#OyXQ!C(9VZ`d^@VVO zeum=5AApJuL?D4N90=)w2~NsjMiD+3p-2{P%IQiNW~iY{AbKd(R3Dm(6cu4y5yp%t zmIxG!Tg?~+ja^wqBadC|YF3Ur@@V5;KMETpk;dv37_vz&yX=!oM)oYUmrY4+wUJdB znwHvbI~tdd{6RpU;*LvhxxS&fX1dh1nca5gz6)=>^3I!E6HOQwsG#;0dT75PEDEp* zjiwMo3g|AjccigCtJQL#jdRMaYB7_GM2RmN8-VQb1n z;i@uGV!8aqu3hx{hCceZ1#He@0U4x_$NsD=vqB^3Y|)NE=A^YsFO98e+&-=4w*(|W zZ`D>`9UQvqZfym-Zz2#U)?$xMcGT^p0hNllwiqK(tb!2+7`LAMQ&ub6DkF^`tNaBPo_p>^%{S{z`p(1_ z3v}v!4b6ICMkieeAV?d%bnQ_#?b&FcLCyPUj}%dW*}@Osr`BAj>$SVYFVB4QW_~c= za7{q6TL5gojlH39(>?HjdFP$r|KB4isG#@_3XcASgy&><`?0!6Rg7HCA+qEvGp;zx zmv4?a|6oN?me8@q3t=gp0mpKexu|Y|t81MDoAtVB*=~Z>!d>oqm!(7m!vn!{o(Dg; z9OE5NO{{7coIr@e6sj;de+tg@cw;>bWN(K3SyT$R*S&^(Z-*|R6iF=gFu$1(aOo@J z`Y!epo*1rF?!#aHxH37Afou+Kh@Aakl(Jg+FN$9If)|3p4}Eyy3jjQz8NVPG2C5Ng z4{YNdBFH4oNRWaPw4l>4n3@f)aF2Y%jR;4$t}vJoY<(=GA(ux9Erg9XAArOn5s&}| zw9Rcae47n(xDXy{a$$Sx|77?)5|W4&ag;4NVuh55F(x+AiSpAT6hD?ZqJV*l^b5nw zVhKyl(Z~y*(1$w4c*bDDrDwxhBaz&Q%)~rtc9@wX9qVX8-F*g+!8oKfJ@`jJN~eTh zd*n602~KjM?Kkh?Q*IJK07+hel9kL}K`@E89VSF!HsE9^hltO7W{Q-ZI^q$RxJndh zg_SarqUBT;23kt)3m>Bu|3LOdeVoG!Rw2vggjqUb7Sot)Or}TQc(m9}3y#iwre<(Q zrEGEQ5>GHd0;m?wm|iWL+Jp`_l_%4j>U2y7fF3!qVb0tTAcit*C-yE0&jQ)4Kn7Fl zQWX*@eM)tz=Gy^D|2(y+mkds;{$yVgQ5jIf!S8*z!U`;B^_4B=5`a-iXdCD^7K0Kc zqUV^xS-TWVW+Wy@Q}p|xI0E%A{0;9sbk|s)0*D&gpaMPWxLbD z-ITL80tkQz+Gf;#B?_rYCD2m~WDympRs}lnfev&qgxJRR3bd`QZEuU)-0F6>X|ic= zsUut2e(EJeiLYu+yjc znK9Sv!1hiCz9ls&Vn-8-M`$3xWImH~YFeHCdb7-IcI-HFV_=w`b5ILraA^OvJ%M#E z2CIGTYgO>cAePTTe;b@}Db^I(er%g5PB9$dU}6^6)(S-#!cUBVz72KALpT;Ij}Mww zmC1F-xWX&dSPZ`@!VM2@YXh1G%Hb#^04xv7r(9%%R?iqw4fy4V9!@Hj}UX4 zkL{i2|4;$VfgI$Tkqzx@zA#SZl(TNoDM%y}Wz`q)IP7z!*b zXcyMEb$ac>YoXCDT2XSZu&0!W!+Hr!){eHzf3sges`=$KKO}cD zivUOvST{qBK%Ia7^9FD4Amc8#CeIzdj&Rshrc7T~|M@CXC0c*cfrGuT4(aC*CAgeY z!b$?JgpMJuaxI$N5(?V5%Vp6E@8HKK2)JY(eGV-Xx8;&EUY5OT94$jq;K$V)a%Pcq z|AMeP`6HeXu9_>JIcH|}HU-(u#Y=vL1^_B1c8#`Ne+^F zR7Dasc7dhzbR6hDtpqY6xGK3v2)eg>kCrA@A$9I!d;?c|_yZO*ID<481#jRF{4fVC zb5UKSaTBLxX90vph(=SEghR4~5F}C}Rd`J}L649F1%QROK?GE2PUw+^n&k(&Xocnh zhHKbI3@`#$P=?ERe?;MI#t4mL^B!&p97FY4b9jK*_<1uVFnShYdl-Qd|5y<{G(PIq zHyLIVHg!EW6h5)~)8-BniyLcOT z5{%KfN64s*%qWv2_KYrRlk|cO1Na-(h>hB)jds>A;TB<;1diad5fYIR6Sgl$xjDE*YBs2L zHDZKqfCp4$cb|g=5h;GC(~3cJkx3Fkk`Z6B7??=&2pt3oR(KmD|Ct*m*_eD{9#`0s zH;FK!jQdBKn@KK^K#joBS=ZQ;JqeWgfe<(}lu%Wak-`y3i6DJgffP7nM&xc5 z@+t53RW4DLhPV}&$VCRnGR8F0n6d8|z8z8xu1ZI-*w;uIr3zEs1 zAY_@Bxr~{ahWja?W@0aI_8Xx&nmws)+Vf!GmYNT^ntG!V3j-0T=R<&4Tu=FK87M05 zC{S?uKR2jj!kHB!2y0&%3H9iR#yOTO!fC0}71F5=Iu?(w|HOl6rFYt?U3h>-+Btqd zs!_Y9o=O6RPDq$@R86-bpC3t|DQOE?D4&t3i<3E^%Y%%S=AUE;pp;dmT^c56<5R)W zS!|P_cDP`KvLARBHxH_s5sH)&sFX{|l$fHS>cgS%=AkRnV+VPI4Ml2Luwx=f2F5uD zDXOB#IR{3mDdS7k^PsghnwJXe~fWw@pOC9Am#9&d(ooaI>wdWRQ~X9mHh@#Lm_IF8Bs z5pgO+RAp7?Q>PQ7A$j_tHp-`QSzY=AGGv4WR`EH-|7o0r5DA8=qL{D=y1)tfVr#gi!c^eDBq`Kjl zSD1xcsGquOHndu+_;;(%MzI^~LOO|g!O?T0iGT~nAOE7J!-|>@daM#rPYiV z8m-cbMAYhB*J`bmYB>xAK(6L$1r!C}N~m+N3BEw{U|ff$JYS#AkgL zTYjcmeaI456|KRwY+bW^ycJwd`K&78zB6m5HJdS$h-1!~cC_NBeHxEJSQc;a4m!wc zLF+jt8m{BIx+;od;rY5irdB#DKenqg`kG{Huy^AJynrXXq)oVzL#vgXj~Nixg4^aLpyVx|FRBbrlPYcLj+F-Ip^%h@vTKs4044aDW9)3$<@~ zzjy_~JVKX^hzEF}7q-TV7o5R|;kAKrc!@{C*95{LY`)FA$8c-HxiMh8@lu`j02!d5 zrD?J;JanQLzB&vsvMC|(I}=d%6T{~rD?utlux~?P74%kuD3))Y+B z$9Is&fy~Dv;KwjV1%OP=x;n_v|H~UgWj%^Khj)f&Fw7`4%xB-@Hxj5%@LP!UyPJoo zDv>tIEarRs#wk&$f=+yCHv2>>f{>ItuOjLd1vxq9MZjN)2?yMWC`QI+JgHe^ooIoV zYb+KbBQoXrm4q;ay1Q|3v5Kej%tbP!j{pK4w9SRo$JaarOQ6ju-KE{^&DE30;!Mu? zK`^5CC@H{0>x^{fV=3<3RhSDan7YHWmHFsNTluJ#Db5DjWK`g{~UcNR?+7|pvu@&#;=%nS)@tR|7;nLu+)$AWQw zk1zo!4bv}a%`6>TEp|Q7-S=`}S;_Slhl+$_W5N>*o<`}cHS*JL$DMU?n zpDio0WMcNH)DG>?(GdlmUDar*BL2vy^SU`*5S{&?4$?IvdU>LApt@tN+rJD33+$FR zYQ@>f))y@@bK$!}!n>v;*KNFg#ypX6F`mvm(&m>;eq8{Ijo4N?*o1A^0lM9sDbu@Q zdAN}P1(3*pTS*5)dZ$&{5z5Y)E!07LN*(IiF~T^kv}|zD(4}31S~p^x%*j!q$x-|& z1NRdMp5HKvIB1MeQ}7D3J&WK*4X_yT+VAs~Ds(o+Nuv2aUz!H{RVjuH(3x=r(C! z!ZA)S6#%~)bVdG+NWSEJW1%3CPtOYFokG-=Na`;lyRPKGS^=(ydUd32ZzHl4Occcm zzDf;laAd9yXO8AjCgNDI%NrgEk|69FF2-d&%yeGoHe$iKwik6#mvG$TXQ9`7eHhAO z2Z#RXDTL!8|7?6Oo$X;5>B8aT2msCza32b&XWj@;n!f3h?9-U-5hkJ8p*|s=ow-2f zV+RM1(xr%2N3Oc9d;M*1z4tLM>W(*v>;13^yMC<@>}qr=*21p3Cq@RI6VbPw?9)By z0L$!nP6&0;qa@y`)eUlnQ3r1z0^iP`i|)tWe%LDCf8jnH*gyb12ibKd!vUi11EVmd zw@D2M^g%E5L65jaZ}f-j5=b8^>~@==V(O|GvB~58i|?c`_dy22cQrWIgxMx1;qRsTmP<^F2WS0-OH=Lg4wI5Bi}m`lCd^b~?2F0lln0#>VhD`*VjwoUaelgqH&Ia$xTSiaOJXlbg{+Mk`@(&YtW z?{>9c_GymxGE?DkaiWAE2@4(U!(QxgZaGXQMXm;Mrk0}?J?O^Lh|zx6BTk-uSqG2s z0E*u{$Y{gYtOJd%-RzHSj1L?IPyhn(2RC3J*1Jvu0T3Zf3?x`^U$rTYcTU9niA=*24qUL+<58O z$=NJt&KwV(D8}i-`@Ru`0?e>r(fSa zgAqE0?C0O#|Ns7gx?zIx46yG&1QS$nK?WOi@IeR>z~+Pa4j{m!2r|F`g9|z||3M&w zLNur$5*uG~AHG5I_|1+=5C(|0u;2Gx&&s zl!hcg-U1RxK)nU>UEshEC@D690s;VPiRRco!4j9YUR_5*C1Xu{XD z)iVGRZR3_(Ze*9W`)<7N-VfRW=l1(=zyq(ATloYCAlz}wEf-zJ(_N^d6h&b1#RrVk zF<=7(uGiQJjkVX_%me=RMuBxKQpg!W_@rQy5Pm>}C!w5TcG|17|M+6u!7Q`q&dO?( zQPkkHi)1?K(#_7KTLz2}NnR!-6kv4WL>+vFA>>ahz&J|@-q!^AXSYJDdiZXMu-=SjeXj95f~6(C1QIvBzj5Icy~j&@6! zUB!w*mW*9&cil@a-1Zd{Nx%@C30kSG1Vf0W5DYy2M>gx*>ONg zt2b!CY`SV7dD3PeNMJ*j{z989I|o5ocFO>`lqCn3_{(dR@Pxy(8&EP3ts(+bnagA* zgktEe0BA^Y0>R;j%+dO@NyQ zJJ>d~5fOqE(gHTt8NmrAvzbeUkT8i!OreMXnMY)5Rjqo}@jMeg^J2g>z53N_4y0V{ za+e0?DF6^)W2yae&jH-3#09~%KK+vG2gO6qB2ra7Qp6GKT9>fcwE&;^bjwBGg3*ut z6QH8`%~(hlzf;*v7yVF2aqLp3*+fDT%|jn&{dgFO0#cCt%&10J8XVT>FFLMa19mV4 z$-=CUlC^0bsOU$~(*~!tVQVdO1_LWe$?6MlD1cra)XJS=BLUMg5Kz^+Eq`sRTiBq) z1+jYF1UdDoCyeS;vHM-{!mwNFsq0-Y6o3eT|5d#pV(&IB(#;ncPMm240bYTr(`Hh_ zmk!e0z~X5nz(&anT3iAZn4(YbmBq1T;a>O}!&t<^{d9%Ve#Wt7BxGV0i$=O=QjxiB%>h>%N=*GlFq=}^`c6s)ywF%UpnMG* zMp;VTo+b=uctf#}D;`KdqJp-3Wl+UKlz64c#qc)g4s?QS=3LOEvNzI*}WEV7rf*}o_pzcsajp;nnyS=D*ja_EeHiZ2du@9Jvc69`d#nZLKheV z#|v*z2R}NTs*h$i#30^mo=ohgFz~L?|1a*OjDVT0|COG+Eg5-p{un(_Er z3mdxFNv4uo@)MklUkSl2mQ85xI<0H~KJRMFT~70t!z|{zk=eV=rgpU-Inw#P$Kwvl}#qKhfpdOs%~b1CfAVS_H6W(+ls=L!t+ptYTEwm9(i_8Z4oFUo&3sL) zCtDB!l;|nix^-*_swaZhJ~Mt)0PSIR*UU8MdC%j6ZTEcZa2eP(SYHr<9}daB=kfCs zfyq{;LW0>Nq$<>-D5NUd6Jjkm|MZ~|J?aRz_|d_cG(Y&^g-JD1I45&W8wjDa^u=AX zehh7>(Nx+)dK^`$woWK_yEQUA2N3A%ai@~jJUqMxw;rDkYeN}$LVV3MHWR_GS-#~6 zLXcZo4))8j0SUF~ndNHJDY<>VRGZ_RyE>5S&QJe(*za__?SZSdLvVqjkM#ygCqTH( z;{fsieVM@Sb99-iXLd%BucoWf;hH4idDD9eiQV1LB>f3~r~~cvqj5_|S$LDWEVL>1 z*!RjJc$6S!AcB+%ODQoSdHoMf@RPLPQagD z%$n)|yzBT2xJyF1a~?k-KSKhIUObik5gYA@4LjMaT+G5PvK*o;zNRuo+_<%Q}i$-Y#!4TjG5CDOBB7o9?jV4FqCH_G`OQ zl7uWQ%UzTo|5!YOGq?dFI!U)w5CaHFVSlx3(1giX-UP&01@E5AzDEB zNH$HKa?W0#4)no4jNX z3=tPQ{6GwNNf@z_ArcQcM2~wxwiHyR>ii|PI!6_($rtJ`9dS451c3*b#2Zk9&Ah}& zV@>PWEv*STIC?uIlp_+O%FU{%P*JoUWKGwUmFUwN9hT+ZZ{6bTs#LO5Pe9$b(3w$->CvzLlc9 z3$0S~5KajsPI9zTEHHC)FyY@5qOh_M zn*Hm)F11oD#W@vFff#7R;_OsYO%NDm55p1DG2IX|4FCcd0QOiL1YA?{_z~X}uc}Jb z|8zo8W}?&eSb(deB1zo3K3&gwtjH)ZP!(mQWt;Qkoz4hpqEsHV- z0wEN@1`q&8Up-8pJ({F^2Cjv@>F^T6(&tsKGeN@(>am~?`t!V8mIr0-YaG%l2 z)<~(v?4Uw0oC7D-INQ|6OO2F&JJ)#yPIZmYcFodvO~#qs**|1a^#}k4U`~z*%;Hl3;KC~&=wQAUA+D?SUDm#4;Kr5JHzV3Z34Wt=IRMp~@A2>2wfo*)m`8pv1JQ>bffAL*K|X59tlW_XwSN z0fBy4hRI|Yh`EeoHIzx)fu1<=&JG(Og9kEr8lxf#F{HfTRi>)8$TJ zO{W=lA(s0a6z~Us_#gwo(;A`C7TDkZwJeW&&9Kee-jdIfBii3 z#TI~mp1;41& ztPw+JYMrS_;mk#P)YUp41Q&|?-M63)hci6zimW(29> zB`RhcX6R+g<+vH-LT=0Wm5_CtB5AItDA~XL>*m~oV21R&|Bzdbk>0J72ETyBR(FeUvg@N z1)OHStE<+sax4$H%A98uG#~&1ulDLQ=->Ql=aZ#mk!FsO9_P1%KUgcNzctcclR190OPrQ@h&?DPE_iLMW+P7jFPYHP;k zYzAwpA?>>jX|QySJHUfN$VF3JAA_42c6LqM{_UQF6j7poN5R0Op#Jrf?>w@KK`8rGe7xX@gm7N)X3J6;Cq~FY$do@%YYi zFsDxCt`-;nJgFOIUrtf1T0yHaaJhNz9cS(Z0b)TD0?%G>wG{2(T2ds3@FxHB0i8|5 zQ=jG;xpjs`o5J!i_p&YL@-nUn6kqg3=W%K&^YTqt z-PNThYxe5P2yNu}LR|Aj`?Ik=pLNux@IoL<|CH_&!I-IzqsZaiD4Q~DNnff)cl1z& z^e-QF`Ob8?0cPrwx``eSH;>ve|4!^8^=r{_`sm|qkgwPHi|SXWFWbT-|F#Dt2Q>c3b9m-~R7r=N0@;sumtyZjWjj z$H~Bf^K6v!Y6+d?D-t2@YH?SCGoTBP{z5)ycRw%b@5c4k=9DLGnKrQC)5`Zn6nL!i zcSi^Kes=la?sPpyfnG85O`jWVS94~p_G}0B`j~dA6OXH1$Ao!>8|dte-@kGvcaR2o zv6*m^CTS#?OcaegVO7n|?9-I6*Cbgvq(-}kd;p|LM<_zw8U zXJZ>@A*SUO@>OgXVs@WjbBQMwC4zYQpmb%bNyt3)`^Dco2mGh+QL+x_!*}x4Ztar# zpG<1rm*&mOzbf`70pTBh;xB&V7yeL90WY`w-+$A)_dlTjr4v05#HKFK523V=)8|K` z?LQC#hwkVvU8sd-zN&aVO?A+QdNv3HB_8X;uX?H{>9oe=@(x+L_;u9Cu*z$GrV9S! z|9^lWA#flG6)IA^5HSG(Ljw#S|3Zu?aU#Wv7B6DVsBt65jvhaP3@P#<5nFynqV(7V zQp%PhS3-0+@dG7D*dR6e;L>FiN;`jg{J;_@QH>w46%C2PpDmG;bS8~zk!HpP3nUgG zKtO$@Eb;+{7z96q4qfnI!i5brqfV`QHRcbth@52I@u=*U zN1<+{NeNp`6tx**!~J{Y)8Q>C`TTu=p)G&DLDDwvl2Q|lS0@@MpgpTrty~2>2z%qk zn>S~}JbqhuJ^S`|@Amy`|9Jl4NQCAv#u5cfV=Dc>NJg1-0}@zZQJke9nu4K`rqDw& z85p626QcA%Y!o7J8-^A+R9r|Oti+p#sZqCKMpT)YQE<{N<&Q`xrkK%)6j=olci(vh z)(vBsRaRPQwHKt2ZIJPtRHjrghRKkdV8Z#^QcZ<4XPih~RO3h4ZO7eK-+?Ed5Iw4K29fFw zxt3dQ1^HHycT9R@VS^=UpJI#w_=W(>#TlxoEnS&qmIyg`+Ni6t>e84PmKbMGMS-|m zO&>g$)QY0cx~iV5|23EEM|`pxU7t~D*Hw<f!jeG z-V-}9arJ)=&Yk}S-iOL!$V34Fm7nT zdICfZ%S-^h(3l`*pBo?p8;HFs-R?K3<4sN`0*Uld32p^z-*5buCk%e6bXCeu(gh!_&eZg2t>*Wv4Zp}Jtv z{NbVx|0!{Ut8y3twD5#NA+ANcw{Df zNs&oXk_47qpf8JQx>8n&i3MX=t$3r%7(LT=snpEuLej}4PSbRGj7aYOKrkQgR7<_#)d0ud-Lm`&M;kWR>C&HA7t$GycX z|C(446jwALu`HrxoQq_G8tNb*diIi??j!*`cUV4*f)sTRq|)iW6g~tH?ILm$5eoi^ znpMUKrkOeANAMY^fWFP8B;?9hN)S#UDN==BP{SK88d5hJK%>yxzy=5sf)IH0s8W^S zNJV$eDJ1}>GvOI>Rwu!Of(ZpzRZTTfi7u_))1_U4<)E;51B$634Ct|##w^wrjj?5@ zMV%@n*~!$u0yeOMZR$We%0|8-7Bwl&Df&Ldudb?z zK&+=wGpDn{AgO5)wFrJ-8*GRW5!aGrwSpr8Y=lFE$R>6`ejO}t1M5_%9yYha|BZ@G zr?l8GovE^pMGkMg+M0oasj9$ojvvuA*(phvBUBtz0O&^^A3X*=WJs-r@Z^Wvo|hr6 zu?19Ud)wF0>op}I34Di3rQP;6zkq#eRPF2Eooo_J_7o*pU!h$`0*H-VAc}jFB8ix5xv6v%b1VK{-q0!J>rj|8#{F6h7-X z!l?Ny0w4yKCxD>C=`}G!w9MrXn?xd9uGg2{9HAGJnYS`dvjQODk54Sm(xMjMk~dUb ztBQ%aKu*bkvB_X35(m$1Q!cAYO%%2gpa2PAG@}vV2i!b5Ll$x^Y)&$1FT-}!1j2Nt z1uJ6(G$0-R=tnR*tZY%AFK9!KsjNW)p#yi-n%$O;tub@tVU2r0dS2#$dOcs}02^tp z$&iXs?CxY=+j(Mcc7C57Z8Pwr+WEHhbtQz>7||J^A?lt>6CP*+(KIOAR%N;eba2e{ zI(#Ia_m-i8n|G50w!aSfz@@`%e*bmT3V?P!K4I;W+xXNm%I+L#|E_RbJq3g|pHjgq z(_oL(Bwpnf-NY@kURxlY*e1C$mK(iVKLp$9ktR9Jt+a2H57x{GV7bey-r@iUk=9{P zQ8RCaG?|;P=$Sb;&?`}WqDxUD^@BIrDpY&bVen_*u#O!B}VKt8F9l7Vd|2P+D@*SzXiFVFP^pk&{ z-2XoRf3Ni#6~OxCA139UfZ?8rtXl|`(gYb%jG#c~Sw`)>2n5#Oyjb4=meKz8AOB$h zaADvFW=8U{%I*ab2r*y%D|(cgrm;Y_dzB={3*JmO`@+aE_v;)FzE1vX+P86qNf-y4SF zDbfoc!pb1J9uS^Lh?w1FbRtoZA#{8qg=8Xjp<*PBA}I==DefXFiXkbXiwnBSV>KSF zxMEUJA4lY(Q3><~3FA|0BKD%Mjpe#A<};!eyWP;BBxoa3ye z%rtVN%2?wydL9O3z&5_48a|_hpdFQf<4zm^_kdCXQeK4AB9aN>yyW9O&P+VYBR$%q zLhhjXNs%Urqez^TdVQflzF9^7L^I~b0VWeGuErfgBm*(zH991hSVTYo03rDV2_69d z04x9i006cGrUHim002n=0yhK#E(-z@4-z8}1`!es8xjc=6ciK`85tB51QjR>6&Ms4 z6k8b%Tqy>8DIhE>Dnu&+EH4QPF-8$GBqTCHu{S@yH$zW3CY?J!%sodSKw?8cIf6tY zMMXt@MMT3!L$60mw@514NJ>jfeN0PB%1l5~R8i1WJ>pnN)mu6zTvd}?M6+Bkx?E07 zUX@W^s?c6YLtk_4U_~clj@n{6++;O%YE0j1H7jhT+-yj$Z9w5|IdE=j@NPjpZx@kMj7@fpZ)cB}<&Z~2lA7z1PC1jg+>=PbT${FhOTnPW_vmgSmH{hC~wo0+AXVws$5+?-wJoKr`hvQnOv zR-mfnpjTC+ljWpYTcwhwri%WiWd5gFsHmu8sgdNVU2Lq9*{pKKt&-)fV*RabX0EDp zu8~)-tC_H^d$Nz^vSx#|kL9&#|F&R!x0;N&k9WDYhPj`sxvJ&5Zj`%^^ShpCyruoU zZREajo4<~Dz@*&4h@`@eVSw8-4x-`t_%+@sUon&;iV%-@>ay`TJuI%!l`t#oT^{V~#(ERtb{rbKB{^I`r?f?J(00008 z{{RsP97wRB!Gj1BDqP60p~Hs|BTAe|v7*I`7&B_z$g!ixk03*e97(dI$&)Bks$9vk zrOTHvW6GRKv!>0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~ z%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7df$#$cDjOHwp*r*822XDc4*LM{-{8ZG{~u4j z{J;fFu${rqK$Cg|9I#D`aC-rucJo;?NFxrLe{8TsfRJ_?Ezrb&{=wn{bO||!nsnwx zDB*+@R+yH7*yK^bdG6(rKz!yzu)qRoU}Fvn=b@J%DX_@5;eZI(7NbQNP6JDe{;ikL z0u*HUqJ=;PDddnu8ik>T9A@~Td?Kbd4Guq!_((g9#K=Gd9Yi+G}U8Jc7s@QE|c2mR$yTxD+F8o>by zjA#L`88ASBIOf1ozyk4wnjV1Sv|~=L7W~(riLDCsYNqkcr)h$=!m@xSyYgy+1^2ed zsfqx$IE}K1nY8}9r)l}1>ro*z=3BJ5UzWaB*(-w;#4r@f(Jx^f&#Nu z?Df}RhaK0&$z^;mfIJrzoXt1_IKTp;V8e(31jEwK849e5Lz|~n|DdTmY1nLI0Y|q8 z<#`8|dhf%@FE9I82 zJF=|^mK?$2X@FZ0fvJ~o{`u(dba8MUE;%2g3#K``b9I`C!nse{xIpIV+I%l5qnO6= zK9H`-h{iq5LmYt2g|A{A2tbbjgsp^^y%CY@Ml52H@N|`+0W6Dr=?kFYF;XmSIwAUjz@T^SAnzCsZ{i^D2c&k)N4_dMp3dh*=dTElbh3W2p|O{U`!Rb zk^)kwiFOR(i)0L?C`TDW_9f^MEuvDJWEGrqQRzFF0}v@z)ed8<>jUyBMw<}!!unx@ z6tDvTWI&t0q~QGXh#r~)imusLa2SOGMqa8`kc5G)C_#x2Xbgg+(BG;^p$S@cU|FOL zr#Q#yHPP7dKf@wZzb25J1^56z-)v{C{_}_d(62>!8<7r0=Kmi5h$B*gv{BojsJ1nc zDTnPK1tm|}jt%y(9qqv34BFNXO`MZe-yx?)H_B0GeV_v-K$B`{7@6bvNsE_Jzz0^U zfavf^AkC4{o)QoN6MP^xQM42+5U|p3rRg{f0&18*+JQ6eiKrvxX>|-Zx|L>$G#!nq zRHr)5N+pk~Sk062?*hN=M6t9-4NvHibxjLDJq%mE;kry@`D(Qd=E3 z_`wj4u!JW};R-ug2!|-H5H`F73w!v(AP%vJM@-@poA|^KKEe@Ftl}p;LB%ju@rIw< z1Tl!=xHBNHVl|tm?5LL|?KOc!20Rq{CS}3*^=N!`vfuvt7aON#!b&khWRIl59|k7L zYH@;K+OiA9V5V>wGQ439hxyECPBWTUY+*J}IRD0Qj&qD33}YS0`3OtMbBkYGW+6n^ z#z1I7jwz7X6q+Uh*Z|>4f;?o<>UYUTF>;cjh2)ormbCsYCVvy`5nP7k$~!Gdm20wP z2J=YGYF@&aHN0Urqx#irhP8w1Okr9__|CY_wXWd|1t=T=3Qy=YuwCru;RLNt63a&rNgMB$eI>3R-ItYRkmj4si|zWUXc>gn`vU zQ1Pr?&F*^FTEx1Z_pbNN?|%Dx&%JhWz-OG?BP90=VhD7OIY4M;m&vapiA-xzfL4WM zTfPKA_p}{-ZD(m5BbRpae^EP=i+hCJCI6AMO+LO5b=zCbM_4t7mtgC8znsKyuJyln z&hwu8eCNS-aj=CgY!@5b#-d2JvJ1;&XG>(gt(EISO#YL|P@O1O@3^4)n~`llS<_Pf z_R2Yaa`(bECtR<{ZPtBrRLfilP@uV;S6p)z=bXj*p0mz>&iB6i{qH^(IMIhK^d}HJ zxd~S~q00;Lh#V*C63MzxBp(#YYyD5*R!GQ8OH6MMh2<3~Ft~G~a*5c6?QMTGhKt*4 zJ@Z_`xz0P_XHWau+g{Fs2R7jeFZ81yH`$S6JdZbfkjMLDBH6CEPAvZuY>55xfpY#q zyq@VOKffrY=g5`QpnQ%n-zAwZRR8K_P4_SqA`HT&`R&)w{`R|n_5v?_;foD~CpV1tI$f;|Qi6^Ik3F@r)Ohhby^C2)s$n1_0}hkRH9Cg6jE;&t?N zT2tm}Vo_>kCxJQfeGAcqVgL4TbS7{37KOV81sn(lt%rr0xQSS(g(GN!T-b$P7=~RK zhFvk!7j_Cki&l|@ z6ESfqXNxm|j0oX~x5kOC=5tU`21$kQ~@QdUj zh{Je&3*n4Xfr}m?dS{0d5@`?%Py^h^eyfI!>erDXiF;cJj&Npz`-YAxxsoi|k}k=G z?&uHVa0y^QhNCEtHvc9DtXN}dsD>Y4QTRA~#5Z@l!%#-FtCuhA&gLFeI#K5%*YkSI1v$e zU=V3(llc%EDSKo&d)0W2m?(~a=Z!6Pjwm^fxu%l1XPUcajwjicvN@ZyNt>#82`gEb zUl0aga0PcchGvkHI?0NBX^)5{lz|Bng(+L&beM^mm`v#y4jGlGm6;<^nN+cy5HW7Y zCu&7KP2pYl1MwRxLgke0ehhGy`a!kLq9 z00exgg0aXa{5TQOp(O&Loi|~XxmW@)@SG4DorU3;U`LEJ0gzoWm<@4+A~9Os2Ywg9 zBjgE!p&172h>70_pWXZVrs1aNAiV1TE%nya|_r#tGSJsOIE8munXr~bgJ!FsI73aE&>tU_7_ z{pkj*=ms;;q~-OO!$%NYqX3+$m7WT!&&j1t=@TbK5)=xVPqD30fvygLl^1yvReBz= zDyvn9mb7{ZqN%I+imyF7sL9%|zbbTt3atLBqwiR(Pw<-qo3O~btc&Wb{rRi_8lX$} zm$4BUs>&1ZT0U9ot%wP(M4=Xjd*T6l$EuO|Ah`HH6sJG4Ywv|*TBMoWtCC=SM|u=2R0W0` z538iaDXl%3Lh#jwMS-%Yv#}hTlpZ^WumA{Y@Tv>}Uk@1;Wx5m?su4!mom$4WD>0@b zdb2qDqUiW#I`RxQ_d{Iy#0+3%QgVsPd?&W>5%1nv)Kj zwTCdA)2a#iXcX#dK4e?A2YI$Zp&)0{b!ic|N&&kF!J#1`yB?vY5wW+Q$f7FBntj`% zy-S)b>9>SyxbGGQ|N5g~xV!@EVtWd(dYYq^JH6Cfy~#R;z#x-Gi?CrxhETh`-Txc4 zP&9Myl8XpQ1ACP5*5x-1eGEqC1&p|gkif! zfy4>Ht|OtuG!ef%GM7`F$ub&-g^&s9i@aPM$^(nS{`$peoW^=uwFoE1qTrjUe99m^ z$7DFiNJ`7Le9O2j%T*hOWze%R+yoS0X!#oxjvO{Q?8o3bBG}LmjL-ona>y@X06vgq zxH8OjQOsd$#1V0sBmv1Fp|XXt0GO=F%0)Gqn+%tX5h-->$p#A!LTgC*L#=w zInN=S$_^{WmypZ;{LcU#&;tF>yj%uw;LFfD!|y8-Vmr2d?8gI{%roE*O%om9R1-ry z865x%A7IU+>cq!Lz!$-t;HJ$ek+CB(&gI;e$s56hny`v1tfkz^*8h0LmFvC8ipG|U z&nxW4IDOANJ<#n)tYR?GMt#&soz!d`!-ud4moNjPyAut4I>)TT$vg@yOUP-EQ8p17 zX^;lftjL7n%}9aG13|mWY0@X5p((x60xQbB%D9x9xt@H!COp1B{nO!l*RQP8C(P3< zjHI)y)PxPtI@wx9{lstDRZYLi{Eq$b2=dSmhr?t(Al8I2 zw_35s5h1`xDAF#$*5dqv+4BK!`y%l`HW^f3XV6U2c1?^nDu-w;2YL|^Y+>0#+ zSS=1kP29@8-2M#1F`Uptxu)Y}0S^k%JM4>a;}38}0sSBhp#M}89-S9vJrrbZ5KP>m zs@)Q-J(m$2sI@)Y@IBkNo!jSotZmH81+A!Ztf+%M*v$Rk0KUe?EtAO|;0Dgzec;P? zY-lzN(pXyE)*SK)`b4B^(D%p}qet)(s(O)-^y6yr_O?f+^Mr8^=spra$6ZqRTwv6hE%G8(e)C~R-6Q-IrR?9T9LsVXhH`-0 zVh#tT-t9^a2czE4bAHs^PVTAB?dP8E>b~ymzU~Ii>ZtDAhad@&tywNn=%rKZ5pKUS zH6vm(>p?N)XKi*Pf$!d@)>hu=;hXGVzSCXq(|Y~e(LV7p{@(@t;&L43+g|S8-to5# z2QA|dm(cDcU-Bk@@+hD3C@=4qQ16qS*5st`e*e5-g64zHc3u@D@Z=p5=UuzLz7p@c zOnc4n&2Gj$z1Lr^%XjJVa9;6iyyKm|@f^?ePp|S;f9?kD2Ca1mSKsws|Mg&>>MSn_ zZlKTufmc~M-F&XYG%u?DK0ZHAD8!x>20swn7v2;B@D?$cLhsI6KJort%SIj8RA2aW z+_R#v?FOCHr%vu{9QKe82UzV7kze_ifBC6i=dWJ&c;3w#HROF3`l3JjeOB}7qxU`m z<*Z7sdX5r&Uniz4>4rc1v=7iP4)w3D+gxAnJ3AO+fnK5B{ca9OZ-hV*2wEVT3=E=rjTB z46#gvU;FYu|AnpjF>H;hKIhTD|LK1GhOh_#vCN;iI|U6MGzdrGLWXb>F1*uFVnc)# zBSN&8@!>>?7ae;1SdbyeJADovx^xMX8w(5=Ab@EA=1iJ3ZQiu`;So-rJ$?QJ8dT^| zqD74!MVb_W1sFn{K7|@ps?;VkA}Gb0RqIx+U9*0`=2h%inmWn)^GCL3ShYya8fCCx z#+Nd6?cT+kSMOfFef|Cg99ZyR!i5bV-V5hYrj&;Y72+6K@??$~J65D@(2yH({zQH3 z)2C!;(xNpU%)C+IY1XY>zlL4%WdBN5Vp_U==7W(wHXZ@M*{pbUAp3;fNoq<^Vc=F}VpGTh_j!9IgGCigYG5&nX7ULUS#M$%e zlA}kL2C%e40F13b0}niqz>-p8P?Q;P8%sOxCZw=Ju9!M5L#nL0i8%{D1TnZrcneWD zY_<~%7Jt&njzkc>8_FdX(xb6P8*jw14Eo@(i^s%zjI5AML~(DxK6VUAq}Ajb3BlI# zL+i67L;Ej4D+fHp5G_wSskHtyqVhE_S+mm0|Ee^tASz8OlQfhVWaUAZ639&}2}{H? zPY^ArK|?>0<8V1W2PO2V-Tw-0>rk=MSkX5{Uqtac24>8$QcG<_GE;?s)U?x0=|f4B z#=1Nbqst=l2&9iNauOjZ{aHk$G!YW5O)j(4GFL-x)iqZy+YHbkV235PSYt!mmBC9K z#EpRjv^o({X{S|-&p-W4j#_QEz3DA(wR*HGM$?cfQ5QeFQ&LJV&5NP(Cc+Eex*Fot zQ+w}q7hiody(3gnxg@QjBSSNlzk?KXa*@dZLT^T~^dgNG(;NU)ij6%!$l0d8#<_> zBhxY8&gorRqNl4Sy>!#@Rh3D5Ra?~|*B3HrNFpz})y&e8{5b5d`wPttP14?bZHYCm z`=mv#h9h#Q&*i zrQ>`5bou9}zka9-oJ_W?{{@&}==*SkK!Cxv|LLu7T3W>2PO`P)F|T{SFMI6(=P zrebi4lS^RolK(pWgni=!;dCg_C+-!;dm%(2S9F%bn?Q~$Dq>M@Tu7no0cCUc!(k3} zXs}lG(1)$+8tg*jFRjfjcmeds01LQ8(x?qtZzJBt63D#10ce6vq+k}c7{NXyf^S`1 zL`qh2o1%<}g=c)u2uo3V@;aHM?X$2HcMjFF?mQxW;WA6mCW6& zzVtAHt^da)SzF}RQo@)7E`no_=!_^R*+gJnl5bT+mK7^V&H%a1oSxKG^Lm9vPHs$| zPz+^0bA`9i+%1fl0EL`32ozV|(x6C@o6PHjSR;aQjV;Fb{B^4|+DIMFIgk?xDwbZX+BH&*IyToYj%@B(KhB$Cqi&}{4 z68}^5BE}e$yae*JSj~gmIpt}=%pUcCqTHthH*3M5`c$f?MQv&?c*;~(?dZU1{iYQVxWB?Tk>5#4=L@|t^-LA64Iz*lZu!aOI z!pIiQyw)nPg9UGR#XH_&y-F1S!5CvivEFP>5ub?&<02`0w=Qa|zDRZICRK}HdDio( z^;Kg zP$7!OZgYxVBu&M_=-Bz{H>v=3pp~;cV5m~o%U|Ylm*J~C<-zw7k^sdfG$9UbwAsyX zhI5?V{0KVN+0J*yvz;rqY)f85Q$o9+m^_ z!-?E z%E2D?u!Sw~gX7witjM5i5wPfKH&l&Fz<9=TFFNsU@ntNP zcYTTWKmrm7Kls22t}!rceZC1-c$kCT@UJJrlxU_x1vE$#iiiA`7w34~IsO!kJ4M=V zM`6hgr}v+n)m$MWuD2X;2!Bd-enkV(+qM-9Ebuy|^ zL!gvMo-I13&ojRpj3D>Z!O+{m0oy0{tG~CA1W6Kw+p{O1+C2r_!TW;*R$#JwyM(JV zLNH4pQ;Nc?TfhUp(hc z6cG#&>RYAK!@*BVs-5e@&qAs%6TNuK!9N7O9z?`MRK!K(I!1ILOdvudBrvdZMA*9< zQ+h)7lESTp)wJt-zU8_iG+yu1nHByvH+e^f5%0F!+GcS{baWp`4G)a1!%hN!eg!4?z)RY8uM7EZA z%XYL)!>i35}}P8^DPqz%hf+4yDp6)lRF^ zP%G8a?99UCkpxjFN7E$H7EQ|)HPaQfI{z~zQ%HDGP+(09Fo3tz(Zi`xx&(t8&Cxk! z86IUBA*G3ZRJ5I(5bE2F4K>aw-OMDFOswlt10=v}BrxUN(n+OM4(&b8tJF+Az$5iY z?<`N#OwTn%(K97gQXSQiRMFmR&z5A(7-axC)l-)lp)df0TD8?%#noK3RVV<1JdM?D z;m^Y{BeCd7vf$IMShU^126kkDEmcHKh1TaZ$!MikYQ0o{=)7vx)&m^VwCq+$9Ju^dZJAYFh1YoHRbOpaYVlKTIo6u6zQ60oL(`dMb&*N=&IsMg zZS~MbwN&*q*oAe@-s_BPJ;_NmQU5L6#DN`40qi~RJW-Mi9B@t3aRu2>HPuixS5QDD z)!``64VL5pSBp9R|NG)FHD&xj3Lpk>p} z7=@AC(u!?SVDng}9nX=h1r{yKTKLxW4B4$cQ&siaGfmf%kx>tcSv(mbmqpuK{Q~DJ z+d;`!ZNW`(sl(p9*Q_{{4`6~e`yd9WfbcxpzXjaV^hj?MT(31+)AYvgWZI35TD62) zw0v9?#RR1l&&IXf%LP|-WLk(T(-eg`G)>XoLshQD1mDAi)Ac>mEnRUnS5kFT)*J;* zpn~{p+dN^}v~Afi2m`jQUH?2;p$;1hAPvwE$y>b@RAK5{pAB4SmDJ@;T(hiPf-KKZ zjac+FOU%XGsRdU_*aS&hTIIyv@D*RkrC#%_TG1WdRFwp*RbO%?-P48N_*LE1J=d*$ zQPz~*_`Is#wUFDzU3k@9-sRsAsoQD6MWH|epBb^^bq-~HgnRr61DJsGoZe|&*ztW@ zG8It_=3uFn-oeG#kA>dn9a`HfVR5WI^0htgMGH*u;0}i27#7J|Sl!kwRaO8766M-b zjo%*j;nh`B`-R=uO{F*;U<&cy|IO6^zRM#H5d%2j!+G18DAovJ;PA=YVJ#~Lm;e_J zQx&dO84lkK7ULN9$p6zsO0pDLt1aWk#e`01;Wn0I82;QHUSD9STGX{;)%{@~Cf)P| zV&5BulhuS!kWVKDjwDuMTwU8HMr5H0%Iuk9nD9$}ZQ#5enk_Z}FD~B^KFc`<9UgcL7RZOVbJ(guW*5e)S;~oYD_~qeSF4fnKT?=?*5vl=N zU1WG|bO}y|p4n_WFCe~>JCfhSIXlNdbxD^Y$)mv$HXaj)gbEW8~ zhU%!c+?6KjG%eTjR8Nh@YOC7>alVHdp6HSm>(kU|^9AD74P<*xPf$2%td-wfKHZm= z>A9ZgO@M1&_Tf%21!4Z_ME2)@##Nv0YYSm!nU!XuNZ^WUivmXKWxe8?SZXRDSE+t# zv9|2X#_Y`Q+RH6xRejOGLDSa#SW?}DaKP5hUQ?}h>X6p#)-LN&W!;R`;nKZpUbg8` zXzN|BZU0Qz1i7Z`x`t`H-fj5pgi%(t zWdYQt?1*;l?*{MiUTv~APtl!h*3RcuHN}wa1k+vyQ|(+f=5F&8@A}?hRb>Sl9&Wsj zU$#bR-G=Ml_U+%E>-ZJ!o8APyKJMlg3*}y9=4SBeFzOVF?zE7h!>;Zu#&Dd-ZUfkE z`YmVs7V!}$@e()j6BlV(hB$}=g_Rx!Nt)$Swd&DE@fvS!OaKM|-|rtD1(a^hyB6@6 zmg@nZXV!G-1MlJ99)&ho@CfG$2Up@S5CZ{ra?5$63D*i05iUzM3J2bBpU5ihzUSAb zasL}P^D{^DG;eKn4)4}=(`D#~Bx>=HWpg#Ra~?JsVAyfE?(ud;a`+W+0f*hW9tB_? z;zAE};kN5eVDc&-3n>5JFfaoucXUPja{XKsq85v4Q`Sk&DjB(FmA>;)C-qV{^%Li9 z_g?8^tA#-p^;7TV-5zlqcjo}_<3I279|!bA7xb7e^ddj>L+5pzZi7Rv^rL`u+?8@l zKX%=?bey5?pEzi)phboz3+e-P`Gxgu=k{**cKhvKf6xSw1t^VNZ*Sjm`<7>5_;Ujv zcDp`sc+d5B=XIDa^m{k-U}w!h9|aU>@@7YZoXjf8fYNe0xhkcl|L+y4iC z?wPRWzU|>}xA=?4_{&ar`|Sit(({TB*?Dg3{C;&nHrZ zdWUy@N9kIi`9Lr7d_VM7XDrxNa(_pFe>eD{NcOZX_@cK%nk7~XU+kGU?#7Pzns8_e zaQUmp`mEP_tk3wax8ptM_ng61bmKlv_^TBK3&|tdB#dJ+Sc~cCwtDn{FBD}*~e)g?*zQ>g#X;vd)CxQ zjnsq=Ao{}>{9=}a;y3=|NB-n5{#q@3;YT@qtXY59@>?VkFHd}*9Eweb{q5)e?)U!h z2Y*ehB@mA9J-o{gY08-Hzw*-+Vu(eY)?2Wsv`z&;8=web{BJ-w%H02M7cL z2NI-EBaEDc3KueLs1QsTF*70%tZ4Bf#*7*_a_s2wBgl{qybEuFcB?k^eED#N|!Qi>hvkps8Xj=t!niu)~r`Ik@DAX zsMfHfY5^+?tX3^hV8gP_x@i=!PMhY^t!wu#Ubw(U$;C^z6W~sx2LBT-Jh+yo4h9VH zZ0z_ky2phtt;=~yPs$R~B8B)##2=#K{03N>1{E$-a9 zck}M;`!`aq{q7C53p^?)vdfm0MSDD{U%FD~l8tV?Zs5M1mh-)v{kvepgb`b4pn$RK z^y=5cG+5{|{Dzq)vafIdzGIj8)t`Kf!XGS;t#*=6`wn1Ma| z=$d=+37JqKh0ymSl1c8@pOT#21erhn@N^S4ObUdcfmm*|*#Ckmdif=oVTw5>ZDg8x zCYoe!D3v6ggmWQS#;rNkTV*Y07Fu{^cvPBWk|m>cFV+a&iXZMZD0nv-rsIxHI{Iiy zK@J&TA%`3ZDW;h=W~HVu!3L$2JyFT&Kw9GW$V&-Q(N~|Xy80@tvC10joKTJO<}z{0 zS?g8F*?H$#(PcQRb?zToYUTERCI*lFTy60AtF=fNeZj z8!(G)pQI+AjB=4GkG-~|^Rk`M&MTqj(P}uQN_T4p#%)p0Eh_yt;DHOiuPO2%J-E;x zIz9AuhlMgVUk!Y*kIq5p*T{=N~r}STdHs$0tNUEz> zU`KuXjX3VP>%O~PR(ll}@BDUBmctKkEm*UWD{sn&%$Z_&c$=d>Jxdf6fj0KpYv1k4 z)O+t4?cayrSdbG<05(6dfEnsttb+b5SX@G33R8H^ zYtgC^=8~1b$t@=trjXGn!uGuhPUd>syI}T4N5Ks~=4GYxU`h;7zSKRUO6V(z0zkMP z6%xb%6-c1+Sk%85(y)d$ydl-Rgu@*wPiXb45&mE`ycAWeYCJ?#DB=Pwu0bnW2W+Af zEe1ocHBW0Z;2;(`Vm%CUF=gJ$A{a{|v+wE0G3a{Ns7|;N7N&=d0&(FKk0{4E(y@+5 z1d|=}craFN$18dKd@91r7F&itut7^i;f0PB`Ov1>)(V=q zUSu(CNGxhotJ>AFwzaN(?GycqBW(Bss(y9n)f^Z_D0Z!%s$B(Q7u!ezb?Z+K+xX8q$_lte17W;j0<<%)l-4r?nbtQ;-6taTXf|sK8tv zSLzaPK6P}1O2!h}ttNREkgQiZ=ZgGU(7ygPpjrCsXhB($W+pbUE6wOjGh4NirgXET z9m!#8P1&p+paW^F-~VmPn9Mc)?8zh0AGeZ=2g*^=ha`O$u?Z zyJe|fHIEOG?v8V?&oDb50`|<22}h>gNd8C!050>HC)?jNuQ`lw&edb*yv&AW=>wpW*q_r+#A#ul$S;---q57iGa5UFZ$7wzVxO)y`YEA_j?rj(MNB1rjx;R zy2~EiqRx2Yxs7JYhwI}B1vyzo9(mqR5A#TRaFH`&e2v`NF)EkLS`Fas+*7~$iAO#5 zv#J|F}do>PUx`9+`w;+xV59^S1&)F~hWDjo`C z-Ti4ws%3%+o*)XQpb8cO3JRaPjiA^(pXqqhoyE=oj)c5PhUck=PHo8t{vZ%8;EV-f z#ob=+UH>2wCZWuI-&0kf5oNz5h~t|r5Ox1NeQZ;7kVKJo}deEVdu!; zdPI~0kc1gx1ll=9cb!W9VTAM{AfR305gMKy;@%w^;Q{ht1GZo24Iv!@oD*`N5N@F1 zq#qP6qM&7d<;w|oCB*I++PND6QLLxGvF?Jgyu3zlQ-t_&V zr>!5jDV-Gp;U$V9rfgy-e&HvYU?^H6%#fmIpj=IWqeW<5%f(^6o#J=-B0IKY5auE- z?*E}XUSBWH<1R*{EE3`*ei||MgB2d*G0NjI9-bX~pwfi{Gag_ydSjC$05)bLM0O)X zip(0ShUIk-I;MmP1Rzg5LjNs^I=-SkjwDHzq)Ad8Jf5UV&LgQA&NQ-QN>-ovU12@y z-nI=SNxA|;8XzN-+C(aeLs9`ma^f~-f<*pgxKt!hAfHm2&nbokN7h7BdP*vm778%J zN@k^2ZY5WCWmk4ZmT9FydgTuq2wD?~#yu>U3E zk;2B=<&UJ=CCp_+4j*WS3ptj={$=E2;N?iH;!;*6dk7{YD5h=RW?>R$Zc-+1_NH%s zrC0o>aF%3Rnq)GB!)|U{Pd3VF;)iIGW+z@kT{fqtkWx6BB5Ok5W56a)q~&!ie^$$0 zZbVznW@9jhOoUU*$xC*=5ek^6gia`hR_J*epkkKfdJ-Xda;SXnBD&nehmNQn7N<$# zr|dC877i%cP{C;arxyn33$m!AP@bNd;wn9;NNi-NY+jF8r=LZ@ELbR!7XPV{9x0NR z=MN^SeWGXXUFa2xXIG+2K9H!DT3>E*CVej5Wj5*eg+n;N!hX^ykhmy}#^`jCX_I&- zHfJKvcp6ke=ZU8i0^8sh;jBpY|z*>ZYD1UUF94h6Z7Ws^@yT0#@#wKUC?J zKI#D$W_{`=pjI7bdMOZs11uX6E+pVq3a-YTvdDPaO?pnjlj)}|{^DW*ayiP|S->erSg!(t-qc@`BphpH`}2GQt^jYPLd#e_AUyVr#>Kq^QuKx3183 z(u@w8YkIimV!SKJhOEerEWFyQZK|uurmV`YY-0B0G(1(UK525Y?6MlFyv~AVMnlQk z>MSG!CQhtpJS@asf+z?m&?1S;*_n)Y2kJf&NF2 zHfWDTtpVJ^)gCV5Chn{%uGX3@Vz#ScaxLU`E!R3Ol9B?JA^)f4Zm#9xY|i2;Dd51E z;w?{9fQw3}biyd=UIHr^E$LG1-r}gcUF=58DNC3tY3OZf82}$JuJ8UX@CGl*7G~vE zDAiJ~)~+pXvMbp3B$mMf=SHvDdahbCCPZZCiAnmCFK zxQ4{4K1Q9Yhp8?G9~kbt-U9vBul))y{^qa#j%?%xZ~ta(<4P}u_GCVctpFde%2My- zb}cDHfcBE_NOUhMpu#0gumxW*22bz_POx-}F9i3<8wv!feq+Wylk?Fot9n=b+Aj;Y zunW8J{>HEj&oB+waPhLN^MVrs@36_n>Mdxd;qoc=zW?P1m#&L)a0Vx_1#d71dvFo& z2ZAWT2&+{IzntC-;9{V_3vV$Ocd`7A?ETuX7>_X-m+`wIDfUj9!SXO0&+9DwaP{)( z#xcMX!-NDYF&=9$20L*b*M|Y%gkGX>b@uH?Ea<#(tZQsj7IQH!G_oT@ za$eFPA&;FPUj*QG2Ai$~UM>a>P;w+UvKJ>a3nMcNzp*kmGP~BVGdJ@zQ?ueqb2MAC zCvP)1i|p2hazE@W)-rDYdb97M@{!W24}$|Z1po2xy7B|#@(`Hh1&YZn8!H?$&PYtTKXA z@dK@vGw>2`Mq95smvq%e13S0#JEuWB?=wc2E-TbCO|yddF2DlNu>l;w0l>5Xvc?-B zKrll}`hvvzItK2J20|U5o53taLl8wbdqrOZ#*LQ^8Er^eo%-n=JqZ z49uj-gI}-2ff7Vglkm)#umBD&M=VBD-~Yl?XSQY|v{rAnLwEKhUo}^cHffi(X=n0R zFZ5Vj?IoMFSl{(ZhXeiM^=c>PEHFX=Ywku9ul?q%N`nKK1~+Y2bX^zs{=)W3xAxUW zgXk`HNXWEc5B5z{fIm#b8Kglk@ALUy1i7}&E_Z~uvP5^2#QSEzE}S=dr?+~qcY0&C zXy3vv81yc9HfLjXeZMe$=XX}0Hh=fGf7>rKTXI+{w}88FY`b+SKkgZeC+7A;KJ@A0 z!Zw%=H-Q_sg^w&=CwEz2viw$bG=!jYg9LO(Hy#sq1T4S|_=5=y08gi3h~vyf?yWz^ zV0Kr8A&XOu*F^i~GiI~5kN@}!xBoYKdv-&=cMIz`lHd1eAM}4W`H??0fHQM}SM+St z_DQGn4I8E_XKu<)t`Dp9gy*$h18;?A^q4a)d}la2Z*esnZZrVGBgDC!KejxNIEg2* zO*6rX*ML9BLpvBl2NXb0zqq(eF-Ks-OE*}K4+M`Ma;wtIk4L(sPr7ZC(sAu(7H#28fvxb{UTn+cr4sb^Tc&0^+yD> zN(?nm-6^G)yScBor3-nv!~b`=LwS^kdi{pFyw7`QcRCkaIsQVcH!p8AOj?$oEE;q4 zs&ll01AOGpc9;`)x?;3ht96Gre1E6*nM?db8?Foc`mbyCmuDS%=<|y+d$U_`o<~3e znAUuBKdq4Pxf8$R+`Io=>pFjFXdauJb=_hyR*M8F1^>N1a z>6h^>#Dm#;zP;x@|9dep{5n7o+jWZ%0)qz;CRDhPVMB)xAx4xqkzz%Q7cW+z!U|PK zj~_vX{K#q)l?V*d_*3ccQGo*(VaAj>lV(ktOqgK9X>%bqomF-L-XVFs@(0h7~)OELE;v%cfPkmTg@8QSaS{K|dT)1xC$1nPp;l7&tJ4`Rj zEQzu75)NjHIJqye)2Ng6BK{C-yQ%%C|%F9bI;f!;$xj@tK93ODZQ%?{{MA6UN zXd8uz2n=Gtpac*-=*2x5ZS;fcYAo)@MpN67Cs_RPtx_C!;?5u=4?eod7s;C`K4mAxsk66@5qs9ZJ6yX?zwptvU13s(uB#nnq)cis5Sy%dY4pMEl1 zaKOJ#7H~5FSvHoy0P~v#7t%h?Rb!8FzBsRnDV}R%_;L<9 zr-eICr*=bR7iySptSKdUQ?ok8oxDpFAp?*+2br_cPW$X&0B+mux0y_pRq>W&+uy6| zo?Gv^$s)$CtuoY)PS7}Jmf4^wj7A=k0W{n~lmQDca>YPHY{1LMoE+u*W`Xdl{L<>V zXSjCWSyuTnxLWn1lUCZ#QCM7E_MeVhj%ugpg>LqUvZkph>U0lLN1Ybpj%*2nQU6={ z<(W_0Zn)cy3VMF`7MS4bvA=37f$Xd=tT%bKIOorFcGL0m`HIG$e$WTgWyn%SnX||- zCQYEYGVEF6f#xD>|I@9My4?*>PZ}A8>z2ke0xobOwF{n%s>8sCOzJ1n@dxm}h7BM& z!~ha7Tk}9jDiER#U}w7?_NE80tjNuJ*&`1Nt6~@K0gf*l>kQ)hGPw5burJ~82S0ci z#P<2;LYV0vSpEkv?2nI(>p!M>xu~A;!Jv^lnBm?cwe-a z2S=DjH6o*gYjh*po|i&7zU_HRdZG2|7B{w?qZ~8*p7}_(nUC2}FI>rA4gZD6EY0{Z zAH7Os4ae7|o0ZRELHfkhL$7)qr?QHm(41?;*d$^k-3i;T*SDh*=B zm|#j%N6`_8>LtsjNq`q`^yM#s8O$~Ii;d8e9^F!vH@ER|Jn^xamyoC)@$H36)LfQl zBFU_1G^UY|q~s&9`KAedGe6;+{nn07XE$zt^L%5vim3(}`5Yh(IevwWtwKAqQPZLJ#o4h>n%4WnG>KK^PS_ zs*M=Ph@&(z%2Bx@(WKzB6)uROB@XSCuXc&YU-=r2a7=?A`S|N$`VA=z!e1!T=r;hd^M@?!ynVL${?g^?>Tiq>TY1NDTu4`Id zjdyH&5UPTep=R~%Zz0;&UkdkZ(m+Qu)56)V%+*RBiemZOvvrkbjd*2MkkC%k*#s0+8ut5ZK1&R@P|QMOye>`JO}e5 zdlH6X=C&n68%nQqF;klL-m0!Siw0r&VW0JSRHTILOmtm*Uc{b*ymuM0Y07ER8DEph z;yY(tI3pIDniHB^AuqnZf)@X}kQW^g@Pb!s00SQwHVIZOn4RN530|0h5xz);gTm&R zcqchu{?rB;qR`%kn9qG~9&wikR}!nLv&&uXR1yY2ExW~Ucj0S{!66Wr)|k>80~SB_ z(bDlnUQU6``MSx@V2+P?M8H< z!>w%FTb2>+S^kD)-LG<0-_+q~b3@=>Uh{iLqsnPxhw1drDqhV^7y!CN`Llx>S*moa7{*4N{jX>@$B{jC2kq zwL_U~iC~Irwsf;a4B&EJCq$QI6T~xs{tR%VP1{A!cDO_Q?V&>y9q=f(x$P)7QqgT; ztV(XW4~|j4(%aT@N%dt7DHeVU?cZAh=fw#*_9T03Nu~dxE|EnI*hpiX)fBH8U-$>* zN?Hso!~m=^|8-1#L0xa-;RV@PPT-K2obinxxylm{6x{6-o;P3RhGT+NrC2^9POFa0 zWBCxD2c7h#H$BjqXY`^Yo%Ls920EBQ$0Zfhj@5%%%=NQ#7&7DW;&5ak4S3DIQpZ>-} z-uyQCk+fC0>?^|Dcm6O+R&A0+m}JM!WXr?p0r2#ct{DOl^^l<%(gp$F=oyx00KYBi zlxN(EDTOBRgq|dC{sr))r?Z$r9ePh4;33}5A^891YWv)y_`=7M#%=}qZS6d2SxPF0 z!Xhs6io9Zs#eB?$2B)Ujf*8ty9nK;4z;8U_X6nLkj)(y@+K;prPyL)Q*oJKhVM3oq z3-nfp^CZFq;0!2^O(yg&CghL9aG(ImunYmv0nu;(k>MG#jSW@r038q+-f(%eP3Rub zm(Zab%57iPYHcRUqKv79>;{hrG5qj|7&_1{<_#XQt(jD8#jeDMax7w!2up+}Em%;T z?(1hNCgOZX--t~591arMA{eBB9m-(@?PkzO4DgUJ3CU*Xr0|KF@Cnn8{bn&2g#yn) z>6Liof>Of@k)oim2J?R70LIV^l~Ebfuo?f&(A(^g0p)P@QZL)kQ1zJMY!vVr&_Np6 z3ec3NRQ?PJ4^f5u#sirFuHZq2vGVo?@#ae!*k7S}HdA95D4PC~YS&*RpnL?G2e9@ohpn+xOa zO+6$A?7#v-h^#Jv@>Mn}Dx?7(crW%^5pJ;2E(8GwxY7q4vLa66J#)%VJ63F0(2#O3p&LO4Br<($L%y5jmtB z%Axmyuo3Sj-KK&U01PZcNi4_m@hFnm(f}>-1T2LSYQ~5sH18-b@*`=2{=~2^o%1>S zQt24b+pYl~T(b3siH)S88(t3{^zimJt~^e&Dhh2pP4hCvA|Lo+8{R^*Hd9tSvv2Cc z233(^63rdYb1YO$D<~5_f`JzV2sf=rBYg0?nqT6m`} zfr2^hWh9|qn`JNbdsSmPCozrY_W>9LS4>+|BA7 z#$dPJ`azO?3BCilAv=A7Tf-Qx@LXne$I*25tVNdt8 zL;dt5(cv0M^q2Aw8PH)nW6vDHlSTQn#P~D!iY^2X%N{6|QuU!y<6+*)VH@~?AL5}L z(7^-MAykdDREbncQ8iV^t5PX79x7EIU^P}{byj6{QeE}1QqetAlPX9>5itq~Q8RnE z)J0*%ReBOXxxzN*QcVAkhD^(pF>a+$Qi;h!C0fRgaj2 z8O{M6T$LSIwPAO3-o|ZDBQ|2oVH{M-u!NMl8g^qjmQvZ_V|P?llhjm8RqHs!Nrx1p zj#Oi3bsu8Y9(FVpsSjWjao+4<1OQe3DQukpWI@KIlHAweV zv0`+yD6>=;OR;KJ`bM^7O*V5gHXhhvR$*2I^~Eaf0%31--jYQ{Sr>2cM*NJhXRji( zf_6-)pg@VXXwlUC0O4xe?`e$&cohOJTP|E3^johMILtL{p8;&0_j#X}44GGKfzCSJ z&<>YwUde4R3)QXGMxyv|t-uj()utTzg^l8;9ffe*M+AJ%~tag5c$9%M6plL=LD4LkvCSvOc*I+$obIPwf2X{q&E=@`wl6~Y3_ z{^G@H^hsQ8#D!t_8f3VU9a(Ejk540+46XA++3=E2j~barULmR*ylpTIkVF&nd&&1i zpV)~fwuzxw`plRr+0lZXgcsVuQ+xJ{PbVt0gp5`8fDu=Xg_IpU5FOYdQN__zicoIz zWkvtL50>{g!0MQQ?)X{r*!()+13G|0aT8px$QNzGf(D9(qlOn1;)Nf%oXy#50Z@|B z6_WSVdP%PhEja+!5Dvj@Iv=VVJlRkM(`=Pzl#zjKy)#`8l}{&jDm|7eVQ)59Ge*X_HVnPt==|Z z{#u#z6?=H$-^$^FgP-0ltwu$(7uwl{&QPJE_r`dJ8Z_N$(nd7{LFz8?2nb3%rSqtLcPzgkq9k!;wi$ z2t8QH^(vSben=X2TOkD-!{z)~^^+@l^~=4SYonM_om+3i+|P(XsBRp_+hE2Gy~YQ< z*Mgi{c6=cu)C+YYI1K`_hl5*-{K%0S)2~6(;aeMy+|xaM$wmFWH+$0|S;_+tpHYvK zu~RU)oXhi&d%IVd$h@CdoT669QP=#37#z-{$9z+Ch0uD=bIoC{Sl$2boVEvAV#kes z@pmfOVLSUQ(3LRJpQZu|-Oyzm(XD;K7M)UZ+#3cK+rJy-E6>NL>ar!m0Crj; zT#g~I0h@7Y-N&Kceg5ZxKIrNF-itcgPrcv$J>Z2->E(4LK`49Crm8{6;17Pl1$E(v z39aOC8+bjAz*pkIe&WB6MIYQe;#^>I51G=DPhT@#LGWYK!MXp_;mXY_7!Wp0UEYqf zedQIK+w-2ZhWv_xoU$w8<{Kj1i>)CN07-gY=pFy@AOEvKowH~7Yi&5_R{JkO6akwt z0n;$*rCx0S-ql}y%kdfO-ROL$aT^@NFc~xKVL$eNUD$`c@M=F_5LOyoQ}@~Ri5d2k z^;T`k$}TcM=l`Bkuss?0zVBQ9_`B%a8HLg-!n|!B{xmE`PMGl_fBU&#=;K|}joxdS zSBBF$)d7CBu~#LjeDg!J8S`8H1s)oQ&eci(;J5rbQQw!)D%)5;A8x(%0D_pnfdmU0 zJSZ?2!i5YQ5)1|rV!?%+8&YCaoOEks$x!nY0H_8aj0F?4j!hGp5X# z$ZFcWiA>tL3u|8)oFz`$$(kCiZ!d&tjXF$hzd5W z*s)~Gnmucl2@|wz+hSvz#$Or)K9j0_v^Hp6qH5bl{qX3h0SV)@89t0SvEs#y8#{J< zEhWjx(wN4XQsI%yOt|sn>W95rO9~a zdis42Kfe6=Q>$*hj~`gquk-u+{|{h*LVfU-fCm54h0O))Xhz|m1dJ}&HV`E zj~$uQk2%l|zwW}SB4*`I}YzBi#+DEQ+KQV&Mh6kvAhIn)6eXy{?1j&2B|Hqw+h zDWxc0ikXX=ZptZ*=1q#@Gq{N=v7LodA`)r&8t`gY21zp!~38@=6BCaS1DPRWd~y@7eKtPT&y zOFl(DOmW2)+xpyY3qi*n#{>Ba-lZ_9q>@SL*mE*U>e16p9vK|)ZOk$=Ro|R8-;8t4 zH|s~|%s&4dV4pxc#YA9cDS!Z=C=6AuUQeA%VY)^gz^-ENa(H#T9+rr2*IjE?FNr4l zOLmK~-Fr=_zFL+rGNgLPHmSUUc`?NvNxV(ndQ;qx#=&KLDnZD^>fOMZ#YED`DyFTeU`R4BD?D_ig&tD<^MwuQ~Tyy=zdbnc6P9XpS#Q+D$17otm zA##udfwybSJ9Y=b2-?e1_nOS_fH%CD2y8UpaoYt!^BwP?sx=im2QT=+k8x~og)C%Y z_J+fmnSjJbtWAy2t?4mE{F&iVp$l3fc~*XfCgeBT@Jtq!;E8! zQ&b>1s7S@cWW$OKY?SR7Q!oE*NN|i{%a^`3^9(e8Pu`t%;Fucyt<^G;CDA z2_Z9VA&q$CV;=zPMtWGH9+TN)n$)bOHLr=yY^Kbb!Rn?rjTM_diqllg7+D}0iB3aO z1(7~fWIEr8r=k@Sl1(vy0$3NQ_hgby`0EKLMOn&FVv&@i6evL#*u}$`GG4KqWu{nE zOHbXhHi!$}E-xAy)x`fOObpBDj!Lx~(7+^Z=%7c+-eHb>V+f4ArnVjzoj3vQ3 z**3drrDnDbrZDY@Am9m9H?5PM?{jBRk4ho@&2OLogOJkTqtpQP(*XY*C@2L=#e)Vk zt6JUaC&|H%1~$fPB%|`T?3k^$H1cfYO0VpwSl##oN=wv!oAzX;Y_T{444i@U2!x_heQrf|7?EUc_v z*qaazC%PS^Zgr~*9-6958Wi?!G0zcR^-{LH=Dn6?RSe^^&{KUg<_jf*flChfRAi1u$i?)WJ7R*{q;Td*aIIg+3Rn31e{^sgcttchcrygQ)8AG zWMY;{gH@I+Fz?1A8Hn*wS!~{Dpx4cGehPu+*<*6uSSXT&PmSl}L;?bN$b{DFe~S!D zBr7_1WmW%UlR4w$Cx@nSD65Ta1p7^BN-RhVM}TWdeQLdOjvF+J%UXa4Q}gcdtB*vKgJ^u{oQT5!DoBSVU=jSXxGyrWi+S z0;4pRBOb?z$um!m^6Y+dX+24Z_SfO|p44p_B&j?!=(vO5)IMwC)^4h3nO zp+>jF64QovG14y@6>@&}ciu#Ph-VVzCvyT56XSqf``~r(*EQ)Of9nT?i-%J{*nW$* zI975VUeZkEQ!lfTd07%Hp#oPxmv_POdG=(0^iy<6$Aw+!gUp~KInw_(rxwPZRjwG z@OX(MHH!B*ew|2u*9VH-RDauqjsYo<0+}W1hmVZIjwd%<|2Q5v1&_frg&?&XywCx) z_=_@wi@T_iT-b{jiEr{mL<)cn_XHskVv)P%4@=`0Rwp1%q*~jcN(z)psN{^KgjE5x zRoXyg)Tn{hm~7d2FDAhbyA%^9MUdRbIQddT)z>xNMvqCT4MdU;Bjx{0IKpiQiItD1 zk6T%Op!knpxrp9We*^hAGf0E$XMKuiGK|=djkQ5=bra`MksdjEZLpDdnRFdVm+^*x zpYsSMX%Q7q9wcaK}CsI`f!d} zLL0Qp+UNnl#-W;F&F<2+kiq`vVQ$2n+1xM zo)|2F_f3H}mgcB=xyg7{*?0=-VBnN2A!j3U#|}5doR@=~$@zugu$&$0X2JL~gJPnv zH=TZAh5*8n2T%aU;0!ZLquL3cH_Dv|rFB_kHPcw09H=|!*?Wd@WaFU^F$87KgjWtK zB1u*w;PzPGGcY3}K|vS~ew7d70Ey;7g=*G<@R*h>0p(f z!bYTK9%F=xlGlzu2y+h!m$@Mf?eJIUAbp)?tXEc76v}c6il8l_c`%ozn#ioS`KGg> z4S7H{Cuyj40;qzTi-hWn+qzkICO=K{6C%kL$LJS`YFbkhqsm~ZnJTaI+NqxUsnLjm zKZ88Vcn-^-Zp0b-M>l-8WqxH2?RKmi z`y-`ckIL$Dc$E&h8LbC-c%EpK`w%&8psnJnCf(|-Av&TiJ6_e9E#~?YK4G)}mXg+4 zdqzP(c>u3NYpL-{uSe?)&S+2tC7JrF7(@CY4tM_z^v7iV(hVlHSfYurPkNs-M0UB8 zkSfQYt{NI|r6av`rp<5;$i)r|_E8)Qw?U#BRT;9|^%9XMr_WS=F?g~G8hGr$4n9y9 zeM+-?0;u2+s4>fh;99uq#jem2bwSahP$8IY0T?X{fdMxZlw$xwOSGR0x270Q1}X}qY90Q(Mdb0ud2!p`Vetu7ishos{*sN8CseX6h`vbHS6evWb0dLYrMsP zT=BpRrQu<5>%4M{rUV-CmXvvn~BG)Aj=NspoWc`Ev*&~h)cfZYrf}uzB3EH zNcFgP61hUrz7DveZc!&p@V%Ae6O0hL`^*2oLrbHjD`Z?{ld4O=p>!Cq`=fx%HJB0^ z{|cJAOG9OZHa!Rr+EBqw8W~RLC6bmJW;%tYQ4IaS5Aa|c-l1jC7fjEq!V4oCAnT9x z8FRaP9$}h&!2-D7yS~tJxaiBnJ$nCI@|_649V$RsExcxJIf|S zOcdnmCyqK_%NQUE0Lp4n7ikg~{-FQAQ;f>+YNJ;yp7^S8`ueY8M0OqsltD><82o$L zIHg|Wb>CFAZoEsI#t(FL$9yM<$Fs-AyLW!fDD$Ha9}%5otAsf@}qx}B`7byqY++gYBm{DHe8EbBRT z6Z~~y6fE}#%n7y)oTeHkyvH8ZQ5~$z4-L@~9ns9(93K0Jz$u);63yjzt4TNxv`Dz! zOd;8<%|6V{BE3lQ8#J%C6qEZDPqnT_EFbFZ9;KWH1fT#Ca11*Qug3t-RE$bVOOxSA z&;0e63dED|FvgPNyTRL#59j}I7AztvQqYnn4b$Kc$dSVJUWpHY8xJfS(sd0WaV^)99In6}M3(FydF>#8t)ivH z7D9|#3SiUrS68B-NI}0=VX20+?&uWg*2y*&| z8$O~NoQD&Zu{RjXlrD$h3LfEN(clh_xDa0EX9&40Z7yiRhE&HUX&?{%us`J7KL%h7 zD5O&P;12G<4S~)LCr;=mPNSlWsg=E$G(Nxrti?RaKs^pd!m{2HR9gfVQD@}jYgY_R zzUiONe1zyxqGA7t4*j;BhsSc$+HylebJWMD;?*uFn&`j|#kuDFapq{Q=C@8`%q<@k z{xs>DPb@m&|6u~C;}4|Zf1wNu3UUB@jzav<57SQV)P4`weh=-?4(1T(D-PqD8q|zQ z~OOKaW&+{Lryb&9dsl@38;RlAr@g7SXkroBtTPz-nj>ia&3y`;yJ);Lkfa`@uv zz2re|V|OQvryOUo#ymG^D@-#IeWX$v#$fBb9v`{x;Jc3Tp@ZCL0qjtL&SU{_J{usV z3=4hI0eHaxKcQO2U<}(}4(6ck*k0{7AMN|_x$`=c3&iLMSKe0yR_ea)htcj*yF2}w zhXqFOO&|Xrp5bU8Bn-xYH*L)C{NCywL@!ZjiSFr*y-8{g>rF|yRvZU?Ti)AELgCjS@9SiN0?0lWY60SVrdqga)N0ytYu9LxK(;PNZ1T;>C;4Dn8@b(W6Ic zA3;7WHjN)Yb`M30Tu2ZeJa*~Wv3pt5COVr2(e1Y)Ea(r5~DpjW4v})Z6FCDsT9g!h>MwX*ls!r8TZMxR&+o#W-GLr^NfdK@0_3q`{ z*Y97zfdvmHT-fko#EBIXp3nx|W5|&uPo5mEO@zgnHE-tJ+4E=6q5m>rBHAz$Y@|*5 z{eUfW8h>fdLz`S9b&jT^`Aoj~{kWoo+?-~N60@UjggNWVW&00T^DC<2Kh zFrtVGREeX9wCYHukhW=upL}MTsivKhnnEIWtn2PiK(#|} zP(lZN=bdrxONT!E8qLo?{Oa>Bq4)$usHICS4T_?IhC*=D0yXjpCYoNl#wY)Q*y)EK zVHR8}MG#??l|va{6{*A-bJcZMUVH7e!)|)Q5iDDObjw(^(hAZkWSAK;OK78&cC*IL ziR>I~v(9J}Pn$#qde2e&_7g~BNg2f$zWzYgbYzk-J&02T zD{82wnbNUGrVITGiKU6A=_emoXWr0Po_qHBXOWUM7U&s8JQW^$OvP0yAmu_PS+kmv zW=J>7wfgERtG#wxuCwj-v2(&XV@j;cHv4SN9#J>RbfNX~vv*OrjotqwbJJ}vCg`Ty zw*rJY4q(9P^krZ@_q^_K#I-xPyYRe=7-IFx+b_{^5dGLbaaAul?G3REDYG;rlqI1`Mccz5?k@uoQwDI&(uW1pgsGA|{X>4)G zt4y?`m;SJ7ySDy%Y{e#fdhWYF`|aCEQ(Ic_JA>tJ)5;f(UVGP8yJ~$4$fcFQ0UwUf zV+x}pbMEOJ#nzL#21f95mJ;3Q67mxFs16^Cnp8_X zs341QNEpS)M?cH~Lf8RMg)3xX3!ze@8VzqI_IMeNUecmh*=ql4I4}V8y!S)zRS$bZ z)Ry*uctj*h%LKLwUzfsFo7bREH0t||-Rgz6-spvj2snWJ{AG(ef$?9zD8@VRm%o7# z41jCo&UM})r~*C^Jc#;E;zN|8eA!FTQI29{Ac?D#o)C#hL?g0Nma|+< zzC1&kEQ-sPnt{y~)5pa1y~~$*smF6nc z`b#5q*7(iEWrJZ2D#c;~(Am&iaH*kO%*P$2(GokD2U;A(&F+fDSa2 zVi@Bjl|UJTu|rJH6`1f`BYP@6d-KH#aE@2F0HrG#Nkz%8z1L z(x5y0$VM7^SG?jihg#_mBS!kyD{-`=*8Ax80DIWOZc#BO#oG8l^R9TkbeKg_tV{dS zMI7u@v(Ut8D}><=e)OXs_b^8>u!%;brWTy($OivY8#m6Uf@eDyqiT5)mAP?NjGgWL zYHvCBAJNsbtozW%JK!O*v|7rM3EF2xN*82#zqN+QtSm((fv?e#XBr!=o z;#ysythKt?rE!gQB@FJWSI3?SuXwX{UXbos$g8aHX>tkQnVL_Ep(!aZVag_y{zbq1 z^{;=6(;OUg;~ppBhW-wm;DHrPaoxer;tv1DFbX>ig6z@occ_Y6563xDAa;*FMts)J zf%wF8Rx#dmhLRa_o`W?2+?VLslQMR#YE|{A0%&*k=J5V?y~DN1suqNJFPP zBZ+2r?i~GTcn4}p zoZ?!iVoVNmgpm)p3R~m-Q)=R@qwN3hv~xYqR$#OpqUShXwVo{H|nxF7DL zo~`|p6o-34=E%9Zf1+-n6G%pOoohndjmZ(JvfoQbz`Qm6bg1hay-cV2v<{Bn?k!w1 zD-B>|Mmx4q9qMdzT22C%vWj z4SLjH$1vWH2N+_0#w1e_+yxj(=F(4JF@S3DQR2rWOhQ4Hi?Cr@8S zFx^!PKw(I1JbpKi;H`h*lneia@V>3Hor~M@#fQI9KQYFZFNX69O5TE%FKFd+6~fKO zNEqSxeCi?X^wO99^!Dd}k_MiavGbnSGmLjxlUjPUz%YTZo2+6QwcX<)-`lBIxU~sP zJAmx;qcn;6caww0@` zLn$uS5pAtCJoY<6>$*Jn`xT5(sQIhE{?jr1%fG1GzbL#yCi}Nm z)57kVJtea}GZ8hys6DJp3@_9R1&F{~v$Y9a!<^EE;1ir*;D&s_xRVeqJmiOaxQBKy z2XiontGn`GLG=H4!Riydz>`7hQ<&^%ltgil)zOEU=s`<#ryoR#nhT`#>zE?^ zMD|-GP(i{ZEV_*#I#gUj-I1hZ!a~HF06rK!Dug;KbVXa#j4cX4B>F$ZK(*D-I=@Ib zyy3#aSiQa&fI48qHf+O*i^Jsj1!ou`WAMXv*h4(L#*?T+ci0AFz$Rs2J_IYoIC>mr z6OZeIoRKr9Ly<&jyTMC*M@K1$Ok@XP=&jJ1r%%jB8T%(vY(kpJh*YGjb=w{8YQ#!P#=N+%+v^N$$UVP6MmAK1WvoD+y1*-Ij^@aP zT);75*oF^uhdTef!)we3qFO$qLaGTfN5C7$bWB7Iv%c3##AsU`_uwjufyZ}5h@Pyj*9Tt^FWGr&_1?fV#YB26ANh|}bU)RZSV zYfb(1v$lez)0g_)h>mLJl#84mbb@4a-Obx72pP>sS+&Nv?f zG!u+!&b%;z*1M&$qqSBT(ZK94XEag4Sq?hMz*Q**XMm1x1h(m5t=O7TKRpkkTu(W2 zwsik=NA1he_w>uR2mtyolFS(w|E=C2geba?%3LQtnB}Dh*YhfCnt~ zR4hyv*XUGM;zioCNY9{1=B!HqJX19N3pEAIQV`K9gVXwvQ(edfcfi9s{J;>jj^_9u za{5zcB@Y`NM|Whz?Nd~j8wWdX!c^lhl!+)YwEJ{MbO)7Tp_MSuppjU}?x0a(+&%vF+{xSQftg!KkGyvA$X zL$@ObVR$2_>eIbj);J8RSDgUGt7$u2-sZpOA)QW z>f|YBeAB>z248T7fSN|eWLOH3*oKKM^R!q(v5;+W!5M{Cwf)!#iqDV9zBpr#*&$hz zt=rW^S(LS;P06vHMWUIlS$LoadSF*}b=Rp&0Eg?LzOA~pfimwBTEVc;(8!y2L7&-x z+`ROQ1Zdh;c-p63#?6AJSkMKkji&lJ2JXZ%mXxGzfXRGls${KLvV|BM-G*(LT^P)x zwT0V5_1M8n6z;$y-u19?kdS_82fIyP-_jH!BptlHREyx-#r>g~We33(+?)Tk(wPv1 zDPe#GV1NRE(&^>5yxAfz6{)4IPrKYU|Pw)g)s9%v}#%2`V{WV>H zIfgjB6Vw$Bwkrk*6Q{7HSlPney*pdmy841S+3^|5FG2S@$H`Kype86-};T(g8jXo;wF>Zzz~>@{Ti$U@`tv>N`g` zvS7|!L`IA%@N<+87Q7HPp%R|s(F~C0#altUhIixPPZb2~y$CVS?QANM(vnP5@>5 z9m(IrH7w5JRyZnSa|S+rWqyubTK?zRU0a_#Adc>_jAO zh;mTo3^-S9j+SSZW{#d_b{Lx*PJ@2%foaI*jQ%TbCXDpeC~yDv3!>$WG+7e^7@vOS z65NZQ7I^0=rcP3xXTh}EqlV6y zht6tn;ym6QH z-3$#S4fsV8D%vj`kYfAgX^HD;H$7!KX$5EqGi68zyYrJTer4FQj-|fr2qsjWBvh!5 zYK87tM{(Qx5N)k4Z3&9#rQ}3!ONfAy>$%Pvvp#FtR_ilhYjN<0Gw=aCWq2{>Ao@}JXZ15iA z&c42FFbU&R#N16|(uR-qHf{IzQ9yI;-&T^1o^2RT>zSx+3#i=6?FVL_ZvmuL#As>m zDel1-;>>r_4udB_V%0G4TKWqE7=TK6?x*$33iq#qz3^A)1vjM=Xb86GC~7ql#QzC#Vms;* zSLzdIV9rK46*uo~XmMLc@6A@*!kh6Le{UQo@*@8?jhPMH9_MI6_Q)V71waq=|$0bO)P|BOK|bVFwc?&S-`{q^W^^uwT6l#cYlcxflE^d;5{ zd#w^+9DqrHXHS=BW(3`l9QB=|g=rek>G*I{FDh?B^E6*|Hg|P*N6+FNw{58P^v2~E zhiY55^;+-I(T>mG#g7l(_2lJLWZx)3Aar5(=pZZj=~4CpcXl9J>BTs1z)cx@$khR>3jbr~A6hlCg0mwAU`KYFxr_{6|?fz#_~FSr1-dd}FQ zjh_T5_H;G{OpzyfpJI+f@v`WkyTT#&l~1EnPjh3FdAfHTnlEvi&xd)(>@+Sp7(b7{ zzxTBz`nolGskf4(UwXw~e8z8l%8dHMzZ$Av3{3YPX8%%uAmU)G^qO{DtJC-v0DB3~ z)#x7kkC$2rYz1xzt$fJSY>GR`bo;k|J^-rwn2#6*zWX?O^Wt?pz1MvU_W3l%;Ci1n z(lk_}pN7cClEiO(=YRgkH!NRY{;vNQ@F_&8l@P*REc*GQq~=>rWzu8i*qecY-xvnc%%U5fEJTDc~VuXl&Zpl2OCaY_?4;@0D93gM<3bVCmL9FgRh zbD25H9SNL~2tC>4L*G&9(MZ|6RAom8jn}1@BaO3-Oc0V;rkPo_7oVC<%~#)=2TJ?$)6Off5Z7Gq~GrgkcgtFn5Ujh^MGqmQ%R##@k5;wt4dm%Wqgl+O9;tCky) z1W`v{l0>UE;33;ANMZVLr?k@onC6<-wn?qF+p0%rnTc|X6}VdMIg<&nDClQR4IawV ze`I1)XiWzc@PH?kI2x(Gk}lTRhsWrWsiwaCQcOF@@sluS`Mkr;s4C8gYO51d>}sqw z(iR)7vmUhDZo$zOEOfi_^G=i^Hy0hsQVweobtoB2tVl5@G!9D}r)2Z9UCt)nHrsR% zuFykkW$m?UW=sFH(o6fqUw>sj@-)*w5&9LnC>RhIEGAr~z*PtcDDQq!16cLf2+;cg zzK*i}=)U?c_DYBW)14`2zc^D2H~HkFa6fvw$t z17uMNV1TvV_S>--77M0z2P~p4BL0H6FvS>S&T+^APGJk<1~*u=8B-6lM?t)sKS*U1h_F$;-7Y9%~mWy5&L!yXZ})ja1R4SGdfqV>c=HZuu`iF0`(R^nnH69~#G z2Jn_p>;y%roo^EA;{^NI*S>t^i!qJq1^ws-je(6w83fBkF7l^80=k252?Ja|1h)-g znxx%9NN5n#5le&|spOA@ zge90Pi-!hb;XYg#!&kyGhWe->4pC>F;QhvUXOki?%XCB}!Y66H9OineH?46o(TiQN zqJsYv)V=PJ0tF^O0Z|lyO#EDL01x;J8OeCYGnT?_g^^zyM20GRlDgmg~H74H8ZJ7HBk4`kcMfRU?)YjPhQT(s4PsvLf-u5H(x;*TY!~* z0Ba-N;F!*V+0hv)GR8LY5jb;<>K6yhr;GMkDt`hLpobeMUuUB+zZx{5w+bn9PDsP|ZR1^UB5m7DE2e1HCK&!v;HF^zT65KT7R@=8e z4E4emu@Ea+$%;<1o>O4&EQUGymau$qgH)c8YhCq;xV)mbMSNYas#OkC#vz5=2VEZYXg^@-bJ$aVg<#RdnI|K_|CV!THZ30s?=pKPba^^L+SAP z8xkQtIL$*Lt%8-pU^T-TY#Zj*RIyj#o%D$&ZFx%+i_&4;A~nQG9dU`%vSLM1s1l0q zrdD6|O}T9ATVv9eV&3&AyNuZ}_pYXK9`;Vy+~zkE+rVZK%hcj^Q)LF_!ZqO@vkirl z6c0r}CfN3e11)H0Hnqei?#WdMkN^en1vI7ss4@H*v;eHJ;y1lnZ7oIMF{vuRNq^Peu8iqzA25$k-DJlg~Xe-m3y+65G7 zBM7+N_TIOd3X9)Lb0<+#_cqDc?yFnf(c$!vq#<(*dxIV9`o1*3%TBQU8J6Gzzsz^@ zK@f+jh(-9!MUoFm8oQ%9;_BV2t0j0FDR10X2;um9Gnhh3o*X(RPy7cvs>711ydscw z`ORZ)Yy~5`^27YVoRxOx>G@pG%~TgniYpI)WCg`JNx*}!4U`fuz3Jfpe)?0lO&4v7 z@#?z2dL+6TnaJ4U>%b3t*vGzavk$BlbX<{&@W?ms?van50@XGOH!8X_Tr}FpyWW+N z4b`;98_w{C#$h9y*z}#C=MU`0FBnmNfF#z8pFjPJ6nV+t4kDD-Jh3ld+RXDG6LsFw z6caB&fpg0pIU| z)uq@QjuoHrm6JK~o85>Akg3)F#FPKf)7mKv-+-F+#T|Lo-63_K#mENvi68n!83e7L z-?g6vIm1DigFoa$ZoF6hQDGG_$FPjlMQno)>{0-xS@YmS7y?uO7>c1i0H7C6&j2e$^1%}~0qd>2y5UCC@Mq$F0_IVE*t}?VydxXBNbGS zf=6M*9&HvT+xyKsL1{}AN1uR;1C@3@t^?#A*w7+5JFi+u9si=75|_}JNVr~ zf#gTh3Q6V)FA^rM7|A$HLom*yXb~e!LS|$lqf9oYw$$YEbNX*c_2c%X?yv zeM-^0Xbm+fAkXDzS6oHtoreKD!ULc|B_P88fQl)Bu4Zcz#)nvn-25IPa^QyUPe2-j zQ!eLi<{;nf!w!0bifm|aYUOW!s0#wBSs`DKMPlA0=RC=S+8tH_xhTW&lX<-;<4hbQ z1r&|iD0S{=B>iQM_7Eg}9FT%4Lp;aNj0uy5)=}sKk{+oGEvc!($xRXwtTJPNNTW}B zCQis<1FB?xY|#)zfg*(Im=36F7ARpD2AU$Pnyx8V$|Hm35BaI%B|;yCYNFe@1Dt9o zhiZyG`q)@*t2%)w9dVcc_|G)JY2ke059VD&qQ*5uYK_e3#Xt`K1l%@YDg@!ELsZZt z*&@q?>IWIb&-efYx+*cDs;a6dt2S8w!7}Xl2<7zH$&}s%9Qp)Mq6Hm7$N~6(9t5kf zim90@MzSXB?=c2sps69sBL|A;n+Bv)+9sXWsoOP-sBCD>W~Crvmso#gc`rqD27=K^=6g$F8QaCWgq4tjUV3SK1@9(gGaG=7xF$|3v8X znPbrQ(ZRrFCuS?A)s1lO<2t2NbVetuxs|~A1K?yXTq$Hfai7wHE~^#8G&JqgnreWh#JZpJt>@D6}3g2?CA(mA;x~Yi-r2i0{Km@Hh<^wwFCIJ0{gM7mTkzAFis2u9cvR&JOGPn*Z+2#D;oPM;tNVhSx#12ynt{?w71(q`deBDGd4x%$t!UZvjPb3O;oR2tkoW1m)o zhB3$kKXkSKYeNoLKW*TtE~ln$u4q>5z)lUtj&Ik}Dka1;a3NeL4@G0}TO;>P_<#>+ zv@pi8oVX$J0>TIn#qp9w_$V*(9>4>vupbceAjFuYz)dzMb~oGfBS*GmQ}$)|0vnZ8 z>~hzSKue=1*Lu%0KH^Ecn|U*tPM854I&?QOwaIo+jM)kH+)x`hn}-mPNL0}5Iya1oLpqA9IE-^ki+}Bl!#FH_K-SQB%yqP! zBuHOx5jFtASorZ!TxnO>_?E)$B>2Ir53>5WkG>!|V(iNzJ9(}%Hk3mKHAGh;t{|2F z=~7Y#a>|o99yQ|j_w#`YqEEwNnQuR2ZYSp^H}J10qqz@S@%BL+s=Rre%lVwwxe-22 z`T<^!7%(b7_4qpFXM?t~!+X4UGK$7*J`fyc6#8Kuy8pbxHqcb-n8WI@!#t%prBC$# zTDP@Z8?(XdS+vafGLE!I_qB$N#i|d*Gn+K8BEZHD!mGpj^qNsPp;0)Ie3J7^$R4Y% zt30n?_PhbR*a^GwCEu01?>`ztQyQ+{V6KAfVZJ9jyuT$VtNWV9^6Ie5E6N z!pG#oxBW9clf!%AbVJCw(5DFZM@TQz#B;@`V?`D{!Vo;bAke|bkCBCl{K%7hVVnG6 z&$P-@K6^(7HALE_`1H$@bIgyO%Dx%J*vLCgD%ERiLFCOAx))NH(<2E&F zAkr_qIY7B2J7`ZIs027$VJK;PctmVNpD+5N|GA)l zecEF`fg>(Tw>`C3I>KUlbDvEb?5gJV+0bYW_sdy?%tS;31>1fFp}4<(iiH6103Ogm z;=gn^sRCDVRsREor&0q65>!=6RYHXe6TWijkl{m#6Dd}-_^KB*Td!hu^ytx6$dDgn zi8OgKq%M^!S+;cfa-}brDt*c1VxpS8KEOs%qGYw6attIV1IGoX9<1||C! zaA3iM2^Ti3SD4o(%b7QK{v3LA>C>qTpCCvdKJDAN zclXYH-#$hWs+Tu^9)0@fX@aYF|NcET`16IEfCV+paVFT97=Oe>f%MYw2bTF1_>VsQ z_%lF&Iq;xk4nHcX#1l?9DaDfvHQbQH4h#Aap@A40Q5A?5dZomN8sg}p79FCdmxp5E zh$N6kA_=7&bDW9C9(k;ZC7FV>$rqjw`^y;GD!Z(!t(t-v%{JY96V5p0gi}r0-XW8lcR(X^O{JW?$1<@1Ta3^` z4LuamyiQw`(MBD8v{BaV1@S`?t-UrP zh$@b4sin4(65uDH z%&My<1wJ@4ft6aA;f5W47~+T-MwsG?H8biR&q7-avP3=q{upFMOLGR&l1(;wG|`Hg zCf1f+etAAnN1fTbQptlE=bUxkxjJ2WK5o|hjN5Nl{e(`>*ZF+rl!-@#D_{T~#z0n) zWtp`Q>#Vhw)E4ZWT}?E1;p*4vI~ zbcpT##eLf(C0WTy2G|n1&8=?jx*L&x(TY~|#3w)j9A&~X4a;doN(YmNKRPg_DS0Iy zm|;r5m?96bge7p3`HNXNR;a|}B^R-aU0?c=m$HE7Fon9y4prB>*TGJPK|ECM9@QE~ z6=NHWNI>(L*u?ZqAP~YkUh%ebJml>|5I1w;7P;6(`BjS{1+m|XRMCrX$cRNU0+%8^LL>i?3xGRP zmq^q#H9rS_LcZ08EkycNHf& zj7{#qQ(0WdF}n2aE^|4?TzDuKViL2M$yBCXmf1{aK9hAqlxCrb=qP6((FaTP;x@TS z94JcBis2OJIQ0>pEOrx}>HOUqbr!wp4TosXxs`ebBsA`+hn??15OD;+13VC7LUv?U zK(DsPt@TlUe^e-l?3WQ2Ir5PaC0Dpk@{w}I?Og5Bqy)D?I3_7fVhhV9XYRy}pG5E{ zJgJvYDA7t+_QQhxaEHBkk_%<{1Ybho6Pp%xuqpw{H>q5qGju|iVIp&fNVN-6hY8K4 zHr1(7m1;DnSydTYvlzz6fI7MA#BY-S6RhM+URTLl)>J(&XJXV(8JUAt^9%?U_jJ!Z z;d4EPT&<2AkpN3Ed{`AJJ65Im}75y)5+fe=h1@Q zvSGR0B`@*ylc^f>m`**aQjgnQ=O*(k(Y1?J2{k+Gj_jJo=zv+d`?Ifx6}(q8Rd>l- z-t@TDW$siETieRs>h#JVzjCj6hDDqN7{FNRyW<`G+F$<~v_n|qnqe1u5QOxi7h-Fy zi}c4x$o4Oix)2~{H=0#NI2W>=?Mvmcjl9VO zNUx;{13Al+wa{xZIxR{&`qk4Xl`^OrOI_cF=?h^tRjEe}CJ&eUTqi#{s=n;up&WxK zwix38=GAhnz8hZfj&;jn7PIxf2Q#$}t<2Ezo_nAYEcc+7zH}uH)E+S((<_b~wi+>9PLQ-=XfLr(d4 zpopsBInR6kZ=Vl3SPmJs&<)8}qPNxHi!_qa0Iv}(LL3xhREA0myV5(};SF!(BGM7} zMJr$ez{yfF)G!(Kic8%OVW7Izs}}h&CLXVy^yH>|p(SW-y%c|0nsTVz#-I{I7b7E= zslx^~bDyi^WdA(M%yu@miT=bWQv1u|(PGh=&RsdT>deKdZ*^Wp&otIG&GdDz0t_&K z08Anh?%wa%<1O#M(wmR=Mrc9ueZLc_h~IHXB-8}k`F2m0)RSY@^_Lat5My>q6Gba7gH_rdSxxjDt{;@I^(`$SJY)tDaT z3nxGZIKTl05QR#J-Hv4Eui5q7XSEL)&;luiEWRP4LCPKdjC8Og`S%gL`y}+45h=rq z0rAYjI`o=x~#5IH6w55URyelH)!%LQ+6i_~q~ z@B=yG={$7*CHJZWu9~kr41kQphd82-&L+g&u21`(aKE^3LICXhz)u!rAwM!CxqV6KfTsp%4B5WlbNVYlv8wQXRrr`|o zKo3;m(GrkdUaJ8QFjl*<}P*?~pfC-w04HH?<1UGTIoI$%-5C?G( z24!#tt!N)=aOpx(6_p3v5(EYAQ20ornI_!!8kZ?GnZvX~h65LJf z5JBvq5E-Qq?VzQ7+~<8N#1pR2AOL9#>*ovAPe$_YCwxQxG=t&1;SC)v;1;b8FKV*z zupesw3l<*Xr2tVCVqp*oG1N5g#5fNTZ{h(V2q^So0(q+MU=FBIXsC=TE=UgNGV%2| zQ6W1~yH+t2N3j&g=@f0yAuEz+bWu}gr9jpz2&)5()B_jagZSF2>WU*k6kz(Q@A`=G z-B=PCpHK?mAx54f}z^+^`k$4-UtX(aMps zY=jO)q7^7%DbC;w`r!irfD(*B6(~*~zp`#*Y{qPYIpvF)9Fk~8WawoTNTlgo$;P1jPqx9|s z9Fx+4YGfjqk~jG;@dyv`FpCoMp$_sO4~&5wJHQuLgD)`4DLm@aKJODh!vhuL zlRsm{G0#IIYo*&J(>yRz2xIZhDziC=?*OE400dwX2!RkdlO-wCGvQ79MAPihP8Q^c zu*A>61kE5?b3`Dj3>l6n`|e8I0q`71DHW|ZV^nP_Dk{^Z74!f{ag-4_2mtv1VG;}v z9t}vcpc6W!QvuCVZ|Ws28xgo5QI~X$FX$36=<*tJ0@!vAA=8t|jLF#Cvl!sBKLIla zuP8su6hHSfOw-g;S`m#9G*=Atya+Tpm=EiuLMQZ3 zEwo+x^g=N-G!1p$NRty}A??=AQA1Ra79tC+B`CR}(vH&pxG<6aZ8t$RVZ)F`MwK_8 z@*^mL5@3N60@3hBqEnp`R%JEg7H}-ba>UAV#H6$XYFRit_pjBF>m0F2bX@5{osUzyBr)ke)&3Gjw z-2+>R1NoLi0laQc`E)}4bTc`#UBxy~I}-{6Dnnxuuqq)T@^!E<=lQN4y=N7TSZ zI zRabee0&xk~>Y?Gh0UBnOW@C1Am&qDZw{%zcSa;TSbJpSBff70Z6qmMWWAJEmmoROY zcY7vkWhE-!NjS*pRIU~}s#ZPVv|DinIr22G{6Jl!cWmFaLIKq?L9TNDK}9Bu}HKhztC`*G8d*{GyXQRXw-2PFLDz|EI}4zYgMIc z>KZ5)$!3-;Qb|d~B1`bZ7`DV2yuqnXSD8}R8d%qYFWBKas&;$VtVU6Hk2YyJScI2j zYTHzJg~JEelzGcTdnA)2SJ*i4OOCoWdTUrhr=&}~*ADkLRu`z`enA*Is&d${;grD| zlwow&7#gU`%A!hwlZk>cn2t+#8>V4{N0_TT_=BT0g!LGZi^F)E!}yA$Tsh^Coz_j` zbUB))+>XOR1z=D80D5iMlE*e)uXl&jHv9G}8U@VHoKc9MMMIeJ&lE}(Jb`@6_k1t) zv`+PIt3?Z;*czqy-*nT#1~-=8@Z;6yw`i1&KteE*~e{Hc_H~}g`9q;ooLM&v(Y()Vdkcn<33K9Y2oQsIy;8DP5|t{ z%8`YVZ=Ddd{J(Qu*Xfzd2fQ;aA;HC5!5Q4l(Hz3P+AX-D6?FT}|2fVJt9|FZBFsib zc#^^R97P-=&-r1`8Me>YCJsygJR}gz++8Ba(;Xpw!Q3$~)doHDZtQQ!7-b9E0N;`u zh)XZl0+_5csh0Vv5)zuUYtu#DcRZciKwZ5J-de%+$PvH@!P!4|nmOoHBzGmUoui$3 zfYxi>%9Fa+Z@t$q8Ha&A5>jF8h`nCD&l4O-Z#ARMOWDDn{cWRN&ga|7Wqlv!UdjTa7>?BxUM>N_gePm;wzUuczWbLsmaUz0Z?PS@~b9D(k7sJufVlAXw z-9b=G9it(AG47QI;S>Jt7ykLvv?P%uKy@18duP6v1GD!Y8-|*wo8v+2Kn(^T{cHX3 z5#PT}+uhhz5gI{WIoZF4U7-F-pdftB`PLV5Tk{1AAUFvW=&9g9Pn-%WT*$DY!-t+q zNt{TrqQ#3CRcYMFv7^V2AYX|bDKeI=SiMr}qQx!WJ7>O9+M0PXmd%?ubL!m5Qzy-z zKxyjI6>F%`qd}AZ9$m_`sne%WkNTQQwW`&s%6@76<*ci)uiUt~%a@OzS$_S}s=arw zow;q>ihUJ!P1&)#zK+?wi>Fk=c3C|=CCvE#>(BTJr4xw7TUm@{kM z%$f0oJo`fL(?`0r>C>q7?aL=9Lg&}8W6PdRySDAyv6(P|Yyy@)e`z2y!L}RsY-}HB z|Hl1+IOD{LB^x*}z=It%bh2yT&V9R|@8AiEA5Xr#dGUw{rB~FblA=h8-bb2GzrOuQ zl`758&%eL_{GLoA;3V9jg_b$oOk&VL3^wTCgAPI@;e-@oWZ{JvN(9n|8;Jx|PdCxh ziaY(dgVQVjJ)sEViY(%k)Qdtf1tW}6)oA05MpdN?RZCfQ%v8!urByC-6=Mus?X<&| zT4|kS7Fq6u<%}>>e&tM7SQhrzUU~`E<&=yVC+3)BmT4wrpN*EIoof2*47+yiz%QeWd{`SfE{Gefn9f$b{F1xm}aU7B8W5+ z-+Q0RH=n5Y+4tY6_zBnwH|99$&48Yq>K}x()=H2;6y{oCL>cy)Q7NiusEUd;ofr#A z$d+{CDR%`7|FPb#twl6{zqb)dw3zbzvUDZleTKTfoy15Yf6y*K>aur!U>b9#<|$$cBBACi->0RPs$YHm1vts7 z?id)BfU+jt-$0ev>h!I;MlCh3zFvglNy#FM)38~qsM9O02ve3f$9gU8NY|#Vwzf0b z#O>Q~110XuK+c2Z37m7VxNYaw%{p=`H5yKngd>$;Nyzgd$uM2_M$UQkt@I zx-s1g852Vj(oi-iSk7xmH#?GHrT_zYzz?? r>McS$VI5}61dN32JR$mCgk=tHVX zOyYUbo8A_?NX=@3@tO%)NH%j-3O9B{SR4xHN8%U1ve}Uz?r4P{m$gnnx)YFZ+X=S} zNl&Tp$QL`Z=iPpEm38gSN<|8bSPFNRdNHX`r%Wj5J{igpZjO`+ji^NF^Z|MNW|fN} znG8Fqxqw0k@gAeA|3&jIG0M2^l^=A$U5gf)Je{&<}ZKm%<8p*!jnOQtDfRQWIl6r zw;qw}DnH_9F8(Quz8wjYfV&4mCra0dF|?tgd}v+w%GcZI$)XrlOe;~S!`J-A1f6Nl zMi(oH;Y6X6eV#@&hXPEOUAM zxle3Id@5QsjkX5~7Wf=;M%`K{SW4wkjC&j0T*yOudsMEDckEo~YV{{<^C|$V%ap5> z>ww#}n|HlSE+il0Fy@7?l*Oc8d|3I)SkAJQPczCXds)h=EbL%6Y0Da(E;A#GOh_q% zOI@DSzy=Mn+n67|Kpz|3$Kz7V&&R0tNm7FUEaaIGS)cn1j5lUY>srqm z8iMI=UdmdPftfb}Uk-L`s;uQ=U)ePH=(4bv9Z}LDz=eW+M0BEUvQ9SkH8#`?>zrNR z$_yX?U4XN=hiKqB+xgDgA%r7_*XQyGTEdFJDSLA>s0Qd3}{%~*51fQHfEiTu5{cP8s9j^)8UPDn7q~& zAIy^(5#R$D;N{GYd1XFn?3x=}HF3NPec+ztG6?RB4nidg>GB- zaORyK1RqIp@fe`m1>S+~3>{{9yCm%kVXn8_1{@&HJAAs2Gw02go(Nj~6u zqi1@l*MO_1fDp(rDBv4s#!8Q{F$!gSnsHeFma%4(5pv_bGn{Xw!FZi`G+UR|zPFVh|#P05?W0CU@VLTjGaQ8*+XG z$9M2UYVMacJi%P?_gp98YEO|DcY%Mnrhi}w=u-)SeX_y{sK_8h=ynk4eH9Wuu2>NpVGJcQW3~8A z9MX4eWR8K>Z5>gR!=PMeak^6v=<=0yr*+%d) zg{5{j3s;gWLJKIVk_W_+0i%CE0+W62Lol%aW= z*v5^Ip#UBel?ru^uYq(QfITM$WFqix0khQWP*Myf1F+SikaH^16e+ihECQgId zkse`~?Ua~l!^~h z5ULq@Sd@!FbQ;J>7m6AGxW`I<7#Y#AbOPW2QIG^lV3mxho4Ki#TM1{usbFBK9e6+~ zcz_4uL8F(lS%iR=^X7d1c%0D*Vby7!QiPqO7zv!fkZQ*tc9}g4K@dgwc6@oB8n$UK zMt+y}ih_xyofcg1nQ(}C6RkiC(BKXAP!I1=4~?gJYWfaps(Bb!YgbYi{vxOTS&W?d zf5eEH`{xYCz;Y3)pn-6D460?O`KN|@F{+6=u-SVNm7$lxfqdAZl)vNgWmKO3uQ(!8njuuGrS3^;-L$Oj*QHgpEMVFS&afJV6B_T3ac^33n)eRg z`mOJvIifMH<9Zt2nhxZ!afDG9*U+wX3ZQ^-4T?i0@_MJs7>3CBIAhqS2zsay^+EM8 z4+1-|1Y58Ldu8*05B1=ntmm(Ps!AH8drH|!l=>R_l~EYj8Q74HjL|3#pae-k1d5oc zo64J2`Kgh0QgcRG#A$p-G^*a=9cMWRzJNvCKnnwzkLRJYuL@xk251L~2=3uisIsd{ z`jFlCZ>s2|PfA8sQ05t00pmKB~|P#q|rD24k8Ai+AU&!E%egC2CR# zT*>vUBH0uFzCaCR>aFB3w{tsy1gLT8O1E{J4SL(Re%rU`N)9IHt>jv`hI_c8Q5t4S zav67-{pp#0>aY?8u!E{)W%{6!d#DBgd#IDKd{}J}HL;m7j*3Buv4IURw;12%0whYZ zPT;y#xtopXsZzJHC}nl%_A>sc2dxs2{aqb&fpEd;1|$<7hKqdUYK%S$i|9C$8mheUPuiVr^js! znPV)l_jec6Kn*IfzP*4|IFS;A+{XCl4Q8luijxi6V88{;zkD0O1dPc5oVR()w{y!5 z>_86epumQk4-0I{3``pJz_{M2&Rf>o7F@v z2)r@H#I%}BQA~%Cx-y?F?I1 z43U$T6DctjbDd<{#TCX7NrCel^a3UN(l3Uw6@-C!UA5GaF?YEeG*?Rk}?hqQ+YOM>b5B2cCWqPLjFc$J4(>cvSHEq+jjMJ+vjhx#t zo;w*v7f}`48ALrgwSgzoApijo1U;bCO%2UAEW0YY1zIp?zEst9CMm{e2h16ec3=m& zi;phIkK?S}#`!zttO)6>*4fEu`ypaKlQaTxcP3%Ty&x54Wn_p{Kw8mO#^5aXunl98 zVf4}#Z?P|d@y1*-*yx+s{7KjZPMM3%*pDZ90gTa+y*Qez$pw730o=F$mc7~J0Ir?g zz~!nB?(pI5pxUwhIj!y591Pnd4uK=wZD@AFDFoD)@d*9E(-rdwz_yM`kOLv>%*9>9 z(hSv%m{KYwiBp||YA^?QP~8BDXx6PAZ*bi(^-|lN-Q7(dGxb@tN~F^lms6B)r((4l zVH5Lg$n`fB+O@qxQWf5XWZ0!$%0MK}Vh((h*MP$$XF(R(+R6gnlK-;Me!kFQXy6C# zpAuZ?3(h!=9oY|Vw+tTPj{fKre&HQWYw5t*){4rA+YT9E02iF%om1i_Zm=ls>7&QX zf@qX3-Z80uLNGoV2GAU&aO$!_LkbYwJuuukpyNFr%~r{&Q0)c(Tku1>gJ6_3XU^?Q zcu)s=a7WZVqfnk%sG6$hT+W#q2#3y>Jrj8!l#kE_<^tb0G{0 zgyu$eK>t(>Wx)-;0AB4f7w{r4m4rw8z<5Ej7Zb;lZ~W&1&*%Ok=!0IF68wMpnx-em zt*qR*l0DfVH}U)1ziCMEmJD*j0O=gB*`i$O3XJKVT^45`%cM>@6Ho^M8|ocA>L(v_ z#4PL7#u*kfQ7MdO$ibAhAv%f@06Q?;xSs1e-UCg2+{kUBz`jdUCyB*=>||gEb#Mws zV+VM!V9yTaQl9m++Goh4t z+{oVWK-{nzY|6OlFb`|m(gG#-A8rody2=he4`o`W0-Jel+W6_L*mxw4EHXc^e5(G73-t4iNOYj_bF6>&8vP?pU&n z2<*X*vcOr@Pe0x6;0f1(9V&SBcShD)mmW|Q-f%e|yfQ3kPk7qmBE@17)8%SPu@q-K z#sEQ$8Z?3hp?Txhub)4K4IT1>=&l|?Z_t!E+m?_2Up{Znyj3(9Qdvij#fmvYnG$6| zkOh^!RAw>cOoG;Ce#Dv6TRNUR>%FU|FX+3TMRk6JnN;agrcIT8O!w}cP@dkhUB!yk zS=OuMvU%kiHY+)@WyyV%n)aQ$cl-89P3M&?*R5i&*0q~gFIKZ)&9ZxE?vVimg$*A@ zoLKQ<#*H06h8$V)WXhE-OO{Y)-e%67J%9dOFHeNarA?nkom%y3)~!*%^5-uNV1@v#1_|O(HC~tJrX7uxiLqh85z3A9CLP5s+eQ>*=EQd*@ekSDGx?C zVTBjINF|3IZt5zg9=`HLiZ6CXn5?!!2~dyc8q2J-etJtPkonT;uDv?u>f}ESB@9)W zXQtUSNGHYFvwF_3v}T`w271%iVw-KT+E_JB)u36!#xhb9gRSV*5&&+10BE(f)?9au z&N}G0*h0H4w9q10v$;bLjrICz4-NCiAdkFe=Vq3UF`&IWzijvBdysA+^rRG7D12qy zaWjmimt)Y~jGA{JhdlClp@H)MMSu0Z=f;L0%EujUOu8JRVu(}{@|S)Y(#gshX1#US zUvItQhT(kJPnJE#J!Cq`%9CWZ%JRmmkL;TB<36*|2Ii%gXP(oWbB2EBo|~t>dg~YS z)E`(-pbcr%n!f(BM?RQrRPQ}aLxI*twK|BbZQYvd=(v!ge(%aQ8(8kV(8Cyo`1!?q z$e;x^z>RJPY?j>211&=Mhi?xw&>$Yf2?@Qzf)~7?;V`5)bbZ5dkpp1}MMyapB_$=r z;6^(%!ViaJt{w8|M?RcEx`Dy#NvR_k><;!W9rn<>I@*dGEVc|iL#u#(o= z8zu$hw+VVe78nF&C@Itn#(hwPrwkzpTSSwPkZ46LA_$C(VGPVIgdwqsp)j6Q!lj7t zhfQMAFNGO9r3}$c95bR7ad$jH>BTQiluA9^vJasUWq4V+W?qVSm2ns&i){pF8@~uf zNr{mG=R|-3v=~lywo@|MqodJ+lc+bk6EXF4Ol`=w7!zo(jsY0K4sI~e^JKPAN$fCe#$NKo*T zst9E$Hzbg6%wruMG?75gwK!D1%ap4m$U4^16G`F2s7FOAXYkRPF-653FSI2?`0Q>jf*TwEp!xScb=%c&)U}04Ku@P!+*SzONuX($> zUVIp(C0nuym6Rc0`Nkxy_rrj0FdZ%ijVqAkD)%#G1`TyLv($NH*Ui)QOqxtYlR2}*APH_NPh=ETg-9eQ z-A!+x1wH8W|CX1#W2!1NsI=((Had3uh4c`U=`dxwEUj{BS)QJFV7FSuEYmQ-U_CtQ zL_w;|r$%+Eg}Rx(rolEJ5Qjf9PykZbdU=O6T4EbDViV`ndy0u#Yg`-!%-Uea$9B$g zZoFea`nboY{bOpou(q}(Ic!bF_7Yjz+DzG2$TFw8Y?GN(^hPu%zK@@z#T*Z|bppP{M7=RCGA>(5Y6j$%t zm9t4}+WHaMe*he^7XAeLHxqTbV zt2dk&3g2-LTs9c97TY`!H0gL zaIF~gX$qfsy?$eL4H>JmW&jzOgp9d9P|W7ovp43N*h|~cC=8j}r%<~?$?gOz)W802 z|CjBQue_ge11J(+{xacGh2WwoG&3_W(kXW7g#~251=NKH)CC8GKnQF=26UIfI|g6S zzzbv-gQ%ez;-MEY28L*d%-Nic$OmrtoRdI_mZ&^^E4a+V35&}!o|uY41HBw}Wq@VVhGJGWm0;KoTv|YCDO-Kk-n5Etn5Fc!M{fgE<&CM2Lh^0L4(u|GQz} zyHneY1Ee<(Vvz+TkqVqZ3Vg*^l)zYAKwn@$4D6|V^QD(Chw&l@lQ0HuaEBFYp?27p zlR&r^gu%FTMjh-yAIt_uo39{boon#MZ~R7(i#^%VFD1N^i!sNF z3BqyoFRfsiZGy)s%!_R>6fIoCdwdkl_`>1~L!LG;KZ4n14Z~mQPjIqRJD2VpbzPV4-t_G6p>kcKnJYAUWmn{EJ}B=|HTMI%3B<~ z4SXC{8lj7jk$i{=i|_`2p`{Xh2ozL7lW0K?%t~bp2^Y*aX3Pnec*dNd!5aK7YO2P$ zq|3UrOSkH;VtSY;Il_rK#}|2tEjh=LGorFmCVycBggi(u+{aYw#|Y3ufLwqX@CQmT zNX5j=!)QarP$QXPNOvkR16Zufhz;(!$NJwa<)Sb-O{ffbOk7^5*;Ap+2H&5(o+B_PRZQ;1XW1c&0W z_0!GKT1iKIHc52J?|3qrM1)EhhF(ZcbC3tk`5&<4hP~{|d@D<5)XzT!RQ&AEK_%2YOA7&| z#wco&Bb1#+CC4B#!Ukyc z`(e^2LxVZs1WrhWDMdAE07?zYQZ41yZuQm;8PjkT*H}E$ay8dAz!=#Gb-loLBixgIH!$)h~`qR(Y4xSJ^0!$sU@922!ri)jqdihI<9>C4DZrd%B2G@Q+N>FagkdU|6u~TZJjPVwi@JJ>8u9+zZ_dotw8z4@*a`+dlV!2PP@m2W z8Wjbn+E`iA^as`ufB?ANTOGe->)k!#BcC1KU`@m*K;9&P&E(}8hDrjJghVIk0y=1f zMyOuv&06BZAn%3ZC_bF<{nqgn)ABXfV=#vH)U*hby3~hs7{bhbm|5B|5Vo}oZp;j} z6b0bibTVBSCao@*gGl%U++Z}`skl}h$)=5_gE z)Ipuokr!c@-(jrZ@Y;xcJw{=;lDSnKC;8WcaS3zw)2h1TIzBkV?PJ8Piv9$OFR{y? zs2Iu(D~vIQLz!esZYM_G$ITcGf8IiqHBD7*U71(o*uSVpGofL>apZ|O6Zv>QFf{)6rPNj zMGXOPfEe~ej?~#((IX@Xf?!3Kkw)dm&e4>Hj+KsrMu-F{z1rY8s%y3uCp2KLjs3ZS*6wurfZWK9eVUBy zo|!g`Xaq3f>hbF>qPq8v{|vx34Fjm?6)0?DlQGR|O=a7G9SDNOW+8X@g&lb8l7?*8 zywS+k6+a?^D2M|`NCnJJ&dm-*&hBjCvLG-6ZC?gv3o7jp=UNTX5M2O~?Nl6Gj2vI! z&SUs#cS+_}_yu8Lt$mQn7iU+aK89Z)iIf0ma4zE@_hR;yX79WRY^J3&wo|CCSAk=} z2aXqV1|}ME3WG^*z^(Ft?do_oljr{9c{Z@JrYg++D(nvLw&rf{c1#UEb2@y4Hf%Qi3O}XpC01orE9{H}G>Ra7~ri^~7UDQwjfU;gsQ#TVYu*7$M6ilAauhZy!-5#hT_o<=3_|l#euF<#3|^q zb?BN(nsB9=xOM3A27$y5R})eR z6|7hGXrX*C#vLJZb0%ktm`eOg=Pfs2FPG;84s$V22kQ1Ay1Mf--y#V}b2T?b@DA@d z3N`jl*~O5$i~WH0t{DX&jLl4=Rka>LzaH6542G8s0vHa0pNs;qnh}rzu3ODMB&dSw zf&X6YhB$>FNbo&^AK2z)G+`wcmYW5Wdb9h@6G4A_JB!|%YHSQd?5IAnYiN366 zIJTi*fRW2l@~`aXu-waDQk{a45-VpNKBYW7Ztes-c6DEOpZE!~22iSicZM+rKBsrQ zvUld9(v6)5eb;V&FAO>~0R@O7Y@qy!q4GDTOv#D=bm!r(qu_b2lHRh&A+cJfE4NS^nXisJ)>KA`{+x~_5 zRU!M`|N8i68-BP4Zy$EZqpEb6hp$G8U}DsH0SI&X^6}%>@8H3E`OI-MR?HbhWfCV+ zRCWv+#*7*_a_pF~;zW-ey^$GCDam@;Rsd}s4!J$?Ij^6cqzUp<@I zoPjLr%-8_~2oNw>>hvkps8Xj=t!niu)~s5$a_#CBs{}OP#*!^-_Uu`2c_Msm>-H_& zttPO2FkpZQT>}c3Ao#%KQD1C;mp*!=;KL)naTg;<AaS!%I0D5H&9HCJJeV568)cHyRYE$rRrObMdlT19=srf46eD>8g04Wc0&(A@Zj4)!0ph(Ys1-qTn{-6 z#~icI5kZJ0)eSRDchz>s-L>M4r^>eLl?R@C=%J?yeEiW@AAZ;MS0KCXy8G^b3K|&i zx(-@+FTVNedtx#E@G~O7B$miwipu=rOD+lLBFu~1Y~xNoP#%<{KRbfxjxw#JsNyjl zd)%=^Bc1dPHzaf84$2S@v@$;f?L!hsS$=e7NL$ie^Os}ljFOT@s`)d}GTro!n>xiA zr#?bu!-!p^HH9kFQA_<+p@>>-mZDQ@z1dutO{xIceql2k5V2T6nIs$+iM-lK|@uaJ3bi8*Itm#w>Hs zIzrtrvT*Xbwb_>99qHP6H{N&Oj!WKls@O8jx#+G#jk^B97fXEb>b`rs>k@e2f(;74 zFY)_!cp`?z_#3c>%#XM+ioR?-(Tl|tv(1wd?|6?n+ZY28_`euzQODAQEYZhU9)tcx z7%6iSlS8xFW;%4TMADZc-MoLuT6VNE0Lx^Opb@ZuLc__Mj^-175CCj8(cn%>H5v}TgE_9(A z9qGPvy3~zJT;Q5keeR>6_^`2!xML&l;wZ;=39pX*DIOk)hoNosBOd^Rkn;k`yos<# z8Nz^wFu1Xefmkdd3-Mkt4k;0iS;TznBVYO~!as_DX@D>(lS@!CGyg$jlct=AHLRfw zYXlI027Dzf*EF=E#fcvY^I0u0j!s+UiN$rku@3&Uv7iP$s2k^~P&wMMp$^Ss9uek_ez;>`$IB4%nkPts zWpt2ss$PuDK_eR#L`v>p62q)ik&m%7lP!HIOL2ygFcqnl0aVjWhg1?)+7y(r{3$Hu z*Cw6V@|i|Gs#SK$%R_nN42wdl3O7X>4k|z}Vk_HS9#O(h2?jGvU}gka2-Ubz^MYc{ zN;Ki}7!+9L00-D11ZL&Kx%!Ycw<>266Vk-h+^SgYES6ubI0k4@M;4X1Ct|yZPkmmi zv7>v%FnU3j03o!pmObb~GrK#7a@JlDCEhQDkq?SS|LAxd0wiiT%Dj$dsF2FYg^L*G zFqM^bd-*siH>}67iKGaoAoDG7+4tM?-7HJRNl$aqON2kVc58nI8KOzB?`-l!zMPdj18SC=sAqB z^x}>1A&+{813i>H$Gch)dq~U&yz^?uIHqP83aTnZP{(N zVLkBOi6X##GXE}l$|+M>x+F=HHaOXhAd9(t@Wsf#hxzci$lFx8I#(xc&sr&yrJU>ag@g#YK8My#G-^TERiQ0NI@({ zqjosVdJici$3A90OU9JS#y<9xQ>jy*&cv0>_A<270cP#Kx!Q9x^O+NsW@~eMZfC8w zea%|dtkmtAcczLCHIM>68(6_Fc)>YOQDC|f(XKZrTn-eSVOgXi5|My(q$3SFNq^4L z-{?iSQpc@LZ+gY%`Sk5fj8IWiywnzF|4_baT##I>`d+4WwTUn~$j~wjMoya1j!HTZ z+&)C5PA2w~TZ-(N(;OsLe#tv(I;JxrDcS@yhXcDU^iN?s+usQ9(3AeD$qc=}Q*%02 z;@lP#+|Vkh(SQt6p!IdH`@lE&vl9F9i&^b?uCGCG5DOOsHN=5B{RTLP10Hw8dcxqn z;Fh*pw{V6t9HH%jxTh&D_yJwK)c4ATF*e?D3$@xrJLYJKF7)aQwL;b`DtR%O)DD6a z*+#qWbtIjUi-W~HxHUgL>M7zgH{Fk>&-QstUJnyTbfoe;Nx%E!4JOh!-LQ-63-8gFP=h;$Ef77n&eHM^K^`?IfM0t)Qm{X zks%pwrBsWoRLn`>OVyl|rQRuBS^el7O~KyJu}$xVU|i(hnfa0ko*)Xk&;v~qTtMAc zJcbF7##CG#^Esalf?e3j+w{>}+RarEtbrwD*!FQ>_i^99c>?*#0=Do|KcSzuppM?L zAE(J56}A}tUE%LENP^T6gdkqa@L&Jwi)o?OX$_1;fgFbvlIYc1=G_|SH4PJae zT)3cC09aKFKmaVC^O4iLMW2nxn>SHk5Bd-gra~$x!VnT6+;M^`RtL6xnCOg-6q3>U zN#Vm)AuobjfxH41hMMpQNWCZsgb0HDZe+9Q5!n>_a8 z31Z@){DmdPMSj7>xk&{ls$27ET_{@5D8AdCHJ{nhRSu-0B`5+bwxYj5S}bPAq|xFR z`O_1MUFth_dyhBY6BTU+YY3Ae@qNYaqg5^oX zFTj?I2<7H+p03>kuOTH-h!4j+1B#U1RPN?eUQ%xsMIau@JoMa2XvB1BV9(6NRxU;D zL8sCor*h^fb2_Ju_9%C;WupuqV+d(mWD`}OMkt=bIrT#^=)t@B<#>)~*{y&VG(r#} z0wO2^ma1nYWY{o#&S52{e9kAC)}nnrW`0Uxd`#hf=FW-*sDKivfsUqsB&dunXvYZ* zG(Mw`|A|kny$CmC&ug00HXf2Ngd+v|7D$XJiQ=Y{O<9Tpr%QBFC$-Y-`KTh|XpSc5 zSnw#Oe(Ez(XJwSvxLsnYb_EOym;g}1cPeRkMroAtr4Olrm0CiUYN?iXsU=X0J%!(5 zB_^5vYMENgnHFoB9;<#+wZmL**16kH9zvhyt#)Sc}pr5Fv zTWF#TLd5|L07A5b4!!`aKI|vDK$Tj8BVg&RRzkF-g4_YzmwpLYhZ3~KA1>Rwiqb}$#55p)0%%u__A8m)E5736SnR9T9+eNI0onRMR~96rR3e~A zr$LGeRM0B|=#Viqtix*E2|z5YQmK_H0wGu|#u`@ly&}O)T6_}j$ATjUZ7T(R`(HQ27gQlixvf*qIWl@gn9CB!rL0Pe363yJ^xAQSZP)5!bBdSl;*tWSfe(}rESN1<0_nic8K5XHR~#f%|8Qa` z+O6H*E#69`6lj61`hmp?VI{a?;6mEqDrVt^P8T7r7b&j#mL%hvWQuj#<1Xuf_@bzN z2tOQyi_PqeZEpX4ZW>-*kYSHNj1)o`1fk~EpVnqLK7)wzmg~Om%t7sn5+X@t!_p8h z?gsDfX2Cb~ZdmRp@M@8m;)np0Pe!A2&3Rth!NvtLKFd_tTD}HYgcQO)x^5KH4 zwwR6+FD?|HWI>@UFD@(ny4V%Nss55C7cZV_J)`v8@-ciP<{3k45^w<<*~++s!~7}3 zETz&qWzssTIYQ+dFNrw_aso6mAaB}C)tpd@lsWRo-_ zKnzE+I#Y5AxWE=zDIqZ0_ZlYncCtNh7(RnC-JP!zH1L>gc8_jJ66twNu*DS9{~oOyzcG**Lk7UY zAZs&s?Q!{C^KxdhORErR*fH`Z@7lWAprCER`U6`@MLMsuBv-N&{6QmZ4q+k!JrA)x zKXu^hGr{#UEdsRSp7O~iYs&s7Fe;St@B_=r3o$x0&92%_nkJ8#VTUje^sETUC15XO zW0W``lO*LK8T0rgt?3;zGr#dstaMA)G*rQ~Oy6TK(6nHy(AbvcBwB{rmWuOk1@t<_ zBNH_ZhrkZIKokU_mfk91HZ?s%wP=I#dyX$vFYzcl@p*Jhnx+`aqL@~9T5MNle=1Zf zC{I2}?x@vi=4vj!lr>rl61D=MErYIWQKJ}ZG*LFvu60k*{|ZAz_(C4u;a;P3$NV)* zC-zHcK};9+wDiI+c&c`5P41>aV8Y&D1h{azzNW|I%D<@O95x! zDwk?xVS=`32e_|Fb;nXQ7%?VzG_h(&CKSW3gR3&&aWz+4;cfR(73=mKk@Z>Etf}$u zh&&!~pQa#f%*I@F^_(1yU?Xg5qaxKB_*4WRHt_3qj4&8O0c7xa4>osucRhl)c;|T3 zaC0~3G*_ngRDiRi82M6A9S$L60K7m5M0tJNHw}-#2v~9!si&3`=9YuDVG1~y2i!ha z%VG)ZuileB@pH)T6DcoY6DzoC6ZAp9Hf{SSi^T#h|5W%sOfiPTm`mD`%*I$mn<0qj ztcZgg7>9AgfGg>iaUABu9D4MUMZ_-%8!jtqR31Z(7l04sE|5PHVe@!o`NEHXx~Xdg z+b)KZr%DQI#Udl0lS6rw&-$!eIhJcVuIGA}d$~r2IaK5GfSdNf!KbwdE18FKwuo%9 zl1p`{>`GoZyohyYDu{mQ$1pUAeqj54^vAZlX%&N-FSbH1Ow^u7ZlAl$f@Gnzt9xe+ zy2oiNtNAa9j0mia-k(~JlL%@7H=qMPAd^8vIU0m%P^j~G zFOYf&H$25(MPze@IDZO~dxeok#eC2D284jE|9gQK5Q53;I?AIwuWz!ikM`URZkm5A zKkXg+tttCCCdtaV<0AC5+d{SbJkVo1f9%KY+%|#M0~MS5x$_Qhv-_XRi!nwBMC-!T zdpN!jHyZBbX-?>@AvePaWw<(e9BSz4`r3zxaxK#)A z`I#)TzV9mEIb|8hD{%XDI0Li_Nwv?%(5p-6FFix~j-5VzG5QBB&;r%pWLX2ZyZfK> z5PC-qH^79huLJqi~8M9eDznqk_+tC zTzpncHUeB-l#je6Ail{XLY6N+`|JA3Z=d6HEckUFn=|ogS9Ru7KF#aDoO}M`f*L^3 zGS)9&EQ7BMCX8i^A;Vt1s6~YMkYYuO3NgMyh!A5(j~h996sfRb$%Q5xVl26`p{|v> zV8)a=lV(kuH*v=FwUcL0pFL&%{P~OMuUx;J2~#Sp7&oWx@`M{qEgsXKvfJ zVoII;Ql{)!*_~#6l|4pwY+GZD4j_;_mu_9Vck$-cyO(cYzkdM-7CiW`ge=1lCsw?e z@#0>-&O{(QnQ~>zmoaD7yqUA*{|}EUGr{(u^W;aQEvNC9=I#Ii9!89iBE=3N+qZEe z(v3(_Z{NRx2Nw=JQgP$QDKApNJPSUSq$DTcVb?@FwRWCK3e0lTd z(Wfu3ihXl+Mf^#ZpOo>1C}ol=#>H*SF{hoZuBvLPsiMlq9jCxr zN|!5>&!3%~;@|180c5I_8|bGJQt8_v%^e>+Z4=Ll7flS-iL?z%(~P1Mmu zty}a_N4NXV(n~!tFH`k6?R35QKm}F6QAxG0KXdwVCqVroY*i!!AwqDXhmL75mH=JN zRl*5L%Fx%BJPcOYnRp`Brw~6Zu~=V7R938_ltF4Kr?`PCpBrneDyyx!a#0v(oM|f; zAdT_i00YoXQ{8ph1q@0lqs&rXEVq=b-FxxPSKl!oVRNuE_eEe$%NRhwAAbr)z<>h^ zC_sP~>a^3gJa5yDkUf9v6VQ!?6V&5Dlbe*#LlJFsQc5M|F6BtO(+<;@Ee+4pna2y& zW>rdgZ&de6-LF4)|N40+A^a5LPuHVgwWXqCBx<^>hcZIi)nBP*XxOWZsaG&9l3GwD`Pr1H{F2o&RfZM=k5E-di4%m@WBZmSTMu) z{p>OY4o>#~*IJlF;>jteoa4(CiG(7=S@Nj~{ll&2-@=Z(FoYn;Lcs`{OZdN!9_ ze5BS|Y_r|A0|f{#-+Xto@LT;V0YBgU_u*F(;K2ITyUfdA@yCRQ2Z(%-J1ZB!%JB(v zzR_53I9G{C|0HLD$no3*4P`RXP4H2rvmkZKv#Hc=kUXJk-RfY6ANq`{6}iYqKfDn; zQVk74!*iiQlvb9AFfBpC8(vC!O8FM@21ek&Ah`pI<)Xue^=sGHK|?86GwWHQokK6cgYZbE6x~?Iv>{ zv!eqcn8)XojDn)`PRlM>Iu6ndXCHJ=2SI2v5}J@7DOBO8Ze_F=PLe*F^eMV&tcZ zAbSv*$VA?!gxB(hDqaE4M?#X4^*ov-FFC_ZYLa*`w9tfBa=d^3kdy^A=nzj-J+mAm zE!=~PEO{AGFxm2!^U9?}F`7|!5mQZM6dXqb!?1__Vi0(s104u~QUE^lnQ(L|ZxBHU z%xUh9AM55#y$R0Hu`D{{Bqz+wX-;(xwVjO|;XDPzy8+p=o(-W$K7+@gV-ydE{`4fT z0Q%44QPpaoH0W1>SgeFrZ>%D6Xp%IV*1e^#qJ4vmz0?|4xiSf)cA4Mc6epO46<`4U z|EtYOPl|^-owTJZb*4+Fc|eY74x0$9X##PIQ=RJcrF-uX>e~wgBrWg>p)ta1RGjoa=Ed zL(#To>8;3h?sF^iMZDD2esVFuUl;~CJJap8w zpaK^d*=|mDf-Dm!AT5i*bE30To9%3TS|JS3!soR4G3`8C)xy-?P>08p$yR2|Q{`^V3tlkQPO?>h+V-ken{9&TF^_MkB_=G932$k#;Sh^h#6n@piD4Y*x+r(W zR_aBI1)XTf&s)=- z9`AV*3+f_MbJXdjX?sr{@NeGNkFI_hW@|=k^Wbbgw|0lF|J!R{`x@9~9`?m|RW%O3 z#JBm3b0&3>+nE51px1_8wzq9=6nh)oR!T)G4h>h8&s?Iwq_Ice2h!`##bNNaw7lsZ z^zL>V-*AlS#X?QMego>?r4G1cp%XF*K6yJRJDI^R6&~{H_TTllwkUlWNEmO0f5 zbMV6*W$!H7!)#i%?>=d0UbCL59TShwqgKbxs`2fNlMfp-?CC~=}#Z#(nBwLrkj47s84;!c3O4HwjQXQ z^17A3jyzhS9gONcZ146&3-?SV*m$o2b0wg%%Gx+i7a+pI;_MhgNvm*Z`D{XzNU0c* z1pAK5+o-Pu2haLMFa^tJVA!pfP=hWYZ~V${24@icc&z=JX=2RF{RC(?Ku^@kgyI*2Z@dc z2MDH=E(rZ(2=S;0jS&BiaCDN8bgJwL<$)i3feHJI3WusbLdXh#4GT%}LUd^3T%rOk z%o}RO&P>7#H4Y6sVCUu#quTHdOOWttaToC>m}bdvvP%MZVDh#A5c{z5=l~f7ao*HV zyxi!p%B%Ab(dd#+rWmmi9WlNjv2#dfIVO=3D=}s=Xgbm(7cy}ZgUS;X>B|yO6l13p z9Z(C?OsmFl46WuEzQG$VtoYb$&5+LnM=sA=A|{H#|M_^4mTnOjr%x9TvLV+6m~hU0 z62LCPwFPY4mn0B9Pg(Fbhv+gj&7jhvrWs{3o(>3vvD^p(up6C>R+4kWZV>5aVJ=q{HtFZGfy`_iTWGccvIIRbP4R*diSIa_R;?06|NXtSV z|IrqFK^OpSO5aBqQ^83w6-xV)QaKeb>~Jn>Q*Yc&H@#p>w?GQIG*uz=7{yfRzU#-# zv@Tt$5HmFC+7uh#6htFSS0BiazERcks}v@o6}TZ)`p-|7kl_IJzbH=aiiT*$lTfFo z_l)g4{fPo2qQV&U7&fyZ0&G${wR|iUQ=L>(!}VM#(iiPY-Q34v0>A~jzzeh>Rq3@D zi*YzDuT_KYyP)yj%1dG>MjF#}|4pCsR+S9kl!I40M`88oS51_hpkr9up&z*6g49EU zkTvX<^%GaimorumIN6mX;cA)oK4E8>Lp@oQ%F;W>F>~7pCGD>~zYy zHg&)@Y-h9`uaIob)`eE9|99ZCLVC0;yulpwHgM|JZnx5AYgbCQ&r{hoa14O2udy6As>ra6~ z)KH=>)&7Xpro-Xd_b`(Xez^`%PnW>#1I!TY9rri2EF^7B7Bv$%V1&^U40tOo0dJ33 zfq(Zd7;kX+>H!3||9G+3cq`ZmgqBM;csM(F-b9k~kT!csm^lm9X;FAkR#-Y;@`dlz zPAP?kDaAUr_E>QkGQai!ci7A5S3bnnV{s>lZ^#sVs}<<;iED`mlz54=(h@8oN)`Dl zKb0^17H+=XtkA@^OY-ijZ?T##+PcJ;~NLCktPAk zq|BH56qq4%|0j#tbdgzwl)0WF6x|)gF@F=>X0~C|Z(gmd8n>CuFDHv##7o_V|q|rHFOIq{Th?&?~ zU{zW#7tw^*7*1cBd__m5HBtYr4t;OhbaEO-H+GpGz4S3po#P$Pt|3Aw}!(y*H(i5=m$fjhW`d$@zUuzCCXEIP(s z@Lm`@52HY`q1%%wyRx(TvbUP6N&2fz8coeqrSolaNxMT=^3>)zvbvEIC?OMNfwfy3 z9AA6uVq0Uqb7#P_GBcuQMxwMFa6WhYxc7#Ui95gr+!2i1zxS?^|0Rmq#bF!(38*@{ zrF*)m+qy4Xq}lS6wL8h171rxm)vuX$Ky)ibvhdD;` zdXNPfsLA$YcP|(8&cM6Gw+H;kfxEzYyxhX*GLpMX4nP1LAP9P(2Ob={!@KnOT6@4x`nk-#rc87C(FhE8OE1&#`Rk~?Hl8SAq{qW z#)iByd>qJsT*&iW(6HGv6gy2G$D5m6qlo~@qdb(Se8Q{zx-&a*GyH>LwWY}V%O#hk z(R#g1yM@u4AW&P)(V30<*lScHHIIeO>(AUw)qG1Lk9XkoC79ZQlFl0v0+z=m%rZe}1_AU8w~>qX_<& zo?2bL?}39r>3bjtCcnvv;PR6o(VyPoHG1lqz3SES%CY=;qgUE*@Z--E|MkCIw6(p& z)0%-$JQC8rSW$i(Ret5?-pyYg?*TdQld8ryA|Z;w0BnB7(ttG#KJokF0RX)4iTm)C z|F{rbGlIQK_{srxUkX0pzkYkMJ-jU! z_Q4lUCt(tbl^b4K<>k0i*xW?{!c(b%1PdBGh%n(mRSX+Cd^N|U#J{1UX5Tr+rwLRLp|4jlnuH3nF;X1kN zM2geZ}KBYI8f^=n16Yumn!JGXA#k$U_74LtboO2mu%o-~PDKX1jGJAV#6x^&{4 zs$0K~J-c>K+&x|I4nDm2@#M>cFC|c+`t|BDx_=LU;;V)t>)XFSvZMl(Emyu&NmhUY z4oKiuL^Z-xf(km)h$m1L2w{X0PDr7ECU`|46JJ%h(g6ho;KB}Tjo4NWYOPgQiYYpg z#9e^-^_N~T26kADHVUTLVv+60qZ)KDmRXQOT80N5q=j~5|7ooysbp(TIw@O}i0npX zl~&p&T$aNT7aVf!^z+MfVvb2>an(_$U7Fu@r>1#sz6mFH?9EAMDe>KjXGRd=$7i1) zk<8pkk|bwTPFDvCilsjW^zkSdNMH$m@t5BZq=ILj=_r($mEx8EVK^g$2 z!EYLX_>gJ90vGrI4+usY>7-E&%y7dFL-?tL*l_5f{{RpKaYM$avb8FSakN-ZRE;j~j%t3lK8M4b38`{k}GYgxPv`sl}&{SFr+$61J>x*#TE?Iycg8}x417|9E^NcHBDflV#-_i);3_f+t~2rsDc+H%iLH%=N( z$Z3TISRBL(HkfK^$AXWT1jr)KRdV7mqO5Y`h3)EC%P;pTbLB%aX&PvqjfV5ip10Pl zY(kGdw3d@l(hfgKYsqx$-(nZ_)KZtrCf2sAyY<#y@9v&P?#erM*>w+3JWXxC4QbrP zFVB3YcTf0ygbM79mJQYiK6v&ZZ{OD8b}3FW|6nvS?)Z&fG{*Aekm>59HP3B38HPubp)J_><%a{?^Ne@x655ZRADDOVWc3u!;|lR7q3WpxTayJOwGwgCr~=fgZ6T=%o-s1sH$>WFUj><2|B@o$Q^@gD#M7@PuX@oCnH9Rk1j9qV|9fmd@N zLMF(y3aSx485BkVObEw-fiQ$j8DSjnh)1AwWrY$_z{DV=fCC6102;WS#%QQL8`==EQBr^HP9!APaa|5+42sk8kl!ZcKjRwS%A3EW_DfLm-On!pG~ zGRo473y}zW)`&~`_^B1eI6xkM$)UFGVVJ}$rZJCMOgjQ|nao7MraGmlKNiSC0T@9H zHI^|%(om6x!y)(}=|f41(}?LSBCj&3#LeKrG@GG}=0FKgWtH+usN~HmmFCKP!g8Nh zTc9k{#jc1rFqd7M&qnN15??lRp#c&mG9L<2WioW4B>WUK6&1Y!?F|AlSOGS(IU?+7 zvxeMc zX(CJN&6D=9FX9`_O1E%V$GOy{xFTncW{Sz02B}DK_*Ig4ir8mCYo3Z2YEgrBRD32? zi%i|8Q_;1M2%b@@>!Iq`>T^}GiuNa4?P^ygI@;7S%&dy~0H_9ZfCE&sqaOX6#%y~? zx2{T&jBKP_W5q+drnE3tC@xD0!`H{{N=Jb0kzfUjIh`Fgv8S<3l!P`3VerEplW3OE zBC9lRO}2otQy@Pt8>fTFX&~L<>@6keS%-K;6|cCLLRE`jo0QhH5&dd@{~ItAVoI7@ z0nkQi>(Pu|54VRD=}6Ub|HIyX@3)KNORZcqn7bTTFnfI|OcS#O=BnY6&86vcp=+!s zO_#bn^O=<!5_VWTSTg=!9`fYE%I&RWaYyPpNubrVe^J>M9C66_ryum zsgvl(;!x7~XH$Z)j9q-2pc<7nHntXynWp3N^7yGfrX@q*`!0hzBo`gHuaohcWF;H( z5B|Nhry;b*fUy=Uft>AHw`|B8pnA)y-ZIE)I70}_`YqnW%Y+@t!waW$*L8g}od4=q zIh&Zy?u%~b@SJDQ|2gXbXh4_0S=FVDpSjD}X%+g=h&EHA7br%5(r(e|ZEvG<=PrUg zgwkmH^k^U8fQPR?yMEt$N?6ZZ)d87i$y2wYRoj+?jce z@NoLNMtdFcOo7d#_Z7CLpK+(1Rcy0lC7Te>u0*t@6$wHYTD*~R$Il+YMHk>wGHo78rrGGAa$IRjvFkx|aW)suR7Hw;`Jg5#oAlGykww z33v0tZ?q$sMh4=6C3c-tyc#EZa^oD2u{%8eacS>n+9rP;%Cn7aF{-?b=`l#%S^hxx z2qWe@pD4|3e)CTEegE)288xOJ@d3U|MJ0i>7?z1%^vLhK2VOSOHn}-wGRMW%n+KiArw%EyTnvREV_KFa6+EqDn$+o>|Z*SAw&t>UFZ$7c zIHp4sHq2IU*iF*G^xFj= zSb@#-cM(`j%vXiZ7iwzrb5s#qXa#~FXagZAf~!V(sS<16*L{jKesRGnt@4J4f2gG;1?oy1~3_&Iy#eM1IK2=v3d4-2C zMT4mq8LQV$bP$Y}0U9|tc0Cwl^-u|)@0E!om|0Qp7lYu_LfgDAO^SE#RhKj1PJ-P*JYuI#f5r?#B zX10ia_9h`2CnKqHCb=H1KnZVjlW@e65r}gOFay}&5B|^(k5FZKnO{38FkNvK z3jYuQ9)M*(36x`ahHRyZNm+sqCOBbsnS}FnO&J$+NM?S~c_$@Y=r@(O;sxxNkaD(_ z4B3!P!h>O#IeH+GWGS0F<&3AXSZQe`)5s-B$d=DxSykgE*ccwhId|$|mw0KIB;)`P zc!_)P2ZR6>4B!U-kOn9q4*rk_Bxra#9n(=2dnX@^jL7UoAmYg#h8kbl!hL*gUh`AS> zZK-JH#U^lRUMV+5k4PTqQFo#BogMU?H5Z-JS)B`Djtr0n{g467Iigr~fx|PSLjMtT z=!u?cm7estWkYFnl&LXC8J{Ldq->D{M1Z73V0oU2pS8%JX;xttwrl=5N$eA#zc`?o zA%C3Il?{q#32K`L>ZJ}!U9z!%87ZN-7jiac9KczjUIa_Wi9p-tq2tjCXJBbDT0A8h zotS6`)tLY<$pF*fqTZ>e&D4cs)rmb(WsZlVIeMP+2$^TtZy%*^xizGjDWtBLq)4fP zO)7Q!DOXWRrN6d5T1SIfs-?tee+l{v3yK<@6q~STh-o^Z6#AyZIj7giRB~D#+ITxe zcBstroPFx24-%*gpb3Ln0ERlOztoP)<62W;Z!hqu*BYrHIH{D%YN}?Bss9F2g9AA7 zxvAxvf}aYii1S;dDwU;L7^jM=tf{Iq)2g)ztET~Wu!oUAcwJ~Jp=Tq2=<_F6;1AQlunmhx7Ue>UWth4aALXf=$%aMwis#Ct>8h?Qa(=t^q;{o??&?>*n5sZBuSw#n_bR6P zs%Nxkt7^%n1DmU_1gDLtp$L1m;L!?|2C~ERuoVloV0*DC%CWFe00+<#=h(G(l#|SZ zctO#qSC+CWtD`$ghGlqa{B~QbreH6NO{v(eA%#7gx}^Mwv)v>Y_y0+Uaq%Mgd2j=H zS3&EafEBMU^CR<08A;of$Tq7?yDYQkuTLv-0z0+MaUHMJh#i`t=3y=&Np5RPHzgXj zvrDmmfUyg3o$|m0{DK1?3%kt|o;taxI1xyr@&eX6w<+tB^k}IrtGD1pbIUbo2DG; z8>P#HPE)l7+qzj>JKT{AX#2Zz^R={#zzq={ASQ4;`sK2mdwb>>ft=k=W;H(kMFwcp=Rm=toT%8P%0ENjC>L|s( zOR_i7cn)B#Ct$`IOtK6IY1nUv^vB^oEvL8ZTYLe{ky~o>%^1LfM1+8RBXivjIkBW#Wu;w zrHl<@!KkvO0WV<2t&G8Q>ytm3t?Id+A-K0~%(s?$TS02QbS!51xLfCn$ByfH-&>md zIb1QkepY&=Fw;KhRLK0`35m>ljI4v6n;Q6IzxR8@Z2wxx(Q$y*sL7@LFrNI$vm46f ztj;nKyazBUArJzt?8>klsk2PWl8MWD>$iP-bgfvkmZ?2$sHt~6%%TaUJzLCmMUdh< zgXUDZj&ZrqEHlwO%_z1>@r%u$Yo>q($+scN-u%s$+=R$6iR&yd=6udzy9VxN(&QYT z2_OI#BhNGa${Bpmk(tlA?6(Xi!isb%UPibnOt>ky!oyq_I+R17N1BkU%!C22H2l=6 zC(%Jd(bSAiq_Mddm(j{%rn=eDxYx~*mBdcNzalNtvST#h*wU9`&RBp2RRGsPz=w&b)%=l=ycRX+ftvGw! zYfa5zsJEJc44{)U$d*yn3t4gUyVaqTe;obQgcjCF%$EFH)=QPvUcA>8;>lIu)^m;9 zxoz8bo!7HX&S5+gp%~ABEzioEqlI1AEqlvswbMmsBH&8B)f?2(jlJAs)T61NpLfir ziP;Uk+44FWp*^6j7sRE#GiI9F0Z6(by}x9wCX@M{98p zS>h&MtEugqEZ*XrpveW0<2pVdGhX8~&IUJ*j&i;zan4NBO1zAz0YLuaK`z)se%!}x z@YS7zxZtD#T+z2o|4lwA&PUr@1=#ZM|%O1V^ zww@rYNEw>r@qMc z7j~(h(XGDCyeY8aRk{ny=fAEM&zbAGj^9|o>tMC-{C*WL0SmAIFrxLgH?cP$VC=Y zWiG4pgJ+$)Eah#HisiH^zS?WPMY0YZ3v2Kb;_m>T-vZz3EOGP&VgNn>FdqO59UxlL z$AK>p@e*I$6ra2npWKl5>>${|Yn;oh*702i<>b2U+@7;K`$&4s@|dj!A=c2Etp=nH z-k&|*0o3inFw!YQxe>Br#>t@nFq8DlQm z83*rY{v^#vzoi6(HFod#?n;!9_>n&qjNkaU{rEWU`~^bw7Zq0HNyqX+)L56#T(H4hMe1P=5= zhu}a$2^B76*wEoah!Gam;LdD{xMTDCMl5XYN)$3QV zVUecsA=d2Kp4dL@B*4T+01+YN&ZT?8?p?fj@223}*Y97zfm5s?TzCcF!hQ`eX584u zW5|&s-=KWMhULeVHE-tJxpEHBp+%4G(IfPY(Wyn7UR~O>>(WVLC!t;2_HEp`b?>I_ z#J3bFzJCJ`KAiY*;m40}VJ@Y)bLP>dPp4kpI(08z^!VeaMosiF;m3F_`=oe5|z0C_C~p%~X?eO4WKu;s-3I_`%8_x|9tzFj-5@wH&~djkYph zv$D1|d2{nk+LR+sI49(^^Ugc3({s-~v)hiJF}4tI(DBkU^w2}=Q*=>A+1rmG03(%j z(uyh?5F-RL)igl{J2k1LPhWy?!VFq8^;A^P;_yROr3w)%o3u)GR$6QQNkv;xeNiVS z06{s*=K4KqyIrttPkEq_pATr_h? zg0$FXv;VD4INQCgPT=T-7f*WYC5}&g_xy7@Le=OOQGf$>uTg>vesn)d6IS@4OD)>; z;fFny7^O-|YH5;IO3ig+j%i)BRgkNAb;OQKHd#X-()gf*57s(4!w;}QKvo2pc*G_F z91sD65O@|A$6|xF3t6InEKCK*qE&k7$uxt^+H9lVR?I2Mq-{1U*JPJAB5HHOTd=hp zSBb05-P+yVq`)n?TF@-y|t;)wvBAtrl`sbu%(!Sc;TgBer+d`h`vsF-G)1EIqBxp?z!_8 zk8kkR`+I!(@GxJYgB&${eT5s=DDjFImp>%OPg0~L$qO)jfBrYjTys`&Zf5->U;zyn zmR;5CW~+mX&s+zz*aeL*Lz|rpELb}X5(anC!i;1#^EBOk=67Qv6Shj2rr^OwH)j)G z@v?(FZxN@3wo%*Lt~Vz-1xHS8%aiu5!#y7gs!-u0qIt-7MDxYRe0abQ`trj*DE{Xn z46#W36yY#UWn_LI@suK1GKoCs?|@_U+{XauApz2ijB8|L8x624o2fBpJHvnjUH^BN zxF*-$L<#~?y%JndDJ&y{U;G%fTiBz$Q@xvm5+_yyr-A_Vi z5MvvSnX9Et;fx@%3akcrOlU^abRT#`92I~72H>oLb$sB@as)v=o&Z^XBqs&|S(&Dx zvq^*`q#@DuJ47;)g(`&P4Ch1~Hh3YQT$qz4cVolfu#Jb<%ibxiBZX9|vO29~C@dWs z%kvEmQu=u!E-ku{U1IbiBYEEz7Z(XVWZ(eOB&n&)xXh@ev7{?yX{ywS0RL<}f@azL zRRgRLT@BT0aIl84#Jrx#>so9X#R zlk(cCagZ}mdQ}IZ+)*fYs*@c<4UwUSdgwzBR?&)1>aDhnVn#9Ak&Sv(ev#NnNhr~Q zk+xK@7dk0QpQ6&iCRVW;G66PBU;wSqjCFRz=^gE&Bh2n41>)qRvijoFp91wrLJcG# z(+M>a9u-~k4BnTV3MZ(tEncPkD)lIt&ox+ewr}g|Ct%0JVpdH9 zcsBtGPymfuSJ|6h7Ir@3EFYKk*~5UgcF-z}2i3VwK}w6AAS|S6d&gQvUagU@%?J&6=;ZTBdx1Y4r7QE03f8?XACN8c*y%!$xs5QCeVJ^XBX`i<~HzL%X zsC6acKE-7hB$dcQcZH(Hm$rAX95Qc{o!n%RrMGiRrgD{cqLr9^Ky^4#Kmp(q7yMRs zkNx%UUk=k#0sk?m=+xa%Lr5*67S+KhjHj9)Oiv28FnYz&unxaUP~vbnw_MnQC}k4R{Ut{yclmY?puxH6Nfk`3SrabF+zO&V*yb_qyN}VTu0|8p(5KvMK0Tk z4?2(&A9&ZwEOo#Lu<&GDKiR_~n)0lDP30^jKmn+`NdbU$feVEBff6k9IM1AB!(fKZ z2ZmCdt$pp?p(Y2EF{+x%w8+)a`OarkSDw8_O0SKrhH&%h4*#qiF06qKY{+eMK#XWU zpSaOsg>+fNBSh~}Iz5&iUtAs1=^jhe)1OX=s7DQCk4gv!*Zcr1QkI5RTU^*SNdqic z{cCB~`qsH7IeB;O%p`+c<$?{iupja98EN1G+~ir!m7P;#O^|}k4w7em-a#8AN$5M+ zL6?kfbW0{(=}X5#mn>O@qeorpQ>S{>f3WQaqo%>&4*&PJAFRl6liS=$7~5^eR`w*| zkY2#GSD{Tj?=`H!-XM04zTMI89`-wkFV>sDT}kkQEz!BPM7VUT%kcgHIj@T&701hB z0J6Y3Wu=2fuRgwVV~V`wn?JdFG5`6Jc0eukB|yz!#6S_uypF5ynX%3lTK>rGCqnI&)oJgRVv9HzZK%b$k{E{Hq z*(@_tfybb|+%v%q0y+juFl?K%->HqG^A?e@q~p6mr9-~sdpf9-x^0u1aZ3|%JCh`6 zs@gC@wArNUQ#U_j!V%jc+5$A-D75Tog?4ZUG_VA?iw@`TjV%z4LbEOD@WS=ep7z5V z_j^C`h(Es>y!qR-=z0jaO1S$2wZ+>%M97~2yor?AiO9nVm8n2Bs-JYsEQB7yolJB3Em zg72G-xZ8tz3qvq`j^8N56$`k3c|SI^vB4`mgL}g_%&|IbIK{IFFw!3bfQ11{nGRUB zoA|?dWI#sbA3`+5T$4aWyhncoooeC<)ENK)0D(%hM1%~%aOw+AM4H4P5>N!i1w*hl zqeyEz4d-*dLqa4HVx-W>8jw7f-2ld~2^(+00$Kb6mHY!+WCL2P!KXO7jr@|c0Y-DP zKHxaJv|Br6)IQs4#(q#SE>u72h&O7CI}_tGCuojn)W$~(IDb*Y<@!eQF~{f zDYBF)vIspOrkU}$Z1MqLQIXQ2NB@qq$AA2seAGu>LqwEYOSya*tq4e+NC4BTDVaM+ zgzUg>vWpEM7KUs{qk*=hskS$>$Z2Uo(BL-Cz&cdq$SMIlGjR=?EVtZfMPby;uE{D` ztOA!@$vvP&TU1HpyCiSWHEE^vo_@Pse? zK7)D=x3i8l7)_+qt$1llrwk&05h8$tF{xZbs$`EPnh&g8IEX;Fa}+g1_{zXik!%V? zodAT=Nz1v!#}Oz*w`{U5flJRzPx-7ByX1)%sjt1{%f1A`VL5>f2uvU03k$L!!Qd%0 zgEj?AFi|uxp?b`(qZ*`=zW=3aq0QtP&BQ7itR$37NtGPUmHg0Iyv3%_Mb!k2)&z|r z>>6RDzS{tf7S+w&?9JbF4lN+cp;W&q)Dxqm#_Zsy>ln`Fw2nc6&c2&Y@u|-Ga3V+H zF*&5a``ZXTNCN}FOCNv*vXIi3g1qxY0FRqb(5bZ_XixY20r;FiFFn&13CNVQ32K@| zO59Iw!YMo&8X54fGdoZOT~JZ{AjEXg$vmNsjL>mo(RS%f;W#WC>`)M0)Z_CO;owYO zT+uvp(cu{v7?lFvbO(O$g!EeuJpt0_AhaFLEiWLnPX*N=jZVHZQtCufh>DL+JGg_h zN`@N*O7MZwLx2Qeng7Szi4Tx9Hbv7i8i6ns)AD-HL|jv0T~-UJPoI#70dN3H)K9;} zL^Ase8MxD(GE5`U)7$ZkJ}pH-MMXiC&~%xwv7?jT${{ZBf~r8tJy=xH^iY;$1E(NS z&MZO}J-bWof-blRe&~W^%sai~0$JoyFGy80oHVFpRaaeE@mYuFf~^4 zGP*MD$BX^gvj|9F<%w#N)@j86{lvu0y4KlgjAr3hpYqmljk6zIt!^{d%ACG*)vDfz zLK~7EZ{Y%wnYVbIS4KrXE|>z}fK*`2S2)p0+_;k)>HwwB4HPVM=6#rU9A4!43hLEm^sDvTV3Yr4hK_pg<9WRbeR=Lev1UkK-coCDGR%E-x zWt*VCVA+=Ste%6}!}L~c<2EUQ&=CTYKMgxV{imMIA$+r;plynIlUGHpS9@Jrrnz1Brxk2maV-;#geO21LUE&9 z2}9RBi!FTfvkRjWW#Zh>^jy-kSEY3VrX^iB(ckMKKlAGXKU+ouRz|Sh+CRuGxtk8> z$WeUpTK_G8#<@Wc8PnaVBx@@T%3u;3=mBk$%&&V~j>K7RVc*w^ zDnpa1%#{}|xMB{gUwI|XDxj05a@wc*UrI2)C~&tY)J?Fhj+E@$gf*z8EW6pK4e{mVWB7hSjf*C#$lWrK^_JS#C_Qx z2H$FVnik~K%vdMMK%w$=r)~L2C)U}@#j5xXvD#AQFZ7KoKE9&0U!+aiDX__4j1%JM zg8wn*hBD^9?z>b)OXKPAg01DzHHc$jPOA!@&N_aN`_N$Ox=Q{S$2p9vN&rAa?jJ!O zWU4DTWHlQtY1?GdQcR~o;v`n$ zn{DDnDrG!7<#S7Ayi>aY{;;;$f-4Tccx{A6u-}*Df=5+?E-2$JFa|QtFg^<|V8#<+ zzK-Ke;O_|OEl7_vWaegG(j{eEX-+tU)6V~+9B|&BZRX~vLjrI1*qV;sabDzeK3Plr zrgdiLNtWkk!Bc1xU#4zcey)t@i(JX&y7axX%bZYxzFhPhj$h`!wVOL9u!44lW&f3o zXwUV8Q{Vx`{=kaY3e}WHBf_u)dDMEj=ts-+trhjmX70+G?iXy zXD$fs90+I@9N}$gi#{>2BU>>ZR<9{pm#(0Caw2$|~xd+c_To#Gpe#-P^q$ zs6EU60jf~CsB;RcYietO>a25Ie;!v-4ii$YY6#0}t$sJCIA&}*dy&T%hrZe0sq_6JsTi8 zBOWc@cCe{)ids}Y4R5-pGdiky!NwHjQAQyWS6|>(*MbHpJOQqI^D1my%DyJUEwF;V z?gBf|)LsZpv-aE&y<&9@rBUi`@3ZT_-U7TH?B+~wwaQ&JY;XI>V1u9oih^eP#)13x zZp|wzy2f4b&vTlUx zmS}rTTKBCUuQF~av}-*X>1y1Q2;Kq--jjb*)m2q*vUPI!2pkPwi2slZEH6KqT4U|~ z{(&9n?_J;Q1u_a_3ji{oR{X-FG?$I!6r-X)dDXbIfu=IOCgJ?umO?SzMhG;;LC^!p8g^bE0bk$mVDEB} zKT|L-ik#7ay<|Nx)87B2QyEB-Znb9?WKe30GmETts`l+cB|5Zes{e#G4yrGx9QD-iuHCy9 z%{VBJy%P^X`406)E;OuoZ>05wume4yuahsCUZ(-TrvZ`|_P$R~`bv4Cz|S|mxg2Ty z5P;{IuTxC+AUCsl@#T5apfjJx8qCB@+_2>oW!hZy4GfppaM!`6828-f9eOfl;6Ar` z_i7>6<>(e*@7A6xHdqgZ=pFyieJYN1Eqj6zX0L6rz`h&3R)g?XNlc47BoEtH?-$(V z#<3MRTBn0S7=$4xe7_g@!2f>m4}b7)bHe9-fAlWI9|}nffWS5L2MSEcuT%L4FiW0% zdv>!p7h({vbDVXpkpz8!NFs1x5+VeXC{c1yij*l1z5ifg^JgN(Jr*sp$*7SHmX27e zfczm+WR8+1OZLdoV~%&BuH&z?S|bTM|1TNf!?jv`H}bSYD& zUe>U&_{Wl^MiZ_6!C2)cS0_Ke`fMt8EZMS3$0S8NM$KBbYPP6}GjUIxIBV9J9iw)w zUcFoT0#+khiDe_tVfMR@Y&$D>a#-o|(v?A^m(5C4BY{rc{2+<=dNKmY#wO{R2`fCCbU z5=#dnnBai|5z(MQ1w9y(LM}~+kU}>lAw`BU*)&BJ5>-S|Ru^5gk%=2s;m{NV0VoiH zG{G1nL0#blmQG&T2$V7W{NhDVO)+HFQeG^@1yoWsf|ZC_vB3owQqXAAPB`Wy1H2bV*+ZJX(m7b8cY|eb=qOK0eGjPn!Up zF$EV9ElFZl*_L=>Mtg9S;tvfDNKk~#qB|p%Uv)LDl{x9r4nLNJ1>{jiX-O6rPerxI zR8?J-Bt}kByDnEb1}UT!`IhC^SzZpd)|qwEDVUmZ40aTkUUH1on1F$dW}YLD+^5Np z4f3a@E3@2kp@=RTb8S29;Am#Pxtz1kJM%0krXQ5XDP{^NP{05IKp=vs)rET93EZU` zb<`_(hbnsI!P?%eTe}x4uJ!f0E3f&%7of0bpM;=+#v1Ej5-XjXE{q9Ph~c_W-q;mL zAXY@8zash@xVPVO^wAXKHn=RZa{o7bFv3;hjiVm&@Z(923^PomQe5=AN0Ld3Xcf2w z7ku}XI$@r=kP;UL*T;sXIT6NfGPM_-bk12Z$-5tRvhOJm(6jKv6ORDQG9ym|%{C)| zbMenZAHB;zuST>05NL3LbktE7!qX=_Ew$9-O)dVbS+`p2tX;SF^{x2jDmK_9;fHpx z2^PpUOC=G}lCp|3E?qXskcJ9arP3YDTG(0=0~v@BjcDr+AKA(el8^%c22dbfA&9$7 zcO%G2VRG|&T*9`1FV$gg4RN?gBdTH*(2b}`T%geh^JcoGSRscwL?I8)0fjq$p4Iyb1D{xLCN}?o2 zz=g>_umL28^JE56TsB1MNL z%qb83@ejdJ zOpK^88q%`&PU(1$jcb%AU+Z~Kd#0y5f*q`2U+@AM7&ftq4MGrJzyroYHnNQ60c9!c zg3G!J|w&ITd0`$KI?7K)OAD9A;t zMVGTQ_(*Cg_oXIe?g<&Qam5159w9f)zYq0^3Ff2IgX`Yi(=bJi-JJ4w?eW2!Xre^}@o& zF!(YoKEigV!->^^21;CF2S7UjEN1Zl3SjMP6K%gt0F43;P=Et~``g~Wwzbze?J@=+ z01xo-x*afN2w?WINDcxLkdTni(kg243A&2rp`P)KCF=U?bAYBLlSqf1(PVG`x?R3><4)b>Kl`p4Bh6g+70od#X~Ogh+hze$VTDv^`@KtE=o5U4KPXvT<$1G zZxlq2S6@bIxR?XSz>M@3Lko$*DKftCMt*$sH0^lDd!lIO-Wlg7*UJhm(!xInI;aIB zw9J!|@H!v0&PM@emV~dRi0LlU^tISBn`y-N4xOt-Hw+mnqu-@(h6(7zIyTymjsIE~f|M!=j>mxv`*S|jNw&q^|mfhK*h5Td~jky@(1s)!{Os+K;&$OZlh8y2iTRU_B3DQ^@{TPwGfD2?^ zFbbm**qaP8j)tg94$hQKIbjnL6_m`@md#vujRi>gU{p|r5RQl}`GPNaLO$?AFGNI& z2wXX~3+WYH4IP}2tm7F5-Oy#>EcFx@iVnEwg;0rMcqxSz@MFxWj`cCj56NL)xJ4Uw zUmQ-C_)!yO-~e*y;b!omW~g6g5Fqs!z(lH_)=8r97{DSjq9Y#IMv7!vQDSKrfVX*y z24tcpE+AiFM<<2=1e#cjF$W}85q}krD|Utglq6>?Ub&r{x=G#&UjLRbW*!n4W#%yi z3~JCpa1zCRmz)*MD0P(MP+@aDA5-|?4`Sm;{lQOVqb0ZlH~7LSoI)jW#CC<=%fVSX z{)9V{7s~z1Jknzfu|ZNDm7 zwG}{3ZWD8Wpcj1rWR3>WjNr97UXBewFM2@bC8aP*!Gstihjh?)aokTdlI~H7^HE`t zRH0UGCFgjKC7gmgm}Ncm0#zi5BW%lVElEbG(`u4vOfH)bcntOiLpi{yD;nNG3^d6+OztD zn;nJl*;x;cfk?S)z|<#sZVM%$rxTuO>B*M!Wu;Qwsb24ggUjhuqz=UBps zpoI>}+{lq@n+OJ;MU0u~DN_7gQUD|zD$!A>0UBTva;RE=K`Pdn+O|RJ<4Wk`Zrg53 z?#EWjtMQ+PZfwV5?&nrY&Gu%|AdLu^?8%CNVSxaSt)h$SWZ+Sq0+;}E#4I9858;iI ztwvAc{U(fM03`@OFOHZC3@viL)b4RqTh3Yabpgh?!=BX{-kL2JTS9a}~ zdh1i(P1qs~y*8EM=1!)SFD$LAJkq6jj{hfJj6r@XmH1Ar;RbA(NLn!ohNU$VKyu78 zsXP9X%p^plL6#fw~-*wO5QI5WAPqmmObgwzU6faZWq+vDeRf_mW7l2MJ#16 z7m}ynbgLI^QZp*oYss(bM3WFnQ!=Sg@i_uj(B<&~%pORUQY}o`@+a*C5x`azVPc6F z;8y@k&j2%UaSWKoZf?eEEXOMF8q@J{IIw7ps_AA&(~wH)w!qy9fCcWXXWTK=?Pl$g zu%+bMIAO{lQ_*e?jc?W>a0+Me2LG#JbwMU)vQjSV_o`#$Od*ljSr?!I5_-b)p|V); zFQzR_pV88rTGw0z&Pg!|66anzHgV4R&<_=4GW}5TU4<3HtH9Xf7@Tb`ClP$<>s6Vn zQkb!*)v-vnvBq+40*7QYWAkbhvS$>{(IgETbx(Gr?hDN10AyQgpfG7f-KmYR%WU(9 zHg0JqGH0CRB?Uihv#UOA=vFKkrSmo|b@dn? zK4*KUB_P;%P&};~uatea@*7pXW!sS>Axfy=e4C zb2Kk+-(Y}rQ~@(s3NseRYxJr#obZJbW#L_z$q>jiPY2*xx$$IEc4b?(HH#)>Yc?TA zHMbqWB?dJ(UqDf706DMNw*iL^v98Ik~poo~S$=T)Tb(YANV&W@( z-A-Jr(8{r|6c3O^yv^3%tNrZ?X;T zL>Ev3TBCuQuCg-AVOzKBe9H2OG!S}j($XF+Ugx!5|7R3a%#RmFTcimgVC#9ekbTx| z7}}W^Gg^!1%N2@Ao_RqXFharhcdgxberq{p?>C2Dxn}=&X!KeJ*wyyjl?X7K1Dy8Z z<>7@NM}$}SaQL*1b~YHrdCTBT(X=oxO5SCSIEf3lnV>j7xPx+|9#b`Up3d(;o^Q$x zv-VQ-lW<%{eg9l{51(P2Nna-hV7x(j3p08*!XDJErIYVb4D6wPIhJ3*ma}>sdv2=p zbeMBn0k9o~0UNVrK((E7n|t78a7G9ta&X9ctxkCKWH@jzIBDqiX3%2e(HO8kKrZlr zh-b1Mqy%T)S5!^+qhGH!f=ha0S&cv!sh2SmDWsa9H>mrmF-ISd zpE|6odaJW~m#Z_W!k92zI>B?G_uhnjWSW46K#=J6vVCzTY>xUG}q4FM03IHPr0R^q&xJ~3BG#7IXp*H#kf zkZH|3?V+#xj^}(7gLjZ`x-uPKl2k=Do-|UeyE|@7SSh{KmsNDgfYU!czhnN?*STmM zO_^&?n&UKzOjDPd!xJ*a6FXTw_&6oNoofaQm!MF3z;Dkz-Cw1Xo9&jUwON31 z5b-<~x^-0yak*0xP;mr49*j+xkXP*B-ODd{Cq6QfjN1l17N_?fbeB=loG?{BeSf}N zY5zXwUp8Waz#N}H=&E*Uq-4QoJ!-!>Hf+76uzs#xUDr>M{{sX9fddH^G1vqjX@KL}6kwb>?K+^@K7cW~_N@4l(rAwGIUs|EbQsqsZ zEXVZZ*>lVmphMRX-P6cYBc)53I{Ncx&r_*V8$sQ(hKm!eTeV8@x)W?zv14HlHG6i9 znzU-zwsor(Xq>2yEY($7*V3LnT&(n^DU<9@EqXE>pm-Q@V#SLYH+KA3v4aaTR8+Qn z8FS{#GG2g)Fwg*G(W6P1Hhmhk=nvRFC>9Vv!vzhqGYBYPSV8I4tyAl^_z2r0CjTE+ zo9KOf;A-T^b1T4Rd^z(+yeB3oXy8CckRcyJ=Xo_VgYtCG7VX(J zd+0K?-^l6Hs8gRR-NS|rzO2|v3Manu3c)RGY6-CO91JTypx`p=Ew|R{Nv=QWO6sn< zplYu#Cmy^>3orE0D7q9?T#?1dCesYY7**iRGtgSR5yu>LJZ(3`ax*}H*=Vz^00nY0 zZMq#13k?AUehY3mB^wh?%EoeYsLIDyv+l42xNI^vjk4>=BalS$paqjo>Ov(gS{f0~ zE!Yz3rS@2IOQ;CVii*Sgl*(@^K>LFVKrRfmqQI{F60ty=8jKUtI`x#Wt^b}XoN$Z` zH^d7sNA~E+ubUp-Nu?9BJQdYc5t58D8C|uE#?J&|Qq@{*y;V!r5;IZ(0YK2efeec5 zjY?b-3eA8=e0cJaB#kWy%V#6fRa%ImWiGqz&ipRCZpRz%rj;UPFR1qL94gPXFg;5z zyZpqDKmP2~4?wK=GH?qK861~iN#nCnU4X|Zs;Buh#0x1-KkRG3d;{}>j3JJ!mg0&b zWA)XHW3|!Zjy626%6(&$y3Ap$LI|@}wK6=^E>}VIS z+SLv}xbu%*48;Wn)kG($``t|@l_vzEWesWjL&EO!Ap!ZtCI4MOgY>-DLR4ArdYX}e z3|b&7?YR(#+?$`3P{yN+d@MBZn~3@x2RR+>kY&obn-Z&J0)O~JA!E{(NVqk+(h(4K z;Cfoqz+xu@4lgKYo78-)#=r(j<$)4hidDR}x(!0gQm+dbrqrUAbcK*UBxH&u{;)fS zsqg_P+FlL`nIcw^0FjAQ$pP z_P$cut&=)(A}lZ>rj3*-1C+=>clhT&F23Z78jRD_4k)mpz-2+0N70 z%wkMR9BDo&oJ*p{eU($3-;jtSF4eDR5Mh8p9O4lH9P~^taKW0`l*?!q@GN4y)LXuo zDXU%0PidST8=2|Ghna3%>ycBr;uyTv0Yxtd>r-92kcGlv&YdxROgYb4Q%9-*k~Qj^ zOnKT<#0b%2JPRjem=&ee^wWH&j9)&LG|(rGaw5&)Sw?_X0HG1?OgvB%>982Uarp!$ z!W-U1EA>Hj4NO7(W6!{de6Ol{`Y+6_n z;8dME4eVkWivXZjEQm_&4YQEim{eNwhjmjxW&d%60)MblWCc)MCI#}dG9k1(3hm#T za`{HIP?M}5q-Y)AvIh8c6p!^;3i3GgKnCjPDr=ytdVb;)F~&!Mjrau)4AWTW7G$u7 zwJBnCdc)^l*PVyc*=3K@IGNoOF-)u*XFIl~Q`HXzP^E|oGD{GYRW*NDr6mva(7&$6 z$)o;~K6!(j8Axv|z>)hx{x28FjWQ93Q zN$x&Np8L#^cOM5{h>*8pOdW4~mGs1b{`3RtjcP_ti`vkwHYH?e+5j6Y7BEH>f&B&W zkmImcxh!zE7)`QW^n(?r4VPSbVqMvKGXLQYH}=99Hm8Qyd1Wt8@52;B@ru;o12~=(f-SC~tU!T=dxJ z4kZ{W!iBOi`W9R?AyXtaUkEYP*S7&5~`OMX&+NGjB49Y5tg# zWSt{`%2*;QJ`K>O2)czTjjOkuiJ!}bDF}lRue~(%MCm{WH8^_=&PMbY6n$g@yK8ND zX|e?;y_5EU^*w5Um>zE9UQ@Tz)1VGDBe|^DbHCeSuU86m9m#shzgt?eWo8ak5x? zT)=6nLDS=dH@ZK)?nbto)GL>{vDR!XR6nbpQ6l)qcFuEb2)soGc(Xvfl$e_LhS#3U z>aQ8v1v2P3Cw|7IrR6knIVL+@7uR~m0AfI$zunSopwPkNNpb6vl{xZmi{-guc810WY4CTdUVk%sSIcrtB5~iPME_eQpyxPR<&@U1q@NxBsuZp} z^dQexD`}uk+;}2&%*8^Q&jF!t=Ga>HES@{8q060m}zq z0Tw=>{MfJ7QjG9m@5PcMW=hQFRtN&Ca@c8d$ctv}#!>VNIpaS4bK!@QD@BocZ z$A;{`0Bi{h?fKY3+US6pq)*B2BINWU1Nmk99v}rr&~82u1W920Hp~lqssj+<1Sux} zD#re5<^9S`234gEZRO^a1ik+lV+}hdbK2pRf<}M3g9r@}4RnkQ&ZP;HZ>%1W+1?@! zz>W&1@6kNvDljNgphpk5khIG1Zom)($FR#Z@%++ITI8)`VvhyGi`9bT-m>KV*pLQW z#EGDY_g>MGT5whl;PWnp9S~kjTWnA4iVr3*sF+cFg3oBWz-Qza*#2`@mBH=bLO!R z{cr#hZ?%9C<@l=siP6xa5c(dm3U_OQ0>l}0qCuc>05WkKZ>AcrF&oLRA-VAk{Z7?t z(QjHYB63b}fNnH268`_fQAHF0pc13#5Wp7irWNOrAil&06E64)uz!%yto)JkpzRS2 z%mS6^Q<~9Xz(VvEaw7f403LGPHedr3DFi}5B8QTly75*_QOwX0S4fdDyrih8vN6~( zsI(F}VsSC7BMJ{`#61EIY+58L9 zrtJ-S;-dc`QG)8i6L8=J8Gr$16ahM*1N^igK0xs7lTZf&5O~7}0D(zUqezX^H$y-K zY9s*|U;z-|uNrk4os|kX5TBL2cz*9h6x@Ns}-*X^D@kc*)G$xi}1=C_N78}yw9y(TPJ5Wk*21+;6 zl8VX%a-$CGCTwxgen7K((pFW-Q~(*S5Uoz~-jo=70_^IeE`C8+4j?~`);|fAI(n#K ziPb)pwQC)NYO8hwEcRL{fMY#2aar$cQ|)iYRY#a5IHqST|7~sGab{JeU8{vjXbdDy z;Q{0}XQgHsDQ_*BZB7ZH5q>oTO0Xgkz!d6}P?yDA=M&Brc3~%1aWxlX)Y9c#Rh+F@QiPH3FSxd5VN0d25_Ae|QOPG}eo#X9GGe?R9a0u8kXQLS9L<)AE&Q!X2MX))W z6?vNt)SsVAl24_VWmb*b_%d%Kp?$_3nNuv0If7g0oehG6|ArI&-GOS+3s`V*6yr+Bzpc>2^Rnho2TacCNoM?&`eNT=rmGMN*o@B^JfOTg4+HAOHX%`2-0b0RI3i00000wgjdEhX4Qo zJOctQ3<44l5+e@=8xjc-6ATm-6ciL0859%>6&C{*C>9wMTNw>lC}X{m3GCIapILy^p#RcmY8dnn3k84{+Cgum~u>-mYAAa<(g0Z znp>uuVd0!z<(yJSow8A$lvbgtEWV*RdcSFfsbuaJAPkC?Kq<+5h;vXN)AzSgvcgtd?5wQ2vhU}w0c zjJc16x}W8`ZIru@{k?7EzH#!tpLf5!o4<~Dz@^^6cH_Wr!oj1X!i?m?bn3%(#Kgnm z#Df0BajeCP6(UZf`j@;3%(h&>)VerO>*NwB-q0iWd=Gd0m*_GMZ+2Yxq?Afl!+Q8h}o8sEA)!U8i+noN}ht=Gg-`t_% z+@rwVp6A`Z$KmG8;hx;%l=0)D|KyO<<(uW^rtjv>_U6Cv=dR)Cn%U{4f-t>++!a^WXXPs{QrQ`}ef{`n~=B^Zx$g{{QR$|Nj6000{p84+tDcu%N+%2oow? z$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL z>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+6ajP#Bq{ zf`ykKYu?Pcv**ua6)y?~x9^(@791du zTA=9R2NobGkQ#yT0tPA@7YzbL2j;~Mp57Q7b^+qQ!;AkPPrkhQfeVaWbCX>GrE5

&L1 z*@1uu*N_vz0t?I$;tA-bmtZ2T(6=E;7(&xZivT{6ok0swkl~9K_UPk}Kn7_Ph8l91 z;fM5%s2(&p@JM1J>=<&uZ4rPF-DJ0+mRfMjskU8gsVz{OKn5^K5QeD~K;nDE6o6Zq zsx1J+df+MWC7gEJHc)gB3hC#cfCefkLqs~+;Q=5*W5Jx{*q9xObdZAsmLzTfO(JeC zkO(<+Bu7Cj^+7-hGypQ`oTYRmQmTywp&2HKA};@Mf~wcB(+UXbl|vsiD< z#6+OpHLYmF4mlDmFkgZIlEdDa2c{WZq9fAUqOA*1qN}*oLZBh}R(lWqFxsHdKl*&Is?B0Gub$_S7A-39}#?atXs z0iZj<(aE{a;*ra909Oi zcw5kys;961`t0wdac~_XSs$Yd_DQ;Pa-K*5wK&MQfUY<|m%aXTjYQA^8p+$h@+Kpi z_dri^sVG;7goPn^8L(C_>mG?vHX|0XXadfm0|8qhfE%H&eJD(!3Rf5s6{SfvqJa_) z))k@=(ZOdox=eGP)Q%HqNJTV7^XVbo=7lTu z%qwR`AV(rR#Vf*D%2X;Emy@<2AndhBN}foWn&y;6%+(EQKTJge5KtxyC?Em}5RH4- z5d_+)@sy}cWeVZ9q85?EifklTj^t$s@Q_GXtw@Bb*g*_+B?=g7QdkZ1SHRd6QfC0t zWr(ck8dn8}Q74GxrD#=2Ak-=q$4Z+8jn|4FCV~>X1i{2qNzQVb^J1duS%8A|D*99) zISaUfe#8k+S_LQ(0>EF3+<^Z?0h#PQ0MbUJmMEjRS+O8ZD_T8a_rn#j0|d_5B|Cfw zgSfGS5)1GGf`SE}b9(fnAZ1o{ti+(>lyo%G$x;GFnt^3>ff1}|O{-de6r2NeU^b;&t6b+w*YtUUdM);z54a9fQ^XTNJQAe z8uqY=O{`)U%h<*`_OXzStYjxk*~(h>vY5?mVMWQ=z~|$!g8&5|aN>N?3WbaUV*sggnd20 zHEc@X0V8F#`9;irM|)4x{+GxlDKJ+|YmpQ9!ygI036dj%KM$z*%V37EhPA+94~O~8 zXil@5*UV<+#+d)bQfP6US)0iO$NFDRSkO9J(fxe#m_&(B@8qSPL8W@P|E3>QbBf)FWo`5SHL(Rl`{dQqaN@ zU_EOxlX(etUIGxpJ6_Rl0LOqn!C*NH8$ur?(?*H3qQyd6f-t(jPDU-1af0ltR2w2! zMiEO2Jre;_#5tTswYY}>YFnFm+~`iXr&*2SH@o}ItA6*aVclUZ)cM|A!0sIUQI0Hx zmlU2LuX%GEthv^=}Xk0y%3sRDw7M+DICU5UkEa%nCjAl&LcHK_ey z?vR`OoM8>?e3ygYG_P|Ob{*b1?7GG{CQ&*;K#9%@McGB! zc*C#q@X|)SDHUg}YXi*^q{Bq%4EZ?9QGEnIki5+7-n!V=9P<{hyzFRCyV_me1L^r= z7i5+KzUQ6=e}^~ETYv!!HUI;R64vOFdC6?7E|iWhJt`nLt$_QhcmQ7o>r^3pLk^r} zn?Qac3mCh&%S~n&Yu?mrkNJc{Px{iEUhU((G7w}gcP`l4-gB3G-R)jnp6`9&ekQhP z)O(P)Zbb4xG5q0&5}BquTC|P_3zfMtafVnK%PeXBwk?wR&x^b3Ux#tnt$*gzd;k03 z4}bs6Q}2(}yS(OHkbCR#J$o+H{q9=;#IE(efejEmPg8nGvm1qTrU2opDO z1Jia95Mq4(g?tBy7Sb0L52z587JUk46TmlU)yI9;hX&c#VI~%K?nYuP2XiiGVd8g! zD42qw2L$_84&4=cG`D_r277boezaG6;k9?ahFH3{dkAO{{pShk!>u2g)k9;2a$mqh;CZob>=o|54L?Rr)sUH zf^PVRa2SWCM{_L5Z!aisb2e|Y_G&X1gECly_XY;=cX#ragZ0;EeBi@2DJF-LRn=7+QZlTM1B#$19`?u-?}!kTS9Ra$5+VPIdH9%* zphsbBxCBSQkFqw9L@9?7d6Y<*jKG+bzPOP7FbfXJlt`HcQYi%#S&=m;h|nmFTVMp$ z=#l+l1pD_BIjKG+iIQkpjw<;Qa3h5W0EOWZlS?6&1Mz&7M-ye45DT!AJPBqo)@ruM zhHe&^`v?eMrv-Uflto#UF$j^2`IwLykq6=rmk^m&NtKZ~dlPw;&Ikrtd69(ZbB0JP z6^ImhNr@$pma3VOE142-GZ1v(mcKEQNa<4CM#RIllo zqY`14Ho2_+`Vh_ftOo0#Z#JO|+MrV42Qf;m*xIIM`k@hfp(L87)=91s>j~jHuI>7< zARDqGJF@KRb$Yscda@Hyher2`uPdOhEHs2!VXOv$n=1c-s2;(rPI|DDTA|43n0{~x z-)V1}s;x%}suf$VMw_uB3Tq@=r~byVjoGCYdz26x~r~RaC5t`yTBW~CF`&m2?Lhfh+nw2Db%v~ zO03Nj8)Hc}{8|*hN)SDkq^0W;r%M5FdyEardanN)z7-3*EXtintFg%_yz0BY>FRGc zM+)p4zrlM3lM4vDdbzdbsO!VLs#yc%n2v+R0Vi-B?Ngsxfvo<3VAE%LWD*f?tFXx_ zz7ib1DS8P)%c6Dai%;vc^4r0|8(#10!6JOPX8;Cga0incjfz+k)vLLji(LLIj_F7u z7H|#zun+qn0lsHCW-AoB39!n_!ulJA+&jTWT(qg0t!?Uy(TTUy>IZ0m22yYasyf0} zJi_61Wm|B?T+FU#@Wo(k!e30h#oMR+sYd*}nlU`X3vdnmU`ydasbjznRy=Obb330u?jA_b? zc?(d?5OURS5pEW+L##^1cn*UWF(%+Xjo&LmyZ zCVkSMEV(jj3N&iQD6!6B6OQjZ)9?R0&-J_yi69UAP)6$`vsi(^^7zu(+l51o5W&pE z-MXg7Y@M!KxP`lnip-QtYsC)@&5;nhB^=2a?YJln&L3S4TfEVu?8#kS)@FUypibWlU1+CN!t=NUU z)FoP>553h}9obPWr}S&VSFNI7EVAA#%34j>Ss0z1#E5v3b4Mso>YC1JgwTy8mjkDN)!QF_OWt1x#zIrE0Fs ztkB+?!3inZ*e$%!9L;_Z%CZ02*`9gQpxxT4Z6f|a3a|aea**ES-QMmE#_P@AoGjnv z%n6)82(sO^$AP~Xf!i_tUAs-!aXrHx;13VQkl2Dk${iGFo5%C$&nQ8ULbCwboZS|F z;p+=)^cx8l9J_ZA##!y%@BQBKUE=Hg#paFPXJFzie&QqE-Yp*EGCt!c{@U?fznowS z=L~ouvEUU00RSH0G(F&Q{>6$LQU@Wbq;K+vQ z%Ho({^~M5-!=~Cd0y+bPUEY7=V^Yzf)EM5p5r@y%7%SP zgl_0FP2^#uLy}|L>qF^10n`-u%YsGWn_lhK9R~?0r9R?y z{s&SE-zEO)?B4D%io&ig2dsYUwchUSzV7zE=CI!CtNz7lE(m}S3HH4R!Oq_iLEQEl z~75v$?BSiJ?RsF5SV`L9ACAg{@Li-$)G&mBEQW6|LyO-=5F5R zD<95mF6(Sg?|=WWxXM85dY3R^h~ej zC%o#t4hZ%w3BleG&fYA=zVHn1ylE8iJh9FofZXcr^%W75!O;XAFWDd;-XZSYB>(Yn zPtuJ{3ZFi?yN=TFozgZ>?{e@5gy6e-&+kpI=0DH#lPd^_4+sEXzl<*kIe+g*uk?dI z`IJBTe<1J!f4_F35mF8|S+Di1yl0;K@N}H<@MsZYe-dO*5j1=DX&>@0-q9dF@^N4L zqki%zAMQ@i&7$t*Mvvx|{|9q$bEa_fmH+BGkNAnt_{`t@j(_~nAN}qA_^y8Wm~RS3 zP}`MG>W>;X;NB|NIdY5zs`66)jqfDCl8BjvYOIM7U95Bu*tw zZP}ne0fGZ9UA}}F^T0I_GHu?(nN#OZo;`j31R7N6P@52X)Ige4=~AXlfxw7BRO(c! zRjppd$`eGQtX;b%GD6ggKQCT&CaP&x=ry1U7Qi?IMlP7RbM4AKlUMIvzJ2}v1squL zV8VqBA4Z&5@nXh+3{+=M8j4RM>ZP7N~*4n!kT0&1%p{{-|z2xxGzP^AB0 z3^Y+infq~3t3XH(s1s7t&QBo2Q*VJLlH|10!Kef^R8dDIwNz7?Oh~kbKpPFogG7_V zpvWrQGBZ**k&q)oJn^TTG99FoL*7EN6HG9DJNAw`;VgE;+M0#-&V$+%#3WNh9FeC+ z9p$#$6$v%eMMS+Nw_KlcG*_xffub}!NN3#kCgW6cYg13-J2hV>?bCO%CHLw#;QK%# zE!9w4%}=3N4JKIC&_e60GETU}Rk)H6@nj!g9pYHoXnXUx*pTZS8KRG&rB+UjD!eUa z3a5qbH9|_71lw$L3Nl@tcYbNmaK(j+XQ6pscW9i`5~>w{PSCFC^Ww!xB^du;=s{M$ z`pfG-P6g(=>r>5K=*ip`{)lXk3VzjWuuB7E7G-wHY?fI#p^dX!<$O($yiX>XZ@>SJ z(`CU2Cmc3J7LlY3K6lF5XvZD(`Df|IeZ2BSX|g;gsC^nwyT(zpbSIVO_yftjDk~6> z%KY`Zb=Utp8*PM5UAuPMZwK30gOXL&lwPML$<|A7)f+ZW?j|H6zejeH*_K&;@Y#n7 zr@ngYBT627!x53hlj6=oI&<-5j6A6$&PP9e_0yj&=<(l=ar5`(=c)7Tz>+a^om3(O z>#HF{9j*Ye5mk|9VF@ds?9!$-gB&nc1M3K?7?LpDRnUSL#31heKnVY3{Em0inwYIB zmXY0I??Z$@q001@x9hEGdM$*ZAW|5^!DY{Qh-<-X~h!4?i zfVgp3*bHVi24>KXcf?~J^~jLZbg&%5`UpubF^ev7!iEZwp~X;WLmCRshK#)4A{U80 zNH)@CoIo5UD8a-fUZaUd1SJuDI7(86PmAx9Vhyag%JtO%i>HL8THXcAGVTNf?ZOTh zo2DKGG=WqTELa>HC^0vFaF54CW-@IDIA%)AH>VlMAA{u(I_>|)WYs!eAvr-p7FK9x zw?f1WEh)}NMpBaJv?TQo*S+t>#EY?nXI4_lN_w8pmF|mYKC@Cw@nLQ#xV+9gPxLu? z^>TJgD&50grO<}d(IFp-h%zNQQHpk?nHRlK$ix)Qja;aj51O9IoC&;=5b{=r)ZS}g zX1I%qvwF#sqzqkZy>r&orZ>fDO(_IZlVB?*=+b9Ut1{1evhtqQ5o%J2g1=KTHEB!R zC6G*6&?Z!rBY*JH0N0kRj9S&J$PyWYFgjL|-Dabz>E^LQ+SR^=w0YPh1tCjv$Q5P; zk~5oY_F(EwolX*lIR$KBacWmdf@lsZX^Dvr;8dkH)+hf&Evgld>R8I2Ym86SWlrpe z9e#?DCn`C?F^#zzL9j79a1evka>KkQ+?6twlt1)N0U;g%Yzw}L0I%Al;>DksFxD{}MXJ!iF z&b4~eH3cHVSe*TT;w>^axz2@$y@yW-VucfG4V@PgRHGlAtSg#t#;v9~*!Z3$@M zd(o1WHBTw@Z;pqhI`5N5|SJ}!a zoG^qZ(FA&R_QXOJ@rcn^;xC8y!{hVvO(x|JAGx?vI@+ImL2@T()tJYzm6;(4F((VX z2BdL{p0kwa*0;hboxVLX;eMQGM%R$Yy_!R#B`re;%WW2>;6#&|3uQ!5`N~lSHDE#A z2OFs%xY1J0?m~uX6v$>zy>Kgadw?b_@|cXk`;t&z4Mf!X-X& ziO<20Qf4l3DQ;Je6IO-}Kc3u7o#{tn*%XTiC#i9|?nR#49@I2D&fhTE>~)IXoT4k>;MCgf#w8x{C$n7YSD(0Z8U4sPC`}m? z&Ny`235|r zeP{#UNz$!j_~qF8B~HhBAIBcXh*K(HJ{<;9(j_t<^J^CmnhX%Kk9BQ^L!Jvz~dGN~|P$MMd0 z^Wzn;`HgFvT6<05aOPby1@9Swq-*%0EzsjaZfBa*bJw(ic z)G1f_?e)KZ{!94grr^DHI=(EDBI0A8!5hGQO1_<8yq7QlTx$--LJ?i70P3SS43nv} zb0pM*xtY4Wup2)bYCrRnKlGES(DMiO8$n8XzicbP7o?=QfjO2t9F*(8mYcc$t3kNa zLApbncMHJ2OTh6dKm)WV1RTOxLcGk8z@LCXMv1;$ib9u|z7Mp(AbUaUV?ie?rx{ea zj>|kxTRp_OWzH2@4k zAxuKYDMBNx0VEv6Q)MTqHhSgvVF{#&RJ>oDfFlSVXmO8t}M=YcP*qio0zz$b&@1n!716 zM979*xgsMIhm=Sx%RT?7esMsQS0qO2*}n+0?{ zH+QQ;j-*PEw92c*N~`?HAEZT3pak!EN0)Szl?1w$6iXBbFQUC%)~r5FYHF$^FIL0N~}Dbt-MM} zn99hs%DwAKS`@&u1QfD#H7zhp&wL+$$|7KFOB|WPT|**)j6MUfOTCoMo4QMLyD(~u zKaqsR91OKA&VO0L(8O2>2%KN{6kvI zgyH}`(o7N16f@C8MDKi@dn6ZNd_>PW5rFihNsOAJ&iTYarJO@A6wGO)J?I=s zg{;k$tG&L|&%0E}+*_v(`nvfXPIFUGJluud97m8egmzIvJ^Vb*`Yce9lmrAd(kU%cQ;>woq|A==gk5+_3ysbV1=BCJ%*sTZ zNdVC~0D=GRjM3~U(G_*mH*L`u-NiLE8eV%MnY_{Ds8Ott%Q4EVopU-Ljn6>^PAbK} zB1N3bTudf4RR5ENf$)SzmDJ;ugf8{cS>RGH?NBha%t@GpF`dp0oz9NbOt0)PIz5jz zebZG{Q7(W{RMnZZEEk!i$?TBTo=C=kl%E<6)JgT#Uj^1+)xktnQs~4|M153$pafxM zR%5-rMR-t6U4$)_8|t*s>h#oX)mBfnR!*%>lEl_YpoCL}Rqaq!Rz+7WaMd|2*PUs? z_gTxENX_K9Rn0L1PcnkHM8<;S0H|!%e+AfpMbvS$R;cvXrCfwb5WQs;SZ1Zlb2GK9 zELi^x-O^p~ggW$4kfhFSNtMizOjt`zQs=~2Ol8iD{nC!L zT8{-;4b6m+U0LinS(J5CmF-%dfk`MrPpFE-N9og`C^!Yc*`$TrxRunb+`s3n!L6K3 z>@>Bh%-g$_*i1+bs+HEkCEUU_T&&!M%M8;{O;n8a1gZU0P<`4Cz1pkI+6?Uk4p6MI zWsa`}+g5#5&UKV}<(55_i9A({8D&pkTuYUBTe*eZ*i}%>eAef@P-!hmD}BXr+`<1z z09=0%+`|>#;U!+ooP|kfTux0=QLR)iz1WYfT#ogGZOz(G&0NuK4$u8u6ct6CzVBAgI z%l+8LJ>Ke#Ug^!&aMjT3^n3kB8y zHsKRS;S^Tk-HlL*-MfLX2jpGh89rRez0_GC-~yJL=iN|lP2kN0;_21aaPB@G zUYijAXDT?7}we!$$1HR_w)QY@?n8ZSV(W;A)UvUX0b~Z&h49G~hb6=y9Ix#!hUD z-B^@HXKiI=T8>_M&V;mn+{a~Wx3=qn$bi1SV;9M(xT~?bTN4*RE}%z~|4U z>zf|$^U!NX%x#$1ZK_yX6pJ7A9SaOv(;`yOcmrsFXb0+CYz*GqTagMd+2DjKF_j6nBgg}=YP2zwl$8Zgw>$*1dz*a=SK3y!A3YxXo zWA=_3{c<(O^i0?E`_6<;IP)|IQ|it1y{qFJSLb#9=s0I!kfq*jJ?#kpb9vTQ)i&}> zxN%SDgjh%NK=%YDFZ4ypqF^ozUr_IAobH zfF0lTG0*dE_x5iG_iz_?cDBq+NQ8aZ2T&jP1s`WskK+aQSc)!nQ(tE~FWNdM>vhjo zPjK)duXSD5bx+L%P&fuTgJeT<)zFe|4=LO%=8?X19 zw_0`H1%M~|BPV!+2L)VT`0s9bP$-38&v=`Vc#5a`V)p}#k9wbeN#Ev))Ua@z&~l*& zae6KJlLz{ssz%cIIx_4XM+SL#6vBH592W}QE@8rst zGryatIrP4C)B5w5=o(_(*`p&h@;s_y*W$;MFK_-l`t<4>gWBBLw8D++=T|=138qY$ z6X|C{IQA#=Glme1ir9hBia%a3 z2f~{l=J}KX94KgGk%0<2D4~TW1d2aE8oH=Lp6s%VPDSog;FC~Nc`2q-5~XFEoqBqd zZ)A!(Du*6^dMc`hZI^0QYewZ4U`csVXLEZ}Xlqk_{>dn>z54nqYKZOw?5|1&Iw^xg zWxDLLpp?NWtI>WKDyh|yX{xl@YCF}c+d38NQU<7aUAME^$(*ZtvdO2PPEz^byTr;n zFTMN;TQ8%Y93zyZmR8Cvz*0I3t+xg9My<68mx-Lg4SS2H!%xkX08-+{*)39f@x@#s z>r&V;cm{xCWxyqyd@}#aQR2HY%MP`sj6e3YZ0Ih>Oo||&r|s%wCZ&{erLrkwTFMCo zM||{K2rFDIwn#huDXvb(cmS+{O;ufU7(=IZ#Ucy+HP~S@ICFWIlC9o=Fw1=Qpq=b{ z^MGY%ilxB*3hi$x8$7*t(p)W_aMOGXz9qPP_*1QXp3lf+R<)9#&Y|uatH9PH=){Z3ygX@l!(tlqY`0l|= z==iqdvIx0Vbe^l+j2{v&x!s&gKRxx;TYtUvYD+1)c_qIcH_70`Tlq1X#$M^|v=ewc zio(0^)K-A_PAdN(z`uV#Z_PVwfM3|r1#(u*b*HFBM}LtsKpC*7zy&g}feyqTD74`Z zZ9K4omn+4-ex|_ktuH|7`ydEuR}}n_&_Xnj-~2>Xza}uOgf7Gl0i{(nj}gx)0z{XL z+LtQ?KBXg@EKku3n!mR~Sd!=`AgRvw#B47--V*`e=;Tf8G4Z`Z6m($R^2{G;`TVvl`r z5RitX5)_3JNKi~ekF~?%>>wG!QgpG5?gL{OOEpGIa?&bmp4_V_YY9hsjKKXp_l& zro@ofss34QDyf7@bxx@rX>#X`J7i@n!zs>jlCzxV1R*eksLKZ4l920MXCjZG!AlWQ zh#-_F9*IdzEZxp$xr3(QmdVVrI1``-P0BSxG{dVT)G5k)9EiNhlvSRyq87aJ331!VQ^oBvUN^fUUd;+Me7;ULbUmDX=jBuw% zqd@-?P&m-C%z=eweXDdpc`>AVlCDu9YH}dvJi8)=1GI~&R0Av6!4kHx87&1!0c+Li znX{x|T`C5RDb|-_sjP4{7+Tdj&=t1uvIqTSa;T}zw18GAZN#DTjLHpuDcSljZpqFdeVZpm2+Z3Gv#uT8|WJd4@1uGKi4aI11@I!f+TZ7_Px zN-3Aq(+N#?wZ{D}c*EP<@m@5z` zTVSl;W}n;H{ywvzh6yEK+hSm*ERJIdR!%|=1Q@z8hNe*SH`nAyv?>o>PHA%!;S3YG$VNUg zl8vn56aSUNBbIG?`+*N8Ke@vvE-@CV3_>UWRU4|fuw`$Ys?63;vkC*S`~V?fF+(%R zYFQ|dAKVnY^2W`E*>0|qtmi%Rxz8A0vY)wJ<=eJmy;>eLZ8@Cc^r_;vTsCf#A!%Y_ zPD7p(PDGg5{3$X6_@-;tbSI~lo9af#&Ig#)#)=xz(I!R0fqpftV=e1FBO1kv=Hqbp zLEKvN8o%j_ucZNdVf;?^7}Llva%+PCPug>$V@0{jd|2o*${qlVryR~6IyPkcm&qnX7>#tUYHiAveg8%&J zXc9WniEebe-!JKDw0Lx+K9wIUC&vX;ZBkDFQ$Vc0U;2y5ON#{gz7Kgwy9e_1NFtf<=2O zQ==N9dV-3_asT`Ev%mfB2mbJ*kM;bLy!p(3c|VqK|NR%=q|wK4$bpx@je|CTfaH9i zh?pMtQJeQ6px_vuQotFic$-w{g+JVh?bQl+sNef_pa*^+2!@~tLLUDeSt2A#38r9$ z`QPV_;M~0wENH{QIbevO6(=kp>e(0#?vB=M8|-n3(;}D5=QtgkhHm zo>V~H#(fAJsuBml!pJpY9_nEdHsKOVAs_~#APyoS2IAbEU_X2r7Y1MO=^oEz;cEq8 zB(C4w8QU=wB8;WsgpgqwRvQ{>V#K_OXo+5`m>S{n7^|6IwxTPxVjqs+E6ySl z7NRZQA};3Q$kB;C5Fh>V-rPwdBtG6EZXNqoqOswjAZ8*cMh7Q$V$pqKGa3x0{e>HP z3i;7W)Lr9UP@MtLA~=SlIEJGxmZLeIBRYm0o#2BarlUK)qsSTmTcrh}Au!`KGRHGQ zYawy+^k(VnLS;Q?4+K}v`~9soi%q)g5vP1fX0UL;ORq#;yfPWB`r z!b0awgEBthF=QG^>IO(cqeu?eQI6lzy^%_yN>mQvZoH&+C58dif=zBES9YaWe&s9n zAvyY_PC`S>kR@6MVo(m{2o@zNHf7Q@!42vov@IoEq6(?;)Zo-1Hu*y;4n|bgMJh>- z8)&5x)&gQ0CM+Z-VlJU#f+b`|rescLM5g6W9z(rBgJo|2<`V{`Q1amiCfi-^MpAa7 zU5+N2xE@rXWSf|xHqK#%45k4TW@0L2ZE_`J-X>-4CU5qpZ~oy2Zsi`rLT0ihXCCMJ z@gY!lo*sgxD%9fc!NM`jAZp@9X_g@;n8HX_=U%lToCr=fE)OcwVJcQ#Zk{K4p66Dg z=VGR(ZvG~G#;1JFr$P?rG2p{KjDvGt-F_nH69VUdg648g!(*}~bmpECPUl;4XI5B% zT%O?>E+B+LsCF_XgKo`JUWHXYOa?+l`Ni2@@reQ8fP0pxiJmBm7N|@zCVjT3i@qpW zh8!#;f<5$ue(t7>I_E<6BrJ-cahBX-uH{f}a4JaA}xUs-<2k zrlRPZZYrmaZo1JUtR@k zrirP^Vg7Wes%To z12o`+szL)aXoERu1G!%7wW=qot}A>BgSEc@Cqpi(txiR(&Z@mqD3s3YT1a4Ah}zS* zrg-v3mA-{Qu2NzmE5ashvo0*dHmt*@s7*SnV;UyKw&!9VCY@RA9*Z#oj5qwyZd2tf~qF%Zekg>Z?@L>%H1*t=cTbA?j`nY-`r+oV_Ly zp5Fm=K*A=i!j@>UKCII|E!0NsrOqj0UaQRhA%H%o2NGw@P@nIOEblGhG}LLi+9|xc zEW6f%yISqczG5x70ne@l&gQJF*6MA7J?O~E_W0tBEDq&_`WaOIvtID1&+D0pSt}WYgF2<$;rj;&0;_b~gfho|f z&Q_=bEWm9TKmoXFp^9HiB8^J2B&2>!c^WR_{_gLhC-4q$@IJ2b9xsZjY@1^3SN@)K zs;OrBq#rUbooeeikSWHtt&1Kn=*H~iy6xM7fcTE@;G(XBt}g4=ZG|oX1;|5n?1Ma@ zuF_fKQ9WS!GT5U^DS3)0@%Asm3a|eL@ZwhL03)vfd#U%j>@f_Iev+j!{^$eCY1LXU z_O_x{UT}d{aKs*P_tvS*PHt}Efc#>``KGV>vJm_F12H@S9V9AAswQ^jCr?G49;45JCaF2{z} z8PyqUFZ^*22eKgVa1aaec_ytFemT>BFZ=Q! z2eU8-^T84`Vh%I0p6J>xGJArr25)L2^g};rFC{~!7&oRSGcGQK@i?TyCx@~qt1c=3 zsVPIi0(bz6Ttm#Xa+K!(WtZ^nnW$vo5-xXTpb_A}F!1s(?=wFGvmf&_G6%Fk2XZkZ z^LZXI#JXZLFXTc)<}~yJKTvZuLuM_&12bo{Hg|8i((W0L@;INNDR=@4z3y!+fEzOc z0dOY_r%5emi{D0t?h3BaE`?v<04NMYKj*Yg?=(;QvpxgzKnJx@4>BiTv(sX%LWe0= z3Y?Tl^h8G{7-O{K;sPgcG&oa*M}Krkvk(H@?K%5{Bc$|QR$Qv&@*C1{{)Sc^D;P~r zDNNpUPsg=f^K`M!^)C-KUJvy!m_t4{E-hl}#DeKGXahgsgHu0sWLESTOLf$yf;MpU z2xs*;Z*>GHfOp*g01VIx4u~~L#`3AiD;ixRogkB1&otFc>9WBjKKBAn+qG-IHf-zk zvG#Lb*EYfq12bGSV?XX-7xu%#=V5=P+6sei?{>oqLn=VF{7N<{Q?>%kN_AL=D|_VM zc?&#qiN6jN(axUG?gq%DQBtjTY>zj2$97%QcEZ}VP~Y`W_rh&6gE=g6aT|BzPQx|y z12jafS7xxf^5)7a_OdqZiOzT9db4tyuj-<2cCs;pH@Jg8ct{&T1R%fyEWimAO#&Ps zD6aIjT=$l+o^}VUZnSi6V47Pa#odl5GZ;g8x44VHIC-CUFC*-0&=GvqdX zYw|SIXeLAdt#D(p79VC{KeKIqFJta?G86cK+qQuJu+k1|Dp2QD!)k)BE`)FSmV1JP zBLJB9qwW4J-^epTUL}QW8&afpYLDnJuy`*RgPhMfo!7aYyS6XnIgIZ)p9A%5ySRPFci9_qbQU|IS?~ul^;0Xo-db&I)r;U zQ>M0U-0kRjw!@H!r*{fyFGWn#GltS{I?(x`?s#~K^lDo3 z#;bS#BX%4>cg3y&bil3iI=$Dsz27^o`?|jGyDtd4zyC2#4?}Ag`=(R-@IHH{PJ=&0 zG{QH0v^RORBlESlI?sYSw{N?*w;J}*vGAC?h`8qcx`oF_Q@bBU!OA+=A2lFRWyvI5#rwRsJlU5$*~hi6x44}5G)^-EIM_Ut>pac} zFk_EHKj;I|=Y7#rdeR4SDug^ZJE$i-eW*vhgkzsOeNPs9n7-m;6$MJ<6N^ zz2#rN%J(wn*L$AJd`{DRYx{ZM4>Ooj^YD>Rzys>nX;EWq>cfM$LW4PsL+z`o zzze+XXY1< z=N05<#n(3l97@jEZ$9~#zxkJaFS|W6xVMcfzfcb`>T~ky^FF#-YwioY@E0o>FEVoD z13m;lKnTMnjG(Y#2N8}_xX@ffbK~GejOdV}LxmFIQ7kB|R!5H?L3YFyl4Qw`BTc4M zxw00@mK}$|JBW*BO~>#jbFcUx`CIZX;5K9h!`a{Om1#iLEOQiN0;8x=CE}*YYr>D-8C-m-i4ap z{{5z#!spSaS1(vASF!KmlQp}Ze*LP4`7XA&t+r23*Pj z1I+nM!U-v?(83FiIY*uGIP5UI4n6EnMAn9BXc%T@tBtvtrh{%8-tcMvQO4W`Dsi0J zkjn_i*a&)VMjvMcNhoz>@(#qFj7&|Z@sdOmC?t=(X&CbYtkTLWt^IX z5xetgnAuK*he&2_qlre3YML<>X!waS$WNym&c+-aT5d%aMH0%SoKynxr&M#Yj#5O8 zOjOZZJ3NR=HF@oIJuSNowyQ6FE!NIN;;PeFUa!$_*|yTO$_szI*zeA@613`Cr1E5@ znF;v}RNQeV>?Ol)a7|Y{bvd*ZHPfDC21R*iQwJf{FwOU+kZh9wF_mlhfd|xq2|lSt z9FbGbHthQ4_f_F6HJDXcfnsJIdD+eQ(1UPT@Y#<+p2`4Vh3#^dS>_A*<84(IljWAB zingk0tF`ZCZRx}cg#Va&u#{$iUPkDlHw$-9a*<9NvS-dQW;|aC)mUn&b7B&gd25?Z z-bzIj@?l0Ft|b+F_%R1JAPc53Vv)RV@ww~}F49u4C&o1F)|iQiw5g>YCY26g4m|LY zo7l2sE>BKb@WmOY@8-splJlx*Td|hsw6Z8oO+?flAwW;81G+m^xe#9%lL9p%3a&cxI(t z(S!bmTzg+hKK#AJ!Q5W_@pbl`{G%Rs>aW1;+Zpqm*D~Lz2SW$i{`>LIAN6HO7aIT5 zR~JCZoTF)xQ55VDn84XtPh%(=O}!|^u;@*YQNbgd*(jL7?#QTkKDtRp>LEc5Qg9gH zsK+y0M?39|$8Q~Y&;b%~J{j6aODD784RMG=FQF`aGn5JlZV<#9_^@U2J74;oQlR}9 zkwNfdixKIUKPgVJe?~i<{q~ndEdo%0n6X9yDbo|DZAUT*tc(JEVL%3sXI{_H8l^@U z#|oyxAN-Kx9XH4l;5qDS5)mOD>DG&3JcD{E%-9P5x8t`5J*WWlBjO|TQo|fhGKXLR zA0(p!f>zLhlg`3qvG{^X_hH3NaI#Oc?&CzdNKPpQFaQpy7)vP{gMYG=J+oaIEwK}IV76k(*IWBfGgRN^^LrJl^5Jv{0G^!Zd@ z`R9`Wb&5c3rmUr8PB7O>Knx!Q%Z84XtYtMTSu6UjJ)J|Xm7&F3-tXYsz%Z{W>2b>T}o1yI?twB7OJiA z>^?agCaZ1_q0;h4<+55(t=?s|jS=fvVH;c7GBmBUT*f&rDpv}PhG}`NT~IYPl%Q(x zoZP@ir)DFOdcdO|%f$$hB2q8uPM5mL&CzwAi(Tzvw_Yat>D)4S5PD6DC&OJP)t2N~ z=nWNcp$#o&GfT<^KI4K1vz-wolU7lW9_ zAI`^(ag5{U=A#}s#%Vq}99=lR1|jkS2a%FFlM1t|N!~#uWJlCO{Bjn)@y+3U-5b>@ z2Z+Colgs9+qQv@iF2Dv|4}m||fd#Lb&1Ge)WO55(%#3DG-FVEB@m!iG8;V}5EH(#iQdE&kYg*ILmB>1Btm6=`s5&_L z=}+ke4?kBg&kVE)t*R!-RDgN^%SNrTm2J2SEQgkpwFXd^8AoPPzG;b?L!W@xBfkf! zxy{XXcK+UBMLBPV&hO|(H;j?SLUB}#YHYO%MdRmnjGNr#e#g0|t04l;<{V6uNRIWv z50&2d&l2%yPyZ;#Q}6pk<)nyp?ak?iV7j}R-ZXT3tPgriWNW9UR5_D7o1A{TC#R-( zPg3CqTKoE)TG<7z<*Dm?K9!T4Yz09%t{!1Saa z5N;YZ&T(yyPG+NJgx$CIEXL9>gK6*Ju+ur*;d4)&>gb-0pKZ+J=B{J89?ecFdSf>8 z7IvqoX2!rh9bJO6I3l3`zA&I(BdI<$&`ke2JDQvysg6R$m<>J zsQT;A@p^T%e#cwyIys}1lcDm1AE}Tm*@54h6CsScm#*%+>(SviG98)knEk~>ns)~7 zy^)CTcoRMz_$v?I`rW4suonmZqfjnR$Wl<1BtQ9QR6d;TcmMn0AAk9;zpQr^T4WwW zI>?}o^OEU?&;|u)I3tbvWSBsMLues1nBn!_A;lc<0V8eP@CsMbi%Bq!Q}E%*f^P%C zM!bw~x{ho%jtrUq5H9(mi-6wY8Jtf;Chk^}PWm{6sQS+PWC-xI4~Im~sc3Kqu|oU; z#|ICSK>*`_Z?rv%>Y&W(Ijsd~EOrbB+5F@ewnr2z?06s6x!pBSCfs5mSpPknjmT@e@Ju6B$Yh_k@4a zs-gCWLX76~nj!SKunRB4t{Si#!ig5g&aZF&?cU6zQ=Z!-kgRvLW>qCqYY}Ct0#4C5Ei}@Dq96$}kQV<%Sq4bK$^yca_*k#tl z@q8B18^JLqZE`8n?|fQrDH@Np%*-fuGCe5qDB4jTjq)gwG9KM8DeWgpuI($^kAU3o4~yv{4Y9%bBAY}z1}U7t=@!9BB+sGIT#tb2;UU9Fb>zhj5FjzN$K!OZI<50MvC}#abL6B` zF(q+^fDi;u%O}^dF^jEd>;N1*b3NI!J(=2CI6(= zgeM&4a5pKgHwl!5m`@!>u(!q#oYb%ZNz&SW={dU-a;P&qF;qLNb31jgLbov}!*3n` zp~4d1=O+V9OrR(|-E&1*bUnvXJ{M{1N-j9HG5e1hsX`nPZvlM2i)JicF6s!|VH+2UWQ)NIDDa^44XO1a` zGV-)40S+u2z=2I^bsOST9&0sMSCszf)PBCQ8F;m#XsLfH%5(%!GcKygoXnXAv-&p}j^`Wh|f!JhfeQ?HEKg zUAwPTL&iL>idwEhOrzpd*Mt*sKvr{gO>Y$`1J+jCb1Hike^^lfg9a-bwwCfIGxD@g z;Ve*{H9y_aP6-uho~cLWO!^jxTWLpL$WScbul4*a#p)sSqLo7A#f8dLUd?1(-L+le zwL@jr`dXEIfbcO@3oH1wt6nu$3$|#D_Gk_E9g((H-833`l{5o#imXy zP`e>xv36rQwvMRvFJX~yj!tCPNIOIlT$408p*1$$HpSxM+|Yr>@*x}lV>V~8gl22j zN^cf#6ESF81_=KGwWI=m?ly9?kw2(vDGHzi!eMD4cWL7>a&2`R*5NZfQNiq#S*13X zj1{d;F=znwMh~*By!J`C!5{G9bXUh*s&RI%QEIF)c7l=l=rTzoG&!vSV*kfRfAvoR z@=whH1UyCo{I*y0c5gHE7|H-=kC)?0i%ZesOPOL-sUmu-q*WW28z{GX12!HbHGCtr zU^x>rffaM-Z_O5#PDkfrar7XSm37BOUQ%~;<@bJPcXmr7f$+>WjX_=%QVGAv8rA_F z#tj|LO*R2iUP_T@%%Po(_j%7`U5`O|uMGPfQnx{X|~K!G{4^S_^sfj@T9%Qft97#is5a z>H(7V0UwNjin~}nC^(C;^BA`Hk`WJZRmNVM!e>QTXSx(Xwv;H-n2lL^X)kvk%U6!! zn2zDkjyV@laX2-n&~y$NX#}|+$f1{oSzE2uW9=${b5T(LlNmEn5FW^(l07+ZuUM0> zlan<#nmI0&WvFNI)iB7oE&LhTR!xQu^6w@$(RJ9&PCqKlhd#wu<=lkoUPCxFMi< z8jwZjhM_f~iFcv{gn~KwsF6CUl^UscA)<+T%PQJfc6LMqL!;S3l-Gl0JldSqG#tG8 ztG#-pBi9|;w4{+z{-mgmWvf}4RhMVWo>38^DkOgYEu@_O*Bp*395lmy8Tky~_ODZ{ zuU)gJ30qL|lN%EEsnf%#m%6bVyQw=_vFR(EJ$QQk;hPHsd%3Km(UhyV0jxngv>#Wj zKYLBrL0~hJq~#P8sVIHNDj*fomLV#2QqeSzhOXg^qAuerosQh%0Ug{yAM^pl?g5gi z&SYJ4?v(p6BxJc=^KBdO+&~N+s2f6OF+W|hu$5+bEm^YHg0UStyp{Tzy_>Tr`(v~@ zD&Arr5?g4)WGG#0v_D(4>ASw|8?0&7tHq&v-H~Zslpb3ft<##Vopm(f+Lk@HYK?VR zXS5V&RND5Bbe=W#&H=<^6EgOhAGSfeHEJ^dju|2IlIrGmZr5{}eZ8p!W^$U&P;gIvBx`Y7u$z@Jd1?etg8 z7s1WS6pJ;t89cZ6hiE4J9DW-e?g1TSvp-{z8+cEzEn}dwt(V6mGSHl$|JO1w=6?Zr zEFrXso9hqFP|Q($GH5}?V|=l%_{9aCy#M^DbbP96+?)FX#|vYs6Aw>bNgO0y$n|^D z^_$2soxb<`v`M?H+nJVG8(6_IKBYXt^3*DYH4FWEZto!;f)2Mi!yGV>xe0YzCBy*J zoG(3mh14if8Q7eTSk48ppqDshgKp3NBSSC?9X(oH&>fr5mmQxRU3>iYL0t)7I)4tl)ML6>YiYuNJCcJApF86fFM}fa;bM^8 z+kmOfJskH?ui~nepn=`4=T1LW_8n4_Gf17D38^?&O_v16Wz3XGf8w2IVe(b+p z9^1a5zUUpid^A~?8J;O< zm{qVD*(d?~_1!j!S>L5s|JvrxGl>4zZ@=hgf5NA(m%KJpHMQ}-JMk5N>M@@9!L#xi z#{llcsu|tAvE*gacxn($8eHwg?g+0q`}qVUY2G zfLz@H<6-{kKW-Bk{^h^^=^ys_zyJN;{{iBez;oRS8a#+Fp+bbr7CL;`?ODWu@7BFL z*UXs4jT}3A{0K6nM`q^#a2z;^GNsCuEL*yK2{We5nKWzKyor;gg)+x_`uqtrXwYe8 zBIG=ZG^x_1Oq)7=8uJ>|sY#6(IcenD)tO%Wd7;|UD%hGv616N~hnu*yY}>XC2N$l} zwc*&to!fTZw!M7&`uz(yu;9Vg3hyn9II-fziv>D<3_0@SW|S*it_=C|I;vj9K1jnVHDdA(y#smhkhrbMfBUwmlmjJbe7fy{jEBxbS$hiwiG~oc8hL%$qxZ z4n4Z`>C~$eoc(xVLx=|jcAH(%wn5h9%a1hI;Ut2w?AyD4KeGZ)q4ewbBx)4C{{8&> z`)7F#2>*d)KuRG0B$CxuG=bnxEBYNcAW9Ijgcdh-;e}y_8qO8hU><%5Vqk`e$XJPz zorq$JlcCsIGn{#L(LLQ{beb`)nN}HUm8r&2MyCBpT4}DiHlsnv)ppyFv|U7-aq+-I z4nO?BV;yq`Rf%PmT5f6GcU5wy&|}DjR?kJ&%xGSkAu*FmdJ(<}XPhU=XJ4H|6(wh$ zdhQvaSbR2>U{3z{v!7IO8oE*eIH+ zlUpi8ke6EjMplqS=ZJ}2a<uLYHGx00e`N`E>rSNV`se6;MZ=w z_TEdApZL<0K!O1lc+;ST#)+s(iZc3W!Wl}+FvESth0UcBUs__t78lm3WSedp8I0?! z)0wHR3Q5^(IBIkw%B~t&>pk4w7TmW=B8OP92ytT%Klz+#^FzfUq-@aA4M#MRw;heN za7ZtGQPIR%iRD1WIVPQ`@1RrW)wmHfvbf~F>LaVKa>ORU`<{*VyYbpNFP><>4L6?? z#vPVcCn16IUm^m&86bs=&V|idg)7{sI}B%tP2<}@yp1>$PyXS>mS4_siim}p zxu_QZwa5%JmWh0sjpZ&=WIX8H!+Ptizx>X?5b&|es8id=9FSK-RA45_S*Kfo!|NH zzwchb?gxsJzBYCB6@2#p=eOY8M9!AR2~dED!_Yd!vA9Nch%e!woC7h1xd>*8bDI-L zVO$idcesNyp%Yz;G&7`);{Xe|p}Qz>fe-AXU?d1g$0){v)~LqS ztf83>esFY_=|=Tfmydf$Z-oWfUCmZlm}vFN8jmB#KJY<9q1|wlMGK`Vf2g!tnUHnL zyHzMrX*63Egh&QK3=?nTEp%9N{AwM zLrN~BX1>~FCbt9+Zt!LuSR$e+b6CpZI7y+(G3Y_Zw8V(Q45Akylgp$R9VDjz@Hs!6 zP0Y^WEpC;mSKSbs$P5AwZs5R|%xtMrhH1>0auJ#BbE!?qsK&TKvnA7{iNN49w`^h) zB?Tw|H=F^^q$<^p3TxP1_R>IfO0{z8ERk*CDNoH51UB7J-s{XHLxgZuh5cj<&5|P< z>c9gUQVNGA5yGl-$#t%DZA}PmX0Ex8bxFuu8fcRDGU<>|qs&>3(|&`s)wwJl200bF zm|=$ku=J*sjZYb5irHf(v$C8$Ur+6|QWlN6O0NPVq^E9_d?Vk5&yZQKEGi$Ff^cEldK zSVih#+!PlVGcKwO3CTn%gTRKXE-unm4I&ZmR8ld;`R8?KGhJU9SA?(n-bc2}4}GX6 zujFmAlbOgR)7$gvakIEc*l{td74(~#F*0ip5tx?yjzSatB z%e~G}c<)&T^V_Od`w`uUzv`EHMCD06pk% z8+zP@R`jCz=u}60D5_C?G;kAB5#nmP#q`DurZb2Rcevvn{iI!vy<=ADIxC+uN=@m! zS1wn@vq$6t(yRI5j)vQM;uNp=cTe@5^j_^Ay0X$GH@Ra{@37dmSx2&^eN$#TTfmz| zxy%0}&30LPCa8r;H65hCIQJ*dC-F88!VPpn8#?F~Hut&zC-t~=GrBGg1B_nW{cdZl zqaIjIk!1w3jZR}MBF&ItSaB>!9-I1~rv}||NB5euQ${tSQ%x#z29Jz@Z|-!jdv;kv zcZ=(N@1!}e#yQR;FZH`;KK7_^On&BXLHLH4|(|1yiaIE%H&`2)AvyOJv@(N z0T>bV(2IW1e*VQcjZPP(tG;263vs*Ky$#3hmXlNOROUjJ^=|2IV~FH>@3$JNNsFB9 zK=zf|kAM8o?MV5mF-Okc(W1F`Eo64DOx^j8{p@=L*MIG6x12@Eub=50;W&BZgQ@ay zsK4=ARR8184}YrQO;0no$^1#nxA$P1KUPt|dQOu60AA1!?J#-;NOT!?dZ?E$O6Ph> z2YXOgX`Iq^oKYC=;4K!DX%Z1~h;dcgB3%WCd?6@;mk~Oy;e7nC4IlJ9)~AAWw<>mL zWZEZ#dWUOQ#x$#AD+KX%DpY=n7k}=0XoTU`!EdFfDFYTdSGaPfreDECr%1@TdD_DP?vS+kQl*-F&GmnU8gnt zW;tOecJO8!{uhw%;*DH~Gsj2rok&B&3<=z`P; zgQ~V_**Jrb_+s7&Ghv2)ANQ(ohlmQuZUZ`P*lYj|H7j5DH4zAaW6Ei9Lb{M|(TT&Nw5Lq#Rfk-L#k!2}@ z0s#&FfDdMAmLgeq)OUU4H8$92I;KOH+IK27R!My2jUTfPP z8Jc*ZIHZ|wP_=rDwioX3biUR97l`q6Z)l7alrgo*V!Zj0&%g}1xt0j(pvbp^CF6(L z^%_PdGSXO=+xHQQIG3x@K^=5)bBS?Wbtc=OQr3AkgE^f?=!qz5ojs`(i>a8A`4Up7 zf8psLt|$*605Aq{AVyFCz#t{~K&1H44(-4V+>i~wz@$t%bVBE6uccJ;2`LMcpK7=b zsp+3vx);00NtffA?SwI1$1$A)hZ%Eq54w@h@M^lLrf(`wq@#?Ebvn6*8@TjDc6dQu zqnsGpp*JEVcL`n?TAZaJLeKCEhTx+3qM|EGgw?sIpa`Q!A)`;Hud`dWN=P-bAGrvJR4Rbhv7jixU^EDIyi& zpI|y7TgjE20~xnhpvj7+aC&uZN)CSrg3S7+v2q$@nk4;ncH{UNpHUIJq^IzdmndVX zlp&midMhGiRJ*Q?W%;_X%m%76_bh*_Shc!x)iRMKUPs7_opbt z01U*C4dlS8s;a7{>ahJVs`#LpPX&}0l1L+65(H7DYcUjcG#OblA}D?F6sXw+ zLX9*}prK2%A)zd|YD8Tzyb*VMacrV{G^?qB8i-^1ln{C;!IX3v(TbpH zcYGS`Tvnqz`Gj`S$Gfk)cIaWed@{U_TD&K0lUZ9gG`b(q>zz60wL|G(SaA)BFt%pn zZ5@EU+ItJK;Jrh4-J&8AB4d&E5~yzv=r>YlO(h$(>+B-uHEy3(sv`~ zV8Se%Cn>z5=HLcWOUO#dy!oP?eFDQR(O^EPm^ca+0NYGDEENf0Fg^^#L=4KHoV{a6 zhVl9TnM);3Np-PS3>a4&A|UG*U)o!-yv4PAF{37j#~OSmg2o@COS%*uZ#W~4aXb9L zF?5W~$y}DPF)DZ*$AFqL(EOH^!LpRR$opZ)(}~E6e9iF(z4i0RZ-Tro!LMU6&PegK zX@o{nQAGtH0Jady@%+iz%ao%>Zt?k);gpbkyPp#?xPc2?=@h26T+4|Yhrw5JQ>Skq zGm)C2%bMmGE`$$c%(;|nZ_13(8QmhHcE`B!b+9X^%TUeT3@6!4nA=R!pqNuQp}hQ& zwdFh(E*uk>oJMBE0DjZX?;OuN{k^hK&-Q%JOq|aGbhqZFI1lK`fFXPC6wsJ*PR6MJ z#UmR?i;>3ea1Z?HrDfVNx$L+TfvBD|(FA;H2C9rVtI=oukwpT*g;8=iC_Tt1V~doi z)|}GqAs^;2go3Qsd(GE;t$u=>$aVdR{@T(z*R|ASO_J9X1yUdkBE2cGQwq>|?hMa7 z9m@0^kj?PZ@EO#ys>()J7ggyOqD?7m!G^R9NKsu?qhi%oZ4p}RzqKh4zW@yEun**5 zb;_z4lZ)29oy^@4Du2~2tMq;1(JRkTj)L7Ecb(UL?cC3e(#oBL2WGY5JZ+K863)vW zjeHX{4cR;CM((@^mJQ0XU<>Zxg`3%#q}``JfLLjt>UF$K;GVK3z*vuM~RdKnchp> z-mZlV`h0qY(>V2wAxF)z_x(76AvuS0+LJTO!)js{Xip$Zk%oJ?6*J(7N(?T$xq|fN zn~~eg>fmYqpj$PT!50qP&;c7h;_q?SAa3V-E#h+?d7EeA5pvEfVWW_#6b0gnt?->V z44C0f05}i}-b)LQ4(X773$zf#z`z^$kPXgY3&?=kr0nU07HHvgM@OFj)fBq6J{@4<7e=QMVMaAf`AnxN%?y>ObL2L`zz#9;oq<*Fg z>;35kXbq`6)TOSsdK(T^$!;5qbaEjM2lVQd5^02C7*?DQ7M>6FFuxdykp`XX62$BL z;Oo20)fDvQ1HO#BExBS{?8ScU(C!{}-t5q=4!ZH|AdhmN)#q|j?KgbwGJODre&`1v zj|^}C?3@xlSMEFi=;FS;v`r570I|a24VxYB1&9t#Oz(FD-%*VJpBmeGQyK72%}MTH z;TO)IVXB%X_V8N_3{k=l;lRJhy1y5%+sdf%7Txh{f4Rwy@<<`_Bk$ZL4-Y5*_R7}n zG;iJe!rd%UO@yM@Iic;=PV?A(^DEKAJFoaYpS`xAwgQ#8_+a!$-<0TpVf7w+@O`W1 zBp0oB7o9H{4LS9KVfFf;4;DCk71{NQK@3rX55A5${A>2J55Nq*_P!n0meKZi4;FDR z_j;`k!Ef^1%=`Z3seAuShOZLZ9n*)MZ4GkRm8t*+FinZS_&Z<3+-nO5JAee~o|GSM z*r3D}+c-i!KusTFt`}laUl+N>K=?^1qCZtuZ2G4kF(Wen@Q=3oB|;3r(#8)D5YGe- zBv{bkL4*kvE+p8@;lO4B9ZsZJ(IP~M7Bz0<*wN!hkRdg8Bk8c)#9zb=9AMef?di|oiLfyffxwx7C5TpLy}&fGHK&3DYhfl35X2Tcf?4`E2LWr8_4EjUPV$aMQJK=PsS$cktoCgUlFFVnUJW z)vsrt{+FQwY30wSU!NyXcuDo|=ii_I(x&Vaa6keJG%%`bygHCRt$d1WF8jvP$qTbu zLCdAC$hwOw4O`+XFcANukJ!gOcO`P(@qPg zM{!wPOYTV8j6`l7cZ3rTo#K#`@;NE1l+8KlmLrB8e)P$%J21l((;D&0G_xS` zBzovPgxYiSO*lmY2EGOBwDZoG@H=NuKKt~uPyNnG3P7juH1tqJ6P2l}YuHk>s%w0r z5W@N-#EC+GC~c`OM|rZ;r4M6SWt9;BBJtG!!DNwzn|=Ce2bf=e>1{?AE2H&R8#U9B zM<0Rg@y8!oD{@#Xi=Azqe1;ni$|#L>_BJY?a|xXrV5pJUw-?ADnkza^{LUGC~QT*25rJL)0Y5# z>QfH|NJCUoOO0hjRBw^R7IIp>4xe_o;RYC3V|}bf%50U)8(b~hY*$}>T}MdOwi)*3 znq|W|XPuRt&1WN5^BGxpesgCX9Hmuy>D`vAjTm|OA?M2JsP48~Zm$Nj%yG*N_o0c< zHBVi3J3_N;ih#jkC4t*^o8Eil){jvCx9hgsUxx#}`zDBUI>9W2BdrNjOemil)%o<#SoNFF>ud7#+J+dh}Nc*$d zBc=nk_ZA;fxaE$U?(x%CpTNUe5`2BSI@Aep0pE{lVNDGHK|!e!eu)4aH102>8r8)h zhpJ-m;upXm206&V4$f)LW0tcVK0qe2SUJNM)<8z-Om{MLq)v6dVjb&XlNukzPK7F@ zjW}%fBPPXA9HJ2#ZHkk$-XRJ9OTBX%ZGtzvZ1vDs%OheDwPrmex+!~MGYAvAw-Iwi z#3IB1LHOWzMFEx1eD*>g7QOgIpR}(f_VZ$0d}5Xh)rVmBlgmpCAV!}kAW{lIfJ*@A z3Q<(dF9amj<1%(CU2M!2ys(8WVwI9?WTPDxq#))TX%B8>BQm4Al`}%fs}W{WlOtT= z3P%$|P}(L~IV2_1j7J+{2#rKQkK+1VlBNkwkB@xB28?@NhU%?Fa|R% z6~IG&ws@~D3R9WOG#vjHB|j{ZF((fakX~MbKbEjfD_^l9f>=_=mHA9uiv znaD8fJd7b@1q^OD5Q6sqz}$6MMoC&Z!yA~~WIz4M$srMGNGQx*?uhh4oBd2@2`yzq zmzGK(7LSxWY}za>sytg}^gFmjlP)XrL?#l0nIoN7F^`GNe34Y8ScGH4pm{}UUW#E6 zk{{vd;>@a8(~da6<2ZdfPCXj%k3%gCI|C`mLdGhQ_{au6A=9E3@$;Wk{ig|u)VkZv zY-X_ene37ynr1mvthgbDKlss{SMH9Y#nKL1opw>Uit8Y~(P&-G#66K70Guo3YfXp= zk9P!Cu!AM+VEdEIz9v>+Erp5yzNpg)`QuM*sO(Iq zE)+1SLAMs zTXXH2UF*80_b67nGWly^t!v$+2nt^Tnr?UD#aNld6n=ff$>028AN|?IrVYdCRmi*9 z&UzN8AQEkThiaH#kfR;#NbQRZ6Pc$X!y4G=5rJWQ;HjEMtFI9#3LD(X8rnv;#?kF= zd+RJ{m=&$U9d0SHRlK(*SHxR$uGg#)D?@l!#npYspIqFh!Xj41Gd>V_XOh_~k{2iR zv(Ggwi=mfV<-G#vEGs^7m}OuDXL*yerI`tZmO==} z#%Hs^k!>aaTwx1exLD-SaB$V^P$5d^NF%1RcS_8)1>%6l(`E6C{Tx_6y+g)(CiHx4 zOcNci&$09KN2lm>jW)73$U=rD0f;P$Bxm{)1r$+en`~cQAcGr@>_@Bm!MPL>16Bim zjBZbZWi7{=%Oniw30oIt+-}3buR|f4-z=@vuo)k}zHppRIp;bjn@nT+mh@`5zz!5T zv48b*wf{6|X=j@%hpvekgDGB{P?J6s(p=%Vf@82O`T&;31d@?Vz`%I=)1obgE`AZu zd6v4K6x0Vj(Cq41$9lmGu5DFuo$Fl>>#DGs;cj9>?A!#~AH#dBX4nF;js?xeq7~I;r30yt-dwxWK!cci#+7la;iwv(rLi-yZP8@zc9JJ z=uC!T1gSu!Dw2`-5XWc!U7CO&c;HcAUF>87W(PYMH9(?Wt}A|r3VPLdZ&dlms`^7Eh6Sm)e_nF|_<&I|Qq-kO>`QQ&?UE%wq-C{=pgh3RVaQDxb z?8hcEnVt1s=f>XYj&R`UGn*%{RH?2>&s+8Lzk0CN6)sSQ-#W}advn;?F?O=Y9+qaG zsGMPWTxCBGt_*w^-h;{Fc*KL`!=D*<6@Zs+`X29k$4R2q=X{!&H!bV66!UX_fWx!@ zqyPj^fhN3vWO9-!sGX*T0nd4UKgQyZMxFe|yrCJ*$3Jyw9(^VmOz`?=QuI~Nde*sa z_1l85-g!9J^9Od2Jp{A>aX^m08s4g!DN(yvs*c`MJ})AsbqK!TlRG~vzCuxe1z5KT zlt7iUzUK40@$ojE;4!QCu?7*rsmQGD!vXJOyzm=8iwU}*L%+vSKU6W1qEZ!EIGN1A z2Kb}D8TvPX%ReNHwf!qS6#}S(1Hj~XIGf=HcG!mlRHy`mxQoj|x3aw~alq{$217_b z5L6!uw7_`4z!%d%mf*k}=!e89!)#+goYp{Km$-&RAVEWupBMDLN@#>l z|8u+=tikgGwLtP9XUG*Jj6_MSuq3QR1Y5%Y(>hvvLQZrzk>Lj`>^j`|H!dtiHT$rN zsv0`m1~L3VIZU53v_LgH2Q&;mHaq|Ypnz6Mg;$g|I@F1mOP^qz32~c>AKR4nDv-W0 zfCA_MO{fI#^C@^sL~4|`Kaz!8h=$AHj3S&wZ=6I+3`cPky;@T}PTUzE;s#J8hcSbl z*zmOg1R5zcMS2{fwyHfMVnrh$!(P0bSgb{W49Hs4Kn_%ZR_L5m*sFf*u3y}VKMW>x zQ<#~O3O)p~h!ha=YDQ?Rgi4S`PNT*eyoFq-FIn&)$aqB0*bE_bx^JY!ZZyIf{}M-; zti&Ze$1wZEeqcvpiAUVnN!YIAT!01e zf_=aNXh=w=oUVrS6hPb?=$i?^i;81xrmuL&I#IU*5CB3+rPNGe>dKxl!7}>F#zMh@iL}cy9N0{Y2C*UoU`vkF zgwHA!M6{S>xES*z5mhls0RzI5+{?Y>jFoiGzXZ54BMn$1OzRBCC%i3j|42-J$jNxb zHPv&td8|zGtW3;QP4VH(&Wy_9gMbAn2Y+}1BajDZzyVi8PcUN5rx?b)QMVmCFG(?r ziA2T@8H?1Uj|8}e>}v@DXatUQ%lRrN38g{6kcJx!Ema9M89@h^dBhIoOO-@3=yb`K z49x31QS00pY(PwCz#MM)PMd_n@|@8bRSEp`N2gp*9eoFsg8&E+PyyWs3AoYKOvVDa zNMSr9J>-ds+?34n&jCr$1!alE(*#9mya~mO&X19nt9gMifoc zs;j@mbWw7Q(Q~9xIpxB=u}fv#X3xcEh==;O@vcd z^~pJnRfjT!DIL^(A*Of8)6TrbY=VY3v{gbi(giuxy+KQv8&HWvR>QeS{+tg<6#x}5 zM8zJ3aeXe!+1$S5^ePE1_P21-5){$-7>a5O^C0CZ!vQ@7-5^LK3gi*-{Dzk1JYvAtrRF2ga?3ptZnyKnHi&SHvaQfHjnYts6W%K>(GB1W?#U zeT#?m*USwI@)7`^(ppTDFV+RBX(XVr#fN=ZS7%U}8Q}%Bt)!4uNi+3Jw~fSpA~3iu z*>VgxZjgt5uv@&f#3#(8;%H2NvRNBKs238b$Rym|{|P(rsa$wb+{XQ0@C{$_m0Zf@ zUVy#LIw@VZNm`ePi!?IW3SkQ?!a4QD3a#iS0dN3`oz~Xv-&L?!0@@haJ+*A;SiH>L zZrxo4_TAqFM<5Z`xXnLkKwi6z;F!4?O>)P8B2oU^8FST{h8s_wsafegk`b1Y66PI| z*&Z7>;4`)t46Lm!q8zC{-VaeOhHb0MPAWs=bLEwvWwa&<@yNcS~ZfW!+qW zH&T%X(?St?!iV=unFBVRZB5$+?p+~V$@pvF66IhE9=!?9Np>A$ll5Rt0=UQ2wbCPv zg^JlxOyRD|S+5gHZm`iBCLcUl+!+32@SWj3|K67yR-<65-vgMrYpM{mnBU8t3HAkx zYZ!p+;|u-$J|%WHpVDMepasX9%fm;8RqFFmJ`0Mh-+hImW{wwGj15eK|Yih24ril zhsmYkX+D%fwvQdY8$>=>A6{5<)0>`%WTeGDmPi1;sMLwgWF+gkBnI0ZB#iu`APY() z&XAE+wqnUxJ4`wL7 z9ZwDRx@7*fXcp9MCXi~r=0DEnlIG?||0ZPgZJQyU3F%`As4cv_@mHAmX8Bl)!%F~5 zb5LlUR(RI5#yiAV7|D9p1!wq$%IQv0;~aJn8PxJnRIX~3v1(SHk%8W7BQ$6S23$0i zXoltohnDCQWz5x^orFT6u0mB*g;~M%=!}+8XBp|0wv&@aX&6@NyH4Mhw&9mx6&Fjpoinsun5o6)MGX_DX8?FBQ95|ZmUzGG3s zHDlq1eeCN6$!on1U%qy3_W5gn|3T;Lb`Z&8WT~Bs#jXlV@#z4V0?3Z+ppHTGo@`c- z#$1p*!dNFl;sruVxffCg|ZZ)FcXNdhNm1E;^QuH^&EFa=-mxMiK9vEG5oI*UHNcpPzNPHx^#jp6={ zWa)4`&+`oj@!wuBt|Bwp|2Xj!k8!GC@fMHa7uRM&$BG&M@xaELz+M<2t&mpO2YK)U z5YX}d`PBmPpZp#2jWq8gPw!XoDR~=_WB{ZRVLzi9q(X8hU{Jcs!EbJG23|0Xe$H}T zw-JyH*^?pgFAvuO8}^vwTi|8Mf1*Nu|A^{jS5tT0Iv)YyOsqA%)%GvD_MDMN0p#|zhTb5_9dbbTcb|`S zXLs;*_o3f5>+VlZSG0k>cNE+v9ryQq-*>C;cT5lXKCF`gH~_)niz-NOg(vdf{Df!} z1skNx$4T{h8w^!X>dND6F3ETmd5n&)47?0z7O85G4^=Wfb4}&_=NXOw6{SeZ+qVdBtzN~dQw->-tXi@hCzBN)aK_&O69)K z-GLr_&nRe=|L;a$5o3c3hg?>Sh*o^>pZQ{bFgSPoPGUm19z|?t?m^%Dow$6=uLsR% zf5q`HEO;>C!iEncPONxw;=FnTJB}=QGUdvaC2!kS8SiDsZ8bwvm>?qQ z(xy+N|4yxXHS5-{U#G5srylLvwr}IcozG1K*uH-Q4=#LoY9rT-5Kpdrp#dYvmqTCe zytEgAUL00$bv!x<5GM$N7bt%Gc<=@hD)c>(fPg6*F>VYgpCd_=B~h|$slO)w{x6H^ zqKhp#0Yi>Z{Pg9MPx#=|PBz&%laz$kP)OlbPF02BgdAjMOUPeMARx z|EEUqg`^29_LY>3eupCJpQ5(}c#|x=0(+Q`!x9^rkl{cxnwQHm+pK9z zIvMS4P&!+!wZvU{ZI;()I~)jIJ|yOK4;d#=NYtj;_0-1Cmb0<9ym-4b1NkCd=ZCUSy6NhWYLaO`>k=ey$VLr^N@fNaaX_`=;tzkF&E z%%Jv3b5g+tBaE=Z3o{%z!@LmAi!+e|lMOeN_GBrhnr_F$f>zAOGQy;Oj=@{Ayaj>W+WR@$p8glhXdkQ`NxbisUQAy0t{jl#bW&HpT;=$Afybia9Kg%R-zG&K@RePhD0PiaR#$R?t>i~ zwBYJwmMhm?GN1yL9XFuSfmI?jNuK;ugNnZgG#xkp7}`~r)z2+;WQ(>`q0q)|atBNho4 z770BFj*T-W9VuoMbcX1DQ(1~T;c3;Y$g`eW9Sb(TX^(!i!z}xR(djA(n1P}-t-LB| z2b4w8w+?5a4xKAq>-tHE!u6H2%esNQZSxg@Nz}Qca$uVXELuFZnCTn-vu>MSQo7ohq8U=?8 z0v!c|;{56y|EJ7mdIf>(yee@)gw=Xp@T=s2+2`yzRt>s^EgMuTb*pO^wjKZheBJJA zc43>*83T1?{1Edwd%2|AIHjDb&XceVn|*8o4y{4eXeT zcz|yifyWVnuaOL3QLqU>3H#0Oeib3vK`7!ABN4EGX+dUz#X?|e?xKMYjK!pUmK^wy z2XD#g#3(W|8>+?PYF#V8MWJziX$-WW$rw0WeDj-BgvL#glA+Awe7>l4xzD z1QZ|u`V9n^hfQqBenQNm7_ga9LFSU2`PpnP$@mV8U|XmR7|hg19DTx6pwPKN?VzFn zD{SHNX_(L*9<(+YmJNICBi`}$N4z794{!7l|I(7)w^g0-O`iaxLm?XYR%hI4(>Yf~ zqh9!oa3^J18(Gz@4st$T4e^WL(8(HL#yRCPTkTt1*il-<;!%jfy>34k z!uF72r-*@0o!&&m9iXe`-KX(FIog$j1-;9_*ze201oH z_OeINa}k_N!qM)0Pq$rml(`EuqMY|0O8^h6rn_D34(scK-)Vby8pj<1c+{W?N#idP zdz8Qj{1O}S`W?y3VcvMiOFsWMuRQ;|m=bpL8Jtm3#o)umV2se+*=gw+((xJREX9Wr z4l?lGQb-K(8OT>1AOZqVxqXZ+EQJRyg&y^hR!G%4>DyKW64()+@xjxHo!D`mg{r*F z^U)w(llDXr_dJL}Qp5b`YH|dr% zBH)5FNC0i!$B4`e2GXdA$|3^aIyNF#NFpVw*jZo&CTf)o&Y&im74&uDVic5Honk_X z;wa7)5e8&%+`zdUBx|hS|FwLFMs3L~HDpBWTJ&Uz09-^a;$k3Fg1#)CFLog?zML?Q z;mj4IG1|v5rUaq%l+!Vz7I{x+B~=_c(YMv%9UetaqLYO9At1sO9SQ|I6a^lVh*as3 zJBkYCAmux*6EVmGKeU5VKw>@GV^y+DtTdlKPFFt`hK|^UUJOlkE#xZA9YNkzDUKy8 z5ky+5#zZ=cxWJup*oj+)i`H0VE@jy*Y9vQ`q$U6uFN!2E-rsA&|9w%$i0SG8$ zb1E5Q70p9x4alhyEvkm#8Hve7M*;v_0O;jL1_Hk%WVs??1 z9^-ws1WTMm|Aw7W;6O@ec@qXLPJ>;{W%^dp6@`I9189kpyk($hc8nGAB*>763FaG8 znhJ&D8&k65g@VYQ7HWoW8uSh2qB3fuI_f%*Lx}DsfjX6=TI!`@YEek)i2f#t0%xb1 zC^=APj+Rhznk93RY7^S%jixF@cxSU%rx$=6l##~NxP~l7hmruFFNDmldI#8xVAPArL1%&4}i@R%w=qH4!B1RdN!ceKI{6sdIT zYLfKmkFuhWGQ`R*1g=7db{2^NbU-#VLLT(0uPQ=EdIT#JE3y);%dzLOBJH!<9GZ=x zNi^m$?hT>9M73ILhBXS|AkJj!)@~i_0Vd$4NNm8;nNSFXy!lTxItT|=7&4ULRHbH8 zA_FnBh#HJ`tVLTOG0k zG(4hmS?r!etF7Fm?vI^$!s&KR=L*CrS3$srQ|DW<&>xSI~;Yg;|f|g}wpyLv- z^~wV~$ivv$1KJFt<5pt;36NMILxnhT+|I4re#nSqV-+XGSy-{2ve;MvgC9!f|4||8 zA?f4*@^6A%3dVqKftub?yh>Kq;5N90S6)#4+Ao4KDmYcF#rCfdAMgV+jRJEY12^!h zBCxG83v@!{mQb+yxdwL@i6JLxA{amb>_8i=!R!tKzt}DbmoN#RaFvGP{auzQkK_uU z+3?P%e&F1p-d6;<@gFcr+}Xq3ggBEKo#PJ9O_(l0zdogH(+O z-{z!&GBbke?=x4-9!v8yOEWa9F%>CuHuJ54Ml-zGnYfLcGH(^DphYz>*KD#*2h~VX zVA7(t1$Oyy0=wvoE~h@w!S}_pAIofVNU$s|G9$N!*Yxpnyy|c`M*>&`{~WA=8MJ{S z{7Xl2azt}-?}Bm)w`VXGW(&t>vqtT-$*|wJ^3w&HP(9|=a%K+i#MWxBF;Q<3zsnJ4 z498TAKiC6lE)EmnGyq4@(D8InKT!b#b#L`nPwO<=;9&fD4K zvM*CFy$#~v)~Qd6W>Jea#~gKOoAznv^k~Z=G6nVjSfftntG$MC|8vFQRZE7xSs$X-r2CW_dd+fj(v_T&@bVhsx z(9Xvu_q9jv-xM@J!`NnByk!(k z=W;HShr-HopPX^OiWO0P&k2Wi~{!(*-v#}*&j)r%RRGS^9860kl zl^fTXR{!>K8;xw}Lq4#$a_WOU8#jt~?2httBD3OJo5nt`u94Vma2S@dV5AzXK_B?b zM}+WvgtuRhH?o?yVAkI%ebO*hWQ0Z_ zd6Ikb?k1ZFe{z$D;mZ+B%~g4>U-^~4#5GZE{S*~93R7zTXH7B{8mF-^d&*IyLL%$~ z0D!^`)EE<_-U<(5i=qyMxi_XLoiS8)?tNN`1{*D)g8rY|HCkfEbQ+cj?d@=HRucuM@+;=vB7BBa(PXq8#yTbw|T~X;_9`S-K{DL7o zJGAcuF?1F&xY)I)p3Fl^;au@#+p>ePG%%;JwDLGeZ|4J)_1I@*SL)@1a$`osi%fOM^9S&h7Eydu)%?LKf-oL{M}1D#aBF( zVmy^rbS@ZX(tf;^gY=j}CZA~=QvdX&jGi4TJMLwpP7zM#VOVU9(Jk15%>%&Zcfi=u zJTUY`HZTfg*A^c}$TDM4H?L`EetX9lg%wu_|5g;vYCa-_p8M3}exV`-yxpV2(wR;zD|6aX&`S$hu7jR&`687lJcNlSE#fuZ`(?=(Q zV9ApySGIf^b7sw(?IwE5`G6OHqrKEkkjThpBdGz822FRh-~@1IqpnLpK#)O-cq`KM z2zYSe!--cie%!bw<;$5jcfR~nbm`NnSO1i2RrXb)L}}md9ejB43HS$qwyY9wQl)OeAZ4c5&A$8?F zTV5gtMV?-4#~pXP@g_cjMq(%y0~12fJW5?rkkthpe3ik7`jL>L4)!629e#j;^;Hmk z6{#foSXzmt8-L+urkZZLFF&4CWJf3yE6nI6YqsL?sUfx9mfLQ{D$7}EHF%iWSS8TSQ7x{_N zKV+%BQLL(_vMQ?~q4E~)xUW(R8E1eAH{QJUzVh63{my6Iy#*hf@Vu|l>`Q;=8k059 z3^*LHewo}?Fe5yh%Ye)YAi#k~6wXu6&>tRM;^QaaSv^oeqKyUt01*6X5oTMeZkqdtJ|rn5 zg?wd+B@r#X(L`>P|HbD;u=NXysG^R-5v8oAW{N8O+3sq8AA6J=fMv;1-R@R610GN? z60if5{)Vo=ArOKQl%QoGXPJ5_PA--s*lRBLmlOD-6-}z(Uo3a8%n3jMQ}`U{K&PkC zJ*;#w1e9|orn*>sLln}H-3~dX9oX3ph>b!IrQj1E`m`e_`H2}Zj5i=xm}eEqlVW;s zcAn;4k$KXq-ZiL~h*Y?N4$xqSEeO;-GjeZx8Tu87WMK_!+^9rDL6M5UCbqH3s2wu- z4@}Z>6_bR8D)zh9+w9lB03K3+#K6G>8OcZmGO&S-aSY%d!>&eN5|f$CmtYcS7sfSd zlY4OulRD^^|4`EAV4fR9AXd1_(DCLG4%?H%UI-i+-f}rJq+#m{HJu#t5SXzG;xJPs zpI@|ND4NR2@H}Os6dg7CQ0Hr@fISNu#Vh#Q2&nnr%R#XIuNP~t27{us6CK)=oM@CXz zlYC%9DOyp%ow6?%yq5;8gi*YVa!I!Fi%9KK00MNtbAbqiDix;E6~5AiwG>Vziet-L z{;4^VX7fhcr3W&IiVlh=FiS!|9H9ji7Af;SWJ6X_-uaTNl#eR| zU7OktTG)gx)S`(c*FzyHNyAK3v5}Q5mH;-HPKrrRSE?*v)WoJGd2}vuG6Dh)Kw7yd z04}&u0v}r0QkS;2g`$&b#B6%g8Xo5rxp2--c^aLc{#JI|@fa$kDJ)xHiX2}H8;pjR z4N!$jJ-MT5d8$g)t6n#GS$qRN_FxA)5QCc?UdI0z=RfHvJq|)V=3tv3tt$+ z{~6W?J`7<=34a*Gm>Hp8G>X~AU1`L8k=$objF(T|<%BBWLmyzfN|my*#<7hhEoU1s z+ZyK;n)t+Xc-u?h9yw7&jE_u`y5F4)r5yp1#S?`nU8`0%s@T=C6{)z@H@x8yU$(-LjU@6V1`CF2YYvY%-&4ob4AY z0g$!0G7zxrh$&OiA3+04$hQ%aTf{H~ghSkE%uravp$;{NJ?v>ypE@t4%qVH>0`xs(_-ncWge`|`mMGAYHd2^d^Vi#Y-WKnZ>5Lmmdv2R^WNg}(mvOJUj@ zVf#2ap-@f@33V~$EStC7VKy)^feB}1BdK>~2Tg!cvmOp}WMB_!x4A8gH+a_$h9Iv# zWKk;gz#EJ5Zg14oYHxJfoz8Uj(4I+@P`c6)dw7LWp*{5}1uNVt5?6f0|Ix8{h&R6R z-ayCXDL?s7MIPdVyow?358>KT{b-RVSZ;PD6o{FOCwjjr*vM~x-R2>t*6uWnX zTC(j^m+V^>_m>?peRg;G&FE*I+}UsUIorAJZ4K2)ie)SlWka6JB6N)K;h0Wg-tiXi z;S3KfJ_Q@9ApjGw@)i&s+#ws@;0ZR!^gi#AM9%^@tivWy10!tqPHr@0E#+QKOJ0vI zVlPQlZ7x_2*Ena_c8|4mPUwIy_=IoxjIPH*AsBQi`I>I|oX?kF|EKD*AyQ#K9=~s4Sv^EULi{&Cm=HFah^40m%UbkYoc%t^zL*)XDii?4bapV=mhT6nFH>?tCbF;D zUU7D|Z3#oB3ELwI`GFqVt`@f}L9~$l>W)D`;#j(7>o|oDqX8L_5iAC%u)M+!?T`xMc zt{@u$`lJsbaiSGnfn$2mA)75bY9}JsQe@J@7VLo^=0O)VvI*g?BfIAy=#UrAZ68MC zC&&RQ28$}10l^T-z=FgZs^Kai?ji1Ts*(@*wYn9J0X` zg$xyU>MVhaJk*jcAyPel0WPB~*6gc1NK7iTEnB{b#21Ye_qLepRZKn2ub z4OlZ1GZ8i$l-Fi6$6m?UNax37Xa`frHaIUlT%qO%d*K5JF)%cnmiy zG$5HHb(U^9IusK|AsdoNAsc}QF(yQzZbXBrMA;IGP?R5%q1&>IMc?j4v6EMlK}LaP z3z_1dOv3MyOVI9!CQJk-9_>6Y?mU~37@BmlkaRvTlT=exN${mizN8hhbV?0~9PdI+ zFbFg}Lj_?BF6?9nz%)!1lr_s#9&hYH&-A4f1`=N3=wN6!amraM!A>!O97b~8IJ84~ z6FUCXEPp9bgKJQ?FBS|HQKL($xJ^+P|JB`crcs|qXA&Y8HUw(g>Lf-47_vcqnrz_o z!@mHmM*##Gfb@O_qQSCdkT5NPtYuVHHL-9ql60~@6&7NX1O((EN)@LX)A4|2)h>#X zgFZ7aGRHs>bPW=8WP?>$h1FPB2ogeZS^Wf;0FvqKR3>ngBzb{Pv9&o0<>|DQIub=h zrLJ4SPB|m;7yRK++2dT%HFc7M=AEKV9`@B|L5X>#2N4=VjGHK8`d%(wr=;9UgQCUVAV6JR44^^ zW2IDHJT@=7^h-yUaU0iUPqs`u|8eLZ;T3|dWtsIKF|-lNFL>}lCazUCkq>82k!O9d zXMwgXyY;tdXNQKVX!(Krwk(RCHWz4NYLkI>b2oQ!H*2X@cdzzoZ{c>6VIZVd7mW9K zlebsg@7~}KCEDpml12ZTrA77wnRv8Dk^&6hmQsVXki6v=3;_X9lW!-;R4Wrz%U69{ zu3`@W5NVI~a&6D~&6C=)@X$k#3sfL9rp4I0;RP4;my5prRW9$U)B6lN1dhh;Cf zIE#k5G4H;TQS=A4aBWX~Ah#xORa?ch|L5 z(zO@WtIh6`dGYLPw?|-$|KX4N3>Z$tYwSVVUW9DM^G2+JeA+f83G30q!ftRtf7cg* z?zVw4EPbUIi|fKwb2R~8EQ074E&?<&O2|t0A^^Np4Avlx0ho;gcoTuOfDQQfSSb`1 zCO8^6mK?ZEgTqd}bGb;;T4@MQ=X8Tf7Zp7?M9b2*ju2$D&#D$g7rcQ}KBbCyMrmQ# zE^WAJ>J7d^BHsjJZB3%DVqzxr4@dJODAFem6YXD}0-)Zue_|Qa`sazW*nAhr!Wv64 zAj_6}IW9n;edonYz_?0FvoEkzUK&SZ;CsqI>i|09A2IV%fUAbD0>gZ5^E0ac=F6Sv1_{b&R>5r5cmcPPC5X+Yjh{AMPlB(pQFWOZ7*& zk(QY*YLzosj-(F&H$FfN#Gnh*c$%jfj)8T6Ar~ICndo?9n_o#E-E_9V**gb~Bz57N zZ3%O23ubduP6=6^vz47Y`1zjCJX$!4Si!2V`l_WVip1mD*vA>Fiey+}pR2H+{rOb> z8F~cT&fu@0OX8303!acgS?I}G>;YQ%l{{AhEB4HLr=o5YDvCQgZ!%h=55qC^R_iP(x}`@pnqxYE85Eo25jY|g*lIJ_LQxaGd1k{V zI6Jgu(YZn~Sah4(PcP=Fc}lEp0OGUV}XQm!W+6zpT}Cu%KD1b+G=iCzSx>O z`Rpi$B8Z!Xhzm`XvsVrotQdT!00KL)--WOX`>>bvyX&@I0N3_b192w^j5(GvC_650 zuK)sI2fjeF@0+tdn{jDcObNJvaXMx15g&URI5w9Yf@f(g;aa=-O_e%yZ!3mqTTr4y z$ac0mh*O8G`W4IrQAFXYTQ?$un;+V4WQ?2akUP1RyPV<+Y(rU;;i;5OnZMu%dj*W0 z?1#I{|J$Joqp){b9}ru|A$C9G8-FG6lEB!0EdwbR$FaNg3%;NWG&{;Sd$aXBL2FuA zO*Rl9A;5DQ6!TcMY1V>&qn2#&wPAaZC7d|9aw{?X6T~_etU6IT{K(c)7S>J{ga~D< z%f!2kQBfR|mAkD6okp)l(XwW1q+6k>d;erak1|5jA~VRro5y<`F?e~>NwqWM`x=Zn zlggMc#5gceuMzb^HM@Wcrrf2wAj(x;jXPVKgEdV38#aTr5a6-P5g4{$>Jbc_S}nK{ zgu~1kyvNY|WwCX(Dcr-kHH3%uhiu0dprO26LC+%v{Q8`l*7cg)ZT(cdR|Z|ah$SWZ z|1E3eI^YEEuI?!nIxo}RrEl(`vF<_MJrBQW`-0!N>u_qX6c8=R^R! zlnPRP%2{3E?_0C=I}b*7_xL*=8MF{I5h``9l1~Y|=wyocgw5E~d^ewC zVwU|wd+T+ckJ&}ohrUi^Zjl~{J9e?{x3PUXsZ(8fUaQ{C+vn|j?u;0mCC3amik*WRTW zzRIns5({m02$ z^=%U0x4v(r<;Q4+;ar9pRa{#z&C^11BK16}je z>S?&Jd2gW@CN=*-1R#ikFmRxt!Gj1BDqP60p~Hs|BTAe|v7$wY687lJcdw(zk03*O z%%_h|go`Lss$9vkrOTHvS97sQj*REpLh#gC|tl2er`s6vJwvXGlaO1iSM7OS8x`XoS&D+RP zHhzHHd27_@(O$iZ67NmSxUu8MkQ+amOu4e<%a}7)+Wcs<=gpr&Y0~s*wCU5QKdD~L zy0z=qqGHRQO}n=3+p>Sz1zx|Nj8~luglHx4S3+FA(7<9NuZ{x>Z+_t zB;kYy@VAprvL1BJh^?Z8lSMRD#M49x1eHKS1rQL`6)Uo+ELAUhrPYiy+Gyh-Z{=aF zwLNA#*N=J)=~q91DOwnl7=Dn+l;@X+~rnzQp z#sOTLoCFtq=fMak+#GkBwCpmY*l<(8%rqBJYpyuw{F11o_I!`2sOl{A&_u%|A%zK9m{f&J7yVF%714A8 zP(4v3?63zBAixJqSaHR&U^g2hSYb(P7F%vzd#$!?2jU}MLly}blA|1#43BbbLR`BMWBd74^pf?Pjc6#0t z3!v<63~8huBYJ4au*VKE%Ce`7j5D~WoN}Y?7~;Dj|3P(ttJB06j}Xs3k4lmqK^yP< z^G?5t^sEn+2)#l~Rn!WsBsLwrcRTWHxZN7|LK?~LzVU>LrA3LV4wvKGq|HvEJ zfXmM)bsLskTer9nHr9jL2RkBnrp|eg zV4(}42uYWxTew0zCma;U3>7Kax$uQBgrV&;hPxWt5M|E5hB&yv!yZE8dO#E!@{)%j zeK0SGNKB%qj>ZtBLF6b(G>G+F#l45*1SL>2NCHmu0VN>e3QQ=U`M?GvvYD|)d_W7f zvbDDQ!G#Zl7!v-Dw7*910gi*P3m@EOmjU{5|8E79(z`T483z{5kcEq&BJE|tM(#^C zlxqhE&Gf-azG*pg8lfhq10M3UCu6URp(sa5$`_8zhBdt1?P`cJaTp?su=LariC8Lq zoGO;M%wFglY8VVp{`&i9oWRkMs;!HOCB zAeKC+aeivc5jg257e2_*NOgP!{Nh5FJpw5Ze~f3j__mn7@l9~*a?E5x5jZL#@^FY; zq(H?4CP$8GHpJM6Bp-LVNk-0+AH*bZHc8RuxFUsvl8;6uRgBe@@}nRHDJpR%vQ^p; z7_Zc&O8+xUT7Cp*D~+j48^XkeIB_CZ|BT|VDB>XyHAF-yS<3K?)dFWa6A58N0urn; zO=V>To6o`~R@l%7HjrhUaA~7B$@#|n{RLdvu;V)A;zm)3{&YsRHAgI zm~BZ*UD^?tX7;lx<)ux12^3@kQJKFyK(Cs3tCdVK01i+>5sXS(r9$Dh)NIyMWt7b> z#DNXKHOn}$H9v9khz~^~2Ds{W$NHI-op{L`TGcv0dRiB*n5jf(Ix|V8XcuI_Dkmcj%>1L1_q`O%;ts=*rm&BUYqAUG|?{Dv=MOM_%PUn8LyFC2qcv_-M|_wgU}U^b;?mfS zpneOt^a4+LR>Gc-5wbrE|4C#b8@Yks-HeuIJ+H)h$zG&kT$uFA4t_*=%DaXf2YtgY zVjCOFg>BAnh~o-gc%vQeh_*hwfen_mEZX#-2Z8cIk7#?_+vsRiwW*B^YnXe?=RSA2 z$6RK}o*85$6&Xp@+yOeXhLN zDds^8kW-czU{?nqs-Z#5@kA>%nvQmARl2}FN}C)G@=MDd8!?Jr^CPS_4zg{sZ$g`#^tZOZ6Bo|c4y5==McyZo?qIcI-e&{OLlpM?<`;wS!jx20} zkFI-NAMOZuwRP7@|3|s(+tDV8KGx3mw(CRN1nRas7PUKS)2`e!ly|!)t1)^Xe9rmi ztVjl4@V^^gLv~IYgH;k}AU5715--TYV*)i4$#&x%?>KEk?$j|v%j7nKgXnX#hD^VK z9Dvzhb3Z-v*7wLRXQj(ry0s+6^bOVP+WF2o^XlG%*EB>5K580a8c`HfuYkdXlmTlS zsIOPbz?sd|aWnPcSpDi*W{xb1p(uK^OdQ|`e=Et3jU1*d{Ng{qIMg40Z=m1(;8)by z-Jy23+yDOfU;DPhp0ZOycFby40EdTQ`37(Xc!2Xjcycy?4Co&Tmk<@_S`cSE7&j3h zuv!OjOfUgV{}+~FhW3G(muN=Cc~-#&>(dpWR~B$E7Hx1xbF^G`lyW@sX;|fY+QLVD zlt-JOH-V&kfWv#fmq>{7PoqI3yf6yckc3J&3P;Ebyucp0pbNRs2%kWOv7igT&~>`7 z9JvsMU6>1s6^3FshGbZVWT*?$APrx*hPiMHY$yt+;2UuW9C3IGc6f()7z=oq9M1tK zc1Rq9A`PuGh~!s@$Sc`eE?Cw@?hy@H&vkdZ;n$Js$B5`> ziIsSXnV5h0z=`>{ZQ%xr=+<|{PynRZiYs-Bsfdc%R(Lr1lPK|k)I)i(VFbd1Kf;9q8GbonTGL36QPOR4l*qBz_ z$X4E18UI1n8H%7?3`Bh5s4vgKhEXVmQJ4(6pjhz%4D9HRuUMG-zz)Rl3%~Gg_az@- z)>s;YUoHfYdsmqTsgRh7D9BI^v9pn$$x1lHk%gE$k4TcHX_6%gi6;qvnCNY5*OD%& ziS^fs`G5|+BRm2Klq#i@J9&UTxq!MEoHX@{e7u&Rh%gF%m?#b_iGQ$p ze{lzQamRN2Ae_0xo4pBezbT|h$`C?%5IiwFFu|P91EmqS4?fi&!GZ}nkOMY=o!Ysb z+?iAy=Ts&JY2$g7XCZoOpa!FmdfAYsWHD*U2%nc`X`x0fd2w?B#AEhpdwY7Haakqu z5(|=(j(T|>vM?U(Az$#JLiphx$iNF~#-Qu~4H4Ro@(37R*A7Xjn7_bo>tY=jp zp|WFcmMNJcDmxmfs-IbYGWx0=Ig;Y%h%ribF$a z%c`_Ox};LXXZ>M|&I3gfaTJMwfj^-&jbH;}JGM5Eoj=f}z^HjkwG~$}760ifo@5FZ zUtpeJg`RNWKK8nvVwtaS(XVbnEkN?G_0*^7vKfP#3*o^he4?=Gp|ZbV3y|xCw!jNp zC%LkKA1btUzW@w?@eAAMmwhYzXX22#7UP5ZP^OAogcy}IeF zHNjfY$r4r@L|DtDt>v{bp#a8G1!SAP;i{c!3t}YrwvdKRU+}KVg`V_!MtQ5ZX+dK; zl9r+txPoh+sMZSf=cQw|JYsmF7)r zJRXEsq^@DtRDM5D!9{BPOT#oj!C+6%1*F?kMR#>HdC z*6L^efg*1F#_3xGHXz4EfX}~J1WH8(V?YH>MFn3oMt6)AVSqpSGYV?(1%F(oW*W$Z zY&Lm-$TKIOe=DDWyB9aNC6~hrvEb3fv1QJ29Sk$cB@~8fSdr3zj|8b$9tsTj(2frJ zpb=^h_|Oh93z^PPvHSoGr9`{N{6aEncjVV7FHCYI-!fnn0<$O_%Jf0io=i@ z)V_UYEP6X+2XBjb!Y#baBSSm=7n+{ws-*eV#EX6_NzEfkl8ZRi)(oRRq}D}a)@QAX zKFQs5cFx5qdCKV^Mu|k!3W44;6WSUR0Wbo2{jK!e*Wc>bQ27H`0CE8>(43dYi_O#f z69x>8K5;wQlpWE9um+b+RyC(Uq~Xz@tuVBpSpTC<+Gd#HV)&PhrP``3A0LiiHKf7W zfDgOjvGHgR>_DL#JTk=4Yx>{}FAJ)Tsl)f>+c>^o=9hOoUQ#BNqPc@guKLwpZHTPo z4C2t$;&9d726oYQlBx;au^N8ceGmvB-mT)@-<^QrjpYc&*4+Ck>`Xj*rhy7azAs?_ z@vQ?h(ARrCw)TzR9~ezyM1m}G1$Z6?VW0`4uv`TG1aj>~?;TW#rny%@ot>GX}C^defYF4`Jc)FO14@pQ2yO9kwzS=X+ zp*bGwmWfI~zN(;kL)b0lv>JZ6^O4w$qyN$@cXQW%iqg!rTD;(wQdaKetD@!KO%KeY z0McF%#mek5MG((g-hkG<8^Y~Gliq+v#s`7sEnxr{mI5*`1L{5lZyx7;4V4@Qa&|7z zS8&kzvuRcE1z!UNRly1Fu3#O>Ni$gxM#jx^B^?I7c>-ny;cvN0>`EZ<-8R_l~?yFjjyQXbaF9<;#j z4pgjv(N^r$CJyjdG!|~rO$bk1)q+p25b3P2Y{x+h5uXm}kkS@E`I~;)WSGmjtV1JPy7Ew%{eTbX zP%?)i`q99dw`?-K9jcCXf} za1YS9H5FG-1@O8*notE-;3D(>BI(-qWy(!(O894K_}kJ4b6E)h!AjsNf&~q(q9sjX zx_RjsI!yQNn?h;HEMCNz@&Dq&c^&V41Q}A~NRlN@p1hY&AHIJ3{Jr$Ij~~8#AM@SB zSyLoEbUl6c^cF2>v}#3-9<7EfDKe%_oj!&7v{+QCRjppdnpG=RXI;H^#TNGKSh8fp zo<*Bh?OL{K#i{jrRvbEa?&#^miWl&NU+-%K4i>AoFb6wQb+Vom=+-FEG70Ho|)M z?Ln50S6?oKm+INB0&Ya5Q9N69)vK$2NPVQLJKdnFpoU? z;E+QN15xCWPhJs)6;Tc%C?SqYYiKmmAQJ7K&}5X+Bb08$F-II#;>RVJ_UR9=lyV}n zNF$Ft@*bXi@}|jXox@OwM0>HL(^6Xi0Rj-9!yg<7s8dfzAB8m1%X;%CI>ih) zOgRuFm8>~VkptnH!-|`%w^oh|paCDQ!%jO^y9@8T@5ZyiJoDJYHCOiFWADByFd;^! z{{Wm13S*5uF#lO)saP;UW*u}8LJX(Hu#FA#803*hOf2!lRZv-l6%}7(=udM$GIyRD z)m4|Ijug@;-i)4<_epz`u{U3R_szE&Y}oPfrG41ph8uB&5~@js7Y6F5o;*S_Vu^|T z=qGQmi8868n2N@!DzgMRWRaT!v&(HtE(@(N%Ve3%zv!w3kPR$b?A&pq|wf*E1Q6B#` zT!p>~)c?hD)149Bc1MF(UeD#FGIY^LC%tsjLw73QWSAm`9eaEPa;A3N0R|Yqx*CdK z-R)giVTXTG_okVJR|(0P@iKDwe0Z7%9igh}cqxsU+IVE^uP3=Gl(+A)W$#-)v#z_; ztcx5R3cz&duh(b4Hld4#KTvv*Ryxs`QXxR<_V?%CQA#akOmLjjK2i0LGKtt4Wz065 z06gFY)?vY`w9}op%_?pej2qo@rG&iohaZ*zP<-B#9{L1sa3>@XgQyUp3z=bBiUW}* z9w&;%HEtCYAsV1C*N}>QP9wR<#Vv$*i(&|oNSuDk-H}$V_#-0V^j9kJ2tk_8^803@MI>lG#yV(Il1FKe1b8f zP){jK!CoLk#yvuQ&yZz$i<$faGk4%66(=~sVFqA8N>)-coQYp1Ju|=5C_n)SSU@8D z5d_&-(v+v94Auasm{1LHe_=yq028P{e?)RO4Sd0MBFLQyRuDWoz+f(o+sOQ!;I18*&i` zIoJV$^u^MrRePT%;ditM9N?3ngn>UCQOch-6_x*ci~uR=DW@ujs+DO))^6!Q7IamD zGbjQD-!>j$mUWm+D1v*cKnyK@aG4^6s|e>KA88f{S^j>yPs&O*otFioE;O4FDE{+v#n_!bOUJQ}IfEE1A;&Mg z0*q|91EO1W=ohm=42tTmpwye*zM!{JjFK^7Zfp`reIn92n$);-L}^b{n*TADTB#b= zfUY&N;+3mVmn_qTX?AJ47H&YJ15O36&w?t{9L@tZ3ZO(HAeq%gh1b3OQ>A0X=F0wE z)u)~k+oZIr8(emEm)g;RcE(CpvznC&N>G9(j_IGbK9iUuw3{>0<2S!ifvzaD!U`wU zEWWm35QBh3;{+>__*I0ljXkkrAB)+`&NGOWh4DMziNt`GPO~@0F^*4%&wzHU7{6dE zKeE9TDlx^1z)+~`9Qx39Otg01@QODI+FX9^mbX{t7jU)gQQ^|1xW`4FNxuwcl8!kq zdqD>_kP*}BI>X3T%5I#^a!76vqXRvCZ=UZoUh)>!ys1$JO#FdA{r~CN&_IK#*67>6 zP&M_c1-zO+PIb!>yuhn#o1j?9vuREfxU2`RLN@kh4@)3egQuQbT#E&T3?C?P5=u~q zLG+4X47S84#x*Tsk!xNrR>hAU;)`QE>><*E*vGy_j+MP^9oKktz#xYfe=$0zbftEz zCC6)*>_vjnwksUdC~rxNW!`St+*Vz#GlBdnW&nx&vN1OgJTkO*O4Bn`zP1pgt5jm55o9`s)O`qwCK ztPmM{3uDJPvdFHiERM}=s#jgv&xXcKoS}=;@xtr8STm9r+R(kV6{1b9-B|23#eNZV z+~m&kx#hmFYRuiETTXZ0eNq=Qzk6nNxmZ)wTOURo*N3{*nJv0o0D~R; z&<8L0saYb54jDz(#n)HM+HAZQwq3LbJIFE7dV36YRsUK0MX_vm{`0>r3PX$j^Bp*9 z6T1*8zbi9$z=rw*8N)j~u~->mFa%6dxXZIZ$Z)*J>j;Bm3bt^SJFzOPzAm&r?7KegtGe#92Y&DdUcj+r8y(FG zog8BdUT}tAKr(J%D0^5kv%`mMpg#s|3iG3iB73`y62L(u#6mq8_Yo^0G9qJH6pN;9{@sO(xAACFes>kD(Hedc!W*(hFoaEoP$DE zC(Xp>nKRIMS_gk_q!Ur%) zyI&x((K^3;6ez1mBa1S`fE397OE)&@JCf=PH@gx^lru{-s!#+)P3$vHEUE)AMTo@6 z#DF->Q^oMYIR5dP#%MIlfDTHF!L=a|U#cM1GY=o&!7Z``3=&39D}o=e$zdF(B5P2B?8a^ELU+Qoa16t7T*qSII%FURb5you zlZC3o%5}WDsnCTrlS75lDYEmRnZSp3;D&7Y3aF@(sVK63yb6N4GNbq{0W6Av^h><^ zokToH@)$ml6ktW5VBMOK_8r|L)pYQ@C($mfu> zTbf1d2ryez$59bB*v0!H(wl^?*x3$jUJ97ZI_Aly_B1X}||Pz2(O#wfH#6gf(y zEQq93N~cuL9k5+u!XI}2Xss}F;vH^Ov)%5f6$Et2!L6)}Isiz(AO&52cz`>i?7ye2menjRYWo20(#JGflB_(F%f5B?vN7^MNABMH>Ys z@-UAa6ein5f*(MzY!nsDD<2pIJM<49puqvNRa~V_o9tC3 z5Q9Pp1)K}g8loX&ZT}opa2#Y+R%V6TXF9pvoH6pn+vMX9B*HKf4(jth`!?a^S^Ao6O07NXK zij2C?sK6+HZ4!VrM07aBfki~Y6x8Jz&_FuWH6sR$wY-Uqh=I$wNS##9z0j@MJjp~1 zu}L4p@IZ)NA5Be+`D!?motoglRLDTZNQ1@9n2raaMNIQJj~lQU1%`c))f_<07Nr#% zjGNk2f-bPRU~-3xWm1D+KC8t>@I_85yeD%?28ux6&xi>0W#9Hi z-)Q)!{B+;>rT++T$Od+3huL8s&;Y3?X_9uZLm=^@_#+rFqAg%x+cylI@{`-|?9z{M z(`zdjc}!3ElRs~hF8TBr#hs#s4aEG@&wvF?$pxvpfEj}oRJ;JZ=2}Ro=n6w1-NjQ- zp`_s&7D|haVa3=Q12El0@L>>0fZ(_WAI=mXUXJ|{*-c%v3_T@J?U|6Q4BB;!lAH}X zaoGl{j_d&5;7z?57!Mz?SuN@ZOF-UMRn1Maf!eH1Js5k3|ABGDolctlIR2Ty|HB5PO%J2BDyiL)x-1LqEGhZn4oEz9yPYa--T+E-%$vJ*+&;%t#`!-G2XU% zB>xBZyk)n$<$=m&-s0t6?wwzz>Jt{`6wZrc-U@3|W@$FG8Gh!l&bero<{@ql1X|R? z2$fCo;W`;&Oj+x%N#d^IR3?t4+@+cjos1Ekj1wSL$|wK=2moA)XL*)cE|viu0Am?N zCLhQF@JQ@i(tVf9_g=DX|CJOx%E0%PScj4X+bk?P+n8;a~_V8hN*_!k7^#E zXc9dnhF9L(wweij*o%AHSH$(;e(g)C_S32+@4bsRtX7k~n762~A{_AQLj!BE4*zSi zUS^F&pl{}8XzUGbrTqjVEp357-<*Ri zprcyn+s161?Ov;G+fHdA;)P#m2b3nilrEy`TvxGO+k!byHLYnu8{h%vhjx&z8iNXs z5?Dah!)(akQ5JKy)Q4FfBgEaEf~wD~xYMW(iobmB@hw_Z6;+Mq-2 zLjDGi-s2r-&L98AAQ$N&zXfi^hka;=Wg8+%9@DUNa4Kcznh zbZCZ9uNIC%FQ61$YXk7%^qKTZ(v%R)bUU%#+Q92l*{{eD>;{tXS=^;jzm636@C@I9 z4ez23ckFql=k5^kA7BH^eg#{{brjciUFY>(_w_lZAyxn)aGD36)Bkbgd}#4ScICuE zZ3J>=hdOBQhi@He%1UzWtah`#F=XHcTR;X|aB?}!2J?hhQ06v!4BV?U*K#Ett{Bgi z@#QXCm^8A#`Me%|3D|$v`+~G{;xaCLcmjjZGlWn08(#Qj=3(bxbmL$ROWp5{clb*! z_^R1FyVf%({uIoojRR+lNPi3h5bOw_a1}LqU7GM0Z~;^Y5@4`|n2mWY-j25U4l3Y- zo4fg2*ZJJv`Q2|E7MEk82ckkgr&u6LsYUwkJ&0#rdZ#S9=i}(vhI+~ZGX9|YX6J2p zvQph%w%|TfXsg3{#KT#BQ|c1WfMR<;w0G3GceaarhxsV!KL58kkK8zi+%;k&b&vnO z*MGeeW_MsWzz2u}0tXT-Xz(DygbEijZ0PVI#E23n4wMk)8^(+pH*)0Y%}oS~B1e)e zN$?to0|pKlxt5^iwQDU?9!L~ZAk3R4cP=!Nh$hdVLKR*c3ehLepAo(IYt>LdfCn#L zu&8SF>Qxz9wN`!MV+XK)VnPl^LEmnh(2e768)T1(2x;TG4i$Oi2rr=EB)v~Y3CyV9l{FPrXT61%TVC4W z!MvJ5=-|`DI zk4CC8%*tsx^KsGH!b^44UDr-_+i@orc-NbA#JO#v-r_&GBMOb>w{-sy#mg zXDU9ZW>X%kwjcxR((S=_Ykl!WJwExpUhQA7SPSbl*X>8heueIUT{r#pM^v`i)}n1c z|NS>~W8D1Lp}f^-CLJouQvBhCz+GTTgmaP$?v*clSb}l%YSO>1GO&V$LUWp17zh#e zxxIYiE{k%&Yr z9uhZ&4CpW~XV$@vc6`Pi@UVj%L^E2hy2qaRtmkOnD<2rcD7F7oO?_E&9~u)RA^8cg zjRM49{z|kzH`395D`{6956B_|>M?-}Tu1;=@W6V#Ac8KK(x~>aI3*R%Dj3Ad7{ov( zNO-VwA>^FqDj~v3l<*b7_{Qm0C`uK=u#_=;oeVz)8rt2kl{n-fEP0n3VAz8n?kM6A zbBUWIYN|PyTHY@@B_8nntRK@mRW`WcMDu75KJC%Pd32#gF;cUdV`Sev=+QMZrm>q4 zVq+e|DYg;0shs9KCpyoG5&w{gvz_jIr$gu#BBXpsDG*_bQvfMQs}OEp{E8r0Mg^V< zTCkChJd0H#Nv01nbaR@-WF|jhmrs_iFNQIUVn#ViQ*u;edAd_7IYYz9xU!@s6^&~^ z*27uW(i^zcB}^@KL|z7QX3#m$bXN65o<*^k-?2v(iB=wDNK=|xq*Z#Xsnn(33VrC% zrZ&-GM)-MiYv6<@R%=AgbaJ(;>r7Er!z$J~-t9wW_0U-xa)Nj1Q;=?D0hA0migqLp z7>nzdLFpw)G7Z9m3u7qf0;>pvff6tlH7sH@s#sBWw6U4t%wsz?($vK6q$izC?sDh~ z(7=Y4{BS8uLz^<=W&i4U&Vf!afk6!MK+mVt6IwQ=L!DKb$BSD$D$}6GG+i;3d`_hY zJ?61Z^;MNwR~;*Ig|gMIGS{5nkOn)GE8Xdijc@hDqfye@5Vk5LkZ+ZjA<46k=vk=| z5v0mK^LiCY)@2ax^=lfg#U;=tbQ-5U;b{ih5mJHNNZT&8Lm=x2!3;HP}*RB@FNdUT z)o(=i)22RkN$e?DDP%MWK**#CtUth`wgBF1bk4 z2-kGqWn(lk%~tH0qkZN+ja0I27U`R_twTAp1{iccS!;BdXFU@yIlGx~rj}=6TUf&u z%yWi@qsZZ6QgLWSbB2YpxWzDjk5lnLnGc(!M#) z)2wqfADHK_oHIXe5$9N<4BSO0cTCZZL|@{JJgQ}Fp$&~_>#1tCA?6}(AD!Fp@!P~H zHkPnhEL^Dyyg?Q^IK*kJ@P(_B)L>0J+~KZWlF&0pb5{sH7Xkue)Or+)40*`|FLJAh z;Sg621mY2|IY?;YB}MN65ZXzUkr_>)1x;~t*EM1Ig`Xk+m+X&CO&_o2jCDY`-9+z_P9%T?QAb6 zM*r;acIHzb)jl@K-RCLsgRIp^2SI?0K#)jhAX)I{A0!K|V0cLM0rBn)1mn&0K@dV7 zO_RSrek)(PXE#=(n)m4DZAJj@oM()NND)}*0SYa+!sz(}KHwSZ&4%i!p6k&}pA~~F zY|89851~cfp=Ad?T*so(Rx@c`r1hH@fe~*J-+ee0I*c9Jksb2&M>fn)^--4uOu;ui z->Bii^xdEv-M|e11rS2S_0iq-nbnX*1a}!k0uVq0jDmR?()pcVRkVQmLBb)lU*cKW zD+JbGUD73K(&yBdVBp{6Wt9He+{Tbuf90HJWK8Q2AhuOo9a5H?nUpKI0_iH_0guxG%qWyqCD+nPS(19yHMD{_1JVnb9HiX{*&Otn31Gs<)m;f;r zBQaK?$hANVSOFvy0vEzxCA@+rRT3DAA^mOAnIN0PpdmNboEwta|3#K5eH0x=Mgi`L z0p?*zxq>Y4ogcaqAg{cA*CC`q zZsM-sM<*WNCyrtQ&`2$Y)hVW;D*9kW)=?`E;YJ?BEj9$JY0EA$1XEyKLH___3m79y z2Hr6yBNZIN7Un@9Aj}tHQW#pJPI^xLm0>sH-!}&38-}Bvz)(m@#(;WJ5mW z3vLsG7(xLQ0Qh|*Jmp|6U?e&@1}o~N0KuY13g$pq7e!E`~T2`JCMT@6sBR; z5nuY{Ipu;b1ZH;9&n(7bcpgMaI)qPPXOD!WLFC;pLSbaar(~i)3s8X`Y+)cAf@cz2 zLy4w;g62+^<~9-rYNjU5ttL3O<{XwIZ0eyc(A8}wpljq%Xed~2#zt=n(Q?R)>qUoj zP{(Y=+wFA+m3WxFRozWJlhcqGCPF8#cpVLrLlTx}{cI<9mXmjCB#ovG2!H?`(+K7i@GWOrYNBnqDEOFIF*pM;;6RXS=M?nijk-yWw&JF43mx3Rs2*uS zpel^yp@u_caXzQWdd3dPR0fUG-;v?ci zP~BUKvPY!aiuj$B18aCtli40 zF)HH~XyMA`s{8eAuU@IIiY(!l?3WVjX-Zy!9;j-vY_qoE&E*N_rK!%%?107QD#*ew zXa}~EhG=N3&e{%UU1ewp9ngNO&?1MV@Y$cWo`o@y)zKa|@RYp$OuLGQQ0<=f@B;E& zEz%Aj*Y;lTX{~)=Y6qBY|BNkndgl{}D)O!f2>%G7sTOS9Dnz-cO)fSjtkLb=R;&rw z?Fe9DF7QF$a_rv%uEz?lmKHAi9&R=cC}N>3VyrB*!BFPiNuem%Ye-B-QEs$)jOGG| zEL?6=hOVIO4g{KBEbL~tCNPGIt3B$5b8zUNQW!Kfk<&d7^dzdHE^758)9yKu>_wBl zRU$M!=X3IkY8~(M)@Y}GDyZs0^R_SzuV)e}=GdsJK&%yz76by+ZTEg}_+lm>kT1ug zFA@W;`hF&WvTw*n-uoi%eOc7vrmUQx5DJL`E5ykackva+2^Vwm7MGM4k8y=oXfUuw zF0{rPw{b4K@fyQM9Lw<=uW11DgDkiyEB}G60oxD{ogRhCBLpX%xpC;w(#+Jl8;Ax| zywz@pnW)nl&FiMehz%<8^jiw!ifR==4cAQ$!f*`Fa3_zl_Vq-O*3H7Yi}xJ_5L4_3 zyz&Sz!4(v7AoM{J-|{Ulu`WCDXr9T)mL_0C+c&0=8~)$37Nz9I;ZZUe95=Hw&+#17 z!W!35J3dMt|49M&F@iNPAUkl-4l)InmT8e|xkg9MEG_gz4{>_1^<2+v$<_!Hm5Nqk z*8LuOY%Pir&JE|_U_>$sf^IH#`aj&mW~RCJt&PUTGPf#ryH$9S12F%%6J`L6FF zL7iy+vCf@mKG+*;4 z%Pn!1ezZ<5uF4Xq{4SfbrL>u{EK$Z`01jXQzO-Z!m}bN&=dRLEi<>h`182jrGK$?072ZP;K*_jUo>9hwO$`_Ux)WbtM8VA zESFX>f!Y_E*q_WD_JKMs#jKEmder}-T~hsw4S(H8e`XlMR|xe5vFe54MlmqE zcgi}hN~0-#%j|&30x$@$3>_Fwdp2ix`DY7wE)ck!&S?gIG~%ga`!o*r|K!=F#n*c0W3NX!$<)@g$j)C zj!!zJd-r$$I4%eIuBPw&Da;3H0{tm@fFjJ2yRVZ2Wnn{knaww3N0!dr@inuVHt%#Y z{I{0}cr*VY4k=*K;pw5I`Di`3ObKf2G0}vJpoRO?PYI2^<;>I;12Gsu02O+N{CS|0 z_=!`ywjY3xrLzC9szNOKN)*YA*SHEa0w3f-9`wPwSGv1fx~}Rfrf+ol_Uc0kHmNK5 zBvGySnTA&cFM+ z_xQYzx5q-1XyUu5i#o%Udi@pa$@+U@1$@iSw_^jKt8>P|$GU-q3?CaXt=oFTO9RA5 zyh)KZEdAjQU3>-aQX#K7Ij?!qUKrInk)qA+hJ_`S_~OfZh_$o)Si5}Qqj-?W{LClp zbQb_I^urryLPe{4&ub>*GrrGLI^w}Qcmp}7?=rrR;k}c(=JWesp!cam{i+i@)d!eo zT)lnIESoC)$l!FXdpX#HeXaX(N|B7&M!k0Ay2Ro?b0ona8WsRpgj+Gc-$)g zy;1Bv-~S7AE)2TzGxzm|lXE8ojlTge=r|nUb-VLCIA`caVEf;FdpmXFlP2 zzOg#J=m#a~a}1swyem+fY_k4k!LiqK_QTJ9wjww{#1c4AAT5FiV;Q8iaA87*4{P{9QmEDEZtAdGOTthQ>^ngOh?T|>(R#^RSQx`)m*D&wj+^rZMP+v z^!3#`J5;v0slP7KL88-#gGsYO*Bynl#tL-th7>8(n%?;G(;m30pWlVEmaCc zpc0s?E)^QdOT|-F%%epZSuKn)8)1z#$IE8j(N}$uFSH_XQ7RDl`*@UmfA4ed#_A3)jab|^}0n9y>7dWsLqDwb7&&@`fS%-KS2ug zB0@c~35QPc&9^HD8hzB?S18n1;DHG)c+*6B;?&@v);a(IpF~wb6E#dl6;)L+Zk5#; zAA42Sj~%nD)>}#DQP-1q<#k9+Rx?sImxoQ#*qLwht>$E*v_&3%qCqw~DgURGR%qn3 zvvy3QuT46Fl%vuRg@K>CRqzyCb#U`|rUQ9Il@l-kZ|`3J}0V ziY;#3@%JO2yfFD)m67Ak@ekQ^Ttn}Fv(Z@=tkVQAfTw#I>V)+PCI79Cfv&UJ19cX= z*-a2SwzJ@uyi_#aZ4f?NlSo436d!dx4}*X#p58RAD5zaT~d z!k0q@@k@I>q#MA3P$3--k%;(8%lLY-lfjwK2WDM9FusO$F-%! zA|oVRPt~lZCUY@whK2iQ=Bo-Wt1svARk^djHvEwmCkw>99>vjmq zpdYCP$Uy!sga^4rEL<^>Y`*D*PWx60=YbAIGSZRdJc*%j*hzIJrIMHQVJ6oZPkD;y zLqoyT-V#6nc9Ofy82-SAF^7X!kM1?3A^#OqA4jS*@GNbb_t9xj%>z#M zpbK4ubfIA_0ugfp0|!A}syunP3C(Vnvz_%UXG4*TAYPWVm+jk7>bbC}9)K#qaDWC z&0g==SM6fQS%HNnoCJx}X+E}ViM45)P+C~}loM?TD(yNm`&s$UH?*UD?|tK$h)@#c zv;#9-06x&qE({p91@`AEvk2BKZc(hd*_5k;}Rb>w{k;O9@Yy!iumk$}kKp1a8=u z9oEE$vq4?xHn7CWO3sN>3{qxNXCTpWu^$K9K^X_~7BsdojBhMW5_)aNeFDahlUzh0 z6Pd{MJ#wTm9k@>>rP2L1`;wd8c=M2^mjCk9eEnAiRS5N{@!bU~4EV~ZKD9uiBl|JRN9@T-q+KcA!Q0 z?QEw|Jxp8Pi%(7wS=gc7L^LQKn z{9290Ru z*VbAG#p}UbNCSo6IP@azPUx=bg64$lx%Y04^C9c}@Qv@(&zsWZNj*@4NI>1ZfqdhFq^a` z`g%$iPDmP9?xya97S6`9{IFo43=;J4vmjyoc5WD%(J9_7EYMFw&?f+Jz}}bu39wNS z7g7F5?Gf!S5{VF@D)9(m?Jx{O6Q2+YJ5dTh5j7A96PTkN!p;;w3>8<=?X(LPVG-qO zF@(A)PAo!B;7}T_=Ks9f1OvGEY8UH5tZ3k)3dZxVBB;QVi)WCR^sj}zBXSK6vIbg6&@$TcuwXS{)c zY!VcIDedO$_gKdsg$6kAQSS6{DYFCnO6ujD<|IxC9q8c+CURgHvLQL^AtUlCz0xh3 zDl9%FQP@u-k$@vT(j%Dw=@OCt^liXMjlfFMB(V%71J1!RChAzy;I3|SGLg*E3fGQn zCS~s?sn8t}Qzv&u7hq#GtdJg;1Pm#V6{RB;CzCSuEaaF{ABAU-tf{B2$rWUQ7``%J zvQjHGiz}D0G`}($xx)VjF+>3r-~iO81+L&4&k{G&GB-yp5tGgblTPX8k}m7gF0E*+ zq)sm_u_Y~M5dP9eUb3NFZ!ih-Gup9qu8@v$AvR3I3R?p*zfb}_F4^2pGdFWHuTMJ^ z!fRq^G+DD#P7^g%^F8TPe9nRfH-!CKKnc=PH+SSdn!I5!6|mbqNQ9S*uPlr1d#rQZg!aO0ktQPD6ACs1f3< z9cr@I8Z%s-Yh20IL+$8iiVu%W6$4L|UBjdf?{!1um0su7UTe1dTyrdX)+|V=0seJp zb+kwOlOqupVM%gfi?d<(uhkgrMI?4&n=?8ub`xcCV?_fs8UbX9ZT3v(TiZy1WG1dq zwkXS$JXf)0mq}fpZCz#dOX?5=ZeV9G1j-HpXX#aE?Y8HBwni@`R0O~Qe1K^G)jxNW zBM&xdf%I6JR$22PRR#`Xn-!rP7S;^IB@yFlVI^Z7PHU~R61p}UzP25GQcF!1qs|s> z)0Y2jgQkL9S4+(EAg}}O;8teE4F_7G75cV8@K$eg79v-(cQXw?8Dv-4LO%@`SdBJd z6&Gn4w@@9IY4Pt!p>}?h^YkEWF*3(7Fo!QX#$u^eI-|5YHI_5T&g?1_J5%=oPxfrf zm1UQ$Hw5Dip!#jow!bg*O4&|Q{XK_s<I|Ese(-w$_xJ->NuvoPK5}=VOSu7wqlHU}Hr&+1;6+`y4EvO2MJ=q36 zd5b65i_IC8QCXD-l$AO7j0J9Twb%6ck2xupmdE#EE47SvxtALOhA*rVf_eXaQog|tZN(w*Nq>ZCS})fmD|_=EwFb6f8*WKyksWS?`dpF`)2{%3trmzWEBbq85Y z^C(L$aH$XZb`K&2qe_}9dS41yqUH1uCb_CF%Xl|rU(Z5)eBh(W`jbU^XieIA(RpAE z7K4*^X6(ys&g8d#~tU;Q-U)#QIe3VT&$7`Fd zbG!bSu0S7mz*j^s7S+JnIQ2{zg{$_B?-^Dg^{hM>*BT)UDIEWF1NswxQfx82vEg^a zpQOV*oV)vM&thRsRoto#n7mQ^ywCi5wzuN{=p#YnKns1cZ>C#^hmE9&c5X3MJ^sl9yo>KD(5Pt5&H zI%Gi>TD8rY!o;y!t5Y1+-F&?-1=g1$p8}u(d_V^39Hh&7zCpRy_xxY65m3E&t-~0% z0X;~8Jg((hQH@+)_qtJ>KPg-rv2vTbj73l~dj7+uwIwjCs5-b8B05U)ZaNW)Ye%A}$;13?yO`73(+~FU7w}V{b z(U{`J@!}PV!5ciMcf=8PCKsgiRziN;EquC7zRSg(?Z7;CEr@1szTFFW=G{Kt?VZin zo?uSfQd~SKXnh0#zRq<(=!ZVfi{8e6pqxuu>D?O8%UIc)7U~NemMfR)X*%Pto<_8u zAGp5EzP?JsUQ4xnvBSOWkE3OQMnr1|1qop8k0Sr(-+uKA!RAq4Z>Bh3^qnc-n+1Tr z&V?SfKl$&AKBSKx;m>)L*P7`yPhp+DrB9OamsOUX-4YeO>Tf!KsQs)eUlh6?!ZRO8 zHox=#*s($XhcC0k@krbVAOTkE^@Bq7SAXUUVa?Is-P&7U`28oY_yuhL_H+I3hraiH z{r5>4Edc_Fz=24Z7(9rOio%5q8#;UlkxG||6f26kh%uwajT|$s`3N$k$dM#VlFail zkIFoK`mAgTGiJ<{G*!yHi8H58nSpxx^f@S~(4m8V5|nNH+li4PLyE0eyz_89Hp}xPIM+_U+ucWB>lW zi1_j3%bOR-gdlo^0}&>S2tR(qiuCJG?1;bPNHHe+`!D%YO*P5H(oHtaBw&F%Er`=k z4)%1EgAp2)lu%1GHIyPxRmEY4R)Ga#h$4oSR*5E}r3qPbt;k}FYwZPNj55}xSdD`f zW}}Ud;RqOGkxgb?kU|bgWN)gmCR_iKO6pPDZACr_Wt37*Iofbk?skoC0tAr33oOVm zLv&zDr(Jg4or$J(;9+N8n{FCJkbCR7=bn6a-no!{UF63npa1;{Xhlwryq_8YN%hGNNTAro{H*QGp@>NUOB!B>t8z( z)|V}kU5RV1x{l^R3wkICY-~*0wrjD*9*eAHi4d2pXo-N3TL2BXzyb?lMmHUqGo;Ba znrrIdX1L|WNoTp{I>ZE?>OMqYpYGxpXuN+i`VxWk(hF(6H%Thtrkgsl4~CR(>S@7J zJ)(%H3WHi|!zZQ+F{-UjylVff7T4IAW3?IrWV0TB99*xz21{}s!#W9a$||oc8VJ`g z%d%!xo@PJ+0gUjabkL2NZO=Ar+pV{2ic7S3<{pi-LF+CZk)C_L3pGaaPA!s3DKV<( zy;={bufBow!SBHS2IYu9{ESVo!5ku-@WO77>Tui-M@)B%6yF`=#d_Ol3l0Xv40zz2 ziCi+tCku{v;>Q|s4YZ0MFx=m!E%$(z*6xgL&tv`^G`H6k!Di8-Cr$d%OrP$weNp#G zb?YMqh_Ag{8`?FbUxzJrQe~fwHri_c{`SIho0#J8V%3d2TXngGck?v*^~v6Q+tPvL zk6-^W;e`WxIQHIuU!4CD&w8KbY0^@AIp$+#-ZPnIs+o=P*R*C0(GK5vYBmxMR}kXHv~L{O|XKYA`9FcRy^Y!kArnv-ituk zJP}5ZgoF8o<6wx#BB^kN!fH|;{|LyLeNT|0A%L_j2PPR*i)ZX>-*kW&MC@>9i1bU3 z5#^*F^^{I&N?iZq(llZbC%y}cQ>&sWZBnl*E{I>dgHZ0i2+KhfY=RzoTib%C#$1kt zjj8gW^56)}=h5*OfGnnQ_Q=QA=z$N!GNv=Xw=5JA(lZID%$Cr%vufo`XP9%OBOzI) zZ-I-F;>zR^<77m0ZnBe}T$dR1BuW615>Tgv)V);sC`+}{QWT1%KQkm1FnWrNZ##=t zbZIJHa*!@>45sremWpRebTOxqwp0Sd58$0iC=kGTwH;6u)6Y#4wCpii6H z)L}QhnJsXtNu1=Y>HXM~N%UNDo$PGqo#5#%iu`Y$r8K31Vuw$i@SzX;R3I1s`OgT} zlAvWY<0JnNYCMIW%9pC*szdRX7&~AF0SE}GSv^zHkzG`oO=B-`Hv$`8!A!hxiy{84knq! zCm&k5FWf;Ds#2{ARZn{rtgfX*T3u*cz6wXbi1jjbwX1Cpkk+-r=41+hfjs=-k9{Pf znzt=(kr;PJ7mhD9Tgm_m{K`_m26nK71tMa>GgBcdmOPE^ZccGJCptyeo%P8`>e>~x z%NA8Yva=%X*qh3Heb#IU?AK_cTH1r5mY}L7l?GeeM%cEhFPNCEaf^%0wPrK|3YddG zym0@5a`;06l{v75fg{5_PLneUI3ILB{3VxCx4LJFU;IjZ-JxywJOmj}cj}#!=5RCAy*1w=!zJoJX4cQ;g{VMCw9e)MQ0IZ z3@0S+w5L?Cf}v^Lkc-$jl=0L^j{j2=Ld7?0KQ3U9ZLtp{Clx{yN-}AeEWsvMHG{dF zG8+Z#Dok_$&2`PKZe0UrjxIm}+Smt$S&eJbM6;NB<%}U85a(b^*PC^gWS%>BVm<$V zi_hG3Y&zRxF7M75(RQk=P#f)$i#&Q>DB*FX57gtVO}Y<4#h9ubW+F(@&Ey_AV0ZL~Z$07TfvRHl!on?am@dsYA{*x?3XToP(_; zU*q|M2GNIi#}d@0l{Z)Dt;TyV)Oq_hGsBQt|~)u|o_HP}W0v!;VTpz+bC zKOL{mRI_DJngJI)m*N$-cuNE8Lmh_6Ox-#0og=Ai?TTDHB*&!5)mg5TS9|~E7-=HQ zUHb`d~!EpLPLCIB0qVzXXKH5MeqX~ zn1Pfe5X|RTkJWdi6MgZqXohEf*N1%oLKB1{Xi7ku5+NQ1Qf(&t9DF`ns=pR-SUp7&5 z?XW2KRD%q1gE`nc8nR?raZ5iaB11@oMQAr#hJ{(^Jr(tYn@9#x7-pAY0HKJ97lwPq zv@8l|8GI#%W7vBZ*G<-PEf6?j+ww>#)`lhqayDQd;1Y+**KBn7eEO4z5J7l+$Ps>c z5;4bKgNPuDcU0VmZapV{{4#lp=r86sRgfrzl9)l12p6hmJ){44LYl~lPpEabQC72e z0JSBKx8-mlHBAP9fEi!{tjK#4=ZexLi?i51Z5TAh_Z?^Q1BT^`qhm>Qc!%#Xj1FOp z?y?5jhK$K*HI7G!+b3?^=ZxSdjWNMb{9=v1gN^5>jay+B>&K01;f-qnj_uflEl`f; z*h~i?iY!@NWOr63g&FdwQucU{zNe4-$dBHHY!hf~og*IMQIISKjKK(53;7TYDNl$8 z2W&u<1N0GaK#_!Uk6ezfR5!B87LIU zY}po#UFE(UhLxQ;3W@(`h(ERkgQQgoGBeX*3231e8l4&XVL#bO`bb^CSAn+Z zk9jvl9JpedBx8WaQ|6gy#h9L?G^6erFI&kH^f{k9iil3-qiNHct{J3eIizd!7Fu?s zR=P5p_@s^cn^8KYiYlodlO=wc0V1%a&l#O$=%ru!QaqF`5SX3S=|}-7qC)eAa2SVb zx~AbZo*|f!EIN$U_f9a{I_znu0)!};m8X1qb3gZ|6%wd}3Y%$JJZsSisy3;B!>Eqx zsE|sf%POt7!k52>shPT^JlU!F_^Gi7ro#V+ojL#}WqNEL=baXqSiIPad$*LYI+-vw zZE&g(dkCW{_#e1hqfmqrc#2fDqo;hDMK~C&oC2i8dPXP77RmaS)0#3B)uhh)q+}ol zk;I+&UBt=K}U*eNDFgB{dCcc+?Xsam2e23{s-Nhs>7;w7(C zAO<#DugCb1B>@L&(4P7FXjdb)sG5uL)3SUgna=iI@2Ze+>Y^x^nIfSE zKAWr9Cz=_FKt+3qx1*X#`xHz&P@Vtcv_kr10E(=RAbMPTELCf@PKvb@E4i5q93YSi z4}FbC#VXcBbMKG;jNhaqFfh8hACEvwYICKO2#P zvajtWp9~_nM#~fZ)I0b2MO1;frM0*R%Xunk2LwQ%noA{=Te%7v1yZWD*6Y3IlMOEL zx#NqeqMNOyE10SKv8&6zB|BI;P>U*Clz3+*j#-elE4MOBp3tYeH_K=ZxwpRiyZv#I z#%sLnb}2U~u&k+r@%FsXt0HU}f7ScFP=dYL3!K}FxfRU8qhT{&OTHV+vFMw=>RYz$ z`%-ADhHLwevU{%f+p@sut~39eG&QS-7V*ELqy}lw4*cK>*Qc2SEGWRsHN$JbUE>ol zp}gz1z&WTP%_~(8%(!HcgtytjLvq0w?3+<=1si2e@AuHiip9 zWGTgHSqZ9U#b8_#$x?Cyt%~5g#H*f$TKnLRdbcO`Nrfj|zn#x@&o$9Md(9z1SOtRg2 zoj+u3AljX6>$ZA#zl=4vdAvz`%*U4*%rB~F6fw*_Y|Qb5%)tAC>~+MD*Kt2 zJP5_W!({u}2##RQ-wYg>ti|2T$s!FUHz3MSCjhDN2I_pu=iAOCyvmF8C2uEuDg4T5 zIHuBZvTS&Z`fRFrS03Z^IZ27X`#aDKA*%~%ZTArdf$YPzifs?Q67UIMLu()tP0>s2 z$Utfpg4$%7&8#FSd!aLp#x;%8BP$)S_{xHHm_iBE z@#`IDYF*$l9vA<}XGwj#O{p{r(bOr&%Y1AfQO(e{`p{Ud%v}Aei3rVsDw0js2#w$d zAR#p1jiiR#ryv1Y82s<4f0?YS(v-x~Z!^)sk@@8mh0`L)lUt{HPs3 zy@q$E&un|tp!2p#%^q*s*aR&R6+zj>oX`l}keBU(%BZ87y=e|IjmX>Co=rw=6WV^W z+Ch@m*{j;=T_m5ZoUAq+%{ANWT-#!M+og-wHvQX)6ec-v9Xq1~Ilu!2&I1H);02xo z04}a1n&3PzG!I_jLj$78jcnkO9da0uNKG^;8fYUJs|Qh;!YtLAV6!E6LnQA~i^TfE6RP9*TXaIb9y13=&Pecwrr0(G6=f@!*^ zyS}UY*WMJ6RX)_)`NA~C0|p`C=22qak$m>sfzADaMG$QsPPZiZ*yB~*n!w9_yt^tc z65=+rM!ePDeY{FsxZ|y#BciaRLE1o$Tc_RQn(WPj?i-(c1IZcR7KQ*b(_9#U0kfUt zmCoc%e!67Xb~2CxDF9;GG;FXu<<*6Y^GnO7{sUe79!jmtE4t?U(*my_A04?ed3K

xz7GnAj~AnP?uF>Cx+vWd#b+=1>41w7R>=F2tx*z;*7g z%|6j#8SOntjLNXD(A41 z+4cnE&W^w%ue8ql2#xRrk^9MX&wmB+s1y)kM|s^rHWlk?=5kRUDZLmE?v(L zVPNqS&op5#_Q^>8u$$`0#VTS$=~-? zf9QcP_{rgge?$0^zV3!k+q8}NGL62Op4*-Jlh)bz!QDeI)tIJ!;X+NKg9#NbWZ2N*8i)}kPNZ1T z;>C%1H1^Th(PN%IAw`DVIMU=vksVR4WZ6<=Aeb>_1{ze;=1rVAb?)TZv!?$dph1NW z#e}1PfddCX&`Elr6^I)*nzlmP)aq5NS+#EE+STh+!@6S z&!I(gW>MPoY1FAt%V6D_HH+3WWXpD4oAqqmGi2bl9UHd|;K79h*HK)@aOA^{7f()n z`Sas8e*7p>-THOx*|l%y&ZG#E??}XpXTszP88TO{FhNoty!G+m#eWYUf4qD0?c2LA z-{1fL@~9ASKmrM@;thWI2?L4(8+7nN0vRI6Aqp#e2qO$L)Q}>TKKlPCrIK6%F+>qd zG%=)^QuJv>7F*Ows6m2y!>FciU@EDnqDl&crvUTuM<9c=>#VfiGV;i{<`QyACYyBf zNhqTf%qjz_LX0sC8k=lOE*-R*Vx=`HWp^R|v@^Hg zn$vSn;i5}!x!?eGjypmNH8i{T>|-y#_?W-~J@xvl&pt*QU6efb00eM903kdu!37}{ zb<_wCBIr~LQ&n|CR$G-Qk2N~s513Javohw%qKrE#Dc2n}NAKne&rR;|f0bxkDRv7&}Vmt2E+9&m#ki{@SZfzKAou zbYe<1Wr7MOpfH(=PZd0wRF+3Q^<{xnmDxg9Yi>y_2&|G6*?wgi*E6e zU~QxWsvDgGK`CN+^mb~h^*W1*YO_}B+N!(u`fITB0ynF}GQd(xbIV0H%rDz+_ifNb zo7Y~tPXoA4-|oiy&bLsQ6jMbpH4oDD@avdj$wSUq zJSdn*c|isXw4!CwMTI%$nNx4bX4Wy%NFt6r1bRf-XAl2+Xqk-GJ*P(+8RqGxq*khx z1FAZJj;6y_KJ2Tt&YJ7xqnCdAsmI1D0RkGh;DRjCPMgcNGrR0<(Oxj$eA3>XyY9O6 zcHjNp-p|v9fQ1`a(7=hyU%BI;(@uxQ1@JnUBcOinHUv z+iITksKo=hU~7j%Bw`W!Vm+)7AOImCmt(y5J;}H&e3c;|`QFtT7SJn;baRcqa`43* zK*u=pBV!r$2AtW@uYUW>-{1r%M&tYdj)@bX;vE0@9?L;6a~T5=7RC^V^k6|i4)hqN zQdR|$wP!#9BGAY#_(%dxh=Y^t;0G-U!VuzWRwYEC?RLdNn)svq(GS|;6XE;$%80F zQ<~GHW;LyOO>9Qf2~Kz>54QPDCq!YJ;_PNQo2kY$2CROv`4b!e2AwzhuZ|Dn*c}hJ zxqEU7pC41CfX0BHF<^|Jk~`$c#6vQY^#_s*C6z%kNJ*JpQlb#S*@rmUGn8zylbs~m z&{%krKs3S;1o%n-;3 zJ+e_-1!5$)(_KjIKvJ1zHb^REX)J@NSgy3E$N={CE)TNj^tx32~_I7N8of5LfHQkjg!1s9 zIy|7CSD$0!BG3_lQ7)?;wRr7^9qCL**2MMCH_4y}T;saP zMh@pTkY1HtI)Dzd+oDP=iU<+G}QFa)0tRriXFBwzdyfv#&VS#ziH#=cI@ch2+nmZu8x;D;tE=N~nH`OAxZ`h${Q*Vl)aKv9=E>8L*Lh-UqR zVCOH0V#oEc&n}cmGpXAnefG5Xd+jfEe)Tg8_qflU?srdkPes6YGhxy1^^!rT1COu4 z&#&;o?q7`yS2)H8Fj0o0&V8`(O{-E~517}#9yE{SUwbu>n>7M#Insj<%^@H@;*b7V zJ$~SWzuK}!YLNeaf{%d}!Pc3THRyv$M8T0T zK^06sli-8id4e27G#acybGpG#EX7tz1S1Fw0uX=<140ecG|e!=BSgZ|kQX)4qI)ro z*I+{Q8#VvIlas&$#@uKQ>MA^VVk0_o!$M(?E^Hj}_`)zm4>ROH{ky6~QM`|%Ib%aB z$H}KcT9h~N2Y#@e{m3>=QA9QXL~BzIgu*99Y?;$(M4Exb4LQM+h?SIJ2}~ruPU@Ww zFhvOqMN#Y~QUpkYq#jfhivnOpSG+q9d!pD9Ds`DfxiJk}OcPv$I2dy=Q|qmcBs?ih zwf0LKkIO=3M8NKfm@ix)Y1BW=JHs>-j{!8v#i5u8+?;S6N53-1Hq*V9;X{_Wf;dpe z3=AwoG#TD|M+b>Vd9*KcqsI)%$4kUS6WYhdnjJoPg9$iD(Gtjkbf$vjO0oQ!gj7g| z1VaA~(~@F}MT&G6(x4Z(L=ExNNPp>#;UNGrgTK8WR(>} zJ`}Xdt1OXG5`eMPEU)}Z9tg|X%uQ}7OR-qRRx~(-!vGZUlGkd>SxiDD6g4~{HM{&5 zV9ZO|xHuW}6Y45P!m+U{T#muqE^gE#eQGnvIiN4J7%?P6$0P$ajLgMr7?%64B47ec z@P~GIpq|uBMPV7F^uWRTBcc=oL##d0Y!K5tO{aXsr%cVQ%NeRXKG(b`5kas+)6M@| zI*X&S&2Gv8+>}rajS}AM%>ejK;M}QT@~IIsPAfvrdpSQ}RL&LUtrm68;Ciw?=^tT3 zMq+ag!Q9Se>`us8Km_ux_=r5@Izux|xgq<)$YeZiL`eq3gneiSE;FF|{3}bz!=lSi zrA$XXxHbW?0xzY43JOpSQi!V~P=$EJRxtxL&AJB7L|Umzdpy3BfY1#+DGIgF3(e3v z-P0iHP!9!BOY1)36sDh=A`>l>i$qbsgU-EaLiF2>jtrFDuudFxBgCmu!^0mq($Qti zIi2IVw|cMf_`-jRgP}YG^E^2xz=H9(!t7uIC2&$G1yY-2t0@K22T96q)6)MjNG}2D zzyPI!0X0+nN=*&%h*)XR{$kJ*452)jk$dA)TB6VxsMZ+3Qw(K0Y28-9@Kc=93I-@1 z3`0x2BhkoM%gksOSv=8ssmSq5zuy8p+R&Tg$Q$HvKk9tH87szB<5cbN)K3LiJe<8j zG8rWJ!mAp?LNHI0gA{>M0$44NQRs(km=D9m4{|I=a}-#h91uh7*lzRHbgZ_5V37Po zN~w!8)FIYlHP(xGodk_jI5oc3>!B-G282Krbk_}Bn}0)$16F+2oR?LSDcgm%b=Y`6kQXa`6@0$Hmk!#qqb zVmt~&)&-*VU3vyS=n)O*_zp}sU+Rf1&KG10GuUS9oku+echgI zrfZFXpk-a#tqY^I3ngmW3;<5=n_4NFNHd|WPOH#nnkGDzs;pXG=B1`?0-V7^Bk5Hb zzog!??bo+G6#MM1WUJDS)elE9nY}gDIyeMPXa{~kTwH^MX^a9^l}YWgr;UZ&PJy~$ zEiBNyHY_k%IKy1bEi8iQ+=7rKV$ClzD8bicRtGhq{(6JeyMxGkkp(dUf9=1{-Bgg+na59TVe=KUsT(pUGP zUg^}69@e;3OUCTYF8RGx2$DcXN<VCETt9H3x4=GiaORyywEq|o59 zz%UTr9)$}Z5eur?T45Hm%SL6uYU5Ids-XX!uQG1tGk#_^kY;I)h&Jv6IQWpPbbxFQXRndq zZid}&c4|5v=ds8s5H43uvy39-v=lg>x%|6d6g>a3evNv@TCS}wDxA(z)@MTDF}Nnc zA1E#)AZU|2xgs-YmD489vmZ(RONJRXEL>6@eJjWHE|2j}jIKcSkkvZ=xjA0%Y&a|{h&xV_^H(0G?66zj64lji2dux(+d!sjVGM)(sw zDg3L_q{&mKh!YjU>Zj*$YuDHt6sS zDe70rO4;=7t~rYo*lh~#Z4w_^B)V$EU?LGso6o2s^U0$0`84NLjbN;9>vm}B6eEAG z!b&#f!BpJ2{(^X{|J#JI*1qaj7v4RWt>4Om92p@w99|QgD=}5xx40q=I za_tYI(-qI{5jb%am+Bng<3-=o7XON*Jpdm}3?UTM$WU&Iw8f09oA`;iCQQGFW@{S5 z?jEjW;s~J8yRz+w565AG{By~dy!HPl*JNMoyy4)uHY^mHtPbyJn2fen#Dt){YKMNX zg!)xPlNAVRtL#Ha^Jy=H%tO-pWE5ks?=i1)02bg=>D>9^&p;$ucobGsVMGnTua?yi zME4*?pY(1q@kfWWA%UbX8>AK?iQf=j#2~PV*jXuFi>_)xM*U2 zM`)+)GsiVF_uD$CHY#}E`L;<_CLJ%e0?iH9FdhhTM|x<_wFxgx0V#A1Khpyx!5N9r ze2*4-uXmrlcW}P?vD|mC*j@kBs=HrWjLxXqfbDi?H|8#g_Co;hzs-5U zzZkjYa>k!rEVb$X#oU8P_iroh(Jt-M%y88%;4{sy)SY9mcb2TzdY#j*@g$ls95p<&>0(d5-mVCa!$)J!v$jb|Fi%B1Sf-J6ZS_)}%)jfDqG# zN*6H(3mP;SM~@yhW5)kbi8wGKMTuQ5V#JtmBgc*jFM15=aSh3mCQqV7`9?y411?{} zj45*_&6+lE;>@XYC(oWffBtMRB1Md%Mvo#*dNf526%l|!jVg62)v8vnV$E99NTQtz zU?wOKAi#qRA}(COpcaD&6K>zaMPUL3-MV(~qF|wy1zo;<_0oNjcQ4_>h6&3^%tFTE z#f%*%jx1U7jLI@9TgI#zvyI9&K7$TzLxQp<4Cl)vAlQ)=^|O?b^0)`HkudqqB=~RN#ET=rLWWEohR&Zuf4+P=^E%BLMseZ<36CGOz3WD@oA>bJw2vb% zU*!!yepSlDhj0HpKKzK~E8@?uf4_bxP$Z5Khk$w4i!Z{sQA#tO1P2^%Bv6$BFzt9i zjyd(Hm5@UcX_Wy&5v7!pOETqDkxxPyrIb@r*%MbhedQwo0t7HY1{t7*mRcsX1y@{e z;gu#{fYn8qU56d^f}C^GS*M+Ix`1b%cKYDM3w;9WLk@!yI;akX5~^CFuC>M*YLA*W z8l$nTCh2UljhCsW;R!b%aTLl2A%qSt7oDljF<6~-43QB97Qy`xYpg|px9M!=-3nn5 z!1cCXd++~&I^2B4(YK+o$3|pf7i0)nM}YOfPhoMJXV>o!dW4? zq{B%y`P9M_Q(Upd6NAvzPXvrrR+wUzX=YqT zH{*~UUy ziXOLP^V%D!aU60gs@B!99NVk5svQ%vc{gir;)#cwu4Px@2tVxrE3AaxqUULR;Ub

}{}1v^>5ka?t}6Tg4-m=(4kTF6;6a256)t4h(BL+R5Rv65aKPe4j2Sg<U zN01>!a+EN}+DVitRjynKP78#QF=fuAS<|M*X*YH5QBo?pF}YZy-0vVELma2jwKs*m#kf&f(0Yi*6mxj%jC|bOU>?Gym|HR zz5C7YU%-I{5B4k1+cm`3yctg1*m2`;h^alMT-owv%#EdO=FIt;XK9~9f7YCMG~&>m zrLl__&z`*2qE&ZpHk)(p+0Ars*4^9pZfU=TH_O%QUB7a}l@C|;d!TcH%A5CgSg=`j z|LhB|Gu)ot`*-l+#g7MXOj$3APt~ulS(4>@_$Xb%WMALD(?C-1?;knz=S>fC;%~r> z1Y}AC0)^75D5|X5$b&!@#0bK!1OTfn49g;BEx0;ti!KnCp(ex-^O|c!x$F{=Fcw?< z%do>@lqa*qBBSv}9CI|yw$wb6&9uil`-~lVQ2ls%QW*$G|@z_q6FJ?%DwpFRB1jp>$HznuikbHDr! zXvM)lKf-gT1_{k5D~%91fI^E1urNbPWdUWEwb=3yF1p@Y=0g%g4fU>aTr@SX|91TH zCNg;-Lxj5J<%_0_S}jLhdA*p`ISHe*%$?O0}|?9JI+kaAsck6vBKzr-UN zc^guj8f<0YMHl7>0RaOY)RUTR$Q<*Zq5}Pb$*kczhS!rC$S!a}KN47`Re)QQlqJJ0KXnpum`bj3GR(^Tr z$2>?}Z4VY3VUq3-8CC+IqB_we2xw!U!)<35d5g5&aa6=5ty>uZJ81U zT;aMm3iN=(8(-Xi07fhp>)=N=av_bjWGZu>+8n3k;=mAv<1QlNi|9gEGFg?%FYQp7 zjclZtlpV${vLm7FRKpH?(M3-HFInt?DqQ|5I5#JGiQH)H7w2QD_pUQT|~>9;e2R2&Y4cEYV1=f`rL@xIY_(!g5k}DjQV!!l|5CN7RM##psZK=;F=DZdTvX$m z{on^Tu9{Wgf(k{Rqo7yqQaVH~lAg;I$63*;&$6zJM$e6rbU~OS>n6sMmlVhA==$B4 z0ajZ2kViN8+SgD1)vw4qFO_~M*p9+?YKi^QVHLaB=^z8N_lYcJ{ku}j?$=&j9N!k} zMBvA!?*Q@B8{7ESk<%{9Up9eM0lX3l*k)M6W`QbHbz!u3;3I*T%T#ay*|CkGcvN^n zE@2{RR#j0~#$>(BjLVuB=-x=W;kd^=?13}Xc^AAxE+J>SG2ZfaV`k`Oa+9I7ocGFC zI6;##x$G+*`rdb3zF7nJ1bmeK{#VQa{<6Eq|7gY3=IP8|#@7MlC&rJMv3#7BiQ5El z3Jhyl&m8VB#j24Fe(}yFw;m zL5V!qT^$)|^2mjfZ{%cDFI2tCs?Bhs4CN}vT54v>@_2lci(IUs%s%U{~F0zpgj45!?!S(GQKSnx6 z52jR&X7_U)8RO`_s=Cv~abm>Lj&g{jNaB#|r~N%i8D0Y!{h$`FXf&G_rdr{&5!!lp z)81!AT-Fn>UVUjv>)sS62f= ziONOpjAv}a7DFEH#X8nejb-S97|Ia$Z-X0*a;Gyyxky!V&+1|r-?QB_28_ESon6YP ztQ@G*cXR*!bx+nz-~=y+!83z!PIj_pr&%}+SKW40N<5XXruY!S#T@BPO(DhMfXKmo z(vSZ)Pbg(T@P&VC|eIb?3X#MK%adk9B0D8n`As zq2Dr&;Le5V-*CFfTqMt_qcw!pU0v(ssTg|J+Z$cKcXL|@c7%4r)Ug|W!Vfy|f_vJZ z0gqkpUdGq@|0G&{Cp=F)9(a}xzWe+^d7WswHp7>+@eN)Zo(drO ztrXKKha$iiaGv>7WGF4@0B1P;PY=-hwruDHJ;F7i!<38h5N3Fbaq|>uC>5uZr{#h% z*MmB=iZQ9Xz_Yprcw;1a>pgK0hkP>~5W+g(J3-12J{>^@f6#|oVLq4{4d+8U%!oc4 zWHKOQlYlcp!U zn@G_CR|o|!{6fsjwz9aCsQR{b06_mEIHW-u0K|vTtA+x^wV=Zo(`$=xXg$JEqzc?a zMx(tB8mkU^H%sHX5p7-1&K~8KI z9;`d;_(5<8LL?jsA}m6bI>J(9kMtW5liR6X1EakO1o#W830sdVGJq`vg)am{FT}iv z84FP0FkPq|xyXfOsD^4l2YjFhe(1k63?~2#Jw2+!wn#KS%tmdjx_VL-3}htU3qjvo zmC2B|xl+VM%#lV^K^lQX5}L&Dszjc-L{Ec3OWedx%tzb!M1E9;ZMcqJ=(1I855Pl3 zm!gk>9FSXdlk+1Vk^`+XV;*FfKxh=FI|_$z|1iCQ+D4kJNpI{%t`or!yvYw@w-TDSbR;rt@P~H@N+Q$5=3^G) zQ#E~LHGUMVfe1)aOh}J7MO0KpsyqrM#6|VV$b4zVVah4Tvlpu92SsU@nX8Y6;Q)`^ zgpUM603wS%o69}}1yCr)ScnDE%dKoc2bSaqe27V`5(r|D1`M)E#MDNeT+9%Rv`Lda zRe>bfkv*fNE0q~adZGz$*n zvp(ZCy3~b}|16GdD2F{_zy$P=aR`~jEKk>C%$;29o!xW5eoYV_E(rdU2$KX`3Q>)nV25H%c zb&yh1{WQ*8$}3&f9_kG(9aEAhNP`3iFjY`k#l_EhP-F8VunZ<;a~Bb~!irGSJ$=q!ge?{QQ?Urtvyg>epoegx#$H&4SO_;hLOs3!jIe4{Z7c_KeL7Q# zItpx=9BmP^nmQJ7okt@fPW9Bvpstt^)psD(Q|;I9N>%)1Re^<;#=6yxkN`OFhA&-M zhHY4fZP+kfP=hs!UY&_oyeXFht(sf8LW!^fC;$p6)AcykWEFrfVAf^@LuhRrY5mh( z|F~BFD;|1qL(v;OVgQA<7|-Gg84Ma%a^1sowN!2VL%#r>Q+d}$lZ*;8j& zeOTSy-2`ph+odMH#R|Diu;3-1^|KQ*s?&-{ifQOjJ6SCPP=UZjS;BqRJjQq2Y`})b4JW{q70MMI3<6!t9olux-1S|gcWu|#6W!6RF?;e{Bu(Abz1r99 zU;m9Ed6eC*Ee_lL-2*5Ih2>oZUf75=U~1cmi!HN?&7vp_qXfy@xcP~waNdy<5QmZ8 zWu4yY?ZuD`ps|pnvOrwyd{Lp(%e`EOZx9g~UIs%dTJj7G^)00LWsynU;iE;@*9(l; zYft)hw0Uh>bQCybu-ev5;{SbOtp!+qvcYRW4+pjggiYWDR^SG{;(jS!#OuBZ<D) zkYK$?EPPWliB;|MuY_ZC^sB z$sR6JA{{FnyI&$+WJ|@@%+M#*MH*z7G$_twP5w6~6IJeW;4I$a1@2-mCR4aYQ^KR$ zDvC&dsMGq$+h|)D1^bf(@L;cy1WS+vT^`|Hd@cN2*=&-Sxda7n5EZ)+q*wtRciIaa z_F)Ya;zc&(L+0U|ggy0a9zN2kt7Lt+Tg z=p0Pn5DxM3`PFEzeqR~$T(tV=jK)B0wlRm|hf7vkXclR5ZfUrVYaKZD{&In~n*TL*;=qYWIo43w;WGHa5Y2iet41r5@;}=F_LfHaN0{O4$WwSfIM#suO|e zt?ulu{%X($Yia(&STSPdQe>YLxExYzNV34xmTTCK?aDYZfxK%t$ZNf3*tJ!Mc(B#J z7K&Vzuw6w$$osM~c8W8;+eazCoW7F<5dcPzgh#+-XD#T+|IR#T$X;PYJr8-H;qn}Z z_Uv%wS;0u=&^~YUPPa$y=4mLNYG`fOK3&t@C&{EFm6mP%4nAb4ZBV}LFGX7bPuqs= zZQuQEjOd~W&PscBpI>!~!*0Uf9JyRISzUev!EMg#{$*zf3+>)sbt0~F8zii*+!p!h z^geME7v1sVhiXXIBBnYWHbfeOnY@_f8P9JVPu=veZQKrUAOCN%5Sz?gx_5 zsxEV``tEQI9f>yaHqZ4o7u7pz@uR&|N4x0L#^^eq+SyBF9mzn{7W6?U^q_oIcJ^;| z2y(sN?cOGGN0$koi11q_YM*wt!hUi$P2-s8>B6(QPq%QCEp_~JYEwsOZL$<|O1%f# z6f&=O$~|+>)^&bob5SKYJ>0_~2GU3__98xO$+#{Yc`>3j>)1Q%W_Nb|=HTDO>uFzf z0Ka&$olR`d_K?Vm<_=pbA0K>)9}DgqG{y>U|NkO)*&hK=0Y<>`b$?5muX$^`HaL2t z%MMR#)Eo#R5r#fr@mA)3FZ!=WKFqaAM+RbIH~2cw*KZVJh_^9(eQSxQEBz{Ei)ROS zaEIJp*m#hKjyC{Z{8*2_i1QnHBvkwEIqsQwaGRL)qX>izEdT*{fSAYSH?DcUw|Q)H z21D(6ta^12iFKjhYQRut61R1ur{ ztN%1_DB%8%hpz8>jQ8=d@Aw8#0RFM-Y$t+15FFfeTeZ%>e8 zwJ^L#1eAU3zJE)cb9bjw^=Pt-ke&ZhU^X{J?<3r1xsf ze{qxM{*tjS(+2j?U#mtQeee=hLx^X*PJMS+{Qz%$`cMD`7y^Lk7w7=Nf(8#FOsH@n z!-ftYLX3!T$h09t5>At-aU;i$9t}?O@Np!`hZYZL@uy{DN`I|HD5Q9C?+r;UcZ73+jUvkWoFN! zJxgsZTeWQ8!i_7J?KisL?&8g>cQ4<*e*XdvEcmXs!hQ>T6P$SPH)Q_wF^(*G@;Ahm zFJsQ^?HcE6bnR~T%sDe&#FaIp|1LZ_bZ6C_U$cHKdp7Obwr}Ikt$R1`+TM`mC}49q z@!|?4z=`K>xjS;spF@w%oOwKXYakF*5MiG{A()d?uti4DgHH5i#&1R?N2&82~-ndw7 zqxF`gl1nn#q?0}(!-0NNPKlgy(_xvVmdjOlodF9p&`Lkp1cCsSXRc>aMGg(oADVBL zq#m5+dBDd3BKYG^e0jpx|K6H5$@yk|2O#j@BR~x`U?>4v(usjdZ4!ztp(JQZEbHjg zPc~R-MInZtf(q7#qpGzbH5|5es)(zy`c_@9uC>>WdCgj*t+xi2ST!;7gR8H;YDR0U zK(^*ti#*;)GG%I;u16Hv z7g0v)!t0O+@5Wo)yLmn&U!MobRNSE2zT49mhXOSqQ9@a=RHRD1f>cwcn6eC}{m@el zr&(bYs>T|V+Oeq|g6QF?Ahs%(uq6+BSIR2?+Oo^lRI`ph^tfEJ%Rx$uq>srKnV4xo zMn=tQIQFQUw8IWv|Fn;|Ia{sMogovYaP?Bn5VziT%Z}DuS{H5v{!~K%nNwF?c0n@b z$7b4Q!%HvQABA*4o-i$>??U|==Qf-H3o!7ZLnV5!!GjyMNyAB5 zF5G10>Bg5^=&|OTqc!q}s-hfvh(YUBtIen11v9UxvrZ$7Cwh1|pKceSV1u|DEb)Ho*%{5H+;x8D&~@yV6)@HmdpE(ul+vp%sfZ#G4IVipLvdtO0r9 zi`Vj)=Ph=0jRJYvp+EM4of*QZP3h~%`hbY0KpC+i?wQX45?~O!6$E)h;KO*n(>`ro zu_ug>M8V?c#Y6?JC`vJf{UQ`0T}T5N^q^QaveAoP|Mc*Zik#L9F#5{EeCVM%%9qaE_lWIpcEj!%NJ9HK0T zI7E4@l+DU8omtCjdJ`LH#VTh=Dh#x~p))5TgAX!HVzz2%!*6vB0S54o*h+CdUQP*Z zC5am{|It*ZX0mA@DQQI%o!F9n@oR|RLE@QoasUB5fD!QfV*D5-xJ^vzC{2+CJIyGe zUFdI(kkf~Q&;het;1iz!tXu)}=+9975s-omZ|ssu@uTXR|vL5^YJq z*(Eg3gdBGK5^LZxNCC*yQ}l>uINUs{d5Xx?1I&vc_##LFpxB=76=$haBEm)b#zjPt zGps=w#llWu3wE~Coy>?uE@Fm{$7QM?a-|qO*3rf{=0X>9Hvn2mI?s=}r+=ARo zPbg^xpYE1i@U%%=IuY1cgTh6zmNQXDDF#~8>dpwU^^N+=MuXNU*Ll(tAM3cMS^g)- zI^OZG`aK|8{8(5Ixy6AbOKj;xr%;CSqaPTREQ2#>%4H3vcDA$SW^P`35hPEQdTuY)O*NHny)_@rq5VQk7n^#G-`hPM=#PH~>|+z`RaDoM_`X|4jpY z>iaQvvD#BA9)P-9Xh|!uIkoy2**H}Z>5Fv6*cmIi-RnGC<^MVm#I&qjMB-kuOz92KF6M|@ioTQa38J?V=1Q3`Ak89lz# zF?G5YYanYCP*J|MMy6l6Mr~9iN*9UKv%55pEIdLAL!2{r@eB%Y=^NRwvf{i|TCofhwH)x;JhP^? zJBSfF&T}5klAUw5J^uY@gy4 z+9ofzyX|dvqFIi*P;)QX>}I*rBO7_W*o5*N@2`KVzl0ULh1Qb5dmpynCW=`<^nr|l z!=1sh3!dx>p6R*MCY7G%G;T!AQ4lXpgn?I0)L_l>;#g@Oik}C`xyIwen}iS7Z7SqR zvUBEo0D3&!Jm<|vb1m3h1jZc>ALxcAGaUdM9MHp|hVJ^I7d&>`hP_QG?Cv*au|d?tRJD z-ALgdKW13CGV*i$(-y}~)TC7T;Us?X@}EEb=U;MLzaM=o{|+B^o&T%am==hMO5}-; zg&w)MM9g)b%za+y>6*3}f)4lr>}A>OQ6QI*)g~m}D=3}q*xh12pX%P4nrLh&3s=E_8|HJA!<;Z=>(w=GD-XWUrEGY z{V^dEnp_edKvKQQ{y`zX_#Y6p#6Aq$+(gj<5CIjD%>fGF|I95Q=gnM`fu7Ap1Qni# z4%os3J^~_ql?4i&(KQ8v;9=r;;2!cJ2znct0iWZ%mxEM;|HOhcxFBEMnE+u3^D$x! z#^8V5;9T?tz7<%C=pZ8b;3jgSq!l5A>4gy1U2AO6q;baaRN+S~VH2|A;yvN}X^*x{ zSt>rnEHah8EK#4xM6n&4Lx|xSmLUV8Vdx>xazO;@*+c;lfDUX?9abP6!XCj`0xLKL z2i6{W@nJT8pn2h*89|6H;FIIT6~)+;-1<#V5kf|M*!LG8n?>(PBfaVk@%ZD;^$2 z^k3Ul(L^$Y%Nfx%5kxK)fCq3@ar`0~2ICH$VLzmy=_v#<4u>-8z%xRl1xDK@umUwE z-5tI{F({oLYU5CrS2sGH8G$1*2x8ko4nNe>J>?TVp(8OMq5ydcKUpR7$zvkcqn??{ zs#sq>B2>tLP9!B%T|~_q4WvP`Wn0<`LlO=8onl0KCVBMVE6&&dkeko$c;F%-JW>@-^|Jl6-$%ss;Xoy%+A|%ZPh}6Y3ESiFS z!!o#Kaw@0m03qFl-zgG-MAl_O+$CPpA4bMnELKf+P3PVCWz`5^bsfaJ?1MjCgmg~H z0rmqhuB7J;qZ)QZPXJxe#o^FRCVkT3C?v=o+JZIWA!h<;fQF{FJsmgNnYgtPHptmH zo*U%I*_^4{@#O+r#Uob?&{o!_Z5oiOa6@i(j#>EG*nQ>ah~>$cjL<}lT)mw>s@-zB z=!+gCT=vWgRsGLVt2*|AGYQm<}j`9;Jbv5t^x4X~GOTycIvp6P(2v zYvR@MUBxaC!#k~Dr(mUqUI>VEC^zttR}7Y@oE=$~irIywAlX~gKn^lcLoT2Uj8bZ) zD#j<$sEyv}0pzHTDjts>7hk>&V5VY_mW@>*L?Bdzl2H}a049`1>0-X*vw;F5*y^n^ zf*Vs3_gFVq# zxY_A_?bV)M=mFhPpMHwj&0tzgpCl@fT##kxAOkkgQ#GVri&|>E+G~tn1~M4iraDBY zdMcEwQHCb3rIu#Txudgf;)E1HJj?&;Obu4!qu*@B`bwbB)9A_E)+R-US3yZx0SV(35h z+4SiVh$fJq{aJ68rRcmXJ^hZp0Vf3A>&;AUgB6Cp4s3TKhdg*{6I#;aF_(4%k*Q8( z!Db7pW|Ku+#59@Bka`D{atD0P6F<-`KUgd}w1YY50yl8O#`-NN?84uI0#wL?D~PFo zlC07htIC2V@3m7}iDt{X6EVbsS-g=_N~@fu=3H58d}(VThTB=p(Hu!bRn`<}V52 z1vBgyx`v&I7OJ`i*rHNH|I_lr(>{=2SR$cWR@EltVfb!jU2Q~W?R0K!*D~SP{?Ko+ z%a6i~lk#g6+6nfEK+GAbL0E)H3<{n|SJ{y5K|rQP5WutP!5Mv$#jXS0$}Q)vW?g;m zgr=F_xa%Kj(gh9>S25xS}?1MQ|E=|dv<=2_;O0|hUx97_mG#%~aB^im`oa4quEpYk$qML2I?qA*Bc z587hy5JeZ;d@pgx=Y8rbBj`cL>H#R^QyV=f`?ejNUhB2;Lu-AKdd0%u2Cm-*uIkLz;3bSwv>m@YJOAJ$uEu!${ z!HdEQ+d@EDs)_`4!DPK4tbWKRAOM1v`mnC*YWYsF-!4Nq^uqbdSKY=boVD-8!c2sw zSrh{<{R%UgYH|NAE6cjob+Dn`8@>JoA}{hf=SBNHG9(|w@lLY*xiCEI2PgBZ*`kLhGm-wa>e;MqKf5X> zdjvT7fhzC8{~oCFLNhcVi~^;o(YOnaGIgU&78wiez(@h<~zEJw&l zH(fECsezi;|9Y{6lrHdzF&RHjwKAngx5GHZv4zeNSEBAVgB^$t>NlrFIP1eW*Psoq zYdQaBAsZA9sxv#YGZNZ!B(Ly1D_%WMHBu4uUT*bw*znm*UK9rO^{R_LkAy)hbXqHP zLnA^4o`S>dXH*O>RLHg9Zfq=YL;kdbo3fS?*DU)!sKsUjRKhPXk2FeqptotG|MKrq zPTf>cWj;YG%&?c;+7nPe@FQlnPe-E15VcXut^!S>Qg?9g^2I+wb#kI&R>!j>TlG~} zGHY*>|C^w&CToib1cG?_Gbj%Po>0@n()M~3z|SGV9^64f1HxJ-wfxNZIh61oM zMO@$YMYomqX*B!FEfY5}YoP-=H1jXVFBO|~V=wkeCo5w=9ht4^8!=SW^)3DrhZzc!#c@UcbBy>U_w{au4DvQy=gaS`K3S2|9$esdS%e5<% zwBY`-dhK;<`E@RD?#&AJU`M4$2XirV@lXcC|FU$1Fhey^>poC9mD7`hv_n?b_m+;cl_xGsy8D~(R=iugt2(o}rs%abe_aQij<0u^11A|kzgyZ>x-+4ULgFV~> z*vff$bT!MFb#ds+=(R~HFGO@HdfQCN_&z|2tN3vzw?a#Tq8tS^&iJNNij8}ETwihE z{&G0BQ8{GyT)o*6*KK!atG4!nc#k*W%DUr<87L&HGZaHGux>U~d3okZuj>PNOK2i; zd2D*Q^X;r2@rv|OaK{LBv(un|vpI{h34u&Vby`p>2K9pL+MQ~IR`h#0ZLqHy|*fBL|S?ED&h|KRSp zMW>mM^EE!G?_YCnU@LHh=F@mD`GDej<-Aia$h4f6XPmu*0_*G?7rT9nD?OSnXPZTg z&;zpzHJF1r?2b9e01_ZCZJ-ep2p3c(W_!&bLydMja@6^_6MfMeJ%g9~@@7j%(jtfd zpW9A}hmYis=Azl0@_ESTiW_&n3bSE2{^d|p(8zcIaR3;ofX{?R9Wy70kod*s#gtJ9Z6|Mgavalt!8 z_!`?j?4Un{0T?vC#{t*pd%+CIzh4`shrK$Heew@HH3BGs`mbF}MUS^>!v{IU6Ztf& zS1*`_UM9u}J4KT`gO-b?fN0?)Un& zKH0PR>EnkFH#&6Hc$+32OV{sR!$-&36>PY!;HG;uPtBSh?AWsD;pSbS+8~b*4_6Hzq|hc+%7)u3^edN?(hrn zzy=*`aG+%tnouAKDO^Y)Y9gXW!tFAo@F9sh8j-{jO*|19t`Jy@#TKiQ=^mYAoUtCB zd~)$64_X-t#~yJM%f}#vJV31>ugYpGlZKcEETpCx$*duR|ME)60t8s1jySZWtFF85 z%Ig)t#2hm)!_0gvvBo4@lg&0e)9lSxWN}3n(PSBpIMMX{jkM;fL1&%Y)|pMVe)N&< zwbtlaEwyZ#>m@tjLK6+oU34Kvmt{;_hPQR_p@&dJ6&tzeSo9(i5?m6h9LzGb2 zYQqg5-LCVEPvC&Vl(}AzLFPHvSe~u5n0w1kJ58mL=DSO4jZeK;ZDm^3rN?t`zW;KK zuAE=B-Wu2j2Q(IJ1CiyfAPXyGmO`@)S|-E`)jo)Agsh!gBXR7$8}GcuF%esU{f?^J zZ@&%qMs-gh0cVVWON`)7#=2)@|hd14Dqo=mn5QS}2Qd2vX z=;}4q6g5vQhB7>Z)0lPdr$i|4t7*^VeJdKb@n?hU@z6C-y*G!_FUn z2nV|68pm>5hu(&^Xc^=h20REwCPcT3?Cl$Rvs*aIA&zofFdP)T;08I^K@Vojb0K6& z-~>k_!i|euI%3LDKq5lJ#mj|{+ZT>RaHP&1z+NQ5*I71KIT6kfM+gwz65=2S(;)(N zNtDDW8rH(SH&uV>=nguMlnRzMK68^6ke=Uag2AeMy*Cs&odNl_;H)u zpd%YYBU*EIwzJe=;~i;~PRsQ1MmZL(Xzx)Utp@o%^-ZmORGXD|bap8E-4BwH>>7g< zq@efg50l6mTe1|`kY0H5lMt!KM7;40|8JZUm8h)aDoe?c>%5XT-+-koVL8f>^s z#M=fn=s{n8FowY_2?JW(6R0@^KQj`#W z#YX}NfFF!#IwjtPiFnCN6TS3A*F}+vj3JB_=}EiYy<&?ZlhYUZ`9dY^?H8xj@-!J{2n1>|>#$YE(oC1Rmrl=T+xp)vBrnzxu4Fk^1O` zAtl*Tmud}@G2NttG}%CE^x~BdUFA-BiVdIs6sSQJ>QIBqQ#&>asf|Jn&uV#{hj{RA zzm%#kK^RRJ60?{&IVQjqXVoEr|I@36a~xEvxsn~Sh+R?g+%#P@x`QF?4oE~DI@!ri zcLD~U7L(m!BEwh4)bnEa ztfOks$UIOT3b}mbo*J3k-0msYWr~t+^j1^d>Q1#BN!4znuzNvlgjIwjw8wbKTVC^? zw;o#s*jT~KBDS_yO3)fQ68T_RsXLRuD>xPW;01Ve+uLJ~Oz*=ep9Skgq14{xGbDe90 zNv%$G{zWjTE=-wZCt(P`+QO&6uxB=m#gKLJ!y(pnKZPeUJT2#By+EqURz_Ju@uNEU zU{tBL%vm+Nc{E_ylkoBm{ zBBLB=EELP=JY!O2*Qoi{_rCefZ=(LRx_7p7nk5ToXs=m1`xuEf56vw&#Hc2JmUy7W z)o_caWWN{h5rB_ULnJYpNeo|04hBC&pcXj_=lBLx$GPvB? zpLvf_J9D?Y|G%+#$2UHdbc;MiT4_sCdZQZ1;LXl9-_%!fzVkers&xZSX^oQ$MiN)O zdDC0*)1RK>uZK$PfwJhOWG+bXI>1%D>A90bg#bh#g{IqZ2be2y)W|=l&F#v%zCi5f zKksYB5Tlr(YYb#b*Npb>S!*nMF*8mVzpr}@8sVWh*up+zYYcx;V|%ZmKP5aK4eyUQ z%UPqCtsbhpqYEJ;rx!YF?nJ7j3M4+RO&W+M0r!sq8?b10%Rn5@w1DeTOa=lWP@;4O z-sDZq3a%d(WgW^v@g`8F{6~RK5Cse3L!c!g8iH*^BqK6!r>aW!q$KrL4+rf*&}xv- zCXENt|3YAp!uC+2(S+nl%EBLhsD)UB2y{RP(x41n?)XsW)0EE&lc?0zsbTI4`ta(V zq>sW3F*<|$Y^}p^O~b~I4H4^~7|ZHvCOdc|8vx}~$d1S0Ogg@f{_qG?iY?(j ztD&ZcdU64zkfF2C!8pj{I9$a&45Vlz(D4+{R5WmvwhI$ehV(X(6FZR;Gm+VLN@paI z6y0shy6nrs%r-z!1Q+iDAuw%dDg|e;lSm}1BXpfIg(EA0n$Cu)_Y@EX?vR^Il^etnFlS z>N#{{H2{U!q^ph6j3PrtxeyK`pQ|EU#>_m?y0(Y8Kv1We13~cP5nnNE76K({ktNG! zJC-H$K0p|Q!S8SAhF`2{?P*suFdREAL8t@2-3MWQq0b*BOg*XAkrfz|C96_ zlQ9h?Bk^xF%Ao?UhkptLB|}p*Ww9jGCs)&}mQpsCBEM3? zhE#$p@JpJSf^(LU2+)EE_UqDqAPuAv5e&@0EFtEq5-X8UE5Af9a4zS#^1%#4)e6HI z(qVQYtSlh|PSnxXjxG)Pi7nr8!wM@d<&r%Y>->_#>X@UaIP0PW(k~0MFzxRz|B~wl z(l7OsKLyUteCnt|@!fc;6eTe`M$WCye3h;a-x3G*sO|UeXMIm;E z0BVy(TGKVn3pPYi}Wg=lfj~M3%!v^dro5T$r)bfI|D2G(o#Iv&^+JL=|;@3eofo#vavGI5^e0x zUV}dm?s+h3KM_)80&zbl>mPker$*4)0^~ci1Iy|IwJy{*-3rj~&f(9p92tEagj!hfh|F#Uj&F za3fGIGU1>H1eeWG@KI6xQXf<-v)0cwz)a2vCE4JJH@M>gHH8>R|07jG3dz=WUGHN) z%;W9KBVM`fQ0tY-Hk6Y(lu;cuQ=NiDC3U<`v|odXHZv87RN_clAt{Fv_xvWUl+pL1 zA`npZ07T~j$lz6fG*&luR%ulmm2?~P0#^aU7PMiWq_kHp%+{Cg@C0MQ5T#;pKrWu)wtY_|qqUvXJJf?o#~DgG5;1(t0^CArO(#pbHu0fKL9&pc6lg}E@Pya6)IDW)IFfd0-|!8=<2Q0< zX2(vAjxAi_D310I+lWEPUW;q-?rYuEwVGS<^FR$~>{NIez{8~0XO z#}=YAa{X#@%d+TJc1~P@b8iPUh$kLH>hn>HpM&mBx#b@ zYnfMSOsZ>BONnc%$^x&6*~So}c#Bhlimh0fhnbj*d39%*)SKlvW9ir$0oV%f|5z)1!DRVZO8xkceN|(6#}!+H%cr|D5am!)373W9{^yI^&uD5^DT$th4CSi$q$qt+L2AHm4Cxz<}i7d zr+J*qhp!e=%vH6XcWjln+@P0gkocBQ+H7~LIcPAMN2q&?8Kz@8T(r2Q0j5+RH34|j znH9Eu&)8j#P_3l-rb}XCPhv-}#G8W@ocT9alk*YgxQ@xWoXy!1&>63G?hDn~=h`_k zw$Cx>B%UWF7J5N>cC2bQ6FYK2ph}E9IoJDIc4Nr%9RXSv1e%}=`k=M+PIMs~_JN@_ zxl(F3upwG@FBwmeBN#vd*m8zvD7afS|8fC*d5%ypYl6t9wJDkUv zR-+m#K~|5UDAlf7t0Olox%x3oVNY_Q8qg@(c(xtdp%*?k>Odi$gZY4?=sw8NqudxuLok*zj-NU(jvLu(BHX+W00X>2|F zSJ3TzLR)(C0~t8LwOzW3RXep=`@wrNnZ@FnZ?Coi<`|LEe51L2LA+wOxto9c5tLfE zQ=GVq`x?o4!2-BptQv}Vj=7sV9RDh1KmT`6dZCc<0MI)YjCo#_Qa*a;B zE4MAX$h^ifMq@wFfep)#h8=o_4f~TB@uM=uch%3a^)bxk4B6f&HL#d|8Vgy$7pk*KZJe(rY_Fa>)~363WB_d6v0 z8|~CO7RtxSNUA&>v9phu0B6~LO8*M9>pVd~^v_WOwfQ`zDLmb`1ytjfa{A#mhjYXI zrT`qhM*r)KV=q~i_6X&#WWcOH|!xEmvF?LK{ zG35Dk$GXQe8hR%CguPpVz4~%jR@a#vEkVH$`r)o$o&)$n7eK)jJS=nR8jNxQANpa~ z^*Y1~yG!SC#30%|kKM?OOgYl;vC_y}zjYP;=#Nya%~5OH$c+&ZNs+=`lHOIx%pF&d zVGRgCB;K7Q)}7sr+0V&7_wIcs6IKLb&)(Y$NJe$7h+ynhBHl|vRg-hzecRyw9`Fxd zjyIMHWp%}o&$yKc74%|BC;#4^NWH=&OfghF-sk~NZR0kwd*pXP)}gz0Ru<`4exL!s z14!Tg422&y0ThO{$>CDxRm$gM|LM9^%a{G1F2(AkAx!hT#hM3^3vy95ifFQ3X9vE-iMy=T-oH8W} zz)AvO2?jn$_h2prKJe#1xQ*1Q=~#(mmEoxn)VMJV9UmYz2^=Uel)-}t6DnM&@RY+- zu3Ukd2r5>ucJ27_)2FYW$A0wCwTm?|;=@p*LOoo`vZc$HFk{MmMU&$Nm#)2mpsYTe4UtJkkhcZnUlOBUI)XvLZx z8*HsuP|85>)y?~x9{J;g9{&?Tf&-r z_mV4L&b)cP=lAmATLXc(_3PNPYv0a&_cRaP!;2TM#h*Vdxu@kGGHuBC_tpb}H!lMI zc=f!AeD6)5fB+SU+_A?VhzvNOfCB=eARq=V=-`8hL@42e6i)cag&1b2p@xz?BFTp! zf{4l}l2~HmiT@{Vg5ruM66E5GFvds_LIW{m<4qLBQq4Mm^;4KW8fkZzw1hg@^4vicly(ou)%thCk|-VpBDsw;QpnTK9(e3W{?5b`Ck zE2_92(8_to5{I8|#3JAu0R%jNNF8?wnC*etZfoGT2|l=Bh2)lNA%=)-xZ#H$UWke< zC6>tIy#MrCBICXI*61RQ2YmvOL`8yfQ9Jl-l&DAal!Hz$B!S|}k~TKv&_NSRY4OER z;?$8)`*`qEHAS6LlgO_)WK)?VpJJDqC?5rFoo?-!s9=YE+A_%0*6i75tJ>f(()#N087-dN4MHm zjv%<0i>siy6avC|g^#4$E{GR)_{h8Q%4>=0^|GiUj48IbV!kpSR1l68>6p!69wDX? zKL0}ojAW7wO-%8P7$>j%O}Oy$g_p=^$pJcgMA>r57Ht#@$tXW`JytN!EPl*mZIv_4 zZlPs!`f8cwR-S$OOc!2H=Q3zE=qPaDei(qJ;<`!s2ifh#@vEHwBX1+`FVEH#xpea-}R``Q-U>Rx_Hl z&y;8J8U1>J3}pPpP`v9OqJX3rd@!vVy{MmLFw-ZlC9rG21ZHY57@DhXkQ>P4#yFOl z%w{6ff~E1=21~PyUaX-2*vz3edm};;qVSt2RN*$qDYs;i(^S3U8*d5#xN}-ZJt8pA z3x#+ap5SmdNfbZ;>d?d}LXlfjwBms>hs7*bsEg(b9q2TKh)kfOj1Udc8Bz42iP~$8 z0=X!TVnMV-A!Z%H3s}hXNIXB9lwyHQsZ30<2|Wx%4ao3FE*iPKN%le`p#Qj}_cqB> zO~#BVp6m)J=TttdfRavEDJuHh$G%<24>RDPGJZm_ViPmN=^Q~}=D>B#GOxIL12ibHdIlGx0aQd}`;?%2Pk#*0(YNuB- z+zsINW7yy9N1iPl!VuXbtllIs084P9W}*1RfO>0k2oh+6u*gL(rpt?&@K8ioTSkkz zR(2F^5sWATNB(idQ50Fy>q4;!J=Tb~1v#ln`^ZP*4OgX5LgW{oXNgZZGI_B;22OWc z73%i%x||GZCx&V^4;+lwn-sTiXjEl5fOUjIAj%8dFdv%dCq zYg^G;U&=&-82_aVGl)Uf0s}ai(cngc6TIJW#Pz{%o$EJ}@PP`Ot+6ZQYjpnVSEb1c z!ypdNvqDUqbS4&B?HN{KNvvXJ`J+B8^gtknHDloj-~s(~B4>5%*??jWTm>~3LKAw> zhMJDGNLHOhU(4j#ZK5JX>z$Bv0Sb)1$RNQLu9k~S+=wApkS*1NnEmynKei;gNdv`8 zY!b=twHdoS?F!1YOK0t>kEl9hO9C%b7oXL|F4e52!m7$6j9?@jblq=R@!Maqou--5 zh_s?7O=)B<6C>p)2N8_LV!Vlv!=UzX+&WEa;RLJHztNkoe*e=>+n5v8$tv6nr{Oo@ zD3PB!)~v2OOF1e2_{Tv$=;lm2AwX;b73~^bl9z49CQsBw6RE97v(bwxXOyB=-o%!- z&1G&2_hKpu_b0|}X6R;vAL~%_#g?*?O|~1(@UBXo=lzvCUnPON_;W5|p$oMXgV6vF zcvKo#Q zCmgq%tXtTg#vPG21i@R$hgJ>>-UbMyznMwb&7Q};!?xYA3ywHZFuq>1iV}~ z2}l3|Zd`{pw1MWJ=P?vNTg992A?G?TtrjhTYzzTiT|$pNL{G#zOE6*}ppbU&(6J0_ z!**U#U*kphMWY#6{rCuRi68T*b?I`w>re{2^utc}@r@-GO5ca}J(7(+1@rr!8Sn(@ zPJYzbUDD2EaNeD{_lg&OR~Q%kH#h!%kT>4qhy~8a*Rx_0;|H=IL|OaC8=4mYKhRHd zAP1qhfIMb;zxE)fhk6krE|%aq>XIR(bAhtAf&VG;WE`b*{eT!vXKgAne9snqC|Eni zhkRP5d@Q&SFM)mh&<+m+eHc?F?>2opD0bE770e(OxsZM4u@CEj47qR_!t{M&HFxFL zgs<^m3zmKZ*G$yF4eeKdx)Oi#cS7`sg%&q}otAjM(P|#oe<7AQ^bvqO#7<^-8=ChY zbf8&s;CY_sM4!iix+Yo)sSpS44jGZbV!GBaEExfYkIhc>Ifm3kWhvAj;d8g@hE#w1`0bOWizM? zjIfWlSAw)BiLFD40=Y)V=YpP?e4rQ$@4ye{P=loSkePIfI=B_6=qABX46=Z4V1;i$ zqZhlgKZ`;Sj?xQW^;JrEi@TVTVRKi=I4i_hjL*@9E!k=J7h)o(c+z+qHA!NzrcQKY zaF>kAw(OK^I2s0wVkvZT!Q1 zy~hZxwK`-3kgrvVmUwMWHjvu(TmK3{bqD!^u>d5@;E)DcZV*{h64{rp02al7k!%rO zbix^S;gQI2D6*svYsWP8vv0j*lEM^sqR}-b2~E+2H7bc3EIE^=@{%wqlb#u3e2|mp zB!;~~hQSdCFji_i)I*SWH}=GMmzNulqXKCFj!M~-OsQE;scTTVSyMTj;IasrFl0N2 zl~|d9Kj)Q;=od(X5um`2A3~O_!&+#`Wd7(P^x~EUkuP(JJSF92xd0^2up}?RWqY}o ze#uj(&=f9n6-U7gdB!uGkxG0*40y2@)sR0R35)+zN7TkuzVu7Qq>%@Dl35c$mAOHg zqM4WpHo1Td?l+q6p@nS29RFN+j27BhU^rO$ryC@vn!)j*A@+a%KsO|M00_WXM0o(- zh?Ge=hrIclHCl(EH$}u*dYE$ui?BJ!d6gF;I-;|j&FOlQz>k~oM*I+h`j8Fnpa<01 zmDYKP@sgdcv^Vc=9eUc6ju?Ls8pY%v@`eVRCJ*i zu4E`!g*1&hD7e&BPeU0$)1V5vpq?VArtzSgNf{H$0UdgwfLB5ps-edCVT}r6JLyiS z>2Zr^9ovX%XqckqlsLN~s=8s6x+w-pnW{?po8#DiyVAd7$s4ni(LS}qFp zMTXd%A+m^|usb0rB>((arSoW|h?t#P+GHijr3C4vEtm`aAg0`grpRRr*qW`{nyvE| znBMxWf~izP#a&G`UW7?rd*)|#K|fSwRfpjb+ou=;N^OBslAU5H=(>cKd6@;8sHL%} zl^Q~i3X>_sp#iH`E-F~fxN59+YT0qAAeJoGn2l{{PA~U{xLF2apsF0(2H|Lj<5-U8 zD0$hxIiI*A$OtkAk;x!@1{&}DPk zBqFn|+6u0=Pz*@hv`&kyObf13JGD|vCsaGNO<@amVpKw9uIJ-E=ZbIm+CapRUVZTw zicuIxgBbDUnEy`$DVd=egF2alT0u;RaI8cC2iqMO8mZp&Dx$f!?qs6cl&OlfsSjIO z$w)XpsVhLq8wl{BH+BYGkd&y(v6y?KcIcZpdX75kEupn7cK`^P5P>?^MJ(I0y6Pe6 zQk{#q4jlm`=wJ?03VSb$vxm5|X*m$U$GfsMkicbp455kD8jAbC56S0cDzOyKfUV8D zw6?%gPphr+*)kOQb*V^iURz2@l@>q4OS-V1_Jcn~^RDnpM~pI(x#TnXdaw5yR<a4_<5X8G}4lxnAuy(Hyz1s?QHG!>?L^2WSX4cc5K&2JemAzd{uH|}4-P=B1`zJxO z7ifDZ+qbq!V@r-H8T&>VnxPrEsGz7ZziE6my3&8n%9Q>Q1{tL%~1+gp?qGO1- z+mXPA^?0CaD=SJvEQ)g7SS?(T$d!A!7o4gYoRlHUn;Y!GPo!gez-!qe!Xr$=5W;gO zjKZJe2aDJj!#abs`@&YaE-_q)Gi;?bytCfPZ8RaoK}-{@U<(it28Ltu_LATza@n?w5|^D4m+hrcu@T%LG5??qNSM@a zN$hn*T-xDt+HPXSs%>v%(b{4mHCen~u#~4jk{Em1G|ns;+I*;U!P}}qDkRt3ym8#g zt=w(H+&V5e?)*XQydKtl-E5uRu({pc;lP~g9@ylKiQLcTt;l6C*XJ$JojbAxy=$K* z2!N1|Qn}X>hzKj34I)Up4~^KV>qY;q*a0qkX4z~W-E3;a3cldW555rJ39UVRQ~Ur5 z7H;7eo;(?j#H0;Lqs`&R4C0|9s_GpFQ0aMs&{;dmhh*N#5G~R9Ev0?{->92Kq}8%-{^oIxoppYe@*)r;!U~%( z3Iw6<>OLcKxkovyWgL}egHGs${*Wn?#QDzX(g!|{9^xc!u5kLbWntocRzF%yG)1Gf zi%Cms#~6>%r+5Je(2fh+fHD$hMwC~7Lo znDW9wjS1i%DzF7lQ0&H@^T?j;OWE_3ya$V*qu?UuH#hB@bLNPl=Gl&`{cTzoSfoYz z?TjsS$2#Y!Q*_7H?rs^pwnKcH`0geJ3etrSf?jp%dG8m#@Bb#F?>)u#@cH5YZa!bT z7N|7hb#Gq%#!J0)m{Ub4@ntaXrM6n7zQ~YyA+H;$eh;la#~%OcKz{gWldxi~$JIUS z+cD%U_NjGa`HTmnF*gNVaPv5y^TxjOT0Y6?t!sdgYgA-KL?7+LR_%?*5m723+&+PA z-t-s!IiUmY%o)S0rO~aG^(J^xB3)6>8oa;tmiiKxHX?)Q;0iyB_BMFvB@=es!}iu2 z_omb)B<>bXRdxfv%srz@dXex%Bd;v(JNQrvwhsBJ-uUuA|MGtij}Q6Hg59TL@(|4V zeeC}LaX{cef&~p8M3_+Fz#&5pwDPBA;lzS`98z33t^WW40VBJ4BWNbgJ3V{GxwB`FPohPM3PqY!=^j9c5a}6|jh;Sz{LC@( z;}j7fu3fom?W$GmSh8ZhmPMP^=_9s}*0zP)R#IHLb>m8!i#M-cOQ<$&vSjIRV8Va{ z8x|}W@Zi6V9Y2N~S+e6$p(t0jjQLcocUDhf1|3@TXwsohokpEn^=j6wUB8AMd-W^Y zwQb+7eJVF@-nC`@mUSEWaN@;{A4i^i_%2zym=k~AJo<9yznxE){`~s(V8M3jBBl$x zcwNhuB`G5$$W}fD1Kr(1Q*k48#Kg0@&gSC$Ja^3mb0? z=_DOr;<3jvWCHR>K^l=`C!Tx)N+_e2^l2%jg4zQSKlIR}9ew)gN1t}|*vcy}z3lSK zuhcT@OES;Y$}O?%VzW)T=4xvbzYrs=&N?MY>@hnJqm$3YCIj@b%r>d4vCs@XC6}t0 z`K&ZYAB9vi*(Rm5QcF{N1+`3P>#b8yUr{bpQAdStRP2C@?mFmH-L6$vckxa-?{8Obbk7{CaL52f_ z641755r;K4>;mt}Ct0u0MqAkuua!2UiNNLB>lV`%@mUctba05dBP4=|2d0=pUBPKg zmqvDXlsEB~gmeD}?lU&;IZ7ysaZqnxtJE3@1Zk;|2OICRm)q`367;JVl?H~#`z zFV|le+2oS@-1AS{6-ya+$2vhd7k~J%IcMR8_qllEDIGe~ueS63@TYdTGzi(}3MUWQ7gg7LEZu{wH z&@?=701VM*KmUV}4sdY-Cm;a{f`j0?4u?3!#Y-nPd0YlHm_efmj1f^WSXHi~u+M#t zVWUH#nM}9BG^Oq>ciF@vVCS(J!p=^3l3fn#gcu&4EKs^@3=jnsv)_Hj5{HV+@RVqp z<2BKVt;vn1cC$R_odP(}>;DaLpm#;Kp0a8feff0mc;coOUl~k}t zf+!LOH@HboHVG+G(p*3Gp(RFmu5u+rrBG5hI;S*+g=ukRn%c4zw*cZ1fZ0n8b-Byf z5yo{o++ksac^E%IrkFvTjAE+syFsx`WlMx6XjCI9*qDZiPsHZWf|kWAVv3v3qs;l^ChU40dwEo$rLFJK4dFaD-zVM2jnLd6yZ=ke9j)8J=Eu zLtxf!n2D)f5Rd6YJ^iH``&h@zQU;l54sV(|i_K_SbIoi%5jRp)-ll{ToVbE&oZy@* zaj+LoQJqsdY3$BAiNOr2af2GmaHrL%whU?<);x-}T4N;}PkPqVviGEHt^&GQfeuul z2`B*iG>W!`GIVTZqvL2*3oQgvG((3}NNedPz}3dKTW+i0MI{u_2RQJNCq*e2azx3J zv_vJ9Y{?#gl>e{g($u*ClM*9HQ4M{Ja!Zx#U{JMtxuSw8mZghjQy!5CORx!cPJQZA zqso`5-l?i1Gt6LS=a?OK)vI6~>odzrywg1Dtf66zXxiGuD5~Z*rx~ZGgyt#a`1Lrj z3an!FIbnS+mKf$?>@qH_SPWxWvC-(ThA-S<$u^d<^rUAw46$NEBq0eOfH4O+8_>|! z7FwlcC_HqmV~5(<$G=k1uPR!ti3ak=2eF$!T9I2oRww~4I)M?4kS-=bu*$%F!X$@F z+~dNll3`Hpavj%P=Vq`D_a!J{Haa9HLtP&MW}&;JqSmb zozaK}WL3RtRf`z1Azo~VWj$+JGq$nc!1XuOv+HV;uu$3Jl z+ExgE8JfsPi<~~${y1BBBV>pwG|(qIKnhYuf)SYTz(-ygrCH8$O5e5R;tID6a#)E> zZbH+U#B`=+ev0O(vZb3Q$&*Cs7nFWVXM!W;gmw-~SP+3H7qUfTcY(NFa_Kri3tG^G z#(1H%nrL+NqaBV0dCMR@^0Hofz*Nk%6&u`~F%EXZtmZJxWj^y*dw9gP#<|sGJ>n8m zBmdXx!A6sp{UNX&+vrC}IGHardr?y&Xpr$K6y9*`NxW_0aEoNseDU>3enyK6rzJ?%<=F zOAFB=alK#+&=tqan=H=DjALBBg#pDnJYL_B=a=N4=kI?3Z1PGe_%sg=L^6F~HGxXH7)%F`jn;FHYL2X5fJ&Py54xD3#vK+V7z(wipM*rvNm zqhj#DU?_$PbG;EHK@zmN*n_oItF_w;F=Q}43F!~t1HKvDG2tV=7sSDWXg;WWEsLVQ z`H?85E0K;;z8`cDC=&wh%RcUVByt-&brC<|3JLOymwQt`dtjgu|!3T*!8U#ffO#iJ;B*g>J zI*LfXK3YCIIz`pu786l2sS~;p34rSpf+XBNa054T^Q|XLm+u=c!?_W7tDrP6#<(-T z^vgoKBZc_*!Z3tJ4H7&vOo}lqJVaOog=@n#fx~W;Av%OSJ3K%HJd9ZILtQwujT0h4 z3>4w{3(yN5Nka`vGdZJijxlmX#R3nRi!e#_$A8p0nCmbW97q+suuUvQ2Khu#oIz1c z$Wm-Yg~%U@@S|BAq*r9RB=d)YD1ZrBmI4TX6ZiokSi)R1NhS2f!O1d`z!74!Bx78O zIQS8{)1WO}kE(daIIx#!0<;1DTA2o7zGvnVI-Q#+|$u)#S-e>KC3Eihc2ypt77jcm#*piljW9 zrR*~Sd^n4P3vuKN_qr3Qs>-X(%B@_-u57fgY?&c?M?#FW(2I>wv(9r`OSUA2d~7}K zbiKf8xwwSHxg0@EY_;6;6~Md?z1&Nr>&w4XPph-Yg&<6W@c)2B^0B>Hwi3Yxe}FB4 zn7(B}04S48%B)Pw%tZ&vObBuUm$anBA+s{DJG{fmI-mo(%cOd!? zYCs2c$Od$12VJ7+xC2%~(Z!pk-CRmtqQe|M-u->`P;1R%6A7 zW<6G9y$5A&hiO&TacGBlqJ}Qr(k>0tZ?!O((-rc0(}_^iHLXFvbklNOwyK+m`YZ^& z(Nk9JpP~CGSVR#HnNJZ3sE`!Y$t2Vy3<5*-EzBG{#6d1b?GZ9agE~-yF09Zrphba(stXzZIsQrd;z_ogsTFb)P za-ddaEmnN++OK`qYE4#aUD|NaT5Pq_akwnC#Vl$F2WogHxV=PhwVH8dS9ARW8AMk$ zRoA=SJ;W@CiS)r`16&(RvL!P`ZCe(OsDL1-0m%ed%ACx|EmS5{(6Lk0C{$RM2!k+a z*exUlexQmk+)S6SREy16Oif*l4ZNN(B~>asrbxrXLm`s=KRDEw$g4P&&E523gx|GJ zMhMK!^#Z;8pyw4Spz)!jN;AR|qi|8>oRBK<0prTo5MV5;kGM5s4@yF3xm` zgf+$%rmlWi2U0i#Ms2RP`;juJ)Oo{~Or5FK)!{g3gfk2(+AXR)Gf@`m3X9=JrKF4A z<)uwv1y*Q`Jl^M1(Bm;)hK}2ZeZY`|#*luX2W04l#{xkREQSaxwMNcPe5Bh*WJJ|t zV|{XlI=a!H0I-1@IOZFWTp^g;x;D_ubmnj~;j)uvN;0mN zNCRxnJ8qWY&25QfM8TPAalc z6Vj$L#KnYM`pRUYsih<9w1bL-Rr=KX0-cjX};z&AOuNmvl&Kgd9k;6tL!Yi z3DwM0DAAYAev&f0Y|!B@A(j|WU7=Zu6G_l)~RAQ*KK9`y}BNxoKfB=fVJ^uwSQ-z1^f*nqp7CAo3_>k8TR?9Zl{S;7l`P7Na8VpB<@?9q@0NEIw0Aid@AJlYN!Dbk z)$=?zTdgJE_m1yC=UQ|yR&>CJcPOa+{(}DAF-QMzNY|)m(PaPysZJDd=hMh*fwE9P zW(pVe9w2$hJ@pO0#qDz-?fW{D8XUt}$-~()vonb^ID=*!-CRE|UFUfl-ie>5yLsD# zbRNniasQGy1DM*}t`t%Wyl9LeSLrS~6){eu>X>$Ge-*63%3iQaT$i@+_%} zE3bxLu$8&=^0n8_FZD;ZcYAne_s5z$1z9;XeC2FY6^QB(ufhYKU z7+bLw+y7VxfpU0=*D;BQ00W?Wfyio#f2e85?E*K53eG`awxj7&OalT`4+i-P|MXEm zby7e15e~bPJSmtL#+Yvxnm+?Iz&kdxdGYIcT{pj*K;4U##`;Topj3LLH+I7#D%`vn zNob5yfO=by1?i`L>Gz`L_$%k=9%>h3tdE*pSYCQq2JfhvT0sw7Sr7M!4=7e>Dei5$ zm;dN6VtcE3%YR%;;o2nhswQmtzBD%Px8x86*kW#7J5B6bd$HiRqMv{pR?QtLLW2eSu; zoW|31yD%hxTqXyu>fqM`R5~N2EA&M6-Hev*cJ?AWqr#|}gLHtyST+O&xiXOC|=zK0VpUi?m+JIa&a+5fYr zx%24HrBko&91)=Gd$My!^vDwUQLJ9sDsSu6sZ+1k%aZk~J^c9c=hLUZOV+Mkpg_fn zrE6J#0SX98e)-{dUx5hb=btXQWWx_Wx&(7zg2528ODxjl(n~MdWU~%E^z<_#YWzTm zPdMBJvkNiA1oI+{G0Hfjg)Q26BaS)RNMnmM!l)yVK?*q}kwx0L%#lJOiR6(84U`L% zQRd<#l?yGS(3MU`bmc@{dMOb`5M?xGMjUxm4oD)Iv?fWVeDJ|kdC58FO+N*76rOn| zwNwLI`17Yffe;WUorM~D=$wB3*%n!HA^NCQ(?DuySsuhh*8zTNG3fz&+5bQT4T6bU zLk~3waadxD8J4OLMg-y5tC-0;Yh|B-7Mf^hRI^S$s%_yKu)(sHn{Bxndn|9l8MiF6 zzAg8ga>_XuZFSIDCmnZye7A`u;*GZ+E8~5;9=Ynl$KHCU)VD6X@D+$3D7k!F7NF~dwS#q9g9zs!siPBrbIlMOofw8PCf4Li&*Gu%ilaX1wd+z!V0tTPfy9jAn` z!y$|OFUk9I^Y4p5)|jJ@Df`%C$~eYoB+WJ3d~=J-Sd1~xJ^O62#a3cjL{Q8*o$Sx!i7;$tE|`n<#`*j3q?4%z0IeKy)@oBu;L+wknklosa@ zA;LNSOh9PZdFyScqMJ&ZQ(0&2J@^5ESW5U-LogbX2Yh7e&!&?GaKa5Y(D2u&fmMDg zW2!dhY7j_3K`ZIA-ui@STWrw_iK}seg|M;9ek|?B0@p0=#v$ih9m)Cj9COJ{EA6#= zAcDvy$%h;6E3BNte7WhSM=tg3xz{fCvJ|tuGtQJ;GB@Su(+^nwfCUzbsqxd!I46Hk za@8g-Jn{SQNAs`5CL0t@L03+kKmH>2Kk%LGe+HD8$l75xpMgwd?Tc6ddn7Xn{>Vi* zyC4RYB(a{Y1Yn$O6tk+G{??e5T<+)^}NkS5vSRN>!m!46ghm`86UiD<5uJ)|5 zKHFo4GaBZ-_iZm=^|U;8VJQvv2vJc9bY_S*o?TujdHZ3 z>3Ew06p#Tv1Y#fWfB@bws#3yfp%s6M+@%CJ#7jA9rH=}uO>@Er!O>(ImiiN<1{DBM zfy#1ptRrCZxW`qE&X1G%;}ZfoNXu--2~!}=A;(9GUxDUzobik!!y2qIZ~-=Dg(Pe! z$s6AIW|Eb3mU8GoElqOLlgk?=Uh}F~yr!$KsBBLyW7$2kb+3D{q-8N$whJ1uC}$p` z$NA8wk9B0D7gG|5$}H52cR*+v7FroJh4k5X%Kyw|G^-{&g;Y#!;*uEDaP4ag@=a=V zvzy##(E-EZuyfK=CF~2?0dK1eX%Gp44(njWB$m)D^{;=-WoSS3+1!Lgw<18p8qZMD zj*j3EA}w4fbSY9pG5Ir0W2#0rK9EyLY1E_c-6%*Eps0P6Vo>Y7FQ*iR4VVt`Z!;Of zMe%zm{|Y!RJf+D_5AY|v9Etz}Z~#$>S_4pxs&b~ffeWo-p{2H_3Mh<0QYbDo;LMl zac{7MWkxNdyuDpWS;{19S<7%FkPc-dME@iDa)>-+SthlJUoS!iYN~O}XJ)xb6?Eol zQ!8hjz1Bwmi*3#vVnB8Z=Y;F@5{r7$%V0VWq=3QxGgnA;qNmui>~J2f(n32}!z>{QH5VG2^%0x5W< zj}#Y@bT4M4jA0j6*kGXy?Y6Ov+3Hr@>3BD5T^4Yfa|dlb!mi;OMJR|Iih-vm6i7yL zlbs9?ZB)78R(AOI`gLV2zpTtFTmJ@!K17f4r4N|vs75aaVk2byG8}L|CdENp+Bc(i zf-0Xg%wtaG7QHY_L=(Ad3B3?PCy7crM~DlbE9g#xn&_VX=LpjolI?bcOprGEMZ9EQ zr%~M?q&Bs$^O9;+yZ3DeFaQExJpzB!H|u8CO5Xr?mc||U>~BfqdKIS=xohfC0#Np{ zFQ<3R`9*V;+Z?J|hEfQ`vw>bmiwTC$FqYULK$0)Hr@_ou@)}kr( z0=*#W+L!wg=E~**8T;VJh5v#t{TZQrNNIAOoL|hQT zGz3@zss-HH)CAsyr1*&&AxZ!^z^CNhUoczd{M}#Rkq`_XWDuTXP@9K20aQ_jRY`#q zoCa!;f)qragO?>AFuj96&;!hTVep~c^{pXkX`dXi>$GkDe9VDS8{2LRxo;6-0d3299u#Glo zLt#Z(7IL9DM%jy0+3s1{Ezy#U*bBr-(< zEC2x-zyT0|C;xKf*(pjZ92*!-!>*;IN@fLtVU&SUg%~NAKU|TaB*5gfKq^L9-_g-u zbk5<);)l&*Qu>j%f!p}-10+a6ANe9xP9Eibm94yvjg>(fAY&OM;}62dyoKIy9O3bt zp1>L0HDaR`3WY~?V`0@^IF4hJ6+>KpRGtWhJ?tf4_N8C`C13`oVA?}(-2-1%TEgJN zJLm&1nU6lK-vGG}$=uJr)D|;f6E205H|ZlaMU!WK=0Juf_RXA@A*5+0`n1y>N zQKeJ`rvKQ*u+hm+2Bm}zW#)9wtH6pZ&SK$F+Yv0muJlS&PC*OKiilO^FLs8D*-9Fm zl@EI5F(M0F(Lo#B0gxpR>hWjmNnz`)hc>2zTN0>IaFjLrSZdv>;w7m(mtdHJ`|>jo+yg)WjnwFaQ%yB-j8K|&o-^xj|g8J z;!MoEoM>7TX?ov5{@iH>sg^8cAC6bjI1OwHVm_$Tc2&&NVA?*}kfVhkLm&e(6lZhR zL~nj105XM5d`*@LSlaDG0VocG)nu5WQQJW$bM^$L)SaOqKmb?(P{IIqS{NPWksj?4 zQvb#xEgk_3B9h}xffJaId)!>~g- zvR3xB*^bU(9_EaYCaXdY9g(u8q=iGzh{TfeOgVhenBZncS}B&MX-sS>BzEadfGM}G z6msIk74=$7z{GQoD^9QlMy)FYwgsFT%AB$Q4cIAm9+jTz5$CkZsl1BdDdka)CnBjv z4f-i$P+Nx?fub&I=~UGdY{sLWm1sZ`rBbSXJ_4rp=O%;#w{$`kZfd8t4N(|qsQ;eq zsis5sJRDt$BgwF1JMIfQ2J62p!#Au$V~(gk_ya#w!#_!;$w&-43@y>JgTuf>I~*pj zE-llhC_L1|IIu(h)E3p&R?Xz-$rWq%;h~QztJj`pq&2G_LJdS_jjawM##F1tTx&yE z=_RtOxB4Hr9>BJ;D;X8wChmj>RA2(YtKHTFnj+39(&PcKQ3leh1+V}N;A>EZ;J)%J z1ApujF=cs`ZG%1R+=Mtm;PjM2uUmI0*#0wQ?Q#`32n zfUJUc6rL~<$|8lzLR>l4Qol4D#Q`6T056S@W5oS#@AlsC&dlz85602shyQ{oJ~Z7j z7!b`ukc-|={sb2{7_Gz9L((>F)86WzE$PQV?E%qN)wYN?Y3)GbTpfNb*n+L1&7auz zlWQhvI;n|vQERpS6Ah6XO4e6;;^Jk-UPbZMBplLO&CrV-K19Jq$$!X z3n(t*MwlE`*yH}Is;r7)IEDz9;CN=kFG1xIbS}asEDXo6q1s|)q-Rx{uCUOUY>)vD z(}A|cF1O5XC-{OdbR*a0E*55C>}`*EFtHOCLlZmk62pfrv_}>5-tP*pKdz(iDsPpw z48NFJnUTzvbqF@}gZU&MJx~_NN2kS|F2eN|;b#78LtTOr5zF|6J1}2c(edNFaCZ6k8W*Fb6NLy>>9O{hj781__g32#3xQ zn3&E&f(x@sEFR@|&aet9C5YAVh+Wk%0t@T*uOtfeRvP5Ha)N+H>Ueje?wwvw9M^7@(-JC&=bZS=evKq~8 zH*5M~SHhG+DQLk5-~~*Nt4zOFNY-=~m1|D(G);sea{mMFPcwH_xa+)H=PoZUb|ZBi z;c4HA;9=kqVledx2SE#;#)yzY3sY`lu*zbbprO7uc*ghPQL|-06=YaOSi44N@Njbk znI(M3D1@^SLn6bW67`e^c^o)`zlU9CPkG>VUQ-!g_ca&)H97V!KOPe^B$Gbi1NR}e z#&O&)ktk#%L_+T)X1@>6ZstMb576Gy_D)Ru2yGtgv8sY^X-{-$i*}BmZ#_uu`m!(k zw(o1}oRYwAj?gwjhMyu{gQBhGLYmh%R6`Hh%S8=0w;Itn6Zn9C6iq+(-r(&}lLajE z1h9d*Oq{vilsQ^lU>o(MF7NUNFRm(Xw;frS2>))5Qh81bljkp?_YoX3(Q$hb=7D^d-n* znfj?0$c49zl&zzT>`O49**)fCX_j$_C!g|B7KdOK$)vc9wpNC>xHt)W{V+85woi)a zR>LU!IMf4<^LRyDv_ucGMIUlKRLsDnkUbRy)iQ)42f2{j2yr3n&&_s0i?kgo`S(3J z(AoB(K{?cYLp)k(4k++XbR)j!yT0!`zaKZ6=Z$i|q;$*jzsHo`Sg>1^qCX&;1IW4J z+UvdAsdk27o(r=u|LYHory`6`GY_-J6M6|shI{{`;8oM&3mZXH)e079#*2}`9V`N+ zlTD=~Xs4GF^(@)+^wp+wI;S&udw4pi2ffh82dWpnsl!NqtccMEFR8}}$?1d1)u;tc z6UHIK7>dZ3r3O6+bQ|NG$y_f!6T8@}I62jE*&DlzvqLzjz1s6x!+^H=`f+IYc(lj8 zv;*>J=e@_+YTBxhBsa<51L-6?3E(R^lNSwYlC;r**D_cs*4gd7^Sk6vemDAi!9z;G z@AMc+XPZ8^-xf+OzeR#&u$&|S0W`eB-)m9Lkznv0QnkLF16~khuDDV453o1L5Bhp9 z)hzmJR?jfujZS8?ytbf1zQ5(ASI;OJStl97vhtOtVA2c{4G&tre~7(MqV zh`V&Z(HBF~{|GYp1Jt|Will#N{T!Dqwupo18kcxM$E+OtdOlw-0KM_Ihf@Hdz5o9| zKyVW{FdVmV;n=E`W-uJIH)6s1X{N0FNRmUJ04WXL!ikUEuWRjXIAX4Sft zYgeffzGxFWmTXzGX3edE;FWD#w{PLbl{;07KYv;hbR9Bn$lPgj0S6Y$_3vP|LjoDD zI;3wae!&NqYv`SD{(uYRu~1qmXAHfq|p zap%^ZTDB3{vuPWljl@WC<4BMvH*UlU6DC-mW5E)qQ6p4m)1?#Z?A54O-@k_n#p+af z^XJi@f0ceccv-e&ftNp@{(M>Y@yGw3U;nH8_4x}>zyS#qaF+uSL=e9O8EnwO1A|#9 z8-Mg6CYW7<$uPqNFVxV(nsVs{nQZ8xXP?*l(MKPC@L4CDY|AndT1nwB+93wk1h&{B7Dd! zlT49FGHIutYRYL%muQTWC8GaeA|@I-@f<3tlTtFNDWsOE2CB#iEp#fd&Pr6#vC>-0 z&_^MS)T+Ad(xNL5_~;8T#w6|3(84@DfKx*`t;^CvC#&qT%rrY~G|fiqOf*?8)ZCJLa|o7ZPP1{yl%|{ z&)ZYlEAKmV!!@_Q`nt96zIEL#P~LgzE%3p6IgC)3Z1%wi!wvtv5W|20#*i3YbOABM z7fV!89~Aqc$Hi=r=_QwyJj~d_2yMhsPGWit^2d>Z95P2GQBGOqm03nPoQ4j{a-=UY zGSlXo%iOZ08E=wt#+Ltnt_jXL<787MnDXSwsH9~&$tXby2vusY5M9*jvKpOQ>#e&I z!Lhr%+Dp?-$L88>y~>U>khCKc;V)ASB|rcNO1P|5&S3qlG|*@mEws~C`+*VH`qA|V zT75k&wO(~2b~j=j$IZAPmSc9h>deZHtXHzNR@-g44duLV#|78)(@{@-J@n#LZ{7dg zt5^2f^TXHn19e$uoqiz{nBd+!L{LM5GmIsd5PMF&7{NJY0K~Ku<%>~x4s@V9 zg?OF_#nep^J*1=J726fN`(%+m{gDstz*w)_-Afm}phrKlA-sDH&vyg!P{39qjW#We zMD$qRYfe<67xhAVG}>Oq0Ew}WfiHX{E0U1ZmqfMA1H&Km;$gY^K@j$)w;XQsS3m>~uWkd*9tfca zzgZ3w%FqZvENY3LYoZjng)PxJ5sUS-=M>>3F7^N@pZ*EsKlwAp23@F(cC3a#AJid0 z{?1?tTSkaRl#O+qk$Ea|9y+3Dv0UsgLV^6yCO76W?G+M7(J(2Fl7vV`ii}4lb?HlC zYSNV!=^!+XQk7uF5J=AKOO*6!NJ!$QO!}{Ao#Y=Vk(v@w79f|NGUX{1l}fqnB@ls_ zMlG?zwx$+}QnTC&1qr3Wt(wh(g+ffIIAs@H4kj-L2tWW_a6)Cym9EcprZ#_|2W0F+ zA2t89VQBzM8g6nkoIec0IBC;^avrugWZ1(xZDAHAE^!k}e5Vtk$gL;JQ*`Cg>^(sn z+HkRpi~WojKv63T+uf%@xj+U#_^}MtB6Og_17sVwx02kYWMLDv;~gU=u|2x!wi^qi zAhD-0mK1}zBGt)`SOTPw4McoIQYm#0$&8q8HySfdSwRXiq$m+dN;r*KLv}i|G3Dc@ zIU5Hx_y^MX(qyPf9Uw7~kprfV6;e-y>RF^3m%U8Is#=-GFZml8S%xi`hT>p?&6cT0 ziB(dZa*S62lYj&e;H?#~L0v)IOl@{XnxsGxBxKb>(?D~?gGJ2`$*EWw7e^3#&_@4c z$uikdRCW_R?(vQ{(ZncSc@>)+??cH|ZnrvGlqn8y`xk>!X2i z*SqBluRv;gX!1U(yjardmO9ejGkK{UCy_5FK`N6?+7~9s@W6f{OsEHh<-dyxFkA*K zl~nKLs)^xXt6j*ux#Pfkd&`VicAzx4AcA2_LUJ$m^cxkVF5mi6?sY z$o2m0c{jGFI$rj4%g5EJEDcP~y4Koo;or z+uiI2U614aPI%iJ$@sSXzA-=Aet!`^r~Nm;2Q+XMwIj<4w_U~p7Uuttds)uM6Or;N zYEgW&nU5P4Dx9&WJ>$xG=iiI2b4l(ol%rhbE@gSk6m1ZL$ebaFt`hUno8I_MvLg1Y z^vZO0Y%fGAZlZu|hJ*`7 zh%2{rLb-^LW1h?RplgtZk7QcnM^^6m5(&H%jrqgW&&Z{ zQMV9=crxZb0OkhSXk&IECio~Du)(*|Ohw3q_So@fK7{}Gh_GXH&-Vzadwvi281e}f z@mR3+})cP=OcW5)~c+@g%_&H;~<8 zQSlHj-rTJg{W9M$3tUL>Jm9h!(;*qHkr=fh7=5uZ9h13w5i;`wKHh^e?*lF|Gc#9j z^&ayvhwmAIF&wI49r$4#%Ap~gfg!3f8bdL;iGvOyn8q(s(XVl63kwE-umikB$J{+ezM^^fTW@zyHED~JFo(dsGH z(b0%(h*UB1d`1%Xh16^R60B5xKiOGp1w@OCg4NW^*0btj)sVp*D&b zI8GW8MmObgLxMreiopgKN*^O?qQZ1VE~?Gg1Pqx|2_rHk9}+qPl_jQ=<;H;<8bZ9L z1ko5(N)%N)CDqY(N+iW(Bkt$Dh^jn`rWf>UK;42p-*Z$`aWUmHE{H(v2F#aMsh0TS zm)x+Ge2v$PQY)@*|3K9+1ko+XPM6LO!?Z%}0>A+(fCRAeGO`i|kaa?7078|?GHhTF zdf`O+D(<`z#F*)sRA`0lss>=lL{StKe8DYU^hL|nMbWifVbm4%QZHll6<-nZ>aE@E z?K^Bi7?sf)7t=A}lC-jjTvAX4p>+RX#ppm5q|0)l;P4?A7$gQ8ZZlm%q8bK|zO-U3 zwqjpHHYH{qkd3;Mn!ZZl`$m2GqdLR<`l8_-4vQRk{ z<$`2q7b#Jj?@@pD`4Ei?uW(Y0mQrgDOfX_3E{RitGrw}REku=6NA)HhB`3?K5D$P4 zu8IhtPSvi;m3FDs`jA%bLV{@N{mw@JqSh}A(Jl6(Y}fVxKuCnVA^{xnDv@<>_jW>+ z6+$he1xO(7=&tUNtrFiZG~&(%&3v-ofB>VYM8#%M6AXTu(Slq#rJJ zAI`RT{ozD1c16nM9wyZs#=&`?S0KhAH8-=)Y^2P3K~VTHc#~IoXV1-gF1mtY32P+J zCUQ`p3niP7XA|jXhjt?iB2g9f&~7SHkM@4G(>uFFX_t09qk&ViH!9k;E2fre-P39Z zxKsF$!QPf@W;KDsMnJ6sFkt;UL0j}~``Syde5;L^2SqIk!2&Y=H5^N#sRI)krAdQV3hQqZoeXB&wl54mXDc#%DFr@oVaD`F%x zRr^FlfFU?53fO>cGCr^NlDP_Pk5YmqMc6zUZbdnRPPtQtfY#KCD-b|#D&RpucvWVZ z1xUaJ2p2^ZL2sY+S`CneZ6FO6f$+ptE@ileDHoY<*oJkuna^z$d;u88LUVvrb-$yX z>W$u*75{w9ITjkyR1VF=6AjLVTPBl^Z^^*p<+-1Vc@JcdGC(_ z&3?5LdfNedBr5+KZnvUfi%kCcObK<6&$kJ2_G8HRM|QT5%g1Nk*rtwzA+nQ^HM)`0 zOClbbeyK=4;R}6&taecvIg+FmNxA;7bLDX-*ojB za-R_?Nwji5D@Sz+Kx{rTEp9T4P;skvintTg;WYnkm+?S>tHD)q; zqfvWOJ9__rA(W*!=1>Q^3FQ6T=$#%$*rLb6b=>{{DB|B(H!TxK?3~r1O~Tohn*#sqHsk|@d2Z% z;dtt~O;=*DH?tt+OgUYG8_?iFn%wD~jm? zS|I>jSfSp5oiA=ex=5n|1L!jP!d!Cd9uBmaf&PL6m_Q>^kD`Iv08nANYY~@hG_V z=y-IC!YjPfiEt%R0_G$YdKdM3gwJU=+mB~<&rnLD5jDnPT^naSf0Gu+*^3@bI=6p3 z$c22RwSmZuyqAz1gMd5Ol{|wGv8m24gSBGHliP&q2HKI;Shala@TeCW6omgaE1UJY zBQ!IRH4UB`h93bC5aHb0T)ZW>yvf_Dt$NPIl`Ptcvg8%=K9EQG{N2o>&;Oi>yP5y3 zO$*=$yB1 zK!u(vNZD3lT5E`amHm$^IP3ygpaiNMS)<)D>L#d7n9KXBgO{6@u^U>^JQK(r5Xv18 z%pKj?e7vdJs@wgTQ*FYFvLo0v~q%qOKEfa(3_b|qBb%UtiY?lpvdJixY{+4U9&Wfvh$4E+ zuE=7GF22a(LNd-sV~wY9#1M`Kam3?8Cz%9FF8K6Q&5uS}DYfc;=C(9tw)|($9PS^r8p~B(P9|e)%z* zpR@egM?x3>Ws(UX+8)TQf(1UJZG;S3LZLR=gt(z39d5Gjha8p&Z@lrsNN>F`o`NF2 zC)&twzx+NVkwXaeNN`6-QWQ%sTNZh+kx72EB$E|I38nu{TUopdF;%wbQ#L|%S(H&p zfmuy1WJ(29RcETXCd+E#33JRc&m1S8heo#7V1x?Bv!UEH3UtsyH^%5={J=>_fElqW-)>Vxvtypip+7R23=Jl&w1J|4g{`i9$atQSL>w4@N+s`_rpfF!~ z&FUv@v(xhD9~S^-vd6aCZp$r!2_gsxxROwaiZ-^eYl*t*x=Xpc@?MU4D4S@mqP?EC zsBb8tBP6=Nrk`H0zyqZY(UGrUl<=0lG<@VtKR!%Tl)CGFF`7A1X{D7v38fFnUeW_* zHofdbmdnn+OtYNPPfvZEH&Z5;%|8D;bobsbT6F(oM-wnM*G)r>zSQNf|D4$D|K|1k z@*mLLXtU1GS^^0Kvg+C3iI*O?DPkn=*+(z*pe*yWpaplckF=uIAO9=@K%5|)w+2_B z!GY@$h*%sde4!0ra7Yp)Bw@NrSh;nf>qD4pp@~$~xy^lUhWWZzj82Ecf3a?dJmg5i z_@R$j&~AtjYZ8)dx4R@_EQ!R33Qv0Rlb{R*WJgKLQkvovGMz5`Po*T!(jyOsRQIeUAW6F^P^5HL5=R@Dq)VIe#3i3Ji8zk0TB^o|x z&5)%@01=3AfU{92HQ_PAdfEdYq9_6qbo>9+c^KF%65LHcr<^p0H_gr2%H5K zG`Lt|3xuc`q2z8^!dy-+g&=}l_ztcT_`w z0H}dj1w>W?J*mJ^s&rYERL-%SU7age82CE^+x&6Y_GXEOa5~ zNW>yy!Yf5GJSM%8xy)vg4w_V5-8BEN+K^aegCE&^9XG#vuqTCctYoFiPTCX2k7cqS zRa6R7PDZAw#Iv6EL`$2*sL#CWl^8bTi)L~L&^88iu;Z{}q7ItSjXH;+4ZY1nBdXZQ z2J(KAE!C`wW6_N=$D_MK4FLoIw`83Zr3(C2D5>Sr@=U>Rs%&K|0pUtl3eG`0wZ$VO z!64lFG^o5qAyI#s!eB0Sm@Pc2Q=fV-fk>5^`>LvQ1tPGG+z4RMy-`7Wq*Z?40~B5b zt9MaiM30a)oW1MfE~Zk>vtmh#MloJL+Nr$dl}TkQqo;XSR@Zpacdz{AuVMUZ4oa~x zFNi5HVZUcs$YcYdl~vAb8XNzr$2NGv@+%~Thm*9>Fo%B>&Xqq}0a5|92Z8hadVAa62KBc*E-Em8T+GfL*F{iW?hWnr+$2voB1?XS zRh=9#j^tvi+cnrmzKdnr*{)*ag-Lm90+q8u5h!Yn4t3p~-jKt-b=>+ghf zin0m^P9TUN=?mXa)2IoLvP6w>5{O#k8!xq~$%E<%vU(4#eldYI`7)Yc?q`K@2x zTV3m#U6`{3ua#P&AtRaC&os8NQ#TNi@S`2OAec!e5^e7q@nKt**tM~(yCyo3W7)ul zP~gT^k>LX$X|BeYPNuQ2tedX*q_0-qjdqyzX)~3o_hIVNn4is2--{_nHu~Lg(g1wm zd}o|&4xabGV`u-ff@jUu7~WtaT&EQutvIJK4*AG)Jk%cdWXKo6>ddWN~nM!YuGK_GHWW=fV(w;b2wBMD08rf zfkw4~PSt_S^?^S33b}wy%ur3zr4blGO^3LGizrrN^@7OPJKE+%Ji!!Ow(gj^9h=LPwWrcWxi>P!FV-t^v zd@s>Epdvi?XiEumM9O(`zexQ)2xAv70`;AlDGD0@NHRC|a_?6@z<^^P?XkMk%a$%cEs=a1io zJ6vXMTn2*}lQQYmZ9w6Cn0P$Nvpn$BgY(o96RBTsl950tiu`1f0)~V-GZ&~xV2b~e zk}KJgeHV)`sbL^ig}f+u8buuW*I@UNYx$Nn z;g-oKW@%-YS$Aevv=j3M7SbRMdpS=N`H3+TilTTHaUmCm1(J0!C?p9OsmMleeuOSY2q?tC!RE;k>-gfef1b?@t%pi}g344VQ(fL4OUlS^ak!A$0*AfN>q*rfeDl8jzqzU<88Tpn}i{s32Q{Goh@B zQ>tm97%Hfxr=c54Ig-<%yY`{uxRqSln|m0RyJVw!wN%4@I7?H$~CiW$sM@lENillj^q<7XAY{aC6!la2=lH3puR7!=e zXr+mUrTJ+;lv#xwR(O_)lO1*dW}~d7p{8y6rfr&WNPwr#xOp;WI1B$+q2Vg7OgX5r zS*Uc#p@~|DiyA|l<7-3~qM&noq5}%mun+ifdo5~+J<>2P`l%}@ozLll0;xMt5eqr0 zqt$>8b?IK>wme`Vr1FFnK8R08Dwwr8J-u33@@ANO))pk`7IHxi)L;l17JtNAtcP~2 z$SN9Mx{LowX*bz5Fndv%#*?Ix0M!}-Z|bHyi*YA#1aqKjdg@xR<*i5Cn&Yap2l61~ zTCO*CYuXrW8u^OCc)@lODji2QZVeNO%p0nX3`HiFX~6WEu$ohCK_XKZ^va1UN4iTQG*S zNV~MR+lEhDjZg`P6G)pvl}l7RLc@Et-MFY)*{+T1wL@k)p=ez1)kbY|D=o;i=vGoL@B)p~@y)(L|(Ls#0WTN3nI<30K_dzAQteKFEoA zCBOVdihS{Xc=Q1u@EIq|k^=0;Z%n{h%Cax3aK(|pR!FlFl>qx^pripB)rtXcdcjAa zVjOJ9hy1}GEW#OdyBwsuP)lpKMX2W*a~^t|uctz-m&r10A~7t(GrXHAy2Jg@4nJ%o zs*?~x>F&K zgNl{X4(GQHNMpH6kO^;0%>i5?1w6+vS)l%=i@^WktQ+NF(|Q02@EN^=0VfawgNz1s zPzQ(X&aalpi5$W*hPx&FhLVhW5Ga8s^t;^1!nkRh>zX;9th}HMsjd(U=s?P*e4?6q zk51-n)Rm$S-4Xs8%b+@);6$)2k)u_-%Vx$^S)7C1MkY5}ZuAwgu}YEB6GlN;7X8Hy z)Q}AxpuY+C8q-|OIn4>zEXUbQg$`U<-%PriDOm{sj1(6d`cnYmQ32_E0xHJN?0m?w z`_48M&x*XrBJ9YIY-6P7)fr036qu+Z0**I#R5@qRp$rPKunzjL49~<03|(x|WtL6G zWUqYD%n6WBT%+R~Jl$3e>tKmoLKKcx4K8>t0OJVz$$EyL<6g6@FfE=Qcvmq4#6>tPcun2WPl&9%hvP;!fZOB($yIGyp zTy1Nmr_Ym&Tl-wKV$DLMVBE)z+{vxn$ju7Pz1+_|3e7Fu55WpRme#wu*7%?g+|XP& zEZ5P*Lr;dvZJXD!+;q{o(YpW $>Jy(PtBgCa9BX(nH5CKhit%$+zVD=jmRO%^Ic zGsr;G(TvlX4ab_x*>o&%44fRyYPtu|nW2FIq48M(paQnQ&T_Dftj3H7Xxkr-+aL_C zx-G7QYI>3!+z#kd86q#pEh5kj7~RCP93_!B747Y9A6+crcG!ApCa_w#)we}2 z-QUJsJp#_gnUIWc4(D+$=W(712%g|oINB3s$5}&RUXuX2LI8pOSpuK}kkHPjNt6fZ z;UCWE9US8HOyVUjs8;J^T1(ddJe4(vhacJ^1wBL4%@IH@>OkHQK3?jtz;i9~382sm zT*VDgmBSv`sO-RvCOJYii};VPg4jKI#P ziRkivns?CQn%C(0zNe4AfPE^$3(~ZXY(gsB&ta`&!@YVe%&urnj!6~DJqHn@?hK<| z>Oo%Ww08>6yH)%E3L`q}N~RHKsfe#!>#vjRim2-rUFA&I#B)nAGdiO;0cKK%kio+g zf?b!GSU^beqwzH+VmGnq=EW(ExQEMbbt2icIu_gB=HTx1a4zmWP44O^)CyJgWb=y& zU^d7==(d0ebr1&{PVZxX?~1PPXV35SY&eX}n&N80D4yc@47ELF@B@EB3E!cY?qlA# z@J7yu0x{$~4&=o^___Z<4AqbnL|5^sj$~db>mR=mcP;Wf!t47wO}_q*ET7(EHHoE4 zW_$}bM}bX3;Z`M+MR0ZB=2rB?+}PGV!`wT{`9pU^-~YJL`_kkttk#(S^Oga zLx_GW+f$-nQojW|e&l!udB+PJ$9*xUD9{dG^=n7+vik5qoIOkbPb`p^s7 zJL=A0{^xK0f(*t<*2`e7 zWyFXDW7v@4u3ZluPNZ1T;zWfD87g#`Q6aJeAw`ZPS<>W5lqprNRQcdXrbaPk&ZJp$ zW~NL@Ah6`w)93$Bph1NWC0cakG^0s_4w*JYDaj#DpHAgjfB*pj}$V5Di~pO2_~Crv=JwrV$^X*9((lhfT(_? ziYX6t3{prK6Cgl<0M78Ej;`WpLrSsCveL>syh_WhE$O05Eib*)>#n`>Qfx872J@@0 zG|xPfGB_*CEKbTgv-3_nPt$YH(OmQMPu65pO*cXd?ak2Me&dH9P(I;pw@{FaRJ+*9 zW9~WVGNsPB=DzdvQ&2+{k396$GxgM0=$nr}R$F!T)%*ODWk6bMwRM+RbkP;T1asjq z8+0;+(838N+~>i82=Wlbj3SC?B4?j{7R6vZYAB;>TU_QvB)dgv#+d{WcU*GIl}V78 zaNPgNTXx%ZH^w911!{;udPGWIpb}7WNdZ(~B+4nj0_#eG2~I1HF2jTiOohd~>o7pv zl=v^eCRU72j0?LAGsz&6OinyQ7FjbsOI|IsO;7`LF&rw^=b3sgF01MtG3!zS!IpyR<0r1y4C`9P0*lT z2+GDmdW-;4^;3+LmNlf}AauH;T1$#t< z4tmfkn5#n?(ojMZPDzykOCbtd=(!iZkS<xO}AOHGSkb{s&BNDlYMq<&(OeV!8i;!eN3Ac#D1yrF6C5ZNHcgeyd$l{nhbSjO@#q^spE#Z)F;@}-w6m0e?g_{;w~2~(z)DJC&f zV~LX;(@)BDB5huF94fBE70moucaHa{qGnT6m$HQyt?9+Xd3Z4{(s`6w(yiX|-}40W4LsSa8CSsucaPBSHKO-+j$ zoa&T`wb^NGVzCZ>v}35u^iFMRmQ<-?af@8k6jZIJ)b@;OJxoKDI9C-`z??;qly@k3uNSVus`8zUkm!zz>fb{y%OBy;@bP8K!kF! zm}7(~%OD0+=2yQfq^t`s`@$@3R={=X>@Goj;ERb?V;@^EV@NC0)7n(EtL5pRTnpQF zNQ$;dy_wB&`(f=!?|Rn!qV|>++!J%Bxbkr$f5w?y7|+UmWgU==2ei&;{f8L6GKksG z)>gK;Ev|7xh#m>B-ky}#ybVMz;*k7g#nFp$8T4egh)`v}UG4!YaIAgx`(?=TS4x{3 z^O*fB($jH?VFP9}N(=lj1otvx63dunZs#$~bSBTiw8WhvT+9gvI*PHl5Hn&HO-bEW zHy~y-ct({yr;^xuS*2<=hwII$@n(FdkdIfXcH9_;y1D-VvN3aK44?D~sIJqcA3WDe zta?Id8U=vzN|e0h!8N(oyY`!6@zu$95dpD&+ZX1}KtfbL7R>prtYs<7xmP+{bZnt^ zn+N>n9LD)fbEchw@4T@*ckID<`ZJ&fO<_XwLl=i89#P$GDBLtUx8re6q`O$X-=^5n zS3P5J)i_2oQcV^D7j?m3#oSWYYJI7$@qcthKeDM6ZEWqwK1xArUZ3RFxGtBjGyZXJ zanQYm#h0(yb-9Z=mJ4a%!m?eS%4T=2%$(zBnL}q5YUey*4O=stv29>&v(zx&#@L)R zHg1uX+uVRkt!mTlj6<{g-BYg=ZA67zdGA|1?#cfiiA&r)PqhcDV(+)W&1i76w@Pa^ zPWWJ{&JVc zJhCt!SPDURa{y;a=bP=hwSTVCpo5m^-{#Do`P^sEC|$xSLz&b2!H-=G>Zh!wy74p| zDce6U>tUy+d7R^Q-(-R%LwF+_BMj2vJb@CVpC z-v#0K?T3FVCJ#B5-33Z{F?I`%XFufK|7FQf_VQJ_tj;@cZJ&Q0&Y>6j=~E2ID5B0hR+D&7LVF1nscLl5HvALC=bR5_LB zD?#W(IO&_dS_v<_+rIAOJMa@f87vA7l9w7x9Q13KtGKB3W54z*gU2hOAbdaf6SFwD zyw9P(kjlBzxj+09F#X#h{^S6r`h4 zLk15>0P%Z4j*Gz=ti*XSKOu1_Oneve(~$%iB_8xaQFJ^qK&2rh!e#3y$@{O-u|FDm zLeGoBis3)T0E|cAwl~4T(Xx{OTKqEjIOz_(&xF;sC6KWwo!GDNKLniEt+R6{tep(A9_J{SCf zM({qtp+rl}N0x9XcZsOSAvq+`vL0N#Q5;273WG2}MKF6Mv7o=Os5w^5Jo|&iHj_mu z1T9?Lzm~c}m;yIA0l+OZq5+Jso9dlEDaLg;x73iLm5d@nNwj42Fldyf<2#iQ97p94 z$K%34YcdCT(1xfgN2iew_Eg*<1dIPvdLT zBO*6I^BrSK4U|;L285ZzgtwS{$(f8sEbW3VWGr62gi~I}dWU2kL%U(*8q9eLH>BVsi#ywe$Uf73}1Vh7INuO#h z+FMLDw5`U}w-B=`fIB0}EWSaUj}gn1%(Na^;52I_4-vd7HA+fBEX2?>CwIh^UJ$R; zB&gLC7psI#2jxom+Qk3F;YS~_C>xLhC*Vyi=uOA_O&|14QS?wO7|v!BnD~>n92oK!<&32bCGm39GPnLr-T^&-E0efLkN^Y|l%Z zD#*-F_-Lw3=|*^f2YegH_ZY6_Yd)kD&;eDh_Q9*D`~d}B(7)0F*K|-d4T(;i3QhE& zHZ_VJe1I*Of+=_cJk8U^`%OLt(LDvu_p2-utvpqfxfE4S&6A;5bW!KjzZjKK+wn+X zvQb|oN!ClP9qk7n1&vD;Paq8*BE>yKxxJ$Tn%y{33ba7*z*18w%E@G-RFP6==tiHk z(n)*OKMaomU9tZ!y&C^ekQNL-NyN1?P17}fPzhBEf4rdh(vbqNii?s0DX`N#tybT> z*0JLiRAjVVg?MM)??PTd4hSO-lt$xmHC zsartBWK2?(KxT}$?Z7%z?Y&hcBM{`(`G^|$7%^|W&po_Gn;gVf@lr#C2=EG47qo$? zG}A>u(_;-;AW2rEfY1w~O`*^iu#|!)pw?>5(+$N_Y<+@)9LsKvyqXg;B}7hgJqx%z zn4LSi$m$GcfnoIH^7FP`mLgPBO7RT#RY&Z6zMqoq;5{KeccBGQOgPIX$S z{WG2NRMt@4l_^j1995$FSFObkBi&l!BCe;Y#^PF7=92|3@Y|oH4C<++*Vvp&AZ%2CE8is+#c%OUCf=MQ(BQ6$vzW}O^5}4&<9=MPS*XxA9W4! zT;TuLeIhd)QkQ|i#UxePC0N`2uvRU{t)tl9r4KF|2cH~=aD2nDyQ=qWTP`iQ16|&{ zYhJrWm*~~o>CMN#1&TLSsOnXUmAz9YV1n=+;@*T=Z7oa3eYvqH15+}kI7oxdX{Gp; z-)Yk;)^Q72++r^7VvtGN-HBI8prZdV z6x}j59=;CdrVkXZa)b{~V=-~`UFZN_pk(2G+YgI1 zpX9Mb8MfO+w&6yu#O&pXA>aeS5;miN)(1F&BR~RqegY%N(wi*3<@TxfFp=!Brt-ZCT)2>ZF??Xf^2Hm zM&GAS#Z-!FL#1j{_NboK>aFH#SoUhL_N9pC7?4a_P{0O$Fo(1Tsr0lR_&_YC2T?*?D)tTM_TMgkZkid?{TSYa=vWwJLi+w;qjW} zp4dUqCT;sZZPR`Nq()ruB}fqEP^NC}AAD_`B~Bw`McRHL%{dEm9V!2=9+QTS!l3)= zb>&~O-VE)WDNwkOU0?)U&XeT!o#mcj2~Nhi9#x|X>F35>_~dR*a|H{e&pWJA?WRVT zX5n)*u7S%L1eL+&J#Qd?Y|6H5_O`^$)}+oJEcxb%&yMHPHf^DX@_E+pmn~oMWn2Mo zY6369QVuB=!fMLhJl%E}E$;38{Utl=$p5|YA$o*#vjrjwaW5Qk!?fDj&01w%@ujLs zKBw;GfbqXh>6K20DoqFNo+{!!=`PiAS@@?Ok3_}}a!H>9K~V1^$I8quiFAfCeuTvN zCV&8_04W%4C?D!5C-u>$a(kB9-dx-)*JpmluRs;l1Q%2)#%=!=9do)Ub2GP?NtIMI zPxIgwnOHzTI2Swbix9PCPxAxux}waZBl>oDPQ#~clB2X)KlDY z{rUh-K(W8)&k5HlPVk6SGlVWFUB9Kw?e)+)T3}!E2Fq~BD0Y7MTwa#*wr2Lkl)7Y6 zCaSwF+EsCB=ir(g_x!YWyXN!cb1J^R((S%^Z-ROFcuI7SVRc`3^mg}m&&MR!Y@c4J zX5|U`K7t?+0;e~Er;l>e9%_KE`c}{9froX2_g0xhQQ4O2nLE_~1>X{c#^ML(b&996 z8NK*A=}SB51%FtFqy_n56#3#g#^Q;|42H>PjP{l1S`|Yv-MusvcG9Bc_A0g2;YGeA zmCx~j+nxux9|w9M7y6;E#7u|pTH_#3Ux_9U0?>DQ(a(2&CvE+%XREj84OQH%*ZQpw zGl+!W5;fGG)tt99XtN)4-tP5VoSokmx3caGM)*#-x8(t*`y{e^38pY(e!yggW2^gn zniPC%e@|=APZVa@NJ|Hw1WN4r9z-u*KF@{h1LqT<{2;gd%a_5xU5QApwG8Tflz>(T zI07L6{iYxNd^h!fPkpOjT!6sBWgx+V1`i?}SY{!^h7KS9LTuP(BE^YuF2b)oIiv9e5y0&(VI)l zN?pvEGi~PJ!P8c(nCQ~BL%-_fp}>LOzJCJ`E_^ug;>M37@BQG!oaWA-LysQaj}8dQ zuVc@yeLMH=-oJzYJq`JgK;h4$7d|b)aRLGYoCqTSB#37{6n-8N=qxZyS$Xrsxp8f&k?=FDtpawdyz1f-Xzp200Aou7X? zN1b(h5?ZLChazem5knX^1fz*UT3jF=ut!`1@5N_dee~srAAkE9v7dpXl6oM5r=HrN zss%;ZYO5D&v{8k#!s;Q1b>Lb@hbP?;2d^am0vjxddz@G-Pb?yvY>PD3*cG!fK62wa z`f$@#kk?`>mXJnr+bvp6g3Bbhbom7(V0mHL*OgYLo8`KQZ5gJ#^U~{?nWlAyZ)j@n zi)LzVx|z;v>C8skE3)K5fWigv7OBI<^$DoN&*+jLIK zLLF35%RbxGj8I9dk1kgAn61}lkyVzrV;4ED*-f4s{;`9?D^B(HHTGQqo8-9ir3A z+Z46)D^|VK)lV@}3P1XQGJUpPf8G6AWP{Jv+2gZ~m)b~{3%B~})2*)Dh}|8({Ce+Q z8o&IaiT`c?7Q;+9*%%^mp@UT8CTG9{R<1e&Tp$BO7YNYxW(d>pKm!fMx!@!q0VFe- zeQt2FlOe$ft`p(wTqe5{4v2O&vz5?G4mTE88>5^ z#`vvF^$U$GK9ibUtN~9IEK~sxXh+J`L4kAJBOej9vEPiYk9(S+a0n0p2bk;ziVT7W zQPzW$i7-@=lq3mD_$d^kP=zdP5DatIh8cF`BN&kbDM=|x8|E-*xZ2eYci6+2v@&@k z3L-6usH~~^L@6&i;!+ra41Oq4M$?;$SBeS6V}k8_QDv%JLIQmQB+ClCQ($301hlO}?;`IFsRo;*f?kjFOZd;hji0no1AF(v`0a zDGz}~%cj{9S-2cZQg&H2Q2cToOXN}XkZDtGEiC?Jwv2E1+;!xvu&7+Pn zn`zt^8atDV9KaKw-67{W&zV37EI#kZRjA;g3ve zTq+J%II~jHqLl(ghhj!-C#d4^zvW)C2C;O7h?&PwU)#Xz- z>se=k_9>%9X4uZ6Ow_(bwX1DyYq1F1*oJYaw6)T0JFGX&{OvQkX;^iWvmD}@Q=JXS zf59h=vwxc=?&;WNfKnwejF`_G-F$r2aJBvC1 z0u1Q@8`$8--UV-XQ5RPuXsVJWJg9y{e=PBxjB{X9^-gCDk# zL@uZQJ?&~USf`ta@V4F3?VodTeear#7t38+qq}e29d^Yo)FAM9pJ3hxRObO4tpGmk zBY^yVI@iC$2Sx?F>%j3qAl4dc?*>$n;Z^wRO6_nV7@52YmHT-u4(nKFJfa(i(1oUK z!;kaqXIBnd@O}+!j0}x!>SuH#*o49~ZVQCV*i%2)B zW74g3YrcZ%YY=;HsOp8+!#?)1pMC7naE9s_;NDvB2Qm)L`rjjGy1u#K?-3BrY5cPW zG(h{0g`h~a&qus#XM0^q*y@Q>oZ@!BINtNlg}rn9lf9cSmUn$$RF0fz`ZYG=XW0_} z$3GtODFTH)_`wPz_QXXlt$a-{50-2HNaocA+3cL>-PxWY;ONN~x|!SQ$%`w*LJs_% z>(O2XTA=M!M^^0~HY`ll0pABUN{*2gb#)y97=jK|fDO<9kfGi4J>Pt&&f1~Q^mR(B z$=#-ZJf6=NaJIY*D)i6#|OU`@qX!jGhD13n=*31V)_&+TrYBAOt7? zCisIs5WyO(0pft*APPr$1V`BYo&e|osL?G@F23AwO&(5mk+| zNShaaAsB|?*o@&=lpzO-cPqNgaRX+9DW#qMN zB={6yGUl1Mfuu9i<=j}t(NW3W#DW_5p1+ZkN@C;fSw}dzB&W$F2nru@AR^acicapN zPevk80%Z*-oOscrT-`^*%^lt4pbjo2Q-)&REyO53r9&8@Ku%>vwW6;TWR^9SR-W7w zc4hm)UuHE=%LRoW^uks|4Q?V!TB_w*!r6nhrTBCtT%ONh1f96mWpkFKNJa+ykY2sS zLL8+eVBVo%`i9~hCJ0Ip1r3~eh@IK(Bu_@>I!dNwT4D^Q4rUJj*-^sXCUPbvm6v~b z=4U=ZlZj$!O2`lrVaRdB??fd(ncY-pU-sKyVy7Ky=S#+9cXnNQfTwW~-_yNE1+;); zIwCv%*z-YVdcNQc(%=j>Tn)~rs+kaef@bYFC4chWDFvS3@y>u&L~9x-NWJDtEGUCc zAr*=lQ20Ss>;pQe$XP-jhBAwW5+jHDoQLXJP!WbQHsgr$S-M1LUe?W1sVKa$s24Or z6DYx;5^A9usuIkec7{`o%IMQArecy{rS+H#umB7^W{~>-C?pE$BHcizbZUEAV(P%B zQ6_0;hLET*DJVLbKLTOyq`}5r6h@KXLE_pfX6Z*^_(q@WqEFXGmJBp0eR$ zl-^<-9b@D|jfx$(iYvL|ETMWq7ns1HpsUy=CU)HaD7-ahyq2eVYO1}q;JvEnWvb2$ z%7?$+W5fY$zzWEE5p2P}*MO#9!#Zq8D5S(bWSIE@j%bZ*ZwC-7Atn3dyA;&x)M{vFmV5%F`VZrBw9IZq7EAvM7yw(10P}9MPS^pPkBEwB+RQ240*25v@ScGJC`e%Po`3{T zFwQoC1v@VWR~k)v$Iw=n2lqw*1c2je?+9=2zJ?9{_B0laDFx! z4I4!FK@<)@gq1Gg4P{xbtWrV>afmGcO;(Oni5M|3F@l4-+{QlWvgDuswVBO9v5%+) zaY`{2$LSScF`l6d+^}I~3>7HE0yT;;8JF?6p78~%F`@;ncT8_}Rc`=XuL#@m2;aa8 zrd=Lm>Q4eC3}!AS7MTkRvcz2yAs4dxDzaZ8vOpj*Coys(f1FgRqLuY9B`=;#a9PS_ zeY!uupUj@A^#R-;VJvn=#L(@h?{w z;-1GaLzlb4Yo*da9Vhc0GxJZbu0Gb_iX=S7Lz z9JKn#p||?!LNhckJ2XVsSoETY8<$woT59%c^hPVQ3wkfUeySh$u}PowARifkz>d{o zt%B%vL9p*%!E}FGseGj~e)S4T(JzAf^g`Y*P;>H^)@D*W4=FG86Q45JKsCuqHC4OT z0%KTK_XZqu9XaW8R}*RzNP#bd^>a})cYGb9u}9;^D_WzqS|_vet>9#0s*t*8sAA$= zpYM_BWBMWpfDlCJ&P+J>^{V`}?gX|?2aR)QY5l^YuDXOCor*>GeaeA!wJSon|T(4})Hf?XTWPUU>NAvU% zX-UhqZ!2kCtF#Osa#Q-_!7ev*qjPEwc1j#}uYfI=I$=!cK`-#bI`~0$CpNJZ^;dRx zi=gFqQ}!u4^>}MudCx61fdXGD^k}#Ddp~r1%TqAt30Z?x!+`Kb!$7<~Zd&tqItuAW zZz>8`CV}_%`O-CTXY)2=!PVw9tG3XCF9g?~GY?NV5O1ZhK;chwxQByyi2v6-mw3kl z1&V`rcz*?px44U+jX=jTR$FH-x3{6%IF5srL>G!pLKjY=z>W&JkneYqM{auNwxYM- zNRKa*(_m6!v&%gHc}gd^Ase@qYus`V7DZXvd?g{5cX?qaXm*GB9&C7r`+>1V>@3;h zW2d=2vw54lIfM;hYRUPu(mAxkO^VKVp1b#H-#DN1ky!tm2Fp_c7&8eFdZ8QoY^NiU z*Y+~waicSOqg&z&LOM17Hk5n&T_?DHYPt*kBd1pcO(P+donn^^*z(->VNjvG!(|4p=@fb-%y4(tk^w=X(0QR-A^y zEhoICk<$@OJ=F`l)$@^#9}2_^lCsY+*vr1NOS@X@v0GKUkGl1zhWy&E{oB9&rBAtj z+OXY^^Q$7Pr)&B6^^DE4yM@y)#Ok~rWCK5t0wQ4e>rUalf936-X?ME_inD2h1)%1? zX=cO!GEi-HUx>ccPkq&^J_GrAq_{pGjf@Le{OrrV#v{7&iCXspM2#CY2o^L*@J2#~ z3mG;P@(^M~i4!SS6oLdJMk5>Tw0RR} zPMl?U_VoD^Xi%X;d$uup6lu~nahS$g+7xP3rBaPXwR#mR);n9{Y~2$_4>o?J5Ouw? z2W?ulYuUDS`!+40J#yy)vMcv)UcGw}?ahk_aA3iM2^The`0yh{j~F+0{1|d%$&(pN zvTXU$WzCy8clP}GvnA1^NtZT#8g=T^n@VqT{Tg;`*|TZawjDdvrcj}Bc_45AcyQtW z!-*F+ejIsn<;#UTIMGB&bm`NnSD)TQiU|nJxp(*e9ejB4PRG!Jj%$3k6PN0 z!wy-J2_`OH(uu?pbs`GI6jdxEDHfGlYAUQ^bP6e}h_QFT|XD63QnPqm0Tbt*i{REVbNHOVzym5=_-@8X2R-zF031M}1Qr^_4^sU0+b_WXN(B^1 zK?F5DaKTO$65>G!MYU+cQZGbeLJUm>i6oRt@(|WoPXaMS6LXr$)|yt_mDi$PgfS@{ ztqQg(VU5jdj~>Yaa;vk_@~X&arETj-CaqmE%4`9%OIyMiTkOhk#dVC!a?S11w9CR= zmtE7$d>7u=cte!l@!+%*-+b{^BG2vW{TJYXnG00l;0P|by#fe;&jk`nC}F<&=zBC$ z`(U79QcEpOh=zd-QfSkVG4<4;Q6~x_)KEn=)uU8V<>;dfF=Q1ZS#9>viIYU66;~5S z%=N@xg&wL6o@y+E#$TDLN{*(TTDsU{rOry(AAw}5*{rpmmTRu}LW{2dYnkkp?6LzJ z7wvF4%k12?w-n8?cH3pm61wFcE#ACmTNB~Fhr3tb!1Hb52tEBi9PvFpDAaEc)=NA* z0t9eCK8GuJ*wKe8t`7zlI;T|Q&_6Cver}`2TQDFuf9s_th?&^S?Y&q7RB!PBA6WIbSAL{Jul2}LA!vSF!LqXYv) zK?IS`f(Jnz$u>xl4j$47ASB@kOBFMji7+E5l;o^b*g_Y|5R*Vj-cg#OJRNb;lfvrZ z4}&N~vqaB`XmM65)$%nZVkfA;7}qI7d1%aC4n|AjbB{#|U~XLEsGkDB88Jx}eWgbE3Yd;Yaf)pFsAoc| zK9e4{HD+R|P4@&-nU1k=Wn}DR-L$xzLXM5m3_t+?;`r0cX|7R1jg)@wcvRC)5M)bD zP{^E$P9Y@3WKl(#I#E`tsV-7NFDqe%xLQvYvM{W?8>`UHiq@q)ZJ-2ID?<6o4c9+)XX>vC9=q z?SWJGkkpa+WDRZ*gsu9>cUmaT6K?ZLbQkAK?lTNw*i}D$V&_dFPY?d!$8n#{XXr*Z z#ert!p!ovh!R)oKit#I=$F=Ai7dCE=_R?$WCTU80`b{Umbf)dJX?WjTIGO#TzRhR= zMWNu-rk=8AQ!Uz6x7yXOhIOo&Dqv6l(OS$Mr0tk1!jXxX*^%=M_DD>kp;issCAEUH zu}jnwE(Ar{D@r*gi#8PycQV@3PTD`MEj8((G7j3_Hn+LU#PAuquihf}EzNCib)ROK z@5Z-sE=})x!*}VPw(K$;x6B0OmjnXWI>8~Pxm807;R*+^m$|Ik)-FVKhfF&=Mzp%b=cvT|xLE<{%xivayXIWy6Xp4!gZ{*!m%HdVKKlET z9`)rk-RX3)x8*B61R_LpfNey;dn%xH(+j-H2LHOGuq^h|8kpe-LCD!%yLQ&$dS!8! z`^IZ$_q*dH?>Yf)aQWV=;zA|=4Kc^zL5D>Z<`-To(Ty(R6OY%$%ee7odwjVC8~O1b zmZeJPd~qN`^3fjB(Hro0m#Hp{eq+XGS3Hq0Lf-h2MY$&3Mc^*AOJ1^1v;Pu;BV^^=uy0m z{_H61?(ekrkHGw|wK}NwB5rkb4fh^Q_cD&xc(3EwtO0W;CPr@f^v)(KaA=+;1NosU zI&fGv&;zHYS#+cXi|7RZeJ%xQX$7xjidvAoMkC$4Bo@?Y2We2=%x_L^Fb4~f5$VOr z`e$J(0N{+!^yDvdRBs8vE@Lo;o1AdrppcxvX$oHpwj{2d)Go|O#i|le!W7Vi!mvYD zXhh18L?Up*&~Qc4U=5XK&vvNV;_z7Rst%>4T3jrA@-XQ3&`Q*&`~0xHP-7GLrV)Xo z2Axh3Ic*xVu}}DIe%_A~D-j8=DHFdA;j+vVwT$7)Ze$8@K zerp0pj^uEWDAFJfVqqW90cmD#Mv%u1mCJa5@x)N9dWJDt?hp@=QTuF38PUfX2a7aZ zgP5|h8tLsCwGkx${e&A4=Ldsu2*2?N!;y~e0~5#bfy(h5pO91hh*QkYQy%0~P%#xL z!T@DvW_+?0OUNE$CBtfh7Wa`Kc_IzUKonhaFGsB!hCY$7;q>*WDN1{D9!K;D=-eyz$up!MWm7g{Z1k0 zO8TB<#j^4(AhNq8ay7N@E5R}>&86L1N*m9z$kK8xb2B~8qkj&F2XbH+54% z!DA%-X0rh9HzQO7fHVG7(l|xS%8--w@F+k4vpE3-kfak7&(1m_qz5#}kP?$8yD+za zQmY`-I~Q;=y^1_b4wKU03_t-rV~FOe(rMh2=HL^0xWX)kv_4VONWexvyV8mLlMiE) z5kR3p&GH0p01yK63Stzf1=19oCMH8QG&z;iLz@$j z!U+`rY3=`T61EgG*BBG-UX&hVl;gk?C1|upbD|7rLTGT*DOt|h7-~k~5U$#DNR9L~ zk<!0X+!MK^CRlC= zQh`xY=TM@u?MN+EN%QmiGId+{Q(GW|A}bOzu;j)nuQsbR2Ie&eoX%9YG*#QA064Ef z5oQh4Uohupl~`40gOU|8<8E1*HRK5OSrHXQaI_l# z_JI_V()qGgNUcp$MX;epuu{b}NmUbF!RMkdsy{nbiuzD};MG8HfL?c&XM46@?c`qb zl}|i?XveQ#1!f4=fU^XaObNDN4fbFWHk*!n-!lnwmf|TM|+_kLN+NqvkkRXxk^@uPSz^80^72UWsPJjUG`vnTWC&V;4?1`JRuy3aQ<$e39S}RvDQDfmYkX@SU;r-u~XL|q$lGEP(AK!iETX9mSdUn4BQrOlX8at+VDMn zu^<@=Zz=UE`&KQ^B5aftQw4Ws371?j!(61aadq%_b_Fx3WS46p7D95jbvojx}a(OryE7%kI^meXPDO~HYgvk{m`^x7wRS&fnKoj>eycZnhZK@0Vimmv!OvVp=aw&+$2-Q-B}# z|Ae&)7gI&UOo16V0fo|m2NfTmwSr0ECNOx}f|OgI7Z^iudK~hEsl{dgX9)$9QF|eS zGfH7!XBcvAxQ1~UUv*eKJfIcQ4|M;9jfNNlhDP!Q`LifF zYAw06NXv6*ptJ&nsCsok1R{1fMIB9tFsHBwPzFU63`GSnI}xdi&+Jd*8_5G?7S5t@cB5J;OhqU|>N_*RwRSe3Hp zgn^lbIeM5YGD=Ngq%9x?O4_7RI*?VGIaqoI7l#J}fjDM5n;E%jZ<>C+d8b#>K13^z zSRhURgCT;tV;JK6=FLuo086p-z}9)F1!5)(gme-jl!M@&)v2kGS|=AQkuCy+pgO7< zc&b}DZEpovwg9X3VXHN)t3T70pU;CsvlmMi#iXkQ_f{+aPtdKK^zou}N;#6Q?OJkA zI;Hh`Iru<*14Wwg?U4VZ2ZKYfYkFXd5IE=8u)%S^T7Wnwxj5}3P1`#KY&Ab1NV2`@ zoyW;aF=7W|icTUzYdL%N{Lh_1h7{@fL`(a$b<%(z3_H1S3%xkDBUmQ%@n^O`57q&< zDR8$tjE0PcAh%WUl!mNRcDUo1Ye@W3**dww=dYN1uIn1Qdo~5|n!3d!P-?uTJMYHb zq`QFw2rGc5iIA`xxsl5o^`z{)(|eNBlpM*qf9-F+A-f=ys)|7yosQrLnxIbdbRhbB zFb8wi2*NsDi?m5OwNrb+6721EmqqI_wr3HaDBQyTbNg8{Jb0MRSAzRkz&gZHRz4@n z#HWR=gSl+H?abuh93h!~&;Km0;`7ga8O2jPUBl&=6CHdPozdyl(eoP8b#uFQywWZG z0)9NxHGR`hFY7L+y%*@y^>_97H@?Ge6HDFHJ9*3Zo!@QuwS)l70e)m40tu}A2#{b0 zBBCZG;;4`Mo>gXxMFj~)Mb}}ps-F5gQNq{%nE=>fLX5Eh&M%yIddAp+2HA-wDu0`x zp54TZyNIUUYxIJm7|+_TeKK%XnO(fw=k?peJ#*U^QFdH7fY1WaJ>AoN-HlvxVG z{B=vcvp@U)taBY9B8x8q3Je}26dufv`XPFt1|FW2$6inOdAE=iB$QP~0~$oOKn*OM z5h9$nH}>S09h7<$&sqL>`n;};2<8L5t!rNB9%FH}UHuB+adm#@d*0{sRno^p=z}8x z-ea(j{^*Guy+Z)KCwb|yN#2{@bz2SJshI4z+`hNG|N8x@zV_-R9tvK6>m%Ys=^3^0 znZX`J>>Z?oUTIp=rY+hx4*Q}s(l60nhDvn~LnsP)Lx97Bgbp$PtMYC{U0fd5Gkq zkRBW#23d(xWy+N)IU1QslcvapB1@kCOu4e<$%ry*-pskP=g*)+XMXf(P=N!eQ>$Lhy0z=q zuw%=f9ovD07BO<`-p#xB?iMyoK%h;$xbfr2lPh1&yt(t#(>y$HO(YO%1g`@Guz;aE zh7RDviyu#(e2DYsJD?|lJ_L#P@Z-y$&!Pm2`}p(Q&#%A4e*ORk$N~%m7HHssFwmgj zf($n3;DZo4IM9O%(NNG02xUmnL=8pM;fEcnWKv8I_0Up9D~;F@6kasZL`Xu2Bw~pt zk!WK~MhG#JPe0|f(~mv+1Qbw2F=gbDNjU|TR7_cg)stUEDW#NYRcYmwWWlASmVI^U z<(FXMCD1Ji3#VO~Un)$KDba>{8oNc)I=I5Wl38&|vgcfS( zp@_0J#1MoIVO?wq1aJX&-hEfzrQ?MFo~D|H$6kBxu{YnSq}u1-si>y0`Dt6(ufFMIni#l2Mua1Q$=Xo7I%?#tRmf^wwL}mRrgd=Dz%P30Pir+%?#m z1Q)#Kn+RJ*=fVsl;s+ylCMxlCeEw;1Z!NSS=)@d%?D5BgIvVn$uq6diR2s`IO{%4+M+KtqUYt{Lv?>#s-)fpm%~Zp3ucP$%njOe4ie zQj1MMt5c5FrbJT^My#~0PCW9ob&x)yUA7VB3N@~}Orgsp+(NnQuDp1EW$)g6hlMYf z{dU=gT!RNrSD9Z9Hm1RhH*Q$MkSpBqq;T=Y8E>rl=%kmf`80Zp zjGD==MH+z0u(ymUr!dzZ^UR~-tb3|E_a0!+J}Y=%(8Mn|p@O_3PxL_yZHV;q(Ay~W zOV%1IElnhi^i#7h;#84|;Jc)ev=ym+_Ks_teLhb??no2eNg4HolKjjK|50||&2HZO zbJ6$zSo&N4Tn1M-!__5U2Hcn88lyPJIgoLYi(q6ZM<+%M0&}Lz-~l-2xz7PgW5dy) z2uDal<}3i{Z*zMmyWp?o;Q%UG8?rJKp*3hxY*qeYLy`VTf1Iiz0}Wc7vE0%OXsh8Wv$9wd-w!Ydz9YjC#bP7J=j^Icl0kxb_e< zlI=$~0g@ceX1*aAscmi(3jOSNKc(dFkL~IoyZ}hZw6viN0wi1l;c`GlCQuH20SuWI z_`pgUOoEsM1O+(*2tBNU03{q<#Zo{@5Be!|Aq=G|SIJ7$obWj*lnw$~n4Rs&Fm|$2 zj}34C_%a>Nrv&gpRSQl<0{`I0RIKXHe}I^u1Q|#{1;P&vhG)cTDi4W6Ya$d8Vl*d8 zks}nT7DuKxPI7jQMD24QkDxGzW<4uxCV{86;JCh>)DwN+5|X#VB|jr=p%nb6Umw+F zH+JPuka#PkLaijg0){Cr2ZW0pCYr#0{cDnRF-#mR$x+8-(oK}pBxgYJ$yR!7l%+H! z#z1J&mb%n*sB=y%SJ;{aq$U9b*iOoBiOU&=XO}>|;mmF}%wg)TKD!g5QkRM#8VoT) z39{y`7?cogI`4_hlZaLg0zIxS1bpJGq7|ctkt?1vduKae9D7nmXFWkiVw|H~fdnr9 z^QjM8MsmVG`GF284D^10d>29!y3oRorJ-(dD8CR}QH%cNaD?foWFhm>%g{-rn*jv} zK>5-{p|pc4{S8YyOWM*VDiDlfPAqAY(+Z%hQak18cRJ;=8Upn_?ZIJgMHQbA@UR3; zbt(-?xq}_};JC;wZgG+81LYbQxh{%sbd^9|B{=uG5E7zPf0hue62wA9+p1T+>s2O_ zH$zl>URl-XG;^LcC0p~BklbhlD4@Ze@6-|Y^gGu%$`_7#-D_X}N?sDwX+ij3GBeKn+oj02kS)LRXf-LsV$RuWcFIwNYPadsxCQo1|e$&U_ z{>t%NJ35kp{Yv0MC)h~~W-$K>n}&r_II;V}mxcLKhk(t+(tZgHVj9EYPJ1|Eh?pRW z3ve15=PAW5PPM9A-~!Q^`qi+GO$wKTW7RN{IxyuC$%2ge_b9+D)MDw3YkaS|O1J7z%ebxjAOrD`vH;NzQVXM<+S8w)Ku@&g+?{tOGuk z9eOkn>|GW!V=C@kvYGnKW;@%68k$wKw@uw9U=7>VuJVZ)ey0n zAudtlMY1U8veUcXZd@x+>U-~J>D$j`OPf6bE^tCG#oz}Y=t1?j@F_idoD zT)pbiK17i%niJkP!aj+>7T>t5wcc{KNuKYE?`Z8Cjc}Yv!1*eLn+OH(d5=H-6yA5g z{~hoUk1*j9D`ARPd@mH$7l}t{i-&245eH?$7?Kou8|Gn*016ZEdCQS`nzw4L)_D?` zfuyB6qW5ygp;M)2bEubkwABHv2LeEM11Zn~29iw76hs5kOiHzTNA!C{;~~7FRpMq4 z&NY11ReZ*Gd@YiEROfs)XjLFmee2e4?j>j1XEk$oPx!R|c4Q+GZ^u4!$0Fnh66UvW zKCylShZFKQhDP#7^~Z4kBL;sLcn~#skMjc1U=F|;=%-M(@$hL6jNYm2X%&CQ3h3Ue}%Lbh*Sm< z1vvhve{(^2dNF|eLWh1aNs4oaiNQd5sD}h|8J^_-hlVH{fhdS9Mu`7dkgF7WvgUy{ z#TpCg8jKi%Bba*X0eiz#O#We!#^i#OScx+TO_}&0n>c2<;vq>0ECTU~0%0Q8WdzlA zia^LcFNumoxC2#0i#OPH#FC3JAyzeF5hp@D*7u9OSXN*2Z$qL!M+ts7Q55e31&wfD zAn{f|aRf_H4bnIT-zP_JbrkTojeli^29;=EA(jkAjsV1lbTM)LXBTVPhIj#w7FQRR z78nRP7n;Tx3Yd@jSTK{(j|Mp#0V$9wMv#A5m>PtTuc3&l(U1<=h>qADBnW%&QIQu} znWutO#;R3AxIAsLcu=5@e=Aw4PoPRiwj#CKn4Kz=b9lQTJrz~?+TsWj)z>7hzU|G6wg`|cLc1VYnNRy_X z>**zD5}yMzpO>@;gTR>nsT%nyn1uPJbjmS-ARV!Br_E8IJ%&r_p`f_cOT4w9!1PPM zm64{RnLG1L7iudRqKO$gUf*<^9ulL|A`=)P5>e-LB!%NR;O@!8~T}QbBeC+ zS}2IQ8mP4zrDhxjDqE1*OE5G4DlMQxJakN%si*(~JdMhG%(oz97OC4bnjkWEaQ1Ev zs}W)(Mms^cckwfxvk%oFy5*n}q z+f4YOT?I=a6+$5jJAGKiupgSTI+=^&^F3gN5jFu5O^2}=OMa2tsjfJxCrO(FK_e`2 zxGYgEoV&7S2b{lIg~N&e1Wo`7{=g4-XB0S#6h>eqN{R+d+KjJ@e$_~DQYy4xNq9kMV25=ddnC7h-WtZZrhkl?34{#mt3bukMwq$#~%VD;vfws$GGADy; zeTo6L1-H5-x47j?7@0H3G@*GruuRpr1{;dIlCZNWsSF#GLRqp-^OIV15k}AwJ8`j- zOSzHzbk=ne1QClVnUdfmcE#ebyy>cP7Jm3tt4cWqsEZCiA(hhE!AH`wvU^5z*CX#I zow{qK36`C`%N4(iw1|a{{--a3Bc|NCczN+J%qvOF%VBzOL1at46==QKJH*BjuiTp) zE%ZWa3p+s-sQY^VzUXUYx??l#+dCZzzqE2ZRaJ}7M~mS`xE#U1FVQq&Y%SWtxQ$C) z#Wx3RJiwFd1=S_0CX&G7l(@$bpzgtQ-mO zLbf4--a$KVYdhsDsDX;UIFr5_S;eh##aJvMkeaYvjD&(4Js(mcVCA_!$%|$6MKuv4 zBN0y^%U>b^5~-NTZalzPBdR+Pi{QM>J-NBx}ot(iO*#|tI_bswP|{$q0Bg= z?6rIX0vf&19Np0#&Cx=v$|C(5X4}fhQ2>!r0h1!jGbC(HEGnVmuc{)&z3j_66Dz@N zE9X|socP60bic}6$L9pGy4Xgxd(`~Jg{PRvZM@BtOI_YP$BV0*63a!g>WeH(H9s0h z>?{Sn&<~`LR;8;ht*b5|yo_BKob!Ch{ycv~DX3e8sii;9e(CF3@Z8WH-BX$rWeqnVanB(f64c56 z&qbcQCmhMpdKCbzXyQHIexomYz2$ffhizzhZpf|Q3R!~@(P?TL*NfQvz2^S?-;Iqr zlWiOY@InZ_V=PmGZOhsFip#ppDwnw*hq^nzeBnLwAg0}@(MNqqxZ11jP2JR8A>xE$ zhvH}~v-iZ+@%1B)s|0K8+fLmqN+2yLAD1#(fDS+|5*R4 z<%GDFicVlNjPrHr=yx{Q?2^4L<8EAhp>E^hBgR?1EOjLXtF8}0UW|42>dJaY2L}a8 zj@GxHjf8A2)>)n2DCOVHrIb9^UV1O&&GL+e-s=tKchS%cJ!znP2Z#W@_?_P^FzsxP z%GMtAs1XPxv!@{F?Gl;i;XZ7`W*1VI@^0_nl*c^DgnB$8>&$QTbkqTl+t8xM%>cqcJ->4B2%oXm4aYjM z%%om+w|zbm4;74{*89}Qz^PAL!xXw6f3YjOd4^~Fj7Ls>a3jwY28I+>4lj}{|1ZE! zF9h`RjpQYa#20dC7preTcKBFi;s=8efoX05F5vV0UF||owx%*yWH3NVThC-&e|*wE{nT%5ScYXO8vRs;T?{hzM#SNd&P15|;eFR}TfKe->oscF|2T5Yl0};q z>>ajxa0xgNSMFT8b?x58n^*5%zJ2F9u;2p3V8VqBA1>^|g$W3L9Y2N~S@LAcl`UVc zJcP)BX_pfS2w=ei1`HiacR-z5^=j22P=|00TlVbPC0g80k;2Dr-adBZ&P_x3aN@;> z!!Vva`3~kcm_LWUqsesY)vaI0o?UwrCEdI4=$;*V4dvyN-#|~J#(MVc(XW4BBYu1K z@6q3=e_#K8{{3$V0Wd%T2PAO7APNj3!2}l?NFaqCgz&+LCTu7|2$_H)LoYT&V-64J z0I5R|MMPsmC7>9n2NhKWum>Sr6!5?RkqF`lHTdD@2#5%>kU<_5|DrHRhhieKNRFWR zD5NK#sK|(kN=nH{ieQrRiJq>UX(udc3W^J#y2J^oFr6Z^Of!|D$|^OrQcJBh*)&Uz zHs@4Jk0c1dEKfc41WYi*{sdGp#`Yw%P(u$zG*QTg7~+5d7_}^b04f-bG}2hZG}G5o z3qb=7LMXwu+ivLXwiaMO4pmiGO_c^!&4V>o;^w1oz2a)EA-dN5wb8ya3hj1p>h{`0wp6d>|#SN zK7==35=~TSMHYqFw#6d`;Rl@~2wKpg3VVdGp@PH>vPy-G|D0k(G%|z|%7rJEX-kW< z{OL_izpMM70 zXGr53I3khB66Dz!AV(=>&egb;8;?>1IZWg%;=wSJX2SqMRa-v%?rS#h{N&3oTEVHcHeUj-&9>XZ@kJb8f(1sn!iUN| z7^5e^b+ROOIh>;rLEsfJUJ&W6w?-s-I0BS@|HVAPgC+bi+<_yX{2_{O=g5mjKpF`} zCvgXUqKkRTSmTY42P$Ocmrpt6mP>Xy`mpriVCJB&|Cj9MoVN#IXY9WRKYa1&Dmt#t zA|n7aN=37@X{Vu9jRaHYFJWu@@5g`Dtg*g&xU9zpAlmfiHv$$=Z_a^E6Wry6?Eouo z(;1cnNF;RiHGff4j*#}Nhup#_=iap3|I!U~3v;5D%#9^oApDDpcePK+m3!dS+T zx5eWv&x_2Piu367Ch3(CD|HwI0SYiaHr@p=A>bZjJT*t}wb71u#G_@(7neXZ$}t2W zKmZ(Y0rs`ekfu@1(_S;b+t?;lp~7DzCCLI9|8VVUsPf;|0w}8u8nBZcY!)a#2uk*_ zO$iHh*8_t!tY5W_IcgIieKgp?y#;QRgagoj496{ekiShK$e$KNhhFM%ZEzT{wuntR;ll0cjxvJL2nVXE4YOsft8$f<>rg5h#X)3otyV z!nmXpEEp~nIR_`)`?MyiI=d1Ps(y}pO+Px^Zv;uu0X|2WE|)j^ zFYy~7VFDI%#iZTks7R8MpoG8%|9;X<^so+nK%#Tbw5x|ogjW=~NFjR-C*{B?)`S=l zc7k;*I-QWtDpCouPmpjIps>!w#)KyIoM&ZaoIK3d*eLx3XlJ*Qu@~)ri<*QO%)9l3EhFKQPn%>_Rftv60}ZKcaXODkaDN} zvG0Gdx?gT-%g&VMFF1+m;Uu0lVTV-+6V@8Bj7T9C`dG&nWC)T*crL;pBApR>AnStt zcXE^ySgpO;X^9kR#3XJp|3}(65|RYFA}_YdvF$ly8J9sQHimXlaI7YjaYe^2%kfzB zFbG4OmI%`bL?4MZjcM>fE<+%x{mUFEJXJ=^v(}d#{(7j$H)PVpx zL=zsgdJoM?>mZdo(8;c{;KN=1tS6Ve#Fm|Pj%jW#2*bq8HHcLx)=^80A{dcEDfEF3 zDafQ2R?U%kLc_4O3{m6w8mp!`xq6-Y{4AY1dpU^N6bzurjN(rMwJ1H8TELyvJ zYP$p^8Ir-VF`Bz60{jwFE22(?LejPU=9_LC0PoguKKDNVH}>@CICsH z|01lRyR{GNw29aPWZ(x#2)}`VC$pmnED(thi8?_b#0V>q6q&WhA*XN}r}vWx+qu6c z8a9duK$F;rm%yDZIlxUE69ojL8=JP1`6sZ@1496}xZndnLbq@W1ajk}aud7~w2Q*C zfDQmb#6y85lf_+(GR^P{U!03I5+oLE!CHjDV}uQZ`#jELI5BH3hx0+_+Cd;xGfbj5 zm?A<>|AI3{D?_S!v_=~xDNGy$VMG3E5jPwNDCiCe3z0zE!Ubx_q=Fj;QYv@p4kXwC zGHj1C6p;I}yUHE(j6y zOTQa>82{3>>chT+{JK7jMBo9$BtZlHGYLyfEKTIZ8S5BN+^07QqvmlFuowgnpuhuA zH*^a;(<-f2d^}!^ix0d-)=E61WJ=VsD96~N1SkMWDaO%wL1e^A8Dz$TYsTgx0UUHL zYGkQ3n>ZSvxNO`cjKh_knlm~Bp#yo3t%^QxIiUmDr3jfdb#zB9Jh{Ha!t{cm^8z$p z|4Aw_6ax9Eufqw*#DT)Cioe*woNGO8c*sT2Op8b-Qj3ztqC_bX3ApMU^oth=|1&Da zQpAzm5l$N{M{G?gd8a@8!$NTJRGpggPO6z-JMW1K-ctwHg$)8pFHKOIyQ(AbUT*hAF;69Cze zHGv8s*^)KclPy`1Rap}_)RuMGmxWmtXn{w)l}c5Q`P3<^%2Zk655t+u{HnBk$vsM= zJ~}+23~2%qN!6wOOIFoFFMQRJE0CeB7AF)4bHo-T$h2qeFp+!+UgZb)`?T9(F_i#B zG1$mO=*SOoQ8Z8jT&>Z{Ovr^Kh?eM9Y2}C5;15s50Ool|5ORiv=ZSlQe`vJ z7#mk|EmyZo*E&!GAsbl87$jTV*VXEPemwvKPym1p*vSRm%NPQ4I{@l@jJ_+~^hui4 zkPU}@*n*ouMK!oW<=BnA0FX6V2hd&Jm6YD~-QN`eKoZ{JCEoM_jo(Gy~$99qZLP^mI?L8DO|&xlTfVXG!5$!4SAPSJvsIb5q2z4 zE(AUV<&J{L$Dbmhd-2c3e7*tMu-f5ThHwH<@Q1LKQ3{dPKm>^uEyOuER*-;EMl>sg zgj=E`FuXOAcX}rR+~6(gf;m_O4-o?~07N3O){M}S$?}rL|7G09C5ki%nX4!RJNewu z)r-o#T+DS&1XzFu-~)d!gc`QtA%;rQE#1hdGNhRljb+`|eO)X*xsDKG@ zfCmTw0pMcL=;Gil-Y^#9F(%_O9^T;nVh?x+4)EeH?%fA~<2W|ikX3;nuwxszT z-6dJ+Jpnsb=!HJiJB}8O>tjHsy^izb{G3&C9LTJ*Vur^V`V^mU-bJNLhNY=9vv)zg00h4gN)2gJ30{~ zTnv_?4bF)xvI&nUW+B}O&OG75g|TmKW@mopkAdMCo`7&3=P+r@RY&o{N4PUd9e% zd*)(EiQ@+#*^pgmg?3q-{TpYQmTQ5u1H!ML1=Uf-y7`k)jz&%O6&(U4P($oXW@1`b zZO}{}5UOoy@kQj9?pg~u0x9T)nHF0)d?BzaTa8d)G-w31bu|a}X=hr$S}tm%mRk=S zZj(eNu**>+NnFECHXf}BE|6*=vp0fqKiXHLON7Z53UCRs@l0K?uuKXPzxlru6 zj&R2|-hyUc=#}2fzHB^J=!r&;ATYye|8dI*bhp_Xs(kS_(Sb= zDL+RBkyl%7K`W8h-bAIVWbQ(A zZVHQ08;@IFs|dpyF(w$XEBEDa)oRJ=+YlCSVoRqvPiF2`;q<1l^*)L;NCP!cBmSm~ zK{D(4uJ1D4=6%p_K!0JgWbgo^cm_rnlgs$$e!%V z23Zkb==tcb_ux;gs(}b45Rm)SLS`Jkx;?(qTDcXhzZ#~5IEjJ45YYr3Ab(^_j&0d) zh+tYA828^>pUmDyhkk&B^Oek8|F3c@SMxvY0<@(ep8n|u9+3zhD=D8_NHlXNK=Y;6 z2y~a$Wd@3-7T52d2{C|k5+=6%L)o;mbH|95I0T@811 zNMC2#Q1A+1a6qC?3isCvPtJg@8Gp|3$5%nj;}1t@Q(tKQ^lZM7ORoyrubNO$ zwifw2U$WBBuM4#(DKLyIKjaqnAYawkhN`z6h|pH{2|0o#SciUKgs#K&=!WTtxb}*1 zWe?$Y=9cBr0e4%zH3TNGyR8UyzjD0=SH1P_6!z|Hhx741HsQf)VJ3Ta&v)dZ$urP{ z2RL}S5cK)h01U7ILyrJN|9|Vck4{E6nm}@Zr8%SmPYo&t>@DVE;dSu3&}U9(N?@cd zj|X+g4geic12`u26Ig;HxNOfBWIYRHukufTw7p-FbrhN%)Eqj3QLB>>HO*P372Ww^ z=gVTBj-dunmiF2IT!^AS`lPR%MGkY}KCGwDKW*Q3W9@REF6pb!(3B2YAGXAHC=MeMlqt58Z?}8jYG1 zfn#{q00;~iP!J?o!9f541PB~x=wsP(26-m~sV5L4O`-BNuCQQnzWda2YnmLW;(5-9tZe28b(RkVG_b*^CO_Yr7 z(c`JpAV!cJS)xxLBd}bhZVhYsE9S9_Gn?(~`7`LyqDOniQWi^>y@DFC7DQJN?A46~ z>Gc8yiq_4PCtKdk^$C(EPMoam+*U2=;AcGAq zIM4+UG^9WT|NE5kAAuQaxFLrfdI(@h0um6@1r}H!5P}^D5j*`rlu=n0Rn$?4bqQ5c zMkw}FZ)%w*F|RsLXQPgiESR8vQNNhV@Qm8n%_9G?m4qhJ*W9LZ({_gPy|bkWx$bK&{& zUVZV&r(jJ$0Txn645CjvM_8p9n^;-3TgRnFdbC%qDlM85z5a??rgUvOo2Rk4tm_lF zZ7kNJM*p@n*sa3)YIW-gOI_Jmc(?1N=h0gBv2n+(EZt@3A%e32>kZ(v*82Tmwh}&6 zz}|%$emF_yo|M3d0aRcjypdBY5J51?h-AS55>X`LKn}r2=RoS{BY;OHsU*Tq)?~s7 z|5H}Ela^cx1yo{QRs|HPmzjz5(Qk(4ds)CgA$(`I)oJI;c+R~1cV75W3P0^kq4A($ zN>-+$x_NCX?~}@@YS^tdT^e+|#wB&jRj&ryY_*BHanZSdHQLF_O%eWbX~)XNY0qKz zgnH7}g|+dDJZ9lvtopZ}w8=_t4n$Vn_M?Ug;45?%l-7a%ra^3J>w+HqpxzW`k_4!$ zMDCItyy%6HZylh5CmDiBK*%A1$#6jU`j?J&q_2Z9NnsA4$xTk+Fr7dQ2|+O8#Rl~y z+BHQfit$>bzTz9CErw`dDNFr2GpUnhku7R59vYCBJeV!dFN~lEKWx!F+uW>r|3Uy7 z^-cw}+;s0~!HX0A@(3EJoliDYQ{QSp#m26|Pl{v_&2PG>M^=?hI_d!+10#tV0`@O7 zzlxP4)AqnkMvx3?P=gC=c(}f4&~GN{peR$RN)3syBqVfPy99DVc$uhj6PSQY?j@v9 zk_3jUBoOI-86X-y>vX4Ek^r3aq$stHO0V0>>?{VAB_>8Hig{x0LN=LgPBAlF>q;J> zkTsPZZ;WI7%N!P=PDSj4AAk{L6KpoeKy7V%b;L}g7OAx1G|dUVGEV?eb3VCj%4&aX zjr+8=HB)6}WS>!_KE)QDu_-W<&FR8i!c&&y&~^DNJLEkyZvt00wH;iExUdb{S*>3HeVBSvd`v+6YHPElD8Gg*el-BwTFbuyLMmi-ZsjU6QRDl=KLR2DR1 z_3vm+E8zgog>7qbC`T)r*$Jz*SZC0~1ezPJo1(D9@KO=B0w>}XTTr*V4S)lDE8|+i z$X-MkLQp-FR2I)PhCGgli+{?jgzXsu@`6_{>ZH|DYR!~4zEur}RE)tmVUmnFIiec*m9kZ#6r^rZO zblQb4Ug*NjI`%UKN6Ma%0uE+Kwr4+=r_I2c=tbi!7Xs5+eS&;nTCjblwR91j+^!U{ z8VO0%!sR;!6s^)C8E*%gG;gKWkfbR+Y1{t0;5^dwM@Zyp6V>=X1t8q1HN*#_mYQD$ zC+4M*#DP*UNp(?8vRB?1KWpoH*GYpga<%}9=-C1iwr~w&>73qX&$X`e9q1a{i05r~ z)#MA__PfhdNdOZ)+)>N&oXfqw_F+w&Xj#iukTX0j|Ee44LGO%qy1kwaYxaDXByIi> z-C-{1K?nXexPSsK@DdXo?QYKy!V?~VPWu){p@zs1D88Y*7n}$_{`Zazo`9qt^Ci@c z^%A5oYmwKHtGweY7kRzNEo6fqkdT5DrqGl8_j=BxV` zQ>FLg=he3tETG#64rP7V06pQdrGYMB51+o}HbDa9`0Xb_fZEqCxwad>`6Y?FM+y)V zPglUFgF8SDF;1Z8V!8k-;U$mxj&|)kgmDOq2~BK5f-X5ed-Y87wfPLTExdytjJTg! zisP1g7dZCn4ZWD{NuIC~LoJlgSr+brjjg1OI2c4tTwGb~O^u!K1+?8y{j>=`4M!eL z0S6}FW2c-H$AX8KD;|ZC_YWjKS)bKB_cv9!$LzvMMX|aCACaC%1l5|P*2`a zNwZWu&s04}R&|Y6Nh?@SR#=~oSSHk4I#6G%w_hr~Urx_oN9tfk+F?1|WHl^hj^AoE z%4|g8Z94L9Mn7+~Y;aVSa8T=UI^c3P!*fXAb36NUKiG6p;dDGsb)j{3c6oSrMS6AN zdOq2FP~v?-FMhm~eqH>3L$`oP;(w`rsguvc}L*Il-;)z9xi-^#R zTy%_h6*z5R|$tB+CTl1KfLRC<$P<&#Y5lTO%_VBC~RT$PdJl~T8sah{lY zL7BBnnwDdlkL8+AnwwnSoKxkTQt6yi{+w6gom*0#lWCujO`)&kp;uL-lI5gX>!ezt zrDUX~rqQK!Tc(lVrfXxVk>sges;a55tB`E0k!?bFPv4uWjD2 zcKxtpd$Nz^vS!}2YF)LagSC(4wQ1?KX=Ashf4QEFxsK(!ZTY&9l)H~_yruoUY?;1} z_L$HSrA!-?L*dyK@R;>3gg#BqPcrmV$^ti_Y$ z#d^5Lqr=9<>&ANI$bPiRh~3JRAjN;ar_13S|*OKbjmGjq* z$=H+T*p}JZl-b$Y-Py)V^(+@a#!qtf1*$=|Q+ z-=fIioaN%B^Wvb?7yz=J9aW`CtmNyJ{_CIQ?xX4O zuI=)i`tsQR^sDstsr~n~{`klJ`n&!8$>N2pmYTpuvL( z6DnNDu%W|;5F<*QNU@^Dix@L%+{m$`$B!UGiX2I@q{)*gQ>t9avZc$HFk{M`NwcQS zn>cgo+{v@2&!0ep3LQ$csL`WHlPX=xw5ijlP@_tnO0}xht5~yY-O9DA*RNp1iXBU~ ztl6_@)2dy|wyoQ@aO29IOSi7wyLj{J-OIPH-@kwZ3m#0ku;Igq6DwZKxUu7#1P~Tb z7@4Gjg_j>|-pskP=g(seBsf4|^1#uNQ4h>)nqX$q2U>&7oFKt#(71E!-p#xB%>)Pz z2&jCZw(tW85-3QGngH?QwL5gsKwx=E;G+c+81B2f_wV4ti~k>pAjq^c3Qp@ee*nX@ zV-FHEK%j>jwFjpYRGG$~KOp=hl~+!G(@-;nbqE=U;CKu+=-`78s#V^30;qRh0`6t= z00Ic?w@wJBAs_^Q)By6zdle=KU2zr(NX;uJ@>fNA2|_?&ggEA?%S`iGWBTC!V8nxQ@r#DFo1>K=gwp7ETg27n45ef*thUjpkD zc+4>!*hpfxBC1-Tt-RK2@4fgsHsKk2PGd%&1(vv=K$rFhNCySfcA^OfTw9<92V^o$ zAZAt(9|C}6BLt$`cI?61{$PyZ9b0~ECEcYUOU5E;-#C$9M7jAwN; z$Vv}r;>1DbSDO%k3nTaz+tUn4jmW@}N??+D z1F0~#{QVsxtU#aH`0&IRZ~RXCrU=}S82b6Zn(OR*Yr?>-$ttuVl$b#8FBa)v71W@f zC?Hd^K8@>0lWYLARm5sufq<+>jR(2&eIg+E=l}B6rgC@M@c;~<00&qSaLK0unzB@e zHnbnPJ?AoM!k9W*b-!#>fn20m$Jv4qt=g3BY>AQoOn?~14R-Q0#N3^+Wd`R?)gxvR)s1g zv8p`O2*jgS1w#9T060jJfC*F9H!Yq5Y_SSKfh=X7K=6$hR7;q1D3E~o$Om0us~iyb z$j3egaCxTEgSor~Dh&Y#TKr;8x$wuIV@&G=1?oktD8L_4=`el;%0?IcBR_Ao##7as z#)nSfCr0weQYa{8Af6{X{FMk}RLfL>LO>%w+VYmT9NHacwW&|J=NJ(v;?1ZLCFqpO zU{*^G*Qlo{&m|{a{5gZ5IA)*zP^=&gFb^Qo0~|oC0}y>H*LpetNKv*bdvQA(FAG!! z|K;+X@Qi1!q+>WOHD^U$T2TU|L;p_a)FwO3QO!Sl)&bI(DRl>s&I1N^0MT>_pU~+* z2nzbp=!5`b#^L9bV#7}<$@8Ni4Jj@;gn?|-Or$7HsY+Lx5t1I`q%4i8OlLY%;B=rw zEV&g;cgoYA_Q*IIkPYH|O4Onnb$CBJs#2HARHEIcsZfooR1IK&23Yl~Sk064L>geq~q!se(T~ zMie~=At#1yNLA-U1Tr|*v2u{ZV<$_7$WoTFl6`DsGke+2diJxR4XtQLOWM+!_Oz%? zt!h_GS~a-#v}ypYYiCQ_+W*@2wz$o$ZgqbJ(qLhl|@e%pnt$pad^YaSByX zA`{S!ZgK@7h~VnhxU;pcZLw=z<6@V%-1V+_#jA$#n)kfuO|N>_>)rCs0TGCxgc?qv z2U+sYKl#I-9)=)<{`$AS{0uNf1qg`4B4)2*L9k$7QI!7X#KD+pKnQ|BgfvVdvT4Y$ zhBwUN4tw~+AP%vJM@-@poA|^iPO*wt%;FZi_``B|afdMsy)0%d zV>!!39y6K4%;q$!`TxytZnK=-4CgqH*$;wH~) zArtY%K?7c+hXJb;u!wQAS0J3|qVzQ<=T^u8PtamHJo(p$po1MUd}L7D``-A@x4uKI z>V9L|-vAFdk(=CVe^7!9(oVRnjjeDoZ+Xg8t}?OBd~N9Zf!J)OwwlpgW@Bso;~)>Y z$f*roO3VQRng2O-OsC;(!lWB45biNyhl1dnygVWDVfVh%P-J)?!pJ)hy3kj=*&r7^ z!=&Eys+U~k8_!zcP(L!%2i|aLBf`~`VEDAxT=lLuyvtkOb+3o*@n28k;(p*bo!zW< zFpvE0aF4sP^Gu0TX!`)u7^+CcO_-YhwPpkm?97GYcbgRcAXU}*&_Qg6L;SkPi;w)! zhivqur+Vr_uDpgVk9mK4UFuZ-yqpn{=u9j;+M<89>QkTPif01i(LMW^p?vm>PrKuC z&%N$NE{Kv7;RH^S>CFqHa=l2`G&fgb(pv$*rv&;F@d&;9O? zKG9lt`~SziAO1NroY}}Wzw5;w@k~q{?6pt!?&nW`YFAvor=Y4#oi7-^bA{yx5CY{! z6#gd@#rJ3ifC1JgV|HM6j{tcKsAibjBp zW)q2}ZV4EHo)%;8_JH#?Vi1U8l170+wqcMrh4cn=VP;~W7kW&VfgM-iYjo$c;;24hL=#7S#7y$Sc1Rw;#CwN2wZjF|N3DE#bhk=&2 zVOKa~s3vu_Sb?I(b6QqqUS@Pnr;0HaaAC+~u!xFcn2QYAkPbmt2&935SS?n(+XRS)JC&n2>oBNa+{bV`!8(fJ1SBHUF`l0?`1G z7Mkdpild2@UFmG7>1;8GmnSHPahY-Gw`Rpin+n&PRo9kp8G<6`2L*QuzbSWc$(6WQ zpt~oM?}ul^IgQB~q1E`H66y!><(!xR2|mb(hC!Xz`Js;)nKD5D;yD=PX%$9Di9%7C zEODadnVw>)pAN~4@=1OhX`j)?pE7EUsP}cd2cQ9Zb^bu03i@^jTAxQ+q;ls6c4&jW z*PwX#jDcC9)K#TuM_m=_poN%Rr$7lC+87=RqSd(qD}bFMDibWK7ilULk~nxkv8E|e zq6T4}2L(!QtA*a}M0(Baw zw#t26S9UTuaVXe=Xy$Racc5)}t9<&WTgRw!_g;xM2gus2ZV8xpb_#tcshNtUmwK(( z>Y$qXsCb5F7wVjIZ~~v&p^8bWqKX3MYN}@{6PxLBsY(?^nVB^AV3Rqgv`Vb_+JW=g zdef+N%O-vp>5FhVjD)&@zv-vWI&yO$SpLAQ35%@MTA@@1jqypL)JmM#nz0(2vCl|% z&Up$~plyap7#>QhCVR3di?WJ&sy4BzcJZ!LacBZ~g!6id_5V7n2$!#7rn92=ul`zW zX_$6>ntD3QdIy_^5BqkAunEiRtdgpSP^z4M7_odwjeOv!&j?>stF0T`wHiC2->6%xixrYsw{JSTE&;39v;lj|w|NS3f;zMsdAK(!X0}JX$cwy* z3tW`jypOw*&fB;XyN8>*sfggY7Av|K3#nWSy53u<-T&*c9}5ZMnpZj{7pvR4t^2z4 zdKkK!73t=xD~h`=L7ol3yRn&{!wbB@o4o!Da)0>0x)-s_Nv+VfymJt}3LL2^xxfZ| zZK^=2)>^5_b-mk*seakD77Sl`245Wfy%S7bVar^eN>!;F7wN0MYKsDF+qU$}7ceUo zMd_wL;j$)SzxZpGIy!$GDZonFjKAriRa<{RJh%hwz{z>QJ@yI-%)m(e#8BM1w}1#& zs$cUWCmH&HjROY?CX2D)usa!nCT^z}y3&y9g z2|^%~d6B|rtgdtA%59LRkcz1&N& zLu|EC3doULz>>-cSf|Lwe9X@%lHXf*5p2mKOvzkK3Gwy8&it*+MG2aG!foNnpX|D! z>_G^y0T*??Dq+KO;kI3oqN{AP1@X$5LpA-ixVJpdPK%s>T)DvvXHP85)4I7R$=YUQmW7R9J$iS&mUKuOMTdl+rdTM zxkwBNiH6vaZH?Zmxz<>B4h_19Ak|&!(3j2G6Ajj!TEX91(Og~HlY9zdjTayt(q|n6 z{=hG>LC)oD*LPvgOcAe07!&U7AD9!z&u5-`9N86G*ft2cjQeK7o!oyZ!hIajj_nT^ z+q};Fxzsz|)@{iadJB|b$%t?YQ~$l)&)mTrJl2VAdbbVa0=H;&6ir@ki5Zl_uUwM*^;c$=Z)2fpx)=r-dueO z8=x2Q{mJuf(wValIiN@NdthOq&O*V`1a8ytjNl2O;CYM4Ki$i5XU`B``oZGqL zZNXRS)Zi=G82(#e9^zzP=4Ni)l%U;;?bVg6#Zo=h7@cQquEpq06jkbST3p0OyQ4e zsgk|CV}9nOUh1Zft=B8n5}oH=JmcQI*(ko{ldRr%e&?Z030uwTh)@ZfT*l~H)}RcT z2teP0z7HaVrv66xDG+P>`>Z0g#o(bW9yJys5< zUhd{@>Mf24+O6w1&f?=O>(PAGw?6O5mEK1)IbM7X8^4D$A z)RpGB&hDo@)h*B7^#4Bdw_fKqPtldI7yOQ{H_-F{UaG?0A^VVM)Zk7rQD}vM;+3Ag-WN-5A9`i2$)tbHPTy5(# zPxFv)^E1u}r=auwz5+de13y2~|1?o?(&r~E3qPNB;4OY!Q+ACdkMR4))0kM)qR zz-2%Al>fOi&a~4o_RpML&Lz#2|M@4L_FTR4!oc>TuhF-#?r1;v=?&Uh{r2;I%{LDT zE29@XpZB<*`?|0DKrhNvBHJxN_;XQcz@N$n)?>Eo69X>o2W}GYYZ?u(=~Qdxhz$DH zfBo2h=8({1ng5UK7flHxUcr_>y3>97=70X?&+_O$(P^&Tr2W}9PvfxvvCPF>aZk~Z zK>K!&0=wV;{(l1i5hO^72L}u$FqrTlLWK<-K7<%CqMi;CEndW!QR7CA9U%%4;!)&C zk{LSyGFZi5m69z-PHWf!Qt&#tzN~NRqIx+UA=w<8&(jcSN>ihf{IA3+NEd(xoxWy5hY5hPN|}_7Oh*hZ}s}! z3pcG^!i5bVMx0pjV#bG0-D1?3F(XR1ATz?8S@UMhkm!B}9s2XBQ9A4i_>WOC*>VIEM)vN`N&GKB!D39{n! zh|hfjMJiP6c=F}VpGTiw{d)FH^+GD=?^fTogyS|{>o@9WRk!Za%`dRGHP1xj&@|FMJOz^wgyXJ6?qs7)Hx*aptsoOc(&93%SafCh+YuSqALgfdDgu_|y%0|QeFKKUd} zj6lQmLyNA*Zox~H2)pDmO*Pll>oE&6gYZnkB8+UaI3ctwH4HCItwRn$3=tC?j3l%r z+5duAG11&wEc7B98-)}nn<9O&IDh=1G$tW}oJJ2JtjiRTA|YDRN>fioHC0ueqAw~o zU)6HHS7)8eG|TS7>rB9C<+WF}>SV;fJ%dMP!KJXPTXy+#a2;mzr9Xlksk_qWY|hBE8`oj z!_KBpBPuykcpWOBffMS@H)ox-O1M{7dj@*3QveP+V9H3lMVMPl)2wJ-F^p5QJpUi2 zdf8j`Mv$2)1*_*!x$M;7^Mp~6VAmB{W6` z_xfwF-Hw#(vUU3yWY$<0mm=C-g1blV=2rJ*kJ>ge1U)3G`2e)9sxuMc66!aq$@iHd`YI31Cat04`LBTRPji)2J)Dz`^0RZ6IjF&rUT%o4&^!jhJ? zR2C%e__<=?a(#I^ogfieIt|S)PkO{(B_Pqm)O@IsnPd(mk2pzcjsFswGSbmCEfOQ> ztVAT9tQ#nqW6c{~5h4U=fEQc2PBMayo!#^0`r?$DY3xH*tBj{S@tMzuO^u%C3_p)^dKf|&_L=>9C4oQS?| zqSMOeQfGuwZC;T_n2N|0T~R}BMMTKb9ZvU4oECdxo(mle}vX{kd zW;IJw)$C&*mECM;F+?HI{*$hC?I~VWtD#EFZ*rtLXb=?}SQ#KHk^nrL$znEJ?qJfQ z1zgKY7=yY4#%v(v zSD|H9_q5?1CQgBwNS{J@q4-PMH6%AEhrV|t>ctj&3+UnI#FvSV1;jqiTTRIl3X|v* z0)k~cV;a}E5-FZWbpdQ)9s^Q-0Uc7kcCiA5<8x=rD;r0^)0l zSY|DjvTOKzP3r{7Wg*ZJk6s}*6PIWwBehwL)x2gl!w-LayzxGAtiB-!5<_*y^A4|; zX9yeFGDq!epqaU3K?i!7gzn)cFp%YvP`S#z5u1A%O%h3q?OehYf&#h48U~td%Y`y$ zf79G%QkNR7d`5LJ-&BcL$QiV$hIOo0i(Ogc_0O&KM4@%9>t*gbp_}09q&31ZB;2+( zwS~0FDk*H&==XpQ^c0pC%jt4OI#YVkbbkpD0#kR}+bXR!tT9swYV6}0;YN45fl6z2 zBl6ash?cMAJ#VCL!T`*ka&3{YZ+`dN-~Gl76924xWqiX|+8XO(&kAB z?98V;PYi1opLn}9zHyFsT-M_*_bWU;@^oXj!X&>n5IunjdbhmLj4XIZWFv!r*SzMo z*|#K<-SC*V=F{JDtT;EKQL%-(QPw2D1}6Tn@KR03o3Ua1NIrF{SKaE2&_g-);XbQ( z9nU7;_@I{z@7UfV*Dgo9Ut!+!VatH#Hivu8Ym@WbuFdFdkD$1C7tUaJBzI%h?ZM?X zypbwBm^+2=#H8+Z#y8&aUB`shEA)8E+d6zmPP?GD=2u}bG~Su_YbAil@<5M1+jzH# zY;F*D)&somWEMQ?FJjIp<47i)vdQTsRsWHz!k$t;Pe{@$KYZdB-}tbOygiSkq!5bP0y1pBZ;wTH<1G)`_tae3&I8ry$5W7+LJ&EtiZSxZ%0^ z^FSqW!7lW|FU+&)<3B`;K`>-39F#r*6bAnwM8nK8hVA=7>pQz4+`c-rLpFTCDnP;{ z1ivL@!VA;O8hz3vtGnB;tYr{&k#7jIVS3n#9BtuN} z#81RT$r&m(1VvpFhLy{{(UZeFWW`q8zD>}>L3{`$^h28i#4MD>jCjI}NVwRO5o}u^ zz#ADyG!koq#Lb(;WbC+7WX5KkH%*)dXOzZiL_Z1h29WI$_NLn0hP>$Ag62*>|d+<-kqzjH*#epAPKWXD`gfGAAA>-Z#jJUVI< zK>_;65-~;`ILMcT$(WSMnKVEkQX`tgNoEu(qUy)dOPX+$Lr zjoip$>qwCiNeRrNA0bJ;bDIg`q>&i%B*YpBDc#LLta%DcqN0<}&)48K~8f(2zzB#?o?T$@7d&h+b)k_4>r)Vsl) z4q^lf^!&^ql+O?qQ4uA|et=K@yu;%ROQb^47Og}4Tuv87(Q81(0=3bjoJcveQ5?9p z2|WPW_)7*|PzQxj-}6y}=%|`NuZ25Mf^*V`NT)j7!4)0RDz#F`BudZP1hsQf6_wF1 zt;lQ4PcUuHO%R4_xKaOc6vw<=)6&#Y2t3js1wSFB(>k@&2Gvfz6U0I6#qE$y+Cj|N z)X)->wgzYbDJ9cHRn$dg)JApGM}^c#mDGvU(n+<{OU2ZRq)YP3Pc|h=Pfb+3q|qBC z)ikwHVW@)gL_O8J(^kFHCgdN*^sw-ptPt2!z|tZt6dA9)kx?>KP|eg}71m)T)?zi* zN!=3)!X?~`C`9l>xkl-Ee!n@bv+L5488`qf`CQYlvUZ4E!KXW z283nVn03@mC|L43*t~>U<}6iV00&`sSiHnmnkC9OrPw9B*xM1=Co)Wu$k??3!D<^u ziJgumLZ_2OO_{~otkv4BP0ez9*+$J-uEo@W{ZCdL1!+ClPbJj{Bu#A{P*1pqYZwKZ z4a(BA+q)&&Id#>&WzeIgon=!jT5XBlIxKF|RY9FUG_zW^C&XQ^e&0GH#iA6`n|3aaT`dsb@g?8#C0{y40@oea2(_r-;uKGzU61fs#Y&)H3`9zCwuayd-@V-G z_22&m-~blj0Vd!AHsAwB-~?9SpA|=a*aufo*aep038vr*CR?>F&FNj>>&4#e<=KWc z%^f{}-~eA4Km+qd;S?rc^({Z7jbCqBS`%qnBki)t=(zU)(h+7a2%DIg|)E&g|RpBo#Uo=32^(EKa zaV-BLxu`)sAmDn}LUAG;j$kF0<2k0|I=15^7Dp2`hCAltKF-!R-PR1|RPN1Qn*CfU zzRS^tSUEI??X6olJyI_QV-%)SG@t`AHb2^#-4dKFtYkQ-eBqIe*LK+eKQ`r4M&(pS zB<%*u@ZLQ*(HHKX-)hveRlSXNHF3ObNgp-b2J#d#2Hs*a+ zVM`_gf7awtUK!rmsxm&Tn{Zc;Ox%c|*K_vhqekkaR_cddZY#ZL7wQjP3f^F>#{~u4T#-|HDQ|mVoO%$WtJOrMZ`?zEs))ot=wG? zYyi;Z>b~}CkN)Go7VN<$Y^knl#39|nR_w(VY?SU^btW%*uIG9#>&mw5%LZm+aD}w) zIZ0+~^L1;S)?|PlT)9q3KwVP83qiQ{k^FtcTxRUpmhIW5?b>GSxrIiow(bAj=51Xb z>nfh-dM2-HFou(+Y|KXP@AF3P-d6AR=4#wV9C&8$_?~U@ZfRhS+u}y={61-&&d9ZfZqSzQC%WOR z;+=S0D(cqFZfa6UncpTVR5sA>2$yilHq8mQ@bZ@L4A*dpp4+sf2IJoF5N~h&W(8x2 zTUNO6@#gQooaz4_Uz--~za?$&EO2MGC|<29-pfsdK02=4n=eT5AQ$o>PwvMi@*_v` zBv*3!F1HV#=Ou^oD3@{}H*w;g@{?Y0Z}o2%e{njvX-E3gO(wAcr(yrB66&rTWd*>2 zD`)dIck?%g^Ee;xqO2z;2X8sY^E^lLD!&F4zw#_sYcUq|K_~P=7vt#ua-}`9oUm>L z=b!BUEtFixp?(N8*Yiuq^i0?EO)u+B2!wi)TTU1CQCDtOh}%B*^Ce#eRsi(QHeo}D z^;j2UFOP9REl+{QH%H&j?Y`?3$EI_#bW#`gVJG%tM{iG`hJFZjV`uhJH}$x6g;Y;+ zR$%q!E;!ks16kL0LZ@|08YOtN@q!~$jRrRe0tohIclURPcTxXzWsmoI z&+}(L@g*;D9I$qL!}e_lcsl5IFc(BIA4GH?Mg=lx*2a+rPZIwH*Z^s__mf_QinsWR zpZJW|`159k`nu|k2l*+Ng;SUKA!mg^7?cvuc7WG*flqYX#PwX{(1)^XYMJ@Ch6spf z1&p`&QRw-L2l}8F`k^QKqBr`ZUj?#8`lUzukazkx4}?IlFZ_P`swZ-Mr}nW<`uy(s zlh*(r{dbm^b(gPov2mbqiqnM9b=fh98s>2~#xjTx1g59^y0`ng$NRirdaLLAt9J$a zD*3(_eB}Q5q)&Q$mjypBe7y(yj{ka<7yGdvc-HB_wI?yl?{$O7%C~PKn6C5&*m=em z{n01=(l`CnNBz_neT`=YQs{?i2>ij9{jx56pSSptk6Zs);Ca+H20$QY$d7zjCwr&e z6bo$#gr79zXPa`@N*^Z_;8Oqva0S(;{_3~>>&O1=*ZwzWdSh^X*q{B4w|<|;{oKEJ z+aLYj|NZU^``|D1;or{U&yLeh2-l8N3Dxe3Sa=(z^oEH3=?92a0tXT-Xz(DygbEij zZ0PVI#E23nQmkn4BF2mrjgitvZPlodqY#QLY4YUAgDC~BB-nCbNQfv=f}D9$BhH)? zL$bQ&^O`JHI#;=>qTm41q)L}EZR+$X)TmOYQmvX4f($xnwsP(2^=nr;bcj5#YW8f? z4nl-Xo2F;2Rk#Ndpsj27F5bIx^YZN*SIB`7{`~*>EgW^4;l7BO7EqwTm8_wXCsVF$ z`7-9r2}`PcS@SbUR<2l$VnxlP(1tO0dY0H)Gwj$FW&H%IvnYYYx_2kWsue8o;9|-0 zuB%oEplN{CcCfp+IP~av_e!r`RqkNxegQStK6P66r34gIk!4;s`t<78vrnITp!xW; zYySjiUmSgK)Ta3aNB@6q;)r7(fd%?UpM2+GG}3GBIhdY#wZ(T)WUk!E7Xbu-CnAg5b?{t^B6gq$Qm^66nd)>6x>Q?BX+K!lQoQobX9uAqBdoH@^s+(Z0 z?W%X{LTMhjW~}v|n(98(IB74x{k{s)Dox5;t4~1%Wl)3evM0+gzW^v?ycLG$t+sU9 zDIA`>9haQ66B9}?$lr!+*p7m|GIIY1fD9_c5I-tV?z%C{JTuKT+k7+5H)8~^f&_sI z6ud0?J9NOtOw-Rb^};kX(@$nOlc}rBM<9Mc_pC5{5c@3k)j?++G1m_NB;Yl_Ty0Q% zuE066uohno7P8Lzweg-pcc2Mu4AWBH1@8o;LDr!H;y4UpJVeW!rVCa*=xT&_l^G|pxK+!6tF9q zJ7jw4pKG}^mjJu!xs;o)|Gob^=dl~_!rFgdyY072im3AdRjjQT3wQ)1gWSvlEw|*2 zN7D;noOT4kvsCK<7NBFR25LES}A7oOYnPgGF z5@ro@@%rfJQAMRfV-putmjE77~;AAp{OjDs=0Zw;EVP-+u!Zl=nz(b zqaXTUqbQFg!(Rx*exCpQU@f3=M?6~Sku0JBAO|_fu+V{tQ^BP4Z0SH@Dhe=y0UXGX zGpI%_g)W&iPc5P;&1q7zn%2A~HnXYCZEEwC-t->$&X`Jtkg^~2Xx%uEbPad-@0%aA zqYuHsM`C&hm%6-XvI^NmVZMc)EYhGqMRtJfgv^n0@{=J{Gf++l zcRIXZDp^5_eoOPKV9PLX!676O{*OQA!7l&VyhEcIsv zvsxWxiWMnX4BY>q45}0b_E^^9*t4r%HKZ_CwAkp}l$a|rR2IDj&^U#4DQul9XhSR7(UO*@0s^8KiDrl$r!S>AL6Ltr3xZW*;YnA(3q-j@rqaMNt05)aD@hnn;2XkqQ3UM zFMjijUpfevo@A9TOq=UpM=e*20%p;3aUk6VGq}MHe(-{^E8z)K7@M*b$9fUFy*bLl z6)hCUn)v_PN{o`1GL-tEq%y3yXx_ELL40p~0qht0>bJ%=J_LUu8(A3#c(H^VOijI| zRvv9ODKCRCl9S9}7c;rZqrIbwH4H{qtjd*A_T<*kR;gOlHa_iboRb*_Umo{`#y39m zefv9LG8?9{J3atr(F&-3GDQJrAcd0itmi%Rxz7!rCWM_V=xfR{!%@Dn2&t?OL?gDZ znc^}KS)A8F$MwBOVKZLLjOH^xLe0b^E~dXT*|P={PzV(QHSX-^JOg9Zu6{MFV=Zex z19iF3lMZzH2~BUQ$hekQ=%qyPrSGp_MjYrNwbKR3ujF7iEN zQ{CUt_g!23WiP+G-Z!JhKIZN6nM>-tKiqdv`<-lsSEbnn*YCk?$#9-0rL!-E9whRj@Qady3Edb(}xcLdYdL zRB$kf{l*VkU%NlO}2*c4+e8YX&p;*o#ga0fo{;f{E?qxG(TJ?vv2`_hko^k@g8Rci~3 zxJJ0Nq_~g)@IDo})4j%%$b{V^8)V@_GU2u)HN}RkA-3!YMhR7bI0}FGVPt&!-rv6C z!+-U|i@*Glmwe?d|LQyLp6xt^=E_y>Zc3^6!UF0B{<{$m*2BIVrT^g%i5@gGjDFyQ zEBpdn$&&q*UN^{I>ouV3#e)xx-l5%|%;cWtS<~g!f~`eUl1WqVxfLnAN$@dW+!4Xt z6<>ZGU-Ai^^O+!04BZ4pl0Qt6O~nXX?8PN11zkAC#eE+TY8(&_ArTg#5pw^Z`Gp@Y zBq0+vA>}bx;z=DYG{ZNvpZocg%5|Pmxmyqg(E^G?1D+NF;ug(>9ysX3qJ2{|kzVb{ z9{;Q%0$SjuOjA14mIj6(2j(IAUEZ&}9SkA`@u?twvEV*|mCF2KR7l@&DHk$PjNS#9 zi7*Ak8JPl*!Vz8~CT8L#cAO?2p%b3p)G6L4D&B%69yFvwGDue*ULh7bl-J##{>4L~ zRUqQH!fD{c%t=!Z35Xlo&KlC9x&Wj0VAHUz-Jfw_l06~Uk;1qjqEiH-AlerpmenJ| zU^QBi!-Y(?LC3^3*P=Ma8FZpJjw3miqd9tC$Kk>-ETPA#<2vRU61M-NJhmDzG(#$S zpslGQD<)t%z#_iMQu`&^H0Xob$>ElT-Yz=e8;YKabzTTeB z#KME&<30k_ETsef0i;8IQ7y2RK7g1(*3}x$((B!vuB{i&0fRWm12m-K8H$l8EoGSnnp)}>wECHWPe_SK_3qFXi58l?@T zJN%Ho85J#RA>*)^QZi*zvR5q0gB`|S7P8$bVx{^?VYo#dS6=_*tC50No@H2~phrq$ zCI~?x2GlhQU-B&0Wpzt39pY}}AX^^5kbxs!-X?D5rYGuU$2CJbaAuy}pxkprej9aDMn^cT2p1p(h_cGDQf2V#hPb=W@x71Bb29ko+o;i z=L#aKdVQMJ|Lc=#;CE+n)ifY`7;(%k! zsbhG62IQy0!RRFH=_JsopLW`f=IE&LXi|uz^UMfR0GagQ>2)w2UKAOBGO46a>LqRi zDt=rjHrU2}XNs2MtWhZ*T2uR}X^6@q#-V9X$(xs2N|>_hm_8bFMkF+tDym{3tJUgH{Q@}b13t(rM2TsIW!|to zD8AN$*D)xAHiH5dEI^j)F0x8584C?984lc6p>C%oG zqr#w}F3)@xn6@A)wyb1qDo;|RNY)MmGGza*<|4z^b}nviuI7GiO+INX3_~nvA3EOT z*p}_%l^;8vqTAY|PO9Hrh3a1l+I!JMKY)WzY21~@Ebzu`Ebd=C#4Pa=ukjwQ@)B?U z@m~b8p7X}u@-lBX1aCSRY{3TAbos6<^{mfoAgID^+%DLP?i}+8?%*12;U1r$PS)Z| z+xzxSHs0V=6pxXjMalr&xDdeQg0ALvt}^(q01t5J8leD-ZcLiP$);{zifse4u6LFw zrls=8iY&_>v+A>#&u>QC8jPx&o9@PqDI@BSU<^#bqjTCean@ASs-^tN8~ zuHODRAPvhf@vfdb$b%36Fc1f^5D)+H>s{|G-mV7&EWmQ_Z_aFi@)@9g>R*ztzcH-C zrY{z=Z?o#}(ZS|>HZ5539kmMS!Z~VmB*1=Nt^pHp0b?Q?zi}HQFy?lx_dO|-QXLVx z;{$74I=m|eKe2&^FM=LuJ_@IBN>?(-QiBpN5W52!4ra`T=)elBlR|@&Iw^y`D+=o{ zC&zI9Rj>7yo(qq1C>v)#{+}tIvJVmE4G*zAU@0`H;s#fp0v;#J0Qh9C!0JcWyUt zZf+{D9E+nl_$CH(B`%K}KBoWep9O6#A7?zc@+)62!9oMUio-X!!#?oCH%Rg()AJAa zFbzi_4!a%@#{(!csB!-DKii+d0^t8SG(}hR3x6{HDYPoDGAh>&L)Xqi%kw-Bv=8Uo z!E$fGrbDUDuBWauApaf#a53Kb@-Ig$jtcVwAOHlE!(i+~IUL>n!d?98%?`#Hb1{Ye zYRJGtbda;%`L$Ll`auMnQ3^m&{ZjfFJbyTg0?4V~gHC4Yh zY{#~2&$eu5bvD!SFp#rXSL!yL^8$09I&xy`Mqy-Ys?;TeZ*p?*YO=sCC}Q(9^|}K; z=mVY&@?X1H<_T>65hX+SV8-QxPw1uSqBAq7JiF!X9Or0^n>xC=A4JO^D19fnlHc@Z%fPBk!!hi)dr#4`z9)d|&5xaA^tpvw zYFibt6@-Vmn2$MD)3G$zF@+N$SZ{+hqoW>g_|>87)giY$H>e6{a?CO}CaZYyqM}YJ zu^s}N2iuw}oZ-!K6OGsSgkju;;kXMwH=d_3dW&MF5_z66qcbA;l5cu^-!}%7LtCth z1_;1Okv5xE`AIpmunfVT{7JN~RUR}0na?_{lesx`b(%|fZnOD0!g&)Scb}j5B@g?a zr*)rGBya-fp#K>u45U0Tly&E_2ZHcES~pNJx`5!gnr8BIGqOE;r>}>5xqhYa^%HYkIW{p> zKRwg~FkI)l_gVNmaPHTlZXO?AGHe4ow5?oc@;TFWT*Eaxkhomma@KW(K6HbnzkLT& z7`AIWsV=e)yL?t^_{_U$cz&e`YC6s@dAbL|D}+D@*oX-Ly+1Ki#+KFmy1E$`YEVOm z;3)q<63BYgXMVq@Ls#Q^=I*vMAj3NpJk_Ht*GmIC$hC#fHS4o}owscRyL78z#4z#}JhyR1K1FjQ1GHk=u2XN`f{J^$;Gi<|LkG+pKgSc*LW@d2Ksi-O0 zetP4+|A#z4)Dk$5U_pZi5e~$)FyTO8&>%KT*Nh^xX5TJSr1TUh)VY&qPoF+15Xm%@Xi=j_k5UryAVJd*AqW&8K;Zvp zRjXIA(wvr+YgeydtqKtWmTcLcTMxYQSH&z>A=9Rf&DlXu+pmB+)Kq{Ym&Rtw00$O4 zm~dgkhY=@My!bFXz{8M1MkW|p<;Wy0S8lnP^T}<>%x&A&nRIE>CX;PrXU=bHX@1ki zPL~W9u-d?E0~>~$_wL)cfAbbTocQpC$B`#rh?|r@ecx;=mp+|(b?eu$XV<=+d-v?M zj)OlqJR--97%!ri*z9Av(Wl{;CI!=OefwmCQbM|)efxMVC!&pZ)h`-sRM**s}J1vK1H&ieA}&(5O$Tk56+W-`ElIVTjNEBA8*&6GqGIqj6Nzm#z-nZ;l%wX(oi%=&9ovkR zCDB3)GDstdge@eNoa`+n-fE+c%3+_hlGtOR40AbPm2KA9XRX668I9CKGtD(+g^!do z6qwZ8tm?e;&O9I3v(G=j9Z=GA*}ZC-yxJwuz!3cLXT!H3wd&n;D?R@}0S|his8vmy zY1QC?3HB?ngc(-YQ;ASC^~J#?PIWS6(#a9lY&phkn_6wX_2ZAtaj)YgOVVv6l~F<# z%VYeZ$K{!6CKlS8an4yQ*nWb$N;4|K%Z3Vl8Ub&o(nnI|hF3ZAt z9juV*suWGP13>fwSYRYGJ=oxe(N0?=f|_lEm&ctO;|RQ1$UF%s+|r>m8I=e1whUb?3Z+>O+P&= z3}sR)gaaSlT0z+fWt}DkGzhq0vw25Y?caeZWdE0nYT@3%sRb?{g81LsrYhHTz z2sgar#<9;{dzvBdvhsvWP6z1b#lfN5nW!>abwKk|<#YGpk6-@z-EVsR`_{d`UEB5N z3PK6*gD=|6j$P|gfC75aI|VL~fxZjg12N^8YR_Fzb*>cp^S%PNiyjRU6PR8S*EVohs^WF&TYWHmlC;t`GX z4kf+=iAQutAUpsSs>G>(8)_f@u$VaGNSeuv5PC5R1yTU(!I?9#< zJ;2rMMV7aK(UjEq6gEXGTkOh%== z)JCY*gf23v*Xz8p#sLNMTa}6!T#!zY^vFAbOVe`=4wbcwW*MBD#Uln<0JBrM-r0YfheYL zs$fB?Qd!B=&h|u>qiv{ZWr7y9q!BBzOHgU$?#c%4K}bZ;m2Q@8{NQu^N=bV4r=ZO#1ZAnRzpfsIAX&501e=H9IqbfEh}V{50u(9-|WcS2IN)NF4X;M=0Lti^1GTGu+t1pAi3 z6O0=PpQl{rNw>MA&<8)DL17JplVvT_9%1|Tx0R%(VWMdUks!Of4NBt}IN+>&e}Z21 zu6LE9g|SV3dE>9ZcA&L90HeYZ7yjCX$NdEay8NYpBnX(vWF@eZ7bww~8?^tb2LQBA7K&$exeBMo=>N9+-Cdr(%V zu~GQNG2Y3awX>b^kVnKH-tZz?oHZpK__UMJi_M7}C+R%}w_AA&SEE|LEGHmp|5t@L z@yWI6;;Oe8if9kSo9OUXARd9IZxh|ft)j8?Jm*Q=xia_Q9OI#P<&h70c+wp6aJaa(Fq+;dcs|e>>K& z-aCc(Jlco;_}mAb#^T#$_}4;hDjF#I1K31eS_2K#M zcfbdJ@GKW7^kr?{T-vJx6~bz~B)?ypAR6=KXY#N&U$EWr4uT5)yp>Tb+|tkg^!2xY zs_MpibGZIU%R@=Q`JpyiMkS^sadvM22aCE`qQgq!>_h@J7%(Nu?g0=uh6!lylk zg!xXReDn_b`tI+hPw@X{4%PMr`y%D3I%`3!${%{EsMv+j5Cy(u!e|tr8_X{U8;?(6C;E5-YMeb zi4)tz!t_BN98eCc>q*G4CDJe!(GU(ztYqAf9pI1^hk*|L@Bl)P&VVr(g>e{#@fNDj z`r@k>c_RG0h)@48Brb-a@uDW&HpGC;pc}ja8>*oi9I@!wLAP)V5*g^;ez2wlBmOe6 z$})p_qHe-2gPNp)2_X(w1TI#9ffV|IAHHD~b@5~nCuOK4Wi~?=2{P?W>>%M#i1rT` zPi)}8VJdo&0?6PNh_NCqQt*zE<)~2^Q){#yWg1@RzBuRSCdC>T(Hp#B8@aI?gKgNL zOdJn}V3bZom`8XpM4dm#U`b3WX$KKhg~E~nX7HgiN+k#>EtD85vNEnZt@ApOXgcXm zI=OQV*|0mgQ}`nDJHfN2f{2sg>GxWSOfpj$sgg6V(lZawD|?YOtET5@qSmg8bL=yK zASwxtK{iv;8*Z~eZ8JCDQnw-zIDZ%RGA~N!)NKPl`-%Kr^cnJ}pu{_s+*cb1vwUKhq5-%&ice zMg|MTtCGMP1hg6m)IgcENu9JUv(XV@@@yD%Q?BemtxOr>F&!u?IRO)q-ccv1iG-v9 z8#b+x%wdVz=^fZ%i8|DWnCMN9Xo*a;PVMwg@ib2{j_zm?dgx6f&Zbq4gq_|=8e-J> zXw*h85=U*WKliRjQKv#w@Fwg_8l47G31kS8(O)zmKm~M3V-r-LbW{x#8?ccP8*xf| zuxuV}VScdeJS84S(N#Ri2oDL62BXsAQL@@JiQb_b+~LCH!B^olO^ry2^fXzORZjnl z6;7E|S)n!K)Tz{J%3zLU36Y574E36{DJI-=GZnQW8P(=675X5rf8Z-$M3eEvQfkWe zJ_rqWvf)$dwO;L2KuNVgu^}$IQB~>9H_0&*(X23rP)o(9C;!b>Q?G+m!W8MMVIw0~ zD{bL8PEOsliQIu2IISD1b7WK$dW`5+qBT!Bu1(cciAvT@FE&p>saB$ODZR^9s*~fE zt5z|?MIP29Y_;@IN*ug3BEdCWhjCn4jwE-qCLDDJe^e&wkS4Z|bc~iz3Sb)I_pZ&wRKxnFK0J{XHDWI zJ`nq;(ilNEbVYY`M^_lM5;TwYCWv%317%*cXbzEQB_L4 zmZIv-2lt3XiVZNNL4521R5XKmEM}uj1#TktxR#Aqizr0RraKEqAJ{>;{LODSw23A+ za`9Af+4OMDH)RR;>loJ_>Y;tz_kG#79v0Vq8`oqzlw`1#MDrI!%Xdxls`N0(VUO@s z0AnP?ffPCy1SgVo8MuLs(R4pE+YT{xJCbzLbu?$f+`cb%G1xAo;spPbED#8EcS*Q} zc{f2ZPk|nB9Dj3o9VR$IuSJ*_GNe~#jZddIPKc28;`Y{iH;9z{ zfgkL)h@Fmm@8)_zR^h@|d?S~9tr&6v*G)Oj^}w!IpOuQ8b#Qm8VvWS#0O@9-mw*j; z<$%_K-MDm5H`YLyf@cB{HW+ENsw;AiKQ|RoxC+q}K!i}7fcShn)NU_rjT89rKKG508G`?@Pj<77nFj}iDo6J3 z;}{o+<!@XpoMbwvW3C5Y$zn#)4kjbsE1V0W4%Hl+2rDT0r^rkZX%J#rg7n zmzX*)I75XU#G)+hDXFSQ1O4gz6G;hB6Skn|`f%uc(!P5US6yJK`7&O3|vyB2cx})Ft zqoMCzA2srpmX}(PbmkaPc#iU7dZuOCki)8Xdl#&5I;VjRCdUSNBM7K5Q4>2TNZhWA z`>)he^rrm6ds(@R%h+0tsFcNwWA|52LCJZ)bi-OCoHCU4$H!!cdk`X@s=^oswJFCOke>uTW_pa>$xZMv!3fra4; zB3Rsu&N==n(*PG~edVv6y{RC#RuGCYA z#3Sq(h#!l;SFDNa=sF9$l|{)i#9tGJ z9?oG1Ogz^3S{PEifmgi6#Z9nTjs*cFj}Ii6rkR5$Wr`$)06gHw2iYwtJ70_Z*N$At zlYHLbT%CowMDV+lx3^Cr?9=%f!0m{L_xo(o_Kb%?94@RI_)*MVT~;h3Ncy+JKN&j{ zPDI^YWlgr7&cV4^?#}a^f%n`G$&!No+%5lFw?Pa9$f{;_=VZsxM*tX|ka6%fc~`w7 zJymy0MCiM>oIFS>E9_q5c}5Ajz>|&$oOg8DU~YtfS;QSt9j;0OAN652KniVNJ>PpI z*0*8S&(|Js8Ht#>J6W4U+uVNH^c<)my7yWQ@I2T{m&N@M$L%b!Dk{6SL8z0m8CP4mo3YE^&QUP9Ew@TfF0s*;o*hB7$hDACpdL=6m|-G zLtZzbs^-|+BJBOe40<6+Rr2lY_3i(al!V7YYi;w|E8FDzm3Q>Ecf_Z@|02@~W2Bm4 zvUG}xqq95xVu5tIlLmEQbROyqBi>g+hcn}Xz`;3`AsHzDkS4I`2dKp$ylgl>cJZ&Az%zYqDZ`Sb4tWAYFn3sIB?g{NCHR1^ zG%g?XnJY7B1?da7Cxe*E**!@7x%E%n;f3M<0YaF-fdmU0yd})ol?MkJI(!H*qQr?5 zD_XpWF=Ip_LNt2(2r{HdkRAV~jl3vi+O&=*TSlDL;XoCCRb1M{2#Dp)mO_R+RFK14 zwV_0d8a+zXn^K`jmpXk4HR{rCRI5_OhBd3!tz5f${R%d$*s#*dnw5raoIGjDlr?MC zHmjD~(+|dGXjuqx<&nw!v-(8$NvaZQ!$v%bGJ+mTuk2lq*}lj9J;RVaeJe zL)P|~KYE@wZ~lz>v*pyRTf1(pd2_O4rfb{2jXSsQ-MoAI{tZ01@ZrHh&)sH@o$}?( zo5zc1ukX8ej}cq9ZuT&?V;XjP{~nUU9E0S`6GW(xA^7#|KXw4rKEC{uCc&rVI3Fbb znXmHO#P6R)1iW_u0R;aX08}qXEy!SlLn&2_R1!*MRfScJg<*yoZrD{>*qk*Ebc&5g zqFivb6_{RpMP`^?cNwNwVvRx8m}8Kgm|2cG?zkf|vx!EUGO2ksZb=G~u-GKp~d6Ia>n8zl0>7fbdclE_dr+fhZ zcVC?-brga>{^;q^oq!HF&4C3Vn1g~2F3Ko2PIWV3q!vzkA%_`OV=0GdX$4|D(vS%1 zh%Pph*Iwh8)yy_!DRb6{EV{}Vjbh8I2yCMlXQc5ei z8xesA_(|_X_KsUXp$;jaK`+Y;ybLi0A8asE1TVvAHRD7I@l=#fTw$hMVQO)vW>WWc@*^N!6xv(7&9#LVNd&l0(s&ORU6Y|ugv?OTz@ zsrp#8N^7}SEw0p*Z=L0yYi_zx(+ls_T06AwyDRCmb$ze+6T;RG%_%Mc(;V6mzycGD zaNKe)%c_A?E=@Y=c#L!A znrGHbF6;mFbMxk+k525*I@k6Y>c=LVI?=B0R%}~hBA4{i&dDQB5@w@0HPvidz5BRm z2e0+;8gVo)@dwm56VzrKuO}cK97=!!0`y{V!E$e(J>A|DjH%w@OZ<2Fd^08Z;2h%q z>B%HQ?tWhEU{x~Zlh^oRb}p07zv#{MLXUnNqkja{oaqjTz}Mjh847%z(PW36$6$$R z@t}tC^3yxtxycw+P|pSRl(i48D<>aG2?;-_hmJHac+y*!9(+tT-=+T)%LyXQR` z5+g$6>!DK22Sf{bLw%Ooi^@{Qn0U~yRq>AHx^E)r>sV+>;%f4NK45c%*}VNW>@Q_K7MKDaMurjpZ@)p$~BsbfF9_T`qT47Ns#pn5JpXFe#dv1)l#= zfx!f0MZuU+(2xR|*R%-*zR=8+;?a)M^k7NzqldD+6j0V|hzZ3h!jd$^Pcq$FHrMqY z>M7t1*-)oZi6ISkzH_O2^F}=b_m!t^XfIj$r{NBFKYyB1itP(oL%(VnSt2wSU@faH zQ)irE49hqSjMj2kR2jlZ<}fUKOgfa)7v@YHy)mLz}`4VHyou&zIg?AvE>x~lxV-%HU=zRy^C8)G#SN#tbYSFk%kM{i-Y0= zxLfQ@XM}6ZwyWA{nHbhPUD2+-H$&K`8<+}YZ`u{2~hew$^TX(z(yhPJFDVUNI@#i=KJAl zF9u;KZUwgf#NSso43~kTOjH^U6^AXHTR#)97u3+lh$|y#6j!FsDz^WfqqCG82`cwx zu6fyMdi5!nkAM-d+&2HcP?l)nI2`wtFHFjIP z4wjzt7|-ymxWx)ArbXSBWIzMew7$ryTg^;XM-$c+=ZPLVzMlA|x&t4-*Pp^EuKWUf z05Q}6_kscQ{xS@Fi%PbHn9XboosWEzf)J+Uk&mrRJE>RQl(qly=b>ynQQV}dsn%vKpZwA!$_Xd{0R)f>X~YfY zoFDDXY2F~4i=O9heu_N2QkH6jvSI%Xz0eD}K!62EfD5Be-xGSH zCl%*lb82>aUZEGZIH4eo#sq19n-0WG4! zf(6$~(kFw`7eRQ%7nTzyW=9zZM0d>~4mi+$46AaYz|c#36Z z&J#9qB6(2LfAB#7Lof|Ppb!1vh5bMeVMq__K!(|1hQ}a)0swJ9j=xxdv!HpqU_%O6 zS_~+MP7#4x@eNo}hqmQl8Nz{mSbP0cKi?LDAA@^+W+HJhZ}Bh=^F}hVB})P14k9>% zlSqleg&pz(cV4F|)^Qw5Vj@4dgaEk=*`xFh@K z7&vx)e34hmv2SjX3pijP;R1f6Sc;{1il|5tRK}18@O~?yWgEeMGi5Kjwl%yqANuEb zX9EZ!KmY}BP6J4Q%eHLEc#Ow5jK27V{E$7{^F7B_W^;I2)uugrpJo zXJpK?S!NTLB2fin)0`0T9vvY)mM4-pFbjgoo!zMmggFc08J@&IfSTuw-ZPo$xggXy zL|cKA8!|t7*qNe9pM9tzr%7jGCpm-YRj)b!Vp3tED0NP0lDXO9?nxfq)n6$79 zoEHrKC6nqonL?3l^3a}~nUgx{Nj+Mh|8$f`i49z3d#cHwATvw)AP>0!pj$MX11hDp zIT*cg1_&C2Xt|)}H=GV?Q$paIAlDPg6A~DjYF372T0?T|;h_-0iX~bgQDz_jvz@`f zqIb%ofeE8CnobL2qkn3dH7O63f(<&FAxq&XKdPudN_*B~5B|7MKM6nGh%yltZcG$E zRfkaBkfa-iGoCu7p^BB;AP!fWpj%4+ie2iZKXrJ>c@oc=Oy6{J&$Ax-HxVETrw!pq z1yVg4FblL045e_Vc8aGhS_;arc`_O|e!3v&`KJ#esMv5|S@E7=fv7vWsM)%c7U)E# zshI%Phm_iZmnvKPDGkTa5BhK_o$6JU7^R{LuP{@pSlWJCimHI8s$OcLGsR658WPI6 zUY$jkwCWvg`Ve{Yq1seE0`RNF>aZ{xqn&3kGs>q26O$KwVc4Tg## zJBqE^YO-R17TvlR_HYk%7^Hp}l(^@OqM@$k%C0y2uJNj~mUwQanxzVQujL00`Rbss zN=?~BrnN?EnuV89qmdnYmlGlXNcOU@4g0WnDwq>nu@f6+7Mrom+DS(N6-w1Z)2I}V zGN@QFtzUto4|B3_OBN|xBiDBib;}nNXml@oM3NJ(`&o7Vpbz4RvxB>{g*$_EVWsq{ ze)fv0;xM!g>ZNYVp(W+2-|@8WHD4NfHAX8D`Sl7NDP`=pHV0xoR(rK7I+zj5wS20q zM)kGclMBx(6#`ZbW~&tKu$k8C6mZMC9rBac$Flj*vVtSGwZ(dR`-kGHGO`4?vxljJ z3%${+D=uibI@=34pt!#owB_fxMC+jY>P-mC9-IqDXj+#eVXzJ%1ZJ9w{~`cpaJqS# z3;3W52Sc$j$F;=vl3ok{wz&`vVaq5>VH7&L6dxWQExLex2kQ=!VkrON2N8y6B zll!VA_hh*?t7@uEA(4N6(zKy#5h9uZ5NbVU5DQDp#8*2D*${@-unf9@zxwNW19J{G z3L!ohAp&N*X+}?Pre~GdOsHl2w(@WfX}o$Ea)D(m$4}G^ z)UXfq;BCL$$Lx5_gZRgjcp`!Pvx7{?uV%=HOc9N|x#Alj5c*_|S6?7O$u@Pl+w@34 zvBa%l&aJ@7=-kP)FbmcYK>GlO*)V{qd{m#Oo=#D_LSehI{A{r-t+s5kk1)ZCE%`aw60O^KXL z^ryK|qs{c)u%y-?H^G3clx?v%gt0>ryF+2Noh=m)GnNM& zL|sAu#${X$=a3KWU=RPzz@$y!Lf6JzG1~!j4k&xu4W7KY4dE;3+ZT2WZ1c>?jo}$i z+{?|}5aHZ@1PI%$C({t!O!mmXPr-4}tp2H7A&E9g;jFkj8 z1cMFv><#oSArEsQ&Q>vH> zuHj*B+#KHF>Wk7KbZhMri>Wr3WMeh}+YsN(gd!dig>onb0OK(p3VVLeGai_-qz*Nt zwG>MXlU=csy?Mm2}nbBdcr7@3twKZ!!72yPS<4)&d$l=?V{Ho#I)Vqx!DcV zXI>F=g6A>b3VR+3eeUNDy$E5i6rrd{pEha|1JtLVih#%HZQ%TysJ&Vrc2=ncbzEtDhX6Bw2 znyD7M+wL=;DaY`R#}Mi?58L(5^Lea$W{vOCo7OHOOWm=A03YxgKJdIA?CpX7*H`o5 zhQ#pI?X)B%=f7?fg?#`5zy_!Q-p;P^9PiG*2G3p?hU=i1YDj=cB@L~+J&2x8YYgtA z$MO?%tpYukd4IN1t@C}4AvV9MIq&zN+4F^;dp>{Gte(svX7nZgn@Jz$OJC+q{~d3+ zJAb`ivDhb&95n#qxu6S?>P$Tk9y1E>J@8V~jxkEg-##ETh*U$~O`V2tVjfFzj< z1A{PbpH7WV4B_y_IoE7vc0Ook{5`k8={^qW?o?T^--8eRU2zPB#t+>f_!fiEG=G7G zf7^Kcyg{GaA%>-weCv>}^xhl8Q7>x;zt>MDu$-SS9C7t@eiLiH^{1cz`p@3%e16!U zoTuLj5V~>=%w;W`I(+o>E$r9OVLy8G)@94qYZjlj5!`A)1{-v+ zDyXFT=|Q5pqVPftzXHpswL0|hLl8T}YeW)Dq)V?e6ew;*76ogJG8kio%reYcwDCsH zP{WZh)K1&c#%Xr@amc{{>EM7WfFqK#B==GBFCqUL4#y6H{7V20N_lR}>8hg+JMFyt zZp>Z6(`A-YW|>8xHOI5Ypmp$BNFRJcs?WZV!U;z|{<`_^Pe8r#v!nqF+)2;`6IIlw z3>$Sc!(*nA@KH)D-72h0L)3Ir59iXft*cBFb*^JlT=G=^&0dsoRmo^X^;H|IT+%cj zVU5j5TYuCs$>4G=EXm*c5w6x9XS*^>PB?i^+2+2q4$SSyly=(ez*}aSy|P&+myhnm zlbEjZD~ZoQ%QaUeoV+;{(LrlsH^BfGP0&$AEwvY$V-#9v!h8Gm*I!Np7I@$gMh7f|{A4wKKfKrlmIoW2T zlli(>!VGg-GNbM8yEJnNM;iL*^Y*@KmZ^r^mCiYL>HTyv@T5WIO*CGq<@M%htdDl8 zY6MOCcdLB$k%!-}%Qm}Tg46EwL{QZp%dTTONEqb*B^hp5#%|oXjBdUY)40VRFYY@> zedci!!|=QjLCyYGfE z@4ctjp0~m|o(2%Xx6h1Z@jbKhx7!r1qP8cc6pa8Oz<*W#117KBa?GFAoOAv+|4zGE zSc4(!=*2)hk~(f&OFykM3DN|GsMs-09<%d?(v}9V-Q^B3d^W0{^(KS88qKi(Z{&-O#dOFS$Nf+<6GKw_Yz3@W^y+b< zfgGw#b|nFD;eN@=pZ@xHMVo;xJG00JJ@(NMeb56R>Uh&YE`kwhkRxkYi(ng3LP0k^ z&_5icV;#Ac!k~<>gm~m*AC>n)Kz1q@$B>~Ai&H}zMh1t5q}$(C6F5e0#*vXc%&v@x zD#j_%IMX23t2DMUE?B}6_p4&&uz1QWCa@RinUi`R5|MW7$!H7o#w>*wN2Xa2mvgjZ zFMT;L6dq$ABs8H1{di1dS}Kss3`;YAaUo7>FhBBcqjNq)vO z^!uh_!dcG1JTXbHIO1$113i4Nise9(MmD1g)@OBI#)x@ZkR)*D`ja* zUD{2(<EAZ2S?xw1@b^x_OSB@Ifsc~`uq z!<%$PRcJf|NxtS3Wq~yo`j!M#!gN4mL9~^z2%rF?CQFo;%O6uMyHuM!b!XiX6KAItV`qfvCRe%N}@m-|G40D$yFU>eNCY^aF zv_(^(Y2EwY(XLj$t95OCrN*wIz=Rt9pvUiMixjl(R=@-Pc7?f9oOp9AghdZ}e*|b=W!I!^8lhuIUFOs z1XdD^Vox*Jct01pVpiOWYzvACDx^BhAhl#h=aN zX-6=48UIs7vAvJ~bzJR(@4919z>N*9id*F?&vdCgoo~QUGal~7E4*Po8Xm$L*EcVX zh|4Km+xXj^Y4-U62A^9!@{&@V{ zUJSXQOs+eU*LQ1@W_jD)dJH|h{N^&J`88FV&3MF==RH(4Z>BMXSnvHXx(+O^IEv(C`qS%NjQ!cH6c495H>my*J_EYqp||+OPr_BOr(X5j_S4w= zQQEZk4$;083ZvY9`(qvhVS=Z7I$ZkumTEKa*%Q2KgbC~+ zXoN-(rBP}+%JRN`vYCy5IL|Xb6$Cx?BfX+|FNJELHM*tutHB9^?njY}$xovS3*$dv++ob3BG zPQWJ-^gijJj?9S;?RcvASV1>DzZP^su9LwTY#|~wXfI;;Gtt{R9m7Lkbfa@?h+_!5K-{1nG{$Q? zH2W$-ICB2<9IHawu9u|<3Yi9Xvit>eW%>&1lnMS%nqs9=w5kRz}A!Iz62ry|gf4P2$-rpPqy$5Z*F064{?LMrZi$L_15QYeLts1MZtQ?-~Ntr=~QXn1fNFAXxO2(YHI8;i=)T*X@zk=k4sC>Uf z^TRrN$dj{5vq`Yu(#m+?%6IU}l_E{CBufG?OCjio?kT?b`9#GtN7%$bMhXGsm^IDF zq~&8kak9-8nI}+^1n|^%SfFY3090AT2F_x8Cf?rE9<2=q~d70+0g)@|y!_I_kR zyiPgP&d3zc`N|iF2u~EfAo8pzO6ef0l(O|4&G)=f9KF%_OaKIEfLG`TYPipM11w2W z(7huf-~ze=1q_%pP`q4?P<$0*DXK{LHNc!AETzy`5HIm7lXY+ibr70*1W^$UQ4&4V z^)pd5mCP0;NP6f8d|=Tw%^;?E(fh)NZF?XgtF%W`klOnRvazk%dPoBQJ2$m7LL1Fd zMb*)gz{(=`oN)S6S4I0p4t2RS8Hu(};yxv(X?ZjLwxD|od714tu0i{(1!7FW532lX_%MPHNgJgqpb%E2 zRMwU-p4UrOi{&`{+d)6+nsGP>d1wccE!lP$S(L>I+NqtY5yWo)eY6WfyM{_RNHG=B z3|E|m&qhT6-#CKoLOjVQ$5nyjcvbTWIdTs7kQYV z0KrqOP{@$o+mR*Nd?;MQEnJelhr~VEm8Bi0ftsf19Xiaa+T+v66^dgBghPcnnaf$6 zjZX@|LM+^eYaBB`K+q!H&%n^v8R9ouV^RVoI-z|HdBqV}s~=OO+N#~%s^x^NZ4MaI z4r1uqH(ig2posFwg=NqMF^xskAybIU)wRXPh^=1qbK5}wQwcWZIAJ28y7k3mM2Wyv z8mal)mvst48Q*rehkM8e_RRyUrLuN~4c3LZ+KnVlysio)I$beZQ;W68(_P-(V5V!1PiQzidj{?xkAf;*_LviX z5Ti0Oqgaf&oroPD2`uJ zuuCKCVlTc?Fb+vEp51vpT?^I>H5R-movG(TvkHUSSRvyd*^PHKF-M3q6wBkP6$NJL zpZ@`!YtD!=!4~t-7KQkt6PAjIPzU9G-qdkqbZ$&Zo@7dXHm^FjjKXBhL`Y@ylbNVL zJAEyCK0CAP-~6gv|4NGCsRoo=py2`Nn&1-xIftwSKwG|L(#+-31+E1y4k2mae8cGN zi9jrTh4h&lrv(y)nTAqC#W*8QXpUwOgixga62DWz8EH9_s2Ye~IFCVgC8*?>Pd2UnJa@lb}lnc znYN@vG)AZ6U>woy=vPQ0K;SZ3P8o%v1_4-tgNp=|PHAYigzs9h%v(eM!5KUo6C5KC zg6bkL0#DPChMo3l#irgGULz7E>iB}4u;B-~UFsI?C8~UC+B08KCg=si>Lk$Wtwzl- z9y3n*Wzq=dctvgPnFi5apR_(}+5U~RPU|WN0o-nD*kI#a2?Pz;gYWV{yB_Yz_Jm4Mk*(NK6m^U2N>OMWEj9U94n@8X?NIZ1G-5ZqsbduGVe+ ziF2DW(VPeOo`=zXhxil>UM`=C9ulP8&tWd7CfNt+dnep1hbn;W*q-gPuI&NOZR2C@ z)yM%e&^`}*P~wK>F@yz~p@rc6r}L7Q&a&>|JqB834}OT#0(xOQIcNFEZWX6G?zZ7x z#3gcZD2!F=@vd==d+K_wHlkSX8hvjc|8XD(a``T80IhGs`D&U{UBJ-jz8TQpkRM)2 zm{QH{0k3TXmu&>UZQM2|23L(7u!TN|vtNsFG8gW<76l7;mJHYMEb4F$2M?O=BAhmC zVqjj3INMlkSTSWxo?h{yM89AEZR~(d34fIAFQRc9Pjp<8S$sC{@~zfyZSNqTbV{G^ zS37NtQEi?>W=6^+GV??^){NXfv)X2#E2nMS*7EDRL|Y+%9MHbtE^}FjW;BO|G^d$X z0AV)Y^%#q35{`&r8u2k&;cMZR=-uf%N!vd6bM2O7>^(ha;}49=K}D~2`szW=tUagH z;&_ueO8<5sw{+)wLXcr~)z$RDK`g}4P2L!SuqF*EC-74j-B;L$BvSPqQMVG)fI^UU ze=l?Jx^?||hP~!>z;I(T_$zwz&Dv)3Kc{SQq;W5k*e`uRJ&}KV)dR9WC7bxu+#Y9naCiA1qLnVU5p;(+nfH~%GZsK-A0yup z+!kZEkjZvl0JL?1s~J!Z!z8&ew~{H*!cpV_bh*W!kF4Va0JRffApt(GIs>uRr>OJ z|AK#ds7J4A38?TGkMgK#Zw7XUKw)852Y^s#&04O42Bk@xrHdHDU=D*3+Xa!>Lx&76 zV$7&fhScraQaL#7EKtax$TX^bC3jx5=%ki?TO3$EhN->WKY^&r;l z88hhvl?R9aNL{7MtJa%e!;am$bCuK~Gz?O-XOAL9eF^~&9=uT_N1R%PYNcGctyZy~ zLysQax%BGKX<^TkANHy z0%u7shU8?ntu|Y1vEirBI$y5Cj4t2xR%V%;pi+vO%AvB$aCS``MRhe)I8zkD~%v6QDu4FtkuZ2wpm1f)H*r5vQMiM4_k^ zf@onc8t$`BsWKI{>P;#Ng(0l7(psynw<<+V0aWrT*^D*7!_(`_ZEgGXwQ9%PeY^q6;eXzWE$= z%hfAgopI6`l=!z!*b(_EBSU)7xRiN^%8tF}L{HJ3cW5^a|}eh~}* zw3F2;4cWC#L;V&3&qmGGlKxD4zi#6Mx(7Cm zi^LPZEb&)oT^M3#0pj8-SR)@cl>!K`L?7GtVWyehod@4Kj`E{V`4K0IAG+(P;~zl< zxr;X{`Pvx^cF+Z$CwScv9Nyst$4epW$wf-6k&W>^jy~q1SjCP3AWC7(BBGoBAO%Bb zI#E^QR4H2-%UEKQmbET~rK%kXOPC_r-RxEd!~ybl$A+Qx4p_fS8q~4{`h}Pj}*2Fk%eqRQ@?2q7wB*{fu!S;aJG#JmRqm zA~KOAyC6!cag1Zk#~P%f2~1>?5)oq3LMGfKCzXOiuiWa98W186i^aPb+GvKQT;*GY z&@EO1?P<$C^DY%934wY_Q?4h zgOQWWBtKaf6j^mLpf&?#2|wA5rDWq68h|CQPKnCBsFI-)1=~b_X1%6`V0zSJ%PrLs zf^KCic{l_T0kYSJJD?P$!fc`_I1!4M!qgTpO^z|yG%qWj(>+`4qZj}9HZitiZUDL> z8cQ*YK9!=IN)=rH>?lY7Ib;?KJ5`~mK@E!iCvyfmG_Es{eYnwN;qm7%@NYmtQXLt3`QmB(WX*LXSqQXQ3a357^0V^iA1 zRB*zjGkwNPVOrCgmg1(%#Hll(i4V6aFh2`qp!+Hpzi%#8si@^sQxk_rsy;HdkL<ws?7DT5HOPL?P_%^uV zBdEOyM>vRjMK!H)Pu*NC;pn(p?<~U_=ZhS=@L`Sfl)^w;Jy544ND+{AF1NVdEj@a{ zDd6gJxGMJ0aa&9~o++2Qq!F4uY8;On<2c7UzHyE1Q5Wd{l7=iYCe5>iJY*epKo3om z7F!6Aad62<9|W*4?gSguNx)Ad>N1YC2~@_PA62_LouS zGoKjANH?OAbF=V5v!3;oRA=m>7!UDIGu4(dL*pC&knMZlq%dMB1X(1+48nA#y}D_2 zXcbf`@kpo{IciLP$aSWkcvDavlxz&a$hm$@t7jc+Si9QCwVsT1H?Bh{n;bGpY!-Go zs@=eZS4#ds;$Vv;fB@`a*(hapN*iGb$*LC?U7j}4Uux~6(-%(J=392|rc47jb0F&Q zteZm{=k>Xd-*x7*GPhFg0vTP;1xTSCyIoOdwOQ4{nIFm7+DQsFNrO=p40^Dj zRP{nSt&`PJ6Mv|nfOucny&c?%m~DNP`JrF>VZ{2OSo=vFQS=j1B;otP$}t$;|GfqM z*j|89;2ActLVPo`42ryayU=2adDTZGSTh)YDk&G7uAe#fafg32B1gf6u zRiFi8AO^-4wQ*nv(og-s37vc(E#QV7~$z4VJrgFPsEJOl+ZZ5*cS%I zT--wy`l84^9%gLe7V6@*SY9!@#mX580aDA$VV)6f)Yr%ok&KrE#6cUxVK&x58%RPO z2Au_hV>sfW>+Ruu_2D@>hjIks?5U%5=uh4#Q-*Ov^PN*TNF976kOHAk7p0)Z7(_NL zU!Y(j0T~cJLQKRI+Qg_GqX|g=1QAFN0$lik3J`7>1s#Jw=mRUZqWX!_NRmOUhw>?39#NII$p3|hY{R>OwdK@!$!(e+eJtb9-$=#*GP)camD0kuH-q0=4g^;X_}^Jj)Q2{BvA$p zPU_@N-a|fMApp+CY_KN(wRjOE&yj^kI7qgYxezFbFHwt_7@gDr3qyQz^j8I^&x$34c!K}wUNs1IrRhXc_KooQb# z6eI#wUHYu&m#E+a)g8b=WQbMTV{R45NJH=W13ysaMv{(4z63*rB+G=5NTSX^`IBd& zq)-^2@ttOdYUnwv=53+{FTSSz#pZ1KWCxgN0GgqPx{`;+#W6+(GaiXEIt%C}pzh!r zapK$?7$-Mcf^uSID%2r#dgJOz=Xz1+kzS`*%1JD6r+1=dYW+)}2nyq9;XeEJ&QFOx$ zKGGxJj%)#HpdQ2RY-pj1W)}JBKn!Z4KH?)~9iu|3pCW2$TEjV1s-bQuHL&Q1x@L$n z-iY?(Wd!A>mW7LM>Tr@qMlp$71Ym9oMiP0K0{W6Q?kIBlXe0n>km_oX7HK#hX>}$k zI&x<*^h>`;M|Ri`l(H652@urfm(-~fdfH$@_9LLar+avo4PG67wkMrA+9{N1in?lCz^LIMGlw2fH?hUGInLt6R^{-CA5C~F%r*mvL;;}nXa%;hu*pBQ~& zqy#FMLJYoo(W0P>Xc~}V5|CCoX1HoCrsTppa7em>t%9gT>Ga)udIMEC%)_9MeFALT z=G(x+?H{=(#kHK@ZmoM(OVYnKqLRV9>{I!+Br47DyK+a=uABCkWBjn}S2*g7w}lC9|wgJq%( zp@Yy6x-y$sE_ATGm$J*X)`_k<`ByQmvZjT{u;_3*M zEhTGCqhySs%Sow2)B%#r_$Czmpe(V`vFg3)>U?HMT|Z*HyY zr&uOOX3oN?#CsA-+JYNhsty8q&M*DSW~kaPY24@;m+E9ZE@h-KkrWnGB9;c2K{l?zA4q}&ckUkhXv;?M1RH4u zSMZqGLNQdw26M1Ga>ucLu(BGC>@MFdXx}5ghojglOhPC;}L)!5Xx|0xxg_ z^YP01aRftW%+8co3Nq>9EIX#-A0~1>^DLeuYa{E=g6W>n@?Kn;aA0OH+*T9+7x&R- z7+Ub5%f3a5VSXz^p@-B3tKAA=FE zZ4&p#Y#HzLO33sQ!@F+gOt9aBvJNi`bIgcZEk>wM^u$tFLo;vcGtX}{OY?6M@NHW2 zSu6=Pd{q$1{6RW50w=6G>Sy8>5C^aO;W zl~AvagaSo2EL6rSwc*|aK9FcrUk0k4vE>d1^W^UV5CDoMi?Bsw)o}G&3;`gNO&pBD z9TP_(5C>YPb$Iu&JGV7Fzja(cgL0s5u(qQ+LpWq zejK)dBU+*{G{BbmgqyY{kI~er1H#JrGE3?srgWa8^upkGN~iYUZnnYF$H6-6d+PEJ zuQG@mVHBJAF~pcNi?NEccyYhDvb>Tszp-0j^8s`~(#S*^Wl_p;Cm->-zc({N9iMD*nN39ez))o+Xt7pEteo# zXS?m7CpI;7?fKgNt#vjJ|pX=rn?aE;dxn=noTu$7em1B}5P2uCBZ`l~y9t0(z7 zuk}0AdRKNCmyIq4BZsu zSbONVCsTO7vFGo4YqlpyxOSLCevG&xMA1h`+kND@Q)XEO9=j86q>r(^<2z|o_ZN<; z)i8;`7oc+k4H`~&)aZM59S_;0z!*G{aOCmBt3BsNyjoBE%T~NN8Xb26YsY)M$g?i8 z0?tw;6?m$NczXFP*yBC2k7r5iz?us`5_%58&(P+Pe^7&c;KNaYk0iroe((2%L;DyZ zD%bMjh z*<72F-S=?L>)PZmy=Wwk3+AI0nH+kH10^RGO-Lv<{YbPoIB9uPe zeJ_mBX8zqG^u!c?onMpq10*>O%y}4$0PWV~zds~n4mQ>9oDVkpUg-_uV15EbE`hm- z6%2L|VK8FBcI`@-uwX=l5hW_DXpv$@jT$E|JV>$QMv)^)mNa=1Wy+1qShj4L(Pd1T zGilDOcJo*V0ta~Z^!XELP@zMK7BzYlsm};(?$vYp6lzqdPwnNycjiG-ty{Tv_4*a; zG@d)bmNk2pE1(WSL%j0muS(G&(}bY4%TtK|o�C$IapViBnI(7Ky@zeLcpT6+@$nPVsk6!w9 z>(^&mE?o`z)8fDDIsXI34;Y}8qq4aMga&qo+Oh z;>%?jfg;*(!WtW@@kWm@;!)lmar{WgeD&Se$Crjg5?~~~IY!Qc?}AdwDXUz#9;>i2 z7~+VvqEq6EyP}u?GvO*q2)Zo)F6zxVKNhM3K)&kuPM-)6K!ZLCVGPii106Io%nrR7 zQP46|l;=lB3&j@GDjk|=O^rU9H%>c6&e`cM%&wj7T>Um&aoIyrAnO`x&e*O4oW)lF zG|)%bQoKGJZDreemThU>e)~V`29j^Xbvms2TYX-IRh<-7M3*IWU(Be&V3bj&#>6ke zm*2)6e;o3BktAlBZUPw@bD|JVnDfp(@4R6wGant|H%UMJC)4*jv#656M4czK4sZ)i z)K#BY_MZe`V2M6qmKjh%XSNLI;*0OOXJ3e3zG$SKe;&Bo{JSt0Yd9<~#8yj`byn-9 z8`VIx#eWX$eE<+!pIprU9-sZ^dI>KaWRX1F)jzY(QWQ?Aq=6zvgAP%0%jU(I^pP2 zxH{IQ$zv-l3}0$@y4xY8Fa_{Q0amsr#xSN4egYow8W9;mZH7?BQ(|Y3HyU4vf)mV> z;uIx?n<_%@QmD|P(|Qp#e255pRx6-2vL>B|w8B%!L1Qe?xW?rKD2<<@MfuK$KJ~S) zeecr;H|FOx`~5L| j-sE48X)a`EJ${RmOWTL*MXn)liT!jjfzX(QM5Q-3$2_s=CS!ouEwX$MD0K{812E*5#aE5*HVD5@SmIUZwFghH| z%34;4JN)o>LsaJQE>p9~EOCiVw1h8$hMFicN;Oo}<~Cu2#oVBRI@P-#tMq1~?tyP> zTGXO()Y#5AzB7)_p<^A#c1Pvl@oewo2OsgtKKq?5LJq>8uF_?#Wn{~Lz?RIYNQDNRbrR9Z1W^rJ5|3<}C% z$$Ifku{c9aer`x&4Fg@>PYMcY692uKO- zLO+Gf5F%Bzs=SSeZ+;U<;1W1Vj%XCJob>2qI||Z>Z15NgXlcPpYSIykZnL2k$_+)k zB{S_qra+--N<-!k5596JtNjT96d-^--2t~nMJ6(jDzl^#N;1w2u4a=lum0(UKlYeje?kj7 z5OUVr1{B}_%(o!}4Q$q|)xT|V$6HjZnnMkEE_LAuqmjKNWf|;AmK2GDnk{XYI_p`_ zp>)Fk6NYVu{}KW-Re`iV5e%O2G*a2QB?PeBuxfevliF&)F}VGqZg=}K-uCvlzZI@= zIRlI3e#W^$j$(9)JeyX$MmJmRDl^)FkA<#EtYnqWZL;dk?#7Xwu@JBM;(9&}@Ix1- zFokfsmPTW(S0Cac2)!y4s6l=ZB2d?-mAO1VJp*=ioeYazqtx!cUm_o&020&S{rawk5Tind zj1OVKb)LMH$V4b2V?h@y5*Z~};POH=j2K674Cdsg6F(Tk9e&{`L0s^xTyf(6kMiLZ z_oUPokD+KgpqHEa1$G^`(@ zPII`953kEH?BQQ?+5d?41zJc~`$Lz10W9D!64+elTE;9G*e<+B_OXk*pp6>Ll4JZd z@EETw7Ovq6Pn8Z2v;}NT5Fe7NW>=3r+{h++<@dlZ}dhlTI=yn=i>B&D1a&j3c(FH(3n0@6HgA-Mi9r2s1YPV6eFP#Qh^f+MQ2oS1ykb% zVGuSa48jinvJ#v8WWxfFHPE`i=n*#6}%Bq4<)<3R{8urttf^ z%?dpw3#YMt9)$d?5x*t`?E*{Qs)ydTBf#3uu=Fkd{%mj%qJb{|Djj2lU;54>=nzKY zMI!V7dq9N0Wf^(_4+-%r77iZ{FdzESAO8^`?*Ska5FcUZ;|kIz9#AM`i7pV1!@gv8 z5Rr6VY4LiZwj3Z1;@}cJa1%Q+Z>;|tEpPLS@a z-KG)@si)3lv9R(?Z}!HK6e}jsg&@$caMbbsW&|E}BqO-NExCal-cl~-k}lbDEjL0L zh~Zie&LI)%a}}pyW8RBSA0(M^oiOk}^<`6mQ1$3`Hfei8N}D_F!@MdaoAOff;V`d#uhjhHS`m za#DCwQ>tt?Rl^L9;X87{D3cDH)L|dgK{?#$>YVZlqmnw;4V|tMkgC!eAq0Ocgt6u= zp*qC<@{L>ys2sD#-!uyErn#~AOI25C;(GR z29rShu`vDdFadOA+ypT{%qURCbRaV_^@1-j?{rFS^Nga0G;=dIljK74LqCu-Log%( z#Uy#`xIW|cW-j&|X$;A*E6J%Ak!^e0fg7B` z8RAk++teA@vpwN68i-*|Pa+z)AsX^jPw~_(_w-KRGaT%5KHEW1!@(K?AqhOd10GR9 zg+f3Nv_J!LAOW#aGpB{{kuhf~hFUDr81$xGEAs;5QhO;eGV&7ffHN;~BReoeH4!v( zYeZwUG#^9d8bcFm4MkH_C25bjbd3{A#d$fg99SUE|YD-xXeiL{IlL zKI_$9*EJl@L0`{d9V&Gw^f6Kc)-V&)UnNE{6E0IV6-*9xvnVk006`LuBGoofRV&tF zS+xT{@Kt3@R!LK4e#kL2Ar*)xS6Opcd(~%J@H9$c8JGc#^g$h%p%hw__KfvdlND!` zwKrmL$ds;B)*)D&4O@rS%(Qh||EN@|r8@Y-8G@l{;T3AzR4yNEB%FaFq84kd7D(nb zPu=rR?-gw2l3)rJC;(Pq1-3*em26|lWc1KXULgb|RPt^qFDCB9{DDzN2O^Wg^9o@N z*1!$kz+wk?RbLfjTb1-Ww)Fnwhf498j;Lgf|4Ri;16bEVJZh0xX-@W9(N}jZXMHm_ zfV3A&<%@cujerw4h!)(8mUYR84A~>u3PMfgQSb7u4l^Q83u0cwmUrVb8`kzG%=T;} zHEl}>cqL{KFD+qJOAi>4Cz3a`B$IRiVQ)250RkW+|MqV$QE&;jVh#6jH&JmH7cv;* zR+$NMBe$s*Wo28IpKZ*c5`{{bAj#1Y6JO7As0#)b)OBMs8w~Nv32!o7jnT2 zv&}r{VFzm$|8CbuzV>T-mo6vREr0iTc|v%Hmq3d*gJa1uIn2Xe$d-m;R4+|>NsXr% z_5e~X2im|5{%lduOljTbirjWS0Az=ep%9qJ9pP6cZyfze)AVuhb)wX?6u)`80eDn`RkjY1vgu0hdvimp9tm z>Z%wHWI`GUu=MAM6KR3z!CcbCMQYcX=dhXc1(V{qAgcLz@i?0ilwi3zOb#;A9FJo# z5M=CjE#4w;Bj%NomlDgs4ZvV~>|xkS0zpMfi&OJQ5W z!&R1;6U3Uwm4vX-HPtQngL)57%lvq5`HPrb;*kCd=oQFV|d@3<`K(=T5onu&gKm5aU`x1FOH2*-V3n92|OshYUxFJ`p1DYA0 z%r?`S6mKnvp__iC|GTz`GaQYP^Z|o{FIu03;Z$ zwCunYTu1pr*6zK%5`M-ld*6i}s1nL!tvd(%NVXGp`XalB@A+{Yz)qJ6xsdvwT)93PI{QnX3Qk+0i| zp*4El*MA+#gI(Bvo!D(b*n{0U)LRPy$*@OS-uj1I!g0XLGybSnUfg)WT>8va!gkf% z9@+ewJDb4O|2EFYWY0aQ&KrCP1E38Rj%gb;U(a=>$ zL>=UAv8???&Jw@NT(Tv*@8<9%4x%1$0NexIKq>9b$-UgUq>)p~K{=+iy#m2i$`Jwm zkH3DH0)Pe*UEjeV48UN+9i8qUJ-4ZP6YF3Rf@m}m-t;J=#xrBAv%w5&ksMweiE^ys zg&4Z!|F?5lk>l-`qP2S+_(2_PU7JuI=Ak_1VczqL-B_kGjH8n0-G&?G4O>v9Tfk`A z=ljpJ{efb?vRV2f^o8nsfs{U&00q1c1rpA?9)(&e-9`1>iDK+IOs8n4V2(d1Nb4f8 z01Ln%`rn@VnfjgUUc?1Hd`(X8ulghX-V^)45gIrp^D!(020Xa_I*Wt+);;8@08z5o{97wRB!Gj1B(pt!{p~Hs|BT9t0tK!0n7BOnv z$Z;3LiorS(Bc^Lvu3Wu(Wm~z99=(41`pN94uO>fyIMrFR7B1JapUXxH9T|*Ru%k$m z|0-R&bg0v(P>BXxc1**8t5~yY-O9DA*RNp1iXEFZ!kK*c(yCp{w(Z({_|7~aOSi7w zyLj{J^(sWj-oJON_#0d$tdMDb0UzkAxUpl#f(tta+X3;|X{P?XS zr>J_QNR6^ZPBCTVkw-E&KR=<(%bg8B1G2!;WYm|`6OGUl6F5io?9g1rLgVI7bKNS;^` zKtKQ~bSCI$qLpSS7;7M!+G(&g>S$}Txv@wcc-*0zrMv~F>88OY=jm|EF~(y%Ot?9*QUVXgw+Ma*F2Fss;2MUBBg~TQc3x>Ju!w)K^ zSV&+f9=0+qwbf>;ZHFUv>+L}(hAXa#EUpM+i{_r2(Js2oVq;1ywe-?V|1$A-6F%zb zWKAzVnKaA4MIzZ0lSLURRWDD%sc@84V(D;OTF$lb#1u=3S;cmh>5pVz9k!-p7h~LI zWe0>X*qcJQN!JiV6ws$;f_ir7%%Cl*+M_tTR>vBWV(RnHmiiVnr<{H|+#kjDvBx0m z)XNVu)b-JatH!ljb#|=Is@->5bBF8KV6*q$uD<%piG5~UqMw1bz#@==qD;%-wF6#g zjX(TcD0j7WZ|nEp8h$G{iQ^V-_(UExr0(J#t-BFPG`9Qijn=4xk4rVtORq~o3dwI! z#DH|vE=rM}lu;p>o|NiHq29|GP>L)&SrM>d<-@o~Jp1mvgT+|y|5*`$RS0Er>{SQ9 zOSvcTlU;oBm&udGa#jKekOCDkcSiHfHh15B&aEx72+-sMO?1&l7b5j?doZKVOw3r9 zesW#ET0gB}r{{J4UzgqM*=hse*#KxCQHVl8u!x%hLt(%M#*JNax7?r|ZD1jGCT%tLe*oz+c(wB{Z@)H_CZX^|v3Q|ZXI;Ff$ z0m5UR5Nmfk+&N5lLQLZ9qL)OC8LulI>k<={h?nKP!XIejQky>JP;eg>+@K~mxk-a?%Yy|Gp(sb0qK$l{ge;0&yK;fTT$n_`-q*q(t)p|t7}80E5)y&!Fc`hS0T8L!J0jM@h;6BdGLMNwVmeb{Arqn#4PzNE zdGVQefy~CZ6vexc%m4-W6Ae1^1Tn^pjAdjL_*R2PNKHyMZH(v8-YCc8gvyTZJ5?$6 z_{V-4jgSDHm3azz$byzGyWq$onAN_Rn$R;mz|KWgDDqXWZy?Zg^C{~^*cN|K9!1>+bU@Dny=XG~##>hRN_c=e~O1R2n-T}M_1wZyI>A=vZW#}@_^mar(wSP5DbAN}Y> zV=Ecb%6_z@n2iNWH#;tkq>F?XVNod}heDvZ5=XI=EDrAJOgrs_Kj?pUl`p{~zm_SL19decH)dU-$c}{OvDSoJhq( z^%FqFE_SjAKH)m_!3_i>*s>7*8$w8$S(9@1!YVx_M?TATB0!V}8*1S(*!yV{f4cfrdu*w_pYiHOa4$DH0W(-EI|jM~%+p{e8evA%Fd4u9uN z(Di`luWA$UeG2@m`55@m{&6sYN|6hG=%W;ZPBgY6%;;=YxWX5XbZ8f+;gw=Ul{GR6 zZwRo~%JK#y)xT^} zF+v!^pICr}DN~`!R>pGnwyY?dv1U%+=46xk<>~nkoO>c-!58HYKwdPDochFt&jI)j9C@djJcv#vzc5l4FRlE zn1XhvjBG0>8w=RG`8kE90qP9l3(i7a_9=Fu>i*D}_ z)S-J$q}Jb4?*rdkq5uj-DUNZI|9=1b>~s^j+5<;$5G@2;137r472Y_8!wA!=M9CRG zE+tcM{O|Y3$CmhRap_X5cvx-u#ANO9tOACsjp;xj0>A<(Sbn=Sw{p#Ker50S{7{L) z!yDcJK57pgXzCLcEl(xiGJpH&^qe}I-%LOJ0yGl$A*^8CbDgbgz3ai6=zaurpIML{ zA7)3p@-Mjd=5q){9BjKmmVJda39OJd?2+q&UabTCnD5` zVb+H(E7B0|f&=2$7~SW6ss?_+wSz^beo|t7aRPGamwvWZWSC(xNTwG=co%-64lE#Z z_IHJucWnB{c{-w01yAgyH0@Jjtk-l82!WU)fpjPw>Cq7h0l z63)J5AO%c-g~XVJ|2a2SpW%fw6NX?QdT(%6X1Gpjs5D8(fS{lV-u5$<5{JJrhrlsU zb@+6jA{=jqG_9hCtTG&a_=o*vP-0VvA$W-Sp*AI$W~~q)jOd8^I9ZZdS(f-gGw2a7 zvJt0K6i&en2$_%yxsVAN4i5Q{;gFD>s6#un3$xG*8X!C`)?^2e0368`2H=WUp^B^M zTdgRPI!1m)I2b?XJ3=62y`z#v_GBt|7u^&kn!y4`Py|dcjKx@tTc~VhC3VuKkj%)@F*YiXdm@fV4N@uc%%#e zk&ldJZ~OR&|9ZoG{b*T~Xd!}AiEbAWaA!CK`4rB;kkJsBLqS77Q4NM!4aj9sW~gJLLn&}?VaPDj}qN0$qCgh$utZPjKQ zYABV|3654tdq$I$v)2fmaBg1tmHZQy^M)T>SC;va3;ndqdnB3qLiMb>Kx+H{opg>`miOHA>>5%8}pyv<>5*i3ekOUrZ zp_;jw|Dz_7qe+^~6n>`}o35!BMz|FzGor7FqPZ0&?bniH0h@PG0694YyUCNj`I}f6 zl)|ZupRovU&}_+RhH)^Y+6G^Ha0hWl{EV++7{E$;cAWO^<0>5m@75SnEo{HZ#e_=%oK44^}xb84VJVW$XsrwdvQBVm|w znxKVwnBGvCIPzMr6`>L;Y@ykqq-mNVDqJ$T7bR+4*rj+QkB1mhZds=Ad8QgPQUlj5tsoGsfHJ9-ukUd0u*?fr%;in zpo5r-2^1+YsO&nZ*?HwmTdR2_47{Y^iv^Z3e znq#>r7Q5&rIave{3#vsRs-tSEG>59$lWeNGs%ChcuQ8;1018dRdP6#ZXn1Y9T4vu^ zm2cDt!YXI8;++9yto?(mTc;mh$`4t`tRgt3(3)t{I<4HoLD!0{M!TjMffS#}t)K|5 zPW!Y_Tdv~z6y_?mReM{D$_DM=p)}^N02{DN1*2jysakQOOU0=kw`*8*uwH_j|3(0@ z6C0{>Yq1xbu{#a+Io~yd$=wUU#{TXe|^)z?*Bpi?$&L3^)vt6ve<4QPC6znYt8Q!QqOa|4~u3R1s8J zORu#1!T4&sxC^O(Q6|*jyIFxez}q{9hjM-q86C62c%c~+&;vaH1kRho&Ks(9o1;3a zy<5h;;7fX_0jt(vjeQWf=v#VdxW3m`8&rvovIn#LHBf_OzaOZ3$!ZPzunx!yz+o!D zm+LnPydnB&F1~a+LcvnJRJs=Y#&9g42YSKgdJG{NyC9s$@X!wJ@U97G{1V9kUlB~l!%)>o=f7Od~Z@{BG2aT&idTju*?$ZzJ01CER zlmh6zOZ+If`heRWUu>oe3gK5&$s6{uIX zjBdDGv+j0L83nn#0?flF%+UHbs9;g~=@GxQI?P-o&s@?bZMx?A6WTY;T3gK^e9gC; z&Ci6$TrtR4ag)ro&Df;2y|x&Ynq-<`!|RO0?X1I~3eT8_z4i=xHzUfWLb9*XW$Ls} zqc?g3U0x>}l}b7rg|G;CK!=`kU)X7T4?VN`6VV*Vb*0cW|I1*}^?}jBtkI6BA^FJ- zy}%57+zv)TkRU+}4EfgzDHPH$*wS#)hJDy_ybQgt(jDy5*4)Q2Ez`s_1i)+4Nchc3 z)WWZpaxSXbT|&b^aKoZ4$<15T5R23_Ck16NMoYcDtI-C2n{=~k3ndE%?4(YreATO5 zZL+~uw83UiDvlI5){85%TJu-d%DL7Yuyja;J;=wmIFkd z|C@DO3fKKXAkQk-2;5j1LTLJ6VtAAb%8(?I$;bIH-}H?WH~|;-o!|P65A)5(YmwJ^ zeGYj&nT|;eg^kz{12YiXHhjY22yi>rr(WM^I(h|YZ;)!_)$G35u9zl3Go3&suFU7q7fp5iUu#Fxqxg z-I#zKpnrO&2`;B7fddVG01y6g5kBD*9>S1);fFl7EQ!K|{L{lVu&~B{?&oBfE#l`q z0yIzqD=yTLEYziK)X{6P7|Y3IBpPKP276!)|2ARDWl#ogFd9N!lzWSuJMQDJF+STk zhw^0PQ!I654IbM;zt?UaQ@-tVl%L!_<(%LMgoS&hU}(C)<>mS1!93oQ)b4Rj-e4Ez z&Kh=#28kSHA)dPs&Oi?Ba1Qpp6OB3N0&kdhKJbj$t_DBn;Xv?w-sgkb=YB2^?SS9< zP4O1b-*BGs^}XN!-3}3nkahaT2&02o(PWqIaS^`hwA<;PzSGB>6|3o@B)96$6yna* zgo9DeaN?;o&;ziZ;we7sEN}~*u z2yGiw*+$Ynd(%$sRrfWtBISyp3%8W^|7yPu>X7J&{tR&c3<**av7`$LVha^<_jq3s zq1*R<@AtcK_bgHjyYTmh-}lY{_iq39aS!);|M&<(@5DDCpYRF%c;-Nh`DJ_|#i00# zuAqh)4F;c>dphT(pYW)k`V5cotKY7B{`%wapb}5<`#s-+e*3s@`#7N%#-W_VleFe7u9^*D9euQ?9>{hcmL-b8$%1^)VMl2Z6U`34{MVeG;(V0z~?u1HgW>jZ8onFP7RjX5SU1vT63wGC7 zvSUr1MVt21TDEJ`p5=(vBv`Lcq4w-q%_m;Iee+fW99ZyR!i5bVMqJI?V#bXZkAr+J z+_`h@+U3KSS@UMjojrHX7aCvad-p7JLmgE$)LzFl6gUu@Ky2EzZQsV7Tla3>y?ICA z0#EpG;>C>{Z+GT_Z|2RNKZhP&`gGqNrs1yQPkR;LLZ%6!9$q|i>*LLzkF5thpnW0G zHxIyo$BY?0depby1IYgU|MvL<>7fV#2P9CyBMv;`2?euwf(k4igfK!0CyWpbFeU_} z3^DcqMW2530Y!{5%CN9R6Hi3Z#5GoAu|*fxa3e+;XQa^$7-PKAMi$>#ysOUfKeffCl4Z5EMm3Br!#gKmNEz9a)qy#~D}DvE-50P_m8~hjcPYB4eic$SQBf8Otqq z=J}yUD&oYFGChK&l{VSj<><1OW|}Nof}v$;qjupbmtL}2haP=eTB#p;=<)NIUI2w^ zDYJ{3^ifLJX1i^-Cza{asZf)Nn`rKKiW{pejRq=9Bkd_wzXrz(R>KXOHLzM2_ogt$ zZ5?MZ$|$pp|JPqV6PC2nGUxoBd`S7i1JR$2)?U-A#WwZgv^BkT*V&bqwsPz3%{%a3 zw>Ng&xwSpJbL|aagc|nsxA_0^3s^scmoFmWge7)Z;)x@Mo?H>0GheQ5wr^ zPBZ+#|Drw=use34PIX_@mH`ZqfCLT|(vUUikufodp+e&W zWhhf*K9Z&EM>UdP%bK(#`n9r2e=rg(WqCg5FdulU_=Y)4UVb>NL0jgEK9a{%oO(vbV&7a|i0FqRrDk}rkiB&!D@OFn2r zz3>o-JZZh}iPEQ_bWzDzCNfl}Qc12vYW?m&%P1{`OaT<&Fr_+GswS|QQF|Z(t%}TG z%;HY_P{-1A(afu1O>5NrkUsc94}4g|8p{}zF5nu@qlj~bibC7k5`|8__O*rX1Z-eg zB~QW@mN1VSM>xVUj>%OnpTVNy6sf3=byVSuvAH8irE}1Ps!m%Cn4LcWaaqll7F@Hb z0tacw8;{=3w9<0dYikFHG6G^;+Hudj3LpRm@C&8%QK`QG#8ToCOh8b8X>yZW|Gnyo z!5SU}g%x=E$)8p?d?Z^#kbFc`q8c@+-(?cc7GeqV{x25i6^TeVa^9-8*S)_)W&()` z-v)Yhlh%OXE~KH0xO$a@Zp{ooJcQP-`RT1YNnwKRxw-SPED8orcA5 zJdr3F#V*mYP9zOJ){z8gNmRDJIVd_*>?szvn8hlFv2e7NfGU(@2q7qkKO`W46ZiN$ z1Sr=>YnLt`p9c`GEpl!2C@%uYF{9uT0B>XP+e50fxWyIF6BwjiE<10gHWfoJI5}PG zS=Y=bDkYD&yJjIBHGZs2>dcnf)c#pQ6ru=8EX;)7ShRw@d`9nk1ufOF|L7tdy>M%y zNjQsH=%Q)IY?@cSkqdnA1HTZI#)5C+3~nq#o7Ol-*0!fsEPik_?cl~trp90fpD-zU zRn1-6QJ{ zgC`uQ%m4QBgREc%YkY_wpdfR?se9(}1?glcV{^o1lu9At0jXB9ME~%d=kpc~&>xQl zE%?0Nkc<3)B}X882ThBdd<87rm<-oA$P#^gjacMJ^;L4tX>NEU|C;=Oc{p;8ETSW8 zCPmlFr-Q9nqSvkHM0asJ5DJfe@>A;5u8Y%C!?qU&rBPn@x~;|DD8>47bEYZQ<{+zf zf3{=k;RsAFsv-BmBBqCWDa_q_ofyX`t}%y|)va(Pk792Ii=-f}x^0uH@OZ?t?h4>ikqmg zKfAdb0<1r~;WV9-iD+2Br{jheldQJ8x)yUly$K4m3A?aUhOw(5WHCF>Svp_y24QO~ z3G^J!X}b{IH6FsdRoT14=({5tqFAXF#aJxH8n(*toJvDH(yI-|d%PfoJjp|Va@hw` z5CF~d!6dt=Wn(hj7y=?&!s&>uA`>axaF>#Dy#Szr*pt0OqCNiT0VqI_+rvFB+r5j~ zo^`kc>5869D!w>8GZ^s^>>?%R!^2c6gy|ESR4@~c0K`BP#6aA>LL9k}Bfs(km1o$B zM9hgfA&OVyiC);GmDrPhpayz4hGWQuSnE2YScYTJ|C)0EyRd^bM}ZVm51%Jo^9wWza>%7_+ zDRfJ{czh1qN-{Un4Sm!?cEJ~Y`9gfF0f8Z|9ykIrJc1%f5HmbONScBv;60qm7%PZK z=cy!_io=Z*A3OkqQhK=aX%RdW8Ke4xhOmTG@WV41#FlKyJ~PDg$_Y^MltpyJn;Z(D zxJmM(tFA-EWjO}3+Mo{72YgTmYZ#lrnKis>|BdajhEkN27ZQrH`ML~Do3C5N3F8Z> zup7Xb#lV=wzNx=xK$ctVipt3cw4Y=>&3s%uPSXsuv*h|FW z#>UA@!&!_YA~s=Z2g)d-!>PL;(#CC^6>bzFZ?Fc}AV+gV#~_S6<-n{2K!6hP2PDMD zA`5|Xc{19VhGjc|bPLUpx<}Jux7&yvCwmt{qJbE&P1_tud&{>S0FW~D&ENFRE{n*4 zD>xA0JuHxdE|V$g*~sa#ke;#-Do_zp8c7^6AEAP{?V7kYfSHrrpN)fsI|~IoYlV$) z$@2t6n6!nN>=bwqm7Rpo_>|9_IEqMI|CF8Ji?aF}w6Z2_8k<=wiel&mYEY|XkVF?+ zil5BN1wE%6A_l;Sios}0WI2q$!bZo$FvcJ@wnNOp6r#bLp3xz=stp;nz1`SBO z&9ltQbiA%m4g=5wKnQ^lkfV28%@dnPD7+oj%u(pz#~u?s-H09ES(gGJfB;Yd7=VG> z#7)_=HNGIsM0Rx4Le8}gSq~e<%iU9+L0RuR&kTCej>$FZcs6*-u zs`uf}KX3>;yE9QRPeIJnP~g+^>@%ZL#P%eIXMoS42vD6giuqJjoMbhroJ17OnoS}~ zwmJt9!V7MwprSNTwc*qRWzbIr|5eq5sb+ss3mMs7p*oJeSidzqdfrx0oc_a<)|IS4FWJdA4S&ZsKU}hz1~V2dx<} z4*D8wI)?4R2fQl9PJOUYMOlhnEXm9U1yDj} z>s4QcF<@QC8a<;Gebzl9|4rIZLIRiuDNI`E5SQ1wLf`nKfAp5u(^e;)GJKQ09ROS2 zJOUs%kb^OhgCSP~F;{ezf+^5aid=_w?KgP+H+lWCghP=qz}FIiQyXEkHt6$$8hkj6pTxitLRYe&Z-IO)m zTXR{Lg;~G!A({QanmtT!^hP8y44ow`U9C)K6I#q9hZtQ)F=E=N#Uo|ajRc57coSaM zbWI_%+StI_Yb7MEmELZp53tpb{{YVAu~LSdf+ct^c6Ha}q+7a`SLggGIE9fmV3|4? zuRF!l!iC>Zhy{if|Bi=ETy4N#P;uP--O2Mizn0UK0M?Y6m=l6j1bMc*4@NoCB2~CU0@xf z+d$gnZJjupBXp4$Q*V{wa@zr7lDc^^&t~FTG6=?(Y9pgJt2u`@O|A}A21&hS3UuzqVYRg}+Xxv3? z*x{&$Jl5kq=Hov0<39%EK)#1S*5g602P+aN0c$_)_z-;1W8q*icAy&pc8dC=3b(;P zN6p|(hLjEV|6~vT;0)7HCPK@!v{}U(%o%h+!|90?&fRC*-52fM@+mWwJ) z+~@#3KwhWCWoQMd)&f%SFw$=+VkSM}+w9gQW@0RZVgxaQw>7wSHG;G~5Ggpi_8%u=jpr{7tL|I0`Wla7Gap5eVwbrCjQSf%OGnNZiYmXLyd|woWK}hU7to z|5*N2RGe5;O2%()h^9r}pbc6FYY@7l%Nv}d8*X5S1OIDJp}Inj=)*p2$A<94hHr9^ z+5DeG|%6e$C*W*Isi@1QBKQ0N3-Nb6W$?|1&9XVV7#UDWk-T*?*QoNQbMbHu9f zx~o|S4Qjs+0UH4Kv>uvd0d6{;LoXE%m!Yk6|C_;C zClDWT5-&y*Z{1N&abQ_-%IL5WYz!D*ZN+oxm#%RiXP24I4V|tHeWdl<2!S5oo!f2> zfAohTmKLCH0T@_P;)Vew=T_h{Y9RPlD39_UFam;O;7geDvc+!S+;+6BQZA1qyafZV z_Uff-g!1wqp|ONcFzfS9@7-0Mx^~3%G>KxM_g<=ZVKN}5VH1{PR7AaVq?p*yCEx(; zv`@PMPUmz{#aK~ST~ZHizl+St@Fx{F=~E5|SC{b_|J7OF|8;L6O=7=w zAs82p(rsGzb=T?Tr{`htkj>x@fMeg~NkZr$i=Hd1% zH$#WyG6%Wa2qE`!zXOjTue@LPc1LgZz7`du<3xOuHGz|r)Ay{JlLN|$H=)mPve|Xq4bhR`L1AxsbG0aet8J9c?-jN!;m|{Fwqg@d9>7wv|I<(_SqQ*+SY#e8Heqo z?-pCf4P3vCdbIxZp!#>w{$lRwZ;6iLuc_KMvU;_kwd5LS+S7C zY}txsk|au$CRduI*cTepwivSqz`SvyCMo<4p3#(vF~tyflJQrA9JyY?+yw$a?Or5iVHG;VtLO5N-C zFE?`J*s&9ASa7|2itpuX?6@)G$BZLChCJEvy>{>jN9!D|+SAT$N0TmX`ZVg)s#l}V z>iRY8*s^ESu5Ei+wcNUQ^X~2YH}K%qyoEd0?sz+V{Jwbb|DZqtfdkT~Q?G9QI`-_^ zw_}gMMH~3=;>VLGPwvbE?&{aGZ}0v+eC{D$`SVw0eF#88+E42c|382M1}MaS0uI=p zfzovV$N^RO^Gbr*1;9WHDp&|Z3>jjWVGJ{PSc8Wliuhp68Z8>MHy*{ z(K9Tal#@zcia91tWtw>=m^p>ilTmFF<>pUK$vLM;Z3#7%HT3k8&0EB1b<8o@d^J`- zVex~{Io52o3^!@Dbr+;|u?6W}(NGE)rkDyA*k0^}{}aw(hqbdP zk)xMqv5LkTt+m>EYg@AAdK<63_9`5(!3xWpH|Lxq&pPYS6J3POzUN(e(MlWMdFeTO zEwh~`uicj z{Ms0B4JR&PO`-f;!UKvb)|ey2KT13?kU|34wQR%W@SmLC-}rkJg? zLQ5<-m4q_PEuT3v%{1F|GtN2V?B>pJE=6ZiOZ~LWF=6pp7i?Rdqik4&_CwD)*(mCo zq?B4+X=iX*diAB5>g9~re!VJosD{BaDrKjt|Gjppq*?|KsO(h3&2F;JC7Ru_;wlZU zs_8nKudtaGIBmPxHZ0=6VS|k~jax$vv+9})?X;DTSFPlkYu+BW_N@o5xb3mKIq4C; zTe@_5gdQOv{>fV|y%x&8VTSzvd;1Io6FdWrJ^WyV5xwlwk0C~&*zm&;D~}_^MI0e9 zkMcTZ)QY+-gqH_5um;Vw;F~eLl{PEYMGyOQvR6qVZ z)47XLMfH-6KKQW=p*%_|PsvIz0;McHjU_B!G1j7}_7tvJZ8UJH8U?M!4X|zSYnbAo zru0INa0JFMgelty$pMeVu#IhLYg^i0|JXvwxNU}yInD^_);C)%qcwjc4dH?qo5T^Z zH`u6#Rss<@)J2GLmU|-Rm?%Zfam!oZ3fF&5H^nWgr*)<402Z-DF8YK3b`+AGg*cQu z+_5o4wwu8YO4OoW6e>nPFi{+rx4h)ph+@-g-oU+hGq+^TW~z zv73Y|;%^$K#3gbuK2CgM<)T>5|8+*Fb5>ke82>{qcG7b?^VA&Zv_&olz4KZDm_UVO zr=d5tk&U)1(eFU9j(+T;cs2WNk@HzgMU3OrE^{R6kQ;YE7_Q3(~1f;vnzg5lj@ z+yyn@eJaz=#fwLE%NFodbYtylCjJNZnI79%Xh44&Z$9!QJ{OmM>@VmsTB-qxhJMX8aKY-Hdvxyeoj?)%C_CgW0> z7WfNBD34L7=JpIu|2Gp#az_(Xp$?Uy4Rjzb1vg&tf;YTDsTF$R(%v~sRVtmKGoGz_ z%&c-1Ih4uoe)D_ZK{rOwfHw4f`)k$!Gum$j4xDbhaSRV=SUn7G@a51`X$`w`JIoS- z>YSyYO*2ss{!teoh9J4qy)Ih;u)yqMupxq8){Ow;K~?qs`jqin1Q0*~NT33H;Y(lo zs&(%8MFSr2fR1Ci1h8!luz%q=M<*ifiF^bGJp5r=zHoLZo;~fUQ~k&)tNPTf?OSYj zyW8HTGIDj14S&!BxjK7p&JGyVKxIQ&P78}Z=z$MwSmQOOxwlVgh2DRMEiWMCJKw8n zRjtx@;4(xw;_rKpb1eGd*o=7KtZ@tlko-Ch_zuRS^tU|%$Db~Uk&S)e!|bH&>CSc$elfQ@7uIO|SBOfe zuS9JtxyYuQ@&0DD#+mPa2Yldt$}sI2sBBfAIY#0coWe04fH@wmKpwBGo8(bm>P^Sx zWuE3~+;+rM2M7Vj=|SsooDhTn$5r5VjNZ2ZLK%S`hLxZRW($Wo3#hqZhv`9MRak%s z!0ge0hS&@3;NIA1G9;T zvxx#Hd?6=<0vLv&7)GCxRnoLwpBk>A_N`P)XdBmgpG?t@F64rqsDt^^a(Iw;EhIb8m=5^L-qYv|irY|Yh3qO1U*B?{Agq0qn`2Yw}>pp{BH z{FehhT!9_XF$4kyn&1Uupm}JZc3=@0O#>ic5xB@AgT&%2rrZloM-{akcetKD>EbT7 zV78dtxuBkdh?s#8fCBsz4V0J<`k=l@qpVS*&CLK2@_?2-%_aOm(BYh~F(DM<*zr)| zj(m(3l7|;s0w+Mk7{22enxQ=M78}-MlVMWKungC|p&ZW4F3{A?=t55QgEizKOzffl zIpR~aUr?C^cF7-EM9o>C1!~}3BZ}8)L`nf&4PdNAN9x-phNNBuT-h8T0wy3R|K`Rh zJ|0`O#VIO40leTUvf_BSVs>=isey}h07APQ08dJXP7Y&rpx}0Nzz_(dv!shqiV;%& z$EcwWtNBBK6hHy!U;sG41VCdnT4OcR4p+)rHW~tWaKV+CR9NpUR0t;`de0|P^fSft9T-yfnuXH;7X>( zfUVmx-~bDf+yzdAZtf;;_9kzBgiT_{>U1E20D=ulN4Ru=a+=-?&PTU^TvNKsQvWh# zQZlFJcu}jx$IAtPGnUxQZKdt?U^I5+hQPqi^@3Hz2oe5X4P=OjEMY-4;fI6>TfRXZ zXhJHGgm}y)MD*uf{%1VqC2vXJB=Kcmvf=pvCbkKt&A>!10FXZ9fc}8irS5=)R3Z0E={+TB#Tsv?> zY|5rLjYe(WX2<2GZx*SMf=6&_2QJQ{fBYnJP6L#JAPrU^Q3@$AzFu@rr+c8D$aNkQ z!5$9wl>*FO3%J0&oGEzz;8uz!47k90isjF-XNSnz@TJ)B`3qW(2wPGC9RF~SEl`B_ z_(CHzLVx-vfF3Fs3g}6p;gV6?fnHxM*g{e~1Ep4~rCutgW~!!ID&diXGl&GF6vIE> z&za!NEIjC;%z{CVs`}}ItG?>1E@rv`1%?I%hGM9nYz5mXi!Ier+~I>dNKGQ%9aOlI zc%i7?^~tTQXa!A>Q@Lnfz-WwSiU5X9CKe#!^;u-FCS>erkB(vw9YY7iq)dK?k)CUB z0;jdCOLWMhf)r;@TIUNAB|K&6wHTw8W|7Dp=M=5p4aNt|MHV!gSeh1WG^&7`_FMy9 z0uk1LSB9s}-Dz6p+=%Sl8@z!pbdPTSX`yy(p&}~Cl40~w-=dQ2ZvT<2fu__MCK>vq zgr=fHM;Hb=a70IBYB5wQ(B!Pn76aF8>N9jI(5g^7kV8ADgVE;KQo%+3&_Xa+*+0&L zS#VbbWz+f*1t~QqAKEH(X)Ur6Ln5-<`z?^X&70I_6Gko~oD{3NEn=H}Yu`N8v|@_j zQI&jUV$c$;;T76rC}3mMLp!iTHMuRWWRtiKBaxyj;;O59U{M%>i+>>20f3;Ee%$BC z>#F5zv*4@f*y}L@f?qv|dsHQvy1>8^tig__y|^h6!YT0(VZLw(HU8kfNUYF>2odgp z7`y>~?&e$)Dnvv=BzUawer(9XV_u@Hv^i=@MXD`a>P2vb$^YmqNsI(azyv>T8-tdr z+4T?4zD4(f>Zfu;FQ`KR3Et0&(A^3K%_c|F6e83FE8W$dYfu+yB$tJvTh`91u{vTP z{tq?K5+NSS+{y2-mc~#BuG>=3M*dygMpfM&Q~GM+anz8Zxlm^C=rtj*4;_P$4ym~! zZsKY~l3IrzybHLb8k9b+Egk?E@#HMdYkkDtx+qquaW3Yriw$E(sI3!-WhZxR=LCE} znU*dZ6>%B?A;O;L!uA2_)?C2?q3rhH@KNE#;%6#!PwzT}?*gwSaPjbdu|pKE@hYm4 zt%UPh#72-q^p1o`w2y+uVfG%^P5k48j;cW3A+6Tx+5Z}l)r7-35Y;{evLFv~AQuY# ztwXR%jWu{fHt8{A(yDYpa(Ho5Ack$c$s7HRDE_JK*=q1gqL;MBZ83Sx17lSL*XSm0 z>)sMtWn{*}d9r{VgHRqW2p_2kud9-tS_ke2$L+F$>~ap*)n7el-GY}ekbgv>FdHSIja#i5+M`3!4+R|#!7-D z0Pi~kuRPCl@PhI1iZNbBpGjCMcnF3^JVQ#v%spmO`JhjN;v@O6OeP^T%EYnF*pJh? z#2niX9gnJ&xkO=t1!9_?g??EbzMI<-atz1tApf5kKO9Q3sDm__jbW^Xr!peGqqXYx9w=NwnSN*O*`C1yVTz%%IulOa0}TY#nhq z^w-^tVp3>fhJ`gaEvuRz&QKRa{?8yX)IN+fNf)xyBn&?6s7Io2`tn6*Vq_;DkXF3k zb>V}&g($s^=y<8cBtHsh>YD}eF^f`AUjNKlP+MyOQtMC`^(h-3SXG98or)`y&?X01 z5=ln_l}?tb_BpQr!{|D2ARSOiFT zNhq8T`Xq13S~ioR43us5OavxpH>gC1Ha|!xX`A-h(W)+-YGlG6hz_zoT*aWo-8%F_ zE^zYNLdr8Z!>inFU+4wktes>I`P&IF-KiOJx9tu!>jL+Z1@Tggw%1|g83bE5nxk^w ziWO!o^$rD9f*I}-l(%{N=0|V=F8|B7dQ?GsSI2uF)>g~6<_c$^ckaKcM*#$Y3dmf4 z_je2A09(8DH5>R7+nj|E;Tt4^ChTr1Jh-P{_=P_NJ^wC-e{9D>QuAU-&5qAXIG>`j zxb>lUZ*5YHztoJw&n`TuDygcD+Z2|qA2IlNyS-mcw|0FPGIzC`oz$u$6Hr`qkZp&` zND?jH(w)&V4cx(9CMya>=354tMqQAGvWoi!ZMiQ!cLM{)nWs6s*Car{5Mdc;x)pc2r~i*UgoC=t|8*CadZB*!pN@E!*p}3hakO1s^})It(t54q z{H@bWE~FAZ@Ou3mq-l3_W2&D`^!Sf64Ix%0uu2VDd^aE3FP3d>vrCuN97Z^_gRv}4 zvM9?*fBi|%wqO`HxGQ&Q7|@q%WJV&lv$6#@L~FVO9JaQ5yOX2@_ZbVtJ18z3Q`@_o z(|Nw{=DrVn<~B1IeKp~~B6~1%p0e`({)bpN4t`*|pE2lvwqH1GUAqB?^|PP@y<+!h4r*U%!6=2NoQ-Rbj)25hqr>nDOFRk0D2vJehK3 z%av(m*1VZ>XaCQiH}}$~uiY-wpf#ITy_)r|&Z;@LRvj$Z>RH5c_3Cvj+d6vs_7xqi zj~_mK>a1DIm225@X~bwpmp+|(b?efJW!Fy3S$AjLz;h!vo_u-p<-Mop?kre#+S}pB zm!I9cc4zbDr|-_qdwBo<0Sr*U|H3J-!1EAHP{9QmBrlu>&ud4*3ER0Rp9?X}P(uxk zt74@OKXhOTTLvo8#1m1p#UO-0Y|+IR4-jG+k6?UJ2taDgQAdb`pfREwcWiNpj9&4_ zLx~8WDW@fuWGW}1TF9Z7;QBEnsim5ts;MoTq9F{dveKlHKMMK7Os~EgOHH!MS~C(( zQXwcVU;jj@Qxr}t$xF{Y^~%dHy#@}b+XCEIbuw^&emJ0gYP~3_WKV)^TONJ zz3S}iZoc~P9XQAcBzyp7+*4k^UZHF8RCA`Pm4L8Jxlpx7nNJJ7*Ojli7 zE;*>&cgYn(kBs0|X_|WRT?xn^eax35c@L<<$cd7yiAkM!f-)#jCN*jqP?W+lOD-wi zDT^{R$tsmG&FmOWG}jC{tTw?CMXNdO6vdJ}`D__4J_n6iW;DrB@5Jwq2gyMHfm^oKS!H!Jfm01Um;k@gPR0O%44YP2NXqulDOjAdjbQD zjK%!;%#S}7SuC}}(#n>&>cn&9<(F^S`RDh1+0U7&pE>92v2Ug4?I$zZd(Dm+8t9^b zM%w)IWz$7{s+T);om5xNx*u0#)or=ko{kP`viVm#S+S#Ytox*gZv`|U+!*AaX#WuK zJH6W5ckp&Vy8VrU6|7+4C{zz`;iC!)Ae~Ac7da97f?Y{q(Faku5X_~pBAjF42T`IB z#wEmbqkADk?iGTU$Yga(Qdm%yVU&IBV;zR5-A!!5lO*D9OIQGtCOif_DUvBoVByMG zEMdI35FWhYMnX73$d&Mfuk757Y-r1cfKHc{bD;`j*vp3K!T%&Xl*mjB zwj`nSVjZzF#2#wbBqy;BVO(MX7{HW>j{VLnRFopf!eXW@rs8<1P#ze&h)#7jZ;b6c z<2wPPMtSD!jrD9)`Q(TXJMJ@6nZn~gRkJ>-HK!Nub5;CUf33aHTLM5=&X8i-6eZ z&l$#cM(;0xg6CQNGEcQK#-44(lxecD4}J2JuKon*U7Kc_>?}t&fB*cA)`mlm<7C4c zMpdM)B$`-a?ZTptyy#=?wjT(B=WQGXWdTY0H<4~Oa1}hqIZm2WhNyI_`wPSWs{=B`R4-DAe?AHG5J`7GNQ&P~2t|t6HYxW=yN*ltf#g zYnHE0m%3nt9$=h@R(P(JyM~I4qS}g?NR?t1&75mp(W^(i;xTGc6KJX0*PDX|GHVL0 zUoUduQ0VMWv15bme*sLOA2pT zN3Z2@j;4`-gouv9A;1xBkt6^K1aXK%JZcMm8)M)i@g^!5?*AgNl88Fo;kd}{CYj8X zF>Tnw5|Vgsbdg+^>MohOWA#&ZwHsxdb(hNEeT??PE15?@hP=&GM|#10$MvGGz3Jnt z)#OWGN)5+2$SEvy4!a%w^*4Y4w)34QIbZ^lM_Ug1=y*nn;8ZeraMp^j20knzUuZ=j zT5ux1iR5A3|I8s`@QQJN%_Hp3$A|iu!6i651A^`~N0r3Obk_g|1eFlaOc&Gg{L9 zmb5P@t!aUS$fg4yiM%pR;gTG{m=KwX33_3~5iAJ=6<76dd(s0ZCPJG#=J6kBJyok_ z%oZCX%gB1&YhYVftipCOv0;wJW2-gGmdQ*kN|6hE6jjU9Mz5#zXxD2aEmZ2O8k(_| zH8vmTkcnJmd;9xz$Eus^kF6vE+x>0>2S}9i_Bw;wagKa*SkeAAd!zx5T7$10B>Q5! zNZiihA-Du4J{7r#k|-vKX%Pgfr?n{Lg)JEMbCZCPybCpYUrz>_H5j{?NSvq8{bxQaO}%a za%Tr>XbTlY`G?r)RGs*C&M2R?)#rEz`s*b9?ASLfqO(um(P^*r+p!-JUS@wIJ=*?; z=N_+eQagc}n4_Fb%@N^wA%I{ygmY=TkSVr^8i1Rwn z^9&HnxF_^lf%Ndf^tLDUAkf69ap;tYW1Y@$T4&Wi5@ z0W3TQ$K8}Kl$sC0!VdZFrE(Z3=v~z3M1$E zK_6z}0V6ODB`|4@=AYUtJ7!@PbO8jL<5biEe&lC<=!c>3D;I9V+-k!*_y|`}un~=q zviPh#{_F)U=o|t;-)hhX18xU7QKw>y6J>;6!q3u92h>E({E{#g`|e;=U<%5>39B#` z?*RTJK@;w8Ou9k~MdmEFa4ozr<-jlu$MEIKkT4EIFwig=v8)wlp%?gpAKtL$d`1qX zZE5DP_0mTdX3wvl4X}u#&AP^GMn%p72odS*IwEQ69Py&C&fU5$-YD@}+Tjw(ZV58+ z>~63V_3``kQKvF31oYt2K&RmxV*e(NP!&^g@0f%In1B#q%?)C)3L7C#y5hKc@gm*i z7m+L&gYEx@aoCFSFAxJ6m2u`MqZyyE6r^z)sS(UBr4F%?Q}jnWriKsw(Dvjf_v|OX z%!WFE?;O=}9oG@-v~KGtOF#@PDdX`x)&Udm(d=wN?fP*CNo*>03P*70(tPkGda594 z0wIxb@BA(&m=G4%AR_-@5v0mvdTg68@**{IBRSIYJ`&18k}pQm7!4z4N)me>V-~WZ zI8<^a#fuhVp(TyxC12yNDDX6xrp#7@j|d9Q07>bFqXXTn5Se3<%<&w1QdoS?e}Yn1 zgz|p|4EYd5f*`T^)?tQb(ElEv(%+);`Yf#jgy0okftai^Mm{n73N9fQ?!z$R0E&bN z83LKWG9j6e(~-VAA!j@viiTv5282;VU`*P*rYE5Ep7EZzD84)Az^` zG^fr4OY@?lff&G}(6j{};4M5LsDb(e9!cpOLclduiw0v;(q@zGT&PDtbRVs<2Xko@ zISgP>>>-ddIae_!i~z^*U=5tp4e($QHYSR$O1YHlxV|YnF|s@5@~gh^*Ti!S@3IWj zb1~KvA4(w&-}9d4v;P|LGe6gB&hpCWbRz?OgC1gM&GbRA)Pb-xlP5n@q8{{3d8Hla z#*^|!HCMCi?(IXP4>m_M(n{1f19CTmvlCb7A#jSrUJG>`?khQfMlH?=j=%}u06Kd# z6&9h#rl_hg6?lyFEs>P+z7zABbgZ5f=Atw)%8NaBL1(VCFtgMp9rH6{68QGW=$M1A zPQ_K)a6okuze-R#pr$h&6i$hCJBZR9>4t4IR9U&sTC!mXQdG1=v`@7nEB=)2Z1WX* z6Z?LX`(z{~Ac7xT>(l&UQ3Ie+`z`}ikp!Lq$0ju`Q=vM$>6_@4UOTl@d67GjG*s1T zRK*ZIpY&8)!T;I#p&hF9P+B!IIHR6kwT@(rVgd9>fv{Fm@cxP}4w{Q)Y zoM6^OLv1(3_3eOgBDyuTcB<|Q5@;KBXfYREL0|-o01lk+4>UpXK5l8b$!Se@Ue6>K zbx~@kcKl~F>AKMy z^?_@wfe)L5W9hbTQP4lwL6b0aZ#~LCvZ0msbUF<;e8m@WX>;Hf*D51-;5w}%EN!;N zuOUV)XfwCs&~*fk01h}#6Alj#Vr>dXS6)vyfCHFywG(!EZFXr_PXaJ&2T*!$mps)< zclp5?3@~_YZg{8dVa+FP*(VonvH`)3K*uf4fc4yp&wr?w7_RP4fhBLXH-fCedtXz0 zX*hhZb>M^`B@PvRv65S7WFs0^w1hB5;kN*S76dSt??ylcB2|B-(0~1xbeUFwshCp< zc>fm-ILQ#W<+vz38JI5`_<_%8t#Y9s_~99p(Sjj^*}4aV9d=e5GcvW&kK}84%@i}6 z&gsIYO-=Y$Q8eJ45 zA&@C^8}$Q5pb24(e`D>5p*V^GSV-%2ih;C>vGa-xIE%e=i_vMU7T7M!2xi1sX5=Xp z3L_Whs2I|?jg&267q*Sv_~%$7KR;!?IQTzNML@IWZ40yz`}6mH5-3L#kRfYt8l*d- z!I1ZKk;%D{chg%VS#r~PAzXCB7LFh}nI@7Ll${_E;=q&_5Ajaxpkds>T&-?s9%Y5 zxUwLPSZF`s1C}!m?zsw~SfBTK3j3LK1v;zmRT9+Xxpa+qxUf4{#@A-~Y7u&&U9ROE zm<;a%P}sVmNm4O{h93l$o)}g$C<9XD(=b_bqsu3cI-1PNEN#DrIg+FHzAX?%IBt0| zqJ)(Z0Z8~H2_0j4vXHMGScx84Hj$mMvpxH>LHn~c;irN6?J!xj*7qZBcK^eMvp9>8 zCYss^>iM1_G9vexs;ip*uDX@8dVmSqt8*nWtE%RbA7J65jY!FnNb0wzZ zqgM)q8UmNILwmpZd$bd`w6TwKzhB%>%2`Rns+r2&lGNVlBMOlf4CW@<6{|)A^*QMfxodFwEeq$ z0UU>o+LkJLC90CcN^xVnW=;m{F1(G`8s6&*5Q!7@Z4783n2Y(df|1B~H%j7z~9h-k;Ftj90o zyZ0K%->UWEc#qb$r0v*Z+l;V2(CP5-K;!$#187)@wLKVAJ90s@X^N+_{MVgu%ex#0 zSDUrJ+#%AJrVL;j3_ypoVWkk&YM(ILYYs(aJr%Kw*Z#?z_n%IpaN$M)v> z8m~z`Qpy`?rbgS~%Y%_Tgcn=)V4YSTdwS^`KXyHEdEm-{J%@LUTep~#FZ>BY)w zsTPcs41q_L#i@J7W9HB)dHqVwhJ%odgC0`aYc76cXIuo-k*W%FMTg_4j=e|8#qtk5%zbbv6zLo?GrOrhuqX(&ot6@j!nfH z0(3a!hni!Bv9lv=Bx*LEyy^x&5JZe+Ki;zmVg1>^{oTK_2_e`OfAJ}~hb4C!y0S$E zRkapp2m(O>0KyEYIC0h(bb~OV!i9AjI(*phj>L%+D_XqxC*vQA8asOY=&_K-x@;6FQp=bzU(%H6@}|z6JS|z`Nz?!l+;j8 zIZ3rTHLKRGT)TSR+A1upRou(2y?p!n{R=oS z;Id@Rnk{TNv0=T68#|6gE3)Ltlq*}lj5)LBU7R;_{tP-a=*psl(GvYxm#$p7db!S) zZ5_SY{c88qhZ{FPdic~?``wH6GGfGw7Y~L!x$@=An>&9V%((RE(yJ3kE-e?11KhiN z{|-L9`0?b+cXz-;)1vi@2)Ta`KR$ax>owU*^1!_Q{rvm;{|{h*0uK1yGz1=apb&r{ zD4q~PFbJW31bjz;0s?4oi7f;nWY8K5eF&l(5IuBJi6&aKQAHo!p-~|piPWM=jTGXN zN-y1rV~#rBsFO`Q!30!KKLLeQkwzX>RsU5!CCQ{ycs&ValzEk6%|7d(f>>E<+44-6 zUOuxWUA9CiSea&?i6&o<9ro9nZbGJ6oN~@dXPuFuh9{n<<%ybVe(JIeYpng2jXL%it(aLed&-7e5E$JwQtB4=H4)>X%8FWW^(YI*2s5?`vSrn-nGn&4Mz ztg_BZtE>*zO6#q&Du`>T6A}Qd0K%qVi$Wb96k@Upjd)_S&T=HtMjb`_$4J#?B+`sG zn#3(hJAMo9OhJxIZn;4ni7vWLuFI~J?!Nm~E2W&X4?gkQ70O1 zX2Av@%-CXsy~!|Ta5`L;WDna(@&BB=NOm#CpWS&epB{hAr)q&l3fnre(WB^Xx$%P! zKI`~qO)ksKoQpJ{Zi;hr#(7E%bvFmIjHtcJdg`i1uj(qSLodyA)4M+CG=hLYO{;-X zBWPg&DJT+08yvcEtcS{m=+GSuLG*0e7^TQ!NF&WiBaGe7-EFvbe`{{u<)+Jb-%GL! zcvDkFwUtuv!rKZe^Y+tDy!k%`nqP6W)+iZ_QD(P{-Sc-F|n;IV-&z}<0+Nf6( zh+ZN`Uk_g*ujV&>_uhXGp8wV0^Vh*NRMQGb2jlZsp|B>T;5FC?y#e;IV~<_O*(8!^ zA|C#y%{FY&ty|S{(Ety4w*=-0CwgmOko*S0p#*M%hPw*k26w^3JxN}rz(+rN;W)ia zZZ9J|SXwTJIe~4?b1W>F=w2AH$b>F+G^A6;PLr9}>4{@H42{TG^O};)Mjt85jXrqO zo8Jg(X2Sth&X{u@DE3T>xj2Rf*7u+4VQ-6xNQBa`2*xnVYHDH}j}WGzzFz67jNeHB z0fePBF~q@GVYA=;?g*k0MdTuQ03b+Q^df5=aF7GkmI4pyKynFXZ$pYi1S3en32Fs! z8th6bW`PfVa3e1*WdEU-wp5H_bSadXQ(-4hsiws=CSfpqObuTN%ggj|mU&VQF>I+C z-2KKHhUy&=Q`QgR!6qB7VU5jnAv;bzQD@Mp;uYCwDjryGi`VPo7omyGZ0cu?*%X2v zn8r;u25VS-hyxhFP{(wt6IpmnmL4TiwmLWqB=mHf+z5$J1Rhd>iR`D49tqG$Qj(ID z+{z_0xygcp1(jtIQ@=1LN?U}Ip`43FSXOz_R>Clr9POyaXsJUUa)wgSYfUeXAw=5P z#)wDc4a|hYL?p$c2E0S{z zJLHcdee5HODAEwGDwm#OZ7z+-%A*~jb-FuI>m%RFRt?IPAN(kVUAqDpsQ@;xVj?A9 z{W@OIX;iR;UGHHNOT!z=a&@YcFGv}y!ymc^rLk$0qKwG0-eg0GGHW79nb*u?C}2XW z#i?mkwg1!AN|=p9#bWu+$Fw0}7<>uf4jfak)TZio#JPLrr}{ zBT|r#^p=#eouGR08+G*3cl`j~W=%#snNbRP%VBdB7ra^rKR7-Sp0J%QTvRNcF^y5H zaQDU;N2Z=L3?wG8I+JDMsS5YSjGjo0nLFc1zpchV;z>?$>_8o-Ybg@sagqx6X@h2i zyWS1*;g-zM6Ph=LN+vR!{36&V%i5JuPTdWsj2SCyS%;6^g)M>Di(#Iuh`B-HOK+Ep z>i_iO3<@|v0UBJ|Ij5@5cdqvL@;p9Xb+3G2{IDXhAm~DiTepX%<2vt$wuxl5(eT{k zi5@LuK*mVYgrqbgF`en3Xc|eJ7K*3gD$r6KgJq?tpsA&V>V%U;Evts;L_PUx!_Ks<$Ik;9%sBL}vjj>(eQ)t(vPuU*O=dmVmz_}DJbLKn89Z0>kD z=0t_S@1sRedjkKSMWD9u++W(wqjur-)x1}49F`a&kABHhe*I3Zqp{}q2KwPqj|g#h z+C2aHwkdt|qc1&BoNTCsp(lfAiB$53ynq!9OpyZuu8_qQ`%d=6^l{fQcl414w`c7)ek; zbxJV{2}lkD?MI}I9RG?ffv|UYN1|z!GVgQFOU&KP8NcCI58t=aV3al znc^{jVmrrRXD}Fp^f7}q$cUseeulS$VDx>p@?lmGgpqfN=r@F$_%$jve|m&}&cb<( z7KI&QKvO7IRrqvQ7X-wi)3}}Y5hlWIUhoHkR4L3?+H+Fu7 z7IheL9@rQXGdh>ihkoc$yLNmi=xc#+h|v~<+ILNj$c+awiE4C%-v5($LsI|*5C9H9 z1DKe8>$r}a=yPJ@iSZauqnLlsQi{rjieaUSJi>}ZvPkFRimLY%f8&L-K#RLzfV*f{ zy~vQt_%OlfR}p!EdxZ`T7m6rg`-l^l){o;d zBmv29Pr(#WF$?{`4+yz>3TcK7nO>{3QO{U`enpJWKn~=f4dmcg7PW>L$(9cJfs;XN zA~}*IISWGbf+`t!Ea{ScxgU=xE8$0B-!wExg_G$=1(~>$?f=-5Cl-{C`5~ZKl%jZ) z@Fs8eq?9C)ly!4&_x6-}Bb8Mbi%T&J{=g5mV1Ne4m1pRcsOFX$wUKPOjFW+TU6PjY zpbbgJmQDtj7#S8H36gYaYa3H#^hJU_beGSxax`##*{BHH=$Fx19^8h5vV~3G$RIhF z0#h&rPk;qakeG_Om_oRT2ho1*)LW40PRufyFNTz+sFd)@EmcSp;PRP_lzLkznod!g z{E(UkCwr^8b*;H%7`1`236=`;CXpdgUXqsNfSY5Npc2?#q9dG%m2t(Fp{Vg@+(CUl zg^taMeT$$7Ignb?iK63Sowza~+Lldvz-O{jeh!e6-2eFmHyWPfxtL%Od6Wlqo#K%XyA$*!`G)W+aX$3b*sDv7x ziK(OGIeAhwRpqu2@+Xf)`h*uDnf0io^Twof^AgXsk4_n-{j=oH6*rBI=zTdH+k zDxhC#LhPlc69vx`-PxUmild1Mp5m#aJ^#5|m6u{4;vqnno^axMw`EKvY zbeM`yaKovc%8#F_NDw5dO;IK5a3rXTi>lg{tcq92h!{>bCvSM0qf`ubco^?RIt~l0 z!3w7tvuwq>oX6U7$%?1Uny1*AAm%e#9t$9FGyzVattZ>9hMK573a%rTXz++==ZdcS zqpn9fsY$A&f<#DCsE;y2uM1?aQhHrV(F<1MH~zX50IQG!OHpEqhk0lxwRx7ey0BRi zn+Td1bn>eaYZ(-)0Uug@bef17%dutarvZ|KAseFzf>b3t1yX>rD0`^e+O6!^vOX%a zLW*L@0;w~buI$OK0Hh-Bnom4Sg+FU!LI0a$Id-&EVzfugg-DyUN?S=xTXrv0p;@bT zqtmOIVS#4}p?&p2bF#Hu+qK8g0bu)6AzG(oTei%qVY@=DKXtYeGA!2`x4EmWhw82B zcejf=t_x8|Z{VotTBL#No`jpJ2sCMktGH0vH=Ixk+0YNn5UP?pxl7AQA~c}*V!3D1 zfd{&bySkuSYp}GiS5u3t8Y!EkyQZewwYzW(&vuB+2?zI!zxk`b`=5$v~si@f%jv&%bH^NP5hYOh1l6OQC>2w1(> zHFek_?ZX z!JOH_R`|S)^iNQMfcmfuA{?5himG_AE*sRsvxhGw1jA{_fv>8$yjnVNlD_bu!wdT` zt>BEkXLc2LNoPR6#%jcu+`o6a#LHU1lfi53E%MsD9sIl^{6M8J$IGCfcT5y0JV^rOI1Tv6foyvm*uxF0 zpo-C;W~s$x zt*$Jt?I+8#oM^R7v$u@PQK-u$(Gr^4#vc63k#I?L#SO)*Y5m4GO);7%9D93Ax%cAC zf-Gy%Oc<}pxnF0N5UQ4p+_1i$m-pRZ4%#-%qbL#YS!VAXv44Fvk&nSYF0j-a|e9%FW(A~uec5KWKEzwPq ziz{5wT5-`WZO*s{ah0m>ASTUC%@4Qy4Z}}%8qSlVgtr8TgFTMPLOB%)4An&pfJ$*gbB+J2pQ$Rq=O(RYlq0 z?bJ^_-c4H2ZvPB*r9cgEp$Lv-E+8!0Sv{4q=-!0WR`N|I^xdj#;wB!LH~}6p6bYfZ z`IcB4;M;t@zB(BN&f6=O;0pfR(fi}^ofX+DplqGU z*DTV%XIR1KWV!IQLY(DV&c6)aRd&wQcup-YzUMIRnNMmrH&zM<8R*kB=sUL6Dy*7`?kLGt?q$+u4Q0Ks=?C8Fp02;39_oF0+)!-X{6Xe8z3TD4>KFd%9A4eynWHO9 z>$Ps{61>k9EUCQSuA%qqz%JDWZ7zdAi?#rD$*$~$o~mB$>|6ou73JvPe&p4ThqFqN zij14x4x1iW){)T*m3)W^z6D;O@>{_2E${L#|MK^X?&;o=ep=j&=vw5_VdlsHM!@Po zAn)-`@AZz@)Sd4-+2O3b?~Lm2Ne#2!ea1+4=PH81;$85~n=PB2Nd0+*KA{s1Pw2>O zLCLI(6HoCK|IDztpw(>6R2w>NIKJTya|jLxDZlbCkN0>F2QyFe+{mY&T=O*PMm^~B zXa9cYLC@;WE!{-V;aJe&^X&MLFVy>9>$mRojtTH9F7SDNk5@l8F%G3S(F>;e#$dl` z5D(uMB=HrE_Gxd2)4t!e&AI6Nx&GblN**!0a0YXa@+qJ9zaR5_-}jA(onWrlqdp$V zz3PS!^gu84hF#e1%=jF>t@keL?R2f!c2Sl@1WCVhto%FjlEqI1Vgi*wEoah!G`D zq$tq=3piW0c+uF=<42Gh;q=MzAi>Fn1PD}Q+0x}pm@#F}q*-$!AR!ZlPfnBnbBIOF8)I6CXJ zbGYd8)Kkytn)B{YKm!%jy707P?@&Y&RW!Z%8gS)Q>1E34s#I@yDNi04bn=Ph*vJR$4m<>LFWsqIK7ZOoXU_qIg*9sicT4wyGkM zz0s;0dvw;TAIBPUTC$F`w#d4`NU}*MyPZo)a0RpS$}P(^cQG&1z5i@XcH1TM%rk2< zEfPgaS*IUeR;d1jhxW{E|IguvP6nSFIg009^{ss^HK zfQs0sY)rO@Wsg`I$7iG7Dq3l&RSS!2v&Pn2yqE-+uW-ZuYg}^AHT#Y_AX9g3%G?d@ z54XdFmo?W)qt{-2bYZO#e*5;jHh=>c965puhmJcw5mr3mhZ}eNaf&0ixV=^)4aOO6 z!eM5e5JKj8CX!7)dDN5>KtRC;s@O*Y0X}#AbzXfwKnOr!7ytRzh6s3Zgc^D%+GwPY zK6+{5nMSsFQGxmUY; zoxIbZmp8uu{(Erx{Wbjl=&Dn$Pv#c)|4)Tg=Wzoh;G*0kvG_o2K;VhgKxjdWUG$;@ zp0b@wLN_{;RmcD*K|lkjv5yDHtb!vX;ZKC12ZqS5get;aN_Izs8O)#tF^pkTgeN@Y zA#W-=v=Q^97Om&0MS4S&OSitpwe4xId*S;YWD0XO^0DoFQUm2xyMnC;ejceRa0o^#j1&YTY=cyP14gZph39hgr7sMdxG?;)3>0uv% z5P%5vct}K21~a5#4R^4E8xAjro8)9weE7p31yP7ZBq9<4W4$LO zQA*u&LlYg7Hdmr6ikP8dEybihMGOLqTHGRP!1&8IjZv7wF=H{Q!$xEx^Nq`NV;$)@ zkoLq!f)sRQL-^Ro2zfyaB{5y<{6P(BR#Tjgq}?LUay%r@?s&bWwaRXwW7)yl8a+d3|WkWra8hVjpm%a35-Mk1)jJC!S zkr-x2fn&@vCR3y%y$&-?3c1M9q8BO&XEm>hP5+Q+^Hd0^!Z!t=k^>k3ojYA2Aa=&n z57}xVFJizXYY>A<5)Gb9mFFg#X3u*3UqdCJu4Q$!l`~#aHMyZa@Q~#Vi6L zS;7`pBZozRs#e7+Kt$HEv8Ft+`>6m z#NUZ-i64d#g$Opg+C8iR8jyejpaiGrrLl_6yOWmI*d;?4LI8M2$@s>1zEE)rjffo2 z(egK0S5cmSeUwkK09c>ZBCu=kl3*+kluBbeOoLrnncF_NZJRM`+{PTHQc!~*Il!^UJ$4z0kWZI4CHXpzclpMfAI%YJ3a@CL)Ho7GQ z=m04s+0GaQS<^S9QGIckL;jN1$^Te!o|LCtmMWL>dVZlxmb1J>CML#v=Yr*z6)NU4 zQy4U9UUQp2bD9jlxtDP+Zk>gh=YsKB+1>ebv&j=^6%U%whRuQr4sA$DXWJ(_YZ0VF zpzW5t2o;lzLAj5r>G%TSl11*cr$4>lP&aMVPX^+tp_gi{bv0bpb9G=~9qY5r8lkv` zu&z5(3VN)$4`l^SBQhLpVGlPqXd-r;j7>jer}0nHxlaF%U9?3vZ7)>& z+Tdn+O-=|A6}J2#MWF!<%3W?5wiDe(yQET_Vyt!-E1vm{_fzNnm3rG-Ncb+WfdT5z zev1p%XsflCzen)OoE2`HDgT8&_+g6(H~itGi8w`dL-C5=X3ifT+;TozOk#38J95|f z$MG8S0?wir;sq)no6rO$1YYoiCwxp*E_1}gB<2edYT|zuG#aSj<~WD%&VdK?po134 zMQ_&8n@2SuDLpMr&-ZJ?rthe8@84D*IMx~JwykSs5MH;1!^vET*t4tb!%lm@F78qM z1t)*}WA5CCZ+AZ9T|Kin1K)XiK_&d1@YA3E-Ptbv`@8Kr zyoK1l?&H2k(}{DExpiu<^P@cV^Q_Lwxl4LK_|v=_g16&Io*v4-Cm;(_OFI7}5-`9T z0JIhZgc7dFo&)rYE$beHI;h(EgD}H7+>4tB>J;(jSQ@l4dg)M zlfw_RJMahvXUhc~$T4v;K^6SNzymxbNI7d`2pEh(#N)OSK_TvoBo|PD9HgWjT)+65 zfgk+AP7^|*BbNK43L-p0B-}qA`MjzLy(av>D3n658NjY_IxD=w?Liv_q`ImTp9j;7 zE@8OaD}*sLpZ_vzmoxMtVWgWi)R#95oH!(yI$Xw*YPJL6LzgNUKmzObB=bAJbIZ9&OsW`?M4r3EOcX+(GeUa$L>A<0yR-u$p76~JK~_Ti{pg1OGb?(zWvc3kNe0G3rWi&Nt2w$CP>L^%qf;+x$|-fm~1rm zQUS@Eyl||%cG}6xt0Z+pir?|MpyV{9Aj*2;FM7NR)mlPRGz$UKC#RIctO}^u!XBrC z#Vpi9R{}VzJ4nvx%Gn4@w{f`DfH;UsLy3GVw1ku4&?t)(zT_YrxZEF(?6~PbPP=R) z^2jUoFoiS7OBN`}y-dNrR7t=LOi7zTnCQlA)2tSN0Z2SQ^E0;|bj%$*&mcQ8c7%!} zD9X$}e982|i zpZ{RAz}^g_He}1-09Qb$zr?fRR4(t}gpKr2W-O29N{>>A&XJtX>iom&{L4esP8w50 znHWrMTPF*6#PN)Q^3*{|M9=hO%=L^vrb@CM01BWsa!&I= zg%Xuc>P%6>TTw%FQ5~Zlm#aa;EDFRNPx8#s$wMk0<b7 z%TWK~TvHEp(_aP2J7hLGEf0i1kdYjLJk`?`bOP-3(;6#GmS{X}0~Q7d&v4AvY`r-| zRaC}Y)N@QXNTtlmye~<8M@q#%OXZ4EL((bx5l-EjDsQ@GOAGv(E{^i>ZXm<}wyx|~b@8P*UD4`{(SAE!p31ih+bx2^uO@u`|g_RSAMUI9=Hn~ikWCPK<9F+f7 zSWfIX+fc|@728;j-P4Z^S@hBwL6r$R=E`{7~Qto$+pAn+rMR59NpG#h1r<>tV}xGO^j5W zg~y`X+2&zaOwCj$jKVM&T5Z{0{}hZ@L|WA&NC9o4T6Cq+m5eW(r3N+KTC!Etg%{hP zP=)=?40TaNV>ZY~J>KUi;hP zW$9w-{bDd~N->_EfOJw17D(C}U&UbMv&kha+5;_NKsvTsJFcSlO8BkD8Sic zHTC1T1eD@S&JnfPP?!Y`fW|%?0V4q7|2N~9%W*3{R8g5@lNB3iy>^Ksu?)@2*M zVPGaBw-n|-Uar?YX0<)rXY}FQWmZF;=4$F)5s^{y0+uD#W=Y;=Z$4gd23N})XL1(8 z_*5DrOy^H#XL@sI>xJhcno3Z$XYdW*1Vkt|#-cvRO4tNw&#+}PgcnIb*n$Sm;J{E1 zQw}>(Xo|&-V5Q6BJD5AfBW89fLVnwdwrFZzP z>O4`LswOW6_+cNoY|PGV%@#Z#2t*;~>Ynmy0%Q0a5!JjZ2c&@<9eCgr;>O{n84zW%D52A@611-26G0tG`mu47?1cu_kou15$OXz)R?QA?@ec1G24K*B9q#-TleMg(Xo1syZ`FR{*0$tJ4zl#4 zB-$o2O%_7My=|3tnwEBH(EH5Z&PSQn>sAX@fEsR`&e#9OP^;u-<@fLS+nxUO;o0Se=M7$-`8-MRe7EdQm zYaY+J#yrpV1A;@>y#3Da3C3bh?!39C>$*JFxOT@arsh+Mfn$ zp%#rV*IGU1@WwuK5GRy7C2=>0b2yiCX{Pf!7w!KMxn^;)R`*r`66kY3*JiX%)Irxt z9_(@02D%|9vI%bXxL)VE9&mSU!b-RFOW&Sv(e%x&15cOmQ0J0WWo|CNrBes<#a7FM zW_5x2j#qE<6PNWjr*&KZ97eiz%i?Gk_;tk8cVI_t1y;6$)Z;y<~5chGv@Wj?l4YyELZ(UaB4pS(F z6l-%MfcJQ3@mimEJU6GB0aVG#TN3E`o>zf<_xXO$arw?xfgkwwLw3uXOit5pglArJ zU3eXO>)eiX$dz;qj_Iq)UVM{hZO8Oa6-fUpFNA_>Wdi;9#IVwE|L2j1&~i8Tb8o{v zPUtl4Ri|com#6FxhZ4{4S?ss={-^i%q!Pd9k_ zIj9%9sGp}SR+e-PaEOoitk?Q#U$u+x&(x&KJ;(-r00pu))v9dTZ&&;D-SS(m@S#5S zlTS<5E%S?1cTOmUyoYtZ?|bpK0h$N=*wKSK&v{(eqxMdG=+}3}_jATKdYgoN^_%>q z_c_bte&&7D%$ItHR~pZUc!_6nipT40KUz@@?gUHy)o=a2_FS}gVXbT%+t;o9H+9_S zqTJtbfUqQRAi;tL4ie5mM&N7uwlf+gOWCH;>@XYC(oWdg$VH}R3y-$MvWFA5P$^JrcRrxi0U*d)v7SA zV$G@*YmBa5yVm&Hbq3k8X3wHco3;kqwr<}7iQA(GkQ#L3%AKos?_Ruk=N1Vpcrf9@ zhL0dlta!2FCypOOjx2dH<;sz%V9tyg3+K+BKZ6b}x-*#4rca|zt$HdRig@9 z;h2?JJAS2BSvB|=q*`wg*%lBzuyy2IdGY0!lTPaOq+wG|c|;M6VTq+>TXNau6PkfZ z#b{%aIa+IHqN!RLYqHjxY|1I;<{H5924`@4WMf<*b}Gl5pMO4=ouGpfDjj%-BD$S> zi!$1%qvXX`2!4}NdS4{@?HAvGn{vwOf}esK>Oc>T`k<*3Maap739#6zM;LAxYfBx{ zjZx*e6^~!R@T^y5O)I3eXaPAxkwwmB zSCmhJtK^d5QdusQS)$vRm+P|YSeRgz8E?F4(!1K4Wwb_{X}|fV+iw2W$?v~>=0==x z$PsKOpbHn;u*1O$R#@)hp0C72u);Bpl0B(#cM>?2XMr-Bq;DPW`M|Y+ai* zS=+irR}JF!6>hk9iS1VrPMTX7x`S!iuG?O|o0+_Gn^~{jcb6t`opaLJZ*Tzv{N`_a z(8JFq2q$bC;>-Un+;|-iLms(y5>w6|#+PFb>BgH^8nWk~|3|XuqbHa$L@T#EG>9|P zyrB)Rd#JkXvwI|j9<+P3EABT5;Nr0$B)v4#G&=n>)W=KvRah~w6@#|fY8^e-+loDI z^-Y#7W!hDyo8{ZzcNsU`nw)~W*|*=f32xgPg!7Zg;)y5hIKz_jpIzmY zXD)!5;~W7S(Xsk~E>j8o80i`~It2;DbgJrw0ARMeo?z&88r&cUJJ`V=)arsF3|3J_ zcmSW7FeEOj0PtD}yx}#?X~&yk)uc7Gs*%NcThki!gjA&GP0uZ01J_;n@~!NlZF_3# zp7+4##LNH0O-$sQA{NePMKrDNeF+0x!3t+T{3YiNViaR?^tZqMp^-ZOix|baBfvMh zrxD^QpvDf^xdq};WDeZprz&EJQk+2n7EIwyGU&lWBGLvR#2FzQDI#E{u!N4>2(d@s&u7i(sszM7A-JF;Cp( zW5g##D$?zW!fey}+!sIi@ojKk1S2zrV@5x@!8vK1CUn+lP0PVCo8_S+H|euL1LhHQ zd>p4iAebtM08#;yw22`T=}rwUa-H(@39CZDt40a|5bGp>(JqNe7!q%jHTtAhVh}YO zMr;2D&a2kd+|p20{)m-u!5-LTIm;yC(w0ihW!rf9#3=p}nDQDXNmWzKX1alXi3pq) zQA#jC*#=P3q$V1#xkhc`RCC?jseQuf(*p_QK%pZiQ6Dl39H?`iB5CJ4-5F1%LiHvD z=-JO4siH}`Xac{(WG0cN0ul&RpvaS2D9dU!Z1qrE5Jjs*pJdUC!j+b{%qT~X;8BlK z;Y(2z>D)@{*V1Isn91y7{aD&kmnJL@igiPC>cH4D(iC!lvZ=&!ic|P(lc(MMDQ5#j zRC016BZG`;N0{2wL;m2Yq+KmY@+nVA60(w9bs^KjYTJS0h^%Ctp$&V4N~~RNt!)2g zWktyr*W==4u2-rnVjPp0yMA=9e4W={OPa;O4o4q_was;p8Adm}p_z&uZ*J~@95Y6C znv|Vb8!a0^Ic8R~^6hMAE#aTfk}R}UWi3Zcd)g1GmcIfPnj>K=!UQBG02cTF2WHzs zq$TUNw;iiN4N75Af^tWx6fQ(1%9b4<(YVMhn{w&OT)RSdm(rasb*p=~HJ~Q2z}bU8 zw)=+edN(&?9HV&0i@5tSHad<=ub{YNo%L4Ez1qaAPUX9~{z!tp^u=!Bvk^A?D$szfFN^TT<$Kzzp{wK;(4kwk% z$%$Ni`2haiGCaGS>Q{>pk|qp50E|WEe**N(wk@bw4!WZn_L|LNi8BvZIX!XR`Ob4y zOkhsjXD9v{&~+2^`HD$nesFhSjNW#mfkR&5jJI)>rfH@Vwdps0dZ(jaH-SLQi8B=7 z%2+;04Oo518n_zP`ktMEKQh{2#XA5MVDPPRooiiBSVtHxD6h@hYiSXCtwAiVh?9-P zbDg-Z&jw$#r5ze-zqoyaFti)M06%87FWZSutdAG_QgM%4z2#=_x!eDHxpZ^xfb13- z14*ZP@HL#_YTZda+%~c~>;jyE@$p~j|3`4)3bcW$E;<}rWRrK|b4nY*#(OU5|?p)BhE za4e5OO`xb$r2zs2owW3R0p(w?<;uU#=!{G{=XZue5w7q97ih2xNnhru%V_Ee=WW(U z+4`%8vg=;=@Ubas@h5S#TxUmd+S|2uwtu{eZbwrY;?9q`6B?y=_ZQw@j^4dn8t@ep z{CKASUcx_l=j$$z<00?m$yYx7;vc{GZJ_ziqkm`po*k`44+8%Vn7-hspONY%oLjBC zIoJ)yy6kU^QR< z{0VSC7W5U0^aURE!4dY^5vA}4IBDNc9YknVP~=4w16V)}kY5ejp!wxn`srY+bbvmI zkian*{K4PTb=CYyUHysG{qfp`VV!TGlI+nQTf~y}4B#y39{23tVj$p_{9Xf!#_+Al zEcnAZU{QD3Ne1c-7bVW3krDnlmIvw&2;u?XiC}n;;Pqi&PkB?PAdvPEM1KfGDUgE8 ze3=Z=pba9T_?_PlGUBZ)9quSt5DK9X-kK4b84^<65)%KE>op<7oyGrkT@(hO*j-#L zEyhM=A@6M=7j~f+md{^>;TW0^j`0l|3f9VPpu#+ppMW48*5Mmj-?`->$H>PCu3%>Y z5+Q!y3?^bTQXX3zT_Z{(imadNRDcVN-Xu<<{8{2tU}F7k;{I)2CyvD@ZWt7bBK3^j z0QSHVRSCxJ-YTxkySQSYk<^-$f-DYN%AJ(^-J|I8t|{oz&c=~Hfp1Tbz^OPqppSHIFcieXbbc7 z-*2U3E45M;0)b#))G4B37RqA+(qlcoBHqNJI#mCcVW}Z^{bN!lM;ydq9sAVzLvS%%0X$_^mpfCXeDNe&@5o@9*FNI<3J zCVkTDaYg<)TtfL@Om59g5{XUPnf9;^JSK*TVac9#R8Lk0NQD$o3Lm|M;XaVzX>`Fp z(js;#yIWL)Ot&-j`@mBr}TTSkgc=nk9&Iz1WLg2HV8WFtrVADxAY=L@yg;V#MJ8+D<314O z1Hu?!p`m6b<)SqokhuXQChg3~N`Um;pRYt|qPyg&`SW=6*5 zPzb>*2tvHYpj9mLPnh zAbo)oDSV{l-6ww5Ab-NSkj@T&LAiyU4U+uWP_gGgL+kjO6W=o8-`jP zUUK4wT8l$*Xr0~OTg}q$L1*`%sN0CoigHG2xF|F111MBi7^F#N{)>1L%#CuU;_!*y z4Wz>a3X%ONL%QdCViu8FN;nyiA^`v0tH~gflAnI|CzOszmZl#d(B^Fp!2u*d0_5hF z?xvSkBA7y`nA!;JRaom?D4Ei#vAu;~0;UjUkL?{-*-2-{)#+q7=5_9ApUS97?FRD6 z7@hEmY}g`>I^Sm&3NQBJc3@hjZQ2OB7o`@d=O_ZE!rG>CD*1gXsD{WZlxor$=&b<4 zscwX-ZYishq^rUutcIzqa?&V04b|i&uF~p`s41NJUpkK1I>zbR=w3V)Yh$*e$L(o9 z`029FB98HkaLh?~+2XVwYHnC7c3^9DjI57xYkNj&X@aX(Zi*swWw|ctxr$%9s%wRa zYWnHU&gg->a>T0E>%9UGZ{q(eZ55%u9$|3eUvct?3fw9ub|OnUVZr*4DAq-iz!jXr zl}_s9oSNu~J}fK#B%rw{C{V0tSZuWs8lftm+Hz(~zF!%t>F$qT9-btADsG zg{-E`jvvj|EPz&N=Y3wx$l3t}T)lEBg9`1?nxt=j75#lxu4QFV^XN+yx+T+>U z&79QYzkoq41`c_`iQRoH95zmQLC4%iW#0`7;8Bd-Rv$J+il=4o9O12{TxuyOqn8nY zx%zG80dC;-#JldB`lA2H;UaDUFo5DNZqUA^;}W6K(g;}nCRHd4v*1YOvBg$!%@4Q* z479}t9WarYU%jOgaGgb2jjqHY3H8(kxaw?;EgW|9LGKGHLNabAxFU?mz!7Ya z&De~#pzi;Lu9|+0a>DWHy3!F*Va0tYiIteyO=k#;uwz=2(aDkJm(urG+*tVcxgEH5bOb!ja-XpFqjQ{*yO z@oT?!lK=9Snd;?PNiC5)k2D|f5i~&)Aja#&#n;RpS^xo^CCS&|#RXq5>k`p%A*Nw+ z^C_kaI8*<|oniqwuY*1)GVrA{y|B+aFJCgfGYlsx^h(FuT1TU%7km1%Cp(#bz(-dm zsgjnmDL-jKBlJR7$l;Ebi}-9rZ{tK$^b0-MC6Ry&RIcT2Gz|1BC%xV7jdy=zs(k7M_F%zu8E+;b6UQ8qQ41^0xt2AQx#X~t%T+F~^&yqy}s}*K8 z?8g5tv352TQ2}V5GoFrii&o&kL?EK6?NhIIpMdQ1p%GQ5(W43}ZO0MkNP+=1!XWG$ z`3|uQjCF4tvHOxpLxTjZvE>vOH!VAEtX`t5(hx_pUh+sc*P&HO^Xizqnt}G?Z{~HIqwvry`xUw_{kr9u#$a<7rR=FPp5!1+ufof|ooe zuYR{}K=#jTU-d!OoE=&gejK=dkivo&bon~Ce?mC=nzc_1L2!43z*)eBXE+s4v_wN) z(aztp=x>BV4M+1eV1uq$YzrOB*(fTB*xWeTr8E>k!4ddHjcd0Mi5MSS509G-VrKtI zEiIA5db27rrWKe$k?(Gp$oG6Nc?RA$^MR3+uQrvdr!OLzc$k~@4mhLqlp~x0tB`Uj zk9nE*cFs~G&xS<6wfWC3?wglnTR#}lKB%2f?p)e6!rkSbhxF6pNVd$e9dnp7ldd{e zu%ySu4$Q@i7kUSCcX!wHk{FkZk4^Pt50;4g2RoalQzxhMgFaZnrx)^(=c%ZVx|1gi zdCJBZvF(1x)Q$r9suRjhUGH~PZ+So}38Ji{L;|_$8-t7agX?FFz@m{0=*@ zGwA#Ara%3T(ekfcN<~VFvFn96z)E+H07+P&_;U7Yj+c##+cXf6H+h#06nOsuqI=&#@^cGp!}0n4@wHd{d7GYi z&ENdDBmEGiuGt)c7kEKR+tQ+kyTvg*AUpl0n*l%YgB5`7?c)2@$C!8?7A_*w*Ow8M z7ktB5IW?W^s|Tr~Jba@l!XSjNZsWSezde+O!0mkXPAs&AdpvR9{WcEm6)!vAhcT|Y zye5u#n`woH(s6T+%_~JoAOD2~U)&M+eB>X25p-}(BbTD%g`!_RrECA(v&nnsuZw4Z zdewi1=oc@>o;IO2IWr+|Qnt2a>0M3bu%Q6NAAti27BqNJU?GJI88&qI5Mo4#e-`dJ zqu@YBjT^cdX*{&ty{Tv^{SObSg~WtmNgqz1ql^v*`^)a7H(X* zb5+2wdlzq8ynFffwHpI(48em51Lj*}Mq>hXHQZ1`ggpGPph5Z~fQJc})|=-QG?wqU5suQ0{r%do!+E37ZVBwLfsHr-^bGQ~8b?6loB1I8iU9(@MYlR6X=W z9hKDZ=sOkFRNcD|3;|uW??71pdvy&3ZM_v&0x#Tk!wWh571&@w9G2LGPCWL+K{O}| z$Yw!$@ug^`ZAm7YoV^y?Y_-*q$e_9vsemJ!Qj*DXpRx*ss-TQ=%66r^5?(FiRjW%b z1%u&Czy=$WUwr$`_slm19++S_E7OfnK6~2};nNoVv$fZ71Ju#tVuQnrLlMnwHQ+*n zbhz6>o|I(cpko4MOsyzIAL}}OnTjVs{Vu$jOTD=~RdwDuzBSmRmDXH^9-3%dceOCs zq?KNp!(yE_Xd#M_JyGgG2w-+wXQ7>zYnNQWG3)=Z#U7jN1BUW8DWw9Kz$tUxK3Cmz zyJFYfcS+dl?y^9bx2$MMh&G0l03Mw1!p{sW%zOO;7~jEW5R9@I3ZDE;#}>nEh8^}q zO|=~!HcjD$H+zkA(u?Tf^offwE>hXH*aA_BcktY|NLObaP}LtTndFzHn}r{Boba7^ z=ER#BdGK&v9t=}?eja+DUEOcMqOHGP!J{#Bkm>HdZ~E!*rJhau+_$%U@n zPw8uG)t{gK`hohEC;USS7snp@onh&Qo-C2wU>L5yl(0|!13f)SM91R>aj z2wKnvP0*kPH`u`pM$k-#6X6K+)wse@PBH(8K_O-kGdm!#Ff+9C6XzQCus&G~IUxgC zpqAE*OUl8}UUd0fES zBsmloEKVteA)Rc9FdEiUHLN3|4lPzhC?vuQu-h2Nez>|_^74pCe1dDRV}&IO?}^cL zP835$MQi5lirG|E7HcK6F1q2HUmX9M_RLt$?)`y6Y5WjFjD;*k>_G#2G>RPO$hA7& zQJ(qKr`XPxzdqVTTuE{YAK_v+jV@iu&)S?ayr6)Pc zNhN6XqZmz$D_1!}#kf*(f?>>>R0zwx@V5uT35UN2oN3cr%nPYP`~<5DhPcNy9isil*|Z%F$oix#x%Gz zO%#={oB>81r~?~}vZI~E><0fuDbkXv>2Zt!?PDxQFqp>FGBc1VX6n?in!Xmcp$pw= zjCloGeB;tbs@z~6{){O3yeOCWvE5FK{*aez)bHyP294)+I-Vi#=I^Gba^}H&QFG<+j-j=*~ z&2g6VNIKBZo78tFOJPcW|GK39Iw@UL$-v%RP{|jl1<_Z^Qi2r>m%S*?!TpjbWLJ7p zl0rtsl4YqyU1NhIXb{99&Map^DN>Z0mc_7q@xg4Yu-M)h$F|+^k%wqRN@ZaYv&q5{ zmYLI@PHG9qDDD)RTJ5telcm;hWG>Cp$}v1nvz%dUYq*-(28Uy|8{)`v zXiOm<*~qs!4v-DCoZSI8IldK+dF>j*{+@?J*)UkCDL zgR^uXb1JOk21Wo$&tWVO$L{2oYNv=whNp~5$Cv=-p1=!&O7XzIKM+C)h;kJ8e?{3 zi1GhiLkSM>@fr}s7I3#fEaQ{_^C)N4K(EzsYy)x0$XrhKR!{dnkoQ)nIkEr_#K0Ez zfEm=m7GAE%bZqyIqd9m_2A@i1psWUQ<_42adKBah@`DF^aGZ8!Kd^1;i12&J3i}4) z4*CF|GQt4J5B%KB3GpckixG~@?kLXB3fE7d-e$k3f&^ZGO1f}wx)A={LQBH1{=7us zx-r7;4`2#UVBl~7W9&}+#B*q;I7I0W`!JZ=kq@`v@^%2#U??@{1lBT8A5ku3g2)An z1Li)l<#2A9Zey8duOOXZ9rythoB#`ei8fAf5p@R?4-z^=aTJAb_)hU=Qc;_f&OiT_ zk3hZ&%V5!HyzI-6Cflk{tOi1iSaJ`PGaj+11hNtTk(tb3A6Re-q+s@#3HH1o3v7<|;Ih}0gPAh&si=t~OT{Cd z4a=a7+JYtrO|r|bZTfCeAZW1;_8;es6D%9C5iOEZE|$_ZZ8Ot6FV)1694Uh;7p2Bn!*eF)P#iBFyK*Z>pvGHKqs?8st-c$0G<$(CKZ%HQ^G+ZlurM*MSo1QCoEKu z)=nxGYD(^=H9OQpKQt~xba6@uvIwt4WeLN2la_#>Ec3)HZA>jk&*WT`QDTD~({o0* zQiG1blz`wd>X1~+(HwzuMQbVbWDOF9sK}(iNcTY+oX?sA|&ggkTc`7K|!-l z$F*7NEJ&1b8P|r-+6G+)%}@W-H3c!2n&|=dAzhFv8tPVR@$DGS^?BrSrSbnq!5tM zTj4ZL=agKZ_D9z3DBSHQ_=f>dGd1T;UEK9ur%_%9m0s)B{`k&>RAB$^| z*9e@T7i4u(EV2krHo0WO1X;E?dhIzx@KR!MW@)xQZ}#|fHdUH6s|19LMv`@XRwRcu zCA(`DRZ`mu!6JC8e)^BUnlq5DWP?bfkvNue}5rLHD ziXd`(p&vlOV;R?Ri`94H^9fQ`J#8ao*fSIpcyzG?S&=PSQTK}W0}S@_XK}?qnof3! z#;d}M7vrfIch@s}ml%PUgn=Ri>}z;?;z9*V3$p^yl2>`Du{GnhdF{;wW^>W%jy4aK z!D4`VAI)C^&J3IK(H1rHEawd?@M81v5OIt8Fq!XKdFcL3^{|n%UaDSCfn+RnKp!-wuCGBC)Q1BfuaBkpm>v{?F0*ktC1*c zSS)f_fu46Q?84D}*oVomF2Dqq8S7rlgt4MG|C~}$jhImpBeg(If_rwlYNb{TBvur8k^Q5QC4?3;1T!^rX+Z$&G9V?k zVgyFmk{=o;gdmeO`ACfSlMN}9+vR{rxh((gqLdqraB4YGC5ohjc!;kT(@Io(V~HG_ zn8v8Hn1O?Ivbh5Vk|K*!3Az%C)i>0Fsz!06iy>8pLPJGo>zYwx)^x`SmcX0Ad1N5* ze}BVRpZQR7?>PkcjrX{8;rZy~**)kPtm(Os{aFWBF@uY?4j6er-5{(a1if_E0uY+q z6j}rr+MyvDuS25FCe$bTN^39rg)_QcQsTfIi7yZZh{_4fKp*tM zseNrCeN3H47YfXoj44fy$=&9p&kSNhr% zu0bFJy4$t_*y3lfB@XvDX3!J z;0C_`Om5tzyS1W`RN|5D`-1;A$OalH&PQ#NMoh#+NzeD3#2oL=eLx8Ue7`x#1}rM2 z4Ck}jHnbAm#Zc|CTPleQ@nGi`eD|@&Njq3QkoFEG3luQ5Q+vf(JgBRZm`LLYP-nJr z1IERZRe!YgDwmys3S+XMFPGzFMR%#DfY_esorj#ri~Llc?a1*t%gA)e!APyITa1#H z019Bcs~pGlC~a!a~^w3#%fq;#))iCK}%ygh+a_N0g!>qr-H-&OIs+ zGi$RtD3k)+&owEebYQ|EeBoXSVBat@29}9~xx@8Qik11*rTD~~`O{T9Jz2Z83ssn0+O2(}&8Dy2o7?~A%nfP0360zbjKEac>2Ddb9Q(0R=%Nz5 z-9_x`KPeFRyy7-!5D`7oVoBBZUEw^>m*J3Zd$czk@zOUQ^@igK4rKx1U=cta#Gd(z zDNYH1np8`@)CVOrDn59OAma_*?K^&00l3Nbl8$YCS9kTtmjf?_Zs=5=Fp&ixN+e4wJ9SU z*Za~J*m*cGSLrR)%@?^3=a+|Rqg%6r+`C9yHoXO+{XX~ zWr{#!nwby?0n|VJ?lGo^eq)+H`!$w;6pG6Tj2W~Gzkc1`jS2I&RaRF|mgE;0AgBl& zNDzy`g9sBUT*#0in1>J}N}NcsqQ#34*JxY=#*N2~AT@d%NwTC#k|8&qT*^BCC!-x|rUVJ!) z@Q%yo8dGNh;~&lP2wvga9@ra1#MtWvQi3M1jE6mtbZ9!U#}pY37+| zrm6qtnm~OOmQG($MZj4SRA2#I7u<>G1#|H!mtA=2#n+&H5oYM2DlnEPV~kx!nPiSe zn%tz6Zg!k-JuoMlXQdT!+iLjX*TfdJiTWC;yXAJKb1A^ckAscI|g&NzmTM#Jq)m5V!o2t5{`l=4G zem3i-vf^rXuDqsQA$4l=I;?c;y65hCamyWEvojWPZ{B)C3q=-HtF|8@*d_u>Klmg9 zMqQn>OcA2yoR^+sK>`7+`o9FX?)pRwH|+39 zv9I*T?X$bFhXg|iF+^Ba7BB=LzmNQJ#v5Vu&gd_?7-WpD5AT8cE$Maw^bb4S|>#M0)n4a5%rTiX8)NaHCb z1P*Feo0ip}Mzz;)4L7W6f^WdKnXrZCY-ekmc6{fLLJ{le2Pm)wAk`SC2nb?YcPLk^%f;E?l~Qi5+XPC!4%+j$C0t1&oqLH8Sr22|&OB1fT$b zI`pA)tfNm(#*;kOiI07J%OCf$Q9;s-kci^TArTpvMVj=amGN0h9~FZdMADLz6i(SJ ziNWLSfH@j8*L6BoKn8{~YEjEt10UEm*tEuhuYwM(Ze<-=R)~|G%#JKM_^Y$#Y6wPmgjEqV%9j}WwURB=vD+u z(1L#H0v$_00vezPe*~hTqK&O=Lk1R|{PQNhE5J<*U=y7PRmEm& zv!U8;Ca8m=H78SSLt71?n#)`2Dwo(9rd^N4p3HT1T{fDJ6&}P4C*Tc6pgUj-t+iG- z6zD)ZyekjUHQ)?kRbTHCtc|Ept)Kn zKSDdpY9tPOFu`WY2#BzB;ET1LtyM^CS}>s&DhPl;IsCB?Tu4mGSk7{mI6D>J;e@vf z4S@E5yA}=gtBBwhU$!J$Owu0qy&KBP3+|s|gIu~`k!$AZQ z5H~;lY1R^$UZUn^Hmup2ZXTI%%zA(+`8!eOgkN8GTwJpAdoB8y!r9->~K(AO+LA=o$KS2<%WV;VdAAvP|< zNOUY&YExDvApx?G$-)zTYI!OGy+D&s+p#E@qYD4}AjOrx&F*#sMGxE#3YMm!+nk_f z%osg$aXE@+HT&DmZ$_V-2fost1#P8w#8T(0U+AI%R#4ZXX4s1Pjs%DE)fd2JzF);6G-<2Gtfhst=8Ay z0H>M>S9n19(e`$kfQLk$zMI1r+NQiNRL(vYCy}XR|ZfH-5-Q#4bC_=FUh` z5`Yl&aFaK=oucmUNw~+&lqWwxwNc)Oy5r9GzT1S$RUw{E?v2qu>HF~g{0=TO9Q-9`&$xoP+9vMbO?wcoJN*CDfD(Pc(jO31qH?co;v34?l*Z)yqcqYo ztxK1~9MHJbd@e!F^ts-=)bGKU&-IarppWkO`Jw{Ri%#oi+ED4xZ@SK-F2rFITX6)c zdWu7I?5t~j>s)7@*PpGCjHKjX);7r-KH^S~?12;tIPx^+e=;$CaR`3j$=vC#6ua9b z?|YYj0+?lhR~18mfA%&3V`gT5#DIvWZ-dfNif2fS_hyclNRjtkkOvu*mvFO^d22IE zfrfj226MSYIZrcsK$UR_gkG#cDq3SIFi1)wcN<6W8#4fV9Tb96g?l;$U_c-)*8zPT zwk`#B9%kSV`Tz$~U?Q5sbDL9j%E$jg`>_bNMnhFYgf-`DBNS@hL4A8g1=#mFRp)Bn z_kCy>e*Q9k&NfBWCOa;HZ4DD-u+;%V5Lz7&0--g4H?e=?R$3g8Cu{_O>&AzM2v7xB z75(H-1fVj0;(!l`co7F5G80X~?RiJG{Hoah2A@QE$ZiJ~})n5Y7n_yPuJ8P9cj z`4dx?Co5$WOD2VCV7&eNCPxr0xa2*EI9!%>5?*O0xDUP zHhGgc=>jTQiiM$y)RkSCk%~YmQ?ImC*M&hT2Vg%KjRGb)y4H(nHH=c(g2p&4AlG_I za2m_VjJBkEB`AV9HE7ewd!z;*r;&vG;2zWWEZdh&fHic1Gi%LvEmotB2Ua(8BOdUG zY|6JEs!;}@(|xAnVlOrjhqXj7rjI?sk2L0n?_@AZVow4Ykz7)c8F`tQiJ5}vF@#8& zp4mK!con&oG8OOvk9hx?8+mvg>5+uuiF|>QCusr|kOD9XlMHa1xOtmsv75Zvn*ksI zz!{uq0i3_-o4uKvxmlYq`2im=0?mn&&>5XIX=x3&U9)#7l~PlfrfIjBdrYa0w?Qrb zF_lwUjOpcqSh*ftnUw#7OJK>JcG-JoX#}O<59cN(Pg>207HwRRO)?$t|gpTQ` zYu8kS?|33ou%HaugnM}+gt<-1$0FSXnC8Se0`UY=5TQ?Sm^+e~iuogqxmZjxZ6ZN! z^^^oQ0cM|>6XBMbFq)bEcL1H)qBd$V6S);$bQTl9oTrJJsTrgs5J)310w~#%6CeRf zs-(f$q)z&zP}={b6f-ANN&weWrBxcGS_-AZsR8OH01gnQVXB-m$pdD3rZm6~tP!V@8KcPBCkyE@s&xPgFqy>~ zty>YAS78?P5Nsu2xTR0bQLVR6G@h( zO=_HIk(?7yq(yrFrfOP~J#dq9DmDtoU6m#p&S8rr=s|gUr{d8azLy?3ho8MTDmBC! z19Gt#TXaw(s8mCh!Wd~;DK5=ei{6 zD5{t`B5N759U7qy%Ao_nsxGE{u-YGh2|Be(1r92qxoTLuDx$sGI*|pLMxr}r@Q}s& zqRE=9Yr#g+8n$PWqg!znEnoqrnXN$DfRGr8cVVQTSOH6V79Btj9pI!`S^#>huI`2< zf>%-Wx}{Ev7GfHcCNKg^z^`VilGsT$mJ*8$hk2KRNzq7)l?yi+!h7tmyS;B+>Q|(-sku<$hBl zwl=}FT^plc>oMlrzFR@I)oPJFn!am$X3eRu-`WBdkfi7OM$`(C1h95!f+bg4ue^zy zFsZMK%L6~4lK<+!54>;#OB^5w9huf?BiNlMxOBevOUQDU=~8tpG`dCSOn+LjzeuR3 zn{kIKvMEAsc=w^<`^~i!ePTymMEJ!IUFy_TbPJ> zp%;q(t9{8IVW50X3!%1}p@o&J+smun>%CyW5zq#{x)U+&i@x-Wnd|GmYK#^COBKY~ zqo#Sr8hK{=`iUl>qzrJbz-gs=`*-o?Jn_mVM|Lq-D!9KX01QyL6Tp%qu)sV(9W*c; zm3CbYw{moP!5W;w3A@2&DXMjK#N<(RfFquud&16#aUDyZTZ1|4*}6ceg$m*X>!1&c zptI7K#5tm=uuJY?L;OrF4iNE_>uKnvq6tff6^O^OQWO7vh z$im5+4se?Zysr!V13yq5W;4l{{GKcqEG)Oleik`#^~nfYjTo{l;Q?!=d~_uIf&_A2 zsGE$f{GA4B1WTX}v@FckSU1EhB5=vORp`rv6U1H+%)Qo25xXAova>O35L57>Pz-+3 zJ0MCc%`Aq@9tyS3Tg?h_%>&a|W&o`>`di?P#>-01RP7VyY!y7ZJ?c!q_bZzckjHpC zr9RO~gQbDHrN1er4q&(}V5W&{rUP9al~%H~$IzSxXb9~=S9Q|ThaS3ELU`r5 z`hn56hI$`6j9Z`tPykFHZMmM8VLc?$vs}wFO}y8X(yz9Bvewc-{KKDZVOvoDbvJA| z9pWy>iz7JwpihfB36TXq{W-L{O(qh}QgBw^2favb%}PxXZeUMp{9D{J+-;$(Q(e`_ zjT7};t#8aSc#@H)2?D6q&LhCThb)?RWTRemh-tl>8qfuA!$%(GCZV#>S3C^Dgev#Ff=(!LzL@jc(Ygr7lFBCDO!Py4(^joYrOI6$3z%Zxgy zlRCT2+t(}x!0o=mP24)3C&!)K$i3WFfjwfT)!h?_&`lTZe8&gdF@e;@QJ4{n>t* zeZlNQgHEUG$~Mir4F(6nk8zN-tM1&bz9+8^>uW6Q zZcOX79v3gOJk6=(hb#b1jurUaqF4QyMdlM%I^|rt)@{v_EwJU!{>T`t$(g)C*)HGF zC+UX1bDHy4!{(oACFkQw=Yx7wjQuv!u>@qL4ie&&j%vfbR`5$3VZZ3v{m$V8TGJ8k z^~pB0)XWh5LIq*K;<6e}ja86J|Y-0vxSgdGdM{gDOH3@;~M_W^VF<%{F2-uHgr<314(03rDV2_69d04x9i006cGrUHim z002D$04@vx5f2g;5e*&^0Spuw6BHQ~6cid16b2P35f=gy85LX^3sWcnB`QNJD=G;s zMI$X2F)js#Fcu3kD!w#DkU2dmJyKOa3C=%AMMXuwMM6hO6x&NmPf$&w`msu&)T02!+rk7t#*k3pzWRXi`uEJy~&}2>9WH<3=Lw;&8ziTVk zYfj*6H$!f)I&-)Cb3Q9{g0^%q*K|_gbUb)dOlEmbiRB=T78${eL?+y zLN0*4n1N}zgGu6pL*9f?;)q3xii*05Q{IeNrlVaMFPUVwK z-jreJluqWAQk0gNqL*1gnYEvpcIBE++?;RSoL1@(yujHXu*rRsa zqh8{qW96h->7-lyq*$n^spP0uZKsima^${p z{l00`zm(*`Zg|3_ZiFiQmI}&krj%AmW;iQ~(Jyv&C7%!0|ysN&6%>dk|f&ZEQ5 zgvic=+RmKg&WY>Ji@ng3#?Xbx(AE3Ue816!%F%!1(T&H_mCVwF-P4WZ(~|4ci_O%D z^VEl@)uYhWhuzhy-_@hy)tc$mlhM|U)z^{O*OlAXv)kCb=h&A1*o4{HmD$v+TV`y;GO5;zTD!I=HsK{L*X5e@=)&6Tr~d1o@a)g}?5yPNmFVxL z>F~4b@SOYerT6sW{q)lN_N@K+wEg0P zICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X z*|TWVs$I*rt=qS7&(=u9=2e6&|EO1QbH(} znnxmr8oJjZdDW1Rqlax&qXlyYK(N7cli7w^YRRQ`nn2KDC(xJL6(r*x1VHHwCRL*?x9~bIGQ${Z>Je#|A3qU1RS8QuA)w89>>m*06_(JJM+PO zmoyq%)s$Cm`Q>9>T`#8XIg_F@6dNR(Z6(OcX`GiNP$PM%=Ldm?pUxOJq~+{Er2*+V zNwc%G0DSG&y6)HH0fw8bfYt&k&UY82wTSui&_^%*P!3mGUXpzqx^$iiJZk6%-!`cX zB*!Nn?#24Gp@lNDV^I5KqUD~qGpTqRBCi0ltNx5K5KkfEdw_%h_Ykb+Xu(F85Wsfs zG`$8o@PQCK3EBA2CeauG7>P>~hvZ|h?WpEaaQlD)FsQO9)JtV@Gg|7P)IJ)usseJr4|3YW4iSQ=8s(rBlU6pKaeh~&^~lH|?h*miPcptXBT%HNXRlH~ zocNQXG`1{#=?Pf#EVQaNi84eVNKZA|kRJVrY6LTy!xg8ZOp596yBB-&uACJ_>m z$V{d(t0o$<2`^Qys!xfwbtP)mazAqrz@wtIF$L&q58b>bEtpUaH6BfCZ6Krp0CsbBXk9pgFaChX}zY|GYLh6I8q!)-nf5(1I3gIv*&Lao#i<;%F%W)6v*- z>;xv}yvR!jXqw2XPI>{KA{@*s7Ot!K|HhpW!P>d0#&M1r%F{J0S5sZBM8*0%GIuV z6?#wms#wQLR%VvptY8OA z*uon2uyxfAVi(KU#ya+~kd16%q2rYeI3p#~@quQ2K+FBma*v+nXx657Z3UC2nAuUG;klD?47L}kC?Nl@y5!8-oDVAkzX=Sni zN@(J~_|30=_sie@`uD#84zPd+OyB|=_`nEGu!0xN;08N5zn+LNej`lb3R~C{nvn2) zJzxWpNjEgFGR?@0nnb;b8SfPe7Bvrqo)X4RXPE;|IvT4qWcrc9J7)0YY$=Ci6-&FWUWy3CN? zbF3>I4spoh%@fY>hG(p2H?R7}faXUvJkjD=8~fPEPIirV%_+4F+Sslzk273r zI`4Yd7M`%L>z(LeSA)gG&Nsmq&Tt(oT*mm0xWp$;aUxUv;R&C%g-hXyQgEE(5thY~ zr*dgpemlya{}p#%*1Ztas@4Zd*}xfTvVaeydfqtCxz5kraAaSc#HH{soqJAned~}P z$%t^Xi_UZs7u)GGmW9-(PIak^qt@ccy4JVej;?$C>tGMN*vC$Guy6hBXZLWe*Pixp zRQ>I6pSs8A9_<0NUsrk)! zeqze&yy=*aHMOlx;Zo$n?Fr9(!NzdBBwa%8O^p`G>OpmPj7wZPxFdFTeWw+ds$nCb5URuloDXy4j`I52>JU zuxEdD7kgB9bzJv#x7QBTkafUEe8s1C%T|Cs=4=FqfvUH3mjOqDE>%F={l|0h4E7zGivy=6^VtgVt7U92jA02XX~yfjanTJ63x9kP8He zclvgL#Kw9yCWM|ab!P{5^NSV2l#Y+_i^Gdf+pAz zw=ofIND?Tx7jbwHEEs+;hZJ*|5(|(4Ggx4Ic7yvhhJrYV$M$-x*KD#-Yd{!;PDqGh z|M&@z;15Tbgg3T%4ySshV08-Ub>+|w5U6(Bw}sxPV@p_w2RMcoCx%3afuT2J9~Xkv zumA(#5fIQR4{(dPn2Wl&i@I2geghJf(SCAxhYz86p{5jh*b~Wk5^U9nuI6KX7Kn~G zjns%}c!zC5*My~5jmQ>>{LqBgsDu^xY@H`{SeJ%fHxHh8b^AAgskdxP2!-58gb|l{ zsW@>R*Kx+Th8yt!8&CoO8IS@wkOWzf8}N%Fv5a;hj0XW~jK`2ZA#*gh0FV%1u_kcy zn302Mi3`VUK_?DCsF9FHjuobO{Lq7B_aXfjJsCaFRCUMy)k7#L)OZN%hR||Rp zag_*Ahe`p1NFkaf!B$j|XK;y+hB=RJX^)9Xm>Tzaf0=Q!d4DL`Xe3Etsn8GaV1{bf zbwZbX8K;qpscgr`aFCgQm$;J_=9tu33eQQIbl04nmx&|i5t`|l;2D*m|49;GCK#lt zc<+Ub#Ap<#8F}qilV!<@u{oa>cAfTVpSlU1`Kf`Q2a>;;k@D%A8dnO+zz@`rm+df< zuqm75NR#8(n>B`ds<@rX=b-v{nO3Hhn;D)Y%9P_d5~Mk9j%N@K zX@^OXq9MUnJwTsBW|s5GaTN-g8M>o9+M}n?p{0nU6xMHr37`;ao6gpf;*bo=kP6%9 zp>esJ)VQ4ZN0J_RiX@4n(AJna+NDRjaUQCVrNE<~;G>S&p=j!HI|`!SIie*Ro+m02 z@iiD($q-xlkT1HPFR@lLs*NiDX6XL zt3Vm67`mw5`mKxltIg?ga+!5n+Jh=7r5*X7`N^u6$f{*Zj-QZ-otg~dAbfNu3zxtT z{6J?4r>;oaf6*qP6S}I=nWKoxt3Y~T3fr){3aJabXvRljTso^g>afYjqrsY)Zc413 z8K()UtScw73gKQY*sL-Ut$?Yj)Y`Hx>$0;prrQdxG+VRb|N5f|`w6v%gwbY+(z>57 zyP*vGle%el({>7+x}^6i3)+c@`}z(;N2Ni#ps+ft1^cDR`GhNrv1kf(T+6j!8nIy* zVLe*4XZoXKI;J$Mw$yo@Ow>aibdtRXR{f}xrS(4y*zvd~HZ9k8-JHnl<9XkY8F zHe0qqdAN$ZxQffRzG|*@w|P{msJ=R}1k0SthqfK+ddY{OpP+S~7!I>A3ya8#r1!M4 zz>$J0s~O6nyy~?;TDZMhxw2ckiMpd1o3LohxZvuziaUJ38@$3BylT6#{n)W`3zZ;y ztb~EA3Zb`oniTE1rv#7zPq(@)dw;e&yS&@I-ut~b|BI-nFbn2NuGXoWrFyA5_PUpw zY?({DX-lqhnR+<8W1MQ7xj?$|dv_6cbmd^3*ejh7+o%`|y9BJT3A?=tyu0FhyF4nH zXR5Zod$x!g4xcv*=SY1bSax4G5AyKAApF4|JP#yX!X`|@^1#9E;Hh25q?mcU$vd|v z0i$qnmF9-0cu2BPwE)*^sEDS(UkkoMJj6s?#6~QXS=W6yo2X)nrkeZ2N8G!=TAh@u zyOjH@pK!nT+I>^(tJ?aQ)7E#+fOKjK#Aa;9xVydKI>GR3rVz})yUVCuEWTdsqZ1sw z>!5Y(;HkXF!g|>bAsomd9Cm%odwD#4hpfSh|Gda(rwlJFqA|>w%WIX-3K*nmvP*%t zI6=c8u>jh+Xn<>DXKc7p?5(6+%BY;mjhS`&%fJh)%4>VEbG*cqtHq)#nR8sGGP`5c zIiW@flA|2VwJXcAo5l~EyTn|@$2`jy3%u))$ep^vek^t={J~(?$I#5kh^)=r+|5~+ z$j`hE)ZoY;5x0^2nRLs%bo#ag0li-4fy9tjyJ!b=t5F_{z-S`^#yY#sf{z-|NJ7%+N%f&$v5$;sDJF{md%N!5!_*BK^&W z49wS?tBzFJrkNN5(}^e1})Ky zi^fKs)JlESY1^q9`o>gT&k zz|m1E#m*D)(`;eG%<9uR3=}~fqeQ*boZZ=;{nMjqk+yu`L$%4urUYAb@;V8Ie>vlM;Qr=WQ6P{*i! zd_F3tWEbm~O7L#S zLJ8`QNxs?O=9%8TaZa7&%X^~R%Dh|U15TI1N##q;w&H5DtuPC|@XXn;(b@3pTUX{} zp5|Tm!HF!o)Y%IE4aM(E;mf|{a*nZ}o#z)Ztbcy(f1Uz;Ueh1q4}oS6Oi%#Fv=Qj- z7L>i-L2eX<2NMZE=}dd-@DAFaKJWBi@AiK0n|=zSuJ0Rd>JV+(qkP*2E)IWf>$n{2 z5KiT?p5^$>#t(hFr4Z)pkPQ>RbFJ?;_<&;gbn??|uj_`dW^ z-}FxZ^i3b?zi#Sue$~mB?@7Jy;*br!cj6>3;1ZpQ%FqwWP~V##&`PiDze?(L-RsoH z@mePh(lFeDJjl=NVFVt>pq=nZFT~Vt5#I^(g1_y9-tFZb0ro&aRvGklG4u=Z`atuXhVIJ(L%;d1We9V!d& zK=!nr%Ao%G9=GYaQ1N-}_J<7Y!Y}t2&-x-;`|8V$;pYs|a`E1eX$H=$tO9ZjJ^Z(ZvPw<~z z`aW9voZkH3Itu`iZQZ(Dvu2$_c&b#wgryulgvb!#LWmC~Uc{IYV?~FuAie7+PUA?8 z3mLXTc`7Bsl_bTj6ZaBkOqw-c*3{Ncp1gVUcD4gL(sGESoTFQGNy;TJ&hrrA?nkom%y3)~!t& zYz5nw|1@8kCEC6ny7NfTL{a-rD07{!Swo2?HQq4k?u{Hhf)vTz;mO`7FV322Q+v&I zI)4U*8BW|mTec9IXP7+wM$X9HPiG!q{`}6ls#4ba)$D%$V$rHqK#P9-IjjHz@Z)MS z1Q%qmLAxe9kS_uqr0_w)D#TE-3p3QqvRrz3R!mZ_q@{WcQ6rD|;U~J?hDzx(l~9`HMss9(ayy#3lLtJSEP4vdqu^5x z$RNK2GfeqvWXL|N7}T#nHOczV00j<6;DZeapwj>fH*khSJ@@nr&%ZA5=L0@5RB+G* z|9xn~(5@`&f~6&Cgfvn~C#AH~(N<&;G;y-2jXK;c1(mdngj?~VQpg<1OH;)pi7Fy7 zlS(rsJe$wueEL;aU31knCUe%Q z5=Uj5g*jG*N8@dc`(K7uZ_KHEV>gw)vEXbMzP^wsl)dVvR25=bep9lc>p+ zZ{10rfuvb^pmj{9(r_JTjk)p7=B`d|$R*8rTAus!8E6EA){5w)6OB4_$duM=LeUj# z?DW6Db(eqztd6bT$!CvU?U}*GJ#1HYuN^iPcXuWB&!kz$_S06ReMGh2CXPjf4w8KG zx>>^+<9(1E%@=b5=U(uE3jdyPpuEpfH_;qNKPuXtO@78)AUShE{d}gse*5poKP_>m zR=xkd+LchC{P!2q4Uj8s*bus02RkO=t9|>*T?8dKK?>#zc)L4W@8m^1|Kp{mgAZ)r zXM8scnb0OvD*4!>Kq#xBRUIR71NmUDks63M7TSi?V^oD-fN->!C`K1AV4Wc z#&EbY;uUUj%sLmJc1pc6kxWTz!DnaKp+Q+1>)odA8BmDCM2pBx%Y8=Qf_9=OPs zz$@EBr8-rrR@JIk#cEZfVGdsu6OJP+s73*%JdL)(WX=01O^;W**xh2IEiy=p508qtVu)fcV^YuG}?qQikRn&H$dG*>CS*tj(|x{$_BylD>J_EsC^ z0IoJ(8rvBeZ)?OwZfXD<8Nm*gemA%Q6CtoJ#Wr?bk3|4ut&3gNArM28t?XbNqm>1; zLbISnZ+g|c-p_Ki6~IJZYUf2(zsAm@XKQU&(~4Z#HK~v*%~fxC%TaOULYvvx@3Usw zqPZE@YsrN$L6-}e<~lcj(?yqett&e0*3%yw2C68zD;Pvswx?WKz!px+UKY35#V@`k zZv%Q?`BG4{wWQ^JbJfgb##glpHX~bCgxlQ?_+%)X|IK(pnhI_DF2YaFV~y*p%m_~S zF%`D3{R(T?6K~jEAE@qD?Ah2b8*s#30k37pyO$K77shXfbDSA^i(3*-vk{eZXQS#% zzwvmWQZ8tV>Q&3!0vKf`Biydw2HOzMA{lL2Fq9oBJJA4I%2fU_rg3NG#Z(x&p9XcP zLoMBPC7{e+9@MF^0;o_nwy5{qr(*o6RA-1cF>TIsu64cZHEwl{eC9Q0%ci|(fU~}q zZe=nxz0pGo_|S-6v|kxL(pDs+AMcPLBp(b*WCxj`-PT&SIjxuoP*T+AM)#-bx8-rI z8P)F6FkiIW*fWPt)s8JO0=o>D1<1h7RHbvU{{=p9UFHhMz9jfU@vKWb|GI45KBH(+ zl1x>u$Vmb=Su_ycO#Mo`U)8=g#6=!x2flLTfetsa$DNpR+aTR97q!pW&C_=~t;1s; zYQ3XY<}}+HK?U%4!i7HcsT#u^!614=7oJPr`gzF0JUQ-)X*P+Ec6V#^MKlhVXhiF( z*gXFAw?CeXa`dAdQAc~))xP$yt~@X;hk4wgD{~B^E5tQdRIK}gbD!RQi?7y7QcYZ; ze&-_Thetfqqmg*4nj;#EpK&kWoa2Nd9N5a%A#13p%E0PtJ;uwK2*D5ftG{!*zv}`W z{Sz1LVww%hKXeg10;C!Rguo+gF&RTbgnGW?Te>CuB@R3^5TwGcS~@YxB}}o8ci;yU ztSU@_Lic0AF#N2mqc~nNlLTN8{~Nr)QL}-W8y6n5yB!Q5Al$dp>A3<#fZuD714zIH zB*Q>#JYx_{Lt13LB z!cmNdY`6p?szGyWLmYg=y1TABl*0`9JwOqZ#_~I)8A6}K3O;O*1td%{noDozZhgBr!}@g^G*NAAgoax}+t zM8|W)hjqkR#x*a>?0 z9sz5Hmu!a3Z-leC7$$)a;ryHyhnT-%01D$I@~U&tdM{_vmmUD1?YmY6hw0% z#D$zdVRXn*q{+)fM4`Kweb9$zl+5PiKHh4!?lH;K)UB4pxQydIy39gtbhwDrKCsKR zW^#p`%%vHey%7jZ{~R35L2=B&T%ErlkXl5n;p_|HV@g@0!*F2~(Hu?WBSt|C2Ff%B z>4d_}WX1-}g=*M`dC<=3R5*asg@7Z=(nQO^VaJqg$Fp?J$IH$vq{v%3KK<&*&j>a= z1Ib$Q%f2W#Be(%0Akg28uHZ~H;^dQkvGVTu5U$ z#!HNbaj3};^-gElrt!qktWwY3;-2E|2VqPil^S;`fY-6nq(eFl)dh1{$gB&-#}mrXLtC>-4j9sSWdwNoQ##i&uvBDIUd)C&(gN&^gxJQUOg zLCQTj00Jn09xw)D(9lP%rAMXGHImdywbV<+)J)aXP36>1_0&(5R7d61Mitddb=0Gq z%3vT-G91NVXjJa=&`V5(FU(bv?aJ?qBUv`dc!E!IOq zIn@g~z0+si(LCKbKK&Ns6sqK8(ymxi!VH%M(gjcj*KifraV6Jsb=5}QR8mD(QDs+D z4aB2!R1jrG4~>R+4aQmB2WikqI=j{M+$!GcRe5MnT!Bkrm8v(jsv1QvWj#V>wTlQ~ z0ce$2{{od(r^!8PZ4d^n3kSU??qbetEgFz*kOeALb2ZtMMcGhQ*Og`2mUY>eby-(+ zRb4Q;%0xWfEV#$3%0Q$-52e>=P*sFX1%KcN6g@&-?bU(BID>_#h@4J_g+Pa`3y7Uq ziLF>%6j_WVAduzQc)}AJ93`bBz(O4qKQ$EB=>T+1*|lZcaD~~oh1<9#)o*Q7cZEXi z+}SWB#dFnJn-yAr*asv;T6$30-h#;cG8bJ)_y>%{BR#>JILI4wlT?Fz}ATsy5?+#_4eU5wx3yHYxk zS7XlX#l3Z*lMImE^F`nERp0fkSxR-kMx|NGtXJBFz*l`$`J`9h9Zg?&w0B6j;q_I5 z-Awg*-YA4#2s|&2lU}Z%-s=6)>&3sU)!x0(Sh`@f#FWtHl%hk`6FMmX_66Y(7GV%> z211`Ys0szBTnK$)=HB})0re3XEO(F zVB!XOVkqWODK?bQt>UfFT)N=gEh1Df!(w+?05JyTP#$4jfnO7DTa$fTD!ooNrr+lC z&_{J)Qk~yFrsJ|Jht0}cRo!8B|7oUX9<^q0 z#%9XkV6M1eJQUmE8%Xi>pUdTt6g!4;HtCaoS#)4onnh_+4c8K8WA{~K43&M^6SD@-c=Um<>b|Asv77cE@nh)=%iNarDke}W@3m&kVmHGil(lMHd3zbJ*1hn zr37g%;$n++(k>|JmL}_RR_W|4>zKV%y2WXi_UXin=XyowbRKH|Oa(5~23^Wk9p>la z#fM%7T3xMcTT)qcm!TMUIEYUhKqvW=EFjiKbXd=2ojt3`8lHrV+w?gOIHq zs*E1#9vJJiHtjE7htob?d0y#vc4eP^V{{(u-K4~6yrqBbXL=Zi|1Ev%>8w<^MPitI z?BOQvg>LM4C~l>O#|4OHX{Kz7wrt`2YRuk6YfVbZ8r#hM=FX-X(pK&7Ufu?d*^0%#5@!s;*EmgNJakgz)|M`SfAb#hngx!CY2YqmJ zb7%%>n9s3PVY*#e9v|{N*YiCG@FM3e1z*F-rfjNyMF>|6&F+gIT#RTYRHPz|=ANQU z-jf7;g)g`CmG$yVPu)))VU^WTwOyk-musJOVe;JBI@cwnlW%;ehjD0zY|w{oLPkmb zRyW>pE$#6>=kv!Nhh6veh6ePAPI4s|QhPIW#n5IgUW{(ulPixybfI)j2XQ%XR9!i1 zX@g_)cls^H?B-VtYNF-xHzlfw|4Ds1z!V|{^qTJ7x;lE_<|Ss-U4`r{`Wrj^F7yw|054{E?{sjAoO*q@?+nMi@%EF z9Mq1!@Uo@iO}f}YiFR!NZff_?OgDK=r&*c(^!y&hm0nrTD)*@(;$4bo{k^4ew6T8R-dZir!0U< zXW3&g{KH55#5eqvhgrpU{FG+=Vb=6AUROAVRrzG?md(^q#?+VX{CLKt6BhTGUiH8B zVOt6~9REz)7P@)|!Gt%50eAYYr+uuaeOG_U|NXZ8h2Q<#_kFS__^>DYfQS9EPwumq z?6r^kAVlTkf)2T%?f6Z8jU|4Xa5Ud9EO&4{P17=$OnJ%KYW($JeVeb z#*gL8XK!~N^OW^`Qw4oBPID>b=U-(=s#^V`k284&h+xKyMT<7BnK^Uu;w5b8@F7Hp z4w?3nQ*$dAoNT5J~bB+8QzKR(15@g>ZdGH24P*-)FZ1qgQX?CJ9- zP@WN3aDigTE;RtXj8n?dnylv#lTe`TM!ShYx4Y&|>}S zwkz7Va_1t5OZV%70>h5+?d$h1;J||Y{|+oXa4_P;iWf8HD^1$Kb&w5Hu59@-=FFNm zbMEZy7|6V;#Zp3r5(i4rrmytw^7 z{`@gNYD=c`Zch=6P}EWd8puT%PXV}KPj)f*AcPU})J9ubk@Z1cKD6OX8xBgypobqu zxIr5tPL)>|jj1@8Wh=V)qKc121{#euZWfJ=IqC>nM>)1;3~Z&nHsop2O=s9`!v(Wj zZ}=1x9hA={x6eGyMHyw1xTOXp|3L;JgdKh*kwnrsSzIou{KsGfIS^fbf!P-`jLdQ>re}& zaHdtZQMO=m>utT_I{oz1Ub}U+>#n;W^(gamrrqK**;nohp}zpDjbIRr zQY@9HZ_8aVP-tz~p$|KaRo2{ZQP_7^e-li=0zF6r7{??lzPO4bZCu!7FiSr955glB%`*(*Bm z!B>0sgK4WBaDr|F-e8H#JI~eMXQkC?g*}n=JY0EWPgUHF5^gxEs8T&X`Q@9R9^>iz zg-&HMVqVxW@5?_w|NXd{wwpP=mHDgi&iax}>11ZJ)otWU@pv6gVn@3L%C2ftvzj?@ z_mI}Vxr9HMfI{wRZ-zhV zo{7G9IKCj`d_Mdk5Q8YhA(k(Ek-JP^CYQv4nCyu4libUmC`HPcCRsbfkpPoq7!DrC z7smkLJB;?7I4$Hp3S=M}$5W<@oG&62te~7S(h;z6v5s~Wo(KB{!Vn%Pc__r84Jl?f z4z;0qSz$s90~wW2DY7SwEYM?MbAci;UqZ}fMwz4sgM}&5G*hb5l_Ez_Xxk$;m7>iVvJ;&N(@>{s=o7(Nh;KHX zQ1u#F(;P0K1KF@AQj?0*bF6Bgjp-*}0xH$1dL~)&;8|`2QW(w2Mm3kY9HC~u$DkOnM7BiyB9QBD%inFvzm9gW=xOL zlrpq!h8_B;iNHxc8eS?ZFq9!=GxSrQe#%lAn8q|FsnpSu_J`^l8C6rO+E|%m9r(yc zGqAX;%=F5uwTVqaTUj0Qn1dejNGm;p8;{_sl^WIH$3C?29*)vgc59?sNSB$+*uD&< z2PG_avx{BB(#2m*`7U_F8(zhJm$BRArcN_^7lwt?2SJ^R!Va0p%yx5o^@Wh73IJMs zriZ_!{V!>m8otxAYPB@#q=9MWI^P7RW?IdR<~CQP&`Efev$ae|tP0%V{x-Pvp+>ak z{~?X$imPdBoQRhqn4Sna9>2YFhl7cbJ)@W-!m!6a&M{&VtBGFgQE|6aj91v97)dsMG^8VK z930D~P-W;bro~%^A3OHFLZ*sj#W@#?Y2|wAbw*{q$z)MMS<9||HLPPD>;7h0z+Fa+ z$nyD@FGp3(zJ^&s>f9$Ksm`GpWHV}PqihFDSRe>3jA(YFGvCy?9(GnMoR~Wv|7i%L zbc1d#dJ-*eyylf66j7#%qbTWhv%B5Iq4ZlUo#}ZmmeYSs@27)8WKjdi$q2ZRdO0gp zgcYC*vOYM%6Rz+o-x}9{c?@Ex3Yf{n@7KI~8J&4nv}4Zs|*fQ*#}}#fd#t5NFX;Cw>@<>nI^Q!=kbuoIz(_ z=16W{s9`o@j%k~m9_u;Cw^n{8X}rSarhA$L$xZX~#dyZ~nkD2RAN0vn|2|(s|4Pw~ z-eaVncYCB(WU7G@YWGSC>pMxZdad3!flI1z+W0!`V?XO-(6gQ+p=bF-+b!H@vM(Z= zc*7UtnO#HXaBQd1I$Vp6K9SW}o-uZ^6>7BI&bdh@kD#_YDve>hqaWocli&+T+K|S$ z+13?Z|;pFVZQ!%YT)WyY@A$Oo#7v^hzR#93u%74&J9X!I7} z$pdg?AE9LfHC&W8aFh@!p81GImb@84H58lq;FYM~9i<-;(h^}6|KTjH-!#ErSIFP| zg;)LA(5eNJWOazAiHg4gTxOXb{taNG6d(eIVeBa&12%&MTHx)Wp}E-J8rGf!J|M^h z#_wSuYJnhN3?JIv$~d3{gUt-(%*;lRoU+IRjFCoRU-jBG_ zEwxgb{orx9pAahHD|#331`nrJfg}5EnAY0%QO+?4m>>+&T1+e*u`e^hF!apWI@`Z z+>G88I?v}(#oj37Pc`I%vDnJlK|Pj#qVu;p}~sFcMe?2XnNZlnVa z6lJol$B-h z+^yIqW(*L6GU#a*=xf>%ga)XD;wFu_*_U1^fl_EzSQ>C{nwqXDo2KcS4yO%~s8_Ti zzn$7vBxGheCqb49ilC^UqG%8iqo5LFjQ&@vI29chMlQbWS+>z;(nrT&7 z==`ZEoB~;+9B01uL|K;8|BdK}auZlWiiRY^pPpzhN+RMtX>Dg)P z2A*BV@LG1{1A4Lyjz~iUxhHjfTQ*`4l0JszeE&;jRuZB~BW7q$GW5ecAW1-p>B?-} ztghn}flX^v3$f59mi{aBrK+u}CazM2u4*2ycHRj+)`M{9SO#kr`joNS)Y5$lTDW2l zG%K|FDQOWZ`3R#WEzS;gSz&~0Y%%6;ENX1I>$-}I%C+mJUQ$eg;JxOnYAI#Pj4F|k z(!x&Sm|p3s8f?)rtZ(WOa0aJ9_Ua7DsUzW(D_(4{@`S%#){-Twul{OU#KreunKqQI z$e!)OT`OIBr`mFW-VA~1p(kGWEJP!=>I8QoJFVf1OXI42Ry?w?APe-SJ|2^+NQ3S zJ!^Jmr`iq?+pfqQ9_DDE!%H>;xfaBvF5i&m?E>ko5b>?b978U2AK(ry@+NO;0WDM7 z2;w%aHECs=PH&rPnpZm3u~zN$)T!ha4A%C9IR)JJqF03A)GK-}0c5~7NSWxiuj;<9 ztFbQYCgAIm)_}!s`0(1s*lweyjNZvCB3e$D5Jdcd$B`nbB?<53Y?oz7D82>Pi6mX>$gvk&QKG7`w_(Gt(13x_Q1Wz#)tCk5G z!xdw(W>|1kRDkqqa0dIB|}*-zh&=EaBbDG@$$qME ztf{CTPZ@T;nmmElCC%m92F6HC10QaZ$T<~{5X57k>&(gsy$*2Q7HJX_kpe$ape*78 zXK@vOGAOeh7YBtGgRv>EDF;g|LsrNKSS|Oe@m(Nfh@um7DjnvgP+Cx|RusTCY{TjP zavt}w>87YKZ&|m%+7Mw`B^~2NYA34fZ$7Y(2OijC1o4PHj=LHuW*mczMgx5Y?<9}X zCiBB9gt9rGv&D@vP+;&Wga2_VH&O!ZgofZ$k-@Tv469V2-WH1JS8VTB6u=z#GB6J` zK^L?^AM`*cTpsgrF{AAuPb(oW=>?9&Ih@09kmP7|QeegkB}2|5@7air#9=~45mPd0 z>;g)oG>TnPI7?OGAy+x0vrNx4Rpo*(@C$&Hayy&yJ5wPVTcJHi$_VG__&$&3)(suM z1waclLN~QjKQ&bUvM={CLpOBlzAnn1&#NrzIlz_=yH8~-QRKW#5<_zFMFTezMilLd zSxrq4#qCt(f->;KJH#|i-!)#t4As~!anS=elmkxRg--9Z2KO`xv4ls%W#$bu^7%U5uL;Bewk|fFcS4z#l=rG zBW7hDj>(YZ5|uP~oXcAeu3W=(UjO!Q?{!}T*KeUi@~uO5BzN-7oVg6zEBFV53^rkJ za0kDQ)8*6+!SQ0t1*!C3P+0C`Yqy6^1?Nh3W%mFzaJG7{cT@LrXp6Qn)7mZ`v+LHc z%aZ3l(TKD{vg4S{U>-&it+jRRZ3GX4Gw_2xur_cnc!G5cIt=%n8F%s}cXllIo~2xp zvTKZGsy9A&VAF*c=YfciIEk0IiI;d87`Anz@hfYs*KYTy+^Ih(*>b*kL3*J-KZs?g zH+%QEkC*NGzW=v%9`b0*w=UARX*-U~QXCVRBoj5!m&tZ>b2G$ot8EwX;iN~Wo)1`0 za4H=5JSaGWkGbTSOJ8#sJxsWSA9qNdQG9+&M!&0^(a0;@badyyiRZbVi+GAxx1@mZ zR46u#4_RYttW60z!c3w07PVItKn8fjRBJ;oPdcSnx}{%wrT_Rr3puA3`E^o_r)xD= z=R=vOHh`C8GltTZuivWi;`j&+Ix^^_TPGYJd!sibk4YEs7oiDpwH2brEe6-`2-njDliZHleyH=R7d{JF^ zA9{zlVx)*Wxu-kL*SyV_J21CKpZd&q+bJwvvzqWp)*GRv3n z$qQ0Ai3*C`Jl^L$&F8$%3pvk&`e+AbSLaiz6n^0|#x$69s|S12|2u)-%0~OzF^~>F ztp5YTPyIikD{;w#?e=Gu7RA9DG`cQc?iY;nxtCyu?}uL7b&P(Jg&`#aKO za>5@&w>c^1&(GE1Sw&|(a`Shq6X`eNWU+rgXq-NSnEmSKdFyA-)6ISM%szx<`##?r z%xjjYd@exr(57u$L4yYoCRDhPVMB)lAx_gajbcTM7cokNI51;Jj~_vX6giS4$Yv)| zHmj(T<;ipTnjMQd^H|NACvD2Si4$GRnJHsR6DkyFQKLtjNi(*TX;Y_9p+=QDmH%p0 zt5s_%^SAHVRj*&cI`tKnY+0u$<;gpj7M;0u=-`@@n{ueoXwi(_#j96u-KTe{Dm6Qp zaACtzUkO`)fN^8Tk0D2HTp`DsJeM(N*1TEsn;;M*hjzTdhYx4Y+LRW(n)PaDtzpNO zJ)3rI)*D{OX5x>DZQs8`x7h%k`0CQmRF7^`oHl_40=E%#IGuX+h8sDS{1{Ptckka- zelJ;+Vo|mEWa8AhbN$Wq$Ih)pxsz^PX-M${tvNMkf16DG3$Uxh2(;>$SCr}JodOx8 zYODs!LJOU9&Up)+x28d6W}NhC0_#h7!9GRrt?(Zx4B1OH7n(%Lw! zwBb^;EwvnZ?9oTaa)WKR-hM0+vgC}cjWpDJ2rbAYA0vPOfd;b9$}6eEZX$~|n&z33 zxD!vzG07B9{IVN0HM-de{T4W&88KB4}zDnzD2+%(ZoK~3~TA6InI)XiZ0thLf=Osz>MWkV9y zS!s<-*3~}n$Ddk%yp>m5YxDs}Cx1mi$_@&W4$EbkO;*cim7NIM>@?c4%xkgD_9CRF zkq4&x*3|D!l;A2aB|G0c*O>c=(z7VRpb8K|KjRfJ)TIu5N5OmN1^;wic-Q4~s%D-^ zOCGo^oa-c^{~CIspQ88PSBBBIoQVrlDpQ94T}m2B4MrF)be>6xDQTinim!E>8j5VQ2He|k!z$+S z;*3q*_+{pt`S|d~Z4)`ROL$}4H)mEJIp$YmlNrhabmrOf>w?A(=+LF5*67nwHz_4= z-<>*KdE`6Sb^NS0iq1Ow2DGa{dGFo#-+}ktDc%tayPvW73;+I4d;=X`YrNHt9&f=a zHD;Z*-$uAT-L>}gDS-bTEcfuq2P^O#2PeEm!zK4k^Y-DF>`B&!jDI$oe_e9N+TJ&^ z0B$}P!0Y6UbfY7kL{gVP1!4p(Fqscdz%`#^T*xPNYKEJx#;w??X+Qt*6Q*neLgkH+ zgd=pG*PsG6eR+c_CF~pVnj$FaNv~T6gH(kmn3PM=t!{eDTU5YTzQT-8h((;r`BIcV z^`R<8_M=V9oEXK>^v^N5x`Y&0g}GUo206fiVzCO)1p$unAOK8A&@2_5rz%<|BQPJndgGoi^xKn)`q{OAV@O?W~NGB1;yVoEcv zcOgc}X+D60(|~evNf44{liKX&z0lS|frWBn?{vy2i&IKdUIvx1l%+qV=s4Iwjz|Di zPRUH;O4+P3Ne5sIE_KOEi84fIRU+WCC}O%`Zqz%^IEOwm7$0NiXHLsJ$x7N2%@Uqd zr8YrEOX)R?OYnmq!+!Fj&$Fzp=bJD-#Zb*bsKEPIKXs33BdzDM+|#Xzeu82{}PGf_n?ZBYv)+UlxuTLthGgY^Me9r!m= zLckGvfLq;87<9a~@P#p&RxYu%Q4Tz*xqt$@Hepb>SNn(r)Af@S>j|(g{p*YWil6Gv zc!a{J20z}BUEWRCCgH6}4sqhh;ML2ry*r^-40&R`16l_`s7r2(R`Xa4%(+_@7;~5lg$TR9ZQ4H^y&)C`U zpAmSvwQO*Ma6K-0Jc1GzzxWt1cJxSP;%G^~_|STyF(8p4jCWucUE591MIa@gbancW zoRpVJ-3dr1m%7P_RJEz&3zlKrSO0KTzH*mw-DUrxwyR|3Rj(nV)vdmHHeUr9uyeE< zUG*ah!pO6o7gFblj!DN-D6;ATRg_MbcIJ`L802cug==ZYo)8?=7O;L3#1dYMkSJzcQFVF58gTYQVd4 zt>O@j9K;vvwLEG$Z_>PgnA5x?S0ms9_(jY4(|M-uLtSxm0@BkU;B&d+|t|cW(tO2=@0c-Dq zAaM7lM!5(s)KFs9>>&ejXYD)?cmT^kqN@$%kZV9thD0#o5Tyh^D+N_B*Bl{66d(ee zVcBdjetM7wePagc2M4$61FA~QP|k^n?Kj*{G@PRYgn=70aTqpHA-<#uK@rcM@CkXV zOu~d4t}r9wqpr$C3!&x}7jO$V=nK2B77wigDT2Hz=nSi=re5kO7;O#(#OeYh4tpmU zg)teGF$4!i5C8Ft5Bspo9KjJjBM|LD8IFJn(l3?74-vO$8><^6>4F%p0PHsBuU@gCTL9p2#{%V8h)(Hp#h8UQjN1#%z(vU3Y3ZW(RT4x2FD#l>%4KuB<-eDMQ zZzZKJ#>No$Zto^NQzqZ=Get8%oUzuR(I>TR8mn;x{J|caK^Zo{!3?Y_l`=d#L+U_#9^3rE0A{8w{A}vxd zyF;0Z<}efU&=#{I_k__TlhQKn#t!Q;-R1T&=p{!pK8q2?Y62OJ(WNXUg!I#=plc?D zQH1=cG*9p}QPav)69NJUL@fhnMeDIepVOLXiXEnN!p?#7sMDl7L5Ix84-(CR>Cyn;l(*do{C{hwAo>V?*3_h_mP==xd1(YWV6g8)j6F#E_ zyH5dx@(c=q*CLcwR4Z2ukCn{P2hxlw<+LiZk{wx2HlWfmI+Pdyl^2MC7YMab0X0w$ zHBkXoL_yR<9aR|Sav!C0MtMm(ZuBCyK}S1+M}c%qeza4AG$YRhKg#9Yc5mzYZO)q1 zN!=6b9%?&R=FJTyjRWaTEz@ZY?kKVZ}~ELmXQP{Z31&sLD@+jU5>gIB;ng3N>8CHCz?7TorW~%#|2Glu|bjT5Pm{ z_R>puR31XFM+Ng!K@}oHb*_M-0v}~arEUukEgAfc8#a?l(KAUEHdd!jGdXkisO~T; zEqHirG=B{0NNkXxoM;Cjqc^#6 zek#WYHk3KObzFJ2XMI*s4|QA*_0HIJXC`&Ge1?DuVqWvLX$_Mwzw;;>Wi1->YCcV1 zV-fl1J7M48|Hexd~V#82k(biprQDe8%KRDK@JoaM`)BxUqTmRdj0AkRp zuCitChc<7JD-XxmjKgo+XO-L!aEW7Qe|B*hcTmL@P;+kPigt1j0wN58X`ME6tI&3| zrCm;NkS?}ubK-5M3g;#h%_A?GZ0Tkc^KEP&V^I7?}NZ!;RT5EA)D{}}}a_}bsa<)ebAOpaaaltoy zf%e&I4k31qap{%7E7phIfJ~Sb{mh2afdsfHTZ6^m!#iTK^@3S}n&~XM|;A zsWe!Q9WMcKYpVdhSA1cZXCW8=F36pzjpc4IYx=g@(D1A-|yjU!li zFPLMxvM~&x`}Ed>T~;<=HbY6cHum;q+Q1(4^m=Ur=3Y343HeZ&kcK4}hwZFeK2ILD zL5LxFFl|Q**CHSC0Upi)&y)^oQ3u_a$#~wuibc5#bMI@#)_|eZb@Ag#Q+bR>xmHQY zjBNvr)wq^}w~Zs?9piX5>DWgmG^@IGRs{DqXf}$J&5v35NB;zwki*w;2{lneQS%g; zIX8L`h!jQWa5;Tf+Z>42atco{S*wT0~wbh8it9%8;++O zl7SkGu;w7w38y)LaI}Xp;vCwyqW}}6fixx10Us>+VE^#fJCtdOgQ=zO;ia1)rbQxt zlZ$h^)0hVMrwu!ScRI0s+9-m0HmHmfh`N?J!Ke}Omy>#OWCP9eHbrDMM?m;+wl{Ic z3ahianWb3H_<W!fcqV%UXcuL0T#ziN&O?-I|Sx7#YM39=I8kn zFts5WRtTouT1deSG4J}Yp}Qj$d%Clj7k5%vAv?0uc(O6LHW50hEjuzQ^q}*&j^Rh4 zc>{36`$vedw8eKA%7Gr4lPuG+95V5>Ew5;G_;Y-C06AJba67j*Dm>7^xAh?(G8wn~ z+OLP(=s@+jX-XTE8>Ew|xLdD@H}Z9(d&4>Wi~p@ONspqjW#h56d%G!{1|jsaZDZu5 zSL6&DN<^D+s9G|FGu1KhirXAM%z;T_VjEcd}4y)1##P*l zmU>#7+IzV~6i`{5q)FWTyFmySGu=3%4l zPaD>vUbo}PxwF8f9Kja|7V}jY$^pl=oWZfV!oOUcJGGocBDynNRLLBVj{CYhHoMoH zjZd5g^PG-t&?)(+ya`XLlkEqS`Jnu~0RLbZ7nFV316`}jb;pw-_|lNkEjp2RX}@^} z9-?Du<3po7qI9}M(}77Iq>$P6%t-hHZS6!u;+F`q* zH9p!Vs@n`=wksm^NZx>KUYN>VAOC>(?XgAE{_W&*yXNVB@AtLmPvYl!BHpe(N=V^O;?I6LlC49lvc3ku|>2%j)Ap zzDfcd+blO(#AIj!tyA%SBtFWL^I^(YpYO?pVE=9J^F`OTUK6U!ve)9=?Rh zCE~x)N-t+WB*MK~=6`|iUlnct_B}oLiH7$9g4?u#1PdBGh%lkTg$x@yd$^RB0IEgZ)%9SipRtUl=rp%c%YufYyp{359JbU{5snZ$I zp+t)sJxa9A2B1v*F^x_t{5 z7q7W=>)Nd=%wE5}<;o?a1{mC;`Gv0={u;j^kGr82&DS5E$)wk@?gBPs0 z{MY(ldsl#W<+WEo{Qn%t&pis>!wx%rl_QKWfN{eOHI^0TScb$rLl`j^erOqH+lV+# zXswloVv4PumYQfSu9)0J=Wqj$JT~Sd4{kB;n4E9G@d#v)LJmn}kqS{$Qg_l-$0SXx zTxVaDKZPe{l~!)o-cKKN6_ztoT{)Ie*>UBScVcEoKuhPH@ydU0zR8wc0?x_HFy*{s zk3IJwcwm8k?v-br@4WM1GJgqE;V^?ime_`kodaT|A&w}SYAAlTjf$hOxT&R`a%Ln# zu~8^bjpyK|W2mZ5l#D+=t_o|cvd#)ClFwzgWRto+nG=}4qIBl3!kRghJ^oCU-mq0U zvlLic#pjfI!T+i!Ra6BO&?cPP{wF7$cM(I(Fx(&-p)kojIB1}MuFL0w4ff^DxYQuZ z&0wu@C~3aKAW=bey|kNt+#c7 z3$CI`hpVWf+cZ6lFy44mPJ;{bx$d8V_9YBqkwuEHWcYqf<2LeCmLjHw4Xi1`Z7-B? zZU8rQB0&s0d^e;LZ_IbA{O}EU;DS@!v39wFTph13OBwUxj_=gCdCs7Rz<7_toa|9E zyG(87+W%GS`L$i3^>gV#!(vKXMt_SmF}#3Fm+P;)j`ZwJmuv31eGQ6dp6v3o4>yo` zSXtO%W9T(xl!_>sijz6~8QaoJpAd|4&u#stnND*K#13-aU+% z;kbT`c;X^o-rcnH->;GnS?2Gh=UZNaKcCd6D9`H3C7zO|DmAVupj(OPcy_usL9l46 zn@j6tSHam`5NS~BV1%evwR`Nt8==XN2^X^=etl>(D-_uDUid=RtY$aa6Afx+gg5Y= zLpbAOpKG*XzJ2&`h(s(RMcjv-!^N*AtWaD4vqQNjN)Z9U(%)2?r4lYpF(@*F)>eKs zK>z4~E`cgpKmmHdvq+TAXKPvG1TzT7IL=9S92`v4LNkpM>Jc%t$=8Ko2*|m)Es%md z$fjWQDQ)0z8{Z3G+!m4;iS*Ej1_NS0gh#aeiB5pyx_?Ii;*@ zf$-rRDw*|@&5g`{MRI z(|o23I|@S+ohVa`)S))dVa-V<1f1y{jy9-4PIk0(rZk<{I>FLTcRI<5{5%RQdulSN zOm2S$O-WM#2-L=H?gNXn*-@$m6ap+D1D#N)RnwR{hdwl-Ts_(_*l`bg7|KFoizEse z(?^n8Mxz^z9!OKugQ45CsY?M;%@*hfFgQPadK)<`$a zN=|hu6Ll!A<|9=jq!}V4u>X7`iD41D z*z9VzeMvH05I_mp$nw;(K-s`%$(x;3p3-Jy)Ja#E3e;c~kY@B7EmXdAlme)BmueIm zYhCNwYkc({S<{-J2*tI*z+<-?-7Q;#+sw`!x43B|SaVs3nUhW!V9%u(bvK5j>lWn0 zbla|pPdt#uTII3fl`MLP^3xZ0N4;vQtUjX^-=!=yfFB^L%J7Sn0;rK^RoyQeSqn@6 zLzEm$GZ(sgr~A2Q~ZI{p6+1}p`GHi+MANnRt2G3=>J(&D^cXs_BSnB zRq~Q8n6wT;O=?rKnu4gzjR$9W)TE9uA(x9o=z*ESBYrMRRrP9x3>G=mP{x6%0q0!n zIwEpL3Y~RoXFWsC$HF#>6@7q3o}4#}{^;qmj1|x=E?d!7L8uI1(TQwpd)twAV~6QIha0_;GIvG{)-sppD$NcDDb@%%GjE<->s#-7-~>lV zuaEM{CMta43~zYDfkDb*vt-#4X9 zgBvB`4zIe^Spo5QR@~wu-+H2NS(H3i4#!fQZ?q^b+R9RUEF{17$xrTWpuK73EYILI zFj#Kd$s=Gm?|a|3Tp38=HDCAsxh^?)4gnz9o{2B2xSuOS0qdJ@JWlj7u4wwPU9M8HhwDAkFPc;QsBV7&2SHo#eWE z>l$)2H#olG_vHJ1-NK{L;5S*vVcNP`1?U)ff8f^$erzvqSqx=sx$5-aXtQIRAISCwv0348sHt%7=hBr%^kH zWgRt0&_{g{=zYB5Bjwmo$ zWmt~^l!j9BdOXotzOp$p2s!E~EUVN{E@>49aF6GLMIFAM8D`MA5Dmi~) zCzDc=KroqTt>_&GU~M+3ivS2TL#UGxL}@0T-i;p0iaj8&tNr-W=lfXz9-NKu4at(#*;>LV7eNV}#yOmkvWy0*pb+SDa`lK3NEkun zp!P;#$jMf#QJ7@Ln2u>?mH9&`vW?#vo>$44SZ99bd7dZHnp4Dnj{}D8?fxLb;$HvP@4ZrOTI`%_yO7 z6`dVrq0s`PrlU8Kgrxq)0X=sX$-} z6!=;t#j1PAdZ<14Gm$W4ro*h-;;heFX#zSI&+s~ku_42=7~ATx9}BXC*BMCit>OA2 zKsT=3nv|8IviR1ZVfqjS1EQY#T<&@?jgb-Xs+saiuRU9y_A00J=^ZWlN_5IuF^Uv> z%97e4v{nIjL?N*1QU3rZfC&m~s6SX$+xD;v6|vevG>mGb=dh%a@ioB7A!j=oP8zan z%eGI-4asm_!j(1@TA|a~vV+O4(79pCNoE+6AsC^v(2=G->$5n6Ge)pR(X>G(166CaSL=V;W@JX@wQ|uGx%p6`fDF9w4UU4HW6L2)nmpS;JWblR zu`9dA__lGYfDCE3GQW25x5)4vxGaZhI^g{OEQXEPrACaE%C2q zc_oNTP}Z9gk=q?p8wr`KxxCl8s-+fnDY_2z3RUx48jHG(;UTSqwr8stusgf+OTUxq z8;A9G7P&&wL;tSFIjX$dyC~~Sdkeg#3Tup!v#dIz$XmFc$(5CB6r%ZJ{Mw#O0Z`Fv zAJ~g$lUo(%Xdfh3dp_#DKe~I6W(wUFzWc>3NCpbBMGeOUzhv7eWqVO=g|_vJ!#PYD z0f)cF>ANW#bOcO&P>EattiKKjrUhK4=~KL5F}MsItIE5)!wNH)g=~7Jz08(+ttW>g z6Sd&M!A?uXML}{qIKs)=gV~nCDg1jXhYQz0ApM{x<)A1UTcDAOA;`3(kgB$R)Wx`gsk=%H$%S-Lv*sF2oE1+D#cgU0Qp}Ya+-J^cR(~AG z#VordLCE|-LPoi6#fh$Q70J;&w}14^d1M)m!5fxr6_}jKYr4q}{J?*j$}$GM`UD?v zcsW^oy<^N1U%b6Ls0fPSy}F3PvYc9I0S&)5v1swetG;4#s}k*a5~WO%DGjJh ztJe5e7LQQVcOB2WSkF7HP`$7%#79gQ6gA{z4}LK(l9AL+t=Pew$5!pw#yHi%^Vo+h z&C`{t5Sr1?w9#A!*2X*5nq1bWm;exLr|8GH{_wBoOkYpr&Oi3j7&q6mR~C4U*YvE$ z|Hs!5>n64wJ3;+Ab`oU?!XOUf4TwSw>bB5}&Dd!hzl}ZF&#ipc$Pe#O)zGc2UusBM zT|F*q#8{0Yo$bU_U=5$Grq(dhB#ja|`pM&L+Uhtn73>{dj2%rI*Wayo$ zZQF0xZGdQGdkrVN-P;$WL3R>WYL+#Df?$48F4O=TW);KAjZBbg-4}jy(yb5Gjp1$U z-CXV6Dgxe@EZ(0z-oRkqp?!*CC&B2AialX=&=Mb)K;s9r6(4}(zDmaP9or!{Ecfjb zuSp2{UDHIK(`oGAeTd|p8)=c|CdCjt1>QQQ`wXuj)KarM>hdRiBHRoDFA@?VVn-2Vx^(2Ht8 z;CA8L1+Hnr5H*|@LJFeb1$JP4@fY*LU}dh*Y|iT+BHi9VR=qCl70umQ3g;uf&Ejq6 z%g*f0?(BH(=bB}-$EM@aZmXmmS}BPVitYnjapZgttss1`~6x4$K>bbK!y;EQa;x6S-TVW32d5q9ZeL}(V_B2@3HQFS64t#K$h@@%ro?@A2pD=TuVK)*c?GnK^lC6pBvnhaT=Nf9T|{=+)lZ z^?efRUO!+W0P&3JL@vU~`sw|rZEy+8xV=Vb0p%5hciuur|E_7TKL0h|09LZzCkrkp z5Yo$uz1S9R@z?*$E`_tmqKA&vpMJ`jCW6@qJ z@9l%$@`YaG_5kyW-X%UD-!G%y-chXZzUc|8_(IS4^j@3%euz@OL9cK-5u!WkqRW1A zAnd@)4zKHtqPkf-HzxRe-NRXgFCLbhzKv2=*MT{9WBJkm3<42GoD+-Wth|ozwiWEI!`KZ!M zm@#F}q)D^W&6}ol>Vy@E*H559g$^ZJ)aXxQNtF^C%9PjAq|cVVdNpjAuw>=z_2YN1 zoG@+LwvByO*6dldY1OV}i*{Suv2o?jrCZnTUA%eq?&aIp?_a=nwQ=KC&ELMji4`wq z+}QDB$dM&ajvUrYnB*qzx?@Eju`f=P2+?71hS3*3hseD12LIY34-h9n@(>{KDHT;}S=0P^ zn=d={(%ESzuA}kg&qoT?DN*}Q?OVO7wcmex%K1u|VcIhAz_sE+kS)2~n(P_MB9u_V z!Va78LJTw1a6=9|lq?y|io@tL(@HdPG}J^?aYc||JFX&USd?)_*FM-SAxL8EY&Rx; zqmf4JlJlrG=4=$`Iq8x_h&q9o)A2`(y361X@W5M%JeSbZa?48CGsQifuz`<0GRv$l zzxkND52&Sv$!e?rxVncOZ-gOGEV35V^DMsh)YC&i15K<#!~`|;P(%||6i^U1W0AxY zBP}gOC@XF4x8#(==tWCAol&5K1cFhu-7fLbQ~%;z?36j@kW@0d=Ps#kqS_L;h=2m7 ztTLrXR?3n~U}std%$>v>6PGc~RF=#&jamvRHi?mnKX1ypho3kB46qz-hSA1Pa2o$HUV0a8R7OZ8)z=zIQS~i)_8900H>;oSTt5{gcU+>;t#@g?xbddlcbJxXYO1Ra?A}K~+gIOyEwA6p62Jo&924|h`c>td zDlr9{Vqm8EambHq7FwK%;m;~z%6aG7Z2K|jop%Hrkg#F6F*>bjra>#Jq+54gEvplC zdaH6`xBYh9m&SUJ}!P^fU6Zqqo-=v1ZbRHi2JJNXK@f&;L%UN^?|fI9Z~!kg z*~`ral4HEq$c=@TN|yE(2L0(VO8=9WHu9BW!bL?Wb^$YS8GaSdWzV;JZIhZOaZL?!An zoN~OSJwO*a(akbwps)&6dtU| zI|^f+Vi|_H%91+Osm?&JcxPD`6wk8ID>DeBMnB#9Rz?1kIG+iJKvAedjcx>?sgh`3 zTT?@bvgUcDvZ329O1Hc!)KUk)l??QtheD{tS1qCJ;a&ni_l1HHjJOIF1;oH_PBnbu zWFk4sM<=Hav!_;BrvEZuVNIfr5vlZ9MpF5s&1!Yio4Ax?0+lF52YO?j!=MIn)!Egq z#wEFCWiHX=RTgTLgRO9-Zgp=b*WA$6uB0KTUoGN7XTWepgY|B0JXu)Vs4^owDw~k{ zs=d61l0^mZ0Vu+wh?FFvvXp&^Wn&@<0FzXUSq#NDr~(SYI8}l-IsCwlzzNvpO7T5cFsQDbg32fCVymZ~x}?Sh?}TBgR?K7xkI zhVe7oqJCISisnUG(6}Ep<}q`k!!ytHTv`U2^Tq4j>Sf$%V^E)UFN3VhGpNzyeQ*Op zLS}WV5k=(N82QN7NU}lqN~116`67TF9+fRZQG;dKHR{dY5V@mQ<8_A)ib#ZbdSzy4 zL%Y9^_(dfo(F<5)Tid+ApL~?!Q*hJSDhc+66rmbbU5*yQEp~BEsdza;Pfl4tb=Faz zRg@5)k*T-khMlTaZU!@O#p|}J=&-6)J0-V|2SS=yL+uu``en!V5Z}05&1!gEe1sv& zS_(b>asQBqT;zDI5)5cQu=W zCNn~Po7}u}o-dtsaspRC+N7d3kel3$Bkkc3=ljC_XtWOUgB=#vIFR#R_zS_>Hgp|% z;~OsyN(v9W;`Nt~iumLx(}>u+M(@{RmShxmtgzo zMpt_6;d6W3hmk({P9s&U!u184R>e%zv**}7VQs=&eTXg!y+Q2ZLYJNQiB^i&6E5|q zg8!EIqOEDWvnpxidUfxjHkaO4-MYZDqd>$!eEZ!G8O7Iz@s6ke$01)(AIW6?dP zD~hH|mS*y)eVa5&t29fyI;mo!eR!kO;ySOp9NuF-Z_78Fp`4`ZFf+OwD!L=KQ^DfH zv<4CoPTQ)X89xItKL|-HCRB?K>IZLl3mRjP_q#$Yq>K1-jR~NF`uoBZy1)EugV>Cr~F*aKhJ?+918t$x}RvKW=gbhdo8cyI)Dqf;VZsuxut!$DTAXs3#$sM7z*b*s`!w%v(pcx z3b7f)t?VPGfn%|P6A&PLH-%dr3sOS#qqr$#t}N6iu{b>U+rrl9LNNS7F>EgaBpcG3 zq0I9Xn+u8HkTNebz}9HSxv@r(a3M@GfQ=AkSx)NI|aFermLzCTm7FBGPdpncr z+sAD(I3esU(o&!(8c5+vxXZDNu9Au;)J3yU27l-W)A7Y$biX}nNtb*{nE#B)J&FrH z5)@)&4P!h;`b$PETSmj8!@2Rlf5AqWQ$U@Q5o|Q9Eh8cXFaSH$2yo0pa-2#(G_z4y z1$Jad3w+1?Il8W_N3cx9{ox<6?4N3yvl#?FDT2Y_dob?nz6m=xTbwi4I>n@_oK#$s z`(VX`+()M>hqctcSbU<-@xElRlj16|w-`w!G)aD_!gEB-KpvK^|%N};@(OUjH$03kUQZ^Q@!=ng;d zIjRg!K4ghe_=T+83EBW(K%l>SM-7a}tz6Eqq(?+7%d!lLq1v!-le63EEQ|kCLEh@E zCW5<-M6ExYLDs54hm1%>Lo}&)$W_$GsM8tUayx*`x)%hlKYOd%) zTtYxuwYTa_1HDXYNCr!EDj;l72YpZoWjlkLPzt5co4Qa8%}@>9&~~d(4>dS%079;d zP!a_~W#G6K=|XX^KXGVL7k$we4Y?LA%^$fWGh`v#Odj578`tCv0=TlvTaBm0HK1fh z*BAigKuwLnl??C$lt2m9I|!YGGWiX1{K7#ASs{$Itv}P}tOAh}RR#$)xN4{d4)wPz_a49o5e9haklb6=hKvUDXx^ zITxi-7BRUXqD|^Kn^2jXXatGiC{ln?(i&Y#PD;Sn@Kudqr3?UsCrwr<70%%_&aC88 zXpPn`_0mEVQ){Ir6TB^L+D?DeLO;lk`YP6W&Aj-lz z)fORED9KT;f!Whr4OZHMlu%Zp)x&ah)@OA`X`Duy*6O@gsXerOgF2>C%YZ{S zY#B_#EX)Zz%;a0Dh=e}#v{Ul*EEFRrIOXi}X`9CCrm@(Xme>wYh-FBUDfa zwa^UR)RBF=jMODwx}{9Z)Pej^f?QC>ZCpznSjxmBgeBN@Qc%W?NlVmMYJf=+6|N91 z(L1Wl2t83pNl_|LS=41!SjCOW<5l6|Stt=o>Y>$-D3#h6Qcr>19o<07yKnMZ0rAX!MT;m@KV3u`!mA4dJwoiwP~qECJ`G%q%~Zvu)Jcud%-vj> zq)EA$Ny(fb2KF?6LQxet+0>n2o*W)B#H5s~2--auTm2*+(ndGrUDp+n4W1zxnjYNj z-H#xdNElwC-NPr9tV}T8<1B_OU0xh++S!9%F`8ZmA0ZrAAUtLeGQ+~HJJaE5t*$d0+7Rv=uHHmD4ewj-2In9 zwira#D-3pxT**UaEd&>SVf#5wt-RqJ4rMLYq&(uZzO;+9AO?v(RB^cr%Sb0qTO$E!BhV2zgl4e| zwWH8or*sNNJdvmJv)jcyox1HK#}*`%zGIdyj%XXQX_8=Cj-tBzGQsm_4=H+VPKE!)m#IHW? zvb8?o`|C92TDC@ru5CB1k~FXwi;(}EmU8Hadq5h?Sf{nSBQi z23i5w0@~h{2(N9FP#m1N@SMA#319QsCIt1saGYQd4c~A& z*UIH}-e?tZfBx#}EOA3yifjLHv~*=Z_ER4cQ|`qD%)c&c(K^Y5))rXy8PJit&4jTs zCa!K#F6$mKqv_9g8dM}t^7X!JC7%!`4+;6sZ&hFQb=Yr_2rrw?;7EQs-WcujQgF^2 z4!9{f0H2{DvYsMpXU-6rs8n+{XLC2VA2`1WE3I>9PudUPN_d zCpcO3?risqHB9ssTLcNKe}DR-F?bI-b&yE)hHv9Y4cqArf#1%$^kcDDx)KbYaf!SG>``?#-r`V$_P=@~y2KPL{ZdoG*%i8Zm{0 zdRHIMpML|P`H~L(#mEeV7m?C8eN{(&fIuK{Ai;tL4}K;l6x%azD!a?g78|n6tOppciY?Hf$U7ZNm;f ziyj!dbi~rHW6!RAJNNG1zk?5-y*c^v=Fg)~uYNuI_U_-Sr>1N{OM?@rXj`X$KmY#z z`D;T>6cE%`pn(StSbPHo8~BMddv9H$sD+%0-tqk)Mh9&?dWdfhgaV(J}v+rhW#c<4!YX>;0j zT55aTC{w_M_qFq%tFNvT;D962T5CZcG1$<97BTUGt-n6>frtynRH8v10$ZSh$v$N4 zK*AbGfK4sBNNtQT>NHAHHyYK+Dm#K3E>b{}yA>>^7@4lR>!z!uyYHqorM!1ZIWL^9 zh1r;w_i*VaZku&h=a}`{3tO3o2~*9QZoX+|oMiH{%yd=GMkr_1+?Jc4Tk;v4aO@Dr z&1Z-Xqug@Ko%f7$k7gR`q%Ff7v&^4%%3aEqnwqnzsH%z}tFXRmjye3bBOrmyB3=LB zi3;tCQPNKzv}{amz;w_hPD9<1)L9p_!O{Y4%~AmZY;gy+Kw+Ddv21jn%!(nnG z=4W`81G2~c_PH^jfevb%z|K84v+J*uIx6h5)9k6s>czg^?YQsWoP0eW`13kK6JNaX z#rIeAtXwlcQP>7Kc#(t6bNx|?8&ZTd^$vZseN0sw^gK#q^P#r+X#-NrBSpDg$uHZ= z9e-1G(@&LHR_&d?{_OglWZ+F^&Mx>`jAPgV9NzfLaGePg!2&2aVMvA@4RrtDn*{S3 z3qH&>tQ&^NJY%sdoo-_sr%Yts36( zdU(A3w4)u%^Bxgzg*}2atye|-6@wT=wUs15AsxEJ5*PBdr#TBDZP-A81mJ)_oG*-e z7{&V9wypNbFOBo7U){c9xBbB}j%DfJyPSlJ|J^Gwo&lkjNcb@@F)&UJ3?Kyg0gnj^ zPLKj@Q(@?p!8t*4HlWiCaB#yX5mx4O03(i}5Y<5jQfeC45#=jX2E$XL@;f#xRSkWY zsvNe%hqCP9I+S;`Di$#!x#Ca~aS1F2y`&ApY6!A?X%HU_Gi%5^;xYf3$&nNZ010%s z12wBz&GWIX66`bM8M~#%Z^n&{_VbE3gCxgu7Kx62vtzvONEl?W<`u6{Oab{-I?O0g zU}G92KmC#n$#4Ua_Ij8j8M&8+2@)~OSg64UM>y1cupEX1lnD7WnSGQHWZo!;H$>LC zV02`26^mrv9oYv}k2w2uG z5puPk0(Gcd%c4TAxDjb(V4Bo4pEY5mi1n4RZL4UX8Mz70ua2vJmG>(H@Kl{p;fAZrT{hZt)4SN4j&GFSug~1nMAn7?n z;c26Ky2n2DaY;;Sa+8EAlt)3T4VI=fw4$BaN?#hhEwpN;vjk#0x^UB^a?KeV=p}4} zI+6`_PgmN5t@wVm%!h0snI{=r*`{jE<4#o%SIq=hx60M$q7ht50jpHVYF%;}32$d@ zS6b=9PA0+CF36DQJVC)hJ>4^tnh}^hkpb86>IJ@jbzn05!H@Y;DY1TOnB*3_*vVxO za;>3L#cD&>5F)NOyx|8%fpbFQ9LhK~8!d$^97FS%)<6?L?KN)V?)&mUB5ac-H#)Q11`RwD%n03G0fTx-I?$Y#4L zR-xyU>$T)SceD8K*(0N#v8 z#DuH)!yeP?^@nWSHQ_3xn6SlhvBBrOmIxrKcTh5tlRWJuv#%)I`~{S|-Bqqqca2yc zH~#L|WiD^o%X0LtTLE|%Sm1@-izM$b>Y3ht2nzp@f40k=_3Uo}mczb*+xNenRA|B; zl+mwf=pza2!989HOB(ajf-f2zFL9Kkh%yu;(<5qAgM4PFu8*o;ZE};xn$@(nH34w# zgMRFR*dR)xf>2ThH_1kZgHE>THg0=6>QjC$ zILU2wvZ{N3Y=K31|Hf|t%C&HH9pPiZL=4ePsY!Xx%i0U>uz=sg?Q++PA|+QQyCdcm zpy-D;kO9xWV317PU^J)mbteNuX41Z?bY=y`nM`lIP8)1Z$SYr|k+-DeC*QouS56=T zC?En^iuuhA)KgwT#F?ec;=RFnv z=!Y<}pI`q%j7$#yOfn3dv58aMq8=L#CynD-<(P-ckecOL80N8r=5byEewgRsngP&) zJ(L6KtzJs}n)Lh>&`lsp*j_^5-au5uj@1_JDUGwSp6WToiaEfMRT~_{0U zVbu$QoBUu!RNSCbEZ+`lm%5deSGZfdAqm%U-5rgWquGXCF_@e+PM~RD+wDd7d0+V% z+%UXDKa3w0Y9Yf3RGhp*F8IR+uwVZuxF6sdTA)>s{5e#kIa*^t+GHJ2^yo1~n*0I-bmDmB%#L&L4_LAfm(|5~8b(SUebF1o#6e6hJlXf$LQw z^w8E!+?WXlWQLI7Lx>K;SB1bHwLX6E1_@1>Dk{r(Azc?OoBtzt_V{*XbslAfVY{9D4 zVT}TV_Le}$~^!C#Mngy+iU5iKnx_1wdX-Z zq(eL;0sv-Zb+_`{6lCw=ZGi4>+n{HGeIL4X$M`Y3{d9%w2m zXo5CqI6dftq8l{ef@i+PSg1mxW@v`W6Kb-9R{COVF5GO6C~e|qnYE~2*okVeXr?wJ zj1H%ais3NWXpZ_>bLQ8cwmhheG7(L=4>6an~Se7dK44%?WyMVLC)Z)>bEKV1L$LwIW0`-9eoy z<|Ytmo}#Os?rHHwW}i-1H!TH&QdgipC^V$xx~Kwqwb^aFS>il~q`pEZB59l<$_6Ydu`T4SNDYN2%;kh-B{C0-ofo9WPD z9gfUrgvq5iPCU-XsvK*wDl4-V#EQjd5`F1Hw5dam#3UMsw7t5NW2jbvN9_Nk7zO}J5ol_8(l(yLVv>Sqec!0Ib{>4q<| z<}17=5vrTP#>I(ZDo+Ms!JtJ;PR1)dEW{F}#7?ZJ@9!Xm858aaJ6DF)*+-3mr?LGKyryef(3GN0+Dy`iL;tXBF<%3_+Kco65F7FvF;%GoTmCXvr2tUOI`s41I5Wb7J9 z&(1^vH~^i3Fx2V+ArQjU<|!)pZVDf$Ha#W_b8Yb|@1L&Gye=O$^umx-ufQ%UYN|hWth7$Z?53^;w}c4h$|lYp>`HKb2rWZY zWC(+>9-v|)nD8p7@FH`h3(uen!|*DC)4Tqu)!A!kx=~oDf`)nn_A1z2fhZYv?+`<8 zX6ny{7V#3Ra&8t(<@^RQK(QBt--|+{7+yjfB;_2mf-B^rECU+H7SxV5?#JR?8MC3I z%~hn8Yyexv&TfRNjaW2G^E6X)c{VUXmfq=2>x9Ubwf=ERv;hP!#8L5>1bfXlNAO0B z%^8HS8JK|@j4%oFE}k-SJu`A7f20f_UpZAMSJ=-FDr%!Xh8*(4YPM#ELNEVWn3E|- zXqd@`k)ZNftTGd`9m2|2AxRJv->omt7pV4w7Kb4K@PRilLKky1enlm6CaxJK7UVnw zX~49qLM7on)ESpUHQ0kQYXme?b5Hy9J<2gb;4HB{Fs+cO_h^WZvF>gG6`7WZP9Mlo z3xpT3a|okBAQS=#%d-jFb62M@K7%zSi;M9cZ@k7Z@>NAA^s`oUh4n&4_TB?H48x*& zFS|?yDNE=NHeV`F^!Vl^eAO+QNX9qx1uLJl1BF5^@Ix2O!5k<9E@uEcl=NZiSxP(S zO0zVo4%!$G&|)M*StjsLi#9a}b?JS;dya@57cCyw9-0=!6a}VBu(tmvx^}oa02){| zRwsg1Z}mKT^=~6+SQqbCiM7{yRkwt#R4hd=*f3kSH5m$n0o~JT%2OotAeX7jU1KIg z@Adcg^}&*_i53!J5942NG-V^UFYv)G=K>S-1N`oTFTfjm)Az?}ER^`DFo3p(o#klz z_lT7?QSZt&+X@FO69rR90<@}f9X{6a7E2rO{&6?$k~Z$l_lZ=!CuxkT?mb9Z-}RYX(jcMIcq zgBO{dZ+#;+^@ai!Cqr)tgDcE8l1sT|f3aojH?O5yfB*Mr2YCOBp*FBcbjD+(eh)f>NH?D#0XP5|Shza}0*7lgo-_NN z^ZD=kd9+8}@kW`H>Bui&LyuIi-n}(UvI96|DD`%Qbz_}L<~60G`w>qxyum`I^TR6J zZTTMd9oe`qxB~T}dcF@5m7@lhlbn{nx=(kxF;$>XHIM&+`&OcJ)#(Y3lpY|69Mytg8pSz{k2TeffbC(U=p_g0Jb% zB~!!)mC+8F5QxFo-@(Rf^&@b+$D6%}_c_)+^2o1!$%Az_ojim7LW?JNSlx9ffI=s8 zOq|WNjo18Ekh?gc8}mi_i|hR1&(U1Kn<~H^&j-D{BYosc{vav6Su%aollIdW(X8L) zQUN<{&o;9J@$Hja%zK{bwlIQK@YkyuatiN07!8ebwRgo^m9)AA1FNI=5sK{-{xlm}e#^vxjhK5*PZMRLgzW=xqg zY1XuP6K77Guz2?L`4ebRp+kulHF`8CE~QF&y<*qz9?zvyalxW`6>CZ=wsrd!Zd|!@>Bb$FtN{N4y?gog_4{}4ge~&u6*hbrapJ@B=5>Jp z7;+43dTvs1S*O&d35XPXHK zaDc{)9zer~6C#w!cyi^+6*YJMToEDY)2AD>ejR&u?bs!D_x}BRr(fwbf~;f;Q+iXd zT!tFPjvv31{mQXx8A)e;{rh+Jya}s60M|o`zyb|C@F-lGdWxL{yLu492&XzLtGX-% zOTr5^+>pZ#J-qO)ymI49Fv1i&5k<~v>7)mtwtMl+-b=$DPmqo@*0 z)*C4qllqBoA9lcTNkIPWyc18G>ckVlKK=X?CEm37X`W}W>~%xEL}rA#y_f{DG6gn>`Klj>^;lS(K8XQ8LS7^q4c&bVZfq&OrVv0Rjqe01Q2XbrRW{lQoV? zoR_Wc*`9qqNZOzg8mN--%oX=sQ${LjzLeyo6F{UtGM8$1t-d-Zp0JLWYXWh31>b(S z=~~f$%|07Kg9~Pu?Y7-s*x?yBmAF%iQ+5%vOGZw4wv~Zgm2ceq22A9@Ni*#=y-+q> zvcdZ*;N?343063oZN5C&oq7J5b7%?5PH2aSruLUn#I1-Umqg-rK6dQGuOg(AHcxh{ ztDc%%taabrPOaZ18+e|;-bd`B>IEL{s zLL{#!$35%;CveOu5&|lh?a)*a3f`_fx#QgiIryJ;u?r{z3Z8+$7N1vm4J$^;3JR6i z!lf{8ZPAnA3~4x)xXEa4);kgQW~IIM(WXd$bKDO%6GT|~LsmZo&8ujnJ|gmkeDc#v zZ!+))JzSAEg%H*ji?hG|^>0f6w9e2#N5%jS(2NJ+jsOj^kY99zA?caK>bMmj*M(vd z;kqCN6|zS^{t=KE?BF1GH^QTokRK=f(+Uk4C>K5wk_W5dBq{lp8?vZG_0Xg|IN3>0 zev*@#tOsFu7%Km~k!o*G9L*3_gCkY8(uo$s82VfZ7+bv(io5Df6RZe`nQ4)WTujce zyof9?`tLf-0w5dDSjNvalRMn`#YGx|36TiHO(}VxOVSgrgwQUK;S}dMlSW8$o>PRt zQy@R?p~yzQ^Cyv%rwc1tPkWN(k|PofK12yhe|oZ?oNNrJOo^GyBoUXW@t$iwcAJEv zhLwCN9QSG&8S*``4NUY4q_h^%ipcAQC>)JZ+5sDDP(~uHk;XJ82p?hAnZTZa2 zJ_GtsP>TO@lck)I4<9bkB5DC-Xq!I{vQ%tn`CQ&)dS)(Quv`YQSOpF4G zaYYF_q*dF*Sv!zXKbK79s3Uoy>(jG#Go0?lf zRJi{Y7EMI=a*0`b>;uca5n74(KEJq308P-t9i;owzFK#r#_8f0`KMhQgHa%e{jN(J z3)zLZM1dx8;5Aey3HLr^g5%sQP~-c@`aXGU>j6ar`y0G;0tl+d12DY`++_nJ*h31E z?euWC1%5gh&0#G^gmLo$vT7KJ7$z~CN4%MdW-Pfkf?q-xhvK_RS7um*adn%NKQCG- zOE*4dj=8Jj&B?T}L_S$T016(5MFL_|~q; zrPeo2ro4}9tU5rh7Wh;L4C~j9#Zk0QOAI@NYt`tQ*JzeUK7Ku$H!GV~$4(!{$EVTA z9Jf`h@wjK0jlPWT#bp_w!yQ}CpGE!zdPtV5Dpyc4mw*>$_8r~ZUru4uC*ke=kU}(JmR*+ z$J+5Raec7aGs6Bb$8ocp#6c$7boUI0_2OY->nQJ@5%DW)gyJRug5@m6_Tv8+Kl8tO z`$~vDDbBUa((BaX++(bCIZo?9)eY_Fp^r!f9kO)z;tr5c=N%~gu@8Xb*LPW$J)jsF zPlJO!EC(NZTN1u7vGc<0s6l($bDNL11KZ9XMy1|a#LB=kzhoNU%bkUo8@@BHM)do^ z%3FSimt%X2j0b6S9bZz&*NpNu?ruvTF$#3^ygiqW4?pT--tbCV^!W#m>G>aO)$4@y z_Tm3xV)hD<_HHkd#Nx{^MC@Xy_uMAo1;f139DQ^ddGw z#RKY)seXxQ3tM%d>A<`5SfNBZ<4R%T=au8$7O${7kE09Y^&;UEw9&>6Gs z4`&b%12O%i;}A0;fO?P}Iu8ijD-tD<62nniFwy@&Q6^v^6q^6=6U`CoKBy-C>l{b1 z>#8D!hJq`kBGwqN3mJwLJ;N1c5g^Y@lklMyjY|W2v2Q?w7ZDON2;lmtPjHfLLnH7TUgQxev|?XM5t1-PM9NGI>meWk608XF_!yF8N<$*4vKTS& z*&^~6IS`i$pa-r%BU>;JIkF>RE(Y<(x(ZDiMe=fTW@m5)73Q*~5CX{BZPOO(C1Fw~ z`_enCMbuCa32~AM3xy|pGAQ(fC|OIu+RnbG@}5jOWz@%S*W`cUR-(>8Cjm=J9c z4$&Z7VjCSOFNyP|K1Vnc%bAXoLf?yAE-^VXQ6`vk6JLQ)gdsZ9<@MCXI!koGl0rN2 z(O(J#ZNQT=#B)3?vpm(a`6_CmXtXmD=OO3L1iSxoM0n)x(B}Yrpd4a>MG3X?L{h(za)JRPCvW@VsLeG>TGIZ%+qNrwq zT-HsehGD*JCq#9}MDKL9?oma(Gb>zlGhj4E15zKR5=TDl2l1qlS%h;#b7S4pixS>jRtGbEe{dg4j~dOt%15R-Uy=HoaLDu z^d-^MR>x6InQV40XgNXRUgC64IkZmCi9mG1M5B->1&mL-!cQp!PyWT2tjUawPzezz&d94)Fg#Q`5CmVH5m7bv8#;Kmid|72yzg6C8ey zry`+Vhww`+k4*oSylz!skt|m)G`{Wy(?TIw>6A^|bXcS8ciK@Ne+N&6(mO%n3-u`s zp;b@`m0DNH86ed(Kh_s}1c^9f7=55KQ{`Jt1xM^E4wBS9(^Y2Il|NUkKVR^E;58(v zlvwmYIV_b#?CG_Z&?6Vj0RR}f9lhM>O!s7677wg5OyCFwj3Y! zVXgDZva)e?xc*u6(YR_V+g3GAlcBvrLjwa^Z3i4~uEj7l+5x=-&VLOt02LMOW!AC=`?dewvyA{uT6iDEQeuUs}`*wtBwuB4! zEKeB5MAf>07HA)V8K^{68R4|{p>oH!hMyKXoHmCy*Fkxhk!1&K0ZD=OK_85`6OeeE zdR29sn2<&kS$l_T1_XeuZnOgIDETFxtm2)(25ql6i?z6cIo6BE7y-fuqSSa%ug~v{ zS5gBfcva)>mRB$8>IBZ9mfBo`bot#ZMw zkQFVN$SsipR{%L7@Po2n<`< zmH!!_1NxuwA(ktcmW@r8{bG0{10pqeRu-CL;L2qJKuO-%4Dg_s0XLbIbeXNUncG$7 z+;ybf6{M)ySP0>d19>0PVSLHAo5RgI4mq63bezfArhoXHRRW3AMCpE5vy|9}-8l*2 zS>Ni}o{d_7sq?7wRJBxDFZh|Zuvnm{nyQVjZQb^u%_^b$B3qs9GtfA2lD9@5M*x1H zn9abLGc}_(`bep_qZ99=(eiK)cl?|bg|P@qsd*EcV|;rP)A%bAsKhy#qkLZ)2WR?U zBh*Z9+E&Ts73}{(r@<*}7b1y)TC;>Y^=^W`h&rB$LW-xjD4ZGrpnAcix~fmxl?(b~ zab#stW0wuOj8{Wt6N-Z$I@x@Kn2-6aGkUG#xUD($tz$E;WwY@->Z3~95>VlLSGDuD zIXb-8I0PZE40{j}dwmy~u|fB-{jEF*XpiO>vp3sKGn=#b%_lz_9#dJLAI6_iyQ)>Y zP#wC?w)!)=(!(GDtg+9Q`zFJ9MF5h-nAhN#(VDjld^OeDxA8N$%W}A3FjV(25jFvG z>D49f^-b8}8gj-sp!?9M8|SP$kr(1i&?vi)Y`cqr(~z!oeLB34a5>A{iT_tI;bp0d zwZ;oXw9Egjz1@4N;affBTiWPbFCZE)_P`z>;kSBu!_ex3Gy0+n9Lm>PgxPw*nYqE8 z`EZ4HI1quk9f+j|JMsh(XTIpA!<-~RoTi1aOR&4d-D|shVcv9=ep`Gn-4w=oCo%7& zSp9^a{Upcxna5At$2AkkNv^dcI0Q?>9=7tKh`cl<`tIoG48$PHE1kFf_R^EN${GC1 zK^jU+x*GuD5B@+^y`fv=HN;^ zRL1f7i9Kiv|6F5tJkSAp&>6DOmt4qYJA-c{4qxdt#2RE}rDg8UzfS--(t5Wo-O@3= zm`VS5)9Lu5`!H0w_YnXg)dBe=R3aVz0MUraR0-QHJzV|1xv;=F)@urCYduYYHR8{bnZJNA90^u1p_ zr{A{&;3Y!f$r<6ZHj@RDe-(a{IXS7h#^GrT;w4_$vv}Fl(Be}=Q4<<(?=HC@5|@-b z+SNzo^+Nl^K<-a|z*pYxSsr>hI_BS6x^foK0>KiR1QGbav?>c6Mx8j=l4gKD=%@c= z=wX`C42!#Bdg-IK=^H{AJQ3jIH|py=gI3q-I~!iMe!;rl>nGl-r?m~o-Ye;QaiVPm z(~9kFskRe`S6rhveq-+GUbpYw_gnrxXI8;u9=J^yuKWJxbAIRNZ%*)v1{Hrm8-LX` z{P7K$=qoSs(|6W~Q_Z>mI3+wNvZTqAC{wCjnNrUtOMn3V;Zv?3zkT5T=mexErq7>1gAxKnsHoASNR$66UCOj6 zAw^K5N}Wozs@1DfA8FnC2y4`?R=J8DOLlCfvt`q&)q1w=TD5KC%AHHMuHCtjg!R*R zx3Ay7fCKmKM7Xfw!-x|ru4}lh;>VC9OEyKhvgON|Gi%<=xwGfbphJrW4XZS)SD*?g zT+O<*!Ua7ZMj8h+ith@_8XH} zdN*E{(^bdimtZcpfiuVn$Amvjg!yF~8-(Wro5B$wfCFEow}u$*wdWpt@%5?Ed>7#- zD1R*F#~(-l>M;{dH?c#?A2Bf~X@d|xSd@bmW{MP4nr_a4WZy5o?6Aa|qU4uO&PJt_Q7&7Xm1;%{+?LWV z=Vi6ns!1(yXQr8Lch^d{0YbwuB!CWJc#$4@X0W@bpYUcR=)C_R5qbw4CE-ixNB`9# z6CVWLlvAXWN*Yrjl_ngaQ89JesZ158N z^X41VS#AI|>a97=`s)g*o}BC1Z3jDXV@mgCaZ(5HgGB#VXDz(e7FpCaMj+V-_PqD* zYiPb70r+pg{D9*igL7xEy-;{}pLgHjYxwt96(4T?#~hz;mR5@2!%yRew<`Jk^t+1r z{l033KV+ZxPh{v=8eQoI*t6R;ZFL4D2<;NcG-~B;INdS`16?yTF_DXR0XRXOhR4D5 z7|(de3)Fm;N5bcw#DpY?o+T7DAosQH4}Kt6!74?m?b(of-piqc!pFn%fu(#t)QYIo zw=u^Nu`GsbA3ul@Kl#<~iBO!;{&J73Zz{6Z;MM3T`zsfEMOuN0mHngFqf%OE+G)39IahPsi}|; z$Wb|S`hpi$y3LkSL?Y|?rk}$3wR@3MCjkGm$-sERNOt;ELGKJIgf8V1c^b7T_3WX= ze#ptd;WM8dYvn$-5(#hYBcLK`A}j6UN`!hfiVO{Fj)b*2hh_$%U8LwQ!+6n*c9b=1 ze5;$9$(nHy=Mrta=mUlG(Wnt10O(q&7s8;fmKs)%7y+S7<>SXd2BH>sFsC;Xg9gZsUESa`?!ZdQN_=@pzo`&jqO~-I?G`3$gF7PrCM`l zQ8c<$uB(9~aJ6*OGeR)07me#ip>s_KWI+sqg|1=K6TIPVO;3tlY#&J&2ut|k52|qA zfh?9!wCrwnk}}=%{doSzMF`;0sx>0!s^P*usXPx>@7XM)IWH zna*nwoA3i4&WRH`(4i!NAW3?6j9&KoxM59cFMK5_UsBPxlT5wmeIF4DW$c3;{mq!h zv^r%0Tlt9u&hoE5msa=N$A!W_dG%C&GyqP%( zkkbjSV1+(gp@V{rZlKjgVyq#y#fVlO90HLDa~`sKHooym@StM_VV1|3ZsdlS$ZEC6sQ-j(M7CO>=tFpU!uv_r0O>rFzw|u8XRuyyRIMJTQq-(XAQUxlZVs zNdjE3>8>>FX{XuZ#-^}w&4k=yu30?GF3vT7;Ad>7C)?}lcA(dV;%@+3nT2Yk91I(E~}C%tc&=U#~u9YG@{(X zuV`DvJUl!R@Aa?4oSXkLH;~xL=4%_$PMwes$HJ^RQ-(FV#y26GISdJa1NiJ`F<_g} zEKND!RgQ9Sw=3o{mub1%6NpXNm{B#>`Ofu&X?6PCkw6bB(KqiYqn8@#P&IYZ)3Wq^ z6ocSXzi(io9zU$RK1N&b(O547Buw=^G1GZzu!{&UQ_~pm=J*yIDtU| zB!=O8-ElL*w}Jn)QG7vjG|Ja}Avh4q6duhc9NNJhZDk$IM;zC50$GrKB{zfJ)_o_Z za@r(*<0pQHc77dUeiVUjc0dQ9ATn(udGH5+mS$cvB!BZpf9z#{_lJLc^C7Rmbg^Jx z`WJcus6JYiK3yesVJKh)g>{d?7!8Orz492u;0+PAYht&7W7mNcM>HTff)loOBdBr3 zk$kJsEp%2L8x|dM5&(SHXEHd0*d}5)Sa`$Jaw+yw#+iSBKwnhj>UF zemGows2tO$5OSwcW8!?uk!KlneTq1b+Q*37*FlgtUFv~&h-ZnGXa;iNcys^`E<_4Q zh(e&abE0@@mqv;XX^K&(il0U*t*BIE5f!Z%i~B$p`*({Tsd_SUA_T})QJ0LraFQsA zlF+!4*4UEP*bUZ5jlD38D>;*^V3Ws)lgL<;JlT^z`IA5yltS5)tAGopVH(;9c3TjK z-6&>s_<_jrX3#W_)ZvaJHHdCvl>z~M!E|O!A~gkB= z^&bBgfd`ggW8P38?BH&Jq%R1mAA%G}lNUBT=a4>kZwLd0QbLsguiCj5Dc|qG<}mNExX)nwYT)X2lt!8Joh` z3!agbzqgc48GKKfE$2v;3Z#|A)SDJW94Q!_YloH0@NnW6ud zVVfDal=zUF%7PCf`k}k|GcD+w8)uFuIvwRm5P*nA<1#zI860x5cTd2a&Y7dosgL^D zk9#5qb4dq!0cqVyQ{Vt%K%KvNq$ok2N{XI_i4^ULH;5Te5Yu^<#6$Bb4E|uBk{K2k zGin^!pQ#t10Lq!vn3AKg3Sye3Y6_r)F$$gFrjoG=x3(*pL#Kyfr?^sqYAAaxqoJe0 zq0=z|9txtfF`^<`qG2MOC~8bI%0L95sLzp(F4}PnL@meH8oe_ERluA$nxoCRa)q~} zJSsfyfhXuj2a8i62AP*M1(-`i zV44;ENvvg&rl>%s1`3*Ix~6NYBX$9xenCsI^ox}fds*hEqk(~eI;bFOsE7KE+OndH zI!%pgK#+PsQ+Z)rX=cmxanI3QH_EA=s-q*8HKIDIhSn~4LI*>5NOyT-$kVDQBoeTi zu(CRR4xQ4XlGD5OB^F6-AM;8w(B{%eNRprCeCDCX13Wn+a#}vZElgG%}Jk3q_Q} zfQXT;X~--3v$HyTV8Y_F(IKcq`=LfVy5hPU9@r)3y0pQ8oMxo7(%}s4+8WPRajn6+ z#W5#Numnr6wOi}8pBi{pBN4zWyl5%5W!Jq98(!>23TL2QHSC>(lEaj|!{ph+J{Dh6I!}s_u{;wCdP4{++r+={vaFRN z{@GetoPZ06re1A2&?Bd#R9? zT(_8fx87^So074U5DVnM4(Y(YQ7j^03L>ct7pwPLt9)euTvodGBe(p9xxB!;Y_z?+ z#_0;oA_&L7941XG5VI@CeHa~B+XP9l1W6FhBHgtnEWE^v&DmUo*DMC(dDK?Z0s|(rA4@pDkX?gDqu@%z25u+9B+rF8A3B#~zm>`B+h^$tJzyEAnQZ>*9 zSI`ZW8CzDs5_(p+tdtDh&_w&t<)T0pEzx;M(GjgCwmYf+(B?C}xz@meyH60(BR$g7 z{AYhgc!HPGD=k=RP_}i6PUI}p&`Z`L?J@06hu7=sK5-&u+JBn zUr!bZA#$urc7XjH)reC#RP9v^rEplCKbB#@mqEtQVa8zX&=0H}7HrnQanZb4*4m<# z>j;&~JS}Pc!7eb@BV5;ZP10V=*V>FVg{CfafC^^-4muUX6|n{!VSa>d*y4oPhccdv z&0`SK(+bnr?>rPl(G%|_WP(7{wNMMpfC?<@)JQgJiVz8^1`YxRfcZI4BRf7G1BRlF znWat8*s4%xk=m+_vjlt?uFV{<9ozU&4-zinVl5p1A5h!24cxFJJHO33yE7ceEG-z^ zIuTu?N}vQu@X@+!+{S&^gJzG)U05UL1$5BD1&IcOjopL|PTGCW+|8Hk%pc#aS@Z@} zK5gVcf#m8$ZrXo+LN`9^e8!;8$l$u6%0> z-g{krn_u0~6Hei?4cxk&;bWwSX*B23g4-EgE$hn6z~K-okm4$?yM)f-BHd@m?Wr;D zi0YySe-PbvN!=>8cq^t6I*w>P?&CjhHsT42L*9g&1yqzm-s6oua1(TiFy)qj3XhNo zP~qyqY86>tS{E`ZpQPXaCFU8^zhoY{uWZ%-7r5pfI<#+I?8biVaDKW>o7Qyx9Jmc8 z7_QbG&eq8U*TDh1%P}V>9@2!q;)Y(=Tzl7l=LImX%`AlnkB+vaK+Z9D-ILgZJD%xd zGrd3F={WuA^%maSV=$%;H%guesovhLo(Shl#PX?;S(u+(4oaRK+PFU2y3TsNUfRI^ zD-FIJf(j4ru<;z<@gDE-6YdW601xb-?9Fb6%nmLizQMfh4|As`G1?v0J`nKe0^2U= z-R|w*uC?N>h}~w7)+`YsGE^wT1#!0Kr(Y zWzC*NOLoE*c<$W3g&S8cTzKrdKuDWc?_R!r{r&|USn%04J_Zl=;mq)1#*N9g+0d7X zKPHaTZYXTI>;`9k69jOegb0x&rA?nMy+rluCr?zjh8_EfmDyHo-^QI=_io;2&Vb^# zkKG?MWW*dto*cOu=FOcuR};N?bn4ZuU&o$Z`}XT_ynhEDUi|p)cgo*EpI$wA_3hoi zhaX@5{PqUz-^ZU{|9<=bckC0qFAzNnvM-TD8bZZDKqT_0K?fg%u%ntqZ6j3S@Ped_A6<18rD;KFM>P4);5=%3))@o}m9e0EWp1W)WGDsnZ z%*%(xh$JhqBavhh0V5^z=aM0n9I`XM2p}K;7eqs?OVn0-O*S!UBa=5X&&+L&Kh6M$ zAAU$d0}bWoq*J-)#CUEx>8LYc6MMCoJHz4ID{)II(tfS6_FP zv8ot@?Sw`maojQgS-E=ru}Np2g%&LWp4Zr;HN606MgzQQI93Vn8(!4}B ziPl&X6E-qyLo?pp)O^Lwec)81PJQ=1E>C}-6I8l90}hzb>JUXZVe!m^BfW+rjqg#2 zCw`Aoi}5RD6NWqmWT1f%B8U)>KP|Q7Q6DN9!c!x;rypWqwJ9fQ|qC20G}Yx*FESN~kh+NMw~|+8t)`x;AR5h0F|F#ik~5+P%2_z(&rN^cHNi3J5@j z(b7e`G}pikQ?_^Ig*%HX==cJhe)s|B4CB1;g5TuG0Nglz|0SGHKMN-~@#qw09AQNt zW*Bmc9}my}QOPHd@4oadwl5HkH!0}jkw+(e^pr(q@N@@Jy@#KdXNEm?oJG1BXP-9W zxu;um=N&|$e+QmLt&}2G*rSsca_Od%eHv@$pBL=gAgP2t$Z+|ZtTM}}M^gH{1PB0$ zv(rv{U3S}b8(z3`oBIrJ_PO_qz4`XL{`vvO6LIaBQ@nrw7jIkuCFdQ7Va|XQ(}RBu zqCo$c2R#A$oahiTpwd;)f`9-O235DgjzoeH``||`Mv@WPl@L}sv0aF8mph&H&V{xL zUJPXzysZ$0Dv=1wvDmUaWi_vQKLny#IODCW1yM8J%S-mQC$=FCaW4U&fM|dK1oDxu zZRo@Q;`(lr1v2~r93ULd7sL>TF!0Tc_Cq7T2&bq2wb6}*5?}xw204ix(2nv+pnCF{ z9?xm4f(N-^ATQ`34RX+sgowl|;1`Jzn$VFndm)HY7)eU{Zibh{q|dHm!%pC^M#GtdDg z@e`aF%(zVYrO}ylGJ~D`^+swIERN%eT;tYrxjS~Vfr`qQ#{NT~OO1?zf<$K^DN@Ko zZZHzb5Dp_n;-E*?^JYA8l_W)9g4Dt&1z*rqlU!6V1|hb6^t$a z^TM^mBu16bx*l2xPyh!2fe5wXarXJuRkO*Q5K!8kVQcEYYrM8oU?~Er%B2>>u(nKRNv+4>(bV7Xk zlajj|ia^CWR-zD8X7T!J!zA%K$}iX;Lslq_UB!AD1P zuJMJmOIIW*FqeRvl=1<7!+~i`XSz(AR`#Yih0abjo4B586R7k#PaikIIi!-Vv`R(o zAe{;-sIub_QdJ#QWt-31#i~{O^y&-23PZB?Hj`!rWmR`^~T8vMEPMHH?6ZV90<646@T6 z*vzDRa77|vkA0*A5wL|YoMRi|2xnERucB~GG@M%w^Y%oK_;7DS45ShNlXzLgZE>Rg z0%IDhSkZYwE?Q*im#R5Wq6ye&1FXwqk8--lKrY{F*ydd#uj>gZ{e!CZ@dq$ifywMW zA!j_)g&I z>vDR>J>Kr9&-dLWr1Y4i_(Eh~J?rE&^U1TOY^|RexLap7r@Yo|un7nrhHV)W%J-Fo$NUU4wk7l});(Gc;YYTf(%8NsT=sipaK*v|l zx~G4v-GH0M>tL776^yCmR&O!wyK!$!?dSH0!~Jjgi@V(E-lvP_y_$&PJE4XO=Ey-z z@PRLU_(vA1T=-)j9BF(zA8*LW!`$-kzdYuHrg_KgTpjoSPe=aszkmLxmNz=+zG89R%lvoWn900C%#9k4p9%e}4JJ+9lX)bP62 z5W83aBRZ&pEU&Mp})qkzyIsMG0eaJyT1T5Hw8F= z1OPpMAb|pazz9UKN-GNsltW0nsJx)J3UoaqG61as9~J085Bxw~3PIi*K@wCAMQn{P zc%OR#gDTLX++ZfPW3T0d!5WM*=a@Sx(?P|_uR%Hgn8hI~JP0a1D#BDuLX)cqK-dT- zWCtf)Cz63eDV(Yi3JEJ*iClyk6e@|HfTS&azb-V9FJz1`G{a<6#${B8bO49DPyhwM z04t7Doe0q$A47kdm>Wo}c{xA?bmlbX-S5%sqE}$HQ6zC%A$$Xq|na zgDYS`e0;%7tRH}kHG#CXXzCZ{=)}zW#QtGOJQ%`=tdEJL%fYkAbozrxu#i|Zozr>Pf37E{Gv+}>1luR*v#-BU415kiA@P{Axq@rxA%-}}P zbho~kv~Pr-Z^;s#}4(|7``1P+(Ff_nr@Et0{2lr^%vM6ZA_wQ$=&k*wn_-qoPdh-)S>n~Qf5rjpEJPG+k*m#(keYo#qdvA z?F-Y~1A9nHxq^%U*uWYP)75N8>_UwNB_AbFf+qNb;9v(86fZc1R^F^rzM(-oZ9ZD# z(3=X*f7yMQ8GhRB>V$DXq`yC%Sx5kIJ;B{%hX^DQcvYn zK!XWUJx``ERme=$np{=PRDdSM64SHQ>LCCJ^nu7Q&4on(22@JLm^6qQP$RKD9st&0 z?Z7D_MCpvvf_jWl^nunl^@4r0(}$bW_OjNu%hr9lHM`T<2l zR1+OkaxEZpJ=YdpRFZrD&ce$}5Q>EuHM~ik*EB249j({fs;$F>B=Y3c7W%4w)g6Ex z(o-E+np{-_kWV)BQZAL)YvG=^YTLc2)e5XJijpfIID!V?*pBsB1O>qmBw1rc7i4V$ zc2Ke_Z~}K}mzHH*nB_c^VZ&6}+(yTcPa;S=Tv*M!tKqJ57#YLue|zocE-0{eqp zfS*5rT6CJlsRhidjk&DV)C;q!#q`=p@>hQS*QE$pP(szRHN&$#032i6xNVZ?qFCdd zF6jwJw%UL%IDs0F-o6#qzx^?-Lz{9@0YC8F(UcrcuS;yc7%blmP2b;)CNrpmIsnn*R7m+1*Y+4%&ov;;k;w0x zAaqSsL`7PV;RARYjsOP=AHBi7QOq8jc8mzqb|K&(;=rX9vj`2Oy;tv)ny(FyJaieE97c!;l3T#P5U&DN`fhJ zhSN;`#|`CVIi=h+zys|_NI%iI%1LGU09^!{NOc{jkvl3rCbz3<6~~-g#ux;h*(>F5)0fzh^jqnwq_R|R;)8b-XmPY zlb=qZ_KZxmsRHWGPj zx_V2fOylTk_UJ?o>5n2=Bmj;#iR2^*6W~kf#9C>_t=aYh>^U`O%L3(qDaiZcsm|)Y zdG_2r;@_p^k9}sdp(e2K3xuSmBCjNMI@q)*Li5ZUVb>uRrt=&(NChYgJ6 zZQBnR>#~rs;{Bll5C95jYmWBVY(7&TD;K)H8&YtB(-^hA7U#b9Yaxy@bxx!9jo&qx zubR$|n?y*&L;0eYKf@6ww+06Z3ESxC~Yvb;BN5$ z>ShFM)n28tE(>T@UT2uwiK4)S0<7HDZA1oHL-aR~QUbbGvc$z}MI17{Hg1(hZcCn% z0rd zEg_y^3CnA5pLp+M+=6Zp@*yYkA~$j)Pi^}K5-O!={Kn5$GR=%mD18&~0T)w{EmIyC zEPqRIBv7?8818uVz2AdyB136ln()T0a435wHt(CVbYIM^yTduiHwq6@M&*t>aqZq; zK;Q%O%LEs{7#LS-8K=ea4oqv4kUArg9Un%m9^11z@=2%kAy0B8zi-EIZ7Ci9N7FQ6 zAc{lqQQ<1@=wKyNb!<%}ID_+wg>beafs621chfW<-XNGO(_HOs~Z|8O)zjREm zsMrP!{gzc)+H|Bm;RYCFQZIEEX2-!&@HbI{fFpBR-)mY=ZsqRBJpIS^MUGrsj^yAD z>7MQnuO?h0b`v%BJr7+f1_UPDholvBBXssvgm$WZq(#3}gqG@Bar8*S_Q6<-ZUFa` zS9x)-Z*u30aZE7}W~ly7i;Ha~D0+8zFJx0kP$JNBB)A5CxCbz2(0tebcjM;w3Vm58 z`{6f#HRO;3oQ8ZfB~I%>jOP?R38l?xCRDu0%T3o zFZsQrPwAvDXTgr?msLJ7U;{M5tYGI^J>gcYUzqI1?$6EoNEvjEyb!TZ@mXfk$WE=J zzIZ`e>cUJNUA9`bcVP8?``(HBz?l2GCw^w=hH=mPr89TNpn3jGI!_OLQ~C@MfPum{ zd_$J^#rN`if&9paN4zdU%GY7b$454IY0ihQX_}@_oO5o)bJDN>XNVtHJ1Vv*9uPXP zn^=7P7rh`#$@p6a2ton}5-e!&Ai{!*6b&qt@F7Hq3nx;nXz?P(j2bsyeB|*X$dHdZ ziY#gJ%)Y*+(7YH+l5-n=*RpM^mIvIpa_7P&B81dFc4w3%>Ff6| z;J|_h2VRn73F5?07Bg<__%Y*I znzfnOvS*u7WBWGl+`4!3#!WkRZ{Bc*6EAN3IP&Di?=Wxw?)*9Q=+faxuWp?=_3L`J z>jCt~TR(7sxRWn${ycg>5tKY#)H#}R=A8mJLU z2_{I=NEDf*5=&yiRMSm8S$N@3K}onFhaF1g3{@Vwv;kKlnz*44AR1MoQU3UIqE!S4 zU=~_#+2|HsImU$qDEpA21dxOYIV6#ONp>WXNg~-9lTA9=q!(61xyEZ%TKU>P*&_n?yvfqD?5^|tLmtwlPbgL` zwo5*_Ew`Cbc_p~vx)vsvVw!s{y0_J)2Ab`~T z=EtWW1si-Y!U-$vhk6PN@-V~^OFS{e1W{yhCK+qIF~=G!LNOwl3W7+;A1i{0rVMe4 zQOYJ)3h6=?U!0LbE8Dz~r#XYf5lEzZ=zvYA3XPMhtp0j*t+6I8E7DExsw>k&dBsH2 zL@i`p#MBKB@q`ogd~cyt%=Lbj)!jsG#x->7|q2 zOE14*(@i(nxc<89t-EeI>b2Y63+%2Jvpes-`~Exdw+lafFTWS>d+y{Y@4E8JyYqZH z={%o1^{$&@$|~7wzx^sFll(pS;UhA#_}~-Ra;E&HjPLkV2xaeC2;J2>=CNpfzH7jV)kX))(&aBO(CdY-mdx+SsPSA{pi|Z$pgS zLYSnwk&q3a84cd_rot-8Mht$F&ER?66d}4LE|Ghzdtx_!5ex2_E*4YNo)xpG#Vu}e6}HQs@Ngl-dBF=b zvJn?*RAU>-_{KG|5st-}BOc#)$2{`!j=NK1?*IwBK@zeU)pK3+$Pqp1J+G0DbVoW4 zi4E?JB75I^#3jE6D)$x0Bxb} zg|&Gh-)JaK-K@)Sx^Wk~bZD>tdhO7M&VfT5m}7@|7K{(8Fc?L$mx=8CVilFho)uN0 ziYrdB7uxHE6<3i(gkI5$sN$w4)yVC`jW-$20P=q$WKn zO6OR}m9n&@y@LicUe~;I;Ny{v%-t`pr&H{$;vw5|V`qltn$zQIDDtQ*H>A zsl-q>j5f=u5+#5~gC$iZ)P|@f1*FM+uh9=s(kLg)iHkbul( z(v_~xyeqXF^TB9NQ*KsxOf@aT1}lUCZzpt3Hdm9_ZLScUSsEu~&vmAB>hKQ7v8>{v zGtYV6VY7PJ>^u`8T1C|VLSxvN#5LGK3hsGPd$2GCEE>8BjncNZw!JNGbE{j6hP1c7 z{jC^ND%{}`x46bVE=rf7T$nPK7cli5b7RW9=D{N$Hk}^zvZvEkbmAkG2x`u77Rr-+ zR}oB=kOP{~jasm`z3zQ4eBIkRsb;mlO;J()ylUU5Sam7-jmgwnNg^bmb%AQd(J=ea zhq^Mj!FYYJUpj~w4}P$(7N({(y$}Wsx8|^l^>ArQ!`KnWrZvBbEQ)EU&g8@)4t9tG zbwIn>iL7E{HLk=zS<5|D5aS;F;6`k(w~C#@cDF`8GLn-_TaHRJj=Tjfl+%dZDO0)1 zR;IE`q4Cn_YWb!AyJIdnpwYZ*P}jQGB}eYKhdoKKxy^2VL?t2tiU`S1z45&>o@>E6 z`tEm@PT?xjZrNv8wINql8K6-DY(QL5puk!?@Yi+#js;WDf)%771{*$f$^6s0JMK{SPBO^6d4YY~sQ*02F*iX&T`F`=o&#%VEV1@Z`uCBnu! z9`g2xtZbcz0u=oC@oSfTy=Y5Y$=1F$wkJA9+eW$D9X+WWhb!ePzcJk8J~z7YxC}t@ z!gtGf#xky<+~qC=zKc{R!SdLDsTH$g9N?-7TX*;>5nRzx&cly&V@5|drZQ;K%hB9O* zY-v=z*bS40)*qgAtZi-U7LI0yxkeWp4#%#g?*^VN2KGE%ED%35C=)oYelpfH7N|28CHYqqkHLw=Ohjq;(&(ax42P{ zNMa`c9w9pIjiM9W9Xs~3zwB3(V;}bjh4#5_(ITV0{N~r~+PytTbH9D=?tef0jZ2LA z&)=lW*hVrAkKV*9KF@n@{Ny1`<^9ja1)xj#4~j_MOI(6KP)*Yuz^-uK=NT9^;U35LWG3Mi#&tXz(7m?B1;P9t=8`@$JSMq}XsU-_yl` zdOY8yRKh;30@huhvUS3;5n=cpp|o+I_kkZ0hTr);Arv-Q`gPm-1s5FkR{Uk57H*+& z4TCc1pID^Vdi9_GMHK)V;HwOv0YM%bz68Z7U{oMlQ79VHup#H601B+Y3QQm{(Z%Wi z!NuuWnlhPQ2Qt_PdRhqb)d(&|7;Hv|t>6o;kPG@83^JAs&S1Krfo*8wZ7d%e1cG`b z0w54VB0Pd6=+h4l*-mu=E4CsLzM?C-qAA3p5jJ7?y}~=}gFZxpE%xHHMIkVv-4qVv zFmjDI*w$1<){qGvXODEZiAJqlaK4E6HISS|e5nWlLyW|2P9RB7lqpfH;oh z$2Cwo<_OBM;|3DqJJwY^;?;!xMIu@Yk}N?OU_rO+o~rd+hv^Lq3gkfETJX70LBh~m z%Es~m!X5m9D3W5ap+d$?o z=C{G5WnQL9$s{xWfKA?HeC6a8?4(S2WmUT4RWegneqbVwT4RJ|VCftrM&e?H3ni+hB^snRZK6W|ewKSELdVqD zK8=D!4knHXW?@<+V8$YN8m2}zrm`s}W18pImE=xMl-5Nid?s19Z4_mS6lUHhero2= zaHeN|CN_lTQD|dnQr>AcTx(L5Plg3hN=*YMO&iR_)imWek|SCbOK$3j>1AMV2I2<( zX3GU9>m>#~D#i&OCvtj*3tmZK{hmKAr$Ele@|gh|+<_=Qq$PY#cWx(l(&AutLU)p< zkN&8Sil>kQDMqTNPJx0y>_agiDH6J;vc>0XNvV;|Cw699!_X&qD9vK{L(KS%Y_E&hGJS( zdMI#$=%+=Kgf)hVat1)Epogu-in6G<{G;zx35$Y3Y-noog`#zSj@4z1j*jYh7O9bT zWRJSyc!no=I_dQ&={~S$5xVLxN>r3;)U;JwlIfJK_9~U;78yMm8eM7HWhs_+DY6ci ze##FLpn{l==_Zh=nL>@4u4$SEpq%W30Zydo;783toy0fsf|W;7?z!QekeD!72b@-as!TEdNrDyb%{!Y=Gzn(C<% z=60&;scK&>uBSKn!#&Wd6GADk(w6w`YOQ*#Fg98FwGpxZ7OSyNX0opANiFLsHEVlC ztIWAg#9CQaDd@86itlFw=kd|u1KCEG`YOBub^;E3* zMZ(2qtj3xGFOHq9-fEHYZLhwkFHWhfwkH(gf@E&g$!?qCrrnjM?Aoy`<>rygHdV9M ztmba6&7wjq=A_ z_vUEBaxdIMtiu-OEFS6kqOYz>R3xxNKj_2lRL>%%gCd1lbnP3zMGqvo1HkpK|Mu_v z)^GkQ(sdQE0bker(l7olFax`k?>z2pi4m|a83gkd%1SO}%AFe(7u$*325aHvqF3f} zE(z1D=YsBv@N7#sMOc+)w&vHi+Df+4DJ{vSQN-@-(k|_uD+S`nT<7Bwkvql%@I1Rd>_rO-*Qrp8l4f~v-RFBf<5s17N^4k=&;CK-$I_|EMt znnL{MPC9@CIOu~uz=QH|!!>kSG1$%^ahV?f?=c_iaWV8UAP2G_4>BL~ogvpTOp)0F zOHcpeLq0q*BuBC&M{>X&uuU|n$3@J=r%qxTI%@8B`;E4wlY!?G+>9xZ2;Enj0$zY4fs6)*P+hu|^}3p4HZFr@h~G9ydxVrbd`;t*S{ zT^(XHPX=UIGu>#j?JbrS&uE^2QuKjD#(0E9vNbxtHC(IhBfK*h)1vLr^ZYu}BB7Z+ z5A^Wt4nY?KE(}91vI8#^j~MmB7%4UznGpuJQ5Al0xY;xvmDC^Iok<<^@4OK-sF8Br z-S61(A2SzAA##^VG~n^w0=t7F=K~zSHXJ|l|GL8hLjy(6+b-lb7Os&=b?^pDwoOy^ zG0HS?tujsSG*54?Pb|7;BZS8H=8&2xL>3^%A&(Q;Ee_3i#?R0q>kM{QO6AqUn~ z@Or4rb+uoCHMeN97;tm->H#5y1df@6j>>mj-}gC-XD8H->L8N->UAW!j$aSBVhc|! z+)gZf74oLHdUMM* zmvx?q7J1QkeS^e&<98ST!`XbhHK`g@>W~gL{K6t3usQ@ff%`Qsm{EZ%HZ0tZ$v$oy z3B!_-1BP$ggi|<|g0g}`nT2;cA5FGLm0RVi)MdYsj`MdB3AzD8UmX!OS^En|p?o zs9F_N!Dm$O9c)4=ddhdvd0X50_v$%1cW-xMo#_brf7?{_^!1@nJjD~wg-bd={Fbm{ zdMac3r*k@Qk9z$7X&E#SgBtmIz3mP}!#d!7cCWwNGw^yw<8O80`fLC1t{bw4!$OrE zJ8=s;v0Hd5GrLtdJG66dEyO}B`Yn3JQa$3(6j8iDHpuW z8>;{DAGf-^#T&}U{2`yiIqX}_+q^zFa{uOhit_@{^L)q``;QBENezQA;B>Pi!LuLz z%qIQP6WT5RQ$5soyMxvj#Ssu}V*P_!1pV#SBJFygYfkz+@S89{~&2}>0*cKz;&R5=n>%a$u)#+12|S500sapu&yGvrN` zHh~5eI+SQpqcw3IHJVXrQ>R3WMGd-)Dz9f$pJiQk4caxY*Roo@MiuKbuwT8NBexbF zzI<=t>XWMvUOsqr;jLYZ)+j;GZ$Da{6`v97BY15{CwDED8b!*qJANyDhoA%-js%z&y?aVY2e@tl0)*XNX2o%R* z)KI>hd2{E_p+|SlgL-xA*Rf~UjvYw%>fOPECqg8AdGkQVr&qsTeG(#1lE64LP*1k`6%( z5yVkOS?HH;x=H6Cg4F3|A&+2;QN|f*{3xehKq3j0d;0MvCzoL1Nl2b-8q&xkk(BAF zC5IZUNG73-Qc5VLs_7YGhyqKiWq8@@E3&-g>#K9r(u{BZqG*IoNd5WxkjV6edk!MFpC zKsKRJk!6|H(8CX%wb0pUMXXjt5=}%=MT6Ao7DW@mHL=EV$t`!rnHs{V7g&f9<{o~y z!Eq;fb4(IRr0mUCUm~Ym(n-Ji4OrlT39boDvaZZZOS8Pn%3+7U`i9Ih*Lq9Mx%PR- z&PDU=(__sz^XxT8CC$xHL`zP2P-iw!xloi{u1!$VE**`vMq!4HfB--M0n||cK`mA2 zp_xbv;+bV^7v3XtmW=T&d>OYF!B&R%}jR7R&5Kh zT?oZ)yDbRrx#vdF?r<6EC2w>2?z`NO=v4_vVv^ZsA7Ww&5+|2L3VdIjihNx1$&W1f zNy{6Js;dh3~XH9c9kA5ZGngfd zL&9XoUe;`B$)+}1_t(BwZ?^@aTmSv{xBKpJ{T4t0l1p7M8b&$xaSvkuq$?vF(TGFT z1(TLQkaB~m-~}pp5QHR`DDNKSzv*jgA}2U|pi}vq4}n;kM(OT{K^$3ceq%e9>4pFW5CCz07RBgMkBUOO-W5|79v++r zR^5vgdcGGm@Xcol^|{Y~@>4$ZHK=P63R|<_7{~ZA3x4#&P$M3J#|@357JYmh{{R_C z{`v1)0NmRE5m~NcG$bmGWMm^3>5-@i;~o3Z#{wM^$%;VIk-c!FCOZO2j8q9d zQJG4DVdNG6~pf=`G(_Ct63J`#6zCfE*4O%y`Ix28()jF->!54vG&U2#k zR{0U%5}tro{}8Kdf0$4q5>bdk9(!5M)(?{i!r_J@L?2c$eq$U-a z)GV2yY)0MF2(L861I}lj`I-bQZ>m-`Zxpkd-l1_7d*%5~62M4=v5qyJ;R|1V(JH>Q z+6R4V_=8&~Lb#jXu0Y;_ys+JXcqy&Z1 zX%6Q@ANxQFX*XPAO>dgho!)do_R?Ze%l5^zm2r$~oTOFyIJi1yB~h5-!5#k?$hTas z5H>;N=5E55(4F0sV>aC=9}~(l3+Av-6JE#oh8Bf7_G^^)#4dk1%+}NpZb=?V8H-atyLV7w~+6`zy*Mb@KzW3V)Dq*{a>3mSa7P>HjT^nWJ{xjSq zjdvGgUE1u7IA30Y(~&Rct4e+9W8StB$OEgbbNvZbAVV6!F7|fAG41PSu-oAtNEV47 z-}^qT`RSg1x*xV%*l_>*;g1bNt?Y2We5v zf)EI=C+no|2+hbo#DEOIE)d-62?0S7p0NAWj^0|t3axPbxRAoW&|AjvkjxN~V&NKN zp&G|UD$2nh?jb5N>f=mm5J&AR^kQ2GV(%)>01war{jd+=aS!wG@a}LO+wmUz5D>{h z5MhfeLh36puMit4^ZW(>U?A}zH%Jl(g%Wek5^V?*HL*2@=uvEs6piQwg=iHm(&%XK zQn1W5lt-#4;03-+7FXaTXR#J*@fL3pRf@2S)NJc~(F}qS>;T~=Z!*Dhatiy%ufUHP zA&lQFjIg>Tp*SKUCSnzoaw(azDV4GpoU$oRAu6e|Dy_09u`w2y5?!>h7kGgf-T@^Z zsBa+2lf<#M$WheHQMCx7Ei~&7+tCl_k>c>NF6|Nl8E_xlaMV0%8DeW0G%xc=$?|3@ zrbGfEH%B4wgdrXBAyFX{??fX5waN_in9q%$g1+)(rkRKb0D!Kxqs-mMtia}rL z#w_R&5i?2@Q#Tm1F==Q7bpsSvP%}S~1%r<>J=8QXQZe?x9;~c2o~ZarQxvjKn!XUCz*6fk5LcgElTTcIDztidLc`-bQQ1_ zOFN-C&vZ>YAza7wP06)f&GlTjGfsDcPV00h+GQX30dX7$Njl<4<`pVHDw6~ilH~KX z6!l;2lN?lp{|?`gQVsTCA9VruQ7;|vwF=SWDi10;wbou}5-SlyN!4UP)G-UY4!M|NM=)0S7~uMa`abCofxE`TIm zc6DLa|3z%LerFe?3k}11a z|0b>&BS4{|-~kq-^MWcuaMHJN@G)AIPE5$6 zp>hkNAQyob_$V3}HXJ|)HlYtJu@4Y=5fC|ZYp;S+V-z%?SXh>#IE|B-bq zpcT0f7V;waHg;c8YSAiefWq zT7^DlcxmmXX$@+nYxy{LIcj+sn1flEpT&qV1etYOr<=K_eOf8QHB6TiY@;}ujk;W; zGK<$07C^xt_<WcoJaBBD%jx!%>P2_%@k1Dm%el_Oe?xiez@P!wl+}qczv7g~1~U zs$dP|fHG7&hi}<#R{L#4Jhs)wh;O^MQ9Q+Y`3B0ay^ZZ9ZuY+}3dRkyPHx}6+;U97dZf~>{c|E$gWtoOHI&)a{~ zd$cTdFAubFB~Z*E2{3ajVkvaK|GA*=yUqD}6D$ETcdnrmTfl`1Q5?Fk+n{5SOp_nO zi6&dY1>J--8fJgy!6CfbaCXrvJUhUH4cH*H{Rf9ZoYGs`pqSwoYGJ{wMa4b+(?NZi zUwqW3mQ9OV#$_BxtkWgj6i8~~Bz!z3)^^s}c8oOw8#98)EyBh+Z!j#6@*-9$l$^Vt z+{qKz$ze>&>yygiIF7HJa1D3M=h>|V*nYW00vU!&x6Y6I}LcQWGo~OfB)JdJ0r_;qz{o_rcCEnB}RKYyC0T)<()oI-& z5(miTRB?*jPxZyt)puUgMcBJN$vrPAP73FLz1X{YD1g4Z)pFVSV!g$Lyw`#tBvslC zRxaYgE*9_{_`)m(@(@Sr5W&4Q2ASNw9+A;~Q6@Rw-MxnnWs=L@+1C9tQWoDOdxZBr z?sZU%$57vQ(4s-W)L9R1)IL6_NX;RWA#FTIC1U2TLIr$OZ68K3d3_lP&%iKiF1 zp*U@>%M03-rArJv_qRZgkTNUU=dKEhX=p@37?0L_wXlv zx8LVO7QgWUqLRRY1PdBGh%jNNg#VaFI-Zi z@`5Tgt52&@aY6kGHmumOWXpohiq@>!wQSoy|Alrfu3Ttz;l{NqS1vhndHeF+3pg-5 zeE9Mi)`u8zzQl!x41td}K1LI`4LrE;;lzs@KOWkLGv3IXJAV#*cjz`7fHU#O#5REd6hMGL z0Y1F=@#M>!KaYO=iuLTZ?`2-76O&OUJ|4>W~HC0tlNk!FFRYB>bTUK6)6M=mdP2}Wt1H@XPk=JY1uxYL04L8unkHmYqHS> z=xA*?(_5mBJ_>212oSJab-783X{J6jsvD=ZU3ZCg+D=?819 z{rOh|fMJ-?2P({(U8XKXA(oRclwbn{|QAI9p z+tG~Pek)^*{M?h{w?CeXZjV9g6jUrU#iGOVjGAyvZI{51&g%pxVA)x^mC`W4rGTnIug~25Hn(ML`)Q z;P_Ta7U5p*TNc0qFJ2a1ZW;VkT*XK}xtR>330PbXZ@w4Ag-HxqW{vS#@x>bd32Db4 zuO4!u%Js(R%d*do-0P!lN_+07Z4f(Ym)>>>cC`r*0M6bW{~gcDFE5_Ytj@PW(E0f{ zL(#eN+UtT$Ke)-$Pb-p0{~}dqO@8@TXDAT*VXx1A`(BT2wnrhc2zUJ>fnpCo;6!3S zOf`u_w;#nVfUx)pEZj8{1Qt*z1>~CpA4o61@vUEN8C(Smhd9P*uo#fLQU^I$m%N1V za+=E=2|4FEis{Kt6tf38Wh(jCpp>@x(U2z`(Z&`;O z&gMBA*i>~!W5gp0(`70HVrZQ4%VEAuImsjq?qYZvPz|qmQp_0@t$D?4nu=B6flqzB z*edwc0E|Tw11iqB2{Wp*K?*7sAqbHOcs?zBig;%n?>Rm?)^TciG)O}d^kiKyE3&Y8wkrcoW0#M0pIs3#-hX`E`C znoTo`$PLaLM{ff{QDRhv6oS#Hb;?RA}fTc4?g56c+(88?K9o!@Ct9 zvzaf3PK!@tfF&BhHrL6H6RG*!AY)Uy(xt9_T;KvRX4kCUHLG^J%U1GAdCKH9Zyc>= zWkqOc%XoF~KjRDLu$kx}9yus|KO)G8c&iiU(l3Ag3$8^D_FC_}Hpm6Frb%rZs2ZF&mrnT1Zj%71sv5|x zZuP6RiDV=LAq&~rb8M#s7O%JmKe+L2xP`mUb-%40O8!8Yj-(EIpGYuDldZb#2coq4u0qQ{X8N-auztwYbJX<X1l@)s(B|*HP3J-``RTp7^mU}Lx zT8-m-tfdyv;C04#e0kw$%g1~<!pf0VZ@^_PFlVr*5zUi)M|`&V-~cUS%=W&!Ah zXOm{85DMP#LI;R|inM@f=yVQ9ftN)kZP+)r$7i{xbtu(=j8rz|FItYH?;c8XHGa%rD=Z6YIxCn&D zWQ(ALfS?CVsESR%%l+ZOE zQ}i9kBLY0&1Z;o`eL#eSXNr2@l?wTIsko4lXL76vh4oiu6G@R3iFsI=3ug?6)gFT7WPS8|7Rts)fY5rlRJfzJ4u=0 zXpV&#Df0-Fkz$m`p_xTVchGT&sMbVG*&R=bnkX=pRg^QwQ+_}YgqBc{TS<^!X`8n> zmbtlvXvv%4rIr+VPi`4d@zrc{xjuljX7pu9*8mdy!=0I+IzM>&XT^>64o&JCy<{LJ4XL_glJUlauHV2T+Lu zaGI!@nnET5BH#p05Q+r32(#H;U73)Hhl-A8o4P5Xkk^|PYHYHIe^{tbZrNo6VJyZ8 zqGq;GGXivF0}>9!55@4DeA#-`S)J$7hCs5N+&MT9|L8a0nOV43Fl8d1V<8v9kPHQ2 zkF+%d>}jO#X)>b;pMX+KlA@$8_N2q1jt4-AqOl$S37}a@l>}-9s9=x^x}dii2woYM zxH+NnSC*=1p}hH<%%Y*f`7HhPp#xQ%AsQld8FVfJ65iks`(T$V8jQqf5-<9qaHyR# z8izIdbU12tY{8@DITph}c7SN4?0E*5nVCqrq#^@-j`EqkMW4tKnzeBNN?D1cqNQ0n zpag25eK3%-nV`2Bp|dKhXWEcyx|?gtroYK-cC?{zI-CMkrv&k3b}FK~2zoEVW`o6Z z`sEMzP?vy;fPz{Q3J7(C`g*ZT$_q1_Bo%LT4V8Oh%0sgHYgeifU2pgkE{9wbzljuN}I7Ns}1Y0s7R)^ zil(brmbyx8X=!<~Xe@0BtijrU?RAlx=Y@u)X3NSEurP-F6|K_Bve|~MO=m#dDwy8N zt=`J0SYoamQ>5_9vpqW?^ZGKMYOlf3q)AGYF4(DnGMcFtu>MJ~`8c3T-~f`cFTDq zo2(|gw-bS~_t0(1x~wfrxI_1{)+)0G|8$*;swIj0H{BYpI$Exinx5+FvzN=R@`|aP zd9*`2cbyw*LVHB*n2t1KGoz6JPW!asH=s{IwF?TXdVmLTK)ZKfySIA>TC25OtDCs` zwP=~KXNzTLyOwC{Wut(+$*a7h@C(iBywCd!>L9(-OTF%3z1NGq*{i+V%e~#}z2ED- z=^(!2OTOis4%mRc>5INe!M+LAw|mR1%t~~CI}B$dbn#ob`751=3$q@zt%=*Xj(abU zYnYKsVL3~wn5)2=ORt&&iJp5LlmfcVF{(xRz>-qIrNN)3+O!R@x_l=BHQ>5cOORoD z2epg4Cycwgo3*@atG^3{PgrdB|1>o;T)f9Z2yVH&(A&Ji;={rsz2K|8;!C~KD=a+B zzDcaaOU%Sg?8HwD#ZfH9O6z&^{svXj9O3}Z=KuLn25#j&)) z!=E*|9Um;9BJc!DPzNO3U1N#|w@bTlkiwpPyDY4`F5J5?+=?ki{v#OmO~(2ELp>&w4#M|kt5Ab=U&zeHZG2JU#=k&_S<5L(lo_xchuBIO@-TEYOz=w1jNPjLgvT_+tEuGV@4@36KEW z!2ujl(Vi#*O7H|)|Cyj+DhHeF(VVQpDh$#iEy@o{*=LHYW{GkqEg@y(!!w=ByZj4r ztJ9;<2{>Ka5n-%zS!M=-tfPk!A&Cp7Kom<%4CQbS`oIfJjTDax4cI`{zKsp!FuvD| z)!9o9>6^q~4Q>Ji&ty$tlw@FPE!_)-&uz_;Zyjka5Z7|OxlVf5>xj@sJ6z!nDTQpM zlY(~$U}_V6Jb~@rS{k)uaLF5ewQ^9qjNRC{3(_7f*(?m9@h6s~T(K#~o3gwhon6Gk z@(ZJ_yb_YUl`skgkqI;BPw$o5*TNBG27o0YfbIMW@30SgDH2J&3PWKeQ2Z25;S^d| zCcaJ8b%DOZ|E<;5OBlut7|GqTF|n6#tm8WFqRwsB9d#4aP2>gaK>h5;*}dI9JJ-u3 zx|>S6x`VI66y@xwTLggRHn`pa(BAGX*n#boQJb*zeYKs8!ugHn`Q6`G%e$#~*=dS$ zj|X0ZK<9DC(<#o*OCA`?E|!f4di(S-9tV}L9Sp0G!?~A zsYuuGVV-4pB`P&YbGhDI=@yKd~*_*UBS2 zK9U>7KzJj^GOAG{A0$fg6t_M>RF|l`E+cHeR$kYfChSUk^EfX=jQAT8x8-0C z?LiOb&J_Z#S=g44OBuZgeV_+xVCJ3d?TvlrE1bKz3+}WEc@bNtWGbtJpa+BSG)3}ig5F@_u z|G*i0K_)JX@e{QZ3gqzv#_=Z!>kXLqBcD+Pwl@u!`I&DoD!=lI3PCQvQ`#*BrEmJD zkNT-^`s+ILE@SL5SmmRe^Uo2gCu82{jdwpU^dKPg?`_eAt(8ijpmksdPXF}#9rYjm z*dkr^SKqK<384<_G`MC7WB=|4!dJ+WUcx)PREYN9Z{cc>;a|w;g7ut<)y}9MNpB1< z*E-uvffS;i;^e7l9E84@9^-BD>G1IBhac5Y0T8eR4m4#7RzZXY2QCz7FqT4w5hYHf zxDXe^ixP2dtca20z>Og}e#{8#qDYh{N17ZNQXsBgDP_*2S<~iCo4j=H+=+AJ|FC2Q z5DX<+)aX&9L>;&oBgN@cs8OXt9rNV}grr%uZZ+z|2UoCR#f~M5pv~8^X~{ZM+cxP2 zXK3BdMc_3n0R#k?_+v6OL4p7r1P>-$*f0nXB19-rQm4=3MT_*vfdfa4n#!3o-{IWZ z^JmbZ@8}_2+VpAEsr3K?WV+BM*vz`krrixytw*_a>sHkJks?BbdJiXFe0Of&#E&m$ z-rV_f=+7%nr(WIqb?n)-Z|C0K`}9uX!G|Yb-u!v=oeHLBZ$9CB`0?e>N9fJpJ^K0e z@8_StBgBp@>Se$IV;K;p0gJ(<7zUv!2AXRigl57Cv9a(%ax%;?opj)V|0f-HLQE$^ z274(6p@tYjsH6ZVie;f*VtG+U8ee3oB$pz}u|BFU1^FuB`Uzi>Sa1b5k(H;#5qDJ{*Hg zGBfhTEVDf|6YWpWHVaKPLRBlo5=2p{ts7=Gd8Cj>3z0MtMJOFkxZ;Y#G}Gi1*^N`> zq7!vgQk(nkR8&({HP!Z7ZO@cet#h?MS`&iBn||=Cbyr?#b<4yv+R9EHni+7%U&!*x+Ed>|!`8G8cXrEVj1#z#o5zGN8>j z4?}Fu$3m7&jy%n%>@v+#h67NR;UI10&k7~Z@~?G+=^&?>F~AF{u{@ZT=H8aw%KJ@UdhjOm)u0Y&^-z4}o_?^yYy%|Vuz&?1#YqH#I{KTrXu^w-m?&8f zdXU^8bd77!jc#{y2M6~CAznx%a59P!EMnrLg%~b!4HO9B($$e2Ic_EnbYSIdctay4 z33FUp3g>+2IR%u!85rxw9R9+v*wyY}WGa{vxzYyQ$u4zHJjxW2a)3+l1up~$zy&w} z0^ub_1WBk<$R1M%ljyUq_(`*==peyLU@3_;BnB;L zf)uJ?g(@^H4Q>cT)Cy6C_?8hCB~BnVvPk20IS^jfkbyC5TuOwAOB^OsnJBqjP{h;# z7x<8Ko-@E3>~Vw-(83=ONC4`ZNJTBt4xD1K;=^1w&aQm3D0-lwP0&8iliuW82JcDW>llp zsU#&US+z>WXMYF@1t{*pk70mPrCwWze@yw(|8nJIBNL=)+%Sm2XhCa(Ai7)KCJ}9JM58KU$vrbqzivEl5fE!H-awA`&ZQtx93~TG-Z* znKWh4H5x>r3t327vD6TUe5*HSO{kbF>6Q- z1Mn-W)#yi8y-8NOFcG|AafZZDSElh2|7ER6F#yIG5ZB?kfCy|jUY*RahI`ucGJ8GQ z8vXiL&B#H(ni=dSEMeG!^3jh7WesZx(O{rKxUmx!j`u3ey~%QlHyMVgWfgf*Q*Bnn zQghWMKO5RvCFE+aD91kbk=oYAxV0&YZH-@QOnDh=l@yHIZh6~Vp4QTq!W|}aX^70_ z8kdI6eQuM9B-Lj|v$|8d?&q}IhJLhx0Nwm%K6!QQbJ1hs^u0&(a=H#iUtW;CNI{OAdDSkj2} z@Q0r^VoW>ovzsREdRirlP_+0S|Era8sb#FdmfBd=r$nKSLIOdZ(6$&6y6H{Hk-;BF zt3w?6P&$6PR2edvaYi00u$_GDb?tCV)SdEFsth^QIcfa`^90@~O;N$bz zqz!()N_#ld3x6M{9qw=z??WGvAhoG24$4(${Kmaxn@I*z3VbAf7|F>mK)@Q<^LhO4?G-(>W8h@wV!Hphx+Z}tU-dy z8GiRiK74C#c;O*ZtCqq?)P7^IM`agFk7fe0Sd z!gb4UbYz&z{3h>uD$TFNY@9+a5z8@?{sJC3~;n=nml8jN!qXy&@sK zWimY{vANWf3Z2s?|BUg6e%J%qTO!*_ucD(pi21fJ5i1X@i?ITj1egPRP=XhD0VNm% ztFtq$)4F%ty5-9!GjIbOthceFKGo1ZAJjg8dob=}C?fo$??broBcJiJJM(M8RoNQ! zQxAtzKTvqT`13UKpg%426~x;=#`7CfGLqqXwOFeu0X#XBqn02$K*~ch1&k`n!3hVX z3kZxr)x)lS`HRy57}dc&4lJ(`w4D${FWMWk1R#I{I0GbD!5wG}t1|;Jh(t(4zWu7f zchf65Ago&0#9EMy)aWj4(hXcHzH?*8MoH^;Ds++UJr>HW& zNPyEpfNoSBK)k&T96>)Ei!uvDrpt?eDS$5!0vezJ;-fP&@PaUiM0*qiOVq29(L_%4 z#2!q$P#i^pbTm`!K2Eotf*LQNY9$2hm6Ac3lCGkgj?K)irmF4?8S`)Mvvr` zVT36h@i!cGTSg91!x8zlr<%sntHx!!Mr@PLeZN(5M|pA&#H_yQJW13Fs+G4KMdt4B$kLH)9)JF7%Bz=J?o1WVvV9we03Fgt)O zje$H%{|75bf%_hULrC#s#Y|a9xojkd%ruC+4v9Pu^{Ytx*ayPiLx&~ts2?c>5lsKVy(M%kg!?~!#o6O0bR4Z^hN23%( zCmG5xvm!)XN+)niyMjciyhnS4O0B!fl92<_u%1n{ghCmOJ7A5~Kn;I0OSDYRQdG+! zbW0?JOQV@fSFB5i%*%=FAN#lmip)ayc#o?oOv1#!vq4PqRGeh`JeKH*SHlI#GsDM3 z!!+!mmb|qLfi;=nOlHb4_LLmZbPLfe0sswA0Ub~PoeI(fE7p`9-AhfaSkSa^&_MKx z|Gy9b3ROx{C_Xl*P2051lF3cd@XA_16w;6bJm@FX5KiL!L{K~ppsPG_jC6QdKp~CT&%2v56iDy{KZ(BvBR#QAU>B5L?2a|C+$h z{Dd`l!G->83kWPwGd83T=zlp>T!(AOXaPNBWva4c$;l zG=ttmlt2)$5@l4;a8%?ROLYxMNfkv(ZO%-MOWtS>4g1uD3)O|YOON_2SO^6GGSw{X zSL-CaRXte6b5(_P(p*~1^PCAJp;8^QQphAg%%i0t<5GwXR*@K1wJ26(4cTN}R&

dLBM^cU;8v^)0}Tb#Nc4g{Aq_;agaLD-HyVw04O+5%*GY|6?wi-- zxKVq(SEa?*^(jA$azcK^%a8h302&66Dp+4cSgti76ZH3|YS*)SvA062j&kWFu0T=P}jakYdyz=P1J49o=-&2880b63tK zNY8aU;27QKyixR_SJVwL5NqAc5@6T$4)iD~7o%O!(z}SPAKZOl{}kEXg?JQ~-HMeR!NC;(@s-UCJzvK)1IIA1 zMY!De?P1}JUv;hDvozX1GDZE3PSfRIh5X-3Q(d}z9|A65?l@pjaIsK`l@rU3ABAA> zlwkd9*ow%J3tlD-uF?j1kc!Qa=6&7=9AOeRQxirfLfqRqUSXEqKow3+fRW)7Sc5fi zN}9FdI*Tn#{5TOG5l+S&$hU}HLT<2NSL|2Y0h>rJ{|wqpeNfTGN{ zIu1lcq)_qw;~KVt#l_)1fQ>~U8AN8^Mg22HUSyVWjRdtV~Yb>2Qwk z@Z?XP;^_#reHb;{C1vrLLR3CjVNvB)ZRKe6(zp#%=*?v~PSf#1VJ@jwU|tKqZPwIG z009W!G*IS1R$RM+4eIOJ%0OhxxPxoP=AU(Bb`4@~?q+X>G;lt`an|GjhDGZ@=X9nT z`w0bQkhn;w4)nO62JR?S&038#*m+jfQL<-M#%Jf^Sh+0=oAc)~RRVyn-qqpTf({Eb z!``4w0Pqz8W%hz8VCIOvqdZxIKJ!_P?qQDB=8tw!{~-)%gRErd*k7he=_lS~xm;;Y zTj!T%he?oW@v!T=zUhLk1X{e^o&LzgTRc+o>0bfrr+Ni`Zeyb+Q>4aQ@XC^EyWU@J z>e(6QqVQhuawqX612!;&DR5@k&;#Y$ude3duU=$r2I8>>X|sN`(G`y8Q0wqZT~21} zh2)OfhU@MKg}(y_OfcZQj+IizBo+IpveD_k21)T8Y#Rd*<|b?lHf(i4Y+DXZTwZJd zZEP=l;czNu$|kR(;4n{@9;ao`)#Np<>CI$|KdL7{Xp*IKDAYQ?u-ND*OG29t#1Fk zZtT`>4xDUrMCk86lcLDupd?%eXy`g%gF9M;cI&#*RvG#JYWj{}`_8@xTRRxd??_X{ zP1%%2sL{7X4gfFdCblR8?+*9NMFoGty9TWWPciv}aQ%?*37;|80^5W5TCe>PF#M4V z*YG7t>|4g}0R{2&5@@x+>=GwI*75G4D{sO*0XnFI$mjz~tic&?o*LKa8{ga<_rV=s zP9OjABMkE4Xaq@XS{&Wf=`80`A#nCta_wkxY>1yxeeieIX)Mq3l|sx2hHf4qbD0=w zvM6da4^TB9FE@u6Ie&BTt_u?Pz!(l+|4Z0}K#1{6%*T0y??1=pKo|5C9rUy->q9@q zNmF!Hlq~3cbcK_2Qlaz$w{+}i@?y|*yxy8A?{o)eKTyB8#Cwke;&N_b(s4I;Ql|+a zIW|-u3sqnBB53u1CbL?Xb+R}MsGf6xAzT3vIZxMAbcTx|R zVG}*-7GWZg_jyn15Z{vV#&@Db3!VfwxGDhiUIkR3gEY8A8Z7wtK6v-VXpH_dg%@^) z_h@7PL1a&MWglrwmhBI7Yl`al|7w@wi)=!ZKY5fNpd?k&EhmVI81+;;D&397nx8HY zUu=3;>eY;OpAU;RU~_cpcYg=?RaoyxT%*xudOmadz>@l@_u;DF=Bw{qtq)zUZ*-+$ z!jq2l0xo;AKYQX9OubC|Uo@qcrwF*mKcA+1Gq-M>&w0o8GQj`97Vdkp5UZXit78sd zflvCZ!$-x>N5=Q_$G7nthg8X*d>s$M$_J#&$NaGW_}eaEOb~|qs7ufvOz-S8()Y-i zpL=Ahdutp}94LSDKY#QOP#j=&o!|MkKylk23vGM#gQ0T@CHy~#!4BQJ#1DS|8h(I) zBXA&`I|dIHJg9IX!-ftY|1Q)caU#Wv7WDwicyXh|j2=IN3@LIX$&wxkp-icACCipB zU&2%*b0*E2HgDq0sdJ~yM?D__4Jvdf(V|9=B29|464RzmpF)i)6>215{q9Z8s&y;Z zN}W1+{VH}W*|KKOk~O7vttqr$*{V$ocP`z!cJJcNt9LKoys-WP4lG!(slkR1BTlS% zG2_OHaY2qOc`{|nuaXr&pm{Ur&YnMSZXluvj?$)2qfTwQND(C}Ab^f7dp7OZ&T519 z;mil_-oAeW4_;gM2F)983s2sg0D%Gm0-RX&Ck+`jV#JuqZbl9F?%uzH5C5GY`SRw= zLrkxJeR_`W-@`X4|9?JxkudM$&+n2a|Nj2_`$Usc0}@!Efsb^R;8vJab(Mk-as`%x zZc$j_Sa5yylw50-)t84Kf*7KRA39c|i6^3%;$xA)QkjdDU6z@0povDBYB%CY1QD;z z*duK|@CKX@ZTMKEkw<!NJ{m1Bp2% zdhDT@WdN`UB>r=BtW*QcNS1*ph@gA!UOf)I8UNhIa;qYt8w zLh6)-lTyfGhLVak*Q6MBIHISYf=Z%_qmo*xsV%;kDrBHw<|G0&;uvdcI`ZhMkxKfu zK^sBZ+N-ZW|MI#SkiYuYoB#qiaKaydpaDjf&tA7>bzg#)-IoN3XQs9TDU^_!-?I0n zxNg>2?woh-nXbBo{MoL%GX)B-q4UyPRHRxl$S64X^4o7ylmdLAT>*2tVWUi zof_NSOzq7$cZqFy+inZ4&}vT9=D0_1WUkWYuG@4=??QbOQ2zNe)KB$deW1TjMH0$A z{p`E7*pLPc@W5rWm6pH?v)wkRi52#++;b-u@n93XYB9#KYK*dQ!wwg+--G+8tKgd< z*DC>>|1r0?X3QO%?6PFcT={j~X_qZ5iyg^UsG$xAfC5#vQ-k!`?xNFuZtZ6sb;$e8tOrjV8rfv7nR=yFN0m7RPoAkJPHY~LeLu_2}QJ+xKS^K zq=F2pR@Ex(i9mbX%h8TDR=&WYZ#OsGp^!X=J|guh0i7`xbd>c6XI+PW_Oo36ti``4 z|BlChpd&~Ct0+JMqV9lNB#8oB*T66CBtQ@xqt+A@iC66I8otvY8z&?dOkJvj!($32 z>L^FF#HECK+@oGp2pAOlF)+A5m5N>g3W^;mdo#pQ3~I>39|18*<9j3}JA*6QfX_)n zL;#cu0G(y6L1y(!;wYC0ttL8gb5P`5m|7{t|5=fA>Ny=CusD$|)+Z(NX$hWs*~N5$ zF_?l9lu&GfATlB|DO`KSKK2obHMTLD8$=6JhBuZ<)Ul4%+!P*09p`6k^8-i*N=Kr-76VU>Xb5$3hkd>?|r~g~c0?mG_?)YKw0w(Ll&N8RnnH$v|2joYFjHF&3#p@uO&}x3v7_tlB>3MLW$CHt6Q18b+>++ z9Z!M_!QmD+5x;|DXHp=NRn3o#k~# zBzerkOA3dxz*(69ly!wH92wHjO0trz+GMSARcBF_GME@jWdd87A>0ZVmc^yzEpyq6 zD)BO_i3w%`iFqI3(D3h)d*(FbdMhnuvzvP@LO8dL&LJ91o$XwrK?)MjMH0=Qo9*mC z8?~vrd8(mz2;|>T8#o6LGIZzwhAL#i3RYlpmMU%OOBZx!Pv*3gKMm?ohi=qFEA`P% zy|h$67>p5S^{WZQh%u8x5@oK0t%Z{7gS(L|cl0&GGX-q6U6;CnS(vd&rEDKD+u0iD zGqiKuhTP~jqfy&;t6kmiqP)T$`zQv%YrWyyAw26LY&h4?^6;)FIq27kB-zI`c}~9Nn4rug<~Ba|6rUtV54a z(N%Z!rooQsO?Nt>s$Q?CPo3aSDY!DV?)j-$$fa=XIv(Ew_URHv?BI-ei?uuU7#}ik zdPcj(ccAv8f^2=qLHXM`w%#J`csA{uDjoE`cfN~~+~%$vxdXpngMNqbg?BB_O9yYD z7ftAk$4KMpgf5ui>G65$ljMWxTaP|nD46d>)j53i|3ZD<^9qNf=mAUmnO5rbHl4VK zuKRk!l--P+9ql!n?FrgDUDEoHT<`gckKIapX$C(H867;@@$H?GF(1u|mh%x5SFP6c zO_@MsOZD~K^{GceSl@va&Gs>#Ms%NTfy7H>g!tvhE8(b5$k=**ae_+3?KpenE^&yW-VabK_CP62%;Iu+{wm!bsM-@;PGLg zebo<^T-CXyVa;)1mgLX#Z5jwZk-M2700mu}XkSI-Aqygny{**@(%^n5!k*aR)f5w; zAO+!9Cp&X5A6`S`z9J6G|MNRo9)x|DIz>VFBJACFP!NXyLE8UB}FZ`*hnE zRKXZpApP(iv?SjemJ-c19|wA%^vPlW99|tRL<%05(I^BTmKrWG*hgRlF9jk?3}Ov7 zQ27}X4k9AGSf0UEf-vx)Bla64BAlDiMZ-~I30Y#W3ESK}VRDED4Rqq4(ZCLnKo#Cl zDJoSKjv{be;RAjKKRL&g)B!89Vi}ej8_FUrs$m;OOU`|uYT@E4k)SUY7(*&VAV6e9 zQbZw8WJOwJASA*fXyhVnLPvV!M|xx;6hb0^q(@rhNus1h#)(H%gbUV^oR9=Y=mART z!64YAP5vPuu2mo|BYu35Gd`nHOqdwW{|-@1qfu6)KimU0zM3{dqBUvC5#oizeIq5( zO*sn3Ii{nZt>Xcf&+pAf$jxJN#GS2hVagG}1XjTm@MBw!o8S4J84Bd`5#&}GWE|!q z6z!rzq~JtE zje#(QRj>n7f|*kqr~OG{VBG~(R^{ofm~|1GV_;=)XysP&Sy#Fv;h-08z~flr23Yn= z;xO9Et>qF-!4kM7Kh9+>2BZeo|0NtYQS?op6NQHvgw>RJ+L@pS3MSq`1RX~}q#gu< zfCi{U0Oo-ns7nGuM6x8DoJ;uOM`KnbWKw2@TBuMIf>C_tW}aqgdMIh4LTHL6Dp2Mz z9G-_kl+GP)#4iTp3IgMt3S$AiAOhuyYf>hPKIUoy>Y$*eh?ZtIbi;>^Xrf|hA>2oc zLRgBjON>UCq|WF}043}||Dz)2L{U!7QbYnffDMqQ-;h4#h`o^!#u2I(X{Q`%VTEIh zSz?JW>2EXu2cYAVLg^=J=REm_SXSw96xy#40Fb0*7=q~&Ji!tuYnX~@KhEV63FJQl zWSYX~K}s3VSZjB*Qkmev9pJ&Ys^A?W-kRKLOXex6jo+#P7uF0aDlo&LzN?`cDu^Ti^j=H?)N+g|bx~RP9s8D3W)!r)ryg)<0 z*4`^nWCCcq>%7YAyn1Mf0tGV;B5oGqy5{IG(N0b14nJJO!rD&5ZsT7?EUz(KT+Ec- zGN;9o&~s)iEX=BJ)atEzEDg{=JCYB{ri`za>}S+tk)&+h6~GTP!5P3TvK}k5(rkK? zsXt09=;kcXx?y}CWJ2br9H{Q<%7GM(>*)Na(sCcumdh{Q#CJe?%-^vaxm_%mj5NOs7wF^01`NX6KL+T!ffZ_?*;DcK$YowlJ1k?rB`7K2_h}* z%C5Q6?k*`%PC(vHFdb_mh1QP31dl>3Q1AqcsPPW3*qUbVDjkeYD)YX}N8xCu%ESci z4lz`3*7)G9Wv_>IFV}r9C5A62W)n4sT zWWp!_1!`(-25&ID7BANNLIXF$5&FDnrYatg`)}E-PKjLf-PcF&pq{2O$1Cv~ z?=Rdd97kAC5JDq70=oo7BZzb(5EF(O7g74wHN&3^XY=Q6^Be6ghn$T!fAg@ts#=Wm zY?Sjkr~k9a3`vt9iQ`tOJI}}gOqCNT0kYO}5-Y1HC$T11uJtM!>jR@v`IIDO87)2 zFoH7d13PF~FoTp!7sye@^udkT-Olvd;Pk}iwDa_|Z2UC&zChxta~EFnj3BkheKwL9 zivtJ&{c3K^)-OI!HC4NuRb#ai2c%q{=@MZHc&q_fcaA}qwONyExu$i~w)IQ&vC^e& z4o2`B&ou>G@M%tPUh6fycEc*b0yx}5aS5Cl^+Zq-tYQ<0`zb|ZXV7D3MP#eZ+AvS^ zRR3&c@5N=uMrM2LW}k1bu(Olsh9(=wXd}sxUBNupZ&U*~60^2z?=vmZw*THw758k; z==N?eBw6=1L?ko<2e)kvw|*SAz!JqU8OU-o_g#+yMt4IxST{R>L)bR+Gw-Hcp&t&q zGiDej{|uO$aiONp%1%C5LYR93aj1Ga}qpt zvdV0L3;2K&cw0uX%x&PM>CZt$AAL4Bm^`>G_x6Mj}&=ltcM{12}72`ITe2l4&*n3e+kGG^Rmcm^(Naa|?vu zvbWf>nV&hDL#Ub)H=ApCZ?*Wq4hZJ`f}PK`h&FdE{KB5gt7!s-NQZQ%I-M{Vx=}=m zy&U?3l+D(Kn4%94Wj8usJo-8L2mzEcrKh8ivlFJ|~u5mz~? z-?O-JuBwkATuy72#JbI?=@Sj~{unfw$JVXmx`b2I0981!6QZzl6oD`zQ@*is7xQTz z^PT^KI_P=WmVC)~!vq(5wp%Y$XnVIaSLlsixc8c+;CNK_ZDpT(-bng*S^xUaPrA>) zJ7?QBr*EOrGgW9O2Xh1f1$@D%lX?;yaVYn@zh|z%JL|Lpw82|R8zwxhhcz9Bv96m= zxSo|pjEk?AgvFa}hTmwLA4O6&;>(-aG!nCimSeS4>Vcb1du`@WaD)JL_HOSRQs zJ=TvQl96sfRcp?Hz2Q+=gon#-kFnZYcrmhlrDA-$aJyA3Wdt2lQ+W6)9P^+u1K*!K z--m5oleD2L_VpTm;)_kH&L3pg{Ed5W`Sa0FpOqpB z>v!)_Ql(3oHg)Q>Qq)XSM^&|o3hS?5t59iGr>+~=uVcHFW!A0Mqeg_DGF8+TZd|!> zE47V!7jIs@d->Mw`xkIv!Gi&JGJF_uV#SLS?>&5%@nTb*OjVw2*m7mcnK^g%{26p; z(WXLyDu4iWYSpV*w@%%F!wVC$Y1g)WyY>qjBp|rcyi^-eQ$6k zoOyHv1PBNSa6*ZaB-^=n@4f_l`0!82mp6YNJ$WnZ*|&H9zP%XvVdU4he;nFrkSWx+tNJJp2$uJy05v#1cs) z1f-f&T#-eVgnALi7-MuQC!)&fhn=}}gp04KGO=ouRe~G^tE_4{vKD5o2+G& z9p|b`$|{>849mP8$&$-1z2qyhFvaY|F~cAm6EVxu%uKS;+^+ zh)6~L?$Yr#J^8#&+xwJdF+c^CRQXtLIp&&E%}-STU)`B!SZkeCLJV^qI-*@G{1sS0 z0zultVV!>ZBxI$Yx+P|#Z3>Af58ys_kW%zgQeOieTe9$YknE4EYN#AjpJVd;>|I6CJbpZxL3Q6m5~>#%!N zWX?ynlv0yXM!D0MXP((+nNd%jb^LN(wddG*u9bF#h`wE+TW@EY_Ya}|omi@cPc|o& zu09?{r6OVE9)7NQk#4)9ivF%`xg}EWT7EfFt8vR3%iOlhf|713-~Dn+z13e|FnsfB z>|TET{(DWr?dQyJiV;^_Va9ul?oSi5oO0SAzyTJjatGYlb(8?I&w1{1+_}`~%(Dda zv?mK$SkI?ib~>8b>~yUYVSRL_GufRmcK@}D74CGUI~G!;cQL#ONRkFT8;)prIh-2u zc&HQQG0%BH*~wFG61}CE&xlNs%8#yB6|5kMd%sW;+`{+0vixFhVVfRQ%66r_B!zup z6k}i%Q!o0#uM%fe<6-Uxn*2p@kB@F^wE#W!5pE|DIMqN5po-|4hV*-%z>vUZ@9Xs$?E(Hfo-qpH*>i(L82 zSHv+H{!5zEKST|QHqK^3Ys zsfng;>Z_Xc^H-SO6i!7ozyfz7XE_^JoB*~nk65*%GZKZz1yZ1%APXcu3t6c{`g4L7 z3}`?HO3?ivRCR4lXs9lkv!1QNp(%tY?IzmShgcM_7!~YGHdhEU2EfK6is{UEO>}CEdC1=XEB` z>vjvYSHAicyb9q^hX5Nx8j5JJPc!U#VX~7}A~q+H0L4D^5mKHw_M}#u?0(ZX+9R58 zdX<<;CAt-)B5jYRNxCWAnuJ9u`9+DAH7#l>EKSumhPCs{muIXg+d|Q{wp6X-Z#IBV z-zF!4CuU8GE%#Ni3K9q}z9)B(o7{Y63c5Ldk9F-6$^7uxK4B2@bxD|AOLF&B0%_1d zx~m578YH}awTO7jTmQ=R4wk)Cy9r0(i<3wsV;}6WZ!K-9U;ZZ1nbpFJ^?-yV&5lAV zN?OvKn^cu%Digqd0Ze}@+~;{^7@P77G*OqTMh^=L#35c-Reb{}6{8rQk7lvuI7Wd$ zzF4f6c3=`}Y-5pKP{*NWk94P7-GSmq$f>3ekp*Pr0U>$2aB%XIClqBVZ>Y+=yYjBH zEHy>6sCdZxa+nVhS;!vm%uwN?GTRkk084l;z8sQ}4xHdP8`Evxb8xdI3)C(88QgcH zpN8GXnAaM5PWrQeqHlwO+devCy@fYwOsqfxbW8}Dj&Y1L-RVtx8d5kG^}tsaNw*dh zuJ=(jtBd@fR{t{;*4(8vl!az%Tj!c-yUu8@*Bk7s5h4=R*atX@-DT*FG$$!#c7KhS z=BF@QFVf~#R)i_cU$pIQ+1BY!AFLN|ha2cw!f@XPov)+TkEn+Z6jV{b?%KGU(eoD6 zq<8zybXLa!{U!p8wJz4}bQ<7EARWQU?gfD+oK!S}S$!7Ha1sjW;Sh&i#FM<_gUp(f z6}NbJF>XZLgeWvxyg%&^5iAkzqm{$OaI#=Hvh60nb+(vbN)Sb z++1#24EpG`Nk)BLI5I~^dWX{uM+-FF>9avW2%;|aK*{^WcidwFG{*yd?;F$n?swRg zK*5xeo&VrwKQ#zB==RhZneMVvGJ<41aarYV?|tpNmH&Rqz_a&7Dq(~@_7Mxlr#!zy zY^=&DU%nkhe!_i;e>Z`2V4Dlm^PN2l&!xu~K9e2*`vUbCgPS(vGS*1x`h@9XPxfeU z#B6WsA}yVO>*|Dy2z;;Ww(j?|&O5-)JB%+qkPrFfDrPtc$eho0TrK)~M%KEE$*ix| zvJbqr?^n7{u)eRbU_|`L&-~7>@f-`;l1&IB?B(R;5!eiEk}z#FOKqqqZupM~D=z@2 zPyh!oG0yFb5|B<7kO60}_8`!4Fedke19SYyIxLL`c%Znn4#tF!1G~cmw*v&nP6Ty~ z)c>0At?J_reGCQTZtji@)?Q7MV6Y%$Fv@%d5NHs+Z19F~aCivMMReluc+dw;ZU`^2 z+g2)G{%_5GMB0*2^J-39aE?j3VcYtT3RAJQQm^Q&P)xK?I=C?Qyzl|Ruur(kx2O(s z41hWU01eY{4g0MPGcXRlqq*jg4(l+~NX^vlun$vk?g&J?Rxp$DE_WWp5czJ(6cI!i zu@N0nm3V>?`l0+P(aer*{V*{T)lmw&TQo0r2#H54b`x?xNhqxvg?kEJIVu7p1_}w@%WTc)c;OU zW)5l(pYcAT@j#~Wl28aG8;TGeBpX4AL%7j*Ji;Tq(P_Z3uo%G~_Q4#_5gqS~9aoMW zIdP1dCDN_jHuPDXlZr<@OfJ6zs#UAgmv#tmVc`7Oc@S3L5FsgDn zu2RvmQY!;RAuC4r{HPa)Yb+zuEO%2FXDr~Dt0UEtEji_%+;Xj^iv;ImF8}FL;lyCo z+>Q*QGcWVfKkSkkQRpv?CNPJFF#pOhLnJW)uQ7jZl@tLK{NWzR(|CMhJtLFMDzk`8 zih9~FGs)((MuEUy3KT zH_K8Oi*Y-OPoLEC7>85fjMI_kvd4x@lH}?+oi94^azIqn;jELp@G92+ayu{XJ2@ge z#j`PK;wBE^JlR1#tHwQN1U@Bm2#FFC15iJg(B?GD3B$+ECM*-$Z$QQ9^bEB1#Od`s zKufojOS{xdwX^}hkU^Eh(FSNXCno`X5h5p4H!IX4V+@}*^cXwRL;o+RI6>4?SZ37Z z3hjC&IhgKCV>MR8v=+xStISja2go7WR1L|}O}Q@Y zK&NDcvraz}Pj~E7qDv%e=HU3y`Bd;wT{1ftRiYZTR~{9IP{ddyRVTH^8!WZ(HdQj^ zv&=jdRQGG;rf^hOA@i1$NjnQwOLJAJ6sZ966|eNEvQ$?0bxUd0R&Q@1a}{z905t+2 z0Cs>^+4NU~Rb)h`LyOh9?(|qg6c3j#?U=DHUDQDOQX2O%TK|0}QLm3$Wzt$T0$ZU* zTN#t%4j~fQp&!8E5ycgHe29on?p#0h&QkF(UMi-(CG)`LTWqScZZ1_-^)Fa%UI~MK zT-7*Wm0zFM1QzsPnd409#4FqB02b&35>{b(lVKZ{Ly5Ic*TcCcHlXy-Vw>?#`_MqF zGrQ_)V?TCwU~pumtYmHUWOH&cxwWuZwrjuv617Zbg|u94_GTx`<%~Amtimvq5NJaa zUgI@q{V!?Z!e18!Kw zwpd};k;LHa(iY)L@^%{zT6K44WK?8*7gxHIA@0^uhZj;e%5V9B7%nv&l{b0hlUbbi zG6ysX)qU7k^n-e<_xB6>inwGJtUx`Un_N32|0zO*^xXl!8~+9Qc7{f^TQy5P&Ea9MOWY zW=O$CgU`%_&m;-w@p?@)9Y*sMqqmH)sV`8tPX8`og;`iuUAR_ZxHug2P-vLat|Ny7 zxpaYmhcnHGJ?(xW7Sx8=Jwz1MNYZwb*bfJIC7Ian=oT>hDvB+RfiuF2e+MSASSDae zmc00jfxgW|BcfQ`G><+kr$bf3l3DQz)uN^E|EBiQAIxTa+3d05H0zkoEU+% z?`}h45kJ{PSVELzf|MgccqsT-P8ld1F9=x~&0M)m5Cas`*dDXDjXAT7bJ;g`xsH3e zOMm%=gV{ACCs3|-x2mH7Xn>iUIbn&hhySISkiwRqs`;9+nSZU|L^}u%4@xcpIAg`x zt~wTW0MU|B(ja*E$@DIrxwB*wv1#1-M6ftT{N*q^6q732|? zfA(=XZ^5t#!oFx#5!y8rnxVbaq4OA`HKv$97Z+750NyvF1({7b`VBoApMaB2tGR4P znmxi`gZj5we~hKS8TwX*V|BNj38eZ8!lw5srzfhDF~X;>7$$_89S#9Sh`OkansAA9 zsVS?e|6+Qhnm^THjXevr<_6~UEETo7HMqK~H9$*I;H$&>R@L{>7DxnmAg$FpBH5aw z-8xQ7My?l$u6GQtOHDraZ0o!8>J5diCcM{uVKcby)C=hrpCIG>) zAzQL%;)^vkpG#_$FZ+2j+w?jipaoj9JbS^q;Yp2@^av&a^oN&Id$n8JwaL_RhS_q? zu(p|bLZ4X!aT}U-J5qr7VIlUnS4LTjIIbdDk_DBLGikYBrMaCuq9RHL6_rM%ySi=Y zx^WWZz>FRKpu1IMaKW2gkvbj8yPqk~ybEJzV=9&*_p_O#Xtx)&fVj6`m#&E$lGm0wpV8GW zyk{z0;_^ZQq?Y{Q;&(8--+&IwL$Q05$gz?c7 zv*@a!NxlkTzTt?DA>G=G9GEHHs{ELuwQ9ca4UjpVYcKT5v78vS9Bg^J)V=(g!F;8G zY|H}~lVCm8Wu4Zm_02ber!UF|QACf^a$rvbkF1U_mAp35jZyc1sGfsmFOzS&&vv~Kyd zIygvbd?_m)w2Ss`7JW55{^KD%vu{pz+N@Pe)WmG^!my#khY%w&v_i3>#fum-YQ*S;qL+^#LxL1TvZP6oC{vnT$+D%(mnF@} zoJo_W8Z&Bg>fFh*r_Y~2d%E!nM<<-4NRujE%9QDyr%efOt?uiw3e0tfy}c(0({Vj%Rb$ycI{E4R`uH5 z>zD7}zSX50uC92uZn-NxGQAviBv1tqNS{ud^iql}iUiY(Fs@Y7j5Y;jR+WWiS(sphY3b!*mW3(in2Bj-nP-ZT zrvK)eY_`dnYnja^=bUubDW`3!^ufKj|MT;oGL~M#NCYvmc%-*<0j?m^ErgN_AAW+(NbFx8Rax<+x}? z=?^<)RY@hefOzTdm+$^X=DhSahFQI5x~cEJ``YR6zW@hJn`wCJxo2;E0@uxO=@>_j zFwuQl-J*_G93G_RO=kcC1W4@h$JRNs!E`=|3^Ju1b1XmuG{E4p%ciC(GpY)*3jYL! zvC2y8gai?R>(3kN+F`FmKLPB~z#i*jOG>M#?9(nWTT`?-;zae;)@H3#w?!_+HMil0 z9WJ}${t;zA?2yfFylfM4Sle0REBD-Vm&xzlczY)B-hB66XPyV|mhf-juoE%J+Hqj< z;@x2^sR0TgP{83QS6(T6(qU@(qy%)X-w7|jY-$ZNmtG(ctlE4ttT`{Zv#dbJuA$IF z7u_q;xSvR@7$5P@Qq#ynEqqKkNj>$|K3T1k@>lQ3)3iBhZSB`XdQH8NVrQ?t+H9E( z4%%z44fpuu8&>!EWZo-x-t4y@+G&{iE&u%f-e$0F2>)`8HoC4kB3Z z`=;nV_)&&_Sj^(zI$&cc~C+a@>vKoWDpVx&4eOKp&~tUtYMABcPs?n3x_w8n;5S~KzUZxYIwuw z8AS~`go@UDNXj1u@svzTqS@|o#3Z_siLhkb6Q8KQS#E}kxXfj9wExIUE!rj&Uqsvm z6eq?rC3@tZnn(m`E<$AD)#cDS_Eb@Jr%}cipOyTEaNgqI?V-cs$_3$sdXfH z0y@?)n>Z!iHfJWG*1Zaxkv(v**3l0Iu8GZ@;&i7xZIDm>_{X4z@Q_4>h*6EIw52lDslua?RH;f; zeqz!_oFvLlu$tAby0%DQjqMQK;?RBU;}2)e?OE8$+qS;-xAUT_a7%O7;_@x8mE&tM zE#MssaDW3DLqK5lidc_nZaUJeE_JH;0u^6IRzmW>@|GppInF4Bc7 zVroc0J4rHFQVf+m?LGAyRcf(zdavy&SF<8pu-2uvx8;g%(MrVLI@oP`0q$El6Pe*! zSWT&^t8qb!Trdu^uNts`h(j!5=t^q3+Ew6TGZ$0DCjTG+HT7-ntOw_!j;IkSYikReU)Y3(Mrv<#Y=5}jq=~D1^CJYF0ew|5~Y2x;}2a~ zux=kL%Lpe%OA^*-XDS@U3%hxj%z592KiXkoiulfW&a`Ak zWh)RJjTfy`8>@;3lBKMU0Xa?{W5}H6{P8-6jIc@QgIU31&h>7|+}pg@;XSW8)Ipy{z-HFYxS+ z=ef_1i(COxR_#x{^inNu>3&|2Xm5ji(c(58xo0J53Js*v=q3p5*xhb-C#|!QJaSX% z4K@4bx70N%Esplh?;iF0S^)pIz)#5sd+dW0x1Mdnx32Jov(?wXe&WL&9(Kq?T&}gO zo5k0zVT{X3q{-#D$LH?c=$8Csg;fusTPi^gfB*(7aQVx@8}l2R+neY8U=kRVbDitF zggoE0&v92|l7vC%^CUWxjUK}%%aFf8Iscxj{R>L0-T}Z-cQry+KlN`_eIKhx%fY$M zb+11-Ok;02nw-e?-V@jDvC+8y#dFo*?Wcd zv}b#~)^L{52x~TBzPEPDaYew_8p0LiNXMUZQR4$}`m?v*T*M2b4d8Ed4RD*+9LoHNhe_Mlpsi%Kn!3R^~ ze_;lINZ54(_;m!>gpUzd3Fu}E2>)jdm>LiGDG?}v&USniXn`q*9@(aH0nlC2r)VA+ zZXkFd4l*IJvWAjnbB#AU>!yN{CuA&0WXD1hOA}9?W_dLD68APkrbU0ARDV9`6hKH& zToG_Wc!Weq7vhqH0Jww12?vv8Mw9u1FFTol zQ^=00@g@Rug(O9ML78XtNR-Q`e3X)p5VV0z*_2LsM^Gu1HD{1jnUGhRm0G!#8Ubp2 z2x{{+mKs@>(0G=$o538o?=? z#+G4n<}b>*SA^M|7H|QF37yv=ozn?H34j0>iU0v{0XBu59oQe*xt%dnc$ArV19>yz ziJ9Q1q5@H#l6RgZ(v`cjo-ERyqgj@tw+1@8qngA|s2M$~=_B?@N?SHoWmTIC)fWAk zM1jzxP3n@n2^^r~BcNg;Y!GLl7x$M5YA5apln#1l5c-_y5fA_&`2-0b0RI3i00000 zwgjdEhX4QoJp%wP3;_}k5*HE;9uffz6d4l~859&01{En96%`Q|0#_IsUKs;YCjccX zLn|vP2`xnRAuE`Yt_fj?D(d$NK(>VihxgF@VcSK@<2q=Z-Gg-Jw)ui}VB zvWiP_i*A35lj4k6i7oSItY znopjahT5EJ=A2XAom1$YQ~sS&<(^sOp;k(xu(qRt7-lxq*$n^ zspY9%-Kt#Vta0hAV*IRJxvibutz+e_VQR0aSFoz(vSz-tsOPkJ{sNfdg{G$dTdEdZxcx7l#);gezeJn+{u*V$(FXthsVmN>&krc%6yQ^ zq`S+Adk}0&V|{|qvXzt>&}bB&xpv+g#XWczR-on(1pm*)ydF* zpV6be(UaNHv*gi@?9qkH(uCpDqvO+(>eGzQ)QR)dhtSoB>D80b){NuUnbp^k*w>ZX z*V3@qqR7~k&)A3O*p~j-gxT4Z+1c6R*`4dzmDSpf)!LEV+MDd#n)BO~-`t?z+`i)6 zqyF5DyxpM0-ks6jn&IB9?B1iy-<;atj`HB0+~Skw;-mlKjpF2-{N$b2<(mKHl-uf; z+UuwP>!0N8mFVxI>F}-V@SOVdrStT%{`9Q%_N@H)&;I$e{rbEA|Nj6000{p85eOVe zu%N+%2oow?$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8 zoJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`R zn*)y?~ z_e}!{5EQ74K(ufK2@VWLa3DB==dML_m`-51w_SJ)Ht67k5W1DX66KvI zkbKUJaX@>&K#;(A&iwMhKpzgV-!6mf5~6GcomLxj7EMSXe)@G`;Xw&Rkl~FH_UPk} zKnA&#jOLM;o`xKHID~#R-1uR7XE0{~1ROj!nQf>|2HXLYB{vXs*a>tRYS0lR;~)e) z8DasqK?fWO6{a>OnZ?yMr*=Z-spp=2_8B9EMP7I$d+tF%f-~OONZga&3=vs#31IL` z9|Qn*$1hRl$VrC}q?g|>Lo|nhGiMAUpp6B|h{}197McJFrV{_i!Fc$EC}O0XTCZJ*s2=t&X2M3S`N19ha0Nfy;o~s^m^G!=4g{V}zEPrWY5NZMt zsAzHzJ9>LZHGLpw;w})R=O_UXe4qe}3ODWa(@@vNu%Hglyq~lS0++xC5Dy~2c-5Ri zz#Y4AlA!|W?U3ea9^TQ<9p|pvTm>6DN#Tk5b%>k+1RVchuGuvlu*8lZZVW*MbXP+{ zdId(tbkvYXF8SnLP0e!E`jH(mj{=Ei8?1R7T1~g(F4?Wl8+xi=KmSTPh?EAT*W}A8 z?n3UgACi!3eoP8pVd47mzF!SFe=0VMb5gGS^2|36)YO({xM87iHd-b@3P5`3FC=K| z%n;siqOmhIa9eTaSNy_yq}~joW$fhJJ$kn5rWv3!yWEi;`M#S6{2-hN;2;J8f#%%j zY693!@|?%O20HM8CIQ;MD~w6omp5ZiAJnOl|)}GlaT9@Q6rEq7q}&o<^#W+wdydHy)qeDcsN=nCbnoJsi0tSL{pl)j_v-^39zcTH-2r9dOAjZ0 zIXpx%@|eg>Ce%a&wgJ_MRZ~Px8>=Ku)$OMb0)UjWGB&~$@@^Mr@J0zoWjkG+fpZ23 z&;+G92>yuBSCDiD$mF#j61<8=tJGlL*cJaQW%~1<043IRK7c3VxM?)R!IA=|gR$q> zNg$7Uk(>^YG!CG~hmrcl>!t&Ni4_N-ABBwp4#0sASd>m9EvZF~!%!{7hM`sps7z-{ z(|~?RQkUiZq^zWVjA zfDNo*2TRz(8uqY=O{`)U%h&~6k1O)*$#jN5*&*06Kl-ce5T;X;YKXO|5EI%i7ku_O-B$t!!sY+uHxy_O`gqt!{VA+ur)Nx12a_aEB|7;s*D($W5+t zm&@GdHut#B#Y6z7OWo>P_qxXoV04@7i|%$ewE#ch977aFp#!3QUOD z!+s_-h51`zJR{i2E;cfUGc4&!Te`+Wj&YEy%;_8ldeVRn^@~ptWGQ$0)Tr(>lSwV= zC8rw8tDZ82SuyJh`+^f&-U@V_@i>YQAk1R^8D{UGS@urFvSC^CQIri6(tg0v(2lmW zr%mkx%ecQu)^n@*yk|)Vn$@HbhdF$KVMKrU!;HQ#hE=@nc0>8n>%O$S=gnaa6FJZs zE;YELykmC{*~+B$uE4!3ZgHFA;0RB+!WYi)hC6)W#T~fBCrpt4rC~I zoYb_Y^@KMbUNsLPBEbK)tgzEd?Dd|xE7kZiRz$n(le_uZ)y}!jch2)T*PGo+rgx?H z{OTVI8sDT~MZ`C(VRM(e&)J4IrG>8PCC_{6RHrf1KfPh3_dC=a-nXffEO2P}0vhHp zIK$(?_O`pd9&oRR+YescgctYjcZY`F&2I6&cX#iA54_+9zjwSF{_u!TeBB?;_=LNi z?Fhek(nlWN1!@J^1_3sDYuR!$v!%^np}A2waK@YW{Pd_#J+xii?W#vT>zMYqr(wNh zUo2h7NB1}Ech7s+>mKP!W;K?DZ|YMFT;Y$Gdpx>9cg2fC?*iYr$b(ONf5Uji*3Z87 zuiSBspIsc?h=>0@BM{&&9p{$F3) z@rHf=M|7S>VOEx85yuLVwt&FbZoT(_H6~>I26O``Wd=xmrFL;jmv#mher>0G0$7EV=4wDzfE|Zq&`?|o_-Q|%# zQ>b-X2xCvydR+%<4On}&=Xf6oc^p_=dl!A$SAeDFZVvW^L$-#3IEYT>g%}ocFvtn! zfP+gBY-In|elLdr@b?!*xD`Qo6rk5^q?Lq@c5O?Te{e{MqG(~PH;SX!g~G>Ub0~5< z26R{0hNc*cg-B(4MsRgkhj$2ll4pUNMvE>ecCr|ZvRHJlR$B1W<{7aR(y;7St#dlh_iQsD$?CjS)6u`sIlVmS}$_ifLGiOm<|#c#6chYJs?E z6t;AeW`?2Ij`%2hvetzcC~FheU22Dmx#(Rnh+(rgYW?Vs>y~Z#*nh9kzzTP3Mpk6d6sCIkz{!aX~~wZP?4&LYaj6d96$ngd6#&ZmwLIE z9H5dSF_U>gdSM}dNFkVRRt8b{jVv~f6{u%DS%ql`mXaB2PDzJA3U5i9ZHbX3ND8-> zYaGE#Cs3Tmd7Q|ZoXSZ8ekl^3C3AU^jaUJgJ|Uee@n*3XZxbkVKDm^#`JEE^m6-o& zo4pu@8yCMt|Y2cK;BeBJeL_Q{m7Ig0cti2T{3sCI|~N|CPMmMDs%K`NkW8Ju%T z0w?gGPWq%Q5TVT(64ZGYRXPJym=6C7%9Iu@c-_@ZJ8Xg*q|R92+8Nub*{d#r$z z5hIK z9+99>I;jgPr6rN2cVU>JCzC@M6C8>OaXO}=nvaJ1V}yFBBZsCzdX|hTpiqW((4cSb zIhmnqqjOq_BbSv)Ii$dOaLZ?QF*tjHnxAC~s0In7idv+dhNjHgtj?;cts1Q=ima|W zavGPG(%Ps=DwmPUq?G!tmO7!G3K*C=6&6|)S4tA3)uE$0syAwxrMjQ9HmyvCt*z>) z*(!2~m~vPhe>B73s9KYjtwnmbN2;`Po1z>Svdv0( zf*W|Q0I41E04?jXPztjm!2#u37c%=47+MsMI}%4oZsGZ+6>G7aYo^$xpwhaAdW&Qm7q(;z4btb8q3fQV`;cBctyDXJdON(tD}DIN ztjS8Zd7F`Kx_7#uchAds?y#_rmwa(|z1W+*%2&OQ*9{)%4Z{Dq5s0g}lzIXZda04v z7dXom(>Q-JfmWECxkCH1JzBc4t7O4jwH-^k{M*0&+rK00n^6046#HVud%zy+pVw-< zr`x8!N)CIsqXig)3VgarOS~J4!2Tzs&WgZtyR~&|ylGmu%}T<{`@DKLy$9zGZ0Eh! z8xPtW!`0gj?oh)uyl^Vqcsjgr;5(OzOTJEOzEk>_Hrp2pP`OZn#5l2~E`e5@K)=1) zqZy3A5Np8Is=xXAzgoP-T%4wk`j%*?3kX}M90_Pte8%_c#Yn2K;#an4{Kjy+s2jYs zC49G9`^6_as1_`;tZJ_)ioz+JaN*~|+>5>4OT#>3-H9;_or-YwNo6&dfUaY9Lusyx(nRLte^`} ztH*R3gK#{{ep|r-yvHfZ#?ZUK#$2tg?8+$H%UVmv7i_|KEW&jh!f%~4m+`=>*$%#zP(rd%+(8%g+4&K|&-Au_ltak?&cnTN38Zo|_9K`2)se}=^ zPT|is0ni_TR$V}!Dma@Um#wXw%n8iJbL-0x9nonCt9l&549&q39l#h{%^aPU2j{(R ztkENT%&2+MRQ${*y{gD7%_d9I&Wxrgtj*Bi%^v^g!rvUuZ8y%^EXg?R&g~q@@_f64 zrwc?~)QQ^CS&XKJJDi!E&y~8*Bq7jlvA$bD)k9&`EJ4uPD$!i+zYX2hU>(-~8^#v> z#VM=OZ`{nX%+hL&$Jp$v#ca_Uowp3k*3G=tyUek(Y|^#N(H4x+|Jl)K`Ml9+BRX@90 zec8Uu*DuZ5upQee8^&k-+IKD2C%v?5{n8{%%(xrOc)i+f&BwrO*Lls%%bd*io0dgA z)6?tRAFb2vyx4~v+1>2Zq&eBnOVmQTw{`yw*mEu0e7n@*djc@P*(`A0=?w$SsWp*e zQU^*AsO=V@oE4Epgl<*?;=SMe-QWJLv~B7Rb8XwVEzGbC*jsGezIwaiUEl^@+_(+l zY)!nZjo`cdx($BIxcuDPOty~A%^%LqG`xHyPTkzA!V&!4Bn-`^JHmO4;0^rWMM~cH zY~BnC12~@JI=9>HN1BnzRfor;*NdO zCJw{#@Z8XA3({u`fX)hoe!MKM+pGVr%UU3!6m)zgXOKcVCsL0TSg$5am6`@8C{o|dv;<*p#>XDJI=(tF+LU~aOm-q#Y2rgAD+*{L2-ryt@731P-lT?%&0W zn~;tXlD^)Re(vU;8ssP=C%Fp|Le>g59R$1;kGc-D~#nP z-^kgJ4ST1~=o}C9Ko5&O=fMAN@s@qt3EsfP&bQJU^3OW%7a{5A9`u!t>44x5s6gcB zWK0=x?`l!sFZgpY>W_@UxEave3w4tmPkXq;{;u5)a^3{=D8C z*BKt;9sjzt{dl*i7=Z@fxS)jQ-}a{qMEj`&T{=-N5YJy{ZE);bY(001WE@59_M_th5iw z%+BoE9e6394J+);gMYnz?herZU<_S9`zvkM&+6JazxomF3peP)mB0Q!o&ZHpND+|v zosSWwuNGZqa!FDD7;#qOZ~n0y`v4(J;6Q=}4IV_8P~k#`4IMrlsLLHRS*|L&vgJx6 zD~%mJvH}@WBu9@WO`b%VG9^Ka0yVlsY0OPQXB%Sn*=UjY&XA0LUK%1rhuWDnMBCX2Exca0VS(^k~wh zO^>d2TJ>tyqKABL9b5MQ9S*W>FDP>~?{40`RYC+FT=;O}#bxQzbsV{|Y{oKrv=!a> zQ>4=wwro1EqePm>ady=G7VgQozI)1byIU#3megfIb7$3TP5M}`(vLSb9@&W$srx>P zC-F)O$td#<{0*j|{zI@qz4)>%um@UbtU?PFdn^GA{BeeZJNy|Vvj_uwZA24KL@_ka zQe^Q&4_ky0uo7bw4Y%+dH0dE6t>dvrAAbz4rsSGxDmq)Hs|!ejO1cQSnQXerr{{<& zFRAfx+zGt`cbgJBmMYQ(K6l3KufCefbf=#Ey6I0BkWgZfuJ8g(FH1Ua1P{v{75r_b zgP2q@xV`#1al#A#4|NQ(1g`L>QB(>bpvBZ^q_k4fX0$ZZ&?eQ?L`*vkY=Ih3(KEq@ z_6#&tRaY%YI)k7Y$C#J0W3|?VX6;C(iICIfBcRwq3(r!qjB}tfy~;11Z00lb%r(b^ za#(4nJ;_#UuQg~;6b(hRTf`nSAb|rEAb|q{A~k@;6+va!(ihu>*RN`7i?_9R>lKwG zZ1?52Uw44UtFOjd>ZTv!RhC=6K29KEB3gFqeUsBwVdNOR*iK>dgqSxSW3f1PC!I0V0o>y;OYUz;l@C|hY{iK~g%d(eu`vPow@zKt=aAd8e&o;c)x2S0q48-IMn$R%ft@*FHj0B6B6H*sFl z=O1l!`Zd4feiiABH+59R|5w-iMLPm!&1+zTTE(U&vatnhcj6P^LW<`=V^F0zYXhKm zX!WQ6ROv!w&I2LgqBp{?)B{=%%wP&txI%}#4004wUkqh9LmE~N0-AAO&tRiJ9tP%K zJv@==fan+dX=(u)_@D7?H#HVUq<~L^VicvQi`;z;gUWfDFoZEZ2RiYJ;EP~Gmg6_< zeQ|}|s}*xhxE~RYuy4pBTsD+QuqM{gj*2s*KwN0P7Szy>e_Y=U{gN)go^V;Y}zxl0WHVIoSg_*&p#d41knh+qBDMR*YN`8;jALyXjnj-f9 z@Q0w9WC1Lh$zleRo1X+HCYLBq1;TEeuoGoE)wxb~w$q*Obf+$aA+U7Jvz9Cj|GeyZUP|a&$(_J`a8npxF?wiShXHIpxQ=azJr|Oi2I^{Vqi=Ojp zKw{cOX(@}2{ZpbXqaD`@ibY{$gC6#1sPv*oMu1Y(t1Qc>7{i*ujmoB@9#tktEj5Jv znUr+bbZcqg%1D(`iUVx*hB;g+N}C4tr+)=(U!eoJ*qjxue^jfb>KfN}&6c*B zvF-gFNi?=r!!tuzKuhImSmGAfxW`3qa@C30P|mb=2zhLDvIj6MP7iwxG^h$SYt(=l z@Yv^?V0*DGZ%7t)*B|Kr|QqLHqOl(1CS{wvovTDn!EbeZa(K`k#!^6c! zLjxz?z~L>Tip4B?Weg(iLGH3`)x+Rb`*}#TVyJ|f1&RC!{g>#@YX=AI&0>?ETh>uqTk4^vC{&rXw}g7zR!ksw4?24cwM^ELA*9-G7ZE?Z^pn;9s>VDL*-SM z+uY~YBH++%Tv9ey7~aiuo8?(-nT~C2LG7A%J2u{2gZR4p{5b5v782{sqT~wXJ(%!0)3Qr#x?$I^$l5cNY1u@K^}6zbenW0mr-v!tr`Uszys@s zdCVp3WtsmK!+h1^EwF*=%G%S_K6hPC1^w$#7X233bLFza>#=yp+R8w0c+|tm<14zf zoKnYn0%O|EV?#WO6*tYrbFgu;OWTI=LOIE8W9{1t7@BV9%(s2Z_Q0G=12xBc-UExu z#Ogh#H&>_5c`j>JZ#m6qemddj+4oVlJDs7FNv^S>>v*fVYoN}0=8Gvss!veIQ={e&wK$)YS1NpAu_H|A5k zo|-=D!-fj9z@{6$+A*{4U<| z6FC|LjN8+ncab~K5VsgvfC5y&ASAVPhz23#DO5{7Bh;zr)1nkZ!V09o3#_c08z?gy zu@l5R4-~o*RKhMiHx&Fp=L5qq)Iz`-6a_eu7lgt8jFUlj`7aw}k^UR0{TrGO@GWrb z!AdCrAoRjML@ssn!**i8b#lNi45c}{z(k}zAY?)<<3gVc#7Jbd5B#Yy%qi?qMC;3{ zhGK_Y0-;a*M6sv`d?3YAG{sZw2WKds2vNf|oVGynKLLcp5y8Q0gF7AqKq!+%JuCx0 zl*C``sV+kXU=*dn!?{BALTq4%L}bR~Lq=j0K}&2zp{gQLE5vDJyum8EbV|hU8WT_q z3sc+}5CSh-8!x}1hICZNrR%qL#GZGAM|d;`2#J&tX+>A$I9RL~I-JF$=|=>RLmJ_| zaPx~>v=p5Ay|yY zOpy=htpp=TNNN`}Oh{kkNMb~WbWjFpL_&^)w`R0JseHVt1WVMj#B}n?oVvgf0>zX} zNm3j~hvK(fQwC#*%XefaFtoC-$;sq;u;F^K5nQJh6b+xm$2Mdaq$EngFw8_kB%{ei zkxIUM%awG?kEuYqM7*358^#kuP@7DcvrW;% zO$bTD7U0c{n}VQ}E#wT&*eFhu8p;@H%w61!0BsGN5tZlk&I6pzEh@g~RED@*$epXe z31!CkY|ssrGblVqdjO%+M9uR=&$+D2<5;}L^C{VEr!v#K`Gi1G%1zL?xFqm_B*4-9 z^nv|+w0L>U|1?Uq`%%I$Fiw+01Z52cbxsZyK4h3qs|3b#z=j7UMr@#l?MyW$-O$kV z8xVCK5j9OZTQMo*DJl#-YFst{tEst1)S?;Xj2gw!IF-{mrPDdxQU0uy4;aq>Tss4; zv?2YA<1~>0t(4SZP%V|YVRX_h0!9n0&?lTwWw5|SRX#+m(47-aunv9t7yHP_^; zdCRcpBUMr@!%O_s6kI`>V^d*p)6Ia>I+fK~O#&Vr8YJb@K;6^)1I`gC&=vvI(J<6@ za?)Zo)?-E1WIfiNQr2d5)@Oy*XqDFNoX}^D)MizNs-#jc~vCLj6^HtSnR~oXrNSb4MKAT(M@$I z%F|Gj-9mcxyI0i=eAU-{wN>5Q)qq`%ASF3Mj`=(2VVK6oU{bW(WElUd0_oDBV`B9p0#w)&;D<gV{U;&0w$2GvKY}c!0SLZcCj*Z^Sjo$9PGE=kC>s4EQum>b;SqV0` z@x@6DB}pt5;SsjLWuXS88?SC42lZ_Y_HAD|ecyeI-`L>UkgEnXBqEjL+dfU2{vF^S z2I3$VV&gSnEn;AEo6eH8$_VyDj>S-?Em;o!sUzmb@w#ArNQWz(QYrRcb%Ix!e76uL z;q7EG)imS(Ge+YyR^xO~;RV29x_#k%#nX^N*crC8ItH*i@QnNg4Eqh89p(%w6XHQ8 zs z>RaPfR^?S@Njc^-}5s{vx>=YIZQcc5g-P3EMXT57Gbt({o<3&0ep+m0=!WgWzlPdSo=j}G=5vMWbC6P|hE9X#*k~SM#ZE`CrtHdYWv|BU z%+_p=7Hbw}4Huqee)ZS9ZD}XNXS;e01mnTc*kAf_Yr&{%zLsrbc8A#xU;}3CbyL*; z#&zf_KGzGL2gOdc>(tU}jkn0oYRfifueR*NR&K!2?C1_@a-Qz-B8RbtWwS=>li+h*?puE5%EZ^r%Us8!^p6%e(vX1Y{hIP|#zHT>O=k4Ct?w;rG#%1(AjbAP6 z^3GWx`sEY(J*Z`d_-64#ZgJkF>Wm#|#O3d&joyI%#SJDb0Y6RQHt?zJZ-tg-3p|J9 zesIjzY9r5Lz}aXeAL$5}@Cj#S2S?`%M-kADW6=(sUM=mD^6*JZ?YWz4)2N335tnIS z4sTB@fEQ6UKJ9_uSV>+RO^(0QgV4-GE=&86%; z6iM?KdG*csy%mS^TF=-wxAowS)*x2Y1Q&8U&vON*&`5Qsi#B$ggr`2|sqAE@+?KQP z8gP5qUPw;x$F}N3bn*&s^fP|+ZujW1(~ufT2}{G2axn)h~cH~hu_dBEX$bocpi7kZf|`pPzXlh%UF*Zj@r{LbI} zBv5(|H}x^kcYyrz^44L4?G&~eDXRC2fzMd3mwki>;@P+T+dp{!-o^c_|N05dhM^XF ztyg5nRq7irT;=UpU+?Fp4S8qn>!KF)XGd(k|8Xy@c4=<;bYO?C=IU`z$HPDL!XIPC z2Y)D6{6{~3^3VAPr~JzA{&Z|(QTP1$r+>{~`VKFBZ42*ym*D{`@j?ZN8nBo#Q)ZAL z!h{MD8f@tBA;gFd7gDTfk)cG07b!Yqm+>RWkRnHtENSwjLuAN4Vl%iBqRN;uXVR?M zaOT6BI(PDnnNyiCpvZ&~Es8B&I(z!`rNf4;DAcG@r&6tI_3G52QE4i3N{t#)cI=Rn zEo=5{*>h^wvOVYYE!?-R5UwP*+b6DFLuFyh3D%YLQnG-b`A z&`>QvVEHoU%$he}j?h92=+L4^lO{c-2L#TlSF>)-dB`2tvS-t-ZTmLuYPeT(7&4?< zHQyX|6L+nxK;Xvc(g{YKZv8s;jmokq(}wap`0(P#k5`$oCwlXcU*=5j z-ljyA!c-nrs?RCb{QCFv--@%VQ)G>`7+HJm)s|xkD!5==fw5&EUk*w*p`F2M&clf3N0tDQc zoR32qY1xcNZuT53*<|-*bx%q;rA5k6=Mi~XYPlu9aDC#9p#xf_SO4T)EUJJ4?BxDYzp3hnJxie%0q) zfvUT%pLRibZlP&4DsQ4|=~*se@UjILrs4YguVj>U`l+Y|YeA~6vcZ-x!$&Sho2$SH z*RZLvQEciE3@_k8lfe>OQLw^(Jo0qLGUFZpvni{*Y)dVz{4!*hMmwK;GNm(*oBB}m zEWka_XQz7P3P>Ql>>7QvV-KFYC|UEORWD7=zj7)rIqLv_9b?#IlU?@QIKo{! z?h4<2S;VmBn)_|l00}&63nzTHvD5(jF7wSh|9s!X?v;>%+ECZfuYwnJIQK4de>iydfgX^Q@!j&>mP*4^Vy>l=IMJD~MYkCVdF4!WkrqNU;az z_Qw~#IB|YT8>REAMm0mdD{6=T$`jR8xfd)Nq>KFlpe=JrCjy$tfMPUF85?*(H_okh zzxf?8E0#>m;A(@jUSE4kg_j$_CerO(_ zv=1hcS)5CFrcRp4j6H8@lRc0!4*`Wzma~jhDcQB54Yg8gnJW-u_A<3SQG;LT)8+pl zD$!kj5q4qxrD(`NhF}sej?0{t+k!(u1bFnLvr)htD_GJa)o~2X_{#FKDbtzKbb3?j z=5@YV$dnxtr#&4fP$TlmH=Sc<^KpnVjHr`It#frpTvJeJ){wf)!yfdohdrt)7Ensj zYF7)WK(RqkSmrA+2J$EWKrcDbwX(IX0V|P3$$-((Xq2PCBS1<`dLy^7aWgB`D`$jc z8E5GAuS05SO%tnFY;KboCW{`GVD?ih?erwv2`aPFVa|p=tCo|D&rX7pR52M*p8i`C zGFo=eq|oE4Sbc3)tHw}$wY5@xv!(ziLUK2u=WSBiKB5$UTZ>=vRNmVM)*hAV{ zMy|7|y(d=R)Y_}=H@4|`)aPnzwA((2q0d9;VAACf<1)Cx4n}Trl*`=aZuGew)h>21 zwnoEdCa)RxD~2ooc->hMpa3sFFzja`8)#!2y25bu3m3YP)Yu_3dcMWm?{@!-;IS4sRc`&ztOG39nUb}^b6MPjo1>xyd^p7q7;!X< z7}_80-J6Z%_BD@OZFO%B0Zgt9l(W3=eg`y)1HYGPlCXIpgizsa8bXRV$=lL#A$1g8 zS)GUf#2wwTM`tq+p8BTqCy&7fr{zr#cg!;1e!3z}AA_lfEbdI}(+cc|X!WSfp7sW> zeNn>RWv|N#>|0m(TFVaC0^$JJ#y>vtlV5QQHxT5@6f9?Y!y}P~oJIt=J7BSYG49Sv z0R=eu-@`BdY*WJ;FC9GL56`?k8YqwNV!z|F1NnmByd;4n$^Ey44R_GP=Qhj|kS<4<=*dcAl3m9*xBAy@LpAP z;GFp02mVj$0H0L|pRXw&491|vU0jF}lg8EHkZ7Mt)!7ct9gKM2_ywU5Y6CTF8{(z^ z9|)}<`=Q@8eT4{7#1qCJ-`HRN&0iIY2Q|1uJ)9HFIK`2z7y z%ssgYy(M4+`j%rL(dL}t|6L22^hA*LqI_wKJGGM=&X-8MTQM?KC1Fc?RGPaXBPBhf zG_Igkw4pNsUE;LQtw}@+nq4mmA|Zxjg~<^yN#6ujpRPorbUEKgNt>+{z!+HnqC8p~ ziV50`@zLTfL@0VY}W!6E_Dg8{Nb>A4IR z{U0s{N^d#fOg$t>1RXG9pfL_3J4s->S)&>r;}Iz%B=JNXq6bS#<48;+P0A!_wUaQa zBrX9W?0};<4x%BZ5e}No4d%}E4W-BFV8bZoZafDi&LdO?+C8ceKZ4>2A;eYs(ScCbS|_#d-4;8htQ=_$`GYMRjnO0XmrS*lD+Hls<@WJug)whUQK z{^fg|Bw!MwV7gm0!emHV3s0WiPljVqE)XKBjUqY_Qzlbo>dIx>hEqoWC1>_oJ+_#5 zt=RJ*q5Em&O?`)Ud_)U{=I?IBDOig7E_oSgOo`hcR zB}+0@Ob#Y;5@urR#OozznG|L-{^eqRV`CEHW8#iF)<{v7V|MOfWV#Xesmf+{CV38F z3aMBLk)|e=P&U9^-;iQKj+<(RFAD5CG^1 zk5*G%b}F}aD}ttEcsMASkmO9DY9MkbtETIkj-w6QD#V=sXxud-@4zZ}x@+9f>Z<&P zZxlcQ^lFL$Yl;c$Qx+@1UYp>ZpP?oevwqC8?u=`0$_Lo&MJ5qN_Etu!R$NNTfCi|xYO2RxE!Jl3mb}-383f2OCdrPh ztG+67$STaf2Fk9ZNrh*Oyh?O=S3IiNul_2}VjIAArq7~h&?ao64J|_K%(G%-eTrqy z0Z2BqWq)o*Trfk+P}bApVzy@NwrVZqR<7kX1lNxL$JbJ4*pBQKnCz|EE8JDr*%nXQ z0v4{ik&Bisk9d@K?b%b#ZQWkm-R`U(iRRuq&y5Og$s`Zx_1~icWFc)2SLWuPklvH- zOf5PE;{r&<{wJoQkkwu;^;Rz;Wo|7U&gM2p1@u7YiY@5QjhvYy^_6aItS-#bY^l&| zoBb65Jcl+6?Cf5fI?ON7?nTPYls)#*?(!`~e1$r63*Zc}PZ6*18t~J#r-5Ot^3o^G zNs6=dD8@3d3Qe!|UN8n{a71ixa&+(asw*IbZ``=7We67ZnXUQS2ED$iNu};>*z7Q| z#{2G>iV3Xz+AoaNul+(u{;H5?;-kzlq3)*tX9_K(I^YA+&gV|GP_R%W^3ozfG@d>p z8syqr5>=B1XR#K4j|B%#Qo+J6m}!K0?+3GL2s0lV;i{abFvhSkoqZ<@?}ppf#`~I_ z4c{>y=dm8|u?@diA7h&i+im0>A0IO^C$lmyb2kLCAoFbQ5^*Pf1v?yZ5~HFf#}E@6#PZy) zu{en`d^191GC>^j6{8T)POd1gGdsio41}DrYw=fWv9dd8mRPVuJtHoJkXi$BM@tw3 z7|U{T&~h!W=`E`+3iEPvpfAh1u*ku2zKRrb6oA0SFEd{>MrZUh<1c7_h2C;>B}TIf zse>ag+V#YzHZMebHZ4r)P48k;@V2u|&$LM>)Kf5PV`<||56u>up10`lOSckP9cl9&hFZq2Y z56@#-i}YTI1wR-IBs;GC?FHicw4!3fI4cANe=<$?^-MzuZ0#35Ti#%^a;h!w(*`I| zdk;|$D0mn(jUaU(Og3d#wq;-cwq?HoQ>%?&p|CIW@@FrQR#Qw$!SHBrM!$NsSg$r~ ze?wWDb+)ls^{Dl1i*&GNKAOo3)I&DnLvcClX{Hw_tgMgTT#qB1`3 z^kDl_r6#t2(nV|15M;-QWMejWcXuFYwg@Xp1iebUZpH^VgH%s-FQ0ZILUaW=v@oM1 zaTGuwkV989vud+8Yri&sR~z%lmM@;w_il`XGgcet}~(sgTEV+U1s!^n1fH;PyGW+zMpsVwO#KzhrFde;a;%WGAq zN(^VUk?3hRbhVHFIFJYbxsVTekdL*GD|3G*`JeswS-TvBkn~$WFn0*Iui*1ozxHGgs1U}tze_jL9w;M9J2L@4*hmbi(Wc#5a^il<6KyGCfU@r^r> zL#tHA=(v*TDUlC4p%=QL6Z#!1xuQ2YNO!b0Su;VHjJahqIY+vrTe%{0xgtxjgQrm5 z#PnB!xu};!TdOijKleSO6pQXoEZ4@29tP{m_`_7YM5SpqvL8Q$UyjXOxhI&#eV5!Cve-+G)%Q2Cn3o= z7w&hQyTy|^hKq&ed3(rgk7G>kh+_}Re+0eH^1b6bitBsX>azL$H}ZpweD~b z);p&5!ax1fC;AQd8Qrp2MN2%f1|AVQ^56b%w{e?eVY}dkyv!@?0asy4+g#3jE9ss3 zb7Q!-x4QGXCWNm&%LzEvq z1aO&ec!3t^+`CMgGd3+MWQfB)m*72dAobq!J!S&}(Cf~I1-_CTK4=d<2KD*&>8p0d z@Qe2A<43;sGkn9>u&{oE?Ecy1*DluMZHmo)(|Z2QaohS+^G8oR^9akgdo=F8i-D_t z&Rro`TE_*Syva)hKv1)$j-EPp?A#q>XN_7zYT1-QR2Fe!MT-|BV#BzRV@Ho4H!`az z5@bn}CsC$U2@=+?1qfiqlsS`T&6pLA01C8|XHTC$djbN~1AHlU%z$*J2vK!YR-ln6-zd1fdXf~#g#jkZe6=~@#ekTjc;GS ze(C<@D_2|LzJ(DdR=k*TW5)aDbZk{O68asOQ4kld4 zu%X0>61^K2KYnHL;^fh%SD&)wOSU(20+l~MkWivhIV7!CEh&fhVbl6gzyS$FfP-oZ zOc1QK6og7C{``B2!3Gf^pnw|m%22}%^-|{>!9eULFu@4ZCa!KMOHsuYS!|KA%VJCa zjTz5UqvoK}Osi3~7+;GmGsI-m<}~wmYsN_2h)Yt*C7Bd%J&urrPC1Kq`>rDJtc1um zWo*1op)WIIEw>}BeA3J_sT>K-HQ5}my#aC3iM}~`vacwpn3|Bns1V%K&p&IbCPF|7 zo$0_rY0^*6nmD+lPy!aHK|~HItu(_BK^*ZfxkR+a8opc%Rn$>MrAA1Cg!C~?&_Gki z)KtTaQPo*xGxgO~o6J?$U3n!gxhOkAF1YZNsq#E4nbF3}FA;Jm8`fH5Ra%jlgYwum zvHi%rY`N`rqc;VNlg@F4TH;Pb-)jopbqidST?P9@RM7yhiuX@QCAC!FeL2Pdl*G9* zJu$9NNiEpmgA==z8W?FcjUFI#+{`o28m6^097F3>N^On7+1r$)^ZDnY$Gg@daQ_o`+&RlV_gw&=j(RM2 zr55mxLH*1xPp&*42jW z*zdmq_xo3or-ZH|YFJjsS-&1<& z`I@f!D|=OMT`JaHACT(*%z_Xsbpa(nfdaB=G++OgHms}Y;#19G+y3lV-ul(a+FL$3!%`f6yr7h(T zU4QXNXUp`{fs(q|VFh;sG+>~xc0jhwZfa&>pi~|xpaKBTcNMJQq=u&rP#KSd#;XTr zoYf=Kc&2&UXomD=g~A^>?^UVN*pa&DJ&wijHoQ5K42Ls0;3PzG+HhI&RwJFys7Y9# zdmojI_$&DNjDFZ^;{Ko*#f{9uC2)!l0Ocb<1x6);TYOg+y$F>ZbRhYv~PLe2oEeerAGCvTQSBr=hG+0q=bq?pR0jfaZvNm@>XA`~pvXD3<= zqfy3qO9O&YmqvlzShQ9^0W}Iy1sH=HeYZvn%8{AEV;hR<$QXL;k%e=kM)U5LO+Tv2 zF+u!HXug@7StXL3ioBaS@iszpGIB2Z3>biJ z_AHD$<~A*HGD&^xMCh?5Im(2Fq?849BH*sNl7)sVCyi(XAk3OpwXT(|ji^sVotDwE zcvPbv{Qjwz`^$esnA2yrDG%PZjQ6vnx>cE% zis>3s50JxCHMa4M4f|akf2h1Y&fs|)qux-}Lm!w8WRPt1-r6$8VvwO&%&J^c1S^l@R`w^W+!ECtHia)hy54g5zqOo5>4?`VtnU6 zfmF{k;WJIN#-A_dIY9-OF^&-Xz00^1FQM}H|4wy4IxQuU2~Yt0(JA7t4LPn(s{%s zHb9D%(&u%dSlKk$sDqZ$*Qhm$0EBW2jTfD5ZErirjoufDdi=&Y(vcjOz9){fQNrqV zx>T)p_q%Pn>d>YZ%mhYXtex6fb>1+yyPlD}X(%y&51in~z2C0jOctCFo6c}GKmv~a zwQ9@t&&?*I#f{>w7ptz~16qI@xgBzmGuqoE?QtDH2pM&#yKV4x`OEX>Q=m#2=Br8f zQ=zJF|3(?WMs+X_0q)LRNfMp~H@a01uB(KPW#J4jwz(1zfok}J>K)%Dp)oEytSfs$ z8+RSE8}#upjGXM;F8SH((#*D{JhRUKqh`xv!`Yh82DPBA`Q39wD|V=RZ8+lhzgg{N zRR8^v0iU6~h0d$)*}6!%)(zpAdUVNO7>7#-OVgeH+)Y3|0{-|#7tXNt113A`doDeo z?G;SXvx~bF`uGmY9{WY3o%a2L^pCZ{b|%+@qHiw`@Aap~6~cWRCh65BzFKV#ulc9?$U<&+!Z|zZMViP;j3rFW8c1 z3C>UR(vRw#;TJgIYvhXm~A z25;Ytkye635B>1gSg;WPIp*iKXBl$^5w}7S8Ii3v!4V(s*b+ef;Gh8D4-*wc0pgFv zI591hLIEtQ9LeHqM$r`EF&;^=+f=cnJVZqBkrfA{8(^_9V$l`>G9Xzf?iyz0@U5qe z51s087#WhldhQ{$49q;EHRf=rhROw#1R7CLBLN4f#EBz&gBrEM8n1D!9Pt1Q-~bQ+ z68)hMz|j)L@vr;}+4cjC*s*HpPeBSG0EwX|eex%P5-8=d3hQylD2T^41*LclDfxoE z{81pGGAe`b_?ibh26CLv@FJ;fv<8nMy%G*9CUO!ID>IUAoUsN)GAl^3B-2V8uYePV zfCP5IA8OzwGfETxV{)%9af|rs0|F(ZT8}~s02W{&C=K&4iD4+GFfZt_DEZ|mHw06} zO+<3<9}&Ycr7|;zueRc@R8VN;Pz7Vw4I#6#G=0Q`zVa&@Ml6Xh`n1V3BjzlHBcGBa zEwN%P*|HJblIp1L4hmr6C@wDv1TP1TKL{-_`EoDE!k7vZF`cs~t1vN3u`z4RF|9N0 z2t)T0!yq-YJ8$u(RH)r-q#mv#7GKgo>&n-7{}o z3nc%>)NJ!AaFZ=hG6A}g1awCT>k2uAb9L~_>(oLys|!NE!kCufIW6=;p)&wIMJ{e^ zV6IbaAoDT*<)R-K12etzL{IZ7JJ2C$N-@;ogJ4nJ_NMJvB*1c!J#my)Y>l+wGp6be z;AT!M)hXT}GCy+^SCqs*ajvtSg)R*;NEQ{+eq zRkZM{M=MJ;u}lu_&^_NU=5lmCedIr_LJ^%bH?wgF;tD2I5+)4b*d~e`v6OZsRK=og zCZ9q9oFSubayiGeOkq_h&(!P;Yfafy$KX^>b=3^HDNp%9A9_zkcl9a@wOI2eK2I$o zW3CSW-Oy1*uwjVt4CPH#D77jq^+_{zQxTw35#Uo<6;($yE3Py_926_6K^-SbO9{l# zh9OqnH8EpPO>foP_>nQ>DK_BAOPSI^(^L0fn2GoqTsE9RTeNh;@ z(pe#vA*ppq{ijK>HA=M=*-ABB{Y-(%RVx(qfI@a%HK1MJ6;@}p?B?|w+?0*#;X^bn zSPOP$nG8rSqaS|NQxay~Xq4`(hi0XcVF6WWGf-KzGGdYT`Q$TNt5qtl6;m-5<64Yk zw?bXfg-g%KqQ(^}++r3^woFr2WmmS1@bMe!0kZBDXw{Y)KByn|wC@D9Mt@dqXZB$K zxoKgEHgAvCXnQJY`|Dx5tZAddQnL|Cv+-~dH*pm=8>KYstd?pWWMgHgCS}JHdueN* zqHBK=7&y0cfx#y`H&&a$0O!%{#lc8=1PZVOf&@Sz|6bqv{!b!k^c=yWnF5T|@m zZ+UlV!4hzlwjl%;DhPLRjrVvrVHFw|<1jZSn-?qi3S8&UqQJDf3IGm3*K<9W7_>K5 zhcXqdvt@nfWgF{dYjXUD*M-M;c2|Uq z#go*&^W~-zJi+XK*Rvb?m+AgDhXHtpvrd7FP>&OZatVcx2c(GK!!2sy6Q0U!~;HIa}n8sp%?&tG9C$ViW##y?ZQ_7D+rS1^<@p~ zgB7EaIT>Lr&5Q8?g{L{2*Y*P4rUJopGe2!;S=di=v@(1ol?8+VikFp**Of7@hYwg( z735De z(Fn_+U-m=d0x}jlMVtvLy|6{pfgkkrbx*jWmHK@tda1=YqgB~|J-VGiy4ggUd2?AN zuvT@hnl0@42@9a5UmB)kI+&+WpwU`h-H05R*@NH675%~$pDC#S19GS(V{KgbsErz; zow~0(d7S;)eW4moI(n)PcNMC-*}j@%@v@_icwM@hEEfAJuD2&$`m!{G zZwSP68T`A&GaJBXTEI;a(Xi0Q1{~Wuv{Jea!OdpD6WYNg1ITSrMA%my*oz#(n=!B% z!#mOATEtCp_QpRPx92BiC z2wE=Kw`KpOY!#dfSE?05g~5Sr(h$SQK@-V)+A+lY$qBvCnLNtv*y}7^E zIYAwRt5fy@5Q`IBQ}QAo^-+!+EMn}J-b#3 zP*2Au+!n=4~Fa{oTr~bkg%O zzXK%DcpfJo+jSb-fsVp0-~iesUfNxH=^tL{TLBqf+TvsU+M&}L!dCWL+mSED<3Bz` zPF=Ak^Nn8g&pqTDLLM>Hw8l~%$Fza%VLtBv<(}R(dggEb?)N?C<*(YNR^Xq4KWsUV zgT6tWP*J$nn4F&Jq5kP1{^6H+f;pY)5mT6>6DYAh>$PoG&y?dq)a$?A^LhFx*?r}B z+OZZI(ca$O=YI8Be^_Nc5osRpWnb?x(ZoZ%;O`8+zk=F=+vwY(09+vPg@59ozKJFO z_=g$uZ!GJ>Rv)_Ejl$jBJ%2FT6f|qy_F`S3DGlY{ULb!unwGrv#ea)mzZzp-_V1qd z8{O|8)Hrp&P>9=$9N6%s!a{(5`0+p5k)aiw82KfibOBnV9I&q)VGVjXHH|YXw`oURaRW>(5*7|dX<2nj{4SPcA8eJRWc^8svq?ASAeqC3m*q}@Ee!E_o4dOzO%v+X08g4vTLus{u*q=s11AC zvCF_xP_@i%%(1e``KcSWBIkx}PUJo{&`yu03ss~5O&Y}!F4N4M9gj`6wtGUP zVxYW<{L!6kgT&LxmBRE9bt~%>Bg{hSJ#*iFPfCtA;IX@eyEvDpbG%5)=kwz03HaEQ zi%ITyV*gdnl`~i!uyo^v{}teZD4C2db?KHl>>1XbaSbe*qj~*xoXaFzcI~#G?NCG1 zstw}X&erMs+ka0dE~5zX?JZ7x56^t_+XX(j&4nM1_|BNCr}XuOnVO}++AH}zR+o3~ zePW1VNBT;$PM8G@^J>`P|21w@{Dr`z!#MYAb?Ut?T)-0U6|bWzCQx;LBf=uXnF`C za#*8~%&e2{zA?mRLIi+rYos-=>8(glHFuV;0gdA30yFg?DXV$ z!ct0D-X&l13`_|1BgT4;4|6G$C43~K%U%j}hQQ=iG0$XB(`YSzq4CTocnBZ_jIOOmK`T0%IIDuq|^XVVH0P=WH2puJ+MuZkJWKN2H{$V^Q^)G<+uYIUp9ycRe& z3RaiQ#G@WPVnj-2lx2$4rD=7Mp|&*?l)5OTih61DVk)F{+H|j-%qdXcVpPnPk)B)` z7<>XN&wP%GsN#ENek4kPJBmrO+(n&d8#Gnd88bClHEl&pYu@yVD7B3I>S|{+z}NaNw#qpx z+_vLeolJzcy9L)$Ch3viJ_WBc)oXEU%8BDb7gf!zmnt1gCF`ORu@M#;tQ!0|>}Hpa z+wHE0z1yItqG@%a8Lw%qv5nBGcf~Ajafn7H+xHexP&4jLjP3hCBsPb)++wRX>*)alpD)0>T*T8NivWNczKCSEVaWQF7sv^ zYGU|_rWB%4hd>U}A{Wbf&UCgGMrCYG`PLYB*^047_3TIl`u9bSdPEtW7MM{-(jB@KmVN^<(aaxX2lMJMRFpo~uVHUF;8)oKIgE)0+Hcc~Lt;~VI zBD7hpv#oE9Ym(vFWo?_LYo~c*UvCu9BjYiT4ox?>zC_uI1`4CqL)=F&(KLe~FlT$M z_X~5I%YE)Ok1w|93r>CeeD54Z>jR5!Qk*2bz)WwtC!Zd52CJ&-+ROSFIi8=b9MpiW!ZeEEc$G(e)faNOf=Ak?fu2VT*I-be@qq?~4sZ5mGB;6j zRf6g#O{&*^E$D(<)o1r7gZ9UBcZYg%r6azlbOgwQJ?Mi!IDo=efCgw!Ou~3$WMx+- zaq)3a;W2@E@g<>SftyE146}h(m>|~>Lm`$m=#U{Vmx6HiO}T|q%EE&4_JV1shH{p3 z{x*YeSYxoo8+FxI#>Nvm7#`~MgL}A#1GsPm_;87rgiP3k_4I@vbciJsf$On+@bM)Y zfDD<3d3OXuSZIm0QVb!8HB&__vjHRVMuwpXXAg0PYiNq6h>8FQ|A(uXbF(LKzw;pk zgeZa6KpcUGilK*msEa(<3qKf$iI<3LgfGd5IgJQZ#yEM4_-({^7Y7oFnHLGYWQCS^ zg?mIp=wK`sVtS(Zi4LKH-Y9dRSc=|Aim7Oh=V*?sm~T6$ip=q1Hu#FZaf^wOi@Ru# zKKP4K_kdiHZOnK*`^bR)7#PY39{?E_xP%OmppciKkPR7)B1erHNJH*}jmPqG+=!8< zmyw@{e&|S1uIP~=2}CDSe*ss6*hFmb$0FK-XPWeT_Xv}K2z5kQO9B}x3AlhdHHZra zkcB88(Wf7{^a&10l)V&@m#A6jkPL1DCv3Nk8wr&fnOov0|B_W{l^%I#!=aAxr*|r; zCoCyrF1dp-36uF4b-{Rqk`|2GvxIr^eEG4K2PptxK$H&2OI6c(N2wWCQ&8C0iEly> z+DIEwxsmY}bMSVRiK&>WI3m3hRznApJm-~LX^UAzcw~8xW(jeWmzEHRjE1NeZ>b+~ z`4$R*OD<5C3Mq}IV;Q4!g=NZM-_rYHHLmidx1`hzvNTRntDS@ChBtI#;TwO-Y!f$dPIlrjaVCld5;N z2cz^Tqh{KJXxgS(p*aLFFv!=bsWhiZLl=f+|0UI_Dn05JU*ZS~nWquj38Mz6fa;{J zFrMvmsH|fei|VVcp_|~?sFX^q#VV<*b*Y9?kDAJZoI0uqASL(loX?s{1PWz$z)G;9 zs;$DRZXp1ZaHJ8cd9_-rtXUb;NDIl(YP_0_zv`|f3a=e$tn*5*z-f}ok*tNWtjzih z&N`|B5<>4mt&_Hyr*fdG@}`Pmd5#dP4@rgOs#NAWsFqPxy$USuim_N4ukqR(pjfXT z3$kEpoMbwd{MxVnx}$#G@}r5xL(5wWrII<85Bs^36%3fcAf{`*RjRkE3%lEkey~fs-wVF`W4m~9wTrvBn!31MkfzM%lLsig zZjrDKm_i2GB*|M?xa0uLdkBhP|CiBQuC7@Ozp_J|c)h%OrR|!!tjoO%thC|lzz>WY z<9iq7YrYk1!556d;-J2g#-`EvzNA{bjJ1=M6TfxQvi5;X0-(SAyO937VX<(1+%QZf zX14`wy0d}632ZS8%){*o!9V=H5^NU~jKM`*#NwdA>kFsDSQjJw!2_z3X0#Rd8+nj> z6$XM!%xefp>bWj#p)x$fHY~=q=^8|O& zdk|~P#!L&xC2A*gT*sxn|9W>E7kRwLdfdlK+(w4HQ-a(TCHyn6?50+{9+%4=SiH!M z+>n|8$<|k^VFtsaL&=@d3}Kwf%S^_LYQ~!^qMt0yTS^h6Y|1QFTIdDDs073CV#Lik#06Sm`f`F%s zK+h*_Zkdn@uE|vNGo=6x(`nKgd0Wt&jL`=fKL4>X4@4XU65AHB?qFjQ%%+MOgh(q)vLC0Ty59^{nd%Bo?;z} za16K%48f#z)rZQ;#GjMPj z+mL?^*rPC>Ws)^g<A*__SX%`Fb*;MquH z(M*D)=Iq1{X4+w^J)EPc+!r|CqK@Cc8==3{QbcG-4zpH1p;p4NKD|h z49KIh;K)VSk=Niue-3U3?tCI;?&%<+Y93$E8|>2<2P>OIexZFO(oSW%X01Ahs8lZuC4o`00f`` z56a|C4&_t$$d0hjCP$u?41%|P<(Qo1j}Fikf*O);;yPUB)NIY6+{S5MuWP;)ZSLj) z4(CG!|Jn$S)KFYyL7o?MenJ8%nxH1tf-dW+nF+_xeN5Td$c z4wxnAi57C{InC*^>*-nn>Y?7;qkeo${4;Ti)IGiyb{(YQ^MFULfNXJ^fDWOvF6*^E zL+768AExUc9zVVA?spp}Oj+V4G;R*i&fMl8?bx>C zraGO%tLNLJ>f7_+Mbq6|(%`tX$gmo#;-05dy`AP>sON5Gd|Bn|4&v`_@>>({a?;f) z{;O%Mz{>98{qFCB3-DMm0c9}o18(p;&+|R6**hQIt5WJ`d+J3PVcIT%;iCW(sO?$o z|Bx9E^$pwcx%%>3@9Xbf>3f@7 z`d-%gEzPyljbm@eX{{J%zxJQ6_HCcb)Q*UAf5<}r@Q;(=hCu-FYxfB7_YW%gvoG$^ z$bspO>ncY->c;Ml@B1-*#$9gd>bKLH{^Do;#-l9un%{b5j{u$z`q2;c1s<9Qj)beP zPk3J-HJSR$$n739Fnw!jubg$ z2+55mDWYWAki(spF-xA*IAo<1=l`5rGY$;P(QKe3$ zTGi@Rth9hd1=iK;*RRCHjuq>b>{+yF)vjgR*6mxkaplgHyUgxgym|HNO}p3bS-jQ+ z4<=mL@L|M>6)$FN_?zHwks~)|EZOp9%$YTB=G@uyXV9TVk0xE(^l8+h$$48K)8T|N z1ZB^rUGQK+*D6iA<}I^YZ{Wd$dmL_)rf`wJkt2WE@g~j!8XWOlL{#YY|DcXCje6SM zds3-SvyLZ^73}%*W5Lp8-`@Ru`0?xdrSG>deX({IFQeSw|9=1_v&J$23mhyp1QS$n zK?WOi@IlK~Yb`j~YO~NngAj^Ix8s)cu%iw?6mi6cl;h2&=SbA38jDo)O(6vw;$SzF z3J@R)LLxcjrya4o&Ztqi`;IB^!V|ANB$Lz%JtmuU(nvtx$Yu{u`9bY z@Jlem6!Sm`%QW*$G}Am&Lg6aB@J-t^LDjutnhs7^f{qA}2sOl-)w zmTV;CkR2Iy^ifBH>M@g~g7mJIA&KmcDyWq7bgCyq6&1ZI)dHqe|5Q_jPfND+BCJbT zV-4(8{l>JFvd3-(Q%%zbozgZ+k03d`um9b}VLc3EbX%@DVcB%-KKLRB=hT5L%g zbk0Asy=Yr+HRAKo6hR_@q39Ncw9$33qcli(h0JtbdOQ78$x-vw7fMz8_4nVth~Y0W zyvCCCV1x%QEH7OfE>JVVJTnkjGKIDH;s%KY4z_OK@%UqqLl)WD+d$$lTo=Jbd1Z+3 z9LYF9S8k4F5E+t)+K|pgfPkEET=!?77s+J1cr9(ksd|%EdZ~M>+V^Rwy8?J>s-wJX zn{BMQi`Ie-W_7KE!yb%b!M4^~VTaSkRlxor-ZjCBF_wGo|I#$>jpJtX*4v$DQ-Yc1 zJ7Wf%=4(Itd+-twZS~-tgXg_+>!UEiCW(8gD^SjfwK zBivNeOvpYILhXGk1WfGaXS(~v5Ow+Ei`QhRzyIa1|1ybTTmJ_5!;2MACI>{I-V{i| zKt&LV5QIrhGPpn`0&WNxjM2_`qZ4&;5K@Nd1kpY?iV%`ejPo*K8MBf?G_vq4r}~!* zNq0lm*-&8jfnyAHct^xs29H4Gql1JP6CxI|Sw~!Ao|acgLpsNT$(vd7Byy5*@rGvt z$ReWzammSD(h!=k+$cU6LJ^Kplt(gSDbI*TR6b3Ot9#)pt!6{~`p{LLyQ{4OC{enE8;#H4_1cTv_9yC=vxgP6LvI)Fr)n zh;M2#6+tuSRfljJ0>q>_F9|6-#n?J3K>&=Q}unDIEK5lbe`lr0jX#SzpK5lOwlMH2zn3`sV1vMz6iGo*qTXF16UMs%Wc zDe?;CI)~&=n7UJ*Gi}mZ%(BLNx-ynD>}OAX8b5*Vv4^^{o$c~?&@?4sF9{s6#+* z*cns2zLTbVz3Cd$lhb?d^rtnX9Y!Xj?DN87GO6jUhT-YD+UXG45v^_5E|57r^JX^{1da_N7zH(dTIsJBA4(4UPEJGVw+S*UWtk_&N zEay2-w>8KC?_$!U-a{vP(Txs|p}T_~^*{*E43Gc=K#t%j@%7ZLc_xFoP_BfNXl3S4D^{>Ar)yn-2*nIA@eyPJB z%)4f4oBtD+WA6EXc%JT`$NO$&5W3MVe{`ZRz3Bva`Vjmv2&=!0*mlPHL-b7Es`Cb` zL!fa;QV$UxYd{ZapS>W=j&?!#K@gE>tx4Y=ci=Pb=oo~;; z^K|f8D!j|1&*gCQ|FiMik9^QC|NYBrJ|P51Km`2p`2&PLS`SzMLP~#;*CUe8AM(1m za2As8N&NO_$AcjBd-324KqGTD05d)VB&Fm#rLMp>=1ZaHdq4=ZzAhsR84|ob_#BJn$RAdK15=Gk{(2hhG?k^lQJ5h(Cp!h(%I>gd?woSb z{00uxFfKVY52PIsd^HgyLGTm51W14@@P{4v1x`r67IeXyalymkh#Op@J)DXA6FrtF zfB=|1iKDpw|6_#zD<=R%LIG65*?NlNYeM65vh`@Nlrt48%tTFW75fmFVekeG@PIM! zhB5E}4IqawOqjBfA;dtpGNcUtIK#+39=$YWaB?e7()G0L?UBEYwWK^OTr~PCn1SMN&LoADh6OE2604>@kp@H zVT()LM0U)?z}rG^07X+I2YO6JdpsC1lbv*nMW748S{y;mdw>K;!7;E2R2YI{^hJk& z!C#A>La{Z5Oo@gY39#!Z1P}lwaK>Z9gFJu)NVtR{TSOvT#A__cx#Nxk{KjZwC-A7N z@koXR|D-mOql%e~LYYh@zC#PCiHp8#N1p^dyZ8lfKm`Dp1#*Ce4aCALM4fvKH**UN zvf(gU3?9n+$2DZS2Y`TTI6toR2RT#7VIw$U9ElnXulbXSWPC`HAb+BTHPzxp1(bT+Dl#1)&50Z>X@gsIaE2 z%&1fhS2V+ZL_@3mJ`?;mo^b|FNJy}>8DM;%vDB8+l%776pw-N=Kh%gxdP_WjOFFns zjvT^}97*2n&EC{Y;CwAdEWStV%XRw8q~Hc}EX*f6%=KYR=zO0ETZUQi1^__C=`0n? z{}i?TfJ#?!n5n!jdh1Nfvj?VIF#_Pl(%guML`{c`iDS&H))bVo1dcw093Qhy{)5Xy zfP^92O(N?A-}KGkEYJZIPL+bhB{a@;x&~_F3J8^{k#kPaiB1cxn(3_0>r~1)@;1wq zuzPF_achk5EV1zQUWznBrVWKd$f~e(sOE3%~8$)^AspdK9OTiYopM#P)sfj)w8Hh>+HfXEuAry zzB1K5z4(RAoW(XRI`NCsr+X{LMz)%XnEdCFMpT5e00eRPV4<6T-U$?3^pr7qX}_QH@Rw1%M6JsV$?Uuu;`j zttI&h%2%aIT5Quci}@6NV%!VcpR=fCNS$RAgP&W^Gsk9nfgK zMoCKwa>7=NT`2}t&Q_pOZ@r3+Mb1q9)^n7ya2=g;Jy~Lah1Gz}ayZpD|GGZ6urPOh z*M8C(SCu?^%{QIhS)T1#SyfSnAWeMTs9fzcetnS_BY+#E)8Nooj1T}9m;*P^(K$eb zghkduO;m^7+GdSdxNEeciPVj&*o&siHJT%E;5pj`+S9a_`FQ*2>c-mp`t`qhrW zToKtr0Vo1GnA+RyQAX$qg+*4bOE8CWeg=0XP z5&~Jxv0ISCTP)4ez2#eb@>}a92MR>l!Zkd5BnHF{LB_4#p1oJe|7FkTK_bgV#-bgZ zs_R~g`Uvw9fIubIKPcTrFx}HVRMmZ7-ele2%tnsmuiCZUq`+Oc>kip%1&wWm%ps$C z0bY9%-ftydlSSSKbIj%aGzIpw$`lL7#M$ej2kX7ye8b-Cz0v9s-`?=oiEM+t7*!yaLfroLkzxP4c_3dD`A@PVC5k_NVHY0BLv>@WT{eidVflqCZM2l3X@%aEL;|j@AwJ+D{~i_hINqML(D_*gF4O=< zrpK1$wCRK7dnAhqMu2~t#VfYnEY@O(pxn+Cb+mAh9K@MiAIppQ@t3x*C)gT9>?7~NGW(afOnVq3Zrrv2@+-kOFo8jU<%jOoN zXo$L&fF0$JAXqg}V{;A)|5Rs^CTVx3VR*J>%VD%k{|JU-;D#`=XLYKI0{-Q^gVJCg z*PYZ!CJ|M=xIkt`=oM0ESdrjpE-?#!XvK|aiJl&oc|XFjvq-XN@scPrmfA}a3RNi7 zq9|#v21x)tY1ew^l%8M9IR_1Nj3tS6zSLe+VphPGm* zzTU@e>acV#s`e1h{k4iPiP%J$fqU8_m;*sT1V&ke9zo|7ZsYd#>UNIhlSXNBBI~l& z%O5@lq#&Pe^v1QWJDVP2bBwaki6>Io$$+kFVU}&X&THIGmAw`VC8ppKtB1et*?I_U z!PdcSkrq)7w&boR8I&F}eu$iCgE?RXNLgR@{|yQ@)@+mR?9>fyYjo*ju#_ZAZR1>R z^M>sPW4^LzK)TLt_ZHJGd!gPgCg2Y4ogHpCEpDea+WFLzMiSaWLXijZH6C*SH~51_ zq3reb5mx4E?QUo8o@4J8z+-5KN%bW04%?I@Z}L9xK$dH~e&7&)Z{p(ZqgK=Uw(oqy z@2}MF3WA{bT%c-bJ z3?EJo*H#Z_Z4mFP5ijK1CUM-B?-Oqc*hp~|XK@!F>^q6^2RiJ1rHOBTY74TFDrlF4 z4RSee-^||bBNuCU7N1K1;$RqCJkG}9|3vL5=jAD{GzFtc(J8rfOw8Gq5+l}f2<+?0 z19STp^D$q@GVgD~mL~1dC{2&3jK~QMP?xov?8}~WIk%1nzw^$1)*;o)yR2~fCWU@%4Jm-VJ?E!EpBhjer8a+dgV71voyzjTH`b3gfX zZvkQV3=wQ6k;V?%oT!2Ma%JtkXQG0Z}p+6V^??gl8;|m|NiU&1>)bc##`shOkpY5!gmAIcbn$afS*ZUCwK?c zNrUHGgukwOxCf)B2c%DWrC)laH~M?9V1{q_X$rQZT_9^`8SPm;jF9-wx(G8SbuB7) zkUw{kA9*5&UzTs!w6DhZjd#&jYXlu{x`RX=UR#^@OAq&TB91b>I?SNo(xERgeQBLM;eTo4kZRVyPwhqN9FD|Redv5U+uN~?A)TeXqg zMtYkzF5S9z@7leTm#$vCd@lhGEEsU6OPLNA9;|rrrDN|>2}Ue=GUdvaFJB&YSo7pj zo;`O4z4`MfQKV0!|4ywMb*t8{U&D?qdp7Obwr}IkEt?ka-oAeW4=#K-@#4mhBPR|F znD6DzpF@uxotE_K)~hcBR#3Y@=@Y+$4=;ZF!-^N9ehi6nJ$scbU80XKf4;|ROojRc zN`L>*JNo%YmETQ90SJ{-8Yxh~RfL4Kl~)dy6`_P-opnfC7p^52TYhoap@$#Fr59r( zk_cEV$ACi_VTc)qnTs#Nh}mbEtyZIrH;$rPYdPxJqmMrV8Dw%p5?Q2?z%i%Xbjdl# zTawp786|cDEk}%XO#~94U=@b^5vaFh2}-EA78+V^hH)*TsJb7D7@}X0HUXK*w+(En!3QIZ+o}sQ3~R%|waV&rv{GELbG%}lv97+x z2kfw8(u2=?){;D*eKk#6@|$+5oKecl{@1cccig9-3x;gvCs^N(+cR3`mdjzf>k@sJ zh>rfX|JX4oQc4)TEUuXEzEe{@+G{#-@U2hC{g^4U;6cUN5dj#zJa~cC3hq?QghQ+NM*dZ`pdf!> zez~`s2kJASK!ZMXTSb$;s9>*va}1=Dtys0|ue(SZVyOYFwe6&VoxAR*0_U39zboe? z@JKq@D%;OVd^~gtT{*Y&<=Oo!-g=9P58%d1o;{qA_msHy`xRcY_c*bfy;21fpn)ET zVBS8Un~%jgSe{21y8RoLo`2Gppbpu+BSNipup1x&IfWXm-7bN++Z_WNxSQU!<~Oey z{~iS^=qlx5P;CUc7($x&yex4HJszXpdaM_?@1c+*C{ zK@aU~pZvbnL;8`WE#$f%(DYY2{!I#APg_g@o9M*a%?OGLoMP7;Xhq#YuoV(im<7A& zMdM^Jj1)Tvls*W;=yhy*Bt(e`u?NExhR=mVP{140w8A@aKq>c$3gfh=01m+6DmvU@ z4-45Ko&k|UL|o)s5M{(iAyJ8vd?F>A2pZbWj*3&fA}0^FMJ@WqU|$?1@FE7QCy6nY z6{AwEHs~EQ5+sCC8R0$pX3JaRvTyfjV;$e<6gnb6j=gkKACW~v{5(!_1@MLo|MW1( z9cHeOg?wMm5~;``E;5^N$=}c-DalDzvN8e;rzJ1BDNWv}ljsdxuz7m$ikR?=Tnah9jtt9&3Cr=}YiO}ZA``!9(s8~HrQ}?x6w!G=1fIqAvl!qDh)BAL0 zO|y*UqaSVLhti@7aCCx1|2rwXSZddBa>i;cRbVDhGrJvuYDYDVDNYNE|3#hhG_hto z-YL;0tDwd$V?{j*u#jq5TP}5~GK0VnoB>tMuIx?@Mamsprl2VJA*`wmt0Acw7T2Ct zLTa5Y{vx3XRUAVV?xHJiS68pQ0@sO}?5pe$!?l^3MpQEu>}v|PT*E@Qfr=g5tEdxC z<4H$WNWyNE9?KlaMnpQ3B}!#4d)dr_)>~ve)FrPvvZAMP{< zFcf^wNG5-hT(WHKfDm8RFMq4-Rh~geXW})MCnbShbZ~ZBYn4h;v*P*IKaYWw(N3 zFS^c4n$gVWUk^~jQ`2*4W-7Z52X=u8>@%}#6KGJuopw`xl6g4yj+-dxK8oXzweDjn01j~ADjinMYFFdi|A(@kbw_FY)^2vl%yl_h zuOWOHZ~{BwRU@{X^_&T0*BN&%)nv0PuA68>yV@E*l4EV0?QNq`gn0Y5E%RaWeCQ+G zK~DF4$_*370h8rOaq`TidZ&}gtg|~{f*!19HLCTOX^e) zpuw^3`3h@FHBjv9*ZDeevZLNM&&GIc&hGjmrE={!|7pA1Q%>oX-(By0*E9hX@b28t zL|LBJBgtqkr)Ld800PiMy_;|E!W(|9S}r=`6YsOeTjKGI2&r9$)+o#Gui!39^XJP? zwHfuxfEe}^jKrS$_wQ!fywRfXhBQIf7kZ~^ll@JAb@KlMU;qZ7?TH)k5k;tB1Oe>A z2N>W{{9aS+owLZ$r42y=1OU&ufzSOM&_Q3mNuQR91tM7=p)kT*LBd>=j`x9x!0{Sy zLCsugp43PNzQ~pN*`U8*7)*)Yi%i@C;aO_HpT(`7{jr!A(cjr68gfVnEQH)Fl|eu7 zLlg?&6b>NVH6Y)oFtx)TLu9LBvK z#54>Oo<|x%VHENM6?&q{Ss@pq3>XHVGl(MIv73=a3(m<29kt16Y2XHKpc~R+9LnJw zN|RX;3L=~p9*T|%?qM*F+3JwrVF=>p9bz)tRS&Mlk5myOn%IgxO#QK5wdJ2BUSo1# zVyS5&Cwk*If+INQLnxjioRDHouwpsVgz&M+IW~*&$(K|K02;=k&(UHnsu~x% z(Se{?@M6!r4c(5JuwsL7TKW+a#(A zC{d$EP9jLQUSeS)MsQ<4Jz+SqWJ~e`IjZAEAYe?uV@z&@7;3~!%1KSqhf*lO0I-l% z6u}&1pgn4!8{A_X?m<3s;6Cyr{KVSMbPhlsLO>3RAUvKb;ExJkNL>J@!Q`32l-NavjYx{pM;2j7stR_E%}F9aN*dKly5wMTB23z( zPSWHA+T=^{q)aZ^_k3DI*__SHK`aj5;L$-*+GA4Qo8Z~vMLi`he#P{S1tM7GA*g~S zOami;R3nWJLM9|wLXu*z%O4&i|1mNK=M5rT@@9qgi(5WdaL#3^3@2TRlGlV%1nH$C z7RPd$onLk%VG^ccmLp=$1Wu}BVAkAci0w};d%7GhbCLU;JJ!;^p&0PAFgz)`b>l|As;%Byy+`7GZFJs1u6lh_Ymf0^f;(k76!nN4%SLzGI5& zUd$z60XTrq<*0fB>W=OxXFi{gVib_V+Gq;OR#*al66u8;f`%BRk$xGHK9UmI=8~2O zA)XYJ9-^D+Rg_k#Xk2M4WT})In-5Cpo{4FOlBu8>hleJ|BN|7Vs^proDLA@m+`%b; zc;_h^pPfdFcH+lV^q!ttU=$o>9sFsa1}bK*=RF$geuZWT`pH)iq$-@|g*0A~N~*V7 zsxXd-(~%kYxuAin2t;DaZhETuDQM`O>c0@ysqU+MQD{U_nJD|9$90%m7p6pkW(i=EOQ{#i}Q?_UN=y>sAnwMg`=eTEZ)w=7cQX zq1aE+>}R-=Wq=wHAZqHSrfX!F<-N44=YcA~%noIM283SCmO7W#G#8itpuI*T7xhRr zYNXigD`oZTzkcJSz2xmR;J|_!o~q-DZl~1_&aX;K1S&vP1OOTkWg4Ub9Z0OjqHR55 z=4E=O#ugsO1`0LtqAEbb$d1dcd6deME0VI{fW9n~#%yFX4KiW|;nwUESr`tAo{cb< z?fjt7HXPAP?gRN*sw^#eHLcSYCKLv&kWsB2&FOW@BzK|^j2Z}&9ZpucfW*21*#c^_ zrtPz~VLobX|5N_x&;?4jgsjow?ON$A=^)MC^4iM&tqjg!ZVs+t)RkHuF4onEmZoaN z)$3a}9B^XjY>V(;$QWl5H>v-QUJK3e!rS_`}I3%798w(vfbZ>PCj@x8Ao zPDT4RP7Zs7PwWxh2|y6gFWIJnW*#ve9I<)sud}i(kIt_Dwi*CS!YgbUS(v8hEMAu( zFbei3|05~z5oKQR{>98j7^lir@~Z0vC!=OC=xi*PgPLlbg)olLMn#TrVX1Jpu`mq# zaSXpO4dWhY-Een?ZcOL|`YNoPvdQjcivzSl5htZ58sA0Ajj zSw#phj%*gsS{I8BrTS+Wx2%H&+ykqb8W$rQf2!hkN`lhPm0~HxeOLyYlUv@gh34^1 z?J?W+@gMuK3{RRM+c2gHjv_B64@(Z$<|KC}s}a|4He<69pDiY5GNH2JdrEQp;DIFI zfz595 z|H9y_I~DWn9Wye&url`pGkdNx503hpD0}(v_kia^b+k-e1sZJgNN;l_8}a>mGdQa> zG93C3R>l^)D;X zYiKE$21%Gk^;9=uKUp30h|`uuC-f}^cu)^|64Dy zT*qP^#IC*B^<76XzTtr&fC6k)pI^H(V8^B^2hCRwHt@3SD{E>#r=>$G_H;vb`Z4vV zK=$L}@z4SZW+${}XQBvowr5{8Xcv?;liOG~b23r0_AIQLFtSI?qe!R0Ys2DD zV`~ZmK{oV0Z|GHMGX^d7+QzbJC{^3U1dKO%BeQwe5qiG~YFB4{m38UfM8n<$0R#XM z8?k-g_mFS1H>a(DgEQu=8gL_m99ruY`y+#&a#}oUPJio8N4RX#rr#zUXKJD;VZDNAo#j>N!TB zj{~Ryk+U^h=QpAoc@rafQW|*2O67xuAZ(Sz6&J9S|FwhXtzS%P7%R8lGAWpodIZf!-uhhAnXZ0W}4via=dTSPuA#!`0j~5nfaC^AqqPL$_xOefmFYpRN5|_I>s@wCscld9PxKlHz zLEEu9v3O0mxWC6Zz&FmI>$nc<`JZRcd-sIt&P1VqfopHGvpYMYOEO&JX#Vau#apc4 zMJpnJ!bL6RQeGMEA}aN9JjieQfQfwXl009~^T5sKEVDZ-vpgFcw7ttb<2q2y)5OiY zFq_`F&Z~^Tix05RI5g*^-*4^9`LF=|xECNk#4Ej`Cq2Z&cGN?CekSvcFrNJ-^p+dFUEPn?@?H`vhq|4i6@4CDQ-2RzUFQhcvB zo*?|-l(x&@zDCS9;v+thEB$Ocyu?TT@=N>VXC`p}!5(OR^mRSAZ@vh2{$JbL=hIf` zYk8&`Tw$~8+DkA|tG>G?(1PAF`*DV+><%)N!YqXMEcH9i<5@kx2D_OR5 zg9z82KQn38w0X0pAf117_VoD^=pms!g%$;R)MrtpOPMxx`V?x^MNFCc z#ETg>cKjG}WXY2ukFtCj^JT!9Id`_4$#ZDYom-VQecCi>)U7V3ZiTGWtO5&Z*Iqbb zOh4Va`Stew8#uq+yZ4=eU>kXIHe0zBDw80PL zaOVI&K)}Cx_5uYQgb6dziy4dZG16a?W(`M=9zkX-`Cp`#1RQWBJn+~96a#C*1E&TZ zoav~XkeZOf3U!JK!wfatkgG+C^3cN$!y1vq61{Q@#S~RUF)p=QL`$$3WxOOXxcH)R zu^DOni?SMRys^h1g&dN|B8Aj!G|WIt(z4V64{zZ8QDbT52*2q8ht( ztF{w8KDQ%)Juu!Alx&Ii^S3`l{SA0vlTtGH(MT<2m|>hAmRQrfak7|iP&NKL;}A^+ zODK;|yeblpMP8h7S?7Yat{YR{)v(De*ULw_WZsxyE*2Xo2OIqRBiuX>7MWF6wW$K7MNC$20RxueGdGc{1;CUb{bc z$ifTk%idm4jnGybZGRyRIKYOK+VZ7bPyYKib1e|`14Zk1%t{UH;MZ7@1 zTyr=A3;+qJImsFDFbEt>0u{KjA4z5us0+pfi$OaJ(yka2)ZhfU(LoP#0~{XA;OA;l zi&&U27Qsm2=v1h})QN6`F_d8pi%~-x-Vld5)Zq?!Si@lGFc!L_1ua@JMBe#MOA{zV zKZ2L7;W5oQ)Qeu!v^K@>NO3&Sv*LEHwmbni01R2s9{0#Nk??^pd;lZgfZR}r1f67k zb$j0&-zPsiQmB4;i8dJu?m8@hXEMX}nTh6j{x6~yr zX<51+=J16>9HK2t(K|LNk%>(N(-X@jC#-EzTQ92 z9Ag>D_`Niq^CAFx8%o^32T;HVQsmpPi zcc6+L0(?=NVk9Ry(b?5=s{b=m;}ZlQ>OcoPz%!niVjn%(>Y#hR^(gw3tEd86R}!V= zpamT$LK9jtMqYxE4Sn2O{`%0nWP+p>jRiOudyGqpj-({*j6^djQO~^2W~8av&N72D z&T#g1OL}Q$IdhuP=oGc7Jq=HfxkR7_l^;YMs!`$Ow53M1UAV2y2X4!z-s(0X(j16E z!XtnHq#&zXC7ZqMg|Cd{$E(rJ2p!s12Sn7NtaV81b~Dvh??Oxv6N4*U=UU!<+7-R3 zDx_W;2iUdLs<4D5ORZv+m&8`Iu^f%;ek0oniSi{CjOh$u0{pW9A7&ImBJF}hQzZs3 zShW$>DQm6eTG+~Vw*O)x-kXpLT&W4y!`#6lho1>trzTH3S9Jgus6Yj+j#If33B$eg z<-J3pQMz3%YZ~a_PVAzDVP@rS93Qk+i5dC35*qJY&D-RErWeX5LQ7uRyCN#jcabD3 zEMim92@Af$f)e$wCOXjxO^~_EVlFdcL4&i-O-6vh`s{-<>tH(H*;x|Sb7?4SG}i(Z z!+{pGY-ww?=ae|acKR(gPaLjmCORPn@y@vrZ5skO1f0o@@%CsOpEM{6KRFh4Mfh;t zvceI_Lsqp~liX^FE%}a4ZZcI!^yDb#&sADc%azw+m4;#&E)snOm@g>iOmyPdmqhll z`LgUczgd8BF8|VjJ-b;1cNWjtX3{Qay60W?`FCZAEuaToZrKWFY0o<}q^tI56BCzd zRrTN*tSQ3YD{c3s`@SHn8iM!6W^5P=9; z+gd9azqR4;I!IoxiY;aCgep|=ifLpN9F-Nh$eWF9XJ2B?K$3P~6qBQ84{7E`^2}yF zQyIi`w%T-dQfci>bSX91wBC*>xRWSub3gsu{TRcB#nWhZQ*qKvwR$rv4b80&MBd9$ zfN_y4Mi*yQoc;E~zX4wGffs7jq<-gs&MKg@E?l17b@<*N1o3-b9PlI3_{IsExUU#~ zy@wZzng2&VY%pi^6X7U@U7Y|@qf zZDUq=+)#hIaHgKc5nr8Mi&oy(xsHHt>Q?s%fH!r<9sn#rfeKJS`|{NepR=8lU!Nwp zMR0r(J_zE}38y>W8Kj^+?16547r$Hm4r{>66+~Bgaz9apc=WnID`hS@u~R|$OHlsI z`G+~oeYE+^qs;RHPyiDwF*3{aO3yHsrRa=qN@6PYZmQde>Gk|9_GGWzXpidXa(2!Qv>#RH>CT`Dd3Y9jzBAe@wM`IxWy%!VSmir}U%BS7uCv=0Y`jQiHdVZskn z^#5-B_OATwX;hNp{Qf561_#O@!SE7ipw286NbVS3!OZS&MjYs{u<-wSMF6|d3x`G9 zwoRrYQ1z0#ma!~trkh^HY2ZIn3m23zj4k`qpDJJd+HN->)4^_@= z{=lpX@8a@Q26MD<3jyd0V{rh(kil+=0Z|WGR)-AvYy!ir4c!pK;EzWC~ zqUQvWXBh=z1eF799KZ>rU=Rth5DhU6C}I)ogAu21Klp$T%10%#Z+s-t?kI8LGXD`` zfRK(h@t!PhDDns%Ls3N5&qPcy6<#5uQt|%IOt2v7A74=*IZqY~l5=QL466h*%CI%Y z@K}b9n6d=+fbjyQE(4Y04vVpP^u!K{(HNsDBNZa-kmFBMfEroQ8VNCb3{hXYG2jMH z`sBk5_@HgX5hchmtjzII(2={ouLqIL)f(n*fRdivv0@Iv2$Aw{=8+z&!YJwyD-^*L zNp2dbP!l5ID*bA(#^Ndi(sF>UfGTGob;KacQqBwmA$PGa7_uQ3Fd^GAGpMDte$fK& z!7lAm7^TW1H8S3maW6Y?BzLbG>To%RFFL;H37~)l&n_jc(GXn{G82U(-2b2u5Cv{- zQYCUyCwG!3Rm~EKa-Kj_{ERYwp28EEqT-Z-DVx$mPID0;K@&)>IYTZdk|KxdF7eVL_3{|`5{j;qO*o)C zm?{skDH-ELI~^hh5>xq*uf-bEF;}wrAoC@;(GDO{ZP3RiH*+(wEBiW=;cP-Q*Remx zk2Fj3C*qM*PV*2}Q;#4)HeW##m@pC?RAl_BRTQc&949OX$Z}lq|A>=AkL22r^F!xs zIZ5j|DKHh5$ajGn2+-pMb!Yc*C|8PY^Gp|GQ6j*=`Ek%Q~M$}kJ)EDJ}Pz%*i5A{&* zQXcLhAF2~Zi!m@24M%5GJCDjRtK%7Kqa+pcJUKN;fpkdIu1KA)P>wWT@`W-n0=g_B zV4So*1?0!2bWT=%+g|kk3lQC2_TlF+a7Q=iwnWY%RhqD5^Hw)e z){(3=SAO$lVU_?rOTcFKTWdDlZdPX(_fUD(XXj8}ZU3)Qm2q;_1Za`t1REj%cob?o zS2457#q?Drsg`>VZX-rbBn%d;$}wycc5GMeCvnvh^9F7E4p@gmV?EI)(DY*=fe{WN zkO)u8^tNP6W>zS4LtVC72QqM*7lQosW{9O*Jp){QstgpDakCew&h>HG?Q-MfXqmBc zC3j8UB{}eo0*t_O*B2#2m2|hq4)~xEAC+D2^Wq~ewdv1C=qk7lydb3xAx3_1z*Tlvb zBg0pD-1VqbxHcl!xSoIrh=6_9*X;K7eFX(;-~SVJ>(_qC5r3gHj?hYfD^VzYwP69c zDEa1MeS#6KkT&tn!icooNi9T<6;cV#K~PA|uTG1!a?&^U`F^pphK zM&X0QLy53ggmspLO&IqgmpTXlUNsVr$;3>)cR3;9QnEUL;e~T;~UCk%b7F3=%ZgaOlH-?Y4n2YzSi-|Xa2SYfQcZ|8P zjL#Tb(-`!s?PuP2JK}hb8Mlt@nB9^#Xi<2J09gZxIXQ%xAp*bz2w8m%*>gcxbk~z5 z*Fb*ZE^QtelHFjsEZLh?;_eK@R`s_B`TtjmDRyGg*(Q7f5#rVoEY4Wr;T1B?AJ4DnP8d} zufJKQ^}4%;GVk!luis~<-`QeyS1Ap2*3JvDpH;E@Nahysx#qQ~bRBEWLAf zz1us)SQvA`nlFtRIrf-c*#Ff}8i2Ju8o$eWzoGfR9aEfwbS4S>RB3Qk6Wk?7Eo*bk ze%Z;vD;dHsS-GtgVv%@3FkHi#n8QoO!|^A?b5mLatFh(OEKVG$=`_Wgcg4f4#c?(t zJR8QNso0{lbAOe8Lg+K^q7|8RxwLSW^i#%TuoeI`KP)=1M5(U(HTfwh=n_Km+ zE1k-(Jkz-g5i)#jFaJb-L>eAUw&vgtVD_PtQ&90L9w13o|k1b*O^Cvx+=#^qb;*F@JwC^>R%^38t9avZc$HC)dbaqmm}flWubA+^Lg}&!0ep3LQ$c zsL`WHf&b#6gQuxerh6n=+Oy}6)vH*uYW*XqtJkk!!-^g2^^n;^UC*jr%eJlCw{YXe zT|~F8-Me=W;oZx(uiw9sA}tC`xUk{Fh!ZPb%(!vmOOPX9IxM-e<;$2eYu?Pcv*t{o zLyI0wy0q!js8g#x{b^PK1h8Yvo=v-U>K69{Z5+bgP`>@_103!kfUY1w10zE6=P$^g zNW%XIK_nnV6BP&r6;Nc65l9R+2vSK9nsF0LGEHbL3p-VjRl+=eHhM3e+K9SfI z9sheEG8I)@wdf*OWW^|BT5riH*Nr&lsAF4y_2}b|J~}4kkVFnSm}8g;>DiJ@HtFPL zt3@g0lvJwL+H3C3hMR7{b?Ie0#6gfi0vKG;hd=vBKtPskw&~`Zw4FDbdLO`P=bf?1 zxm|qd;i=sL2y{0e0RfnhAAbAw*B^iZ4(KR>2qL&e77kWwDMt}zy5Xjrwlq_QX?$uE zOC6Rf;;ACmQO8jyI<-`amRvB{kl9vrR*^}62tL?U%Rq1V&SHiiam*oBiW^rRO=Z`HMVCg*phz8MI#QO-G4{&xSH#9FGhBQfo9xXv^A+vRJSSEywUKZu^w30i_U+M8 zhWqBYrEmpJ7}N4l69L*J54UsupK}(3IF~Ka{JlD z6R#e4#U~%yJVkrNSxvEbh1OWe1FfTyo9;T%qQ z_^FB$r7BTwyov}Sv^q8U{`{}Jt6XJ)S<5;{zycO4bU0fU0(EA(1~zarhJjt|R3pJ9 z%}#c;8(x-jr@Jn-qaDRDz#Z;D0ut=vY8r%|3jOpQv#n5h^qS7sR46^!#D`FZ!d~{? zCXj;}Az=#f-heP-5lV5yh~-P-gDj@LCU#0x9@~)N-uIzZ&5wR45(FY#^|+?|;c@*7 z0`GpxS9-# zD>oh79SDtc!gU3&04aQ-B(tQR@a$`n#Jgm4Vu;E4IHLd!;DIQ2xI;yCPlyds0z<-3 zL`u0*iLhLv8N4tOT9(9#xXdM~rbxw*x#50X3?>)FNX-7ROfCNdmRn}T#%8|7FK>*a zG?8`3YVuJtsT1U9LIcQ5Xfrc}ETruY*^YIX^PK2Rr#jF1v_(=a0VO1WJm1yHdXndB zcVM19{WUh}%y6FoqW}+VU;|PXY#@m`2=@~5kVZX9l~7;<6^iHuh`lnF7!66qZmCO@ z^sS?Vb005tk_I}I)F*C0N*%Pw6k!JQi(UL;F=r~d%2lpLzW+)Kubj!#XC817o|~pn z_fnWTT9aqkbYQiFHkv1K6EjVP9XF9?$ff0GomkCkJ45I@<!Thg%yCoQDHp4HR+nrPg}s)1Cy_!4s}0O1aXtt_zi0 z5FdqwEC9BZ-4!fF3tQOpq3 zf66AGB$k&Z>s8jV%98?57-(Fpd))<-S7Im$YaGohl+sdQ{!))3uhkNVc6dPJLCZ67*{lr$Yu4lOf0Hus)Oye3K z%s)WXE?)Dh$}kjY$e<=N5{q13lZY=29%Zt65C4naCci`{@ttz~T3VE+lqk#j?Xs@< z`{iES2+hDIEt{uBR0PuzwT*f6Vd!G#22bYBu!U-$`}kBqZ&1U7&T63-o#IM1Z^hhZ zlb-mL;sR7}pw&(HTAc}amB1YG@((_injr98_B0(>E z0heTe|1HW?Mx0O-o@<7m%;7VIxY&W^S^s4^^L~g(bH=Bsz&Qq~*dgDUYZnul!i?PH zp0T!jCZKYbx4bws7wgS!)7-$12RwIxj-dk(0JsvA=jy($ySEo_gbais6a6&OKW*=& z54qoZ6NBizaO#YRFVz%d;@{Gn2CGlVWARm$6=$vWpU{`;=aCnvk)3^jCLxZrPSIdT$TkSMGOpJ`M1O@8sZZ8pp(z8yX7|TdfVUV6WRRHJ+E}o6SnoVv{CDYSm)ysqv8g!mvuiud$o6K zxK~+S1a`bPfmShg#{?F@Hx?I1K>y3vfjQHB%olQ~6D`%}8P~TN*;gLhXHMYIedzRk zA7*|pG=9d)qrA)Ry{XBP(Jv0khgB7giwc)5b<_-0)l@9l6m~sgrnwv{pNZY zQ-CXhK3FGvC)I!;@_<|@ffTrV78r(Lwt+GORKlWsZD(4`_k2iFciB{emT`ibk%HvG zci?b`c$kNJxQBb_ayO_vuh0=qH=!1;NZrQ^6+8IgB*jLoPu$|yD&NmgXT9Ulp4 zICKM(R*ly9ewMZ$_%VOo_z+nDWJ?&1O*oE5HZexR;bDgOsIZAkXI>kx>%mDLz>!Qny87IsyUXdc_$m$ zHSd`xk0x^|W&i>sP`8PjCs}E`DFhDno4`4o1X`R%c4W3>juK)^c0dzRWFZ}bQm6Qw zh!dTZHJvU3ng3%Xnb_%y+PR&0!6S6BW;gSlY!;s4iIAbGqP=*Yz=%7-xSlc!4(Q;X z^XVq>xgE0^et{SrGdEm0#{)B912Z6Fq7;`XnUX}njeI4bs6?RQXrOy367HxzQ$(T8 zX`#Y|6)&}G8p?2Cfd?#e6&6@=nq#J$MTVE@IhZ+GdC{F8*DSOMm3@&Ikbt7(xr;37 znV-3*%_W zp6aBO2#!#yZymvOQkqfAsY{0WlUOQ`t^%D}`lT59a9sf-Tw$xYDt2gUrfAxsUx9XL zXK@8&hX11FMsPZ!Cu*W0Xc&;ttazG`Zn&qts7IC|sMtZMg-Vg_iKvO%9^Mu&&}e?@ zVI7eALOfWhLn@?jS&h0`V@oS|ZosuUWlxW;f=rfY&A zrn%x}IW<7SN-Sb$2o7rqiy#PwKxR7vB*Nwh7#kRRp+Jhzv3{Wlj?l3p>#@Z)7|d2W z)N~kkDyPrdGk^LsbQh>E$|epFquC0U+uE(K>6&=5mVbzT*b%PvR477TY5ws0G_kI)I7kO_2qw|AQfukZ@T(6@g3w}2bCf_n_b@Ii)qxQLs$io3Xm%MFgp z4apF>k{h{?Te;j|j2|QqhYPse5V*1Mxu6>hbsM^wfU%}~7^dq8fswkb+q$Vs7^izw zbk?$fI(>K~vyoIDH46?mi?ge#v;4xdEYz0awy1$}mirWG0U!fKYqUd(n>;6Z3iGs3 z3##5VwUt=47DZ%N`w?|8Dq7oKt9qDUiz=-`6l1%kWxEw=OBRf9r_CC_^1HY6TfeE0 z3ZTn}#}K-o`?s}F3!(eJ0zAM3{J+I;zzBT6wUEFJ+`tZez`*dpz%aoST)`F$4F8im zxfMLQ#L&SW+`$ zpi2qJ>TfKnohZ(Hz~;9_`V^9MU3P%pYCSCQS>goYE@2(kz|I zq-@GA9n&&B(==VvH7&U|-NDiz4Y}OY*YL`d+tZcX%lYujz$_0q9LbI_39bVfj*uDD z7c_R)T6?rqxC*ebS^|+NOQlrTxhqJ;58T+O5sfDXr0>oXQrQ)3$xv zxSiX&4b-)a%f0Q>J)aYQj`}^6MFbR|32$_J)&%MmZ?93yW#7k@)S-sU^ zz1`e>hh=Tna{|s=Q+|dg-rB*|m~;R`umcnz*K^&UNQ-XoCv=wQ&h|~ceT_;n8Iyr6 zWTjdub`S;?A~+u9637|HDlt+4&8qW=UwM!RT=d`z{Ri*ctp9f#33%JtpgYneO$!|U z;iE0mrTyWkUE-z<3?_ZSsSVpKE!!0A;-l=rwf(^`E#o%6+c=)%I*#L!d&)ho)5I{j z+i(p#&C@<@7Z`nqCV;+&DyBV;;25` zFU`s_&C0C4=bj52Xm0`4<50a011nr37T-fpqmP#5DTMl(V)KY4Bzk$-{GVl z@e)7rubt`^|LUk*%Cx@m9N+34AM44m49O7Wl1t>$unok()6(z_zd-EcVeH7h<=(yQ zUtZ?$Lf(hgqwe9>_VgWObFSP@*YbU&ix^i0Bkq>B*GP}w*5?*T*K`GEB!teZ^2WIi_gJHLyd%yQP3jb=q_B@>M5C8UXANM0Y@gPp|c7M_r zpZ7IRQ;@rx%A@R^uH-&Yh15X&;|~&AShu=5W*?umGyF5@24^cK4JSmvG2ds6_B78 z7Jjz`585HU_QbFDtx){LfBbGQ_srk?b1(6AfA`X#;;XIqEZ)l2@5+I{{oLREr+oOY zp?EZ_)r_y@Ge6E``K{4j?JETBXv6+xIUAeb`9&JWab8gWsgjIxV@OZ>b}6+0K}F!e zECmf7M3_*az%^bRK7Mm=p6HR@BURa=d^TGc96sa?H( z1shiESh8iM(n6b7?OL{N-M)nzSMFT8Yk}Rxn^*5%zJ2}v1)P`IV8VqBA4Z&5@nXh} z9Y2N~S@PmxzX~A0oLTc`&Yd$mh%yb=Xws!kpDsO(+ZYI*H&=5VTlQ?)wQX-6Qf z-o0H9x#L^-aMvGn6PG{Q0(8wpI`re{{Q{`+aD-EffOPzAu0-@Vhu4OVz5CkDtbtyl0Z_a zqmVq3aKZ{VPD`-+R-c@ ze*`i}A;GGvNF$GwD=;OOWU|T0o`f<=DW{||vRN!^jx*3iL#<0MRg0pv*^bMyOfxmh z4Z1VeL;yB6-$av4INgL(I1c2DZn_y(xXwE5uH(*z8M*^+yz~x5ls@<1V^mQ`>H9BI zNhiHezyS$7FbjeZG$;%QKLs^Hib$fc!%;tyutQZhbVCg{aC+5`LuM7KMO#xLY80ks z)Ky1bZ)B=Q9ft+0$03hJHvicmkz}@6XW42pT50{NvRZ4e#rE1OFI#gj}f4K-s2Pt}NHlhy!v!wfst5TuG$P2;7P)R?2yIsW*A)>?1R1@~J}MiaL-I_m`+ zfqTPd4mh%j8~faN&+ZI3dOHiC1L~^lcZM6V`xkG5_dd^HzY#uo(ZCs&@4odQMx0WF z1cG89D6(kWVuLiM9RK5s%<#gblRW}CWR)@mJyn%jm8o=DX;sD6p?2LBXx4k~d1u*u z9yWFyzcTh{-FN4GY2S?m=B=lPpO$Llk4IiHtGi|5m8`u4C3;-CrfqGu;Y|Db;l9?s z`g!ZMzI(G{i(7^jUO?Z^^ZNzwJHFpHj|d_BK6r5U=qEh?#P_F^aR4Qs9OVSqAXJS6 zWuZf0$xI@Xn9)jgEqYx9B{;!g-E4Lj)QatTr4=4Qg?AqWp|af4iX#ONEhhY(@aBRS zS`g2L#Yzw?iKGaEG|~;VX_2rrH>%dv5|xxsJ%2@GY@3&mkN4 zuGd7)l<$1}s{b3HzOzO6b&)*yGlIgxNIx>>Pf?OO9RK(SzyY=qRH7q^0#lMeIA%l* zu2KUX8W@z+*@}XH1SBAR);bK<4t5r_N>_vymL26Tgpcf9SJFa4B%#oEcd1M8EO|l` zval~Ld|@boF+)<8k}=D>Ve@>rN>&E37DTKK6rI?d?9GyiO0=ce@Kmqwbx)SEiQ5QP zFwE@m=}%kaq8F7pzb}rF2<-V{8O>-${-n`9Mo=TA0EiGTWWkLNT2RI;vJndz5M?L1 z;~nwv2SM~i74Lj!C;F(AK-ROKuA^WfeT7I3?kq=*!=MM{MmrSR4sIJ6Hl^R}T8a0}h$)-8QZuE8vORo*JH?{PxZIY@z4*c?L<26@q-Zq=K4b#0* z)lOCAJ74!<^{QH3m>9QeO|VL8n+k!5H_tlYPhkin4>CzQ^T9I5 z*usB(ov#Xc$PC6J7{MrLMH$)-gFciS?=UDq3Hsa1hO`*Ig>j5!JYyQuxUw})#*J;< z;v9=s8q&C|G)OC2(QaeNL%xQQjm+D2$Ri*8=tn=GEM?j9qqVE`Xh(Z|4PtQlE}w{2 zbN3=3{dx~ISTal(HO(#?XDb<+d}^+P(6xsE9KW$cWEUF*8) zyk6MVufDLbZ1mv|U-Y53UFc+w5n~m*SjBf4C@_+dmtp|B*ewlZV?bJ%Wgn*5gLyWz zYs~B}UjxWF{xOg-i(`@MIHWwTY-c~33?-La$)+W3y34&$C%-nzQI0KZom^YglJ>{e z{xL8~1Q<_R6beC`ZdJv z%>!5al-7Q5DkYpb3upK$9e$gR0~Nd#w~cwp3+VG^{7j;+O#nWA=oc3 zWjczCl!m!iyIMH?NTKGx@AS<>6;1-$k!9=*%Fl;x^r9~x=|_Kl(UtD%=x6vS!8k_t zvmbS-lb9RF*n0SX9qeKgv=-+-|FK0$=CHTa>}D@Bz{~!4G&6}XlmDOE{OL|oWjDL+ z(!MOhxHn?Bw`EweUjz`JuZH*-TRc_6%ZlRzswypA$5YfwPK_=LkKIQ-*4Gh?%< zu{`9!At1^;R@yxA3J%cICDUU;&*(h0A-(fjL3Wuq;Rpbbiz@IK6!GvuLis`2n?2ft zA23>v+e1Q@Qxqkfru=XMDDXW^xfI|_2u`y(;bV}A_<}E(2shY+Kd=NyST*N!KBgeU z>I*tFq#&bXz6nx8*1@M3Nd*tnzGDCfh03kkQmA(TzpVo?@dLy_L_hTlCH8B-Lqx=Z zb37SR#Dn`k3>*v$v<3rgKy$-40{k%y+y(_)H{KFF37kL*#Q!qIGq>mJ!2J6_C>cTG zD8UnCC0yXC-sq)>1C9@PLE^YLj&s345L8^g$sULL$tn+nbLhG?*~T zz4~y*`;Y=DsFW$BLMjX}0^33^G=o#~IZa4DF|4aIY{N7x!`C6YHDtawJjdl5g*n7N z?E{B*c!ws-LwRTiaQHsOA}Ct>Lluh!t1~uZBdERzM5`M_WHUs*Sja?lNNK4O`*W^R zYO^z|lDRt!49qqH94RAXydS$jNvuS5=%^p|FyN+9$OVWi5cyh{6ex%b#gCd?nmp~i@z7_t;k zZz4|z*+w&1%bfV4Gcnz%mrmoh~&V)m`uu(&_`T`!Kl!}*hGz#1_D$vNW8#oD^1fx&5d%c)qJ-r zb4?=~3{ZN%wX;p%z|Gv0o>=@Y;p{~l1X z&LyqNle>MG2KCcFeMqvi%qW>j2{ly32+a#!h6^2x44p(` z;KUyr3=rMKkvy%`oH7%2tx@!-*Cd8!xc`y`xEdxfK^dJ(oN}7FZBYnRLhuA z&!9*V_GHs+mCG^}x^3-NIK4|bwNHAa$J-*;bs*Pyw9j?L)9mBZcZF9#)C&a#)Oxj7 z2Yt|gJJfyU*Tdku!dTRRU4~7J#0}-UOw`13D~Az92Ytv?P~3-ou%VhFRa5;T8kI#M zP0CtrRo^hqvZ=v{JIXb=6OBax0$|DjNP+7RkEblg=%h|xB}S4%4@DE!ftk|me2?{5 zR{VHE{AgB*c~*qj#%U#lYUS2!W&hJ{Mbn`>Q*b@QREWnpCD(GT+N;Idt6f)i&C_`G z+OK`FwmZCK{*jsX<-|X1lC@&l2*rEDZ??Fo55CG}8fxE#DK?%n2nAw<>*_r)S>%3W< zQpn__2)|$%{qD{-2K-x34-P>K$q+MFw9lA=m1m9ggO-KcJvQKo) z+T%sutewYq*xEa7*M4j|#fo0ArCx8FG3ph_y&&7O-5LjXe*iBT_ zxs^n6z!K)c1;T~j_>}})c>e`dC8{G*+{N{cSw)Wg^}LV;*~zsHBDLHsqAJa0*RE_sT>ufRA=;ZTk!tmc5FTM}72!o#Q{SzGMHpUH7}pkts%)U@4YUXGz)=8a({<|sC1;&@y(fo5jjUzmPXmXuFmI0(1drI zhIKGrvj*t2KHh|8>$YZVPd4a>mg~8u>xHi9!@GyO*6WED#VfNdba)4iCNdu$CEp6$ zT8_;_1nEZ1SN${T$DSdSz6}Q`0#I1#C*juk+)fjA>&EWv-s|n=?(XL9D)Z~a6YOx?HjYMY#uy&>V{H11zr-GC z$cAq#asT3)s_e^_-^{M!`-Rof{_M8l@0gA_Fy;)U6pjK20O^o{)^_a$f66TqIoXzN z*rV;LdQz6-PX2L%CwxLGZ~_6@?RXYsuik2Ww&&mm>w7kCa z=l}Fo#zXy-sJE8uASd-wpXj_c^;Fku*%G{X%Lm<3$<6Y+&H7=*z(}==yvB~dD1YxN z_jSU!@@~m;EgxJiXAS}XE@$BHFo!`LC4kKE>=*3fF2)R$J@DyJa5&fYx}o!K4-fge zbK3TzMX@x*`ST8^0y9tpF)egM$7i2Fk*rqquugGExA#eZaTi|ea_#hkcBrehs5<0f zJ>9ap!z@4?Z_hfY$Koj5QuT+2_`9Ah*6M4)JG?3z^4h|?gx9Q*lD6}9jFA5Ik(Y12 zjk94V_P{mv{$2LW0B~kMPK|we&;!!hi1y7;^8nZYHYX-N3At?t`qtxIZ=dsCt^f0) z9(PB1m<$i}HX!r{Ly@pPgx@}Kd`@w2SO=`XcSx7?e9ziVe<(ZszGLXmvNwCd+`97% z2K3Xqfp_~rH1BWwHjd|p)N*)<7e(-H^(PZ@3LJ90uXt5wb-u=USBG_UD7U{uGA^q& z&gwG%19_5{e94e(+n{XAPIZt@wATdOy~Dau4F#c zzOp}x>i00~$NucUKJDlJSZD?9A1Dy({_$t~@*l)Oe0v@?Z|j|Vj?b)1-T$ckyt2Zl zfBKL3O$~gCuK)c9Z^S=0%mN5$*9H2OGd0A!iNwgQmkn4BF2mqfpP2z zOe4sUB1e)e33Ar20ti;JZ0YhPOqLFcfRbeMCeEBXae{gk1wzcAF{^P9YV_rhYD11P zZR+$X)TmAGEQQL!*$@I!w{qor=L6HERh<$jD(d|UK7im(ZY8p6j@7}FjN4z-ldi3JelTV*M*7@)5=hLs>iWdI-_-mE#Ps^i6#Rxbc zfdT?}ATR`WR7@=e*79I63l>;lLdgth;e-Vym|%q+diY_528lQ#iQAZn4vOf=BTqgp zx|k0?{Ja>Wj5NYXqm3`>=%S1;?l>ckK?;fEjYAq~qdX{@Xd;OOZ9@=<5lQ5bNmX9d zk(F6$xn-6psnk_WGu5;cnPv9$6PN&ZK#0F94KY?%Vx{>eoN-FECRA?9dFPvS8kJO0 zP!Ui-02HJkgA8sNy24zECh8ZXjXIiFV~j->X=8~gMj57(VJ5_8oq7M-8EBz;>Vy)g zIk6fYufY}@BeNYM2&}p#!boqw33ps`#woWea?|+=U2xYO6HF?_8e1%Rsf_a7vgX7r|3y5(kgpny@z`{9TRL77aG z*DN{Ek|(0bB9BK3+~bcx8rkB&Ll&8^kohFp?~^3rJ8wf2Ny#O~8Ed@pMPA~GfS6^9 ztkao5y;%*I9IV;r$1S^j@>6=gJabb++_C4)egYaOp@$l(DA0D@Mc1Q67rj_vlMVKm zU`k&~sbfq>jVWN9TK1`@qI!n4sZ^xV1|P47F`gX6szEj<> z#~M3|-Ff3Z9(~hNJIW}n1RglHg&Tf2;`4Dk?zbL=i(k8uOFp@~8JcT(yBIMv<-DEa z+vMjXLOeR@+oT9E!VIgvdW;LRu6jO7_M7iPQ9eXvMVoWHJMSBNjAzIr3ol8@aLOE& zoir=I{83ber4;kg4<*#`OesJ>00CH_)(Ad(A2j$x8$G_!lKqu5WKJVyDb$WlJt=0K zW&J5=otc_i8fonD8mzX#Do7$UVF^o2131Bf8v+qHopl5&Z^r^01S2TH2@WoTf|DS6 zAeceIQP6^k`ydEIxHxZl>v4^X9ONjcLJ3W%axGlpxHSKFG0%05b~fZ!=}MO(6&dVx zK}wwugLtqcp<{Li2^|eBg1g=^v56f^$;W~>JdqVIPtKSV^rWZ7EmjXEeA*%y5pV~V zxx{&XItv8~<-Ii?DtwEI3;E($G{RVlGDwSB`=CZg8*EAlSo?rQ=?SQv}iSg*%lTN#q3)is{mG zHyq|LQPe|aGWB&18{IXcS-XOK&O_L|s!6mdCkF%p6ou&KO$s4aNr?5EY3gE7lDE#a zevBwF5sOyX$~>F7YLI0IwqGD}e8r zPq_rPpM*W|VR>+u#j+25QoEE8c<@+-29gSH00k~^u~`Ogw!<7wV6ar7NswYPlb0y% zNI{CyOR)G7t9|i{V=LnsORzie@mpKviv0*?FcwH?ooZ~F# zIj6@Ub!pU8oo8fCo^3qQh$QFo!!_owhO1k|jRvB~aT5O|;m>nJ8^ZYrSF?!?@Qd z1zc-sEbIwRi*PzV_KvxOTOgC`rYmGNEE!Z}S}q9502&FCvrSa1f&|JBxz{iCB}{!m zjNDkhZZVD7<#h{8A4MFUn9D3?Vi-itBw_QHw)y5c^Sj@5?n<7EKjCL743}VvQM!cU%Z!~-Rs`!p#5YpT4 zy~7z4sz8&R0KF2G9eUx0-&0j=X0pS(%w~e$3dAKY`JYidE|9+X_y%*njVDbpkR^g2 z?O=yeSEqo$F}>+kuIfsP__QXDIqYG7b6=Bm_O{pgOG(-D-Pbl;)Oy^rf81lImy5{8 zH-1NsZ)B(^dFmBQbCdt0zr?Fkzna_*iHD{vO?y$fNf3MY_sgDcfTca{YyYxynbh^r z!Trqlx?PjGbayxFo$qrFt0exuc;kgr;f(*k7md*_EQNg`Kmh_EoDhIJ!3kdJ)#N=O z<+)K^h!5sD3SlgmV{Bdqo{y*b5fM-U$-Tnq6%Zw%o(X1F>2Xx+y z#h}gMo(%%d28|N$?cjXm2e$YieE=bP2p7BpkG`dTrkFEe4rf^LJ6Lr zCZ^nG6%c5}8mzsbi-{sB${Y=zVhrA(DpnBgrH2mkAS@0cEw~2}3ZD_yBJ(9k6S@nz zyo-d`PQ?t>M_6G|#bFn2p_O<}FdE~MZ5O$X9WaUC>5yNHtR0P5;~BC}KdfEbg&9G> z-%wc1;HKKAt3;sd@aR(v4o%vVjtQ};lX2@+>FB^S_AyoBJShFAxfh`;?W#N zCDuV5NP_82lqQ;B3R;ruwH%AV9L;5du9YGT+M2DQB1Zb!D6G^*uA)bNWJ|^3?$shm zmLw4dpDq6>h%PQ&F;vJ$1f%Xq-Ag{%F=`vO)g+UdNHUb$ay{edgyHvPnfNWtHW~>w zBGXa6PEn$rb)kql%+8YR@n; z<-|$g&^#g}dL9(8K^=(TG$3S#CFBU!{|y`hrfWao&4YG&b+ zR7f*@As9*{ZAMp-Y$I;+18(MKHU>#i>gH}T<#lZXIe0_9m7`T&r8*i zXN$>aVUFT`%AQ1;Vq*5Ef6g8#HD-WPW^7^RNOmTICMdJ%R!%j@xsXdmn9G5rW@{=V zGgfGY9+4LoMCmLSQ2rztY8g=m=Wmi|ZvrQ9?!!JDr+ArTa`qcm%9m2yBXtrSpwVcJ z#>4`)M4_D}1!!k?2I=>((NoJZ7s3_$i4%WwI8t5u1D4o`+XZ{?}fu_+x&e8u} z+e~6a)SYJTV5sg8s-f!AR3#U`_+$bmUSm=w6N&bNin1u2aMg>#=yJBn zdmUnq8eX2^=&0h^z!@4MQoua5>UIigkPaAL?2~vl3Sj7f6RbfRh~O*S<$6LX>fwSV zP-&Gy0+n7VmnLhn)@PUUntl@Ivtr~$=9-ySD@HOVfU>EZ#;GgHsgBtxXWj>$Hs}%l zN1vvPMySw6NXemUorPX#yJnv+y=I7Ls4!U>G$vJT@(`s~YBf$Or49_Ht|;CW0v{YK z!X~W3E^NXULX6s(;F;>FmQy>r#C1-r7l|sKnPpc5imT2OtcL7b0!tEU@&MxcD24=4f=3!2&L|QA+-keHhD}iq7uz71L zfon;g2e^u>@a5vjs8Eg{H3H{RnrOi4 zW~LS_!_F<;@`1yCD)OZ2N?a_)uGOE-qjUCcSqcT;A{wiHtjH#A$r2b_yv18soRaEl z%f14J6;RCjs^wl5BhZGG8Y?7xE+q7<=qjsU?ks;o>zLl0(4KD5wr+p2DGsh8(}vJ2 zO0CmAjx5rt?E>G=Q7v!TQq>h>6m~7wer*jQmulv#@{S>-0@0u!%T@`NlMvqt;g$ig8~-cN6rVgLa?>e?hy811=q1oHJgy#DF*)s>QH&D)?r@<2Qr9k z144{&LX@z+zFRpg@*=B)Bd17ls>D0K30J+aCG!E^9>w>zg!bO>^6Y5y{P1&vGWBq* z`Ks>_3-PNOF$CVl`+`9jux!kd8ZKa1{aV759s(6-F)#P>{%-MKmhP5%F))9r7>98w zmN6PHbIoDv8b2l|LC|EfF$U!z95*c;*D(d#@tvNlD>)mUdh>3@BnOkTNf_^x#Va9u zj@a%bB99#;8)u;D+a|&W0~8-Ab0RO!zLl;5K%90aV`Mf)pPaUa{vbP-tx2b zaPQz1v{&ZvRM4>DCNx(o^g;vJ47~3{yR1Z$+Cr!+IObW67)O!uChZZl1DrV8EkON$+SaPzSYSyYnHB4s1$g zAtO~JFEvxwty7~aRBvx+OZ8Ux^H69tby79>w!{HE+~I~m2z0elEcI=Oi z0Bi^NY!7(i&XaB1w)|3VhUvC$PjPS$H-s0rac?vhC%1)z^m3oB7(X|MLw9sj=5!a1 z9Ah_$Pi;fU zGXO8Qn5HgbnsJ9OFtDxZhks;D^%w76q$9eD$?@eVakPSrIK zgEc7cj&G9=^f<%n!H?&OehWGE{xyPrW?fo^r-oYfRjJ@lSes1E22GhPpig& z3B+&9GB_>QvLyTuB7nKAx3xx(`IuignbRjQ@AXM-cw)Nwntr38psmy2-r3ec)^0hI;r(GaQDw}3&O2~xvp!e zT*vi=5AYT@_nH@Ge-eAKUn{aFdj|h0yPcPKv*S6@B{q^}_kVmhv}evnOz6hY_;CqD z_6>3lg}bIw@}sA_&;R_nxBI&*4}Z(MpAmV?m@+(KHCHgb;fjF2M}4USJZ<}oDw}`_ zU;!5NYE3A-P4th$N4(g#wXV;#m|y&|hP3ErxUjeR$Ny)@Yb(i@{B<|`$rpAwU+{Ln z{7)@5)@F>hhfX>(SyXvlP7#ppyTg0D8+~badQ>bq!4>`VNW}phK=wer z)PFwJt9q1UJr;O@f|DBY==QAt&#OSZ|BOBCzxBkIJ=za5nsYJRvw23I^xMNdh)4I_ zmpozLuHB=2p66n>xIEwA(v|<9E5{tVyntJ_-JKxvJRdYZ_M7|Td#}A)I_4vuS0epW zfO=GP{^x`KsK>UH%Qn_${ni&kS=$8auf8Gq55%*+>&O1B&pz$<@5PfMKtvKakf6Xz z2N5PzxR7DPOPL@>lsJ)MMT-|PX4JTmxsoNwlrLe%lsS`T zO`A7y+N8CUXHTC$f$~fllxR_-M~ebex|C^Cr%#{K0!9pKRjXIAUM04bD_5*tsZR9@ zmTXzGTayt>ww7&Mw{O>OyEYf@+-q?0z8&_f00IRF00$O4m~deP4s_U2yqIxg$By;v zfMA$%Wy?c`Sk}Cmb7%k0pEq-GmKpTsA$LlrR!x~hHPWjGV^$p?fQS&cap%^pdqi*E zy@3Z8KD@UH6EU)|!Bq$sDCf^XNs=UpdUfm9sUOn5oqKoh-@h*sKc0Mf^XJbORKK1* zL5By|Uy3CEeSP~0IpXgq@!@{|{{d`CK$cYcsK5ac97QIVa%#}Q2O*qED4LL}(83Eb z1S+cyIqcBG55+1As)XzaRO3+Y}4iqU-Ll-nK!bc&E6s8F! z%+S(HG1U;nO*!rKDH1;w(bEu5EVZi_U$o1`6=NjeNE_LRRn}Q)t#wvAcARWUCY{{X z*IxmX?N?!e74kF=mQ1p=0Hn0iSu3|3LCfKc%i@(Vp?hvRLH@u44>ZBG&Q0*z9Cy1# z&XrSL^CBUy&N>$lN%;fH-< zN~%pK9@XNn%&JP%i%sp=EL7K0)h-reR1#KOQBE0G9*YG`*_L4jvdLnJjd?XFcfAAI zWovuZXDa`(oVGXJkENBS?vHTMG}pUwrAAk~b+I0=U9I13FJAW$GHAX? zG7;M#d(lRFBK<7dH_%IBi92q8=?)m+MN<;^P?hpVl;OVtR~X{K39tC#!x1NSD~!QP z{8Podg4|=SKxUOMlM_o>^IBKdwdI;^4*jztKY;mV(MKP`)m=gFjJ7F%j{P^^hR(tc z=Ax5M66dB{dTBg-_Z{ltrPhvWbFEG{>*dAkx=w}0em?E#FG#kh7t! z6WH_K_P~)vEoKpX=X;;|+R?u8fiH_!{NEX4aYi++k&SJ1qZ^A6M>)o^d;Xi_9q~xV z?d^|#Uqs(M?6<%D#W5JgC}b=KG{Ax(Oo5GbWThGy$xJ0H+{8qyFr#(6>(#5AVp?9l&P z-tyt^x)nqr4p9)=Y331&mqaB((TPvo8hR>`O>I`9dYbU&F;wBbErJ7l?;B(I%IH10 zt&^Q`!=5{@2hUh!Z=LUCr`;HN5(lx9ChdGlI{_*;HKwtDc{J!8xuL)PU4t9NP$)Oz zm%e+*Ba9VohamB1$U7n|pN@LuM;j?gkzVR5JW+}zHMuEHru34Yte{dp*|Aaz>6EBM znJQt%!dZsySg6D0PJ>mA(zQ%yGTbFEje~_(@Sza8lMW(y*u!ET(}%!&+A^W$OlU?^ znq3`_H@(@3aBfc(;T-2V&za6(WRI8g#l$e@jra`Ky zO>LE{(ESvsE#troO$gi81}la+wWVcVcbg6z)mdCJ0Tpt{yB+qBs>SsoRg^}-OyXNy{`9wFwy~*~Y(a^c*#RQ6neXP_lKlC= zCY8!gigDk;x`i8T>2}EK%+URzqrYGTV><+lj&%+SYXUNJ zpSxV^iboTS0JgBR2xVkzLfI{^PqSg3UT8B)+KHrgNRJZlr4*wUwJ2;`?jq+pV|34V z&T|;keV1euBN?=~iPI_6lU5|S=e2k@QBG=7ozt7^AhP#}$g-4tU+z^G?ssZgw&8>e z95yrCsik4|fe-U^?S*Oh!|_gP7KgypQb;w8S8ef&W1R3BZ!WEA?VWJ>+7ha0ypmB4 z4sagZo0kBqp1A3rfw5w!^Oa^E5t7k}Jz%X3bk>5#=-CM$4(Kl=yy#?t{pZe9e{`6z@?^UwB z(sd7=+-F&&otf|hwe8H^^X_onn7R;um(Gm^Pk8ym8oAwxT6GxFcb?3f9eocI0g))C4yEEPVzP}E z;;85DXx-RCzeI4{_DqmU(4xvG1xKbRHWB|~I*}7+5c%K{6e(z9Kt*yU>=cEh0a9@l zEpiK55dsdt01N;y2w-(q$opW?Fcbh6fvWsY$Rt5bBm+Yic@YY4gZM&;a418#@mitr8>XP#i^1 zt`6m2rj4@HF)S%%9V=u~USiOk0?t-MzZmMU_UszAfzS3#z;Z9olFlwV@gNDO>VRSs z^)e_JGB7!%`L1FXBr-@S@*)*82qC}#5+DIEUR|pQMUh6Yl zGW}wbXlU&3tndn1Eg6kzHF>fpeTV-GfyZg^4=61`C?O9VUcnNoaW~PUU8-p*t*I%U zasUZXdfbpI6EG9_*_i2a1X=Mz{XN0U=T1*iYb^*E#r(W=VBYgGu`|V z5-F;pQZQt4PTqQgFD;1{3R1I5>L&#A6A5z^GYJ?BvoDS$F%{Dy88ZP$pc?$4K>I)e zX5?2k^D>#l{J75+i*Tq~Ye5G?0R-SB)sOFtAQ;<^3i-e$LDU#UR10CVHH|CBimNq& zhY=(pD7Oppa&tFj^eDY*IBhf=ixW9HPdV>}IT`T0=1@TD5TCrVC90F!E->oc@g3i- zDdcTLI`9xdkoWd$q1qCoZ14ZEEUFTf&iJwprI6w;v92mOi;@zuKD&;z4iiZH^FLLQ zF%94fs^JPqU>E!W0urU>7sg1dPD%sIWAz&=?z4L?N|A zO_ZuoG?{|uTUxX>l`Pm|bVjT35T&wW2S;Fq?Ag*(=8wISRqk;gQc}CHs&Yfa2+f&sm?8vkYgYMCm)(Qat0*5s}rRkd8~Q0cCv^XCvlA2=Phh z(@CopajsQKv~^pp4-6#305;NFogrL5XHVG;hY-OMcIOpdLCJ7IHx+hn=@z=YN=~-MiSo9Z9@cDzb7IxzJ}fro zICfU0)2~VoC2m4dMmD5OHajQj+Hw}`)B+gtQNQ9+F6449k@X*S@1o`cD$dkmdNx`U z5*~dvXh&se`!oLrjMfK{wlSCX4*cN`2tZs}M_m~-sGxRgdlxhaU{H_HG7z*f31A0q zpaT#U3cR-cK9pav@Ft81vgxvJJFOyh4_IQ#w1Efnfr-`xCYXXH<1w$m zA5h^VU8N&w=6A!7kJr_YHADQ$HQ`E_00iKKDd0<1m=Ee84P4j_!d8Z5m_&Li7jyRQ*SZ_>Ek(jvJlC)vym-xJtfqxb2RxcqJ zhjO-9WMDQfzZi@qQ6O)&_{bD!w-YVd7;*NKXeBs~sV{aDppN%p2(I7^Y5;^dD}t%ZAZKjc*EqJKL&q`x??PjIiV zfm#9kVsub78i241J9Yshu@T^$iHfE_$D40DFm{?S`ZTlNz)|`@X3I6i)jUwxv3*%7+yXz*&1-UfW@}dbVpDdXDq99U`|4`c+riVDiSd zf16~7d$>c9ms^CRlRKEsBW_On5>4s3D{6!x@np}+4>z;R8=2i*T|3mj_@ zJi*(Ld>Q;b9Q>feF~VD!!pS@nFB}GMFfCLhEu=wJe!0T~_;b~bU3?2*d@^Kwwa7WgZ9Fg}yD|j%&<%kAUKU0uwnv&^d#xOer;ua4`CJCumwe>ohOJsRC~ zk4p_W-io1OvQ04g95noV3y`4Mo&DLNz1goX(BICxNzBj>Jy>YE#=kjuci_a>TMz6N zzT-O$Dt*2oIo;iW4=}mYc}Qu5hg*0oz(u{(p-XwLoKz27)opak*>L~!SX}{K-ACzg zV_}`FW!*Z5f*m2+*3q2ar~;!y5<3j*~ML;KA@p;4HrD%sUC^f*Xm>4m9hTMelP!uw_eaZg}6uD^*ae7 z!ELTBp6tnuE<+q0?kz+(rR_W8?c+Z9k>KP#$CYIMNt_{2v)wd$H-v3Gy}_N42jB3i zf9LA}=%1X2qRKTtJzN4j)R*4!)dcg^#cMWSVhd2}*(UUxvjO+2V@tn4PJh-faP=P^ ze^Ym5Z`pCqbb{2PWdY)vz-!wI8r+61p~8g=+o5ac5FNp7z$#k2SnQ(4io`lv9QLaK zf{`Rknmmb;WCIghkhpvaGp0j^Yy${|C98a;|MDFO~Zg$}94 zL8;WKB?%NLAV7c%Id$yVSz{)w*s**Bfx?9gkJ>$W_Wb{O3pcLZxpW2Dy^HsdUcGk@ z;r*L;uV6uf3mZO+`0%2|j2k2&GU ztXsQ&4V!f8*|clhzKuJ#ZrZ4K`~D4l_Nd#ViW@(Uyf*UX%$qxZKB|@U>C~%Rzm7e- z_U+tT(fU4}R`>DPznedgKE3+&?AyD44?jNpjr8l=zmGpZ$Bx93_3xj|HUbGaAVLfs z*w8}}35bq;!~nzJMR3h@ne0-9%xBBN63cQco2XVu>c21XWN&+!57@E|PS> zNLL9Ez*cg26;>K!h2;hxg@6KzBx49GuY2N#}Cp-HB(OdhW@me1853XrO|c zr(dD@5sKe;`tiqTNB%jQOr!%2R1kueDg;qN20ds|N3%?5qJpy_i%}sOq$0 zi>tn>6o@^^3hRkh(YRGtcDS))SY-hT3Lb6@IpmSX9{U!P$}$;cv(74JWweViLanrw zS*F>S+HUKancjZOnrh+NHtw6hv1x9)Y95ywySCLyXD09(M;>x~-ivR(*{SE(&E6OTUr2wwE;<)3lKnhz2u{z^{Y|lt83-prD4n4HBkWtHs(OY5*8MjVz3vSe8 zio4ov<*J(-x>#?GW^%e2C-1z=2^V&A^&Y2h+G_6^aNBOb{qMnY%bjqc3pdJeGL%kK z>7^KJT%xERj|%e3tlpvWh=wnold3tL%=lCaU{#|WZP3i4k3b5tGqH61!87PSk1m%W zf0!P0>P-^OI+RK?R_*ImK23X6h=#6aaA5{J@BvuD>YM>dhrqcg$uFu?R_h-4B-u&OGfk_V1-lid&g5=PyE9Gi zt|q(?im+?M15TWhM=w#RP!wfrg}tH&!x-*sJu?(fc(8}V9Il6ZJnZ3p7=uj)z!89VLjzXkBnyqyfz(FbJFAc(67bcy6e}OlH!Dob3PP5BKw+j({YI9$F$3W8%b9-H!kxaomd(w?*~2@5&WDNp&5 zRN7LCCnBgV4M$Le9+V{dvkF#b)=NpaVWMuJLmh}oOgt3xn8-|~N9}StXQmFC(X8Vg zUxzenMh2TK6%7cjCYx~TuADTjDI>l1t~yxWS3q;d7}6 ztJ_6j0jj`p44_SX;uim(@=EqCRDDu}+*VK0#TnH|4?!{`Fe_Tjw5nCD9Mzde-x^Yp zs?IRaBq?H~Y0_z`^mUxcR!hJ1$IS#b60i}hOr>Vi#EuhejQrZzUN{{UGN*aY1FB`? ziAg-6XFEv+PiFze)X*A=QyYP5KPmK2stVMWS~XD?zbea;Im3Pjb!b+!5(`xnf}#^$ zt8drZR=2_xu5tyMT}!Ihy&A2r75wWSSL4US-tL35agAcH+a{d)hIo)wCkyQ)9Td{* zvg9oZ%MGC6&Jih6>&f#TGx8u z-=;OVI~#5?i`)Oe<33Qi%GHu{E!amcNjH$xO^tQ23t|&yw_VSlkk-twwg#n?ly zP(K@}_R3fz@7j zB2%bhGW-7;x>iKNZ!8@OU>C&V6>>1}8q!eFB~QA^PevxDLl-(tkB-xG^>hRmb5c-S zOG{ZIb*WopJKkySgW{z3hE*Nwd~cW5wcaV(a1HRFe%8*s_LHyYW?J|TJD~Ixw6b@? z<7FETa)XB7tpcoyM$@4U2IlQqx4rFdvoX`+-n3lzvMh5uOWm?#T65hU@4?1=kZUre zz3**ved~PR{HD`&x*PDI-|0LqmQKNWeQ>!Y+{Q2gg43T4^{BrD2n<){Kp&oyD@y!j zRBUAxq5VZh)4>dBC_BeJ&RdXATI6di`A3_H@^Y*E+$^s!%rE>>aFz?_GTnK;d;Vq= zkGKCigBQBti~1*m)9~nnvdDRoZjq%+6$w$VyyYwJl48da(LCw;)?fBop9Gn4x2ln} z39<3Ary;FqN4wg&&GrMzCERZB8M#wFce>Y|!gtqJU<(W8GP|1Zh4j0=0nbhp3&-Da zKD_gXE-1w_{(6pYujGSG`O9nH@!GErEQc1WM0l01h2sMWFEyAaO;lzMv27x~1F5jh7 z7s!R&p@Hh5UP;A)JJdcM(@bC`U(FG?0;QOgL&z=u$FQfL=C*hgF4Wc7=A5 z9FjFJaMp#TcpYD;D5#h{oCIuVn0;xueQO9?=7$oY2Zte(Y^;)k6mkHi=K`lkgE~@! zdbo#Z1%H7ke<62>hFC0#sE9t}hzRxc&2EIs_2gLK`^c8PbOdluo!}}Xo90x63%vuu;O_`QA;k;MPY?Ygn)X% zm?M0ski`Ul$>@*^7K9!3jN?{iA~lWYR*mSkgw|*!*~mxGWf@@-8>dloQy7jq=Vs){ zE`!HdCiX(j=R)i#lSb!R@3=`}7%=xCkElhD_85!a$A)c)MQ_-Tuwsikae@>=kfvvl zGq{JusE{_;kPqpQ5!sB+IFS??jTcEY8VP_Lxm+IUdt&lOc_)Q@camv|PUz^8Y~?bhV|%^mq!CY>0gLeXslF}uR@Diw~Iz`alikVhho8gjv18- zd5l!~kX9*?nue8gk(qH3M+_u)T#1nz36@GDmKxM$gY=E~rk1M-muc3LZ`qcis6ydI zfiO9j&qq{tnM1lsRH#TFJ4qEQ!Iym*bu{poC754Ql#3)mn1$&g6<3P^=^+MiD~ySd z38^EH8JT=InaD_)lJ7Luu%bF68f!y`7C z@JO^t9qV|Tr6^SMlu0z{9=v&Uz&RBwK?B5DdBzEt$*C&i=bSIXk3Er;M=@kyL5!jptbyRid7w*`75T8eGPs2gsv6 zTAx2^d_k&`Zn+#p3YW=ur2d(tKoy{vl$!+Vo4l5AF%oQ2I;B8hoW~iI2el$Zsin_J zs$D8MVA=*=;00r{XnF?g5<_RT)F?V|Um3(?7 zekvv!2B?EdsG4Y&hMHKg8JjCaiKfmi+W%=X%GfsK(96k7O*O-`&z5gr}2uSID|jOrxwf znxh%?tWg+z(z;lV)so7wNTbMnNUE(r#jTb)bd(ydZ8NUHX#$^$vMH;wD{GuTV5MJ0 z6j{2iQgN8#r>+RFm@dEvtXi)nMVIBe@MHuC6~0w(zL4+CB%A!jRB)m z`*Kw~8qvjx#Miaq_?C#;sN;BIV|!w@S+*FsFZUu(-MY5!(Y8{dpm9sPDLc0?JBJ9M zw|E;A73!`*5mtZu1z{k#tZD|W8mm!RriLr49p|r#t9FdrxDNKXw%3ST=`55>Qt1h! zmy5YntGS%pcb@yX47fpSyUV*f z!KG8-yC-n~xTFVQFucWUyk<&vA8La_%e=BGqHYSk5GlQmi)q7Urw6-)c^VlW43;wr z8cP$t+Zdk`8&lF%zEw!A7Q2PYw~k;Fw$1+sbnyE;@;kruiyroy6!@FJar*=ND`=;R z0Pp(05LXQ!khk`gKh>!RtE#}o>zFy>zzAn zOo$nfz+9DB!hi~`-zZ3`xxyn9C+4KFF#Nu7R;@f`!#8YH*0F0kY#uy}6h8dJEE~ix z3q|dUMK^oIx+|R_l9adN06IIo#2dwe+o4xHjGTWcE5z|5p^aS4y?f1jJCF!KIb(&um>js_EY5{{#mhU4=bWY!Oi}C1 zWETw2@w_anY|otrL3ou{WGu@v>T)z%qw*P&GpB%rlsgA4#|hob=Zmq38XYUdzKM!L z5@*olqUf}q%lKrM<*EtY^Zlg$W@Z3&l+*_oZ$xS-jX ztqQo1aiOgWoec?+P1&bC*@F=n#9CK~K^Ti*7mJVxfgzehZFdYy%l+(;W8!=7NxoXU zfKa_yLCTh8Q#_gANb97iVCz%ZLAL*C(b9vq7o9_5Efi#J)+>wFiY(1UoDu|(yKQ|E z0em7U5;HaO1ag1{cOA~`t-$T4*Lxkbo-EVdS<`EEMuAOf0Sm^A-PnjN*#I8k{|(ud zo!ACm*^>>~h;85uj@l0n;gG-x5)KI!Zs8YB;TBHWrG43>9om)<+PLrvBmN50VB*t& z7HFXg17-=3pa~M5G_(Ib+jcSIQd`D1KFhh?Zf)GGE(J(iJ2f7bn!?S1k94sN4S3t} z+!7t#fc(|FrndED-9drf*`2c69nB&0(Yh$!wHV&0G6Xw-OX{5kUQp&NUA*9&$*y|5 z^zEUq>gLQ#)4ioutGCW+#8yr=$_;jD)61E6fe8L>7l}RS1ish{)S{25y|jJL&GNzN zRxL>*=@35I7;fnmt_hiL37UY}nV#vQJzys;>L&gQB2MC}@ZuJ3N7PhJDRnK$s@s|i zZ~u%zWI3pV+Ck!SmT*ku`nE!0Gu2<)b4nhzTFuoMINcvRsX8>}KvCsZ{;625)~V9v zCc)Mn(zh`}0383&50!%jSpe?fj^=4T?h6dTktww2-q*$GhpuPm`pwSamWay~S3I30 z^b8n(-qTL&%48fFm0sbCVBwkW;+}5s2aoWeUg9PW4&X5ABW~)iaPUdK9TkX0#(tL{mbtnL)AP3>j^yTjKQcT6_ZpFkH-*L{bIEeM|_wJNAqVBvi zZm~>YANI_YmHRHa{r+is)Tfw%@NMt*p04ns-tcqp@Y7J@ouCPLkMWXj)H>exv94tR z{d?FnUBLg1%U_1_Hl^}=EH>HEzK##`X3M0|Hz+vI6FSfHJx>GDj!-N@vqrqG0~{g^ zRR96t?MzPv;r{eb-{!|_yiw1G<-EyKfA#2Gv?aRdL&6rz)D~<}*aK_!`Hc2XqNh!W zEh5YrZ=dO%fcMOg_j&*Pnn2>y(C`dT_o9yKnck5!y5rf{#Z$ZQiRmcJ92uldG#12@3kwIcdL5%e=l-X;PN1PBNa;6e_TELo@|WXRCV zLx>S2PNe9?j6^eL(ro0|F-=B~8AXm1>Cxm#lqub;WVw>gOPDcb!o*Y4=1rV<{^+dv z$LIe~ph1NWC0f)dP(ewRE@j%(>C>l&q)w$;)#_EOS+#CGw8-mMuwli9ja1fbq_JYr zo@IMh(_6TjI?0V|Ns}tPs_wqxI}O}lz~H709z6GLTCZgnDQ>&gabw7lFHMeI_EP1^ znKf_b+&R*mkU#_zRB*xl0OWu{1_>x202i=8NTG%rs%S$FJB0s8 zqmMw`2&557GBKo-QdH3-meO$Jr8?-SV@4Wh#Dk6-am;B)9(y|KM<9dzNhzeDGV(~M zxKeUSCb>fF$+04XGOfzmf&`MdvV5x(F1bwQOI5l|g|B1$3hXb!rgSbyfvieUMiE1QLKkES!LXAu1NiFbfZh zHFgb)NGg#d6Hn|&BN07XV~rJ4lBq@-XVSJuZgJYlMpkm|EW6Y)%P-~Xgs)f3Jd?0v!Zd8LI1xtpv4s=13^F|*ZcG4UK%BqO zKmpCn;y**9*tASMOY~!qLq7D;&m1+`(bys_S+|ob?et}sW1fyvnVka_*Yij{b!Ylg z)emR>IJo0LoDBr}=%QUkTD<~xE#kt4gdLVxW2@%S*=R#-wxkldHi=plUxcYfZDpLX z?3ub%JEw8mZu?xgk8F2ty0x13ZoKJrvtfJtu5;flJ4vO>yzqJ@OjQCt=1epP)9bJ( z{oYfvdrPxyV~j7!e6r0qu2^KyLl^zEmPC+Oqi+tz2Ubg|EUW3(Gss3Jc!B9MM-oD=>4r-?7cQI2v1Amaf4GmSFA#VeJl zL}D&c3Cdh9kPTcQ1uquCj7`vx6|-P!`m{kvMp9B9q@?Ofmx<<-5IQGJVJA_zLhG~; zXD@`|&SZd}pXrWw!lNM$U1^@*^)7e=;T05Y87v_ZacW0AqO+7}676+OTGOgS8lcD# zI=Dn^R%E95u*j`0MpH;%1mhv1LPl(EC5_uu3md)JH_~Y068jt69Kn>AI@+;u;E3a8 zI5WAn;Hgdy^cd$BX~@p4W>AvkCnQz2x=Nl7peF+;CUfISgeFuupsbE4aYf2fn(CCQ zQe}W{2)tLi(m^<+r3;?m1SvoPm%7v?FQpgEtYr@*BI@3Xl*y9+X2ukJIeKP~q6=51=RMyd$4=xW6@?p9nbg_1Y3PN3a+=rzC&w8?-qUmWydVbq z`BkvCY@j9^XzIrL&q*m%t!t%@Luo}j6~r~7ag{3#CYs8lwQ`2C%&01rcEhFxAP7&8 zLP$lb5UG(AdM2fa7$}0$5iv2PEv;5dEW1pZW;Sg#&LiRe)(QPrV~JVoSiv71Eto)oO1s=v&Q!Rk#_%jR-&ZPZ6F~H^x1vb~MRW z=+?}wvw|yKOG#I`-W6%9d?iNvs!F~tO&|fF02rL$t6LubHX$Qb><}3ny(D^#d({ft zWihK+{9ci>Z1Ze?g92J4X+>S5bzf;si&_M?ah{8O%Vgm4S~(_esjmniZP9cL0`?JM zdgAbcfs4Iiie6hLS!%+{WqURBkRrZ!LrIiYmFbHT`&u@c`Q|De6V|IOy?Lr+Qk`>GukR4A5Ccg;YHebJzCf#E7_J=5GgJb>*U2s zc|#ka?3Hcp1{Y=dMfdG8esQ9sXNvi=J|VMG!f0%&pgGOiWV8I{v+U@3Q+@Cxv)a|LCZen(LZVvRTH+qb@|L^IYhQm^*fJno_+E{!c$_^7F2^fH<>z{6JUJ7Gho*7mz#e(FkhMsAVo~>KMOaw=MGtKM%HeZ zjgV3=j&};@9V!=gKnD4yI;QviDo_W!K&00HdV)53!;TWxun0%Et6$CVCo`5K5ubS5 zDXwdm&|!+b&iI%4yYX>t@xLE8^O=zy@-a?{x{mg^!!BAkZmDbkG~h=w?mypif+~UVfXZUOTFr|*Ef$}^#O}^ z9Rc3eeXaf~yzx392)kGw+8ZGibeg$1h9hPrNTG|$2$D)f4~TntMWO| z>$A{1z}ir*4^j=3Ila#qjZKKup0vpwYmo<3OsD0U4kuR^d7!1CS9U5CT8|PtzTN zm=KRL0wPcXB3QxW6RBHDJ{WW_iqINgqAw@1L6vBU9E7QuYKiKzz98(ZAtXYdFhU?% zAE`hDzGFf%g2Drv!lIhCL5e5;jk%NFQl!S?9M-6_SV#r?iz710zcP7;|LecMz&tbL zxiu7xeY!$obVJZ1nRJ_^fSN-VbCf$g9X+HDJ{+YD1VnrjL_(~U+)KpWGemeqfLH>% zuv0-OPy(`J!Ao?(g=4r^qk@PCgE06IPYlIsK}b=&HBzL$RJ1!VE5b1IuT~5fBvc<; zoEu!6mjfz1#aKUGq(TM)MtnLXMS7&!fVnPI##dM>W(=U4`@fuX#+&<#*oq4SyvCDk zByH@;Lqjfa6f4t7z2Y*Na-5EHe5iC(N2?n|yh4z#o5vEI$MT5E;8B3UibNvVN`34{ zugpYEY_G(c2!gzttw~7#DqF~jL&aP}Ma?>!UV}(j{0W|L#q+ty(8|bl*+?ne8z^Cn zkW4w1i#C!hNyppCL@GBgfv|1spJSj&nS3e?^Sq8hOt13E1LVfhQ#Z0AN2BYYqg0Nh ze5<8oO6+3CrzAmn>^k0~%Bu7+dkla8xB(-m&8?iougpzMG`k`CN0VwI`3ebzR7+cv zyN%E?hpaofv?;q37reyCFw)B<;mceMOgbUVHu|u}8%8;^r_5MPZNtCH10XUylbGzk znnXiBvCKayH_Uub)L}r=QNRuY$2ts6;}}iqDoxX*E2s3jcXZ9I6HxP*%A-LZ2Y7yV zN<54){gf33xPU+G&rADH0ZN?bH|~bweesPbOVAZ-ml#o6=XQQY^hUE$xp{>r(V+#6*Nu-I)*ySWro{ z)!Iz8TusyeOJp)(anlZIqKVtkVY0P4JD-KIl*QD|F3_WZmZct)d8KydgQ18XaGqhf{2w^GTl`)cfPyvH z)Kpmi|5(H?4Z(kNrGan&+q})KoY;#^L0&yRPV86@NlUF6);OiLkv&$4vn-TFPL*X= zyOY_7oY`u<*1fygYsy)7+1VELS=1U@2~yNP39dwXJTHu}#EI0&^EMxS#vTO>d)3sF ztlH3vPv*KLtwprd=~}Gq6oC~Lf*o5GK!H^?Td!M9Ap5;pLVyF@zqxHHQ%27NUBQTp~6o13pz)NzaqsdlhmirC?|7r*LVG&c&*eibVk7N z-_P?C0q)5IJ}b^l-~_H+2&vKs#$6N;frFi3)zm#%4IWxG0wLgFIF8#7hJp|l;S%=P zkiA|##$FxNUMqrOFC$TJnaCUdksOvA@_j-cMvRW^Ccp&Z${k`hJmP!Jrz9@ouG*40 zQrcs<-&m-lDL#{T2)7}XGuarrEDp4-^~Nst;(aZJS%5m65n~80<1ZxjP-|F@ zA^`Go<2R0DI9^b?&CN}0(>s^{rVU*Pt7mleI+1{2FZj|;9SfCIZ-0cIfx=7;WJ+w4bRQND?;Xvb3KJZ9$qjMnJs<7l*& ziD|B)kIt-+4&?HoOByEWyX592RO#|vWWHf!g^B6w6v>$$x}ilB?>y3MJ4T(3=SW@b zX#DBFpvLYLY*Zd<;o9P$Jn9Zg>aZPSrY7j8PLK)?9$jYJ47Td4mRMoNRok>!HO-|7 z{pw^E1KAGiH+ANc22uaif!dqyw2-I9_PRG zYl!K^T?}k&tYolaVwt0``%R~Mrq`gpY04g8%=RG7ZeY$X*rxt$sPx^Uac`iZ)vKQG z`OfO(HQq}sEW`>HfAng!t7v6rmQVCsk~M2+-iY4rXgW~v>_waZ@41$?rat37ZsbmG zQ$$dMRfh#*>lEtr(@u>z2{V>?dSQY{gz|@`T#{EoJx(jqyIW@}{Ko zo@EEFWzS}B5)AF5S!3WMuOFaqBfm}LMRHq}*nTXm2u-hloM;UpmM8;oDjRD8Kk(f? z3AAS6l+~8Aspe~u5tvx(7$SFKgIjfZ!dS5FZXlr@pSJGAQw2`Wm{i10eKJRPp9`ehEP=BB`;t;RZkWqN=xbG zTY#??S7%|9#WmvupMyvEZNcV+kHv=XX1s>@45#@2C&Bmx!i1U5r(RFNaz%a{H`3-9Mm#0z(o_W6)_nN2loBxkXPY?nynnmm@`TqHM=V0X>dNy6J z7u>|7pYo)i2;ppcPz=s3k7k*Wb%HN=tPdZJ^ImY-dP8pbU>A0=AA9L0Od-C`VAS)q z|M(*fG!_qrU;v=qhxVUNPZ>{nyeAaXd*xVG>c0Pb<i1{Y9(NUC%x)22#Qpb$|4 z0@12guVT%r)#{xgTeWiN`gJT;0s^Nb?&8g>cQ0SQS+Y(N5je+~gc3p$l31dND#?_|C=2BzQBE}N)Du}) z8HJQnH{vLQR8-B_qmMrVHH23{0>wc!LlW7e00E=`S6gny6(wDD8PS)OS7JGsmQ*O# zrI%Su7N(eEHkO7Lp`m%2X=$q2W}CIa=7wjsxse+kb=a9_Zo=`|=WoOn2c4jU5*pod z-65K&qS$HY-Fc5f8mW2mQCg{`m!|ihrkirwseK34hoGpVl3J>%DLr_iswh@yQAHVQ zcnmlliUdw9Cas#Qt|#Ke;)@gi#h9c}Mu~u7shGuAPcE%>W^PU!`z4z8xr=ED~+3%iy0^BE{ zg%0W)!3P_+sG{I?cZhZ3IV!2d6O-58A(&#EaeJO}+;JqAaC#Dcr;=Q<$qOa~;jSw? zbYUyErt&JR9D&mgtsa8&N{A>u)CsCA1D)%y!16>b0t{GC?6FIOkSvczLk*;mNe*#G z)LNN^)(vcJ3uU)Ld`qQW2uikOWrtfV0 z`Wtv{0TVvla0oAFFye&&D%`l^jBYm_#gkM1-Fg>moVn&6bKd!VB7c6e=%bSywCN9} zLX)epyb|k1HQzi^MGlR4y6q<76fCt!E6p^HQSErO@I5{&HIlL{pWNg7 zH%wjS6C>h(;L#ib3+TB6b_#T#0#)cp=RnfkE`q3A-9=odk(<3^Bp?!qCR8TD55h!u z&ElQ!j0HSpAuoklnVOHpqQaqAi%HsQUe}%!CF$XCY}MQ0U9wjgb7^mT-5VnKHuJ9X zm4J8T%ZNqHjNmDwFe{eEW6Fn(%4{PX`7_67o~n@2R8dW0CbM8zu#dF*P>2jN z&7iHQA%|R6A{CjG3?u~wjI1O(elCEYG($_R;cQx11<0bE!*SV)Qw`+-NbwL(GmE6PY4)&oWE;#%9J5 znkqfnH$ga&R>0IE#hB?HJK{$UanolGY6u})Dxq--tDNRUCkWK(w05?WgLul#du;&oCZJ!T}{V^TH-C}b-gEUA1t&5FSELf6dZO>uTB0@cp2AuQVNl9qwXVm7my z-E3xcw1GxC^@YXLN+d&zfF-4Xs+^o^x3KD3e`61>aMfa zEv;(*_1pW}YTR4`%1?4t&K7xTSB_ThVR@C*UPanhzy6hT0y!XIyL%GaAxN^|q{ua~ z={jxVlq5fktau#))Fknav+|v920RN|(;`o)SJ7`fV@Lr_;~R5p%q#-LcgRDwuaO;jB&$pkzw~6%lLS0v8&r9p zpfqq+wM@1xb=kIGX4iw0IAPA{_ROP6b1g5tX12DOPsxRIp_(fwIrGoX!Y+@Vt=s2g z?+4JzE|8!LS(C-OZdQ%Wpn4nBQwcKKXpxpQeJNdO74kPo?=&p|E}4QG%;3{g4s~ls zePvTqkIS@8bz!^!rd5Y2x2zn^W+WVIS$`(Y5v}6iZXLK>3uo87{xG5%1?=k38FIrG zcCpjLh>K%9 z+1uYv;bC;q>RFGAxNzm&)89;%OpT-hb}sZB}}3zb_?R@2tt z&P*4hnUmA9IG?Z1cP=~vgge|wy;cLzJ%brUS-?l{*3z-sc`A`wY)#*?g6VA-skd#F z3)T0&wSKpOzsBod2fLnjLmS(R9pQ&7JHykSsPJ6J?bAiE+%b+Z`>eG5Cc%}tmEAglpk6aw5s4WO;n2H+Ur;JDQS zG9aAw#+yB$T}|M5R3LQ`pWLa(b*a%Ju;ChZpa+JaNK=E6M6kzECgQ5ITp;h z#0!p);>Dn5&0r1sgaIG`0ob6?OiiZY*8wadCi$Qb>XTXo;n5lYA*mT*sU@MfSu67S^5@eqjS<)EG8S8J1zi&0VITSR9&^8_gjEK_9c-p-Z`l zV*TC9v0OVSqc#CjDkR!YeF7}V$ROTaAsQkL@`wQ>00I=iG&bV09LcyvV%Eq&C0?El z)lepG-X_i;UBn-jW!Wc^%MwQ2C`QI9QX$rrA}T_ZDt4VK)*ctKh8N1B7}8=b+M@8m zou2U`vi;(p4WnV%M2+>KJS?M!Y*0c7A|lzGHD2Rq9e@ECz#aHQA9&+8CdnQA+_#~Y zIbvQqc9IaXTRXBNmdWEh(qlc^BV_F3>h&ZlPSN}LjcUyQ9zY7@zrdpX6lDG!BtkYy zLPF(2rcpz7+(Xh~M2c59JsXAup5WaSI*`Lj231FTBxW5V1SCKNRD(a1q*$V)j|fT6 zk=wOUKsi<-OyZ?Xh8pN89q7U1^xPyAgknA3+fFvd6#C>(Y8?TtRU1H*owTA+;@)mx z(Q%O7QgRV>{6SMfAXM5S8W~@)Z6H-1TX!W|2x6s->7hjg9y;`cTYeu|mSqNlf1QP0-X&fVr(Qx24oyj4!sA`UW7Cx$y&0zW>?0EOmOknmKa$2; zMU+vpSzIL-a?KTH{u*b_nP=LWRPGgNmgX~^X7i>0ru3-}S02MQ{K9Vj2+~yJY@Ve^ zrlmjVCU5=-B>pBlwWK*x6>%1)ab8vQB?c5YozYUf1# zBNctzi6{P$=l+=I#G&V&spnsT+yk{|-n}OYhEpC^gelagw#jB$o~2Lp=YIm| zj6_RQ`Ghz!8MX+gC3c#CA*c;0D1p&rC)#9S3MQB7Utv;cg@zAk1mG0rBX$ZU7IG(T zgs5yF;D`oCiT2WoqG*bG6iBUTdba3#T4glNC|1(MMkZcidtPb=wAZ=X4y!=R$1wlW@!7t}4BG78B(kfoXDcsFzN!96#-Dykd=~(h9&RsyUWYzq| ze-^5t`W#WnC4n-@3ar2joMYy-U)OL_f>NrLVJbh}q=Z7}V_@khTIgvY=5Fm)bz)~~ z(2^^bsj99jtG23f#Nw}QrXV0ktOj2M+L^7|>UrjBigDnsa+m1DXs?poui8);-`+4 zE1@gvLD;&IYHAQ=YeW&M(ncNdOJv6Xk7Ukky(%2S=xdzuE5!M$@R1mt4lJd-A@WJB z!7>v{(MMoqEeI;C$uR7qQPv<L;Gfl`e+Ng6fu%*}0M`YUpelxT_SY8HUAchRy4%%Hq8aO42Ir(l(5n4qw!! znALvV2ab&AHc;2vDNL}}*G7oL#wOXSuEYi^B5ETyGNRfN1teOErdF!xW=r^60T=>>D3i3XYA~$%3fPFuHz~oL5ip3BCT}ftL3U4=Hja6 z$|>ib)PZOU^KIA3XhQmSkc^K19I6DG>9z#w0twQrZv7VP#mX*e8EI8`?BktXMrk zB;+zB_e!9{^{e;h8GC34_!>~AQ0<%+Ncm>%`HD=bsPFoUT>C1>fxvGdhAl_hZ~fwL z{_fXGW<|8B5Nc7Y+!CixFzt90lA_CO^lMJkYOI|Atr6b)+YD@-i{ncOeEO4j#?caK_mI^Kf=cE5M z?`OD%?1`y|vRMMIhV{mAW@_)g%9#p>5yaK89p4$T=`k9K@74nHAm<13jc*}4&>nVvQV&XR+wKU1wig*vL+K<-O?=(e)6QQY!Qw!DTixUo$_I%as-d+XhfJ4 zK4BS?YR|65EZ@@f!VdzPDK6(S;&8|IK9?__9ojjLFn3fj%P@WH@doyBLk2PkHjtl{ zOeUx=$yp^dM?@m~2>nuX*;?~8`$P`*NHz}-J&nLOgLAfG>o|8>Iajd|@MTSc>&wm- z)ODG?z4KV9GTlV~;XFej&Azf}a4=i(b6XW{Ksy&Len-PapmZs;8RhC5VwXd^A;)2L zL+>gxM?%U>w15yY!nW@max_FlW3$c(NQX4VIxNx9llNwzW z*R)Mb&(f_k%rarQdhz%C^l!DY1-l7vIkr$&VVpb>6s77!ttwNyD!oo_byRM7M)faE z^%xa1e{2jybM;lnp#m|}SkqC$)+tXZnjK13TI*;GUyT#rwSk(f zUhg$b_O)Ld!6r(n{o!;@my-VVbiREtV_WCdvB{S%CaooPW$OkUV|EwKaYBdo+c7lN za`jfvM}9>AbO(C%_!7hdIkWRINNfuuY}a?tcyy1jwQWo6NF#A+8P5w{a&QYbaT~bZ z9;iA}YH}<0rOuxYC82Y(GjvC{mztt0#Z6ILhIViFZBVwq@JU5Iu4aGtc$5>e}Yzyv6ey{Z+^LNDJw(R!rRw#gPLrpiwErAcG z4TST7_wI0W%K`s2VApgOkDhb4Gb*RD1pAwXYxrc-8h0OH2oK~^m$-?dxU2#ni&M;t zYoJ3PbF#@eeAhVp;<$i(kdKqaeh2vlSb%@4ElSJv)y$j%Gys!p@{>F{lz-ZABe;UU zUxPbR_?4IPVDu2CL&26C_B(%%>XlCglkqEaIEDf3sRQjT{l=M(IQFJ_bgX$WZ$~i! z?5%oc1;TmNiZAF=bc@~jRnB*gM-XjS)}Kdgpx@U}1Oxyf`2-0b0RI3i00000wgjdE zhX4QoJ_7_V2?Y`l5+e@{ArJ%-5)K*@5e^g+5EL8~6ckw$8Uqz5TNMNo7626(76cgx zdL9(2CO=Fk04yphUMdpYKa#Tc&R8Hhn zTBTK2<5g5iR(0c7Mpjv+-B~udS|;jTN97G~8%gscBv8Yccg}LiTG+l5AJ_Y*hMeTR(8K{&Q4Gbea2fK>c)0{&ZS) zc6POPF~N3b-gsc;cseqAd{KIH{(4&edqDquO#ggTFn+w4e_s59TmOSnv4lM5gh2m< zO#X#L$%t*|h-Gq$ZitF>d5f0+i%sT?Mf8kR`HWrvj8ig=y{wW?=#xqRlTH7VRF{>N z|CL#vmUioyZ9$o}n3`P7n}GkDROy^d|D0R?onrK!R!yO==b=^qqgDT;T>qtEr>Uv_ zs#f-^V*jgL=d4@*tYh@8djG9ySFozYvY_U&W&g5X^R#0Bv}FIaYG=Bo|GH&$yQRat zujagL^t@{Syleixa_+)y|H5tM!*YDYrR~LY|HX3T$9wO}bpOkBlgy*!%!KdEddAL` z|IT{D&x8NacjM8F@X>_K(}VxhedE-Vr`4nJ)r+^*z|z)*|JH%i*NpMklh)YC*xA|H z*^~C!hMU^9|JsDO+o0Uro8sG??A)B;-J}2AiQ3+cso=H$;D_qrqsro(+~bq~a*?YtpDni-0PYA?5pJMm;ddX%{QBPg`?UW2yZ-#c{{74U|Nj6000{p86$l(iu%N+% z2oow?$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$ z&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+6ab zP#Bpcf`ykKYu?Pcv**ua5hPGxVDiAxlSfxpkl8fB%%l~#2AMfQ0@$E)>)y?~x9^(? z7$_*<+V*e-3=$AmVEllA)y!?5n0{dS!O zhrM`c;)^lR2x20<;1L}KCp?!LYEvdKa-b$JGr9&M9^u3=B?Bk$0%mYb>VcdFo5V)~lLf{Q zT%veLQXr57xwwgX40QOR3Yzk_$q6C8$O|+oFkrzZn;QR++<7Qo;N6|L=Bn$i5at== zp6~H;0)L!Vwj?jzP;fw)uG)7&0vf#74FPEuNdc`fhJ&h&1iq-pY@QZ?K&aLVS)i&J z7B~(xCvf}Xi+CKV>WjAWYVW=H=G&RC0-5XRd#XypAVHV*CkY5)CXh@oF(@$Lixnhr zo*!YZAs+*hgkuGwDzbqb9xrAfXoZ`|YQZhNfQhITwsGKW0u`ngCVP@FXN7$n)Mv%A z6sWLlocabW^w31l#V>Ne64;H%3WBIYj42BsF?t5Dhw``VHIc9a90(asyoq*GCIc=r ztYn2y(~DdJ1|(oX0=MvDY0PCNz+Vg$SWvbK^>zPasBA?CF8JVtk9D-aeD=a#$~5L@ zn+>IUsOBaIsCeQg1gLm|+myceHODpEW^R%}qTL@a8MK`ytf$Xyp=~I4%P<9}e|u}; zxaY3>?nCj*D0)QRr>4fv8I*9fBStGXFPqrSuzd*(%U>e(eV!BcQTA z%nS8M!u&eiDQ}{_B$8~N0Lan`a69kx*Khy*D1|6+_M;PNB*?s|*FY|VCa<-MX5nCi zxiS{7n^}WdiLf5?K*a%+k*;4PL(X|nhXD3aEIDy=T_4I+!CnZkGPViMiOhz-7P|0- zFtiA{43xbS@gicP0ujnSg~9}=06;_Y!-XZa@tkQ9BY{OH*ArrAUh9%%n>^ngr6_uh*m}?V> z(3ITJ$i`Bd@{~o>4y`r?st#qKhW0tZlq%^TsU=56-?9y?RF+)v8+cs#wjcR=3L4 zu6mWI5D2SS$4b_+n)R$`O{-cV03w{~ba2pshB1u63}&$6u6WI>Uh^soRxraDaSg0s z2OC(r*7dN6t!p^k!Pv$wHXM+J>^}Ap*>FtuvY5@RW;e^(&StiA;B<4rGl%S&DA-nF{wjc$uFSZGJ3LEZ&W5(Ymj$hY7tG*r(D%U)7VJ1COyLS!_`(+M zhK4uHVGdj4!ypc^h)4WkYMA&IC{D48SIpvMxcJ2|jA{+V0NJcU)bkPhTJK4$J@Wzk5(F|Q!`N~+f@;T1YjxKxI%kL;IKE_Pu zGMo9#Xil@5&wP(IyZQgkZLWu$=S=5%bXgtc$g`gJybWad`OnP=bfBl<=WT#v&xlTR zqQSxFMmze^kY;o_)In)_SlZHc&a|dCJ&#U%`qQ8ewWqgC>T{&y)Tl=FHnPF$Ru97! zu#UB?XHDx`+uGKx&ULDH&FfzK`qa73MqOha>|z@`*vz=~FpkY^X8-!x&wh21jf@Lo zOyk4NnFad}0M2r={WtIYA;U-eZY8Im$mq z2Dqn9awRhv$lm`b$2L;_Rh<<7azcaD#Ar<>h%ZU?3DtZ0?{ zxf#e9^fZu;?Isuf>5GoE)E}MaN@E)6Sm(5;x6XA_KRejVe)X-#PWH09BG^BMw%UD- z>|wh?7R`=(Hip3pTQ@`Qc+bY#_kQYaOq<9>Zbr5RKaD;g*~;NAGA_8x^ELat&1KHI zyNgTj%F8?7nAi8dG3@WocLU%dKDg*dk8p*X-o+44J;b>H0k_%&<7&wdFEL@$2)BP<;FYz`D}J`)-x@1q9Ym{QucGUw~y^@ zK>hnu4?q9a)p6-dPyhUK=DPYvUFuS&deyEThS<$c|N66f)j;Mu-;K?TX2AOHd3S8L z7Jzc6e{0tazNZV@uyospfU>Y{+!k)()@5XNZqE03J@UclLBrHVv=<3&?P7u;64|7>0-zW#G4G;&*6L zr)T7MbyqljUDtl+zkPWf`YXm5Owzh1CSZsi( zc7*@vd)>Ev$H#3ED1pepW%tl?Rj7eJCwcDnftA-?@(_ZVH-Z^ff+q-i)F2EhIC?B7 zV=nlDDj7H(e{W!|8B#n*DvfP6Ezd{Ovi zSV)D`sB>0$e(hjqayE2|26A8cV}-YX;Rs}VmU7>RhT@lu;a7ET_=f1`XB1eo#25#TjgSUrr)1ZXTXl2aTWpZW@)!3A3c8yqf4|O(l)|Y38rgDTPjzVc@ zDQAx7cztO&b$Zrm^x%$WnQ7}c4|Q0NKUQq|_?EH;fZ6be4Ebw%caQ{mb_ywf1E`RG zSeL2B4t+Naz9(*iM|gs!c#0Qp-}Un5yzCHQY9iGnEU ziYmF1v6u{+ARIkmi)2wXy0O&iVV&7|pBb7dIhv#iamjECsL2ynkO*c`JQ@KWUM? zS!g}#a)bt>RtAkpDQ9b1qwZLJlE+M{0iqv$Ag$QWhdkPecDXzGBZK&PZ}cn;-Y zYF;Ov+29LOs*iu^k74?xf=F!g8KvfR&hJ-q)#Xwr+3gZk1_V zbBdsKs-O#sr+ON2eA=ge+JY`NaTLdKV!?~Kh^`gI0T%GC@EWi3Iiyh~EF^uiT~!OIN1CiKfN4 zcr@CuWrlMP%dkURTGxuL*?Mo=%B|gsr=Rz&))1}&H?9l!Vz&SkG5Hl5$77W-lk7@S z7NAKsP_|}!wrHESX?p_qst~7|uW1-^xapt&I;jC0l)j0Cn3}1+RddK`v_d8TY^1BXW!H~Y z+PN#sYIIkSe!0NHilwLfz+q~$i)oCm>u0{;3*APEKnQN$a1QlgzZqC=aB84S+qB^& zyyM_`#S5BLo4hf03$96VTdNgat7Fc~P}IAYW{m3_#dzz3 z#K(;B>s!$%jrFU-Jol;Gm}uKTv5l6Dio3W<48UyIhUMq6ng(i=yM73)YPn{?3@o$9 zdTN%-kS!afTS~06W~`md!5zG0OXmwnCuqs)tR4Rxpbh(GIY*$q`@1k4!@>)-8fKEm zE3V0V3#=!oL0lEkix55BP(y6QrmVe4%n)C!XGKhNSAs1kHL1q zF|!QnwYTt+=gJkTc@PP`P^Emz4vhn;ybx45(N@{YVd;HAM#~!gXI*%>TM2Rp3!^ex zbM!2rx+|GMN0o}km1cOcF3rELYIV-svC#iKXVHAq^B`wT+N5?^&AH~s*PM{#{J&~&g(ph-iCa*;0@{!v?aZ}#+9`1me2Y;$<8Ii zBw3QGn8}(vnzukAf|^iJ5y}fO$_!n-5ADzqtq>F4*HvlJ>Bw>mxY1GEeHGiIFN&#L zW^=4%5AX2R)hLy~EU^`RoswqEE?ve{*V0ud(`(Ge=htaAz0JX<)ImLKcZa$}Du+?c zYFaw1wdSR`ig&+iYJyymLsn&emSw}q+qh5;UQN%sJ7$vI!uU+qWu2gC&7d@_r)*ud ze#*&;N)rn`*NMQq3{lf(b;y(Iw^+8$AmGOlz%H+ zkbQx_Ono_8xK^3j7aM87`E=w*XU+`TN&1~UU5~(ukEcC$Ew|d+%*~_g%?7!T{TP7d zOpgZMh*GU&BX@l9du6jrZu1>|)GC>ihuqJV+#$H!Gu+${`rM@_p^1P1uSpYsWEFJn z5O%#y7SP>#?Y#&Q-YR{@zOO;=unKl4$L%EgsO(4FNMw6B|brCj!?Jq21WD<2-K4-~Ho2 ze%}~7_?&AkBbo4-# z;frY6ru*#BUhUF;;k*B4YE#XaeZIFQ+||A8?PMm_EsWgp7QB@Vwa)$Ar>DcyO%uH! z*G3`l5drU}r0Mof#GRh+GwsYOjc1@<(E-1cvbmLwM({>Ha|e&UGkUuV&+w9sb=7C< zZZD*&dXE2{@mI+4XO4gH2bV=ge|s+rB~R3r%i8(}=U7_j%{J$$?ebeW^C$moTXxPj z-{I)H4LYyFkO^nu?!siP+%jy*MX&Ax4P$X*&mid~0=$zmA z{@mznoeb-aVwT<$0CA$10)hn%9z>W>;X;ND8(QgQ#o@$)i6m0Qm{H?KjvYOI1Q`;f z1so+!o$mp+9G z4(c{BeJV8VqB)0~%h-nny%7c)MWF5S~?m0exNoLTc_S)Dz5-n?0sD_u_~r(;|W@@m$R zTSt~0TXz5DY@=Oe+lG5;?#jDq*A6WUckkWBp-O(;TK4kTk(+hKwN?7`>9}yI9{X1N z_O)@ndp~PW{CM)@>y?+6Uj2IZ?AftP|6cxl`t!$)V|QQwe*NA2{|7KY|EwXfKm!Y; zCP4)kWUxU86HF!MOA7X{Rjio`mwP@4hq4E_M9!CNM3x zFmqV~#e?(j-nuK%WbZ zPC@?i zOn>o0GtDy@&Xgl<`%4{R}P>=7#^WjAydrlTz z%8fK-Tqt$7W$ij0@4QYy{dB(gOvU-WQ&GKdRi6iRwbfXMW>7+Ecp3Jifs(cmR}r0N zI%=u^r?$1&lZ3!JYpu6dHftP~r62(YEa=4_vniOiAbttEw(WU?`ZjL4hbj)-s;o*G zD|FLsaweDm-tL~mti%#u!|_#TZN!#oc#eunUVE)ua<*(dPEbLCv>dwS=){QNFe!~0M1 z4s<-C@xlr;x}HL&mqdkFArZ?vk@J{1MJh_oYTU!3*1VTB@Y%p0dMLn*&WFAQst+f3 z*;Z4Y0zWo_Yd3b=Ml-ZxKRRy3D|hUQOlWAk09MH^<=D{y1sNE6l(CE&WXuC0I5`S7 zvV<4JVB;j291coOHz3rFW#p6@Lz&Pt5mVjcWJ5B~yby-cq1_$Xjo&278mV%(X3+6|)FB2Q!7?6I)=qFYl2?ufIZwYN?wSiM)8nSXG0`}Z zg4W4g3L7KId{S~bys?cZm!g{yat1S)Q)r#=@*2mr#&M`Q$2MAc%1F&_hVA?tD>voJ zn!&PEvh*P>ZHXXUHi#FzJf;(4>Z@P<5}7x}X-JC2OrCy^0t|R2IwVoHCKSLR_Y70E z{sK;>cGHbdk>ebxvp03U1Ehb$6ujsHmiE!ptNB9e;>yIiMDFHI{%qvQJ_$<35R|NW z;uCKWX2FO8hhTIyAqqnl$~={fqmXJwDzEA;k>Ze~>Jb(1Oe!Cg{tk%$D>YtA6=cMl z_5zAiJb^`qRm_}r*0USgX-|9VOn+4102UCcQPmb!YZbB{?9&Nsvo)`#)|PJdq6$=F zN7cQFXRt1#(qQ!W$FJT?FMolFYgxOtf}W!s53CJ8C1@M8e#TK)u?{lUs;B0zP%@Pn z#$_T3)y#10bZ1(QK>50w$G8qUf31#Se`~42qUW&dSuCj#G++)%sFolxSuR~%o6Xs3)3zTbiZ`+}uIbosD^&H$JIXU( zz|~~911v6JjtiLNW_Vw3Rg80=3zddaPEOVJjC24h(Vujs$Xyx#Xmh(O%5+p_gb*Ds zb=!185Mpq>uW6wv;fo88;zJ)_26LFj%;K!x<94jPFJkkn-~9sbXa2Q@WRHdb1R#^M z)U(JiH@jdy_t_v8=z)Vr`%@D5BOICiqJ`Y&)Enynq;--V|{hcZ;qh zc_lk6#wq~c$RUxS+55DKpf_3r<1LRA>v^$dP{*$pA$(um_8a3ZXiZd*ZQ-B<5y zyWPD^X2IwHDv;I~72pjWGa4p&q&TEG+;49FyN%ui$A|?!M-yvhZ%R_J!WRx)nsnvi z5I^9T(q8d;IHnwnx%g6IT{$6R1sTXNQ~`m~4!6<-=1Y!DuMsw0#T(2xGu}&jQz&vh zmCR)DMddr

x)MnT9=omziNEGoc&Sm5Dt%eUd)^j-|sn&JTKeWd&?*nihEYSV#W# zw7zvLwuB%tnpOf1(iyTBuz*V%JdS$8K5W6*C`@tt+{QT#WMrj|(lNNYti5->kJ|4r z2E5_ynf;2F=_fpnlg2eZLFzmn86KCspOA_5nK;B?FV4|5G`WmlGa;4x43+~wq3Da) z*al)#4bm&9_BuV(la6$1ht>l@|H&#Tkr^8zDQ#1;+|xajQYrs}6>H!H2avv)I=*0W zqRTSA8YqAQDR92$LkJj209i;j>j*%zLp%DLi)-nsw+X-6Du+xfKe|Id zzR^4OYngYdi@%FM#BsvsfJ3~9Ib3^DA72Z6!z zsjR6vH|ior2L}@zo7hEv z`$hPv!fg=764M(_Q!%ST#xC49FlJ9!kxj8Zo9L%nH0mwe1QFLOOmvmre)KK=k%^fhI-6-rql2#>%7kD1gW?Xi?fhKPMO3U3OdC~K^5$_7KALyg1RYENDIlV_GF&De9tZYkocU> zFAc)_EC{jVi;POb*MY_V#w@Z4jZA*?ivg9Jo}4=qGbcLbt-NE<(2Pchqf7|xPyd|I znm7}vy3j|-&<&l6+9ZnGyb-}GJc4pAG-;vSk_r`F(Qv{)gQ_Qk<+LR z?nrW2yz`@~#X&jG_yE)`bL>H#qQ z(u_n1GWCmdK!zaeNL-kPa%cx>H9J7n$w_-tIE@<-n+BURC;TZmnB1GT;Kw{oi#>fm zKaJ4GoQXYk!rv^^poF}-i9klJ7Jqrv#5fb&kf6HhrWS1zWbg(c5j{q;k-5k~#i)np zBvtq#ICR0sRAof}o+Hw=P)j8B6vt2xTD_S{bkd}Q%i`gMM3_=wt-4?p#bH%h_$*dq zl}}_n2xScn#hf|ophl6zus~f#etS4=?UtXAig9U4tf`ZeFoIaWf(o|O(v(|cW z*LQ{2pM*uo>(Djw#XfXY#c7~3EE%S_)EJGsOv5qA70?e@{nFcN6Kp#a_ ziB(m1s@RG(i;In!Nz~ZgLBXQ?PVoF8C?ybG?S>e{DS?QhQLIapUD?M?2rqS6!Gu}+ z)Dp65R>kzl#_S1p9m7J>30<7b0rFWj>O&Fp24ZN*qD|1wJVvB-i_x^nrme-N4b*9! z+QqBdtNp(JMU~JS`%y*xEF7z*{tX| zva8*Z)Y;df3GQRN;w;@CLEUX&wr{1GU>_asuv(Z-AvoVxe4KLoQJx|Oqb+QNcjpy+z0KQSQc~D@YT-oCEvgm zT>i+_0_g@T5W8Ng(v0|3oLXY}jbHk$--^6nh3FE=GgDa1iv2W0oDE>L!&U=6UQYSYTG6nD1y1c_ekqf(71$~y=S8J7sR+0|Okr;^*!qj% znOF>&V97$PM_qWlO19)h1g>fmO)y!@6HLKvJG$^(I_1f!CuWEy_AG>MWnqcwGJ3OGbVx}(#qAcmM!v95UCW@bN5o6GjXSfNt#55Rz<<#Q@VL)o+8+nJfE!8ZH z*nDQaE|lr+H4O5|Hlu6Of!?ozKBAmDWhQ3a1!L%j-qMGL=qgSKMnjy5I)`S+Pt8@+ z&h_O$4Wy3t=tCacIjvI!b=_rFiy+O@zEc+qjze1%ldbM&nUIUfZqzGrqntj|?9#5R zO$vi0Vdh$mvb~P5?QGm~uY$Q$zeY}|=9eaEhi%Z}s>X^G!|JjeGk1|`w4e$9^Egu5 z`$xb9T(M3mAmY`=4T&p7zO-iRR(5MxhHHfQD#$n)pxj)})oW_52VMNTzgDBWS>Ohy zqsPPE-a2f=&QtAV60TzGqjc;Wf$WCE6fr3zdZ1%R(%kFjCwf3 zX2l#J0a|h<@Rh4f12*2Ks6`E%!yT1vU7!Vgu5H)bIlJZO!WgMfkyXDnx?45hRpAB1 zbz=4PCFSn3wO($%Z0;$3?t?Hj#(3M<=3kKP;%Ub2*J>XyT)m`T*x#DH0P&oXDbhr88#B>tREt`=dY;F3)e>t=V!5CY5w6(@(pWl8|whM4_@#@ zoI2};H~g6Af538< zQRC!`YY|{DDJ1H>b8tP-I*oM;_w#83^fEJxLC3aivsK|9@!%N;$~tKERcLjS^h)2s zOP}0KF9`hsJZAlLP^ZOeh3P;A=H!w>RX^P`6lvB)W48G7wP^VNA-(lY&vlWE@?MAR zeX(XlzMT6mb_1XDYf5U*$P(mq@Y8<4ak@&JwD!Z8I6HUsJU8Q47g&7Whnlzf9KP^< z6!&B#cO&)T-1+U2LiF7m2lsXKjhOddrFT}gcbCO?g7Dt-*7xFK47;8+>rhk2BuSkW z-2ip!AAgENWZff=$#{qdw7_s$clZpSudO1}A<_j9wjZA*D?J?fO+ z{^y`?%Wfm(&Qi#D$GW6n`m2l2Fo6Bom;KqNeb}GKr&j>~xQO^X`HQSC)2ff{VebrN z$m_G)dYv6z$~1T@JZ5w9zs?+2v{(CbMOwjW@`<1OcFk?Ika95r+N!W)Vkd23UhrB( z_I_=oD14-;)~{>iue{3m;O(1*GLO01y<y*czm(WFY3GHu$cDb%P^r&6tI^=ecLJ)nf?>h&wwuwJ1+kz#{F zQHK-Tv2EM#9Ncr|=F+7bw=Uki<<4!xg-aGLU4jMw`^9yauDW)K+tsVc@iFAck|$HH ztnRWpdYaYY1?TxQ=+L4^lP+!Av$xdSkPY_b`t@LB?`F@o_wJ#-g#sb+?(O@x?|b#! zw$p3;IP&CmFEfU0ks`$B(xq3PyY0HH?Ao_y_sbm@GFaPEd-Gh5G+uR;*H5NreOvd_ zqsLF<-rXBraQTm$pPN}TfB-^94`dll)7onZD!8D6$ei;|Jo`vEA%zthbRmYj6_ikJ z!2LFzV~^P*qDLi}cp^(FrWg~8F7dL40a(eHR4+*VWJNDl%(x?uI$5D(k3kAKB#}k> zq!m|UDY;}>XQkB}amD2&WnOS8HE49o zlI?~?mXkq!D4bh!v4z}WjmFjGV1*f0j+9Y0cPhaJKjz+LZLXOYoeevT8aS%4hTv<+ zSggx~)7pcPZU|+F=*Q3YMsK~2ntUbyW{Gj+*hPg_8X{$LsYWZO{(>i-szz{3Xk)`ps3Es^e*D-_FYA>fe8n^*Wh76YD}O)(g%ykg{Fx(=6D#i3}}>5lLI3 zNb^`L5<4YjyJCyb@Y1ciR6WJh35ft%H{V798Drmp3qJTy?7Dk+81SMcFQUYq>}Xtt z^-Gvva8U`hdOmB8>aS{Ul=7SAJv{oHuBtkX)mJYln4j->6f z_7H<-)>+GDtUg{RD|^_q*G_5wM8Qj@aoTI^k0RVGzK8(fmI5vxi7SBV!qH6tXTSwA z@LYyNT)PzaBt+T6ak*pETXZ2gE)`}Qa)FwdAO*brhk`q4h`Rp8d(o_1dh74kC&3*5~VaViHsrnr;G9%&${`R-FwwdH@ zFFDB?8W!Zwda|ViUbN!D)-aMR+8sH=u6OGS{Eov+A?ZZs&(4B$)Xq22KX84<6+-=Q&yWQkePT&Yt=I)yih^^KL7cn11OT9L@J%u;Fpbz9Irm0;~S9~y(ppsf{mLdSLEIhCu!2(w4JWPKYi5<$0t_Vc?#s*#U_ zjL7hcH*w?*$}MT<*~jIpN^vox%?P`VMafq&WTLNPG2`0&j!tHGlIosRI^aQN6^FD- zu!55lrZG8quMn0DPwT_P_G(auP-GM|r{gm#YHGxc8X9+oO4AJ!ELbU4v4U9K;;X*V z%r=xUaD?eqk4VPG*Q)2-Y@*g25mLxI>aM3l-8UkOSCT-%Z{MQXd6`X{;6Aum_0(JRIG92OeYJJ5885ehNMmc_EkCX7D?s2Tc$TM;l+Ud)bZ4hm02s@Rp+(U79d0tXBoW@}P zJ=$=lOEYqwTJTH*+dg+r&C6uJ$^X4CfC;g7hK36bgHCgXZug4eJ$2;H+v<>B=R)wP zv5#>5#wj5RBg4K=v{&We#6NzI)DB6u_vD5zg$$K*H_D1z$#QUM#s+~}n2cghW%uLz zo&i6noeiFJtaagazO2T?*Rn%oW_)rzWJz5^p4ot^{Bmhr4=_@AQ#$`|sAw3_h2C?3 zp8jowm!00@U{mU4$AYB{N2yz7!JdM+gE-Azyv5j|$QX1q*Y5FN?_JtS;1ePlQcsv2 z@(q$dr63DZh4MiV^YMhErP^Z%%&OUiU1-$A%~~gApY|D+TX-KHfuH823Q?K=hRpEV zewkeCy$*rF-wXoBd7+of2@GT4pF=?(Px+M2A;Y!#neISSq=*)c!3;-8iO~237$S!^ z)Q5LyM>8y41fEG$QJ{i6h*e=A?HSwc;a=8#AP9ya+l(NLG?4J^#0eN*3)09UHsVyg zAmYT}PC(&i70Orf(!?dl^tGCkagq;Ol*ZATmCcukVA<%M3eez+ewCk`*hw=Snu1)- z*33pb;1VTP9ipgO{n^WWVIj0YhRiTvr|3d<{GSX3prc5Jo>j)^(M6vvpeF&<@GM6v zfzD+Zj6Imq;ZY#_=%Lr#qWg_j2mT=-Qi~v##Ea}$0HGjG=#3*L1v|d~qde*aBp!|= z>I6874Fx$DM?4vp7)SNRR}Km!mOPm^7^4Px16%0b-gSg2hF-zYU#zfD6!n_mZNn?V zB1*ZAZ7g0sq8exU5Dwq!lh^TeKNU?owy*ly`86cKjcxtl^{dOwi5$5AXmZd8i>YUKof` zBPLm+2tid;0j7#col@>$R?S$@Ny{3Jxbva3zWoXAcya zScoM~uxBO84`MQ=M6Q}By+tQ&UQp3mtu-W3^5X!4$Oz&8WnSu~&g|D2sm`Hc%*G5R zVajNGI>a5l=gG(?W6~$h9noRI*Tw1Q@$ie?U8Vrq)Iva5gcY4M0S0F31%6nZ&9Es@ zj)`dwWtrH6Q3lsAxW+K_scX2yI9Vu$!q{uR9keurhtlR)xdS_lXx|(KR4C$#DgePv z>N{#cUAgF2!01g#sXpourO77{xuqygR(oyVVwOoeObePqWDy$aks@hmTx9C3PM#3g z#(1QsPU*c(VeVilW1ggzss)!y6ZWZ=ONME+HN$Q-%FoTwmPQ6$*qt`DDPF*Z_5oUE z24RC1jBsQGis|W|_Nkxx0)-B$Yu4V_$lRGmWui|1r5@p?0g$M-m}pWMfL6+5zFI2r zVQP|SYFBWo0_8O1QR(jKo}#WzIG~lf z*sD_P>pNB|zqX*i0_=Dxl*5&5Lm4VbUJ$EU&Z})6$6Y7Jf~~}kqeBI4MBZquiX1B< zp=wmtHYNy1>Z;t9C6zKpz#s<9tt{v`XUjJK*sv1oVc{oW5XOFrY4R8?T{y>0+2mu$ zjNR!hzF_Mc-UrVJOw)QRLYNUUqz~2RZh|bs1!nEkIpw<2&%IF^*k0n+RZBRqfmM2o z2^Qbl`pxscV{zUU+_qh_G^Ld45_6W!jZ$Gjx@BD?Y#JJ)!}_gkZmFaQu7|0jth!Rf zNX+8GhR8auj1s04%9NW}t~LH>=C(u2{4D12l zOVcn|TTpP{cAKP4AcK@ExxPl#CWt#M+J*YA*5V>;mQC($#PDj}w1h+;ibObU!txf0 z*)|2*I-;aTFY;*xAGmE8%mE)9XWTOX3-)GjI!z(rN)-5pZ}{#@wG~Fa&?QIU1BXp4 zXHG}E9v~{>WoS%fEA5(oByQH|LTyB8{XU`mRWJlruI0vV|5D!OwksO;Ul(?X7qYH# z@J_CZ43X}is>GVfM2_TapInT|B_+m~j1WQ`WP*Hf?hXSpc(5e@sXI&vKa4O5rz@|D zBNq3@yP^#Yhr+{RA&_ z&9dxrNweqJR4H*J#%IOFTfpTL!xuxEq_ECU7I*S8FC)RE;udic_#n+hmP%^ySNgb4 zJPg=2D`#-b-(v2s^N6!a#<4nC5jIgLbs8`-{^vWJmrCvhc-V7;_LAi=Y+)5g6iY5Z zAM>-}9w*&yBj>I``@$pB^`5>%2n(uSUos{$bV?g$@V*Q=(xz>?LpX>*y$YvQ3us4PDHHNC|3F|Z+ zAu1rwgU0N`CN%a{Tr^b}0FXWJMnkr!Nj7CuHXm5_Nc%))U&v-}^RraY!7i=il#D>S zC5ru@2U%ePzii;HHf#4R!GIj(L5z3`-d|$PgXqI;gpF>4;}df8Lp=32^Ka(fG;tUA zUbMp}X7zvhXL2zA#)!z6&=$vW`vqzGGjT*tYE8ojrRsXb^O-utHf(U8GJ|>7wQHPf zd#|^b_w_>iu6)0p5qa&`?p`#tw&qC_oZU+7$5Oc{qu`9quGb~-bOyVgv-)=Jj)QG1LwGv!kA#-B(vr#I$0#4%3! zF@C02Z0KA}{%0+EIM?=&s*EW$GUi^u*D!04m3X&g@D4KjhV3fIm1nt@`+`1HvW0#* zvGcWGQ;6HS8SrqX#&m?nB=4G+o!auqfP1A1RJ)w}7@gPoEGIag>x7=~`GFOY>;k&; zWD;^Lk>Mu^;%%x1y~!f#!5=)11BZ-9w_+eIW%8#1 zkH_3iN!pv2lu)ZeVr~>W&s$RGliN6ln<=7r1FvJb$ZPpI9LunqynCbkgG27TpYMm? zLq<^lv;+8?RV3og_lSy4YUk^`kZC~A|NLYpxX>3xxRZVS6bg+mJ>VbmUQFLa9b}#H zOKB&1AENH&Xl$g5Cx7@_`kX^NsHf_eJwlv)r|$nBNl4MDI z_u8dYsZw1_m*rr_l<6|%IhiZlokNC8S5Ke1aBah>@?O!CCXpsBS(ItLdQ6Ktl{%IG zYSnu5TFTVAm8(o}U%z%O7q*-?nA?1%Rl8R0JCJYT#)V7L-cY-D@#a-&Pbt2QeE|nf zS?(MzocLN zm28J>?J(Q7ap%_U3!c7x{D21+KAgDlipP;tl#4NQbLaQ!*|Qf;OhfC}v7bm}1$%ez z->+NY4xW5@^XJj0Zzx`Ud-w0*$Cp353ORbvJpvyiL9|;@@yKmSoFm$eMB<I~O#$JYs6Z#_Bq=I;-09;01q^u4ieAQ}FTGv_E!0r? z06kREMHy|>QTy=YPtyJTO9;F;F&(fYi)QS!qs+V<%E6QtRL8Cc3Ck%bpeXd|LcHp! zlS8GT0?}5MO3byZ6SeZ@9B-PTO_vs3gwd~&JWV#Fkx;_X*}HV)kw!WPJExgeeM-wn zU#9U!!pg#|lU7p8LCs2=ZalYDTw>}{DtE(t$|&dbK`X6c?nP5y+uZU0&CP#_%QVyF z#4T8)=?>`AJ@y<0kKu+PX7u5RDX!S!NAH_dV}dFLP~eaE@rYApNp`L-QCTWAWp$WT z4W}&E4GP0p>0}DFsBFbqs;D>Sb%+eSIMYB7pe@4&(p{ z6x+$zrc*)T^!^O=Vut=)+;R8_eO&U%DfbT2jWO@|(!U4Z^r56d&*;ZfOI?t&2fJpO zYqD3evYE9{d(|#^5w!V9ovUhUXWTgh+IO+cD!WXg*+Ryx7&i_7onVugcG}r@-if+X zIyaL{N+K!LRxR4L@s;bCOs6Sq!I^Exvz@rKOte&Y(h_Z)tZFSo1oe4Gt-J9b#y2+m z?wfNtrAEHKyapfrV1onHV}(TQsd5U~P6Hu`ory(|f)!*Gr1+3Q4Q`Nw9puAH>L4{?O!$z4ece{1{=#rbR}R%!(feL{H-XC^$h2KJIV|h} zAoN%}5vmbTmavI`5zLKBSGwLYD2O#dhShN4Eeu)nW*&;47;*VCBAUe;D?(!4dh^SL zf&`dz5=k+QX&0Eb1A03`Rv_zCJ#V%uOI&13GhS)`s_?CZqe=peWu~bYE5VFHvvZ0) zrb0kEn$s8POw%OEvtGR5&_FTHY#%AqASR(DF>S^viR0mB?Jm7}KE? zle5UYY2fJAmzr$DYTLuwW8O&3QLT_}8o|tH&o)g|Rw*YlOl>=&liS^mlbr9cV^yts zrafwvk6eAH*z{3I@|1OvCr~R}DRx%qPB(%Y*n&XeN>I7}hpv|OE-3SQLMMr4wkrW_ zsoJFyrWV$zI7}>NdMK4!I<`dCTa0AYlG0HBez&V{8OcmF+gX|p_%ffxsq_FtHLLNm zG12@hO=#j?r7TOdwME8lZM0Jgq4BUjl&Xd>V#na3X}J9$F5ePbMZx)|I^NNa;vgwq z>MBYF&z+++wXl`ZjlMTC(D~3y z=&LLHKJzwdp==4i3)=r`b|ui8X|xQiJi$n2!CYJnl58|8z)(2BFqsBWa#G&BSc$Z) z`Vv$-WUz9cbHujUqlr&k+)gH|U>Dhh0~)E22PlBKl9Vxy3w3EsZ@OV_<#CVa`W@p8 znZF`4@{u#sv?W`{R4$XyG%mU>44;hu%CM3+UHjm6WF*BMQ z>d=zBV=|>>5i*E@;k@)^m`P!clrAi7+G6Xre3_M?2Mydp-^O2w*6N}eEiQe`(*TjC zv=!VPNgH!I)AOeHy)P(*9e=umJ|+)}NnO`q#|hQeb{>|esXh$D+G+&GNv&yRWf1kO zvAGUf*{)`r76BW~?F`^ci!D})PN_(toH7G{lQl9~X8!_Lz1Pio!{ zsFCp^*Qlzv(P<3aWYyf~HtvBzj1Cn*nsJF*tETboo(D#q>KD8&zb)x+@N6~U=-wZu zlKom|AzaT_?51R5y)L{!d_%bZ3z5aOyp1Cw@yi|OWMx4@5&#z)dNf65$vGk$m8hI8 zhP@FLU5b>NK)Got{|PS2Y*PVV#D0XvpU`pR4x$&GodQQXz0h&M!$EzK_OANEV0?Pj zPx9(m?{}zyOx&)|-ko6=T~b1xMwgxI9K={KhMmH8q{R2_a3|3@>?Lj%aoq00_U}mI z5#VD_AI(ez{6&~Ic*1Kd+Rk!s;*(+zY+ktW-0pkz$(NDej{7!PWm7-kk7&;S%k$tz zd{X$q3`iTG(rhLD>dC|D0B``?L&se2^|(va=5IJ?ul}y@_OdVcTIY?h#4u#dE`)D@ zJ}R(`uPb`*q>{+gyvwWq@WGg<{;HVkaO^in1kJ zj!p6e&HBQP{cdCP7Esad?!W>MDZ+}L?CHk-j{v*l388Qb4e$UrNb3}E0UOW(S5Rq8 z?qHIP%v^2etVSqiYUeU=mfQ{}=BoqC;4XKX&zywN(D+CGiqL=lXGW4q*-GL! zBtZagtQYQS3f;r>RIwEmq6)1ru3)b_I&svtaD=+>FI>wc!jQ}+g90(i8}?4;(vTOa z0y@G3q})&@ekBh7HBK$+?vp%jzfR2(@nIPC0tKZb1y9fq|FGm_E+x_~dy1#~ZX|j_ z2j%)q293?k+VN_B;vCG3FDQ|YU_>LRYTS&081&}-;_n~%ffH-dZ$44YkR?XsDfOsJ z3SChl7_uR&PRDjkt|+o1Epj3&G67?6AcO1{3vxy-OIegc0>3Az+QIj%##;ca9@#F? z@BxS_ZW&W#{eX)_>_MdhE+mfanD&qlL-G2;@#cPlSlCfC&=GVJu^qA`2W3h+`YuP_ z!D{A_CCP~+>_-Usu^)lsAGwkvi{t2=NE-W~-8St2SP>$x<1En<0AbPfunP+}(kuPQ zBmc%zLQ*9EN0KC|MnX_h?GCFL2T3F(u9OBtCSM3&?B*GLAsUM;Czs{SvQZnIlKRl_ z8^ccT1kq~dPFo5w8x67qQ{v8YuFNL!{QPc0DC8*{?IV1P{q~U`vx+O@FCb+T{ss~( zK~Wmfp#b7-x*pOMe{(H4tu3t(E@@FN8IUfyP#RY%-IhiItt3?>gs@U`?*Ma<lhp9A1fP--dr~sDG0iR$GgsvWS%l?`(lWm;fKH~*I&&)B(eK`Y zHqyc;?9(2U_gUz6x+b3teGHkZ>t_MsmVhSL;CIL$*XEtKkrli%dZAZ8Ie zkdyxZl=F{7uo|al7wLl7VybH*L|rgyC@S;4B&_Y8LbVKYGT`u>)PfkAFU+3r8nH1w z_i!86b4TDJB2WlMav~~+vZtP{C>hZ*i43!@X+oG1Dr<@xbHwlbv!`^ycxnp7mg5>m z3_%Z+AK_suyOKd|lOrG0Kn$oirwbJ`)L|5|PE}7LAP^r^lq3hsYKY+}p(sYLQ!uSewb0A>e1)oN5f+wQkMcckg;@RvKgH*JbSe3{vsY=N=Pa5R84gf4^dSGB!F_{Rf(k;v`wbylhKOF z8+u|I(lZ4e4tk0QOa*k#3S=MNVP6U~H_UVxFwYn^FvCXYb!Qv zC(%eN3vhxrQL%62i06I?aX<0m9s2OdXsV|IbXWKAv>MFJTB~C*4>z(>WCa&N^@eZ@ zH(6Jc=5M*q35DNFfE#4C!vLT<3X?gW-f0YnEEWL zOOr@!Iksc>flPCQAG`O3_c1oZw{X3ZMCIZ)*x*_*&1T#8-TZ`yd)R&97k=gU-|Dvr z@0W9wg?Q<#1^M^)2248Ur&43rDEP|wei8W+7+-MX=Xlg$9rG_7IA9@oJ=4sxID#8} z6?wsv7NS=Ysn1_Oc$7x&zDAgXFSwUB_T_%*4p~@xVHk$}afWHQ6Kyyyeq$5l)Hm;R za)B5;PC$VgIf!$ta);P*i+JmfxbuiGXp{Jm5xMpP$zu5zHCyF8p~{S-b|kL2Y9+&V zZx>%g$s+@AjHj}UW0Y)_xR#*@zq(8xAE9oWFCzLX#nXV z+(BOgS#X1cki)lzS=Kicst(a%LSvSa8E29u=#j;_a&q>PxiyosaFge6A_n!7?<$x? z`M{D^0)1;7eZqJKte65g4U1wZuy``I_~&v%O-A%Dc$If?SzuGOg2nh9Xu+4+;*9~e znCqE2|AMA;!WTAp9trkT&8$Tt6?#A?nx#2=aif|A_Zq+#o7uD$54pc)xgQLtamg7^ zWtM%`SWu?Zol>367!x~S1uqd$&O^%8o7a-UIf zmFZ$?sn)S3BPVQkH>~;=ch`Z-nA+0XXo=TfnUu@O+84~aC(#;=!A^9z@mkO*T8`~t zh?JT2c!}ONls_jT&OtZ!+L~$8ud~@f1KW`9ZR*aM6(u>R6I*huE3&~mycv74H`h8W z8?Z6k`5N=MdQtlPcf;OVw0UtmbB!{LXjt3Novu0~vRbSEd2D?YBcR9kT7-*%nRol} z4-?mdb%HjYG6j*=xY@#bllw@OV;`D(rJtLxqg%TF#rLu~sUPwIfpEI8rHiM#n{vf_ z#UY!rfA+k`H*}MOT+_Ry*88ZDI`@uEpM8Qq{~Itv1@3LSc1Rd0FK=Wf?U zNDe}Q>C82J!#jMKylRxkF+9Q2fpzC;`5E&sn_Bt;5#?U8V_r!JSh} zb^IOP8|OmX(NCh4M}#seBa69sUo;QX;n@?ndCU8oUU(ZUp=UD@7+;8?8QjLo&1|>V zo!ztKF;F-u%*-7SIEkPJB!%fBrrEjE+!*@W*JHZPGey{`PR`LXa*|!ym%Z7YUA&>a zA*6lUfxX%xy4o1EZJox<7QH9lm?cS&e5N+sC4Jl{V;jm{U(P+<*JiCblGgOl8 z9OG4d<2k;(8{*GD9OOGU(+6GT4<70N?pY7b>{{BjCqNqgDtu909^AKLGJYl})=ys$ zx*~FZ-)WnnRXK&TT)pcj%-P~^sT{$9aNjY4wrPVF>Y6#e5PAguxTRjLrTK5seBl`$ z>$9Gak@#csL5HCg>@74A#-8jc7Zc1rygQyDgk$a59%w`N?csjvts1mwTl$QRXm$`x zxq5HQ^Cx3&nN%Xny2)PdW@zo#X!RlSkF5`dl<%E?wH*+8Ox+pf@QsBTdbs}`QmXzi zb}>9le}VKJmZ3$id~8_?Q})s7c^&mrU+do)WB{U{iUSG?8a#+Fp~8g>8#;VguouLM z6f0W1NYOw+E4{3E#0WB^$dM%fOPV~WVGE{6EL*yK3DYGeOk5~HJZny!i3qb^1JyKE3+%nwM_x$42AH`6NHmzmMM{ zM=Ki><^K<0fC5gG(n>M^9f;seHQf}{dhI<3VT2O4w_Sx6UI<%uUh!3yJ!qZPR)}t$ zMweuA>4J=JW{oD8SkGw)7;7@hxYlDfHilzj?Ud8bIXy-;nRk^DW7UM6Z3kLu!TpBX zjDxv`p>eXkQyX>N=@uC=zvZ>0S;G+*rB?cw1*9*k`8AkX?$|~fGAqKk6^7keMqZud znYUh^dhWTCkw<#gk2MYqNN7S56^f`y9@!TWe~CT{X`~Moh+w5KDQMF}Mdj&dr=EUl zRG6ZU>KRvXZph?mB8rIGIl9bM8#2f=16*OJ{^ew@f*qD)uZZ=S);ZM)d7ExUb_x|g zr5;yWs;BAN+E=9iW@YM_@07_VmRL?>7CvU#1Fm%4dNnOo`oQzfIo9d(;%aHWvu2fM zzB3w(QO;SJo%(`@C!hZQ+b5`hD(h4~`3x#)fQ%;0@Iw0~v~a@`Pn;j6mR=kQrVJ7V z@J|AN46+Syci{8CpEvI_q4{V6_OP$>yF5ue`ZwOA9Tig$s7n=^qvHGBzWQ?3ao&4|996*rQGA~j{sAuW!wdCt0^y1;4wA(fSE}(t?p(uh zgPih>dFDV#HI&t!|97=BU!;A=a)?aMEZ1`LMlJQua6*fZ&p!*@7_dYSi*(XdX)Y!_ zd^x+e&Yw$VDsu5sR-3lI5W`!C;I94U=UcfG@4V5v*zVKS*Cw3YbLVTfzVPs)clnox z3>AEgo79U6>pyBZLlM7EfBlX>eqiJd;S>(#mILK4%?S`>oa@~14j3C4iOyxEYuQ@N zat@ijiZ-u$R`6UGIvL%gEkNs_2Z3gz5TfNVxXGRFrjj`^SxaRWw3X`+=#;IP1$W5% zj%9Sytrk)(PSQgTZM5``sa@}BRAQ54=oOE#mFyan3E#dbXTB(+2XlC1L;XZDzbgi= zBNI847QeW-|NG(ZQZ&ib{&LbkrRZsZY;0ptU_OY1Or zt6a(MgCAUrj(YSM6INz-yt|sUG}IRi#!-&waz}Nlq%GZWt4T8AA=%Egz3#aylI)tz zWKQV|cLY(1qFAbtGYZ&7w z|8k=<**HlUzK)2hvg6BA(+*;!u1#*TAiDtRIw!RSF@z+f>CRC?q!GgyC={S0Lj%uv z!ZT%m)KF&r6efL8?`W6Ynzn)%#22{`OqsC|*3KpwcR;5vFR};qEJGW2godC?1W(;w zIUfJX|8k?5%ZCBv15AhbGNcvZWfw_`QbY-Jm@L6WG0oVJqNI_T0eq%S-5E`jooXzm zff|VH2tj$xB}L9*9Vx*%O&Nh}kmUqgh`|4irxJ#AleO7a8vu zBa`PCPC!}rm#1vbDI`OZKC5>o7%7yAl}V^VDM~73xe}vwf<`PiYQB)=BR(mWUm`$S z*ol~wA|p+#V?|P+naqTxl69#u&nQ#>ZK|d>?JNNqNwT))^fgKCsZUo%y3`1DIo%BC z^^m&L!sNw6YAL5R)3OaAS+p|nsH#;zb1pP(m8+l)6^4w*rhH{mOX#9!yTZcOsEAA} z|2~w=IqoXghh9dao-CJM`Fc0<0d~9|>lAzt_Sl1PF})30tVM9i-uPmKQj(>tWM8^5 zqa-sad-JS+p~;!i<}*h4FzsopsiL#wQK+qbEo?K$p{3Tg9Uv4T2i2jLchIeF-YG5> z9qC-wyznaS$Jo!0{YXmn+L~+Vq!7Cmj{gu3c zjgY|#Am5ERD#->})RIHeSSCvuB`T?`m9JdcmQ)tM$4p8x{mS3-{ddeCgG#bQD`3*% zN-*I%Fltr1+H=IicSn7&&I(hHdfc{j=*$<=eEZ?4Y=ye@QnIktq+^PX9Cjdaq< zGRr97Z;AJn(!iF)paQNcY1qU}UPIINJhPvGn@rjqM?;}m6GVx@%HkY_Gol`~cubAz zfR{JSR%CLNQ3`7)Kbh7HSAeZ?jq8kUnb!#4u1%2t+LA=fh zHa*&0_f*3X(#S1@6wZWW>X8@nkgYCDq!hke##Cp+2kn*f7+G$B)L z&o$UC_uzYccOrjXm+`00al%J|V}?S-cPl1`e5s-w@?sax@qFOKA=0-N*``SDU}iQ| zcQ?m)=l2<^zl?Yozyc^=E&mwkd3YUh)NY zzx03X6MzC3Uj%4?wugWm=tseVmvbz;DUS_ zcp4E@8?S;Q0abn>I7+cYf-fU;xpRX6wt^3qXfEh@P1kciM}tD=J%7l3O))t^(rzP% zE>4G6LO6u;My1V*Rg@AvQ6A`hj_?_ze9qj(SC}weTkQSf~Yj;^Aw?>TQew1 zHpqyT<`fQ98LQ-CVR0EeScxxYeoB!{Q->wVvWfObK7%D?C(wjfB#QJAkENJcr-+KT zriu(;1O5O40#E=B2!TCudK~8-{nLG_mW#W{kei`~fw& zg%v;m2f>x6_iMk$6l#QoWT}g3rXgslV5qTLW^yYKNiKHQhCg*%snLg!w@BsqZ6lYL zjQMfV{16Y*liNizqiO#~0Vu8?6$4L6(Uj*+zH?NH_Um)Od*ECyu64cYsEa5+W7F5GK%Z@}{|Po=1HIr6G2o;MAVndQOt(m-lPYFCi6>dw zhzA51O7f+@+GcPDZT1qK()nNV~*n4z3T@|})Ke;(Scwo0i>_-dY-Fh4pVT=%Idr2$PTs***j3D^c) z$c2d@ko*}~ngf;(;&$#ziwWDUx=Nj%Giaj`tiT$qzcFKLNqMdjgwtx6Zb=qviWX|09siPG!?VYG^-Law0z>Q zcgd@4*k%;#EY!0N7#oRIL7{22W~SjA)^wX@F;w_x&vKXT`OKv$zyk%)gxS>$5 zp}1R%S{nybmkA3#Ggc8Xea`JxC`nHTZM`W_JY!oUD>6SF$g`wva;W zm1|h6)q1#LOT!sVFxy6I9U8u|suO*)4~9rp#c>-n`?s6rYklG|qu06lizPqHzuW7- zMJr{e%btr8iUgd%jMJI4OU7kP#!?%>3|J7nE5QhW!4{sj)p0 z8odTJsB$V6%IYl2)VFmKy3N$S_*A%-IKDJxT=>GMkLtKKT*I4DzTdGO9hRs&{Dq53 z#Xf7rSIoY)ntyCO|G<)BzzKuEVO&3BY{su##`9Sa=V=gh%s;M)!9F~x3hBePY+T1H zop}5%+Ji0JldA zj2yHIn`H~Oz3j{WNh)E%BEk%Z&r7Dt93|A&%y@)H2ljJ?EFSD?bp}MO)=ZGIfD4B^VlIx5d>P|xgzIEa$Z62ry(EHSPO(ElvZ zX^dG74HU_w|Gnwl!C}b5PR)|ZjJ$YkazK&1=LD-pS54J!hK?&+9l?KfQloToU`isR)PIM%~X% znbZKi)M&R5RvpecA*BdC*i)U&mR)98oz=SHhSXz8tCg`a1V`>79SO#4lViU6(!T;X zxYew~=0VAod?X%iqTM#cvDp;4fyu=|9`F3k>Kw$M4A_)AAp%O7Q&!Yaw#p&(+>RY7 zNFCX)JkXS_5T31HltbLb&DovJ-B+DJs}b5Gj2ex0NyNCq(gPh6Nyxe#9<(akZ)B`r zt#6!6|HRsi(wW5Db4}NI(;3Z5Vw`g)#9h~Y&7sKMHLx&emFOq-$D>AzA48qAjZNLv z4cXTX%h_GfpRHyZdB=1FFYd4mRdPvWn%cM$jMS5D;d9pg**6w_ zA>iHCM?zPANooZSnVk6B&I)J-9@DwpObTwIHht3$9uFcKmH{{61~=V`72SoEI;$y8E`;hLx{SPY{ebp!Q@SzZGU~!Q6AWXxYOe$&jQSZ7!DB@Zj_+z z|K(rK1z|4cWZu+fUe)}NOehFro6Y9??dJAUAR z<0kXxMds4$WGC+2PDHopO!3j?2a^0S+}m5?dsFF9e(8XX%;rU8Jw0ptEI(c>Wh&6+ zr4Aql0OqJ(#$&GC2{EI!&JW=*rISAEO+I99eljimJI~SL50zY!(YQ7_NoZnVZr10- z4j$-`>`+=VIj-!T!R*bhr*>K2`~VG+m$PkkC&s>-h}g5;-t7*K=u}?iQAE0#n%G-z z&!n#I>)!6}PP_095hzdZU#aE~pYLW{ko2D7fYjnZQdhnJlPEglLd55jQ}M7J|ISBP zmU&*=AP>&k-1Ove@mCzuII;2Ik+W*`@jhPlxH0l1Px6^Q^(nujv_|d+A?jbWx-tLQ zH2?0Z-VivS^Ft9DJ3r_>KeS|7vtjKm#*9H7_5wbxWpDPEF6G{AUZJlZT8!n;4fBOXlyW~YGf(%UkP0^c z5c!?=dQVlaiSK^D%d)9>$M{_CaxR1)gOcIv2A}j0z4)g!IZhM~lMneJw;i%h>p1aa zbt2bVpYies9%_zw*B;54G{bU_9Ix(;6a256)t4h(BVUf2L(=~SkdA|j2SgC4wOeIi5dGbr{>NWhL_42hSKWym|4`;@j7+Us$l>!OMwt zr&h#M8Rm1K!0}_qktI*2T-owv%#*EH$qd;_FV3Ask0xDOG-%VQRj+2<+O=g4TvCmq zUEB6;+_qDtT0Qm))|Li1Px{O(q<}jSX z#RI=Cw5U?_NZow}+rA=nh*yIbhrduD+V)Sye$-f>VOyuvT27;V_yG$p|0cRdFTMV9 z@GrsO8SgOa-dl`~*D};FvR*{{EVK-BzaWpJDB(-bF9erS$>ARWUp>fKOurq0>^s;=3z5LRmC`g6Q znvXaz4FWL0u*S-$Ofv=YvcQbsIuK5N>bq}228nraPg-E1Ww63%EV9mm2sH@96cfd) z#LGTZ^wHKjgmh9$Azjf$OmTzJH_WK?RJcJyB~Hit=vEBs8w(xCpnMK6pwdZIkd!h<*_AglM(4Hn-qbG5bl*`nl~GrKvvPG{j&zI` zBV!X*xGaK;gH_ffU2?}(Tf+-@LY0h4s;FMoTTfW2icJ++P&pczTBw|TY8f>Vo;Kuz zuc8YoVpuk{P$9i)&|3!sgXJ4Q$qg0fd{kH$UlbDo(X-8#Mta_(9eej_s;h=fUw$>+ ztzX_az3gJJ`72f6hFygxIb|1Cd+lS(PV8Zbv1_Tx|A{FchL~$41g;~1Rf31(^OSn& zW00L<6;+b=HW~4mqk`sfr);+N)MX8P3b6udW?5Tpk2Oo@ym{H?U2!+wd-wf!;A8AGY_JpW$!)Whla6iX8Atx@o#K|8Zi?}` z>9CgNvvxS+tDF_^!3fjms3qMg-0;IIA5W{3El(M8r$RbQTE?N8{92Tq+K>JC=-Ovz zK8=oaKRX>s09K@e~#5V%9kz<&PsEiOT*K*DC+*MRWq>i_ZvXKwZh~eq<^d1zS_12bxh{w^L&qGi1RG z#<6$8`&tL>s5ldXFobDqo5)D`M~3Cmh$++#3tMtG7}g3}@*5c3T2d5~@bDzs;S$J* z1;rv7k!(n;T*{20vdATih(JO|$kxISyFkSqW1Nbii1ZOXZSg@q1Dg0!7qICN1W|4@ zO)r$D0$$ong25!FY2YYFInvQGcVwn0{l`i{CMJXhdZLd2dCjgwlW!g&B$D(L6Gd)v zP(WcJBvC>blthvxKQv$Ah%w42ZqqPV|IB1qm?%zo`lpi66jLglLJYlCGoR+lVl2PK z#XfoQXX{Xj_ij0(T;`*gqxnoCCb~waT~wp6kqt6Es?5qXQ>5$D=5Y+hNE=~Or9>*} zGey!(?10l@Rt8yP)ADybwV+0HeF(IvbXcuCTOC8YVcK>?Xw~gS-wM~@d2N|> zC2o!GI-O}gQ&~mzYjZids!-unup_AzUhZ~S)FxK3vubR23DZttP4&5Uvf-2l`kXT@ z@t?+UrXPQlKOVI#Bs%&hUOZc&y0A8YuBBxGWhL7lU8NriZ0m;(z_i|~)d~kra9Mu~ zT;IucGR39vW#@O?QN>re0^Le~nyXU25_Ft_oi0hhY1+GBcdz)Bt|8}!q?ZV>nno=z zNh$kYepC`H#2C}LDl1w>@}$0a85f6((-JMVmcN1Vs(=66%sQ2^tea8VWOCc!450?g z8htQ?c_(4XR9MU?#Uq9*{}NehVpdciX5Njl$YO^I)-HLeZ$PsvsussB#^+13hoPfA z)nSsns0^=1?7YckLFLdtxr<&3GfoNVw`WW4sx4rf!aM46%39V;Mz`!5-hNt*UG{R< z{sZ&CJh6I5P$Opy6&o4OagHtF+9PdxqL5j=b@!A@PcgyJF7RNzH_^TH=&Y=&j- zDJWh>#0f(fiZl1m0+F_G@>K6TJFG77D29?j9&#s7H(<0qIRvesv=ey9(=hKP;oB&4 zxYAs>Aq@`BbFOnJm(^m8~JyHQX2e+?cL1_gcAv<7ta z!~^!vp^WThF9y|_ZB$2lJFx#_5Zoz`ITqUe?%(*v4o42Ker#faZA|%Pu55UU4j%ee zn9eL=;a{~9ZfN0N9_0{H`)aPlj*s^!fuV$B1k^eVZ=GIsR-Wo#UI-G-P)eoeDr zlV9zaC+H1z|7y)bHm0LJfI7R|!!h0?vLhjkw|lnVyB0%(hyB8~u2Kb6;D&WDzQ-aY zT^X?DqoC$n6zQA3%y>Q$e46UJKH$l|4LTC;tGdSfKJW`8K^i?lIzN2FoS&#a_j|wh zQ$0LeKNx%oy+FOT(?4qxF%I0<#aG;-m)33{NutBkceLDP6SIkcA)R6*Zi!8+2F7lf%9G_Pp#2w;() ztt%HC|0KF8x;Ys1K_3h#(%Zc5^N7_d!bUs7J|h@NEHWlky+0E>CUUy6%Nw*auEdDF z1OzA-)Iz-ALVJr7Zh{AG=#xpKzzVdqcz7%{?8EtB1_r~O5F8CotHaX}M%cMSJmeic z94l6gybc}l!S!&&VriIk z|7<9C2%<_XM;-%0BMHa)TgPpwi?N%kvU9p{aS3`{y)dDOaReycbFl`Y!jkEUmPjZF zSu$1dnK3j4ZU7qNJ3}gOLY@4t(y~eG0y>zCNifPw(6YvAOeMVl#fX!~ z$DB8#w2z7Cz3poWZ3rD&aLW03n5gU`S{%a)v_MnPwp-kxu1v$PgqxR2z7MpWV9XFY zR7(ZeP2NP2>a)nUe9O7I7`g07x*W5&xevV5%z@cUY{G~cQOTFs4k^hl^vlV^|BRJ= zNKBjj4qekX>ZH0z#L3J$%KTywp}fo&D>I|)oQ|+AyjV0af~UHO}DKus~M zN+!F?Xvjcy>PoIOP>!sV+ib|(jGeSpO9S}3-<+4=98Th#FylPV*-Xv~GY*jGN9P>L ztKvH7Orn3>w{dxg?SL#Kd=)iJN(Q-$yE(MRd@0E4F7BMR@*_!ATt(U&%6TkGc7(1e zs?2ziMV*oF#L z3WLDcYpG;4(Pb452h5{5W7o&@DQf+ua`n?}oI7oOvB&e){x}P9|CPcO?J+~uqP*$6 z!EjeVF`)X4!J#OI)Vx=FZA~hD&3)xp$MaV$et(TqJdo|}+E^G32YlSxI%!|b+?FrSg-3v0br8j8S_RoU!V zRCE;7ajiY_3|lxeD0#FcUV%lNwIv%}To=@bq41M|1X|V<+FK;rqD4rYqpby1E6`Zl zM>&B9<;~EQ+SZ_2t36$Zg$%A;-8J>vinXEU3{kxly0T?G%L=q1?H>ZkM4bf*k+sRb zu$V%Xjy=uWon+bS@Y`{H*KwKH;U!*=@Qc5Rn3hn|zR1t!|5a4~BZ^(1SA~*XQ8fke z)wXpY+M&2yEA1u)Rg@Fh(s_wmVq_GCB;D08UDT~wtYuyOMOD`YzwtvVRui<^{g2ya zxV4Qv^gp8_L^l-CL7QMCFaRUC5#Gd|nUr2pHlE=B3V??F(4Q)V$MP z6zbVspfvEkO7X?Yby$acm|>#05*tQe4$RUNY1$KkUt%0x`puV$ykFGK-~Bz}UtPlf z#U+>eUjRNXA{}7c-PjpXTmH+Lg=4}=1fV4?Ss}HE?fM&{5aawjJH1uM3MLR$qy>nR z!qLRu!IE8U{h#YK+{Geez#xj)O5u3WhFw_UdTn7<|9D|j*o6VThZsiW7>;4|#bFo} z1I~3-MFC={mE<5U4f`cxTs2}O?qvRj#3c^D@`_y!)~3HI$r1%yCKll40As~6jB#|3 ztny-+b>-~>pQ2zaJ9geQwq*$noi>iRH_llU?qy#lVL0}iqR3-S{o3T-F`K;|kz zCS>s?RdSHwMPB6dZRCALl7HQ;25m@7o=8f*WYNfEO}14|_GEW{XIc(rfhjg99$Pyt zTPm*N$-yyO)(OL4U`dnSc>X%;AY)wC;~cfyzLY>VX5%*2lMGH~6gE^zMCKDF38Lsv z$Q6ucc4m<6S!s5yYPM#f-DZ*&CrD=4=40T>- zT5V@|{^=u@XNdj30QNH}CdquZu`9;nEcS^7v9%Fjn&n;G*t?{<%WKcx(%DDw(F_WR>%ZC zTG{MirUkFQXm}M|i`@sDEo-6xjAuyeC;R9=ZtH0l7bew{{%yO)YkYu*e%M^U z9%rfvY{AB9!ln$vUT0zO>BXLI4Q*_A|0`-bHA&1C8dg@g?S{(L5*-jFp3k;x;~nj6 zWaz$tIKKGfF;3`Oc3ToQVex6KF$N6clj!o~72=DAkcMmC7T;L#?cXkNZZ;>5+1CPj zX_-cDtLX)UC0z+^?$*eFAwKL|jqb&x4C?Oih()#S<7MkMVC?1}=*&}kmdtHYWuI6E zz6fZ(DBOYe6pRLK%?@qOGZJlvB_Mg-23+wH1p!xAS4|2Ww z2!;-fTz(|L@!4yObR_XgBzf|0hz2PS)u6R$mT8Ia_~v%1aE0E&y4o{QZ=$^ zVKnnJR{#qa1~#u%VQ_QIh;w4!TK}tUp{_SHUi3Wgu%+&+Irj7R369c+>UHIy@&;{O z9&e@YCmru`zwmL@UhRu<@h$=%gYM(A?vq_8LrIs-BoT`KCUsk=a#Vj|Q6TVEH*lih zX7h-Ldq{AXo?j9{b6;fcIyCrQr;J|zby^K}=`MDO*F|?jcIyUmb8U7#|1juHyJ-RR zIDK?Jso4jf&TQ9qz`1sa|JtTT=L;p>1zUXY4c^GHHXXZG@{QIu)8V0!*g#nkb!i}V zQ+MHeHw971cWz+yeP4Q_2>7A62a|AVbbtI%PYw6>{uy^a<2c?(c<`b>xp^h; z^hozF%#HV*@vd`J4Ful%NO`Wc1?bSMCV|7+ZV@Jq(^h41xXFMZQLebi5V ztYzu3Z~fLSdpckCi%omAzr6I5cITmXYXf1GAL?u`U%P+r6n80>nAb_u2H-CspC|WE zVF@oPhQ!C^Z#aBf|4RG=%|&?6n0T0X$PeG$mVBch@T9MN@-N>+UI)$JrOAj;r9pVI zbpI2~dcr3C)USX0_xj9Web?Xr{jK(F)IxJ8Th&6X-ts`~mhC3rC5!lp!tk|vGYy2k6sL5A#jGUdva*WJ4cPmF@joeLD5()~{pFuKha0=U=~r{~moG&+rXPqED|rJrp%vk+VW!F$|Er(A~3wEcERAn7#*EhSU1&b|J74;TU z%L$d$P`ZMrI%mI1s!wSky)mhXQG+rQW&!N6M$_xw4R)EqGz9-AxQ-1 zK`Pz3{}O&oLB(Hx+WZIIf?*L=*?~tDs^>xR6a!05AyQ>kQFDcPA)Eq9N*0G^p+#vi zY%N;ia&>XzB3^^ZSYwShCWZ}TkMUS5IX~jsSUl*kF{EcjQWKvMCgZ4^oO&TLod8@1|mfXjNO4h1xKw{$fj4Ja=)k7&o@WIHRjH z!n)Y4w$_?!uDlk|8L-P9D;mo$Ke;5#GsE2Mvo{OFMsm_t+w+&tP1~)|LlZqTxB`Ml z{}8@j9lfWyPt)0MeR-}6k<@rT^woay@+T=QSb3L_p&24t;KgXw)t0|Z2ON)D^cHL> zRuwv@r%)k|`eVdX#e#N+6IO_7s)KVZqbe|dTo|m*q)M{mJeuqnJm?glf)$C#OtX|w zYTo&5#Cjfju{PuEtj=8eoVx0C7u~w+uXEQl+g~X?_P9{vp8M4v{i$z467Akm?>_}P zuczPGTj-iQ*)FzoE20&>!~Vtt@S%4T9HJ_I$K$2-7!st7r`vy1pk>jk0!#XRlW3N% zUDk!Mi_!EYV=Ra#E*PviGWPi6kvAqMl5m;mrgWPEBJebvOCSS#L%Pyo>2y3>{~ZM@ zh$7fwFoPL9Nt$T)rlu(*cOslq@TgX`ib!pE;YtWRjOVGT5Jfv=+t=BoXE3!LNK*gIFb1; zjFIuty(H1VC@t`e2?U)Q+c=vCLeMx8RE-7eSVs-wF^@)TNC!RmK@fgtgd;4W39p9` zi(E~GVp|B;HUz|}Xrp`Cnc==XWW$NAO@}*VN74p5w9FG^8rM3{8TH@DLh@(c)xN%Rp~45x|~%?d~sD@qkJ zrkK2JahDv+pD%xj4RUZpnEv|_%8Ut3++gmdo=c-lWh%{S2FDuJM9mPtM7^ILWt$fS zr_g#v)IJKRXy)waCex`-c0yI2?t0ht07jAB)ssO%xkiYP@t}Qv?OsBI-X(8HMhpE> ztIzRdK0&EaxiPe%GE6G=)K`p*p6?sQAETTB~6#Yw}s` zeAv}4bK3&miP{5W$6ohhDr>*;TGx_9k({(03hk2-;k{Fw`HB}T2G%Lx3UO%vOqC6} z``k3eL%JdIaEFyi9Y585n|HMKRg*`@jL3ZB6o^-wI zy_X8?3!C~nIau^#pCQbSt=s5=5j;t9;xUHeYH({GEXez0 zl{^KduvFi3;RwrC!v=+igFNM1wG>0m+&bIf%1TDJ_*2DiL!w?53Ktls2_9aR5p^Mk zF^k^vl{_{dU~P#-Q4ls3zc|J*4twOpsMmj~R_Rs5a7-$rX3DUh5|n4%x!*7Yr^dmu zY5>UPUw65=Uxu-Oi8f&6352O;MzDgZ!)B(qS$Firt@BXgY^OmD&v}NZbW}_hP$INM z+A>j9hATf3v*pkyK2wT6c}f!F@X=k-mfH;1Xoy|${~Lxg1xE1-q{`INmeQ~Vj$%RT z@g7ETr^b=U2In{{rj*s_IKZoI4VuhZJW8_8IL&aa>*DY_HNFNmmrWGcVWV8MY8tR{ zd${bE?>Q%BCg`)F9c?*Hn<8{=s-Bg$RCpW`cW|a!b$0v14t^NKcyZzBP3hC?9&uaU zJu>J}!2vizO2Ln^tH*0k174r%SYB`v#; z`s}gTs#s{u-vHzWHWUL)X%Kl82hY)s-o9|eaN-!UI;q{e?{J6n2p(*BFX1;%c;1-* z{Kqo<;d8pv(=5L6@((K0z5IA0Y7p~bo;TQj-yHvEo>FaIT6tcZfu5X%OLdf}0RW!*)kYIKA(h}7 zGf-g_THzI9;T0wx{Ken=d0|hP#r;j*|4o8x~DcC|ljY;pfRA zwV~N_*x?-p-8wyB=_Olq`QcQ^$ksjMXjx1l+MS`@o|>cuBmRXgz#9(ri|-i~bfg$| z6PdGNWlpBA5;0fMK5Mu%rH2s<(TAd zuu)C z5qQ z#wxs^G{hjpq0|gEMs+sdTmsW9;K=j^Sr6_dMdpI`0cLrcCy9lF3K%BG^}-1-W^TmP zdrILNJZ61H=4Vi5es0=jVy0#e+nM}cXR3}sxFb(~ra%76nT@7-IG|BNM^h%xCJE9` zKqx%CrtVFY+6a|x4i0nD9>h%#wE#_+l%?SSXC;DVWgaI@)}KXrD8zkKL9PN@dY`S( z3S@*LLjn_#ox=1T11T(Ac!p;%1cP}R>0dsP_&LCOT3kuWXK6U;lhTG`)@Lx@r)TJA zmiiTea9Z#2SG@7(|DyOOZLXYit&Ub&U^^b@S|Np+ET{oasDmEm0%D`-jU(=`5NhV$ zYX+x8p;Gs(sLycd*xe?&y$_g-XqZ%mMa6>0zfIUmod^rV2br!jd{+FG{Ix3|_7729;JR7G7y*Xz8!Q zB;$c8EKv{ql;BJj)tMeEa;|AmoXDBHDT6{y0!qivEy{lorMU=*wHgJ7v6zf_r6amU zp!!sz5Ne^C+o9Sdm|d4e)sHIlm0w9}Jai1d1tzEtUTzS?t9!3w`eDFm}WH86&WY?8q9(UwIb% zjOiU^hi6Ko$~CJRnp|kU&Vu3=0+J1~`CRFl1-3p_=uv2?{AP&QLRUtmxb9?u3C`f0 zddqWzMU<0R|`X>vut?V6f$Ru9_7I;av8m4uV3DvK^_dg2FCr z+m7eMLM&i1Uy{07NG5{D!UnD4?Q3K}A9Sq8f^18Y?BI^9$zoQ_2#PI{%tUREN6)v;exNoTIS)tSmT;6GX@};xgqRGuHED;on|i2frmE=gum=U z`q)DL=C8ZLD+%&rwWN)zSW#PgUt`p+9hGIr?3?UX?PZvV9bLsb6vn;=A*KRT*RCz} z0q^s6U#ODWT@LK=lA7|8FelihzzLl5x*|7(!vXZ2`bFu*>Miz0llE>e7IrUdgzpaj zYAl5*`6BN53h|g04G~$4g_N)BwC|>np3Z)j{BEuZ4T$}!g8u5SyZVLg{V&qe5&_%N z|7|uFxl+qIa0CD5?m^P-0oRfFOfcLsp9L#MdCll4%w>6cp9TBqkFEld8f-3Y zTBfiHH=p>uF!j>#uw-l^r$*o2a2Dq9YVhzR6R!CHarycuG@5SdCTc}JjYi7%Chp|#mJsTMNj&gYT9OI>C|C@9Y z6}Pe#n=z!$va9^yX7lj|LoSelHmmB}QZz-^u^`8yG!V)-ALcnv z#j*a-aYOR;rMe>7P9G@j@ihknPYWq2Fs}{%bWs1aG$JwA1O`ap>iOlL{j++*1B?|MlC+x z#bp9_2?kUbuQp`|?_}J=7Jo?5?#Vd z+iA8mgX-8eB&m|xELih38#rlm!X!*WE}XU~rglSy_bq*c^hTjlODTq9FKsvVZLdad zyEhNNWpC%_B|BdICHG%%6LAA@a~Zcy7HD@f-WqODb1yVKLvBLP7PnCkU*vB?&-Gx( z>txj5izP~CfcJ#UEnbzkigyW;ld-F?rF0@>$z%qS`>-(MLlx-{|0}{RQ2SEZ5^`rZ zBp;L7PV=#Y2g6SPF@w8#gXf6zY3GFhbTqivkWlQb$#$(SCTy#QBWFXP3;LiF`k-53 zpxd@Pe+Gy{4qUF+jfOa+hY^Xpq=}yhpfWa@k@SX|_!;gqnJ%uU&!3uNP;;~9m)bQt zRn-)iiY^VDL;tcVq^M#Kcd4M=Ew46``kQ$#NA1={7S)JB0u%T-4q~6(Fr&BiNjOjk zY?%KyAv2_z=QL;&shaz73BS3US7eTqt#*35xBs;GO>CZ1851rt_GK=&Vwm%32y;ahiz zigKPpSA366#x9rwkY}oTquR)(osv^_<3x^QA9ED}JB>`arNVrcW=5)X`6@i04U(-i zgn8LEZ`|^{!Tu=F2gA_k!q122B&5F4Gq{5{{p*7}|53Y_F2<+S$2QeVR(t9qhj(ne z%R6gOIgW;HdxO1_>AO^u{Z#w=q5YbSbF!$9_1d#N$|5bvF}&g;7`OeAj=M>7D45LI zx<+Z^Z1sJYvIXEbv@P{6VQ7rV9)5UtGXo1VvV-E|8wTb_v!{-@elBE}_oa>kgfwRZ zj};VkP!y?S&ZISzhOHqsi4!SOBp3`M#$23E&GMLQ)<#YvIZZNo5@pI<3kSAz`4Z;9 zXxhXWP;e7xPMte>_VoD^Xi%Y6tOzxF6lqeWOM4P!>XT@%qED$-wTd%CA7)#*cJ=yo zYc^(L$FZRxwB#pC=!c#9V& zUdI@6WXY28Rjxc4GiA$`Gk5m<8T8`Kqe+(@9r<)<$bTW5HmwhKY}vDE*S38d_CDOP z_x0x88+dTx!E3`)jW}NI;meuRX8dj4H|f!#$BSmlR>6YOY{fG59lR;GjvcpkcwXRn zi0avLBX{^-{KMRAg%2-^r9`=H>5@PEo*ZsW5oJL9ToTBoV^%?klwh`t2)&9VyeK0F zSK-8?40CCPq>@tl@T5*wa)zatOl&EdZ^SsjrmI|hF{oZ(oRP*FagxzRD|(U2#vW_T z3alW79E+K<&I-!Fh1A-Q$tL0A3(6?-|MHK@Dy_WIuhkq=jZ4uu^Q^Qk#T=6{*TVGD z%y?28leN~&v~0IH<(!kw+m=&KHsd@aOu9a+gNHWe?%Zv$>HO@|x>#b-uA%Pi`>s7K z2U`n01Q~K@Jxuj`Pg1|6c@#WR(rPcjCpqo(FK(hC@E}ssg2|v(K`H3cOB=dWLW`WK zFe6Yn0V$Y|MDh?s5L;QP#1mUewxMeZXz>6arCrLYX|27ssi~;av07}sO$x|t#2uI1 za?K@|8EDKBYLYSM3ie(#gHr<@dj88xP|N3Sz+XMwpPU8+eG`d(;k%py)yt_}7@%&wfQionr zFTzdx{S?%LXkBu@{;-Vfn`n?JFxi*1Lx>ZFlr%Bdi72d)!&Wl<=)z*Pp5$0~m(>pJ zqz97b8Zip^7Hyw!Oq*>RacmK(sI+aHZl1zD7w^2&T{kFC+ZC0>vD=%M@VM&Y&t51C zQ`}#^W`6v!gC(DQvcM=uE#k~CJ6JF`BaUq|i$%A1WRfqAO|r;S|M&nmK*+!3Z?w@S zIoy29csSb{YaP0E>brI9m%k%WJpLNz#^w_%jfkzjB;^_Agz|IJ-oKQGhaY&Xx4sx# z5Tf9oa+9h5wBIVbsL;oUn>knsfFzoo{Z;7U7>t?&#`}Jokf1|8Ogh%@m zpaQazHv^t)Z$|Ht zGbM!6=vWx1(#`HS8pFqGF!LAONry3ZQcmq`7mpi8M|-?$6sX*yyiO6%QpT&)ri@r6 z;*r8W2w8>Tpm#67Om6}z&;vU3pn?hPfLkycDXeY0rAJK^}DuGtZv$B0JR2x+ag^%I~t>Ell17Et{e5|M{g zq)_xiyuX>VWx0yWB;67JlWAtmNGPi0a%tm`WX{)PIc5#C7M{-N?g8F zcD30P>uOmYiNO>$w>w!|zM;LbjqMoU1KvS~NlZ=phb|CNmhqU_ME|f1A*OKPL4q-m z!3FJJ#e57r&;bnx82K1AIO^gzROVlWPQA=(Vv-P^B&^+4NkCqga zD-A7RKs&imj#Q;2U1dv0gHzYy2DPIFOfA>3LR`+!hlk>6bj&I~63qf;MRgBnIeAU< zB#5nJQwzVI3e2%0q$O;*>LoAe7p^)$AAga?SgWc|2QiHk;Y_Y~g8`CUv~w0Ek!Ks{ zni5X5f{u3uTeDbX*ctuPzI${E+-}0HLFN~22u*C>77LWdmdc^-g4fTG*A~h?7{b%N zXl5y_LC;>;F#n}x%)c~juux{WF)U?mYe8q**WPxdvZW>NNP1Hg=eAFA>Fv#Y7fcCm z^on$$)Oc^U+`Cli8;_LYH)%zYwHPj=*9F*ni1$tLDh(sC;Djhfate&_7$zEdt6Whr z&kP-_y(eh|D&8kw`CWqzdIYdl{<>zi`SqVC;Fg=~Cg1^|tH3|mi+keY3FnCXbOJ z!2F%hnu^(UV);O%YGz_|?2NIl8b1r6s9Z9+j_cy%iee?Qi7;Z;4rK(^Ez$CMKce0? zwnDC9p8v#{%WP(_l}*ib=3gST-8TLzz$tS3cDKD{=R21R8hTiyPwY}n^EB|Rq=2ZP z(}KK0-@77*u3(}y%V>Z5i%XD$w4+H|xjvDSVU~UkZAzo*I^lN1o^BmCD9tdK7OK?d zG0=guSD=H~Vv?C%3pSEHs^LaygE~G&RB?TZ?MzTV`R1Un(cu7id_%`gZWTDiRuBhu zh!g7+TXHo5l8~5p+VZs8JUJxoMvS?g*47RlvrX=#^x_0oM;m_$Tdi?xeOiXx#@NqI zu5=$M0SQom0mj{KO0sMfXBCCZ1FfBU;~Ve!*7v^ot<``3ozacy)WF5mrW$@sw5n0~ z!vAOEVu!| z>d%PlJL2~B)0UO7e;@qe7ymZOwT-jiBmoRSKmnqq6Sosix^IEIP#?HpdOIWU`IqqC z3)gpzBIc+7&)-zcg9z{NPAlSUh~f~AOcu|jLhbQN47Darx0*Pc)ojmaVpoWiB z+9~&v%jb+veK*<&ezJ{+t@F}lWGomB&M8OsU#|}wB?hpcKHcA|%h7;olov=aV zq`|qK3!JJ-g5FT?G)wkuE*|cp$w@6rw zwFG8OL`*RqaHJ^hh9@_275^MA3jEYh^q(ORf_|EG$b@C}oayZ*4Buqk%lK*p_N+Btqt`y#u~LAE2QCcwr57qCV&I-qvCu-18vl za`(oEOv}{BDry}msj*@blWelM`V&tDj!YzF17#-h5EC>GRN+=^L78L&tHVH9Yoz2Q z9yd}u$Z5(z5jI1QFGh1DN$wYKbg591FGi3*Oq6MK(--Xx?v+XQUxkN1*~VY-cTB5)hVBnMn_^2(g#UrHbLH9TOAvtw9%WQ6*GiVUio#g(cz( zidaQdCbnKC>eXoW1gQwgphW)A%42`!G+}dWx&J{MCLjjrfQw>a0>Vmf*TPkC(J9&K zWlbV|pp$0Z>S~NJ`KHYilG7MV;S(C6o_N*?ftGex;u_elN_9kO!EHyPG)8v!DZmmO zn$~H_QtjA|7dD~3a6)XGmm&%x9;N6h?d~q=^Y!9XqR4h*tI2FLiZB2&ZNnEp1C(tK z!(Zc8Zuzfn74B}4XqYBqnA#;%;pMD6E*M}lN|=Nc4YwX8HgQX3PPt*_8aJ)l$sWTN z8>*oiDr;on;dQQu)TWE%dJ;o2;zrNQS5CreYPEFPDMMJd%ZRZQShx9LH+Fe;NNX2p zpTP>g^*Xh&S^cXjk`{P#;v2yMhlv;b&i@Y`4FF8P&3S`(Yn>r_6)bE{Gh|;fT-`A? z$<~RftKGWSAH|o72a_<}qI}Jl01?ro(DyRu_Rv%dK@WDADuo+>DQt8PiagO>5O}ie zbBRH8X6tBFD&qZ|1oft@acecYVq$?Us!vHRg5OlBd?hE5bXeI(Lpr!-L3o~;5EVwa zb(?Q%WS3_{fy{vRt%mg(rqfBe(n*h&&7!r2m-Y*B7?o35l~*~H$8z0pS0{wndDm4} ziWn3Yr3dd$Yu`9~pLoI!XD+0;-vq<&^rec?_TUCqc-nRX6+`j7IAOrpvJe$+74=}< z7b4oD^YF?O*%*@W&n+oPYC1SRC;v4)CyG*du||k8*@d!F5geLoE5}3ZW4~!HtGeLl{~~o0XKQuSL3UMrgQ{y^obMTBBWA zC}i2ADT_qVloaer=#nN~-`S${u%djKr72aI>GhcTQxZ#U04d{{tvN#XPK;0El-l=r zR0WNnQ9(ZOo81wQl4Gak}5(V7&!`+L|yB%R0g)A5}J?H)n^$_p#7TMXww_O z^7>l1QN4kp%C%hBwY;#o94BBIYr$OEA*`{5%E}zXg3&e7WqHl3J($}(<(Ny(v4qYk zuRrnpO!gdK2>(|?3cZLxtTQY_+*>ipn9sSWoblM3GxEuGp7%V0V z{lcTBAzW2-;i<-L79~b~*5fJ1%lhd$Arw+wpnY7(U)|MLch-lp7(BU3%iFNzOe(VO zTc%uTgMHXfe#Fvz{!3q4Xq%IG2SBAx!RG#t@g_4cT0An5&^LE7H$owxI_#R*ug>O+TBXMxI<@K{++Xwx=yn6YiOY7Q07nmY?& zU4;nAK5UDz>akpD(M}pXX;!XW48JONCJijs$B?T!W5|i{q*in@&uYcl@?}(-Lx*mK zsdn(1bw{Omdr8QANytwh>$dfBy&b+zv=f=O!;2qJzIcW{=gO&H&%V8T_UEqYp@6{o;`{jTOO%F%?APeufhgrt^g zYM95YLW(G)EEJ4c3vD^7sk8<-5{9_uN+F26_UfyKH!8IvP*Q=EB2vHxtE`JLM#POp zVEV_+vOjI4nG}iqSos3&;1z~W-h0I0?H~{Hn=X( zOcSW9u}_~=Y)HRWZFNl45dU4@OIOV}MNpuw}f}W$(QX=67wrR!w$H!M$bXTPX#X!ZBwH)74wU4#%k{ zY_FA432hkj3CM08|5i*B1-$I~bCAAHU3Rg{4!g>>=k8t1GxuIj&HtP-hj`A!>x|8; zOE;~2TSBwT&?y9+g4mC;&bs{d&PF{|_S$>IbxA6vboKb;3+v%iE*UH1Q7V>CcCf`l z={JAVuHE>K5IK{Jw!x4!*Q@^$(zlAlqy0oiB1bA$-a>O2C-rN7JPOk)JVTg9V1_J+ zyI1iRb3ZW=CQYPCT_-ANIW@WIa-=!o#2&U9Pq@Z~u8C9WW_UV;h0r&p*@Yikr@J01 zpk+S94();nJ0KGAh{)lc?_^f9=VY*Y8;qh9t%p6Pg-aj=Aw?`;^&#zUDrid}vtjgOMDACdc{Ni2qu}THKC;!M`M>>oDG0 zOO1{PL5G-SftgVV;~+>S3I@zDPt@QPzrqmDU=D{VOwC|c6Q>h$%#@{xQ|C%in?_6w zPM*Ni3{95_%l+n*$5@5{kSM#_1u;8~;$?GuDa<3D=N(I&**V-XA17w=nZw(pH1RVL zDvFUWRIEX{c)st8S~J&^fg`Ha?WhF*uw)TRY~3SUq0-j2 zPxNL6bIW3$9T!>#Bx^*rxgZtGO07`}!uOAA=)QgyGzyY z_DV$0Iv#QFGYd}i)x3uhoZ!$>uTRkkTG`A?0`)p(uv(>vw#M~f^h=~jk&3WSXvzqL7XTfuFR&4ZVrbdy)qGxm^~#P zDvIyr&HU=O#h`XEt#lkAs~iJ*oH#|NxBnEa9bY7l$_uirXPqIhcC|w&Dl$rt?31mq zlPD~~@t5T5U8z_t%2VdxDLA2-gd(ysY3Z^wA1P+|mieIkr66Yd=jj#a=ZO!|QZ8Bn zv4{!y(En8pYv8nJbiY!we+G0cEivfZ0HTJDEe&UMxM)hB?8A~mt-pr}@PS9l(wA0G zrca!~PCNYJ)O&NNC(agYx~s_lk&uDe> z+}kzRu&Pd8yOX=a7I{|M`YU9|*CDN7cC*J_CBfC}=Q*SH!19JcoL#FiVOlH&3s;uf zauVDb%mu_~bMDi`sS_mK%}3=l;Qs=@^0I|!u)OD8@3gDE>wek=g$;f(M>}e!lcqaz z?5_7jAw1y=Zw|xB+32crS_ZQ%i~eOUe_}ddi}$YjS`s+hVu(UE{Y=G@ zlr<-m6DvuY=YuI<&t5mXW?^%iOaR*YmuS1&EfEURJU`Je?R$9gZYW5Le>oXGe|e7C zj`pA9{qT>!{NLaH_Ln2@%qhJ7_iy-5C;tB!A!-*fE;#2~{t+g?)lDE*7QAP1mRCjF z6M7i2c_tS8w+= z2)mI=WQQewU}5TK9qBh7Con`^$Q*n(hT*|}?l*sG2!Hk0e)zW>{1=CESasm`f1oC1 zIuj}b_!bvYT+R~=qyP%4#%NtEAWrs(FhdIL+`7>2~WNN1-h!0mihv+FilZYgzJ~78! z+A|=Jm|PYyHcDCVQ${2;0AZUYjZw+QS(pUSvWSe0{VTke=!efS{7Qy^f34UTsT|D-nzC`EFGi2j%& z;uK{8>4+F8Apa%@mp;}P2zeA6$Z`v5HVwH+6Cn=i)GQK7P+nAups^W};~9;hitPw0 z!WV=2RvHQeVZaAKj#E^QGj6qbk_*U#J$M+TfM-LQXUErsGl_(K_CoUZ39^)op0JF| zD1}sbZ;Vh&L&jnAP1v}0PgxhUTFo6F&pQCXZ)d5+FumCAXQN#ki*8IR8i z5vLanMI${;k}i0`iTwC88<&=fSdeV#G+h%lGctKzBakOi5$W?)YD5w5_>i3knB@{x zTVj#8=No9|8HRIPN!LFyNLd*Ld@4CumPAUR(Ljg9nZ!44zPN6xBvPe7CnQyx6slQk z$60A-egCfMnp3zZKnaw{2$az%jk&Z-!kHW?qm5#CqRDXry2+x(L7c{EobM10vn6=T znWM@{QPJ6>Xz89WCk@m|3f6f@!DonPxj_TcofN^O-uY^;Mr#rRHBTdt;4~oi zDW;%*ftj=+lX=!>o^W8bky#ZwF&D~N&=`dq%8VUKXdhasB5Im);!@!Uqr~xr=%*dQ z38S9Msl;&}?l7aM+J5d}qb7!ZU$As~jX5jRS~+xHpg|i;mG^*z}}Klb#95 zp8vKctPuihcZm`JvM+66A$MtWW2KeOvYwx~p5aA3tY@YYg*kLul8w+nDrpywiAo`4 zUIVIi6x2e6!>2~te^Iq+<8}!Xim3&Lp{=x87OJT4cA?gXC(vjKk!lG7>!Frvsg59a z%GV0V&;-`VsV^EGph~LDp;Hn&oPBVrsXC*pdZWytB(VCi>S$E7II?6PW;VKm&@trP^VJ(v)Yxo4qN zr@M%m=^9`)$gZ2&oDg>yvj`x;A;+OL8J2v!)WQAlqL=98xLsQ=$b zjRerJEIO(Ru#FYV94UIYNp!IptFf&59Mu-M`!{AF>u~-@vWN>7NpiC7+NUdvE#Smt z_hURR+oUghxe$UzZLt_MyNKd*T`FN+;}en68i_tjbJyBMT0*q?X0)Dxw40{1a~ffA zW2ZzFbOjnASJ5+OdKAzLC^vgj=`}M^uUHqfo~f zL<2qS%8o2%W~Ga{0t_JJgiV|qta$lcA_!M{8NlSZdfwy^p8;VUbF{dKV*he6u6qVI z#P=%Xmb;oswVSDnoi=V+OB*g^cAKTPwy_AUnOVl0ysf#stJz=x`@8}>2=~@mKv@Tj za0#br3#@au8J3jdD{17*qUL+P^{2k;`?tyIUhrFO^b4|FB&+w!vgD;N`&*=Tg_17l zbe+gz16;;3TeCK6o(TLjqi3uETymI~x)G;!MeDkjft?u4ByxH%Sg3qnr*E~(W<=GI zx$8n|qBrP*opG2hKv)QrfV{`}g#Fs6Yd5yb7)xaVw9F<|yrYMg#dZk5)CoPi8&I*L%l}=8P1R+_#vCBy zRk=Rnxdr?zA9z%iH>?0@g7RxYECpF?>Ze787YWtJ(nzktWm|c%dWu$-!}He3J50TnY6+jv8nKiMLaetX158QG%Es}q zC+fWwS3VEb<6sPbzv;biPy`88A-v{(H@;V1yan%Y{uaUEy*0s*R#^- zX{_+LNlq#u)Esf-rcu~DN&scM4ad!q8JZx4C54wX41v4lrfw}cgA63XPMt0rWihi+ z$rySYmw?ZgT*+9SegEpbuj$WhYj2h6c6AWSU%MN*u&JbqcmH(D(8$r&!U@q6J=YWs z#m!+D7@gO7qtPLo%OqXWo0JQJxF$n4ih#YH8KKN6z1VG&mbg+)(Cjl1jFMHC(>h(w z&UV3>E7yrET{lUUuTuBpkJ%#67$;r|xy2s>P`_f`jmAl$-D+@FBG z$gPxYeE@LH+(JYg-dnMz8r?1)%k8@ye*p?YcV*ap<4dC5`M8VaZI)fqC1MfM&GxuG zPR4kc5#z##6QShntvul-i%kyMj?`vvT2VDkAgiaVwR;Toec7drWv)Vab>)20$KSRT z$iKVJrG0#Ga@x4}#RqPrv%pGT`@GNV36nYqH;m6(&5RQ6=g}*hlwjeSoZ%Yo;U4Y? zXZ=#zOX3mRsSAzb$Kl*c+2SuA-P7G1up-#ZR#!HT5*~$=(AykN)`-6DW&Oh^^$Ema z%0`*W#Zg+4?uC(F=@)zHm~PkkCl^M877P^X1fSicPQO?=lCHili!m3c5bQ&4*b5(O z2Sj-o2kQ``FGQ}`0<7M*?ihTO@nOd636&S5V9nCl84a4*(2%Z8?(9Ketrp)YQqyw!?g|Q;9lW`KIpyec7VX{RDZCs^a-4x z)@I1o-FWZSk()HI#?nf~uTG8Z(?3IAh(Wd+~%v|Q?@eszCc@kKpUkSoUF;0;Ec$~2zw6hSv|u53+_4W^x$3x8&369&-z#Y30kjyM!b|> zKRfyUjbcCc5nc9h_;6^C7G&b~&X3)8k)t2K@YS=pK3{u!KSf_ws}Ka=?5!AOsu*@t z#t^K!6veAB2jBkj3{(R zHErI+nN#OZo;`i~RAHr;m7g}P5Is;-=~AXmoj&C$6zWu}Rexsahu36WttYeH3p!V+MyN`KDivNl_ePT%H7Z3n*ZN@V z-M@#Ax9z}C_3hus4<42J`2YRg&svW>i3ViElT!9;B|!xjRB*7mQ2AuQib#6M5s46@ z&?Ai+>L^1?Kw^YKN*EbrB@3!itb!57qlRkAibP_>F-IMhN`$B#e+1Gd zth55F$RhE9XRNY*dalW~KzR!;RQkf}KL@YGGD|H5YqCkvzI+ThF~_V-F}J3yi>|sr zLrgJeL?bg!Ip;KuxX52;!(~UYmnH$bd=Vm$XG}|ouGg04ObEZqi7E?>IJSVlT z(d^vo1U>P<+w{Eh&{NYtQRSP(yZlbI@4!$;UGJ_|GHql)i99h7K?ZO2t3kU4Dri6t zEs^k7jyB}z*Gm97$^VcLJsQ!G6Q4yXL{C<1qJSW;%}J=Epz7rWY`+C}scpk0_o*R` zMAs`Ml{Cvy!`N(Z7E+?*1e7iB#W&w8v9rrvFTwnhPJvHTj4e>6RP(O10*=hFfggt0 zP)aAoEzj64`)xW!FSbmrV^ljdIo~Lwcv0S}d(AjU3tsEai79=P-@7o?bUg7q@$|g( z_+vG`Sz0kQ6i-maPgMX#T@yY5Wi^P_15trG>Zo>zEts^tN ztS2ta;rT9ChR7LoOsqM~geVRIB!q zAXMB(jMXb+8OMpHnRQW(t!Se`EHTD7%8`!cBM2ZSvNaD4LXUtbWFP;C5k8Uxk&0ZF zAO9Uu$U{DBk&9I1B3p6^nQXEr+9Dv1q~cMMD#el|y;dhJxKfr*@PVbwU{7W_Q?xt| zE|cH{fMB^(o&tuZ(6MFboS}?274>#OeGFT&_cQcyF_=hop)rjK&1p*28O0ORG1e3s z)opW`k}-}4{YA_uvW7IrlisQtK{WE5rx1dOzc*2eo`I;Xwa?px2lv%=ZEJoH=2SJuiZ57quMKx=`OK>6v2S5Ny6)?bS?M<|& z#fc_S8zhys)U_4d2TY4XsGrXCKdlfU3Fp#N-txAlPOU8xAtl@v216N8-6f>(vj5Zs zF;$jrLM{#|LsqLEGj~&M-I&k{%v`R{tJExxScT^%CYtrEY-uj}Le+}3rYco!^%Ob< zb6fA=)xPo6k1zkipiZ>0B6$t0dI!s(fL_QUeN?C=464VkEtH`MPH>4%qBhGOf^C|` za3eiyt&&bMq(D09YEc?u5yPmpuSIceP3e=oILUOuttotz3MCRwVrQgl&^LR#<9o>% z#)s+LQ=|K_f(1{N+56?u9tGVY2erCSR^rRzq)K2S2CPsf9>KN;Tv6GM$mKQ7Vtyt* z^~{1h<9Tme-wM~}2F6MWq8?rs63@BK8WQWirU!iYmi7$q16wPp`-2|sXnlOWYwiAAhhRpaQy zD0Z!iW6G2EP+68Ibkc9RED#Y+0;f5~)qHq7?D_WR$AwwUmxRo@Wh)yoX~9eRoN8ny zH`&@)#3K6FBx zFz5I(_OTUb%PxuLIY6@-aGP!IYv1zQS2uUOjwW5K$IPBRb5Ag}d+tH2m#LWoPrGRq zD}ywm5=ovn)`WI%y4P7h`)-9m2;y&t80bLE`!mtY4(LNqB+-j@2t^JuQHVp>@rveS z#YIv`OF-fZSEvI*C+Y~!bH0!t4|(X#um?Yw9DzbHZQM@4YL|PI^{s~r%wulBng8S) z+`v6Iq>-2}^4OktIa)6EbJI!Gu+T&gEZmRY<54Lcl}Y_6wV7JAtwP^pRL8!X%H4JD zcT+y=LF%`|N~Li-3^|JtKKZ6r7qp|Qujet)ookq;TN&Kmb^phAp!bcwe#=Ua9PvBA z3%r3FG^i_u{-X$yIIu`-I0mb<$5X6FlRO24h%|@*L{gTGn#X zs3{c!G#@8?LM>@ND%8d&5{PP4GIHa>aD=Kaj3F_5u_BAEV!F9vOS)=fy5))^1*rr@ z5E}asC-Cq?H_|t}8?;c!!+Ud@eH^e-hzO=R#C-}xK^#Pbvk(V#Jhf@K%*(t;oIu5b zM2eh*7!ZH}xPmwEIF8H24Ge@gkO)z1ffkqm0T6%!V95g*00me<1)zy?v60kUpx2|t z0D{Gw%n4h>#avveUF=1k07h=G!P`U1U#yK`+W#_j>anL(qqjH@BrG4n<45JY#w+Qv zZRE;#(K@JOC+N{aaU@Gy!XJRFv=*~7t#nge76gFMK96u<#QzE3EKgIYMpV)+OIVhRjKoQ( zfC3PJO5C52)Wky&K|d%(m0ZaJIDprD&6?QB1R9E#TcFwG$#22U+*AOc1j?Y~#aY{l zqBP2*G*05wz1>qrsI(mSNRVbcLIpv-tCY5^L^}WI%IplcXd^hO1G4BS%kWGcv^+oK zFpf4G%d!kJ7(%}un>y4{s^n`0K#(VYjQ^)fkd<1wN~rP2hM;;+# zE!}iQ(ZWgIEEfZ?Nf^}$-~7#ez)@TjO5xNA;xx|VL{6j3z10XSD;W%AM4=*#i+HQb zI;=nG93Q;1P6v4p?X=S0DmbwG#<3F5E)_?xO2_qNnWmzxy7bbx9H!#nJ*0cjU4qBN zoSJr`PgJY&=R+ zn}jb6U`Yaq%>=LsQ^kqhq>7rf%@%A`8U+_s%}HD2 zhu_qP9K}(72+pDi(q7FyVI)o>{XyU(Rvv37v?#WmR=5m^?bRa?c?ePCH0%?X(G+|P}M)yTWxquJ#G z1!PrLu+&)wtv^8vET7GbYz*4k!nrYvQZ%AMsMX!@Y@BJ#yEXyG-7Ui`i9)8c+VA)d zLaPKos5@F=8o*k}@8}RjOtAL}$g>@fv=vxHbxd+9*gt#Bggu*(piq_&q(V{zye%Zo zO9PzPRF4!~!aczg<^R}hc~z)DIhU*4$)yU(h0)8Epv)EE0bbc%{fW;-U&DmD$7(Amh z!}MesckJDO6SzTJ-mMkTd}IU#9YnDm8wiZFx}w*C`&WZv%=@{kqWN9{G%UkAiMyr9 zx&?$oP!>bzRFAV%L2?90Xy2MJRf+XTW$8Tm{aF7Mm)eX)H0Iw*y5IjrSpt@00^Z!B z*acg_<5;i-X^4gd_Tyenj8*uVWn`);9SCGi4+N>;3~pTv=2!+!`zQzcq(C8qn36FA;n&oZYeB39j4O<|F zJR$C*J{!P;6^~<4TSQBdM2*8SYGNn0goagw^ksw$R0%AW<}CKO^NmE0>*6m~08>2x zzcm5C)i_5mW2fkrr#R8kdfc4c-!{%9cCHCpo#S{e;Fi^i1hQi2BC`D~z z?M2W*Q2&wp>fU6=*GrhJiKJVVuwpE(=Bhqlt3Cuscm!?c+l@?vKlp?79p@S$iWMd6 z8GS(;ap!PZ=T?Jfd6wrow!I&v>!ZwPJhlZ@*ad+8V@{>~NCxbriD}Q~ z&ie?oKV#nJHB^e=>A(tK{}gJ4;%TNP2qY%v%;P+lz$=*e1m3=xX=&IA6r_~cA8D@U zY1U$_)@m8h2{8@?Y#!^SFjWIGYm@4QnB>h~P=U1u7dEEFw}$IEmTR9_hq`uex(;1w z!2fGihy`gVN`Dq;+{BiWcIDi5O039fVz-5H&W(x5B36Q1H zwkGeQ&~gz&@ARf)17`1aAamnv@ApP?{m$cp?q~h}#XjEe{SH!pR?b;4=rU_F2Hz<) zvDx!T-9b(8!{$eP(Q};(z6aN6+KryYX2ZZ6LZB7#=(E12+oj-zPu4C#kdE|tLI3c< z!rdooi+0M7Kg;3i{fM>QZ9n_oe5G;6vhjiyU&e}JY2oo6XKKl$pOmoTA%|{|t70UF zZmiDgCD)131l+)-a&dWM*=$k%HSaCQ-)FbnI0kb$UhkeD^D;lmY(Mif@73E|4O`IT zScrvP$Zvdh^W4K{bPrZ;KzAZtg;h8OgD&JqhNaSJi||0!?vTzwJJ>+CV7x-kAy$R7Y0W(1MlA8+2MZIOu%`S)bsL=XY{PJqg+-v6vZa4dEckgcRb_C|* zJ0^EisBiv8PJG_IV~}^x@FjUmA=070f;-*w=!9Pec-Fn(!GB%moA78=c!bXtsWEw{ z)t<#a>5%qt5(ZC-|Bv;H>}g%bp(CtcLipY#`BQmqlz%LTsCn8(W~LUJpcZO=RnYHk zeUJc&lvoy}-uc|medHx>Pk3s(U3!lL1Wv@Lsa|@juIfFQgcD@)05F3=7&$#)eo1Oo zEN5r6?s^cr5&jK(vCmPm--)vqf3&A-vqy7a4bpHI_w{FYcgJu2UjL08%sp&ych)HA zco*b)FXT{fRzg#wc>{=9vsw`(I15#%N|hQ_Lgla(s!|ahQmkn4BF2mwH*)N#5n{ns z0!NZ8Y4RjWfw@+)Z0YhP%$O}x4y+jJW+;gcN#;T+^CwW4!G;nI#p-h#&u(q|kt6{McJuD7K!6D|fA*viaKJb6)XSVFMmCQ9)A1Q@6+f0J^c9W+4JkChl2HW`uFqi@BjaP-v~J1fZP~( zAc6@hC`~lB#PZ-S(L}?IgcB}kAT|g}!wojrICIP@tB`VvNFkvj5=kMUc+!d`7388p zB@RSTDV0#tNFzEqq@zbY`uHP|KGHNKkwub47Li^#l$K5{@-)+vM@ktKR=I3-C6-xU znF~Zs&f=0vUrtG-RxH)@qlznz*;7qvq16{7ZqYRtU3b})mtu@DCfH$p_L&%8diE9C zAd?v?86%cqrrBnnISN{4kR6&DZH63D2W+SP@kgbs+5dJ3Zn{lZ0C0Egp@*p7^`d|Q z3Ruz0c;?AEYj(`hdMmEECTFXzy>^G5dhEqFEPV5=SKod40k|x)0TTEuwBIN=ErJ48 z=%6jDY^dOb*la5exZFsSp}5B!bIK~9kTTMXMG9mPjA@GH;*2u}HVKYv?I=-S5$W4w zzd;H-Fh=dVd$7ANnN$|S?^@K@P5-vY@K|eFY?YQ7Yn&yU2uUOolx$XfG0A84C~rwp zj&clVhaSp^BbSZl z$t8i7Os0#m-0`l94O19O2=cJMJj9DB zqu#};logj~tR>823P~c8lN0F!*5{1GaY82(as!@$mk0PL8xQ40Me9cmZSfJP>s7kV_<`9#JK>@5o zsu<{@0IlLq2cgr8zM-&}%6XM9gLx~w2{TvdfyWA2sLc1k10Bgi+zg{BO&Zova*w0d z!XD_s`9(!~FDHU@T~7^4;Ac||SK^C1*D2r3R@#(nw( zOhZ!A>;~y2es%#n)()!vcJA}Bp}(JMd;WcYAGNJEnEEs#lMX6UDx zOjzQPkBnsfuGW_U-Vc+giCX_Qxyb+u@DrNZS_8ZG2Gy{VQ-8=QY*s1M;lR>52Uyz$ zVp%KbMCXLX^yLSiDpe6ql~%`GCRX9o%x6+(nqK{?vl@p@1v&0OJA9BWylK{NZU|h* z5FIDhWjfofQ;c9C$W3797d$S8A``7AV1=~DdOftTDFNud-lU_!8rFCReJo`CIYoyy z_9Q^5$zM0ZSa*rBF)n-A%V3t1I353zW*^0iBLBjqMrH;sCXL@)B>738fu^NS8`~jZ zD$|*QvbS3kn;jr{N(cr*Y$rMtZE6Jirwuh=epee z&Qo2~3a)9F_?4HUv=v=|>Ft6_#V)WUUi(fTy|;39SDvl!*sXbpMD z(*mLni&Bhe)50i{zVEd~i*0XZYg4LS@=&DY-)?!k;~Z*NaLw=rGbkCk5}d>d zqFbHnQfIo#NyG@h`#0}uxy%3B?ecl_FkbPB7anFlGn&&JAM?Ucy>5Q9e#9C%_)_bv zu>fL)-1^p4^jAf61&M&|Iy~3GjuPy<311u2S1aE= zoSD)X>NS|kq$7e1KwLA*5?phjPgPl5B{TVfPW}UwrCgr5Wf?hN2D7ie4eqLPdEC^= zKp)bq?sczQyv{uDbl@!Sc~i57W7Uu}9At_+=l7fD8c|$NR4|VOSd5oeqQF~GqXRES zu|IQ@(ir_{M~j+wl&=4@VwYHP!}=~IkAMyXs$PTIn4Dkh(WxsFpL=5{aV~&%j~?_y8b!P<0o`r0~=CLzoghm zx%B?U6zWZX3nTx4`kJ9m+v;e@x=;h*2d;B)Zd6sfudob$>;iNA(m{8cgp+Cjg$nsng)u&d0QZC%{f4FbVrCp3n4*<6%(~ zy^G|{RYjnjMjf2#c^(Ifni%24fYsFono*ZP9EJ52q@hz2$&rbH57LB|UI4=F2~E*B zf^A6#)Ab(DB?|B`*Bsg%^w@K;X1Gv{>_(z@E^DY!z_pnDNr7u zMPOK*NGAU%plTr=2AUutCSK$5;lOxBU3s7dQc>{04DD#1NswL#R$@irRm7~G2uk85 z$`Q~M;t7UeUF}FHU{uY(VAI&x)8JU|L0=E@S}WOxqV!(Xgv}8;kP_M;6E>ktmDC@+ z#?=j#8&Dw{{6TO@&>aLqAYegvw8{Z&p{jsku9%%PhEVxc<8F}QnVlgwrXjpZ2Z1OE zIdFshRg)W@V_1b_98Qb=t-?x>0$kaZphX}+=|m_fV2&^bg{>ASI-H&e3}akizywJn z=98qI4n`bWBY|KFlGr&}B1CdtPZY!_F4iWth*(^t!I;QG_9FvYga}TU3))N|c|t1I zSPlOY+hh!1E5bz&`kW$|O%V1Evt7bvNM9-~-4faiFK&|5Et%C_;V~W;6;|OfZps}b z;~t1X_eGU=Fb9=kW88F`RFaTWcA+-H12=A^y1^fHh}Agq$2xKYIh18tqN5w$-&i7u zgh<0NxFzYpl{qOQA`0Y=w8BEbPA4eb!+E4%<^%)!j6g0}T@G4U?9R%y9*SHXJUwDs z2;MqHq-2iTMA8V%XkcWrjz+Q*Yh?{6UePA*i_4TxNnU~>)PYIK+M%%G&beaQ)JAJ) z5|M2ZA|PQ<>7)%tO>Q<{6FM6r{6SF~V{i>;a1A3BT47Qqry%S>1w`d^yo&glM+g5^ zrL0gRb>@v2j$Kx6WjAgkn^gx`k^_I3C3%*od7h;VktbTt&<(96w+swcMkI+wqSHXIjz%aXA^ON>n$Bca9GjGgWh%y? znFvTmXoRvLD0yTbZqWs{56!?uNy;8-23?Oy22JjqO%Ba#f(_Fxo7O1X)Y;}A;AU>_ zW>5N$0Trbk1gS9&X;K!Y8zAQ$1nD05L33IMG|tK{U8fdOrIhZ?RgNF}ai^A|p;u1F zSe+-BhN+m2DVdfjfShODrKviOm3-CNs$PLA;v%Zx^=w36;zUWR1p#s>%1o$*iHumFg3HX&@MHv}a%lHt#)-w)fYwf6 z(AdmHk_&o5X}s1dN=<9(T8t*pjK0{@1(~ebrf^ioj^?Tj_UI)*0wM%La0V%HCgmU$ zWs(Z39W3Pr?TYv1N_JN1FHtG9nvk@DUzTp^mYSIwN{4%{W0`&{xSA(6oo9QgskyeN zdwz>sz7;35tAG)z79kjZw!$AO;36$*pysP$8KMK?QGsUYIsMmwX@m*FTqbJjrY0;u zjUdZ$=z`WuI+fzR0$9S%RbT+pr-G`b4a{1YbgQ?9E7q3jxQeUQ;vc$p?VG|WCp1ET4dA2w3u73V0#?EzeWJd;?Y>4F zV8|`JGMIxQ9KZtPp8^t!olM0lEN5||X8x@ON-U;MoJRT!#fs%N{CXc08-_N@sL9=h;DR)OP2#RxQ|mY1aQnZv z`~f1&tO)03&6aS@_NoCDtMvh`?B0PH*sd060UG3Pkov)L^@f%04e=JQcJQ#?I4zhd z@A8`A)LO^$9`U_ZuM#gYdg=!fQ%i@Ci??X6Ti)R$Oads3uj=iUM`*Fn)N7%&O#6

` zNfO5G5r+HF#c5)$Z3M#8RIsv*hL48sa0wS}kj+fCY>@qA@?BjZsO|`pa0&Nn%{s!b zQlS=DAp0u&Ec+b z9pf=P(=kNo@jL~jeYPO%5ztNKNgo5x8M|EV6-N173L|`qLFW_&>lQDT6r~ImPeIVq zEwl|5mj?qS8iaBPkFu_sFh@IrGQu*GvGDA|at!~^up8U~797Wuf{-sK?R4^T-Q@Cj z0dp{`UlCVFGv~BUUv2g7bh^3~D12`g%aOmLue=&H7gv#gQCScH>w;Da7e~8rvh+j2~YeMW&yJr<;Gstkn=?i4Pw;HC4`MZ8}zXyoi6sI zvla9uUz?>kTdX#nuhv0PQsEy20wUlhA|!T3Z!|}rvH`trEbFfBws0)R@JSCs8Z;{k zwRF-(DNOeYXHOMP*Yr(Ohfkk2Y8!|$ABb6|_F8W5F$4nuHUcOBuwVwH{LU@Es;vS( zwQob*xE}6iJ>a0S)RtmlPr= zGEbi7TuX4KEZ;)s^hLaBc>|AjB{%C*@=#=L^TO z85F`EY{D&X*=JYTfhRb4T%-AAsd|<6bU-tON3m;PIEM2y*Cw;pj^z}4@7M-hAOa{k z&uw2QoHxTxA*}Dkb|jz*GQ>6RZv&{HE*POQ=D)u2Cnk5&baithB35%mUl^>!`BgoQ z?`R&9c6%n>K42++tU%L+O#%WCj`zzZA=I=tC!?$lrpC2NkWNC~DdQ}B5B71{Mt#?} zM(gS!1VUxYuw)0R8_0niytyAFfpPyFKmr6)XhW+^Gx+c>c$Z}W9l*o65=elogEkB^ z)h5S%eN%-;dW9#5q(^gxUpl6DYlp1sY!?_`o^OepIAEx6A?QVmvu`71)awPZAfx(> z*LYI@xEt?ns=vipqu?3Kx~>DvT9A~fhdLR}y3crQX`N`R!#X1ghS0cmM_o#lkGI(5 z;$>`k)!3k3e>p_2cVjm;D#v$F-oaca_8~0xnxpcsx-bmOvK{0uyWfEtXh9aFK^inc z1t^s;y)>YEo1o|WQh_0%!-JbGIx!>1qd$73A3VZ$NTx45!(-DkBM3GegB4H0rz;-f zMVxR4;!-PMA*?t!^GqhdamfF(dd3cNKQ9TPR>!emvb@YEgx=j3FeUZNwr^MSIEaB70kVdS4rEcC;gOG;n&m86+b{8?=2h zw$vxKn+G_Yy8#-Qv>OZpaioC>2mo|Vm1pxiZ#cNymq+kgD;;RVp)-!aH#)(Ci!=1S zGZZ}Fk4wT2KH(R>!h5*kBYeZFc3FD(=9EiNw`(T+DXa%3%3FS4{;QuL2HNwk&uwp&Bs&l4%>TGwkW^^lJg~RVTtsKwcyIlVZo3V7{T;k{?v6dX?*SG} zfZA_YpI2$o#yu|W`!Dx_-QPX5U-asMYiKwuL%kYGWA+z=*I zxX@rjhYukZTsV2O)&enF*bdhQbRkj8H=j zBkB+vj1=-v#1RJq(Zmx?bSNQdf&rzIMmXtYsg{zeF{!0Ii3y~c3egHEz<%0_t0098 z%ElvC8jLKbmR##By7DU0rXWjF(#k8Ff~rX;(XuNou=I*+MwhC@(#)@HvVO*!o}xj^n{t~cqTlf#b#4A3sS{aD>Dk^EYXRaW)Po7L7^Wql9VUA61)zXE{; z_P_)eJg>tIH^flcWtpAuK@v4e5!z{~tyUrwH);r>4+rW9lt~(43dwP2Gzmu?8{u&) zAlZ#esKBH&Qm&KcMM0aP?pq;=2im^ zIN|>S`PtKCGa99P=bLd%vkbSV( zv(Z-8+O^qkds=J-$~N1$xs4m4V@Ua^kxW+ds@#XGEYql^bmXy+M&4~#ae(7Zsa|`9 zvNxr_&4t+VucEYgNS*$2cdpAp5B;mB3Kq$(y!LXqM$w_nL`}wE$CKSSt^6b?H4#%p z_r=x(*^oC(PAzB5%m8k*+HCHuG}UHqzIoGFPF_>oBo)=tpnb+(XrhM>Bo8gJXbw6w z2B9u%`LI4;{qw9yfBpA!g%$qzGN9vEY$-wzY-8QV2Eq>07QnMfqkjc7-~roqj28ca zgmOw5+_=i*2}&5waEV*o1uGUWDd9v&L@|<$SZ6s80?c)OpKbMPuk<~~Q4G;M5mccPOc7-0xAjEqlyGR+%y6Nuy>FL}yip7Wq+8qPG)Hh*f) z&X9Ho?QIb_+#^~b_K=0}jcPi65WxJ>Gc`1>@l|VdqkY`>#`Dzge)vQLuL?-`HfvAI| zx=2OaEDws!q*-#BsHsTtMpUEHA{VviMNbK$1run&7|k%9B%D!>;89~a)pt&Gt}{I9 zWM_9KU_U$Nk62+Nyf|F0+f=P+G zYm*h_q$kUiO3ZoCl7K1YO*9(PkVYvJeQ9L}GaABNu9B8*0+J;vs>@xb$uPd`AtQq6 z2;2k@HAqaEYocc}L@?8tQFKi-KNYEJA`P3_)MlqzAbx>dC)<8Ze)2RohzOO2`N0LT{l^-Mtc;k__6Up@shdL`NqY*u7fR zqDK*F11-p|iMa`*p-j?YA)Bu#nUt^~JrgXi@`*7;~8i=K4v8h4BEvIB~fC31>n^;go5)NX=jK^$$jT5!W1u8B=S{1y>uNbdh|1yF$|Tp(4>wL&7I z8@2KTxvMG=>sG64-GpFQkKzGuKQ+|dwvO$|Renf=g24$zl7yn3L+?-QO3_k$B3*~$ z5g^b^vH1p8!kfe|>l~NZml~L{`r7E^u#{2(UzT2mVa$EYYZJ{1Y^9vtm|`Go!Zz!r zv=%nRp*zFc)=KKbwn2`kf&;1&H}Au^6$Hv!tOe-A7@IUsgLYDN00Ibr06li@k%=6u zHpZHr(_LqhmCOw$+tbQ?bddi5DP?Bulghm|HUWc?<-HM@Z~OHLm)jL)X!}>tWu7D; zY6xFUHf+8cq^}0;{5KKCSy$c=hLmwv5 z5ngmne_5H}Y)q$;PR(jUwHww1r#Rd@#E9>(>6vx z>Q|VC=8_P;!d;b8)TYT_*qm2pBoZwX<{47X;_}jL_%@*&zRcNFx^oB?%>(Jrttf@=ZmLWP4}g z^nUky&6otY)*)E?_%i)n0QFFhp9Z4z(8d9w49g0NB`6^;Mu{hAuiOSJC>SB>ux&G@Y?^rEH^h%<_|ET|hg7W44%Tn{;Nbt_&H%>fFAp@1{_0N<_8E4bh0K0I3@VipdfH4|;(OjLaV@;0!}=5Y-VP^63}?aUDm5fO26L6e$z3 zqLMh!CxlONI!Y*T&%GisASdyHD$4&7jiRG6v85>L_<}D5L1^5xPAE+A15weUq;C~L zqcJ+8F@`V}J@O-qFo=#22@gRFaIyO|PN{ms44_a7hokT8U>Idmi@0a;a3&Ar;NsrT z3!BgjpK%ZLfSl0q8nH1xw6Q2>g&Nn08@;h?Vn7VA^gZ4 zgP|kdaVr}F%YKd}YN8)K(D#BuwfYJmKMPL;av*;~+d5F{j>66KYe?R*FBEbiIqGqQ z0xQO@APurG^OC_l2BJU`7AtbXelRhF1H(oG!WOeKKZBTvXk-TVjuI)oLn(FB|CTGBqM<1PiOCMo z0`Nc*{J|V3K>wD-ZSqMhtwjRCG7vFjD=musk5_2I#>+BknAs?weBMH$svNBx}KUHxuhC?!K#uE4wB>f_Y5QSur zkU1>Hd7AJIstJ2YvovAyG*J_KaK`>tbMcJk;-F(Sz;HI5u{QVMHm9*S=OZ^!R6lqV zet=Ur%Lcnn-~jR94*g*hu7f+M6X&3_S|Cs$sIwy!sPxE2^=b}6TCWjgK^1g3n1c#G^JuUL{wB0E@6JM_13F%ei#C))y(cF_4K_2b8E2Cj5p@sD z2RDgwMbV>0F%{)56`fubMmGc;6JS&mAQAkb39wQ-c63!)byfSx8L$CXrE@x46;`)P zLxLd}K;jT#uSuU2Pu#+Dp`z&D@>#u$}nda=bN`FlK_LH8Ra4`E*h4AUe?YQo^sdBJMfzHGIW4d`m@c=kE+W6mJD~eG8Tu z-8T;w4+{$5Z;8xsd$Si#fN+~8aI*$+EtW#0VR4~y6KwQjtwTpWH-Qy+fxAnAI9GF7 z_GKBkyXdhIYQnAz!vx!fVjzqWs`Sh}7!V#2c1gH|XP0(0cp;q@KR0-3k9ACq4|rv` z2WN3=v(#`lTgR$miu{^GTo zjzIql0G55(*9+elVf|o!`)|nfmwh^Qj9JBgqXsx7Fn}|bR8_zRv;$QT_(CLjg6;T@ z71)6v_7t*pIonn_IOb z_Bfm&c$@ur7CNC45GPHr^^x1;kY@tTaH@4%ijfm1mWQn3dfX#$u9Gs_9Vc52L}?mc{q*5O0f^ z@osmEmz7`&3>BF1R+#gk4AF5YnYo?Hc&6zCjhhCVOD`I}0c=Q>I}E_p#Q7_=xv0JQ zsF7OOhMJFsl$$N2L7ZV0CIQWEA`=orcVl;Gt8_|dB7|L+p6R*xvYKc~2zPgPO{Om+ zwKbqIc`-#JGNx!i{rRBX`Vx@WGzJPq{sL0xafW3K$n|?mr>f6-GHTAx{J%un2*_}zr&eDTWV^08!0vrd3yhU^zfR6 zdZ}TXsf${hle)HRJ9CFRn-|zZGQ=5LffEkrb`m3Y>{*hyx@UnX&A^(G#X5G!+C5{p zE}d0(X9+&j+Ic~et&!HPMWZsrHF-XZu0Mk`BqKHUnlz7RHk9eEn{Z|jWqMsqv8^zP zwIJhUd5ikaqak~Iyo_I>5R3$y^U3H%6@0AM$peM_akJ^L!v5T}b0nM<2RPuoRP zTLM?R$-*PHIUKfedz@!G#BF=TDHoh$JA&`{7(_RnZGsXM0Z&f2-&_}Lj~kv78QXf7 zl9wAx!?XmERfEm?Emx7?u$!)p{K%2KP6_lfC1breaz77xyeaxL&YS-v)7!~|qrKf* zc>aJnEOeuNl5KnPqxajFm(ith5`7CCvkx4>wK&1^mKlLkC@T-bvC+;aTmkUhR&*NY zG8{cRJkSL_(2bhJ4ZXw#9mOx#9cQ5x(uFHBxOc{S#~WixEqxGf{LwsShISlw$MeT` zujuj_`l$PLA#L9Z`jkyM$yvSCJsD(5L(;W1@+x0Z7*u}ye zzh{%o_xn-N94F=A4Az{$y+E@$8w}mIMCrWpmKjB_J6BWoM$2Tb$|DHKldMa_c^@xd7tTtAL{owf;m^}>3Hg^K4qCD#0P!q!IJr1wy9lK z8fJkK0AZj9K@r5-?J4~;Ea8xQ*1ghxG4_q^JH5CGMHV}`?$2$=1GJ#uzd-xm?~NRl zmnW_XzyDvRwE!Z}p@9SoB65TZ$0Nv@G`-k#BgZAnmN3suIRZ3jP$gc_oJ5JVBg!~T^XzG%Aga`< zRI6IOiZ!d&tqOW^{R%d$*s)v_Ss{xyt=hF~t(^a53)kudI?II-fx!5Rl!3^_95T$FP;4pup{<;$Eqd;aYC*s;)}OPA)0I<@N6tXsQ& zts1Xg)3il*w!9g1u-c;Y^8S6AcB@8!C}pzbDHEkZl$tw#4m~<_OOz~Gw=@Wl_U(WU zG1AT`y!h~z!arvuJ-zzp*W0^)5C8pf_m|?ozl1-3{rBVhi$7$Dci}l=AAR~Acwm9> zA;@5Z4n7EBefU}8$U}b|k`N;Z`NvR)9)5_Bg%{azQ9&jSgh+}YDwN_Ofj~47MH$(V zQATcP(UD9YeKb-@8=IfGCR}cXNoJX2jcI0@YNqMcnrh7@4RCUDc8oO93|5$AdhW?*pML78TcCnECTF3B z9*U@Gur1nJqNZWim}Y`Hs;Hd90g_xMnl86qr_!~@9e0dmXNZ5MQZinr=&h%qb?mho z-+rw!7@w*B4OFUz1S%L|ez3OJYp@O)IIJc0A!LX}-Z>JUfa9$Q?S~FwWYHZYmUyB; z4W-C!x7|JzqeRxySmPaD;HV==B9(N65@)zku8?`aBomVM-fPoQJq9#`C%RXFiAAv!gWomgrs| z?^YUU#4AQw@}z-GeJ-dFr>XzY-xW=Dr`9p+^mcUsGRSvNcMX61U8h%e{R(E---%y? z&4~T}{|`X3=?4-7gv9yI*R~Q>C|lm5+lpF*k#R}HB7Cc$K>P-{3{ERt;@THXHlnyQ zFwQ7GGD+qhe8NZ zpLW)#A@Im=j&z(Fs?1Zh0NM|3&B_+8_%|Q~>T!^*5}SKgR6qk-=MoHI1h)L>HwQv% zS`wV#MJQ-N6lsuK1$qCG9d`7Q!jUV58xi45MyCa#80Ca0OiJZeXfGwXaC2lx<>v$@ zI)h=UbUBOx0f-ov+X0hyMjWOwwPFQf;tq*m+|3e6*2I=UF?ds~rZuq#yk;`*QCHle zH+!bNSzIq?lG0{rE@g@NSV9r)6OXIZh%{X}Vi4=AgFWTwv^wf@pX4EA))exeKNe(v z{7VP|9q7-0#>YdDKu979**XpH!D9JJ^#W z7|AGS5DHNs=fQ-D5SI5k$}Ev`uozB>N;a$^4w~$YR~qOil2O?V?yr-&^{9Mj|6>NMh}bF#46Si)Pf`iF{)T@k(7g&{Ak}o`Zp7K zQYI!f9KB3pN)e9k3$|=m>2d-S)F#X$G_C1Pae4+Q-IAxe938=css{ly^-OQsZN`-8 z+oW0{5x|Tp7^P7RCT69oR&6fMv3aFS*LnTbXhFLn8mg2An zKj=2NU;!?T)%4UG1G5*s6$=l`WLzsESGicBu5+mw-6SWuGS_XglhK;p#cpjIhebq<4q;$O4tUR; z1Q!P@vS7;wV!$qP5rk<{;Tc6FCZ!x*hEF^c8kRW3_L_pFFMTgGOggqYrIP4ctV01X7qX!g(`K@`w87gkweqqDis-62F!EoPaDNH`82X-OOXqdMm+>lvRse8D7gAtHy4*&8^5} zUH7Txx5-Q?mVF&XXh#vx77wbN6ThN24a|e^&L8Rkwrz8}uLyFU2Bz>eP2M#&k~Gf0P?G-I`V4yIOQ>B`KY+17n4uR$-$~}B46d^*o`7Nr#bV~ z|EamRJ}c>8e;J)2hS=Ej>SuhO3GI*!!>>n+AfDO_jd&ek8qpT4|^6>WV^DQHY&QXr+zAkqmY41pK zDdryDaKh{V(qAChYY+AlG305weS}|wMNrc>5O9-(Ldb*+p(2jZEiiHiZYOAZmO+pdckbsAiH1Th zk$#rNe*X4;I3aK(@k+1c1t>NYr}bK~m4ExEe^>HP@PJVv zM1LqI6)1=qvs5RLOceNIYI1?ICVE!UWFIJrFDHVP=qDang25(x+0_av*b1M>g2MxY za)ljP79PMiM?@zcHJDzwQU`DF2T>;=KS+xJ7KBXLgGC57NBBq^(u9e{Ee|9ua^o#h z_=Oi_c7cP1S*V3v*oDVvK@?^r&8QTqv|>epFKP%B`Eq!%1&90R1vmdROISh$oi+vi zmnC4}FJv$VejtdgQ*wo<7M&-LZgM-DXBMwRF%wV*$8bE|wF{3}6}D$RlW33!IXsqV z7_Y#P4e5{!nSv21krPRgE2uICnTcODWjgmD!<)V~#!<01fE?PJ`?Xp4v=yz=BLV@>&R%vN+ zsFh$)jxn?Z=ctbB*neO^mV!u+YKfM_g`O9)d2b0-u_i^w5Re*(6;Kp=eTkowsE~edA8I?Jp7HJpl+n0_Gtm*pStH45BP-R6 z8@7#?qm9t1o#U8y*jacLhf^)aou88fIWPrO@CD(ShvX@bMzx+|!DCzMami#BX_+Q+ z8K3i67zv7|Xu6*b3ZQLzn2PC<0xG8unle$Args{1dJ>?Pi3(_N7ELZOv}`d@hJ^=ITe?Qr`L*lYpNJ-%B|cwr*i-LpCWjz2AZdQ;-C>}m|kQUfLa{m zL8wp%n#yM?1ksWxxu_f(W(UThvWTdg`jY=qqOCcE7^+#9IwFr0U_Cq25S+#iHvPq ziw!%XArY$8k`cW*v3#Qv>0(l-RU@pV5?}x5u`5+1qoal-D-;8BvUGTzO1iR63I<#m zB~iKrR9dBA00uK#k3M^rq^qp>$d((Ivtt^qK|8HOYZX*0yHwkzgZZXUi@Uj-yIDKC zNd~S{J8Ur6W#LhLAPOM*gQ!tQw)SdIi`sNw^NJS{Ak*8n(8soB_g;CHEjM|o+9!6} z+pyu=A`JU2BDyzx+lBQOxF5Bu7t1A1!b%&(=$h5j%syfV?d0qORR(mq?Nv%@RyCbZS zgozje>Yuu+!Yll=yi3B>M3JQ+wZ#ASiJ?#kCON406r%Puz0n7@JFKYpS_cI22Wor0 zgk`nEzIbbe3Y)1_+-_ee6UTW;>&w0$%OgtRLi<9$J3%D) zg1@naVz63iHc_N6rK>eWxdeQUm&>c&DJ7gs1u#3TT|l!nTftnx!GnAi?P&%2C_99B zF%uvL9&9oo47*kF!j(+5w)>wftjU|Kn3kL}4w{%LSPG+z$sSn=L^B>^Hkx94Ur9{8 zs%*AHJP(6O1#9lY{gleEiZCO9Yrp@d2hSSsaV`eHd=Pj7^BXJLV#PNKRS)? zyCpagFK4V0oP&mX*SG<=zexW=CDIA3cZ|n$Xvb4vr7N4jH?YT1ngg911%DjKg=o6Q z%E%Qwfo3tuUs1>$@Ne1t4q+iOr5|A9Hl_O&g=};R1gJS z0LZ0#!CU&(4~U4IXGE{I$WZmjOaUFtc?X(GP*P6_bvtYsn-JhaN z$^z;M?Ij)_QI+(&TL zd`tyg9nXd6fQF0}^So-P8;@WT)^Wj)X+_tSNo;K$!cigD+dXsDeXe&6-YmS=mfY77 z9SRd|yMgU&MMv01_}C`W(H#2AXz;hb9L4u7v2WMep>5wWqG%C8+BEvv15V(d-P5Ga zqw~uW&{)4>JjPtojHo3fuT5#0#++Z!aI{^yQ&3vKireUHl~4`Umj=4&D6Coy+`v8D zeB1>RJi7I)+=2hNo*E3}Y{A@UG2L~oyVl(bZ5_~g!rei>7=h`KCga_P8QydH*Sagw zEo{(DtJlOPwJ8`1=e^{p;0g4U%78GMYfI8hoY-nxw~US7Wp3sIZfL|joOR1VG@^C_ zUf^*q=ZXueHyt@E5eRsm=Rz%aMZqKQqS{&*)b-mWTS9+oe6e(xcpGkMQSzN1?xYF4 ze0qD+CSU?XVAbp#>Px@`TaAGA7~N{Ar7up_H4fddGu?Lmi9Y_; z+AZX_PUL}UaV=*~?sVIIcxypy-sXfuBhEbM?=I&cZPWXLl&x*e^3oI8 z{O8oD6g;{)tQFfw@|9nyzl;vfQv$QS4FdLJ#uC8&;jd>t%a%JE>vQFzjUWrV5>oUjdd&-m>YzK{pQ)$2 zH80VDEz4dLy|FlbBrTh7;O&b_=EPah0ccd}F?w;|}%1ufCbInwFK> z^A>Rbw)M?F=jQSeAZEt&TO&JB=x#vNbUZrJTw)?o_LuXOK+pgt02JT3;anM|RH}}j zO9q+lFP66V4sXtX+y$FntO{@d6mRjMp7BV4_y_gb5WcWSFp5Lx>S2 zPNWFYij|5PHAcMHtJlSiAqj#MNpV7%T&Ps8WZBZ?%2v5-iJ{PN)=iu_b?)TZ)93$B zpRI%rC0f*|(3eS79#z`Z=~JjtrB0>FveZ?qS+j=X+SThC=qw`~ltC^=sI%WzWu>$MRw{a&*gavzxb^JHhYdAzs}0@!)xa z>ptVf`E%!Iq)(@Q#`pE>r_Z2qJ_Y)BFJ#6fDbN7Okt0*otEaLa{gE6wmQ49V2F!gj z`N7!#GG)ns00R_o2`cV0(7-eXI)DHH0x)5SA%FlP2OzQ#p(G45REQ)EJM{mMqK7^d z5uuI}vEqagE3zWQ6c0KnCA3h9X{MSO;wcv#aRh2d9((lhr=x-tvXvN%q-sbchceQs zv9=29NhqPj3Y96BwDPP{xbkGJw%+2buDc}b>n}qptHUtE5WB+-#u}sSO*rA4tuxMO zvrM$oOmo8y)X;DvI6DIsbWqTUbFH{QaOkvOsS=R;Qo>KKSIL??C+wq+&o^11u1XE)Gmkfdm9P;D81jFrftq zv8bR$W+&pXS!g?aHd>KRup*IBC(-8 z$=w)b64%Ca>$dyuS>g?HU%vI;oA0Nx#CLFfo1_wO#QWXyU$+FF>kq;Zn;5b{2wOO~ zKSpbFwaGh|Gi2998!h9LH~w=tk3m-*Hj-N>Svc-EF8$`~TJHapQHh zom0b)0ERu)1Rsu=uT@uLjg^XBm%cBGrkxhBK&tPvS|J0vU7K0&zZZX?w#PT9L@N$3 zzoCz|efuhvnv{PmxocbqZ~XJG`>3AaM*M#O7HNJ?B3uEvk|p>B@LgG1oFf3y7rE4h zVV=vJWAb7-!>A@WZh%;0I7dMc=4ExQ$%~|BXS(DVYJ@AijO$#8oZw*UgtXg@?RvKx zG63&6qSD>&taHQP>2QZTR6`O3pgsfutp%%s-tt_F8$?^C;UTKymF!>1qM=( z{Hmh?4cQe0YGsgSVc_Bb@dgN9aDtN?jc6dZu+urLgLVjx1w%*~;Z%l&mH=}=jK2|% za@I6MH+Z2ps8gZHLiR#f#c*`8_P(9CC%umc=YW?LJf6-a>kTA~%lco8dHH`PPO$aFUaKZDf`l>qy5t z(oK)^#0ejLq_>_dQlI-=30eACuR{hDEQaH!Qsn1}M?!F5WNEKPb+*QrdUk;>T#e+bO~+ev4a>%mknX9iQ?d53vw zfQA4Bf&c>$AZSM*f)mvPpeRanidCc@69$A$sA3apQJ7j1IKobKVhD~|h1OP^Wi4!Z zm8&DcYKq+X&iTdje)lvAJ>8nWg2t6^^0NvZ1?sQG<#libl`9?F0?ED{;tqsq=pQ^u znLJrEqJJXIV)lf&4^C#KlT{f`HTX21jYCW-!H} z5Wgd{-2qdW%u`Pq@X$tL1x-Fp^AA#!T2wA7jd}u#YHh$Rm5cRlMc$pIptmFMr1W&#rgPYkS@6iM`TsUfgw3DgOGG zKa|N1gmDAHNRt@SjAmgP)Lfe$T3Q4rcv2KB6lR4(I@x8)4Z_R~a6DSd3x{^J8=j?t zOL+%NdBKO$SuJbjkV_th3R5HgB@oZ>g-{Xm3rS#uBou&vfiOt70P5|3pqSJpELD2c zvu1INJ4LE07b4iT?nF$~bkXoiQch@YxzXC=tgJGy)-4vPs0=P6BL{lae6SDw&SkaVaa3DJT z;M8nvJHk|@XD7>HOq()=iw1G0gSlcKmKdi0IcyFOcPU~PxA=BB><_E7P{abXZCDLz z!Gv=4<0uwEo5GDkQvqb;BPW?#Wwr8EiybYoR_j{TJvNB2tlhhY;woHDh?tYKFKcI; zD1zL!m9j!F`M%`aOe&<5nzZ*N? z2Xp5%2c9UW4SvyyrF2rM!3}4nvzVCu2{T`N+TUc^HrUr6xZ)t3#fJCJ5jG-aCMUh9DoB2MCH2ice8-zVn>-dJz0P78%kvG0_Oypz z{At&#_s!k?D9!H^mZ$?D@Ld>A;$8ln9Pq{vpV-mOKhcm!u%;1wc$-2z=b$0S8yWs9 zz&wyV*-`@CfvxK3jgr$m&ZDXS=ztCwL$wwwJq={F^+}$fl(!Tk560I=5?_0a^yTb7+KPo&RfI7deC0(1K0EyZqxf4tf|x zQH(?5n9^87{X0NAG@-+LIK<01Kk*F=b1+F!Kog4tLM+5Ms2xGv4exNknTbH0Is@9; zCC~%C=#Y*Lyu>e{f=o<<126zjoHCaKnh3D90qME;puPWS!JTu07lgqg@Bt)f0%wt~ zAXJDQtVM}vAB}K2V#7uMhzKKZDZ*$w!X&J=B@8nsOhyHoH?JVOujs-p9GtcD1T3sZ zYlN?8M5MBlHuw_5LokELcmpk{C^ekFJ(L}W8@PgtlsddacRZzY+(V5MwUhy|M7&3Q zTs2YIxHHHP$;+Wg^bSgVj*+`WgZu(8$buFC!7mD*+=>wS5Rjg`ffoRR7m%hUP{rJH z#VkUCSaddDB#~YW$zf9w;~PnmEWUQS0>NP~VzeJ6JjS9>Mw;w8?c=^F%tmRnLTl_v z@sl&16sS`81p7J@z3?PA7)Sl{w?5fJjfokNQW^QDx5}Y^vO)H z1k*fC)J#oFaJOj$O(`VGxHHNRq9`rclcj77+vJmTj5LU26ULI1sl<*1+rO%8lnKL1 z#M1&1154&?&gtt+brPwbZ~dD5Bz7KI~c$*Ney))HMpR$Qg=xe=L6Fci(T`-IDEh|WAv1SK~p%t_Z& zHv#oYN>EMz2}R8-WV;3h3o#T!Mv$BXSA~G`y1` zPIvST?TE*i!Ia9A4(H5Kugs5q)RfO_#O&O_>SUhlRLdY04>fR4^%;mX%B@kHxfuM9 z8<3ETJWnQY0*zEpU}H}a@TsHYPX%yH#55y=IDp1PNie<7IATcw9nb=0hy;yOL0V8c zWwR=5Q!T{P_PW9e?NimvLU_B-ycz^>ETQAtyI*g z6#m1G!_yfrP)^j+QBX}pGJsA>gO2JrQX%b+xMA6PtM>=HGdTrFk zv&!t4FwVLZh`Z5G4ON7tN9-6?f&4rR6uo{#RUv(*R=G|p%1&9ORa+$prlU)U99Aay zRbUO)^yF1o#DXq02xV1C{`AjjeWQywN#qlV{d`%%MAMC!%xg8*ywX<8lO%>Sx zoOvzhPy#I=F@;4~w>>d3hy#YD5AXoJh?Q6ktj?lwBG7{#zuga6mDSSA*jhzafk=dz zHHZQbfKhw_U<+A`yh!xKJyvYRlNEtu6^Y0MJ~6GuG5W#IwOMa6t1H;qsP$O`<;scd0Xkd4npKn^_WDowA;JI+x%#?yrx8+}$>{w>O|v#TZAdwN&KXL*PN)#hz=mO(rLmw4T0QCXJnk8Ti`QM1p*$f^(G2GUJ0M|R4U^~8JJg!qH znO!Wz;5SBB2?b$69%K#{;R_~Vc>6|vTN4!)-Wl537KXS;jbTa#Tgf|_hjU&ffZl#A z+sw;hd=%2k^I=y7;_mG+0Wo6njh?bRO+pT5 z4^GXVL}d3Oj1k366+Rh9X6Hy=jKzcDN~YvX#^g*6o+%&#t;A86K@Cu5PVJ0?FVJUA z^x^#gVj<2IRTf_Z$sS&bWrBc9G@UiZ1p*&1GWpfzE9K>0b^E>qdx6G#(bL);O_$c-)D&l;?qEY6VROza zN3gp&yxJA^%}0J`+&Er&p69PMvDu*x=k1dW|o7S?L zekU(%Y-e=F_=4=`<7s>GY4SsC&YsYsChFV`zoc%jPxu3JWu9Bk;)+0gdpFpTMffL&~k-Di~S&*Z{v zHb3ri*UZLK-34mSc4p81Y;itnwHxicx&%iM$ALSUMvk!m)_!LdvnkoGSAMkATSBFo z=?>cRf+f)BO#y3D4)Odb;z=xM?BrfBP}N*vYZg3^sY%~pCJ1E4)z%wDjMnZK@PQpL zg1mkL)YA~=oAH#aPvLXA#8p1@9xL@eO=qTr_FnAwhHrEeyZEMWW^Bg$_P%nXVEqmY zo_)7H{qHwc*KlS8Ge2`i7-Vt=)NVfHEwO}4IPgm#L)pR2)9BO>)kDsDaOC7Aft_%T z;YUGNt=Zn4lnY2APy*3AIUN>pM=w1R_uE!G@gqHuCL)5Ol0EV5xm}Z*^o7rZ=oZ5@ z2q?Db9XNGtvg=>n0lemAAHNX7F6@&|zBA1bl}_^i4q0;36mSrJ@`kYTEbsCLrLXyB zP+`wTE$nGTM(j0b+H@^*G>>*PALpmdU{AONY`+B4#P-F>cGKPyOvZCf;qw-zYDOIN zh8y%y11WW{4h?4>=ScKL_s3CtbbAl+A`V~nAZvs)5c|LnYP$5I%Jd-fTTbt}sPXg| z0Cj_KV!0No2+(m<&!QcuVv)UQ9>?OqTow^A>1K2IVp}61v~^j>b!yRdOAv6>=;+nzvCQ4b~1XNbk&dk_2nu-~GEmh>bB_<;WpOviL=A`mJ#_~wRg zh7X$~e`1&`f>USpEb@U|)^1kM_$f8~PbFX^ZpP4^D zA-K(tew-QZpgr4jhG&!Yc$d$?!8D5wIs4)yezh?l$W zyl3?rQ1utMfxmYG!5n-Kxpj3i{|_^BET`}(x!WvPOW-1>(;JOyN)fp zv=uA8dexq-`!MX?zJCJ`E`0WcE0+c$Pp%xfC4rYdiJ`DM6!q%XuVc?%y%hKE-oKa9 zE`B`u^5&^~O0RxB`}XeDpRfM^em?#B_V44*uYW&(_L=@e6rg|u5*Q#Q3L%&vLIpBN z;3bYga)=pbeB=>GLXD)vN*kgClZPRY$Sd(-$p0<&+XfOfl70 zH{zJ1jzq0R)EHxxg_e+R5xG_rU{J9{5kwquL}x|VrI(aUL=iLrjsqLGCk zUFd}tM`*#}N+0qHqY^a#rIezu!tPiUP%p;l)DcT~@kO!ELYrfcMNyGMkbRvMBo#%n zRppUp<&}fDIY0^J5>w`7Wd#IyNgAN8LDoPBKIA~=4rZdMSq(d6(Zp!&()li-1E(f1 z!KIy`7;bVN?CxR>LmY9Sh9+9Ea*Il*TBRFvY+a<@S?8X3qjst($tROT8i;q8B#}+cb(?Rdv;|$R;b(5k%DJ zY_wZ*ZB<)7Qn5o3*rKH^w`%=W1sGN4Rm8aDnu{)#XyG0f`@*pIE1g(-uOpyfau1F{S z>(V4ToxS#7wKx@1RZpP=Sv7{0;~3|opT7EC<5*-DQS5LoxO&}nR$JbBTLu11K>2pL z=c0>l0DIhS3Lt<8q-jj|@&OWDFoYp!#s@X!{G4)zs$3;2S!P4ott^K+oTWed}v)?3J)2*+e`s%acNcco*d% z?|Ruwn*r09GBqZwkjRrWNHKcM?A24G$P_A0GpH&m)-|z71Zz!&o8CO*w7v<>r?RCB zYIG+#^5dvVr>X2icrKpke%!$P&&(E5_VO)bg3_a zM>8PKG_*#9gd3Wd#3>v>2};{(Oq%l3@W}+ILX{@8rt$^2RP8QJG7A{Xx74pdHMna3 zk!ly>R#hil6`lNh!B)jpuCXB@3l(6^Us-d21L!SHi4?&fyL;WjFchzW)y+ZcqypP) za=eJaje6Vr8$&4~zL_PF!Y3qU;HI`71_6TlV|m@X8}nwd z@;z{U9i!hbgZaL)w1|MqZ05=mIL!?);(-&A;F>L%!NGF`Xdg^WMEI<<95PA&_;kuz zY|2EnGw~jWJFKG*H{~vO8F5^4Km;$^2rOY~F{LZbE#fjkZ0MpY6Oe1;C^!MfI)1?o z$_3UV2l+SGl}r*O={UM#IW|^aO(xSDYu?;C*N!QUBjT%w11lnVj8aXQi*0OAow>~G zNw$C0?Ce$rvCVHz@Phwf?Q36qcXSq}or#BtZ!_4fRz+9cn1u08OU$my%ag zUDtpK1mAVstaXj+*)&whx$d~f)yr#N|C+Gz6?Vo_bL@_aH0B~*C9`Y)ZgVrA>c7uc zvw<%FV`L!UM1u@+~GOi>Sjva#|o;3uc~J2IH=oRu<%9Z7HQ`On|n*=OGQ?L@2DpHJI&LSH@W zKdT_0CH>pO`!?+nk%y&S?%t#C@sk?%udM~&BQE~a;P0^B1pWa8A_C3SUhN$M z?V-WbJ&}hz5lK{C()eCe0AI5-OYy0o3O<#jaZ9!^-&m9wZ@HNCrP15r;EREi+u@J( zRY4c%5B6mr-E~^`(NW!jpJqHz5@?)UATcAsosK1n$xys2&C4VFmgS?Y-Fr*4`c9-iJKV zNYKbnSzQSRT5PT0A~GV8I2E_tmRT%c*@?@e`2~yRU?vj(*IH;I4!XtLrH%E)ktq70 z+YBMyd0+Q++8z}_bSY8=z?E#UAC_Gb79z%-c#@Polr1_26!PLH-CxQ98zg*T{~cB< zjbSp9ApuTS0FIs;LSq`1Su_ra5G`OFVq-SaA?jHh(d8ipZsYD`AR1^0(ufb%7@~(D zqKpXIi!kClc3qJ?A|xUST*ROZ=0IN@38i&nKWgII*q9Frr2gbj_5DTMog$|dAssQK z5ws!=1OQwSo@+=UMfsw~T~hqL-!DcKM+Vje=s>Tb+(?pSNv_-^G=VYN7c$1&%P?az zQe#Y77DYs3F~( z0!pf+mp#_!F(#Rz8F}iQVou|Ds;4E`*-l>n=6h~i%)qDV0n-Ee&`{FMW_ISaeP)09 zXMcvKXy&JY{@l08frWuch=5p=P$g@E&-ldVRZ3qJfJ+QA!MIrBC0-g>@+J-j=O_l} zhl1!1t(>4Tpwkp6V%C2ILcj01{x|aGs(OAORA{fD_8v ziv|{5LewAW;+7~Xjy9)`HVlvUXq+Mc0+6c404k~Nl&3T%W~aU(1G1+PF@#Q@>XWMK zs2K=kr=?96M8Kb#XrPkG+!3mDDS(X5#-vWvb5fZ`l7^#3 zs&z6dr49;6BEqF&s-~ufsPb#S8c$CONUP3gWeO~2)>$^bYQlco&jrG)PT(EXDwb~P zt?p{YdMP3Zf*dR*nR-ZS8ta2Dn!hQl@G+~mRH%|D+}YKshH5LeVk?M-=vew7h^j#a zFp>+@Kn)P5y@-ux7{L#WUj-olYHZ9RmZ@tcRiVYvYib6Xys|Ex*elwu-X2u#cQ!^FKE$WaQh;ggNm*mS zdTsCuuTOH}Phue1BCo>E46Kgk%rq?P5hVqxt=qC~e@-mi#_g{5svNA=hn#`O_AR5` z1zBiIY;KFC5$^qPD~0O+ManA4xTGlMLhk%#tKpJmkLs z2fJRG>qd;b>IMSaA_Kp!aKx_cVjJyRZE6VVkoGR{I+z9zZ%@Wl2S1p68d1{qTxK@! z1|ly|F6;@{O!Q)J9!@Xy_UDEC=k;Q5_VVh~MP=|cAK&^dYwjEQmW5TWZxI_Yx3=%x zsjRr9i~Z8?6K`u3;P3rDfdD}UJ`KS>1u#Du*>E&%LVfWDp_ccwy(%kXDjNF#GZ z+umxI>go-9sT@52Q-)0i`1;;GmL2&D$tQy{C?D}ClX4U!@&7Er;_g@x(2?Up@hg{Q z{!TF!S1~~;z!eKX1GoSZbS{~gNhGClqUstMXFQ9R9Cx@(%TvaHeMJXfnryXJTU8p+cW2ZSWEYGhjQ#9sQ^b_=v zmt5DX$qNA6OAR1F5&&KSpYFPrw4f+(z>w84moZCA3`jcjGyg#}uZGL$t{I|AH|z9H zGpWyQ;|GubFli?53afKb_t2E$aK#SjfSzqTzw`8B>4ngWJi7rs+wkgnX&z|x)XhY) ze9;%E?9~OdKm)Epo3&pgbXwckLT6vZ?bsg4uSDzVMN_mCS9BIg(nepgWDLO#_y7!; zNg_?xoR~2u6?T-3@kzUe0UWj!Dzi(o229KJOxJErGbT@mu&RXCe6gzV5EE!=w!ylY zQLAv-lJ;pE@_i=tYFpddTD96rtlM(LR8uuaD019tbsl{0_jolJs4UiqSh9>Y^Lg@F z6SP_*Hxjqa+|i4;l$yiIwe?jrSz0t*TQ~mV^*`a( zvuoEjRVQ+8LwIg)X>J4Bwot)QS<7&1IFOX}ahoh!SBWSmH*&KzlwhBj>{zL>GIC+- zEO%e^U9=C%vRz*{U1zjoyj3o5K+dX_tEG2&f0BBOmBI+QST#1}{SmCS_ZsVfAWU|A z!*OX0lVs+1m0#w5^S6D{j5sH+(k1MGgSpuv_?VM3FmZ`SyuL;8(3h5_vV zbp$-np`y2J+-R&FxoQ|Q;#`pGE^U!7d6qT#lgoE%Sox|yDV9Ge**d}=4)v?r%&Y@= zm>YGOPpR|jdasvxB5P@yJF!%uIG%H9&pNI%{O(p>8KK^lOW%CE%zyh2wB;-V zC(a|jb?ZFOr+Zu#v(Q&kVbjy6bJBRfu5IAEd+Wd;q>u#^YDE2&19fOODS{31 z)vNx(YkljtFxbO>?2kEw3uS~$IKgRv|f4S=e#36wK0~IuQ5Me@v3mGJ@o%X3dLxZT9>b zbZE?>NtZT#`tbxEgJRlo{Tg;`*>?u*X+nXqBi*}s_xAl8c<|l-jEEOEejIsn<;n*h zT8>=!ZbZ|mSGRs0d-dkoxp(*89DI23n3PPlIVCt$0Eu5;W3^m-aD}MD_a!z(yM-!a<#)@Cm5@9E!;4QcNSk5(D6NgHw%Zuk_JkNRIN(aZyd0O@;mAC9OgP0$lU?i7eHUIg^PHF7 zdhN|9P>y2Cch7zEAap)`1LlY&lJHX$VKlrz<32|n9`L3}5mYcJ13A68Q>H?_YGbLi zBK1_LP#t+I4?oPI)v|U#>xo!rJ<-;fUBn{SXnRp1+GLNV(F)6)%{jDQfgbuVUWqMUi$c^%}2qr!zInKN3JJI9>lyE@&$hm^%45mqDOdYP_RWqv&iECLw%XQVSbKxhSaw4z7bMcdhTpb-n6 z_!(8BmT9J)PM{5Q+E7923$9i`>n_pcZM*KsHWSV5y&qfc@Wn@n?efiUJEHUT)EjTR z@s_)8K;Iwq?Lk@MyCuI54xI4*31=8_`5Vv|Aho#0fx!uolU(F>;3><24ppWKSrz2M zAr^5ZW~3{f>2h!uSh?kOEwW1pWrhUVP48L%$|_!FhBvHY)oz8EF!HjA01{6iNY`5``+V}H z7r?-SBvj-gTV%ot5G{8&%#vUdQLM}K4u_xV1tv4;t4MYdl+tR_4zJ}j1XyWXyzqzg zj>sD&vg?Vll;tep6o@%V5tmuK;x2jFOY`N;eeL6y7sCj@V&ct>ZoETF0GFsVK67w~ z3t$`+HxxQHE(%P@qaHWazzH$of#3xHCj?oyy0(Chk%aU?4K~=S8`PjgcWD_T>1iuR zDqsLWvtcF=K&;DrGL$+3UOfcDY3)ywuJ|O@B)Pj(CA+Iy1kD6H9h5%NZmwwzLs_|Unm757ym;j zm_GKge%lXCY1*Iu=rpJQp=LGzld^=MI^}UdDQbkgc~o&Gb*U-J3Lv$jmeyjmMIO|k z4`5(A7{D{0u%#ywkRXDioi%v7!x@mgx>m&u&$vG_XmW$s)K{lh`5cpmd*#31aWUrP4{%wdW#rNKPx`yg9i`!*^+|5F%cpJ~&E zF^VN*0MHZ)gsCNDs*X+p$_t2E)Y3kDD1cwMTjY#__g>-^ z@1N3p5w^kSnClhTztju=F!r`ozKV^{d>TvN`+gbBEXgl_DeK=e0Ei4}X5#?mc;KTv z(2k*P@Mx3b%_5xYb+cM+Q@b)x5*s0r8ulOzU_e_Dl>h~|#ck^TTq_eFjmFTbOp6t> z$r^L!(ldH-rgP?8x8fKiDcLcV7;uZJomvt@)~=CRO%No%dLl~xXdw916-V=qETyN>Zz!O|i_G&PTQLoih|dJ+GzP zjRv%!$xXW3!T`h{egTMUuxKNUSloAcG|^6w2;c2a#fFKrjQ7oH#`N3Y$YK&4K%L`H zoAQTN!&0#H+G->J!}`_dHHfTb?I&B8lzzOP@7v}!UtoV6bKD5{m)u7qtc)NcIMM(8g}Nfd>xlaA+uBt`@FUKOEw57oT`FuInwE zwC;J=a+Z62KbMR#I=woJd)9-+tgkHhA$x?z6D0=->uAKdSya-~SzazJZ8tgh(&8OwZ^VsND#y-B`~9 z#^Uwbt=)bA-fWLWY|r*^Pxor5xQYbdOyl^<>H~!@1d;DFlyCX=<0Ilg4W4f?;KjQJ zLi%Emd??QP970fjsrzzJ2Y1k=0A!iO52oH~{LIh%l&!v&t=OPx{g#mN+VAn+Zw#VP zo9HhqoPt$uApb^Zbo>v(KF%jslq0xggZ zc>oLlGSFsph3hu(Grq3u{E!42BlrT5S(HzvPOv{zkOdXvU1ZP^8=|lnqP#AyPdEYx zc@Psb5nzCj6Y~euh7iXbPZUS-2$}6ZOm1+HjR{w=37zfzmMsdSfaYq>=CbJuca96Y zu(SYh2gHy7qpl1M5CRG9w$`l#+R*h7Z3QAw0_)HjqYex5Dq4_hNPKU&d}I)X?`8;5 zpt!LRbpQ_dqa;qyaNIxK($$By{C5j6~P9Le#y;9v#O zQ8CsrPuj8iXwa~fETpPvrSK6dxvw9m63qT_Ag|K#9`Y3*Mk`_N3mB3iz2FNTG9u*< z+xG8)vcmpezy~zaE&q>ndeI}r4H(I=3|I0DiBT_CUIeA`NAlt&-!GoBYNo$nDXwTk~BB*?|6+WQ_~-d z5G$`TAxE(*W3wy25-eHq3&4OZqp%Aatmo1aRIacs-*UD}t1WMUwmNby{|qGm?=mn; zG6B(W1z=zWPyi)gfG=x+1+ud_f1n0tU63WeiA<8b13_QJ~z|6_LE7U>_4AWDj~~$2DB=P5Yzw? z2@@1c4-(BB)D*YWOJfs4BXseoU_vQ03Nwc1Jf$mG1uPl}3*%HyKd(doX=_CZEkt3U zBS(}(L#QR~k~>qhB>9q1`BFNg({-a2`CCC8&jYZ6VfbI8-rBe z7L!v$gGq?ANEzlxv7|7Rbc&jEKcSRW^^QvW(Mm(YQ4SPAvs6pL^dWC`Aj32^TW(Cr z6ep&DCvdYMBl2-3a{ts)E82-I-*mR>6i$uvPN!7@`}B2!paTC?BvW)R3)Nd!bO>l* z18BenT;K!BwFAo41;jN1KtKU%5?Xe$JZcigNak+p^*ZH1rF-sZQh6PNx-570@oNwN`=vTgUKEO_W=S(OZXB0c&6gDj)zB zU;)OJ2AWm`DqsNwKx&QX-fnUaW9VLQC~GfmYxR{c__bg817HOJR>b#_I1)@OfqIq|Yvht^x$ZBh?_00f{3^gw9? zKmaIpg>1<8Je77dwe0e>_#`aYI>qS-B2IGJ!G%I4U-j-qG z*1lrZdO?D3v-fYcGGYZcZv)qRWwR$D=5P%}WF5CB7&m=Q_EPU=qpHahBaz#=1TO+js6pnR!p#UgK;b^EA7;auOiFXgGYh?^b zf43)xlz5-%cri11>7_qElb1$QdQVtDsaG|xS0w%ed$kva74&<-H+*@ueY?PMPqqqjp#O@XR-S-aJ2dGwS1FMdRHGo@kTURnWS-^m!Q&I)M z0Ip_u=+k#L>1r()cVWzTHJCEaSdAGYR6970K6pO=Ll~qkBD|cGP}&xS-&TeDxcpd{ z{5Cd*T{Bk)xo>gUV-fikiPeX9n1>P9hf5ZSf4B>rfERf&07d9!M})SNn29^=ew&yW zn{jjl*j8%K2za)Nwe^bevQV{n1+sGmhCl=a-~fUpNVL|Hc*nRdc!jpHjTNARgSju> z7>@l%j*+x5YA_-AWu*2PntRZX`4NyqF@|T@ka0DeIktwi*L%@deIr?%9r=;nYzYoX zk{MT>*_VhrkI|gq2as4pJ^7P2H%}31mGfDjt$6ALHH))&2m%0w>P>5Vrjm3Qt%f5gml8!I_=m62e*}E06$YYqp;48E5xdsE3*iYY#7H0I5lG2x!+Y6#7RJ zlhT|T(%6`}q}t!0hnPW?gCm-7{uP8P`l7?S?m)4c$*+3L8m$e+V!d~p+xn#6+Dltn zuIIX?f%s(6_obx`Ld>}-(pRoe_6bnHINLI+you4``3cD4o`0H&5fz`In5ZLLpGgv_ zD|-gI(>tZnp~=&rdHF9kTUS8acG6RWNjs}2bE~ty}nyXPbow z8Hd|CD>GIU+1mZ!+8}*++2~rFSDLv0ZMvotgeW2eQxa@aklSRdpbLiBI0ySp-*-i% z4&B5e(HQ%aS0GOXQ?kc8sdbbOMO#U%I+Nhrj8EG$m;@D7`wLim zFkG9<^f4b-(@M(-r(D>!51dwYTfw)tV;6k4fqQR%8^Yi3xGUVkeK?$ZqPZhy37nz| zK75^{JGvhybB)te{8uDDOt8J%W)bxU5Y>aoTgK}!Fwfhv)q5}i(N}I)5c!S0jZ41q z)xI|azg2s1_WP^*`?cxzzV>lGLc${e*}$!LRuTMqwe*FR&9WSvq-E2P{q}|rkDF)M zW1moP7572EK+PBV!sj}}D?G&iC&iKVC{#XNx`jBp?fkfLzDcmijU376xV52@teG4X z9fk;ljmm=!AR(5^V_nu~{g6-Eq!~0!TY7NSoY!x&%`H5{gZ<6peE#U%jzHYbg&5h5 zAP4T$IIU`c9q^DA+q=E>(D7N($s5uw8?({-yocbH^9sJpn6oiB5I;SXge1s6HPrQ+ zzXbymInn%HDppxNt+Q9Hca_%no!|Kur6pXDv)5L0U7WS@*AG6D*O{(`U7e-dBI#Vu zBVOV^94tgxPYtlPjFGYbw-|M6Alv^GsV#8ZM}Fj4UG}QNADltEyy;`J!h7A<5uWN3 z{>`nP;ip^Aqkx;5q6&_E;v;?sy8BLrQ4QU&o;jXSvG6)Q{^Ld7vZapX=ibHvngRl2 zdTu#_ePn{kPK-eb-Sz3^WnP2vn@m|zEZ_Yv&f4d#{HCt=x!l0auyXPfG*J*V!5y#i zvzcN1^;Quv=|i9CN4i$UJj~M!eTTd1SD*FMIl1eaaU(wV^}N_6$Lqs>;*EgXN7?jv z`WOivI#o~YIUWxG<1o?b9{K0~pY6UTvyn8&U1!X_M`NDwz0vRwe-*zV3uJ)Q2jkRN zy>1&n%R`zZP(7J$c&Cm~4!CqHTcVIh(Z5_Vd_|xBkNy>VJ$zeV|M!3Pao_*-93Z+> z8A#Ack%I^mDm>_fpu>j_pWJ`}qXxx`KQe0ESmT8U4<$;#STS;i$&)Bks!UlUBafFb zW6I=FV}{L{JZ$RR$+M@=pEFnp9ZEFl5DEqkC|J5QsTC_sqe`7hRl(C*+fvys$I*r?b2Rb-O8Oyx31m0c=N7ppySJwzkmY^9vt{f78w+n8sO?i zj$=2FBTJtDOu4e<%a}8t*&KN@XUUG`G!7j)j_K2=Q>RwLx;5)Pd(^<5JzI8c*SKA) z-aTdvncu*J10NHoH}Brak?%I`TaNJHp3z93j^>N?>)5kv-=5vG_cPqXiyu$E{1@-f z)2mO99gKT0+uzHdPrttX`}e!($4@^B#47p)_}_p8R$Nbc1aVN5nTg<*&(##m#SjYis)r7frBmRxq}8f~-zAtn$*lsN>M zK$y_~!kR6Z;HH{wnh?R9bWUKWoecz_=biyH;OCuy-brT!Zx(8(n`Z*C$C!*Vdg!B& zM%rkjxmAi=a+vnE9(0?T=jo@QhH71K<-K#IVmt;P$t$CSC4@v8kLaA zu^gBXM+_Sl6jy99n`>f`2F7bv;PJ;Ge=NYrB$sUR$tb6+^2i0W?6S)%#~d>Ve#mV9 z^UXN(xo5~AtNEsxL!@D;a+<;?su$yVfwZXgWoK%s?pe3$)Kpj91*)-T4Qs7c$jWuC zQ8;mHLc8)>gcDED3hWa_77Y7BQJ+qRH`^a{`*D z&N>UQXUgG_{POMu^zOTiMgp&|y`VF7fbYl`a5C);;5p};WG)JXrLB$8g&N6S?Vk2c zi>lqzpPKq~)#R5iU)HW_y){JYf9<~ePB2*Z{0g3(_CssupSBY}u)T0peDf; zL2@z9aaB1%SZ4Gt4So(TN;FFnQ%RRqvhtO%G!hC^*rXLIKwVVHArE{1mo65L#fNo4 zfK*%=OCAxkn7E9JFb%*=4307?$K#<5Nk+RqHP26eB2=L$)tXj$b3fjk&luyFMx%W} zj8Q=69ko`zJKATRTZ88w=Sk1_`H_A`Af!I?=Yto#V38!LNF$MD6BvXfBqXV%O8z!2 z6aX%hn~bPWI!Uex3P49vnOx*PH^O2vC37BaOGiUW(vm7EV6a5S}qNi@A-mRw^gRX^?(eGM!b z8W)dZP42JQR@Sop;H+rPpAq^=tpi4@B5#Gs+;U=*6=X`n4|-wR*($`_YTc~>GJ8%xU;6O|9n=mxXQ zPsM4}7hvPJsc@18Vt zD-8pGmf!{d<6GhOJ%bvspadPrP($@vYEv5=1(7Uos#m>gS34ZOv9>k5pd!3ygAUgu zjBT^A-0Y6~OW4H@xtP&BT2?OG<6g1&WgDDXU(dPDGSpKA2qh-o4ulC|V}cXJt#h$? z+vj2ny3mVDpcF4xpI@uA(t!o(ND~VqMwmBRc~I|rPYZ4dHOaoW?vd{fyx<2vct}RD zaP>ZX$q#2TwOo({Kkzy#D)$`AFU#>R#~tN(&kM*!9&(bqG?o~D@ZE3v6xEiLr)BwJ z6Km@+6AZzrUE4X&1?_|=2$~8)&wS4_A1hz|$3K~0|2kUTC;FxD0Ny@$I@G1EPa{x0 zBySsaO3Jl$Zmoc>9}#ufcaMUDk{t!`MSI!MIG%eD6E5OP*lsW0uX)HzD+e2P(f_g~>xLgUvIKEy+e z*8toGVqtS2gZ6&mhJ;5rfAg0=1i^n$7=``!|9`4CAp~fEG=YF6U=cSUd$YH7eRVC~ z)d6IvAr=^R7zk<_NOm09ULp8~aF~V&hj6jBd|k1F{L+J-a{wpUYdLs>fXEgxD1&9z zRH9XauLL=PhKwB#j}ZhkS&MgWkh zD3BsSA}`r$j9If*jd>EmxNkMgT%ZR9e(jId>2_z##D`k4BIXQ7M&1kd&;qluDV3 zrl^lFK!B|XkW?9US(rB@@&OA#{{vbHc3-JDv^WA{DV84akiN&3YWNYsn3l*$n`UX2 zG|)KFc87%dIW1^XF{x&Ed7Ndz7e1huW#$9hhlnfbX5JT=Hkes1sV^{Rei2}aSuhX= zaY#9^5SR7?@)(qqNtu|5nW@N`tH+9=>3TUa1Y}qyi4_1Fpq0LeN#g=vz~}+5$&kr7 zo4Q$>%9xe|N}wM>11CTLzga=g#7f1fIWEU$Cm@~3d7(_9oXkmP&UuI-X+nSLg4B6L zA!<@1>K2MeO%*@`mRN*h(>6D75E*flI4p2FRmP2%4bz1g+SV?Ae(- z;GX}uiadY>Ll6NQAOcB%|1P!@0UzK3MYdO6NsL30f&U4hX?Rd2pqqF@pb~kE2ReZX ziY^Vhk+HObly#yQ8mGmioC&d^9omhtRHD`grzE7OB*mw7fkTvN0)5tB zMW^LCtq2ijNbsB=T0(xBciYNZ5vn=NsyRtfVd^M^?)U^Rngi-uKL~-8Wz$C+u@RLz zud7I^^}4C}%Bi0E|18iVs#B?{NPq>&e|{IIx@L4MKmykNPw`{PvXUy588JWcdbv*fucZ39 zQ5(8bTS?DF|COK_umSK=1P}lV@Bsn0t9#{vT>6@3Yqma?wzvnkaJ!bed$BU07I?c_ zgQ>T~`(J$Px76wbNZ_&{8;FNnLUbEa&r2i+APEa9Lpj-0NFX*DQ3RA5fRkplIeKZk zlDV7fw47?XNgBFPJGuyzT|DrQq8hMTOJBCL0jz49!02$m$FN~ZhO`<27*MMLhqedR zy9jKX5ShRqL54CQx6jzTlr^EnTfsVYyvSRg%FDd4G`+-`xF!|79;E_ydqk;Kc+o^n zrjahQ1aI>;eT$=*+h_`6z7=w$^Ln*M$-Ys`A(ey^L9o2_D-{R8wYG_|U;A)o z`I-St|Espkz*0QLW81)F_yHdv0&3yGJ;KHK61)~1#$yIh$eC(4)`CDKA`|j8 z7D=(Hycmqsk^-^oziLRk0gM4rOvRw=V`X^7SX|0jya5{k0&3x=CI^#kEXJ^`IT&ol z3$ejz456<~m%s+b^uo(}ah*DAJ1hLNIoc5~AZhaYTm+c8#j?3NjH!uyuZkQ5JYZLq zBseh<$-jg{6)*((+lvjkSIUT{0E_`xEWoZC$_U)0ut|m+Pyq`7&kGPkBLl%Y0<(RJ z|Ifv=#}8S!*E?61>2(xB_NQ9v!c6)y&2M6C^#-jJy(ESS>uZ(q0j52jB-yAOfzN(+Vtyyz67r&{@!z{aTfs|5?NN z!Nqg{kW)lUfvmAyZHQRH8ZxhjIo2$ogWg)c(zih3(J`CJ3F#}(x zd(;9^#w|ICu)6r`x&++UWx2K;5Z%<>;e)-`qzvNOjolw00|6i-r8O4@5U%VU+NWgR zFn&3FyC7z~E1iwT1g%8#eMI7oxUTF`KjPgzb(0bB)jz9UG=Xo!GB+V@{~{K#0wf|( z11=Nzs^C_h6E%=myEg+7J{Cb_J9;hR%Tloq$+kc3;b`v3=3L6wJ>rNB)C1r{DQ+V! zo+LZYBX=I-!Ku0PAcYFy|21#Ef#%O$Mii7v@H%eo?9LSB=-&^W6r0yJ>Wyx831ys@;4=CDrKYTo8<{+jPB0Fh1K zi_U{TuIIj|5*H8d7;h81hk-P3 z0iZM%=5Fpkf&f0G+%E6|wOiN;oY)^Q?=m0jYfkG}{J=R<+EMNAmviU=56i+{@XZzI zx9r}#&aGH2msOqg#becTCW%vu#}xfmp7x4YNjIJj#MrK5*v#?3Emsu?jBH1+tX&l) zPr@#x0!@GpX@JG|zUpv$-7!D&bWii8{LXmJ^F_k&CG`~R{qum|7BepNWkvKkenia9 zf=o|$Rjv0%@~w?7@f5w_S&mS=ZROjd@i)O;*&7B2?CwF^1x%zd%h z&GOc*=BCW%GLOpmF9Hjo@1yP(%1-A1p+Mk3f&~p8M3_+FLWTlWoM;$P;zWuSEndW! zQR7CA9X)nj5CX}L9XCjxM43`$NhC;QP#9?7<4lGp64At&b7CSZI(>Fb1o7ukgjRYI z&1vN(P6GxG5D*Yx0gV||c~q@h14W4vD{6e@aWyQ~|EynUe66tp#ab3DYLJB+SMJ=Z zEViy4;ey5m0uzn)>Sfd@K?F|&MEKCbLkA3v8+U;0LGonDkS$-voEfrX&Yd|+kg!3t zhy?)z5IFF2Fw&VyS-*xITlQ?)wQXYzIkMzR-YRdjd>QjLMw`QpD_nj2b#mn#i#MNm zqF2tQ1EC%sf<&%Xu3pW?MH~LD-L-64&_$oV?FjZRT!28W;6VbJMXmJW2{E;6gHaJ% z{s1(`E}Kj-%?>=Uv&}qn?1K#|I4v~{F*28)fLxKEcef7om`fs(}cy!%DmrJm?Co?Zo?v zg%y@8udOJdoYFlJ;ydWCE)$Z;QUxX~D5?cMNNh9EBydyB1R3Ovu>lu!Yy%Jkh>cPh zC51FvX{V*Op+5s1l(!oUJybY58LgHhXu}l<+-Pmh6HnHj(v=47&Jy)2u2ArB8e;yNZ?`ZnJh4The+})6eOc}$|vhWOY-$V^?<##Qh0iX zsXza`>HuW5;?j!zR$$=`cOad8b8{EUg|K`1S-xmtW2fT-0S#NK1 zME&=21CKj*K6h6x`J8&BKGP3`|17K25+MKFbGPgTy-LYS7-4hJ&ksF`aCl0M?~0sH z{YQpbZ~gU$F%bJr+V{u*0}*C3z}sfTALSL$fCn^4@QAm-8W;~|d4iwv>NK|q=81rI zs-RA&cby>B#Vy}s!DRe(w5WkEe32nv`BK0+^qp@8qH~ItG_o^=^hf~n>y@#{1}y&d zura(6K>`vm0F8OcMj1q45|#L|kknv-#B1Q%+y^5h_O6Q4qT#fp#~}gI#xM=ofRIY) zmaRZ8axI(^3PxZV$*^YxEJWkfhCqV=q^=|58UO;mwmQu0kcU3ppMw@4kOXLqdCxN9 z5*4{fCWfE}Fo0wvB{|7S|C$VvQQVuJuK2f2Mk|Zc>ZEeibsGa*XIGS)+T+@27tVPP zee5An=H3X$IJ&@UAL*G5acC@F`SFiE^yMEN6aZYwCX~a09wU{xOb#`XlFx*uBr$os zN-gu4eM+W>u8GV<-UccSxSlI%xxF^h5`8JC(wW?7&d;ro1-4|?N09hU#Iy;2p%Kjn zV7I?uLM${`DrRgxIiqbd)1U{XnEM>l4h?jG-Mo#Du;YR$xs!7) zSWM>J*}@g3vjZV$j4at>&K0(Fg?fpnN07*_0EnP7f?R+IL~}oi^)r~t>I-csYMW6a z)Tl?zkTV&&R2Vok|52J;rbTBq)D2O!Hd~BMkEHSejQa}&v^5wlNK;}+fWwH5R}V7HVe-jS&-m1r8wfy9XM@FY2zE$%2v1H(y#{65|Ho-A=JoE zr+f8lZvR;@+~r9HkxguHg*%bOG8USSg{m?q8?wq?bWgz5iLSWH!j^i~q#Xz?=R{l5 z#f0Dk-ep~Cx0{02dZf9jqpMCA5K|jUC7=4#Z9hd*$J-Q@pu@#)esfY><2KZRPlezz zFALFXowqs5{~b%J?F3Mz4SLxq%3H*{`Bm z0IY74V>5T!(+PcKn*A$9Jt4S&kp7UVHF;$i8Td8z=~w}z;+{O~c?5K<>!NM#M!ket zI=Z^;{|73q>t53Y)dJB~1VkW}+gf^uqJfZdj{RwBR~siyJXN-}y=`u1Tg{|S7poCi zGu|aa1>sUP7a?l}JELO*Aa&znUS(Ucm6OjjU{-2+K>&V7B>?}QB|h<_IB7D2@T)1OV-!bv(rtrnj5poeOCs zirh}q{)qw1eH^WE2|q?TLCJg4VTOTJ;DZzhi1mqD_FO5ZgDK|Cr2>K&2q2($wE9P$ z|6d(vjq7vcg4q;s(T~7pHc!JTvu*g4p zA$XX8?cK@HfW!iEO+X8#xWMAX@(2lfvq=+E=)Au0x0g865#MyhZ=CVsMqtlB^!N=C z-!`@{mr*jm`ExG>TzsGT!LL(k2`Gk+5C;>`Qv>vz82=(b{~8GJ;Nc7*ANS|)bVy)u zvfZC5WiE*N@2$x@?`KH(NFjGaWEiG~bY1gCX}*QnKWFK%3)sJ0VYbzgfs7dlO5wh= zJ3x6d4j&-^TZusBxIgsMz)uSa7ciOj%Qg~Ofg4x>_*=XjX*}P_zz$i#+GxR_|KPL( zP`>|5v5c^&z2hy|QkG%SxqjK3VA!x@3ZstcD^6c@uXxv#51WAX`3d>~y! z4oQR!`zpm?M7mQ1!Bk8{7dS!7^2NB3#p7GX4$;KeFo67102P=)TXaOE|ByqVc*czY zM%kDU1Zc*E5If2f#&aw)Vr)NSEJ0*+LS+=NZj3W|+z?*$h~M(M%_~28w2#^t$AS1n zbQH*eoQV!J#)Cvigmjg6bS`E3#~2aBI9!w&%)DFFJ4}2uevFlfM2cwK2zw;RkSxRy zaDjw0$%I@;Hf+c?(@5mu$Ub?+j+7NkOq8uVIKz3#kF*VtjFpxY$)5~HgFMNhED!fc z#+6*8K7^Zq^dz6eyUfGJo`kGiB&uv=jfVuvtn@Sk5K5vP%9LD0cFiX3HOcvwH5b%J!G{&Y`i@h|*s%lI~LCh9WObz)=gQ!FR)X5LwL$dS<>DWxx zfXm2)O?2!)uAt4@w9VV(m!gz8hD0Q0dd%7g%?zPSyt|L6lt9$7Afxybxbj~v* zN!*mq+e}5x3_0KIo#y1Zk04B%)QR96is9r4o_tN&7|rKI&vcB=>10o?7y+*EfZbHd z-kd+)(N1|X%!BAo|I?HeHN z%btWv42>QkU5H~-PEouK2sP3(J<<|g(lxcU66k>4WB?231%H^*Dz(u@w4ximiTxx} zi~!Ti)6(~G#z{oeLRC73!7esEQQCY@H-%F<#RGJpQY($eJf#*LElft7F`p<;3h7fr z1yxgQ7)51L_HfiEO#lYa07$b+o>q=;4&&rs#n*hExPWz$nt z5mhyZNxf5t{8UlG)#H%CnbgAuv{mH%(VgtoY9&xa|5efhtxZsA)Yf@Y1t3;qb=68O zw`HXbJ_SB3Wt%`{OsWLVWVP0Ktu|~0Ry~^x`1Do^D5P+0)mCHIzkyYx2v|Oqh=A=s zSuKixm56N=Sa_A!hcz=qrHqNC*orL>{~1;dDAs;$5i@NRkJXUoEKQ5_3y19pg!Ruo z4ABGZQHXU}*=!h#m061wxD^$MINey}LD>gY*f}&=1<+9pjnOdu*^e~W*|DiCnTG&dMe0$Gzu9ST0f1}NOV^d|7+X9CB?UeTbY&H`J^I)s#_TBzH0=# zzTM7wY!NX%TD&9N%q>I1J=}^-T$s7L#l=obbq-p+MaiWJh8;es-&pSjC;n(d8Z0CEDWj&K%snU%cGF6WydRS=5!?Df>{1GDl*R?r;&r_dG3Hh6%fStvxDNK<%y3}3H7J8MFTE`t3x)p=9rdQDGzbo6^cvwSt;d_VqtKrnv1l73m@gG2O#Mze%H>V!l7 zghYvkap8tn%ZOy5iEQMFMRJOA{)$HAj7k2CNz5lFR<*i}nvSt6WU0SoL!?cp~v}EPAYX7xjg|?}_wyWj3ZU4GuX}hKD zyKMBlZ2!G#<-T#`!gT+_ZF$3`^uuuL#B|2R!{o+${>E{;$d&)dZ;8pIx5|gQ%ZTI4 zgz?LI|I2l|%!dBWd6&+kA*jL+DH|JZ-o+1c#bl-b&pfNI3-JJH_lK$R`|KNwn;+)&!jp^c~^WvQU;*8JZ zq}}6_)Z~=&&`<*NSWlj7-*<>{jT>6Y8-mjCOV;_R*D?3Ly0n(*wc z>g}BE?W6nctN!hx`tGvk@t5ZDn(pzT|M8{j@|W%MsqOQc|MRT&^s@2wp7Qmi_4TX# z^|SQ&r26>K_xY>(`mO!?wEq0N{`|uK|Nj6000{p869^ngu%N+%2oow?$grWqhY%x5 zoJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2 zg9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+6anP#BryfrXbJYu?Pc zv**ua4)y?~x9{IK5iCeRAhp2T#1kw) zP+T=?1FW4R@Ibvl^Mj)|3eTRPfOp{F!;AkPPrm%X1x$Q-A#hrcuPq5Y__`E9_yRq; zE@e240F1By|0xndNeesy;D47eK|pi`A-AA;5Jo8BgcP#1fD-DlcibQ9A%Mbs5iGEP zf4aDE8hQvSa>;zOg><1W`K|ch78+tFL53CPsN;@2_K4Jr>z&7;7aq=+0gAfBP@{ET=kB0x78a^KyCKx)VdWB``gWw#}RFDg<10updo3IW`ahUEe-WXR<}TS~_rbPW1v z=bd=wspmpKE;(cZAL`epE;Jga+Ca>X zyNw9;qZ;{?h*i;A)eQeLwm>I=En3t|(g|Ti!cdXHWVCAC91@TSUsRz0#SzBdJPP%2M0)tferGsZ58Ko0;0wDh$Y}PIt=Fp8E8s zKn+)v8+cs#wjcR=3L4u6p&WU=1orZ)y}% znDwk^O{-ehidJE`RT!Fxt6b+w*SgyEu6WI>UiZq^zWVjAcYUj1g~8Us8uqY=O{`)U zyNg|z!m*7lY-1-&*P z_qy24E_FS@-R^q#yWkD4c*jfL@|yR&-|d8Y*UR4aio(3w#qM+GOW#)5m%jLQu62&U{X7R=ybRO7)9riO$i{EZ5KLmcDCu!c7*jt+bH!ypc^ zh(}Cf4{!LyC{D48SIpuTyZFU0jFUdsoeE?(TK;j z-ivk799}&8I?Zwpwy=i{=QT;X=+~`iXy4TI_aeTVn@Q$~5_wZ-YEZ1 zIm$)N@|L^&ob!;u~J?oOTR>8&%;mp<{X=eM!=y?A3e&ft$r`okQ?x!Tvx_O`qI?QoB~+GS4n zy4(Hkc;7Lm<<56XBe~R|1p`Tbo&XW(yF5hK3wPhk_@sk(=|^vRp7{*<%3J>7S645d z$7|ipA6xQgru?tHPI|D1{o-UFM!2cb_tv}q^{|iq>+??g+S~s2c~?1&Zx33be}v43 zhfuBa@?FO(UCo|PzVesP{N_9V`OtSZ==}}etIL=4(@yZAFJ5u7dmP;0rpEt;Wl#R{ zoB#ZL$G!U3U;Dq$T=(!N^{4|scwhKl_cNk2M=7>gJsCIEG|chGuw%Xqbj-xQ1-#g&-JeA~I!TmJ}6$0?-(Z(m0LOSdA#)Pc%q* zoacz#*p1%!jnY+#;wX-r7leT}gw%ElLuhTB2#QO1b~ks5v^bCSSdaEdi@}(W`nZq$ z$dAAHk960MWB7sWP>daMc*de5$+#5H2m=oJkPsP>5-E{0-~ttpjavtf8o7}iS$X65 zkv_O}m-ukh#(f2bjtAC>N7!J;&~aw>3^s>__IQdkS(7w*kN5v5kUF`OJlT^znTr6q z4(c$JL|K$ZNn-v;kmO*D8WDT~@q!b=Zw!e76Iqp336UspkqohjP8W$*$8=s9mU9M@ zWLb&8ws?5Pfb)fV!?2R>IDt+$V(xH-I9Zo=d6%x}g?0IpeA$5NnvnbPTylgSXCd7apqot+7e$F^|jMSUWPmeBupdZ$^QsaJOI$eJMro5R_j z?)jeZ8K3eAi@aH%{TQ3UIiIx{hOhXA?C=iBNfE$ze+AK;6S9Yn8J*J^nbo-v+WDXm z8lh9iY|Zv&8|h}?NS@`HZLZLv*>;}C5Q^bPffdLNA6A8PDUPBRO*f*>Tz4jrF8#!rjGikkQ$>hDu#RcldE{6ky@!} zc&YI4p8?vVJlduNY94ZG6m(jrS9zxlF{rF6a0J(t-`Qq@79lBt}+Jx9(qTCR+D@%p-$e%O2sX3dr z0(-M;yN_yXn>)L(KYJ0}S{`uPtwn3J4vDk~v9x~sw;L;#;8<{dmXVF9kyA^x&?Q}0 zYnmR~tFHjL^NL`?It*Ql4JoUy$SR9fXtru9t#6yGZ9BR%8oIOTskSz^7*V(6akoSv zv3k3=7ilG=Q73?VyMv3aOV_c83$j1l6xLjk+7YmuJ=D>2YY1>w6;d!fIpw7mO` z?i;_rOI-)HiB@Wako&9Dke(H|p72l(F8jRME2GwXzzV#;@UXqH*}Vhty%sUF5Q25#&1_M~t@*slj-h$9jy%cf7$c zV37+j1OBic&|xo9%&{cw34i~_YbDHPDD0hVmc@Jac;xC|Y*a0wuM2G=1FlKjh+$7_$g za99k?#(cYKnZIEC3bT;16IRCiO2DQ(&D31YZEV1(%gWkH9>np`^hT%nmBCD{`}7XoxSYP4<=E^q@_f;|mUN9ruHrd)?~Ku`O3&xG%m{YRvp|6)Dq_+c z&@A23F0GsMFc0*A4+Z}nv=dUq<(tq9z0-ReBINu42(SSZ4Jwd)$W98PXVVV1dxQvK>aL)B4g{z13W;hV#IM1Z@)C93D6=6p*viJnhh=;t#qY0=kSW zz8soHZNf`k*THPpz7}9F{M211)v6~B6qs|@8`Fec*oJ-Bh+WuSz1WQ1hF=X2VOP-)Yz25G9-tZmYw$0u=1I)e9e>@=0aZd$t-Nv_UiHqPEZON59Xn&^N+bx6}de25k3$zg4l{STg z9p7ts-yn|OWfe5Uy!r zLKjWf*!9s2PTCVbZP zVy@m<9^5c)*z_RdB9Yv{VbErc<2kO!JKp13sTu}hCE^v~dcNm;-sgV)=X?%?MLy{7 zy5xp_=-dCDZ5H0-#{1n}ieXjWlVv{XlwRpEJ?3N{+?c-UoZjiSZRx=6g<7uWE9l?h zk&sGp);qrHtlsLb?&@@&5Lp7~v|j7Be(SiN>whlfg#NLJ{_E4m=fHlFo5+rfX40+z ztS1)f`v~g8?d;Gl)0vLgVtxDs>SDjw~;E$SZ5h3!r1Ai?IqG1)u;IZE*A z?B4Ek?gA1Z>)BCR^j`1wPVc&&@A|&)x&B^&wz$1+nZrKt{NCqMdS9r03JM?9%RCGk z1`in~>EGUkSl+1!d-3ex?I4crguULijp_4n?IJ(&Bwz9-fAT1w@+!abEZ_1e&*B=d z*y8`*@#OvyZqCh10Xgoz^RUjh2XXH}AM`>$^h96uMsM`{u3!9R>%4xJN4?YoKkNlB z?1sMZr{G))-|&{ZVay(k(7xUnkMZms^YP8`mp<)=?ec2B_H5twZvXae5A$UI*zhp! zCvo$xEWWQh13cgN?_TF9RS@=`S%hEshJRT{pZJQu_>5m!`!!ipPwP!@Abl~r-CKnuHo;ZE-G9NzV|2;8NA;W>;X;N9CCnfaQQ}036)P%nQ30U>gVj8K1Q}A~NRlN@oASuV8Vsx(Lea1Z$DUpLcIhm=e+U0DCd`;P z&7Y^~vnEjXL3N^f8ejfXul4QU$Ddy)O{rkT(o8Er0m)ixK(gXOke0b-8OAQW*aC&M#|JS$&9FH7^<3o5EsqCyJ3`Nq_* zOf%2CkH4sHdIiA$W->5NISt$;K|5!8>lkeA!b?Iw0mJYx6$d4>P!Io49Fa0a7iF|j z5Dm4AMa5j)v7i_$#WYh*aV&1r9eeyS)F2x=vPdeyE7iIsiHfIWXsJtmyPo#I}x1gm~z;e7Q#Ox3=~prx7C(35kceD zP)EllceQXMlQc1WWXv>2Pv3<%-hxEXL*5!e4b{g{88XsUD5>)|V1cPgwP1q}CeqdH zY7Oa1TykBHr=hrP#n+>T#W-WF%33qmv5;jpWRZ`>=~=k&Y>*w5t%XNr#8ze*9>p9x zw`QAf#u>J9cjg(~oH^`A1Oqg6*IuKKwvk?>kHa_L<@Q|&;p+eXmAY!Hug3bwff*(V z;`Ascs;e+HCflo#i#7JmUCw6v?3ql4RzYl3Zdo?FVP5%Xz4zvuL)H}QIq-7(el6&s z+wF8|#TWN2H^zT!+G&fRRw!%BFUQ=vfj8&8b14CSbvml0lNG#SPDdSAu){7J<5OOT z{q?qICky1WytbY8IpOAgmSGT<;N}FGQ){Z{Bh~0N62yNb&Fhb zATts&bMLmByf@T2>b5KTR1;il^6}Uql9#C5i#MA>TIK-u0iiiujAO?v*xrBhw ziBE)L6s1-=Te+l!=Hb{0?K2>&1gJnF%O5Yq$O{(UgcmLh5DZ~BjvTg8Lp_9J9ObB* z9|~<#6g*-c-(^HS9wdnvWFkVOI7mVk(vYHS)d=0!La}IZD_r~{8r2q{G4g_hm&9Zy zFDc2isPS3D$c7uaHAhmG(v;+?)ePT?eSmxr%1fBnGZZ3NnHbwawN99a`iaI3%zhy2+ z0TENaV3#b_Nu#2vGdWa%XFTOOPkO?$Ik)UyFZH=keumIrBGKgiUU8;q7PNM06N@ty zy3k=1l$tR-hGMk&Gr{T1XWQ%y;69_#aCS6Ngt`Y}%vmWuuG6HPI_W#>xzd$JB#;LY zM@(fpQ<~P)rv1cePIYR&DTxOcnViWPk0l`d7!-}U6C*>F%1ohh@}YM+M!NJ?QHy4D zo8t^kKD3$-k9L(rDheq*M*7Nhp46SGv~Kt~K3hUiDfk zaiH&)AHn4Q5ZXwq%H6pc*t8Vf7J(=cJzyGCcb^ttJ0vFi8F%8&ptI2x7fumhH;E#ELs)U*v6;H zM?G|$n0l;Bm6%E`e1&`v1+cP}YpwrpONjv2g&f$)cb(2$rSoJeSNXQrv2vERY+#-` z>9}7G>@J{5pa+-v6%w9sV`pLE6xIpDr+dpVs6mf|z`DImLShbf5)2 zX!82m&?UyPj_Zt=9=F$l^%`=d6Jq2(B00(Qye}@Byk$;z+S8u~b*M#+Thc}88Pxdl zf*rdyGq?K85l(8F89Emi$^^r38OB?HvE$;!k}C&r;$Ul5A0QrfvX#ATW;ff} z%uY0~>5LB-{J2u`m2|c#tw&2=+O4$Jv_eKbZgQ8~+~-EOTubfcFFzxou7-D5WZhU= zNYa1WMG#El0t|L6ns0l~DtZ3{{%b(%quA|O_Q6H`Y=$@7;SYcIXGE;%I_nr8V6b+j zww-PGmeiHq_V#S?yXkb7+~g-mdCLC_rFLtwsqyCIf?mO(1?4)<^Jb{MO@?n64#OOZ z&Ig_S%^`{x-RSioc+$5Dai;qj#!ZKM)TQ3+7Av|R828l1IlfwtADIV42zfm-T^p5` z-Rx&ad%8*2?&E3_=EQGQ@k{rwLi@x+J@~9!JrIzM-QR9_dOa_|&H! zW5qY#@s6*$j<25a9cg{*XALs9zaDl>gPZJW2Yu*8KYA*k8r5viXD*L26^ zF-U0l0O{TKv=7TefkFQZee<3c!@$Kmq)m9k7a#FYm-+x*K%&3#fBksoH^1>9zBuJ| z)b-21H}iRvz~(vs?U9Qc-PrM5_(L~k(wE=-=l%xUTi(po)6VrbhkYiGaSULf&V_h_ z;qGw(jF<4k6P!4pKm6jVPF+#Dl0zZX2e6O=tnlDYO18T|V_n}fgj8;1D< zh98u@XP80U8w*;Sx!c1#YH}ETv!+E;G)7Yl0+hm{Gr$n5u__$22h_qX)WWU8hb@r4 z8@a#=G^sHhq72-?cp?M;&ua(~RKYid!#I?~Ii$lnv_m_@hCI~6JcPkM95rs>25d0F z`NJf#P(2$=3%kR?lVK30n!iVc#7LAx^^?5?*)Am1J5O3dD;Wl0kiBf6xX75oQ9Qik zOEv>kHX7r?Rb)lx(<*)V!Z5TEGbBS(|xt2b~w3vq-YawHG_`@v4^w{;{y#w#&* zl(Bh~$(e-5dIUpH*~fe|Da)&%?CVE=1jyPDMpz@tF&dfnDJX+Xvv%Xij+8@&WXOkP zMu}v~8EhXSv`7O%kkheB5^73FR6&1{p>Vvld^5?H@Wf*%JVrY@LHn~Tq{+CH%ekaS z60^rm$w{45C!UNTpY%s62+D@Y%E9C$rM#qUd_yRK%4C#E(#yk%yd)!hg?dYihO)t} z+(Act#1r%!1u?=)EX(XV%W?!lP}B#c)3F=_y5&PLLZi#qgw43LNm;BB5#UR`%%j`9 z9=`-iGT=r3gdoh|bg-+`J7GjjZY;s$I>s;4LvCnHv!lx6>Ppo4OyMlT-^)ye0!!rV zocg0oMclj4gbQ-~!SXE6awxpSYfZR}&GvN9R=mqQ!cDF#D_s0ZUG&X>1WxPZPwSK+ z*gH;-dI0FIEB*&RMAX%(H7Mse7v3w;DP(xKr*0F!MxEyB~$^y#71PS zI7~+8EK*Q&My8xS2aP!=g%&7{($fJ#AN;{99hmvk&;+>>FBMf!q{19?Ni%iNIAv2g zWz|-7Rb`vgWUEt5xl=qnB0Z%ZKK0Y>1JvIijSLxB!zwA~0{8eE!*n=Hbykn?iWji1xP-WFJW=&B4 z)QJnbqfC*hSW2x_Y9b+*(AHz%)+kxbJj@1c@I-QrtaBaJV=#x%D%E#u6CO3z#H5CY{o32o+M2@95**vOIFKU5yCc-tiY-g7l+gL3hGS*HxlP9ZaR^sW zv|DoZ*u3>pd8h|_*avy|TgMAr=VRRGMO+kv-sz>@>2+KN7>LP5oXWM_b@E9w0N?Nx z-|;11@#S1W1>N*jUjxCvVW>F>U2x6Alf7HsBVN5#-sNpPR%O2GRnwlu;0@+r40c=sc$d87-Uwn*>G|IB zMd1`aUxrxU7IxvglMC%+Sb>R3n-VVkb;zvc6C4(Y11&)b&9z(;kcRTi**zJQE#OVP z(gaRMaJ}JiXyD)tO|&FlV(?N5R=f<>!Vb3A4))?N-r0Uo1Q5o_%N=3=Ju2bHIpGv$ zWAhDE7JlJ4mgE0LRI0675iDKP4X!61Jss9zap2+A1=6m3i^;@2v{ev8F5(B?Q1k3Y zVCY89VPb}SV&P(7Y@paF4plF;Vo~je2_`WTi$^df5)!mk{$ZzF6Dk$WsdL^ zp4Mr_A=<@}fF#i8pGILoeFB1YTB3&9OpGB+EHnSuom;cLq$X&u1ZMfAsfHE@u8k?F zuH?|J>eEK;ti6`Ns9%XaHA3`eS_|u^>cO&RVoN6N9ZqZi;lfaxYis}GxpIB$4{d2t zt%t#d*SqHH;N9(jc zW|HnkkaX*_{6Pqha1TY^4CnGLU)&7`^Dr0lF&FdyHr;T)9)S-Z@er3D5ssh|Kk@QS zaqwnw_NDBLlx%2O78jRV8aJ65hh{(*^z^>*BG%IOl|Pm{==WY|;fiP=hjgnJa@PKf z-Ok@42VQSZawRWd`Ay&f&xR+*ZwK*Xl1^|<98H(Na&ngIxdsMu@bXxf^?4=pTDNsD zS5q)Yb2Vr42y$}>g7Y{>aqm`ff~fO@9q+TaleRhZL3j2+hh0CP?C`8(t^@`Ob#F$O zDN@IaNcZ+h2aJc#3rpX_DL?W}S8}ozaNm7$Qs?%EHg#{bIR+okR40$PZuM0!XL*=) zFCTNAz4d?>_<<+*g0J;`@arvrmtXI7d$CRbbqaQ258pXQ-@B{98y(ABz7vsTn`VFZ z^hWo)^~y~>V1!<1Z;y0v*Ndti_flVGAEv*P{_T+8%1yoGlBHyJFL10z`I7EN;YLe) zKgoR8_qjgqHcjq+2V*kVaHdaFgNOR4m-?x{b%YmM9bx!}mls&h?(N=OKn44-7yGfd zWn!-ljx|hK%UH>@L1KO2MEv-?`}4S`R+^_~DMd&r;lpizca*Phl^1f=-r<*jlJfMs znYa7e=3U(0`M$4ebGQq0fc$bWhXw9Np?7fpE61W|bsAFoQpWYBhk9D4`qDT3sZV%% zrV*~!`g4MKub23;|L%rJd+LhN*yBk5)cMM6)cs6adl`p&x)0!Q6#k9={o%L!Xd}i<GLPhpglJp z17?vLwxmkOiECQ!Db%P^rA^9k|&dsx9>9M%$hfI?(F$9 z=+L71kuGieH0so*I`Zes>vS*X-hi{951iE+g?(O?GaNoXy6EAN3IP&Dmmosn9 zT#pFn(x?00kc5mGGi0!5@9zCO`0YD!C++n7Ni2 zZBa@&C6!fLX<9%1C_VJ^NHqg*qVV`Ggt)=Dd1HF&PFPQq$tru9 zY@wCLR^kYhz#d(=6x7~W1CKG3Vi{_eezIkqUaUM4)yYE^0F1+!Im8ZP* z+N;!l@U}YdF+prJ9&xstXR& z>Z>uzimR@A(MnJMjVSL$56ZK4)2m0q20J0K#YW~BF~DTAk3Gx!TrF$K0zEX*MW=S{ zxV?p&G}BEx9o*7Sf4Sy%Ra<>E)>Xqv#(3-Qd+)nVi9I&iWt)9A+G(r3Hrr)`4R%HP z0;-UI2-|%(-U+7Hu*2A7Qx}cqu#+QHT!BjQhoG{9mEv}dGa@x)9b*=X3#KZw%sRjN zcdWLO{CUbOi%!qrHS+4~se~COA%O3L;NHtKiSD0ip5^?=@UgJv@s~M zvXveG*+`|T2tTQ4@o-!;oENRqI9h({DgDF7SbnrBTny7E1Vm$yV7W%lwJ~sSJXsv0 zIY%40C6Cr@-5w)Djz4mSkly^JHw{@Ed>9~+F@z*K(>a`U6304}eCP5kDLvxo(0ZM` zClG@;wovl3pZVVY|WRf%|5_(HF_HxB%!ZDgIWf`t~bki`U<+g#<3pO73^RO zd(Fcl7P017>}MV;-tp?rHX@KL(=cn<^>(YA+hVVE_OMw>dUkr5+^t+kOIo&}w!i-U zr)q=9+N{2|z`qPFTo4RQq%aY=wtX;8%vw2*NVrn?oh257tKp22j%CyIWqz~&(cq5! zYPo3q5n_G>3}U$GFVcl3bwy|08B0)bHiCwBSDeivA)~w9g@&`pE94Ah%LY}V2<(Vs+7JMf-#oyj3e#gY3_xv zI^Hp+BhzCa|2TxqA~L8$U1TJqH)&69GOEX9rY6UC%2ci|J@1>~EpxdkVZJr4`FZAD z^Sal&)@o=w%BTEJq$m@XGlW|wON!P=xE_|^hWi|C3i9Pe$7PFJhLq_4Jh})PjPC2B zAsy+!Mv&6xz;R78y<<)zcGJ+vsi@;E@7~>})Z^&du5MnH=NX)OvRTb{ zo{QOXt#DZRy5SCgIK_%)h<}LKyWvS>!KRVKrZuCPUz23hQm%gLU zC4Ljt-~Wy$tOpJ#gTr>%uU$CUKN<0{lfCR_=O0$roN|p}98$<6F@;8SaNma9&y$Yk z$&IV>)eWoV)?~3;SSs%7UU%l?o_USmL5_1{lV+H{w2{~i8N?3%z4B91I_5L4`ORmE zA5L!?)uk?a0Q1=IZP! zkLP(-e2%$GMUMO!mrg`--TTV>j$*&RF7SS>xws9l{q2ixFN@FFV;sM8byME*QZh2{ zI?ws_v%mfAzYPJNKKl7H=aKM@GU~BzW#TB>T?j5X*QuQV4xkm`+U*@60w!R@wHBKN z(<=R*8J(E$eO<{2P8K1b@-5#>kz472*cee?%e`E)Q5vLW-}aqgJ>-L=$=u?h8#av} z44NNppkHgapE%hd4(6Z^CLKN~0t1*6{RJU%*x!1c9_p$8o^j07Dg9r(5TFwhpzLXt z0!|?nPT?mRm>BV%06k#FnV1){T->=<=j55AX^eh9!lDbnFBevV7kE|`IV57(ct;b#ttT;A}%5$+J-6oVABwx5KiK6s8`kD zU;d?D)&YkS`d^#D-V=sm>_y>KRiP=KBAL-juXPS6y;fnM&lkob$Ds(#Py|#Z(BI$+ z1|A<8rs24GnCTE2^^G6Sh@g#_AReNi9xkKy)rji|;`qHA(H+v27}C+5Mk8jUHf|&5 z;lm>~jR6>dB~l_Kj-%;eVkRPCaqNULZBRvYo!4pqS(b?+J@S_G*<%!o@5^Cp+2l6OCp|0nuDc59yIP4G$4bu)CLMsBWe`l`dQ1;VF@<|rBH4o zKHx+AIgL4zV-O}KI<;D7<)1ndhsQ`16-`8eJyktsrB-ew=NRBV9$-H@Q;+Jp|S?!3Ffap&%9`G}H)6qNGZ) zilXd&<->&~8J5g#lBI5vjOX~pT=*u+SsRL(RFLR|TgKw+V4Ge|6kK?l zUFun0J{ry8Ax!N>M~WC6&eTj2%X1m#Vcub4vLw&ggFT>NHbCb1O(rrJgCR;wXWrm@ z#;1I0-e*3IX_6-W-RC)W)>9tgCjLegU0mB4%Et(wRmP?mh8=C*-flKpTfNw>#K@X8 zQOpQS%v=*m&6M=L;eomZbjby+%ujTtVMZn+HN8c4<`H^MMleK|_kHIHhUa3EXV2)v z3I5@VW|J`(!({U4Wa8ws%%_kJ>5$g{r;>>#eo|uTHD#3XCsh8YZ#+nGLZE}Z&N~WV zU6LZ;h~0wbMT1&k-D#9G@Dtt-G%H_%0bR#S0q+oJv$=%qd*()iL5}iNfffqFm(2WgtSTTn?%q z9_qLys=1zPOFC-L5d$uOt7K09s(MN$G1SI2Y9^)vC8y@Az9wQ(x_}Bnou~$3xY*li zs;a@FDjl$@zySxWHWZaUtXd`pP;BUxx|WU9Wk+HauR*9A-N=^)8nG5DaJ><%tXa;? z;$17A^&MUp5-@Znz)COfyZo$6>>?AV5ITc}(9<0|UEULCDaO}jZlC8r+tZhwcgKTKW z(Pfqf(c1!!u$E;5HB;TPl*o$gKSrqY@d|W_n6swX$_}n}LPm#rXgAzuw&LZ?(yU9K z8%$=yy2_-^vM8Y%>Pd3{(>|nY(aM87ki&UaF1$|ayJhCoo-XP#V%0v4Bx0@TwQj+B z?ZJZWsfsOt&Y7XGBdzW(ttM0M=8cI!fwE3?8S z;kKNS7}m7Dh~oC8M#ik;@@0+qEOf!4&Q-4E{;c+SZqd$I&s+wLwy*81Z_z%g`M#@< zN-9pJuKw;X4z4Z`x-R{}E;}KBsmiVa^QY}bse{-A12eEs@Gb;Lu!LcbDzT4x(9Ep{ zMO(rp+twnry66H$C`ZXi@;WcLb)N~Ru#J>#Hgv<^Rxb!%FCNKG2T?0D@!|K9YmK<@ z_||W+^ei+KYNV68vi~9_7t`MtFH!-IvFs*rZ=7)&g9H>wN&!JI zV!&}7C$k*qm`1eehE6FM_Hp2L%$v#~L}F|qC-NcZr8e70={(SF-ecqjW+cPu9zCXq zxTw7=F~77MkN7sEaW#O~b5B#~4nlVy&n%JyV0Xf@Dt% z;!pek>@f=UP~RAIA#E=Ba8eiQC|lQ4g9dr3FZ~uY3|=)>kM2!&-qUuqY%k)`7#&z2 z=~zo$SvQ9WXss`7?U-0cBe*qj7dIim^>55|FxNH4-SuEsuWVH>kO=N$P=ojuW@9V% zVk`2CxzsT}lgschbV+vMR`!a%1!ljfW*_D$TNh_bu6YxK_-ca?8}SjBc4q`MWFP}% zviALsE;2B5ZO=A=*XyMkIF`^WK1dCz=JrrEcyaW$9{l#w5G zZhKo-3yLq&dNQR#1AQ-b=iWDdcg7NXt}3rKYXkVC)?k5WInvGGf?utJ=Np9oM!5Kb zFNFDYV7P{BIC3lShqw7dHM3t+k8Aby9=joAB+zp@Z;S6a3cr!@_6mvLIHUrd`1UyF zelNNvx>J)Uk)NCRb~2KSuMm4~&%E!GL$&ADgJc}Ee|Ng4D=mQYsMES9Y!A2r?_ia*pA6c@2v~Tx2=J;OmDZA;Z<~o&GtI2iI&n8bBXIO?=(@tUd2USzDpg1+ z&C9U)-E%*N9O~w=kEr3flqMHyp@NQc_OLxSyR%OoK3}f1eTJJ0{Om0PNiB^@I6q~&D^sr~Q1Gnu|8fP_9qCsjvA&sTZ7ODfRIAmdXBKHPgyC4G~LfO@_EdaHL!)Jy$Z zQ~ko;?t?Y#*=D`y>rEfa$DB_@jceDKWzc29@zwsac@sD<)UN?X9cYm|CWKb%7>+=%-J>Z|l5?5-Gc)Fyrd*WNU zVl}?_%f{zTmgFB*Zt#XsS$?czbP^1==DRiLm&fn2l0$Vw*^a*cv&b>i1joG=Kv2sz zkRUZ`zz`->xR4=3Vh}HN4If@rCX4GhoUPq4~L5375vR+A(CP$Loxbh-2m(YR{ zLnsqsO`A7y=G3{9C(d9myG=Alj@(Ik_K+r3x|C^Cr%B~SjcStr=u2qGh(YVQm8Y?n zMWfo=H`@FJ_5mv3Lce%S^VJeY7{!-o+kR=k*T zW5cP8 zh&OLSzkvrA4!k$-ClyFHTzHK6v0=}L(ULx$dUfm9v1ix5oqKoh-@%6$Ki)eo^XJj0 zKQDd#_2|@bDHJ%+VEt_M56)Ds5F)Ue{%Z;*o1lgw$|9B!(1|f_P!UQww zMk}r`%uqv~esYOG1C2WBsS%Y@i>wlnn##bJ9=Z@ByEdHvtFDKT`3fwtOw5t2$oAo9 zN3Ha-OGvu@D$+g0iM$S3uq|+efpv&_;^7!o2&p!bTR8Z~EgAW(>+9UMP>*Sk{pn~da zNJIXpaS0;>4@7XmjwF=u!A?Py@S;ptvM`$%QBAd{4xtGO)00Sy6-OP-5=%vLw0TJ` zRc*QpuNEz>=O|ite6p<`*^(#7A$>j4S!c;HR@!N)t(M8j2q=@ZDz)v_+i$xy;7cZa z(Sr#l6yTOj1IPq-wKLs}S6(!Ka}&7Fl~&{E3c-XjoR5@s8-tQtFfLIA5*e*ce8W7 z4qNQ8+g0G)Fu~4@+p({Nciy+@O|!UrMcdczyY2qB&N=bJQ_ttD``h8c2`}96^3+S* zyzCN^m_BMA+HYltES`y&fuI@6V~j}d-1Ct;ju}&mQV!a53}3EDW?{pc_2$>zx|L^` zdS%x3+kw8EXko=VHfzJ=aS3XviRWuCyr{1K`uF9TZ=SHNyJkCWwyCfFN;1!u&9mvP zPt9$(=aqYICw#$u3t{!3r^OmqOds z#74s^mh%Ebj^P!LhIvWe4Wk7^9qy1?(5oKzx)($thUQDLF_)D>1H>VY=6m3am-u=^ zx6q)Eic~a5-u~6EI=PRF?;D^OB^O39ijiQ=S;+p-I4A%n?tg0p#v0AjkOB@38mF>} zq;O(6-4$qpeT?8AJ=aIkRb^Kg>`CtbGQ=v5t*#y-bmWO{Wt9_}PJX9j#K3$Q=+vLz{@n zMrELP0Fs@Z6C?%eSV%+8Q<2&*8Sh;8$eSUh9-%8?jchVW6sE8y%;F#>dsj+wIL(s{ z1!XV6X+Asy*s%apxYp2o3|t>tb^dP|f_z#pCU2WT|2Q()F~ zrZ_b%PCs&5)vlJcqIE6afa)(}&eoWHGYB^NW`R5^vHFn_t5Jyl^c2xM=l2YgqxO=3KEk7j4>g8xI6{z?Ug$X5)371#G|{ zm)OD?nDElqqK~z#-PDIc9O4kOmZtl{2ux$!Q`%+&nO$`8QLQsv83R`#!JSEZvJurd z9@m-knOz-GwMaoym&oO{E;(Ex&z3POC!jRmT;@WxmuSPgdoK^&b>7S?k64>68Gz0MelUc`w}2V=V*~;q z00AtM8P{I%ZW-~gh#?(mNl$t~9mc7NbxOq)k7LEhG-__E+QvnphargC@iwP3V^wEU zjK;mHhfLMnat_G7}!M8mfBwXuEeI43x4zCfa#>pU)4W*A(37O(^`3+T5op#p;T2R?jJiV+mRrI<0_ ziS0&_Mmu`7l=k<(0UmHkn|3Ao%82>0*y+a+(16<%E-h9aaW^8hA<13t1vB*A2HKkA zMs8q|m5iZX|E1R=zag;OYP4*tB}K;WG76*pv>LV7*`@3UKVn`y?FOSqEBE=&fv%%C zTW@XP7O-T=9X3ULd%);cH{96002F-I7oDBAq79yDylFjO8+o+A!5((8Puf8qv2;#1 zlJ&dEmLSCctgU?--c5+BhvId&``wXxIdh&hMn8FH$44d=d4x=me2-Ddcap+gCr^}$ zyk|XB9`vz5#pONAxnHPE6!+SkA7#G$)RLEr0FWYnj|`}MKU zAG{MoAmQAQ#z6%5kO^KYteZ-MZpCFF50oyaORut#$EqsJEb>8Tis$Xvk9>2Ob8bPoXzAOWP#9||Fr zHb?mXiqGp#i}_G61y#`B%C6FIY6Q(8C}gl33W!ebgCSh4s&X*12d2}D4`J&0Sqbt z0hr(tg1`kX!5?Bk1YuC8j8C;z@DedG6D92=MC`N@B;kq)a(r+Uu`kE!PIp`)8$vE8 zz)xlzs8g0O7NH^*X>suS=&!bd3U%?zurS!P5Dl+}pNQhvo(BFriOSk*qLgI~t*{OM zYrzf4K`h{K4yn=f_@NH(Fb~Nl0g!H_08yj<48jUA5uQK-5a0|v%OCWhr7~j@6XfeO zF&^cS(jX`w>@goCJ<@h&uK&I(DVS#;iVatC#dt0c88r_WdB}vAkuL`D8EYXH zVj&pnuV$)oCw=Z33qb)^udzf*8@;79y3w+}k(S(s5(?3znDQyd5v5Yf1zcdIf-(Wz z(fKaI(&n)%=|TM1X&=RMAHlLDzOo)V!V_5{`eutD4Kn*SG91-yVIPd@tKml|~Gu&}= zyz(qZ2GYv1IE@pKK;|O~uIp%Uw%+pYQe_|z@&_yDfUE){1j;6UA}=+Muh0((Lo+-t zGW{kfB^&Qo@WL<+%99e)7fF&aw+tmYX$`|nG69e>8_yYOvL<688j&I%?4dI|(NVi^C*^FB``H&2rmYUI`sl=hP*Z4xK{Q$RVBKzZ^B zMIR*u7kFRbKCe+gyqYdShlu6^0%3`uU zo6RMiM-5|c=XOp@Z88=FG(gYvOGh_7SwOD^OP1O`1T+?0ueBmnHbTr_!LFII$ zGGI6E^jh!K5HED4LIY4&0^t1d-xxK-4z*lMR38;pAI1_N2{pA|uvAoZ{YEh-6h|jG zHAXcRA|Qt=1dB#aD3pF}g7|V+0W(EPwU5q=@xBZ{N3It!B`lgJK2Z`Gpfu+kw%JI@ z9$<35a8jL0O4T_MY`?z~sPYmRqNFqpB5K zdA2qU5fMqlTPcKG&C*p5YO{)VB&RNMqH9m*Mp@>$whSZ7mPC#aVb`{XhDRjFRvwtt*#2r` zFOR)ivTm0L+MZ=^o%b@cls{wP9DKEKt@nDd7jc;)a98$aMWEiK#}D0<50lbO9T&1J z7jt`7bGKDAI`>;Yw`fIoe$5qi?e~65H(k@UEE2UO*i}?0Bo&87I`JrW)x&F31uM`q zN69vKN91fJmdkpVJ%QKCBGySO_IQzZR;iTn;_rF?K^RMQH5OFC8mc#YQ8u^JWU#CPKpvO!AC|QA3igr&>9olCPB$I02JIL&PQ##5&o3?e`=?xt{C!l<_&A^;w_! zS5Z~ByfWftj^ocNsL#)|Z8ucyc8Rm3LZ>c?@qAFKpzFnYo$S0w$z6 zSND@|rI(tm0h>+wqzktWr9=XUa=<1~e8t%`$hmsV8J#V8oqISmC=Gr&xpVAUA4%qa zllG^H`jhwhsF6CUPgz1J2qRu*Ums$Y3z`)ZZ@m!HjKOoEd09km*JO5>+q^VgI&LJM!;kp4kyZyQ!6k)Kt?XeI$v2SCsN2;-(;G7@3HX}QyJtJiL z5hXV9y+fv`i+Z%}`@ZoTi3{|;?18CI=4DDLH`@B)h#IsHZ)dzLgfA*EPSPJj(HTzxg{U z{JUdF2fzh9wueMUqz0>dv?&53w|m*x`hp7guW8!W%9h#9jD^I9(V`tHlxhJniKeZC z?kUni8PZmSQ~b{X{TW*vkX1piY5dR&_qr8b(PO+cyCy@$=6t&uoO|5I%LK@m$eh)A z(>cAdOII-$YK*@%5f4OVB4y|>qEgOk@VB+AW^CMl$S z+Mngm`{D}Os=9TuRvZ}GHTK)Xedb4a-1EB7Vf@^6-b~fK=i7nZvr%l2&ROTZTi#ux zG+p17-qZPgG~&4=2L7`l2$iqRv=9F3vrXZt;@HKIBd5B{51MT;7UQ){s~emtG~P)$ zzDO?C|9Vox=c?NOof~ZT3ePV-@{qzBY?9{rUeIm+<_o>tV|>wf9(#S>=Xw6{6&>h* z2&TCN_H4H3$L8p1De0H~@{9b)Oa1AiUe#f~M5x}{tRCx0pW9R0T3{6ZYt7Q9L09-8OgxL5w}pTZn&lIH*Z_{Tl)RRJBWn==u=@B>%z zrGNU<-5&ZOTlzF?W?D2NSMp)l@pbmzG5_+LUNoM*9y;Ii&q7V*aP&+6{jZG)nXrM5 zO)mNsy9|nH(krZkH_VBh_5p$%Ic>-a8a#+Fp~8g>4F(H_44On}0tLpihtb}?jT}3A z{0Oom#){hiv_V7mFr~_sEL#RsCea+Za~Ct(yoocX&Ykw+T|Aepme8R@iN-pLG^x_1 zOqG^W1vOebpY5tzy;{|$)~#H-di@GEtXQg8%bGolwyM2;A`-ZL3pcLZxpe6=VNy45 zT@iPE>A9;nu;9Uj3mZO+I04|qj1y;g!YQ)k$&@QsCIzN~;Ch@pd;SbMwCK^KKkGY< zI<@N6tXsQ&4LkPgkhE*tzU|R9?%lk5`~D3)xNwjdC}lC zyN*4(_U+djMkHrEy!h}u%bPDA9(;0>-rKup2oYsOiP|dq#8`XhZGQYPrW06FGA<1` zpimG0#bi-U=Pg(sSN5cnOf0n=HDOa0UWnmQP;ICRI`O2H)mS2qNa9!^o`|Aa{fy99 zVv(07+ZM4$= zPD^dIRc={NmjEso=5uI%3$Av^q`7B8fTlNIr*w+fC41$*+uomm25Qqr>VA}wPmDSW z>7*$Yb*V})StAooC5qJ(i3x{VYQv_U8dX)PzDjY$7GGS|Is9x9EM2}B#+M#`G0|4X zCZDXMttdP81S!S7OvusMq!40l)NO+l>6 zQ?_8tci(=ar7_1VyY+Fczm8n;;EFE}GO&yf_L$2r6B~18$l8p#lBw+z+s~f=e-3)+ zqT3d9=^UXakGAA|dGvHjhdXZ8Zi1IO?c_;a=YK`RH)(q=9Ym?q6IDbL?l_69D5GVc zt#T4Us38PlWoM1@Ec{DuAz|3I|4_R-AT0zGzwx>P3 zLB)IFOBFhfh{Pl+@rdPXqE(g%MJR#;iQwp96&9xl^(lr4zMxV2<_E_AFeX5LVvI}u z>?fqk87Y6T*&pUMSHL*RagK8=ogMFp$2=nHboP)3(X?f?U|>grud5)r$i+KkyeT}M zX<>QNv8Y9@2ZSnFhzT#*l8LZQh4*n}PWJVvNYT)FNKr;Kq~|sss?r+D0Ak&Q*u7GG zA{rlxVicV?K3nQiiBmk{6w^@%EVkt?BD;$g%ZSX!kujMGI3pS@qej8#&y6+fA04lW z&1?b(kNeQ0H@^u^ekf3!9+6W6p>d`Pw&x_>X~;@0D3H%|(vulUhdm+rL9=0UpC*h( zG&VUC7Shum=P-w(q5&zUq%A|rFeSmzVK7xz?;Ndk<-=f^H}Bd1VwX!i3r9Z+(vXT& zm%TLNIf6O37m4gI$7H5U6_>@AHnU~V3{o@$a~o>XOq)FIsZYBZ&Y%i)sN@9dp*FI| z1!i!Pt;>!&y@N>KLF8&*@|wODHPD+xQgzGYr&kH&PXx^*tNALZ^crf>r9@A9N0eyw z2wKs!UI>=ntLsxfAySWybgz8vD=(=CQIvL!FI?1vVHF_L#6B*jFLh>3Cv#K1Ozk+C z%V0gm!+OUY;TAP+R%!2v_kD8y8twhJUw-_1G=E@Ita;#D(pP**lN2dNvTSG zb+-o^-b{*@FjeL&9_X+JLX|NpxjNJuZFOthC@NPBVKk%vb?uN}uZ!L6augg>vUM7oK%U(9V^sVphG~(I(>UW%^?XQ3TD_V^3WxSzV6knx^vT-{XNtKJmMBJgcvj>_x0Gycu5(M|!yrP; zVH~on_wcIS7|VFZ-z`9RbA(v-X;Ee8?QzG_i_FNyY{*0|vXNuP2_joAFz~f6XY31Q z%x-qSR2Ch8uZ-m^Yxz)jDjGZ6nGgy-b;0mKiAv@L;SQUpL_LvY12LRo=ArE&v3Lkf z*v4Flp13AHDXuk=k zh;>V+6%aDS?Zt6EF14hlyzaHHL)(wi zb(tg$5p#mwnMpK9_#A7VZJSk>S~$m9lxS0moljZlJqOpUj}o*EPl-b&?(i&I!OB*A z$Y`W+h$+)O)!kxgS4mHr(wMHd6e*4GeA64GE4p!F3_#eCeGvhjhD&&tY3hXIh{w!S zHLD+9WLdyEFSoH1tuGGcDeHRUNd2|PKMwMcAIjDrH1M(Em27P-+hDZy%1y2sVUl#! zC8Ml4Q|!FfhaS3z24!VjN9@mV8yc5a(aJUd+%4U9D;?4=mh`^=YHu3rd+JoLIym}G zn1U;SeTXeMTo5o9U-(<$WRDTU)!Qr&g8-gSk;0V9m%T$5*4Dzx31p>oOYNGIvMCKEbPjcR=p%+$hJyBIG-XuxvZ#UY6lX9QLn;TBxB8y*%bm ztoh?6*Olour9Y9l^RIXaqNY#xTvMO_dN0;=pMVM1&|OJ1dkLt33&?;CSalmSc5)G3 zp~g~g;dO?=SiGl!hw*!16nw+CcEyKNaEE*u=Sj?GchRSUE69ReHht?+eR`68kOw`` z(0#-MemMw!SG9QLClEbnH5R3Q7*csbmqR;;M8_p)06##$zl`<^zi@vhwsTjpe>Bm5 zc#{+W7=W_$30f#`+pupA2!>%OhG4ic1Rxg*0BVQBQWuy25m*=*xPfsf7##>k9|(dF zCxUw68-3&%^fgc@2rVrrh=WLo9%pN{Lu@hl9t2{8(AI-G2#Ju0L(;=9=9gQNr#7X+ ze%OY85|wCu1`htD3_p}s9P$hH7Y$HI|1n9VS4>1v-E(@}gM|>|Vznr5l74=ld=4b4PR`AGBMVM#rrxg}+k3UC$ z8)AP+^dYa(SHCb_1__l>X^;qs|BDLQkXMP7RF@9AP)sC)0KzC<Y8uIr ztLBk(0c~vwZS!?sj`UM1NtbnLm(GVeBtd54h<)i-6r5L+H<%nbnT|=sjv?lgM7W7T zDO*cPF@0uS`1nfG<%H324gbiLO^H!b$(fu~?hwg3*^kd>wB4X25ksi~T)$(pDM zOzH!cy>fPBX^|BB(hEPrTXi8U^mWi3Gf?ZAtKBv-|@hO!E zi3ymn3Zz+@`I&&N$(q1q|Ar|=YP4CKVhMa`shdP53%n^82mvkyF-UBJLdju`bz+>$ zX`vU2p>$asfD|9lX=ahP6v4oK)`^4Isgt|3o!xmMr|e4%cv8q_}AM$Zn2y zD(QKdOvIkpWeeX!UGgcUQ+bQ^X`f!GpGit}{JEOx&=3E)GQKCEv}v30gPRA6pb8on z6XYD(Awg>5TLMui6`G-CYNltpg6J_x9{Qm&nH0caLj+S1Zeya61X72|N-EkEO^AxD zs4BN4F)=ENq!^1=h@&~W4E|(*Jenfebq%%=L=~*xG!o@kNe*F2(nfk}Mx>uvsYdz< ztH52PiLX&B|Fu&)wfYLBD`S@Zs)3^VKDarsUn{V$N*C0@C)5EE&#@+K@<3@~9cmk) z7_@wLl(8L4w{>f`;Z#m)DiE4B5`ewQ|hp7*WRTBCewe>=*kePy#Z zi?i^lbUWKUztFQK?C53PI=8NdC3`8WPql>@z zYpIpG{|&3_zyEu$t-Cl?8oQ=8yN^@5w`;q(D;I9*z#pWS5@8Hq5>@2FCh>v16+xWM z%fTHiw;vIGpLJB*bg}k;90K7eGiSY%!cg4DkCx(v&Z zzUwPQ>npnBYMJr6i~4!Q^t**go4-w*zm{5`pxM8zImG~M#i@%9vNFH~TEJunySEvz z3cSE>_mK~5#vkOn%i%5v;kSykNE__IaV*CmCqQNOLgru+81{IO_f>zH5}KHb;0c~m z*S&<+vNeo!P1v)JD`Vr^!|4leld1}~fVtZcub4_{%do@+>BOBpx=;+o+fc<HKna9?btVJya9%fNAQ#<{GQzN<;|;T{=GJFzmy!;GQ)Rg!i$ zTz6a&)ti00<;Qf^FiwaLsTh=&7K)x{T;(Z?{s%;`l&y<^ z`1Yer?8)y8nxJf?{X5FuaLV_L&-h%*`-~3hz{-k4z_5H?f8kOIT+3lg#%!s}xtzw! z%sR_)5)s`Hy{p02IJd+s$Gj23&uco^NE^ddTNS~#)0T5Ph#Q&UYNOrk z&5G=KKHFDM2M#=(v!6Sp=q$?XOlj>*sqhTX@*K*jjGFn3)b~uqr@YUpnbb%P|55)8 zpaQLd0nIoDebB0U%W$#K4BgNVjY9I`unaN5y^Cha*Q*SI(aXuvS?1AN!XU_VRVbXo zaaPh4@;vN@6eyj|Psqr;q<~7q(xPaEh8nIz1Qp+0#56rp@#{-C?Vje`bUclu>wI)V zjoI!>)J7@^Mtz!34chta)S*qcqxIIpK~^sp(v!$G$faAD*gV^#kEoc6<111LD9(u6P>^iH z>UP)=ldYJ$4Avb*Plte22icH1sY@(xlt7Y^>0 z5sv1$J>gj6RDx%0PemUMt;^z}yut0UA&w>YLV_c%FV)#7mH3W$ZF5JN*o0QiyCmZ? zp4~I*ZaMB~-^}AQJ%+pJ$UZzoTNt`f$=;JauBYtNOy1=24CSNF|Jl+|<)@D7+aL|A z&g!l1>XuvxTE68i)#c{(dAJP3?|!Zq}K?+$rcaREnl}N=T&W;jZYjr|2|y##N*45 zj{FOdno*KwerwPj3djn zE>m27;9wvOx_+v{!0UnG>kkg>!!Gh8PpiY;%f7khY+4W*-t2MtO-9vmgLvH4UhRaE zRd91eJ?C?Zi+W6mxH7uf-HIZ~baM5r?l3z?sI{!uZEi+`#(y z$P@X#TK+jP`4Y7#ewMhH@6zDiy`L}tsjujYI?hSY|K0Fe`l9>vsGs`12oTqoQj$qYtE5TW zHq)lfiZ^xc{+yF)q<%|mE2pnaplgXTUXm%a(DIa<=fZqU%qw$4<=j~Ff_!85&uoB4cTMJ zktI*2TsfHJV3{vNR;+lgJkav&jkd?n^l8)kRIg^;+VyMLv1PX=UEB6;+_`n{=H1(O z?Rde34<}yS_;KXPl`m&b{2V%T)}l>U7R&l||LobdZ|9y})pzjWRoVJAU0^hU>D8}i z-~Rl-W$}Og5)Z!Aef;_L@86$ryu^tF+Gs!mGfJwQ|()EVkUL>qj63 zGi*pAi!|~`Z8}qONhTN5i^<9?(`-s9r?k?_$P~j%F41mNEw$NH8!b%Melzn-G}BbG zx8~Y(^G!J8gwCAlqEV*0?()=A&-%VAMV0yLM9)1!3so;Z`E2o%KSmpM^uPGfyXYE> zys@-E0tMP8K7$tYbRi3ES%w)2OEndw{|YTEX+u_9b%_;ba58aLT5GilMHOwNN(4Q0 z_4QX^gI%gcVZp+2M`Y9Lk*Xk@bv7;}qm_2r!J4%8T5F@!7PBk6y)rT?A=~UREt7(_Bt~qw|pxe z+sb_RY_!wVN&21R&CMDD6ri98AkOQ@C;R^@5Ki_BiI#lmX2@JTS_q+)3J z$xq%;l*?0$HK0e1bC4}vV)7wyg!oEWy6uQYOkyo(>AmRK$!<`LBA?1fMTAswA`?kt z;2^|BL@CUCWh~Jf2~e=YkgLc$Xj#3+&{|}sp=+&$b*vN%heo56<}gPpNpn%W=Cz_3O%6vlYA^5A zXs4qKe|I93*RM^_&98HB?2&H;kL&B3RSItpYr7~9FBCj!1D^ggEdt7@S&#cR3 zu3FLhT#o4Z2z589__*J~)Jt8j6i;jU%XP1R7Ecp`q-agsS zj4I{gV>OjB$$HGPmW5+P&=^$HGJ~2ckE32uqChFlb<*tj`lF^enHVi>cyxy?f>jiGyEhEBncXilP10Y3+;M^1 zl!kyk{|n9oQ7_ z|2M-d*)CbOI04yg)S*Kg(GJ=>t^IOeY1o6>E+Mz6;_cvqyQ|}-TJf-@Xr5DT-9smO z(T#3&Z^heR?)F zh}p442YB$eb`g@m{@_id3~d-bw~J@LiyB|M$44G5lmBhyEq_pS=U@Md;rx>N-+2Ip z2GIjOZ{dz9!Liaqz0~85)q}com^$W|J-@;|3amg2yg&@h!1L0*`B0Rx^F76pxRCL$ zf*?KJ?Nxb%p!mOA!c&Y-(lRvYdKN7RQ$7nYjYOyawv;iEt7Ara?`M&_v zyfIuuc59x}Tfiv#g-nY&bcmPok{jF8Kt0?;KJ3HW!w7T$2f5Kbg;^L7|17&(3%(Ov z#P~?U)O1WAa5NT?w5+X*FH#aK~> zWT=8%5gKfhLRwU$D!f806b3D9iYoC!Ulb)U9HlYj8aDi~G`yBgOGaf}MrLfrWGqH# zBsw@Gslr-4zljDx>?pV?q9N)YKm0~;3`cRqB?5sCfgl`3nW+yv#AWgn3t0tDDM1xv zMS8rxQMtZ{1D(*~qZyQ#xT^{1GZEOV~k9j4fv1zL*e2hlDdzjL3+Tgj*;x zX5hhk%t(#gNRG6}SB#xmtVNOR87Taq45)%>a0ZoJNtSHMmP|>N|C|O>*hQx3#b3Nh zoSc$j^p`rN~8R|X#BClSxPxnN^6wH@d*#^;HCD8g+S3X*DDTm zV6t)SO0WD%+$#|8;g~Ms8+HsMv%9s0>$r|w#d|!yeDu37^Dk`@3R*cnI3h?sI>=Sn z#3QVkW{AEYd`QAPDv6ZH@v}a^Y)i&$OpRQIkAxjPu(Oe@%%&*GnL|mJ+)U1N22)VU znH;gE$Vt*H&2C9b)O1DtTQqEOM!Gr5qTDn=am{3eP1_vG)LgfvOud7%%6pp*unf)$ zbUe-MOaN`k(EKy0FiitB z&D=~-qASB6LqjH^&D#`8+Jw*utx%*?P<3NU4ZRz~N-V;v4{HQY;T+D4A<^SJQ4~#4 zL42}vq&50cz8F*qx@61wT){Ug$kocuzMQb`6v*!k&rIyggfyq)y9I_sPazbo^<>ZX zEW$-t1WUlk8lBROv_54hg#4t;{oGR5`HBzw&j1b60j&yeF{og8uB1~aV$h5=Jy7S$ zF*lvAqB~6tH9AJSMxj&;3*A#b?NdJu$~D|jLETLc|LxE|nGgHCh7ol#6>U^UeN+|I z6k3~~v{VrJT9B5YOBIw->ddVEl1qZ@uf?R9>&r_V4Z;qABfnHCyj;>DY*JWt(t}jY zO{`U0y;WSzRbAaxUbWRp#L_zBQeh2A|Afgf4N#dBO{R!b1BEVTMY=1g)1>@UYOPjl zz19oW&D9&!!f~(nno9AILlGTONG(@$J=aVjO9W8`7%ig=nbBIU(Ki~fU!y*PWQA3@ z1@g3&>$?T;1O-b7QhgoLaymXFb=B62RfTm=OBmQ*eOQQ%SY16nU~L_j6IRP4R`>(c zW9`gjB~YiRjd~c_dWehbG6!s7*32LVmTg&L|G2R@g;pz()@a05o3++uyx9spI&KBm z`Y==w6<0+K#6=xAbUj+6Ef6g#M2KrwOihV>1O*mc1uDhC>;%<&)z|Ih*CNf!fMqQT zVg;>*t>Z&jh+No(T?9uchF*|Zw|!e)J-%d!or}fTkF zGh4$%+q6|%hlN|{g<)#hv7BUF_#HsXonPAwGK$F}{Dm^1RJUZp+|1?N`e2v<4iC^pj|@!O^+8<)&X{e8 zhDUT=NMsdHrCrSAt~7^+d?xHIcXVL{e1VQe@sHeNq;N(&vp{ z7>?LvD1cZD8eg#9>%Cho6`}3r-oDKlkZlU_y^VNyK=Uo!OT!NJrMJ^VQ(+uEuZdqN zHahyH-1Z2{{LSL^sL=lP-~R>R_Y&Y=7#KAYM6NsC1YTe@o*ZwOCbnzW(eW=;rC=TH zyEb#P3?8k4y}pUnNZ-}V^@JHv|6ql-jg{j)WJFHnKw%YD*cN`$Q;cCsmSGxR zzZ|Z`x;06T^S3_Hn;?SQlP z_2^S&=wi&37=#NLi4cf0M&K-7V{@g50cqp**(p_NyU~#Zsimg)Y|F*0UE952KQf67 z&evO@PmKIyf-KBF0tHy8RYgwcLoVTBK+nUBut$#P_Kf63hy+1^g%_@5eXiAHNRb-; z8I8?knA_yc+*?mxNl*@ArsyFz*{%mP2f8`5J4s@BGrd+$tLA}a&6s75W$?X7H$=MG-r7{}dHvAZA8I+L1=)0=XEQX6BE$>5JJ0{}~+Ct)_^JpqLQV zcxAVX3kT@7+=AVwph|InSoHi9pIW3*C(Rz(hxfEogF6t!g)e8RC zPkgfoJIEO{Yh0yATU`ZKpz09D>a(8MTc~HRKH&)pYvvtm;$8$nC~Mzk+jHLSUUh2c zc5Z$afdU9tx0XT!|L9NI>EXFXXdt%hyVkBxd%*8eFFffEru=L4mey>IP&^H63ngs$ z&R^K%U&86YhjX=nF+2QGsTFlp$)@a&uxyXOl+9kF%eENM=B80$!PqTrTtkTtslL-@ zWPjCBz6;)E3)OsmSfg%++8*a69b{N&Tjsu1ZxU`4chBM`YeA@lf$fFmE^)VY?qt{k z0>EKu+u`b7JnW7g?cQ#>?ry61?&J{f@um*{&CQ*K#=?nT_kMEQjBhE|p&;h*SVi@Q}cW0tbfz?`$&noaLmZ26u1?l4c#{YUj>ouw6FTW(DGn z+o-P9G81P@{{Uf8EJA`DaT)hjOGt58U2#Sq>*E%LQP@Nnw^dlE^ccU@UdVJ!-*is* z-RFkxT%~avr|unZzktqLx#rtysD_vn@~I&5Hjx`T;nQU_hjO@eT)*{`-F05aB`E)O zV6V_AA9nmbrl7s$XfFOH}i_1oHUnqJi5m>5+FE-a5r|0H&nmv3Y;L5V3uEI*u&8ILiZh$mywGDdUz!uAP)CZ7*_x?4d#dUFT&kp6Ob zaxZt=1@Q-SRoEWnr>4~szHJZ&ZczjUr`GpPgm*{icNGqJu`ljJID|)cZiY{LwNLnm zZ+oYH#X`bypdsjrueQnjusE28Z`gaj?|Z-R`&D1{z2EpyP704de6|5N3(SbF!w8aA zd1`HW$u}mDV8r@HX-idzic=p5X(OQz@Xz=8n?SxC44rQG_SklN)i-y$LsIoz(x~5X zN_J|hCdGFSzeqU9t>=0pmE;y)^sx{ANG|)bKW;~G>a|aP=l{} z|H%8lzy7}ue7+}qgf?&8g>S8uhv z)3j}=P&OXn!iEncPONw_OQYcYN7`-&pOi7KTl7}Bga+4*n45Xon9x0`fO*-Wil#4II zNK{da7&S^#QsJ1Rjsn3_)m3uEB^HoF5?Q2?M~?Ltl0#-t#WdAG8Ksm{Qi)eJe+4$! zWLt9CrI%lVNtkD2l1V0NXQG*=nxL`P=4#3<=iF=C{1y#zw&lkhoUY~B|EHhlp|?zS zf@ZhMcZYrgAa~>0^5<~vK^m!h^if)0bCqIRX>gb_m#L?pKKkH)2a;N9fE7NZASOjeW@v0ky!s04uPlMW|CG=&HFe7<$_DGK z)IUWV?X*T!i>=nyYRfIUTz&hs*khATmbqn@rEa@xv-?fFTH0%`zjM=Fx7~MFHn84% zr&+MyZ91Iio*hFR+;oK_UO0N$VQ2Bh114n4G9>f&vB;N0%Bi0!bKbe-{^1M?%%cxT z>&!K~8f%0+(`wSs46#Du(i@Q|Qqe|xsFNe0jIz|yy#SBnEh{oR^-WbHpS8VdrF)!yE%6<+%q!FoN%4|AweSM>+#ZqCh+o&#G3% zpjE8`R|4sv>Tl(G>Hp%8Z|;Ymw+=R#xU=!LhyN%5w(ydMJbC^w28 z5t*W`2W0Ph-CH6PgVaQ=e9tc9o1$LcHm~$yaZBvO8)z;Azb}IEi}V{K8S6(l{`D_V zXj~(8CMKOi1qe|t1CWAj!3_DtXM*jKP6PW$sp3d5kPxI`F%WW*3u^F$6Cq&-Yd1nh zLNbIAniWK32rNrn$R))x5mY*4yq!3rC82O(5u3u3n0K+_`LbwC$ZYX$T@+0i|C{N|GnFx#()1gg*l5jb=Fg3U z!j8)fNGkE%aXotMBRSg>A3zE+ot#roAr~S#L?TF$6X9SZ34$Y5gpd`Jw299w2`m-% zZj&6r)<{Dact30cHF4~D)E&2>o;GIZodTMp zfWQf#a*7NlnLFpE)M?d}sYf6SfhU0EnIMcb(pvb;=RW)C&tGBkBDF)2wQOh5Pu`>w zyu&C|Zs7={D9aHO-D}kM@d?xJ+X(I_;k|BNbR?`$MpY%Wde%QyftrBhsKON)uj znPN7xcC%?s3kI;Bf;P0Gm0wUx`y5ZP=VN;0qoB50s_{TIWHFJ{RcouV^%$}tG4m>g z79k1WT7rbp(`SVEc~-P$l86HtMX%rr%1RVgu!CjpwD@Y>zFw`mS99KAbrgzFXmlBf z#hwUy$=LJWQkN)|?D!~aKCoyuzVg)uxDQMBAIMTY~p&^8@_IouPpPO zGL^k(-z$%%zgph%PQBsfFN4|3rp=EwL6#|r6D-$*qQ!;%F_4XNh)UG>l{nrsjtk3U zA5%KW%&0<;qFI1V+145_jjlWH@xP6^WWW~AdeB_#l{wJ1vR#jVbbBg`G8 z_7QPTTN>5gIi*BKYziVIblrByw|=pB4snQM z;&-Vy0uYb@1C%-|RW8%U8-L%ALq78S4YPTA9rDU$o57mDTp$mu)QC7lL4;gIM-<`_ z)HSFhgrrYLth#faqr8tV{}eIkUtV-@=MHH}S4z@*KS^}2_|b~Cgj`=t*g-e zosJM(C{%*7%-HhPoAzZ?bio4jft}b<*VRx*uZ(;6uzCO71k{zgW-J? z`I%oA%EhT^&o8;({}_&8UWmg=$sblMzydIVKPW=}$r}I3VNL~L9SUFpQeFc7+J0c( zr=%RFFkqUYmh2USdT`STq9D;NSOuNl2ENM8F(3$rAnaux1BC?bso+GgpoqX=Cpz8J z@sL0DL?qA~@qt1P9v{K=;1BW@UR8qj3D&_G+;>4AEP&WuHDNC5Vs-@r9|!_0QeiMw zVPPeM_CTB$A|qOWVfKh289L(_qM^Jjzy|n(8)~8A#o-)2lmGpn9eU%(;h{I^;pLgk z0tKQUnd9aiV(oR6#xR5Fb;Jg?%z_*QBsSnA;$u3tM?6Z>&Sav|BwF!gk|**Gh<)M= z2Bakkh3M_OMXJRx8OoG_Z?z!hV9 zCF4q_#WG?~Gd^QX0$wy09s*o~Kj?xYTq9OooHlaYHv(l)($8?r4*`zjI6B}tDkUL# z1jvBIJ0_bY*q#LrjUxu#Jhn{ilt@#?RtL_UiHuM|{g$6;B8k1oKzd@qF+?S>B|;`7 z)CEN;vZeDe-9<9jDry>z1>wNiC5X*kbmg0+nVrA!o4<+VVIpQ?9wr|!<|CBkNt)y+ zBtznr4f?UAt zrLj=Z|0?(+MTkcsStVA^W9&GRKtUimeWk951Vii$N>Ie1y@)FHoNr~ohHGk=7X+=H*A?v!e()}W`&vugv};Y z6=yse(u80HZ)%`#W@Xb51Xo&OhiV8jXccmjgoc&naRJ3!2?ARB9^9Q9x-rXj`h+Vj zf_Ba&D&D6RdYVP@V0Z?R62emRm}h-f;lO2rcD1K_PD^}Rsg*J&A2{h0Zl8WqCfT^; z|9@WQF*4(T5~wp$mIN$7HEsbD_`)T`0RCk~gJv0o+G%KknQBNVYlPzfV(6dlPtFbE zhF*?}hQvnT=7h9_Jo+ZNDaEQxMbH#tiW;g%^uk9R=d2tWh%}2T?G6ma-S43ry(!;y z{V0%X-!R6Vr&You=v77On~Y=^QEb;FoadGb9Ef=&mEzcy`YL>8>8;}Gs(zP#%BiV| zX|iesnZBf%o+;psL$v-~no2-5T5C1F*Js`7wsI>t^eG;`=C@KPpz4R9b`GI3<)pGx zaWC}tgsp>+#M`)x$0oX>XL3O^E^V64r{KC0uzp;QN-uf{OXnRfqc$q$a0@D z#DLe7O_(YxGBRuRG-EkDtNYQU;UQj57C_=@Yqt_@YK|+pB8Ry8Dbikwxek(2df>Y1 z>*?u}qGklmJQBSsguQwgSk>dy8Vm4P<2o*|Lc-z39n8us*#v0K zt|UmER2=+WIe6~QvR^bNfEF4+PEzKr6>aL~8q=~a8aeIjJ}snx?d;l)|E*w>2;Bk+ z)hpNf9;626?3&2fitW(Af{QW>T*B3itu0P$CwIy%C^T>MZYL%=Y>icv#6H3#OoBxo zEcfPWCba65S|8ya1;|QnzA5hGs_*(D=6q7DhJ#YZ~yM^ z8OGmx9p0C!ZUL8((kd;)Byj8MA?!ME?4~R58tQr^stxkf>tw`O{U+BITGG|ijYu#| z2=CYuuhm^04f>Fb5Nz}=tn@Z-(TJzM3Ff>#LiV2L-+C|N_Tbq~lps7|y_v7ej;u(U z?8>t55j$?M0^BCR?~qmQ*xYRWn&15j=s5WA6=N{~R~A?p@Pi`o{}+St7c(%RK5!Ys zZo3Yr)Q0d(WL2X6OeOu6g3Js)X3{L#e2+P}!!6@-F6(kG!$U9ovN@1L8j?j98*LaH^D!Uo7$2n>GqZ*g zrye_4A?B{HK!k7EAk8F%z20%sy;!~)>Ok=E*p?e02cIA>&qQ)v^QtoV9&!!4YW42b zjddg>zc2T$b0*aAB{$(n+HgHPsVAFkC=2wjW~nJ_?>!?l|0=VxdAjlwi%k^Avfj<| z*wpeaTl6mb@-GLo0DA>7=NdALu`-La0yT3aybi2D(l)?Tg|>s+gcmCmmZ(l3+=yv7nCDB^fAv>~!g<=lwum)Z zU*_fFY#f*aTN^i91G8IW1>$jqT>lLL7EChV^>n}HUR$>y`E_=Cgg)^^PDDb75!WAY zbMtcZRL}%Y9|VknXLyz>-lm_=cYsL{l_zhxne4xcrqk7i(FsJvUt=Ad4G1NxyiaD|+lnn?5=l zjeDqr&|FPGjoM~X)A@KO9&%z!*FX??k+Y>qB)RfjGV^@4lRx=8N4b<2E`Ni0tBUy% zkFr#E^+JRBc~bI$&o-H#d9V9ABV>Y_<2IYC`7Ll%hTC~E;`v$Y`JRJ#pI5-2e+8b3 zYjiKLg%K=5$AZADBkUG+*gL)4N?x;hH z+0B~|TiQ?yb*dA!#IpLd)Nn$p`6qvi9nFZPRvqUiGe*xvyh9 zW8wj03j45swXhpI5_QF#qf3V;dy*~t*L=9M8#lB|dq=OvpDb;+(|iMi`^{VT14?XL_fIKrk29?F94jj;PXib>5&u4w}4Qi;-WQQOC2CMuOV4r+v4xzpJ`a>mm`i zIzo56txm!t7(&FeZ)0}3mw)-KYcC{h{DZ4(#>;)L<3ZiqJ;w)ou!sHL3wtIAnaGPD z{hqwuQE{`f1Ir(`%MWwR`^n7LJayxI>h!*7&w5T9PjCk6_iL+_cotYp(GI|wjR;^q4;PLtuY}l|wy|$5h_Uuzz zF%q#iS#9FoW)jnvDq zBL`EAG0B{Kk}}Ko|8kAWDy_T{%Pdh7j>|5+{1VJC#heYgGR-`bnd;PBlg&1h^Uk~b zhL?(D3@5kbV;Q#|(kZ0|jj(t{`>`R1H+zC`7VXp)L7%BVn&Bt4MQkQ}`9r;$S3 zG(?&n$xug|ATb1}pyJV+&-w9*4-I)oxdFnusWPAv{f zkW^P?brMJz|1m_wSFsX=qK!G0s;Wm|m9;BbUG}PF8SSv6!<=-zc|#3vx@C@Em6b~b zVSgT)=%VNHMFgYgV)ogl8+%9E3iiST6i`;Ng_&hKyN2toy}l;fu*F{O+p^6*8|~V} z9XH*!)pZx{xaBSmUU&z-8zFlw3TY93_f6?vfD7FZZ-NRoIHF7@dbHujS(;Fgq*R(X z;-!89@#2d!R<%`KDGEenR2k{;WR$D2!^NUrmNDklT@T9+KbW!^=h|1zglDDQDopp@ zeIHhjqKJ2u$-=6y~*KUSfx5Y$P zWG-_VTZ)Ekm#asBE_7Kjgo#RLIzzk;gdu!c8%8Ip3gYZ0nV7@xk~KURz7R0Mdtvd6 z_ax*=O)ty)#3!KFLm&PydRPmMY&z3DB6`M%NmSwzyY;r*KAJ?3 z@$6&8)+rRC#Ke!GWTYdF;-Wz`P?8kXRV4xHv5&!wlL-Z(9om41Nb2)u$@rZNQCU%o zCP0{FA)I5#1cZyCQ;E? zl1g-wsj(I3Lws_%nG|xXA-X3~JVg<#VpXe|JCy_>8p#X3h(<>7BU%MI(6xFDx~PNe zbYCVr4w(p|b?u!V@RC>W{w`=UjKe$VQC@bO7rp6K?|I8xUU&euE`ycte4Qr=`+@>A zj@9pee-l~%l8>?hX4f*Ws9DQuF{jt*Y)=ifsBg|kw)4>sL{3|v1zw7^|EG2BYo8)p z4+9V<9;0V&b*n%O#sonl`7Lm{O4g)o@Mdcz=%`dDLO%5Itf1VGjCmYMM%aqFK?aK) zhFmLy_V~FRQikw!x7Y7JnP}l%WgP0!-t}HNz3nY;J)#Cn`hI!7iKQBB^2=W{5A(li zHj{waOw$Cv8MK9(@P}u+)6!lJBtq5j{aDK&qjuAqbp9|@M4UhpZ)#-sL~$5boYfY) z7?J;UE|Lu~2u*_U#>>4fl9T*nMDRhnLY^*>zaj@Y)QZzchQyK$&^sqX8P>;Yq3;w^ zW%FYB%39uXmp=+-U&j&@%R8)niA}v;o*CI-f{tv|tmZa9J2?nx{}Y_4J+Jr_O3>t_ zZG`~@F_mN(jUiF(BaoWZY{xdlcRb3WB{bZRG}_S^g!EOs`p~MRn#PxY-Hre0<5YJV z5s3JpsHtmegPXbyfcQ6$A@K_l6u{NpjrGKhHS6BhTGtuZxW>7hy!ieaD*8mfy+DndY|JoFDbj>`O1eSa++GTUg z!7^#+E?rs7W`shXLJs*Qc8in0t{PGgx(bnhGnMB#PGW zE#rVYG~j)-(I)*6@VEC^-~(6t+Sx9LHa!3Mm5f9T2++H_-yQozx+|@z+;{J5xgPxR zI9&u^{=pL7zK8{dahSdA-njqFFFz(sAzyztT^|4Ww~yzuUD^ugxz8E~>82vkWb5@_ zuiR2bQ{-*xNaQLQFm&F{_CO{^bdL{;&qONe_cm|?DKMe<;P;|$t%5J@mQPli4+Rm9 zp=3t{r?2{YC-1UP1_8qWw(sKNKpwtN2jxNha0u|s{|^WS3;l@A7Pi4m!l(V5gXPZT zY>3JJo)8MzME|DH@)p7hM~nZKjmu;! zstVpBCo4F~4u}E+35o;rQ1}umcFgLmM6iK^Pwi5W5DT&So)7qpZ{b|fcVch`ACWJ( zYszv^2fdF6$8RozP!rE@2s_bg-~~Ax?>Tfs6yGKaPjRxc139RW73%|>5@I2;P!Z@Z&ZSAc3e82a+HQ(jX5KA??c&s>W(op*u5=l$8s)SO=%QEANO&~>VYk}tOxhv8kS)hY+)4w(k`1PA@fo%_mVFMl1~T^ zU&KQa7LpabW6g-8TqJTLCvR>J%rPzNA|n&DGXIh?JJK=}=P7Ox7h?jQTB0O-QDSmt z40A*!J7_0T24s-24Phom*6jj!(hrcb8DkR~`Oppmq0*M}_r#6_wQ=8alE-vYD4nt@ zi_8V!s;vSipj`QI^)7DjRq~%68zfIEiq9pyk;A~W*JtYYVI-!_mUI) z58fLs_#njUqOY@&W+pa;6A^eb`DTU= zV^i#u5=Ce8DUXvzYt;GL;0{of9mA>+!2i-{s&hKY^7?KtE%#A7*|Hy}1T?INYnFi- z#Pg&&kvt76J=2eQ7!pgfR7MAmg(=2hvQ_G%(kcPaI((L4iBU zha$BDKI}cZ>%`gD^L)2kP=3PQ|ySd4Q$j^sq!jyv^gK46ez%V zfHX+yaY*$J2ixmNe-&7@GfAn1HJpPLSfOeL5_%5H*Qzujo5xF|Ra&Q&TEo;@uhm-7 zG)=daTiKLN-Lw)w0Z!zvINWEm1pgvH^Hg1J4xB!(UH=qN165vM?-m*Gfkteq+DT&! zDxey*RX#>_Y7Em5O5bLr4lmVGGgT{sj2by`CqtD4IqCUg6A*L~9A(uh@1Rv*m17I> zDw8uOb@LG-!B!(KS5LMr{G1hMb9OJWm1ld_XMeV5 z-_u)%mS~68J?O)-nh8(Wm1zwE=Llk{`V?MgabD+D7*%3qJaa;JO9BhZUpZze#)?Gu z4J-=QU}MJ)Gu02Yf<@u#V1e>sn-LHIA^7}&R818u+8}l+)*C}sR#Vg|H@0J^@?#6v za1E|-b5uBgj8;pQ?t}(qga1@ze}-l0;bkv(JN=O^s6-k}BQEDsdO}WTN0)Tb6KGEt zbyK%zi*Ms3zP>ok5p@J%Y*Fqf7C@{3DDv42zcg8kE-~`qL zW#%f>c2nEdZTGf%cmMKw%lA_4HU(z{;jU5+{Gbo`Hg0#)8s!!c&i7RX*Bsebird$H zZ}c36vmNQT5$`uh#nL))kbg1Pe>b;S%cOv%XFTOAjTe}W+gLpt7>>7<@Ftj!>ljQc zxPr^$A>svH`Pe=dOin(l+TN8K!GiS3q(kF%Dec#7FKeG_hn z#WxSzkuA2Ei>1?xi)Mer_+`gG`8JhR*$!${Z(UiIKe~K1HkU`5 z5Z4zuZ<*~t)^9m5tb!Q^hgmvtm2$xtnO#;M`hh#+f`G5tfU^|L8WNj>I;f*`o2xXO zj~c0yx|`Xwfy-HS)d)TV6P+U^=o}$F+-FYQHBsuBtGgOA$uK3sdY{w6Djsm&nsK=% zXeS0bSE3JwNA)YDE1|*S5Z3b$=AaNF!4?idh+9V*9l9u_G3{(rZ%g@=F*>7tn4xSL zM=koJWB>VjX?dilxTFtv9Eo_B-vE|&Oz{}TW1P3wa}m^ZO~H*l z!T;@=z%&xfgJBxyJP=1}qnpUfDUM!`y01Hgx0{m7+N~-uR)_+}{?Oif?;FjodhK?- z7kZ;f?GS7s5+2~aBViTznns#Wu+v=41se}ImZDubu~pf8X9lG&`}y{E!5RFb=k^X5 z3bQ*_eaVrCbGesObOT%3XWYU^hNi#iIR5g|6WTt-H@5PGx_%sf_5aLun>dk6Q;<6O??yv`>ZM~_&~t^e1D zB^<(W8Qj@7M+X6Xcat3-p$mQo(jDEq?AMr0d(zpm(l324Jl)^_9h(_4;FC2WN!{Ru z7S$78;fEHT(V0&q;)grO%|q5ng4VbC)@@zM<+a>=y-|T3*{y;#OMam&H8*q2 z%9VWtncZ%M*x)w0%SjCn=0FhyAQDRT%u^8Cu^oL4o7;WZ+ta;$uksF#IL{fphwnh7 z>)d0B9_n*B4K7+m#jYw==vMKO-m%Z#i3Tn80qnzG?8lz$#op3Y`z-)o?SuMQ+urTl ze$xk@;0yBL>we+y9`BF4;rE_RC1v9O9)E_4s2&uLDnXtNdE*W6o~=7jv;TX9TauCW z8RQ*x$I9EBhVKI{)t6WP%7Ie@Q}pGly}xz-<{!b}V7{b#UdeV+5ejoUQU-&6}iYff|=eDz(vk>GRa<@MF^4C}tgCFdH`t4yK zt{?leU;DTJ>@htq);_kWRZHI}j<;$2eYu?P6vj{z%LyI0wy0q!js8g#(?MuPx z*PAKC;b*V5?c2C>-{#lPO$E}cf(su`ytwh$0Vt`_3PNLN7~N4 zyZ7(l!;25UsJ!{}=+Spi&%V9;_wW}TnoqyJ{rmXy>)+3RzoY*E1}NZw06t>iBLpU> zpdbu3=-`8V2ofP9nN%3cg&1b2;f5S`=;4PSRw&|#B$j9*iT@6zsN#w&DrC`%Fj{m| zMGzsvhesvlsN+W+rKFN$h`f|jO+*&yl1xOV)YDRKLABK!iU{z?M_g42R8?4Z)FfM0 zHr0k%Vu3|gS!bEGWnfwTCC68N#8uauVfJBG8-o#r=30m4spp=2<{8(Jkr^;q0+zwH znh3ras_3GOHtJ|7|%vs_CWn@a7wE#~JtBsLrusDl5vZ@|-2CT9VzX zux2;jtn0nw8d_YBecG8gJCmW@G<`Y4V(D6qQw< zEVt}3pMMf5*`Sh|7HQ2m=dAP2nCT%x0yOg++iaT_ZS+2#{x%wNq&Dp|sja#i>(o?h zN9(RwXRURv!gk$tv(0*aAJ}ArUF@;{<)>_bVmnA}Ako52?c97oGRcJ_Dpc;?eD^)B zK`5px_~7jp?k>EDQxua%knpr*y*o;kl3YPj)bHj00!-6RT6T#?Bn%KB<-|obeC5Mb zoynJ%eo|(xfdHYH&|G9ktYwOlSW2(^aj0ty{P6zSd&L|8?1B*GE5t^WCri z{lF$GfBw!2gaGMAzz98JT%j0I0u$)B20CzX5R4!~4A-v2S#U;(m`c5z!lNFg1T2>e zVdgZ~5}o+r4yLQpArAJ4LvV#lfngZxq@p?}DNHS1xtQ!`XC^w;u46zUi&$1-GO+Z{ zh3ny6AGobV+lYU)d)8mES< z_qp+n?*Z0%{@1Jhg{@e2%%dLZmmdf9k^g_p(%;(zNXP+3%McDsWFjTV$VNVdf-t(E z1?3_WNC0A9kkgS2@fEWW7HNb)8q!Ws=#;iVNdS>x66=1bl^IHfO9TVrPwo&q+3m1Q z8)N0_+VF-uZlgd$q4?)S~NSNZ450WgDo&@FYM%ggH{A3P=ND5F&smoT*u!a-U zN>+OLm9k(gV^;Cu4~a4uv*e)4^tC(<(=YSz2A~S{wl4d^V4et;qb3!L zP<5(shl`oX1OYTrCE8StR@Kg+k2+k9F4e-L#z=hiy1W`IJn1<a_P9#fUB95|SZ7D<{ z2rvg1Zi%F;Q(0#_$CQ%Rj)xeg9q^X8CbGB|w!{=m9_mnA+?tqWUtlH(dy7=pTrs%B zjj?b)vrXkLcT@bp$EQXk-5yt$R@;Gwz zwSW*2NZ#!BUKYvs%QC8OeeWy6xiG>pDJ0!bc*Iygw5h;wmJ4N3sM4SuVi}QefSx09 zi$|!r!kvAgg*ldC9?F!7xD%O9uVJ zjd84FrHRJJsGcs6SO3lGR*Pp>NRBlgnM~_`LiyIX9&cK6-PZI*>t2vB7eZfzu82Gm z%*c+2m<3DbW)HY7h^Wz@*X*#fj4aM^J}^|Y@(2fLpbW~Wf(A4I3D9mkw19@Cpa(4& z;1xP!Zb4?qgt%xUj_H>qwr!;OL}}gf+hxG)trvcKMNoVC;MKg@6{R}rOXYaSr%tuR z*XQb4!3W6gX|=5Bm``EVT7S6q_1t((a$bY{$^;~DNT~IZXn_PId{7sRSoD&CFe2H= zUN&Hz?d*RMiIg_HAy&Ksri)@5l!yS!oYHg%104blhloTA**#MU<0+_EdG}8>Ebn>W z6vVHs<%nzhvHyMVso#B~G+`#q_DSoOnE^ki8@kyYAU;#{u~9U6=gwn9sbE=~nUrKAC_o7s<-&7HoAb8zPm& z`QdcV2!{%Z=dkA&foqaWs(*>Gjy?Kh9c#op2qnT+PfVU{uUV{^`1TlPDayJ&rksW) z?Drn~8_I6>JW*QhX=uClx4-@DTN;>hC-@cfe)sYV%@;qj-tuJAkA@@7@4P8BX$DXD z`VTohSk1rw_rL$gL*6`Vvo`oNWtI0`nkRAym~!Z4WtvAw37CMlmR{nOfH@KpFn3TB z1WBxy5&ti;fvsmGmJ@p-h&i)I6MkTOLsxXUr+aYHCccLzx6^KiL41~Ve9AXFwbe`0 zr%bgKeZSObwG@5%MtvvNeR9ABTp$PBhkZ+!VovCNZvae>5K;+eepa|VRiu7A!+!1u zfAI%#g2z?%S8vL zedvG>IEWHxNS@bgg-BO)({en52f!9=UuHoRNHr)DmrzNQta>i3o{b zp-4F`@q%}fZccI*iUx{src-^O6LpXWDy0|IrzgT^cF6ZrItYtoCyT^WTeX;xBX*0i zlLv5MTgDiZGUtn`jqm4$O1YGMhmBy^ z8Ml&7=Fvvos2=B$f8^*K*s_&e*_B?&l^pUk?>LrZS(avbmTVZ0Cx?iCXh`9OfdBc} zfc`j_E+&w-ZC`JB)hoog76Y6&fe=xbGm zopE`9c$t@W*`55TL3(*FG2t#3v3h_RSUg9V?3sxT$rtAqbX!swL}6`@d7q3nGIan4 zJ~WyB=`y^OnV4ykXSaQ=xdw2MlAc*hFS!QGG@20Fc5;9Q4nP0_zy)IP1^*ekgmTaY zXz-y(h@sk-Vs>x{4^U0ENt-Ha8Yv1rxT%{k>UX?J8d6yvz)76rZ8gzq@%!`&LN#hnxxN3olM%KPWq&e&@6GIfZNGy`zVNbd6y4pmpcNU3Ft~gHwemx zo`KnH?RlnXnmHHs7`3-qmgOWt(Mzp`pZED%cd>*2nWudcpaL3;o5?cVmtt#xpeebM z3)-L$8le&Tp(iQ;ARwY`r=eoN1!$lHAW#K5Pz7ax23-KDZ1)9RV4?`HX-l=DrfM2> zH$^WRqcA$7qv2H<_Z^F%e>>V7qp%!Y`Jt+sER6@XfOu?fB*t;laji9 z9~uA@Kmh_!u>s%!I?x533aMN$2PaCZry8=Pk*c>D2mQdRG3u(K5g-4te{1+0L&~eb zI;7zeF2#DYIGcvcy0bjHvjk{}&N^PwIvS9X%Rn*Xes2824W44R+`x}UZ+ zj0dZeXixGdsG;S+n3WA~~D03t^T$+q$mHvxd-Q012%`OSDLPyGF~jN{fIq zL=p_s7kAJSkl+$i`)pQwyy&VsqBsb#Rd4GWgEaLryhK`ITW|ErJ3wf*Xq&H;wgzgO zGJ|ojPUyXKYm0PyzKFV^c{`J6@Bm3=00nTNf;)_+NdSV98492PqSLsPs<4G3xs@Bh z%!9d_ySdpY8c}mbmH@h>a-2abq@>%cru!{>le##&5dW{6!5ZANh7ga2@WCH^ARjy} zwM&8DIjy*x!gi^0Gbrp6HS;#xX?P+wp^L%3)Vn@WaO%$iGgS|NnTiAPVB(}Y} zxV{;xTiz?64w^C_qo_|vzH&gL=h-;mc2KjQ>tJ%)~sX0(-txT*V2>%g8vI#Qe-o z$aZsZxP#KLU0?+%W(C;%1zivU(sUVQj2UPA05R~*Tm;8%e5$fpvY9)_N?FI80kdCe zx)I!!6AU7OjJg*52*j$a5@E=OoDq-w$TKp~27S+81u3e#CkjNaSJHf_sz zJEA+e%gWr-33|oDxXsV3%|tEK(454RR+?3i8Gri)Rv-r3Jh&KO&Y@w(W^9zpgU;!^ zqU#(zt14<=^v(wy8ueVy_k7R!Y$E-9Apfk}q{#}Ug>%R=5|4%BSMsG$HG$9|Tv!Vo zdLvP^5FOZ)%t325(GyKln_NN~z1YIk(PGQWv4sfw*2A5t%C3Bimwk(H(8Mi$7&EP! zpFNXsYty}a7&)zz!#vtP-P1s=p+*hOuuaTJEe0A(0-1rh0T8K^HU|X|&UV+;TWzX( zP^zjb$9~6m*ErUlQP#?N))So8X}zRuZH}v}hVhs<5+OJzvJlXHR|&D*1!XueVF-S3 zBNSZ~f}P%6N-*|f*ex7C`{qAj|9 z#_i6@{gj+Bv(6pk_}twlBD%}TA?%e9Z%v&kl2-*W<7qt!Ij$n$%@79xI3?0$4#8zM z=a&+J2!>$Z*Q(xBo+H!N-tO&6zguTnC*O)q-)Cyyi>BW}947aQXz)rF__m-6YPRYt zn$bMdN|@jVI@&jFec5c(JMGkhD&Z6U(}UrJ8b0WRKIq)6u$gfH2Vl)m{nTBc1J9V^ zCq9&tzJ)6e)?p2Q@Vpr?F5{lQAt%xy%w4*lUh1GurCMjS^hBQ7N7F{CjZ6@=8Y}pkNsg}KDM?vTS1kBYtH6vZnw=$=ftReGCkA8 zZ08Ja+7NExvAqUru-a-6?g^>}SKR2ZUFhhp&Gow(1>mTSuCWdf>BK$hD_ZGCIUC3A zen_L-FAl7xPQfICHzYFZqxa4!-lQ463ZBQ+d5;x+Aj)+MG}?Mq~Y%ekMIE> z3dkw;zWViMfA$)Z@c)6s@C&bcku)QRbDqNs<&I*P~qapzr(c;++1+XfN=4gCRFQ&%a;%X0P@` z&i0Pv_8rJLWU5dR5%Kqu7CWN%)_?s@amhk46$|qhdvOOBxxDNt_~buKI1FMQ2850; z;Iw7SE${xf?B^41zRLUtZuhX9ulaET0yn6lq1squL;I(xPA4Z(G?j**I9cOYJS@LAcl`S)dlv(p; z&Ye3m0v%fPXws!kpFTZkkRLmC+TdvuyNw*$a`4=)om)5U*t>oI1|D4a@ZGIj|2CeS zIPW$G3&sY72+^SEs;yH8lwJFF?%lnA2OnNM_&nw7^g-XJ&U*Ik&9{diKYsZ%V!qT@ zm|y??FaIGkVypwe|KMnk!1V^qC?tj!WUxU89o%oB1@)USLJKd%(7p<3yO1H1K6EGx zF~+c{BNI;y$vzNQv?4#63{YUDoC+WSgqgOm=_wtN5}~Obe*`i}A%*mDNTH(QXDcO_ zRC1rM!V<~`PzY0tvQQd3%PuOnyBO)Kg43H96%^^MC`tg+?7{!89!T@4!`WPB0BvcU};pStAldpq`Z_ z8X|?b;C1MtAIf5kVLvMNL}ZsXsf#Wi5Gnu=x~M=#aD)8zYq7^BTMrS)W=Y(v;$gdO zx8GLM+^lV3i!m{+j5lw+!KBwMcKi0*?#1#Yyzogni;Q13LEG$K$4eVH@_-ph*#FV% zD#!Q^*Zzz+I7B;#_;b*8n{DDmpQ}S-NIz!XWANk?Id)A|roHw9*ULlaSYc)`q>FF{ z{=YSN=D8#WNz%|ms*BF>_~ot0B8xE8U<2x?IT}NZES`_Z>JdZ$KYa1S9|43j#t$Fu zq|8>oefN!IA8oaN3GPcCrTL1-^CBPN1EsrVSWy)kY1}08%4}`?y zBsjr2NzQ_Fy4-ancZWO3Mh*-ko#;MTF%o)kbP_9}2vK-C=M>}(-r<<)C?z`@($IFW zyJ3KE#xe-;Zb38)9)fel(vXKlB>EJ&NJci&k?8XYAk{ZNd)UvC_=A#9C}4vtO(HIQ0VQ7sILf^lFo6i1 zSDFH6CN?z?GZ0)H1!YN^3)a$>b;@8aC6}k(aE^q2O5rb0*f0@REMkaip>y7lx{iTN zQmuog>tqMJ8fGeoC(DC;g1D;TRfs>Y62tVi`5%uEQ4Jw6Vy&9EPIgKJiVTtB@~SAk zD`xQ{TSQhopNA3*REs4sYKhn0$D>7#@sS5bs3H-$P=+@2kbZ<{ME@m<$2wNjjYgWE zB{jMgx%q?uRUl2?<+7u>V3w|@ z#ysXvg_=x?{WLczJZi-bB8OzY5D*}XW>ls6G22zsn%BIPfowL;|GeQ>4?<#tkT|`K zjMF35L#Id-(oVLrQ$!SkXA`4$g)j^&i_|-o_L_*2uHgg$JNfHCl_E*O7S^yuAuQRV zq7{u^a%~;$2>~3?mr#mQq?b)hNlofX&gzR__j+mLM&lWoLe4ZbMeV?Dx?1a~)=>fj zLj4x(pz9EHMqfL>TuTs2=};0Q`xcVa%neB=0$Uw(`+@Y z0oX_ac5|HH2b4+1p^^qRus!&ZNuLOSEDaWEX8#vqQ~y#pU!m<+XfT{%$8Gq-kA`$k zLwwU(#`X=hEoyB?=wcVk*wdc=4KjCI8yK%)Ww^`c$~FavAQ#!ys6uj*xw>SkF{G|1 zs$TV|T*Rqi+1Et#m6N&LWhF+hp4bcX7}8tU^mbXz&#oexttJ2i$T>)KwsyALhi%2$ z8P9p%v;LkX02|x_(0L;?p$)z6S0dWoq-FHKB0X=_PTJo0o-_s-)ubif53 za8eUI$IiJ=LGJSfIH2s+wIgy4Wj*nXNI6+c`?7X-ZLE;=dTD6>^*Vz+Y+}nZL|3pY zvX{MVGH(ysFE?)&Vvr+k>xkPm$2qvd1}*}ByZ^Cz=JUAAeeQUrd$a6b_q&zOnRs)U z-cOe_zNJ3(%YCO#v1O`_GY#BkFjuf8#9KiA=MABs>tGVTk1q>L>`LG9MLwk!rNMV%n zIJgX?LmA5tqS`=%h>&Eu4~1}$HE1{yT)Pr1!7MVTs7VlY!nkFlzUw=@#@oS{QM7wxM;LP zYMjPonnv*YrUqFitvZ!(WdF)l8AlYlH@{@sF6ykq)HPRgX}9B^in)WWJi`$Jbv`Y zvt-V(G|T1`zqL#}Eoe(2l!9i_fB=BJBPg%-djP%kOQ8VF@La|5ycWUK$n;cC#!QEx z+X;_^%uf2h$*330oc|2ZFr3WP%+K&l*h9kw6iu2W%?LEj??BB1jh&WZ2o8+R2KB>R zanPiR6%UCXK)lThol4y-7G3+zv+9WI@yDXUN9jqL~WVU6~ zf*GaJ>db;>aR31Tf%Pjw9Vh_sBu~C%f*=h~CJ2gdI|sy6(j_&_b7)U1+zA?SfRVIM zUED?eOiBLiPk@OW1^mya3(%<>P@F_i_&`t_QqYBynHGxBHVrSHano)*qF#B*3l&EV z-OY{T&<(w-E&9;v2?HCn$Cr!FWGhkW^hA^sLKkJxMs?Imq^nM((MhdN9F3M8eY_@k zfQ2N|pE%M^egDXtd&M|NQYJOk!*o*j)Cm|V00$T}39HgCyi#7=(u4WZTLrN&&80Er zRgDocGj+H#y((-{P~AC*1&vcToh~P1RwsMY@ESgo$N~$sQv|7=iqkbb?NF+8n(DE> zKmCa1q(t;G(GyLt>bwH&dDL}f*TI8=E6{>4nACZ#PAF)WO@#@_YXTiWNKowwQT10R z1lWlr)l)TCbO47`h0-Vu0Mv_B`(!0zNvj$%<3lxvORo9A z9XNo-21(YGEy^Bh9Wo zVOiNcqL-!CYNgr9HO_MFh;Mb8o)yBw16rYFJfeNJrWIYMHCiwwhcqK)zVtETbjzZ z3&LA5)!SoSk7Q)Vzx~D{OO@J0kmTzoXH8ac>X5~)u8VV(cS<42+lm; z9g?UhRdCSY4d&nu_FxTG*r8BJa$8&Ftqiw?TUs)hxUJjgg|z9NwCeTM1Kr;3b-OTt z(8I-$S6QB(ah@g`gG1B^jOfihh2JCg%KAM{PYlaUOiOs3QKz9)&uz=6EnxpGuPfGK z)$L!X-C{02U?@)Dwq#(IppmVm-~@2UG|ss-4$Lyh;18B#4@QR&7K#zJff6?1`;6Ev zb>aVnVSJO}oAg*8v!NPxu9!^~HVB%qa#I<6h@J_&yJWL*Ea^}`^Ug8p^ zUoC(F){W=WZCxssY3qFHdba7Cc4Z`xf_tt}p)F&7z6pQ^>cbN1AmQbKF8^p>u46A) z*qwlhTWB}tMadK%jfZ~dh_=az?vAN4O~2LN92!=^&1j0t%~fFoN`IO>Ka@sk8J$;AW@lD@Vwr}5zy52}#c2cH>%qQho#ts%ZcD(H-3i|3q8@6& zg6tnT>ZJbVrEY4SP-xeqYX7uqh@QQd#9OU~AsAvEum0+3rslE6u5I;A=ws{He$M#9 z$1&Jb`JG=X^Fb!I>)sZ#^eSc66=30J=com2p#|*Z7Hq>FZstDhot^?Mi0*p*>&A}k zmN3%m*0zCtW2Cn155{bvH~^Lq06)u8rR(gu{p@9?I?=wjnp6$a&i_5st|rySD%LhD z*Dm7V9530{zGzFoXKNareL)}Wh;{UB`d!OO1zO+^?o>9fzed;OR_-)&?hD88rbPlM zn1T+U0_wKcE(ieaW(n>l@xwCl^Azasp5yTLiShPGa%&Sfk=S2cVd-e$^`^ZBEV1ke zG5ID_`aViY%aQv0dQl8hAhVY%f0tyH7 zz_#KHCvyx(f(`fZG-qsm*6toTaXEAIC|q$C2k&!WYWq5X@m5Hkh;bW;ptntL9T#*A z668q1Js_7MAvbw{_7)0#{G-4qx+rC2#AbECUV?vz^;l0@TCa7aCHR9!_*u7UT4(Nr zclf16^IiAwpVsbS4|cM#_#G*BW9MMZMgTDIhmiLNMZn#gKmci{_NE*3V2obNX+v%& zZEqjezYS|}7k3lfC@$NRk3`@P3|gSPVuK!7vwhb`z4f9R)G4Sbon2L`CgUz`u@h7 zkFH%SVx2#C-$deM^LY~u1EL+&CMtTeL;@|S^50harFU?shyB>6SF&gLst0p`&-$)c zc!MwdAMpJjD0{Bw{op75;x~SVul2N7^Xl$`5g2b0hx@p1pXd*0bm05z$9}(OY6Mt- z`wD!2n7N%ud}O8|#(y-d_73Zq{6w$(ik@c72mc%q1dga_KT60oJTq zw{q?3^()x0V#ku@s)tG0v})I~ZR_^!TRkG+vZYYw+P1uU_wwz#7u`886&5V;a7K|o zd=UzCMQ}g>7D$XHQ?6|J@?=DsH*@an`7`LyqDOxoWcoDf)T&prMh)mS?AWqr)2?m% zHtyMZcJuD-`#135!Rrt&Zu~g%`_?Bcb5 zA8-Er_=f7&uMfk1OcsLjrC6D7|33cw`uFqa-&3G`FiD}sd+$NSP(&UnxFCZXiS!^y zT0n7y6f3!u)KM_SB*jfQdAQR~7z#lYi6#E<6pAUTxMEXC%oGw;UFbj;jWyc%6%%OP zxFe4}`p8y}KYnEwUVa&QBw&IOmWV%1DnbBbT|H(4B%oo&$ZDi%xus^Tb=De~VTw6s zZe^NzrkTR2xh9*tE%zpzbx>y<9K=<3C!Tpq2cCD@f%hGE=$RMjpMqvrAfkvKSl|`$ z_4g>GkxHuHf0YWvk`xCaJ9+pjh#~qkqKUNv z#Uie`9wiitK?xC+O*B=t#Q{PZd+b(0BD*ZJ&6cHXvqT;_ZC^=NfB?1#NN|ZiRS@u% z090CuS(jXzyXBbas+%rtsiFBUyt%bG@4Ru^3#Xp>>bq}u&TR(=p8;=YD8T~vX&yp{ zCi+mK4MpS-rwCCb@fGz=dNIZs2WV+e1$Er1MWc#5GJ~a>3=$MbAmx;XATALr58ojKv)H=P*HGy550JaOb;7=jnc4dG7 z8azVUAYYz4wrJ~`9cH{~tN)EAy=~KbFWkpDN9VqEN5|cB1pC?Nz-sVWaNl|Z8o0vZ zE$k`74Ud6%7@&@!1%(<*?q8*pa(wyaNI*d#MW2%VIp_|aJo*y5;(Qd$vC1s7OFZ+e zGwdspn9{8&xi|&TRn3t!?`w&mM*;@)K0NVm{XTTlPfr`QU4}m1%_^P4t&rOhR`}&p=4$;gW2j>S2NeyEOs88U{O*ugjeCD30>G- z@lx28mD`rIeQ>IkfU;|b6F4hFw5aHoF}Tgd(vl_&;cByt0^4+7Ju#x+_B30EK^92NAy zIf_IoAW<2uLim#tjp$dY%b)}|$idfraFB-Vpb$p*Dii8LcrR?BFCHn$7e-Qscd;QR zGpWf9kU+Mghm`_2vMWIxViC23#8oD7iLR7a6JzP7I?NJ^$axOkrl`w2T?aaY zGgzUlC`^PYPEm<#kEe*93D4S?mON-(wqjt4UNPnrt zybfxMCH-qkLv~X#w$vmvJuG6QX;V1zw6TpPAvb9f$Q|tQoJ=KZP?f6L&8oA4O*P>h z=2BIp$^T`vrbSk1qjkxxvQ`>h6%1As0M&sKG%IC2>uA)vF1GTPHhJ)E+vEyY;nJ0T z&0)@6Gs@SF(vPnSQ5d4~_t#>Eaj?sb&_|$<*zLx2RWG3?hEB2sIhIPNjy*3=Jyb`K z6hVSJ*nwq@LexOgjV4YX2+X9R-+at8J}TUt0mSl$8J)$gOT$ z+1m-*2ClxLC~%B(VGXM#NT9z8Akv=AeF^+J!CXXu!)_nw7KMma|y$ z8vh91s)E;YJq?5n5oPvFgvmtVv{^Wo!kuMBiId^<+3Ul}9VQk@>|7Hc?u+kXF`#)& zGZ_;)jVgkIj}xuvZhF&0MR@d(16ezvFuBqxsx+oEt?5ly`pKR?ojXlPWi2BM%cMT_ zSWGRXtbTc)+wkgw*%AOVtA;aacGsHW6`a_#Ik<0L&YJA(VLe|_e#C|@iUXTsWPTCQ z)?M_2U`*%_QoE1sMD$3Yt!-@v`O!pnw6}4mGN4eF(wV+Ar_-%&CIn^2cGe^v|5}Sx&Hy1Y#$N7z%gq=}7JqM)11pg-C zNX+MwD*JKHzUH=1Chepgw%RH3mFd`-$dI%AWZ?Gp%O4%&mkA->zS1@8 zZnvg={$9_DI)?h*5etv5^nG{v-hUHIFIi<}J` zSK@cV8^AEG_B;!2?HSkG#y9T2k25x>EuUk`R&}`yaje?rOu4U4G{U3{&p-~6cs5B8vz z{a}yWU;hW6ctF;&qfF2A(1+f}ASu zlrMhYFBZW~NSf)iVb9^0XK~;2wIDzCVmz`S4E`e!6af(I;V>Q}LMG(;;Xn*1qi8*2 zGd?6lW|=dtS{W=u0AWC$zcpqg0AAw~mW4L<)^1c-Chp!Q{+>9FBX<9YSOtorIZ78g z0v6(|WAnA6HbI&lmdZcoWa3582%^(Hk|0whT2At#PTHYACf*RV*AN(FG1h=nJ|$E} zWmGC8RlXNP3IM)MWLIRRR#H_({>U_HWJW3>C8`Ah1V9(WMjyNjo4nOX&Xw)mUP(sW zNmhqQxm`;h+e@0FvdLtq&}3s3rC<)`9onPH< z%FIAA9x+NKXLcrMR%IYwC0BN3R*WWT%9CkI<3)<4Mv`S)n3WBvCD-u=uhHgPxn-L{ zQNGmPE!E}ws6lgl)bQmc!6c0SD4#K9;EMTWg8=3jx?*KU=P&=F;ZRgoVr~}ZRghH3 z+)>_PWEv$r#$!KT=28}9K_27{dZv1MCTId8LlQu0c4d5?<_payU4$iTMxtx71#IGG zNCMYy)Mjpioo@Q(UGX?FJ`8sEi$Z04{-J1c9(`^ljn*ht*(Y4s1vBJlH8KM>vPA(n zn1B8jfEwv*jAU^csB&#obKuQ+uw;X#$AflZgp$#OK4*z;DdJ%$hH7XDUZ>5_ARi_r zm!7F~qG&;`j(LjT&b=s{s%MPKXhYT?j%J0O-YIJGo3a1!sE<-3kai?l6hHxJfLj7W zAG~E;(G`=Pofa;aluoIGR%xF-jK^ImHf1S~O=fqZDVG+cw`HabdfLxjo1gGtkND}ILSmqn zrCJm~032$OD%@NyN2BUVq)MteCdB9U`pBn}96Dh2yoNq_+PK3h^CZm7bJ)EZfF~t9gy<9C;_F z5~aD`?1kd%K+>1cxtqDctNDQ_K)%Y*a;k{xEYc?J9!@2b(W=4{EYu3@4lpfM0_=M& ztgU)M1YiZlLS)xgY|?yfTPW+sB4M+>MF28?cRa_3Tj!j z-r9z&a5P8nz3mjm?VjOJw<<4{BA=yN#Pa`bpx&Cy<5sWrTJPV+qpPy2x`yiHey@2t z0ZJq;XbNr7LM~x~ullO5!tOlDF74_r1MBWB@a{7BE?EFCaly@R81L~SuiSF$@-76jdFyh9>-19Z_44ic z)@$~j>H4lP3!f)?k}n_{ER&fpFQ#b=->}a501&jV`^K*i4=fHmKmde5=T2?@es05( zKmY^)4ghejt^h-pCZ8HBmm#n`9WWziYy)p`?)I*;ss-@MCENA}2I~vT@(spmu;I+@ z7{P3g>23AaQ3(?*c+O!8niEL&405LD^6GnG=(^hQ9#5_g=dcgxu!=hI z4?l9lMnDkZ0IoVRBuA~o3V;CA@4rGZ2uQINCxDKIva?{ZG|ny;r*iFjG1_W?!!aOT zmN8!W4cpx%UP|DjS`izQ)Rku22y@>Ym+*WIGcgylF&{Im9LNwNNj{Ji^Qo!^tN^16xhTZ zXArFX5i)nQM}KrIrpO|r2uT00PB*t|B0IBrp0pl+^Gdg>G-KLlHm!OFEK~~ZHY@Wt z?=(-3v^cLb=C*(gw15uC7PM*rCF3tpM{Q9HPyZ(Mt>Sn=vfMFjtVkfp@FE(R0_F*qIz`lTFPqt*oPEV_JN?*2SUv@J;^A5-K5&NrD z8nF-zWKQq#X7}_C`#>Z2Fk}a;Pz$vTtZwj}rT-S}YZL5@B*0_zZ|6p}4&v!m>*?{- zmR1iBSEq$nFECg$uvq`IMG!T?S-o3~B$Ob8ZW44h--p1yMX3 zEJIQNo{Fs@UhHurjaBDU8Qem1hjj#haazD81}msqXAvoS;TIu}GHFEgUPPN?DS4U9 z6`;&r%ZC%(IiCOLxq9#Up5K5C{5hc8fDRzI2JrV1ANmpl_#BMDe-nVCLkXcqx};C~ z^%!>oC;*{i`lN6AkUqMnf4ZXsIDl`#7Kpm2BRZ-tF@LYR1JJLlTL1`p|F{JIdZw#?)>iPJ!fUo8!`sI2O*XajQ8_WHhpYK>E_4imez>v)et zwvTW7t#U3y7Qk$Ajc+4)lH)2AGx?<}z*9$c3`7ank}{QFxsO+W-}g_s*J znU`ZoF|?ZNk4(~$c-I7nY>1u{b{8!CAiB4FlK_3MI(|Dq0GPVPUp#<=x~EIJ0-S|x zeY|Xm1<3!0MaYBvY}uB{r##3TfTnYL0g$@O$GoJAI;b}~#``yczq$pG0MDO*t!Ma- z+v>J+J7@kn4G4kJ)4;WRv#jE(5g&0>^7@PCHdIbKzAio1*FeyZ^Ux1H6bCWOXN8el z09504l0z{GY()^=w)_ICR>V6H!o9pB-Ed>9z27_T-olr=g#kFa4cL`+4->%OE&nux zLz_%^=Xst>f#Ns*V0S?i+<>1Oc%j!fqWkx!52?$ay!9x6rPBohh%#D)zE*_(036Hb zONm&RCgV=()Ss?t!yr|DsheSi!)sUa4-`q7`d^2ag|suwa1%2^}~vXU4H&MGODW zpFxAJ(V|A_8ZTbZP_5d>Y9Fs(%c!wqhiTihYv0ygT1Ic*y=(jyKAd=Q73$CobyhmHqo2fMd` z!^`@#dPLw$zyS#?a4!H2Oi;lE8Eh~?UmTo^0xWJB#lj0Q%uvHnLKy{?TbA*ng1S6t z%c}quN|7OpSZvWni$ID|#*9j;F$|Y*%n`?#Y|`n9oTPvvNHN6tsYsxH5=zM>Z?M4z zrl8aSDhC3nvP#Cb>gue#(ke_Y1R@MGEhh8;Ow2Rg;u6id4)DuNw*d2R%((y9Dhw9eLErU3Yx~O35zh ztyd`>pd=xx2LiwnE3PQuO5m;t2y3hY-h|NDv%p*nfrjbw%VD&*lyl(-6~353GUp=8 ztAfK408gx>a)7eRF3ao&&P+WOG!sk^mA6BKBThG2an5--(0(h;QtAIL)fDJYi7uMx z?s_X#JVIUe>{QNlKv=NB(9$o56};0Kx$^`tKmjucGXPIk)#_E_vkNpE?X}r%P}pCW zjaKftsU5}I5fcpH2sp%56Hq|)wjad3KsDh^z^n$wIt%o* z1RAKZD)%HIgg;kinrRhUfL>Issjq%g(-bvY`|Y_8Rq3S(b((3+V(7efi%;B-GfKbr z?K}d!2HSuJ(ArgP-SID*&iwiBKiFj9Mj^Tl5L$K%5#9_GfDr!}L|lJ!-~+++qQXsZ zBR9gxNfMWm3@%P_Ji^Jle!_(ia)Ar=>cYLC^b~&iD@y`94CjW0EdMF!b~Cg~4Q<#K z94hFA0?UeHOja4q5K09rP{9#RP(;o^Z&cQE;uA$v1MW?ciquJzYg*&IrG3VEg%TeQ zPNu3|t)&3^S)Xx2GpbT0jXonF+g`|Yx*VSEesi=V9rx#}xDk+#cC*E`@)m+OM9@VL zeBeaJ(2zt9Zbmi=gW*Qk%=>&d8P(KsNyp} zbwz2qh6Y+hRTo{hg7fr?DsPla`ZmKwtbLDES%ccD1e6y!(sEe5W9K{9R7W)Jk&grP zBOvEeBDW}zZ-iu#AszUTMN+VWA}Q#(NRkmPj6n+0zGksG$`hXdYiY3Z_)c2_>nnD`(qqCXs9_dSdZP(dGUr3i z=@Ex#MEwqFqjsx|n{kP`m^C?W}p&>CG(usPBs2|LMA#dhHa zjisDpmy$xsK4nT%!dxmrW;T_&bxxdxsb}Guzs;g$mKxja*AT3oNsR*{wfztAb<6v6rIxY`FX% zVyYw+3jh-{7S1pfJ$%jPlB#LUv{Z<#Lt;UbI8-M-q7t>)1QCput9Wui^Sl_o;Ko*) zI*6`U$UGMu zT%n`%imWLg;IDywOu(656PJvwRx_)0zaY&dw9(_(*_Kw?#eR0s?r~J-hM(6&&GZSGB?wgr^XI#E~@e$U+$kcf{$4lNq%a z2uKiY&20`WjDDrqY1uHq-*NE%D?IL6?mq;7ML#&m!JUErb3UJ#@|Cx|q(PG!awjU# zNcX&NSrB>_;DBEaAi-vaX~h3S;~VM)0t~$`uUyjadqFY>ds}ROds@mcfM)l7s?naH zGOk^cgO!oGFv(HIGNlV3=vTq~p54R8lJ^3)t}miL$5H2S0Bd1$esEQF@b%p1u{Zzu zhbtZvjQcg8cfZkDK!ecZAOd)*lAnlK=?LV$EedG7`Rn689EAUL4=o6=0O#oI9ArX% z@ArZaTM9q}*v>{UB5@3=;^NLFF3Ijr2=DZcDkwlPREhRFO#wa21m9^arZ0a`Fo#y~ zViM2h%EY5dUd2652*5bZOrsQupW2NOl~;!g;1Af=FNKX$4Jp-@fBe)7G=>DO)U%)r~;|1 zBydEcIH}`E=!7a`Dl`Yvf~QT+0xq)ez*Z5oma(PsP!-kc4)aIsy6OQ=j}Wo(@(ytu zxp5mm!vqwi5zP$}$*~-ZPzL|dG9th~d?DrNVg@}C6z{F98l)6W(H>KAhU)Mx7;qN- z(H~RI$QUF5WI+G0&}G*+&KEiG<4{TKBE~QBqUO48AET`q;fW%32P4r&8u6#_3V;H7 zDFh%b8%gqcy745raZq5U1vF0_Z;&3i(MO`s(|PbOn>CTCI-S!t`zf+Obw&eVq|(GqG#aY6Pl;0ALjHO4Ci zN;8MJQrW`t zBF7Sc^fLb~B<3vBvhsM6Ep3x6OCUE55oX|W#Ntny=rTBkbM&-QE?!eEZly0(0J`uG zGf3b}s?RWWNIF~UH2JX=7n3m^bKwTWRWyJLEJ-1K&2qSD@A~d13$QS4NIiAOI`Ky+ zS@WGJvOV168l8tHZ}2wtb3gTyB~{}$rLiLa^drU*mMn;Ln zJugNhMd#X}klhH8KYjE^yYVeG4?qjFNC)&l?*d1=|^$Mr-O6_P)w=@&J zv{OCxQ$ZC}!_+_^CTvVDBP*5JtP~I5w5{fpSXOmyUNu7Oadt*W1mI!|=HL*T00)MN zPgPG)g;h{@MRi0skzIeKPHCxRQB}t-l_;YTWoIa@8U{@G6)yDPUj>#4=5PS~FZ^6g zVU-qUn3fwI_Gxu<8%-buEcRjvlxlOJe9mfCMRQUUL}o#aW=*z1#8zcl_H4n_WfP=0 z+Xif3No?B&Zf|sCXO3>?Rc8$^%tWAHgBD=nB3ZoFc*5@nlvZJx_HdJ^-Jo`H85Uwy zfHzUYYFQu!D7SJg7i+Z^mPnIhG1YCy_Dsq)3efg!)pcEA_E)&JJvq0)JQx3Wk3 z8limq&80)suc zi@g|xMY!vxI8#s9gu_lXfyHZW_l0v8fM)l6kjr3;)oF#8fN#@ydl+$lxZNbSjvclG zB9>wqc#sLXkn=bPA{6HA;*Ei2jCJgav3M@D_$;{Ci!E7$2LX&nSQ*o^gxkuIGxYk< zI83}2Fm88#|2AY9+2(kuhW+@J^%IZtSdZ88m2G){iTH>x0|WSCmBqD%K@F56Id^=e zk}uhkGdYAeS-X6BZG>5Oo_R*CE1G>pM%RgN|Fw-L6bpe_>S_nhBqI=hCNrd?`H_PL*PdJx?Dt>HSZ zl`f#oKsv$eFdst$N zi*0wuuES)Kt*fumIxi)9K-M~^5kam=+pR_0t?9b!Fq{7m$GWXF`>yx8U1OW5$C7VR znP@ErO$}tVmsG+KTd|e*5P|p*CA+wd8)kH%0(5&Xc)K23J0D-WvlqFn*SfT=`>or$ zr|WvTJuA9TuDJ*BxwTKc`zN%pId_THVb+7Y|LwDhWiYDbw}BgKOWJXX`?&G@s*{_& z>jJzz?Q^|by1BWS`T4r7TeL?zwFB;+r?HHG`q{`kUias`1$J-M19uo)KK$mfzfaj{JK)1)QD<91;xNz(-rVCvvtM+}~FGzd0+%vp5KX_O|hA z-_&?mINL3bPzO5P!#|v>MV!Q){BWUFOfo!%QXKyQc^r$^*FmZ~#$#N;{jJDhwaRH} z%8BL5^ZCT{2e1J)V8tAd?5HrdzzgJC$)A?1pPa-gyUpLi#>3ou&D?t@dCR%{y1hJX z`5c<{oK+urnis8qC>$=*drSVDEx=qZm|zR4WCD_$&X=6YxBAWzm#TH($0NO4wX3M9 zl+0UvyCR$~1bxs;yU;%^z-!jf5t_3AgumA+sg*jH5@6CN`jzs++AN??I)KwVAlZ{W zH$DB+L7izueMOO{n(4O+4&vMOFI9`DJCy|d~b)`c3T}a(>m5Jr9iQv#yzD8Tq|bgY_V&lW zj_Nm7rvHB7{d(}*Vy*k2^y~ig?LPnF#aQ$`9>;Yo>CXfo_m8#;UlF`~qY6PYlfDA9otM148}`UozJ*rXxqso;m6IyHu zGbTnoB4paUX^uP(VO{04Gjx z_zJdz*s)|gfaOp&t=hG0%YOfO3pcLZxMM$zJwf88f~Q7(F=0wIFhQY$3;!f+II-fz zR(WdV*s;&Z$s|jjOu0C7g2tK^EA3qPGw8#kZ~85IRO!;v4WF{Ec=2^Z&IT1ID3CS4 zgR^JZ@@{LEH(KDti~Bx-0VV>4OpqcK0a!LgozklpL~K2~bOTJF0(~4=GUf4rI+{eO z{ikaK>3Py_ukt9cWyG4tCI0ayBVo z&`Z!I^;~rP5meuXnRV!4h)oIjlSYt)N8WhmT_z$+0=3u@fH1lg+l&f{HXnZZA+?%} z^Z5rKi9vejkZoF7aA5yfY9+~JlL|iQ8(LtU@PJe`5_BO_G-(K*k2c~2;+JA#^x}6$ zoS0&omZ3LhL_oHwkdSa5)ZLr~d8rwGeew8LK@<{%XL?}<`KEP+B4lI$20FQm)Qks=S)|IN@_xfwq&AsX{rbbi=`@bYN(pZO5~iNQl+PU z`^`3Lh=alx>ubUKsek|lK8kFz%97X7) zzOZK}wL9t9mue(Oq_ce>gZ8U+MK^TYu^c?xaHR`Bt*o8!KXEh9U z;*Uzb^rR$=P(V|559Kv<1Dm~)*qFCCxJu(9(st-9BLer>e{)W^jh%-$InD{>%4eT~ zOi>N|}*WAxH}PZh|n6J)UAjSCO_{KMam|E0%+X+F@LV%tBJu;+O+ zlb)^0CX;dH0ejce9=k%OJ~**YI}HGM2(w^A`U@g#f;n_4{)fX z9q)+8Jl^pRb_k-!+-RRT{;PXpS_-~YBRioT5m+09BOwFyNS4@U4kJ+11ccYcFlthh zmYV+n8D(-thGgt(HwopO*!adOMzUmd)T1k3$wxo73zaYuWQc5;9r7))k*qN#RcNUh zKuQiMG%4H!40HhqP>PGpY^F0e3C6D+bD9%~zzlb`N?duZPuG-)FVDuyRLVw}1X18C z&zZ+O^buw;1E$UX*d8)wFkkd4WHz(&r*Gb5IpjP{H(|mZCXny}m+Yc54~kG_f>EK# z6e9;F@PG$Iz*qvGl%ys_CrUAgRo1xkN8udNA$RGgg-A6q3Rr9Va4Ma#3Z`pvy%PvYsGDOFwWxgU z>p_>Qn}}i{0=R)HX|%IE04ndE;tXq6Z&KHTjEk#Xh2=WI3RgHqRy&)`+*$YLCh_@= zv2o2TYyMYOnL>p^I7<{k3+mU{@^u0jaH_GMY5>D(HAiV|o~a%yO40&1uBolw94mXy zH(b_iR{fy&Oe+z2>N2J*aVr#U)Lg|lHYV1hj&9?$T0~`~KogLyc@J7Vr#|(&Kj~~# zU>GLrjw!ptO-vFKcmw1nce!ILlj)%ATwJ|WgY7M@SPdM^0Jo@X&w(FCe4+n<0VpJC zdDZKA&0Ec^mBzhc%a2dxJ0=jxC1#R3W?gOQWRma9ccLm^|^sDAuEjQz}Hv(KkKKoi25A zXJZkDIbb5%a$q#P(bpw~y6+<&-4bQVX&(8nv|ZnrY3iIUMY(T#R%D6tTje}nd2<}* zGL#o1$mxoJy;0e&d+tm$1YfsJ%i*z*b0uSn?2dPFKIUv^TW8rg+Dd9>o}|Iq=Nt)F zj&ERttJ$E2Sj&3Ww4OB^;4o;+Ir&wGUd*ZHnQ0NO+KIy^u84XqlYRf)=UN2Ti?Oz% zR8Kck+6X-+retI0(pY6$8P&5m3!Q44WV@U0hT>B>IAd6TKLKr zf5x2|e1rMeEkbhw1~6Ub@npRe4FCqB4FNe*o0+tY9JY(y9{Ir6x0{Q1xF15!ahV&| z>F&6!*}!ghR~*v5I(2qV!$hF11-0!uB23@CsO8a!5@Ox_Egc@yX za&emas}8a=)v*~)eB>8zPsYm~YmR%o;~;N$N_0vP1Nc~i5LaEytN2-yU#?9@kBP-8 zqJUk4J>_2pZ-XsHLakun;GPaTL>XO}vcp)oO%^)^zuxro{dxZlQJ?zM*I@MpDBc4x zAgs$@rEe!PVe2jp`(^;onw^R^eO>R2KssOZ9f9^BK4wpM{SLoPKYIc|kM;wuhIgv) zbn_G$W!r59`oME=@P_X_;&l*#1-QT;#P^3H{7ovoGY0d4(GyHPb#|W6+%VH0k@Dl? zmtL|RFq8+Hz?A&b{v2%lqCRzTFW(02usn1{e6kAIAIE z^%GN1T=rS)S0T)|VFtJu=m!-4M+Z4}33 z4ETO`5`Xg7alcmq2(SPMZ~zN%2K;A!BJ+T`xL&u>R+48YowYm~RW~CjLM3Q|=!Sv^pi_#c3;qxRF}NWL$Wm}LVD`pcH7I6n zvV$t&g-BOd5%_Qw7!?h00KRYlf477Wm{{J%Z%`;|QaFXQ#s>7404lfudf*RwU{Tz1 zhIywL&ev?aWhVg$bE-3gM94<4vqbH&V>@?#llU<`xO`#LTP3H5+A?@y5C&s_im9lI ztB8uG=!$Cad-bPyFL((K_brJyJ2U8IoH!Vyl7mDTi4ueq5V1s!$RF&n7vD!rBJg;s z^oX8VEulCcX*h}ySc<2}irJWou4sy|Xmu(`i@5*69&`9AxHw}X(0vlIi-5z6iJ^J( z^@FexD$NlauEU0AsEHUsMlV5*&Uiqc=VA4cj`jtO)u=qzsEr9Z2Cj&TD7XOk=MPM9 z24@fh1n@1tcspSRY(vP7q4JI|HzVdahA4L}962Yb)morbkSY<6ErF2_v3~8yQ7dVX ziZL#0z>NyIirjdL4!M8DXM7gPE&g>?nYEDwI2s}e6TZ-lHqw&bcan$Xh6pi`BH{tf z5m`#fXK?b8>PS`ESCgbNE;^}@3^@i>xPm%XmGUw+0VPiZD3ek~lhhZN98{M#(UqC< zS*k^itYLc0vzFkM9<%o)IP;XH=7gD{m0|z65@X4ej|rKOIR;jjRs_+MrE-`S^Az?7 zmmxWqq4Al^=#)8DjA960eW@Az(lwVr6Ue9#l$V#&ahFk%nOO3Hbs3wC85oWknZ5a# zs7RU8gPL6P9)OffQW$OOrPzwfRE5 z#f!PAn^D1=zKNcx$OR%NoX*){Qi+u9XD7?CnBL@`pfsHKB6{)JE!h_{_L5s__8bzX zpT?Mxb=V?HN1NpdC%mZz4+^0XDxnX`jaq<;>-lafb)PoKM41MjG4Y`k0g0YjNQAkF z(TNkBvY~|$VO-;ySfU4t02tb7n(+S-PzZ`$0qJ)k%AgM6m=g-5LHeK<%AQP@KAm|Z zvzdOrn4FF@Uuu`4DEeOcSSs(sFA5L@N1;L7se>zu6ZNT%9>$-c)uUqaqe6 z3U5vNUiU~JN=lc>*Cs@1BWdTRLt%3@x`|Zn4>|Sjpn7;RFbKc zpJj?)W00nkI;0p{5Qi$Ch!uvxCZdaKmvl;YxMyH+T04H)CJ|tHfqH4z;sIQ9OL+VDivY! zunB4u5_=zeX%h@)v1LHD)m9iqTvMf8HE(vuw|T3#dHbMLd#RY^ z6i7OlE%k^1t6e!8rbGWLWJw`CW=j=lhPDqEvIw!WaXMnj$ZTXgwkzaXuz3c8 zn_C^<8oJ55x1&q0{nb53nYw6*xHciY6SA~dVWPP-vvJ~|71zC3E2clIEkO%_h6}qF z=M&p%ywZWZ%Im&Uz`VYzu}ah($N7x26umNWz4vi50fHK`8xa)yDtd4UHs-VWi?0Iu zsEOJ_(yVw|H8akmn;SKJii0tH$ex=_Hy3F^i13C7^J!~cr2c47b{L&P$*z4qn0m@@zfaFxxW zA4jYi)d|P7YA1y(7$9SNmi&I>;sksQx_OcAZzKDif@c#L0rOv-y}%2lhW=bBo;yOe~BdxyN1B3wn^ z8@2{|C))oEx8y6An|yIwroPB5E;pde%bd5({I|8EXp4L&J!~|>Jk6|o$gR=H@L|T< zfpz)(Lg1WAmKLoz+Gk$7wzf&D<_r;foVQEh&<_pK5zWkhe4_p=Zu0E5+%m{5LCifS zGrfYsW6~Y;Ou1~wg^s&tKnBqAcuFKa8fzu6@Z6(%9MLsx(=|N>>`b~75d>!d8$AQS zvIn@|vdSjcg5Ft1#fV$Zx7y!D@X$p7;vp{LBVNN*-3r!DtNq>KEwsf=JtO~G zx+8tYs?B*4&Q{KC6)3$B`+Z{>ZliZtyo}l5A3owo9^xe);M$GWDgLUu#^MiFDvnl~ zK^?@6+ti{o-fc~TIBr(q`!1(V&3necPLbGQ+28*?)+XM(XdMLD72Q6p(NX>oCEI*U zt&*67j2@sApA^#NIE+4yPwNd;{8GPkj)sU{!f`HcXRe27ZsbUQy~ad zuYS>D94d)?(tIs!$DJOg7rVgRxbIyZKxX63XVoGd?6ZUJrD|$zK4Se11VAtZ{SNQ} zFYp83@7><(-~Q|i4&GC4l%B0ff{txy90V}a=l9-zudd@t+UojFL>C9{cb)H1#_t4A z@+EKZO#arsevyp6ZxD#**@4$N;@S1hH8gJVa1O>kd-Jt-v`^~s2_F$2u;Cyz@+EKd z0e|u*{$DEZfAEsK@g8D8zv`(Y5H+#$OwIB%0^^{(@lOuq%q7F(RP;wb@Y$a99Dh|= z-x(j@;!~~^_B)SD`|@e^m!3Xi%3Z=}9OXO?BgXzy^^V)&c`a`GT}^%h#A`%QFSkT}>gb5WcWZ2N*!-KvcPNZ1T;>Cj^^yu-W zM}$C(Aw@cL5W)!%lqprNTsdS25SLDx=%_%@z(|}qFM8D3(`WxiJwJtxpk>TV1g>3e`Yl=2plh3^yn8p_jvoK|UMRTm@xg}^Cs<58s&3~xebJ5{ zvbRy{14S>D{S$iioZl^O*V>&Rg3``4x^50$=;G`J4cxw**|mGs8Z!@PEFOPY-2U?n zxQ+M&PcR=6^Z_~Kl(R`dpZtRmqU$D9s6wI0v(LburnCQ$sQW4+kE!?yN-sLEJ~Zkk z&MxaHHO16Y%%JvEH0m}E>q^l^uma?O}X zr6nJ{)1f&BJt#9n3&qK-q_}hQIXewSD8(y(91pWUufo;+B)LnBq-y9%BwD23|^SGdQ>Ew|5e)4g@wY|;F6OI5Fwwz?fPy-Cf? zI%=59NNpt9UP3ua`DC}KZ7XAiH-_2Nhd;_o;)#zumnL<;r8!EQofOYwgeAMF-49nb zZ@#B`<#s(4p%s=OPxmVD=A3ZsF==a0B!Gu3OoUX3y!?5GFBH$jdDJM`TSdFX=- zwrzvUl3-irBM^h9uq1{qj&RbSzo7s2x;K$=FHY1E6&vP(%;0e#Yhlr*3V20dby18H zJRCvJr^klTWszl!jsbLdK_4dQ1wmXP#>fYr8!|3fNbw^>=Ho$8MR6j6bmS-zDVINXctm;?vtmS+CtVs_a{!pS(OE77$*Li$P*cQx32${u(dNzICrkmAatxIsA}E9eI=ug8Wv7MJT-6J=2*&P^Np>e)*FiH1s}RhyqaFRI5T~}% zJR;R_{_NurS!&WBy>w9hI*TI8nK)g-?vW|A=q`QwQ@uPOs6!a@pA2hFNzv0dlQ{!i%QaT4i;`jpSQHcT4|Tg|3tw zZyv4KI+=-2z3Vkfd)@0p_>M8axnx*x9S&UBjU_ zaSLX!PzL*8V@6n?bPAVt(X`qD0oXt+ZW@jo(@^lqw`TkWj|YT{;+}-oxm#Lni#;<~ z7O;Q@QKoX0t$bxE%XnYI#gB%RC#khOGqNsHR`bnSUr073?Hv$YC~!IC_v5&A%j5ZF%qml2OiX=ZRhFe zfLheUrg9Dhya4J?Cs0eAT2ce&t^s&{kB;b6f>1B))j2<$=9a2~ z-4n6qfY|Gfvay%xwr3X_suSV%RFj=#S5HRVa%7B==S>`i{?ym_p6FGbg{^)22G{4# zNxIp+?i}EN1o@m=y&bk}5yhKFvW}g1!NPF}-Q?Crg^I`BgIh|DOwQ&zvJ}ZJs)aLr zBo2T0up>Tkkgh7c*nX0sbrN%h-+P9%mbAHl1i&+NiiO&~pT*0_qJcwXtKGW_T$TlL znNNh~H4p#w%_&Yqp--f-(Mz(%c?5K}njA1);yIlV9kYK^N!MW2r5N{m)0fi;>sf!u z*12xwO-lUhw`I@LQC(-W&lkEQ!t<$d7dIC$$F~?!`&`4`w~ny#mI=p{)r)m`zRx@a z>i+wc1CMi(7t8EY2l1x4CErQ^#^^+w4ozEl^~7)47eOdw+6&%z9PV_gs}KE9{9gJf zpMLO)9bjw~VqsWvo;NIyJARzrFh&v5&8`2|$gYn=1%!W09#8~H>FnvyI+OUt|H%V5 zKzig;S@}8d_4l`r>gYN@N*s*+e^3W{ItcbGPL)l(&069h)xz1dn#sxZzBz+I-zb_5yA%6Un7H9S1p=pC+C17&x!hB*mHQ7Nj6sHQ zzZ}RxE!4st^g0G~7xbx=0%WcGV8QArlp>Ur|0_Wk`LbP_qTp*eL7BX<$N(!$KkJh| zD>Mi!+(JLJ!7dcMFC-dN^0#O+xav5ufe`yqof*D2pkNC(M-6EY1w3b=AnY+^(t7SDX;L+K|2Lu37|)STu++vw96T=A^Q2+-7 zHaxtWX#_@vNVj1WMKA2Z|7t@-RKH!pKWi+Klher0AiD7I$$e_Zzu~on^t?|j zNV#Y-mP9vUd`XxTM0T_djC&2D{1Bd`h$d;Po#4p4vBw)>IS1 zvYa4<8=h02Q!I98>|Rtjms!7Fa9IqC=k36bjm8p5nwNeDuqjbW15BOyLY1 z+p63naKh98alRPlqW^5M&|$=8VT5 zqb`CtfCK7G)pRRg3P01i&sIZ9bCk`Y=+77wD-|G66WBm2psi^vUxpi?VdiJtWbfJkqEz0QW0_C7n|MErH#96%p`&gLqOA z2!cx(6F$`$aI?i5oh~dr#zHl)EE&%GNmQ6I%%8BtxM0jYGf{2KPs;OAH+3-%kW)Hc zQak-lins)jID>D4(*6hv@KijUNJA7EQYt*5&Ew6V0MS=luUnk8`drNa_rcWSW7BE* zy{X((jDXWl{nP>dfDaJR5-0&tJqSAE^rWew0!P0$25gG>0f#SnpM zO#mqkSSvk)2aV3UXf2vNJBM`+mPyY+xytgHPsRe$Hx$vg1Xj-)*LtFt5l~Fe%B4Qp?HQMAw`Y zVIA4JxYv`7T77NSXHAHN^#Gl@glIKYgFscb2v><^+6Dbtqp(^3_KXx{G0MI%S547W zOKey1v8hcxoJS(t$%I;|&0DHn4h#*ICpCy_wF*+T3ThqPuqe+(qz#PJ6tjKRF|k+) zYq9lESM-zDUsXW!a@xnh+q{k15;y^zLyrYW00Jn0gP7Spy#&-%UDf@zuo$^jX^)Lq z(1Ib;z*LI6+9I&+o>6LwRmCdHWjNtFNW0xs&h1>2{oIK|4+PKye<%b3_#3t(ysRjX z-?hGmK~L<_3T0%TVeyiSIzJVH+uv&3lc`&_+E2}misMDzeO2BHSO5v|1%G(n=%tZ` zxZZ^@-`vT`-8Dk}J;A%~jxkHc5I^l|);9Xz;oOpl>C;|8NT+oeQ3GjzA zzz67co&@;cA@sPVAz!q5A4VM$+ub;}jYzevB}YP(04_l_71{@SD`17-hMV9DK3Vt` z-3_qco+O$vL>&WG5vIJb_#i=s$cz}aHwA0qgP_!0Ek2}0F7&;Y2gYHFkYEblVSa_* zfmnba?qHB9Vj4YRgIEh+AlmaazEWD5mx1+#V(o#yuY}yl2UoE}}F7{$& z?SOpk;RFz4ApT041x+;G6gN)AUTfrVVxlI#mlVE7=q$Sx-Yot-%*+kT1^(li(_t^} z08<|14!GdbKx8r|4&%wC8g&TS1>ZVmGO-+qn*d?|y?SId%jB}?3ctJ~y|K*6mrM&MM`;M!HLm}2(R<1ORk zwmfEJh6rVTW_XV04v1#?P2>z^JfJzoSU`Eb-UXcVKzs2e2)3{}@Sc`B@G=z4>SyhM_*5$xb zXh%$nA_X`8h1IJ#MlI)#iq^>hBo4w{^P2)>SxAk z_rXvO?8ux2j0AMu#Iao^o*!=hoWO2~f?nit8*EPA=bn)1Vy4)sCf2x?>t?3w7u5@w z9_gQ6jXUDmgpASE_$H+TtIHlsw9M$9fK*_7>Q@b%bA4;4m0%8#?5pPKVXc=$t;*UM z?KfGXLbFf^N$ULr>y`eTwcak1@eQ)>IC@2NrsDG^#|1P%*FI9{mhS1E?CKsuJkIX!+UU@6)Gn1RqDE|^ zfmKTcyQJla?XJnF9x}KPX!d*W_;zNS4&VT~WL2?~$B`;Xf^KGnA@W;roE3sp(B3`(T?gpQ12w#reE+voQaQx)mO8agc?eF!{ZPp04@sMF33= z(la#i#r{1SZ*6vVQwDGGWq$AoHw`(?2*`CI692KG>*!T6>HA1>)dDS}J(<$b*wi-i zObr~`K!5?jyW$?3CU^16BHQ~6ch#(C=eF{5*QUz9T;3514kwRQz$8!DmyDH zED$V4Gb{&#Ejke|DyuI(9x)dsF$=adLB=;nx;#O4Jt&4f8aX~fXFxrpKsL@mMS4p~8BIQ>|T3A=Y zSWnbhQdU~1)LJ`PTbZm}Qbt{PiCreBT{hTXIdox6Ct{A;VmVA?thr<<&tyy7Wj2;) zQ1WL(-)c5PYqD%?Y|U&&;cYqKaW*=0x6yM--*h|QbVuNHJbZOlc6N6Bct5^*ThMw> z;d(xsdtI}8HZ**CT6~q^d_gXNyj6g5;ekKmgG1?qN7{r~;e<;4ght^$1tD~Tp-=JOKplsx!R!XC= z>Z4laq*Y$jpeOjSFoz(vS!<~ga5Q$<+W-4wqwD#tn9gM<+^QW zyQQSPm*l>2bHAmmzn}KMd;h;{oWPE(!I#3q!Q{ep>cV!U!;JUCgXF||f5oM&#fr4W zmfyvMt;UDj#*wneiS);euE>bI$d%g2pybGY|HyN*$%&B4q_)b3+seJW%ZTI4guTp$ z#?6-L&4T{TdBe_x$k5c^(2V2Ij-Sz^%+Zz1(uCmCqvO+)&eVy} z)rZs7obA=V(bkOG)|}ne%;VOX>DHFj*OA!QmH*d(u-Ky6*p=hh#OK(T)!B~K*^=4W z+1lB%;@O?s+MD0pq2k=5z1^YW-K^W-lH=i|{^5?u;+)avm(}Q*|LUII>z3o}rRD9O z@B#-a8y6iS1d0O8Ei-^!p!@Id;KPgmA5VTD11sd}7+{Tv9GnFq$oaBxn?WLM zzBI5-utpiV|KxCDK}igF0pNeASYd#4201qzgXKji;e-@ch*p8=ttSuzkff(T3Gz|E z00V1~Q;iMgo%f$Ikof1zYz3WWTXPm+hz%oL%zh&IR?Uq^`9ywyei3F7^p8z@ff3GJuG%z7XrKzToJgV!g*=1Ff|bS8Vacj$ylD zqub7k4I~S;$!U&|tZ*&^{spl>55l6LKzn__xdsNoaZ(KvoMPi%a(c*Du6ef}kU$9j zy~(K+&SAi<1dE>AAt%XMfsHa4+*d_+7}$US0)t}g_19pB?Uu&Laa=-<_5S?Yh(rS@ zpuyx6asV&N99sth9U=keX-_8qQjNo};+k~IQyQpqj=o5cTmlCuPyqwSrjUSv>W!GP z1{h#)tPS^}Vnb>$iY@x+q?eu**$kNdUyJ1Q!Q+0n^&qR0d2)gPj!XoIfPWMy5Q3_+ z{>>>kP~Vn7hba`!tup?BV}Y^^*l;X>*rcEUVdfH)lHnlAqM-W%H-Gp@5rko;*0PhARd^GM~>tHEkNxe$E1{%CvvbT5wo%$ z_O!Ksw_C@!3GKdHlGpUFl4GpzzXz}ocP$VMA)bXu+nHlD}dulKFXsI zv0($}r11fjauf8vwSe|qEqb$ZnSsEinq~wjHQ0F)2H+=}yuEIWpbVubLzupLLE>1W zf>V>& zs}CVKn*%dwzk$iJLs9(XD7VSYZemO{FFX*fauuKXSc(biS^+G5wL1D}uMj80;mLfZ zj6yUlXUqdoB0f3)MO;~`N|3lAfMiJy5jYK5Hi#bDJ{C>@m4i~=jHpB>TCEj?U`uQ| zPDV!~9WNnZ1t8^G<7R}K=FDhMw$aiGVv{{il>=%Qr2riFgPO=_^iLNJfk4dU9N(>= zccM8!bxiiBk5z=p?WI-Cs#dqkRZDdWYAWekSI0`$ zvI;3U3qZkaLTA>ty7jH2+ZtTwO4qu6)2?{MN(1)F*S`AouYe7#UC%iG@iwzs1=g>Z*^icuK%xTDZ5a+hmd;yRbO%nj~yr~6## zQun&p6>fBqo89hS*Sgb%g?PtH-twCFyy#7@de_U|_PY1I=e>n|=S$!E+V{Tr&98p< z%isR`_rCy^uQ2K>i~<|@zz9yTf)~u-20Qq{5RR~fCrn`lJLAF_&aj3Ltl z$3@QZE0)aUCOi4bP>!;cr%dG~%i_wfkVTcZ%;jBp`O9DqbC_vC<}#OA%xF%tn%BJM zUby-H&2WyhoZTFZI@>uIzsPf%^UUWy`?=3|uJfPqJm^3h`p}3@w4xV{=wdkf(U6X` zq$f@3N?Y2}$;h;(H_hozd-~Iweuk(=P3lpHy40vnwW?Rm>Q=k@)v%7WtYdv*u_9yz zkYMqOIb-8q`})_w4t8sgOzdJC``AiG_K~^F>}ETA%4Uu>nV-ST z4G~=H+Qq_7xWX3>TV*@^;Shg#lZBjQ98>$^7{|D@H_q%YGnw1h-gvY@-ex#k8{8=W ze>1xco$hnTJKp1lcgxlNazi`X&i2l^&UX%JefzxA0uQ>-hfegO!j4mfDgRjU2P3@R6*$nA;*NAt{JI2{_(55y5uKMc_MH9@|cHm z*So%C&NKPz(SC*5y$t%%oBrBqm-Cm|&idBpx$Y|u^xW%C`#?_`?|RRD&in53!TbLA z!2f;W4<8Z5H$B(9hP?6}U-{-cKjN8>zVw+5`jL-bH+4271)C3!+DQ zWOjPkr+wMSeQNi85M}_-lf>@Y^^VfncC~7FEf-5);EogZ5R}dw0d}o0h6QPCineoh#Of{1}rsDAGEX_3ZnoYrcdriG6G=!jp4YFyZY zVOWV{cr_7mh7y8*W05%&@QI)pilR7*pI8B+hye}ZhL9JBtmu4p_=>PNWn&j@-^PdA z27wTWW=uGUyjXKO_ilx#bBE}2#efXPSPY7|X^*&!%t&gJ=!GdbYLhsLl~`)SmsAX) zi4nqyVnG2f@QvUYj^a3uYPfi~?C{!}xwe$9K(`kXSg4mDrFDDTb41c-XiQEw+hf;f*_xks7&?9NCc_ z*#kX50qB^H!p4p!iFFm{jw(5Q+E;z|czP&Df&Dm>7wCjB2axFhH;_}PX;xT}SE!Ic z8I*+Ag_1apl=zTHX_V+t1q~1p6}gQU`2stT15{a+R(X|JX_XoI0wT!}B)JNxb&_Hk zhb#Gx?)Z|spojO^3nWKw-`0=fH**-+dV{Ewb{T0tsf+?Qfnf~k~+(3FWeA>0@ijR~2+S(TDGl5Pl=r-hlwiENuG zeOgwBpZT05mvTuMcjktg*7<~xW_zkBjQCaztf`l<8J^<*X_U5Un?`w_=y{mB`4IXS z9+A{wQ||3VW^U zs@J)Dcq*Z?I;)?itLQ3gC>V`H$Ez9otMJ;S>foU-C?Ul96~=n3S(&U2(X9RoWYUVM z))s`-YJH=cX4xud;Rmh^`;Xgcu0NNq66P_v#h- zs;^hcuMF|8{#s>97O+nya?&@j*>-YnmX-wn`<&OheMhK^r`fPR>x4Y1nh>jR6I-;S z2ACDQuCs=*?z*u~yP+NXu?{h^-|>_q`T{2Fm?*mtD$Ac32dyqUtsJ*yX?C+A2dZa= zZ8D0psyBpfYHi>8vkjYjo>quMi>pSPw?v1rPusVC%c0az4pQ3?RQnrNi=|kbwOGlo z#uFQZ(zS57WI7hMF^aZh8)f&{fCo#eHH)xq%ch@OZgMKOqzkK@)`551ntHps{zBJFwWRW(ljk zaO-+-7rx~Og&A1Bly<(VtG*%}YwX*;?|Z`W8oy4dn7PZshzq>@8^bdEyZf80BSOH1 zumUK8zzJM+TQ<21EM=Pqqt!;eUe;w0JhKyQcBSflJF3BT>A_M6!hAZyR?KfD47(`2 z#j~rzyBQ(%+Z80*yE0tH|I5EN+ynlg9?_9hJ?z6lyqQb9#JG5EPi$w^*^7^cno=yT zh&ZcP9LVci!dzU)vg^eU5ypo9>%zNh#*SRZHjD`VfC>c+F46MF$`;3EIme@_XP*1E zUiNmf*LJMBt-i>?;@ijO+nwGyjDq~iOPj?eY{<0iw1JBP5>ch!q03w`#*h5V`Wwjw z+#&ve1h0e1Jf_JmTZC)7xdXaqZVGPNmdA(Ic7;Z#sJy|dTyIs_%0vsx;M{6SiJ`LG zkhOfy8hgvR9E0S+%Ue+aJpjz|EX)#s02Sa5b3zcv+_K8Nl6hFR&TF>XccT{U#CkTM z-RgGW`*KPczI(iA+f27XE1^Ca&K4cZvy9Ffz0tIb4!HcG>^vUstQGJq&%jL2j^hs} zq|cVx&lhJ4Fdfq|opogYC(vq!w%ogx2`h8d8K+A~%?$g{cn8rD{lOF6$`pOR7ag9{ zAasLj4Pa=V96igDRO?P{p%H#WTMQzlv>di)4t9ZNAL5Y;@8iu3Rv{W70 zhP(|{U9aUa(pgc`T;0`>9FogYz>}OEX1$I{hStzlW>d!2GEHSI`E?Jty`B4jDffqP z+1Gsi*QMFe4x62V{jhb5r^nEf->KLaU5%pVkVgsGlD*t0OxYei5h42M<> z*!T9^!d;Mv9dPJN+~``3Vfebe%G?NU$kg!Mii*4A5#8^+)z+=Q*v-`_ds2^^nc+=+ zq#UZEZ~7$o5x+wD_E!r z{^Rev;2)id4lW)LPSRUl;Yz;bOupp#yS05{5be0(T(+rAw%)q{(;xTNo(hC=eZ8OQ zhdJA3CtlD!%h1>S;tZUz%Sj2s?+PThe%=(Jwpg|4hIG7ti&=+gJ)U@o&RS<^PEZ8;sfWp2k9 zTz)iX%0HWXK|0vxny#V_>aRxXPfgCHe(Kr|udCkes^04I`|98k>sO)KwSMjv-UFzJ z5PgDVyxw_Vw{^b$>o+ZO1)aV3&cqdL;`pBL7tHLNPJSHt>@iNoKZy*~F2dHH?c~Yu z+y3xP>g^Jb=it7=7D*Q7j_$OczlN?5?`~!B2#*F>fb(AR_MY!5UgG=SxuhBJ3Oew? zAme)fYVhZp@OkUH$<4G7zw>`P@e^P1UtAvKZWS4?@q|tU9X}8-^6^3(?<8;XpbFpb zJOh~!;{F|d4(LQ+ z^c#=#xGoS&&-6P8^$}czW1f!`Z1qIQ*QATvftYgy532-ex=Ic9TBx*pTh3`;`Lf&g znD6s%?-0|i8*@+HLQwa1fAmSO_XWZC4}8Q%9KC)o>44AgWj^)$4!R~T-&()*PN?{= zx_fwe)cp;}kYAxmEBQ`M`IdkDsGj-C&+1D#5uKkKpI`2wKl(}z1yEq?rGF5pUu9tb z*66J7ya4U*DK5>lZ`ZNEvsE8wONjfq-|2Uny1}2M!%zIru<&M&{P_RA%fJ5=-~72e z^Z>Cy;6Q=}4IV_8P~k#`4IMs&=n&G1h!rhf#8|L`5F$%Fegqj(BuFAedQfQiO65wH zEnU8Z8MCD{zm8%?2x$R_$80ZPg|#mJF_2x^>&i#hX{}UcPtytzEx{U3%O9Y}&L* z*T$V&_io<2si7-$kz7XN#f=|FZgFCA=FJ;!>^M^T^pYo2=ER=;Wlfvfy{jB5)ap*7 z<-?ChpZ+RU_U)Y_?RqxsFZ%WA%g3Kzf7W7K?fwTaKmp&f%P#{D%qubl7i6$O2Oosc zu*m=$Ei}qP!w|ICHsr8F4{w|8LlLdv4aD9~M3J{|R@~;d;4B)>IT>f9vBu?U#4)*z zLV}`4AAbb$$B#@xiJ|Xu;;y?Rmt0A`^vZKGN-5o=awq$){N<3ML`E8RJRrX52c2h7b}V} zM@JupR3R&@h_up(b__C8O?~u;$m^Jli91kPBFZNzfimwrR8M7gA#qzK*IaaG zR@XXqWvXct&ax^hF9PrKsXbU|Z+IvS6wIr#=f|tM5`6ue9(& z1{sFsdgd>}gr&G_v(MHn&ty4fyKT2S^mrV(=N<>-kPjXCTD@1~reu<}y+~!42Pa&h zmkYO4=9$l}xyXfZ%K6=weh!)_^n@N-UMe?d&nlbJ7ytC+4| z@4A>Z9Y(u$+vluUZ4BS$y?5Vbvpe|N_9njgzWx4&8^A3(9C7DYZvJ^k6<=J_#v4*n za(FA}p8L$vJNhT4@l|^0fyX+ZtI-QCygF-jIhiU(_H{R z^E(0-kZr=7R`C?LK)&^DMdvsN%3MY%=~eJs(X$|ps8_xJAbG@Q3(21LRAQCx(d&Em z;#>-MQLClIYAa4d-}=sCAJdfuep{PMukwO5`6*0)KLp}q_*ain1{LG}`m zgftBQ{+Gl%Ez+2JdSo(36v^O;Oj--1WF=XI$w?yrPm>j~LMTPKP2_-*o6R9*DLv>o zg~-Hm6 z4}#~&C`3LAQm!^+t6jawMoPJQmwTLnvd<+LpFT%o__iBEmn@}^j%%8*2=MTCoXjDqxw4k7>T{t^Z~4BS21qYB>?oQ3XYq5B*mfB_0%!0u;#WY&a`wzN~)7f?{k*0`?LN@jVj=@o|PBK`L z9B7SH*U5*bFqFxekhL}?X;+4{YGox;`(*j8U&d8z!Q5V74XAZ=Av4*|JnD$08Ba)k zvmw)n9`ExaNlcg=PPQ%=%wzbPuq-Tta`n-zBPOY z9>@S+T;xiV@Ygzg?sFgi@&+h=@!V{@$sZ5-2}`~p`Z{~j(v$i0syDATUvKlN2KuYj zmdvQfew_6C+wHsF`=eoI#wE#d+n-za=SM&9Eh63Db20ew9zOB0YkYzrf4sM3KBj4^ zAL+ln`dV`@>yw}CBftlVvF}4b4hg@h@|fGRGpgb^^piluD}>&w2=;3~3wl3#Gc@_D zu$EH@ncFfh3z+=dxz4Ml6Py}ddM~+y7#}LY7$hpgP@4o)rri*?ag(zgJ1z%QAj$d$ zbyKbh)V*@3!1dFn4D6&0Ot}v9KnkP3fe=ASTf0o-yv_?axBCj}bBi1TH5Vkk7!<=n znn7;c3>q{l*0VwX11b?X)4@7RuEF!c!Xv^ult3f2Kt@qQPhvu^bHXQlvM3aY@nMxL z+>-so)yv$iojy#QJaMdCiuSi>89!&aL^9|J-lv%^mWMdmufBHKeS(z+%D z#K>DTgjmE@B)CRA699}a7K6mPlSGH>j7xm8OpK&WB)m>Uw@?&DA}oh;$is-}x>AIh zQ}n}BoG=hf2uyRuX{;ewtc$+r!i1|uF-${;6AWFfF<#7#>_3iwD==FXhaBUq(=0*!W6ScKDxeb^hXK7J6r_EX2C%>6i3=1M-?$g0#nC^bjZnK z$6a&B41&l1B$G$TqsN1=$9qgf7^=p7#36=Ri`1D5fPxFT`^SH*L|jy;fs8oVD~-8P zz=PBca$HCTx-$lP$erBDVm!u_;kAi$o{BWGiv+ujGzgAVI}uw!kYtM;^1@jpNih7W zl;kazY)O}Vn>Or_ap*gm9G(Zf$pYiavh2x-e7B$!%EBSa2Q$i*L&}0s%DLnZ_&G^W zyG8)in!XqZ%dm?)`a-{uhGZDbYqLsYsS}pe%Kb`_K+!==g1WKnIJ2b8VJt=z&>~J+ zOT=kQ2HS`@aK<=@gSaFJx@0e>BLTf&`z_c3kGe(96Ct|y{*=i2DXSc65Njfj7o!Z9rY~3q5Dw6@HY26 zHTV=R`J4>;G?d|tBID{ov7AHxl+pdXOst!r07aYuZNdZP(d!h%1z1oUq6-J@xv1<; zxuDSgNQQ0ZTu&`Mz||{J6MZQEa;Ctms;7I=D=I(# zot)7%ozY?xIUDt=B*ame(NRB4gC51x(fm=mw8qiwSbi;y~ije&+_ck*7;7` zJdh4WGZDovFm*i@bv3*Ru&6TAGsQDDJmt{@1=6`p zRQUR*zD$cIWzt(w!3AYht&!4B6Un@|j78-kzmUqg`=M@=)V%}CZ`eV}Os-CK)@Oyt zH@!ePCDoNN)uKdIRbACRoy{Vpwx|5GS&WNfxC}v+HiD@_*@{xRNU=jr&AW)Z)l|4* zov}pHonxKUWM$T7LwKH3_FX-#(Jl3<`!vKW|j9k?JJi~b~>nNLa`(~-$fv;D!ewOnUKhs<5u7jau;gxk11 z*i@}syZzZM(OXa33%^{~OS{mu%UHwhvIoVBV~{U1>rKXO8%jM99(=6-o4nlLwL^0d zUUL{m&D~s#=)=#&5xJeNjS$_@70tU{#e>)>y@k-eoywz)(ql+hoa^2^l19*h-9q(N z+)4)8P28Z{a4{NVWYLHs3QBGlg#uDbqJ z;T6tY33`a+72p{mV9wfzKR96NOkli?S_X#KwD3!~;0jn_+FO0L@0A)J4pxO3R@@v6 z4*p8_RY?1c-}!aG61HOWJK_EHI2PvO70xIH$U4o8;Yfkuowecr8;*lN_=6usVv&td zSsYKoEy0Y1(l#E}MrBkcb_^$mV&Z(YOU={~zT!dV&;C7!E=FX{{o*hlV{a+rxjo|> zR%12>$=f2yfFf79pyL;k<2draT-s2s71msZK|MC2HcO1s5Qn3Kq;1%c5=mA#bgU`X z)N>@{TjohFPKRAiheYP$1Z#-SY~91Bt zmlo@>hUsaQX-FyN0^a8|uG^fZWNMaB`1)HQj^LnY zOIdX0t*C1up5U1x;w?FbV`$???CWEp#I76-j80Mi5}6FSd1a1P?51LDYXRZPT`p^J z>|4%a;yp0QhM>!aZkJ~1m1b#P9x|IPVWC+F37I6=qB*7p6=?lZY#iUh0yNp zX5%TkS<(z&?@yj>szhoMH=8bfn{oJt z6!&1>Ep96Q#TWl?%Dy!j_i{wG@i0el9AEJNgdm4}-tpt;am@PhAP;Xu_)!c`U1^AB zB=6*>)yEGPJtq&MV`?H4_ezCCpxR5*~(Ncoy?V5A(GZxj#$u8Ci3% zYI8RyZ8#Tbf>@Y0Mp`?!YxS<<51-f&=W}BTQ8G+3hpOK|pK@hoQQRP&C@xcJ!t%yW z^j)92MptP_2limE@p4FnpL}67uXN(L^sdTuO&4uWAM$V=%!3wOsD15w(hpO=x$)yf#h(qzHmhwuymUJF&`{ng_Z*E_gabc%-dM9>cmx%68cH>xfu4?l} z0Qevecz}j>)5c`_i0x6o4?#u5s@3-Ygvpw3Kbz4gBEiT?mM!TReSk8jcB>0MtW`H@fLLpJ$Drg7?C`LYl8 zmIu(6KaQAh-kHbww}<^ld%vb*9_sP!p zeBuE8&;A3_r~ZKFd4&MDAhpmj(eoq4X4yX$+7JBpbb6Mx!Q5~SuPkgFi&^0x{wz*m zdTJ+_&|NCEua^U>Ue*WT!ejf*jE`J&kENJi`LW6%0g`u$EA;gFfgHfy)>=#Ch z8aHz6s1f5Yk0L7;D_N4F$&@NrvTW({CCp;UW|o|3^Cr%mHlOkA>GLPhphAZdEo$^A z(xgh42Awv|8q}y#r#h`#RjSXaTDNlT>h&wwuwJ*3ExS$ZR-R6*I`Zes>vKN@1ZTmLv)fEIL?CqN%Lx-z7h8$_!ct(pLmy1kkF(&lr z(pBnARbN71MoII`c|lIa)O$r5c_fl)$+u*Da`E>hlu=4K zWnTeWd8J~LMYbUSmtA^!;AaocreTL=nt5h!WTLs|Y#)X=BAg`-*J6t+(#esGdFojs zpELFNC!m1}N?v(T1$kbQi7L9NSY}znB&18mH7Q)&Sjvr)-%zp_ z{kh3$iw@b_rJL?$+_KG`H|sT%Lv!nEerO5pwcCC>?zj6rC*T?p{<}T;lj2nOa zQI4Z0IrGg=MLD=`sb#raom+pslb~zg>FC`%b~^asC%Dc!^3G<36|t)?>+0*5IeYH$ z%Wuj5?m_nsBk;ioD?GzQ6^}dsrKY^|{NyUmJD}vCce%2hqk13nR=BX&x$RMqT;4;M z_%f(LQjsqawn3l!Lb#^(i4a5Zn;!~om#fqqCx0>;T+;Z5uwyAKfHoY|03Fv8t0Az5 zSW{q=s&|eDLQsMetRT6}p+qVt79Fn=fFLBu09?A z>my+PD9ic?QgnyBB`y_|$n%{BlD9JK}&pzG^=abHvvUPH_qnl|b zgnC)ek%|U{B!$g~K7r5q=@V$F!DMyL_|NVjqo&9RC{CAB(1RGq+BhmYQ75Ae2#TBF+JE> z`=r*%{)w&1duuh>^1N$8igOQzXc6(sN4+8us#@YJ%M?_gz_PYw=E%%z85GReWEHWD zJgjX=qu9mTPOSS>O^hN7L!;n`vc?4uTQRF#sc4qDoYfpFKPy_LlD4#{rHjfglNi5l zskPoURctNuN7-IgHnq*I7IBMSiR_lQwDYY?$>>kv4(_=2^^Ro+_#SESx4-`F?{d+i z79~A*Yu$_>=Z2_9>KZ0{L#!@SQH#z5W%s)lew!>ati*DxpuDkpuEE# zjQVCHnoC?nmUEp6bm#BsxztqcGpeEd=RmtA%ZFZ{pkElg6T|alcGcn?WV66YSNB6OQwGIAyX}FKLZ+zul8cB4?XMumDc*!sLA!N!yU>p z?@+(Lc3!Y2H*6+Jv}5f~_Gs(ej%8mE+V)oGwDUdfKR3YI*VbaT37t~0ij~#`w{?6; z<4JKdoS>FH_W{@aT?q{#@wxGk5OEL8Mn{8Aq>Ti6Fqz&KRU?Ek%-X92IVGiozp`+aDr34 z>Q=8E)m^@tm^U1nK$^LsY~DPa6C2qV_t?+VPR=V8z3necHD!=4cPM8g8|ElSA($SU zs6Rb#=e6zBtuA<~WBuUXCJoo^OKzS>Q|y)|J9N8c*R!|(QtkT*`dqH@IYPR<^Y5BF z=u=(y(Uacp4bnSo_}=%r{T;D^A3W?WQFX1WCh?Q)wc~pVc_!(+sL8gxr^;C}v?bZ| z9UrfOLa+RMmwxooc>d`LyZZIDzOb){z2Ie^^}~TWu)v@R(c-}thWjI<}S{JA&Z`O(Nm^o_~%xli?V)%9T?0=k?6K*RyCn)e}( zQ#4ECk>8Ol34xWx1@2z9WYfE)U(fj*`%#eloy$2n5$V+5v)!NmAs_ysTHJvi>B&<6 z&EV*n0}cKk0D^|}4PfgOpjLf|C?KE^wwx<8gaR=C00S(*0T@65h{gjh&cjh)djQy1 zKuQLZ#b%M+<}_4YS={=CV0DdPU^E;3pL!19Xh0n0Pw{bW}F!6MYEY< zld+(9r6K>ZAt=@z4rasimEs#_LmY|;FwtQTnj9YHA@=QIL-?UT_yQcj0X;ngAqL7c z6j0T0MOGZ5H7%keHln(%+ZIaV2kucN7Fjtx<6n%LCgz#kt)M5WVJK!JDY{`Pn&J$W zVk*kaY_THU3>td9A}kJ`EcRg!_=5--fB`iB00Kxv*YRS+FrK-g8Gi{QSnSx2Y0V?@ zo&-ta?=|DkDMmXW##232{DF!Ip5Qc|A;_h}HA}WE*nhMpmU&c4Hh?0Z7J1$%!PrkR;%BK@gs#;H6{<2qHNE zq6EaGF5*-#24nI-TCc&8PEw3N`Xd$|qXxd&Pg3Gg!qQ`4;(we&L$Zrvh?-P2rJh0M zC)S+|N+l>>rDRTKDPF^$Z6$1UrB}xP3Rt=TPe8E0o>-D)S@K~5FhBwO6#A#ysUa?)K5{!w#A=0=ttbS9`|qT+ONWp!F-ygZGQD3AWAoI+=i?o!hgsgc$T zl4hqUC~2SmDWC?bl3Hk!A|V5C=mH=>14hJoI?Rf8DfxXVk98JrR#aiYMVac=nck?H zx=fU{pqnlqoQ^8#&8ewQX5HE8-r;GU%F3Qjs4MhotqCfv$|`p@sdsuOYJi7{3Xpn2 z>RT1qI6z{hTF-u9YNldT_jD>QDG_FbD$>Oufs!hzo~pH0WvbqW9kwclyy_2jL9EuQ zxcX_Ix`Hb-=>p^`L@eM#c&A$?{}-^j615mlA6Kdo5F@(!(wa0Iw!yUN*%^- ztkRk*x<-Vq(j#)+WKxvuQ}EQuF4S4XC-v;+))H%3wCr8JEWRq+TmUT1GFxBWEd1qc zv+itTQmfBGX3);D5LHXUS)i z#Dy|`7TA8x*pe-fovo$<|Hyv+mD>8J2I&Lax~;xRs|_}1+^!)<$}Qclu10c0ITQe^ zwT6V|t%ax_;9;z}?xDHvF7Nhk?)EM(G;Qta2-Tk1;&KHBVr^SIikoe1*G>=QMy?lr zA?BJ4okinf&?xCN(Z;D0=>DhZg51xZ?l+by>z=Qvau{X`+BniKn%J)E;jZt_Fa7dv z@FraM5pVI<-0>0^o581Ua&7OaAJ|mNrd6-?0#cP6ruOpZX)#&&q$y>5ujh@I=>BXr zl5gtXAo_Ojsd8BC%2WHgubIHF^~rDjrZDgh?$%B1PW3P2=B0Y1>?7_Gj6&{@A#fil z@L|Yb_ew@$W{?C!|Cnml6#RTd~Hh4h!8z_2;N$Nf5uw8zX1XwmdSYMRJ|p8QWS|fL5y;b|m@c@hAVXCo@ARR~vPb z@|tXGJRLyaqB0??vTCrhf3B|Rt}~|wD@$|5ys|$}&*Uu_rEIf)K$&1{>Wy-$ znufFZ99?B3F&m;P>PGZBS9CB(12^D86}+=+#Iro(t-#syJ=-q}KXW4UbJqNGK%UPA0GU$uio}@>lcle)0uEEA&}UQ4zasIk&Ya z%C%*$|1(`@wr02UU30W+EVW**251XY-|~WA|8+^HhG6p}BWtZ;f6X>`vtKl}=RS7n ziV{MU#n(U<#4aJFyn$Rcy?>N&T(VN?DB0GFn4pCD=$2^ zXw;<)=N`2v;_g+qTvVRfzH|>OBzBo~cWaOh;!oMVT66mN?luQo zYp9F5MVET1qq?+D`>CtCBDMO2y!tNz`mA@mpw~KdM|Uv}SdxHkHGe6w^15{k|2r+o zbio$8v41xbzb)w|`~NvRzCUcV&pEaCd%s)zC}VrTFSoZByrHj#xa*~kRrOe0lfE`O zyAMWUkCTzTJG{G%hRsE84=6e7c)ou;#74WFYxc+sv%jA_wI6v9T)V*Eh7~`#!54fp zfO~%@JmoMvRJ1JgsC%&I#jn3Kp9$s~U%b&lIHy0jr@J}G>+w(rEwqz5s<$)BPd&=d z0xqmPQnx(IYg??x{H)J>l}ALvV|4)Yyyfo2&%ZP!9~sdWV zwC6qNcfK)L{gA@*Xbb$y|9RI3KA{gj!e6aQN1hQ)VnO~Z<2U{{L%xDYe%!}tG?;_3 z`!wcbzUFH<-q*S3b3QNt1FD1mJo|ky%i8IqzM!kVYAkM6C;sg7#kxm4WBW&0TfFTj z2=4E+Zu344{=WGWb?^&+@vnd0AAj=S_3|@+W*#jTi%{P-1N5gp&0Bf-C9hRiKR|pF zIFMjLg9i~NM0k#2Lx&F`MwB>_VnvG=F=o`bF(NvTA3=J27?Nbkkm*pSRJoF6OP4QU z#*{gerb=@+ahhwHlV?w#KY<3tnT@E=Y(R-7Rl1aDG^bCYMwL31|7umMSFvW*x|M5J zuTq(X6+4z}S+it~rB%C@ZCkg%fVq`BcP`wxaA)Bvw1974zkdNQAQzZ$VZ(q%fm#vV4w3&0~&g4Lc7Clr!?72v%qM~c~j0gr#i4e2Jy@j!3z28)6cdfyzoL}a5+tZzB~-9#u8u$W(o6($!a;i&EC>uB_G8TdCAi z*N;&8=$w2ai6p+9>&!WoCI`z!>BSL)HFz9V-%^ES|JC2#mO~QOftj4u;Dd2ZSmA{& z+I81nK_XV-i7AHZ*o%>ER^w))r3%`Pugdn#X~ELgWU-(+%iEQ|rOU3m#Ep4eE82|= zFv{x9S?8S%o0sRG6T3HGeShTl)PIxQCOGB8VLpi+8$O{RE~-F~Ka=kNBfn90BQ1m*U>Jq3?| zd@7!V)^b1v;$j5{NR9HM7eNW~1$q3OxRF8? zt}un+lhybHVm=ur41MTx-wknC6ZswMem&$^{`eCP0QGNo0yLtY9Nwz=kFpxeRWbL$J zNM*C(xzVm5n9!<7Bc4sAqFv%pb3QLK@kcUX;Kq4 z+T7+tapX{lf~cF`lpHv-H_D`u(^Uvbr8(nxrF24sAnIJ0Pb{JnuGLaJ^K>c2>QSRPO%6$PqD?&wQ=QtFidqzM810vE zI2x<#q*9gE;RbceH&T=U){w48Y|X@Qc|KAC&A;x;9PljXSnT zWjdIN;3D9J#cN?951GhCF0Y0%d>RjbII&A+@?SzM;>Ow+Fqs@FEiNmJ z!R)01-&0x3`XP?d9JeF#*so3GmblUa*aG`qAX=^IQB4; zJ@E?p%VkC9%FDJ4^P^wFlb!sr#!E@_rM0r)y0N)WPc-P>U^YAq$@#B#Hub5=i)Rk) z`Oi^hb*uRz-$Bos|JJp(^?YkHXe$4OIkVF5S7){8L;R_+jLg70uH5TE5JIjuZFd(Z=G&iHh*=Xuzw9%|-lTo|V+BUds%X`3XFMP1RV{US9Q{sQtz#i0{adq$7 zFVlf{N#z~#?bw?nxhzS(-v`}F#}42(7I>ZrZoq@jJiNJ3IK%DS3Z1t?$az5lhpahq zh*q4>7uWdFYt8Y#fK=p7_YTQhip!IueA4|U^UAB+a<8C_EB^H9%Qqc!2+^GE2sN*S zYz~)%iwo!6|K2&z%e!-*1HFnuZz|EBY;>gWUFm#DvC{$Hu#(Wy-c*OQ)#-zEOKUwV z*Rl#~8!vFNhZ@w`F8k%3No2buyzQOO#oIxz^SNKL?sgygxJ|zRz3=_#eP4jV0v~&g zkdE+BH+))iA|J$?`Ap5G?z0)cb+2O=?2{im=8+%Cv&T&H!0>$MLmz$7M-fC&P5l+| z&g9jzKI5*3lI+1>`(1JAthZ10?(w7eY)oZ8!RJp;-!DMpcY4&xxBoMR94^g2|J2g= zf9PXj7J{Jqu5ai{Pw2Lf`_j$(q$K{7lFEoa-iZZ}(R2E85TfMn>}Hui(Ii z8Sdi#|C}i8?vMXaFz)_u1^q7o2hg?(5SxOI+!9a$ZO!!_Fz}!b9mJ0UZ*SlDjmFfE z0}-tFK2R>)3>dY0 zgYW_^P~XZ%{eX`M-wK(GVOx$636n5TM6m3ZPwn`x38AnLD{Kk@F%YRx071mbu5f~8 z@Z2zt3vbN}NsKVSaNfiab;z&+(U14oFzeh9uH%O>%TDiN(N@#->hx;F9g4k`XR(G!mk6!EX^ z|K85XcJA}kE>KcY6kYKeU9l8nQN#Rf7OkijEp8DRvDR`CF?R7vXzwC=(L7u#kA4vi z(Qg>ftQd`v>zo4Ym_ZpG1j6c%87HY4Eo>D*4;67P^iU8R5fTtnVIdhZ6-aR#Pb2%h zQE|Yr=)`dxyYLIokrhf!)=Z$pLLXzMAIs7on+W=z5!Iqm`gC&0dNMBMa_9c$fl#j~|E=gK zwQmp90VBJx91jC3&jBc82?D9|-mG#AEwPW(P_$U?D^JSavLDaUasn^G6C zGd3f}Fl&iBVXP!)$}7W@PV%ZHUy?1(Q$5}~ zl7aBEIrY;tug^dK^F?7aMrD*Kof0sx(`&lqDp}!f#=W3A-zL6K21C(|syt3s78 z3P+JMN3=d?<4nQ;+gFja^XUL%&X^<~x^h?2XK+O^Sd_@9D=gWHZ2Mf$3 zaY{&e=dK3i<@5?kXKwBEuR~4kN%eG35mHM1^e3ql2D6lT4ACON^iX9~OapV+c(C4F zEG61u9onI#+5tgDGEIFn7}?auAanTe>VH0vPJ@iRsIfy^VHn`9|M+xOSvC6p^i}_~ zk_2^77pG8>5>avWKNa;lRlSu%#x-2)=P&G^wsRd&4cupm>F;b@js zOLSm!Hf+OoXC0O_e->yU!EC#fXf3uz|6*aZQ%7$|ZUxLe|KKrXZkr2!8k0fkhhCwUZ|iY9j}ZA5&iSZya1r-I8~0D0GXCD(8$m%T2I zbB)({)!}kImq4e4V_Tx79Ia`E#cuER5{n|blHwecRVrx5b-NA@d-KgiwRUy#b^-Qq z_q2DVba&OaeWmnq?J{@^XLxt3c#rpfH+Ol*6l>a*9hp{oCkAy>x8L-mE9+x>y?2O+ z^iO?ONj8CpG?{=W?7XXLi)wr!*bgNbaW!}${ZDZNF^G+LTOCeCJ(y=e__jp2 zgrWF^_jh!ua)oo~JJZB~ua|Y#kA~&McYw#ibof~znCA$W6@M5Taq>NnxQ*R7cS9kL z&5d7kG9tDsqWCrHK>kiJ_Q;rFc<2lH{y7Y*b3wRF_Q}LRs0wi-~XAsO@UO zr9E%*j59Nh7 zlXH!kIrKPLAs4n4s=1&IdRyt3A+dR(uX!N@@aJaLo8JYTIZT|#nRCneFYJh&*~eH0 z*lhMTo)P$_=vkQjHnvb!e9yCoJ@lWw)>RKWre)fQ8(N_m`le5L79ct`uvDUz*zPR) zqBS?8{h~~ni=)A2mmkwA)CMbnnQymC?Do|ri_@iP7AV`8pl5okGx(;x`l}fl6Lh-z zxYVaJg`(jrsD&DHiMlV&R56jdefo%(|8A509y$0RFOq%7`0j%8K=DFbws5U_utATj z4g0Wp7pxU~vEx{*Ur-j!dZJhP&(wOY-=VGfVx8j}rgm9xPcj-dW@Nh;k^_pbDH*V7 zx6ZV+Uy(wJ16S_Xrn_DS-!$SeS|K)o$>-$sg+lljAsN*3XE|6pWXe8|sxA#qz_i9EMG!NZ4=zC*m5g>JaVS;Z5> z0IFa+U%cuFco=7##%r8v=`@+G`fCM|f(h2g+c%qyJjvNS$)ohhF}%$^Vb1Bi&h328 zJ6tG%_sKJ5#Q%5?(BZ@deb5QL&+Kt$oO|z1vwm z6!e_*U_D3t{FMRS(9u2JdEK~IoG%c-09xFN1>Ccjx};UIub7>st9!7c9nHx*)E64y zxBaWVz2NP9;0fN~6<*cjm^n4&)yMrxW&PaMz2XJE*L~f}u^iuWPbRh;pXxQ3TZ`as zocSWy* z>hYNbFH>e!U!YmP^=CiB<5(5UyK!m%+6!O&cVG7xy8O}K&NX4qb$arZEck!_Fn%7l zhQIiYpWPed02W>DZwZiMY6t-$n!tes3mQC#FrmVQ3>zk71~H<wsMW1pyL#p7DXiGBWXqa8i#Dy=wQSLbY6~~6+_{?S&O%XO zf!@7*`}&2n!mr@LgbN!!j5x94#f%&41?)Jo_HbVv*yj5J8wo;4i1IJ22d1Q zmoByH)vQ~)ehoXdx!JU9+rEuEckXPwd;9(kJa}-2#ETn0jy#&h<;*35d=5Q2$CcEp zTfYu$ruOYHfqMTAKK#zC!21}iYlg9 zn`^qgXq#{{&M0GYHr|*VGXpipV~-a}2V{^NVMk<4oYZ-Ada@!0g94nS~)8|nhuPTPP!Y7mR<@Rj+$=zP(;f42o z|2Ed=pVnS$ZME2L>z9Rve%s-pj2*Doh$TY0Vs5KZT3a@=@unN5@@C3uy_@>@X{bG# z%5QY4{tGaxG0jS_PO|od>ru8QOr?5Q0=sK{?MXE(uwhjt7O~6L*X+h?K@0ML9*-5^ zn<0ZdrvZ{_%WcapPsZ}g*anIrxZsMLC|~B*fv#%o{(RfKLJMtg(F94B zSlxK*X#pUZ*=#e;k|9tciY}__Gte-?YtGO^8x6TaOHVFp)0TTA5=KyOex1}(|5pvV z!CH^Lb=RhgIWj3)md&~+b)Ee&+_J;{U&$uVo_5MBL$Y`8zU!s;?-KTnSv~gH12~~L zCy>AbWxrdC~RZVRJbn|3h9M(L`e(><|>)ckYF|>-Bq-*L$ML@EXcy2CPLAPL9(rh zM{J@ap>>J<#O{&)!vqv3Lk=uzQcqXhB!jfb#ZYdMf)->z1^hwAag7KaX?zjm)`%%L z%JPkHjEEdtSV!u#gh+Rs$sT{%iarW6hkr~(Aj70cXN8Ov$vhS%)6~dkKJpUOj3k^4 zxh6tN6IuTgMid*9Nl%KiL7f~YWk4y)bRLhC6u=+@l;IC>a6$p3`Jkj=Nwit&Q&Vuf zC3JFmB$@D1NjT{aFbg)!gc|dhI&3Cd^hb(~ZF6?foTwA4iP4N||8%1qrKUx>xzUqd zq7{_*CS$^B&Xh`~oGNt;I@Kvkc7{<8{-}a4=D7fRDyDGOYZpH0Wsq#_bEpETrH}k+ zDuAk_mrSL}L20PaVKP)Is;C%M9O|}d_6k5G+s{X3SJ7>DbgX0@>sOOy%>j{>q$XVq zN?Quo#IQ83ig_taxhT_9;=%yffW-3_(*Ogk!#6(tDG3oGRHEwBs1!kJ)0Aq*rn2g( zl#NnNqM8)0kY}p#>)}V)mWk|u1DSF9L~lWX4#-?FavqVcWfY*8?o+wyk5dU-2bgVz%_)rT;Dj?Xh@SBbZv=LlANl#sJbpevr9Fsakslo`EFOvLNU1eQ(@R8{;^n>)r84?~>oZ{FlG}9kO72J75PESTxLA00Iht z4Ner`uZt;BVrNuB-b{GQ&%H3Iq&poBlh4C4)FX%yO5%o@*lQ}*=8OaMUME&my>A8? zN8#Mwy7+j{e17d}`&`yZU;@7@i;$6dTjWFYrEkVd|MC`>%wR?JRWc<)2SE~hki&9W zmJs1yEx`;DF&l}@Q@e>%&#c`v!-umd7B6VeOXnHaw-dyuv+VLr-#h0T(7fjJpL@+w zK@*y8hE_CP6K(7TFxt_N{-VwlMQHh$)!hi&QtLnGSO(&O&8yMadNkiAk2A|J(TSFq zwGuSH1kG=b^PKB^=Q+2g%y~VDR{Xor0*@=f{}tW0dmJ2s_t1w07c` zgOTq=97q*URmN+g@r^qv731mn!#-~AR%`6sZX)@beoj_Zcy#4;Yev2an9C5-SvNY+tgwYx7nG3_Vuhq zhmtMf=sV(5_>JmEE|-=Zh|9>g!c@sE%E z;@e~K4Au*kBV%RABcwS7ncU^)nE8w|btk##ymu^{lh1=bkitUuBwY{E+mm(YHm^A; zoM>bA!hPqlA8YOJkN^Cuznc2j#3bq<|9A!Td*&2;0ylighkyvUd`{PV&XXV{GHuf5 zY0Oa&p>ll`mwDKseck7M*#&-5B1}^e6`_|gYiB0r=Vs`qR{O_)`KNb{Ggaro(NN9-0r-Tj?bxycKQ%HqXh$JNe6IduiS{OQ6Avz&QOe7c= zq<0^)(|Yo^hB$_Ukzk5Ew}&eklh`%$4 zNLPr5c!-Iph>pi;4!01Lm(?k|mjY z9c7YwSC2twQJ;gce9T{gjiLitM}7$2J`CKjVeB9n$0`7BMjZ&ArnVVQ^RSP7Kq;FDLz_!6ktNteqsN<{C|c{r zgVTA7S!tZlxs{fQ|DRa7oUX{9>&Tx4Dw)aopEO4actLd7sX*GfUwxww-N}~xK$`!E z3j}#>*N2`K2b2%Fo;B2->~ouB*k*$XTlblu%4wi2s+GFXn2foivG|<%=b|?npg7u? zGkSA_#zBh#p$^I|L7H0Mq_}0IM_PRPkfeB` z03?#3OJk5y2xe1CrFV&?-!Y;`xusyyOsMsxu0^0*Iiqiisn7Wck8p}!iKaA{si7*W zF1o3kI;wJ-|Cw1yr$4F~zIUfG~x~eNRuH=e0<_enVny!AjuIy?6=E;n6Ij^tzb@w`A z;gM$g`dJPoigl-=I>@bkSEH5ru+Ay5J$tZ>@Cb}h2^EX2Yr3;Xi?sadvrAj51v{dCU~xwe_rwpb-=;P|Nmn{#jKrVe|! zeS5n>%eU6LxPmLHxjU^-i?_f_ygsX`!W*@9o3xKxwTN-GlItg08=;oVxz%gEep(1$ z`;P{I3%8Ux=P9orYOg}Mx(xHEgEU`odyZhbq6AC04Qsf3%Lwy3zj{l*_nWZ3tF6Qf z|FOqgy#IT+{j0wQ%Dh1cy?FDyyd|O5%fOq9z1mB%Rq$9t^1bNkVOAQHsaw9Q_HmK= zX6oB>8ik)pYp^%^zNW~u^t-9|%fc!Qz$?rMolv+hOv6pfsWqItEnL5c+q(m-m5)%s zWGQ3^EHepQq}1EMN&LWm(yl@By~ZHA&oK*AOvP1f#aE2QSscZZXqQ)*9TyCCVF!`r z3x;QBn`~>1==-m0D4du{oDXZfI9$9t48Zrh3DMfL)GEg`46%D0u{sRMyPLO;P{KZ3 zt&>nvEJ?&gEQAZ3#7fK$+50E%O2HwqkQyPnxS+|JtPc~a57kf(g&@j7K+08s{{kpL zB8+m%tIW!+?8+!m1%*%tnw$}}zzoBH%M#%ZyUYx`?90FW%eOoX-S=%d!GU?Hm$X?G z9tX4Uv#cz5f5|(rw(G~$oV$*I%}a~Fm0-=??9JaCzx`{fGkm*blvI4sD!yT7*^3FZuN?EEtBOjmuw5Aoc<^IXq+LLx!1|H+$N2)6*x zri{u6jn!D)021vN&zC3%5Lj4!%5^ZyQydF+*$Txh9=R~g(fE0-J2svuvn=+TGWV%E zE4VwY*GoGHeeKtSpu>GVznZYu_S?dRozp-o$fk7hdgr%+ov)q5wKoE(d+e7oE{&&C#(P3r&K{;g+RqOMbgqk)^kk zGrMlzNP}VO!zhf{#jU%6{nyFu*NmXt%Pq7uT+`7_$HqjSL7$ zo!Qm9+14`A2OZJlq$uqw*04<0`CP@ZJsv)x)+Egow=Gr73^8QE|3mtntRtg>0%F&9 zU8!(f-H0vS(cRn$-q(Q;2!p`QJ?*o*E8#U=;4dA>FWi_qy$F8r01IuW+`TQFxwYUO z-kUq#AbuDJpx&%~%0W;E82#GsE!(nfE5Veu-M7Id26DTt-=6h8iG-0W)?-o0qXXKl z6;8u5{lW*{!V2!>f6d^8tk{cxy>sT%~yWqjlRdy{pEE`|LGLY>DO-Q3{D6PJ_wtjwei@DjO0@cBa^6KlRX zscxL;a7xa>yVsNs?}6Oh?e65~j_oCH@(hmhgAfRtpv~+)-O~EkF3-Y;K=XoK>EeFi zRgT>54)U0O*naH75=-y)IPiIr@9(_t|E}}^kGXz2|LaBXCn`PwCg>hsk_r#cmkpKD z6)&lPhIgyDW6Hkl?hEwlF0nF?;MiX2fGzSS@AfB;@^Rnb%+1`myY6V;IMw;6LR!N4eOV?^pT&rPT$mSuG)KY00ZCy?qL=Sh4nXN ztj^qHX#&ktiK((k_DKH6ehVOP$?TzS_CM>w-;VajZ~yn7|J<^#|Fu5|!%y?O4-kwPJz_M-;6a25 z6)F_iaN)y*gbp5pSkdA|j2Ra;eALlnM@Jt;jwD%fWTi!07OZ61(&fvQS<~iC zoH=#w4kcQYrUgL!^etuD)alcv{Q4E5VASeWtXZ|vJYc|pk5Hb(Y7$#^ ztR_vN)UIXQ*6mxkap9V!Ti5Pgvt;X{<=fZqU%-I@Um{$%Fki!o4RJo9HS%W(WNJ>{m4;B|Ld_!RxepeWl=~ow~i-Y-h5E=>5U>)3f294 zsZ`a^r(d6ESFm;k>y_Kz|605P6mY<@(DGzI1QS#ct;ZU4u))b18*M@gGfOS9&N#!Y zw97cuOf?W!({4nQXycAV+e}o^q3IT)=nxnwYH>#5Y9vl0fe0Z4xfy%(@y8z>0tv+w zi+rsk?~Dr1J|>%-4?QQNY>B=1s(h-Ssj8B4OD?fG;D7;I3G1u{|C5VAG}8=lK{gp9 ztS`ghbWF|%>vXI_Jo6MS#M4IO^Uu{zBXUqeTQiX)9(e>Z#zA6~5y<9jtP!Ez43abu zOE;->5Je&N^ixn3dc+{;2FZ>{|K&L42)RQ#qC`odx|DU+o1mn%J}Rx$RUa(nyY*LK zUqaxkRusI1!DHVvQ!O={O|wmC5wvq!Y9Z9~T5Kx=bX#uud}Omi!!2~hLp@?NRD(3Z z1d~YwX@wP1G^t3^gy^-jI2wh!s76P0ME75S(H-@=*k3mtS znIo4Rw41jrskEFkPk12KPBfc2PQkVa(@Ai_<$(tvFs2qwmW~cnAMudgYN~Ct+G-tP z7abx(?7cU**J~G^YTvLkscf?$QhO-4^LCzjNS?RqV!EHQJ4@-a-^#1L1A82;!I?#z zuEon2%udIvoqT<4D@RT9ZwIObex6Sh$)cZk=M7Uq1i^$70kmQg6mebD^d%kH4Nq#b zV_*aEu!-L&P=XUY;Jzq$LEq(OMGRq)M*L8K1FS82+9M%PRxrX6_Jlq7U||bg_(B-E z@NOxjp-&1>fB{Ux|1Xbo%;5C0mo`0!adiqD4~=*U_N~uDlyhIV=y$LuW^RKO>D1RQ zs2kY%0T%)w#iMcqwccP*cn%~Z9!jM<-OWpkYiyd-5W+?{;wvKx16_3dAb}7L<%Bil zBTV+#$DAOgAN(L>Aq{y*L&9)|fMg_B_%?|nB9StXnOxfy)$*FCF^O24<~y z!>rfvz_uHT3e-8r37s=7610QdF`9ZL$2V(eO_Q=Do7-e5BCqGGlu~nV-GiJx^Mp^# z1*)ALiG)5U6VFH3bWa-k5Ki}b)Xue1sXgc2O05~hh(!-!j4iTa z60~dR|Lm&fRoKQ>w!Xxg8}&yutEx34H^N^nTjU3}x^*aU)vNSYKwQ1n^{y?=YjJ6K z!vUZruoS9nPwDs1?QF1Tb$m#t2sXcgSQcFDRHt>zOJ2ib7k-@Gnp3xyQQ!V9s$v|3 zAaDTy0B~`(`{i$c8>j|6(18xM%~}DkS{$_2?o(H^pd6isDfjXQxFa2|bF+usxGHzK z+ib3dQ^+^TPS;O1yKKRd2U_VM6Cu}8Y$P0E-S_2_m7XoJN0`$}-ICS72d?05V=0JP z_yPd6Sgn7JeB{~ch_w#pae^rbODA8dqG@zvgmVL21As?79>yDn=?aKJZkV~)<1!x~ z|0!b2)>tI!P0@ROJ2iv2_{FC}EWt*!RL-pu$BN=^jv+-_*h%@U!z&{n_&`-YAX(9i z?xh+ODc2Ryqr=Ei}{cpF17SN)(SmU zms@IHbDnLCVt~ofYtOOHaajCo#V)p7PsFpIr!&_5P0GQz<*F71Fo{GnTH5<{Lm3}^ zZAUu-4@$-ZAE2D+8fi6-u_f(;pXTXr%W?~%9tx>j-LX@fG}WpuB&*+@x4qdR)|I8T ziA9@Z;4%5CgBIS7HuY=U$YxwPZfXaOoi8{yc*+=rt)ZRWifB(;;}6Al$31>+|2(+i z5V9kLp-q1BC2xGcms0sc;oM_Rr~7xpNeR1u(!6`$D&F6;KpnzNZ$#QV=WgR3Wo2!e ze%CsA4?n9KnVr=@JT`3DLAa_E{#jSv7TnAXo|K?!)Tyo(i$u`#~TK!u;z$H2}a8Ji@s% zFlNF$j8Z@b6rl^e6$nH%2`oGc?1z1TsVH#7EmdLA*91|1^Z{(?dnnI2ZH{ zCoGD&+QKNALV2q~db>g_)Iv$Dn6Ahn^x{A^TM?{_yj%mL7FonbV<6ZgL_!=yBJ96B zNVGY;Jb!tmIJy@S^riGeMKUtEkTWzjT*F7Bzd|fVV+2GZ9E1Kd1YT^$BQrEkbHfCR z6hZKV2Y^Hr+C(X#M4q!mRl~$A+!$@Fn7x?6kq|EJPyoxL2%4 zSmeHLt3}-aKNxflFxJ4hh3$Nn1whg3#oR0DVnNQ#^-Gt7-@ zyvCvkym3?yZWO#K#6*!aJmsUnaO_Bq;hynIx~1}zawE6{|GbDk^hG38NJGRnhRn%` zWFS7^$BD|FmvlOctH^k?$sx>1d%VAdbUUPMN;P;$sO-OqBuc83Ejg^Tj5G?4M9K1i z1ivf3kqk?*JV~yMn7;CXb3!VHbIG)dNwKo6H%tg#M95bBL8p95sLV@;L<0azAX)^< z>$AQKs>&lYN_o7?rTn;8bhO2EMZ`o(y>v)5K!eztKaLwl!koKr3xurP$g*sb;A^D8 z6HC&(LbCkKU-=RNhzw#Q#emtdr7{zFd2EKZ%&%`tETX6(zZ%0K?H%;1EmV`8Ri{|o{I@J!UKkI-bK(JW2!Jk9T< z6)@p~`5_cMTS0$BHz=#Ltx~zEbf7>~&ZC4(=iE>JL<9fC1L;hl3A)ZS9L{58&W6;@ zq;yQDxw>R?fS z+K6_H4hDkB*FwcB)j$1=Qa$BQF&KkBjmZ7OM^7@|o zP8CT{l~(&ufSFoL5PVBCtVu|HQeu78FM!G~NLO`r$a9_5F__gam{l!s12k~7?Mp;) zEylV;*4sqT1T9y94cIX-1E}OzgOyZaR5WKb3To9>ooLt^ves)g%`LB zuV^gNI(5b?MNEM$S9L8}lRa6Jl~*lz$TtvDx&J#@L-p5@omrZNN?LVDV})6r4aAVc zO#k8oL3mc?iB^mKiAe0mD-<(qt=OWSj{^{ZH~lkr{G!_N*hL)IJgwO%MOm)x+LBdS zunk*Vb%Qs^gEvssLfzR&Wm2teTerR0F_43ORa?6K!Dr-yEfB7uZCa~1T98ayrKMPL zHv=3(V2EwE4`}U&T?kZBnnT+>{kt%*|YPo!6FisJg||K{QN%{nyDY z-I}e{A2kF(o!ifC-HszYKIj9Z@LR&o3ECA+pPSf`%+}f+55wgfL6A`bq}s1bRSVr$ zku}}@JXdyQ-sVl$u;p6KonGplRVlDuKmS#OvvpmZY|7*W)?ig$@txe2^;25af;L#) z#ALhCW!>)eUhZYPpY?;;&Bop}A^Y7_3j9XFz2Eu(-VmHx1EjPCx>}#@StSkM@kQ5k zeaHqL1CxE;uT|Lzu3ih4S1QP04W|4g6ow`oo(OTq(_-uV681#6joQveFJ6W zzgulz84gzWwMqOeME{~+Z1i8BxLxtg-Q+tyys|(ZE{_2yyHkbFB-YY^3|U15R20@t z6_((0wcHEtTFl*GE#6`+_TUVb0uBb@S$#?;X4|Mt#?^JwIJl(<}M;shSV zGbUYFzGO|-WKOQ-lLcjSK4(ytf+u(aQFd2cHQ^e@(^mdwdY)x*9_LOD=L)u9EZ$`o zuIEHeRAH9fZZ=M1WY%8d1CjF1X}$?(=A*$A;#HI8hPH~nf&e;=#_XigU4>bI24{Vi zS6b%hO`cVB{$x`IatmCD4L%H3Kt<;fCD5kG^T=oMOGy=gZ~klBQsvwqktN z0y!X9g2n0m6Xpj+%vHR<*%7ck zdVDmTrsAMpYv{%2m40iuF6EZ)U@C9|C-C4ekb;LagLzJCzn0>l7Te0rXSU|)p{8J> z{%dcJ(<dLp*DojO>nUg9E06J)DE7wt=eViI4Q^tWKe=zC?=lYNG&Pjn+Gko=dZ? zOMCol1}<#aZfmfOYua9EQO;l`sB634ZQkx}Do_F^Py*pr0x4kL#dhtq_S(bVXRwWJ z!#-@0)`B-61LQ_whW}*HwxetcZJ=tyGA$!*n)vJz5~LU^Z}V2Zt_JU)0A4qoQ4v%` zer@dPhTyh-ZjoMV&8=F9`4~T?)fg=lg-U=hVJ_wZ08Pae2&*y z{pSN8U#E<{HfRGjplmC31MeQSFIDda5N{G9Z}UF!ZW?V7?+FDs;zi(t_b$q{b=8}8 za9xI1k``($(C?JqZ&J?f-2Uw#7w&a_0spYkcsX z#|Z;K+#{tu;{S}j#>7!y{$>aVY6*{U=AP~SuI;&|YyTGTB@gZnJV$XoH};yqAs_hjB>mjvE^N&G>2Yp!4jyG~N9Q8PbZ`&% zCf{u(KY}Ar^5Q;fnyucoe(ea}X;dHQMPF`D?sg5fTzg09FKB~Vr*-jlgA6YMUB9+A zpoBg^0RaGkJLuW|^8>zvR%b`{F-?kPNAdU=TxaKr#gq2eQ`-ZNcjadA{Lc5d?r#8R za&f10P5&2nmM?b#KldX~cjpCIFyH5XS8Hq+Y>^lFFCh6(#&?#Ebsm?4oA>w9&F}!w zaN`6n6o7<8KmibFgDLI5J9zkF-*bttR*J9q^H%YU#|g0ZLq(%fK2A>gu6F!p_npUJ zpV#k`Z+WL0gfjl3XR!HuIJch z_xc9>EI#~_hjaiR?vtnVx$k|JM|p5J_aiUgOx}A}XKTJ+`{w@pz`t>kxBV}k>%%wY zp#NX|c-85~hf;OV(Kgru0Z4k8p2sl|sRU2}2S5QzFoq0wgFEPhC)A_Q2k+32*wH8b z7c%|RUvGuys)Hrnm! z2`O@<5+^24o+PPqCCipBUy5{cWG2m-CTA)+k~1X4o<0*g4Ehsd(1SxAB2@V0;n1E% zgG!m$@uJkJ6{BL!s&y;Zu3oWXj7rhW(t%pWpiQfG?U<%)-@YXXcP`z!XusHn+h)sv z0U+9#L90fM89x#bELf1BfB_U(?zp+rXTSml3KC<^tXcC4NSi-{4lQ~#>C&c8qyJ8w z8qx~Yu3y6zZ2=HJe70}n&aE3azkY=%#11ZeIPv1fF%N)n2M_b+&Y8Q3E`2)n>ejDg zcQbf9cQtvxgAaeV>C&e_pQ2Y<@e4&QTB%mOYIW*+l=koAABi6%%>MrW=S0&G0}?pk z5ku6JU=vPALEca4G320G5Khnl~?xm zo0MB}*(H-fE{8{UW0G0sblsu(qMCWds1}P!RT!rh9k~}@SX+r`l}r2a3ICv>dpn-)J=)@FnZb%`Ea$*SKg_91Hr=^x=b*ZKwl1N2^MhV5Js6MS(DtLw!0Av6; z3O0rxi1~<_0m-%D2PKKLcA0BQdfBV5Q9k*ru$WPKrLnqY$>XrgGVANCAgE!ccH2pd z9h%pgnk`&%wKb}WkU}_LrX_;d5ufMwi7tQq0opE0g2EdwqJ|!NprJM``Y44M&ABN> zQB^qULjG>_9>Esb`4w0PbJVF44K|vgw-XPfZCc!pCy;okE?|HFAh3Z3T5j}#*Z~Lh zc)+uLAb|oTtRdN~%rlP`EX`aNd#si6@XT|vHv=7XY>a_G=C#~aJOAy`-dWuA#dtNE zBDm-={O?y*fu*k2`Sr)HyZzA=puFyNKa4^aZ_@NYE;{9w#ZhSbiHbF0jmavMjJ>Zc5-Ga4-iBZ1uW1RIZ&p?tI(ql zYcuIe=B%@BJ^SpNvZuoydt#5XVcpVbQa70G-8tQR#zaXB{M6~$ZScYwb-1SL5VHWk@tFn}m3;85D4z%n2KWwP?i7}zjD z(I9{V4#Z3cKiHZVVlp-)%w%dTU(;5j9ba7^Dq zvciz4OkqS;qmSM`Lcisa#6Dfq&$*gl%wtBun8`dQGyj_zg=ID~n$nymHLF=oBVf~* zMrbBByXnnuVsi*hh(Zg>Q5n*yfo<{UX#5H2&j`Ex*J(Z}0Gqi_*4w7Yh;3P;w z_5>|uC_@So<3Pp)zzk(*LqT6t$ zDpQ;4)TcryW+4kxpqqRyWiWNF(~WTiBE#xAPnfv% zjv`@Czx4Sgey$XtQ6tqD%HW3w7!)%$!VyD*9uoB!L~u2u~2nu)TaXX0S_4OcY7>d4F3W-$c*WXkPCnS1Qa>RN?tOPo4jNMtbiOC zM6#2M4Bfs!AiZN1q8eYSOH94DBmT=TPNBz=dIHD{VHsY3OYCMz*%grn_{^+Q&?Y+@kH;Sx^x&xx@xhBM5Mj|w``n;}|=)il6Bek(ohOc?vkwcN06kTu*P=Fw1Ijm7IW0%2>6afRHKBh#I)HY?0utsNtIXV51QJk^o)PP3MZ+%8 zf+lpKLy3<=R~FsqK0rbP)9CLIMgPG3oZCCsXdfw;|Bz30NChpbFo`x zAs^t#t~L%i9E{0|7l$z(6F{zW+0N6#_nlY!(-TS#IFDGxqe_$E%81jA(4TC$CRAC9{5AY|og# zyv%?n$+KzBMp`0;rFqpi&Mln|2>*lWMNk6pu0J!ZSrBScmwIp>fA_~lmbhm4{K9j`4*9P+ zvU9N<_q%(9?{=)I^apSK>;Gxym^M5|VhP}DAEXTF{X!jR<~fU#{&Z*^)Y-Pc1?H<_iR&bpfbFG?@jgUkgpXX(g z^3~d{aa`Oz(^$crvXL1S@g4Sw;7Cl-2ujh+)eZMm+nWVY7EC}ye1RGKK>bn9&Fq=+ z%^%RL--dzS`@!Gn<)ENtR*vA`i|~+LeP6^-0jJ#w$i+{4u@^4kp6&$|5?G<{?O54S zmvyz8k@?)vNuUcwng1yz-I6c{czrpiWGI6I?}nHDRUo zS^%yf3$8~NoB#-9ffkej7C^wPJixfwVCTFH`URoP>>!1Ck`Jm75JuvL1<4N-A)EMw zUEQ3cfZx6_q5BX~ml0sV;a*SaUReFqZealrnA&k|p>r9T15F%g=!%q#p(#zG2>l|H zU|^O-L2C&f9QujgA>%TNgrJNdO^lIDrC1(@*?fiEq~(uAgcS$`zz=)@A`O78)rb!M zh$G@)CJIY1T2>`mA`06nkf0skCCSCQ#rVh}*HsAKG$BQW|3kip$EMNzOZ<41zzOI%S+bYRRG$ox2= z3ictvgw+Rp%7=HTV9=~^90*{+f}G`S zUSC?;CjUt?TY@M7f!KuK#6(=0Rulr@9$q6ho|P1|B#=}U29eH1_9bHGB)Sb|PZ}mr zLZ>O29%Jg<{)M8>6@*kCq9S~+m!D9lTXyt(DDftCiK#IWhV^B~83XaPcv|<$^0Twcx@HJVN z;3v@7Cq_yb1u{!(ZsdRhsMydUGbSi+noWY*<`$XF_0Yr}hJ@eHlUYq@HvS7aeLw^0 zrT@?<-$Sivi27xOO=mkACI+Br0)&7KSb%(%X$WOj8Gs9n&dEdcQ5kWXKt$yakf(47 zKsD52n8MDFlA|x4Qebw8t!?CjAZZ;^&-1hkl#WdnUFsGM3fV}hrq09{Jdp?5*AS)T zrFdyBj!tTl>72%fh=Np_T4Hr3z#8~Nt@;BeFej^uP>|T^i#EhXoRL&e+Z0eCw|zhg zaAtHx)RduWx-shLxGJ=sX$UgsAt>pGICJNRq6`D?)P%$g>E9*_eZtbj83L;ug^ ztL$J72!Kl-Vnm-x=6L>=1Gd^`Y?6MGhGlSUmsD%eAS%s_?94>#uRN-3!o*0LD}o{j z*pTaOb}IImE0rQh&Eo9zq^sbCAhMlAsdCDU&g*>=scCf3zBcS;oa{tZV!*mXp*iip z5-bBG00I=OKhQ|CCN0f8i`>A+?3s~`?w+wC>s8jsk;Ny<1ZfCyC?=Jx%)IS<+Uv}m zVSmPE6O&FYwWD8 zXf)W?lE%`WQqxB5=YsC%7A8D000V@89zcRW?1Kdus^-!R1_gjXc!+!C3;(e?%36u;41Fl#_ZwtZQ3Mm;(F2c za&Pu(54@D+G9KQR9ueh=Q1RBxo*`}0Ca(y2Zs@|V=vHUxB7&`Q!Z^Av=^((3WWhhu zo$VfEj+X5MVvz5i2It<)<|*m|XA=4@OXV491{zcK%ItzRsRb+O-g2tGps>P{I!bG0^O90AvB(6!A~x z=&>T)s@Y<$8V4Px<0(P1ue9w8Iq|Y!&;TGoAN+t77Ye#sFBpgM_d4m!LN6Elt@d`$ z7Mbz(4oLTS5f~W?7=cmug76TuaxMcw37cSCwbmOq@o^9x3{Nub*zp~QE)FZe%h-So zC~Qmya?k_`78r4$I^fy%${1>`MKbZBcJt{JvzH+7%veDmNU$ekks80UD|0aRs|FA_KBDV}GymxvGcwCBJSxB_*y^o1 zS2PFBt)+lcA*%yc7qf0NlN7YvlHu`+&;clL1%C7BbcSmRzz0mQJHInLlW`Y$k@w!R z_U!XbdvGn|^G@@$4&X9Q$Fvvy^D=(x-VLn?jWcOHC;OiCMJ+T#->^KKXz4cd$tW>J z&x`_SBv#(c0aUUWigXEm^s;EB+cq`Ld|RxEV}FKIO}sRL0Ch~i^-ceDESqsp<8@y1 zbX=2hE#E{@C#mB)!3>m8QkTY3>uN%e&QnA6ze+U)uqS)QCsyAKm34IKoVC!5^|EaC zuyppXl=Q_-9)GTM6Bxl3Z!t{AwM>^WEvqtL_jNt%_5WI&@FJMA9{j@!Qu!nOvPTRJT zEBTV|^%aZq*p#I8jd%zlcvj*!ir4r~7B_!K_5WdBHjD>ll`~0-2Mq!cxR;Q*@ZNZ{ zG!~C%9y!2yL|MTK%u0k$_&v)ulVf;m{X@^rB)qgD<+TxcSS(`ID@GUv_r@fIv3|`l+Kjs>{Htv-+wtxeRoV zTR-`2vK;mCcA|@HmPZM`M&hG$Qlvw5K1@2L>uOo6U5*Ehj5Eub`{<@OiJQOqo;}H& zGb(9IxDlj!wrhKbw|cjGy9{vns-L!7OOLD*df5C4TiOSrpRca-A|!myfPdbWbGg6{ zJF&AWvo||xI{UCF`>^=Bl0ZAWOFO84hW`|o#;BLN5yZf@JAA5td&EmTxc@n#`m)w|Pn!_(fo%CBh5 zA4kB;Oq2z9z4{`uyGExIyqt&nYm6+C71s}7Q^N!OJ%2kbQ@q0yeYewn-bZ|G7rouf zz|pHQts`60KYcIwv3syXk{b>9hXC$H42OKL1|-z1{0T8i(-G0|;CmK0$-C977$|-;C9F!|)S- z@f-i~7r)k9XXMK}+i^b4{JUrKJELd*ryKmUhkR%ZW9WfgP#^F4-#KR&m<(7*oq zqksCxfZmfo;Gh2K%Yf|Rj!R<(K+Yu2hUsy_Al^{dvaP{n4AaTaY_ zwQJe3B|CL0Sg1yZ3;|LXZ~tDsd+Q$Y``0gCz(jJxs0`0yjo5%lE;w>OOV2;%~{ zFIuKgk+S{!nDy^}>=`uD1RTvEg#0@Y!30x#O~HwNI-o&{bc+x_*(i)ivzlzmsU$0c z^Uo!ghAQf)w6IF%8>@Qx84&gmh273m59| zLfw!wa-$`g)Cj-OZ#^J`6!K6;{VI}42A@>&LoO*=(^83| zoN`Kc@-Z;eP(@`8Oe`_I@YD!@f(^ooH1rM4R2!6Zr4fyKQ@W&b^^?~YtJ|~JV1-qY zF1w8N5!v*HTsA%m=8M$AEGZpTB3Y?jU{g*9tn%7!y`3!DENQ)R+$T$&?N#4&^6H5!ie0g@Iof&gvK7e)*(J2OtVA6ybywHq=LEmu1W`Xhog&TZOEp zHiFNzm6F?vJ^%jrB6u$pGgOf&yci}8#pEze*TTJW!j)QW$kr0|y&316*9w^Dp82KG z2&EPtTH(ABX3t?Foqf_|BPsS4Wl=K@aAVRs1{v$D8;Uv8bD89t%ce&vbHmEkt<=>q zE%kb%nH@r)&0Fc!nLD4+5}0mYecqdIzW-G#XzRQhx~`*t9E`8_Aaz>pQJYLo z+G^9ZzWj2wjnrJrl3zaQ)icjtiSr0cueHqw=Jl8EzI*=n^}J_vop!&uGq~Wvb-?Rj zqKi)NaHJny`s>E2ecW@*7nqvz%0X2g`fsB?@V2heE`IFZST0kt(-oXPDC0nQ^KaJq z#2a?>WB;h#Zk^eGAAZ~a%^mlrc=sLu-<1t)@g$AE7I|U&+{c*LJkhwr9nXv20!J0O z1UV2v5Im6g6rwV9b?ADJ0pES9w;H$&fG8i}0aDDTzV5^ig(j?9z?_pp7sgL5FsL6` zh9Eeh<&R-J>QVnX_c7g&V}KIFTmcP8r36}ufl0KK1pPy@OfhjkY$Mys%+|8mK#@LJ zJPF(c5P%QNt#4_0;TXesH!_})jAHbc4cYh<{3R|gJdDr*D9EKB29ZKq#1avUC=diH zP>F%OQXLUQNdJKCN)WP7=(hJjJm&F{n>m0`1Rwwr-r#5cLgOY~mp)E@vUV)s7YpDd z%Kv`Nu#Ix@ozQ$FN7G&Ij^c`BxA@q{KO#|(x$L3!LS;z$)C3a2++GF``M*gSvo(|q z00>4H15<($n$eVIC}F??74RScC1L?uZeWDKr4pR1L=VJ_)GA-v@g}p}j~=g7%Oc)V zm+>5#Iu*oD;W({B7YrsbDRfTy_>(1YqogHyu)b-6@|g!cBMTVXP=}hbp*+AQiFm*Q zi9!Gb-wY=>5w<(L0D+up;^()1xIxu8@pA4oAUx&SQb#5)Qysj|6xB7lg&-130IiKq zW1`IQAtj*-4dp`{DpVH|6{!pzB|~{I0|6AEl1AY{3c8rlq-->mHB`zGddGt-ng6t8 zl^JPma0)V&Hjkw)RqITViM=P%vnPy1(@1#=8?e^qu8$e$C5_6nr2ZADeeIW0mkLRkn~mLV2onTJjy(=gq3 zo%l`72P?_fY8KX^07LG830z85O^yl zUh-1uyy_M4N%eald#)CAj0~m~VRGWuwsoFNLI47~C_)ve;I9Hk@Q!)hV;?J6A`M0g zgr_@E5Y!L|7T#_=0|*-qf6K$fkn)tNTxBa0Ll;u+hI!FDVlT(UwM(|t^yF$&&V(6e z@J-E={WD3T5VWAcB`kn_TxUDqIk}0Q2p1u6107sdDbWq5gr8d7peY%{Ep765)!ZQQ zvf|2-wz4iLO^hvv_{*7oOruf5<_L*QzG$MalR3?qQg7zeENK-N>(GZ0@BqgFt|p#o zU28kvSkDwOKvAIE6u}8P!aNYb0t7%|Z=yh2FjnHCQFwidrhp;><@H&j@*+X| zI=cf{z^*}nT_YfyOv(-|MQ>bhm%m)NCg4FK6t0j4rzOx)(Mryp67a)-jB%l*knDcNVV?26x8 zNxgJD!}(_^{bM?<4Me;NRaNt&)7XJFa3gTSWOVBmUqoQ=HE~ z5a0l4#m#Dr`l|2x5bX0JPz5}I0zH7hK=1QRKm#?fsfKR*DgyPqLr}QsO?Y5wB4)83 z0QTB%+hXZ5_76ekkN%vl;tmi0fG+@FQ0p+F%tCG>4F9l@dT9rvC`($UTm*{qQsC?! z5U?uH37t>^Bk&2QkP54i0!<(V9zYAXPy&$X1NRK7RL40+@GN-X10+BI3;+ceLZG+= z2D8QmA!7)+M7*wT1|iP=Zcq;u!tI!*wl?dg9`E?(a3ThP{S1;BL|7m@>*jUdjg0gA^~hJ2|aJ#I8hoiQ4^<8 z8Z}S?>SLBxZUoGS-_&B}tiUl8K<~Px6x|ONS^pv#b#E4H5#nw!7k6R{F(|5{4u}o&*Sdu08DZ=#ETSClG;cC z7g@3;xveH)V#TOv5Gf=lL8O-e(k&Tc#w23Kih>duvLTfcFY|H=Ie;%IkS{sF1DLWY zXQ==TAe%7B8)HB!snWz4GnX{1Bg#_#xc{Ily;9o1G9Jeg|JJfKjPL)WYFd`g76bC>A>R<-yfch%%#`KalAM!766E{8JF9Q<`H=+;WvQ0){eTK6PgFpmG z(+_tMGN;ZlV~{c}^D@IyGjFgLA%doI!lr(6a}W`)nv*}c^PVgPLd51e%?1wY-~oj4 z^Jr<#yg*lGE0F#3)Dal6hRAA7cf&S zr!&(ma?ND&GaI5hBQroHLo!h!Lr;Pn*6>0A@iezad(gxNUSi!iPbfXFJy&!u;nPLm zlRhI;*=7u?0wCUO#sulehme!o-v5swHgq+(GC_xwNK1hfSRpeV^!Lir_=52w=rPg4 zhDRGSrogi{b^;hfjw0cb^8z46?~+B6@=ut&KU(j0-j4TDL_X(hCf@- z?hPx-V#{dB}s zt31!rN*f|pyR9unleX0I9z7%h)ky&+6(rwgL;?T;zVs-^R6aqKTB~(FMRjbT6e4J} z*pNVxdNl}fmEnGsGiH@mi~rPCarO7K6++T95XIzz*yXhr6*pYHPYbV4Klb7jFeU}nNz*N+8nq`x_FjecGSak30oEZf4=4>*1Dy~)5jJ5V zmS`h31087eH$NR&D82Kd$yk zNOo(v7D>JKYt?G|1pjqHX;Nmvj9$^@axbrPTZ}4qb#i@?Gg9XR=GI~H)>HXbZ&6ou zSC?-q_HS!zaGkbrd(`g`mq`?NaTBy_A2-urYpy~dN~J|#TjGf_w>8+Q2ivxL0(2lh z2t|L^bjg%;r{!C%l(6$p3eO3ABQ57!He-pHx$DYnbHl7c(|Ef87v?buipUSa~BzhZO(;ES1K( zXl_lwg}0cCQFj7NfD>jHP#0o&PeO@v$tBW}fU>rSDY$Wg_(GTf70Atgfdg3IQq1x= zc*_X^fC*MUS4(slE`bt-=eCOvnT01H1;Q9ZQ>Bba!ia${LrAiTTZ3db0h2RXlQ)@@ zHTj3(7(tjo4^RPkWdbcQq$7H5A*VkmvS`5!sjd zR*?(AJ4+QJTsb#jIq|lnq*hs0v$m6;8JaiYlR^2A7C;a9iGHn*&#f5`H-0xAL2iy#+jp;pEG%yso6iSxhg^U ztC%?^sPwUQnn08;piO<)2hz@1k&qdPjIQy>MV^0mzQNDO+- zj9HMpCZ8?klKZ)z{~4g~L!f60rK`oH!6jxt^dXYbbF=v(7l59XahojyZbY%UFg1lQ zAO$dbqcdOvBmkR4WBqg&ECHCL{Z{PzNc(xWqafcJU=E`X|qA}+_-o*SYR=~}k7dZgg>rdOh+ z!T%bX#d@q~qpazpeHl2}iWmAoC!Ay0TS$5~JX9`4@kBB80cOAi^7;b&nzcJR1>$nB z7a#%VR~TOgu`}YVlgL_p)H!uQlQRLhgIltCZd5mQ{7wT8BJxuR9u#sS-=CI6g; zKSsUNYlGT*E4hHfJ)Fpg+ek%x#O0~SEfkOUm`Na2m>@5q3mnEh+o-#g!6jg0Bf^7G zs>BDAn!yUlcUZ`a+{}Ud$Q?Jyl?T0ll)~fc&9k@79^z3^ndmB}%~AX!FZHfLk%;kG zmQ62UKPJyH=du-V$suCH&)m$@e9hOY(7VLBO~t~kQ;4fuRK7g;svI&*VzZ2T6xAAC zTtd?UkkjMo#FRuq7M; zj@K2v%v;^VUmez4s?--E((_!`U4@qIIBg)u*Sjs-S7LtS@}~pRI^*0r4gb7k#68m@ z9V1v>+2xzrn?0TmopPI;NnntnJ7U^3*JIGVDIwv{9l}x-FN?^Xev5tEQ9|9<-N-{+ z&D|YqBK_VM#N0WwSL>bIBR(b`-mD8=LmRI;Z9?PsmEcoK$R&Z~OWx#99_3BG6ea=5 z89s?H-ebM_nCufu6lfj-4Yk zy?x=Ddn5_kb-p5<{@0bq=gByWWFzPqg6Xy9>nURBjo$1_9_bfe>01%&nKP$N4s9s@ zO0C|Ma~^sS`cinEYsP-iK^f)`r0mb$?9+bjGmP$k^zf_x&gDMdvHu-p1pcAD$AWqs zY^-{7sQK>&bQ1*s>^Fhs)xPkpdo(qhSS8n|IjHS(BkWxUdd7wETf>}u_2$(v_2nt^ z-J1(GpYx60^OHXGF-O){yr6Ni#kU^y%Nc7R-?|69LBK@NJGl0lZ1$U3_jjM@dmr?F z|60O+*g>AGI=g~^qQ4WQ`$eMsaT;sn3R0tAB1(la*xw?~U;0J96s*7Kv0wWG$@sgT zi8~Jb!yO$^FeN$^=`yBGi573_+{v@&3P?SJW`w|{l%%6blm9ARnzYoUEfj=Gol3Q; z)vE?`VvVVF>qaX;gRUfbvZP9kGrhu0tM(??wo|*p#W<2IN{d!r8eBncZbr5R`RetH z(<9--hx;P#8KEfC$B-pCg}S)1<;#eFVrHm$GsnRo>zXWkHl$+D3QwbssCqTVj;QN` zC0!b4Sl0sO22P2)qT$}aH?|HQF~W~ck&`Fg^fW5*=g@%&9<+l`_}r_2jFWM}Br z!AFOvd+ylTD7SaVSl)Acg1mvhA5ULk`1%8lBUi4RIc59+2Iv)Fz!B(KO%cha9bW6{ zWT12c#wQ>_u&E{5Nq6PN(*X<2XPJirN$A>l6Vi7dfd3F2$6tTVmFVJ&I)P~2Z|>1Z z(0SUarxt?Z1t{ZqKf;t9Z5mo7VvXe4xEYBs5_ckgDeku-Wd1qVLR^}6W|p`;SznY>Mph-BfCg%io|lzb*-z<# z875pMjb~_dghp4VNOX$J5JQ;W~-)(6|Dh6(1etwDs`%{(3S|SU(>2tDVrfG=^0=2 z+4@|yz0EgdufEQ>nyABGR&2CXA&cU&hQurHy#MspJMXjX=1U*A7H%pPju`4FlE0dE zOR%Kc3JBY)+sPVWtCg*41&`|LTba91!fWrw9B;D7e-?*KoVSNk%+t8)m5cFZE2GA5 zp$B)1SHKM7Y4XM8-gq;sIg2b*%i}4#3CBd&i?7c}ds<+^8ZlgRMkH6fFVj7C`=wcV z=?W;fbK(s3&V&J-bWdWBs&Ub1dkpf}Y+F_~TrWF)DM)V<7PZS%KUcS_cJ+GD%aX=C zSG7OoJz&pm+q5@uLZj{Y(TPXi)&YQ1b@xC3r#H8nf@8M$Vh~Rq8%Yat$C}|TR?ZW@ zp~H>3|49}iQyapL#+lHq%IZHCL6Ci{e169%~SyU+hU^ZEw| zK@r+R8~64{K%umcDqwkE!_3DMu%QNjxLF^us**XZF)$+6!;SAU)43%5s(%G!NCpw} zzW{D;Z6QqIM#cw1v0P1Hm_gsHE_fITdX9#a0!!&u;+6UVN``H@+(LjTrVgr5OHC@F z2{|^vBRVl7Ba{g6X7-S-5etV~5#oWcSQ)^T?=VqZO&DJTJtO|hj8EiL3vr{wCEBZr zX^i6#*Vr`DDXJh4WECCTLPQ9qZvTE?B-S2*G)S8qupoW392(`Al|pVNMTU@rBqvG9 zN?LM~@q!~GH#v|o29i#WoC>#~W5dM2=sp#MA#TR_z)*tZkccehM_~CxEfNQkm&~Ou z`e*5Nzh)7 zGXV%qzybZuxoGSZu56re|C z+)7yrPM0#E2mZ*aKOlhs1mM(r=-a6xgY(p@{4{w{rQi$IS&*Q9G+IqvT{IgqSA~?d zfM-R`|EOBkgRa3Jda!{q{2>9ael>TRNhMp6=~1zyHEfObN?v`MPSa6jngZgGQV&#D z5B{vP2Z?Jo-Fle4@^zOkP3Qs=@Yli~Hga`=l|&I!Q7g35Gk3KLX65tP&_r~B=L0P> zg}a)3O18J2t;%L4M_R&|_O!XY!$DWefCON}9~3a`Yb_?sjzl(gWP-$PHHchH5qAM% zh2DAZnbh(&&Amf}um1?w3%lm}<+;$cq;y}Z0GKAiABiY{cDDe;Li`=f^p-d%eM#~Dud&(iRY{*3hi<&2_LN;&Z z!$_8ck`a+rE9e0ZHZXvcd4h^7qe37|&_krLED$|3dLWGkGeJVo=oMVr3d&H%XyA7| zH196RQVA)7QUBc*jHUNOc6Ob`%&fRL^RsuX-k+bb0s$HXx{^vBtXBQO2}LhjCoe(8 zLzK;-OJA7@m|lTb5zsX~PbdInXMJ9msg9i+ifW+s3tb!abqsr z-p=*+XnbE^|9X-lPQXnOaMJ_O`Pd;*wx+w2LG84`0G=CG>p9zJGN7#86R0KLHx5b+gkyWwju2;ZT& zbk4}zC$BeY*riC+#X=r|t;Y)1K?QG(Y#lzw?ENMs@0DIp@(jpNzVerk{7YJ1^Fg8b zKn`$ePQS$N2A??F9j^A(-(A_h&;3G#f9BaEJN5~xJ;*tdrQh36{9U3T`a$U+^RwLk zR589Bn9u+IH(w6VcT-UYeL{i?255jxuycFYX#TbU2!MK?7IckvcGf0z3l{>`HgxO( zfBy-=cv&=mpJgFywSEkN0JmpS#h?+_ z@{LM|hY0gS`^Zxhc@-H%j$8*q0a-m82^R&4d{+>XA~}*IIg-hTkO>JO3%MEoXp!>h zTXq3l4knS&;)|ftk|gIj{bO8<){$+YiX|D8LTQp^kcKH4AS)R|FZmHXxh*5O5=+Tc z6&V^)DQifRk3z|&F@_)lKRdK1ART*)qZ`De%|mVz0QWNDOVX(DpT5NT;4qxfbKHV}&`Zh-=Wiib4f zxEE__J@eC-_>`GD0hEI&mW64She=jb*_I4uXPWpso;jDCIF$_qo66-%oEb|KL78mx zmtqH&p&6E=S(@X4nmpB-@irA40%0U56T~@%Gzn6&Ih!|8o3_aibJpZeCMgn@1=c%4! zbD3aQE11Qg&@!MOL7x#SloLv!_ZS=^3Kvncq14o&E4ZF+funITNEqr<(`2G4c#JE` zqK4_BTR1Yyd7Geti%QcZO^GEys(U(`YWl+~NU9{7HKp_;q(fSgEo!8f5v8K|p~M6f z*0@4;=%h(17AT5)Z6iI7376h!J!^_8ZK@F}+NC4;rC@4ab4rJANu~^upz>#@v!BN(IKVk7@|iYJgN6cFI5 zuNteEI;;H1s|Inb==GHGRU*=wYS8Ky*-E7aHlBl+D#KE&h$pBUk*u!@tCrfV&Z=D7 zN>>(Ag_e~d;u;axDiprDpCMzHfcl?S$aIJbMQ1XvS5mK^*#Z!{tm(S0GTN?2MTIe0 zRBZXLn8UCecy;6oohrGg8lkTfk|_e)Bm}Dy$$GGp%B%{@m=_xuPvVaBh#oTOqp3r& z`~$8MD?j_{vJAqq@*0LS5wgzNswAtYQ;@JHD<-(gU{w?v)GAUnJEBm!QGyca>LZ1cJp5xvzLzqmUE*NeSQ)p~RWJSZWj+4sBpw7hl& z!2UG1;44?&cD66#zE_x&DQ30U6T9*&zf(ZJd~3gl8*BghyQpeAgzkAt0xS{fyKz^U zFl6?@Gh1M{;lLbOzzG4r5gfl0T)!5qbas=xcx1vYfy28IC?Q;NIt*Uu1+S=zc;q`U zfV*L9{EHnu>>Dt$ z!D&0kbdkur5|dQix;&f5H1Wgf^CB(`$hIrUgM7m7^RO!6zcPWtjJ#2f9KH>zkb#<9 zl5@wigb+z7N2eS#OU%jhE5n~GLQ$2v+!i6uOT7O+mC6?^GyM9PsZqo+qRdXa7nDpu zkbDry>IArKyG}sCyKEZ?vb4}BAhm2FH=0xx>C3JxIqb_Q4N^Eb70m`Q&DC7H*R0Fg zOb~_zL}cc@lEuyoaL%kcVVXAxZKw*(&<&jg4?WKbF%lh7Izt>bH7m@*kmu2(HS0nrw9Km!QOOd-+@7C3-D+w@eq0-aoLL>2+m>JZP^!w zCwBbWuLRyPvC|XuUM@~Hs|(?bZ3GkUMBo>3kjCLWr*mH>dK1Ut;3p7xN8==($|GH) z1vcQ*I^8Vhg>Zo4mDun1A?sh?!<_2Nm z1R;Hr?tP?QAD`~b#%kx7IU@gq&Ba7E>TCS3jJNBco>``j%YrVutR6y<_Tdi^XBLUMBwk2wLCV~%;+_P{!ZTrSnDi-fd(k#cX#Hp-sWze(U>kuEdDnydA_>GT4yE*- z?;PLpHNfvPoblxLBISO#4?l?V4mEUsEETWO1Qg)NQ%3llILKZQrta}LFX$j|zasy4 ztK0BXQS!y!JBDnXHE%#I?|TLOJi6^YKz|cApYu3x1V-@XC)@Mv3L`=x%W@M$>8USkSUKsl6Cdt`jgG+c+9^XYZH9 zy!Q3p_8$NChEAb%Z;4v(>svpIz9R7f^5!!cLVdrmus8M#vH0`J_J-f_h;P4v-(#`J z!*Dein(eJ@t@)zJ`Xn_Tq=n_-rO6{u_@AHep|886uaw#7>zt3YC2WjhpF(oK6U`<2 zwL;7gQ2V#f@wwl(yB|+tUHt#st;f9IpWXF$9zy?YU&x;)v~T;(f9gO`^@)F&(Jz^w zP5F9{CFQgC!jU^i?}^Vr`SVYpF7g1(KmMv-{%~)k00C*m0)hn%9z>W>;X;ND8CtR8 zP~t?26&*r~Xi@*;Mvf9!KP!0r$C_uPZmWg^kq_}1Rsn5QbX!gs#UF01!80dg{ED-eytc3Y|f)&i>_E|wkuJ! zAyZQTeRM+RK}4;6aQ zxZLP-4uKB|(l4q1s1vZM0#B4EMHn>-aYmW!ORPqpCbY4z0gb~@!{FdcLB1Xv)KNDc z4V2M9v{WojF1plu@yLXdw2~nPvz%$L%SKdjOD>iBvA7_GjEqPl#|#fk*_!08$_C{e zDazBV3yjV&-DFd*2>a~l$;bAXgiI zy>RF-SwY1FMs=l$5mkO|A!T1Pvaxw4my z>-D*zy*-#k>smrU<_}vw^5#f)CiQ5up#I5f1*rxMLl?dVJ8ZGX27BY6D=S*Inn{#8 zv~sKaXw{OPo)PO~&pxPKysxa7)s=Cx8{NKPRg`SQ4>x;nz}9{);>HIb)Fh>cH3@YSu+^Gxz43I=PXA~*7Ohc zZrvcqyYf9y-Yt%uHPlsCo%P_&dYx$9F-?9fJ5}Bk63nCSH|<-C=kj>*s+SOW1Hm6_ zdFBzXmE-4K6#u#Czw_S3q&xlF$4JxC^wzfbCtt^AhZpo^FM!3VUue{~KEvH0TkpGC z{#Y|S=7>%vZ);Ib1~{hw9ZP~!J7B-G#*_kfgo4aTpl2SCfg3PTbq?eg1lJNm+t849 z)B6bqaVH@himHR1vtjsx*t;RdB!x{mq4emp!WO#la4>YA41bbDxAm}ILV5pN!oXs| z`5aMaMRXY$PgO#XSaEzF@}gy!=)@;JP>M{UqG#quKQlt-dRkNrsnQ6eJ+jGs5d0%k z`iL7bCT5U4V<8(G=*Bk|C61nXq;9y#DV2TDMRnvOCOP;%GWyVx3nGsudvnOZtWl9; zgJL7Wv!713C4oAm93(&KBvEFGiySQE)N0w29};huujwVmG5~{9qLPuSBug&+^ULDI zuOP6TC10Frr4cfWlgj)YHY*ZL2i=k}+(aZXiy5|5A~Tszn&y0Rlf@m!5)SBQ#E?hZ=YF$$oBuF7)h9TQ;_Lw z<`Vnq&#wVAh5{W4K^@dk=%EaMuF5BUMB1B&?vA9pOQ{KC3cs25rKNmXp*T6}(I|q{ zBGpt9GYxq^b1m(rYCCGGL@WezY$ z=}1mksiCO+!pfwjBB`qL{3=jqvQnVD^(RqPOIEk)g06n_t3O@qWzuRtlfum-cn!@| z!=qRv1(r>8J&{NuE0V$Tg|ThHY6i5bND`1BY%EZLU;p|p#|q7^o3YdFVi}gx+H?UD zJycs8gjg5_QihfNX=`CJ*&E5WEm`esaD_Wu;(GRLB?n&96bAYaIDq`eHWRya zw4E$6SWs-)41eVT6JSA$72MzssDQl$NdN;DV1NSD_?aD6q7hSzM=Fu{P5ss9-u4?= zG$W5GYfcJ2aopycJedVA#&e$ayk|XIxkw6N00SW5k3Rnxz{@CVGL^tAVd;`N#fcUy zq}66-1uYt8bY^N&;2b7N&lS@$u`{1VJ?bj6mjM+}hClp42}66i!i=FHCF#;>kt~^4 zltv-0S@~($E%(L;;+3WI0^*oFSp}p}bQA-~^)0T%^=a`UrbJ0S1)5XRFHp$`E}354f%#z7c~TeALTc zc)J^ZZ&Cl}GapIGP0nWzTzLTue|KDUUSj&9 zMp-rQ3&v6Eu%-6}=-!U7#VK<2fwo-Z>6?HDhJJDr*b3<^R~wHr_+F^@CEgjOy5hKQ zbN5O;q*Vv&pxTaE8ca_pmhl=+l+Bp9c&wpOe z9teGePaj1b^!C&t1HzI4N z<3#(F!M=2sk8io-ojmR@PJ-;i&ed}1*PH*J5BL4<{TBlt!sZk|no&E|I`zSjJb(0PtgofB*m?`2-0b0RI3i00000wgjdEhX4Qo zNdN;j1O+V&1tSg)5f2hh4;T^>4j&Q&8WRx>6c!W|6ciL0U=bw$Ll7)RGAswHEItq~DU&chATblJF+RI7 zM6)zNVm1%MH$}5ML%KUZ%R5NBJwYo!Lm)$DAwwz5Lq(!QNz+71MMXtQMIFOMLPthA zaz;P0M<$v`B*sZXj7v$=OH9g4LEKDB%S}E=PkgjbOx03N%~L+$R7=`bIa*et(pEgw zT07NTH{x7H>Rd?UT};YeL)l(9xnC&5Ur|tCtDIw1+haNHV@n-mYVTx3-DNdNW_Olo zEZ}N2Cu@g7YqLmeP+Du7&TCZjYfbcPLAY!y>TEONZ8~UgZc1>OZ*W25ay8v^SGjaT z;B-9ubU<` zUf+*oMU$AKlVs(SO#YKh>Xc0WlvX>Hxs;Wamz8;9m!&|N$3~j7=9*4Ko4ib%mD`+d z^qf)uoKohUQs$vm{-Im`qGU~@uvDXx*rR#=qf|oY;3-#<-T#Bz>IgorRBnO|H5r+!?kn7t*pg~$Hl|`#d74vdwa*N zgUPA4$%l{2qvOkj|I2s8&V=L7jE~T+_tA@=(xb`JeazB^{nLW~(|w=Rt>e^_($$Ns z)}`0il-}3O+t{z-*qqtf+1%Qk|J#JO+@s;#qvhVd$l#v;;EV0%m;dII)aRP+=&S$f zo8ar2{_Ldf@|^$kqVx5n{q?N<__Y1{yZ!sg{rlek|Nj6000{p87YH0ku%N+%2oow? z$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL z>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+FgkP#Bq{ zf`ykKYu?Pcv**ua6)y?~_e}*479eOX zTKIwo42CaY5In(w$^u0zpg}!>a?1~1Cm<0 zNO(YrT(c0X6%;zhpTDmTC6(77f6cIg0CWa1Cme#~HR#}j5Ju?M16-V!oIrgo{-y#5FBWw7 z=di>UYb=CCKDnMFg}xU9e}Yy9rF|VFkmio$kkf$zJhIaa0j#e10g5)V^PzhL@~5b5 z51^_laE6AEVY>FsOXH?7@R%+;lsv!&fh&>|?6CwFZ1BOI&FF}-=P=tLjlUjPkfgEF zaIHA!l(9gZG}gd?h^3@i$Opjr!p<1DlEWT-?^SDJg}xjhL9VH$xdI!^eUPmM?KV8z zyuKXAMz$Z+$A+~Z)L<=x2siEY(@@i;FvAWH2w!)=JrIM9sdhl?uIsH>Ndn)T14Wvr zEqQ6bqNE@^%^-)z z^!ET04h%K|sZ9e>R0ho@@P|MQq7eTjf~yg+;d%a|kqp8GAO1<~c?yUDevadw42p;x z?3k5#u!u4?uwxaO!Xn$U<*_7^;{q+hkceXTyHYG*J#a`9$7XnrQXqgiWm}(hmh^$^ zIdDBt@Zk^#NytL}5PI*q+=wWVCPQs&M>L`Yca8(T6nPFr&mzY<()0lWeF#OqSdSP} z#-CNJhhNs3-Mi|?ju?n?6&T}>$Kv#>Qmo)%&FJ6vFxHG!z)FUKG^8+xNld6UkY&Cy zQW4=p$uVThVw8+!tm5;#vGMO(>*nst@tfV$fCu5}HlRxLviI_>qZ2V~9^EP;u_ z8Wt0W5QHGez}Ut**0GIJJ_ICz!HWHV2p?>qk>+7oFfK;S#L-Fbwu-e z1$&mz#3lC2-~Arq4RQ!@X9rAR0?T0%ljyI4{dT zD~4R#=u&qVyTC3mw#$s}de<7& z8q-3t|D?|yZ94I<{i#M>h1U3I&=@_;Pp zSIuk|u&)gq=Q;Pc&czmZXOW%kMr2sSfA;W*t4-ocvmzC&_${=peQicNnie+3@g}~_ zV^);-#N+?wbf>3_WF;>--QR^WH#D~Iyi^9(6Ope{a9)u2#<$)Sd6ukez7-H*V%NM@ z_`o|0Y=iT6*a^pTff>%{Wdphqq}X`HdpzXdQhdbMKCQS^n+YKZ zJx7+peunrcHi7l5uNcw9F!Yc=4EjWe9mX@J@h>{u?X(;E$C@7Z%2|Hy>~i#Q40=$}x4l;7KH1>Wjz2ft}9Z$QOI^$QJFx|J-b>6B_j2 zzIgvCnEQ2(FFMBBriHe-&1cuExWut1^2$GrZc#gV8`cQ#l#@Rf;9ms!K_PtfHW&b? z5QN8nUeRxu6>JQqbORS)jdux;w`rjG zh>*yL9Po%A@EP*)08?-YjTdZB=w=Z{2+}tR`gIBusAf=yg<80R+ZS<-@P#23h9Ed` zrq>H*xMY&mVztTf)+PoZTE{R=V=T%gH2Y0Q8r~98Ids&h$E4aJt&Pn z!IktTgnprw*LV(zNH8Lal4`k@Bgq9UnH!jh2@KeP#x`(=kYJ<;j|Yd7b~bevC~1Un zj}oVk)s|^)M`9FLlqWc28rFJkD27cLdvHg4wMTbUDPA~;l{sOECgFpC7>)3DmU`ig zUdEYDla_3mnkDI$EeRU)kp-Fva8n3{4~Pkxke7N{eORcIRCjrTiFIq&ThS(zvPg!f zx0vhKeeJhnYL|7*C4LyEkPBIvFc)*&5M?r;nK}WI8DW|nL7Lm?l@R{{mUUr#h}bx& zshX+D1+1AH4KxM129s+hlk6y$xH)HUz?V{(XW8eQ8rWe!`HFvNwB2R(mhkWa@UE?53RrQIRddofn~@8^NI)DxMKRmU_W+*a$V+$e!xCp6%(L z3dnr?rH&3baDs4j5}2F*rJw6aV3pUO%C>BN=3&(Kbtu-L1)7*)hoEG4c9X`SDF%=u zCS=k1l+#&%H27rs#|`DcRLKaUAn}JK;ibnXq8Lf05CNWiaR5Lkrhmc#KEMS}@B}^( zr*vAUb{eN7`2_6Ao^P2O%)tV-d5&`Cd`UNxon@akiJwvDmzMumb^pnN`RI=X3SuL8 zoF}M$jmd^is$u}CY0*iCQ5kAeX`NAaB^W9Yp6L=Kx)G`B5vv*#X^_AfEO zrB36fyBe?pO9p+48=@fr@F}RGm}YEdsCW=(x0#m!x2!wbtQhF1nb&=(AZUWdVlHT{ z#(9Panu5BRcHZiXng*)nYMEFXW#y2W7+S9?0j~|=p&tK1vm$Y?3*oMIA#}?FumT&j zc1p0V>7uqNikU@c#_DTvmaGewpEJmD;5HgDw{~~7o`mb{;v;oVWbo#5h5tm3S zsG8WYOIKmiXQPQ4k2@OI;t%@4r<%B zgVd@aIukrQ5qDb=uZt3~E357XMswRIKnu9KnyYb2w7s!}3plL)wX{+Tig;j~H!6Vu z7qwZ~n^YU5-gmVx_$Y_ZZ}BS^gqOQ~vb(%HumxMVn3!3_yJph2xD+;En1Gu&DvxzJwbAPeKIw{tCX{d( zvK^Pb+uEcC35N+uwpD6}SBkdkx>E0(65hF?vq}*mJYOYDyYovC>AQnwIS_G+JouZx zy9&IvF&gD-7^3k2fvT`d%c#dozy<8I{Y9}3*rU+fXODWh0ve@439{GvVkUU01gVs6 z_l4s3pq&<>b9c5`T9q(sPxgxuV_XreTM-9P#tc!rH@m_nES7Zvjgis9$1=k-e5XX4 zHMmj+(DWJoyMVFTfX%9t16HF3tY%Q#mpuPExk{{oEEs}K?8M!xwbw=rQ+$-3YsFG( za=jq7T5M!d`Eu1sYEgEBE2YL2fyxs>#|gp47QxE%<;I~|jW28v@0P>HV#jw}r+HjM z=im>(oB@5S7{aTGNqY&JMVkYBY=wNN5i79@_Fwb3$O_!ZnTH9GikO2YVnXS_QH)xb zEMuAcwNm=6qWj4k+>m&fwk!q9AK}j5xqBJWzA16STPe%(tGD8Lb1954y1dK3%aR~+ z4*ft0G_VGX;~5~5u!s9^oHcOB3ug~&n?$Ueid@KyY|R>$W5HQ^p+}rr$GI|w3$9SI zYIkuMJf$iJp`mQ9>s*z3(oi)4&mI3k)3w&mH4Dckp~?>7$`4`FT;a0{v1PcN%YO^d zcr4IX;13IfC6;K8nU%E3ymX2s2yiyU6}@Ig%&0z^V_aC$BiGRsXOK)u$%;0`i&@g2 z3%VyeVp%MI;48`<{KZj*j1j`qvuv+8ea{-PzF~^bv3wHtY! z4+VW4oS{Q;dCbUMthDKCls5@j4b2BP%@%vHlJ?cjwqszJXw=$VW_{Kpo2lG-!6rux zo($LHYPO@Cdlo9sK?2kty4NIu*APL|K8+E&O@y?|+hTE%z6~LWy~~OX4UP>f{t!r( zh+mYQU{md8Ry|>gwb=(uv0VS%)f%nV5j>zDo7ygh){IucY~8(*sli-4jKnB&U_2zl zJ3<ily22sh84Rv7g;=3;Na0=FOR#VyJz+sy(vZ*V_CDdvoaC9k2cUW!Ypo0AAcPd*8wh7x^}#hkevY&C3Gq+^6H(Y*D8VMA;BPiM^O73 z@Ixlb}k+O8|jiB&>un{z|7c?t%MCxDWpd_uS++yY^@bOR3%fPV)7BkF^ku?dsfc|Ul z$BS&EuI|z7-Ms(V2=5N>jvS!EDT4M6>uP>lvwo>+?czdNTjw0(v%Ru4PS@*z+i}70 zE#c_s%i|&8=jfG9rnIlChVXKm@#DGi-I*2yzT=S7@kssgkq*4eaT*4{8#~;?hnwYc z5Ybwg?l51()0~PIhIS-<^R3=nrya>)r)WRlXlnhr%o&TZfa@v^U2!hg@h#uz@J)3A z?H0-PAOZF2>+FZ<@K(?4imvq^;oHIedzQ~-m~RkzZZOww_N?FfuHX9Fo`c^p*;cNJ zlK_2qzuoHY;bK1KEV$}n4V1zuZ9}T!vX0)w#oC&zVu^ooT0DO(&1B+hq2-`dF%lQ2 zAK=Em{Sg20<5gcup3lNdLHPqQ`ea=CO>v$#J@%0P`tJY!Az!e5Tu?x0MV$?rcJI49weBG7_nsy9TH0wQ6i~@%NAbjl~H3xV#+-J0*PysK!OBG zos<}nRV-q$Qn7-$GSHOR*>6A%sT|A>O@x6A~l{(<$P`PhCQe{E!^x&G9^c9{e{Ufz=5fMA#@I!-p10 zrQFW&BF2pzJ$?k~ie$-?-@(s>7*i%qn>cmy^a)hx(4t4nEnY1^%FGh*s=o@PN-PAU zIzX(pxSA`jxwwi!uK^!h5HJD}6D&i#JOt6H4F^*&L=#U85i`v|W3ffieE7gL6lV-k zf!0Qu&9+G{nM4rWaGUNo;YKm8xa2N5WVz;?doD=osIv|`gGkxryJN(&=%SQZQRvF? z7AnuY^FaE=m5~Nw52ci5a!Dna*sSTMoOS}nr=Nn_k0_&zDu)IDX5t3wp&l61AkFg%RXOg{y6EEQWM^|L3QAT3l?7jzAi94FZ^ zHaVJfvbW%dEAqG_m0WUGTBmCS%JrmlC81*+%95B~)PyM&FTV`4myX5^>CBR9hhK+7ap}#hqX90Rj8I)xZ=GYc)*fVa!jtrUu(TJSK@ZtJ?*vJ=EZ>Dx1dN@s?^+)Q(5K`PAZ;n?<^# zqS$%s7f?Wf2VCu2Hd$xg%~l~pCOkP_nf$o7#n;2d@y3hYq)TYJBL=0O6}lXA%{d?G zT5Puz9Yjb+ADiTaXyaNP()z=VajXM&k{Vus&Nd@V&4_t{+FjQ2#h3pJrY3@!`e5<` zCaDTuZz>@i%U0HALKY?ldeH+7s_NE48ZMw!uaXU{eC3<)3272Uq6ICCv#ay@>ST&r z-*wz)5R*u5a$DjO&6K4-YW+eap4(Zswllf`#-b(#3|H!mmOwojB^<8f8oX9`C+dUa(A~5re%a}tf7b;qbWBA(vVAudSk^IZFu7`bC1t04je8vc?sMJnQ~bJyZoMA-B*Z+S6J1{Bx0 z_M<>^jpILQ+*cn9Bs+Hf(L)uQ&>S1(DBu-xHNpfHGy}61V4DBUm@I6J9VsKtM|RUG ziB#lf@W4n%dJ}K0nF8M?39BOlr-#46l@K>+xFxj{iHj@A`wlXYna%HI0Cd(V$rG*p zr3Z`ubJI(>1vHs_acH?zU7i*g4qvjNdKP?|GZA!-YFeg3a>UwP=%P&ta#J#JL>nF% zb4^K^RAFk{C`rvZ)2Co2oGxl4O_9fd8x3cjw*ee*K!&UG(UVEFN}>`+89!&0GFhnr zT||~~jAIQnOa(1d|2_x0pK(h*4ZS7N#CWG&mXRChT0_$Sg;F(=P^N^*;4%;9QpwO2 zVR*x1@j%5^=P3_T8r7*eIgo{$vIq}34eZ^tHwEr>4-@~G_|-e7L)25qb7actWct*X z)J?PxJ5^$ZQ<1eSuKF`sn9Cfs90$wxxTjeyamiN+cshuZRia8;2h#xQG(f5JDIZ;w zT;zHcVxEYv1)3n*_E;8{f)KD4^X*>rn%Kk+77to@Lv{-*PQ+3dZQ9G2I=!a}Ovr(U zfg4<9i`20qYL+*kEQx2`mk{olvVL4;#miV3rkicfit6!S%u)&4uYwg^2h`3*2;2w>w=QRiZo!^wnFybVn}X@6q>_s~zj~;{-bJ2uv%6vzx7fukeol8$ zY%z4IGe?-Xjral=Ps?7`s3uF?J@MID$IX|i^|k*sI&$?a8Ma-X;mnEuL)7;t|uDt8#fGQuS{1}Coa?=LsZ-u2Uf)|#&e!yT+TWZ zi~-tf>?F&Jn@c)L5I+>zWpCpg<{*``MMg;csM;OxbSt!zQ&y(S)8CLp`Ev;sT`Xj4 z%LCU|%SkgMQdDtK6d`JAYqm@R4$vTq*^A7>T^>eFl;IE!&&{ejZrFldAYS)5Y5XtYJppD`S7$P6hhllG zN8{yLDOwI$_ZHTwNpsZPA{TtsF+;8f5uN`%^y`=Qk>J9+Hw5KOy9YO$hR9a7vYGAh zg+&tDvcUvz3SFyeTboyS$o3~W+qk7hTk_FjT+;z>0;RLf1N(>F?S!Dayu5y$$(sqU{DYr@8{ z*-el^Mx;a^M-xhV&JKaa*@BRqiIO(uDFNuz{FU3~=#IHUXI@KN+B}Rnm#DeU#Rdeh zIz;(4k-!r(bPN0Yx2rJxz>l7oqN_&nVWV2*L$!2bFPuih-n#W5j&(iDIP{>h(F(|J zV;#D8vO?^!kI@ctPx=Owp_DKDOg{fPi$F27RFz`QQtRLUqTBaX4w}&14S3e=d>!mi ztMS;(m$)|SQCQ(TVX}{w?T;nt8G@ST5uQ@dzxwos96jk@d{{o8Us8+3Rrh)%2gw?G z_0~ob?e(9&+g~g9O%yHeNI7kxs;Xi+;WM{xOOte)51LcHFnTvK(m4i;ynuVF1(`6A z;++jbi^~I%?js8iBsQs26{vd(@f$zrn!MCNJoig6t5ZLTGd&jsl*N*y?jbMwt3OP_ zgxDLRNmve$Ga|9;zxaZ*Vj+b~i#t?Oi2}SF;p+vgdb!pjomp5nzU#Z?i>SbpH(yeU zpW`jI&_Fu6K7^@2HESz2!khowLBXd3K?y6rFr>ljNxv9ewi%p56k!02NvE$Pub@J& zN$5Bu`LWvDEchab+|#{)vM&IN1p_?5{W7;H6fnMXz%0DEEo?rDLI+g{G4Lb7sf!~B z38~)kpioqe?<1QPB#{eL6-sHtH(MBk@fTIh!xVu*JH#{gyTweA0121^B7wHYGOxg~ zl|j6$vqK-T6P6*X5^h@-rfLY&k~`9I!br5c{pkftoU-J@!ghl|<}<6EbDesVJ`@42 z#wbM&{5KkDLEE7nR@}9OiN#lxM;44jP_e~c%#gv-#nNj(e)N#+L8th872Pn#C&7gK z^SEVPJ47ThNHdmWpvM17V<_N*7APD(D8oC_X~5*GIV~I`F6_dd`@{u#L#jweWpays zR619DCJTbe%5ce&a*BCDMS`ixg2_ivF+qVmwk-I^UBpA6T#(aPtWhvX*m$gjd=f-U zG~@t6Ak(bdV;|3IoR*2Z-b*N!SfxzcuZ=u6Df39=D;?7bM@<~Zd1C_yI1PdEsJOZ? zsCY*VyvM;1!N2k_Do>1o5}xAsUW}fm)pd!o?MlkRLsgS%)`9HfK1K;Y0Sr*ji!uDLf|n?qRb)W zzaorCBm2Em5~#T=K+z1#C{!&^6EKGQ$oY6c)OojEinp`MEd(egvY5@rtIZDlO?;f1 zoU9DMG&;QM3bi;x0R^GFJkH*H&gT(I=6r)YxPv!H%mp3Dq%01|tWF?;J?umdWkejy zw90(a%tidRg%Hncw5p7dLMaP3<;FBTjT6w`z*})Y1J!3*oE`(6b#roeV(b&o!i` z8Uj!ZG|q(qxG4RU<+MX5g-{7CN=H=lRWuY$q_H&suwd{H^AEqJR_PW%sagpeG?HKvQrcuYeG!>jT;Nwgu(Nl{RFDN;+_ z3rKxXNrl#Eom41g)&Tj%V3f`(t!Y?N-Z@${`dvwlh`FA|;AM*U;e-6xB#E zaaVYKQ+ahja73{Dz*jS3%ZW{!e(kq1WQs%u5r*|0cRW@D0oJGsl!GNwhs_FFydJRt zT8<46!^GIFZBmWJ+5lOXk1Z0WoCK!~mW3?YA^ID85?AZ+Kh1nqZ#!3HIR;gg+459T zZM0d^3AIb4ReO~{!Sf|mpikKp+QuVVrbqz8TiUXa+Ot4VQ8cc{#R{X<$AD?vsL5QX zI8qae+^;PVf8^TH^;*zf4U8cKkR>n3%Fwj^!Ehy2wtL1?ZJA@C#<~TMbsf!eTi(OE6ETJ6~`oKGViL%9-ILQNE?rAf;D3g-17=w;f7bqeWyo6Tj45;GyBHC?L^ z-O=6J(*0i4xK@VLR%7JU;po=&I=c@IvJhntxJAOInxFZh94*paDWciU*+y(ZsMGvL z)5*kjHRnAH>@^XbJVEL`S_~Eu4Q}4@HIeWY--{(*5AIm) zam=y(!-V8ilJ&vb5Y1*yh1v5@rez4&nc39bqz_ z46!wi^mVjgVc`}As&JKGlYmM78=nm%2VCqF^;13^P7sNzJZG73IEYjbF%>)m2}C z;0+euq`xsDA#=vr6{Q+ZLaM^yB->*GyxRl(<6qcDDxt#D6yhr@Vq2XkT=hA{m5NLT zjKyeFhI?S+s$>oOQ4f*km70oB4x4ITJaBd!El%YHAmvi-+BZPubH0nlL}5(W!Ps5l z_Fb<@ph{r5Or1H2J9dveo}BN9iB+`-^31eh{$D}%y-QTSWkzI*s;K`@?B+AG(ZGb@ z44&NMd@ys?OUvNiL$X|VK8$o$=M`&bktPd|J>gS$OzKQoSe^t|@K*Q5XSUsEw>60w z7A4M1h5LOXh9c-5u9+um)7FYA^<-!Q{yUykur3_j!kuW3=3uW7=VQ8L4Y_I#YFY&8 z=7S?x1AShd;$#md>5`^alu|A=xuHH$8uxzHjto{mVt~{}b>aa-w5d3Iw z;%GH4>rzf*wC)Rx`31+kKbNNG#UX@Aa9tzu7`Cg zUzTQTrL@x5hV9fXS=b{EaII_EU0Ga61<>NVk#Kt+v1eo!SP6@WDs`a<-n3E^o9LtV38a@rKYOVdstQaIjG6m1gP3 zTJM`ynK;%Y%bMfdAVT`iWn9qZ&Yata5YL9_Z;t4QX|W=O4q^gtHv@+#W)@s@SO-tE z=pOCQCkGJ@M~&~M3h~PE>Z$BOF7?lsKj(55acFW(Oj z^=voulO}bnIPbBQ=eMp7-jHcl*90GdVTiP2oyKv_3@se4b)-I)Qu1@6u3?y4Xoe0+ zhzc5SD4LE!d?uL`|U@#1i8 z_O54hclD2nVQhh0cZc^U`l`iM`}@f(JM3T!#?1}Mu3NxYM>K%?Wy5ekwk3(J$8C)Ot#`lOuVO@j%E;c;W#S%i_JsLE zcl$h9^4#L|sCe)Ih4NOTpw@4SvG!A@K=}XcfWhvTK-|;p!&{-#&RCM`~yoPvEWy%~2L22b#4f|1UCRF;enWWAYk3 z_MlHZ+JB1NpZi0p`>D0!z_0Q(;}`f}6~6Z_t^kO0Y!(nKXz(Dygb6uhIppvm#E23h zUUFz9gTjm&H*)Og@gvBPB1e)$s6fJpQKL?+JmnG-CPIW7(X45cCZSQTXz}Ff(xs-D zc!tWnX>$|OqyR}kw!frE^}^M(SFcT}SRFeS4H~p%T2oDB<+UoH^U9jkS$GG$Sh zrXt0atJhd^=hB^J*KVy^yLJKV3(Oc`W6Y%g5te4n8n?vZ#*IT)PF2as99PAVY*}NB zRhKs(WHXTSX3wB4XC56{wCRs*G+$nw`n6@$9@z+lZTt4dRiAP5?hSi&ZQKke5-)ye z(jh??eKT+FoMepX1{pkMVu~$>&N}QYaKLjK$(G?p=Ww`D zX&)x!nurH^SRz3iHb>%SC!)xkiyW!=B8?f%SR;%g1HQq=gWl6?JI%|@YJc$qk5>)4kD^;>|WtKI4$0aR4 z1@)y&Vb(OJdQh2JXPWY5RbQJ_y$PpT{?!*%fOmG4XI*1PWnd+!WfFV{Cwm zqop)1DygS6cB<&A9L9SarlI9aYe@5^s42jZ7JRUc!8teFs|^o{iE^?cJh5{zG^3CL z89$(suj9oOEKY>%#HDzc47FYVvPLmW=2EykizX}5(sxW(_=SZnS=ugBr+{yL3$9!U z&cf${eU*FeVd<`mj$^7gpa8s^_ABqd9}4W;)Er)ITGp|#MlncTFHmXKU^l0m*#*ZS z>W2(r;xODlLVRS}b-!lu7|k?uD?tqSU0uh&Vj1kPBm-qK9x|aU=E~i&2NlfHPHUf6 zm0ydqoXVVKr_TifEi}>O0*Z8miZSLGI}YTCwvzjbxHZ;gKj-?2vX3UVWwhH}P`qsK zuC?vITkU(>S-c&$!!Xe;Jo6>x{Ui++PeLJ0{HL;<_vm3T(+vF>Qk zd*OMBAW)Vp?U`>WV>y#s)HkhVK!b9YJH|5da|}2w!#~RS1<%;hKKlhNLHRS<==!HL z0G4A7Eu@jDkOaHg9S}!jgwdtG_L?)MZ9~K}VQ&-&$JD5*Mj#B~tCT0PIr6a}7Ar_I zXpj&W@(PC85kw=3f+g+ggjgjLMB;YHIP=j7h|!u)R_xQhV?aZROl)FWc4ns_R*s6X zxJzC_hsFJ!%P>m+n-GOmktiB5K#tF0BXe-c8(rFlm#<-6FV(n451Nfc2UraY`}iAT zDl=6($`J@PAx%6^LYmUlV>6qH!ZDx_W7YYEA+wV*@7$ztHyjThbU03$G>&EHdrvGR z$G*y0tCR2B4=B?TMYhn>l&DN)pY$h~R+esEjj7N9W+@`SF`$Aq3M0O9Op?JG1ulpczVWD2 zS?zS(XiUw2cpdQ(KsdvqLj+0h&Bov zuYv}GoJuDD23N6)lD70UVr^@}w%VIJ9*>%sxaJ7=2-lXLWD146o=ar7&h6QdSPDg257u75NX@6Rj(CONxP!x$2Hx7N#TW^!vVH#|W zU|l90F{IYLsur!Zoy{AS@5MxiXiHn&*MwJAFlOWnp=_Zal7 zr#=j#i5s{N574`F-eXYs|GA+eXHyqD^Ja@h%15 z*T%}MBftub;3fB#ghYm;-xd%haE=T+zyeuL3Jad(B6e9CejF45?88U}%ZQaB zC;3V7XPU*!&^X)K6(V9NjhYyFoFN+X217pP3|UVjXpP#oZXUhR z0^s{(k{r5^NG_O?napG-Pa2MWb)72*YZI=>sZNutPA^NB6qR(!Qodr{YH`w& zOC$?@$Pz{R)$eng-AmEtOi)5C=AZ)PP(mG0234#<1~PDfdwbmIu$Hk#f7Vx77Y*D0 z=Dji6osRUhiJMzY8&A`kwgjiYT|(oATGWD7ZaGig+;{hs)hqKMonXyj`4BO(M^xf= zbFF5cbuPSm`gMwh-M@lz(L&ETz@E#Hn08QH8miDX@EjHH=SW(|FY0*MFwR=$&4|$I zwvmyAH_LG!EYs#TFuL`6auZ5m3cqN#yJrY8oK~3282;&WpVF2zjd`*kcHf(BO$_>g zlFhvC^}$h`@GJ_7;q0nV0!E7)h|53~>EgyXxPcCNoI~qWYj4W^h2yh(twfcU*MJG~ z_DP%k$Sg;g%U}N6n9sbAx*`V7MU9C>f-I3*?upNTuGoC{f*1p$iagtg^qVRFo$0!6 zb7sSZ@L>OG#pp8KRkO;RJv-v->MB$?*ii}9L3-_COnYl!UlK#hOXN1PJ)?IAZ5biDCeGf+o)cmi#f-t;q!d#ucyUX?-Q_$NZRGD@1!vMc0ebVCe zYJm%M00p+_23qwka*++J@67=aAo0_q9`)$h$0D*`?NR~1ML6ocZ&cLUc*a`AoyVok zwHbuBby@;~)TQl?+i;8oP9OzJAWXn^@zA|xUoW%;DF_k2 zl^H#KUs8qNz_nS;lpp>m$kee?)e&20z1aJ09RkPz{na1pjRQUK!y>5v*XnFshVZso`Y_%ffDAD?5&6a5(E_Do(6`>79Pw4{!Ro|AR4A2CS+h3Zcxop zSs_8+2g+NjjiAafi=AwktjWyLxuDW5omOZLRQSvc=85?c%?+v_VGIiUQOJuSA#XSU z0(hMej>8ZZ%03uj0t^`kjiF>TV8+!R+l>tY7T^_1$EL8?#1NVj5?7*GS{K^Q8KxmE zS|A&?;ROAi^F3emEsMy^TThWs39biYU6QnTSPO#1ndt}9sabu}*sMR@Gp=V(KA;PrcjKv~C03a^P zT}ug{85&P5{v(9lVm=BF^ZC^-O4tWB0v(DVh8@K)x*B^7owZyAnN3lxxggVtnB#ei z!QGG0BnbKmlp=l}=sDsVaN=ulorDcF;H(r2LZmLTJ2ul zsN>d!iajC(P%0QGPLP11qaFDpK-S_KrrSW)jmE%XsL_H9CFCZAAeTtkOiWmY;h_mS zURPKJMPkJaPTu!fo+xo-G*;0^o?rTnB#VLGK{*^bZU*TEp-b-NILO03_=5gHN)|c? zJ&pwJMU-t&;XA^kJQ@T}f=yB0#!)JSO-7{!SsFh!&n!0oWg7MZR9dFl^c6VqL>zt~ zQY<8RAS6zl$3vz9dx)hml3851i60_SMvetrLY+sxrBrp6XPH+?t^-2dC0+tyCGw?9 zhT{<;W)iNBQie^+4IpqZCMu$w-KgTJWajUICT0{S+)ZZld_Wd(=06G~ch-$A?nITD zrm1P=mYD~+6F9)VOvS$1DP)#eg4qx=+{Zo1_mCY)~))Ylao(;NzMUWNluV*Mef zOX34eGN)G62oydiNW4`7NT(^r<6ss{|nb zlOE!eQXNVDkFlkWmy(1edL5P`C)1z4+RgFA&8g21O$p6n)X_U3?+PJuQY0<`K!B-8?IBR6{gV@sYYs(xcQ_JbgOoSa@LN}>opo}-5H zB!@mwzK+$cren$#Y)c{RjOi*L3G1*@V6htO@BE$1;KHf(%Ah7ihSA~8{es6zYsNn0 zYyK#R86DIi-K0|LZL*~_YN~*i*CP6lfuauVB^1OJXoI?>yvpl1 zMGb9pC?>$l6Ffedc<$ z-mBYnmEvktVwU3LR;NKcEp9~a$h`>J+|Bf!oUiuMGfi6Of-d?Vr09+=*l0|%b}hz& zEwi{n>yE7}!0y>{&THPsm{Fv`>F1bfB+CM*-M%cR3a^0*XYm>@M>v2CByZq0Mrbi_ z;qn8}x?PveMPh&1g;kZ>QNurqFZ)i60_2L# zoo?#NFSFFI$KG$qwp#XS(jL11ZGixARtyoe^ezGau7E0B%&sH=9m>8&2E?fX1TQc1 z@~l2&Vn49ziDK?#aPZ=aM46i6DV7AU3aruwt!-#;8(Qv(ns8gWFbt=!4A1bypu{iW z@Zf!AJF#x-;=iA~kaATpHAY3Q(0&u><=L z{b6wy6Yf56aV2~)+A%IiI4*ULh6)=*8t)evr-&RI>aXQd9XBo}ZZ;;mI(-6L|wo-KkW524_O zvb;JkKk!38uq%g5?umx~uW5j((Vn6hJMBE%YVeg~J%hw6=VRT)4lcKqE@uHRzpyX= zGQjlJ>4sV{$1YNg?GxGWG6QiCKXW2SGcwKvHGk`+UNaLLur{|C@j{|ybh2WsWZ;tX z&YHs(qx0%f+pETy2R|+gk1@Z-GHC2`2Dx$W;BhM_%s=ndE)VoB7PLY0=}GJ{{Msl( zXXP(EG}#WaF*9>BGwN7gMKnLE=P3G>-CF3A)inAkj5d$lP1Auc$pB`VL z^r^0cN@pTVcZALIS)ZwMN$7MOU>NZFmzym9I1hWfD3ukZ>H%mJ} zvZ*t~@!1+k13Rz-J%qS4G+T3r6n1lsC&qKY%4&+Y2w!tXPpjRf9Cn(%_>jaBKLP{#{z%@99P4K=fJjs zQ*!#znSx(kg`}&4({)-GRL+ibC|h`Nn}c7TbB6O7hA_aM$)D-9q+jlXG(4LZ_U()# zga!q+E64QFZrm&ddUf+_jDJ-cHF`-XItHn5Qtqjb139J(IgwLLLAH02GxU=ChyBub z{)+ZnxJBc^$F-hzG($r)X1Sy?T@ejn6aPzuw z3ioi!IXcV0B1pp`&;Xy6K|6${IqsR}GaS>jDcg;AKANQP z_y&RhcV|qk@?AQn|G1`aI*dxd3ShR&fYVYhMSP38zBBZFpSr7!1zceHRbRD-(Z!=K zV^}yc5m8Pg!**=r`YJidSYxtDiu6bzZ$W+Xu)lS&QwW7vcw8$xJDe&#(1SD-gXx6> zTjwk~@PjmHc))PC)`91&UN59CI%YrBRdw%N@Hi+je-D+If5d*ny| zhNPdy79NwjkIm&X4?ELQV`pvBEB!Dx-WUvd)02t~F9R}bwnQ^U)jzcB7jo81`M~4J z!MA!eHZoBak*e2v+Jkjmvc1P=ayh_#NszSZf!%L|eBQe`$z!;j>w`SVgFVPYKG;J( z$b%&cq2V)4CN2Wa?`r3d4P{LC70&ebPUy!~eun6H&~Lszvah!jdf0^i=#D<=n>R6> ze(E0#KroOXVcD-=y$<3cwTWTFh6^{5lBkSgMPp?2w$vCiX-}T(RqpFu-D=Q(s~)0a)B{)}36YuAz=zb4CO zv~1h6+1%E>o40G$y~EPZ4V-v!<77W%>4l4VbLY>YJMXn@Oorpvv1iwAd*GB_2oLtk z_|T)rUKS}D9Ir8A`Hvytvm!~#ButhnUG_{_lm9WC&{{HyCzxUhN+_a+GHREklwyh* zr=Ut}D#WtlYK_;!ZEE5-EsI%_NHQ8)4ECnR+4k7Sx*~mSP&O`5_I@xQlJoo@jrKFuwx(}L{V5+6R znr@2bCY^ZF&p@CMOi)1vfnlmC2&IWitqHNxsvLG+L!i^O2y^kntU?rVM0w;n5yib! z1WX@&_90U3+zvN#oElgs*`_4=<%O&QR>cVZ;UESc6fTZsX!ezXL{-jSLV)Xp~g-?y{3=~k3SRr(l zXs}@^7X9{H)FuFNDtJJjCY`0yqAq1n(+8jGR6p89b#bRkuQ2wbgY> zgjMEQ`$^GOzw*IVSGYojaS@V>T!l9vFXM3)ABP;PlBWtOo>J@x_?I3$>eA+%7I zTp}(p-Ho)Mv#t${>CZslS~`aFU+_oe4wlx?w;<@RXVM72?rqeoHzoT~U8iTLR~>cf*3_0|hJ$uCem z*$Ej3$C94RqG1kO<4W>V%}K=(K^ZgPrV{x7F}ASELa7<&tA&vfky1oioX0vdC-J6#VSLk#pHe zS`ZZ?^yIoV;}(goVtXrKeKW+MH5a<=3ez$0npcv@q&f_EzylU=fJ#=EysnAUGD3RH zy78-hd7}t1dRfxPPBv0xyewzYh|@*?an^Bf{0V~OI7iZMGpH(Kpva8sT5crOEm@uI zI%=!PMKZFgu#2Z&=oyy~{ni(q>D(#3wA>sfmq-mYPAb6{J%x%5#pS(@@`OWT7q98M z*-auzwyU-WaNr#N@Ue+!Ox}S&Lwk{}n?$D5UW=UXi}P)180(9Y`w}j{gyWA&%-C7~ z{+B2L_GyC-XxdXPm_z7LZ8`i(840GPg0b!GZ1Ymp3!`Yl6b|8>8_87D-LoGsY^99< z3FuEs_e&yfRuJ1tB|(D=$U!a*h-2(%ch%U&+QYHBbj$&NG@}xgShS?8+nwz__Q)eq zaz&VY%*cWf%JnrI!W8Bc`?LiAnl*uSmUT)g0QZ!RUt?1t zcpc`D^9NVQy4&*Q!jQyso;5rdttiF;X-@Q632jz3J-0XHZWHlV?6%8T64bBBQo7r1 zt?OQz-u1q86LHMl3_QRG{-^;05a56W#GBv;fLkx<&18_2ntkrY8+=v0>dEe;viey` z!mt6r0&&*X*zh>Qj)BI|F3*PctXN0Y3-5e& zSPj{R`LPHY4LvN4#*WdAv%+P4I;~yeYugMB7R-$GdFCcKSp+IkreFO?ANa#D>>c)m zUs~S}u!27{(+nCAVBlQ;m-I&ol5mCl?XkgZZ~IbR()m&LrBUt)mOY*@&rV|+_`?t2 zK`!zG36SL2#FVC*0_-u988K&OM?OD;fS4a<<}`n5wV@qtMtYFvx}uF{A|eycyeDy9@yrr{8q|= z`N^CNRh;kqgUulTcTTEsPUlJwp5&pa8i^gGVG(2?oUD#GBCwNwuQ+ILNrG?O!VTWQ zCj+bRXsE0Dq6PW?l&=KIPHiOM0Tf^X%+4Q5LH|TB)Fgn&=*`IlW?#CmeIPF4p6nzl z4yMYe{QN8Z)DL0U&;1tfV&+KxkOK0=%>Gyo|1L!LAR~fgfXrmBo>FhN1W=v`umDM~ z^rDR(>VgcLO)eq{9oWGaXuts`u-qzeSUhky-cU9`Ol+K`4&6i#+l@AkCI*l1>r8ME z_3fip@BvuBAGiSq0r9Uyt==Sy?l>X`@$QRy(C>h7*2=H_f`SOu@8dr1{B%tTmoS^O zDa<5~f-tq_`F491`t{EZQ#v7_Lo-sW!aNP!ZU;rk*H zP%tqQ3uNOqQ4~GV@ZwPv11xeJ59OY)|MX}pe#Z(a&w^yp^J>u+;pqTz4js&}RYb@z zV1yjna7tuv_=>9;hlUt+XBB{P_oj}cFfzy#>LbJPHl~pp#m*Y5;{hze$9!xReq|(u zOb2nS9QV%d?rsNdFh1Hbv&c^f&#wsAFBI*O6yuKxPx03ZEFeS19MJ4D96%KoOjWdS z7PZQ%63HOL5Eo~Kw=gI#W{0cTEj2c>EE1qB%i=~14!LYk+)^wAZ|MTVQ8*@Y0gw?U zTLbz3k`L4PM<(hGCHL*S*5E>9BrNUnmd*qzK$>Vk|z2x8mhw(SMWK7Yz855 z9p}eC+6Nli3*zQyCwbESVxjy5uM;ox6E`t{II}YcEX+&`sfG$fx&j=-!W9Ej*|v}> zn{73%GTOjU3<;DU67XeAgk@eN=omvd_b-A1&H)fW2Fl<<%Rm)0R2A0X0lSJg!{RId z<}#Gd$|B>cdQc}6A7n5Jtu|mFca_sj}zf2KIQZADyKeE2DZK_|HkqwEc7&EQMLdy zL{^hEThlcS^gs)#Azj8nA+#(=hC(a!LRFz1g6gy^=MiB=`-(~@x?xQO8maebfiZmqtgE8TY)y%U=M~*T* zE=r{oGu6{dM-d;hR3D#^%?jg7Wk4);heuRFSI|k@&a^Jl)EvM8cK+g44ixAAY%b22 zRW{R*kQ`Ko#t8w+AS-|sHSyC=Wx!7tVGTOQ0Uxk8(+o>YbT>q@HPRJ3I#TKw6_+TL z;3Rc<&h=AG<5Dqozn%yzJk?$)Dqh4B$Ixq3LE=bpLI=I`2bok=g91t^1^r%i9@TRi zW|b5>v)7vNGwV+k`%x8&C9Hm=H1kLx_iR|_qF9a9FK{MjZpAelsUT-1L5bDb_F<_S zbP>AE*Z{5!+F=}$>YRX;sJNmW_7p!yMH+lz5oiG52J9PDMmgI=? zV&{`SHG3cn(P zE;Q!aEL+WV9Tf7-r8!L*r^wBWqV9YT4B-OBNdu2!d8!s7mhdtYZ}oO>YxSp)^0Zb? zG{J&%C5TK@a~4r{HNoK;ZYEimm8xrX_cu#Tl3JGZ3|ScLR9;g||NthIl>Lp#}mQ zjsg1y7J5TsF&*V#1IGvXE_$UGdp+(OT2+9EB73E@Zs+zMu{0mSH|50FOId{}XWNkLvhIM@dP;qM|SzQ)#t&OVI*QxSCAJ9pES!E4hvI;%-wSG2RpSXlvMpU@M zHph!o>5z6M7>+ZzT{aklrDkef>_vS;j!XD={~&ln_(rioZ2y>}xD$Q zT|!~oQB~bffNt31rlC@J_*H+HD2d`?jq)hNSA0+NMVPYK#KHk&pdF0(f({pP6IXHF zw{hbaw_w(T@>hyu1y{hBbeW1C*lFma41`TQ&y8@>UDGdaLEnUky6lSK=ZL)i&$6}4JMbJn1b>hxDz8H!(7ijB2> zt2k$B8J7o?suC1skM)C4Pk#f@mo?{vMl`(6*Nhn~XqB0eNTj!n_O~3+^~$w0pmFK2 z`IEreHlhU3v^m9ox>1X07~L5-(pjAext){xl@0(%<9UUbw2^P>Ki>8w&NFUxjd}xb z6bqX0%I_O8*?Se*6d4*c9h#}Y3E--=3mpI^JTbVFB*89a{4oRS6YUnr`ffriAd1!cz8f^ckPg~ zi+8D+nw@Rwsa0uwZnD+dF%_(FaT+C`X}C#0YZ`DEpusw<$GWU7R-qSKW0O)TK_n|0 z5ZG2$*uRV~X@jX*wQu79Ok15%Tfd?DgcnnutJ?2YqEQ$ptNTmw zuCx{ax_SvZti2i=td~~L8m)ypLPUpw%%OJwqUu&`g&s_IuIW0X?V6U^RJ!SRa@SXJ zBUi+=jdFjh5=bTi06`jR(?nFl-?U2}Rg2;8wSXNc(j?L$i-=4@DbBne)g? zw8^35vdfmg1DUC3qHdiUz=J5NrJ8ZtXP&cKaSlAI7e;y;9Jk9aw1z^$FBuy|D~N@- zZ%3JwDQ~bTZ`7iFFR`A-90z+k|`(<-EamRt9<7un@bH*#lS`&N6 zNmiMK^<_LrL<(v3*!ux<7Bp~g#40$4>{~2OUEQF3#H1Wuxm-5-dyxP8)uAY=x8PC2 ze2m_9qM7wRV2|1bY%~Hx*h2qMB2r7&VK8H9fGcjL3g~Rvb>qigJibTXN3*jTZI-N z0hD~ROZ`gjkY4MXIeX`LR^48K7buG`%bPm2X}x+N08SVug%^{ycM^XX=LeUmpY2g^ z)f}Lsq1fF#paI&qm+*T{F=L&*{_yA>N(9eaM$aSnKhLzpxt-f*`5t&a9|m3A3-E(B z+HpM^(Ak$o5NYRtoGwg=A562-k(slbcABiHoVl72 zzKP`Zx;cEr*{363TmqTl;l3sRo^;FGzIw(7%zgdWBju)Kdtp8P;|V&T0~+PA_t*s= z6p>DylwtXJ?QFNWrI$ny$RFoo%~D29x|R*UB4NZgd^>bBkb#5GQ4g|`OFub6=J*B^ZCsG9`F$aw*~(jE=Iz`AI^*N%M_pG{Z_4~!tvjM z9>&3`&|w@PT_NubtNi@WGrxTqm*>G9egT4?z<~t$?c1j>pTdO;^&J$5P#-vO=FCmJ zD9_=+ee~9O{0NdGH*VqoN}4^=#4qW8mz=EL* z7!W1OX4TQ9Oq)7=3iT)(Hc_iuy}Dp3)~#3BoTJM1>A4tT%bGp=G%4D(Y@>Pw+ji~P zxOD5*mdhh6^^r+ID%XK{UX++3Tr+Awc%bTxwG5y4A*Ye$af3IFWg%1lBjL0y*Lx>3T zsZal%K;xMs5=kikoy1attB|?+O02Fp@`&tUg&kIG zv(6T)fCO9rL?aos$1rJSW~?0ZBsNe+Q(3l{%@T`g((#Z`v6{)nHNAhI!r+1_7L@1$#Uc{b!@X0rycNaQpP=Apw z^w36(P7F>ys-8;TL7gJ_DZ-&9{IH;Z;B$y?;T1#B&*B>F z(K4Q6tFuNc4K<0!CaYs@JuVw{)><l$mn z-KGt_Ty{yO+-L5KX21Ua+nhCUhBGiX){KLmo**sU@WL^F6mi5PUjxoH^(cz5LXA4Q zQ9}9u-NTTD5xq09$)cl5pgf+o?DETxKU|T8H$|?|egZAR>H-iTm9&jb8wF(39wyc6 zT~BWvmRiV{$n%hMEf0NNIEG1m^ON%HLos3>)nZrxIL#FFKTZop0kFS#3(l91BI}j6|ILoDQYo^()t$I$R#%a z%#hDpeF25w~9h2Hkpw|)UofCl8oH3|qF#NkPCA8}v< zJA%3yMvi0`%%H_gxIz9v>Vt{;4x~tTsP2^9> zzyY*^OCYi6mOx6t5|8Mi9y*gLz7&=)w|3H%Mv;ojtm!nEDbt+Ng$6W;fltvAgE5TZ z8-D@Yl}K|M%#?4b(XbL4)s?QO%7%{TBxfAu7%w`$3ts8;pWpr#Kt4j}o$)Xr;wGXK z2O@HI`IOu~(^Ij2-UFec^HV}DM@bPvDj%4nSjE1hu?R*?AM#*bo?JIk6h^Ld7ai0% zDm9UYF-jj8LV!m<$_535)OSu?%x0GYOuW3bF)=kJF`qcvs0l>@q1CAtsfZ1mUhx|^ zb**j9LW$f`qO(tl!BmoR4yLhT47CVMHj#>@F_!PRS9F7pu zc9mc23@gCK`cAfhT@1%!#xj|k}#w@-1d@Fw0Q@M9Iavqn1uju3}*U65MuVBvaUmNBS zhRV4jn`)Uv3Cz|B)({~HRPaUo%wW%HEJH#$2Ln#rqSM+)(QJYL6%u>-=wh~3S8s`Q z)FupL?WuUh)oXF4KW&v}*rj_qF3mQ5OhzEDO~~o;&HcccFC-_KUi2zwZtCXbCqsFU zVzov*!fRFqzmCg*_HyOioZo(u8IpAkXg@Ef=0D}59>+%ZWZ|4p^Zd6wgtha4@x0I( zW>ljVDYl{N(O?Jjg9Z+;6{1@t;uOXEL%d9pN?rTm#xzlj^9FUZHqGfUdD`CuXG${; zzT37)UbcC7rC2C8)y>TktD$?&`)L;#NseD|;HTAGcNNOWVP`w7K{!ALav~@j z5V6sd9&;NM+3m#`nKjt#Gf(^3*Os<_+>Bpz!A6esgK4`PQr8o6VIVHe(u}!%^!g3ydT-J9 zYi|)1@rQQXz^1mvCwMb>%asF2t89L$#lugHYT6b;HLK=(RLSWYaeQN|fS>ipZS5Mt z@6Q?r`8h9H}5*C}aC|^3;$I<}Z)`bDI|tnBz!2*I@M!dZH(7-ccUg zb`kq^bV)}@sfSVNac%w~d2c2u{6G#JWnsKGJRqoh3*cK*u?k-SeI5paW0!)xCw5zO zZ_W2CR3tCSM;ored@`76F(6}Xp#Tct069{3+oUeDKp0C!TaVEKg|L0><9%BKFW(@3 z;vfzp$8qKt9JWS<>bEcb<9;P)a^fW?b0S`X^H}51a;isc`Uh7D$R5;id2wiYa|Iro z=N$xCfN-{Rp*J4}NOWDsVCZmIsFzsgflrGBR~PttLgyau#SggiD!@ltR#Ac{C|ozD zD>0Z;#D^AMA$-mxi8^R}g;0Yw*e*FJiaJIA1C$_C%`gUW5iL_tYD9P%KK2b`AOX?x z7+atUPdH>zNQG2b9Dyes_7jX;h(}-ee&1ycV`yb%h-KqY537WKfT(|Nm|t)xhnF{3 zu4EyWgl1z_W^g7S35af!)ex))a{zL5gD4ZJcZf`PD2%cY7Bo2;2s-r;A&Zaz93oO7 z@@_*h7PJIBl^9$$)`C~}b+IBeU$KHo#EGe>7{_OWwSj{!CXpyc148wRbkRjZ=ofca zi{A1L*dPuoP+_~+i(2wr-uFIIc#Oo6WaB3s@B@?LfQ;++g@_k8g5!+yXI7PiU@ymp zhJuaPKn+Q`jhNSSBLr9qp=_QfS@rP$4*b`L`Z0~=@gEr>4|le7YnVy-k%1aGZPUgM zm9QbYH-ah>kyjCrLopQwd5H;0ENz)JA=Z#~8B7nEksd;k71<@I*q4KO6ws6-P=XC2 zX&Qv_8Yfv{y2y(zX-D`nN5Lq5!-$1fXqh?5Kg7X)I~j&P`A*{ijo~1a_*azR&{zBC zhDy1V^U#g_g>CrZf7_TbFs7U-pvt%=1bT8+R)&IO4*E5e@@Q-gN~diIq14a~5*nMM z2WR&np;sww<%n!aDP|tJn!c$IE@Vm*#bwuMIVW0eZn&Zt1Y!NSmN2Rqc)6C)NuzVg z6z8z1+2ftrBcn&eoiN7#qe>bUAwY^n>Z-1)cB)#QK*$PCN*HA#8{EW3upxz*Iuz2E zrK&KQ-}gRyqYeK_95~sZ!a;>(DvVu-reG*#J?U$}R)+L&P!xfPsmUI6TBodujjp+r z8p@{|s;8QBfVt^rN!foMih-F_IrY$$iZg+ylwOX?9v%dh5K1`cg!z$A8Vym^lB>b1ssI&OS_r~A zti`H7%xam%v4vrpg=4A?WNM~{7p-bKK-Iclz@8GW)WDN*#sR65R z5er1od4kg!1EKn`5nGpbi#!Z_7L}%h4!f~u!2qp_v4g9zf18nyA)c_&0!t{YLS}@n zK?zl%i;SzX#X1}^JF_mUtou25m`kS68m-I7jND+Y;zbW(CJ#Rwd5mO_Zbr24kh+w^ zuWy(Q66%NL`m`CUISU~l?2430iInH~F%^VgjG`U&I&5HzugL~F@llm!%eyQJVN1cb zj8Uprajr|%%az}v1K8oR6+uk+fqj4Eyo9I44RAMc^A;d+%xOQ|mkZ`D~8*-M>ILAO!i zx5d)K$aB3McB;iUvFqCutU7+^d$Ho6zD8Vd3czrTiIN^=zbE?}tg#wWI0iWSt8%x5 zAE&bY3%~;GKgb#!o=e7_Nx%h6tq5G2*m?~NtisinN%PR4cKp0|`oWh64}ILn6MDN1 zaiL53$DorRQVYToY_*Lj9|pA^^1-zux~<%5m3Sqn;TpnEi!tl~O9NXM&3OP?hr@I0 zBH%m!Bzn72qv~5j+%kw4w0+pZ`ABVtf?uITV5_IX38<9NcF6*bv>p_P^}xxV zTopUq6hh&TzeS^R%M=dX7Deoww}r}S;iIYe!?pYru`J83%ETB6(rX7i4zLBTF~3Lg zgT?$9RoolXaFUK8Ej77uXWY!sOohmy(_^eA{JX|%T%g)K5_6(oay-X$d~CG~faGld z&=UL%?~Klc+|IkXyVFL&>1@dK__V(J!RKf(m($233}*g}!lk#op*O)71JyKFweFF$ z?@VT#Y*~#l%1d!*N5REr5ya8+*Uofdz-7uWw$Uej79u^;L|W2_EsAm{4wP^X47~u5 z2^=-O7SiVc$*eD9s=sPtnVieN)BL%HXR~MuK+{^(15;L47Jt}kw%K+kXtmyX~*%oZE8<++S_a&)^Q(-B0e&n&`&d5Tv}XceDeIK_O1uctzKj#}4ea zLjdj+dHtzmLF9{Z*m+ynQBzucOR<<{-)sTj@}04bJ>|tGePf^i7bblNFvV>F0WkgL zyU5G{9Mu0g+RY5%L!G9nEkHTzjL&$jr%MfD23M?0a~z&u?l9LFlMVdG$znQM5VZ5(CH z=IuAssjb>MtFvU-rgP%Ku}v|09>H^6dGjFXAx`Lqe&~sQ;^GdQD{gtB{=riXYohFH(#&M)=F&>xibw5r4%^h$X8C25_pXiIUJt;# zu7h6ahF;={?x*5@=)j%s>mKfro_>pSrjf23$n!m)C>31X-yiwvtkntq*4bF}ljT5ra<8-f`GflZ>DWE^P#^B^fzFl(5b}Jn zVG~2af&~c>Dn!`O;X{ZK6A(mLU;%@O88vR?xPW3ukRe5mboi0vNt7u$vN^YkjY^m? zWzHmdj^<6AIdzf@QApfRph1NW{i)69&q5h?E@j%(=~Jj4Uq*e1G2(#(TZ|bKr_QT7 zalp130|vIMy0KfoeofofZCYk=<;Im(*RC{cd97`u*O#7Ny?) z@il7mBu}nK4Kg*%nKfsA*7+Gc(4j-myLT_&Y1FApuNK`JH0jl)LA!fK&9i6H`RYxU zT+jF8!;w+z(MaoAnoF*`>;lXhzvzkQ#CZGyr?7ewqi#mVFoP$%dAQS2 zGta<-$HyN*D=jr5V=HYQ*IG039wg_v?MZk}!*QO<7PCw-YO<;4G}DSZE+2533zNC% z%9N4D>2|cONhCqrZpYi)flV|jd?awLmY9g{}S&CEJYUm8t0mOVnh?o%;dyT zO&xEWEi@lt%V$U~mt-$GPXsG4tCq zXT=g%+n#CjwcE-~wlidwl})sI>`WlfrUWH$l^8DV2qS#;B`JnNAF|h9f)N_HV1!Y6 zG*X5qRVrbKBX;Uw0uP{&tF_$9xGhpkb?a0TQ>_cI6#oK@n-n91R@^i#!)!`&IlHah zAKkIp<{O6;*4Wl=9u2nDnq2p@d8C{&8<%%1I<;o8J#E|Qyal&RmaUArv!9(*cW7nj zq>~*Q5O9jW1{amsY>B1PFCwzjt~7yj@^yP||BV)AI6aPK50`(ynY)4{Ma?A@rIF4DS=Sz2S?72$Nw*3>n0zJQ9+O;$aUDsT$`*6G4$xfQh1CRQ3+csR@g&K~i@_I2$qoEsWnm;OTTZ zEZVGVS^Bs~YkGq;{PC!0^@tT5203-M3f}&Goes<#Q|#=RVfqKz9ynF zeya2fH%^wKceulTRlAy;fM-kL36P9n++{I)nZRGp13bt`R=bvVuAkwGXt9dbmL8ZI zIYQ@tytCuFka4;*X7m}`#3jz`ltOV5DnQm_13HChpBPGyB=6+sOqkkK|I`zoQ?;i) zp?XyT$Zln%Nm#4n1MvYk+L1CC_~{s zhE}z%)f#P;;#(p5j94KPIF@BBv23%ojQ*9Q9UbFFgLW>GS~HChL@Y*Yle6CVhDyQG zjbZ3mN9tzxblJ!zGE6F&AEkqUC(P4(X2Jl|LIsg@)2f4LND!r}B*3+;34keEbulof0aXh9{8drBu-V`Nio?q2F=Imt+CT-24BkAMV^ zyw1!U+U+YZ{|cV$gr=nJqSmhv+nEpQ>R0K_M`0xU*l1FgRy3CH>B5`Qn*uW(`n8!n z;DCU1(xkxuxiH`w|59eEG}5WJt#C}**5;@dBEk`#Fr4k25>Ecf0lH-e1P-za8JM`M zA?DO5)xi!0OsEhdLUD>!Jh^bVH7_Njhvj^8C9B03NgyNNgtMDDU_enK}}bgfLG?4eL3q{E~f*ui@*v_7=Y%TAbU`)HL#j# zqU<{(1lrL~354f-&q{oc+S?w@jsWzT-7iH=JOZ7h1 zy)*(iWA|uq|C|MLr$h5Kkh=?ypIZ1OVfK$|>E`XHpmv-waXGjDg;bkA#oE`-r?zwc zbGFHCP!IsOI%q&If@HW;?HI8G7Hte^l$8c}T7Uw;jn=fPb#e^tOE@0-TqX@BnU-xJ z=sKNa`*wrJef4aqU&FtK+qba4GfgpxB|N%k=i*v&R<>ZtaexzijPM9AN#&ku{Dw}y z?>M1OV9u1sCu+>hQ)&VhSxBHaIP*=}InUQp=gt3o+DyU98j8Ju`t13)Ayx$hEam{Y zFn#I{*)zNos?e=3x0QWyC^xvV`+dW>G9CB$lYTdFPnSH@za(ATfBg0~;q34Q-zItQ z>bWet|E@Pp=6iZqR-KL$T${Z-yswA+Yj|wgXLdUMOcXHS(>jmM_d)RdRUUefj2{0G z>AdG>yZ_A7Khh&4xUm>`le&f=vA9S#hnSG7YcxkY5#IwodjmdLdWRSzKJ3z!FTydj zv#;l4yYAX6xZ9QKE4gJcvb!4^Y9Og7(Z1dw4E0K{=_0%0BRCKopmZoa^P@h)qZ#M( zsXGxW2N6I4u?S|ftpsZdBdo9{1i=3Dzib1*&C4@O!552R2Bvd>hA_aW`>Jun69_QaIB=79Iq_y7Mfv^T1wnmspdG!GMw7 z|HzhXn5#^yDe8Gqr!)XMOlQ2DCD_zn8I58xyWOlmjE|kP=!ycsU@nH~$mP;-r&iA3rfFT3k5 z?E8#9>Yt0d2ECK3Mf@Km+rUOFI5Lt%fBeCl>K}I)N6_G}F7(8ZphW@cMUntTjSwe` zK>!Cx02Hc7i>yd;kb#TbNRI4CkF3aIlOdym4~C?+bGW=+R2Vt)KYPkWpG(PT|C_u- zAqWPrm^CoQ26TX<^Tc;^9C}M73H-fqu!qWt#%B}^HuRr6$`ySa8nx@C*(?O{Bsn z#J^j-HkX7+o7+r1;geSE!j5=7pZv*sOGDp#2YVn&dWgn-JIZN{D5dl`^V+Pv0>@rc zzJXjz@L)Sqb31foOLZ){*f=@DDk*pzmeClDZfFzAn1_4poPEST5S&Vz|8dK=oQ=5D zuVG6bm|%bexJv;sLWsl)iu_2AlmWl|OHOcvaX<%jSj-vQMw=?Eg3HIuxQ1|0OvP-> zayXvJ+{mC}!psCf(cHYwoU_ja&23xIPdo>Q1PQC~Le*3**8IKNB+4}0hH#+9*?b4+ zf``GlELTIj-Q285v>D(G&W?&c;xrw1Fgza=5+6$-uXN7WxHxLCsO;#S>-<2eOh@jN zM3ehX^+P!t;6g=7Q24OI2DH$HV9&k;Of0%(rgIRZs-R3!oeez#Ahgm zVn|apZPQ}V5y312$+SrE+zEx;#k#D;o**TbT#K^OMF@?yJ53Y@|1eLKz)*TKL)P2| zX`DuTc!v)S(J!4wYA7bHDZaC;ua8>J-ty!Bos{fsSmbO&lrCY8|$1nPexNg9${{I(yqtf2D`le9hRLK!PRO z94XmUTiEmS$DLBxfs8}u;~B0z$BEs}e@q838qNgLBi^*HiZdp7poZu~DK@fBz%4B9 z{7xf1(qKS_V5kNg`%e9uOPF|DsCYdDAP5wa0XQfFRal30pikWe&~X3<#jFvt{5bO? zDW|ojGp&ZFM4)UK(`tA)ZuQoxjaul1UaFm5Uhr04|G?T}$lmOwhH%(gN0?KK97d6l zP}efwoC^W8Ra>%R+qR`J^v#JposdAQ1Yf|teA`gI?a+ax&1p=BVVStkZ}5g{s0L>+ z-RX_q6IRnF*48P;UhB=??d4uA=7p`5({o+dh=2f@ZL=}vOtdX4G)`kRUSl=})c1v7 ze0>m^eLV+|%ta_e{pE)5{Zf1Q&<-8ZO3kSO|E9w@yt1ctU=kLcoe8r1df>RcO7Aqz z5e_U1=FLyLSPhZN4b_#XKmy~CNJ5+lC%v@c+QnUT z2p8fTWFaQyA*Na%Cs+-C}2U=I?a`IrUnQ^i}u+ zP1k*6^<`sj?&dUh<2PooL6y8X4heDEGY7z9{oUgZ6<7|X#xJ!MK*VLk9iZ~NRTg&P zB^9;rnhch8WGIFM&@LGW}V(?XqILf zpytw)wsH=@p?248_GYABV{i`V+WKe&Wr{jhmDOD5MitTDt7<;B%^&$>PYsGme&Q=$ujnZ9dmJSBBtC@7j=!|w* zu`6or&7Z3%tV{T+r29VF?Io|$LBecEkB zhKT0tiiY0(Nx#7EhIGgVcwh$yDC~_uPn$)6zf2D0@ZHFku`98q#S-A>zH7|x>(K`7 zBxc@W7=~bAW-G?t($3!0#&Fc$a1MXwt&L2tWeBHcuo3^c+s;NRC^JrfcY1 zJJ;mew3#ryhUL93%0^nZ{|w>j<-sQH3!*Ise z?9k>Gdovbeo8YR=HKzMbPb6>Y4Zc9NZKt0`t+7Bt&Xuv(FTgB<<(CjRd8-+a6`Xh zXWsDBP4pyIVrLkJOV4zLU-;GLQdwvPhnEFj*wTrY_`>`$R^C5?&~LLv^;B=;mt=LQ z8fSJgb&&|}$tiBu|8z|q7mOTt)Y`N=Oa5Ub)j@-kQQ9UNl& z@>aJz=}bS}CEj}`c65gSdrd#>Ee(8!hxmv;{4L$u z0!?@P`|WV{_>WiPRTp`FD)D49d2@#Gpj3HoaMYLg{9BJGnRhsvAK^##YMlQ^tPg9R zC+nYQ_5^ZKcYtD}2jHM_;M1paXZ4w2O4w|7XqA@41^3o5{c>TJ+CnFDaV+?mX1tEp z#Ef{4R9sI4|0n}EKn|&?5wa9gS)D$35YuPR<>CMLDdye@*Xe~1hGF3Qy>E1dpY#pi zbcH{B!{^faM|_LF0H8L_(6fAQ3ju&w)NUZbf(8#FtdwB^!-ftYLX0SJBE^apFJjE7 zaU;i$9zSMW6$2#6jxko1wCDiAB5T&TaeE1KCQX?3ZsN?T)84yx*Y3e{hwRz2p+t`& zO-d9Q)22?5bxS8Tox7?+pJHuVtXQyMQ@>7i2X8FdvSx$21FP05+p6iRZH-%uX*ziK z?%s3zwd&KNSknO=+jgv9s%@_-J(_i~)~$`@Lf+anYPZUjxpw7>xhrSR-VD3*CR%j1 zcW@9S|KP}m%>o4vT^~rW5&;4kaMqz42ksj0-oAfR3od+k;^M}QV-32LG4sfgJ425i zj2HFl)~{c;rG2~hYTmzBbLNZ}ckR`=%i1n$J^S|V*|&Nxt5y8=+#Fq?onU|Jl>Yw% zc+qMB5?G*tDTN>qLJKlTkU|GS7@>p{Qh4Bi6{d8Ke+)>JzySxy;F3!-w7^6G$ zl-1TeMGS6{2DzNZL&1E7YXtrcE)tFF6hlwgCuCbST*!xCGpu@td^(yE^870H*El1(PnXQD|})mc;u`DBsl9+^&VH=|i>1=UnHTEfF6Qr|jdshUcX8;oV2S+*voyaa;`XmO6_%{%hQkP&|goU`8o z2hc_v4Qr^f4sL}WYN(}1=6O2mcjA#+|6Z!{ zt;*`ssx}>Udye2&a(~NWT~VG{bB&>|z=A!{gI$wdw%H!(c{W2F<_e($4umLeiQ&Ms zjkPUyp|Z9ddcN8NrasKD=@ zBNgPg-vO$Bph@L|Hs{QA`Ozs zKpz29jOm!;rnSK3OJnK^kJh5N#igZoXM$H-q=KfNk%>uo2}-!;m9U;Y14x1a*j0uC z8qYBWdI;N@WGUGI9?+thZl)2XF3ZG3u6hAq_hH29p)eeOfW`%nRjL&7hS z?7@!=tadnSiLT__`DyGE^2}-bnH^G)F*uai* z=p!#Z>|o&50w&a{u3SEHA-qobFB&Ovg+FvlRMZrmx=`+2aLHL@|B&I8UwY0ROL5a+ z3PwvJZl-!i^o$CtL9tA6&rHOuU1{L(kPp!YP~}h=JJ)eM+@K?j$^(uW6@|t|eT#@} z%Esm5D4jWCr&B^3ntQwlpHLYJ#paBA8Axm0%$zAEXrNS`t zFdtclD!%NTxq_M0czFXZ(is@#gh~}6BEwCcW6L~-!jvZ(W-OtLo<6rJoz2(+V{-ag z_OwII6n;lE-H-=udPf^Llw+Ol1Y;QcD#n)8b5Zw9H9{Go^`5QK?FMu!9B%P(T9q<|H8k^)KOKCN_=wFu6u0tV^XKQfoIF7Fq?VY#JE8 zW*Dw#MD9{`*(zI{Vx(C%Cv#=>XE1DG-O6kapxSw2Rif&hsJ=rME?I;O7ST@R`PHxU zL{wnUIM^34#<0!R=63t}PwGsEvE*@VsUVBTRf#7V8g@o9hT&oN%_oqVrO#$Tk;wNQ z(!`&=XlP4OwcOE`B zXQ$%I;2!g^kyn%Zls1LS9SbIxnYx@Y7W$Gc)wM3Vj$|fhR<9eM^KQ7pORw4K5G`R1 z-3Ny`t}U~7I&M{=Go};apt+a682b*S-eHb)l*4%DkjFa$d<`Rc=?#JHIq9giPX+Si2OY7>Q=MuKuUr_f|5#PdXMOXUulN%;2W=_fkRR0Kdg%>Gw(xCL z^rIs`>BV2Zv6kI6;+G`q$vVe5JjsR_Ab_S-@9o`i_j8i*O=4I*bC!? zN;N>9iN$rbzM8(OFv{Fw=8P(|FC37fddJaiWg zsTE~F&i-|Vn#BufI0fFpOXd^~!1=O-~uL`1IFQ7M4&rR;BG)#8NJLiPy;3k z7RHU=g0UB4jbL|(pktMwsifc^t)N7um*NgqH6)($YDf5*A1i8ey;@p)oQegg_tH6yrol9~(&FYJ3tzaENZT!xhd1DrKEc z=mRr2Kx{k&0t|o#5#Zn**5MS1SzS+M$O*E>GCTe0xIuB48 z;3rDh(1b^OZBHn!q$yh1L!sQOMO3WaTnoP9O}e5B=0Yo2)Ge-j+h6ovA2|-K<1{^%f)tAvD8_J&>&LfSa(ERxs_OzE)QHhh> zW8CSbG1XrSg@w3qg&0m|&EV4BSY>UhGEFMN+KCZTO}3&d5@#&xBv0NTF2WB`7G-lf=TIW0 zFrvm&Vgz*>&@*mjNl>L#8XZ=~R(67?e>h?P5MNkU-)c}{M;I9bq-B!b1hr*d-neB$ z6jvF5-3={6Kz>mS*XW zS!q^I>6c)uK#qE#N*|?O3i_r*(O?axSS}0$kOHZY=H#v-Coc}A zi4ALtE$OimWhVGyla|4)!B~xnDVSzNm1=3VR;!M6>32%&whD-{fYK^>l2~5jfvm(f zMw>mrCqBr7FVKLuLPT-h#azZM}jj6N3lL|4c~V5Cr7U|n7ik!phJr_W66Kn;zEqF{VD z!)~I_Zq6!1)#|O%+U@PCF!X9J;H)d=?2syJCI~CC0&R0Hn{LM_yKY12|ILty8yl&L4BX9J;Wl4TvWwWW~V4+6wxI%=LFM#p=})gkT~KK5(d z0cwwcg*m5OxbExXtS;mN z|0wuu&@L&_7G=*StFj(t58@haU2WA)#M4IY@nY%J5-+#T7}k_2dNKsl-il1oRJ5sS z)_LEIQRmo(pES+u$U=t-!K3~aUZE-?J`R(gHWj9xuiWOHcZ6nl#95-gmp4V2z(E-6 zP$Co%uF_Gq; zp3BDSWzEMhi0=8oN{IDl%%ZN%&8+VEA}G+V&BpHQ!mjJ?>d)ft?&_{D=I|#BEe}H{ zQYONaD(y-|tI`#*Mi?*hBCql;ue2UU9CEcbG@0nF(1?NoYW*?A)()kO>=>P-WBw!d7Nu z3UJ{TFiJ+?%2L>=V5}Tgg9DGssJzhxGfxFynpWHpy&mG?b+FRBhs&C9Ai12ZqT-0H z7%if%>KdsHXM!ojungbA4974p_At;6?JeW-4iDuH6D<(SfX@x_COz?wg{71NND?b? z)G~1sf9WuP#59U)Ml|pAQg3cxu{WyeK9GY0EI=2JYePT)ZGdq)lHo(f5nrm%gM}0P z4d&YdQ)wn39Q&;V&hbEX+TGsqJ<5qQZHh`-&CJyx2`Pf z!Z5r-Egx$xnq@FOS5)s$1W_G0!{O<|4q}jlIAqgK0?t_ zLlBo1e}ohjua?xE=QkJiA{@06kBtJrhEi88a6d%XHH1_9M^u-@Oi^_>T(>>w13$<> zvstY~WSeo>$mJx=07Hi}yw?(a69L;1V5`u(2#({j?|lhkr!ru7sF__GXkOdVTluXL z0d5;X=FEZmEjri>5X20xwptmDu7}9iuCSF_y=94B1_Fy;GV|DcBrd&gv z?##(rkJ{d8^P&yg_G-6wi@(Axyh4ntc5Ksjjq7sn^6n$(_>O;qj{Bl41n~e|4Rk*e zbw83&pXXCkh*2MRmX3`CJb(h!3Uf2Bl9Q!$7f4rQh)l`A{}osDILHG(@YF*Hp;v#% z004zlh_QK>o7&p1hwf{}v@amT_g={Ne5YaF*;fM!gI0acSm<+9MU}^K${D(g`uR0y zB*S~9LyU4b$}%)#Qx@Z*9Qrsk!A&@YUpR)}S)E=s2b)|>o}$#O%FCH@X8|V-Cg&DWBL z1B^jG_yU!4YY{{9a1*zIIQM_}Nf}&sIIIJAkK;qQRJM^!JI2t?1fBH~@Airzp?n7#ZR@;9ho_z&wGSaVL&@`G%!&5uru0d-@D1ZQEXR1PxAd&X zvaR2;57%~$`+Cp&{El-%Hw5{x7tprzk8oRG)+{@-dnZFY00;Pkv{U=GIvMz(7u$i|?m_e8|H`GKk9fknnq0I(?w`XuuvMI|Il{wmO>gr=x19Lsa^# zUS>@cPdY;`#9E23Jj>@I%s(eCueQy*c+KBD|IXjEPTTm;+rH12!Zif>lt0omdlZsu zZP_e6vnzxGJbN?r13UNvkxzYgcD2%e{7k>c~EU%|@j-M|FlR2LwpZUN71PJQ6 zEBF(cQTg+UHmo)ff5Bk9_9snf-=zQp6sVhY3_K9Q0}D*28Qoz7z>E$Umf*nz12~oN7gwYLaoOBWI$r@y1qK z8c4^LSn9@>Vrp7ark$M32`Hg_|DsR67)500LJVnaN-C0mlnSdbu_CLht%k{kEKsyk z^Q^N#feX$!<1DN$zx?70&ph=c>@dR^`x8(=WufLV1SH!IQOi_Il+n;uvraTdx1(*h zN-f2$w+A@zryK;x@g+S;MIDvYQcWE#wa{3bF49wFi(wU4F+1P@1kfRe2J+H7?lS8z zQ@}D>*DD1c27~blnV_hg525{Rad99dV^qo(5F>msK?NsVut94dd~rett6}OscQ}N{ zL~jpb3d3MjJkiB&-082~YonEMp)Hr{@<*zSWXYLf_RVG8RfVNBdn8L^n69Hm+{OcluRP=GtiuM zKI{`%WVvDhLuFO&oS|b&m9^`PW{%QJoz^YWbNs1(YwW+B-HvU0~PD$hHhvwij>!fkn{m=GZ8Uq8O=`?o06{zO}5@+Gw*ia9eK0_4aRY zKOC3bbj7crQElnB+D=Ig?FPntwjz=-*74dN=`Ni?CN*-s?`8U#2;d z@OK_RXG9{ADjHTN+~4Q!?5m#yii^{1y24nFV)fC2PJ2JTlt0~(DI zlrW8>s$)OQyzPLQfuGj8(>~5DiZk80La|Wtu>BB4a7sZ5v|wZED&JSJ$KvEb4m$TbE+DuT($-#hkqsop36 zSd#e^`!ZQd|5HY13<)evs^a$VLs{? z9Fsv1l&C})D=}C@c300a`tEmpW0$_n=|ngpPmU#99xTRk$4`W8k8@gCANjblKn_xn zurOr!2BFA6F>;ZJ&}bhKjOik#)(9#Ykry>9 z2cj9$|7aNA(B?^8=#pxR$XNp7obV*lPbUsTB`lF5MgD1(9d)Zn@zf#@t5r`Y-BVdr z0^S+fiZQqPv#tRpS@hNvy^$F-EeK6$TNYXvlvUPdk$5OXy(iH@95NCXWsF8iTiQX8 zRurXxBmyjxHTUh*RF~{&O-nuN@n;_)ibr~sl=t)1sJ<39 zvW0ZGpRw(3iA?0)5-`X~7A{T~a9r%n)~B$9vU;TJA-qKiyWIuQ5yQz{)3q0>;YHDS zci52unYSgcn@Wx($5nOd3!Ky~(7_&b)`xs|gjZGYIrB>uTV&B0xp=T0apd1*2m{f2 zMUpH8ypsZZkXfJ8Clecd&OvjfOb}KcW6=`Xo?$q{8ul<@M7`lhfLJkufT$@-912sM z_|+#41tAStQ5qixqll65u6a$`(;}j0sx5)g?l)!Tl+=Mrjty<(VGn29qsY5`|F*N` zArIdw8{4P6X$)>kiIZlhRj1r>DM!i~1Pq`(4YF=fvb@9rK?sefdtrW(xm^ME$joYO zrbpCF*OI7+t5*aOUm48kkC2G0WsQ(K8WIeLs8vAaY@+Mhc$HyfF&R{Jlc5u>*OXYL z8qdH}h`;>|uX)wXe-}vllRx38X|b z6o{R2^EBL zR51y4l?h*n>JH8s}#kwX^sm+^cVlQ@-F&8VpXAH+hO=-{#m0T)h*whZ28r1t!ciZ0Gb z;3_Mw;w->Ib^;_BhQS3<53UU2BB~)ivY{ZJVJM2hy7DQh;_V^G|Eb`NhvKG!Y5=1%5%oN&~14rfH`vt}*%l8^baQ2CDT`J#^czHrz0!1_|F4sfh%j4gxc zCu!K={@xEcye|FXaO|v&{er~}?{H|wU3Jy3JA(-WrHebu=Wmf-b}%i3PcXj z-V{&)%M1cBreHEBhe|}?63}lXapfeC^2`gqEQYJPpZ(>v=AD% z@aTT-w7d`zqz?>x?X&nm46#qxA|nAR1Gr=b4IfDB$`KDu{{s%?P!8!Z9pBOH(6Ma( zu-M{mRu15n2r(CDZco2Wd#+ zV8@M$=XgG^<$kd&bg$EFj^{EV7Y0M;gzp%Q(ZiT=XR0t7qmt-60qLMG8+pz8tP&Bp zksGCs6NC)`4q!6IPg1bXGfK)j+7KRLvD3 z7qg^>HWEZ~at7y(APW-T0L@x9Vkd16oYd=zTH+u(|DrK(gd&`QK`zoHszHr*Xd-F^ z0{g58L#7o(QuJ1W^b{*(;EDxZ5%na~-@0KIS;Q8cr4~WRCi7*_YOg1=0w@=2dWJH? zDvM@Fjnw8u3VY5e6KN12;Tfe;3q3(PsWKEi!5XhJE3JA> zCAl&~4NXcev7;^BQtaSzJ>zqx-p-Wh(rAE%9upwC_;MKh5(t+ilk@rsM1S%(?I}JEt@|yAl!hU=OIW6dYmL#?ms%vr!^Nw(La0}^jTULK6cRi^6gZ&_KT1>>s5QGbZB1b6`BMSLKqEFKO&k8a8efQ#BWIWL&VqnSSsGYbYg3c8&6j zQ+qOHx8f5p46=ywWihKbm9nyI)@FB2XMgr*sj^9Zwr6|Rkf@ckh_-00b$F51c(HU3 zN{kaY0ccojJI3@fz?N&D<7%;1{mO27vp2TLw7Iyqfaq~Ot{`1zvzMMpZSyri*yt*j zY48}QZvB<;KqFzTMPcW?NHf46vz|Cfh*_*$`45~$K?&2Tx8EnGFjYqfVa7QuSo6MK~yiW7xC zODTzmMtWxj0ZO1)?(~;7kF5-@B-l1U^fz!X!ps~om=umd-*<82H}S$mV5#Yf`qi+g z=oTuW2e2Vbb&mt2BKTKgZ&fu*lX6FOS2qn5Ub9gVZF3WCBZgrtFoGpIokDprucxS3?I>jsX)l7m?-iL zci;j!VlUGm`_8If|A>v{iEcL{Z{e74OT_W|)fomEj`7Ms^A{x|0$}bf7CSYLAPf|= zhjKGGO?cFflJMdbR2V9_<2s^5L$Z>6@Lr)p766wb>X;`9+2uHG36pT6FRPRjYAHiH zIYSJUUD+vNS;lIZmRH(Ik=JOeRhMIWm)!soAVCsR3l4B>lH?RE?Ngeec{Y@JnZK@? z>kz1qdO6nhlzy6P4q&z_BLVc1Kef5Az~qk!uPS&l7YuTl-1nTt_-{L=BeqJ8P4RE# z87pLmx*$Z4_c$W9dI4R6fB9KQBTRA=x`Gkej+F4iST`i$s!`9RPBxb{cU5)-SbZ;( z^!(J);OIA5|2B_CS$3CFSaD934@06%+Qm>>8$XMsKid-^0ZV0?w2^iW3_%i7yJ^dC z0Dw7I(!+?=k~EYWscTE9hx*xyy0&*aIjY!bX#0Suc>&^PKO+-_)+h-1WpxIQu`6zz zyLwR1Sz)n=F~#K1szGul@SQOZaQ`V8=y{Cesw3|CA)aWuKMt)?_7_7YuPgW!OlJ3X zPkJ~St~EmR?jo;OHF8_xtFY=rg~S;m@}fWav8AW6Bs=GzP&pYRd`fIFTFj(5n}(w< zh(UX$v9+{&7{je~4(5Ox_dpVAS`rw66LLCe#+3VH!?&Ti18y6)?LoJBTgFdg#mUio z@26d}|9Bp%DMV=VMw=T^#h6Dpv_qXpG9MAT>sh)L5H$r2ob3v`8_z=sl`_41GnE{j zyP>~rp}tS`jeT)P>!^Znp@K~&vLwvR)dE!Yco^)Wy-gKWNfi`&#G=*rDm3{jM9`DN zgoORNqd^+yI*d<#CioO6HGb%Wol_dc@`ds?V+cPJ*@D zi8K>Pa3#WB+&7o#V=j79g7gO5DnxM3Eu{4Nd`%>qW?xtMWZ2$2LByEx#r7R5rFB~U z-O)iC)8k(54SvHBzQc{z!#kX&Mcfb&ff3MP*s#McHQq8v-QqEx@H76^BZ%X*|7Oa< zSBLltbg(Mj!Q{{4Iz?ChjanXH2pIEY-mKrZ@Jf&()FiDjbDDw(;|}_t7Wv8zFZ3}F zak<>-3(v8=9&+&{kVx4mrTxC^gv#;jB^VZFg$=@fV*_nobj?nlh@2vvU2L&$+Kt9R?d<+s}_@}v!gh5|0Y$6vz60i z)sjh_Ds?E)t5{3BYPAd1S*~0(otmx66_wLgdm~GpOj$Bpwx2+~+WZREr_Z26iw>PB*RY^>Z>e6L zOPJ8Jm(d=@+w-yQ+j-aO9hR%I@5yLK3m;DWbEe~&iYGUYyt(twkD^PTPQAKy>VpP} zio`wAbwuF9iyu$Eym|212Z>Lgo{#(Y@cHc7%mJT) z@g?Zq91J$-;Dd9x0f`|L8iEKTXp}%e0tRuY(MctRDB_40b>K)o|M;Y6&x$Oz=;Deg z#+c7Q1(9gujX370hS=E(Y zMBS20E4Jh!C{#ewE7fL7HMS@6l=&5(!u*9-wEF$eGsO)?61t^Jq|3xcp zegjG}#~yqjh~Rq-9%vwh;4(YJ`%I@W$JaiT^07_~N}V#+c%a z1j*~~zW@hpBZvZ16lB2=iS*C_puiK@FiYA*(~}fmDU6g~9%W0GSaNLYQ(SiGrB+~~ zCe@fInx&^`=*DdVz9FGTnG{)L?cwQ}ZoL-qK2$LT!bX zt5EX=DQTZ@7K&%Gl6H$&qYlIAYAff0nQ^bo*3`$30Vj1^y0qFTqgh*uoZO?$4cc+k zeS+)Wd|wwzD7^wp?BK&1%N`$xFRS<-gLo3)w2((z?X}-#>tKB0X6~RH6_$G;BP9%w zK)Vi`|SR{OZ!3u-_DUo4k2*GJpX|?6S2e<7w=S1L-|Ri z$7nxhrcfhaRq~%Fqa2pXEStsX_H6;(jXQ6>NtaYOtK64uk)gF`pF{&%4PvbrD(K3L zIpcDwQBwx#*usJG_urL@+b1&d3Qw73Q(wE7RCE!k0hUH(%}blqEW?&zz`{2#1C;=o zLz?5v>JiV$1S;^>w-TB#Jkc3MCji$SVG-_yhKr$lvZJ^fx@SHEikuE5H=hJ)OLIVM z5a&8)h;zYV0PG@NMNFr=CO$-Uu8U&p_*Ek(TJeflbcn*TXgepeVHFQSKndp2Cnhzi zcojRIREz?q2;v4&UJ=>IrZ*?+jR|LC!P(RDRKfMl1^-S#J5%|F@d^y0!Zm$rnwgy8 zjbsRlQ`oB?&+-?UP(3X+#X-gY0vNaB+`=`ZLg3d{<_zIvf=p(Cj4CDgw*9rmPJ3J% zC^pzZ=GaX+v_g(_GGW4A;)*0%bM2t_HHGe!E?N596&&UQADiB8<26~(ELmeeCj!ei3J(CDPc zpk{jZbE9o?u}C>iiF#$RSD5FjEQ_i5yoLS z1(vC71vZrAWN6sJNB#|mFP%INC`=O+uzYQPXaA~OCR8>k46-zR8NHFN zCboteQ9|-ey3i?4efm@2?2lBzndK~xYRaUFhN-%Is&u7e%<$-{6NvDYugrr?!_9CI zS`F{w`0&;I5HYO$F+_gI%3cPgA)A3Pg#RA`VXkxCKmeobkze&nJGs*JoOZ1ue+Nw9 z8|ChbU&JC`53;T+fKOw#(1l?)hS)6q1hVz(3Q``Mr^rf{jdnSpW$%dD18R@6>+6P! zRSXzGikLT#dc`m(n#Vh`>3y$IO)Faa+DwsFfBWlM0|l5T`i1v;(4RbI2{#S|tX0)Uy4H9}f(bBYA^a2iW zfD(W&CNx3Jk}8b0skARBXaf#r$N!S3gPKWGBVMSc2H7gMn0Cc0ewacp3RLdxNoZaX z@g1RpmmIhD6{bO@NsCKCSB5!jbBnfaOGBnJEqQ)safVWD=};lZ2BZ5EjV^Qn=4UsT zsh~OYnbXW&6@~&lEd&qZj%8i&&iURoj8G2$GcIU$t`B?GrW^ch%`_O?tbVZ29PEok zPEQ2Wl$MvHAMLtGNBrU#PuN?r2yxlP0E`QR2R;jR7*V6qjd1kJpiX6(rFqy(2n}|u zNj&TFT@a{b@+_`Z9F<+mqStC7=xNC(?644pket~Jtjjd2Jb`;^=FV-IlY^YCscgwP zZZdB;$Q%gvn%Nqpn=V2ztN-Vi^4z&pH=5af9`-;Y6p$b$vd}Yc8otNw_|CfzBh&|e z_j^KMrBELRKlp%mwa)~Hkii#ka6u=$LVcJ+8W;hE&>_I#2RQ&k5f$WnLqrgsXsEJD;D=#^eXM0kX! zXA}Zx1ZRPg$9Rlq2LGJn2MOl~eUJtWH#(YU5GAM(sAqaMGI61|Iu@sbFi2@B7&|jq zFbTkU3*kG!a}*_4D2c%okHtJDrF*OdWWC2Uz}G%CHheS(Yo?(l^5+)ICp4A?f8Hj2 zj3g(bWj&`+4cf;UG)F$N1%5*&e*EWLT*n+*rzxvpY*v?TROdj*(H74~W#C6k$Wedz zXLjc{e$nNBeFK2il^$+32=w6z>aksjvw)1KAP-_WZXgNjggFiBH`4Ee;IE%Cxi!L~Nu9%Ajc3@W2icQ2J zsMiu?6ch2&ga5X0d(DGc$TJnH^kXO%Y)l7GuVzQBQH9qR7O+5DYcdQvr*lE$g}e3& zLgh-_*hoZIbRXq~+qW5E7+V?SQf7E$e%KtufgJ0{Q>w8Ut+j@*Fm26o7|)kn^S43% zSbx$6UGeIR`FB*v5eaK3QpdI#0Lhh9M=QB7Zf3b$l7ffy$Q;>7kL0IR3b~NB z(vXArkauSvE@YA7wJi%mRv@{N5!eUw;RbHN2ZeWDfiRLJd6KBPcpRvbAvk%J_mbdr z5USUcH&T-~X_Gnmg0#7tS2UYkv~jwV0K8aFffW_AcNi4Ll((T41T}=ecPCLfm3UN@ zVG?53SaKt_g<&yEb~sZJ1sFlIQDm8wPbhz&f))f77;0%*#I}wFRE;=8Ztxh7XGlwr zAcuN$9BXJO+m~#piKxbHHj>(XaDOC@dfblUO_F*A(XPL^B zc>kLtiJbXweE^zn&<3FiaF0hJ^o4<`nWCWR1}fPGB6%)Qpf0hw05!;)6d_l)nWMF+ zn>N~`vs0r81Ec}ddJQI6LP2}UshkqDG`VL|ycU(9Af1tvVKG-0*LfJ(xs`9pN%ChJ zd=j33@i48Cm0*#LuGCV~7ZWZvVm!Ex*ojKoGoN8rmxh@f_o+)rrVHq|mwY*EdYDv$ zAfURiZS?6tpOBb_3SABQOAksohEs^iv^b6<34>4}6p5h=f;k!rA!gN~f(M#y&;}9W z2Aio(C8?sQx_DR+1}!R*X@CfcZ~@<>5Fh8GC4r+lnyWf_SGL-#K?-sTwtBPUA^$j- z5C@O|p4JUgfowhKMt6cIX`?=iflyF6WtNd-7WF*Vd8J87dn1ORE5#PA@ugrYrf)hX zE(I#3k%epemfpH2yy2#X0;kVcsB~JVWhP?>#Gm~sp!HfSj}QsEa2T&ZsD48* zQ+|tjD~;-qiBossg+rmhp_a;sn0b+#nmL{7sUI4uqY9cODqj@h27;EVsA>jSUo;st^3Yt2g_zwKGn&>O{aOtO|i7K|y;+AxtMiJetHuL_o$ca_(_4Or~XJnrEwTo17){_pRv+ZumB6D;2j_|W(`Xn4-28j zk{}YQRXFr4M1-*$+g=^pp?$yyA{w%!`gkMjswk_XtE!Tvc(UhG1235nz6rDzk+V8` zll#!Kq({5FyCXJxIw*01v@?`On-H&;BzIAAOIw6d<1$UgGF1j-^jbbttCmi9wcV;v z0&2Eum||fX7+#3IV$(m&aWO<;ZDVq^@QR>GX9|YW8u4iy0))3QwV2cq34^e={F-zn zH*WoCp!v&W1&dT@*oV#mLXqGZe;B#cHMtYH9&lEX^YL~TOCgtvZ~vW3aG%SWA3AW7 z7qT8$A)|=8CrQGny1FXq23W9ojL-!okZ3eoyuCXwpLe@Cn!7$b!#YeNv)h}%IjkNc zldl(hM=C$dnNobjP-PLl#x=dvOSQ!}w&IJm=^K~{x>EYNC)D@7>WRH)Avazsdsvyh zZ|k1#dv(JgzcFRF^}Co0EFF8hDSa!b2HAfB8^D5c#RZ(WX*V5<%fQp&zz{5%n2Ifo zlS7?z!Qqv`oBFvUdtM*vAnzrzA4rOzXu_$R24WxvX27a`KnJ7fqG_x@s04X-u;RvM#y9zE8e__* zefqb%!Y}K>17HxpJHxEp%Ch*%vi#B{;fn|+ z!?M%EIXD12=t!$^#3`jd!3>SJ1!S4w#7~^eMK{GG)y&IWa!VD);ENTrcg?xbeoYM( zUTC%6TE=~gZKwna21_?}!^ev1RGomOd@HYkdC#^|&;Olq&;E!@0L#y&;Lqv?&<`9e z-ZjuRbS;Rik=gRs+@jE(JCbRDa3L&Tq=?uc=mru!(HzL47k#oQyU83KiX0sV7X8T~ zt;w5=1!s^5HNY;m474lF()r-hFrC`&BDBEjMKrwtEpY`fVHT~WG`{@HGu3@oYK6{d zRHvlO*Yj#o?5-? zjoPYx;uUcYGkQBI4KPF75Dhll+Q-wl9i=~gjy)sP=n34)X4FTG)IeUiq=9Tu(cDIn z)U0vOxs?l6p(#lHNm{*qOy-|kr_bO0)%=Hc3t7+ANU&%fn8QG3){!0U4GRbwLVY}4 zbnO|vWY-aTx%$1|bI{+NBj6f}nx4pkgm%$6o7Bm|lw}j^du4Ft1(HKdd`4c>n_tNX2FwS%SnpLzYcb zCT8Ju59O636s72>+j(^BZ<*wOJ8r#>rT@VGzF$pk)HgD`@kmpi3rn7+Vq4s!6cgY4 z3USLCDHDhJEQiZspx!;tXT}}t48PINzqA($Ydznb!MIIjpnw<&qR#vS;HoKT|1RjIh~bs}i4soXhF<6+t>_zm@Cbh{@<0QU zuF90I=^C%`uB^MC{_zhX;{GD?@ZwewF#y?6GhVY9kFn~ko+lqQ8#hBHm(iV{*xw8Mxnj>x53vX}@@9+-~@pPcV7>)&EzzDE=@j9IG8~^#5 ze%c-n@}!S~t=)^EemW`mdPN_vEYG~Z>{?qwCp15hT80)6w3Z81wYtCSQ?3j1Py!|3 z2=$-{!ru+N;jT>9k9Ct{Ry{HZwB3Tj{NDXDN4M0_4K~o8_MAcO*MpE$oqq>x#|(_W zp@3|@j`ng3kmWw#=MM|I;LigD$l&n^e*-Lm4A3$Zv3##pKvanUF-PD)f&~p8M3_e5 zLWT_;K4fUdjUS2?EncM9#{Z!iGg!jVxk!f&7Ay?KoJ5&Y<;s;FMZTodhUCmNjBX%E zut4Wdo;`j31R7N6P@+YR9^Ki&(LQ}moj!#c_31u-l`cVUG(AL&t~LI0s%`F}+}^adnQJVe4f@R30t!S4}79)vJL2`8iw!a**?Fhf2z z)MnHYg$0G!yuGRv-%VoEA6zog14EypCYOf%0cQ!O;TQgh9$ zVpxSJ1WK3-u~zQVYp=le46L!t4pVFxVTNg}P(va6E*C*TyDrer7G?A`+1l&o8UUzS zY&l6~1BJHlF3ZIk-grv}xVvs)uhYo5TlKbFlF=>G<(g}5m};E4#gyrEl}*sPXxlDW zVTT2;Kx2;$FaHu{`-5e~cl%(GMK|1~H;p-J#5doC%*e5#mvkhl$BwWF@=2LGVlv<*#gH;!DW9YxN-4## zBasUbIKWMfvE=egkE06ns*Oh`xnz^Ya_i)yR*6AnqS^!sfdS_6#y33kY=uvq`)Vwc z%!UC}F~$x(l(@?vWz^Bc24%FcO<$=_mv;bwXVOh&GsRQmZo4JaQFlv57*wURZ)@#p z<2tunm7A5;(S&iv8RedRR<=fmF`HPuZ_~E#V=sKA+4rE0wm$oGA<)`T7SGo20m~g% zlu*nS_y59jEj$-Pb~oo-M0!7;!;N@XbP@D>?Uhkq)$`@oqJM{c-4Bg;6l33x+yLp{ zm>O>Qq={!@n0MYGcB2X@t2iT(5(dc0W#^0P_+#ny3Hf>Jug4zEl(Y9~d+v2&c_^8$ z=*Bn0ao+haqI-Vj&!FoP22t;ZvkbGQ?{<{w%ruQnHeKeST66j*Kv>)+Z<)A-t-f}v z-;9QAxoFkdz5@!c(M3~ktB$Q)6D{f3%~yLP)*~|EI1(Cb5RjnHYn}zIz`+79_o>z( zIuQy}EUrN%bkOA@WG()ji(Hx0Q0IgwMAH>fbfYsw={~oR)2+^l_`-s}hBQTpWh7u} zIR8=_urRPTR8e@oo0#uVBD~?L0VWcg7$a&hfbVfHdeie*_1ZW`I@XaWaIzyC;xtF^ z#S8)Dql;Z`mb0C$k7(4v%=@sz81Hx|6Q;0V)0753r18&zP-_nWtA;@VLXcRm5!Kh6 zk&M`oEpP^Gq-7GQo3OPFgK)DT*>rW6NDf06AQTo3b!ngkiDwX|5S$7Lrz^t+P8XqA zka@(lxEd~wgb>Q14lN`(AXYPTL&WChinvXINCb&0x)+L`IL>i;gdz|_CrH}BFotoY zVYq`>@5Tr`F@lkdB&otjp5z8JlB6a#7ytn>X2+Ag5sqGxBS96q&^E%Xp>*uyPyY@u zr)~ri6oVvWp#)>dqD{s+Knv7s=$A_4MDl)vq9mmF#~cAljcNnrWG=EcEYZM9lybWy z*(B&lNbW{fuB=tua;2;J&@z(s*-m))Ho{#tl{^ws5VPI`AHoIhg}SiZfhKgJX4(*0 z($wL&LeWDEnd_R_L~FXZxmJQ4addsiB01&i#FS{!oUlu$?sgPB-oevgJPPCQ?m1Y9 zwV|IUp^^X&Fi?hS%%BGaSye>VSjtw`WansE9UY3jv;c*%2N*y$0*M#&p+cjk<*1=1 zL&1-JW>6zdrK?W*vy|>{r7$&(JOD6{#Z;$jZbK@uZlN|&HgIgx*=cvU7XQkhvJ_Ra zfsS2>I-lw+=awRLYIe~BRjvk3g)5X#D2nMqWd87%;T>ywz`EXLR<1)AN^5*Q$5#5b zHC}#bQC#P`-x{&RC3wy2OLlZmeg2hp^BnA8`AP>fzC>bUq!<(~mVoA2woH$O>^?M1 zJ;_?w!yh(NM8CI+x6E;~K8Z^<5K|wVWwbFHO)YUQ+S;YnpIQQl`PrX}6`- z{{#R40aT-Z&aG~+TJ@R*-pVyOl}>E6(>_s|?}82tYILYt)D*s^fPB-gcDa=yUBRMR z;FXV=rE{NgRR}}Sa%O_qyWX;5C=`%@uYB3H2R`?C4rxRB1xQse)+p- zleEN~0WR#o0LxdBq*Jg7#`H}5Dv~y|p$cNC!l%V>21b;C02Kx?$Cd(FsA!le2~BmZ z#}WftTUNx}yY=-*43{fp!#BdnOKDGQ$k;-1xF}s(d$dMU?Hn64Joc4Jf!rKjz(cq7 zhz=)z`-)DTO*^1$GER?++-0xIG9pA^+$?zI=R#M@RXvq;W&>vOBs0tf0;}bI*}`0q zmvEsVFJ7?P=B;AL69;eRoZW2AvLb>HgV;kTB=K-PuglMSFp-A@y>WwJ5x^>-7Bj& zN7B!+$Dm}EvrOkB)Nx(no-lR+GMkHXK+$3t%MZu4fu#L_hM2@;=j*L<_HvXn+aIqK z%k7yOJdVssyyy)x3yfQ-pnR85fKY_5P@rqrO|}HaZObf-H*6Ybo(tVunR9NlwOZ(J zQ+Q%NhFjc!2ri*>Ro)XeRCvJ|J_rtxo)4kuM8&ho@%rk^oA@=fMcN?pkvrrhNGf^m z8CGDFbGo0rtHKx1IpCKUzY1-bx$i%X^C%$pCe5?D(YewARq%t=P7%6>i7tKaBW2ey zV8c16?vu`P?;O$p-ifWJ$Dx294)d^}DY%Z>LY*CL)c@()pcKi-v!@L+YUi;Xo3^Nd z2Lae5TDh9B`7&Wyj|$?Ayb}#mx(lTWp-AY2TClt{vA25*JZO#)$;TIYH0!1X1_|Xp*K48NECckv-@Hhf}=~5r`9Ez1DL*Gf)v6 z;RBASJ(R#b-P669;Jw~6ESEbTCuzCj(?TqqIW;h>Py<6ANvr`NLj*Xr1VF#;8w%>P zzU!l&?Atyyl*6D{1*WS*op6gfY#BINx;@In@HrXGvLit>F`md6@YAEEV*@z2f@&b8 zT$sO(vOmkXsQeo{AA5~S%mk=uJ9%Tf+Zv!u3jZLe=_FbSoCCTIs0pP9j2mE+z#H3} z{a6p^u%NDy6sVEFVX&EDnk7t9yb*M~rz%0w+qV?Fk6{w8|7a#y*t~8z!Gp6rSct)V zs~jHWoIjhKAOy4`+&Cwih}gRbxKcE^g2HlC2`TJ7n5aVI0lrY%G)~jPdtyi6agr|d zLQiWFcBB|P_<)iOj47_@kOplt@&qNi+^b(m%2rluWe0v|$_ASi9K*MO1kWU8s~x z$&^z$6;u2VV(A3H!#m#?H@fM&Tw*HzVE+#%yP#KO59p|m7UVKte2qb1s$h(!VKhN~ zL%|eerpgmb=~x`ek-=w##%~E13o$Rv$);@7Mk3_KZhRtd3WOXPM{+Vple;ucOGn>p z5;AhfEW|W03^h;#HN(Uw;I*#484ZKoX!I{u%toD1GpDtoKJ{6hJ(g~W5)f= zkOPzoyTph-psT&qP)BfZtS(;p7>WG#dQF4A+_)NBX3r(iG^l zBoS$I78602<4{Q+lVcyP#nR~ z+QF9%)zFul!Y*X65QRs;5}wBV)ds`ID@@TDRn~c$(Jr#bHu!=n$T`D=RwiJABRGN^ zb%M%-0?fRCfD9;{K*OC7QlBHzBSqKKOwuJ~QaSuS+H4E)lhSzIi7#~vC?%PUydHfu z6EEe>o#0ZTh>LE>lotbq;Y8C`;gznb3&gN31HvWav@Nx>$>>y+Y=8$_8is5jSi%F! z|4^z{`6X}@&-N@&I5PzT;ScsC&tihgyMP<{jE_$3MO*YTVDy_z9W(v3rmyt3Pz5*} zsv*hYgK7*Sh&$B-MgOL1ipvMx14(dI&VkjnVj@|62zQzY3q7ZbD2dyf5nWxFcx;%D zNWKsK(0!UmG7>(634^q~LS=>9xP8ofl-6bygKN!JBhXtMT>>ZY+ZV`z9zC`0JJ)nY zSAJO6c5TRAqt^wH%>{T(HGx-;#Mcq4T(jsofMv}uyKAk9`FR8X>@OKqni|lZCU!%MS$sJVSli2f~iS z;~=BT$xGE1oxPl_Qc(DUxEX4pXF*j@U=JE+ATMiZ5E1W_QJ=-(-B9zD{XN8F{$j63>+XRMN20j!MiRA9EU2iP%k?*fW}D6~e*U@$g+kb=l-asV(b-F&@fUs;NTrs`aG*rMpVTX?=8!RGrb-p zUr&I9gPSy~xYyXmIRp3w#H3o*vPV=;Boz_l^0&J~d3YOr##nEkbg22__!CkBc08)bT;14Fv z5N6jAmOjRf*Uc3_LUd9*RJztInHY8%W=0Ce(oN3YiWiodcZfgwqrX&2-K|+&WXp`M zIbzFTk4{wLXM?Hga^l>DGFV8@^4K@Hsj~4j)UiRvElw5%*+fS@)a3OKMOh5^AmcG^ z!NfzHZBb*cWH?9&(7;)o?G0M=3Wap}v!~VLJnmyZ_8b+#I6ffcA~Iz7WkOuVB6Bjd zC-H+m7*TnGLP(BB#xx#hrQ}K`(aCI*Fd*fb>ok|1QRWLZP!{D;zUg(UTNP~s3O)iR z(Er=K)mtOLR&3SQZOwrT&`c{qfPti}UFKytOk7}A+{?w+T639zZ6mS%ifF#!uAt^W ziX~!eB;o{?;~>Q~T^h0RBoJDaPB=DD48R1Olyvr3Q({zAl;^<~B$Uk>5d=^3abf`R zXMhgqPR%^}&;>LukAt4xaoNGlIaL5r!R>uxItDl(yyFl#)jZ~7jBXc?cBhh1h~UXubn=6H3R{-u?c*s{Uwsl^MWcCq;JI~RxW&1i{^{fnwJ#uLQ&w)n zi~|Z@YNk%=rnc@Ijpe_k<$$s*tj=n66=AL>??EIe&}}~(zSpxTKcOJW5^%(>q5r>> zoFC=#6u2f0LkK(I80sV4;M?I%azxdm2x+#OHGCl;*&D!6I7 zMQ&7HZl4AcobI$}RaPcgC!}6#q;~4;uI{Dw+b-zVsWw9z*5&F8?;`c(^49Y?%3(h5 zT%j=Qdu^T>&RjMriUb&dTj`p|U~4HurByNG;R+O|+1+w8n^lPfdDCnA+5hytD{xcl z1jf@9U0Cq;r01D6g)ufE1s5c;2}>4g>{KUX2k&q*TM!Zts}r}z_xdvc70~}YxS)l` zhTbztfP`aL=!;gDi~F-d{+x;HXeJT}AkR=IWQYSpuq0n{Cx`NGzbBZca{o=fPCMXa z1w$=2Zc%2wbqB-bW_K{`w3+*Yc?UJ0KE5w->Z5M+eQ)#a_S?YyR^}=6>`@AS5W0gJ zO~e(GJ!g21Y+;8lia=+BKW7VJ7TAjF8dKn?uS>2+`boK78gRCB;y^d6-1L+8^iP)# zQy^YnS`Sz#buXR{ftGb+xeJ-ci&w9z1X>JPhen#Mp%;Q7TyNuMH2>Nl;v5wpRbY?C z7EjA&muO^1b{t>!i(75EG#xi^&Q&undf+)~iH0O82=Xbt^>Zq>eGtA|Jas-2S zwG3NG)NJ_6U*?Cuo?Mf7iXW309@x3r`1zrXM_1UN)Ni)o-C;quO+5M6FC~?SN}L58 z1z&I*`;W&~^#T#p_$(&x<;B9O3k~mtgCpajGDf3UV_ir3Jv-H|YG{YPk6}kWs3#FO zka}Z>%XQ(#KtKcu?fSWjLf$#YnP>w^7{0JS`%H84wC54x#{Yt~r{uYJ;GFaF7lqN| z?()0Gd;SMQCIE;pYSak)(nd^`gbJC6X%ofB5hD^MMx1EzqQxZ|op8(%LBN0n2^Nqn zY4Rk>lqy%UG}*xszkM=i(yVEdCO>|aGPLaJ^C!@tLWdG9YV;`5q(@_{QtI?)jB_Pp zuwirV+^VWEo+f3}wC8{;*@orH^$8T(v}ixEZL9WErnqg{#x?co?k!=%_U;u{Hf|=m zfB`>x6nD_8vWgcoZru3Rt-F#ZQ?6_|QsK;x1`P`JN|&?HqD2q8W!F@v)T%YJ);!2m zF21l{g)(LPHtyT7_QDF~snhS&xL?64-Ww6}5#XvdgxZ^-=e4!AKL00jF8#=bphL8$Hu_TjCIvGV3Py)$BK?EI%WROfm(FPJs zOjOaA7>P-d5k+hSMGhBSFu(u=5Fip)O1%`*O#0Y)C!TrgQ&Ubm#rY?ofeJb(p@pg> zm7z~XWffLhB}x>cEwP!6Gk>Y|)?8;@3QDGMW&dIqUa|4jS7L*i8dqkYM3R_etv;q0 zWR}S~t7N7O!Wwjm4KtcEqvmo~D5|N386vH@*2yb;{aTwT-{m%(E_>A`tZ=q@RvdAI zBnO>y-6}VowupcmoqgqEw}*J(eK#Jvp`3@FDCShNtm20&#;9RJD<;Gv$UXX)5R_61S>%pbCQ0&> zEkBu%j|6=&^A}9me6!77bm=8VMT{wC5kVWF(Gnav@j?y_2p|9f2R!Q2OEl>@HPw6S z#M9GRYrQqsUH7!gR$li+6{D-1!$u5Fi~sG@IbpMezyR=6|N(C^UVj+hkgdn zfiU&eAJ{PV*>5c4hZ%?H$HXSic=3xAl8@r{H*y?g$UM4nXBY9=&nyx&1eQr?8*xGo(gYF&z)5UTs~QINw2!N;t%Dx?AP9$2 zl@KO?Y*)z&+DJ0O5Uyl}D@g#{uK!St(!2t1YuVIUI;AO4bb@br!JJx+RMsbOA z99|%&M9E;LHLv*$ulCX_vXG8*k0=%qIpdjKWzJcq%gtv*H!Wdx$6Asp4(vE1yKU7@ zI`zRF9J8Z4b@|2{4qp#)>l6ht@L?6sBJ?k-&k!Dbk_9E%9 zieX4Y03y*qMs%X{aZ+OqyWh%C*1mzfZ)BiMh(QK2GyAP9f39Sb&HVSjnguXtUSPrz z5GXVT0!^0^S>OUC^1zOKq)lpD00Xpk!3;9fYJOrNG@~iauDOtFBQas4Qiu|-O!Fkw zR0#qQAj8t+!iJo}ln&Xlmj50~MsPsPMQ`LX7$Uwxa7J_t66?7{B?hZCwA0n)q)5fh zbpjHq`Gn^(qb1a5<-q)Pc@*-WbP`w#N{=~vLI!MWC{`GDAfSJQx1@3^;4OWUinHR@Nbp?tR)kWa7!it6POBYYcLxKSGN|; z320i=n=1IUWi}Io8+>Lr11s3UCWR?n!zK#d#*#<{*04QEfB>qI48djMQaMbgIx&mU zzKM!2ez{8~3WF-oW&dIju(0Pn8MDvHY*tpMk=*AH6GqEnE^`DG7DCt9nTQUfHxC74 zv~=N{K$>E8-?UL5c;-fz8109m0YcYe6w1lBOxS6Oj<}PWyZ>| ziuFl0i^36@Fu?xJ@*qo^$j#J>1i7|#B6H-o z@~l|r#LavsbpKPtTrRAo8iT6piryN8ca-JD-+Ct((Ru}W3TjY;7PncRahE4JDjhx` zr@7RDE}*LuF!t=OrM{6wby+%Gm4>2^%3EH4-g7)j1R}itNyB~)R$lZnvO;NiWP2s~ z-ix^beDuv^8^VBJ54o497HaTR|Jw$TiSm6~J&1vqWYr;6SY=0mbrf*cq=nebtUj`t zMQ*0EU4FRPARf~KgD_%_+!Z8l(kn`CY!nu^Sc4p-F}TAWW3UD406EsCQL;i+wHUh5 zF^kQ13IFbJ zH|xxBSrMG+tbrbOwp-B-%n_5=Xh}1sw&N7Fe9*n_cE3B`>+Vb#i@WcB58*eFa&ED3H$e0aGr&2SQYN3X2W$|nf@3L>!z(NqBt4UR_nv?i@`ulYabx;Z< zt25K;kANgU2}^jD|7(Mmz>?Pups?Kx*wsu$9DxGnOcw}Eh@G9Mh=L>((jH_VBw(K;7y==I-+`Ec8UM5a zPo0+QL@?m9aoC5wRRk8n1WH?7L6FjD;Gb}y2j-&Pf#3-CqAwbXV+F zQ&ji_+`vPnyh0}!8DQL?u;ic)Mqy+)5oc%yBQU}Z1OOs@VQLj2tsJ50fQPlnUK92i zB)H4!v0mu~k`;CobeKX!=>jZ#5xdk`D8zpE4y1a}3m?n}N==$4 zTo)Y9M@?lPMCPHu@S%eEVHyNtrwyX086rojNJ1bL(k-G#D#Rl)SXd>A)Biag%n*bs z9pL{ci9&Q@gxw4knAKW6*piT9En%1e+N9Wli7l}eF9l5yyy9HNA}k^$QBEMW)c^qi z3NGrRF7o0pR;5)w#Q_u}N(|%Hv<+ctxyWjI_^d5kq4qh0wla+b3|O4*`Dd#Bk*=F7m${kbH~n3ArY;wjSPEO~)L=;Y0W7|wv*E&pMJ&8U@7t{nxU zT`X=VcTQlmO`t|V0Tc`XR62q_NF{pe!?#@}d$uQ0u-gKl*aC2+d~S^kvXHv91Pon4 zuaKoPLL=p+A367fdIH837Xvfri0VcG78g-YIu}XHiO-&F$Z*bg6i28$8}*BN@gxl=I@Q6@ZBh~T8C$T zrXBU;Xof;{eb++@sU+-Nks^#v^+ARh$hIzs9|9F2HmPmu-;=D5jX)`nm{ONgqLmIC zSG`RC<;a#A1eA!KmplZV)+-a#cgus!FQLc}S4NwIwa6&!3$-cm$VgwNPa7a)NI zN+6z2EXBs6T?s&Wo@b!u;+_!dp?>V4GKJY>6XCH?F#iS?3no)CrG$fqMr1Ujr(7yq zG^3^pM-K_;y?N@d6r6%4LW9DP00<#0ltro*?W(S5tCnL&c?XD&3O#aMV&1CkL`N1z zi;5N(uy$cSej%L2s2EzNx+E(azMOuX+`1f3@2#ACz(=Fi)FDwTA6zT8Vu2fIt9o@0 zhiu5V4ppm(YauqGZq>sF0Q`T-@MKYLIm3a5^S3O&vfF9z#=Cq zVgzzp#7wH`!LHIzg6XnJY{i~##a?X2ZY;;{gU5m_?D`^NnN8R*sx*NmG)2nFs>HiV zXka|!S=MY1ZE9-`E$h`Ks6rVd`0N54zyTnD0RJGu&`xO4s;Xqr5vwLGZgc|duu-!# z?eVhcAV{t3%*eRwyE5)?8bMAL?Bix4F2Sh* zE#QQSX}=m!m;@|!4gtdQ>&z(Z=Kc~BJnT}UE)G+y>i((5vTojWEZ@bh5U-8x0tHtt z0PaQ;eD>JxvP4)g9&r#3T+50^zg;72j<3swL~a*%F3o zYk09qI4Fc-OGc%t8DlTAT-39S$8Ql_?40QLhUgdO@p#;-6&l|e1|;YtbZzW$??@&r zkjMUN-%6>A91`-r+??^Olz8YbBmeU+Xy#$|g@VmBj~_y$ALv{lTrwYeS|)4qhqQqo zh_X&U428%KD?=SB*AL>pQkAyySds88Q;96MDJ^sE0^)M$0uV3%406V)6i9&=yzrVr zEW`Rt5io%gKrAzlwZ%dK#`179OY`emGg}i1HjhCJP{J7eL{*?0ONjHM9v&Mo0AIh& z08q-Wbi!b$^QE?Pz-bO~be1>jk@6{1*2b--*@+6ehGc z))8{d@f*1jNDV^sCG@*cbh_lRZ*a!UVW0ed$MASGq}|;0iF8TinSSn4&rGm+ z?&b>Ha=PhMUxemb^$P5!hO$;={ z3PLJj8CE$*)5)$xIPvGQ47OQ*0u_s6Vt-*4m&JF`Gi%uMJwvY$u9iRlb8Y}D?#;8F z!8WfVG-$(FqlpV5ydy-{F-WyXcc`{YWo>zwheCToN%L>Jq(`!XG=bzccJVeKBV?nc zW+W5Hf|MF^A4wlbxxrW@f;9I6b8=Dbms4#B9cU}}RJW_O8cK>4m7>yilhRh9c`G~T zP6{jt%koWt>Zx-!0%2K*?dVkm-eFdtx6kMO`I8wpd%!q1E` zgUQ2}$q>M|R(rv81_6g5ff6VIqVIt1-#+f={tkG&oH#-~{66ppzwi%#fY-x4)B`)1 zJjyRWQUAn1TyHa=#C$j5wFi+iSb%yaFm&u?g76A7hQH`y=#htK28f$;2~hUY(owBD zz4tf0iZ54vbjQyVX0NaIVrG3onv_K!`*=8O=bZ;Y7!o+p5F~@1JcUviY7ZZWd>THK zIFX{mITtZz)VPsjM~`z1NkSM(k|cryB`q{bP*R{YFJZ=%DYH!*H#cAQ3Dn2TOEEuz z1{FG#s8B3NktRJFrVX7oN})mp8kOo)ELN#Tty1OaRdf{ikk>{zd5(WWI^g-Mhz zap-(e^M!8BFHEYKRl9dA6Tg1}2Npb-Fk!lf5hteW1qqWQMj%I)Y~-&Ox>Trq@xo+s zXaCQiBM%vZnKWrHQi?z>l6tig*Fj*%mMwcnZQHkT=dSGpihu>bfd>~poH+0fj_Tc0 zzMOe;=gjM|tCXR5b?eu$XV<=+dw1{O!G{;Gy;+R$#o4eqzn*(~_V2B`XTae4fGf^& zy$Y2nQh)!EGU-IX0SWZPlmih=Fu_-H(ZxYsa*0r(K@h3X!U`El^^p#u?0QNor28j`o7-NJeAzg;a@xdKmNm0fNX{_j>Jv+gNKO(+r7}gCNzFBFl1Znh(hwugqW|cm zGpnqeYNHA9hsjvt=%dD@|GL)~iz{2Y-I_5geu0_!*%+gCSg={dyGE*$E z#v*&nv%fMcZ8K3pOSQ8ihG3#J(@slGHPu{GVzyg@=s~w#aqGcX-h6}ax8v$5*4Sf_ zO*UESs1w%NXQ7Q&+G(?kp}c3^qZYmx&e3)~2Dn{dzWT1{W|$EB00>lvsHnBt$l}s33gqNhz;X#P>1eRfT+%Xqe zOhL#H3NO^sAw(cbsa{x;RI*7X6RMY_G7CDWL{a7#(&LA|tl4Id+z3gelBQ%yAy5Cv zBq$I=)+{Z+{{w9u{!4GS$qDcy@~M*V6E zQpD`at87f+CQLHUC^O|*Ufjp9N1@xRaW%Ti)Gf^(@{@db!o?Fh7wAe83WpIR~N6_+Ph<*fZMSf zAOLe=d1a7w(+$vF0aKJWURdsJUcXK_)|cP<1VAKs5ko2X#843Ao?(T-_c6#J5vsT1 z2ctwNdJ8=U*~XDYG5KUBL;3K-lFDRKq>@RBIp&IP7C-@RBn<-L*_c>nrJny8&=7Ml z+5=@`20!>gYf=kJpRgjRD$v0xR|8ZAw-%JJjgW*}VU!8WRwzp4g$Zhaiy9(Tm%Feq zZZ)(N;7}DA!0_#HnBm*s07t4@9 z+hmc8UF^ZqsDAsgvmqsZ{R2h!l$RSqv89 z8^p&>IkS+7(m|zU(fm+WzYm215`7?uEhSN7(#$L%2{fRLaGEMBqY|# zB#9(Nutb^tV1d7r=F?O^d5w7(>K}p)h@c+u}g0s>&p$Z}cn`W7xSWeY&cj z{>0}J2^!lZ8kC6$RVWf4+8QJv!B80c2+Y0UMaXwkI#Ch7S@#ikSJ% z_o4V9gb!8qDn#}mi6`k-N-8p|%k1aYTeb|WyX56tSH9rmIgNsEoS=l^a&cG1g^w8L5oR%unapJl^BJ4< zTs5zm&E2VPo4ZAy<|crS)=5ABa-@*%?)keqZBb8sir;&^!W7VRqUdEQK<^XmzD0`pZ7A?%}=zCdq;4Crem};=+dLLm!&tU`a@r)iryG0S_3o2~IF1 z3Mt8~^%@AJdAMjwlOP4JLbacCZP+Hh8VBi+&B{X7gkKRMix1^u8BbfBfzcEbIfi5`r&SO|AV{~z3b0_ zCa;4A{nQ_&HxcXAPJ0(!B1|qsd615@mQq$ROOs3_kZ|8A{i~%t6a=kF0`Yg1;QanQD6{Bi`qq-w{XDLlAG)x;nV5#8!$G86y#DkS$9SNdK} zyX{SdB*cLV=x(UxC(1>D7h%g<#Erp&WnBN{Fr4*eM)SmBAA5_pIi=5KKuQyU9R}DZ zkP3;!p1s>2LzcYePZhL;OtEqdwcI*#1kS$#P{~Hi*X9YUuaFR8q#f-%ekFNGRkLK@ zJwQSfXqD2@n-q%jk9vWoPIZY^4fS7!-I>X}I@hyqOp|oo50U_T*nRCNfZ`?Szz@tW z*i5XNqT<=M;@A`mvQCKEP$=5MrtZGUY*Z-kDrKGgLN5F+o%{mvL=f@BZSjUEp#;bA zWJ@$2=iOjSwu~q;sLb*lC-XEf2^gb@wHuJw#ixzbGblyC{z zsP@)ux?Bnhi^D#;0bfMn_kJ(k4PAkIV#N5tMTnz8>PTFLQ0|x`gaO^GOz%l?Y1lwr@ zX))Yb#RQKmwO|m56wlqHjG%C37YT|9?5!B>O$xj~33TwG8mb3e1Ea7katJOrP>-XE z@CaG&^_XxQxlwhbFbb{fxndw3dnW+00ZL$G5P;9S45C0-Bx4>;Me1jf$goG!abK7( z_q0Q%Mh(8ADr4SIVT4X3@C*M+ER7^eBIq0<{3v1$0&M-*?+*BE|AzCnf9d zN->Qdp8#q$C}+5o z00_8D2vhIN6yX}NapAPF8`-igq2;vx>w{LoJ$ zMa>foVdyY&5DloUI`aP_Lb92j$?A9p>$>6f{F~21n6euk(e(#=7Rx_N~Vy+V892g8VqPs?L?)-zG@A> zc8=#v!mBdEB1)p@N;CZ`l1x@}5Xr>qUL+7YGB*E8f(oKGZFAP@DiHXuY5s2}eDf2r zz$t_ivAlwt=+6HuMv*5?aZ%*%gq+hW0E0QF^MmQMH3ESLz#0ic*6E zyJ%`c*3m(?5JFi*ApmniW#I}+U;qZ7L)>c&?Wac;GVv8hYJlwGGSOmVDC1*1CI=`TD(O^cFmG^0)36!G9x zHHLsaP4NFIp|YSFCka{$Va*e_Dz9O^vIw}cG!XWQ9O|L2>={jO;DQTtfB*;%6+hpj z0~B>p8?HYU;ADTp`5<*=S=I^F%u+{+0bn*|k&0q8RbSGD3l&BbN`V>@;R;L@0TAG* z{sjR70Oc;memqG=UbQ0lyLGRx|~UdbQ~!M;kO{LqK{f)zC1iqjY}BM36VlGSRh zPW@(y5POs*h$*hB^%9>cnF2wrnlum)l1aN2*H%(oi-MZej!O5WYPi%m9m^{i5S%QK z3374*!{P{-Qv;#%ZRFKnlTtdp;Bq-7Gd4p6nXDF*Y!_W+PJIyumk40NlZf6k81v0x zNe}-ClHhe=cVZ)FHhe`0F!rK$rDMgiHgEt35Y@OwmSoB7j6OgCBtQaIU=2DzWm&d) z0d!_bY8=%}dbOi^hCx%;haE`{Avz%xK7kWTp$@J<08Vw|t^jH6N9Fp9LYkI4Iz*{# z^=EcfBCFQww4@+J%^>SgMHLbv04y{y0)G?C56c#;)DJLC;#r}UHcP@2+(3Zdwpy{^ zS`9%Zvo$xjwKgZnTPLUw_;y^40x7a43cBKIDDcHB@B-&kf-GW~FDADz z`c;S8!V9#mG&H004i9iT*V|ZQJPFDM!*gK^)}e5#ap>(BDR#;nHj3f12VysN|7rhr zWy4p7;C2U&S6n~{I#!E*H$R1!Kc_mDj{bD_AA9^;>xcZ#kF_B;jcg&^OO6gq3qo zRQQB}Qk=B3CT3UzkGY0FOUL2~@%};$Ft=|=qw!|NbBXwxhqx&h&pl-;x2B92vyz{l zxMHPvPf4$eVfTum7&b7+c8h>_bpr=-BP>03j6?P;;US;*GoSfcxjsMwDB=Gc;DB5F zK?4W?juDz0?YNE))TQnS0+7<@ZD-8J2{VA}U!DATmY~*y=#jAvx_MmQ}xK36@w!AW{Y}dGuKaf`Lndm0dZh zVPb-FO_niO5;d5ECrHEuuy2KpPco?3e)&r!umU5{vcxneArP6NQ<(?joea;NLIs}G zngsjqa_eablnmTraB`N6hzIHx!*eTlGF^*YJa-c0uwbAm~CqlHepk#$=jKJZLfv~|D<|uOJZoc71`(@5U9En{g%G5 zLU1?eDH@RO+SLMOY%3JknAsu~Loi-B!>s3Zt!Ggw-^o=jH=!N}-O^1}u(`rJSBa8H zV0-9wx!JE(mkF}+7_r!}rFe^7w~DWrv2z8BkbsMO_r-e`Hza!pc%!(@avnB2$8}uC z(d+>pUd7nkzkwoH#lp5%9&PW<>wCAECB6L8CdEI~3qI z44E^(Z@3X)J$$DQR(gJyyGcsIx!=kn+#qW&xs+-1f3n0&Dj97@O+~kRtr9||hq@2= z03*S>B&2S<%R8x+hJs@`uWs{zm=wM_XeDRTnnY12y_%S*jV;6)FE$Xt)#+Z@dcn7o z2}a|=TTsI5I-e|j)vZ!=#W`{q)||1jibtHp8#X=@JH^@ga%?x?co)WF{MT#41?-tU zL>9+)JlT1?KYd)Z)z}wG8_A`e%~m^)sQ0;2`^yXMM>wXoZ=0i;mplH&LlC(Wf?Lej zLugAtrRgip)jSUWr_CYEAZA*>0uxD0V(D<2X1pXM)(`*R_qeK2lVGJcpAOVHF`Wpl^# z1zCO7oh%5P48)DN1#j?)4Z8CyN48IL7eq$J*d797E)BSSU%5 ztxq1*MX;?$#lhivh^Ufrg#WHzemuRo2qbpHVYkISd{0|k3Sf8WeZKPg%{7vsid-WZ zSAGo3GzkdGblJ**UrIft+>_Zn| zn`07TqX7azf&&W*8a#+FAwmQLuE2UI%9AHP6cfQ2pfIDxf(H-?xFIT(#E~RDK{|;t zrOK5l4e^;nF(ySfh9o__2~m_NSfN6lG~`C+%Q-}g8ZAoG(@veC3^{!YHL6odp>&Fp zWN1&HHhlKDq3OpdBuQi?1xkZ9t=hG0+q(aK3pXxWF=?=vp%WIWpS^hZhAkV&kRLjP z3Hu3z1&f%(j2k?%lk5``-QfxA5V_ix)9+WC#^6UZ^;KzI;fL>Bo6jmrXspcI`pBZ~y+i zyLatMoF_>FoeKK%=#d~PB0j$S@krPwQKAIN{P;Wi`~SZ~4+0J-pb|+SfnS13c!A%5 z{SBC)3p?Pj!wfUHFar)6;$YznKR_YCMj~$1fg*;Ni;}B7d4px0s(*|Qb{ARL}#5fb+v~~MV+)0PF7hJ3RaT1L6n|H9ZHlT zkW|GKR#H7G7Na3K6_i(QXa!YSWXZ*8r=GqgS*ViL6$V~<`Q;a0fshqQAcGZVSR0Vd zN^7lHRMEy|rH#gGufFao+G(b(_QhpU9D$o|w&kX5aK$|fZM4!pTip;$FxOmq&S_`e zZs36@Uv}bsJKcWc4Izbk=s~w$eFx?TpSj@e}$ z;wK@89d5|*hapZ`;)yLzO!5DVF*1OoKN|ajz>ZUX406aKk4!SjRhHc3$tW8c!zw;9 zbj2$YA!5-59v`Ftk_TL=%R?fCq9#U2=Df22b;t?HoOLd(k|cv5n&_f9!SZKFB01Fu zOi*t<2ThVr3Mr&iH3}3TU!9$oqJZ`BY1?kYC2HJQgt1ptsJ{AFtCH{qD;;Oq3V7hT zg63=ChWqMTYD^IO#c9aS)*BPkPEL8{mQ!~vbJ{vL1a{St3p#b$kSdoCWDMt^ALRNyCXhe?REzTE00c3BP|irg?6X8c zOWCmigoGqxDIn7hIF_tH%?)Ik+MjwdDM$o@YZR=>10fN%M=h!+J)zXu&Xy@wNx}?f zc$*2+61NnpaD|DXTiOJ3H^Z!oRj=xstOAF_S>Z}oRXCgvO|z^Z+U5wgVO$lEMH}Qe z>v6haqUD~*8`n57TG=5^cC3Z1bfw1&q3a^KWEZY@nG1FHDI-qe(lgz8bRi{0$DfE|wGQ(Ckxmu;Jc14w5 z*>?X;!Af|-qEgIcu+SH9BKDkSX_a95MwoO$)>c(W3} D=}2T2tHgE5G||Od9H>z zOqk+lZ!DaHf~U08@!WLK#hi4l%Q>yxP8eg0>Ow{<&Sj>a|gh z3U|xA>wyc}=$_vh$d7Og>F^@NTn{-{O3jNdO{e=_?aF!1bQTeKzZ)g&X7WcmEtvv{ zMgw--02b@bDjc>7KmkOcClWEBeOIEW2^O=h{6%XADHUL&47d+%{nLRVl~+Rqf>D8D z@CWglV5jUAn-p#}g&9NGQl$-5eLGBtT?H#OI2N5G22F_p_iJ`e7B!N?O%RD_8hQT; zaX3V@%@?p$V;n~-v{cmbcD&`A9{c#mQV6no%tM7Di%X$NF83N|YetPe`L_5XkVr>* zWdmio%y#6m?gn(yeCs<2QYc=4cK2n3F*l}co~fG^3FkU1eBpJzGf;(kREYcZ0OV+h z|Jn<(1f){FWP$XfQBo7GokS_XbgQHKz{^Y%#cL1D;N9vrwn_QnY`JQK8yu_`zIMvh zJZGV;4D)gjABLPC)^%eYix?C8dc=e+v1Bl#hBjE%*t3Z-J&TjLXVbWe(w4ThL3i4N zcH0Y5NLSg_Q)F|iJ<0fb=A_EMsyyf-mGC4~es6{>M0aif+0ruoe1P~bm7!m+9bi5@W ze~Kg!u{D}V;+IU3RH-pdLA4Ntgf%%Pf?s|ZN$m~gZm48nC zMbx-%?9oH4^rfpaR3;8pW+qz&$uZ07#kSnyum#YrtDnc(*3H+sa~vR(o!_)AyBgPy z|Ah9S2nKT39?vLIQD#wqw*z-4Ahff0a8z$w_EB?`Z&5aQz|(I8b9nfn1B66yjc0I= zCq3}+4wH9zAt-{Kw0T3d3VC*24tGgV@)4XM35j3<)CDpz041fs4yyl$OD!Q52=plW z1qnJ)X}0%PhR_CU)fOxVD1z}Q!1ouVW@@?e6*%`4)ueNw(iY4oVYR}2v$7aK7k!CE zPSr;kj)fO);A@$YeP^hKpP?9(wL|Y@Z1vQ2w1F*NkVNbEL{(%Q@26wvQg(m%hxc(> z`A3NIvVZdSMu_-!VFn+$vpfEhQBRg29R*wr*nnQ9Tn}hmCZz=aK_LZmQWscA4^wc^ z#evgPJs>!OtH_Gvvm|n+f|?YImBa?CFaRGB3NT1sM?!;aa1Q4HB{bkBIH-e)!V*yd za!`?Shr$SA&|gBRR$G$>M6njT*Lz8LSWI{~qh=L*V{^s#jcxycbAb^E)|3WVh>o^$ zVUKZPl>vN0H%_9)Sm(5cX}E^<*h6mE24A3TmjzlVsY9&?W)E32-2TM*=0Qa1JMkg70;UH?Vqe^%N=* z6=ZcNiBJL{Q8m!`6w`PVaWMy*)@fv;jlg$}A+Z;Bb#urkk63^f7KV;I2W!rED{TOM zv{q|j_+i#}eY&DzYh$Q7?zk?uy2V8-dTu}yrTJ~EFSd#w&f%+x{sv}4VLm?6pip@oe8VCGzo1Mw#T|IRVvvlLIz5m&foLD% z#+elbQWYs&R>qo6Ry@k3Wgc0Y`i7c!)RC(BAc+6xn)${@LLi&72?MpMX158GijbSS z`8>Qi52^^9NvfnjvS-BkoSY||mDFcQ#RkzCCgxL%N$H#-fa||mdD^wDlT?d6$&(^NgGdRCYyhr9@}+?h6_UURa|;JIfCh{Jw~$hm zF}MH>fu`QcK|{z()95MWxu3Roo^}7)dp$v?Xo)v@)u$HbmV(NKgKD`LW~d;Bs9`vU z659pRa+sq8Ak)d8D+L zNUH`SZ@&X(FgmnE8&a{lqDlL^6QUviwyRG2nh-ch7DAgmV6{kswOh-*%-XeI3%*J^ zwv^PQ*HxUFbiPNarPr!61n?$!3kZ@BzjJ#7Hy{AFsAytf7J6G0c7O;_KwUv;X@T1m zd%-qEffipG7bFxGwnwM>npc5q2y}p!(wClyp|IO`xdSVg;uv&72MA&KDiZ5h6dSsg z#Vdp(snN!DUDtj^zyuCicE|s59T6&_u=`rx!FIK)WHC#sGkddgG)KEjqR`us1bD=M zSDFc8wC)kKMew`Hd!x*&v*UGmC0T2N<00_}XhIkRei* zH6HL6I{CMmva{SuT_6zYMj>f;en-{SZEvILcUYap`Q}l;>jHUqqZs0eVoly*Jp=ub z#pc`}3-hB3;LaN84sy-Cj8xZmZQqsm#@)rfJ$28Nq`q>T*OPP(kJM*gs%VS=2v9*3 z+Bsf`96yyUuN3VEg{yowcgY*=+5C#hdHO*Xj4A`GLZw~WVt@uUFs|-v10n3%FAdwc zM#4r%v91Y5nDJAl?Vdfv`UAzD7x3-eNCo!%!^A*1*)6`%<5E#F#8-!*yPZN6}QO+Nko zaOBIJ>x&QpjxyP55cz!&@D%`Jkhgqb2W4tX)|JRM0O5=aLv3I}VZdpZY!=$6xu!xE zf#NE}=LTu;6{RB5d@;FzD&m(*;)lEdJM$)|To^B{28R*Tts>i=Ytu7+!Z{r*QLv8) zilLnP+o%<8#SN;zOyoi??4`3?Bc*rz)_;kpfFs%DPTssje9cilvpLW*K7EPD{Kksb)eWC1#H1Y0j)`?&j;>aQppJcwR|-zA|asoNTKRCn%*Ep@QUU z%7#z}s+|!EpvZvBxDpOwZ9_tM1?dm$+LJCrnv%&OJ=z#tpP@deXn+Q0`d)6r(haYd zegFuqzRE9N!n026KU5nxzOgr)knDGmS9Er*wSUPy>@^=Baim*-bgFrzh_z#QQQhp* z+`Rav-P^6rAGPHLbLINB-rer>UVh##(4*iEfon~yA)@C-V(#ePtm@A0U!PraZi4wN zi|#%p{#>naUNW&bOYzkOj6gGytr1tU$Pn)b2k$m?GivgBSPoxnH31l*E%EqC2a5k; z@u6M?7;iruQ8YK;>SJhqs~!j8qATO1!34W~8>ZFrE?+L9!)<2gT1K7J zHotZRqA%0^&2)FF1(I$G@^4Tr&8bP6xBBcQ8Ra+H^ez?F{$cI<)&mwY<{I+!PCxwl zhStPe*6lqdThH~&>h)l6{X+%smZbLJv;AmW=UbXSXUpGt-4VA~0%8Eb0h|yX@wX99 z7K^TYaHAHbQec*j$_{U9G(-nsAlim{_!bWkV$eVta9{z01q%`&2yg>XAUY8vs)^_a z(8E9(>8Rn@QB9jRRjNcGS(2nklqpTFWZ5!`kt$5Qc!`39$xS0Ubs8zs)93$Boj`;B z{29b(Pb5;PNJ*lk=TVC&D(9- z)ZdUFKl(^xKmrRaPz*5$6ax!7{Mau){Q&esA_^;%$d5q!>kpzf-0=USP(lFP zz~V#{Q&e$97F%@jMHj0WXaLv}7(f7rAlk?yIs(B+Bab)&sf{m2VkspgMRIA$D400n z$s=x($qSos+G!}Fh}tPjE{l+=Cnc7WV$7$G(&|h!)6|MAy!>)gD!kBIONqDOl1qrV z00Zo=Hr@2|&$9O9>a@cOMQp6i99wJ#$aE-_GsZlVbW+F=bHM}?Ff##99)xf~HP*nR z%{JajHPtuZ(o=O+R$F!TRajv&FIMTiqxC%NV#w|s^4O^EI_hp+t~}!mlFzsRY`{-H z{xp=(Km?$PU|xL&+nP1b9g)3%&_TC!?IQN+hn#>8UOwmUt>K$7ISWH8a*2%{~D& zYcH>y6?ST>tG4=T?6kvLx%IX#j@agO9q*j%eg$tW6#W9>)?07E^^cA=!U*Gwa?2f&L=)R}eBCNuoEAkiEJ#2$8*$Vz z$R73GwPT3 zuY`va36kJPBUzf|r#t z5rr*df=iiBMDR?4Go&^83vcTXmdu~$HV$4#$?HL9LI$)Ig zKvSrlsZWufAzEiP^}bMXXH@i?pZx}SNla$4YF*Rh0s+W||GlP%3(yrCcvZGr+3J#< zw2pgj;I;{Nut8?P!V7H~20s|0Km0Mo2fYe5S=JdIZZ<^gs@3em+b zyr~F5ETSPaX*k1al5Qjjf+RkLjbWmP@RL!zy1J zRKdon6^7GtW-`}`B4@f)!J}J=7`gxjY{upQ?r8`k_=+#j?MSR*je{3vci6;+n2I_{ z9Tw#oS<2!Qj74b6W!ExLn868Vo-HkD^N2?`Hq@agqfABfQd`H21;|5I6wYp|(v_}M zw=VVB_#%_!mAZhqlTtyIt2_fMXSvEh$U!8xv$SqV*Hqo0Zg$Ol=Im~Fs61Uon-NG} zuc>)!a&}JJvNb`!O$ffsWD!<3s3E`E_r8FT#6##%uCVggUKIgQAXFrh13x;Ndq!}9 z7o4OSx}*zTs6hfQcbpqVAg})*p@?6Ps9~|Hp_t}0oxv6>;&eLf)l5KwV`+_I6{o3U zNkBqVl9xv1B{YpQzKf29y;;!)W-`+=6wLrb0jiSC=w;xp$Yb75hLXFV=FS64 z!8ZxQEzpFcsxnc8)gDdIgTCY|hQI}g3F+5_{6!(7OY}@7*$_z}SBXg`ouW%4sU@4f zfNK!K9`|gs330%%z5pB84TFRURZy6fV9m}e6>N%9LV^-vHw1YCG}l@gqiUPnOxXN2-HC5;xr3CTY3NjTv-TS>5dJveFb0 z=6LUB-crMN-~FDp?w+^bV?$*FGkJ~(<1g^evC#ltd1tuwvO#-(VT-UTxWNh9zZfF4 zp$o@fj&GhsDnH4{1y+)jR66A-SyC6!(DLPYS^y2vD;-RIL{;NF=Y@53J7XB^X7eXS#A9oeZ-O4YhyQuD74gBX{|NG~^{`X$*zY9PCq?M)WB!Rn{11b-GONhk- zJUGiAI#UiFYAXN8YcGjdkZ7U2NMn%(!MugzDk9>%a6vRI2!j$7k%~hm)-$=bB0bcb zwACAll3R%`fCCz7j?9UGnah_r2!tM_xh2}LRU?VnX{TB1J>LVm;9EkXGdhV%I^;{f zA$X{`2p)y9i|Ug;=qt8^y1pBuF)Y+Nh$<9{k~Z{Fr124-Gz`C<(H_EJDL6Dgv@JfP}1?g%lRU+Yb4#Gf{}8K#)8-sHGMv!H82h3keb;3c-xf zkccRkWGcbHf<=iik+^cJCBenhTRDP&4o?fUB`~!fyt!iZ7n~?UWaLR^{7GgcJ|sXo zqcbDqV;*XBIve}KrFxp<}nJ8=`6NrilVb4FkGlT;zHtyN@|-nzc7tJx=L}(O6DXV zl2XU#)B!t`&OBTs6A(+b8;q+|B(prru{yFp~z6o$P>91iR(y@1fh!qD-&F+5Fw%p2?>{&!CPc7&g@LN`po|f z2+il9j{zvn(?rc-EJm>c1SO135M{#RBaAMBvAQs*Ff6vNh>N15o|Yj_7==+Fdo4yG zKl70kk7`b=OvkZ2yXmA(wVRCdbH7D`zdk%m@XW_T98dCm%k+FwD7DW^dPw<1$o71W z^~4$}#UH*b4hmGbBl;Wu)W|>E5CG+zK`S)5`3S>_mJ>or38BRYg(l2w2_>;6@MwsO zKuy%70}d^wHt^674N*cRv0IZU62(n{f;wV*u^YRSlzGt@#X{orI!nbU9I(;D&{0lh zALtaf+@j9vR6noWHX`+zEIR>JUDYE^u2oIaFB4BD?Z5JbODMfnfb7yudXE1|M5R^P zQue$gT@?<5NC5SEs*03|FW}EAD56uO5XP(!its7|eK;y`0|aHXkjTXby|iwPt2zZ3 zIFJusOpeRB5j)sZK2^;PqfB!uRCtxOB47d*EetPtG2Coa6`hlmsY0lP86R^K;`vv< zxKx96vdIV}LR!vFWzMbS%1{;6^y@80;Wpp`f|;VSA2@**SXEW6vQ>3ej>X4VUD8>l zRVT$&l?}*Yotp1b4l9k7mVK3(ZIvuV4hBF7251{(UAU0oPd_8Ht%BA7h1L!fT8v}U z6bS>$%+`vSQwFWmfMGo&$N}y+AWl$MKK;{G^RRgR+9|4665R_%J+1#Nd@<&s6X|h^ z=@T|U8Q8Y1i-SE_@(CpEY*@T?PKfQwLE6sr2^w`2n)Gq52?ziX@K}&#RTUW7K$MO_ zG})8gzgk^c%4Nj)%p^MN)%d&>P|~EErJB!GjtAldJPXr93$PYy*2LtN#^js;6+s}O zf|A4nDmclGOUcuF$t025mP`pFcrXfO4up(>yK;yOMNM|yFfRavmyosB1Y6jIMnoM9 z%#uFS%A;?@6U-8_83WiGD^BAC-?_b1l)|lb%v-$mtxpvHiU4B-yUkc;pGrNuxhXj+t{gMS$v2IE~AUXmr~0@xE?qtZ))`^Do$ zO|A_r4|NzQfnL~Tf+;jQd$ryx{KBeq3aJ!WC$5>V>%Q@2*sN5H9%-rO2t2u)tsVoYIUjDzRZiCGrnW$X!}oL>JSs9q#ysM1=tI%;CS*pn$H z-z{!3D<(g)Yd^m|=I{d~=p3mX@Ji`yX3w}XlqyyE#gr?<6fASD7tjC&PzYblUl8b6 z5+DIp6=0Gj;A)`bch+Nhp66=l<3GOVG`rHFGAc@h;0D&`v{_{C@Sk#xj${F}a0)bv z7}I9$5pcRHcxy$>!1SYfaYg`R%Er_8Y=xu zR^i#NO6X7|MRxJz&OzEhkmyTxXw&TLkU)^q3oLA{5WN!RkDgkPHi;uBiQl!s;7y2< zzRTI$VIZvCVoG7nMoq8Hi6EBOECE}hn8FsNBVL}=vdCUMp$ngW?LGqP*zPT8j>o%A z>a3LNXr^ZBMCxyb>f?%xh?UMv;lnHA*sRv-a@OCD9oesr)v=ClJ+^1Gu5Ql-AkD3g zwoZ?@Ub9OI@4M}L9%}B}YD-AI;zm8UlzKD$|P?4*GYpu+P_?HFcRu+U%TYPMi z_}v^R2-m3Ww;m2{a)^}fFtO6?&GrJ+^vVAx0lqHzTA$z|Xe5-=s9x1(6V`66*Rnp? zK0_QeH}Ik2XRcUwWWQ6z?YGly=xkr94=AwZC7bhfi`+*loZbrsmHm1M-R!iv) zayq7N>n?KsIeWxXc8{8q+Ra-&E$vp2>7~1 z-9sT1YJ<{?T04Eo7(RjrLx2Pj@ay;?8^G+>`2v>4b1GnPKzMLwjF@=M5~8dlw&f@< zB&aLiI_;E7J<8FO8b=UUapHQzXx3s$4?m-cW*>F&&ERG$8yXY%bQ8cf7Y}uI%W>jZ z?i#3p0hny)7(^itaw0c!TE`!Nn;QQ@_UFqTAn=Z}DW{qyKLBI3@^Jba6D+X2_GC2x zbA|SD9%*k58FQ4N0&hCW9bsYoj!-7iZ>g<sl}Qf1a8H>SyG5a?bsAhIIJ}Zk2;3 z?@Hd}j1&nqpy)yqCuip?W(SEEBpsX!&~07p#zv=eLi!@?f;C_RSKp2TKTQ_)Y|hr~ zs`u>HoN1YMcdnmsq_~s900RF>m0N=Sv5G2`9_V*|A9(d!YKygWwkNKF*Yx%s4fi!t zQNK>3pn^^iY_oi=mwHEdB;b2zm&u!AC@TRQkci}b0GY! zVfo_VS9{{qxR zf(gfxt`GjH;0Z+^+p^E2*8)3?k}dBc!?+i_xaZMzgu@hn{+~$!YG!I3u={FmF1)w0 zW*#c~6xe$jhgi?w0FJyno~vU1Eo5fS{v> z&X+1xupmsR5Mh*t2o3*+Y2ybFpgY4?%_vM7GRdiPC(oQljKE1CbOF(#Mvo#*sx-j?0TBSji5f?Z7b;e-V)YW0Ns+Ez ze;V;Bb}ZSlX1fMS8>FicB}#f6t6w7vfP^!u-eAAkr9aDyb0Ty&8ierVK&K?^~M1xyba z)CNc*S;U}68+HUzNENB!;7KM`LB&d6wDi%4HL(cOPB`@xBNIn}l><=;0C>~@0o))} zRBC*Im5@|O#g$lLomB)_OETGHlW3*&6I*W~1{Ym=2{zbWj|Ikcg{KR#gHR^ppv&rs;q`5Ags;Buu7x}AP~TT z2v!t`A%Xw+L6SjLh*7K<6b_qgvKj>YCDm9+n&qUu_adp5SZz^RB@lIi>6pNSeVG@*h3&wDnQ@^x zgAQum8L`9>r=YN$u<05aA1u3f))Iq7G zH%~VVrrgciv(G;R9W+t0f(M^`^s(`(rmG6Q9MMf16(7_|F%4hh9p@F(?QCD zJuDS!_%Us-8AZFHhZq8Rt+ytk*oH?pxhSsPck4uM7d5bYHM>$(1+P_FMfDZEWicrL zT0o`0mRgJdGro9|{8kAU5H8p?u;rIyUKyDRBL>9ApM$>IZx>_idFYGnrkZZ2{Wkh& zBL~;A$tM$XYM+8w2Mp-4b>Tlb0EHi)YE`s_}Tw3fe zWQK2gcsrBpoFe0 z=}2HHiv-v5K*zD=f}JCbiQri}nU)@W5HTl9lfXCwu`hX0mYkcMD_gp; zJn2BCa*~Y;aM!|J@=%w?JSGfxy3=F+2AIQX8Es}aOrGNIhq^fdGo48QXhyRR)ST)Q zt*OncVil_gILd#fXDU=RZ=B%cp7zcOG_k5DUAj^uJ42K|If6|lb5w&J@tIGJ(1D+E zXhT8%c~H3VFGNiENkYd3mccHm3&@!j0VO$61x95EO3J84D+@u77NJc2`rt^tG_ciV z<}oQ9jc8cv($n54PqU=uZ*c0`*S?lei3+ALje0VqD)j^}(0~AdH#M43HMmRvv}#t1 zYux5-H7W5qnpuN}R;V@iXEAv0&!}r21`y?HY(1Y_-v~!#>9YSxMQPg^|0mgjwco z+Z&mX5^eF14s9?(Ve@uapB$D+U4Q}tW|hvTICi2w!lVN&TUn2;1*9RBOJ^%{$~&1X zrZVM$=}>E7HmUZ6!6^=GJM7^?nSiLZwe6si%1cJ|7OG7Hu5g1(+~dMH#zOPzd{$wr zDn=J*wGwAp$r>rAl+Sz@;o6AgNfYN?Cc~JEO*9A=YsJaB}+LKfm?_ zDhRQNb7<5Znz%P3IKc^gM*!?DkHsyfYVu@k=}UvEn_Eibz2;3GG4m!Q+^!T7JLEOl31h2y+=4`PT=d3g7PHGT&6F+ifx20tU<-BIwKXa(17Z3KtX%|d7}oF}$}*Qio*+{QDxBQt1+k&cGMNi?9_oiaj!tk5M( z!7!7GOcabj1-h-lQ=11|VE{bf0v|ZR1wM>QV>;mqUk{CurW7$&amQ1Hc#oea@kkM1 zeCBNy8~M1R79IHu7J?r}0Bgpr03~l6bH|$aE5hL zYE@(WD$-8AejMc9s)F3?IF**GJo5uhavVfXH=pzxklgZueQ|Djp0DZv$=wvtZ`4>H z8J%!4XW&Mg4kf0q8KZ4}`nIF~8jFR7!dF*e>QIAIj}00)GySCwyxyCz-wy23_bH*} z4TG{9wPTDH^lo18yXXCz?&1&l!Qr61yrVzHV;DmWV$h8LG3dweKBIW|Y+4dxA$=7}BxQbfyfnR`_k%?Vbq>D=kr%M#>3>aCup zwBC&{Tf01)fJNISQ5)`|Amcb)NRbv?M4g^Y9cfkA@EM=;+0Mu88S}+Xpmg2ssLb>w zQ}h905c1HG_VmEZZLUlzg`CBR>PTwLM#nD%_( z7x^7@g<+1IkthgRhBS!ec^6!LL6VJx0y1E&X@p*($h8dCO}v+{ZNvd-83tnD5@;ZO zC>!g2-~uGTjx2$Xj35clo(WRh38r8W=*3<1Km_go1q-%dVua3Jd`1kG1`Te84Zc=T zkqlAQk_x2V^!?xv`V=hs&~5-x^%a^6Bq1)|R=%a3ZfQXGQ~(+bLoQU|z~#a*3d1p8 zp%yaZ7Scd}=$|>A;qye}tk@r?TqAfOfB@J)uVBb|LEan26LFuFTR9Q=ySs)6c>6J?j)W;!uV9dyj06;;rEzlzhj_k>tMP*_oGR`ILg(lv`2X!J` zjN6?k#txW_DEbL0u7)YPP!Q2p%jiIHxS~dW9V?EVh~Z)qmfgqj(7p|T@c5fB9wRaq zV@xJvE-Yg+;^bBB9e~iE6pi8Y@ZYFS7j}T%m+Y3`DFE zL^@{P9Xbn;xFc8;l0b=Gh#XKo3gQwl(oe#Q&;>oWUc-2sVE`WrVPq+aD4Ueg#fLm8?^HnK`lTH{bojafpCY=*}psSD$o zPe!zX7(^Zc9+WxqQ?*#79jd`Pwqq15Nmo{xyHEunisk7!0Td($Zt6z@l!68jofkaY zTfQY$NP%3&fkoA&THGaG9;8~-g)GtknL{c}3TaGU#L0xQ7V4-DF4f@bv{qp{AIPMl zM{*rw`sddX%4CwA5}Hg3WabOhKmkZmFb?Bqj%J01W@*~wX=0&jawzk#rfa??Z8}d- zJ`Zei3U*?nh`Prk@d$!w&EKfm>E76;SB{390T?8wx7qUZ`gf*acoTBwUaV znp%usN=#n-o-D!6EuF@@L1vxWDS;N~?SxoIsv_>>+brg3W8zy0ndC{LB!j-p6iKLs zGHRpR>01}|GP}vu(BRk%x9qQ(>d`b+N+y%G=W^8oKZ}i}udTX5q>bp_qExJJ3(ZK@9rP{{<41mV1(Nu_>UzKXI z^ct)=OXsbsI`WfN(qm4*4Uo#J7vKwziX{{n(S6*Q(44~~IfWC%0hL|_coM5z${Z!) zo_gwRm}X*`I$gGshD?e72DL^^gwc>i28T+b>(bg_?i``XL?+Yf(%P+^$y^_txNF(v zM(_O2+tn)?=mNfqEokZjq;BZHqV3Ok>U#8K_h{-AWe=uO4|WVR>;uO4iS^o`sbadOxh`v?vQJT;i(Oh z014n5)xwF{k(de)QIdM?*M{xb;;Sy`LcgYM^#XP&!CSO$&}PhORO_Eyj1YY!?gHAk0^#x5;_vR#3k~n^ z+M5W=BGs;4*#(Lc!s~AJ+cgE_^FnWeG zY|G&UubnT9$cV`C6I1{$$BM)Ox#P|e60Fwm>=l%h6sfV{FIYH%6ExEHcp6zj%0q#` z0dKAWgFp=gKma%e;C!wZC;^#DP?%z(1OxKvvhD@T#x2kyp9Kh@Sg>*NXpg` z2FeUjEi$$LA}lT@3nNnsbMgq}qQm?^DDzfBRnZOS@V)Nv+4}G*XA{E?@vh!xsKIg< z&GLGj(fBsY-vZlA*i97d+!-t|`(E)t3GVE;Ps5 z?Kbl9MQv>L^AGxNp{^Y(y08m(^4h5|CoA+qGju~Q^x7>(DDT!N*DyAj@+mWFDzoxN zXBGE;N)oGz|4O6wc(ixyNK$$uRJ7b%`OmJE3kXEO5>&Cq4)go6%dDDgGFt_T1gR8= zasD3vX$|z(e#G(-rOO#LfB<+i@T3clKvE-W@#iW5z@V-lqi*W*ELG!$)V=d874l>h zUuVG7@A-*n0Lr2~pC3-kyKFV#9UC!@ez+x1;@GNTa@MHkmaV|0aTG)D{e zH61|PieX7_3P^k5$|jzsB$rxsV@Ozp#Fj)CW0^rImQn|R5$Kh>94A)r^q2(+5;RF6 zf%eFjaWe-&h_t5=jcyXaY#Vh^ETT9|X*o}|CF-SB`?g**YhIX4nOJ1H(Ub<~ z^X=jZ45E;0c;qoXrdmsP4@xb*1$4XG7F^493U6O`dv|x|^$FnhUHhT{^wv`~uSJ9Z z?JKZ%d%O30!?$|}_F&U@!q#%rAhxC`cH~xEj;Nkd>{C0|~I4GKoDqS#W zAonAuOzSXrY}k;Z$i@h>^^O7qfC0HcNXcY`-~i}!fXwJ$C}2OhDau6KM( z`IOIheOr0+e0YDvt;I3+h`x5uWI0mU?f6z@K|%4jbhtHZT*lU60ui$Tjdqg^0hKAU ztV#ia8CZr($^I%A_qb%wysdZ$#Tmh@cj|UJuXv(gqESIBAs4d8P`57OAPmO;Nu1D7 zpAw3U^Z3%X;t2SzZDBV;4>^$|IjM*DsVlidGr5f2@RYkcd{_CE%X-teG8x@B;q`a( z)Oy1vKnd8vf@`Hs&=;01(gpmtT5)z3x9{P?OOQOcV|BrX4?$MQoXFmJ1EHCcc*Pl~ zu~7ti&>W48B~ANvhft^s23RhYQt4il?&&J}iZ90O*yjlWK?WBGhrQOM(*_UN#tsfu zju&C1Z@MYEuqET$VPZFspA1}c_jsH7sHeKB@0O*t`m0;~E5!P&YkYMXY?lM&m(wyy zJGLTb(K(a?6gUA?unXqBW4IjnVi|=~2slMV#k;)AWBuruk(vA+)|`v~CjxmVwp*4F z@Msa33n{b50{ppjO^=Ofk<*WR3@Dq!3IGVith!HiUtBe!zq?giM!fSSJRkQ>0dGkH zidp9nZVkK;cIyij^xMPz+HG=N!;-=qstGWB#OuAoPduxm0W4g+#lyn%s`ADg{-+4> z7g14|r^mN5PvSRze0UQZ;K~3z#ow^}urud<4Z9JLIqN#8I6rqkGQvA3Q}5W$g){=_8d7;U8E$DB1Op#xjpFi zkb8Fr4!t*z7m|;RiX3d*9cUED-L<-5H zNAn;p8L^5JCp@?AJi>Ks*_=_-t~~-b3EjJS_vVdzgzw$|z(c1nejK@R6TyWycm5pu z?h`LGbhUmRdv@#<(7<~29ejB4In&#-tyutDU8BMsSITdf~k%^$|{CcLMjlx0}>EREU6gqiU18j z=t7CM;IeCny6)PGFv9lIE3hyH>yk{wbXcr1(?+Z8F&8kKtu+)t6YVs~gs9Vn8C0;X zHaItf&CfXd6g0X*Nnq|d+=@$%Q4)jr37P z86DYCkWGGWQg-vhbkml{g9R2(Ri2sVnr$v{)|<6DRp+b*?0KpKfnMO87}TrvRyIIf zF8~`#oatAJe9TFsCAxr0fn=xBmDi^$lvdjRFVtu;j<>u;DkB?j42p_x$sJeRZ;NmO zigUSI#c1oIdQ#`5!y-U{2&hz|N+sysA&9~B@^atC9oIMD$ahGL;L0AJSTl?>Mi`l7-ZnUycoI?` znmv|XUj7xBWkw$Q=%sfR@971~8F^fF#{OpQ$5N0%0^wtpM28>}Ls%b~;K-w{5@`16 zIJ}4!>=dc3$=al3)K;angE~7YK@i}Mu=TBu44^CC%L?BF!oZ&CN&o?v65-&IrM&#$ zONG(k<2VSp$bIlIKoG*g9)>Uz@M%x~v+EpaN(ckdp+;gA(~SyoqdV8tFn2e6oeDSS zvEoJQcfd=I35NGW;)wtQ)v?}nDgcH|F|TE?kj3+sSVb#dF;(J|UeTl{G~{s+XbM~a z_{7K_u6gZO>C@0fI%K!5M5ui8tDlNwLN>DnkS8_jpA>>31u7`PC~tF{Ad}*R8W13X ztDuhqXT|`)Nze&O=z4r{CTQUcL6@h} zl`c`biJfz1X~f#u(oh>1!J>qif|B7fQX)8k60w+-CT7YM$yDYtnYm2xm_mwFEao(+ zSQISV zRHGhssLc^7F|E0PV>T12QC(&<)6-O|UR8SF?BY0q2F9Uz(^ah!XWl9WM_)nY2uDyO zN9ra}tt0>;CW2=?T|&09Nr4GF5+JySpf+v+l8}T{N)Q5So$6hc0a?4|IaUFO8U!E$ zKcHI;1Q4MHWKxqM^(dGBG#fC)pb1Yi;Gt($Q=5jh6b8qEDRX9uGMwV>wK|opaCYfa z&^T%XK}G6rd7D(>2sH;-eX3N6%S@_b6}idX-V(K%J+9iUxi&LP(#Q&`k?_hPD*1vM z+1P~|EGawWn@LLO3Y2;N(Fj0F?*Q?s&$lRHfNl$9e805>!nzeJU$$*W2Q?i~NX3o+JUwe;p*3jqQYv zyvpGZhj{mF6+Zd|IFldE_Rc}+?GeJzl&s0v?+|mEK{qPh>u&ebiMN3{`SLjOo_A91 z4QWZ6SOogEG#EtT39o-0>|qx>*hTU084n!oX+K)RX+FJE?|4)VNAt|5qU=(=F93{C zi5DcI;PB$@|k}XwnO*%Gh6tmq8}f*Km1kC29x&4_$Mb4=<#}`q z{wPue|2*dUs z5M*-e>3)j$V1opF@Ar)A>NZf)w9c9??f62F?98tDO3(zQ;_bd@dh#z+s*gQ15Bt`G z1?S_sZr}{Q;0z3j9B4p3xG&^T&iq;=pZIBj$OQ@90_E~apNI|e1c+|r4?)bV{>Y*~ z{7WkUPd=7J00f`}EGhK<4-CtMO+>3tUdc9G$9GUbVi@Hyf(HWM@HucVx10{%c<;9V zMqmRbO$0cQ5Bty$`!EO2u9`ql1Vu3U1n~qDao}cfR8ml9{v(^TZ}O(g+2EtpN+p7z z;0)?u$rzDqa*gnAVxHh4{fuG=lpqO`Fv|w%{hSaA1fWvrkFjLVJrV#0(+pK02+lYv z414jkDuZ@lDLQ7#^^79{k)sWV$Wd?)4naoJfN7}aQ1|Rm-c;ZZuMryoF#~MPiU_d~ zkM9r_Q5?~Z5k;jOKg9)6O+Ic>60_p~(y>6?B?4-o);zJC&L9-?$?(huTn4BIil7IC zAQe-N%KEVgyNqta?^9&a@~BYE@Q)3+5mXL9+5$iWexMhQA`8rNPs$-(KoU)I|CC&@67{p3&gq; zHo!A68Pn3p(>%{pGS^c`t;sVhB|o8OG|ln3=(9+%BS|ZTCznLp27pSd)JoYh0-)dr z2y`m(r!891C~UJqtt3Go4?+=1Wi(HL#M1uQMM|ZOEjNlo8SF9tKy>!%RI@gQBR2<# zLhLwrASB_fwOsT?XVg#+b*Lmwmv9s}SW-u^F$bVxJj?S(!wx+WaY!?@ikh@QI8{HM z)IPO{NkJ1y>`vj}Gc@5e03a)}w$!dtu`Av06dBYt-|Imobybii2DO7t9dcEcB*0!^ zLp$_?>J%>;16dm*L_cXn`%h0;4^o^nIS4K4LPJlW15vZ}BsXvmMZiY8^DrItQT;Gd z(ewj-v{EfKNHvvRnG00o4ppJYQ|aSBMzv<<6+Yf|J*1S)sx*RrfGW#$ujoP`88lvC zb>-*<3dECCtS|~GbQaq*Gz$Vw1waGjG^D%@GLp417$aH#<-!C$XknBtWc<`PsI^)# z;{sb$TU&My$8`fQutsl`8dnEq$<+ePbr72%6d=K8e->ziR%n0L6E3w~k9LXlRaBJL zQt;LKAhKti);&!1QV>Jlsg0MI*K-3f$V^Int)>jK8Stv3> zB0xju6ofXGV>#Aic>oA@AY=(cV^jl(gos*0L*6!^TUpd)1@mSTb5ZS3hZ2_q%XK_^ zc4#M;azlX=(i3Sjw`SzC$EGJKQ7vhX^kzQSRiw5n2x3_zs72tyaJE(m2uEIS6Jf(P zYl_yw7xyq-XM1r&M==0=!xwz>EoUQ_a?e+2Eq7rxmwm&CRHg5IV})s-mb$1Seo1A1 z?Zb4jBSM@2f8<371ju&xDokOQR^MxYyA0X#!(pL|cgM08w?bFmOz0xV+l&{3DFX;F zr*EP4QFKX&bbta!Oal;GxCo9A6}`49 zi|ys|;}(5)bRSq^;{$c2Edo}f^fK5qko7VD2xE2@CQ_bvgpH$=q&E*+_)(F{k6oBJ z?ofw<ygvu-i@u+)yWDn$r$t&kjpCkX86)v$+p-Nl`$fkaOb?6WNA!_*@}5lF@gP z7xn?H;2it`o_ztlKAD~^1(i#61y#8{%JOWTbeMl^ls8wO3q-tVLS9;zE(SIr4cKc9 zC!r;asrDIaZA_TkL)r`=nJwlrE?8Or$53-HrT}eYHdK~Hb4k%g%$G!1dTW%MZ#IQn znghLAhIQxyF@OWfxtukCk*CR#(K($dcbzjp0xZEFC}9iU8CUCBsfTi)QH5$B@t(=D zGygfin%Yv{(S2=(YcQbK2*-A{I7`B|2)?*$8PuVB;G&=~JIZ+ZD*COK1g_Zt3Yq}~ zW=T#=fK5WQHk7$8QK*AALuIKmI);a46p?sHGv{QMBfO%^5iR@KXO5$pd81jH{S2i@I;b4&sD^_YQ%mZ+*Ri)7 zJi~VbWg4=9qo!$ivcb2qceJ@G6D}Gz;5{mQK^j4}Xf{=UNN+H5KY|?Z>_C1FnqCwfLIZ#; zUm%j4(k>EmE38~o{l;wnD^KRQ1_WNfc#J1EbVr#>+{8U+a1FP&T6~0W3kE6>F=u>S z$2Tz*UB_|wyKfxF8-2%f7z#?^%x2Nq$ilT%rl$?T(?1>5LtWHA9TFtL$Q9s{DZw9_ zfxe&I)v*H0KXnE1yDNm!NH_hpX`RZo96o}40p4sT#JqL|=%O?LuHRO&oN@=801irF zZ7sZAf7xin;s6-36rkV*l3CsET;2Fw==$6H$M6O?xN4uLsbQ% zme=)z&d*>d0I4qjaDcFu47?sHaL}A^b^t$a{2kz{9@I^p zor#)3D4`PQQQ^Oyze~H~?YZeYbL@Rv*Jp;ymv(55I}VzXb|HG6w}x5Tc#g?%* zAf8%f2w+$LCMZFnz_PPKNv0GEn*VaehakwJ@}yo7RbGut)6P$Z0B3$S3LBi&{qgUO z1XMBscj<<5{2FWgrdx9J*`1t$KK*a_=;b}ACcOq2);>u8EG~WjRl7bM86W}~8c499 z!Gi@QF@lmofdmE%5M=%)RaaNB ziIKFd*^4{HlC@ZoWyJvk8oW3`qORS$c=L`x!MCqp6e9<0KI;lqbVkl5g%vE#>$ zM~p!KOxZ;W6OuDaCIJ~ThR>iwiylq7bm_;YQ>#AhL9^@Ebv>-c00M-Dvm3qMENZku z6M+bW3lFp~!$qnVA>v-nyt(t|&`}1Bo^m?%kve(yWOF?v((WLwgV*?de8&U`0{n2I z#7T{<8g;Tcr#2#i1P73Z{2F$w`RDpswcS|>5D?c3c_nz4W(vNxS6_okMj2uwY`|D& zj%^^}goas$8EhEJHrt4zg?Ji?D3TVLgAQ6KVrsSB23=ca`39VDI2J@4LlOPw6}Lf?>Uia)+Nya=j=8{;sD9}{> zFu;3L33wA(3Mg+in+_j?ejJmzcg!3Y~gRKB=UC+1E1 zwbgKt;srUek6+QZta%jK*XET9Fqdq735Pi!$sQeB6GhR^MQ61zPpfU8e*Ss?;bS5M zIvLG78$A8Z zHf{9dke{}+yB1O&sB9E~Mga&E)X>43UfX!}=>HD1qj45-4fg7+=PS0FubXA|#<}r! z>)B4mUgX=fi|lOOLXHggk8GZtCYCMF3Hb60Za6q*b;*mZgFat2Zl<6O9r^Y~vkR}~ zlv6Gu1)0al73-ptuD&0qU!;2L@W)>yk<8MM+w3Rl9yjju_s%w0NAjQlP};;lxBYH- z*AZ3$c@?J@yg+%(Tb}c3_L_ECDsd)Y9D`!Ry$*J8X&{W(XUInz5EvkS>096E+Lt={ zx$uSm!JEYvNE7^}AP&%YMhuePnDRgfMlfbHe4Bd@3Y*Xe6_SpH3wR$4*T}}@v~5)j8_L~|#}XNi=Kwn_ zo9zrwDm1%sX zI@ie(S}|*uPwEdbtFwS(?$1;1GY>eXG%+4 z7Rioi`C~v=0?!2Q@uoIKSRZqvQ<@SrECH;kE!T+10LVp|^KxQC7epb5MzgA!IUM#d zdd-b`m3*}csR0B)R$sw|tN{ps0Sur43%D?aexQR~=StWAy3(~@XjG$7_bOAI-V-E5 z{AF`=8Ks^=$FIz)h_2SsPrh=bm-I=hK54|j`c|fIR8?>@64;>L&$#Bvrw(B# z6Z$;sxBGe9ReG}1)+HdBjm)kiBbXUUes+pjeb?nkyGhi7)i&odY6Wh)+xFVEx6qBR zD-Amy>lF7#al9Qqp1+*)+|( zUdyOGT4VpYPZQ^KsTYB45v%(( zgUU(4Kn7f&9&A;@iPu6~t?+CxoZ%5}xUHnz>xV@gViMc<%3wn*c(Q}07k3B6%T<$> zcSl*aJeDYug{}haso0EZjK?K2C{r-G(8d7y&Yab%XNe5q&>lIIPBtxxP^%h3n}*4V z_G)b`5L*wkm&)yZDeACH=`4GhIa=)BgtQwHOOlfs@AYFS>E#b&U{BU% zDF72dD4}qM=OEYRWzXbupE2`i7X=!d<~?+NF%sTAkyO4H$<1h>S}P5ZswsYj>e_$+fQgEZTTglcO3o zwxI)!XnyP4yfISgZ`a!fX79EQ=!CYy5B6!HWSWKze@?Z5s;c>1+jmzPmctj@N>rOg z)o*^Gfnbf$5GDA|?1Er}BRp>^+6;u4Gwr`;&SZbn{Hq+6Zv<>maD(R-;V@me&{qX! ziF-RE+!j*AnUmjI6%j}tKMS~9CvJ(G8_sGnXk1Eeayu*7dr{39;vC#^OYwSXlFIPS z*Uom0Vqn7-h_Y{Y-gBSVwGD^}`q1}oZHLY0xiwu?(tosci9fwNN5{?7r55!qU)|Ls zN9bp|?wCe;FToZpJ48ds$hWus^PvC#YD#NMQ@Y#Tu6Wlw-&a3F=OjMx6~Fj%itZ_y zNL%qmg_WrdR`uYGOt1*kdIPvld6N&Sa+;5*CodOs&xii`|Bg|KO+QyPSpWLi&pzt& zK55o_e{RQR67WefaVL#AI_Ec!#g{|C-2w32t{OG7evftYK;*hwiuL4+-|jg*Cizz7 zMKMQ0&{u$nRvRbuUv!s!4A_7SNC&Ccecv~M^_3Jh1Qe@6HmH(*x;J1AvtDMUBB2ZfAft2ykMgfIR1bJm`RJU`CB zr*TG6gg#Puig$bScX%t&UqZG2dpv|=tV4eXqc_7xd@M+LnFoU`f_5(A0XGPGoKtMJ zk!@!eoN==NxhtYm(=Pj)Eb`2Y?n7jGR}AmS}7spd}zM0f>fda`#(o z=!rcDilbPKO=yJjglT_xKTgMYvkYkaHFBFZ^=z~BQiq`m$G@(1DXo$?Q zjksZv7O09L2!$pie*VO9FL3~kCtvEwD_N3%swH_PvVRz&B9&4XClHhL2q^fdkNT)I z_qZ4`*ckr!kGD}E0iXfP_*Jo{0caLk2kBS}xsVJ3)X^(vA zMPukFJ&9pO84>t5d<3ac2&g1hfmBK9PfN*^*yof`IhjEOB~$5*@t0y(_&ctsW~N4# zBRO;>86CZnR)RdTFa+1mV+UIiCTkc5n8y6 zhna?5v6x5+e{A%akf{c4Aeof;oF)N4UABSU*liklTwWtY{Bf4?!#fpmD(JXyqltJ( z^hn6!ePA(ym~0~R0vuXS0pnITCNjJXLy;=`N0xlxOj5z#V~V1;btXPmx- zobaQZkog7937rmFPe+B6u9Jb)nM>CR9leJU+xcIMd2XROiU9Q-B#03ys3k(FS}W-& zqOmC!poaEgqHW18h*LSk=$GHakDk$==jB!yksn((0n7*jai@rC0ThEQwmFhccHi^f3(z@zNIAE0eFF69#&uQbTuNaHxoysEWF%iQ1q~I+;r% z76rtLREec$L8;?WmHXq7W`e05heT9Jj&mrc2r7t2xGdzTbwPQetGS}^`HUG+m@zt| zH)^Ll$)ABqoMb{)LK%=!H>i!dDu&9a#9FM5`l!|Ta5iD7*cp5E!>lZ!K=rqwM%7rV z=BXemU8Pz~Xz~&TmTqgss-eN60;dtR*ee21pIy{zw)&T?nX3fK5td~DJn9@p%9z^< zB*R+&to+)jXAp-ahX!b zk*!k^A9@iTlM$y9wNmS5Vqt~L5i-bewXjMOBP(l-^ci)T0}Y@70f1IQnK`$LtA~02 zbB76}MY*RK5i+&NHg3ze9}%~5%cyNYw{>f`3=6xmgS0=5 z@29(bcQxe7nCOT0w6U~V`Wya#jB>pGM=sJpg_ z_`0|uyR)mPXJEUx3vDrwx3|PFyn7V+n-sviw8wi#VZx;)bGS4CwLcWS$@;$++q}w) z8|HXcYW2Bfbsx&1A3nx87%;l+iMHn3!R5=rKq^v|dxgN76z==Jh#J2DJHI7Xzh%LJ z!wW|V8zud_AGv2S0-TCYYp+xYkq?uxkC%nBMO$w&xpFp;Wy=`fiyG+b!A@NNzEBo! zI$^>*hr-3G!aU2uEo{FI=eI`T#WexOf2$HzE3?EKC5?x`KcQ+A>3wbTZ9%*$V8Q@_ zxXJ&i06!64+jJi=AKOy@QCv3%7ti=M$#X=#*Fi{cMdL6WwXoxdSxsUAa{yi6L}!eg|Labdu+<&s{x;*$~M5tt-PqOyuz`pX1iO<&U(u| z6wEaI$j#x+nf%MpM!-Ugi>sq`8o-{#r#Z}g$|JmRt4sy-Oa<>-&-VQP1=XCz*Zh<) zY{nGoHM&$w5QDf^Xvw4qxd-EwS2m(Pm5l|JCBrvs?9z2k^Ulpof%A;d9Np0#ZO{AM z&rYg=?^MzPJ&_H(k&O&Y3Y>_V+?6doHxOMi0qQL#M;gnF(Gwse(A)(d{nH;E(jxt! zicAwLjeh&PyF5WZWg^K4v&%=M(D1{!>txO^eka2VU1s+4ojtNf)Ec}oEski`#xC^6e1y*Va$P~WNH^^`InBrF%X%AK z)@0oUU4YhV?V$hcV(*mH(HfeB<vv<9*_ zYPw{8+*)&J;XdxsN&w_R?$1R|c-qW##6o{>xv=Q5QO zb#5N28o^{$?5$OZ;D_5LxTwX)u3S;4dNVx3j}Z3*K*Dh*;Ma_Vh7- zPUiyV>l^W{LkwGuCW;3z>R-O>sV?TwUX4TE97Bu$#&u}zz3b?=^xqzF73OZ>8Z+(? z8n~7IoR{9S;7P?wkOWfj@Xa3a5|8RsAO+7p@AO{gOQ_2lKUp&!B-kE9!`-O?FYuUp zEL>LaLI_zQXR$j0t;#;}GB5KNkMX1E>iJXhE0F-)z7hJq93lVcw;rvzzISaw6_c(X z1WfQlILyvV?-sYPF+cNEf9f@F^K*#vCZY0ZUQ=9|FF|h>W%Bb|%J1R!egU+O%T;Hr`PWIzrC6B-V$e#aghZp+)g&#DgF+ZI7#O29*$M(?? z`3*n$lrQm?ulKA!flZg0yw?+7e}&*Yi~i2ThhJjg4xwk#t!!cXu{_Lr4PA2{9ixr} z)L;9}PW^e0`MLjWS}*5=FA_N+CdJP-!LQVE|L8r>dPq-MyfaQF&f(4v_qMM5;4%Hx zZ~df>{g=P}L)iTzG5!FtK;S@v1q~iN$cD|ia|#nEJRtBu0)!PUUc{JDBf%KwVr&Fy zQQ^5&Y(9oWnet$aRjW>_gc(!j%#sGB+l{m?f0qR))vSrPlMVl7kQ?)Q%w$&Je%~6Ff7bG|bH*Lol zK9|~5s5hojyMhhR^yxGyMx!n%9)=uQuu-IiC8L##^s+#yO00ec9a?nguVFWzMx9#q z*ubj`zTK?&rC)&#X}gBWSE+2=j7j!(J@@9_+XxRt-02wja^?srm$ckGW#)#e8%!OY zT|1J}Vx@lvA0F*o=CBU~#+fm%c#yh(qGzA5di=e@TgN<*JUV^;dY>=uZy=wj12DDg zln_D)Bobt>K?fgHu)6>!q_Dz))&tJGw&Xerx{z8cjzYdd+=w>|7a;6Jp#bY^0TNZx zPemEWdQQXm2;A?q0~6eCGzYo=1IxP^ha@sJkCwwQEydD9>43Q&8`3?H;43o4B0pS+ zEvPtjDaR|nY)`nBymSr6=5~ZIO*JJ1vrRY8x(~M`$)a+mBdffVpb$-Lb0H?*6p+K= zmh$N~{h$Oi(TfBfb2s)ZBC^aEs!QoXOz;QI$Z>GAxLFB z6|NXHg|#3?ZA6Qr1fcZkA-ewj?m8zZ1vWuTO^dZyV^>-QNv2vA%2QJFbdgV3t-MlN z$YN-0)nmV$Ra@3}<StEyHb~j#SM9!mjW6iJ88SQ)bv{%v9v|9nq z!uQ2qZTNNENz3Io;Y^|bRgI;eK=t-LbyXCup%@SqI8#3@6m(SF_ElKXZX>n`QB*&` z*Ftd(RukcnU+yzseUpu8-m4hzN*W|6m*%=@f}c(^>a_2k@ai&? zHQ6~aLp^Nb@N9N3<731AIAs|@#v9DF$J7??FP)~lLAx8rTs-nVrdcGNnT8DX=B#y& z;g=)wv+vkGkK5>>GoP`z{E}V0IZ{XsTD@(wGYyC9nH)6hdd(YE)+SkJ;61k%o z@~9`nPu!jd|NjSI00sCzApqff^h4lfXqB44z-NEz>m2$RBD#iHw4Q*ee*;7z3JZ9^54O-%8EjZfc19oJNoIXAXml5%{FDyz? zEfIN$7&9_Lp7?M%xdTEI<;a5-LeY$OTuMh!lg14Sgo@!29A^IJ#^rhOi|+$U$FvwS z590A!YMc%dTSOr^|IV?Abu^bFHTe^q9R^~rA>{BDNfevW$dEdm&rGOPM)&b#lauKo zP;~O27O~PmHi)AonHU5XzS5T|IVHf%SG7NaXCZ3&q+xP6wT;dk2IE>|4?AM`? z+)6SHz`!@bi9%l5@ty}gh&qXqOpOFnY@=M>ARFdT_x+JT5dEM%5vq}VDpMoJ(NRDL zIzSy1G?N?MsNSGbM0BDgkl=~POI1?J%fOSFsT>G2eK|sfqV$<`2_;;x2^D|}bff?* zsW^Q~&Ys4E|Br);iA;@&QNMNQd}X3&(R}ty^QjJ{8b#^xq;miOP-G$?EeKk(IhLXx zHGoMq=u*k4(xOQ8CsG9uUYp`h@Ypn-_hYAAWi>yaiuF6#n#}@eP?%{71hGWLfDYXH zKOL0x2XPhbF9WMez5+$B(xG5gE7KppDhxgH%PW+aXAI3410^VNml!ldwqqE` zYtvI(*}|470F~@yc~IFPT=t}?-J~9Yk~OF<)SUg<97j7#+N>VST02CpbAmX{p<*t3 z^f^fan(+}zoCLN9h%F^>TaefOHnK2)Z+zuDU;4^d2S2F6akGoZ=;p?*TY7GPPRY;{ zl{Qwb|K$iG_d8fu-toH>IzV}8(2U2Z7ex!Ou&kQF6a&1sz8?nhee=6uUsl(4(*-cA zWJXgFnfOf?WuJmctXje*@WC8wMt(LdkTI+m!#<8dkH^bl4};jq_BHN|HA&YsBDgF} zrcjay%q z`GY+z-)JWjVCX6Y#ceWhk-prdX4*Ny4fd{|s2ZNyuD7u?&YKu;)WOd(8nzq;L!jqOd%u7VzaYLp`y&;v)8t@NapmcLx$DS)~QW)AEHD4=*X z$J@qJ(^QW)7b77TIne9f@5|JS>kF2q*j1CC&&~J(Aee#ET^{oksDS2Gf4~9||KL@u z^9wy^KMmkF^xr9UJW3XgA)DVhVhR-R(GkM z#`IA>DTQ7$*0)}Qq=vlpub=YqO)&eKe7o-pzwjGB1yBIs^M~|XKl*4q4C=Ch&^hJ+ zJDQ-4DI1Cj1T^SdDA*gElbgNAgCDP}xd0qM0>rNm5C{ZRzy%Z!zH1MV|G>b_h(XSB zKX+jy4SbLJ;}6stJrGn9dYU~FEJ4dN0m?H06*vK4Q$h7(!QOa`*P;YidoA1gh#|WR zE8G-5lfe4mIVG7vD*L~SptroyzrH)0&;i2r6T%^cIumfi6mUZ%R6-6&KqhQL;8?Hr zny`;BGc#L&*t)AQEQ>EJ5gi;04?G+k{E+x*yz0}!9^^lONkbM4KsU6+OT@%X#6&st zjwQT9=J1P0i-Fk^h#iA1@tUMm+rdY~r!EXNuu;TC;lOG^#P#z*8dN;2t3*xY#ao#PRiTJB2R;&p_R0~1`!*=q&!zsfL|1^pR+!RG4MugbK zUKGbmj86={SFYOKbYP^5UO4s|54TQn7KWJrs! z0Pj1j|+?q%j$qSHFrg}683q&7}^dYTlwOVY#fGb21Y)OMSNfk)R zgIvjlEXtb7wiuv+h=8q8L`IlwMx5lF)vLkY$j3}+wlQR+Y+OL0+$+s!N{l$lq(n%C zJj>olFWH(k8n`Wj@WbZ=$g;>cos^DPyb`~f#kAqUJ7k=G?`%tx1c4J!OL1Jv!elnA z#0?7a$t(iQ8iFww!mg%F4#H$i!#sfz@XXHy&CnE0OB{j4+{{d=$kkbidlaw>f)?tN zB2{TiG0C6P)QFSpOwrWM-TX|`v`s*n$EhNS$mBQI%(Dm_qQE@9%wP+VJWJf<&FB26BG^<6BHB_859B%6&eB-CKDJImmNA)9|LnCCT=1GR3jLiBRi}mK~g6w zr6)WXDn~0TD>f?!v@1h*EIO+!KDsVN8808MF+T({KD;tSv@}4&G)9&>N4Yvb#5+dI zJV`Y@M3_AzyFEdvKuD%R7rjA3!$MEYLq>W;L&QWs(?m)}MMYCZ8^c9Hv`0WdNO#6b zLd{A})JsarOhD31JKRi5R8cbAQck*4A;D8n%~L+xR6gQVOVU+5ky%F6T07-hNmg5? zx?3mPTTmukf1F$*yj)S$TsG-kS?XL!*}yE%YeM#GOTTP3_G~`lZ8}45uR3$LaC2tlb2a93 zQ~7g3zI0pQbUf>HJo|J$j&(qGc6PXSG?#c?{CG?LcvSv)UNU-o{dzrAdvoG@KkIuu z<9t*7d_r1%mo9&!E`Yqaf==RtL+gV;{)0sSgIDE*UHybhR*G@tibeg3Mv04a{)jeo_Z|HX6U#(TWSyN}DHfpu5;+)vxum9qW{^gXY=D^(QnC9xr z>gulk>Xf+b!2j%<{_Udw@t(-@zVGv&{`0H#^sN2$vi|m@*!aBj__^o$xb*tA{rar^ z`?UW1yZ-#c{`}1T{nP&a+W-Im00008{{R&T97wRB!Gj1BDqP60p~Hs|BTAe|v7*I` z7&B_z$g!ixk03*e97(dI$&)Bks$9vkrOTHvW6GRKv!>0PICJXU$+M@=pFo2O9ZIyQ z(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS78fK=_8 z|7)^nP*MYYY}4O0@~yFebOj-|V0jQmDB*+@veiH!=@r0UdJNzoUj_{{V9GVm{BYWN z{#7GOG9=R0;B=~4bfJOCBy*r6>mkGd2JUHC;g3KDDddnxU6`SHuW;xgekfkUg^$YF zXU;3reLzEWlRcN^ZCegxfOFez_a%cy%5uPMNj|f{b^?8=S_4#M2&R`{BG+bgMCPgI zo_zKRk&&H1X(9j>MvNdYXd$^4oEi)KnHDgz(5YXJj%WT^@U~a38Svqi(eCIBVZ$X$spiv1`MR|={4reEh(kb*;h>rg7%G|>KYIZ zr@AR3uK3-CBlsVJTx7s2rrCCG{q@*qPgK^HDp_uvk3whA#tk$f9~IwLvqm_{FyJm1 z-?Seeg3g%ojP5CXBTJUP1J8Hb3E+{UeibJKy#im#%MjxLRHJ0bLKZ(G+26jVy$V|J zf*4GRttj@U1~{V{T!I~)K` z2ufh-ZqqR{Dd0LO`+yC7cZDl*@sgO#WCgpIuF)kbUiPBT9jjrEc!9}X4rGyh#-+n+ zOyiINd&aB$Ba2Vvv1JBK61=LXwLh*2ktH&PfnL!u=rI6fDw0JCa1gQwJ|h_(?4+rF zmm^JD^P1SKns!E%BKNQ=KJ$6g8q5(bFcoubqHNyU7P!CV^s86jFa^8Z^`BQ%Q)@xv zpvuf4|BL4NCmHRD!MN~M4JsV(KU1>Re_&XgY&!Iz5KR^hQg9{lJts2A!P9X@g8&+M zG-`yiQ=J|;9iDlVG{2lw(I}dMik%QO7)8x=D4K#cy{&d9MNV}zHl2=E=S#(ks8EMW z)J%r$nMF;iQkTk9jT|)@O^vElr%Kf~sT3uZky=%^%GIt02{|>O4d%Q`*0P#ab5J|0 zTGz_fhUKQMaE&WNLPXcP+V!q@&1+r_uzptY8OA*uDbbu!v2pVi&tux+dVQ zave!-*c92yl7|Mbpo2pqa}A{2rU|G(MJYy0+R~yT4QUVrYE_Hc)}l7FrHw6VO_7X# z|LEhkxXrC@cZ*wdm_xU|_3b={J6!+F;~K|(-t*eQT;`_ZxzK$sIi^cpXIR&umNg6w zazY2qX7{@a$!tS7>sjFl0u-D`uX@*;-a!cBz3`3idnYjoP}ujr__Z%8Ai)oO`1im6 zwFf@zLEr-0qaFxOu!0jz+y*;%9?gw#grf^x>RQ+v7|yVDhXY>0bT%g+?y!gnLI)}> zBr>nq?oosjf>N;e#qE`^j0Hj8{Mxt_v<0w^0c>CbFZjpxc(9NqOk@gI*uvz- zu#g>0QI>{fX%TE;^>p+HOfPP7E+*d}DhcQ9g*Zk)kPZ-+J8S zrg5b$jS5rjW8LiTvAY$F?BT{+-podFsr$@ff5#=!H37NDBTMUQ$!6e1|0PoR)#5@{PeasJtnW7 z2-8b^jm**^>vf09<1#?_!W;hZh$lP-4!=gZy!y~eS9FL3k>0L*J>fL=#Ax$d3RJAQ z?8DA^rzaj{WMBO4a91+N1J9OzOZg$)?N@gJ&w8n300+3wz3z9<``+V#1{tV}w!IX2 zqlBo%miKzD$xLaPr@0i6pa12Z-|J2{0FPUeTrg}ce zi5Ss_5Ey}z$ak>zcLlMDyf_sY;EABvgrYc#0p}Ep)@3W_Xn&Y+thjlus0{fqfL>T& zXoq%T=xMfCXLlxDJIH5z&~eA;5w2$w_(u|Nm{}R90PnbtT#<~+*o5@g7w7?uNwH`u z=!dGfimm91rl1ep*o|lRjo~PcV`yi%sCq+Zj~-!+DbZO*hY|5;jJ`;bQGt*7_<{S# z7ur^WOff~1*N0$MjpX)n_=RKXCW`@9eFj#Gj0lls|7eC8Hg_J$5f+IO&zKQLh=CLl zls#z`AQ_S!IFfwPSyuNHDcFZA*j@t(U#ysBpg>#ukdR(zfHmom4=HL9sd|2PlowHt z66lW*!E~}mj2Q8gW_c7zsg&|3f_w2{kCzmfvvt!5W-UmNXJ!igC6hPzm5X?jVwsbv z=M5Vcm%X@eXxR`Osg@NHnT`n+b4i!($CP^!gu~|)`ezKN2xEU(mG5D8PqS!w9@a470u zq6dy*h?p&^n7PQ9bmwX&Srb!cqbU)dI%=jp`V>DJl2}loAkqLv+6gpZB1-BOPM4QU zfmy;Kjeba_%vWDr=wJP*kPE4H)Y)L#{}-DtijMX+V!o*oGpZ2}+Kx8yoo$*FNg1S` z`l+DmsqH7K>iH`E5Gc{Hp>d(91M!(k(OF#9m!xT$g0O21*AM)OqHczOEZSUS$(R!< zVyr3?l}Zu2xuyb9tRbPSn>rI98LH44s!H&waw;PJ@C-*9D60Av<*5MO8WjB|9HJF& zf(mvGmkj)QsQ$^NE9#|RdStRWceSZj%<2(LN)l@7mIzU=6i>AITWsHlfYXN?N4I+>jZYFYf+ z5tF)fO$UeLNf7sH6E*s;oJs}L|2nWZORDr|trma)7~l`GU`cSXhEHh}fyS3Mwq6%Y zZmf8a9Gk1FX_z5fo!057kJ^~7wz5E(pb>GbT$>PD3zRQQvpj(THk-3(Td@A{Ga&%9 zLi-jx3bU9x6oFQS&bNX~t80*uZke`?_yDysxvNtvvQ=xfVd@MHI2mYaR$&{AZ^?JO zc@Zh=lV3}=I)MRAfVOE{s;%M=(c%oJdQWqqo26J3_?Lq9iC?6Nd5a(oTlu$r3%G%s zs37}pR9mz}uT}d~jP1?8DI+#G<#T#08t?_@aml0NF#rBP_)w!5ZDwvgj8R##_8r ze8n%3!dm>PTr7fK|9lrRtPp%E#&qyjsC!?Pre0shy)woJChEXFOqhZjXGLtpIf-Ex zOa%^rJtjsq#a%eZXI#Az{h(ZLAesyz{z^?{9*+?SXf zUwq)YoXoLpyrn}-aRNG^hMS9Xr^Lz<$d7w;!%K`GX3Zrb%e|?`v+NR>o6F{W&S^je zjb{*x92X>9y}5Z1(dc{&XUPf-Uwq&Q{IJX&8=cPl%yQ(GATiWLea=Qr5J>$N z#cF6gA$}nuTKTnb_I1pvB@Jp^)qd;AEv?mY%+7ch7t<3|qO{ zgDr~-|Cw`LI>8h?$7YDQ*3;2!I1y1?k-bgUt47>6Vcf^9%XaA(YYp8h(S{(s*PO6x znJf(`&E4JIm4$8CZ8zSJ=nRp{Ig`y1!EF$1d4Bo|66g(~MA+c)jS=!a--+yD9Z}&d z(T0nby8K;f{*BE171-SE$q`(><{Q)Gor{QT+f?)5+6>tY{l|N3f;n;1IGy1%k=e;T z4H}2aBdNDUgw;C>t}&oKI_<4gHrFYE>$z^d z#SRn4j_jPS?4XVpk&$iD-qZUI+z(M7saxHaZ0+xr-Pum)0{+A6*6pyJ=-^J?v`r2U z*ceN`5*1ImZJBk#&JgB)?(ZG%Eiv!(PUrSM7#;t_7eB%gF|nj2tM+x`$;=PC|CR78 z9>j=#*oq$Rr7Rkb?%9`K67ZX4&At)OeiB9RxFF9GB0us*Uh*D35_Sy}DL?Jn`|?<5 z(zd1T39s{qdr=u@UA)Wh;1S_u1y_(ZhWg=f@P+T{Gl+8r4)y@iu3b8U z1j!vlc#w($1qK*CgcwocM2ZzHUc{JD<3^4Q>CovIQlv+a7(c$ccI_jLksE2ea@bO) z$&xc|Qv7&Rr^J^#ef|U*ROnEmMU5U6ilK=hHBFs9g&Or~nlw~0AjO(><29{xUa{25 zkSj+92^2JF(4BE~>FW!88{r&}vPw-&Eg$>(7Y>!?&#*H1< zn-^KKWPz0h7A%+$p)<2F!+r)WF=uFtqj`Qz`HBu$tk)2bE?pD$|3uTXCyuq9Tla3> zy?uvN%2eub;#95vMlKRJRvOn>XZ_02tbzn+)w;zFDz2wRj{5BduMhC}z=q8qPK@~R z(a zFFyI`BPSUEMBFGv-5gxfs{vQaP01yba}GHvk;F1fEw>B`!wtU#GfXkVR0BjVBZTm? zG_kreBL>h~D^9ksLj@ISXspr38*{{Q#~yujububclP?|3{|>tEOxjM&jl|gkL@BlB zY%{=sHfOsOwoFOuNl{Nf1vONLyd1MsQwK3q)ZI26%BvDzk?GA4L9V$RNQX380u>SMyBL#J{_A@3`1vgxAb0hUs zbH7Y=T++G)%GK6JD(kGY;%reaNchopSH5~J?^j^c8=GvI*>+2|JXgbYOAfrKxC57HTi0zoGz-l zhJWHXr0V9i6+2UsvH9kl``wwaV0{i0Xk-&gCV@&pr5Y))Lz0%-u_^jHtiF*dTQ{hA zqu6W5ANM-zt+_r9@}dg=$ukp;IvgSf-ej@G7-zgWuebAw`(MQ95ti=B2rf9YL-|OU z@4-n+T%?DeWO}5|i}GsQC~sevc+xPpJbC4@lzj421*v>_pmGmu@pg^RsDWAQMa7hB zO4sZ3zEUqNG1eCw_U9n)PH1RQo!!k+>~T^W%A0<_+)9jngTFWGr3YXDDbzgYm8xq3 zoC*GX(ztf*Zze0E*R4?DjD6$_d^pP)`O2pl|JDTzGId)YW)79NP$3T~>;FJK*ttO#EEA3s-PeBB|g*z5@4=tkKIIw5G*EuSsKwKQ7}0@ zIyfYSs-a}kGG@ta(XoZe9Az}6nUPO||56Z5*x@uS5=;ciP$R=+i1tvimR6R+6w>HN zEM+-MKn4;YiSghEL3qerUU69=N#$o4n46cp0%G7ypf|I^&1exclT#C@HWk{*YQ8ZI z*j(r~p&1&00u+L+^n@v7q)sM^&z*wlS&xbZyV%X=ibv`QKzCx$`zg(z6a5Se6$ew$ zuoRUv)n`H@x>FuD6o(JZCQl#YNHqTNCoeXn9{uP$Zz)nk($i4w3yDf~ zg0#>;DkYM%=}*GCK%E|isJ7ASN`<;sh5EFB2NY^rbuulSUZj*mBx0PpmyD)%l$N!8 z;#8@cOI@1uio&yqOl@=46{1Fk|F=O-KK1F$;W4vfb!BU2r56INff7t`<*8hC(j3fI zWUMcHlOXg;!KPNwuWxf_NC*46!d~@?d_d_|8uF~NY6JlS3gbl>TRbu%N3oBztY($V zL(Y0OOrTY0OpdFY&Dlh<(vg)BVWf=Ky7rIl46JO|Q`M3p5{n(VZdUf$(nvDxHQ(&5 zFyl)UJGPKYrDfB6m%HDNHP^Z55@lw`DwN@7B&`rMCoEh0UGQp9yzC*b70GdpUtUDC zExD`i97~`cQnrrC-A#JCqThq^*Te#JtMj0{(*X-*y&Op^Qj2KLa45LD;QMQM;rXXx z8LNu*BnK83Nt55;5sZ?w|4EB)qGX#~xQ8STij!qh-xF8aah&zUe>vfa6-QLW>-zFT zUaXT9tu3A1^)8MZoVo`KY@R$k(Wku%;rug zm3?9z?={=mY9_UV{{;(SYL}On*T}7K2VLy3l1W&x% zyeHC6az8H6krn8bcpz}0giBaEJq#l*qVCUggsWA z)3Jtx<0R=q(HwB;P>qt)cjCz9-`i`7P^b6(Q&5-s)a4CqlU$vR`j(JaaO&jgEWpNL zFCDaXjK0}YrnbCHN83k!jhwfteyfQI(>J1W^>RJQ7xzt=k+NyOw|+u^4?M58Jb2yJ zdyT5+C*mV=|8ku$!0}=KcjWmM)qw*F?P)ix`!2$j&X0D(pkI`&^M3cm)?L1+w~6&# zzx|ECKK75Eebq5Say5$nC)I5lRu({s$NPKizAC$73Q5~kn>6!uh6wI4f`C^WkN1|qGz62}^@B2PS3pv7rF~gf7^CKoc(>{zyfc0xX_k%gIvn8`5xZ{H} z+Y&Mht2nv)Hr*;RGP*!QE5NRJL9NI-qw9$NQ@|S}3I=RIU!%Py(>=@izX-WEh9Et7 zS%4o1HQ;lqry9QaBc#d$64==#f>1vCxe2e*Ge0A@=4*)`q$tyyi5ct&G2{sS3mcfQ zD->)&{~Tn)iO|6voU|UyKHC!@GIX*3xwHjXfPUbIK2$=nd$xchpD4m5%d0=zqOjc> zxfleH=NmK%B(iJ)Lzyr``dY)EfJ9bXl=iyBHuOY^c*7lhK%XGL0J1|DL%d5ffCZ=- zKm5Zb1P|D9!a|I~`r{?G+a{M#Ll>JwZu1XDJfU9nMd@p#lCZ%~M8*Z=I5>1bIm9#x zRGv!Q4P#qGq*z5q=tEaj!uNxl@Or|tqd(-kqVqDXWOBF^j22)tiXaS&Q;bAO#J*|t zr+-4nir~Uz#78&exVhlRe)PwGj5?5WMxQ{5PUMnITp^-Lw@UeeY}`N&?7;Dmx#Dv( z{}HS<^AffcIYt=_zy~qND|AP@3d!aBNN$T1I?TtE%)xyG$d+u$I26B`C`HRbNCION zFVu-ubVzLkJ_c*TL7X|7D>!6XyKV8MmDokxDakNg$|vhc-WbW)5HwDFh^SOa?%Oyc za>=dy$ANS~X*`pfyhDj7!j@pgoy^8Rrt z%vb{j=s&9z4Znmj({u^aEX@Ig4c2o$CkZa8EX>)|iNj1xuB?-oBuJbT7u6)R|0-EJ zy<7nAuuPtW$UyW!Z*)r@v&ix?lxwJlFw&bX`o-#8!En=`c*L~N!>q@o&F=)oBDzi7 zT+DO?ODyqC7c@q73<*7~%;N0H%+$cPj2jMO9Vr4wAG4~1Pze?_3kHBu2f)8C#LHD-Pv9v~|M)Vl7xcD| zR8kL$WzHo zQ%!`&GKES5<4zPgQ#egYIi1rY)y*^f(d6*XESWpKG=PTm)62w65gpNA2^K81PtSz2 zAiD-WP>}QlkW3YdQT3ZOH7;Bos-g+ZchS^hb;AhlR8O_gR|!@A0ajEL&Qvu{Kn+y3 z1WJk&%H|vrggcOCU9zWyjn5$oa1~JL^R|ttQDf~pPEA&RtWa)2(h~ZZeiBAje9tFU zOIB@Ff5BE%`%HqsMV&iP-pJ8OO}%v8%Sg2=h~XWCwN!P5SOs9$|8|YHI=z-X{Sh~ADutCz-r&DicrO8@)Z&RG-UPsiHC7>&&^qDS zp7q(C?b%NSOpHAfjunxH)76U@&dR)3_}oU}lf`Q-)QUt==j6PHc!`+c&$~2Om#v1F zWt^l<$kueks&v?pxLTam)QO!_t$bH!72CYbP_T&1p;!PKVA_w(SE!v&shwJ?J=7E} z2$Zc#?3_N|KmeOKoag$Tt}+aN_&id9UZb<}v(63F#Dtd-o3_0W$6*^uR1 zLFAL5G+7l*2LpJoYDfWw7}LEQ*i~U!iHfWmJ;#aS+;N>;{~%>sBCV5(#auumS|s6B zEU69j%bW#BhNhL)S1esBC0P&zTrIUKY#Z0u4GW=T!I?F*t|i4wWl$aM-F(zpr5aBo z;#uKcR_ZEV3whSD70jKh6yg-!(QUTqwUJUg(W;e?YkL{aHQLV2I|lGxw1To>Mce#{ z-}0R%o&DJe{#k#l6Fz9)X&ewmX<(pWk|7j{`t1kjecrugC+X$alC{V}c?AFf)3~)b z@XZYaz6Jw6+}Y)bHr>wqa$xX;U>Vm$=pK;E0MdDds$T_X;t@q4}+ZB#N9XPoHlSXNtRp~Qf>F)Iyu&LXY zIDiG1X_`Lh`+Z_4j@lDO;rskwu83%R5RCmT48PEaq+S4q*jkw^Wby@#fj&Ta?wvM{ zUx3zX*MrboaO}s1?8uhv$VTHzu8?WTYI;*=rTpj5g@|iZ>$P^~r`2C;tx{~2r@$>Q z=U9Lmpoe()X1qR+aCU?RK<8X+q|M&H|15S?)O1|QylR5fZD3k#^VNgNM(*Tx?8+7u z%+8NCzMj-9D+4$H?+9(tW^0^w>z{<{zXja-Ylk(c0mLxfil&E)Zox~o(WtRbG_}j+ z3uBTlZmc|R<+kt0{_6L6U*bY$Z{o{J!Q1P$=~UHjCgkp&F`xNU?Sg2BPGBAKn9}hv z45H2ldf12B*68)7T`~gON^LA2r5fj;;b#f%9G>q_Z0!41@mt96Pzh_JDe?AR=aE2w zI1X)R#^1gwZE2on?@n!5O$UJh2lCeI2$x90xCf%fhx6WtALwg{=$DV@?DcXcOc-5G!C z80K9BotQ)KZC}PalHWcE^#znq`FbChN~fripYlxQ?NuCxnWy=h7u}oJbJ<4l66N{! z(1y0Rb9@l`2tQr)F$YMfcv9l}F6<2&=G=Y~975M(!5(aomwL;gdaK88tRI(qKf^S? zpHyaC`EO`=OuaaJTz=d{*@)i(I9y4f7|cuOz`Qd@DPA z#D8p+x9o6X{1UtL|NHsD$nV3+SL@1;^G^r$gU8lac6(EYd%So#J0{u1sQU!~e6mdT zir8Iu%yI^ZU(>HWQO*0;-)cRmdf9huUr>BxZuvU`8L-^shZtmrbV%PPdxWM|;b&-T zuZPV)emo~#RR=62Ka6?+2z}-t88D#WAi{(Q>CjQ=@FB#A5+^d8Xz?P(hp%X4>?o1p zt83R7a&*Yx8Vv>>SF$`%?CJ9-(4aymhS1~d7Sg0jmoioA z%NL&vL#OI|wUO$Z#=lF5GbJ`|r!xt}~KD>7Q`W>7Y-@U|(9S>Y!Fu}*L zTrbkNx%#44pfnhY1grWXgWR!Sr{;|jtnZ7!gA*@q{5bODFpC~->iqfBsLG4euv&5` zLxad|U$zfbRb&U^>cC;a(7W5|xrNv4bsb7t=4B_DnF zg?89z=agmuY7tep0E7{SN8B|kZPy)6v(XWfZP#IhA#$!=c-wR!Zg(PzDXO@lMa(_- zB2&>x#UfYLX%&=-G1Fd zSb(4=IbV~9aoHu50zqP$LIpuc399cDMh`vT*a4vdaq^ZUg)!YZ5*;4aRH<^vCYvI( zlUjQ%w%9WF)KiKs#Vw=R`edWCJXI_1L+94iTDc4SpsA;vdip7-qQXk5sfp#2pJP%| z23V`EV#y?8v(DNWX}2~A9)zeGHke++8apOe(#lEVL>ks+aZ8sT7bnNOd7RwH=$d>o z|H{O<$gQ_dfh%3gI+6R6x+#~u?so@42yeXT%}cM9_AW`Pefc8DSbvk11F)-i5tyZ{ z2HykaIr`j6Y+2*k^KfAQ{kP9BHM~jYR1DM!D8>qD$YGw?rCnT{l9u@PaUsWiH{N-( zv@N)O`^_>^eZ#CbO*8X!Gs~3&t`_Ka2;7eQD=7j`IP%FWPn1!A zI}dJBg3q{oOOMiBeOS7utoTZSGEkNyl0zQ3dZheN?+>|;8K%lj!ex;I?JJ#Wj zcO1wtMf^`-G84MP{Er3;sMz&LmTGfecCt&fOhC9_xP}A?|_Fp)S-@dF!D3A z@*jNS(;2`VCV@0yU>x1}6Wy(?idM;@CXZD-P#Q0kYCI(>jYGyVvQj!0{~D9_QhAWp zj8advB;4?F(wc@WppGwuVfpe{Im=NpU-{6+`4V7imKzwkmW*`wu^y zh!r@#W?6Ys3CCiYNotkSc(;@#I@77L=CQJ!#)wL8R8kgkqSJab$tAkJm?5x?hab!A z88GWO!(kH5X!gjVGJi(Dz7+Ew@KDF;;t>xd{tz)$3)rjDhnNKZfSx_+(>7^SMU1IL zZpkrea=N%3Zf*yk>U=3oce2WMI`5qsU;qaEp;LeKBc=&qBc+sQ#g45ZNOdV63}ZOR zf!d3h`SPPSm?k;U!3rOYbZA5=DmukrG*kvGrvLK64@?3@pD^iU|A#Dcl2 zwJ7M*xzaTzGo`8DY}$aFKBE(zFy$$M`Wv}!53n^sz#44fPrHaOpaP|;sGRDgV zuC}he{cTI`idS&ywF&-+K>;ANMY__GEFaQsqjHB81T0_;qx~m9?|50tS#ytwiN_x) zv$X%=k*buuhh`-j)&j<^YlM-E{4_Jkie`oqWbF}j9pX*jwUMpK;ccW`+Rgm-7PtmJ zutYwGiY#t0~pwz83FL1SUQxQX{ND`-7aLi{|mM6hPNE$03>pyt>kw52vhh@)9$k=^1tn;-G zn?*~PIcv0%*_?`iU(4T~aG5&Qupohl;$^O=w8@UH>yx2e)2K9{0V-(#75rg~0xVg} zYMY5iO@`Z=l!X%RDYJIv%;!R??_rX0^Eu+7XAsZXJ}u^2niVtSqwcwxH)f(fhH>AW zIB>tV-N~Y{l5DDAI4C)r+oPjR*GNk`ukd65Y8rq8|4nn6$rhH#vJKVjju_wvr>XU zTP|{{1Mwm!dYlItfV4A?PHI=1xRAIhB$BZPDkQ@nT}XFv8*eF`NDOorb)^yfPX9EdE$JX zHx?Q-qg8Ybv6H>^)H6HU)4uk2Qh^EzK)|pOELg6qsPsJnQjPKAOTN<_&G#bOK^FrL zd%!u)Jdcad2~)Hr`bCnApUhF!?d!-JG2mm%T7(wBg>%>gVEjmJ)Iqj28xAvPi&SSiw-Jzzv~6y-6)tb#2&Y(-A(1j!nB^sDS-Zw6ITG=kqjU4 z%}di{)bWvuHpIhXD_x z1_Dr>ZA?tv@x%g%jX_KtY9s&=65&DI|DRBx9#%YHPB5VfH3R?(pcI}A0UDq$7y|+- zKoKIuD;c4*eVgy0OQYdk4FsRwJx&D{U(LZ7ldu_MaNq}m;N(Oe#B^1B1jY&4kp$ziLs;L)@JY zY6Cq48xWF-44%UpiI?L6vPjB=4W0de?6=Zu&3BRqUf9i#nZ2!sWVAb+T1`S442{z(b(GxhRu zPCCkT9tQ&`p|Yt+bcU#z7RQK|sG24vcn;;CG~mgU>F*IFUm!_(s;7{uVUzwHn@yBg zGNO(K6OWQ0AzdGA^5=Q<+>#W`fT9jUZ69E~Bt3Dc&ak9^R8)j|#`Hz1n*@hJP^z8u zBzK6aPiW|wo@z&=shW}~n}TSiganHYimB?1sl8~^$Xu!^REWt(Fc!w2R!N}J=SF^3 zk2X_2gyg=(X09$)pMeIFT82bT$vXVcp5_=o_@+aEDkWxVF@YCy5{%dUk3V4OYh-3| zFhG=gqSt*XsD!a%Zbz=NPIe3Xv*C0Er~&=AC-jjOyw3@v1{Y>t+R#K~CW3 z5G$c_WDW&sXfiAJb)R}o6lK9r0`=OyR*54>gq*I#0#p`#Kvi;TY7(7aam;E)sKiVN zrB1TzakvJ{x~t6kgaLfOBE;*e&g*rKjJ+1hX0~Vz>?^)`8q*RkjP@a7uveW9 zP1VZ9zs}*kIRA+sb*=flN5)F3_M~e|l!c{oYiXJ-d(lS%on*|)hRdGp+Y(#shU(qc zE>+~M-m)s+US^K;te}|dPYk4dIBjamXrj{SXfo8|GE#aCE%9RQeE>+E9%IEGs^!Y2 zrhIMU9R@;Otk=%RKJ>%baN!a9;I>v)`a~!o%?FR}gFkF+aI79F%`cL@uI=70P2g_s z%IoebX6gAZi_~pS?8@*?ud5jD;UaIq>IHah7V}c9^Ahi0M6dM1$5$2Trl4i^PEzzf zs()q_YQ>*ISf_9zr`nE+e!kkj{Ds1vGE(CfG3fjpu7%F3#AsXysrE{-p|&J;)mUHjgPCZL z09youMkr^faN6Ej67|DL^2Pw5tVK)=sOrQV<3yOo?Q&^IZQ=0!+N?6{uw*Jj4_~H$ z!Kt9kssV%<5ks*R8}IQR?UlsGI7~x4G_e!2*YiTJdTH%tRPgaFX;e901|Mz~+Z!HM z@kScx`N>^EWZe&jgBkaze&*0PV1_LZs#uL{hSu=KpvWBu@fzJpTJf>%`Y|B$aQ`YM zZUOOh{A`OZvH>IP5hJm#f(|!0q$M+w9@>h8)4N_~7$jji83feNMQYo?c ze*Ysc=W7kXGU`@vgi2@<#aP#bFZ^;vZYV$<*9072*z7jpI~&_UY>_Dv^JNNyg1kx!qw`TD=a;G4!MNUIDU$Q5A<}fYoLvHiXaBU-BZ=#+vlW`Wmwi4z=P-&*hay^4;5fHRIj=NFG6_^=##*GZ(2B42 z0Ix@gpFHQ#coh)NAt#EJ3SrzDX0Y*3m+C;{#8uxDLNN7K%!$TSLy$E!Wh2B>@BgnL z|M5e&X?PNtA$w8W)`YtZF8UB{(e`IGlU96y^+(4KS}&GdOGYV1KlF z5sgIQb|N-yN*7+I7;Am}_9O4vsDv-B7el4rC^cW#thI4a|KrT@tqWkT>$-|d1FzE~*TFbd+7W6)W67eQ0gRice|mgU zR=X!+BO%5|{|_6-Ah{y8FOM-49ae(QdUy{r`F2HO54>U)yuq(G!gF?KkIQ%(2buUf zODw=x*7pJ5H;&V_Ua;9TbUerJd`OF!V2nI~pXOo2JAp?7pbCh}XZmvIrjjE&1_shF z*yJac1-eJ5e8T%}8@bN=%3%OFzfl4~Vjh(T1+2R*FvCQGuKzjbd4y0q{jEcN)Tj5< zo2iwr(cexC4z|G~_#IyxFedv29JCE#-EfBiI5GhO@zGQ|To$UZ>GTenW&x_9yL z!|7DFZ{b3HMJH}uyLatg!@HL+UcG&v(x5};3;FkPzNhe z{FriO%a<`{*1VZ>XV0HAe^{i9bZOJ4QKOayDFbNNuVMH7`Y9cP8KYllf2O{Dj)mHZC5#kp&43G>8y*_lFTFh7T_hp;3tVJaX$A?OpJp z$78;fDU>Kpg<%t3)rL>s^X5VK5w0lw656MqWSVNLud4LZrmL*pLGK{1LW+i)j5->N zERzCcD6M`RQP8u2E_x4~X9Y%ts=lmCi=87~_wMig<(QO6y5?9oRBM3W}9 zA&Deywbp)2Qc1aRi>$15ofs!vkdZx1n9+0A;Xdvt^ zGS9m=!JB9z@h~(`ta#RAFCpQ!L{6r(W-4mH{IE((xi6ukZzcjYN^2i}k`eJO$D%TT zLH!;)2%~u3p>QPjGSYBPj5rLGLlB$#Y_}z+B9YaoT%AfVI$pWvninO@Raelix$)Is zfelvJVfPBM$YV{D=15|h1#PYp2~&|rDN9^n0V})9Qd{Ht>@qnp|9k1Ab8b4vOb64% zPCJ9#e6u_7#G^ApMm3Ts&j?N8vrm;04gXNULBq;Nzp@_vHe8k#Wi+3aK$O%j0}QC4 zK?g-5PeV_m0rj1G#)|i%l7?#NQ3M^%jM`UY{gqa!ShN+_X`5_T=9y`(88%~)MOInX zZ0;Gblw*sQM<}OUU>J9|-F9DZy#yDglcdwe+;hf3cinZ{Y}Z|f;1wv|Itk?TooGbL zxTJjb?e@=*Y0AoN2dyfJ-$Q*8bM5=gbM(=EV#W(%i81YJ98upv=-k!Xix6om;l#;E{ zN*c?hnO+XeMD-z8n{v)6{-%+xUjKLFfN|$qJc7a_XkJD!BD+HN+#7CRg#UH>?P;uP zk4w74?DtQ+(VCl|5c&E$@bw7q^l-!#S99I606mNOy&Xw)GuoA8xnIr7R)>L+0w@K# z*R_s;4Rj!nJ^%?Jp)PgHdSK~Rm800<2!O7!UGvbUJMDF=cRcxBfP^QtbCd%o$h(?4 zq<0VefRH0|ie7fIMj(z!#Co4XDn>^rjw5qeq@)b7s~2qwHK`PS-4; zkl8z=5DQj9emF-c6I)O6)}an{QX@O$VJ|a=FHw$=djjf+*fvEW z@g1j2uY_evWVt@dP34xj^ok_k@k@$)3ZWSrhxCG(y!I5+ZF_nYEjgpk9@S=}mq}n? zXjQ;7%Ctw*BS(P%!!>emjQ>WO|%MuxVQx27>#Q@kdo$Dyu0NZL@#zv{OJuj{UXjo429L?IO1W}>V$gN z%Q%6+u>Z=-SOyH^Mcf!~geYX;&cZZ$naRYNgRekfT{hdYYOpz(#O7e2^&D+!SH{kF zE^3~qT_R-;&^CXzj3BGEfPD;TsteWKmP$Bo6EC`Kw}!Ebff?!KhSbq#mB*zqEfG!Q zcpbUTo$k1%%TS|u)TFj(De>k~6Yj*X8*TCeUJYel`Vyb|8EXw=hRiGE zj?wMPvrJ5t?bbEC2P$uRajf1ezKB6FvhQAU8r4brj=;zAQEn7`d&N1A!sl5xm-u79 zQ~x=DwYZQ%EM}~|Db|j~>mDzS_nYHh{&H~EcK|>Ss~X-`qvyQsa?8kE+d<#?<12h~ zoVOOKkbli+gOy>R=g3kWE_$K2hV&6XO&@rwA}`&o@fl0qlT`=n)ip$AeuLhvL>#Lw z$0NV8T?mMMI(5P~QZVOWb;(lcd=0`84p>iIzRVrSGB$1NlU_MI_2#=t6e6mC8EDLH zUgqZxe_+K-M)93te2E-ydG(uC@{>R6`eAd~Vfk4z|Ba39`dRMUzjgGFJMl+TPsQE~7WRLE0%-vt&qoHsnV4;+jBWm)4gQF*!P?LL z_NWNWZwP==z>}X;8p%nNx+R26*8$(aq?DiAps*HiAD1wG6-`d zs%r6)j_%*IMTq#}EK8e9-2UlOcXk_^Yf041Wh7}M&;Lp)$85!>+@p|R^=X(y9M zAbheWv?UJx&Li?r4?nPfoNOtJXDOSmDVM%1+|MD~)0w zL@*X}Los|1nx5j#*pd`2GFa4-E~QhB;?mmYaysk6E^)*O??OBGqA!2oFKJJ=abBF-_71QS$W$iU9L1GV|>WEAs_CW&t(RCIRyec?>iwj;#)YBc*Yy{7xb`B%V}l zCx#*UaAF)@GbCe^q_(aqg>f8i(>C8xpBzy)W3o3>QXT4XhyNH0x{SgS_Yy7;fWcft znsVxyVkSlkQdVB!rZi_FT@gERbY`ma&aN{@-Qpmbg*)Q{NZ09FT8s+!Z6d ztCS+9R2{g~H>b>F^oboW4p6BOKSJt1`RymObSmr9PkZwj1NCb#O&`R}`!3@wUxY?1<57F+MsoyFH8oyq=2BU!N97e%nF=rK z0$=ySS}1|_kW^_zEV3eWept0t-_cvg0UfR^enj*>@1gpn)Hm%j*TV2NT@blC^IbL~ zEROMo%yiSxG&mOO?1)wS5D7t{Lm!}ZTH(QP&hbuNbz%KRV)mzm;V<)0l z-*aKw4k}Kxzh(qol@k>C!bX%>pC#;2aHB3h>vW|6;~i)vkWScWPaWY^kc7i;xMYcutA1LHYGr!C&d*eGY)Ak|W806!qDY^Tc8 zIK?naidWrHVHdU$=aysU7BlPCZoM>bEwmlERb$7~pBRPeo{rX7a3G-ZUk(>>15|Oj z2U-UL9^OFN>I40FZde*st=#^K(KcavoGAo9^Ns!36wHam&M za!@x%x>k27_($xhb}=}EHF$%Q0e35SD*wFG!aUV2{^CS4LoqC+pb#+9^zV>pLig0x zDZ}vj+7^57vsSB@9WvL3b4`0O^d0Z*cyZ^Ss7?T*&wQ^WP|}x9U}ZhOO+Zo)>!Gwt6vn z(sr0OjZWcJop`RoeNBCdv*(nis|LZiJ}Lg^Qm74~LD zdZfDn3{85NQCgHODPryUYvN&<9Y#_FqgGUo280(_NHvq&0jj-us+T0gR;H(?qz3YV47GZ% z;W=dF%9ahg5XZra-Bx-tSst;HA~+O!+qx0s5mv9;9dCAkSD3CjaO&>5xDML|p?g63 zx}q5evh+o;1!v$4yQ6&>vcve37ki|MVVED=zXKS(C;J{68ff34P|Fg5*jOMVb+k7F zUZK;bQN)jU`m|BoTK{Um4(tH7JE0TuWKXTNmqKF1Y1_3^d$)rcsePLWfjhYIn7F$+ zv|A^3KD%g|+qt#+7TJbVOj0&2E>HD|8<1hZdlQUf)k_EZD#e>JbJ;^b+Vuc@q{o3B z6gjyva)qh4F;$Ge-|?L%Iz9s`zqE%aD1@*JCvvwn$qihW16;rxdtrkarT~oh{nU&#=Duqxvf^NI;x8Cxq-aPAi2tlTpi&&&cnE3PI;eXGai;G3x;)9P(J{Jd`*W90IkM@n0BST0BS z{n1-H(*I=}9!{a|3*H*+eh@J|$#zlv& z#eo>vz1@L{A42zy-$K<*W?1}@1|m2vc>4U$pTkr8!|lKp&H;YGn^o1b`kNmctf3pM z!5a8p!2iDg0e|oT;+MdI1O@K;wJYH+ThXF*>QtjZfdvZ=D7c6*qsEOKJ9_*GGNj0n zB>zjAJc%-;%9S5KK*|O)rp%c%X(n@&fu+u!JbU`YNQchPp+kexc=d_~(T)Zd{I~}- zs?@3Ys#?8@^=iJYT)TShitpXJhGff{U50j?+O^1#5fcYDZrpL`)XBSx_b$7=d)4{n ztB##IbZX@qR$F&4y2XpdjcW^;*f_gWp=P~Y8Q;Bk^3<*U{1_S9Wo^f;yIhrP)y?l( zx4yg1uWY;cyz0Asd+W5_(WXV?278_Gv!jcXj%>J_xNgMSHg`^pm~y&|;dZ-@T{&f` zooCBthgYAY1qu+Hyry*NPW0+`1}({efyV)T%-vA~=;+**TP%Z)YG90wUP*8gOO z9X8k?*o}a0MF(Mo5)xBTg%(zL&_D_)q>3uG*kVZy5n0q;i6)+iVu~tWUIMEgOpmcDRX&r;&pu^@=?39@pcz5N)4|(R9l%tLy z1tp)WAMuD%Q}-=UgB`j)#4E47kw%&|l#XMagPBe^AvFmqxFB`{B0J%Q(*I(Z5JDU7 zg3E>-eh5*16|E|3xZ;jWu177xi0(`>(pYZ0;6Vz4CdQ{cTzdH>m_DOSP6jV32s3I8jMWniZ21sKGB zEk^9b6kB|;IMy`xoMhllZW&fZ#u;*3bs{ra?MQBhGQ@!jN~p_ZaUJt;G(T!{l{ib< zVC)krM`~OND);GKQQf5&V@QMd4kZR;B&3iZF+f8#vBo>^`tbtkK1a6VclEDiIqG%u zHa~Z)*wK+K5D5K(7y>Gw0R;pN0lv*b)uLNM=B5x_WD9~4tQ)r?GLZ$0FL4~~VBZ2K zICR~FT^=lgj zIoGjN{~$!Y>P_lwlmZo>SofVi?ZW`(F#vria)1pgzSgX%|VrMaD-F ztIgq1n=?)tA?3eJQfPtDIN$-P@xKKUq=62kAhxh2!3kEdZXHrZh$JG&iy$(Ew5+91 zT#}9urmGz|v869VqR3yq3SS#(;ZkrFk15iyhBwSp=5#2fNBzedRhk%S3Np1 zYiMlBi_u8s9r0+8B95TMFdRVx4VG^sNr_L?UO~)7X8#l;LaGl9xRA9S;%|4Cd}Ag9 zxJgkCezztC_m8+y_1yyO&Y;CJs6FC65gbCE3js%3dbP+E}C{$stFsU73 zB;z*96N=?7}jX1ZEf4h1Tt`xam%T1 zeOrrKzycS+Ep974#Dxh=gsIGJE{k4LR2UuAx&OZ;EmLU)l2@?DClpx*Ufyb?%3-xh zV?j$aS$mw%V62**LaSJb=pEL5Gl^>b)M47{)~d!8OmvNmUGKV@cXp02eqqyJnWR;; z4Aw7&)n7i%Mk(w}=xYFV>>TOX4LfQ{zLZtRI`Tn@0#G8PyZHtsDq;ZlVK-g~KwRIp zJ3lUflxtB!FG-vC+6cw=ZK;IDZK>g7+cHD9204gK<@VboOR%`YWipfP7LjjJcgnUT zYIJ8ZT`JSkx=D30NQ@cP$2APR06tQl1~!gmaCM}jNnNFoqq@X=uZR(2UFy)vP5W9W zG{~__e#aSC&s2(HIQ}n@-lUf-b>~0mSpSE=4y>AWsF`NG^Nw0>?BGl7Q$g2xo!9_s z7=bEiGJHBH9_<2Rt&wpzwutCPg4r%um+L)|oG~TOJ84{7QZ)H z9`v%7Wz7*Vv!p4M7&Doz`Y)4(MIGG8wT;`NPB-&8QWKN&_q563*5z5x_k~o3qe$jJ zr*7hWuIryE2Umv$W;SzD$D?fs7J2wvO6XK_pM7El>>)0IvZ$h5YkkQAb z@#4x9ugSWo4jZ35i&uhk!A*y74li7F+^D*A&;fDqYHv@14wDiKEzZoqmCj%4xbOa2 zm6uH#Ej^SCUoq`#x2Rlz$fDHCMV-ab;f3adc?UcwdF$Rx!xj|@Iptrz1*OA{`Y;lwfOI!&>;%9OKXp)R$?{a(&pB zeKJK;+{blcD2B*(4A16U%T51c{N@SO!OD6xd#oh&`HUJ)8(fx*C$cz;(E?%2avcg(5DH=?JE@Y?(Hfhf= z9#Vsh6#g6Isj_1b;+P0UhPz&A$Zh8}y0ZEu8fsg)(n2D)}h1o6zX-n?bG>vl- zPN9$sd5Rr#B=;Z~&xl46c_pDyk)HA?-cwcy_mLclfyr@$Dd&S7xILAzkS7@z*f4{R zahYF)a8_bymqC+tk~`H1EkfBW!B!za$%AJ@lt8IyiAHmE!GZ--9MkX&F4Tul^LOom z03B5TQCLa4vz5N)KMfL=VtI|(7(r)9Q)MTP1^h z`ZJNB`4${`k*1@OK!cj9(~}d@ngz&^+cS9Tpqfr(d2o>z{eqhjqnqpiU{H~G(sV_@ zi7di-9d2Wsa)AxCbz1_$i{P;r%?T;e-n?V@$bgRJSu$_X`eU zjpb>c+J}br2@Aa-j=~@eYs#i=xt`*<{7Y@S?OB96fzztD48q+Wg&@Ylel@cTyCxN#aSK*H@->szWM(^Z1uR|KJnGb`A!?DJYB7;Fs-}t{%`!39@kXp#sg(+=3L~qR zQmeK~MJC88y1A=(bq|vEC`tqxK-x9~Bx=wwEy|i4*w9i)OAQ6&gIoe8KXWlh!T5|`3bZ(QA<;veJC?50ret+_esC(U@p=sOTCeA~ zj`^CW`k4xQyRZJrum0H~(=Z277Jmy%mjNqYW8g zO}D8w(=#7Ss)@yEB8yNqD|s849RroJ8aO?e*Rn1PqcCfEZ!wa$3WOGB7%_=&n$aiB zlZl@JtO`V~zaUTt;x@u!HYTdHNqQidM^;fAR*NAIOUbdia}FowxHp0TN#V8Jg)3MI zot;UxTxqs$qk&s!o@2+Z__~Jf8MpE}w`~~=bZV#gsi)euxA)7Ze#@Wt>;Ja^8x5xr z0R`|`jJt=3o4AR&xCCq>)k$5D+Yu2;KDg4lUIbn;uC|fixd2+f}x6WL4%z*l5WL4+Z0wL={s;$c?8nAYvCA`C%!P1Qo^|)#mkck z@?*Az4Ifd_-W!bIi@`q(Qw#JuYFn1qhDv8z zr*?{$xiGiw>&EmNzj(W!Wyi04`?vkczx^5td%FwM@TWbcz;$TA2kegt9LVb7!0pDZ zLjl2qWB>zbxhmYEEa@4dfx*PUPk7eBxOb5hD8iE>#HDI`LAf9&4F5;0E6H0zRwjxd z!6|bKi8@OJIyMZO6-PjGL1~g3uTlqM;A6 zum*jzVgZ<)O;JAD$;DlaM&T;1VZ3A3KxA)I#?^*~^qIzPSazup3~$V)!LZKm8^?LM zr*}-xb&SXQy9>(zzy)x~`gZ`7K*$Jucl~@KiR?kwixQ2z0K|~W_NGiAW69xLHj?7P z5CU_dJDSb8DH&}Y7hR;uVKxl{Y^VInk_=z0oE^cbVTOp5KO-iYSId|}4Y=$%IeD(X z01ZfcK)(FTBrMEHD@0D~k%vKQEf}s4@(%mZBMIP0@q*AAG54Q1#yWqDKBcFt~?erLD0?2Oj&X}_t!mwH;yZ@s_%nhK$?zn|c*!0^9>OVI50 z&jF2?hP>B4G0jx=s6`>U8SyxK($F+JInVkSS-n50xtf^l(Vc8(x9eD;Oh;!0$}2b0 zS+txcy~-S^(k@HGrwJFKM^3iPJG!aM7lNd*O|-j349Ur9W`nFhwyZ(j7ej3&F?n8@ zCK~bZ4MNh??o!wyfdEH$4(EV#=U@xZ#~a_L$n)0mRX0sG&RQ;{yw1IV-olXH?j3$~oVRd&$9ufD_RYVcp#R_cT?@dl3;@c{3UJ(k-CTX` z*9kh%1THU6?Mn}<9tRmii(P;-q=;7d#b6~Do7{sL&0!w-lA68Qc%~f9QV`NX7ctzj zCr#S5H?s@b(l2SE%i(AIGPO3-!k}qV(t@s47;QI*Jgsu||Zc7Hu6o7~n zE`&@HKH-xC(HB0^t!&YiZP{jW%xC4%s9S-m=P>0& zNZr$Wdo%G01Nm_-~4;ud`|E6-sk!p zWzeqZwPfgr4i4oI4hg>RiUWWR{Nz57KHOTNl+M_+P8b*N7C58n6cXw%+2Ovei=n>3 zBRs?faq6jzO|Xi4CPgW)PUM%kDWgLqHC}Za-$pj=%>hAUE zzV7b)?sj~~@_xVej`sBa39NwEe=Jc0|4aRT=m0P9aK94_>|Bj%B7WCh4BzmzTycL@GmJXxHci0XqE@-RB`$f7Kfzk5C3UMYXM+>vIGGRn_0a8G|B zN8Hs$R%8zp3`?8yEfr*3x3r`A9WR;qLjxX$H6i1W57!zsTD#o1@(fBJd`vHcUraVJ zKP_w9V`f-WY)h9{KkoAUxAzP7UT^(j9}Mu`w{tD;Y481^@Cl!=-?ZT0e>#VD&+hE&89ux}SqKo~uwm;~uplvn#0D;8I8fX} zi0CAWlQ_=eIEWb^c5B#iU_o&pIS#b;%j8LF*wC?KC(q?em@!|nq)Ahqz>eLJCFDu0 zn>v|6Cu+QbFfWIKsjgJ_f+F{wR?o#cv=+SjkvO71$j%j_;(xS&z9 z*6=GcXlt3lrPghnM0I)9p(EONrMz`f1q;@S@LfJi3k)b=+}QDB$dM&ap8SdqWd#Nf zEU58p+Go(AqkWE6+VnEisZ|eV-P$$JuCZm8JzLwh*|fRU9@E|1ckWujg%2lQoH#7x z$&<5U4vYD7R;i>1>(z^Tb^q+ywQJ{PUHbP_(WQqPAIkiB^y$@y`qbWhdtJJs%@I&w z0cQO9_3!83-~WFA0~D~a11JIKKm-$1a6tvj3CEEP29$6@3M;fQGCD51aKjC+;SjUM z6rkaibAmGQL=%}(@g8|@a_vRJ5b~%SgiP|Np^PM&s3ME{g6PH@Ln>$?v0_sQDS2vg zDX9}{s!5%3X0!&jlT>2z#Jw=;Ye<5+5$8&IR%~&ctcamzBavt+kPyY<$;0?QG1Tyo1b*W3pq{B~V-+ZFK@ zcjJBR6&l(N(SQZ!KyhDwT~g5{bjHDICs5a%vBqCg0@6<(c^veiffQyaC51;ah{%#+ z!)6?HT5>W;6rH3=A}N1i^Q3P6+BeHBxg?09ec2J1Cuj^3Nt{GS{RNjd!LsI5Q+fUh z8-?%0Q%^pjp-M-lTQ-WKq?QRaQFY?^=23YiqvI8ABST<;0zAW1v`tUz6t#lWK3V6k zZUfrw-cZf$nEzj3>8%!A@Xq^HzJrrhR$6DRHCga<#V!|Lc~M+g#TCz`ab9vQmb_3{ zp}bkl**mX2&ZFgg7F~9!q=xzqI6#4}5y*OV)?0Th+;d}>UEFkCxBYg^JjC5wN#!-5 zfPRCIX~m{w7C7ywc#@bQ8n^m|nS~kl>*0(d?&wYCT`n>~R9yU`PZ&EI(&%CrrVZt3HuDliym!3h z6~-h!Sw}o5aXQ8%z;?Qe4896*im_d)Y@9k9@?O*vwvnn-XJJ(fp@9p#r3G)n*<0U? z^Ec%TPXC9t0?#L|(>UxvPKZNPTrhOO3-eembIs};dph?-&c#P`5fH!uRJS`UX7NL? zn_U;lRXZ()k#!stpx8j-ymQvgc5BT3+6k;iEdVE;KC&&e)g*fbA6U zh{rq3DokP)6HzcaW=WH&%w@_=ZZjNCtb%cj;~?jn!pY`xy7^b=7>hjM9A`NjN6vCS z>zwT5+}R|k68dvcMVvjZb$Ju9KFezrek^j3%%gV1-Vw4was3;)5| zS{Rs?bRi!VX&yPMk&*Nfdq83fG`QzL)q3oaPYRTvU@DuoIC7>=(GqT93BN+2h)g}{ z5l&x*>-xP(P4OJ(X>5STzANwpzf@}4@bf)(tZgc#$fU}6l=HP-d+ zmtkE17tZk+ZkW}qrXfwH%;u>RPHkXveCz+>`blQW(3*9P)iHum3s~^=nteqMU;zuB z@}#0Yhz%#=5a&3=ni#RsVj>jR=`3|db{4dt#V%}71N+odv^!p%W;YwV&hl8u`3dci zbC_?-*)As%1vn@%l}v0yu9>A zvq^4BXCkwfc?4!CLPzrwVvR{2q?6g56VmWR)MgqrfJi;%SMrp~K8fQlO=IA5UnY^3 zr~`#x$kOsQLSAWF@nrN&;z}zT}fk~*=1V>OSCfjo|AIw6a{RURDQdNd+ zjZF@7)5AMl)_DZmp2H4N#VQ`Bi3lym}cgur0aF;%lGn+OKr*j; zp=eHXl&r^)*+2su0e|H8np>4gLYLhyac_+fg6HSjc~rGI)ls<{m;aqX7**30uh9;j zN@h^yB8wge1A)Xbpj5oovAN4T=z%rXY494I=EA4R_KtOkdK_g#wc1wQVA?qN!GU&W z-}LG?+LW4I(MOAqF zcX9)sNzoRmh|7aSRe3zwt;n?qJSbs1Y`tO)oe80)0?Z9kpZ_{F$dH-|RlR)Ehndf> zhIOm<3iagZf;Uq~e_yTcVPz#ziOvFcvA>SES=`_2jcaUU(aG3PXuI}kI|7upRj9UF zI0F0lI|lR*yvsWv1GfeoGSXte!1I={qJ-2lJmI;CcT+qYk+;S(nm)Q8j+neg%Pq^Z zsE#n2(lZG>gSosA8P6jwGz%Ef>luIJ9*#*pSK^5GIk<&DKK4w8>%o}$Te+xzit9C`I|rb`-EArKm992xc|$)6XS*cYnDrZA^{A*0&Kf! zn=xw}9s3wV1-POK+(ZRkj9$X)aTcoY1Mj%;2 zCd@riDyrW&2BCTrDnuG9#E6SXFIZwhXxu`1=t8!sv~jSY0?;-YoX$JI=|7d_N%a9&_h1#Ll6_J%3%)7;hc9;F+?mxi}bodoCW`D zHpO~2NQ^|0oVHA;HfyUEOcX^<^u$m6qEJ*x%>NQ7P9()|(G1{GMkZq;c4#fd>m90xSp^mi=9acMI*QwR7UeLA3(vuViXI2jE%Zzsgx2Fi*d#` zX^UuNx2KRVletEqfSkSqwB{8I}4>-rWTs8<3LD*%%)V3Ivi@qzxodHfJo@boX#n> zi@ZpTG_leg#Ij?o^AJhbl*DPn1h}iQc`AS~gvq~S$(HP=y~EARy1=@l$#uEO8B|4` zhu|b{GZ#yGhqL8%8pU4G)tg~=!UAa2JsWKpXkow zd=kDO$`TwTN2cgG+_8%e(xtq(UHBQbM-D z1(h2IJ2-$}+K|oQudtFw)X9uW5uwpoOvY?X3GzqVAO=&J!@I#XD z!TC%-T&x%yO+q|P)I3BSg*#s0$h2$CXbXkc4AKH*gjJx#TBrmG5CFx%FW)RT-Q3L} zYtnxL&T^AUdHJAqz{xUOBX$Uh8)G9?nU2C~3T=4?v6*v^*n zPVlUVkQmSMG%1xRPOUt%_2eU3OqqaNs22YbhZk&4Dtp1mgu5f2Rp#I2|<9(=!9q3hhey}u&O5p*bFYf6b?Nw zHsnXgd`u`5$hIU%r_;kd6pyffEG< z%AkxMMe-=4{8YzdQ?mFZQ2kCheabkk(>v`WMMVp?zzgo=O3bUbq1nsMV<}OcH?|0i zu;|x=1)xu&LO`=azIsba4JAv()J*@aOO5DMlK9FP1jc@C8;+|B?Axjf39C-P6nd}) z8mK3*`B@EBL)3_deT<`Bbv3t{lU)D?v}Bb#6johhg;{|G6$J)kMV4gs%w}DpW%~qL z$Un2qg=tM&X{9kym^L8IR=ADCO!!t;a0ObZ1ww#;(qUI^OV>{fhfe5CzO^UetUGw! z7S4EwV64~IV;_9ID&-^+I5||K1lWZ^)5%RLJQ)jLO^dpa!MzAwr}R_sbR{wMA79lj zYoOSLO|va?i}u`3dM%%hJqe}hpB=o;sqKwP)e}{DCb~*l0j*SKaM??(i%oSUA`!ju zRJ1J|2SrU?7W##P;06b+5Cs4Dof;6PeQ<;bP0XVmq0~^?)o6{L{*6`|%Y?WMU;<fcj93!R0Z(g+Rbn z7Y4wV!))NzDco{%S9e(e0Z?4g)lxU3Gd;^!otX-d6)&z}(9`vqqqJP+$wAD86CIRZ zi9Ij8pjfA@Q#%!hE|cDqI0kB1G^V*hoZv<0yo;wSADgJNu1GoDExn*&l~j6Es+&|p zYr^6+UT=IE+%jU^J&G-iShtxbg5U;vFr5jZ6nvb9Z=iwu_@MAb+M;`n4@KYf^^H-2 zwew?9hV0Dg$dy>|TC4vHThUA>Xc@cq=+^#S~Zrt%nk~;gqnUf7OIbk^Iif`1d zQ*z-JT;aE{ytoiFg%e`%{NO;T(;ner-MS5v2!=}2;bku3qHIslMbGkKVy-v_G2OvC z_6?P_)Z)D`l;x{T6)G&&Vz|V(F5XuiYzybDh!+f+V^|1yI8_Pxngu{ZP|Fn1_=X=i z065M^eLS1;HQ%O9p}3mNsBI?T-7Bm8uD zxFujpUImqI1yTRFgj%o#F4)^s1}IPVHc(cVQC3 zNfc?>o;H(iJ4r@6NzUy_PHB~1g_d^d1g@eA?rGeq=^wjkQ4Rrr*lFT+ox|0(RBo5e zpag~8!Y%(yy^s+IS3Jh0_8AsdCIRZBUj9_lBUp=aygfm=={$z=^J*P_Z)P6r{)x-) z!VR-dX7jP1Pu;hTAvm|jN?#sX68(+0blKv?wMoTlO9gD>Rhlddi90Q{F0%_EhF;nT z8im6K>y6ojCw1(a5 zJ%azZ2>8BX9l1g*6mNqSw3Hyevz`d%)n(^&pw_LkJoV*_*l<`drq zY*7zvO?~hPH*8u2V~L29UxlHHu?NNI@X7ck$p+{UAE9>`hg-+&gidh=b6U?XQR5&B ziO#0^6^~SioLm7hWXJJyGGt}r@gDc_A5UAAKE!P;>DM%JZZC3_Cg4%%?N%U#NO0){ zG-WTxA}Z&nn;vCT@CQ41hGf8&uCa`BOLs`oU<=d`-zflv9R}5 z4RsDLQHtSs9xnx-ORd(uj>`?D8NRO`bVEP%-}5cFQ5r#iZ|!!$DLm{&E9!u`^qv3V zbD!b3^=%bRcUjTqV^XIEP+#y-XYiD;nT=pxVg3rgEXPF0bTV!WZqR1{S=C)PwS!)U zbr?GF&1~+|RfH%LhNj_QpLycID-&(eWUX=O_yiTT=!ewk`t=;wroU)^A_9!yxrk4ti65mXj6p^p^g`eG zkO0Tr!+Ou1=0P9%k_#o1|7xkUa28rw9SoqC|7_tk-aH)bRN!kp@#~xybqD`{aE_2+ z-1ohgA--|QV@!8-vEYV$4iNCYb*5j#TptbWvj%Pu&w|)KV{*e=j*VBN+P#8?u1D6d zCmhIP4_%-RfZ&xXRVY@W4iY@5a3Mp6pB_SNs4ybLikB{8%$O-tt63gDf(!|A70Hq& zSG7vn$`zwb881bODRU;xnvodEWTaE)sGg%pii*if)e!*)4k$>fbScxOPM<=JDs?K= zs#dRJeX4;{xvpNnf(;w?T&D~Tw)yL{rr$FzNS)Gn_3GLy8Z@%v&8v4WU#!>q0uFrj zuVB0dD6K<>P95XMjvup&EO|0JdGgq)6W5K{ug;!7gAPq?G-=Y-I`9A5g$oz7(ac^` zd(Esg?b^1jSsM)v8Z+Lqf5Wc5d-v+%tf_SqH*Wbjbj=k*kM5i~^>LbY4k(CJ^HwAxJT!%-Fr83@#7Vbv&KC&u4ANI<3H`)IR9Gy|HC4TfX5JcOfazgmmn+) zrXtKSviZi$F#=LZAv4xs(~X83Vq;rtvCT$}HOYx1j&s&PGv9v3)dI_fxN&300&iip zKn>GGlcSD1>bQ)LKaS%gGD8kYOp(M8!womx2uY-q$RHUdl%Y}iS$9`r$zO2^a;e~d zz;xN-f@8wMikWAknWma&4%B8t5AhOAFS-mQk)3zq`DR6Xe)9j4pO<7Jib#WgbdsSb zskG5cHZj_0Ogru5(VIdoDKVska_`)QDTJbn!h)pD@j$ zsG^p*gt=fZ6B6j)fnkc73W3{7SYd_sWw_yn_}&-chvK5U95t(5$)bM?;)WYMG8%RY zjy%HrW0Oxh8KuoeBEyX}%N%)gl)rGcENEB~eeh}!ce(#yi?|fiqL^eZxTe%nw^?lA=jWmDECr00k&ufZx3W z9=NTec7=|qhj&F*1`IHu00IY8lgt4ISQRT>b=@Vn=9?!)2OXSqo-5}CNbrt2&=H%u zW0YCO4m#LiBlNPkT&o{_uuMxaw!4!?@wVM|{H<}qK+|uz$1j(z^6P@AFL5i@2Th69 zIR~G0_coh*YyG|lpEV`_LJfW&?j~Q!TOz&SfCB=9AeT|YBJsq)O=z)&BWkQ6$JlW@ zV!H7OLq)1VpP1~EGJ5bWD+O>F%yuNRnbC|$KAZm_ZlE;5pvlfNL_43+koG?Jjp-Qh zBh%E_R6r4NY%3 zDH@>3P6mr$q{kXD$_fGsFpZbR?12!BpauUY7#d>W=4Nx$;0Ec_K@TPkYOH{T2vvE) z5~?s1;gkqOS}2e_Jp_gak>Lz$=uVdaDkVFdrw&^|3Lmx&h&92){g&$!9JU*7Droai_aQfq-3|YsJhg6<*mBFw(Xa`NUYwGYs*GAHf-yhYyb_lDnq`NwMX}!o#Z>fFwu(zf>EOlT4wnXmfo@?$YQ|p~SEY?{BW5ZYy9_4wT37Xsi}c7F z-tg|Gy3uJSL+R5CB}b@3MWj)+Dm?!DbgGg}9xc7~yY0=3Jj?0Ecn65dKOT&+E#ig6 zw&TmOn({%w5s;jE0agk@LzWt|WNB;(-?(Z_a0y^BC8*jx?J@>4nZXTs6AMW34X0$~_1$^Z+u?TQi@itH z)_oD?BIL|VzRW>niR$aTx#D*=`VCL=G_$|n>8_CE3Ne3Mt$Ei>G0LMJNGa!I(H+PQVPwKj2W zY=c;4e_q_5X;$+n9x>ZW5QT{uJv7O$QfEG+Jmv22vqd!*Xv~$|iPso(%y}iajIy`} zj!vmcBZCf4y42m_b=M;Iv+0`d>yn`Uw5ZJsYg5k#WU5{@t2Lv@Od9Rf(@Qng`x|O* zNu6BIAuxY}VQp&lX2*<;--R!HAbOiA6|o3LD<>?B3P0Pd{F?T<+KTD3gB{x?Dp=A| z>Fe^X%qk05KqqE?xKy-j!ed-*kMp;n#M;ol;$h*-(m*6o_DH4CR@2-ndI*(DX=9hKU7RVwsCh27oT zA={6kkg^qsgf*M9Ss2}A7>2+O?BvGy0A7K-hK8XF*%jWrxk&kZTW}?X-z?q&jGO|T z)G0Wg%s}3gq?^!T-fn0RYE%<*nRp&$gSB-4mqT1f-Z*@%d9E$RTYZA12`8C}6_HF`peMlwOTr z%~7BARUh^-#SU&?TwD)^Y-R3lEsBlZg8^o;mv-wYisZ z9GxF^+TUf>{;6WH9nFG7UC2zGX0%$mz>bH_)qmi^f;>pb1RyO@i}-Mw|2W`)!Pe+w-jFHVvPnqA;N7#u(g|WCilpLed|=cG9)XFF=E-3E)ZK2pgB=tA z0w4en7QnCAf(^2mG5ug*L7wDI9_F#ejUi!{s0LSwxw)nL>!+L;@d{rPdmzVeesNZWTh9y`fGlUmc3%5!n_V=AqpTUoC{3Izpl# zA_gH6;-5Jb7nNU2@`WVYq*LJJtuRiU{YtrHVstPDe3*wm?qmE}li5{^yZB?>Aswh~ zqbjaqFpQX3VGJzR+AtPXt8ExIco;M6m@YDdEGkFU`C`+d8rNkTD@qHe!NRa{8`NCb z-E~u$)LRuon}a;agM^?6S{TM)BMK57TCt$C@m)7C!&@rjn54oYS;HyRKs%lh7aY?$ zydy@n*o&E45cbT^++$)Dhpz=pywDXuDosFsQ=1$^=yjl*T$X3Srq%>QF3ds~J|zF2 zOk{3i1f%SPJZOhNG)vBk;Tb? z6i8qCCGlWL%G^r|9;1Cm-C?GP(tHqOI%S3}17yy@G3f|AoC6K0Sc^R#XEu{(E(?1e z3^V|PclhICc@Vvk&=a<%YVO+=4jgQH*1t8`EVKd`9>gU)gl-<(5BZQq0%!l2rXeYG zq-+uAaiZxFG3Rn>g2xRX-W0_F#94S&=SyCv%4KJC$x8TjC!I1yqWP%;NEdnPoKUUb z>6}hWttWd9kbC~lkxFHx-sgSlQGsY4H~D7(_Tnt{9dAr3DkV)W5E5CMWp32xE9#fJ zh}df2C%1qqfLtilWGLN1Ta!iBUAD!r!}P9;-%6x5}H6a^MqIjX{VLFvLO%C0RN}Swcda zM_egHaH;IQRuHv8Wo<*EOiy&SC=?4LgD zQUGe;oY6Z>U3Mu(ORd{c3TgCID1N<*Y}8$=wo9Z+$ftIrD;3E5{3?lTh^D?Er@~Hb ze5x`Y1ITEqgQ_eG!WAMhsAeSQ@Vtgowo9@?4808mFI*s4+3IAm$v|8nELEdl8c?vF zhqn9%rJ7*=80`j$YW zY9<5dkAH)~lHDM84wd#`Q$MQf?poD<%YN@iAXf z{7uAu(N-iZp0-@fai5??Y)u+0>Qd|iC6B6Qm#tYz$A;!tK3)GVPK#a^rpXc}%AOUm z5=bib!Yy$nh?ym)_8rYmYQi)oswD^UO6UOk?!;tj0Ad4M;zICd?a7MJ(JE=1#K{E) zgD!Nak+o*6+RxOAAn}}7uwvS_OzPg{&%3xN+?7=(JhYxac@GaMk1j_(I#bI&g+Yt;L}4v(1LpqA0VSQikyz?9`>KeyzluY=+(M zE>uvH@XV6%47vp{kP;z%94TCG8<&`se`xZ_aBl;D-U%Uu3SEsu`YkUwq%)w z2+Bfw1eJmCZi+B(l5h!cWSW`eE*?I@3j32WgWM4mYz>3X4dbxFj&38; zqz_A<5PPRJ+X{<~n-OCo>Lh9>7BFbyk$l#!i|{2gL~-w$?5Ca*rPj}@o=g}YE6ffr zfqHTBmY5iGs`8+S8G|TnZ1M6i!`$MLihf{^+3o+`>RT+>@qs*T-nJ(A@^P;|n~AM2 zZltLF5Qv8L9X2pS`}i1n)EkNOq(y6VWj9@=22EFVEHrOSLgebt5qK@by7f_kj#= z3NvqxGe2{l>990&)FQSdN7XP|bB^B#05?AeCZ=CEh>sG#G%1oZi|8T?f@l>>Wfa5G z8C&rOib*{C+O*Yk@ye{JzBBH|u`fM{@oKS#TwP$F@q~C|K)0HNkYb4PrC=wtLQhsK zC@uKnaUT0>g;Zk;^@7s=Dj=Vi-8C2?b4dS&9P(X$UKAIYv{(a5i-S6_G?dI(OViQY zA}O(LM`M4sC^IRVToy3kG&v0}QUA#-{M$!h#0Tr9QNIlwGJ;Yc-!KpJKnW~VOEn7{ zvp)&* zS3(0_ck4Kt7y7s&H@qVq1%aH6T zq;+$tc7s{)B{jZ+cb@+%b22A;t1t|oH&*w-Bd9kWYW1O4f-Ovd4$e2=)c1Yk_nn=C zetT!bQuA<4te<8&;8hRf=M zFfWLAF*dG?h|9XAlDVp*I9sWB!(5Dj_@~QaTX|3eE4Ik4PWY=TDFlnQIe}Bsj&_ps z>S_!51^OBw10(%Vn37j*U=qlXfz!ggbM1<8%_PTSj04UXNtb^n$-s2_%-c4V2{2G) ziHqxUPu4*`1Tailo3pt^=%)V`a$!o)E1fq=@ClI-<>5drb)GAyo>M$?LiG_%^`Ub- zF%vqWGXlqJbs~gZqxZ_AN4lg_x}RD)$<161t8U=@q*{WysJllcy~}5q`j+I;$BGp< z#kxVW7ljjhtY5f=4+w@5$XelguES1<)9i>7h*&)s-E}yKPc~uxwY2TC{xJJ5!Fpw% zrV~OiD+oC$L+y`eV1)^}Y?Aave|y%3yONh6Zk(u%LG+O|qk~YnjQ>Ij+DvjV#%2r_ zlHk~v7x!Y)8%X20nd>c@w=27*lfa{LD;NBh&g&{vsg+t8!{f5U!=b-^x5Z=bnvyPoyvX~3$3Ft08^ZtU_W{Yrsmb38%BTFKNArAhUk}S!%m=afjgHR2V)0Xt`l+8M zmGpiXuwrqO`?k1h%-gO?Jzq!fq+a;ZJ9{pEt%D#((>r}O#>TAg0th{rFkHRyD$;#k z_+`Ir^A@FI)+@g-UCFiUcGYV;&spd3 z`uWor5HL=h0LK|HKyd&Z5J7YhToAyUf?0~Gs3e?lrem0~u%csN+NCO3Qqj;N4PAN( zLyAny5X2Ng9FfHqNwnxCT)s->qK3M;5yu>L#1WeweeBU8W?IzHt6FF>k|r9d!DdGt zv7zQd6nsbG;2mSd=~MyQ-_R0o}(a;kJFr93^# zsR${Q%BoV4409}!yebK-F>Bk__2o zAG3_v%xHVo5KTr=tu@v{TMgUQLNlZf*u3qmTj0b6uD9N}&Fzm`?3kbc1o(Rw-gu|G zF1zpSy*Iq^rpIe{+01JG$Kn5j7u$!B3acb02Ytqm} z5TXC!utOC^bP2>0O%^#tFIE0>#A9}uu@{c4X_Dq{e!Ll*AYD8L7+6llibiOdtl4HL zVSH)jhK6o3q+q7PC6`#d)KE-U$3%%vUeG)gt+ozQ^v{9lEGVH~V1hXr1;GZ`h=Sqw8a6TXyv9kOPfeU|pk4Ec=O)UM5zcikV6ZL@KO z7rtEH&b1AW*eX$l-2)6z82ad)qxatGy~~$8>9xm?208$SZ~Nxh3!i)iXt<_)1sMOH z1LF24p19(VFJ3%jQm2aa!j3rx`Tj^lWVvM}>zMvfcC?kPOeA4~h0KVyBb<2zNKo1t zm=s7OW-N_nPr6XcTokj5FvA)c)RBW81u2zLuvM2^2`vZ{i&%t$6)-f5tlZ+Jwux7=pHl7)@jt$;g}VG%2`=WNvheVJKqpCujh}amR27P;P`EaTuj=h67coc2U2^ zIWC2mOVe3+ktP+2QFEMABMm=yiBB9vbfuHyt|-%r!Pv1CziQnjUFv2*vwUB zg(VYIYMaovN5a(&iaYq81mvbB%Lx6A|S^ z5VGAf7rm$wH24`2i3D+oMC8ar;3hXTDe<76_!G~3*1r!)@o&Vi(admy3@vUkR2lnX zhZJbJtF1&A?1WX<;#pG9>4Fz}nd3_R5<5n;f)={KV6YD_t=tjw`8(p6kFvl%a%&c(PYjuP*-wmF`(j_+a_f zeSwdB23SB1ZrN4=31~prU`Q{cqPJmEWnf&_kx>4kY z@l`8HMMzb+rjmYFExB@IFm%CE^D@SzFy)0|TG5!jCHN+vl(WIFo!|i1U+hbus4rnnWr($geB)DBO zo2Wt)FoY38A63>G8&nxRCFNu%^@tkUj768yNir0k5mqrw1ua}ii!^SohV#@24rM!A z9`X~;w*_cD-;^h~L1QE%Rm&3HLPWFm%xBQF2~G@$I9&V!CPqPAbT3xdyM7V7mjmuu zxJ#C_oEf~}m5Z$U0t{O0Wsm1=X-+9Kii5DXrhKG~vi^9P`o5Yo-NJ8v6-iX48g(_5 zB=CUQz=lKchLQ+YaBLR5;65yG0s;u}vMX%idttb%%bx%6zuW_#Rq|`Z(!Ni&w`by0 zuvo=!jaZa<*~KmCO~#Q@=4eI2(FOW7m^}8eU`e794=rkDMD`I#jELlmxHe|TAW5rI zvBOC{`9?RBpqFCyCXCo*vsb3ZkBw9d7f!8brIj?B-04D-#52vW6rpU!Hx#-s6vs22>CdHQ zS9GC;9z{KBQZr%|yr2bpR;Bz8*KHnT?eugMT0aY_^(dKf; ziiD(S{shev7$(;fbWiP z&-+jYBXFqB`bke5E6-SqxONK~u;OPdh@WJn=e!TkCInAJLPD;vqm0gK5DK+o=o45X za|*ClW<|V8N1;CLyc#evDq|F2suf0I6)JGm;LGb812cMR12xb#W-VKGLy>%A1ha7j zjSAR;4enA^Mj+M<4O_wvPeSz$ z4i0gqVvML09jgp?D;Q{jEKp)0ASh>w%$kJH`A$;z@I+}mBH?mIg9x#S;so^&(X`k? zbA$`zAkiSe2H?ns67dO7PEO8pOCSzn{1~DW9i)svF<9ngAlgriI6@*IB~noC`>+Bk zU;_X41{Rgfw5adnI_DFbi0Qs-7sCrKI8Ba#MHgmarGyb#EW?gy;TT6j6qd0v6r&If zGa3^UT>2oW+AcK$tXxL$c5eSC8`I7*c>@IrOa_Zh!8VfxUyuY3;T+L%GmQ-nDxnJ| z-~c$uAGIeQ=g~XrG1^*_2;V~=uk9acvpTK;H?_w<2(t1HvKtbzx)zf2c#LZL&-Hvv zuLf%jeNrQlGPFEIP25BnKr$o|uJ#-vZE#Qbv_|?)qKKT#C9UbP{v;D?(kAn;nq2Ne zu)>8D0y+UD5iv(BIEN^Ua<;@~SE5QUR9z}qJgeIbbXZUBM0_`h~4(V7+AyT113$QJo4gp0?7s`ut_>$Ewqts{t zFewld3bQf}GZGY&M{EBhHv9ktKkzgH>>7JR1P@^{4WTl-k-xriz)BNJXRy~^&>Tnb z9HEp3`!3m7Q#TLhHDQxGWV1^hFRZLBH^($OUZL?~NdQivfmG~CL_#6cQr)uYoShLPMEJy@C|N4()LP{pVE`&z%x}^;^4aJ_dbGA_%v+5#?D-lJfrNH;&X`P zWK+v1RlqAQIp-}RG5h>;Dg85_EabLsi$IHSP7c&f5;V>n>ncG`A*2#df?*|D!Y1cW zMvP=dK%^I7fft|xPmT-HQmAUKM$bU5;NZwDPZSjGf-S0!FY@w5VN^0?XB23Z0;lEc zoCT+PbnM2Z>>U5|8bQzm11uYF#}6oz?JjdSoD`Cx)LzF?5v=sr&e0EO5K8}`68)1#VO&8ypR@F@q}4z5*mI1-TFsLjzNbGLPMC(R6=ws zWHD7j6%^kHrQCvA?cy$Yv2LNxTKggx^wOrZHCdYF88M+4Y2jNN0jDw{N6GcokP1j2 zbHDgYUeo_hG7W+5-gN|lt$1)l?~vzSJ9h>1bsI%9U;PzIRY8-SCt~HrU=KE7Q+Hw6 zquM;IIVLt@X;)zmV3tH^nlM&lUy)8b7P3B;MPh~w2P?Ev4-J#IWZxuZ-9`>umOBkq zNR(Gs+cqQK#%3ec5Tldk7^0eT22z6oXjRK(HKINb>S(2vR+4s}0FF*hm1zy4DJLS% zq;`m4HC7drpL9WMVHJtmHkv%k-FApYmhV7w6-0k#S*Ne*YUNHEG*?ozR`T|}I;|C~ z&Tm^SaWA77?Wk}8S8)Yt*M2S7il>Ahmp3N2a_R1JORzUI*EBs>hS>mgt@IoZ;a+Ru z3a0-GITFBi?_+hrv~_=&OksENmcw=lb_vsJtrE^+3o?EzRP#3Puucd>J(4ETb7gev z^pw|&{cyLM7kj_=fueU$9BX=$w|d1$A$B%Q}GC&wsC$pLih_)K_ljBI^zm7((iN4+>Bi%H3$B%Z{OHJVyzMiqCKBEF^3S)9k2oWuY5 z2ZL}ny;<9IuzS8|m6lkY0aANPOaLsl@^HkQN{IgGG`Um;(Cjc3Jg8)gcS-_kM7|iI zskcygwaNqqeC5zk(U=bXkXiM~Wcxo}?Kyx7&Dml`?%%pSW zAozD~Ss7Pc8NDXs6KFw}V@JMfIgmaBFk3-zmC@^Z*+;u2cv3K!({7lFxi^d%H~e4^ z_SJ=%ximWyn(dVh;#wQ^m2^u}O9g;S)!972xtt4IoVf!YhFGwZu$}dh4&?v&hk3J; z1OOK7d4xQxIMc0)?Udl)WFtH~PE^LAg-D}I`%MxNQOxF|A=-z2=${lCfX!x%;U=R? zJ65ZtW4J---bk2ij#ux-fW<~5%BZKAH6_vyX-zqj-y)_MG?G<0FR1!h9D_1k!4)hJzG9TC zeX0>U_**M*zaqg9LKqy!#lVbotzFP~GV@0(mxPtMgdd@=@7i;F?S^YuG!J3Ii;WG0 zL#hULv8jWw4ZE-rTd_m@9m`a9e^^Z?d-8NwvCdDQ?DKqX*WwZ=@wrX4 zr2(`RPcBMs=(wfQ5={iprW?K?_>KHm%iDw(?oVw!ge8eKBidI!dm*@9#ck93MD^km zt~?mj`|0Gns<#!E?;8UP6YMfj>?qKKZS-+>v_}hkc!D{>*E(J)SE(+yhD&(EDIBk9 zc$%|O5dc99?loX>5XD8@66}G*YrULLJl5Y)O>NUmQ#XkZMgW{J;uH%@hLdWx1Vn2b zPce>Fay(~ui^u6Kj(t2S6@@y5i}>7_$gj!Bj{&yPNKrca$e{nEPoEn?ZBpDp;-*)D zx3N6?l&*nUt1VP{6~H{qS^7VBNLAqsM1Ub|()>=M_C!)@l?na2?S#An{f%1jnMk7E z4hpGv3x^P5EB{xMJ>08pr?lVZigA1vIG2N$Z zeQ4Yz=*eFdR#pG6weRevTfv23Ar>Y%kkt&h zSDA+9-7RRLY!4LQ^S#VP#^3)PpYj*wOr(t9TrTzk0Xu(?ky_wHHS0j6dL6#^SW*%- z@m5iLjL;iJ>$1y1EfcPrfA?Z^6#cy#urgv}m=!gE9#lYyze*{~->75=8+&>X2K?0;+>zkwMuin<}K_Be#{)Z4C z=+IF>ke~q?G+teM^@>KphY%x5oJg^v#ftQ?XW0T~wi7F_!-x~} z3U=%*;I@I$9t$=rmSxL{tMcl#IasLAphJWHL|U}z(_=qJGbS6{j`=;oQ?&!WXkSElF9^XuQwzkl;c00t=FfC4gNU?H?I(#j~9V4}$(kA(P$Ar?;9$BF+arl{hIEVk(4iE%V?NFy}X_y~gp)6GbhqNM4iD+L3~OEK9b>P$F2)e}@r9m7j^dZ8LsRZ&Uh(^Fg3YU^fL z<-*xlVWslPVt%nDY+7!`1=n0p#a11!dW{9_UyrE;7&U}xrmV7zId)dGfKA3rEU;X5 zST49)tIKkyk*4l??5(TXC$7yxZfyUx)jP{=x#`9mRlEe}?`_5%=a+J!shb~u@z$ox zG1gu8>uuE)#p+QwU5jljpLNIX#;f6nUw`ps0vj*1T=KDhDDOw$$}BT@peU{|QpkZ2 zI#}Y(I7|2lCZv$Up@%qzXhVUnqq_Or!Iv$s;H$}wNq4+NlY@1xw8&3eE$|k{p6y?dA@8ka;l?s z4wc}701jY)$XU@%dh44O@$@%8UGa-xv?8R|ln}*1E{tn>#X!(_fCbFqQkaTkrch!H z!g#6{F!7wIy3?ziT&4dfu`-=rXa$v}SS41kdfisqC!FwDgU z;udFmk9_dSi!lGqsZReiMmLplAqd&2MGp1SNy+i3nyMpEWKxT!&V)NO;bX68mAa+? zBY+emWL*&H8%4^Fk^YL^BkOY=atQ-^Xh~is1LhZjeKI!ZYS?IaaaL0z4=zBt*1U*$ z7+2bLlfvM|DrjlFe!+E|9b1<#f5{q=7G3IR0m%howYMHg61-_uk66KgIHI3B| z{%AuBV9)|J>gtzHRK+VvelIqA4XZfW!!E`?$9@xB=WJ-<&iJ&3g7XY+JwYfl4HiP5 z{7f!|`rrqi1$3Y)9Fan&`y#OUP)AylC`PgLH8E)Ihf31uMuXJRj*e-hfY`%Gmoz3Z zowRIUs>J^l1h9ZA3Kfkqov9XUdei&*_rDZrNT3p>sGtH^0YpV30t8T!qsGxBBB9n& znHp6=vZ{|t;c8PZ>_^vW*sG5OYx~419K=p?F>pyM^41a;Xu5SLXcr`C1bz#ZhnJZg^*XlV`ZU>v9+~r_&{b&8OuhpluhPk`(>};q;D?XdRJ)qV@-u^ zZ#};vPjbA;9vY>u_~ljVe4eY=&Hom>1%N;iQ~H-%f*CIC0yk?*IpPad2sQTvSOPV zZe{^Y|L8WertRMM zK9Q85T$Rk}`jv=j1DvHON3k5MxSRLG2szKD&MLd}1@jyrnnlPJt_ZZw5$aD(^bCcV zXxa)HP4tb%0n%!dk))GE>8#E0yO2g(*NBwTFOm1tSU)Lxx2_2Hs`_ncc-xp(IsyLy zm|Xw`Xz2mg&g(|Si5~HYdpz(#_qyBt?zYY~PTS7+F#5W12?_SF!)Sn>f{_6V5P%bs zEk_7vY9!X^EVP|E?P-Uu+OS#*R$B$)&WjbCu>l?=<@$+ZjvHF#j$S8S>}+!#kQJ!i z%<1nq&Cm?R@O;H!TItd+Yp8p*cYa{yV=YD(g5`Vrc4meM zeE+6#^}`(PCt4&YW3aVb}N zx5rE!cXHtO9wxJ8jVOPSpdq%{3LHd#^jCial4mlLT>7_v5`rRya5Vpq;4`EET`JTF zidKL;lz>6Zl0s z#Y7<}23l|jf6xYP@CNvpf=4g`6Yzp(r*?EBgcpH>cUO=GS&;mtYXZ5DctZn97&u0_ z5Q_swNQg!s@q`W*g_qJ6#{dkt01Gh@Dp{z7R7DksO5+DJV&gA3orD`Xo1%Pk| zaqxAic8~Y~T|lD0sDcvUf-l%o22eK)`49wokj`n4K)9UJ={R8YQ^FQGfA>Wf`Gipj zd6<%HE71~66%!*#l80oHu)<+twUSoRl10`$PR3WlF_VFr9X5GmErxEbrwhf<49`#l zH6Q`~d0N*I3%MW+ZKZq6V0%hAVn&&u#xfbX0F^=(R_}>&iB%f^m+%>bDO&JHOyn{f zUP+;kK6}tgu9V2|qBw0b>is9Fx`C&l@ zvI?}&dm5sc7-Ua7*9xwn3H#?l2?aHzpa~oTHJAAaR-;fmt#H=AJxoFPayA61*`xL&!bnRmc>n_0oX?r4 zbQhh|*{Fi@I4@lKW9}1hwslTI%5nxb8&VmG6dINu*OB158@e>EXDOmCHyzgp46_hVj35dm>V2%S z9L>R@moPqkg^H*(8rdpYv!M%J!5U+6t%OOW?}wzVfS7kyPcyS;JLhMCmLkQNP)uW` z93moFdI&J|r5Za!VY+l7l_Y@R2iiC`X}WcX;G1K@nnYx3a2ls_YBotE2Xe5EB;}`H zMoGa*pFz8YR!2n46YKW?+&&jBc`m}DMMmj}cKs9*3_6jg{ zsmVqxx`UD6*^!@`g`vuMb+HsjaTHT$rZxtuFb zyc>2minmiYpG?vzdja=Aj*3Z?Z~ssSV2_zt@URhqmX^8 zO9~ydG98p>kXa$YSR%yOLPY0(n((~Qr9z5eG#gvJPba2oDr#^rf*44SskwDY)Lvxs zvgH_pz{$NitFwC`vopKCy=k*x7k23A2J(2Pt|d?E6S%#DWy!>#_0bG_I~#smyQS9)0#mH#mp}hPtWGI>6iQ|86IT19WRcq+jIgiu zqPpE$ADsKdoBO$-t0BGDucWIRo7#b1Cxl&xNp_{Fmb;T^fxonv-^Ow3XN(;I`LDp0sP7JJy2tM$U#?rCI zFt>6_>L5nCA%`i)HK(w3d^0{52}DyNdE6q-+s9D@HAf=I(P+qqJSG!}njecc9yn^; z1z+Opy^>skmW;lXe5ZM8vs%~5pB%oM41%hhYMXoqru=nipaoi>zxm6`uABwtsK2iK zv;Dh*gKBnZC%`Xd%eQQIxxCB&Yz+~`wrddy!EXZ0VN}e!BP{CdDI8p$dVv#UaZ6jF z3n82uzyXN&c^uz7xV%sc;>@?-*D;`#9nAV;gaNmV)XsDZ&xg?p z`xcdjJ1?|g#P}>sNi4dS+s~Q%&zozOit!r0cZ;*|eE-ZFv)~H4*dHUUy0!?$$S1}U z&AAlkE?m}SX?&I&tRi- zYmwJPArpMvO}^4^wW14mQ825pSFp97)&fq6t=R5C8c2aV-JGA14IIxW!_8n?zM^FG zfzG-YSl8U6hP#Im${F2C&%!}21Gn0&4S#3}mat78vYi~UVcUk8+h=}>2Rnbj?J}6q zt-STzj(Bhj6BMm*TiaJ~7!4cV*9vwXbJ0D=jPSb~G75#Zuq2J${nQ8BEv4UWG!Eq< znt+*rJR?%0L+DM@uBkRb9qK6i(~q29rk;-K#j-wIf&p&SA-Lb{3sV1m%BWU?S|A5^ za0kGd;99-P4X(fctL*Eo+{zE0zpV@gX3zy)Fq~tJc57#-gu~$;{^50(57v$kAwJ@4 zUE+KvsVNQ-y&O4;=i)5J6h$H9Gu|uOtdd+&9io90Wf-f$H*d;kWD9ZkR}$)4&!^@{z8pxWb(-I+-s-Mi zzixo)ASJW^OBC#IYSnUZ_E~_xSPcfh-r&FP;KNSr#h&-WKH*+a;YUEUF*rEVPVLox z?b)vFx=hysNwwEW5pP}B7Mw}Zq81AZ&F4Pjef{J%t`%xlR(T1xpf_TkeeWa23Z$4C zX7%vt?85oN6iVKo3((}W5DUN5F`__MIlS-;I&$WNK7sp`B>ISrl+YKC@vCb-6gmpb zABz5Z=E|bxhUw6|-4t3WPbq)sLe~7O`|=dzdk4fDzyQ&@#l-zQ+6POEyy%O^#iWHm z3L3=x0EP6*yCU9wj7;AmGt|-_(y>5v2mk>`;6Q=}4IV^D5Y57c2N^yTBL>h!iWM#H znTT=!q8Km{J%R!0QQ{twB{hBonNsD-lp(=J`!9Dy)FfPexA4j@nvR_s`^WzCM&&?z52wr$*eEXb5K?GCa+Egbq_a*t)$F5? zKKA6Z&plny#7{v7C3Mh)22$h^O*Fye5Jw+9L=j03rL@w59%@J-Oc{#kqKZhONTZ76 zK&c~4-BMvZz8g{9pmV#>kDyfcD zYO150t-=d0syYIz00j8Tva-_B2QF{DoolXr?$WkgbI(OL-LMQ(x81)Oa||*X#-hw! zzc4#Rv(G#Wt>4i~TWz)1T#GHX*_O*qH{PoAEjZ?uJ8nkgprg2A=%kCU;ZL5d?>>+5 zBab}uYU3rn_5OPgKKTyr#XgVo+mE^aL=;iD@t7&_zy!N&(6|Sg1UhIj$t-dd5L*!u z#3PYhaK#>X1ZGO9r=+Du5*H+qmSCQCaqF#H!LrN^IgIm2TEJ#9LoI9M&1(oFtdhbi z8NuXgF1MVeY9JXIT5O`xJoC;%GyxG46G_oTaK-N|v`|1Bhn!DK4~irI(M2DL6jDhQ z0fddoKNo1zO$QR4(@rf4RaA{kx;3JfPDQmOIY_b<5HYlXHTRHU{S{Z=YtO0GVR0HB z*r1+5-q>ZMa+ay6kcHN$X}dTgh6B>&_FL`S3RkXi@v=93@yFMej#tP>pDcJEi!8GA z&BAOB&prc9-+uK2IAGQWPOaeA8cqem64nbSG0Zv+a*)IzW-$g*>_M{u&c<@lv5&nh zWaAl`a7TBD53!!ql7rqj)4%wrJfn*Z9>Cgg#4y9 z4&exCBRU$1;$)&#(4u5ei;;|yQ#BwSjX_cB8jRcqq#d4Vh^<)v(uKyhio6+-K1rN~ zm@JeDM%e9cH)0|ccQ~dXscms|G8&Rd@kTr4iA|A%+~e?AD9{yz4To5iCNKx7NJ%OV zeGDBOGG&m`HBxk^`V>Z3w<^{FA`Y(Oov%`5lG@o0le%NcCugOF-{I;Gwi6y0b}|&7 z03ujVd6x5>qLgGQD|xkyUbMPk2LWKO6W!XL_PUpk@4e5M$2?|ZkZDXBnC~%km=`h^ zPyqSOuYUdV4F2@jKiKTAV899BaRx}hg)z)w6;t2>8@SGg@gidlyN$~#=$#9eXKP2a z#R62Ji}t{WI{wVWZbn$b?!e48D_o&)>T@#~jt4=aSP(@2dp5JYfKqov=?N)IDF>MV!Y5DR$xqyH2jnp;mxraLED>9UUG@?z z=E@#hhB?`};A5D@TxMo9tFC%&7JcS}%rm2jKCegsoAe6}HK3u*fThBKuLb9Dc!3*< z>EfLSWao_7x!Z#R$eq=>j?Gp(&+gQ7JUuE#Go}Imff`6)8pW`!KWB4^D%D0jFDzjU z4dfq$uCRs1)fq%ZF#Qk2tFgY+2W8bvS$$yEvu}p; zV6HLRIJ--kVQEafBqKfqARsgSLT&w4OP_B4_7AqdVFhr*DID6)$hPL>t#WuPvx*7m zgYx-L%ZSSz9m)Nisonj%-+cWY9_>Dh>urN9{&sI90XBa&1j`yyMxeWNzr zj%48r>x~pdHB*N@Os76*f)u16aUkEgVtV%h4z6%<AoaN)7kpDL z@kl3!OynYKgj8Zka!ZEg)``^0;uLXR#HE~)DySqUJ`uxSYv%@{6bmXs(ZU_>(1u$s z&z3G9^I^}7E^e*a=HY5Hx$3-go}b14eLZhiXT<_9J=0lT0$>H8_Z6Dek|s8WK6EG& z9b0jdQ#p^0V5E0boCelx*8Sn`f86=b*>Fsr6}+G@)P4-LKdl+itwnmEyRzwig1TH> zXgyae!>`j!IKZ%VFm|S(@$Q-y5x(fJIgB-7FU_MMH8!;Qne3oeI7KRoVt}V4R34(K z5Y|RgvlYBx26xfEQgcNc$E08_SzbXyZ15_`814zLTX5}$6DAh538vPm-t>k8DIP(n zeOF4xGCst=0nSxM8r=C1fgO_1y6_=4oOZ3--Ro|5J2c$NcNItSN_dq!Vu3`9DG0rz@1~407Ms|D~t7!7o#f|0dN9- zfd*^pjC~n2U3fayh&riLG}&sjiP;UZlc3y^GzRjzz6%f!%9u+iyB6BCv|Bs28>t65 z8dq?IR-ik(vpW==g}m!DStCK;(!mQ7JQ5kN!ZWW~=ry2Gyfq@5V3RM$i>axJ8l0Lu z%JV79gS=!Uu}p^3h_ zq)&>7RzZW_aV5CggIc-&gTI0@zZGSQ#mgKv&FJMTD-qo#6Mm_ zGydy8HzUAb)T{vnMs4}Iy+FWX)D{M`253;NW~3kb88lw-p9?ggPgsTJn62c980!Eb zuxlV~JPwQL!CBLohRKBfSg7s5F6?5#?1(iUygU$Ll8yPndg8%x{4RU^k0B(l@}ill zK|BgcLib7&!(qaXqA$psnyFzT)2l)vGMbXX!X(;_v)M2nsuPcLg#qI*Z7ZS?IX$VF zJ=Gh-H7pyw83n+J!+C4BcMGINVX8g^K7wEa;S&gZ8$?1xzC`i2Ll8KDdlX55I8AxP zMv_FAc%6{A9l28f6_JYxnQ((ngfdfcmEMsF-;oJlp|a#*2`wu>qUg9Pi-{|1#bl8R zR*DJ2ngYd|KU{Q6x9ox|=p~x_C0?{S{~N}B9?W2kk^kC0J2Vfe2U`VTI- z5)taOSVNE=EU#JvuNvV;B2=NOLBfH=s5F5othqcVWJ5Dt$SHKlt2s%W@)45Kg#qJ` zv6+)JDY0^Mg^tv=AF7&#q=k#*p>Q+F3j>i+IJZJ5l9gmhO`rwDc}bb9H-wO}7R$-1 zVgoTqzJF8yM2c_}l^e>?DN3nSvPf*Jsq~4sq8&?I#j$iH|4a#uyB%P`%2sqmV&N69 zj0*Ex9%?tIS&9~%?mll ze6+{d>^lbGm>vPIhq}$3`JobY1q|U$B@B`@AtE0-8k1DW;?ytGI~(CllHy#*Rya46 zJSvUc!Y%|H6OqB}%+ohK6VUrk5OD<)G0&yi6FOW}Opw$?Vb2w_s+v@U_yirP{3Aqs z6piTrDnK|Tj^NMdla*7^9h5-0h&TfSO~0qCI62_5spN@P@fC}E(DgeOyh@&3WlOYt z%3zHNS0b#JgGKlovl3O-w~WiV)W5n+Q8x2M7^T(%tk%Kc%f!gD$JjH!U;uo{QE22* z$NW+22vSDVM&$6PhQZ7u-OMCap$a)i*9@6;Y)90TqAFd@EosdO0=ymM(tTB-1?eE# z1VS<8M;{sy0MQ#XO;hVsLpOcXH7qtfHBSAS*mAR2s+prSSrd-djJlP&0g*IARBdF6$Fea#Dk8Y$w^EkTof#|l-Lo2(~#6oDjYVT+Sn=KT{?m( zot4y4NYCda&)O>l6G_<>0pF_O!i$7Mn2lNQ4bPfQv73!lf766~>)FP!l$w111fnfk z(m7g3T!>ELNktG9r`0heOR`M~(5&6K0u~7^@V=OERSm6)rwodfr~))-mAujdG%#B$ zlLM$-7PV!T!rE0|%>oQ|+oya#H^2#6@>MigIlP?$D0tyzZHm6FKP0f>zopAGtE^z+ zp6(f3#0BEPkkKGM3&phzqD#QMH~?zeG-jw=*tlHy$Xww_r!VPTYiw6{H4cgz-4zN* zq&eNxt*6z!Cjb$zAp{zvd74gx5i1oDyy+4hX%XBdj~E$|+ccW1X+r>^B5*6-&f5?* z@l7HUu^^%^gN)PWRkr61y^XD!jWj9}v)=lGLoaL-^lgP^qZ<8sPLgE*6GSx;oh_U2 zoFnyJlRRl0KX`=pRTTJ*U!1He;R`GK6|4Nk-$&|{N01bzO%3X{vLGsw^fzT3o_MW;Z;=g|UbmIG;a+Y>%HYnEF#Xag(A0w{oC z8tz*gh5{SD;SZjAr@@~AZ>N|=db_^0U&4u@zFy==-HTJi6M@>`JmZ2 z$A_-%unRkh7LkC=1U1g+klE6XIUZx$HKV~pX(ibamTqY<;YXvn5&4p~ znFdsKv+2Xp(|1D>sTO5d;OR|%WQz^1TxS3nI#^8c`6O z<27pXmg=fT986d@nN($$>}sCXw}J4Jq7B-iJ!`afzD~&;&dG>XIWo8wrMc$tSdq$* z^S-;*P+^%+XhylV_3O0EW^4xGwI!tz_U6P6Y@uM`HW-5`K!S9>zp1!C8@BAscIS3> z=go#JXqAh3?%}!k;nHUEY-MuO*5~x0(N};b0SE=+k|A1ftsk{abM+6+9n#wHAQ1Y% zhxTm}1WmZ{kc%E}@yOTWhR53s1twvHF{Mg z#jU)ZWPVk=rr=vD7A`|^zB1tuhB*-)?B)@Qm>`1^W<|w*o~V%9$DUgqM*_XAVIObz z%f@jW&+#DFY~d@Taw-N#l7S%j z$nA9kkS#uQG?!PTVUae+T{!oe*1gRzxsWnSDL>~CJ>PRK0VzM<8bJSqAslqO5jM`t zHa`8>#Q|lV2JrfF??;}&AcD7eTa?35*(ucjuko~5KOk?y*-o5?uTg(*#ZmQDpJbOz zoZE}_K2Q|I`L`PL1Duo`v5rq#9tauJgiMX_U{8o26JV-j1FzcUA*+ZDXZE@`xruxB zXn)X{*vjWgo?A6rY>pkHs5D3Mdc?cAtVVcx?L<@^$ZV%$Ij~ zzwFDud?X<9a!HG|$ai7d_kQp9e-CZdw-*Lb0I*;H0hj}W{}==LkA$bjgrxY!s#ROB+8U3MY37hawQx# zY&1!d8S^C^G&**ITD68w`S9V3NBcJJ+`4J! z)7L4(>)^tN6EAN3IP&Dmmm7coMT0r?=+aqVn=TzeY5@V7LF?}Q`>|lTW~B;c{yh5h z=RbWi|7q3uT)BABug`1#EMDwCU1FbU)-2-z7@&Lw$~Rzu2r9TBgAF=}peUC}IAJEO zXHbe?d6cwTor=5EL>IX+Of%J$XIKgx(s;Qw%4^zAn-uAJQvooAAgCyakZnz-V)Kz5SJsN$l;4SA&tDe90Ro{B!YNheA2h%1bbYO1QOyMEHGnzV+kFFT@&HlFz~Y``uQLKV$RjZNGvc{vWb6TNBa1zK^q7Ph)~muIzQd~tv!__!CY zU{>LJ=R04z&bKc0RiQKPiQ@oCp5lEjZR`?$XM?#WRtfM5Vcmfln)JhDpvsEUKr4y`tvM8bS zYbT!th&zxHD#Lq zjV5}uis}$+3T2N*H+qRFNhzSKU};FL1|;<6NQ^XnSxY~3L%+o|s&qT)(#*EBwdGW& zJB1rm(rjNQ`{nQRjGaiA#~i-pCVES$c?EXeB&yPQzzpX z8{&=&`3NM%Dkid;^{f|}BpVJ9Dn+#Q5pRX-O7cqAp}gvLwd=|!v$8v_ki`xEcen#n zh=*8c5$kwcW^A&&7Z)`@Z?e*>mS~%IJv2ZITH|}m_lQ}&?p5KnmC?d618qJ$jG+zg zgF+Tw+rBA`fehB%Ocm&5O(S$hx1!mm!@5b_O>_Dk$8|2KL%p2liaKM=Rqg=-KtX1( z`eWTW27P*{-I8%IpDeo%fM~H^3YE9l1WqrL6gr_uT;fVA4KRE^)TU+YkQQ9SXh5T_ zHnuhNN63Dn-*9wNn(C-*O#~6xvMtjGpR^TLd=yUGCXg##SdVowu!s|)2{V=$rfVcz zA>sH(I5qW4GQNl(PB$vLRn;OAu?SXeY~ma@P9PU?_#UO|5sv`*AdyV}(Ay zB5+mfydQChk&pbzP|gV&P@dOY0phNB{fV;9tUOWv?pKFBOJWr(b2MW`&7|G4ShSEm zH@n3Rkr~&T#WLr_m`gF{>&v$i?XG4G(=M6;i)KtK=ws%gUX-jzAT@URd zZD}A9kRUd#9mBNU+qqrb-JJ`H+AC1Z3p$M5A(sF+!N>TWcL1J#3|`3)Q9d2seSnwZ zNeJUPUd})su z)#U8hL;&2KkO{p>AM>f0MvTfqY#&HOQk`tVBS^yNgr74|d9POYV z{8fcr-NBhHmX`4x@9avi)E`=$((sHDRVWYt<#6CS(Hdaof3(LhZ?+ z9%Yyvk_jG`k-qH-ANFCTP?a1BB3D5~BX$bpY@d5I)#!jqn$)2gan;`7SR{N3kX0(`PJuRV<7`3G zGi?SG5CIWP6A4mUZq-&btz-S5pugx3JjP?E&Evx8BW#VrKoWa4$tXZdm)NB3Wf-~Xq=@-g9+sFIT}mJB zUWW~3jxi-7Vd5jv5$SwHoy?n58kLSAC8#tRgMvhahJ;Co8EnBeW?-d_2BXyrzNn+w^_gg>BNC`1Yg&hE!e(sd z!))RvoEi{1#VK?^mvU`PGq9Qt24t-N4X3QR$8Z*;adOvyfRM|~LWE4nDLkhH_>Hew z$aGexMCwhUR7tVDh>18+vauxQ1zw4WCl-=t7JZbp2@OOM2`{MUdfLtEQDNZ3=X}y< znUF$+>5ZZ2ryM>NfJSKH{21@)A)K@Vfg%;9(3|2+r7LJ$B7q7fE?<#ZSO4Bi(1-hWiF*WI8zDtsBi#E0oqLpKmR%|p0nwDm1 z{HRuDbcP9nhGo!88{`Xa;g)UxsUym!Y?@BTnzHGp8P}WAsm$Wt%qqvJCD+EBf}U28 zhFp!G{^>sjs(Bb^;UQ;z9EgCd0*frF0Nh}7mRCngs?<_ZD`4k~jKV`jp-XXU=Ftq* zdY-6S2_s-_o7~WXrRwRes_MDtd-@?J9K@^QRA7~{cT`uM-f`-!ZODB z$d6=V-PIwQy`aIBmXG=W99l7vpv6vIlwz#L4jRW^)5kg!8jM~2P+ApK6A@6F`5M8> zN=M7O>~O(sJ=QGz`b*x$FLBH-IVHfxIKeUK=`p;T&-&>G2`$kUErJ~Ffh=dwD5?b% zKmi1R6CB|{MeWoo;gURw+AsnTYHCEKAr*S+*Mejgk|&ms?Wwxn6yAv1icza#9xaRs zi_H`nR_ffg+fz*(-lECGDMX9)o*ebb5IiB?ThHZW_n#Cef}}?2;IG zStQZe|&L z8JCKNXM8WcsAia|BWikq%C=*sy(9Y)m;2H$DoaNVrgCtsayhxv9PDiW_AH5D6aWLN z01v7|6>!TOstYObbZJK|C$(2>C)FY@`6!TcPu zGhI`nRq1K*bh^-%yh!rBpq(VY7F36w7L)-c5I;rdz89TszPK6o3Tm@6IxV$S^015GOA0N7Jl=L5jkXEQmfC z$bclUgq(r}8~_4rj08OGiJT2(8;LRlo83&<1&?jlbfk??$Wm~A_l(JsP;sQGuDOo^f90PE=~jZpLrHi8!u05V`5Sx5k2*P;YL5?4d=qyvPe0P__ANLB<}hY%wxtXdnnG+E%AyShskK*OnLXO9Hs# zYqGCA-1v>NbzJXwaLjdF`?vxbzyS!rhUoQ%T#e7j+J2}=U}p_NDr9{m_R?m60Vu$9 zIWXf@wq@tYuU&T9W;VJ}TSKh^M%KvDe4!4pROW>?6NY4#;OCXh$!mM_vN>C8t6n+( zyUCnreru}p;wNq@P zh4>kWc!r!DiNL6lONs@D)uFu0(Pi|c0BNjO!m2X`52C~w)IgaV9^NwlX;Aw zp_#i>n$t(hhc+o-f}2B%mShp6EXka+aG~6J73F#26bhd|65YUX-N>z=TOU%k*bO^+ zh9bFxAN$2CtooZh|y+-!2)U@;JlqZVNgExax_ycq5>fV7OKB8bHQQ~YYwbpY_q zF(Y$FCNl-E>c@LqM`e)^6*f4-*9p_Yt$FIr->1l9Nq!cB5EX)${LMzb9?tg>;+Qi` zsZJ)wWYEL>+;&`{3sv4`C_p@Vq=}R(g9i<^A~lL3DTkyqVG=lTB0+<+XdQIus^B9w zefq!wIg%tClW^E5I<)c-pht}$l9V~pB%7CyFy*xPkmsY2CxM>a(}-nJqbny$QnWN^ zQ=n*|MwL31DpWC70c}zWh-=rYV8DX8`Za7>vuDw!Eqhhc9W7zAXvuPRF4`)0@m9&Q zmv7&@d$nkBCH*ydsHoP})7QK%1{_Q*2Z)D4QFGIdNrOFilGM~wu0eyxv=+C7; zk3qvZ@02M>V7ul#Ma!7esLPCTjpQ|K->{+l7Czj!Yuj5+BUfGq51ukstPtr9oc9zW zW2}tvJ%qav??#4v7jLA?6#)v+r&qt8ef#tpEX7+lpMHJ&_T}YYC+}UpP8r+_P{08R zEYQFM5lm3Q1raph8U`VZP(t<|oX|oA1aP95V>s+k7mPBwL_`rY`NTv~P)t#jRYqCG z#TQ?kMMhqD$ps@?WSpgyRz|$!l=cLWfR-Iwak0o%j)W0OC7EQBA%<9dQpzcxTm=(G zB8h~NEg5NX7F~h?6Bu2<3swOtrI7(WU z6nR7vrJ8j%D5~J7imI`!5`!zPTIvcAvcwt-UA5S4*DN%|kVFizz=+B$$|k!EugV$= z%&)BKaoHs9nWPKLOglglhE?K06t107WG zLnX~A)KL<>@k2jXZ-t>oA`u8#)2Uo2)7$aHRri?=sc2MDlQmTlNi0fLqh%rTRQ6J5 zrIjOxBoT>Ir{du15I?Z*os{UMr|Bn=pnatGMm{YFc~TzH_StEtO^PXJy^TLAb*CB& z5J|K$mn(GDo!8y}|0f1T00IqfiA!DJf-lDZSVn;j6b!%$lNiMe1`P|d-~}7AugPd^ zH?GkF#Xwjw*K|f?#nBiVZX+7xsAe}NbK!4DMzfn?M>#EXS#zL+1|-nzH{Kya%CZBV zo%!r%;(3C3qz0dN+=q!xtWVPb)HNwik%~{-S{1PMK~4#AoZHjq)Z{odHBNFj zqDAE{H;T+{DN|cAgeFo4x<84obf)v-Mhj;}4SI)xTG2^fYMQB12-%}s74ne+(oX=Klc&19& zw-W39@|K6VgBZ}z6#0FtfBl0BSg@j%0qTz|{R7}T(Sina#>*{nkxK(96B&FukPL*0 z;K1ZSurs*f4hzKKK`+Qbg+jqKA#`YJtnixNkjyv1ks-=PLxvUVhN3TYArE(G9F^IS zq|C{~79vUlfISzD_b0pkchq+1O&JYa$QIsYz;<`P3lCYlCM5|JF*Bfy}6Q_JhDouCT!#+t9 zeQ0IwV3}Ev$nsO83YGF~naf}%Zy^rpCHYoTElF&IRy|4Iu+(>wWBQ>c)gpy8V{0s= zP=uPK*n}Z)tE*>4t0>zn*ET0Iz&ms+oKG3&{J>SttDF-n_mc!yX91P|bgw8iI3bpSDr*P4ShA=l0{Y?ugDw~dxhGk?J zgT*}h!j4wQ3S}TEN(;;!JjiUpz99m1UTTD$$<&BQjM`0e8e(<4BOXpO>WNYOw4$bX ziYp%K0y3mjrpl;nBgzE-RMWUdz*%(`ScPLNo1m=nAVrj=2xJq@GYIlLlG~ur_E~^9gjN)-TW%@~d7H=(@!^yVSxyv?`7^AZH*y;gdf~52(54z7}BhxC-fL{pmX37CRn8!j!lCf zY{N3F`#I4m84)i3>{9U%aXj3iX%a25#1Q9n#3ha*ivb?+1JU3W0?!)3Pkev^%t6LY ztucvktRl3MmB&8T5s>BB)d1a5k3%wRl9k*dCa={_cj{7QxlR3n`j$&+i9F@W25*5gT&jlG zbk!mTSzoIq+LiUWYJF<}Di92Dxvmx-(`)oPd!K*N!axmnY-B5&3}}FivoR=b(MP)q zu`$lIDTbZ@adR7nviZyw&fqfDBf;F}Cbw_AgZp^5%nA=)cNkFWZrba1>5Ug9VkVYLiRn4l+pzRoF#%Tp8$T8K-0%BRvS zEx6uJ)5L%c^vBVTt1DVU)RYUH%0iy%P)MU}NZf4C z_B?72_s}|83c^T=49Xx3fDbyp12)7X-sBBDiikUg;NCvW`PM-lEb$UCF%vb>5~J_m zuy0 zZ~lZ4a|$8L@C5(5O#iA(v0M%l3V}{8D^e1R0KLo=4DbL63sDrX6(S;Yhys*C<#Z~` zvM#V3Q9_!42UM2lQHVn8T4m~J33#OC1C3`{v;qfPuqMP{>>_O+^Nb=0qR-N9AQeIX z@4x`l;J|)>@CUo1SGYn5ozQ=dFf5Qzx@>JM_TXAx&F}~#Fc7E;ag7W4LNE}4UxLjG z&Fe3Q?G9LSFv<`$3~UM<0}ASE4Q)~l|I77I4>SrarGNvZgoE2K>h*XJ!4fR@6cH(D z?>l}7I?}E8*bNVYFA=FS-p0TSU@ANy5fY6+5}QxoHZd$WaUD8w6wMOFuIMbaMyQM` z04^aFR}uVN5f&v*7WpQzYB7%HCKm~W0fNN+K5lJ>asDVNPmodns0<@|j2S8GvJ5i- zxr~%nhXJt>l*ViuyYc>r;t)V79Yv)aK@%i05Fo=5Ryt6$>M?m}sRT`M>vrk?Ar!$7 z@-ZlOa3wZ@1#_!5LyZOtZ4*RgAoJ%cfP(F&OI&*JIIYL-yeSUm#Rw^q3PEz7cFno~ zAqwFO5WcAjbFJ|-D7~s63%9Tf=j$Z*g*HT^y$t3wBxW^8=qBCszWz%%Am$EHFAsfE z!59jo9xOXr=!KMWDRD3NjDQi-Ey4;>W`0Hy<1NFoax0gwrk+NL#BxG4u`Jc{LV3!? zFmypQ^rvF%OpYNKJdPD_j4tcaE|CmH_#A5^8!s`|I#QT zSvqhtDJ?bQQF-R^5%%oRcq!3l^X>MLOux<_^Gqd{$sv4`>IjkzgwrI5b1c>gInAY4 z@+{A=Qwfg{38RzM!fV%tXPwroy}-gF_W~`NEhQzR@*YDA+Tz(F@AG`^ys{u-2BRfI z=nUU;4S6U(`;**G?+tm9We7~83`{q6=qOR9_eiRxh~OxNgAbRIDFd-U*{$8iLlJ53 zW*X5!x6&&k)DkL@LYY+^*1_L4G+L>sL#5R~sI{juq!`ddM0bQlGa;&^gh~2lMXd@+ zL;*`qfeQ?PKoqY1$jU~A(HSk}l3Io45YtD^&yk9xA&B%&E(sHyG)YN;|4FkkV1rar z?yo2a%d;(4JiVW&s1|Y+s8Fk5H|5KAMG^HAWhM(BDJvT5qk4CeKR;~ z4V=`a2OY9HVXZpA&_~M|-D}ywM zHBg42pmsFMFf~S~Iz~0xOm7Z>a%9{vIq(oUUJoWeBcdv7hZf8_2(+c3BMHXs_K1&H z1+iAQfZbXu5owQzlAvxI^jMiMS(mk0C-hmRuUZK=YOb|#1BBq#)u_TsThD}B&y`LX z;l?sS6LM_gL@r#*PcdzgMYO6CPGJHHgcrlA4&D`B<*x!ehavie|3^#d;(*lSC{T4B z^Ix45Nf&TQ2{u$Nv&`HNVTr;JkU}CND;^y-&U6K0ZRwOc5bAh>>wGIr#b;V7wzn(| z5IXkj{!XC`tB!JWhc2@lU#U~PTZcV@YQIlBvI%c2SjXz;EJ5GE)v zJnss_f>XaR@+LK(B2T>9z@P${@{$&z49X4fzzoYkJ;hcx+Vj31X4>4gqHd3&PzX6b z#)gOzZ1Ir7wzgyjG-X&uZ4vZ>IZQnAHuzB3DZ}7E5m7*Sh6wU@hK)56`*vvH<8J{s zECtsS5qF3s1mTFdKt$1}^2Tw~WJn@cOD6ZmEH@SdNfyzH{}wsdM?Du^MYliw*DY#E%v;U*8XP z7y)#3(LgwEM#p$CBk+wcgvO%M^xUdUvt7>^|h1ic+3ozBP8Mw`gkQe zla>UzSaNGuA~u>fvnUc71Q(f>Bw>0TxzNr>sMGG!VhfX>A|W?T5;%DWJ^Al^P^TrC zPDkYsm=o`yOCedAeG$VU^9*2mIez7rI}1n*+(09Dc`$rgfPrmO6L?`JL%a-FJfBTA zsBJSy2!$Hh4Ef7qNQgJ&^HeVwhN}5yK*PbbnfF?13N$Q+NO+~p`Gv`OvSli=d(~yu zO=fl#rf81{q(BM`F^7?rhm}>H#gd+dSf5pU|3LD2wH08C60QJ_;GdlsOXwsLZVVG* zk#tZ;>Wt^3ZLy(&45AYxtel{YE1FPLNlIu3Q)CV@Il7}00!ZC&Aw;@g-AY#IxKZqQ zQt;S!88Bg|bauiNG)=;pJQk;IiG8f)e1s`Xe|lQtbg0wLx8A2IvUgj;Nn8|R6Q*l8 zm9X!$%P7W|>WJrB5U=mlWja?G*0Rg+qR>xi)(!rSU7GV|Z4EL6gE}WDJS7#F`9*<= z84(H!nW0Ug?s|ef12kAtVm@Zwj1sU1o7}9~WEhGFvN^F)s@)>W2rR0`U1LC<@`cBM zoCCCo-gc$Hx%X(5-KMhMz9R{wz@=V_{|ERMLP7u)>Jv*fljAtz8ow+(t$YQYJP zKmY`w016C_~y6NHESC5%70{usy`V zePP5)CIeVw!u@KaO|M-%|MjR@-C3VF(DvPR+$mj{vF&}FeaM6r8$tP9KsBuP{ari) z{<8;uZo^=0d!}c6rUzQ;3%=mttvuo_Wa2A+o-aNF8o(6%A^ZIy8F*1WM1JH8_vG!_ zh=w86O#aG?SF8rA(WW()7rX)Txb*8rAqnr`D}H;q-w6HmumO zWXpw3I<_YqvUlIGSWwJEURM~dK}K{NI+959C)J4PcW zvKT;$6rllwSptWem zoF%wx*TIW}5nepG^5j~yxVa+%S*M<_`Y-{K;$~Q^pumAVFY(1|EoDf(kCkAQDp$L4*}sOh{pc6Iy|x zgc({fg%KVm=wXN)B!(J#NhTMGA_^k-|tNr`SS+n+6;ZfD^7z#8FAD3I%Jd7I_p2PKJ0iicdf7O3O>W z#x#>AHQ_{TAATgIE3c$vR28g`RArPVN;O5TD^Nu>l_7B*Wf4*{WyO_NW{pekxNNYY z7F$N`wbvuk{zcbm9!Y}QQE=^c2)*zECRkvKXr@?Lt!?I5XOrEriDr>8R`9}-?FPta z`D#)c|7xg70tjoDWfmE3)ztXU8&g;04#58CIR+^7>*I*iY?0RqKF21NaBn$PIx2OA@<1Qk3m`y1`#|waU`DyIay`n zjz^j02Mjd800In{;tv-EAYhQ0ihmAz=%Tl&=jf*2c}=OOujwZ+!0svVxYxsVeNu^N=D&c~V;PJXzXE3doy`qD$e;xw#Qh18^z z|3%aC>dLZ3b!!zS&o+w*DLqxY)Kf-f>&G7Is;~Ydl6Vzvx&HqThjY0_U1?$004cUF zz}$siGn0f~-hwYhAn-4Np_sqo05E|O%rzU6%xlm92%1IaGK~?#a9$G`i0y_no1oXc zW|pxNqA)VfvCeHE7P8xXhBDR>gBDQMGL`{xIoKg0br6BEk6FhJISbEne&#cv1#La- zA z;SYakfOiEs-s(Li_l z3GwV;JUAU-0RgDP@+k7WXbR;n(({8yT4BAFxB`1F(H>21qLc51s}EIi-%@@OKa3#d zS?X$pJE7ISX~EASM)AW`>SvW^ty6z~7$*S#X_j+UMiEAN=ei827DeN08BBPks-$}6PY^zB4H+E*v5v_nTSo)G!1MiAbf*TgG~ky)yYlB zM215qWVNsWmNAQ!FuNBr5Tx&A!P13|W;#?jp_LUWA(9w5BGonaz}JlbfyZ zrm(&T-EnT^5SSRn`+SltTEtH#>#Pd2^7&3^Neg~V*+f0FWxs-6WuH*#A3)!G7BLji zDg=E?0VSHQ2~zN4Gt-|@3aCQRkcNV%X`#P1iUv0PhJz>dC}iRg|3ZyorZpaY*vMAe z!j?8LV+)(1Yn+3_o7N`4Oe|tgUv}c8?o114kXd@%aE2wip$+3vF;lr?Rj0ydXzZbC zj^DFJD7=RVTYcIYws2(pfVFB1BI_DKL|3{+8AdYt+KH|V$2g)Wt#>QXi$XL78g1Fj zaq}x6?<&~9s+n(KOM(#q$5$itK(S$vf*0OENyt7)vXkvZ1{eTnKs&=9b|}C>SQ*+x zD>_cEAnl@8H`+uqpdbrjMWC9i+Dbr50F_EWn=F+8Kb_=Pq`0je1b}GdrOF|{m5FeJ zdzWyE#8}r%u1c8O+~#4z5VDr;R*ogD>ne9Ct+*Dnz6)N1|GG<_@H@>T>}d#S6O^6m zni>DT0^e+hg$;2S;9Ba-E_|&;zZPww{#v@O0E0%Mfho5~Fq*LvQrM$1EFowTHetxn z+lOMfFvK*hVL)IorW1~th(Y$T-Q2+qFEw#bf%?LGVGtR=Ij)3Mu(OXB|0%rmUj64id{*)=ho%jd^wvLJwN02TaU3quJAON z+wE@u8U>;fRUt(QEH8>-Ofn~JFuh&#un1SU!yFsgXLhJifNz-jDBNjtax)tde~jUv zxx>O=nqm~Q3~0fbLd7k9R5Bb@3pf7wkMU3jDxT5hSsU^g`tvle@@;Bi?J^#@{A2(K zBYyNpF%lti^;S2Bb7xaGLqH%tLIgdRA$#<5iS##chJhIvA`>WBNw;(p5(Y_U1&O3c zawdXR7dlv%b&W$=uiy++Kn2O*4_6>|1p!)W|A&KWmv%WgI)TSovjq&jQfh`G5HX-T zcftS%zz`>~3azjTtI&6UcY}A=Ocil>ho=cSp@qj%UD=gf%auK>raqc*2wNdel!p}N zL@k-OO`FFS?vzh#;Sml&Uh;DY_GEhaL~VO$6l@?CuJ?KX6?=z}7WU#6wMQB5Qc>~Z zY!KBJps_>v!a|JLLNCN&3wC_RM?>qDi6;~p&gXm~lwklTa3!TO#nBwur+w5h9o@HZ zZV(6T7k)eQQ{+%sbV?UCLL!3V*due+b8UcUDY$1V z=s1)mgQ4UPvT%e3F@-$nkD)`^|yLlGkhcTkm> zaebh;Zqm15*l`?S0CB!?a5A=i-sgRCa0d?ea6u$RF!LPfmwx$SG(I*TLiUSX6mkPH zf6mw-dI?6!sEk%H22jw9fXPO6|I=kDQe_GVS9;@SZw5#Xs8=2mW*&%iBWN~=MUJ0| zSUu2<=je?>5`q}g0~r`~j)a1h^d#Z{o3SaIvq_t=86|#}0DuOA25>5NS4xg1kinTs z1Syy^K`E4>kx&O} zl3(MQ9(W)i#Hg5o$u(ZpG=&LP z9de}E=vT~GWrRefInq}>vLZ$|fg;#PhXtBn8aPG(B&6w$aTHidFphGT1SmKFdNvNV z38!%?4p8D}fhL^>;hWo8oO^0I#L1^@qNkp<5J%t&wQvfZkXfLUJm|?0l@J35z;<^E zCwQkkh8LdE#A|10EbxhWU)Wp@(Gqo$lKRu0ToElcNiF=DddL=D-t~F$Sw5)>6^f9D z|G5@!L6e0+pxPE02z7|HM^F|tq4lzR5S14G=9T(0p;9@07ixUVS5iKt1)w1b7aCKh z_=&LrG0_K>;CCE0|GF~Gv5GEQ9Srvz3wH--P@^;&MYY&7?tzO7*B|P!9zWI{U1T*o zc9?$or1^S)Q6n}1n;}M8SO2$GM7LIGGk^!EAyqo2TgI548Kx3gBYRXMPY0%7YJy`* znuCQQN#Jxu0ysRt13l21ZYrlKE1Pth0nzEQc$%lW^`|onI>$+~Z4#)R6_Ei@3rAoF zvM@S>rz)Nj6qPV03Q#(d>L#=0otAp3vXZI4Hg4nNsdN#l>bZNRI$bphlk%fptqO-< z`>HSL6!Jr>czAkm5ne~3tGik*h%pwuYM|kUh~u`brBSTLDjGZFl?&Q08YWWKT9uu_ zFexM&`$l~!|AZS5gG69iR5OaAsAyD5G#!;o9Ua=C)UmF#_#IAUV{!Q%=4Ww;aB@Iq zuTBM+50XW~*sp9v1Yt&4QlpGuc^ zwFKppN8zfcN{1DUll_^8^`o|HOBilz7I14An-Li%>Z^zd2>K(eQTb5O!M1z*d|o*- z%L;H3|F)IL=Rq8EZ=5l>HKan&0hU?WMBl+2T41>dhj5oGuSf;CN_AsRrHec&MpFYH zI2IoYQpJH;RwUO3{nxs#8zF^7MumwXM8JRuo0u^Nr7@>AVY-2OLxI5CfjKgC+Nelj zie?=sy~(SAau$KjTc%q8y-6Ul(@P{z&;?edv#6~Q6Y`q@oO8)+vJetbLHz41>Z7STF+J^bPUl2EpSmwGk+lij2k%*3 zWSgpXs0d-}pq}@62_$-$&0WEEbKSK_UzqzS?^erBEr{FBhW-h(KS5 z{{V`8E1`cIaMWj&gqs<@K^b?D1Jydoz{0ifXBg>bh}F z4A9$gA9rAJ`q3XhIv*t0uX>pWW6;H71tT4DfM6W3)L1oYW5&9h(GfexTxzj^rDh9x=ZMfB>buCI%@1wV=xV3&3fJUAs~(2J8{L*G~!jp3By?#>T3` zytcz^z)ztT8C*a2HEnF+2SDk;1k+K6F;fU-!V`118D??)MHt@v&Cchy%=%C!{~E0_ zrPu~DVOKd)JS9ZH(Hs<)&m!u$ZopHV%eit%xl2SF8HaJ`s*CFU&jC%v^kGHsVR9Ci z2l{aaTm>Kr?M1Bn&`2;=Q;5O^zn0Sbn@AAUg#^P}7B+IM=Jwa=N`~lGH>^-U>hiMh(>Ct!PqxC)F7fn()+7 zJ=ArQ0GU$N=5y51>f&_2qqx{bw#X}h(pHeWou zdL!H!J;#hmf*#@nA{e}G9MV0P-9k6rh}FmEh?*-c-R-#MFU^6INwV6_14e?#d!oqS z4X5FaCXH6!fsPR9{nPBtS%zLG$%B)XaA=ByDGX5uSKWF0y%l3UUTZjPH<>^L9v#;v zUDp-|6dbF)3>9Dtw#%#*bLiD-!3G)JZT7{s`lARN4p1L%>maVoA`UU%Oc^dD!_hIi z4wM!V^UbTb?4} zNOWv0rd&#;A$_Jvkfqa2nS3>8&6@E~yH z=z@N;_N(#obM*2}(`Ny8ra z0mZQWABUO6_byiNkwsfGWk*^!gGEPP)3A0#@Wb2XJI9VbB7qLu@E{AaOyK5dE_5DJ z-Ab1PuK(uaNV4wO@fi{ZtsnA-GxAsWn&Qw6CBL%V;K*t6@-5G&fX@5}5%Xq;^KgQ{ zJX;G_pjolBClQHvb+Es(;`5!yp5r9+LoeWe@!ssTKU?AHWpTpqVzp)K^r%kF1GedU z;nr~=2L`nDV$k(q4-jYs4kTDmpcpoQ6dq#O@Q^}4dn8WW1L)8rNt!lon=B1JiXK6c!s=_AIEk^qSjqh%l%oH@bJrw?C)C2rmH@8{p&|9)(^;ii)e>YI;- zR}55eK?WOi@IeS8lyE`^>7au`3^UYlzH2u0|Iok=KU}Z?0gg~*g7_>HF}?!|2%wIZ zG{Iy>8fSduMjUh0F-J-I@bO0<6Um4aSBf<9NF-e$Wl1KN97PjNas;vuII6Vr$|~8o zXp|?J^=HBMr6RQd{jZZOg@tHtJTp|7|wrk^_!B^28I52iv^ZfH|xCi1%&@l;xR3bpu&WI(C zKw^|6t`$m24#EMEV-HCs;Ye|ptU_caG-TZrj8eD4$tj|YDwWhz-5@+FH(agCRYc;5 zwJW5$A_}ZCawW@kvszDUEwskS{~|6Zgavl7!xYP%h+GlL1F*qzoh&YBlUE)IX^qIE zv&YPp-m|_XRjp||n_-S>cq5-pi4a!^Knsd?v?PIvBcpiI z&1MKSA4zR$RBHs$h}5O5k%A;%^V%cSl(aCR$!u}pq8t=KH;0Hs3~&Ggmg06sKJA1i zS^y(MAY!*dSp*}AqLkkl|0NQ`4UTYooQmQ$vJzIgK?_;HNfidUsmf8#R82vH8ziwg zQVqp(dxT0~D&-eMWQ8lT;>r|iCA(aOGIqIA3s!1}hTG)@E_TsN@0N#zxBxE?vn)gL zjMuDJ<}!L?pdMqU*UQCFZ#AabLiVyJ%+{c5UG)kd`<&UX9-Qxd={wH)uJf&_5*0Kd;#!G7XoE&jkG9&^GEI_OM75rDu0AwUd)_?c&K zBZ#pFeGs6-C2oWYTHKEb6uBtG=QUOavK9s4g_wARLmdhe#YqB3GQ1&4fb@qyTmb5TeiZrct|AdH3yAju{6g4HXK}&~#QcATZ36{1rQCMsf8*0kMo1RIhV?<+4;MS9# z;6w~NL4z17Lez%b^r(5mZcO@S$2&g6sf8n4;uLksJBR@dl)I`|XH|vNY2gfx?COct zx|LIjWyNkdgC)yq)=Yl&#jA8{k3|_*GGJvbWhiVFpa7Z092r`CWpXQlSBAh2wlu+X zEMl+aOCu~6n9!r~ z1hnu){|{ZLBv?@kRlGq3W~fD&s(W1=_2@@ILs82%dfp>>bR+A%8Q_!%Un|WQ6DY+Z zNb-9ojD+o_O^RvR;PBs+wDD_-hy#JoXkdaMSlincaf2V_5DA}za1segr7pZwM@@u} zg_G2WN0-T_1jWRjO5Gw$*{L0C#i}&s6~FHg6Th?ylZM%(Tw3X4goBa{WpD$L9Uhk| zSlL-q7|ks6P|I(P!3w=&jl`?BEz9!qmC3x$YeW;~-=r(EXl6NQV`GIi+c|xafwOi> zJI+3%FA3Dy^Pa&YTR#IjIPf!|$Kbi>-ZuI{khXNw^~rRnf9SXXojS^(z9LbZffX5H z|HY|Qp#moaKmaw9zzZcY(O6rw4{x|a0pQa^Tz^SxOQX9HNkURR5!H(J9b4Lt?T{OF zq)RdV;(q~bk%f#YBsB38wnvPU26J2T+8&DGBog6pL+VhhS`@m!DDJ~`II4eS6<1?5 zZ%97nkxAL{CQSvFw2;Nd0XJ(LP|20t^$rSFMR@Ps>hLoBO35B?OtH2wOTiAtH`OB- z^pf|>apfg8c^JbGund~Ws;lHCM|rqN-g5BUE1EI)^8gEWKX7W3o5SgO`(NwlKeM?A zUeIl#6^QhCDm{cz=l|0^-G8ZTx=zcdt6LG85daBL1y!(vBY=RhD}Vx6fCV6t{{T>d zTBxpu7zs&0qM&&h_^6qp{j_7$UI1)FwScgbW6ewb1DzJFn}|wJLoFZLA@+A zm3z~%E!4Mt1DzGCu^YoNM5wE`xShGk9V_rX-vhqFa0@HzE60e8IUF)5KIF=SG2kWdBqQ@v`8z!lGzvwN+^vIfC4BX|M@T>5|MyP z(5^CJ2#lbTpoxKldXMoE04GoqTw9V6q`Q@RgcC%;lUg?ZTB#RYh-BlNjUXEvl&^%y zLB$&|9(+6>9KxWQyq%aFAXG3dm?sf4K*X7BM4xO9?}#5u6c0jU0w%aE(#o@&OAqhh zA2u@%BFM!22`7CS4p02VI*WoR5JgfH5mQ7(c~ZrCvL{(AOOk0t|FfJBTO`2$8vi0kHmC@5Ov1%uydTsFpd!L;gGbXOLVBFcN7;i7!<)_HJVbcHJn~1V zf=#mm1Wjs46U#TN(t^42D%YC=QKGRG>x+u?3&Y5Q-P6b^K!c8SogO1Hz$h}}bBruI zNismbl^io|X}*}$mfN5{?W@Vx*uK^{IpBDgg#n+R^ht7p4u$bE_%TZJn@Ty$jex02 zgb|N#YCrUIt*Z=BLYpnFG&)N-MX-b*v2?TsdCRnXPziBR{|K#*wZtd1%ph7UnFMGM z7OELq7{=;4#twv;`3QhMh(>8dOtMh~#tgP>)W*TfqCrv3o01ed;)wLZFF?@DIADWl z<4nxU8=g4LcH}l9JyM*w0~&>+)3c%DW4Nt)aZ--tQWxUBYMM10ZD{*gJNw8}y=N&;F+)~d?!xHGAw#M%#`9tl6LZoU!3=;_@^~cZYBPhjER5~45shlw7!aHaKF%46;LOA2Zu{;nS zG=z-0kkfBjI6EDKy6Q6G>kMzv&SD~_$*`>M^v*)HjbTy_B#6{!G6LR+IpatUlnpN&a6oZO_KW zv4TFmIOQ9S;~81m5MJl8f|g5E&6*aNW7*;GrkAxBsgzmbpjl6RAKThg_p@GkDYSKJ zzZ__-(<0TYl!Bv8S`X0xMz98ISYP&SU-y0A_O%9U7|Ta%%c{L!`OsRa%~ejb-wV3c z;i3aOs2LTg1Vm7U_E4b>l@AwT)+j;}|0ao%5mehcY0(DLk{Aq|2>zqGwcE+Oh`j+v zZ@mLFs5Ut8+tjSvy*<}=BwQCB!Z(H?E+iKfCVt21!fUv z{E}Q7ytG{@nbMPixRS_2lSkki|Bup94`$p$$=h%o;SxrJ6Lzq1<;;jsh#hocX5JJS z&H$Jp;J;AKsAx?chEg7$(kSHDOTyAPFk*22!YS~aM|z7Ls|&d3J=A4bH3doDX~R&` z;$&9()lj=NzMH#ge2EICWj>(^h6rICwM<^_Wuw|W38o`&g&aUh z34BaVof=#Od*R7>17D0T{}rg=o3h+%zNBon+*JADe#O#oPDq3_6*)kJHUO5jDi*hT zorN_kiz@?HB9@bsGI^F=jH}&yzTH3UL&d<@$T}D+`0L8*L+D$kk*${4c;4}u7M5kR zB={!w0crotGd!*>YN}bA#a{OV0@F5a?iFo3vW2^%u4=kll&={hD-no2S!yw8>e1tytCs4&^)R~Q zh!#``9;AsQOie<$6c#qk(p=ZkWY;5j4|kI0c!h{ba@kH%P3#Q5#W0lMv zK8(KPJ>z_N9?gbciSF!{g>4!yt@pFk?d_KL@#6sk5(qb+dk>s zmgLu)!b^%Y;V$(JR*H>$^nBehyeK@>qJmeg$OJCPL;Iw@Ba=7 zM5j`z0OBe%@FjN0xb9q{z=OMfaJhJ0=**RMW>|MtjL0CS3@_~3wcXEX?CFV~-3U`!r}pmqrqQE9919zBF{y|gUnuITtD7J<@H`~j?E9DN`|W_8fX7X%p3|RV66`1ZWS}u3o)v<*HSYRG~tt0wuZ! z5E?OU#W-CHR;yesVD93*3wN(uF?sW52^{z@;Ja^*2zY2fKmZkp?f`NlXENo=fD|Dz zt635vMRz`f{w%pNX*ZcS3q_=Q^=H9Zs=$sddp7OZQ>KiGgXs1YBuJq2_AQ+E6fIq)FU&l5(9cPaO;%NL-40}@zZebA)$vK zf*7KRBa#SW4@ne}qKX@;m?9BG01=~%MwBSx4nDNFA`mdt_+bt|0vV(X5yB8-jwyQ4 zMPe-(q=6;YP!pw;Q&L&wlmb~&&_yUQ*`=3Xg1J#gVUqa~mt|^1$17+?bPY*tUX*}A zD?wxcL;eOVBZl#r9gb{{D6S{uPtM_q5g;f7pzWZ<#vbBN?I#uU>{N1b{^bf?{S z<%t)syXFz+8+-Sz#~^#`;`iJZ{B;NLf(;T}uzc6$;l+an%lF|B6TTOs5ho^*VTKi3 zxM2@Ha@=vpJ?wzukw?A=1dJvFL8He!z_0@lBgZJA4LN`qq|G-2N#x5%dT~XpEjbCL zl|vJarIr?*38&IaGkp*ZYc?GA+XS!2FWQA4RlR^!v z_Qo>@NW_=~e?T^@vAiOitg?>QF z7`(EG5ua$W`xz&pzWnp^aN@`$!&vgkCI0v!k1ii6Mm*xd%_4-e1O8}cECXPUdiFDx z1PvMzoFD}&XhCQ&LxM)b$kVpw!4H}QYaoP^nnvgl5jIV09<-AI5Wo>TaV;S(RMR!8 zLAD5-4Q-^LO5h~%h_Vc&ZHG{VTi~V?y})HGK(U+J9<{f`|AopjL;Rarva%_{i2)Fl zfuiCFGpfAAhH|SS%;dmexiLLtRsoPeBJSY1&xMYPodE=7gjJbcvF;4J!o#mr6FWrU z0S|YW!fR@CyF(r_cefz}BHADvC;-nl!UIlsj!yT&a|8GBZ+Z~Gd7EZ+tFMHXFB7mX^ ztN5gcd3z$RD5I4_Q1MS%kprhD$~VMKic(%AOc=>1xxq;8E=PFbL^KBl&W#3+s*z(> zN_VT&C5H@daNTBL7f3{qfsnVEWEQxE$fw?p3}d*~Zy*`TN#2Hc+VR%$$b~%RG4GS> zYL~p;MauIKCzbdz(0Y8pAMjZrL*1EWE$dpJ9^^q~5kn@&C}uH?`Da6dH6~vR>!BVn zL1fEx=8N(tqa8?yW(Eurh*}1t0PbLb+05BCyV;^|J}@QXq~JMAYueM67K7+i=SAXK z&)0fzB(MdOYe&dWIMw!p2I!!j#zu!~05oa(|5U&M1Yl4d-i>XVYG_~fa>TzRN>Nkc zVMaCDm5yT9qf?Y4rHZ&0u52--qGFX^SPC1wyfnRI^uiI?DUkydHvm<@>E}SVnqOJ5 zbdouPP~8yJp^7dwj{#)3q^eXXG_|QvT`+I7z??QrGLlv0mKDhJtu6e~tNAfcdp^l8 zQcABp)ALReUUVC}#wTC%(O!z{bD#X|=VDB-t6dkygB^rnmxf*6VJWtuj0Ls`f<;jh zqOjv5M<}t2b&(HV7TrT|IURENP&9m5^2B|HgFQh2zr zaCo}<)lFJ~2ad4uBm)RIO$=s{dJ{MYT#xL^}{P=s*FZzPw9 z2pB6uUcQ5WY;4HTlVpooo)Od_W@czz93b(KUH6Wgvw)`LT1C2sCq*N)i9Y4C@BJ>zfSWIS z*%Op>X4SGh{VqQm(&~Kk|Mz!k=kWJP&a1}fn!A5#z70A}LkrtE`T#SYmnVqUd)JxS4+sT?2yg_21 z#BfoBP2rTU?NlELn`jIkCN;9Vu&*yEJ z=#5+V1Ps8OUcgM@d9dEOyk3B`4~+d)5*X87g$Nh|ToUA%@r{U&8Qd}@LGhU({q(?+ zS)a+A%*63P^lg@vxr~flpM+@N_xWM>v5btAp8(7Rlc-$!sh^v%Uqt}m{5hgU(9E@OR%o3CT81Ks z+TUcw9(dPY42v9qAf-S?8KoC(1jeaIjxfH)VF-W$a0CldMBX*VAGATP09Xu;4(SBT zP}SgZ=ux%AL|O^k&+#}{0Tf6QAOlE}m0RW3b@LVC!{3|WgP*1MH|A`GHVnhKL*A79YRV*C>`VcKD4qSkN1O9~;tfHli8l-sI zr|HU5Y?m#LR4zi`u1MpqL1I@bPzL6gaII00PI>D ze8vq{;|$(GHX=ucEsL@N5*eTY53=KAnqyX#!5FOLWKIFUpqqB!!MA~1hph+pm>WL! z|IR!?2;H_QPg($k~5o8{G!M|uo zxYg!E4rl#*fpB7E%dkjAE)x?>Q_b|q9a6JF*mDbP3Z6rsM zh-CFEnMT%`;tb2QjJ{fvN49A+WmX+poR=j~n4M%EavYe#fS&GY4&1;Ma6k-js3DHi zF&x7=f$YeVY{{Bz1}UOONGhW~qNPfr%a%z|F3qBT#Lop#W}ir<9PqdbKyO5+wGEfu+u8#IL&sAYYzWwX4-g}TOF;wsxk3m6 z)BC6!;h`YY4l>S&??Hj&I$QM|yGVQByMxOy;6Pe!O=lW|l5v;+&OvEK@ zNRFh~S5~dA)c@D6 zZfyzHCA5G6drb{`Vg#bKz}c?G+Ny16XyfV(-W@C~lGs&i`PTDUO zgC`b0Vo<)5qbdzKI}N3BvHoFkaY?|YRwdAO2B>P$TExK`ZzZo_hWTcN9Cy?Z-PhkK z!mh-@QmAiESuNIfE&R^LAj?J<$X!B+vkcjU{sL06{;%7f?egTHfgSKAXG;W^ON@Fl zx@0gCqO=kMt`soolDe4Trt;yIn28N8z3P~4dd$3443w5|mu`rb_WuYk@l_ex>%RIX zm|~OXjvO!p?7zOQXQ?E|CG1B6fe*Lt%`j)h1+kk-6E%z66~sVjdF(cmbvNVOH-mFe zPP8Mgb(kctN*IJDCM6W()<@Jt0KhX*04-*827dD5J)0_D>|y)vIAqOc=cDez3^Fd7=7D-|?-mE}L%h zfvGS5GR{<)S4*dwa%6NX-&F4aWZA&>f!uX>U--cQl(p%bV*huTfwfoz4Iz;AHkrRzXs5rKz#+uvD96Uv}+u0b(S?TN{KTPx6VLcCnSgXC5mhk3nR*wuBi0 zZY&!lksEuAUXGsL762|MO+gRP)xcZ_zx=i^ZOCRe77DM=?d5bVANP<6784K_$22!G z;T4ouHv-WQ4D>*B-;a!3HA$}bdM8kIw#bt~=Ts}K$2Dy0dSAp!TzXG)nqPqhbd9jq z^p9BwDe3gQtqqT+X`F6oUz+0{@hMzZT3+FIqGjsFv|w=S^e) zLW55o7!Wr2{tAU#IA!djV()V|j!s*`rH8BU9l_BZWNnErbhLB<4RmZ3vqVkUglMDf z44QTxrKpMyuu*+RvR&p!-?$`EQr=#xk2`Q_9_c6nZuqRLYhDMvEjg11_qi+_R5N5Vj!&MpFVpX=(W_&r>A`@oGn*>{7t$nmMjX&;?J z6G%cCc8m8FWB_))H=rB(#8dn+6oV6EL|ZfZes6py^0(Azd_*|!nK*ivV0r+&0ev1g zS#$=_3JQjsD%_Ad>X>>_xe>19l&Y78ebFMY!T&mB>k&d5OKX%kL*wPcE5xla37!c1 z{<`?GeoKrW>+*y~AkFQwTiz7(4kAo@N#93*e1|Be>~f!;;yb|?yv2qeN0zz2|NFnYj1J`c_Z|FsCp=XH z0pnA1!y|o|WHZHUexX}D#DT?3_W(Ltr6r=))n>rX^+seplls;45j z7V!$HEX5e9Z-&3l&8N=#_S!C1?Xf8fXAHE|c6f)QL1YX4(AzqO7JWm*h8^_!L4^E4 zus8wpZ?OC?0DlX(j7#!tzt!6~)`v8^yy6gco8kAwvoHgq@;MjIFgb5yi=5o1P;8Ykv}0Ru=8kt0c# z1OjA-4I33z=1}<(=F5#SVY;MwlP1U_K1iPQdD4fE9Xo^$-NA#VO`I}pz#s}VsE?B{ za8^|*1M8Ix2o!Yn`W0+gv0^n4IwlNlTD5E0sy$ZBQiic}y}qJB7jIs@d-?YD`xkIv zuQaX+HhdUyR~oMpHx~Pf4qzH|DARd$4f89=l<(#(>=?Ay&w&vv2(StDCQX|pNmBIs z^&{Ad0LgI!NQ@XTyLV@)QYA}p;s0Q?XmKM)5u(=1nIpP$TuyZ9Zm3hYUER9vJBSoX zQr`Tzn>fCGqtS9^I(F>7f46u49)A4a?2j0D92xY10|5~A_m3zKJnk5fzyZlP5Wy`J zT#$@A^2p=A{sI(mKs@jmV+tfR+>pZ#J^T;}Bc>q23J8rrVu&G(Fd{`2SA6kBG_07B zMk!`2@D4UCh$tcqd zvuiY~tX08AP1P?>N!zc5)K+WlHUDN)81^~Kkxc`jtn=P&EmZDxOL+W`P_Z?Jui+B%YaowLm+?_B1FW(0t-a&zy$>+ z14jrW4Db#M6~-__5JQAOrI|zX-!kFKzzWW*G8d;!HJ-R#Tyabb6B~H>YxmC8cn($kD2A zf?>);qLK=wv1PiVR1NB=^wPM~3MNyz0J9g@y!GB2tZO>s z8*s0x`8)8rII9fS%r>K=R!Ma&oG!cr3qS=@Qd@4=*j_6ZkT|qJR=D?^h4wf=sI|5= z?y}W(-PNVrZr}f^3l2DRwTKSA*4u@bclo-QAS?q6Sgcb40uc8<3jMvK41fh*@C-8W z7#YF`6;^mgA~?)AVu>GK5kx4AC=n4DH|F?7B0vs#{Vk|}Fo`J!LfIi9S$^4NmzgXg zW+#Clh<-qe(hiCc1)WLZO-z`Gm;@-mg!JGG9XZ+rjrNhOxv6PR`=8pRrZz{p1SBEZ z$)C=4wy%NBga0z%!44KR6%XcsZKQ(0+vHY5VbBdOc2gC8AlE}59_DdB#1&+G*eb+b zCNq^`9N|bMIU#z*iGML(EhK>&%w_I1hXBML009U$6o);us{$C#WxLXKCv~VpL~XRS zt#!5WIJdjAfo!PkTm=hxY_k6hCFeS0PbWi)$Pq z^~O&j63;LNpxouImAOMG;t+d~gBQVAJNA(ATzQ;ma=v4&{(s+Vj=T&Fy%3_kpX+;8Oks{9RUbo*TaJqFquhB9#umy8bkS3G|KZC z!DFbjk&WEmqHtRgpIncW9Fol-JXA0TX?i9LkgqV&+w1x@5@&1Fb z<&`0)0VBf})(c7LO){tpvjX^DgjD;U2&#F&m{Ub*gdP}yNbF-@k*YeflAR2zt>i%u zh(II8}Gv}HDdl4Bj?i7764$zmCcsFtuG0_dzmk&k@j zVd~O`TW5)Qn0%2Lx5K&v8^72rcmD~eINB-h za+EW!IJ@yUbCyHy>YP04+<`q)2o9g!;AeIXh+P;e^r2ba^6hrP0*fAtlpRCc03g9X z6RNbo8kuQ<^>mUJ3d8lRFopVl4}IuE>WjjFv8Jkszb~4CSC3TSktG4E4|%1nquC{| z*V2D9>vcn5z!NE;Rf7{*$+1P8Y#lVSCUrfUhIcY;A6pymcvaMmYh0AVzTJc5#_o)!l^*J&KS2UdAf*wQ+SF95nnW)9f>n9# z%2;-tBrwZ=Nn{qLU`pvC7ziS8W|wqEgO<(N^6n-q;v*DDPvj12=&C7LC@4hY#uy96 z6wsO!%WSx<1O4uVylHGcf+)CcPEMdsZr}=lXR;d4@hS@#;7u?J4)bczak9(?!(#LL zO`vd4ZwLc&N^ft3P%Mn61*}E&R_{8{!1Z9S_l)BI9^zHg}T%lycX zlaOvhU@8Jg%?QR|zg&dBPz|cqCrMsS01Lu?@Q)Jr$HM#vOcY}5+N1!#AgxRSCFUvu zsYwILrowYH0j?2On(tFWPoIGB zFbqirSR-|kaN)Lv2`#FOe#`exE<%vUIY26;x`pFr?+(hv3x6ZKqK6>IF!-2<(9+QO zkl;7i5T8CpKllTv1f=??uhP)#4iyCGIL-U`a7IF;d;b8Dd%kBwjsRa!4b{pAB^S{} zdLVyPiF$knND5*HdO(CIF`Brf!u*G<&Lk7bWFa6TB(Nk)K5-<(=_1yS6jSjdOpKXQ z(NI9*0!JvEjPb8z5f*Ln7PT_3NQftXqVK#7@V;pVO3;Le(JEDf1y+#pq|q(kvKOc^ z-mGyOv(YZ;65n<(wR-R&m+y((5LeJKwh$vC+0i@Pk>TQ?3C|_ZzK}YIYxe4>jnrdX zvQVWs4iA{?AIV?}pr8t@YYIN+K*X@*43Z2m1PT<=_^O}_ARsTqaWD1*k*sG9tIsyI z&k7Xey*RSz6s8QUz(YiGBs(OK0)PTggz22_{r{ql!SV+Zd0-}~1Sh-B5--t~j1411 zam2EdB4EHKJJBe60u@gTDszHQd=V-+a4J0zJ*x>TWw90=>pf>ouPX4yyln^C^P0@k zgkS&#V`2qVLfqE!yOt3c;1WTn5g6=XF8hM!?h-;@bF)IlFY`h#zj3t!<3WW8HXDN+ z0S7Sq0$*-`;@q(csiXH86FxrY<7SVJq$78_rH=H-GVLf~G_&N!z&)}H4Z<*b>L?7S z>oirf_%sBNl#x|F^e+&=2myp5ZSyvLE;ltY4@agWJ#skh%lwAm3E0wj)Q?40r0JfH zC5OO%T*m5hBn*g#I|~8^h+sP7vqW9&V(aw`o5E3XZkT2Uyug2!!}+|Md=X=x6nVJW6o+c3p37+lGQR> zbdEMtM?VuZwZKOKhFTd04Ur(bu=PW@3#RlUR{g@}`UCu+Gz>6ON*AQ3sx(KgRK9#f zI7PBcW6F>Uas9&Jzsi)eovCia`kPEsdz2LCE`D9Z9ut>Qn$O$JUt@Pxt!{?i5mR3$z&1_~5Z zh>RCR6&iT~XL|u>Nwq=y;#*S{8-Lb8tBeQ1aU45qRa50wLuF|PV2X4Vi^79C!e}1h zqaJTmGmCZOEOWX@6G4`hU6>0G4uoL@GBkZu45{@rs{mUwWV<+|VUQp-x3#-ub}ni) zF`iFfd=pBm?_3weLMEx{(sk(OixJ;7>FU-1B2oyTPDPpyUsHq!{7ZdYW|ibBDBY9* z1-9#WQcisGtqjGP;1oO$P-CqkgwnDUIreO{=1>_$KTmhYuq_wwlTx{9oW#vgZbEk_ zkg#;%1cKKDR(5z-U(B@ae4@EA;)?V zV`)JpX~9eY4hd?5Wpkv~4f2d?PwKa#WkCG#_qJA##xQNE^+yvXGxtUJhBP3vYYezn zZT)v!<5s&gsSCJZ(IUlgX4Nr-$9TLz=gJjIar5Wk>q>jG=++N$xn~HjKm%N*8k*q= zz|=+ZU^y4jzf`7W_%#paZ)n6WWjL1-eCM9d2@k`%h-(1c#L;; zL3@@jx|ez()Qty&X#e-pXgMoZW(v{PiPM4eR)6i#>eEEZ)VKZppOAQfnBiBqBOxBVFhF|zWzM%g8 z&rM-~hVkzwV%KUaLa_*_bYJ%*hE5b|w==Dd!06MGsA+YL|sLs`% z*_lt`Um1d$t2vs$Qic8$$XsHDHtdJdMi@_Gi4V`MWmg7J0G-20otO9o=(=OY(m$)h zc#XH8Q80@?)}8nHumAd=Wo{XRp`aVvu@Smd1!JNanzI&TGpr1vQB{vc&w-D&v%*(z zHyV%tbh4t^AL z1i-W!f%uh|J~wkEQLIZMgMPx9WQ=OCCL|VC7fI-?bK(n9LUtpyt}}MO>*NHkxE0@- zQp*x+X5j6**m$$}uw7Oqg10HkGAJsxQf;79|GJ-#U@O#(u^n5)bHN#NAs7-`vOAly z^KyMjS$I-Hw7Lk+?wPYB58~uY%I>{M;w!;Y?f$C1pQ3bI=oJSX zCY0D=Q&v*_ThebLc=tMFKQ_TX!oee4)DL@Qu?C9c*#tJco_Bh(bYa9_os4w>#WmEG zSDeW%)ZZAVZ){yGWV};0d!KAPk852pjLROlh-?$F~~(W@evGL>sM>mYLd7MDJ$d1NCjCdzBk0WfQ zy_0J+$zvNqDkR&fZ%9SilzWuPKN+XV9SM%qL5Y1V65ueHGywjfTyHr_;~ntj-3sb` zU7PNf@qN4T^}7WC@4;eTMJWs3b%#iJ|)$P@vV8%f1Ipn3l7%#AYEDQ-CB>V}prHny?TeetP$gm;9EqEg4 znMg6r!7^boS}|f|$dHa6Ly8pHh06g2C{rppa3Fw?kwbXIfI|tMpqbZ0}CF!W5({U$)X|lzw(Z-vbKlmb%T5N^z*SzO5xltZ~#6APCSx5~4f! z^XqqW#*LdSSxiyIfCLt3;1pz#;l>?^H0Yp%c-+C?83|Ts;e{9`ct=DMafnA5WRx)l z5+ss11sY_Wp<;$)i~&W7Fvch&j9nZdfO5mN2OCQPNYKVb2r1;ykPDR|5k(Vycu+=R zEX2`AFhx1U6&jr6T1ynXM3YBMc!ATGH}${-Pf`f=lTQ?>RsRGNJTTRiQZ!X|)tqz+ zr4m9-UxnrsD@m7aSR%I6n(8LH?BC_Lt9TX}xf*`$#V%_2HttD=Blf4&Rr)Rb=O!2opZawHeRvF zGDpKJ$$EEev#sF@?Q+k4hkyV9*ms|P`z7dx76KY5Zh;6Y$l!wyMwlXt>|VH`hw$DJ zq7^Ytp~V;~QkbEOGxj@U7cp3gT(!j(fb9?#U8InZL_QP-he#@!&=yQ?)DcKhigZN= z2*8Hz6I;pz=EybmV8oa`1;tYlNrYjPT1>#8)SEUeW&ZSQ{+umTGuOaLvcv*w*!t-pOo@U(#Q`doC=1^eE0=ml;pe2O>D+Io%`_xH4uN3K%k z%VFCBA`x+$pBoB(8!myPlRL%f-r|QYg!1a!?(6R+iANrtCpZQYBbqn`zAJ7)hVKcM z;o^(_7LUZn0w0IDjw~IV(Lo7W;nVa!IYjZ16(V7zHM#ELeMt zX+*^s#;omvU!$Pd95c4Fl*UtNLz~<%xPnr>Z3d@d!4)iUx7p0%g)oev3}+ZazJX_X zmJ84LSko)Q0ZUleNn8$tv#cRD4su3pO%Wr9!^qJ9iQzdw0VL3%2zd@apd$ks1a!JC zdhv@@KtdJTfFBQ4v5I&Ao$Fr5qIW@zLw6{{7H$V4C``c$D)QaLfY%}@aKw21s!_+3 zv&3l~09z{fQIMoZy&*}#3J;qdlD?3UgfOW|R`}jXgzyCM0S5ss(GvR9x4tj!U?)}q zN>Sp6D5%)LXf=!F{fv-5{TVQVS=j+Bq5p=owx}fv{X-yJ2<5;+o!|>QDCS<;7D2)o zrh z!@~tJp34~@6!D2HY4H;!`wUzm|EYk0ey1gyyP_4dIEF7e^mMwbLKoW526&mVc5Gx3 z@Z9Jj+Tr1MbS#k_(Qt-|Rfvyc*a#p4X*cE=v{=mxfC{u%hJ{e?kq&tzL?k&$f>3OG z7Sp6hp74a00>=P75<I;I{+cP6tndJ8LL-X+(eg`2 zB}$olk{Vj|(ipBnsxTC!rd%z>nE%jx(5`j`Avd`qs?M0;uO_He+oGZa9h5Ty91y?( z2AQmMvh%SpbfCyWjt;-7jy;K0+3>uyv*~G~<8liUNl}A%@7~Uz|l9pR<=;EqZN*e+=R3!cScz0A8RCl z1TZJblcne3Xn-vrVG^g+YZyi#HW5nt^rsZdqi3nW;4gn|xut<0gD0>qxKCOwt6Lxy%?d9QQOdlO2|i=s$QXvhux4A^PDtx*iueR4 z&NYeyyMk3+p#+IltbEkl*gDW+#*n2&Z~FF~BTp;Gg$veouoGm!!MWPUp)5YHts@}E zliRRiK*#8lht@v1q5o0N9qzo)g$aPNB~b9FM?EC3ET0s)M&c;#CIX_Asyobgw8Fy5 zEIcBRh`9bDt~s{@?&1t?I&)5md_dVFgh`JfIBgh{@ZhpO|9N{!@SadR3EkkxCjcHv z^!jvSUn01i2m&sGRFRUDO8G8S!Dg>>rvfl2aa4TpgGOOTk{bZyPPMM=i$<(_E8UsaxdgL;|%eF?jf0x*}d%J z0&kKR%zFhIz!)|aSNY24`*N5Q7}AJBuvjiFOr7I0Pd!)6WhUbm0y0g46b?(%!7_fd zo`4Cj&WsDzuk{YMbu^?2Oxdhn7#NVf{hUd$*GM3?ubWN8m@#&LwHYkHD#C^UZs#~~ zCwFtVY~kT;;W1B`rFX+}cgI0&f2Sjcmx1b0c<>~6e)ms-mmCJ80`t~6_@N*+DWN%)S37)kAvK731lMJ=Q#)fY2B=peM9>gr7ClLDaBB7h?dBcwF@j1&PuDOk z3Xp)tq5mC-gh>k#2D+DpED!+_a08U|g=&!pm9!8Fp%KKF0mt_m*dhcua6UAV6v{^v zr$huC5gCt`UvW_v_+x!;l}p)&7=D2?rGY>)7X^kWLC<6Z>$iw>u^9@)7*o?%i->=k z;R1ifOl|RXZ-aIBM~N$-e_k_dns_!Llqr(}ikV@6tQR>8$bjlZcg*H2AxKD=0K90mY^t^s>bD0>Ih5-N~|y7vZ0 z5dQ7r0BQdt7gm#VeCSrv zml%EFHiZ!whG>XJ2Um)?i0pSk71T9faTttY1Fx2Kl&F%Ih*zP3SG8suotSHyA%H*` zlqN=E{g+p?27nqyVkR~MD=-2hKsOrjjtXdOuK0?yPq1|kWvMN?o$%otlWQVmjw5)42expgEF0wP10je)sGMglMM zMg~q2BSsK#qc?;Wb8zUWj!1xdY?hbGaR3A}01_7+)liRLxg7>jXB2P*T}ulcJKG(UM&UO<#a@G+C3AXaX|XDMq=IFED^(=ZTbJ0weHO zB!B{=NQxo^b)PtZPDwXLWkju5l`=#NR~d`jQAl}L9nW znTm;eDggHK1c{Q!b>KOP zC%{0YQJ%EMlPTttaoQQ}>7INFb|QuXFz^B=AOa#V0wS;iBEV}-SppXDqm2UrW)OG$ z8AG&C3s{*PIR-2{R)Gpys>V@drV6Sb_)iW>9<5p|nB^)I*8&z=Z^Cmr8@i#hRRu?2 z00cvE)5sxmG?>J?1t_|W9o3CO0wWy3m}D5E=@^;P`bST&df>5y3P4ZQa5ylSEEsq> zen)W>z?xtPn|FqgA>m#_m7h6UrB8vSHz6}PA)NR{bFVZP_oEeMivKldr6^?~8G=!g z-{(w!wTJ^4s3kO~r6DTT*?!geiH#ATZ<8nWiLhP6lqT?~{ilg&GgvTy0w|!Ul=76U z(yd8^sd2XoD!Z~Q+p;VRL#xoKpSn0*xmjtMs-_AZ--@%ZakI@5s}TxXK3g0C5CCpz zMeFi;NRX=}(gp42t8{<>#5Nzt_?Ew8qQ$yLXTW9pCael^JK%_pNice3yGN!st;B_n zNZ?%T+IkZhdkCl!mdYM(1{<#DX4-KrGNq(SdS}%m1!0f`I3cCzCAY`HBWwsJZnC(H zYZEf?CG)x=ClCd=7P{)WYN=}~FmM_xY$;5s zyDLBfvU`-YTR|u=r@9-dzE&kFVVMdTyu`c2Eo;2wasQUg8^yvH#qI&2qh&d}SXoe9 zj0n|a2Ju?OWk<7hJVtB))qoN^)G>#|WG6_X$dxbV>pO)hNgm=;D#gBcv@inqzKO}c z(>f)_$1BjGzck=>+A$sz_fPMUmr`42`8B}X1-OEnav^gCT;RKUIfZLT!8Q@Wo(#b? zV`;UNUp{cA8+<<=Y^J7cOn0@p(g}arR9H968Fq>nJCM86B$R+Ps3NejGaMCB zs3c%2AZw_%`x$Mcos2p+l&ZjQr^HM=&9307$NOdyO2s@|y}9VTy0XQ^!p*wk&970k zZW%|uqqJd0BJ36cJ9HixxLD*yZ{-`u6H}P7GyiWj^_Y+ua18UTLK3!U+Y!gZ60ecJ zv1fsYys8BCH$37aeXCvDl>|_F6H^kE6B+?;(#fCv$rB7GQQ@Ug00bw{oT!}2oDzPD zkr|mH!u-RzCp1CAtbSZ~0wnMS_NU7_Er6fM!!ztDas#L{4XN)LpC4O6wad&;NvW6| zPnhZo(;U^+JhSIHidcN|)sD;r3A6419>a8uJ`z&5clCaWA2 z_W%ye(H-5CslcfuYiHl5_A{zng1EznVr@|b%9aB@E2mG?N=ohYbv~IOSjXs z?UN=@%s*{w^?71L4XGmF)3kQXww5V#YC+B%Fwh*$P#x7wJk{5{pjaKrx zIbtnO4BZ~HT5fPT255jgFyaLZmlBmj)=A>VFdEl#9Z4M(5prY&RWPG?O^yx2qJ8}l zPlALKAlOjoQeb_>u3-QV-3F8-(bOZjBC{n|kcPUshF@~o5j+-Il|R1(1kL$MVguUF zn#ZH3()P7bSAU0TRew10rko<}bX_?YjsrJ?@Xgl(ZQu7zFJT)JAkhVcu&w`%#K{rm>>-bcZQzic;Ep{6 z;bXr_2$35-!8U^!ZW0#wQ?H#p7gxjKr5qUytHPmp+G;vfpfZ3Q9ig#6Aj49)VN- zTH*_+`7M_lZrdwjY%mgH0x{;c(tNzpW$Ec5*YbyV!jGD16 z|MDOo^Cj=hxMx$DL?R;r5;sca z+r8}BOnXD%1^%AkQ9#i(QBG~U9SFbyl~6xUF~P-D7C}Kk3FHEcG3k_kbkwBjrjltJ zUu#hT!w73)A`mmQ9{;F+)yt`y>zCp3P5HVuPxCbI`K>?mF%R=CU(CWi13QkWQK6_W z@B&wG1;GYNL~jPde)LD5^x#4DPVYo_|K!Zxi$<2*fz$jbfh~V926A*eP8$IQU?muc zIXr>{v}4EP4!?srdV4m50nPT4`J#X8_A&|+1P$3bg8WK|5?LG^*g^ri_xFNc6NEPS z0HHwOK!ODe3TP%I2M>k|bL6lQQQ}036)oC;0R%{qFCBN-aB(r>i4!P%oJ5&Y<;s*h zT(X?8)HE89jaW^if1;5g$K&!q9vnBgxpBv?7>fc1*sy$e!g%rG1`8Gu1ROA! zSn*=UjU5YwV8+!b%9Sl&#%$SDEjt+=KYm5y^JvngO`k@cTD9V9t6jfNO@|I_+686T zKK*Jo?%Fh7@ivIyfB+S3#%vjbq)Q9|2oNm3tyuVh04o0ADYIpZ6)W1ke+U1)yY?`6 z%%9I=e!G<^LyQc8Z^TFvD^lun$A4e`d-(B@AUWbW-a=ylxY}BK3;_WGkl+X}ypSRZ z38i3S2!@_ujy3^gspO%Ccz8$#86G0B#1ciKXeW(0`XUM-P#o!m9ay5VMweWQX@?n# za>=TjT>oea$fS`w)OvtK9tl*+4BN3dWlBTOOu+zJ$RiBx#tUyfR>AA8j55wE?>s!# zYYz$e+%sYdDeSWkKVZ4rwLkZec;W~HWh>B9(sXky0Ruqj3S8$nPBLO7!ZRE z0XwdUphOTMvcW`kAA)fr6@}^u2p()$0Y#E#tTA7dZq)IoqGG~HNT*0TfycHP1Rnjl3PUC_ZdVkqFVY8*R& zy7a_rb=9!FlNG)6^2o#0A$0A}2qJ=o`@Ud{bq_vdBUpB~s1<{Hv91@CfCVp@*tS~@ zz+Ei?Y3Yz902WG=p3BLUdfohIs?9?{0TUCC< z!yWGsFj!kCn|aW7wlLra3Gs=~+qmS8oKLXEz-dWKoSv}Y|aG)!)>VC45-_=BRR&1i|Am%zIkpKugm`hE@)H~Xp1uj_AWLQIDVgv<1uv`@ArMZc0E=EDjSB{EUq#QCyi%MML3bYiuji|0jJBip+mRP$o zO2wM5a|%?(f-xqU>6-5}ff?zdlQxO$DeMyotk95*(IX%G z=rh{X@}LjZQy?KKKE0U_kwm*_`b3DR>y1V>9W97(0$?0Ymei#9`6MVoDaurl(hB?8 zl@WTNEx8SgJ4xVAD>Wzp10f)z@S9p{>{o&fHmf$W2|xrCf-ZIyQ~z=*vK$jm;6t38 zzyvyhCXJ*yP0{6WobL=LNls^!)D?kCFtF;w&>~MQVzG%>$rA3~C?_#09@epka_D0pL&>30R!^3_S!9bQ(Na~X4PH2D zXa%@ZJcJ=V=22BC-&3sl)Q5t>!cP*~)5;-Wh^N3o0A`()+lqe1sLmOV04xB~)yQT+ z5rA1ln(EYc?c^jt_yS2*Ah3YRC?-B2;t;dTRncYaoOOlDSjmd8BI(5~b!96&8P*mc z=wPmaJ=s{a)EB+#rFenaCw$>M*p3=jvI@{6CImcS0vFi81OFZcV__52|2FtFnssnu zHVQx8@}|O*f-uoO_!z*cUAJt)F!UHe-4(6+W* z$Xec}1;PtUhq$PDj?xqq0bwc^UCf1%3{bzp+7xfWK3;Hf z1Yf)A3gWbF@VNpF5XT!@3Nq2<)1LtlkW{9kOGGn7^8ZADUAZF2gefk7vJtDiY_yuQ zu2B-NPf&u)uJ|RtCR?jnt|=F_s8gLMK(m_XOs2fNxxRiC_qb73=RzAq&wPeAfqRxh z+Vr^H4YqfKGn`qZ?b})TMwI*>V^9XrU=4PVMK!81y$CR92qpw^eq;s8^q97^VVGM^ z-7`~Gull8JlTQj~ov1VK6Xlp zo$Li^^xhcEZyuX{ZwA1uY+iAVYsf~{UBkPj8UJ(y2Z7oO6A!}|R2q1fYMfWv>No{m z4Z$H?Ayhq8fWYyLy|g!y4!10qL|)MHr|u{yK#)1@8irMyGn-yhdXhS${gs~dyeLlx zQ@W+zymh8|_GuD9Nt~Wn+uuHAR3E$cHi32GZ=x0{Y(Vl;u!h4;{xcIkd-N3maLH1? zPy#n_KUa`6aI9~r z{TIqNz;&D>*RAt2*H$KCCl7p%T-yGE%&;4ryKp{4u_ziQBp z8!Q#P3$E($g26Mbj%dFN!XUSqzY4Mf3tO5-dS@JHZTS z08{V>N1%dh@Q2|#jU9}^iGoB2gFY-2LPW_z+^D>$X$=|>A-W5~kovL5NB~Px!okaf zj;N0$AOiU7fwy_W8Z#CQL6k{^6kEhWL>i6=U?wk=92vkDAYg(dQi`Zpy)*O*2BZ=; zF^V^QL!P6yr~4~EB)4^%MrzbO4*vuTlAuO10mOC_#6jG%LS%pjD3C*J#8G68NQ^#Q zl&nKbpBY3Hc|@8_%%6d9K2M|rP`r)&Qverqjjr)5BwRmJvw{ktEf|YME3m&I5P~Ow zB|}-e^l?W<@r}^fwGt3OUqlfZ@H}B$l41-mWL!WGT#Ifiv$imuJyfG<+W|Mb#%?r= zvDg71kTYr&0c{i+Zj{Ng_{KsDM{zW;LX?(rY=CO;hYV21#Mnf3Y_O&zyNWCnsZ?Gew2;fSjyKhMI=;0E1-`lG!})NKMBdHSHi?gBqX;i8kb}{ya*n>Vm)L!2|2v4o@^d8>&6YpNu7iMbHE_Py%I8OwfeSG)hE#2C(xexJ1pvQcXe1P}kT{$LP@2u*%2K$GHna z*c=FWWRwCC010S=!T)2w3aT4p;Q=B*Jo!6L`?IZiyu$6np^>D+yD=t&)p*!{)D6b zWF8P;QvemvCC~%{RnR#_PzEJX2mQ?Clh6ZL0J$`c54})D3)Jbe(3=5N#elm)WxLt@ z#1b8i5dDlgQGt#)#V-g>+IqkFh(+P-7B09g$bz4)D-cMfni#l(>a+nJ(1A9B0m@O5 zome@RiwF@x)fw6WCg960`k0+iKy4(?4-}JfYm+_nycv;eo$k2!>eIR>cU9)d832Sc>>HiI4#oc!U12sW{2p<5emXPhX9_ zYZJF!b+hY2iTbin{OrlGkN|E#k-sW2-GDOHD`-_(f?0v6yVh;()~Ji z6;LT9ln`$DSSkNhNC_ca!VS)k6*)%9Thv(GN2(eT@mPk~0aaDiHsS$(*#U+?*%=a% zIJp5OvH^mz0gVtnYoaHcrA)r?z~vEv4b0M%c(W4_+Me_Pm$*-AB-6ZtR=!Z$rM1ir znA+eK-fjg~aSgsDkc6$>T6F!|3@FC}L4X1=0Drs`v=uarZ8x`Fuzmv}xa(2Jpxg1o zjm8xS=Lmq_3_QV$5aEOmhJD3sDO|&i5F>cM6w1xwlG}gF-@O?Q2`IA2bqUG^*^rJeo=`pLZXxv zkvUqB5y+;R(44E9T!%p;;VB{vR$UDa))#nPlsHy`;bY(P0HnJ~Z=JpUJlYfJU6EPg z6}HR{kmMJpxW1GackBMOu3TWGR)__biJs{UR|zWT}g~MOIozeqrIWqjM;2vgWXJ9w{ECe(I{G*4fKF49sV#Efe4V?WfgGMqcW! z=IW;HZAtEJHeK#(ZSEHq>p;xpLon;Lwr=Y-YejHtPxg!gVNS-a?73c4)ZFV^4EIF93*~yr~@c~q!I!knC+~xk(Uqx z>A3<6D9!JKAr=THsuB_*xl(6cBfUDFp^s z;BE02)=x4mZsUIBnP73{#_=52@g3)Jehya|M(gUn?jfgc?H1@tID$X=Zh8G)@h&-f zEoRh+@^y@w^bSG*-<$HrjQ|)avK;A$jDh_Th{-bmOQV1;@RTcP4h%CS5n5vN2{PG` zg=UyeWP)jyxDg;&@P~YYCny0r0lP9!sxa-L6}SN)L3C|4%&l+}R%KNV4`Gx!>fxC( z6j)jjmoBP4@l6MT5tiLa=Jet10IjC+uKsi$NA*qF?|Bp-++ ze?%vLEQ^jXA>JEar;U_86o3`jftd1KCmP^d(Jx4XBB&5=5ddcS$AbUR6afdE>G@P* zKB#?s^C}O&5~U6n5CYHHfdzkpE+7{Uu%p9xJmxeN(hgHNhGUzs@GDK>y=v_@`HP{R zVCHe%Ed9C4Wa_`_fDw4{PM4Qvi%)e{2l7~l^;xfV zCEs3M$I$SGC}FQhlK)ebXAEK&U)Jb$jC%Pn7D&cU0xuw!P?7e=2(H5c$beJ%4)S%R z0oZD2`A9Pr7WkrlsmVR>^EaR)E~oDVvF5U%E_z?0E5)aM*Y|wKVCjNwXDy!HZAK9% z`=xGLd`9?6rq&IZTzo$Gw0G`N-vElQXAg9HjK}*)2G^37?pgom_*nn=TVJr47x`5F z`TstAgMOOCR{)l`+X}^_h1T2S@)QTxHSY7T>FD{$u2+-isK!s?qEC$e6@nm|+=u)W z4uDQspaJ2q=}1kgF(N}Tx>EMka6N81`&6Fc{_qLpY8wZEw}*SF)lVisZcrcosFlna zr+a9{i@b;a4ggm>2-wgdd_#hOCGh*dCvrtVa*+SC>o5FzZ1S^{eDE#*VMk`zaD4F( zA;#xW_|G4f{+60~j@HOO#nIuXN&oWk{0;&LI&@xDt0s_!f`keeGE`vTKmZ9(giL($ zBtnD$0uCflK;zXb8VnkeRCoX)1r{S#nrOM=CCn8oM~MFrf#N34oH}>%?1|z8(3wJq zt^~2tCJ7QgXE2>{GbvQ4CpK&VVf8B3tXj8n?P`=NkQE(3jO}3dEZVec*RHkNVS|XM za_7ojv4Jh#ylP97AYg#T$5+=t0xoIzFyh3D4?|d@=n&+{k|$G^tfvPgSF{)$d@hPVe_+f4@{V&@A-DuBr0NeK=U1Z+GBJz-$*i-{9p0kfscm@j9F zIN>uV3^4pR;7upkwE%<7Js`*4k$}8hIp=t5KIElZY+Z zq+(A(shnur>Bie{QbOtEmWGk%5ON9>$&hpJb*aELIi4xnn7`%L9hRMmrx1Av93X&3 z2q5rfN%4i5*qsrmv;uzl5xO5uB6vU`3IQ_uA5eA?b(Mk(Zs37ZB&3*>geWit;an-& zH5Q35rqy9rV2x@jt7w4$S6nNq*y36j*xG80eH{iEcQ>lJrecjDA{ijX8hb3V$3lh( zW|}25XK8H$J1w=RrCIHk*J9fcm1jzO*qi^}{hH;rC23pkLf@jRF1jQQ1Y5Y*VV9kI zW+E1!VtNK3D4`=1dfy5n%mmk?J#k7PP$w{$Ri#%^m8pfGa;nsX63b;FhGvzD>shE~ zMb!=>aBOO+utF89m-=%G)HI)fw$^lR5i(ZvdD&`b-~MqL95Wrg4KL8wK?zX zGv~+xEi`RfZaq4bV3SUo>1(E*UDp3m>o&EwR~Nndno?p8Z0n~dM8~TS54!yWh?vb zyMMu1kn6fy<%5MZE|i*gzJIZwI~%(00$4iP3Gg()gHrCGlqP|62X@ptAOeY|w5}CR zbfilS{=P=Q0#c4JhS8UxOdylA!DJ|lYM%2JmlM3%r9*E)k@cXbJx6ixLVzQmsZ@o- z@}X=+nBrbu-Y3LcpKvJ1!70Wjfm8&I6|rSO)-mu#-)UEB zwzkCwZg5>?)ZIt0!+`BH5Q6`w`-=xlf~N?qtVL-X3c*mA!t>!x1T7>LRsczr{-`iO zPO%u{)VISIU8-=4)QkDjmp<+(>O%2@U;9`kKOz+6qU|Ns!Wn`!BkByImCGqu>+gr z6YBzFzwaP)j7}_P?ZLOnfWyrh6noPnVCrooRsR%^)5^y45vmSGz|_o&)4oQIr&-ts zBlhu^H00S%H6nT@0w37GwPj^&EX?2nB6rKgl`y)rj92f}X2fR_bCS@EBnS(q8fLEI zn?Ot&40?H29wd&S5|pU!+HC|WQt!cb0%N({P%UJk>EeL0!nkmD#y(Dqh$?`?OrCSI zM_#9ASC;=@{l2dRG2mo>JtB}O%Nb`uDDWudpz2k#y49z=a&**O=emNq&a&1~@7N>| z4x^RVXMS@-ecdGtSBuU6~V9!V1@n`RXNpds!)1iT~E(Oex=MMPPt^PN_|BYbV!e+V5 zzT&N?nDFX+G{nL+ps=@OY$8P*N(NZCk*d+jI0rap(MjXM`$U)klt9njrPQVV45}1f zd(co>m3i-WK1Dlk$M=a_PVN#_AjsoZs$MW(W239n zou2)?Bu5}r$$OgV(4_;Z<9<4+Q{C#WUp3aX&YFpLy-RE#EA7qhwX!Qa?PAB}kTt7IJn?VS^PwHdTM&!!nM);Fa_AH3EF`=`Wu)lHM<`|N^9eun_W01GULp0NzdQQP%AMZyf4HVF)6QN%>P5VifQE8v`@SstZpZVP&r=`WMRGtU`BKUEdP!(A^`Jf{{qQD>`xuwSy09yb_ z-5)F=6K381wMH00;Ve<%SRo)5t`+b7)&yB%lL%n6c;TAOiv#wG7#@v?ftCLmmQ_h@ zV8dKRjcp%#Nz)wCVI5M%2s|DOqTu$0n^6gwBGw>j!JrL}8@pAWkO^WU4$&ftQ>Hy4 zHx?Z;(p!26fNo);8?2feoFh7>qdNXu6DA-i&Jro=PCORW8C_v@up;WXVszl+XmDW! z5={lFV(@&O0Nr9}Jlh%yg;r3-FIpQ;#86_P%uyMmG1gZ$U8E%W;5A7iJuM>mxgc7g zQ;>1wHO`ZyF=97%qo(N`2hf1N9TYj5qdLwcI{sT5aAI}L<2w#h*ZJcrZjf;4qhW|* z7b*=6Xx!2GWEWnEY8_N+2qi`Zq-lWAtLT|ln1y3~;7>FpizLp4C?o%)y_@HG-$nMJ zIQRqSf7`?6HPY z?qswO z4zvNQ(WG>?+8G#TCsLeZ2B2h;PG^F~Y!uUWPUi2W;?cO7M!n9rU?#O3Uy{6JXhsL| zSOpuFg;fmF`D`UbCX!elnGKOZMSd0^<`_5HO>he5Alj2Sjimp9ik3DuB3>e=XRU;O zHQ8869dxRibY`eIRwqvGV|ZrgW`3wqTIRH~dktXUM(x!i^ z(Q;aVmyv3_wydhctGp^ny%tcvV#~gc+11RdaMY}KZehW)j=9I{740c52GTyq=r90P zGL~CBE&8yCFLK|0R^;Vg?B}76)n0AZDwR-Cs-^XCu5HV< zEzH7gX3p({Eo|@%E^X{u8SU-v;I3%gD(?6$xKtedH6;TA@0tj&>!cPk;fcdurR08P zg@mBg5}k2^UdAFGxL&O_elGin6QzDHq=IeOcJJwSEBo~2xN5+S!sHF8E9|nX?7r<= zDX;D3qnfJDi7rIlLR_xWE&f^|hke*AKF$9C+g=$RFDyaJoe%(5K$5rB<}oU2_WmFW zHfq>*E7pRqZqA_Ba;*8LZ^`Bt`*Hx|rfvMrFa5r&{ibRDj*iYEl(!`Ao%X8l1#Cj_ z>X}rO0VD5aCa}a|$MFWP(tuD2XiOmGh56Kw_4=Xrz1sz=WDluR$%e28hwlr(!02Y} z3z2ZiuCHI3-Z-u>3#)3Y&hA_3ZVX=-@h-0sgGT?lix8v9c(%*`GMs$;a2ykD(H3r< zomd2v$`Vg6`ozWdWuyg9F*k-Kyp1h0mTeZd4~SIi1xRvT_NDt^@)tWy1b?v!+EZV0 z00)3-ok4&ZpE0YtaLnEY8@Dl&ym9~RFrW>KT#4Rs?oQBkBoPqfGDsCM83r-}1ONrJ zAz3JhTCCd+B5L}CAm*+gBe!3YI;b@7*y)-u`(pCvj?+}EudQS=IA^ndvF|s-k5%m5 z-tmPxt8)e(8ghzq3}}EUuj~zsfhx1>7`$*!!m`hHodC`;mjFv1>oFepu_wM~6gnj! zD+KQtbN~qe0VJ`;AhSF@BfAlmBTv#+z9uwBGb0;S`iikQgKq`+hsbF1H;1!IixxSv zZ+dV5M#MA$%ya-A3qbvXYIfLJB+ln}GZD{GXaKClw=}Epk$8nh0o$U2IpK@Y5Hgrd~bTf8j&mCn~cGt~g zP>%Lezw(hxHLQ9jLeq$MGZ$#)QnK}%kLz}Ne1!dUICU|&gE#qNSNCR5c$n25ZvpgZfOp&~`PONvIGKVZ3ic z827<3xsx~f7`1JUiE}wxMY;gd z2WhT(YsZiEWpw`~O%hPZdFPUFosX?q{JCB0`JST_3KR~n>pJVAt#;51uo*g7Df*%} zc%whMYoNNMZ+X{+xuwUFsmG|+6q|P&z~W-~K?$Il|Kqin3t&fdxmlyoy}EsApKa1Q zj@$aXmvC?gyRQGYtq6F3>v~=zdY>S9*Bth&p>h~FwiOh-!5=)rL$?(`d0a(1+J)RF zqRwd}rVs~n+cB3ab~|lsdM|Z2AET@4{H+1iwll#*01y~P}T3DJQrw^#qcZAk97<2EXj4jv(x6J!Ep9957<2mc{I~G|^ zVeBL-4?W-aeZd>Ok#Ky{qmI-EkUv&C|K0Ms6u!0GQdBw6lx%&Pp+>0}&}TB+1DAa2 zl5a(eeH6#VO^7WX-ukzulgZlp+Vgk5zdeE9yMJr|-E#o3KYNmc;@m&jAi1~G8QgB0*&eOUE=d$u==lNQ*EtXRL3A~)hs;5fLBeyw}! z_ow}i-~4btK)qkUQ2j&)n17F-t?-Q zic~q1=EIORapshWKtO;9B}!ZnI+SQpqAZXmRhsn13K1TlLfsIRs?-fvv0{ZP;;DzM zU%`eIyP?Ac3TM%#RlAmLTeoOCoH((f!`cUGAKXpL0RaM?9ACkFHS%xa!Vqp)QM{OO zW5XtA+hNMH-bwrl6FRLc# z61Gg-rFH*y-B$ns4nd6;?NIgt&b}iOK`#da0~t`JK|?TY;hPb&LW%(&D^S1zrBE!4$R^8-zyBbNu%^}| zENvr&=(vWo+JbZK!3b{>&ZXEi^smB+UO6!*ig=4@HWfV!4MxoJQ=l)OkP~V-=7<6T zC<_GWi=e)U?CSuZZWv)ZtHcA#1Mr%Ra)S!WLeI)8g*wYV2`E_Mg%RSz>#n@U4mGbFfW0Rmgxh<(%^|1Qqjw!Oakj*4s=8{dOh_ z2O3lX1OAiow{BN6^s*KmHRwZ5=M`6hN=3@h-rPFdS0$bTI1U6J)hpr50~AWYpc^A# zK}oM_{mKIpx{4SpTyb4)SNb?c_Sauc4YDT=lB`Rwlh=wt17=r4z*%zrC5YO^>a4kD z#&U5TXA9z41m%uVo?R zFEFU>Ma&DEA&*>&oEyxHajr36h~3OnbBO2@H~;MN7*jNiX{!xzTBFjVb+^x#T!eNY z16=1^BL0-N{U8LWUsH->i1sIS(Cv+GCPkxY6^(x=_|@I^F(*oQA(PK}tnb zi;dMJB0u=qBzFrO2v1mrl#nq?VGv=O9cTbJ?p%d=QhFQ2q*Q?^NiSp9vzy1-f<5uw z%`P0s0L%X7yAALPZ)18u-)6L*^NA~c>r-D6+NYWKIWTJiv|ay(^f#j+Qs#3WQlJG5 z7%!Co4O2!$jR8TjL<}{Mh^*n_0u6uw9G$5k6|_-7{AUpFJ*;h7c@OlWBtjBSk8mtZ zp$a<&td*%TU^f7s;d*tZvgNQp|5MQfZtyrMB*BM}1LC%X_{A>zOp93?%@co9Nu6lw zH!Qk{>hOiYe<{F1|)Dr>(=^zU8pBV>YMuxGVjbC{q2*o4E zIhGKR)%%qRSr~&s+DMGPrYr9`B(m8ET`r5FZ*u=>Hdavp1ikD42-@QmV0uTG z!=%y$dSyctqDO@ui-AH$#sY{!(*ojp89RTIz9ft^n{gUx5Oq zRF;Zvm8;>iBL@_6BWI$_KK@c%U_iPW2(aLBBgJM(7rD*KWk#qfjT99#*TixG6*qNl zXA+O5k((y9oBQ&sM1IO4zUI@DlT4#dc8SmpfC-_Mt*laj!hr}xpgLR{fe2uQRb6Sd ztEGh|$JEl%g^Ub%WkOuf%(tc!t+lNrg=<_rPnz)$&TMry%DJLPp+yqyHi@4lBMc5z@MrDcX zDV)Tr$hp%jNr_QVU&b?*#Z_S?S}K8BPE&^`v}Tp0 z5+r6Fs8m@kgpsna@MpEd~4O9S#fjl7F{ zho99QBzE5Fdq~aXWd~@U_US#7?bvgB-p@RD7D&48b!S2sV$kWFLLKzAL42Y5ZW31q zejtj6;@00C5!<6PS|fjbsA=CtiUePa76s>(24;OTqiqDS7YTEBU)5 z%dMR6`F5qE*n+Fjf&&b1|DtX5u+Q$EVEaf+0lBUF_@(>s52k2>4ywVBh~%hnkFZL@ z>+NC)h({G><55W$o0^aE>LA$R`pv0}kVG4k2(eunrU<1O=6AzLJ9| z1n%>kGAB^dCB4!sVNxa|a4WB9A`$BxjgU{ECX{rN56vCaA?=5F9>3D6$B#bWY zkOpXM(MkY#s?wpZ5-W$S9x;+EBcdz6axq^rCQH$M^b#>81@MAn?9YQW^?=p3d zGgE?ggiWb2oh;EFbfn zZqpQzGBwaL9PzMfOa%SB%`;VEAsrDpRiq(frWgOjG!ctAL2r=yf-hykFNZ=`U{fAt zb2hiC9tr<0IB}B&bdxt1(>JA2KZFuJt?`OT?LUTdiWVY6fN~XEN7h91Y%h)Gz2SGeAtF*Il~OGgI8e13T`>d!wUbQMeL^)&men(y=BGBIDLpD# zW2RZtL{QytSYOc2c!B@|z&MVB0uuEtxTivS)mMLYB`cLfA(K~WV(&P0UAT=}bs|YO zNy9qCUg?cq_r*oe3|l2cUvHCJAxHqw>%0)w0wTan7#2v()m_n42hvp~cc4;*ph&aL zU1!4N;#D}Rw79hOAOsdQb~fCjGgh(b0MUzAmgGHO;<0)350Zj5Z!YrP&;VSmwt%FzT&$IJNUUUuR&NtUb0=_Vs#csTw@_zR zS{-*G3^#F6S8NwIX!($H5z|CPBXY0qZ&!_Wed-l*_I3zQ2_J-Xv(9y+=E3@Qfe5v9 zQ-@ni7bOe;O>-c1oi_*4_ELd&D~nZ7WVcN|HX`VDic-XPb@u~-5^Aw`dQ<=KUtv_@ zPAqv7f+NXSGMU$TQx|#}*GbjaHiYJS_au86Xz@aK*1)&07D#`$j0A_b!IoAsc}@Ws zfb#11Dbe%=;FoM+00zc32XbJ3)3Sjd!Z|zkPsFzs@t0X`ZT-H_BD_~z1lYlHXG+m= za(mFxJ{V3X00eSif^GPQaX5!5IBa1+epz>EY*#)7sDoiP{Q7q@;)#TtC5Q=;iQjfZ zSQrVn7i*JGgAZbcYgmW17>C8ShcEbt|Dt-6*L8?EIRE22Dyv$^ORSok|lEju%nar*pE@*1#SQW8K40aU;z*&3w`+@Sfb(@&s9U1#RRW_ z&zP4LSwC_)A*Q%AkJw!`xpam31wJ{Q)p?!Sd7Y6t^>~f}Ucn!1VF7?Mny-d(ySa7e zwjy#@96`d7skD7p!*o<)pog+WO}Bbx)~>c0&Y5|aeAkDt^q>ervX@l zk2()i8a@+`4r)0kD)OV@Y^gb=su}X6TQRCt`m8AluaU5!x78!&POG^(r{DPl1_G?b zdQhht6wQSJ8e(w&6yh{wt?T-HPmr$rC$UQdv(L}2OH{A@wxeI;swHw%_cN=vIkR)C^g`>-)1Wn~+rkw&wJE8CjdY?A+4xiaFn$6ENj`#D>>P>kEG z#+h)H`|I%4GqZXHru)9}JHPW=E}~m5UVsH4(6C<{i7mSaN5iqZj1f1L_LiwdxZBo< zdi6}~mWOhVS=K}08nokkrRLlEx@5ZfJH$nN#N~nn{2Ra<#G?H{7GV3z)OS!45V@oF zGTID5({H?6)xz2vMeeD#SA@79dB^u9eL*|43;fG4S3>F=#7Vr#L)^qq;J=lbnHNB^ zZPIaBF~ZA-Us3jpmT6aU{AEFd!XAS(a4GD+FGzAq6A?!C}yV9y~Y5JSe;HEu;Uqe2>(;&2+1k6YGfJMkYSP9>C~tC zj?%Lg#g?7fjmO#J2in~m-~so|BM;5t=ic9@;w}E--{!tWVAnUd-(TY5Al=(gw3qiP z$pe<*O~c_o<0KNW-WSNv?K0i#SJG3$<+IO*;xRtwb)Mt(oJ&Wew=vVM{1hVc1Jq^1 z-t-6PAJ?wxis02ObE4i` zPQvDS@$2_x>Zu;$6P~hpE9eEchawRm?fIlq77`5_6B7*-859&06cia56as1#Bm)*DVHOD!7!^t&A)6sPN+krOB|NMp zLMtjPr7AtND?}13NG>i2tS&yfE=86wJq0m56)_-uF+XE6H@q@Mv@}4&G)HGSCS^JX zyF5X}JV(nsNt``MvpqqzKTga;M$<$}MMXu!MM6(UB%Mbe9Y}1nNg>8bLd{A|c}zvq zOgq#}O503U+)PW#O+ZLbd{0kLvrkW!QBTcNKHO7F;#6JZR7=uTJX%(w)mu8`TuJI& zNZDRE+Fn?_Us2FsL{MO=ps9N@#F{XiM^FQ<-Tr zxoI-sYBlt1L*Q*X@@-4-ZaO}1wAXJ^*l=$BaAl%#Ub%5^zHwFhazgxaO#O0J;dDFu zbUt==cK&)j;(I^+d_q5ev0i_f{(oaGfW7~KQ)7W~{eesWfm=d?b>o9W{)0r}gja=! zT8W8rii(Q;ibb=FQqzla<%>n+j7jK>Z~lx*{)|-rj9W5}zW0!Czma)8lF8zen&p#B z|C3CdlwAIlQ~#7(pOtw+m$m1cP5+!y|D0asom2CjP}!bi?w@Gupn2w^RZ63<)1!L- zqhsZyS^uP4|D{#-rk}E>di|$)sHmvss$AQvo&T&`|Ey-^tzuWOs<*MK=CWn)vV8xv zVE?ph=Cx`1xS-~`ZECxv{=0MkyJY{oYx2H><-v3R!fb!UrM<+R#Kgqo#C!h4egDOC zfXTy;%ck4QyXDJ(|I2mw%$WPk$^FcR`OT;Q&3g9Ex8%=@q|w5n(xc+imjBaz*VNSi z)PmXB*|OT9|JsEA-HMgp!NA|1`QWJF;h+EFjr8NV{^Pi&zm^2mi_Idyzjy8@SOkhp2+mS{q(Ey^`!pwv;Oy_*!aBT`MT`+xb*tB z{rar_`t$w!wEp|M{`|xK{LKFR+y4CL{{7Sc|Nj6000{p85eOVeu%N+%2oow?$grWq zhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL>fFh* zr_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn*|UWP#BryfrXbJ zYu?Pcv**ua4_q!Vd0+wrkw*{AT$*5J)CgLG%$y*>YtXoJ>)y?~_ss(g5D=)0K(ufK z3=$}aY#Vg};>AU`Xz`-Ja)hTh0)Jg#xbN@a!;AkPPktZ+IMX62SY0YwBm^y@4Wp2N z0fR{LDXc!wC)%|C)3Bl+N#}v%-!$^AaUFJ-Em+=z5Jo8Bgle6a9s%s7mp}~p+1JN3 z$JDSI19bd1OewugGYp0V!eL-9y&TBLdI%kGfqN`csN;@2_UNNg7DkdI1Epxl;d~_i zXT^|2x`%*m6twW%WX(Mn9c%|==iHS~3iKRw$f3td0k#$Si~_e=30xHyrlzHuwY_QO zk95{)=bd;y6y%UazIS8?Y|1kuarQ+rj1^P@*TOJk0$0i~?=iqZFY{f{o{3h}7hfc- z{O2Bx=G`$3FY7UIBn1rc(CIYe4ATMwA0q!a%rHDK&_ap`Mp6I+{2dq#D-VE~=di>U zYwUP?n%5@+97YpgdNfvMUn$|tM;dSxAo#!m97H3}il*l0;xsWvvka;&02qyb^5{ws z1EP`&+^Iw&7-O{u6e+8#HzLSxBn+%!;xO6@d+fmoC#*1H$qH1jpX>U^ih}|vdLSz; z7+_m7(^!E(72qH^0s`obqCf(DPyie&%g|w~e|#VpiHaBy>LM?@-Wp)eYuMJoy4$iT zqyhN`h@8ODbP!26Ry;>R4F<@z@YGaSZFO7?BeyJv01i`gLBOSoYk(?$sB0ze=g0CESANneaLB!Hffw&hL11wT*2!_vbz5t-Ci zS8n;`m}iys!_2OWVt_gBXB!=?gghU}y%-Q8* z^O`Y+j9}r16Od(!;{f*pd-EOS@41w%wR|?bP6_0QRBO zIjVl-!Vm-SHjVuuCtk?;kk|i;mWW*)fN%$N#K{s6BNM{rNwy)8f0m@dDq8W1Sd56R zrXdfH0S9R>H~_sEkfIe;Ml?Ja&;jBTB3R9C8Lujlxtstid6WVXKGX=`uO zIE4{YGztW?Er7#2;3x<{G>+jf0nh2c0VqH;UbTmcSpAGk?V8e&{eqR1DqR$ z(mSGAR|8YjAs+lkkPPS-l1dbyOX=}t11wUzpvS*JqKN@)ItCBW7C(I%5M;j+Pz*vA zKUNH*7ftF#DLSP)P;v5_*vux?wi7E)sRudn@mg_66b@&lrfAAzg#hZq#PksDhygNy zCDmmp7^bUl|0#tv!xaCZ^{gx$tbpf#q-nrt9nDoWI%8a12tSrjjh%G9Ph^{E<3>M)iH)v8+cs#sOj?N(wigJJcnU=3@8 zjPnB7P)@99O{-d`7qzvz^{sHV+HK-W*SdBjZ1%~kUh}GezWVjAfDNo*1N)`H3Kjr} zO{`)U%h<*`7O{JcY;f#48-i4jvX~8vKm5T1pu}zsCz%FNOa%u?nD(@&l>{96p$~ev z_O-Be?L1~n+uHx?Lm%?UZEkPd4{-2wf-5S`y`sl}R^-4QJ|Fcg8UbR^TbaZkdAUq$Tq$NiOrGg>QP z*b=z52Trm+_+gKJIQYr&kg$}UOJV6^_{!zbZilxV-e80n4wHrPZt9zp^G<}t({Qnl z#T?@q6XpN2BPqq2d6L2}=oiTOmBcRkagRP1*~mwpZIX4n4}0tb%1@rMl&c(FEMpkE zTjp|?$IE8jxOgXPm~TVStmaBLM#eNQN~Y)hM2wgjC}ER?kAb{j)$XIue*W`-k38ty z?!zDaKy;!N9bra0+QQz*vX&$5VK0lA#GZc4sdb`Wub%fm=OuNr6T<_4^x`Ns2FbEV z%K=sQch#nK2CVNPYd|Bp*8RY>JapY)UQ3wK>G*Yay+Lda8yn2i_RNXXJLeWWdm7Qs z_hzc?kE0X-&K}A1Q0{x@ABTI~<$i6TYrSOP=9b-2cK3wgEpH9id%Kh7mB2ScW}KMW z-va*w_!^`=^2TgdDWmSlzJnqfQ+=DidWLw!B|dQk|F$0&$GFCO?Q2KR`{N)F@vBwEWnCG}7B_FNL`+JD|!T}%n(0RlIUEtmBW5MgjxNwL5T#jEk*dG6Q zm+?Jy#z;LT{%*0r>OK`@Kg91Od9R9-f^e@!B}OB=+Q0+U5vQ(OYwJlUBcBf+Qhh*9H~5M-fQa6ZWxqdG=p2SbQ{?d^c!u23CO3hkywPdXW}h z*7r6}7+>>O6J1yl{}yl)A%Sz4fjcmTfcSw`coNl?g-`*16#;=nQFGm<2oL`^hWux4 zWLI%Omt;H0c0QP4(B12x2W=~7YIXRDJ^_V+7>FWBf+$gSQGsxK zm=q}#1E=+Mj|Yk6Hi>7KgO;dy2AGM!wuzE9UPGvgGhuo;(S#3CiYixuXO@b}xD(?i zf~^RMuV{rNA&XM6g%IJ4sCHkf1_$4;i;y^j0Y-M0hg%1BiEGG)ZwG|b7Yw^l1r1n@ z&4_8#xDe17iW4!4`uG#q$OKHV0|uFp3b~L5$$<&Ejj;${RDp;Q;d@EJaBwhu=_rH9 zM_|i`c>p+Q!WfTM)^ToVZ{gKY1IceX0g!p8di{uXE4hk000#_tlQ{pmkb{VO5?K}U zRgp1CbM`?6a8L^Rw~@xzkpw1yf)9jld#x+Zgv&mxDaH?6ZTOBtA&(F*^8EkgJtKG?8Xim*Mst?iN?5L zS6K@9SeAAumM?*L-KUr#5toR05@(r~l&O$wX%Z)R6%@%3kf{@4laY3Lm$Ehw`hbJ_ z(3B#ncEcE$k4BYM84L}TjFD*)0+|yjNP#j@o3lw1lUbRRxs#aLmRa$W4B?eVAuSxh z3!zDd5m#~haBh6rmw?Hd#ps$I_Fc%hn=m1cFd<+0bc!~?o!bAI620l0X?d9?QHWge zmR~8JLIE5Yu$+-tWEBTos99?x36)W4lJr(@-z5x(07*c$zd4>Qk%C8JjB>o@&XBBSCOov6%?rp6{su=qR7Z_h*;a4||!KLWha_nSgRYz6Xi}kl9A>oZ%L7Wwephckoj*y}9DQnATXarVk1gLAPS(0t|aaW0q zvdMHXDiX#?n=E<|DYg^38KY*2kTi;xBv^9{@B&Uy9XaX`hG!MohNV7A6bi5hLOP^> zR%rY{Ye=e^BpGieS)u@%j~Fsl@A)afA}C^XGjl6iljQIqExv3&y ztBM*CjM}IMNrLt<4g3%ZE#L&PVX4CT6+CKzhZ+=prJSEye4!d(6?dA@iJy2XqD(rE z*5#xC8l_B^s3?J}nwolHNfF?h65^Vx4za7e>Z?`Y4?+?fX?hWv2^MQA5X{&VeYFSA z3atW0iIjJz`RQ&W+L|ZHVc6-X;YXlbxvZQ?u2af~H&LbPDiZA4sJOZ5Sw$DuIqKK^{4=zh9JTb+aEijw1cW? z0};I3m%S-LyvMr`$;$-G%e;>2A@;CYW^|^5cNX`muL|I--TSFn`*S=uyX3oTwyUR2 z8flXIr}8_z0zs(k8xa|-5pi3;9dW<;+o)eK!o8|8Sz-WAASFQc5to`4nbyHcVI6Q< zwN`6NUVIOaS@+aKO)s4@IiA>)3NU>|o|Aw%ZzM%@Cm3 zjO@MmfVfII zzVC>}jjP6jdC6PWT|=Bjb=(mfoDiX05XtPeC^pKcTo9?e%GSKct(+2nn-;R##csN~ zx$M2^#t->WhQ55p(izN+_QS-Cu$er1*Hp?fvCQLYiU|75%6!M0JI#5Fzt{ZFR9u4U zYY`Hv7I90VM$uRL0Co%=#;``l{b$CyHL!|Su-a;~nS9JvM9%?<&jb;?n9I=>;n5tC zw)|`n)eO+Ae2@@Y64raYby&-8TEJod*U%1q56(Gu=RDCdThSIRn8emyo@_xPEfM$( z($lyT@>~-nUB4-<(te!HDY01r47k+j&D#5>487G{9nLlk(dJyOv`fkAEX>sz)O`TY z#gRptD-$prkXL#U!^Dp$Hq6G>gg2V5Xd;+MKP={s^(sj1XDMY&>DopB)jQE!rfEo@}Xm zXu+LWy%RF*+OO@^(25T?xDR0ew{zlqpSNAUY0RIwD-3-A00T`uogI!2(U>LC-iK$` zD$&%O+uY901Xa+|S9q*v;k)fw+$!;=*!|j#%-x2z$i%19i`~;c?YQ%nyOO=uS)|-D z0pR!wvGl!S!o7?F9uiBv+zo->dTo&Vy%O7u79m~`bLp>=qRv?Bx4PsWA?Y!3 z+?oCmo6hNf?CB}t*Jr`R2T|QLLA9sO)piMXvpt4*dE-HMs$>ne>&(s)etqGw2H+se zN7&&d0lx!5>`RR9O`P1o?$maU?AWaArQMU$O%Z?2sk~6&ryiOJz7I5x=-D3TD) ztp_}s4UXFn{_Q{i+~e;&?xhg%EP>%NSMi3b6T-fjMcDBk5Avfe^1&(HXHn&Fsq->n zvRIz-Di4Xy>E+mN<6Zm9js0%73)vjj3{J4#jzKQ|o$K+Q;d-~MsLk=V`R1X;_9uPp zM4#s@;k13u$udn7FAnulKZaZmTu5p4SC93KPINN=gT>qo8vPm5P{{GC%n*y~OxThe z&)H>P(v?57a1ZiwkK*R;!qRN=F>&2`U)Z4fk%yj+wJp{MkMNCN_!r&v+36c-)A_kM z`48)}y?6N-k?|{N`;9O3Q2gBIeOYtn4^y5sWO`Sf48dd64 zs#T$0pz=lQR<2#WdSz0Df>n?%d5}f>behvrN7I^Az$@R}eE96%#hW+pJ-&VY_Or*Y zu3y51`O-t2c-~^hi{(9r40+(>$p|ek#QYGV#EBJ!HDi$R?P$_YTTJWauTSZaLq*!e zsdEkgQmSiN`&@Ioq-)(HdG`h$T=;O}X|aAqo_y;Yv8+>{Ek4|KQ=GJcE7+rtu3qll z4fEB$Md#h-%3WMnVZ%^w(HR68T2)3LEB#Wv3 zPV-MA1dDsHK?x_MutK!3dgBW@HdL;|FPIyvv;bGLkTkbUDHPZ=Oee=AvrIER!f-=1*JQIzHa~1mL;=sFD#fT+vW_(c6mW4n8NK^1pMGrAN5>ui zd8Eh3d4QBmNP&nfGBYHT%+I10M58lPkk(+urQ&odCCe^H8?`q(8w|5Q1vO>0Raf6i z(@j}teFH?+Mts$&Qh}=OI_zG2@z1@!!>2}j`Z4rSL=$a{(Z?K(57J2MLz1&4ci}Hr zR&VkYxSK+iEjlV2+*P-7&D~O4b=PGVrC4W$cgYhbf2PfU(yQr6<9xo z1=Oy6{Mjd2WqI_`S$Uw9HX%u?m1s$fFwHk4n}#a@fzzJj63Y~6I+wImhx>_Ke<55s zW0zlc_1$>moj1gKyM-C0ajC-dHUj__cwmCLyT`76{1Hsy@0L}MJ!c_~n7&E>lf4Zu0kx+$lTJ1Tj!6IGRv!L(1-x^1^BlzC=&ZDkGTw_jshR|PvJjn6)} zn`>x5`w@>kr3+)a$Mv3uT3V?ou9zZkngM|Cw|6EE%CDyiTedt4tg^qd&Hh|E3iG}@ zb=7-|TW(qDF3s-MIqDeoruw}NyT1buR&cz)6A#D3mtMAEhaHWWoyYBq+#+nV*4p;c zIF(%~13eGPas;FgS!D@N^?r8o$0x0I*V}}hG?2;XXw|BE?mN4nd-r|DVr@)%c*B@B zp3%l3U7kbkW3g<#jeDe8L-l}iy`8A!Y@Z6Be?~`|39`?E7c`0a&ZnmTn%yQfB)Z@O zt8yByO=VC0n4i!D#}|AEs&M+-U-9|}r2i2qfK*e`HLi9y@Byb|AM*!vdcwdG?xu+U zX^`6dgSjOh5Q9&IVn{T&K{<5rR-0pA1sB*uvg~OODHK@!T4*d}!H_WgQxxNn7qy8s zm}4U$pO90+lf$5(zti7ac7 zA2U}vlpWEKzr^4ashGae1PEV`4Bco*h?W8r;02Zp8o^kI55RQ)(te-p3!+51C>oaX zGN*i_!9rD?Rl45nyy!DixSNXj)j4xFjf;icRLPpfb%on&h#FQFnr(=BnH^gOA! zIJ!@kY7HxjT%^rn_t6WkbdMy33MF@!P!)2AaN{WtM6r2~#4)Q`{_`e6ZivxlfW~b& zy-fkAw7$-bje_|!nMiwMQ?zikt1Sg79-hgC5EEPbnsNL)}#dE49g64$;iQn6-rXKx-z=%CXuDx z)24Q!jS^CL7g8-sUBer@Am<*@D;2fI1doShCt7c#OD{>N!?iixeN|lC(%$>Px(wYq3u7jPn+P&Iv!pw{R++XiRW2m@~w(V>gmCQ0ACQF60 zz&Y_$vOE^l7<8v_M9C}i`fq1m0EY9~f?zH8H14PjRs8P-&@+J0(1rE06> zTcXPCN7}no1Xe?CU7UdEBX@bDs0u=Rh9~a{+92E4LdZ(oOoqmu?pr z>Eox_g?iMrsamQ(O2QrYxa4|KKJP6H4B@rd&-Jjarzs-^zjs+;@V6^lp}pc3fMYwYc4 z(e)qgEjrH^z4|TxNC6D+ZauEv`>Y4J>tFx#*cWs59SeFEI zGWfz@^(Y%(8LJ-&$@pmoC)m1}z_*|v5Y($Z-{=&9@)FHUivm;%2#mm(qm9h_z6&Ia z))PNvgT3C6G4k21Tp~G;_!+-}Ki*rq9z&WH!as4#IE~{!tAiZ;m>kMWirXu?wfL~^ z3mKuCp3%EJ2Yf&wOp6hmB-+^;1e}ew!@wp?3gaTS4Gg#r)D2_ev?f_Nl?W^a=!X-8 zKk7P|Q@g()%Rl{t!5B2Y8H|YkT>yXqObN9Eo7mvN-jK4fJ0~D4iUiCsKA~cCjdm4>_wi#dAS3B)8%-CCEc1 z&QLcE3$Bo%B_n*m5465S>$T3Cl9LO;LZn5gI7CEDHYyy6wqQh(@Ilp4#d8WqjiAIz zjK9z_HHsTUGE9#&LMr%pJpc1JiTJZVygo+@sg3YM0{oz^n-U2m3g#0Ia5M=E+=yYU z#dJK0Tg1hlQ^ZB&MX312)Y-;6fy9t702b*&V?0Kl`l)>&58vTLjC(NFk{DQfqh7$8 zK@_mGc)QQ3M|WGmPw7Sf6hoB>xyM1nwbtN6bu2`7Y{z2LMR-IwBe34nRO zuhceyF}#V>#AUQAAv;U7{HEihMy=b!q#&Z6$jCtI#^HcWF44-jNSP*DK0*VEQlLw~ z#7&bB%){i(-lWR^l%NvZY|QgZt4vwH>~TNKd`U}UGk)MCrW2#Oim2gxMo?o7Gw%+0vlP2Y4+!o)k^WK5NCO!0|JvVgAabEbaS zN99Dp`KggO>nYBh&io@jG)zm;Og_H^%GcaM#VSgn0Ec^7xulGW`$SC(T{H&m2y@hx z*IZAiY|r<6&-h$SbaX@vDoK?(A};Jt|AeM6+$k|)Mg#rKA?ZKJxd%2}r;|$6n3e@@0CKZV%tqHNa&9%czUW>$;6O|&>h}4AA+?3KO<;^Pf zuqz#jA$^-9b|hiPMr(mDLoE zAWaLtQPuULQ!Qkh>#?e<3e;Ndh(RS(!!*<(Le#Rb!@bKDw$g|McvQ;Vhc4vL7j;Rx z*r|UkQ%ud&nq)jqEi$FjNr~tMI&i~}u(_ewOB3-^xJ1=)G|%$%5AgBO&*M;AO-EeK zRroBwuuC|s1VIp`5ThejmOR#ERn}z%%a}wV(K6G{?5^sBMj1r1tn)A|!5(i3SCc4( z31vY4;8@Wuz&QFHmnRZx=gY>Q=5Di z(6m;_BSl&(5cK4T#ci@v70=R`Mc_!?68k({V@L!b-S-jNzzwUxCDg)=*Yx5=%SqAy z5Sm?-<%#`_++>~H=0uvy9orfu$f?^u$5Y$2#a66&&~$k(zzvDmRg1(mnR4w9?EPEO z1*sIH-SxEHDaGA?2~M8qU0^MzPjk`XZCQR4wE)dTu}xm(Mbk5M-s|+-h~QWs{oPFo zV33Gd3f-l19bl2D$8=R-z3r-|9p5h#OirL+LZx6%Ak6b+jr2tTqHP=NHJefZn3aWJ z7!@@#}+VJx1juX5!vR4OZ~p zT})d=BaT1?hnQw0+UzP#UJ(j^n$QufF^ zPUUIlgjKFW)!<;4vrlFA50ypau2oK$<%fWkzb{tavh_q4_GL1T;ZWsK1rFq`iH-uE z*vP`$y9MC?O|Mw?jd+G;@{wk0=3{HV4Liza@p9ZwSL}t*loBhT(78Sw2MjGXFPtZJ)9 zWm@p#s>o81IA~Wo>LzKX7YJ)a{z}3*UQ29bNB$&DZQ-Au7Unr)o~`4zfa~@-X3owf zZZ^QS=u>eyY^B_5LhNh5)?>iV-Jttu&`IbfSz|hBCI#4s#b#{(e&mP8zOMg_?1_$6 zbY|W(-QNUd(>n-_l1PyO$ecA;SF+HYde)7Vgz8lNI?wuKlTK|XTy54yV%Hvylhhcl zW|z)J3*6Riv93feUe3^x?8#=~bhhk+WYcMI>wf0w#PaCnyM9&#d2IwMcy!5i2mM`we5VIsi>Z1@Ithz~2+lSNm6X40MkpK#7A z=I-UgW)_M%kLw8mVKP@88)x%R2lX>|^9H919zVT!jBY2{^uAGm8_9F_emEls$S+Lt znUwGO?&XV)hi}k^UhnmJKn$X~i+tb(Uf6>dc!5Q?93LM!Acu+R_HU5ZFnyNK31Rlz z5pz!eB~K6aZdda+2M(>S(`&CwtpONUzi?PLJR7lGTE8w1xAj}+OnD zhkBSMQR9VV-;)AZ_3(v|{>EpNS}T$+iWt{MOwV-xZI?T4_x6bg_ud%nEh6_;^y;|C z?T%0P5@s`;F6%D@ZcB4YK5ZgMAo4|``J7_tj`_;&@cf;EV(J1jdDr>$)7NxA&; zqR9C4j5&vgcy&ntiJ$mxulU~3`3{})F=2QD6Y`FK_1#X^-X3``l<0UjBbD!Ed1!}r zc&Nl9jCwG87P>B8D20Ge^{A-r5emUl1j+jucYR>9aaxG|P@jG07=0_%eXA(&Oc~+c z_x;~zS?9bF$d7!<=X(9|dPc$g-R6V53gN(`S$J=Z24Ycdir?1 zP*9)%R)SVTORVUS^u&#*F&dcmG34mg2V={I*kW4kjI?v}?(O?GaI8Il7A#Fr*tg={)-7+IGJ1TM*Z<8-7%^hSjoallKRG>K z_U$vz;tvnh;ijBNYfSUt8qiTUopK9OR}g_0YPcbX9j-QiNB?RhJ%x&G!RoFN`{M~TXv78;&t%BrhG zpr-YwSAlLfC|YYBs^g{SE!n7}kIo}0I+a>lEvEQki`jdKv9*S0pzUO9bPNrPDy=D2 z^q@!*8l)$OT5>ohneig~FTerM#A~m`{Tgg=?-E;zzAK(2@I;_83#hYW*%+;~(~1Xf zU76-Lu9NO*bB?zhM<%ZSW%UHcDPsPqn-i?7nf6e0{MytYgkPG}Va&W8TQf%x3q3T^ z2@zcIh_ujwFmMhfxLUFK+FLY11!y%fb`@L9k3ZmzrSZlldz=@@eTjU|JC&N;ae9}j zESO>N>ElegF#8Lffe0#y)2guDJrTPXe&k``8~#i+;)%0)G}1=V0xWe0J}q0+g8z-U z)z@L2wbo#9?R8jSkGFQXnU-xfVIz}lDWas`haSi*o7)*e1ss6U%L3u6AePZJ+!D^P zO-)kIwH*#z@wxr3IP=ZB$av#G9kn!dz2{aryv_^sndX}}+xh2el_mO)q z80)QpD{X}_@^Z&Z}O-XySjpHTo;`r$p!1?ntm*$(;O!m+Vw3R`y>Sv%g*zR|&tGUyW$ zeB_~zHGF0uR{Kourc^tFEDw1Np;`8%^O{!egnt}dpqWDVYkS$^xTiNiTjgdVjE*eV|?A&&bdhoH2Z$n+&=AoD! zf~t@&IAkFc*+YmVAbD7sS%I9`HzrbPfXIU)aEf>#Ct9(So^%NWBPhyIl5&eb;o_X? z1T; zJ1_bUI$X+`JgYLzSa}GXs4;0dQ##Ibrn9AS8f819qp($m^eW<{nmucTPwkKeTA<_3 zEpZ7hUFv6!=kR446Pm}rG_;}QqDMO@#lFh;MK41dMU)mv5PFiPR2)T>NLYo^n`u-- zh1;b66w9j8wX*dfENv+|Und!nL+aQ;HA~pw-++uB3Ra&0hB;v7TB?miIJa=fncc!?JK?bJT`G9sAh$`K6eY zy{n*UDy!mRr$HWh-AQ($===+{MxoaDdzW z&^P{*;%`sNT8LSV7lFd(al4k>&>_@(=L5`hlk^q_Piv?OjqGGAi&F^#R8V%fafdY#MRfnq{J@;4sZc*_`@Fd*oSX0=-c>`wSk$d z*iOwDz6FP8xy;q3dW#H0`Yh0;WGCE=Sp97j%h_Qxr3ZF zI3>qXe$BYfR;;m&MTuhuaKInKh(sh}oD(4fn8-A7v96BntR!E zzPuyCjcrSn^^vh0SvWtM(sESU<7M(#3(OtfjAszNlxh6;COj~$04MV1o2dFKv&KoS zLz8Pe^LkHs&ht_ByaRvKKmec;5N}SjCkGiiCc9?SXI_xpotluJOeUYCHT%N<2-{K9 zEA-qF@%lH4S76cH$B*}!Cj6=H9%1D>l6 z_ypK+-7^)sHjZKNfB^o+3Y|!+CeSb&;3R3bz&^NOe4Yg@k6y50v+bj7JQp38F6^PM z+?RH^V^Z(PY==J7GC~1(~Mnv8?Y4aD2ZZ{YUyy;XU zxWNy;GzP=~91rU83kcAgnX;+k+q((U6Q_WU%d+Fv{47&*#Wl6t>TigMgg$enHdDo zwTj`X3iFAI0uheIrPc&Sp9KcT^iiLlEzJSIK`%G~4@3j80UmGZO~82FOe`MaSckNr zAJz<(wTTew`Cr_*&R)3Q9H~wJrJa@W#mn7a%*~!&z@BpbpUr*$%w-UUKKz}V(HlV! z9s&qR0R%_`l9%%R+rC^O<1yU@cA=X58nEqIQ#gb_l!C+chVbbM3cAFcF;8FZAlWgC zcXZ98x@WK74O96u38l1*Q zMMJE$65<(9NonC0dZ8z-2pHxWj#XY2IDu|ep=_ifvaF#>JfG-+5T?1{pUmO1{FNR0 zVWh2{9L*8Q^&u`Aid-y)EFlRdk|OOEPTYn+Se?*)o$*wl ztvw)CU>qho%qNB;hY;K@Xy7P~;(pyuaHwLUfl2t0M4Wm5kXFRv3~Gm0aLtcRO#8Xt z8|8!RwVn>f68rU&?D?R&DN22K8$kkNG4@_xV3w133J`(HGW7>mWmQcCNbpR9JtQCk z5S?xf!~ksLhN$3gj9*Q7V=HN+IJRU?kfS+9&@SMZK&WE^+~h!9-)cl$;;TlDIzi2+%Ybs5q4J#JtRavl`|>; zGkMFU>4Qam78}lsC9Xk&AmFJOgw;f&Tmn%fmIgOcg)7!uUXo-<^`%P&rcA(OOwz(k zwv)Pmq)ws+o!C{;_#|E$nRVm{`svigcpS3~B>gr2CAe@)RI<*q++wED(9IPhLN*qp zG31A}5JQCwFR%|G8WcT@0tqUSSh@K_xdxB^=(< z>2W1M@dad@=gAo2FOu4aJtSqRgF0YW-H}VT6yh@0Q9tm&e_&^d4bMn|$s{_aZjmKy zLP@&JC0PO|M!LjaiXUJ$5jZMdhBhaNBE)l=<1PpTUCES#77h3{8@?%y0_aFlnnksF z&py&%4JJx9aD$Gj%~r-}`KSkF$b}o72RCT{8VQwWxCJAVWY~W4Cx2oWWd*2LdRk+R z*uAjjB}T+Yc%MM@i8lP;T@c2n6jE7&S7%HoLc}9jDW?Ikq^^Z1oL&Vv&ZJ?^q@CU= zp3*6vny3W@M{h9@WZsK$t{^WMN{ot-+0p2s@*`cejvUbgH^63(`Y58v=Mdr@e#V6o z8YOvhCA%>S%RyU9>xhk6KEPD@ex)EO-*XWCIdaDz5P>N}X+ z$sMY4h0FfUT-e-4Hh3Gw@F0HX$Cfewsi=b5>Hwg+p{3tAn~+(}GvM5iOqn1OhJ`|t za3ZKCX5n%kEU_l+Oc-mjHte3BsEK%__5`XxL~DnTW$Jb3#?j)nVyl(85u#)RJ-h?S z%22q9tF**sAsQh*NQ#jz0&yDyiXxk-V%vBI%EUB{6}T?M2mMt=o_`q|Y*8O!(Y` zjslprP}}XHLYb_|&L1xTEwl>%>w0;J#m+?MX014GE!Q@z*ItOSeUeZ5Du;l|*=lU( z*a#gOS5>yH+d67Cl&s0VEy`w0e6B1a`lB}RZQsHjAYvHJ)&r=~13}%x+ny^u9RK9&(+?PF4913Jji{mtC&4k>!zZQkyp@Mb2v-p4S}EU2{uK~+l1 z8R>Uqa9TKOf!1b9xN4Wa0CfF`dc+@feb?KG?-Zh<2&nM?f&w23`1F|nCK&)X7<8rES+-}US!JarFhlO5W^n58N-?=E z)C5xsw|N_7?vn=J$Uf*puJ*$V;OkfQN$={dr9oDzVw(6K=xoTaO_VPLb_frgub4!` z;wGpKwq#MTvCFEe4OkuB{0d+_rBZ{(_;~8^7yE%xt?o2 z%#nRgGEg~c@8Mqz-Cx?sAKku%7#GTfbp@jA!}Lmo(5h0G?m-)G+msnp9-XX>cyLB( zu9dhcl{jBX1W&yLGIQo|A=@brN5`M8m4m2h*pg)tiw=#zZ@B2B{lGMchO`o#}^aXfp@cdUhZsO$OB>d!UkK)~wj095>qa4>o@ zYKDghIif;*?n>CPBuXHBu@3}rL2kUy4425JRs-DZGn7`?4Eb z+G^HEPw~U_;_-ku^g|;oG3!p6Y12i&FCjm({BraRqBcw_K6^*X&fe=VuTdU#Nr13G zcUM7s*%vpBxDk)CWtxB&ggL$Q8w4G#_G;*<l!H zMB4~k%66MDWcWxve0NwlA`4sXCDn>~pLdIs*Lel8dt>w+q;`BO>wN!4{o1#`;CImo zQ6uyJcTm;H=O7t8r>0xr1A+fGUk5h=-(2pV<}M~QO7C=dKzLw8?ipvcl6hR~K6R3C zg+CL|5qY?2PDUt;c%~R4Pc5`CS1baBHgM%PO~|-J5MD))_l!3ueBU@U=eTb)W^9eN zpw70?06BM7OMiQgf-PEr^EO*#gF29G49V?Wxa~R<;?gR({TVi5TPD^Nq1?q>{Eaeh z6IPO5cB*m(AJn80IfPJtxMa+_Vf(A8jj}!R!V5Yrx#b>W-3D0`a5GsqK>9?>vdn`gN<}JJTeEYmTOZ3ywb~Rs#+%7O7%eG zmYwSc!Y6!MTQ#d*#QIA7`_e(ihrQSXx_?>kN8dR}Ts>(R07aV2E$xFEou83AILc+i zVs-Jizx>`&TFjsMV1Kd63reVia(cvH&m(0F+9-V@p=7{)tG@(?Cwy}45BJ_;KMb_ z*F7pvaFpx4l9K!78{?_cJS)Gh1JhjLPubx&+O@~?r#fV=+K40Gr2)8$JrICPPk#J8 z!#LYrfyXr6)}gK+MCV_G)K2Z^$3%nNCi@q=>4$FWum0+{K7GIbI2DiV---c@^vi1u zKTsTpmzGv^+Wz^X29X^lwK!y}KlB7tF_b_sNx02&M zk1s>Mbcs*fIc@mzRh+mJVZ??9D+a9?^JUR&+K}SY=X0Pvd;E9`)d#Zw=*fFmvEtlk zuK)tCU%`e&ux5=vdoQ%Tn^_gNwlg{u zR-5kQuTO5@zXOwv+#>TDuYG~1Hc&u8N#`Y{Mz1K4AW!Q(eP(xf9Votw8#S(dK7OQ3 z@Ehe;#dr1H+m1Q$a>ou4p>(2E^C3;T^x#8&P6x71D5{FW>YjQI#7ZB2`asSw$9mz1 zmy5Du@13^XYsWyWSlZ|v_zc2sF9k>}kt_p}tL(27Jp+wJ$y{Xr>@v)zDMdK391Ly6 z7kTW_#~*7?sNAba$Zk0t($pa7K# zt9l^4Dj$J*TWp#>_&Fu5xGcO-o420Hh*S2|{1Cpp!Ys5z1zy-=999&#Qmh+g^~<~zZ|5T)w>XWTLCs?qffgcL!gw#t#PQX=FgRJu^23skp6-7qEa@(i&*bo=3jm!Wb>Spkco9F|y_ zXTCPD88frdW)`Q!*5{vr4q91eiFOuQf1(Zg#~3BER%zz;$mgSYo%8n4aP=ftp>utr zC>v(LV^>4!1qI1uL&1%RB8LZtIO2(y;$yKjSm9@$ zjaTZJ?YF`+5N(Z0{ud#Wq;8p)7YcwmNXm}w`B-WjqtRDjfn-|g(@{_T#i5B_*63rA zR{cfOn=TG$sL_0rYUrf9+TZB3o{#IF&df%gcEm>i-d_AlGP|lc>s6c1I6-y$?S8M5 zdu}@GHo4rU7G^kLz6ahAQjO>d{N>DHPGGDx_{j$Gx)uj{O~>W@5c`Ct!l@{`)u*}A zNsD&1LJZDoL^C1nNOlc$-~&a|8fUbQSn|UaItB5p*aIdG69sdYt3D0@dq&>FLy+)bWw)0Z%|vkqV&FLlc8}uTTRa zNOs2OCPy9UeCVSGJyP}p5(&^T&-j$6SmH5IfsKdfiQK>Xw>|3_gby#1m9CC84btI? zESedeu@u-rJ?>GD5~SdfoMAx>8cTzf;^S%m^5~fmB8x=1n_3A?xRj?9#9J+Vp`v2A zE*rY*T{x7Y4o^}>1NrSL98m}3bjPnD3Mhv%@f$wSp`UgrWg*}SU)TIZK9g+7Li9+b zL3qIj9=P!^k@%t++cU-)mXVVgStAo2`9FT`gBP(vQOtHm$7~8|Mw+n^9FgU@LynW2 zsq^C>ixkKUN^3WUET?D^SuNWgi$uJ*7bHodlj>Zrg~A(NKl1SmP7bt_pfu=u9tR#? zZm1pVLS-sd`L>;$uso#9il933FI$o+ip{g=zCz+KJq`1kU@1T;SYbbsCG#!JKu7ZA z)XZ4|5PQ*t2~EAk4*~W_oHfH{uQ>Dnm7W@_fbTTwQLl7Pbk;_Y?BoqnLlaNYED~2F z+QU8ZNs@jz5umHI1<_Uq8>ON`iE};bW&*eA zmCau1gHSc?X?>*BrN%~`gDlo=o`hP+fG#&wy%N-%msOGE6e%(5hGjMD z^w2t18{UwY^~eZ1m=Rq(Ju;sXovTMhwi1k5sH3rAd+cyu3XjSE9??;jJ(WOWrP(>+YP5(HT~G}pM{G$|wheahXjHpe zVFa?N&vMd(E#;fO*mg>T5-_`;Mc0>LT1lh!Bc54Lv+k_adJq_jAm?xlg*wX z3s8R*)n?18(1W)2o%7shZEqXU(h~Hwb2VV!a2QAm$n@?Q4JMJ4nu&Wlmp;_N*h*UOIP7!U3g>psK5wxc1EV4=qZkby<+uXLfp4aK^4bB`ae=#{~ z$lW7t$r_YYtH{+r&Th$B=iTa{udwM|Z?=*W%U{+vhdLc~8M5+L-5PSM(AE1*J`kWH>4?IA3p8#*o{5QMELaG^Ra0w<86yiDuhrR#d{ zlOAU!PRTw0$Zk5Ei0%02gih#Qluvw?jBoUT7vgU2Uh2!J&-#=Lvbt{v$7c8DLi{Yt z%=kgsgv9?|M5+`|XT;4njIc)>ul}GAg6O4M1EmR2sV`!p& ztfJKJWL&VLK%yVoNbaIb`-JTVwQsDpZwI>%9y*XH5=zHrO$fW<{CuPdQ-o&RYz^Me zN3^h56f6o|aq{SZ3M9g0LO@7%O>&e zDv_Wr5fim9iN*_U-X;0IC9^gM7hi;Pl92J1gdcfo+Fr3B8)yn;anERxSehiZBu^k! zLl;qlM0}|i$;LT~ueXGe-O#YR0;DIn>Z6#kxoEHUqETWr0{5yl#KaERn|3Q8anI4;AE zY-9Z-rZOT+Vf{`c?(E4TeQ_jsi^Mi^7|BKX_(2^1 zzN{O#VXO4vDwc61v0~HYkPgq|zNCv7h=C=U2cP^fp&CjiiLEAk>^WjjZQ=up8iss) zK^?6R6IC+0I+O0a3@N$KxE?8#GQugD#{`KGNVM{&5-2UDg%oGUD{WH>V=*kZZ7gx+ z+agabHzzHzvNWKk-g*%_MhxIkuk2tgC+49cATS;wiyIOJP3kaG0MofvOb1yEzN+pp z&A~JmlUrUg#>7VWW+*aE?|LXxB#jKb7I8qRf-~h2_Ye~?GjX8eQ6BXWKTd+6LPjpg zZy(UCq(+e|f8!K^g*KC86^W%4Z!5wlc*#jlQ>|eCwy7J*2K(jMF^Dyr-KkJS(`L5pP<{kjFht^{p1tN2buoQmeAEV7O z%#?t9Mnfg^O?d!TK&iikLc`KRWhL|a4?%&1IDj)W3cw1iB1He^kxI|exWzf$}gu^dlGN~@1bcMu(jVM_6n`;LrKKxFLFj*Zdu5%C(7GVnpssGj#S@d)`vE&7O$vDqVnrhPMmUE({h8vKAQ5`iY+d&_| z#5yU}x#m?Gvkz0REHwr5Ye3Ueb*N2%R8*tuPSR6%(v46bO&qNP)c}hj_R1XjHCH|J zR__xr$w5~KY6pGwS2ZzM|8rPJ39yzTDn*e;AXGKbG%}u5&Z0F)nsr)XHd%60H~Z{b zqXY{h&q0Z$TPKnm!W2-=W>QQKl9Ub{0k18%ff=;)`tU&@9F2<3#|}4QUK?s@GZh}8 z3o)y&V_!_*kZV(?Z(v=@6Ui??#LQvNiY_2WWRvVk#|Iybhd%4GV(*h<|3{NoH`Z6p zVFLZo%LXdy8g>X-7U+~UO%tzWM{!$`n9<`{)Z&(F0{NEwwkiNo z7IA}vM&7J6-1IjrmkG(&aosmHAeRaycS&H&EKi4LM?>!Nfpe$GEsM`zbgR^s*CRgW zYe@5A+2tJ;@iT9^?}gX# zfN7W<;NdTY)%7%Dhuy|YdV!dhhA~nWIEr|Dqa*=HnY}Ed+AJmj$#jXAxQU;b&v;>e zmjpv+E`3$;iX$V7-w;rRH;qJhGEu@U3{D+7Q-*htlRiWs|N0Uo;h0?@m^7PNj<2+i zEwTVV3T%hV7!DJ%(u0fJQzY}}nZ)Hp{lu;sRgtaldd*_!A z4Ll-+hXprCfb+AK6*z2pH3Hf**2_S@f@zimMc9XZ)+ckeXrT*3d|BBmUD+9^;i9SV zqBS~@VmXS9g_dP*pgjwh7lT#k0WdF^1xM^7TC!WbZs5-0W7LsXk&>+7)zRMJf#JA@ zmKI~NFDWZ_OFj3+D6k~A&v&Pko2$Z`b@$WKMx0qFVANGVR(MEfHJurmosHQXd^Miq zxmW3V>JCKu^3`5K%1Z=il?O6(%vYobCy80)<)Xx(|Gi>Z6xyLngaGtfuN7dg`MN~Z z8rLRzqFq^|4g0VW8?iZBmW2dqQn8ldT2}D4q&4?1DXzh8FerzITbOLx+wlP90Qqz+r_MX3vNhPP@c}J z>z0PKT81~)tG{|3Ds_~`+V$Y8yvmk+&eS+~W$_G`n-rI*WJPlffGk$UuV0{5tiTE) zA-&Z*z1>2+t)RSL;ICIj;s*PDo0u08JHPdt8dQd{gTzj=u)AevvJHbdxB;d4H@6l9 zOnlU(#S5Winltsb`>1!5R5u^^5+hREUGSEM|G94+e)?js+WKJIxKg@!ZL~%0?mlz- zB|tY^Draus!~&J)Zw1x5a%rk-qER7Bn~(c?NBqYrysMde8!om+n^D+!jU#SqI`~4O zL8$%QdNe{gHKu$p4!|q2oG=*r1>}JMT4fI+Araid7tH+3(LBx7{LKF#65cz$x5$+1 z8)ol&zwLaZ``e>y(Vcj%%7b%dnPU_Z1i@n)CbnW98oWe}2yKH;ra?1?J=`euRe{y* z9X4FGMVqTLUAee=ohx>REc?Vqc%dLgwTE)WaodAE;>CR#CZ>o+gOs@XF6n-YQB+ME zEX~J58^{q8&2u4=d$q{n`TAs()Q3y^|K2fQr3u6Nfs+&Tz}CReO{0n*FR}&W{2+Rv z7rLbIx~~af1ooh%);t%?JQvLU+{qo?)!p3F{1hUgyycs|=R88|{Lby%8S?yRD7ViK ziNFQJ0QP{22;GLwrX~}e4@F99f_bq(Q`6Pi96(%OXNe&2;nF+&;jt9NX_{_9ed>;@ z0<{xI&0)k_eAN|Zdr-c&?GWEAjq8GYoTX-%lV`-=*{gfi8hn8md>zmxG~KWxf@fL84U1|J1EC60DLLD%5s2@)LUtLnj7#=iv z9^%J}V!|b@uy6Z#eycNa<15x(LY=5d{d^o19c=8=HL)tn^{k+_imlhR2QQ+;cJKP} z+lQ}RM064*t}~~wp-6Hd|INVzd9ox)Vl0V~gI6!+y_qy?+PsG^r%rq~YsPGcu4GAc z2wR$*xpSXCemk4;yjQPX%&6@&!b68OYrCBJx_bSpFRWOv1D~BkSG6j$mcGbsdkc4= zueoz`<$61EA>6&&UQYcxGiF4gB_Vc%iIi(Tef#N-g;{RfG~Y71&KbrSuyyC9-rBPC6-tk%muE zMU_=oWrfvNig_s3SUC;Ej5=unbtEx-#dVx7ci}Y>T-NXf(O+)XL*s8VM$}GXitWRP zc&lBe*)*6f$Qo(~qBjkogPMogYq80uK%+t%ciwov`05x++MYfhbZGU+5uQKq#Kl~pP^ZdYST7ru{6mXqic7 zfMl~dTH6aFyx{cHlkU-*r6HB*YI4McDr(oFmdaArVz(MAb+n#+Hg?%Lf@=Xu7Y%pZ za>qTav3A>+?A)X=t9Rd)h35Bw(<-WfJUqE+@W3_ibPr<|>J#pU8Gjg6L1mG+7CA2U zl~;-?|5laHMfe1DRY@ta+YpZa{>vj^iWdx(#0bYM)W1kNjPXA9G&x~lUs8+}NL0qF z)8t=mIU=1^5yh66C76g{p4wMX46FT=Xylnk|7OW41>X{Y-6fg>U986$=$=0@jM3a123DnC+5;lzix}9}$Df@2XO| z|Dj-|d&bL9hzxR$j-cZl|1#5<`f@+y4D#45iTBOq;7#*A=D9URGuCC_xnIO1;>BukU09{Lu;=<#$S5emK_La;mW{{b_7 z!psK`1R4njGjNz$ngSv*$#fNEp6R@#95rdmQ_ezDqO7SXNtp}iUi@ zn4ygoQi@HMw$Y`Wj45-izQfNrKCp4F0Odw z;t3CfLZ#gzlrNfO)n^<0R?&WHPA@y{UQ_#!)fP`5-=mD84z%6}z7}pvo5pSDr`vh* z*0%z5PI5gt+~F2?%E~CNGM=ncEYG63t9-7PqYGwJfLVbIlnr*-i{|crH@xDl4|%2P zk6xsiKSQ2#WD-z-7Qi>YUwvI-`r(fz{S&{80~3FXBF_Z}7$gI3|Fn$EfsO;)qaWhz z7lZX`BZc0@Wqe+(J12UQ8{2LnE*#>8d<0^NR9YyJ9r2aCl9P9w*kUT~)LuG8wuY`u z#-fG`$T@^Lblc z9n4-e_piRV$<$_rP*mPEa>Br4;;+^TQAlKstU$W0EWzJs|4C(yT$>!})~E(VUvd~Y zZO_IxCX7^UQoQdWbv8WUg97N>YzW5IS!T9vN>!TV;#^YOJmofZ4oL1|gj?=(C%2Yk zk#2Rb``vthcXm!;1p(9s*#$5B1M~gw#4BFk0Vg5f3}2pSL%uSjc*hDE-e(_q3vxWK z;ePv@TO^qy7mB7{H#t5tR&%35B3DVtO|BO>;xFY9mN4f3A`yL|C`@7^$INlIkD3cf z>fX$`P8=co=OBswq>pxLJ{aqc|*YS(36UKag6BMymawmcp$U%D}czYhvIlL!xf6-dO_i0u!C&q_8$VX`Rz(bHG zM)p@1p(0w5UfCW>7jmcb8rIEKC~ez zQ^O6r!4RRBcG!l0S|%$##ee?ye|0x*#Q+@z$You|ZVSkFrXXgHC}yf~3J+Lj?e~F~ z$R8DWffty88}uI^g^8x|hK08W^KcKf2ZSWJ|6$IAgc(I~)np`xwj&F%VgV*#_dI8F|#f>L}f83Ucil_^NsF42$4Bdu^iuh%W*msafk&Xyv4hVsvsF4PuiJQ21ohU&a z1d1Ce8lzZnlyZtsRE(K-4>DvS&e(ZC0u&b}i?c`$wPYZZjdJ9TWb;XQ!58D$ z7jktNx`$dSr(-#xb+17<@lz1-n2+cYhta}FzhY99Vi5Ir9Hd7ayTymvwp@vbh^=G_ z3#pjn_6rdCToSo}6)BmKh>>Mhmn4aqLFbj3q7h^t_yVJV4;_(|^Mw?S zqYp0>F;{VMtg{dRq;c({lR0uD+<-IrkPWv6jJviC0A!RZnUqndlxjJf_IDRhxr{Bs zMV>Ylak4}sk(I6pJIv#igwa-iDPvAoO3E=);aHYjc$Q!2a$$%Ps;MO62N}_Z00bZq zMuHCg5P|6tQW0d5>cJ?~hGf@v|9^JTDazSd_~Tp3RhWi(n60D>f>;c|;Gho*4F5N7 z4H=P;*>00*3ZI~%8~O>6s0zOD2N2kXp-G~ov6-9+aOGuQR8^vsahG@`c_QneiZ~%d zg9I6B=#}}v3-w7T5>$@{Vp8)*fB)!G%0UdL(ki`WN^WT4e^&L=O)Yu zIi^KBxLHvF6CsQ<6Bj0%7S>YW*>qlmYx(DBi#@VA=ew-kQ0o-WBG6?Z*;AkGz)!!ns7p+zglBo_z_wt z7e0tsQMnJ}T4VV#PAfwa=n5g~dJo3%FLG*5@A@3^+BNeEo^JZ4dl9F2q^||muP9QZ z8C8bmw^G@F5BlJB>d~;la-aOsJ`n4di)u>N;HYe8kX*L09NV!T`=BEmvLGw6B8#c5 z0EvuO=*Mg#C5N^(BD|-l z*s5*B!DOYYN~e233aGlR>$$^A$UOKCI!V5tg z_^SD7Z)>mzN~t2uI}`e_JHpp+Sl3v_daQbJlRKzH+KZ0aAPzY5OyM97-H^4r8I*ki z7w6kzq^G{-d9-KyF2M#@-^!NrYgYBEi&E^x3e1v7A-!ROjF4)$@|tw?+BF62KV$h2 z+H)BAlEB-io-Ns9w2>}F=Mp#(s5V;~c?m%aiyn+pnrnr@YWGs4JGx@y!5<95s0(J( z1&I)9|H7wy%B$<3wJ^IYyTUDuyPF`(n@|g>LW$zhsx>@$z$>dd{6L@hvp#HRYcL8k zO2#%?A#sZjP~;=mbFAtF7h}tGa23T#1Y^vKBH18A`p}zR3@X>!V!i-rWL&nOcE(+N zN8kEa^}xoL7oCrmIz(xDQW_!kKy*g2SLsx^_}Zp@e6Q6oWu}rcic4VoN|dNWV_$`% z1wa4<%Q|(E50^Wr5tO;4(I^nxU%I8i1sNTk+;%-RsR;C#5($a75VEL@(kTrLx3I#H z2+J=$%d=bywH$b6rpq>r!#T{e5hRj7OUV-00`cGosW!x^Ilo+*Oc8QdetErbQ4P}U z|Bcs7wRJ?4R`@lZVh-9Id|!)n3iS-)kPk3I&S?A2=7`SJqt3t9&epTG!FWg73L)^+ zzp10o1029@`bjBcuUj}}#U)B|8ps8GQEpLs*S8P}J%-;y03<*V_VW^3VY%t?({oeN zp0PBOWLbKc!4%8Up7dMI0n&hYfR!r3t$d-7n9`|@$_~oXEW4pB{L(HP)3Q7Xlkf_) zdtF)G9&?#> z7p&QW`M(%D9nydc(*fE8h@b^1(u=6F6?xLCtqZp>=i8hK+%rKMQ3gIbV6PyI<-iHC-%lsyc>(*~AVG<+P zti#{`3msikTwmj4DL!0ICt9LX;8S+sGpOM9t%C~e;DAxNzF=*cM2rzV|HH5$c@HGa z>;ox|(vLn$y(1n|`nNyCfa1)hcOa~?(KVSgF5|ag3pVcSx?l@6{<^Te;B3vA$dfBn?k?|91q4>$#q~yDqZB z4(wNNY4y*_G=e@St4e=M7rrSXA7B9p~$?q&fN9(MLf)SWI5@3q%rUhQ|1BCLB zuktGo4FHenXe^Y6O{a*%6Zc$nc0u70Vc~)b8$2H@FM8SXb4^E&^nK`uDt>?_zGb<9 zcX*d~4_T?LB=wDmp_|YOUC;hmul4T_|L||)weShDeC#n@|MvOc?6v(0Y3~bx2M`Jh zARt)K;6a256)t4h(BVUf5hYHfSn(l-J>N8LUM?MrRjwD%-hreDWRjy>|utl_% zF=am7vxgTvoH=#wS<;~G z-YrcUZs5V8QQkUMH*e(7tdV>A)bVr2qh-rxj+!S@|EBG%Ud6oaal3qc6p&oAW~NLY zr63kipkU84`0?d4qhEi!RjF99V&>o9|K;FIKaFb1Lxy2R|OB8WLTTWCF#S~K%5yVeolySySK-|O<9COrhM;#~e zaS~Hrsl}B)Mj&9I^O96@NhX`b=p!hjc(=V6O!uqN%%BnF-G|{MwYc4$Pddr-=_~DD2efHtTw!-+?C!co8 zl=L~sBx!IQYy)r>Vv>XAw*Y~= zl{n*U54r~u{K%V&%4Kn8gHcXysU`Jh6-R$fl=hs_L=(VyYIEAuG;TE za&yg^;bk#Hjz0NvTFo(b(Iu)wm3>auORNpzogRt9a@O64-ktXTQmR414B`4m*? zdTy)Ko==teCsoDGB{u5((-k@2%*CxY|2%#D6|G>+fiAMKfgaU5WRa?Q++3>B8>e>g z;e(_W)GK+RQd(f>+84Ifwp(Vt758RxJC|EPcn=KyKxJ?dy}@|nrFV6E@1?QE5dD>X zb`oEC(Z(2U1QB80Etw?8-+ljG6;~XN)}6EX}K(c^2DeQi~OOXrkRBG@L{i#Vj^-^x21>e0Xms!`ho$ zFjc3lVPDppK)we%!g=pk36ZuxPpK448R{eP!+yVqIy4A&Qy*W$X^yV18`Heb& z3*1izw=@7T3pMTNhd>fw5t3;y|5^)S&kM9+Irv~MbKkld;X22k&jAN@@iNeXa`B4@ zxhr+5Tiu0P=epPBE=2mGT^DWf3NYT{6}y9-!FqQv9|_MAm|!C&Tw#oEh$9^17)B%n zVgT*sQI8~P-t#mTy*(O)dVL6_$aYxB^9-aEFNl-?zgG`^I7)nHtH)EU@tX6+YCmkl z6fxSTr?D%VQQp%uE7km);D|vnrCk zJRTAu)*?W*wk1Sw5phm1|2*PtlDMGJMRAJAK!$;un7S%f@roSEVixmNJ21Y&i(mX= zLLC~gGe(q0lVD>fmJyD?Jgp!7=!TK3g-DQwv><)-W0U}i$UgXkkRqj+I$5fcfvjN< zxp3t7;E@kU^#dPgQx!Qj$2m>3ZC|>ar;n9h` zRJqC{X-PpM5|O5KrOVBdOQ~CtnAW6`R4o%x617vA^)#qUD`Hf#(T!}R*BrPgW&M1{ zO{Lbl?;*HMMGVwm}yOZZ#|{grq|x>2*8K$2YHpoH zD|{slx#qPRzVS^p?uu8uDkqh}T8rN#co)XXl4YMVX8LG_78E9K50BlWWDVjTAi@)~ zf%z!)`AIzQ)(43W9yQKIoBv;53)r8`KlC0zf57E3CO#oNA29+IU~X74#!%*u(plk5deS)@{&0v#9O4^s_(s|s$dkZ%;pc(& z#v9T&{}SLi&x{$$(e%;h76Te9&p^~Z`jM!;7`lCkPIQ7v$!K257t$qshyS3alT(B0 z(rwAKfV=8xQ2TP5agi^BSEg!RGIfLYe04MBI@ep(`qs+Ob*`0hUs0+x*eCugbQoif za#bTOhbt!z_o&Wkx6^XWxHh(JR+asr&&TCDm$yp`p?aC37)GAOhR$upbgR3dx&zU| z-u?I}|GP)J1^628y^Q}Q${4O-qvUbK2uA!);Helm@sdFT0+`w3t8a;#*KBdR_S2(WJOSs#MLWpp^*Mpwe3#r+Y!jeEIEmVkU*uCB}tlu+=q|k}T zI5w4ghQk2Aw3r3Enz`p&G@NT6-`F|kfQOy~psJ!8U(%al(;G~auT3LA!=aQ<|FZ{u zP&%L)nqyI!br`?3i9dV74Fkz5XaKQ)5}j5UH(K)z-sr!*qAR~bssPL?vG^+jRJvuF zg_>Ij8M6rMS{^RB7At@cZOA|k45Dt)oNeO|s?a3QITs}=LC~@g4$%-(SV3TDLDUK; z7>vP!+AYr$o*TSDQ~)DW0Jt==w=B!3ev1*{@g30n5zs5bKuE%YO9kTj0}>Db2kb(4 zGzcnuy^9N^E3uwKfI^3A89a;~NKi$cMfn3r%}N=Ziy9W3=g` zLucAF+~})2ys4=&KLQ${s`5hxusG<#f}7<&6<@2#2b`sz~q96HE^6fiW~)~#rR-` zb3g~JM2EWLMIIxUsW>7M^tNvcH)C``6*RIIq!-oN5NKSt-QmH>t47GX#@fP>F7v@3 zcPjwjEGo_$2G8mlmW<|fTY6! zFP0HLaN6}aKBPwK1Ay2$%NjY-?D{vtNWSckk}jzFx7 z->@f>G(^r&Nw8tby6C2$8z6It$+e=%NnDUt0ESB(JiOA$CbC3Z{{h8a1H1Q%ubnBO z=HSDfkU!yU3k7Vu0hkEeE13e2DXR=3ZplimR0q4mk6!E?TnIr5104tnGJs054pByC zM7*|CJc5BsD$6a$qszw=vx+)}Wyq*4Ya_`Mz0eE2Nf=BHH9}Mfg-}q!Oh8O45CABg z%-d_slG299)FbIaQOev$eoTP!AOX!>4E>s<0SZmbNJ>q5hVAnOLG(oA5Q`3DE7n}U zv9OyX4V0`45L+vubPlEih+<2eU|LD1QgotU7oQuJug>a8y zuqdPtOa=r8jFx{y?h|H2b#2tkX?jY1St0D27Ts3m!ADn=}b zMc~L(+;G`gpu~JCMuAc-In{+*c*eKHmsK^Rh;mgavrC2eb&NM`0~n&@;kfHC9mY1V(Tpb~MqMz1B0s2yLiayS-by#oLdV)|awYxn+p< z?80f_R*p0~&GfE);Jxz9l+N*mXE+-DG1%N-(us^$1uMl{qgQ+F4Jh@ir)Y<6IGTL0 zs;Vm7fsG7#1y26#EL*D%)X2lp{l2m3Q(%#$Q{zqkq?M7>*!$}`kDVf}yVH?Hr9CYr z*lb<47`9JZ(Z`v#%F;z0|FhJ*t0%d^1zZqXVk|9ZY|C3v2BaOR zr8THktuiZXP*{Zpsx6*hxYao7+TY@ba9DTHKJe~MoPq2ck$Fu{{_{73K3l}-=sB#Pw z*x#+?T8-+4d^3h$C@xqSkXQw?9NbV}EnrhNM-WwD1pWljL(D%wI1j$A3f2aRt7VA0 z;0@NElfaT#PKZQ(R(~v9(#^A>_@9$Q;caMK$4wNaal@>F;SoC7;;7-VOHCX;S=YqZ z3hUvg&`MB42Vw3nEiJJlhPAKwS=uZ+CvI5T0-x}}1q?DX9V z(@7!=d9tgsbCT&ZAkjWv#Z`htptc1*t5&>VA~W z$rKYuu+l4~l;!-UF+7T|F^3d3*K;+LtZ-)FoCSKtX12PN`C>I|j%K|kQf+PpZtiAr z=nR_4QkCURHYDc@`(BrA-RAISb|xUSI8$FqK!*j?=s=2aggK7Nw@xme zTBwCsjn!8$YIF=yq(;Y706nH|>QjDd1y*IjB$9SKRI%10y47j~=jwB?+g#S3urBbL z?LwI%0klqQ)L84lDGIOonzmS7bA1MkN(KN4l;6PN&lW(2l-SG#Y!M<-Wq{Mdeu{38 zB%1ltC~j;czA%@a8z%1N{;6!mzU=nNY$*+A777*5_Ao&NU(xp6(v}y&D~9BttG!z7 z)#fXMF5|a|?c;#WGPZFP;?dlmtFgixboex9rCI7tq??To24t9`Ow?{H|6yb22ljI1S14JA~6yIFL3F}>IJ`GSg+exZ}97hOjaj|2-iZHB7knN z@L?{KpXe0NNHs|0kEl2W{1Jz`wrjd5@x0b+hNMXqH}U+lHQqRm7sn^UzAqv!jHB5H zbYN`f@WUW~uX1iCJl_peq--dD4kC7Eg(mX9>Q>8^KfKL4D7Q}J z;8=mSa)Ksf*PdMxhc%L23lj=+HnvF%BRl6%oK;tdTxW@n)|NeRz#BpUY`Myh*4`29 zw*NG3J}269|3hE(&6j^Kbeh&3@kZ5Ytg;=fs0mG!ukAeBn(s=#^!wiQqqc7)M1?^3 zbOH|bP&YzKAaw)|1!N6%Mi_)tKayL=YDbWD1h-{cb~w9@gs(=VLAv@m*49#JCts%} zsnM^U0?lIYQO9+Zr2$jpu=ab;>zP|B`l9w~_mvlim%?TaSNb1(AmYdXEF8~qSnI5y zWu|ri@z@Q?g4JPpA5U@S(OIEfO4LLM0ppGZcq?Ms)v8LaR5I_&~ zg2^3I|0rKzDD?3jn3;cMiK4e0>8-s?2G0984IO$+2m1Qf^h-y2vz7X#_is{HN0k|d`QaAaxv(lW-niZ?<)xhY`>Eoxj?_9!Rqe?4l7OvctGGD@*YprNvw3!nx z|8A?g)vRK!Un^53d$w#-z=|n@rY!ev*T8-Q|6L5KwZX=Z55}B%xn`}>iU*EPIcVbQ zY+FtJY7H>DcY8ceGpSJ_fl<%SqdzY$l7fW>3MhDio*Di6^oilmpZ_TTrbUTX2Vixm zt(Dqp2dZMqFVZN3AZ-uQW{QLpPWXw17h;IvCY!u+%Wt>9V#+2NZdjs;8(Na0iYv0H z;v_GohzTa0EVGPG{TL(TCzde62#<^ek_swAhJs3wLn4_ZlA$o!q>)B8c_b=<^jM{p zS7OPCAX*C2rI%d>5+*27f&xmITK1^P9|8~{o||vN8K;~XVc>{1=ir&Ao_q3{|ED&8 z4ph(q3>-kfLUSTokVP0J+Nh%&h4-kWa!#XwN-V9@(r253b`v}<)r5~y{q(fXPlx?y zlrP-qluc8KNtG3YR-q-UG?$Ha8ClKM+Ur$nUH4X8f6ZkMWcKv4Qeb^W*KBfzsf8M2 z&^QK}WRz8=Yc-jj#o1n*islqzrb#0$f~^#Dn{UdP0%3yc?iTNB!01A+F89`}%yY#d zcbsy})yi43(y?Ssxr$x4*i=z%M=WHAZdA$|kHRNkde7ANOg?*|A~y9B*Tx> z{3N5}k3PD{$dXYqd9{;7Vhv^2sAL&7mS2($W|)Cs4GJYddKri&os2+0dk{}rx7~L~ zROg+2^4&L}1R=lx19b4i3f?AJ)XU+EQ_8sG6qV8f37&CUIj5i6^o~CJ@Pp5%K&5)r zDf6^?6lvRPRZUgC%Bt6_2SaEAuT;IN=sY~GwNUpgDqN_`~zp?ACZMVg%%xme^i!Z+Ve$}sWxiTkv>cb8% z9XaJ9uUau-(Ql48e9(;|YnYg$J{B^OjSMn1P=LoQhCq^)j2I_7|5>U?Ga#0^>^cr= z#e}5si+0s)HaMfu&Pw=+5p8G^ulSJ9O0=UCod{_%w8V>Gv@{zzZ7DjU8r5hx2`gzW zN?a47*RW66A zq7h3P3Q(j1O+DJu*qSH^D}L#TVTvLpqzH;j!1SeA{KEqb6~H)sw*w%x z7yKB8;er|wfB3_xQXQaF4|hjV=J9%aj0sI((vElZ!yft&BZW}0(v2mdfiT<&EIQd3hf>fH|GeM z0OJ;~c*R2>T0i3yvMGBrX6_c zhakUVRzvE9DfcW*Rth7HxKfs`+mhu~;>XC||D10)!)fhbHyK#Rh=X(ZAl5ZwdrHC> z=C6)b-n9}d+qbeVHw_aWVoQ0jUYdrpFdJrYs0%^~2`9+DIqkiGK^*O9=Y6p{3vOI{ z`}agJTa^SH@f?u@IWngRinW}@w2 zG5a}CQ)E|XMN?6CFR?;kyaE=ekZ*ZgBwwY;C>a&y$1{lE#GJU+33M zFWr)V{VUV6`C-7607WIjL^d_C>8Br_Hk=*|VZKS21O9jh0j9x<01`T=P~`!&?MT3K zBdP@`!NTvlj7t;i5ygC@2k!*AEme(f{~tI4&^=uXy#O}ScuX}MB)G6Ne6Wwm_GQX&>GUrvm_p{GGj3zN*h z;h<>KtY*`mmX>hdIasi)l_2+6wS%#y!9KnkeKDtDazV!^CXxV$cz8|~gD1)2iH^1I zXDGWgnFJ?IX#rU$gP9Iy2>U6sUsRW%p)M$jTs>Z0i1!tyX!X%Hsx%tq5JytWs1NCT zHXzNkNWdPvN%dRcVl(mBPsD?=Yx+`W2SN{Oikr02ZTXH^``TsH1|KNE0C4yt5^LDU zFq}ZQQcOc);bvnm{6X%^A1)-Y|DV&kM~p4Xo%mCoqId6hsVZ)8P8>&R>wmy(JY1m5 z-vc)uEg9*YX(C+B$|SPK0XuZ*94lE?RxHMWqPk?}MxP*utYqlYENf(0UatiV%FQ2` zmAl0>9$!s_nmKdoR@df1#(6XKm0F(nT&)0|mLZ2VZG$u{#>=R}CTYg4SQa-_9z;Z) zoEXqKjf{Sz(|!I)#9^*A0;K3A?bix+t*6c|kMP#1l>B*mT z-UUDvRM~?+*uw)jL<@uj|LT=ODq2awg-@=+FA5Tcqb-0U>Sfe>J`ti((6FG1L01d#?MFdhEfb7kQ0VqIupc8&%Aae1?*O9|KQIH~4 z&|ogjtG!gSrt+8NY{T!?wSf-Ruhcy$*ImDkcFgN-PKdree|)X)$9;Movi zL6V6P9--MNUJ@#y|FSg#9s~j&e2FHM!2?8K8%kjnS|Oes6+$G$H1t9jNkj{bQ|g%^ z8eRlOP6`{U^1@eFo-u)gS4^IOs$o`Ns$bqVWKnyeOhkA|g^I zC7ms$BbwsybOYz~gJD&o`xJ&U$x9iR9IQ0EE*;b|-@^ zrxi9QLx|)@OeYzhq@%bI9Q~=BNKB)0!~mrPDUIh$#snR%13a`tKIq^+@T5<=XPCJ~ z!l@a3ny7tV=#ZIDejZ(fHcL)&PB%oQ`;gqKo+U8lh9@p)#f{}+9p!v3qX8Bp?vN@~ zx*|GOm;J>8l1@l?dC$$UnJwH4`;aKf37mbtnN$v=H5jPP#2@su&o+GG9w-ESd`!nY z!~kJHp1%abNsdAgV=5OQGFM{Uml` z0K+f9!v8Cz!mDLMYO1Ewgu_KeR7Q>I#hy)>oGF^7serAindByz4BN5I>7B}HvQa`K zsBBF=g2_(g81$5%LaI{*s^$&qoRB1w+#> zuWB4ALTIpF+^}vESaz#u#Uj1{0|!}GE8GiQMys^?U#yfIRcJ=GOqEM3( zjsFcoRK;R~E8qey)WUep-O`*wji}K+h=V_3)M;{*M_ud>5*y%|Db^?(^fpPyb}Y#5 zCdtle_73MGJc7z{FC|pMBV?~26sHdefO86MgVhN-Y$Ttk!(#-Bq#SB>US~;cSo(^G z=i)CzRLbO78Pbv`yqSu@2uP*HLXlz8-6G{~%u-Qm?TJPoY;ez9Vw{Rd zP^H>3CEIFc=Wu1*X2kG6a22hpMq^A)uk$Nx9I6Ma0! zJ9L91>;dH=z+rX-C_@A`Mp^_>&~lw_1|fs$=2Pn?NX=Lm(QF8KrSS>TZj`pMMBUKv z>RUhb!)lI79OGcsXw)DtZ`ow56bTr|LT@8CawSy4aQ+u1BXyj1?|@D49|(-%_TSLst%| z0V59s8*?L~YBCF82Qx4-qiWY0sQyIrSpLN)^-czBE81rB1aGr(bTix<%M#2KJD zSLlh(!ex3IJGYrT>nqR5aB%#_z0h+#{T~D8Qp~gt^8CauO;5V9btgG)J$l*dYTh_$Xq8G;|%Qr4EBJylcvrL0{HoqYv>u}v_-<7=0!XS#pl~Nus$8E6F(gL3 zhTUD~2Kec9VD|=A2pJ}xB{T1JGed4$P;mEUTwF}tKIB6-oKlTzt5krcHgmJvitUqu zvrv{#WrywX0EM2d#sc@PKv4+b;>#_x!gY}l&#*ITPx)!vF#j;@u&ziGE0QW{-$r%- zp!*Q?raf!C{9oIu!(z_G$pp6*oLfe~2LXs~H?V@-D8zfjM@DmF={omwv+hR+NIpH+ zbz^sEKj|iTh%VRyl(ux1&Ik_ao2t2}*lbwX@MvzCw zlF`rml!Y?~b~nWqP$x8tz-ojm#dnSqajQ`A;7HX%q4eKx^=?b^FIBCZ= ziLO>`s5#IvOf^N?9@f)YEdyctsY1ku72HQRgu?iMcYv+>)C<_FTfLkv zHB--e_O<~Y00P`lHL@R$uJd}?C%CT?JfZ#et)@-D4h zVPVI}c@m{bcjzKfIPei>%!(~q zlqxl?)S4Cr`uOW56KGJOLJJ^Rvu0>gr9o>F5Ri>rRH;*`RwZW+YgVmVw^friD;L;V zvB;J+OSY9VwZ)VbbIVp)t5$F6)?M3{ZU0@pd))%_`xh|ZzRFCgGHl9JF=*ASZFBq> z@>PBI^hMofd7CxOn>kmj25ql0!=n)cQ`XqAxor9P;Ufq6@n^h(?Mg#!b!uj1vE<67 z9hWp>;fQVNx@El8CsUu8H~+NhR&>C?bXC7)3ww6#w-ihB{#}}9uhKy8^;^BVU&Wp| zw|B1$SmDvCh6Ag+m@_$J#P}2Ql?%WC!&+3iD-V6h9#1dPXkHy1=8_qfBHi_{QOKjX^l1==&#l{|e{Lzw0 zCb8rbOfX3%9DbBc#>h_?=}|}_8UJA<5L8~V<(5}aN#&9$z5Ei)FvT2GkTT6Y6U{UO zSu+qy+_6O+IXaqKm{F$pf(UX=paEB5`ciE9DNkhq(T}g zrAjSbsil`9-PEC)ZYl+wURvOk)KV=v%G6Yonnr=AaC;TEt+sm2yAa1ZE5)>Cqf0H{ zXba6PXm-Bk3)|->#ox-yIX*P1{&}b_HNj>{sLH+ zgT-SHTh643k452hwC}CO82{6ZoC`DT5X1pzktUl1HJzvc2A{!@Kh^LVfdr8;+>k>L z1+?{6vs7G>G*tj3kv9`t%=pE6`L);H8K3h}NML?}1;-(Qgi=UMI!R_3CHG;{NE@y0 z5zH#Dyd@M=P?==Rw%z_R&A8<@lg&WxtP}6NDS710yWQ*)@W2l;RM5f+MKn)AGAVee3%&I0Q-1o#F#n@I-ro8Ojo#&++oYA~qDxNx7&o~@-}0>^SUUz&M#2^bp7QAB zJpPl|#6DIr+F@*2%UTY{)RV9VUZy|)*%{B2!HjH-0znf|fC8+*44Yxd8ri@{Helu- zoM}*JAF@^MRMa9<{K9uXJKB7brnIHWXh!#{k=P~y3%|fZNLTZbk+!BJelTf>K?;(T z#1x3MW$6`ZOU2u`$Ou8eZEj&y6Pxg$H#7FF5dr~}n*?PiN(c^)dNNcS2vN935aJPp zIFuaQppXX;03r!M-5@1Lxyv1rB$-%zldMc>Sw=O{P14(^Ph3DbEN>sx>JQH)EW-!*nPZ*3_>k;3_E(Ajvil{fzAjbzAB@qQw2xh);&{f(&jtph! zh5po8DREVzqaj8Wz)+<{cc{G={jgv65~&g=VX!PE5lE9@;xN2sj3$Wc%#EQCZ|d3}_4#gheU9f<|#dg}yKsm#J0;BO1dE_6#i?z36a$u~DGyu!qY9 zY12kZ(vkw>6;kw3k&Kj#eJlwRHA1P?a%#4ks;x^o71I}e+Tb#+38;Y}$WYOER0{_R zPyb7e;~W7MsHX<15Qjp@9OtMghCJ@ADfWmVziPS6sdyv3@JCrK63J=cM07Cblv{Od zs-qM@0Mo1MkZJXm>6%hSw2=$AFncV*A`oB?Q{XF|t62IlRx_EYtT8`}kIGihEASDn z)Oc8$Vtni}+4wB@Dhu4f_Jy>i4Nt|=mzmm?C}6JjX#VbHih{jDq%^u$cE&j{nwpcQ zSYqsNfoq;PAM85}+-Gr%_0fJ6C(q3i&t^PyWWLU&8UsBL0v1$42Srpv;T_j_bCGHQ zxjKdvrLKC{TQ6YTVny;%R(yRpU*^~-iuRpEE$}-wORTh|VS}lS6g;IsOu|YBUjJLO z!Q|kc)-9+7G2?}~UDU&A*dQbpHy!IJC_ILE+$5%I4X)Z_cUvSR?P#&(+A)uoyxSr@ z>BB}M`6)``dnlm;c%)1h4i00{T(LBN zwlde6r}(aCabT30$qgLnn!`ssR9YN8`t*2gpaBd#n-4I$c&&V6yW3aH&uR1}G;X7# z+e05+fCNk@cwUYkZ&t^*kuL7UYToO9{VP4hxBEyQxWfqH3%^q5YQ1YTW7sT-7 zHn{F;iAtB@pO#BUk!Ffo08O#Hwt8(hv0o)ZiAa|C#V=gJ-~Ku=87`gT;{U1rrJ2$c z6l%k%g01aSY)6=k1ZmTpy4`tie;eF`OE=*f;fFfbF^{7saVN$g0LKmd-SM8crRsfe z*hfU)Fga^lb9{S_pvw14nFf$mA!LNVPBw8*Z<6`atKUi7uum?m$=zvKjl1Z44fOa` zq}311h;Pyj1g1OFgL3<*T+N_u^ZSD7+&Ig8o?WT=%`yJ4o#(G#pEx?8oz{Pm>b5w< z$$s|l=xo6>5N7F^4zSwE>6|G6r%pV`BR=r&(rydVj*DkTDNxs>A*YT*|!O7He=X@Dfyl*mYYAsG@67qo_Jy#EGl1T2XfFHE+i zrqbr7-lp=d?ZL7w+q7+Oh|2S(a8N)`a7Ik^#O?I9kP!4J3k6{i#-QC$Ecmuc_GT|7 zYL5cSF!xHQCT>iv%J3q9PY#8`t>mhgj_-BIL)K=E`9dRJOab~{N&4u5{4TEk9>y83sO}%sLvdI~E24y~F0@C+MC-w)*D) zy`zEp&}UX;7S601%wZHv%|9SY1k-NqxDEyXNd;-G?kr6?fd2s*erE=KjlTX4NSMgK z_Msp2p&R@Q@stgwh%ijn1QZSp6+!_N5)5v5Y6-)LO$6ZyBaBb>#&3*DjUti?4M!mM z=n6$I3+Jc{ORoz%G9%jn5L&O@>d*`wLEg|1CDgDCdB7)>qTeQItw@p%Nm3?42M_5= z53K^P;vyE%>t{+tFnWbPNXyBHW#YyO<`8ial?$D;Z=P~#m(0Nuiz{11>ku`ODLHYU zu42uwC0!74oV0G_P?1Dd@zIt=e?)2%OhFda66i4D6qX?zvf(&(@j80Z7uf;<3#ctJ zPGJ5;ItC~hrExsI!!PLBF?+ZIxA_{L6-N+8lmA}6v6!_82v^CML+k2 z&JZO{LM4NbB_9b=b`NxV@Afc>JYgaM;)(<)%UyDEDqOA=#zHQZ?R6#S*6vwjWRAI@?k|@y< zh=hnO56vxw2oqeviTVKa$LR2qJJe#Gfd3I;)WR=yakg|J>KN@i;3J5FPNa(N zUlvUoX$LX^lr+xAJFLMQ-_Aoo#xgvU8cBo&c}+$H=oXgCX($k!?gbvF$ncT@z>Gu{ zaA60HkOJBkFSvoB}_e1v8FM z{^G(vTS4w>Xf6f|Fn~i4k&+dSGS6}@M3u6h7Ry2BNi~wB8zwXvK~#ZsZLu^|JUX;l z-QzPxu~;LfSsqcDPVPjLviz(r(3s=UlK&&n?&a_j4>z;nMhy)w^Tjj-(?@@_FQ>!l zX6rbf$w(DO8E&Cm?IlRe3F`(3JQ!m@0Q9|lL9Rm`q_UUs2G|w7y8{*tDi=oX4e<4F+o=6^IC>?zAAk$RAU|W>H~JLt#zuG*Fk2 zPzyEm3?e$Ivv3H(QBCi{Dw0x{whiilJD>I=837PDl~q60BtsQF?QIRqkgQbYR0Zzc zR<&w>?^Ok$6K*L#>q`EL0auGAS53s>{-ViZa3~Kk%JRt&vFUE@c3U$sY5byFz4a=> zfij$R>JTO=Cy*(1A)Z3b9J&%)q5rj5vFsG*FI+Ef0x7Uu@#Pf?1L$D16aLE;asd~{ zp&zoL7H~9PuVh};qF#mNUWt{Qif%g;V=#YfOq^ z7kmL1I^-7n;}!u#OD%SyFg9bqR5e!=pMYT&^=D-J4o%ba@Y=LD4dxXtfr?}nPt(MU zYBm*K0TcxC5&|Jl1@&ixc2A^}Xal7qkM_fg3iTd=X(u%e(%@;k(DVu+4YDu|24QMD zb!;Oi-rPZgCzygOn1WMMYvoYJXiRe4(upzr zwG1({W(ngSEil+m%KEl%GyfMcHi28`%v-HNTJ~XfXy;%fP*~z@Okc!@8Fwom*Fz&$ zTemfEM@|Aw0fw9F(Rhx&&=f{~1U65BAH)F@UZECnpTX) z_p)E5!8n?cH75Z}7E^!}21@-9zP1MeJ5y&cBtUE>7ra9p6Ztc%(Mv^>i_f$bFiww| zCM{pTY^dZGT-Hwc@l1LaO{^#sY_?DLRF&uEXD`ow`{Yj+HBpDQ zX!nPdE|?1t4Nhjlna4TgyU7l^$z8=R*b zW{1&|n6#F7IGT7v9T##t!z#CRU#pa2u;q$}1M84-k`wcb_sf&JLH}UkjKkq{)p&LD z1uoo}q}^Ct$%$Z&1Rzs6Mf`i!hvXMKaKOWX(cqZ+LVR;id zN{P4Du6IRWfjSPed)2Z>ZZIB?TH}n2{+K?oN-l$Y)H1;88BwyFzQ*J-x;*+IYfCFWL0`Y!EfZC zl9xzsFhN6!QS&$~2%)1`p<$b$*CV zi{e#)N?N*4I=6VscyISR5T+OaHZgl7rVB^ zqEulQR|2)B(RUzr#>bb)|s`&w_i82WZ!6DIteGR#aHFn^oM`7TF>`>8)+6s9E> zl3TfJ!5B;zbwkk9!r@5V(Ax91P{aLT!#TWwxiiE?oWxK(4ZOfvE6;HHO~Qt{JFbddQrxejAn zqg=|BSb;)ze%2+P8ka(?VOhVYLhX2++M)pkhPjwaG09vSt##8ZQ3911(ZQU!Dsj@T z=S7B8Nbe5+UcEgI?LP5Egd(CQrjqRh*NjlBr3_B97U=9#=ks<2p^ zlZ`hmp^Mfe6-pTuezWq{q!PS36;PpXjD1k$mr#>ksjkz)(^{>g9r2~zfGxE<`;fgWrxBTAv&ThiSUJ95Of^NnH+5(Dpc6>CuEnY|ikhVgq zlHtkBKi;*)m3Dvk_zCl&BM?4P{^cN#r_Y7i)Zpt$kl$dfBy&b+zv=g^}^$KZ&byX)Aq zYu}!o9=%8upqG+PzWj54{>-ai|GdSTQqxM6YSDsy^lA3<>)(Hz$9Mr)kYmk&18!sB zfe0puAUOB$6&5hA85QB$jC6iT@zlqM|J&E~LvQ zN;SmdO43wg@}NLt+?VsI~7zTj#%0#jWWO-MHP}s0#nP9n_!icLr!f)r7M<9WD!QT)PhSlUl{|- zE2vmx5r)O=l+&U`wy2_^7dhEdLddjq(4q$c^U5Ta#0gQJc|!V%EgEe^P(c$Ob<`(d zDk=>zG0hZ|P(s->i%!LqTFX$t`~u8P6c(i_Q^Y2Pl~Z~aGu1+#9{ZG5oh;+kKFMeW z>LhSwYgQn&z~Yy-WZfn1xN-%87+|UJ^;ckn%{7=|kHstRy#I)~_DE%fV3rwbsNuHQ zXoQ${+G&Ic^4h_^B^;Xl5P*d_1omu=fM> zrHV&Z&1RA>F15)k7!s7@*EW`!%{cqyW6Y3fH+rNl7{OwS)|<3q%ab)qNu`xx@0cYt z7pBBwh+R&-kVazWSZ0=Js!6rg3)KQ+jLklE5}gliwa-47OhnN|RQuV@KK&%)N-VGp z`U)(r{PGJjtTUQZu3UC0Dn^RBj*#n8aq3i46K!qijQ^Mxq)bSvA~k15wZ9q@OtCcY zyiaK6y3?;dWk_@@Mt?MHv2!*QIaZTgLh9nWANvWkU3pclSjd8_ZCa?@QVS@7m?c-Z z9_~KW-HWQk}Oa@@3G0kRFlZJz_ zMq&zM*lir9n>v8d3&5#?00>aC7P^o*9RryRw#Nwhc3l5h`l&bo@8 zGGZuaK}%ZGG6wrJhb{MkOD(0NUtIJzF2fYYfO<(6D%M4bw75%w_?(vq+c3dKzu?F55~=Nh3|vG#;E@0SxIq30AWj3igPnw53t+CLr30FiEnB zq!M$k$HIgwkWq`N49c^XK;J0&vA#T+^SO)=1S8Oy3QORRo#cWS9t?;FbfE$jp%7rZ z^6DpA-t^uDrTLmuh?(cFMg3lv?U0bEMp@@RCU zAZtfQzhgt^6tTd|>4QJ|0AZQ|(Pb%(&Pppx(o(EJ0R$MuOlewE2l1^YRn+N7ve(lS zrHLdax|&dj`qrZwa&c7g?MarJRO zdlk}RBP(JPBju{g+q^- znCN16fAB=iVH5)xP&iwF^`wh=^NHTq9F$<}J*aIw7~lD7Fg5rMcN#?4U;iqM3$X!2 zMGG)s4!avU2SzY=6ztLGJow$kkuZhvow5rHF~iGg!Fc%X!AMpu70)02(jwL!Pwe8 zW_hj3LbWO6_SP^rh1Hcig+DN-6<=KL=yaxYIJ&WnWsGB#%RnVJ@O;>^<)a&`?4#DV zu1dzTSsY-`hdCU(+5eo};uToYN};(_4%}diS+%b8~QK?UvZ%d^chxtS|JOv%IRyk;3XB_@xY7dXEa6S8sWqf=YGAEcr#y|g ziGWcdttP2zGiKYxZ#?s(>R78Rmt{YuH|CHGhLsH_H$`+rR4NBKq|$PH^m1txb5z!U zz;kmGm~$n;bN^t*5UZw5yp|`nb_(_o4$(3#{lHi%xOKmP3#IgewcrZ4AT9e~49vhf zeWXhHkY`EPgVSM_Tci|kQ%2kaT$6x4;PfNLP)f+(*l(p!017|?GsPn_ zwQvw}TmRVeaKv*IO(Jn)7)e$mR5MqB7PvU705=$cNEnz_H{x=3CP<5tE7G`VOpysm zkqf}U5l_|)QAUB&C`&AIR@o>J%JK>uxFTQnB@gj|P(e<-rWN5}4^QV6%is%`kXL%e z7HnZU-?fmS=L&C>4|Iov$-oV4Ck}Ad4{-KoOV?)IkPN7_4E9lyVr<~7%&0l zZU6JtFt5=;1tnjXxL+o;i4NrjdEkkjNJ3uVP{5&lq_~S1b&9DteXF=&t>_%D$ZsfP zm@VXQ;HQg{i7~{19|a%)=r@cBG9Y}zW$uTJsYMchGk+qnWBg}hC&D7__?lnR3f5Rl z@tBRtU=RC{4RogyQt>EB#uU&Zc@UV6>&Ox^XMv+qOAvT-TSkv1@hJC5HFL#}6Omk< zFbd<~4=dSReKAWGv5?=D3a=0gt^g?ApbWo|6OQFrs?(nC=_jr*XnF+;xv)A=r4OT& zf+dM7r&Bpxv65P$3Zf-i_L&W3qnl3x3^f^7mqbgEwMPj7e?B=(TN5~Z@;fS$A^%Ep zlw~-b)|rMi$auQO2&$kuIM_#FfeAk+5nAba_EZ;n0eXJ%qV6J=%T``~uzJo`2?Epz zr$Jtc$d*Ft1^oh-^933K;~EQ9P`EJ~@db){2}1hC27l==g`fpmKpR}JrD>3*zX1p& zFdUb8L>-fuW*U9<<{aYJe33b(KjeMzfs1a6G5BEs0$>UP(wRPUAOunkXd;>^wp(g~ zBJ|gc8P|a+5j)2To6{(p4oI7|d2_}P4t8b?t^^GB=q0Z(CrN<`nv__`AP^AvkfFekupkRVRw?bdDF3P>6=LLt z-+3tMi3}5Yd5NW)WS0nu%iQ{ zu-KNC)b?IN+K6ee8`ox}0&|IkkO!;b8wE8&Bjg!S8l}F0rJY!ASBj;x!3A2tvR(S6 zR$x&D-~e;lLS=fUXPTxfW0~)U9wSw=ZyFyM2DI!kADbBN97OCOIXjM*$*< zN+K_&nq>t>&uCPPdT|)KsYVHa*chojwyk&bjf~W;_Bc5y=@sDsYyZa3Ro!3@>Iid1 z0!9}xOH^}K1i=wKrW0p(6c}1apLG>m!4-hz751Q=SJ`X2I!oaBxVV64x_L~!(w@dD zM&3zF%X*^OfS)7jkvHhAu&@J0*bT5&DR07{arIf3Kufk|DT@*d zsYQmzgQ|Oyp;8f75wW7#M7q;rujE7)flw&LWf8D&huFe-En0eM(UtU5K<=cLitz}Q zPzj*GqY8VLoS{GyTfVIkFqeq22n8@4t1$f3dk{6UBug7w;01mO8gAf;bs$kIi*9MK zr2q^ZKA->>a~uUswEA(gIGdO{+Z;UWZX$)iE`)uy_^)3bf||5R zVge}nP^xvSshOLqrGhpS$P)7ixO?Km6>$rnRh^7Cm2?(oW+sAUfi0?=xsMB;uJ8<( z!wi7to|nrwnX9UlLbm-dSczpeYseLbb!MQlYh(NhwNP{0+PU~ZTwg0!5!HByP!HO?&D`A0+{}s%<{S^qVftpxH1n9nVNw$9lCc?7N&3!wylQdRxOnq72)LXR(H87m}%vM9_A^ z55DjxLsrE0aKulX#O=Do8H!7MTV#LgoFfqmvttofypL!2pVQKju5g`{iYH!thv~A! zW4w^CAWGd(tQn%l|GdO~oG9vvgV~S|`cRepKsK9XE#$Pkyjmz=$hzB#53$A&l>|PU zlc?6y5<8JA$}mi(z`K)kMzXZTw!0AJQ^^u>$^V^jxcwkb?1PngxV*E*kfMx-q>R0R z&=;VvU5GfAtGpQZ5*Xm?uml6xYe~!H+Z${^2*iiWP3ka#nK1TSZn?3`!0f+Ws$Y4a zU&Y*)y?mwp+p^94r9QAi3eaxVY|aK&9nt5_uO$B)ZettHjQkb;gw z$eX7pe}gm{rSY4W_~p#OEE`(jFvm>H$?T;7 zjHN6~+FU?U5isWuAOLoL=LC@Fc`nVXjoZb6&9NQm+sv5Z+#I$2Zny2{8Z*ww!EU?_ zeh4gnN@NaXlC(?Pw4y02Dki9W!rVtPhAG^C(LLQX4&R1i-JwD%rZpt-xZOBx58_ZM zutVdgz6qAo#jg;#prhUyy_}PxEdNtu))!GKt|QXmNYa;(-`@GWP+`0wD&VJ3Sa(I8 z*m4Qrh2Y>73fjKyw50308CjNltkg~66`mm%PANRGo-sI1A3j}94W15a?g?QG-H;Ep z5DR9gIjb8Y#NO2!!l~U85u2bV!k(O(f_5rhCnrcPj91{$Mb~G?ke4uB&qd0oSLCMr zKZ3#J@lqMxTiE_YFn+L>iEZT++Z(nFzm{EYj*Z#$TiKRvLdz^M&aBz70l>nn1)k{H zpTPz`pBi3(rEV_tLl0njpa)=(^m$00DsK!@+!tj?D|4&4XSK_+Wk4 z$5I3ri?gWc8N=u+1E-Kar~lL7iy_v*Y?N^9Cl%N;TTuH6VI9^h;^_;~J^s8nWAvH@ zzr?6+$a>V?A)RGJk`uR?o5(Qhvjhva?x{l-DpF}!>KM2Ba3*5%>yi}s!+uM2ckCpQ z>`RPQyJIJW71vA&pasr(X`$_no4Vh%?X+JgxbSLkZMl&p?h_90u#m>Ysv*9TE3z~e z(hEP^e(f0nS&6c(SSQnscKX64X^62q4O;U~{Pf&~p8Op{RI!ZcnE z7OcZCAs31jEm~A~G5-x0EnEcY0U0u+p*d-^oaA^?rAjw$>U2~H1`NnDWyoM@GGau8 z2m*WxAP|&50ir|^97UQ`=~AXmoj!%i6oVsr?W|tKnl)=ZuI=jKqZf%n)T3+GkVTtT zEdn0?{H=u>SMJ=krCQK!(V|qTX{FZOr5l*;v=#~kV5w$JvEpit9XDPaS+O)=z*@CZ zm06W3&Yw7cHuXug=S{Xu-$I=_wdhTyO}~a6TQ%y~wO_x&om=;A-n?6HvSew}D_ggU zDN_bbxpHaEoj+fW{CF{A;r8`oRt%UfTfJdz!qiC|zhuH+)j}rDUN>aj?CC>>Tsd-O z#cp-)ou4=``v3iv#iviZTVDC>l1uc%4VK_62~V7TjKKtx;KCb*p9dvm#1cj(nS>D! z83`niP(neaH&jj>F~t58+~wDaKTBmjIfhamf>fdefS}B9C3^Ruo&$syX80FwB&F& z1a(X8l`SXiGMQ!e*(aF@gWIq}B?l#R$r18cHyI1)GWJ(yb=;9`A7lKb7|4gL z4F8r?kStV0Cto4^#~))frkiXOsj>9n;*_&Q-C%*m z72jRK<(FD&aV5eCwH=cmas15iPDY>qu7+l@R&;NdH&+@8?xnWsT*ZAY_%*LPH9Yu9no{CDKA50y}c8)Txe4 zW8xDj^w0*Bs3avPkpjBhKtXAdt6I}a0~l&j6P)k_UqLC##V*#bceHR|FBI543N{w9 z=tYGIW7rLKxWlC&%wa8917G@LF&@svEDBHn2_hqn#CYsuAX`i|Mh1+MWo9&2#Q)-G zTJtj5Xz?~U17jG)HYd_)i8#hN8-0Yf#;?ilKQ8JAGJa7c?|h;Y<9LyTEP*8?N1D(u_R)>vVQxpfBi`?p!3{iGXdlb-MKY9Wp>9A(LU$4r z^qv=@>b25(ps1duKEyqK3c`CKG9Ml;;i*al)S#KdRsD7aEB8_25wY?^ME~VS2tnY_ zqPx;xMis)W{uPT@UdTwW+K`8Ik+dawsKXXGvXKOK(1Icy&oa0*)0w7D7IP4U1wW{g z47Nn2<*Hyugo?lr!mA80z(T$51(cx_pooE)3O-usLKp_@9{1qNJ>G$jd>E{TrFiOG zdf^Wqgw?DL^Pvj!vX{R61p!Vy>r>1^6aiS{InrRv6CD$oYA8c(pRr;V1sgL{%%(QC z&?0fV6Gq0?=8$CMnVitb$e=YxXh!?lDN|`k-oyeEr?^@t+G7>DNJgfuJEkxYZg=+Ce)wrY$LxfKiYL$LHA#278D-#LQU42EILL5A8eS_~ z$vfWRW|obkoGr6kBSp=#mxr3sZnKEz)}z{L(DFIPhhiO6UgD$n89)imc zKyX1Mda%PF0HF!%EJF`D73xYbc;l8>M9NpjvXm<#LK4o)ggy~U0SsV(xIQJSS4DH0 z)x733Z?&s5B+E3)td_C%Va|7!iw&O&M2gu3FnC6QUg(O6yZ<&vuX}Z3YiS3XlnoY( zn=l0!5gW5jAhNMId+cM&csp3~hmrkRV}N8=3}z&QPuXxJZ(JdsJRWHhB_b_1Mo@!D z_+u0#AOSi21B}?}Om}2+V{IL2pi6w>635MtCE(VLOD-rvO7kRfnM9%;>5g%|B++tB z>7s7XNO;q8C3UMS%j=@Tz1ck+lWdDQJ3aLr7pg{tbR9w;0vX587 zg)*FiAIks(7q&n^1J*$gfQTuwvb>T4nrrJ{Px`dpB|;x0)m}^$GoX=jW;VCo?OgS0 zoYfAMKKR4VbI1Erx&yMZu)82FD+4?lgp^=|AN;`r5(Gf74q4CxlaK-nq6nT! z7o7sTE0cmK{5p#;suJo6Fl#C@iz~KsyDm&KxP!B(u#3E7in_ZyGDJh9*tri8Ni|=i6DgUF&r_3OBer8hw%s{Bh{J@r z5suH|6F^WvM!1CLyDn@SkwY0C!a*hBsf_CrH&|GlSxSZB2`}%P5%7ziL7^uVsUB_f zwqIzGePFl?={JM}5m17qbE6Vr;*)T=zgpOmE&-G4P_N&Cg;+qwR8Yp{x&==Glw2ef z4QoKlNfDBhKnAQ73oI26O9ekWG0Gf!4 zI0>S210X!9mw3XhE0@EZHD zg+1iM#|xuC+=M}lzumYIFha!3%aTbr5Y1~u&RY{TnGs{y6J~k^SWpGuK^}fEhPPzB z$|wd?^9KOv2URS^$C5rENu%kotyeIRPf&$Vc*j^Eo?OTU;Bf_GNQQ9ehfPEhTkHm0 zR6xyfK3^P>R6q?=vW|Yhh2fFSR>}{?!KV{pP4ja`#F3>XA(UyP#!@OcTN<1L>yrgT zk~opZCP~ZA`47(w2YrCJY`D0(Ngnm`x8&kQ;d_Nt*boJDlzqxDO2H@Ip)d$6ISQ;m zfqXfFx|9$@$X)Tkg>1-Lk^dhR>y?Sr&tU0D7NkKOgF&P-38G_3o5abaBZJg3ge8;$ zl>|aHfY6rE15MZmBh*PLi$ViEP%FDoCCoA^B%vmVfCu;qw1X=Z8cL#kyEjXVv`Wgh zV9KUML!?B*zKe#bRH3;d00GEKt?WuX9GSKG498;)vcxpRvV^llr2H@qLyV2Kw7kd~ z4!NAm+Cn$cQy$>)1#WmCX3`@qfi)?q4toFqtU;T|93$TG9bCW#W?+UvN|T?7%umRK zXX*rB0Kfqg69*EmV)~Fy&?IBPN7O7g)qIlWil#A{MA-zl+RPCMJP~cvP2Kc9MERui zRFT{)I7$Vke$$X>!1f1hKk#>_dMwq~k z!vjjFE()`-NBBqeTu=5C6;CkMM^GR236=Q#6)%|2hZ@28ksoBil{83}{lr#@;HZQ6 z&vapfbO}%z11b#)LLD2I1D(kPn5;(*&5*gD2D=k=#(4{LmYW!hVGU zXnB`1@Btra01~*Drb1Cizy}p2N~1iOvyf2)$f1Z;JEwBdq-?{s0=#`em>o3+AH6HY zLp*G{1x6#%m@!hC;hZB;(%dLSmvz$HfYMBpQsU5sDz(xXp`E)dux@aW2iiARb2dwe z1y}fmaU2FR1^-Mqy*=98OL1e=-|@_B@Go)5hkO9QY>+rKfm7l69pnixK2@FnGrqm~ zQ$7&@U_hV0)LbOg>%vs%TP|#L5piJDM(quGM3M8X#<`_bbz`OQ3lVqwE=k?nAF&+w z1J&g`F4Ul$7>TB2=!ShrFXjQ14iVKymDT49g~b8ST!oYnsRU5qom3bRR;h$wJ-H1d zR)j*8R4`V9JRfGw&pc4bg`_!Yoz`p3*4$-?8!MJ>ZHaHiF*oo64%OEgEZ3rQ!sNYB ziU5SvDqbmYgLj2jHc$gL&;wI5LVGnJYQagM+E*@s0-oyED1?IXl>#V0U+}e-E~|l_ z$d|WLm=tB$HFN)1vbfkZoLGugyZepUsH~Wcg$pt>iv-XZEC5-py zq;JE8H3go~0l;u5rw8Jbuoc_uSYdGx2QF2e>ku8Sl`r2J9@V=?CFuk{Q9iXDIks(E zQgWr?d4{Vo2S!z#y0xBO0)1iO)ioVuV34T-25 zNl<=5^Ce&O9baKS-}K!w5wZdSco+8{CN#+?cJO5j8p0XAjPH61YYGw_i2^V#gs;N+u9+rQ}L>Rzhe5hK$x}brzBGjz4@-c;*m#W^M%8k>tGR zMbzg;P{%GkVgPgy1pt5-ejo>epo)Gt0MwRb_yvk{13&QFF;3J6v1w%Fjhx0dR1n;r zF5}jGg$RtE&P8hX`Nf$Y<6UwvdJ5y*i0WcY9IeirK&T!=O_Ag36zJh?Y2{GX^x6DY)Uh%Z9FsdM7QlAl1d_iiZv8~Li24O4bqbJ3_dJw;Mo6!0hyTu zxgE4@?orpiSI83Mfu=W=?^Pe9U311*iiN)P9fWouKY6AYL7HU<2LNE`XW)ikXW@SM zKlL_-8vY$u2widurFbi(pP6CdfrVCdMaBVSQ#acHAMimn>f1zcLj}g+X^|Isa4$~q zFt%_DcdraDxpfy2q$WQ%p4);`acTRwSEN){nvH|IRG4=0+?X&KpTK|W+?1mPPe}zG zZEy>it$Ta0zs^ z7BQCvJ6G)KjnF!9Y*GLNlt@Br0R%FUg)w*r3%P7*;p~*y^YSHMf6f1MJ>T=t9_?jr z=0H#F)mDo|PeVj!^uVinwCLtHT#5v!%A=Tc;5O$P!Su#^yiGUm369y_33XCu`x4m^ z-~cXsBPR%YxQ7#B(Gi^(=2`#&roM-qaB_ub*pnje6I(x$^8gYmnFn5fkyZb;;W+{Im_c0ewX=Q#y`5QmM6lt5?%Uw!HGY^bAtlGY5ytGRFp$7#&n z91ur$GlqpwxP)Le-4F={5BG4T?rC6{cX^^G-C1yWPaMm!)!*cI7pK(=8)~kGulmFj}QO(l^pDkEZ338GNLni zk>AiV025KLbLa&KH3A0;+)`&yGJc4>Na4ao3K%lS_{rh|28=9z%fLA7=<%TxC{jj} zEICr-Nt94lvRrBMWyvyQ1R$ts^Cr%mI&ESYmG2%Xm9Ks9(pD9owQssZ!I@inY0BO-%utq(PHr_b%SN(v$(a_39Jg zz=1arE^K&{rA@CE+iKi+@nTq(EKQmO`7-9rnm2Rqj2RZ_TCOxJt1*p+b#EwfOrhON{pO-+#(pH~k4HpdbYn7)T)V zfg&C%pnx(TB@xaS3MKTt0!uBo)KZHq;p~&mhV8+kSt{R6cw#82V7MWREr!@0jG=%M zh=DZL7)XQ_N{GseE^Y|SE2#`PR$-0%Zd5$@(+j-y+Iw$JZ{fS|y)CSv7F+(p zg@6E9&~+Cyb?JqdGP>N-ieM2RR@h{enF5((k3l9GWtMsNF~}iDCYmd*;NnX%-SnCo zY`Fch+ikgJQ=2&Y*!-Gntm(`e&i&|C@^Q#f#>gb7H1`}b()r`hhu1yV*L@61J>Jp4 zoOktleYpo8g!GB`3VweL$;f{Jj?KuIH!A<=Alqz1C}G#2sHo(Ivbcr|j3WlQSe7PQ z$s^r9zR2X3HF}9-jyZw?OW-cLcXodVHnJd=M>4)7lc2$pN|ZxRNu`x1E_h_&X`9}q zoNz`+Iwg;^-e&5tm-#2{ZB*h(C56tf<$wx@)h4cyH?y!xCi19Ec>d%pev?L{UdjIHZRjm5_o`NFhOs zt+pqTg#Wh!$P$u-YhUF8%01Ghz@e;*DO%ANzu+Y=e?+i?7K{o6FQ~z-6rd(8;6YlZ zF^x5}pkN2HOTre$u=bcjVuP6&VkZAHiHk9&I~t3O3_T{Y9eyk{By+`Xa?=fQ^do1g zDGnw^bcqaHT@VzY+^HxEruf;wdsa2N~Q`^pu!ZDnG7R376_yL z;upv;#xno_4u9~Y8%|>n*rujO`&12U=V8y*;v=6u9%)E`NJui!Hn!7ENk(mJ+uIUX zA-OS*Zn)?MKR_g+BUP?%s0ba8dL+0E!6-vo3KN13hq%P0$cKUx5|Ipqwj!k{OU$8L zB}EjO8O1UXpzB(dD1jv`mF{!~!ox9TXC^cqsS=b})FUcE2xZD?ceT?KBy?v@KP8V+ zYye*H3gHLh5wDxbV;(vk0<8b%v4Ne^n_l%i)sS3`s3i zgN<#H;R@qmf-rTkV=%LH2wc_LX;fkk{HLhSMU;*sSFc^B&nhml`=!MNQEb238n{i@~U)m zl9M!d9|Y|uviuPQj((Y=6G^B<#0*o~Y=k;$n#m8$^u#lv`3UOHZkx3$#O<_6r!;WW zoXPV-9l$v}ayqIG=A~3RBN-?`1u}<0h(k5Y$kasTN0Kgdp$;S2AOAvZ5&-@Wqb2TE0r6F?kFq$V4;&av zwPMm3)0ix1sWFaoGL4!LfCR?COTvP@Fr3=r7CRM8VkqX*CF`&=Lv6BAIioormdrH4 z84hc_*o~i6ITQaf)Xy4?Mp&(qxy|&AnoE&G zE{>SHTu)Pia;a!Gjb4jNFLBpQZFqzySl5VcCkhX3P^NdcnTAS`yAb64(|f!5JK?RD zz3zRleB*t+QOyc^@7%8&{5w8S4Rm{IfED#twZB%C0T2sraJEL`Z-GEqAayXrAi^Pz zirA`uUD*FZ7e?&R467ug_`{aRQ+%%#vlygGabQ($oMWlvT?7!o zC}N{fOo?uUXLZiH};(IJ7#u(HzED25Q1F4twk)(0pZ3=qz+-=O}v7fJB8L2MOu$ zFjhd6=7*&*U2C{qR@I+owJU3Z3%K_K7p6uv=^Vt$`OG#%g43LcWL=49XF5!epIfd; zSqoHLda?*=ws>+G`YD436v^?@ECW%A2~~*qlJr`MD)9*Dh6xV{s&?ucaU|?+8=9&6 zcDVn;P2O^oH{I3`lorxk2;s5!QRa;|I$7lrT;=zj_ZD!zpS5pL;j{f_cz>-tHE>py zArTs3usk(R5-%`(SnoH39T)=rfCR^V+!h!_|A?5!eOv)zl*ri&$(3BXxLC@S0?qA2 z%Vos{Zs1MK90#scDZm8*5C9e^1H$Z_P2Gjh85z*Y+0Y5yBoy7pXdRSEnW(i$mA#D2 z5K$3fS!#HZRF#b0*oV}F!e3Mde-w><2o`#Po!E^XFzA95G6`Q@!kdLc+9BcAaosD_ z0$3#j)OEu!Fikf2ouK(u-l51V6j_?JA=Cg~;GGDANSc5ELL#^ZAV`hwMe7 z=FCWRc_Om~BIPv5=t-NHAYbgT3F$PS^UV&KM4v5=8}(h^_YF#;uv_=#K^@e}rO4ZX zY0CJ}llk3SzXe>bc!U%@0sr+I!vUQ9frR>LLH%jOe^p!pW{(>*+`mDX8`QxZsKFML zgtuhR0cKqOyhKK6+yZ{f1J+9fO5jmYU{!eF2O_{#Xy86xpu7AdN$E=gkf2>4LrtNe z!X!+?bcbQM;0rR@a)1mC+TeyL71K#kZO9$Z^h|9`UCGo!S>0V%hatuhF9nH&lNH;tKshOcnreT%9Rn@p59(__A$|2#QLgX+4Ae@40 zNY)weFgGAD&Ey#t4+9lDQNGc*HX zHXb8Dc>x>jSM-?A|KXDx7+5npV>E)JXP#q2j70ur<1%zgMJ1dRYyoK!gd5Dk9GHP= zHXuqI;1&>|JDM0e#-luLl#2O;Jx<`safLp9U_S~ZK*AVvS`b0@*c1P0)y|z@L%zac zL?jGO|gCAiUv>*xt6Cb~5V0Te(0OlO(toObvH zcJ`EZw$&tXr)NxtaTvoFab!orMr?>fRNV&E{g8`pjwi*ZeCh|C*=L%W2ZWN{e)8un z_@{{ol7Ir1bG+R?fRQm&ST__U8aC*aJm|5q*@VUi8qT5Z9hV?vXgBD=9#*25ELW$U z;_rpp4ax#HOzVj%VuQGAh1jUl`A8(T2`ie3>oj5{iXg$VU33T1a z>mBKevQ30AX_K}AV0wa@G#?=>ij`VZ?~t1`aq0JQ!SDY>3L(@1A>_fBvTUP_sieqP zozB;quBjA!WBWzeK>Q!9*e0D;e~vKc5GC8R0VxE5Er4#TvfYbRD>!ZM!Q z;48Z_ENB>_Yb3*Hb<$q??&8qi=h2?O#?G2FU$g(MrP9G#v6UVlqGgY=O(-?&XyvGl zRHDSPQrl31AXscQc^jQ9ik>iEBXlgEd@SuCPnM1>$##=EjcLk83d@Gd%Zf@JlTEd5>CZaEt!RP#uqHGT)cf7$JYgf$wa-e}3IoD~NWf-i9x(dUX4N8U zq8bEmf*jXw929^p3$w7;jtkkA?b%922r}o4!7Yuc91ib`+!{>Xnjl@AYO1QLcCJ+n z{;g)9LM>pzX-w;ufn=5S>eVr>$n; zrM~j3D1yS0Cf{IgTPp>rhRg^uNu_Je=pzBIS9(HUZgTjpNwYZ!?zoBh)`?-(3ASl$ zC2X7fzAyaVNjE`)mey~j7~}7ZW2B^4enHQejw1l0DFGKVuH3Aw;FF-b>CW@ zD>!8`bV5ji2GWsa72{o@{pf&P0w4bkmfvkLAayb72Hvw8O)Zcy+?_En7=up!0)tvf zRXQjfw;_wTZs7eA8ZHPgN!A_igC-b`F{$hB_MYgdXdqVdAp4Nrm@XpktVrnPe~9c(PZnqL}pMm}FO?$RhLx?D(QGlWtR@K&hg{ zaw8n(xzX}_k=rA@8!l(cnSO-O^0LYXBfYiLI9883HIFe@cCdJ+G9$46Z2?2bU;e!W zHRq}SfD0YPK{t0T3TKN4M;JNULDg>UNIbzhe%Nk4#0r0HJg!hy>PYEaw|L@I0^2x~D;{Q^=*cS!&m#~5VApRn zRf1vHFEQ_OFQ-@Z_^bT#1A236;}2)+ zEIH1B7f>+BNdeZ*wiN#q!E0^-6c~Y>w*+qoI&af6S=ci^m#se=_XAm=K(^d+KQ~D| z1*F4EbO%6QRkw97Mo(!slbK}2e1a-mB-4$05M{%axdLUN_kBc}dVivLw6}YU^nk?o zOV9UU)pr-)x3lK=caWvzC1~XlmaJxyfNLv(7r0NyMgipBf zEgQMDi8D#8+-&tl4=q+Y%-(eO4wn1`|vzvJF&S3`%xk18~!W;O}EU4%&FqR*xbPs}QxyED9 z&Gws@e|bSM1Zw|Q9Gl-M(OUDOt^^?X!!c~_JC4Kw@*iu{=4-b(5?ovt5FprcLC(9g zp#OXe7lF_#fp0?~a1X_B4|k%o%U0;{J}&2^Z&2Ds{aE}90u+D%2*9ORcTO!v#c=x2 zndB!JM<>YYGH}B<_#n$b6{;5v*d(#4Z^lRCU3h?!toO%&Vu-EZx=OdlV)!V2M{a@` zjfMcjf5QeYBw9CcrG&b%Y0ZtR`Tc=60(>mH==_y~Knb!nIMb9~wOji#k$7f7FC$yd z4Z4D7;a1}Xvgva*s=?c;8@m71$-)mx9oX{2n^VNotfz!ZdO6C)TY1KB{Kh|6eu4aEbEEu`@X*HTp>hEr z*uyfoyvM;jY$kBSg|MNv`3hq#hn2*muCPP&ywBf1Kp+t~kRZV#2N5PLqGXH!1P>ub zlsJ(hL=2JeWyE)nV@Ho4LEgisFA{}{ClO3Txsqi|mwo*8aXFJ_O`A7cu33YVXHTCj zTahY<%tl?qm^TEHMjmOL4<<6D<8XMPI` z6srGApFblO9Vk%eTaIhtdiE6;uwTE7+1r<`7O26u1%qOI8Fg>Vur^<6^tn;)zMMgM z0wqXLAVGRM`PmDjCqh?H-||68iqD&_V_u)b5c-3M6ks4j-vx z!b&!5Lpu|*LovlRSZvY77h!CJ5JEf=@sSyEEab&BcYX5Hbxe zm~7I?C!u^&iz%mc!;L(!%!3U!tn9MOI<#n#$}!0-)66r`BvT45q>#c3HQ+P@&N=_- ztTWCnywIY}J@f+Nj1uCK-Be*c4Ac90yNLGaya_FatF4`!hU3tYPpOS1+>DFN@f=MP~ zkxiCZos@0X*@=WDfB-C%s`e;gYZMD-N zL_`rAnb8kI3MnLw7M09f?;y3vn(A~SHAG_ zKvaN?f`0MWze?kl-V}^7mPr_9fRl<)aK>Q|gBWRS0}I|*j5Vl%O*iORDeP_94by=ScV+tI0riRh?&d+Q8fYC3}-phnS>D3GoRH0X#D6#Du#xfqTS~} zNK??#9`PU+;h_y;yAXds!89diXFMT#Thz3MMNfDlj5G_I*xptmGOmq}ePmJFXk;TC z)u9eL;!zv+mPoyEAq`r1gpt6+BSuQHaD@w#n5bkpEm(&gh^m<)$_0^E9xoBdiTKIJHQ!EagGyv9^sxzYEp_8un#BV^9MWO*{q<% zlb$Y7Cjtsk01_yp7)z;EF?8XSNlfJvnZU%i!ZnU@?V}sUa0MnZkqK2C5P^1COuQJ; z771?DUKXSw4dD_94F2U6H+&2S4d%fQ-Xes^xddCLav0_$Mq=x^jA}gAn_s}NAM^R> zaonOp96AO#oEeS}RhAo;F^4&NNQMzfL$f3{tvgK=PuRK`N5=rIAIZofXSQgxDEfy# zakQC(UQ{4LWc7@&07Zk=n4Jw(VrpAI)V)3K73t_u@O-iwodd|cj?_BSDdGbB@&KCj9dWZnhg$(`f zcfZ%Vg)0ntP+TNK9An`}IFjLtPN)T5mbe6A=!L+-U{s?VweSRg`qPk(RAfW-a1KA% zQW6d{ri_?r#8Rlj(-@;4`}l=#jKPigsA7hL`HufzZcI{}n$$PI+2K(Qw6di()v5e2 zMpWbKAP!kItOd%C)?kqyDt042bJXH@I`jxQ-t|8=Q_+dWSjO_qs1aNKPn5g1#tnf7 zYZuDvo99?Z0h!1|e&ynKDnW=w5SGt7N`o8f@HR*&c1DeT>|>*(g+f4bNla?AB@c&5 zG-DdD=Z4&QZc;ZJi9Ix!3vbPfJ)r8Dz1K0vq_it^<^B zaV<;W3YWOWJ#O!!yUgZRYI#=xUUr$A5P}#13}D~_cD0KT?jp;(;2rO^#aZ6&(Zs&= zJxP1L9d4G$SKRdMHUXZ&kACz+9Nfr;G2s85-(TRu6{lE6ZpS4KbZJF@4W7g$@>0rR=wksxtt1D@T1CC?oNj)5%deubw%4j zQJu*{=A_3l%AklVi$D|}&R7V}Zmx(A&5a}?#N6sYh`=4% zv5D4#kstx4%SxJ*lzsx_J_)Bys{zoa^fa18op@2J_I9Tp)S*PjYCn~M497SI(Zgk1 zSs(%tdf>w7aGh&`@Q&BSB^0MTRXqPGC`8wz|I~G%r)-5FfmPRhUb45_km`LG+v9D= z@7n=R^V+1_<&H=%{J{g`FCQZJWIjCSi2wsAU>IW|S3mTT4{@BOV+Ic3g4Hq=sZ@n6 z53Y;A3xgPdAAF+;|0!n}o*0KioMbFb+In6gLe5yc#2K%S$~f+ZjN#)*CK-sX8)_jF zh9+fFrioH605OB*Hsj8c3W#Q|<^TbPG$H47ZaWNw$$qX9#_FzI!7KKm7KVndj;=sN zQ0Xd!js$_uoX$lWf#=8!=+20a)~H4F3}?2i>%4A{zKlimEb0giN8)D9BE;;_E=Kl7 zM)K(Guw+K&j_&rx?))b2D(nBUJdM)a1kk)B(*#enBIoeVMDft@v;f6Y91nNo#8A8- z@*sr^zyJ`!;uJ&ym%!i(mWOw`0CqyJw`7TTNRLp63s1J-3^;`lj}3YV0-B^rR&X!7 zRHgQ8&k?mr_qd7odM~_y@Auwe_-dl~m=F1m<@w5u6j9N9gv9^|zzWW#8}dOP^x-S^ zf#`_N7Wa+cu7X>r0yF{+{T4(00E7MX!u{T_;y5f79*+JF=Kc-{!)Webm}-bfv=uFJW4hPc%2=l6r&c;PJM9+@!2+i(0 zZshEm5O4NI&)!A~35k%bP?0d}?jR}BBFhXB&kf7~a_S`0y2S8CiSMW+@m4Jj|D;VC zuX9Wdbs!Ixpuh->pbQcrEJWe+xS*Cyg%Eou5OHlF2(j0&vbYoxxrzr04nmn;#Z*8= z_OJ_jka8?zk5)9XyEw5E#px44Q50z+`cTnWRxuUT>n_iy6$O9<@+;nqAse!R8@A6} z(jxqP(HB7j!XoT0(y!ncrlS}W;gFGr_HU&Af?}NUH=r^9q%r<5t{O?BI3O@Jwh=Y# zPv~Mz-4IX#L81Qw8&G9BgX4BAVWMn;0-+Jqu^nS>Wt<}rWUFKJU>+UPXq@Qh6!Jgv z$`y`*q52WaYLFd0BsrBcuds+jQe=;WkO(=FI@1HLs)o*PFgyT~A~~ZHbYyJ`;YK!c zBR?b~V=yHDXm7kA&_ra=ItwLJGH(cHvy5a8z+?+yl5+kIa<*hnLdi-FXFxG$@nS~} zSIzX=&<$Pd)}UYs>X0dyU{Ab2Dv6SJsIs@F%k`wPM7QAAw%`e-$snwfcP6ncm5uhA z%?Kz_Ep3G@t?eD)az}ae6GL&^W}*eiZTaj{FTG6_jkH;uPXGeI7>o(A}quK9GOhV*kj_#3Kb|JH*2s4-4TeK<2e%HD~6Leoz6I~Dg*)2&61;v zysAcyj_1mw1-Y#2NF>bGW+T~3Ye2yw$!G>2k_db5JM0RtfRHojsE_2PJqgY1K7?-k zs7L%vk>c)c04G29^GEg$)C{2|D~mx9PYd3JCg;RU2ro}^l1b9=m3;CiQH2d1PgCRs zL_rSs7pRx}ND%R0T${2`P~>+7@Ch zsm=cp-m*sx)<^LHNM~Y5jZb{YCrRgvE+N)gbix2!5x;;z88TKWegPPoqDo23O5??0 zBC|0g=rIAI0q`Id_5w@~ZcIVuGT*d07)CQU)Be_!Wsd`5;51GtVNP-3<4kJeUcojf zA)>$~EEp;QOD;B5rW~QM>JC*m*KtvgqY@ew5FWJ~B2`jTgaV<{QiIMDM#vLfVH~QA zuGTSbKJ`+$4$iRCkK8jk+;$=>;mfu&M%sw%Ky@O!jy@_OKGgCt#}4^H6nN_=k)T7(;7y9@Q$j^_WaqR-^i>8iUTxP>el41u z2iXV_E%|j;1j1h@aoUK*yL9wmy%+f2Az{ypCK$Hd9Cl*ot9;S-R+yy#h+=-M<;8$Q zWVxk;9!yIuYTy_F6A~c+NWc{&)51CfW+`a@;4~0wwi!PRXOo6a`@&5R_%|s571|>; zV2Cy{LuqOZ6e0>2W{n@j0T)UR<#Z!zHMl#}aW}1YY_bD5x3+7&77xl}3GM8!yz@Fm zL=#-$7L!436P1hVwmRXA32pW5*pVFxfo|_AjQR{m-t#;t@~dbSBxA%22-p8Tca;zp z*F_o^Nb=yYCW~^tz;c_UMkkeC-z3K*j}`Hk?nf_bqIz)dxwR4 zzc-Y_S7GgGomLUt)_1+sHgOnmL1UsUWVeMa%FlkYv}7Gqe=%VU0zd$; zfMt!5E=-Pqal?Q`lVM6qfpLgXa~8uw0fI$yh$fihP~(CTMuYnz=JvEs50Gi!sx$N> zY5`m_fz(ZEBhP@+JsM% zh>!R{taIt8c(7*VJwt?U|Mrb+ByV5jif@(7vN#VKYd*W!N3;NPkK_?L%d;xijGcs% zq{K`pZA@Ak5)7db+@OssCv<1BajayOW?FUWxIy_Ok6qV}foV^Q33Y;UPNcF6nym~( z!5((kmn_sPg=ctbhx7;$ER&a!wVII~84-_Z4x)0BXAcQ#$=EP?RycVGWE3eq`Bp$V zl)ZP9$9E>24;4|FmE)R3OInIMN9pnFk_ailpHatY6gS*d9 z6Ywv}85++So!ODe*z9ZY;GG!?h9wp1bk&~C1E06%ZRSWHzd{r4sBgE1pc{H{5qfSy z1kSi_x{LU5KLmC#Zc=sP8yXiu!a0MR?6XsbxzRc4?3aIZ~XfL$6XQ zVP&g5{8gG)Dm&B*rXUfIi4g%7*@}&N&sq|P04c$M3~qE_yBDqvR<3UXNy`oSly9%u zDZPB0Sf;@Mq^|%1K$Zy`7zn$t^AE8X2$!*RF)x9!&#(Vp8ptqynE(oaNdb6=;G#3W zJcuxRvt#xWJlo+w8{!yPK^%CRO*`YP85C3-7g&2xPnfs&v=hL&ToTZWzUVd4**Rd2 zw# z6^$GjkX*?lBZU5iDxf^d9p-7l6kq6Kg!Xp~w45l6Aw7^|hin5m$ee;4u(OvL&7B#C z4rsIu^?|Eni2N_AR0d7yoFB3wX#j-KV>=UMfy#LJw(k!>ZiJ}@owwT=4-P%i7kwTZ zy^S8djU@5~C4JJFTO2asMiA18MLoJjm5H}I)>EA#8HChJRnOk@?DLA%0c*Tt!uDQho(Vo)b>Plz2vBCH>e*J4QEI4 zj#rih1rCMRmL^;lE^l090Sv;ORHBEf+5P{I&t0oA@e!|*xTc`QiR%o|Al|WhUmfuY zV*lQufRkZ#-(_V8ilCEqkH~2};BQ=fbG+c0uSgfZd=&oqOZg!TKmaU389H_{0xCTQ z3NfA>mvx!3Ba`F#!Z13a1{46F6krteU_Qot=7cQe#gT-~Tr_190$;wzD9SGIk7bj} zIsihDpg;l#20Dm`Qm9n0VAaCajbFBg6dR@jMJc1kjT(wCMZvyQaOFCG==1)UiytRK~J1KUj=H>uN{ zzKxqp>fOA1`|d48OQGSkQ|tbXJo#=Z%$qa!qUJShGiKCKSA*U9mMzY^H-`c~Jb3TS z#hVxZ9sPJINW6I2(&b7QJz&7-(Io2_zy14<$r=Pk7hFhT9(za}h~R-xY{%esW^9K< z5eZI6;eA&V>yfg_GK z7J;J@V+epikU|bgWRXS+iGlwk@3g~YlTJPfrIYXA6A1-JUKwNyrC`ZrmtKC^hd+IM zNoJX5o{6THTBgZnn{Il!#u`ByAOIG>+zCvcdFt{CDxfd|D4>>DGD)G6T!Lt#p)ATM zqo|V=k_sxV9(0gE$Qp!@LJTWf=cnW$DG&!;D>q*8X0gFmhZd;qcAIiS3q9P+#tltg(gcRrU3EKGmtEA>zs z9@FbF*M)t603u6%{OyO6DD(x`#db7;w_$|{qS#=AU8tB~+;XdkA&UoYH=-9I2EIj! zB|=!E-$Qf=Ul&~raUtZ9OU`4Clxvuyk3hazWRgop33}*LR*7Z{({PUZm0|Xhdh4#Y zZu;x8&t7DlLXLn5o_gkaOP`kn8t9;hCQ5v&p-d_%rHfwrKmkD>u!a>RI5q0>)mwkP z@u*(QeMYb<>r($Hwl;K2ujcDY5mdo?TWm(5e6K7`%m$LsLJd6>Q8(yURBiXGek2Qi z^rIF|K}kw7!V-b_K``dx$W+pG6HT-$UTpx%TQ1m!dC@B~_KM5LE=Cr9RRR+Ix=J|q z(GO!Vf-9J*n8ogbn89d_Er3y(S6ui)PvmTde*ugJ1%pEohDVMPe(X z3}(LaG9%86G`A^DZnWTqIuxQc(%IS2z6i#nX|WJ)2##`;hQlbd8>g6_ft58DEn4K|{Kap_nPUpN&?P$eT%$;2Qc z0x(zT;Sp0Yi(Wv67(#qB4Ju>9W$cnesT3j&4{S>S4v{K^z=O={(8Q>+%qyIk z;%EQ30Gixr^*B&{1Pf=gv*LtttiC~w6bw-`Ga?6#O5@sd%n(*LN{u^9t0U9mXjeHZ zp$z&#+cIRKw))5?lYkqM+YrRby)CG244P5m^tQ>!G7^#736Y2d#~{O@VLNw=Y$T@u z$}2$5l%=%X;AL0K8 z@KrP>7fshN_K}H>TJWPm`3h1ZAh^e{1jiB};ph*N|EZCc4hP|MOULUd+^M6HY) z+TaDSjQB2#Va#ag(!r!AY>1E`gv^pC)g~TQ#uT65TlW~jMwI|H&>Uf*n2B=D6V{uzWG{z%xs={b>GAY@`G6gS2; z){&Ae^ossw*$`FMvV}VX8aC^=$70S!o;-u&L~Gj0mA160b=_*aAu*o~%aDK$w4nLr2vTC=30Ev* zprm+8xD5(nWGyf$v!d`LX!3^(XL!RLe%MzCV-yf~P{c3hSBVD$aXk#e72@EJI7rd( z826ZlQZ!i}*pfs-)HJAz`Al0#lVix(i{UU{s!pGpX?p+Dmg{uuRx8`Y zD_*vxP7|zS%_ZdW0P>WFlbk9)yICLC*1M$jPHT4$+XV6Fw(r+%aNGC3ej@kx%q>4W%&I943Glk9WzYj_jOV{={hJ z)W zA$;Z@f<}Z8qBj-7NNU$0lms6=_;zoHXdXgIiRK}8_h^xJIj2QwT@WJiks~WI1UEo< zne!v6 zC=*gFmqYEh5%BjIkWmPRFmV-^4EYyBLq${u2pas?26_KLQ~dIb+-Oye;Zq!=aw67% zBs4+~7&8*MG89;ISA~H%mmEJM8-<`2WW)yl2y|gYf2?bKun(q4i?#n~6xIg{u8@lib}+q|fb=4a;i|F;E-}PHSnQzc14jF*+>%t9)REv$FL!k#b+PMSb0a1qQrNM(^xW@lJ^NCap#hn zfIg~4s~fp;sc6de{rJRwi{= z00E$tz`&J$l8B5zY@9fjWtnW-l?b&{3I_jx00kfbB%liBWL>3Fm%29-{p4S?Qi{Uo zmlx4)22l`$Nh<}E3Wu4P(6^Y38H`Gi3ZyV^{ZMb*M+uEEa|C0VGDM8yun(KbVKawR zAO@PfDViunnq2`^5~CS|fED|If32y1xS5-jQBxyk7zCJ`Jhen};T67#7&tRRI0G}J zfkl=987}0ftm*C=tPCOR5&BGuMrxjks6Q+R$vvW zl1izw5oXLeR>$!KQwE)L;0DDV4IB2VB zhpX%f1-ts5J@_~J`KyeTtdIY6pPiIwizcng3Q3~Wtd<2Mpyg<2&;>8Dpf@5)Lr{|_ z5|dpJ1q=EEmBW*S*R807c&=p*t?Rn43%jkGc;ZSX zqd_77jG#Nf&^w^;D$-;LiP8v{@VqW+UD)-n)sqPV3rs>%016OZaj88G>xuMpZcQq& zrbv7h0DnM$znc_Ig$Eq<6LnFTPQkJF=CL136xWvu^7gX32o(<32zMC>l+l=k@qRRs z2rnD6oJmq6<$X4*vg61wO94Y7!?Paa6_q*}ga8SekbOg&7%RcFjS+GolQ2bVRT0P; z9Al`!DYa4yWO!Wo1Of zcjc;d%N%(7knRD*gBE9h`?q)Gp2sjDlXSR(W}o-DAY90Vpw$JCYa^5sNtHXfmTPwd z`h}B*BQ-e%S5P0Biw4=Mla{ls+NuOiusNRg2d@>of&99&n_Iedqqoayx(j)a=Y}83 zdG0DZ=~^duvMaZ65eE?{f&eIwfGE!!meRW@)pcyuTPmNx2m@Or!Zjq|~;c~FZZQ@}8Lzz>sS>F0}U z3bnO)QdBX)5LdxUrU}RYKoWQwLnNG=b%4SBk}!oJ&NEY~6PUt@y26U;1(^yOS3ARD z^^Z<#V|8#GK~sWjWd_jcGC&-v%+Z`fH^i>$9bXo=3fZ@EBn404kk{cxQ}ZAq`8HWY z#TktRJqQK78XV^`2gY&tNn{*Z)Y`0kr^b)=A_V${r352j09f?_262$B zdAyT7y_0*~$E_0qe=NvFEy%Z3$Y;X4c9_VD>}nUPYU>K3z>7E9*`>i;zhZH} z-fXgo-KC4Y%zW|K-4NM6cG>C2j1kkD3#i#bl+C5dM3o^i8JrA4i&G<16;<`YNmK|8 z$S>(EGg_czUKQK2%^F{8+Z>47u%X*FOr5{&+rGhp!+}Igp0;#BmIO30><_I1dmgo zD*eXv9U?9rB9;b|FVeX;f+I&@1Yn@S`ymQo5C#X%>hz2^>1-Wy3+-QiH_FeH^E{bXMQ02@Pi3iRn!@N9Z6XUg?8%vaCVEc>Wfx4&e~@rE#GiV>n}1|@qK8Nmd0HON_U6%{LLekV+6(j z-p%!Q41)j&%x>V$?mEyO?G5f)No}F_K8MJ(l-W*PwwrmhHkFVJc}^)LyY>h1^-Sj; zE9$PVoQM{m@DXS6?ym>qj6m-M`;HmNZ{Wd|G!cNn_;KXPl`lUY z;SV}<(WOtPUVS<`bde}9=Z<{Mn(pDnk0;;9Umx=6)vssYp8PcT;d%7w)63s|{JrS& zh~Gba3;2v9KmaUiF%XtiKmkP%1_KF%5k?xhWI_rlv5*o4Gtop7SIYSRBNGKt5m7`1 z6%2(EMgWO`xd4$Xpnw2i$mBvAYqar394TpJM;?1@gpxq;5OT;zEKDU8Sdvsy$s?IO z^2icBk+MWkbZq32MuyaK%Qm{)2oz6_bcLUNYI*X^Dt%OwM?%` z67`WbH`TO`M>OeVpM5j|wIYm))aVg`AhngCgt*XxjXVmW=v9j#sa4lB5E6-tkr-+T zB2+O7HltB7G9)IFbhQ>FlUCC9q?TYZ>7$#%wdtUmj55Owp9-1(!;PVYGD9mZxJt^a zs^*1?-g=F~YK|_psy8fv!x~F2B)sqOYt~mdea}GM|qLvyv?c)2cX{^ID5526r_WEn%T5Os=`|!hWKd`}WQ2_!9JTSpe z7;F$i2`Qw|lT0+!~XcvHWxL9V^}c5l%V7bmf?Rk|AZvjrPQ& z&pg_kbj^(jHFQzt5xwNVt~=P570Eu?1o8Y74{Qa+imJW@Iz0*kCZ0v9jEZ zV;t+4%qH`ME!=QqWeHkmJVP0lk!Cit;R|e<_?nZ=?1(5+&1%r#n$rB>iBR0k6>1X( z-0VgaNdwN(()Ki|rLj6x+s*;ph=3Q7rv;@*+tZAM=>)KKkL> z9=$dVKNdg%Brs4d5Cn=(1VU~PicsAq^a%~Q!U|RpfB*>a$xjBL4XGF$;ZB4i#4V>3 z;89Ki2q4PQMGi-|nLCDD=2bX-DRBNQYi*0~OLc#<9M*aWB@ zJ)#nzlaeb=p_^p*a&(RGgOILAsX!4zd53Bq^Pcy-JYZ^i-Sb}YCX&5pZSN60X0Ygz16Kc^s}D;{0UA5xRV1S5G4t|tb+$w$E>WvnJy}(!I0e?=?5aKkP7%2H z1TQ853}KLkZhZ5D8wiIuXZ%Ap)OgqEu<-y4U_c9;fPn(Yk&cG+4-fo-N5UqSu&Y!L zAj@VpLMk?GrQnZoU}T_Mydpu25Cmrh@gN>u;uDy}1Pox%Ndhbm2C5(&FyX|AM675z zS7VLYV7z)H;dRPE<+rp#Kw(IOk$QQMXN$}2qVjkSC1%V%WPH4OYEwZPsW-nh&78pn@!M;cm%bIf*)gqs}9OI zSFkz9u6R|WUIRJEIEqJXl3mYz`21(E(Uv;~Ae$f$i#9+9nw4-203&LVSyU{@L6QWm zgfQ8O5peR8c}~uNurMOy!buPRi4cGRX1i$R3uhaUyE*1WtmFmt`@At7oo;B;`N_Fus(Scf*yB!US)$->#Ct%s@umOwZH6e*9xm!#MN7PFug z;<%RjxQ`o)f{CgBIuHvKLOBe?7`$*fm$QqQ8?u>0ve3|soLj1x*^H-}vKjI@Bf=Tj zP(i>Tx}q~Ws)~%HyQ-gII+%HaBe;SipsLzPf;a$!s=GQk`x-g>I&$bbC0s(iVt@oN zfCDg(8d$sVKqR~qkNc>sEbPMnprZl+Bttv2Lh?eenLNwlyISx&Nt?9J!h}w!fd|;M z#1jt!AqC?)CCD?i<=C_2*t-D0ts2=pLi`cWOFcXYz0o5*;}RX&(Y0Y>9zdBU-QgVu z^Bg=O9rAjnb@~z8tEMqQKS*d3MBKJ$13uyF660G%f_Se>IhAsAiHUGNP{9b_Ym;YubH!v~y(*h}AiG?dip&+q}b0GV1pcqpMsL&vzIE#x@7n4$hjnfJlgFpzJiHWUOsU<6DU0Z$T2@^~dINDwN~LsH|8 zXb6x00U?2k(5*t;yw2m2M5MJv95#!~r9As;~ zeA=f`B!n#y1cIZzLJ)-D8$MQCMNN4{W{E{kSwDVyOkB)Ga-+U(aR@^AmHq0S|Jpu{ z7{&;LFk?hU-57*q0fc2}9atH-kFb`0Gsc?8#&2V z)6hAus>l?CL5$4ElKHuy14;foD=(|TD)Nk_%fa6m0vj;1DfmGJ-Haqi0+;*&m_z{o zK5QE2m`R(w(3{Lj3fQYavWH$E0Iy_@xr@rJiApc5J3)d<6U`&B`5RoY%FhafW*mb# zB!CH34_6`qUm8nM8v`p;4x*&ISCSF7Y)e<0Ct|u1(VI)aJg&NQ#Ar&rHV~5LDIPch z6IXbK1^b;anUYZX6WUX!=_$nV2vTTh4MMv2)Ri56TyiqYCOwigU?MJD39(3ySW{$L|yvoT7{WIk>U% z>@mNXi(oCtAX}=pkfHS)jWW02`93HI%K*(1SMYYwH-P(vGl_n;oOHfgeFHJ5g zO|Ldcrz>r}WVkn1=u$cP(&@nznw6gEk*|u#F4yaaOdy0pz=MVbgap$E*U<<|DFiv? z2Rg0ORb&V~^)^0zzFVXe-viW#`X2oXKJ<&H`XYonNK}#lgKI)Egph*&I+z1ZARkI4 zIEcHba`8=ogP-~%PM4G&3qUncRi@}$cWg%)``f5U3LwhPUY&y#+S>;5PVg+x zek{2n*bDL$DxK=7CtHn$Ojf{9f@=~5XNAFxgqez*PoSgEml--4L;^E28FA%Lzre`Z zI5Qq3UDXh?Z4C|s-9fbC!E;3`2W8i+aaVYSS98!%@YDj&;jH;kDJ96DIZ2 zk*$bFL|H|_o@$Z>mz5IY3YD3yS(;s^WBbJI!akqCN!+H2E- zr?no^fJjpp{|@BshaJh^bjUgSA)-7|T_HBu}~M zf;f<=x&X)+iaBC+q01ei%+*{Kd2;?<4=D1}m}0v@mrD@fnvK*JR^EX2xQuW_t^ zRZ-)3UQqs;5e)z=AO%bU1g-?ptnsud0fiHxSc~1{!3q!m7$MU4JyP@HlKBl;U&52@ zp@jU^UqrzkEIkEQdD&r>5&<5}Xq%J+K1@$YMpAIodLtiK=!8=c2Qndri))id7=*T> zU<<}J49?(9+2E*6O%I+P5N=Ly@rhsQguzJD`m3);08Z!}RW1Moe^>?~*3?1J1k@Zj zT9Jty*3=yaxNQVgp8(aDkhmu>VhkcNdwhx}e!x`)A}XF$Gfz7>pRl1CSs-h}!H7h;dR;{{$(l9eW-V6l| zS8bgQLZ+%7MC6sc0x&p2uW{r@-nwo0>aSix4Ltz=r(^~39S=@6QNwz>Q}z!OH5*b^ z4pVOHtXYFxHjeVughVjB0=QBCFn}TboLUBiD(ntFtStdpHO=eg$%$Vny&d|UOK2`; zQjrK`MikK7OHE+reR$d2Ij+idbhqls;LYhvVS=N;he=KMwonY5{}p$_X}@14M{aQlL~?1xJsX zVKvw&;G{o^hHZl*Kq*(nOm>N3^Dn{IsazI_33Y5-^mhJ*Oh=ZE`DVrWv z%RS>1+;7pqY1shX8@Pc1e~pPe4KI7D(B;qn)pcqVG)a&oBW~TnrsiD$g$#6kjRGyu z(jaOdJXb?Lf-oS1$lGd}1Zx#vaTaHBv6kcmFaREKf*0YmE0kV8qwB_^k1@2~^ss9k zucNd^SOM6i!-LrPsMqpU5DTH$!sd>{X5S(G1jg>zDShl8iR?w3>{qc6EV1m%ZiCE@ z6Ao$S!;EIpPQC&zZEGe4O^DRhc5OTmb4?mA+f2@Umf)t8 z;r_Sc&Inb(rsOWTissF*ZBKpx1n9Q7w59DEt^@4$sCwjXd(H@n#){#rXzXqZ@_sS% z-dps}Rk;A^!*#JFjtj4tZw!o>`v&9xi~(>QG7E-zvd37B%+U2`#px_?BBJ}b(uJ}G zpRzj+$=N09sP0b+*D?%;_G<4clsN(;u;UKrnF9rJt3CoSFmbvvhZa9~bbs*;tyjNB za^#5eqRjCiXAV)W-nbU5d6&vR1SNO(4^?Aw3;Ba5XAbODyuZnWDtD$qSro_)S^EVR zW5&fW7jsVxA6GE*+`(V!Az+Rt;BNyKXwC#zFb3CVkS;0U+ja$T7Kd!cZ9VAobAm8E zC9$h*zCrJ&sTJ;rU6zU0-|2f*1cUqCORFofdhT^aEEp(+VI~f@Ziva z$fs(nP6BezI&(*N(O>aM-i`!lrG5_^={?GPKaRIP8?);gcyE38nEgDeyk;wsKX?Fl zpX*e!EsaR{Kv{T20j@jQaxU-k$~Lbs2R%5cgzY-NT0l09H=d5aerhi5Pw_AOW&T9T z({zGuO<f@l;7yVG)`d2cD6Z3M8KH}sv~7B{eYioj=n&}WSxdVp}F zMGF@$1GSV%#BUjxgATR-JaOX&QKx>!AYsgyv5vrp9v@1PXlA4uiFFD=LTSiQp_VOK zx@_rYiYO?wqhj6ibSu}c zPoa1Xi=+tIvPHU1jic2p+qQ1s!bLJ=%apoy@7jH$cgPU9e#`O=ESRqnh0C%GPAu4n zUcFNqLyjETNZ-LXF5ejZBe0PpPmX{F{lp06z&}o-7L0l`-_@sW46zY&$OGVox5gUo z89)GnnKY82h8uF&p@$tl(uRm5wvizvpm>sEDl4+sB8w?{Qi+T+%1FtAk2FF^AtdtH zqZfV<@`#M2xDpOOvcQ<4jE@lFhm%i286}iK3Q41tOFptAk9ly(B_V_uGDtG~@G}lS z`{}B(qPYf#u)vHlWL3@-GPi=7qRdXPlRa9bq1s1n|vGvqh zNDMI*8e4#yuDV0m)dgO7JyF+aeW?qWVu}^E5MuW#CYisGc?MZ&f?bwaYJBNc+q|r~ z*095_@daCO6FVmF5v1Ah18)rj;Tv$X4Od)&$~gy}btj{YopuNq0AMK-jvO;{eXu99 z&CJb5^L_XAlHbkD5%{yvLnkL8(dG$&;DVJn2qAMVl=7YdNy7jMjvr#3p`lxA7-ElK zQc_8hW4oA2l2_JvVH3^j)R;+ z<~|Jnz1g_qX%r;qng+RXr{#JI#b=|1Jc{a|glzQDu?4fy zavv?VTg)+)9di(+Z5K#P%N1E()$5kH>(3E~9bK&7zWrs98?U?X<|XeF+*NE!@+CJDq5TFFpm!|JGPI{`A<(MCqI_Vh47IjhgkdZwQs77b=dT;dL4)-opl zBA@^k0)>p4W*+~%M~WBf5FxU*q0kj7M{Off7aJkAu_eiDXpGU7Y;>bSxh;-$@U5-$Of175u7gCbVj{|ql)+4cFvzN;poTg?LKDmAhvy!_5sw59 zBsD3Xv35c$nL4$mH6y%25oKOd`R%t`^Iv= zbdf6#ahSvT&Urt+Fou8f+zVSKm>9C)OCiTNAieAv!N`aPV8Pj70u{p=4ptEVo&gK! zyb$WahaOBeB&^M29&^IjoMweO(18dqHU*H)@Mkr=AxXDEj_l|VKsMEyTR??D~ES>56 z)DljngixOZ<>*AYCsJyTd4bY|J@|2vR=R{EwB*!2_+g0K5d36Ks z!cAVq6Q3XtnYVHYOy{C;#SUmI2mNfcfGFKkeB-2ufx)8`R9bQey)k%qC&DF^xkZ`oZr`ls5hw4aQiQ z(T&2!Hy8{V4WCm|lAd&BJNzk6(Zd6OytKc@$=S|$mY?qk*f=^(aDx5Q9h@eu44D`M zdV-ck3svolO4S-uzvNUAH7Tl7ooXfAXkr^ZLU4o-gjPwEh9A+OL0u+!-+##sbwU%z*5aP+)yEI0D1?5+C`K5$0kg2-X z?KE~9Gtlj(#$n`*4Pyd^!P1!5ys_zMdKvlz;E)Cg8|BTgdE>&)e8vd$6{&siYs37e z^gmEz@OkXB(;*fZz&-_Mde;DttwYD}vPlp*Tig@W8< zcz}l0PRwx3JwtX5uC->bpaQEx7tae&FJ3s&SLvlNI_u+#O8BT!zDU1s)9c!Tam^|A zzaZ?>pboVHN$nO>qnf&{Ip_piE#BH}@S(H*F0wrn8jO`U*BuO@Z+e|D4U*;t#a{fe zlPyD$-E5@RaJF@zU7%=$yFAto;&&)8(`*~@rkP*PxJQpu3&T{31b6@e)U8DLXb}dC z&``X$=A_U8X>dIngcj;;@3CR{y`==$C75jBntbga^h2W~fpBmAs8=5ZmJ^kWhQ zImZy69L2kzWZ^ye;&|GV#uc?WDfdpWA1|y#rpG7$zgi7aI%j1e6v=Ym{jMN@F!QGR z->N4Bg(2k9GVFurjLw`PMKhI_@#sWQ%mLEnN^9A{Ye7#`Ox*<*S{H!D)g{HaWZhPH z;8$z~H&F$oMa5ibPuQKEUyzIVJORC|;9Ky;1G7*<0W zmZ3F}gE{C|fRvu;8Has{p3r<=w%L>$UXdN{)XNyh0qm3kAlP}V0e|s_yX8pj{n3*g z5|8M?7&L&8pvdn5-)E(mi49+q6km~v$m1ygpWn#HjEMu%`m`IX=Maa{UU*~b}{`@)u2|ErC?N5WgiqAL145wEfun0NQvxpFt6<>NWlK9Dg<0@c2xi?D zc!6)7AlRv347LTiU|Jk>fndCyr6oqiz>5t&2HWl61ofcYS(k1!kgo}p-)R>S1|CEy z)Wj5F6FLmB9b2#2TC$Ob6%t!U@m*(J!Q<7J7mndcilG^vVH&O>fV80-u16e>41s~3 z&){K&k;hF!(YmFcw}nRwyrg@?-XPTf-j^KW?dcwg{J{et2*E+3-B?P#-3aj!f|2!G z!p(>**uy7YNhpec8i5|?b>B)Q@%VpcQW&dohpmsAd7 z-QxKPAe^b+`t{G)rk&;00y{)J266j76ofBM5$AIf=_tc!9Nu&o|Wt zUBsr@*`o}Wi#olaaNbJ*@gqJB1`WOo1W`so(Op3Xh7vS^4@RV{4F&{d(5qFXM8-xI zzFKx#WD61A2&I>+0hkUKT2+E9_ybp3 ziC2DQmyqITU5P1(Bar(zIiK?>vz{!3}# z({xg&b&?4n%$?p124i6VP(xBAL~cf|-9UVyr*;8Bd1}n!l`2O;p+-9739;wmy(baI zr_9VJe$wiFqM?2kNPoKFfAYs17FZn~XnZ7Su-=SM^_Kw<6;8g#gCPe2VAvoOVxgeK zAPfQ^WWgYS4k8+5B8rF}I0yoiTY_k)SOw1Tp_qq$35a5)jF6~_(g=#C=t%@)i&~%0 z#i)!LmiQHpjozqTjh6Z0Wyam2=>(~et^_Ns*7}W(kqV~B1!vR#ZlZN z`w*9%I$8ljI&!DrF6{ zo)k5JhQ+okkR`*}>+jAeEecs<3XdS`=mTEz7^m2r(`~>QR zsn#5nQtv|zQ(7f1mpfEFj~6IV#mWI?v(UXhjmK@&h; z6k(`_mg`Fkj$6L5m&C43pXiN!rBIs^VDa(2%BY^;$tw}E@gg;-c!B0DwIsV=qeR(D zK=og)-&9XeY9$XwP()+N0!w_-t`tQX#9bLgOIe%2!L}Li*a|C&EH=KiEAutV77s1o zbvOB$aMdqY*z8}w=CMdqIDth1Q%f>?6Vx)c0!y<#J}?YMw$oy^z|0y2N#to{ff9(b zD3I!Dh&E}na|*2xYQ${{^BqNws+Y5N+McQo+`!j@MhtIiN4BsMgcKKALvGiqHQ;Ks z`SyK)L!R?_pZocr0~m4lxpEWwazFQ>H+Okl_f1YiPHMNzT(r1B(SvROF%0Mdq2wNm zEoJK=K+X(99zA7zzx0>T_e>`oj}0R!ylYPHcO`8SC;c~@%pxX<5`iE1tvkdMlw9~> z5;PGkrXZ8YNi~B{&(SH*0GKH9+x zPOZ~kPpMpJDd3j>SuBmEix9Vya+nIBe4S?`KCBd*+e3`qj5C}nMz;-^61JfP$M{Lk0Ca?d=XyGKPo zx=INmfi^l!`61O@`t4O{6HK>1Y$bfV^r-idS=M*L35h1`!#=3`j9AL;BHUidYsdAG zO#AUt*SZ^|0j|S6Y3T&7V~(#o_){m7gojcj%a$AHnQ9?|nD9e4aClYtoUM! zex}jc3PqrD$mTMOlPvv0h14ZW@tlE~o_qYxJEhU42##`&yZgW26?!~t=QBHlJjsWA z3-0-^_fa{oNe_k8)AfBD=011pSwafknL4?WSFohvbeLQ@MFvU-&&Os!jwKJ}``&77-auRe|{sj4uB14!rcm5oDbmhEl zGq)2bj*;j;q<8nuoICR)ltO4A4U(FzlfT0T5V` z#TH$B5k?jx_`{lNY`hW29CgIe8gn9{AjTkLETsh@jXV;`B>V8Ek0hOZ5=I`RoRZ2a zdFTVnEVb0KmoB~h63kxw8I#O1&GZMHGu2#^%{JX!Gt4-<+>%Z$t*jE9DWTkxPZ-x& zqfaOkc=5_ehT%sOJqQ707<+ob^2GpT@PyL;N-V9U(n~chsGzA1N@yX7L`_2ri72vY zA7eCy#3P+ddetP93Q>urmJo77CWdHQ3f7T^`W0BAxBx?wGDzu_4W_<=N+GHYnTo8b zxZ=tUGnQ@Yq^igoi!gEck%g@}+}a|pQ}_|ZF1#RXtT8Dj6U!<@G~q|Bu@qBxUC8c2 z!d=S(`}YjZuiSVjl0j@z@(8zntf*?>?P<=B_^gh5nF03NvKT!31v*;s^Gwjd54@ER0#Q&}U(Fg-|m|;Qx6jcl~$Qf(g5$&{l{E=)HiEJBgB$sS5?z-*1 z`^7a%xzoxz{gyM%Hw7P@a5C+&r*MA&kJE2D`R4miyki{n%09#_(;j-WNQ8g_Ry5#6 z0Z7oq6HQG&ozsD+`c$D&A=1JNiDs?nm{c{gbfZU(>Xmn$2${8@T3yPCCYg#y3f7$J z=!uJ9ogXTVGCDbBA5wNNDcNh)NU9F1pxw5RX}79Ydo}8SciXWB8D}3^)|vyexW?g! zlqLMix39k}t3!RXwymQJ`NE%SCKH&;Y$0F2vv0`?ZgXQ zD4rLRwaQm%p?S~Kv z0SaZ9-yj6Y7rfv_HG&!cOefNUn5!U6fTPh11R;i*%q(z$U04hTbAyB~NU${>)2GC` z(9hav5TMl=0>(7988mzlgeffHLc4>VC@8c!E5n%%bvA?^%B*HHd;)uJK+*T$uxB2X z4}Y9yv!R6uYb7#*6`A;;BNk0SENyAjfB;3Cj%bQkNGT9jz#y?@af@OUs!+*T#xu4p zjdUa%4-}_Vr#^KWPnBw*lA0ttRtb-JETkXN6v#j-@SHMnnp(D~3 zT2wtg9NI*^`vZ`cw?XaUp@1edw3Lb{LPDIWf(8mxB_3$LM|_>!>-gL;dYP5l9U0CVmZaEqhhuU2=g86fnRv=0*S}>*2}QGQ&xB z9L;6_GMrkGUDln^m%f8(rZD!Xo*u3M2!AZYn`r*aUiM`M{`K#*=Uj|q^fG5UOU7Zk z%`<4`uo&MWAvl26d2o+QT>)uuIvX6>ayS@WM<<88lx|sgRtTK!f=AOjv}j4i3u+sN z`lCD}wXKi%GypN}2=H}vd}Yc+2-#FXwx;P#*{)Npb!~_<7%<)nOl$)i8*b8`_KU>y z;l2OeMHdFVRIfew770GWg%1*wNwIC*vC31bTQMi|;9`a}&)nq(<%|na5$bg#6D-jr zj#VjS(+5^ot*q6(5pomFd!Z@vHi;Dc?YyF30d%DhQ!ffI$tLgaCdQPCl*b~iqf}Y{ z;$Ja&#kX~^^Ua|!!PEp80AY`1ch^ro=!!i^N{p`S>NT~fX(PIPz zg95NQ1d4+?Lt}{J=(sD=BnlOCCS=^>xx^q2Qsw|DY6ui?hPoy}l12g}5CTEaLPT&t zNF+pD4ZtF#qc*UncCGAqk%!oh?TjD^Ktuyk&~8+41;YsMUeE?tWNxx??{ttGC5H!X zQ12?t8(CzM$^Zx<58T%AAU?uXa48AR4R+Xo^BzGHs7D+^Z?B}~-KfwXlZErVCt9@d zCV&F=wuj$jPYj9TC&DZO%rLS10Rara0DKQ70;4JZ#VZz0vy!R!#N~SbBF>nwtgX%Hmq>_ZuQ z(Y{QoX>97%0&Ko+VAifC?bb3uz-9%6kr|;V3Et}l-u)!oV0Tke@(ovJxaUI=JB;YX~$qkg^>UT1MoDO3pvZ5dVkqYt3dtS5k zc)}-S=?kauGl@bpcd1>Z01V3DArT2AZE+31N{VzI({QKa?U7; z>(Ty+DMzR}oU6N@tAnDFy2xXrB8|MRvOvG`2W;R7PzEg#RA(+qET85U&2mAC=oWVo zFL}rpB?Rn7a2Ss$88gH|IPi%EL@w8I1@^Kp{n7+=KpN|Y8Vz%dTCi>u^Y7RQGMkMu zbF^+GbJ})PsvZ+Y3ZMW=Y};~Y@;K8oc_K75PYaSoR!s9EGJztx?I>9D9~I&XU(-|a z04y4kmj3ZJ7qTbHEX>GYY!HCpgmXoDkIBU4I59FgMFPwJvP_ylaMGB1}fA6)$2mFE<-iMzC6$b zj}gG&uBE`nrFQKDgLMU#W<^oz8H4c#UNmlER7Q)<7#zU`k&3})kg3{;M==aY$CYgK z1~P3F!pfCJB;`oeF-gH~NkKC-d!i;-DHBjd6IARW+{e%_Gt?=W? z^=b`NR>eS9r8d3XgQOyqKz6mIP(*CWwrmxo1JPD(*LLhe^w#3`YABeA+%`c{)Na`> zZv|jb2oo6umxN1LTaU_Hxsi7rcdAN3a#)nX)r zxP(i$%GZ41sk(&jRCn&^ifcWVD^wW@KITuNf&+ii;0pA&RYSFZ^TP&&Kn%n{r@oSi zmeGKprdgLrfycIiHKZBEPJ&$xgO7$TZ;C9XW(IOumv@<$-}YHM*rt+T3{+$QMA&bO z0hyConU}d3j=67HzzBqEpSobA z%U6NScR-iJXHV5UKnQ+s+L7;b2qHv;@`IAu_mYW2lb_~5JDGsFGL!>2>XwKCwRQn( zjfwJ>B^kJtb-;qzE|w?Q)}R%N*mgm9S**u8mtDY@>lT=WAPLYEsQv&Mm>I6)8kwIt zn(GFfr%eX8*{QTyuZ5(B|BiC$$VU^vtjhVsau}WERh@yNNuQJ+yQdfp5DtTT|7EthOydbyTA#=lrVWN*ED>asV||+gV>Z<|N>RE1 z?U8#rk|(OWR1rLep#H>T3WmDVQ2D5ldOwu#1YN(nYlmNcht3;S_ zt7W;Xa{w+sFqiW(FUcCg3!HA#Iz-kwP51V#D{=CBH@(~|szo{7fXK19 z%+QSF@}f6?^YGA6af8IH0-ymnt_%L9$_>VNp_41*G)@Bp_FyAi!W{f|n`Gyp%u%DZ z()=`_U=Z27%@IKs{|>`FyFmQ{O1ZZn=UBQ6PDsxeXuBXy=mwqT=QC!876`l>>egG* zDrzg4<_a$P3etN(tk%*!-Ms@?)s0BiautYFiiw&a5>7qURef6fvejpKmlY&Mu{zdo zz^rRs>-BO41RUzode?!i*L_{CfnC^N(3@w_*p)qtlAY}h8Zt%Pjk-BWq8+WKT^&~( zCa!&#qyYBjt=s7Z+;JQ#bbMKA30sD5iFd~fe&Pv&yo}rZ-HSZ?^a2dnTD7}4-(zIN z_MM>-X!*drUbw&J0Eo9lpxr_<}5+;vonMf}1n2gUt~k9Au$0`kZG0 zNQE%n6jfZ%~XMAJcc@xCqzJKwbJ_+zj!DLLiq}I zH5Y?*M2p_O_G{EJqzTOBK8F62S^dA0ajdDnr)oKv4Sefq{jB*?*D+s&$sQnz2^>hU zm@;I{98o~Pu%W|;5FwUo5wW7hix@LDt94aT?2)AlIyc z$+FbUj{*W{g2c0D&qsv_2^~7LPMth%l4@DXw5d}mUXmI$G$qb(f zx9{IYaBn%2IgTMiapE9aCM$UyJGX&Lmo7Z+lquGyoI&H<`D;7LHOF~kWXSX(=%1)x z&%V8T_D9s02Li;%k{|f<>)+46KYAlaOo7ILXk2l`fd?9)V0roJz@H8fMkwKg6jtaU zgf@sFMifTaVBv=#hG;{53oafpi*L>6fzkrJ+O0}wk30i+H`M(M(oR8~nOl`~AKBz;YGDMS)v2tboV5&VHnL1?Cl z|K>pnEd-NHW5&6WKmN#R=bb4{gy)`ky2R(0Yn1ZmM{s^bKmaiKq$p5Cg$9}%VY%Vd zq)kC3RUL*Pl8ilAt;LmBbA>9Z8fmSyRvo0i#nft{l2#X9dHp4;tb&zM0|60D(}zEO zSajH9j}ed)40>=y+iaP6R>v94GP~?ut3~UDYOI~%+GerIc5D~7;T9Zk(}gSC7R4Et z93rCZ<6U&&hKn8&>Rl)Ab!dRs-M!suh8=qR@>|4z?*%OIdI|zD1QIO{(ci)h10|lrCkd8&g5DX*Z^RI_lwLNp+d2 zT6I-gQ(inFDrstLAw{gS_9fWno0svxVGvETSg#dYJnz?>Px9tYs8@%M&YcC>$93u-N$#E;ZyYbF@9dY-R8#0uo5^5hW@Zv&b87tb+|1YN+!3G0&_b$}1{S|H^*$A(r`r zA4uXK#+1gi6ZI$u5RBlHAe6HTLTE`%0zwj|WTc{buxLU_6zkbvT% zf?_vEK`JSH(?S*}B?T==!3}1}1Evfi3VVp7a9u&18Ube%#uegIkAsUD=HjZ{Wlk`f z;~eM8PyhoUz>f}D11okI5z{rq0B{pP1299I@4#+$va6l#Zs!HvIZ|7+K?7dE^}Oi_ zhkDOB7b0ZA59ZlHlbw{#5Y{6-dRY%&3S0ZA(0I z(hWR#v=16Bgy_tH&u)+e6QU4me^AB>XBfkNx{#kMtRYQ~I7EyrrZELgC`JOMP#_Ai zp$#D$5R2H57BF!dHdzBj0w4n^PLU8s0qNbY=!Px!&2LheBj5@_Mt_{qQ)yJ=;n-LQ zH^Na>DBS`b>*$49>G7w5(F+u~fCY=lgpd$1Bt#H(y-OwwlFgE&?WVOFOF9*HXgHQ_ zQYkJZmFIaerOzj&#z|6qy_L3j;cdlF=@A=Jk~ zzeFE~0CWY3QA|O`+@{PlB!>MdRz%SBCW{$Qg#*STIh2?8v-h9+hdB@RIpBIee(yMZPTd0+z;Px_QEhOwqCeW_ZwB2&cC)TWNJ z98>h-g`K*p3qA#^9)+3(D_A5k2PMg{nwqTFTn4J6LCqv>XNEdlHCe>GjBU`$Ro}pC z3f3D0bHc+dB$y|ytISSzy1<=KzS3TC5CeID*)L$S|JVov%PU^@S}`BpAh5o?U&II$ z1@Zt0mqxIkW?w`y4Mjn;L#7Zk;|D+;$xlKs>p>4r;g4fzQ-S4-5X?BsG|zta1~)LR zkXlhhHV-XMUlHJ(lHmJ zgFZB$maAy!4$7jXu&zw7%MhjJWG9L;L{_}}-SCRn3*>c*>Qo*Kf=-%YMPwI%_SlTQ`#&S#Iyf|11u1z+}wsyylWVjumW#@B`Qe4fY6y zb)SqElw>03ud)695Xo4iAjvuwXqN54G5jHl8d*@w<&1dF%-rSALhwndMf1^g09ps4 z2()81XPQ|{q#wL_1Pus)Vf+Z00C->wyd6`S`uyiV3l}DdhG?M`jcA@n*XImj=%17- zlj>qLP=Y#LL=fqaLnSKHo96UUJnaThhkCwVS!p3mjq3HXSJk6p^&HUnYQNN%F0}sL z<#3H_y_A91z8<8ZMPh&e1Yi)wmd&z`z2F5~^^(mVkhRbN?PvpM2m-1e^7gU3a%;Oc z-R^e0Scx4HyS1q)jsqIx>Yos|`}3bK{}{Z{-5-qU2Y&z}Cio5{1o$banE_X_5sZBB z*kg!9l1&-Jv($qa*#i&`m$>kUPbAoS69^W+c$m{{Br}^3v_Q!C$XQzgDK{a`b0z=* z9^;VI3E*>krg_bQd-In__t3lY2+#{E(e?Lf{b$pfOd@@BjW*<=N=1OMNH8}|7eeY& zCtg)|b@QcCt+REf22-d4cA_G7v++ikQ3s{r7qW(SuA+8q2N*yl1%x30ZBr4YFi3S$ z5>9tj2gY}Or)+um9djUf+c6+rUMc0%d!HE{ZQIMdD zkid#T0f4aR7JEZpv`8v>kQJQ(4*Ng~{?{2sF-N>e7BuyXb5M53NQ@R}7i#wxY^O(_ z^N07R7>tn;bq52|*gMo%jVU-uf9FUoNKAy+1vK~@9`*!ng)bUbR@tMD>o`m57#Hgi zJ^^Bc^9UXqG9W9)|AbAbkE+>^J#qs!U~kAIOjuYTN01_07?DaA1^P2&2}D5=B8ItF zGvsuUiC_=MpphF%AstykZdh?&7Kbm1G)wY)7Z-ie36o6_b2&6~JK3Fy2n@e~3s-|R zL77}bd6Zp~l;{}}>N!L<(Ue7pbWIeM88vB?#u7`Z5p~x9+vO9j=#^O~UtBPtnFAGM zId+|}4{7Ot5Ga9f374QDmu>-Td|{XNgv4XNe zOxxi+kvTl86p!V&4A*7{=5}uE*gf#UN|Y&@_i{>%r6DVJkNbfhs;Q3!=Z}D8dIBd* z26>RR>11Gt|C{;4AzGGX+5}thMv)Z6GR1kE5?3J=8*iwdfiTfr4>*h?@~&1G*^&Nf2-r2_@Ah3WG2Rxm8b{ zWm-hi{{*LC52DZmY6hq8G^R!)LU))!BAKQ_La=0ZT5TFm>m;yK;sdubM0Sd&-KnQG zbVH@cTmd$yKL@fe5r1BDs705kidvr<<%tN;o_pf5!t!)I;eS$x6lakXLKRe*qp5Ci z8H1ppvcRBkw1A@8Dy3?w6RJn5ss^+cjIIh)ORxk!pb;T>o*_|pGH|P0ftb5$qV>{^ z%t9dBAxnn$Vf=!uVI@|wfSJ$AZO}?fpQ%>@0#?=2q(8cODzh;6^JDDBx2x$uJ(6TM zAOz*=KIa-g>N+x0x<6MoKkjNCxLlKY#z<{ycc?%jlCWWeVv?{WLVwJpGmALzfNC%Y|rLv8h z5xHBG9jl**0(JlQijYDoZjiH>BP*I}8G|qkjK`o6_@JcPI;L6&rlGWEP+v`38c6W8 zKeYs9FajEJR3oSoIWY)~nX9vt8uP-diix5S7Pb;IVPy*(U~mQ3gD;{`N{;uo?D%c( zL1Jm^96xHevcxc`*KU5hnnvIwQ7WzqGMfgng(Z@>AIYv7@~(|LTBEg`mK7uZa0;hz z43m2d_L^HuBb-9gGWI|tpL?A%P^Lapx?l!Dr~8shl6);Gu}we$vdTlTJG->2|C6>W zo*Qd^Jm;am%O{X{#UhcP7XhCqOT3FZmG`+4z8k1z3=wt51^yXz-et4WOTDwg1qNyc zE2UxE`>8PncA?6&;47EnJHE(R7fjo2;VX<1#`13#byfB?gk3kXVpuRB5?P|^hcU=QuI!+KbU zGebh3x(XYeE5HJv_02$n#1!C{VbjF7@XqiY&+ixk|HYX2sQUa7 zHZff$3yM$~#`ZbJd&0#zbjC{s1O3Ssm3p(&D~ze zcXv09Hht5ST%xA29hdCC1VSGFVtAaa1QDP*ue7Yqv3W?HZmIlYdIdhKCm=~!x2`-O zVh~plqPN1tt?d>~QpnYc#U#UYkRN<9WlelH0?Zqd1Y*Y45@*dXV_HD41aj@nlv}xg z0L@BJTfWzDe+}3pSBEPgk_mg*Y3h>Gwo~>vBJ-qW74N@t_)U|#&ZYQ3d6J>B5TnT`#O`*5O{};4<(aXRO-Ow4ck;i(> z+olStwvlT{z#8XU8r^c-V(u+Pu#EmZNRuePi1MpY#Vx$rN|fxYDT>{u`2^c-cuFt^ z4}bszR*q}iJWH4#Ehgydv#sp5qba5#-67Re-B@`mAp>dX_RV@vT5$PIK##QoDw1ze zAl6M{1Y(xLMI!15UVJ%H!gWaMDvTw3?blfXl1@TfbA1dDUe|U_>u3nD8m`zKjsqTk zafS`zB&pcu{IIQg;w4Z6DxL)_?&2;ESS2eO6;W=0z|V z55SCy?2I;Es|3&hYz|4>(gkqdO4jXEj!7W<@?okJt-YZHJ|HHxs(7TtJodOf>GLq4 z$KDZ~@(~O_6cXtdJj=AKg&7pML&hZK3f3IbC1JL(rM`wPa6d){1RRtziXD?MOa`wt zB7lq6%q$ADUhBsBue%PXN#pCk?peYPW+Hx)EZ}9(=h)L%eKin>7R&6;{_HUhDB|8w z)o$%6L9zt}+B{C5j7r-034hq0HbQr`&AZx4zU~xSpn4J9_`prMU^dGB4GJaCW00*DHaGI15zQLh3fnS8q|#&HDnUM;DH4kPV3{Z&rAaX0>HpJ2P>L0UCvy_TzSf7&Yd}*L1Ra>=s2b0*g=z8 zwdyWUhP;LyTlVWBMV8zc^T05I0*+yr20m!nvC>bB{P=ML`EusXkq@!)_&{}03Tlb4IAF43lZX7y?XTR-M>c<1c(s%;_ctZkADUFD^a4L@ejWEZqQ){ z7iK^(K?N6Nut5hCTw#SM#E1fj6%ITQK^HdUutN_$L{NtwBC+R~9t_-2hZ_Wxuf-c) zOd^RFZ}_lA8*juh#|>9F0f!uZ{{%9~AZH}n*tC zqH9#V{DL*sC6w?10m1~@4I#u7W2^uI0ys^wIViI%v&*{hEZNPrNNqGbfJ1FHX^oq$ zTG;>_BUj!CXaG3V5Yd#BIIcKu2<4nZ_qp<_V|NNPxPwN<7g(1owMSKJ-FjLJIN&$MN#N2E; z>ZSpW2qlw3%9A9MHj?_vj=GkKYOoO!o1z08Q zy&ARDQ`0iTi@f%NA}+e>I{ejG7uU4?1;gFz2#?_`aNKnG#3L-g!bi^P2P?KW@A(~;Kp;%o2qh*lwInRKmS)(b9 zXjEfH)}YRbZ-iqJVv_|WK&~*h3P1n`A-g!pf*-e|7Vma91S9;8I_?r)yog6H^Cbs77?7S&ivZ)0!bD zRF1Q$jS`w*$AVDwH?kW9KWs-X-3bz1LjZyysq?NxawiH#umQm4<48y*Z+YTT5W^m3 zpi4?m{|MBp9>Pxcp{0(`W;U2mg;3T?jLiU*$MDB7l5{^^$`VSpMC*>81ixMCj|TL+ zpO1uugNhB)2M%?n&|Z~!a(B!v_t)P+=aFvK9l!4Fd46NqE^%BYZNTC@o93;`V|L0d(a zy%Zs#CRJz|YJk@}I;18Myppd1kbyX4g)+wqqh>bB8D@F(qakHuYmlHilrogK1bH2> zV7d(3{j{bwZ4Pt_sZ&JubUQ{!0>JE5)JHbSMc^rARV_IK9YidXn!H}fEX38cf+#{j z|EOO0YDuMy0pdm{Fzd_yS72M-PnJ2;-&DJYOPJl@tpaSqcRi@rzw*@LU6XTp8~BEWXKeyNC6365KB~2 zyV};O<%gzqm2Qt{TEE#Aw|>#GZWB6Y;KmUNW%vLAFtRJC&7?Pa>>@^^JI3j5#=6%n zof)ryhAU8uyRj*P5^A94fgGSPkKyAW_7Mj$cn7`CX{1i46Fm23XI}pTnRn=myyZd9 z1xnR#Qlp2SBLG;c6wVQfB;+3jgEE!&utyJYL{_uLa+Y;P^@bx1qzr3VWhUS-|H)p| zv*AjU#3)8~vX%Xcz^bXmkbUuvHImrHYS6|UY@oEeHYaThB*@!tNums4WJhr}Zd+)l zlABDaNj=#tb%=v%S?j4Qzg8?>fby2NAh>;-<)3pngBcFmmoOi$3r6^DnS-kvj8HC` z6Mc*tIhWBe)_F5#{HPjB2S(NOId^}CO%onKXn`1dAijZV?cy+n<2<@KHX!7Be|Mcq zXXmGr%uo9^&1ru5E7S~9SoG#IFjKQgnBCKFhj5uyT%VFeCd$zbM20_G&obAbv~YxP zzycP`sO!G|rOSjgY#sSv(8ku%vemxqW}j)CgS}!yoGIfO*EpLe*=E$f|K05?JsZZQ zkb4OIE)ld9`N*Di;TGV@?zb2&%65>qEKJ1}g7SMV_{MzZ_g$AR|LwMIA+ufzZt#RF z9FEx{U_~OjCgq-nSYpiR=bkY8Cvc{ttHE)WEBgZg0>GY}@9s>vw8kF6uiUj35Jp$KKwLZI}) z`O+84ShlFv6TZ5xcfIwm6Y0a`1E#S%x*G9;kwd#%Si1y7v0G3v26DSKkhX;gJj7~& ztEskY(AFK{U$Pf+?UlI^zu5qrEApz1uq@XJHMB zy8JWlbt2vt!g6p#n@zXwi={fPh z5S8(m1N*P)xtvX z?b$G~8xk5Z0S+mFQ;fs{B)$;J5(HF0WjnFIV!##qAPC$sfI%5d3mOa@9K^hR|I<7jyo}m1l^*1RAB>A^ z46`95LMNJ)TFHpx;*~Y=jgfLfit`L9q(?iGme6p$kg zJ~sS;dV#)~lRhz+zC=n7@Zc}}(78NR9{V~H{HmV_5g4cn5FlZze(6I3Lp2G(4pJhY z5=f=6QUUd$Kl$0U9B8^sw4WQ0D_PN)P(Vi8z4px{75?L1&a9Xp|c}Fa%kM z!Eda$$_v87$;Ke!!MQL;-!h!dE4b1lLM5o9mSD3t|7pG5i^tg840=?|D!fOK(nl=} zr1Uy3Ta)=X>9Z^`cpR$33L`d+Eo;L&@hn&NM0T}%Wbm@K0irZYRP+G~ zSj7>`0;OEawS$EQe3P1xwx^-HYqB<8%)6~TLSaNt!Q#8U)4P^{9YZk7qL>S`geSGE zgJ*F|YQ!5F9KC|$#((RndSVY z`+*;iEWZvD&RfbVlw27GLm%&1tJ&P8QXEnw0k)gOpW{SM<;0j%1fU%O%9s(#Qk>2b zP{*X)PVRICT4c{+8qbgb2YaweyyL+2Jd?15)0uEjX{uA8xzmDZi~#7A!#g(>v`?kL zPyMt9ae&MJ1kkwvjk_cwCo0gnI8eHX)JRQGg%h+9oru+YlRbq2g8`$>sJO(u&?(eV zX*mNYjK?YHz4HRm<+xNtc`4wKg=0v*?_g2!2u<@4&DE&67=fN62@#3xuc6CP>~WD4 z!8#>r5~7PLlDWhu?T`~##M;aeBn<=a|H-A81QNP}*5NEpv!YTDOU|P!fuWSnNCY5M zEX4riwW&JSq72i#%FZ!WJ6I@Fr@WFpbqQUhv1y0~40O}N!lF3^GJI%VW3;RR@(kd;pcotD8)I&v7E#o&c^0G#Kq9y7KNo_((Jx3=JG?K#z zB%~slP_7LC1KSJLQKh{jaFvep;kn^AOA4Yl%Wz>lQkvP)*rzE9B|TZl|*)p zpRUtMaUEBp1R!%AN}n`Eb;TuK|B9Iz>06^rfg0eZEYVJSO*VTq(}S%OsrBh*^oKi8k>Q$Dr9QJWNr=S)H{)p7mMYGY<3;x$ATY12Dee zAg`ZVf~6G?H+)+4I0C7yH2TO${z{Nfa{-XaS^?`99<>>pd?oU`0%xrcxxG#Q7+V|Z zfhJJflnJ)Bl}WkHk(SXq{$qg%QO*b%%IM@<>Ezq#1h!riO2a+e#GO~hZQOf>6NVj# zG_6X2JOM$mp!g_@RMY9KBqEG8hCfxPnr#15IdM z$+(-?mCG=rT_EbbZ^TQ#>|Ni5)JQF6Xj|EF!aSON-;fj;`H)`$?w=na zzbKF}vg_7}p^zjfb0EAV_A%KfZ+4X|jT~yC&VmK--C{Eb}ExjpLs3D-E5l~}^ zXi&ov6pGs7-TPFWm5w8ry`AM*FG`jxI07|Hmw?2Gft;Osk_9lZRXNVp7;$J(7=%Ia zk2$Q6{z_kn0mS#knfVY&w92}#4N@U_R=GWa>giuee!8{A7+@n{oiSh=8OkkvnVkIO zPu>tw{!*hf<*(!9RDRbKs1gl^1zRTSqDBQ=j6|w1Q3f`hWv60HE zR+I0R>aCU_^Jb=(2(JvVgS8239EO#YDubT^lxkLMf7l08VM5tG*+|`j%lI26%w2M> zGvjz8bylcXaOKDKWYz#2)vt!tLCQg7VoF*%09P<4pd>O8FYxqqd{oqIyj549-Ofj zE{Ey}Ey8Ad;D>GAZ!MctGE!8LW#YL&a5<{IjWY00SEwZ*-dv35Hj5Jjc(diTaD2{i zY4O=B@Hl~H4&@M0${O)$@Q8sJj6)ZL+3DVeW>J-F0^6o^eh>vwaA+mq*kiEqo~n@f z|M?^jF>L{nrS_n@R!df?LuB$3wC z?jNt~S^Yt&b!j!RG@P?mt{In1v_68J)b6M0`!GPZ(uHTX)1}%rD}@s z4XjvnMZXN*@{2cuf*m%%jyNGZpqnbwic9}pi(3|vN{t!ht=gcCAqaI*FS9AGV(iTb zECw3w4FHFi;^w9DmILzQ7#$Klzl*X=Q`E8W_jvjqnEG7 zm_I2w(%Hn6y#rTgb15m6dH|izhfbPun z3cg5S1*d=NDdLvW5Q9un_BdukRLXi~?*Xn~g5|kmKN5T40f;DK#6*b#M2Cxn3Kyo^v|1f#Ogv=5? zqS*^mLMBKPH!>2Pc*A9hq)AOMRqFI9)TmOYF1^8mMGmYJud+CLwISHBD@;(O%5(+S zv@B>O_3?lJg1B<$(yeRvF5bHlvZM;-Hx#PCf(H}+>laljS7RvTZQOX8wuZc&P~fB=K))H!3@_LePOpg<|&`!{bWO2!EA zjG#b(28s6ZBV}jKoaboHOxZH!I`-_^wdX#A<~#WCXmUS6Qe?;w-$Rf**{=Nw`uOSP zr&m&=IBCtm!5AOH-~)rOmHP?-0d zZ@d*z#s>uWR{#Q#As~PNH83a3b9Ow3n|s;1w}ovKhDV+e|HKx71bY{13*UM1sh6H_ z$ikK18kX^ZD*^#F&|rcJlHtP$9s~gGF#}5It%O%(nBj#+3^5~!9yU<`vz^5@$cilT z1EUQz&QRlwJ>aOLC_QZKV~{`IU<43E%EFHW7IN_+RRyg8!wcu>xCod|C6J}rV6Gt43VSyj&0HS@P z1qeeNDh_gtEJ-9GH>AAN_jZ0cb(2adx?z-jWy?y!EYAhcjYciZ?GPQqeI_tRmtf zhef-528w_ajRBG~h}!^b3*qt&xqg#{GCZI(|0GIYBvJ<*%eC%xuIqyAz|(~bb%9vu zDVOeeH=p<{p?s{FMjwn9xLrZ3kpzGk-PXVd0Y#`_--!bEj-W~JfzJpYlF^5hpo9pF z24Vpah5C%-J{h?{2l#^@{OSiXk=2NQ{4;_Ohy)0J93u<_R1!)M2$P10$$<_$AVM|> z7OPZ*Oa?R)Q*g4uH2L5dmg$MpdMK3!*zxYEmnb) z*>(s+8BPjrA0Q&#ws^Nt@w1=&Y+|OaxJ9`n@^}M1Xk6Ct8iWS!iwu=ZDM-{ffl4d@ zFhB$AfYpUFcJ4PyumXPOa>YLI0}-mD|6}Itc&;hnF^_22+B?u~7FmnV}rm*2Z)}GmS->Q2U5DkJgrB9OD%B z=w%R~CPES}Wh&~7nm75E1GBypQs`tSW}zY!c*0Yji}G6YQs4s=j39asjmtj$soH-k z#&7(g=s*j4+AZE{wz7(-Z4)Zd#KCqm1_+RJ&Op1|aP&7zSOOd0HJ94PB>-_y-5jQq zQkA-=JuS^+7c_L!ndUBA@R83=|9xYhkQ%NOs~YIyBzX!=gh4_DK?72g>b*@ib$m~4 z0(nCtfF_7yMJ-xJ5@N*FkI2=?vG5;wnNR zM}Vn(#wBtAkO6e1YaQxt$GR?k>2-D|NSdCDKI|I850=n`x3H!F`ngOMTVR?}Ok*0R z`2ZzN0$&MXXp@#M(D>}D|AQvnhco~h11i%eiX9o@t^`gRSno$xj&aN(S1L#tR)(aP z2_y^t7DXCa?C%QRWYr2g(DVY8i@Iu6Js@jNXMB@!p#` z!1-8L=HiN%IC$w|T$Cppj7C?ubgu4oyo25A^l{HL?QV7s`I6V+2YWH6dA^ElzaV|Du)GMZtluk7i>-4T>UUDt1MVf+xj(TPe$K_9>F)1098-Yf-7T zKdzlwA8Wg^;!bDT*~vC;%d;WVeo6`|B{u_n{Iu(4w?EzOTK@REit|P^z7glp$fqXW z3~fBUFprr7{5Al3n8Uz{)$zGGz%GW~ZESjFEiyk`TN0Pu9&P96?_KC%3ETJ(vY>}()5+NeSa`$HghIo$AAIF2BFF&z%Oac2H99! zd35}VpOqXD30h$th5$mnfCPDxOdMi$tv#)0H$GHFgdK$-;NT*K>eAm~*4a55we^4~ z_yd5=fK;e}|F!j4xY?b!b%nR(oexD|-z9`PrGQg3kKmLTmM&ZJih8 z1&+R@AZKVE7P;VUp$ck*5e(=7?No;mn8$G`fe*|LvlM^=u$gHX-{ka4bWKO=Wy|Zy z4#f%55PT05f{&lw$e{IJ@mLwF1RtZFoDAZ{6HQJ7gu$d4jPpI8jYuEiu?8!Q0St)2 zRUJtZ%uI@f)q%Yd5ZxgVZ53B7(3LP<6!hFNv>!0BNtXFs8M-(26!qCT!bea>f0t%AGH45J}a3N+a4qYsd z%gL7!IG+*R0Q~$w57YqlRbO220Uw|Mi?j$okbx2iosOIWf{`B{P9#Nt*M7@We9 zwACOQL!$K(Rsq?A#yfNFo^4ECEp~ zQ6$aG%tVUB4P40)m_)4Y2-K0ut;xg*h~!9~B4Az3qi~HyJYpoaWLoeED#~O}CM73| zf=&iraf%{WKwwb{CD^E<1^V4lN|RD3<+=4B3qqw;cBfThWhU?xL18+oi^Dv?|3HG= z@71GY(qn3r!W7L#@+H9)&=)^K-&gHaYWT-A1ON(93?Oi#j@Sc4(o$DVq(a;wNM7Vg zjOf$B49pb7WPM46*=A7)XGi?RRA8XCVT7mn@rfCpwI1!U)SZpvfZ|Spe$RoTM~I|h@2#m7$s>e1kur8(7-CWx z?jxqjNKV-zX-os8W#1r(f+!r=Sm~ihP-Kht;YoynDD)DOn1m2~WC7+Vk}mZKafG$NoSNI3Uqo62uLfIHiSYP zWx1IhzcA`kW!m-9$mOvPkK?FGE zWIU1ar5+~fPGKU9pt{uU6@iDy$MY!xbuyW6mS-)ylk<$nunc`|Klz z3PC?=Dm%Uw9|*t(z)Tn@K@x;tGLfIrObIc)TCFwRM#iQ|1fC5~FiFe|h@YqVY|P`XXE{t185lh9lZ ze5v8AL4YKQtt~-E;9<|ujH~Hi)2$3go`lp5lh6Jvih0dhFjGsWB(VOfu)>p0@>t+C zAXF5|jxcMbSQE5V@*ii>fC9!OD9T;f`~Vq*RS!^`CRUR@RIiD_q6k>+)o!n!Q0cW6 zghB0HTom4M z9xrZSBJjeZ#{xfW!$6hWE?P89gO0F*1=}yXnh5ANfDe2ug1iqJ79MIu!?VZ+%;eIB zq2@HXz>O^(nS{ZPv~bSKsz=zE&r;T8Y1mLYr&S#7|F8Dn4+|~WG>`K>1qdX;B1EqS zqQKhO0}ABbwMy}HIt2(MGZpKym140Lhp%XPfb`&HFz!Vqgt2#y@%pAl{SwYQs&Qzz zalGE|L5VYK;BDX}fWM_4ffVL^K_TSQ6d#92?I}zGqlbYk08v1$zg0YYk3EwQe$C2* zW~}dt+!pl~HP_4XXs{&HPYslc@SMs}Daozr&nGL8{NZkq1Y*saM27j*toAI9)*S@) z)eRdnGs$xDDsN1}9TA5O3xvTiL~jWIvyKdNvRQF6Ppb~WP%`)QG9&X9ch*;AaTZsn zCN5i%si!q#b9Yt(8TZ~ISJ793^Jt*68k_T%wQu5d^Z#wJYv*l17&J(L5wKE0E=$ex zchobW-E%%y+CDRtCy`IdX2#}La9vPrgBG+_;{|{$Pb3qY^nCz-5Z?5dM(4q9>Q=M@ z-KhSB0ak7FDSLD(-&jaDXK>!?4gX{g-B1rF?bq5eXt8uuTq}_v@k|HvFmJ8(8go&u zKu`O06~DG@%QmCPw%0Nun6Lm*AEgQ)wcL2%7iYmWGj&xu^){mhIZL%aOej^i1|~Om zUSM_IaCN4zaTV!XY$V49gjR!eH-Qw0TSu;Sp*0$)b;H;I$X+IW4YJKmMqQtr6=m+_ zVaBc`hX#|uKeNi=h_H$TQzt7nF|EW&5Xq?e68}M*#AHb}2DTz10;LTz%C2%&4#=_( zch>T<6D~WgW~~4(?}!SZz!>O=3RoftXm&h(Z9~v@Y|l1}*EZKCa};w0QR{XV(|Fh( zbq{PnT$XPNE;VserE#lkgyt_5xhr&U26exyRok21ma|0lZ(RHqBQ;WTG(ZE4fDb^( zSnqR&bU|AZjCq3ydaL)PHOvR+#pXt;WE|RjQ^sWa_3E~YJ!Ue+5CoLKm14KzMUV0_ z^w)u##0&FGqmYHz%#}``;tjKnIdKJrdp4x_9oIf_hPO1cmVgKZ0rZN34~#+FjkqPo zIJXfsQG-QKhk&V{`e=i|sjoV#w|WS$IRC6C^9s~Bq||uWBJ~3Nwk3n*UVOqM{Q4s_ zg0K%eu@`%>Q$mpIH<3e;kso<6I{U$CS#slwbi3_yyEy@5du;Gh^K^HBfp>d+IfXDE zKd<#Yllgjs$eGKdX*0>Km-`st_QcT1G}*Yz0hm3khkt^RT;E%#AZIFdM%uQ`^WOjedGyx9~y_poWrCYoVg;r0Syo{&3=dV1=$Gqr|zN`1N%4@3&OiB-+z&-K&{PsG~3%%?U zJJIX+UdtQ3CB0@q{a7yjbuYWDEP1V%i0|Wt0Tk5AWjFJ9>=X=)coYojn)?r+2N0A! zQ#A}3JZ4mjM%y2h@Y74gJdp?s#I4~uzgJ0xJ;W$q%%2ZikxE50(Xb8^erGX$iF2DQ zJNl!$_Qh-9q=x`Nln|IgVE;i8E25AY=Fi`;5+F*1cnAVwL5mkLT1>Gq1w;@BS%egM zf@DdPC0DGV7$O8k5G-NFlsS`T&6hB5N~GvwhKe3Pdu&*+Abf&_}0mSQy*ci+Ul7aK-kd61YWKyJ8DzMOe;=g*t3IFSQL4k1ynM+qZK zRCez-Ze+A*!UXsnA^*YOI4_cYd-w0zuMj`K1W5QSa0JP(9|!!DCMcT7r2$^Xs=9`QnYqC!Z_~$|>(+j7qy&Sn|r; zYTHsOE9>IH$;cF_YzENK>HBD*jE;m5n|g1Es149UBJh4t<$)l`vI_!L8oOfWTw zS6}V#y_8gfsQ;w{3p9|xfjC<5mB_OK14!a0N5haXGqqu>FRm&6g)SpdtVWL$F0wL1-_KQ_k4@In2rVs5#b7XR@I@fNjAQ6j#103t4 zifR0LK>u#Mw458Mjz2bh?!py+lHkUbDuvK-`}KDk1Cp!@ai=J201P%4?ku#2Z-~fZ4k2BIM`hO>x*6)K-CRe%4eU zBHBRUOU=)ESx;brq>#d{^(C~GP0$B_>`5`Ap{o{Q<{MU0G3{i*CY$WD->-irAD)7p zExk&)JafqHQWZ$t&2D)c%K;bwI|lT@9uGK5UnB>>*#S^sjH4iMEU38JZAnUViw0jN z*c1Zc~uNaN-83~`kV>}`{|L-fY*1jO)Tfsi`cS@%5`Z1NS10Ec(W!_DGEZp%AI9**g=r>*t7F|s zZ6E|#I&2B7Yr+R?8KpJkGLwl@+>*L=vfVK%n8K74b>KLxnjJ4?EKrpcsp-t-{YQEM z5&;*l*Pm>f%|zW?n@m!W#+cx0Kqm-76oLStc$%nL?F5kt#+o)C5Ymtm9SlDKN(i~m zm9BM_D?st;her@}ZwYkFFvQgtjpB==ZVl964I3B4?n{T`qNu+X3l%`ovwzcA!x%8bwAL7XKerkSYF{_pT$^UnZz-Vc@ltDfr>8Aw4oN`L2tQ7Qr0ac=ovTo}R% zz1Xv@NI6-eP`OHnne;TD6>V!Cmf<9n_6JRfR}CEs*-v_MaFzKXFqbof+PVz4lzLSX zM8S_FdIty41C?->dPM;VL?Rez&__~|z4zQ8x!7|STC=Ox=+@C#UVW7u!Alc%cK0Mg zi}JMk=wH7GFs|wK@_GjMT2{=O-5eJ<-~Tk95FN4Q5^&(D zP}Uy)07rwFA{i1MuT8J%tZ6L#unEI3!>jv24ZLJS9L{ad0_)c)t7Eq1=)eV>Uh#8& z07saelMFS(*>CAXJsh9vXf}@KMb(wh?8PG9?kdGBSMT;oLy1vjU3+>~4E zP2swT@r7=XF;p*WU@$(H;+T#`MbI+<-4TTFuzi<634quL933`cx%c1$b{6-%N?}vO zF)p@Ypbo7dzJiEf9Pt&m_{E`9f)>T7G7U%pI?oB?O$C9ut1_C&OJx$2Qw=B674k^7 zm%Sp3>RBqWpRa!%>{lhH=td6#cY}TcB-{Sz86bGq;lgxl51;sXEd*a}vlKnwtSC?fzGKnY+a4o*!zUQOkg$K*Z) zn?ghaV**(;WJAIx^)9f;!05!1*--2V*k&Jc8>*HF89bo1(q!XII$BsG0HLk z1w0_nkdP{}pb&a66#>c+kndn{;|Tqw3`_AX&T!mnaZ9pqW0cU&Dyx6c&Mva3(jy1V z5j;F?4okoXW=Ns@I&U5iv%GN z%SKAjdDXbAK^e+GuX2Q~MHjDx( ztV97VV*}ubDFeme)^22mGSZj=Dl_1h)^Hr(&>Y1Q2fmTEgoX}l30#D+GJ1dp^e{WX z(IceDnW(Jh`f=B`iX!Bv){N{!EboFI&1_4paA+rhZImo0$>C#rj`zCrl@dk0uO-PjZXpq1;RiGasUp^ zLoBs(J9S1me1aVXV3L}`-WEXxlK)5#gCJ}?41_LN82->sf16)ynRDRy)!!UcCm0H&yJ za5ks_9N?mK^Cuy7N-75`D)ORN&%D2OqVq+13}JJkbZ@#JD$gz_{sE=H(4dlhS<00+huZ8*>+YR*{k$OWKP z%6gU{8IgN%_61oYBZIaEhIU#SQa}Dv2Bo$mm2F!Uv?QK3cJcIDS9eeQ6aj3cY6swrtauyplIZidV2!^=*HVctI#t;lf)cNq-Jj`xdn-1@ES8 z3Smen2ne@uQUBmYEW;>-(-rCBNl`!rrYMP$0E}Gh~w((#p1D(VYJn*Cm zJm3Q;?`>eq>eRw44xk0b;1mer1hR(nwuYN-1t9OYyM_*aHg~y10z4`gcFBWw9XNDJ z*B(02YZ`Lq9Fu`9m?K-aS?Y9xpVkC4F^(TJLeGt0c~_!3_=7=sB}I66U$KSf<#_pZ zg;(=l8~-PT>mo6r7m;(ghn)ia6a$CfOwxF?Z`WXw#7_wA{}xA)aS@ZE6L+0706c&Uj2JlICIO=&Z`~H&%C1XBXaQ89 zSI>!-LEuZJMK5s~kGj}I;Iy4QWL#ypO`G{Kjrok>IGNixKW-q8t@$zGG=ir&c40cE zJ^!%+AoRoR*^en1fCAZ^g?gyTIh{wCLm>x~-}ztob)X?9d%q2a`RAu)GoIsuY}vMP z_IB_vX$@L6GCJp!nK*qP_JvtFhMA%=79jv~gS9*<=c|Tkar#q5cYg&T+8nH7#rx&1Iw|RG|dSrr{s4=^ojoOeEqn-z2 zd&_p76RVp8j7fL^-q6~!31@muIIDLEvZ-4uxg=mMS~#sF%F!n{5-;cJg~%EDLv& zkLr@bp&$CJeS0cwBmjDVt=II491-;W7v)4OE+WShdda0LUzPozB ztJ256B;M4b$myBMk;0wHt#R67Zb2q37&)nz!PGmkY z+`GsFFll0qiB1LV{Lb;5JZ9~RoHlkH6Ed--&saQ;x77r?=%rJUwhF2%s5N$pw1J7h{kH zoYf7s*54w)PZQN~q!c>lDh0-oTT5i}Y?6^emHh&^H$nv5G6YKDUH`(|A>B)Q++Qqx z(|!Ku-Qd#SorEDr-apjTpH1I+oZo2?%8k&;nU^oLd?o?jPneT$Hz`YMv+M%p!F@gA zbx&E|3D3!1+FhWX@bp{lG|r1oBeCTa7~&XCfegst6zrbaRoq=fp$DdY#3#6dIkEyO z0I=0Krngn*U>w{%v3_fQB@p}EK`GtGr2%9>5PtshH9hFvU7eXE)~BR~McwPl*7F0} zE*1>n>76db*68<)>DP@pyH`>#2q@zX>JOtbP=F%bk_GZNXj{Yw=-%${-tNO7O39R_ znU-lSGR6lRBol!l7NLF1{?2>g6#DEK!e9o1?C+bO6E`5m{r_PRaJtYB{o55k1H^sY z!5gQ)Khnp=0Cs*$D8CLczy33Q=#jc{tUUCSLg_at^#KBbz<~q{8Z0>Npu&P{N=;j{ zFrvaW5G7i?h|yrF78w=x@z<+k$AltFnk3kwR4;#hPP!cVGUmk=6dg`0MUf){iZXi^ zBoJUhiV`4#1TkSEgwmx}K=9E2q{`^h7di7Ws6)s$y`1(}@QWGM|jxCEeZPE;E z+oC{m$|@NY89=1Ht3rj3V^qV;SaE{v-Lxv&8qR=XjK5=a4?BJg*|3EbIB?Ja5jnHw z%ppYB9efvrXuG3Dx2;fN^X3gG9{7BXpa24z4ohu>ZU3=>j5=(3`~D3)`0qM;noz*K zkSFrxRhK(|e)2Z->C2T0TnuhSP55 zRCqqVMFT)n45g8T3nqXNf(1<}^%M$xO?6Czi-@vF7-2M6l~yX4@D*7nh$R?kpsmGL z1#ca*7z(M?<)H{Auz_O7 zpa!LC79d&K4VWdH?6OWyORZ?aW}qXq8AutaeDvAIgL7JfNp891vO(r?*L~ORK~;s@ zZoC5pD(`hXlv3|O^v1bepXSNS?n^7d3#h-{QuJq}Zc?XceH0lS+eQ1XDL?=yIE6?O zfobX%iHv2yqJU!|l~)g`9z#Z69Cr9BS}G*Ch*gU;)|LezunbyWWOy6~&Y?Yv8VWT` zl_Rp+W@Z5kmC1Uvk)%}%wP-bB+w``r<^O9Zq{xkHZr9}sQk=RB@62?ya@Y4u)>Za*RXw!zBWy`vh7KL079jpf+#=aW#Fc4rBH!l z_K>kD2!SC57FfHYT9rK(j>;-hYLT9o4~xX?kFAdRI2g-gol2rTTYcu4lDQL!EeeS& zwn2zhA1MM3EI2#C@H^TZb@OdWFf3})Pfz{y+_nuK*IsYmCD>(xSGT-(V?Sr!=KqV^DiDgtM@Byk$VgJEe1@AF7o6%=V<|0w3Oi4}(Q4Ok+BdSSHd6J>b z4OZ|hs?qQ<6KI|fbr_=R39)+DJ0Enk$33rkPi)k&U$^LIL^Q20iqDx_z3N60JjG{X zZ^B7T$P}A;^ItdQXfVE&^cz*Pf$?s6nlt*X;Vv#=;)#pAGKjcn55o(xd2i~pg@9xhNpjp_))P1R^w80zEZG?bx|MP)&YY^OUzN61Bt zN;9Tx*{%S2ITWBSFGBmBKVk?iPj1EnCkQ1DPa{L&(XfZ8tkwcq$x6e#vX?&5jUZ;Z zy;_3Dije{%MfJnWkJ4$G-D1>3)@aKzlI_+xHvc^woh(L*Sugs$^g20R(-dQpKbHc`nS4{}L8f`1GH&)d1}H#( z-VzsivV~TcYYS75)JG4UlVtnsEsJ#L8LS>jt6LSp=KdJMch+hV8%PabtEa6AAnABG zgx>V@`rOC}F#{8jE(kPG*Cy3SujDPSdGp%c3HTMTmUYQs3!B*ZA{IObz_!OzgRzdcdnPUp1 z0iWGvEJrn+T8fJn5M1jp%c^I~&Z(EDLUqPeRlz2oOTASJ6rqlhu3Ck38q{DH$3%u+ zcfYFv@P_xhZW1%f>E)Ss({qlQ3tqQf7*o zvVAkjM;r{BGP@@wU+&g?>hnJ;E_hA_sMrRc(gVKufVQNpnTtP!q1~c5MZ%R#i;0^S zC#hvDzGYF3h>T+$@3<`!5W(?~hb>Ht8d*m6QIeBfS5!Co$>)voU)P4(DtF;a@~yRD zzoca*5;M*9I@_3$^R{1Kq_S+vqQB$}9sJ&R%>;?8bBK*5oD^zLsI^UCmHnK=3FR$5 zSPTgN8JQO6O1B&0+=dnn8Wk6)M+Pzwcq2_MSd|kg-<=kCr#9+*lTx}Tpe|helCUZ{275oIvzF4=nHY9MT`(}US|g;v>!1sHm{AzY=Y=lCfJ6~`g|=#G;+t{2tYR0YQCIFEkK_=5Cv842$^-;%*3GS z98z00nsk?@Kn4myX;KU|vly2{NEQvM5e@4pRUD;R!Z?<*Y~PfYEx{*$iO<0dbYRC#At`^;4zaruFlTDEIU=b)&mIatjZsVT&RZ(Zs)Fn;VtWTO+31=&| zBL7}qeV;}G(iMS0*^1rYM|_4w?yk*xKN^JNo#6#~D_;4!S7LcU0G`!3HQ%J0F5G(K zH~u80Z*S*&Vr+}N-zT^1R{Ig4{+O72P1A@ebskn56Lt~zH&dCnCj2pU z-joDDHBgYGD;k1sgV9jAr+bq|fzc-#7Jyg4$7-1daRxUT$1@}wNP-+_UP6Rk8NfW# z$AWlAAZ?d#DDVN?2OgsrDdD#TIjDm>$b&t&gIxdyTgF*v<5BC^Ca1T4`{!6ICowUH z9F=D%_m_V$L4cfB3U%fk-Y0;4CVjO5s*QB4!p47=agvO8=)+ zEh*x4cGn~jXJjVWf!Fm`Ky)G?uy);rUU(>odBt6()`EwKa3PR=*tb_QNP~Ezg*+E8 zIOv0wXo*)4gt|5z&^9MUXoN8_e+1QxF!wO6E=8+?NxvJ z(LeRU3S+PVK5`U8qAc&0A``S#OV%V<$9oIMBraHQA>eStCvdDZh829V?Zp!D zD1`sFlh@IY@hB1V*h`$~6Po3Cf^v#x#*d{HX9u}aYcOqRL?3x3H&lr|NQn{!c@TXz zbU!j6%M$`>C~vT5dl$K6!1y!MCpArmV+4ndAZP-|!vcz^l7o0;U+0nx7dg+!SAKOI zfrpig@-SS9H9hH*mI#Dapo#m4Hk)UZRpN^A=#>UhiZ7v*Lr8I#i4h~`6Yj_+_#>4H z(J4T3Mna>ey@toe#oDOq2cm8w~6@o8tJS5sRUmIpyV5Rd^u;2Fy^SHZZO zKhvAOS#J(Fhj7V^#92MTM|NZvjp-!r8KoE*rZ#MeX8Ii1w0f!CQ=6DLgo zC}H0TX5lHGJV>5%2AYCmpX`YrJ{l)G8XgV-pqXhB_}N7RDH3nClmHrw)36e~0Glue zd8?%;(V&$*(PtK80+&$&%afZF$(s>MjC3b~hZvKLNS8xqcK>ge8qx)#Cpnxl>73Zr zfl&5nc*ml7`e+e}p#w)OGbp23`iVArqdEu%U;vrBgf=}2qy^EL!nS8iIeGjer0=6z zUsROxcd0r$4gLTQ(cqtYj_|;svn)VsS)v%4C8&%0D5rtbERr11@Kw7C^-145CpUU zD&Q<%sw}t@rd&09a7e4Q%5cE-85Ihc%c6*Jr-vuFUH{x=0xO`g|MsU8E0UYitRc&+ zcIaf;`2hwnt_6Xu+FFU-TAplEHmsPkkK(UUG@m6Ae@*0+;M$5Zk)9p#kMVIhscBOP za4$bwFYy{hw1Jp3njY8`03JXVVOMA*bg&i(p$mI=(pik8p#dU$X&!r`#wtWT1Q;4S zoMP*u(j~HOOPzWJ0peNpFiU<+^p z*RjRgoULTGAUY&t2aO(!UT&+qb{Mx3009*cxBnghj&wT^c8j;ii@eF(gDx8%<(gmn zNxXK#uEM5l=(PQy~u&GLYF|dsTsfp zZ%Sf19WtS8iMnuUZy~Dzt5$X)DU!%aw$R0I8oL5wmxs7Ze7ftlB%4>l!9KqVz zxgT7?80^J(o2Wj}x1v=xNc+J(m$FJ5VE=uxxHWjb=4rxo0=Xptxbw1;E^L`mYD6>4 zKj|xfaf}fMssaS!Tyga}PZMuJj25X|cSVf4M~uXNx|a!jtYjx$7_zZSJjo<_qRaBN zR_v@9(7O@*YG>TVU+l$UJjTEV$c@{*XUuXl+gY1gP0;kl$#%;M;lZ5h5(65a(sr8I z!^hz3$0aexXi_nQ?5b6JA_vzzI)ku$%BXz7svIAf%O;MSvZa8yM#)Pg96vitrLZBIGr_KStYC$+!on7ymdzchrp0s8)BnTVCT#&YP@<9NKALfs(@+&XWwm zzMIl|rGn>-&JY)^enkN7JHd3@#ZQ3KIjz$>oxJcoXTyve^c=XYj5c$##wE4B^)nD{ zOeNpDq^~>^$Gj6+M5wrI##kfOkXXY`%U^=hxj}(dMkBg~sBjhSDr9ld8I8JzXwBDr z#pLDD9<9yCN_-js7Ar7baU0GjZGz+cz;G=hZz0%&E!f%VNQM@XqMV%%Fu^r#(=q@C z$Gg*$t^4MQHfKW1{X8em3pgq46P9Zc^C{3xWR>>XHl&@CTbQ@VZ-P!#B+r8ZaAOPDv22Icef_)-HA_0E&h^8z9MnKu^?cPt|)8DGuG0fR+lgs<1 z9Qr&{wLKC1JufY{9L^>Yvf)Lm{j{c8zT^Yj@LJ5a2-GGa$hj@L%o8;nk}JS1ox-hT z5i7EyJl)8RjlXMsdi8o; zQIqwp8|?kwL!Q&|OqX-=PSXZD z;{;FxtZ)phFoWAo0W%Hc>rLd3ZUmRT%1?;o;Nj&y`rzji+DV(~+F|7{vAJdw%&(c1 z+)?SzVVbVpHr3nUrWz@U(*PA9EID@O6)r(#!R9aN=6brje7@pvJLf7b0VQ5e;GELF zKHbv#0O5#}Cz0hF;n?i#=#T#1M-b_leZ7-8>h;~}Xk%>M9%uY4v;u2&y<6fZ-~wTX;sh_< z>s8ay-VpcSS}M}YCvj?);=@zyTsC9LfUUf&D;QBY216~9p^?@L)-+SofE z&IAslD$i0x(5k-bYJ<>;S@Kb?5IGD~XGPX!eb%_%@5>6x0Dr|WE$|G_=fa*>A+|Z@ zt=CLH&dP3+hUp!(q4Mpe8%fad8sG64p9CMD?TZK1^(_$PZdtTU@>CM)@@Lx5aX8zt z^%aNOD8ce@f)iKm?G^Fvy7cxP0k9|TTo=n-R#zJDhJnJkwYh%ud6&d(%NA2l^#o7i zBct$@U-iN(0E`~Fwt*-RUzr8a04d=08n4q~f9;cQsf~K}Xdn2IqTij}?!^}O|M%%J z8s;)b-~WTM_2?tuOIzyV3ubxm9zGvxA4%(ne;`aT8s?Te8BLul`tOhr=OfFzns51e z^?GB0d`pk)elGfWqxCjz`bUt{VXyvQzwsEq`nH(+*Kzmt9s7I2l>Ob6@h=jxagRC$ zbOsI(1rYf2#{S2N?cQ_m%ly}HE!hCvBjE-)21mbRjT7jlqpqG zG`Z5HMgs%_Ku|GZf`kkebnetCL1zXPD1-`CQPgM%6(&xcFd+hj1`QUVPNiBEss*fB zv1)iaRqI!W!u*6TecD;SP)^tt_cfg;qHa7!NUUr241dgQL@Eg z#Q%vEGi;C|$q~qrB~PX-ISCja6c(SHw%Kz-9{zfLCS7`PVbiHsu9*gMB5Kv1VaIOB zdZ9qt2n#Pn2{NR@HHS}L%*fDnZp5t#8bnSQWGRurg(H~V+`7i&*Cz^SfFgw1vpjij z*nncef&c*;tUrIAJk6v{L3Fh`mTXw7_w`HNpH(kk00V4mE)fbe0fheqRLidi3=m8^ z>YyuSItVL#s4*id({RHhjKEB@>pHXWB!WgX@g)&YG!3NII!aN+jb6;nHtlHC=%bKE z0*S(u`oPFI-e8odu!}|$@*o_c(=oV+syni|7LPQ5yAZy^sVARwD(?XSx)gu_F#o+2 zQ@tMUI&i8Gs_IWHuIRIGO*pffAOi*K1WE@9gaBF994hu`q>re3G`t9^-J) z$UMwUy9p0{s6foTj~G0N*$W6q%@quX&aAB{wyqE8u`aJdsx zT~gGDJdM>e)($lwfCW?tK`!ygL!rS3A4--00Rq?{KBu4xK`O7}q_)kjtkrhT1pTZN zt+jw^>cG70+~9-2ge+_%Tz5q*QOGi6bi>OYy)M#NX?0h~Q1|V~HcmUj*Ik8XB-J`t z8M0M6(?atH$(D94EHqb3eNH6b+SN!`e-q12$S#9bfmoc%s{t^W9CWbRVE>zPN?SIk znvW`&<1`CgZv~VK=l6iB%PBe)WH8wy2_3lOm*DMiUV4+T7vX>_z35b=Ej+qvg>BP# zqK{+knlu}04DRAvn=7$}ehF@2>ez5wcvZzX#@eNVrTjJ6VSOrZ0RajidLsi002bOe zwXJHtnXjt3KW=f(*<26KQ$f$V$`#N94+O|`-K*#32wo#XXS%W^oCXo7Mm@mylN&k*l0tZ|=pTGcV-6yzlZ&?1C_*u;(0?Mcn6q4dTWvS*3l zde%aro)D+F6}r$Sd(6O`WH>{VG0S`)(BWRrC8&;Zu8UPm6#X3eNJv7mLrAoa5)VZ& zG}6YBv%}(ItoWo)_U2%VDI<^$wFc1~nL*O17@uv0=XoY>K)iByJw18io5!2&^6@OZ)k zMQe_6GNv*6=(uFQg@?;3UkNQI(e=4bkwQ#?5riNFkA767BPD4`LCQ@ixoe*LJg2(= zs2X(&iG%CxCr51M8=JDTRwk+ErzYmghLDkL8S`3ASqhPvqLF370%le~aG+tC9#n(0mUrh9= zLcjrz-1T*Cw3ThbSX#kS9OD=$P{Cxe@}0bZN4sXx$xuKD0iWG*ahP?eX01w|&Sq6` z1hs%y*CNe*5-K>O-PLJTdtZ^V7DCLmkYHsSK)cqKzlzDNq|j*`o$BVWZRJ{k&A0~K zd~txj5s5uS?K?x-8}mwoYj-_q5fwawwMc8L4m*l9R6bcK-e{B_`0vD2Lh zpzliHDN{~?6Gm@?j>8!Ez5+v;u~L@QmJz}%V5zu0D}F$o$tNZ^!kM6mo0fiFs7I{W z_{KTW@q+#Wkpnnra3OGST4+ds{}MS?Mm}_k|$8iTXU zo0}?^G-%s&T^Uk<0=zYe3zk(WB#g#1dpgTVb2CI7#4Iu48BD_tOiToo0EA3waCVe& zpabnaJqkL8I`+$w9r9VTtYxBVmb9fPUH@s5UOLm-$@PhDt!tN%S}_H9>8MRTBIa5! zNBA^Yt7+q0hQwBrw0?*{Le*0ZJ`vsg6jGOaZ5@G(&;uoW3Ry54Z9&_l(N+yIOn_x# zoP9u-i|zK4z71}Yird<`DNL82gvo)Yd#<~+n!Pp6PYcq!RKd-SKwy(_gmgNKLsfN? zN`dlOs{5#49?`*7)TM<_?w~Y=whJL1aYF0((Hjw@PX6?Olq0DkG|$b)L7rbsk32U* zH`~Lqt`e>fCL}ITO_M7`z=et0L~hq)zv!#;)9^bbKi4-JqjB~okv;G8?zyD`7l4H$ zE-b}ldc=zf%|HGH(tx|TUup<=i2t$cNM8T?YQtV3!RJQSn4bvIM@9E3vt2u(;y24{ zjsVlcD2Nm@xlQ%{lAoGAoS_dV>R);Lsx5V9Um{q3v?axoBxp_1hb9sFRddy#KNF8IJa3!yA5l#6m-D+lZnJLz8ADH z0Q8n~aS3D_LR3LO>qwLwXhS!ALpY2>Hxz;!_`H|fpC3WPT=@(hSVBp`!gz`XB)pGJ%LNi~zn$>I?`(BS37f0P`^2;llS(wuS4nr|Y9I%q;Wr6B^RPEGmg9j14xF zLsU$~Ivh9s`4k}(Mc#WAKdh7q47Eb^vRj;@y;=is@CSR4ISVm>ilDurv&6+R!QPTW zW1OX5$;8Iv#7@kt$iq5O97WAT6vs$KZG=NQw8I){!Xp8?YGjCLFvfOUu3Vfl4ZNLo ztQBNTLG~MwPW_hJ;89iAB|jM?GvZDnql5ysM97La&jKC9x}dtPsAFzkOOs zA+eyjP zYcsMrLI!(9a^op6f-9=zHAdXEu#AYisenFuIog>^QWb{b6M2Xm&HD#2=mEg;JX#p#o%A?evmVBMmWT{nR z85DrV#q7$)1jPn{%$1N#%Ct=6B#4UHj0LEG&E!l}R7+Nbl#NskC_KnqE6Q+6NOjCj zkGRTJV?=yI32`hsNBm2;8cnRZO^8^{n;a+-L(IjLi#_s6P<%e(j0oeb%;Xe}$?StO z^Ni+vPUwt7>5NF)a8DS4%^^IVxRk`%0Z(-dPy`yx0~`#YbgeZg&*!SmePPdyu(JGQ zh!DFt`IO0>NzqT_iy0hI(D+aOOwL~TPYN}S0WDBDJWvY>%+g@c6O4#+1WfPL6bYR& z4;?&x9RDl8!cg>_%h1HNBgM)fxO%g{^$O41muEflUfJ*r=0nGL7_JRvVG zT~zzrp+mFC{S;H>oXi@nkmjU;GlfGM=z-~+xn1GVam)^ROF2J{ogz&QflyH1;=bP? zD#TD#jquUfh`;58t5TH>3Tw*hREb+1INZ3>ok&zqWKG)A&gW>ol!E)luOOj zH{8@tt)wWm5I&7S*9cNw>($jb)!{kSRRYm}vA@|&BEPKE`GXOg%f}Df)hKgOUn|iC zIRDfvrB8dkS7N0}7JW1uR5N82Q)WfiL%CEIC|H9%ScFa3gOyeUr44TNjB7Q(lJM3m zbk}YjRP2}rfqe+#+1Qt`$BJw~P(7-L4N-ReEn39b|B?w{A&*1NSD0l{E;+k@l~EdH zod>7@8c(SlNj1e;?Ccj(kruA z(vw%0P0^d!(y!&xtCGBaMI$hcQRHOSX6>Jx-C3V~TZ0AKp9IY&9m>)y*(f?%($rfZ zHL6sJ24F;vIDNvpb*&Z{*p-MdfKp@5|;4*m&H=BCDyjU9Oo-QmO9&IrTNJ>-X+=!bchMD%Sdxv zQ{`KvY7ucoj^AYn-Sv!;2-z$|jPyks+=$)6gtG@&0Lh(Pp5RjVDoDQxsOR;Z=uKPC z_0{Hdf$K%s6=>iUDA?>ZUDX&~&nVZk)7FbL-$Q9#q}5=DC?_Rx)m2TWTSVO0m`65+ z(5ux)kF7@z#=KtxHW&MV{hizmfB>E$4;sSHswrU03|RWBUI!jxA}(SghX3Hwg*Ok@ z2ov_SH?55&<`;yqUsB4;!b{oIh+5e=S9D9Nj>S9*uEr1(F<@yA%<%vp@PRY_fSK*# z$wb>9zF9pKVk53&BSvEFWwI!i2>9*dB@E-LSzoT9;&xgvKn5GRBte)u+!R(};7w9A zgjIMo%rOo&0r-Gp;Das!ld?S#&IMRGwn#d*V^VhD6L5hfwvfTC5H0S#(zGe^?Y-Qb z#VYnKncIyhie-+-)7U@_s+HwH9Y+zJe24V<)71QTbm#N7&RWT`~}Ue@Mz z*5&P!WMWnc127B-spm00XvoaxrATR&UTKzIX%#5l1BmHT@CR1VT!*FG?!CuXPB)3> zwO$Qp#TCKBs!@|WgKR?8$l!*WA+S^2I7zA2$XJV zunuc!rT_-GfL^qRQLyRL<=*Df$aDZ-K%l?wX{3q8L`>-W<2iR07Zwq~g(CPexZ zWS}15*RW86Mv^EwZ51(Ug!pBT;o|j#XowK(!EWrfYmEm{?N9E{#kOt4cx=fI?xmn? z3W({lwg=4yLQ7fa|FJDzA?y+H=s||Ceyi)?HA3hnI4{aWhh^ki&6GX_?BuX*iuUc5 za2t_kVr2&9dp7UE0B+%yY~nr$2H*hX-t4x^ZiY~5CEV#PHrfD+6dh#RrZiHxE{*Zb z4Rj`qsV&^1k!@bJ?F4u4#1KY7bcn4!US+eE(#?>w)(zr<+hYoE~s5}hSuEt(* z^N!#F#qNVrcpyq25jfuyGx>B-9~V1MZtM(i^Nd~hW{#tL-*`EX z_ULA8C-dtg`D}|ZT1vzzgjjW2{~sqGj2n-g1_yZ$L)pBg@PQAfiU)a)P49YtbB*VC zp!fJ4#rTHb(F&~gQ6$<}|KM;ZrCGNQfrF7Q@03MP9zu61jA!?(KRF-=Sgt<3p7(hb z0D7|DcL~1BU77lN%WK+hZr(up31yuvR}t5KC0uVmM~BiOZ~J|*^seXaP!?RC5Btx! zce2lSvnQvlSNr^a`nUF20hq7RnerKwF{nwuB4_Z7-b$~!1a3H~g1`i@E$Yag4H3=U=j41Kp z8ix}vV$7&TBf&27Ub%Q9uA8 z`2-0b0RI3i00000wgjdEhX4QoLjeLW2?k6H7!eN=9uW)^5)2*^0vi()VG|7v6d4p0 z6crR10TnO<79MjKC=(bJn;|<+BMPe|LP{nlq$fQrDlD`rL>DVaGb;!nEhD-uMXWA9 zgfBmsFgye?K58*0yfZ{(GzV)mJG3-F!#704I7=x!Kg&ExyFEdpKT5biPRv6_(?d$b zL_$SHMWIC^P(~n0NlV5_Lvu<)w@N0;OhMC3JJn21+e}#8OiLL}bIVOWh)zmKPkgse zPEk-$p-@oMQ9{j9KipGF-&9uPR7=xUJX%(w<6279TRZApNaI~#&t6X1UO1y)S-xLU zP++RxI{9uu*l$w3aB#kGRsC>f*l};4a$Wp#OZ{?I@^eSwbUXZXKX!I@CwHedcevtv zKmB__{d`N`e^dT{WdDFvUV)hZfn4K*L;izA{e(*_g}+9Ib!v%jhly5)ig1dGis*`O z)QfQbi%G(aXylAa<%~uCj8~+NNjH$XIgrY~kbB&bk@t~vMw7y#lV#~=|#;4Sz*wxk9+1ZNP!Lr(+|JsD)+@Sv5ikaZS#NnR&;hz8E zji%(l`sBy_oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZ zxUk{Fh!ZPb%($`Rn+6afP#Bq{f`ykKYu?Pcv**ua6)y?~x9^(@94t7HTA=9R3mh;YzTh@$1C@=7enGte^Mj{128Ugs`|t1I z!;AkPPkx|-Jkl^7V0|hYrUf#h3CqC1frCr(HLzAND4MkY(!7!ZLfL6_9y$I=BOe?G zL}!q54VEY2gcMe2AzSCAx1Mpsq{qMx@>yWtAkq{=18WV4@n1Bj{34AovlVojZOvJ9 zU^Kt{lAs_P9;5&U?)7-#kVF<~qqCWqcD1>DwQGY8;?rfLpsp<$V4@=4>G&><=4poA7`C`3wX z*kpPOfGCUxdUnHOamh7si7;1ysXzlK2m|M)rwH?&10VeICnnBM znje-5>R7Gr=v3_vRAAHWX4p{g(nK3na^9Cz%oV~I*)rMBGqOK_W;#`oVVFCZW% zl?!ZPZ!{n*fL_ zHvCF*7DuDOCEdW$odz@@5aY*ar>*wdaD_awG~0p*pt%JF=YR~b2FNanm>B6Q+(H@SJ0 zM+1BY25h>8j`k`Dy6AO!E{!<={zroau!?%FjIy`y{`>IzMEi!pISFO(|BBt_0xoar zL%uX{S2V5wk6$RDTUY3Y0Z-r`77aoe%{xIihKDEVQH~t1_|dxrkt{ta=oFXmUg+Rf zCj~U^6*+o^vu@KLRUM5W1&W^xXGp^uiX>67D4~6ZVU8=@FIOarhQ|L`gPP_vKyfr^ zz%ZJXj6opm6~$m2iFko7EO~=*{32L#A}5XM38Vpf+8VHorhpDPq5usrVKlx+LfhzQ zh?TKTaKzxBD%tRkc+8_7BXYO=;i+peP=KQ{U>_F=BSNZCfDH7bn)sM#jNM4auT+#T zpberMr$`QvzJbMVfvy2vlK`b~Xn-`jC>0B6Sm9{3#u4HST^$-81JJ}X4WLU|?Xlw? zcgf3M+7ML#`9h#2S~(BQ@4JBLSZ4Gangtd8mIQ6Tutc}sp4eNKG-l~x+X(8 z433_P0ffJ?s9_?MS+ibYfgQ~36t57*FR+9oczRDrzRagS_lf_u?F4H@OuCzV2DB+L zbi-R|>QMOv#47O#PBcwJ051E5iEcQNU;g^fDe##gE%t1JCIpZ$TZyn}6ypjF_#c2U zImWpO!aMwosZ3`&E$YaCO^JL?P6H(n=OBPOErX72vXh#j7ST)$(0~kH5SxN^YHQT7 z03!FJ)8p{z1xsDiRjHFxpibs8Kc&u>XiCJA-dpEN*Sgwu zQ!kLKO7>^hzWVjANIFgoX45*r8uqY=m7UoV%h<*`c5S$MtYjxU646}gh?vc+W;eT8 z`*`-Vpapr*quSQG7PPR9ZDc8%5#0a8khZv;i!@Y1Jbw&=ATKxt z9GC)!;d;aY7|25=BEj5DICr_uje~TjOWo-{Hxqd;puw#!+vN4BSwtkGOswiFMhF%*X-VPy=P4}UBq%7zw-a6w|5BgWy^ z8W#3+i9Kmk(BjxCR`#;p(d_nuI=<76Gk&doZERUZRZ?z- z6uKzm?#OAb%v^XkA`wpShTLS?+>)Iu~$ ze&G)pGz8Z}x%o#L@Bv@LJJ|9D^Myy8@RMU&)06By@5 z5<1uqrSp^U{I?B3w@@Y?l4L2`X4;55Dk+|9cDwpOH4%HRYfD5TO5L_Z<<< z5i4x;Esvhwra$?aRlj;Q$C$?ccs>7n13nJ>&Yt$C9&*=xp`3>EK0NDwKUXZ^gZkV5 z{`k+o{(T?=3*bcTBSCAn1`%rK6Uz4yw;_F8P<>kF2iF&7%~fg0_H^8rY2GJa=LKyt z_HyNCeuH;v2iJ8-CVvwGfFw8-^oIm0xPmO$f-cyCd5{M_;D0w^f+0a`<~9+TXMpJz z60Fhy?-qJ-_h@sMeV0~&-KTQv^=$kgez1pi9vE}!S7ZRT1t%yWi+6=pk%BMSg6$xq=aii(J)%cHqsD4H^f(8GXkdMKRIw=$j*^m?<L+y8 zF)@rM(QDUvj3LJe@|X$7unylzn9g`!HHMoo8I#mDlYhu{0@-Tu85QuU5|XD8c$uLf zF`x7aml;_T06G%A2ok305*zvv?l_=R$zfHwbo98O3@V=Mzz+}#ld;#E1P72eiFkhk zqDrBbFhQNbRb2n^p+w3NB08c$nTrV+8ylGtExHj&2@=xT5?AUGKez+N7^BrCY1pNp z-#MEM%3>{95BiXp{iceI`J<2-U?%`WO{x?~N)puh0!k`n&UvRB@uW~XkuzvnPjdw? z04*%K5?TKW68_l|MtTxg29=@bfF$V$B6bXCYNKhY51>Y#V$ZR~?qoazRQ&@$;Nvnrej!ary4I``Eni7I~s}4DXSF#TKfC(>f1^g2e zmT3|KXcFpJoX1KM_OY7qwyclF2>$8|&>F3Td6?81q5bHXr3zr(Hm*m}q0Lzk;2NuN zz@!W-66I>HGYCfhP&){qs4c;&76F|j@u(;PvX>}*`uc19N|lTdn*oca1FMJq5Oonc ze!Krkq1f7r0ePx}Sg}E2vW_}jeJWfO>$4+qvA3GBwcroJaGUCZPb>kn6CtuAQLH3! zqLL~Q0xEB96-Z;zh?t=2mFDTAVo8=GXtb+(uP4E$7UQQy>$W6;w1bMS zzQC)mP-D9E62?hx`tGH#YPN3rrU$FGH2Dm} z5ReONw+8X6E)iw_*{4bhx-o&bP^!27KmiDV0rikW|Cyg9ads*}vaLE3?e=ya7jl1) z3uX$rk*j*@S`RaOfd-qo*NT1?x^Re+42JFXqP5(%sj5qrQ2LAnaO5)ACXo+%>0QV->J zNFK`)IqVUF<`TI35j(6MSJH7K*=1XB3MdS-V|$w`$$H7Vzst+K>gl|x%CJ-Hp|qP3 zJv^}yk-udU(HuiM*jIa9NkL+2(aMlD(b$5wuKbrt8M(ILf4K z5e$sV)_l#_e9aO0nFTqdIxNi?A5A)#2+}D!)(86B~#?>mu zzR7hw3&7^w5qtW~9%0MVT&q!#%>-T0sm#sTk;x+q&KHrQv&+y5vCq+WW$);5D;oz{ zj1TS1%fkx~=CBX^kPq`L%)_i>#hkP1*|wky%NNm&)GM(N-4GHT&T~0L;=Cv5RdS z(-1+(G~E$4jnf8w$3z5@f!2}#DP_^=)jmkk14^LNwFO(y4@}L`k?X1QoN`mmk5zro zsg}>6%hMbxi)|drg&fvL3z1}v(`LOBGwl!?3=`>lhHm}Vn?k9fM_qKC4)<^mOMTbE zt7+!o4|^TV1q;J5e4aWhkSguAkdx5NJ}5-&}+?}^(XG1j|{ z&5xZEe)HQIF`79jjBI@ox7`x;fyg5)U5qRb&%M-m4G;K`4>}sveBIZ6z1j%d+Rlr; zO4BF3)*R%Q5@r)1L zN6$5D;Qp9?zA#`4PFc|W${HRK;hk|H9?cW(5f#4M9)`-jorXF75FGx~>`f3oeq2~K zpq9D?*|6WCjo0}=xgp)+G@HK?O3X5RY6^S9w8h{P(d1BOzyJu=fV;*&F2}lU;n^Go zTTr5)xe`1li8?{f5h39!k+|3CfLo9X_(0{*Exi8?)fNBf;`KbCIE$@;E#@|UZ+&aPE+E&J**!5kAcmTl&?KE)rX7(MX*S`)%Td9=7=4sleRgQn%=g zuHDQ#46m(ZnjR6beAooY=6Si~ZH^ENdCgyz?8?6EazNytzSF&45R?6X!;R@w41^YT zoqtf*q3zsN&e1Np4;?+yBwf6>;o47E_FeirS`r{T{`>znHCynUwTED`Dj z;o#zp5qvHZfm`esf$#dx?<%kC4gBvqLGJ<)+&}+O>gOixHBlP*YQ?`MVyD3H4gc+1 zOu74z4=mn{wT`)?cJ4IUU%PH#1@91D3i6=L&!;}=CZ7=~zw%l?l z%rIXOuCXZ#c%6~p3$6b1j+_tsun+xE^b}w5siAB0UEdQ=FA$NaYc?+sBi|A)+Lw7S5DrZgQEU(#zZ00B zVSm62_+St6-|(GZ=*rLh%}?=Mj&&V~?&@xZ0I@*eK!ODg9z>W>;X;ND9X^B@QQ}03 z6)iS|1Lxw#gVGjcJSFWEoEID|W;B^{phuN0UA}}FQ|3&XHEkBezy*vPo;`j31nLt^ zlr0u+T6}Tp=)gh#1}$}&RAWMvP)#au&>&8vMqRx&%5*B9J+k)Zokg4W-aL72-L}Q2 z&)+_`@a*2ji`U)Wz3Ke^1q^uHV8Yx6bK{0h@nUS#91nYT%7Fr_l`UV!e6(uj1urs6 zla{e0=Z{lK6O=ak^lH|vUB9-Rb7%ih+O>xkg-tN2)uvB#J3OTn;pX26v1)C^^=qa) z`pTM3J8v!8dvC3qtG5qd-MroH^6eW~ykElQ$01J4Sh3@2&xUPrP+b0e`V)6w_6!Gf zM&hJjuxzcr`UWJhKm%ivtu_ULii0Sl$sWl5$yii-}tiX;@icsvPeYJEwck(d=|)XSi)Oj=~G#Wq`rEXDLm2RB{RCQk#kkRVQVRKQD9!^{JpR$V0vO*N}S zOCEgOtY^hsb^XpxUw<_(SYg-0aSLq^j>%f6sEx?kkql+%+|}+2FkFN$##q~&y7d+} z`511=QyBu?QlL{tPO{WfyUK$XeBeDZI_c7~SD$+HVN)J{cLncXfXfS(&uOF?W|;Ug zM!F)2NmJON&z^<&A&~!%YTBx)lg2u0`ZnfRK`=Zn?rM{M@dpS=LnSiFbQ>_$t3052 z8Rl1IR!g3K=E_;;o#FA<*MQFpdf3O{)4K45#Ga|@gMti=B#scLY3b9HHN0}mx8|a2 zufhHejtnJqYEla!e=V!6xXNRYe&mjs?lsMsOHMZT=GEss0pF9cf-mPi?bAkrh;h+e zQd~2OIV-+*<(Ee=bIob{ddlA@2Hm$v4M+-YCB59i6t0+ahxHNVoi0rjRg`^Se*5+t z*uZt4W*9%2FP!otEjB#7H3q^zmd|$V4Ot@h&E^ z3OZ?mVm|c24}De9in^-Zzizk1#>DR!lX>H{(5RAUy|9Qt`X6aFNxV#!(v)$OW0W}e z8#~ryT*x}vM_O5*J~H4Gd0<;4-bTnmk_C}av>DDE`A9nP3PzG7VeW2p!lRi|Ql1l~ zexQ~=rZxYnhM3u-Gqp)TR36X|jG$xKt{D@uneBm7fgm3Cq;I)!Oa zvz8M^_`#@0MQT!&id1l}GB-SR$b^n1ga3K%lk%bJ0apVg%CND&6gnRS=aPwOrTk@*W~rBe`OL;mpWL&O4O;a0qRVoN~sq_ z!yy0ZBoG5UlCE^6;;YX=BtH5v#WdAZZ^cCEoszlFmgWes4oS)@cUsXi?oUy`xoWkn z`5J|u*0z)qY+-eKR7S+%u(0tfMH)E7#nH7m`I9U`3=o6MhV?A>T4Xz(uqsHrc2$tofNGy(kDxc^RY7pzC^XxGa1SbB7@M-2Lb;j&H)xtV34K>JNiImy@q*KzW6L1YTf^5 zKS^vZnhx|b`wiaHhQ|^6-On|~#qg4~tRoYjc&RB~aclYulNXEbni`!CN^ZOW0|dgI z%{9yU@{y*qc-EdSda!s#o8)3KK+AB5Yko1qFoU*OBEgM{hzH$asEm2bkABSuxKLCt z54I6tmYz7RQcjFk)T;E!>WvX#fCIc4&K)GHn(X{pJm(ot$+S_?9N_0Ad#=ouag<#f z7db}X1ko-L@3MLgX<}za(v+_BmsOl;if+25j8(L5YW$l24kWn)K0qoE31@pK(t|Ry zvxAF_%5Bhuf55KE#hdX{2JKNE_S|2bL?af7Sr{Sw?h9GD=F+% z4b8cU5UB&PZ8&T8P5p44XNf#+(E<&3u|^?@r7`d)3#5$0PD!xaD`rF2Ti+*t4N<$& z@1*{lK8ckH$0b#~PqXqu%Vl_Tftjy}OI+N?ta!NxRry=E zG+L>8jCS;Em7FGkmaEmI>A6!>n`wTxiM>@ab%37z>W^1R*0nBQukd!+15*4$u7t;9 z(R(1-durMj&SL}LO*^d$vIgm1cf0FZ=z50_t+fSn51-=Jhmx}6d^i8{)sVfKvxR){ zp(6QYGs5_m4|8iW|B&00>+Ch>t8(4Ec6ffZA0&;N6KOW&p93AjD$RRo&yBFz(H0~E+Hy9JOv|0q1=I)FKg zr*|PeSLq<_Xq~!Qy;j4b@58&b8io_#J4%^9_>(y*+n-%qh!3=nsAE6iQ$ED2zZQ&$ zoX7Zm{q z>=g{u6AknQx55@Ivx=m9HXVGSUIW0IFu@a4L1A;jGjs_Ul)?WK(?8^6wuktIOGrVe z2th#kx)_S3-n+RrL&9GwBo2zM45Aw-bR^bmy;lQ2j6<0Ba~hfwyBKmU$YI2X2tzSk zBNP-oG}J_sP{YaFtv0m5vFv+B&}f(gAR-ok((CV<2;BUFC8>P)~G~FT%$4EM62sW{gcLNq(*AIL5MH_F}MV6 zOcqRR2~=bf-K}jJ~NuD{x&8$Mb!=z5jjB4|odLV~rfH$d2&Bqx}^1L$O>>t@wPlKS%+GNOw z6h(xn$fa0Ka@t29EWd;MzZXz122i-=q`t^(yL@3C*I}@*%uMg2LfpxnwgOFmL_o|y z0B1?JdH{m_dC;Ty$9N;onV3Y>q^u8AJ^$DT#Uzj%D{RYzo>}K3KLJzxCFz@?BvkXX2rg~Q!P7nSazx&vRnpMYgjv;=FaSJF)VEqx zMs?HyK~$5-NbQ^n#bhD&0!aqs)K0CHIANmbl+FfYJ#xdl#o&es1GYe28d})m%)ckwNY1rE&}Z(1BKI^nYfg?R&21xmPpw&st5-7xP&0n zj$q4VjF4H{UwP0-dove#9NY&95_xLk!52x{U}11yNXHO9EAS6usD5bfPs zUEYMywJ9UsM|)i4_20-SNVX7hqyQG(%@fYd?zXP5|RAki?#DQIX$ zxyLnyhUVmkHUY`?jYNiRQY9$7S!{&_? zi@pg|Ce(snz>pSc0A*8?VgvG-X-k-q+IoUOrwcbKzZsveIW^Og(lA~$5wjqVY>((yni7t+7_Bdw#>m*6- z2KLEOIRO7bNNmMU;$P~ZI8jrRKIuT7Y*N)_fk6x}dTD|%yu5mXB-p;yDIl(MAZVp0|u}7t+vu;X2B^1zRQQal&`!z2CzgHZ; z^W~8=Jr8fBCMf-wZiL8O4}|lLkbw^mo>M4W1Xw^tFY$8zCAU4jEx+&L_TI0~<)0B4 z(~5}vNs7{xX{&fyPq!MS%M6)9^$N-M3h8hiu4y1omO)Q-%UN|+Z*5m^~D_hD2MBQ=8XTS zog8sr3H$1d?RL^}C$@4o_q#@S`6Y;TS1hM?zK`)dY1!?2Uv$OR_Y_IB$AmN0J@(_i zJAwH{j4(~kRd~4G_RcWy9?xmHWOqDVWKzd?BHwtt?s)M8O^}C)+TM}w=ErG^m=`Ep z_`a8v_w8S5Y<=L@8(ncgrt~l8Z}b4nqnl7uHyPTkr8IXxrJ(kDoAoCPdWc|na>Wk~ zLst7O`q|9$qc7^D&qVX`^Orzxu? z0rfgYGQAqMuZV&iBX_rZQP1w0pmTLUe1DYqy-ymA_j{oR{BFclsZR;0M3(<2XN^Ml z+k_~9lSg^c#d>lE#D|-F$_IPP|8g)7YX$|(XfNTU^_-kn^JBJl%)s_#S$!&-%eZ## z)}MISFW%TE>e;tQ=naYS40IgPeSkfd>e8 z=>`%kIPM^~gb7c=pQqe_=DZR+$X)TmOY-u%GD6xOU-w{q>e z#R65SIX}Xb24|^CAYs>fB+8cQshAzdYBXRVM!vjy_vXXr_b=eU`S$7pt zF>dVmG33beCR3JY`SN9Wnm2QX=kD|8f}#&1RQOBG!;Kj?)?EE|W6#$fVXBlp*Y?n& zxRIW9%JbCEp1McI-tDot@#M;vGjHyEqt&j`r)&NCoTkaLy>Dlgd?6K z-HLV(^yAAnF#N##{Owb0-+tu$`6*Y%oVhcApb042K%|YM5I4U7(9(I!A-9|~-F>H= zTh2Ym+=Vyw1RO)#xs)MuFp)PRi6xqNA_LJ;w<1^8oybv0ENQ3HApQ*UqD~;bco7__ zNfcv82k_FKdwIooBtH7khtGXYE~X!pj`25{fBylbWPMGo^SHi-BV0VxLL1G~-M)-q>fDYvM@2 z0&!_1<^l!?LS&JBA$bpA`qZ;eUrve|C6rU%Q>A5B1_;`gTz09@77La{>1%lI1_wE3 zs`(t5&)GU#Pr)_h)UV1J$|$nQD$A#eg0e^`pR{&_XiJJNJ5sNVnx~tX3RsG1rkeuR z4?p|#!=$K9l3MDNsLG=%mIJo>YCSD)K=|{^!yDDPY@KkdMydY+2j~NCxJdd%Eo0V zt=#WcvUvtWI3nhzn}2@DsIR_$*=K`=tlTon9?}2McBM6XgV)03(*k!()O$Zzwl^f@ zqaTFPhhL0$Jmg79dCOB(mRjYi(kO@`3YZ>jyjLsdoFZ3?QjXP*7QeN0ZfegdU(qy( zz7?_%N9toA`&#!tMvYK@D3plh;1xC1bAT7^7zHMVfsk>a z&KBo9gFx?b00?3R%cL=dr37UD3f=gO(>dW(FNNe$TMN^u#yq_chU;@*vTnFGrXfHg z+2h&{O$3K%jHix5RG9!dd3d(4`0&3(%u3ge$FhKy_&>2ii5z~lAgpa4pbtL00 zlbQ2aB=fQ)kZ3yY6j!7kIrn8w?CA=G;MC+sX(>+Od?Yp3T+8j6*3Ol(G%W9gr`TfI zCj;1%BnGIZNDv@{kCE=AC(6klUqFC5`tbmQSXlrK3cPWZt356oTtgdkxQ9CPnOdS~ zX~b~Bj?`2s4DcybI@rZ+~HERPABi>soc9&jT7~yDJeHYbeLWx+7Vw?3<7-K(!uL z3YC>2;-!pP#bzEIi(CA)7vJ~GPf-+L-Q1_|@(BUv@n0Rc)nyvvzpl)M@%y%dp^1Gp8Cl! z17K_;d6tF@^2X;N`*}Xd#D}K(HfTa4?txdzY!$^Y$w_H>DPgwBXhU@Do5U!@#YXnC zn?h%Sk=oPNJ|C!CENcH`m3bukl*p;8{nLjfHa!L)>H;tZhhfe-sRibXk^+}&Bk#Jw zOExsm5dBCfqej32?zT)&UA0pPR$$KgjnvXhR!AHCjM2U}#2J=t`m)(Ic1hdAO|nzc zLL}S`b8oWTYXC^Wp&N{C_q+8HZ>I+O$WV>yRIB>y2um;>G4Qut=v+yt0Nf>Y;-;}O z?(>mKs?y}q^rj=O^fXQ!o_WoyFXqXBt){F17{^V)PXZKiAD!za(ljoOdh&KF)l)H> zcgtT6a|dGv!UPdeHnO1^dGI0?b`QiAVh{sq;CyHh+4)m?zSizcdS5~>k0_C&YAw3; z@U&d^(j$MOrn~>~=}@1i0x*!PdK5-a(|$_UJHB;g3I3ZO8RFPcZbSsfEV?asdA%9P z_MPS19q6iy~&P2=6leA_@?^42F0 zo#B<(h?L&-W#Dqu*7kLv2in&5 zbzcMcfIrZH035&p;L?j!Uq>h(ahL_8e4gh)nlQzm{AG#()!$O3oigznRmt3ySVrLx zU;%Q9Ukv|W@v#NS$wp6vo@`K=v$X^U9tsQ21pA3s`DvgQDu)Kt)dzmz)6qf*&Qk+$ z0ezT*FuXtkSRIa3;YMKDYyd|VM#bVWOu(efkJ%vE>BWH^&;513fgx zlN4b95+Ne`1p+GI#Z3hTj>(2iNODYKYV|}kj1#g=9|N}Eb=2V&j$*QOAsC*b7+RhP z?f^Obgg?|n46xygT%l6HAz8@bp19!?mQ(@cp&s5~Ui4vM{2?ILOp+rMUm#&5^4uJn#6y@#;n_x>WtapWg)XuLCYqiFk|H@Oiz%KWIzCc6Ml}kDlo>yMST)YXH!?^_mZM2N#W|)UI(FYgP(%alfIq~7JmLsF zO2kf)m;AusiO}MSyr0UXo*o7xAI^uo5o4eQq99U6?=6yLw8K11mwrT~RPo+r;6noX zomY({!8l-ZFc|B^Hjv0Wq(2m;K^`RjImt01W1+c=LqcWY6k0wALJ}HV)A0Xg zRP@l4iOfhTTv&1%C_YE4sU>Qb2nV*MTf(IS)QC#>!zmnqES`uAHU($)C18HYZmz{C z1<6qr<}Vgd5<%AhG3G-mWMpDSJ4~h#qDyi{i6T|yWlrN!@MLdQqH!<)0%SySM4@fm zW?7b|=%l83g2!sI<_ErITvE~&TtTJiqlt*;Ql#Ha;1qe#=ZT!3M<9UMF_v(~UvU;x zk=$Q&u3fKThVL2Rb0Va=B;^mv1FnTcW>y(5+ zlJr!V(b-0f-X}hV(Zlc~3PzTW259`zpK&UcfvTOoP02Ti!&3(70y$$MC8&f}CstBn z1M<{U$Y;kT-geaJafB&ZSn5ZFBW~#Dn11S7{y~bGX$YoiYWR?Qr%Y%nvE`;qIO$7# zM~vTuJ?Bp7Q@Ffg#wZ2pMBS zXF?(p06rA%y~D858{tId03PB1GR6Q)K(xQTStTU)9l|2TwK4_L$UwHbNw7o%NnI+9 zf(NI{#%WsY!hS2qdPKO2E7Y9=TwaTpdJIl(*}6Wd`@w;mLPYP}D$E)tg3*Vcp`E`b zX_CnU?iFdh+ACrJY``+c048fy;zJ;$Odup}AlO|h1OoA;3|4w6{Y))3k{P8oiqWxY zTWu@1cC6Pj1&X36_n|4-maW-}t=XP}ZY_({LaVE$t0rOURKP^b_81Yt?7JE!Q6469 z_3FJY(>+)N?iK1^*sOFFt78PL;tnj)Vn!{B}O_duZV6~q^w1Lt?DX8*q*KHzHZs7EsWKZ=^6#l%`My>P3`U@N&F<<#;gtQ z?Q-$zpW-YcwZqQ7L*X9O%_44NEH3okn^QK?V<<-D-rQk5>OFcTob<$;JS@>XM{H;< zorn8t_e|ruHtD>v@l0*hSMR_G~tJsjfX3a&LA zFajU$p+2wTI&eI&0~J>>JN%z>;>QA4FQ=r!-mUQ3gr1f9#QLRI9j!(PTWEQjZ?|?W z3%~J5xbO?N?=iq{VZo?Ivc;={78sk+M)(L1_plG|C=k~}xiA(0H&^jG=DOgXI2a(k z#)t6=t>UT!701KkHs^CrGGyQyJoHGTQlAUfO=#v+MTl?*&&v6tM+yT>A6qRP$MQ$W z@f^Qy9m_DE+^|V}oAK$g!afX5snAU!)gS|JyaJ98FV_$oR1y0sWUzx0bBdoOaIp$3 zJydbf9G%Mhv zkwYs^jXH}(JD*cXGoCz`v;oj_J(ul0lPspXE$-&?Nvv{q3g!WrO8^P<58w3Pd`eIf zFAqNC0t>Dyv z8};xqvlBB0Q?r9pQ}lBlks@34ML(leUff6br$p%gqqA|&2K(`yv~u~f@mb4rTBr0e zur=wqwTF^bTr0(hDvNN{sxRI(Uf=Z0LRVk+?N6(nP%rTT0vTZgDMUX>VzA=@AkBeatU^&?AjPdBm4*#lEAb{13r?_dLWQvWMd-$Qk(hevp3On)#smj_pN z1S%5?hF>CBuML=Tcr1H3h`X+M<8q9Vc!_u%vt9XaY-8{4DU8oYVazy<`*m(N$viN$ zIPf-M?|2h022&%par^9$`*dSQc7ii%rTE(c2-u(edW4YZAx;y85i!*?KxYgE~i?YhL>Qr4(knS6Nu^y7#OJG^@u9t^y;R_qUVGIYZm| zoxeGMGl^q7byO33Fygy%>-%v(udz$zQ|80b2EsQxbT?eCv319D|Id05A8l%UMM}9U zFHLHf);p7CxTo*9gLr9wxVf`5);+q2;$lmjdc#D+!vavd0cbHlS2DxvQ78Oz+s8Nb zyT2QzVGFlo^s9aR`!XA(%^ErM5+FSo>Ax;LX8xUeTQ~|z{IByuEV?YBANu2QYh~N$ z8EH2)HU+q!yr+5i%D+9_$GzOQd|SVKs>yt6q5X3J)X4u&3>2o$5At*Iw9ofhzAJoU zP;S3FBGaoLkZ!TBBkAPgn&b2TxV;Lk6=%K`TLaZUD5vy8#^;C!X~Y4V>Kr9eAkYGWB2N5oimXKjXhY#Vvc{q{cL}@Q7 zX4F_vhBN~k3r0MJ5oAe|CsC$Uxsqi|moEou0CbFIO`A7y<^*H`X3vH%PWfc`%ikcO zK7mS;=y2gtrv@WBG+==LS3j#)v1Yxhk84-1`}q0er( zp0#gx<)Sr9c5Pp}_w2Q^XHV`uxNi$v)4LaI-+YJV+G97Fa%IZx#K|Lk_;2CCgzx1O z^wA_xfBpzgjWO>ty}_>UeG|v--RHUaUd4DZm3INs2oQdZ`jnzH2E-}K2#TEIaOM_4 zzKAGI+9^0BpJ&&;oqPA^GINF(Z*!-2mM@w^yvi}S0BeVyb}Xx`9n9F7r^3Qe z{H(#zNCQb4qJS9xNVN$kY)2k(#G!F86d8Qw6+w10062!6qpwK%(xXqHBbBtSMS-3q zNTli_!cNI6vCLA-?`9g$OPtEva-$@XThAylCxR~_CebWTDgy*@(7_C`@+vHT{u9tD z03R&S&kEoA#+z@z`Npt0>C~_vwK^k=!nV*tP#i=P^{Xww=*iT>5J$vJ91{UOu&{nc zTOi7ZfP0ZWC=W4@)+^n-5E2wIo&`8KzU} zx;CMWR@!M90`JRfX$q5ChR7stykdC%u>K!)AYm1I&H_APY)f~Exq)i*Q-Sv z6m6=EhJ=HhRi`>YoX9-0=VBaRt@YIgtrDaFrjA|iN@ct2mOka6g5wk_%{|xXqmjY2CR|L()t*c>t+<_eWL-Jr0{iKhpM4l_Tpy50J=G!L;CO{<-eREZ)q-)f z3p5^SybUd0Z)V6kEPeKlXYN+l?xTgIgM+#%x31mx+fQ1W>G7O?x^wPZ@~x0@twoNcD&(5 z6MwwssT80HIMYxQ=zu`Fm#g#s%eN!;CGG%1T2s-?6SejrYgh>MPVA^-9S7o$f)%u2 zL3Fpf@boTezk5mWa5p@K+>QYZI9`6j_Aap0!+B>*oc5$QJ-B@1R=3KY_7=rGx_tNP~+aah9|bcqY-1SqFD zv1m;?GtvZmrlsONP-wG@2pTUKM>*CmgBk=APip5um%zw^S4&+7&6p7UI8k|YiWk}c zJodczWhjO+yp%O+h&_Pe5M%^1ScL8|54-G2khAEWT4NZbFTH_p{8O^8F z(T?Q7BYC_hxgSskvQdt%|^Ryj8wz0m^CrPR5`U zPy5^(onrVFYkEa6eog! z%25pg6YU-s^U0ZBmPHVz`(}20nw^`Phol;bT{MXH5Ce4WrG+)@mSS2>nqG5jd3{Mv z<5;Cr@bqXGamWFHD!m8A%Rff_Sf!HM7G2t=ZsVg=V-#9XOu}_BM#XAs{YE2pY|$`e zNu@p*h0%=mgK>4WpU_UDnl8STiz~Y*FE7cLeT?iNeLV_gz2n&DXw4;4N~uPidsyvm zw{;k?c$jTsmEj2$M$GhG13_kBOmv?i4@I9@VtcqswSXxtYcPm_?{^vg9Ru z$XdP4w_#7Tq|63-+QjYSpoB~qY*Ew?e(>WX9vw)kV8pJs(ajrhHSTf$t55k62$%?= z?nv*N9q2|^B@hg(Nwj8R?#`ITD)Fuc!E3t}`($eQi{mrVdoB~+wE+0pnA-HSkIoYK zvy7BpT|Q$&d%{mEj&bmRcWF0#b`gk7?k93XNf=Gq<*Rx_IHI&5r@D)O&OPmvHR9s2fPY}Y_e;;Mfxxuyn%%|QSS;JhHi{~iDNX6L>QbDYV!F7QFxj!A!5!{u zbxEc-k@VKGi;~k=F^;LzbhH?-SAqcN01uWb;>bekCYsu_ar4tVBYDb3t_@-Zi*?Ap z$lBBP`_^RDk*>M?!mIeYiS2~&j`G1^m73Uc!nh^fm<>SELi>GZm0Y@eVw_`9`zfuP zk_0#25|oRZ=G>JDG|Fx6nj&rHCE=qSSNv{hITmaNzBj%pb;y0&cAx(4OI>b7N>&ei zLz;UypyWbp1-tgvMrYaQJe)WAT1Cmf26jRTc6EJ}7g%Ng^hZ4oU?}3kwSS=tja5gS zI9~j@Tn$8~8hys?XECSeH8=cAZ=Q3ToV#j3%MN5OxH_SWDX(n}gwd%k&%{mG>}BD4 zrO*uZNMg^PnO|l3xC&xccGw#8*e|@UismnFF6$M=``G+bWf`{Y;r%G~N}2NZ7<}V% zC}MVPv>G~+=bcwFGJtQ^*ml-sn>m!eQhHvV=&mf45WY z99ugK__qEo{}$8B37z}ckFAmV7*!v!h76j2R--KHBuTDnkINKnz&Z)o=7#osDB|+u zPV#PhPEXkWCQ}B3p?>cn;H(~Af%xXG86b)FY$f3TmM`!2p#V@2vs94#kRp)Uqwri} zT-+$;@QMb#?*_LE{1guw#;>Qe^|b}VCHYZ&TOa%>|XEzl8$H! zNw4(srS#%L>I85AaSh@i#VnexoFFVg?1IbwgK?UWFAVITT;p%zNy*&o6v%-ec!5?x z4g{^?8lq0vMsJejYs4I+S7JaAUcnql#n6<51%1Nt_^OR2%LUH}2PLu5bTH?5aOaRl z5lw=;=BWIdt2%5D+pg^(Fw5wyu#q-Ttj@{H`s5z;a75k#7B9-;$JF&^a+9%rft(@Pv(qQ{_#<%%#_(6Jye zs~Zs5zwIW7S0s~a$-H4QW#W7Bv7^dx>RvKDknl!89$CpCk^ z$dWVE`hwVgEjm39|01w4tYJC-k@G_5W+CCS_)^3M&F^4xn@h;uLs6GGS3L_>VoA!98mPJ_qP5ED7P-Lho*76rUq0UqVV3Kstuzx(+Qr zy8|=_v`e$3H4pSP6ZCe5&|6l;K~q9a+Qa%h4b(`~-a_V(5b6M#?$r1xhnhh|!O}Mi z!$cVpMNv;Oo8cN*w2fjgS%r{{$va)pA7tMddHl%s5Acv^*mg*>e{0jlU$7_i7IWYi)%RsmXGSmnKBu zGzKjw^=2vz4pN~RkReDlbux=IT1U`RrRvt`bBXxjNqsd-ND9#guO)CZN?~GoA&iN1? zR-Q6eWAD!_HN<28m3C>5Q)Ig^Mei1GPqtQ6G*6q>%8YUM3~op6OegDv^X#u)6j0Cn z@Nwhx1$<>HzF}yg6<(RaZ~3ns)ZueKcSMfso}z3sCNQ*t88CNr3G&Ls)m8}O&LWrM9>;NmO3!#rFXc}kD%SwkRauL+CYga5w1IQ` zHgwwo#QLT-_HbBx4Xw7X(1@p5x=lNPcO_i4b{SYpZWniXPc-;d-!FwOtrQ`;)d8QNCmUjb#w7|Xd797D~69h*B%@) zt41%@I0h^{(`wfkCAbZPVYiiC0*k@8mbt?nsUeqVHJ5q$9n08vWVs@?X^zg=ASSQ6 zQVg^IzA~yVl#cn~d!08h^>2xt_+^}7D zG=@GyvcPcGK?0#whE|l@0UYSJkU=?ro0ycL_=)aeBKI)Q!so0W2x33e5oxEGPeP#= zI+$(wp*P~@czL2Jx}q!Em&MkM9eN^i)p!hAf!jE1e^t&}m_#)+s0bI2#V1lYnUCf5 zn(HnWkJfXg_iw+mo4wg|2Qos$`5Lu>J+X&a4YF`2Il0i+)rK_&Hd&O_0fpg}7;0Ld zL3b^omM%_|&UkTbR@o&Im?6sXb%iNQfcB&HimV~}th=i~Eqbllni?WFqsh;#S)!x= zg-5Q_G^Bf?{L}?l1>uk5qAfG_6y-LW=QIji+NBu~rX8i8rP`)N$#b2$esy}MC6%nM z@g1%KsHaSXjqya-*-@v{=$2ZP?YWSdff&xgiTU^(SX&*qQ2s9Es#|HGZKh}3cq57u zX9##px*Dy08zCgRt%X~c-(=I+nbqTvXd8Qk!uPil0B)Bhsdsub4YHg*I*EkzP?8?z58=f z7`;)OsnwyiS^FIJ_k-^NeNa@R6lbetca5LqtGSq=OM;fybfbSe!wDj|hr6x+F}i}7 zn<2_}xycc)Tf(v03d=IeH+gHq1oG&RPKfypq3+8X`a5*(?w=fGM?^`$N2Cp3Lut1+ zr#~2kO)+PacrvwNeX<&nG;gEyrQk56otsSdE`@#t9KBCFwMDtWy<9M`nnM)4_;|63 ziB~&dkUtL?yD%IjC>$%>T*EV*!#kXlz$B-VDM>{`(Oj$O``ecYg- z&V~EVap%uXV$XFo&M9JC*zJw)DrJs$(DgQi@#H|>D=#bQ&c4AM&>h|LA;Bv%d$V`E z>DfcturM{9U6Wan6)E~(a+i|;+QLRj6a9l%E>fP1JJm0m-Pe-J*`5luF38nwqJ4Y~b z^V^dMsl$f$;6JyuV}0Ri-OIxv9L|CEyeKlX*`}R}x2(AOvb}ZxuXNaF`L>@z+I<4= zKVI2GUgYhZq=N2BC>6qVE);}ox%2Dy=|T^+5#LZ>fGrCiVpoXgdT=L zch>c{Fh7JIKo`Al9p6b5kU_mue!7ss9FxJq{yY+p`*3}!91tUg^}1dg8b0B@nHb8! z^S|E9%i;II+<%*?`}ic%PrmwNq(?t>9VjVuYb%x&a*MpI^E`mF@w^H($Jif52@WS^+|xKxPDq zfwOlnVM2Ti8#;W*P@%+o_UyI0h_RiuW(1jmTgb5AzJ2=t`sF)`GU7yq_TIf~_YNVx zll^Mi?58iM&XP4x;`3(ho3(=HiW)tqt{}0c<%$YaceH4^spr}uT$#|~#iv#)dcDUG zrM`WF7MMMYHm%yVY}+n?1LrKlXMN4h9)?OQJlTmKV*_5PV+ZeO3W$6#N zl1&S4n1P)FZC(bH83=f3qUoQT0m2#QoHo@d6n_4GgAX|89i;#$Ew|iyyES3r z!sbu8VJk-UwKk%wSK4cp8H2p@1}74L_`)eCsy^B2FMbm?Gw@OO-dLlg>W5h6jCyiAWWyj_Shq7k5tt9i!TYcoay-hzoT-0Ar{kz4U&3*UY zzt&_nPI?U`*x$Rw_K#(s518{&v?x%Htyq3?c5aA=0em6vU@4b<}`3)Qxg4lli z(+@%|tWk?2k5ROt4T3?=QRPXBQi6p)kXTA{*x?*eKnIaO_SzED72K73ZGN9ZeALa?H|fgrnr;MFy#f)|ILygR$jB z0c**PS#o2=DlVW*)QbTK0&#`^Fg8OHWGrJDuMmS6Os|Lw$RhjR2*)_CMFWBmpB?Xr z$2{sW8&r}bTA)^>U-+Y4epCx$!nU>-P?0T9Be$5^LbVJZYXEVh1Vg3CFG?xj`RVFjD6LokIFi91=Ffguy~xqg1G`edPmY zF_YO)HUvR!jA(MSs>bb(a>HEZutY4%itm1xkpdZQLHmeb`w){vCGG_Q2#_L@%y~}5 zEb=VmbXGgtn3i`Hpo?Ja8!+yP&wT0=82G^iCelc~0&%R+(|m@=-4$XMvP=G z^JX~HnN&u!jj-BkXw{^M?>>Z`QfU*V`Vd3`0CU6}-Ni8El!iBzl)f(kk}(D-fM5OE z*J3SFdc6sRBsRs2eJXYrz+fz66-!1n9$=sot*m90gwTa*_KtmYDD-|5(aY+_dx>=8 z0?G*(GksKUAx1i7NqbMW+) zK4l5&0w)k;u%{~j6T#&^WE|=XuIo?C{;;jGfh@1izQh~R~#p`)7jSL1T^#o8)tP(@9_hhUt zc7fpxYk0%?l*B*R$Y0Tlc*K>->}EIH*+MoFw5<`XM!|Javp9=ge>uP+L^)p`VoY?! zQORtRqte^rwtzX~EqcCVFnt&<9>UFO90kytqCGS-nvY@uAC9X9Rr(_Nc z8v=j!OIOBw#pR*(aN!NRGAp(02WB+re_DHvUB8CheUWB=824XJU-+uzLvv~ z05(G#Z068;Lmg)k(RnK2u(McqXKt@tGnIV~qDi?~fFsfcdCp=Bs|&-#Xu0#nMUn<# zv4_1FsDVNdEO=P2u?>{l`5M=NAj_}e3}Wa)=As_8sZDJQTkIm|wtxjJL;(y@{8O@% zeYMg5kFJ+k%Q~U7_9Mq9LoU%G+FA@iO^uef=(Ye`*uusNpo|k+G0*lM@3@8lJJ;;4 zjwsq_^(_J~vS*GdlV{=v_bSD`+#IJV$7hw`r>UzZHpP2X4NFwez+vxuAIBSgn;_&Q z{O<|la~C-rcsUIIUWDiQa6xrS!$G>uoD{lU6<5vE6K$5$@5nZV1><4;RYv?+L#yGq zMm30G>I=R6<<+PL%VVw!UF`Gb#NRp3kKc1xxIz@n7e%TkdvT;o|J51@#L_j}bUCU% zGV8nS)UkycyBv}?9Ob&+S5mJx?YNQ@X@|d<-8p7EJ9j-38cguP57@qA%H^Sd4ebv9 z72z;$S2ienr)Q3%Ay@@?3n6%x!Z4&{U))wjw5CG-L5rXJJ~CQF=5+E#GGv(gO!#^nP3ga2d8C#fM?ez;e9@guVxJxW|J< zm~+OLd_Jdy%Ex@qcK|CmeNpIY)pvcf)=&hsYqL={K;V59^+r~g8Z8)4W|DB`cNHMz zTA{RlcasqBP$3@!e;x5T9YTL5xF6MaUHlh-{>N}n!ENEdQ=4~wgm*ZNBP+DBfHQ$K z{osJ5lQs|78 zMTJ$!bXQnNSqK|~#D$h+Yj8v(c5zy60WX4RhAdJM`ePjL!G8AOF>q)h#Gnq7!-pJW zD*llViUMvS;(xZ{6gwkfAy|gP=3Iq{I7Xq55QKC$8lfTG|!iZtScznnxluFoyl2riCB8JbXl;;zT(x^w-7e}th7@>9lS=)y-HF65x z*cNbeDB?JdUeO=i@f(zqR2K1uaQJBg@oaSWJD>zx>V{VM$cMNCh&-iv<7gn_(KzR^ zOtX@A6`_!fI4X$ah<@l47c+qZLUtEuAJ?!U7rAndsZW##Uv&0?*AQQ!*p=}BF(U~% zWfc}}g_4%R0MTGARyi5H0h8=jixfs`q-KOjXbU_^o4=TgKsl7TnT$nw0HwE-zxhT@ z>6CZ`m2f1Li$Rr^g_`CvElhNEZ&N0t#4ukO9$~qVmqRiX;Xwp}mXRWW@Ca6w=b2AI zZ8>od6$B#DG?y77BD)Z3VTMu2_2e3 z5Wa#{7lx5JbPd9Xi|^%un0F026rY-jZAQUfBdKHXagu0JMA}msrAaNhVU4N*i>f(` zI5?B8>662Fe9KUq&H$slxC}dId^W0c$Y+eY$)l>E3cUG*z6qQ|x;4T%oOV>4Z!~^F z!Wy||Sta^CI-)LXaR9&|onDETgi{X*G&iEsenS<1)1?iLIhXczK%e43f#ZLf2rkInR7;p0%30NMmR(?hA}`yqp28s^(Dty7}s61Xob1^ET zJc)a-s-rwAls@XCu<)bK2LewhszfTR*QeC=BZMdCbS`ZQBo#9!3X4(!(h7b1mRbV9|nV6w&YL|;coeC6+0Z4EH=$IUm zr(lT_e2PK7gj|afr~}F$S+OY?f*qk2eC`>U*U+f$Sqo z3CF4X#b0HT3fnk1&`E*}>IfxxnXfDFVdRk11-n_^P<6gfwalJL?QP zy9_g0qr`}-x~Z#0tE z^N=lDb~%z_}Rvxt7-_@`-{SdKLu`1I*?P zywHq}k-e5N!)ozyf{?21D6{xfdlEKzENYWSD6~l^l)n4BM;yE}Y79hdyvggtMGFkd za0R{bR?$1XS3DclJDk^hK6W*=gLGNj2uJ1=CcRO79? zx1Jd>sB0Y%A>uD#78W=!ix*W%d1c9%s#3M$Z!P$aFkeV%{!vSPRYgJ z1Er=RNQ6{bHC!#-ya2Tk1H7QOD9m+f_#9aF9u>j9tXV5^?1^=JD<1+5_G=vHA-8ke z$Cnol8r*K_jHQGu5b7$&wzD{jY`6*+Zs{s;irY&AS`k-O5S9FxKe>A^x5+#Auxh)m zpbUhVDG;Mv$|ZctMv=;(DLO0I8>v7`F(n9Ayckw{Xt+!mFNs*S+proYnT<7>!fdNO z$Hcn1499%T$-E3jovY9M%*f#X2)}xiNqNmx{TSISjoVCGI1N!PR+R1N)x?zs19@nZR{1upxFyv~$lG3J%?1p6#XozXHcwd#%BK4cL0CINA1x@*8J{oxnP=T8e#ly2Ue@S%7(I z4{b(}wKHKF{azexvzCi;(v)(V{fQ#n*#r#Qee4wGTTT7&3etT5G0=_znhz^3-h1)d zN;1RJ69cmNF)EsaMTpxqd9$$E+d>K4!yODqj^xGtvrVlE&79mmy4=hy<*I-T&G4&} zMNV5(-CGW8#cHfbimZOL-G9-f&FWCfYH!G0hK*Y> ze<*;K{F9QJ!5i-Xd-3~Tnd^I;J<1mQ+5Zf>B8=je)2Wl@;+>8VvMf-wY%SlN7rVUU zJZ{@X7;{3++e5yDK8g#$edNTQe(4muWN^JW|$N_wM>&!xuU-C z!&vI>^}(52K#acXbn5B=pXlN-6GU_XvM4+5QQ9-E7rg!>Q^!VJl&bQ)q5v1{#FukF zo{PhrbH^+~=A!C>u1+uTsD?O(47(Hz}S817}?7UM2!KN7`n|t>(1vwILaQ-{9#NbSl?lNcGl_eNWV%6B{JScuSyPj^4q(0IajPfdni6T9* zO@SSw4D&JH@D498{UHc9-;YSv4}J>8V z`3M33W_#}yYRTiZ;$9065ZeS^6Ie}PIfUiTEo68uVZw#p^y#|?PMbDw8S%Zd7*62F zf!B78+(k@bJe2fQu4LJAr8;^k`%aCtln*ELF*sFAvtd*K_F6qX&E5JlJyo z?ASx83f0~FckrQb>C$xw#DM|@Mz3ez-u-*{@#W8_U*G#vz=D(9vn zf!RgNT?7J3C83Bcs->B1Tnb5?!htFA7Yo8*d%tgRNR zYfvj6Vv4V)JY;jKdp1f;v2YlpXT$>xsP6>|Erd^+7e+HJhE$pnHI-0ZdvwMB*=W0M zRkfDP%^Bcg4emHvY0d6dRj8A0S6+K*4i{Xx3vXCrWx0jCDo)dMS!SDc_St3g3vgO$ ztF`u8aSDWX+sRJplv@V};db0i$E{Ga^-L4tohKEI(j|NHsb?R2P(<;lYfz2NMHsg^ z>t8+z!#_R>ZjZ_F7|NPW8L#+!ch!ABc3LrRMnzo=|Cr4R|N%ONbU(NarWybNk6 zdt55>MuaLpQcVz3W~rSwv5K=RI&mZB&T8@;i%+-U5<0GJ1QwJ~t_%$aQ77G9)Sh-^ zQ!}N<4zRCWb1y^JGXqS!;u}%J4jZ-=dD1CWE?M;%IA>gyHMd&hCN9|jTW9H&S6p@t z23X~`6P8%O!NcWPNzPL*Ys3>*eDU|B#rAQ?wPpO=47VM`A8{wQ&|A&zlWc3yOgo^% zjX8dorF{4ib5eV!YUdncPE~9tU9|e>nv%`>_aKFOPYThc&bbI2i!Qom_?-|3mVlb6%0anGQe?5b{1Trb^O3pwhLpYu=F{nECto;SWNJ&?#=4W3+Fk|v zqiTkR%OImO&K}8|9i(U{ffBr?l9jMjBV+L(j35vonfYL-a|-|+W<=K-v5D<9vXf2P z)TTDz2*(!7SjOAr7B{-3FmHG3#R_q;!WKR!Z_5c>4MVXB9O7{QaJq=ac@$uoA5Kt+ zLnNYo90xfhR!ee4tWO1>b-Bzj(LPR;;(A_iigcOg9@8^j`oO1;eiWs3QaMV^$_5Nw z_ym7zd6DjTx0iwek0}6?%kjV=l!>{>c{=e1KJw8HE*4Nq9z#k~_;i-Em24Xv`=a<< zQmDPS=p*PmUDRenj3a?0961w<{NzHv-?(Z|ebV3l`sY7}94dfC6Ag9LYmptQVOeX(%jh9rGN%cqFgHldouu`ctb!Zdhy#}; zL9)*Qh9dLeg7RJ(rBLrY6eI{11iEF1jkqFPldZw4$0)jvM z5n1+p6|7!_g z>Q4ZJZ7JgtD1uQJs*;@K0^1cBtDtQc*YHcms#c%QB93#HF-;)Mde#lbCatPkYbbpa zw`Dj(7ji8QUF*snYGQM*6Q(dOWbs!V-cS>P{bngmj8qEg{wwh?6RLm7V-llR*__Dc`my z@+!5I+eq(?*o>v4xiTg$ft^~LWEXop2EX6Z+}64_nNJCGm;pW`fsqLuSDlcA%V6+u z9DFOk35z=wCN+gIjKd9c_?xnjg)3Z5o4 z*bV)0qI$!T^0k6yrOBt2>W4w`Mi9t0t8M#A6(myp4q#+Bc;NaBeNEnf{L=1Jv>*`WZ?m3(sb|o#zCmO?t>Wb1X zhjisk+iUY*upSPQ@PxY_9Ju~u1&jT~wk+m#2EzNi?u8%3e-3Afb_q;hLA8S(g)smF zF5bBxW~yrkC@W$>F5r<{dR58nv~W`H%(=3><$#lUUT0C^S$Jm?!XG})Z{BKG#{v^P zr;Npw{``9eUFeb1HL!0Ct#B#-{rV@aF=!633wfU#UL?}T_>7{Cee(n>B3D(|Ke98h ziye5Z93cMA4m7Xqs7Id$bn-$3W6OEcY^J1#Y%RHxOII5bNR3Qn_s|$Kawpfdg?o%8~;gr%i zjnA@%cR+@*0kCHqx#y{q*>kJf8;)RbhGp1=+|xbnu%X_=D{+d#D10GV7{2Z>KAh78 zPw)g?PzGf128Z#6REPlqKo94GJ~XT%>6<=mA-WlpAZ~#orE|K(!j$&dkf@WofEv93 zG(SSi39w)-RRNl_=!p>jyc7AWE;c*6*h)Ly!Uudn2DQ)%Zzw3z8I z7&GbVJBo0?z>7dbnn1r0q(Kr1F7dkN@tJ^2rd^1Kc8Z)AY?1rD?;Q*xnQsrChVKP5)UYZLMa?a za-2fq!$NSIZK?hVnR%GfYE!9HKR3Lu+wE7o$T7k;9+!M}4A@dVIP? zU>7~y!_<)&KYWRE7^&DBu&#iqv$Hn7$UH`z5s|tENpuxToHBhtNJ7~dr(y_Bd=c0x z#6&WPP*k0i0Xzu*jH-=fi&PXX<3hjg@;caxEm-V852VGnfQyvdw7IAeGqEm0q)8Oq zn1sp+A+!bbS_pc02Xo*!_}D%g)Qryxn`@|xEITXM8@VC_A-BOjY)lSV&_?0tMo|04 z?hwavjLW!O1$0bDPgqAG36f+`23J4^R~sx(h=p>xN5UkceAGv3;YSn`NCv4adkRRf zLNU`j1qjiQ13<`xY?nsr5ToDGOhdvy@QnWYnq6>h+Ns_2McFQ{s)SqS|!VlybxG)A|*t7(D8HivR zq+|=AG0BntY!{qFqvq-#l&BihgAc}Z76XU@VaOn67?f)u8;0V#Ey0SCiY?phOh%nlzl$x&ei^#MBL*>Z_eDDTlAkEUm zJnLda1f(O4VolxH26cFceyE3h$e!(_O*7d^-N8*e;j_Bn&GO5`Dk;V7p*Gt1v8YZbxd(HI!S^UnW{ETn zN(`F+Xirpu&wooJYxKaC3zqwIhG4jb{q(E;yrFOkP)r?1#pJ%o+!hh_xnsO1#w05Ol)4w>5iYZ-a)3yzN-HfJ zl8G3Se%Mj4yPw(e(H{j;Ih{OPm_$BnhkPiJgwoE~L<%zrhdW`e+>|()uu^+)rM$2= z)kHul?bRw#58lJ&pvUJT;BZ1oH_s>m7d$hty1}i1LZ_sta^`ojj?AhX}n} zk`EckRcB$nK?N}P+&Uq=4Mn|;Ydj%U&`(E&i{_ZrO1;7y%2bmTCsosg0!7ex+`?4< z3#?U$*;We%1$BjTI)D;u)mPow1Id6z*idW1gbv*`h)od7s!UuJHjMj>(^!OF%*;s< z3VKl)^b^D&B&jK5yNm!s9c4r|gVt#E6L}TV{HfL@!6d&h*VjQo1H?rr8SuvK(D_G2n?BUZC5T@2(-uzo)Om&(i7#hSITpSeBCsDy~Rk9Q-KxOs1!znRfmMq z*nSll$;}6=WDnCTT1{EKvZC0EwOY11+wj6uv*g%mI>Kex8K|1YYG!&D8T4mbL>Q;B%n88psW^+hZL{yz9DSc3=Z_@_c z@mdpH#P1rajmn=AYE8em2k2Vc&8xfL0oQOfTUXIdhOkm*^q9MCo@{fk(&1a*cw4xo zJ)zvR)3rUyTZVjHQ-g3*qnsngEsK=2JR6D4d7TS4O~w1V%B9U3L4`)pJr$Arw~OtK zYQ>#UVoua`up=}E)}^aTtxMS*N7^OFD%`?#Y{wz-LQ(Zy;Qig80N4)kk*thU;Ab1#kcbFee5P12I^D?!Dt}!OCU1?F6j91*)*nJeME;geq#q{ z05RZ)SI`tO2;V(6-zUPHIlN)a+T0Tj9jIg9_Ei*YEs^SxQDVJVU=W6h{{RMgo#a0O zL5Zqlw=g)H9x9=%)*@Aic8~~uz=s5`JAwJvS(fF7uu@fC<(YKl1bz~vAW~1NBU;8i z5|&O*%Vk|28eTr!HWj>n4Q390va`6wruwqH`weGkilt!)iYrF)OkV^sJ&${2L2%~E zm}?!*=JzDI(KX9iti5gw1z&;G>!_>#9MF=D*#LECSNp<@P#BYP$9lHsZ^~lJ*5`fZ z=TQLOLI~roGHB3V4}@0ZHFhV`rrw6uH3#^B1D$9I>E2(^V`zb9`|x96)3`UpXr@ht zkBQCWQVDqxKo7Z+=dq3Y#WI%`Q^CDtM5O6~Fu0|{X(ZI?Af^i>|5eg26XiIvO|vNF zcs=R>OzMmQ8DY*g%O#|hfocGr>fwk^H6@|rc+_1k;ppt@Wo{XOEjUIb>rHGpu1MzG z&?L*n*5>sL&UKFiz#vh1g=&7f7{KOeguS&YDk6rwtCkzK><(4vg#=6DCOl`v-UM}y zLRND%SEE_oLe+^#)*lfPhuKR}#pg|s@yo7p;1%9ch}lvY1y0D~vMPdwySkv3Q;5yihl35P%nzOLV& z){>VthBM_E=e`~2)*rCT=}^MAlGcZ9h1`-{*jyYc>V6f4|7D17C=pH6#4AZj{eFwG zusrr%2=(^!Oe2n7zVPB;Q~lZM!$!!DO`-DoFueje z0AXTq>}@`YeMZpz!3hUv;ed-G);*W&1td)3mpkkb=P+?H@xFX)AxZWX2P1FbU1SIb zV>gz3ws9NB@lojKQYZz>_Ur;5a)T~%BoFr_cVi1^fCd-@et?4~r|8F=ZMbfh%DOD2 zJMb#v@cH z)`T0Fg4qU{UZz-y3!@qI`!z{FOUXk-Q@L>A-p-zL|9Ets+1N>^6-(FZ5)Ovw)Tm95 zszmqnMX%h1LqDjdR{>{;Te9oXuyW5}fE;$cW_X2P8qd{(#z{NWA70c7&vj>5LSFYP zY9gT*(r{rP_HW|UE`*qfnP(v}hi*uQz4S|0lZ6Lm1s&(&z@m1#58g?*_H5_zZI=Wf z@3|rBc5fdSa2I#NXJ~S7fDiD8W;g(8cm=?34~sK^7ijlq(eh=vRbZocDMH^n6afS# zm@j{lWSa=mnXYY+QrnnNiFrFnr#u#3xcf<}hIe?Sg81Jc!E>lYiunACzsOi*n?PR( zkniuOn)5by;qg{^*pcOyXH-~td3()jp`7_g|0Rf<_lU3#%AxUzB}=biWpCpQ7=~~R zq6ZD5_YATc)Com(NIQTB-(j@k=CyJD;t*r0GvS6+r%3>ukqC{4!ESAccan;31n?7!uByuFlk|rl58l`e2N|LUw2sp4{Ce4~Q zZ{p0Ub0qE+KYO?ouyWw2}k zw^c1%xxn7KB?LEk`SNnkpNHF)+gb47p^FFZ=1(8f%+i=7=7g%}BU9*d6zsW}o zZLvXkPCMQRV$=(#+(pv?F*K86Gt98aOf&fiQh-kf9FWS2E#k-wF*_2IS!S03d0BO~ zV7Q-=u=K{CDoZliq?1pE5~Y+=;*wu5xXd!8mRm*%l9ykC36duRDYFkh{OprVGRQzA z5l3&rSqhwQYV;;6C*hf=NQtDR|B*^2xgv=K2Y^)~Ts|3^sG^H9I+IdNNfoK2R9U4# zTW!_jPdyaeCB`qGiqWV}dx?6}Fa7{gs;WD|0mrJUGO&O&u>#dsjomGWn68V(^Ugi` z@Pm(H=T&IgkGp8rO|b1TSlVgRg|^#lHyn20c=H%OxDNK5xsyqk z+mN7D6X7}9>66}a+t{XUZr4mGZ@J;HXCY_~26yBv_u;3Xk^L?6pMAXu7z}~qZIfVh z3f9|TgVRNPpt}5VS^B6Mzf`=M#*fv{R#jo9lt?kY% z!?Szj6{n6j=F~H;=IWj69KF-Uhom#*b;DU<&C$!?bk`6!d^zD*=r6Ru^*r!>`5n2W z!vv~kUoZ?eybQ#$DX3uU&~m8p#uJ{?F_ApWSKw&8n}^Q}CkurxcQJqgP^6+9?Wi$= zpplJQL<|=3$YwXo{~3^m)UyjN2{oz+8qtWxw4>p|K1wUv2cKrbj|jvQWkORjl!3L6 zOyX;D0-M-0Ql}cqi4~kcTS?v~5<~!zPorp?+tdccNxUQ`1e_cbo9INN?5%H7M91GO zP!j}1;}vv!B2D11xStF{SYKf*|7n@GPY)6d!2#0^?P=|K*jI<1b>E}uIX=HB}hCTtQ4>q!4U-axXy^KNVT+6ve?vA8B z)^z9`Ad(4D|JW#(0vzB9E}9txiJ^_gNJ0RqaA3_M*rS^Tl7j8w-UY+QK_vO6gHHM& z({LdmT*yL8n~>58O&GOg9K>o^(?m%6`L#HWZ51}Op+IlAic#|{CV`lMjs zPMu3)Cp)WjrCH!&o?ZG#DC!xeF^NJMkJ*PlVfZCJg>8lf9Vl_-L|l#_)NFccD02}Z z#34qsC22dNC}Qx~nb1n6+TE^PJo?c{g_OHCdBGV?ic*!{O$IF$FIrN@UY@T5yW9Jw+;K2T{8W)sm34O)JGL z0)(Ym%+t0{!)-w(e6<($6C@tllh_1`!{QEfxHcTcLG#qyKl7>#NJA$5Qw{}5Z` z39a0_mJ>l4M^+B4Wi%AQ(27=PD&{iL5*7?~in(dE-9(uKGz(d*Ld{>w+L(}`TQs?l zpHCwRaEGgBJo^ddZBuUAT0Y%{CgRTyEybV*JqklNG>L=)HP0LET}V5H9YX&G;CfDz zN}D&+3lO#4I&E~Ggz@P!@i$Knun2w8ufBn~hdC1R4rHrRGv5esAgkjbpcrG%%HU#$21Y#-pYTe7bo|BA0WX_{51jt33OAM(9FY zE^|Ozzvi6i#M=0@P*C)MPzadG`lasvGCoS^LI-+NI)zE$K=o3cisj^A zO>7#^DbA=>frXixV5G-8;KO6wgKHp5W_*J|G(*{$9rEOlRK1UQl+w6?pfkiBBhB4! zxEqF*1HR=$u<#w}ebvPz%(y8V;ept>AlvOU5|M2Tb2J{vFw*HM2`t=_nOR=Jkee-O zUNGd+=fQ^Tu-g$P%=)-sf<#Qmgiq=vUdA{Fhyc(6^o8qfQ2`#s|H=s5XZ2nnVPN)L zS;FZ|Wdz^1sTT3AR+t&zl!Qseo!Q1YO$z0fK^R2Hg@i{0BK4g_$w8O)AtDixg4x7e z5Pe@m#oQk3fgy?vM}o7|ChKPvK=_VYLP`+TFD2q8|BRZh)hbEQvcc3@#KQ z2$owCCXDRp;}d=lYV=i)y&ExIA#NB5f-I9woX86tz`o7I{}~BIlH~*$de*`9p0Ny= zznn(Dj8^uLR?mQ$lf2Tyg~Doy8Avdn({K&LU`fV-#PoT|J=Fu6RLwqt2@mZ_A{Ld|i;v+Itpe4c{1SKU@;-Dph9XMA|A_6F=!JrHUM5ba?hJ`4aVpUq@{WV!CD$f4( zpDP;57)hl=O5OU+;!XHPE=mYaDc~fPjObhgGBkrXOjtL3M)n-ze zL|&7?0_D-8&@hZWBBAC*p+43IKSHLv{Ub23Pw9;2{{}S}#3%?jbi+cEZ%1M`2jwK750+OqhUSq-j_iv8yWPteFB zlt+nKsCoR#gqcYnW)>LXg{9lG7M%x4%Y7^2WK8z`|MIRIBCHg z364^xAML2Q9M5#vXg;Rn{ESkE9ib7zW0KO?l0Jz%5{xb3LK1SGl!D%}zN?j9>AL~h zelQ7YiAVf!mc9`X!0E_2fJ-;Lg8DUN|Elr?G|`A}EHSD2 znAxe8;0G>59G`;3Lj=ez$bu_?rzg0=3Z02ExB{FBA|WCw$u;VtI%-kc93_~aBf=bf z#%EB*=cN+mpmjne3~hYcfu|MeN=zaeiWiawVq01rV$ktPWtTn&kmx zPC4f4a(qZ*^n-_5o8!IJu|wHfxWS1DHOBH)I&;%_dk~>pRYe zkO7m9D&`F`l8t6zhMmiS(2Kc-tMI8Sjh*I`=+(O#gXXPkKGJLGX>KmPM!vGo={X63 z^d-J#j5iFd%&f?csKYg6Mk>(A|H9@(lC|y?c!L(53^c_6#jc^nLZ`K5t121q!fBhw zek{l)&7SgU)VM-sEyP2JLM$YMvdH92%IufSSHF$zg1E!^?W zDV-{>(YTh#GL4#LO$sRka_9qc^g}-&he4bPZ^f)945Dv|L?C+aNT^Mqpu=rgZ~v0wsX8bc6$Jq&-2wZ9e+uw> zA%Ft&gaAkgVKoPRfz`%Z5G-IJEd_BDdoVO^3p2y;W8y~%vnc6RaP#y73qx+;N;9_7 zRnW*V`_%9a!(fbsu=?3P*x;m<74tv4UBxm_-H!j{9Z*!lda(lD_M&nxY`W^Wkj zJ4fm0x^T5#u`Gok|3Sw_zCGERhErxRw5;$10`!F>Kp8P00~^PTB(SOQ&T({REAhS| z9C{FIIm|5>jmF`Y^`Z$edK@zFrXlwOGQ64eIZY&+1SIlF&JtQtUNR=@Y$sqMrG9cz zOJXI2a{CV2C)>d12au+Qg}(N>uK$c#$Q;{sb^9 zrUVzqE;a{Pf#^7aG&hZIhsTkpqS$CA(#F%uVGD8%c#;=P)Xanu~a;zZ07sD}_zJfxg@xk$4MFvU0ATN>nOYlu6Nt*PP z9N!7?VIU)NH@Fbi$igk?f-bO$D|pGw`W7VP^vnI^P6PFMqcjW%@B`rg!Syvq_gAL#CY}V*u^Q$cw!(zwF#2lMmL-Q;VnTrE1br9(} zlQfg~sb;TJl$;xY*Ru!N~1hvO8Is-VQ z!Ydf~|4jJq>v~fPLQEWD6qmU=(#M& z!p$A(c%Q^0Dr$NYdQrCbp@Xt0w=Yr`btZ~H0kATD<97x~f;{ZEDawO96y1M51#`!KgT2=_rktPA&DdWq){&QK5~`hh^vZlE7AG_jr^bu{{S!kPCS)=mu$r zhiRKn!$|RxPm60iNtN^?ljrsoG=t5I(>S39m@W`b^o0Oew3QJ{vlDIILNMGyY@v{xtB{$1+?a$nO0a@HcMU82IiUZLPdZd06ne>vAEF=n z98ki0GrIcDfgLRE71+0=OFE@n`lXX%rf<4|dUaf^;(3X>R_5Q55e2HpsNb!+1T*-4 zQ3uAx6^a^6t*5Bl)oreKo38J|>9Qz@M-1QU9c|{TvCoy{CA)0AD68d|XwH&`FQK#} z2xV70j(3ng|EZoziP8+=`3O1P(~?>t`MINew5U66EW>r4R+Dnxhf_~(*NknGR)J{4 zH!xHF`nJFCh&B`k!MCZ-F!zfkcbkvwmzdeaKaD0xjj~kD)ntvFvHmLP^P7PD|M!Y~ zd7FIg$2ZCwwW6m&gZhc6y^de@*zsurF59 zS15KceOy01U`D;wr>OUzb`sZZ);Gysy&H$5@Cx2T3**>RiD0)4h`}&P*~dn>=mXlT zo7!t`5-%YYQX$*}1T0v_f(0{nkl->{su(tOII9;fiK;?Xv{+GMFO3C*MU?pQqcLYA ztCbvi(%CYVD-U+uSdip3nKNn1tai;=Foz98^(uIf#~B$>AP5y)_~(WaYv`Y{VgqH40qnHvpKXs3aE|J()~ee`)JoFs`# zX-19^TIQy0F8p!KE$8wQpI)gz8&y!Mgu_cXOlBy(|mb7U^ zop!?LCxe_RNvLatJW8phoSMrRnZSYLfa(gMkQrvgLW-?j96cvQP(ytSRi;claUnKU zStb~|T&?S`i#Dlvdb>RED=`RoTZdi5;2Y1(pb9| zThv_J12)^d_4c^fii<6{a?RaiIOB?|q>|v6YYvni4xsMAdhNXz-+Zq_Pd)hj{Z~Hv z^c{G-{Rqy^AAbrw<&**8knrGx4URbCQ}~v1ai=8Mr@fQC>@e=C@QVQQp=xV_R|=timrKQoX*5C zAy-3jQ=(c!k<+JwJgQS7HS@$%MH*f5Q*1^V9rUK0c!G0lW4ab;(MBDGRML^<5~&(( zzKNl$O%IUdQ&Za#H5^jI*##KJBTZG+Rau=?O`&JyNo$L8JuH-hX4&Le&>7QbAATb9 zL|J63b#0Z-qLsGVYO|f4wLK8o1GjH)Qsd+)XgP)qL@3*M;FWgvBcC;C zX&M0v&4R=;XUIY>1>}g;SOF5a^`&*V@RLuz1~##cO;0RA$P70^x1iWfZ6(o3DEMNL zRdgh1BUuvOB1bZ(X(JUN5WoSv0+zKHu5pdq#g9024aYqWRZYpCKrY9SJ1qkjWh|oB zHbfMS8HuBehs3i&@A5G^-%wBo5is z+uhDL;Cf^ujW^Xwa3YeDT;3)v**irn{|~IpDMWNanM<>t^+BdYCH7Q_)_X~#dV}!C zAiOh6hSk!o;{#t_?IVM|g2w;_5P_I}*|7~7)?+xq-xz1aqJ^lCAkAz^n%HSj8v&3b z)MN-iX`-bcY2$(W@WwaUM!^{tL@(v^QI+)J4F-O2ot0Hom}a6SnK&bv^gQhf4|S1z z;v#by5w1r7i3>ow$%i;3C_((h&l{p-p=xVroKA~Sh025&c_Z0H73Iz$X#*Ho3@NIH z!l7+I4la_j=;c}(ipZ|1BE6NV=4h&zVCkb9_@yK1^npiXA!ezfaZM>kaoo?qu8@ep zj8n1Y8V7F+I9KHaZhkjabyd~E|Ll?^Z^D{9<`@E#AO%=( zW3Ab1$9%Zg;sn8!dUB;}c>Ytq2H6;iS(PIenQ@r| z#B4$7yjvBf(IH>%nM{OKq<+xk%uIsSZd2PR*1{R&v&J%{ce|*b#S>O^=`(5_3PV5+ z+AoUn#7zy2=tOhoxnoP2lOoN}fKqxyNgoMt;{?%mLU$&f{3k=<)r2Tcj@3m~(Py6ozgB;ogtrU)nz(%3j_AWL0Zo_Y^814*FV4`etqZ zs&DuId>!tb~$Fcd^V7<_FXz@Z>O!u>d7(gfZB6! z54$9XO`dBg%tGr>>bIKIu=Gz?vIP#byB5X6n!2!Rl;0D6*;93zGZ zi_ksV|KT3qtsJ|93JFGh>IDi%Z++hJ^z2bPyrT6Qs0#@WCxRgir-rf$;`S;_%~s}R z?2rw65BS{h`J~TMwkaR9flw0aXDrM4gyQ7-kbumv&jPV$oGkbXapn|Ja|&z~SOIQs z#S>xyXLLas%%PhO&A28JB2*$J;*a{kCKNd_Cz#GJutp+q5>I4ez4YRsl!&m<3nh-C zMB-u@vg;{djlF7d88!kaYb7z-DA)Mmr*h>ZSb-Q#<60an1p!IfSWv-^v8fUvHKNg6 zrjZ(pg9jUF#Jo`(xy=pufE)3$!xTXjVgLx+kud88J>~%&-(w!u5eW+uJK*52q$goy z{~%u$rhKGudhl`b5Wug-gF^NZYP`?@b%ge01!#a~oXm(J5z-?Uk_{U&R86?7rL)bAE*auOG9 zCGtc?b`oqh@&3?={5C--H8D?aD*)@F>fY%A-2#XF2P$?!M*wiU*rdH`5d(p5{A{JZ z4kPWnGVTt8S+)ijlxi&Xjy24(6j(t)m8}z6kaiplk>Ju@u^PcG-11WK++Ys4 z(GVr7Ly%K)H+&;dR{4(2*xr81T$$gGRg4;{Ee3c{~#5( zuz|eL$x4$)mdP%TQ<}^sI9;>PMzZ_vBqRfcD!PHpK4?TNO*aiHBi)P-f0OxK6Hqn| zC(y_^E6yY@LOE9fPDDo(s1zACK^AU7I{QKW+RyzoF*}cLB``4)vC}69Dl2a#FiOEr zyz?aFVpcSQC>_P?Ql&(4G9?^q;Yf2nV@d-zVSnTX7j9t{`a&1w$P<8}8y-U${!4W# z!!;Nc=$`ZVQL(P=;)f(kSA$TcKF7Fczu+AdO^4}=x0+yHIS)jD;#|EPe{bq&3wp4_$f zb_HIoPfUfv_-<366w+aDq2}UsQ3RF`8)f+nwz(9Q)B2E18-kzuiH(Go0zoG*L?ITe z1a*o_PGwRXZowuYf($=aMP6ctz{X=Cwb9TBC=p{kNp@^*Zvrc#7m8O8ufZ0WLQ+oT zdTB&1@N{Q+wr2z5Ccj2Mb4BMop)nxC6Ov`9M#D8)2p3p^?qr9-c0<_|RFGl=LSaza zw$@xcY!8S7!>~=n!d8LBwl0&yY~A*4In)inwhur|5h6H(?SK$IsQ|FhZa>&M@K#0J zVQ;1NgQbD=0Qd7&$*u@@K@K+vEv7o?7CSaY1Qd61$z;@2{~|A_w=N)phFpen8FKzw zlSyZ{pY)F+$W!^?P@@JGC-ODYMpqF{cPjGh9w-vczO;3__pA}Ys+@2PyD*F`=ejy5M0((W<(%T$AnsAK^bkgD0NW$zq}6JT}OCJa}R z(eHLcfHzDz_~3voEX2HRfq8?0xiK##ID#RVL&dfa_>wO#7=z!o5PCoWK$w|B7)A4z zg!vYPVOU>05A@8cg;V&JE~Xtd^E#$O0G1?&b+~b3|89Ku!s(!i=2Y`FEw^hh_iHLn zpIS^AG#@Y_thgv*Dp-BZ}JNte1=fcOv@k&BnB|L7-bO2__xv-jfXZc z(svUoRv%p9jp6uryU7(~VUCNdj!nizxS0L^SdUYLY;Y22QT8xe2ac~dkoAO;;e;ao z^&oH(C$8cD7ONoV50GHt0wvi}a}jslXwf_Zq&KGnAH#itZK;;FX@|-f+0v<`trJEe zCHt4z+|rd}Sy$iXl6YrqaXD;#W0!gGSdsOZF<8WgS%DRy584`S$*l)cteKfvgh`mM z``WMnI+{(`ZoTS%@2gb=Axa zjW~08GI>3sFY4LS)TScol}f!qxq#13D)3(i&>570pphXrnQve77?8pEwg*%dK0~)5 zR+DihF+>4pMo>KA7#DOwI{ovb1??8>IAsj7{jBq4_n4*kpzi}keX$bSC-VK6{? zQ{_|_Vxe^Sp&z^f8C)S4kU<;te9w`=cwJ^!KBBv?TctmC5al~gK{~p#8&B43pBfn` zu5=mH3n@>_I)V75C^>UB&{!6OeG8&j3XKC9qo@26bx5!n`v|0EffTIz*`h6LcOy2m znyU@Lt8;b1&!xi(7{bR^#1w%K5|25;R>DP0!#Nz;-CzvhdV%{u5yoJ|%T2{hoLNy^ z#s8W;0^7x#^~N0}VP;gwXuQT3{~*WP@o%+b$HnxT$Ye_%SpqLdw)~99;du?eJh$nu zF9>zhn*6kb2pn(*9L9zqly|&O0vT#MPrTgT$NBI_(g1JFfx>drs)c4{sUKi|mpk~3QgUd?@ zFeTj6Rl2yl6_p^~=1kE%;zvDL8qrGhfjSEfzw5|K_PapYG7&}rq)Fk{2i)&|gA=rx z8U6PKbA8(s&)0vI4?4`kjXl|uoen-6#EqG*5n-%KoZ71$MXz1&`&ybmxZEj5Mk!C+ zx8vL?ukf)$AJzS7UMnYn|D19RktgWgHSOIa@V&HU8@h6{Bv7{>kb!IzUdaPG4@ctQ zv)uFX1oXc==#z@b$ zpwBeTB|g`jS{anV8}h*$z=8OYK^f|ZRP$($s-CHs3Lp|Cl0|S-B18xiDqM(2pu&psCZRP@_tnO0}xht5~yY-O9D=)eMs6wHr&etl6_==iS3( z!K>T1aI3zM78mXye}n4k-TUIjDQTxp^@U1zuVKRoPRZbUK!CPukRwZ$ysfh3YRiJb z+6+sT=g*))_Zm%lbg*EaLxsY{y0z=lut&RYO?tNN+pSgWULDMt@87_y2^a1R8Mtoz zyg6I8+_$k{w|DDi{To>~eff|9cis#4?Ow*Vi+5%W*D6)3O3j*ud-taIn%>KwzsXao zef(kx+s9v@zJCAplaDt9Dq|or)|s=9KFTnIj5grplaD_9Rfr!y{8(rqg%z694LHaw zBjSi8mN$!h|C)FrN;eDo*UyUp`sYoEBl^~hbU03jOE9Au!`ybu;1XJBtJ${RdaRuW zT_~#Ls2Y7xrYK4>7%qs6Cz`mTOEBKV=-+==Y7(D(lay)ZnP{S!kV6Eq;t)d%JtR;_ z6Ipc8D4cMj5=V&8>8D3C1v=A9gc2$!9fkHWhf$3BG=@+@DPl;YZXi+!2nQJ8l%`HG zz(7|B946|hq?YOwSYn~2>Z)q7W$LSY6$a~6cjYzftx)y#S73t)hU>3S!2t(jj!kB4 zWR_KS&2pM;HsrIO@fh1_sTGM^Y^8ap?Y6Aph)XX&j^_+<)%a!|KmGhT;&ah?i%WIa zWhb67|J`xR8hGJ~Tiz=CuEHLBw&@1tz?*0yN-P)(li@zfAgIg35Z@xPEUXaZiYwmi zgAa)ag5!-jAct%Yhx>rsO*aG*cwLM7;G+$R>ppj4!JfE6;ep6NtP3*UAOo3Q}{a%`E zvkhlM70Y7K+X%@C(Vr0|!U-uCb)wN8EA@%@pMn-{QlW^$gpwO2Axdablt%8xqmTks z2~Le71;SESDFE!}poiWRs%6n*`st{rj`~>h;Nz<3usbCy=y&}R`>neEB@G-e++HdI z|H5kZ=>Z3%a_sTSLPlOMoI(36w!Ki>q_y5bZ}0W9c?+(%+$(dPaw0BAZ@a2t?Fl%# zRObzt^VW;ok@xz@z4+$!dnCXBtTfg6(|c`bfX{O zfEmn`bPEbf?1HzrSTGzEp$p{$L@<*X%@8&~ED;2OvyeqFmhm8b=wn9VbH>n!_MW1# zCu!kQSCEJ#o!j7#JuB4TZZu)Ffu$%F`(eIHBB3}6Q1Nx1lh zF$bu^@m3ib8RDXO&I?U`5I+LQFs!{toA)E;da}tcSHuEL5?sb} zhUpqP`V)wf5V&+fkrpe z3&juZDYYOyNlZlKAJ%@kpsvx!Oo^C91=Z=VDORy;VD1;gW zAOPZ-bt!1&T&POP*0w%!ERu}t>Dtk{*R>T^!4sW7{Bc)O1uu7i;ay*~GCQmkAeF*l zrLnfLtYFLnma+WIEMY^fr)euTxy)=vRr9TC_Odw00iQgfsZRFn=3o_iVR4kv%=Y<^ zqtu+AG0Ia4eyL}htYMEV2qvYnAqPX_>;~4xvG(FsmaVoxiPi5W*MV#c{aj)=Re zO%!F68dt85Fm}TqCr8yi8k`SA!HJF)zGFKe!VYJ!1I7dTunKF&vM~ zE^S=+-EX)3I~a@p(=bsW@r9n457;ivQB|vY77l#jmX!2d=uj7%@LS<*<4HDeTt^?> z2-DiWCT!aR5xV&7Spp-66U6yz5Pg=KFNt{0=Hl>If5o%TeHrs$5VI9@QO#wc%C`N>=GG z@h-@?3v=Lu9ZI5cL2CT{@W=SatMFqH5ZTB~S!>SsKNVET_5Y|dWp>4XZgEPYV{^7b zfP|G5J;y6dMsryq0HI)XYIZ#3A~SEsbgCg||4vsgP$zX&7lPcv3RaVKarar!b}rr^ zPds8zRHGuufefJl3?qXNYd1jil3TlnU*&az6?ILuRSKw*O8e38#(WN9gG9Rz^g)@U9Qu0o(W>SJjMY+ccxz#UjVs63L5PR?td%y__Gz!Q^ zICD@5oIr1W(|lv(VILNK(w7s9q7!kXeFtYpq1Y2+&{PN4eG>;rV8v9h*i?v;Rc(-C zuGj^*xJTSaDP_=$7Dw5&g2^+VrY99dGS;unK28cFbYCQZT4h@0QPE2q#`8b z4W6JjAUO%bR(Q#EX|;6=y3kzSu!URrTI@t#TlgHgwuSU1Hz8Rjo!2k2P(ezPYdjM{ zx4=LC6AQ^eAtpm0G%{NBGBr4&hg9f=k#`Hkgd!YCCFNv>4JHtyfD2N|PKj`CRM^G8^vmj&>H0M$(TBc|ZH(diRKr z%ON7lFftJ|8q)Mcx&VmXpbM(7Gstm}6Y??&$&bZ}B%t?@swa`7kRBEpo$!%0_)$<| zqMiiBL|{{3btg@$CWPj>ldjeeEID0W_>yY4p8$Fq3-&c=l6%9(lQhXf{1lX&mNnc4 zT>a4x_Yh2@6+NdR3;lJR|MIb5>v2LBqd_4O3>Skn7eg}aNnpRHl?O&l$+Ze1X+^*n zd^Z&m3PcK=V3rdx6Fk+H&PPTv5toG%IdoZA3#RpzG?Ud5!X*ra993Q{_y ztpEzBU7iC}W(jM?A zoI3cO7g;n|cU{WKF<1x=&>>B(fDAx}3I6a3K$bzl5NHfDGTgbGnL(U97@iL~cN8gv zuU8*g^FY8xGs>Wm|7p`UBWX|dX_D+=9a*@atsx7zfI{oUPAV0k0lHvpqoU<`Q2&{r zUGj$g17P@3QV3G6+HkHvqYTeAPp8peHAEi-kwF)8G0N~UuXcIn;0;!}ApM|uDEfO1 zkqBEEt?6+QtFT2ex`Kl-nSVp%D-BGC< zC>@)nEg%?=|50PBoSH)K>UzW$G$=S)3*}snb$3@N41ECtv7ieT(+kKjP%EPiwCbIl z8a?94g5+6|__bSPhk1eb9`>=GE(LD$NrmQVpS+3-y3h>%v3M;Btr|)6 z6WUeqM|E?+82m)E7E|dSkV}%Ft(6dj>1u^ zXuBKJv$oy=g3^>rar>S0u^!+OPu&?qxHfr!CTOI3k)rSl-CzKs5Uk>ME`qiX4mDb( zy12M1LG&V#6?vX_XD|;`x$hwgUKbxP)p^L;xn1lpx4<*W;j9Scp{ScphPb-U+PVey zx_2@P)e4{rstrw;3@y?y!}T5rsV2S1X5Whl(+p#0dm+@OwG*$-- zjKDe;!2b|j4E#_CVGw_V)C%2(2U^O&3S3oR%Ck8kvk5G~4(ziE?7%wKi$nWklSw@K z*TJKL!5XZ=94yXO3p-hc&R%O6COk?kTq;p(6~r@+!!a(uLAJJefy6|qRihfZm&3Yo zXw!r}1l_~vIUnTJxI=7*vxN)_q7Qp}B$!Nl{9pjOFec&#X#3y~8B)cC2DjFh#UW&A zU5sD1pq{QkAEMw7`tZnEX+QL-#udrNTq0Q|I#1BnkIW&aQpV zs=WY%Ix9AZbK>02qXJlmN-Cc++fs2@0gb6P zkZX-w(lWVF```^>cQMHjKnJkW%!Ui*)eRoK4-{IVB0XujX2kSm(vUla@u~}{&<`G2 zYMM}X-Z0ix#0f(<$6Z|0)e6zgdKyxBKyuvEu$xUg3Dg0)BMS7Dd3ff+d+u5DSLj)S6o`J-soiy$Yd~CuE)%!3l4YZgVn; zkjR#E&2O*FVdvWtigFT+ld*a&ReY^S^E(Dy_1Cxvvb@}Iib=Aeeb{Fp3j2@@jok%w z@CJ}wRdrwopnxB(&<1qS1zp;uxM&4d0J2JYexhxDah_vw9>8V_!9h?33BaZT5YDmP z73A#NOAFhoO~Sx}fapBWxYK~7v=^`m!dY=xBCs7We4FGUB*#rOP#rK&GLQ23+%^Bf8_to@qF^txT$@ZB3qO@USq*=>gj_MP#nP!B1fwG|4UpbGPV)Dbv}*Rlm8*NyQi)9vj#47It3rs@7X(GB zo012K3{7OL^QrAyNH)rV4={3&9AZ*nlatD&#?s{CpS-=3fYu1K*6k(`bt7Tj`)+Ve z3YGAqX9=W+&VK4<<1;M3FjAVsYe*WiF5$J+`r-Y8qhW;z3 z*}=ZO=z-yLdeQVv5h{L;0B81D_q-hcnCbVWEz|SV4OwfTj$iL3dH{gS0Ko9-x~5Og6*E^{U3Vw17ej{SiXbF%p`IZMQ(~_RlUf7xubzM$uAuC6_mclT z?iGWQ&43@?fI;1EPd&Y>+0Nh=gh8@!uqgEq;x2?gt@#PM(xsNIWDlMJiXdI$9}N?1 zFG>TAzuei zb+S)x{WU+cb`IxVu(Bu5vrz8kyle+Hvk#!q1~X5ym<`Qy&<0F?nAyz0;Ggq{jhIv5 z^Vy}A_v=SkA8LH9y&+bH zOqVWY%2FG~%x_;ebKPDm^R#Kw@JWS4b=&7E5pm|thbJmkYSnb=(?>kx@WnWfV?U9EHR^_Hgk<8E2%i z#u`b%v64AnoTEn{e*`kfAl;b5kV=lM#1JKyRB{g@=WruRDW{~eN-L`jBMd3W;DZl3 zz63K&G3lsdj4aPQvx_dq81u_9)XY-NF3=1^&NGDB2bCLh6nI!S;k zmg3f#rjU9{DzC00m#VY4>guhq*cuD1tk{KDt+&+0MJ~GRx=Sy-<_fSuaPsj6nOj_8 zWw8SQFrb-a@EnYvdi;TSpWa>rC$`#N^M<$F4BJOF)KXK8Fpfv=m@veUQS3hm-6GBt zQ3`W~Ljs{wufp^$EQLE)6^j+CClOIZ65mdQ6YgYTr4&v&8Kn~gWlY3IzyFqT z4oYzBL`NYHNBqYql|+(BCi~a}$}1#n)E2?-)DdKgm1vbzu^K#290HiMp?u#!0>P0Vtp%_=Ff)yWJOfvvr zj*WFJHxH|aZbG&~+~lS=$p{$ACPNuzfCC&EXC)lkkJi&fMY!6G5^bXZZ-!3$by? zK>H!f&K6`qT(HrN7P8P2)iah=43R)>Ya85P^hWNaNJV(lTi*b;$Qu0!N2D-Z;v}g! zDHW*_lsM9o_+W@l8ln%9t6V6f^tm%Z>P%zEoaowAra66%c%o~i^6Zp4Mbt@7Rv5$U z-mptL*ntqr&_^=tpr}@6=?ol8hMq*VsW7~Wl%|tq>7F;uQbn(t(TiRas8)-vipf_VZ*WTQ?N+c*hN#6lnDNTSus$RC^OaTHk* z4KfO2Me+zOkJ#Cc*S;tpuB50#A2Q>9qQeTU9*t{iTbt8@D965Vl`Bz1t8?;mRXs*@ z79VU5Aoc2@7xhh%asv%1RJ0;aFw(F*5)$DeImt;*sSieK94EV^q(1aPl%jlQmPUCd zI(SKyVd5Me-V{q)zH*h(w51seQ_C*o&I*3o<)7LhJ7t)o6?Q0Q7f@A;0Dt~7DaH_JD8@z5su8FB^rAWGX|&eK-sN-FVCp=C0M51&-@QmjGRmfO))5P_yWqLKxK>N@SadXeOPe>XEEo(}g!OBN`i*tn~ zOiUfh4F1>$H02}(UB>nez69oNHDyfRw&DzC7*s1%y*y1F_nFBBwlzaF&F2dHdCLS< z6T*-xZn`Ra1&Hslw98$MjMv)ZEpM=*O+Ng#?-%|6!nTQZPjSn)p7fJJQ0j@2{iedd zN&&De04TsskjuabP3T)f(O`b7WniulMKY4Xu@x4EWVvZ+Z@RH?-@Jz5JJe0d^kJFC zXkrpzVR0~A%+h@z121hgOA~e6Vi5oMY!4+%nuk+leH>Y4cLpmZYGxfS>SxS*)G9LS z(GStoG5?E0BbwB{h%Q;QC`2Tp#F#m8BB4)B<#~M$7gxOED1y;|<$3yq)3ss^s>EER%^dTMQ{lbd-_(J9!-Uhb!WT`K5dlk}ugb`zK_ z0)arg+_#!`cdtEr?`HeFuRqqh3uefOK8I1LR40b?5Elvp>)fQ=2ok3-dXzhfjrzr;%1jbtc86z>3FlG z@vSN%4=fss4+6UEIFT(Qx}qzQ5ec(5Qabk7iZAk`yn;CcA)61Px;87ps+pPms4M=U zK`uJMuj4Dj0yI|OgrwtyN-(=ZW4j&^J4IVUAE6RUbAv~NtR#`UxvMNG45dutLeuG- zy?Y(e8a&czt;PG3FcduGxuweUhh!i_HCZOcb2UA9yx%#4S}TL*S(HKmg=Da$O*xd# zTa?cu#O4aUV>32VNkryyf+=W%CV+x7cmnJ>09ct7a0e47iORg4$}sV!I&HJ1{=}_p7J1900w1<1qp}&5r_p{xQG9BLxObGCXsd?V!P`>$$hWsTN_IuhK!BQ99|+ zBBKj4w>i5P8A4K65ll)#!+OFVA%#xp1Vum`yQ`AUN)ju)LM#-@F6_eA+W$M)a+5d2 zlw9JwMY)vbVZ&sY0x|?PIpifp_@&*5g?;eDI*}ebr~^Fk6sqhs<-(>yWXnZ_o?$z^ z&}+odd&Dzy#%w3G5clp410mcNuzJGIt8u~4f*%;qwzxks-jN2NG+o_KO zv0Jz?=}-k^5CIWTgIG|5-@FB|Ai!l%27jmrpRtQ}d`EbUM*=Ls1B4oQ%rO!njw8|s zPk=$adL!)!$eJ5S7MUCWXay;wD!N&PD{IK7$qp^+IWPhZie!aEYX2G+=>(-?y3g#RzJ!oKnr%7{ALvM#AU^*ys$K`V0h;kg$->y|@<&n*YZi%cIEfj>kxu;8+C> z(zxWT2P)b>j(W}tK|m&BtCGvHr`eA@61fE(4()UWu=+X)3{Nhyz=3?o`MiZF;|HGm zjPqbmEy@nDVnL&!$oZt37AcXpp-KIm8+7SU^5BF3b(=Su!4D!y`M|z(MaiSf52$g_ zTwPBegd0J+&^@RG97&NPY@8jTkwc4|5A6{*@X4PH*n-tUp_~IgKvBwC(Mh9{80Es! z5w02y!y8o|GX#^@A-q$G1%7CSPa)D^gB>~S0~AFCQ~(}AY=hZq1LF$4DiuAL-O`yQ z6)&|}FP(x$RDwr@#8e3a5qOn59jEPDQ#Lg(p=}9isQ=9JSs$dO2sm}qJaxs~i|Lz==oke7laNWUIOFt-hQ=( zaD?!%GbIbwl^oV$<<>VN$qm$o&xqCbELOpF)c%~vYQ;Wmt%9DTqWhpaH(rp2t+vqP4a* zby|}!zVdOW6OIU|z0;}XQ>*<65!jZxa0VL&DCP^zu$`AgRg1D^R0talU9hOiC`Nri zxJg}&O7#ZQKp9t1NE&P+^+>Rbn*>hv3;vS}eF+d;$RG{sC{YDZE@BzxK-|7a&W^hb zZ!o}jJh`*s4+#p@98)@7ZKBQXTzx2`(1n`OMc(Q(UH|xw)zF0-TaPQVxiNdH(BKNU z5?)#0guU@IMY`P;sRZ&A-uP6S-u=$%fd5Yf72Y?CWYE3OKORW%M2|$OR~zw>!O74| z;?PP69PI^?DH&Kr0N+sJ67rR_&hnDV8Uq+r-#7uC(plfv3X|9Zyo`OyNZ_`tCInulFj!elk;^MxE}4bk38vt8zF7>m;0=zh zNUQ=%#Kck@VG+h9p+&L zgO^R9sEQ&DWH1d21DUt=KHZp@ld&nf0YN;1PCQDm2vH#E?2Ea`7u@{Yr|@Eg3f%1A zkX4Y*~D?g*jOTOf#E6>**4}9FKJ?OKzsk!ycshvqzvM|9Pyw7*lPm#Qv zRc7TLF_N*<(CS^R?A2Z>F$AB~kzA%6F6kr{{Swdml0Fz_SBj?G+7tMdL%?%2`E_PE zgl1(9=g!mLY}Uh3`8;l>g8=RWa87M&!X=g+y>m|ObdK$Ij$nA^?RS>v-v;iUz2|3h zJ$)uxe#W+=E$E5}=w|sgf?jTgXl^u3%zTy=g}_XY)0Z3G3mvYCi=LMSQwvQfs$?)m zf(scY<}hVwtFP%m6zS?%h5tt?j*yE}F*yb?nZ6*du|YT1X}RKQzd#0l(1*(K8G777 z>4@W6Me11)G!{WX0^QtLs0VL|YOqp4?HFTI#^ltDvher}kxS$;TkE=xqDRgfzbfl( zMUoXMahy`f|Aa}<&DJ0kT%f`}1U221Q=8i5D;4Bx7OA?tE?tz{|$Gcb&7j@h={N>|IJ zT{=rVpo2CTgKBcFmBoW_h8}bF6e~4E-FD~RCiDvi?nB?%M}&gmE^biVXXO4ae~xZ^ zx`|Qjy-7!i>3&RUQ2%I$kd=biFYVqb@2)rSUZ@AdYfn&y7BY;6O9slA4I);^kR#ib zUTK#kj!nQC{GP`E`461Fs{NRm0PhQA*oS^thAFBd1W)hz3JnCG3EZql1=cMoL9 z7J=(NQ?g19@}(0`cArTjKXMH<1SMbcgXP{%u!OpM^6>3~&Z4YT>a=3=yGbc6Eg!>6 z`Cl*x^Du{#&3n=^Pwg}}j3&kNVpCu^ceObO=e3OO1O9?NC$`QDgG50#c0R;H_jyA{ z^q>#!NSwrH>;Lp{ zhEj!MD#N~DwDq*FkTlzMnC^80EJ+{u-KXb|7l%dTz%+_TRpk0!$7T2qoA?e z3tVdY7!D691SM653;*#-z7Q_rYjaK4K~@HGr@)tV(5ucV|2TUTVfQ_I5qC%Hv3uln z?a12gcNHHbfv>q2=W!Y=-VvFRsUFV_Ekf5VX$a*^5D)?m zEU0MlBF2mwH*)N_F@q$0_eS2cXYwSWYxb5aSHQaUa~0|; z+_-Y*!d+$eF5bL)_pV|!>F=aOiNxXxX817T#D;O5y@d5~O6^+ptjCPc8g@KuRAtJqSF^Uu2@&u~g}U)W1{{&#A8)GM;d zc9fH{G6CUJv(X;KthCj7v{X|9R6!NDR;{whR$F~FE?1$X<%%xKDB}&g-VjHcE1GOV z7rk`xb?;rJ+{?;ke+fpIVgVy2+hdMF7U3$@QPwYJiHtH!S-~K)k3QNM=1o2Q+;ZD% zsj=3v$FUXMSXq#bGD&5Wyry7pqZ}t(H~Y9^AaczC#~jWVLYE%T945$Md#-rHPd}_^ z*CHzl^2`Z&0RGoBd7aEx-+j;J*I^|OI^ErXiBwJEa|yBxv@8#j*H?KukN>#hh8=du z$#haz0``bD+HFXSq;x__j4{q=ca1{|j-%9_1Ua~lM=GwkmSZ@{2b4`#X(b(CT7LQE zaN4=~=5(|%=b(eOvALvEoDoZ(VNe=6r-qL4I_Hn#foB+matfytZG3^p8hHkKyQqYc zN@y5u)E;W6sw$6atj#+QYeTa_QH4aiS{u}_D`~$y_bj;t)Aiv8MXmT3`QuOd>2E~7 z`qsi>luZR3ur0S!ZM;fW0^?D$}@FkhN zfJ|Q!YS>^_!5D!Fj9>(l1;P}@iNIhcFb|6uGR#pi&eWq~x1f$|KL1uh^T=XkBr{oV zR2D;)vF2rmh#4quww#(($U@B78Qi3n9=Bn~JY*wFEV`kO@wAACDa+0ipJq0x(ajKU zV-eK0CW}$f?LcfBn-(90Hu8u_ZS`Ry9Q*Sj{*>`KfU}VySk$6Q^i4)I64H$jH>5sT z!bgV_G{{m9B)jNlsEpn&TWM@6;wYg^o_6Qxom1aE6$nLUo?K;2oom4 z5>5g+rC`NuQn*5iC8L110GSL?N|@Q)@HRPI84q1{97hze5JVKrbB;(NPK0P_E8>sO zoY=IWDWia{sAAI4vmu^x!ii!mo7waRwmIy9i9#JJfJjlt`h-Yo3&N_|!YUuST@8+J zD_ke$wg;+C^^Sk+QH%E0H$^DI4S^ISUUSriA6cTVLQ*7P7uN+T&>?b9f~1wOM9IZ^ zNl=;0?sPkB0nIrc$_QAzf8q>{oXUAd@5$^UM4ZOEmll#o0re4!1QI<4(Y z1N6<3_tdgl3n(A@Ance=bP zC;Mo^&UQuxGNmY&CPMK)|EViH```yYyO9iJpi39-Eem(Zvx&cKqM!-IOTF;L(0o;J zH><$lC{`g+iXNt97d;qna?>zG1m>e5m7+FKNE~IPw7u$HdSl?K}#}7leba0s1uaI4tDtCA2EuR6ly(?iK^hW8LZ; zbo?QqLbb@`@iE=Z%ETm&f~sI^-)eCgPjOK6Wm<}WXdI8QHVkr$%t7#_2CWndO{WNF%5U>!V0c5ID!&X zsD)L--*DRnz+#CQfi-;K$S9RECA^uw9;^>=Of(p}z*x~>7;e?n(1vFz+lw+(9h6!I z#NhD;&2(zw6ss7hL3J@yQGp6qs8AWGaQ{(_Z;UmjVKt3r`*D3v#Kf#QnL$V1YJSus zHSLrI;h&EomXuTHNI_RHV8T@9-qdfoQtZ zVG!mpOYK`^%Ieet5kfK@0)>b)v$(Ie$2(%J+*#Ke*ya0m`Fg@@$14l+l;6oIm_l6b zRsk8vs9!M9@;_iGLy8I9M>muK4F56Ef)1QZU*;Q_Z|m2;3Dc;!ac^PPm>XjCrl`6{ z_84|ohueTrPANtqQDjJw-V&Z-(*G*R35SlQ-?A|n2m`L4fur;|g*do@+-PE}r5LCy z*3ea(OrGx)kct^^n}%3!Wc5FYrzM&LANbaxtA;hcCodyaVMh{mg8V&50UnLsh@Z{z zLCnFC7pa_;;oKdCSsoP*AN5g?fEmysQWwwxUj>QLG0v7O(wsR?o4FYzea_Qq$&q|X zoJbvIQC($C3hRVH8MFel;S+lCLopPB>KIz5=#r>70c*9=7>L#yK#FM@#1yEO6TIE- zSlVgr7DD8fs!%~0e45^E;X)h%-!TM22th+A0pKx2a7n}g6aYG5)8QrFJG>zr#-SW0 zo~+T@HC>*y6a_X(9v&i#9{=`XP*`3}8~_|3kU5w`H-G~;cpfsug0sB~#YmenAj5bu z5LYZzer=n-;1}&RRPN!$zM<5~WJV(Bi|>(4ZPZ5ac@V%QA0=?q@s;8zgp@Ey+gaRO z%qWA4Oa{nQ#$-GUcX$x?aaf0NU&pwNV0@pn8OZpJ2vhM)1EOEcO%I9c92*&bclTG?DQc8ECkl-$^y1l|aknMjWG z2+tV;l*Gse5=oKdNI?c2U*SQ~shON{$&{Snl&r~=$Vp=@mYXb+)M<&Je3A@mlI@^U z7@Q71=|eJbT`NEWB>&ifDaDp9wPY$;%B7IO>%5LDC864VK`uF=K)~b|T-p?-R;&=j zPP&Q{P(c`cTHbMCsd?cS3ItOklNa{g8Rm*cD1ZW7&vDJ6R&FI6+5_X=As{x(AGS|V z{6ttLMRuK~Oe_TgEI?aso<|%2CYVBB8#oLTW-%drv2*^$WUU;MRP*+5x| z*wI>{SY;4kk^i;hjJ;eu(npd>8FC6B+(ckLo`~S|!Itq6l=Oi>4rG!5){?lv2O^!3 ztl)cEf#XOC+ugf zZ318hroH@^zqp=ZCZ@gwm}2hU2>FY{H0EQbDYn&+WJcd8ykcfxW+F6I4c&q+lvFo7 zCJs_ep8xJ5_flexMnieVk?{@ZCXuFS;suCh;&Y)D}bgq#1&7$ z5jhU$gvBSmn)(RZ%5`DvfZ6IKl|u^i7WOlp^3` zmgUtL_#>AY)*%61nk|VUn3;R>XG2<&d^!o0n8|(KXXVhDe!dAM)eh?rsOSXfoq&p= zOhFl(PM;J)6HI|+T}o?R3QIz$6{Z#uQksR%gZOs1I4z(8}{gtCX10?k2hs3P=u4mdISPUgOb*S zQ~w;oR4}6F>B2x=>A2*cU~;J@c!8IGDQfJ{nD!TL{6)>Q21uzXWS%CQ7Haa9kj*H^ z^aaSB>O-DtSbTj)%-CWTwMK5xkf2_lX%OR~>PE-7=5riEEe6q}aus)4hm=jnaJC3< zPLbYZBNJ6>$+4V^RGF{RD*oxJ7txrfrYexJ)p1s>Zo+C6e(rI>z!~) z6Od~%oPntz${1YA8?@Gd=F;l69jeHdy2|VAzRnu3!A*{uLBO39PNCjSS{blPQ~x?8 zQ@-em7A(SEZ}cw25Nxj(Ho*`)#I5K`$y!UqO6(j~EXBS9#)fQCfNcA8Ec@1kAjYp- zl5Don54U8k%YMc5!7S{Rn>>lY9-M~FuEuKQtYYqLM+ru1{4CI(1x7gy(T?Kr$*IaH zEuQKEOL0fuT&g~#*HKZeFJ@5$tESuJ#xd5+ArufPe9hRdSb9uq6QwPUxk4`L%{+2~ zZcgXmRstdbj^YyF4!>$~8m@}$YJwc#jIjpB&4-OJV6G}|AF&O8IBtsM$Ugqu9Q1*Y z3~S|HEmn($RtFhHjeJ3Flrb@yrC>;LEup^Pi) z_{q5@&lu>=7m&fFl+N#%if-Xu@V<_^l7Xf14!-8yq_vi%g{Z)?%7(s5QI-KtS}*pd zsKJIZ!cs3&ZtoDZ==Mqv;k8<|l&|^1A^N88`qHmZWF9u@nsnLnS~3MMYZEuc&-@sJ zF-(Oq1OsGj+x}u{eNn~)Z7G*}f(VF!D|nk>Ru}^7><9@FU`o^jr=|o)Un#ts1#^PZ zHbVjFLY-n1$LKI9h(e5o<}G+a;Y?r01qjy|>elve3?;`3>q95F@YuF$Zpd(Mwp?qd ztu>|ORv9;NN9I;RnbBMkEt+!_t6GO^zH*xg966#uW7CCG?f-4%Me z0U`OwNuOYph_R9Ul_Gt~k0?SN&@mco)^4V=$Y&4P8h`Q zAJeX+v6k+*lDZy`zTzFK1aBi3vQ1t}sEHa(W@v`$PA2!(5fmjAP{H&n?Dd*5DQBY+Ek2M#zr{RE1#> z^D&#u{&H<UQbW~O6td4Zg39$hd8K|B}Mu%e_t(Xua;78Ng9EmqcPw|Q=f+1)ic&>EN z@j;LLNF|&glq5-d;z$TGRV}tn@kCjzW>yzYM1bT5N#*8_G!zuoq~rx z-1cMSwsmv@Z%5Hcisn5RcYGOY-=rAb?!iBg?b>Jvhd5jukvBW;Ty@`*Z(4$_ile8q zk$9_Qqqx#{b5zme+&;Y(iB;g_z?)(sTuV{Uw^a z#{aIyBzS@&2mk^IKmfSHUC5Av?1snGc_`jFya||NswtmK<^dO61;2JFvWG4Zx}j&A z2MGLNzsd|>#H?8NUdsk86y#21H$QamnulG$AH?GfNaj-8*l<<|8!Sq6= zry>O%3zDGaJbNEpYqW#T=u`R--Ty97T|0sf`*thU6$PB*{^T5G6vHsMIQ1 zvTntcIWs0MTrX$6)G2G>C{COZO+q=8=$<{CSmo3eOP@YnvTVM*Sn6k0PLzIj>I5p5 zvToh_1c^)$!c3pMi1%pW|VGSyLIQxF`5@GCBKv^1^%m+uv$)|NF}zo z*di&dk4b?_wyzs1ONt6tLQIM=WB*bZ6DL-*CvR!fa|)}av^g|q&WlM^Iz8L;+Q4jC zw|=a3l-5e5Y11jphtF`e#SPsygvU*D=g*->haM)3n=X7TWw&IA4;}A)`g9RLeta16 z=h3GZuZTUJE>_fwr#_$hcq{kG-?#F{d;d580sOCx`=%(+z$x@2@W2HbL{L8iA9SLP z3EL>cLOUR7rI>yA>5!jdS}7w82c0m`i4&(d@rxD5SaHQRN}NK88BeV7L?vp((MA

e?Q)KMorK5D1l`U|@|^tcE73wbo5= z-Q*`-e+tQK zma(K-#V1ZwA}Wz|5itrWR%CG{mTvYzhAgwFt!g(?h8g4C9MejXn*YZzq>tl><4)*4ipDH3wWMp>X*Z~Ij*dRGQ=~iZ_y{jP`r_-_ z3icGydh7boOVI55#^BGt00Erv!37_*qCp1Fmb<|(>?ov=R_66^pMCUcB}5C`2;)R6 zoUl8^5^IFg@f@*?97i3$=&?s2S0r)`Jf!#n@+F-B@<}MA3{y+VBVThyE|c(*3e~4< zQ}#CLl#|Qaai0?kDAW)@)jtOvnu)z(RHbxYb`fen8Zj~p`gSOEgCf;SdO07+p#O z9NP5dVU>uO#6qUC*X%4~Tj|$6%+U%$uqS7oA=zhIQ;DCMra3AD4{^F{#PkM>op6OW`0+Q7S)vk5Y)x-^b{UkV%nf5eViJpL)X;R|i8Y%; zbA(eEtl+e#TG>t!pEHIr9Pz1TEgE6MR>m`;F>2G9k9g|PMxrVLj&!I)dFGfNHL8a_ zmj4i29?7O3^311hcGFMVyip$UbEMThp048hsK4wIy0<$C0~ zRaya)jBA|ZT(nA7f|5!nl7d*9ggMNma&%PK(ru^Ygd<2n3TtQ*>0&p_)valEw;e8* zTxUAmvI$LZ;w7Bi6in&HX_(M6CNi+9WSC&AWhBg>w+& zBquqyM*{&I;(NFVU#${ht9H6mB)>YyLJY#bLeQX|dHoo6 zYL}PNCM`03Aq=-FRju6gF+a%;A^HY5WZ+b17|GZWokpDgBuA>P(IU;j+MLt?hO1qr zDpR2|Rcv%w?`{*JP$Kd8rJuq#bmlo4YYhm)F%TCZV#6-R+*2*nUbcHpe-LVqfzGr&xCN zw5h#8yqBE6*j}F|Qib}?Vin`N6}8?etW^MbeWP#)f&G*$7<|Sf{j`?5N&i9>2S1pi z6BP)&02Z#OWY~x6<8XxQ9Z`32V%)dDC_hNL(Y8PgD<8ZHR!D)-3*N$q7pX*z1LKyJ znh=FMhN5a%T+v5=pcK67PA_yTk1&C|NK(lN48cD*r}c zz}q$O5&sn75qvmc1mk1BaKaVJXo@R*_?h2m75o}MSSvj4ahu81g(6SR%ysjVg5hk6 zh_Gxo>Omh+L8^G_F_`A(p2IZ6ifXD1V+t_lHhuFOV`hOj6*9&-pib&kP(Q$ikoxFAwhnF(rw!gfu^8(O$d2yLPO|Whvd*9w>Y){! z07^m&wP5Q=5NGd7t8o&~arjPhh7jx0RIch;J1PV3s~)RjO*28 z2iM$$OPnC`ZpW80uMIPA^ODDy)L{^P5MUAQDNv9_1nMjIylua#BHR{&+{(@Wu0T)v!~lj*1YE)0L}K|!@ur%OqMi>X zR1qemZ^kMPBYt8fRAOO%f)!A~;9e}@X3QtVuNNWC6><^Z7-JMJj{W>XF!s+VL;;fG z&*KO~rtI(j@b5E*3}=?6FciW6lHq~|P=*TdF@y-rqQm91EN85Ut14lwnxg|LMk}VO ztG-GDIdJH>C~J@|1o3f?xo-%sA zt12Z$dtMLr$YJ)p$x;>(0RrHA!pGbuk@xy*+$=)e_Qw(O1W>Y#-5RVE=dBYuY+a55 zDRd%(N^1IE@u4JY78Rxzw*?rx&lP#m7k!KqNC6dGp&t5y;yi;Gw~WOy?lI z;35A*>?p~w&JOP?lF}}+7z!apR%9bNaz$QgaW*aQyRm(5-X``5V1)Hq)A1QhxAlb+78hlVsB3v;3_d?EQ28?g2AM8j}m*O_ZEXKPr@xZ z(NB=&z(~PakdH1M%q}}@;5dWA`qD3bX#XQPEHJb0E&_uyZZR3^fu!JNF%nZT9Y$MR z!GbWTGbmGNxWi#w=omS{680c7nUOQG>>1G_8YiX`asy^Mfi(F~V%Vb<%&8l7hBsex zt%##H-LYrR(Gt|r4LVR7du}&+vr)qeiQY)ch!c*o20XYUJo1q`@d{PNqaRUl&hm;n z1gmTmWFQrxAS0{mx|7cc%{u=`Jjt^SEJ<MGDmqFqRIdhWM0HfbNIpnV zkETvNyaQ|u0qUevjtufVxGq6j@C9#GSm)+G!V^H&fU&;7ZDNGd7^GM^*G7D>7?hQA z;`2V6@LNfemF!ctf+R^wvj0lB1SS15NK`V_q(Hd9gtrR896CfnEhLxTwF%bnUDq{U z-9#sSGETVU28e(Pk{}6g;CMHb2c%be--KVS_d|!^dOh@CQzc*r)r^#_Llk zR(wh2VvEfX4>1ubMSUejV=;^sI03)%Yxm3te>h?k#!W5d=}1i$E(KuSRMuKrHcGp6 z;QR;QX0|b6hTX6tffptbqUsivp&q)yB6vcdh_+}cW)vLr#gYLPNXCT*W)F&^7Xu?| z`2iHB_T!#0E&P;%NKS-I&NPuoEeJsrngSG<42y(jt-7G8_&^c7Y&JRdY07G7AT?up zGdtu~Zt2!;iP&%rm;Z0y=&nLg1=Yw3Sk-F01JLdWkJLk0w+=qEuIdyaJ9X917T1mG z#tImca@htxFE?>wq(Dro0A@g$zjOKcM3S`-j@4Na4?jUENn-aup;Zh^@+A*BC5NOx zYuDCZvJ41;5J0y>LWBy!@LlV*cA(djpBK5jVbPBf_0WIR)aHc;es<*XmzTC(e#5Y!WH;|8y(n$ zjUt6rcoH&mA6)o_Pow{-tX5(u2>*OTYh~E16hSf&jy5GVV+=tNgqVnx=!kuWZJ!D} zDxrzJN;^E-jfU7c_Dat3){3#%JN#Bv19Da43IzeAKlZFVxDHqQ=#9Td5%gd{AOwyl z5^*N?KPs0D#I8l`_;dQWkE!I3135ke&qcnqkPTT1SyH!JHw$^|kO4G6d5d0~V3&4_ zw+JB(9^sPrVQ}W8lZOCaGY?H}U|!ReL*oQ{QyET#vO}$RdaKu!^?G}sfS5Q>5(IXZ zld_h18G7K?dH}JoMI~WdbbD%4m`8=ND+PXZ0hvc3zf$6U!L1TGswI5SAf_1+9Ko6+ zC1V5N3|MwrxVitM>>?4gMT4*OhZJL{I>DUJc@I{@7EwVN{Gpva1D+KVHxfhQl!1hG ziZb_rJM>xnHrft2=AQw&G_-7>%Z$rr4jd6$xrfdYKp_AXl{TNOZlR`W#)A&{;B39D z62$vygws>sR#QLvqtEO))TpVx!;1GdYrJC&MsTlIde7VpY`|D;_=Al1%s}#Jr)wG^ z??a9800wz=rp+$zDi=V6TBslAsF9kL7AY2ju(gKp@9vXyJ*`?(Cky)%kqOi$L8D88aiwiAetUII_9w7~yfI`nOm?l)MaV<_P?+Dtub#8!qYbRehRC?u_ zU#EAKSy}(DtK52FnN(z1u=vCP6En05Z+i9-Dyge0)eKWr0JET#yr12YTz6hoB=)Yz44cN$~U;2*TvR z!fD#iApAZWR|Y5YKvd)nD*O#D9Me4asQIo5)b7KVL<>n=Tjlc$QUsK01jb8=C0RUm z#svR(S*MZx)3_icR!>Mpa8mnX~@_529&pTj$nFCIj%pnuA%&t zsr-~RzLl@M%Cme_WceIae&t!dG#OuxH zi(AT)U23J_uA)~!0~B0A6s|x7){Wfs+*}Srv?~SBnY7SGnL-$f=sWu8MQNqg~oZ5JB32Rq>z?1P%W_ zBz&jMEETckpn8B(B0jC{HFu;J$(uI`;QGq1cgpWt z$~AuEwYTK?+OOjfu;IP#NvvW@h8Ta{IajT#dis>1B89gSpUs;Mc~)G> zlATujK+QRgI<=eCtXsQweHg3*_I)O^YPnmDtmYO&3 z(}#7K>C|7lv4hCc^6iSGhjH`0_4F=u%HuZFytni9&K32c)1^xo`SH7qDUUyY{x|rc zzlUF6fC3H}-+c8=F@+UY(1C{{4)*azgc7!)Ac7WNSmA{lZkQl~PB^Fsg;rq5VTl|% zf#Metk|E(2E|TG5j3_!W#f&H_fn$z3?#QDOO+XP#J*_BV;}I@ufn@)ZN-n8|6jbzh zM3h8Ed4v>FBzdKkIa0}GmtIn7Wtdhrd1Z`WG)ct~I1VucmsVmSCKY9*@klZJv;qa2 zdhW?*pML(i=M6U`K?M~&9BP9NLnO**qmCX5X{3=lN-3jIJRyKd6J;O?IOlu{YN(=) z8Y(#6U}Ax$s;L#{WyI<+WmrjAP!d6>` z9cI^DPK~k~CGhgq*G-WPrVlFjBIYhwvpojbT&@(ek3OzoRtf(lX4xj&!eNCr+CFxq zcA9k}yG9&s!VSlnZrkw&9B_)9JREwRC_~wH>{$Yxchv1XT^VP9(h4do`{te-UFb|5 zePi%J$8e!(w;OxFwbw_1^wptI{$r3s=7^$^OkS>}6i!Hq zBbQ2W>BN{M6{NV{z)6H`cbdG z0y~JX=`#e!DF|?6ZcDQ)OH(3~Y$B~`fj}tQx*tIhP=Ela1zh{$1S!aM5v!zYU0g|6 zyL19Dd9CGM98`;4obo|_b>dwB1DIbbF^ahm>=p-Om%C{5u7;7q6|vYya_mwGLztyx zpHUbk5Ye%Zp=M-6WKGjDW-^SSOg5Dm+HP8w7Y7+)iJNI6C?IAT-`uQdtEmoncIJjN zBx4^D6Pgn{fwQCWY(6~e0@IGT8AYV$W|o**CDb+s`WPra_tDyZxK^J30BDb58_$6F zrXaMX4MJ>d!x-SUx4HeTZWlt4BJ>aY_-4T&bBqHO=5wz4|tv;u$9rU=DGh(aZr8zoKT1Wf7y51st%jFd119?{4~Q~1If2=@k3n#o0q zQ>ATp6geU7=m?vOr7SZig(P(D2u)}LE%JsUGbA7gD|i|5RCs30U&~f1!dMGrqu%hICLNeKmbGyVwIy@R9p|F zfw2e~Y4S3PlXftKDjlJ}N(iz!G=?Xva7DyeI4_t~>?@7Y=}u?UL>cxt zV#**z4$r~|9UnP|ggAsZ^kIjnYS|4_r7Fx&W(bw7%w?FJ;v3<3Ri7Y7IqGT7)6$sM zot+^T`bdTy3egIFbOViO)DBkBh}JkK%|2P{gB))b#XH_HZGjcgf)L9!39T(_j-^8$ z4H+Op)@PFznwugY#I^{9;j^SZQD`yQhSG8pl&*ZGs%P|~!kNjGXOhAfT7BD8s;LP< zN``8yNWigizrG}zzogz!Li z<-U=?ufPO9h%{uNsg}A4MiF(;FJ_@fxjeeQ2(8Qfy47j;xn9htEEY}CpbyAkb99jyMz>RWAwx41RLLQ9cA$cGFbSxT9WO&0 zRd!`rwsb`_9DV;#8%nf9hc+}+M;l*-W^~X8Np?k*p&l*s9DOhzNi!XDwhzfr2K8}g z`k)V>pmxo{c5oM2T4QK*S9h4zb_1dye8(SqmssTic$TIhlOh?kbxnx^Jw@Cym2aPdQp76FYF z(JexT2p9iH6dT5j5flKfkWxEw2ohit27qE%aexTOVlL(vfAN42IDz|u74Kq!IkpFX zp@AG|86SvqBDhojQi4C_3jELyouCMFaA$>}4BfB~-OvrFkVCV9baqyQHnCgfne-S7i_j-9UEZVFh+T2+9ywbaYmNwMT43A7iK= zUC16^Sa*#UAde<#W$2WWhK6=X2WvP5JQFvZMk1B<26X@;j2BykGX{7VH>HLkI087V zh6j3Z2W+rfgGh*!b6Tq91f(~5Nm6=_s7g%`iN&BMzyv12CTy|yOHwjBorrrvU|i1S zY*hc^1g3UF1C6zL7fP)D9&35DPd9NCd0!xF&Or#m)82v%bSbd(D)*eX7Xl?&+ zHJjE)ji;md!B~!ml~<{UpmjEwbV+u|B5x3uax<1>c_Wyod3S(GUyxcvvN%=BYM*o? zJ>mqjrHD#$inoTBsHc~b*q2+fOMod$R+0p|w3w*ViOZ#4o2ZJYb9`^=TeXuWdJ;QS z!d+UxdzOiOSa5wwa09!@12Yhsy_l$z(kSa?n%NhO;k25!VqdQLn#UNMAR!X3pe@81 zKD+r(=i{jtfpEeJEDSfQ6alIi@lY$FP~*rd+7bYW@IjPNo$RP7DiHu~U}N0rF5dZ_ zr|}iyIi7RT8|TR`z^b08!Ja(vFz{IyctM{g(^Ec$89+sm$-t8l(+Y^72!#LOWBlL^ ze|2;Qil7Pl8su>vOO!QyV3dCrH59s2w&6!%rX9yoGkx}wn5C5RaR#FBgk@kLUvnRX zfOe3;qL~$0n--&9h?ICRm1;GxOsS)d=XZeTqZI;&WQj;^&>(5)l@gMqlm%LDX^1F- z2X}A>Sa4dcmZf1DI$XLWwe|&15~hy`iK{1koZ}|KMkcF+ZDr~?$Yz+ub~=3GB{z_K ztkb7T!d*cdCE7J8++}>D_=-z#eL}FP>&9-OX5P%@+7KxyAbZ@EB>^qe(MkrwYL@_03!cz1^X8(D}jz! zajUC>og&}~dEu)UbQ%lDfDUwzbaAY_5rPl7tjyX|&*}~FX{_@(tvuIr_t^>*Nk+=h z3PxpU;A#%~aJrR12!&8*G>EQcXEgRf94O;Q?kb~x1~ph%p+D$HLkKmXKpDuOuN2B? zco!gNU=I6$3c(v6i9`sZK!sMwqHeQCUqc{PkfZrAcUVZhG&+^jQI*|`z7<=sjb(=- zqNJV1u^sycqE&~mC5IH!Ntnk;nP;-E<^(Ex2e;OUH~UIldL~TbA`P5t%%uc-$!u+U z1f-*EcB(jYdOEZ-OxUHTQJYQCX015yS%}Kbna=7l)D-f5( z3lN;|qm2f!#a~Ru0wGZsaV!S_ow0HNSI`P}VXM};DjcO%B6YbWBy$22WGCgh+Yy3> zFuJ6>8?Mj{`p^xa5Ur{^tx0B{yr&Qu6CS1ZwYqc$WCDnzsd5W|| z(5E&mZLo;L?6sMd0*n+5sp90Qj55SU%sff#(I36UvC_m(Owwtq4g2N*4R8X3a0>OX z54UN?t-^l()hh!xs$rasHq8)a9Mc0a(+!6Ja3BikGRNhlD(2ErLzc%Pm1BJ1FOeZ* z(F({qHOQyIb2D_viM+_GyD-a9o>8L+LPQ6aj6~lGbjd(xw=f4=c2{fEM>^=PKv-z@ zn#%Kfq5UDFpa8JR(Pv*M%Rm_hXW$R}pa?=ac;)}0p~=CbI0GLqDu%&~*X^OaG+Kvp zQ@+Z)%*@=Q_`AQL>t!vZYOC`X(qNIc#jZQe@UeU#doCC%Pvd(x<)01cq2_3#Re+tVg7fB%(!xml`W zJhvC|)AxN4#%W+LPz)kK3PsH-4`s(nZ9yXV6`Gs5{vuNcgD-#V8#&<_5}sqLF$Neo z3ZS42;k(sb-55L3gND!tAR`+Y^R3}J*o6PE)>_uqJkv*Uy`XZfR}s3{%j<=Y znL5eUiN1$BP#a9zCBolE1japH+I9m4ZP0I0JJ{AI#Fspk$=rf^eMWHIT6@uAODP=9 z0@{>3MDX3^eZ(#h-sf%JA>Aq?-QG|9-pQx{48Q=x;16oxoC2;s`t1)o-Ee?A5+C8k z#ZK%5@nHl`5eg7K-Cz`);0cak)T{r3)GrBA2k96^#^E}KLUeKAABf?;krx|2x?JWN zPyq^bR)r<5b4x^^Q#VDaF;yn>z1=`lmaud+zB4y|gQi>_JYLr-?jQcqyi_gnO$62_1mF$#vrg+E zo!(`;-nmZFyDkvE-T*$}53&C+?9YA?(vCjTNN_Un5eqh)v7-1rT|a5;ZwwG%0if}V z8!N496qcJ)i*aN+WicQF8}@mhsc)>?vF`c4tgG?v#^DMizWR)8q4w^`tgqtw9y1a8 zt%ML&p)Bx816IUq%7#YeNBJ`Tk%Py7yep{;Rw(h-I~|Wu4;F7ogSQ}kpdCDU3qI){ z3p-et%{GQ+@^x3)RxnwTbT%w6A#1P(C@&&>gXU+srC(spbwCDh&WJ5b+71j5PMqku zqX&xCBZbYYO2}mB)~(H)_Is`c!KY zBSvgewNcjWS+r@@t}R=Yh!G+CS2I?VZ?+pEYcRv z@ngu5B}3Mx4U+{0r-p3-^2^_q1BpeCCSBU}Y19i|oJ!rgG!TFOT+dDnWY8ebv338t z4TSb+IB~flG2U?VO*-(%(UK(Vtg{U@vD8z~H~aL{&o$O~V~sD`z;X&JrciWIMjKsJAc3ZU z^ou(5&;t)V$ROhjPC11Xp@%{hRS74Kuv8C?Mpbp8h)TWaqKUMK>LXfBVyLKyMk=XR zr8tV}sb6QZNeNtiG76`kf`W<)WRG(8*&%Mwsw<(QVyPyquCnTeBVwXfSS*tG3aqe_ zAj<|G*i!#@U9@;$L5Cum7~%)ITwsAO8~B>RFMjz2OfcmNTdc9k3Vv)Ggb@y>vda|6 zEw)z<2rXcWD^6@Ri&Kj&bR;FvIsM>ZKXZqJZg?L!bZwn){MF z?5@)6RV*`%GooxI z%{Bnvy=`i!kL_;K#&p&0f^K&HoXhYFG5w)U?H_32QQ%(PTQ&2+_P1I4^ zC58Xg_D?xIRgXG4^shA3_1A|F?hi6L+kJ!p%2N75z zXhR!Xe2jKQqa|%S9@3A0n&yT+Jctxi<3}svb2SNRjcZ%;+Sk(PvoXwpY+K7v7e4=_ zHav#taBW-B*5Kwg8P&~hc*~oL{G=i|)d)w1ls{`mhCnr3_PIjcT!WZ7qrq!`db*lr^8@@0GC(N!< z!gPY7J_V_S9P0~jt&a=R&>i!L z$ICs=Z3|k_A6?`*L6VY?J<^+-4qM6^fg%~9goK?W*(6F@k`SBRQ-B}6` zgz}xIusOVlSn3YPi^y{mViH=#3L~+ymK2yJ&X17u3Fah(Hha>Oq_qDtDBBat{%kTn zXdU4OMtBPN_UWwkU1h%Rdmk43YZHQIg$Vq63IH971s1r)p>QFB4JKL^d|6b&2*l_Q zg5U^`)}t66{RF*8I#QEX45cb1F$Wo@fdw$&FeyChP*35*ntBGP#o_74V#Aw3=(NQz zZn4RN(_@>CjH%UW&Lnn5BSK7K5>s8GBKl*8LrB0nQ|v0yzG}s=PRI~tCF_c4)CtLU z2|{j#D;R`hWbDr|NJ$Nfprms4ErL_0SU5%TWn(;>$W|2Vn{{G5p1VQ zhtzg~lKVI(mQj}{~XFBESY-itq zz2CA)5{S^OdOnL={PiBQ?pqc1Wvidl0w_$T5?~&TOMca^$%2!>1gpHop+snKRSq~| zd|UJ{LHGoRpYVhz@dFYfbpgRY{FlIJkTE4@IKmiaffTQJra;EwDMVJ&p3ZnSH1w%I zZb)&${21gF6FJ3I%wv-wzyK|aDtHt@2tpL12R#tM8FIukCzq!XG!Q@mnp0(=b;3qj ztdEwte6}(4;mcuG288TWW)=k!%~Dmfh1gu@sK@!QjMM*PV9QkJ!NRCdk4+MtNO?Cx z(!q5qn%j*4myCKS<8y{nv>Aw02G;IL3T@CsjwGv(vy*a6XFAmE^6uI`)#1~wgry#2 zDNHLkVGOoZ^`>=Jkgn6&( z?n;i0lj)`ND9dj4v&Dy#^p@|P@T_*Wp{3vXI>jd8c9so>fG&bQ-v&3h=kQyyZgB

(Ikei%?vIBsbnsEi7I}o8$Bu*$gE$gDQp+PrDx}{47F`JL4gSxn?oB80g8??GM z<0}Q}khHN9uUkShxidfG8x_eAJ2^YF;}Nw}J2+vxISG<_2&G6;ggU4LGAV;cxH~-w z5z;Z8Ht?Lk6D2)^BrzPdRx_PcLcBg%JkY@uW@>}c87AcVCDvJ;U+NSxz$G_fu1_&8 z&RYoK0Tm~JCR%$YXi7cRtFDOPH9hb(>{7j8s}<=Pwu-1d@A3#}dzNN7f+x@{o|vbc z2)?GUzVNFFA_zBqnx}13K6BA0t0)TR>nH!KD2wMyH*V`Mfg%EMv!8}a0xT$(@N+1H zstLPb0q|om2V*}3;+K7y0SoK5_@fts!+|0|zXj4izTiKA5wZURK$Q}}2}}+kct_W` zKp29JUmy*h>NtPEv35)hdE7_WxG5m($Bbzi5TF4NEQS;;0EG-e5g-Ib=$fb5GAN^g z6k0i`YC$xT5E+!gh&;LvxezhZ!KUNExAH-`0h76s55lQ~F&M%W;e)|y5X;#*CS1ZR zyt6-v!aA{=D%=q)%*jNm8_6OPNazDh(Gg6;k~46GeMp8fAiOY`!`6ZvMSuiCPzHUd zEJ(_cI(R(8%eyf^yj{Y>9O=8VJT3n{>_a~^H9%w?PMJKb8-vyvlujuo-03{waR^r# zJ>@bz)1!!MqQsD}#NxSwFQAp{dc96W%#EOeC6JY3vzC~!y(5s9QkKXlXvbtJKcxeR|Kjt0E3U-(Y&ybbaE zg;#h-^Sn3~f(_X)3>o0K8p1Ih+s?ySjfs=b)&R&J3!)twq6K&%1o%&%O8_s>5v`F( zH2@eD@;NH2GWyuaqU%VH^pF1w0h&%whI;6RF)K+Qlq(wvLNRGcB7{kd`!kY9t zD@YNX%*hzpNy|z**KrfXayzCgG#L>!D_F{=) z`ZAvd6N=chiUM*A{vj6wW5)ks0=Z})At*od!-0IsmxF803fjhED25;SfqoIGcPWDC zBu8^pIP1L5mC^=DfH?pA+_>(<$BrWhVD%~RELQOpPxDMx(~u$ew4og9RnkBJ{Djuh zKsk_8DjfRHrQ)%fQlXlGfvHlEu{s3kPyoU(faX92q6xYNbI z&=f)0lrNwH(1W$-Isz?VgJ$|mitr{@`G`;vf~KVv)^k0OXo7}_y=0S!mgugn?JjSt zQ{O8Vp19L8x-b8pSPJTJ^tM#Z?f}RbHi5 z;*f!NG+pyN*4rS5V*SoxeO=gn&(?ii-T(shBwf*%R@~)BqZ&EgJsAcF4yG~y0$3^p z_*O)iDnzh@Ct#`tDBcA~SD*tMchwO-=#Y4IgOik^SnvmXeZfk2vzV00@ohUn61qeC zSC=e8!eWvtL0E(pkvdq>u>+)u{T#f(gFdJOh^5NFQ-q<^2UNHeIeCLN=z=q#8dT^} zIpmX8qLcqNtSlmp!`ewhfoPMS&8^&GCbN`T555#s0Uq3u6t?79TSFa9@f4z+CR;fI z(c7Ic#R$|}%r%W#@LB?1V*^bbOmSi-u*DVac~dx@6(A1VXCd2GfC95M3O{`xwlx>_ z=|$&*Tj&d1a)fWrf zu*y9+7RX#T{;Ro&JF&)98bU|rVy7GBs&o;e&~im!?e*k19R91LSW!o;v6LTB+9arSUS=}c@%*lls+K?#p}D7{a~5> zg2;n46MiN_Bm?G>6fzB`$LwdwEVkG4L^j3RGi^PSXae&>Hg@7uDyY4#?ON|zVrK!k zvi0bqNIq(N;-y%Zcrz$?%3^eLRAlVp!41E)6~6;YO?fM0GalR|s7808w<36`htgb; zA~;lq+-=k_jUq=D07vxO+zZ-cidl?nm};u7YOA*DYRKxWo@&w6WRsBwPd=H`O;-QU zz%kr_WJgYG*VRph6{gT8A-(-$U7{OPVB++L+*e5xI z07!;H&|iTSyZY5hZ6+lCjnOy(9XcU|$w~%Dz?80>0&_-Z(_vsb49j-DNQLA8K zk`&5o9o2zZn&oGi41GmRsVSfhH&~94NnV#6N7bT!izeLXb|rSZX4Gm-KsT>Wu0|xM~=Oajo9! zYv^jP=9o*yAp=0b)JWDtmSnV6YaxeZN%nEPzH!mORtxOi7SikfBn%ZJWla9hnt=`j zFxPvGjkr6btLgHLd~A2E<;m_E8oBIaW-QKbvmB`pK{~C_CPKqHrPHoS#Hj)Scm;Dv zhHAd%*lt+HgHebj%i|UtZ=hLGI|F~%hsGi9Jz1tCA%se^lhJ8zNBQT_YgwSxlqEft zg79Dtwv=c}L`cbq?7mXVgC=Pr({|DV5Y~e*tv&F1Xom*dh(659bnpN0^5}?=wl{@} zm!JY~Geu}YVkPG9y;WOy%FT1T3g{znf|A?NTyXXYW3@<^N6l&aqA!{#mvli3@(T+K zzi=jCf`a3yfGdP1FajOW0iRxRJ&qDqHSrT~fesf(7C%Q9zlIs#cYg188nKhgP6jJVEq*phH?>EhlJ$R*L$`lHmWC#e+HY!%_RgLe!Kt zp>A5+9acN8Vj`74gr-vOS%T&iDM)p}jEL|4bnzZ<%5>;(l69w5iS_n9{ML185k+dT zFa9QW^$}E;ZuWmVD0h=hYZqf{&k6tnaAPze&1cQ;^I~BU3sQYBhWejyH{&8OTo(v} z4a=}r0LOJ__i((Ik=m#y@CV9uRe86USZ!(xg6e>gYJWfee&=dI4tRkNDtbH(y6!RC zrR0P!R$*QEv?lV1r{s#s@gB2lCl@lp!0YK?0CQcc_QZ{j6NVf5&+Bj_m6X9GDM9jR z`8xs;mtT=N0fl`K;JQI`fS@CAAi;us3@K7%sZu3NmK6Ug!b7J{moQ^47A#oDN|%lv zKY|P?@(hIna8A|Zm%vWOH!fegq|+xM&6)}E)Ttx0PoJE0U;?dUb7(?B-T1XqRHsd$ zdda3tu_ARURjE$eyr~K4kv?URY~pES1uEI7POLha;>5|9wqw3rB!fo}-MV(~(rxo) z?OG*#*=o`9C2-)jgxexc+_tZh#*QCDj{Nw@5h+^ive9B$vlJ;#C`)ckc{J(LrbpjN zE#=6N)~;W}jxBr0ksDN&NWtBC3Gd##lTf+AV|HvFP-4|<1)In4AvT^vAHrPvjU>K( zTTfzS`*tEkl1P8f13GgX%+KpcqF(#@@zBk`k1zk9M|JM@?;H8OJ&Al9EQD;g1Qz%a zXhac7xDZ4!^`v12KgG0yLk>C=p@R-Y;9!Fb8*<3u4+{EI%nBWnSfYt66pw*ebB#8VSdgQVOETG{lTSj~Bph%=S!I(z z_~Vb2TXNZDlhWMyf($^AS>_;TqWO!OYyOg@n{UDyr<`)Kxh9%umRY6@GfwHHpG$)I z=aLNIh`<6<5-_6-XSNyVnLrq@fT0TzKxhCkpwfw^n{w(9LzUQMh#`FNF-I3}po(f3 zVWf)c7zZf?%0Bv_;*hO|WRz=0GttD*Ll6H+L`OvyjiIYRONo@MvL1zDMv?|d^GiLL zB!Ck^K*7WlQ8eMv$3#5kq!YF;)q%&hG|^?$KCRecM^jHlRn=Hztu;m)<|YIQB+BUX zRZV(`H7`_u@#Pm=iN!S+UJKi`SHT9aH5g$NQ(RbLQhY(hXQ6S-F=bM)Q5PFuY}T0+ zR2(5%X|$czGHEPVrpFy@piG?2#8GwwZrAa=#CkW}>>3YG#DbJ`LO18!b4s5_Uv=5> ztQ~jWeTRd4{fWoi4MZ3r^?F2L9rk-#7l@zF+7VI2d@OKn#DE00ZG?qgCt-#^_5AQd zA!a~`LxmQ4m!S(Klo*5~_0&^{iHrX)&H@T4V#p$gDFmTL0fOGRV~;~}-no%TVjjBa ze!g(Z=v8KUy6RCzs$`_mtiHgQW14yAAa$-er|!GESx=U@t7-cnK+s<1>e9Rr`;rK} z^2_aVp1Ei1Hxjyl00Dr)srH?C%224I@*ym%sjflExtXfr$XDWFX@r7yXFRtz+dRehYL7zRraQJP^Va`#?$| zl7SSc$V*^mVM_%S0SQ9vLm3IV15Mg+7PY8_V140>V!l9zH83oPddL`K922pM0r4;w z+e^oa7@3b@-kh*$vo`8Z59TXj+7#&U)4}^<*(N=79~-j3%9? zElp`-JI~YB!<+n^ZED_00@$vGwetW-YWqoo9mN(O=CFWmWwXx`+=jLc&0q%5VZjZ! z^S1lMt!+hM!XrYIf*)M639V4h-!4QU$#rN3L5M~@itz)+p^`*_yinQ%=K{(VqX04* zo#r}cOCfzONy^*hE(68O9AyazzZ~Y1PLVufE?|03nqBdP2fR0tgLl%56YzwWCq3Ed z6jT}}5Ezvu-?`~gHENv!CUqkP9N<#h)80aeA}Uh#VOXo0=lD8OteL2<82UiQ`xG%M z`RR&&-n*Ya^GB>=y+Qw1{rew7!%&7RwC)tq{KWwTu#!4VFeVKgO1Hx0QH)No4<+Pi z9rQp5hA9|kdq zgK0}=jOsC!fd(=k1DO&zV=^iz;fbw@Vi;jF8rm!&H8kt$7H?J?FGfv0=V=Xm(m0(m zDyM1X`QsY3wjS$n=Z$itnh^Tc-vKI-wK*vK}>0BvVLX=A~26sbrS=wLfVcqH5; zTZA-(XhSpDkS2@aHzEM;LZE!*5A4RE5v4M6rwspaYL@*}{B!hp;buK;NG+-S zjBSnP0g(TF)*}SM%14nrSmj~+Ove;4Hj#-8q$BYYH~Z+Ivm{zUXPe+13jvM@ElLoG zM5NkJuT}^+i1a5u0Z!V6&bGLs7BuC|n6p)KnR^0#zTvXWyR; z1iv+@Z-4!p(2Oh;fXot!fIA|UG9380C&?0_92@{8;9US%ev){p1L*k7pgfFx^dQBaqQ-941vB_h+bBz* z$Ql6$O?U)}Qs4q8w4xYk7evmXu}#7Scm`V zN2K5e-*Cc5T9XU*M5Hon7YM&^aqmOS7nqBSu@EG*!n(LvU5G`E)!bvO#StvkTLgws z$qdWsK~YInR&7QQnT*V7hQ>5T65L$QLDgtvRb{l;1+u{!Oj*#8RnyrFm!Sa~NCDHq z;LSWu)MZB!P+go^-3&ZIH1I+4Wg>n4Ne0nO`B{*uC9*2-|{FPf9jKN2^8-Q&DRdfMI)LZvm zoK&2_6^tK^5Rmy*kH2|=9bg5vyx#>81&A4(h9O-2af?lWScqK^P6Uj=poI+i1q7Cq z#uY^}sE{J028jLG!$1ZNSqx%?j0M&O5$PP0ZD7n%%wTjz67U6*jfOvR6>EUTR7F`q zPT4-*pcd5z7Tf_Euz`^!WY;xK*r`XTN zmS7nOV-Xe?CXy8j5*B75BI(_R1d?|cK^Dl(-_4DMOwy*22oyZR);0e@6ChsVAIU;cxB5z?yB4*|3Na9yU$ySyg@(kBWV9xc}0Vuwr zJH-!0&=a?T1h&nDDzc(0(uBEPOGYIW{3$~C++rBm(|>8iE>1-k_+JR67zlx1Nz{l$ znIDZb*!94G9e@-}l#Bh{#05=bH74A`VdFN6CQjX$6*ypx#ZVixK>~IeP1#gB?ob0Z zpbz=bT1){Dt-)M$S(jDd!eoq-RmMHyEe3*)^dLDpJ_+fDq8# zcl;ULx#WJ%XCO6Ffly7?NLF{WNFs3v-)%=00N!?BT7v>kiY(6HB_-leD1;1w;Wecl zJ|z@L<>>rjRazzJh~;mQ4K!PafLn}Z6Z~mAO zWtGg~0c@(A4vmatPzDtYXHxCsae@(Za+PHiq?GN$#pQ zGKlDk5)*R~mzJ`tmq22?K8d@oUWpQuj7ABU27ry)Xj_WPy6tF1^k_&}0g##ypZ1G> z!Qzo(3x%D_l8(WujDZw9X+cowSZM5=y3`ajff*nGmYzbEAQu8u6aq10Gp<3o&;>Te zUuU{R!l5aL`B!e*UtJWOXtsrE;uxLE5S^yr%BBB?z9_>!{Ari1!EE|P#~eXnP)y48 z=E~{N7o^O~RYs!%QE?uDdf?nZM$rjoSY}U(5cB zo92Wz>P1@ECIj+C41Gb$by-m$1v;h%9()09c8n8XjKmNI0;eNyE{p@COk*e~*a~OX zYDUGFjFD|E2@f62fNjgr25sDc6p(GD=7w+7jM~bE5LA(;5`kRdnW$D>*qJJK+?86n z*>wCs-xkAM1umfR*&u;dN!n@=zK3R6;euu%OU|d`hSF+bo})4G-Ki2}wT*&yZi7+{ zf|Lkrr3e{g8iuey2@p=|rq+vqtLT6p?b>m=u50k>T5`3C?&4*-FklAnDs{4w8s$hz$KXgu|Q70+9%*D4=+-o%_@eNhZIxcWzzT%+BI&v4ge^jE zC}Uqij6uhynD?nzS>PLj-N-5Q@$#hKrPzUJ+QlqOf4@CTlwHe8ljlw^L`YFTBWCXMCF1MLK5?E3&<+fuoA8EfD7=z zeERBs2GSC92cp68+(A;>G(i!hO^Qg?VtuiFat-H>u_s-~MK{iYjB!afWeRBbc5`=k z2SE_bap=@>OW(2W*0k#6G&0fu^m#LhA+tB1@N}-p^y;9cpfEr>!2nR}7f%TFK-?lx z&y!KhgdwO;#4WY8@qttS7iiiI>T~o6OafP3zV*m^4XMC_=+_hk1aKoTX z)f#zlHnw6jQIe1F96{vKQRfQVOba__LH0(e0!Q55%y_s)biBr>8bLgxk!h2;T*azt z3l@9ukzc)b;#`evvn1TThp^hmrDd8yw@9Eht`;}6ft+F9N%TY;NKwAwwQ5I2!{-@x zNFcF|Pl|DLXBrcLG>4S`;dR@9NpA>uXL@&YdZ%mmcZWCTj5m4Hu6e(A=m4**`GZ%U zx{}Pd@7^?VrS~xDu6;XLegk#)_CbGpGV%$gkM^P!9Cd*!b%QH7xp1RbpAP!OU2_4|k zt{h)8EoB6e6$yDYiwxDW#t9-eH&5BwO6OvqjGZNc4Jz3UZcSzvq}i5P(zHg?2u&KP z5p4X`4YVy5l=%_fk=FcY-FZ!aL}g0+fNZzqA^|ttuu|h`2yeUOqT45fTJ)v?x`vXW z;C(CzfIt8skP00Cw|5}7cWCRPH@XgF0Y^vo9AUaD89hm7h#QxHr%V0Re>!-tG^v;R zOSgKL#Jciy<<`48*dIzG-fMj4Yv?ps0JtLaDk)F6eYyEJumd~y0jVVz1wWi4O?b<( z%dZ1r)EaOE#Yy;tJ^Pe$th7(T8PLE1+=v0hXmBk+^(e`+T?!=d7+&DPw|o2j(yX|D z!5duuU5KX5I`9K8ZI2&JUEnnWrX#)AduLQkVCTEg+C`D|yJ1h&5-oPmD0z{6$9H6E zS=q34%%GJ^-9>hJe0VmXNqi%T`NqF$+KERS;fF}l4VxbhKm33|;~f_+60rhkXo=R) zr&1u{0De6G^yN0?41BB^bifD*K>VlQ^?<-}S2W-N<$*FZg&aMkuQ3?{LZ02r3Ic2%UPPgt>G z`Oq;trc2r`Vbr$mV#RD9MTC^`Q}*>Mo<4Nm^!57}u-`g(@ZdG9sLq=FjtVr5L= zzl*I@t~>>EW-FOFZ=P}{LjjZ02KgI=Ag2JWdRVu1jb}}4*=ydAAv5O77~Q(Ryusrd zIAOy7v4?+AavXW`pRn@6H3;K`kgP#m3KdW`?~;8G49?f{-l8g&DeZK?o^%EW!pZ%{+6U6n^*t zgb@M|pa9VpU;rf55>TOuB8sSz2pr60frToIz#@x=3~k831N}5J1s5d3fr&$Pc<3Sj zi6ly)qK!1ww4;xz0tuy;L>+adm}dGE)l_wQO4Xc%Y8BR{PVp($T5XcXR-j~nDp!)I zl1i&iy7FqQvC2BDEwbVOqy(GK#FFJ%fOc6X1Tdc9iBEyz4%RJ)@ zUCl5vqX5)OI^`GBbSglA1fpwCkKtyM%{DT=$ZfZO*TA*`_DY{(wmsN_A=gBiTLU};)VeGdzn7~@mqq5B#tQ1W(Rd{ zkOv6wL!&~V^}8>_A5p9k#-x*$@dhJUL?el%k+xAps!42m%B*#aI>=b+NybS35S<*G z>@H`3GD@v=w2~nrsw|VBB(>afYdB+c!3U|NS>$UqBea^0hyN;Xz?a zU>L`i12Hy8Og)fzgg#nvu{)d$Wyfhk22L)s!~17>P(lPs2hHM!B0 zNt^<3Cma;PKzbv{nttF#M^SE1nUfR_1hNrFl>ky_bcp2imZ{WTG6kzcRj8KHNl$(f zl%f2jGh!z^Q{sepyNlN#PB}Z{wK7##fu%@NX}j7*MF1eM!?2k5mFJPgEObcLvY6#8 zXi1A&dD+YNur(Or5JnG*$k!Suvpy-L?=j|LpZhS=gfm=0BnlY+Nl%0#Kb)wB5Wy*6 zY~HXhfAI!jxDnuQ2=>f1R0t36Ss(+Ed-6(FRD;B0tjLr7#}VNl=2L*35V%h^VoRZ2S_K;MllD)zOYL@RUgO zSh$cNfL;MmoSq&skiR_v1PKTNrb>{5(J9hUd9!3j9to)&TxlUK&}$1&Fjq`+$|I~> zgeVDH*k!1sl(SSUNNQ=j(y(%|vAShsqw>mG%2IcYCCUr`dU6VLyrK}i#LF+C7tCS0 zg)P^Uiz2+{4esHAnazAAG+6_iYCh(gamn{5QOCsSwu0Whmo2r-r@*{P?gdFS@%6nzOUsI?5$xor=lg7~Umbu(zV|en*olGoc zTZvi6%8Sgc(rlWGVp&+axmRnx31{JO3Tey=4lgi30Rpf*OBjZ<(Ie(CoAri16vk`a z;2!y6D;Z}#vtZPGOg3{%2FaAmT)pMY8O{LQnve#~IpHG=@>j6s&ZfD!(L!znNWgrt zAvUmH!@oF~-IO`u3%{8dAdIMI!K^ODS-K zKll;G7(f-EG` z$PD3}rTkh~Jw+J@dQJJ1sSMZ|O9jhbmif%J?8z~+*>`519T5ES3!JA)&OcujuNDjE zTiy|)gk-ess~0u1jafxSimlFYWTYz; zREY<+y^LnCrdB+n7=)O&iBCKOHSN3q7!9wZlL!(e;_K*84+(1A60Y!u%u)F+cml+U z!bi1^Adeym>jN+q$&foWQ+~C`ql)n4lt)>wEN^*6tX!3t(;WX?7PCx*E$Gzbc6pbSVxf+&bRl92JvYoVHeyf|;YKJRH*q@ox^p``8f?91A&jrD5J zrFaP3CQ67jL{QU6SWxYp00u2BFxub?wuzgpK!KFN z3OY?rXo8%E;wQi=0NBIS)_@H7=U+ld@U-BbT+M)x@L|BCVUBf&CuFxDh*q5q)-xQP^xIQ=11~S58o|{ zo`wp5iud3xjDji%0I?Wi0TAnfABv$BtGIne2 z-oTl@@wF0z9JS6Ig##efC!5rpDUD74lkU}PkN8s=#6HG~<#H8*pYLsMb#OA1;01yk| z2b!P|TA?ThvErJ52=v4$4b;P?k}9zZD??5QD5Vl(>>w~vEU&7LEaC}b1vThJtZ0aCUHqM-#Jmg484wb9WjuRhBLq>Ih>q`=T?~N1Hwqed^%Q3V{Ss;p_%}^<^a$g&f)OfKqcc+w=?kg&ilO4QTUC zJJwDA<*f&D;_e_TIQh&Urzs%!WgrPsy$X+Ds4Gx2<~uI0*0fLwHfa0!C;$jy*OEaW zs6%7oBT|Rfg)++Xn$0{h6%7VtQ~S##P0v&LLx@84rVvc`Ow|Z1q(W5HM_TnrUX`bA z;6E!z!-A?-1MVpo(FICO-k<>Z8Z;0)tQerO9$MiCEL2$&E>YlWL!A|F{tZO0Pmo6R z2d*_&G|mI^1g;Jo!)^(qI%^)9ny{%ExBnxZe&)ys6WUFr2x9I)N^kFbP=;K zBMV=9^95G7CtA18m@Wd}r81jBDPtT?bz+p34JhhGbVxqjlW3y0+SbNE=F=u&$|iZB z4o}rW)N@McjVDKhNkXJnSs+%g$lsFHOn%@A0x=ENcHr=)2`ugr9)T#~_ETI(oUy&bELX6W zAsB)|%c>ZQvsjC**ch^ya|LsBr2=?-M|8v3Bn+T*2XnZDXHJES=vJ3?UH26K=Ge}p z!H(~Yj$JnbXV+Kkl_?B>?`}5(sWc39w=>jn4F&^v_n{SrH|zo|h()FYX)!gKmo{p2$OgL2 zJ*jQn-p~+vBvBMt4^1RTP!$Wbc}(UAg9X%^pG1Sj8OF-F;V867t`ftjWSTKdPZ+MA zm5*7s(y4F&pItj}7oz?Cd60rY0tWhr1Hc3FMu;E6;1pVNYygx0T(P0YH7-*i1TIMh zdH}1J0?RI%x-WX8Nt!8U8dZ2sAF-P;{n&HI*eFo?rC0in?bxMV7o|(ucYKs74nP24 zpjxPoklzj-dm086IT?cbnZWd@|GQs&BQ;^;lHc^7{)dyL+MnR`lNsg=pj#(Ejbuxf zd)@0eQSEzK*&r+AWz$+=;>&}y3kse<0@}r0?sV50bvg!QzU-Gl7OH^zqp+1$X@Ll* z6q|=)d}t1sCWUBg5SW@5INeM{2v9O;E}Lt|q=Gy9i_j*V)e~+!7^{S8i_!pD1+E3e zgdw0WEBQnRHnFuW(Toa?A@G?}{&ra<1OiV(+dz8Xp9a; zD?>EQ#k_GA$%fG!Lu=dM`erYC#kUtHq3K+5ECSE}F`~JdI|NW*iTl~1m;29~8_)$E z!fh1MS3VdNebI>`(yQV(Umhf4Ua=}&rRNya@pz73dcAAK=9vNkqyaTXy(qFG>H_w8 zQvDq@4ZlUR4qn~0`dij%{l6zxIM&HuI#$;&_J5col;@FS&R{onA_qgd`{J85099o* zJcQ8Wm0QC?oE^l0`GmEqjTb;T*Mkr~VIO{t3ijGTZU{X5TE@Yh#%+AuM~cAC{ldy9 zQ6Si^GRs5;|n4M2VA%7&Bs2W1+x;k03*e zgagN)KanU?f@FZ8K!7`X*sPhk<_k?NIHlm+$&-ywJwSuTWb=g$7N2aS98q$lX;UFW zoDONCMuJC_0s;`a!?i1+Vy*5Z9U^3i*|TWLp1qM|iQBhsv7nhtx31l}Sd!e}!Iy`P zzHE~i8BDma;lqWAC@x~7vE#>(AJ3ToVPgi18-uZA*^C8?VIoCvuy8@TwCU5RQ7jzWs9?Hd4qBF<-v@6d_o&$id(Ja}+4BP(lbK6d1yR zBpj$h58;*Pphyxd5=<`?R%qdc7*ZHaFv~C_i3JaaDB_4DmN=d?CZ;ITApQ)Z;)^h* zh+>Q?yiC^AqTSZ0ak z8*jAHh818=0j3pGh&iScZE#ut2O+WS(+wm9;ZesMWYk&b7YBQa*^JNiwKtKmag^CDTk0@g!Qn%1vo@i4>@Y{B)G7Hr(5Y+XqZ(buy)+#rNtgi(vw zwTUSPUu2R^=IytXwPu87n`PlyVMU}%U3Iffb{Y%iVzDl}L6}ibJwc>af)LAPC){vF z%**b;@Am7jcF`p~9lO`Hz#M#~$yeHU4LT`eR#5n-@p~@Z=P`cs>BnCVD6~-Wer2QLec~pqnnl#(CTBZZ44D+FV&|H*gS`)Kkn4$r*g`aKsU8KWe=l zjBvux*}(91IB1Ul`XnYFifK(eF6jXOHpU(n;DA2#u}=g+h98mPAO|MPV1P^(paB`k zWiaE}%xp%&3vEajA3C54EtWME4sC@n6p4+5grgxj?P)<`8r5P*o)+>@BtE=alPp#M z0l+{J1rgiWy7Z+mnJsN%VjCIWfCoZ6Vjuf}(?Q-45x(JRZ+-jXL;e=1f?TO^3$ch3 zw2(N6Fm7>BfPw@_bPCE5Eky-zNlX&QIVt$jb45YQ=!kMUpLB)_6=_vj%yNV{LT&-H z3Q6P^a4XvpA{k*pgRg*P17O{N2*NYgQH-aoEa-(V%HxZ*oX1LlZL4~)oXlUaH?HlS zi!kX57;?z}H!v2UAPcWyg20XwglOQVJE?J?{(!TXVcw5n%hXN_gbW3f6V*nyB1O~c?H3-7bf!28-b?PT!0E%ZkStB3$rRKvh&Eson5LrvQ=;Z?sSt6||xvxhM~Vs3LJ9QBF#v1KGYLrn8|< zZEPEZ+pLI1Et;`UViaQ=BLb*6B@rPLN#h!4>X0`+3JPbK~%6300zAd(=NK-oB)tF}*hc!At9}x)l1b^UWHYkXuZ~CP^!w#$j zk=0){tJy!(AX7Hk1Wt5H;IS11Ap@}kC&rv(&IWGtJ`ijtJKu>xdD<2QCP=|O@yQ?& zN~oXw{AUU=O5Bma0h}fwuF{zHP^j%lYC8-Gl#1)5=@!?zFqDQtorHh@)Ibk?P~w)D zNTxBF7i~@e(-+(Zi9%qJ5Q4))-TKDUM3I3Ff(leZuy7HENTI%ua@0@N5VHr7B)Krc zSW*+!)IU0S3CI$iR7v-cH5{@jz-kHBee-J&iS*YAM_2-YH6mb* zJg&p#xs*SE0HY!X019Pr2u{AxUp15$F?IXNFe?vzpEFdkWhfE_ci{q16GN$|Bhn|Mf0gQ-hv5j=qtOiq~*!Bil6QUcnj_;o8ySFjom)CgkwHlr9Uuv^aaX!t+ z87R;-tl1GpEy;=plFG)VTHB9qc`8&(Rk|QkVUxc)!V|1g9t31%E4U*61V2!L2ED8` zmHB2X@RlGvBd|WM_C{Ze-%XjuT!!DRRE!N+&|}n4&jqY$L1qk&1&uQ&HXg^{FN0Z~ zAN=4G_4veRlZl;;YiHrfHw_8`crebcCwd*@=JdN$0ssbZ<*${GX(w6Htf-*1u4REe zb?&kdVD|ez$F0zLi)e+F2KwwQFog@FR~0vu>5QU_@f2vMg{ z599z{Sf`7UvjFUejLC>-y~s1X=ri2~19~7{grjNg=E3FVX z10fN0mur6)I(V0Z7;yw_(|A4TgRg^WM5RzLVgLr!?$gr>7pObB_97kPp7gnqXZ z7sfk7@B~+=5-s5pxPk_kWL7j5hGKY;1h)icI4)@@d%NctwZ{W2Kud3k7;&f=|7M7# z;V!A+Fxg{E#upq#&}EBA8t}3iOhA*fF^I=>93>Ewl0{}UiE`!Fh*u^}^pup9D1IIT zK$K@fs1A8bJ^Q_mUevnLk0PK00Y+@==uZS(J|WFp-#) ztg)0#X&>gt9xP{CLPcEr_?i!pm6o9~^CW*?S$|>Kimr%TA#j#4l9p_Fp>COrOZN+6 z@B(6hk3n;nBr$1JCydX(T%dw zT^?|mnQ0I*L0{6wQ|ri%I5-jScm$+5DoU~c6ixw0FXa=!x8^urzkno)LmKV}l8UC|- z)oGoCagySBKO?yufOT-eu^i`_e3(TSMSudvk)HRGFUU~>_qj~dQIy=#pQ4%q)-kGJ>!0*#AJ(BADtERE)B^gspJ6+nrPu;9&`nkPi622J zy6OR0*>EP~OTGjkqj3SmN&**PtgM)<%KC~X5Cn5Oi_j{q)B2XW*nluXfyYQ5G8#jS zcCIACuA0laE7Ua0s6w7=BA*xkuY;qb^hy!N7E~WGJGOF3?h_R8s#KeEkn(5~NP!1; zhhL)kuum!~sgp>L@;U`jDGli$LwH9tf~#4Pu^j71mv?zua1xm zj{$IQUSSTc(6W4CJ#6?FW>E#Pa4$Jqvry0kkC3x{+OtKVaO>hf^klSy!G}cPKhLC0 zIsjOj;Te3mv>tbpS%7@9Q7`TTKOc8N?^zsP+qM+UWecQokhr#^QNdyMeKt@VJ@8E! zn0UIn0>OI1etUC)n;?Yyt0+)@K}Vmo%DpOLp^j^d)XI#PAO=4)x)zhUnkym;7{nD^NfK z6iXiZC;$mS2y`)#_?BWT78#TA1L}J(#qbHt89Y$n2sxVuu~&SOC_Uzbw0VWJlEoO7 zrK)%sFH!rb2F!3bX`blWdC5Nj z0tp}h#XFdwr~)Kl0yf#VmTCg1_?02h!mUV_G8_anoFX=S!v^S<9D$5G3{F1mB$R`t zMEo=J+(Vl7j246c#7yiG6;O>(yrUK|#Z-Y>t@{yKfeHT54RIn91PjKZ;t;tzc})7S zbqdB`5T&Z)6i`55le?NsoE0Eo24#>2W)K7&FaiRQ(xa9JRyBDIHod(9EStB;;lEVYWuMiEz?8tVk<0G00{_Fc{(@&^R?Ng~9U`|L3zW=TM!_ra(>;LF z(p*K%q?{{747`ArtdzI05~GPyhm$T|_0J4+IetH8E|QPAsN+;pkQYKAEND@MG>sDa2olaF zoNkJlt&j#fePa1`$v_=_S*aXE@JZ7`1Zj{AxWm+?WJ&?^Z@j?*Q@y{cT-D6P$^?^? z+*bqx+!;XW8=*0^E06}xX)Y3sp3wI`yljcpmmRL0s-p$h#oUMtbi(u$F=0!qAn@Fk zGD(=Ni`C2l_tZ`+(9Pb=b17pouQ<-fT_Wck*=;%5)rx3xIZ#G?K!4fU4l>$Cj^qOM z&Pt;HF;Qw;f)JL?wk>H*2h+v(3d99xA&?kMb z+Mk@-*1zE}3G=lcPQjPhT6{a=v(8OHz}J2~&vv`3_XN0z?J^gDStsL5j6I>`{MffJ z3z0nw*q-g`{Nu&dfWPqV9J+zvROCi(xlLE@(sk~MrtY81?mR;~-)q}@vN&q+O~+gR z0GLpYbHmWKtJ|Hk+hj@GK0Vy%c;z zW-dXt;0UvbdHo3{QR%{Ta`)i^u>P+rz`+i*;i=jl(lLp<&g&f<;;tI(_n`tR&;fE@ z?$xXUF3#+NyX?)rpomK!j;&A7n(fvut!|I)+m7x&Q`$?(#gps%uW7(?A7dN!00~WR^_!K648;9a&&+Sz z9vbZG;y3I9pzxY|>|#Im%6?B{Z~x4`0nWa+LC4K&|7QT<<<=~M1q~iVXz-RUH5L{; zgcwocM2ZzHUc{JDsGEl+q8%~>iW&hp;k@$aZzn_rd>0rnFp699;PCA}m}S zM}C|I3mwg!KZhP&dh;U1lV8VvyfljzEu0rwtXMh@9N1GJPmw-Fi4yDCvrk^)_>Um< z>RtI{KMj-i>eUB{rk*tXBd|dKO5mP<}4mh}g1Q%aik%JdqT#MF3t8mla~-fBzFtRj00t|6Wnp#Zy1k7mcR}NKmbHZvD{360aUDU#u;P(WSB-7UA&+K9(QE#M-hd@ z#Yl|}!i6D+1_s%sl|o)1Qj!M-^W-H{Rv98EL5>DX1L!0K%`}TrN`jH&d}uINt$2$8KmWhOe`ja#W2lui6oMs?Fkx0 zZ7F~N2=NTndRj@swA7yXgdcv2k#$znP(zJY7KG3hi!{<`W$xdE8;%KQpT*(YWhaLY z2MwXU4#9W5qb@vTg{T~de(R+W+o8ALp@JG2W}bNxoWI}#6HH(Mh3ZTHusBFBGTt~L?g{ERN#n<-XlIbO z27-JlSyun0m&rF@()Xb>peGM(Mrtkz3RnqFj5bTa9fnr4JrQs%NmE)_%0h*vJuPZ& zVPK-<(t`pBY$nne1lNq`lvk)hY>FwHrp%VMMpYy*9D#!xS`i%H(CsysiA6n%(TX3W z;59Co0S;|7D_h~JaKA}IGDH(B#(5?S#WGeAh(I|eHita&!Q6FNusLdZt~o*w0uFTW z#N0v1bf^o$6ZCVt|M;UGT}(j;O0c=w;cIkgq*sORwH%7E=XWL;U57vru=Xh_U z2m&aKPBua+sSu4%1-uH<5*U`OL=Y`b(^O*~m;|&4;Rs5A0u*{+!I_+b93+7s90HJn zGJr6IXe-SVC{R3*ykI4#kcKo~0S71qhY&(+0)6shAJ_0OHh!ZO4{=ol++YC>hie5t zAW_6&RR?oKSYi_?N1p4PCyF*ukPbKpp2b{?JO{;r4c^$rFQz95i5pFUdSFI0vL``p zTo4)IST7Xtu8tA|o(ooxt`V?JlRGgHij*hF=MmDS(UYDDctjtQ(u9$Y)R-(hc2eW1 z5@Z?d8c%m}3YG{JC7@Ip94IL%r25hSCuR6T8O{I#0ThpY6scbTpg>Dl#_~{w(!x+? zSxY4h;g&~8f(Ub2s0jKJm{7>fPVQnduPL=BL0|$E9+Otbpe-&>sNhDdsnl$)i{vh`l)?hOJSJI!mL&92$!S?bJ=Lgt)jOX2DvRV~#%e$P7dM(7aQOpu>48Er<~9QYP4tXtR3k<&w9wf`C zd$qw3e$ayx#&;#zBq|*II}x|REemq94?jNfgL9_yhRCTbc5;;)#k{i+GbAG8j)<#g zp&*~4UDgv_K%i%xhdT#-4nbRsEb?^cpb9N+5Q0z)+nQDdX0Xp~)nf*V!Vy8j#g|5l zE1?i{v_T!EBe#GzJ?C~PuJD~nN|UEuK5zE|Aqc?=OrT{7zvQOlB~p3Mi)SyXmr5fk z38Rl%R7qpRzTw>oWFhSZ^$++qRmhfBJY(50!~!3wV35l1a9?#0R?MZ z#|15zGK&b!Vr#R;1qy2u5e9o**P@!JQYj#|hm&v_2{c<8(J(AZs5`7QG@%LF)^>Jo ztV88s_BWdKO|XdnNSt$D2L(C6E%ppNdSI~a07#z{_}{SwpWA<^?nMeb4$bl?FA=)e_p-I7D6 z{2(iT{gg84C7B05OU9o_&ecb1kPV+ou78MpIRZ36X{EpqG&&Y$i3PLpvg%J?>w_I* zYeg~2=QJ@UGRJ2=6CGyQ9$pQ!X>w}4GocBTofWk5pY0nmM~RvJ4OD3by(_oJ!H&NJ zyd)dEdC{CLLMRg;gNJA~eDyL_#A3z8e$~ zpo5aUNFOFVJ}F!P=SwO|V=63E8T#S~>SCrcC<7`0Ln@#G>;o(9OCau(0`J4Mr-PbI zp*kV>t7+N^5Sc5z7@tcUtWWp^x2qaZ%P^ei3AphLEFc0F;Gwz04n@qiZabDDNCE)t z6?q~zBQm#V;SPLD!0~7SHH(nKtFi^r0ST;*9I%k`n61bYv-OyPAiBI2P=QbIhfgRj zIl?G6^SsY1kQC&_6AV4|05t2VxQWq_l2ZYy3N0T2lo8*~Xq zO2Taa)W%g{0Cu9=z@kWWTLYo7}ECd+_I7ckmIf(e9O3|_)NCPk&Lo?J0G*lWj zj3B4G0bL5AC7`;vSd{463k$9Og5%yBcD%3*bV@oWlIl5e`mYE-)X^Nh38@EY-1TX_aAOw2< z6hks>3&ohFsZ*3A=*NE?KY@&k9#|5a5J#1ffooDo70WOKD3}1C0EmppG10puD1wUI zHfUi1d|M14Vypo)qK@36k&KTuI!Wi?94mXgIGQ3W6Gc+24htbcII>9sVSzN@z@41M zH9IqSnV5!y!J$0L=#)+uIYANtH0nXbr-Vus7y%!wAZvWfix9d5@Bn8NIS){Q0nkhE zyr9cnpFuEJG>y z0(=A%#cV^y^it`hEvW1O5Gbh{tVZ^<&xydwXY_y`q!J-v1^I-}B9u>7 zpwBc-2>}fe{j5s<0Tm=26ig#E$`CiZ(k$f>&oj!6BFZ}d0|5|7fB*=# z6U9@PV8-&?K^5qM-2+Q6h*LR*PqQ3LJ6*JIB5 z>bW2My2VH!#S};ibxgDICAokrCb>g3r3tf>zl*Rhz>t(+^8iaM%|=w!?4V5^%d8;E zJ2dFXEXV=TSwPoufd*tEhHJQfD-aiem&ozW3&9X&T~_Cc(pCJ`60kooGoxZiR@`A$ z6V#V!g+XbBLFM|=rZvhG;nu2hip}^+cnt|=+%u8mPPXaLoq$tzol_!Y*Ryoj`n1}N zz*m|WiGx(jv^6Sz4H-ZE#!%I{o#4~2>4^_2Sb%K02%FThIUCCV0F^rnk(DUEO**m6 zl!1@{lVu~AIk~$eAcBtFHUwK7tL4#^@A* zq>R7Klq8_K31bq<^amhtT#oS6w98ZO9gMDBk^tZU;J^aQpvUE+dRE@$ zk?D!y-`!g6twXGZM)P#W9 zQX}Ay2n++ri!Dy6W(p5B;J&~e0!#H2B1qW4<$)@|x(wx0_Do0sp4*nG6dOGv16*Jo zbKuq74aL!1+3MU2M#)0X;O4 z=}n2lH8r0|gRr<1zCGi(;DIApV=ABw^Mevi-8zc@7%UW9iN#ftTW$#k=!ps-S$o=J zOiVWkR1A^T+&m^OP&{Oe3QodX4tQx~34G)$Z8#P%LEOF8+f4xyuw)WuL7zRM(v;y+ zMoI+P-BF$x6ENuMJmp$;iL1m~AZ}i+d}Zn#+lQ3ABMO zZRi)4DTP*O7kKOFd}xn$3FQ@6tyCTlu;?rQ`Pz*ZY>n<{ypD*XUJ{X3Mv}(4KH6n3 zdF+!x?2S)YZB<^V3g}o#^LHF%DXn~lu+J1n}8qQ$_^NSi%!?UR&TK+1y*?1?>6ay$)HG6 z%gJUmwc!Z)HN3~XygDDc;h$4==E0b_I~g0 z{^gdS*YNCeO^WQ6+3$@g^OT6H2BHQb-Mz z2nolMGgouN@QEz2w{yct?btTfLlG5d0wW0VCI}79WdasRQrAiGIkIX4Y4P1&5E%bz zNS@XtC-UVsbr(U-9>3ig8Ojoi*;-=iOLWa_?^PWeivHu7D0GA;7+JEEjAo zH(M@08Sj0PYL_p3um8_TkZ>F|F1@4UW{YwY=QK{Vyn=z5iwULYM@?;F0MkC zF4U7D5dhoVZkw#W!;r~pGS&+=w*djSD}p9KoK|205>F@z@$^i0qckc(;Qn+_A4V+Q z5fdo&8R=(*NpMql4)B@q%*5cVvm<&Lky z3V*^j_r^4rG-l7!^vZ9V$YnKsM-NyG$3QlL1eFo^%lE?#vq^$QVG6(ibZf@Up#IRF zCLd_`qo*JiM_dkE$&jkI0rEiASzR*LGf=NX5w~;FdbopkwN*$5zBCz$k|86skzhM)gc<$y-B35}h30D#b`3x9&@G|+6A9hgK za>E|;?%iJ~2I-cA`t>0hn7Y} zK4*GcHf@(b8D)QonNiU!AP=m^qS`18EYkXZl6MONdq)qV5x={B|3s{A=V?_g+O_T% zR-@)Tc)6$hiJ@z!eR$~JfD(X76wr9<1pL5HffjM89G>#%J^Yjy&k9JM4#)t*FJe;Q zg#G9L{`dd?2MA7_N|ho7N{xjD3KueL=Gk(MT^XuH*@Z+83pLjp;@E|VLAng)T&K~C=q%y z=*&50=g2Ht^a|Cwck5Q6;*-Beymy;MQRFxd7Z-*zZ@&9N2otwOyB2NY`f?81w{!3A z{W}L06u_pvc(pwGmIw?7@I8Wj`i2s`kP>MBKK}gn36k=JFg}0*Vx*CP5a9$;feBJH zlY$K{V3UIj5*Q(a{}DRGKr}P~;mk&RpBD5Qlf4xqw&3otNafb-R-AFBHCcThr{x*C#L zLjL%wg0a$?9$L35bSa7r+NkRSxwhnwKMJWB5l;mK;6YSPJOKg?r!aKvdMrBC0}YsJ zh2skfq%~Gf|GHM_AgL=Vn*|eY3DH7cOcFta4)8WP#0r0n2NtC%iuzSkPbAZdmRaDy zLI_?~2IiOv-)7rwERdEabF9sY!d!65S*8i7H796lcm_x42F4+00>^}!90CfiwYeyw ziIN;C%-&53V2xR6x+$;<5+=X^ttMz{szKvdkbgese6&KgT8LAJNXG}E( z0QIX=pG0g~I)T*`2u+wVLRDBFOJhc_L}L!O0mAVLhrnJfWVs6kPyrJ~=)f+Medk5j z5P?qxf&>L9l<$rLfbaxAj5)>x3uhWUSqUbDneb;5ml-*s(M|j&Z49^UT*-c@qXDsHQ=AOizO{)Sqy$ zf(v9Pcg@)j2|TwbmxV@lE=<$~bQiN8^bRGzyP1xvr$dw+4|zc&+JAOPEBXm2enLD; z4v$!os_BY|020=#WFW1Zgv%lfU{L{f5-hF&4`*j$7(4+ug%((t%}m1c6Kx!eOIxH%Jau67HPjp#-s$&8daojhdxYICyJ&@PLZ)eMx5nH zxPr?iI?+O>kOB94<*E!(u|vmV009UfksF?ZE2-p^kE%$k?nP)l%W8rSgrEb#Js}7q zkU$*cxRg>#L;+0+!Y2Ucm?A`uHK?&n3c%zr2+HYVg47_PRyG|(CNebF2|>wJV@VQ7 zN(IG09mqsh1RSIQg#r~N3Zdi4iE`2ej)LfSdVq;&H1h?iBo(Hjfx}&rbR_fX|HLbW z7Rw-(R6)NKl1G5q(u+{DrM;vO99Ws4nmR}t&m75y{P9I(HspqwQpm4z2Cnc;Q(2gC@R>>f%321A*Dx~sVQa#Z>Emj$VpQgw3Qm|vF~$gg1~24 z32n9^wagl31(eiVWkjbWxg|qnaLTqlr+5{Eg0PT4KIODjU-O_|GP(7gI z9z(DczH>5ZlIK~IyC{v3&X9+M4QLMa));<=pdB-)KkT|2hZ0mfBs77a|8gKg!-5Ao zn;dLKE!ti3a-atp085RuvK9Hh06wPeEPf*^SyWLLzn2A)0cPc2hcI!oy3ARD6(kLE z`YN;{iRl7PIZ}$ucBgPa?GTYB05!mY!7Z_)3LwFR5u?jtXfm#GQ+OHWCRe@Av7|nu z8yg5l_k|XvZh2MEgSu)5uRZ1t3H!7<9K4LZKn^T=Jy|d#w-*zykOuo2i?$oRgk3;Muz?thhQ=+tU6CK9|6?AR}$(=Nfk+GG-`zCf<9vumm$sD1RR-)FGpaiaSt?OOyniF1@bxRVQAm{DV8|u&WG7IGcr1lF8mR^{H2oY74|VX=1q%&Wu&;BhuQ|ynZ;uf4y*& zIGZIhz%ZGa-BMw@O5*^!c7bLqVb(5y*y-Ds^&H%6&5Fy-N`=XNd)pHgn4um`Ko=9} zq#EX~2Hj^RBn4U6FbKMglOv4bdby(lH4sY$mHh6$35MfQ|3?SlvSST<-CJ-1L%Yfq z+4{uO)9_nEyzIJ`c-Ti$ah72G%YDZ0+S5~73xQlf%w}xD9TLA$eFau7CoODq7I(R; z+$?rPr=cO^f=8d*=l*;=qfkRaL6uB9E4V!7Gw%XGt}sz9ygbssvvhkq{plBI!H_dO z>e!juG-oR8U$q|WuD?3%PCF^C$!>PDQ%?1l3oxhcu|J8+ns9{tO5L{X$7Q$KC@XeYR zbVBa!-tJMB12ljGoWK=iKmo+u1un!(0SQ?wT=N}~$61IJ2}$>{1g5|NDvbook;DsH z%_&sh7=54BWDnR?1h{>I&5alf)QNLMhs*SZ3#8xrK_TR+S9cJUZ!{9IWT6)NLp>Bj z8q9#h^xt))7eIMO1$Y3{)x%$r5Dv`7c=_9QNYr4t-qoR+VfDZea>T)Hh1Z>+h0KQ~ zaG)T1;1-YrvD8DL<)N&#U`*totUX^#F(QC;n+&?j4M~HPoy3^Q1Q05iBW_#Hc+2)E zVnkR|2LypXh#TuL9&wm}3uN98#NrREfD25=|64H%?R4HhSyy*mA#l_~{XIhc6$3FA zLp{`kKcqnznqTEqR0+V|c6b1GJ;E9qO4Lmq)iI!wu?9Dy$zN3f9@Yx&S)d=L1t1C{ z2UDjn0ABzc{l8wwm8dY3kKqfc^UcT_;`Q~)@V;z>~8V##BCoFh7#ojM|f z0yu!TIKUv(Lp&%X`s8*HC2Yo~Y{n)Hyb4lw z6jss%Q#K{UJ*5R$N>n;PG+3okW*H;`2(c|(KjP9?(qJcM-*Z|7-ZA9crNr@VL~|14 zg>7FGIgJfAh+%+$3Os=^HUW{T$#Mt^Nphk6eM0`>A4?wQ3V0rUek7*l22o;Ra0q24 zQPkxH0ZXRAd^YA7)}do+M+J;t|1l8dOPnvNSyOqZj-EtMBtRq8!}#f(Zb*tTO6Dx0RDvNys-#XTrBQbHxH=x<6TP6&hW(P)iw%60mek0Q--*2-II z4@vwEj#%GFC?rbQ)fC~ITUbezs^rh*L9tp6}?2susA!8Q` zsFpS>=E>h998_?0$6gKAb)Zw5eyM?)hQKB0CD@w>WN2yr)dXAs3m{;G!Xb1-2WxJC zy8^0d5L9W7t89vEZ1zC)+~%pu&B$fqQa-As2CTqhs-`MH19WO_sYtcaD34Nv7!}*C z=1j!agbdNJrodNjoYq<|R+Lu7*9`_)@^L7H?_ z$Cz#@GTK}I1;G`bq)O5saAe`VjjMMd*hs zP{s^wa>oRyn4j{A|JS04pc1Nv8mbUo1&HR*7ex`q>Z(})qQJgwrK%`GP^CZY0~`zj zCeXkEfGP^IZCVs5upK8!O>9autVG=1+U{daBqvG0DqO}5_X!W-KEzc7K?)pg7tSIH zS!oxlz~p(JKS80<0_YZYX)#8tv;wVrs({cAt(tn$bwmkEnt=*D>&{}~g1)AanX7o= zKnMt>*oy6Imgal0nCM2u>WP#W(|H6v4+)Sgo z%6upS_|ahJwH94PAxcXA#r)x)93 z;&hgxLz2J@G(juWgIy_T>7{9bHlqt!2bnr+=FwptPTl0mp$o;SX)wy=(OfYW0|w7? zy<+ku&*pZ#FkRG13g0s(uW$|TmC|-Hyn-^H5R{-=@+iZm2bi*P(jFO$itjDN!oqS| z?$9jLvcTFhOQA32qA_wpZn0J8W(n}EWbvy0BhFm0bb|CoC^KgX9!!IgOS_6mFH_=v z-OSAZ4%A#R1VIlxZ3l0F=Ycb(-GvbJou0@&c+Se=;bqHQ35Ham5R9PyFj<%N)~uk2Xw#yGpdbC2Y^h4-x zXBqbUHc$3x#WACxWXHq|n)gHqHn3Hp90SK{WB{6mz!i_&Vjn}v> zS3!^exJ%^sNdWF6l6Qm&zgMi2 zRDaKRb9>#jR}Z5@I=EjqA540sTe@eNdPvN)WpR4433Fs);{STO+nBn#2Z^o(aJ?6Z zssrivW+Ia-%LBMT8*Y+n0vQ7qHEE|gJO4VvOSsF7c%RCvv&UxCPH1jh_{2MJwEKCW zZ)ih@N)SIcrW9u?cNC`op%*9uxQ9D-le@XkBf4`$zR%Q6uRC4VG(*^+lXC>SFB8sJ z#LUC|(VPNh>&m{5g!HN0N_4x-1waI#<}(7;7$SVa_j<$sdJa4M|8@9zYGgbqTwSM(?^Y5=d{8(pA=P~5X}c3tUTT;0wPfQ%O`ovzcgga+R+Qo z;QNkiDf!9Qd?hZfeEWPp!VQ(v(#fAC+?Tq}G{q0h1`1%cXfr14E;yTCJ+ON+?eK{~ zd$Pojz4Km1X0Sk>tA5#svg}VDpug+nrG5m!W(0Hq*&I=}*UGj}{=eQm-iQ0%mwVsS z$j_$*;}-Vc*Z1=m?!{^fbhdg-G`>Xi{6yFY_UpUw7nMrG@4q`_U3ep;$l-Y%ynTkg z=o@cZm%iznep;Wn>c^%HBMBkZKU1eO|L@gag)%@~5O|?N|Ac}S3VP^}0fB)94V?RXFJWGkPy-Jin>TUh)QPhXqAD6< z1{FG#Xwd~PP8n6|&!1AKPhoC^I+dzas!v&3+$ar>%c^j$8nybADG;O5yoMzz?U%nn zYKLZhs*$5dkX@-tgG&(sf&d+c*Ib7IK!bIZ|B|j?u>haNb5IO~E26^`h; zcPQPCA2)(!PPOH8mT9MtoLO^cckexaW*0wRqF(Y7|CydwUlHm0^Bmoe92*f1SLtfu z$EP@7=^(da@6&H0Y5aRjz=-5(ZlmX-V~)S+1PH(b99Rh90>m)9U@#K~gY2==Of$i< z&PXhg#NbE+k+Kj{Q)~kgNa#(*-fFvz1s7tRQO62?18y|pfV>c)2#8c@fCC|N&aRM< zbgDX)@Dgx4oam_1$}6#~5+^)-0;{y5IF?RvlKDY48=`HyNtt1 zMH5IkfsEVH)EaSPp;1$3?2)()f+Vi6AuH%${{#Wnb12Zeuxr!Fx>jmwy_x#R(%56K z#KVs8d~H^uKh~K=kGQBjl5;^6R#m_3m3|1g>WL3urP-Vdcf)tj`ARc2aEY=HiByynw z#@m(2Yxk<|qwB^a7TJ@tRF+wgeTDYCJ6WD;-I#}(*-SLKUC(6!!zC)cv)YuV9)HSg zGFy)aZL-_F3i!*05LQE|-ozr)46@KDWl_`Mwhq{9OhG%?#e++Yn8piCNOc8>CuX&6 z--;s@u^duf~gD3Y{bn>K!M+`zs_A?&PEN=?1gQ+ z4M$oPZkxy=RY*Sh4mx<^2^E;{AbHn}WBy3$_7+rd$;ktJWVHx4{A9$rS31s@$t{1V z%+-g8ee&u8YxC*efA9RFq=kI@_=F}JNu>AZD;e|*E)n{{U|?66dv(Y%mCBl?GNn5S z{%dO&E8E+4gF)V)4Fw%smGO2&q~mx%Aruh62~jA35xk-puNc7q1TcUBJb-!1vsK1%{LXtt?z!A z3mxXRqCEnF%!*DyfC^Wz0){0}L;CWJidK}F3C{6HV8hJC*hahzim+82M1czk0zw@f zF9Hhb00ne75dGBH zrSNE+Ksn$M|>t0_f!K{URkr}V)kI(!S@0utJ$ z`sl4L_JKo$9?&QZz3z1uGZ7p)#LV0UNi<=z;BmUynr$wOgN-3fH*reHp_(PB96Q zY+!%%Qpavrrqiqd+N68a?H-SWhoo#w2C5Q^va_`9^{hNYE82Uy7b|Yv%ND7s+bF`; zwI1OwMOHf=+v4ZHF~M(820WKjFeRx$F|JdDyEuJ5I3nwWh=n0i00DGhRZ^Q3NqIy9 z-g(M)aU586#Wq+V1qZMk81IX#c`xajz{N0*Y&eVCR?E_rzMTE+mEI6!ArG0zR(eB~ zM%!bjB-khiRw|RP1?BxvQ7EXJWh#+$&?cvLefEV*-cHe$-Y(!ID4DBTBD}c!QFtil z48Q|aU>w81|HcE#v$LJk=z`OrIJ+ulsdcprV;FzeG^-JzV@udmk{}>D9f?MCUSI%8 zM`WmtJg<`B`B@@wn$w%6Ly|FF6e$mdiKQKNv%kqC8w1QVDILXu-b6v~j~VOcq7Ne4yq8{p49*OZNwa4qEWvQ7GcC_f&%4uhm@mAA66}~Tw6v)fCA^gK+JLuO zEe7bd%&2nKlISYH=Lz#fkCN{599%zi@rd@aQ&$zxSs@P)01lUv&NC|411pFlimn^j z6Jz^g|12MfHog5~4w$A<+qD(0%-m6Tm02iA(QK~qeM(K!o9IHe_f&&k5`U9N;YtPg zJ7HZPD;s6$;?XamYE6>07PsNuyY(O>&cDY2P~RBIn*f#@0%IfF13j2z4*L?JlJB|N zDOZfa?C#8H!aU|V?Re`bb0NnrWRYRVhyq|z>8mH5WkWAI(T`4A#*>8NLfJZ14X)J1 zO9W0pH?4lk&g!Y;4<-Zc`gC-~kzbGlbN3^DQf)7Zz zt!{`9r*01I0?-5ut(!{d{E7m(CW4VRPy4>4sqEnTAn)Ed5F_XhCY%hO9AX0%$BN*@ z0%1b@M(JkouPAIOOgxXHtm9)&VQ9w8^~?uYoNxTfZz^c-kZ>+0R41fb2he;(F$!>0 zHo&GVBmuXr+ZwQ%%1yagr**6l3p?O?a%sm#5M(?M1nDjN#t@=*RsbCpC}NMaf&($(y~J;cn%tKuPCTd1)Nat?5;EhCK9Qz z8#7V)HgNw~C5r+kWs=Bf@)hNBAG1Rk@ktq*BtiUDysDk1Sgpz3FFKf52GvZEO|x%1RekcWQfB)1p$jA zF%)nt$#N45>5wSGBt@z%Z$)xiQZ6R~2nJzVr~)R*;5UIYIE8aKgR>@aGb8*GBP4UF z+;6{rvM}RAF9nRapdufK@xPXm>evF}s3oDYQ$R42IZRS|peK4B|KL2&Q-%T{08l9I zj?d%Cq*V z^CAjzsR9yY7%4oT$T5{7LNTH~1~V8N>LJ!`0XCv2f$c-pFfv25A;HQRpR#@8E`?;Y zJ<&8rH}dsbPx*EK$&zm-!VbIAWEflN~yF; zr?d^q;6dw=Ln{I?-w8wCLnWROJT>$zP?Q(dqAVPO=d9v8-)}p46POnBA;A>=$`nbe zQYeNE5~mOod6e7G5kG4)hqTa;DB$13kiL?1Ntu)>eqlES|M5xNz)C5#QojHTveYJB zvO>2kPTlZMZ^j?F6egr|C_y#fs52}`k3P5pN}AE({9{Fv(M@TlPTNFvI7~;yG7~T0 zPZ=gq1?}d{E{2$AP%8URWTdx9V-mjO^!y$^+B9J0oE6(srR%e)&S|;m~;DCi5VF~H;H(r)C zfpxrylmnC1SqxxN1(r{qm0EoEXDKykht?fSb)RIFs>oH%3aUfDcF792B)BwZT7_KxMfNBwaRbha~1mG7bARSkweybJjq2_6D!z zZt=EC_10RG1ZtUMIW@0h=|^cv;%b)`b8L5Usm?_WKw7jctsc%(9g-QR4|DAY1?hrv zn-Qc?a%E{FZPj*di?4KH@ompTZUuH{3s!Mp|2KB0v<%8XXlYlg1Vn2;m1P8uRD<^) zvx7}j)z0#vaJ{qS240z85n!(Q+vB9vT)OT!$NiE zR(wUNsmj27t#k~~SAEwPqXfiDRmpedgLi|%c`X85;o#Bc@P6egDqpoEv{j=X&UJ@Z zhR;-myN8F1QHO_OPp{X3c@%;<@e8f>be+~=12%l?Hr_UvgRAs|_tqVkcqmBtl=>E9 z2X`%W_w%OnaPN;IPU2k0?`YkFE4WiZfSA`h%YIP{cTgEvGT}0;KTDKJnPt^mx34)sc_FW^=QNn{{V-_9RRh ziW9k*jro`rnMxZugp2lJ0atKm7)?K?l}VHa48Bp!UB$C zv9@4XEf}p;_g6ei31!M9Oaj~pI#e6{bU za~h|2x~Efdi`Al{`>A2&P?ZPqpsjgo>tY;H*gYcpA--8alCmut?V-EVy*3K4TUbyw z`tTMlLb`gSzd9517$n8IyBx3-&w2#uxt{NNoKSZnYC4|{Ij(bhu5}r6-S^2R+kF&w zDqoZjEtw=z4~VT+lO61|1e!SrY7kg2m18EO;RjTk8cAaGvNv0^O**<^(3>{=|k80%UFMQi(qo3D#Z7)@@ln}w;P z)L8z?2f4`ut6S8geQ4yITdaT8q+^2=qv!1wz`E%RV3jnxOFQ}+i37cRyfIw7%exGC z`n8RkB+}c7BK9i)+(BkrsqZwtNp*l#JU(_Nw$;L&km9f<$G@i&P_&v~xmu(>AOe1s zou&J$M;Ed>fXG!k8sQDQ2U!qPTle6y$vdm5s360syvn7(yhGTxU&5K0Q=zXGp*gQi zIbsN@dI&xAFS{tjb4+@N@dfakW^7!e=k%2ova<+0q)CW`28qavbpY^Y8hdQCb@qu% zPkt*r=%n1r6~Vt^jqA`D<4WgybUmU&}>CEgs)-D}meDn=uThVp#e$vxSQP^lautz{b5 z)kL1Jg)W|S%6;9+mjKv1+>wdBy`b!?eDJoTf;x>0$~$z@;lhA}d(~%Ll4~4d=L*bO zM&y?50Y+frCq4**fZ~rFa?8io2iC34q+bs`mwGAQm!Rb59lT3Eiy;T+`bg#My7L zja$LQOvH;`T}ORC_CDxDE}dTB70M~(G~QRF9+*{Ws7@OP`9|x*!T`Ab{Evuh7 z074oZY0^%?fg@vq!hvuUI(!H*qQr?4Ul^o_F{8$e2P+;tMbIEZfBrU_Jn2v%Ngya& zx_lYYBFvdBUwjOC@C8kd4R`wd2{h5<@zg1u z9^rs2m@^^*t27hTpt2;b+O=%kuBB3@hX%5A>+bAmmm(07dHc59N^zh-zhtEmt_g?h z!=i^54sJ}*0Nw>Qz2Zz9aV2E0OMgM8EAw;LuOb!Ooh&+aT?AOQDrS8csnVvjeCLK28SltiJqIHWrIb6BKoBKo!nXhxd&=(vO*mL?z!`dlU7VT9#L&2pr zE*%6}r9a%=VTKm{`?BfA+}qo4NmSt2{d8r|rcIJAXw9cEBxA)54FUn!Q?9ELMi zn3aM*`L`5+{s>6mj;f7yV{ln*#ek8;o#kMJ5mM0vb56EbBVxC&%mQdf2^FkXOP}cSqqPE;x`fXd`YU;3GNt-0|P9fX1w4CGS{LtEBWBu81Nc~dJpv~ef6urRBN*DnQ zOw4X>PfyKw<5r6cxK;9grf;!eLe#UNVXqADXPHOVD8z&Z9F0(K*R|DobNjkjtiUGD z>*taCB%3e*@CZ2!K`KC6Uy`?_X5@N30L^D-wR47|3H)|On$q2$gx5g z5#I^xXeiX*@R$d~7&Z@bEp(3p8$&ZXRc|9Ga~K1u;=sO4rDti{5Lw`)6ZX->fJZ#V z`RJ6Uw$<=UQ%qR=gd`xSKtzd@;okF9Xs;^%WPdU&WAXqfMjNW;bUU&M0#PzHoZXN* zo#WyWy_h};j;=09w2B7FlDb_v30PlwUEStbL-)OJgjjrv5npmbyminaETogaj%LT8 zXsZck>|_(1mqwSwu`g`okYxx+kqV+~lnun=VHh*X@~P4&r4)+!h7_V$QU;MNlmRO{ z#>hqv=uV2{l`e}VhD-e75)Ki=FMc5ghZsN%(S%4fsj|sV|C+H0P@rKbP4dgSv}s0e z>_{dlqCH-P)0PLRFLpK`n*y(^%7jkU^A&IQHWj@{|21Qs#d$n)vj7EHFMR?NR7f* z>c#aXX*JrkQe;S4EeNJY`Qxu>YEi!+R*hXfD{-DOP^SFNK&)*H0Tcqpob*&8M^z|Q z8QZ9?G4-j;Bi9^98=p#*e(!7Y*xy1#XGhNlx#{QyI%gvxpoNE&3Mi+V0rLIP#co^5_ z=0kSjZkR0Gz21`cI*&TYhWy0<27os=8aACEg<_Ds2xGV{doN@{i^8$^wLSH1ih%BW zrSht@PA(>ugDVQ)1yFM;FQ6&{mg~%C##WOm|ETPOlh@!MdndkjQSU3YTbEfn3&U(n zY4>{U<8)D3HzgLz6D4LCCaxE+-$QU!VBA;q8bzQa6fE`fiyzj!V82q{h%+Jj0-gM~ zsn=ZYL#}zzCO=uanC&x0xJ=6vd(N#ea`TMvjFJ(L=68^kGj%)-lg@V9p6&s2bKtyF zPzUOYL(?MGva*qBvCw5LWwE0(;>?Ls^vKUd^g5L?x$vP;uv5$@HWE<&|i3Sg+4E3Hzp^L~!q9*iBHj|G^KggJyH|*;*z{NVivJt8`nWsvhxd*`{r> zi95ZL-pN)-y=h??3Dt3?%DV&flq$lyD|!rezatWG(GVQrG+(yDGyCj}TSe5rVu;Is z;$0tlI*2agH1sxJmx;5f<9ju?KORZzy#5?T>z-o6Q9@^77Sx~gj=IQSF0x_cpyp)1 zIoMnG)smcsWW?!V!GaExGhKWpnw~JyIX-PjzF?euHfGiP`u7E#oKW%paf-fvcC3k= z>@_!g;;ERL_U`0pUz@s7+C8ke4`%Kpy}Eb;zjL*h8xHj#htbhR@+lH*@PxN>8ogc` zdOtpL+8R6K5k3TGCtm3^kuXhq|2mL})5r1!f^_iX$@{q9{kxzKeW~k3j+#;{RH?VR zVzM6CALF~Fb<#?IXJ4!Ya9{|x$Gz^)UVW-qdBXxBJ_fIsIL@op%c*LW+7QfPN(N>VMTxS7glgU64J15up=pTC4G{V zgU&K|HzrLRh8p_LSP6U^EHX4!h<$oiO6OHKR|)E#)vM#iJ_B$T@s2q zREn>3h>g)lei4Z-CV3}8h$+}HvgjnV7=tE(0L%C~nuXangs`1e_sLz3@ulyvu!XhM&Op?|5kduGb+;^BB>hsxL4^G zYOTmaEO~)exg*@TbwVT=Ny$fESuEeTMPb<-2EceMX=(@ioy$h6U4(?hEgGX|8lyAX zo3qEH|LFpVJpqsK7du{boJrTCbD0=;nHyG!nh#-v3$PUoIy-Hu5L>8~8`MSR6PqD~ zB+Qgd!-1j>!KL#NsX~Tm6g8$+QKo3hsV|BGEcjD}jB651ujNRy$oA5Qga(5V;}l|jn{Y{~^$29~Ls%A%dhtSIoQl4$`B zp#WjlZ>kwHYzGmi8aqPzT|gS7squY=6CWMst<4dq(-Nr1C^AZiTXlvvQo5@hB`FB- zoxfVC&{;QuwpbKptX>LP$!Zi5-~lectexttph^SL$^Z)B01I#c1@Lm#+KB=|h9Kvc z|8znx9C)W>aa8*yV{lNL1+spJvnFvGIb{`-w2EPPlA;dNrG|E|(^jJC39J$YS@#OC zLLsm&;H*9Cvp);8Kf40ZssKfM3jXj42LN{e=@=R&l|GZ5GxDR{nrT#v5rU&{VRR~C zVr9RzfKN-S0F|;RL@-5KLt_D^jwNLO+BJ$XQNu+|Ar`4eb_pw$vq7=5L94fW`>YAu z02mN`^^gim`*Ortc^lCr>Z(q;$~_^=lvcX{C3qA2rc_5Ys&)ak7gDnQXFms#He;Jc z@M5;#lw?XKXv>7NU9(IRg|lI*OxJ{>b$YiOF#sO00(^_RK0CAt>i~c|2>TEV|AgCb z`FStcN}7EtG8!{s}SpwxxCX6+_94!hVyBu)}c1tI1t#U*nRBTX(IKko-6C1A;yjLDg-$(XzXDv+=m%)xbBtyIRuL7~XmsKz@nTm*1Xyd`INRjS-+6o%X- zd>RoKQI%K1db=eNF> zK@_T5oR0x+MFbuW>KxM}6Q>*^yIev%@jj#5%iv7R?Q9apjLh-O$(|go3&5}r`-!2u z&VDQ$3!u2BqP*1cCxlEG2FydiY&Ps{uKfoXxojV{3WKO@;2jK&CbzN5RGzyIY1|4(f5?m zKW!HjV7nYm)Sb-C4G0*R*%x8FKp35ej!QQ1!peyf%ffsWa0n;-A=4*DF{L>jI1Qx@ z%p*XZ+^|A)a(H}ZiP8`?gz5`lf% z0~pb8Ss>~x+t2MJY8?X8P2JUP-PVoCA>h%tO^m}Wv4K+4K6A}vl36akmQP`=X*)I*<`8_+*eck=--_*U`{ifRyG2ZlD(wkD?fx*uaylrTV zIhws!#f`=8JtUhertXH?VNG%Qm{j`h;r7Gd|1ILx9RP+vdB5Q8INSuD8wdW8hp{vu zYZYmOoxn^#CJozs(jxV+pk56V^$msGir*g&D=8RRi>eyz-Ag@J`rP{uV6tg$rKO)DnR6Kj^wq~ zVN+?<5y8~XLcLBHFl?4u(_7^;k-}H95)KVq8JZ2a&9B|tk5fA_&`2-0b0RI3i00000wgjdEhX4Qo zRR94&0Ru4w1||*;4i66!4-zL20v8eu6ciK`6d4*60~!<+LKGGX6&C~+DsmPj6c`m) z7#v+31DhZ_tRzB1C;+4=JtZnbLn@_yF5X|JVu{CNx45xKtMNFKsd}pM$pc2QALxKdE1Q&P=SJw;S^&QwF; zR7{UmOw(07;#ObJS6EhBrQ=#l)muC2TuAI(UD{nZ?P5mTV>%*akxgW)-efi3Wlr*C zM6hUF*Jxw(X;$}XX5eZy^J`1>YeH*mY`|<+;cPnUY%)u2ahYycKX0?QZ!eW{IV^L6 z{Bu{~bUgcXK>c(~c6N5`b~+|^sn>UO@^?nIczN1*TK#xsGJCp!dr{(hKmL0`{(MXR zd{{1nz2k#J{)0zjg>n6cWkH95l89mFh+O}OTYiam{)tnHii)p`M&*l0{)#(i}|vq=Cf!1v}^ygVPCe*b+*FqwuoT2r{=nB{wEg?L{`|xK{LKFR)BgP1{`}|v|Nj6000{p869^ngu%N+%2oow? z$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL z>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+OmxP#Bq{ zgN2tLYu?Pcv**ua9b85*d7y#>kw*{AT$*5J)CpRH%&b7cYtXoJ>)y?~_e}>65*(}4u93e*M@c11;-$H5Jo8BgcQPMUNx8;Fwg_1 zV5qy zVg_jrYV5JdCOcuF8+PbO0!+%lA0|3h<|a7uktQMr@I;e=13h9(fUD6sqroERRC8lA z$zZUnfALk*sCTKZ8Yj6;b{Nf#*eZ!@G%{eoU%cQL@<1CX4os}F3^(lX!<}6ih@nb8 z%Vae2xbmQs@b%}43k-P|gg77H1z#!m2 z3oEkuKnra&r$Kz*j#16TA$RBsatO&$rvVTQ$OiG&TzBoYT^Bk+v9r)3m~)!I zJ#a&>|BZVdCJ3B@&W(*Q(4ie|o~8kZ$yoogt31ve(3}V>>Oe8N^2D292FN*pfCBE` zsKd(Dh%I8_8i;UoH9$-qjSi7%{q^Ximu|XOVUJyT+0mR5w4wRgwuCF`noGpo4BYsI zx&$Dt01BVV+jq@R+vWg!hHr>?G$`vVA`v&Ho8aW4I{ zmv8=05=V*YlJ_xMb+HUI2P?Zk^camD@(A-ld^&)mf5)w}&+t$H4p(^Tc%M5QI)DML zXw2&YN=wiwaP~RMS#M-2YKAae;ff42$37_P4nf3sz7m@7geWY@g;=2;(Kw(Pltp+yoJ4G^paJ>{IgAhuRncx4~kiU>|C>(x6LH;!K0K$=sVyXg$nsRnL3;|1W zl*`fOyj7XX)J8O4;7{^WNX9an@r;D}fxOyKoP#B31~U{{HCS<{;yB<20jk*!F9eQc z*lKs|qFEcjaSG)0NE}JzUvr|Cffgm{Jgm54HBga&UsMBc5S$+6P;r2eVK9DHyAlIj z$R0Al4vnZxr7Fv~K6SZHUT~WsaKeQN5sD~28ys1=##JYIMDhWfYtrui!yb7cvSt$O z5S769$T{9iX*>MIflkpOO`a@8uE4+#P<9Ge?2ALuXht`ur=wMx^PK1`ooH@_t5e|% z1js26wz3q@YWl|&1d!i~>L&k31G))bh5$zr6KA$llv5xM*qz4W>52kg&p*OIUUT%d zMAOa$k@g@_OXzKYyl=q*~(hBvXRZ~IuRRK!eZn$B=oFk#d8Xr_Vg5Nv!yLlsZ8N;ljP82(yVM9THEKcL@-D(SqfM`RA68m|w4uEkS#4{J0^c2V zfD(+zuYUJii8uK7zy2*lFlsT};oic)1wOEGk2~C8IQYR3j_`wdQH<(Z*c{%-us5{9 zVQpL&9sZ~Whpl0a@RC@(C>}2@R!oXo5TUc{jj@dV)P~d!1YxGd$ZCaQlo~5UL_gTC zkn>vx02>()q+oD?6U>WS++x86mavo|Oxz1!Si>Fuux~p|;x4Bc#kF8@i-Qx|8Jqdc z5c2U_2Oznm6x7$a`~Kk>2*WkRu$>W`mq({qp(0djJF= z{%l|;+ZxIZHgtrEs|`h47t0(rM{ms`X-c2?%VB1*i#h%2W;=T`ZB7V|FJkJV$l$fG zUFREG?dn(iSJp~CaFYRzYhLJ@%DiZXuYaB4V1ro1#WuF3F-?nF{6b96&bPiFgKdPg z*~SyeE)ZPn5E0?I)&2GM8^FC}KpVK+=05juf3a?MZ`d3lMu((FOleDBTG=ly^S(z; za=-Lj+V%g9NOtE-6o55EMEB)3BNFayKvaSh<8HXEc~S0jKlm5dmF~J39rWHdI^LE3 zGNxOM0cMx{=}@Oj%0*obQa?n#Mk(!@6+)jM96Zl;Q24@;+;BnLdeBPtc`$g}OB=*}FbKW}$OK zMhy`-%b6&;XGq$-E_1Peo7OouJE3!Z=(STEx}C2sq|wptjT@Wv;$8YLM5B7vd*7}Y zAcFt+$4~z9oB#ac$9-9X&yZ<51kV02O0*#&qB1z%_zO41fyK>#<)_`yRTf=t=W9iW z4j4vv*H>bt2XevjeGbT1;kN`5IDr&cffjgyOQ3#aaRaFK5Qpaw)kYN877=OlbwfsT zH8*Ruc6Kbdd=YnOY$t#fS6y;f4aA0k*N1E?MqV%WfIbL*M1X-pID|_;1R6LNBPbEP z#}K`B0|W;V^bvF1hJt(+Ybpq6Ea+q|_=0QaV8gWx0yuz*_F-~&fOI!$9jA24ws$|+ zhGZ3iL>Pw@XoP8Tau9KCi+2zLmvvV6a(5ehNAyx zeRhXpct->c=!TZqRd6VWa!7}0VTX4(cmz>+iANNuRd|30WF{zNkf(5iNQnM-h*b7` zVJLY=?kl2zRS8tRk za#=Z;rn8k?S%k(o7C%`LA1DxeNMFcEf6-Wc#6K)$m=>{wD>si9F??#-ZDMDc9|@NaM{B@kmnX@H>_88< zNOZYaci0zRs7VAc!kTu$QqcJnu33|?shE*z5%9>2Lg9`Q(RhrY2(AB?kBU%~AnA&R zxMV;loC5h==x~dB$(Mb(oPX(yS2>+$k%aiU6xI2VbZ9&#b&Ma;W~acNLE)VwC?eY? zo_Q9Cm06ycnVIQnZtKaOc-e@)6`!R!l?YjHivW}R2^X>%qCydVRB)IQc%mt4gof1u zIzUfhfuI=iUi9#LLjjhzX>c;fmV8zRdr+Rpr*jkfkLp0cU9yQhE^xLk~wWq6x}s9l4u7`j!%! zp21n9Lg$`(8J|+Qq>&hAWbp#gVY7r|ZmIs=X6Jd{?>a3qi z3ZaUg#zmyodac6g4ss`kjJBcPI$q_4UgcUA75T6`ajxlFvAnuBywwl1Ll00Q7V}yW ziAPP{iLVnOKW^Hf#^aWo%s)JUN>|m{S`kppuaq|Dkr_1T5lqj)eQ2>_8voArh z7F)6F>JJ{k03ARNbR-ta8egn+V@-P#Kl>1A!;!7Vqef<#lmXC2N zrw!I{(P|1{IIuF?l_>d7Hc| z;klrTu8mqB^w3+;5U*dMx)MQ_0-=mL0lN<|Nb=9{xvAiWa ze1K@U=gVMTSazk_zG6Fz@QV(@JHPZRUgcE_4%@#U!M`C9Y9<^L{|mrWkXu*Ei8F<~ zVNn2o+Yyg>5U!gOD13^{3U=iyo|S;UU3(20yuo4U4xvd8!fUn$X}LUD!YiD=-b)fy zJjEX2xw^H*T-?Q<8^gGFzg%&}5MiM1RdqZ}vN^hu6AY(9%(bq#3`dN_(N(Q9dzV&r zvwT{5ToSoF5v8$ev^%(jE1nMOtok*?n+#mbY|{JOzR#u7GT73rdXVL{X+Av>O{npaf({ z*toshRY=UeIdP0l-}ZgP`R&28DAu|7(&eR^2#ydqoe~PY)9)4AE6xxK4$%yb7HPe@ zd&`)ud=dh#5ETxM_Xy9#{Gj~huLt%E+wkG_t0mD5Syk}Tud zywGmFy|HbIGhPtkhuVqk-Ga*Hy@%8gq0}tV;v<2Z`z6(btKn6c$@EMLNgmwwP29!Z z)z%8-=@O7{ce70T->m=Hhj5Mn;&3DE&WVCLd%%SFxT55eZi2whgel#O`Qrz{0HIwC z*v$~YKI4{->0XTHYvJo-=?_kb5g7g1oNf`?mfILk)yAjlZ`sMi4eL(s$@x9mCRyl@ zn1c+9<*PZ#F>&lYHSERi5Cw1wUqI;?k?hK@$eNCXk)GH7FmM{dy(Ho6erSS(?cR|` z%&U&iAP(Y>z08lQ-`Z&I#S7CR$C~bb5u)x8FJ9mkLGW*l@A--SBF$?sQ z+pU#$<)Tq63<>fS$q)>%W^DcC9MSch-2p!^^;=x^9(&-rY@-_?@E`&B1^0(FpI>9| zUp2o7!=3hO5AKjQ*}fZwK_9~7^$R`N>ufaXDp3FdG@__kj&-2V2n*DInwZ7jLR^@X~^kQs@6AlwQ zS=|MW_%r|7^pr09v;VoZ4;Fau>C?UOtnB?4VX||s@RR=rxLy3mkNi6i>)F~5w9dQb zPUVI!Z*&jc0Fgl8K!ODg9z>W>;X;ND9X^B@QQ}036)j$rSPkRGfo<9dY~it5HIFhl zLTq#D`6pJO`b!;> zTXz3!pF61tU7b3mOkw_j#4OOJ+6||gD=U!tpv>5-Vz+{Y{>C|_MQ78t#V!x-TY2O9 z^|O1|9bfW*&6^u+SiNFui)%s79bf)@`VOB`_IN7VDUu9CZ+4}r`UWJhKm+M(Z8ilJ zr$Yf9{rrr#hi9+L6qHr?>rs{wa=CTq?k?6n@i@IjgQcIo|v)fLdYWksv zAMwT`Z?E$J8;mgZ3QNqI_G%g9F$s@Ea`Y59wdlUf;#^8NlB6_9)5}D~v{X}1Jq=7TS9K6VR8P|A z%9hq_)6L;n;?%OKeh{%a5}(^sI;$38kwrq=f=8Z1!BZ4RM)PtMJxJG^^cVPE#r9NE zDXWIbl?sqSq))vqXxq`UMK@h_SyGi%F>^9=U5S>A2?&3LDN4hY=q>HB2Y77`PqFko zQLIJs$*0)sj$Nx7fBMnxMrWUmw#P_=9I{9S~cZPJ*Mma}j6~R(N4T_xWz0w{Cn^M@RoHrWUaw zYpIlGt#iv2zbq*Vmp{-b>bkO?w?;edBVUGjHh3dcJJhdP%6USPHaZ(Bf2kT#E31Ni zqY^-%(I@Fa8P;d6L?xb>;;DW75o7lrGcs<=Bip$$lqG_4?29rxE$_=mCw;RHrf{w8 zFyAg+Aki&Kins|u=Xq|*Hcnuws+i-w62JlRV;{p0KbD{G;F37%Mjsa}a;r10ymjeY zdYz`S6Y3n)ld7jlhU=#XKm3?ZPhE8d-za0|(Ql{_rrv&=>`jr|KTRrtd1ub|JtIcfdg5$CtY9^>eDt=IeBb-eM;a0jAUPOhOquoThI2rp@!cNYyN)5j2(_!<==8KTL{`0IZ7OXG=d=*D8TWgidQPO})tsAx$`fkkZ3FN(xSF3GAgVT_Ed zsFac@Dbh{8v>PpjSw%;hZx4`^A`7ogaJ@0B)Q@jO{i3Io%c-J=_;`Ye)iL!{{(11>#&Dp zN)MMVsoOIT%8+(ab1G%%)mHF#qA?teo7hQQKlmZeaYC(eQoCc-grrAx;*&mAYT^cK zBCgEH;GOg&ialqtP?Ofwa{3HtPIWrag0`-q4M`}-mRT;9qUJ-&0p(cq_mwiRaho~B zsPQ0{N>v(Ah|GH>1NCUr0YyWel94Ic#FasU{1jJGgeh0mx-OjR)U5#RY3a7N{nHWqth%)zIYl6<<%fz)tmhmk<_bzWek8|M?G|lkBjCbaWyJb zDuKw#kRIlFB>k*vCX12f3gia7^jre0gb>&k2Q}4AZg#cQ*3rJTw5L5Gb{n!gk5ds0TiDTaUr!qlX&}?skTIRdW)NJr-iZmHQ%u5sk zQ)a;ehVYiS+g+W07kubl2zl+=!h}57GRd(f{{DIj`OcTVq|ApmA%-lfl9RXyJZE7X z3)u*7sx%E|D0H<~k>+9q!z<}=jfHHQ2~!xLelq{F*@W%U`zY zrFq2I#+JFHsy2$JqkWJ;e#&~HhDsnyvu0>_n=-6!HIl)5xmXLNuJn0wL2iI*ntGhin|Rnv>qp_-a#&<1TiK6d_F@0ZT%>1v`y@Cn%6$%;ZE2$ktpKuzM!{Lc_Zyst7=gVITCa_k0cKTN(*(-}!ZMIhXBUYYe>LYW+`w z!Fpqoh^^cU`FTXRy_8!=+~`EnXV8?s^red%dp4K)tWcM0TGBmb`1eP2V=WaBO!_1yH|9g1U(`iKYHLJl60mQ zzUh=mGWen)6RFQ9-I&q4UL8;iN{E~+fLKPOzy5VCpO{4{ewf*hUDZ1B1*?&>xdUuj z(|4kSO{-5h#zi((P|cXDg-@bCC4PFi9|)5V^d`T%AwK=s(PVZ4 z+$4RhKQI(XgM-F`44P>?KE}J3BzX#bsgL{E6~3xGikv__EJt9Q2YvV^eb7i_S;r2P zIe=S_GHZdz%EB$YJ!$g7D7rB*Y)OCo$C(sMg{VoJ%nF>89+||MCX*0N(Z=|=kBF2$ zLeN8_bVU=BFJjBU|M5N!Y)5EWyB}$WMJNCSP^)TC#9EmQep$GpXhcgijcQ~>upCRH zD@(KN6T}O^%Xv(oGC&DIA%~p0_L&m~91H4Tw2HLI-O5X;5-fFmN~jFKDTGInv?+R2 zOf}<=D1k}5q0Il!=}niANzVDr%A`qx#7wL}%Nq<%&(xA!@yYn$l;nV@u~-CPz(dvC z!}!uIKLjT?+CUEc$iOs=fkT%zu*Yn3J+?eamg>w>E6&_IjRCX_mNd>7L_dTH&p1z<>!Q3NL zamj-y!Ov92d=#YNJQ)a-7iXYqTWAhh^a{@C;9OR2~=$xH9tt5%dxleXTdNtgU=47rc!BfYFA)(hg(M z7`3zg`^NtoRnz{|O!4Wgm{`b-Q>5supKaNzKQWpk%|j$r(u{0U3=KpmjY?M%%uO>) zQ?bw8OUy1*!I~*khF6At*#8kmU zQ%>DfPsP!=DFB&NJ~)gfAN3H)OaM<>1WF(TS1rdSwKjHJn49tJ#_GtmdZB6WeHKW zE_By0^{;VlT&3k16aS7IAiy!>3a%`ejPK)(n$ zqdi4T`P=SE33Q+b?Im9^0$C0U9q)CCq%B`Yx?S9*j`b}agH55GghRZQTn6Ji1Xuvg zL*6CKw_tPIx8+M)6xzQe-O@GPh!BnI?TFZATH4D(8w=bAhG3DcU>Lk$#m(SowH$!u z*aB(a_+wd!@S_C)2K?32hDB1(?cWyu-{_TILM=}kqunNv;D;Eb=t_WS(769w!r^@s z-_oGZ%D}=P#?O$W1X7^m%CqA;#^X6Ag+H-l^)=$S8P27p5Al-Unt0+ss6G>RReV54 zen?UzWMNu`xrtpKsifW+7PO(fS{<0eYu7u94q{wy@5<5gzmR(9n& zt^`sj;s|PDgAnBT5HAJ@VG6>w1Y3X^NMtEi%|`PkM^0m@MIVU3Ol8 z`-SKH)hGx&N)-mwxNS!%g&Z@(6{*CKgJYG5Qdi?h?8cBh#pM^oaurXBNASKV18sh-C5(2(7Uu} zEPm=JBwBzQ=@!5psdWgis?S>+;~+bQtez*X9u=`BR)Ad5-6X5A=BlzbYjM`#B>4ih zX6u2VRuA?VkE=C@a|jYfq$h4BrXuZ8)}YtFxJNFyq-{bcI4S^ z>e>#j+vZRhD~x9Nf;00?sL&(4$C zOX%tAMiaLFkCv8BwpM49RtS?}fOdXo*B0h`u!rmOQ}a$j^cE*d#%%!}>FRCKZ2p|g zz##bRo*kB1vYp&f?&r~thy;sTM-1)(hp_!K@SH~Q0|{+&vvK;i5Z_3WxlV0s}rES0tS`uIHWh>7X*zJTM+>j8C{c!Pmdffj4qwM9T@fPfDf&dNX=5Zk_ z@E>33AU6uw(FL8FFpq%KGMDz+p2>xdP^L1nDR`cMaEFfY_) z6}N~2cx<3H^U`?Jkc~`Ar-%e|zi5D>H|MlCm-BF@b0wC6FZcps=;?KSRJexAOPz3$ zS*Wq^Fm0mYo{Zw=2>$Nx&0uz~v4mcN zc2d75Q$KZAPIU=kaHH__gOK&y$o7=vuxNh>1|VUC(e+)=Lv+O4U#~akecqsbVO(Ty z!VpQsR%7aUM5rxtG0ks*-jsoVh-A+Qgl}t>+Ohu{R&H%4aOm##SN`?`8TfNQh-y8O zX+6mUo)<{G=1fmB^L0V|I%tGbHJT!pV#UMcJqV?4xTUixH)>HCk3Tfn?Tm@9b|Z>tvcqCdW67m ztA}@d<7hpt2MUxgMenx&b|qbX?^9c8+T)pVhiS;pbWT5Ro;x^)PsWt+_qva)yGMGx zPaB0#igP{?oB!SfB~FNF=O{M(*Pil}=RE%`tLF&aFwZ0QnVn>H^G8uDjoCeDO0b2gMwO(w=_ z6A>VokuM*7BjDw3i55_!I?Nl2XJQM$%x-s~nj8p#n9d>w1aASviBR8B(nW1HdGGbQy z8F*&q%c4hVzRtvTj{cW$M^^f#R%rQ?|v#rca#;3R&WUqr#aIPkJwDK7IV? zRn6*LE7z`Jr<0X;7VTQLZ{5nBTlX%(iftZq_WT=X_ynOxR}<#Xu<7-q<&V}a+rGlh ze$5Y#$sj#$0SY)Efd%rknrjK31e<}ReFhPJGu0$agAfT7-(wbKC=mh+1ftJy#fb%D;j`6?Fp_m0c4^hvR(Iyq<&8Ou0Jsp4enrFC zKneIb+6``=)&@E@ofhF~b?(OIZZWmdnUJPc1M8f*>bfhh5rsr1u)%(5CYrsvH0y>8 zx!TfVy(YVxsS)jY&;kqW6C$9*N!1UCg&KM&i;aF2}74Z5+`c(iUyc$)ABSWf2sLvEWrgE+$9>qDl8_kD;?YtvbZLoZ%57YI&eS%BJ>rf_Zlr3Rd*gTOw(A#Qxb8G6Y4X;m7-OgTJX!%5 zXPjrf?gA!jfJQ(3G}KYM^y|V^H!QV9?5g+ELPN9U9uOBJZ5o~uQJheRfe05Ow#6wo zl|D+T{9L#$iv@Gc+SOR8rP`R&j33cZxpBLwIqgz4i@~Sl*bYX!>e(!9Hfz8JMb6~q zSZlsH=e{Ofb=7A&+<8W`j?HgQNQxaGZxLl~P*M7Xyms46MK#qv-p&o3bavw%^Q3Uy zn4>wr+>lp99gB8&OGm02U*q#S*`Lxy-WuTRq-(!D)>MP8FfV?L&V5CRacvOu5!uG8 z@~3)z(EAK6AUpr<^^2I?a=FXBJMW9yefOivC8?Rog)VWy%R!K*EY!5GUa3kFX_^$9 z>%|6jk}J>Bq!m5Jk*|Xu2nB5=uzSf#iLp^3OQ2Yg$N*hPw8q%&f`B+Xrkg`J_T7_l4tBwF^^p+uF z>K8mx07NWUnk1GcF&2B(6X6({20~;?8O(?T?-PwNaDdR5K1njT63gh?UW*@JT8Tgykpe=02#;u4zhqc`oa-oh#EyMaxr0p zUTkQ2ne0(jg~gd9rg52!hyp$~J35MJ zTix2DFa7vOVVWg7dZQG&4w%e^tP>*z#fbADI3GziMw>2yWdih5MZzJJp>4EiIWwx! zjC?bk;xy$(7ZQ!cK=dMtTU~?PNGFOYAZ_%+rN~59GTiA=cfP!bK7aT-b8Ux^J1PLr z7V=KV3G9K8lTAq*BOgm1l%NA4JoOx zTR{H{UJ6sBgy?PDYRXNolG7K(s4Qm@WHD)`t~0JQUrWSStNQiSqZy={IlGKB5i3@$ zGPbb|sj5}KgjL6)k2YOp2@7?V*wnO>FHa?kwdT22J?g`r#EGk1qq9$b2C=6%iVHFy zVpg0uv?GpmWoekn!D#+uKebwl=x4xb`)iR_I;*_*0Zge1V&Q}=-~jtLFm;boB0`ZYu0DjY zjP6QI*H$XF2~a?bXX#-gWf)>c4QvIgOh$KA?!u`lnwDQO9u$)~q$(C+DNFea@jc)H zdFc=Wv`R4lnrXXF3I&==L- z-khpK$Lcj}-~k=*M>HDIh-q_AmYAuvM8LYMYNx3HylI1<7t&&vs@2!^+t#&6hR?YX zyV#B5Za-z_UDz72YwXrYw-M(|49A86)$sH~n3~~;gXZDX_V~9$-m7o2y5uHjwPeT5 zW+M1Q2M4HDzRNk=h)JZma~kTF`m!NU6J-Xn`}xnQyDfgiP2eaR_Ms2XPh{JuQg#S0 zfei=ppln#7%bT)jq7m~-f_fvlrpVX9K6R0kJxwG(IoeTPa&kX_<^33kGh9G`IEU0| zrc)n>oqK0|w;>ugz<2^W^kbj{eXaZ82i%N)bfouA>2}TA!p$KJ9x4AM?2;L~MNpOZ zO-ucRL9!x8ET246Z-n$^KYfMHp7ylgV(o1H0XjP44|>di08%~N-5p}{Ik`JaiTO`w zBeDRH5kBZJEiFwIzxbOTnXUm$xWbvt@VrDhqF8_7^_7}wzee)%I5RQMvFxO6qrUvR zQvK@F-)apw-~mu>yFXBIfZJzZGk%d_8f&a8XKTzMJ~D9e66Ik1D1RiEim!~{;nZAn{ftJ5#fS~z}U~HhD`mG+hDL}(Lzz_Jt zE6iU=iJDN|A4A+)nus3az=YrJ7yt&K@zIX#^n;1Wl+iU<0xJKY<0YDs1y7~yh(Q>D zL2#T$^qy#(*Wx&c2v)>}0Lis=;CyAFcz|ITh6)LmVZoT-38EdjIlv+`!xsQSG_>3T zOqFnJ3211D@aw0YAiYI=e%CTRY z0YTUxz}9t>6mkr2{DvfIRt5eGyy%#ejFdt!0Kd^9;o1M zv4cQJnc=iz#%y1!ke^0KRKOVH0^vqD9t$#7BSd-xDE$I9qM-N~5k@jV^@UVJieq6U z!0x5VIp#!+jo3TFV=WGyuNC1vE{aPU+tNj!^qoQhoZ`f!#z zVU^fJMx;@46d+J!MV{O*kXu0@50ph&!(|kFkyJVAN=McQy};sQ*ksQQ9!d(JO5zer zGG8wy1x!9)0|FFm0Z2|F(FEZkmAwQ9Qq)^&5K#t*r5z<-7RW>{B~v(uD zUNicZ7dAvzhF(!-8}{@iZFWgg0wyR5rcE+dG|t2gY}jiq6joAH9|qp=Rc2Togf=7jr0_`I0)SRb5XElJ@{fE^%cbs|7`(4CKL zq(c@JVA%@!g;;Bjp)}?thn}a0ipE4XB`-83iI%8|lIVz=QDS>_WkL1*6Z<2G!AJc$1TFhBz|00TGxgDcoU3$#FjHt1o5-}0Q- zKzt+ha2;!sW7_t^D4A|Vh@L2#rm2c%m1B+MD!!8gRnkDf&qh*CMb527iw7CX@Xd^U?`VXM0sA_Y<{4pW-CsBs;G7=dlFZ* zGS}uw$vLs=zFZ-fuo0dFLagE`O5*}Py%{|J^+KOHY$A@4nao7s7#JeV(FA_YBr%O zPd<^+QY_P|Mp9m^w`Oc|0Y$<>#0^wv$ATA)W3(n8EmzR>4Q4$+QUrn=8GHZ9>+1Oiwr)S{`>QdW%G z8g9Lt)=Dg{Wmt#6D%j>}@ge^n?!@DN_9)sW-7o&Cu<_4>(XHKPrxvEh4M-|FHf&{) zVL=MkwK62q7Ow3w#Nj?|;$keDHWrn#gj{YQ4T`BcQSR_r?&V^x>|kaN1!CuVE)UhK zuI8)0GMI|MZK5d3+yboKY6Lsxi+d14OB6s|+Mn$57VAuFrQR<4J_O?KZiy}~Ww|MO zozU=BT&HqG;~HlmAaC-5CG!%U^9C8q4%`2Tu2K-;%o5z8B?mMtKuv<@GCk`>Nb7iZ z-@{^XzvONEdg}YaZ&S*zV*%w$P;hDr@2+uQu3*ywG=l#o@6RzWw*+925h8YduFEz` z0;uSe|fOoVIF3~mQUu|a$=2#auInQB6WBw~zX zYG5(oUIbdb@a4v^RQSUT5Ae!bFAfW6SnO~;j;_i8u|Awab>;>KQ`@~fE@EI%hU!V= z_LT-tP;e=+6o0Djg0P7$gB3H@#*VA~dhrnt=S6e~Rs65JE^ir=EgIXZbFMLBk`zA$J7533Ai?aUp*j6+>+?{DLC)Ze!(I z{$UaqV`1@5@^M@PR`P!KsSWqiaYS#pAR#s&3RFDr4bv>$R+Ns=O5=61)Ed6HjOcb6PI%vJ_8bG2Amg=d(WVb3Oy}B5M^f2k#@-GT7ZQi5YH< z@`FN)ajZIX%F?1VL+|deNIA4aiy)XNTgBUI#i9ska)>ipEhsRc0!c6ElPW7==rUoH zqXnDS`A$&nsu%v!a}?V%Ki~8||H3`{voJH(J4b{-(tXK1}sxZ}WjSCpA9@XSYK;yaQ)rcqc!{N7wP)dR;pc=2js|I(wkf zGNekQk3r|)iW6>&zc`H3_lY&K5kri}5^RoxF;eq*k0aiX135$^ICMY9f+rYC+7MRr z>x4f!c5k;ED{yx^g;p!zSD$V}w#pCnE zqZs|B7m=i}rYF65k>*jmJJ+`>$)60^!hFg@caiHlgFAD+AN$M;J6SI|b^oA}@4LU2 z3^WYvr9M>nCPbvqgvZx4oO71PM`4&Vy;M2<(-%Y3pV&y&I8WFi#9@7Z8}FQRJ)PtK zDS?|j49~leC-|c1dO7$xo=39{%{-L<`whQ5=N|jM*DPrRL&CQKqmr|;XN`Jr=Tlw= ze@{f-mW2IyUe+zK6c(^YGeJxUrtrqTqXwt3I;BEpnXlI4`Ijkn~wIYC;HoWiXM8q0O>3 z{4xPIKqL@2kYGWB2N4>SQ7vIZhYuaLX#U=G2+s)Wn^J{2AIw5o0x<9VHIkne-!q1^o8$lRB0ED%E{g zuk!2Hk6u5lU%~1VJC>~2d}q<7RhtiATeolFio-S+U%s(mzn0aj4{h6f_uAci_t!03 zxcBPr9lQ1{T(^HA+mj6WUcG#T7A&w+xA9qh`!FvUiP4|GgP9k!P@Ne;0t5^gv@Y2u zqf&}YZ9`<3`}R@Z4|jW%A@NkT+P{$}SH7HibCD}$MwjjqnoZ}|bK=ek#Gf$i2{4|L z(GlZ!;m18Lh?>=ERrgZ+`SXf5tm3ka@jKR!Z|+>r^z*XMti~vVtgW=-vP(ex8awPS z$?R!ILI~?=3zhu}(}$4O6bPxB(ts$)smv}T(4?Og~6VIX> zXsgDkHpY|D#~*+liXf*B2n<3!LraYiLQYh%wG}I(vblw1eDOL_U2IYziFE8q)hc0)Rn}QG z(tsr+aa{(T5D!!pWHfh7o4iWJatOaQ;sNT5y106|a%gl~)@399l zd^O9^L=_q3m!cTITXs3xe6+Dt8U-S*nrI}FGTDzo4!KHObH#Pnolc47l;SWh$m5WO z-3de>k9{bbmuIy&Jr|yZ*30C&2wp@`_y*Lg5w>u zoWMBi%Q3?A$@eu-Z*!$Pf)+TSoB}1QM;vDiE%(5%TbN-6)DR#WAyb)yIAS09c5b)f z+GsU!kr7W^@#RP^xyX}sf_Nd{upHZ$UT zGo~Y>6yS2`*jNBJhCU@}jwC?ooRB_ekkKt^f(@)pno@)}qK;E?PI~7EZ6o*2%RsrySUG(A?Phu-*=x=}4LD^AUQ5zgFpm5`9Lo|L> zI35)aSUSsz17Q`xfmqRV=7We+0%1bb(Sw6oF(K9eYL~48af^|%J7j=XsGqceur1}7 z8kt}?E*VPZckK|K@UT%1awKLgP29>UPYD%$@Izk-=nzG!!8zD4U;#w*%U`T_J;F@y zX^B~7BT&?kYB=mvrBa}B3ZTB^urWuj>JcBo7)@zPb0uRWqfGdh5(b>Y6|6!Jzm)mL z1Yl`pl`{&hp!pH*cqdkRj9Id-)D$fpQiB^*ozNZ`r)wGQEaC_Ux5D8_Lz)mL z&I+d;xdHUrxw0N%si#2dszDIof_!G>lpMt8BR{ypYE`@;*VB_;qH@?s{z-X;-OxuNa)amp`QtSNu!Cjcazr&{XlhMdfcW<2$K;$AC#U$; zcSuEC%jIaN{TeQ8F`VHg$#%9asclhlQUHh*?h8CoV{gYPQ(D;+C#88XI*o&o)>i4X zw0tgfr{$g-e-J<6z(zR2K@M=i6@&9Vmk!S|7sZzMg=TSAdX@N>>tRDrw2SXn%7m^p zaVEZm&zUl;-ia6koo;mx8pJ3mfKne! z8{ihF!U-URjs&9L1kN}}vL z{?5*D9n}I>)w$bWCZ@TOo^;-zTis0$bi3U>PLUj4R>K?$z(c07qC=SA4sn(~?=m~C z{Cd{;+^4p%k*J6hbmHOvMY4Y|UUs>z^l4MBFIdK|O6v+6Z2X|dOQ{aOe+eUPnuS`@ zX09JqfBNR+Q|i{20{NX_o9juHAcZ9zd8Kcj^XKNX(?RcNsCV8X%uNYU*a@?Y6h-pQ z@p)#z9`>P)UEy+Pb?+LJcE8k|;nIFJLY=+4XmzmG4x&uAsvPoPBR1IJ-Q_C#(FmgK z_W&&@2U`r2#L66EJ!`lH1~ zyJ)R;_~U6-u`FUwhg5MD`@%n7&;lEZ3@vLIb!QK4v1bZu4IkuS{O;0n?q8fC81(}W z>8>qm@vQoxQ&59Zm{BAyQY4&l2Zt{6;7}8((Hcc^ny@h&MK4K4QU<+IQUdOn#_>AF z?~k0~gFLY-x@#R7PKVe89;>UbQs{Wpia+r2bePPp<_f?z@Fvso6eEzAIu0@Pfh&%U zHo5}Z;KIjW^7c#4KnsUsa4|@cGQ2RYY-g8%@*YD;_HHuc zz)s8BLN2aHv7ieLnbK>X>}jI%rCQ_N3_<~-K|Y+JA=?DNMiXq*F%8E87|>#OTp$`8 zB^d?hVsK(O=*=S^OD$1C5%cmm6Q?fiavQBN5OIPpKPD~-;xCoM=V&Pk4=Ntv>npjT6pc>=zf67ZgGOl60VTgTExPj)J1IGkT;w# zeMZ#VFs}{3kvxnOB{DKZqwF3O75LhvOZ%|}$$>6Fj!blH9;K}B>!(il z^jV?x8u~Ot|CAssv5wMIAPQCU@-?U_D-i2LzOipTnuqeYg>O4Ef2ye)B{}2 zgbLX)3_rD8(=M=fm7gw^U3>Iu4)*$1abCxSNZ+Dc@ReFTa9^K=FwrGFW zI!VIPT$UP5%Y9Ot%pL8fl+_GF;}7?`s;_mU;EPG%n~#;zzNG9wVO1xB?ZXdae6*3rAfVqPBi zc!2hn9+yjRN!NDmF*nz)I@eA15S2pLQVl9cJF0mWz!efUY=y^ly>?QeOjl>Ov)Yby zU8oIp_cyB5dFbsB1#wu7H-cpad6PFMb5I+KNODW4?IUYT_5 zh*&HZ<%nHaFyi4ImbhVMIBdH{9;29QK~5@6lQ}#XC3H&CR`$()(qBuG>=i+z)T8*Ff!j1{Jdxcan&2^9emB>!WS2OW}e=Bzl2ic;e z5RyD2h6y8feAqslEQm9t9f=q;ynpP9iUlw)IlA{VK64CEV|U~GN=uoQ7I-g za5NYrr8hUS*p>ZRBgi>w!w4bk)R@C?-m@qr`c~YFhHk)B zl(|k`t_2+iBu+E05KAr6|Vu6jCoIVVaP zAvh6+%Yq*cv!ZVok1;b$v0mp%G= z@AP2?{c7|v#6_6f(Bc(k4xC^RL4vNDdWU*t>0m%FByG3+Ce~?FzCd89h;=h z6Fq5lE^Y|q@{Xljngi)oht&cVyfz-J`??R?b&mm>8N0E2)X8L6GL>eb=$ZUN;@g7v zgSQ$Z*IOhQA}~WczH?%qYI+qyZr7;P=E5*v0Imbl5cb%Hi~h+AF%5)Pc*dfGtIxz#Eh{`b1Ad#+tKrzyO< z=_R7qWQJ`we)FaTf3vjE&v1y-zu~y4<@?8Xg1+nfPVbwR^D>_cg1=V`$qxc%A;Oj+ zA~Og)qS2(QvYW0Mq-nGzOXX#d|Ko%~{I_ea zkx%F>H2N9V8O2rn8H_<4SX`acfw9S<=LXU%h6NBiy3MsvjyFInK0L8$EJ7 z+ax|+IJ#ZZpPJGwecZ{t+|7L(@LLiSS|m!;|F)f2Lmjh^@On#~j;k$b?7EsgRcKm` z)n^@@VI4zc-Nh~3l2!cH6*Xuzd9A%R?X33K%sNp~XqN;^?h1J|x8b+-?5c)146wT2Mu1-DB404`O&b z0+7U1n4=QkjoYF%u0ZF7vD3l2d+D-(+tt5Zy_%SvG2CcC@Yx^trYY4k5*Nw%(MvD$ zQxQroT$dY|eW#b$7y=!|m;K}a)m|OMo9kzo;_C{!o@o7C#c9B1pDDUtBZ9QT)7$W^Le_6*j2o*X18ZOr=L=t z4<6xhR2E}AZ2h;VmB#}?b;CvQlG55Nu+nwE;p5l7?ce^oJ>K`{p7ed^9aubtS}MMV znxEJ7J9x`Sg#M;lzVQ9|@Dm^L7rzL1zDVD@vJT~`HR__v)n_5tEvzJdGr_3O7!pTdO$^Wl345#POu6Y(kB zhcP3+jU4%5RG2RuHgVYho;@>mES*Y~>P(t6W-Oh$cr zDf-NJ5o5nb2ogAb3N@G^}x{*eOvS%8)L_fAN7eGN$zFLo6Y4LuSt9*x12l4 zKddekO+^{iT~Y`CHMN&jZJbigDOXALAZBDmDB)P1RY=xa7;ea6haP?i;$nauMq-JC zB^F|ejmeiy)QBXV`nO>a=y(f-1 zUY<1HO7+2H3^z03m(G5L<`hpwWd>D~oW1=Bn?a2@rGNr*-DnkqTD8F$RXK+EDX4A4 z_>_aBo{DO!s;-I_2zHnVD`JYVN-J73_VprVwW@_`8_`@CR;X<4*rSg?;xoDi@SG$9x&)Q9q99Uvt19~QczFv5v zR3y8#zzoIuDCT(j9HiQq1wPxFL$*01E!WA0!<;$+hr?cZ-uCuRe)PS|<#Okm1ZG5U zS`DXAGX)$k+(*&7ESV8gbe%x^^4o7hO4b(eo&%?I4ok-XN(?bM4Vo~+4LfWP#1Kt1 zF~!RNg=w#MOCdPnf>~YFDO)~&xH{`{v7FWdvM+Ez?Y7^(;L20oxbaiH4-I_q!gF|Y z&N%NpJgr6db%Q_tByXy!M{|}mRIQ&SyFO5lR+>cywQ2R>SZiIIGtY3%^+w^)m+eOS zoZTC^SiWl=a|M%=E_uf;8n)Qv?5VdO@r_vx`CFUigziV@nD5KDxS(@d2wFyxR@gU zth51zQMn#jWEYz4>CYm33tx8M+Jj z@TW$<{mpJ+BL^J=_>cjbrdz%ljf#gufJ05tBP~wCe6(q(t0=YpB4hUkL z8%_uZnJ#-3WKvPN3WK77y1jrAL%Zaq3)zCQu<-BzGa!Q_vcsneD)S}J;Di#H=tM0_ zbDGo?ixsa}qAXSuM7^ww^I{mhZi46(xFn-fW|$V01wxI+ni@U$u`V|{%OT-FW*wcO zk7uZjCGW^bKRhClE!{&oBg~xqibFp}F~^WF=?^=9M4j@at$*Zr8zhk>q)Af$5^xmj z4T0>9+&v?pHJovEZJ@fI5oUEjA@vz82 z-ZxM#wM|RNNgI|BHAoOL)EGs1XuAN{Kd~WG9TB0|KK%Br09_}ZBh*ERJ69WAt>W6ZcAN#qeB=$8T*HSk_Q_a*=q8|(wWMWXs-JXpG(a+` zpiw+)z=685k)ti`V}J4{zP4>R0@7FLUNaDEaIH2(A!Tf3JJrY;qoudKTyDRy+spxn zk-w!_aQDRzrX=@N|E-M54ge0@(e8G{Bm+18r(M}|h;&Cc`>I92Qn= z1Vy})sVxg1mGy8?Cb+?aS%)TqGO^|!3LJanr+?YGaJu%9nj!gQbH3ryialxL8?Oc* zT!R}?DEQ-0r#Yp?X;^NLoMb9lR&6%ztlW?ysSQQ1WNzgU%C?L|sJg@%L~NjTEk|Bs zWMhNlwp=!{k!CcrdELIig`2I~RY%xi24v;4z3(leSLOLId&YNT1nrg=32k`jtd(Zs zQaz>_gGvvDb)%yuPe>cqCE>V7N(u#HOmC+kQkrbDg#zl!O|Ek`DI}m)>Dg3&SSI!> zSll8R>!+1xOKl6SM}agOhh&Ew@8CH$AZP4u99iAOzOB&zh0Z~mD>*nIze(o?^la}$ zc|!$WOx5plbqP_mEyWQu4 z=Y9A4?tJk|V}Ler;a#0Z4Z1`ZO^n%dvHS{J@IQ@ct0Ez@lbfOEiFBr#FQ8L zeL7cSKrLPIDMlN87W$H7ygVO_j&Zk?UaruBE_{#VM%sFwOjCa2=nW&f1S7cnqv!S< zNmjaY_W605oLEc>SxQu*$rnS%XupurEA4)$?PLZy&F8)9nsFhGvWwq>YX5%Q-5rbc zr@s}Yh`S@`4Sl}LfBp%`d!F}B|GN}iFJ2tp;6tSU6{oO&VzDEM=0W~3HUA`YjwcZl zXA;;Td52PY0+KoY#4U`{Y&Ow(m*Y|sLmWOfWUEAav{q~H5H2PM6WH)D+`(WDMjeqg zYBrZY?2;Xx6gDNLd%X7zL`P(d6MVu)e8#sWCKxWAqhvi%AW`N-2vSsj0dW6@A=bA5 z*r#pEw0-JUepuyh;TL|{APrv#hTd0x=cj&UXol?f3U)A7!IXb(=x_E{U-;*SbMb#< z(SL$hZ8T#lnqgdHu>dWQ54^>2i|$cuIpJCyu2L7zlcqSa~b)Qlvyx-!M~EGK#^$ zC6~2Xsi-e4SSB47AZo)LrzTkcQHwWtX2LggyV#2-wR_nBjKN5Z#dwS?k&Mgd6H><% zWOQw9P;Yr*k4l+`c~Om9MoigS@e>mk zT4*QRP1zPr(S%Z1T}m_q zcEE@*p?znDh2yA&?bdeSxRu+wG+=7UH^GOaUZtBpGlDU{0w-KBMNHr01KRA4y zX_*~~9GNMK-?Ak?sW24;nqeZE24s=CNgpmr9*?Agwn$!9m5bj1Z{9ab7@O8fj#wEB zz90?LpbXoo3}4EnUkIM*=XP#4o@ST|>6Z#?8h3NYL@Q%d@+qe>fVI*(H6l#>S&SJ;|%1W4}q|(d$Fg`co%v_0JYPk*+-QPlZ{krm17v5 zSo(I}`K9ODrCl11Y^1fW;G)bctAknx6%E->^?#hpRNXRavEzGHSB68H~YN6T{j# zClyG$C5l5CWiZ4408xnz$Px%>DHnh0OLb9Hw9^9FHeOVURpLgS>2{S^$*$*!u4@aX z=xV0zs;2P@ud%?U$Uv`H3$S_HA^8d`{)(r13l&;h7tQlL{%5eeqP5eLa4E9@BI&Ro z>2Looa`+X)Bg&3%_3~4ZQ%jbSt;_ zn+mpY3}*oUO@QmaAmS?fD!>Cwzy)l;cly6kF>Q-+hv5{LJOf4ya3j-WlnDSDk>#)t zn}D*0YVS~((U}c}5)Q{8vJ*&h_Ye+KL%Sq)4x>ApIC-+5n!1Imp{(1o3u8g#2fJai zEvaR@hoV@CqG%f>FsXVIu?f62O1vyew7)2R!`Qhr;fqY`bfRh=07?i=aR8_QH}{|q zjWDfvv6OgWq+&5l;@frLx{X-1gYdS*XN$IH8o%-Donwi=cf6*)a12SbGI*Q7f2@O5e@~h z4|rt%x-KlKQ=D7o6{;C*#kpy!sq}R_jCly*!=M+Lpe&Rmcn{67IQoIa!YGVyEOf_< zyfzxe@i4_xyb?4FI?9>=TYM7jFeg{*$7jJJR5lmEd5s05jq0Xm==;X(8^`sVesfI6 z!=Qd?8n<|S$GdP0WPqN4OwWuV$b^i~1Z>Cvi^x=gkAa4t4?GqHzyQATO9kl4&^r;V zr+^9OA8DhIQw389Y7CG3*Plo6rK~ld-%(u}RAqMZ2|D za+I0NpuBXYhk}7(vilLtHJS};mb^xWytkRm%j~=u@kTt}#_72~063mpw4D+ZJUBXTWp@763;h=!( z;L#sVw7VzL$PC!7jMA5*(n%Icsu3I*tfMg(`DzC#k;w|Cw@R3 z#X>#QGi=2^u@6lXRTox)znvFRjTsRPT}#z8Qc0ECsCLrOZsOX$U2WE5tqjA^3)v0U z+r8cBde&&|&aDuo@_fy0ZQj;o2XL+42u#m(Z5MVuG{&7Oc3A)dRt5 z4B*hD(Mi7C$8NZQZsaVU)D5rPjosP}tDV?a==*9EOy}Klv>FSHZcO17KCGXui&Yh>c23$kiY33exy4r{T;hpRh2h)ytLJwAUP{h;N5|sI z3wkhaTR1x7(fdHAR58es#XT<2Ad;{NaClD9wLA#o z7-U11N><6@rJm?NnCdRR>a4zruihIt=#e87tzj%9+8h;RbbUJ3sKNftNzQiR*LK)B zrpk_{-_7h$p4~go^Uwb5+fD88YVBIC3&dax@=T=NuJlgv?ct99&*Pq_@+}t)3_R|= zD*q=tfnbE4JrVlwPMS#(>HvaP*pa(u;EFE1`tIQ@Vd(mRH)G?73%GK?9<=fr!vCs3|-3#tK^tZ3&*lr8wsiXOJ}wnhKQ!6AkGBp?O>>F+?e*|9P?t;*=`f|iZfyI(i>RLV zgg*G9grMl55FNoS{vPmKb@zDh*_XJfd_U65D-aB?bR=s3x(_aVhQD+)=exKF5ZwfR z`$o*5FNDOhEo6w$A+Ci2B{HO#?OQsG@icD4c+TTTkKaC~+qlu*NtE|gsx;Q};J1zU z^6^7Z6F~x;Id$&jnV?OZoK0LAw{sZ9j|cgY8@X`% z)T_^zZy!H>>ac(7o-HAFk|yI7FCLsD{qG7o$QPLGiASb=`q8I9@bOr>kno0kd+_7p`#WN}3a6Aqy=m&vI+aw&JquOS$42X3Swy@oTNX z(gds%Han4}Fk8+z-~a>|=n+Uf^VD-sKKtD1Gt&YUbTribH1trPfXdAfe+)r%vjVD- z;Ze+b%j|%6{L_d({*HqWpOlmY^7AoKc+(3A_F$VmG~ZCgea3wK;p_n@Y(g-Tg)yRzvj8qgTa?)gx62 zvgjM_^ihzTUF|dGnQ-*M=N$u4l2>m3O))xlA`J&@_CWWbl@`W!-Id7NYm41BKmk9b z=&Nvj@opk>Nz5i)bvX)L#1}70x;W^px+o)i@X03-9y9xwQlN2SY=Hw%DcIm=5Kef> zg~ys0OJz>Hy<)R4=8`Y9ytGRf;)&PTV~|5`bNNnIDeN$m4_KhFniv!MdhD~$bLN`6 zFXv|M!|#bV-57OLe4`XaAE#5)zs%@+l2)2id=m8g>6Nmjs=9=&HU^ja1Q0x2>)O}O z@f~Ch1XugW2ilTFjAwuYImwBi{47|kbkv6;_rb;95R@F^6e}bj5!~SRQ@D7P>L8eF z(pDJq6=~RRD^v=R1|w&p&*ew|MeM>3<_MAzViBi8Rx!qS4phISm@a7j`bm*kXNT88 zfMCTfpAdfyBxXhHfhZ9(`u38}2OA$MiN7#PxE zh(H1>0}3P}-m%De%%%^tWrG{9a7I7+5e|O%?Sk^dNGEyKD`v&SJs_kT4`0+S5v6E; z{fURNIO(Er;lf1I_)0cpC@zZB=Y|&P8hJ|SB6tBYh;pkJfmHMknUD@A3a|_#AN7-@ z9Ka5NpcU+>NHr_gPK&$$LrW^U5;0}avz}qR7+?IEin*Xspaa!~TxRi?!64L)ZXDSx zWYLONydq_EB4;8kdQqYI@sENEBt~;a$kzD7ABo&q9?e-9*5PB8oVrK-6f_*DMNL_k z6x=2|tVG_Ld;?w zEZg9g+Xo)%smqN>EecZYmGpfFP-#+!sgixrNnns$ieW)66O1L*YQL)~>XBBhNWaXZMO8ST4QwZ}d7;SYWk zPKB5Bg)v0`*$w3~_i+Z?DNlQBiU^s?h5eji4YOq!C;IS+N!*t;{-qa`rK~Pgd~9T=c-S+}Y$lw231omn z+O$GODIDQ}(m`3<+qO)Qjr{Fzk7gZ7zS#pF@P&T3g4=wOvT9^=K0eYmkEw=Czyh)5 zVd{e({FqR2)G$P3BZhPb!sd`?{-AI90Ig? z^Q@8o@K)8(?B%jl746oWI{MLM5eqXXZ7yZt(9$9opr(x&#CR;)&&0^-e!@9D>rqDD zt>Ljy0@eb8A?ekzmL2U5avdz2a4i2 zNKnoe&&Mvz{)##Vecf}X`=2-=WN_!*$mDMA13EyDbk`kE?e2{E64|~z4!tq~n*qM( zXEuJ|V>v=h$9ri?)ngdr&4BwFq1D?{WYv&t53V&Xh(Qjf^;XZ|<#R;@TwbWI=zt>E zT0}U#DURseaeba=8Mz1l zg>|fUCp;78X978sVOyNKuh%jQe3r?cTHkuG-`G&F$3MlgIOy0r@oZ$ok{`@q#w(Dq zi(Qa~Rp^9LKm|-_1Q%c#!CSx|^ESPEz#-#1CVK#3=!a-0q7TpuJyBW}@SBy`OR8!*hm^ZD@;ag( zL@#n#xDdI$bbyftNdG^{&|a}leUn+9dLLKMjVl8S8xBjlB&T?|eb5KD*$#$-5zafH{*o@`>kcG*2x5SVd=M@l ztfph>GZ%`HK=Th^!ZhX6CZ(!1glNKf8iq%c2DFH|`?9(#JjaNc!RNA@g)_z^WWL+m z4lx9Y6S@a|AOw9uwb}@nq*xgJdWVnPzd_PI>1XX}USwIF?+P~<@$5UKMKI%kIB(iq@h)L7}#SZWX zXE*?Oa0QiQ$<0Vb&A0*E5+n``pP`%#dqWz>tDlN<8VWI%OIjOnc#n!hj(u3JU=#_? zdlw{pvnDjX6uC2gL&~HvD(1vAiPF>&l0Tg_y%aaYPHR+Dj|!OA~RfkpL$8{L6Jz5%9t=0OGv-$PpJ%9iej{ z)z~X%0EPrKLj*Vg%*;%Kj5@MNtisZgUz-KQQU=n*nA21q=2=bo8%bn)6NmzZOGr|U zOhjhz$c5T0Ne~557|B%_#LdbCYnzklBu*}k8RI-onVd-_!vGBsDKqs4ddPrnD}XN$ z21|I;1SkO8P`r@xha1>VKH^TJ6PSD8PYZgMNs=n3{61g*cm`+C2Yx^ss`?g&Lo-KR zFTB}My~LVZ0}n5&xIX1ivW&*XNythg!hTRa0>#FgLQti82uYjED~W{)#X{U+CK%$& zz8pAs0g1pAOc=2=b*a3Bgb1wUnqq0GK=2V1#l8bbIzt7AOwB1JaWoIi-FF=Wul*`!Lh!%c>QQgIzgQMgiPyEX#Q zmkjJueLa*fJx-WZG7WG5*s2M65C%2uF&VHPVfX?$tqoYT4B4o%c(YFQp;O9WolN!9 zAgUjFn56&cmD!0PegFr}b3G7&Pe=`>#UZ|)k{B)j;*N88ht%`X75PEw!kV$5rg*@S z1QAsciqxJm)w)5|AY9eHv{thq$5?GubVQL~vQ>Aih+6GXZQ@niaa!oZ2yohmgDr|S z7?Ra!R;X|WSD-7`3Yg36zAA#&XkAsZLR!OOKMotsUhvV=WE0d3Qb_>UB7Kw2I@ev$ zNOF)f^_WUm>d24WERlgy#@(!VRfTyaL}z;i4|uYDz1)83SAR_{zH=>rxxg*eHcM!M z0%+LQc-YGDz*a2Q@IhUkz*w5~t&{k&;o68*nH^(jC4M-DV*nRrqOVp-S!|5euaKOU z9Sg@fhXaACx8w-291(_KCflK=bl}-gWxWIc8YR%9oTLduC`r`~n$~-2+E-m#raeb0 zp(=P0n+*jVON$3}Fcz>1kZ;nF&@Bo*g^cZs3bp|T1H%b6RNJ+6tE`~IDfxwvxOs&9?WfF ze!aWR1-H&+*87z$HvIw|){U<%pPua|``)wuSJ-OBOa-|dhrGTOd; zRamvU^SweGQr{Q3!LS-es!a#^*ot}oD!A`Rmz^yz%fQag2uS{Y1|69m0Ome}8DJ$I zKhOjt;e*@W`8CJtg>xJRk1>-7w!h^Gg-n1bVvvS(O^-z6U=9Wc{zC>^I9KQK7${ZE z63%7Eol;&_-22N?%XML4#uLrm+!@wD8F}N<3PU~IlcfkKrmqq?MwN}!DlXoef;26HtM~+@)%L;w&FNT;yJ$(#X`rk%DWZHj>*mM%>-A(<uLc zZEh-^1wuUPqfTn2mQtkuCc8{{1s!1FsP697nCiR>Q<((V1q`~ek3#%Lqz7 zVgUAjnfTrb24J23Bw`Cv%E;4*1G*1~unuR~H)MdXy{7EQX_XDVXFJyG#rZ1Wqh3~q zI1H*P=?zOPJrpAoJ4fIK8R1@@*hIvN zOV@K1z$(>p=k9WGwNmNUW$Lc($VCK1aJEud;p+2lHph%06K^<=b2%q(0Bk^$zh<2~ z2CxJfkbyR(*w(PvDbr3X|I1T8_wf>Zl`n4IjmVMl%oHH>?_OD(1R;kjT3MW3aC1R$ z`mF0IY;Z4n@XtYySW>C@1?UPd5Bjil63OuJKo1Uom75L6ztq*r8}YH~^s{(r6xR|@ zR&f?@@p0)d$JWaahoQ0YzQw)uuQ;`4s}2eRN#ipJC(H^ zEZn9TwGcjBXlXutX@ipTDX;R`jHM>^NJ;Q=c=vKJ5A((~b59_1Pf%PlkIj@c(Ki40 z$ar%(ANV=%sArcg888G($YI?;yxfS`!y9z%arjF?g$dVHVi8bi(TMIyh-I;kXAp;x zeT8=3YbdcgR3B*i|4jK0Kam$=CbRI>@KA@gftIcr^-_o0l%E)A@(7x5_3`lV19uf& zbtbW};`+*xIbOf@b5LII^@z!|;XM(gkLdVhGi2W#CsxOq&xaiu3fRhtp!4&KC2}LL zky9ZEZny2*R&w*hC&oHW-&TfRkcCu$G0dXr#l7WDK+<*JKU-)-XLH)*$uY8>lc!JOT@kWiXXTSnDHOsgGiY?us2x7^2w?s01N>Tls zIDkMP2U$1tlGxggEtYPOII4Jskne}8ToxC4p%XcIO_$Wg(R8nJd6bX&ES&i+#(9iT zhf!~{ZcuTa|3{Z|VD(Ui73r$$ER=PlpCR9~^|UZ(DBlu1*6c88@e7?#IPGu{r;g@~06zPvAyk0)c8r)Yg2WCY^rdj&LR=1U#fm6#VysjaFQ!r^ zZ5YOm7DIsyDRN{;S;J21>Ls!h%a$%BwUh+2QzlTCkn!u+j~TK|EM)?fv`Q7xqDGG% z6{WPOQkjT?LY0JQDpjhUL|x5FRcfY8uk0LPkYFs?vS!bsO{;b-+qQ1s!i_6;F5S9z z@0ta{sU6?Ge*XdnEUu9T2Y3%7PMn|sUB+!rRXf#22HQ4m6stAl&k*L$aV>ietrqm* z183f)|4XfUHS5&zUcY{)kKVp_@wyRPNbniBe*2!~_JzyWv~0$UOY;>=+O+1*n;VZV zeY*7L)}Kq0mTj8GiMXV7J9jRfx^VsY-BZ^(wfOeuzJ2RkI6IM|Vd$~>pcgv0dG%Sp;)(~XEDiU?qU0y@VW zcp}2r;y3TLm(Di`QWOhv#&rXqcQ}3D(%4M;B$s(Uv5E8A>N3Nixex9j+p#OKZLaQ&*sr!i-M*Ak&jiKS3qRP)PA< z|CCaH67^?PRY_Hqp@?AhrznL|)m1BYEHI>KlTuo#rI%vLmR^Bz+G$^d6_%-}qn0JZ zDUeA<*;%Gqsu^dbdiEHsim_VS0pS>E;A`o?7EeC(@MDiU2>No6G0&LC4>`dJhg~+= zL3G`7)KOcVv=~~)Tz3-@SYSB(@RJWY2EO;Ai`!YJ3`NGNq{3Uq5xI*kUK@i6@^JDhMKie02ZUO4-JOHPcdQ4HUI^HJ1XySKl)ntu;N zoNYE9lbdnr15$)hz{3peQNafzoUnwfS9^N88aiiO@8i!n`$QT|!#ayQs^iL7DKoHu z9jK6Tz{zkYFu7b}nRS32OU7(wI@{TIjG>T&=qy40%F@rIr=g34A{9g%|4Gw+lC)vW zVirte6HsUZ3RKAHJjjs7oqmF+tcgMuOZgfLTd1h1FluaLGaC&(A+}7k;tY{u0RJNA z!yf{1Qg_Q65%(6vBgRDrH#k*fZm=>-EzTcEgp2;Bn3gKqns}@RALqdb zH?mQzWA!E>;fuHD(oVlMh!x`H>2@VJXV zyptEdBE~$`jK^Xbdl2-rWDySqj9}L@Si-bdoN7Jndj^Bf^2paaX+*CV(_)d1(gBXQ zjl}^ZYk@PI(IZ#5AW~(KOkCd9L$WLY70-y7%n~v{0!o8sQBq*f|0L2t30?$4LYrXG zDkuq2B&`>-SVaX{Qj<)SLTWnUNeQ9SiLA-wDlS~73vDRFcOrrhH8k6y_<)E~fCZLT z+$TT#IhG+35pPEHCqY%VL{u4$QvQ%)LC=Ckf)>t5rcsX7$Iqc!oI66OPd> z^Lfn)&_l4t9XE3CS<_M}cQAy#*k#Ck5$V=@%A=2dS#19Qe}gc@mUJz2i%9G%-`c2bIxV(zPx}3Is*%RngUe@gCs7T{yV$3iI?M90(jvU`;2D`drnGpFB=d zuR6-_1+SFw;YJ^6qn@4ebdcNmsZ1XvjiE+2kmX|OwZK!>i7mXLZ(kyt%Zjt^B-LAIu;}i zGk`g(88c@JSikm+upWuvg;bJQ#dcFBX39k_9_y0K|K22obh4TWH)~`>c{a&P5$)Lc zKw27p!V~s9Z9MO(1GnL?w_4uvVPG5Ez<`R&{UnXyQ1x5H2*V$|rEPHi+2*;B>;RCw z*Kt$xj(gm69Ddx#vKn%weWj>567eo}lB(eBf|pz3y;ymGwK*6G(svW{DfTEbj6-sm z9Qw&=AdlL}mSQhNOWkRF_WK}{%CsY9!X$;Pw@C;Y_`oThySt`0|2gZ#esE5jouj2X8KIV5)_Gq zhH>MgEfyxZ@Wn1TGz(SK64hpw~QY5j7kv9+|!|<`0MUMKxvKo{L z()-B504-udNlNM?wYB)aVa^OnS0dm72fg?!f%{*Cjo`RLq9GeoaItH8(3${MZLKB0cnmWy9zb=|$4XvGkszOH92Kc#IE>Sl#(tRecbQ_WX>8U{8S= znAlOrr+L?`c@^4y!$ySLC5;mIuu_MO*x@-zLmUG)pn@)e2H%whvH6eSH3>Q7LtM2W z;w7Fj{n+W(jh2&{%_NB7|0H~ZBoN#grq*gP-x?Ah#T_5=DIXj9(Dji8V+0QL zp~_^yg=RF4^<`f_{o!030CDXIQ`K1p9>floUxEM+f7zV+2_XA%mHAi%i1bc}fAiR9l)Q3U^mhtlCxi{uC)MdHC|2l-Up)m_yv_@GoV;FdVx!4z0Zc#;K1M=CBD zwRGZtl+TuYmvpdFIJf}d(IDyILN<`YE6e}_q~HoBK(Srhu@wY2a6=59LEY7$G6`1C z2uBY}p11)agk)aR%tX9}lQ@kNGB5);=ovroL@8ue720DAO$8*VlNR!$?B$-=c;Oie zq&$tG7=A)P3S`0^fE+TU|CSZs8v;i1Wn4q{%@fImspR3up~d3#A#DZXK22X15u(bi z+>Tg|)h*s4Do`VyTKYjEsIi~^4VtLAh|5zOadenqgz!dnPpG&G=Oy*pJfJj+!*s{?E zHwfh~J_}Fsmrwd%bO|N8DCdMZr=%g}OEnNKddQ500wz6WFGyunh8|R>qZd*|W@2U{c)}RgsApzo z?=56&@+cCaW@_@qYEER2&Pp^SMr;<&4ftJc_Et!`*=0zS?)2uAuAIF*i*RyVmYh_j zIbzP?+;=JG|0|ATbB<3qIGS|&&fAShb%J7rI7oB;q;}rldUdCo=Hvk$C-#izQbN#q zI;Do(;(E5H>(H8a1&oHw=X5B;j9rg>N=%0Z!U2rsaF*rWxq=KxiijORHFo3jq((RL z6%Ib=MYz}OtlflCC^hNZnasqR$OKJX!Yfo3KZHZoq}~asLc+Y;qM&Gs%8-i!YYkPV zj1sFSa3&-m>)8n89S~e-zKuQ+X|&SKj{>QXE}yiLijzJLMiPz;v_P7znQP_d#+?FU z97!oqDU}*ezM#%Sv;w$++Rk<9Bd(uIh3Qpw1c=b2i+l?|kkO=3$A3rzphAd-Y~X{0 zNSp@c|In#anEo0D=GwDN#H&5f&oq{LdI?Er4}_eFdakD~XheW8(!&_)p<*Sq)MrP8 zohniXd7Z(vC4{K*mr#8}IFLabVA;t@s$AyAlZ3~o7K`G^T#WG=sk&d$${5jb5GKh& z1$D)|Sr#&2R=!E0DqQTlsY0)A7Lx^Quzo@!5Nl>K>m6(+vLfrSV&)}W8MI<++l~sg zrlz&Jt*DHvU9>=KqJtr5WI@&K5y^m&O4J#QTDk&~B+-Y=_RJ_9Or9d=y*^;hk!nUv zSWn3xKcJ~rYNfo`V#OM5!Y*4WHq5}jBFEa7ns%bZN(99&>d)kA!XTDNXivaE<;Pyy z|B2WxOdgEFda$eUNA%)!Jm<9)L_^dFh`d)b&Oi$sNmv30gA#+M%1F?@7>qGc z0}VrfR0ygTmeLwcC|u|;H0|br!mQq#)llsTNkZ#t(<+##*0!F&fnnFq({K* z4s-19LQpD@XXS~+#ZJ%cuIKjH?!3HWCw<7t&e1fD8+u~MtUYHc;EeGGmH3cX|2Uw+ z3~XvKb?VP<*fCk}^M1vOf;rU5JiW`LW%M!iq>9? z799O{rv2Klvf}SR-T~Q`?fzCKvl5&ntF0P3oC0IAVifQJ2Ptc2vS={yU4&ejN#6t` z(Q8i8ZQ_Nsu_ECH5=w$_mS9~(ps?eb@ClD@zNQolLnlr;UA1t>g?xxd=qomY!%a%s zap>@&^6=Z4F6z?q2xpRchQh@P;YjFi$9^n(hHMkR=L1496Zh^$^l4L~umy71f=(9? zT3RzdCwZZQitUv`?9ue1aa|(q&xC?Tbca40ahPac_|5`LTtb|j2c6t%|4bN})%Joc z48{8j@*rPkAqVRrAMzqEYa^Sj+4AosH*zC`<`ED;mVI(b&&4Klasr!lXH+m|aO7gB zjH#6JKA|!a@zP-w8=4j%2g^q+WNGBhax734Gutwto-hytYI#POqxueq9W(v?GPMNr znMepRd+{;r1H;lOI1jbHdg84K?8F|m5FfGYhDkUpv7mOdH(!;3MX|_g6*)%`?Cvn{ zN(X#2XyaAlcC`pMr~@~ED$Rt*c+AK#;qy5DU?^OghO}|2PEa>t7AUmB2-!j@+{Dy) z=$*{Oi7s?Q|FH@k8Bj>{7bdb6ZuI_Iv>0-x7-BRdpEhSk!bkJL|3`oHC8*X)&#IEa%f}A%y2Y$v6*JIc|Rak%P>}!$PbS-HHSj3ro=z139C(&dS=jn zr^FR|v*@O0IHwOCRSQSVbx5q510Fb`ijM&)1kobuukjRMS4qzbb~Z@T039~>mh*WM zc%Qy59B*Dtl!7yy$9asyoFD@fDs%^}p4Dd1LvQV9SH(caQ)$=GYrl49ZuA%~GHo~V zZ1VxKCW6_1t&@!{Z41I99Ko>t_LQ#$N+0k$;KPtoIbH-e|6bJQ1*e5^r-~2VbVDt- zS`^zEJU3X8TE5T+byxS|YTZ!Rvg3BFTOYNDY~ZC)%Te_!8O;bVW0g|Va4E5ORByF* zXY=;Vr>W6-fHCDrsDds$mVSc-kKK8P{P%ya?1S6x*WvkE!!^gyCxvKifidx@XW)bn z)Uo*$VM3Kf>&q-+3_p%#!lQ$P7Im)3NnrVaZ>~Z zjss+7euDk(uRhX{kFU0B2f2_Jx!4l1@)?nMY1bzl8yun3{vt|H0?qhii=fr9xxja#05%*x|CC zI}j-Sr|C&2C`|(dDvb4rPtDRpdshc1MLZNsVC&36MF_RTN4iL0QwHgGCZqx}M97Hh z>ZUuqsGo=q$6Bh(k#?|7c9^5aDooftICX?$*7e$fFORGj3qu%7tv^Kc&Iol`Jw7L` z#tv+RSUQ+=(`1Rz)FS3CL?IQf-cyKn3dzDYMW$#&yJgB~BIxfUW4n(RWVU;zBr~$P zf3(>q`MA$E-#-Et48XeA`%1ezyvw_mAO2k6mZhW_A=E{`n=+;VeB^XFTWsp(LM&KW zU3-Ds%06JYExHveXSrp%TMsqG1C7PEa8PRe|DX%;Fns)>yLS*v{K->?GNgRNgB_t; z`hTa%NJLFI_VoD^Xi%XuL2##;8C3oRC9ra6!_x=Q=1)V{R4@@9PA`6j98ilw|tZ4w+0+lthwTa*<^fNjjmC#~yv;5s@AT z@2JD5n+;;2jw^&6T20c`> zIj)!Fl;hMn6K7Ec+3P?l1)P4EVP+qGxB*T)^2$5xI0FwmkUdbB8*Rb~?Yj=eRXRKG zKjH%H(8I+#JusWP7R=^B2XVO<7X;DsWiZQ#sWg>X+AY?^=OhWmFv&nOQNZ;o~g-?HkVGGc)$~p_pLaP>P zPpT9>!_l2SZ zb>r4lf0UOv|*abH&LVGt1EcQtS8;wKY31)c5>DYTLx`wTnxD;l%i&4fId9*Q? zjy(>!Nk~R6SrkuH|7Nn~mOYXZW{Y^P*~&?B{`n3!c%GyXobOOW4IT;LATBY30~Bp+ z2~^+$*}^oZH3e!>vl9a;h$gk92?+l1N16admank|Q5D=t*`|Vk1)xoBX=9r*nintu z1*|ck%8aJI1uDeIaB_VM&MXMTtKs#A9OK{zJ`UHr0}*R6(4iG^9*3(OehWUn0#+<$ zk-2Yiu5%^=T^65HiqeGx6uq#8_V|H}{aA}Sy69Bix-~gnypcJGIgq~O;~&XXZ%3X% zSMS>9yi_O$F~sSHY3hZq!CVF~%Nq{AUI@H`;b%sn5YcQNV?9f<2pRn72RL4l2^x8i zN5c}|_-M2~|AL%v6{y>Y!K#Wfc-uQzjQI;R0rm!W8nQZ7pmU z4kH7&8tN@nPt;*&uoygFm4+MP;0`w?BpW1NCvd-NV&vqh#~;E5Imgl*XYBUKR3rGPrw~!xl;z`0!3Xer!x)ekcv& zQL1j4Nlq+A!$KIgi*t{(q$Fn1sgZ`yk~>;a_F!}|PwHq#Ka$19R6)v8wsIh-MA9eN zXOLII|5BE-jGxTzJ%5&)8<4^}D!M}i5G06u~xWdi43`HClILKCnN zlxANEdy{LPNrONz+BQRo6|EHZC5H_P0}yZky_i#lbUDso{HQP)y0eDtoZUS8#>G&a z%2(e|6>EMqAAgRNKS5REaDGJ&Rskrb^8^>FfVCK8eM=Umg{0_)+lf+CtQDQ$s71B6 z4{pc;jU#2_4M*Dxk;3*}bJVVOfwfZU?5L%%gK4kq=Aq}rP>#L9*YODBE%J<}yyh)f zQb9J05jn;_NtGBfz@bU*fh?*&TE$dHNj|J1iDawr#3v@d5Rq=|a^4Gw=c(5#1abwRU41Xv#X)?H)2f_A} zZxU9rK%wjbQgIhY#Y=6j*=!>R=2=jIc2@-@Eo?<)+Q1zYH{WQMK1c)8*D@4D0hNY0 z=)n)%E{<>LvfSTDrV7464@G$F1S`r6UgcOcb!BXYLdUa4HdfcV*S*wbv@1toSuzw; z9cf1mM8{q!V_?t$WFTLoApr@DF_X~@N0rm5_=ZNP^v#$mL?jvI$U>#b97Inm0v5UWKY^pkn*nTxx#_s9Js-={KDhT|eTRZp@sPqIx zyxMDqv^66&qnRx+9EW2gTdr)yABlkpKxaQY#MBnNATHs76q6hA-2QgB|6we(#P9XT zY)Ll*!{W6z^tdJkNI;Mwf9|Q!TP}D(vNRgM&R;hSovY|zQ{|5w6T`dmK9Z!JLY(JbW1kVPkt=Wn#t|lQ7g2@I6|4#rOPY6|P@fZ)V zVr&SLDe~5$E4JpCDvvBKPbM@kvQ}&ff#LvWfE(~_kmRKc)23}qPo~hUosx+4rp)yU z4)(4?M0jU#@@XITq5RZ?TL=!nde1+Y!5{cx_&USj9^?2<>Tf{D509z<5$zHrs`@}7 z6J)_gc7Yg<0p+6MMJP~{EO8(50UuIBK6U|Az=s$fG3JiJ{MhI>-fu-BW*1fwJ-A^G zk0V>qrJ)|F)7~XqP7l=3Z#)3;atM%I8b(J#0RfL8lel96_2Kr=V;5eb82N!2oGQRB zP)HD=>{5o6&Tb)GDeXpK6w+ty98AJMVj=D)#9Giw$_fTy{}9~u2?{?bCgKh94w5S1LM~oo zkW3?O{$dvTZJko@{?1T`((v^hBldicK3+q$!hto=qtG1V;8f~5iYh+HO!#DOQ$!NG z0#QCLM-?85;EGQcic8eIh#$bA6iR^^o23$8gdQqpDf^+!z(F6lV=0R=9Ig^8voajO zVI0QcMf3q2$bl4bZr@bRi~5Tym(n|S(m#Cak)A_t^bg`-Q5xh6Vg7FyJ8Bq8#22UT z5}su{w8fWcfJdoEI|H2cx5lPk#5XEK z9qrBy^at8XGZAR;9aA$Nqs`df@x)p}9}@r{36eIc#vlJtump14YEyyU4Y4+;nl!I# z1m!HQkRcZ`Q4RnV?uiTKi4G+B1}D{!B-yYR#_J@1C3W_J9Ml6bT$0K_ zWEOIPB`KyRck(82@=|Q4w+QhM$7QHKDMeajlTt1%EpZ$eumQu*E1d=Wwh}Qbkvk6b zK%de;xg#I=sT47z7qpJ4wqpS+bR6Q)_FM}+hC#MKP7?l2F4ZFzg$|&s>oJ_JqyA>T zE(wz=@fj^}6?OsT`jY{fK^kP_N1`$841&Pa{|6hPWbI65?LMI-CX;12QzT^29AA*F zMzh&I%t})89l1aaR&x^Q(H+HvB?y2wyR>R<(+KTBOzq(v0&*a|G=Vq|EwZVwhO-)^ z5VF+NC(edBd*eBA5%oA_7OT@buT#)q@;OF|JHv&)ijov#(GEvy=p+O^zO#tTuRX7e zqlyn)`e`;mht%d%C}SvM5*47i@$WY#|hF#O0XFQ0D{u$iY>w(p6&>8OVVf zR&f`QfgAFnK>J}Wvn3X10YzA?j5;Azt4;WJ00TXs} zVv|NrufoP~OvQAp8h8xzstF>0f==u7G!%y;{cTjDj!#9!PyaMT3}aAnPa4Q58OKu% zm8CE_aT**|=E(Dnu9Z@Ck|lW(S;oU=MGayuArX_IDPQCnJE2I%1G=gMQ_oc;!vQnm z!&Y-)Y<-~>TCV5xqfxbo0vnV*WC0Ysl^<+jN18T`c;y(vK_B*E6X|kVK@LCeGBaR@ z{uIL(5k@>%$7x3jIDYYZScDm@|Mp@$Mip|w)UvkL91}>`^&ki=GMgmACczVgG$O2| zBitunKVmfbHN*b3??y8o6TuA%)*Y?XUj;7=)PM`b00`m2cYhangO>oXEjByWcyFR& zaT8-TmSd0CP*Qd)Y|KwqOf49zo0Q4is=|b3fMriZd6v$3YDi{hmNRM=J7W)L;d4H= z3_Yf&;DQo6vZwaAOc{uFCyjQauvKYuuNN?Nap4FR8wPu_Cvu^(Vvylt>UN`!1yf1p z82Ul@s7rR*169#T_KtxZrqVz&ksFxd7+%2{w!;>1)NZK*T!;}LdUZr{C)PS`&^{_t z3TA;9cQSxA`dEY&zBPf<|COk0q*_#=z@*WXL}98v7aV(S5|SiIB%&k~;v=3Ub?r(? z;R@OSFAi`<@OCL4X;<*5R1C}t55l;tBB87RC=7Bpcd1km%)kt4zzo1(>m0!h&HxL} zUjU;uoVc%4^}U!qOM)Q}GukrO#%H+GPb#yGEH@>uM!WWXSKObI=2 zC@QOaO~Y-#7kGB1L_zZ4%(vjw?>+!2XD0+1geW|H_PXFV6iUGvin3Y4(|*klfAg2o zEcH^6MHK!Qwyq}u(~=(ip<-Uad-%*+Fcoxcp}%gAx&W;g@>g!ogBTC9>kw2iM>u1e zFKgEbZ}pa+h67M{|Bk4NYH2R)MQP z&`5htf08)uAi`en^$y-Hiror;_VpZNw-07l@D3KkM2w56jSIM-*}|Bk&x(vk?2JP? z3^JMz1R+f30HsqJ48Xt&^$9&8kFWE21z1>cSjCgBs3o5A9)iJy3( z8JgLs_`_DyqHU0(F-)Q_dZfR&55(B4B4H2;L3cAcq%%4P-w}U4BBfCp41_=kVtNAl z7?5Strd{Hujau#cjK+LJ*o zl#7q|u)2I-l4h@SuB}xUtOGho%_QM-j;?tn%kKfL?k`j-J9sq|UV)WoS>@<(L=<;{ zL))%X|0=KZI)7#1uO-HW&5vHjp~jS84k65^#)M!<6zJzu^lloWLr8U<`Vb|f;;K9Ny%Is zqxpDyd{D->6T+(yA;CVOxE&&_lsh918WEoRXK?WERK zS&YCHJW$N-WRK=!d1Bt`ZT1K%SSCE`(AN$x94_4x{c0ArMGC|p24RfO(dtNFP;NWI z|G@)hz!8wa5oW*x)_GZ)1sNoP7|19Zgy{C7wZ>t)Jp63tXicv-YN{OO5-4#orS=t` z`RjUwNR)iB?HL)$Y(qh+Gq#q?Wyn*Mk>&C{1O2x>0!bS5_Rs_?_ zk=Mbg)^lC%ah<5&UQJ{m*{gz0g&mW5q9NhbX!2es=1mKmy=6fI+6yM6U~A$K|JT}$ zRwVH~jYMh{;!HX^YP(!(jyDqP60VL~+!BT97RrjNyo7&BUQBQat{jeR;w z3`4RcNr}5ss%*7sQ=~$1xX6?lW@es{B6E&3$+ISxo)N)-!E(fdgaHQ*{}3R6plN~x z1)fTsO0}xht5~yY-O9DA*RNo^g5ZSjp4qc#)2c;_FCQiiVdKi3OSdlFYIeE$^9Lla zU%G8h*_CnXRJBtwWc=ld*l$v9(jsS@Ou2HlX~Slv+RT}AsL!B3>+01@mub?uLYFpe zdKPQeq+iQ^J*&3u+qhfLlGLfUq*=X`379m=9geWECc$eL`n=_Z>8#VO|~tE}>goOtFbr$cun@`)#(d;&>9 z1@*z_p$+Ne5lD<$6o(pNi1d+0koIJ0q-uZx%al}73C=Em;1SbLGjUNx92P0M)1^Gk z#A-)i)G&bu0w_fQ15_cf*si?x>g!fxm9^He#J2U;ugE5=tX0)0maH&*Evu{yc=?rB zVTUEAY#VJjb^t1pStf3ZnspZ1xuBi)8fmKOlG|+X!h7Gm|Ft#wTX63gcN}ulC@0M^ z;q_bi~nScVZ zkKiD4Nq~~9BFl!kNP`SH`rw01N-81G3tKPk zz8kM>uIZ-nda|(B);QL&_e92DUIT}Jm@xopG-wvBP}y@5~})xnS7K zT-YMQNn#W$0ukT{SGa?~X>oM2li}`gkjpW||4*NYgybey2t)Z%A(;am=P=^AM{xln zC*i_J@IXmN0dIGia?U00podQCK@fsS9Y0_ph}qGO3#fv~Past(NbasArD|0yNpi_B zSRqqj5W=jGlDzNv@|SUep7e%!59$H)nBPO+_PU46x-<(}*E&r37DE`nAYgq=3zxVm zmKx8{4_)><4gNm!8};muf38XA|L$Wi;DE4z9!t@3$dM&x0Ki}#vc)TY)QT1X=NQhw zAjK@EoDOP?H1HIT2ew!oV7ROaS&}kHrz>`Ayc*ukhB#?rf96=rx5r-sFRWjim zCFi=4N|i(nlI)!4JlBWb{lp}ua|C&;5QVu?G7o}iPCs_R2UC_R4v;Vkj; z%pjY^yc?t)p{TK%TkP(YkFe4cPJ4Pl# zp&-{70~z2L4?Z?nPpWazXvm*A&V+4!J3tpY+F z)mkoWF{KKj@uWL+Dum8BQM^qbHN`u zF>5k}(7}Y5(KcSy6ACtyR=3*KJ>4OXpD3#z-H-^!rB$sVLF7Z;%H+`X!LU%SWaaF7 zSyVomuYJgaUnfgDFkqq|%uquWs(^dJe37= zoD+@*muZJ7MN@+~e4z?sh-e)CTbMjSL<-ycr@K(&tid!QhyKt+H9ZD1q(n8AO|@n* zj+t$QIO3OH6{{Yap(rliV;}!`6r-2~LJ%V4MD-yNkx2O?{+Vhh*q;rZb%>;svJb`Rb>X0_ph7 z*<5~h00USG14wJ>|FY8s(TScOqpN53ws)nP%G!(DuY&33$sjPerLCt!J!)tJcNnPl zrm91s3gnK{)gDA=tm#!%*Syo#CKApuzyW~D`^aQa>rH?z@d|}ABN~@S#xa=WY=Z+F;dtA3IaMVq4b?_t6SpK@L630MSV8=baYsEWA%M|iA3=jKO5?3z z;Fw-#re6__1*aw=lIZyvI#F~h{z8YkQ%NPtg|q`6AOpE5;xdk*%l0Owi?4~_9{QUn z`0WWk46frI|9Ij^UUIjhT#zeAC^+$QZ*^G}L30S$W|buqPzPnBBTJkwOt5=muUef)I#xS0@EhFcVdvbv(gYx)f--GIufvEM$>(#jAwZ?kY2O13`FQR}T_K|qbWrZ5kZM5bd$d)f2gCX*CUfb0QtB?wD z!+GH4BUYj|7$h;|(R#j?ZT=A*V`B@%a11<&lV2kxQ4$@tkP4tsG|Pt{;EkjM>LbS9a%&g*3nRnsBtv|iINz7lqfis*l%AsQx}#|HFGfZR&S=qA!%|n z{|q9PXEGvM6P7l%iiluG2k{AgBMb63e|M6Xvq)AB@d+Ro3A%_mMCOZwq!G9ij5)y* zY9Iy&cxA`fNO-1mQO0vt2aWv@2|h7q)o5m;iH-dL3wlr!V@4910$#~Lfi!`285{nS_ynB1aS% z%&}do5I1jghp%7@%;5~62X0bghOcKMO_X1J=$CauA{;|%0aqs)c8azkZUNFG|NhmK zY*L|7NguCBZWIPk&Or|Nwuo98m;J_JWr=S@vkHVWe=^#aWr-oFI7FOCZ{gRL8*-z- zCzTrZp!!CAczJ((@CjP;H-9pJA~%?X=@1|na*4TQ5pi;b;5doED3D26F;|S2>43^8 zSq)fbloSV=MVqXt9fJ^>RX~l^NOX9R2amvCyD$e~z=E2hI->LlOBarLwsj;yjy-ou znq?}uiGu5xo4U!4yE!~M@S99AcF}2R#d(}&(VUo?sciwBlR9_P*(==RJ@)vitd*UI zaRbgmkdDy+;VGWuG(Vw%Am`Ev4+Lwf;2Z4eo{OiIxX}urup^(xdUI%d|FB06Z9~zf_7wVBZG9|VU zCV``h9;%|S$ZsM_VYUz+?WQ5T8be%3qb<5K7e+Yo%5Mr*qr(tYE`$gIdoa<*H73;| zdjq6Fsx`1!q=IQjcjO6qWG6DJI334FPudWM309V)i;~g@SBj-snh}rba$GtSZeWaG zdS-bBbwx)>h02X!Fdlo{kUHQ1jw*Pwu0krS8Fb}X zDvGM8?3kO3nzirPS&&MPooZ;6ikzA{wwub2Uu$*@xfr3^kEhTr|7K^Zh;f|_c>u^j z9DbK<-z2NCY8$qiH@f;<%|>B-xC>1*lT@M|&pNEOhixmyHk3CG5|drb@CsKmRSq)@ z>t?OwaG!t&BKj&rwXv4BmKifdiZfF$=z0lL(obLVCSs{!!zZKi>LF+Z3*&L36K7!i zsx>THmZ+dwFsOy9nxtZ=>KJrO7jy_*wTGIuE2y;++>Tp&1dlq8|6Y5x%@nqmO15MBoMx-R zkCwK7F=>_NgCtyN(UdI-sTDCO73#x2t;#Q_HVdK_?o-hfUoV{GdM~4&%hj}?JR}qD9%8~;TF(HiS zD@*O0zK(UkT%dFJdyVi*5|=O@KjE}(YQJy#2aiBC|0^^Oq_cu^5DCm6J7MsEH_O0h zs=y8$%?>=l)C|Fl%C%uPS|SWgmFmIX48m-;&5qWcapw>Hn8J?MX{Qhkoz}uz5yQ~7 zFUsI9IIP1t%)_nWEy3;~%Ramthf5|5-R|E*k(%y^kK8>WC&1ySJ3X6Cddk;}=D zS*K#xh42R<<&uJMo9P$_daw%{xOB{{z_7Hah$_vtS*9eKZMq1dEdZ36A3i|Fk%zq6}6G0htit24Y~cg^&n^q{^;zS0#SF zz|(YJ`m=HB101ZkUHAd^Vy)SsiLjrh90c*zIpjV1{`ybBf{{2+Zf z4an==(+kUN`RyimoNgY%GxjZt|5H6US8ZTDMaazNA)WxR2_EWLo$D1ln0J7%1{OIJ z?l>OHf8cuuY9Q8yz~LR?bOaINAfaV#T{>IFfKkTcZ@LC~z?rl})FeGk z45&xM3%7cSTYI(#9bvSsP1T6z1|fB_=pRKu%MI!GrXkFC(O|M+y--sD^Ll%{3mU@d zF@wfB1L_L?Gt-v|HGS&TyXy6k;Qul`(^X`mvreJ=JqljgySSe0b)@Q{&TM63-_HIf zeEByI+Uo=!VSSIV%g*e#_z6Po;3Nm(a8Kcr5LQ!K)({aWVCC%+L78}f)>(>WPgXhQ zZf90^N|aQ~c5P;P;NmF`<91E(3#=*hVDC+f?{*F1FyZ>>NaTmz?zr!c27jlB`q+sY z%?dBU41fGm-UL4VpAX(PXBc$f0^h)o9MF|#nM zc1}TzSANgEYYNo3KTkCZDtcSIt$z8r5tsC{HXmMV%BEnb|}EC1IpjvYDX>b1(#NKc|JQe3r)prlLA_#w-LNajqMGWpmn zDN5%~Q6zneS|v+pu3WYj^4pbCX-b`+e0mxcl;~8DLahp2^{FNwu1`G$y=s+eE>Shj z@|onxBG_J5XNARTRwg8`UUjDY^oi?UzJ2}jy~8Kbr%{DHL4q_%@g2sE9Y2QbSj}WL zc|RqhoLTec$zeQm;UcEb=tPP7;6a@lPaiIxUB8Cy8Z_uIvu)oNvqtxB-n;Rv$rER` zY%W!*cu5ee{8WD7iDPU zlxS#_!NCL0I7S*Lom3`DWrmqWl2EP;r4uc;R+%MCF~{r#6lVGvr=NcKVUx{$ z!U+c%Id|Em6=GV+1IAoo>nSI7lagI z$fbVB8KxINRoST`sSxd`EmeLp=_FBBx?~)rVv=jCu5#k3C%eEB%NB6@VP+|%bh>pY zs^G#(FGT$E3jbGPrz$H}oA@XR)ToHPDkY(sHLEVWMrrCVZ@qPFl2r=(WRk=di!5Dr zGqWrb&fd)oHZHsnt+YN&Qw_D?Uc2qH)`+9+Hi1F=O*`%K@PankjEh3M@2YSPI_W@D zue##gNDevf3W?)k`HV{=jzRJu`QeJ&gZRDXAVwKw>+*wHzyD^2VnCa1E)WbM5o^I5hZO!M}%S&Uxc-$0l^>s zkpCjksF+0?Z81g+kO3-CaSTP35p7sn8{1MPH(6*TPp@DGKlG7_(GdkMgBx7n3b#j9 zPzp>4SsbaR;>LqKE_I%eoFr6H$KEky7UGq2RRW`d5)5;Lj)$+ zw2IlygfAqimA0UQt5pz%6~9A9@Rm}%WIbV%HgK7Aeui&(% zfbWDS#T2-}-LPSW8Z=G>8Mwjh#} z9~V|3hcx?-6!ybIj&?LaMJUkD4nP1dmefWd;Di!GbPtxc)TJ*ikrPciQ<{3MYFDJG zjcl4z7kN=e2WS8p%P6HsSxIea+)^ewkqW=rX%|jH206%~Ii(5?k5?TNAGPYoj094U zV`+;aNs`D#Zlsam$i*?nu@7$KqH~q3RZ!eGma2$Cd#bZYStKD7O!$KzrF_<2xR)1I zmgIRwamYSe;VW7`Wm;j`(=m(nt@JgomvAwbFug^qyI2pIzzl3x(z454rp0@}nkF^( z(mwO;#9XC;L^s(-PR$JF6OrfxZPjo;f1z`K>r~DE;t5Z4QmkS0?2XCrssEiAf&ml# zNQM<$HbWU!!C(db;6h(k!j3gG4|-S`4cD_DDR?G7Hp3`JJ-S{V0uc)c8mZ3`(4Zpn z)V>ZvsY>zjQvSL$rYU;jeFf~aoi^=?Kp1e460D&D+vosG8Y)q%bfrNdH4~XA1sols zCJw9VA&Sj}BCU$mtZLQ7hnw6ibm7&~fpsDj@kt^@k+|N`BOD1y>@MC4*HE>Qu0&~z zT}J|m&`pwce5J=e0Q;B19%dxbd|oSUaVBIi7I#0nELOmhmDKvBvWa;twXPM~zqEEI zQU2^Gj^&p`jFz;BQB3$O(`D7R4=si1No-3a+sNp4GveGWIeFV#{r>@1HQyO70SA4Z z;vhG<_uQ^=a+BODIG0ypAR%>8X2R?&G&|Vk7^G_`g%0Kch2L!%%+}K$@^&E%?1>M0 z)4Ngj*1Ek#0HV%3u%HDCIKNB;woH3HY#<5AX~OUaf{BeGV=tRR&9>13AS{gt7d1;< zx^N~yp=~+sqr)7&8{U|4j0+2dA|%eEiA_wY8LybdAE9eogm-01A);-o&`6EZYPnsJ zLsC2r-6ek6pQAtN&bjF3mUn%$Yt!!sx64 z=b(v$n&0*h55gH>q5*h6MjOY`yiu-r$~&HpbzKj0z=A_|p>!U($a)xCGA=s!a@0$cwx9 ztn10Yy-*Bu`Lfco3{S|pzt}m)=z~e{xx?5qJ{!9FiGQ zr+72Ehzes$iK3vgaT%99OTSwDIJmf;|Es2v+oiAgtYcE1@d*s`v5bi;z*(X*z9_g^ zWFDu;i%EFJ2#kzt!n195z=${5c!E*E$>e!$b)D7i& znJ}<|Ie-ONNCwzblU*P}@iIHK<3Z#AH7|HI0?{b`h#)p#gEUA3@>I}R2q|XNjC(Vsd>q$*+Q6X5eJyB1qcUl zkSb)LLuud}*JFlV@i2af6I;l`E%BT@D*wdES;VK@BS-A2sZg9ja+HJkIGuQ=ddoyn zs3T|S#O6DOI6{h1)Cqx`#B1Tc?yDq}yD(&+2V~d_GW!F^Ux=1L5sWV5V3!oAl4X1m$cXTI#@eB>3$Af}2>j(odfQ4^c6Ntbx7gDtw zDo7t(J3U~7@6bDj^nyG{!iVgb<}5<>s+s-3$A#p`?er*I^G+ZVDFP@-mjn`&R7o&o z$ucC*nxx64u_CH5Nt<*w`Q#7>!2ihuaEUh2hkVEzec%Uh^TSst1yJY`Nl=SKe49w| z5)p&S2BjoWk;?3&t4sp2t9+DsV;(Q52_pN-PMnHeFp7t$vQd-@Q`{3?>^{yyI7E2M zen19>Q?2Q#i_COJWU__)Lq^o3{@+9uaQK6@mxrvFPy|g-6w@OIWkl8C2}D|nNBprLBbGkVO2iNdvuK+- zf`ufL2CA5{{{#o5JgrIs3$U^y6eThh)ro1ku;^$7&5BX3h{e0?#RANeGeHWU`!f3T z(WRi$!@MTEWKv{uQk}bl(7ZVx&8AUEt;ax%L?EpT3{3NxghKGl%(zm@NQ4c{3w0um zFnx^=1dY^W4G|Qe+L+VZKp>LogFHYD-B1lTD4+nc4%$$Uk6}T2i~~$Vncn2nes}~c zkin4YIzy!)8RE3#WdEo}wI}WLkAnI=UA@-0iB(T~}T`wf?+OGv$u=Ug; z2m&xjJd%Rdlj4N^V%1j7hgVHo%d1tP!6}yvy~>k;yM>V@krQNK24=_`X0U}z7*?d> zk^}WU!s#O~@e^hJ6SD*s=u&Ms@887R`i(umyOHSBSMsntL<#OEX(Y203a40bIbe7+8WG7dmSUHyAl7 z6-*y>Os+`Y#Bhr6Dc*%$*!2kv$GFT%AkFSoAMTBV_R+0tnzP>;4bv>HLNL1391h!v zM*$ib>sk$$eg9eIPz{QCrIOHMxZL5QDQ5LixClnOTo0P+CcC zR4?cPAL_fe^MW+!f(%Xrsnwyu3p^{3F0SRyumx2l099No)sbQVRE=8=S=F}XFIQF1 z7GAcztr}!gHa65-#@pc*QGf^g$tS6kROo~(sW8Ls1jNN7ijag0GlLoso~P7_)q&h* zB?y`5xM+2;%hid@g#;~;i_Xo3y5R@V1qoRKgRydPzFpTuUUEWpLoXcJzy(Wnjh2r&<=dDs9Ee$MVEbGlC zt*GSW<^PWE?cM~8grNJ(j2+)TxUJjr*z?sb*F;UD6Rt#yI-5nHmd%6HP!9V=4dIB> z_ys5ys;=>HnB?df=I~855d`sof<)B~PlGl3NUuzN;1g<8J&<6kwO~ES;BD>#5$aSZ z0O76OP7>}YuPx!Q726>oRUODe7N+3~G0%5^VVHW`8Gh$s>){_kw#{QhIQ%?+j*%ap z!znqN+@qAWL8WLpH>PajOE`oXSgb{?;!)HJd&A-q)nXuxx3_r$9IE&;0%%)ZV2iemm3&dR_ z>;KpI!`{bG-tIl0!T{RnPzMjyyfUhW0u3rxU@9j89az&PmA+v<+} z;h3az&3GJy^>tt3O2OK&F5qCtmu=HL=;ams<(oCsoJ}qU3ZahKEikaSWXOaXI-uhe zA&IO`|Cq=joMuK<&KM%Ei(04*mS7E@U~%3^zVqyIMrRW~XOA-H(N1S|R_7EJPXoAT z42kD?_OE(=Z64+trqR5aJVPJZ5rKAuDPf#h5QPODh%TvP#2vA~QHe~r1V=!HOHc|E zn`nxzi7d`&jZU5}CWy^7i!8PUHfgIy5$>KipEUMQHDTkHyCtiD>7MXn?y+M&$o~XK zaEP4NY3QBl1f)juk>qjFrdF^8Z$pN>Ai2qeYV@J%gux{R2s+DYd zaIU_WuLkP`Gz}~jI^7D5aa3jV?Tj#>3=?l_*}$JF7=#vg$64-|xh{@|q2Kz&x`(;V zzTPhWRgVtx!8I7DgK`5ePy-sof>(ep=~`f=o#4n$ukiT0X{Kgv_5yLXU^d`p4UPgR z&{|GK0=}~~)F$V17IP#Rf-^_+Auw~*Msu>of)x;e1##!v#;>(ysdtcP*_J%orgLHg z=%C5%_-s#G9rPHHwle_kQjrB`O{65Q$6spBQAm^e~lnX<&5kneHULm~S?*@B6+3TG!p0^B$n)mO=ha zh`_mB(j8#WCUk*}4Bs=3vtEK_WOaGuuzu=nYD;b6GYQmiiB-Tv07s0?K+xch4OC6@ zmDv>Mt$+cIw^q&Tcwah=@fFl%8^=0LYatCf+JI8juIrc@d<2wMljxFy0DF95U<5rP`#Nl7wt0t+B6sWG&gfICtEO(00lYK zK93NT#PgSj`IwJ+dWKt;A29mlk@tMbQ#eDM=a2_G15$Yu;?@!aHUCglLGIpLZcOk1 z1~>o#ID|d&98KT!>MpD6wp=bI^}ULfuNWOvZycepM3V5HQ2+&_@HV6To9ve9*it21 zf1Pm1^&@?Z{O)z;N#vg<*s>pFvfKrugDprnc0u0crDkfU)@rEs?+dr4(xCQ8Uf7+m z-fP^(Z3pXfNrX5E)65X})J$up14ncpAQ+DX7nkJ#ipS~zjv6QC@4(qeo365(u4Rq` zxP!^LZPwqFH6bxy4(a z=MiZW0HLpvl>mrNog{fGXiyYFQK}ZIn&og7!&Q|u;Drxb*aU|dX87P0S5WAMh-{>hh8|vY;bDhRco9V!DyrB8 zjcIJiVG~H`hy;#3`uJmxNZ7X{k3kZ7B$7!gdE^jHI_V@5MIh1Sltl!Ag$@T0fItFW zdif=oVTw5>nPr-JCYm5{g3mi`y7?xYalUy^KA32LCZ2ifxhJ1}`nhKtZTzXHKmH7Q zD57CjlPIHqE-I!1W;);{mq0Yqh%>tkv+1S~N&oUGs02CX$w&-61W`z;OoT}W2_S%g z05!CtkV&=LdJ;;wCiD{@2)#tqOfuDklS5hYB+4W}@yZ9OHyOnbGgsZT%BWy{@`z#l zfYVA&IBA85Twi%2u2W-Svd>w3+`$&R>bm7FZhM_}mu7hJ1zBW*t;Slm+V0W`UXY|F zSYV)iBHCqY+>zOAoDB>bWtNSG8N;VNJj%YU5mtyBZ~4Y>!?w}3SzfyJ;f8Q20~dyM zarB{FALqZu+BODsa1*HyC1wFohP{k2IQc>S?H-R$J;qr*@<&MU{7XK&%_x zI{ipZB~;K!p8!SbDmY0?)Ud?PV(dxD0+kjbX>l*hv*BE&6t&fkiY++(kkjq7CxMFy zZsU$B7DddGiFLuHT?KTD8|E@ENYu+-7gG&u!tw~C6lhzWh(u~ufiKlOrVt79jmS*% zK+r^DVjjDL8thdF)EF#+tl^EvdjG?)5Yn(-v{9MLz$1n{C?^t$P>*wJb~B&hY!F85 z!*!$+p7PjdKXEuudh%d2_8_f^OLJP&f+im@V4)xMFpz+-=ASr>C=3shLW?x?ps{&D z3JWru*`R;~5{XDe6Jo>LXf(L9MIj1t=t788bcL<;h)9K0lG%0?I4ex4k%&Xm;)vw9 zNj5HWSke*$W~WIrY0h(=oKxuTw8>GDl2NrYUGG{~O3a-?cB^DmD{becNP%g0z4M*# zb~l4F2yYm@AReeXAwQBNZzm23i6~a(JXb+agVei~{EoLhPjn9}-3s5diZv~sR7P3p zOCPhS$v$S7gjtSYE-8T?~+b?@Ega-;x;x z)`fu$6d1%P*+u4xN1sDwy zkaay#kshhny%C8CR$xMu^vWbk5|(jAFszk?Ab~BtDgg}02;=B)uf&WJ?k-=Q==+XsuCHgXuN7ate}N1uyJf(^_qv&$i_XM^+$3H zq*~kNwi88x%Kv7>T?$Wt?$I{I|+H^SHB%isDELmVL><)9OiC?M4k;d5EAPF#x}Z9e*QD(0$ug3tIp7- z^QB!M$M6rNa7M?H~?xHfB@*R z+SSO7bvtLRK2g~E*4@fAU^1pGwj_d@tFQ$!__2>+Z`0VvKFzkn1(m}@>o4-Ou4Y0H zmVEBR+Sm?gz_{J*2Hp$YpC|}Jl~b=yT%vx=&>+P8`{8!~=4Idh%)np>(~*_TGkxiB zSpQPWU=felIRJM97k)!Tf*Z#TJVdz6)WdL|&e(`OlX%6UI`Q~8C=Ni(xW*ym@urED zKUN5NGNiy{lY7;TapXCLhzQET+~3TR%*|Ygv=x_mf!=(G6~IA(0Norcna$~eU@ghv zBuNJ9$d~~Z;W!;7L5>I>)+CW&lk5NrM%|U@zyJ`yo|zq=TpiZMiPpiO4I;{;kq!`0 z+6|r^XZ7Ij(8HvCmLaqqo}}6VI0C2WLP*$Ms1Z}HmD)u7U6>4>0L%(BRS)7-i{dd0 z<9$~=5u2{9!tGhtO0-KNOu|Ok0xJ+0=Q*3_g^OJz8zi{IE6_uMZG=3{UcBsuC;zZh zc>!0oxy$Q~M(oLpLFrfR1>fz}#UJwFBn-kOAVyL!Vnx9e2yxW$J>O?U0w$_~^)+9A z^_PDUMkEBBO3{#W%nWld-)tC1ag1M%;Q_+6n0n*^_Q|4*RY4&j-1-?+(A0;6L_v?? z0UH?2gv0?@%^%o^)fq_v{<#tVc~ynLk%rh+APpb^s+^Df`I^C z7AV;jpqU2hmEuT}ju@R^0oLJwVAG|boAi;)x8-AShkdKqh3K zZ^Nz_Z|aa(x_LMEUBKRf~<7NT1y zjBLz{emT$xg+(NQ-nO|EUOa-->;t-)l!u`VCYHuYkq|24P)4O5^!1QpoTc_Thiw3n zT!s)H=weYh$Ic|&EoujNM8{C!SdJ+TjX_-cF(Z#5`0{A;gV~igPM4xppnWGU?M~}t8bkict9SsX$bv_zC*D<$N08cYmEYqTKtfv3hK1He zWn_XgY-op`(83(lh?3}xnkeX@sK^w;BOC@lGPC_94eY35LcD-|~?dyoDQ& z!i;c;0c`}Skc!O0RmYRcB9ivO&M@hDya#qj$A0M4j{nieAEYeAX=yOJ2>f}$8n9KE z&a5-`$YY+VV~$8?uIY-%>CSQH%te9D?M;>SDbU*7%$?b1h9;ltNZ4FK8bpCUKsX z=JZaYRcEi360YWwrHx77{)qq#!#OqKN=U+bV$Vt73gg0Od?ExQTtb$Ri4{I8v?89g z8mQ$}>liu{vUozaYO6~mX#IREVCql}27@ zm<^HGBw&!fifG7iMkKsKfm9+zsT+){406OJeB6-DSjrXxFtV&vg$>Li=7?a38!=`xij~cpDVlc3 z*zBwwp`6dQNX>Dk&>nE#AOX)Qu$_LU7T8=AG%cM9ZO>T&fKY8ez=G9A-Q!5o)^e@V z4MA{%@ZyYM*^+HPuJAq7NW$T6MdB{*agpI<@C4*`#9;8A4lIC~;OBr2XyzstUHE6`#$>?&MyrkS z=x!?oq3&ON!s;d)srZF0NDV)^rpDFSI4iN{%!X<44FKb*c%mfv|eRB5#Q3z$MT?&;O zC}|-u6?@=;jbTT}{bGJZLCV(H718hhx@>!NX=2jsjgaZr0IAj9*G zvT}TaB}Ye0&6FlvrHu*)7kn~_L2vGn@+s;Rj-|5qHb*PZqWOA<6wPv7a$GMPnfeJC z`=#t3=)qpo?}Oaj8VEBR&FnUQ%_ZP$hsYJ%5O4zSFVdw=(Du=u@<;=U=8<4?A31@{ zDeVOJTsL1ZAZ_NDWdT=4APJ)L2se&8GeHZRusqkcZA)qpkO3>M{z;mmPR{*BMg9eA3y_m zKu9CgCv*ahRwJ>&^`$~Zq?6Mai zxi7C#m$FBbHRfWQO=Aaehme(IC#^F}2^26v0%P-&_`JmY|08NqG;`JdZB5G1$|!q%s90zVJ84i|S1BRAjLs_AIw z-HuMAEi^;-_Ms3oq8z{sWVbA&L`BPmKwLs8WCyY;J)jkYfP2fJ+8})8Rn{HG(2M5jTpYSEr`? z$wVUY?vzf~?+NsH`X~SeZjrhUG{6BM0NHU#K-#AO0EVltH=3;aU>F2lh*wJ|n@jHn zuN$bZf9@E9#%lC;TOd#xlBRMkdpFi2qniOLrX3|Y)!f4C4;pZfB`EMi00Khh+E~t`3CptJ8jSuTldf)Ady=e z$H4FSD*x8yl#btiL;)=>{9U(4llOJRFQymJSd&M*ViNNj;cr+_}${f=oNg^37%sYY1OK_L%DQtqaoZ~-0IEfTUh)VY&qPoFqJ zI3lM`T{@#jktS7Ylw3GW8h%EVI+bcwt5>n=lyNF6Re%0~bQL=m=czVWffzC*>}y+p z!qkQ(>$A<-xd{#k$RumkCq#b{3F>s|l8yt15!9@969Iw&HCnBbyh_xkNSHDt{)r%O zjsH)cKzo`5iF9exkS2{jeL6KC*RB(J5;d82ZONlViNc+`a_iT>?*zZoXVUCe$>=eg zJZjXZ)rp`-j}FPxC+4Gay-L=PnW#yH`nc{R9eV0XksR^kC;W~Y_wV7ykME|>c=Gk} z=PwlLQ-A;dBZ(xnLI{K|KRoJ7WRg!_>8BrL{gVXQ*NA&D$<$olYz1I86$ zY|_appp*j2DdQ+aNAT9jGD|k5jB-jTzzkE&F~x*p$2g#<0*Wx9Xmd?An~2lRIse=A z!V5OEv{TP3yy(IUDB=uM&_M|m6bpa)DI!oLpgfD^ie60$W+r!HI?Gg zPaowp(?vIJLQ^INazY?gAH710SG9=3icA|q0tXyWbwZ0(SCuuPKQ?jVBOEXqLZpR| zJys)RC)!A(kBq_9)`n}Z6#}_rg0LZoZ!aOEvAf8XDyX4~T1s7|)M@Iea^a0v z-g38^_a?Rsu~%Q5>Y_?5w%qzktsC~uso%Q}c#JPm5Rn9tOfo49F$Qj`Mh2T2>ufSr zD!VKLilgF805CoSO|{iZOATeyeEY39+hAU0H{Nn{Zj#?zV=uTqAh9kNX8-5`=Qie? zO9T?~kS@=<>wX@wxkh{A9#$ z!B&7~Cc+8Ni=+=AVboBKIWBSV5;ZPKh93w|v=P7*e{}Ih7~N=l$o+1daL36DQS!+s zjKo9B%=1VR%EX-v{mU+)j02Ay3(+!5FGwfT_1C3nbMil%0JF_N*QE1J-RrcI4LyOk zvy0mcExyo06AhFJMm+_U(n=?dqKoB4JhU1-{7Gcq=#kC>>||Nk?BEgR54C5Y?>4t!uu zPVoht97X`SkW6l>lqNSxvphan^NA##zJ+$jfP zITc+9b4F5KmWtFlH++r@q_bs|#x$ihOimA~i$ff`1Uq4}N&j|(_yd~UBq!c2lTN{N zCZGBQDC12tP{>o1sgTfwMzsoh(0f!DFjYNHp$b%2m=&kGCr(Cvk5#N1->U>dt0A0^ z398x^_`p|BfoOq$A1Q*gE@G^Z)Gs9W(;rDX!UQ7#kfA5J76QGcEqZ7ofiHllx4VGL8=a?V34CFHR)73sIL!(@T6pE;Z4%=!GOI*EiJ`KO2@*0#t5JWeSsJm zJa7O6-0&tOtcl2K;6osO!Vxtg;#7G0nUgV*s;IeHa9%^5C`yrLHM3bFvZymRaB&nK z0>>GfLmDz7Z9%%ZPAgu)4}G+v5PT2>#B9Nja4;hmX#Yz@9mf%lJP!6fdmP&zkM!37 znT?QztXdyNxt~v@ad4a9PkE;Yg4LW)*6A%PNTJOJSl?9#Hp6V7hL%!fex+iungU#7>&bBp&XR**j-?K~m9# zE;Wybs6lCpo89!L6&l4oPB|}B=)`8NMztv`2xNT&ffV^QrL?Zz)Jz-nmVhDnv*d`V$*Z%<^0}6=^l>t4zp^A-q)XwbY6P>_B zO&Cx_sdPp(Rdq6I_<+^mXmzX0sTmcMI0>+ZRXAf^+ABUZw6w03t+F{|F5vc{PGrIn z2k8et90ZPCMB=ZLxWqV;L0H0aVQhUoP}}+dxw&E1u>?Yrks!B;2KB?TbQ{nhz|*7^ zfnht$&=8FD@Q7r9qqLG!5^6)qg~k;La;9zVl~kEHD8X{Jsv}Y!)&R^ENl8kU zRE1sc2-bN*6Pb$Zx;fd7PJj5rAcl9lWlpo1!V6xc>=cFAVb^#_u;w*M^*rx7FP!Sk z)b-dYD{)F>p5t8~KF4>3E;!+wNI)+V>i?Mr{NDFf{q*M$28wTd7xaGB;@^S)H{lq> zfPgEZ2ONT+z=1y$f#1@oW@yY43moF399~zu8bQ*CZybU_ju#NV!f}7ebfyCn`AtTA z;|A2A6gpVI4SSrEmnOgg31GlsCLpuQbb<^>R&vM)AOJH&;>lEPjg;>|9WYi|=l`ip zlPAGt_9%T6VCDx}KSAa)f5NTI$%QSzF*sy6s2{Mn#4Et@W@Mc05)Rh$U}H3+@%$08 zM=JFo8|&D$Wsa2m*~CHQCZV+LXArMl5{Df02)xDU5u;^Bqf2XeP%;TdVi;wOOnpi# z@o1GU(zWI^*J@bGsB^yzHm+~&TmLAvsY*NQr5Dy zu=hs*e$W7$zkdKX$%F-{z#vF88Q2=Q0uh|8BMg855I=bWCa&TvZYeNM>D;D4YX5cVTN+%E?=z6L$K7kBs?&p4@=0xTZRHo>f=&H16 z$~dq+Zv`#uEp*oi4tzZGp)MFO};SLHxFvd== zI;rg}?d`e-LrjP6*angA4*%~usn8CsNcxUHtgb&Mgg|h_@HPZ+z#$nZZ`B0h5iqIK z>}E+&tClcC3`VbQN)1O)sgP2smcpP40x`Bk&(-iC4-hfdcFRjzNA&k04d1B3~&P3(JCsiT)skuPVNC`3ND1fF51y1-VrMr zW2mSCr*=pHT4Coz(EsMF0_Orm1y?Z2rVff?a0Y2GHEs|G6{J6`E*E}qjDk>UiqPw9 z!4{YS7BT?`>Eo{+0qpuA9CD#=V1Wv`#zh(j3;9m57K;qa&-!_@UReF4H0D|4p^tw zQV-Z@ZS|mF5_v85fM?h;aZXmzO^)pk(m)hdQBc}MdQP#rhUYF91qaCAY5fq+=p27rx?SJ4kGg-tY8`KZJ`*-1^~z-`sW3vQ6oe% z|FH2IFX~#p1^*7V1rEFs91{%wf&dF7fB&Ji8eMIC9*0ZcF-jngM)ZeG|z z9#QND{-qw{LLc$bIFpm3PGQD!;xKBUIYO}JtU>{FssSdT6Q-&(jONK$P&iNn24m(r zW>7Ss!v>`;2hAw2_+b|^awF|yL5i?Hh$gfIAr9Q2Bo*rs!j3z*!zJT`MOMV}WRmap zFmejSkaCjLFi+9o4Dz~ANASQ6n1n;NV;2^$mf|219wBI!GS!~4mMjnSWMnEO=Sr^9 zN^VQ_bj>SY=@4NpD}xF3bW2U{WO7zV_WtB8jkHa=z?l9Z+3fNz8Kn!lz`HCZ3Ys*X z&}mb!VE;Sjpa|4y7TE`U*24)j% zy>T`Z>^3#3|1b>1EEQ7;P*XL)0T#h6gkfA@l~iRFUQ+d>=n;i#>L;qR9sf3ifNVN* zVgLf*5+1<=!~&_v(=;|RShq|#(B?Xh6|IoU;;66^*iKf?wKIdTR&ss9fK zbU?+1Kso^=#dWaAb@I62T*W3`)fMwf2|WJFU3s@g&g1Xi>?Wy3TR#*G5>Ipx1Vag@ zv=C=SF$7_waw>B~Mz0dmAa+WkU}86?VjV zwP~HAR7zJiys*h-t7#l!mP;G6+;9L?&eUdgk$QSDQ*gjh!fjT57HGM2f%S=Kk5O2d z0H8Et8O3k>p5RVz1y`n){Xo-d5lkbp*8GZK;JDVJ40XaBb>UuuC6WQ*YV%QT`2Mhk zfP&x%1Yn~!&QiZ2h=q8FiMWV`I33i{0W1L>+TaG*f*kwSZ%NEvK1di=$p6Kl(-5FS z#Ws*sQ|_b=x8@umVRYaXGN3DTiZjT-76fE8u0|t+un=@cvWnGnv93fySL)tlJl;lN ziKdFc1`GMfT9frVT=#VW2|6}UZ(j0tZ&!E!3_{nn43XwtiDW*5(DtEN*#G`;82(0(^L(AS+t>TzH=0Fg*pd;u{)j;G$dPYXNB}Jh(>2gK?XmdCk{`!L{x0k`!C^N~mB4_K zG=%b4^mI&=J8;CbOi4v^3%91ED^*99XZe(N8A@Oemsw3Laf$YXtxix!4}yo7=~tQ3 zz?haRveW5$o*9~@Ie>?t39!I_A0Z;fluX&wOZ97c98-aj0RO)(c$_g}PJ!_lh4F%$ zF@u-Z3EnvwKLSr*AWx@Op*|u9`t-mas<^?$>=IfdZg{!B@g@4<;Lf&&nR~hiP8=nG zZ&3`0FM7L)m>b9;<2n@uEWs5VBveECIA3}$7!XxcnpLrrEUuGO)4O0=`lztmrW-@2 z79bgTYL3qHa{o#=<{%TmU^|Q2b7wGg)gUr40{a_@t2NEv58H0g7hbax&Ket*Rqc}nTc;O{c=;ZEoE0W zo1|GHV0IUpfJ}c@fvtdNohO@d79uL*-QexM6w2KmxLAy(7&SN0tb3vY2it~ z2+V?wfS=@)z@%2ui(t6luZ1CsfVR;=X1H6X+fZphqF}+&sk_s^QBos1ZcR$Nxx3W8 z8@wOD625{SfI+Cv+c@WYEY^E223KzjH(p|$;|^DZMtWYxB{9aKGw2Ly_M>Y4ir5)^ z4&*=p1mF=4{0C_;G(oE=3&FzgBnMEQN7{5AG-^eYXEW%jY*_`PuzlLQb2CSYmQ&spUgxOCEazME2ndu44 z(eqg~u@R!?Z&5YDL;8V+*;Z`@PX1t`A2{99&7RJKH^N(rqbIx$AUOd!374OzuPzxI-wJ8)eHpT zC&@#OgToOFgQuR|sE2R}r=6$WV6f<8KU#qm^s4`n{Da%OovF!ilj!V_5g7{$p+(N! z!-1qlznXW|6-G&%?uI0mRXIR3dF`%JNvZ%0S{@c=O-%kBxJ-1k_^@HQcMvnSu>acO zQ74rak#rV5Pn_wM*nkbhaubOOWb1@u<9B_h&9X_w*yw;UOQqVR`O9SyRCZCF-i_s5 z9_Go-djKMelYs;WGC7El2@)hl8af;TamYd@1)VT4vZKh3h#ZIP__*;Sj)O)HRwSrJ z3rUb4bBtt?(jZAAG)p3Uu>*(Bi#2QFv;j0I(2qik3JnrOPBMDQgai@7Dp@}zF=E)L ziZ!d%pjMwQO{O)h*s)`SU>QMxL4vhx+q(aK3pcJ@xE2m^`-V5K-o1SFawFGB!&(Op z9uV>O>cHH^j2kC~%J|MY2+r%BwqCy%2h zy!i2I-1M0gsTC`J;96nFKBG6rfcDX+Mi>Sjh+r68B#0mv z4mv0X9une_hkO&_vBnw~%2&uB{C&tDasy77VTKZR$e)LgFvCwj{S^WujB!*E1{mP< zvx|XT&?tozRaD_c93F1MOh3pBf@J@aNzPb>k3T*MWfXCgm|-4DUWsLgdN2tk6i`sP zh8JRvIVP2C1nFg(J*LSfn@zmg1e;baS}lZAtX_#5Q$_&MF-))Qb#O( zq)|>3nN+G40+j?SOE~mE(-vA-giuL6jmpFhIKA*fPd(*e15ri^C6*0O$w3c2upnh^ z5K1V)L=Mc7CDv2)^aBUE>aJTAQfMJiTWfXQ)mOdt{)LGK3Y>BZ5JY5Vhhp&#OmM-m z!Det{$P06kp8NDHCJ7n8h5kH5&s6M5lue0t^6M0=NlKLnp{7 zmq>GtNI(Dr2*Km54&UVH;Sjb9|#ff(X{0h;%8 z9}6<5;DZM~2sYSNTv%Zr7n-;sj7WZnq=@#BSmKEug1DlQFUA3=tq8+1m$aqn$7vSYkbR;y zHLCgNYUYv9fVTFvu;H<5Vbf8BE(FN9VaSeZTbtsJBCSA^s4F74ZWZhrCiAFy}bH`OOQGQ=R237Y8UbNtQo?0xLO(OV6FD z3#2QZ?@nh+Hmpt$U69ljy1>g{{&FFD&|MlXrOZ4XiV4LN2tkaODI_>gd7av3M0P+C z>79xsy$T z1*pGh`O^pq9M`&p5DlgT0fG{&XuE=d7PSzOE%V}_M?VVEkbcyIfYAV99uUK|IB}ya zO&Ab#2veA5Ylki5Aq;O2L(@d&rNU?n4nG4^9_qBEa4{lLCo{yB8kJ*4Txnbe5CAj4 z$c%SzL3q5o~+yJ8d`%H5qri#JVGk`xLYCO-~}mQ;aqc& zLMAuK$vE_35Pu+CGWf9x#3d;bi1PwyQyHZxQOQcGeWjAN(XG%WBPKqdpcAUbVp3&CF)Y2Qj`;_St%!2;dt8gW<)mCP47+wodr3SO}+;b zhk!(TfCo6BE$}+3i{k|ZoZ^%a zFRZCBW*XBR2eqazG(=8g{8G&T6{e+m@mw@!WXU9zrKgYq3XKXcn|-*&E31JZ5-|wp zFd&HufDTtj;nkgmHH>66t9ZD8hd!Y3lDm)^Tb&kIxZa05j_gla?OI1W(kBmI(~%zk z+~))7AJv^F9cDRGEn zoTndGg-%k*3v4*7ZI#4JC_K(fnC0!}%=BB~4!2NVVzqIJY0N0#X}Zi+RG{df1?2xJ zTTv1@6b`P7U4cYlyWRCJM8M0uRC#kGr5Yzf&^xQ|ZBHi2dM`VRh0pSqBnRp%NlN_7}>c!4x%_=GW9LAEF$g&`iX z#XrgoZUiO)3g|eCTb$&OCoHK90CEg_Y-1g(T;)6@gvp00@+FI$F&<;7%sJNNxJPOU2i(XQ`q)YwVk(3qF53 zVGH|ZeowSugagN*2wC{n0efO_a#>3V*-F>CP5>;1vYRXl2Ft=LN>LiH;4A~!G7&3& z@r!4C;|Z|;6G1+60T>%M2N^ejQ#n;*DYtSfXJb9~V;f^Z1So(-MN|?45Q1Cj@grXd_jT9IH2i6@0|UrGK7D%R4C^VXl zAu`I?77EY^j<8ntc#mO}k6Y7^4I&0bGdRpZ4>S28Fj$a>#&uq2g9|w!c|djzS#}T^ z4bgB4mjnwI`F4gjNlB9>mtgcU3x1Yhx_m1$8Fg^axUF`LPmAmu^ONSkGP z8cS6$rHL`8`BM(FjjO3+=+K%HV}L0Yfa&-#1%Rd(v!{~bFrjfS%pja27$Y%4R%OLC zeiR{zAT`YCoK+K@c*S*H_aXA(24cVk3K?g8ke%B3XJ~f>TUHt8;sb+#okkcp<(VZO znVxyTk%#jK?U{JHAP93H6_;>@wIl^Xf+Xx|B#Wmc{mGK3W0bb#lb7cOz0?H=Iwr`p ztPI+qwSxpvK!<`-dX?gchhiugdMMQuh*|%sP2Fm3&-0<=1(xZvq7U&+C<+TRnh~AY z1Li6d@H3b1WpBq4E<{0>I=Z9J2Ym%LKnt}6?IWZ$kp)b8rSu>NLU0MN;ELb3i!>2_ zSW!^JSWz#4eh8F6IdD-z&<_@trCPdh)`FS-=cNV%reW$)9>fWsX{Ij=8GRZr3)52} z$EMn-nh=8y^Z=*+U}H9AfOQIU7=x!AQvkMUK{C4-e+pC4&IE=IE2w@Sd`jU@(~AOpaz;6XL;ZTo*Fh!5(aZH0}K!W3(%eY00uR{Iwm4H z6jDe(nMl|PxUDLZy;?W@@Cuo5tGWN0CcMg%q6Dl<@`YcxCTVh@o5KbIiY3QNOuW`6 zWb!(&GbWPKtVsDM(Ymd}BPfBQ1;j%ssi%6}Dz4221sd9+<4Ud|Dx#*65hV%|>&hwZ zN|&}WJ?plu51lFPi?gypaNYAk6&sRDm!8<>#{H_z>AS{ z7sFEnycRcb3NF{CpP_&~t3%!hLorm2l(8CcF`MW}8z*!M8{B_OJ7f`DWc?=qQG1V6 zTd49uc3kryD##zO;1A&7wUPfyNH78-KVvp#%LQHlSaFs&4Y^lO!Ua|U1`=R15pW7O zCIxq3Qr;7W)ClQLO(f1n4N$0m*Q zCPcZc%}RL#dUlZl~^e$lyZ8347;(r5IFFy zIG~lb+Yyc2D!FSB8iC2Q@(~^}1SqPa?%HlPQ7l5LeCnIL<%Xl?hNBAwZwXNn1U3}u zOA}f^u-MB4U?7Y^V3=Uwo^+rD$csS6m=uc{vKE!TJir4=Py|ZgKj#7m@EgBXp#sx9 z&Gl=|^GgHM90NNL1SS9Le;5;D+2Fro$_*`xz~>wn9n3MI0h$>M7e(6^GKQLNnzIlb z!E@?kKh_pXn=sX=QScluH}{SS@KZ4*R0&`JZ^1GqJhfGn!W7~l1(G0OlV%sFjAODjy1>wAye9f;-zchfq^Q*u7`wiKE+qtdVyUp9W4Z!FO+-(8StijIb zJlvD1+t7uY zb$Or$3&Mj~`;U$n+#qmdf16A*?(P6ZMja4Ju9SGu&x{~31tJ+YrXpgZxO2m?(1)cxo_^d z3CjE}b>7UBsimT=1efr!^l%B=tJ>16aADEf)jYq24%>;|aP?~~8FjJ*Qx~`0+mlY| zza8AcecY#UjpOLfZ;_iDb+f6-LOO(Fa4Nz19Ag#y76qVD{>;w!qlNVCM|9`tb-)UTDp7K zYc*cuuH&r0r4WU($O|#nWqp-tfLx4-d(>s*&lA^!ay+Wy^;9q0*i73H_vix?>6GsEylv^1j?SMx zFqzRq1N`a&s2T_;>JQW0K0BujT&HQ@8s06!wLTdd0vA28$4Zs+S*+ci;eB9H&% z50wR38vRy`w2>8_!k4Pw);S^m?I6)^`8@DKLl)}8(U1QUk<126$J5aF^_B|M#2 z-u{td2qvwj;f26Dg}?^FS|}l|CUQb~B+ep~cH)F0YkAU3^e!e*OFevtkqg%Pg#{*dq@RF>Kg~@xq`HBTu$GLD;ZI4`i&bW4N}F9C0o|)S+r@@t}QF$6x+3i z{278<*KXNrclGXV(=6HYCijVSkAgFJ{b`p5nuX2^$Iw%=5(Q75LW3^(>&H6MAlbB)FQ>i6 z`5M}N3Qea@eYO}ex5YSTPTTfw-c_VjAz$7+c`0GAAYkA0^IQg*5gZUOVUC_SahwAW zKFI(7>GBY8z&zIQ!i(n;?C(DY11to%JmP>tJSe1q;zA2A)DQ|U*ckuh4-h|m1Qu98 zG*OQ(G;Cr;7FX0TiUY5Z@ro|=(1Sq+ZPZc6E|7o%2_T#BF^UP&R zNGPL}GRh*LbRvy3=%6EwC7oE3Ng#(1b4)VJG?PpuaL7_iE0EY>%p&5HbIv$-u+z>W zT*9FTC;IgB&pw$D^iD$W6e1dW;K=jNAqsW$P8^tMXi`cWTGR$RF?}?LN{x7QAW$(K z$j%pF==4;C^5n=Mh>X}`3rZz=D54%JqJtonXi!3vkm%{BA6Pc22v?ShHCBZfc2FWF z7-r(BrlF#hcG_uGPy#6imKtrUs<`s@+ibi7Yg=;5HTPVy@x zh@V^}wir6@mU~XQJ`$;}y6be?t~>9*D^CiVYpxkR@xnObDFfOF*xjb+3!sKM@>_#H z9Q_NBKmiRr@W2FbOj>C@_?ym)2{F_#!wos~!aoy1goU55|Ih<#C|Xo|>!-btvBs(W z+fhe4qL|W0B)&Xy?-{#T@<}M3ynApUs{}F%EwaQ?izxbBvP~q4ICFA1=M-~KE$OfV z2g!$!^HIrW_1P;TH!OSm_y7N=s4HLo5C#C@wJ-ykO9le`Ujek0fXsY>VK=DE zW;o-ofekD)PANcN*5$BGtY$UFnGVHXGnyB)k>ca-v7@RGL?Of9ccv+9&Bhi8x+JVYT+kX17!VoGGO zL492ICn#6<$GjSHQ+;>iN`osoEApioFcrN?pPo7>01pg9v zPkio$UiM-@V)AJ&5B_s63^ZV7GJ`L%$V(~|)E8j@BbCgw;VtN*PY8`eLKB`aW-Hu{ z8?FdL86KyH+`(Z>OZ8CP#7I;Wo$-ulewc$F*_jNHsFsA2Rnx z8)-=oc9YVN^v1Wh&ggMW2;3qW86`0RiBE}BoRa?3rZ-(uutUfs6EfGkSH7~af+FRl zn9#{W6(I<#OopcJWZ75la+awo!V4}t5P^V7mz6?nXhF*og4o~%t)i3?P({7rY2*dY zdzBH)=gen9L- z)1Ct5Zg<5JPVOHFIj6o0jbMqbd1V zNnc{}TbcYMLERNfW;$FHBAEupHLg!qu!5ZiOC~vqNpzcpY+_|6O47{|v4oN=EBuiR zGlx#IonmeGj2SA^s&=%MvL*P4Rgmaa1PowU0rx8Pf|TrenYYC)^mfY<6}alR4~fYR zibdR_1m(Cm0VnyCJI-dQ@45e@u2vA(i7u*OSDxIcr+HmH-tw+1F_(EYTM$}nw8R>p z?u8ex_tN2q$+tBVvu`3$_#KReL1VWe4}S}B5q=;;qyn}fflp>N>L{%bYgnmntc`~- zh{wT1Bsa~HNa3b1z{2k_M0In@lmpO*27hQ!j*^(O*Z7;plnyXqNz-Jbpl_p)VNVHVRM~h z6y?s011B6db#V^m=>&zUHQy-+LP&-`ETltp13&4PwOi&bLzc{l(;?Rp2tF zlvl#6pc^`ffC&HUxwAh5t<|a&?|Hg)5(4QO0Rb2Q0_d=yngAhitx2)8jW7rpP^N|W zy4->Y;o1n~>H%hQrkJ3KoWL|pODCR4u8EilgU~^{D?$>`yC5I~-Yb{D6TELBJjjbe zc)7KAX%{Ipi^r2f$upoWM3*kS3*)N+`9i(=La9E;1KP_N(F2btSc8bD$OJ|5A;hP#kX%)T~C25?ZgE+ED5gMw4EKUEw{^rJ;r zgvI|@OiTDPrNW65&*>aX%A}H894z~jn-fN49J2w;OGml6&FURZnXG6e6wC6ZP$`rQ zL=~`0pQKxfJ)@-;;KpJR0v!;+Y(Yu{Ab0Xp!yNpmJ6s7G#k zJ03^^Mx(SGq`QJtfo743f%K+=B(;QGfg@;0z#rF)-pP<@=-W^U5EAf-be9LuvBK#Y4uAd!M5Bc(qX(OT@D$e|Os#3WwK5@XZ?(?K1+EEF8r zg3R%h89l(wG9^M00y&@ujIcDr9MU^UmTMfQX7V1%7!wiPWJ9*|a+os7)9+fg!}r+-#qO zJV>12O>|?zLy(4P7*s+nR6{*fLX`$-IEGeRPDe$HYN(e1@`p!liso#*NbRoYBo_wQ zRJb^R0T4rz?4dH$&OG4GWZRf3fQ~+RgiDAa@|+FxJkOO;nnGBEI2e!dXv6=K%8&Sb zu$#HPB)U)hoC~vXL;wv?ecLxSfJ%Bh&@^BJEI|>h@yZJIg0j()HhQD(>yaIc915*6 zLL#I!;n4F-Kf)PN5_Oy}36zF-5*6*7Fe4K?K>{NvxlMvmV8qKArJchnGrruD9knw% z5du~KQfainAqAd38=eWIGaQ7{mB5wJdZzB-Kp_yyvKT=D7|rbo#}VAHDiwer@H%;1 z(46PoLJdfEwGbV zW1#^d&;Vi`3y!6LLGyqHn9|H7fCGL()p{Ee~A4VmJN{rH1d?T1aUj<vgc z+wXEBm z;JV09rp?+~GiEP@;QnFev(Od+@Bx$b;8H!qqZwhDDvuMsgmI9e0DBO)-H!vi)m)X~ zD$oyHO_2B0+ai*JfrA1G>*c7}DSzP4u|U=}(h+41xD%6+4uML!G2JG{lF0SSII)2= zaL}v@#kGQBwb5c6P*<@u*TywnBhy7R$s{vAV^TU%Kz_^5QLG+d0ysWtEqK?P%iROi zq`lPRfuMn%`-qT$110dwP8kT+aUD$gM${?@Q}Ilp_DtYnOz@H3XX-5QVF4kSWFQV- zr%nI@&}5U9M^4$_P!{F&tqD_>iBt}?RVKCiMP>i|&0nnk30aoqpSWeVwq>8yj{I=vnOYIuo6@MLhQtsJvzQOUEnI*L(1-hHByLuLZruA@ zxF11iEV#Of3mZ5zkyeb8a81{C?UM}k;x7iIETP4bOA{^g=#QqQMj2_vYGXKl6&OuG z++}GT7~L(%W6_~WS>qnY#M4>NhUXiav(*Z5hD;;AAn42{IK5p3o)t{c8WYqdT2_t|K%7JB{BLcx8?F*|e7Bw!USd zU~8O+>)xDex(;S(U|_snTEH$BzJ62;o=Cq|po#h)g((*X=!;XRhH7vHGH8YC#LhBo zZ1}vr^3abwnC$u%P%+LcBp4;= zE*spkmhRjEr$}0r$EP_Xp1LYFHSCS%3o&Rj*xa zAxB%BIgjl)@~kpFC7;zkl-mP~;UYqiDR&MDu@IY~stTc*pfp5{{F$^EfB--~KkDZ$ z$fL2^qcb09)4jhm@SC)8#qcwnIKcuPH~<1@?Kr%r*LDAhSW{z(bpY3kpbCL4=wy9N9b(rs20vv7cb0-A0TT$w z`^{fyA%SS`d%tIE-sJMVFkov(U}4U72PXHk00M4bTEZT$7Y884SBnCOaU9oibcc#1 z;^5=3<_~`Nm~t@kh=V-%5N0rmdmrcD*!NuJY^YIZ=U@W^nJTIhcqv#9Ozz>vKMO~6 z?JlElK%OWF*pQ`Q!HDi_a245$U`dotrlu zUK&R0e&gB=ddFhvYBYkw@~nkLI$ZHlkO%^yQvxuEdh_-bkVpnt@Rj2IrLA8TfQXTU zM~{LA59Uay@I{P<4j=zEeDR`(k%Byo7*PT7VGtoB5`YXTawN%;B?$}&kR?gQgD!i( zh^a(HikdcWk}&atN0KBlfBuxHfqi;pf66GP$9KwiK-=%9<{17 zjtnpI6)~uz#X6+`=pg*ws!3tfd z5bD&vf3NZ4Ud=%>lAKTQ-Q{{I8$UlB!+K>z{?q-4b(bTGIe9gl#+41;>~ z*F=Cw43Qy#OgPb@hfZ9y5r;)&-@FCnB*LJZ~U&D|xMS`iP5@o7HF+l~DR5WRoLRVMWG^?#%fyHP7 zW})SlufPAoC6}(l5?d@}l^GkJvCD=egJR4U%Nev|Njq(|h$WWUW{>IR*(T)Tmut`w`6mG0h8#DbdqZ@C)(JLHq#vzwnAdbTFaf4lE9_1JE!E9d(B=9$CbaSMP{}5l;+Bq!UNt z_=1jF^2nvxQBG+@*G4b|<(7AT*%3YcWKre|U^Ag67+73#2`sQ&62zBZ23j~o6Y*(~ zp9}vPE>R8#U6iO0i!M6=q)9BE!%r{)mBS09rqEOpJn#T&sH1{j6RM_`kg86D!q93| zQ{7s-?YM@;D6h)!-n;L=1MhpVb4^>k@yuRJtT6sSeEhK0I6s-Q(T|k;umyy4?Pc0p zuNQgWiYD&3sFi!}x#>c;Mj?OL(oZ<@<{|KJ0neYBae5r5TOM)r`y9a0`6fEpxeme( zW*vo1;6QY#h9Uf6h`bzN05SW6#oE&ajd84F@&TF1Mnb$Zq_|GbDsL@S!n@`E%Z=%{HsXxfWnBsChr$VNB9+SSa25h4E( z$w*)W;*QQ{#kWm~4pq{EL;z*D7|)0x)ZZ0$_m>5@M;%nJx#YE0yR-XF3=NMO3O=WL8>-s;Zny1*>{W zt6oKd+kvunU&-BMb{D);o^l$)qaG_;$(QaiYIzTIm%fi^QmD4Mp462bW&A_rR zFawwPPD4J|pevcI8IB$XVGDYI16=b0PQdInu;JtZfB6$l{0fF0DO9tX{@TuUtYgl- zSwMkgIR!c#n3wScU_u+SV0$#U!I0@;Wcj&Z2&I4o>!hp*LBK)=QW%nyJi`BlkN6vd z(qIJ)+0ceLoKc9*hzVBv5ssjC#1ADAY)rgbLblemEofniY#UpXvUJ6_3F<{_ zlZZ=Ox{P5PSoOnyjH4*|4S zIO&&7ZH7iU!r4w~qw}2Xm=j^%|K4?gj;F_USb z3l9b8g-ob}1Go$%42bN^=peJ(I0$7Bjpz_?Xv7a`!G{+uT8?@&1Q#VyXzBG(5~+5h zjgGWOX;WL*iZsQsxwNKM)YFveOVh&P^i6Q^QVi~P5sVb-C3Y-opzt`yq%QbQ4p!U_ zAVLGF>Hv_?Vqpjh$<;^xL`q*(oe6X@kkYXVDlrkt>RQY?+nGuQDt0SPR43OPmw>Li zI}2WW%)3<{Hpr~pWnkSYZf2OY?e>gm=+&Wk$2+2=nRf?8e76v$sdAub+JkisIZxv?IllCf&rDX24*Qgm{t(zPnZEPk=OTZiu0t()DYw;jA8W7m0~vfcon z{bceznSB$6_F}mKV0E9piA(R`24DEXG2`%tXD0dDI{vnZ--a6;{IjCX35{EJ zIpz8|$k$+;GM8L5gAi@XOS|&o4uTD<)lSOmJoEqA5;VGXsfH~1;+d}h+=9Z50{@3w zXhU02c%h7is0@L)i~~5GpSchW!NMOn6sBQahO7wC;D8nA(ASZO7K9y-0Ev5*-3L|# zMl1=Jl#N6@QGLnUkr0ke<%yO+gx#E!QW?(OMFTy+!Q%zn;vE$b0bb*rfT7G03@qDH zDPEs|(M<@!e))`F~;k` z9`MMX@2O#70micM*&2pK3)tRaVGm;T9!LnE3?!WMB?j|7obqXgAM#}8WO-NPK70|$^aksA@c#^@-ZJD z<{|V22JaaUkrfNfaFZiCqL=j#_r?F27knQ-SmOB6hbC@fz;vP>tQG-5M<|Y>ovn;_ z;6)p>({AlWWSs~-#fL1$;uVA!adA+7Bo{7Loj(D{&IlC4n8c&SjHKB{$z_z)6rZ^3OMMA8brVA6&vX^usPFC3-YvHL)ChM5T2= z!T*Gl2vwyySpgVG0Ft%A8;S=D)xaDC+7*c9SQ6U*q2+tvViY9Ze{>fT3>4+WrNkuE zh)|jg(Sa2VQ85b9M17ZEDx(IDjo1}tVOG&g)hHgV-H=ETv0((_71dLKN3eoF z$N^{$p5OIAJANjfsK92v#AuRch1Fx?y$Vwq5*?{#46r~7^df9B3x`Qb7u6<1sFkX8 zN{aC&@SNTcv<%rofhJ#Awn{g{1%sumDy%k06DB z;1n2bl9kxh1g&(1shEJX$s=#p>2Gd82}p%b%+7F<-UsYyp2{po>cDcAA)pS!FgRz< z@@yIw>dz*CPA>mTqB>8dKB^xkUo<4&@dYAGx@3@Y zvA_zzCH1h71gt<1NC`oLinzrtgFD)ZOfUh_YIF>p+rHm`5R^LI#VOR^ zUQ`@P1ON>XD|`t9GMWd_~iL;cLNqHqRK-bh@W0DQpAyihX85REd?MitT2 zB$13>)JbWeH13F*XbtFspy={ilSl+bv~Iix)!*rEfx&>>6^^fwQJwf}?ed9dmT|($ z81KrX@0u02VTDwf329==#0o+3M$Zaajs#@vmpn!6I0ZvcFISL&^~RB#HYDwE?*>Rk zx}E>ksfh0ely9CUrw$15pRTX_it;Fva?bi}{MxTDe1RpXGPAHJ|K_2>p#wc!2GRns zAPTVXK?_f+VFC|}FBe8)K+B^wL8uzDf2!?l!3J$%fdDkF9$dn^Bm)I4F~0`M~AlMijaXnl7;15 z0EyhjBQP=6IB^cB8jM&069~!Ib&VFSlze5e7MI;&&fwrU4o1Y$BIpBP7awaAxa1U^IE12$POn-gjcPpBme&d zZ<@fmjqh)ctg{U@xoO1)X!0g+O5;F2FA;R~|^LvMU>{|JpJj z2C!E8gTg_dF6-Va3mGp*k4|dmvh-5%RG%O?Vl}UyY)!Bfn9v9iKmmBhB|vU8aj@BD zGd^{J7g#}TA%O;Y0XV;HZI!dXK`385S_lwp4fE}X)Ue>{a65D8;95b`NMI>i8C}5e zwc^GWY+!sTffZyyZ2!%PYS9#*6pUE0yY7JLLiCZGQ4a`dmvp0<6hs(5LF&fwM66Aq z2mvdQ5f0uFf(5K+^3lRJgiCA6tLWe%K@v+d1RiJipmdQEbVP>T(h3m(3t9hF#==pn z&{R>|3I{myShdQ?CiPjB08_*Ftl(*WZ@^K*KvFNVQ)?ttk3a*o46#@>Rx`N!YPCpm z^)6e&D;1wiMk+2->HrHy?ukTP(;iz38Hf{$h#Llp3zKIwA_t3*Yzvq3!Lc9vYVz+hU$w?b5prZhh>2k;CsHqHW<)A7A$L7>IZ0( zB`y-<&V*5e-i76H`EAfa7Qollgt=wH!kfHFGO&V}Btx33Ih*gO3C8(Pg`klRsX-Wb zp%{U&mGQqW_nkpdEI7xQ8e*SGs#l7yJh)rf^@dFx>{mlGi|NgTd&JK+vZ|q^MzyN8rIb8S zo&3PQQ3~Yw7R;T#N>vSJ!9E5GN(XE{Mw`ta`ji%=qZ|J^=&XQ8G{69)Ha;7Au6X*r5XB zLWL1IHoUMR1Azo1NtQHu5@pH+77h*T^%7=GnKNGwvw19#29-N`_VoD^Xi%XezkC^b zbYz=0NQD~mXNYN3sVbFDwJNph)u>su_T<`i=K%pV^ps`8#!D9{P1v$6Vg-u@kt7)q zAkeShpR#(`bn$WpaA3iMuXIUscyC!PU7|EW;uuL3!dIe1L2|jR<04>=AlQn|pRle7 z2nYxuVT1qy2M~B3ARt7RG+JoSrd_!*Z6-K|^ez&F%z%;q3VJfAJ0JiZ<#Zmw>Ia9( ziyhOcQ@0UB2rGK@Sb}dLG4kR?j2Js&z<(hge}4Tv`1j{; z#J}<68<4;P2ZRrX|DH(i2>|;8PzeJioUlL|SfC+`^m0%^J`Q7`fd(O>p(hI(42h(j4cJYvKWT~2|(9Cb|4;{IOD;RPa#{2AyJUht7<7=*O1=bu+N zLV^L5jCRwh>Jk8g6%y)_p@O#5sLL;V46;oB62u;e1U2#G=%Xr|w(GSKY+ylbEg3p{ z1s$O6lTkni-Fv2Cj4?Foz!8-}7)uPdL7M!sKGH5}iHpeK(RjZ6wX=5CbGDpkVky3c1lvv1;tF%Z#bVXRz>4x*Y0o0&Y zX4%#32;(c;J+cdc6dtmYl`P6wfmv=DzT4#yP*ylGJpW$ zgt8~4sljrZ(~m4@Phb3c9~_D>ANkEMfJVpy9FozGP2?|O=E|6SYycks5fFvZ#Fzx_ z!=sLA!GX}^56?VAAP{{MoZ&?OQ4r*ijP2xQ3ptR_jE-c%5pqyQF|d)27C65Y7HvZ= z)F+Kh5W}yDNl5FoQI+aLxfn6E|I{9Ct%swD9XepR!Ik1RFaegFoH7) z1Z!qP+eh|vye^s{P+;7f71+Egfd6r4^Ib&8pWYE+-=LL}P) z2F|cXC47us7Z?c`aslR%x62hEAG5p4I5jX)z@)K|Fa$w{WGbid zxpp8hG8j}SbxF>0E@3Yv_|H1mk;8W2u)gU?XMPJbLK3zB2fQE*nOi{D4wea@h(!~! z{NaHS)JaYG;VfcWc*17?lfWWw8c3X>{bmeSAcuY=gB5tmLK5UjBNlkDAMpGc4N3@u z7x~jiJJ{!LQ-Iqr0kmZ`n#i7TiWDDOEg>RJh(owm5RA|;NEo4LMU~r;3uMu0a22Hh zC;+#(;pw_nYCzO1fKrw6jitp^FXVhmDQW>>y+CPie0MTm9@@83onlnHX6ctMFrf*X z86*N2085f|D>-FJ15+h))uvt{s*m)7B!!0?!Bl3e#sbd~_%xL^fJQWdo7x26u!V4` zb*=dF>bj!B00CTpmd?pS5vrq0V+O&m`l3!S3#*CKmN>DBeUE`08`)^`V6r?zpbDz# zpUpm5n=3SsK0ze^1k)zNedpT{4Q9lGz0$*lT)vradvp=r>eB=}@+Ux}+gg_`tpRhP zuTK(cwd$_PpD(6a-H>Kx&i7qHzlfSie z&Y3=xe!((UP49%$a}G78MxCjp2u>_>7-}R1JOiZmWGr+z3{xMhtO(<(Fl{lGg|n(v zt_Bzk6L_A7T~X6bIe=ROke-R3fMP4Cmg#d0?tc=St z^0GgYv0Enpli5cv7|5A}MuMTOna#nK5u6G9>7GdO0!?J@2e76B6Nt&=D)940)^q_u zYf-x>sq>#(?s6S$bW@O)bWA9%3rmmD<3Y#DsTn0Hp`WDG>rFbOmadh`1&#oROhXj9 zUILg?YB2GfHU@jEbPhCP7 zZ&YMSSAO*4t|2Pt`!s>$ag$qL^~r&F&~ra~ohPwFCh`L1J@1^!yRrzp_z5Gn?Q}bvE%4XdVi~w4JD{n4#4wIh0Bo~+N{rHE{^r#q}{FWlR z&_7kir(=qzjC$US=TI;#cmP|4K8XYRzF-G`-I1b-F@T4w%#K{pPVI(ZljO+LCTEn2 zAPa7(*-Q!Vh$jKu?kD7GJ&5Uogus3HiU!u_VMOro&JEqLY2EB4$PQ>@?xXT7FK06E z-fWBWdcgCdjGHKq1xPO$&_oEzLkVc4v>1-JOyJ@m4n8K1_KL*fj!=exi$lQc?I)n8zy8mu4A8;4Knuc-F{FU2kl=bC zF~fReRm_kn3P7wrX>z6}04^Z{pN#^Upa_J3U5uy2UW~55O*^&&7J?uM=0kn_O5AX< znb6H+hN+k!FMpmu1`osqVX%O5;371S1_NZ@v9Y=@K*105hzsumG&C;=>+i6cZro$N&z6;1uhJ32Z@)9<|7EMIl#uF-u%oovPm>xj|k%_Y4?F6)GD|IGg zXeLE|31przh5Ey`Uf?VTE-krG4pOTYRe&PQi7va*34KfA-cm1Tgrdk%hKxp{{?Y@S z2Ioq%B&H+;;*q2*lxkMMyOvKQK7b(G5c-Y+Age@evSmB-1|dZgMq@NabHNts5JS`N zHT{HIm~+l@RMSo&HX+CStYSzHWpRFL5sha71b_yt&gvkMH=jy4{SPLO2w<+%BZHulJa=(I{)&PB(!=qDF<~0yDr4XT z;xid-NS*+WLs%vTYEZJ0KrDH{n#$5F&kQYPgapV*wI)Ic%t;O?&i0THFDZ(*wnS`Z zq@MuFK4QQYxyK-H^dyXfYBp5lJ_1^vq%&cNczFd-mL_=HDYG#6x4 zSY?z($-p5|mHd3P)BFLx(yvHg>RC-KY5*~CJmXoP$1txm3!Kyn3^1)ELlPs5F{(5& za6_%Epa{BZ!^>FxIxKjHL&d0L4tn>g09=G6lrQsKAt>d9;^! zcLLekfDDc)Jt7ETNAO|p?Qs_*am{CORp#9kR(>FNMfNjB-f5nO<{PbvVmV7ui$-IE zhGR+S1+w7Fj=+QHK?q2fFCp$|rimW&8Mid8~V=+$eR)Cv|OTpo!e zs}u*?*L|@RJN%X=pOcJM=Tp8Xe^WvRl;RZss-YTy6bldrT?nK+m+S>1#t1ZPL5At^ z@`nfN(}DF9f`g`HiKYj5fMO{&gMEZ&Hn;TtGX==RbB~f0j$k`1nYT!wbbpJ@_)1dfZ5=kkAd94Bgn)xJdT2mgX5)OF048x@eaZOQc3=oBu$8UCOTpBY z4J{fB%@vU%jz5KtmExydY+lggT=ZCi2qfP2?O=f{Ve;5<51BtyNOFtBYl_B^A9*Z` zhCfG-b0O6TlfYmY?i$mw1RxbY}YM3K# z?nw&GII?A>d3lI^8JLH-7lfH@q@Hc_J4DwGu|5MX(b%`>1U z0BC@ECef<3zzKlIH*f$4*q4k|Y+VQmbr_IY1t)dJI;N`a?UaI!fwT>bnj~NY$Qopy zDMST~V6rx=feZ^_6($J)ctAMBgkTV}5Lt!X453fBXc)Soi6%ZEx{_%Gl>d70NQ6N( zx<)$sQ^ltEL^-6Ri=<6jw2xq&@ztkuc2!482Vxp~ecGmhIEZt47Iu1=Py5q|nkR(% z=$M+mlzQl<^?C)zw@Ko?OaglU1OQyV7=62H2)Np-?`}8B`R1ay0m-N;m@}T|xQ^+$ zINUKkB(JWCj6e3Ru*?UUCb>fbyHB_2MHtnZ?y}4f`$kMIL3w1MA=#lHdY{me`W*BH zC^ic=!7T~GLAQpw?on)n_u*=$2xe9fzxyQ{x?H*z2-y{9W`(rzt> z)3Up*qtz}#;Jb@4yc6h|{F$%wM;U3RM!bem=O=~=n#>q0Xim!5Fh1QwZSz&w)0T(jSD zAwHGA(}emg&SKLCAKx6$5xmYv*_5-rq>o_H^OXS%6Zjh9`p`JsNus=D0nytXm}NoH z(_QHzT`M%*X@mQT;|RBZqS1M1-xGj|Q{pv3pn9}Qd(t(4cw8BUKm+z1c}^kKcS@eO z`>p*10bt`iK5tL|n_LN$Ks=tTur7!}G(^557KU!iwuU{1dS-(qy1rpxp&fbIc?3Q< z`oJ@K+DRbV(}c4hS%b<3+r6FozGT}0%E5(xZgc>xC0yQ3LPKfR=7uue*WKN#UKU!R zwwvCjSUe@{y_o-fdR-INH;vxmZ|sla22#B>N}~v>8msYcI)-2ejDW}6YD*J9m!+az zQG8nEI2z`;;`i&?7G~r3Iod$h;|B{-9Z$+Hf`woYc zVu`4)v?_UPIDnyd;OM7NnKEKKyEZVP(xPC_yK&?;0G(0`4RguQh<=N^dts0~VXkfJwrCo$=l+jYLvj;)Qzt*gmIT~o)la1C%@%o1RzY9fI+Yz zK^_Q`B;i5uM8g*`NJyMWqJ+f~DNYc;%a?1lp?w1Fpl)=iuhF<)W+ z3_TV95JHRPC`_2_D8f025-?e^SYhHMGm|1gMj$ZU23_RDG6+Yjc8V}yqKFwVPEY^= zfdE^!Bry`Bc#Iu8jK_HK0y#wGG=c~b(qI6A0RkkfP@)hHEP7djZ+S8vhKh_CX=GHP zB8S2E@Z-a0j=p|<5++{AN65cnOc>0il#@y+a6}J1E3_n05>F`f!hjH}L;?piRajGm z5q_`&Pe0v2*eTV}w%driF#r_=D^x{*ZX~uC7+7MVCF6{0vE|~8INoU2hWb5bjetm-ZAvD~6{IWZAf>X<9tGo!)SgviThV5#tx-ubrWX*~dPQWoO)&{= zw|#zri4+3|P- z%8-S#Mra^{IdO1O5;h5&(*_jwS|NKIG_BGHP)9BG)E4bD0-WS#{nMEqL(r4f*}|yG z*kqS&_St1$3-;PVs=FIx;IhpW!g3QO!<it$;dnsk205(`rnhnxdlysO0}n>@phR*k2%*D@jdsj%07uA? z3@llkY_fSO59IRi1&vBG%`3k!Q_iZg+N!QUCx}z6C&6%&(JUpc^i1rr;PgdPcTcs| zOFdh6i&8?B!T3swjrRKNtBwBqXco5Hlaj%2)ZO+I>m%FJ*xV zR*+5u4xpPlC7^Nf@&FlL$C%5x3n_$Y!@;n|CiyYOfe1K20O*i~9+<8NCOn<01SOr< ztw?-8AplfH@SWW04nPv&RIPvqJmcAfA{L=peq^G&gY-vv*qdHXnl~U54DDCcV+qns zaJ>@<#02b7LDN3KJuZ6Bd*I8TwoC*=F)~Jd>`PX5CRvxF%)z)u`-$OKfbHwQpKK@*cEf4H-f z)ySZW@aG}~48UO#g8{{M5K1rz0Sia)fCnUS02!hZkOc66CP-E?lR>0ZHnU|g{i910 zC{aSzqlpn$Wg#d+s9CX6rc0ct5FYpxnoVmO6|E?fYC4r^+KlQ>Jdn<+TJD5jNwX~vj zk&7GAK~Nziw1p($1khYb(_XUFm^k&eB*11=zqk_#=oPHMWm{IaTF$Q8D7aT`t6T=? zMtPbstrg_oC6Uw@vO49Ygt6-)BRirt(WV-IRMuGoqev4`>9B__SiWGErixj9atSKV*5tE6%&AV3S6X15Rwc+3Dr!rB+LxTfs8L+-2aDL*nD#r2&{Eyqal$ zda6AGN6jL+GSEk$mMaOP*#tZ&sup!C;WIxCY7FM$Y%OeI6|f+~VB9cdv!=Odm^ip0 z7V-K>eCT)1crKXx=8(w+V@N)_FOwFGbMF$~tW^5Cl=LpLj1tM$XqS&HCed71y`luT z*em(+0DUV9gNOuCh&ao2OqkQ<3Vpc*9H?!Dgt;nWE_Ke^yGYa2EY#-_H3>NY7NETc zET!`Kw%44t)Iz`!+MMDBmu8H1Au7>EgLMM`X3(ml7wuJZzj3^Qfy^Y$_-golnl-6r z%niiqqf9GB-dov`U7<`c+59!!4K1sWq*U*Eo>Vt1y7y6vEC3uVO z&UrO+TLGJIr~y7XsRm-RIUt2Qb8UM6(+zmDcBcbZ=}RYD(@l@oeD|g6c6{U2@6zzZ zWSuW{gsVfh!Z)#p-EQ7}Q(VC7kI{?w^Zs-FvIKAhR?uT;wN{Ws^uBkT1S@G&tR~Kc z*^ulDglVVs;tDWf_zQS3n=+5HQ6GPE+Dcv^64`mre^R+;0lo7=;Y!(&&-$u{SQG#l zfC4yx1UNRU*MI0Udro0pX2pNxqJVR8dtFg=)WsJ!P-E(pYL#OEKv79PHg-|s6+m`D zs3s(07lIJ@6W1XDat8}afN>{qQxh>w)OS66S8WCcY!zZn+Xo;_bw$~8ep9mo(LfJi z0BA^KD+tkej`w&?gCFk)fAY8g0+{D0?-CRS6AiUtd`FQ%mV|))hic1{s@$?$v%!73aOi9tkzlUQIZ@c~q^0-Def{g4dsm<*ag zCN^+0R&-&R*gaIy5y>$BZAtY42?2?#C^Z`Zg%xIy@J9lbmtpIu167z5vZpK3HKj z7d70L4E}J0+J-brfDoxTkdPN_7KV@%!CO?(mg{&g5m^*qCymDPfv#pSLDvQ?zyPJ! z6$S8@ANfA$HVPZ5ksWzlfeALsC>H?tO)JSZi`iW%85lSD7W>v0gy53EhnGxp3fx#C z#1}Wo5}EiknOSlF9S{%%jOZZ7v=S@80@5J_av%qqpb2mg1TkQaduJ0;vmtU2E43K} za1a_HqY2*#kGS~)Dv*{#$d4glb4>$~2%!RI$z}y95x8ZL6tR#{_MYKFnp~%u`BRyMXqtPob+#8R{FwmOwRXX0 zbS8;)mY|<=s4eC)7mCOc&PNAh2}L)dAu9j|#(5wddYqe(iMgqpz4Cp3)|BiBoEPv* zo7g(GV|Z|2D9qWNI}w#ZV1Cd^0y(gRs#u*!gPl$_Jib(UmFJx{3Z5b0kUqhIcR7um z!+~+R6n1t0178qy$KrtYDVSz33ZAf~T-v2x`lVeu3ZQ_PSGp|;S`@G+Mgy87XPP-{ zsuVf-Vu7I-`zI&5IGT-#lH0Iq^>rotL6Z3+~bd5z6wrDh7CI?|xx z<)2JZFnWOwMz<7i$`u9B8oReH-ztLAniSZv9h%^iNw5PN;WQh91qY%D(^0SW+M==Y zp_-WgMNHLHex`{VvabFh2atDR-$w!~AOy~5l|DLoCK@YPu!=~NqZPxHt5^XX;Htxu zu_aIe6%ec5d8Ele7+(;A1z-RM@T7)FcDCqk`M0e0L#)R-vs{|2^$D{=My+#kfi+o@ z*h*;C(3b#ouHy2u3}v*Nxj}iFFhq-KZD5QQm@UqTnl_LH-?0fca7`AmAzpc@uNea% zs)<2hI|q^sav%izDiA+t0xYm0vbnJIP@{Ub0S0?TnW(V9$pR#CMZuO^I}r_r_nZ<7 zkb;t`1G%aiI}sT>5eo^jZP_dw11+3a4O%#KI14s1OS3a;vzHq!kC|dU`*dzpu8o2J zv~Tgbd-Jn(`V(oIfu2izBv~Z*Ng~cTI3Ex)-vI`{qFc=~VYYQekLqW#`HfMT48xfP zZM%u=xS>*csd&a_2>GKddYp2Qi7AkYTe|{epch~uxa^0q6dMCF>bTyyO;F>pi7OEt zu)ebbp5zO;H8c!G?jlJJzS30R|qCk5ID$UMUAF;Jf{Lk64t6!b!YSsTWeo!W?R; za!{)0i^feV4ByF?GJJC{kfZlCHRKDj=gX=Sva#!%u^hnvU`K2< zk*hWLM;nAtzwgt)Cbqx)3#R`2zcxuC(C9`OoHcPelStCEccCyINEoq;7f{=UI$MWJ zTY}mWl28T}6p#a8;Cvri0s(7y1*^6ud~9GVo5l%`dJ&b3ERQ*yiA^|RH2kCZ@vjQo z$SN$A$q)kExlOT}P2j6hD$vPM{K+3s0Ta^1Ox(mz+_6W@6H}Zm+SQknOTTJNbfQKW z1B^~w+{Iq{31fP*U_7)?$DsBmdlpQ4q)TeajFTQ>aCW&BdXc|LvCNI(8tz2RZe`6` z!2oZkjlU5CpYa`<(6+xhu#iW$bz58i+O|6Enq0lS^Q8Uo)abI5D+U1M5V@=jgoGaveq+eCh-xen|y%glut%-?l99`F6de?bv$Be;% zk_Op%11%|SH_Kcw=^0jt4Z+zm!O{)gae)9gu)uwBA}KA;4i*wVo|YzquIP9f;ALYuw14 z+`+uuj7`{Z5yuJW-9mEGuA9Jo0pZnLT^e2#)9nPDflK=@~KIUXz=4L(#o}kl>Phv`ZfW2VZRJ<)69wSg&m5D)z1&|O=4O8Dw+`l?@CYEi<|M++ zV@z*#{(v0b6>Xln`WJe$o)ve#6rHBh%sSJ79xZkiu5IApTG2J!p#<#lMK@kyw#6O^ zX;YM5?h|26)^ywJJLIC?K_~BrGAM?1)dZ@<>P5? z|9J_!on7K!8&@Wt?ZHRlfe@aS{EVpPUI;`MX0bzP2084va* z9`Yin;uRb&=F;z>mW7Rg1!KwbhO6GuyUqzY^MH@fKh)3`5$~P8s=5R-J0IXfPxS7K z^sIhWt6S5)jm7_qZjnIsnjZK;S@v1q~i7*an?HVF(>QgcvbFHHj51TBKM}Mw>RLs#QD1 zQN}?A1O!k}lEVax3Ljj)e93`?37RHI%&eKy=1rbGefH!alV?z(MTz31NuuZmrc6Iv zfErcmRH{`uyukW`L{+X`FH~sClta`1v0QN}5c zd}YWeP$2JM!iD2bFcS&VV#bXfKW-eU6B!K-7WrEQq?*4BZ4G}09a=PDj-w9(@#oL< zYKf&;zb<$RFYJgNX>;@lvf5qR5@nB04diXc-mP7wP9V7W!)l(FTXb!3Zf?7?BMt}< zM2Xf7FuiZMnNulE6)MF4M33I+dZRpdDmB{F>-?$}NW3`lBE|;#UMXDo?}8NuglYw< zyt_cH2Aq2?wCO&wM5G1@`in1+WV3EU4c|gcF~~jyQ8LOLAd$pH=*fV94Oe7wFv0dJ z4!IT`JY`11qGM48;y}9rx4I<%OaMm~g)~eUe++pmnhbM1MMfKmoYAvr+DNWPx8&f(oV!Tmq}7q-r`Lr=ZePZz%TObk9wqnku0`JHOfhKm4`=kODvd?2m%9 zMi@Z{Ofb=*fd&K+Kv4-GAauY1M{q$!8!vhgOWrP(>&lRpLy) zIAvaoGg3H}F?zYS8g2ZIv}ksd2u2%q4h`9c+%k5;Q<}Xr=;a=aCM3R+GtHzCc3^?q zZeId#U7FIYiOr+rJonsn%QCCZsPZMd?5@C4;RF?8;1gdzrwTCNejjFlEe7h|3nYU9 z=6g$&BleNnm?2UQV=Sv3oUo1)VZ3q2ABVhgNG6#~0|iL5#GhyoNW62_szJQxWIcBX zbkgPObwi^a;%GN$B}#q6*at&RHMe+va-pARTzxf;+PJwofs`}dw2}l^A?k0t1=pvb zOehcf_qwM3O|iEBmNV?`+%CI&eW|jqycq0-%IvYr=XV4NEOj6P>GtxgZh_i@c*9JE zKmGQNGX5+7!+e-TgDhu3P#__(;OrXIJA$;1 zg9OoFgF+Y=CtYNO%PBw`j$=FCy$&|_3zk7jQ$NEfObAk&+6T%MC-;~qYh0^d5ZjYI zvuqD;-t!(+Hjp-YZ3T&C8`SzZ7ZLbrY>HF-jB=>>JBo$Qf_kx#U%bc~Ez+h#14JX_ zPK7{!^rH=iXoL>&>Z%XBk^8R|z1fY=B;CtCK|40WW4r zj|I^SC3GG7(CAY4lytpUc2yYy3cR>HByblJDMbJWj-~*)>>q=2Taf$;ct$PNm_z1k zh{@hp7?G{jYcAVg0S-bC0CuusEgTo3(ebvP8#6npFk9|Ju64a@Ugz3zeMp4=m%*Is zY@S&(Q2nAf{g>v^;Yy|oSwcJ7= zfq#D{&$uM)$UXP!`%Y6Bgb3p)ZcwXLYlx;Fhx@J>SBNi*TkB#_SQq^PD2`wNU5|^Y?Sg6;1;v__?P0u*;kK z&h_0OwX36ooB#L1B$Xg5AC2@I!~kYXIm5q%{EBdn@zs1?`?=~TTqfVef*@dl0x7aV z>UXzGCeQOXe(Q~80!sLdJ}mLtfR?~C(*rO1!!SLOFp|xfaQz8$P2&K_&(C@6 z2qlBSS{p&om_RFwEDQ9N47`hyvj`6Cz>oXDfe^tjOt2M{K{Cvr6pX>w03HWBh!-p! zG&BwDdkcCR4nG79Y?Cv?@Ilt0zDv==e4>jf0jl96se}2g54g0KIIBoWLQ4C*CiFz? zx+_8%0D|zU1H?47Z~=%xsVn)N;y^OOgF}e80gHpRX|jYdgbkGHi`7uWHT1Z;bHi9f zGXj$-2m(Zvu|w85r!o4Y=ZLlyu{oM+jYSL%oGZrL$wI~d^PG-oi}g#a!T`d&_$mQ8 zs}&d&2!H^FVU&eow|(P8sPn`o1VxEjKvFabuwp$cbQnjZj&yUy8{muIfW=r0!&t*b zrm-JhEIwcSIAG){VeFh_ln80`A3j`;V}y>0;UIE)xuT&)cgne%`$$A&JWR<((iq7V z*`K~>#m|Vp`5BCoP#8r~l!Wn{0qC2)Q5beJrA~}TCp5hgpe6acM-~{aLL;U&@VT7{ zNXLT61Sm+eJ4hyD5y2S9jax{D>^O%E!KWM?j2sM#EUJ|BNUsZ|MU+T&lEVhs!MA|E z+gVH6U=@E@O6fRB&;U!7Jg>AYh?fj6fB{0!@GOJ>7^&mo$)$tGpJc+Id>Hp(00n?d z`WpcuSOG$Dh2J4Ww(P>(i^|lfK#RD_!RbXjAkES=&C@hZkk3_!&U zGJ6|=uJc9~(*a76L>1JVRGTtn;XPUNy$DpMK0wX&WKYvCl(go)_{!0NP4dsB;( zJeXSYA0+ds&g?xpWWMxl&l5$>_w35}Oqu2XOaS{#od3Kw3**llnNPQ9&_BFUf)LAt zNTD5#pol|!i{O$g~hR0?hQw`DxCfs-h!p z5fS}N7EJ&XMbR_G0~KXWGJP`r{0tZ!93~YZbpn>rXh!4&(!q$vklfEa#lntQh#|#2 zd3ufoRVP1HwfR}MsF6~az|bm<$9e1?p>&QdEr`J!Ob9|UFzpR7oywKs)PgWmG(Ax@ zWmAjc$lgFCGYeIDV#af-OGK1Ygm6)r8I9PQMufye;#8Vypg15f(BhC&LmiAhQmmaM z0UXjHNL5TpEgPYXKoEtMS)?-F8__TS%CGxTNcAMu6YYc5JXMRC)q&_y(y7(gc+Fwa zNJK4&ag`xA?Tz#c4f}k-uR8_dgcaQ+)~$lq2QtjyA`@o)NoUO$QG`Qj-4JT6R^GEX z615;;idE1U)oxwSZ&ki<<)h*#*KK6i4XUJ;>sW)x(PF*Bc`Yz#%TsR~)Eh|9i0RkE zdeDwcFT=zkPh<*#eL_{LN3p9cgoO=HJx@?gQp|h~Wr_oeZO=FWSB!;~k)64{`=*z* z7zR5hnSBm-tq7+@2x>cs2sO!=jR>6cCPk9k1jv+@Y!R%Dl670wczo0(7%80d**`?jnEL;#=)7uT+-q78b;azt6i23~``#snFEZc~9OA2}3 zPI*Lsj0>t7Tg0W3UG~jbx1$))Blw8ng{DUnSlgNvWm5rX7Bnv+KrvQKt9Xiyp+p*up!ysr!|CO zxe)g2+yP!8KjPJ3nc)PkWM5%mLOdP_P78`Ug{&gom<{o4n+ zhW?d0D70A$$Y(+^E$F;_}ch9M8PDbJ~@kY(fre}`kOrGXyZjl10Wr$GR zhqYgkT;n(XW;`vHYc7mTISzB?XfLD<0%o~(?%HrJ<0rezV66y%Q5arM3w+jRe4&)r zqvik;Q$iT%2Mo`R>EMJ8+=Y&2r9A@nb!b`c)c8e41HR~rsAyK(W+c63vo&RG1l!cG zgkc7}md!qshPHQx=cyKmT-Ff!Ll^;oY3k()1*9ddexPFZx-ZQ|K$_h>gNE%Tkzf6>}yKEDAdWmJB7yUE{+4eHtN3iYuXr43ySF2i{aQ4>pt{P+E7=? zzLE%OgBGX_id*NYTA^1y+Z;5Fr{-qS_~{if>&;FW7jOkk5K3D58^s#!^0YYD>S@zB zXaN>R)^6<)e(k*;W7*bB0u$fFiRT)X>QdhAah2nYY%u(}%8sC*$|f~+{#w5^?16A@ zjn>o5#pA(w$#5L&%eJ5mcEE8WES3gfLWra`_<{lVDf2$>HE@IUj&1ht?cM-o_!euB zZK|mM2E3`hZ`SAtFN$u4!|()%%|a??4r9qQPVCdkh*2BwW{#Omh3eZ5)9>}}okl;9 zINPj89$X*Y5On-@96(!0J4S)WGamU=wE2$ zYJOxtCJ8X+wn_jN@R4ir&Vg&vIkLyg@LFq&7(dl0Z*4CC@hZ3S;vjN_sPO~4jmJG@ zrVR7QZE--ajb#yx)bMY9ny1=IP9SgZIHwZjaPl1AZCJ@vzfc(nr=ueyEY)^sqxFJV zm-Shv^;)0xLSOGg?~O!1jXfqU7k6}Y)o`c2Ffp&b-^uS_p>R8Lp)+=KWN%T=h z^lmo@!PZk_zZH(SnIm3}6e{cPxp2A_*-{(PKNhJj}gFrpsI$B+%|CA@>8OPZrmt1l-E&GBq>73@?lEKO^@sr zb@-QOMUfB;1~@pT-HThk_*FOC^D6iJdXXxkwTWlZj{o?N$90h(c|4@{ifCb!JNBl2 z-xhi#e#h}Hy7S)9B0)MP!9Wdqh;T%_OAG^I6W8+CJ*GRw*cay}BfnxKr=w;6cAa9n zN`Ul>7Dy+kheN5K`gO1Ro4)%0CPuuwTYFc@thdpo5__1<@eC<@XH+T%n0LE;aRh-z&T5G-ggfd)hV3>|Dp zP)3_Jr>Y5z$iN}Sf)a%-%;@nW$dDmV$q;Gsq(g`jDV~a05~at8FlW;LtZ8$mj8msP z-Y{f{qrad+{R#64G^f(Dg0cxN<*|oJ$Z0QM-B#Rtp)i;$E0_1AD9%6=oZOADOariBcxvgEFce{m4L} zA*}@&J9TVxGDl&Nw+0Iz5XaCYBC;1#4(P`a@fQeTk`=-FO3G`Jvz{}}Zo3_Z39 zg`0vE*3=t>-^n11aKg+-q9r5-Crp6AX}}@_ntg%d7YQ(6iEx%!;vrnsVfUk1+Ob8D zTRa-co_lkZcVv9?X|@tnOeVS8lpx&~6^KzH72AG>i3CwljcNH-PN6ZG(S&hj*GM z1*KW5tiG}5Ww3U|S(|Mf=5$I6$u^|YN}c)1q*j6^fa60gO1haP|1B_TXhGbPNa&!_ zp7hnFnF6`#c0{T>Z>>A&#ZiaSS_Bbbp$_}n4fZaU7)92ysg!%241 zJeLJ;r=Qw9v`I2VvlnJIPZo`0$^QG=(*o8Pjj?mNDyqGF8th-vb4{kuxS(2$QptKI zsTt7?b?h;RAyE}DdOVgrbjm3wuyVOy6d-8}$HC0)adxNe5Y9ate)tuda?0J{jTeSA z#i2e)@WGVE4RuLbPIRkW2@_VF)J}<6`9WaYb&4xNF`Vq!{~pa9Y}9G5ts!oN+>}_2 z3%)+M-NJPX+_y6?da`iCwTPp(Dw9rh;fOo0vll=!?l|=a#m<%K$)-Bc^=5PKnogq= zZO9V{pK~Z3VUUWB z+DzDBR*)H`Xiz%JQ4|TXK@K9$3R#Gkr@~mh{V7F<|7U80D+JOXHX5k_IP{KIu0$B} zb!AOjF%A<=f-l�b;NR+>8V_ zvmAr4sc)f_f$!8fMlu@CjA#_vCWl5xq_~ks+dEYt&omhd@ezFuAtJG=MTm&hOfyz# zgYA;iwLVrOdv$CW{wf*E_T;iVMjT4pL9$& zCiNMYYi?+vZ?e_E@E4+t5_LE1iULxTs??=2RjF3Es5y%oPrY=sJE=;dNV@kXVB(6a zohzy99%>ojq{pQusbx|G^3UmX^Opu)qggp7r%2|8QYDPGN?Kk{{xmKgFiZKcawtH)TI@bqJKmE2+| zYg59qwy%}~ENq!7*blb$P07AnUcuN=>K-JWp>!(%E`BGca1K zY)y_vRN#K3v;g!86gNgKrafgMxUDUC|GDDV*phd)X$&uuaLSdSu(W)elL~cpcT$P9 ztLVU#RLE;Co!`Bc02vEjAghTaKBhFwm$ForX% z;SFP$oM((Gg*_Bsn4nc+?c~ack2M^=h*tp*vU;;n~ATc#zHX6|zut*_v zCAHE#eP!jSy4KznqorUi?h6z8+tcYaOmcl+D+dNyEBvalG4dcSP1-b4u~jE=Hy*r(t5pO$!5U&~DYjK?P(&EG%u9w9kG&2NJ6=AiF-dIA0|`aSk(~;y@n_ zq&b%9$Gn$HG2ackPt_8v|KdbeDve3Vo$GFlFWoLuSoiMSGrD@ zLZSm5Ow;6VpKhK}YnCsXw@Y%g{hArEXh(Zv(YaDRBE1!$Z-+XU6fKdNyP=*%f%hif zt#IMJ^F70UfAZ}`^?8S=E;1bzHr<2BM9Ix@C!k$UybcOZQO-=iScmeTMlN363xT zq~w`!B!{5j-|10>MhuF$bjsay+yI8k1k`};^&ju`UjG?g4Z;t;i3F6;ppMZ?isjQ~ zJs0%N1Ovnv1(IJ^bkw{Z24~sW;B?@0d>~gW;KhvKPdSPS7RVQ522}_SDhW=^*vQ?~ zjDV!e4}#DQ=Ai%mUl0D>dA;F)K_N}38zUXxqY>eu>EZaGT5-JGsf8d2W+73SA64W8 zd4wJHU}0ovVdo$seMCfwI@6Q$(QF*`qM>v7Nrp-Arfe{#iM}DM8jwDHzWDf%0MxIA1e#HAI7X7`+Fm?x|1tWZI9g_6o?kwX{ zEQ~;I3`2$lC7MTy(d4{D&~TIlprFzzrlEi|hx!Cao|uTBxLC`jq&e0=NU9?&lH^GW zpjB=b|34z5AJPv8at>oe1Ht&Cym{632_L2D<45qJK~&*Pm6{-)#Hbx0dss!t5hc-3 z(H9W}peWGz)Qk)m!WTi&MYO;dVMRE~-B%7xN0uaIR^~{`B1%T4;q8Sh6r5Vx#ZOWo zR6NuKM%HJZM0hM*FcxG=oB|2y<1a8a`lFG(>i_rDm$jWLhS1 zlB5#MVsIv6=S+mb%Vf+7$x&k^DxaJAWkHx3!!_ZEq+H|3X1XEd!NKO4EYLu# zpA#jgdd|x^DnW6+=SLoAX0B(^++~rSm|R-UO7aptqF8?lo=XK3Zq9_{CBQJTrp@VL z|4`1$-uwkX4hMZksBqSRd%|aNDuEK{fLBWBvoR!Z8AN`T-QbiaeeEZVxzlNkTwG9@ zg;WCr^rX$O(Sky!!{|iZ0Vjv%D224Ag9f%LMp7v#iBB5|4BOP znI`Hn#Z^90jae0+&4eaNA?f0I$k-+0bQFLOWyQ!?LK~1rUDC@VF^j>OR_Cz}t9nGL zRYNhwD!01EtkUX8+A836>nsi7l=11W{uXtb6nosymnB9t3@UpFSU{ZuvZ5=!SXVR{ z0y+q50bydBnW#*>YPS}wQb@oGR4BNH>yO?lr0&m}qC|*pm5J_=oCep$29pgzC?nbA zkw6R-Q3XjL=$S-os-9NQxdIzj44d7lniwq11_r_^?83&U63l0;f@kQgD@IK08~N*& z0qqM3s}R{Hll0K+8H7ZTP_(itqu2t!~0a1O?6whwSu0({q8ZDDJ+YQ_n#1Jf;h$pq01l4kd)n={W8p+m% zt>K34*gh((rb)yiMVoGn9bxKvHPg&aOce?&039*cySj-l4(9YvW2qf$E9QW-8^v*YIH{-M&ds zXn+d_Oal1oZde7DE}PMuZXX$tyvBube1V?`M+>ByU`ECE9*lHs(HE>N?ZT|>;_mJ0 zZo`%>w?3a;1h1a_ZRHAO@wSw|T^-!23r7&bMHGN59H!cau1}n-|Dax33#F%bhzp>Q zNOF+KPi)blOi&x>NTO^Dj=u5#h)bF$OhE@#K7ZmX)x zWpu>KF)d+C?~S4Gv$ZVdd5G^|FrmcX3R*${zk~_4K%Pj7aRkUxelXUaV-bij`;suX z-cn5NlXpssq>4)ZCIwJ+nu?m7(5CHy?NV`~@>U+{a9n1w_Kfkc;;&1w*}v^Yu5QdDhKCF|Ygef8 zULc|MPKz5;h&RrlV5UnRZ;>13pYo7i1og4{UVst^@*ux2|L+DV+D;21dxXz67Lov) z?Ec2pz_9TRO;E53^wtDzW~!6{GflzX3AUjrKL-pRM;=$upv)g{vT~wIfGflD;S#cr zUe)91g^{YOBg>OnelmYCvQ)%KP@n?=KdVPP?f*#ak<5}Z>kjO#;V3^d1;2zT^-a1s z$~2=dHfQrTb92~wbAXQAMgr;K6OH3hqw6KxPaQ5{iR%kMX;M6_KO+E+l z1(C8zi?2Zhh`11nO2czO2dOr{GD3r`Ler-{Z83>i>Iy52IxDSxKp4QA>AN(a9*|F>%M4$L&z?tm59$Nprw|0>CtsE zV@IY}!+>nhHf`5-ZAZ3bk9F2wHZCi2u<$nXoo0iM+(cWNTGI<5paWj#b;8+{bm`e^ zNB5D%wry9pbBB_XZLmwAQ#0DdKYN{SImDmvYJ?9|8X04_VS3yYDmFZTQbpT7#D_X(>I03 z5&~$m4dAzi%eD<@x8j;x;Itdp>9o4+l4-uBLt)le=(?>oQKG>$I!FV+G{a0$<56Q4YJCF z=Qx);&V^q<4DfhuzrYL7wvT@}#0mN7Y_>sExw_!=z{GWm0`)J}=71-K8t)Rxu3dzC z@tt=$peGB4lR2Rmx}hI>na}o_J8XBKvRugdNwDa=Kzhi~<2?hnbNx9?EO<1&_kqZO z4eQQZBSxT?dPWU8qNlo{o4JQGI>eRo|EAi7cxTMh!D&cq#Aol3rh^1hTgXmiwu6ki zftWh6e-o;!IoN2D2(Djj{Q1n#QOZf>GauVT^OM zVJ~ZM#km)|x~tK#BYUbZJF`1`0yscr16{NOA|B7(Zx+YHv6QM62>4RG(7%br#{j$^J<=!r#(Vh3 zKfo#YgDV^W))F~E7&((foqU`n|JkirXd}kc^*U*Qx|`d4pXdAnd3O*aheqm+LljTV zm=f9#z1&ww(JQ^(D?JN%_ycr+!O;UMNPWyw{qvIen}?Q4R703?`(xyKn;09XE0l{% z1y&&8-T1ai6sxvxvWX1l1sQ@?2RVyG1?i;(iin1B;7B-1{M@fTS6Dm?+&%2Wd){m4 z-lKyh^usFvKFq>-q@%UE?2nz=hvKgp?;qNEq6Cy{NdI_xdTT4WhlIj+nF+RDiwMI- zkVrF|pfwl7Md(Oy=#6lwKI@PFR=9rbpa1M@K+|^sJ>)*tV!A^Bd#G51CmUDOi5TNY z#(HcY*hfZcRz5)7NHCCK|3QK>+O#=Ut=g%CG7LtPIFVvSixL?mXd#S&3`+?LFc9{o zKmw6128K+)F`_Vt3BG)^)COhBi#KuR)VY&qPoF=51{FG#Xi=j_ktS7IR6+qqHaN|^hw8AFFT}Zdh%g96v%!K)IpryANg`ph0G9y6- zB4w2H2vb4rD5;ogcJ3)u#|8t(VDdTWr#)};rf{Y$y#8WbECN(~We2pxZ(1TUvc(JP68D@{5Ht_B&5?aKmKGRUpc zAgYN0OFT=||JGY^%@s&FMby*RUxD?N1tI)&t}9of(^Xl53N1@9LCY+t0EAp=1JvMt z+;B+u=-Jdr`7XM4I?WhbsI$c8qe$Eg`KwJBOH3;uOG_+_Ho{d~4NoL^EkO-lVR~Fv z;DHG)xGY|SO*mmbi*>+(1QtNR;9RSzH7vyh5>&iw(c{Zv?Y5oNpK1s(B;%cu1dd$J zUZTu08kf~T1{qqQnXsB`Eue+h2FmE;`fiZn%b90hZQ`SmPFm@Sc)io27FGpc~BQaOLlQ4$rK-5+ej{z&Y>S^UrO>TkpL2CP?Ck zLEljDu&`UVLmplKZFSv3o;1F6Bk~x-xZ0Qtz{)9tF@Zx(O5OP5kx#xi(MNw;>c0P0 zen2L#gV{~PwZopR+8M9(ChE20{Xe#WIz^yp{FyIy>Dh1J{r3%GzWFg~m5JMZlTe8HI<`G~@#8P%w6gu&0uh|-+tug&_B}q;T&&@gamz3b>mCwgGNO`5zE)XE(ldCrTFq9teRL#H3xYgGDsr z{Rf2@91)I%gf7w^b)G1cBe|!0j!R(v)@PI%LL`exlnC`QrNV*;&x>U=Mlk@;(+7zY_i zNeU;8Yb;_LN$|!=>P3!&QwxXeD4kGVgoTW`U0DFBMYVAzK$|3_L89T8?<@o^oY_%d zV8 zL=_oa6$5M)BLo&I6c`j&8XlV>J47b|h$l6qCp|+bB`Yc{t13UVD?2ga zF+{F1KyoxZv@}4&G)I{?C!04#t2i58IwfB_3B)@_yF5WUK0wSqOUpq+!9z~NL_*U< zN<~FQNJl4)NKCItPOV8L#YsX-OH02?PSZGhUei@P(NRd_cTwv{DM%!aLO=PRx zWHsMqPV!|$)@WqDX;JlQR`+RU;A%BXYjN{yOZ96)w`^hRY%<_&I+|`*C~ucPZ?kJ} zYqxJMlyEkHb4V(5gyD2M{B%JlcBpoCcGz}v@^(k;cRKxdWxIHJ+IU+2cvvxex#D|2 z{(C|!gS_K|L;ZtB|ASsfg>!v{Vnv6yl80eHh{tJ&lzE7H=ZIYXiByV;i93s(eo zfSj9O<(yRhoKpUrUfiN+=A&2sqgT<-u#5b%r{=R~{~>gxT5IirT@l+M)m2gyh_y{@sh1-@wG-p8VmS zqvOE;iF){$?)07 z^SwEg?L{rtoI{LKFR+y4CL{{7Sc|Nj60 z00{p85eOVeu%N+%2oow?$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{F zh!ZPb%($`Rn+FgsP#BpcgN2tLYu?Pcv**ua8C*Uvd0+wrkw*{AT$*5J)CgLG%$y*> zYtXoJ>)y?~_e};65E!V8K(ufK5E3YeoFMpt=dMMoP!Z$6a)hTh0)KsA0CC^o!;AkP zPrf{aKhz*8SWOBVBm^p;LBn7hf+P7DRxkx5b{avj208svBi|m^VHaG3 zW*@oI=z$GwQ zasxpJ0c`?3_Z@QRwQ>NJ)HI{OZO{Q1M24vmSZ8f|LRaLUfCeh)pcNfC<&p@12u%lf zf-?w&B02)j9$ktUpPRt7_a2WoVz5DbDDKf*e2%n&qIv~E5Ct{BtOtRj7(o9JgsIf9 zvx*8BDkz@~5U8-Cf{?sd zTr0_p(QAK$Am@mJ91uq%Fb6Q;D}ZmRASwhM$QP~_)KDyPhpiyD#y0@ifZo_55{^L!NmKKKq|oFL+16l(F8b)CdnGp6(n3SZimfE6 zpKVFBvM#zo%)P*kPX;r9(g~;lD!qK)9JOr>v{(3sheMNc&msnK<2ootKDhxS*ZQA- zIbiUsd!!X4W9i_BFaG#HP5fh~)G!HaqgNlhKy$LX`$Lb=j3G}j5XhGUIQYk>ASr`z zSKq+V3NRI~bA}@aFvJB7N4<$@|JzyTBxf<|L4af`Vn#4p(TWQ+Cx9sO4ne+0z7m@7 zgeWWthE}m2(J+7+?8w2sVl@Z_8Ot@WfgdSIbiouQ0}%b98N&aj77USb=o@{zpN5b| zxGAj)7;NHM@zN(O$Wbsym0MVv1X3H(tf4>0OQ9IYNX9Z2$_Mn?Lvc=|vKdxy6~hsT zXlx*$oAD4m;7A6pp5!i@tpOaQKu(X$(Kr1yhmRL%QOD4;iYmGc0jQt`-k3H)^o+s) zBE#VOp3{LWEx?8C0fXzzNXk;0a*XI>*Xj=TCRhPyT#gW-h~%?DlAWtucaldVk=7r6 zjln;yXpcMyd9(j@$V%N?BsEwF9Hx;76$m0lhZGb!l%*&@K1dlUS^*9GwTBtoq^6Ee zNzQVbb9AD~m99{=FAg9F0%OqDmfktd|FmKN@LN&cs#pI&IH5>VgXk6F{zHm!%JE4X zduJ;Mc)|Y!!+6cuwg*&Y@mWPaVuo$@w2{FrA3XLHc z9a+N~I^qw1+=NG#;Dc&a8->;KK@4Ju0&EGP3snF7;L_#i{9!&6uQN&aED9W z+w$TUyx;{h{6UW7I+qu!h^};npsEgMQTz211CUx3thjfCKznQ5e|31Qv#Z7tG)WFZj93 zZ7wb*OkrH4qQbh+hK4m8XyKSGupvi5c5L3C>F0J%$wd8yLeDzSm_uXF@}!7 zAdnmhhCfPFleEqEzJ3q`e)r2?{|Z>Zv>>cYWLRxpH_o7@UpdBU{VFo!+t z;SfiI#N-IEg;PA;*Y~wVK7)~+>|`bz*vV0b zvU7hC;VNI5!l|G|G_Hs6pjJTUpVJZZwy@%#3yTqa7hWF`3EBVoe+S*vz6vO*i6c zP@fh8q_#63=8$St1DMrIUUhF{?cn3mIvTvNwUsl>Xh&BA(&YHHmxW#FAixOO@Qyd2 zNU>~<{JmeBWvBSI`&UIV}gWNdJ zIWxvi@o4y5yg?8R!_rQ9yLJErn9scCH_!RbXTC8vhV!R+LJeG*n&1BZ_nwpNWLmhI z&)kkMb)QT73LpOK8{YMHC*JtS1HJ8)4?bHl5QO3z|M2K zr`Px7dS5;3Tg_x8Z#&9_X72y&X|MIJdmZ=Y?sbV9Z}wsf|NX-cLK5ar|N7hi{`gNq z^B41cjWnAlqV-C5cVBsza(m}n-bZ!c2W7XFZtXx_<41m5XLH?vdt26Fi?@Ch$8IPV zc|r$&Ajnn3mwzN!f=Lhr`==Q6#u4|HZ#m&!@-={W26YFBZ3^ge3)X=Czzh#Ye&uI) zx=?`?_;p-HGTqg96<2AU6oO1BRwHPFP*{H`7#Q`I5J#60Hjs2W5qflHeb~oeVNinz z$Z`Y+Xnz-e{=f?i=7WZoTtV0kLr8=exN}J8cqs;S?$?BRNL5c5g;6+#fI$tTr4Uz` z5n4!hTqIxC=LdP0eF6W+dP$aKWe96$7-_%2V6@;YSXaxQ4a2iOwYq z#_)+2*kRf*V$5}JNXUWXB~+<+jU2U#tVn`@7#MF?g#;0LITn37v4R`20Ww%$x)^o7 zxP8D_bui~^4=8AYr**gYiJ+Kk*2Q~u$br9yjR2{N^0$p9*o{;uhzQYt8S#HR;a&tl zSWUNxM3!=UhGehSTa);GF&7Pic8tk&kIZO+&sbXRAdQVjjh3(h0lAW;q>Ti5e+DTS zuxJnpi4hE`6IcIOA3x@FUzlqC<$d0lZLAh)92sl%_>rE7kNKE;83=53n1mg8Su8n~ zDCCkaDTS`+jmlOK=BN=_=z=&=i0>4UPPdM#)?|@ba6(yik#=xwNP$XefzY^v(O{CK zh+=q1m3nDHR(X~47n6f=W3q?9Vc@c-06K@7OB9e}b=$QRgkxr&t z%(a6}Hf!SNmOiMN-7pStD3|T94ka0yWrvsUcAC&RI;nY;t4SD7Qd6&K5v4VEvME<0 zvH^?e2af*Q- z`I1veJU>+!f+>!1M~l)2j$8yBJIQZ7iE`yhl&BC5>DHV6P>h#JkIzMc^GTnasbP@@ zcFbvFc=-pV`JXD9EW{TDemQ?G3Zp2PHocMq^Hdnpq?ijyjxRWvsbY85r;GbV2z$1k z{xA-{g$fZy4(;#@@YrA*+M&Pjq4OD%`bd&s*N=B-W-HpI%hICt7X@NEres>CFgm75 z5Ct=eG_*Dk^MC<)KD{N3U^u&o(7gTfuIMG zHjEjhdrG9g;1BX>k=z$>Pr87yW(-scqKG;UV8*C*NNIUFsm59)V2Y{AN~W4Rrktt; z{y;GV;3tMbZ>@O|hshH#P?H5AfD*ZYiy06O0sp1L^^YE#0WEk!>rx+2NIKizWqcp)V2$`%vJ#@N{F<`P8Y|+;53R5c^RNe_Bp4khm zpmfKeWfCKb2&;RlYCs8zWO%U$r>=$Cs~f9faEPBDTcURObCGAVQcE5vtFkHUul`^H z3$Ow607r*$h1WU}a>o;SYg=M*?k2$dx>3SCXq%Q}b?Ru!pxU{8}d%D+qKS!EV z+qd9RwN|^YSi3S@>$Qf#s;;?}6mgS1+7M}Tdi*A&MD~-cMzL;7vI43e3^(QvsB#!JX|oZ5R*Y+>4v{vtDY<#)U%1+~ z0fu038*92SrJKvSGwOSkeFuUe+RdYcNr7pec7 z!haFK15CiMC8h%kBg~N)Ws4BD`w$3w6AFtE>GYs>Cb{}WZS2^36^pCr%E8Pq4(ag0 z#VMc6JHlOdlA;^6DqO{d5x@nU#ag_@TD-ER(HPk|5Z{Qyh*^$0s}K|%xqDiG<#}yI zjDy8HrAy4j^67wb2(n`Kb0})XMX^$Ryc1Z=#eyuzFx-47?2V^d5D)*n5M$eriEO^2 z)|l%%#J)In0mopvDh$Xw$H^<7B(@HmnYWV$wb1*=32VwZ5y*qQ$^~4=E^-)%Yr{1> z5NJgZxLc<;5yog-eb%?eb3kqFJF)Nkwi}#-+K>*&%*h%%pXpFq<8a4#3}Rz8vJ9}m zs7w#6>T+GL-#2x*?ApOkfH_{=7Vk3LVD$No)9n~el(k-3EFHI0J%@^6s5anzT zIcyVC4apR(#y-uy<(ZbON6!v+y!U+6n+ww9AkxvCg#Sp@Hqq61Z4y>})i12j2eH+A zLC^@{&;k+GHKEsz%hUE{2jU6D@0%+S%u{K5E3*U@}pC2iAtJ<#bq z+9A=`ejQuYsThPU%Xg|{HUNO7jTyj!i%w?;>-)~Z%y$?`w7&HVn!VYZ`^kukx1ub~ z(e(#XY1%H)+RV)nsD0I0?HF%o5nqh}=WG+sZN5BGXNmvN)46R2k{#5oXT%EDTXL+~ z$=l590HRCH)Zu2rRQ%j7G1m005z*b!(+zql-Ow|g-8CW65y8`m@ZIW|+jAh^lkLXl zjo#gm%E4OQ)D@=+e0$$5G1DA=+Ch-o-n`n1Vc!a2yQwPJE3vJa#jy8f z;0M0G37!a)K;HB0a>r{7>EI4L&f^l!%F;*qmYF z3-OIDn9~LFD&M-kcA(%kK6QMCTRYz4>P@9PF68*wjK^)lcOBJ=jS@<}3|KW7db;;cW+$P~&Q8gJ1tXr9Cd@V?GY<0JH6I=I@Qipsfli zdd+VR5-bkqA0g*+-o+%I7@3X`1aM=%))TXQ5%BY>X07FfPPu&NdQRq~+OX(8KIX`b zpT3Ib@Lkd*d(xx+5mL_S58>&b-pZkl7{Q(pq%aS&4HL`mJ>R*Ag08kRUg%wpk$h$h zwtnkJo$Is;!n{7xMn2yKz3I^Y?8FWc#(wOoz0ivh?FXS_>!9u}A@8Q4lim&9)-K*P zp6#;!+uiQ%$^4=25bhvc+`<}cYJTaaJnSJM?=TSC>n;!*-~;Zi#mNrK{f(;lW~!nc z;2l2^@Dq^*4&yPdwp%U<*v{K5_uGy>@Dcxx&-3}{6`t_*Y21_^U0QG^DxK;rA>dQ~ zcBOj8NPh7dkL>Wy&>KMj|99Or0r3h!JXl^|C|_T>tp+Pk2@8JX$7>BTKl3#I==0DH zRJxf!8d@`*3)S3(@89RxI=>0rcS*_ky?vbieL)F9vgv z@f&{_cP**xy1W`Fi^srmkFGb#CX@4-v5m_37RbrBR!PfB5&s`{TLg zhTrnM?Rvjp4e}8AV$b99Sii+h!X_470HJ~b0)hn%9z>W>;X;ND9X^B@QQ}036)j%G zm{H?Kj-+64#7JNbDFiS^QX{oy4M>(PUA}}FQ|3&XHEVA0A!g1_o;`i~6cco(m?%Lo z*hHH2rOKAU{Mk4NgW5`^44J-!0AYh9Ns0V?1?y*y8nR{0+Oflx5+zZ(+`fhDR+Ke& zb?x4*n@(>!ckBGE8y8rx;BJMr9Y$PD@#1KWqv2BZ2SQcKl`UV!oSEj;%POg%|72yoTF-IL2qUJ%&s6oo4H9k|x$N6?dGD#(uJm|jwpX4bh z*_hlfLXZ?>5CHB9$6V=~RYNZ8lqNx19*nOaYXVKyF9FHX~5|amc~T?vqJOu3(LIR$A4t^|?@R zl};F4jB!VvUaebao)zLM zTX4mgvg69w1<4yH7t2)E%P}_2oVO~xPIx^-+%4$YhZ%Ed+}h# z&P#7Hlb^P<+^YX1rl`J@Ae|^$sJG@CzmG!}S-_IJu1RZ(RF1D9Q!6t&BUXtsu1&DK zx;f2yp}SW^Yvkcu=zslMXRl$$G1%B+6$3QALCI!ZN0d>WNJvMqwy5pKFUOp+ufqK@XK1 zK}X&_%Vi?q@dHnqO7x4QO1^sQZQ7i3u|L0FqvavOQlgemml~@v$*ftddGE#>Uwz&B zrEmHDwoaaT1jg=n;EPonai)Vh%i=un3o!6 zrxrrkZdWX%AHaYm!x;{%hA|pmG*n@{06x)<8qrv0qW77rQKpD@1mx2`#s{<%(vXKl zq#@T-!9ZrLCFiop_-N8R>19NV2g%A-MED#(@F9$2{E*Mih{iP9r5*g3hwlXE#-!O0 zS%Io!BW3xJKXOEJ(WBhy3OGw%GH#HG1ZFVN!pL4C1dA9^8AeF4OPSQtBElg~7vD8P zS$+Q!IXVl43Rj5661@~DBA-gSgi(${fHPYX#dOxwV__hq zF!gCjV%ie{988%%eo(Pvf<&GbNq~i(124Lj@HuYM*DruZ%2L(^hTsgRIQt|#|H;vK z{u~zubqNwuHRvP?j8r>q0#J~)G+Q6rXH3z;2Q6@~o(Dw;=`Pr%MKRMRV)DU4(+4}V zfD$^CfFJI-=_`NmBQM~j;W*)FPB{w7rP`wB0y9!lga|Qhy2)y7RC-miCh3IQKO@aaZt3P@@OjkvXfD%!ZC5`DeJQGxUO7AvOfPs zf}&_dnpnyr>8xlCrdnM(S&O`thy~5aTtSjh2)N3NUXg?~ABs0!`L&et;0HfqXqOYU zk(KVo$C4?6M3OBb#aEL; zT4^$rE1z5~bVRXDzux7A{0J6avNJfs6}F>t)Zuao_1lUCw^YzOD1G6oUHSG`Kh1US zA*0*U$}R(^;Uc+JYIZx`lFuW?%6n&P@1FODMy&E%g5v-!8gg z4i^l!A3hHqFWKT86?mQv5n^NUC>kJA*~_STF^r*G)2rh6Yyx#BPdCzKoA9+$*gb%P;50%$uRua34jJL)XO0g@!at!W`f+ua&Jj zZirI``jP}|M8z)QEpT`oXHH6jsAaM9Ln&d2zVeM8^f>Z9no6g^hSR+r&0(Yqq~FS| zMA2FfooJu|Y+V57P|M2Q=?|B{k*hfWGXS$8rq1 zfphhOI9-{ThRCl?s+qD&gvNYFe7CgD^{$ios(vp>*k=-Oi4HStZ$w1%T{?y$L^eo)RJc8bejy$tIo}(yPTZh!csMS-N zygMGmE5C-YG9kLX{u4OK!a(?gH2Ir9Wvf4bdbS18r3Kr-jA)e}lQXV3HMB?swn&Eq zY`E)_2X+W71{^x}da}c53}$#e#QU@b+P`>0u_0Utma+^aL@o|w!i4a^4`iqiw5Jiw zlB7UBhZw$@5R(uJubk;TN(cppJ3zQYBYl_$en7pUsk{H%I+$pv24)Dq-8;d`tEAd9 zDBZh5(NMxBguf?*LT2+ie+t5gP!KAbJ=s%;J;aQ&W4>v+Ip!b)La>9iKm{4JJ{F3t zpu@o&WJBR;3_9Aos~a}VI1)Q_r}N7{RLnm-tn7wQ#)0a|y|#j4K>G)A+weBomtPMPQUfJ0OH@C`MyE#(ZFh*h0PBQA3F%7Efdb zA56Rnyq0XNiY#;qgmj5H^hWv0I!b^=co9cSt0(`3R0wnQBSb8SK~xH$>OwCxi%5(_ zJqSH}L_m4S2Yo=LedNbx^v5^yA7)q;K!Slm2!d5x?634(&)c*F!UU=I(}-FmjVo-;UIW15?21_tNkRaG<)nvt_)nA6ho9pI3*)|* z+`(fB%{yvPs+^kHTnLr$$v&cp3$3rcL{bd>#=qRq_4LrMYY7LHkHuQL(%6k?LQ&51 zN-d~I7?sg{d`=rJ5oesZ9SlfjSe*X_9UxNBDax2DQ>=&*Z4e-xJUSICCFMH}ZBoGO zP~A)?43ts`;UM>P(`su>ErmXkEJhf0QAM0ou;Fv_ffnr|98H zJB^9*bL!fZYgJz6_JnLQ(%h8p(dxRduZgcC|hme9n_3&|%dd_o`GQ>QUn>!Mh|< zq@d6TB}Gt;2{|R$Kr+~aO;~56&wo3OWun#xB`r&sSa~E#jAc}Hl|cdRhkA@xd7aLQ z^OMlLR~^~ej+lqu43fuMwC;qEe?kPyrO} zibzxjp_SWqr3V4+SdUdprJYpPv)B0w*vd0am?)`EWr|g;2tr**@=RNh^V-^E(t~A6 zv2`gxU77XR4f(WEYTzx*Ls5AIgnIy8xh2}s!^hYXOT5inkN{agroYvb?|Vxsfmzn{ z3qy1X3naV0od~XtI@`?}-QC^)#!WY*429rrQsLd!Cxud$&{xv<64Nn_RN2MGqy#=_ zQG5tp(T&kpd(_h#!;e+nw#2O+r4q!or5;tVeifb9<-f)C9^O5%f%RQi{LA2#-}$BA z`X$~_ST*DIC&O*k^-vW3I}I9})$pPOK#&INtzOY>S6SN!8BE&lEmIE*NP(ad+%4IR zfYSpZTik0|%>Yqb+~D^utB17T5;kG{m0aPY&o-qEl)+rgpb*~Rtp>|aN%(`%1Kk`J zT71~mM&(#bd|>G$);GFNDly#Rnp#bLhzyoc_tPWtBvlcPG!j1HDwf~;_0!#C37jnr zN+P=>K2kS>rZC7)OF-BE97f{=R@db;!{@BWOB7S}^2cI@k=9ib^o^&$U1I#gLoiOh zXthxGjfj<%Vuy@hE4E@RrmTfMTZ{o<_brH3$qJt(;6LbxG)7|uHrh9a;~G#Dn{fJR^-GIUxhH+Z*`d$R*JpDpomogc3d@Sz~oF8 zT6!qmyLI3={^XFY&VY;o5)0vt*bN7Ty4e+EEL30M^5AG@iCT7LdxGUyK4JZ}rw`7E zpdi?_ecv}9jV6-U-t9=l5 z_B7nh%c|sN#)ablZ>F*iI0JFE;uI#Za;#kcwTg$Wx`mKuo%sVEwr3qCT3{{9ex|LL ztXDx9X#K!lQUI1#n4Au3WmUG&Y$i&bmgq*JXp6RDa-Kz=Mu7gM4G+@gO;rft2x+eP z17JYlk}l>SPHFBPQ;Dk~@O74Txn|usiGXQ^BqVBfW9WYx>p1OdTevBkHW<2;>Nle%Z9Pz*3gCv>w%) zX5|iEYybLbw>Dw8*5WIn+D4`&#tycI7!ERi4l~w=zcy(Y-DKvB)T=hotVRWaMli|# zVzKI1NSWsUjjm9xCZLGk#>?)n%+_rCNFsXqJEm zf=E^bU|Z-81!11<>dl9K&_@8JL1u*Q*d8Z4_MV5v2&WV8gOKUZrpw<3WXi7W^`@-$ zc5nHGZ(j0dgg7wE-S5g1ZIGMBgP2AvT?E&jD|SEW|UgNbLEMoEsQzJ~NjH}L1IbT7U1G*@$GmS7bS zxh9Von49njC+|=-bvM;RW>55pc=lGWo&8<@lV!t2_A?cSL-GGPSw0xB2Qv{XFmwv=~c#afSq$~HzIDY=ntP?S+A`B za6gUw@(6s7aEcfXEzkw&{`CSk-5$PJ*T!_LZY2kgB!RbxYB~6_(c^=(cJ!Y1*)w?z z_7qaNrIbZ@JL-0~cKAi6Px?NM5w`&~LjZW*h`BldXac=3A8>rA?$gWIp#@N36=KBJ zhHfDFSZ&ru@l-#m^Emf$QfzttQ+2}a_nQx-oCoTir{$POfD-3uPh<6yM@_aJ1RjoR z)#l;s+lMu-^r+Wv2DkS&AI~2`*+;=+7#MYVV|%m?ZX+iML@%yox)`%hr=O;U%g6l8 z*Zj@L{NUAvZ=a2K&Y@ep|E}$fx|vp=i!`{^zHKya9b#qFkUf4I^!t1u%VqwRi?l zfIhhU0T)n8Uu|Na{pdV)9p@h(+;c2jgDq+Qz(eTCu8alfQ6;tshBoKkE_j(B`;Pz! z7^DyoENJi`!h{MJGHmGZA;gFhCsM3v@gl~I8aHz6NU*~hS|Uf1ENPNtC|bI-VDRYj zCCr!#Nx^U#%-;{09@nh#D6r?wffg0?$%pUW(R)ahGHrTKA3uKmk}9od^(wurTDNYM z=k=>scVfqiO=s5ZxU_1!vDN05nHB;F7F6W95yl!))JWNVNUf&MhHKXU`5P3NA>YFe zsVR2YxA8(4j1TkF%NHmDxdbOe?(F$9=+L4^HwJm~G-_HYSGFYW`t?JaE(aBcEf{mh zynydQyQn~czN1u~63^F<-@bfKuVUrO)hj))V98Q=WW2U*Htsh<6P&YCLz(Xj zmSUM{ZjCa!=|cz18Ddg*j(AT$^XxNRQ!Ca3XrM3>IwM*&-pCd+F_ao50eI=9-x{52 z#4BW#;)E#-pngVfXJ{(cW~e}dEAB+>#(FQl`R3cDtEqu0roN($@nEeS!O)vax?X87 zhWcgXu0nG;{I{Dhl zfzjt!UgXJqk*@*!{4>y8>Y+=&{{9>EXD|e#0s;kd)bd1@l3HQUF1;z<&JGbpamCC! z1r>^3H_M#IT7ew$$RxithPn>fpr2(mYg9F4FE2osrmiIhAJm7@Evk?@$&EDOg&W>c z2SXQ)nl48le%P!8IlWQe5#5wig@e~cw?pt&q<{&*bsge}CL*WYvG+Jz_Q%qNY~7)V zw$Ul?#rWw~&V081aug|2*^tB~J9>Cp8Xh^e-u0 zCinC*>U~8MUfKLaZ}+Z{@dy1T`sl}&7*&d?tG;6Y*@6x_EsfSHdU8UdMwSxg3Bl$phCx5}?4O8IU6jpawL~6`H@ericL? zjsKQMDHLw7idJ0J^e%`&$6awF9emgWA)=-$g{NJd>(52z^r016tZT_ymJDau9BA1u zEHcVp4w*3q2Nr~X1^M8HMza7?5C&#>o1$xkrx-pmk!E4+A|xXzpe$;UBpH;XfB<=r zTwSU{PP9mds`N;M2ulH6V`KX;rm;BEu!eR2BorPKr6^`VOp`pLqD)=}CD+(8kcR=> zr~Wv~nDi2p#yn9OY;gSK1Jk zIP6BEy5q-&yp2i2%ng!615M8q^OiA*BE8D9yLWxkng0BzMwGeCOD3Qo!UCvg`iT&! zUFnR1b0|UP8Ii4ZbA@0_PB_K+EOJT8D+}q>etb%>JOc$*b&Y~1C6%AM3FUFu-r{wqAw^1bp=z8HVw0br?V3oFam^lP4bme!A@Roos2V&j6FDY&SDWA%UNLyqjOOW zF|sI6>JR;HvJ zmNGrtu-1y=!Y6lgs#TU@be&Vj``z)QIm)bCk({&?+ssm!<5UxAMiY6#v@?Z1o}W{V zOgP86)pbq)P+?u)Q5ZngKK7MNJ2L12ofni2bE`&(5}YR|7?oh_2kM?XwmC{#%ayKd zI=iZn0smIT3A~9RS*o}HAW!7PyA-vp!wpGRw;INEMgVpp-~)fSqSoR*ND294WTa+} z+ZjjnQ9Fk8+Ao?$Pa(g(+QtxI0S-i~#6$h= zjZcu=<%aJs0D%Dp{6UXDfW|y>pa6~^1V8V=IB-EbSbKXgPNzo5Z?@U*V*h)p0v|ZD zC2R04Lpv?rVR%o-tQcz393pFIg?i-4X_rlXtvtaUUyj>w&f4bYEdM$dhxTz-i=5<^ zvJ@!{z+| zRpV~T*}M!qQ`;#2p6!+=jmO6>+mMg^r$5Na-7aqs{QSBj0QMw+kc@9Y9>4^7cd~L9 zt*2#??&tI4*j4RFT|`M6eG^|ILqp?rm%v;~FFj9vG;=W6RQ^YE7d`Z^l(=7L-rQy1 z(T)=EaOmr0#6#ZIV6FLlg#bq%ukZIh{K1ck*&e!A0a2ERzGXy>Lj{-~{$17_5mI0~ ztll2%GtxpOd8@ zmDOJR%@00cS^UMw?xlrw?N0OgUWdh{=$>AV(y?USz}q5Cy+^pn_qH`LWOlzF!Fn-E>tN{fU%j zt-KiwOQ5!MzA3 ziVO}N9YWmUZHU>Yea0$|mVcy~%`jgc#*{SDA~;IK^bMgd452xmBRZO6Iie%>(Bh%p z;zR`h7lGs&f%Ju8RfHN5NdF2)Rau~kAT zA~7u_@r9#By2d!BqegBdJ8DoMUI-xu77P+dLW0pB?I1%4OX%q1>q(Vkp;8yN(j_)y zETu#56~r~Nj12O_NY+g^ItuAU-v2oscwMAXf<{Jiq*A7%$c1B*gychf-@-`brWwT5 z%tb@cMJWwqg0W=39fyOl(ImJ{^cx!Bbq>ELpWi8_#%KjiCscOFq$7%dZ3B;LvnP}SmNGHn&pht$UzGK z)9)os5?NrG`Hm?{(Pq5HE^?S@&Lv+OrC$Q3QZ^+x9-d@Clwkr$3$o0R;73g;-9m8S zF#e`jDi{btSuzGBSw@TCi41nwh@VkRD?gSKF$YT6=ckbq;%9zh)!?Pgb!o=S!R9#P&Ug#IW;Naznz=u(#dr#nid z#g(2x$RkO1=tAhG)+oR}jOb&2WmHTlicX?9<=$7A6LzqTc|B+?zF-@M6#!{tkAT~2 zAf{(HCy>5rLQE);4xus_sVfej5^4yO4#=AAJTqgZO`GOlQsKAT#k z0~zk9L9i)^Sqg8KOB|9KX^IyqcIT$Tsi#haoX%;TTIe2R7F+t#lo< zekyo|Dv^$=MFJ8bE}XZ(*eg9k+`hg9s3d@H;HVi5px#WYq~L489_7ITrZN0N z!p7!X3B)?gLp9bT#D>}aEeVoUAuycl#XjaR@?^#kTgRp-mr|BlxPt>a3l*;=HMc%=!+^QpO{R zt3kl$(#q#B(r3R#ZTlr^$jWPVY{NE$gEW{!*W?2*0K+K6K-T{MhSzpPj8cR^IP6Bq z#lSj+tQ-j(k<-H?JvBo-ID4a8kw5FBcGDd_yH;c2=3s@r-_Q_ z;bv*#f^1fZtUEkzJurnmJa1DdSBXdi)^6?QVohia7#ptV z#xDBS?aqQ@=ZX(uCMNhvL_x7^oczWt!zLSja;-go8OW zuT$8=Juq{>z;4=rf=GORBx))ObSoZH#v_d*2zy@{-vtHmy@F<#*g z^RTiV=i-{eP_X+a04p^8&5Vy~|`mGfg(8Cfl!5Z^1 z$1Ww??(M$Bh9U%hoUt$mh^bfv-U!4VSaT?ksJZgPlvU{|%kdnqvOLfO0#hbHD#i24 zGFjR(AV2B%qTEQ1hfw~a?U3&!MNZ0Xr}> z8>6e!rYkq2au0(uSGY2ZAnpR|F-Ify^saLpl7iV%MveAzcSW=3zVtE+>lMQ^gv#_x z%WX|xWc%WDMCtTdiEs>e1X0{CP-F8@OY}rTm2o2VR^0KT*>yR0wDXdsIp~8Q6M)wW zi(%&*d;IJ=C=XkIS!j^iOCvyJAN00?HJpn7^;pAgSzF{hO9Tr)vF@T_OFP6{zI9w< zGYBf}BO0|bexY;dHPpgnUqdhS;%5ZwgE|}3oM^3K57llsGuVb$E|K7E(V)Rn)oNPBmN7MEm zqcd)AE#~fld}D4BCq|`O4W`zFJ0DVKf^Y&Ux1Tn*bAK^`7r22RIDs2OfmgC6a~tR) zgbU}=XlHk@N$F{~@o(lZ{yrklQ8X*T>$AK=IGlG~b0J5sH;UWCak{b@w74sm;8H`d zAIo=0YlICLvVV~D2J@>7YBf7+@>dK0IBRY(f)_c0D>#8Ocp!FlLNqgaVK;>PI4a&- ztZLJRV>rM`#h`L{hm$j8U4=P}IE#ok`#EolpLx(JwR*RZaa35~&TloQ|H zR^hRO@`+hB7AV?IJ;?tz$(Ovz|2fL5aFAK|PPDwFyu3)eH89Nlu{$l6 zGdsfbHKZ-PI4s)I#<2)?w6?GJiJ!XM$Fk~Rd<^V?zm_}C%y~)z{-Fc&Sv^yo1U1~ZsR8)@3BMgO_u_-27E6QU8#&}VWi$uh zu~t5M@owhBwb`FGL?cJqUu@`md9y@2#)EzwH!wViIy{{EvA{mZKD_JCP&%)iLjeD) zqm=d$1guho{2N5O_qRj-vf36hK#*F4fM7v`2N5PzxR7B(hYuk}lsJ)MMT-|PX4JS5 zVuvx(l!X*Il4MDe(g0!LxRPZ{mmFb`av99ukCz2wQX80&+D(@|IVw=FuirkSNBbpJ zx|H8Me*B2)lRB0EYE^ytux8bo6<=4cU%lQFJ9aF#aN)Y4uZ`9F!PpVX46fc|N52R!B4r)o5+tZW1^gpW z0fQFPsKVcBjIB^ZOZ1Q+)7A)4wI3mkRMJUhW6?zyVN8kAO<4jq`c>^c-Cw7oqF;b z+?O>^)O3>X3p+b>&;pjpn--UQ-sG!8E;2t*M{<<#DL@y&Ok z+FLRU(8>gqWfO24S@*i;FtasHXTiGD}*ovK1>_ zb?vGiUafsqDec_CM?Jd2%u7na$Ygmh^z3m~=XcBr2b-9~A`72>^s{JN$MRf2ff(?y z4@>=o+9L)(g)*$idSjEgHLbTcRkjNoO>IPj$u8S$Ncjy|ZM6s1^z64A;+i7Iz9wZ| zh6epH?~N4DxJcu!oN(=F?%&9rpo5jj`XJ^mCYjX6& zvUbjj8hcDK1xBeS@_c}K(<|1^@YCu*oy(eAt94qo`-H%oi%;{kU6 zoA}{*kBDvx?Zz6Rcq2WuqM`i$J34*@Uy|^`52u!|d&0x7amSC}jtb+=EWz z3J0I?b?0PfN!j`4$1+_JD=+oKM>yoSvdeKrEcjcGdYti&Cbldq@SzGY&h?N3*oim@ zD9q9nNFVYw@Gfh5oj!ok2La-3L%y+LXx_D)J7R=UsCm@%NI?J>4w8_CR3QuhkEcB1 z2@)ZU)Yl#(a--$gAT`n>2=G#bNsB08RVw3Q5B=d3@4YIB;S--%tRxa&d^lD0D2~X&p3Cr>9qnHiRq-*xslAP+)b`pmef^+R~tXNs}(=@}+thaXbuNWk|0hKUUE+j0zFtg`T&xe8BWRFAdu2x>yur zUNESv(cN!6IKw(>3!L=2NLGy+TG7G=sY&(MI)i67c?IV*BNUOm1QJiF%C;g3W7u*W z*{IckHb=x<9{u)H?eR z;_K9M6hI(=GNN&e4HB@lE`jbHXSve&h-JBc^ueSC;VolsnBR#1Fv?N)h2dxc9N-d_ z*0h;g>hM&1$qiWsoG>`f*iZw`Q&qMi&qL917Uf$NW%jqgU~a2oHMkGA)vRX1M{<*E zt+}#wl~?HwL-zv3RuRRkQk=?p?t)kBGEl`=k;+I7Cnjrc%m#%ODoqB#06vLNEaf{> zG_5jC1z0d4|1}hCJ4NA6VcB;gd`VOV9A+`E=pzMQ8*1SeJ<~kZAn){Gf)T)G6W!M! z7ETd{!3>)`BSclqJ<3xAH{w|t*H-43r8tf#XcvRUuR=VJ;%Zr>in{fc(7Z=>)mjyh zde?BL?8;w*5uwH839HCNou|V?viI0nvNc=|oh78@(4dO{zhc9(Mo3Y>G4Gn!o*{67 z(fqb{hS0ts9LSqRq#+GkXxSMdpx*4ZXV*+sB7F|-_PU2L=7R4@*bv7z;78FBQ~E2G z;|ey+F=I*FlF4u(3wXpcKO}Xx)1M2SH2FbI@**Gsq_%G>7M9*opjvT^=F9&Ey~=JO zWC1&hjK6Uz>y|i@AeYtVWx6a*%Syc09ryS{I8bJ5jNHtpJ#g>{kl?3YNJMT9jvrOS z@eWEmA@$VTJ%4mx1}UJ$EB0h{vh6D35*oVS{>EAr?P<#y?quoKp0*QyN@s>g+^`a; zqi?ldELDe^5y}&l39&G_#pm;$R0Beg_8Bq*}4cNkY>)ti{ z<9+vgLqaZ%kq@5mg*SZR4P3$mH%h?;aXFA=E*qL7#O68wo!(_b=fg1R+T0VR(6

9|H&@*y&U{8^l07X!Y59 z`}aDJWvQl=g}9#G1%m>>h5$c}aET`WckKr_@Q3&Q_pOom<-z%#m(?u-z*ccNt0?;h zscNJ&Lqil7eerWDhU0tLlnG4eI^G@)FdCCqA<*nAOuMT z8iOB3p&HZT8uw7h7$+D7aUT$4YRF|0CxQwkZzLrmPipOtBBK2^0x0cqDB%Vk;}QJk zu^x%?B^ptN^zlP*PO8QcApnv*JSoIRsSHE!p?>CpmW!aSuuL3MEY*MEi5K4@ zFBFQFw#SD?i7b~$4*w!A>Tuux5`r3>0$gNfB^Bz)JV)IoQY!kO54tFTKw|~*h(mHs z1s{a6{3soJWGY*N8WeLWF_VyV@F;sQDNimlePSIi0?8z0sv4yUF@w&80vMWPAc5{W zA`$^VELe8sxq_&!#!@ZIQryroEt64l&@I#6Qmkz356Qy1>Omjsu)Yw06o7#r(4sHd z@-N|wSRxH3V^8YM%SvqvdKKIhZ>=yD_ zjY1(57$vkjDAe_0g*cfc`RD^4FbZ0*gdNyHj?6_~Na|-wRB^K5MCbC}<_amYGoloZ zIk%=sTcbv5O)_r+KQ96&i*!-T21tXn@U~${8Pz3FGa`OqVI)N~&GY)8?>~8N7p-y- z18qvF6d`ZyPK9Ra60$u^tQjEf6`#(=LWa@Cu=V~dtlTgz>kV?!<33<1e&%Of9Ar^i zA)y{9bg;oyoq>t}Vyfy^G&{HA#{$TXq7VHZaoS+OJy`=$C$(E=LkG9vQ4KFrmC{=! zVyHIa6ldg`Fl>Wbg6F&lN;zg0W$|xjb1LxRPQe7qZj)Ej(22YhR_zrT|FA5{@b*4W zS25>bwIXDs2~O!m9=_p9$wHw}HB8{*y6$1Qv_yQiD@(YsH@NjCqs_DUZAT-qIoCj2 z&9!Ay1YE@xQYF=8)6*r?Rh}wB6)~eyA0mgcw1=ER#J=kF_)iVTf_=J3JAAAnBS-CY z#Vn3aAgKc;3D(oRluUzeNumPlAgYNd(tTEGP7YuJq$L~nwJe&!8Jyv4Gd80(_WoAJ zW96%d0Cm>?c+{srC^g`0Jnt4G5=1jtmSzRlH()kq2ajBdbZ|eTZwtaHA%$lRLT8zh zaXE=g12jo6bZ7@Q^u%F(V8)}4D^I-=PIe`2dkl$mRX5RUp)wLKgDEXrCRLS)aUj+V zu)%EaB3aee($eF)>Y`=_O>W6Vxb!Xa7`Jv_P@FWigG`Xw6!&>$1YEaadc##*5f^%W zN>C|+G$RFFOM@R%lSj*|a-+31F_&IrGgetFp?ueK4(gSjOG?ysTELPP9gQ!p_F`Oj z-Q+T6$O;azV!jk$0c;m{?ZO$-c5T_VeH+wqcF$|csyZg?WJALSWFl}8;xf;3ARumJ zlfy*+JQ#aLcp{{idQJF*Q8Ry4Y7^ zLHDfG=WNdeft{g2UyO>KAgY<-t5keDjw zvVEL*;bQbY84;XR1Ir-yCT#S0F`|uIc#b)ugjM*CRhWh8_(;nL{_a+CgA#{ucstg@ z>Vy_`!Ss9ZL5n}vl)}Po!DK$vwi&Et=_XBe%c6;AjALX`R%i8%*ljC_#sISTi^YM9 z75Lr0IE>wjVJYg*s;N9ZV*!?M?(#OaCc-8uLYH?Lj_LT98N!b7c$leIkLS3SHR4kL zZwuO30+2BRC|C1IZVY4xw4e~VK!GJ6xPg(8c8L1oi-9IAPFZdJRMTLOB45d3ft4Uv zREa-%)iOqj8+IQ~pp<=goV!?+eYcX$ZH%`FWH+XG&-fk}@mh_>mvdHoElZ(+xuG#a zn2C9qjk$&8m?17TA0Y)low*_^8bUb9R^s)q1m|OZ3Nyg9_;$feIm`i$>fs-YR z$+=;zV)@WHcat?6Qk0#~S#@8z#;8~=fT4@83!j~#bHOB|;$f*9IcYvRxBCRz7)(*e`4(i9?I<9&6_4J`^}@LIDu8y!3wN?w|M!0RjtQSzv4`rbIJa|fY&IZ^zZ zw&&QkZ~KIE8+++5hWZ#%cscIYFMHn=aSlhCuC9>T>XWWQaZ)<7;bEo!!#V55XSx}y zce$7wKv(pJ(cSJL8`Kuj6r0`>j%&3J;ZC}_uwtCid#TkMm7O~t-W#u5+J4;DMfdbB zVS^M@V1sWbz#oR8`&+=F{2~avz>7I?y}E`c0)|tBm&1-zEdnTqq_{^aAnSJ^Bl21E zp;i@VZC4r{JRG_`?JfG6ZArYvgP4Bg`)GHCi+#nrpF-X;^aE+U#?LSxa6HF%oQsd4 zy_NdMJIa0JTVshlf`fso!`Gd>41-q!%NLWYqx{n)V#=v}g{|DH`Pht;)XDkC%O?WN z$rsY&<0^XS&wVUAE<6M?Jgw5!(eYH(g#51Wy1l;xpAqfOZH9FJ^;~zCRmJw9!fiad z2c2kn@f#9&v(XzJjM^C(oi2R*9K3zA^%`;*IA%DO>vWPFZ&^c_{3rXd-9i1`0dEgR z9ghzjd+}45GgZ|yA}4UPqYWZ5l*R;NPh@7jW1JefiOXQuT-)D!UwvJl-Q3#g+_Jg2 z*ni2~vTnZbA%WMH*&&dmcNNDTNFbHl#S}_ye;nIUdC@6*snNmPVIIEW3YWMYnr1wT zjA9VNk*7!j8rHbHF67*g+_zbR%OQe2*B#znR@AAy-l5mu6XK%Jnn`(<&Xk7d%5COF zxjN=y9}eEurz_Xf3gzEB9+-$^TI#NSoU?gXEaHLKwLXXcJ5A0t7L^|zEA}DKZYg%L zbZV(qD#|jY8UDvt{v6yq$6@~4KOAz(a7F=8`k+{9V52+!WVjrclx{D|*f$b0br(3w1mF5||HCDA#1$?@aBnKWsF z>WTu+E8CaixZt?GkNZu$zwf_or?z+EV`^@ z(TPMFGHkq@8kNpu+HW5}ehLuSU4YlFUIYvD!dOF!8nrcRVC+4NSTA7$i5ok940$iL z$doHXPB7WB=FNIDH$HHHv*^*JOPfB8I<@N6tXsS0uxFd>*|clhz6}V2>)pJ2`%X-_ zbufQ}ey0v@+%XJNqzo(fjQW6rK4@ju)F+f^O@c)aGCY_sBE)9cnl;nM4!yo_E8B~7 z4?iAClWXnSx0e$gx1KRQZvX$$O5*4Q4^KV+{S?$t`G7YNQtmC4P*Y9mW6o6KymX9L zV`+s>h8}9A)`n!A^AlS4s8wHkKyjy#T!SnST4R3!Mhz**kp@_DkwK?pV>a5AK#zz8 zc_U&m3W;QrN-oJ{lfA)qTa;4LmYb7SUWwXrtqnpPmXH;>V^LQlZsnndA(B-NHzXuv3M|WPv(ADRV{pj-dP!}y)?SOPX;4ndt!-6i3$C?gp2lTy;Ub{r zm0~(~7&Yuhr$CxAebmo9{KU!Vf^WuY&{5-!XI?Y*ddFuzfCAdmSPHMDlc6s02dkRf zZ3<6_k-ju3L6-7EkWH~Z%8|YXfm)Dw7h&ktsi~%nBCA;yXd*f&-scvJaq%d_+aTyHRa)(*ty9gAkTD<2Jo0w}nOv$f8IGt`s>8Ut zDmUKj?u}WsdL-+tG>cUDt^5c^nBKdAsbsoVmI*Cr&ME*c0x?3nEEr&zhp6n`zvRjz zkYufZJi3AnclzqD|90AIbK5ri@~<}LYCrhnkKNX;kv9U2F>jjb{Ou-{;>SLWLO9mR z2_MdY$ek2tj(eR%9O(Fl0rfEwjo9Z;n4{fSIwuyc$nJMYX_SKkg_8ZeBpV1?(CKQ@ zk@u{mbNAqm;RHe_3q|S}!=N2EZ0C)yfQ2l)+ub?Z5|fpLg+BG!U`L8~vq4NtY|AT} zlkSG3`srl>&eEC}xyD8Rt%0F?85)Ke&xpoUxdIW07{wkyGru^>agJ7U-}|H#KRW8s zGJI1F{>Y|9YVq%D04&XPG&R7EU}r7}OrQcCaxp}iCr|mHo#f_Xu={9oCHIMk2S2Ej zC8mmmi3A=BPohGrw6Ic*gJBHaLqi)HE<6sbNP#ePyK@-vhaMV65NTILBOzfG-R!V#@ zMQ|%}WKj%ur|+5n=Ns#x-J}AykC13`q?aqnC&3a*`EgSt8~c?UY5}t<)B?Tg87wUwnr>XY*>Gwh_ie428%r^ zam?3DAil&kt%Nk`V;0I=?iX?lYJKkLbjn`=JHHPbrY#bw~ z&OoC(@rvKO+9I8Mr6(K_3*Z2!Z?J@wjbYs;U^+fCHRT!`cp;0tzA3<94@#45al6^V zX$l+P>xnrYBHEYXBXAtMoP8R0ACryHTY(u&=nk*PL#!@=B33xLywNyBA}HQ^qyPg{&AeS{ zEnUr6Mt1JE7sG9{o9UY0ILBG9e5GE3?~Lbc5qNFk2#0|WoM$=0fUBZu@VOR@EgLaM zd7@eWRv+MV*&OdU!w&ImhrfZ3t9URTHLO=Z($YCYdGe^|NU9KbTV)SCdq~TbG%p11JmEi(`vQU`QhQy>H~>DolOq<}{*@ftA#{3>$S2y8V_3ZORnuRADALOXD4X zAeDAooyXQX(3@KMV-tO(_c^*+R8(_<1g@TTk+3dq z*q;IZXMi2-_g(XvdvSKOr+xkMegyg4zW4ac|1fjUyZ!Iq@A-$zyQldhLK$8EEelq7 zoFN^SQynDc5Df<)_y7-&_Y&M7aTF0mmiIxNmJfkbS*R8wMl^IX(`==7Mz3OkJf>T# z_aU6N6tDL&DYjd$7BQNoDW26kvz2DO_jA9L6+*{5QAK?AaZ+l5L=t0L($O`fnPJN|+ zYsiLrQGfRbhjy2LZMZ*Ph8p;@gaj9Oi7|khp#UR@6a{osXt99z@D2`m4BRwvN(OY# zmJbHRfFkEf#|Cs?v0|m?4X0;-mcwl4K!NAbORWbK2pB7d5=x>)a|-DH5r_B^F$HHf zC~muBdCt{lvY2c=_=C?zO3KF%a3me0a1ZW$2CX_6g1~3R^RbbZCzF_J(n&j&pd9SW=9Y!B`Gvhu3m9 zeMlJsw23ORNR(4T6SENxC_CK5K#UkfC>32J_7wOaiMk|wn=>Nubw;a(MA9WgoTNz= z!;m1SR6WFLoyJH>AyO@diZ6&1y@nF918&FmPVUrJv*=cB)snY3QZ$x>mlqaCRAI`5 z9o)4n+oTVJ0DY*DBhLeXl>t^(M@AWv4aLx8S!adore^AA3)jg1g0*BJO{IS+DyA8BEYat{!9b&7~w zLnlN)Hey7ffiy;mIQWofCXpMVY!Bidr!|SmRZeEqdLBs>Gqx5tc`76sD<(NwXVwdD z#XBpBPO@luFWFYRBavTMdXISW!FY^j_ECR&~W@6&HN*Rf|E?gPq7+mA7fE zrjy%6nf_=|eg~1t(;?{j*=#9(CoJY!>;un6&Ih|Ws zolnY@$IuLAU;sEOo>!_z9DoVmxsC{irA@M%kRfn;n4Xa_NN`D;69%90d0VgtIx&Qy z_i0r5d2BYR7WgnZA*Go*_*^PVpb;5ejESHe1erQmdcz=Po%R$I#z`U zAR-+ir19le)6h=n)RL!3qL^BcVWCN$G>d*p7PpB1dWuvj2Owt7Kq3+al&hhmu7RGE zaXn$Sj6NEq>BMGQcTUAgq~8dBNJ^~ExrMtholvT*rZ5b}kexO9rO`SzTFRwy7@pF4 zZLM)XbrX1KsxEH%7z_0n%aRX0SeGN#IGpJpApsAmbf4!yr%}eAf*CmdP!cr8r@S+Z zIp_`NWS|;kuFFPzky%6q8mJezsE_HWDpxBncn=RVJ0k*`Z04ca@LqS7nx1O07VDw& z+DV>Rssp;3IXQ#|Acd4#L;BDMKcbKA$OoH~u+MvcZ9 ztkdb7#7eYWsFlmAtgtW*&Hx5|bu`w4tx;S5Hq=_J_~)fk+g;wu8UA-Ja#=0MD6Wa& zXeUaME71=_kw_$gh&%+Zn5Lil>X63-51RL%8*-Q;3VgfcugPX&0o%7TnUTC>u=YW> z{lKVtM=!UVT8GIWHUmn|e@es15I(+ac6M@RlB-Goe1F@61S`0JO1MyQxR=v1ftwX9`bv;n3}oRd z6I(>XbyvrLxlhHhlnY&w2o|5aul!3&OmVWl)E4>xV?dn001QD{8e!TRUZpH%U=HS? zO*or%Ten~3#JfS8tnN0n!dtY@aJr#=8u3VQ zF`F%33mM=GyX`r?o75hqljSiHRk1R|S$061{|)Fjq*&Rc)TzTd?3_QWyq#bQvP=wIVFEKvQAtYhIXFdT8B`#XwAo}aa?o-WVosN9_V17B4kcW#vWwcr|^5m z6~qn+dB6C3zkAEfWV^w^lx}dGc~Fr-Cq|R}YMMk>m%G=JO9rCncFJl-iRad_8tl1_ zTzQaObR2OODCtWKBN8+Ut>G%nLLxW6$UWalevPoBqqp znukdVw-PVbZO>T8AomU2fX!{J|IIYXO_kCQ=#bBS8o<04y5l^mo@>tHoX&hAQk~S! zfh$ad>K?r$Y`@wI?NzxKt7aY=O!^$ElIYJWDyji3&;;!jfqD-=X~Lr6)6u6qJ^9c{ znX_ySmEJd8=7-Aax5_@Oti<}!m0j6Lx(h!n%PGy-vfvA|K&4e`)1&XX-HNPV-mPBt>})M_*X141 zX%?E0Tth318W=8=1XXp14be^+XXclFu#lY7;0^lSjr_gJC2b0oT?+vo-~$e&243Kq zzzDmr(z75=32otljsR5q4(gx|r%mBNax~8?=#Mcptg*e|5*$)YkF5~{z?j!@TtjVI zm+d;r=9HSi9isC3|4B8e6&7?a1(Bzpres2QU!ls?;(cszmgNVj&VUXIQVawobGmKx-uTE5(68dU5|UsHr)j@ZPu*ye|v zY4;3k4%w0Iq;MY6bgu3qJ1qc&<~urQlHL4qYi=hFzVU- zN&6}e;D9T7azXiE)k_X;fQ<1OpU1Kes@_2B$OaY&`DtApbotujjd>p{wbaQCZov-M z-3{ZrbL`08|6a_skax|5Nuyl`Hf zvas#|KIb6q?(iP(@~-Ey5DU973$yU7fX?v1tfl=P@PRMzbf*pkZ}1QR0b{@qtNAx7#0Djg2({3S7B8Zj>Ck?*`+(x0sC_$!%@slN0y>~I3Az;lIggW67NieJRYWVv z4H`_&HV@;w>rOf!5BPBFHUIOJC`2TsNtRmlSuKWb?c{0}c5_{ozvM}0Z2D#V&p^m* zCtCF^3BUFL6n#({T_$xf;G4k6VPg)QLRxmd`;BH#_F1X+%4*qf@6mH!3-K@ia=zJf zkJ6cd|No323v7Q2tf2Q#0}u!V4kTF6;6a256)t4h(BVUf5hYHfSkdA|j14(pdZ*6g zN01>!f_!HV5(a?~Hq7JKD&tF-F=fsqxMt1FLH-8OqzQu*&zUx5Dp1fT-ch7S?JZ^6 z)Sfz9uk+ibm#ITM%f9z1(V6+2aY^xW9B-ol0zixl6!ef{t?jdzZ&TefV^DQ#MHX;!aZ zLyt|}tCuZX*JNJ{?Aq4rY1dX?d)B-6G;eW*$6dYJ?dZl%nWFRRy4PE{O7HbMaDZY0 z{{%3o0fl&A&mJ?)upNfy%=~$-U{h0e-rhEB*s$c!rw{Adv~1Jr@1JkV|9=1j^sf^F zJK5#H18Y%mK?WH_u$BTNl#swoD$IltMr6@2mRLAh#S8%p|Mmcl zi!^=uP~ajXi9A4o@R~7CoOs|7=R9Y+>=MrP+!OXa`1q@jnEakG))e^!bXGtKA8c^i zX%C!`LJBRk5JL@RiRBbdK0(BQBg-}STy)cQh{YG%6)8pxX#8WIJ)j9jU3~LB$S0h1 z()XZP{}qVem}WiU&c&Q!b02*+Q_dc()?2Sj*S<7MtTc5a)66o*qK&pby%C2mH??YJ zPH?8o2Vs^wd(5u8Tnh_OK^eBw&_l~nG|{#gRW6=Khbd0d*KC>QzG^?&h+TJGd}s5H;8n?=W(<(0 zmB=kO{ltJ@`oW)jD<=hp%2UUvIs;lx*q+NWbJ!_(xOrRRipdg39E{h}m}8E;p;WfK zxLK1QeVlJb%5SEJ-u659gt@kv13fBtLKOpTXTTKA`e$!?Nli@FQZ*WBrC}@D=)CTN z+Be;(hD&Fw&5y3-bF{}6UGrKz?tza!lujZ^;?b;P(2TU5CmZQe4|{|bH|G?KZgrE- zE}Hg?UGxVQd?VqtIw3e}$)Z7o>qLcGh&aSyh!GrOMGZN@30IWi|8b||VGn(nBFtsZ zT_qVryvX4XNbF%B(8z%TfA~a<$Sx!P@Q39XC^>4tE+zy}06ehAD17K+A8mRVYJS(6 zVKA>O;uyxJDAg9^bxe87qYYa|)|YR9V;|rc3^?Y|kHlmRd)fmT_g<3?%do>{N%0K- z5|x)lIf*gplNn&{!k(fX4Qa=i8~yAjn@;s6fBNfRXoO?C3=YsUUbDwN*a5kU{0Jyc zG>E|>$g8$h5R(`aRwv`b!Djh~82EWcFGfg0zL~H{Poq-G{2am`8O z0vX$!1uHVa2}C%KmQW;TIn9ZXAPSKroKpu8G0*`j#?v43|G2<8?HQ5R&4h|pB-`Z1 zHj|=w(RPVR%suikMtwZ&9N9SIpMawqZhXUcZk&yx=(0c1oXKN!)D2nIgc+$ELw(;+ znLxkjn8$RKHUcDIJn+$vMIxnY#p%;s-omoSI7et3txYO5iL~1kD^s5grKj{a(^8U3 zkd1NQT>iI|e7MRYQk>naszZH7Q;MRFOUf> zWlm@p(5%HXoq1QhPP3X8nnbvkv5YyNfG?d#|3a0s(8-(;Enkx8L*EETr#6y* zj+`S$LlaSbG()7f`37eCk=m2)ueU4BU`z3#$neROw`^gaS|W+Ch3b^L%=Ky1EcF^# zz~(-m#9JugNHwcP=2NR$DpGp-n)6;49?uP%K*pJnEXt%hMRAn^u#*4)16Uvmc;HvT zD%M>VO)Y2rB?q6i)};C3m~Zu4T(gxSyk=O#-g+T5ugQr>AY+XD07o;vu?%Fe;uO}5 zgeykz1JOp{zMQ3Tja3v`$%X`8TeUBaW^7|~nieCV9n$2qGunQ_L;)v2?iX9xk3as* zcd>ojR-ETNaY*!Ix5cd-cf-++erbZX>4iA-|Huz~Bv&rW?I~=WJE$fj)soe{DR!@+ zUEMHGfa2|xrEEc;@lvX&&p0orL{-zV9JNW5EZXs)bCd)2VFC92u|aGyX_(B)1P}zq z4+>CO1SnP@1~|bjc_r4k!RIc%bTHr8`V3-F*c2ANRwhcZVO-yp5in%LBqH&NlVt`O z*qlTxWN`{vu)-D1V97qfpjjYCTiPYUagIN-V}d|?+V>RlMTBHIs^W`aN-{u`v9}bc z?1Oheqs;G);finQqaXUn2RNeFMmky)QHKU|nEB+Mi1wpRgN)ApD9T+oM+bayo~~M! zSLf`B)HTOoo}SMdO8wL)(6i|cF+ARz|7_$oR3Y15$n>}9R9+*a|AU7s53qphRJyZC zKJD3@0YPy5z&a7gwgJ#)V7CP;)vC_M+*(aSwtAexv@Vc^I)UL_M;&n=2JDoO5s67$ z2t%dddMQ{zQmY>}L_FSh+0BlTYFoRVCPB&BX*_P2d^>hpoLsmm!T_SAS+!8o$2|5? zsHHsSZR!(@GrqwNI*k!C+(1jd^{r8w_PeH=VrbENQI@{xBokeJ_cbOZ8O9t z0)B}C3=qL)fTO;YF7;P~F7%;?|95~z4{uuEYI|76;#mZ$Fw+wU^{C(V*4^4Qh=Dz) zeOx{3+rrQ(xPA&&XcL<`43Vha{(k^m5spy1c3LO43qT@K0T@sLp0GQLumRSwoP44j z2b_o{*}J1yn5ke2cz`XT^NO28nQzD=aKHzVGChB5i&Ap9N;w)zsj1l*2Kk|xeDFJ* zktscqi{<&ekQ)uri!Rbz4f2u=h|?3*>xJBS!LwScP}+~ANkXWpJyEhKjN+f&o4mH@ zJ@z`QtHBzVk}8VW4jnnI@Zc3}00vkZFat0HTnZ~)N;P8nGg!zEIb0T5^B`D@HD_VE zT06fC>pHH(D-NL{8*&8^|C^I#n1u?#kVTXsMzBAw>yQhvrcdaD5Ro|q%*1F*yCLEn z&N)C$Op!4N21js&){%({oQQowGS{KI<|_&ejE9A(lGAt;^=Y?ZXa>xXsJpl_*T|3M zSwWgg8ZhgV7z`>^!G|fq2XsKG0&>Rv*};?x4wr(i)LJt%$v4z<42d%uX`CPVu!TJA zjo3q)7VNl>^Ay}#$C9JGiaHK01ezIiGgJDXFq%Gmf}JtE2m>%Ma2SO8>Z((7!@(OC zqoa?csl)w{H3IRVX&{DO@SFeOLkZzEM!2=E(~w(3wr+`q8k&V!K!#-)L3TjADd~r8 zx~B7U#I5VPQ}6^C|MInQA(v3B$+Ke-Ps~Z3+(}Oa#eu*?o16#+6bMHcgPEAXm{>*0 zApivEHhghPiZB?*P_38BjMTD+oJue_VYYp628vp>#@j(*1dQ2Bnx^3m=J}*);H0AI zn&PrbXjCdg`^HB5l*3~ffg%n*LBUbNu5N@vJ-d|okixv7k6!qVC(Ofi1P->)nek~y z`*EW}>%DStJ)@~dW=mavH^auml;{$PK_$ zFJWv!v&5g}0jfqj2QwQZy~7&z8V=A{p7_BOYJ9GF>%dUiOW%6Nf;)$9q@%#tptVXz z{y|9fOn$GHc(@&HUHU)|?s8gd13eFrde~BIO1QMC39hccg z#W1Kb|5}-&=sd!6kDJ4c6P%4z^TsEvsIl}I_~{gmO2|el2Xy!bfiu)VrJA=mP_#@M z*TWAVRHS@xQ01CD-!$ogQG`zTD;oDfsM!vjfDT4U1MtR`&A z1x^L2z(Se7La}aAu~V4W`(w^8y;m_6(^4Q)Ml@3p0m?ZI*ne?TIDJ#L^FM)o2^bgy zQ{>K!h*61B1n7}jxFbd)m)Lfa4)fCNA6!CDlu5Be=NBR22@L;Y(4{7|NU(NG;2vITj7w5Af@hUFFsO z`J^FC!pHjzpe?#zY9qYJ!ni<(sCpGOb%<1K2IZz)_rEQNW!SH@+8LdaK7cu7aJCRZ>5 za@og(&D_Z$*n*|bgVo%bVAz=$&y0{*e{xuT8QX{mC`LjKK_V4+$h<&ewD$OllhFqm zq$88{E~<^%`YA7r>(8Xoz5xmjbnv6U`&7>BnDWwD_~6-dxJ!Ld)v6KNDRfm(|EbJO z`l**?TJVEN5n{qndRp5{!EDrBV#JS~vD#r>C|a$fwb-AYeWkE|+ylT|&`sfV;oQ#M$uHA9prdD~Pu@+-LxVx!?X&*8k2)MBlA;oEAXet(-cBMQ>D}VotKz7c z%`668f0R+yR|(Qsz?W}kiL39%#c44MqCa4qd~QVPC4Q)8vw)&3Bsq9R}0>(z~-l*A;);@}wf)i}yq3#USdd+39NuquPV4$|UB zuUgx-#XiB1Edd^2`Vf$$(ZliM!&QgnYElQjrcXeIz*+`Z|HwMz1Z9{`Tv2Y^ zRmPAHeq26@0xv9o2L-Vqj_<({nNpMHpiwbKTq38lngVSdV{&R+xg2AidtAI`v% z(i!)7H*=s9%7~5SDH@h7q-<8pLHmu_&?I{%G`9#)G|S#|K9gU9Kqx zIguL06?{&A{e6(Mts40t?VTAGy~fE-$);e>!z z0Jdn?P-M^EGmYM8j(*5Jq|H*eTVJr2OGcc&g+FANhWP{2n67QbrRi0^X%NFIg zi0$r!?v_gf$_IhN2epu&!62#N>gw3AV|6ZT!0b0r|MK(n{i!-sYfYWmKg!;Ws*9ph zNO4?izR(9T7S%u>v;jvR$%qebZsU#4(AsP8@l{|5zgr0}4hm09jPqwv$v7beXJS+@ z==cUO90=$0DnAAX(Ig1(Jct)XzS4=g&pfb2hVi9QnzwaiJDhRTo=Ed+(hN~xStx}| zo`m;F zRrS@lc~fAkJ025FmG!N{4#z*Rb0`a3|F197O>yT7kLt&?Sz*JV`xU2`L#P+bx=E%Y zH3eUIhTW$~+kAG2)DT8wPG75bItg+iALTJcd;Q;bw(tM9hkJm~EMi ztl76d3Jxq#U;vT)@x%WAx0ZmtxW(CFoT)`%ft@i}TW_~@VoE0yb^_Nf6k?bmg_&^J zA%~2da*Hp%#3D;49ZtdtC!Z|CkBi_SGs%aH&{(65H`3^djyv+$qmMow6r_*_-Jyw* zMtV}n9Yhu~$tMaOKv6_cQCX#xS7MpvPAI7alb2u0M3a_dl36B5)bs>YP$nJakC`Gl z^(IJhPSpoGlWCRbIbMA={|`UkG_#M3X|Yw{TXxMQn{&+Nbq%A;4HlPXzs*+IVb3Hc znK<7FdXH<;nMSE*23}ejH=OQ6nqsCoN9i=IwYHcy*}&!*aH_Z{oO75a1|6uCQTHIO#X4*1IpDa5fPV4GmtZ!h_OZYM?x9(cd)tb43_A7Q zXFzz}0vPXr3ev^kG{YE5YJ=7NYMX|g++yLs6M9%MBONj_2`eM|B17$s{;(-0_be?}+4)I}TYgkw+eR(2@l`xsaSM!yL2BFmw5(%`b&n)66^bd=q;N z!LY_pq^vQNNdCCl|MNvXDQyv*IVE5~8R%HGn4VYT!_HYQvh$5A1k&qPFL%vl>!O1t ztL$CDQo3wsm|n(>IQsCD4`ro+dX1=?G5DD`r|y%gtd*UHnrg4Y>Kd(=26tU`u=F;p zufOWX_OQfJdn|H}E*qDz$~}u5Z>B&_x?RSC`VAoIq3fT5*_`vu59uNBv_uN%$KQD5 z9V1RYeYl%$yaCR;;J(k`Yy7^Y_bcJQ!D*NY!3BG$F~rCq^UXKnOp^=tg1X30Gsr|D zqm7w#+;Kr53*;lp@9Su?%1Yi*^NbT`$h_M~ zu3tIi)#Z$%xy`9fQo%Zo=JNK8Um*%P()q?76cB+B_9sDYxyIkjVS;hljv?O(UL60E z4RqWC7=0XGf(BHt!;r2s_j1ef_|?3DO-M5rnjZD2m!gSjEpVCy-&wF{JsF{|MxjjK zjSTX!_O(w(?^`87J^fSUdNk&icfCo2_L7uSXt1f||p$rif#uWD41G zLKBkrHm(==1l&I2Nf{>gvvD20 z%oJh4w!-vF7Q;%YLWOfV-B9auo8w#)o%lu2%_^h6Y8&XFBRB2@k34dGOJ&3XhV-y! zO5+;9eg+w!%6LV&ge=}68`K+2DRy~1jSwU!#0cS>h^QR8WHT)Gjf_p=6b!osD@=hf zQBt+4g{YB`LZ;RKZZ&@@BWwONv52r97!(Aagey#t%eg{0!UV(wJl<+Ec+5m+65g;) z>Y9Kiqev7Mt>fYh8(NCVlzi>GpMD`IdThUh0e{u$m{+IbFc^n%cZEYwaR zw`K5RdCR|oq=!0DxmX;ml14=;IQW4vjfK(^vK>w-PBGO{<~M!&l^-er>}r(hkHBO- zFs(JAV6rmU1o+`FuX{ZvlvLQlUc#`Ld~Ixxq?9KTB*hPm1_-3+(!))YHc7tYV#U1J zuzHfQEx>uaaTP%&DF%j_8Cj|D9FFD3*2X z<_B4tIR3(rY;#DQh7PC9d*KU@{mJHI{o6LR&0KOU^9=*+=bHqw7jopLy-_$gN-P!6 zObc!3E7z2}`)XcJ2_xx#QM%H?$+U+O#v*=zqaW}EWsOcj99fjY6IE5U{0y>*S0i1l z0+zK`X?@^L+}f*waE1SlZS|}BlET6sc80O;b&F6lBm__M*q>D33E^ZgT%7-M;u|+~!ud&~5Iu^2QClRS4zjOj*Yl1=W=g zG<<19U?LNY<)fc@~;T6w+<6xYk2-%|Ct3#a#w2jLj#FR0419M z72r**)MaE_2^H32&|Rb1-n3AM)zfd7TRMFg;aP?cfkO~U$FacMGxS1lxE8&M zLqD{el>wf(QHwlXL%(ei%yq)3Y2Lqd9LzozR8fs*Rt@l%M&X-z(7p9i-nPfC3%lPa!Je9Vmhk z{F(kqV*J&g{ka4@)I+gN;?+Te(QHKjU64NjLWp@{(}Z0BouW+`Ks>!2++76;kx*iR z%}r5J-Z`2JMiy{PR0g`BZ*bsce1ktc9!80v;zv5RfIwi7N#PKAgLY}5A;HQQ z8d4aJp|lVNaG>G9s8=kE2rFcQ##kRekdOI<(u~|l|M$rP(3#rM{h^SoOduNAA%>Na z3?d;a;vtUJA~xb3L_!YuPg-r_N%9&>)Pp5nB0gv$O8Qz};e<0m6WNi14V2={q@pQ8 zh19U(X<0@#wFY8QM|UmHL|F>t@FE88;!@_&8REt-THIN17BLp16P2KE&{4e&3gyi83YDnf)&gX4o^ogD~=9{qilMk-hndt>FM95DSM>i5-$8m!x z1jx#{mJ(vyXDNRC$&%bbMzYfVU}UXnq^yNx|05cr(;0#+)ej>wq9Yms{K4dKLYPXj zWJ}b8OXeSOZrIv|#9je{1wD{WGE>aRqySy#P57j{xgxa0#yfTfK_wDyIAwX78&rBx zvsf9CJq9b1;|yx$-=rW~EaMh+(LWW}<}ewUndN1orT1N_g7= zgJ`(OGHA?=Fl5J==0mC`juZrquqH(+Nmd=0k<8|ht{?k_dsnNHfiZYU;5lYSx?n++B4c#bXaAlOibrG|Kpo|g2VdP+H z_~(R}0_g3+Df|mV4a-|V4M(v5AZA2en5FSu^ zL!!-#ywD3B;iEn}5)Ed^E;L6_1!#syj~Z6b&Fup+YzjE!+$_u}$B-r-o@UVTA%FEK zMb=VABG^R|DUlMQZ8Bn$8bXt9!XiK^BPv29RNa@ts|I1|)@`YlcIk4)>skrTPV7}u zCw|YaKbS70vEYuEy%()cH?#QqkT%wf*z=&_{v%q zhtE37pGMl2;mSYZDu)&dbG%T23%unvaBs%XJ4!F-$B}t0=9l z+486-oC1!AcAY$!mT3m@7_YG-Qw+TZh|2AZzL#$;Ue(N%&UdftGy~`013p#9rq!aV3tmlqdZB-6GqO5s@1v>23a-{CZV$pH< zkfN?x$%5|eev$2FF6cHNhTQ1OPRNRM+G8L?@D9iDo+gP&C*gz-aJ8FI7*Tg+(~14nq~%J-fnvQh{mbV4nV8*v~jQ8|elXADD*S}BB|9oMlb z%`a-k&;4#>|Ni(flLqi?4l*IH>mlc@BJXV=bb;Sqaz;~0BvW!nSF)FC^Z;e2Nzf!t z1T4{D@JNXA%#3tNw4DbZW?~Toct(znMNSEqrz=Y+ELX1%Cs}fELy^_82zA<`qMC?ntoa10A2SrR9>LZ^WP_T6EP zG*lk1ru@k7DV&0iaMd3sbhrAkM9(Hf?=1l1Z6h!#l%fG0pn(BDSV*h(O>neFdvxKh zwgNrw|3-}IPB5-bw6xO9c1A=5onaJro|cRqtz=3Zd`g_jiW>^+bW?BCn(Y?5y>4HC zQBm)L3{Ob(8H+D}L-aQ434gQbHK>{SqbZoCrh067Vf86U4~MuySg^t{%z|c3gBw;e zTvirc3I`7+oH+sET5rgSFoJorGh9ozj2YBkP6%$vg_#A{!5|57KJ zUf9!Z-MOgd`Cdddd6&YSYj{3$NGVKDinPc#T=*{dLNSPg5xe1yPBq~9U9WuV4i+4L zm!Vwb2H6rXH|i{2_ywn58;L;El4}Y(`@wkn;jOU;aI%BFj8n9Y?>HJDd)E&zkE^}fE5b$Z8o0wf z{b52qbi21(a@^0%x{Jh7`0JRQ^uTI_-tP6fe6pq&{}J=UEL^y3 z-9mh~r{p`#(+@+-X9mg>sLd8{rq4$3!u(V#c+0i4!SSw0IF?MvWUecJ%lWWJr-CNtWEm z0aHDAD_OR5`Lbobe2_4hw0RR}PMtduP~(ZfpFaXWJHjAEiW(^xFfzjMNtEYPo(4{E z%XamuH?3Q_PJ0FmtSPZ$$%@@YjM&+;#K`V)`xfq6v}ohjwQE;w|EEr8r}e$|_bOm+ z?DqBZ`mC?lw6z$!?UYyVuD;p6&C~byuh+Y7Yq=$cI5FmHip7>H#kjHCTYB|o>XZq# z>(-ejecH!wRwh}pR1ZVOZyz{hvsle?<*ZopzR#G`ty^n1YP8ImAEthNS8UjfJnfFP z>(=$^i4&W844L&_xu5;|McgZFSyOSL?{?eVJo@yrwZoni>62!FV@DrkhGFFvR%&Yo z9Devg2AN4F$%K&#ExZuJSZ>(`lnM*^5X2Bg1o4g%H}M3NQ%=!DlMqXM5ylu{q(eqJ zY`k%i91Yo##~yja14cZ2+)j+vzyXl~=DA8^3gr?7nT`Gy;A$P1R*U~jplmtK4s z=9t7l6YsiMw3Bd>1p9&z8SwJKAu=je%ZH@`#cw9&W$$Fk+-T`V_n*bzR~L3Y3qXBmf=$$j^4d{-SDee@B>TX30+g^|}5&9yr z-t=UVcirkhEA%l?_1z8p%ZZT%Uf24o@V`%1|3MhSNm!W%8GV>dxSt3ooVa2O3%MA? zjAQY{V;(!1COn}cP_Sr6g%Cu_P_{A$-soi!6v!QDMl&G|Nl8;W(#{g%q@OJ!N<-_y z0U#m~1~8x^37`m;l%_Tpz7U2WiQ3d?Xb*hML~AkB;SMK4ini@!5dIj%3t_MZr1;P% zKinbP+-86>#0`pn(#kV@aksoFsxEw+58(cmn!BW@7MLT?XaF;f%Iu?4*I}H#90xgn zNKRePvD|$!r#a5aYL2@Io#-+#ircJW8Ow6sAi=SWZ!~Wn;P?iEng_A@J@S!*1WrE0 z!Hwuik2!jzO(Y%$F=ed|IQ__nw4^r;|LRpwFXEeyc&y_K`9#Khj0s<3R8>9g;3^ZG zY!E-15g`hl0$338-7<>NEBxgTLnF%ADflPA5`E}oh0w$)JmHCg7({`EVBm}%*iAP` za7cJ)105>ZvmtR1oi+0y9vT5c4p!+Q0~i1aBho?yEP$Rz#l^Q+j#V8^PbtLsDojn|aLke( zF+Qiq{XDKz{xD1&V+m4P*0G|S>zph=>QX+&Mna>QhwRXZ3{s|R76)R*DOkY@0qujB zeJO@8^8t>keo}Sf&}y`%u?+b=|4$s3#7-<0#4Kbq6|KjZsvy4+z3jQPe961sT#Oek z{iL!!;0xcO(qpUSaUv2=wcq_JBnxU?>sk{+W->w4%nzL+V*m``HcLdnYIbrZBU0_TuqM$QU`(+%k4;5voW2yqTg5j_yVo@h%#d6Mt|12DimNodc4{ua1g z0+ZE87aHX!2T;HXBpStvUi6A~NmMF5x+t4A zMx^P1X&uRfj0Sb;Ff65&UO2%CR&aG1=J3ZpCRfwE@|2dYQde5;SPB4t4wtqnSbdSv z41YLi8Juw6cdoUISjeJt|E6(jVXQ-*VjLqE$tgy)5E~0$H29FfDGWZik*>b@f)$*2 z7&s(sVDRn27w}sKVTLC?xDKqaYWYlEnd8dp@l>zj;|*Ol#zzT#Vwd(~1cfYg3bkN( zH_Tk@g+Aoi5G~W0l)ZyAK~YUj=x9d`R9R?4`_0k*D76XcnazY0Le(ZD3usWM2OHs9 zh2$9_f|x`Zz))xt$evDZ`I z0FJlh+qh0};uD?R|A#o9q2HN$MKhL5GEW~TU}kUbj{FLh=$^caW;7DQ$S~$9xUJU= zmm(IdP<9%xGYwxfiWt}OpZ{{4<7pH_9AAYP>z2`sW}s0*h1Dyi{#}g2>4V<2oP+uqDE}i zIU0I&!3g3ZgFM@FlLT^SDGePDbudID1c3)Y|2YtWkWd^Z5eKVNed<@&`qgQ0gd_C8 z0S-8U04B}biC{X_Y3E_5NqrAd8@KJBHnrO6juWT+#7+FHbrFxa2J1GB8h_u30j7}+ zz;t)lvgkFw|9;JyU<>Xh+muDVE);fA=Y70UT)&BUqntR9rY7taUX*9D*d|HxyeT1Di$` z!16_Pj7mvZ?J+hPt5#hb6)?RpLiKvx*ObQ4c}Ew3D!n$XxOOeS*} z<;W8RJhRK7`Pnt=oXvP{M|{p_d~P6?#Ddnz=%i#I>LBSHP!L=T55C|F5aJ86AkXli zNQ?w$at57l#Ok`B3(CLWI_&}o=@PXcthujKg z7K#Bm#ELo^MJ@VjJHqeAOm51iEPVtdVn*&lY*GE(!Zh3unc(l`ST18Wq5tgfMd)A= z%xwR71m^&d86ju@S<7a2WM`mp0Tsdx>c9aXP!Mt?O7e^XFE9%R;{P-#gM#kP$}u5A z|L_QmAneG_(n?4o(C!B3ktkqr2Jevu2Z|o|F(Z1=B*Nwg_$h5JLe>VdOPp))o=7wT zBMI4p31118o{%-vZwgn%3iS%4c!NJIkG(YI8zSuon8)7A@Wwul9r}S4T!Aq90UBf~ z8x&_THZIA+h{#mM6HKE!FtRh4X_I!0A95!WMu8T6sX{136LjwoH;f;|ff3PSL*OE> zpl`13ZO9tM-*SN!I)P%|Z7uH2`2MXQh-VsPf&739+K@qY`axm7K`iSK-)d!I^yTY^Sb9N0By1Lz;WqZc6$mR9^T!k30>esyn)1gNO=g--0ThOj7*!@mNM`?R|E>_4 zapw}E0HLwY;>;RZi!&{-0>7~W@yr45ph+UI&$=7S}^B!tYIFl0r4ALgTW{CC)AvdBR1y4(&GbgA*S}+AG zv=b{#38O~kqd=Qj{lE`)eCkt_}WWhB83pgSq5*&0Nh?3+C@epHS7Ur!f^Nsj+V-vBb zqUM6cv~1+wE&9;n-imA*0^uo_p>HbGM~>2yh~fCkvH0cLBSl+#a3f;f%y9+C4;_t83S zB8Z-ohYpn^_%12@PD@s8D){75`~(TJp`yeBZ@e!(%mXULGZw(8JUhz2W(7SDY&X&a z{JL#kz$G!n0RWVR!&vGO!3WxuEjL)<7?iCqNeT7-OZCEN4#guaO5w7$4LU+~5*}tk zC4`gC4=^u8D#7Ov4a^tjvmY4o-ky>$J#?o;)GLDz-)Q$J&K`lLLew=3+{xTD_qZf13!l(%+_s18< z?3rX_F+D-dJnMmOZWBnxAZ*SMvh;xxB7=~QOFxrmve8M}U^V4bPRDd*BVkkKhaC(l zHQS&~F%V2uHcsc%WyjQKFA!*L(+ax42y#FIXltH;vrw1zA_7%VWsp#r)&?21BobA+ zNWmt4u)2uCA5CIU(nUKL5-T!wEKo^QYbtQ?s@OuxRDrcXJv1=e(>?3$RRQ1|+-pCH z;ldzMR|+E%7y+1&VW@o1I%xG&g_Zjd)L3&;_4;-nX2Dr!{|s`ENfQ;cFb{DTia`-` zL0q}jaRtmt>WYOsx>6Cq0GYh^E1N}FD5yA@C zQPOq`9;Ft6o%U(tE@~0D?jDNOT#cV3HEWH+Y^c*Fy0#?VrVK8na4_Q~$@Z?QM?70f zRITv5PSq8gj6GYWuE>KM0DyP|BwH`cJ6M5qCKNVK{{tD=VW_4pz6|$ND-K+WwVIyq zK4n2epbRA^fe~usHe7*1Y*AV*_uXz%{fgn>_F=^4!gI^;6y7b2sFHMR^cGGxnJ&vT zVxe^B;@@5uLgMuk5>Dat1^6nlA4KVHtL51YW|tJ{8*--@n(7ub2Hp^BV{Va(8B0WR zbeU+*%Q}X#3Wzalq!?`kOIPORG7EfrE=yHwWY5=0+~DZ|WD4(!R_HKaJ;b#fUY z5@-(`n(uilw-Cd4an;zcG(uWfS*(7+0gzyW6Knd`}#=l@Zfr};SbLAf5g?zmYbw0VaxyCfVH ziAaKKOM-;B%Ui~1GzhG0%{DS@>c;?VCMOS`(Nmrgm&htnhWp~+`hgqJ%8-~PH@2e| za^c_#+LVM3p}oU@fTfOtSg3ok?(h+Da;2ls7b+uLsgioj zaBq!ur{sc+QJS$<8nUkCq$ve04_0C*<|e%Zy?r6Xb_b`Kg?%D{$~d}O6*Nf~3;rA# z!Hx0?B4_a$uLql$3IAKi37Z0^U}(WW0{Ap(EgP~i!P6ugYAO5F zh&9ldvOgDJVd&sy;#(5;SrUT=G4!<^9|n+1I84VVsbBI zM!j07r4sK}tinv}8@d>J#D86iBgB)sTw#=@lp1Cy>v9FW={ zklHsK9K+hf9gvhovrVm_68Iq*y#HDXurUp=u?+&@VV2<#Rva9qKnl+N5b%HtR#{H7 zK(B4w#w)0=b9~3?m&M1_#|L<^cZct)&$V^Z%+Eah0<#k?rzTgl%@@%ZG*|hcs&*IbzI=zz_w#oXL#bFHcUKg5 zz(FnZSbmIGADrcP2G)6ON0D+T6B*$V)?pu5VUaO}fRL1d9HDG`h8PhI6KtD0_?>_;6%2fShmNQu9rM&SZjjsfbaIKYp1qf?q0VHFur6u(=n#aKZs3Wj)(#dZ8ac2>uB2m>Ja2^_euU_X7|!0F4^ub{(y z?7;2ohYVRRR;+Gi^u;PuCPp6_J@U5?)W<@MQmRae(o?CIFiUxwNwbu!Te+I;<0tOc ztzElf36(`umdu$iWB>W|No=W8pSwyiDnzxarmHhg?Rv_T7%^YIWT_0fl2NHsM1|h+ z$`+{GrDavRJW8`>QK@lRR^3bWP9eW{GzpC*^XewQeeWn<%($^)I(O*MIRy&TBFK_6 zYu?P+jiE)L7a1Bo8V?>cs8g$6%{uj$*I&?Nse`AE?c2C-x5<(PHg7L(a@X0-yLa&{ zR#x#__T{(jG`9mO0>=+oo7cQwqp9@ml`lNkn;Sn)zIbfduepdX&t8gq_fVuji68&{ z{4Z0iSTSP4z<~n@1SsHu1QuxEfe0q3;DQV`=-`78Mz|mcqvUhXh4^Hs;f5S`h)+KH zK!SmUB$jC6iT^03s3L)Dtg)higZMMZi!>Gp11U912*VnrP(#WZFc?TpjsY4_#xzJi z^9+(qPD9KtrbOAvlvGxk$&^IZqUDycFft`0MTME=ma=Fm=9y@U`I0OiWirVmy$sXj zoK1=Y05ZNj1C}qd%!1LM$SgAuKM57Yk3as*Gw7oHfb-2a%OKMyE5qb6O+|q&^XR62 za&pQkHia3>N2H2GQb;JRlqywoods%LcHQDjG2b-m%TGbY5+o=aWB;60W*KIj<;xiwqlHGAA*LDPMr#DC78`1?p_YXg!ZmE08|EF?FnhdpphX{hkdKAapn|fbxL349bWbxk4Jlof^eDpzK zMHl=TV88$eEU*BPOgHWH(+5&$A%-4S-64n~Lap`IT<6$gjX(GkOxGsDFeKRt-q<54 zFa#MO+e8|0LXu0)`AoA?Ryk#xS6(^hmbG-*NlIyES!Usg7aq$boP6TSDhaW}&OYE& z{-`*}6jRYR04!5XG1GiLi!05nOb|uLOu~w#&6vZ_Jm6r83^%!4^rug!+@h{fzR-yz zSpTtjyJk^chUAeeBuy1pRpKIb7PmAVs}xwx%(D+Sz5q2?QLomOyRuFJbxOILT!q!I z;6HiFv(2M5?NUu$i>7H=ac-`^BU#$NJtaW+9Pp4C5!;BMQ4xgGLeZ) zzC2MG1~!lmXxJBOAm}eV0BnK-tDwPth#n7W5H}DzPR@XHn~r%QXCWM633($0hCzp8 zX^?{=1htP#pdmT@*hhX`5z<@;q7FIxLU?+ZoiF5!XBjJE5$8kGBi0lO`TrqWe+Dps zrIqogKy}a*sdh!HWihBoO=^V5_@Xc>l|XP)>KT0$)fX9U6iKpM9A#l8zIhdofIA!? z!SqMOean3q=~JK{HNw-$jvL~5R6amdNPhg_t_0CXKMqoni@d2#V7i4Sn{g`9KI z9A!+n>6Ja@$t$}Urt?B&6IX&{60!WoG|O4eLf8^|(Tf(cl(Gw7=wu(rxW!idhdm-Bq5pVXDg_i`G!1RY z!$t-2xR6EyHj4O$Nl(fJh-N{DI}~DehWG`V!bhez-PuhiOyQd*ai>qsFjA#f)D9n2 z!ypDRQ&)s28-(~rAXeMj+BP7ikw^hXnud~?1V=e`^{Z{_#NQ4lmXMV7OsiE3ppa3h zx(Wmw%Wy>`CZUwNh3<2jYX&$>V1h@00}?qn0i-J8CsVL%eI8LsDP&a)!uo?y)9{7* zLaA6%qH<5xlB^~ai}1Rf_vKg{4zW?{gj5j?&KVje z@rnVYap3vV)F5;Uw%sfkq+ zm*DcYo@nLt2-^>tf6AK5jb7BTg)8}KZ@GI3%%9bg+y5>xmzu8PrZ$5-7*JrEnQ+I7 zIA_A#Q!6H&r&wTUFw>Y=Zw6hPaP?~NS>Duu_g}rH;A+4PZ1j?+VJS@Zd)t%jj+x9n zU1&DWN+tz2L>oHPCUP#Yoo)HFArR~cgd9$q(jl6R3)eAOebQ|ob=%(DOjv^MX__Ay z*@dFfffrPzy#L!-gB5cN;Mi9Fd1# z&h`b7Fb~Oq9YEtAPvCjcRtJaB2#wGNXaF?x;U00&ZL22;ZD2C8M<4Fd2G?;!KEpG& zH;FZsd%CxK?8a_6B?CtTAj|iOC{ldJ=OOq8il+E9(x)QN7h+!oV$DY&)>l>B*L??I z0B+<)QE_89<|Rd8CPl$FN|9D-wJDOrDE|(zSN$+@7J(5%fpyO_PJm?-rX+xR0(5N= z6rklzWFd{yAY}qE4^@{v6=;D+*u36)ivr6ieY2s|9v|p%`!ngsTOROHo^AXG;R4J#4p4LQ!f*_-9F2Kuu_OlHnPf zkS?n>g|Bvn`jmx@(1isPFcLIDw1EdLRZzWwK`d2YZ>WZmmr&&)1$)>A_3;{Wm<%s9 zh(n}@(IyCokOz)vM1$A{bdU>j(3DLnh!JLbj~FyRLy5M>1Xzicm$(F3X^Avt1xL^y zo_LC6*&w1giX2jkWx19sl8Px3HveN2V$_#ZZfPKD<0CfEZwX=mogiZa_(r)Hal7~t zI+iAG!Z@>|Dfj0Pj3POY5-F3y3cA88mNv=7}&0<4@^X8|!Hr?O9MT6QAidp8@(X%O)N;`FZYv z9~T3mJF_wOwJ~y#2mg5>2L*!*6WEld8VGfh zMNd_MS%fmD@faB3bcCZtcD#gIeCnH$7K4E*b=IT_^1^B**s{twusukfq6G?P!FGqH zYMU^ri&3a?SE;z9srhmTjo_)E@fllqg(vwgjc^)W=y+Z*L8E~iXk#214ol^?VB`-!AfqWZmk8jl3IeYPP>Ux}45tJ~^-6wT zwGtlD3Dd)IY9%QBfDud@Olfkk2U}bzae+U#n%RUcFL5k+VX>PeVE;;iw**eybWCe{ zEPX~9CA$jy@C_(Cf^~X=?BtK_w@b+|5vo0B~s;yC~6?7gy^c&*^Fv77Lu}ZdO zTVH6Kw*MUC2Jhi|jTmik+XczM4~lSZ^6_9AgHgZ=9jj-QE>*aVmdB#eWxAz5v zJ0Dny!#F&xiK~^2`@=tstwr-60z$-@D{mZt3Hh)gRMf;yOhs2Cu17q@0|L4y@^8?m zVReaAR@@-mngBLx0^k>bZ$u1SbtQN7Rd4bpkuVF(ungi*Ig4329f1};RwIYGb0FJ(ZXvl>uj24j3YnyYykcAKlI$^zZn!Uy%X_dOO0yG$c zwj8Qf8RQ!+k2)Av_bE6lFZ|od<{Nf7>pckBr=bkMfw9T_yR$R#F4_re4kQR2No%4Z z8vj)rYZZhCewejc@G=9{cniZY0mG`e0YYUfGg9yb80^7A1c@n(QEf0Z0$~Lte4q$w zGbr3Kh-jcZqeFs#Q4A^vOmK(l_Rd&o!-`waT#2|qoX7q2P;1FbL$#X!boEEcT$x||RRj#D~=LZtnGIkWH)-=bK# zo5$n$nd;KVAUlKDIJ2q(nq*eUrZqX@AX$ryTfnj|e-=)3M-_+w4K8%OO_;y>+b-{N z6`;Xtct>155idOnqDCt7@t282pPYswSMLu&A_r2aB)?-m@;IEX$vQo&St+ z%eQ8I8uAU~-(`3V|X?lk_M7+bLo8 zqeOQmDqVpI3!19w(tjKji6+R>WU;wm)3gGs0kh!WH0*-w?I$x%W6zbzpEw7nc5iKx!-Dykn7S;?gScVy*mxQ*8i&P*85#P zdiQGdVzvCzk#|iRi*UfFx*A!~hnsK+$y|mo$s55T*urtx)SNTctl0R4&Xz51aS#V` zu;YlJ9LzC@59%JFt=Z%(pn@O=Z6MD(40}p`UrLUZ@NuC~z;0EJ+Brl6@0W=tWsLOaLC{Q7MrvT>5UYy)zfR*)bC9dk5CZv z?aJ;{k#FtQ^(!m91j?e^E|uz!ecFG0YAlYi;OkrAot$?83>s#w-v0um>!2_%7@pyG z9g+x)2HXkan(!~CTH>ma1$>PMfX#TZx{{{RP`V-GJVb8qVdK(vtP}PHg}4f1N)Uk{ z-P-0P@}mAAZ~P|b#0?;|Xaf204KBwd$G{4lKuFNN97*;GeKR~_ z@+m9vq==51b1_*mQ5MJoKWVxw-%S|p66wk_>0n{$vI3?dQw=+>%^*0CE>$l#q)$l$E3E^56_j&WUGt?OdX*8gQs*6-p8W{vigK^YLP zoyESsSqK`UI;!|&2q3-*&hA|$t{um$;wpf`HZ1xBAN$o>@U%|^vfYUk zFGda@@w_kbx}Ezg8r&q7@h2wHNG1Fz;?D~311T>#Z6y!|!DY*xW0^2#taKNr5E9lu z^Ja<^!eex-qDwpog|b$#T*7kO zy+q3CBBd!tV|+U=(&TqO3!Hz*)u>PA18uL=!V%WT8?@k)=f!Whvzp6B${tMjLO$ zF-K2!FA?~aB^u8I#5ChDW4vNG^a&kO6rb>iYltmia0t&C!J23X{D=H6{;aaDrIV^uC_9y zDos|cYgS#I`Ue?%fz4~&i*eo1N>#=GJE6fYU5Oagu zHrj9u3dtyYWr{eyJ?vZ19up1=%~?6}IE@L}f};XAF1FZ0H#uk{j^NUm zV`904g9Dgg=pKf6iRvb zi8K;UC7V?8mM3E&Tgq6f+;M9nx$H8@X7~)-7glBgXP-^cD(bHH{mq<6iw{h zyT?55*t5?+{roi0K?#NQmRXXyoBx%X2E8fMi8eJTDK}OPDkRM(YJ}6ILSJZ;%tzA6 z6OJ@tN~NH#5(@Ot6DyQ(M%Bs2y!DClm1(Oz!vIN0HEVbYg>sYs>c%lyL zuXk22zM`MjvAD1e&0Tk~Wnx>!x>Yx@arud43MjVt7PmIwZFk*-d#jCJ+vMOMx!-6z z&29dbhJfvcHt~uWbl~Ma=`@E35`$m@mqRfMQV=*n0xMWqiYTdLovBm_JEqvKcCG}98<^r0-x&`LpQ}nE?2@Zp zArE?lJ-Kx6Gu^`$VL%g2DY)S6il zlZMm0#y9mlU~!nR1^uape{yJ;Is*tWfUO3e36tQ%m_P(3OkoNSR1QEPD9{H|$AJ|@ zXmzl2!7gNsgE@rg&HqGZLW<4@h5dQbb5XGNj=~$&)jYe#d4F>fiwoKmY@r z0ExbUDKU0&3M@4-6AkHOjhY4{noi;o0XP9Guy~^_7PUueG!hua=p-_h@r*&*8r!xc zktewVj&Yik>mo_F4lQFApm^jT%P6=(D(z0Abj3Wrp-5B>WpIwd93(lyin=Ysl0x}Z zC|{zJ!Ijcdpj*TyNF_>{#13_#8kH(JVo1Z<&atX81TAZ6%dNNpcr|GR@pd_@u=p~0 z%NwRKjVT3f-9?#;Da>Q28Lse&hJ4o~=Q#6X&E3SI3zOl8BJh_#)XWcm|5GPz*r`8z z!V@{l365>pN&ioDwIQDndms~(;J$-Z&|(S2ZbBD|1SA+i0s|;%cpWs+d%&Zj^?^rv z&3g}&VN|^Dg)ewc>L3{gBfbbAX-VgcpaZB>hz59ROk+`sD>dQcuj)~BjXszvhKF4DS>IFb=asf(l?`LPc?GRkja4Wxx@*N{z| zbs%Y723tEhsZSB*aWv6uP8PxnSJ(|1mK@3=R+mbS7-e_16Kp7h42nYR?sOp8TcH%Y z*d1-Mv5p0-swmq_G-L&{%-bwiei^M_wIzDNI!l{H`xm)5E1BB@*J{DHu5~%aFp6pJ zX5yfTSO0VfoV%66Yv=_p;sD2Br2!am-`TK&L7ED3K+STu0MF+>Y&!j%LTR!)YEn}N z2t?TKb_Vd!`?fkg|i*4P)MwWigxC&1L~CzLJ)kev z4V{7#VY*5vb=noWP_|&Y$g!{Mrtcjvz?t_7pBDvBiKmX27R}+R3vbRdu$vQoP|HkrM-D+ z7Asbw8R^vQnn?1F^}e^@3gK3w1dk{G=Ep1i)Tvlu8L~+h-Ai^<6+{`iED#Ya>oloK zjV}dscnGY=r+#rG_*GD@t1KulSj=0NFk!xCHxsM=ZU0%s zAzUN9VovXvQrJ1Xz%!pqEufnw$7lmVBeX*Ekl<54)+05c_GC_!}^?SLn$bvR-KVdPgyKp)BlQZX;xtbG}WBC_L3+JAgz;k6A(ik(ncW zuOt+yUqg=|A`crF1Q}8g1(^qMh{9W_63CN0AHl-P0}@c!!Y)LB15f|~paD7wJ-*=^ zEA){w^qX)in-)2nvuVRO6o^8=q*$OEN}|Krlf2Z~1XiG&Wncw1^#6$6gSbHHH>2Z+ zLZlR=@T=l`oJEX2O)8Zp^SwF(hZV~ssxXyO=}JD*iABHz?{mc{`@|*_#gPL)#qvE= z)QY5d3Qlw^R}=(6cnDsiEVY2Swzx%Ix}IEli~fTi`fGzjaLm4Fvuh#1Izz_A$TQJc z#-B65`mus!@DOl#1x475Z|N=4XtYYBmw1vOOAE&g-2%E4TuBB0+!=C<&UF z38D^vLObigM;Cm-7?cheM1mRIAn>BdgoG%OA;{;XwR@Kn4zxL{bqy!4fQCnWZwLi|>0&od~(6;GHr{vcMWY8?DQ#xC5xDEL`El zT^gRNKr@sZrst_eU=)^Qssow3zrXM$w>X4GID{x|3u}=~Y06B(=$6wOy371h%xuQb z@QlZZgn5|8YD5EoQMAg3y+|*G85Q%IM?L55rg2?gk zjs>{L@g&a~8U%;@jt67BUHC|ll*ub>5o{Yn`9#SJF@OM|lQAr+z0pto6g}4aBC^>q zb{opGk%cfMP_{9MEx7{(rJH_O&<1rJgQE#V5tAeV&{D8ar^GU&^tVEzN>OAASR9lP z)hfk0#YSp`EliY#n?94#|Ea0AOK#kaiCr~ug6fxag5${*c?SmX+egTgEdrK*^Yg zSwMq0Z70;I)8+uw)XYr<60X+7y4QrKP_r07jsJtnIE3RM)J+T8>yn`0tPXzy&PT0B zO4Zt})d3*Tf#Wm+0RS&jt)Wi+ROk#<>LlB>RgYB_kovkW?1U)pB##7WLX3=6^Q58W ztkp8O)%aAKX2TlGi?A^)ghD07IifRyIji+T)S~^@Os4k~d+)kzf;Rz19N_ z(8-}B292@7`LR#g1Xrk=1@)TY0+}bgBos=E@BrwY|eyy>hfQXta5w2PW z-3^|9McAikgMqyzPpnZ;Xat08y>J?uR#+a*vU^xWS zvL0wLCbsyM#vqIz__7SI@rI+47n1V^o6O0&s zVgjNq+AHWE5BxNKdV(s**JOA=apVFKBq)Pwpyq(V3i8dYJ+(*O+7MnS9U$QnW;;v$ zF1}^kmNDD2CCId0;TTR2w+#?pv#-K~A^6I#yN%WIyh!#KBF3u)S(l0Y}uF1 ziB>8b)YNQQYJmpGV$ z+QiMWtC$Ij!Rwls9S{PmJvFz3R1ps05;o^^?ph#dC=TM7osr>{X<--UK^T7LdKQm0 zz@fqOhx?-8h&qtFh1HDITUrI;6F3H$N;V_DDI{JRidf>q&6x10&jAPkI`}xOsp81J zV#;Y7kI3aHu8Nw`YdCB;{gd-CkBvou2l}pJqiv2n2xB2u60q;9(wH zO6sL%1hL2?n|;ZU*u_~`#Wp+HCZ{Z z-}~(|!qAs%5j0bH?6?T(>sd5(uU zpL2SC^Lm!s|7b{6&F75b;U3mo2|4abh@&})Dn>XZrFm{&HQY$J0F`oc1YiIIFn}Jo z=pNDT$Q9{q-T#Ca`)-$Tw@nXYi74s2F=O;jV~`;A)OF*XxQarEX~J2AOhAPD&Tswp z9M^p%&0>|J0B}bn-Qy!3K~RJ+*#|~GMc)$&26uy+tILMv2nlCDyC9yas7tEA_H17S zLw<^}z-p{crs1&*kqvR_;n=?HOP+HUXlabJD2!sH7Wi${A@XSb-;8n*^ru0) z?A+RneQKZz(#NfxjxaB6ek613K<9KG;g?6}el&vEzHsg5L5-W zK4+mn&;MKT^lcS3?jT+wnld*;7hE3sI8cD@8j)^9c=YjL0Q;nYOV7_tXNXhUbcOJA zIvlI;9vo3eh=`koRj`}$o{01=-5nt^Hr6Dofc04a30nV#eYka8j|x&GQVQqM2fv(n zt#%|$s{>!GA6<4K)fF$Ol?!jOMzAI9O?(~=9&BH^U~)63$O4WfU$V9yBQ0zCn=`R! z4RpVYol6#Cf#vvZ>&Ij*nvEBIr=Hxvrqqa8sLOE)#2@9b0v|68VAeo}-vR{kMkY}5 z5Io1tevVIL{>C;`+I#|dY)9tbv~x6gJ)i&oE zsQ-cXXYKe00ybCrp9c`L-TD3J|Nfuzo(Bj>7!VLFXz(DygbEijZ0PVI#E23nQmjY{ zM#YAM{0++J@go9iAVK~ZG$@$Alq!Rn{84ZXsgVl}7$|e=RxD493h`vLNE6VYnml;| z#fp_8P^C^WEmewWp+^@EBwTR7fB-r~w+ij*^{dcDcgEiNc`DXToUzu%V#*Yh+f$%C z0ToO3?j1TmLCspVZ{MuAn-&o+Y}hc-Q>>QpTlUtIAv|~R;5l446QXbXCei8a`Lky< zq0yi*Wcu`J%BoE-+O!E2DA%$FTaK(6k03?K`0ZmA8}{r?jT+%0ZTvWzELpr%4*%{v zHgV*~v!HRa8jqny&WF1m?j4VEG+&Z4r(EYe`t-NYXZfQ1J^c9crPRSK=zg6v`s=un zBIU~$PzVTxe+3dKg@6baD1{t{9Fm8B2@*IUg%t|O1cq(sw;>lDde{brONb~Uh9#QF z#E2qVVa0BdkhldEG0He&j8ANVVu~XYfgu-9Q1JwiOb|gtibE2)gpoTc;iHT|QnAGq zQ2waIkwY@!qZ~gzF+~+|=*AB}$tW_#6hr`V=9y-ii6)zEx(S4uI|!k~6lm)3rVe@P zxhJ1}`uS&`Kja7&yps=OZT5-wsmRxi#VhCP$(P2opzPJKrU~kc8nPsmr z<;pz!AS2gc=uUR7A%|h68E2pw+?jOPp_bZh*tI6CbM)GFn>pCYnROIXRv>>_7yag6gUH zpPU2wdFOc&x(Yjx*pMpfsYm4KHBo@apTYKV_QZ6)P zkgPl2;UUbx6SAA>tcdGr1JIHPAO8@oXm~hU(g5VNrZtUe{>eig4j~AtS*>bV!x|H~ za5S!QEktBHV~(c4qIt}ML`-1Y+Jf{p9i{C`e0zeB1gA&5SqX7>d=iv^73Qd>-l_W>GNxDf-J5U0Z?gY9`a`JOWfWtiIkrI~(uau&4lsG7*%2i5= zcD6GmEMo~v-gzn|vWy5VJC(fUG0!B&Q^+q7LOf6jpb)n>h53BNh)ggu6OrhF01PmI zf>=cWG>D6|&W8X7FvI|0$c1d=*A)ZOYkqg>mRrIVF8^$9Wq;>V*I54dzeRw;7qb8d z0pG$uauQ}Ju<70akrA6kNJcWKF$@L2VZnoG@Ho~{7-||unSjx7IENu2WdyMaSNMY; z$Oul%1Ytwte1Qw3iNh;2BTyR3MiA|34{50Lu`HbDHY1CfMJ+=dY&7- z`lk(b(Bgfdn6v{?(Lh!!P!{vBR0?6Oi%?*~g~F&I4v~=y7y=s_!>YzrurX{*f+OD| zStJqd2yt}78ImtV5?vk1G zTqh&@xf;~q2>zJID#+@O9~{6{xBP5HIDm;%vj4KQlXB%iK&#r-b_xbD>69&5tB_ny z#Ip!EUh-lktLB~Vw!WPRsX`@yGWg|7A z$muE0B8XF%@$jZQl@HF)lZKz7CxJ0h3C&oMO+!SjKYBbBTBCdiJFF7&@QUY@#wDnX?e1S}!1Y#1Cc&0QDz|Dlv zqz6qQ$|kCN-G(G10NoACci|V_yNuVo<&_qGT|=1vsmn9%%`bc%Bd?2gP{6{1i^T-$ zugORdp@?AMXAtbMi7rf{lxgsG8X*Y7MA$s_sm~%V5$+5Jk)$w1gNMNs2}bVY62hq{ z53!4tAd#oaq5n^QemdhC*CA;?vssRHT(qQa2*?w%Y8SEA1|x%r zs!nDylf@`=DSOq*VZ}08+sIZsc3De#)0tMy6k+aEGXx}2Fl(530+vl0H_j7PqWt2n8viG zYnNKO^S$q&R@6qENB6%sBmukRW%H=Xs8@FiE3!79tsjvCFzi7A!#0TV4xoVbArsh{ z07FFBu|C&WE7=CTOM5rrY;kR6E1TdSwetd+)a#cq+U6I)x_!`Z^JO=^F@zh)GH=$f zhQQ0n;DObR9Ck<4-6M0by#I@~hT#y*)Iz5nDzUbL4cte$+e9|OxE93~z!O`5@h+LUj zTrG)PB?%DF70@9ao3+`SW!>c%$qq0<;n*3Fuo>a>*%Vv>*WDl{1)(NEmf1O$5GLB_ z%tJCzR-Ui`3;*cA4Riqr#2prb7Air?Im{$Y)}&3|&Qo8bk07R#-vl`JrV1B75xxA)Z$|Nn0gi z5POYGJuL%&!3FL?VkBaWVlW0fWWud62AF_JF4UJIM8cjWpC}$jDVj#Z+#7DdTZTng zyRl-8X-9?W3v~Pt58(k9&|(*`L*sy4Aov9`tQgF=6iIfkL7L}X{TSX3=3<=dGq>Shlo=J|J(b)?o zqUZ^R-;Yj>W@X%dwAplV>k5QVE7KX}Hy25f5gsntn`aIV)J<#VN3OCIiLhz2} z1;FchCH#N}VYub$L7VH*23n?NBjgubf`k5eLhixk!{8TeD3HD&LtZY!GT_smbz)!s zWnhltLp2{`qDR2=kPqEQy8#ss>Dynhg87{$akK#~MnXsRR5J#GA}m9}dFF5kg8l)G z&i@D)%+6bjXZ+Dg~aAb!OQr+>IUi5se@c(Sg~J2qfL`m3gMgc@n{#&F9j+*%dsJB;l$M z+?7NwT}4vl71ZYr^x0kcnSS~SCKW;1A?Th+D`ioZ5rzp8RI3YYD+_Gv3>-mAB1#!z zDC$rEB8bC;rt3{wD7m()>S*Xl#FnT1KrramZka?+vI-iS08I=VH5iXW9KZlPS9IAS z7~4PY;NYjuwXObw-blWo#ItSq>=&wZ<*H!aN}93c=;Vw1)m{0xP@%KL3FU zJLJM7(CI9I$u~4YB)Ec>Zs~EPn1nrCO}SWNq6YO<-}9YNW3bq~;fF8+TrxBo$mwPy zNNH!{X(R0Ed;rybcn6>csx!ui8)Tf;Xw5VR8KXK?fiOWE2m*5Y=8pl{a4O)-Vbxb< z6&E1qjbv4+TG^FACp@<5me^d;q3YW}9ThAcciz#MeV~$N}Rn>l<+0q1_P52=B5=sY18qXU3@I8k2PhzeKX@!~EGd)925{upVj#mSOu`*- zkRSv?B!I&{u!Af3MJCYfaeP6FVMk&5tS^$^$QeS<8Y6e$%RUH4Cr)3{2o+4NQ6z|F z8+_sdIqi!jkrW^*#5KYp3`f-}Bh-fQ)^2Urer**sjT@vv*=`NeaKThvmE4+<*tpSg zW~vU)ZCLRLs77a#)Qy$>;}TrwD)cP~-kEnA2?^qjKmsnU)@qwrN#*itpAkWx$XT$~ zS+6p#5*#b$Y9uD*V1DYSoG1abRx6;8E*!)0=zvKw9O&q}?zSeV?Ekvt?~2Op>Td2< zs1^1xA)DcAF$zksnk?lO;?=7nQ`+*13hyLrK?IZLJr^h-mkA)imf@zp9cDx2hsn80!uWfV?2)V`sK}R3};zQxVA=D|D4v^|2Ll&P#f?W7w1{YCZJkClo(5ykJi&gT$7(u=36EUWx~Xk8 zqYAGu*P=%oaDjp_75@z&7_|Wwk!{a>h;h~tiZoe?tSygZDi?IBJJzj-#1S4*=iO8Z z5Fo+o!qtud?wuu_fFQ2Xk)Yus)_J~(;%4!i(FqslNk)#bo&PE8d=darK(4q&p|;|29^ZiM(rzJp${z!Ax(f2%6*W_T z1X7L!N(f#l8SktN!l*qpYXvXvO!7hiEGMfE4JZODR4*RtD^_UlD3{ymeMT$8hJ3m8 z$OZ?%v;oE%f-9%cw~_B+LexanvRnh78wB=h7A-(9b7FMbOD%%M>D=h9l-2gTmlKNn4T(;&}5uAM@DvxPV6xmEsv2#1i zW^fMYg2=PV)xivN4T${nrH)OB@H29@0YQ_EcFLou7O{=k4dMUlNJBqDqZwpeWwc#U zvD@5gGTmOAy5Z69^b$W$iM(JXj3Q3Q6sg4Ds_TCctv3KM+BbkfZ@GLwLwVuYH2vA zKqW9S0KlTpS$~2FNRRc_XzvgJD5G_^aT{tB!e?;Mx4m^-&jwJKM#PH7?Ai53rO*mJ zq6aYyMTOA01a=$jvS|oHCiucDfS<=Cc26ZXO*M8i=L}?Kw>yOMf&>A8C>Np*BNyeWdAq)L8i#+1 ztx)o9f%x2Ag*Uk&^ghI^t#~H}OvviH?tw-i@SgtEcsKz}j_Ww`agcVr%Rcx*_yUYX zktEpd!`nZscip7<6&+L#~L=C<3|)(!6Ssp6bJ~& zrNPKV!aT5p)6(D7zQ>|U0cq~XjEysEFQc93`P4McpC@{0zVmPrx;#G_*$T98FFJ`d z=MTdz5Fc?LMc}0u@fO$(*?2vYoQZTNgF%L;6EAC@ji;@$iG8BrW3dULl{(ik0j?(` zte3Z}cP`<)!5b`V-CHEtiS&E3w4b?jqJ=JHA%PXV0up3vfc7-B3%Ir>J7x*BvqwAT zGoc9}c(+dkwr6`yIyeK2{#SRt=|^%#*Z}Z=O1WS7BRd4@gVwjF&cBW!jT#S)T7?0e zc&!{VCo4eqW`Zn(tRZ;D9ZZ4)Bt^h4e=7e23~1>12H`=%^TrHi%(=LmL_MF$h?E-~ zdBqPlF>Ab>u3r{d2bKSn!>pJVNz}-zHk&pAG1PA_YoI zmmXcZWU_K*NsM{qj3mirV@oDWfCd#hROrk+N9Ft^x)dl8r$m+zVe*7ZRjXH@Y=H{3 zDG?w~pDqCc$6qq9V81$j@}$XHwr!ilZK8xO5W9En64|kXiQKqKoZ=O1SBH+hO8okL za)t2~x`hiLZgS<#6}fZ~3(>6P%8viSEOrP{qIt6r$c1a@NPW6SYuBi2xJZ5D$f|j_ zUm69)+c1NSO^U^w8NetrA*@#ojSzx$ds{HG%zI)D5DaJoST35LK02}JM*{rodf z!t5fP&^uCKz%K#s7Fd89>JB)-00DYfWD!G9L~)Tu1WD0FLj<9Nj!6(PfkaSn%uz=i zH|f#GO%`cU5H!$`kq#n}L<5gTHgRR2eUJgg$3^g{(#k8Z6oknidt?z0H^6iQ%PX@$ zGNCikL=&Mi3-Y3lF;9w9P8k1JY{X7GFM=~ph~C6#MMYM5@{)@%g0T&Rx(GCvgkF;3 zi8cwVQ$Rdn1%G4u{L=veaJ|F5SCZA-QN!D3w66B~n zbRuaBD5PS_*Pv$F;tia(Q0mvNwu*`fs;;7fDz~1P0xG+rx(h6?#wx4Yz|!K2t#1?i zi!N*h)4{175W5U8!gL@Eh|>()froJCnyfLpJcDd6&E9xJuF^_VVv5s316VY85$0{T z--N5}wpEhhCmAGETX;F&XoG_|Hg34sW94daZU75OF8Mz2#6wTzmDOX9fj<}wCPb5I zuG!|BxvNk@0SV;q2L%5aTrd~}C0v6PoDI|&Y3Y=bQKCET#0c+`OcGp6I~7@mA7lu1ybeU!;U|zYTk5C|EiciW^NS!a)l`}&U2(QpQX)^KPdCY4RM%59qtf^=V)1b2CWqq5mD7Lp|u|L-~<8)fCJEQ5f{aX z4v4sb0S*uV8l){pK5B#}G|?jy!3b_|!-L#dK{sUhQ6Pb{(wht+x3zgGOk%>DAlyKt z!Wr&x1<91+uEaRX^(j<$$`hPK(x*n$sS&Q=$37}0Btg`HC0z*J=(6CFFL0y{k5dFc zmVqb8RZ9PNr7NBkypYOJ*-litJ5?KgM-rV(GbAaY2@`yByjf+lCR6(M)1Q1HpJ{1`GajpaYdq1tKi)1)?Dh4@6T07O)_Kg%P1_Aj5(hl<p$mI4IK&|k5!^5{M=6Y8qz+twf-U)Rh+Q`7Begq( zBIs7Bi6~bir+U@wK*daEI|LjO+iR3zkuxenX{S5af)%&KC0b8GAGhp67Jl?IFM4@PxY{=^_~DOT3`7iOB#JP2 z^=~c)M6ePFM&Zg_6r)u*4QPbW1P+fBH7;NQa(HuuoX%qvGvG}Titq|Hc&3F%fW!Yh z_%Q>Y_Vk4VfR0+#TGXQsIfvX(Dg+>)f-@lqR}99L5fnrl*g%Q~ z8bnv07$5?KwaN~XPMB>LH7Q$%txMw~(&8$eyvlGoXFNeBS_Gpw)JU#WBWz)T#3U0b z)^9~>teEu1ia>qCkD9G)mLS*Y&4LM(SR(D=L|aFaaM60 z;OKw_I4Hs!a1io}U(AHX(eaLN8q*6Lam`*7GLeaFWcDEW%l?=LF!0!NovW3ISFSRH zZZp;^V|fr*-7{aPdvC3E!Du#A09jGU<%_f5ZG_tdR1N=CKb8Wy0tgzd^N;Nto z>Oo;Ai`W&Ns7j3`5~3FYsC|6n7G1jAf|ppg+xy71+1gdK*%A@)lE8O{RHG-1Q#C(RU!U_lpfT>TG+xWq|{;uPOF z88_(I3V#C!G-C%sPX3m|2%upecnaluDy9S=>Xhi^VD6}74g(T^0hkH`NWmY-1_C{> zs<`Z`s3;iLVI6$#=TLCyu&C&Mzy<)}iU6UC#wrG3;EB*IiQ+8Ea?oa`?q;e^J32(` z^oj-oArKHD=MaDaMC5FAWD}&sumsISf~3&g4h`x6vI1ovF2Voq97#^}ZkRT~OZ+ZO z0PjlFgz(T1A&#H|fIzcEsUd1>@h&eT98Yj&3-Xp}^cn%VHpkUID-z1W*F1&sa-k2G zt0J5!cAg7WL?RDe?-5_Gx;TOfW{>u^%Xqr0oQi@HeXn`CM=R`$ov_EgjBi+~XZf%v zEu7+=ns1)^YcQto-QuU8<}LdW2rwdyV2B{W2u}RqrK8FZqU>kl41=PuK*ZcnGp>N7 zC~l;RpbClr;v&v8Mv7sAqcv3QHWu(=1n_|ha5-8)z!-4HkU$0ofaN~$W+ZR|d8h(6 z1Op);2>ihn$Sxi2v8tM;1+Oa0R1gLIajZn}2c+iA2(tgJ$|&k~ux1icLVD0XLS#h1 zE(a7Ks1P8J=zvF>uuE1+3fT@1sxS-0WDzdGNwhEw?PRtVN0c6mmFy%8HERqht9 z5sH8ZJd-qR3WQ`sgd8RrPVQnrOb9|Qp#?hyczz81j9&KhF*-?kwkrYVb z2ZBIB_MjeZb2!6j4Q`M-U?3pFsvrN+ic~Pmu&T>y28aIunNFzBiNZQWr%H)tn@|CvGPN;;nSPMq>P7J}s3*5xhRI4V@5OKQTj(#8#F2N1= zB$X^jR3s;qP7T#|?YKgRbC7ZhY-1Ld680Fv)+QpiUV-!`LJp)dR(L`rgl*Wc@>W!0 zCUTDwyE41d;48O)3rtiKH<1%@A}6pyTGVnWk_A~-5iYL)75(eKwg+11MOyaqE~u|a z7mD6I>if3u-}+}X0!T4aDjEGkGvY6$B(wjb3dk}aBRFcK$zCBE9jFLErUs0_<~W9h zSRmq769)iL#fSqAVzZ}Ezy)U0$B46Ja5Fb?$Q_x1L0Z886d+Ftm4>L(LI@-Txr`r& zt~sp;8lIB{LvTNSFv{Kx2ag74v~xQ{1UeF6L!zSq{7h}s#*fO=Jii1zv*59sL{K0H z@!)e#QVnumk_*1TJ^@co^po(;q(28h0qEuxV3oEihg3$7BI*$FQl%mCup%M>Ob;Or z;@}ndK|*(D5_y6m_HY?sNmTNH3t;bqVnod~EN6muQgkQAX`FmZETcy%q~ZxW zQNPksS?Vh+)=BxCLJrVL-Bb}<0^|Qj(PszN0xk|rE~Y>)k@QIOZNVmNeya2@E-DuV zC}2jzV*d>ogRy=zgBc;?p|GGbEmH`bK&5H`3CN;2B&IX(PcuRjI7-Mi`tPRJ6lPZw zIBe`TG;U5mrcPa;1yrmy3)MjOlux~(0^I`wu1c=xtZ1Ru>M9jG1mrlULqPz6ItTzd zZg9)=aXA~+QDbK4pmS2MV``xcZEHqtlO|L7gX=a#hRkklOtm~6Et49HAXrrqj4~HY zQXpcLaRg`3Xmz%1l?(2ZwRRODHZ38HKZN7p1h} zN;WfuK%^Ls;|y*~laVfDV+P2=I3Ok&*q}2%lLyFDXKzdaed=Z*E@x$9#Z1#@S*T7? z00n3R1n@L!_2X#y)EyZh0hp@J9QcAQgl+93=`2J!!B(uqmOxZ+Xo6u4j85koa)vaR zKd#PX=3@aM0TPyhZtYGA1p!stAaC_H(fXF}0@n*?)rV~rS6OQyc9kXx!f~Nv0Z5_A zTwxaOa9K~sSSy0mBq#qtfyXI>O%Y}ROhcC+MwfV|k_mdLB7Uh`Ekbu_w{^#LCtx>r zUC%|0<#v~?Dx61mTeNmVQAe|kPj2m^Z+ zlc54G#2T|PeQ{sxZ8SBb;cwh%cj(|_o zW;MeJRuc(IsDHQ7fK%X?Q@}TV`8S4nfr%D_>jQ#wlN-2!JrLkiLDgxId73G8ASHx@ zcV+>smO4Uk9}|Q*t85+B<%;}!va288`#A80rXO=Pz+ z7qrZTpR>RV9;^Q-H|JGHj+ffU9$7y@7f@&Jn! z&vNomKv#>S6))H%LJ?j8$6SdYzF;N9m5eR)LL-KALR2GGLJGVq6K%JRr3sE9(b<5d zCeZ8JnnhRIH7j(_N24NGuE6)YXD!67z*3Q0mW6q%7fH>Mbdn3^d!_UwA3;|N(o$Z75t$R{12w6^$o-nG=)Qc(X?a! zcTGVG2aupPY-1iOVNQeD1%NrSB^$DZ83huXf!&#!i7Gsh)~J}-nGt{@EAnYIyR^Au zoqgttTF(E2Nib|f*viUT1i6f4HkG!qvu046J3ci!n9eyJ0TF0`hFK&?^f^BX2Mr3M zO15>N?_^lvvmrcsnB34laTN}|a81%A4G#h#tRM&000tPKi3o&hdLZ>K_oHD|S*4hn zGz%j@562b-b}$hWrGSjnV5V_R*M^Nl>zgV5_;q>O^>{b;(#wtue5iF-z3#OwQ8B5h zLU^6UE#wla_Yy6>f(dxEsudXs_`-iK3|kZ`TaqEIBLjiH&;6QI!ai9uQrs6u%9KfC zJw~#f{KI_Afx4=4$PZbZ)eeKZzN3JTMIOE=;jNOXV%24CT2QPxK;F8&)94_ zMo$#L0~{$_bQ6cyz?;P?#A%$I#dwmXkdJ?g|52_iQU<;Nq`lWd{+%K_OdIe^G ztXE~rg2cDiU>eha6f-psNc>h~l+V{nPYkZrj|Z-xlt1&MKjQ zL(aLQXFTvw?Zbn=`2=5kgv}YN5CG+8NakrqI~f41Y7Wnf?mGNzlKvdfQ4+f!`b`dD z6DTjy5&F3sqN4#lC=caUy}%9N^H3I|BL;7GZc;d@VII0lurfLha)M9fpx8#Ga^)n8 zgGY;3PY}lbD54b&YWMW&+j#1m3qsWGe`$3nLf4<|M1R6{RrJ@*a=>Sz*bP6N)N2dY zV!_!<+`0mInc5YnU|r4vzyj9##0SIsrAIA4+d16BFQa}iEZIQT$m~T`kfpFcHGK2UE~qK<3Ap>y?^|z!#WYwAKYB$Rv16f{DbM)QRjip zWqWOrhUTRM=imQ|%q%*VII|I8ZUJJGK!J@K2|9>S5S}`CvSj%JF`~mPZSWjw^lBcs zf`=5=`3SO38j)#Aj>MBtP)Cmsxp?tXGUUfLS)|y!i8CioD;EYJ_=#Z6I)8%@7%&jP z0T4NDOv=dv^^nx5f@G59f;DTJr+KDM%_B%o*gR>tFo6PP36!&I&ocjc%cUz+sEU^D zJ2Y2no40KFF5%0B3l*$`xp19}81Yj%W|ug2{Pqcz$&@QokxXSv<|j{>JYGWNF_F=Z zN0SCkgo%jqo?4Z|m@lJUNi#JDNCu?p%rV z={l-gKaOOTzhu|Dd)L82i1_hBq>~q4qj|nqmH6!w)|ULT4~`qUn!6>&%m9 zpMLszr=4`l38xKRw&|vkh$4`{oP*%`C!K~4`6H1B7|_E&1QjHRAqRQtQ5_CNB#}dI z)FDVCv-qS$pQ350t zM;lGmk(XCsSyfV2+H&O;USPF$5MzC@)z({51a??dk?ivdUQ@~8*I%A_1{o7u2u4}D zi9xlPYg>dS8WWgVMzCd1K%sXf!TXVxru>;4( z9e12>)$Jf1bk9vE-FHYFk&Hj9d`I)i<@I;o4)T51-V5;kSKWO<-&Y@aKI04@3jx;P z0t-9{!NY-0Cg;)*ZMxR}%s(Dxu|Hm)WqFi>tLDXkD%XP|$6 z4tk(;4npXpK#^j4;yP$U?tD^iZi@psK1r`>52& zAq$xlQm?b3l+r=BKC~3;PsxQw0KR=I!)99Oq>f#WTHaRD-Ek=JA3G8uerB@bND7scKnhb_I9CXnah6jv@9Y3&Dq|VT zyz?>$u_1>%L)z2EQ-t>H3_SS(kJHYhg!bfzX#%Rx(wMd%@f;C7{3%<2_QL}w9B4dN zyPAW-Mj{7QVQf`vkkZbEHVUOJ1uS|S4qkvq6uCeID6pF!|A?a%+<-?u!ki(I6u2j4 zqi~FT(%}vX$w*4lOp9`p@<&71Vd7Bij$WT z03=7DiBEod9ix5%OE4`U05sUd?R=TLl;FX4qnZft95TFAMZ$QC;K-{;Vv?9J4|>t7 z3KxLKtC3tUdr;tBupnXt@co1uc^be0jFm_Qo%=O$Y~SLK&@wwJMwq2UWnrSCdF0I>u40 zb1V_t+J?s!tYB_{tZUswAlG8~1SkyXB<7fujlc?au!JS-H4b~&z&_HijBRWuEf+a| z1jDgO`XptIWLY!WAe1)f+?_r*6jMs}PNRd9oP;Dx(6)kfxeQWk!z2I)T*7t+0hRQK zNxe}W6DBBG<~}%bkXTu-SF)P!unbN{ zGY3-g4o-8=Rsi9D7meZ6?XFN&}Pj`B% zp(A`asYX0v5pbZyonrBcP#aHsC`82(v4CtvKtcs7-~b1(kvv795E#XXps#|p$Ru*w z6{c3k6}?D~YMl^_0;JYH!l*@W;{j9U8aFN56_6p2Q3%SM0uj6b32=~rIWNmNz!rAS zg+**)v$0q>>v_*^%IunKkS9J5X$@r(G?2)2$OLSb(4+jUXhR2$(9tOSPL5kid{g zF%;|~ps(pfzyJmifD!)$u)Kokl^ozF&jm&$F%aE?1Pf@;dZDYld8o@>5VMzT)0YX8 z8CXLbsNV<5p)(*X;c8-2?hC?OqXsSwgLxye(KLYy5NypAZu%UQDyL*4!!S*U^9G=; zxH~8tafwMxo$DL{4)aKcii0Xt796cVRGX^KvbwY{DpiZ|0eOx?RD&BFp$jI^+p!1m ztQi#H;oK1keLdbISj=p2BUZ4=)8;xpyD8;1sL1>FQfkGbOWzhy^2W67D${Cup%k7X&cq zp-eWN#0JU&o;8Ji@hh6o4lh>p^-vUwd)(sP*C8swt^ms63lkLgTP&tQhN63Y`<25R zB%0vJU@$h!2XMTlqnZS-bT=|=g7J-C(v@uthc_%Z%~1Bzh3il}G%r8-PyC3ABSC21 zDcTg*lSPh8wQX6YA{D{2Mf8B&Y%?H%2?TI#vC}L`QB@DeWD`;YV}oQuw{r(5B0%Q^ zLl9*+03tN$#Y7UWjD4_`Z zun)fAc+iA-t~PlIQF&-#Yg?F4!LoTdVFgBD0OAxBp=Bg6=K!h)7Oa;o;YBTQxL;c^ zdj`fM5#)Z_URU&LN4kVPF+DeaHbE z5Y`%RkbThsQ!?d!M6?4hKtl>AemYQ!{Xui(A#o6L3HTvnL_>=M(qd4914*PbJ|}Wo zbVU0{B1fP%=L9~p19Jf&bLbH_EueD37yuP;AZFEZN`^HoG9oDO0zt?Hs~c@7lZLQb~NaY^=N2)mndkmgJ(w#mt%I26-fZe zIQ`f-wDSd?COy5=J08&nZlGIHI1y4X5{94%?642HkcC@_d0mJQvxXMkq>*I!kvTyu zIp7m~Q(bFUB(zfk%LWzARuZi-htXz-&xS(1M_&g-1*-Q?{IF~i6+$8;F!FYY!l8(Z z$cPa21R{hQ7F3CoI2$HqF;DPtER>190USzTeTevP6h<c+?&%&;p!^X5}~|9$6N$Lef`mA^Vq4Fz- z7m*)<2a1pk`+y9|6I>b@d8l#_QqhrZFp?VCP0ocDB1tS4poZggT|ly3KoVOn$v`m~ zO|BQ?sObTsi3BoGNVfgad4D59mNDFPbznII@vEkGkuHzTDPBWh|RQ+K9lil!x-SNfW# zMM9f%Dt2{xrzf)tcZhAY3K}l8 zFN&}V>@pYY=3gY#Q5~c~MTwM%*l(_J1-0=}50EE?vS0_ZGwZ#W1DtB|11ec|KKpi)w5MufzKL@wfd^a)v8aqH1=1;nry>Y)yAR(m zsgGx=F_984X|>&iwXWJ+BdHS~IR!?rbw80T{$M2M#9bAzY%=L;_(B*7bf0xAt8VKU zKtKbjXM5J!F8s2T35K_*;h?cGmcshCohY~@RDFh9xRn2htl3I_9K*OD3b`G&G7-0} zrFe>%OEf{Fa;uOG$)E^hQ=%kR18lY(^zl@qYh+4AH3{ORD55m;$|5&c#ac`sGmrz= zJFrOtb0l!EO=?FCYh_#ZHW2H9Zw!LOYd0W^SK$a|tvRw`3cbFZdK>^G9^IGD3b2zgu5GZQv}cv1)xb%4M63!YJ{kyDEh z*W#&C@B~;9dE8{cHvt%(=W7d$0OaJrNOC?S@KBL=FWOQVTj3h9Cwm-h1wjVF2-g(= zr3iEJFChgmq9KVV#KI8tw{P&mrm;gRB*WVbiZ}mEaHGg@JXEb28e%%Nt*WR5-ijbg z)P5_PA4g!s8&;?cnA3Oyil_0us6vZxDHSijvAgIMHVwqL!fFW`NV4SK+!mqM} zY!grgxf`!2G6YA5WjLZ{JmAJ}?13y`nyV>S$$Q5fyPBw(0%uC5eyq}cyr$}Sy@_1N zhMZX3V5f>~(|*IqU7~|L_?!L+N#UC~K>arfz)PyegiN@}h&R7CaccPcTcg~+%o9Cv z=*p_x1_NvoxyDah?RgYHgzb4G%<_gBToPMg61|)ilp%Z$wYK}Ul(R<~Ku|16aR^3f zl->4TM|lOsIzlE~iGIt%uHlIY2E)qA&4&M*mN1oJ;LLD5u*04Riqaud9ty-AmP0J6 z0~5y~5W)|goeW~bV@1#fFcTs4A;o4he^wl$Fa}3Y)Wsx%m?khgTGG(66I*P6nRpbh zSBxTRJR>NeW)M3B9Gyob4Ru!M0Vu$MaPxs0+eapgnky~cEA0V%gag9(rnRe^F)h=G zeAC};ChKb^`q zM=1xj@fjkdU{1+=D=e&lZOz32<3#^(*xX#A+B(^!__!|BRoUvp9;$KP`UVIxA50^c zn623sC)$w!AsTYTs}KqF+y!vJ51(y+r!68}d_=l?uMc=4sf|`5f|v~eCOis0Ft?-< zIMH|1fhj^a)%^m(P26}?bRe6WZI0Z^{pQNc0;5@VCOh4K&eF<_1lDU#3k|2-ZOGmY z-iz)f;w>h9YIf@FSCUSs!wIy10|Q`S1(!e-@cZ7?SX!jlMZE`p!lq-Hdb0BXJMRExsD+DNjIksz?2E5MezkWi&u9VjdF{6P5R^Zh?5ddX- zl({h4YW=el2P2A&H=OTNWAsgMu9nx{d0y%;LCtLEag0R%B+&O`u% znm>Oub~Ho;0Cb_exm2dGX4T%69FJ9ZCe(C0w|!U?oBnE78%|@ngu2 zcL-^M#WI#AiZwHi+}X1Z7B7TYej|hh3mq%^5CRM^zZF*Cp}-YTP!NR_1a$C02qTnG!Vf-}VS*Wu zI0A$L!1Mp`Ll8q0F(wKSndTW3Q&e$97FC?4m_9HVaYhZ>C@)3$d8O38-ttSWxRfxA z3R3mjE7&)3WlM*^d^LyCOHmiimc#)jT`xh0CxwEj4brC2qAN zj!6Gz9yW$!0o!ba;BB|*>b3W^9h}pbhv=YV!QSd{cn$~ca_BJ0FA-Q^fB+^a!aj&` zz%PUb;cE|t`IsBxywJ`=@W1~;@Nd5fMfP9?`Vd@@!IE2cIYJU-kU#(dBuE#81tx`Z zXYWcpu|=SRelbR#i#Gabq-V6UNt}}Y@kys~>@jMYraszgn!4Pn$}6+nGQ-Dy#Vqz}Bo*@5L zSiPib%&)+jP}Z<#eOLBbXrt|HvT7~6A~S4Jd#qgOqj&8zEZ(rpG}z2-t+gY-m}j0N z+|`UZ#r75AUi6P+Vc&uKy|=pNqC4&ggNyE}Jc!j>0XmD@;*kIez)-pcPz_2x3t9vHxO@u3CVGC)r zG$l37g)@TM3_%1#s^PF`I`j_Lu%x9m_~=6kNEiYV(3MLVZ!9R}z#!!3rQKB6!xY4u3o@L>u%8P%8g76r_M^ zb4@7~<*x8Ksw_b*Kv=?Bz<>drDXc4J!Alj*0v2PzE_O`#on3H;yDKOG2#(q04k(Ej z#0YOQpd_AVjMtfWRpv6xE1qMdC%tpIfCW3aj1x`+8`WfwTStJyJd!a3;;hd(%h8u+ z(sxW*vX2MLiOvh8lbz{Qhd#`aj&Y3e1JglCJS1=e4)T|t{q^sE@8uQ9~O^*fPx+N}+gRXV8E12&x-*R&EFJz)mn8oDRd7_h` zdMRkM{32L!j8M9wEv#V=`{oNmvp@dq=RX7zn0d~LpcbG2f%0?^1It;UmBoj+5UOW$ zD}+G}B7gzY-Jk$K@Iio5bVLI!XbBH0BkhJ)ygNEllLisT@zVbUquRaF3d?)6_u9Zp zKm1ye24H|57{p8zsY4Ul6h*bI)J+SK!y#TVk7dmCZ+)^Ufh)38p#TmgKULIFhDy{W z81+>jvI$c`lz_;MKn_>9V^Z`es;UZw#D9E(5{Mv3w-gcyMmRts_h|qJFcK_vdIdPz z8cEn8iwTCY9jWfBm+C2@u#icX5CpTB#^$D!irLmD&s1z_~FqL3CxJ z&xHw~0bs~xdcVWn?gDLS;I(zHeGQ%(66w5h?Dcvn`d$$RTS-%@5;f@S(VcD30VEAd zMf&SR!o_K&QtZeRmXe2A%)`foLP&#e>ba-(6eWVQ@EI@Mstr@>p(9$D13FjYqi7B( zOYt05w}90vP{DOpY0Ky+farbJF)SA;%OzR|*VpObFTE>FT`!3jEMzh=lNoGaqwHjO zq0-B&x$pO>cSy!R_>NHE^=^jT&S8 z36QB<_5oF+y168PF2WVIum=1<>c5@|u5*1t81b6#ga5U%cXZw%`Pv3Z(%N_pkF>|@ zh@)Dfh7f78cOr@DCpqn}ny}5bZEu?i-=2j(#?4c6JA?{cKzA7rm#9Cr8^a~BLj4%$ zI2v^&4*15L9yNz;~bgPyA1YduCCf3C$Y+Wj?V!`f1#_LK}WxsYU$&?*VqoE z`H}??fC@kYM+>_ZV5bL(4+8Qnv0D&Na}fUxaHj()5D^%e6wm+;d>MMm0J)<(8ECaI z0gr_l0KFr;zB7@(6PmzNK^U~PiTaTsNxWXOiNdqIsF}eVnY=9_fGHsb8}JSwY!b;i z1g7Y(YvY183BAx`f;QNx(lZOcNj=qDz1CB=F{-ehn!T2I2@!cC^a_zLVF2-PfH)vA zqR6+opdC;FzJQ|wfCDmC$$@yI3Gq0qMp}k_K#S({3yFI^WO1^>D6)$SizKr?$@r`8 zYeXv3fpTd%^#hH`P$kRA3^`K_9B{ci3yoSzKjWAIb(se^kiRbf6Vr z0pS9fwu3vki;#K(!MTf>2WWs=lL^dQ7#XoUTl2dXBnA}OwHRE-@FInVilLk+ykB!i z8i4_OyhnVzM=RM!e&k0|_(y;Y$bifef-FdbbjKiSJee>yD2W^zkb}pH#$wvJ6XE>MiD=5B*V@{&5dM^CrE-MO}=V zSnHr0Xo0X(4^b_^?)M}hoDXB$X^49+a+ zP2${5-TX(~yv-enO(nUn94iz&fXIntlr+jnE1&@&2nvrhi<}Zk!68YzF-etVg4Ih3 zh`6xOVHG3r%^}c(*&fyaGt~f%WwJypD4*PbOE?>|4XqbmVzVQNCSpRxeJKJD zEe-_{nBEGYJwvDcyUP?v%=K7-Ttq6Wp`!;NfiwfgU=%x-IT@6J4tQFb#;l;nERYM7 zOaRdU%*@PH(k*?4(o9FxR82DVkTDno7&y}=Va^({lp%DQ zR#8ZJZ&fUDtE6K;CLAIhH)T7CnI#NQ2YzXRH3EJxd2M7QW z+s;b>igL55qcDoqqpDG{9E%jB+0j&_xE%B}94oK_380Zmxs)5B8S=P-`ixaj=}D&0 z&!BWMhy#PM0+0VZ%!{)4io9yd5$&a4su!TsGh})X;&6}Gs8JMv4!Ue6bXozVqfv7OCmh%g9gUjK6c3sK%oa$- z0&%+uIlEvCI}wPWc=EJVTT*8dSa#CJ%gn~+0znKC0GBM&?J^NBtyqf<)6+yKiQU+( zvB4rS)DekO7zl=W7z97^-`8f++}F zp2Sb6080P`7(<-3(B*qyx!zsE?Hu&shBn1VP!RBBD7{SMUDynu zI|;bb>1rd6-3gz$Sn2K3j1|1+y(nRsR3doVQ27)y zda?hhWl1np8aN`h8d-o43tOG+y|4}2tRmYH3zevVD-GF25YfB=<%c&&3yIUK8W7gU zDuOELf>l@-enz9a$C7-jl`0%EQeZ z8Ma@m+3g8#U9oaD; z5{0bIB&k6gTHo*RWE%qIqhZtKe8;5GCq;9rMKxfHBnjGcl>!K%4N`zsuoeGW7S&%K z)m&zZG#Cn}B~M%CWkC{VBtTUgIg;755e_l}BRFFLFo4JzkKhXm`n2XL_``EPz7Xlv zu!w|YxRt!}jJ1H`@3ECvnBhp^2csnoBnuZI09Qb$zgRLzJgmTNRyxZK$xWZr=q;2( z#pM`cWKxdyLpp1M26lNLxx8X5)?ykhj?eAC{mCDSjz)H+(HR&)i0w=@X5H%QQGN}O zYm|_a_8658SWHe|X(s^b=F5~0|izSy89?=p3SqTU&( z&XK!zykC=QC86&evF{zxCjK8j)1Xk z=&)#rzDq&#ZHgAPcBL5iz~~XIQt=Xx2k2c2dd2}t=?s)iXEa{9v+0+}e9)>HvR&nT)clK2*{_l_w1CK66ol1YaW{gy2eE4MB9 zRG@8@&ZLP07zA5U>jZD$1^*le_lOfSu|O&++pCeQwO|}sm|~s@3?7gF6`p4PtWOtn zj3f8~6aP#}Z6sS6@yMtF7w3mcKmsI~m%ylkvPcH&(P3(bXZK?bdX6$Wqd(6Y=%2F= z=HO?3?q|#`v#=D!N+3|n=(BQt4Je-nCwIDbWzlo3?Hy>Qe#wq3H(gi!rqd`87g$F4 z5OWgbJK3rL62L}lq^Gv4(M=2FK>iO7j8arnwTH#01PBxHr~vj5E+{oM@BVHJ&}lL+ z^zsH%LATgPHhC2!fH4RLn1}h-{E8sQ`@0C<3-$KGMj0Yd;s)sDbtQIEF5!(*E{AbArS*{LE!-^r76z zwjL+gKjJU~e}H##E!W+y(R`*$XELqyxb1zvOZkv!jwwtQ5cn`3?guD&@d_b^Aptb6 zOy_F5TExJJ&p?UCOp15dK3`s$NSK4af&75;kOyxPSl;pe^AbV%l=sq=XL;wpp`A|> z+{5`rPp_YcUz?rzq!EuU7wN$7t^-w{#Pm%f%XZ5a9&*OKaV?LVd za)9{+xVmUVO){ii6%oZ=dw_Vw?~M{2I%*iKf#gUsey@=K)QG5~h`}8@lvH6O@YNeE z9kGB62~r6~7cL^YV8KENOCda3y5u2qCQX_yS(wbJQ>V%oFJubA;$&!(nmlmqOsX^| z!+FV^R>6V;MT!(Ajrg1AqN>%cUA>|Zfy1Xy9A?LoeSw23+qQ1sautzw?h2K4QBbWK zV#W**0}dcSZ~$=N!iEncPONw_W5xppNFebc1mzGPCSSIU`9lT`VOM|_A=(4!(v&k~ zxXc+fY7!(QJYJA^!2kguT96KrS~Y9b7D)IFOt>-e;>M37KTZMBGh)u4Lys;U`m|zw zFeJ~eeLMH=-oJxq41-ko!-M<{DzAR=nlU~(EdJg+Ey;f!G(ZK zECGcTCj6z?0RlK+MILgbL4|}9Qdpsca$uMthEz;J#1cyo!Ne0Ijws=XM4*Tw5LPtc z-FW`^!{1>GIuOSdH#U)Dj!zT>1QIf6N1Fq05cx(V4pm{$K{qV4ic=9uq+~@bv7wPe zABmKu5IC7sLrN>L1e8%@*5ndWOYMZ#Ohd70)R{Ydg{BKeKr;^4yC1RMUMnmZk;Eb376n=Xf&mA}rdVw~yn*2sBtAg}y%th&g@ze& z=pl$A(o1iOC?Wxd0N+sq;}6c(<^UEr>X>7XN0`tqa>52MLXmF>lw?9j9I*;N$w1^n zLI@e85=&QL!A3)eV3{RITP6i&Ofiv}GY>^@DW?l+$}|L(jf zumQ(B^BhuzRaDIY$Ddp^{T2#kJ(?Dxi;~TjT#w#`m)a>$61J(P1_V$-yz@T61&Q{SSfRfA z%3-gEC;}Yti33}a1Kiz_5)69IEauu;j#G0RK{MW`8=#H2HwO~q$FQ`1j|HiViWEoofKNmbzFv^rJ62u^xM z6{cd9tob7uf=blc!X`Eklr4oKSV7o8qY}KdU@tN-!TDBq9NK(JGP~i8<9MS1wzVKt zB0zx${Fa-_^u{%`3YKwjrK{Zk{K_@2NstXIcR9^r(K(!JRu#MGMfh;*Juv!WVpK=Q zz`V{`*&-GU%y_K>KqCNgm}9!u)x8=fAOXT+kRs%;1>_~~UM8Z#7MSP94n2HXL#hBWC-I{aNAMCtOeQ6ifr(`r zNd`w`CXxZxtR*iA(*eiyCONSHXgm;Fn|NR}q`81k6?BVIo>qk!9N`u7c*PK?vKOt1 zFoh{_lnKeQDs7U@1F1Sx+VH}c8A|eux7wosDzF+;;SHXRlj015$Ttxbu`)>X&8*%w zxpmHMG9LKV5}Bw@Xk9V?i<;Y_=ML)7hqA{#VvNy4!>GK z3F1?N5RPCy?i^qMLn4xuUg4yvtpXxCI0;Hpb`X=r5+qdx;4O24l9b@UB{1owFMEb2 zLKzJxLo1q3WD-GeUT_{&*oxNldIPqBFq>r~O*g%{0@73kg?Md?2Uz$5$3AuiIpNC@ z9v}dbLR2xfLIAE@!<$&GhBdB{fKeY%Pgdnq0~$Du6#bIU;s|R&rVW7)YS%R*Rkg!!21xV3XL4muz*D&+wua9MEL0KRKoc@#@T~yze0?;7cX^Q3)k1k!jmw6C^uU3Jt`Zj0KOw!0M5oqpGV%nhE-tt2wj2_ zfpx;ll(0l3E=vZ3L4wPqs1;`uh9F-0q?Acv*k~^h!qAMlVY7@4oF5+Xou)bB8I<_M z;9Oy0Bikw$C$?3JW$dv%@Yox-;Kn$vY?Z<6m>lXbaIFcBUjhwp&8Lmd4hlg{m@*vj3*f5U{v1r9pwTp-C|i6j|l?HVh6yrESqhvM^CCZMZ$) zme*X!quTiiz!D-R_>t}Pg}!lV+oz;^~CRU(B%30>mqS(Re*o9En0 zY~cAXbHW0l=gcf!LwZ%z_9!6`a|nj&aH71<7OCsi`!0aP24^6Hr@+DcaH$MiQU%%n z6z>f;yehkC&TfBFec%Wrc)$Y!&~CXyo?*<5YgmA`rQ8Cjo8Hw1l9^kzNm_O!U;wH| z;wj#iF`nZ|UPs&b5p{0H4h8K+^C;7HXjuo&^gm)AXglq!`LDnc)!7 zmDr@=TTsRtdL0VkKoyjjKgePFnd2Q+UyaeDsw~bQ1|lF{hF=`wCoV_;5TI}H69_cM zuzVsJU1BC`qP%h9K{_P%h~jz#Bfx3i7kQp477H;7Tty-mdidT78WqFc$V=JcPT^t> z;uH`ZfeaXcdK_A!bqhy!2M&!uNDz%OF2&8^oD|lQG`f{ZOo}zy)mfPT1v9lDT+Kx| znxU7V?c%?!pdl! zWpO3sLNa9Ibz)o6CF{tfcfiOgULFX>jYh7=2(lS`P+nnpO2&+&zT8Oc?UW*+BroQd zOMYCL#bl>M)l|(4PAbLoHRDi7AwMi%0C^BlCX;3wlhBm~S|G)ue9bp1B~wDmT9nN> zVvzTFfC%saRc1vcd;p8JSRHm59rq4 zp(y1zdK0t7qf}PK3ORwJaS&zX#<3-vUg(oof@N6JBVH6|ARec73SbU3X91GHQy~Dt z(Wnhw;w@OGmfeC}_9%^>=XVU|MFA)oQP+5K%8@<`3T6i>#uwc&2phboQt6aQ(&r{A z)eh)D7hFI;CI=9n;Cx)^%p{|M9;i|=Rm=DfgNnpdB#qj@8iwUeVHFD0!NqEhVQbRG zVI|vBs;E@93Nbms4d7vnt|-{4#G}?D5izQ90!NW@)^e)<5bOXG)TfSUsSbdFPqivA zR%x`@ieIi=O$x=DvMCM}K@oK6h%V@7ii8lPW?ra`S*S%#6dM}C1qzi=Qih{zLW*K3 zTU*Fx_|ax#vB?mi-K3tKqkbi5z^J_H({YmNS=L4c+$ag?C#iPPr-G_)iRxSm>_f_` zad;p^EiC1*s!Oh7@WiS|S+$X~Fi^!J;i)J}hxi zDMTqN>bR;2W@JRhq-^Z#aU|(sEZj)ys(ey}BDv{(DZvx~feiF5a!`YJLhQ;Ghs(we zH9$jq>_Grzz|2UNNpx<3Da8#O0o;8X&eA9UOrcGN1f8}8UKEPawonTw3fQscQra3f zfyNO9B0A3N3zVT1eyxeRAJ@Lho4&-D-!eo>9aKVPEQPU`DQBqAJ~a8xXwzLB%PRK_Ef=I$G|G>=ex2dyqnZR?bBp z2j!9iHBi?YzyJXZhHMA`2`rx#;zU@wm6YrRG`SY&RY0^-E0RDV790hi3T@HCF50YE zxMt{|E+wR}Q0^9|)cM2IuILJsVHtYu*ZNJ1LTZh9?P@WqYRrlWB<$Su1@}^C^j>ce z3vu>tuMbP0_!5W0e5d51PTYbA5(57?6 zfC2BlN9+jmvkc=dBY^+5aR5{EVMG7|6hLi|Kos(f4g?cX;=m4InDo^E1a}Vu(5kx8 z2vV`ZG&$o?yg(zn?joCz{P9Xxij%6O1r9vW8LEnlV(soiLkiztV}&CQR5GK+@Yc?7 zXyC;tmt`rx#@iMmEweHZzj8;%@+@n#2HNss{4E*XE$WOkw)paVP;q$F2d8$2t>opc zc-shQ(iC{H9SMd>eac7q;sz@J@%dJBd;BjotZ~8#h8`_|=2ii=Ivr7}n&=vVes)g; z5Qe&Sv$stE`OSmRI%uv9%DCdQPxQp9^d{Q1ia+}^O^|RXzpz2;)nwS82PkC=jN8|O zooK8OJr0pI-5;#njVULrm4$TN{HQE+v`5P_!WQ=2opg4TG#RyY<~>*BWiv0o2jntF zNMghhz{Vd7$KC~i1aR91YW9DU!vA7(V5oACY?c5_KvQ$!(L`%)cQM5@fI$ui14N)v zfq>L-&|JYLV=e8srdU`$Tm6|RaMoj78B+<1B}H4ZQ0ZnuufRe}x4eqeUenm#h{i;Z z+h&ATPVU*6Xo{{&8PM2qgn19EAcSn9B zhkX|Z?X)CkAx3^g00G0!8Ow+@yRiTlh8eYXczAOML2HI1K?RrqX%*RinCxJ*6L1R! zn>^NA(5}(etBtw;03fm`jI*_j+iO0`z$2L0kI!o)uRwMe=Le{kUWY|k6!~|jKzJv) z-L!_=*a}Q522o%08*llRPdS$JI+kmBuH&1TBS$oQ5tQ^vppqH5LVszbcjj`!V(mfK); z0q`hb;5jy%EU+8#CGJA6i~N=Uy2o2v#Y&_<=%tw{JH<}8`93MKYlqASMzqr%HB@`7 z+PraC^J*Xe222~fyBrw^_}`8p2LH|oV$2P2xBE~a%09DrH$E1mOg%Yi`rfb|+uR|( z!}x|hw|7%TcCS_jpl}gv2Ee0TIPS?Pj|y3$hK@u0s#68U1GeB;{L#0^t*?PzcD%{2 zGRTj7;IDVd`~8&#ePQ78L8(h;;Y)vETw*K;e&EN#Vo$%}w|sF#wihA&7kPf_IE%MG zbN3Vf$M++~_$Nn$`=?@TJg&P4%~vt47l!$N3UCjNg(6ne6WgQ%#ETUJ2^KVn!b1p! z3m1AYNbp6(7d!+K6oCR^2n``VbmSO92DEuqI+kRp!Gnh(D{-XIkfCJE4;g6IgxN8J z1`Q}g^z`}Dr-u|ai5AU3LIxygq}Hr~fdFb$s0R=bm?{-(R;^pPcJ=xdY*?{l$(A*H z7HwLt6v)Jq^%ibixpU*jVg&|+TD^Pu_VxQ0EeukC5e)J-h;U-4)D#mI+}JB)$Wfb4 z_F5URVZ>got{KcXL4vbu*7*yz6-HB1)TlLGLs)WS(O(l_9y=fah*k40RdM2E$cmKz z3{#4DI8b24Q=!fmD}(E#sof}1lt9_{O!+c> zQKYL#k+K0p^lYeBE%*2TAHV?jV#_VM3_Q>-yaZg3!3Ot&AvV7ZJIz6|NO`J4u_6TU z!v1VqP%!=a`oSN6!h$eE(n^dfHP5JF%Bjhi$`Aq1${Ij`2jEENl`2+pVuj|2OKCae ziexSY=N3Wh?YuKU0uS7Ct_1VK6VO2W+mJ6CRuojL84<;bQ2#z`%ti+r-K#|Z5xbfc zKnUkqXARb1tkbeb8^n~W1r88kgxy{N&Iue^Na(pHk0gi%>5fDpNhLLcPSzE!TYuxfL)`slo~#noC{ zl-+jG(v#14W%1M9dhOK^RK51ShpiTXYGDKl&Qvwl=9#CJ zeElOJ(hLXYDn~eW`)#FHb#-XgfoiSQWRwY#QlSqRf@y}BWsbQ89DuEE*lBYz_E>+C zId7&ca}wd%^1QY7%%6&L&%H0b1$O|f@`H-pH_wIG#TT2h_};F&hF9MIJ?ZtDY_cEj zYhQN*4s>nE9vig6w$aioEV=zkmo?WMK6tZH<+MAi1#klaj(J`wVx=HqZHVMqPiDb5 zVKG`6SB_k^9H~l@DRG`;lBuK;Hg1r}S2L$P?+Ar%AB%3V)-Mb1PqR{yLceKzAF2Tc(D4<+S9+lZx(a~@T2Md(9x!Dp8wf@) zVw~%=jAuJ4(FBv#Io{mBW~BqlP-^l45te|%PNW)$3uyv->0WWwk z6kZOZ7Py7+M=Mn`7uUeTJo#}Ch+dN(_J~+S?FA8u_bcCD+E=gh{p~XXdg5O2_m}bc zg+%q6Qxy5)8c%KQGObA4f)rJuD~ja+3kbjjJT{Lv6oCgq(#S$SFoPq&!DE$J#pguV z0$ZKzIt*-JPvq!989X9cm5^B#7`dZ)_zVfa@)Zj?NE4($!yjEBLG3hPLfWOUC@WlA z3(r&&;Qj7*zMEkU1E&=n;t&BkR9;t@r?({D@?JwM;x4mymp|bWm;mEqUz+HyDP{;o zWaQyrs`!^N)lKJ%6CONr+XGIH?q1;w+ zL^+%oq7tLR0|6_;0!!2&&uTC@Ue)0>rMeWd8Dh&RR9e|n_%gDY1&mGqzmmm!6*WLXoeXHl!dbtFHZ6Rs z8#h1dqLOCCqhKM0Y9$qw*aE1T`g?#Ay0Du|6k)0gAwl8fN;3lrbaS1n!VJFpPv_za zpfjt)Ba@-YobYOpJ&D;WN_2@=u`nURdqfEHs#k|X%W1s>tWnmRfx(J$N`}QKVmYdo z1Xwdhu>|Q3HQQeYO}4Tsy{v-#TVS-9)+^dX6lwoc#!T&0F$nG=Yh!wt)oR6yTFWnC zRMa;HQKMmTqi|RbaDV_V6u?VUcGwY1vs#oUs37*SKg)4cY%E`?&2%o!){b9L>+N8_d81i zpE)rA4)87q{7W>y*(<0;i-HA}RCY1=ED|1zoJTumwaB!GgTe1(yC_BzImp2cg6UXt zgt#vF>;_4~CmekCf%W*RftYT=9l6TYt9s6JkEEbn@d+QAurMeh2WCmw# zwR%;F(KKlw%2Ixzd<$FU-U)Wg7WMLBFHqmF3_8qZz8ajFZ5B1JnTTy}_O$2c=hPz1 zUW=}?wIQQtvEVr{5Y~&K4o%CZG}e{@%4WG41n#tm2EjP0zz~q&+ZibN#a*!UPI{t2 z8rOJ7o=)e$Kc~nUj8MyEx=4-V>a*nkPLQ9q9=2fvD}snXbm9`vsFs60oQacQ03qfI zvX`gqe1)a}3ln*}QbTBJlf?mKpe(ebjoFvK+}%+rX1l!YA8lKP&lB!uPub0)h{34m zdZEU_Y=Bg814uMMR~T+?P=qe@PmzZVVY7G@rCz;tW_T1k9AXxN6r9P_Ia!awgM@+^ zNN{r$)T9h2ZtI%BF4rEYd&Ys?agG0O0u$Ki%JoaqYpUDi2$)R*LTo8HS<~e=56iP@ zZaryBe%d*Q%FfwEjmT@P-Q4cW&;29y@A;$Y8Gdb|$w*uKrAYK%5kLh}+=b1}020Zv zZpGU}xqk}Kxk2&3OLQVw;Ww@So&eYJ!8?NGzkAt~r@lA}dcF5553u9ImoGjg&@hs> z5=6*b$}AVKfY8uL%%8{n|K8Sa3=lSOfysUOX~hYhZ|C3KbF)SY#lU=hcwSD zI!vjQNG${)0A_&RD9v+7&2_GYJuKoP6i!>-LnngGCmKjdxGc-8&(^RE*K)1PKro{+ zu%i0zB@7F(20>j)itrc)0b)=gvA20Z-v^h0xx2)s!tBxi*!N&4-E?i(e6DkP$w`d@CHwsXb?~qFEs9} zO};1*#R7+T&=M`<5hu|biLes4QL{XcFjNsw=I>6N5G*jUE7Va#R;yD4kSokFD%dg4 zj!MzAu)$a{a0I{skbnnLj3bJrCQxkyjf0*PP8SF30#}F_i*e&Jpbk+0BCG7WkWm?n z?DYS$1J%rmArBwGyp$=2A}@(KXKwFCIGPlaT?7NdhU`j zv&J>5aVgfo2AWPP_`@o0XgM8`3_w8>Hk3m<)I&eCLqUNP{_;Xk3LUjGGTnvs`~@@9 z;zaoZI@3b+%tb-Z0?>|4GuiRMo@7p zTMsNy0fVS`$Xc;YwptWM2a~6i2tmhU0Thq~yySF@B59CJD>=2}+Hemy0#pNU;#3t? ze+NnjB7ja+UjM}J~fRzq$$p9jC1u13j%094?3R^wRz zF(hN5M_C8qU?yl!<-}Q`^;xBrT2Crm@8wY)HAev>MtgE*M{W@}EHcPdE6jB(##1sY z^8hoXSGN@bbn6CgV0Vh5?hGYUEuNR_CRU{%#4Lykpy(_tGX z2Gf;Y7A7d&rcHizO$lHD2;h~vW@Jlt)DFWk?IdMYHcnZ#WrL|^yW%E|sW3yYKN6EH z2o+c_!)UQ$JF6{4z_Sa{4;u6$G|F%GkRTy0$|fiZcg8Aer*_L`(^Sv0?yeT2c47qz z=pm_;UsV+ZicRFaPcW8(XYC|y8v|~EG;BSCZ9%qO=C*E2Bp3!^S=%LV^%g|``L=Iy zNib8CFzrQA6?ZyM1aWnCG!|DXZgh)K@mduFXb;mxo1ztx;RqB$bMLOAo)&6N^B7Z5 zHn+BQg#;xYWek6ON=UT_Bx*;0ou|n+2wZcq!2rn8a_5;{{wh~cX*4pYmOIr zJ#-UBbXu1eh?>)R+2wCTt9EnhX44|5zSTQF7%WP$qoP+sN<=~#BxYL?fTbdha#bqu z>j#=@Ce+K<+$&cU;!K*Pf#{Vir?zRwvMlXaevcTH^z~ouuu56ibsGR|!J-habAu5x zXI~?M1%&|66cJ&-qpTu}&tie=mUtcbd17u8A~;SbxK1tjg0WZUGPryH;22Wr_#Ic# z=v*st`{HGPvV+rN>EswdQ21~uj4A@L@YE$c74Y6n36=hH0xF;a0&fQJ=>xv%hqJF~ zMYny4ST?)%h>th}-Y^3~*)}UyE70~jtyj^i_m2TZ1=hBUZ7YmBi+JgF)EYQpYMEWo zSdHP7jVsuVp{IpAtNxnMj=eXT*AbQXVgatRE?@a83^Q=sahb=$01-`^)nZ+u;s6FX zDs;c!FE?w4q^eDxe#I_ z>iMXJ_^3tqo|RgD0r~-EAO-p=ey>!ZvBIYZ+EiwjraIfIqj@Id(i&mltHJuBg|$L% zD_s%;jTeEoYumPO8@Fp)6V4i~fvAeLqEVrDaQ##-&P}2J>rt;qsr+%lmyN z8@)LazW@3GLf}_8$=!P8!Dh-TMrpx5jiV%mAg#^ z3@0Ew?v<0F!>Dn*_-bOuy*9C8e7)P-bzi*51yQtNpb&F*%=^m*Zn>g$xtaun6vj_y z@3LWPSwUMQq0-yu53`{IklOnQWaaK#Y3xrT}q$X9+{ZUE0?# zqcl#o!Txv@pV-QV#70)n74lBE^MJ>dn#aQlMXV0Ph0oN#}(;`ai?xdMZYy_(kk zQk?t4)KAPD1BFG7p zOU}TjM)78YP7J!_CC})O9%KCijK`(vpM0t4JVU6y>a)BNG663b;1B%a4}O4AFM#O3 z{=j&c~H;7b?ax+4F_b&zbP` zN90aLo!QE<&7+9fE73P<^DXxQNPs|z904LA*+O0rXK**$pK3h)&4H-%IlU{SoGe6Y z-ebfy6nT#W1t1)dX|$-I!Gj1B9&D5e3_!F%7GPX3pzeSLc=H}O5J6+z024xZ z@SvfvVGS7)A4Z(GabgP-B1@kCOgS=$y$3iB5FmjBh`TP+ekCe)WP*?jdXif0Hmhr# zKL!m72D3KIV6p+d-l=-6Z)iz(3r8T3pu*$G89HQ;03riu73B_}PQAMIk5RMI#(JG* z_UL$7ej-bUVrP>VaAfrhY4ev}?n*9uMCo0UKViRa!~XjZ~IK0t7%p z2q_%qm|_k-*cfD$RX9NfKkU^JUYmjDk#q%$mS0;&oyL)Bti?B7Y_r*B8*YQhq#{QI zlqI5oFw_Wx4Xc5L)P6ILBoJ~$Dx@3+2s8%)Df5uxVUSQpIb(lD4RV!~BT`p!U?nt}y(;XmH>pX}nZ#;j?3~L^^`%#%PG?_y&8md#NYlng z3QTAUCn8dH4!Z_>AAL(yv_bZ%UM+N>)F#NprPQX8YQ+!STEkx!?(XQqKOAMD&{T=Xvi?_5oq>cAdezlGS@Jw*Iyy*V&x*1lFcdBAhUcGNxVj)$NS|gCidYV>jLyjS-BS z_u)Op$HEnd^5M1~34ta4@UzAskmR61&6HE_^G-HAHS^`dE=|*cKyx|fZc~HDIZm2~ zRHIJyS(UU>H%`h*F5ScW8Nvr%yK8}=ht?}VxpT7}aKi%!={BfvziKtxufaf{ z3K-w#rrm(wZJh%^n2h-MhAg5h1fRk*Pb-sGu71Iu-;_H0G`By~m*RPJdR9iiCjU&d z#T`=qQ`uJkOeA)a=aFQ8K{BBFvQ_~SDCS+gdl1+r0D>P3KxWU|Q$|2kGqsg&Hw0L~ z!pire+z?PokrEK@rgI?eSu7*L7z^MmMzE0qK@i~kp7@pn7f0cXU+W7Zrx2(Tn4l|J zM3mA8T|&RnbtH*60iao+=aOrs$%(=#%Nm*nIFl&Qi#OZS?OGBpAtE3_4TN9>9rHV| zf#3qBlATGUb39^skcuu@o{O57krT$}i%@bzO9lr+8D_*{7Yl|8hQmD^=J0TW(A8Xg zSVuEjGDu6jN&je;Nlr1}d_w>sF%m-dA%7T4TJ?Fg7xXNgfQ+f-EKO5&va@NI=z|$x&aNQ9%0>~)R(mJs_k2ZlK z&w|NpGZJXv?|Nr}$F#9R6{wd6!+8=FAoC{^-N*>vCL8~W@tMSmrZlUEfG*b4QuJ9B z9#z84Zl3HAfp7>#XBwq+g2al+vgw=tNw&4DVV@?^sVJw!)1AD}p5S3pIZLIMNe$FH zYj`SeK&q8{3X3iXRcJ$fx7FYMGHewrP%&vLk{aCynHyPVZTKiRwVaA(BDG%MNLteW zjAcY*g}b4w@W9u;`t`4Tr4=3w0aKZh^|1UYsI{DC&Z52wp6mQ+u@q~RPErR3RwW5c zJlc_;SQdZt>8Ef$JClG?_KM-ur364g03=e??30&s-ZO316SbuFUo^(5?;WTWO=$9ws> zC-zE9xHJ8U3X=N~i&m$R)6KA7WhIE1TGzlJc1?a?^17LgIH_z?OL;kR;-HHE_cf$V z2~It-VvyX38cj=zgI}|N6PwmcFScWVl2HlIkRUR%U1)#}6;T3*I3#Kf6(Cl#8XJ^l z0XvRf3d0iQCtvu68V)mGJ8W2ddHKvWag7nKx@p; z;<2fVS)R&Pc6{IAu+wq@;&NQ-B7g=ofVC4y@@y|;+XfW)$x&8VGfzZiO>HF5rG+q> zrG#NIYnaR*2I8n!ZO=KEWRo+?)Xd-$y5YD}I4zzm&W_s01-KK`8-e9pEv3&W@hGDj z0gzkesG@OoSJZQ1bO2V%+9Own1SGIDvJs2mJ$5u=HL6i+1|}6?+ZWpZtj1EQO+8&y zXGGQMj<-f)jFK6P>(2ZM3z)3KXQZmA&NJb)r4DT;bW5#ix|xv{Z&n}z6uQ~?rjD@x zMUuQQS^$l1fCOX!ha5;i0u8Xpw!@iewxR^1cWjBd`|MVV%bQs1X18=b{O*_ATv-wS zh`p(nbAFGj-|y);R9tNq*T7m?&?vVT6Ftn3kiwNpEXt2-hoy&~L@ozdzya#=gI2V{ zg8QOr$-kYIaj#7z8Fd(Gh<@`K#a!lqrFq!fZgZd`AkW>^ZcWDpE`iy3Mx(6KQV|f8 z9FeW%O}DQ;SB?`KeJPe~pOVl+V{nv=^=x^O%g-s=?ccuUKxX~_30nK8k<=7#p{=vlK|yQYa5p?A?GKKYs4dMC(Q_%Y)sRLnMwVbu|RfPgcu$YY7% zyD_cvMKab65|aU{nZEL5Llimqk@J!FX=gfBk}Zvh;7zM=E2t zX$|96@+D6`L?iS^D%^ty?^l8**naLdcOkfHw#N|yCoH<>Es^yRc1IEeC}QgI6U|q4 zFd-N9lYsN%I>3b%#5Yd%ms9;WM#54lDZ(k8=Y1NuffTs^D#^2gmo$PWn1%0`g0E+V zXx4%oadb%dZ;?esHJBw5xDx0z6cG4n8UYh326>l74V#q}KxioexH%(shiP+z-I0Mq zm_X1*g=go5>w|?_n22@2h4W{K*A;^YHhA|o9$n#6^>u{!lZM!#iD`0y1o$6BVHN9O zegeov_*8i`mWQ(@UTLvTq!>hn_lMkWVUTwnXgo~A<8vZd7Ht>X@ z5`|lmLSRyXU=&qkAu+r-j5G0zz-WSaAb<22V#Ub+fOe#cI{{}d5qQ?oj3AMWTq2Fz zSbkCSX9zHl1tf$8go-EuiId1w4C#(EwSy(`RDeh-;usRdB}flBk_TcjDsW{ES4|s1 zTpyz`e?vI?xJ^Jng7ClVp4fJWIfKGK2dmVGL5jxEAb>KI(y=o*CNH$R~_()2OJWq5O8TrG()(!()) zBRv$xlPm=UZE%w(*arG&m$-$AC!vj`Vvre8Yu%_GMA;OCX)|+Xbvl?7Yt|hLcv2WC zhXpA_cOn#5*^^3%0AA?`v}kfwN0Cjj0Mmp2F=yElFkqT>i8qQg7Z~9P$wf$Li2x+& zmv@<$dRc;esgt;gTZ<`}oMMsx^K)s4kO%3Fq(>*4*%6yZm2=aPQWG4|Ac@1lCNWW& z!}cbNNlHw2HORR>T$xt02$r@;hGSVDjz9n}6c?{aO({87B~_OtB^58^HyT4%ziATO zqno?we!ZD$`*~Q4DTc(dVumSbNa-xfc@)hVY?%ZpkN1j?GH_vHjM0N*@RgpoxS;i6 zaNT)HKUbd2^L-!1p|@B~7GqYj2}6stk}dI`2E&r=*<3O@pe50t|M`9aT5~u$Q^bj9 z*7+(rm7x0Lch}jORB>oknUG_GcMmrIF7LGtO$jA{SsmgSo;Bl@Rss|61%>BXODKvZ zcvB*)l{3e39PqT18uPXtNgmFZ4d`WAfWgfteW_fCU$P2gieRLiTKm0+zKY! z>YVaqpw^m^Ktc+%L78(RYYn(;2&tvzYUdqM=Rp=qL_u^M&B zcn+twW<)>(g=KiVO+HKiw?AvQL_4~bQ=naIPGeGrb0W6oLa5GJxCCXfPI?`fMOg+* zP+6;y_LQ*&bF?gnyHX;%O~E3dX`ZeDDTUiYo~ye1D7U72x&V8((p!7m>bM7*6eSwzM7rhhVFKT#L5IGm-DRcf(S)EOZ}DIDFg)x7izl)LXs$ zin_o0zXgM=H#Ma3F;JK#l*59+G{L@EqLBD;DrJ!>Z2NQmdyth&FU-R$c*8iHr*5Fb zJ4wd+SFlsOj>btRJEOi58!;LbwdA**22z+RtZRk(yZiCO;lZ^vlO4B1$Inhmi6W zT4@wI*vCvXp_ALbdy5m;8p}}P!2*KCIf!#gp~cMGR--{8C)5*3LBquita8f*@;uM< zT+jAQ&&2%y&Vy-mtqXC>Ok;?QUnvaGU%`BU%g$M(PAz91G?C0u@hQ9fti&rs){FqU zJeu!|Y?7+a(i_kB{LvsS2bo;J933UBJFIq=u*Jzq;2SYXr_c=PQ)7&b6M!|2f<{nYq8(mTx5P_onAd%T622 z&T;{2xX5ReI+XDnec$=nneAmiP+VL5({HlM6^1u=)2{ToHy^VGZrV3?6PIE77`+w#`Ini8x`^*(G^oos;)#EpPL$8t?SM~W50C+%$ztJRm`uX1JMlx-{-cXGOQoY6+?k&Lm5da=k z^lcO%J2cH!(?>~JR&1f#(a$_V4VFFN48D6a)!AN0-BnwJn*9;?NjSk!+_Tzi=v@{P z4&E9;|KTIPY8>w2PYvQjOVUqX9eV5I;Puau8_?zzsxm_)b>vsR;WW_UQvT6Yj=hJD z<@`+9LFK?%;c#(o9r+#HV$P&) z(KJo)y5y>YH!CYhgnm~U{^(v7<%@pLjjqYQZfo1B=Bdc#8OqhvLDLebO`F%>=#lDK z?9Eh33Q%f4Ou6D{m@Eaj>bBw8B=MM08rpMmsyLfHl)0iRRadc@?qFW*uR=0Y5bXCn z{{g@A9Vec9YtZJVp3N%4v7|ERtghuOW-vq; z>rrCiGD(*sl@Yc+7I;Og)*}@oukXK31NCn2^^EUTKGi6n)w+EWMvCR}&dt>B5ddQ6 z#N)B8QSjuf@H8HD+abedj!8E^5_4U?LKovRLR`glTz^Ahw%%OL729_clNdp-o*whq zMekG)_Ef;~T;TGK?)3~B-$4iP$Li$~OiJt|*3db%!c8W0T#YnO4TBJ0w~Rzd-w~PS z2%>^(UFP(|drZ*t_h`>4U@!KL|M-ya`0{M_#J>3Wl=Ds@-~XQJ-U*bAx4uc(|J;1+ z_8VaXJUs`8P)`@CQF`HuT&f%zB_nfzzi zLBj1rsjOq}=Apg(YXa&%{Kn6N6x?D-LTwUD|Kk#4_`u)&JgfV>AO4R|`Bv`zzCGjP zs@3y5#5>{alvn0vD8xjyn%99erpJv15)?O%nZghIUkNGzF-V{d1O*KqM3_+FLWT=r zK!dSn4Jm5WNJ)gzP~%399X);o8B*j(k|j-^M43|MN|qfR(3nC+=1iJ3ZPJ`l#Rvw2 z2U`9F8dT`ekko(<@;3-U#ENT(o;3PYrNopHsd|h!vEs!w85={858ub%DaUFvhwq`}FF`9|D891q?Wtz#n9g;#RmMp@x1+yl`C~{)P+K%@Qy}fnKJb#51 z_8#rlxa*LkNA?}`H?ZJ=PkVC=4vi~}1<;s(2OnPic-NL`K0%*e{rZ|uHuEg#ll*-8 zBY&f0x-OV%@y_SBwr?zkY(Px7#YmD3t;sGD$|?g@LrSTG=1ORyza*@WA^$jnPP*xm zsxGwPEXqwmgCx2xLlswKvBmJrn`u26)oX8xDL9MIMIBYVuOzM3{{RFp`g#NpK#&qV zh=ALm8B3xCQVeM#f}qR`1_oCeaXW@0+{j9#g4yvPYWO>-!w=mWY!HGdTPw>FO-#}t z0mG!TPCM^J$+8*u@`S!boyMLqk(HNE#btF_m%tV9seR||4$ zP4XCZ4cQ7U8VffkftqVK&%`3LqfV>khyb@JJno_k?S!EfzfctjL(s162rP9IQj#`I zeT6q(d5O9;S6p|^abA5_ighE2nq=rNRmB5#(P0%rS1$qI|1ImRjnYaOCFKSr<;xvU zB`&a3S3{R!+8zeU<9$aadE|QSMG?`7r+Mrg#Q7+Qc^mZY5) zHjRSg>R^>3^w}W0Mje>EQ>R;J9l|&+P*QBMQUM_qvTg_l6>8(w>x5Lex@EJ^uG6w6 z)eiE9M*L%jS; zlWR(1z!#YX2m!HFtN{Mk2>4i$e0XsIH|yHeg-ig0;1@s| z)=)C~Lr?B>xI-Dm&4w+z3IUtvkx-3Cf#0#p5TQjC!Uctdl&PRUY%rI!jOIerV~h>P z^`SJGD_hiPqDY`;waCQqgasJ`>R5P?*SU~%F?^loX81!o))6SS+hHE{xHcc!abH#v zO94;9LGs`%Ll2Y+B7ar2e~A!0e*r}3s<(#g{~1P$(K(YpHbxR)g|SQDd(-5|cgFIm z5p`&U9}HAU02ZDwb7(xJA7weqkl=BTw|rY4X(_8VwMvO15g2{!!Xr(UB`rt95-2C- zu<&pRELJ*T(}3bZG)+w3F-MU?Ic711LNtjO3n9pi3;`?#7E;*YTS2*`hqUL#pOM0o zPvn?73qn6fh;NPR6W>A7XdBjzRE2Y_XG(V|0hp{!3GtLCJyqHw1~O?4Hb@IZ^vO8m z#cnbT6sY&sfW?$_%Ahd&rDryXKmuH(|B@)7rY5cV6hSh?D#`OHXiS&JF=S1BX`Ev# zGso40jFo(&8{JIRI!l&L!KE{0~WUszy_pPDqpt9#i=r;p_H{QP6e~u}iX?-7{R||>R4h+Yvx{uHEL*ff z#(f#qw%7gPYhx?hx6yX4E5ojMnAi~A5)pwzLM~(esj&1O1fx-MWPOmbjy3$Hw;GA+ zCRY{62N5;A{{`@%wEI%-x>T+>{{nA-7i$)wwWNsRd2DD13mHI$gmUHeSNFoBP)$Y_ zvk1sx7fume(`sEm*PS;m?goiS!mYFUhEV%CB0#$ik3RD zo*^Kjq?!2 zsH>OudWJ%z5DXwNiDYR;2BQQBGMDwdXXZ><2|^IUp8-8+LKoW5S>_#|PcpwY0;QiN z*=K)D43s1SwwU+SigrTT5-1JVX@gitCZ!6(b6wR{mSgA|maJ%2w>l+$1~isoTxdiC z(A5@BZBR4}X-y`u%|9!%{{tCxxK)qjBE=rcb;|XZi~$B3kQ0%QKfDnCh^#iqzIC>v z3~NJo+uMUyf{e8-#xGCh*BariuOYKzg)wW*5InafCmR@QNM{fPpdteNyU6KIa3pof z2vM;;Zh|YC+uuewp^G5yf@7uJRf%^)9(-FH8DUc%>@sl0!I4sw-ukvvgz!z zi7d6wM0xK=z~Wz_>l+~yQhCj_9$uHn9Ogwpf(#P9b%x{`C_P6Bj>nwHu}m6dCL&P3 zOZ4+~BfT+4rgPcH|MbwOM7>L@G{`fv)+Tik;F(o-ulN=~Ho%kJ@qF&O*AWhOvD^Cb zO1n8q9!(OylV|e~_q0hCpk{xcDA*j&`Ex%0!Kc@ak|RHR$w%Tkb9-rJNP`|xeES}^aFqT$(fRZc$=ztbHup>K)ODNE`oL6(sCA-z?A zB0lnsG8l6KD-6=IIr^EX(Ia)A^5u`>;v3)4$hZ9bffD_ZMEbU=x2owo47ocHDhVh6 z94G;ltU24h*2|V*>OAU`J)zhSaN?X5@``q8KLvpuuy7xf(!UVIuKKe-g$ujn6TzS0 zKatp=`!XT~|2!xK?3xKAFByclmIyKKQ;E^&s~#gjw^IrCF}np|Ay(pz_2ZhgAg9g& zlip*#6of){BEb@rxf9I4D8xCS*tzdOJ0Gz@_oBg$ScA9_ulO(|y06Hr zAM^~*$r`gOB@|LW6QLhfQh^1?Lom@pZ^FVrl)?{qIVvnP{G%&D%)+18!khWLN8t)4 z(~6>*iZ28#yYq+~bU>9@0APv0UYf4TSq;zmrrv@b4!lEypr18(oz!|Gl!`w^ltnt4 zLMkkRBA~fhTr^BP3AOXQN>nwJlP(F`w5o`%{{soUYrx0YJJ=h>=m8H>JP7pR!++wfF*}xD3nYW2G)uHIP0_??o36MZ4i{vR zYugkhbIP(rn~YRSr4#~0Ofa+5h!qTp7F4&7V2X-pl9W_0=g7E1skhY|wM}FUbP>5= z|3I@|SqrRl%fz%Fv`ov5TuUo-N5u>tEj+LJ=)yNl3=+ve$*?|vYKX1eFE~sRDJhnD zApp2w5{sCU59>t9bj^8T%*ND6w%oGUoFvMuj|GSoQ`?Tt^to!&$Hs7+sHr9$ER>?d zOZTD%KJy4n}K}{;Mc_}7MnTY7BO0T$2W4TYb?9Tt33<)5CBGAsHClwuN#uqY6x5T1-c6hw)fCIL(D(b}}lA~mi?EJI2C zx2woHO8tmDyQU+3n54Om!3n%JEdY2~n1Zl~2PM)x)lZvQnpLG%!)Vo4|20$|kkxjy z(e6akjlfkT`ca@bK$SqxOj1Mp@ICM=5K1fw^~s!aG9BOZKu4ImaoU{gaGg{7y(g>_ z0jbN37|{pKQ?i&=BO{0@DhOMx)`mTaR)y7wl~{@0R*&>n9u3c2U5&W2wuSK3dhEvF zoWV>ri4?+|jpCd%@<7uu2+!#XbxPI)5JE6X)^T#q9kI)uAyT`%5~FJsxZsYTRZxc| zT9c4~5x{|oRoaQI*rv42%Un>YysdF9&o=v5lz6lD^1EyDL)MuK^x+&+wAb{39}1zL zG@1)iyxCa+yxM3y+fa?@EZVvK35Z?VyY14Zjm+!Jr|gqjf0_tg|D`^L1+j8LSD5^X zgB==S?WU5V*Cj*?Fae7WES+RE+j4S*o`IcM)R$DH+t2NY0}#*~z}wQj0VK!)i|tM^ z?Fcd@GrNEWu+c4Dygl92bz0jr zLzQ4uf1=ufVvyc&Nr7YxDjLJM#a*bYz1euk@j)S-JR!|FKgd-dv*XBd@w()tDpTBc1sq!mUCGBSzvj_M;AN;yAwF6}aCPfa2zTO<+w4 zU({k2P6;&yjCG&})+;s9JhRkkk@?(IEW$cP?o>C1^IBpjZHE5@bpO(Z2JsAP!a7jpSDrM*(dCOQz*ow&h#4Uk1#7C~@iZ)6Kn1ET%XI#eSI`-y%CWk-Z2Ui$q1ij*g zP+@bcUY5w>gJ5S>ZlszNi9NLFnzmAm*65ACWftIOT~1wa-hg=^X%{_dg(%H*2GSQM zFk_OPCF010W;Q=m_AT5_@<_NM*QnxKR zl}iA+K;){HYp2BNIi_Pu_Fxp?X^&3bx8~}h|3=VH?!UhUHYG}tg|0^%#FUeSMxsd8 z1bFL$NPxLeWUHI&%eKh6#_C!Y0Td8{`xSu{@MgabYQPTDFnd1fL#~##kCl#+b`?dE zNQ=sz?S?o2xk;L-#_ZjmKa5TR5diMs7VhB|ZWJ)?^pCdx($liHjFc%4qn*A$wc#S4a^sxJhnSs2=ne(l8e z@z?d{@ZoFk&X(^Gmv8#sWKIs|7u9c$|48YvTpj>#3Bk#?nth_k)@_Y&ggvN6eOrUD ztzgn(odQtsQ=&sKiEJ6_@FNew4=3&=XL8^Uff)b+KnYZ^Mu-(Rh$1&Vr=ac-L1;%o z7c75@{isHt0IA;E@%ag2B0Qx=%W)OL93VvUIBzv2Z}K`1?kCq|VU}VZ<>M%c8i|78 z$MDgcifEQ_gf#&2-zD2K`aRY;t+Yzk0yuO9Ijb<1^Gkm`I=AyW$MZzv|g$(yufCA{P^fhz%QGxU`V^&O70@%Ql#q?gUIZfYmCV%oM$K$6R z+QCk3QumOk2{jNgPGLlKCo(m~|G1zUCkppjKc6&mj^diSQ1qUOzZe?24EFVMcQuR- zfneYCVUOa~4KvAA_Dniuw04Y0>CNQ)jP#Y;^nG)(t@Tk#fUmN;BHNtQDk-n=GILjW zZ9{htaQKIZ_=uNyh-dd|b?(pXupmtpwKi92zq zGe5L6Ky5ZVn>Q(*I7P!aM!P&g%REUtK0nMuM#DryL`5n^MMcv^N?1l78c1f;NLEZq zNX1D)rb{QSOHOo5MaxV;+)PY}O-h$dQN>PBQBYCMQ$EvFJK0rM+Eq#8R!UY`rRG^$ zK3ZwiTRJ~ng6dpI+FdtJUT`2_h1+5}x??HrV@j=LTE}Ea-DEWIWJ675s+VO@#AR9G zXHN2HR`F?O;A%8OYqG{`bMtFNYiw)bY&zR*WPxr-?`}H%aAmD=F8p#!{c=|(bExuj zNBeU>Idrz+bUSu-c6WJr<9k2-dqMnsODcY)On$-se`GFzyyt*o|AAORf_OoK!rX#K zs)IbxgKOi1L;ZtBr-g7uhop*$S#OGMii(Pfi*x0RNd1dR{)|{*jj1z^zdeu0ppRGg zkaX#hb3c=~=95eQluZ7VSeBQUV3?3ao5`Y_d)k~}{+v>!ooGj%w9=k)=ATpkpj-K& znf{?<{-ae>rjui*#pb75f~c*jsHoJano+5&QL54Cs-wTGpysS&=&XVNu3P)Coc^$6 zU$LnEvTNqEXZW*qU$)F*xxs+B!vDHtX}qWAyl(%$Y-+;0&%&Mj!hQe3a>K*JZp5(J z#De9-cYnpD{>7qi$H(!=ko?GwjLD?g%e~~wf&a^O?#!b8&3yjN!tBq!o6w}>(2mN{ z)O^yzuhYW+(|?E9!LZn(-PoD_*rTi2*xA|Hm)gMp+Jyhyis;>-#NnRv;nkqx!2jZn z`s2s@fY+=>Hh1b|LdE)?Y`#in#A(M?ed++^S%7^tMm1w{`I2W z_RZ7y?AZ9ahU|Ns90000R8 z01*frNU)&6g9sBUT*$DY!-o(fN}NcsqQ#3CGiuz(v7^V2AVZ2ANwTELlPFWFT*a)O614ilmS zC*(qEnY8xzUzmCZE9|huKFFsYO8VKJ3;V6GA0#qX=0F3Dc$3Qoq)l4^e-|u}0W;PP z-~g)ww#dvj$yD%Ze=mBYhj*u@n&!AgI`Ha#*3wt&Ffe?}AHIz^kVb*JR)cM^2q&!Y z!krzPtdQ=#Sj{I328rv7pTNLChtyO<0|HR&mrM%@{77a4est>qDamNDZZ&@>JB$X0 zo@WcBCv;3EuAMs2!G7Hii0sDfk%HX7%yiHs8qZyz0|T-#EcMh>S8bQW7XBG=f4R_H z5O59%Au%c9dQuG}2QARCez5exfsyg&mKSj{NulyZqVfc2~^-f zF3HePGKCy_d_f0%yK1c#kwtCw<(Ox#xmQ>Rsr7r?oakS&_}Qk#tML)hA_Fd#n9Be_ zCvd{6)p%p~r^y&?+XC#-;P-yah)i>bM-6A^TJL_R>TT_RC{wwZ z@d@@IPk9Dt94T_)j9h$z6fkIxCtmbA?@SMS7|fssH)s+*fkHi^S%5RPK?8bi$N^?E zn0Hju93~}02MutBf0E$`Ce83}=gGy!>Sn(dRmf+$@|}hMP-P3`d}wC8n;5SUr??-b zr*Q{^4U~4Lh4+z;gILU>7Plx7dL^nj0^?5$OvoVz$S`k}5zPt!v?>t6@I$tnRf&?( zvIaQ9NtLR`H+tx?<_yeWDhkq%Zq~RbnJsSNL*9=*VStTU!$0MFP6rln0S1Jy5!*-- z7dOetPHwV$CeoFY%ET(*e9KAQL5}-c^a&YmBSj5pQ>x0uw+%JmNS_eh9$z-GQH`=S z6G9Vk5~+g}=8``oOn~ZgM~VtCs~QCS#4vJUuWC3$R3M^(j6BKBZhA9wqVbUPN=2`k zsZtBxs0IuoGcDTj=Mw|)lmqtTwhqZKe`aD=eQF5*s^Im9VqY5&Db&-UCVe7?T>C^a zZHO+HiLF202-t`EGmJl^@|zgVs74jGf)lKBO`}OoNKJDY2CU$u40w*5zBI+tXej{~ zfWZn-qkw5O%4jE8W5tRyQsZdJqbK;%Php?}o+4m6E6`tTIyxoNZ1ky6jp{~inv5b! z^{QCSs#ZN>(_vV3t6&YQSjS3`t{QD61UN`q$;#HYx>ZNOL4XQmW4X85^{#lW9@O&6 z*S`AIYPb2TU=)Cu0Lk*ofTbf}IU5 zSgU~%fB54fpFo3!gfNIb>|qeCbuDbKa0Mv;*!H%#g+gti@LJgVb`YF+g>Z$-iQ*d9 zxPx#(mY^gWN2p@B&^@knrK^hSTKBoI@Psw`(GTf9qPT-_0B1!@-tr3e6En3)F8rYb zizMI^X;=~x+(6&@)|U=u$gh6)%ik;5x4xWkg@6YvU{M&@z~FU6E_2xkPrw4Y1{Uss zMe&LQTUZpFpvEgg!C?-+;uo-h#W?x_3kyHu#GDX9aLmi%7V{Mis#UK){D2Yo^0Wa& z_%D5-;0FHsxW7711c4`PTm%=l!DyJ6Bj)hn;ZkC_u6TujrR<6eW0)HK*h7ayK?xAU z0?X96Fp39}fylb}%xE4fj4$Gc8E3@*#=vR7AnZ#A`{wrwKlZVI?JMLV51A7O=0ra{ zVXsdBXAjU#G?l6B3P1-M%h1@wmVeQV5OdecC|2%x)6D5kV|2|HX)}#8vSw4#x6V4w zbDsa32uk>wz!v7jIQ$`mT#5$KiiU2KiHqS!_k$XP*z$)#jOAZA+Q29Nu5v-^>1I2d ziz|4NMReegTxetgFt$wt=BwlSs`|%#7R9S4>}zU>N;FN*wS=K8?m%yM9GnpLFT6|* zY8+b>$>zi$8c>^O`}^NnB<)2^%aLqP%LU!`_P6(oYBwaJ&*P3Ymd7y&LoXoR>V|Ta zWBqPUP@=+41Pr1siCUA=oyx?evGq<}uqmF`i+K9 zv@pjsH-pV@ZiZ7QLKO4v`G7O*4`92X10O~@yDi-4jvKhcvXD9~d~V|Jsu);ZPyAmu z{Se06DYamCvqrE}c2g(3$7{biecx{Mo@3Y*)bIzq_izH?9$oJRHgKbv-rWOxSn6>n z`Is|cRK?rAuN}BR1$NK--uwRdzrTR+^91UOh`J-EDZ8g;-fgz$7u6w;yWC;nkM2@p z4!@|yyirf?SFqmE9uI~8DqtUbOmjlh%)Y()$yxy+9O3=&kH7rqPyZvZ@lM63NSm$A z5z2pJTFjSf&R1u9(0Otv3L@5Y&s7Vxpm&Q_Wdgaf+%Qzc@k|G0Rz<*5@mM++je<1_k0US2dyS`Q8sR0)^x(ffDPz? z8pjDh*LuAcZ?bTK8E9qrrf=f)flxSB6@Y?NScN92f_c(%74dQ)u>#c~1P#!338!{! zM+bDk2~wAIe)fGI287yodJfoVMF@Vz^$Hh=fjY>9hG!g6*oRp)g;p4dDR_T(qJL6WCpJNC~QNhe~L4diV%f=ZB~$ zRe&gntT=*Lh$mksV`2vqCiR6G;06u%U(VMCZBTR>=x5$HVj6~tufTxY=YX9UV80^;de$q!^@Azx+7?1O4jCzM<_$Y4r_zTeRjCbgdCYEAmwi*N(lUZbt z2T6qqStkqsDG~cu61DLO5J`hShK_321_h{*(#Vk>`H}KSkM)>q_ZVD_7L^p1k}64l z8hButW{onrl^j$7L{O7~c#}NBg46bbJh=d$FbHDkh!%;C7ik7?&;~}ikyAzu(4dqc zX^h*~l+g8*`51vw=8RRDfwJd>TzQxqrFB{-kpPXr3AmVx3YTYa5SPO? zm+nXnwSbp-$&?v)k7~Gj#h8*SxrAbtVu;zA*h7)5Os5Tl&>HQp9z{Fd5nrin(f$VrzwijXn?CJUg_tW*2yri8Jn)yn2(oU6%lqQ z(LK8Vsbi=%2KaT6zexu~8J$)+WwHR89~qL`r)Zu)lBGFisz8-0nVNC8nksgk0BSYa zshzXABj0Fz;b;=g;RxeNXQ%dv`^Agw*`BWepGujW_1J?NcAvs^fm8{domX73c76d` zqEe%n+IfO1xI0|3BRLrn4at+-<0F(=nG#7~YA2L%fM2}0nVean7P^%4Xmrp83(W9q ziRO+U=Aj@ea@61ouyAiKX`)n$FkT4-DT<{d2nF_MSSLUO>*S&_hM@c>qukQ~JZ7VG zrgl5}e3_Y%6AF9BX`%9&eae}D8>(x&hLRuJk0=Rr_I6=YTBU@lCs$g6xs|B6wWYWJ z1q58GG96G2{y-1(P)RyMmK8y5keL$ZgLY}hUvIhxqd1py3ZI`TpFt>G3D^vZ=8pN< zrz?4ZJvfcUrIm$xt2=V2j;g4WU+W+NH74*l@0Njhb^pr5D- zo%cA6qA&Iv0G5B$&w!-22fNfF@568;*n5?PU%HwJP4849sF zZ@N%jo3IH98>FS0oD68P{QwQQ=8m;svHN+4)=+&sC#e7Vu~JJOAv>~G`=}`755!6i z^neCe#28u-wp!4#6cLLEI%+DB8Pn31086v_H3q>6o!8p4jzG6RYpQrTqzp)X_;|GV zskBSm4AvlwPaA0Gm#$NrxV=%eS1Yn5>kk{i02x3JpzyVe(FkIz1sL(75D}yOI-|E3 zuyiJrV^F$nu(Z06u$xe~tb4cF%CK%owCd)nfV;GV+Yj(Cc!IhIPpG)Qs~e2lxV`$g z8;}5#Te+K&3uJ2%ocjpbD=4`??`14Am!u zf@!g$2o3jGbhH|^)%m;ds~8zT1iB@>?i#Ev;14143G}*6j$v)fOA(k#5t+p7xRTesW$x_JwPp$8ACnsKmDyDF)^@bGK%CaB>xMX?dTCfpeFTfg?p ztHIg;o zvQWEsn3ADK4bo@0LJ&eHoW+Zg!n?J?xQe&d*yb0f{^Yz0D%*u0s$KpK8eVnbmAPgVunG9Hr8TZ5@?amh4&fGPasfS@v`_f)b7co84 zGF{W$QxG>@7@dp}13VE0EE58^wh0`taA3XPEYYx>uoeBve%#bgJ&#T-xK$0f*6`HP z8G#t)3AFdsiX9hWE!O<}sKbK81GlL!@itQuXEvI^-VD)peb*7J*RR{u++__y8rA9s z*di_1!Z@mhTU=M{c#9p|V$s-+z071?5N7NkYy1%VDihfpLJbhQagASe9nlkA#GhTx zO4$p}z+Jsi+HR<5vQX6{t)JGQ$onaM$92VsC)?it4HmRr+sS;}1d-dwTFnkY%D$Zj zm(fB)oxr&G(42kTM!dR?;0Q|%ni~xd&n=(QZ4KNI*wwAR)n}KZx_aP6%-_A>UJ>5n z4aSgd5a!JwW~+bKyb_mDcB=t^nLV>LSKQxw*Rnvj&XwOvDGWyn586tMiKffk@Z#=l z)hT(qC(WNr=aOg5;5rT!4ldSr2F937EIZ8*2;CBrEfDTq2yPCp5!`N22uiNmbPczAF5(qU<;qZfrs~(im9Wt8;)tHw?fleX{^*d7 zu9IHrz77=gtIW>VUqH^C5mL=ZzJ;Fd5(he?<3b0ep1|_`&B6JzNxiyByvu=1r?6g} zvrg*)PTlQ1Yj%0D(Fp0DAR4{?>+G%*!9MJ&R_r{IO9`>t4$<2&k(1i?-f?~Ec1+*M zec$1$?JCagEdIpc4&&i2(%5b8DLu^V-tH1#6Ymc1c~)C&?xLV>5F7uU7tRu#+aX8* z?QxCg^Uddd9^x6@3-C~PO3dQL3GM*@PV2T_;N#k#7{&>SJ@Gs*6cumrdIkjocG53$MPyNYV$sdRH9r zJ)ia~@$*2xUl?!fIYRFQ;pPfa^Fb>pU(y{NyZfNL?kLb?O^5s6RkDl{a{QC@n-tMmv z!9V=OpZP?v`3CwV%dfA^5AsHT5CGwz0g^%m3(-M{5Y8Be4coNYq)L`7Ro49VgVxKF zwQ>FW!L!y&*GQ5jP1ZtLYoax7EnU8}7IU1xanNkqY?f2!FITQOaT2ls!BC<_jUGjs zROwQtO`Sf48dd64s#UFC#hO*?R<23WeCirj>{zm8&7MV@R_$7*8IW8t6IbqBx^?GX zfkNa0TfTk$PDN8~MYXKC{OS066b+i843aKb&|r+ggb5cmWcVs1S2zh@L%q3O!MkBS)J~r^b&`mdak?{KJlo zo0zD%h#G5Z!wI+Cei9-9?H+_MLJ1`lY(fh!#4y7NpOdb`y7012LlOI`1}v%w7|IWS z!V7LN@*K#(Aj%S2FS9+U@d&i|LffRr`|v|8rCNI7=Dz@4a;Bqn4n**_UlxP~vJt1G zvPvtBTI@pCybj4H4St5T80;JjNZfdmGU5ux-h!|b6!sDWk2 z9eZ@-M<7c|NfvAW{sS;JYm)qk$tHK|$tNLtL$gv#FEuMmOgH7U)5O3OGfXn|^0d>% zxMPee9sJ2DZ%Vr!j;RRjHWq2L|DmZfXG-XH2i48e`Th-(LmAx!9fkdub++Vk#J# zouE9y!K?S?yDPB!20U=Tpq9FDi>bC+aP1yO;M}25Y^qK1&~*y3fy|Tf&a=@DMeT`h z##xxR;YQLQcnpk5XeW7k1*iq|Ry=mujRJXg+i%y3aKjBp+)Uh)dsVSDBVVyNsZ_o^ zbImu`wR6_;1wB}Q-+n1cc!H+8;JaUWMU|j_2VcXH6JtDl^Uo(r_uUJx+IRGU`x^nR ziEmZ7@|hAl`OMX;ag3Nd_gwS_H9FF9!+IbQQ1)tbH=c096GnSq1eH^}zkH%y62zeG z)VIF>sI@PHzloo@D3_E~)h{@~n~JQIXPN$u0S;*kpnY&gECK>3960KSGZH8?yV*_2kGBJ{^vPa z_=s((Db_h^7!GF$EFC>d9kX!r3P}kiig!$l1${F`JoZsyO>|<#dgsTqP!K8eONzQ2 zqqHqT1xA=tUcE5$!ZvIsfD$>QN&0gRHP#RwK$8s*6V$*564I1@Yb0Cl2bJ-i(v>3u zWFX-%$XAkOl|}iA*N#E}!yqO&Fc@J}9N>UiDX$QcoMa_22|bBOFC3ig*;|*pZzNH3~h?5<104aukDe2r zeF-6o7So-J7S*ZA;iwZm`qXY>^eAcg#0egU02P@KI3cBqcX?ibRw)#YiMkWpI)Q`nsPxJQwVGY-< zSy7_xiZ^xJvnaPLf{ia42HajLcUdgLUEfqyJmaKrhaAPT-&QO~kR2|G+kH!?I!vajMh?A*Q zZrq`9J?x`Ix^T4YGO(ATB6=*^FO^2AKnl`kgKU<%g@|c0=R9OVNqEBR_;!W;Lyfw= zqt8G!SchFPTVkK-sC>~imMp4lqR_kD?RHBdTzoNPOWEE?S(QKkth`5I$I1nnb#n{5 zh3!&1nA;?I>x5ZNVQ@z?ysYiykyz5?1OfWPM7_6_{v8%*H)SzdcD7S^9dec{CEtXA zdCX-#bDGOM5pIYve@A|lk^z{Ah7L=PjoD*36r|y)VJpO=!Rm158Jgmy$2j12tc`O# z-5zde%dfO^t^hmHr)sCx#a@(`*WB!9PedYePGA3~>o5qYVq)5US^Y)w%|$Q7(UCsd zUU-}06lS%nFKq6A0Zf6Te1#(vHg*xsT`d%a!8m(6mXb4`*kwO^=50P{85id5@*6l` zxV#nQ6_ce2cSvRyo_9;)hawW``@{jS)4)UX9j4ov#?PDoAP)yco0iv5yu0!+6U(eCxY|*6@EO?JQM)`CHhOr-&l(O@t3aMah`G!mgontJ zhk&z30Kd;NiO+()aQHi>bGnO@wcIm2)oBJ;_^`#}zX(CTtB5=`0Xx6Az7s?&|NFn1 zbH25suN34eRym51Qj5^riUJS_=#r5Hqa=rjnU*R93bZZ@B#Ai-l$_eYZ#%7VC^z<- zwb!Z}5)?ETjEWVAtiRa5E0es%z`?9IKrUP{8JxlYnM*qxoG%;05(GIkd@STzix)Jx zdAlITd%Qce#2D1WHO#yk+%FX?L*^15uUVuz9E&nUibWDSn!^*cVTkXmK!B13N07bQ z1H2=Hx^y5Q-CLHN&_WXo#ih{1t60X0`n7UuMyr6uWP~U+Bt@7rMMv|*r%)GPIwT(? zi*2NeltF+zoVEt+L$pyxe4@Zy6hB$;gQeR*ij%@|7(7TM#wLM=Uns#SqsF5+!?YkQ zt@yeTV~PR9t$&mWG8dW0l&NA7C6 zD2%Jyg9lC;oqU|c2SP@LtT#~XI+^S*$l|RQtg7FzNSLf8h9pIY95hWVKpKM;iWG~T zM2h@5M?owIbwnGO3rQsmzmkvzL`+0qG_9FfKS;d7-SeSW2nv7X$!VktaikqiyoxX^ zF`DGbhw{la1WGSMNaAsmrQkuam`kiEfH{FKbWAWnbjmgx$&x6)tMo+*gSvN6$(1xb z^zwu)Y)jDFG^Z#&vaE(H@(Z$z%u{;H8FW5z88kT5!Ke6&1jGu>REl9LrUc`|2mDA0 zOhS<)#FFTRUWkTxh=;3eIx3_G#pKHWNIWl{fQ5wF%%VWbs3^G=M7fGI&9gAe;?$^o zOS|c$&g!hrn4``Bq_2TgK~*%lYJdR-XhoxxMz)NKcd0vcqyxZQ$AW0b*$gP$G|azq zM1EL5ovI<0#0hBVN9fE;vfxhnIXOkML!E?9;F3=3RL}*@&LcQQR5Z`!T9+;iJ@PC| zOcaZhT1|BHNOh#Hc9cpcBo^Gv%|r~h@Ztxb(lf?Hw`SPK5`<3FOq0rtP|2!MtN_OY zb*cnq&>pSMJ#f%Rd(NfkM!-NJ3oXmze2mD@K6E@Lr}RET0MWq|hIJs(5M-$5FlZugYMXLBut$>WN`BNff&m$Dc_jDdzFjPd<&2-R8MRYnZ z^)uD+gd-5kr#jOctqM*pNN~#09%NRl@YGP1piw2&1qD(%rL^W`ilLOO;6YO4oK^!P zCIpkYri9WqU`G(81WK5QUhsoMy;3ZtN3DDZDO}OQ^Rt2p(`0oj$V!Y@bqZg*NsL0% zob(NXwN_Wkw|9luh?Us?iIvz>O;tw|O|P=FfSl335IP;(v331WLWNg(rPq4B%5kvI ze4Q}#vqFvY*RVva_o~*VC_@_k)I9>#v`E;7ji866*q{|!i{)0Gt5NT~&>HPorC75) zWX*MjN1qP@YRozSc(&8ryFpi`-PQm}O$)G4(js;ye9U59s2*{J(F^kY#tD#kDcpK-0S za+L})dsZApTe4u-qh#Bna*I%i+t7vBxy7};O$r+$NOEGvzYr^Q{aYw)R}kF{KPX%h zrMP!^hbn|CM&;W7#ubp5g^X7XSjvrxTOxqV-HN5%M4ims&h?|u6g|D z>{Q?IqUeI!DFr`Is9oDVT-@!=UhKeO?AO|W(eRO6u~5rA+9I5N#V-Uy;l5BwMAp)V0LlYD5D5joVQ0Uq>@w>AO>_5Zl23MdiglvC+dJ zOt3_NS_h^;QJ}ylP zd`6rw_&2P_%hvQJ@5CQ0H|nT-{@P|Vs>8iF!NG3V94hx*tX{Y(z z{q1R=R%4*XiU1Z1Zbk#i<>5JYfIWy!j%2Bfeuz9aXIYl&sjgbwePWXC<*lB&lTPVu z3gO0CYWe5th_LyRR?Xw^(X9n$M&WhGP z&Co8}->Br$?xPMs0#%Ty@;2}DMsM`~Y1U?AeMXBsrBn+QSk^rX`Z&0dRGy}ON(xj3 zVR(mm7;cazQC!Add(};OHj*#324w*2rpafG;_Mov39{LLf%)jaHRNb<8Q?yv&9(?i&AMHSo^4sYE zDwiqiO7BHi=qt~1Vl!Q&K;5-)kWpr|3o%4~s|-3tQ)PiRpkj@Ni(~cbO7)EvK(y=L=-FGJ9WMv2g)Pknwv0Tt~nM|9Qan zHV5!{pyh7ohdvH>Rj+d}(b_kHhoVE^}a z)9$VUq2Mw2nMQyvN_aCL!gY0oXuyYvSLZh0cJ-@WzN;)uug zkB0NARr;mx+VT=|WTle%CXp^DO@FRwc&Aq1sP0^k=CCiKmnVCEH+yWh+ZOqR-6D?m zvYa-Md;Feu!=8hA#rtemXI$0?K92K@|9f&z9l;-wKd&-bpHb}Y*p)Bg{|tY8$j>0j zpZs61d|WH>uNfYqhPT@mh&?cKGpF{LnS(j_@6tE=chHBGP5QnUw_gTkr>By1H)fHt zdP3*Ut=HVImrRvs)2`?JQb_>c|NZn1ej!D9qnPxsQeClK*j7UL&zJG$*A=@5hpjNCSI}-s5$r6`puB|i_B|}!kRru&=`3b!-EkvGYez^P?yB_f3Y`8J zFeu6MQ?t-87HHr)7Aff3|7)>Xg8*$=!EhK1$KCZC zIccK7-dH5s#bIr3+SMa;McH^Ko_XpSo{KR08H$X13i{o1Q0ZVHb$0qzXl-;78J`PB z(zgeGeMAGLXZrBNPd@JqXyug$YPqFGT|PLHRya~v7f(I`^$AYq-Ia!kB_ii2av=Vt z>!7{*`YW(B_4((Efd+f5U2+bED0S6%*dcSO?z&QA4YV1shBwc5o@YFvAS1 z1s9-k&3G`yS@}DYg=02VkIedjRx_wKSF~<}AUQ+8vs8hdEZR)< z^wVH$=7luKj=%YI;&+t^-H={uzB%Vi4NI(caLqAs=cOZn>r>_JSb4OPhb1rDZy%Z2 z9MRNm_uT;My?2#;`<*kpfy+jK&rIvV<8>e3%Zcf9G{ zdq1_+Sd0Jg!fBBHz2@B0r22Hqb}VG|B|$3t|D<~;b35+)>EjPS^YGrgmC!XRz_n{O zSWzEX5O@-M0mXSs$(O7U*Pi(OYdP0@lk3o@!3_c{eB!&B));0!4yG@I>(iHX4u_Jn zK`ShVQ6Wl3;s7K-=17I0#2)%^k9*t>Q~3x`KK=*50H$VC>eAWHK5_!ATo5b-fD=oI zrlG4q&^QxZ4ix)E!8UCXFeLmU7^maG4>l}f`K$p6PTiza4AP~}&DZ@Qr>ur>9L^SY$ zzx;t~Q=IyY5N#%rbfim5i8Pe~e-_HD5P(OEYv3uNQXx#@WsPCkuhSCQ=k9 zEYqn@m$0&x;(O&fkA+T@Scq)X@#g6SGnPmasYrtmg(!|R2tVXwnD+1t-ZrI=&iv1J zs6iwF7bzPAOb;nA+-EgNiOsR}26|(28q>1*71U`DI=o^YCF7~ml|H4N?z|d2S=y_M z4n=JCln&J57^FE$lP0l~Oh6wo2uIA#pa&fYLUhNUK@#zyMvSO~oPnyRkkgSF0!qJP zg&z1_F;|$Irfp2bz@W&qtY)1F|8`^{3stDKt!{lQT-OShn4UFHBwY&oa2m>6){3W3 zfg0O55!A?pVi2}7s%Q4Wzx^<^sT46{&Y)Sm=ZREtlhhCcs)`lERB>O~6Vhiv2G*_2 zQ!9bFY-#JNT2-cXt#N&AT<40$)z(O}DamVep!Oqun#8Y`4DH(F1JHm{A{5c!BVq@# zKYnd;7Os6X*SUNn(9NET#HcpXqA7lfy{6a_-Y_7$Px0tY zB`7cuU&X~tEb&lK+PIYP^Tuw5rHp4R-x?zzNC(*Jo2}zzTAFkzyS?&Katx%vBG|CP zOfuaPddvt*c*3HZZW0YR;+a&H#Y?$dR{H|dP45cLq$P7o)C-)AemKvjPN!MqtZGk~ zFFqtWfCBJ*YQ0{io@MiNom-b{Dvq`>yc7i`23k-=yDT3{{Z^x)9A&6_#2H#xfUIev zz-z9#DshUH6_rN0|EB?(CYJtMw`VQx(xqC}GiLP#9FPH=(1RY^7AuQZ7lY< z!xKM>nc*#RWR=_8@;MK3<-(1#&#aS;&#a}M=W0lgS(q&=`rsW>c!lo_!z;Nib6myVl+^wyTMs9;Dc@CreLeEm6?OBf z|6kX0|6rmYy<1D4ZWsKdLiA|C0J=|Ns_eK~-@SRDvmQG~*y7Mht_R-s!Q2J|zg$O0 z%^^J#l}#4Jxe8f@obg@tj7A?FmEZ-R@EHh1=?v4Qf#adU;w9f7lLND~e1uTFgINK3013l1y0yN@zJ)la^+vZZ7(nZd;0iR{Qanq{9mU)^VHg5fO&}mDLc$KgB7-HwKER+sVamY~ z|DJ&apwexGGYk&$?F1<1+dk%7^bMmHZCt%XT@)flKb{v8HlsprMak(xB&wQ2Mr1Tn zVv!ty7En|ls^1CZ!bO(ZRfMCqfyMij<5nm@I>w+u{gM6Q52MjyEfx_E`XGi?nM))j zP4tFMcHKYDNlq?LPj+1yPN418(n1!c7|lU1sMSM4q(n|+C8DASt{~iPBu5^hp`eg- z{N#-+jerrNN+`h4og{-P+DZ=79Ma)w03b8PBy2dF)1ib`vII^x%EgJ7U1nRyxk|Ow zgjZTjF&ZUcB86Eb<>*CZTlGQ~f(eiWm`O}k1vY{fK<1g%8aHJnUEH1BT^_9Q|3O&7 zB1#sU{^dhGB-vS_C6=ruTi#+9z~ngg=P^AsXfqZqG4e6=3fkE zQwFDS2B#z@=2j_>V|HI;B7kJ_8f8{TYktic{vuW=KnuX&Ns49NxS{SK8a&41OBzy^ z#AG=9;9DYw%Q=ly9*{65OL_+631XR0_SAAV+Wg~E8WHv(eWe!w`{~{TJmQ45+ z6Sf^6NN9H6j;1gfv9%;xrlld#qid8WglJ)iE(#LHC1C8NifNn^&L?q1M{U-qntBdW zBBm}NCY;8poWkjw#;GvaS0k=~7VK#*G$&LzXiI=360WEv;Zj~`#b!FGcKY3>xTAMc zscBv*miC~BLS>hB2$(iSZNNZXW)hid(&o*kOQh*#?&g}_=U~pMs;;V>-l>f-qo3kk zj+iLN;Y9+JViBU?oq?sI@(~}=pp;H&X%3MNu7hgaVyQUWvlPz)L}&a_U1iz@slJY> zKHU(096-hip`I$YrYfs`>zwlFt9s%JpkTU$ zQF`mdf~&alEKp+XkvhlHH0(=QXM}nzcZRIU%Hdfm)1z4!Hz+INAYW0O=Sb14gupBX zdex`xAz*MVQ#dPq3N6~MgwOsgs|Ib_X698SXwe=9XDJ5($mmi)XlKT&gzk@pKJB+4 z6TVvM)UJ!O9YAt|Nv5vE;;KZxDB+lX$k(YEwhpC0664!u|E@_Kz}m8{s=BS_I_|a# z>WH+g#v(vMGU?Fy2h&Okb6qHD_MfutAn=su3DBfTRD;%jg^-EGVxVqpg2lpy(`b!V z?%Q&1n|f~BRxH}m6w;~$>3Y^Z8HL#*z-Ib~_p+{&{#{wxEAW{t&hVgW zP8DrzFNp@CKa7dNLLlaP8)|_X<zQ+FtT9?+A7-^v0<&NH5y@1nbBhRuUyn2}Uu( z+V`%mliEYLaLUt;Y(Z$K9rEjf%%soUuQ^rgs74R1iUpD4rFMCoA#!k#?JxcEZ`%6r z|L$l2k1Mwp#dMa0v#{R*o0JM4#Yk#}0&r#nD=NM6{}AjZSJ62d&KPduZS0_y=z1Pd zt+Jrle#I><;=r=7#k%nS3PTJtFAcLtbOvuX?J#yJq7U;yJ_NCoB7{Qd!-V!-;A$x0 zo-7ZRC+=2nR^)Hzb!x_i6y=h!4O=m8=rIr~s6BaVW9&#eL>LRmn zBezQ2jv=j4M*=tn3-uOLv|ar*u=k#1CiBnkO)v$MEG;4(vXQgp8|e{VYehca_A`9|&k zf$}v0rVXrroWt2TDawKA}FA&ZDln668-ryx6ZUw^YnRI*}wZ_Fr^gfjDJ z#xZzq=y*cZR}+qCudqS8^PB)0O0{wT3x3*R{jh6OlXLojQH%4c4;?VFTiH*i2 zuyyn<*cpXX67y82HygjA$4)SO5AHk~9)<-hc$aF4s`YoFZZCGTmYLXe^YmwfHh~wV zfg^Z=b9Y7qS1!KA9JjoY|tEBH}oE_&@aOZ0eM9Cu*5L@=iyOOSM8 zr#Hdzt)ku^OV6SC9;>>XLmHgGCjh8;(4}lY1!I~-0W@;6GYgVSzjRE8|HC=plVN*yXoD~nFLXZjw5QImy&pR>CcCn0H?y;Fjy*d9 zEV_xyUQ7JQ*}MmUZl*qXdp)nWxGe1hk9)bZq$fMMr~ouGwCtT(`KPHXb9k-g?cv*r zIoM76Ntk?C=exc)qJeKW%*VXU&-`|;_NKeFEcJ-0i1+1YWqZjpO5}E`D>h^6_L3u- zxm!G~WBhmm^jB~0okhL2cLf93XNd4|UNX*_yxsH=IT!H;zJF?rw|o`8Jk6i|%-j6G z^DjDSv`onDJ42^X@O654eI=(l-WxLw*5EPsYQT~EtXFWl&+$2&uSK+7+o^!!FTM&O ze%nbsRb-Z;N9$%^|7&|ia#Bn=<7qxjpgaqby+WEj+K>LsFF1q$6;P-S-GA*oy6?n-Pq zuXnI>XM5(qGT8t0*t3etgFZ`%KIw=5+Iumf0tY!D^j+qbdEMN{7`g1rzJE-$LNM9w z`#sVdF%B|)mWYEmAX%*cKS0#8H;*7eeE9N3i>5+>f&&K-M3gv@;zS0Y&{Wj8kz>b+ zpZxjL!4U=;G}Wq^T;Y*r#1)?iw3InhVl|pKW!l8KlVh5UJb_l!8I)*Iqeqb@Rl1aE zQ>Ra9cIcyw|7umMSFvX8a{+2suV29e9SSrJIeKUqgzflgrP_`!Z$gZCa%F;v2Ne9t zx0i3w&^5SLIoOxa6b@9Zhdt8q+>Bp1{ z;(NEyAx;J+-OeTF&kseDpQ>R*0|P-!q+{KF;+-}&+t?Br05AUYcys5^p+}c4U20bA z*R5`yzMZ>t6_7!kQ*AXB2v}eN2!~v1LIf(L2PKujN)g2%)snMLI@N*;$36M%(@zy+ zoKa9^YW&ksKYc1Hq>*|YuPqTj;qJ$s=t5vZ1#Cew$-b84ho61wgR(Fwz5J5D{{90n zKzS0(&s4`ymFJyz`e+S-hdfGCsoQd^hDQqV{AvYVpBnZ#JJllg&}Erz*4d2$9aP3b zpRIN~WNFHUwuyXvG%P)*!ezXTVw z|7_NUHagQH;fl>LB{bUlgdUO9A^_ajlyxfNrXD_SQfo2JSmPI?mG(MnHx4<@U}^GW zTZ+1MYhtg&y{Sk9%+&|oboF6ZpLa*iw^Vr>yAsP(&PSSzm1ZhNVUcQUy)jZV5)VsD{? z8z`)+S)rkQ(4Dz2eb#jn=lhB_dfzI0?iXlu=1E*}$QVbOR$T9bI_fkg5*Q~8Ps**t zHHpi5Znf-Y`RlI6ek%2^(1_IS*=eu+rnJ?zDjJY&?|r7QE7HNATso>7Z>L^|{}`zR z)Wb*tz-5+sQ^NV7XP?9E)0s-s8mrRh0>z1ZF?gq>Tp;f$`|q7k9BRn@7Ftk2eif>b z>+{&(M0lnZX7dNg=3?iZ019w*UICu(5SYMb;VySn*&W*y7{QGka3bOHpGQtoK%=w{ zEELqpgvRrS=#5ZtG7}7_u$MFK>8CW^I}K_IG!JnM4Kdlvm-)Ci5Tr$;A$<784=IC> zZ!qKlp5w@C@V6nJ`09dpa*hX$0>z>X@QKHh;1#iWC=pMkGv!$P~qTL zz=)HmZG(i-gHO%q<1XwKZE>Z^;eya14R+k)U8KUH9ZNHhdQ2u&kod;X|GHPDd(0yr zwjd%!>;gIs>8~gXV_2SKXCmG-ry85&WO+2`MNy7&I$O+L7fBhxGj1d#o*W}?T&Wbj z5pa1CdC0li=*GSXrd@J8oaAIOp}@f*;xyT zi4R8}-~nvH-@&XH6w@gWfT3*4Dwoo?W0^CR?R2MCq!Nt=W(Ae+>>WBQqOH@lBxOvI z;;z_9ljr4fgnZ%UllGEAVDjvR1QEwE`It;sjiw&WWM(wmK~0T{PhVf+V?M?sIy9_l zDdP-II8{eWl{Uv%_H^k>!4l7TVx^uibsIh@BDc>uDxKV!Wl=Ci|4Bz$N;i58O11R*ul}sd6Yrku$5CBHXGsri=~;2O-suO9ViCWrfn6a zOlPV)-nms|Kb?tAchb+Jq%kc2)QGvDCsZUc$y0(us^l0t5PPU28xW1EG93fRXHu1h zN$n`*8kZ0le6=Y|EC5+Q`NZd-HLc?^7+>j{+AG2}t`3~5YBeTB;f<9idL;@@CDxR@ z1eT!rpq{5drKH39abNq9#&MC!7l~drk?hEZI-+Su1QE?Jkd17Y7?h7%*{>obUE-qL zLfVsZ4W(cMWlMMkPS~#3o~(_lLSD<>YW-7;K(Q@PaN88r{|XcaycKHUKDDXG-jJc} zIIc84$|;;#w;t_4M>|IIn21(4Ue|r0b}@G=&2g7f79uB!*qW658l`K_nWZE}S6=z9 zc(r{{$ctedV;L(%cQs|Pwf4)(Cf+tTD#oB$qch@-{7tYUTvw9>996_w_e+g+Y?2nd z7{{;!9oaynekLp`248ry6T*x88p7e5ltpV@SyPTh9AczU5yWbp2-VzcXo-?-d zjH?1)2+sLgLe>_eHkcdx0{Og4!HX^YOVD-25z0!w;a2r?-~=ZbN>a85m4((N$Yi;X z6BTA;5z>M$E1(a2h{i!k(E^8vnV({<$V0%)>f5T>|0v>B*|7*6oKK`7e?I2(uMt@1 zI}dxt@db9D{9NWhtJ$weu`5vU@(2GW+Ju7<9HpbIRLMv>UCOPrzUqN#L{2oK-u^ao z0g0eNYO{ydbfm$I*<#jyI_z;ZWhe$%kZsa(s8h$InB@6IP1O% zCn_?W;$5$u23#z0u^Zd#E_!xLE-p)+63O5l|6IzMjzqZVQ5%j%ZMnHoKBb*GdD7|X z^reMH!}9gr`+Fij?=V*o@N(gFj)3LkvvAs_kxzf~`- zyB$IJO#}{<)T^G>8(9;Il}HhtaJ}rcHyhZ+KK4D^9!IhrUa{65@YXYh>MeQR$YnDqnTA1-n9MWnEtseOc&`Di1^03<;>gYc zxr4rTjADY1BUbMy5``%+1^Ea^d+`781N}@(Pcsj zLwHTSq9`DNaUorV7ke?rwBZ*S(us&dpD^iSkTEFyF(?**$Z{zUp^^D=>F%BnKU%N_ zzmX7?WE;P&1$}EIh3gZsiXEOw=FV{v>tinf47e&$zq6LV?C|mF{i6$~WN(a>s0Y2+45P)DvL>b-AEnW}E(ksrKVj#=%HIV`= z!!jDi64)MO1#mMKx1$a_0xeObj3mM}fr2eR=+KgH?%HTBt*yv*5bruoF;0>}m{WQ< zWoNjt@D?c>1amNL?(k-E97D0@)Wv50qN5vAs_)i zzM%!bp~7k?N%-ONHiFGmW^_MP=^5Uevda427~R zn9z?O_K72yXtQ>7F~%<&YDn+yVK4h)A0m??VuApmvJ6+sBNUP)#t?MeOiDquIjD3E zwLu&HfGp>1SlU8W=VCl$r*2BDZYb1ckdz|iu&iDtTxRuF6hN>7>&Th}O*s_XR4^NQ zbQ0k-PRA!c|LY_A{FFJB%T-9xG>%Iz$Fs0}spn{PJ_=PMEJ^YbRWTNo2;mJ<`GRni zP!lsXyiD^bYSCLHv?aJSROz)Vz)l-x6UIvQR2`00dqkZ~0%6K%Sjb~MGGtd}VqS6L z&p1vkrGqzdqF4WG?y4tP;glqe@LjS29XK{bleIjTl`v0K1dA-8q?H}G=eQmTKQ^fVLu9ox z1cmiU|H#LM8bkW_@}QK<<(P}Qn8arzV(8dJtXkk3at0r8mRy%|SS6LiVj^BmuO&8> zCy4VZMQU(a;!>kdXqEPJgW_JD_GwKuYHy5SvGUE5C?bFpR&m279)u!;!Z*pQQNETa zxRNMHDrUCxBP&)UKej`&CmRUjN8j{f;g(qs;w0&oWC`&GA){IabJ2Q|=3N=sJ&+I{kF?+>cE>*LB*W|0;Jvr}A};b|$n0X~Op! zSWI2QVL@vt{sspBi+X=GgEe>>4WkA>>VrY{Iu%TXrNK|z5pbN>jT*5_stmzexCG5N zRIXRuh(;e`b|OehVfX=Y`Dl{c)Mm@?{P;LceX9ldz_)Bch{ad~kC;=_q)8E2BNVun z=3dGI9L*_z#1QyTF@=N5X33IwZjqDTXp zq%;4>*_?B5G1OU^AP<9)Z!f&0Q9U_{x5jI{2`lFpd3^boq1d0L7@!4Opb6TklQaMs zwoBgvLi?&IqHS<6dW4kO$WmIQ)wCYjxp&R?sH8cMTX2uX8l|Df+)T2X|J|6kyzR0| z!zNeOlT*=thJ_z&mZbxm+@RT~K^UYBgK$1Ua8ajyp~AZ`M1GyLsc`~pSow(jZ>g!8 zUZFawWqGPM8vxIeYaQAuwc3C*`_&Gh1*V7Of;A79nVF%?tRW8uNwQQ(8j;(2JK-8| ztXHS2*;CGRFrjxG2ZGa1QSy$i8unqZ5hE|#Glh>AgF(0m6Z>(GgQ%NAJ>cwRDBE2t zx-~C5w1Kg+JsXxmo4my-0BN_hUg>t%BDG&l0q!n(mQOBYo2me=@M75SG5{`?tIqLpd64_gliIc^X-g2wRYm z$~2|BQ(x`@XG73z862Cl*#>J4N|^E?(x68fBdD{%7_wm*G>yZ>bEq6MZrKd~g`kSM$4Ml}i*K!_4iH z!#T}pP!g@>E(F2RWPv*elMl-OSgt3B@O-I}@B$5bbkn+g8Nj?fVGc3(ItD*HKIiTy zKa3|P#FQ~rYgNWBz8lX0l+NpXmUVrJfSJ!t40!%r0A*aD|ITI5BQ+!q{l}-XKFqo? z7+p;ry%F0Q8z+|g<{Hx#{IwhWu7ldsMMa)l;L9W9%T4{trcBkp+S2h@Co?@=!-Afb zICL;#L7P~V&G^@!nrVAImS3FT<#nm!5vyzK#)|?fCwSW5=*WOKIS*YW6Ds;rox0?> zK1$`v0+lhY{i`KDS}*-gffcx5I*)@oC53Ac`M?0o9p)Ot)YBa@5L4#%+FWsa!k#q* z>9d$WNOh6gNyp{bW$DEAUEo`p*LywSjeafC^Cqs^J5HIH!PY5`8A_7Ggf6(q{ut4P z$lPs`%0)PPQeEas6kc%f8mI5$-JPY6_jft^w}W&${}n79`Ct-Go$T!a=9dBQ$KD-i zp3x7RM$-`l`9U(7;@MCvsR!;k4uI%4Vpt4+>7x|s>s;w2|38VMy)A}`1&zeyn<5&* z7I4Nd>P~v5v$x5-$-SQJA-wyl@6x_LUQFE^nKh%i^S`^Ku~5>!>A`yZ_@_-iNVAa# z@xd7Oe&+R_?_r-E{C=Ti93)peD?uDpFV#6`0W#@@1VeZ z3>o6P2N7aEfeH~WY?$vM#AVCadHl$cV>yrZ|311q>G2*ud>Au6vnAi>yL$Z!HmumOWXqa8 zi#DxVryBZbdkZ(N+_`lBTv&@Yuim|Ud#?C2){nnjeW_k0`&Vh$!)OmE;6pQVWQ_ah z8PvznrsjnEI(z<%Fk`lC-_UjZC{wa(nh{HWWG6G?y_g)ct!#<=B1@MqW8ND*8XrP} z{46TOtuf+6&Nh*2z)RD^a(Fqf3iz&y*v#ymV`Pe=xCy8iaS-mW+|}CsJDt(+^d)(q-jRd2sveTsHxN{ zsl3vN8mi#2vueezI>%Z}v~gr>X2j{ro5kGalj4%0(d4N}*_~95l+`I)jycRedmEB3 zCYjlZ<&i0tnboid@J<33reAzb$49QcQcq2F)jPQxZ@lwb&9$9Thn0&z`zH9cT8bte zRN0S0W-v<#@1yX-CoZ(2kU3Im9c)R)O7V@RiX0QiB6<8VMnB3LB+0iDSFNxz`X*eM zD2685Xw+dzbInpJyKK%n|MT1(J{ZFkk)#Zdm{U;aHfU5*OHCE^>P)w%Q?~9seLEVm zcg=h6zVnB5)_rdMd-40>j+J13D2TkjYFkBnT94&JIEVw$1NW zerq0eZXMtyg~U$vlENA*;F>Q}@f+su!5zmAyR7>-yqCDnB zFE3|%$_vAyfEG~CeUjpbWweJ8xmC_?)v;2Rrd2-kVQyK*Qs4aAH>!rnXk#BC7X8NK z!|WOEa3Z@$&?v$g|NmKvh}F>j)^@CY$KwNO5k5~c!ea4oeF~6OUTf8vaN3Q5iB6=k0#HPhHaiF0r+~PInT+vL@H7)jJyjv z-&vJzh9yE1N{~F6R*f_Sg^*xTfC6kmz8LLel)M3=DeLyV9L4fVazx_AU>VCMitJdn zyk(3oCNYmt{|7p~dYeleLO#HGv2n(sn~-8QB{r6W7$G4>8nxpNHiE-hNwfz_JW`MF zyl*&m%;W2z!ojETvrOWg9bSm0x}p>no=k0Ooz$5^afstBQf;JDuR7GH7>ZxVQ;bmX z;!i%5??aVI*p{?sDay5oR>u^{LP^)ki*0P75`_tNo@mhzg*2nJv}G?1lCtEy@*~tD zX_HQhQkN=lr7eBw8qEQY$eJUrtwD*gaw^BOo@g6efdOAW;aUFNP%oUUievogPXnmd z0I2mRhmgt>4PJG&v`r9H*Qt%Fy0f;kEoY(p5!wLx);)=t;Wx+P7_pA^OEjSr+&+X> zVc9Jk|KMAOG(Os!F5XBsFhQRz?OKn!a)cOen;BWjVit)uof$g@%(Lx@=#Kc&%V_hGRkOf0tLJ)cYWcv2E=*#> z8}332TA*45Ae8}k>}COUvVfhymbWZ!aar6Y)fmfo#x$;RJ6-J5<5neX%Ol%T_fkWh zJh&^4X@M&tD4Y>JHz%3L@CBaU3m&Fljl-FPw&D{L_ zYCp5`O;$g9pD-D+)=te&u?bvhe-#T;$Od?Ul${Ms4X9nsCgcyP+lwXn6XCI>__ZWP z{{Xo-)Y?ch__Se#ge`2r5ngDT7rW^6r6&Q27Kr$@uSGyL8jWHV<9OAq_6m$`4C`21 zwbg|ja!_Je$sc#{UrNo30*(wcgy{piKzs<4je%_N8H37zwI)BPr@m;jW6RbF?_D)V z42R}bu%+^DNW?6W_r`ak^L6tVGs4zvphKDCO&~ZDcxODXF~E_X<;DI?5}j(cGv?__ zqSLaK^H6%!;dG2@TYzCh7~;brhO}z=aOv@Gdg2uC^dvwm;@FCF#kB6Y#}V-ASc`nd zv;H^)?`;#8s0F-H-7$&f$RfF(T2&i|2*Um;%MlaD z)$(t&u$;)JH2{YB&;l4Jz$gaj0wl7rP~bp<6d<;{Ep`!aVo-eIv(R*>cVUYzu$D|x zNwLWzcW3XG zK-m{r-OvqX*L^Y3OzLHA;{!^WAtHrFRBm!qsO5e|_<#M?4cPDuil=GEfPZP2hS|_x z0l0Vs2!|FYY6@^_J@IxDh==FofDZ_35txTm6L&tbRS6P^d9f%CqJdqJL!vVq#3w2P z#ScglMcr`^R#bu~s1NJ_S#@R)`hY#MVr}7NSJ|ghRbmb~LJYeg|5B^xea0seGLd}G z#%&^#Ud-Zrk+L};u?+l0Z%Ei*N|;942M$ljeNkvrMx;h0u{S#jogTTW$1>Dr)h8)hr3V-de8z}!2oN5YJcdCdboLf2!Xrxj=eKn zU!gAw0*&W!6=`rZX!8~RBswV9bq~2XZArLiz;I_z=uE@tgxz2c6p2~&08>kZ z5`8uq12Ji(HYolvcRs;rkfs2Tu#meLhHl7svv3UED3#p!{|o>~fC5O41IP-jFbk|u z37}vMXkY+wQjcZ%NP8%cH0Fn9xi0(Y6g(zF3&I%Of__usPaK(L1SuRplpJK%R}8rg z4(Uwpa1WG{5B5-np{R*^#zxH4Oe~d((M+`p>hB+o@?=P zI)M~*=@en*g1jPb%eWd4VTm>a3@0dxDznS6J&yv!s&OUfOo^W4E|S~#<^(&h?N6a49lsc&u|Rm2%Q8d zol&}#Um0qwr4x4;o>^Ki-RYgWrKMCuqX4}f(K|4E?2xP*D;i^O1zlqGE{wM+apk`6jpCgGX#NhRIphubpa&Ue{}y2?77<1!!P$4177~Y74*i#S*hr*L z3WrO&oMd>U&?%+A$_l^`YN-09#VR#i+NI!WtaT!KRY7|8RET)7G(kpWIaG87DG@w~ zqK`v@b1D*bs+!tSb&;5nV<({hHG`=rir30~FSuBTDv}La9D;?II8$e#;;0a@O96Bx zFv(xMkg4E6aitkxW5}ADs+e~QQ;6x4Sablw`3=HBXfTSUPmwLndVW+vYQhPtOlghg z;IIG63)vWsxSFfVc?`Px47dQLT?wpGS_)e^3&wDO%WAXhf~?-DtT$VFWHE@s#UMIH zt)}Hqy9XZ1@m|X%9<#Bpb6O5TXAA;*{}OA*pFc>TWT%8P3~p zh*V?}y=R4@(i+sbi#c;8{}-?WOLk+3f0~N0*5+;(sU7R;P?91hc83n^ARI7|oeZ{{ z_90qmzyLUUrP*ma4B$^+=&{zgY5q#2#{E!v#d}GF)OSF zFaQe3v#lE-Ih&R{>$(6Etvm6vv4;7WE=iyaYp zm{*Ino~l4w%eP(YpI_!oVVkJ32v*xJ6$?AL%NIw%|F}7dl#bB_Y&)bB$A*`CmAERUoshD}z`zZhq@J6c zwD7VpTMC^Zouyz5ReB%zJG&j+7qBajvg^T!MiyZ+HUScFaXA&d`xI;HpKJ;vm7x#A zcV@gj|C3W8;V`asTUcxlVuMqSdz3@uD!=+u0(yrpkL9O zjn{w;lq$FMMz?8Lc6S?7QcH#E15LuQ4~DRdS;7*ySr%xZPyO*Ai~AF(Rd@jmhW`hE z*g&$+X|h@gtQOqB$50G|Jje^oqzpW|QF^+jd%B%)x{n+TG;07l!MLnD!k2tPhR~%p z1_|_t$#vqEK>?S!CYNRE{}e0?6pyi|IrYAfGf+b}nN3ST#9*i8pbt?i#wW3##bLGX z#+pYMjF5$myAXcXX2hZB4!sy}O3cL2MoT;CO!gL1*k-3zY=+O!4c8E&6lZ^2jKyBe zeFz)Iy%@~JOvbV?5%}O=si6=3Miy@DCc%}Xkvk01Knh(zoc}7a+E|rV*~g;$$AV1A z15L;c%%s2i$O)a$ozMxvkh%&`$)7CIYM}v|EDq>^(VHw)ogAZ!#=#T4zwCKy{?KD9 zC(_QC6`3S192A_ZY|PiH5B>nl-wPhz%9M3>%fr}>AvBdw_k^SFTIK@V-KmQ z#4525AHBQPU^~atN06%k_?&Fg(6R9VQ$Vc0Mx^-nhW|Xl(%A_FE!YFiz!a>|3(e5C zkh&nv*lSVI7!BExE!mTe4l{<)9E|`A-~bCSmW@r6C;by+>K_DJ23tz)op@Pua(R z9i_NH$n;I$gIx@TZU4HAeAtc5(3W5ciao5JP2gkk*p!Xnk}YG9joA*+09wEgq)_0; zW6D|atb~Yx`fEc<5!XF&m#STK%u93^Q^QPo(=%1uzl_@kl&7v&+yRTVO=yO@AlxJR zW&dg1zlhuhkzMH(Q%tyL2j+sl=uCV3)zm$4S-HqLl-P#@FVyC>W8COgR4&m3+ zFhBtP+Z8FiA08B(0lbuVjMaS&hpE}5|D4G3-3j(R$hbfYxFF|q{^s^=!Ts&X46Wyu z&t zk)YkkR3_YvR$jRJnH&T>H&M|Ps@V(kTW%z z#jcLE6PHF6kJM9p5>Hr~*O-b>sO#1HpE9M>^){$5fuUqa?B2+D*u3-EES1=>;@T1A zL2T4{Y5#@=RE+y+ennH^g%LFz(gM;j=95d*$CJVqm23Xj3SIB%{_g9p?rZ<< za?a3*P4Dw=3Amux7uVUD%@gIF@C4rP|9OYTdM(94*3xBzkKQmgnPEv>Of3y*T@TwCHY^LXF!aNHJ|G|j`N-R z!`rv%BIB_@&v-}gq_aQ__7|c?-;MUC>`Nb6du!t&(}v9s6Zn7=WRdt`aR5?rT7PGs zTaFxKf-&AFysgg@QBZ&gfBh=D?NvrjH*! zaM+|usHm>SGV=p<+KV; zE3a9+t_{A174WRU*n;xxMwl?yut)n&j*M6D&8(2`+PjzUkH&`85`ZTC5X~nA3Ji2H zw#@bGWjg=PMqJxAVpgnXJ(GHCR&LdQtc!sIqf3t`U*7zA^y$^FXW!nvMh%A0&8J`A{(by^DmY-~PY;@Ha-rdX_X;%d zKm-#+APtGkGYBCCDLO4ei>g_VfdViB2>}Im`3kRl^r1(em`bFn9Gz0E$|sn z-k#xQI7Edz&baI>!6iCKotut2?5wjyx$KyWg_c$-fusckV2CJAIZHM5RR2^{Rh7N? z@N@Om`t<9dAAf4Cm7WV$)pb{19g65YgL3J01q*vcpqh}{)360T>;dvanDp^yAGb`T zDI1)2;j^l2ehLapCu5Y6DVFwWi63-b`ev@6eB=d2qk^nwOuB?}_bj83Z0oM0mg>`b2Xj(RXZaPaZtxh}blv^$q=2|HQ z7-LBJ6#ov)z`iZh=vZu!+T$3&(uU)n^-X_1Upr!*Q zK))3lNdeYgyRl`MW0pB9nsH0?7^!UM8MvQ;zD~QMp&NSr^qbohmrI*IpJ}F3v7eSy zBB^8&P}_$4e*gwhfbfye*bF$IvLQe`2dKs;L^ePOMo=IaK~JrWg)C!T?L7+M!#zUx zp?uI|A2V5#iEP3rf(3;|*l^77!os5&m17z+q~SEY!4J)uqyJr5v4t`2!HzL`WpwtM z4P=m%x`_3~MQI9{5Vb;#CH@65T^fv3Zl@Tb=x%pj@}0!SvKZerQ7^pc6EQ$%l9l|y zf8)VhdLHPI)Ib6@H^LTX{(=od`Kf!}`<_&e!L#x)3OndyU(wcg$U{1Zeok|m(&(3p zQ_x}+#i_(Bx}X665ddux(e79l1X#w-zx*8hB6pLl^UHF3r>Zv+hn*JHBi z4dj6eXhCaWBb(Xm#9e>7&G>-Bn`8Wu6{VOc`2ty~MkNxF8!hA_>BqE2F2{bUP+BFv zgGmHDU;(B?WlLT9QUZ$7fTVw-$ZeqfES% zjUB_;xW+(kV#G8`TqYCMWG+)JImCu7ZfLHjgi);EsG?M6!^9)b3!X|0XS}|WlyZVI zD6^X)m$0$UsjzT&T_Vbuj48Z%iq$CW$i`o~0Xj0_!xqdNk5A7-k~jL#WCnnQL0_Xi znMFm4G;?Tfz=yD%S#+Wo#i-Lbx>5Tjk`^CjE&ppFc?yzRLVtQN0Q1nsQk&*hx2J5C zI(++E;08Ci^-%``bG2LKrfNeDI!I4lsVkiRlY>NctC~V&E~T#NB;}|hPW;raZe(L0 zz;Fz>h(b(aUNx#^tqU`q`HgHCgC6`ahBrn8M8SfotP4de>eTAZtG4xnRn^Kdz}pSF z?q+v2>ylImvsW)6HYxv-=V9~fP3{RsE@4>-A4byH=bDG0e?X}~B&(W9=qY>K0}L;) zK^BGvijRmYPA9zx>{~@^Tic09uwoUhXay@G5s6MzLJuuC zfZzC;Tr6kVZM_w4m%aR3<7!#V31Sein*Ylypx(_uBx%8gjnbKx;KM74v*UNcC0=5b z*GU`xYdqIm#l!jpUEa9iH+b<45&qE4lG*QB-|XKc29I-Cw3u4Wp%vWiFvfdbXJH<^ z*TWXmsugyTgu8ghs(_9igu8M@(wrUzNJAQYVC;!o0GpS=YiEVOE}i? zad_P09}jKFBMmZhVr%3}>8}zi+s2@M@#IpB0#qX*P^-uMZE(wp%U>opaKl{6aHpF* zjwMa7E|@i5E!RDh&97S7yF$DP2%V2*){@>$1xrKR5?g?#nbGCS+` zGjb$KQHg1%D_#5eMlify30t5625$1Uy50VE^o+aQxsM`g##%}cp zogEhsBRfJwk9-vG<1CKKGW8K~gBPYReP+zT5kAc80Ru4(_Xc(&{=0+Si;4Guv}Cf> zE~#)Fc^J-0$fq*$+U#{ux}oBOBU+4O@Fvv*2dpx~dEWe9x;8sWHHVkCNz%w$#0rq( zGGt9+6ANVMm-Vj9x`*`H)BpHq$tlK`cGiidAA6A6Nd?rdE@ViK^!&|+Bx|EwiDaZp zAHguiESM}cuqUJ1w&3Xl?v8f=48VtwySXDbbSN9-6F>z_h*w)Be=rv1d!-Ot4+F3R z{1U7+5fOb5oyGGL&$*r)dAzBBoG|$&%e%Z6i;CKCxTXlJh$E}Anhk8II7KtPC2Aq! zVLgyDII{v2*%OZ1YnaW*7lyJ5#Igr`_zVz(wSsyLY48R$5*dP$ zhJ&g;Jpz>62p?b*Bta539HSKR%MOfsq}Mt>H(Wog1F0vQwi`khW2l5qr~^wtzf}kZ zu`>o+sI3JYL_%Z;0{<*PFFQc9Da1mo26%Ho9dIsVX~6d2pbNyn5TX{8C3go#5K3KO21dWrK1k2h5big_3OEK#6!kLLNJ}QjgNEAUz zj;Uih@1un@>@hW5n)-pmH;hNFs{{QphWJ~HYl{RuRD?Z*tyDk-efWlalrjTgM1v&6 zLqtU3Qp5y2$W9`F6F7lnIS-u!4V{WaUIDyRsYvq>4}$8Z{K5wjQj(Q=mcX3M zF@{n+n2AxZ-2YKUEb_%!zy@=$uYI`0Wz?ba3XILW23w4nCCbI#38Rmz5?1`hEs?0; z$UVnMIo!*=Q`ES;suGxk3%_Ehnp+*D7`%MIEs7wP$2x#pQ?U?PyUDVw?5VQ^`!!au zu`MCT8lyT|$h~8rg||F5BTE|ci$|=ppH&FV`)dVLFokI|hIF~ZNU#KcWK2a+gsUS= zC}T_{qbTo0+Xr8$gvrzn zetgWwE8S^Q+F6Ru<5j^LwWnN8cWBN_JVwjg(xZUWAjG2?i-qotD7XqhQ_$fUo>HKS5Dyroi0Mm_82Sb~=tgfO)ItqL9J46on9DWXj@zRS zrCC@=Wg7i4g=Ij7Z>YnyxKw@6hkW>k848A5Uq4o~e=PyJ9$&;<1B(8nCnfd6V$ zm_=1XP}Nmc(U^ss70?1L$b}PlQBo-nx_Q97naEw)SMwl=q0-gLaY3^B(R(xobaISh zEmA;}G$hTUbL~YTtPL+=3a7w_Fk%wMC^@bzifJ-Vq|i7|`!p`{9dl65x+=Ng5Z9;- zE#SD$-AUK(d>D4kMKa~vcjdFY3XX*#3gB}G!;8k!(7W+S4O`exKG}sEL7{Jiy+Gj^ zyL?My(@XThg^0ohl3K%%+DmCO224#CLPG{*mNrXRHfO4q^aL^n-(oi^q|DjV5NAo)lyO3kRhl=y>2K6b`X(#Fg39q+XW*zqJYw*Du;fd%1?8czKW5YiM_q@ zwg2pdbY;r7?7qE9S6t}6BbAu(+@f`TSC|{zhboLCol|#UwFinG2Jo8#PzV|&h=$}4 z19)6P^%Gabto}?o8cU9)1i#IFR7;43&y9ssc-Ya6SZTY*_xjku49wS6zc<9)*&X7P z)r3p9gp;iUf_&NHZQ?DPS>Y9~c_3aV_L`kdj}M-RTEWPob>33R;+;F0MO!uY^(K?N zC;56j-t@I|WiL`2!K^*FEx`=~n-P)JoT`GC_oWN6ouc`5rhBm8s{cw(@_iUn>)*It zFyRnj?+n@hqy+=!lI~341kSY6ljGfa;4qO3Y!HrPsM_K)ihWuLl1Pmz!&eilh6k{S z5LOK?EaA)=Sb~*H({2dSU zDt`EeDXJ30z+3PQU%B$V?S!y{(IP>qV;Z3rL7vk+=HvK{y+5vBCL!c48Ycez(yYxs z8}m*AF5m;6luFj;EJ8VVI>mwO(w}6|;e6CXWqxX`8{%qK1VDghBbJ0r zKw_$X%xhj{asKLE>1J+VPOlU4dTZV(a#(z=%T!=cr06kPlYy*+ z0Mwh_H`+i9U^rvWqGd+0gxo{JMCHq-nUtbYP)Mc6VgI&64Q))wgz7iE1eH};W}a%Q zu4?j5SxLBrOmJrMwq}9^OS67&1QBa*E^GK+l@%CGoqfcIkZXc4+KF)MT>;|=@$d4e zz~c;~BPs`9y(ej!=i$^H-SJj`7EcN{xU8)`MP>zFz`ST(7g4*a$j*()28Rk|3(HoD z^}6tv{P52H!Qc?!Nx6j``%X!o4(C9pH`b!U<{cuLZMq=fnrs+N?umPl!hx7RrhrD5 zz6jQIh*ECpM>GIKSj%0rjbpGr6;>3VNe;WTVTk>xRhX0qjacna>Ke&VeWV|Lu$K`Ho`x4)g%}ga%pxxh8Oja5q{- z=b&nV#$Ljs(9y-_#1;d^&f{y6bC@|!WMNd(s;tTjzi`QpFt2?IcvYfq2yxoui4w<6 ztBQ(#&g?c7Tk#>3y}Ib+c$7zxabxq`r6fWdZw?%f;_t1u}Cd$5Ip zYJtZkhU2IL5Zc`0dCfF%T;mg(X?bD9W73$Vv4x@%PB&)}BF$O4W zOq1PiW%ll9j%Fh^;v;tE@gDCvuj)Fl^V==>NHB%($Yw)-cvgYpvG%P(hj^UDhz623 zMsJ9qg+TsJ6}W~qlyOtBfCr3_FJpDLd~JeWH# zwsLhsfpyGbY^zB23m3X zo+(V&a3ZTx7B6e}H|r*|*kzIyTIRW}dPg}H_gBTlS%G29iOK2`g)BCbDwIvBe} zg9h{4YMc=$P+$ifX>+FCq5n>unw>p;{PJb9<&EFIY`Y>Ne5QN%LRPzfKf5M;c<^h* zjXyh9Y`JpayC+`jMjG5V+V;v#H#dEHH*C5;LY(+adbw@;@?oEj{P#of*S5n4_pIUa z`X3u&?8K55u2LH{;!;d<$`!L8Ee8gNje-kev)*nWLHGc5%(!wqS5oFLo3Q@$+G1%}T zQIQN?4BpieBC{SEJza_L!LL!Zs%Zf1AY{pbn(f@P$%^UUs& zPp$-^atG2Ytd#>~ib5u-{5Z zO*viJk(x(arT++=OAj@bCQ=bar_^{(bx9_8V2uZ#cvM1z0SBBKw%B8nUG`UrF4`!g zk3uS`*>A&5cB%+C2HD(b`624qD|klsjF_$3g0!W<3ae`F+~XQ;w&}WSuSPzD?6<%P z=bUcnGH1EE4UIQlIk)ZuExFVxHzl^rmb0xsqB{s-y5o%--+Zi`i|%~`W5m)*EpNmh zvh~$_;4#D9o3C>OE+=8X{(7h&?i+!ZAoJ0d!v_MZc9CL2!F6NKJ$ithKs8`@6*!Iq z@gmSO;JCw1Ht3UFkjYCP>D|gKy9{NN$c9w3N&cH85|yY#m~65S#R+X6-|$6D>R=M2 zK@bp3ga1>WD##S5*r_RY%9;hQmNl%^p%h*CQ`|~u!V{vJG@d<5}w=9wOK5YG*tAWh6@OV%L>ag1O+) zLO{c55OIKGyWugYJBgGIHg1t0YXwVO{{rKx6p%gnB}6!Ed{JmV0R!@Z#sHH*pU9%6 zoruMcNJVPdk#s{5fjuvOBQeQJWM;Gf3D6hD5E?&{@r`ZhV;lTH22NtK69^*BDM^vU z)Bl=Q!DmY1f`HiIG^_bRsW5^nm-rwEE71i5&@i0h9Ot1{=)!Zp&~4;gCp*I;M6lE? zGAroRR|ud3f8;`L^b8vsKJl52MPhJB6sT#+F^wcaF^a%RnUSiPtSde!i^=;Agajrq z*p()A^vDMpD|ANtsF6OX1Kk_hV>{Tz4nyY3;^ug#NB;1!BLPAeAPbftd^rbmh{P99 z!Ewg?;39g(Q_vhi1S18EGNHUuBI^g@x!FbCIZWgumTqf zl8{#|%DeoXL?tY_r6mNo3|kn`7YvLi?-a{Cb+}Iiz@Rd6+sxj8 zh#3ReL7-$brFO8fD^~P|A-tMmLk|g2lSG>z<>`Wsk)J>&PdNDU&^K%mnxrnI zH^=$db-wWpQnbJT536eWP|1r4No%W6ydO}JgAJB7iH|NrNiC^#5}DA1HpML3DOPcy zRixq+XF3y__}UYx0Rkz6U2&easlmv8kP$MLF=P{4he`-Iv^w7LI_okI&i?}0vpgR1 z+cJih74%b{FyM-6gUH$+0t&XGo2@B*dfSF9gcjc!5EXs<+sg%4xX2RNMvU7m>&VtZ z*svXRSrLozd~P41vygE%blvz)&!?NSqkRVUvQ*G3rcs({%xDpdLklmG^7YPd#>*T+ zvX?=}$cU2&Ey(qH2#f|WfGrZLTlHeY9PDV(7t2wJ7EB_23N8qDzVU&Q@fPywDhC=8Tzk#hqA%vY`)s-~(FBTl07^;+t;7dCnEGu0*-# zFVdWGr3bQ)e`0!yK!?|Ng+4URrF5K|N3TA$MAp65%ic-148HMQG*P?v4MP}U8C?~R zd`aVu?0iwxtL8;?P!8)@LwMHup(rjWookw134pX*Nh&&mVcK}Z6gn}QPfmgC5MP4X zRzY!8rcKyvM$^XFPV8bG%h*gX!p5bz!PmI*DRRF%@ruVxy4B4#c0gWH?2h5$D-Wo6 zvt^#-phqs!aN0^4Ip0rSOaV3xa4O43mGnDgL++fph3?Ds68}AhBb`(XNs@=UW%Ou+ z3RKJ5I|=>#>+)Fn1YuBtxkPHLG)t^pxh$Wr;Cg#V~j*$Gf3 z2-C3T!~>OBPrO`9oPvnS9o;>J-K`j7NrksXmKvymj4i?kT1_C>m^Xow<(c3K#)Sq< z!jC!LqeLF$P2Ojr;0($IzqLi)doUMQmMhltz4P)ySkz)md4= z>EC}iNtEbDP?28%+DzERL@;cLDa=Goq+KL95ZkFqhb7xlB-67|V4X~p1%4o7$)YSu z0*obA2YTQKavL6~LDq2KjcouZ(cmx=t?H$cSFtzNopjuOVqAvIhXdf!U0RM073wB*A^X<@$TAue>GM_|J= zd_x$OgGZ6!@daY>Y+N0E7xg`tu317srb2jq7yt5EUo0pae?U|o#>^fX46zi?L6!us z1y!&dhj3&XF)T?ZIK*zG6mw}6$q++(7z8mei%%&P)-}n5bwqpAQUHow0967g@RBgm z#$2IE10qd_t->lq;402tD`pVYOa(1U1qQ}qR7Pds*`n5PU^rW=%8d&BWBp(rG(yMga#iB;dXe35l%$H z30FBH&%vcjaB<{HtYJk49ZJm+a_IwebV zg8o=SDty;M{uxIe$e}5lYTBIUI9#E*3;(bbQY3jt*U90|UF0BP6)(uzM%WbhObbks z%!c5CLSze)M1-uJmHud1dW7Ts(9U%soTIT+a4{xhx=Vr7Bc;)radn7v{L((y zgE^=lJ?hR%sHi0rLq1;NHxQL~oMVC13urEnB8_J7*duDXowB(Mc^R5&D%*EG)PvNf zi6$CEtp{(K1b^_Fa}3h@J=nTb+W&84SHh5nkRZfZC5J-fXgG=^gvpXgoIIYI~FZ!Z=cI6@jLRJO>BXHY( zcBNM$LKiT=f_mzZ5h$b}=%^+r<$Y>f?xkBiC|Mwx-OLkaROq2(%4aZu0i@Y%`CpqN zB8aNtIkMx!>0E^^W<9ctmQ4u0WP^F+gN*XjH2^8E-Kbb;rfcx%f*4Q!DFBjA`Yp6bl9Q>bgyY zv`)ip+(Y;ohaLh_AZ=@9`k#}0>l~tHYARcmSVAS(LQQLI^pc3kfMV8-Gb@)BdurbVdu&{{+&(%xm}QSYI|YFs1$Y-z_y($Oto-IAbax^QjTTJ7;2-`lRE z8jXaMu$N}e29FY*aj2`iyo^|3LpIzm+fpa5)znQvT7zU_-STgE^-m8;a(B&HF@(X*Za9G963)@snbuLcA zskOMvD$ER>3Q*rF;M)0whqVMU(VZs5X4KGK63^}uFY52!?gvt86+>~Roa04GanjzP-pobzmT_6!^Pw1RVwj#B|I4_HOL#1aMd0zT z28bhZME{WPoI0{2lS*<+ki;#38oo%Tj2ef600TDcZ!GX8BTEPXharP>@Ixn`&(&E* zbiyfIGJohTN@#LhRf0Fr!#At~Fl@`;wnT`Pav)ie>$v7auAJh61WEuJqOr1ho#ur3 zPV~raU@jeTHuSh6n{J$D%Y0o)2;eE$rU!4bcIN4o9LghptHJPo^Q3}vAOvp}pFv;;wi^5=JR5e{uyZ>f=se&<^d7e2 zp+OqRgq=ovnE> z2>->H2aoQ?E=|M!@<;g@Yubi1A&vAyKg4?3ntzNgqJe8m(<#je&}^83N`Nvye6mrJ z^2<449y;V}BAVn(VHrDq5hyQV_ z^d-xT!!CD643L~ff=c6pO)F3^fLLtO!Ywo$gk-mNH)Mn?oV=7BQ9J1cU(p}Zq|9x3 zA(bOgF)X`+Zc@|aEp0?h%)&=Z@O{UG>53u)nWBF;^MFrHQ%J(=0@hQsHH>v7Tx0X^ zPWXh6`Zy1-H|KR=gR`kuY9<7NhYL0!Fadz3_^opWiMMk-@OnK&N@L3)u9w?BuSJV9 zMytxx_RhGVWHx7TqaqEdXqFYO5e$$gbWK^Bum%ruBR9Piq)0^HM?%`PhT(VEf|EdWDx=mRj^LjR!JW1KH6 zlftG^D?E5WNS>cWPGg_E2<&dKrgR39woas*jw^Y!xA16Wq7R_yCWA2L!!+2{Eeucr zjY&+5STX?uEfi%{VEWWV(^(@pTYq}i^ykTTpf*SNsF%8{V>1-%^Ue%6ec| z0^te!)GLOrmpD7r!#w~y)t}pDm&MN#3ccANu~*8nvqfmw0kkX9#tk|Q|2VjIG#|sg zL1%f*UEkY+yCn`{@%XkrjNiEf01WH{Fth?3Ze;x+S3UrDaBq7-+7y@DdrE(K@K`5X z?QL!AL@U_i&)}&yd;`zu<2Ovh&Hw|?I6C0kmG|93Fg$$2S=i0gmH%Cte#41rM+@K_ za`*8ZWPZqfk{()pmute}(oF1+y+MKTp^8a{pd_Iab;JQ7hw+qrjF1PDB! zRpT#(H-A1n9z1~XNXnEc)g?)i00j!99)EuQc+~V)!{5LD>>H540`mY+jXVmp?~Dc= zd=SDsB%F|uO!9!RK|q)o;D7@#`VhnrMI4dD5=}f2#S~RsQAG_VnWvr@Wt@@58fUx* zA4o1>k;fi={1M0?Km6n%6#ekW4h9IBc?zSsT*uaGKm$HykrS2 zn7E=zD4c2wlP92n>ggrgiZSb&rQ+;p8te2i<``S5vI>TMfMJEV(O5YOn{WIf%dBJ2 zTuaTiaD!`=PEMgqtu|%bORr9-;-`{js+-QSP#05dpHQizPM=g&o$l0qQpIN)V1j8a zv{Xo|c~%$_~c_`K=$^_FTi~DU69}V0$gLk3o#sc!U+Xo zNv7W!6>@2PQh|R-+Xz zzKQa!wxfRitQgOV{5syIeYDui22h4qR~+=?#}#ZZX|-?ZzE<-SJi_550T! zljM@@HJNWf>)l1LzdH2wuit?4Rj|N;G5@r}i-ILYSdcudc+iSE?$|(p`~{F;gZ}%M zKz{--fB+@tFa>ys0SI6~0uizRgcQJL5tQHrDHstK-2-LzFj_9Z804r%<%1hJ6RFkztZ6{^2n$;|oHCoiIEZ9(- zK7c_Lt30t!rbt_98aItX`9mMaf}5Iv^Aox~>TZ*w)S6N;EpP=U8QW0IwM>z`TjXRs z!AZp`OaYm4v}RU>vCJNqXFBC|OCP&}6>EZV3sZoiRK|E6@3s;Q%vfh1umVlA_~xwG zea3FIJH{Jj6DZ&SM~rxj3D)pJn*Y*xBXCkQ9(PWmlTW5X63^>Sxz+^;bWN{a_Oh4v zu$R3>Fk%t*vDbh2`PAn=O?1Hy{u7`8{UARHTF{M| zFh&0G#|kTg0Gu^xXDy59j~s{q1AqY=OR=F;kam)_-41s*=^>-8W|KvwWr%7jq7RYy zjE)%NDbsM`6V0{{Y*iv``M^dpu&Bkj>5dk)10&uT`4ixf(v*Tpqhk1Rt?bOvCab_3 za7^)yRCVSSpmC$};26hMB>yjukIP4?98;ZKF(*5U;2rOh=b6e_H6P{3BqfKXiL2R$ zcC|Z3F>-PX5wXp-pBom$}UG4M;)+QV{y2=^$;o51SBbUmn&_+dLeM5po#k8OAwIJY*sc$`tN! ziCbLZ%76(nkN^M)*dd18)1c9nt_b}ZQ0odbM|WfeKIe;ZrWY zGN{Hf%Pmr&iAirSSs3CKz|Jae4hdc2n(%;F&sy}U$c2^1h?DwCP|I)fMNGa=N%_Cd47b8H)=&Dz?w zoAKjqZ?~XLM&KvT(p0n>&cNt_DHENBcqjiLHULXI*Fy`*Sa&(yX%oM9dxRj-(|TQOq%Nuw4eFxBFRK9Z9RdhA1r z+p&a&11m-`w!#?i-Xyew_#1m~rNy9`RagtBW8=lxjh?y1tgKoN&u~RAXMCh#zF~}M zD0#_>(#f#?Eyq@EJo>(E1dlPzNb6p#=bZ z*a7f)YO|jmBcK-bbq9)ew?`M&B%)abtI;!yJd_{?5z=^nwCRmhV%ONX1uahUYha7? zqm~$UrT?auQg8D&IJ5c6vA|fZZB(TN)mQ-lK4FU}7~&J#&_}1nsz!Zi2`(;q{I?@K z*G%G~!l%##f15>|QwHu@I9*I7io(iz+naa5cuG0As*^<#m954Px56LZ6;_54CvQCR zF`OOOLKf$Yo+9gV_F;X6C(rn+AaW<9$2`+vPBNrR99g|#icZu)%ilpcQH@uw%GQ$1 z>XF_hVy++mAk602tj>5Y(elihw#j|g07DAqwdQAF!il%6Kn>&|4k|DXo6poc1!EJPST=)(j3OQ-VO%QPVLq%pxQ15Z*YVr%0%Xlf^_gA znE&L3XpKkWu17Y)4qU1uH0mP;uN1n(@W=%5cw>l!f{T2j<4P>UB=1cCjQR}2AF#p} zK4IGU!4ULd7&xaAZXs6yXCI_Oc3k3>{*5kX43i$N!Y*O<@}^mQqZ0zdI-0`|T_xTY z>%vS7_|%X(fZ>gd&n7?#`iu|B6s5&-A{D$t66~!uj%@m-A;`p!TEb=@($8?dVXQc( zkQPyDN~sS8Lo*JetWL#L&?>FsPZ7{1cM6e~?hpU+-1? zQcwzHV4ei1>~K&Xr)vgj@SkjO9`g}qWX4ERsDk)WMDT9bh7d}ErUkS_OO((fV6O>3 z>eqaTCyGLM)+9}ULT<_p%78;J*n;wKqZk~Cr^rwb=s^VlfE0`Yu~;DzXd&McqYbrc zcMLIa=nypc>JIaeE}Ug6PKj~O$U2N6Tb`#79q|yIO>Bx!YI27tWlSfe&-h$vT>h;o z!S9c@UY_1qls{p4dKn8~BlyO4H@eG>owF-tA#s6swrl1ax z!7!HN53_LtpUw)t@wNm_eOgO>qH(v<(dnM91D&9^nm`KP34a`hLl`2{^wBmas2=Sx zgYfY-d-I?g>O@dTg(%3@NCXIpLrmENm!K zp%u&$I|M^)A_4w{^2zW<6BbnVRsk5iVR2Bg-|Q3l8Vf0(k`kkGQf3cB`-=L$VIPts za2N+$(yFogYF6rmIv^uflm~POlsX8faF$1UzAEHcLa}HOJj~@1X#ZgqV9e&I2h6+& zKH|fBcy2In&KTuv=&mjq8B;PHr0KjMGPNl+O_KxbfE4%v8K{vObA=zg;SdC24Op`S zKhw7CLlB%PerQYROz<%WEgjF)1Fw_==d?1VpdFbYHp$L6|I}u3Q#U;*A65oX4>d@N zvqZv+IDr#I1adh+L{XWuO57q&qLVAA^C4?u@rsBpGpuT;#v)e_`4W_O{EHSQ35+($ z7KWkXDghGsVe{zWDNKPVPQj7*!5^TaR_-&DwqlZyuw40$~kMRzlc7Le@YHYKzhE)HCbU zW^ZwnqeYQ178owToz%_EEnpp%%*3oR&vcfQ5okL?+co zE(-Ow=2C%$B^+|Ttdpcxic!ohD7teGp$zy;tc`X9Jd7xuf(nc?~gOS#vuTnQfqa#&LMOjI#UJFsGbhMUkDLytU zdnBv>-UF6E3$%_A54!0R3bT6{wgel*3MM4!r1xc^_c1^4&(?qqJdn^lP-FQ45eiLv z*+32MU^BPZWJ{Jx<3|nz;Y}gLWyjZL*?@k@zzaC=X7g8nb#|OwQ@I3a0GL*QdBkXS z6KM@~fD>3mh)_gU4F>3L?_@1fAA;{@2%{|3Es~{^ZU?X^vdL-!%J$1w1-C+->}~5X zSfRxz-4YaR!4{GM7^nKjjEoqm?eFwN$1dbZb8_W3ynqbqmke^*e)pG`>ojLm(=}fc0%Wr`71)^5ZW1tPPz5S!kJ*_mf`LPX2PY_+ zSwtZ9P9my#MGW8|kw`B73Zz~~rAR3wfB&k)>bQ>E_Euv-KMPmM+zLdMxO1v3-5^IF z$l-4;2Qw-oGc*G=tW8&}4K+~3TMEbhwBw1tA&SSvKLhtJFL(C1Ma58&i}A+h=+ccb z6iBzjJTCV{(O8}FRjoehtI&8Xj@xshYJeJuHrUv>j+wvzvh4el3zIdGHtp&Osz&&q%e;=mL}Ck|}3GUGrH zw5A!Y7?ulw4s{~ECI zp_%WRuwy1Uy@vtNKycS!VRsW>Dym^CF(KwLJF2t`Z%Go=APo+aiSiZ`gKSLA$ z2s7BI6s$~C{>Iu`rBy^FGVGZ;0y-^yA#wYtdBlY;hG8FqVWBk?_#m1?r!{b_)g>zW zE^Ti1GP>VzVHGlgqr=0a(OAl~?4_luq@OY^VC;Chqd)!ga)&aq?C)RILle6A6lD4@ zYZ_kO;}Uk-0DpP_X+W00wIpPyq49dzAbb7nzS)45DfzyWnyV|pACO@+$)L7Ec@5%V z6apt0P#Ks}0U5r*LcV%?Z}~A%^GXSgH9u3Wa~5OM_cPlX#GN1sMm!0;al~EIXI-$c z2|KU%8n9pd#RVIISNyI4atHmfQCa^6QiX7Wc_gyIC|Cj|Q;Y+~)9+ zLY0z?w*z~C+loJ_Jf2$@{}_-589275m(=@s`{O-wx{w`&(YQ%rpD7T8`gwnOsrx&7 zo!Vym+txYo3;-M%DA~Y6Sq%`u7Xl{}&cF${F2R>06I|K9y+93Wwq!3n!=s&lJu}2X ze8k(D#J4>Onjo%!_62ENfm{FFgJ9g;{aVJAR@{#nYeNJE7^d=I-wPgfnE85 z9=u_nv%HVSW39xAAyiH1UTe=oW`gGIeC7@@sFuii)W4!Y(|MnO-a0*6&9(vvBoPZ2K8I*4s5tKt8?qCa~Alc1Q z9}uCHX^VTE?%DHKH8ua-@w*Yjuf4=gyu`WP^1J;te|9$4U4Y5m9?l)~ab&PLpWPkR zMBrV5U_feN2Jc=-Nj3ru;DS7fAa(c5BDrRT_W6qhX@+{>+vR|K0? z0$NvWS2BX3L=`I)B>Ka4`{C#{cRv~zih-+E;k)hF<;j5`VBY@18@lnF<`sRUVAo*HYUNCmQT$M8wc_Ln z*tccmAo9h}+nrJL_#tZ21QkDDY}m+=!^Vl$tx?I0J>1lZVX}@ROP)MAiQ^=gGi%Pw zS4xx(1_m%duwVg#)2LIcUd_6->({Vj%brcUw(Z-vbEnoY3E#cnz=I1P9vojjNEdV~ zU(UR_^XJf`BUtgNxj%m}q$^)hP5W{*pFUOlv|@$!0|r_=ThD%dF7$+twmzI{sz zW9g4YYnA;|00wxvj7X9uOLc%06HGYKR1+gO>6Ft^K3TB_ zP(c+XDpF6C+7x41S*0pfWHFVMRBug1mR3?A!%rn_vE>$AWso5VBFRulVI@u7VT?Y6 zv5|)yWN^jSV_muG>a$xwOWC!RS+?1>m>Gdt6P|%KzyYLrXYRS^rmOC1y!l4lyYL!^ z+`9kt)@$#*&T-dVF8=6%?`z%t3-D>wg-0HA2cWm!G3_1mUMKfOOrItS>6c0@CH*&` zk9C%$;4Q6~vY{~^3QOUL-!wQ)Fp;zzNh`P9a?CNo%pA<61^sxWn`KG_=#iNuxul#_Pn6NsfTE-copu5P;WW2=ndd1^OEOU^Y?4{fm8%rG z5gt{FiQqv4vAIf|P|mriLSqVq=Yb^U4N;Y5SGl*_93{%qNQ6of)Fmw`Ug=DXT$0Hp zo63aL<~&)EhajK}A}UcmDP`*Evqn|Ms#L9x6;nx6>x37v_DUAGwj#n+WW1Ka#;^ar z?1Ky}I@BaJnGZ*l3e)!`@{0GNBKfy4F_X!&2Sq=lx6O3ofY+=uMkHi+3pIGoM74{*C z#}qV>n8EC3Dud93Om-q<7{e5(P*9#Chzp*@Y-YG9h6>eY5CBeeoP~2 zN)r&;)HV>GQAtobgp)%+;SX;Jj%pIQT1K*_H3{OvYx~%e*b+jvA5zRtYAZ>9FwzmY zHBpONq#HqAL^X))ZB2gz97zxd2*SDXB9}9i;#R_lOeiE1juQ$?Trw$2RjU6cnGl4g zIK{c1crFm38y)F7ce+x|3Mx{WO02%JI@e_-cGXf{SbX=GCNP0Qy0Zdi9MikFfDRLJ z(AFr)5C?r6f(=tymSi;J1ng~rde6$<^)eHg?rqBmLkMOPf;ogFd=E4Ui=Q%=X+HF+ z@0s^tA2X*(O=eajfXb=g{owaMW#(@+1shL!5Rd@WFkm#OA;4=40EU_|Y+(giV8kTR zKp;V|J}}Erhdi_mlbuXLQB2v&MCc^~HRMHT=$O@LcEup~%B91~Jo0UFsq^NlC754OwYSVt6$cPg1A}Y{8ym z$N(0``c4j@V*?p#i9I94!564d7W48jS;}r^mSo6+7qmxNUHZ}ps6{O?Q(H{Ffa?aK zsitgas~u-TGkwyet!{U#u5aq5ez}Mr8qlE3;lido{>$GvX~RxzFl=Th^p8C4Loon3 z(18$anJ=c{4G~GmpZqY9hrVG96`4Xo3IS<=U>GBTn2<{j<)QyXDH^nkW>g>i2-cQx z(IfSWlpt->+9iVMkVs_d8!YVzMX~nA3EtuxTFU7I!K5|0UCAIw9jZz^f|4{zFvA6D z#Z=3Phm2r^Zy84M-Q;A|D%tUJjQEI3wAvDx)UhU)_$pXq967Ykq$g>;Tpob@R-Tyd zkcbrBr;4(Mt(;1)P@dHj{Q6fauc29uaSW_tWtb*Z;;_ApjAP;QsliNkluj_h6p)wM zsRX7lXr|?4ZYjH2me#Yp#B*j+%V*UFleNS&X1E3*n$wh%w}?(OyLxk5_2pL4kdE|i zjJq5iTt~RX#WZcg`3V?gXEy0^E_95l7+Uvt+om0$|{^bOmfZ2I5}rBG{XbZdgwY=nn+EYv0df)c|P zBe8G`!EjUFa4a_DLK9UHly`Y#(jTtpQb05)5TR-}C3;jNV>6Z}+je>rgbH4Bg`L-V zU-&1nXC|{}a7R^#8a8|(L2p+Bd$vXr2J#Rq;VA8P5(Za$SHojjH93L+NNWXs7AF&a z6cd`F6P$x%fly?ok}9I2Dr~S8;Wvt&0&=A^b3qpwwDT5ZkOWd-3;ciy)uMorVFX#w zJ25vsmw`P~5C`5M2LbqItvGaO<{1B|l?CaCX5KOcPJnbp=VuTYjnY_wuN7MePyivA zjrL-7_Rx*q_>JJWKF85M+E|XVrGm@BFDCdtDCj=z7#nOyPSas9zJ&k=z)m%IgZC64 z^5HT%=nKXGP#h&J`(O%@UB84~g4O7@r3!#Nt z_>e4w5r}9tN)&H^a0hv33Wp+ZAn_+jgowr0C?BREsBlyIkS93SV0xHii(_z%vy(&> zDIZZee<)N1auFI)h=yp0iRg#Xrd2+6W07cai$IB$czs04R-AKJ&ognKXceS5ijiT8 zr37@vI6Gf4J#i2RQqWI`K#TviXp5`(7Wl_3mVsJnc08CRa{wq=!$^!oX9UKW1jvXP zNHplX#+3C0jC|D+EmqB1vA3J?<`I>e9+2_qB(krH_jJLQB90SJoV zZ84LP#-=6HkO>|cCOg!H7-0#H;*wY6d6f_$ci<5lwtFIBHcW(wI>uE9l6qg$3WVZ% zRRxGCCJ8-ha9xFOLIpW1A(VK~DBD?3M@c9wv2Hq+h=;g{fv^$?=VLh$2+p?%7Kccb zxD$lLIbM(vL$Q^Pgc$!zMii?Omf^Qpr^t$K|-pPk^WPHbWp0<}Dt>A_c z;tO`fZP|HM=vE-|84_xc2Z_iv_E}JpI#$F-l=db;|9KIsI-mr4h<=DEd^9Nv8WRkP zV~p^in>a|<=M(=#8LXYNaZuqDuQFv{Srs1oNT;G@A8p zi?;|Db%}uAnp#|dS#JS=gTX!CvS;mjm_G_TtR;a+m!$UUm`s2Jps`$5+OM)fnU-mp z9ypHvTCnsonzvzT!L_BC#<1vuT*=@K`H&6MU?IS;47F)85%LYbU<#GMoABvWK@)~? zsx(Tpd4hsB?FEr}Y7jexosFWLO`-^?5Hnfg4H?BzzEG%EL=hy>gIb*;aZnuP;@7%4{Q(yItqZ7>n+O&y3fdG^-7q1hM4twuc}K-Jm6YP zKm*qJFY#!w@539x5wN%$js#1)yz3oaiW`>Z5AidCTS|84k}wAFPv6Bs#;^>tSqk(~ zQk-{dCq=R)3m_+}L_oxNVxojC>#`Xkw2W{>mjE+2TSB+s3(BUEmy^AfxIMHI|5VR3I6)wI3mrU3*n$ zl(qkH*m;aNR#aK5(09OjLraJ1i$zl}(#Cqb*V2f-d=3byhM{zjmAXp{;pDGl6i&{v;WTN3}0 zz`%H5R+3^=(Y7cFkq})~6LOddyc`okA&Cw;zZUAY6S{8x_Nxy%tWS{@XCM@Uuo!%M z!(6eUc|b{&M9wfwT9k3Py^?-X016c1xN$HA)1!+Y zw;08N`JmJkU_kX|K=HHK<66_FB7;%zL;Hd_?FieSmgIVY`v z3&yY{cUKAh#1DN8iOFnt5mgeDJiprpIjOu4!NAH{<;pPGl)#K2nGnE12xI>QnhE!Y zlm{AcRB3T9_O*66!NxpRwrXMp0*QVdV>ba-4tl~=*(krtd<#dR3~Hft)y(2s{>_1XMpv0xMVPYO>hT!;ka#~#9nZVoh7>6!hi_q&;QJ$gVDr% z#sgD;Sy{lj{}%>iAO{baq<)54Q!oV%J<*I=(LP|&J8;pjJ1!VF(vjKG9-X_<6w=Ur z-LZj=%E2$&^gaknK3JMA1`q{s2VEc|$Pz=Igj~oyf>M>R0Wv^Eg12DPS>Ia|B^ZUL zMkx`CkenSs)K9$+09F#E;5D7>4WCSJ2~sy>qSZ}l!B>L^cQ6cKE!O{u(zR7p);@W` zIGNUix>gSC)?gclFs5*nLVORpD0YNy(2Q^hss>DZ5`c6^evM;mC4Ia~*uc7DK_Lie zHNu-yeT4eQ;NZZ7G8G`OH6uX!JmfSuB2(}4#ksul%N za0^H1H1=)ZZZn+vT~HI%-*M7XB@y74mk`NU3dS(iNQ(+J;W7U~6;zo}%`twmcu)xx z-Xb(66Sn%wYFoB~2uP-|QJng;ZcT&-;>;RMR?G*iTos2bo^UnhN5$7~^@(GQTq!yZ ztU|#Ef}}Y>{#F!cp+jL5o5K`I5!tEIVldkkAEZMt1&4qNaGu)=Puuir+-iopeE#Qu z&blx^^MD@c%e@19p|8$uPS5@5k(TI+UYU&U^F*H-;hjzPqiIS{8$B-@_lPtrL<^@d zPcjvT1p*-M9R+Am2|Nu_KfUVH+3I%+R9Rh6{Jkf%-U|N#KH%F~6Q}?o!a}Inj+5M6 z>|}fF$!_5eU<~ZGk)V&x#M&KiAZ(hH{nNkOO$o(Z`m72 zII-^R9u#zy!bqWgl@ltWQWp8%NXa@YJsyhB8X0ckW&`h8p1n(-#eRqz2Pb+5s8Ay{ zkkQF>8ckpHyw%a{5cKxI4(`AH_J9x8jsA}Q-L;{x@skFZZa#4Q9HwE9 z0AZjKu41@wr8=cZp(RU_96pq!Nz*BcsVrJNbxHqGq)G+`L3&;GhRX|QPU-r zEnT*}1V|>JiK}Scq-D_H%~d^pB6K)YC?GtNdM@L)@0P(;sWd^9bg7gnW8V0Ao7PIJ z&z_kW1zHqH(xRv+qvE+UY+oikZQZ`bqeiaWMRgxCsvAhJ-AflQX3B&TFtVh+5Hb47 z2yj!2O#wgls-{kzxoY$V$`j}kWX@a}RR(Q25Mqa%1EWMO_%rCstz9EV9O%q!+O=)d zwsIy9Ba~nB{LbTL%W&ewi(A=Z#flRvf*1)Bv|Rag>e8hV8a8aoeE&{{OcL_s zv7blpr2KmGQ>NTOgbEcu`t^-TX_90Jc_aT$j3n`*3@@@EFbN}u7{Ukz58O{d9-bgD z!Ysm&Lku|xJdg(mr{Dq=G9-+U3I-7*u|yM1Z20#3uho5hBI!L318iEL> ziu|HzqbLku01Z-Ppy-m4QcDS@mn4eFrI=<~$)=og(ut>@Qd#wsr-mYmD5F*ZhMawZ zX=T-?pc1SURIJJ>SFXGY1dzJOipu|?OVHY8Ez00>Yc9&v$fGX2#>(q5vikBX6~Iu- zq!eTJxe67$6kF^s(*%*MvNHr}Z8OtMyCgK$VB_tyZ#muUlGWrogIc{Zb8Ro!^0+Nw z+j8^5Im86XV~yX~Kn^+MEUwNv=mc3KZu814x8xE`z40ECOEb}=J8;1VCtUD3 z-Mq8#C#z9>@jM0fBbPfTrw9KOL|0K%5r&}h^ptKhQlyee5rAPE0h*FXQ%*ls=^;=Z z+I1zNBsrxgoKVGumY-N{>XM*fm6g?6ZxuEbs2oCevr6dMCo8U+l0@6&m1TCHw$zB$ z-f7ja7Pf3J%eUKoeGhjOtM>V(6-Cl*Y+gpcI z0WdY3!3zYNA8>v%8pQlYVG7I58LW^8e?2E+z)?RlEOM*0fk7_s9rsJlMh5)Mhp^_K1v3z`+IvFr*~5nc}!dKK5~LdqSK)bl^uKF^-UhTmhSOFeu4Q?oPQF6bud!g{2rI6`9i< z=TgEF&p}EfmC(Zg5`che7+?dfn8-v{rxKPtWmm^*)ToHEh)eVY7p6j$?pDPri}+3w zz-x;nGC`|mIj<)VLDun1k&J!l0~Ne;3?pO$mg$}44$Z1V_Via7u$&7o1>;TqAd{NM zl)@MF`35RlF--db<~fz2%mFWmu690Vfc7%rUKYWKvH&oEn_<^%3dlbN7Bn-7(aQtR zFr3;%P&fDr#2Wu38k`Jn&|?{6gL9&@oZ_6PJkvoB86?U=lZAl{Fk~6aWQd&^CV>f7 zK?Ne*;~w#V$Uy%ok%Ay3AuS?Er%GI68Jy^}B)~{UOW*=wkZ}hpfJh8iGpZJGBqJ}< z$Oq&R;}^$RMy{5z2|!xoA;mh@x=lh$cSLJi?Qsu1lGUwmb?XWY$tKD9;gFw5`EeNMX+o=zG>L3Cwk%>;s!V`?TA}-vaKB%xFh(@%co+4-mUX)Q7XC%cb?C3^a z#c_^zP=gx%U58CCQa_xuS0w!#Mmr?FNBa`0sviC9$oQ-iVma*MDEMoV~Z^l%%F*z&; zJI?lKf}Nn9Fc|p23Rc+<%R?du^CJlorm%!~meZqkm_R+%kP(2o#G#5|2|+Z%irj;V z8}b9iO(l?sSUjT>8CAwHma&ZGU1J;jK*tB)aSh6*@ExF007M#Pn4LWFJr)_s7f*6q zDZX)zx2YO=jq;SQyw@s|97&Mla+f3NB#9d!5{cEsVikdAQJKUfF{wn5MtQh6mqPzj zo@yPQ^Soz1L-WtO>y|^>Lg?0}0@1Nu)g>CuXkk9xdAFqiBf@c91L`ZB z`U&6h4w~RLB1ydC-w&L{F^=T5Y8?FMN57KrTBj}_5|Hly69O0jxkftD%Y*-ol9#FLr#7nfq7;w1s<3zX-zwuKmCF}phQA|H9Ta&~& zBq;NvYWOQITRAn+KLdyYV6Y@f@V~}l31#^l0#txeA|(VkfB}#*JG-+7{47Oy3)iB+ z3cLtkf|hIwrc^)$X7YyOk-B3+j1X)ER3MCL@W4R81I)lie7OU9_&U&dLC~rK^*)IK`=FbK!(3ViGX?_`Vqn({a31j{BfMKwW1LQ+LH8YL}DIWHrUzG@Q#Xn|n33FA=&Kv0PP zgPqNYEXksQ11PLt1V#mv0Xxe@V>}*YS%hS)rDfcuK)XO_X$uXMnSJmE6YPm=oH}gG zgjO&G=Fy5p6D@s$jd(1_bKJCT3Yfi+L2YrzajGEiNgyih%zfZN*Gxi$c_1s8LA;X< z2)Z@BAjs4pNPNM~*`Pdwdc1@L4vN7T4N^RZl$ebzlr*l+dZf5i~LY!V1d_ZIZ3z$~y8&4FyrSLWB5Q z6Uo89K3YFFQcEuLGPf)e7gZAl^o86>1%;4_nX@!mORZiCoeS_wB1zE%6o9};omVnU zh(H!RfX1kpKnnC0)#4|&U^=%@jL9s)r~|>N>!$lzrq}{aJXoOaAx(1>yYH$E>G`$3 z>! z8DIi5fYA^QQ4KHzBLhWu;8t$^P-_KOLV7>C61kEi94)KA$+^F=gc}7g0AsMEy1Y?K zD}|}Jfg2Ej0FZ%JK!}P!iAwNM1R#I|IGj;pfCVH{BmFG9h(}~nx+U$iWweO zAIOXg#b||5*oQ0a9W9lf&DhwEtbc|pohve(_n<$Bs?k%&Ngk+5mNt-_+r#SeLMxC$Yk>v>}b>{T!Zh3S|`9r zml-f4AOlN1DU|8j@<79o9LWJ8BJ|8DIUH4+#7|$mzpUlU4*Q!IHl=g55p|#)071y5wC&=!8zFR~fhg z1*DWXlL3*)h)cQzfbFY-B@*Ke454c@?>QD5RMNSdO(f5A3v% zO$Dv!##P9K#LR=X0H1wAjB@k^;@bbmzI)SyirK)J**8^;bE-{$0#xJVpfi|)Gl&EG zp{KlasGdDe_Bz@dyg{X%j;3|m`+{1KNj41vsp#C819P^m#ZK%*kN#jbmP)V%TM)Ai z1E7hJGc1}Yn#obcuv1l{+*^W~+*McAJ!SRJt+CJCvprkI)f%g+A9w-_AzT~IRW8s2 zn!yAfn1Ww@5y$1K%7xJCZstS1&%fF0;wGi z=17mKgVI#Nk#&)hD=H1exNo z0pcPcT$t?JT(vO(U4l1ow7{KU^jsdBR z0ck~s%3*?!9tMbm<59%cZzzY9R_T>yX_oHRa&U)oum?9T>6!+V6kQWL$p!cW#x}WQ z`x}(Ls#YVBV?d##R*?UtI^YO=HGl)CR?I@`URvG@aLc)3fC3n^0Pr~^Ma)XBEl(D$ z?0p{bam|ap9?%ek%|JAM2!@Kymasss`iawf6rr|2pmD4Odvg~eqzzfV-`)71$GBy9 zq2(^E%_KY++;FHnunO~`&H71TV@BqSVN?Zj7-xoH<|Ga$h~}rg!u;Bxt<8>&*=DTm z=8oiA^H2~uVC|DKN&bNCp|LOm5vnpYw>W&^c7Cv)iO;u1Rrt(j+au!oq>)BEs@&t} zBJkCJ)>R((fg%utFIWP?rEd2KR%F10FnVr&rfBJtN*!N53K&#lYX1dUD4qdhiUued>C_8Pb zpN+-Yx^4@&rY6M5YhM5_zV2)LT`xY>+4|a;`B6^AFollYmk2JPUp557Km{o{Cw-7v zda55eSg3}4$j4(K%*L0E%%BOr+KEg~F`p=j!eC|dNE0T5afX;{+s>8(XK~)hOFicU zv2)o@=O!A%+ZLJ@<5%B~r2^1f*E&ge}1k!0WpF35ox$blaj1wH8R^TXDb#`Rop zY5o4nTKDxd`EMx+@IF%TB#~W5qTM1n@B@DmoSqv4xS32)Y6yRl1l)k$afnJll20(X zwv;nu^6(EIN4QvoVQSL9=obL`3b}xv$_T<%NMCP}y47rrQ{GHd_~^BGpUDtxe93E6 z2pAr(4T*7$A7|zuf0!ZvjmHy&M?36WMwp6{f|)^vCfI^Icss9v4UJcf=U_;S;_Ror z>@F8_=zzQq;_Qi3`7mGkGOy;TU8$A9j<2;;mOt&xgLCi90@l8eq2Ujr3DpI8kO;Bu z3{(GAKSvOEjyH8P)mk0y|6GxnT%zY2f_w%W8Jq6p=I7k|=O2K+6?twkcmo?w;^gL# zDX0Ov<>yW3bnt%AOMH81&0Z$JcxDFuG0guN5^ z2{OE1gAH*idBT2Lze{Czf_M(9p}i-LIH&|9f0!He!IPIlD=5^FuYS^A14(_zl~@0H ztR?efdp7D2;n16T*0wxuMzECfe-s9YBt`@pkt0VC86yLe2pnQ$2*ijFCmP9;B}^EL zS)OpTs4ybPkPw;p;}^#VkCZ$(vTVt5$&!ZZ8Vv8e+%(9BcOMSQb8}plypb2Hdl7=g!bW zkKdgXVpGJ(k%P%7JqQpm7;N}3;>3yeQ-Nvu>Su#i!MN{P}Uc8V#DnI{eJ`=lgdq-nJ9t9=@2trxvDY960|#*?@pn znJ!%tjJSB>0}2F8U*!Ee`0(HvF~WmK&G|)_R;60yo_(tL)2Y+H#7K~u{QCC?%G3%O zJ-)1xNq2!5cp!oXGD0AOrX;h^KE4>k4~5=P_)R9{nZi#gXL$G_h#`iUM;-@~Na7kO z<{=0p)Ge4Hd4k9&V<35~apR4FX!xKn(~S=Nu=ayO)BNYQ4&q@@Y7Ey(W(+sRuz@hQa|wEgHS&dA;ue3Ri$eYKTN?^4L5bw z)mLswixvt#_|U_&HN@~%Tw}$+S6_c6L(eEVe0#25e~kje0LHodF1+z3cA01O+FK52 zqLC&qzy13AFTmBvMjOD4C6E9DxG}JsAG!Pn9B(=dMu5Dq`HPzY1{5|~0vXG|U=)TS zjDW?89U#C4r7$8M%i)oCo*H$ip&_0hKoe*5{{-+%OY!=QZ$8m%LB3=%jY zh5G~p2q2YM2qhvLb|@m&B9dt0iCwSQqJ0F~cVCz_;&@{o1G*Th<<10nlmKRLj*A@M-~dXE~!Hfxvr2#m_7j$Odx$a>8GBi#6+kk*|gHBEivU& zO*NtPgH9YZMXONI3x%w%N>Pz44`2ax(-LodVb!r#{g73&EIiBA6wyk%ZMHRBtA1PE ziZ$1{al!SM9snX^ZvEe)z!zZJRj>gP5McDW7XmetuhA5+few6N1FJ!?)XXLq5FAVb zcteke{U%}s6j;Bov$4q>U;qO6SSCW27!WEZV;jg&%VPhyi1Oq|X6lKL&2T0*on7K^ zKKt1vGGPp%5p5AiLr~fzku;@^LPB>?Ly839q_#TM zc~NpK%7iJ{7Nr<{Np4r78$XaSg)>=!45i@FA^JuhIao<>T5_Bj*{C=%RY^-*a028Y z2d6cV0dtPTljiK?g@YJ`4WScMBlDy=*Cj!At}}>1Vkb&TajI2I*of_JcRSq;&v!fk zo=KX}yOh9$B|B+J5z?oURz0OEFJTMxW+gpZQm+WsqXJii2^3+8;S1L*O0u|e6lIOY zS@wA(cup3!w4V#Fh6GqL=cVPkD-Zerbk3ji&^coinmo`0ysYGS;(u)A(HbDwv4VBx16l@X4EZJ!dh^PdF-Zmvc z(8-U3bJN)n$D%=oiE(st0+$lmrW?g6la9pPp7t~+BX}VUpahgf1Xa3$AZm6FIh5?k z07}$#$|1djh!IMa%9ku*Qx6#)Xki%#S^EDDC$HMcQ8=rrpgcubJ2_shfF-@{xfWTx zx}L9Y1r_fVbDGPlrVm`pl_2=4ebYigwS2$=v%m#h^xGB+wB=lK-eFwi@{75g`>l5N zg$W@L;6TGWPkZ*Wy#36KzQn8E_0AJJsqsz07~0U_ki#&}xu8eo#ef4yv@{vJK`Eke zUy-@@Fcbsn3CSZK1R2plMx1HPWQJ3vxs+%+n`zH#>V*lL!XIuEn;?E#qY{BlsDj8t zQMbm3s(E7{`ly45uq5Lw0d7cL^jhJfNYxN;@v1o@4;p!t2{FmRjZ&}>D$X>gH3*^< zPg-N&y6RTJr75m6;;Q20FsCKei46aG-76c|K!!R!Qj>;qf)OMON=qh|42hzMV;}W8 zMHwUul}+A9T&Y=8xkOf<0e&Em`ZQQw_LGU^P0w$i?(WjT(wBSFRIqobH&MBxXj=V=S0RGa-gm3uCuxA zT;~kD3s3eEyI}M(FS7X=8U_}-+0K?%flmWpc`?jk9DJz65RicUwl_EZ>ThMVV}Kj{ z^Dxmy41#5V2nHXq!8FYekSUxBrSTBMKRknebc99^6D>$a^BU5YNSzSpM|3AT9E$(} zV-IcNLo>!wA8ia(AL}^EJRbjX;mYteMmVT#LlzU`V2Owt<5dnE=f^knc%MQ}c}Z+q z!$IgeNWb#w%aL0{m=*ii&6V!VPEa!_DVNyUp^oU7l}JHAS=m4D(s#Fe)v2#_sBE*4dMkBtenl_F`3;AMkPS^r01wltA zJYfwS=TVHh&xW=R?yisXlgt(8*Ufp^=5NBem=Q{zln$D`nL-rSVTF!H5JV?oR-BR2 z6Uf0Eyn&r{N-MR>ra)cstd>n+VATcB)maNIaRh3W;1c`*qs`W@z=W`98rhWv*`tG1vXf08+&fCiunwY!?%57hj~n49oz4luHgM zo)s!yutC7EVICKjhU8HmvSkLdbs-s+A!3va1rZEu>_+H4%tJxOxjhgXLYwKCMsp0< z8G;*PFu;DH%)0*}h+G{_gx$dg@LuoD$AuY)8sHn&e2poP!#+sIbetISb&c}LR33Oi z!F3ISOkeduoZy_vjYU=A9FCNDpB!wB7e&sSa9<`oi9V3cm@J7Nl*E-_PMQfqCRBnx z_(C4ZBI59oAz{h+ArdRXT>gcL9MGJd_}~BK+|CtB0TLbU999^Jjz+xBokNZ-SAl5F!8_?*pe+pQxe#U3T{PLydVsUg;vxS^(ci4R+9~k&)fB2 z3wlKroCON}0C8Q@-PM3z%nuRnS`09OIq}0pQem&LlNHv*InBToc4XrHg%%>f0+=C5 zF2)yvVR`?FVY!tgOIn^DQU(Fc21J>Ld|jJxXq#lj;RC&-aTEt0+6GS!Mqw-fbVz_A zC;}rW0wN&7?ll1*7){LFK?`J*Aqo`_6^%+=5s5wGKA^&U1W6^H2zl_(iD{x5JRejA z!Wn$x!?hgRbWM&$5%;kXiO2|wyh)pU$&N$_FuGAK@`GT_$rE@1i#QoSpu$`wri?5J zjmg-YqzRkETr$cC>tqh*^qk1*NeuW(&%iN)BN1q)bOFRSC=;S7umGH|3vrY96K0R$Ar!L%exo+L^t zTRDs&eBNiX1*K$E5M{ss=*`#YnZ_K-lYX)W!VKteq#k1+m;^9ECENfF2mo}P5K`8N zBHlq17=Q^?rBx;(ie-%^>WC?9Lxg-~Sc>H(x=1F94q8Ih!>y%^wVal`rHxRWT+XFk zg3?{?)j`C_EA9h79733|!Ie~kKOn;)IT9I6)rORxUVcee5sEaj-{Y*vWX=dP;uU7< zm79oJCOwMjKuRYO#1j}6C|wGsY@-G8zywlY(}5N%sRV4|5>Lp=*Exkyz!D}5+O7Wt zOWZxnZm#3`Y+6`I3lBt7vLxzJ@FV>E3P65A5G-d9{$Q%98VUqKLIzh4^Z<3P(_TE` zbw=St-oXs`g%lhKb}^(!Mu9)j0~a`0tDh7KeYWc+7C1?XxN=m34fu*wU@$3 zz#&@LSYqWOVvWJQUx|**iPmMh(#MH;mBB%k9K2|a$>@yUSX{n|m0lUy}s< zkCXx`K#4M{!4^~kJs^W+^4#;uh=cGAFk&g`Smt0EW1C3kWM=6TY-u84M9%*~(wLr( zCpDlaRfILxPV1H-8V0yM|o7B0UWYeNACJ^U(fz<>^T-f<|# zwCP5}ByMm(E>H%PP8tWbp2p^8M{{iJ2r+0Acq<~*K@@Cj$DGi)ekJhLUX5T;+FWdp zz-zpMQ5fBajj*WXbj_FrPAJk*%WVOTb_raaO~8)Pi4|;{gddb@2tEHq2%|8H8Z^On zqJo}qEF#GWA|OMA2&v-CU(fv&W~K?qW?9V10UMw!npK1|mH|ePLF=&W(K#SUxK0+Z zfoQTs%*re)Jwcnw3Qgeb@N7?J(djMu?DkOF4oGCtGVs~eRuIk#r`=<4370pu#Za7& zRbZ+OK4);b-S;r3++mBQB9{$NK|}iMq1@7KtV#h6 z2*6JouCw*6->PKbF2D)szy$=c5I6A}R@<*~5IH2SLou!&IBu{`&|&ySw$-E?-lV(~ z>jQnRZHRGeAZTechX9-qARvOc-WN!j>$$oJkkp7AU`@k4pS%CoE_u{wSmLgW*vIaQ zPVb%w%kk?l(%2LzfkF6dTuNs5;TY(w3Br=i9kmVk%E4$YEcOQ0=6H@E9D*tM!ajiS zl?j6Qn$BagsPoF)VHrdtErb#LoJFjOrG(Cx@}}6huJ) z$N(U~*$RSLTlWOvj;DsjHNfz|zAv~GlFv2npVD`?5n)Dz3(bX$2 z<1FttM+o-PMFbC|<{Kn4(4r%ur9`AP&!NG@ zq*0m!SMzLDlcFZA2o~x+x{q!`tvGk^adz6HX6^ZGYS*H`{Yb$fZ~;8WGpGLA5=No^ zjO|DE04A^iaI*kFx04K`r$MJD-*LdUGI2!*6utj|19Zy@FFrOO2G!Ku`i?|icB(A%Ut$74l;@f z$F*4bi8b5Yfs}5}S5hEh=}_S|sgu zd>CCUC4f$ye=mIY^XJD{&Zz` zDo?8NRbHhyrSH2qw>Ru-;~irzlvuI>X;p#~rvlL&P5iOq({~Jc-BBzR23#++;;+1F z$d|kOBVe*dp0{n&*yKshFNMF}(9e|N6*zaLY;psCD3Mf)4l+&zjO^%(r)~_-cr(U+ zKr)p#hu`L<#3ARwgAu?eS^}~?LaVObpF*6QML4$po(jY*P1$thrIh-*#h|eY5?qDi zNd#$PCmA@^Hy!j7@0@#{`L}qV$2b3c;uIcVM%wXWL@SAt=h5c&sa zfAoA(uC=qIEsPe7bTN%V$!X z(I&0M{&Kp0AH);g&JB1&(|Am@ppZ%CgBKo1N{&opQZDo{DiX44vK=n; zH7S$Q3PSkMx|%&y4F5Rl)Wy|6MavO)@hSh21enZ2&~BtS(5Bg54Ri!Z+CPW#}Lvl+zkfJ!5`u7hL+;j0qahP!u zPHLSA#BW)z3@Yg*OC9R?IS?K&9e^7bFC<{exYG!p>5NvkR@2NDi8?bP=DXuFoZ z%_+UJJQ(u21-1!Ypt0z)t2%NKVn{}>xtx`uXPWR)t$!L<11v9FGznKr#&RJ?&Yr;J z#RyNg^cY`7Hz@U5h;t{|!m}0L%E2>*;aYsOq_{6#Hdbcxq7?xz=U+L*Ux=VdxN5#L zKBz+=U%ADfzS_ENw6NIPz8yr_**PS7r^9z%w7p%fA7n4!d9T{|6|=_Lm+k^uB?6jE z7j%LGFz5vLylU{SAB>K4;mcpq(9!GPIWjYQG6P{h9oSwl?CO7AwY@y}w!;uKcs>wN zM-oQwSj$ldvc%AQDR!A0zB+7|=>04_z;^Jdzn)C(tP=O%vx}TnDXLHJpebWNaYYBY z;-4q!H2+??;Br9mEN6HKk=Z9qmrRc)&eA)w~VI z|Kr(j*#A%U!I74Q`qjCOh2U zH4yjzs}ys?!(BBvy4PyH>U8ro{4o~6JjptuwlSUic4>4jncik}&%j;(qA_+r4LA9G z^Tb5quM7<*Xdv~Rn3L{7&38}(@&ES#!DKo%UQ7`C!pQq zaW{Vb;hSySWQD&pW`Wj4bQi@Kwi=X4*l%s<$u}_PMqoi&0#}?pnXoN3IYa|s+lX8f zGVP#^!uF2eVo4pb3cKL#&VKvFQbd&{r;TqV@`ISsgzEcc1}=P&9iK*c3Lj#UC%}?h z9L;X(*##le1jZRlUe_jnl!i&n!)G1JpQwMmbw_gh!Va_$TNY&bL2{m9@i#+cW~3+C zeRoGzza#(W)`u@xFE1VkDj1q?Ir1v}`^^gKBp{Q%u2YzKU;xMofLtQ{-Ww#Cu^39G zfb~?45A%#VB#gff%kg4OZb3oNIr3Mwfx?xQ$yJX10{l0}Wa9$1aTdO=v7>CoHlVe|H?Yjge2#}} z;f2j9=ng!oG4@#+R5FURoeWrg0S-X*YD5A_JFnCApH5EAgph95n6 z3yFthf?vbPOj8QEV+nVJcrl>$b8n{l!*)IM3gdZmd$>rAA#DOG^#+(KuP!MS53DE( z%^4^iH$llxXj6iP@qL}q65^f5Oqy4dbmJ+Heio7}2c-E{I{k7tS=nmeZu-m^5twy* zRGFpkY8(I()>FErW3EtcbN^^*i34Iq`Ln<1LA^*Wkf=Bjzj-MaJeSNUIQb$el$XM6 zbrRWbm1~ixeeb>!GEx9amL}S)%wm_%CHQ+B`gQ5~1@9`S_0bx`PH~`XloQ2IwDr-b z7OldrMH*(4r(mTY=|mV$m6}SfqNE9eCSd3jU)#{8I!=M%=L`Xd@;HGKGB3wAViq=w zuU)2<)cc`maT7q1R~9YoJneF8&#|d{vxhXjzOckH%wFMp2(K{gaF>aqQ7&-Dgqrt| zuEjD{6vkj2^91OA`C8ehL(+mni{$g~Z(C;YA69iBCatr?f^5su7sbrCSa5*VE!y9< z9UP~%^wj}+d?WoD$JyY#8WL<&_G-yMR5xa^cxN*v{(x#e%psy<_jAnP^2LJFs&!#d z6~UoG!%o4aaQ8I)!yu`!sn;%R^%}NzWHTBRBfCeH5H|Rr87LL_o4I;sZd~5w48vL) ziHEdpp-D_IOz-ZvLK?L04WBInAy5GOks|eSrUgnv*dr@`e3w;V6>Ui@og@)z(UB97!qBTo&rsrTfV81&$ ztG4aT>f3PupUyS)DH1K&y&4d{O6F0W<14ziWT0oCnHT%zP1)mMUvoLV=) zgKhKS?tZ}Hwlk7xv%mtoULX~YW`05<1!9c{iL$(M6fxu_lZFASTUVf2;xgnQdc#M* zt77I0@etI6R;%Q#*haR5wdn49^{Im>$c8aLy5P@y;A18SG2ek<=tn|X9dm!q$i}F8 zwB#x_s3mSh;;E>hNm|*n9nrE)q2X=_8@k+8lT4;zFSonrUItN*{+`@y*LL94pA&zB zKev5`Xr6qpfC#$65Oj{H$u3YKkPu4-&SFP_skJ{KRjE#!cwcN|Q>oq}w2(_6*5Ql{ zpBn?>b{Tltk@BoeqeaV%YY3&5wRhp{&YXj7}`k62I`FKT1X(Y8yXx9baXi4 zKe5bXF*OBWeF~W7NgD{N*gYHvoNNe1H9*^E_=!Zgj`!ILFH*o(JR8nGeF7yRF+`r` zSjJc)`LvO%pl%8?%-0i1O8VteNdS<6K>26ozp5}I)i8p;W7-izR}Q7K)9n;9G!yTi zJuhv)$KNfIWn$+6I5#D6D)k*M4ip&C1JEYZucSVxtN&J+s~B-Wv4E6+x5R0CAYI&j zyJPZ^mj#;q{Cj|Rt+{^cRjXP#k}5MDqcI`H-~pI0gX|M(Yrtro;l4FVK%xCrBs>YbMFFP_kGYZvqZ3=oQ0p zeA3ZDo*%}iXF##nMKuVeY_z0oMbwy*0EKDz?RqKJk#Fi|c~Xw4RC6m>y2Tz*RB*i5 zI6*jP%nK~1^B-X^NBl(~c!a$U3dAdtZRWuwEK9zotUt~JwNkkjcr7aUn$lEb6aV8; z$a8!)L--3cwZ4+zGSxA9AVa9;s|kP~uYA481P)fVEx?Pn`A3BZ24|50Ab(6hLveQ- zsaN*IA=6<&zQQNh0fN(M1%Hjjv(gsGa$xLyT`gS!nU#jr2piod4`N%7VZYy<77xI( z^v4E%uGSQ?av##V2&RUd`Hl`^d-2KA3N;qzvj7pXepe7ChX7Nh!$f^4Ld*a#4^qQV z`TDp8@_Ew2uh^xIW6DOd1^_dHmzNzwa-G5JAOg1#>Gf!a3pAb}3gL9e}e|1VT<-uB}KNV)|cmMnkSJyu_8(pq-=?5N~h2dn{ z;{_V>g4Z&)xqEZ5QGq;24VukKtFoG*%`tNaT%aq_6a z2sF2OF3o>u{5XUF_Jg>8h_IGdoHNL&6U$%OPO&QBH)^6tF8Fu>fD#?&5w_JJrPetR zQDMm%tAa6zeALnESA!X1FpY1FF~CX_(u5`j!4&OL53P?+p8GKwHhNJvmB@Ir?2jhP2`Phh%dbKwopN zbbd3|R5OD<^O6orj>5dAj!)E|jxb+&T@}p!eB&eT1CZfLs%PfkeMl8xyAiNsb0|r5 z7q5|!jVWFw{RjLu-X|w)xRcI&epwiA^7X+wMz=`d3>K zd^=t8E+n4xgRk6rdli_3DW*!4Y58?SW_-+N9`k3|I>2bm_Md@Jh7>6@{0;jPHPkV4 zL>(yO?bM#>FeZaHV0Pi0_YK|6arlUAKPjrxY+40RJ@G8INTd3ejy8TTfdO)1d+Pf> zlv770kkt@Je)Hn5-iyWgOMZraCce2M?H2Qty*0fq)aaR8zr$>@NfOdf^fv^7X@G`xuDyEArY>8z(%(-G;9{rnl=y zP@n;2Xidq|z!SVeFkMKnP%WimT#8G(y_?rM?cMTsIESbjj+Y)A5%QH`@@avKbfm^k zHWQMjdQRyEVJ4U;nlj`CUhAH>^BCT%tAs}er~-?1sisq5Sx}RVRhEfOl{_cDj_`GP z4W~8&?fTR(SL+&{9w~<@-wC$KxUFN8r%v0Gb;5rY7p`ED)!42@jfyXmKXOV z>Tgag1=hj%msDE|K=wI4UZQkXmvO#J+Pn?lF(>DvS4si%U%nwAE`;xVF!X)cl@!9* z8D^u91c>rOksh*&Fra`DEMyHZN^LxVK+B{@cmOWvl_i5Gt@i2*nPJY3A=()BIGb@s zjBEr(wGq?J0x4#Pbj6f3p!g2UQmUJi4K6r3D*6|AQySwRCeNqzV8pE*%l*Df*k9e% z0)_sJ99;2oN^j;!R7%&|uePdl8Qo4oh}Lo0I`e)LF++0|muC)^5WP;GFx7ASkOnu( zIYfq#CO-(|CpQi;nE-%lC@6h$4xZ#JZvTs$xdx>)D?p~ZZZ^xFYM7P&%Wge|6yxwL zj|YQ|wFT^t`Aw1_M2-dnwiu%#hksXh0ZBFFw7;%UPClgh_#da4 z)a4W&?~%B~e16^YX%mg1 zvr>^>_>K~3GGg2JUj9S<>u_5FzDud8@?FZC;KJo)K( zWjFBQlbs&vhw(lUA{`*X+eXlNbOI1x73Q*$7X{yntCUT7SGK*&XU31e)68g@3veAK)+mZXH23yQn^yDP0iPnqa&De| z9@bVc&ope+PJpy#%JUxo@7N_mf^WE`nviwi`RkLGO>#OH80`o2hi^e99ym9DTp4>s z((bI5hYjV!ik^YfN9-fAsuqe)e-3h=QMo z4kP2k{MPZVH$sP=r_{zvTC3Yp&!5(NI)ql%Q22O&oPR?Rd+MmNmP5h7-w*TNKW#j? zXV5R)(oA`9q>3epf37uv?UutQ!xnI{rnvLqJn_~@Bn}HqC4FK%!f*B}Bll&Q%G+3M zSSU&MW*PX{ivL3w3{L7tIDMpDIvqT{+(i}^_5y1em})r_m}rCBR7qmTNMz5crru1) zTz2A|!2a8A7R-~Fo+n(fm97il-4FgEC=b&#>Z8OzCtUcmU6q>r7fuc}nn96PGigzD0v{Bk#;STIY3RxM zsl^kbQ}riZW06;QH0&YlK}m=+&y<@82UUl%A@THrcsHvHNsmSa1gRm8>q{ zRW?4Zw#*U~)-Jbcl;BK#p9A0MbE{_yufu36c-FD>D1t!E{uQ>JoHy6IprC357F$)8 zU?wd{>i9}Y%IRfMZYk1bSpxO|4FOPAmgM)47&JS%7GjrV9}apGq>ef@^(d!Teaol$ z?tRi_dg5jLZrDpE(1<-Dsd4_#-)~k#;y0pOiqZ4$1`i3hLG~eHE)zQr&QC=c-ieTJ z(TywBnOZ!)5INXF{_zm>*0`^%{Z7MrMzbSX8&usG9H9GYi(gn+;I;gx4}hn+0ekT3 z_rjZo_ZA`rIL6RrS3OeCC{lw8A2msL9X}Y%9Lms-N_b{hoztX|r4Tu<8~SCjAA2wr z58O}3^Jv9wC}kjOCsNd&DRmSg^e31Y=w>nsbn-QQYOv?^vvlmes@4tPgxRNgo@Yx7 z4+K}ho0cj>ENjm8CezG0l|yh>^V)(-6~d0+`qz^Eme}P;VR4l5Z5z#Gj|9s_VSqAG z)u+E9zv~P#dwfjdVCYgkEKD5*BI;>P=0s|SE=5+-!={%xYJL*D|IV9d zxty0-76X5;E{op$_(~Ym?1Y65zYagNNSEzSL~5aQav&57$!>X7YIo+a;UJCCB7VXm zPOCWQ{h$u!5GMlGe3tm@^_MN7BK}NzA*bFYI-NB7UmyH+(WD$}DNMXD1UuN$Efp#M z?W#W6mjZ!60*pqjZnJUUFP~eGY&62O!}?<$~_T57h#|FR4voIxlW17t3WC@T~E@6s||@ zzYsu&Ju~!p$|U6J;l8j=^pg0aIrn6Puc-C0 zeXnhSXN#Ew4|1ed=5%eS$#D_I=`c7$zL%@WL4hpCd{c(UYw_7UEA!!fRulesfzsgn z6fs4vdB>Alft5)@bP7yBp(@)YBcVqT^{ZGN+ifSXi9CTOfLiuQi%wnE!};Z{EYfGf z>W)zhN>=*k-@xsm@{d3*sw8@htxx33c}ZN4HiFuvMsZ)<_#NNbw=0|)J9Nj!6C66H zSh7!g2j2V}CzCcB*Ck(tTlPMkpv&(Z*yX;LAVmQQ2D2CKvP=kyW{ih~iM^p?j-Y>Ni?)#VG%^c* zsrwvA%dVV(ro#}Dxw+c-!-v3vmgpSzLsUeu&bT=|cGygQC8w5ynVNr+o!m`O%+=8C z$kn&hu_7;b@OP$}hh8}{j|9>!cG!F+quL)wh{xIt=*k3+{Lvw5US3 z$b`*nGwvG++8tZ%R7tNhO{#dSkfx4oc%IHtH+Aqkj*KeP=pCYRO@8b+lsm+Txt=Y# zxV&FLWSZCfXsXot6(!>4@40_%7a6QUg+CtQdf?r=9{Bd-Lq;5*mDL#$!*#Ug0NtFo zbh=qKu>hNXUUItPg<;)>6(k>udPn>;gvNa*g<_Y0<|JrNT~B~|V|%X1y8U28wtV_(^#a~YVtp;Wcr-21a8a(ok-5JwsmZeH6lu<>?#dcg=0v$kj!UHLedCR_ z`7CIiJ(wQXXUMph{jT!ln92@n$JkE(lIuEz4+Vdg+O?0o zqDwt8!w>|eEqTc!KNp!rs4!LHQbJ8SK&&Slt?WwxBKyA~uvG#=(C0sXk;Q?H<6vfw znw;?0c|-~`e+)SA!_0x!sn#G*Rr1rhw#k%^dGnQ1R;HFWF{gq)c4p8N)@!|Qowr%C zsESl?ChvVAFKQNTZ~!Hj*o$Jm!duvc?TbD5Rn?;uoOlrSMS3`%O33_si0t2$4#EOQ z`c?$&^bNS!6woq6J3s5M@lAcRFWm80qualW-{Y>!4?j4fl#Uk8uqa5X1}0V5W=upT4fka9 zYlXiilX{!(8*$}tibL#-BLFfm2u4GnKyvzt>KlRTOz6S2tme0L&1EM4D+jpLVB~eP ziz1HwO}{e>h*x(VVvE=OqAN?O1g9>Sl^2TLlP6K~cYpq0);v(u=POetD%693H!1uP^c)np2i+BL|iX zXIz99WfmF;`o=i`QqnT$dQfy7k9AaO$ zQ7`8Ye*p%M()(zOm?T8Avk7Is|H*zMduy@e`SeM~sfLGJha0j_5`iMGRmysOE+eJr zFTh~>{b$yrS6Puivebm4ZP50`Ry0rMoY{N9HdvC8@+gLs0C9}GykgnZRn#oGg_<7w zC6o4xa_Tu0e7#&Cz)LWIC?sTh)7?;txmyplAj>N;5~7>N#Mf6)7FdUU5{y(7I+XV) z(N2!OByq(n$y!=_`sAxi+bE+MAI;`3rR4)MSxg;SjLSVe!m+Yv0UIE1zB4vufM+aI z!JQ#PcXF?P83}>_Ru1JGY>4reQJN@ep|Bs2FSD8lkbe7>SL20^HQJuqBTQ*tZTgb> zxb@MO`A4V2kG28SsDMY8ffCL&Btj@oO?J-EUuwAlk}8>;Vt|^yJs(3S-**O_6k*I{ zDAKGCQhz5%r6x0NhBI&Mw&^t`XP-*s4tPRmN&vPnzLz|mSCDH(2yc<|!!>{AUUq66 zQWokyx~q=& zIo#bkf&SjXP4k#UIsmL`DWWeKU*rW9;s;z#BGYGG7I+|;Rq%`%#v%!3rp z4LUAU?#qFd5YZbGg&+Ws52io4UzG&Zv$j*+CspP31AE4WvIlyx0YGdh7C{fOb3rzK z3eaoz!n-Zaa+~$vTJ4XHAJrSTwevo%$!Y^uQvKK=cedox7va1e43X#&TSj0np=%jo=^qIG?V`ok1G+E}Q=2nfgXxkUxK{4_VLg!;)q&3f;c zsKkh5Kt;Yc2p#Dp9Wb2g-PQ-jjtaUYua438Yra)v{iZKdf25U7Y^#I7a1( zQL``>95AjzM-ej7l(X-Z3WNeD*h3Wds`Af0c@dOU0 zH!~bm%p)X9!U+Q~K*{Ry!YjW!_?_YF93|d?5MQU#Sbcup$@;3j&PRK7VvOz!B`6Cb zj$gjb+!hs;7zkB^$|%+p+J%dXGg^kDD6gSpx6i=MehU7Pf--uscYrt^LlV%PMiS0E zIz18N9vsMuq)#=rwm1LU(Jm=AxfBEbhor04ZVgOOex$AMgMKJrX;*r{SR>mT64YGS zoP1YKk_~SEKr~LeAc1~Zd@;T+6Czgd*>G@>jSb*sNPjm|t8iy0ZAZCKiJYxGQ?B~`=~c1GJG@usIr(XW;vzeT>#1-hlD;Y{iyA& zt7A0Lni6|rJ3lez=_oFE&+A9py@D(to5!s3nP^@R+j09dcpxyWCFi{T`Q<~2?_cJd zUiUu~UnpN|s~mS2`AyN@@OsMSOl1-P1<)@=MG}>ryE7Q$(*RCd zl%nI~QV!cGLUiiMElv$`-9i8YZ~a}-ESyL_Rd^Rx4gFkHrx_|O5t~k`Cj(l za&PaA^BN5nMm!xIc$u@`Bun2s!I?VaGW%k2oiBSmk~fYEvGKf5a&Nd$=dw3vst+o7 z&s>6)t)|uH)UE&m)II3+j$+A%vQ;^kC^ZLhTqHX96XhM z9Adv%&i)vN>N)qKVtOwZGYsgIH3=Isf7dX#%~a6?C=;{1?a{s1IijlujzuZ?>od6L ztpQBlXb^Ozaje{9jka7pQohRDG?gknqPt_k>Z`F{YG4koxdXS52+Gjo>YHx1$B8~@|iX7V1egSc;dC7^|+$fD??P3~E?XBlS=U!ryhv_bmy0Oz+{YRGQamv4> zIFZJO+1t`R+Z5nu2Eb5(- zHIq^cj#&#RhB1hv$se7T!3N$aC(O>7HCbatJuIR|$uhx>v={ePK&si#j-U3~3AAL% zg<4B|25D>%SuP`Ly;zW!J4V2=6N36(_3gS#qs7aG=kqg5+XGrY`laeC21zz1T$X9y zMB6gXWdb8=vTXr;yz3x3NrS!EXt}QMa`jzKH3za22X&o8Uk^{1s5CsRf*)juz?_f(SmZi$$^?=_H$WGE4=~H9PgK zl%tn;)DzO%zQGFWAP(J*ONAaT1GD}8uv1fa?7@_|` zX*mA7!TUwtk2(MO`e{$BRFh}CnfV82vzCP_DnqGv&WoI<$pa1nqq2_xK%Y1rTIomF zFl~ym8cS_ynGMSv@lpbDPlr3F1y_SX9(s}qh9Y3YLD%O7>H9YlTtF5-LAwSXp*BaB z8fuA9$`T(D&hxq2gQw?t&GC{64%Ct{@~eB*@^RlMV5n@}vof11W+se;sx7ZXggH?% zLBh3I_-Db+N{q22C#EGxw7x0WroAr=kj<2UZN*SAysHF~`5cXdx{*IGzDVgi85T7XLs`xaEHI4XpEp|Bu)R)9KpW9#Yk9}|PJy8!~)j4?W`TSM) zvw&$m6c7l?AnMczR$}*Y;QNV30I(=#b%N?KzHEXgE8TJ~Fq@TK;JVr0TUO5b`pvBzkiTv&bw9jq>h%f`4nD zc)pjH6zVj`SH>0bxh;}b^^|QZF>+=4pj7pH#2%OCio?~l%{o1dP9vf|sk=5ouf{7& zkk*yhBb@+_OU_EV9K*e*ruuj0fxa=H5N^eJ>|?-c0<<*gI}h{Sf&5rZwutyl`TRh3 z`%$jcyCFUk5o13P6Rrj_U!P~K4{XsK7XAjUl;WWJ)SR&So>V^FSyXIv@6b%Qma;nI z0>c_0fr?w_bnj>qN+2NVJhXJ_&JSS5fGrI3T`I9l1Wh)w)sq@#I`mnL8Au>Y}54Y-=+c;ujNnI4dnE!%?QpyZLE zZLg(n*&?MrZ zEa&$i^Y>%J7=#}e_g3Zf@@d^;XZ{DFlz8>ueRF9ox~yIXo+TNPypcv%0#mb_bE>ci zP_Ut&R6Zd9XT&kQNF9nDAGEZwdMW2gt1T?@61fg;t1G5}$hJ&U12Q1dhAmS@D{md~ ziV3MMke5arFFXL5pzZcB1}w^w-o87rF*yF}*x~_5F0$l9u>aU4#W$`Eo+{ZbRvod9 z)C5V*mqE93Wfs`7<~%6-szJ{vt#3XJ*uYu&7Ha;DH<@k93%#qw=(teL@(WBlk;S^p z4@>?c@gJa_j}}Y|MM=<8h(8h+u(AEfB)x-#Ieg|9Ee---QxI4EuZu+Q*?{DpvkA02 zcbYi-y09bvcvkMAyg@CPk>ju3mr|m_N&fQ(i^FMSx;noZWdwmxxa@S2 zNQ2lmRPw+hKXiH>>|rF{P7Wp_A99hS)j7X7MNLC-#CCQqaug%`gf~Vd}J{P?| zefF5kC~V%*!jt~C#z_l9+)Zf(?~s}x0`-bPOpJE_n0hOs1B-CM#x`%-HCe>X(D62} zT!Ue(Na6=853z495vbH|4{c1+4LxbxCr?+2Pf^niYm`blHhsUk-lJTW&4^&%#75e` zt(Vk;tOjKeWVgh~=sNF647>EXek@j3IO1*^4(hOvlxMZq9q+sICy{n@rq*GMprEB* zRV8L!e#(FnBCWK4YHT5B2&=$DfUp|C+kZq|c)ebINSIK}C-b|NHU$4REGxTL>yF@m zW$&6)zQ2o>@kD$FRX+EKE+cl`m8V)^(M|q9ng~M3X|XML8Mz`#?k`T?>OS5&Vy^0S z$ES)QCpQWG-BQKNtN#DuZyfI*hz;-~v&R;X8HJ+i*OgbYOA`J&<8oGxo$D+XuHp$_ zwEBa_ zPoyfPb#UwA^Y5W0a3zpBM35>NpTP#BAhD*$GXL;K~GuU&1eNdP30Fcz+sW5dh3 zAV0JRpc+!6B+v}R=gg|GI;g5sBxVr3$4Ok-#(aB_G-_!tA0p`vxwaW;-|}^OQPpp* z(|r`nhgRipg6LRlX>PQI>>ZCdk6AHn&$8AEFoqb$9+73$yhBWZ=P&x3;2 z;Sa;-_GjF4Z3=wp6?@Nm9JPUMefJoL&|j$Zl{KG%bBvOi=!A!cwb3v<=9E&**aiVb z!0EO%S+<|sX#ukt@h0nXTvy|+^|@@$c#=ao^&IjSe~{W$@~TRtR8vTrT|BM0u0aFK zbxqfyrN)fNM8J7Zn8^5r;kapsI%H_oCIfMRxi6ium&_mh=O)LBLh|QX)TBQY zV3Hdyn3TH?1nHkk}^H{Wpo>m)>d#)gBUW?o55qVC}5xO+YgT zpBcPB(5WThHV= zLJOIy+OBGt{az&VrecDlrR1K=7BrD@YBD&_jI~o4WzSDWmS{&ZGnP|I9-$Gt^CYrx zlV9_8o>aA?a^WXRtBWNR&p7<6wjV`-e*k^Ic?*_vnzbBo!yCkkM=D20{HpUNzx08WZ7 z!LIZqYA0ZL%4VnRi%IPP8D4*`=Qp$TFGtRZsy4Vo=_aG$FfYnPzWVBr(@tx7!*rF~ zTKqiP#Q7mGnUusJ6uc4@yBInugkn||fsS0h(m;0hBi#2TZklYk3 ziB(gSvGcZ##;J|w-*xpTc-m~j|G&I1<>005h<*?k`!q-(1$svj#o{CI>Hl|9TH5-6UiO!OZL~`g6 zQFM;{^g!d>1$Ob&n(nvem~gH{YSERh=56x#m#Jqs8Q{PStYDv390f#66 z725rZ^%EzDR9+JH-}|1+i1Tv7O#RfCO@Gah6m8<#bm;J+9dpznBs8SHR4-s$5p56Y z01ny>xm3|xC8}FdNzNM6san3yZAs*ynlaYDaE$Fn63t@QUxSRd&cV`l={593HY6#1 zfL*E*bWBEhvJ#Xgv2Ybut}DP2*EvRZQhXl#s;dXh%9d4l+X{w9x(F7q zGl=Rhk*`Hc(5*ra_a+)nV z*Vk<&^3AEvEn}%JN6XvMTZy;w62;AXPD_nw*53ckBSh2nej5R)p?qLYLvIJ-#)b3? z0bCiNt=zG$FDoBxUhT#4Wz5+sAG|D%L!XF0#-yS?($A44lEWu3=Eknd6c|>+nOXH2 zgLtuLB0B%Fb;J+#8KB6(=q4p!1l@MyBQr~zUpXYxu67hmFNUZc!wE$8-zA@y-6%Jk zcN*VDJ#pLZ^w5@gm%eQbJ>jAc$$xr_mW}P5bkN3E>=sFnBx#&25DVf8o8BR3277S7 zXtjmCy@7Re*aj#hlh6XgBTp!RGa&dcVN~b671;SJv)7Ff=k{M_6vV})Hvyx6+)9*+ zhg8O0i2^nWY-p296f1s{3qb(S0PKgERs$*-R%sRy&erTej&ctQ)7!M9V;}G&)J<+Q zKUURdZ0KUh8Qi!!-c~V?PFNWEJiT^K{6=T(_U69dl}6xe@jDZ zDg_Ea?C$`PD*N+`@EJo^bvBZOxP7;UmxC9mf8Om2Z}&yN-X_j?;~<;+b#Xwc7`3Wt zboSFtZbzH7v0Q5>x5s*frudHo8S5Lu%;fI5q|`pa?r;hmSmWzK^WTGD!43M4@@Do` zZ>w4KCG#TnC5`mJXQp}geRD2r3g!UQ0|%d3=p^?YUzDDBY5jfrAt zt^H#`fk$gvqw8&vLl8K(y@cO>qo1jBT#ocWzd;#RIaUnV-PNE!;D*1Q;Llc)FIjeU zTS3zJr+xI_q#@&$cN+c}_Uw3i=VRy(zbKNMdemyhTlit8uE8^1Wk3^%K)TnzcC?Zn|TC4!|pvY?j-XXfRW=5y}O!@p;}) z!viNIgFiL}7Rc@|(Eb;IKAE%MnrFHDM(yylW@z@(i z!o?%hyVmX_9oU--@%s3m%LG3qKbw&_(FdQ$LbVd7K7!+XVi*_+iuf z*5lTLsp$LExAcAJ_4j)E>3*i=^D5@C22-#4m0MTS0eF0KMl<7#`13d&G~#E&1?|--zE(t^!bl_ zo6x%RMVsKiurRO%z=--n?c+Ij{_D$_s07GqoS-@1;2XWrPd{J)XsQ3z%%|oU{50xG zoOM(u?YLwac?sY5F}2T@p6`XwUMf*Ka*eJ;c>}YJC;hf)KSpGY(%njvJ>C;iAeRTG zpzEVt-cEVa!AaA(Bl=vcEZpIoxzZ0mFdsg9_DN3o3~YdM35+s+;bxd0<$M*s!2OdB z60#oiQ1HQ+S9~l?H;jckdhh7T>;C~$K&-!9a@LvZ<5)@(J$Me z=xsm-0zOckRM1?n>s}6&ZCx-7NGk?n3t$IkIrmn?#sN}DrplOR%>Z=wBTN)%Cuj$( z>7FZBdDd2eb_(EtZ&?9)-*&7F_?uUEa_8n)_<5iYdZ8cspqE-hNOzu>Kz(nFb_ZU2 z{}g%ewx=JCu`ZUSSG|W>N-ct2?nrI+?)NKqZT|xgS;naP{|5Jm*tK+F0$0X_!gTmH zY{OemP2vXH)Ku}3K3dkm0z^OrEckmaaIiQ3@Mk`ixw(OD@CPjL^9P=8!t`4YSb3J; zA~Pkq&o1*1oL(+9nvMvmt6O4_$q zad+6MH{SN(B4%(5tS$W%{rceueXWkCFCWAxPmXaWBD2PX2=8Cb<(t%O%%5D~1@8FM zSlwfH5n1ehf6&z&K%lcJ{JCKbCP=1dXL$_x+o6bj$tS0lM^?(`p#&tSL#Kcnpkarw z`ESYUM_mDcV6XxWnorfL5k!MvA;X3V7XLnMC~+diiWV6%xTtX>$BrI9f($8gB*~H{ z5lFCuD;CR^E?>fQN$ZxO3ny>l%&BuH&z>i%-PGaFpU;v7iyBpkv>}X7OVOlRda>FH zpF=f%QW#O{#A@{X`SCcg;6Z{_Ax>nFU~9vpTrDO5dXd3^06nnyqt~N{jT9w7cmN?7 z#Eil-upq{gVzG(FCP+YzESbdL4^l@7}gO01qxaI0y?AV)LfJ;lhE21R5GVC>`P1w;{(`&#rwtcbzF$ z#tbihX3g&A&!bP@k?PH>>Km?*`~RNd3a8fP`;2d%AkPH|hU(y7MQJG29UA0-bgH^3C&?g3+`5<~>Hpt(6Z^9X8NfLm8ODf{w`4V|H$=Ro$e}Y6|d;aJUr-btz zid3RIEy|UfIxRpzE(xZ!kXslr@TF7-`jd-81c_-@Pwbuds6_$bg;w)S~P$F9NaYu zIdS9=;s-c@0$PoR<>=axxh__Mv4+w76_V68E19pF`7?@NK%xfhk+p?;ZIij>fI*e# zUL6~9z;02fHIBP-a1BW+iW>Vu4)Em<7Wfw|V>a+wUoNgi2h#-dZVTg>PGd-XrIV85c7KSt;AKb|L3^?2{6cbQeTN?%@ zyik2=SYyAXY=Ci1+}Bi2FaZadcBH9B54|fUg=d*h5t|5w4!HdD<3xAed*gq1-KpH& zH~s$u5G3`v3E|=tKlB`sCkedC0u{xRwFreM7x{#}dSW?x5yUHm>dpYs<2a092n$lc zgg-Em0?XW>L`VWbi&|KM92~|qp*c~BPBcSgAYufTVN%hImV(0!1y_h+0%vA~Bqe<- zYqIe`^~(84 zD5zczuJ|n|o=aR@!vF@nb}rTo08=30V)<6klw8zomPQOZ1V3EtBB)Hiz>Hua%7x{>Jw6NqR&z7 zho1zrnERUQJ~AS*V@l0VJ9{!QOV$MhSm=Rfl3_$@3C5KyatuOQM4Vy{$5}v<%nvz< z8OvNxdm{~|1)7KgWA2r&CH25yfkRBdhK~aSfaynIT2F$&AS0S09|Ft%&{v1({2!Wsdr)H)fqw)HgQVw!MTNSVP1CNSR%?6*h&Qto2!HpCq7aEOUg z4s0>E6!C3CC|g-|&9piiTbsM;qdqa}wsYHg&STY-+G_T6w4^ny9RF)zI1QH~35(Ng z)6-zD#ujuDUW!#e5<#p~N4@lssXZg~l|pf+w%RFfM+AT&8{|MkxY8kvm=xU?S1~w| zsc!6CbS1!o_gqY@-d}S}((yu+un;BY2aY2?mWIS~UL;F=+e&Bq>$tZt`y$IkOm{yR6`_@_29a&JQ_>AT-hjz?lCh)C$Z6NzRj;imOGg62xKw#$w z+1fF-MTSzrikM~3b?!5Q9;uzDp6tmBxzGgoVgt%7dN#yt^rImiW63b4?x4BW=nsky_9h7mda_Ximai{VNq?_*G3hyuJKpq0xLY?ND*;J z@Mu6~4;$kSq;OPy!e;oCT1{Iicu8P@APMp@&P6!@#VK+Cm5o3*skxSn(f=(O8Jqju zHy4gzL<(Nn>=Fe%4s1%nhnW%J00$gc`qGbnbPhz;eC_LZ!7Ph5Tf0lz5;w2}lpxxM z@9p7RAA33?L z8m$fSC!o(L)~97mg>uG>hxE>cd|03367v+8UgfQ}`TxylK76d90io-^ z*q7V?^DL!$s6{erK)o6?l?C?wj}G|30p?NfNyP2tUfA)P0z%+O9G^!_-SFt#0GxcdlX-r!P(-N#{>o(lQ{@O0LVp@ph)0X+)?A9t(Qk_gzVg zq}vQK9*~)rkqu!==^*A|3+08>`z<075}H8N2NEJc*}&JAh5rPrF+>6QRuqoJ0Z7({ z!673B++_{iLIB*KzyJc$(uw540fHDA(n(N(q5eD|8S3I8so+JNp?cJz2KJ&!)W<6F zM9V2omhqMoF2sWER@}V>rvM*U4dXFFBSZAxLZFJS{2^^%mlZY3V^9|%k{6a3A~7MN z5Jut+a!HMKALm6PdQBn%EP#JhqIAUJMu6g~SqB4PS*0*Qmo;BWSREMQ7XlD~fEeR; zWZ@RlQY`wxv+W{7)Z#6=Q7%qoMq0`>dIaPcP&GOVN4_1$z1bTMq%R6vS9s9gDUJt~ zkEp2(1jG#VP(Z!S+pdV;3<8O)dxc`U+tRs2}00S`L>Qy2I`I~?2 zV|RoTt+h!SWSG7oBthC#yh!9*G~_D|1w_u`Q)FNORis6pLMmXSMouI$dISt~N}RYQ z2Z^LkTwwH-r8WMa)`5gaPQ^-Y5cOdoNIb-aaKH@wVHS-*1Tbb}GUf!#K>6idNr{&s z3WrbHAp8mCB3eKTx!)pkfF6hmfpq01RuPhkqca zmJ!544%*5@NoFfpUa>St2%W3@36&0tlog9w?klrI}pa zgI2@=Rt#A7W`;6ZLYx4ab!Y>MVTkUcjc&xG04RFc=_IjeNXV!}eAO|6%-hK5LsZ~B zsi=VT9Xi=c&HxN{ODXq{fu`sA-bKm%IxSs_RH(%9nPS+yESw zL1&%8$)aq^s_e?@53@S!vqGR5rX;m~ zWaA(oG4kahU28~8tMdV7p3ck8?*BwY6aZ9|1YHoCi%vv(9;T7ntNFbOL_ONRVkWrw z>y%zVGO??!d_WFv(M?Dln9S<7Nd%WdA=wH<&Q{Z}!r}pnk-+iUl>wY);i}pyU@fj} z-s)}2rh?1D>@L3AR52hr$N2StEdLOIo$~O%#l* z5!<${AB?3cGDJxK- zJH?sOmc;i`M2tGBoM9&(p8rRtFbI?x?7o>M)#a9|5t@49K`?l#MX|0B&w!Z%&NV-p54+B@OFx@YQ#cPBHXGC!1dRgdW11PZ*V4S^^)+( zW`f^lFByJsiCV7kN$!jeWAp;5R4LNKnuOwh#2oTsseD3QmSmT9YoaRXpl;|(V#NLW zum6IcdEV~`%s>DOFmJFfdO6vJw5#}>-gXqgGdXBma2RQlPY4qX1y``}nuHQM)A623 zbYj_-t)h2^siyoRoPt3nlrRaOF!rYK7_M+&THp)&gyynS;a&%@Nw6?_99V=aA?rkZ zuyDzwZ%I5v(N;rqEdS*qy(V$l-zMANOXcVUKrz2+nvxQ*zb;(}XjqOyfIQBomRZsP zz(B7y$jIsxnmXhut!YtQnHCHxf!O8>Xn_`-#d8F6b?_JQuD}T-b46%@2QNf0J2QtW zfgRs5_2%)*?lIZna77#{8b-1Lee;!??^U@?=Zf!6c;dIttk0eYxehPKjB|^A5&WoJ z1D7q?7Qn_7W?f)Gy^dW>P7XwNIwx8&YVD#>A^AZZw)mq!_CQ8RxQrzE>&!XS+;< z+*THpX@RGx^h`q;Oy`0JpMXe9L^w5qQq;6cdoWDPFaY87Ph)mwOF~c!b<9R`&z8zj z)6-K+Aoh7I-Brg_`<_*ls~4Bb`qn5QhoIWBCPvt^Jh$nCAZ-9Zrg@37ZD`t(z~fP7 zvH4gjefeKNvS#y1Rz_fD!cvfhup&jjBAWi2SC^tNU-0stfTzSXL*xRPFhF82#A4@H zGgbuw#Q$`6JGM*Y4o#EZYTdlH z%|;|OlnZz>UiE37ha~Gni~Q`L$+HI~_TMC2~pNVxM`tYWE8M1Mudiq3i5 zzT_oQOK_|Cl%O@Cwen=?W4zur>D)OI=DBktg^HW;yc{x40DDY-NsLR%j5p&67-L}v zvrY53NFQ?}fI7ikHl}N~rf>Sz_3=9oX3f%;C`5&P~LtFjIeJh&hts-oBP4*hnx7ksQSg)qQu9zYvEE_FX7#plPrbIeM! zv`xqKV7qsGzbV5G~i7ju=IbH0g2RNr(&mJY;}iqe_!6Vfyn2Lng)*0zp>$BydGe znF$J(M6eUhCy+nU1QjZj0fPk$1_%%kVZ?+96u4UG>Xj=6trIwug+LPl1A%Fl0=_+<;M?B1O((FM5@%M+ro<(H+K9Oq68(GBvrP28FS{#mr6ys z02y>>(W6P{T=7Y$4x6Pf#$+AwlhejKl_o{~`1EUnMhmly==$|1hX1&ECQj-UE@`3# zmml?sSYS%s5u;WgP*nhg5FE6I{Th}mhY$l`ph<(6sqE>ZbpYPWmmWF!fOQ}w-0^5_gb_v-S&+d79ej`xNjUS2zzQwAP&eRCS`EW$)T@xUxQZ)@ zBG5D(EjPwgYv>^YV$+R)H0T*FuEW}D%AgaKLtwf7mipvH3=^sjt*EerpscLMT9Pa@ zwlVHQh?)~pA{gB3tFONTJIyD%4oXfUn(lka#>CQCVLvL>ToW<_5mfNOIO9xk!q3>e z6VE&o(y=3(>bvkKAw!gjr=OzaGp-=Qac<>Jv9Uf(7-8yDMQ7`NauZHD zm2HrbI*ol6+TfxbX|I+p9CW}G3H>P0hZJoLThTmh%uk5Ig=_^%{joJ8U_G@csnT|0 z3(AK+GIoIlcr2(qG)UQolqg6^CIkVlL!bZ#T#fbs1Y(_)R{9n;D9v1BW8l7F2~sPK z^MVC4+K@$-?2=_oX0X}LKFgP&0~!_?=9o=NBhr(6ySC;E8I35ZkaAAw+^2$uY-pSP zvDP7NMI%hObua2vv5N?JDK?F3bT?{=il!3kRj<1a2LB)d1i4ti7Q)h|S|PGpKYoD( za@WD?qS-$j*(T_2nf0zvvSd$QmJyW~aKM2Rw9w#yiT7T7@2w@e*+Qi)+}W^?d~Ww= zx#HE$@s1#Oi1Nak_JeI3-&Ki#aSJm&YmV;ClXV;mq6w~#GS{;`Sw{ezK^PC)i|i8sSQO1|^^0%;zr|iV#`O(m{-<RI12MKvK+$n3N>VbPP%(@;ST_bl=h=6lb z2Kk5~bFxl$9`Kw%{ZfnagU@}2k|4RTCqDPn2ztl^eG9}`$y!#k zo|UYNkf>)8KsZnMV;C<3>s)21(#IVQL+B%BPqcYHyPo8Oq4DWM)CV+B$wa9L_{96X z`I^(1$3JJ9=j0Npz}968ZgF7%0soKc2X^^Temu1)#cn0aMl^x|{4B^d6qJvZ409=NEN8%Q_eie#Kvo+2`a!Yl_G|_YdE0Yi+ zge@>2+uc?`w;Meq4K&nE>_jW5zy7a~c(Pp+Um84uaJI9bWlUn@lG=sdHmXh$XhBxc zh^SJmwf^)kE4!LpSc=uR2{!9mFW`Vd_=6m1@Pi&`pa273n3+O>L8T}wpq`avuo-c# zL`Hm)60^}C`w>ar&@wMTMnsA;zjnHiUpFR%eSZ0&|Qh&}i}m z1W|2%39{d#bk%UVKP$wj|O13JJtL#cm5g0-x@EQpD2jC$_OcfL!k z=e#2OBqlWE4@F~ahyOSnBZPr?L0FQM+9~p~CUFsCO=E6}xEVvVk*D?6Nsbxu&a*_u zcwcqnX;Pb7)de=ls%M@Mm-jQ~tsXez_Ra4E`X3`l2vfCVLkUoso&?gg;${CStr$)@$u2f}~v4 zCK{m~ZIEqSbN}$`A@AMB{w&L1zR+@`$kUg@cGq8@Z%T;u>ABy1)UzJ@cMq}lI>dYM z?f&7oM`1_R-;v$}7P7z|h)9m^7+et_y(>q5NAk`Zwi7b>?!;`wE#)H4pFTlY1|wtA zgaA$;>pn01BJeTx&HE~l^u`MOBv9!3&LVhCKs2u?mTv#-B>)=(1ThCP?&JNG&T(G_JvGXC%h1pyF(4gsd{ z6_HB^LyZO_XA?;(nRE|DHc==TaRrSJ@?ZlEhQ%f@ZAgGdjuHbeh6zN7ar53#h8Xc7 z<}gcoXEE}FFyg5#ur4G{@f5Kr7t@h6Vo???uomkM7u6B0`p+a{kh*kaL`G00=ioYAl{=jepbBEG4R!ckqyYduboys$77BZ3=IF8T}&Yb2|h?!(9KW@_XS zB>x*j0(PJs-O(1~F(er(#O!f8fWw5=qw_$AXbvwY)+;*HkWgrn;(GBKEh`PihQD@+ zCp)Ysagsoqt|BcG-OO#>=1JYqDJYW6_<}-XnzAldK-~Z`CHZh9OR@sru^>=#D`9E; zW~|ME0?y!QB8g5b?Ijo!(p;9pD21Y9T8be`M}9g9+7#=3T5&eOFe2Avu*^n@l(JVW z=>Zu4pH7R@SS=UajWAU0)9kC2l7qnPZId!nD#wyD4Pqqap!C*2G)I#(OOrH5PY%Gc zWjeE=I8Y)eQ8&T{5i7(s&F_5PGI+@5Qan-cn(4Zb(FXVD6C5wEjwu<}WFv+s2>%VJ z4nd0tjiPk=iMBpXwH9;LHdD&>gVRpQ_~MN<$FeI;Q#{9$H02-;PVze$$_hnjfLhQR z7iH1b5&>+7kM`pT9T4M63N()KA#CC};RXMK>f@rL6WdZE(eb@Tkq$4ivgVQ_+^rGx z($n~h=2lBR`fIf|lhw2=J;9SC$rD6P(>&3$Lt&}lZbBjx11;rKE_CuQg@!3C0xcBs z4VR4|i;Wl$V@7mLe*zRV{Kxu?r6TrYIWNsGf9fW^PAE*x)Id$%4C0?SRKVn>)dH+U zw=z6KR7=-jMB(vDvnW4yaVJah*ZQwEbC5-UqbB)tsc;1n;X(^O0ruKU2LFStIMRb9 zp{}O*4ie8aRLny`yRkXn3>%Bj01v|5s!S>aY(hJY)S7JF8g)Zmt3tn29} zlALJdAVX5|3qzk2Aqr~L_-WOeRG>7pQ`HeuGj%-k;5@zbSvzPY&2qldQccY(2lp>k z=@bc}Lm*y)Z3uu(8G}Bb(~!t7Cx%m7owGn;!$8*~Dd%HQO%XWB)l?%wQvC_lR_$M1 zi$epfF%$J#FZDyEl{~4HL=(1w%F;VE=lsO=Q4ml_{IuAREnJ1FQ2#9gKMP}6f)vGs z0$$luULEvQ>yM;ROUmxeQR^bra286fDp3WBWg&LpMv@H}mOR;@ zS~*o{tw&=^)~{65{rWX0{P7@uP;1tUWPfMbWWs7X1!mU_MXAGFn#Lj1jPuI&r`|I_ zmUEIo@l|hyQ<79pc~f3$cFFo{$s$wBZf;smi$kS!X$5g4)xc=S6KNkdaE)g@HHR%& zDkf!uYK_ktM`T_Pw z5=}5@Ria3TP->tPNk=z#ySG?qw{}bOc9qt9^+rqy!g(JN*bFUlk4<=GqfGQuUB~Wi zCA;!{V$3{hw=CUzqJQ<9dM*=pzg*cODdgY~k6I6GGOk@#&Eyi^m(F8$>C3YoP zVcDPzdf1157>I+|ht~jtZ&8O~CR_bidD()3pW=My3wRMLYD)MdU|{ilWqT{PU0hTp zP8evKM!tx*G0^ET*cN;7BO>U_K987<^F#t-fQN-xj{oOa4U#s3+xS_`BQ;=?TP;>} zq!w~}3Ue*@a#LbtuWdgVsPm$iXF!*ReFl)fE`u||WzQIOMk|3%q;>I_lh@;o<9Lok z`G@NmaXUFwnie5=4VfM{{cemksQ8M&s~m;zoBr&6EoqQr&w`UiFXZEO0Yxj#IA1mE zDE@42cSZQZC5KI!nfnlqMH!lVn3Qq1ne}8nZ3P%v`Fp73iAf@twAc30u}E{YotkkNvixvr$@ zhG=lg{;q3AUAHZ!QHdq*6M#pUdAAbfiF$(PoBv>JV_d?YLs~B0SPk@9l==CNMOsa` z*pA|(iCLqbQE(=gQC+!LWJ~F#xt1_iLowqoo_`QXs1Z+Gd{!&P|YE7YXY)8=~x z_(_1Fn~mR?43s;Fnfnef+rP()7z5gA4G}{=`xu8MKYryo%PT3ayV>G;41vYS?1TJp zP(LW5f7N6;^CB?Z@RwzR0d8wpwJbZKbbU&Rwft+7JWb{f+{OW1z=4>+4cx|Ac#nKn zn4IQ9P?=~#k(|3Lw}lGBZ}aKIcoI|0A@m}zA&G$18>S|ioRFGsWul-)X<31r(>{`C zNe!PCRmQ1u$$H$saXiO+*b8=?n*Y@tJ}IV;C87``C#F*hgwvRZu&29of+pf+h!A)~ z`~kRMDyW5gI*b}2fP)R4JSV6c0R-wk8nepaH=!UkD5!cu8*^agT(a4`&9fj2sGz{( z9Ms>pnAevh(zi77{Atv>kbee%$JWB5JPq!r)<5cKSaq7xpu8O;cZ6&~$8dT+57JFB z#h*GY>dl`3N>OD?z6V2;JdH3+tt6H@)iWEwN!{DO9o)km+{u6oczoL-14v3rA6-3o zN67t>X;w8d;g+1qEp|8i^>d~!*yUn58v!utcQXBWU*(S~*F&H(^RYQ8KMoe*bAg~{ z+*eXb3pV-O|2qcAK-@E44~dCo-5}i6vv0j4Qiwj0LS<(ro?&uaUILzZ zG=1(eDAmWfDXq%Y8%&1inUei6;3APni`&#rsy{xfyM5y|{>_)Z<5At{ndx#uY{O6% z>BQRbdIGS8hTaKTd7DDR)tQJmWV4{R8Tq}+QBW8N z-@NJjS?;BHRF6XB4WhbB1MH*rf7x}W$E!H9el+rfLtKPxtt;ozUMNcGG<-f(D1Ps` zT?R0|?(P2Wr=Z-OKJz(()e~*k6rDEzex;n*PmtXYdo@V1BwJ(C*M+4R$Pdz$zKerwr z5C|Mdupj~$XwZDBRxKeK1Oy0vN)yqb#fum-YAoo-U#?Fbb5*qHr=-7=C{N}psbizd zj4RNjSy=5;!W9Lp;e5%nr_Y~2g9;r=w5ZXeNRujE%CxD|r$r^mAd{u4)vH*sdhwEF z>l7|gE(|;XwXE5*XwPcN)kq7{PdkZr^pln++`2#+By4yV4d0|O6*9D$Cayuh5AnWa zfIx>zkBkTEDF2x&Wy+O)S~iX7a4;GzaS4bfxZ>03kuFgyUd_6->({Vj%bvYd>XfXw zb6@>>L##luw1W#DP8xw0w?`8ib(~AMa^V%z_)UWrvC+UZWj<7G(XV0RDNFjPY*{5s zsMrTf|E@7HLGA)8jwVjOzWw|7^XoTiTettLy!nOzaQhW#piylh^&C+!oaCH)wCQDC zUw;9WUQIW>=hA}oG4KgJ<)MTbT~A$T6B?mu6wyfYZ3N$eFvck3j5OA$k!?@p_{4wy z1vr+CK-QSxQKcD0fP=vm8QfkFLZwiXE?wx5Pz0<{VQ`a;=MRXMVWyctkpY%ab{P(| z7F)=zu>V#gCqTr&3PTE{MI$Sq#sC9nYQY!`jr7?_kbnj%=%9o?g`uqFFd9Ac4zPTNkB8RdZBjB+{m>Y^0VI zZb4FVsNg5CnHr);s!s$kK<5b}3Dgz=pzSLVPQ4n`C$0pb@h3#qCamzn z4A<4{vk>d}6%NxjZ1Gaq5~Y(-a|w6XYlwv@u1yBHYHU&@uO{B9m!0=-HECcPA5kU` z75~u+z2b{-oY>}af@(wRJm+z3UTpNyNGDy;!x2O5<8Mkw{Zd4rp?tDW9S4^(YvVfk z*M-u33h$L=!9dx%ULstOyZ*4+Q_V@$Dr~-Zy4Ukgj4_rV0XnNWr>;^5F8JVrGTpSZ zPY+1=;!l|y6mt)9O*T`g`PC3jCtlsuo!&u}Wk(^Vol!&+af=arV2i3@QTA@9v%b6f z8(FUrHIi$v|28-CoN6=f`|rTdX87TXPF!*D$P49oP)Kqrw%5-u6&OPeEnk;R2#9=? z*;VF8lh(a#q58)`OI+Ih1i5L>Sx>%`#JyBQaTox3Cgv25YkWL!XXRQ4prBB5w zmT}y&mOAOpEh}OG?FzD%HYI2UZ5mqd63D|I`fwlt6kv`B*qa0XFo6#wN@d&zn{Sz= zYu7ee9M8v_Oz<_Nnsge{=1OpSE#ZP@gj_m+fnuSbcC$;)nLHLy` zBsYc_;*N);_MM%4vIb7vXJOw2bm4VFiANVyrz z=s}K8U@i@XsSm9*R4|y$WFb%*iIPy0M?t#sl^64)009ZhK^`S*wE5WBF#i}ODNad& zSX>POwsty!Sh8iA$>balqL2@f!y%BAjR{8>9|BPGPWMxxKt`y|`@z64EBIzD$4O3W z$&z@qEGO`EITT#Z#(JX)=0@O_k?BYi0bQ%eF_FncqcCQIXdvGX3se!m4CGEQ%idsW zf=}w93juEYi(hD>&Wc(zP_`+8MuqqUjczoZ7bP4#Gx)A0@zN)Yyh!R!`Y+Y7W+dKG zjd;*j5*WnoFz6#=M5GfE`NSwPrCi%XSHPHQI87H zqaWo$5urBKz>Tyg&6`aU<9SlJt%xTnRZKz{vrm+Wr=LJkjTi+}6aVRy@u2u*Tc8Xo zk%#`vN;u&w0veJ+zSJa|T}`ZFS95@jax_O)eF8`qd$a`_C9H@{jy&(zNEFpec@1eL zS_t5WRBe%q$)p@->8ewURK!vp(Si18Bv_=PD<%sKtP`n6y@!!7~-~MW}x%stLB8B2k*{~C(gdK>9)}xdwvXm+NOclHQ zFkQS7sk~s)UV8`fS=Rzdu=X7+bsDPMfmrq;8w;?CSL~Dh`v3RE9tALqku~6;6gW20 z0SaPHggKWkWrS$hE>H?kzVCLgOQl6a0ffA|dgioD$I(L3hSy80ys0#uRwuuX<)M1(!|8%M5TVP zomZ_`2*_Xx8vTKs=Uiu21L~_Uft*P-a$Tr|DXnrT2{SgB+Q{g|sZnIK`Zk0HdmSuR za2iVyDYofT)ay4AmIhge&C``bZsHLQyu>sj-c&i`6H9=HXC>z80QHqf0Q%v7Be zVE?4h{$Pg7h+Mt`$b>*lUhuMg(iR!+gm>9K7|!BjKZw9-AU=youjsVyid!5|8U2CA z&5c}**ZSfxIx$h+9UGlUr^l~C487}3%%NzJrm4jUzb|M)?YXMLL%|nO>GyCsDO`70 z4%3|CXG6EJ3FJsmdVw;&agKY`y4nQZ~y>H4>54_-I!}M}Ho!sc&s^SJ8 zqZ$L{#=(h*g!sbbqm(kpKY2N^;i{1(>&35OqW@LR(vF~A;nDBLIasv^(v}lM8TGwl zOP|oh_}bgvVXxM>?sw1o-t*oEQc!##Z;v0x{{-^1DVV(#+4Axgq|lheh@!)15D#HK zdnY(K2|?%-N__?*eHx{~&f9693A#CszF(AqMf~==Unvmyz!ZE>|N8#`_`-jGe(?Nw zJr9RTtzk`@g>Pv?dc|ZuL{?OU1xhH_ZA@W1X!I+yhZ9uuCycQcC6Q?r0RWiRX{<+W z`WJ#C*c0*R1NL`go{2wh9^M|HL-&dBohs& zcCccO;5d);2o>ANjlAcLi&u|j!T*29=YQ8TgGE7r>bMi zkxp@s_^5mO7>g3AAoA!K4TKlS_!8)dS}=f$K!%Y)VKS%TCUA&X)<_TsaF7`plQQWN z6j_lzaFH{)6z%2`U#Lg|nL%e`i0?5SsYo*zwqri5NYrLLJ=xKs9=u zmxu9ad3hWe)0Kc}l~~D*TFHljITWGz6QkHTKY0-Z*hRBNH84|@c{Eq=_!74=EZK7_ zJr^q!w?YCjeMdJxUAAzCdHFxgaUx*%6Ph`G z+0z_D0t3wvFnFSR_v1bdCo8VGoEfQ_zKD~|`4h1D60$iI%Ljep@sNkneCMNVhJj5$ zksz|;Ged$ia-%P*_bZmBMvxYr?n#e#Xan*&pY&Ou_9>q}z?xk7o*3be#TbK{RYA4s zj4uIX1(AK;Sr7?ejb-N(em5jCG%RlMEB7;d1A}+3gC}W%Y1+x39x8(Id7mPBpZN)$ zAKD)B*dQGlpcfI6hDM+WwjGN2No`jU?WLW5r=et_GX+-w8H%0~;uh|6Hv<8cCwinH z`T;#KqD)GkCAyX0i2tPB@s&LpqXaRaNf8h-Ij%JaKL1 z#Q-oM9Sl%*Fxg=9F-lFDVKXCn!5Xep7=JlHtW9dHhMBClWQ^7H9^8|I{-BOr@;%wQ zI-}8RAp@S`y8o~Isu2({0_AG1BZ{uAiKqTaQZeYF@mf7$G*B0TslAk-HmXz=VyOLk zvHkk50V}ZgNwE7Fr#Uu|ClQoL)(Bjh81;Iow3<`WVT3JmPz4YZREe=PtEn2xu_EfR zcdDs^su6~Gt<%wL$SQp>(OF`-l10j>7F)AS8>}~rv-YX8L(8*Yi2&k(b6+R44GKb( zbY22?R}A^3YV#rmu(b}`v}lW@PYbp5nFBeHuArKjL6Lw6PyiwHBrhwAtA%pfB_E@K zP2L42y~A&2o3@4vtZU1*^69p43#!W66VoRXf6+>CgK3|ccX}5Qt|x7&m#76{rfEcF zD0H}_tN*qD%L1sIx~jXnt2>{l%eV!Lr;qCrzyW|4p-OC*7~NWJQnnVg0~&q@EYK#r zPbg`U_CCN1pryOK%n1P^kOQn6z0#|?u=}xbdax>@pnI{Kz0+$O(JQ7oKS-Eq)mEI_ zRuG>VD-1Aw=EuD5yPO(3z4FVt)w{D)n;h1$tKPe+3)geVJ9N_~Lw?z15egAGdH_22 zz6yMp2N1vW`@k&VwlomCaoV#Ww7sR)V{cg$2{J74KeG7%@Eez>sUwtiv-Oe5 zoXraSuPMOH%zVo!FauMZ01My%2%rGLjHH?d5tYLiZmiAl{Jz}m%=BE(_6*MAeE$LE z>;RwO52T;~G&@SxL>+}2&jt<0^L)<=ZO`F6!48lC)vzU`U;x1it{Jhu2c6Nd3;`36 z0t@}o&fL%!@X*!Z2mAmE6n&&;6(%}dO_bQR8XeOr%+VeV(jYC;`j0Tt=_vVk+BM^ z3WgIvg~ni_IXLtk%bnspj++0?;-Br}d)(thUgQ<0*&dMOO1|Vw-csaCF62fYWM1ZN=H*}x<|Qx!V{Ybd{^r7!0BD}(SkC6` z4d-~C=N2XB6Yv3ap5`B5=PnTt03rDV2_69d04x9i006cGrUHim002?|0XhQ(Ck_uN z4gwDk4-pR(7ZVK{6BHB_6ciL0859Bm6*vnO7z7q3b`~ZS7!_9;9$6g&n;|+SDMO?w zJS!_Iv@1d~Ee2REAFM4u2`)&OFgv?3L<=%1vot`%HAaIrL3lVNZaF-|J3_lWK)F3l zJ3c?5K1!uNEXqDhK|nmqK|@1BFGWQ~Q$;$%MMBd>N>)c4)JIkwNoUDSK-^4BxlJR- zPEb!zPZm*pPEl`xQAVUvCCyVlu2fRfR6E;LO5Rpj<5o&NSZG#RrPNzHKU{+9Tu0hn zH@ROX?qE{zVPfoJMVDhy+haK5V@u*>F->Kw@?}KCW>&6fTP13X+-qRqYc}+2LPKn_ zYiw*$Zf%2ZNAYe--ET+hZ!)ZKFZys-{BUI_bEo@rKm2n`Idrz+bUN~ML3Va_<9j~+ zdq8x2c;oqEus} z#{Q#J<)m3trjw|ssMo4-QmfGAtX}@CTK=qNRIRM4t&!-ki(j#*_pyhhvbxT)j^(pv z|Fd2Gv}6CYY+SX;g0;rNxUm1aWn{a=XuPK7yl(!ybN|0=YQnpI!=>fJc5cM5#Kgn? z#dL7U$lA$^ipr$r%7F38mDkLp|IB#&&6AtZqvOzzf78PJ)1d#;f9KV>{MNSA*UYfk zqPf}G+1c5N+Q9$Xgx%Yo=iHwE+={&2pP1jk^5M>;;=st_o&VyE%;dkU=D+{vlk4c^ z`RKpc>6-TGuD9#H|LdLQ?w9TIo&WNk$Me0-^TYG?rS|r#{`REQ_q*Kp*!}pd;Q6`m z`nCP~wEg?T{`$>R2pmYTpuvL(6DnNDu%W|; z5F<*QNU@^Dix@L%+{m$`$B!UGiX2I@q{)*gQ>t9avZc$HFk{M`NwcQSn>cgo+{v@2 z&!0ep3LQ$csL`WHlPX=xw5ijlP@_tnO0}xht5~yY-O9DA*RNp1iXBU~tl6_@)2dy| zwyoQ@aO29IOSi7wyLj{J-OIPH-@kwZ3m#0ku;Igq6DwZKxUu7#2M{7q7@1^)g_j>| z-pskP=g(ssTs|;)pn?REM-R+gnqX$s30i~9tU$qQ(71E!-p#xB%?1t<5U89$wD1HD z6fB6WAozjju0@}ieqeb?;I9u1Anv=n_wV4ti~n~JiCUipt3{blK!X}E3$`6V;`V-Z zgFn>r=dWd0#$fnd+&)z zO*CChSR@0Ya05w;4Op$Mk+3;9uEV`UCNNuLFzWlKRc(OA$xj?Vxy0Ibw#2%vk^aPtfW zqXwAYGrp0v0}+Tml=W0u3ZJ1OG!na~_mz@sOX2ok5rfC_sS&ar2UCkzLL8=b(o!x>sHo33hwjh;pJU&)R3(tO8naM5_oeJYp>aJgvY9p618R z-lIOlv~3Mo$iv`E>i5jf9PaR|e%v@-UgQq+D=+0U0^|18Uyknm_uz*QRD{k71l*t) z8oEQeQX7Oob7!Z!LypmG0ZuIpchbZLk~N;G0+MB{?~Ag4VwWB`8Lb*mA%i)N8{ zMkwwxr1ZgT38)noqR#*r5T|Ga%>whX00S&Z4O}j%heRlxC@h32 z(opD3`Lg7$Ubsx(Ic|2fas>r4wlPuM&q%GPX7p^7%5s|XoS_rVuz>X{Bw+wK4A=rU zqVa;rWb0HQ8-S>^IR7^_(T+m^%TJ?ph{(cGBNgN{AAnqioC&*8Zj4~AP0Cd&YMO<94#Th1u#XxbL=!GFP_Fr3ZR+`P~);u z-7f(rsAI>9!&0KcrUARl!3oCXr4ziM1xB6D3JMq-lU~W0B+aT;w>r{n4UlPE4Xaqk zN>-0}^`~V`t6JB}R#o{FtSTu$TjxsGx*iKS321?AJZIOw`t`5hvl?IrOW4A4?KXx@ ztYT-PP7XQtv5<|dWG746$R0$6m^E8v9h=$AZZO3urP#i3kH*75*VI@CkQ;=4tuz; zYGCbo(>;Sx&Ox(o*PAyS*%cwGKsTgnTFp>*l=}i0j*JDJjOF|f8_^CJ4qbBtkOdW?83tH8)_Qa45?SVv}dC@YqFe>;E zVIoiX$Qa%*Vu4NWa*s~fEg@})OMK!`D_g!?es+v$O$y<*f(Q*b0jw3RV^U;W&1^;m zF1#&i24|Sp<2JX#7cQ~#+C&YafakHTtOYW>+rI4WvYGoG?Ih>h+SiUTfO8FSR6v^G z^#2Ahk~z%qmYX)=5P>m;up{O9e{mLVjp|9Ccg8FvzP5o zcRR_2dk0?79qB=5@FhZl3uZK(zkc8F-3HHkx>8^VMTouZXHWau+ureh+H_7JUUtf( z_}y4uFCPfLagxva7QBdb+clqN(WAojr%yevTTlJAQo#1u&pz#O?_>qW$b9ogYqW-Z%&>t@7k?VYaw1rSB1M8G_6_ik^%cRDx=yzmP+h^JISV9zV1d8Z?jF>07_Y z2bf|Omy7YGi}LjbQ%HZqXk2<&j-DutAa{YeR)fi?jAKXx&lr#5lZetdd$E`&1IQBw zR0uBEbGqn_@db``NPpI5j=&g<6qt^&wqUdHeC^1AlU9iGIFX=3kM($h)Tk#a2o%Lb z3oiJNX8@2PiHYLqe#d2y=NOD8S$FW)U-qvHPN0BtiH5Pf1_x}haP3RLYA|xIe zYGlBTA_)g1S(3~5iw231d>D!s2!XR84DINSV3uSxS(R85jTc#axJNu-0wj*;6TlG( zKWSxf5R@S~U%B`Of=GN6hLlOElERRKIyiFuwF*%wmAd9#QfHNXxhJhC1z8E0MPOTw zr&%Y}0><(nU&)i?kzaDSjrFCLYuR)Zh?3?gjB&|+7C2}LW|w!#fyO6peL0%P@|Uyc zTd0|ufSH<(#~~g-4gSy%{SZn&GK)eX8hqe_EA|EsX_RqknQw`ZWbTc-6 zq`91WVw$n1n$Rhjthpii!w-<)0y_{JK$4F^!2ng}ZX!974*&UsCFz#HnUYy}bg{+@ z)o_Z_GKLK4O~Dd7p!cnyo1X{!l(Lg^xx7KezaM^hK1CNuJ_(p23NbbcbfE zPz?~;o-pZjGbS$dd7%#Sm-o4$)9C=T;19si590s{1dvcXvXMi9a|7C5WjSAD0FKE> zf4_hW3VNAJDVLk+Uk@6gQOSWRH8_*A| z!x=8H1$t^;7O|MO*@EuYb6BdS?T8CrdZ=F-ref-On*aHJ31+4e+M|&cn#R$lmZ}?X z3a8O2rx}0%b$X|pu?3Kzr(1v#ekv3=qMKMcsDU`6xL~M}fT*vksEeweF}9;TDyc!Z zU_g4QzUmo&xm%jLsT)EA{=f|{&#d-<#AdKkevti+lvf6x#90HVXe8KVkQ8o`}IAsRF=mMGSuSIP-L zn625m3ZW1Qv6`r~`mOucnZyvG;~Jy8Ds=cJbLm>KgR!pcs+xs~R0yyI_4FJRdl;e$ z3EGnp_(~MjL#6A*bJc1EoZzYgiwgvMun4QD3jeE+cImKZil)mLpUr5oKr0v+o3Z+7 zM_Mveov}F>fucqs8q|<;foiSX8ndfFvo-6jH>!}gAg&Ipt9>_X%9(#bJGOoith#l! zXq&cbd$zr`l`3+sh~cakv6D$53Pb>fkBOyLa0gQ>uvJU5vzoA3`+m1jdOG{C2%4r6 zYZ_$RxO`!@Ya6+dOPKw!mtwmZd2tKEvfpGbFh*}wkVwG;Za^~ML4dcY>E7747tYD>Q6t0xXD6bgWDd=|A7OuvST z!K_=WiG~Zr;K3g(yBpZEqItqZd=@FJ!f7i7<-06QdlV|jA$YrUt2(-+Yr!{ss2Qxm z`DReyC#mGKlyaVyVLcyKDp#zDK(e=z;)Lg^XOt8G1#oG+7h5OF{9nc86 zjJ=A`EL{`|&Cm_K&aWKH)c>%#1X0sW;l^h(4b8TI94*I|T*cOm#Ufp!+}y{+&<)-2 z&%+$XqzrfD47V*k)i&|cF|B2{)y@l|TE^?fMe&uD(g6Oz(}%Fp939lUe8t*q)LYEM z+o06n+|-HNU&B?xRDIVwVbxbnU%GV!TFoG$u)YK#%Rup!a+Lt_dIpJb2!}w)xd^{? z{00@Q&mq0X4C=>9z0|_o)KEELGPcrq9okjB(0k3-S^&{By}5+_6VIFg1#ke<;19Hr z(Ttr4b6n4L{GyYM$EsV@Y>k7j`qr5p*Wnzas3%-ME85Ea5*uIzFum6g{nrh`)dSJm zMe)uBQ2_Vh4~2lyx&PSMkG)>iYOTAi$-TYD=QyLx5Dvq=*~RVDbS-WnyWI3$63zYG zSKZgr?I3|I5ZJ907QNk=U}73=+u_~OgDTX#&C8bki9DRya1F?@E6xKgpY?qZt9{`V zao?pa(|+B^I8D(((Zr&W17lrw7~O1#a9;?n+n5ZqRO_XB+~A(~3+xTy#QokINY|^7 z-1VK|8ZHqW-r=Q&+I_;+IK31*`6Z_jukfVUaIoU^4B3(W2AFKk*Icl^eVz{f);AvE zK5V@Y$zQ@{;Xy7C5O?MuG2}#k23h?u>LJlYajH&U%e1}Xi~ZPdz_QkgiD_N1q{q6! z_zTL=4dL+Rn*S}~AdJ0qO$#S5-=QtyY90~I-R7nC;SV!rHhsKlL>#XH4E~S<3gBrN z-PkI=fVr64S;}o#j>Vi@nZ$7Dh@R+SuH&Xh=AfZUvUkVwk=x5J$I0v1!mz z5P#qge^48eoY9NT*twYMRW8|op3Ro6hlW1uwC=$ZUW&Mme^PzdK+fw6(cJ&Yje89T zr@h}jvS|>v=|e#cc!KQ8UK_RS-Ovv0ww>GHDB1Z;*@2GU+aT)@4(7GK=m=_bo>0(` zPSxX1?g?S;(LV7MU-1^N?!m4s@2u&EJrr_)P(#2>*lM-tbeMl?I68|0h z5dSgzw4aN%@Alv=>KNd z2SqVun8P11hYlDd%6g~}HGj0?z$u&j>>EyPoxjCJS9)A!dGYey``7Pa!G^0TPAqKJ zElg8upGTiweZ-}a)zDraU;cdh=Sjmsoqwn5p!NMXjV-C$YJ1NifBfmqfenHi&L2;- zvLiXN#NuO>UYu(Sy6Nbu&N{vL(r!EM2r~>kW`q%@F{%Dzu|*eADiE@xG>Y*>8*jvM zJ<{~!F}0ui%P~lf+Ji_b+*pgTfQ1fps2~P(0FIUewbBYX3C}n~i)sAnWfct9(s0AL zi1F|`>_Qwduo4wRk+Cfw6EaRYS*#Jjid=Y)8fxmCvrj+&JZZ-s_2UmvL;o2PB?pOS zYpo6V76Qf}MH8eU5h#VieZ8+Sk0vE zyKuuLdm8GTB0fAmYAuTPGhY|d4MB+%1Y6`pJOLL=3CXa-5JS{vn=QBDoom&b^Qzb0 z!FUd@m!BJ_Jsk@^hS8 zCOu};-=0eucGy`R=bT-CeOB=F^+y3Xk!Sy-$%|4RrGoX0@$dHU$3LRPi)TE4tS!3O z)hzS3NKFbN*peQVs05q{eGYVX$W->6b2`-h!h7rhNBCMNBLD8dju~6}Lsk4YLWbA4*n2#CyqQ(x^M?)?iq-v09A>;(7hTmPLi)XyweehGf#T^fglL;fV zh(wwAZHyvSxytma;R z*DC`a#m!pbwQ(D7iUNii*yg5M{~j8al_KAmDG%vq%Ejc?fq(2tS$nBg~{z&*=1G zRfl91I1CxZMfTI5jtuBDFd<2d*3O|LG2uctX%rsz)ToA%XhoHp&5IrtB?+a-Dv9DK z14-&49t+|~NvfQ)WhxOVjZOvIwF*=9;vB$?DHP>4J`R?zn8it^QxB)np*#y%^c!kQ zpek3s{%0nMSZZJm(bT?rWUnR6p(PWRkVtWiBLC_WDLWfDA+f;o5R<^AN>}Qo=v?r7 zPdubBYnmn!6%$-1AV^{Pc3Al#<*u46<4K67TH3zouYz4FVQZU_#BPLnM4{_J5MalO zD8K*-@XZ;tTD|3%<$;&QY;(kVD$aWLv%nPXXo=~_Y1|?b4%p&uCDvP)C?#n>_3dKC zyWaHN7Pl4EEqhC--i}BWCUx}TLkeOLY%NHuhZxIp&SI9(K^Lsk;UzBqU`VuLcda$G zsaqW>jDdz%zMpYHY|BgEl`M2mkqPdFMGPAEzL%Sc-~$(cG~$Y&HzMPVN&K{y5y(PG zt6>?iS(YO@twdL|bK&J5qybDKtM$R!mH%*fZb1tNuoyHhZYYP1lF9er2Fe{_t&_D3 zlM8PZy#?t-6aYlvj1}70%dBu^IO;KAb<&#jgA!)t{0&VQ(=EnIA zhPW)9GdtaOEx5=<&Tfbz{Lg&F71NN(vPp8S%8;y((+Su$P=9@EVt-`Pls1H=i`|f5 zxA@T=QIZH-^Bx+}#+B=r31&>mT5-6>|Ln!IeHJbNXxrBSaL zIuVWvOw;VfcSnwm?D!J9*)66;C^|kfXzq)v$&sB}de-ZE?-*m!V9_)Q z)D-RJNK2?ypS@%zFaP^3KmNTaRpHXKq4x`OvQsgfwK5%ItelhzVx4;McvK8Oq@sF9q2fDnq zJI{RQzu|~;r@L?SC242}>%+e6W1a0wy4UN4)H;aGV?Qw}3TS$d{A-EbyNLCRKqtE` z;NZHz^1u*GvG`jy4FtIlYdQ{VER*mU<+`!{^Em)ask+EB>q|Y=i?y~YpVzZB2o$mU z6SkP3K!Yh7-NU^NyfydwKoAT;;21%yGeM9`KaL={{4zMJXfslCzR@GSmuaa5v%wq8 zyBy@c?n{hb-~u@D!T$@xK+20kkdU`Jc|(hs!xlS2B#bmAguEtvLZ$=46#7GEt2rw) zILy&D7=*qqgc<6ihcLW89Av$mxfceEz4dBCdMmRwIIl9ALZP@ip_o5BEVjSGrBXD- zQ$$5mbi&}1ygQU16vVQu*$tFfzF7i27z9AN^Fj-vhh7ZB13WUiu^Yswuq_KkmFPr} zQ#1|pB3BH;$f!e6q%BfR#cH(1bYaDmyF{x=MvFkRP>?6bN`k-FWqAiQY7js5}Sw?4bk9>3=f0RZMn+ZO!#)3pePUu5z1jwcfL`G9D zB>}aOV6)|dLH~5j#UxU&cxcB)e8(}&!D0NMNZPW7Y^dQ&ia7MgdwdO*#K(YSx|!ev zgOo{J;sj2}MwB~7z=1`KARwzk2|PN3oO?5czTvB)3+%%LME@!q|pz zKqlC1pUk7Vrg#sm1RRreiJVl4#pKP0f=S8zqneb@`J~VKtjx>IH}-s{#%ze&I6KUX zNRwEzam>PUtjKia1ZAL3j{HT5@~zAip+Ef z5k1NFWVf&U%~Y((;LJMxl&10fC~!=P8p}CzBueNq%57NCMm$YmRLwFBj4h#t*L*eDG*uPXgb`(#n9Q_n)< zPev1k|3rutYzfFBgN7Ta{yViZodi-?1#ei>>P*cyh10?4hHYtuzeJu&lFg4uREU_L zd1HtzRR~y()rG`OLB+K9v{FOOQhaMt8hJLfgo$jSvxI{|QZQChCKs0b|KmT#H z&x*C!RX9|vdr~3fPpzD>m#7LFpatmryrJB&GhGGgtcOmmPNpO`(L%azh*o0)KiZ)f z1W14aa#X6Lygem}-278-l~_Xa04pFBi$&V{%-B{;kIhtwZxjj#n1-#RRC$fNOf8jj zVA;8BP>DM_VGN9LAP!@qR^YMIgh*A7upbJfRfO2skptSyXxpKEsG>dEq{UmZ+SRa| zTOsUHhpZ~W{7Gt{0VtU}t0hWOC=~_W+LpCWSmV2XB@TWFjEw`H_$h$2t*?N&z4h!{ zZUnJ~y}-|XBe+|GwWrDDk4SBt}9f1q3x?gssJ z4Q`Fth4|u=4C95EWK=R^H)JKEpQzLFeOxJ5UBfmf|Vy+9Ct3UEYgxkOzN|2Q7wV)_7R*I*^@x ztzoGMJLXKeMdJ`{=4V!>Xr5+iu4aX75%cOyO-|y2@QvIB!2elZ4&OZsayDmkM(5&H z=j^)+UJi#XiD&M7WPb6Fhpmy^QIZ09;Z}91Xxn6oVBzWw+L;z;)lvY0E@)CdXq^1y zNdDV{sANAq2n34dhz1To{)3CY<&1t@UAE$L=!bq_Boy9;G@NJ9AY-9kh~Y99P4qRj zed(4|R1h2DqY3Mp&Yzp^;hZ*T@NM05b&(Zfh*$F8l(-#nq=BL~Y7HJ|rCw@$)o8EX z^9)*rD=gtZiw(S=H@Hse(p9Vt2=mW*X?hHR#+aw zKcUDWb<%4Y6tFuGgnY0Ed=T&0?#Q~NIGjmuc;=4XPOYnkL-^6;r0K>NPQlDT?mSiI ze+KZL67T^p@B=5dR4%he87D~XIQ81@2&dFUSdKer19`9q@gDC5&E>kx&US|Cen=DE ze#W7g?pf6nk@I5OebM~}#mmNC1Y13}nxd)RX% zXKI&q^}Mj{_0~bf&OP8t^y#&4iLhrG9f_=_;YdHGG=)w+Xamqh${J$H~Ey8?gWqbhKQ6_sPb3+H3)ypM7RTK zxQCqAd2VOwqAQbd57od3p;~W78>TO|?Rcnb`hKQ+XzX~5aCc-(*t>f9sb`p~w|aZW zdd7QmKOe8F4%#2Y^1lHv4R*yHjTI|o2cDErID{IuVE zz~1mZvyN#1`g1_K6plr6@7xpOUv~dT{U%SX&oobl7W1_I{K5U)Kl9zsI+6dMxjy2f z`FezaDr|88Q$PL$UH+U`dsdfib~tam00?l=`t>{4EnK&R+ZJvM*Puayh!Q7KteAkB z3yT^za-`@&jT&myKxXV{^5jI28w>dJmjflth$>^!>?lf2&72xth|=k^BDJ4FB?g`N zG2}=!C5JL?>hvkps8Xj=t!kC2hdZlq;o8deE7-7NSCMUF;VRm+YS(fs%GN4IjX7Ex z9a+__Nd*pQ6e30H5~)d?IRE{@XYVlL#Pt?4ZoHTtnwwU<3x{X6)z!^77szL73PQN5*_N7-PnCr*GTU78fBoZ-a!9rLd@ z`9EZr#iN;KpMfKqJm-{#kU|To##&CcJ@t`t%%#`dT0C)tn{HB#rxtI|wHKU(8G7qeUf7)Y3~7@wOvVK5q07e3t+gSRvZnW6wPL zDb`%FUQ0Y050uVW{*I@G%l1e^ON=c<-Rz_wS zmIQVd4L_rKX&Pz{I+OqeH9`6lY-bW#5t(m|Xc2l*O?ua@X#EP;Rc2Z!(X5IpyDYQK zniS}ugRWv$0uVZTZLxJ4s^M*pYNQ@i+`@z;4W9gUNg#ko2T7L39Af z7mNJUusOzwTmPFI4f)i>7QM$urkoTa4ZH2S>z}Bk4wz*-0ucm`XRDruS~&gEv@5{8 zow+bfEhD@Vhf;}K8`EexO;yPz8C!DJBYXWd*g|Ej@t_=A;J^mswA9ZyVY|)I)QZN* zW=D`#P1DsAAqg`noUB4~%{GGyug>$f6Agkv3q5o)XA4g#SMy5U{`j2)OSy_%65LKtERyAeYXvC3uo$5mlaKWjRqMBQ;W~ zC8}$Zp1RrcO2v+7P=g@RprDtA){yCmvO;f^$RO1M%c$sYh0Ii==GIuG5JE*cp*tst zSZU0C@{=vQyrVD8QmKgS#UI4%r?QXOxT ztSy zsj#<@PN_>R;nRWx)$vIbCN8{4O|3Flqw=+{7TIYHe~F2fv?LV-Xry0xR9En%^G9%v z&|cHz6a7`H0fMmVMJY+8Y*H~Ehx=L2*uhB)md08e^vGgm7Te9vKzu;vr&88Oz>|h7^3)ybbvV|=$Wwz8IVvwGB#Ae3SfDKpxC9s-V z#8lFfSZYVAJenB_vg$OefzW9u;@p_5*RHAbR=8FxEcv3Pu_T-2-Ete-sqwUm;C6CJXSxldihmDMeAEmg%Z^+y60MES9%u z1t49lHWFDiIyk-?f-h9s%iibMvR2qT2{cuT;2j(FzhLn#kb^AbA^(EF7C~!7sK;Zb zxM0By9*TXBD&GiK52`u-$pRLTVa#s$Fxd2PJG$8q&WIQ@7uyPgHHX24oOR!uLIxT@}bb8u-9?I43DwHU%RnfNQ?HzhS=v@cd z$P+>At%b4$1`j)>%wj03XITn~F_6+j3EfM6_`#Hl@XlqZBgr(LywL zOh6_BO*4GcPptNTD#Mw6@FUxp5q0zq!Uc^$sLqyV_eL7kAr}XS+#oFH(yC%|m3zG3 zF5lCCeOYK<(!Az2AF{q*{u2cQqvt)Rbjv}$>gY0gx}toFmK(0&E_XNL5+{f}EZ(y- z56vN_?l`=g5_FZ(m&&k~Esd3OJ=@yUIa}8`+F2BHo3p*`I5%|KnF8>yGmD5LXX9%1 zd*OR19opON^p!jtUa3!gvAi}%(QSN~s=T(w!G5|OpHIA=^%bCtMBnsDU-cOvn+YIw zFjVB#6Dy$}O&~y)`N8;+U-_9Ih-uSih*~&>13Af`MC8EPRfP7{U&z6jQxG7@y%v7m z3Z&r;pD~~f_6Y(eVCXI24c6MSpkDF4mcwk`Ng#l;VgFzTY9IrdA3cZ$KX@Q#V4V9E zO+@^jaHP-uQN;=3O4qRlcV6;(N)14p1wSxy<9MzH42{eEeCIA4=+8NSaw?yD8H6oOqq2-a?No=7; z%wR1!ARKn0Q>`2jRpj13Dung260g3 z{iCsIgvdz^NfzBnDc>??Vm;1S!?a{V&g4lntVc*JV`8x(Nrp8aYa+cygJisQ;#B^~XKzLqEW#WN;`afn)*vPzrtzRbEby{zPgW zMKX4TRIVtEt=lo;D2&P|jnb$x+^CpZ1V-=#Pg2K}K4gqlL~zoCvn>EoN~lF%B)iOm zkv0&h=)-6@o%-n_7I}u_OeI^EoMBFySNcQ_@S}V6X9GgVh^A>kdVnA(Lz!;snNFvr zMnro+N}ER7_AqK%P|kxk+fd?Zo>J(Z@@bz+85#rEdGd#O@`FBTXyB>mdbVo+h zq+p6(p4L4_zP{4Ix}?7%C%^{mfOaZE&Ma3tRa(YuKUzeiSnK%ESE|Cq4}Isv;wfqt zDe^eRJ?H~J>;t-{tGYtZITXOlVriAG-j(`?YA1Go-!?z!0M6a!#?l>lTz)xP|y}MK$mvulqSGo zvd2x}i6zFTh$v_+o&W9Wxh-U>?b{0dZy^+r00GvbA~SGQXuKD zDduL5262x%-}WuIDqYRYE_XGCYwknt)~c=6i>Qf0@&cQ-y5+p$qlk_j zXZoy2hUsx!Z=^OaO+GL55`*-*?XIeijxyr9#_kiTCi?b+`mV2_ z&I>qz)ilI!Dk^V@o-B3c8QDE9mBy2cvYF-raNITPnZ~dT&oB+kFabxazjlrFvIxOt ztL4Ik!&U?YNB^({PbkBkBei90K0Jm7Z)p403kB&0$naYnZteD=F4!K+Msz8t`tK#K zaH6_!Lc(wjm$41U@C^?v!P3(XhX-^uX!THFX}a#~!fv>pW0FSgJyeOcd2GGRCODix zmMy>w6!IV+GX7Ap){Z3Pfez)i*zx`>ap-Sd@R=8jv8|D@8E-NTtFfh4YDknW!&W5; zmmLB#jk5s)9fz+3i|2+tZQ<_myLcMUC=NJKLJJ6jAJhY&O6@(kLMjM?3sU{n-ZX*AZEf|6^CU>GHbFww#u(YCZS}n(S6epar%<#%-Pox*fyud22aw{L@ zo=OQm5dZG&^6>+iiu-o(9%ELL5+!5AVm_ooDztzgE3z{SCo$eDGq$j-aB;{QbWTJv zZccMFT0o{=vqXDxnifD^8LXT7B>n0nkys%3o--@k@!zhqe&9orzB4@c@qi3!Ig|rE zVAVYku09wBlJ4^h;1BZA<36&Die6f_eb0_yrp zI3sL}`lGTEwI>?&QCl-br>Q6>s3m`cpgUj%5tdCGGwR&kxEJW za{riPkeMLhG)2fSMK~^VJn|L)B$QF|w2CnB`k-E?Az%0PCjYgV>Q@`Hl_Dmr(C$Wv z7HvdGq*W(&9V_k9299~|!xFQmr^Q1#r~_g++;GbtWvfA?ymVQaf~8N)V?LfUMvMe#DtNeVTS#Zi_Kw{M5^V!Lu`KCK>mwWug} z!?Ck|=R>SUc67JE|561(3sJDP-twBRLKiEgKKOVqSv8yY45K%U>gNC^FavMIH-F*p z^hTCdb$#2nNRKqT#B?nGVPvF(fB&~-V{l?va7woWH?%-?S47E%i}|pup1e0e0{?Xw zKl6}J_zjk~gG~_sr zK`MfFA!*N=X@_jA%X-5s=&bYkKKc2d2l|qu?Foi5p8v~&=OYSyo0v4LoN7$In;xhk8ADf!)9|f3gR!U)vpP;J4y`oP>bvq$2$YgyM@;~0JD6^ z=DWU9M9_xORJ4FA?8Cqlyl>w(iX%pIJ9~eW!!?BYi4*Br8?LBRe8s-S6_ zkKi7LN$106BUdFR=8w}k4VoREx4g@uJP?%hznZI=w zet64D#R33=&;LBoU-i->ynev4!k@2Ws6*0ky3kklnEU*boVmr4mx}d*kljlUrJ~`0M`K#NtQy|%V`@O*LJ`o505hsR8D`{GP3esOgJzzCJ z;1h_?UO|KT`0dMg@1DMUjmzJUfo&MR22UcOWd4jf3Zl4VPm zFJZ!@7IS3|fBtCZ)VWfPnw>v^zH}ifXwjfUjV9gMQ)yG0Gn2YdBZ~hTQKwh2X4Sft zYgeyd!G;yf(t;pq%Fw1&yOyn5Y0}zQ7(174UAtbP-i0|-lnbtTU)sc}m+9973ywup zyf|ND$B!X5W;mJhk{ztmCc<`b^fyWPpMO@7M{MHdw1{O!HX?>wrzRy zZ{vnnzn(oy=-c_aD3G=9@xgbscRdVfasP;s0hA22$}m$6G|u)R2sDha8LhP278-E3 z0tEu;q1Qgc%_G|;+;|!g~MjuKKv6kvka)^C_mD zsG_DPS$RUX=vZ?XjN>a%smt+e)xr~fbO08`CE?X^S&dE8D3fir2`dcgGkZuXsf7hlJZynQRl15r zm;QJ$Mj)fpal1#CtFF8JuA?S9OQ#G~)KN*b3rQwXZE~$AOKsIvoXNPcN#Ruv@+)m(VcYCdFP@9Yda0MeLghM zvx|Na%SAJ!t_yTzQZ(KTb?a#zkd-XwjA$FiORiDjsXr?zZ04 z-?}=@&ftm3F5B!N8E!aLWs+nY;xXs6vLmMrsIR#Q$ zpbK)QWg1aMQNmZJt69Q3Q}28QJNT}yqbf_E_)h;|%ea|u-ubaGFiY*}nN08b>&5bY zy`g+G3c4+A0_I=4v04C-zl9B)%wi*?*>K!C0|}c3-^oa$lhG`Q@{52DP4mYfQ(G=N%7MwphAv z`S61uDB}u02uEGH<6Q`!Gq!$t%{wd1O7Z_b1(Pjl?}v?aB;0biLml?;k(JCz5WRDy zom9ysUHa18yt057Bm{6wY@(S6#}Eo3s6zN)+-RmnGW=D@B5O<&HXb)PjUY}pv=ki~ zMTbTXiK{mG00g3fBAu2j>K=o#2(*szn%a;=k20|4)K*deK(a&)ZLk<9ox@1{5D_Q? z^N|_^DHBVslbs2Rq$H4!o>qbg@<8|gRR_XgtXXY#p2YJge^;} zHHuC_8(;ZCPkNnA)o15>J^25MDn83gK-XXrzVU_S0Ip5nMoI}=CvJ5hK0~fK%rTnX z@)niO;vaDFagB)*i><>&+=ue?Ou3ST93gw_=A`ReHj-C{mO6k8Y6F`Lk0y-M1x^5u z$zt`=MYLe)v5#YgNT1#`zeP53Ryb?lBxwV`M~)j~qja$<;Yct84$BK7a$xiw7`7c| z=o5kSvk1>mbLy+GEg_T|-Nsfiknz)>Tv;e{ZKT8ng&c;#3nzUn;IukXW=doLDBE0v z8?sSIgaReA$!H{ZHRTSJ=K|nM`Q(M3ieY5k>ts!9I>}0w29qPU>7RJ2Dmxw$CWj>D zK8s?XFgfB~AnlX|3~T?(=mV&1x5|)x_@ia>BlBQ zIUrI{VMRBjfi;aQN~%r~9v~IMnhzzEHl57 zC78G%im9|&_F-{*fZa7%l(Jfh96Dt&OF2~e!8Ms)? z$+VJ#}l)ic9SgNVdX=+sxaIx(Cx2H~@^u)Ml z9RDUDwKJ-^QI6*I#VB0&!4~Lg$_`;^Jud8P|6g=*>$9sSThOTa>f;Ds(XmfxLG{=( zi&O8D1@Pk;c+dMaaLM+PANS>L9xfng(sQ7r*T*~8%4DbB;_v)h^!2x4=RdEc(Az%& zPQO^K{x9|Bru0(Jv6kaj$c8WKDN@7-i4IN%dhhGN&XjPiXF>+rAdEG>&i4dOX2|Lu zG!DU*k4*onO+kz;W;X7)rVYg!Ds^gM=0R2 zBe(x3%EZV`??Pl~YC|7hpmh|Wh_Gz>jPaxJEX-8!z-q9K`Up{wA{!rz@~i_p&Z!b# z!WFaU7CUhsnWytW@gDIpAN5fmy#WwHEedtS=}<2LazGW`V-v-K{*0tbuEdju&@jxW z1_5dU&8z|!4Fn5f_=NEd0R#k(F&UMSWU$DV=4Zp;F8Vr5(8k53;KUVRuq70rF9dHl zD5D$0uLB{&w&JmTucM~YU&uI1+8onifqHU$`9sDgV?Nb0pKxTm~tz$C+Lh2 z$iCy}p7JxvCMv0NH1E+WInnjHQp!$`D@*OajE5=;$sLV^DQ2$#$AM$)qB4u(0A2t< z)H3emQnv8nEzgbN?(7YZZ!$uV4k;4m1mq(G0ueO??#M5F=5D$w0v?vDj)bG6dIB*o z!!3P{PKZ%9!tp=YWQ!gL5R?)tB#njE%kuc8Hm`yxxuQKmGe3(&G)Z$bO>+rr#W=3x zzj{YIu0uAv0zcbBoFZi$ylI@oVgUlA%S7b;@oU5>GFRlV>$nMFE87! zKoGG)osID-s&Im)B1lKP8g0F(fggzTpvJR*ic=@8llsuAWYnO~;Pab|C;l)klfF_v zkyKQo#~b>yKmRjHqwF$=%knZf2j`>K=zltnp)T$=YEnc; z^q)#JJm&}Tm@`G+%8C?mC4WmGG{O~xqb0_HMorY$WNf7E=!Gq zy$EpfG7m~6wN;k1NlEibk(55!LqXePCNvc}_Khz3O)1Q0PSbKCL$V^hY$33LXT;7- z0~Jkt?HPBEIe9R}hOtJ0wOhTTQZ1D#G1Xfa^hiZTytnW;JlW)L6oE%r;En2+y{D)yA}{As$f;^r2o2Vt$rk8TPI`$8XvIB~F@6 zrW7?S_6sxFkw`O9h%}L0MK(&nHC#cFN%3)9M^-)9RY*Lu;CiR2xOFF5mL?8^{CxE> zyfjrQP%;?S11~f^$5aueQ+CH)*s!LJ!-Z+9%V~v zFJ^TUC<6B<8embzjqz4cA}P*4RP8Gu3h)owaLa+RdTQ##1In^l!w<+^Bc)tT~ z?Y4N0H*WD(c){a$0nTpzwzOo{D|&Zca?vrP@l+FzXBmzm%po1NsNp0xyeN0##Fi~L z*GAv2YmfGCsxx#=FfN;IU=bG(SQla!O&_=+@5=Y_+)CP1a3UbL+2BqP;Enx?P)ZR{ z9k;^(mA8TGf_RTNg6B4Q9T-w2hC%(I0T(NJkMb-R#Sj0Qjr_P4dyN)2lWjQd*D=0y zRaMEB6wNZ8A%+pmLILPc(|7mK=WC0tl^Wvf7H`~0>DfvwhmR|D)zg7CqgOeC*8up4 zRk&*n)5>z<5@!~AbBb*>R$D80i**8mC0K$fn2V)YVyLVZ7Yk!n1dD^>Fz~1bdo^cC zH(o6iL$wxX4;N?O3UF#zGWFOo$RU62I06H+1<|*MH}G!;)@j32tf28R9W&e#BIGXc zVdn@ms4?b#*dx&Feiwrueo$-NuL!I7DbzMw#rTxJ!i&H7c*7W#>tcFY)`;%I&(PQ@ zsB|l0=j3WjgpqcCGq-UUf^qVJmxX2V@VM|AkAMGRmz0W`@dBA-G?y|oV=+s(X@{{f zcTa>(2KwIWxtZT7gU3 zs!^LJq>K~7PiV}$xD{j`#ygyi+oYeFPFr}3o}th_jBA@{ zuVYtzDLgRqcf5hxoG+Wau_44O!m=$}y}jizmhC1|TrtQtW7kpj=(%_H+k2ck2n&45 z69B*koRwXh%A4Z8queC~%$6B^DbzS97G?Sz+WTHEj!T$gm9=so+njm&;-ILf;XKZr zWggsItaI?8@wksGwlVTIhT6!3C);Ye+Yf<+{T&bJM|_;>opqQmy>T0XoZ5{k=>*JbcBBl|o(5I6@`#P$k@Y z=afQ^mQ~xla?QcV853yA*}VU|%QGbV((jkECD~*UY}}x2{G?6M8>-pQlONWZnOBgG zAz~SfVW%HG(tjGnEB&X@$})O75aEZJ84>P6dnZKMD870{Vjb2y^WI-QNmrfKse0e- zouJc+*5f72V*=H+>uApO%y}D*30v+wvLwN88FreoMZDMxg3>kqr$vOkncZT)$fNsQ zA5wQ2;3NgBQ@TqKe&$r$^Z3H^A-KPt;wc@-$^D#h{@epGGWmp-2$SWH_T8NgNcRG5 zw_M+Ad(4SP=@S&`0Uk8_-QT^T9H^eapZ+MAzIn6Gpt-`Q`y zwiqhi&Wl|jfI7&{S!e&|sKi-1-N(9XU3c2>A*Tb;u2bA!on>WIFtK00%`RHQX8zpK z;pXdH@sovsh9)B}D(L6b+0v~*VJOtGg3I@+%i%5Suijgu-ruRd9IQU{M=dO!m$p}= zmR*9>f91s(bGLcBP}Q6#bJf>c+_7~&P=V$$=0WjwrXuM6Em1~JPEMrgzV8F*jl0`W zHye)&)%?E7xg5I~u;JVpAI=ru_dlYX;Tq`MJ%<+{DfJ!UfdZdZ%kxoxi$`C;OTX$} zz5PjYhauhjonM!OP@40*l6K2bgDCfbOhfU?OdH7-$+{dqS-Mo7%&g?t*UKgSU=kNziw;H>B8|Pkd&#d&A z)C=l!I}~YBsQ08od}j5TO0DoTo-}Lzq)75;MWQsP(_F`v)MZK+2^MGko<6N#KU!3P zMLE?}KmPv+B@jaS+|$rC=9q&IIap~`j80yGB^EksNw*PLUzx-fPz1H*)Li^r=9?&L z2=|wBEb`@|V+Tw|fDC^4(M673$RGm&1Xy-J0ton}MjJr}`C^hvF3Dt*PCg0PYPC&C zWtCReb{mvhZpme0Dt1YlV1OOx&u+vqrx$U%E#OCV9P(EmOmHz(;)wn&$lx+LIk*pe z%NRqRdh-c-5xdE{NHrV35sN8IZfq=%XK$95YO_&OUn# zB|HC4wyR!6>NO;o+HT8jx89B><(1-&o8`CWo|{^)=n@9(U;dQI8*#uT&@O6hLh2}- zaT;`8Q?>HDAbi*y0}eO(kaNt0B;7=4!|NT2R>X#41>u|ey2K%VVfm?2#g}4yUs-So zb>KKcabwU_5m_Z+SEpW-YF8Fvh>kcmp9&(OVSN~}M*8%l52i~wb?XAbsZm_8FAj?$ zHIXe)Bab}#XjuZ05zxgj%M6pMFJ6D$tS`<|(qpv^(7SHhYOl?9aN&*%HQUoC{xw zDE_pCh5)c34uOIofl%&;FB76g)=@;^eFKS~1f}tK7O{IAC1{FU3V?Lw8!hrGX{aF< z;kuAX^ri22-^hkD(&r0jWTTte$c8w|$w@Z4QGIZ1XFJ^|g9RMmjwl+WJ@1K6&-n3= z;tFIw|GAq&+AV;8L1c0ki5F2cax{|hgP>4ZmXBE{E>0;5IS@uEJ#qgMgstmn=SC?p zL-kH(^MR<&w8Bb@fee-wF$Yf+H^Y9!u9mjk$3^XN4}QINN zA)|T_sXQwWK7JOo7&;YtNPB< z+lgIge6^h0WoLKK8s2g6gB;Ir3nY-FfV1^Q%mv879}xL20~Ub3Y;Ln}-V0wW$=A(v zZjn^+$Jf2Q%Wo{2-g4SNngyh1zz%$rJu;e6i$u0&Gh_d7gGmC!8<%dR#n5erN0+$^ zPw3K^Ze3+Hq!CQbkRKr)F^O+Ek?FeDW+sO5pctKI#sv^YTYype z0SE-3cd!0^ku(8wy%*fb4=<>ZW3}nzubs85&ZxGvt?f-KclQc#a85k%! zn*s`O05kuAZ|`b1F!)^Oc*|Qgeuy)<<~;8@AA4;BEZ~dsEDAJ%W&y+4h7CtHrUt zBic5`u?``5Y@CsMTqn3M;jxbs@Pd3;r5}HYUp@alvv1ujH!)A^;?}mNHEi@$n`5o+ zmEm~ptV`J$Wi2a~yX|d%?4#Rhghnl1a5e~>nceM1&Y5#SY6X{P{8!9&UH+mwiqRPFX)akiO!d}FDB`_F|uEX zwdCpg4z|>d_SLbjb*%?u+h8BXG5kReuz%MW<26v*6Zr>t>qYo^FaNyl9%oA6+x+b{ zKEDCa7euP}Xz&lbLW`{!HWgm;1Ad7|8t(sajDig?V?-F&M3)y9GA9nT<{{#cP7}s) z=fOcKbSg2ES?b|&Heqw3Cqv6qYAY}fCjbDV5G|uH46NsJF$Qz$vtl>%YTr<6l2=*0 zGg~p3JQLwcJO&7TKo$1zM8Gg4!lqpAw;Opj7?N>S7Sc89!+c#4ZPNC9xlnE8WDHf< z494J1*5-BXRDGlH4E>OO-Bt={WDL+?Ai!{D39x2LJThVh1e@TGolIA27VHhZ@h z$8k^xL`{PsSerpO`^SI%w-E=1RTm)+ykvj~m~jedV_=bpsggvP^Fk2=X^}`$gwkm@ z!HJSJD??Ly{ZL|}U_<=i3MYsTQ|JFRLp4srv_35eW3R@5y=6R%_Di+b9`|4rjxsd; zfC$)-4mkBh1{8!v<|NX@G*Gi-(6&C!=VVd%U9XTv52AAfp%3_AM#+#2CPv$U(?x!5%`L_{?cGqUoJpryS(WA&?Pu5TBwaq4qOF#*V*%f5M?flkoybcs|Ui zRZkd&a0GU)&}9jt5CB3D(2)NO&VUTvNOrCO6vi-)<4BI@ScP36PxMHZa)$wkU~g9< zkLy>K`D9=CgOBjiXO6*-g&`ReHj#z}Q2-c#mE$rk_=pObfR3mYm{<%=G?AXhXgA|i z7>N=Yw=lB;AoQfBeL{2OzOfIRA!UIxDwGbsWGWWnJtwbW1 z@sou?e7PY|k)Z|!a}24FO>9(k&G?MZ=Z#+258wd}Rak}401eJ`jmF$!NP zonMIz#y|-_5}R$Qo&R)}w2={{4r{3w4RAKuxt-r4e$7#Tc@vZb)Hnb3o`6x8 zfYDIx(LoalT8qbItr`DB&TvG5DVR0$f;3oLz95MVR*AAEbB&3S8YxncXA;T;Mdok} z4zdiX;14YT0Q$h0RaZ`-sXpd3n%9Lyj3{%zG;xx74+$ql_s~<~uolCJo`f-*sZlS* zwE${hGFz5S)AfYDu!2tpoZe`eN8t*ufDB8@q)TcH&Cpc*kPpQ<3fyLWHWi)IIi1Lm z4P>(b3NU`@DW-CDmfvZn;W?i3*Z>ZY0ChB`ZNoS3ww?)aqvz6h^LJ#N(O-l?SRR#^ z2KOc+L6A(=6)yIlusBo2BQ^h`<5W&u1&iN+T_=iwgxP2(p^N#@aUO9H>2#?+0}RnK8g`f)E^-+Q zFp^GzQOehwL<&cVsH|7!jajy3-PWYjdYsD?G~ou0```;%s-<7q3Bgc>>Btvr_@?E$ zM`dcJ>42u>nE(#p09()xeQ2)d!gk1!1Mr52c5|nH_ZfS-j)bG2d8t_*)R!{TORXqW zKc%R&HFGKmc{cMkk?LqO1`kJ+P6&Fbp_GwCL|X-DGYq3lHmM%i;69W<30$LbsoGVn zTB2YDgN(?KDLQdzp^N&Um#pbBpY(fSa*TI2EVW>)Pq#)+_?vL#a@nwyT==Ztwhvs% zZMF~$OB(+SQyaBW%cV~mvi!h9`rr%QI-Q^Z3R7zgJu-eZIK0bIa7CCxH#afJT1;L`3T~UA3ws+N#*~vIzLOK=ez9 zqD(fUnhGJL>Q;Q6{unWOp zy;MuJ$GJoN&mYNNJo>%Q;nzH7Or4KNMEIk)TkE#zvq zZ3q7h<1nZ7<5&4Om!XjZ0SA8tKyZW0xekLu{E4_0*h>Xkdq5SrkoJPBCOnlZdlaV@ znQB`$!*ySiv6S^`GN%?HdyVSRnTp7)D%-kW;|#7fRM?db0tyx}+mJY?RM%)}mdZ04 zu@C+bKW&&8b$S}@f&hT9Jd8!Cs_RD22cXvAtk0U2JOmBq_?1(ez1VBLTdcj=@V($$ z3Y}02U@N}g3a*r(25@J#`0K_`(!TI3$MLIv4!{6^&<|<=4ELM9Z>*l|CKPykKXJKV zq#<~Gu>g3WzzeL29{~@8+7&|!d7t@mHAul7i-;Eti#MY_yF0P8$dIlT!d^4N6j%Ra z1=xZoyi5j%7O=HyAevp-(2OlO!`NlR9^8-)>051a5BWI{5&6T)LySU#bn?11qVNL4 z0tq<8cumG#QD_a~;0)A9#nSkkk<+bO+{N2`y+ou$ETj!>6Q}HgH>1h|!OFj^Vj0X;U?t1B z;B~%W4a0O>*kuj3Ohmc-u@zUVzT7pi+Nu43EuaCc>7oWN&<8<#yhEG3TL}Nn((GN; z+-*l{4%|AO-ptKg{moix#^OxQ_{2-eZ87XkRBfc=psixe)z{s{;4GbA9oAx9 z&bD9+yC4grKsI&c0!F;o>HQgQ{nqar*B0=72f~)>%_Yv^*YEOfY_tEbgN+*U(j)jV zd6!#E7Dja{=32hcRpf+Q7CpPKM%k{$f`UnM3mMW84%!$Z*+caqx|rPfncA<+POg2G zu>ES*aBa0+dmk-KjcYS6Ssn+`qOIfGvuF}eWHg|G-i7g#!bZFaV-F9~%+9F1X623I zWa84@mDVSAVq6N?jonjQ#$`Ot-CYTlP|mOr3$Y;HX+#OnkP10Y-(j8@?A_jNyOv>Q zH3tw4S`{*W4dTN`c^F&;4=e&8W~UDNDNH68zBCT?vtZOI%9Oo!fr zE-sAwz;K+CKF#7%0sdRQ+ONR78^ZPi!?_YF#4$+OtVI5-;>2}SU5;pUedNI8P2R=f z9p2U(?Yl7TyPyl?D85r(&Q-qcosi{OE(@SQ-ZC%%dfn#d9wmrS=JCv~;};FBfbQBN zQ1^Pb2;C)ntA~ZG8-(Kuv9jj_&Jh*s=c+Buf}Y?%Rp=HQJee6CBRzHW9Ha358My(`F@3rJi-e1lg+|i4^!VRe<&e2$}F#mzpx)DHjN)V|eEKkcWG?O+WGR$k>< zU*+E(3#K6M%RonA8t-Gz8Dzfh-`VbIPWD}5Wc1Fz_O2xYwPx=E=e}{&n?YC+kJtk~ z5-FKgDL726$GRC^(UC1o3(vR|-{=w!VHwAYLp4^Fu8{sR0U9u~4jZ3MAG zue4OnrP@WsUzt|izz@d2eX9k9^_wf4wbnss6dq{zwL3f?5A@m%G@`4EQVPRoMU#*0OyQhi)A@ zgy_UAWVrBKHi!`iexpb+8!}%Rv8{vG(c{N?A3q*^2=QC7j2XX)WT~*B#flu^-Q%|p zpS^h@(WNXl(AvY48FS@wR@9ocp-G)d%x10VQ)>m+O{Ka{Tt%!E#Zmo;Z=XJVAv+Em zW^CWFeERZap-YW&wQt`j(V#)C2Gz-Rr(L#W&z>EdHtk)mTeGgz+xPES zuwcdNt!Pvq0)YiDXWrcTbLi2fPp4kp`gQ;8*|l#^fB{iD@Zi;rCtu$D`E=$eS>WE@ z{d@TF<GbkTzyAQVOAY(rJD>mp*kZ|}oFbG^LU?vs>_U`+ z(kdf}1QLj#gc54#C8kWuDjR1~+UP+DStMy7h%!`(MUO_TXrgaqqRA$lI@&3to{oYj zrOKWvsxqPkipVJ=A4_N|5wnuADw*uL$25C9!e$tA^5OEzdva=P9(?oxB!Ri6Ly)@z z761g8KMvsQfEV^zW|+hdyRfmw#K{K9$}|%+Gh~iJCYaPj8|9dN$U#js)>wNDw%cZl zrBYj9ku5jfe)IG<;b1YPxZ`9Xz(D_0Q&n|UR$Fy-Iq%XrZ&q5%OK-iprK^oL{QAS6KUM|Sy#@wbU>FB!obXzB#F3G)#y0e&!=?sWC`6Y=yy_@) zkCGBa6=kB)#j9YmT(hudNdloyuj?o94eHOqA0Xp@`Q_ns5OzPV|0nKGl z%|d$x8P1T|B~j2^8D}4J9#yTBNG0urwpcFBbU00IiTdhGW9j5mu6r}Z6yZj#1QbP< zk)dQ`(^h+Jw%dL#)>`96Pd)$k=+f0~yz^%DBg8k+VQ524oV5& zaOb5=se&s5I^BewA&B!RAFc=?D%;AZAAQ8y@*Z-Au?C$k_X)Ejx8S-vIv1$f?f^ja zIc9v4w{NqLXJ*Dw#-J+08Bm^INlpGzf?3KLM2R+fpIlG_h3Te6>NQrgTGWJNK&&M& z7P9DC*T5FG-jGcdT_8Z3^maiEW>ACKft%bssE%9JZG$5up>6V3fIZiOX{~`UdFKl@);`B^z70;Yh4fL?t!G8t!_K z!;ttPgUqBR_XycRhLMq_pi6fK>)p;?ktEv$`Gx1qYi;6dGPQGSVCfsVL)#b z)1zKmuGf}(#HBjk)6N3;aSX(e;{`5DKmq8o00JN~PZ;7Mpx!r>_+17xnheb-nqiJ) zAVU}W+t(= z#Y$hv5+3i-j9e6BT-CE-nO;yG0b!>BFE9*ZRQ7@eLEw>okR)O#X)`39F&HQ^WBiCV z8fcIMEZGRg&=lp0evpG{pm~h|T~mpz^@f#L3l&p`6N^*C@;8jAgs4n$idxFS5y(NC zF}?a#uwDn4!K~FV!+O>XQZt#rSSH{ai7K_;MVhM$X*CIe4{WkTOxx^cMnb1M&YW|h zZ}cbVaP*KQ4&^cIbP<)_DWu)`VxFnPR}h()PwR=rDk%x9kdOhWCJE|y21RH>-Plku zE>S8^T1Wr(EVd3j=EE4H$OS{F#}9l|i6)0LS%R)}fIj4jORiWz4*u{5VDJMQ>f=^p z;73rW)KpM69mO*G!4GciBOg3X%_yJ|RMoUbH{yNG*nnfer=mAh>uu^Mq}m%sFyd=p zi-miOv(@CFRlob?Z(YVp)>)agzXSFaHTD7@Wv(!A@~JCc2;?l^z6X-7$g5rz($|#u z6P$%Q=Qv+iStA}+NJ`lXV_8Bag#T?cZFLr)B+)U?86__NgT=!AcL7LBOm+d2Y+NX$(lJ=X9T^7 zO%wlh%kMhMEcXb8DM#Z9Zt!Cn0Njn!j+#{9uvgD}4%K_%E8qD>wGvci1b%f%U_>W6 zgZ~Avc?7IzNb|)7TVN|Nwve3$BbcoUmJi?Tq95L(%G1}eAOZlTIDNGn|B%=w|d};A z9aeIMsVG6SfU~dQF}*haGILYVEUHnX=tLH3D2|K^{<9sGLaXuw- z+{c&X?!~>KEjV-F2VXuee>tsUE<)ie+K~x30Wfgxa|0!qSPRBZmHASDWjX&}Rmijs z0*>2OWxI^;`U0w(K{oPp-4}r0% zkTJ19hnztp_{*_ZumyyYHXciu9}_%tQJu02oe?3IE~z-3!lcLWlflC+s(6cjppN>u zkMAqGL&~=cp&om{2S31*^&vQbnzlhH3eTV)&?^Nv+Xr1By-v`DWPpZ!z^^LhK;E;yaJy^Fl?NG)Snq>u@1g zk-q-mx$4LPp~H)4(mqvLJmxU2W%--^IIaRg00JPt@@uE_>#HE*9VY+z5aU6j;E}(| zxVkLzKPc&(BI1mq;6LQ?Km9|Pbdd@IY&HW_3R^os%&>)n5~T-hk{<&YyK{&RF`~^e zmk=R`A>;;qFr!=u7;{jI(`hYy;0Aefj-0cL6VyXy0R$P4q!=s)vcLv&SgvHOBpT$I zpvl3|Ga7wx8eK33Xy6CzYQ3g8D)UmpO6a&J{F<;S$FCW*L8C${`~-KrDk?NIGMq+lu!JejOSn=18fT!!TjGYG5+Gfesb)xqSHL)NjvbRLuQy0bn?R>_Es>8AxU-$mS>j1M`dhpgsTz z#st7aVq_Ms5$(h_pfs!t2Tce!Jj9pO6r@+Zz0Ge4VC!qf<3e~zmm!O`CA&1RSlEJ$Y zbI79QIkYyhw*@E}1WF@nWD%a>KX;N zTn3|>&O_OSQ+Pe`x=UHwO9~}9zZAJZV1z&bOn1zL!Nfv&giI0TLdI;&#~jhKf&|LM zj?PpY%xpu@Tn>h;3s8fwyHEg!Bo>HFfYj`ZXi0#^k;&G47e8?|^^;Aah(9Gck%>SU zkhC>Sy2afrNhq1X-waN0O9;er$)W&}8OPPz>0w829OhU;7kKmZI~0gQXAy!QXB3j{E(anQ>9{EzLK&jg5;10VoO zfWeot8Epx(_BqSXOAY(MAEH?e(ugw!b(&bXPNCU_-T+4l^%Ov>PzwEo3)N5!4TQiH z%nud0EbN0qHB=r&QC~&062-?8{ncJ_0b@OZo5QpNW1AOcs~F{rU<5kEv5)%HLq4ny zNHPaVbe$Bzup=F@*`&>mjEF4_p0+!Z%aBrVql$*HQX>IQ63bGA*wUj&7%yEmPZZN| zEf~=%ElvWBG(9LbWm7kO7&v7=azcpKBb0)oh+NEvgviA{xQjNCfiK|(KmY{fD!MK+ zO-9WXm;uzffK*A%JWQRzZiPk#M9b7bs89a|1=27L*CVe=V8EVoP~TXMRrL+sbJYrs zRap&$4GqjFj4z=TTKuw$-y>G0J*!|1!(nY&5^{llJi}#Wj;qBB(c~3JYF5oW5W?XL zX^p<)>ez?GPpE{BY=y)*`Ur7Ik+sXzn<>P7g^DFr9XM6er@)M_Bc3evoNqwIDD6Ob zrPttjs4rd0hB?51b-5bz#ESz!0QOv@yC48cJ=qz|1&jz#=ll%NgU;}Zl$bpY@=7XG*abGVnw{ku zLi5?Z^w0}ETA}684uxK!l><%SfkXe3TJ80!r!Bsy-Cq6@1@X;Vy4c#Z@!A|%zPq?e zIqZ+6ZI7%h&1+qb`Rvi9JR z8M-j8K5&I&kUWIQhgvvIt887nSWg1zg2GrNIcXCDFj*OdAKaDOXx!ABGS#6eJ>V@3 zM*#&-vEowQgZM-5v;<4|gi|QvK)|I_0be*SrtW>Y?~P-$ za)HF52EABT_QjxP#gDt-Ou_$9$f4Uk<*3v$V`3;)w*Dt$lyConCZGs$W0Umg}VmT;_37ui7??4E@6gh zvWK|A&@hsLKnSnc)6>ZZL-q&d+E0yIH*H`fx>!8GAOQXR5*ctANa}*J+`O2o#M|W= zYAl6LfKJ%^AMqN6S{OYm{*+J9;$T4DRi&zR%)PI9M=`GFT6JDF&Sx}6V>K>gobZD8cxs*ap7D?O=SZ+Y*q-Eo^ zWpafG2&B%tZ89rzhy)G|r3R5)wCO(W*gtTEfa4I4(Vl?LXhp8r+U*iQAb=oN=93+> z%TS}W(^Mx0y-t8)Is?^nc9aIn;w`p43B6ELuxGvw<4nkB>dk{dXoP*XgiNr6GM0nN zd*g&|?7VR~cZlppa|iQ4XvaP)V-*EzpawNiWDGjgox_hArHcofj%t0#XEk5zh~|bk z$!+~a{{^ik;Xqk768TG`R1BUQOlwg-t-$@U%$TW|)@_7RD08R@duUgj&TS`t1zI-H z(1>M(B5Ex*YNr24>IR&MrrvIx23V*Vo?L7mg)oO&00aoA*sPX}Z-Y0KnhON6Umz`6 z48aC6K?D(~UCr~~8Wc$ZW!aZ)4RLOon5FBk`Gi=|Vt4j4LW|YDZtxEMYruxyJSc3# zmheExLRUzRu1ed>?r>J|j(3P`$_B6zR|j`^2g~;Gv(jVD-s4?*(SA^aXC2$-u;~7n zU%^oA>mUFTaqZTGZIP~9$5o?Jv~61>Zj=UPg6eHh^3Cd@HyPGza1e=#vSIdoyca z&?vV+hf4nyv;HQOx1|g-yD0%;&|MI4DprKwNN3-Gg_|7?1qa$H6if%N)qNJsMu_mE z&4URq>`nOeK*$5@<*Mw3Zxvtl_W*GbCvg#vY!sI{R_`wX$!r$)> zuvjGSiPHge+nvGqc?_P~T^#&xr*Y*;>4X7y^ad(kEsh%dVpVvybPP@7OxJXN_Rt6i zb(R08aFj1~!IlH-<$+UC^;)m_R!4*ok9D2jd7hW`6t{U|;+qp{abqo^Ht6-~`w#4c zA-Ygs8^6!%u*~d0b{JOnWp^i}aP}lM5@?V1nw)a4e`zwqcK6eEf8}I1`t}G6cYR1@ zhA8)KpZHSX^3;%YFGp}K#?ul}dwHLC7=ekvmE42EMVnX{eTZ*Ln89H9iGsL?MOpxA z*q+ke6UJB!ap(xXQrSWOjG01_=xpmm!8q5L&Ymi-jF+kd?|8h1=Xe%*45d}Rrf}Iu zXq5hvg6v?eD6PXB=j?>D~+ z0BJy$znnJJvxjANmixKae}F)?YoM)x$ed+Mn9y1_Yt9}%L?&?}GHVPKV*I8tVX#sj zJxX+jtf9hY-14DIN$$mh1(b^AiYe3Cw`}6f-E$=)m6`sC-+zk=!{HW*o1ohnrt(;Jc!;UR`HtpKBZ{yCb8#V?+@7w_oE_^s~;qU5EvaowO^XAT;W|Rc9<@?edmdY`GQx7hHOo zQkN;G$R!tGhxQejqJ=%ysH2a07TIN!R`y6Emo{R_CY0u(h${jdAYOc%r=prF zYrWM|oU5<8b6j$&(psynxBlb;HL|%Nim&kD${ID?okpH|=CzjtscNV(>U{Nmm>*N$ zI3r*#Yl;*SGE>>&;6V(6>#ewKmhwtP9$JVlei&Y;VS?m>#4fuIi5pTjC7zg~g)B<7 zi;FMPH4vL&)mfuN!R%s-!ZGUT5RVQ)l%SE$SQMm?3K98{zYp>#PBY}_v)__lN-5J+ z2Ql;wI`A;1g(k^m-1lCt#!9`XuvY<8pN-g`C)2E+> zGGa=Mv6zwLXk?Fa?Pw;Oa>^;DjXbhRCX~vt2qFWB+CZ>x!yUKWbDzd4tal4n z4|2-U-M8O=?@HTt*oo2xv9*cHTmjz!i<+_O0i*1w%sNW|9??ph(l^LNr6z|Ii6r5O z;rduFMdX@m4Z0ZSCvQXl#w%~T*@{b|i72W_?Nl36BquC&z2a4!ofwP^!VAZU@jXAUAVEHfpx6|3wYe@w+J^HJ8+oDI$c>MZBC5|t~b z&_l;13t6!w{meeifZ}Or@k^ivVhU4W?ND0NTGtxbn6rhAQez|k+a@e=nKe|#5j-Hk z0TST0zkx7>A{?P>?1neI>1|ddTp}F@WbKOo~HR0DQiYF0x zaV23t6B_Ykgr|fduUp`Xh=YuFBp_9+Vi@y?@ccC~J!S(M+%SjA&@l`dq-jkR>6rQS zb2Ih%LUkT;A5wCWCM3qMO}n5YGG27Qp`9fzqremYM&UmI?&VOXh=nY6af(xXB7uoo zpw=?wz(#F`Gn$Fuq}DJ&OJw2^lahlR9MOdiwlJB>TqdpmFhGe`o$zickC;RyMu>^tD%}&ID8-ND=w7V5kcI9w zy@MSLjU(w|h#XWGi7+IL`x)czqIj_Cl_D&qs7plYG!UcR2zlQMm&EEKBZ@^YkAUpt zD1_GuC@$|J*f`03=3xx+DKe$%0?~cYls;e3%sw|05Ql)~kxqQeNOSrm(cl6KMW_NA z<~Ukf{FjVA@x@T8lm%4}h&5Vbl~K2JOfD^DiO=vd4}+NCCcu^l4CaBDj*!6suIbjd z!ZkL|gl05fHO;ut!Zb zHesH14RT29dP$Sl2SeDJbFC|^?i%3>hj6dX85}ofSSrS%#yqMaCl3?5n{Gmf0Hb*9 zeX1qdBvMu?68oaWGOJnRAxvWkIj!t2W)b86xp78TNk|tjJCW5ge_GE7dzDiD$66(_mf zh+Hxk&Jag7cq-nZ5^R$Ittcq*=ciGOf*jn~9yw$o-+eq)mVLA=PqF^&)t10Ayk~*0P@4gn{#pTjM&{y56-rEIjL9(~vr& zvW^TrT$;o!mNg<~4T&MASlVbfI+jz>V_ghq7{7~6=5ij5gDWGC*2qXk)7VIO>^dRQ z%cBqt#>FsVWZ@cwVoKIWGZsR|fH}GUwqcQ4EMn0KI<--_3yX!8{WZrrf_sh&a>y=B z8gQ~KC`snf2R1Y!4mfjVqjXM}hbkG90tLfl2sz@5fd+8$O2m!-2BiSsqKHxKgCB|3 z2RU4EqF1~nfrQCKzp0j(L}g9W{OzwTEipk)fBL@(?q#Z*?#n?yeXM3fwbN6rK?egn z>smKetz)(8uj6_+zTP_7O9jMJ#n4yAZVrk|Qyyj6a5c?F&$D3@?dK?9+AJ0ai(ahA zYA?bBOpNLQ8S5$Bg6IPNY+mab!yu&$@S#!QHJ7=CR(J&$ z6FEax{8{HYT%fIKlFn>VBb{*T_EsWzg=2>fggdHUmlX* zBM<`o!QUQ4-5%`0*9?OCrH!j0+y5!zBAUir>E9#jTCepVBT}MmfS9WEm3G8k0X7Rb z`GYvk26-@G4kV&#T;g+hiJQqwJG~Q!@J@tqUrT8xmi zAV$?<3_@SMz0OD6Amy+telVdmN17xy z5n!rtm?)@0O4{86qDBq@!)+9RC^}nfoMLmRlZtgwJNcbfXrS{H2}apbJ=tR|BBhKJ z$&Q&|L+qkJq~J%87YjmVQf`tpJXbN=+g8+KFm%E)+Q|VqBU)@;!U*9I8VQ;?&-0L8 z@@ykktlV3SURpv#G8jWXn1e!$*YzBULRic?zCv089}z}GJm#Pdl3^vpLKu2w0OeyD zvKK${g)UGgC|ngSeZpPfh0!I791IksWaa-jr8B^S#u(npIb0_kkSTa$ zTtK5oN#iuq#fTstcixu4y`@*;XF(K%f*gdz-2}} z+0V)0r;(^po-`j^>|;O9#Xy{b0x6`T7{)7|0x%Iq9D-&9ZN_M_A4HNSX+jC6_0Vp2lm{7 zio|%)Ny{zf5t>Da4v-o0gCq3CK)m5!2%ROcXeMx`q<~e7UXW<&Aw&YAAOhl8K^@iY z=#DlW8lZt|3gSgR!XPN?8Yru>Izk4(nv-IyggsM|?k1B`Q?`EOb%+qL`ISqS#;|On zX_yDxHAj}3SOReAa;TFGfN4)|VHd)Pjd7)#)|fC7M0fULa$V0wcN@zj=l5)7(FkzG&~tICC|3M5~&k}RBPrq$}L;_9OC zDyO8HujV1J(t)s+X4EAZYbqp&Nx|`c4bj=C&1R?5`y85 z<>Ezzi$_uJSICi_I>ZYikHIwqH0VRbPAq4YLg(J%L;Q>E)+j zY76Kf1JcBWT@W1ZO2o(DLqr^=%+4%GMU3L6(TA2^=^0Ege3D6p=$#-8D^X4J^~HLv zp+FiWRh@!hfS+U(hS`_`V+?|%#3(T>m}NK})sBs8x+Z3LZPdZv7mV$+3ahYU=td|tl`;F@w<3lvu{fI?D6yd?1ktPLbza@|V@t_yWg(xf> zj5Ip&(`2tBZ149~TBKyvWS}oF4GOM)6=9^W`c{Ve)#x4%s~{#={tjzKI-ULUFB<@| zk3K8^u0gf76$3jmt!--o@7e(;@B%-w{WW=I#=)zbM zZ6#=#5u3v4MRR}Bu6~Xx$kxjllcg7%kwge{UTz^TOD`5jQORoPRuE6@HgAnAVU_(X z(OReP_FF3bg(4_I%O35{d9S9y@uavP9q$49hK>3X^w#odAOdp#A8&0Q9I_xc9U=2? zLW3JpRg>eZY^KW!tP>&@YZeBiSXEhFV}7yA&4*&b418OeX8y*Ff-8> zoX19UeNuBB{c_K3^%wC^T%1D6cJoLW!^9;+I3p&}h#qr6>O@p*a(M+Z-e z_APDXoeUTw2dASH`c&$Y@J|7u#nAsA0n&Q zCUpK*T|*0LwDRxRO7v#zfg)Ec0SG{i3xEVDlqs+&z;?GRr+2|X zs=`ggbqlI?&rxrkca3C&F_1$)ylh02x748U$u{#g*LA*;11FE01s$TSkDd^6OXEUzxSC27gl6Q#x{+^IDn$5=nAuq;=ZTGe0-@1QcFkNtegxy^hP)7 z8N8e$eCa9t#BaL8-&UH}^1_1)>D#XV?fMJG<9RW2yv5ssHaGJrguI}?cPyOxS{gda zr#x8`p3BRHR=YJt7z1<}5r{rbW9OG>1~;;jyj^80?OCt(q4_H^n)=h zkkXz))E3x>KP1&xJ!{G){4ML&A9AsiEg+A5*^ez2fPo>ifn)>3qeq13U@?dV4VE-} z9_3l{5aL5Q5GO`Na}i@kIUD6DQsl&mhzJn~lq4_!K?0R4S+;cf5@t-9Gilbec@t+& zojZBpr-Ru$_`HELqE={Js=C>JiWy1Y6Q zK@MR4*!lyOBS%dI2MC0*md#rK-n-fOW^)$oRp3&C2^a1ZYgb}hiGzUx)v1$WTZ()a8HA3AblkC`9nr9Hk06B{(#AD1 zLIVsU={SN+|dLAVi>o4m!xjM*`V#jUFpPgX95hM`cfCCUX zpd~oVnv>2t?YxsJpoBt-&pwr63eP|V9hA_Xs41XOI@J&*rX1W#zy(nx6^l+vZBnZ( zx8Ra#t_5VU#u>f#>g%sp3Okjs!!S!s7snveEwjsHm5ei3IGYTy0YS6vw$lDvt+m$( zl&v;ii_?uc)|T@PHDiP$r??4CQI5IRoLg|g2C1tKJM2z5&pYofQ}(*n(ED$_VA`AQ zy>7MhEpvX2Y6wLh zf{`%&3?u$Ch?B0AkfA}NAJCuz6`UY}3+JtIWQ=vVuc0w1v&}nRg zVNT8h6SBP|QfCv3+MpuCow$uHaC->>MuC^Q>E$n`$Xh8K+S)yCu;axC{k&paDFFK!iB7Icz9ain<6a%|XatM}~)<9=^2nz%w zG9e59@f=4+qjVUCxR=52iAY76sMv|f$08R&gkv#k1jud#zxXjpfA-r08<>>9AhCfC zb&w#;04P8x6_5~YU}h88KtO`XuYnL`(gc~wOgTt`AN-&KnKt+lCnT*TOPk?3+3Bnsa8uqd8-B!tG3E~j&CeB&ofAxDqaF?FGA z*XE?e!j`RqZGFqSe*yqcVF^LYs6q3s*$g*K3kPT@-NH=lj zOgcbQng@vj7N7(&Lhy1Bfz{^!D%j00Ac7nGUnv6Zb#2s+!9h=MCH`GY_HV3Qn%B?tS&i3@62(6zj6Q*}uOX^xni!ceq{ zkg=7lq}T~u1uIsA<4tDJ7_g6uF<+ItO-T)hoKJ?djJa{CCe?@xX!yg8#)D%`r^QpK zc2!$>>=sQEw7a4PwWp@&BT>0yRHVjHJO1^KF&c>uT}Vd}jz~r}nh~DY^~;j~;IV2Y zvg)qZoT3u=)t!gCjCn%T3JkViVyAmj=NxOITu;Aj=WYE@Ba%>2;Vn z;wC}_xWB#;nsAdIB>&%RwHX z^8hHZ?V4@dTGtK*A8}^kQnJQoJF`=4Y*s@XVzS%b4mVN(bpfJqQrxH*6c{g%fjCTa zw}-vVH)md-pmIYpsqU(zQDzAA{`e}6SV$;)N9D3fXkD1c$J5m*dU}lH7 z!^yFhuyuM?3{gz1vB(69z0G2^lJ5}}+eC{}#F8U`6NVaZ8_9;}G~2uR7D zNj^_Ezd6oAfo;iIUP435_MR*$z;1!j6BjHhEMu{WK&RriFB_xLpn7zqqwA_pP}(wn z8<6R+m{IF&T3{fZO?W|l8uj>V)YO4avD1rcmrjd1^m&FqTrFRk^4GpOoi!t9`eCfr z^w!1J_3kYE(Ey)fsYDI7gD^C16q_>d;WCFlvH{`-b%aCwfCe}J_CbzhP z*Hv$0=o8_FyIEJ62S@nh+_qc;TU`WKU!tMLkB~R}K&GR~HYu3@mJ%HVJLCWg@PJ5; z!o!`({{@Ha} z2dHF4 z78v1<-UE^L=INt1V`}g^?-)4 zh(yVtq?_JQ;GC=s5)MiZtALu!Afh0E@`?^{MESIA4v7y7vcMoZP8Bk15xzj*DUri?8H=T6*4ED&zY5+unT zRgjUm!5m`Y@SKew$UzZCgcYEHANBznib{4YqX|h6J8q5GdLw%ph6=wYtgetAQ;bFW z02|#3MK&Q5HsKNM%JsmY49yS?mqZQMFd@)jA>PoLz<`-aY%x$$<3m z2@p=-4ojNk$4SbBCOb1@(HYugOX-xM(z}|a!xj}6GPD} zLva*KQ7gwXD{67IR#7F`!k?z%w*<;8rJ_^1Ko|AT=&Gx_uqzmshZr~G0FN<^GC>*B ztCGGW>m-mry6)?o#}?4z8adEkDuElV<674Lj>JrX9BUB4?orp$G2F(=6lzew-f=T^ zAs!jwL+FvFZV(2W%3c@&@xDwI-b0oKk{>c??q+3S8fM(!&LJh~!?H(}CNd8?f)$cM ztW4n|w=hLCk{@cROJW2hyX5pNf+PjPB!dJ;P*No$$RK3WC8MO9yb}%wu?Z5+4$A-! zqlto|fDh3#`0Aj^zMxB3VG)Zm%vh`+3UafaQYy!+KmYRyeBkCmp11~8zOpnJ*h7LT&V}^vvwv*z-^E<;+$!M}Yak386 zv&qKz%$9H8N-9KjVDPZ6{S*Uq#E_n}_ILl!K^ML4#_+Ko^HH6$Sdo3bn=eq zfXW~Z*i*64^A78v4g!t}YC%5@LirX8$*3T+P?ZsTmQ}M>DqWQd2z0c16>MK(6LFPn zb(Ivu7Hw%F&(^mR*E~uHLEiJ&|LN5@z}%fp0K{CgWE#s@`&v-VG_qLf6$ zLo^ekU$2xNom4cTK_5zi5gdW>N0l1NfEDu75v~?$nW_4^EI+A_ejib54_GRbAV90KB)Bhad39{b zwn5ESEFai{RRS$jtF~UkQECnqx#H$@Nav=4p?c+RKjU7=qX5rqah3xat@Q%2V;U_p zqz>13#KjhDEk<(xs&V%vM!l6>&%+qTVIL}2UEmIL2PSy=ZcgX1tYl=|=&>F%VM%XO z9ZeTs;dOM^RIHFU5B5NcNd$Iv4e-nr8a5<@a`#=0v|@~b8}wlXn>1n#=|W5sjHOtL z%gO{ZHhEcOL&C`wmRIpSvJq6Ttu|tL`(aE^FMBtE5LR{#ZKQzCa7c)0o9y#RY&PL= z_DXo~CdYI7YSMk#KxpfLXz7=LeKJb$cM%M-J`I?F)4&U|z(1#w3NVg>xs^TzfFt0Zzxrx=Pu_Qt3f@Fe!5 zX6e>SOfw_INs;$^q`1WFb&TDZA4;_!RAH5}@a24i?)7u4{4#K4i;e(IIAfov491OJxR46`oR%$d6y433Bp=|pFpg+)(He4R+E`5 zi`ke%k%HBFn5Q|lGPo7-#4KYmZG566l3}DQM?&&eoB7r{qQ^I*&hBOyo+FS6v8{2- z2=dDRkz(JYo&8906I-5-u)vOk9`Si|<&g^cnH}+XVdwaFOC)><`XZfF3GG!*OB#7S+GOHOprjXm} zkM}_lMh33XKt>qureAML9&4wkOt1ver|s}2clKt{S7*zcXq{43`}1chm6Vm1Xr+>U zuS`>yb`P^w`EFV9sNk!!R;&YDzpJJk)-u74j zNm6odCrZK?P7O9tIIx*cg=eF%zxksOJF$;yNKc`$!^f_7S6?36L5mC!JLn9Vg>^4$8m_9zCql z)4m~&_8y&8p}+^kj6MH*({H}hbH39lkq0hO)l0orPu;DN`R93+)#<5iF%(ZGJSW<6 zgkxd>>LS;(dDp#*Ki2ES5hU1K$3Ygb*f%pVkONCCL3I>~+OjRFBG%at(qE!|UX3&Y zy}ZXY)=lLqq#GKxPa8^yJKP<5-%-TeJqGWg9AJ%#-7_Ra^5CC8@)TJA!CCf!6$lW< zTwA!o{Kv zc9Rdz<3awEwRZQ~mr|8_4pKfUlc0U!GbgF64qzUEv)~I>wbKRM(>Yz!b)NbQyeieH z=vmIxg+A4@Usl%^Saa(oXl_vCdL}f~SPx(U!r;{WHh30fo2~wDvHt0tXX~+}?1Akz z6&E#C$CPXbAa=zv^{Jr2gQjBbGWJX#xnR2lX0k-lps9lS)?5_%(|a z3#Qdfc>?upM6uDMua7MKWIAzB&$D?Hx#9;6=^8m});v0;Dk?cvU*$;Z$IortxM%_k z9vpPjqrr#;V_D32F&jE`2JK-(xpL#nm@_j5Q>L@$&z;jmdGcg&l+#&2XCckHb?Yc; zK$odQyG$C_Ny^YM5fXs>iC?c~^OMTvyiB>x$)e~7M(FKh@E?EUrBXuVFl~<26a^^^ntbx`}YpAtPTX6j~$R@0) z!VN#Gvf_v<{j`O~7lEyjSYo8o@#|okJr)@ql_jg$vYAC8+q0{c_F8P7-Bz4%)PD9G zZKAc7L=#!m@tJRsUE3OQ!#VfFaY?k>Zg%cwC-1!f*ik`+6B!IZ;)VS7>+iq()^}fi z_7rUJ!3gvBUw{BN?C`@7_uF8^4NrVtg%M}CV1yrnC>{YRqPRFU6`4G;G6k=%hdO?Kf9< zrj6ELiaf&)E3N*uM^l?<(lkH)M9z;Uyz)A1VviU`2(ipw#>O6yO_nShoike+7O*`F znzgRMmTekXm^-a(wAEoo8qh_TL>6Z7<{4!Fbs%@Gx}-_Robg|HK^^Qc1}s z!-%qvD#Ou>mISjP(d>XmvYC=_ma``n&1e_-8AXD|h@m~uXl6p%L8!vCedyz9nP7xi zv^J_UZNh3B!5UA(QW89MjVp^P+n>Z{5=FJmPcT8-S=R73r&z^oH<88Lux6)`_z)^m z$=fN0$dkW0kt~leOHcliDq!pbaa4@UAdI*PN60Ey&5#2c)?m5I4TcV2fnDh^^BB;H zE?H_^BW6l-8r6LUcEUN$>%1U4*1#tJ3xNC`ZRP;T=oBvs;To42>M#f4C}(-`B96P- zb)4qCi#pNEa9en9aeV`0w#JWc?gqiYS`mu-jM9Iolx>7tEd*yu6XC7eq;|~#I zpZrAOie!Wg8L{AB|6+8J8sVra1LP6Se1t#*e&QmZ*wQCr(Le_hEh1RT#EU2rh$MA0 z5Sggb0|lZ%G9^S8%kUtTgvf}W?4gBJvjhsyBDbAzrHEbengFo z&;XV?$ni31_#9+LN12yiW_EV}v`rR9)4J4jCJWu_V|2;@$fC}scDU1By8<~bF^GYW z%t;P*FzLK@K|y(u)TCCg0|X-kVS3(?rC7%rpZcWolxQ_&_!vgkwz~CSv3%=#;#!_R z+%lI9BS0ALhoWHUXqYm3W{-}E%t{cjnKQEpLW(psX~yD$*W?)lwYkl2elwgGB&P-| z^32Dkb06yrp*u^mwUKm$p{E+#3x9%8w%y636ZuE)FQo-@$wigA8oiw`9HS}Q|`*=jF#^@_B?1@x+7z80Umr})`p)rK`3L$LDm?jtt zS(Pb6P072M*5x!bJZ&BSwSdYx+3l{VMO`Fq0I3{H?ye3#Ekp0j;05JX=aJRXoxI#t z;H^5?2tbH1SMBA5@5uGSZ8d9JH>}osuoc4~4l#V_D&p~wcszE+CB$giF9JBh7%B2A zU;|rB!k!|Th^1LMH5fuAO%t*^Xzs|T41*!2dPmv@!DB%9Ig=6VGHpWCbz;$zD?OK~!srgs=k2Ql645PIzS!W*JgjJ}wVua#1?>Q_QQ~XPIAe zW-1Os&1wcS+uV#QIQQ0}Cas$>BzlTG1Ina)&O@s%&hnP4IV_e4baVUQkA3*c&|^fy z76FwB$yC~mD_vGg*^349E}AlzUhlGm`h+NO=DqdxV-sQn$TUE;IIzBNsr5@psH%Dn zW(cJ376~2y1W$)vK!{g^agA#r_`nF$%YcQUP4|Ws``8;!cHQ@mVOah~64wR@WQ619>=j9*;iXH)qUTcuo-@DnQg z7%ps$SgN=%-{md`RTTFybARxIy1&}FVJZ!}UoGal%i4o@iH?QGe9qG84bJK2$n?~4 zI=z{~1#@tKywe#4hEU(i)-H!r)!Nj^Y< z7|0#})e~%d_kjv>cX)?ZdIy3gC`*ASY$+HX?gKv(;x7tt0ErhR-qt@Ap*4?pOp&Ju zj(`X+_7a)5c{}zf9Pv!?MrEQ$5Txf3maq~Jv=XYPTAufBv(gMh@e_{jxW{F> z=R^UOH@+7*vPD}VmkEuqQQ5_Ej8kSqWPN_I27>?=`*cLAKn~G2eZ|FRu7Z6mmtA0S zaan{EH1~a%vp9gVeT&v;oU=ya6={-I8J2cOqtO^lCtpxUfW?7GrDjR~HAw&%fW5O{ z1bART5H16@e^2FrZ09at00j^RJ-j9_yS8f(R*M+u1KnXg9(aPj2p=Lif*tl@zgUd_ z=EGvkMhzlz9=7y85VL{`LL#F8B?8fSBqUe~p@WRTgMFX|PM`~z=S)J#c|~XnrbR^QZW=_k%hHaCb(BmA9oVF=Qo8RhGK?>WvE+vmWFD` za&_nwCdXzA1&45vICBUVA?HI8m4{rE3C-n)7q@6&5k)!YD@Y*;{s0YTvo!g;!#t zaBb$1Vt55G2jB$M7z>PGSTSM=KT{GUl!G|3gN^`fGB66P5RNmWdE>ZmM7R-)bB;w5 zdP!Ik>&S#SK_&1Qg=6zfUIGodf{%@$k2lDLUD$EAMG;}Kdo1S_4)-Soi8dG|P!Fk) ze*qV3sD2OmkT0=^*7p_^seOz?XR5Faw9*WESbY}fbBh={fcO=XF&HJ8E9SQtV6Zq~ zF&T>(bnF#ggg`nrrAOxl8kB*5I_WKG;8TI5e?^5HxuZMaQffq5fT6f`P6c3DFdaz% z1XCaeQ?PXeCI$~Ei&IIJLttxHNsC+=1VNycxfr1m%1PY81E2Jk7@7e8W{H*svzBb> zVak@FBHAx;DPkpRmn*i6|Du;qvJ2#x;MYw5wI`@&{*P9n<7{QsPiv|>oW2TPN5Bq>;JVyu%`G=r02y_sgV>%dLpcmG8 zo!J?ZRC$YE2?P$RYZDr*!Ad><1Tdm*xuIz3p&v?& z#@eh2QlcSNq7+hXgh!YDVm~eVqDJX<<4q(RydXd+G* zWTZ-XT355AeX>OAN)u2Kr7!Uadk_d)IuloFTY{!VT$*Ms=X_u~hNR+hWg2q78K#?% zrf-1;2SXlU>`iQ=Y?6J>hFoQIYNj=EhJ2ON>%6<#q2genIk#|nwzITbll zmG&6y#|DlXJEjvmub~^1ij$a%b?#|Y_~mu9rW~ADRJZm#q?!e$+63TY2C2Gs&(W%3 z2S}#co>a@AwK}U@Rh3c6s}1U)z9y_@E1^{I0~K~X&gzT*W_gy%8n<%mp{m5JZF{%# z5kGXNx8^}17E-Nwl?*K!c`(YY2!SI!nhD{G0HW{$<$A8=bgy=DZz<$?u%`=@X_+iB z5Zu%eaEe1 z+lZH;ek@68kV;;TdcN%?J5kUCK6{gQ6tthlsqMLcUmzWmWJ#sw1<~^@PCEtQ617ts zwh-0?Q}C*$It5-pU|ui>&-0aVmw{NRYeAr(5PG)%7@Was8vzG^0KJH}&{iMzpq3*% zwGhvzOXS;+9A2DW;uS;=evoWyHgCBeB01znrL%6zss&>a`L!ptVZ zCp^t4ObH|CFITIR`5R3_~j!>)#kRb>_0OpFWK3Wix z3y^RV66V+_nW8CCd^Kl5uTMM?U;z~Rw4@_9Q8B@24Fx4bZm0mC7j@g27x-JK~bEqr3vKF56Za-f&9p{g2;s&W&A)Z z+@KGvuw9Hu1${s(i?CAYml_Py`5Ib6;=e7NcS z!|eP55<&pw3MgdaqxC!!X#*+!rqBCqW?13RlkzoYBhVq4+g#xk#^4VKy+jH3GZzT+~CKLpa;Qo-jc8?Ur;)eCSFRdEbQl~br7_ztQ(IZ z8|!(Ap9*WM469+?JX2-X3Y=>Hv`XO#+&f}m22k6dyVlE3_0|Ba*2uh|yh@e5%GVMc zVHVuiXA9W52-q_21A{#R#p=P2jbVwc*eA@`*PP>y4Xq${qIZ>|07C$3FlCtQZb@R! zNQ2H80j`w5&Iv#b4IqO8AP1XZduFoQsx>J?3fpW`GdgiK^+Yx}@iq23&=)0fs!($| z)ClC)H+fPjac10i%)Q#D+<>UjXv3O}On!W9a$?4^i4nYLG}6VDQfs)!YivZCU<{Dc z3?p^k+>k3@KnS&?>2;t7dVsyEkkin>3VI+1h_DQ~vIza%IZ?m{bLi7>WK*qyv)gs4 zLbW>s<~u(nYUa}5`K!PGTm8SQv0(FA;j~)77_PulE46D~iw5l0rs@T|{GT1pswuAG z!J5~|?BWqB$qG5m500?v ztUhTaJ35*nEv><`lA69jn*>N8V7;T@j^yiEH60J`wD=XEOH0;KAnnoawO<=y-}2T4 z#_T1&YyTPIBL0;BP+RsXuFMfO1P{vX7zplk|LrvX10yg12%zq6W$x!5x9QIJL2j+f zCT-{8x7LQ23jhsM0yW>%PEv>vFmVy!T4CamK8V)?sBI7h53pcqIXLT2YYbb}ofyjv8Q=X{ zz9-&MaYa-RQP9xeU=XO>`F@K?Qq8arJr514{!-2|^r5U?I-42nOW?L{U${PCo)M~2 z-{A04YGEzx7Eaa_-UPDxz_5JQ4d_%&@Sq>w1OPE-%0Pkz#WX<(B?u6P41M@$2;|{J ziWMOO83INBqQ#0eJbnZjQsl^wIDU*ca3H}-mMvYrgc(!jOqw-q-o%+x=gyfJDA}7A zROnEmMTgqMN67+DrcIqbg&I}rRH!aQQN{Yy1+|&}{AI0a73|BDqjc$tl_}8LK#eTD zeVb|1TupON-MwonQzk`D2&_b)M$O8U0(xxvl=u@|#*G~_&Xh-T9!r@{$-YYxK$yRC&eTZtYSyYB$yMcVpRT)`K<~lby3wOYYkdC(9vsbYG-$vK z+Ov8Pa@@@c?VTIlGjHmT2r+M7T6*-od#%$c9$q{aEQ7Y6mzxQ^c=mhP45CA4PNUztsgf>|Iqj?A`c5X*dVaL<_IKY5munlgcT|RgfPMg!C-?B3keypj4}ue@QDtw zcp^j*M~os33+G5aEw8e+(SyrA+RjU-}dh$h4k2q7<*^fIA{d|0R*rhk~cjLXlFcPem7Hw9!7fa#T@BWAZ8oM&$22pL0*EUgQoPDyX4YWLRYmK+yz6EYL-@?NU+GnwAPTKpptB$wp zn!{~c^t$71J@$$tZx8L}qEEU^2)Q@BeD{ctj@P>Ljyl`&(OZkg#JA0|aA_3khLELjt29?};d)V3EZrE~KMnnL|uMLz~N}vBn&og;7NKz;W;PxpJV z5E!?Dc|-WKcJYIT8)z2cn7lM9#-9!KIfT$dkNw9&iAGkk4Y46*AzInY5EuoF5n>Js zWYLXYbhDgg!3#U_|1t=gyP>4r9>)L(TXk+|ApeN z$P`h)DkgtuoTIX+C?_O?Hl11vBQ!Az9`K-Z1V~8&3e$tUn8GuPPy+!Pz!FT!(J-61 zRq%Afo6wNPG^de8XZ)3#K_ClRYZ!zj4yj1xn5$c`u~svf^$6r`YdMx=o^aL>F!qE@ zKA(gS^~SfZxnK`N)RWeB=vAFPpif{CVgql=$1m^T>z3lvUwouh8tlD~H|T><{whYW z0U6L^9Rna6=m0YUmLX;kT+xl@;6N`ZFh@_o5s_phqY7r>Mj1rsj;JOy8Wzn*5m{#r zBl0v8jtz%RSfLDMC{HYnt!p#HXPCSsHXsC4o)Zazn?6F3kgN$LJ{V#||3!iWD$ET} zTg0dm|74CRcGOVl04X})VGeRkF{39%X`@6jn3Uc`Ffsw7;~MqSKFOdNXAFcKk(WF2U;%qvN#a~Gs~+sdF@ki>BX+a9JglJ+mRS~FWXVWJj%E$Mnxs}Y z5iR90=aW~Z7B}{x$?0@5ddiEcxQIi_fYITtpR_CW*vGx-xQjZk#7!{e#Y^{5XAk3% zkcr5*%SX`RnOGnYyo&kPcGVJ>$}FJz1_Xx3Mkqueib91fREKJ&2%9XLLu%`Aqip7g zwK>N@PK=@974y|k=tS3XDaLx;AdI#gH`z+)xctv)w2x}J`B=*dZ z?G?xh+k|6@99aTQ);iU(kTa86vWnSEn(=Xul>g^H5|v?qHcNwPPdg$LakE9Qb?rHg zAVHg%p_~`2Z3YXvP7lhHw?Ie&)ey3_;MUWiUox&nCUV0m|I7iP_-wA1$~Ii-4k4j$ z>TV5yxZOxg6b2Lx!2vERUrtkHqv!>7s6`!8^#-ofr$)6)^o#1#QR*u*y-J@5;0i?$ zOAZW%V}WBb$5W(-!MbjP7Xh;p)oJ1_77kt^ue#ydv@bQgTZ2yJ@SFLBl~{}{akeX? zif63#+K*_YdyrG&M~F+tq=YPur>9DFtxLy*unr*tYam?`wy^a|!(%DrWQAF$vj(cr zWZ~_u(MBi=O(38$v0R|ewk!(Pyigr(mIjuM8JstA;2gS{go~?r%^1W{Y-bDSI6G;B zbQV%Vp47Cbtq_O5?Xy2!&fF<1L7y3c=tZKdToood|DR=(Zle=g>5r_5(nOEwcT>G| zo_u=LPZxEmnLc$+w|eP)bct6SwG~AjKn+efg(h&V>zPP60KN8%BP^h6HN<+U1ZXPo zklmUwbbYcn!#Q`rumHUpXIXy) zW8ZcNo;~DL4Bp(CC3Oa&<&FiM-|l*BXel;LSMGRZ7&3S@t(?CB9gxckTv?e3A#pHQ z9D+Jpa~)DU2iDT8;~LC@o69)`D($x9yhV9#o3Jz=JS|NHb-8YtcBZr;y167=Lin4& z=ZlQ+pWgqzbj5ZN<_^LAYeRYsjDFqt3z4D`|G1MJslNZ1I34Q$2PtzfhxOvW0?a6^ zJ2eDk3C6LMMo~bp5Dd-foCHt+oH#IkQ9E7Zx|cwJ1^A=gn7h_!q~E~14YRkske0rK zB)-zTPl}$qa=c97HpJr>aI31zgTd>FJi5XHbz=?#!Mx0?!FaQf>G3@43BA7}JqdY_ z({q=6d!_;^kb#4;*SiolK$$7KnJtt;hO<3v5}@6y13I{wZo(!Up_wEYK6BC$=i`|h zArcz#f}EKWcX~b)f&x7gC`B_9hj^NRTA?d(6BtTAqzS(z7(a)QwBb^&^lL6Hfr1~3 zuJ?1lqw6lCt3QdVf()P=vNOP`^FIKD|2hFAz)v(qC3-;l8lx`?BbCx3K54toA+VLG zK$|##0r;Z@TRWFPKm?F5xRWZ^2*GCojuOnOVrid2AOscsJ6Q@m!7G=ydJRoj1{$1> zLHLcvL!})=w_qxmd84;>DXb!NL5mT`alFFRO9O*(!p3?mgrk@pt3oS;JtmaBEi8~` zVi^#zxOLpU-77*IiJ7#?ne>Pspn?d{v{U52 zP!z>cBSlm5$)YTrRb0ANYl)c3|F8JslT@q;1rRDr$UrQ5#R$ViAE=ID>9+CzaVlQbE$5yBxPfC99+AxAXC@WVMsi>@&kgC#&o>54>2Y)MB$Iu^*T z`n$;*xXI?kNsp+42p9mP1VuzJhoJnwp`_036r7csI;CU@Fv72ya>_k{%9=Q^M^L*> zd$7Sks-O}8tqjK3Ne;yIK zjMFg!xao^bG-B zgCaxAYt)`-ys=Gi|4V+TK{{|y7z7{0iVz8nEb74@)+;6q>B}R0RSxZ}&>BpEOFaUS z!jU03#Y~X{Dv=evnSyaq%A}brpaX-XQ48X@&E&Wz*pVIenc*Y8A1$aM9nzs$5+ewL zrCCiAN>U)mLoZ=2Cfy*8uqWoyAt$}aCoM$rBU4F?p)nAHpmW3_5Cf3Fh~l(Fi9${@ z^#~Sd8#et2HZ|C|A%Fq!L_AHYIi*ul8$hCD*ohqr@T|I2)VfC5Q$4ZRoA5;f;DJ7X ziH&s$S&2{97(5KcMro6S#hO%l0Z_7>HgXxPw8YE2iX~0h2Yz7C&mdLbfF5{(56SDS z09n-o!5@(k|G0ulr2;9STkTbt5zKbP5D)F2C;$T~v`p7S(W>>m+!I!lF@yNXH)E9` zYF$7WBJ09xuPnDZ%GkikK4q!^`r)q+_#T_uoVYCT$grV<&S(<2$HH8_(gnQ7|Uk*NcU zBat)+|62{AgRu>>%v7L{i_zhugPfV$opIX?(x%k1(K{R)+-k@ZddR))vwON%z%AU^ z{Jyn0lPvuqlxzY-l&g%^N9)$5(Sqt)I5vCww05buo-Dk~sY zwd2<-%#?wUmC2=c{A15@Oq+4v_q`A?Q<-3`-?62GFq4^&!%?>dr>jBR8i6z5tF0vP z|AOH&Qiz;LyUi`&a$xS8vz~iIEpaq7+1E#WlbnOJkC4qO-C*}K;VUQ09^s-VT{7z91gV|j^=CLi60&>?_@Kw>zyX_7W@aX9lcJ|c_R_l0bidQk!<&zxK_hW*Q7y_)W#2^^vkq~Q-SW_0T|AEYH;jkv_ z`@YE%Fe12CYeZn{YA!|o7Vre%=A;B?mawn!{L=#;3%Q;Oy>5wLsUrb zaH9mcz+JjG_c`c$@nQl6y~iG7yE2bW&<|)(UdzVpLf-6&!K}}g$0u`W@4ZLS8s96- zLWfHO*=}umWMtcRWcz(zkVX*|sTrH85iX1oa#C_|;$JiaAr~b1uJ3j~ES0p54B_&AKdS}_7GMF) zt#0-PiRXOpvBpV2pYQs%Z~VsZxUr}K7o4^JZ*+**2EcT}SXfE7|6vFpuN-hYn8;X0 zLE^0N^rk3vvXC&KB8*u{fkhCRJm>>Bk|Wir=fAvX2&Jo4@)r|d=*Wtt6&F1=0D~|C z!u^Ty2x%s1qL?o9XIB#KdxSW7gx>~=WCilaAV<*`bs73?vm+lFZWrzeYVu_*gC{qG zG=Ktd;!L&$xhm%%YL#gkc_&fsQ6#;yi+G4X+{1ecTr(dulvHzxu&y*gVYiucO5D;z z4DT9nKQZvlCE)Y)_H*V0^dMjYiLXRQ6WHg3?-)i-`flN^c672X0TYm$(&6;Fp>#SG zhnE+J08|Q0Z-5iX0Swsml^5Mp7cY$UhXyR-Md5j-z-yYA{}l;HXGItRmpBy z8CP=k=?MmSh-m8eQ*#W~ZqBc6gfH(yl=!3DSKnlUi4TH&4GGH4cuK@vk~j2^=iG}I z`52)6l8<2$z_c3H`9-00m?!??H~yEGc?)O&F!Bn2s0CIJe$-9%_DV$typ*fdlj(m7 zBZdmx6@V&em6o9A?r9g~SZwi-`dO;_IrgzlFou30|A%2O_F_Nw_yBt>paLEUfF5Y9 zv&Tob2M9s}3Du!v&>)*K3Ky~&Na&HnIuZr4d1CP*#wStIIPBQ5PR5W~7AmacagM+_ zDp$_&lH_8NBx$nHtZ8#(88c?QWQl3yi4mVhh7v6rGmDv(b+R;>G9`-_AVz>lEoyZr z)vPO_Pz{pxD-a)HeTdE4-H_&xNfNqL1Oprki0{J1o2Vh@87vV^zH?0 z`0(Gsg!3X<;&=&P!z}VL88c?d;>AIP{DlFd1`8HJme;;C^zVr~#mH^$`f1fb$)&009ji zARGY!Y%(E*6K3)Vh8YgB2OVg5_#udUWS9ww7d}GA9x1Z12OBNAxZ*>q_(P6{Y=Du* zjV-2_qCr^r_#==(28oCT4MO8X9W1s;QWfs0Pf#Rb)Kym{0YnolnbFh~O}Kj3mx56fbY(d1pLa@muTS5sWkg(eb10bNlfz?`jEqu{&R~@(A zddsbM;5FcY0s|<3i9b9LfB?4by8AA?*BThFyJ`$r9Dje%Ywx@B9>}kK2MEk=a0Cd@ zLxmKYnBgNE(t!ntANsh*APkd;;UF(+?BX5|xzf)*HQopY7##EXu#hPWNu0c$zu%rXmuv(TzXFX^S*r|q|?t8U$Q z7C6Ab36O}=&o~x5Xgcn>>;7(jyAueoaR24t4>0@Q+ivgG0)H)o2q%0o!wqu?al~l& z=w$RYZmcoIgh=8~$Pi@=MiwM*+@s3rWATL(0w-W^07%j?GtEQOAtlaC3LO#8J{yhH z&^l7IGaYRqS!i0DmZlPkWZ?-f+0)UcMm4J)Dr|iMloyne1+N*ZDi*{FSr(;|MvX;o zf>BGSI@N@>n6Pein_CSA|C2Yp8SXHr%1aGPb;HFFt}rYZl@MUHI2;OLRgOCx6C_8u zAaKq$EP#y-Vi3g`G!X_RNX->-<2hzIiv(1lLIg(VyD^gSH>g`38oSdv2RHy-{^&<7 z2ynYH(y@+q98QAn=pGk{f;htShd=1W$9F9cK!bGG0VGtR5@l}?D6$?TC58nsh$wp} z+8*~R_Py{m%tn(ena0qkJ|TU93OoRgy$lAkDyeCI1G(A!az-YmZHW$F_?ZJ`5ej6nnTgEbV&KkqZYrLH z!3+`#W2-0D|3!$G&8I$F!vY&5aR~pkK|lq1D;o%*pa)e}Lv!2EF2>-C5jZJuPbVFV zrV*pyNk9V>z)>Rj!xbS7E_9;{ADBv4IMn!0ae(2E9MDUq2RdZ6lGiSpS_pa%$x=}F zkcOT9sHa$Hh$S;NR2Mx-6XVziD=f`S>-5Ys7V>%8rQwDl}=Bg2{mI(lf1I{ znP$o0N;tT}u|0~%+RP@S7Aq;o=FOau1*&((Gl!yT=MY01+t47+GNqZ^r$BXu z+pr*V|3zG)v1IER5=fC)v$^eUbgSmvhK>qOKmft2E9c}?l(?z8j<`h8iXH6WJZgCE zoC7Ur;edD02+~h+YSABhiGsWC^6q@7OP~lX(nKDi(i+$+B=|ORz6n{;Anc1@{o2UC z+v{b32~1!r^x?TKP=hE$K@9;_Aq8$&LmCzW)`-B8l_c5qKxnxo|Dnml2TaM(RML~E zu^5@aRPoY!LX@L;EygmQu@_btl&NG*DqxucU{x}xwDj17UJ17tgj_cn5;?R(s6jd1 z!db(37Kci9GGH`Im>+UBH0s=yXkicED2c88rGsHfWQnU zfvhfMO(*H~S3yjO1@;dn%+6&KQasC)w8Xs6AP;uigfN zSIiRbIfy~9XYtBZuqihYnoY=w0YVD(;;DDfo3oa+_mY{s*}r{ewR>3%uXa_$ARy~j zuC=FYVapeUr&cv2=x4(z2U{T^OQB69a}3NZn~G<=_-e+%Zh8arL2GN|b{2>8|M482 zaq+nU32@)?vk%;zS62;f*bnh;Uay>AOT549BO(VNf<+FUmrhb28;Y8AjVWYFO&Y`^ zp56?pGxfhOqC*x02`*WLDXD=A+z!AL0Gt_&t$Bf%sNLFGSpNK)N+gh2Jq@#|71U&b zimjbWxI`}9-3Hdg6zJXFiCAC71fVbl;9Z;7fK82YTVa8Pp@;!sHQrjR#o4GEkUU4@ksHvW(G`O|C3Mj1X)K~dbrt>GHB;TMen z9|9st(cv9V&fO+g~j|Fy^@Rw9(ppUg-Y z9V`Mg?8E+1#3$ZJ{b|gAWnC#&K}P5sM2j&SFZyEL zWeuGWic=8d31&g$d7CmWV~m}}-Bkr)^_XATAmfQaTDVO&Efx@1#u$i!WOZH)uvig^bM%A-aD>_XYh&;e31wQzywf%VAd8Bec|K;kru{Y5cDH$@d_5%UY7~v zKrTx{IZLz1MnS2-K`Ep{b^r+Az+gtyMvjz3QY1x6Uvd0oYQ|xt0g6?A<$Vek)C57~&4pa} z6}a8t6x@Ycs+(T`ff%^uU2e)_rPJswD81p6>|vH+tVRv!TVDdEZPWk`{6H0mzz7I{ z!2~A?2qtW8PCnWb7fPlOpjj5pmY4P84B$W)t)a6>oC@Tq3M8ax7T*&Ym;lJ;M6D)k z-l1z=pO7Z0?kr+;$((lSOT74IwdiJhFsXeQ3>6ILE2*S$vSf0)Nc}BmOgblY+N6&} z0T@tci&!TvP1Ohl2emXnAzdT_3_u^Sf(KThcpiiq|Bxq5oY(^@P(AO=8IuL~_#4RyF57=tGv!K^kB|6ktKz%?z9VjDh{uaJ0eq83zyWLo+Om zM3@1e`l(HTr&92YRvIc0^y1!$K@1v2GFs&U|4F47WWl2}#iX{ZRjyDF#6;XgO4?vv zf_`cWedA(PmRrK*g3jf?4S^CuD61qH!rcaF1mE49Xm0#K2<+-Z9>4(T>JJDevUI2u zWIzB!01g~$WJ+dZdLceC>p)Twj~1U9nwbi)K#p3g@pV84fF>M@5xMG)w|=Y1HN$b$ zE#H=_y8@S_<%{v~&L9$qxgJOZAV4C~YlRgAm#R#@wj{qYNlZ$@K7)6i-{JNl$mFR~Sgb+lgq=9*EfOkw0s)TgT^)?9;aRGDO643h!J`a;%eE{v z!K}=(Htjb0~{;ZzLq|{=t4OQv!3A;SrKO%9|?efY?v9_<|qlcZN_~73CJzS^=>M!kLo=W*)98c_TTR{#lUS{%$Cl0B0r3U-U5vRdT=DJ< z+UM_9%B1QEU$CXkz9p#QMchDWTUrJb5bY5*A<_N?m0ec#-qv3lr1n}7_rAdQg74G@ z018w=h@LN;0Vf9-Yi+G>*!J&>|8fzTnWz+=t24G3)mW}g%Q|sddIevIYFtp`5`3x{14!ec0&g@)|GS5j23kt}hWG);C+Ft7baH&0^noBiaB9NPiIq@ku8`oe z2*1+gN*E!?BrW4qoZxaUQ*J3<#3_m^DvdI5@JB7AKr!zy>%Q2Foh-$Yvlv80*0{xd zCMvfTo>>%1?)qXgOGV-_@$dewl7TZg#!y|5^AbE(SYUA$j=?#LO1)_Yzaa+F){4NH zUY7lnY~-_QLD8$?#y%@YEVt!^PQ zX?H+wRdhvPG!9h305Ek)14wj;14z#{ZP&JK)3!BO@&dm$Z!?DlZ{Klf7j6=6zbK+p z&-BmTG|%L8!Cu{u|KM`{T-r}FL{LM+P@|`p7&ZO$Qc{~DV-ttHKr(R{VgRH-o*FY% zZxD>Z*jF>kr;e5F4#iXj00)@$S0GAZb!B_Q)md+)U$Kp2u?-TMkYU&?IX_ljBSx#Z zB@^^DtM0XF4DDams$UCS?CDD35Vk>Gj{K70hC0D~2tXZ+;rd>-#+8}yO+0nr46dA*cd?&RDrqxr=UZd5?j;7LjgDy?+KQw z&Wc44fV^W3cwi_mVhn-t-jf%jDuc5|5q{ynRgTOHRLxK5LE^kU_oHF^d)nC2$+qi1aZP%AQo#BBvh&}p4JK2-}k;lD6 zrG0T2;!3xR`!|P^H^(o-3vfz6mds*7lmS3^iSmSCL4r}zl&M3AA;UU!%0$c(kzzuM z3!(LcHm6RVG+78HX)=*wnKWLKq)cK&WlJhmA|#MGlV$=nYHHT};}2K@0V(DL6=TMX z7^7yUBvm@aOHijyjYiF~(n!^+K&n=;aNvM|0E?c6b?OBO5FcgHVlCUG2@IVm*lxAK=HAKc9a6`5I85FoA;# z@d3yI3{b!U2`tdS0};##13bjB#=!?6j8H-d#c75T3lhvw!wos?(8CWw3~?rEToBPj z4P6jLrUH!f$Db1gqy|RgQk+pHQE;*`Cj`7&#G#IWgeVPzh)iN4I)HQtB8f^e>7$A2 zm_rqRHsa``kc@273zSr1smrQf5+J~v0L;O~1PJ&^D5BW(VyUI#66-NB|F$#&EjzLD zp^5`!QVuA&o)RN1wDc-#h`!#66VN&8%B%^z3iT^8!2TM{w9YyU0*TCwT0*kPFb$Q3 z7&H^YFc>`B?K2jDIL)*nd?SnnRcQ^41>bC-t+v~6p!L>RS^MFK2oMPIfB^!yLWu3Q z6C%84+52r-=+-0e+3&1<&ph_9>#jZb>npP)PfNhOjf+Oj1tQ?iN*9ta4q#^V%F;LKwKK-mm0|Jr<0DMbUFvk5%0 zswyuYX5zVoMTNQxQoZt8%Pqd(5(-edqJo0zvjpR7QcA@Z?9xyv17ZlH>he@F&d~0R z1*xht66PP%KqD*-*< zY(r1I@a&@wKJ&VpL5S{1NPW6-S+5U26f*b^U3GaFpxA(M&wZwN>Fr%Yd-2s>_~D7? zm*L_=RMQh809+3$U^;z)^9%x zGv<)QAAV3yzoqrlPoK+}t%A9V7if>H(`X(7cm$L>|NJayLYo5owg!E0ap8W8-_mZ;DrEOgV%WE684wTX>vmEs%R;#LE-ImReVK*HNj6+^_p zMl-0X5gObKu%01QVs{ERXN)@D_i1G!3<<$ zn^AeoJ0Extd_;%FG=5+_?1>HPRCmVK%`rbC7yzFTpqvOep>_s9-XCYQpltY#kPga5 zGwuaQMJ|$&20C6NGla0??8JHddZdnUWFr?0Fhtm+9yO?O6MzL^6CFd+_a;^`@r9&( zQ92*U+^4?uy{`_An4iz4vNBn+Z+}$jUsfz|I{=Xg|3H+K2>}8?g*gfoa0==JQ-8AvVCf^e4{6;hQI{2#nVzbJdEJ%Nf#&P^H%~j&1;SL&(I{4 zh)l!{Xb#F65{znBGoTJ}WNM;xQGue|S*UrCi`>o0hKwBbjvQBd0rr>$pA4kgSzFDT#5#!*;COFd8mUzK^E}Lure82;{9tW>8 zG1H3@z_S#%;jeTO>|mogC#eO2P>Fr0|1f!^0jNC|vQ+~@Tl@mf%8nDWGW^t$ku1+5 zV`_$(83Pl9fEv3U(J(9+LJws-D%!kuiL#O{-fC;x7|d!qxSh^!pX1vp+Hpq82>}i~ zN3Gik0X)c!59z=-gBg&~TOGLWoxAg!ld6C`e!gyYHBf>4MBt&u$)f;9@B;XXccUc=~f}TAurE&#~`#!V8W9><->c6=JIsW zyx>;T?INQ0|J&dI&b^Z2wHEgr_c)>EHuA~?SP$noi}8!&sgJfwr)NH+ z4y4xwL3d)4Iy&7Q$2;vLG!0Nj0>)gi- z#*QDF;q0g)38EmD>ZI*vre+9)>6QwE(u4zyVoUVyEd~pkq{%4m;%k`ZI3nr;w5bMq zOflT4Y!;94=z@*?|$<8KjV1V+L!1A6f$|A#5{z*4%pj5t0^hmGtOb-TVYoKtW zqcEogVvpfyFX;SF|2YKU0Z>5qsAbPY>WlPj&zh@@KJEg%MdZ5U;@~6Y;1C5ufYAmZ zfCdDC5D5MLi2KB^5B)G3#KHXZa1h@G61Knvw&1=v#Qxw5{&J!N^Mw&VghevRMieG{ z01W>^gd4uX>b!0xo&aXNh6*I00-^*+7Vzt)V13MB5y&nAeQg3OQ0?X_Y5s@$0;Ccr zi6{7^*{@sPmWY>;k>Y~6M+ z^Vo?pKw~v@!^$ep@|Zv}vLoP9iwTy{a7Zr(jtKU4i{NfU1vrYMUJqJEg*#Xe1x7#% zL*&r}AObi*|M&O|2Uw>A$j}T^XSYbe1fmP&Mh65y0E~{$1PtvB;qdwVu?}UT7YT8^ z_|OkYa{P=z5JNI0bp#kR5kVx8y_^mb--UW2@zhL24XA;taio_Kn|!Kneee1e%a@ z49cLYu*|NITI|tV8uL1ELs%k>EAmAkBOnAg;0JKP1R_%fL~6S93?CaZq&Cu}oKFKj z-~tp9{{&=%A~RAWQ_~-(4tkw&s4OOpIhGB<$}L|lL+Jw*R->xnU-HYT+CW4w zF(*SQU~VD+j9?Blrmcvr*o+_pyP^V)^6VH;Da=3*T!9}pq7I%C3akPMrc&6dG6{|EKm(D3XT*ta7{&1{!%)Vi25k^H zDnkeD@@-NhFI~gnf*=UZv2aXdF!`-iM07WDYaSERHW02cS@bcVW1}RqG513mrw=6e zMKdGd0XP6OD{c(Gh&xz-1dh+6Fmg3h6VXf{Nm=jsX46O!tpY;84ug}@%8NIx)Hl^@ z|4OxVLkuygauJlkG)%>GOhHK$%=AprG)>iXP1&?f-SkbjO7^P_mjMZ2l1qOZK2Wn?P1VG0s%RwLX$goi^#h}Q@@j@dbR|Hc-ccU)N(eh@4 zFk(DDuKy$?9{{jdW zJ-+CqC^C+m^hjSP1Tr8;b&mw@0}d7KA8~U__pnN>v^UEyOELCi31t0}2S66JWKH&D zQ8r~4^-vS_PU|#KVK!#>^iO40X4_Ow;q*;Q3{p)bMLLzOER}ztKtB0IK?4O;k#-f8 z7F3hMR2_jI_(2akLVebA3Yy?eUKMGuq6#FTA7aixIIwwGuqz}$SVTYs1RzZUfH{hF z3XZi2kTDq_EyeD=wK|+2cJ|dqg-1Caprs&kT*zn!Pzt$FlVKGN{{_y43*U^; zW^*GsAOr*;4=)yEb!Rs>R{XG3cY#+xL^gR^GSlSGRu9G|EwOlubJ_HT8jRN0vf!62 z2*=dKm7Y>)n06_=Ko6dlAHd=%9|bM07Hh8}EvkSULajh_k$_}!u?Qf337`)9bw7y} zo~F%H6yqvEH#vTyvX~%-D9=&^gHz;EFfRjem8{+b2QhymTtPHf3d&rC5T9_Xff2K~ z+SPKakXx7~Z}R53s-s+D2M-kqfx0kYS;{`7tD}T;`B>L==@$X?^UXkDJW7sWQw~Z! zGI()nL3)=rJJyGZxF&`-L>$rQj(6^AG7_895^-l>uGj1OCkQg||E7>hnLhQ!xYrGy zwjaJteA9w0%ol0$q6+5kK%7nix-vnOLjsCX43;2&LB$80pg<6)XDZ7rDTB*GOUM`x z$}VGowe?j5_ilJg2*PyfMCkkADM znvXUMwxezshADQ@Y)1iT!p%Mthjlo+Du4ruqlh61h=Z6UhZvWMcsPL}n1NvnK7?n* zD~a<;Y%NK77lxTfHefQTQ>nNrkg*E(6@v(GgSMB8y}*n4p&vE@J*~DZ?1YTD_k7I) z+1__doVOMA}zh+MqcV z^eMCU34Zk-bAl@Z;7_vmP0V>IyqFunS)9k$PDBE0$+?-od6ecDuo#~rH_xLlgrPZv|?>X|DX9PT_CapE`XM6m(he;k$@N( za67kkd$)Nzx4W;GYdg3Tq&|rbIo~;9@?|+qO*+*et5%G|;8Rc7%s#y$j04MRxmfJL zniY&y9ADJUO78;yrW!tIH*K-v{jmn zmX9`JY7T9O+pN#cP+&ZsZ?;=mxVH}vdOOBtJhy?{#cf2>6lkUsDZvB z)tTF6IkCwLzF=sP?V57}n>OgWyV`2aSq$7D|0B4YEXNuMz+1f80t(_52sZWT)|Wt# zIhmQ*jqUdeZm2Iz1z3Y?y^&>{8vL_B%R@UakPTWiV8y?Q2*CfXHV)f14BQ-v2p%su zG#ZohEYDdm8>6FR!ovf?)gy1%!vyjp19BI6P`Cm{TLY4mM^kxrRgT5Kw%KMP`&v5$ zlJo;`ngisJ(OCP&_hmt5yw-U;8-QBYb$vw8&*%y!dGqC8ggpP2x?Q06BaulAzQBS4 z2-RsKqJRR*xf;8_smlA|%Jc55e{2L(&KbL^rn-xLwdMqVj20R=Eeb5VjpccMGZNMBQoP+mK zi#Y1xr$Zs*%v+MwY;TjjM3>VyQVyqYAa~RRRO)qJ9kc~RKfTa(Z#U>=9(P#Y30iu4nXL8&YAd62h5^iu#tfC_}b%YR@i(3}HIC^hiS-og=}I+W}g4>$lj?bp804IPQz z{(%==3LPGkh4e!&3SK!n!ukF?*dsJq?*|?r18Nk$Xjru4Fkc1o0e%1@Vfz9Aq5=vY z83qhMkRYMLg$x%WFetzv!iE$pTD*ucqsEOKJ9_+>5d$7%Bukn+i4vu;J{CZ_dR;GqzQ5|z34RN!vI&lK(Pv?iPo)K#fZ`5 z51LmoO@aXN0R+faBwL}J|HVONM1uwia`*%Gks8LJLuoz~5P$;}Do$Qb9fKIL5EeC9 zz^DNu@?*)AS+EE)go$P*i909OEQE68%Qi}zK8-qcj2JLVln^bMMU2xzHZv)`dNmH$ zynFlpO`^8u-M@?X?w}&Ka^)&ibnx9Fy7A|(KUi0RBm0jZA_^jy_%wWi0|Nx0(11RD z`Va>dmJf^~e*6dmzAF%qKfnI{2}Gv+4`4|vwZvb61|Eo@OHn0A)PfD!g%^K%;pf7H zNI9sVQ8IlefCN7bc12ZLaix`4VDU3n6K0aVZ#{}VwtHkkleK&QWCkiljdX0~zWnP;Ji#zJaZZi!nBy;1fW3A53* znGiN8H-m9%_7+2#YpMyta&k8JoOO0uSKJ33e85|LKR6-62m(YjzyaVfI1_nCs;3@% z;C)wK1R+E~U!jOziYcQ01<2`1*|3ypsG^QqlTxJ4gdsyW7HFY(t@325fv>&Tvnam|bEX=` z+|kSxt;(N{`RR;Qg$K@Bjsg!>sbkoVI*=>#jc~ z_Uj78o&YfZJiA}luo6iW?N5oqJ56*cMBbnQNKnJC!4l#$6i}xn_0&jIebx^=WUbKF z9QkaK0=DDM6aO_k(mFs2ot>Tb+G~?w1G?(M9k;l#)onMIF$n(K-nsSdx8HJ7mpIpS zpiQ6wAatU$r^z8Oatv%B!z@R+65J^S7C3?H(3dAW!JZg>-)B*0=D8D0X6qye*`O?~Q%(h$mZMfq@|C4(14tq%01jM1F)>gZ87ot_C7_W?Nh%Y)S`!%(WND7L z2^c_$u4Tqo7M$q94$b8Itr5&FmaZ;xZ;Vdyp+f)G7`G`g;i#@jsvP;q)ZF@!Hz2S~9@p8_;|NeX)A1X> z7|AE!R1P`#WT06ohgJ)45|x9}pribX-JRf7uiQ1|M6(NCOwCe;v24g_cc#qWrFSQY z<;g0=^BqV?f|q2OEY#3~+2{$u2Rz`c)`a4b@;2mqh7I3(J7QQPp;on`*^USV5dQ%b zyjHfh3C+FIncEC2$6f++TyECsuY@6PxX&qMS@{H374%P@&utiUo2!BrTSo)d;b&hT z65;EHcgHW;Zg=y_R~`$QKLUm!?VRO9!Rk=SGimRV`QzAVUZK8cx$hOK28HNB0SEnU zh(@c(BLFvu$r}*>lKAx`wONKqZ^Xe5)Nl~vxz=s66$1WjtKmF9ZjjUQ@M`pUrsj+_ z#&#;}i6I8o!u9XaErxOA%*rSY@Bq9SoAi(`%@MrrV$+=Nw5L72*Y9F_)UZP(?LM1i zTdLPUfZd4zsxajyOtuD4`@sk#u&W_R4GKS~5k=0ck@qr$nKWtjMF2BRCI4BbF>7Yb z{csSO?d0SIIS~anxbdMYPkt2Z#K2Yy^-@C6CoUXx#?C*e!z0)QX z_1Dkt5`~K}qYT#%!ejDwoBqr|3FU?~hrsK!779o~!gUp#AoAL^UH>DZ{aWu5HGlw& z!A#CBci-IXgdx4)RX>vQw(b0zg9%+uM87Hm$-O^w+dz?f`s%vd{d7G=ed<(?`aQF* zb+pUguVEki*vn4v+3Ox75|5egs3;+~KPBbiiF-}B5ltviK?DRafI|)tqzJ?nD1*-k z#V_(bq^R8^2Qc#$qN<$ih@T3!jz~g)N0C8s;PQUd{N|;~XWq>7#gU7_3{I1D1}@#K z9hgD?aDa91b^*u%0tIM*2WWLz2YZaNb-U+)om6|a7jU@ufE8E~y$3Tn1Z?85eLK;C zO?DvYXCS~M03k2}meLU9VGwjRY7C~&NLS|(a0^f%lcKD%)mC#k;Q}18gFHw820=0v5j)66VVGAZuK&?nMwnsEMLC?2?93 zsA7II16XK^=y3t5sET3Oim#}P`}i`mSc|qefw-7^{D^kO_cAtAec{22HnET~F^n)F zQo%P9s8(_qv5X+ddpSW3(|B_XK^H2Rj2aO;EBB2=C_oFNVT&|qlH+3N$Uy4ogw1hv z4U>g-(vEjBiv42(tT>MvP>=R_fF00^9H5T`X_TYlj{q5vxpTKN*xD2>#R6L|;|Ig~L%SSILJdc&ni z%t4nc>259toXNqLe91sjrvj`9m{lm4>QRqJHv>G`lUul$1=yHb_n7;Unw)u*lxdm& zhMAhlonQBm7xQ};iJItDYIt}cbY@TqF}v7#1nn!D4UwEt-l=$RDF7@99ppZ8g9_`!k-^b*-ukr#oZ7pN3InqH+T z6WixlR3U^bhFp5$K*Kq8i)1-l$c4>;oW&`n26%N^N|@)ioTdm!CWfl$F;MEUsvaW= zq5wQDu$>oCpJG|2bV{d``KG(dt8J6IP|AHL9DN7qcy>(c1RPh zxe#3Wi?m9n3sPVVF{2=LY*YanfB%DAhlHHXC7`5tlMTa#2iP2*ny&3y0-|~Wo+t$G zTBWFJuN@GE1J$Y!!aNtOzS)&q^v$IiC+F zu_F1Q$y$5}vaMlutTVJ1^I5R6*^!~utP#g#B*`z}dX9Pdn*`cGBygBnIDo0B0>#Ox z2e^}3`kar)v-fIZSf{TX!$Bw@ri5q|VmXZ?YjY6mvacVAv=w!+q5_(% zBAQH*wSRcBGB^`{$Psr4gA7-&w`vjDiW6Z=6AO6&0kBTTMFQvOXyxiaR26A8tFE1D zoL#sl@OpoINudx5v_ac3iT|s(9}@wkQ;13ntM@6ZqEfK4dbJ{?uv5FRReQPN)v+{l zo;!*kpKF?y3wH;iMeI2fhsqE+lmq=R4))2BrmGPV$+a0F029zZeS>c5hE=TRK-Iaa z94dyDsU!hm zpbN2}xosK?=*y;@JHFV(rbAi~yHDn)G(o5)%Mc?QEG5fc4Dx{u02p)D zKfzgOz}rC8S%7s*yvBQ+L3y1J8n2~+1FE{J0u^Z+j2_a9K-R0c9rH1Lkfl+KOfWtYg!#ixl?F+0{E5n`?znIdZc?zTVTd3ShWMA76 z&nm5is3YMU6O_ zs~#Xcy>3jxA>aft43R7By?7j8FdW2wMZ-3H!#hmKIc&qQu)gm5#}zfim}0Cxq_H=# ztO|m}(E2l0>`E2;ztX6-|Mjsbn;<`=C|k^=S9k#kT7YZTz``4KV=Tdu0|F-2m>w*K z^*Fd$+QxMJ#`Gx19iYo0z#cQfw$qxlk~^y)I=hPuUV(hbh3w4hi^#E{$jZD>lgv40 zo5`Q7kW6e5-2V*4A&ALzIJVA65j{G)*qqHu98w+CeYz{D0r;1voURT!!4AB$aqNYP zsdR{|%hk)OK6$f*tHJ#|!ZZfL?MTOP6?n?3$FSPMFdWVWk^_IB&D1;-<+}@l?97D> z%{VO0KWxzy<;{pfu@$|Z_%YH6kYIuf{2~m0i6+%h;lr)cp#X!w1oX7_fWH z)ePd*U>(+B4Ge!^#M4^IGF-m0VAi#5$g%*^Yn@7@n}JHkx;FvX9~#>-8rKjR$#dPu zi8>DcPzxz+6w^h;9$4IhID=C$*yzTgK5etG?7)w`*oPa-<0{$wtl0$}&{SI9Z!E_4 z+Sv%5xEo+Kb=sJKMHx;IhC953Adq)X0d^ zq6O06Z7bYZdAl2tw)pwPvvUyzkl}LY*2mphx!W&>37GXb&-9$wso2YqJ*D0~y_v1q zBLB?PH`^RZ9pe^?s_jjMi90C^?Gj8YzIoiev3g*`%-0T)5Cwn$6de@%eIu>y+6$4b zBRiW5{t*Rk;I)n53U1{w6yXelr*u7hAYPlpU6nbroygqD39*_@yx|?5#1xJZ2W%Qt z$|!uRirj6FD~_s&jjAx7-m7}vR2}F(spE$(P!nL)G6CdfP7wv*0y$9H4xIzDI?Vd* z%CGfzA}6P+7c3X|lI?UdHLl=W_goQRm_b6zH3cZs_*x19j+#?lF_Xtg?IS+W)Co zko&zz&g7YX7yVrkBkL2huG^zd>V<6Ts4hd-*GVN^;jXf=ste(>skBw@5z$R}YH;KV z@!KHL>lU#?3KeA&fCCI#xXyXlw#4#Ldt96?Ly)2^vCUfvTh0V6CQ9lt@=Yl1$$ z$+jNTnKI0J+zPGm)#A?NU*v;IuEL=1?lqzA>uw6B01G(Z?lW&>sI;{bGT`_NJ3;T^ z`9bAs;NKlVk)ajI{B9G$E#`AB00}>O3m>5vilLj@>=1viLAltCUGarJt|m|c8b87t zU-pWt@smO+Z9f2QKLQ~jA0r@LK?>W6y6p&JcnDA5wyeM0QT<=>G|99 z>Hw87I3UpUcB)yAoLnFAUb^0lJ?)mwKo`(48V~#%5Bwg}uRX4f#}5&MLMiQW_jyh9 zH*x6{t=jwD@+w@+-W!$%o8**_6pGLIkq`diKl$AMI=uZd^9%5~ZohhJm9nxsdHvev z--4o>5v@u3ui5&Che4F|0I)BVLkkcZ1a{~Ef*?T<300^tc+lZPh!GzqY}nz##fus$ zY~f7wyilV?6#q49J#!==TGZ%K zq)C-7WqPzg(HwvN_@i2tDln--6CgP1qUTR)ZAASXtHy;3qfeWzW!u*6TexxM&ZS%T zs01alOzq{{*YDrHvREOqVAt?r#EBIzX583lPsfqpx)8;bs#eKJA!ja1IkQjBOGTlz z>(wVvQJa~nwo5f`YNk2-0h3HEbkosr1qgV6!^8)H!Gjm9NE`%1iOH2aq<9eH#Sb5) zPro2ig~pU9IjkHp;04*UNlk-IZT2?Yr)r@}1!mQ%)IVH_7En7LwVF1h=O;LOn%da# z&J%Dz0tduPFTfI1P%y#@bnrn4Bdm)x2^q6(srLRL(6jR{jQ`994+*5OE&GBp@2wH% zat*E&i$Y*U$3k?l#ieW#paL9#t3aTQ1}d%~h8Fs9IU<>J?z!kHm_W(wnq0Di>O{JL z$tG8dAg9jA8ttq5)TnSN^@xhqDDWYrqYl=88cf{(gzVW%D(a#jf+FWGGwtb%lxTxG1wrq zR4D-h_`w8?cI-$46JnK>Ad!YFG9rv{eeMG6sB{vg9y<_;RVS?+;3zKt14@ks6i7e; z`3fDgOf#|iBL_A4!;ic+PRv%W{^Bf4(?rWPw<$gO^#5~RQven8TzKOxms5G&%1tRp z3yf52%D1*GNN)Ec?$-hjAqHL^xk&5;<^`C$9HX(PY$T*x6# zIddqu-c7#>7;3xHWp`b73!{2#uJ!GDEgEH`jli5gb2BoCW9+Qxo}NBzQp2ViThXQx zZVa>t7fyiUq-+cUg^jlhA%fisPc?!EL`II}hjPsoB9wVud1VevI8KEQnhYU?TK;RB zsG*TM3%ml=^7&_LM=bz>5^GjV&2JrZ+9xf|a{rs_)<6H6E~~HZGwa=h7k)9lcSjUP z0n+vToJ!m``)8#oOFzw!W_ZYn(S#gE(-SBoxcKXUk6 zojkk2(N}@kltOq3T+05tJuw8F&OND9O72cHFBgafHKX|-!v@7B-3^a-d-C1yPT>Tt zNl=3uv{wUhH#MXnZ+d6rjKmmY!VhtYbOoZGQbfoWOTADr#S2Xfw_-7maYq0{UdqZUqBRVOuo zk`Ro5hg1ZQ2aD3PELICmn50<**BCA_+VXDQA|x5>_?9-h(Jyes;4z)a!8@7@kW8_g zfC8BqxJBlgi|pkWixN%4Y_o3uc$8Z})D%TB2AprJi^U@Ff@5`&X5B&y0w!5GBAN`8 z?!(9j8b`{=@#vH$iP;S=hJp@!;3S)i=VGd;G@(^5m(_yAwRlM$UuqC`;#nGbMBy~a zB(R%|GUhYe(z{QjRHZ9r=}P;;O#eBWRHj^8XQHe~lxlWJK>c#eO-bZMww&`p;-n@y z<5Ikw9;%O!q>D^uhS5kSz=HYLuiD2(P$0 zKZYv6SwB?mD<{yMSt3R)T=~N|#zCzCqG`DDlD_Lwelyrzzg~QrY=GH|PdjNK1c>vi>lq&rg2Q|h~3(V}yfQ}{aEltd@ z(FJqFNhxWG-NIe(#`qK96|akJEFts43vVvG9#e0VSj3>Pv^6_aeIK^eL^cvdqrD8; zj4Y`~LXc4hz%YPyrW9u>K*5F+K>4EOPT5{{s}IJ`5@R_4E6;>Cn~Q*A*2-2ijn03R zg(_xNcVoA_)m~r$3Tgs`fNZrG&*%!nCS)9A8pm|diw@0vzqYhc?J;6VRvV>O?BoXt zHEu?oO!3mWnDtJ`EdNErZe(I|lbYycXFp`HCy_{I;g}hoI8Pf_-=krHiSFq=Qv*0x{qV(3G6cN1}B zbh&TC(+%d4(*w$}T(U`*Z<(gg(mM~Nhl-e_t_7*E`YhWm9Pm*Xg?xW|E^zf&a zg2p(&6M2FY07E_^M++oQaMsTr<=G~8IWSP3fGu=;rr+*)x$MDbxxxmFbhBU(zzU$1x)P(~JEW*B8CHL;-U?HGq+{lX-r!WC~3{ zXB4^5eXk=;6QGB^lqy!e#PzxTb7^w|mlH+iDSv$6BTp{JH@jh^fkgJ{O8LvDU+0tuutiu;^Y>W?tx?{w>!$8Ny7%&d#5m%HS%^87;nhMm(ink*g=5q=Nk+XkU!g=u` zYFrEY5Vp7|zq1Grne#YEh!(>mij_Ny@;i!X13Zxd=Q;*$LZJ@qAbHRyC~Y!peh0>JAum0gqq95OiR$r;{-`c{2KfS z6&6y>wk*vL@kY52&86^0lVmYr9qy15X& zrcjGFw9q#>K(w$8wG54HkvBUumjKEoZs3L=*p7F6PmY*?&EbJ<3C_bptGNUd6I;M; z%1;618a>H`MtB4uZ3H15QX(xCqnzQX}ot zK1EVIb-yXaqoVqQJ2jZSM7{2_DNu~HS;2cq;c!~p^#K|O=M=jHc zs|stGFq{xLC#VHft%4C40eF&+(6O;FQ5vQ+r^)mZgLKM34IVxHQU5>f)gsLVP-wG~@9Y&>2`GQskT~G{hO@W~_4P`D&Ws5=GP^A)!$?-W3&+_zPkm!K1FS5m3km{BzSNl|zjLaz@;t7H)mp+2EUZr! z6Ic$~)ko0Rece0*vOq$aE-iUjJfn$-~A@l#M;=yLVC*F{lGBw2-w%O z)jWqDjK-3l{Wl>d?vsoUg?QX#>~ow%+@MMf!C zCOlTUve@sVxtYthkYkuFsD<&R!L%4T6dd6#z`pUl-!EBT_VrWuMcsdOfCh+$et2CO z98f1 zjV&&i7TZ2PB*w@K-=_$?iEKIXE8k-L;X9$>8aC1!-kSz+08!|NRG1<;HmqU|o|`HF ziA7#6iA#os!%AV|ruaH&t%atAD*o6PwK!PD)s}DNuSdGzJ+j#330p{Hz!h$bhrCEQ zHaW?Yxl;yT^AkCkL*GA+5VYNcJs1RAzGYm_W&d5a2W{WODBNMyIdYWjk%l|;OWN)pri8Yj5qXss_J#_w>%}o?{P7IfR zLG6=gZNs)|d$yI6!53`fhH>f#@#migYFrj-p(bhvm7zYI5Yl~qT6gjC3xfovV z%)kpmKx_gpa0CBoLOAXoO3$1H@c%Wc?%e_HggMmQ^`Jmj!upz?Jn;@c|23hW*c|#+Ys;r?{T5dDBQ% zI`2VAjfXSqMpoFln&_pg6xC)6bPb9Ljtf^!lgp@X)ArJB-IOI&lk|3L+SKsa2IY(e zi#8c)B4;!n_wfVQ$S8pJNNQtp7(rjh zD2F&TyhjY?@(;&o8J{T_p9`;WLqDf;b8B-tpaVDW@j;059#UsbA09i`ZXWw7%of*0 zNAc9`Su+Hh>Mu5qYx#9-$z$Ivc}bO?1Z$}m0IF7+SgbWi_u0}pit zZ*XK6&Q@Q_NHcLH#3s$g?i!-?WoAD2##P4P3P=V|c>RjEO==hKbzp;!HB>Ga!DL=v zavS@)|1qEdj`n(Ob7uE(QO9>kBy($;Z`b_aD!pjR#A><#bn)CcyrXv!d0X1(i7B@` z+l?4;a$fbIzKN%Cx3CTQ9-c2=n|&N-e`i^J-}eLW_mbxzfY&JpZWMm|-?dDdY1cRP z;`XFq@h&$@0zp?%po(p64`BFsC-m-Imx^|Obg0l^Tu)d$(-I_1_m#ijlSlaiSNW-z zAP9$Rv^1*e_Ut4Ed;hzz|vgz#4QKW zj&=cdcl1sc-zANzEGtgdc*I$z#serrvn9VeZ>;{?A{LpMZLEz5QMJ_BR^bq z0%g}Gt(tcV366SXq14Tf?uMD-#i)C!NJF%M%3ZxE;b9esV+FL2ox zR_}+JQ~!*BA@~HS_{VqXhuL}*5$O}}b?lYyO#UWOxHHKuapEfR46{do@F&pUIDf$Y z{K=7EA;SbN)c>dvMU9#$h%Opp%&2iA$Br2xdJHLYB*~BuBTlTS<|4)|z<@zw=n~kL zg%`KfTsRX_&W0ymLb?fQ=unm=k0MQ~bScxOPM<=JDix^&C3N;+&8l@PSFLmwIk7Nx zEZMSV&!QdcLR8we8w=#1rlt+GHfk0YSP0CYLbna6`AqioDO;3c1Uv}QJFPe z06T$^CW0+7Pq;|#GB)$(&YwdMT(yo?HrB6W&z^lx9k61fgAXr$JVO_N$wPf8ad2yf zfBgMnF8@k3+O>=gYiw^4qGY)%&lW~sM*1xTQDL+lWu6PHHN+W1d&QRkfdh8**&m^a zW)MQ1&F2t*DJ_OxNQG%8Vn(y6B;ZKKC4gH3EV{6T3o&H`jB3C=C>%pWnb@O`KLUAF zRdi@qq>K0tfqk;sR8TFlgriP0+7u(BHZkg=Zdm?V zsil`bHRO?-YM11an1ULrmy|kbWkp6+#8D1(#ug}AUosVDNo!KZP(*jthu=o1`59HJ z8vkjTz^Z(aWM_r~<=I(zA5tVrhoUw_;&`-@suYU}*k}_lGClgzZVg@AVoy9mTduk1 zCZH*&>$2hLcj&?!uSm~UYAUX+<>e|v!!l=|U-T*^t49dTHWzFq3Or#{0^7uFuZ-b} z(PQsz3t^iY8GEdTdY<@UuLb;yuD*UziKs_8?2)_MErgvEiJvk#s2e?%soAs`Ru$6U~vo8~^R4 zte1fqt`Wn_lFc?plb5v?MIf%Euvv>=jFD(LfE_l+80FxxpS7Y6CYLIerpH#r^PeRB6^oyR6Swq#|G#68-wss4Ie#t}v1Og+6guDAR{>LrN+VDk!SK#v>` zdDu~&;11}(@R+AZ_L`nXte1dbwJLG1B1vP+7m^8Kj(i-9o=TiWL9}R3SfJ6^#`>b4 z@5wG!T8o$c+{d{SJ}`$mlvh>OpuoQcZihm2js=@zr5bMJSreidbCB4SBL5aBB~^lm z2sy|!rg+eaWeHj7GIY9zJfscp1K(0oI6snjaENMLqsXf*ry}zZGB#}($Aws!EC(%wU}kz6^`ZhrQT?m{X`CY`J1HtR zDiDrA^du>rVn(-6$v+V5$R1sDNjzHZeN`$8=0vhd@g=e?cIpTF#HN|O)WTtQp;Q%- z(noZC>6WEjCNrA^O60-O4a;jLHAj?7vrG`1GsFzBV)II8vI{`{|=0l_8*I_@Q;8IZb~ebpL3O;}bcb5mDZS(a$}6)tU`vCE+Xp>wYXBp$kql(LT93wLJ>vkn9!HP)GQLX0UZQt z)0^Tnr*x2J17k|fV@lNqP zM5FV~AZ78WJ{>DrGey&!qBX4s?P*y_2~?(N@<2&-3Q0Fo)P-_Mm9%6UAhqh!jzr|I z6{4c0Q?+7NpgTP%Wjp!RkwlN9erZpt6t=2u zwd$UGoon}25T}<8GF%#9iZO z0n5;+HZhm2Bw2Hl(wKwYXLIn2%G40Kl&Z!v0kO@&BvTWSV(LXs;ZZ4Lb4xUwY(Yo; zlM%R71K*9{M85MC?sEI9!urs%UF~=LYuB%s#}sMEz(w;5+QKS{AnzJ)EEkgFj)0ZvY6=K}o}ILDp@uz)d3 zU>&bfi|WyK(&1A>vlte8%XHLHt;1N zwx$e;yetPeCy+3Z+w4Fd_c*Oy;HjI3Si@A#_Hi7!tN&l}{E>_n(|l7M%VRWIT3{i> zkx~Yudr5NO^kOeMAExMQmC~9+xh-6_nKEkShAl@q1jltAbq?Vi=bX-&v!pJdZxO7R zB)hUBe0GbUZ8hj~npC&9zNld2GBph&B+?Bt@n1dak;RJV(dDajRF+fbMfqlK0NgaT zPB4^OK*GhV-gW_J>V;FIHPy=H_V9peuS%T~*^tw+Q~~|x19kbrVwDO4B7%TmE84Kb zmdrlODb`^@mx!=dT%$ARwoYq$+BAxhjDj~K{dJn$5+|Iu!HsG6RM?t#;@2s zG*-6;ZnTW;me16Jml_K;hvOYEQLwqI5M;M8ng3lM7rQOS)Ye^j@*BJpP&?uoA9@>a z@NJ9VRNO>oUX<`WZyzn#AI))afieoi1x<*2VPZ2=@J*0{3?x~FzF1Z}{5hIqMBOuQ z3YRNfmY>)+C%L0G-oS`j7A;4ULSH)H&sA}OW+Cu`A3Wi+kaUdqeQ^1#(!i(1?kl@R z+0mLD$(f3gT{8uw)~75ZcD0C*&HD`M;jtYg{$i`FJV0W4NB-+KMJmt>_hMaNvpw2x(y&+sY&!q1~%cx393*d*_Px;QC-v; zIL+I~B_CT<9=ZUb3__uZte^{0q2R&bxJ6-*$QAdY9j0vHLY!8=+*4mMURvBrQosfF zW#6Km-xP^pP<0{Kn4b|5TNc_O?@2%pctI8N;S25`7T#fx*bYZf9g{@e)TQ2JoC%uL zMM*@Nz9r(Id>?fk1@oQHT#V6@1^?nEPFx=DVINlE6>=hU?A#O4Ow`Tc7CjB-HHGnM zVnaY68z$nzu;TfM-m!()mJwTPDBmdhBDr}YD2C!6{$gxcTkSCg>OF~(m0oYXq9BC~ zfjr_4a2No#Nq~rnL?t2Q+0oU2Pai#DF^Xe91*0&!peT-`TZ|bj$qP~CpbRX8+pfv@_7g7keyd(Y8AwwX5=bTtN66A8_;TM>r3x2^B@BkndWV4Z3z)T{Oxa0Ws zSv&@nVLW0~Mc=GoBzPc^+JT87J!DDt-9aW~3oc|snxx4@q;zYp-pC<8d?=c7987=<#U*a^;x1Vf!=U59F4S$i_8SL zyo5#=2Tq{YP}~<-8m1g!rB*8DVlrmod8I=h=23_xQxu{WN|)4K@C!F)Esa1tYXGR1K!g);t@1=VFnI%g2_WLs`sT>WD> zazwuHXLD%h^1b7r)RR--#?L(nr_H9!KpXzR1b%WT@wjJv#wUH&CvkQtNCv2nv`${k z+QMMxb8_Yya?EwQmN%a0gViXSI3LA`rc&_bnTcnG+TD)uNT$&Uoa|nSA}J5?CWta= zR<0yuCMkg2sEFX82g+893TVDLPKhN(MQm00P}h_u4Ou?KAJ9{TmW8BHXkG{%Y$C@+ zGklTL*$1>+Qx&*og5#L^Q+@Y+^*VeG5<=X{$P`lk6rGpz5^p=@+o% zv+5ZQU1ln_Rvv9+%Y}#w3{#0PDw8!Rdi)9u5lw3d>T~3UCgDY&h!I5qB$z%#{JkNz z>T6p>E4BLTd_L*ErbTl82s2tFXc5^3C7Q;BS3n92CZZn$I)?&2-!k$^#5yRqGN{&g zSDV;QYZ#k)HcGwx5x!v^Xl&kgPxU$EhTR z#%?UmD*uFeB*tCztV47uOY{e&x@^-*M+r!4%1-ObUaQjvm6(!;%zjX`j6>II>DKJ% zN$hMkR-GWe)=-v)!Hh--_tpcCKtS zu6V?%Vl6B|P=m^amqy*J6`gK5-6F`<&t0^~*g@8UTqv|qE@a&W54tV%B}QUggp-wS z@?dT2;b-E}tN+(hhIs zCX%$^Zv>CT=hklpTW|&6uLO&P{tBW6=4h(*os&rZ3OAyB)rA0 zKQeJS#U*-CAluMbwt1@VwHS@)U0`N}OK`DY)-YHZNSdrgszgja*+f1~ptBUP62ET| zAMqXAZxYk7a{($b!S3Svp!t?jjdrA(yiJSfkL%Iij(F-8=*Opan#)x29#gWVME`)^ zBEb;g@eyZmB~Kop;%?}OtJ4&%P@?c^VbKAL1dqgwrZGy&^p9p(+wbs(7<=+9H_s(Q z!QN`}CSPzT<8t^43iOp%2{ne@28P%|PwiGn+kI~(UIds)Wv8jZD|;Hx<;8@?#BJho zH}lNr4na8kvIPV4El*m_XvR~G#m;t?Rr>srUl(>T8y>koFd9_OtW$bX6|@&Py5|J2mf?X3-wSB zH4+GcNq6(kO3hcjXWt_CkQQ@1qZwimH&uDMXQWutb@gtZW8 zc4l+7N1yYPtn@-VM+koMpOkCXrS@(&$!fQ@VZXLVqclju^=jbcW0%Bf|8cx^EN?sa z(E0Xnm-Sh9wgwOPI)}Ds<0!nbiRTbZaX)u>`&4vGH&F+7N5kxR%>TAj4AS--aJhK8Vk>rb({^;M_a@N}xsWkm(w^MG#E}w3wxqa~a(Im+ zl!q61h*!4+$2M`3xMd*s&~W!NJ47Va!kWcQwj3N^L!5qKv~9>2H{1A>HxrK6_ko{u zldQKq+T=U$NOAxJobUvv@`S_57~BXQPgD7tQwNN^zp*bUyd7{9n?gWL4a4NKo zda%z?sjqsm8+)q<^P_hwQ~L*@h*quJ9shg_rtvPIWAioEn4EI8uygwk5xcR2JFDY& zek*(X#(MlP8?<`_Pz(j8zKs6xgo+EMfK+ufm$|ifd%io+w}*SUBfB}j>S~qyEY8wC z21Z>wvO`dtCQ%#1ZNy!}O=0T$#P53w2tmJN{J$Hti6<;%llGFS`*%|O$dA=vV|>4B zyeG>!!UjsnZ_<{#wdG07Y=%6^+kCu4fCk{e$@}}b_y2UGBSpU43Nkyz3y~zCfcMQS zy~IU81?)V}8#@l*fQa++tD|Anq40!=X3{Tx*Kb?XKRwj1y3|wsi1!)H?@LrqiPy6| zCxX4$7dzSSxM#QY5iQ%i09gUlQ@w*w=tA6q;|MEjV>;Jq6Qb{6pFL*xr zwy5~F%(R@svZX$o@q0h1AwTnr|ME+H2+X|(TmL-~YLGpq#JE~ZOl%qgSpTh`j7zXE z!toEXe*gaKSon|s{{uvf7&vh7u#f;@LWK(%Hgxz9Vnm4(DOR+25o1P;8#z)`qoyN5 zHPk>RaPd(THENaCzgj*mf)cF!=Ql(3oHg)CtDOa|98FOaMn>lyR3Rdh{(W40(^n4n1YLlWe zo*b#Nu8WF|FD?fB7vW;RKy~9pxCK~(6aOb<2j>YivTEhanKyU-9C~!=n!i?1F&ews zv}>n#_l}g>MAxrXs*!C~XXBVI5EKT^v*^#?MHT)qyiPZF+m0$q>;zYM3Id`*giThfsruGinfJj3TnxOTxb#@+KB9t$||kA63Z+% zvk}KG72HnCFuM}vu8)pP$Vj*fNHR(`H*!a8tDuaG-%!{BeZTHp2k^serxq+U>8z z6t2l+lX`+uwaWjh059LFd(4U=t z8tSMa<-i1-t+u*S5KJ)P;tlqd+Oz+{j?!%~<6zPcCbN&GscEp?ejDz$XTF+lt4%;* z1fIRlIBv^)i>zp%gh~h!LI>ZC@V5J2obkrtotuQnC7+z~$|JWoZ-jbwe6pher%7@6J2{PZL-`RMxfXE3%`>4xMoQ5;i-s!gW6$`Q#U! zyYA*`o}D{{a#tR`h2L`wMEG+1a3T5d<4JMq#UG!17nygyZs^O;%EJd6J(NjxuQ zgn{X4VdK}|pa1^9J0E>lQ=k8)LYyZ}i8v-gAVgfyKob!Vf)SKpX8;&LoDFb-Z0Sq7 zGT1>6e(*9Cw4lu}2tpH{5QSkW91yoU&_Wl!5QZ?cSqDm}LL1%?hdJ~N3uD+rAG)xH zIuzm%iCDy{@bHI8d|?oc*hD8j5sDK*q7s$J#3)`7i&+$61SWt2Dt^(5S`_0L$tXcC zYT%1h)BxV1_mF@903rDV2_69d04x9i006cGrUHim002n<0yYB$CJhb}4-zL20uB%k z7ZME=6ciK`85$H63KbR>6#`%t4Fnb_6c`mv7!_(ADw-fWtRz84CIzG@JxMAlv?@X> zD=ZBzMJX-|tS&x&=G&{32K)N(O!#6~2I48t7Ol>*_%R5QCJV6jX zGd@2*xk69NLQW||O`$^~%R@rbLrNe-X`)0+!$d+wMMX(TNJ~j1#z{idNmp)4L$^vO z(@Q&pOhw8}K-^4B)J{l9Pki7}U(HiK;Z#%NR7%rTJ6cwv)mu8*TuSO(N7`LC-d$mP zUP$F$Nl{;_@nU5~V|CnPIP7CZ@MBrJWL4v2GxB9cnP^k6X)G&hg5YX3Y-?-XYghDZ zL-cD)`)g$3Y&r65J3(!;L~p0#b2Z^~Jp6P&c6N5{b~<}^TJv{C{&!^Bcw+r{OZ|9L z{&`$8d%OO7LE?NrV}5yNewR&ub;N>SUzCJd{e(+og=E2nb1#X#i-~gn ziBqnMM|_KT{)TmPhFsHmu_sC@scWK^uF z<*Z)*tXfp9)o-oGU9qNIvdI6kUH`IcT(i~Yvt+8Yx#hKKz_*+Kw`7aDzht|mW4zF7 zyr$*6ZvVV%|GaWzy~20Froq9%|H5r-!^?%krRBqO|HO1|#kb_gd;iLHj?1HS%*o@- zhX2ia^w5aa(Z%J_jGxk@|I&SX)W!eQg5=ec>DR%7*u${cqS)Dv+1c5=+RNeEoB!H{ zi`&BD+@t>8i<95Nz~7&o;=}*qjn3qpqvgW-<(&WJlB?;#+UlDB>Xo$Y!T;@?=I)ie z@4@Zyod5Bo>hh(-^TGb}tNrz}%l5$Z_NUYMzTEk|0PICJXU$+M@=pFo2O9ZIyQ(W6L{ zDqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7KW_<`rHMXOL@ z2;h6I==>?6F#Wpjy(40qf;L;LZLto#DbxQ$aH8PGE5AKoCBXc0||=@ zU_irjli7w^YRRS6;+DwKCeU-;At&K02Y7g)Hw@ec9dJ-g=;c6f*7hZtKjx|Do_zLc zQIJj+$sUp(#Q6-3#Cb^H7R-6r0y3W*09=%eAeVtINoMc~G6HVV+@p|O_#S!%IZ($m zucYUIh8#LjgQ)MR|M1~^$UIYn11-pi3?peeke`6BSWu>)#1?Dpu?+%Rp^=p$NrQf* z!uDj8@R8;r2FM^o!2&qeH^8bJVqo4hGPdeofE)5kkg2G)2`+pV>Stno4y;EjGBn^Q z;D(SmaE5@KA|oua1Q%@Z!JR2fB(n%;Nb4sF5{c`6pU|Lyn$s|WK%5(rfWVmy_=*8= zx;(Q5uAKgX93<~)km#9`=89^XEu_($2iaP%z^OuBeBmp|ox!OG^ri6}2017o8^TOC z?ex=jDU2M$4h!gVLBKhn0yX>T^6ez&9blx1j3{s+qsbxQ0hCgrj7$MHbDcw=5^}nq zz+oPcKn4z&|CmDp5(?>|+!%O(^E5TkhYX{!LGAeCkVih2)Pgpv-zQwZ;^cj{Z6Rus zaq6M~*XDW6sRaqNu&I8}wB5opK-;#!g>zR}_kPc~>>(5~vi^7A1q_a^emP*k^{Av3 z^rhs?H}CxOKq(B|g^XnQ9tMUQJ*)!FIRFHRI4%yO1Nt%Xj4l)F*9s)H_WSxPlZi$< z-KcWA;U8&ojLiBV0zM(eF)C4sP&c2uafcwwgPsBx$iN1gQmgAs)s-~qV>>Qq4URm&D&BuMnCWWSq+9zx~-t_@6D zwGqv@|C;2$A{z0CNc@v~OjaC!y~hUN${ohuRvFRMz(2@Yq6a0^I$4>gbtgN+Gd^Ld z_POnEPSh5Ph$JCz+;AG8K!A~$kiY&(2oweI8LGJV91m1U0TTSgG_J6@BpULNh&1A) zi|#^@>+uz+sTu6#6dIicg#}2Q^BhFo#J@$cbiF0wUGK?Bk&=)aOc1g4N{)&^@k| z4P)>-VSwn9!fa72m;zaVc~TY4XS5<-jGP7BG(Zgx9|bfO&;SDwD^5T)3Y!HafS)QD zlb85u1CCC|V#SHgKChI@e7f|dFukXvU>DPx+VrM4{fMKG0koX@^rt`#YN@owQlJWHJqd&_K8P(QQOY(%YF-j3&pmt8y7qT&H9$29?5>0U-jO1yy7*leYeZv7IT-qIG#m(;hWwXw>ZB*)~{(%tI&kF76Fj3VPp=RfY%O~ zPZySOOdu@C4SRScQI1KLwR~j|dl>;+ZptxNMcwG4IIt@&g^z9g-Sfs6|G#YRagKGo zWB00e%`OgdepfN%fDUUQkcjAO4{%gngw(*g7_OcmtYJl`M7LG`M1)@wW|vgj(p~=Y zhZ!vu5}O#s)vfG`SH%`I2|89}J5ikcx1QFkT zVz^0`%@GO*H{c6FI7@WC^P2En;b4_HQ=Tj8%KG8G;MVrJ-E8sgio4Zx?zqxn9bWwM zxdp~KIih1^=mi)U5{Z5}u%VpkmHa#+Hn%X&9infUWEduIhr7UmF4t#a#nVNnIFHL6 z=kvxnw2OT@$2(4AzULXpBo7V&T6&P_6pZEtzsPR|sdkEpn9DN}I9R|m(Tp>JOBC14~+1Y;_w@pc+{xBvwBfc3f6OfyWDTA|Lf-r`yI0x$b6201ELBw z+z;O&y`Mfq_fC4yx1PBBdC4Kt`71d{Y<>zA{w^-fh zec(5Nt;Y*bXMwNRfU1^XkQD=>kwBbrR4;LP!7H+LD4e~~v6?spO@$bVhoe?~Ba zG+2W+c!M@b2Xg=f7$6ue=oIpCBZ#1ZG-htz<$Xx#bmGPf7KnkZ_Fkw!c;|+A>y~v; zLw_Ctd1)tHCGmsAMH61wg)lf4GKhm_c!o1b2RtYkafcO>;vuFGZrN9aQ-_2S7-Q7G;QrmRN&o*naw{eR_cp&Fp^;HV?)n|p6fM4hmzqKD&xDmPN5xdBX zw0IJ2IEh+OiI-@JbdZUHfrwlI9S)EMrtpNYr)E$%ih!qtdANtz*oWg6b>y~zn?QS6 zV1=8}iy9Gz8ZmhQM}j2?6XfV`zi1NeD2zwpf5%vi#)ynQ$cYm3j5r30@I{TR*L~T@ zgzTk_+6ax&2y2_L3Z?)B$?-|k2%u0n3-y_z_GyQCNDR23pP7&exX_>d37G&Ipyu~? z1^Ok7SQxu`5i(~07}*gbigq2D5`=jYMJf?Ox?9}2p@x}~9{Qo0I2b=_6u^-M1$m=$ zrlR%PdhF$WGs+A4xtyXvqcu8^T*{3|HH!ZTHXQ7}M$$9Z-ky&`97on$nI+#a# zl@h9DW6{IrD587fQJZXDhj}WrfK@0Tq>9IC5n?U znx}DLe+CtSsu36Vq$t5?BKU8|W)gf_5wR+(f+-VNDX3CGsD;XvJSbK+zy#IN7jnuI z$7G{xilUJksbET}jHRE5ke{M3qnf&@*tn*j338xXatVN-R57a%F|5p`nmt+)8aje} z35@4@65dJ?Ns6oUD5bmFl|1Mn9xx65aIYA!k#qsBI{_Ss;FialtOC2DjuoT%c?#2t zraoDs&grR1CyJ(kbqTPpI02qWO0f#Di0L|>r>ct`>#@eQv9Ri{Q=zNzx{~usKK>AB zTX1rFfw4Z(o5p&h1DmW!|9A?Pny?DHus_+bIoe$;CW^p-brvfX{F)FjOAzQ-c}Hu4 zADajXiiYQ1*=3Y1pj&qN6!vGXBQc}|F}1$+r!z;m9GQ7ls}W?2wL_t`TRX47;19@f zuaHmx;FK4FTND0ztT?8&1B;@p2e;E|qcba?(5YS71q^f03VZt$SL?JN0k}_TxV0!{ zQ}(*^N4xNtxQt5^j(f6@d#{4z4_i=3cyX(Yx&WRyx31^8&P$o~DY^;UoHuHIN(ZsA zK$=pqs37UFmou&i|AD(mE3zWNy)GfX8LPV@*}F_ZsDJgo@EgDH%c~s{xfY-R8Q>4z zV7z#NzBVBm9w4{O+oj3M3&?4}&pQjKK%D$Z49pscNc_M^48i^hnLliz9T%GZCALeU!F?$a9$ca9NWv3g#evJk6am65 z!NDtB6d3@oTZ^(C5(ED53^dRRUwgTj3&tb5ygVzwm&t^{01RHrghcG64xGeF{J_%N z!<|~eMp*~`|7Ckgp~4_Rwo99xUJPdH%dxgf#}ZMliCD%Wa|%|4h?0&0Bs-6BM1$7O~I`{nPJDSZlbqE20-W?GmEV0)>3XARW>S+|rwyQ%#T)Kt7*`|eAa%8(}>H{M&Z*y{nJ8ys43FAav{(% zu>cJWw@f|NAl=b@jhsHpSZBv+|Am4 z|DDc&4BI44$f7IGhit*7pvb4;%@Se7j{OkmNX!NS+)=s7_RWsM&Cj*Ud&BJ8%S{l? z{oD;5+K55lI=lea@Xngb3$oDN-HnYMahds_f3B~B`%dByZ$}GwK?W8$p zy9amNwg;QQYs5#R#;!UT>ODgF``t>82Y3=Qt!KHk(uY`}iJ$IwvW z6)xNV*|VnWUS2J#> zp~=Zx2mMLjOuWZE{^N2U*ar;K#8Bi#Zsb>e;nj-L!HKuH4H1$phV5NpuWET7|E8+z z8=l22cPOsYU6yw8E#@yF<7OVeXl@wP?GhRQ4Q;OAJU-`hF4*M^($H|~r>^IQ&F6j& zb?A+CAiIJLk;OoI?i6uU1+A{khS|Io<`^OAn;z@{ zPUggp>0PVdG{(kN4jO3h((hQm2_x!HqifQvCX_}Q zu@T=8P3z(;zUbYH){LIz>s}EUPhnN2d3sOyEMfSFpZJTv7*)R#EWh)xP5G674VSO> znUC!YZr*3Rgos6J5m6eAFL~msXjY8tCDHsNvDvYU_YsQy2XUo=|IgpDe-pHy_{EO$ z*s1+AAx_$W`G)QLW)BU(fB6Ql^9Mitn!owl{-}th$V6Wdvr6t$ZvFs)U>X8~1q~iV zm{8%uf&&>ogcy;aLx~kF5~T6z;>L<+&Ts??ks?PL9zRX{<+$M6HD*<sGE^y?zDz^%^v? zWzC*7%Zw~mwr#NzgBw>aFS>Q@&cd5l?<`ZMfMr;)U}MUdB~MOsx-cWugd-Uj{6yn1 z!pM^mI=0O6W9EaOYFsot4e=StFc))1om%y3)~#Ri^hs3q|7@d3UEj`$8TZl!y|lSy z8&>#m;#$!jN4^&L@~d*46SEr~Z{5AKc$tdTVnG7I4-X(npm}BJl$$H+hDw-oV$19; zPb-c3v}*SWO`@z16a8-f{r&$3a3R=cBXFqNk_s@v^WsymrUmBUhPkY0DXzi_p}8i* zrqZ`6{|LNANUP(u!r^YB9u;~G)A60e)X zfxym_2*xu$d#OsDT9nU4&gNS$N6z3|jZZnx!1AdX|E)wcQAMYO4Gu>ig)~x09R(`N zMH|HPQj4(UZUJhPyQ)L0ppk_ZQz`s1Rj$Guv(>Y>ER&ft(M*%X>GHZR7Qhx<$Ri<1 zqsdO4j9iM?V(HTpwH@Uf?N=hx^HWo4r=`}iMkmDr5;$yTHC9h+l*f1JYTXX!sVVf^j-Dvx5g-7$;$Kx^J}A z9`3eci!ZL|+H5z5bX(gnzAa&p5hxUa2f3lDL$iP}H4{-Xp{3MQS*E#NFvG-otavx9 zDlIeVg)YrCW69#pg8VgTNM9vps$rUzos43H|DT=AX`7@jZ0R8p5V_BhzXm((gEZ!t zV~?d2+v~7PCSVTVl!J!lQ$(S=?o&?18&#W!!!Tzt&C+>id0}M^Xz1V)vAPrM@IXa` z$iq4&s2Phq*l2yc{IRYl;}hZ*@r#zQlJ`tDZPQQJl5Fu|eDjy&NsQIYZvA}j%m1VWZBmXoZ(4S*n{K>s|6REGgU4Cl#_~78iRyUEF zH631LXAYlBNom5fIi^(aJv>Sc!RWI+|EK_pdJx=NM8;>6?zzu|Csa!M)@L?Lp>Qda z`&wYmFo!IR1sJ`9|T(3MdQegQK?Oh_+T1MvID?#sca<$UesGkLo(r%kEYxLIRO1 z#!M9u7rD$uHqw~|L=IaL2u12t|FePGY0LvmwjJ%MjYgon6F7%8F>sb~PBgjY2Wz=b zc827Qv6Pe;X4y`eq!Uq}P{9IHP>0>!E^ogq6%Oxr3Uw6|h{e%0rmN7hPhpRX0r|JS02oH#^B)nT+v$m^+L| zzPgg~$|$?-1##HY3(xh=HpIQ6@S^gQ+kNh?m%bdVKzAq#{SNYnV9^FQbgbhX1K6no zjw-wm2wf4;0WkQK|FHEs8P*D>I3^u_+|ptsJ}1|+H5)#0mXpMjN6aiuO;WRgHyT z5}MJ3uh8lFaFfM6X%T1P5q`k5AG{1^6H~e&Oq`fJ| zNau!>E@5~(*ZUGXn?>DhsSNf1tJnDBl z^_mHp|9IYm9M6nzyq*m#Ny#f%U)$j|3C9|Hk(px(?q}xfM=cI+#P;$U-{^h(v(EM4%X*?rY)jZ1xK+#Rgy+^zqwzzh z4N`zXc?`~b2-?#w>|?1dLLH{Nh~z^Ekg~mSJ2g{zKlu|u#p61! zLks+yx8jQh%^I{iO1o}azCHPzMmsceN+r2#z#M#x2ZX?*>ogRi0Z5<$0dy|}@T}88 zzzwW8a9g!p_=YFkG58xn-lMfM!aUet}oWc=wH^vh_ zpP{Tile}1_Jnk zB?@f5(_zJxSO5di0BVrMZtTXxi$z=XJy^@dvWOL{l8Y4_yYBeHw|hZ-6SkSq#1Fg1 zh;-RB$c0=;aU?kbqpC;DzvsX;|K$5c zyn4rw62_GT8h*3ZKqGLW0bRY^(!u z_y(P1$evV4aa^~oo4?0`DxLwm6-)uLlZktz38oZ1WvRZ?3KH;%JG5H1t2D{1v?mJ{4~$&MAa}%t%OX4;7YvnN--P4m_&(`07S4^%aCAzoqWsC z6ivDO$ta}DMNFcJ8XUKX3uvgwPI)rL42jJgrHnKu*}RO#9L7Ki$;dpt|H(AE%7nJd z6phS0%dqLqh%kUUpa#)&PM##qpG3rPOho!iO>=p!xLCo)xk%YdGKIm-?<$>+^glY8 zFy3s9WTs11Q@(^GNpw?;{Lc4CQSrK>3q>bgwFpz~ zyg;E=SKUWIwYEo?RZp|PtT9xX{10rs2nMKwUiH;>4c473L;$7BaeOK)EHEt$m2^wW z?lg$*;HgfPG#x26B8@Z+{l6jI(>vYPrbJb44KXeQ*NBza|B0noij_c5^DGV>kJBnw zU{TV4UyQbbTD0 z6;-QrSZ;;biZ$A!4OdTF%dsrW$goy}sM3RIScPa&YAA=Ry;|qQ+L0yM=L}GlCD41t z)KJj|I!MaERJIzVkuYpKf(%u4TD#FBucsZ_petIW#oLIzSXw=UkIh6A%}hkC8oFiC zMcvx0eapk`T9S=Rl{HhA6`p%#iwtSgAB~8EZ7ITK#yj0v=}B0H7+1nvQa!EPR=wN2 z#oN8zJIBn3rajK3@L7q-Mn*l{UaeiMUEFq+%P163|A&NJR$(qKQ5hnV+3-NygNR-6 zP}_rOTapyr0A$rIE#0gbbAm4H*U-I?gAHLlnc2sy> z-|8&60g5-uA|g7_0LMYwqeTQT7Bd5wV*jY& z%(PF$R8$7&g*LugIEG_6HeWjSRe2>-<$9<{Dhng}2Kh}022EosBSxLe%@kG`p=Hc` zY~=NPoj7A7G~}2(QI$pw2X1MX_G*BR>8+h%j@4yR>}o^Tzk@C&!_3@7Zu_HkXlh>{8J1&#@RCUJDQ?-QqT6yI;$RbR74 zS%&QF|G`3S_y#_3>&4ER|Ea7`9w#Hc-iQgp=+Q=M)qc4k55*xTa`ZOx98^ZvX>T%W z-S{4EiE!X|nDQu>@)9TXD$nmLS6oQ-Z-VA*gC;>m%9%wXaKYfLk0e;PUS33&-b_^U zvikIpFl;$*BRa41+dc)sKJvOl^CKz0CI@kd;OarAbwjsxMAvUcU-ZR|*I6XuI+JuS z2Xh(62r89FI?W#NZFPybbSqYJ9mi`@4@D2if>Sv4^hN|a80@y z-Pv|HoMDjp;19oH|0A4rbeH%;SNAGscm96VE$8gIbSQ4JMvp;1xZ}4n&ai3 zHt!6TUwQJ1T7mz~YIm8JF?iZW_*Jhvl0HC|HwaiKjRW9=cM$q=pLldv?h-F_6Ib^X zclVnPa1zY1Fwe#tQPNCbiDkFPey^=_esfNLaDtRim~StF_iLK3dB48-P^@cd>2_nA z&uKu0p%?n1r~6yC?{u&Dmkw*jJy|XPb!PeoYQUrGVRB@j3GnUB3HperMfvQm;>U-4 zLY5P;KQDskp=+lbm&t^*=k_FzeAnm>8wh&2pZmHuebdi-y_e%4F3pj9LOyta2XKsf zp26sYTkzzJ|7K6*i0<_IWeEH&Qp$HN%g_9?NBdJqcsN{eu+e#g2y}KR_n|-i>8JbD zcj;$N+|Wc{ucgjftTSrZ0@=CDmCD3@=kSFu|9_A6uD|Nq4}RgV{A$mi`KSN-w;SZg z`JC5to>xu=hzE2Bh<5@9zGG+bAi{(S7cxYM?jgj85+_oeSneXmj2g>{>&Q{u$BrUJ zek*D68#k2PR(`89XBx~iXJ{a(Y4aw|oH}>roW}Df(4aOGAdo5aC{mm>d?sy*l&RCG zK%q*ls*|eKtTkzTx+(Kh%$Zupk}YfYEZVec*Rn0^AmYnSe+Q*|)3?d$ii zP@{kc|2Gv(xTygKeApFa+}QEJhLR^!Zdef=yUUk1a^47XBK#I4ueoC9_#r{lKWU#EH5IiN7&!d>@H9l}2ApsIy=LHR z1kOf-OfVIvTz3&lI3b14Nmm_)c3sC;g&nGem4{}5_}l@Bp?4yR=_&NsdInXr(0iL< zgibj$%I6tFR*e~9iQ}cXCW;6N1es%Twm4agbv|?>jyc*#4K*zo@W5+J*+$fA zJQ2y3l1>QEx4#|y%HwqaE+oBX;_r%L~5zgN;_>(TY74p zUK~;zCbXq?I~xNGsLCq2>AeXnx)Nn3t7aG37@wXd@yUk)t`Rn+f1e!snz4iR>+f*6 z{hQQRVfBWTaoZ}qFvB`od+lAIHf-g<+g2Q0xSy1}@ww}%h^~7sUbZfLHP(11|Gc4< z#HX$X?AzA2XZiH9zs@FT^Uc8tY*oQfo{E&R6AL|bs1HM2*D17MM|6nz3VkM;3?vfI zxE!RFMMv;5$a;EaieG(S4h`|+F;LrZ0eVEffISEs8WnIiP-E~7}^wD!Ay|mpE zlAY<_fQ2XSxK&$yILBHu)LugD-idOpBz-flYc!{Y>}!M`eB|1I1zy(Ypm&bI+dkv0 z)!conzWQO(<@Gx3vCE#9mtHEZE$i7OOn2yiG4M&@R3kn-xr(PNvYnlc#3wa;EMR$B zsiXDl=zZ<3ThO{)k9JPXPTE)7xr;x(U#`!7e(ZSNPJVXMm+C&ad<0Lm|KY^jkDl>b zb1h?h)c819`2NzntiTT~1w0GpW@CWf^B0;Q(!dG={MP1AvjM|lv8B)Ul2N2*B*P_F* z1Q0MC91sK%^&}{*5p=|AA|CU26C)zAk4j{s9s!fUp+#{miILwG6RAi=ZgGooD#)8y zq(6$73?t3^QC|khwm5nxjS=)@S{Mk*s+2A{!a~3Y8Fj}%vQmhA|Lo%t|JX_Z*{zO! z5swY1xX4}dl7x-?WveFn9(M3SNYLvf_mZj1Wi`ljHNoU=I0>*>QnP|@p#>~qnTsV> z({rN?RVur~0D0)Lm*za@34w{igM4vubwb7h?A4YwTJM`?$=KoS%!0HxAH(IOr`kh7fVyyz~~X+OrWGcvJy&pYUqfMbp&qDR3e zzjBx?9eVGFg|TN^=-JSjD$Jk=P3ZY(u~3?_#g7TQl$5LF98beq(1XfC7N;mH|60?k*0q{dr`!~)0kaw{ zO=f3`M7=9HkE&O6zJq>CZIeL=vbBS>C!|s}%PFfG6`8^erlRAZK)EWG9qQAuaJ_7Y zY+BZ{vbD2obt^+LTNR*INU>`PS0bp0*VVGNwME_QMgMxWIlZF>heZHM#k9;K@vyQx zDJ4)%>s8SbS5%tyEOONf+Txb0n8$xp{NDhxSi4q( z6GvARj}HTd08zOfdHW(P5+8-fJzh{hizC;mT6oAHKC*2LnhOroHx~B#6HuSIZ6(+pch(be;|VqkO=Q(72TajXGOY` zwluPn{n~ik71P`;S4ZQ)2P*R?G2s%b4YHl>|7(ZmC~s6-s=;lR8q9IMKOy!{gbfsQ z*Sg&n{4*`$E$?~LyWaC2GzJ_11b^h901P<5sr&rxiOHHd!ZI=!o&s^#v! zxmuKL@165pr@Ds1p{Ici8w`NT?q)Z1)NPf-EWGJWuPDPEF7+=e~hil3;@jYxzK3eTpC46*-yUZNL{j8M!_2x&4-euo&+AlEy_WHX&iotuF z1D`nse@>*2umAn?zwz=|`0}}yB3+t*70xzzgYqdH0JheoQ6B?z-fDDPO$3};)L&7I z-;EiGWQ|@@(A=@Co?q16`Hf&zq@Vij9Q$Fw0?a`xY{3>#gFi6A{N0=dwjPC`R{!Oo z4(4D0dYKh1TOwuN{<&6{p&0cY|G*if!2vwL1Dp}(!3+qh#mafkY8;2Txe*3R1@?JG z7Lp*|ncxZ5TM8}!9Uz)Nd_n;{VXbW;dP#_}?I0Y+A@PyZ;?dy(_8`QqmLiRV*YV(L z9oxc*T^f8sVwjQ4r9}d4;oX(agM?d3iJuonqE#qaE`(vh6wINK9Wv9QP}k<<5)DKH!%kr zKI3IkA~iOoLq23CzLkR6L_8f`6uwV~NXMH>?9l#$+yjLK=wNzomr*KFUblgn;bJ_i<7`KA0muqCytsPcS4zCgnqFqD~M= zMY>x;4yAJ>K%{-7RbHh>ilkPGq>8y@N@68B^4~a&B}`f+DuyGMiJiy+qf-b7+Kmk; z5s6#QkwBJQ4iRKQUSwJXOEMazUph=QDy3jnqeRvOTee&IX^J)mMaF=oV?HKU^4~me zrB>RZ!g*yXLMB=^|J_)2<~($!G+={fZsttd975emGN;p#MZxgJz!P!li*PW?LGRXD|L@=OF+l5ebNR8Ul!iFNTM(?BsABW=|YqO^{m; z`AkjhX7}hNPIjSFM5S@^W;Gd9FZ||U24`V)f}?jf z=R8~|c9Lahb|!X~r9GS|ijL-Wj)OeZ<5{98itfYoZQZ{qz!}*~PsRp$P1&{CKpG?h zD1_a%RUb|`|KU*l1fiS`aDg8V^%i77qJi=zf-0zBGH7U>Uxb1cg@}iRcBz+oDTdY| zJdPubmg$LRC5W!*IAG^VuIZYdshOUsRhFfiR)aLaWSqw7KA5I#GRbN3fr+jIJd`Cp z*kic#Cr|Jtsr`x)2Fu&wB~TLpnGsh_<45qNcTm3tuW2B+%r9F=;)iR2#0Hrv4?TcIr|Jr!y94d1Wb3 z2vw@S|0}$js{Uo>ny$mGmMJ*KYOIoIh~6uV?&~=C>R3v{ox%gK1}nlQEI#Ceu;zn3 z80$@T&oofk-~g(#UMxIBE3|Ixv>IxU0%<)ag2?5Djm>5nK&n*81b%82%JR&p>ejd# zWx1MbLw@Qr#wLVjBm=anzxJ%p{%nWF>$`R&J^bp=>g&GNDu|9Hj1p^}O6xiZ?1+v- zItZ%5UTwlMEW$qQD?}_#_{1573$tSEvu^A;oGscy>pF0mi^l4SzQQ0ji+XP1Te8i| z9tEQ@hor`ApUo`IW+J*eBfF~FgouYX(gV;YuHwe2&^9hO-l@F;Ez&M+y{f6f+C#!( z|8B6tsI*S)Sn{eftOM4L?$zc)KIj9)5+{KOm7tQX*`@>9o-MSVL)E6~#oj}(nl3+l z!V^w|3IK|2;Ow`8tIo)TfATG#9f05dE$s!aB&sW1BIf}lLMtw=^OuG#xCrpLp|Js|KbDg zBCI~}Lk)1=YV^l2w#6~t?T8XC`I5h3%-s+%E?&qdy)w*x6KCA4e?Ku!^Is`Bbm+$HBLn1t2Ysy5pfI{nH|19jv zZV~72{{HXi?(j`kj>_8SJhkkcW$Ib*h66va7cTGL+N?rqFkyIck=6tQpyCLZu^FGS z_U7veYi{Pc>Ix%m`nqtm;xOr!?Ge*%I@mBB=kOBma1T4-0dR$44DrR@@$4Eg9z*LM zkM2JF0cs8+zyT5QN+ru-u_PjBaAvY5Z}KKPBo{y9C~gY|=fnbZBO0GFDyQ-|+Un?P zF6X|nzV2_V&T;$RgAC_y4NJp0kS`y@upj$y=S>3x5V9R_tTFGeF)#8G?}Hwo7CpQI zGI%ZFie9)F zuGVfmE3z^NEAHCz9pkSa_i_&B!#?nX4RqV@qyeLNQ$D!~QV< zM?kp06iXo$lO8y)CZ1XIHIraAZ!<`D@+YV3MTd#-E=M`fLprZCOCN1I0PsC0tpCC@ zEJy7;H>*9z^i0D89^-Ew2g41=v_C5>>UJ%_m2>zav_dQN9y|2Hnr=e_uuZqFJ?O(L zh+Lah^K5{g-b!&t!_`NJv{(#$?HFd{z)&lfCfPyqQD|1)&Qg3W! zD|Ti(wPwe#Gu%UD_iwQ3!vGg>&gcfpZM1Fd?OEtHYp)K1(zbr@H(7i0H}lSEk3||F zu3;CrfjjMildcF`ZDLP1UE6Q?5-c7Qv3fiBJsh%6OT%Cnwm(yMU0XK*JM1fbcK=GY zcN_DGYb-C1_jqGA03S4o$F)Q6LqGf*l^t&e>P$i+qkZ3Z-{d!c2md*2+jb;AsI;84 zZxF=+q=8E3Zh}8~>Gt-*Litd$xRYZpT!VP|?zH{p@vhcyA>Z(p&-6YUv0#gNhx;`` zXDpj@_rhjuWYhI`C-jQ5xSitzn^!mPW_D5605GGPxN3Di`S=&QwvZpXe@7x(lQxA2 z$S$%ml}GxWU$@pqdLLK%VZU?^t2u-RHjE!M>^At-#`XTD?Zy%;VH-B56S2m=ZacIC zK1f5HlR2F$H2K=OmE%Jme>Qb1wmvvC>hi-MRCHMwc@!6~d}lSG z_P88%$N?b3D_FX=Z@Z)ea5a23410K8A2)bc_AW2?g(tERtN-t=O1Hu?w~2@OG4nbO z!^5oG@;W3kJ)`(%i2AdLo0n!g9A?U#Hqut-N0> zX8XJ8MlC$FL$5C^dk_744#e@8qCBDttoy>1Xi5;Cm2 zZ@kxUdr(XF%ad)s19h~9`8m`>xXsdj`zTu z?ys9JJP@qR2k_|m~=KiB{O1-MQay8?T4$~ykjyZ;g&NPUnigS3P4Sy#wN(Eu{& zf!1RB*Oz|AUwGKNZ(OH0tK;?Av%1(TG#(S|cEf$#A2z(3_`Dmwl;gvB<2@b|GugTW z;3NL&W;WqBb>b&}Ko9#F;W)uieorh1eUn9QOnl`tOtWJ?e{24g{x{QLf9Q|C=^Hrd zm;bw)e7K{xiO0K_zkZmDJ>46#4cq>t<34($cQJGLc+H6*`n?QKLtZj`YB1SW~A@p+=3WZ2u01q*t+K)hg2FR1eE3)DPtonnEA3)*X#aUo{OlRq!S$XX%4ehj?Qcqz8zCmIN1^5&XS zI7u2iizipUoOyHSLzhaGKHVu*tIx4#|G8T`Z{6Kjntf%Le0lTd(YJ+{Zf{?|fZ-2J z7wjDSf%g*gJxI}V=Jk&OlO+Vp9t8Ugvc zkhOhgO9(`M67gs&?v@K{x#O@y5xf^+jQ>%_8Ka}lMyRZtQAhBm`EAFmT%7SZJ=99i z$Rm+74?q3fJ8-aI3={0V|M=?=Gko>}@G*EIn{dDeD>Lvw`4$8-Lww*F6CP)zIgCPr zR>LsEd|n$+L=ZK?Qy&mP?5743v+_;31x_NaxgeE8^v6XRZPd}5mQv=%Nr%bt(M!Ej z5!0VEmGOXS7zi`TQAsUTF(&6aa4-3!F)SUxMq}@@FN?%aOUE8+lU6Wm9n;M;DQob) z(Q-5_HpV!3`J2NGY{Z8D#{yPTX~Y z(urN3u6@w}1U^ZF$Wrmm7riyxWB<&_|AJ|=p7;Jb?8{(lz16WU*9kU5hAtCRvjjVn z$g(+|&8M0){TirCV+T@A&N(C7*ve<6|f`lIiDJix4b^=;bexOA;3RaIGSGtGe!#EUOpDN+zXcygVP*8)|wl^};1 zVn`YY{c2~~2?@flLS!>i3nI@bdsgMW`QC>ge+~dNDR&QrDMdq>yV>Z)8PBXRCH3jBFaFISFm%(?F#+{You5oqs+ zR@`XwwL^vhJwk8aX=Xbd&@HOdc}>-N1RA?YG-LnxvXOfgAvldpA@=aysy+rXcvvJv ze40}=N;4T}?TL96+=xG_g_Y=8DgPcdH=i=EQH-29{S}E!0Fqr~>_NbU_)vfY*&T*7G?`V| zBY^^JM?2i1HwT`HAgWQG7x%^wmGJ|NSeYSKj-voGdW4rD{77&Imw(jCG*mFJK2DRGTG0R>@|ewRPQ``Q+|(^~=1k}4WPOD^eLydCzZKx?7e zvV=%5TOq7LSgIthl!y;a&dHrmw3sF}#FyWF>_BcCNIMX+yiKl(iwT9LEdAy;S<=!r z7z~^*jRH;}dGMmbOvE4lbb#Qbk(kxM#xwrlk>Kdkj3!woa1hX==SyPYI>TAq$1T%f|!XdBk@B}`Ymy+{6vhK1QIrp0o0uKY~?5AG)4cEQZuJKrG+Zk zyS>z|ixQ>lh^$M?5mA)8{jfnA{?^!{h%+hEyJ%vM$5>$^RbzgH;TjTCpL?c&YG6MaSZKf5ggP4>qw^LL+y;tkcM&=H*^%S&!A;LFlZF=;)K2?86*RcA=vg-!yfy11qskw4QDtbz4`#$eE~&)mm*-jiDg6@ za4MV{e8K?IJQ_+gYq>KFc)@i};eiwE(`b~|&N5Q19~re@LLSn>^c2-34}GQAJ*1&g z#cfynWgsrqj)28WF(&u9NprgR#Ui53Y%~TNEYUbJ&c)I_oQp~wGfyAxKxJ%1G-O#1 z8UG{L*i%JaR+KS{MFHncLjeTqUiUg99~jZt@wUum_wwTp1tp;}xH1qjGff-#81n&*hdQp7X5DJqOL);Q6z-Ci|lVyo3R-0P9>3-9xZOjKlf% zH`k=mFhjQ!#2$m&4yU@F;Z+(=nb>DiESI;8>}nLd7^a}pLP)vs<3)z?k6%1OExuh^X2>4=k&We3ZXcwq<@_PZ zhN7>$0)#-pq;hQZfNsk)E+0FUN*QqACv~*n;u^P{{hh zuA~gekSy1RVh2kigkG-ZkPRG8iS#INZC0-x_>lCHVTanG8nVIl+Cd#uEyq~T8AMP7 zw+tJorP^@fda6$NRKoLaa1(Vz25B&xl#dfrjE58DA8){#wWryQ3O_cSgkvmqPQp(?G?Do<$yNf7F&1qEBm zB!Z9JNMe~{;-wHUA<>c``CtYO(vG45A=C0Je3E<4GDaq=oc{(+BK0x|(TcZL!y@S} zk=TMuo{%GRF+|iNO{Oq1u)(dk5D8UsAXbgl62iS|=QAubE{g3LM-C>d3nz6lG(}T1 zWeFSX0W@{80CB^EJZOXhQYMDU)=rQlhKc9K5tWwG0wu5=axV}?aEDwC9H#Or&EYDm z@)1K2>hu7k=qn~LYux6HC&nzM+$=7w^G6D@EtTOdZSXp?f*~=54vPaN4$JJYZ!gi) z-&}F591U#1ueN59{02|cPHizC&M_6Lo!~*^M8<+P2@I+0AZYA(m)7WQ#Q6x(>jSDs4yf&5()Rm9qeH;DO1=$V;$V9&<;W-xeE;u^wt!V zK^at*PIEyiD)w5-D{-Q^UMe+`7jygF*lQ;x;73&4A+4(GtIE0~7qP(M^1*RdTNj~xS%1QGR=)FIg_RYi}J zQ#I8^iy`X1F;s!#NL}?{g#%Spbzy_FI}vs$!1Gax^hJCFgc8A4Z8g)>WH+!=lanBhHk4xCmMXwh3;xS*7AsfO0 zQ~A{%|MecL;h0Q>P&nve;WlB{a$)Iq2LE|5!Gx} zG;Led8MrNk3}6A=)|O&bZ?V@W6t-@;H*d4IPx}^A43EDFO`_$Ib7wXPQ|%lD?#w{SOWaLsql{+1=A zX*ZM*^XCYdR^BBn;q(SEA+wah+C!AEeDUITakLmQz{yH`U^W zS9k=$)@;X?Y;D+VZCD+0m<08KS{|Uyp6Q5PIVgshh*i~yU)h6~_+2IzaHsf*(^rab ziUw+c&V)ixgvs7mv5S#8ng3ZM@%oQ`q4ey!ii-|!82i_M2lGDcK~06#jUkGTS&S_b zSb;}ZT5Fb9vMVQ-k^2f6kb_qGs%+L`sg_2^tWVw53d7}Z+djNMD zoEUw3d3~u^m@_3MdXN{%ia?ZkrfE7O&UQpqO}3`PR<@c~sm1VPC5LW~zxA74 z5}x;AoGpW9g|ITtnI@<4cAn*DU00A%myYB4Zw9td3qV3k0-uNJYo*~b(~(6%Fa)jA zYme8U5!zl)d3mdHhX1qSp&$B0Pq`TMVL1`NZ86#>DpsTgnqq#Sv2iqlJsEN<_ zQ{#+q*Y|I!2S&OAgu1V$F*~yfhzgwC0tNQ7`w5dSbfbG za7iL!vEqvV%Iq||zx{h560fZ3_khtv+4hs)NQr<=QsVjrS`!N8^aNsHa<%O=y=1!~ zbWVR-E;L7uiT~F5s-1P^&JdRHYAC%LA?)E5{$wN+hn}BDYN5NjHH;#jJ8gr(Dls{2 z(e|LRJFkmjl))h!!lACc+pcXm82%N>Ne~|PVNb2My`dZ=(p$Y}nZ2W&#c$b%AJ{`+=i1}Q}e+doP2Py{L0~W%BkE(w*j%Q+(P|UmrvTUqgbU^ zx|J8DEB}-f&6S;|?RSeS1GHc4GJ>@lwlH<^#B{r6O(`5&=(8C)Ga746=kC}t1U+N^ z$Ey1Qx3QJb(HQ_iq%pIL)#CXN=!*afzy_)TU)w<+`r+G(6oi`2G@*8v3Lp>)y3?mh zQa3eiZ}`-G{6Y3YqVt-_FEz-8oYh-B97qt!mApms;TaNvxP?N@ZT)+3J=b}3*R9-C zRp2PX4%mZzzP-HIXR6kd1KHnq*>!$#InJw`T`g#~(GDV5ReP4KUEL)PAKEKjx1G;V z*QmiA^QP>71bu!ZnL&|WS`>5*M-JYvi*xnnBm=QQ!gz9AOa8o19_6D! z<>M9-AmJ$H66SRRrH6fr?fckmp6YhvrFXvcM+PI*G;#<0Nf(cS4ej&@n2?cv@`SBh zA)MQ7>%oJp4Z&T?GJJwE-0BkwPqW?`x8B`Fx0)#!W%|TK@bF$0F@jwNP!NSfLBU?r zq1dL4_D=brKkk%#+=jCO)fExdB>t2|Iq(PHhQk5x9~vB>WaAJ2#?=8EK*0`O9;O~& zq$3~YDgR*sVv8RAwz{6J9_*GGGs>@pZ`Rf zJc-iaw1Ni?FxaOrrp%c%YudbtGpEj*`+D}&2UB0Qq0;Q_teGz#K78=jrCVn&sZ^!- zhUV+ZFRRwA{Cw)0N_8o|d_${Y)5kS!R-5~eg_OL_;e;A0|se|xh`hT z-BlX}`n!;L^Xj`=X{QLX=@833pU|?T?2LB$25)Ha2 zh|(DoRU{E=7)_HNf)=i~(uMG$W)K5<1a(x1B96GzWIugH6gFe=bdyx@JhcuyvLRNL zUT8J8)=yxGwG>%a-H2mXC&uJfQb5*K*jz&5mDgVS^rcr~fk_otl1lD_*i2XjnU+`1 zL}ucUIq@@IW(8oAjAx*UmJ~mKFkp~F2pv#>4b>#$S~A7m16Lr-<+dAdpS1(dpT!6l zjyZT5T1;}F70PHf;Dm$Sbe2+j9d^Wd$Eh#isFO`Gppd74d~#}tYO1QP%4(~w7KERE z0M1HlGy)R%YOcB_1PMa~om4}G9%Z;Is~i>!(y0hAU;~IGJ`1f)VgF7W6Fo#lrKO2B zxdl%(>7>)+jy1-`rH)haIF?y@EfyqYfxUI3m2`Cl8I#yVY2=fA83`CzRVKMsmNIS0 zrDH!y1J|_9;#xKsded*b5`q<@;z4sZ8NY)&wLB5IDv zBbR)S%ghCHX*V`sN>0w$P0A^EzHsMTsNwLTr-fJ{$a;1*jL zz#x4_Q(fQIQ`5!LXDY0*C0yf@i zU?WhfW{d=vsB-O?!>DJyO{@-gGfzq!qpq2AvN|#!SM$x%bwjDn(LvX3nfBS2sBjJ`0c>M22 zE^H)`meQ0MA+RkqvIoI%N4XrT*9G!=f-U^CJvU1;p4l+U>18P7;Vozl>n;{>BPzDXIQ(s4WDai9df z6+rcvHTqEKpe8{i*BoMi4!vTLWqYJWA4w!>O#c#LZnLBU@ew0<*khCL(p%<08OkCh zWhi$6$|~!!xf7-GrTeItz1jj7dN3(+Svu)f^l{5&*`V31FyS{|eZT2(+MtonsyY+dcMm&3%YX2=m5lqKk(k6;#0Z8lFbS%by7bv6 zIl~>$Ld;+~cEd(Z3|;rQj&wrP4s6V9n*Y>H8CHQKoNN*YuADj)Jg4K`>5|Mh+(l~^ z(`mExCeKo0jB6RWgAGQ&$vpZ*4__OL-~9G-u!SY;Vf72(f;_gdY~W&zb z)U+`bU_OdT+-LPv4|!6qZI>;~)jQqvZgrDk zUZ1J;X6aQg7%%lsUs!{yzNjk+(wNVK3^>4SZZp#O+h2nI*Uk9lr+)3sH2W50HF~HC z|MbV;Ktr-DLmA6OL0e&XTsSZ+)&DSWIgCP^l53SUejo`!+>;YygT;B7(TzTnk13XuNe4RFNpcd?TAbpTHOs(bvXiqMW$B>RyEL2FuCu&l zE_c~@mD*x^z2ggCRL7ddc!mwglV**rna(n}j1MYo7~qE*|$qmyOIi{?1Sp@{9BY*fcL#}2bOnA~LRz%$HI-lBQE8xCV< zIjzg?x$(9fow!DujPumpGye*JZIkG8+vIM#)8zy1aMy9%PyZ*=|9bUese3i=?)qhO z^uG6`R>?2D&GS@Emv5-UHU zc;NGO@wOx*N*m|+RB)pwZH8PO*r`-@%GM z%gGi!Jfq!>>cG=A_MERs^jYAl>wfp%%a7Fki!0s()In~}{nY5UZm%o9k+1a;p*M|L z1-j$jio^ev# zbbHHuj8*cnru-Kz-~V027G>4}4z9;3;ZQQw^hLn7MX2{qIY%5VH%8GG4&9IqtLJlE z6b{)iblov@M0X57Qww%g06}zn2!Ut9r-Cb}5K;Gg+u#jU$AWE?f{j&!NwZKa!2o|y zY0Gy}4#a*AMrctn7#AluOtENz(R~fWcJeZKAOaR1_EIo)KYPJ9dna~$Hx^kKE)Pd> zE(U(?=MKsgf1jfm7zYm0phMf@coDP|PZW8@5pwO|R+VC20~mojr)2G5MAy+Wz;=Pi zqlbx-hX&{~(UuL_a17QEh!(hdm-2x>^MRKag0)ardVppifmbWhS2O5|pXh?W7lXm~ ziEo5%`gMv-WB)V==2*MkZ}BosGeM6wRuCtH*zB>Hw+c+oJv7=~5| zN>4J2gyvK|LTHCaYF`)^MVL13Hz9vmDL5TA-kI_~P$8Ze6a14ovfnB6tANYDh7lFP|3kPX!w)YWu zWp1VDkh~X)Qa6eZ`9@jCP!_2xMw5K5xIeInQe=@Av{;Lf6iG3bgkK?y|Mq>qh;dXR zh1usWRG}0!#uYFzZ_OA%&3G<`7h|o6N`nG_mjfaT!-meFhL^K_ju#dnqdQ+EjwWL= zBR3uE82^vy7=ln%Z0;y~11Wm2cQb>yRpBs?-9c>qm|lt4h{j_)0?CzQwt)v(W}r|2 z_|y@2g^?7Am-rQt;Wm+Zc|J67gMejxO9Pk(v5{SON|WJ{$GC4|2Yu4$6C()|a$}O* zh?3Yq4|7*yKLLd;l!tec6opf1vW-ef zBj|#8^%xpZ>3{4LbToGiu~!`&IFC8ERerb~Z0UjVXfqrLZ1va;V>xpkh?W-UkISZ3 z8`y!7NOVYKkhO3O_C%KoVV8{Mm+9GNdl_fm@CT%*p4tM`w4L6 zm;Z%|F;sA~6fuS^+ro>Q>4fnXescG3y#nnqV zgqv*`a`%9Gya|;e2b|GifFDSl<}jTrDn_}cGuRP{o#LFx<9g5L3&&s`DmsB}GU4?p*JCPJ=0uK(SlqkepRzz&|2t2;&T-f1kIvR;BYMezHZSX`6TctAv$p4&& z=nEIfoy}>Z^(dA;qpC2P4c1^Yw%QHWpsUMMBN)0Fz}=A$F$ON?CwoFCv+k(W7)i8}0~3HYch> zN1WvFq7h4hrkXS65V40Ch|tNE(1wT5v5(E!fgl@g%aE%nYpc47tGsHl%OD-XYKfRw zo*z-4&Wf|$gCE}Tg5cu~KkKv2nzKxEvj=soNmBzQaS+VX4;>kq+6uM5c>iM6unsO1 zpuBW;`Bq6XA&lmFB}0N3yNF^;c(pAFuvYtGe>$jvYOgXT7C;GqTg$Kh3LXF(uxvQ6 zks6|_i7tV{8xpuq#Nl}j+hjV^WxhJ9EUG*fJ9H389F>B&C5wp9S)?G_qTI>2Mar_f zdaEsamWe2{-dTa+kfg%eq;RqTBC%JUIJB+XMmtMKKP$VlOS`ozyYK0`N|S?ZRzuzTCLp+1aBWP!E(L03()0ycSIBYt2`et~Z(}OW# zuirbU&Y(;dI=&!Bj&Lg)=ZibAhC%|{FA#J?x&goOd!kR~l+$LvzGk>*S)-A7fjSep zMY?j=(WwLMl>%(B;Yb|az?BIcj||MRhnt9uXbs^R!4uq0rF)RYK(i)+!X~W9-62cO6sbnbER|~27-RPO8G@py&^5(4fxfr{#aG-Gz(^ym!NnmOzkb^r2bi%hH^!TK zxQvUk85^ofDyrRJs&Bl%l$*H+9D!?`xwYEB4BV@_3cAAjfl7LT*$@sgJAzJnJ{`@M2L;GZz@4$A;ho+K_rc+FXVn8Jrv+z(kESwAT7n9;mda$%sJH3lG=?l z5+04RzUN}oC)ykB6^}Y?zdW5YpWDGFM zzkCy&Z8|X1g?kG@qpce@ecGsfGOFF8&Ujn+J~I zIfQmd!Qjxv8xMXrxGB@5P2tOI;TP_K6I&duy{R2O;@E5q$6yR_DdHq9#J+zo`x3L_ZSHY+Si?&|STMr&{*7vEKH!}p z#k4%qgOcF6_%2m!=l4*sdafKZ-RI18qA*7&7_Kve&Sce;DbJaRO-;dyD6Fp7ZY2t*X()E(KKzSGp?)X1&@|cWVj_JY7h_7i zE`&#t=MtNkQ>R1%(#|k3sm4^ktpDvOEzCICh8}gg(Ot$WU-tOu^ z=p)DD*`VWA{oEC7GZ1gv;aDAp?&&373%wfm*gR&{LArIH;x*3jIIgQ~ukilZ3>8oD zu7C}5nJn}?@{2E6jqLH`0P>Je!i>LIZdUR~v%3h;!glTQJq+_P-`A&9^ZDSsmYMVP z&64xinqvs`&u)vURla1nukelZOt195kqpM9s81i~IppnB0q$@M;joYOuyN-V{^y_f z?#Agef-d&&ZmL{F&N}W34?p6Jm|lR-+>cAKXsP#ekDZ?W)7G#~FaG`T4C;LE_tv2O zWl!;iZ^*085lv3{Lf-KoFaPV3|Fa@r|LsxTl?)JP5DX+((BMIY2^B6>ct#+>0}L4S z<5$t*MT{9WR_xc&<42GoMONI0&E!dxCiCgrw@+hBm@xI_%jeD}O?^3a&a7sV<;ILH zcg}RzuANPI&Z;fV7t^WGnfdTd#aGnm(UmN7?%PSz+1F&?)QwH%EZJCfM!|hGd-W>X zu~>)Zl!^~-T(|gW?&Zr@FV%bMiUl)w&+t8}iSZp~%(&iTb=iFR3Kq;)H*%THse26B zoH=sg!gb4LEnBl%scZeRW({@fW!AdQw#G{JZQR*DgC3o&8*bpKO_L4|+*h{D;LJ^Y!}bgy*n#c;ay?V!w>g^zcJ|xJqe6 zY*vCPsHeE1$tJzB8Y-Wqu=#02lDN`o#jD(@<}0RBj47(Rrn1T?cjkK0owAY%E3PEr zYG*C5(sJuAb=<*;uDzzBQc9y*>?=#EXqxICa0V-kF~t^ZY|YLho2;_SlG_Zf-9qcl zwAWO7t{Goa6Gk@Ln!D{X(8!@J8)F1btr_p~6x5pJPE)kFU!aptI_q4UjygeoG0ima z#2b%+0~Vs8LH`L;RdrQXTXpr-_4X5RR$9Fo#~W-2gmqV5drgQ!UtvWxSoMZQz(NN8 z$dE>jK6Lh3k3!Uk#FR{I2_ql(sSBwqUyO0a4WYs^AGdT|N-1l7j7l-Ljxw^Vc9L8& zttR2xG0Jx7#Og~i?V>WTFTG5x-+P=fbIruoRJcvaD6x=DFb)vVbxyFD$XIW<>+W2L&1MP-FN1{frEXrhZY z`snv${cjwmn|AtXsBzU5X{xJ+4_K=e{N$mm5is^xiI&|ETC&TgC?{%BO4p)nRTR=4 zc&wa@rvDhPrBPfU%T?;D5?NArrZkO`(n=TSj#tTK=8V^@yVznpU$i!Bhu?nx&CAQa z(gZA-!N_?`VbBfhY;<+_bU4n4BUfkQimh{W=jRfwWoO^;WCi5nAWe?s?r?676_jDF zMfY%C7T)HWlfPM1pO@h|8&__>eY^q`SZEp=y4HSs?z>N#5?i4bfBdGUF3@}QtNuED z`LNE~{fH)FmLIe0_fXojPl6}iwxJ5LD7kfoZauLZwo-H>G3BToj_cds0GF6{x$9kY z0SDsFGAG0}jxA?thm<6i7R-SuFqSh4VnV37gcYN6p9|f>Mh6+wQ3iG7nA2Ex!<*4q z$NyxhVTJRa!$Y36Mmw_;R5Nx*GSk!|XGIjE@Q7y(*$GcIJyc#5YsNhB%+_T%Avib9@!{==h#9q(^)11KS@iVn0BZEkyaq zA2zCilm7h(aP6oH;as#Ad(_P(D00fU66hAk6=^6kxe>cMcolq1Fe+u@+y%*^q`O$~ zEL@75;wU#J5_a$}VM5`U?$M553?>{bY@uUbSdX#vNtiRN;p!%4CyRklH)+eE)=q zg$|MceBM!?`{ZXq*!V_(Hq9hc>t{g^L{EbrWPMaSl|dq+EDi-yqW2qQ{+PnQN*YNj zN3jXvENMsrPO?S^wB%IUwLwjavR_o`AeTb2ru4}NfR{DS4`?$T1l ztQ0V|yk#zfvCDe&vN68|ra30_RAL(QhIYzfb(WJ&Dmrg=RP;?Ymch;}qElqyC{1x;-lJqseP*u$cSY)ZB?S`#AOvqsskESOTPjr$@)RE}{mhn3SW7iAMjb{)s#1OV zLUV-UskN9)Ho_sN8?vr-u6YhtjlrqgMaMhF0Bcy62)vOA@vPFE;>s=tGeEsniE!Q7 zT$N{x`PwyluzL=o`09#d=mD_?iO_rqi&+RqI8~61>>DR5VGJi^p_Dc3(YAIF24Lv3 zo_)!*P|}kVllHY4otsTk8^RSW<&dupkpnX~B%`2Ilt6;uamV7NxzR+0h}(^DXKGBc z0Jj)hLhf!eXHpwB_b$*Ss&uK#%N8=#GvQE8pH}wWh=muKB)ejGvj5slDwgc40>o2CjPYZ}I>v9sx^_yr%&VU$Kz}QXNDA8@5oRGyG^sONhc1 zCLcB!A;(B(ShEto>>jyBkYtUR#MnX`NKu?(M3VGHjm!~@YjQ4(+E`2*ZC6>$62RLg z%*Q|8ivYzmQx)o_xhh<;luOCEE!{A=U;<2diwVM7f^NE%2?uAe%qA@xbBC(&E_lT} znjDfhz|%?8?S2s(A=Wi|XwBKq4Aq-Gb@7~WMH%jjvkZ?(Drf9&PM@PAjAa-@;BuC? znOSk(0ykq6d_Bf9a`0dTSZ~7xpg6@PvfxZ-T;t!Pw1qFdasLc=xUm~PT7wJ102}y2 z)b-Plih3gBQ=8F6u5eu`{^l-nHFmbWjuWNzVtxstkr*u@a`W{6#6 zBR`!=%2o&F5_XTxgx5)$>*chMYVD+kPRmU-$F@_`ZOu3v&SWL8^8hW3^Dd*V>D3{7 z+bhjwjD|MQX$E`OP2cD-3X1HstM3-&G41S|-R#clTmfzjxC5B4(<`(v_)ch6EPNCQ zzCxl2q5v|Q@$&~L012*edL~eS1O>3r0*(c8*vH z&N-<|OxXfc4Az~U_06P7sp@c8wL9a&vD;8N!0~Q3zWe@)u^7I?CNmQT12l%Y>mjQe zyu0%m;K?(Yd5(pfGeDCsC2F^Gdaq^Z4wv}_#aq0zQlcJ$yk#&z6EwgQJVAjIILZUG z^y0g45C-tryq!4)MEg9@`>>NM0243-MfkxVEQCH_f_K8W+&e-@o3z?{n%hG{$|AYO z61k%By@7bB;TwtKBMBHuJ}#WO*V-|uaK0*mKK9c&XP`d3;W3snE(_8=o4cj%JG$=+ z!=(cU@ik$t+4ZRz`Z*wb6al1m> zg~zkIgNu#Rz(hb}9%s_K(x8q8bU}3MI||IEMd>Qn0Kvt}M94cq6hy&SJV3kqJA)Ir zfLo^tJchrDC(xUxPeXtLfB-Bo1Y*hjsWk1Xuvq z6C-E5BOQ#ePU{*zvJhnvwJZb*m+L|q1F3GYk=vrRv4Dr8h(7Q$L!R3Tq6?DcGA^@F z5;yFvkNcf@1~Na2~${!5;DrlDSD%bijjyMW9r{ z6{NhDEVS(C24m2?%sYl=03++M5MYD|VQc_JKt`)nM%L>_t*k6IS_f(TO0Wz|v3we9 z#Kr}10Ab|DtwbX!OeiQUns9`O8d$k=e2H{aM^oz-mCBN$5DR%^B!RJs>DvmfNJC$P zASbb)$+;1ttWK@Jga3=pmbx5JlE?{lT*q_y$9$YEbr1`1=n`5o ziox`o9aBRsAuc7^DIk%pfD}ldmtoDcOAb&ZGf^}+6U0Qg+Y|P(PMIV;W9YxrAh*oBoe2yT>4^@R ziB1Q^H!|bNy)KLI?!bQ%~2^PeJV-_y2@XLw(P(q|XfS2Y+~lL1mw}OsKXT8vjIqPy-PHt;@T_ z%LLWS1qHtja!?5EF}4`GcdU!L*fqtR!&Egosfxc4wTlr2jn6>86RlOu+{o+_jn4o~ z`Ex%S5=1mnsv3P5Wy{Eh1dSf`nAR+m*DNdQm{RFHK{lUA0L9-R!ufJ;g> zmA5LTj#{+Eb#taqF-4y|MZRKAF#XaZ#YAz1h4T`)(@<0EJceVqfi(#7+Ez@ zIk8L>HNPTTQC|Iw=OV;HiO7i@9nz$_{7Y6IohD|LlOyU5AreKFbk41U1*u~mhk_|@8iqxSg*#JG+ zk4RZfeYFFHIc#`YONv>UeNbQJKAXka?MsZJ;Mod79H0%+PdYA#4AC+{TFp>eT&2wL z5)ILyp{R{6!~byBU=6RT?To91x~%2dsd^c2nhh`m(tN`Xx1GFMtgD5yR&0gawcSnH z2)KaDyl~xCXNn!do5}Pljnnwe`CU@KE#O~pUwj>~Q3yD=yVr27lw$Bx)_aA4HQ0h3 zgiEl549?R#z*9pw&#XjU5hj|>_1v#a2Nb^8`E-Cq{j1Vd%MnHz)-9+?r5XTz1=-Ev z8q0^IIF|!;hTHX2Uo*%j*>~afv=5v7xcZh9OIa<2BlSq!WjPF{)@@6{=oy zz|5sB1^}eq%;?=UIVNxWjIa|s?2@6To0COMR@XEq=g>+2JKvB5+ex&$352`@2G>y- zxY)thDF5YKos^jsG~E1+o++i<+ytvCjWc;2;3aj}0v3h?wpM&q()TsV?m*=0+=cSu z1jW4qW3*s{#o!IrQ_Bqm5(uM#INcbIWmYL+6BbL*-B?CQgK0npCV*jC9vVC1G}X0X z(Sry-(&2MF5utF0y>Xm-QHpbkn_dgD%ux#?rrDr#hMQGl>sv#($Of63;wKv+E2dR* zprsa_3Ozh3(Ex{BQlafFKVs{{I-%a`tvWzt4DF?%papx4%h2s-$MRY1k7X_oKgVGn7}1ookieyP<-%7S* zOaH!Pxbx_YUO`4txWff7L*Rrfzyb><*h8@347LPII9OFi#vu&hUp{I{qXe(4WkXGe z`SburjcP{4J*4)PkmaY5t(tK>fMZ7H`8gnF=8#phZ&NMbt%>UC!mrCxIYRzRu00Ec53QF<0HF^*9h-DhV-<1~Kk zdtfT3dJ}@y$a4O+`Qo7sBn_6Kn2PZZZw)w49)(|+XitXU=SWkJ9^~7p1-){O74+l$ zZCA9F+a)zqAwp^Vl}T;=TbBmPOCIe^p2dtg+<;Ssn^puB%ivf`x8lv;!hM zfCc|}fU3^!1EFQ6{>ns6fNeYgWY7g)*6v-&>dKnoV4~2Jz&k8|?R#0gDVi4>;dcQ(I_h1TJkF zxAK^7lrQaQWG67$UfYFBav@Uf)!uDsUAUHxa$*ne1Ez8wKimU!4dDi5V+e&jeQq!h zbD$3Dhx}T-8z)(BE=FC~Ei-;e23jg%V7z|#|2Geh2mJdLe7fn_NaXFEBVA{XQ z_&=zt_4m7VmlV97KY7l!4y3=%ZvO>aP*Q7k+ps@eYhwC|Zg$f4A>sd)(x*q#=FepO z9R*w9danO^ut#fs|CvhUhiv0Fr%&2iA$Bz5-<#Xq3B*~H_t5tIb zu3bBP`Ch_=iEk!NeCpbP%c<@r%bxAjB@3F&Wj=jILB@<(bLLNT=D?9NS8VE3bu;rV zrFn0sQ>Wy@fei;vUD2a5@BIv>HdwfBV8N*^7R+tfY-@uZ3m4TKIda|p0ycMVFyVXk z4)^WbEiq$rhaW?Zd{`a1Y_)v(TD;fX&d#2@f_4hF87o$X$Iv%YN-nuAFx>+SZl{i*Ah5^5nut8B>j1`E~2Unt?xF zef;v?=Fjg+|66@};N*u3Bi?)$^-=ZBhq`m;P$NTz^aB{6evMdSNh1R4=bwLt=wU$t z2PmMBgcDL&p@kP>n4yLna@e7VAA+c%29&IGj)^Ctm|}|Qu$ay{>#V~F1|iZ|qm4J> zc;hrV@_6GXH1udA4WAfv00Vzml;lJnG1(+WAcl+K`}5=&Pll@(JvKYnQB{?eHEk8zS8t7_j}10}(hn$i=7ay1I&uZ$OIu;ZH5Y7l-K7^_ ziv87AH;xrH*kp`p##mI6Vd`0Bmu1#iXrFq;SX;)FcA6`!7_(Yy+0X@;Y^~L1+ilAA z_8W4-{eoM3??J>372X!zz$noY3KRIp0v`sHy&}pX0wbfoN%k# zF2?kB$RPv%CkKK7TC#|N2r9T>AtXE)VUY9ETd%$M;)~;mC92r3zbC>dW4;3uTriCc z8JsWz2rF#ijs+cX0Fq8pTyaN6g*2sgXfUoi^B`56kVCvzDNAg;W1%qhKMbmY`AT<*2KWMmlL?l{SWH zWS&uGSuM3-4JxRXj#?^e*}=-H)PK!p&9br{tD7zDAqUHFxf&B6EZy?@%ddIox*f0C z*>+2_yDYoxFWohpoGs=}8@YPbT5H~X_Sr|Bd7g;7-zDXq3*aK^S`uKpcPLm069o() zZ^N&{9=q)K?%Sg6x8sici!shPyYIgT$uRK26FGcApELw914>%l{F6p~^btN$CZlms z9AB9gR$2Kuvdoq7-APzBoo}_2B;+%r&%-9B+stjJ(+*bA1EPvcP4YX61@m!$K7ee-XpRl?QT?lbqnHa~@wUgB9J< zoDIi?x;uPMKjsQuBdTbLK_o~)rc>R65`cgM7%z-s9AoTim%B5fF<`wTBOBXz5E?wp zjWmj*7==fWHfny}qo6_}0(lMKHPh?>MUr#)f4Du!8eCSik%?Q&J z*t{=(TACjR0T>R!+(RGz0D#a4Gcu>m1!)3olxzy9m&73OQS~s4WDW?J2S!k9oynQk zYJtJTbOmN&dtf-SK`IcIW*N?LO$q}b)3iW=rGv4| zrDR|h8_iUTs#}AZFul@CYeW@-8(h=@zhX>emd01kVHMk6^($z;@D}1s&)j|i3sR6` zZZEtI3&UwGZyx72)A6e~lY{@8BEIJr#cD=6)w!F;MXR0cfkk>SXD#*kYOvcJg)MBz zxd2r$bO16}6&-Pj(VDKHtW#)4TkBdjLR6v>rRZyGYcM<7RzkSF=s`ewk&2l#xWesY zK2VxcK_(+5&Im_KUFtHJezIgD+sPw?BFRZ^uaY_~W;S{{m0)O+d-v!{P!~Cve2mhl zTS2PRoSL-ume7?^1B+~2MGgs4=Blhrj5;RR-^XzEQx>cRSi?HjPS)j^$W-eHojMyD z!Zn-8frTyVdRJ0V7;o8JB8Ll$9S94fJ*o)j5_<*B#woT~$6=gfBP&^HRoKJHVUIA} zwykhN_7|!EkQ4REPtpGZG_-OUvbp?&IzuohUb$T|lV2BG*`|?qO`dY_l1Jr(bd-%7 z{U}5%Hry`PVTuqGQ+QHwdmOPG3u zN~%+vWzUN0vaNI@shD|{Tbjx?`Nk&CY$eBkt7?wLxQf1ixi5ex!xasB^=l!7&1Qxv z)dcHi!EReM+gJrFZ${IHnBzoVE4&L^;FT1?df|;pyxHXZB0SJ(Pp|prVdC5dvE(UE zv3|iq$MWXIk&Cgf`NkgY_}Uin`2{`!^dBKlaf~RR1>4nQYvg3zJ~ReTv7^52UwHdJchD!1iF^lf4~X0c0{j-QU;_q# zvEGVbe1+Wo?%TzC-i)98gr)(c#c#QeRvw6v^x$uRfB7Zu00+U#EG2`>Ea43AxFsF_ zNr-nw;x_*!%1yJ2CjVL$TK zdGH6=7Yc$}z&-zYsp%*5p~r1EM_)~=A1rKa&J)KKrZCmVzU{h`7}&x##;qTh^%9Tb zh4GQG5p|_a{tpXXNe2Rh#4wMgWx(FdB~LTnzr?bh(zTg2EvllT$nftlz9MVSeO>5+uNfraX|%%P>p z%Q(erydL)biJZ+|c7aSz;a<(@-d%uF@BP`wRi8Nw-^lGlpG*c)VMfZa&3h@8^DP?E zlpp_VNMEKq zMO~^GOZ|P_Am$(7&=ap{o2=;AWEzV+=Egmn9k>x2517w6B{gDiU9##xo zbv=^Ap-eG!Nj6AV@0ko&$V@Rg1qC?;RV0JQe2n~9(#7T3UGN?hno=iCp*n<8df~%l zn8V3!;j6F)W&}zwuvMcu%~ENa(t*{?0T^XeU#6*{FtOpMghMlYO)dCbqjVp6eINf| zSOXmfn`$VNKIWmZSl#}q9|2Nbj``6285<{j$01hOEsU5)YR+CEVE+Nm*UefZzEdY! zVkXL@ChpDs9pE|LSS4&zj&&P?RM9C8St<_MDw3Okh?{@d!RqMZQZkt>ieN4>VSI`TwO~aVq&hb-FYA&*l|LNCEEd-Bz1HaUzM2F?Z*GNB-{Ua zm`RQTWzFPoV&W!N+X3!^cG!nba*I9P8n=ZGAebUhPM{%-PEn$k=_F;kMP+tclv6$) zRB9*VArE-g07s?Z7l9O4a%ESB9##N_SiTR+Bm-HZB}<@1TDD~|StIPZr8CCmPp!{q zfCX(l)i{#lR(wSV1s|($MmiQ1V7B8HrrcV|<6w3}%OwqjE{%iDMmKauKUPp=4iKCj zSj`#a*DRGn#vv@}S8I5tiiyx{w1yrg+qRh|ETn>s;#DftRd3irB_QV@azb$$iw{v) zkN)WWp=8|Y#(iAmYQ`qF*aC1$DTSHj0V<1;;+V7D0^S8>DMDvZ2Ic>B4wO+I85e!$ znJyG}zMFTVsS1|ox~<^vz)_JfzzeFUG0MdF2*rD%jQ2p}e1Zw~;Tcb{C8$va6*||U zO_#$7C|(vQ@>$A1BI-Uo!~VE~q&(;rwnl{(CWTt4QiY+W$;L803K8-Jhz7=I9GGRg zLM^aDrlqK$CFnyM(PvI%+l(f3oJZy)C)?fVU8MqsiQ=vKC?_20aFP?a>;i?!)vO9q<5l zw&}bMkD5Xmo6_r*4GH7>6y#~RDy*g`XO+YD%4`W{~(kjimrKHLc-@B{xSn1Bu7gHxoerb;NvrHx>Q zp<-6(GGznoamCFhC|m8UsAK~O-QjBlt$wi$(bCEbso2b(kVP(Sv0)eiLT&f12TA(q z_zvP;MF-bbSh0F7l*Q>tKTJ!R7^+`?(OD}p$}kd?vS z%7JqZ!Xltz;KHlCD((Xh%;C}b2@X){+Ov5LnfgVsU#!%c$6rtv7 zZdWucpc3IOVO;2L5b4TK$1Q3F6%%+gO;WM0$9-&DwG|cC*_p)2?ha<}8m52(?}@s~ z%oeYyB5yM_%7`+r^Gez)eV_D>Djkj;;V9G0zK#E`s3wVFqAH+f0q(*rz=9+gEBR&} zZf>n6%I)}y>(#amm%oAfSQYp_bq(r3G`cy-09GC2l9X76wxpDaVci)WDB;@H8}pkuboWQXD1O zM8cx*!a7C6a)wW|a94ruLf&#P$c4pV*qGP0pj5!>G z${KMICmpCNu|pECOnGxNC$Fo$-dL$f_u-99IG& zOM=w-FFp}oDxv`-8}J=e@;_0a-wAHK%AzQS^fqY%{z_>oi1x3t z9U#+jA`kMn90w;@c4GU`NL~U3qL%+i@9o|JLM5M~yCUT#?{sf}$cVsnOxN^q+q6x? zgFQ%|Z)X%RE}r8mOb1T`DMVJh1}W8L5U(%P!VwE7%)T{TgO7mGb=#03Ig3g` zf>0MTQ(wO>=mPd~xUsT`W)1Dt){<*wudyWfD%<7g(=MlDU$)iiWv2LV%HxmXu_+r zctQgX9FsVU=a`YM?@q?r9eZSylD5;@_>B`FMo+ZWa)KpbB5t}mkbAgYRoE}Yw%?ti ze-LoGqJff^bdxvmN^^O+9|Uk?dAh6nx@)<)JCv6*8NA<1N3rte89*wt){G zNyT=%Im3RpfrkUi7?}T892}nOxumFSpZ~d11^S>z#u+*lsa^`iE_y8>(L|c4e>Xa2 zNP5dv{LJ39oJdVw-=Qx@h0f50UY`nsiM(Gc-E6G3ZEkVir21%TZHTqUEg*7Y-*~Qx zxZ0Mu93ygPDKu!~`ejRkLBIMo9jT8tV0=Vru-~6fb}w)y`?149Myv1mCbDQ#*j}Zv zWhZha-a@+m-5^L{0ekzB)AqJsC%L=3yQBNM<2}14cip>@bI1En-_|G8dqU(J0~CNa zkTAdZyTNX^SO!DGiiLMWEd79mP_RW*&GnxPN}j9tr8_))OArGkuf-d0S7f{)7K_(_ z{KsqRq_6CAfEE8Uq)UjRim-x}cFaB0`(PwlW`w%HSHq;j@HQ5zL4|KKl^Nu_8hj%^GFMn!+%a3Pt zBER;KXM4J0Ad-VSZhxsJ7XWMVeU#sQ-U9?YfddH=w8sbo0)-11Hgxz9Vnm4(DOR+2 z5o1P;8#8{Q!4YIgkr1bi6nW;;v@>TYdUVL3fS!CaY1XuP6Q@mlJMpPYRt#uRp+J)r z4F=9!IB-kNsdM^NojIvf&5;Wiu4uAgSHqE;YV}yKV7|hsyLT3C+O+keQmxv}+OlO~ z#rh&!4{!h8vw4$t^XoU8HNn=pd4>9PYAwaJgvphgZL#9P)*vhPRV(n{ZrPd*UPjn0 zRjb)ZQ=Tk1o7b=8SX;g7_iD3RtY`~scAGM6&AUsNUiOPqaN)ss2{UG_@$F{ImLGR6 zY*%z!wn$a7E{Rks?b=Co*FGIqcuA71mp5NtlC9&ye%T5y{(SsOl77{9Prm$cPUvC% ziXMJH`Q#gJy!Q+|5JBz2Qw6{H#@h}S^^Ez2l<_R=PnGa&xkZi+J^awaM(!ws#4L+>yr~E7E`xdkPwo$RZC)$j2m=T#`u}S85W< zi(LPT5`mReV#%T>8#;gi8}!j9r!aBaNvECeQD>+$i82Z)rI>=MskTIOEf}q~x=J?F%9wfx*m&Z)u)Os->msq3!16vZnl-cBnlPN&=oC$h#IvnH}yCaY|*&a(L{FwY26 zEi`gA3pLbD!>Nk3u3Y8nuR(tqg*Ic9Yv$8#!r4u;R0C@UIQ@tdhFIfnm217@{PPdI z`R21EyHv94F52nbgJnGP8q`*mUncbLKmpN{q`&&G-FCqKq=O|uam6JU!FUZ!#Xxkm zRWL$tjXBpsa>29ZmrGncvBeVQFc`!XS!{9O4hxa7Mk*zqnBs~pb_hrzi`o=(oB)4K+Ml zvufyFVQa=1+F1EzIp%WZm9)1_16Ek#eks<{+mJ<0+4^>A_Bu(nqn28FuRYh@`N*x0 zyW|VA;jL$3w~dT}|YD9bfq5!%o3eB(#O}0^5u577iQs5D-I1JQ!gR z$xv}cKz=vm;TcVS9{T8^&zR%t4f?2ZuAp;E1KBJPr@3G|_zgI|QEII!YAAyJw zP=EnFz?501GH2q6r*_QIS*SXb2@7d>YTKMlg%zXu0ycQ!O4Wjq4RbsVYhe4zX8L9* zyVxZhSYwMi>ftuRzy)rG36xZ~OEWQg~-%%DU#^pNqs6rLDXherh)UZM9 zfea;5U_f}9)HFqClv<2!93z{^7(+0)VjQ&8=>jLmk=; zFu)qcK4EdfPyG#4ffF1Og~i0fIk7p*XdD==#mC6mkvrLmP#JW)-O;Rx&HjIca|XJ?*LJ-MIx*WjYJ+G z01?R(8KMsmpwRlt|an4pyM2-}v zI2~1tD_T~hmWJM=2uUb{q!`^?=iD>K-)hT2(?K1-MoOMGKF*;jjgKZ;T3viuw4>LV zR)mc6i`9AYrhp9OAa~j@K&auTiaeMcgu0?V3}SdLGQ<@Mz<~C-udDghuf(D%RU=_< zzZUym4W?1xX?R2d-!r8tAF|-*(clvS&d69nVx?5NQkDM;fyq8m6Xej!O+%-n%KU;KAflTTikxF-s)~zm~Uuq%E zO^X!e@-A>I;alw3B13^x#UP94qN1i(kz`=+@gNyrquPPKG{UchX4$wCST^7xw=Vv&kC2n1LAEAs%tng2KQCqL?f@ z)D@LKiE}nfMxm2$C1rMw z?K4R;H(aQ^+H&^wo|_5itY|fgv6mE%~^VZ^=L)$vrVqBrfGvzYv zo{;)h5iv*4p{01OO!qnFo?i4vM`!7AHOO=(70*aPCuxX!2Noi&biZJ++v3m^KfXOg zC}_H%TX^DNiTvFiP94-n0(E$f!~-7ou!ltwPY!Hg1AQymY`4E1Be>4>^+E}EDEZoZ z3h=coSMrG(pzpwEpaJ(#;t}s*HDnaFJGK8=7VQl8i1A#aWtg&^?VD{oXWg#aiAmEy zad(BqEw&rFTgayggjErXm<@`X`Qo?=oW^T-t9^YuKfwW5bPlRe=X{IKb>^ZZs4FeXnSY`o zJw(oP&c$&7%sz8WI{SUQbC5E3>DRGcL$kYdHA+smj7~u^ZHp?+ir~+?vgJaqMbs?8 zL`n@r_CRFa)~LmKIkRs_A&>qTNs+3XGk?N09IP9SzI1ee6u7J|TNzyMGJB~$_d zQeq`OLI!0}t3XEa;O?s|f(CpI2Alt+1s{(_3c!{sukzBu9D>Q)iiUv%%Jc9E^vccL z@QL)6fmb#I_1q1cSZ{;m?HG&!u4=)WWDnm2#r7`6$R5kGexdg=r4}OVZ1xS|zO2Qp z;#6?sgd79n#7*K->-k2(I4&;D1nP)Z3vX!ZJcI)Q59<47i=paF=`4ihSZ<7(uG8qR zUpP&7>f;ugt~)|u{pfFv(gSrm(f@qTU%-Q1w#ENur~ITv0AZ07A`!c=YmQpZToll^ zNWpU!1dtLby+EW40Kx1i5Y-Av?83e8k8dSi0O6CSF1{|xgN*@33Aq=1g3rz4NhQi?I6>!N2Ee{Eo5FedT-J(#-;z``9 zP~9l#Q0#&nwvhECXo5~mERG>l94JyosP?Li`1o;BvcVPBu=g%9GT<&7BD6_hL^Bg3?qOfg(RBXJ|0#^%h%?VdQ}SV;1N z@Ch|Zqs%PMIX+_$P2-5#$rx@6`|^Y5;4cuL1B@Q0&YtqmbW+d4qbGfm{W@(tcrpGc z2j_e;a>j%IP7yswq0TY{Kg|dLE64nFGC-+?7JaVM%#U6~XLWM!5I#*TZ$TA+u`EmE zyn<>%NdyhbZV&JvEf|g$p?dAxTIe zgF!YU!yyMK96WMta#Qy#k~o#@IgEig(=<3yC{1et4~GvqOER>OhT+<24oy;5qBC%& zQ(uC}g46MUNGeOw_+n6j?bU1!r^%5P-lI;uE+LF;~=*4i9>8)a_(+AzttuM@HHj zf&mzS!+`%3#D>&q)S*a?G?|c8EKIKsp;I%gsaFJQN_{Mvtn|osB`)kD7-qAWzH~VR zgCwnx-13S{dsAPC1x?emH_HiPi4za=usXBho?b&xk>yhIR8RL*C7Ve42$9G}@-_&S zq_`418!`M&E)pG8RWt29NMTZa@=>j2C|?!ljI#a4!?z&uQ!gqNuZ0tq(mzo(KnD~( zMJnd(MG;sI{$7qj*+^!^Yt=5)kpKZ0!N6BHbPv>^R}H2Nh?N24vRThIWRz8^m=$d; zg7Cx#TlWqDz|mUIz?6Pa0R|6xbQJEi1YA|gFeiq>%Jmh<#2(dEE!05?-4%i06-swQ z;r#!xN&kW}#xS5xC0`9vQGjex;KCRHR$#qUB1sY?|7~ISW<88!Vttc2R+l;Kv=I|d zf#~#!WUHJoHcHb>pEzNk4yRbq=7nBTagKvKQ+7kzqdsa9jB1O|jPg-c)j(*rX4&r$ z4uN-U?h_q#QvYmdL9tcKNOPLfJQ#|7G{yq#?ly3 zE$hf&5VTecz`%dG_88Fs57gjm%Tf;PfC(zeY}=NBqeN|sBrV{9Z5wzZ^lloGE!k8; z0aBvCJ^>PTlqGzygQI5$L$L6!M0+6YAtcW-5!X)?*IoB&Gm5lVU}NE~up7qkgHr!1 za}x_rbkB1yD0JI~VB_Lo2$rNiE062S+^Nh7oqy5CJBQy|Dtxi@8bLhFq&@= z`BY>FV^3dFwrUC~h4L0q$6?pw5&uOMoL3W6wGyRwdKnZJddDfVw~pU)&p?s=@S{=R zQxzJjLfF%2FHL<_bv|W|)7*C}V^tL_fqFZ^(Pq(VDe!(DFx3vJ47k>R)$(}MV1Os| zfJtD1DHxTLaLnz)JjQq$h_b#pmaH2n2*?P7@k&4`Z}iTnStRkDE< z%CtC|m^Ree`=t1FCj6>C0)cE^q z4krQ0d7rmCG(nex}`cPPh~6guIfd3I6{!M6O^kbmndLqSwgx@KEZ z5}+lKA(f?VmgO{Uk=KtDR3Q}TcPuZoL>kHLKKXwEn30YL4b)&6@wX6cz`kJFsZ}{h zNN`A6`IVnqBLde(-zTfF+F}&5*JVGI7n{KA}ICl;qePcSJo11#&vv+Rcrsa31 zd0G{G8du3+4*)@^hx(H{Sqr@GsF6C8J+u(o&Z^%VM=}Pj5!aRL4!$9RtFsmHw2HyF zC%-3#Z}%&#{4$diFMe`qzSUK&@eyFznwb$OH=dbpT0^eqx`muMaK;d?XODokjIV__ zGL9i(zv4^D`7uE9us5TzSz(>mxUqY)7M!Cu^@bJBY;25UvitwaQ6d}1ouefQ5jUJK zIFtxJ*~3;0QFs+fi*d(6T28ecmbF`3y!tGodmFfEd$whk&|o{}a(lNYd62E;qcx!u zJYoGZ`pc;|%yn9$C1L8oLlr1mqiYtTrJLnUnzvalka}l6tJe}jAn8N;)Ihw+ z8_~hwycXP zTHILL8OCLt#%tWl9AmL3GiL z*Uoja;CcIbD_W&{hs!sb-a~2@I|0xm)VnG4&=Y;ANkj|MTfN;fL=#{kPPx-#ULk-a zA1)o!QT;47-M(eMZ++RRLj55E{CRwo2yxzN*diRBlz|TG)iXTSGeep=i&s$N*11Wb zoa~!;y~BSUZ`@Eah@CY=lE)>xB$ZRNn4QHJJ8x#ZR*u7oX6-w!^`t5>;8 zn&1h3-!0$YzdWb;Y|hs&UY%0K+!Gq zLeI;8``6?7SJ8F9_D*Le`^xZg9AAF9>b|2kUnoP7rd!xqcbE-c7Si3N;oWmI)Ln zOqj8P#;kP<$FL#8ZrND5V#R7#L4?LAN~Czu*hG!2ei<9M%veW*!j@(0#a=5*uBh`t0v;)(ww<}_kAJ7uE~OXS2Dqf0dIbmB7Bo2LZFQ;%Tyj}rSXp$LMJiv4+45IlX&I84U4H@4Wx?!rR_^_2sMYefibv@4o;Cd|iYBm-nu92r9_nc?1_M zUc=WNK%s^dYuMq%9GVl(iNTnN;)pxh=*x~fwL}h#C!Y-GPCojAqmDaf)3P;H3R$E& zNLu+Ni-)ojC6rVKc_o%4m2}WW#@P8Kn9YD>5tkIX@)1`bfyAcKWExa5jW@-l=+QJa z19MI~8Y;}6fpP-NpuZeyXirHS{WYVF)}0EoSy6hFYG7d+7G0!T;%Qr;0ydaofEQLO zTB%AF*d=3)S{GulU^*IJ$daOKY@PIK>mil^TkNpHvSsXLnThskU$^{a31Y29HY{yg zka2BtzwuW49>RrtTett;0vDVbw}WB3ZhaKcuEWeX@BH)K-K+2P^zo}7^w?*QJ;d5) zM?-=O?nhwv+l`-Hy9`wP;rbt9d{2isi%6o!ACK%}HXw(*5{&%A*^-U5$REsF1f`MH zY)D1QS(0{U4S`7HXSFa!ID|GdC3T}{1VNh8me!=EX~ZI2F~}%JA*Q1I!WATBMG8$a zC$JR+O;d{E3o?`t2% zE`~Gw&98nSyI=n9=f7sMC`Z2V(Ewvsz+lwuW;jzIlODpeWjyd_!dQ}wc1DnyxG*Iv zSz4S%I6|Xz#TX+5i7kwxLK4RFYBNDo2<@~#Jb6t~S$i4D%4Vo#_%Lm28`MaWk~AYa zMHoj3MG~zt8CB)&iK>xerc`mb%(NwoTI6C}yhuef0`4xEiHxfLqKPYB;#Fxp3#J%D zn8IMrHE92dW9R0GI%N$`kEJu+SWwqT!f8d2WZBClRs|SDs^WLR%S~@`W4oyaM>&(E zByzNXhB(Bb4QhZ6wy0`5JMdrt2WX{Q*BVMwqH=nwWUE}~+8tdw?_k)8eI5wFT@PG+apgC0Lk_LLy6+dHzFBWp8 zFJ)sO=e&qYyyT@O!GxWo*b1fMNs-vnleQEwh}<9w(W3~1pAhjU4UgvALQRv0Lo^23 z0;QFrB#og&bZA7A=qM&uPPSd)n?`AKI9Gu#i!BAONaOO-z1#tfl8e?%JK@rodiSK0 z+spqjam+!QgenT+8u2Pxo!I3HY*W~*dd71UHF1jGev2ov4Y#*kN!md9OpUsD?`S z7O*gjBotkm&7lUP8kI~~-0R&dh8LuQE8HdSaEJQ73cjw=gx>&@#qy$eRPtrxs2cx6 zn4IcYG@!1juNDDd0S|6ihPf4|{wOI0X9g{|0L-*J;R)jyyTX<{S8;fU;bvEus~&z1 z@HWW?CYU(J*v__kG{6Xawb;e@xt_Mit-Txr>r;#q|^_E)dCJiI5DyNDs_7^X%f@7`#6Knr4-uE@N zwsoh3Rd!OPJrvFA`XC7@twV;w6OI7hv^6Q!+w4Kw&8FmVeusu_NfN?i?SlmdfPfQ| z`|*%xPq)84pL|$8mEn%O=9%Yi8mHUbuH@?|*$r5hTle=iQDc>ibT&^Xi7|j+jpLs=7Qj$aATv0m53>+t;3ZVl_E z_18LM@oR^$RHPFZfPht%q+z$g9Dx^jzEgN=AZ=Tf9O_bHj<fv5POnU3j^10Tr+UECq!c7 zHn>*{UG{sx*L?pod{sjc3c*3HWl+kOeF||CGIVCuHz@8zeWOr0AO~9_R}er)&!(s`X z#%U&aY6a*CR_9U$*nsJkYH?A380cNA6AGlD35&3cW_K2g;1>S@mWnN9EQEnLMa32h zC`iAyMxB*6<5Z@>_>OP!0(t zYp6}Y7kmq85*kr86ETN7^AaVIH6dgZIALad7>K{XHn#wXl>>;`M-z>>3woxAsnv)# z^oV};HIqnDx+0TJ@qS#P3aDdU%o2*Cn16_5ikXp$mL@Eoz>2Ndiob?*cd$m8@|0QB z2(`#*hR|sccnFnKIh1yQ%(yz6u|?@6jA!v*T4Y5Z1ycXvr3shdUZ4goX-5jGmKo<| z37%j$fkAA8FnEYpNy_np!r_fEScB%0RmeeN^Z1ynqyeCy5AOJmmU)?&X_@-~3gQNt zo|zu#=7b4SkMKfz^fG-_R>mj%d_SG0;zDV0+>fJ>Drp>RcwUEUQEb7Ka*0&wRgC{_!F3#^mwVZDb2(tdMh0OJgEt6{ zT5y<%iDA59E``aWx>E+z!2oIXnKt@7l1Z8Hk(oToqnp{8HyWhjVVe8#ZU~Stq$w|U zMM^{}h5p!@^>8z*H;}SPn>o@WyJuwggA)Vieo(Rt10g3R0VNMtWo_t&5Md3*DJC1S z46TKx+2BHY14G^yozUlp8&{pRwPt9NohjLf&&8#B5{YE;r}H#VeO6GB7>P5nlbj$4 z=b4G{#}%#98l4Cix-x=Bxm~jn3Qy;XcfgdWNR9tDp!pe<9@?Lg5ek=J361cor^=Nk z2p3`@bztOCaA8OhdaH&&jY?;qql#%-d8_}swiXJwXuH6wnI5wL4=sZd4FzPBHdf*OFicLi# zkh1wRR%#7BVvu2&Lj&g%Us`@LQ40>&4BZeTNTRTtwVW@ZrWtXZAmOGC!8OhKr-afX z(D{6Q$Tribr`I<^eQHB7`CI&yCoV#$BwG~C^;|r3b9C}2jsmGYDRSz$H$vHoe32`X z_MS({p`A)zQO9YbN~(e}2(g;9m(Z89!CtNkl}Y<+mOvYAghmFcb$wJUmv9zd2~)y& z2(;Exm)4e9vO zwNMclv=jzgx(KVVUlt<`u@X7Ks97el#=sJ2nx-O&u}I;4Jpo&(V3R_jr_?vHFI2LL z2s3a~sJrkLGKpM2`Dc$R6*LPASYfk9q&Kb8Q`V&zn<}53>ItSww3xOC0eZHAF_%e8 zpsvV8f5ED+3ajZ$fVlD(;A@Lmi>szFmnTIR`nikWrA4VozGu61r>1pqsRMgx-1rWaPhZ><04vV{e z$`yD@XEf=%zzc|2TwI12lWoJ0$(wR4D`@lNvgS8jz>v-sZW%%tX4NC%iA`YB8<2s z45YMtqb~d~E38&aI(q-yF(Fe3keQoVLK3Gq3^Ynna6K|a17Vv3RDM1~5klMyTV}*x z=4DA7yKAZ@PV7G}Vhog0vM1}qk!Zz!7!+6xi0)Lpewa`ZiOwq9r(rC{3suHOR1kvp zDARj4A_0`xs|p2n7H@%|Maeg#SjTr)zfl>WmT<|ah{^0Vm!B#Je@wKUI>?PczIP0D zal03Zte*{NUIhrYW|X#Si>l^DpzyU95Dl!0FbD%Y%7c_t9*VY>^U)g3zcYz)i% z%uC_SwE)e%d0hX_+cTxRCZ~(d2MZ*wONXwd#1X3zDZ~oG0J~=Pu;knoTr4(%swc(( z3xM*wMX@&Q+|FwT3n7HDi|t%JfnGy|(Yl?!BIVGoXoB)I?aDB% zJrPdKLF07STpEf0zffBko?BvwCu)jkl5IkSeO$(%3TYEty3#Bq?%3ED#e>q5%}aiM zrcZ_{Xcg5q806V6)X$AVy+D_JIQK-SJyfXnDYG$xNLj~R4(@Pk(q(oHCLAui>|`be*>4rFzLvNA6pmpH>d4hfK6iiN3pCz^%CE{Wl1iF$ha1=O)F; zOh>gm&D#vzz;nq+-J<8rQ3VJe!CRGKEE>ybwdm`8=!kBaicazJ7|h!7=t-Dj93M(e zN+Ir0!<&92mNnpE`qrT?>Mg$%s2+(J^x&!freIRBt$q+#%-4GO5@bWpF^Q)LKFzq! z>&c$tDn1JC6zq##Q7`_8#?JIK-ji2j#&R0kX`BjLzcyeO1nMK%_`^Rd_S#t-yCZ$d+l zyhYCmM2X@^4_m(8PJ-R^>*w-tll@b_eu;wPH1P}0J{6&$^>_0$(uGmgF7};~E2FsW zU4-`GD+k{W?(OxeaIfXD%9nkawgAy+Q6qwK3?95A=gvZgojipKb&26biVQ7v!g%Tb zlA($nJ>D5)N#sb9A{QM(iPEG=a6ss+JQQd7>$@ktL0n2x$Qm1Ou#2aip^;d!+%sn;ORh|o0fT(z)R_bQ8T4q< zrO7p8RZDd(SF2gGX4P!j>}IuC#h#s8_ioh^Eq#(V?6&B~ayZsD9e?-pHp zw`|s|TW{9P*soFDy?19N%vv_`<;z$C)4kG89jS9I}y#Xq(%;cQlTRg zx+#>5k{sm8D50Fll7~F0$)%S%xdbDE#6)wElGbeGkUQKwWT1gWa?>L>)f`C^h*a^! z$cYZIgilKd+Nmcsj2fznqM*V`sW9AlDpE!pMRcgErjjbEGI$uEtFA5sHB?bYB~>sD z7_o~lRaf;3uu@-zHC9>Gng#&{9LsFhSZmd_tz5<0Ob^jYBevMnQgbE$+16HTO*q+T z^X0bQrseH7)Pz$G!{d@uu9@bZ3n#kgsH;vs`hH;ryzfR4Z#?tJv!)qg+*_|d_TY=} zItPt`#9v1QyUl2@|vsMcT4!P&)%Bq|icJP|T2GW73ll77!~55tdX+oVd6Z zS#a~h$J=l48>1|kQ8!If_Tyh5TL-Qq6#e{eY+@1*;Ydh zN$;MNDodlVSZv|)=S_E^@GZI*RbbZZ9P@Tl$0xZHjVZnz9_Pi_})!3|ej>B`ktJMPx? z?icIcEl*ze`h&hdd>y2oUw`)lIN*Ut8PLS_CbSS16sec(Tm&Ny|Cil=<50y=6j203 zNk0DAmIHqq`M{E0JXuDSRlZ1$SoSg>DNSiK>r<5QptGEjWDrM_(#;mqh)a0FA)UaI zmX1ad3tCWYVp>F*G%~2Bxr9(=Q&LIl#E=vYDoh?R$=85nqzJyLf>9$>PcFffDuf{n zl8RfSrlN%^fI$sy!yDYNA~#A^iVZyY)aRr)MJkHraI3=q;^Y1jxhi(iiJz zDW?b}Do1(BP{MG;B<2k%231N``Y?b4jM1SFjnx(Z@zOYoI<7BUglI-JT9(RW4goY^ z%tk4rxh|IRD+f400ou_lc5dSRlF8jBFIr zkmRYPZ;q!(z(o%o6jME~QXS4-t|E6+%x>n2jKp zaD+yV=(c_aR8pAQTcX@xw}KW|C{lTf+pzNgx4?Q*!#`d|bXp}XBF zcGRS2Le%EJd#=^QBX(`xf#%IfFrCVJ-Q}nvo&2yj!=UtNjhUF857BpEp=S7f~g>>yeZ|cmUUiPlny%ft` zPT6-c+ie=C`ent$J{`zW?3X!4eOJ85r_=zC!gq``m-FleJ?zU2IPYX8ETifY-lrkSb4T{gg8t{jz#MdE?c=G{T3T*C&;7IA(0i zOhHHB0T5k4^FEE6si3$SQgOyORG=c2LI5t&AK&Pn@!^g>_xaD-1$oLrMFT{Og}f?9 zz{@`eUa+Xq9g!XlIdo2ra4aMLcX3P(w(^VV_zoSAfAloc;d>iYjv8I1F7+~)Q`G5{ zhdQdRDu5OFYWa*u)$>ZQu+_&fT-$N`X`>R07P8frVEwZ$NQrW3sc5zTd zOO3%#+9$4d{;qwC9$A7SaB^CVV@pZpW1Jh!Sa@$YzW^SZy+zEunCm1 zz$vH`X?Ff2{nlCO$F{(AE;HX1!5Nbp5fhw1{+L5LXO|m+Pe<(Gh+qgqZ{ZxbwyELb z86SQ?-&O^!a0TYir=rM7?hfi#-}=`lIpaL+FL?|xS^fNGJ?PZ-;;_iK)&SaA*MLPGaL#o;FLQ9zc}m_4WNX4z`i@g z!|KC_?UO_B+X7tx#4SJ!ntMJ%{2ZAJ7D*$Go#Q#3>js~Tsi3IC0BnGTC^|_t1+Kvc(rLe`K>e_VwsNZ$IS^8KANWy09brKgv85J)o|$-|E-4d?pur!pv1`1c9K?ei zbS&L_pd*~D#S%guJF*{4!h(am4RXQ}G8)r^y(yHv&`Jn2;4-e6G6`xR!-|?MfhKn< zvp8r2hzma9!?-FSNQqm+I2#J)>cfbPs5;EUio`xXl*s2(0k2R2UGSX35I>Mxv@UA2 zu}C8mFb#58L`Dn;oy!JDlp{%04)~kIOSDO2a0RGig%#ltSon_Rpbk(>HBs~pVW^N+ zo1T2xmrFYTCG1Hho|?N~kVUj3k*%^tUHmGx>&3NdHW1q|VH`$LOOcT&8Cd896l}&E zc}5kxw*KgmYGjC>$R?Np5)0BH97ICJ0>^M1h-xYWGC0D#j1qi2$8X$&JpfG1gCIb- zA!5obgxiUcI1_oK2pvQw)tWLnU_GAEk{r{wXOcad$w4^)gnFVpLWu)FIHH4W$l@ce zh8(`P;etXSfsC|GQK7?pXa|eL!*=jZ-^9qDNsbOJ6m3&T~ zgASN%zucKgq)QH))J~+!$>hl&Tlh)-0>A)_7d>Li009vENXo4Hh46te{qV5eX;1mt zwPDo%501glTVy+|)K3D5q*D@0y*m(E1Eu#YMv+;OlBtlhWJXIkF;yVJXp}~nfy)WH z1eWLox}2H2)FCZFLVVoI$6ACvFv7qT%yJuq4jlx;L`-sopdm>ccFPjUEJAkcEQ7er zE_=Oul)VSyk||>>C2U7L7_%V+LxOOGD#(LFL9R1&O@xF^ym_0U*a|ol&MPI1+}usx z#J=AIPV7QCEDbao*n%y9gv3}*kV{U<`Gk)|BlG)==zLD+kj`%CBSFH`q2rzK*iNAO zDGtFM@7PK8_^F2h&*UMh0ECxpkd01Ls`mV<0js1&ZO>DJu#k~YRiIB=+>iXs&;P*x zPpyQzSV{#^10=7k5L&a(wTuvGyajAqP_#_T7nIOfeN~w01a2A$Y=oz}95)WdEg!@@ zG6+#>+L?3=OkvH-zf4gbT2VY0Lo_haqv@ba7|o+uEYkZi8*MUUWuQjbgTykX)S4#9 z^Gt+mtev?C81>PEz{epe!gSj`f&>H~3ck2;QsV;yC5QrkjZ!rO1BevUfsG3-<CA>Z#Zzw4(>|(1?UWEeJ=E@inD1ec z@A!pfP}D_j)H>P@!i&^NrPQXp)UL!IO`S#h>C{jK+MwMv{!lAYEfJ;TwDhq5umXKg z6=~I4a*_UE&=gEdYO7USPz4zD5f*c@$RraWi5WhDQDD`GJ@`QomAr5K#>X0j7EM+p zL^8`G)+cj>XN6WgFwqk=hz|8ZAS)DQYFBPetR6$XZH1D}G+ZXs!N*$HAqm`ZtsqAj z!gAd`Ku}UN;4LVHGuQlAj01xwLMet7UA55C-AvfiMO`m-2QVGoM1urDJd8CBw2`c$ z#c(tefHZT+*o}3Lj{Vq=4cSr)wLW#LKfNTDbq@()Sz|~wR2+|(jmqrlq?WbW?QqWq z)VmbnS+pyW?uCV*1z)zKO8(f7?)6y^6hRKLF!G%%4@@x?bIVRJ1ZFh1{Z(K!LSZFVwRNn!U0cU8+q{k2BP4@&jGAe>TeqE7DCwp?0nEN_ zCO~imvzaC|5ZovM3BpwpYT6Qfyeva#CUbKv3W8DFBT_JtJS44~dL^PXL%z1@f;RY} z&V@5D=mQHFfYvo)vY5Td^fujVNHtLj!2F zTLm^{1_n$rNX#EhR${%UsM&)GmR1K=OgV7YTh?2H$dWQ!(Gf<`$?L%_LAPr?Tq5L| zb&XMjK(cq8V07F)HIM?;Y@6U~O^e%CAT};4xPs=2;%`o3Cl==?Uf6HmC>4MN8X!}T zL<|F<*hIVH!J*x-P$NBH$u9082IhlU;2jiU1wuETh9ESE*K$3q$1Q^t^@O@bM?e4sLU1!eP=hc)GuU)9yEy`F zR<=-8xA**o+Umai$-Dv~bKLD*ns zp5gv3=CxJ>B`^aw=mOwl8-Ly59@bpDeu_TGfld+Z(dFyDcH+Md>+c=J`|^x+b08r#1z(}nOivt z;l6cIAj8L{-a%$|*Q|crC?QsKQ&G5$;6VWYlk!GKLP%02UCkn5$c$40<7DP3 zl&x_aS7TSp@$aA{9ygbw+(iBe^5P&RW5DAg_t_(tza*#69O38?5n6Qz>G^R_;pT1r zsK0=IRV>f)tZl(t?Q;J?iAv_BtX0tC&SW!xy>L>k+Y+Ygj+*gyghIbOIiGVph=Vaa z%vo+_qd020bwb_)1ZbUjv&{;pMrz!0W%<^c6JAmD2C_0x;7E^>GEf6_WAFP;w_JXB zq#nXCBto@r123a{ny9#)$MQ(l%bNf{VSk-)*?vZw6 zCf$Q!VbW>IjcQhoc!{U@!;FKFx4e))?=sK=e8er>>UfXegD_xy@D9ufe)HZtZ%Kc6 z6@Kq&Qp}QX^es_?rKa>nhmtZt+iBWhy>))c(+Ds@R-(=l8g5&iuO@1)0@aj)Du6ge zVf7t0zA7mCRzHIEUw>`xIB%B!dfRmRr&nFT*7f+0L-GSZsuvtz|CM0}2m}ZU=m8h* zAi{&)7KU4xt=X?ptVU6+Xp!QtjJq;g{IzSNMvosijx0HnlSNx5H=;y2YS*%6GMibe zSySdRW5Ras^a#rqr=UVB1+``DDAJ_AV5Ms6v?-~kKY#7i$@3O0NtGlWf<-E-R7qmT zlC5O+tRzyfn672|G^(wP#;9h@Xsd18uX@$qx|Ojn;J&t05r);t5Mo1zI$5%$Nz>0; zs%%k~O!zWpRh}Bj=`82Y9nXUnH7b3{6YA8SF0pQX$q{TvjrNqOtwjr-+;MXA#uF#b zp5S}%kkL{GjP2UTm6s|1J}9;$K)!*uxeW$6a^|(kplR)BkoNG~$qX93s61`)W#lmT z?7p*_;knC~$5S57``UX3*&jq^J$tpehX#H0HPTum;Ejg{9;_uOUwME4LP!-=r~!x? z6;{!N5>a^gA&4PYJMB36B$QD`sScG?x|0th7$mtRmtA`KC75A`dBz!HntA4p)6jsX znPm1@Kmi6N)X+k8IwG0mC9G9!crHlcDcG1DV^vQSzv%s zhM8fC9D>*(jy0x9D5?lHSZ2*?#+hfKiAGv!mUN<8YOcKoog;e~*BlvY?DpGqzmeM; z8e069U2WH~TihPd0kVg=aaecVZOt)91{w1Hr=D{Bj%MBeF;a+q0 z&F5c$$_?1?Ag%!tu)q%Tm)m}WNT@~>RRH2f7Zo;f;)*ebScMW&po}8TExP!k%`VGG zMFBRl`7_W#3q5p?OExJb(o$AwC6-ze{WR23OKl_#(@cFej&5QtqybgGS%51E**SJM z+2ASBo_vb`#8E|k1}Z3Jap^eL}lk_GGIqL{)kgEW%`}6sK=V6&I+I zN~V<}X~p`LsA6q3)~c+Ebt|lspIR%ece(o2W4e-JORv5%dzmMl46E27njD*KU(Pxk ziYJb|=U#cGnT9QDtZ@rnddP97+qmSCD<5#*y8HZf+u_zoZ1dKuh8E9f&n~zb!$t_d z2ychSBIofpocIEIrhaF=G3@Yq0&@3p!T(ikadQ|u(%Q!3k%7m7F7Yvt(T5NvLjxgF zCWR(6AqqFs*@u*%hMA$rLpE#CiZ1v-ow0!j1=t!0LnuNq8Lb^lJ0S{F$h0htu!Sys z;gGEV21B7~ZH729fDCuUfC69vA!M^tHnK67w53fWANj@HL}IA7nS?SCvB+9Ra<{w{ zg;9Ka)Ld${i?w8qC}tT2RSu_OilQ#+zPj5>zizx@&v-QqCSU2?%wGk6-<%Pj3E|zVLMB4!qe7Zyct}@dc+~ z_-jx8>QkQmu?9oiX%2xdQJUTqQ)F%^*@aS81u2}ULl6X!h14Jg7G+R_Dr(s`L4<_= zLhwKVHhd>ML8yU1xI=~ZRAD=s7SDb1Gio*LCzx^=&rg&IM?O110Zib-A38*cPb6YT z`m~g`G4X9qq)4Jt@ex>TQ6*I5L|kHWMVw@jR$Ej>7tc~R!yPUoZYks9_P9n^j7ltU zREr`aCr7ksg;i2{DI8A)63~h6j->eGV@NR>L8>k@uu#P%UZ)sEYC@@wbQUBf*%|Uw z@-*1;j%=XQ2ts(vU1SJDy+FCV;p~BxrgT?x)b$+dsj^=80)s2b0M~xOW?t$FpL*s; zACL`mm)c>FxPXa=kSRzz|0`H<)BrGk4TpXKe2ur1qlGZ+!9ntIABH@n212O+Aq?AG zpf@duq9eFWW?j%AY+)P07QqM%g&2T40jk^GdTE~ZyeDw0lus7&wz$Sc(m#)TBsKB# zp9eUA0-n1=h0rM*WeXy99SYHl_+=!&xJ5-cTG5fjt-P?HVk%V97Rr1yq$0gyPC$3k zl(NbeEX|ZlVS2{6?C~z6%4t>i5{g6Qbf=jc%TJ*aRF29NE2BedRe!?NWfi8vQ9Z=4 zilxX-TotRU(W)E>Gzi~$HCw{VWF`B$z3id&ll2NETS=L{6~h$_|0xb0WK)_!tn#jK zRSt5rK)f3RRy>a#EFREMSi{x^4QfcTVkdSm0X3OHY)ucqL>x@mU>30dT3`?$r1@Fi z>|sJxaNuaw5Hkj@)@CVknFJ|#&I`^qwj0D?6gv1p*(?}^7`wNnZuw0<@a+uHKFqxTgfr`{uFif(Hy{g6 zXknHIKy*P08{&`yG056Fcc|rRNZD#r6x(vjmbR<)&^p_x=$-3!Nr4vhJqgY8q4Sox z1|WKm7;VEGN?IV#CCH`Amg(#ck<%1eqNh_*QBrgL)J2srP%5>kWsu!bWVcGKW{s9r zabi~YMGCH+a?|wk8Wscw@J%h@>tPR@a&Eb)TKG#V!Hh0f&t__Qomy>6TpQck)&#d7 z89eq>tTSa0afB|bt!-)Y+=TFJ^t8b4cE39e`c}8R|9YD;H$pL ziB3;##i~ex+qKkEbjnQ$UfR)=uUP`%5ty)%#omp@AyAIo%^eJW7vbT>S9Ah|N!Trr z8fH}6;$a(x-GR1QLgW#KYG53dsSoD$&gPw1Sm~IAkXF2vf#{9iiy=?Cp+J#T$)3KwVJo3hbfinZOxD6YA94H(UNHyvsE6_Yp#j5D6CN1Z9qs}4*kQ%Riza!C zx-?>$y$13K2gs3(1LeURl-!1Zfy~7g&PY%fXkz-IU(K;!1%)4r=vn`zBG%a7{n=Cg z?Vl>fBG#P2qsgK`2oyYNjr>K|0i*#oFd#5C;HGg}+mYHs)eU)NAgOg=*a^k0P)enM zpa`BFQb-Ob=l4cOh`U=E7K4yr{Dz90aCdX zMTdm2VI08T?7g9neOYV}0v_m_V+9OaxlfY+Y23H8%PuV(AU50}ibo-47Qk2^HTh1r z93mKkVZ20#ZnVK}Orir>i1%qzg~S}q(V1$=j2DDoD5~H3nPSUrB8%jlEna2NuwpBw z&?^=iR(_?>;G!!2-wV;=jyPHx5QIYrV-Q)x19BSJRfbTY+NdexGOF4JK4aiS<1ZY= zH0H!Nu8rt$LL13ZD#!(XfnzvQ&N#;4-6_H%B-LJEn6Fi4W$Iw8ydxYrQM5H1KN=oV zB}?Mz<31{(KVBO^M&UpjSs7FoePkhul?EY{hU>LK73f=wjb7}%SVwv!9B$Sge4gw5 z21okl>8V@wFydVu$L-z5V)aHG0OFMYl@gHsn7~P=xKNX1X@_%uTo@pX??o9PXi~Qr zhradXy!ZxCYTtyYmK%7VhBU#7s7T7O-)wb(8_4HVrr-LFAI%-XjPwjx4(OKv8kLyC zR-RB-5-5YB2|-;YS-#LTC;)}}%o$9>8883?U_mxmgQj(;ht`BK?1D>J#0H{7AjQos z%%!1}+B3drGX{lT4uvGdg)xMn7-dmOq?#t2V5%JE+Z}~VE#|KLpk0K5-sM#60NYnQ zre!{q!W_#anK^SR3-@y%;C$RY4s8OvrG;o*7gJ?fIsgo-F_ZBtV1ys*(gkpdn~0nuD<-=z;>PvT{j;B3%IP(*PFWg`UCDJ>7@4 zWr#Mzh?eL_ohYfTs89?_s=X+TR!SY+(OSf4jgDQ83aQ(q8Y!IMccml_E0!$b{CjgD7BgBE}fhvRa)r(1@0kz0`dcm4;$Wz*!26+L>*eckD zB00Su4=k(M`UnLG>#?pa+qSLSChOV8t&lhxR*Iz!Y0b3eNCAvOTlTF@$b_VvsNfcb z28OG7k?V`ns2#DzPe?*GngwOFE8LZYN8AM|92l$UQ5yZt7UiqHMjI?7DTb8}5$1}( z4y-u>9#REf!b--%5~1ug28Uf0KO$+EIw6^E8@HipVEJBwTpU4yrnG6YC#qMv;oVGY#W#X_N45|YC#(i0!DV^TY;f-;%syRBF!f1bxvwp(T4L} z$63)!9JB$JRp)Xf?JwDfY+}fYIcHy~m2d#Ui8xRfSYpaB(5s4Vebx+#bU^`!Ed$5g zj0}MM$?e&utva}^1z)f^z^w#tFpt=6|269fkxAa_2tjlxh=%A*XlslPt~17EG`c9_ z_7Sc;Zd%;Ysn~*#PKM+Psi43@C>&TD)oWc?qfdD5RDfOLuksqX4h z>9V+PJ?aG!KHjuB5yGdccG-k7TSGGl!wR!-+u^0*eq9Wokyp?#WE|U1q~K2k zsa2@aj;2~D_^9QmU}MIh=i+1QhC&i6Dd}oL6Q3^XMll>g7(A%!7&{F22iqb9eYUrLT`oi=^B=7A7?N0 z3i2TTgX|fq8|neaFU3J=p~2HKvi3~!q$ZXeKPvb>q|wr>qz1<)iA*3fqPkUq8RS@k z@NbzBLd%heC3=CYsxp82=LLCz7c@Z;$g)){!HiIVulnjQGiWaF@-C}`{&{6rb8rnE zAOL!>3ti|m)WFwZ>oPNQGe0v6y9%KgZVbDMHUDrnN z>C|01Pgr2Evyv|9AI0+%TP8j41?&P6?Kt*b)NT{U?y)>oBXue6tOl4ioVeC!Y4~Ay3C*fuSkYhRE7S7vitJNdYKF$LI-V26@36SV2=S zFjS7;1-bG#p-5F*b=V?72jNy(dvzdGFj(s{IJ5&S{{NDoX&@04s z3ac4}}HY4s+v;|Kcn^at`<}eOnvs6!nGd)_)R^-%HEOvk4YraBT>fnyA zNjB-ePGv{-O=b2UiRMxrA+vZkKP!@%-p&{Y^gvreKqiZqvd$$Xv_ebbelXMUu&l@c zLV3`!6zq0ITXY|X2yjOMzW8x*%W27m0f?ZiZm=1P$_ z1}PkQ#HvOoa0Y4*bR#r5KOVGKy~fdU=f^G98DDvvX1Sc2v=*TE8}GKc0Ogp22yk16 zMz7oSCNCv=$iUBAyrDsy((%bA&veuIpz3LjMUS2@@1v?4PLE{ysvEoik@tkO0YzS< zoU&Ub=K(0Phi=D0q%gnhBin-{OQb(|QYcAg455!Fl@U@HwRu9dp$20Bq`8-7 z69>;}U)w;Fsp1pHk+-(+&?I-V708fhNJ8|-o*8p{c^rfJnZd|%W0RYsIiQkEMvM8r zRe^AtH=I-aMpF0Fp6vI!q;^mDqdxrg40jxU*%)RySxw|^pcVK3j_Qk5avQjTnjJwA zC_w;Ax)KoZ%-br9)O@BF0TSdq*zz|IK$p_XV%ma((64Pmm;=!p{Q|TA6KFuvpFdbS zy`fQk2#qj~sC9G|06=8RX02I4gUyx+v&D&FLx&Gx!Ag}XA}og$Cr+%0QKCeR5i3=a zG}2?nh>}8zOl3=0OP4Qy{jxQaCah4Q6y?;Z^N=cAF@fF^s)`h;PMVM=)pV4UPnx%8 zstVP~P}M`0EG6yK=}^_GJHh5WbZBc)qeqcu)kF$bR8_ZB#g*#mrYBFGu;#VYDU@8l zQbXOfd#RC}JBQ^oTGVLJBD!(=ss222_M&t=G#W`7}{v|xNejCw{YQLh*wcwMK*Ek*Q4{+ z9>+|aFk#SO7jK<&dFW`+r$^IU4ROxcx3_suzPNQf+v6l}-Tu05LaXn?uZ=j`$U})E zj!;60F7j|giY6dz0>KF>tZ+gFmGHs~C5rgL!Vf_VaY8N%$zcElP)t$96vCLA- zExF8cnl8Z%GsS5X5HrU!ra8mKGt_KR0R;-sN6rNs^Ubid2}GXsYR^uz2$67olPj3a+BiQfjGAnyM5kTco1ODy+2P z%Bxpl^=hoGXx&QGy(0SyGRp4K%aTU;()FggYAs9-!{k^*S!MYewk}>hu}oUbuItP* zGQudWG(1jI4K+eu3pWheYSYc!+qmPdIp>BWE{f>daBUCf*cC21{Q$}A-SPTc55G9j z08fkR_!aLw_0j_v4gSXSHx7oYg-(kw0@MzVLH3J6V&cp=4P5Sa<1Jn_E@UtdDU^sX z3K2i#(2F&sC_?5USgtulHVP5I%$<4e+2@}Bdj#jmp@}ZK=p>hHl8!WMpvE5(PW)Nw zsj047$7yJ=TI&_r+?wl8vR<=I7Yo2*PCA9LNY6Y2E$Jjj1zl9`L19TrBvKajGf`4l zlGG(iE43veoG?}7khVNc{8L*+9hEJoY&kVmSy@GDtFB_r+>o&>ua(uTvdUH1yFB+b zSX}`leJf*+y#tSB7YTM)Xa|$lvdr8wZ{pE-@77yz!*xxKDuA=?+~ds{zTSPUqfL$0 zz@>M2jU|4*HR=k!PKxgE`z}0!v!{#7K&4b%Vu z8C{XvAQ?fI8-%hdGyw@VtB``cFoh=n$ZSG0Goa0oPzW9rph{k|-~};=qo5g$gB?T~ zlNR8B1PmYnPs%|7%9KGBu8@T@>RJnZ_Cl|rX>2Z{!6#r;fC8Lt83y@<+Vm8Xi?~g1 zBH@#v3N<%G?M-ftG9oN~F)2v_C2)eXN#SyWIK>Tx6pd?KWGWRGqgdrCdbxzFG#9H` zjfz&9_+02vw=30MA}@`=$|XeSmz&V)jDR@SAMXIWPIv+^fq|CoE(3_-nCCs}8%-Rz z<*jc4FL;DdUTwmFJahGrc=ei1eWFkW>$L_q3tQLnWD^GA5ifjI*xq)!V+Qn$i+%he zUwYIK27XmxI}pPTbkxTi?j?u+n7$O{e+V(J{fW#C2KwKE@{k8FG$Cb3KmyGkm>?;@ z?3zcQ+04NC194{4n+PfbiFgn-7_O6@Qrln$;Yl=bfP+a6a6k(n@d1n?)QY2~Ff}B#vTB z6oHabDu!`zhbY`3LNSvq!X;E*L`q)*Cq`9`#aEUYOB!LdMm8Shjh4uxT=rNiI@+-j zO*QIKA;ZT``0yWm?-y#_~G5qY|Kfene^e!37?P)SM{Zqp9gd@t= zm>~?l@eN#SBOTUQvXjjJ8;@;Zd7D|zhI(Pm9(Znvp4{~(mJef}Fwu1}{luX<)$>^X zmPw#CxWRu3TF@KbfU*d2D4Q~~!W$OYKyb=ToE{?Q|B8S!ofVX}waw8x=MuaE433#7l%P(Rbb?N_=VV6s;51Lwa$0a^_%cPc9@eD&w3p3vCOt% zvu`-i|D*s~D?BJd*nD6Sw)r4zu9nOoa&3stDZ%5edCj=ZEj)MIqy;P>0S;(|Kdw*! zHt(6wENX6_aU?^j4b-_Z67+MUi;#mDV;L09?xO=mw<31eyC3ZYcOR7zyrlwAj?x4a z&8yOypvorgeJS7MJ71ett|_RSN`CLq(@q>_b6vq)=Eky!0K3swgmm>(_=sQy+wn1| zbMPRldMpVK!V(p(3?ehU;rawqJIVQ7h(!zt5{uHrW?0T$Q(P`eF6TCPJpx|!3gSIb z$2sD0C4O%Ivt!N>@5jS22voZRIkA^f7{ZvwpRyuE_K*>lXVHUjMO%s@g#V$e}6t|EX z7M;N2A^0X!Pm!9aY4H_SS}m+uA107JJw$(hdTTZE^j2r@L>wivl`~rASIbh&>HZQJ zsUkbsgWz2woNeI?D{_(8p*C-<9p!JGRXM>?P`7W>hAwpBtuVGt9$K@UE+kJ4orkMj zfj6%IzP77*uH+t*!_WmDhY~pK+t+t+k1*(yv!c|vdkhlL7k7^Yb$4Y(c-*-PqYFGP4mYVYEFLn z!|;alw_$R3w%n`1=l}(%grW_?7>uFlj1IdpjUosIP(~sYm`;go;^{_0>QbR7st)P` z1?#eIQ&7b(Y{Khu!Vq?1EW++oXd*7kPAN+PH&W0<2E*L3q5a@*k!{?EU@UxH>iV^YAKW^2KT%tJ#^`p1_ljcX?XZWVtkMI z^rJZ>#x~kO3iYS03gm!J%MGl6`jS9GI?iT_pbJooLyABMgn;`%u4W3z`jh~j4j_f> zFBHYZ{8+9VOtBlnA^q;`w+es(MDZ0b2>(P;7Q=+ltORUw$ZYH+00*#c3NTR)&?8{M z=|*Ct8gL>ckWs=b>ZHyrP(l$%;wLf?D*mDaE#U(}P%OaCCrHpOy6EgoClpjL@K~_z zdMXCYQX$mu@Hk2R>&jlh!&o>l=HoOp()F7Io2@uR+3^&gUO^;owKnk^O^=j{3-X#qS zk*<;l4A`yS?2vin(0dTeUJmi?zyuV{7z#oFt;^_~Xe17WB8ZVNnXVblf>A6`F-aj5Mgkfi z`(jHtC4){>ZNWF(7M4t1b+~Rs&)<1Cw4aKPG9$DDMw}LkV0@H#QIVHZSuwBnmq3 zB1LkuqR9IP%nDUWwYGC%S;Qjm=Z!L@qsvGn+S+zE|KFh5i7Y*3Q9zs;&MZ4 zBrMDFLqGH^L1@lE5k2d*6iZsPMpjgZj=@d@utozD(twdrI)X6~v(g;1 zC?FH+z)mqClPA~$1A`)QE;BAV@Dg<5RSc&y6^BV(^EE?WATyW5$$o3iIHU z6a*s0Fgjyz^twRvs-Pk#WO*L4Kr~YG#?T9_vm#L`UVw)^<0=i!#W%)fdF*XIzJol# z;5&fKJ=#zWa6@@CY-7|%H}YdYfKNc5M+%RJ%JSeTWhTqkV9O}(DIqasz5unT(h{qZ z`;?W;exL}PQnpewT4BUPL9|-MGW~$=M5T3GZ{(oh(pzh>=eC3v^)k9@)JBsIM?-1? zIU?y0vl->)M}t%>el!HxLK-_oNtZOLROP=cK?S=}E~@nZHJb%X14By>gG#bYj#mLuM00EB%4zS3Z$7D#3MJP3o)c#REbtk&r?6O3piC&7i;&*V>A3J zuORZ0s)c^ir6*g1vWlY(Gf4`GQa23L`Vus>QU*f0=|h%P3Qnd8kQG^%HEzFYwa{q* zN|alpm0GRUT3s$%@%C?V1Z&`uTz8}f{;W#`cSTYNy3FQW0W)2*3)7+w0Zk$@AH^{Z za?HjGTrO0k0fRK$@q5B5tNqf0FTVc9NBs{&$Q z6LxAd@YK|H`VM0!V`FQlb}eHN%HUX%_m9W`4@Q<_^Avw@N5fXu_gWTEW$dh?={HPo zL2R~WrL$5u1qe23h+=j@FjVQr^J*qS2v4niy#T!U=6%L3W60xmbD3{0JV_dZ9RBG9k&-tssN#`C_KttFIRJ?PF^K} zCoI7+-Ae>l0xD)|Nh<=_6am*@$|q1~U?8w}I#_j!BT$IRnG{0sh!t}z3{qhN*4oHoTV;o_YM>z!4%B@FuwSU6UnCsXqbh0LdTkz(J7kal9`)%EW;rin8dB^Iz|YW{J`}} zuDMJ0nrs@Eo2~1*M8W{sIh-Yv8OvF7uTd<}xf#{jrA8{gMwjb0A{3T_1|P?stvD}~ z#i^QQpQD9g|M{~U;fo*ki)k1CE7-IVv?^Dg1vh`Cp&c5c1yVRsgQ6|^qRRje905+D zO_CHzK-(phcB4D^*kv_xxuZ$@Rt7^5^*h)%_PnzTydb7ABtgz?K@2o~DV35r?|%?P zW@{r}w(~&H&3JHQ^bVD%oufEQxi*4>I)n_xoI|~HLwJx{t<-?3*Oz@YWV5_rtGy{H zqfZKwpb;ZfW|CEI!)$?)HLc;6m<#*}-heCb`W4|iu1|5U>pH_hTt#s4EA!gW#Fc0A zI=X~Gu)Wz)unQWCBAg?0NEiD@HGwB+T3 zgHpv%c@kZe+cUj!=?l$;JL9E)WVXM-*3Q4v$~t5d4g3wJAi)(JoYq=d%R1vaIKqSZ zSSMVqJs6ytK!TDv#K~{NIUE(~8Ut`0*Q@#Fg1tr9By7wi0Z=4HA)px?cd!lc#o2M{ zG=gw;yv8-x1J~IolENq~A&J3Gi}V#$_Bj-c;u3Ieb2I^}rh>KERKa40E}WcUpS{gw$bUVz;V9d+Bj)i+*M6#3FoT{0dxvO)}BN0*A z7rZx5L#XNc7J1Jv6_VZH&$|HQa~k4GzB#Lar}KdGx{!X^J3VD@3-{Z-p998bDVOLM zzcVjhjxUyFESjv^Bh|nS2E0QGya=*y4HO)08+_KcdTt+_Dw|cpsosN+AX#yS2j246 zbv{ddx&E#P3ND9TMfy7bY8U}@C=!|-axHL&9h*ptcmb_l>O2?Qg{oC} zoE^d4GUIE#_W3NxsK}4X8r$8p5n8mP#gFd5s(R2^=pADJncdm6*@`W;xwxseTx4(C zTMB-+$$$(%pN=Kz|78EIQ=bzz$cm&RUXwL)eD}PN?HuDXz6&G-L~t6XB{6;9;J>W^ zymOj-%Qxi@ossLsIdwz2lV_-DKKco{zEKI4wb0uDfjd#`kq2=*JzYb*;6R)8=wIen z5xmP7yundj{mr`7tN#7fAN-El{#EBFu9;6XbB8^XHEP6z+Q6Yl@Sd5u8`3sgLNtG(Ce95wsB1MNRks_7q z=1ohABq<^lN~h4FLp5pYq$$+QnTL)VHQK4up{X=A!Lo%ltF2qNRCx^r7A&c#hNhY| zgtlfVuWVJp{|eQ~(xSO^>n>{4$x~Rco;+P@bSE&HMT6=#l7l#~;>C;uH(F#VvR%4( z^?nW2_flj_jXF0P1Uhu1zN9l>y5uNz>OEx2xPI-L%%Ib>YpYHTNHrlqYN|x}{kw{A zDQ4oBIo<{kq2WsVvb2>nP!q{jhKvJ;ANX` zz6ocXaxTQtoOV`}kwa%p)6ty;<$2HnB%Sn&F)78=5==2MbqG8f>qTv4+pFg!IOsa8($HoN~-9 z2i4M_ zEw$MV?Roapbs}`Y0Rl90lA)pa)RIduwX{^DlVVCKrJEwvN#8YT3e_Qs7*f?*T5;9Y zWqXZvYN~gjdbwJzvh`M6#Zq=jUZi2>*I|h9YS^#93fma5pWh`q>B;`(*<*v?fjhL) zmNvU1ovnsOwy=@Gt+(HXi@YP_`X->c6(_eYyX`thopWj+yj^_u;v3$4DPC7Z|G)MX zAw?Skzv14!Qmo&fzw7iJgLJ4A?gD!-j1a(1W z$+=#L7WkYtm_cSLViAvC)FK(ZVP`yRk&}WXv=%jC4R7dK(oX0jCLOIsY$yZ|6o9rE z%8+bTfhJaeAmN23aBa$tM z2_XsHet}U~L~)}u@!L>BVMRp*rBYETsihFdMKLY{rD60U8QCJLSE&Lsq+;V@Fc+9w z$#GPnsAI7@BRbywjSH;w|E>V`UlwC-e5?C3YRkBh=HJT+a3G^QH!O{xr zJLN2exu0GN^E&_Qj>%B8So;C6nGbsAgrW(dk6l)Q<`dY;qTnC+b>U_3ky(li_A@Db zfrLpQ0?%}WPjV)~oK5%vJ?&Y~*q(3)R-n=V917gv3Z#YwEvVOoi`?YC35m+ZQ`tUI z0|Ugcp#~{{37Ub?jB+%JQ~c-?D^UzpkisbA70O9bda1>kg{6lOqoiayM^BU#D5f$5 z>lR^|G}4ifK$U9gh-y^O077*H{*|tP^{Zk9co3EdYH2ic{}<0VD|eu|q;0$^okr|I z3uEP$Bhi{kLMX2dl`WZp;3~c8%@uu8@E5`G%F283)eC-gUl#;+OIWUteMbl%FYlv- z{kSif3(HDwk5|!a6XrPb+6ac%~ z)#!Gi=ux47R1uN50v3w0MU$eJi|U;Ud(pzGPQU`bX*4M*UT||y@F*l*JV!FCG#^jbyE`1z6q4|q^ofYhk*XJU?&Z`a25of}H%-DZwGHb+Q+^O%WLLfg7I zw{U*a4tB7FHSk~nFbuTI{euX&##YV(M;Z6kn=;h+nmXe?y+P>(j;qzXsr zR|H_D=LKWaFV$YNLITB@INm`x%t}^bD3|A=I3ueaHoN2_Y(x?2q-iU&+rL_2ukP}wZ+|v&M0G1DT>nv z(;xsQpbBJ!UQf3vmJoGQF?E_?2}ZFvVkBy$_7(D_b(|4M4YpG=g&962c7_xc4|WM? zCkN3MVA64GZij2V;#2`PcP1!ow}W?Q|Fw6@HVC{yR$$<4%|=$nW_X9UF8onh$5DJ{ z&@kNeZS^)vE7k?O#CerRg;IcSq!(|Tw;iCTKDv}{t2ZyBWIgg$KhDG*RQ65tLx#gt zd$spJ!h~=;W^isOSqWkV!q*`w<3RO8Al35*^FeN}#3J`}GfglfYmfx{lq1}yTNp=M zBIjmp=6xmi17y}TPa}VsSP|)`eg?Henh1(Q^mFbP5%%Xp)I|^nzyJ`CUAOQk0N7Dc zF@TED2cM7z0)Pc@F9wha}@Lmq%_ivm{A!a7NJyl~FmB|4E>Cf{N$2C;699 zS1Azthh4TX7K#&68zq)xq!UrGIDLSBf+7HRutkV7jBObioMIM`F^rMnMN{E*7i+MU@CzzoDnR|y}=6H^| zbD3z>cRbjG?#P*;Nra&^KMtZm^@Ru znVearfENeenx%17njvzUUfOM8>W?$BVqWlt^HQ6Hr9KYHN^+`sFp`^PN zg*B%UsUE0TN)D^1c11qqp*`|pFc}pg*s+jO9n9y=n z(SokNvxBYsq(LeznFI)XplosAubugsS`Y`hF|ed5l2P_CVSuoJps9`5j(Lv zRN>8$y$GB07GZ#0#QM@hI^uk z|BEU$A+3xNI<9hcG-{2fLAin?NCl6h^u&xR`1eV5m!B;mD*5 zhIesbR%tb*ZNQnH33yeoyP_FAC1QLYi9aNBF{@6`)I=)3fFnU!m@glyBJibbRBUNyyb|szWqNwG;sP8*3 z^ipp!8DrYle3EEea`pyD+rLY4ssUWJP^+{E?8+xMe*JVM7MybrEWx+@wasu0XG_by z{1DRRwtZ%b9PD#FHxLUj5?CO@g=50aYzS(Jmt>)=M5F)%5CG5YmW4aRihDVR|H~L2 zcp3UtDwEq8OQmbO)?iW<7e-8WIk+uLJZ!@zJcv=cxrUfgOl(0aq^rBRppnmUfCm7L z2LijVeHT`@8;@YjyVVv-dC+j`OCV>6Agc*(&S6gLxnggO1PNK2?^eBj{IOkFG#-RO zv3UeSaMCyfdUGtNH-pETcS|Ic$HKX8$}7iS;Jl8k)9O(KlFT!+1V2qM9E$1%Dg&O5 zN*(6p$z52U_UmS#%CW80zewQ9;nxJKHI!A2z?SMlzvas>XUn*J%gtc62=&!xO((|8 zXQn6+^aoJ8Dkvtf%*}kaRaa7bTT;nt02ndL32+6GzzK0F!<&H?iy;}+|C%bO5{_#z zqnCkd`bp*g)Ogv2Kh{Ed(gz{N=fy6&qgK16y~|q*3b7E2d&-O z1Fglgt8AN@yZ#yn(Nd3U)g0ZVW#%iqEyL?a|I_G(eJ&^Ep>R z`_UFlPU_|&dwjf_*Dq#DZib3(JH6A|AskHr2KO<(LM>&NtTJv8OSI&94%6Moy*@ht ziJuCTt7RlVaLQE;wFa!!QmfxBBmgak)_fM$VjaO`&C3PO-~>U;!o}7D5zI5>)&`*f za?=%X;mlQ6jA}VvDXgr^IuQ70U4AjxoADXnEGwJQ7_9<=Gn%=Y|8cmqgJ1`SRK6xu zm%z@2k%MTkE%~g^!gFh*O-bz<#i=`w)P@?XO>D0H+6yf%Q+iGDc)M84&|_R8M)+^t zG107fh{kIqS6HZ`2hx75+#u^gViqMh^QKc!=1s5zYA!SfDFqn)#%h|!Kyuu& ztN;*@mM0z=kD=mq;eg-l36gUwrgEZQ<$^Q#*hwm+MwQuo|EC5&epR3yctlR*rR~r7 zirZXeJicSEP448kExXb|yVB7cRL+^tgr(ww<=pfzH`{t$&YBl(ye8C6)%(#Pjok0{ zu>$`jYfe7W`vz_f(h6VQK%!5@SxVfic_JG^Hr?m>%cg%WzWO@cU6CPan z7k@gZP;V0`a-+;+;YE2{2z|f~c2=rkEtDx>?C#`3h&;O? z+wxuo^v;=K5CWy0zV|kZRRXJ$2gMaA7pWX+yqvzy>I@W z3lB6c0(#gBBoJG9O?~^_3-al4FxfeMWO%5+_ex&y1uM^+QsxG0FiJriryk9GM7f_2 zpR`JQ^QKDQWu}uaFseOIwE{c^OIZL)U-W^{wMP%ZNss;w{@?-C>ISjuKLpp-)eIUA zYBNy?R6qg(01yQZAV6@SfB+YsI%#5f$Q=T;0=u)Uqs$k9xrI4dXON{{Ck<-(s|4%f7E_u2%)DzK5gOn~+x(ClwJcAlJ zDq7T$qd|MhY$XHr>7G4WwvHuRmTVZXS@#U`3U$xat8uRaQVZ5;9K3n=0FoOQ&|koS z)KmeZ#qeP*RpRt@M5r+#$dM!GdE-Tik|UQjU+!Y1%jYg{@{G>2#;mNKXPPx5h+%*Z?~db zN|7H(oL47b-u!v==`|xklAiqL%h|hlp+Dt&_4Y-Yco9w6iWlz!T%!j9g&>f?9h#Wp zi!YiW!UrOV_~AebE41(jAEsF23kiF;|KSD;Llkku9(EvtjY4ujK!J){bn!(PW0Y}5 z8f&!iMjUh0aYr602&9>1f)sK{B8wcdnP&9BfJY{qbn;0kqm*(=DqTE-qAIhjk%lXE zoJLD6Y50W30s?3zluHgV#E?Sz;30jme5$lD4A%gsgp%JYGe?ee)=h>s)|A?DW=+jN-CT*0RuW$|+U78icXA>H;e-V)t^aFTlY1YcRwRQ|#Ed9FuHX(k!bEGx$35 z>@zngBh9qZ)>utk)p~mlCPoI964)x`Tj zxY)=m!aC=&(=NLJzxx5x;SfhyvKfL*85nu3u3pRK-fJHEqR(ffsbMz5NBcqlYNhO=M z`f9AR*1E+nx1JJEEOYGAYcFS9AWkgMT(b}o;-u3>I|mZL1U(yi=+84gp`oG$R*cgG zjz-FwJNNlQmR+Yfz67Ht+aS5uUf^z^>kfp z<$P6O9ihuEu<#%jFJplX|7_VPa&I;+pe?dQVTa+a#L%5XV?1G zkKJ{t&sU0f`33H`9g<*BHGK0mm*44>V9hmxuX~PUh4BrrV2CM}AHCQx*33O@H&ggy z0KLHPV3NJzH1-LQx}-3LmQ^T03u=&qAVdV9DUb*ndV+*}7C{Um2nlOQ(E!NyK@f%z z0Z%hV2~BuH6sFLG%b?nlMEF7&#?Wfh*qaP*l((?yXlyook=|sqfCDff0IJ|bo8a`e z7a_3#5Ws>$`1Ft~Dd0*2sYu)qa*4z>%2AI(Tu8Rq6EwKwC}Sj}LLw(QKu``SmOE8d zma@92z@;yr3mxfd{}mQ6lp&9&%N4KS7?sw&4tBH43t#%;7(na=FoVe*7z%TkD)de+ zk+}-+NRx*y5YIgE0gZN|+G_uD&$V9h>@hUf+v|vTB~>@(@w|Su!hluQk1KaCA_4Eol~kZmAu)P zEnWEE&+vM^^O(EMp-9P>ZDoM;6tnWk9M|luEj{Fco%p z$%|C?A{XB!OOcG!Y7`*Z)yI4lGGWzZc{IbF|8$mlYaQhqRz@#$#Z|7#VVQyMielsJ zm6m=z&@E%5*TMFHu+xDUVsWF`#lo+#5L2IIt0}Q$UZx1Z^um8YM$P6p0I{K3}CjyWwY0w=36+&`L{`OVVmuI=P4!kpE!)t zCvs>{Ju7sfK^(|DZ*-_DUgEk6Ab@sjNRR{=S^xovgi5^ls4%KzB%+cEd&lTrEh?p_ z|CA%cTWac3w)`=UI&B14O!w2-wE>R;o-eMn00uwKYIJ%rW!REorL2dQur2NIN3G3cYcAg~z9JMyT`LwJ&nk4+9cWpv_GyB0 zXnbzwSTmGOIM;COP0e$evSH~0a*%~=SRMyCvXWK8WB)xeCC?_B|M?D#&uSVs>>D>p z*d{k$MucxhD4Z2?+07=X%MOWIQ03l_+R9C#4VD{tDH<@|Ep0+;18r+JNhXxxc> z?F^ zUhIKa!cvBt=*??7;wdJP{mskGAT!`f&J0<(10dJ*SlerGL-fkDTNrdcg}Oh#~>hT>MmWIm}<)jAK-7{Occoac$^+Cy5E6NUzc> zuE2@wwg~zLZX$rLzcLMs=bS6 zBsVCy^jNa?2@T2{!qjLnyt+Khqa_D1z1Og-bW;$~BdrLbD<-6u9SEgeda-(Yy>)3l z;qZ-t8JO!3!`ox5_0bH*a;#(mAnf=(;Cn01It}BKs{@(=i+hUwF+Z3?KlOV=OSH4Rv8Uszl0d7c{p+(dC;%SF zzlx}V<%$u5@IOaTi8T6&09*v6(1}n1BL!qH_Y$v>aKKyXullkI{|Z#Ky}-c#`;!aA(q zlY;iBx8j>_QK^!7@a2nFV4H2PrM;vk*T#kQev?4dIXpslMyOK0_3bvDL+YsGntb~oE)f5d?7vq6F&o}os<$k3nEdZ02c|$ibzElD1`A^gjV#4 z0Az|psvM)RMVAt*)c&{3C2*HHNzmJ|Ft^|W?aj{2!m%Nq}uU| zyQ4-IWWj5cj9*hE!LY#_jDv4nywP|A$8)UqF-NxAHnzgCS}L=4Ye#py8O|e+cB9AA zVviBwo*jV5Dd0yfge%+74O&7Ueo3E!VS>-DL7LCG3>EDDbN|zAUEEa z0vban1!AC?(KsSNf*0UOj`Nw1#JC0-f{`>ylRU&jM5h^e0T@^ilvBB!tWKJ&$=fBCx`binuL@oKm7@{F9@lJy%01I#t@01axR0NoE1X0nPrTCNttjhLcz>xq1SR90& zGK>C-qrT9IU9+QNxt(8A#f;flTV$e_?!u}~Lm1K)|k{~6@a4qdhn)j`0d4F7>FUy=AJ~B+m^Zt+tJuK2cWEVg;UzT;G8A); zFm$VUgAMk04%>ju>xe_s;HwpDf+y%c)-uzN90HjECynGLHYLfCGr2%~f+bi}H+@)y z{g60ynF|8RHE6^?wZuIAgO|NWVJESdt~1gW}0VWg4XX&O_x9iNF$`laWlU z5kxZq$Dq2OfRsrEgsw9LEohZb)6}aJiL%QIHQ36o5Y=I1i&!<)z}SO0VAZo!J6CN` z5rkEx8qnF9Rlum#yYnNyyHGRG)!+dP|6SF_Uk%o;8rHzP58ZPPvQn7n*f!Lt+ti@V zHR#svfzed5$BdlOcYK*7;LYW$)(FZ+Ec{WtN)9VyrEzVJ(o`SjkX$02j?V<9?vT=l zJdH0{F&LfEgH0zpG}8$x+|ml&i5)Z4`hqka0_uZU*nL6;1z~n5ZT==-mO{Ls~Oa#Sx&|X``xuDXc_Q(|LwprxDCY4mn$5g$JL%GwaxLV+{jhEc9mhsRUhGiQia1F!YU38K@ENFTi#d#4-s9LIn#lC zkeXrBl8jh6&6zKSpxBLKlqG+j8gQ-_ki~iK3Jt{S_ z(;~WfUtYT%sC5=$%Zs$E-&UlMA%HC1^NtV`EV|t`|Jqzk1erpbnb8^jWg=L@%ZyBNB3u&wO%H~?MLdlsfY%z6 z7ZY*e9av#kx(>xv+}ksy>X{92(+_(QtRGem4Caj|@Q{==QyAC*ft8tXf)J8SU5Rzh z?i&I@te_u|VtsB?GqvZUDF8B_IUn(2f-Yz;CfY zVd#QjfJvi(IO%BX#R5W5idKXt1rUHMBIF62RJPcIL?#QkYve|GWJo5qQ;phNs{$!d z&_{Zt-Ps*ZCZraO>ebR$H!86wT#rO*RbYnj%#xDH*pIP8fEKxah`~rt8!M5 zFe^kmtmh{%-3W2rE!Dnwrd=Ocf|gX%gWYG?C1N`a#Mn|1g}$?aHfYTzXoS9O&xR7@ zB~<3sn$YISiKdY^)}hl*N`n{xI(h9l2>>bx=`>;kJD`9=DF7EZwW7!gsYGO3d$tQ? z6q$zPwV>2rivu)(q+~RVC@@Bz?&+yL!4`Bd{=GY5DQXNoHfkB*Q+9);{?#xjWpI4u zH*f>PvW_0JWxcj)y2WY}(Q5hDQ3@$*GaW5GtX8kiGSko*tTsK+b78q2Z~{ltd}Ca1 zZjF5jH*exx{|qj-&mCsqT;l2j*wQ6z31MQCbWYlZ0ef!AOXAYoy-cJySi8cI0;%G=Hh69=cy6?lZp1)?rmf2?e_En0YGdhc zq*iJKzL+i`Zw9_3;v3Sp4G^lXYWE&J58i=rns51jzOPo0flcNJ3C`K|Lw!`?x?;i- zA!oV5>H@#?xtkzM~(4Np8}d&_YNh|!_AjT5JI2t9{>?MwC}7=^jWIR7pTZB z?IuCYS9O&11ToiYhBr(<`RzHEVdivio|g$3dA;tKch2fV z^_EQ2S*LX=7VPOXc7WpbU|)Ks_x0f=cBGH`fI7u9PFWDraeKmX8=2WA(Rv*@00Iz` z|JbI295|Xmp{|Jg}sG2XD>b%WfQau)1@TnHO1ptLXtvyj}PWY4~mh#E6&geBQ{> z4I0$K_{uE(f9<9P*^pgwnPDcWM)Uob?NDh&2U|xd9Ue0>< zQdNHt2swTxcGFmY0v{N9qL1Pdp8_tZQ%I9~+X{qVXnODu_NO0N?&p4IcM@gyn)3%C zX8#kaXA+EN5#8k*1b|)!P`UybfD}K7-7XafV|#$uv!{)gf?y6J)Dk8RpoR_s|Lut* zaiWIWP=E`UT;d3jju7bxAcF{$WE?6X zl#mv2?6DCbaP*@?_)*DTHg@kHHkVRV(R=ly+TbHgO*IYwL)`NP1 zfg0Fy$W_*vT`&0HoMTe}HpB~fkvf@WpJn#M5;tZGH@ zDg|w~^&mtK$jqs9AHgMfy8;9stO%-)uC4&cg;Z;-4G*$o36Si`0xZ5eGCBO ziSyE1uf6mQSm1*D^4s8p_W~TSzylL}-x(&3c*Zmc7o6Y04Ffohe=AxjafC7=P@;Y} z1~BB1L^gtCl6z2jW=aY{If%**k-TP|B{dXf%x#G2(w8KuAtqF2qPfyRYFK&Yl^4AU zr%er6S*K5c;HhU)Pjf-&&Q4WfXjO=2rIpr;7SZgnW9?uTT9jgXsit!g@dB>OH5aPe zL@YO1a-Ay1*s6e`7Hg@yX12x@xazvAueSYaTClo0YnN(X|0|wbXL_Q5OGQOD(kb8Hv$YnJi$f|1HdOQ#J>Yi zZ@&Bzub{sW2A{n0%L7ltCkANfJj2Y#=REcIamXLV7G^Ku!}}=^z>h)(39`saF6r~h zQpACW%7ZvG2$eduSyDv;Jv30wA=RnI)I6ifOkgO339#S>ps}e=8ZjD90HLNikt7UV z=)#xoB$PY_N>_`%ykg{$Oj zCvKkdRC88!Il#bbJGt7`6XN1G;{+}-NC=Lv{1O_q|0OYUiv!E!5*NiQhNWwt8Qf@o zs5!=1idt`bg6zzLD#tWIb>pF3ciJ_V>Ci5Y*BQa-*w6<7^v-wJ+an+6GrZyfau>(z zBOwcE$o*IhLkgQ79}`)~?>Wpx8Gu1~mkgWVAyn9pZ&sJ{03# zJmt<~gVHIMA*w0=4rHOng=M|G^#ex>}|5#hJjS54fIM3{+H>Po0w$5_{R1Lu~ zYLw#)*rm@e#Ezr18^I6Q!v-EGAfk@)riG_L-{A$b5q1BFQ^Gf=RYKWSP9h3N)pc2Jsx>cZ8msgDSfG1UcStEI5<(VdEstN7%C*TmH7bk{p zq6kIYY-Y6r&j5V%)K20dzonFj z8ni$rTP~!Or;ORqRtcsyc-4VAb4mZgO3SGkgbEEf00VMqh>94PXiPiWS21!|z2cQ7 zSZk&;p?QQ8qj;KKu;x_`t2Mu6^J}tc>}Vbf*-U8)hMKJ`s6^W;bH=c=xq{VthTE7_ ziI%k6nVY9}AX&*ACNcg5joVH`x7jYvwpt!2ZZ8)Z*QQD?ep}}gNSB@KoKd6I`GJzv z^#ba83kPPFZn(~vyWNd9&nFtt|1G-fXPORD&w?Iwh2l#gpz2hqhLo?t+FP;t`loyT z;n;nns$YS0q-SD9L;GaLvJAhhXb{n#gO}3a2h)-ZRG*7l`vqS7+E+YJ_8;WjwC0u66^yUrynq0Ttm92QXkWn>h;SC-?vd1YcK1m*Ad?V_rWF zhxnf*p83x+{NoNgZ+1uC$Bv8sLaC?E>hmK2O%}=063K7MO%{?)dzvFJ_i&QFsxz^w z;bvyYS)gzZ6)G@+=Lk@EE`yGSSbO*(b8Se|>6CP1S`aHucf-@6J}4!0A^V2Cl+|5> zEJg=d=!NP~P){~E4S>}iv>5VvFYZj0Rq$VCqiKf0;7iJN6C#@islm+ej7A)v0* zUA2&gl>t-|NY>j7!RgFd?fAfORmbABnVan!bcja}RN&-chuKxv0jw10W!~m-UUzvO z3cBEUwcdQtKnxNR4K~lk*`S0dntm7+^yJ43g2*d8Lo>vl%Ftf>P)UEG2^id-RI$t+ z>|RD7n5WGgEUAGpVTAt}-_ESsbzw}82mlEL9rS5fGR@UoRbLxip9G0t9#qQq0had> zN)-SFiSV=)@zF&5)3;1n=2qj+tc!H}MK?I0noR}N0dGt$R2 z+6NGV$TUnti5v_KlpItU;Y7@j5|Rl3kqP@iN$x>m6cUZ7RiRi-P!_5|@fjZ&P=N)s z8jmnl17LyB#iJQAO;XsE8YUeZzQI+zVK6<@Soj)>b&whi+Z}#|=Imj-Nr8=(&H8!Z zIgLw?9b*0^BH=9=noS_;B;L0`VkA1*+bzL4VTY8t);g_?C*tI+_)6u3Mr0(;Ao|}a z28Q5;|H}xl;uI{wbilw;{(vgVVh2WtIiUb_;bJaM-Y#C?6dYVL24f)H0y2VSSi*ub zf)`hsB}*|H4@P62VI%cGlIhV4TxMfh$_F=of;WQW89-WmuocKOg!}{zmlT9Lj?(?O zBRmeILvUZIRY6{vK^PF<7M=tbTtQ0J2PO$XQw3f06=1#GH5W^&3p%~zTs#4q zS>iwOPz}|EZmtbwl*Z0&`1dIsn0Qw<5;;GKs@HHLUB zB@FZc3pif8Ku6;OWjHSCe!QNMe43SbM5*lzgR$IKfm)~qlV{=;R49QI7*kJlfrxIQ zs!_nk)R*`K9fx-2XX08E|r*HVxbSb=C(O4&Y>vtG_v zM60l|=34}5YETg${)V>p4O}c~5j{a5UWd4fYucy>m9C z++|)u8i@EHhSZnOHW1Lp!BKR?(9%-Twp^@A5VGdlQSeD*E=6M^|LYY>?G{pj3@9J? zFjW8)0`)NsGc}zT@bA}tt=C$CX_l?oHmh7n0i>K568swYE#y{UO$$}4wZ?6)?1mA! z?X%_BreNC)^(~gF&X-Qt1UBL!${Fh{MwilQwrwzUo|(9yDZXA&+wg@GA;Bgp2Y1G) z=lYn#E0@S?2BVsRNK%=7@^=h1BPK<^n`Z}Lpz8%u}+FhBq}!uC#t_XZ!ULWN7j z+7!x6LRNxPEaBl+H?3}=Gj_|jXu$#ev z+s#FtjiBd(%1H_l<-+i4amFCd@Lx=4W%=v386uSWKoIn>#70-fmQ=wC9FV;LpRQ-& z748uWZ0kM&6FYG`!>*xbGrn=a0Z_6T^N|*Z@fYiJ7l-l57Oy=6bo6-YrB+;~O0Ql< zZ}7y|&R&T491Zt&uSNXc)bP&~KEyCx1hRt3%{b)KC^83`uOkQ6j!w-!URQq{01ZTf z3ouju8e}mY1=tpo*oL1dk23#$4x@CFL>568G%#X0|Jxe4a%bpkweW@!S#Y;bVl1Kx z-;QLzsfS6fE4Mj@BRUs4r^^fA?OecX5TThmK`E9F=LRnG3sc5fqjg%V^}Sj~sB9v0 z0A&tKDVCO*#G=dXp1==;M-Yey3y`bqJ~0yGHB{;!V7v2ScQX!X^TrN9JqI-Ngsd%W z@jmZ!KNBw*KXzsZh{S+M$Ss`ADo=bNjPpt_LtluBqAK^^)kIVDPxRi=J|Y)R3O1VUU7YV0tnbI{=T#qbU_>N?*w`B*UqR-b01DW>rSIsPyaMf z-`G%dMl3U6QcH_czg<+42fH}+w-{n>((byR|EpsJ!68~l;g-h<49D9wsd?xoxi*J+ zn|Dj12U^SBS_621>x#Von0Ck$v|Y3OeT%Jd^Bj@X5H!IMKz2PH5P$Utz{hkP}ajo!&i z-x_lFZzqfGbBl7bdchR*$tkDuS~xIUBxwu%P2lW+k41|Mf%oA~L4Bu3dG}^i*KT#HNQ~V|arDv7fFp2!=R_+fMFoEbr2I@`S7^xVVeM0za$5Kj-?ePE+@wB!L@T%ADU}68W89Kp=SEEp$wJ zQv>?92>N*ts&EM|b+FlT1Z;XE@d-djz`=LxFnn)HdRL3fW?g!KTa;Sc1^oF1sw)SP z?S-cor*9tO6Evmm-tL&@uIawYs|YGLYybG|I_wh!!Jf`KV%ttUF98V9GqJlA7Vvtn zQ}(ZSu_~wnW-~ppgUDSrqqEOTeDQdERO-Nly@ss&9RorhSNkK|>O}}dwj0H^S2?#E z6O?mb7f2-dC7l;6u(_{VfOJn&>93ei(7d0;S)92|+o-;OfhnKz51_IV6am1$SWr*F zmnq<0#HRltJo}Z)q?32UXJAxYr79LWE;k0grCr6VZn|jv;dXrM7}pL{#{}}J2-?02 z@7N3!^>4xra&^bw#YO5kwXIC7z&?1+FD2=av(XKikdV*?Tt9}U+ zKGBs35wJvt;3)hUa%9PqXWX#t*Yb@SFA{f7JY;a?twfrBc``+@*VJH_Jkk65>fs?l zg3x_20xOHxyLXQ`-1>@#9)5iJ^Xb>Ge&!5A{Py|xM=;I5?r4BWIsyZ%Za^9iWJrMn z1ZaQ|K-!ovjtR|BLy0If+;GDx%rIlZHrxP2BaXTVBMgpEOwq(HCe+9cH#ibVASFx; z$qFxM+;Jd+sE|Pb?r8W#p#&75D36R{WXYqDNE#_ej8t0bBbQ>LNr;+|aDfY+lKcrw zpoB7t%pZDii>W81TGO<^o(N4VuELsAtg+VGi?6==YRd=OXq)SYy3EYWIKNOhVF)+j zoa`_<8FP#>!ZNEY(*H^$oAd=AJo^k%(Kt(#sxPLX6Ran2Fb=o2{2T&?;ao)yRpp*o zf&~^tC=S+Kjbi}@+NfwwA?Owyme^vq`!2lmlwCHx^^AQM+GwRU_Ka!r)9>18wf!Vp zZ4szeLFx9J_LFdjeXf9K*pSdd3)QHC!+5I*1H=gdA+ZfJP;8N36GIeH#x8cW(TXl` z)RD&;ePm()?#gYbqKlUFqN66Clp={Jr=-%ODPAgKrXr5W5(z4>X(o@9bqX`gpk5#o z<{x$-O-(kVa`Vl?G9@*vq+odA&a~Dt>ngYW3}UXj1SPakwMOv4%_S`5Y&A{48p2XZ zDb1Se$}ojtQ~$=y^y`HmXm$!Up1XP?2&Q{8dbU7uyDCpzQSc4wSz9H}?!M0&fvX{w z=p#sP4L@8yWS3psyk^-$9P-E|rF$)vbmYZ;105 zlHoRY9RNkkbH!R>04{<$Gjw5f9CBT~05&_?)$VpLicuR7)}xYe#7V&0k?@3-oh3G8 z00MBq8dh>J97#b57?WO%GLjPJ_u(PAlg@67lRA2rQwYgDdGzaY2q83=oOJxQHD_DUL zwzsJtXhtoW0u@y<$g@P93RN!j3JfACLKc=VZ%b&E3SYBA7QUv0v%vu)4$#IVev?=? z?Em37$@xQYo)ewZilRf-na<*Ajz~^~VmzS*5d}mHb!~W86po;w3~`8F73$(fz}T;U zjj@b9y3y~{C=eK`3aRuvlUUb615(P5SCV> z6D@67Rm|K#mn--Y31onTA_$DWTDVU>Ey66L3Lb8xG2Ht83;; z1TORyu-w^K`iPU9f%Tz!9_LrX9u{--L~M3IH_z;}GeB?r+_flDh1~`jU`@l#dzt0!TGGr9Yqo z4+>zU0X##IFU<)O90^HC_TagcWK2$fWAIxPqTs;do2#@XlZ4_+WS-XE_dZ%J@+H9l3NV0*4j_&J&@WgYGlc5~Cw_9pL7_V+ zr>^WR!go6X441G3x|TNtu?|71&vGl}Ea6wgBk`_nh=ova7}y@>^{|Ppkj55UAx=(g zlSe$PPt-tK#ybE-O!u!D7eomH*&Y>4AOszkXrTu4@xg)|qahc$2v9OfLznEZ*U|t# zo14ZoB7uY{j9VmCzOodWB0H3Pfyz=q0!m?mQiL>&%&)j8n%Cfx7yrx@n9sco)k-tx zHP!h|yV=>P_q^xs_8Gi@3p8y!4&kN+(5&T^Oeg0wC`i9o20)Ss0v0gy0}LPl5pXpQ z29wK}%K$jUL~Glq*_*m}<<)v2HFEOWD?imL)_Rfk)Mfolqrwmbx<+<}zw>KgcbKqS z7kh|J%3!ja%H~2J#rq-2`-( z0Emtq zv0eW<*qw!c{~uP_kge?wr0l3;0QsW;{Uhxdg4*0b4JM=``l(0y=^zAv0Ro@{ltgw6 zM%)%k@PJH=ynqXm%*fPD;F7G!jv&{l1Ku|0@ung2@Z+@_;>Eb6NuWmwwukdT3b#HF zO8Bh_dVt_q3jsvuTh73u&P=%+E;Ax7D`KyvD#?=6$M)*Sg}4g~`R6uf!1qYWH%_1~ zPHE8WW(H2+x@ZM9kk4sIR%_27W{aKtKR24S71?f=ESa z`ovW1sy6_qlcuSfL_qw+Pr|?usaRkIW(@^qE&is?IHInaRESshst*6poi=R$cu3el z(G>k-3$|be<74fLEdl4_6~#rx>|+6qg~g%|=Um_oCd4E9Nwc<%0t&!EV9eS^3ytv2 zBt8OQq+kSVq6B~NC7cljsepJA00C&A1tSmg;w@YzYC3N2LAc-trJxCVY4b_~Dz@z2 zj?4;I$!(*ytnn#2B}X|nXdi(ZFPVt;XaTIkZ z6jb3Oozg1nLj`nU3m`!&>mwF3ECBoCE2ASU>7y*2Z5EFw0N9{J5Qd+QfVG72<|rZ~ zLgWUK(Z?!g@Z3NOynqDL?PC1$O5l zA|=)_2}t54-jNEfKmZ;90U+vOY7if%!1bI^lAtRqZoq;5k@nW7&QPcz57IV+vIO|% z5Kmw$lq2_o3MX4AZ)OFVn2JwYE-5NfX#Y4eGIEIrB1$@L4%4C|03-l70OgbJ!X;Z{ zsY0L;9g)FIO*nA!Rv3{I#V_g{v6@%_2cE73c2fQ@(J1G$5p4|zd;lIn06MP{h@dhm zaVR~il0OIZJ;G%Rbipgra@bmt78Nu*7*sxP5n5`|A!^V8XGCF^?EV_0B6d+kW(zMz z%Ok|7FaPplM&e3fqL31^2(RNT9ReI100pLCB+BthMxrI4VjZ8P3EmMNd0+sH1fr$^ zC2@}7rhqkd#xHu{rv5P?XA{Ci&NdP91aeb_4ABcu01SQe)RbyCu9Ol{1?AWVB71`c z+(J{mA(Yn+kUqw8I=rzyP*sW; z6Gj_w#%Lt(#Ebze0$_M6L~*2INYpO{;u)VLCg4&9iAy1BE;@{mAyid5Y>pyOKpbrp zrGCK5a`Y*tfJQwk^L!K`4j=)naX=QrqBfu>7HJB8=`r}xH6O@HYY*d01)HYyAXz|5 zg|g^62wt_6OS`mHYNb43#W!5ZZg2xleI}KjY9ZZ}FnkUI5>X?jWdu3z%XGsa20^R0xIe3cATiuJIE@^9}<530_K6 z$dxjf^uRuiP1bd(NNG#m6{zBsP^_sqCQM6}vMcuI1ZqWcW3v1zQ9ZqoHq43zDmUcx z6sXLkg$(w7VlH9hLjiEE16qSFJa;>npai^A*1)sraDXdtAacvBU!B}BY zdjo_*r=tP6AVXpmMk}gAxr}O^1m9Q!Ye%nFYxGwODI~Fjd#8g#I{-3=iv&oZ0sNO* z3z%)Kl^llxrCKWi2tWarNFu;-juuH&hya+j=7Py4F`6PU0vF>3_iqZ+S4aa$-7mQ;z6kNe(ySRF>H+%h0RNaGU z+hdKnqkM^_TmQ2oB`bgpqTnF(PFokEK`IJrmB&`cjU5l>Bjz`yU}7_Qv};r9AWC;T zp6xy2hysEU(_Tyf2-tx2$fJ^=33h-WsUTsk(HcGHbOT@mUJ5l@6N52BE9Tw|5Nm^lZ@Gytk#hk@fP%n=z0h5i6Pwuej z(YQa}IK^0)vX${L@ek6G$LGU9#nZIE-MkasIlZT>_7s5zTH31&v9$BV>r$$q#wS#4|&RlK4n$B=< z83wep1cJACYpr)*pm6(SnOs;mqAvc1`2^(3sg>FML>LR%)C-yUZwdniWFTetvpY(; z)rgq8X2n*Ha+hfrd4n09jh6-d1b9)viqScpBNqpT;tIIho{Qx>JVBoKnx3imt_d_N zbyjD$fM*GM*SuFc{JA?2yCEcWLKQ1JD6If;AZ0_+8Xq{`9`6~DfDOEW9Z&R0tVdMH zk$w?5kx3i4;E@8P89^YMK2G;tLusrY8fK*o&si>SkiO zQUCSg19;_K>w>2dS15I|a!b};kM5{%`E`vlBB|o3$uC!c?_J3-PdMmbQzcdOLIzIn zwK4Fl3^xc`?R6dXh@p6wmD_f+8Lqvvtbg~X?>n7+&QwMxy zRe%N<+_2k&vE3<-`+0mJyuu~w!6Qqb8^Tx{ep1to9t4rwjL@w7o3N4T=Er>z0Nq_=xJm4RC;y25}hsJL;) zf|h_bUqiVOlDTi$xy!RqYmEzu8eYY-g(d7OdrJuhGbs+hmyPXtO})o`GlSzEyaB(E(&(kGqL zE8Ws1-DN$26YBZVJN-H)-0bEI* zwaSq_eL*7q(o4SNHK7wW-LFNS<)eexGYnZD`NBmE)jMbA)7Uy_paxcb-ddeS8^UfE zVgW>Fq#@Jjkzn6?ogJGZ*Grq%5je(&D_FEcpy30@n?RGT3~nRpjnMmeWPrD;3u`Kc zs2Rh8Xu7)Eq}yplmvvd>rn^uqsX$q6Ub> z2xm?qkY|FcUF@gkQ)n6>tE({Vj%XT_-w(Z+gSJRlr^)~G@xw0R3yqXkPcK+x5DYlvm}5dE%q0?vBG`q}2qJ{=!I4NF2^2*&js*ij zDHbK=lvB!(17nRDHEXV)?miI*}>7d=y|-s;3H2H$VU+c-I6HD_lVVbWD9x!(-J3px_!`pz9!n6}CIW2rm$k;f5hP zD58i<bN69CG6QIL_Lilsml|C?K%} z6;~eM6x)ymu)(?Ng2=AB6~;@%h8%j>;JqW}izh_>ir^x`1D{ZETq59(k-`i&yz@gB z7#xxacB0h7#UIh0F~=L%%)$t?`#bXWKp}-xACPdl@~y8)_iFB%vad(p>?6ILhu@b4_Mcs*TJqsOE3!#s0T6Iod96D zlX%gB4ul1sA#5o%k{%HCki@BMDUf;P*R}G(>6t3nig=V1dPet6B#F!3scd z!B+Z4GnZ%}10N_hSK9KHt(*!XasRm*7HZIt_wk@)glQR+A*V}P0pnNBs8sKAwgsW#>Szv{r?#;7rMY?o!DzacQ zR@iB2K>_lF1eZ-3wzCbBOOi<9M-gZb#Y>rn%UJxk#ke{E`3eG!S(?(~;aH?X?(qhE zdndQ-_dsrK z$_QB|Dg2&FssEIL85h#pgY>L`3Mk;ucap#@9$*H$YQy(q4%C7DE}_pa=&ywYZ5~1g z)-0S(Xg?7gJbkuNA`3|f@D|+YUk~q%B@oi`Y%Hfpdst3&lnG5lCIb#c4gp;~!>XGJ z839CqL@NM{pX_JbgSaK;xvr`9UYny&&Xh11#kSCw!faP(@5s1&U>mdM`ws!pmz^YK!qznAUiTZ0uqRT1S*gKGf^L#zK?v@y#C+? ze#SdHFEoS9+fOyOsndX<@zCI(Ws)HBv~Ks0bhi$QJ)ou!-B#l|OyD%x-ql zhd=G5H~sg>N9x?AynL#2_n6A*jkec@`g6zKF~7>zvq&HSF=ZOk_Gg00Tep11tb=e)fJ6f3-JN(!zab#cmc>32SIUp;y)=B5y=C24pTq+hY$*wSuY`Cb@UJ@P*H?Y zNdln!71CT2Sa4j-G5HMH)gz^`%SOGlnD48gP z(shG5sDn(00S*w1EwBX|Z~z*pi^y0uO( zU@}ZKLC^>p*U|y&;sa)QhUj>PY&ZjzxB^Rn18@jP`a~VA5efzLt88$M=bDYa`IsL)M;#zd1)bm+M_)YP-MA?Wz;At97rOw#x$Zx zib#V3qEsk{qKeLx9~*jcZi(iVWAk2LNkHdGi=<4 zl2pc&T9W`QC~L9^k}JRvYvdCC6KsYuKtjnB3NS>D6l5+*i-sZqG)a`a1pfh8fRj0y zgO2cv3qS|{00~eq4gQc^rg@v9vWd#}R!Au-V}=0B=PAxODPV{h1yY)+5u9Yxo4Rr> z8_<>Js6IY0ozr=S0auAKzmt7 zA9;|AC#7W6r8(AzLL&pkW=fm6m&}lEKyi9l!xRpqUqXqDHl$9ZGy3iUA?&01JQ&wTYaDI;pE-l`1M6Es83cIvX#V zRF;}GSXnkU>KIF;qdba^?sj59w-i#SA4O`U^ym?_261;-o^WZ3t|x+(rjLUddaVbN z#gmA_BcGu-f=t?_dNNycu>m|(rf_#Q(7}Q5Mkp`20f9;%586>4MXi9^0f)i}pCBES zaUe2dpn%E&9Ds>Up{JBeL8ys?iHdZM@QVoGgAVWsK)I^zy8o}Qv60J_bu)T4!#NxS zD=DKoDhI1I{%RmoXsXot1L+|jRj8OwA%zX_sv>fv9?@exbC={fMvO*?SsIGA6;NKv zFrhcHR%&bD35vr*vTEd|Udmt*S$Tb7C>V4Gl1eGn0-zj#13OkI-2^x;*GM7or-E8a z7=@I80|F&ip~bed{E9&DItW&KwOE_ASu1UW&u7Y%3=nYsv-lNRMhVa~*rK31Oc3n0RgK zCnBhxB3YTCS5u+XTb#yY_G3vh%V?lDD2`IL^m z`2h(x0W)+8Al83G5Cvj`MT5}=^AsIRDWAP}Im`Wi0M%bBj`tj*iIsR_Im47|e& zjIiksX8;L|kOK@b!6N(^ZyRN{!o6~by}^XSZp*@2royPwwvZu(shB7wIvFr?zL$q{ z_5-sft7uGGY5bR<@Efv6LYegItJE5qE1QTayZ^Eiw!SfPxff6<5kOrJ%#j=*QZWev z&Pp9LDUBmMUA}w4W^A;Tm8lRo(hAw0%#j6^W3wje~e2%E*OV#oK9u-tV)&ucAH zBeh`?02M&E8Ed$+7JEd~xN8)%O-h16LzlLdvND^peG!^|!o;qZkO_FXPdY}nTBU#j zz+yTZ&wC$Za>>^!$aJO0aokF%2?%FA%NZP^FC(t649BN@L0;#D5wy#%!Nil z)!Q1V)f|ygIbe4$M=EQswrnu#5$=JpapP3iZw>;FZ?8;|@)0*mj^CWom*drVp#4+2YQ`*r;Lef24Jam$>M{>)8I>70Nxv zwSm(=RVs`**`5O4fjzxfZLpgSRpm{>$1!eNaco~<$YRZDSsH?b*tu#A+i*?NC2i6c zL)#TF0RY}(C7>fLklUE-KO-H)iPzDh1l;3Ix(8CqE%Qs+eVX_@2zb!k)4kyvJ_y#0 zauu%K>3uf4k)ntV8_De{GW^03B;4he-k|+GC3G3)+ab?<0v1Lm3*Nu?jo&5f9kfI<9_kaE z;;w|*jbR_4UUhO#&umU9;vL>@4l2tR72$~a0$ zqjt$fUf1y3=y?t8D4nZ-Zn;d;toLE&6SV25J{zN6>ZE?^-_E<<4pnHbiMK8rQoX$- z9_zQk?Y>bQUd`)U!T*u4HtcEw)9|aS{Y&V|9`JlfQ2q_=6VO-%j_6Db?SXE&2hOa? z{NO^T>g9easOj9|KJJEad=)>nRc%YGVgRqcOwX9^4sABI&e;j1>nX$QGrl!rqVFF7 z<>%bL0)O)ZAA1GAl+;?6^-04Cq@qH^&WPwIQH@kQnI zQ!DQ(-t@Bz@2ipWoI2~nT+r(tLhG$EB=qrH12cM#zEv#g|4xE9AMkF?COaRR0R904 z&H@T=z}33wK3>HsO|7gH&=mysNQL%RA1Y8E^%X=j>tI`qk`hqxdI7&legS(Q_=*nbA>hr`j)JTN z;@fWcM+Mc8ZySrx_#5u{RX_ZbD*2HD)tc`b%x@W#-$7hY)zwc|>uu+~PF2@08((o~ zmj_&uK1Q*PG;pu_fX@1RQuity?Rd=sv|rapKLL^m+xmOxDL78PPq3VyK+&)K0D(Z@ zK!Omk0K$_HPaK8~9X@=B2ausF7zkd(m{H?KjvYOI1Q}A~NRlN@og!7K^cb^P`0|Zh)fz8g)Z93O-Qm{b>T_er3)Fymr zHH#j^FhdPx>uf`UghMGo*K(8YH`*TTiMR}V`zSf2mTJnWkW?&bC=U@RFaQabz)r9a zBLCZftg_k~k393xV{9??())lty6(d3z5FWRFEGLGo02cX_)C&5#3mDO?Zn zL{p;(DP)r&3)6%%PB}3e(?bwZvhg(rr`yv(;b?p?Pu^sDX(^@%E%7xGJrtk;9<{;& zhr+)4DoF5%OiL{!*Q2XR_TF;x$@fMb6|o5}H~|OyF33{8#pI%^tHU?|VF1^rF>p?l z6hKf{Uo~8_O$y)qwOC^tTy(=bq0*_fK7U&l*+d`AjnL%|mC?auHLUJBNO9P%yCBJO ztH|;;ovYJOn`A3gu)HFb)V)qk6)+ZLZPlw+ImK5m%4`+0*<(ejb6|r*3s%_F_Wz*h z!h;`%ShG)RAT!$AL@O9KGZn<_lU%1e>P15lot9ePZd9NuA#lh}(h1%Li!HO*D$>X! z(e+eGC)v%JJt*TXRlf;pW?_YV^@BCmy*ij|fR9DnHsXvjmb&Vc5?1&$hFP<^Yp)3w zI76yu6Z2%*hgNXD4?)Dz{t(uL*xvfwK@42p*D*!s^ z#P~xCEu#_7m&>_4Rc@z}p?Xc_$B#66kq9NWKL3r2owFR3!!X z8F2|Ft5vpXSm%6W)X%@D0UbssU2D_PhrjBmr}Mp}`dcDV!ThQ1DRY)wEEIDPC6c+N z$#p2JiUfp!H%UFFQWFRPT>hrKPPJ=O&comZxRW?3!G}ty%G3run3oaiD}x(k8V3e2 zpxE3`YOn)T{6MEZ_OqE0TijB zlr^dck;)=i`cg*ZrKL$@yZ|bf1gbNJ$}iVbqkKNlMy_~|grn+!UhpDHQHBa}v;tUd zdZou95)xv5Y={|@xlCp@6OcJHW;Ert$wn5lb(U-iB5OxY*Z^fuKe@;xl}NJC6fjNP z#88enu(D9%hVXh3S6K(B`_NHyce$&a=@SmHRwC}Qh^TC z%74{FA5gR@%{kGqnHR;VGH(b?igq+Z=oC#(B6*XEhQyJ2!e(t?H%YfO=P9y@;)cu_ zC*ZBca+5jeJKwni7G#QfIRh%E@R?6o?h`)#JQpnCMXD59K>q*&sLoTN`cw!&z@R*! z%tIRqQmHZ0qrb9fM#YLzHLyXDUqx%|tQpd^0?}+Y!Q|}Tx*Hc6N`OpE>1*ODx4EJz zM@zUDLnjjfsXjFT0cb!3R`AcC@~m*_YUQc+V;G~Bia+I9K^lQ(Pzc-+BLx~jR0RNm zV9u_sFEn3Tixt+fwpN*CJ*#SE+rrao#+$Vb(Ny*aGOkL+b}cQ`w16^F-1OB>xW$kF z*g!n+kv6m`3vE<6u-JN5kb6ry(oiS+%F1GImTJkY^cYGj(srakDLb!LW7AuR4Rf}u zU7u^^3tNZ1*S@V`?^L|HlbD`lzYEGMO#n#A0TSfDM*j?OpeXjM0WhKvGT=Z2oOS^J zr7Qr`t!@PgH_Pjual88L?t75BmaZg@15Wj9A(8vAliqhjtd*}=>FZ(|gC?~LTCq!V zypaQI&NAYJQGq$aJM|W4uV?Bn-Tv?g=RR!#7wKdJ;<*-la=617{BTh#y8*^(nX^tS zGMe(s;vLsmHZYDcSidu`oT>8x+0O$8i)iX3of1!N#^c`I}S z)HToGCVPPo`$gCsZ0HmN0M8ZZZB(2Mvz#h@up?XhH_?{18K~`Wig#qyLD}tV7Cw-S z+cwX>`R%xwI3jibW~OL5`J7VjkxoJ&0xyR-%&SVp2FT!CIoprn`n{ijn-~N*YVd=3 zT}NOhTu#o8U#Ke%8i>0#3{MY(#MiuZs%vE9BKb8%YF>FWBk ziP51PUA9N}j=7Gf8TZZaokPZ`oE1m{X#emG#oi@AD{ODct9JIPr=;nvg?iK{UihlZ zS~OW#RO@Df>Yxxu0pS)IQ^q%P46VHL=&lXfZ{+!pq}TMGjk3-2O?SoAo#%J2)sw06 z3=nWY2JWF%ipjh~!ZW@kG)#Q(g+KhKOFg!}UpnYP0(nK5dmu7V`z4bYWU-ST!6+Ae zgG7HL<$I($id`(uTkrZ?auApUIlvkIaN*{%FkF<LEprQR^!4`DE7yn$m6tp%Iv^o^jx{_!(0t%Vixhn+(i2w{K2*frC zgbgAz5z(j$#R{YC+M=D)B{ixQWgCcTSb*wyF0U~{Ux7avw2T#e!7u#6Fo;1e{Ind* zCfcAp{K7gL45u9gF0n%n2W$=Na}YYz5IYnz(Xg-xkbx)JkG}XYD)|pJq7@1=5ZQx1 zDfAi|{1pQv!;$bpFa*Qk8^cG$v@HBU3}M5IIHCa?Cpg@RO?*HD5<-)c!wlKJlaRd- zyge;?nG7tycrmD-dm7A`iRe2POjI#Tl!{1{#22K*spG|JV?=>)L>~hQ1LzYyt0cDa z5Ip29E%Y-5NyU`tBtBf6e*Y81|L8dhz&iwxy(vt?-Qy!5M2P`g4ovgKUu?l(JicLU zvtm3(WbBBL(LCzoJlNosQw+j1fyM?wn^IJ;*T^*v$fa$Zto-mffC)!|Fh^Yx#jim+ z-)c2{^uab;M|Rvlcl1AaY%?RAM>QN21XPNgxJbH+$l`*NYScb~T%Ff|uF*0`?$|Dc zl*RMAh$qVoTr8Gi^c6E)zKTr15*f$)%1DhAzDo2+8cWHJ2ub_`yK#G|8sMg)gOh*M#Dnq4kmw`0mjT+OL)Jb%PY&``{E%TAMk zuIdPY+GCmyz#g;&0n*aFsnJY1!Hn({jdASEJxhw|42jURg8j6D=XAm7>`454FRe7j z@T4uVdC$*)&9O^RuVlCerHKXTq{E7U+C!*+$()9~2>H|y>%=yptfVGdP>O#yYWh5z$VjDgTHp-pd#QP3dJvNM?P)QsG0yQs24Mf?cYgh*WhH)~1GlXOZB zUAhuQ(I!1n`|D3D08kdKF&#yK7cD0xt&s)ukP%&*8bzrGeGs1f2rR`AGfl=eG*Y`n z(wG2K-(ylIl~XC8Qz?*AHjse;rBc<(FEsUx!Zgf^dDE;MRH%U%E!_=7MUmJ5lp;mI zp#%*-eYQB2(R96tTfR7QB;y34ljkN8C|bKl}J?WolrFn%xfDq zO%$u72_ePH=B(6QHPKAv0X^l^uR!`2%_&@+)%A}UnGe3)m&wskd5lc>)SMF49> zNmi{oZSB^5-PUjQ)o|@7bTU?Gfmh^kSCUB0*tk(2f|!NPL->(PR-@Kev(197HuY%& ze$`lS<$_)XSo^ADWikoLJ=?ymGx*9mv>? zGll+eD3+c}0|7AycuH8m{eHjs04WwOc+dnQSwd zvj44Br#;rU6|l6`jI})w!-Xlvg{zvq+KoWkzI70cO@hnK+iu<4u%%obsuRGaG{*&r z$t57g^)JNLE!2(FGq6{)6I~r#Q+(8&k= z?Xx+7TDpRX){R%Mfh3Tr**1-d*ZtkvH~`D#UCjmC>h&lQ5#Gc!U5g`Jj0;~JG~S>f zU2mh_TN&SJja^8!G44ej?9E=?yN+?73F{_@}2tQr-Gin{d( zxusZPTHpL_4fR0+`=#ItwqV^wg6)N1V~Ps?HJ}HUqya8nT}j@tE8uta8sbP;2LHBM zwb|f4(t!!S;2E~y4CdPx=A+*5U;qZ;jWAjp?O_2FVN#3RA@&R!0Vx)i-VP079G(gZ zrr{{IUnE$98+KwHT8a}67!L_xj5FdI`C^tRU&|Qd&=`}>jFA@hm59CKV}ar%XaXsw zVJf!bHqKf$Zp1Loi0wo&Ek0I1E?)WR8sY%Arr^OeUgFTT1>( zYhv*w;ZC03PkxXzL}Pk2uuSGf8rT9|(1k4+h+|G>g4hCO76?c{W?g^;jQ?QfY8D7) zhUSZPfeB`1M|R~YhGkg>ojbYY|5X-V-W_!gQeqZ0cMgpb)~!$uQ5uOPTa@KzrsZaa zgleXNX8vbL*k*w?ibVNmW!7gE@MnPr&2EO{Rt{%zu48f@ypu`aTFvEfy5-N1=Q(6& zlIZA`gx=UiWP#*ka%N~qfDU~&W_^z4CZYjsMgUzv0ER|@V{T|9_~xDF>7MTCB#2~+ zUPQBz3Fd8(i?+Co4q;!p&w)AT=ok@tCMPl$>X{}AT~L8+mT8xsX@bUxejW&{w&{P) zX`eRhvu=W*u4<_%n5P~I;`I!;?ne@a=c$+mqmJ4cfnAam<}D`YE&sq~n%3%N-ewhe zX0Rp*o3`p>HfChbX(AwkCV=e8rtHeLY{*vYwcfoL+UOB+Yu@PW;>By_&C!nrH8>0A zsWz>@mTAGh>8;*of=Fg<2JEmV3d4S8*Z#By=w`^4?8^pj%g$`gR%EMF>J|xYAzI10 zP6=f+ZBDit7fS60?$Ugg>6zXFpg`=Kj_rYfgsfg>Y$of(zHU$BZ6pZp^cL=MChp?4 zy64u2F3u+S<~aI}Z{|kd| zUBK^%IdAp0aLi`!_BNKh`s}10y$-+cpS16Gej!;KpF>`v+5crs0dMY9+X$fWpPxv> z;X0FkwsC0IW@lCb;*e%)?rvI^=50piEtqf$@9hg$@8Q;PtC4T1Kx$p~#}UVfrskm{ zKSz3Q3R2Ed5YG_e04In6@O(XTBoA&RK!S;0a<_#Oxjqmn59!%lHVhf5{`SFU{Ylgb z^Wn(zH1~)KC-X8t^H}C{m9y_!MoDFr@^DJ@j(BQ14=_9TO9QxO=r{vpzV1r5W?fJK z%L9rW-{&D8^d}zkKNs#m4|S{Ia*j)Gs9x@0q4Hya^eZRnzBY+ex3BD$bedLyW_D?2 z298~)X&M3Rf6i)wCRqtT^_}o@QZIEhPxf15afgg{HveZ=rnd5yxV(aObgG8nT}J?g z9uC3Y0tL|Rn#O4Z_!wm8ZtO;PtbTTySaxQoY$bnpXeW~<|DQyE^T%6sj_5t0*mjZ3 z-vft)TygiG&~&)0?Svl)a<5lOuV%*P>Uu|sc$aq!cXo;=QZ9dTDDRzq@0@6NBIgVE zBdlIRc6Y8ucA#MRT{jTd{t0id*V>M0WCm}IKZ%+{?~9-J49EEsymmT)?~V_NRfn3O zZ;AdYc~nGtH#_KT7INv(g`ZFWfmVTkrU7yQi9mM0cWepo^lAp^X8!r#lYyP*c_Q!u zdJlWoy+d1%b&Ugg&V2g?q}f?l?N+beU03D;sqJImbb&D zlF)e{VEo2+{KtoU$HxIG$oRz947`7{6)}1OKDwqK`8{77W~6mv+4mF-=&J|sWUl&Z zCJu%l2m^5ap8#wHK=5Qn_?x%aBF-&ZH0?_1lW9xlWJ@E z8lvA2(BBNew(;)ss|M9|MGh6@$9~Sun&ISAN$@nf5`uRK_7p4jp-jhwPHnj z=wIiPkp7Wa{@Uqel7&?iuls>G>8b$;8VCjwENJi`!h{MJGHmGZA;gFhCsM3v@gl~I z8aHz6=uu(=89029ENSv2N|QLK@WAl#CCr#IXVU-V2x&{lGiPc>JoAaC#%Th9a`Z_w z=BJ@Y3(}yW)90sY(>{HA+O+4+rCPVj+_FVQL9a>&juo5GEZL@4xw38R_AT7DAxEaH zYjJBbZ1=$Nq5HC84_$=U^COMZTq&x1}=Ws?Tr$zOWeYTWB%K5T3i~8Gt&rM(E!)M z#0fV4=vXJ@sa17SmU($P_>G+rj3UoE9)Anx}XZv;pfw@zqG*yA-?yM1aAL7 zfFBvhkzsEwm)U`~DOVYB-yr~9MAtzT*>?YDtaTJ}0cxnwc*d#l9s)GTXHa`gfjA%n zC~mkSi!Bn=Kn42o=bI2h_>Fh-td$k3q1JZn zkjcW8|YUY>%Q=B3bf@=oM*|wN~0dALc4A#u%^LZc4#s{PAte zE_LK#_R`6zR{WyMB!dPc@JS6I>*X?iYN=JRR~Ls!9mEOI&@EXq3q9<*Fc^I_(n%|g zbPp?>IW*LJkvtQTm{o1t)z;PUSih-SGTI_=b$KMk@2kvURHhZV_p*6`C-FtdSKtX9i>bYH5(@ ztRc;8KR!B(cH_M_>PPntFX{iSe?)jphAU>Wa9KB`_>vaJ{SnNrTa@cx3ZI9XdgOsv zs6dP&@R{$;J1^4#Fy4?l^*1=p`t#XOgt$zyD@L%gjvs`3g-vcXP0ZR)^cTZG&nkMM z*S&}akn9$3L#`1hJnjG z28mc&el{Z6V99tZJmT~A_ktxdv58J>qSF3{JtV46fdtZ5W^i~B1XiSh(K6q3UKqjw zRgfS+Gu~)mBgFLp?RfuGeBV*pr{2Udu@WYpwH$4$QA1fKMy6fvnj+x5thCDY?f8fZg?XpuPS zgCmyA!WtkBq+95Lm{J&dlfM`MH9Qg}Fw><;PCoIIpA6+d7Jz^Q1e0`pyoewB(#nje za*z)(7zDE?F!;%@APD3lgt&MVi1jQ)HyKOX%t%fK!3Kj5!(cPxc`gWafCcuvCqDC; zPh)zL1$SJ40}xOEX3CRpbrL5<449c`KBSsp%*Zr-hn8A?g_{@@9Xt{BmCKbAbOrtB z$LPrdev-7LCH4PjOA_FK1+>B+uP6XW=Y~p*i1C4@^cf&)Xib`A^Ldd+V}5mFLHiw@mgO(N<# z8bC(@?dj6;K+_o-h>kPI(;*}jpnzG;N?Tz4D_|2s&lOm;u*SryR;NJ+e-z`Zfz6m$ zAre`*K!-_N)6>d!s+XQ-k8M;slwKh*suE%At~*L&iY)Zl)vk81hJEb{uBTG1GS;!I zjn_;iVt{D6g$9>(R%Rc17_~YtJ%?hXBFRM}gphVKd({PW?RVSh%G0&4Eo^LWMBBzv z7hTY)sYCyG3zTXWlC9w3ETj3;_jU=s7HzzG5GMb3In^eQNXXRu#;CMlZ-EpIGt<#AY&n;y|AfKV(x@(Kq#f+aJ# z$xeQ9lUE>v8~`{2wMDY7a_bPXMkuEY&IpXL{E!bN%)^@lG9(}5#?!G}LGk^n-k|NSqQncVPUqL}(l}6`a|4 zM6KoV5GGypFptf9xmKJHVz3Fjy4iFdwW*`MWGRDyb**-`m&7YD>G-zR_b|KINuI$cD?OwXM8^#OhjrHaQXB_frt~=FcF=svzMOoEH76ln$q#$Iv#VAyy7ko zb;KopY8h1f<=HlsPXC2yY=LvL;*Of~+Gz4d%?4JLR=H{Z(sG+K9mz45d6a2B#ir$h z&MDw#p}-fK^~ce&jY>Iq{1R63T1x4szot6c2Rzshu)XbWfBV~;`~hlDJ?&r;ubgRV zL>(6dM7G3nmZbEW*x=Xhh6n80;jZ|_x1H{XhZNq$e9La#q&0n~PJ8qY?4PB1>5u=s zR1?qm(YxL8p#PFWg=W6hS4M3}Lg&@3LryjYHKXtp(JvpSv!9*5_fZu+=}B*T-{uj|yIvoZn+3 zk_Xt|e?R;clKl;EKlmGvx6(tK57ZMf%Qx_Z*7#46D1z8&esw6>pB`qT< zML;P7J1Q!)Dnu+RDwiuiSS%+CE&#Y96zMMbbhC(}hrPDdWtNK-~ic+*Qe+Dl!^ zOhDXBOU_b0;ZsZDR8!0?auV`WWcuefC?++{fOWkvI4TIOau zLTa()Yclq0OZsbMY;0@wY(n~MTl{Ql>2FSIaJ-UmTI+E`-g0I7b3^}gWjb`WRdlxd zbUprbT6T7J=XW^$cuO~VeP?>Y{d+ zOx%NT?1Mr6gGB#>TmOVi|AbWkgkqG1V{wLdu!ljhiDFrc(Q%7k{)yJk@kh|fKaQ~A`|C3bzlv|dSl~tD5ZkMZ{n0!TYf3OQhZZq-5%)R%@rFsHmv_t6Kl7WK*o!>8x}AtZG-Us;sbqsj*Z^FR;!fkBB&3MD5 z?!#{boVtkB0Z%m9y-@0PICJXU$+M@=pFo2O z9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7 zNkD-{8ZG{~u4j{6GeHq+vq9x|g&@2}($7mf<#oO3moA zZjfG@e`&O2P!a=r{O4aYUmzfzLCy`gpm`8RDB*+@qD7#3>ez1e_m zUPkvIkbL&(=bwNsBqWhWCh%c1ASf|kBiJQ(A2v-~DIyBZoMJ$5PhyfB2fol(!IK9z zp}+x@R>I+;HfmTPE$lIHXoxNbD2zB?elReA!i>!{Qh~I{+|?ycwi&OCbw#v zt|oaZi}@9KAg&b%J6|PA-a22g%NA_#!3aBcVU5m81MP>mo}!?cy8d@c3*2rfO%n;o zIo}KlTmqm02jG!GaK2#k1*y%vmt3&T5UeVI1vIeh$hv;v90=fExE{A0(vqAT`GJ7n z7v5#y!vYKJnefw4M=iBm7a~Ha!_f-cLA-G4TF!sI48VZMcNE|rim`*+IMtQsWRZA+YbuA;sy@U@(&w|s#DC4f4g+$;-yTLT=XK&0MU{~G6v2U4Iw zfmSE(u76Er@b#kGX72p+&__?y!Wjm~;gPS(sdAYGE#Mpjik3KT6EPlue2f+Q_sS*B z&`v2WlZlr5?f{Cr=&v4E3bXKsBcP@$iM~;C_QXajr=xN zFZ$ePVDY+4YMkSw5*;9D*l5HD0Yp1I#3*BNn;WHk(JBz!jebHKQOp|Po=T)?aLp)O z{}|vxX~?WHwh>K=|2CE?2O9B+NK9fwD)S|6^_^}p@)f4*Rt@HJi!}8MLHKKW5C&fAClk!vUyO8^XpbrU^hnVr-fo^uhAxa|&d> zt5LT@)Uv;$PiD_SHMccuz(e0U)P$H zQ%n>hDRRSNO(KncVxd zbT!RHDx<3!r~tKhg3EFfpjgS~Hbs8LtU#7KE$04Ky$ccUN`NaA$0mio@#Sl0-MgFp zR^$K|sBUzlTipVewg#w8ZCV||-3lDR3DZSzYq1pD$^JF5eMK*BC(GW->XpAbG44Tb z>k=5i7by6BuR@gTUl8j?#QzPjfoDu(1Y>u>59!t#w%~*wJ3+J@AS;f^GTzI^h9E}X zux=mQUKa~R8jm#yiD3fco}}0)RZc*Pkn3dMaM>aUpe~KaTwpvbA;GC-NM^bv2R`s& z{|h|s@e!t5fdtxWe{y9O)8xxP$#Q+8tmViudeFSNGDW;a zW-`d3(gi;AT!&l`?R3iti3s%`_^^g5__)Vz4RULblaUYeWV~87P=-(ZXC^Be(l)`b zp=%=Po&Xvt^xblcajhE@X9TpBmcyknZQU~q8BbAdzyVZ{h&_b5+Ix`0j^o^8(b^f$ z5Lv(%DnV|9Mrj~lcyvwFjZlOJn$hsCle&qGlgbWp*f8lcit&wNzVdb6^xn;_b6kOB zD|^|@uCBAQdm~p}`{8?tcp~0x>QmQ1)nZa}L3Y)|FLb<#34nnw0{$8Q^qM9E|HsM6 z`wi=yg8Lyamymrg!TM|mT zjLHuAr)0h)QBGc|FT(6{+u&g z)2Thc7HDsKz+e0J)*k%Cxvhl5hc{0J5qY}FedNa%KP%1`5-<>1vrz!w_Yw#Ad{$<1 z36X$^^m))VU=lci6i9({Rs-E<9+B~NsdoV4M|b4MdI$GQG`-xiiX68e%ObA$RpC=Y6O8}&S8i& zmWaA&elwf7>hds zWwe+Ox5#XWsEb&*h=;fb!FZ0gM|cnhWMP7M$k-Lp7+gjO5z1&2Naz#B){P;-j1lpS zNA!8v=!bL0eLND6&4FypCXV7rj@8wO==hLC7m0kJ20m7QLiUbbL5j=Ra>1pCTj!B7 z;g1#phZSLvMg))n35x`|Bfu3^1`!>dhLEeLkPC^34e5}U|G)_lxs!>Y1{CQ8N&sF? zhmletk|V~E5TTJeVUjFSk0Qa3B?*#Bgpw(ljVoCp)mV!RRR9pMQ3VH%G#Qo>$9_7w zlMva0sD^PwnH3y(5hO_wMoAJ`xs*~Fic_``N;y+hS(O#IeSxTfDHlXx(j2CtdSEG* zVM&%|xtJ68lUulIYgrXc*=R^f5p7v-mc@J6{xpa49F3jITFK(5}p}{mB|rKSxlfA zntyneNrl_DaIAFzt?8QD`IR~%3U3c8&Ps%+mWjzK4$ z5?Y(JNuI$tk>_cD>e&?YnP0_e5XUKinpukRiJWdgd>oON)>s2ou%DvIeXOM`O~6ur z0emQG5d#-~Rp5FT$f64RqYUbr4*H;27@iY)q(~~E7TSIo3X~eUq4%YScNr2LT8Ejb z5yHk2AqqX8*P;XVqhK1QKN?+N%AY3#TGHSTYI*@KSr?3F63h8%RX_%JcW`3}XIl`a z+i9nKfNex-ccGS~f|{f`Ii5=@bWMt$Pzr1#|0-q4X`el@oS5g9j^+|oN=#k)rDD3N z3QDG6>X(+}4_0R)Z8{e)u!e8QZ*p1%b$4(;fTwt>r`t(tu6b>LI(UPctGb$#7TS{; z+KxlHs3Eoxs+bZV3KGX!689*Nl4=sknmL)usnXi1VG62C;14wt9WiAW@ta|LS}HYGwW+avrM3nk`=fBCwOre^YjAB7sRp?hhTxe9Ncys98?!Pi zbTm73ZTp3MaI;Fmv9r}g|3naU%Umf|pC|FG9dW6X8ee=Xp9$NrPJpzCtF->G0SmwZ z{t!WX;c)^1b;OBpAB(lwrnOtEuIC!7d5Wh+=aXY=tMNLPXN$HjtF{$-q%*s=j~KW8 znw~(hD^oiVnV0}+C=i{R6>zwS3$cnzK#mK!dNFkqwYxmn zs2|&!ncKN}inMsj2kzIHqnmrC|4Xl^JH9YGsD+BJ4~e1Z8LT*=c(seWw~M$ZqWk?2VpGAt9dYjrlPyO~(Hm@~i)u>hO}y!+_K zB>}iMF)arbz(0$}Cwat4{|u&^>zCZY06xG{rP>)%j97%lXTvt2LCVD+JhGmQr;m7a zV|>06dd8+)zUbS!Z#$l~Igv-Oo1@cdIWe`8TgL+73#f`jdc0yJ#=jq_v&A)yMX}3K zQ@}{P$gw(_&2btV6dqoJP=<9_j`e8v;Vnn7$+7CepFFbM8_J202j5G|rF_a}ES{*# z!mMk1u)CY8g(q>G5>&S<hk78~ z)>MYbC;@#Y#;}2FjYllh22Iq^Da*d$bSnqV-t-D^gPXPxIQa?a2!I*F56S+I3MVfCsNo4(p@X23^$?nt~%e z(#4$zTdmy89pC~!;L9D|rfkmAoz93FyR_|O{5+)$LEb6R-525BsY=8JVBRBP;s3bT z>8;*Xz}`MrA-4u@1V8|$Nrg3V2~e$_+uYdVJl(u1*#J)9HXh&xUfJoK3Dqqe?6~dXvG*%q21c^iUG< zd>*SJz9UKA5NLIs5*?)5>ywa>#`}%7%PkACAnCl0*k)^zn;Qn$>WL& zd8O{C#i`*D@$LxdtcL~2oc?5bP3=uyYOB5@Kpt)j5a`x?aP8XI_o}wIuIs8$?&nVC z>3+&$9S0U^i~$E+_*tnPk?$`d?-dd7kfre&LE$3-@}KDhsjlAt{^!t+5P=R_gsyFF z|7Hm*tgH5#+_|pnI=}M{|M0#Z@hXhms*nj3Z{2t;76;{SmCU7#v>^o<8!R zKIa=BoPS&7G~w~fBGD;7vTLyN6e8{0AtDDL(QWqVEz7bjOWAJE+&mxmJMZ&25A-CE6=x+C6p7$IeyK7OuQ+H4{h`Uk;a#70|icgu5 z57&q6Ya21s$lCiUVSxKo`In#k%D?=~uLhd`C-nXiS6=36i^4W;`q+Q^bbsSv|Nh({ z{ok(Nj&T8XG+6tJCvsYk7rpl8kP4rX3cO?2vq};D4TSv7fB((@{C>jqwJ2>)u=)To zO5ngzoD6ajs7m3&g|ZwzgcwocM28G5Uc{IYBSDTGJ#tcIiBB9Q92hiEupq%omMvYr zgc)0DpgwW1?Wm&FcN(6^>gP^rcIqbg&H+Mfdp>cxO5{;+EuAg zZFU74(`s0XG{{odoiQ0ah zTX)U^1-@3@$~AY}-8g?2&$-wsjI6E`J4YT>d35U4t*_M^So?Orgs*=GFZH-?1_y#E z>{vPBK!h1NzlUED^n8t@M~AeOCyt5(C#Tw_sVd>Zd#M1VP@ru#+Hg~lz{6lrX*b`1 zgRZd(sTP|pP^Jw-B(cQYvg0nrzXmJJL>D!5Yc~cWLyx1%YNSjcSyb7P zA%}DUGCm)6}Gs zqJ&FU7h(7!-E@sw;MA7TMOM05?;3Th1#0D$KzvD@?xp7DMNZie1&+612ZtqgyFLwO z7_46JV)g(?xQ!^$YpcaLV{M1zc0L;oU1+3|{G;tHf~~_c!iJ^V*D$MgrSrOz4|^Cx zteP7b;5lnvxo7GSP8cvg7WTPlop`qE04FGxh+0U4$vEnb|EKP_+h-9qG?UYsBsZ)n z@5J&yqo0xn*0~~l`Kq2+GPk;!4QrdkI{z)PP9#Y9Ar98CsD7!>+)Hv^IP2PL{|3?ugAN4YOV}4b5|%Ize4t+l z3--aX3`&1Z!^nI5_dfyFa5DoW;6$2tBvt4_da0qFQ~ISsV6l*NFw2SgcGJPKC^2B; z6OIve13^|vk%;vhp$WCvJ`}d-iUpIE*H17K@gF?`Se)L26{;_ydi%;7_Jm?MiQ zkO52S+DfeWMdVm7EI1P*PM8=KD$2})&uPvC2Z@(GMrV$rL~03Yf3y=yQB|v^x#)ZWooMJ?{y>6r!|zAFT`U za+nMMwIUR`IL1JOG0AVUs#2U3nN9;H@Xob#Iq?*b2`_Z=G3P@1**oB2N7&e zgslZcsvTAH7}dN4Z+?R3^?s$*R#|m7|NJbANt2}&v~u+=P(2@7&1y8Uj`enB-K?z~ zn;5mWRiS&G$WB8MidM|kwXVG@0PmXDP(DPVMg5EqM>eis1`D#la+NK+Dz-j4HJ7bn zY*U(9BFoxkxuNA)t6uijcA*w|lmerqk_O=GNpqq~eoa&-Sfx#6$pWy+ za*X3$CRZw7B~XILWZVbqjlnBb|AH5bY^xoIg~A9mtv5G3sk4lNn{A(1$j(qII2RM$h(Xcs=Ne9rp_*sK6w6xJoPW1mxFHMbvkR zlaFaeWD9w^z|`gt68np11jqVwt)8TVz3n}0<3+6%&KRx@{fk|<8@+bzHKR)`HNXPt z7n)l_FBtHcuyN4ZV39F}|NgC$fcF;8%aQh6B3z!!oMi#iYC~k=VH#(^)0i@IY zi(jaF!#QP!yG6d}c$XaA!KPX+E^&!hNaGc5fWgB-HCl^{)G7lfIL?`pSVzK?%^B2r ze`TJtibs;qea0tsi;hU@3`*k|%LT`!KJ`O`m>E|O`N-RC@?OvTN0P#@9#;N}4xK_) zG1sq#ROg|BvxMiv(U(mE=`X21hvujTZqS#G9Enp>>3cWK+Y#f!HC8JaQ%5|mkAZc@ zH=gn5b-dQ$&2?XQ`ODaBui}1ji6wBL0VqI$uEw{fp*LpXxh#D~VJ3LPG<>UiZ_0$s z!r#}pel2Z(i|qmb|C+v=km9>iiqpm zyiIYEl?XrP7(cUvIS7dmns_DAxw|Fuw4ZYcX0r?2bBR-f!JDxc`MVQoxG_Jm!2`?- zCm_HgG{Pf9!Xz|6Aw;gGV*ovvt;1u!4SPVTlfVkZLJGV<^vb|T1Gag?p+<2Wd#kkR zd6L2^!SNeC{}@047NnWDi=eNvK^(L*eK`fRsk^JfZs-Pf~!S4{hsp_^u1Qq}k#9cf>Ld3=4LJo{u#73;bE1bk*oItC)I+5F{ zOXNVW6T@L6w&`gA2ymqYKmk%5y%fxe9~`HHW1u{g3Ha-y`TIuvA~3n>zv7_78T&<6 z(F;D{#d$2izk5frph3HsFb2FUVr;}mM8<$bMv&V=ow`IY)Wl&cLm)b{1aQNah>}s9 zk`7tJ|8*Q3bBqfBqrFtb$eVefS5%#Uxe8R|K|86%xyYU%JivIQM_%;Bdu)}CbcqRz zgOF1ro$^OUWCm#9Nl4tuo~*#0#BuXtbN-nIv63eDWDV|O=!RnML~Z zN>5Rzc7i#_JW1smO|@jpwKzn7X+^o53%7hrC5%hfOeZJo1uWak2mHyv6iUFvy1yLE z|6|-jyfnxzT(AF`M$fB8^mB>xvr4fMKZ-Ovv?HCg#_2K*bTq?T%lSSR0&}%oFSo z>Aa3KGfyF+&J5KJ*Gmgpf>J}e6Zm89I#|BtN{}6N0 zse{oOb<_Q<(Mi0~U2{fHLLRA8r3zq3B9(~?f<3PQVM9B$Vitnt@ z)+;G9RlAEEDNo%EP2JSYX-{oU#c2%-yMzW(P1SQv)m1$PYH(Fpb=O#xRsOWqTgBBK z)zw}&Q2JVmWnGC1Ayx+!*W?h6jTE|?^C;74QiCHAw9J=aIlCzZ*XYoT|4i6aBlK1j zjo6IBRAwmwYWPpRMAwi-JX3`Rb~Racebgl=bY!|! zl(h;iwKxM+osiUn1sgXRJ+1v2C!pA>g@mikTE;c3>PU^6q{PMx+mL;&VqgZd1>Mj! z*|a5HH{p>x(Jbx3=v53dnU@X)R}N5u$2H&sM&RaMVEQXsW@&}+Wrhfj;Lo+- zC%)h(*5H-pU}OAPqr}8Vk=eQJ1yk_EyZzL}SYdHI$vG@s{}S}Ut#VY;Ib%Ue;rJ7+ zH6ENdF5;>EVFCcDtz({TV{&yqCXQgxwFW3QWGJ5Ew3XEk9?o8qIv`cHaHSRF z(%rg{VY+Bz23AlErQvOJN8-h={LSPZj)NgKrldu3XFQ*v8{YLAG9Mu!cgW z$wASw2^2z~y#!=XPe-civ?~o?^50-kr=sV1}(N zn>tlOP$5;06K3WyA=(F$J5JWNzdfrD{VzEdSZ&4&{|?}0Z>H!yhUkZ0(KzT!Tj;P3 zL+5l>XH$LWktS()p68R!UAAYes~OO7n+Jlx@> zjrpx+rQO5VxMtJ5XuFW;ie_pePHLUaXrSz9*6J|U`si~OyNgD(SPlhXMpvzXged^Yn=%!9(&RgZD zKI7ErfSxRdt3KzB?&zzwUUtrg$<79@wrrC2>Rsl^l@|D_h}ZYFHqjtSPDi_3LY#y0N8w(5^Y zS7@N@=5}u9zU=6h=ggkx%|6@GCF?W|?dfA(1|)4$VCx1z?HSe$;qGbVD1a>uAKAr= z@s3cFM6SN3GvLOK!0v5R{%!hJW(k4a?1}?&KJEYy@Kk;70*7wtMsVt;?#_nS?A~s7 zQ={`W1v}sXX<*0`hHK}d1-!Pd zv;$?bP~7?BX&Hx!rDpLj2lFuh@~ds}{}|`;oW8gQ@Bvd`a~yZ`k7jNkm-7P;@;V>s zA+PQtH}Zl^>j}4MfkuoHpUu^-?ITKP_on9BLo*Lwi7YR43OaMC@NzMy^h(bJGw1R| ze~Sw*ffDcmJFtT`fAayK^HMK$J4f}B#&cedQ6s2IzE9XLC~+^^dj&Q^)onPxWn|?p5dP zz;yK^k3Lv$(O>9dJ5b*dbPT+hYYzVqMi(T%eN@pJ@i}4b|3zG5cM4=zc4fbGa4uqB z-;HO7c2AdfQNQsxH}Gv}?rm`R|A)`^h%az%=jvN_XK&};R(HJJgwtPcxAP@tAE#OcU91I9}FHOXiq2c7E@7OTPp=DD1xuahQk@f{*r4pLS}$ zYHNUa=YII5XL^R8Y^IlZQ>Sagf(&W$B+8T~rKxP`^5si6ZeY@^Nt2~bm2RZT%n4H(44*=WqQpt`=usG_ zkTPXjAVJTNGI`EyYE`Jxt6H~m?dtWbPY!Wfg=$4M6xy_E*RpM8%1#Eba_7>mtJSF8 zyeS(L=pYWGJpXF z$QgkJj&>k|1s!ynX$}$88icMX1PyH*eI$}@NXb+kaNP~ZTunQHxSVqB6)+-vCS8}J zOHUNTEO<(;=9TIt1QBalJngrbl+@l}8w^#xX+lKwfFUp7zjCm@wo z4wy}WnR!+j|AJkT#vqssF7zOTvQ5|v9=74e+fYQ><)&V6o|GJ29)c$)dw8yQ;!fAS zS7b|i0y-$6C*f!okBOG`){licYNMc!hEzZSKG?@3rb=dt-;zyA`6;OXSvhKCS(>_; zm!E~XDnbV>*lKDGNwgX?)byf93AZ6-CtZ=s1p}{8X;)XU?gi<_QZ(`@&5TgN=qR$1 zN-OE1Ia+%ywq;q%=(OFk2duX*70`eKo0@CxeVB&2F1w_ol0P;p*_edz7s~+ zP_4G&aodG2EkGP};C|;JopC<9Ua<_v2t%JGy0~zmEO8hv#wk{dEyvbsn~szH3ZsY= z&*kffPPgYV2B)a_bd-N(HBZHvoInA8N@{u9 zp))1+*x6otw&%V`d+c4?>xpF5!!Sv2Cztaq8w1hn7*(-UcnUHGuwYM|@EPB#QfW@|# ztjdWRvnwnTknVc*!w<|7u;&?PE#lzdc%zxv>>hy42? z5cfC0b`{Wonep8LiMPPx@$7g7DIS<07{M_y&l-C00l=gu6RnYqgx3M#cF0E;Fs8_J zbwSp!h{C-`nX!g$gvt6~$T8Htv4+>#9L6Z+mmczwk3sw+AXzrVbrq3RNo*h!>jgz9 zHi%4A^h`GXmBlS4fQxw{BUm0M6%^`aev{+moj}VaH-6~}rQzsTv$We}T|4iiy zQ5mGZl%pJdyk#Gmgv(vt@_zXXBrt;*swfSHF^DOoyz;iU1}YMffnx{*EAuappkRZX zQ&?Vhg0+))GCViTOE@&qH*Lgnkp)F;#d&3dE};79-65HHv%WnrHKhp+ z(Tb**n8u`pF!5S=(5W_(LZ^+ZOXKA(%0>^qw1z2N>DXG@sIG?R3ugTS{|d&)Rguy1 zo;|c_PU9+9p3)U&J_VJ#eis@pEp&klUDe)tVYo}K^{RrBs#WOO9>mH8l^L}QQ`f^- zvP$c#V4Y(;DGME6oVBo8nJkNPSkuvxR<5Q!?LO=J!@KHkK*}5*-xk_Xg<4~p7tAD8 z19ggR+C;G)ot#!#M83!BrK3dxt!4{l*~?zb7MV>haD0*0HwBli1yBTOv#VXV-g3L8 zMJ;&wsoJ@*mWTp6B0*6Fjn2e2RSNyh-SCD-|BFBGlDMY0gezRb zt70FHx2J^hlmMf2UdnJLf%KBCX|{xi`p(6qq-08ezk^(>1UW|15U@+8V%)lflZ_E( z;er|53I{{@$({5CmN`o-3WsYx9ro~tK`iDmi@C&R-tLOi++x`Q5TNCy83Jv5Grl&{ ziM68dZM$MsnB>>M$nkSmd@ET%XLBZabQZG+y%h_4XUJBrQIr`><*`0`IA8F^85JEQ z2VfV>VJ0)ELmlEXlQ_+$*6Et{SKh!#=EgUcvuF}IUpoZMD^UCKXElA77zz55lbRlZ zr^e-D>AKQFiZpX4ZS3htmngeE1+=dt6BtmtI6c|ip$j$B|7LKQ%wHBYxWg@KG~<-q zr$%+E;kIf5R;j&}Nv46kR8U&yIoG|#>aIgL?5YN7eorX?`1ai#M_Y8+sRKbA9IWt_ zD!k!UHaL?pjg)Fb3|Y~>+SQ&dZHiMTNDGipGrnDBk&8Rj+AVpwcUj_dn|5WmOt&!i zW5^^96}H)+cfG9=tb~1K&jmKJz}+*jfJ5rOgJLwqV}x*(F5I0BSNOw|-W3>BqUu@( zFi(j1wkv`68l#_kTCog;1Nj`E?YnSEs<6$phuIj;X%1KnR3_{aus%5@= z2|U*GT1EP_VvmyWB(f2upk2bC|5jQ{mb#>t{`ARH|Gx4MrZnWcf&vsUo+)yoxJ)dr z_>4z8^c)Wlr4-=~w6nhTt~a}e$4zRM(|(t9r5%jz?%H_q-ex!d`{Cy#qC&R^>GrM> z8lg(5AQib#1ke0-ByaiYQvg>$sJ}ky(04weK`)c7cfIsqr?y?>6Z_Ybzx?J0H`_&A zd+^FV_cGsos|&iBZO}W=$`L#`jlZkT=SBaC-R-oULIEHdq!?bo7~SUt144#)YY=hqcpXVi7qY2>&@fsWs3I3f# z^8v{d7MBh#A$%Mm5?Y>mu*vfAA@j}Q)J@>_U0nA`Tlj3AJ3JyJKB5**A|-xcAElod zq86rzm%2R(F(rlz0?5139~+(!RTyGOeM=r5#q-5P9i~JpdWFvcN-PqhT=?N1R$m4% z00V$T0U&?@*dmbBVkaS@=ruzmCZjSgBQuH_Bvv9ciksTGUizI`CXQju>0V+Kl#D?} zWzgRswuu`ejdw&~(mc#6!s09H7WSPI0t#b|;QwMSJ{?>z00&5eKjdRN!edgrqqoS1 z>M^504x~Uvqd^{|w{=)Gn%Fh^k?nCJ?np^vfZ}6-V||sPI%WN&3Vc)`&R{%2wJWi?C!%ULFG|fj_js z03ZMY5Fl87$5&>I1Nfv|&Lv&WWl-Mb+QHsJW*1VjnSbm~HwK0sjLTDogchx%9oA%^ zC?=nALj7~6?M+i}-vnV_4o+U^8KFFXYVBtUOUMF};bWloP{Le|3+XKw{t;kDzm4CiPH zMP|<9W-@>ZU|c@VfM`CakRhj}a9TX5CU}OYc%CL}g4$@U-T38YLJlP+ni>!RP%#lx zFZ3n^KtM(rjY~Ay5Kawa=EQyhoN_kBaZF`m^`{eRXFMj{SXSOC;$OC2Y9^YNE)b&02=tn z#Vn$ux8$gWPDga+;$~V<0#K(vtp7rV_UH%g;h+Fyhc>B`iYKV8-ZOq^YmVsn&7O(Q zU8nTI7yKJrx`d1_&9`u;RYGA@{zenBB8@f$f!f-dB56zfC<6+EE%bsRWIzMp!7F^h z65wMK94VYWrs$;JlNPF>awwIa-!yjHsD&tc?j>#FlZ({{3Z$t{ys32*-*IBanU*P_ zRAm7MDtpK&_0g$d?P4Y5V?Le&Fp8?6hK@(X<)O|ht$HY#4J68OV4_N+Yg!{t`4Wq1 z%KcR8HTguZb%?MT*^mIBlB!XgdLE`~MOV72UPzxXTr0L_tF~_Iwbm(II4A@7fDdra zmr^T^s*VG=f`-;AySA&lZvWU%j#(s9X;Ct&l`5on<&?Vc&|v1=OFU~xgsG<{YfSK9 zOIRvX0Bk?*sJVWJwQ?)Oa%-L5DQ+~t0^n!EZdqw6LOgV=$9^oxhOEejth<)1$>J(H zEMv+hV^G#>c7d6P-77=tt1b;@NMNiDHEV(937NhL#gtPz5lYFNQnb1%sWM-JI45+>lst^A)m|;uX06tOEHi%W$$o8zmS?>hmD)JSrsDgkU*h0kat+qN?(*DSC;3q~x?eT?<12{m{Zmr@jF5@;X$vW=3 zf^Es}D$MHTdB$v`(*LF}m4h8P0K&3uNVu(v=Wi{-^Q+~ zDs8d0ZYPOu_;Fg|LN4$2uJ8V?$4YLkf*8w6V#yir2afHdMyhNo!npWn_K`U0=|uCLdwltVWlBQnnGy>i$!beo24mlYpuNC3-=8Vl-?W7K?cQFL*SVK2kFvFqA_1FJE& zvhfdta)qHQ;@UAQx3VkWu@PhN9?$aCMxxcaYdJi_HFN_nvo9o;!!-bN2vQ0Vb_dQj z78!#U9z|v<0*L~9Q`eAjkESsxYpW@v@)$`oT^z0}ys|fcGdSz<$A)wI(y}>otvg_? zlYZ1^Ck%y8MCfaOjuMVC$UuwCx?+XBPcajGqzqc zHY0QD03rIJ5|6VhxPl`1zzpE?#8{8p z4$K1R-%}8s{2*|W5wJnKV?$p>0VK3S3j;&%v{%3}#vF+c%)>l{v{ElMQ#Z9pXLJ&K zbUc{vR6F%jHv?9mbQ8dU11QDe<}*?d^F5C>S(kM)lr>tXHA{o_P*n1U=(AJIbf?}V z9x^9N3blaxv_c0pUZ?V)$_G*hwp9-{VHdVHLpA&IayMYGU|(=jfAeFTZ&D|XdRvE$0aM^AQlr+0VDgLgmnE-SWr$MaFf$PUn)TpEp#)mC}#wW$GD8oIE-KGbGP_%ZmfLoIFDC%c>g$%hyOE3 z!?M+qwE6Dxb@#ZEQ?_PjcRe7rfW!8ZYxhZ~v}cnwX@59syFxwKgFQsJfj79AH~4~= zxtS~Yn191Jj6;Ec1A(i#n!Cab^Z}hK0xi&jm*;st*aI!dxet(b$-uQr95c`&EKT_H zcG~sl;IvRTFpWPtqyx2`o-&TN38TxD15CN5Z#t(hd60j)cq4g|&x31sx^^#iH+(~2 zM>(sv`jeA-b(eanH}?6$`8Qy7R-d%3d-*#cxP$+Cf;;$`EBH7R`#7Y7u^;=fmpOz- z_&vPCvq$?q+yg$~Lq1%4K2$qCOgpzvyS3YcKIj82oPr|YGXdf!(3Wmp6aNYgCv2rd z=ZizSywi9azdLuRvLcwezVExfgSx+yGm<;GtH*YC%Q}U_HSwu@n1(7dysxJIGVJwu`*Bm%PcJ{I-WY$yfWegL@&U<>r(`R({1Z z58-lS-HuAHp;N1)&%4hf!;RZ}blg0Ah_xa-`K$B0(l0&JFa5vMF;ep~d$aedFT8+j zcWkG+np-`qd%1u+{Df1ughxEtll_`wJc6USu$%d^BRjEg{DG@H%FjLB*L~f~y|wQH zEqpdy&%8sAam7@orkN0Pi!w4CKH?|7;xB&U2ffe>MZ1GVK0AOu%>R1RUq0q%zNb@t zct3V^OTEBzy{p6eldn0O*Mo$=wmr0Z*>`!_7dTQAIN94hKG?%O!2QK%e8+42nX7}h z(?0OCeDDW(m-<9EN}!}#Gl z{^QeO1&2hshP~#ezxuB~)7PuD(BnZ-DNRtIM-W#V*9X*%y*sZf? zPaigHryS&TP=IFwpFe>H6*`pYPiaMwCRMt0=uxImp+1EW)c=i}pgapi)w)%ww5(8J zxH%>5lp7da(WX_qmTg<5Anf!)HkWQ)yLapM>SZW{Tfct+2Npco>0rZL9Vn`|nDIQv zk0D2vJehK3%a<`{*1VZ>XV04DMGpPA+vs_WQKweDnsvQ*-(bI+Ih%HE+qY@Id;RU* zN#6riCUm&4p+t)mC$h_U@MCl5&zp}N>AWQK-ze`ne5w2$M%}da(eg1vXM(SXPn|u? zw(xqtFivG{@bkQTx6;%rttw4gRr~(|3~(#Ba6SAS6wm=5^l8n) z3qQ-SvI|ku(8CWwsPoE%N~}JC;*(jQ7D%8h^PbhuDxvo4@7ij)+Uo_1)8aS1EiWFZpS+bPLP6Io5wdE6}+;M4Q&b`UX%`oGTnIagWqdjLz3qZi%8E@ z4w(-2$~Ta8bkAf63yG`7mqQ)ykbL>bVRL#Yq?hrd5ePWexwgfusuX~8LcyE^h()Yn z5lcW~O3!=WM!n{q-As`gu%bdeQNd`$bBm<5OnKvX!ZjzHf z^x-5SDWrY$qXjfmi{$bIAFL3CY6zG?6AIA}S@I)TFn|I5W@gH(w6a(_$t6;vMY%6& z5lq=a)922Z%sAO$jB_fZGNE}GWG0hp4rpT>v6;;{(vh1SnpA4+xW`bTBrmX zv6{e-eN2?1{IIA+`*Djx_#h{`{0S5h(1${dbfhyFR+$O_H1{b$EDgY1D#fBL(-|e2 zHI0fGn~4|K*_5aEiDt2Aq5n;x4wa}yHR@3%WgARs3ZCQ~;c%j-&hFWWofRRT4dFRA z8mWwW31K7(^%lNJ4wQ!;qoGOkNmjM46_fxSVj~>DmNbH?ESSR*Nc*sl9Zqz76_sTz zc}6>86@nJ+$l*k3ImM2aNlXxsM(EyT%p?*efIYRWP;i=4yX^F`oz+TZ&q%dGAeFSG zHSKA$X*=4C;~TYsCkOADwsbzpgisosRj-=WgUGXk#EC6FgT&SyI;S_>L#siBn_T7c zaFi`*B3I_xrK%{P08uO!ME6Ni?ee1^v`A=miPZ;qJd#S|A=YB+vjE5`)Imjyu20_U zSukc+vvlFCeDRx<`2RkQx&`n7Y5^Qz0SlN#0;y3TQ|8Bq%oc>$DdgbXSwh{;t(;0q zp^iWX&`&Nmi1>hqZ^p`D5p&pw6ZI}Jmx4+-6#za^94Rdp=HGM6@(uKKlg_6q}&eP&VhoJ|vQdX9bV#nM2xr7Sce* ztB+f>z8_JNuyAw)xF*j_p5Bv>(qs(`3!W69g!t zhrNk5s|XV9b(ljP=5YEtdOX8}thrSsDRChT;FAVGDAdq(1AolzC7?T8feBxDT~tl> zQimOB3jcuO#3@djzD=0!b+YLUJlFFWqEs+nVmX@qEeq@XZ~Ba<=T^(9Fg$Nqxa#&;k004r&Cj3y^}qH(bI9FB6d5g{PYeE* z;w$7Qio{Fasv{&w=INTw9LPZ(NJds5z8Oq$BCE%wA=y!lL9NEXa)*FAEd3`GGbO-Zvk1a0k8Z3lrcABc#>9&0V!YwXqo;!5y!67Cs9kOc3rvlxn+3;+Rk&;<#x5DgI_WRP%p zP@Qfi`#g?%@+MRUksva{sv@xsVG!8_$^6pqZ}QCYa&D6H;lSb#3Qh48=dbg!?(=?v z?b-soLaH5PG1{UH-r#}h$dL7%jvQD|4Aam7Ur*|e3lqcb0v13TE&z$hg7?sf4*&ZQ zY4UIn8}1ov$`y}B0T6%|R`3wHu^V-39L(YGOalA1gJO8?g$}U$9E^k*Y34A|ImRI+ zG9vxbPaxQD{>sW8mJqpq3>E$HA8n2w`~e17k!XAmKt>M%bd1O1P2N^-^>i^J$zdWL zFb&g?24@e3JYpZPZi$rT>x`zDoRJ#SB^rf~4@uIdtTAY?QTe>_C1LVmY9%Gk>N-&7 z1|I?Ha5)ubm$|-VIRjT^DYV?rIP-*ixxcUDNgV& z2$0?!G7TfL44JMB8_@Mg1{i4ttA69&JZ2DsgdbYq3#@{ec5kM-Br8+$S^rFO;hq5{ z?=qU~@^mQ20cHU1VzMv|Gb98LBYgv9Vk;7*qw3NzWFWD6-0>X;qLNHz9aP3U5=yN zEXNQSE7G`huvfyz*w_poI5KDACs{a9PyVnkgC;LgZ7-*hI?d=WQHNOeVH*!KJi8Is zLhdG^Dn}ftV`8WVCBlWquMLllD2wuMHd8m+t>%<6l)hp8kgK8)>ooy1Km~L_2^2PC zvmZFBm##7>e8wuU5HP@N0Cub^TaO!daUwA^Lp5|b$8a59Z}3=9)BiZqE9zq|xn(7_ zvqAE3FIlujUGzm;bOiY_Ma>9B&1JAAQ9O0j5Wz8I$`ktl?~o{PV^D&HP>3IsP-8T) zdmfMz@8Re^6EqR$8!Gb?E2==TG)uL#K*J3-W9+ajDp+L6A3TpKjt@e4X$Ja$-dJw| zEi^babVE6`LpSaaNx}_X;R|>oI=jV2X*57q6h;MAP-Qeb|8#)-v|Ff4A#-#`9rgLv zp?Gqw;{=H^-_uo!v^W~#de(~l*6kyBLvRr00oAES@(n-hZ_n;**zj{pUG-IA)inJx zATO#PFv=f%04ufb70rVH*Hj`Wk^zG?PBGLQFmz7o6htAFCI2LF9cscAPN5l=s36UR zI}bHN0(DTe^+gT!T45(@l1WSg@l_tRTMs}mO%g0H39ZCWvNV;!Vb|QAwvoq;FMS;wphpV9FR5k>XZeS zjvOR#IqU%&T%iw4%B0eVT&&ew86;b`b!BH1Wd-PDpC%Ap(p+hl?i_~u2#;`vBTC?t zB<`u%B2T%RV;rQ9Uh8$LJnU4l?KDf%Kwl=({I%u=c510sH4D~N`+-c6%ujLiS0gq< zxnW`_(i_5o94z)6&UQE%aR%9TIcn%u)WI7*bZ|087XKrSBjd_k64hk|LuFZ3Tf3ES zrN%bFXaPcsFl#n(560>2PG=dSR;sk1AQNGJcK!6sIjHnVrVjC1HA@vOAK)*~JoRd; zwsfiXV7D}D{ULAl>&hN9Dy(bA$}nulmK?%?Y{iyhC-NLB)@)txWbU;vJX-xMI#b6d%0x_i6lmTg%9IC+^6gV6h zSb-%rfx|%^G8ApmmL+rrd4)HFGqV9FvSeNYSO4w-gT2Qi_+df&1YE86O{8~vxpmc2 z_;s2rnZm1kY4{{&1ZUmR*D^vOUhjtEwTC?EHZlcYw1b}7pWBmj@)-r*A^ zPt%ULAmEodIu}bnw@57cUscnJYt@QP`IJ#Pl~Xx2S9xGbnUz)9AILQ8fGO;@Qr%5}7np&4`Imj!f#Xz-TY`<-cm^d{ZvS1+5koj5m^p+$7=)L@j`emV0U1D6xQ|)% zkFU8~7#56#u2BtHac2d5GBSLxuLp}~RYkW`+iW-#CX|=!RWdo_l=w=yRM8%dxuBSe z`?r);IiLkPpb^%TQ+J^M*)$PamiJG;tobUoa`iBj8+7@MDf*1V7?{JM8nhuCikE{a z*kX&>n2&jI;&v>ZB&F%t5kHuvS-NEQp=6&0d%IaHvRRv3wx-jCrk|y{W_Fwvw|ME{q*(EJf@!isUKbS+b&I>J9(BA8lkm%tGPO%3AC%RI;#a*Yqbt& zo-lQ=?!ctdKxf#uKzPSj4N7Vd3Tvh`tNilnb+7!pqZru+ocIR`_#dX z^VX#_P)}l5rva6ZahiHv*s=fTAff4Sfx3Hzk^H94wv+@Tj(VPpq=P)=RM|@1g1AUB z_n-2Nbn|(i`MIFMdbVl%pR1T@0~D-bl}zg=D?BYI@Pmn(s6N0;O?7h}6qt6s!5Qe9 zt{b?4Iog+Pw`_O!ulE|7QHC7Ib`0aVr3?GJ!J8i7!H%h|IG7T|rDg>d29FxcC@VU(Mn98bRa zi(2WY-4(+3yUVvca3c47$8kyK(IYMyVde~Y3=35?Z_l9P!3%ljq*}r$ydS&t!tuPT zqw?Ac)K*dRlv(rUB#FEH!50u9m`Z$Fcd4xj_{A}rqtAH8y@AG?n`|e&qj8)fM|#MQ zm#|qvyMugO?aAF2w6S7yw`ob z%fUR%Cl_KGCJZZCUjIFe9__)f^r{IzwK=G?QP&cPT>Hae`(N)o&$XSPV~o$Ic+a~{ z!TCIE%hbHZ1O>c;y^3srXMh%TlO^UF(iM2d>D{^K{l>-kmo@#bNxiUHA{?|qIQhNb zxqCP%7(;p2Y^j@f*8v-70Rara=eEeQZ+$Rkoz}N`vMYY3VO@Z#>(@a(a4oJJ0i`2CrX{YSLp3}c+#K%*3Y?XK)>ygrFz?azQb`o+rGWq@6Yns{Lfdn zyx%9SBmP(h_*Z{CZqK+H5}48@z20wkfytJmY5chvcz091-@#jgJ37@zJ-m(F;L%p! zalCBJ!QqLedH?@IzBe8zE*|4^y6*FY?$ae3MgH#rA2J8rGB+Yp`&)iVtmW&msiE-M z@ga$yquzw*U~yiRGyK}Ojl+K)&keL`ho0!~PupITOm8m%7$A!bpb_HoC!Ssb)q#O$ zoa!%~-f5iDn|m7YJ>S3Hch6qzUt;ZPe3_S-)YIPJr@QTe**9aR^!wz>^?ohxp4P9y z)}OyYv^e6}DDbs^`zJ9dr|uiZ;qXV7eOo?cUf#}~{n0>z*BOmfLL8vEi`ym2{rt?@ z;(zn?+@HgG{+IUi`9C%Rf}g;F1o`a~*v}sV2MH7`C{W;wn}-PsAV4snkGXZ~I%@L< zvf4ClB>zjA1PM}GxNzF0ja&)S+e&ihI(DRoGpEj-JawvLsja5Xn>~vTJ!lPV5EMv&HLKRGT)TSx3KpvyH(|?~J&QK2+O=%kx-Hv5(X+X9>)O40_nM&$ zZ~OZF3plXg!Dz=4K1}%HK79EaJAMo~vgFB>D_g#dIkV<`_!w`7?3r=r(d)*syLWH2 zXML>o?R)JSc5BwJWwUPF88zy6@9edUT|2n&;lo=;wig-RW!D4yIe!j4`g4J>AO=@%v^A7mq%@`t=5hyRS{2`f!B)8acRH(E*H84*Fl5L5n#_TE2r1Jji*8rf^_F_6=mnSr!{Y-f>5rKGt0q=XcG`$)|JZ`N>{E zwgH#jKxqaSsGx_whhCc6*|$)n2sAT8A%*zRhg3;TqaaDu9B5#IoiZ4zOyMX+6osnN zVl-aaX%W4AR~Gq~vJB+SZ+?tNH`5AL^_6c2` zk>ROtpwlHvFu}E%$8N$3FU;^k{P^R*MSb)^OFI^~1CNRV+T`h{pMnZ$uLQ;jnshYYeyAODlA(y1_~ zoYPTCc{7dZufjTW>#mQO63#ipv~$h8+Kvs2M;AGD@4YL%^p4kD(}<70ACEj>yeHom z0<`qKb@W<)P5o_Mqg{PwqmA>8*`r~vxb;=G-S%&C4}S1$kG;7*oB{9qopgpm-x$E~ z5sp9M<<+0I;{K<&?u z**O%%s|bnEbtLRrQ*Z_{6xnWtJ~Kxlc1ITG$uL@Rxkm7qHN4`@aECku%kp}d7H!c_ zdPJN|^^SN%uB`@%L!3;RzCorcq0N75Qw=;AW4=P+4}fdJmt)M~zW?m>gCKk|)c)>- zCoSf0jr7{z;r=&3BqnTKT(r{xB?k}PEbvqvF-J9$F^p;mQi2mK$w)@hsggh_gD;bn z2Q$PH1~R3Dl_aWsPchL*Wt6c&2P+^7i9Ov_xzl zMZ^pfZ;8uX0*o_DWMXBkIF2ixO@NEDQ@X+xr#05mIAClaoYa_}feGqr-@_il*oe*a zz@{D6BqkgghRZbhG9MX3;5vkP4|6aORel8IAm8aRL555ughUVqVdh8>i3oKosiZ%D z6_ZSI4kexRi> zbfioLDLE0i5p$?Uo$FMGIk*8xXTWo-g9OzwNOh8X;!~e9bJ>N$k-DAvvvoBySwIsB zve^}Mt}`)Nil_pSY5h>6d_4;)hi5~H@@SQPEiAN75ktdbC1QoJ)77%)x28&VvQ8!E zNpbnhcd+z&T>55D)74p^7ObY~yQwWjo2cr5Ig+n}N+u`!kn1e86qZy2ga09{U3F{q$)~_|b0;YgUB6q` znV5qXR?%x>6^mZ3)DW=jZLfRZOVRYo7f5^M>q8vi12Exszx>UmWxF{}C#uMMemjVJ z+87+LtyW6ORHkj!XD2T<=5Cb1PX1n_#FkzbwGKuT-4154%l3D~lbtX}1hkRw;bVcn zWeOmd(UNH#m#Z>127|i#5xcg|WsjWMiBK0hwPN?6E7Yz)O;S&}g7>?&VjwqkC#`DD zcghJ^FMO|jWgSv^%ZGubd@Z715{sF{Tmx`Ox%Q23ToE@eH86(@C!5GrDQ?(YX8k0b zk7j}fnQvAPY^=yx{@w4jh_mC}#*FBZl5-tO#S z*L+m~RuIsKL@T?$W)kt4ag*jXTStq19%}mJ94^;hn6$a|Xk&_sZ9!{$w8oU;znJsQ z#r@aJ%Wn5|8ly3dX^CsSb?dLZ!HYo3IMe*r^j0ygjjgI=lA)&ANtG>c^D6f6(YhZVLloKi3R;q@paS=rExXT@97k{!j8>wJE0_ZtU@mm^XOaHqUTlXb#)PUk%Tug*0boi+MP!iF`ws zj5m$GsN1y7no3Xnez6Ddr@u-{sv(C;&f!UCSpCvj?>(k%-0x2%eC;d5Jtixd_JuDw zk(-A2+@Bx!y5AjIQWm_&72$Wk1K#@F*9wg0Ymvsfe*9m{2RHwg)Lr5O@)VA2=tpZf zY^w|NJ58;f^MU8~ueN+y43v9vOaFS(7Fqp+djDq}R&reM^MeqQ6h{G8N zbVmX>fT-tkZ9{bY(|Y9BEmu-A=Ab1K$Xrih48WIxy|;lJh-t!CS0D&bAmI`>Q-ZF> zd|8KMB+-Hi5?67jNf*}#qI6j2m4h^heKy!@IJk&{XL9p}0Ne(ID%WzBxJ%HcfA#Zo zZKQ;}#DsgIH`bp%_!!gedM47~7$7-$S~=sBA7fd}OjY^NZ3xQ7gvNxT<)U*~*<#EpfNAly)1&_Z~T z_&bg0h*?%q~kCILTL8F8J$iJP&BrpJrif)D0kJL-TM_<$O=S86b!4an#c z&XA0mwhYS{e1NDcmtvTAUoNOLAhKc5eL^1s zc#gx<4Unjm9mkFqh5rDB@Qx~1fNCRd2AD+frjPshi8|+x;sQScS%3G3e_bPV>9U0j z*)Ufli?et(X2zAc)fkb(g&V1tJtu)42`rJL8~4Bxo#cj?<_w3al5iM@8~BpmHIoJf zP&Mfdhp8adh$|I`jr``5Ldlt&qm3m|ln9^zqnRu_7?n@Mluh}R>3EtWXPSkF0EZ`L zS(%mkfE-BGE?tR#Z(=`$W*d{?FlH%DXbDDTQYHp;Oj`&(uxK1{36Wcpc#HOEdr6&q z*%`t0k%1|gB}pP0n3BtYn1{KT{I;09@Ktemm>=Vqk!d?nfjQIQ46SyVC{%Gg*^{5y znfZxiU-vQ5Q2%SAX>7=XSgnaXsdRf&&ajx{iD_|Yo<$m-fEbNBsSQS&E7}!n69jxl+rSl2?{L+>WBzxrX*LUMuK+@3a2nI7IQilr(maddJ58@r+X?5c1jBq3aF@e zeyImp_Fz(f^C$B2gzpwvWm$@J17VL5OhTuS0r-#rmS9PAN3wWK&ZcZlCzm$5k#pHn zs=*QMIsZvMiW=*HIZvSy%Xp-*Dywm549S3=MT$r{S%M0ZIWVS4EeI-^nQ1Dif?O(; z{0UF{xoKkB2MZ7_-?yevgQhm9rqS9vmGA{K(x!b8rwvM{bc&~T%BOo8u88%mW6`Y* z#T6D2sO|bcV0kEzg%2i0mx(HnX2hs26{2QoiupQWq}P$>bVVt8sfuPLFKTX>c$YMa zqoTSs#{{uF3Q)h&5rN671fpHwX{58tu}XTRLn?f_I-fX+lPv*bfp~%^JrtsuBVrl?K=^`*#EY^ye=Gc_&RjoejG+%(NGg5tDk*?=jr{OxTdRneb z>;DGnN+a6hu2-8d1bLeTn46pEQyc22kJ=visIU9VFF=>CDiuuU#I|hPHgUNQF9C)nVzdacyrmA@a8M|to$4S+j;Vp-*|8i847LiMk*ifOiL#tV zAh{BV3&MLt8lEnjtS}q19aFP4>p9gB4P~HEh~cbgF^NQbEpgEeK^wd5HMFjKEiizs z+1eKADyQd~r+E6beHyjrO0~UHl>~{k$%`i6z>o$AKuY9nVkDx{#5ZJHKcv{9+C*AZ zNU-q04FXHB1zTB9B{^_QV2CCzxZ!kv3$fJMzLF8R@mnRRaaBdOIvb*$_n;0=s{axt zVV)b?xJPQMuzIV+O1aSIDMrdE2n;e;2cO{y!TvV76HLL!)o-Estcqy6$KyjN?Auh9y4jDgYc z4XKMP(5k{`>cJ%p$&p;bDcs0IaWRR-3PHa5tD=G+^K@zAX{3T&x`j;6Glq3pr;=h?2Ga7HmHZisnSctGv}|PxJ3mC zz0!$5-)p{(M#~IXChBm@xcrd1{Lom_8N!H=zigewjM6Ec8|l=Zw4*^iu|REXAk!Sp zahMFXD!^a$b+VJk4QH~J)}^BRoz&d95?s#Zypl4Oo~O&s>RQi60{_qQEY%}S&reMw zMyt=h;0wAdBkgQaJ&3~sJs+TaJ_ZeW2(2(+lF{a2w$uAzANm;Yr*jV`XXUd}=Cl#A z%+b@i%T%l}9(}0;*hJs5VkxH5hmF|7oQAw*%=G(PyTV5sf-*)S5}NeJH7&rlO4CKE zjXcfGogzprX{~_vz44O0A6NFswY1*ef&Z%v)nwHcLEXW#*nAPwNWdPe7r^&fZBeiYY@{HRaE+b#S z)iNU6trUL1?P0@B9L8PTuaRb4tK1VwKlX#l&^_E~TaRH0sZE5U?Vt?iblz~g-K>Q~ za%NR17T(;wm)H3!`ODr@F3kCB<=W|6B8x$(qB4k^tCmf`v5M0hm<(lJ=KgIAyilwE zy^IEY65J?A5EMcB`A$O}t400b!s@wTI^h(~+K6f4h(s-0B6-dCQ6x_;%srR6Q7%&M}#F7f8m0L^F4=Cx|($PTOh-G(>ahB}?# zfGp==<(b^&zzjaCcy82v?(Kg5=Mc=K0F20l9)nKZ=rRK0iXO=$p6)Yb=niEO2+$9b zPU-h=!vNAcF`-Th029d80s z#j1XhH>yOzg@(G0>kw<@?ak{Yuj{`4V=*CCl0Dh=P3&G;$ID==W}fUdpX_R$>~K8o z${OdD7T`S3^9!!+i#hX5`t3)*vf-}ufG+Opod3ZU@$TxL=rNz+7q226GK-io<=DBZiEsYr zkN)W&n7%G+u?8VWQ6V0JIuh(DF@MuEfB*S5kMo+}X`S!+%K#9>j7_Un(BMIY38yV| z=4{!+WD%1+q}Xub#c2&SI>Xq}GEO`J1f zNXyyN=TD$Pg$^ZJ)M(HSnz}7z+SKV&sEsllrCQbMRjgUHZjI^Y6j!ie3n1{p&+J*W zY1OV}+t%${xNG<6`({tyKD_(b=H;7LpT2zX@(uo5xG-LR{o=Ou`*-kTeDEa0yW7|D zWxRj~}Bv=MMX0u^eA7h+gSXh8-qa!4WwP149Ck}9pbWuj5!|ohyy!%el@5Gk0FRU^l+sNd-WAVlPK~~ z*ZC%jrVJ5rglQ%>+~Dz9Xl-;cMrxm$F+bH$2&FleIVb3=W?{@4St*^?Vak;Xf-L zuF!DKNspe-8uj>NkeNe|9Bsgx^gHq_J#V{Ac`NUna~c8_BT`Sbc|TYL5-2|a4f@np zgEArp7h>K6S|JA?EH=WEes#J+UPB62SYmaxFPd)#~X6CLoaheL)QIc z^t9_eJM6*{&}5TSZdp^9VOD3;lYVw@nq>OBd3s=W)-M^3jy7=A1dRszql}a;Ridb$ zHeaKu)8DY_4)No#nrLRg5o`gTK;(Wzl(Arguj%&RY_+j1M&EGT{|tCQ70nHSS^*p0 z^!C6a_04ZUO45?{HMx7uCQFJ_Twa8PnJ_&rUzE8Zn5JYo;eaM{rNbOK)WMC@cy3Lj zd)S-yM6u4?ga3wiYK>|PC7eFRPKXS{M|WJPj@#`4bGJ=4BvMo@OGzy>qUqryEOj47ZJc^DuX_Oy9@GTM~ zWhqU0O1~+|E`=+h;Q}KVIo;)hRkBP7Ap?(qeMWJD!_vGGHz$ArEOW2H2k1U`upQ#Y zhBsW;aJZwo-1N{K%N%0t?!hqT%R>6uy#sZOxR7M#F;G+Z(;FBx0N>aWt4w%MNrZbf(R4~a>oaS^U zp4912!X?VKpi-zqEoB8e$gjiPYfG_2%wjxPOUG?SGMW>NFRgmQJ_R#1hI&(-TH_65 zCi67Zl+&1?8O_$X@S4^1({r%NoaA(;W!qZByMvLs6gl9 z#7B)#3sJ3mUF-^#AK3Utms;64!$8Sjk>OKi+=3Z;pp(JXjSW4*&5(P$#t$ygyLOArq{fx!<^)tFkl0#yur3pP~h=~ zK0A96V@S`Q)~jcU#W>mOId)cPtkp#@yCE~eQO4mzXsJrOE0t(SLU>ePYkkb2StVmu z$4VB83P9TsumYrr6e(|ei^v%SH@Z`fiE)v8<>M|llT_w1+MwIz9yuVpVz3Fm^r*V zZ+i2)&uvl%Y>K%<{YDd-e`YIlo{6#n=Z-lSYvNnG;|=9;^U@pVc*kwWGXHN>qrw9! zr^!A&U=I6LK8H0m_e!i-6QkJGz^DZ-P>f=IPKcle&0a$yQVLuQBqO<|aY$@z3^Dqe z*b?=S&w+Up;7>>=`W~#{Vxrw` zDvz5Th66W*I&i}_e0gX}eBzwBYjOhRjpbQUWgcgJ>oIky-MorG0xG%YFATFp-^pa< zG-qWUl#y1S*s(V!zGQ(>isG*r*B&WoHBcgC1jTdt;2VjJ^V!E>ng3Rz<;(umz0aZj zsJfoVy2_C+Dif~-;0mNbMc88@ZEKfw0AGV7+uI%#7`VY(b^jLJ!p4BjA;rO$HOYf6Q+at4H&|WYB&wm zk(AruylQedN#VT#Gd%~3j&gD#c0wZ8%fXJzlxmQ@*`pNA%e}KoIls~dl-Q?fpa{rP zwc;Z_S3^E0^Z;2vroTNn0+nG)2ILdEJK7M&imaW{6{dr_hmyMQ^FC7%KUKSf^Xmze ziir{#3rJEanV2mB=sIbuLpwyICn$qcc!`)0E(UExMI2uqlBiXj3MW!7+zF| zNqI^j48mc2B6T2$tGtb4M8>U*u&%r!m1&P2d`1F+N@y}m;^Dp7%g<`Sj~#Ocxa7u} zi_4n>$0+nmAp^PusR*Y@s05X{E-Xw8Z66X#%z0c)4_&s$oQXj~fcgOi%lyo1Lxl7@ zgxhLAC96YJKn0Krf{s*xW`O{hSQd$-NJ!*OY>~~`oI3_MfG_X|TJTXMwTV;MKeuZE z;e1lGpbKRP#XXA?e(OL(qrl^Q&Q{E!)L0WLbxGvh4EnN-?d%L1(!8UzykB%78Dtdh z5D)Yuo&s~QCmJ4y$s(6$1aE)Bg0&^BmMyaTT>R28XDKa;#7V zB|e*j!kZHabhME5*-OeQ&|X=eZoJg|$j~vQqpIUj@$*nsUCe4wh5^6{fee5rSTf55 zDQkOz5FiCRRI<*jL*EhrHk=y>Sj|Gzza&K)Ak|1AWUxui=Q7=e$nh_)>G=hD_9;(-D*G>Q&oX1!dTPWXV55l!gL?f!BoAXh~K@)Uw-TfO7DMW}t=Clv>{Oin`0Y z;9QGKjElKIGgz`Jidj6W5)N<;*ERz%RBRJwO4pxU53w?bwR$0L=-X}t8RtWYg`lE+y$y&x&k55{=lPUrz|hg zR0FlS)K%SD06JW#1qS_(*cCF8B?j9i2{A-ENo_SS8r6jQT_P6VR4rbb#RU(=L$fox z`*{Kjh=fuQg|PEku&cu?*5d26UXW6TW@v_|U6y8v+V(|6O?au<%rXM1fCFIGtl3&M zUgNr3Qo2JxN<>NeWs7#e*0ldUV9%%%Hw6vp90zTM+vqIhHj#~}(qHB9vp~bV&mx4u3EtqsWnm01ITxa~CHhyC`ZiEWJT7PJSFOY_2 zXaa7l=R>4tDl33VoZmlAiwe45SUTW2!KD~lp+oViMds2*{@+gIhJTY6!q8uS^CAAa zlS{^j7b+)_6A#d(J*)rBjt!=VO%Y{WE~oRDG#!*rb>Im9G#*#BPgwqG+`|nQ8){FX zFe04kTz26XhGEm)kPT60X`Zas4Q7tTg-#%5V%EmKL?6_Gr}e=F2*n;9<36WmI;3mD z>!W7E%x0P0X16W{u>0mjnuJNP-fMf&7nL?iK<9L}UhD-a6)hX{(+O$tkvk@6O1fu! zo~h-kfC^|<$ZpmPKx{`e=qZcmMj)z%t{1#ehH=PNLe8qv;0CS2oNN_f=qwI>nSmL= z1b)B-ADDrC*d-~kQaTYGu|kfuT8EVOhD|=|{VWetK4qA`;0p6AQVwC))5`YzTa;?MKRVbW~?UWs?OnB*x2+oW`@cm zbzElJjR=xhC|xK%{Y&>sb&5QD6m9;8h0)DLdS21y|>F zZs(KAiT9=K9U~8PYsf$nva3}@LIp5>a9*`TQt$*x*o1UeXI5B+zz)Rl z6>%O(ip5^Un@Y_BFyq4pbuR0clKc?|N^uBE5|}Czd)qg+{S0&Es$eqLi>}fj&vAw! zS8Qko0QiQvC@a*t?IOPu(c9!m*<=hB%Oi4W>0r+amhvB@ohr9-^PrWTHl77 zTknoFVpA#AEj)B$NOXvg;$8SUxn_k4|7%IF!%F9Cji>Zfu<$j+3CmV>6%qAO-^kk3 zs8s(a`6(Ou=%UtFhjp{45-ZtnxUq`@s5beVp(GVxzbsT!D>>M4|;0AtJdSC|>lYS<)XJLMYcC!EH zZn4amuxH%mS#qzJSLLoW*vk}S=xu#1cQ4P=%gxiZhkD_8h@n&WuV?A27fa2>ON62i zn^Tp&UvIzvdt8VGfGAaKAVFNjj3rCvY#GCb4HFtOMvPb|fd~^~%&2jrL}0i+g2V-E zBFT~yBW_F?F`~(qE?-XEC37atnl@?9+BIt@&z+@GrQ!)RD63SWNDUpzYU$FXqC9!p zBx>qWQdY07x--B)fdpQ^f(0urEZMSV&!SDMb}iesZr{RP+d+o?Ao?lo6GIZoH})_TdOn24c~0p`idh@UcC0b=D*jeBS$Vbw|)SQ+s>{X zU-RhFrH2dWZM-+>>YCqM=SATusBVN(*y{h zfHTThO*PZtn4^m>vd9od!~g@#N<-EX5P$#QKZpOk>QBx(Q6jMb3MG90>Q6>LMDx^$h)hdV} zV1QevxFMOMi!$1%S#y2Um!y+YTIpYbIhv`an{wLeS7Uh^s#yg%fPiJ4p_-~@sIl5A ztNQ4p%xbM^m(O;!!GoJQ((&dSbnE1%%xlUKODuEgJr~?}=3rwTcDHVq-iYL&NTD~q zq4ytvFuph5jOE#vV1f;XL*tC~Ehw&j3^J%8Im=7~-+LvJ^Wldg;+wC&Cx!>!i4v~3 z5R1;>IH0*R+L+^u12c?KL`6C|Br&DnQlyd>ABl@Vu`oH1NEfB#qnHzQf=VpJgc+tp zTXOkPnIt9S(vL5bnWoKX;-b@eEu2e zRf5id09-Jf;%ovOAX~7uwFCC0Yhft>*a+yr2RhJf5N!Wc0T57#wqYH*hH>c;*k+~uyqf7s7F5B8Xdas zbGqI*s9eCKk9`cZuGFQ@UiBh}GpZpV5_t$jvzs06y68pRk;fSd8CXMXWX6O2u13St zQSo}T42UEINFou^@+MX>=qagVRhnMMM$$cq5aS~iIoV47n30unsYoCxA0xknzVn4d zeQcVa&zN$Q`e8DElHik7`c##sJC9m=P4>&RAosCO*{fBRRL6=1hoPG4F*xQTxzFM zsY8e>6L-hIxJ`=2XZY` zmUL3I4t+Q)A7*9FvCz{^Z?=v-_OaZ0Y-Ilobf#0D?GzUh&!NP4va_D`gk9{kF^z+U z^PBwK>_2b!O%jbqJk_F5GFAj7f*I6Y2{q$F$rvSvO@yQrJIO&LQVW4NucIB+sBUZV z(L<&rkhthXl_-i5Ln3me1p$dmVLCpU+H5CkqA5?<=cYT|bSb6SX-|{VNm2Y^5>nZp zCrPo2AQ%8@4P=W1v+7>OIQ6NOimEH$Yv22-MXC6GO9j_<8L$GFgRmMfJcM(t-|Urz zXw}uS+RC?PJ`=99k?S-ON1nSni#w3BoaO#Xp%@L;IowKPfO7P^A{uc&_IxbxEY!qy zsZMp2eb9G?QAHB7hhCfQP-p-7+0p+3mORr)NJAY$u*qj_3G|V6iWJ#HHQsj~Zd?7KPa~%oY^HG;lCb83@bvJ+D z74LYfqBQd&VgQD5Ljd<{Xt%^yzLTQwR1fXw_qO-ZX|dpc1N_wiV>;8ChE;CN<11p~ zaKXCr1`G@IH@*qSnGuGjc96xO@36-ijw4q2|GP&32WY@lyB`o_0 z#e@{wk=(XoTb{RWyF9%j9pwLz%d2Qfi<@th#>`BSY*|d(Y?3#lDb5O?1)eFH-J;le z6AiE5(1`j7NqEAON&94>4ue%mgZwLVVTYoj+R8?UJms(ipvupJ03VFT(i_|~&1;?y zW$7EM4eaEa!~F^J=H%lbU^izO!qY~v z17vO+dBZ{Tq-VQ8#Nrk|NXF83SBH#oI9X&BvE=Jo{uK$ZS_Pdv5MjX6?@$GA5DUbp2TSuR&v=)%p?<-BK#%`kF#}g%9Myt zJd;)d>K``2CyfWnX`}x<%qd{d@{o_b-i+KoTP)0+GjjF7A4ud(47}m$lV!W`n`uX3;8}SI&H1Oub;4gkE%wp870>pO8W& zJsc~bUh3t^{s0Q=Z4&HFg;cCU6Cl-LM4IpISMKQ^rSKjTN+H?Q-V`c81r$69q-s@00EWFHG{pLisjGjM}G%zzKLLO)=F56pmGaTs@? zhhrh&d|VxV+{3V0)?o<AW4)#n_q(TpRmv=3VC~ShAVcd8TRZ)=wp+Joi7TOfz zmlHmrq_7euc#S!_Bh@Tn?=eso!c7<2<2`CxKJd+2IbVgbi*T$)sZGbJaf36AQ*98= z4RzS|Y0Lk6I8!u5-90D>iXfEyokM@*ht}PQ6}_KA!3ZN(q9uNa60KH~A({M9;)`L( zj)4cYD8%p>RD}>ADAJ_20gqu_MBX)&?>wN1;fN|qU@t0?B5@Sq&Cx6l*DWI6;_a3} zOaw1VL^4PeaaqYpAjENnpt`jL2^u5E^h8M5gbQ|FOfVx2I^)jxj8!y+>5;-C+}Xqd z;nKLCB>cf2>`6BInR#u%0xSlotk*j-)m*$oIxbp0up?k1W~UIEI~ITsl!iWRAwEjx zWFAK}?Bf{D)zSTj8FEO^SzjA&Sg;)(9NtJc9Ax?VVbm#zW2x3UU8I7jgVu4~`w5Rp zS|tDf_1{X$NJ%!C6_p1ic8C_Sq~xRsy!fPVT8k&vdz0xpl+*iC|gCWk?hwp`Y=U|mG!nu5TS*Tv+o z83;+j%htt*NhTXeLfgIY8gJUBjt!@Y+zv0m%hz=aCo<=iI$MqKg7rK}Z+c{twbB17 z>f5_{3_+BFKoFj9fhR7M*?4XlFm@D`l|)u*r65&_F6NtimPuE3)K0VvSLRGh;ip;Z z=YHPFB&a3*VAr2S+)xQCEW#Ts!XoU+f)dpxFeoX2LdPveJbEZBT_}d~g@ztx zsG=%lRG~RiMp%{Tt9BtX?aHh!$l;{U3nd$8a!B?0258!b)Uk^e0Z6iW10e>Rj;;%9 zCZa*DpMn^}8o^(0e$(1*$dZ1kk!seH&fUL=$4(NA19ppOjniu{{K92wtL zr*$?=mZ%$29*K9t0`-8WM`)m%c9ba0o1B&eF$&i%JVMDhB|_BJ%IxV*Y?=R`s@b5@ zgjl9ep~?wPAu226prRJV(75F!^k-Z)=qI?|q%OiASgL}O0)x7qrs^eMLI$X&Dg=!x zshTQ>zHH47hRe2Gt41cQ@@zh?!?LiIGVzTIc?UOiU%p&RbKHuKMqSy}m1UKt5e3_R zSPpCgVj|XvHn0=fO{p>Pog&7ci>)1aloNHfYc=eXw%QJ0g~LFtYho23)zzfAF46B8 z*1v(wi?l148qY(i1j5qdyq@WBRm?{qWm4)Z$C!-d#R4ig?&3kr%UquJn2dArsctcB z!wTvQf~8DI?8KU0DhN%Y8qHNaLU>8sfEJZDhAgF4>Le(r#HDQNu0sDIL}+AysLc{k z%wp)w>hABt14c&I(ruQK zukh@mn3UGQ?1)LWk!yKRywW0*WYpk#ry_+!nWr?9Oh=Rs|?*1`W29gh$!#ZP=!5h;&xB5n1sZl>ge~{~{E*m2H(} zWkN8_0lRAggH(IIn?w!7l$C+-=MokYYa1@*F5lHx!AXP9Q*&7DC%$~C8z*cS}$po8nOe(~} zP#hx*su{$>St~!|E2m|~_2-`;#Z_1=B_L?Z>hdnT-Xs9R9Q^Vk@L3NlH7EqyC?&HJ zCJHl8bJYkYJAidqi}hHOby%lEG1Mo!0*HZ`Dck z=umV*U6wPf%#dKjMx(aKWM_JQG;eJb24Au!-x2>wk0(<$uH$<0ZL@T9kqMio!obD? zZ_~`fY97(VCky)NEN}_>_%vDqbiEHpG!-D`Z;;0UjFy2h6|-V2{}yMDs#v85w7PHfV=- z-{A-^jKrCFD{A*GR7RP+>eiWN6fj!M9o6DeJ}xMSG%WTw23O^tM$aQSt|`Av#NISe zI4)4+wE8Uf%{2E4KX-Q3vNtZZEnggVXLtX~_VOF(uy=!Zc!RNGg}qAiFp z2psRNksYZ(``Ctq>1k2 z;+jlB5CkXdc983O$pm?v+q-?^ zgRG&*vh=rd;&o?}R?-rB(;B)KEouKcDY&{Yx@E0#lPR`+*hl&fnIq@OX$AD!ev!AZ zZ^c)5LlNs|k!xVZ$A}Y@iGOyfqx@yz$VgS0MC9bE8&9jVc94KXtlxG>L$1XX2?f)- zuKWDs@_LVNo^T)BmfSQ<8-z;{z2}KuabwcLB_p7!;Il(}wCf{{uumfddEPGsn%FH*yNeHFW4O zT*QPEomJF!QCq@{)r^r-cMoJpdLu`M1W6Jly>sUvMvSPfTE%J})u~H)vu4e6;j~Tj zSv}H+!DqZ&UX|;^u$how7HJrw2Oe=PU`gK~yiDSu@C5sWGR9?oG zC3E{Usnm1x*KYq_y?gogofh+NHDb7k88b!ULAQ4O`g14Pu{7^OybJej+`DGYV)f`z=-tDK7vH71 zcdAsMl{Zfnt9Nwi(`Vu0JqtH=?b=zfqTU^Rc=6#$r7BNqQ+iVC*|%r^=gp!?>FKMl ze}597H-7;Akw5=F`aS^#kpU7oFaZS+T#&&A9enUWX&{`C!U`?C5W@^L+>pZyJJ7@) zc0?SJ#1c&;(H?s+$)Lj)U3?M77-gK1#us5YrN$g}WDo%aXdwv5AcY)~$RY{C2Onj~ zdWgxfveGD-q|pDu$Qxsl@#vnCvb>2)l+MFmgPi2Ww~mV+YZ}owH42|@x1+(mG#V{&%JU<`Q(u|9sw}Gb~mA9 zl11Kl0}w#|qa;9lKN)ZX1a^Gz6gU1InBanI{4m556<#>S6%BqE;)o@l7(odszSzM6 z5GcgRjy?Z263LK5c7`mfm=tqSN*%pun3>k3=cF#X)X60=U-HRNZ_a6x=bpc;3MNm5 znv^eT;DYOGL050%QBix@3yWtb{m>#4|`*_7iNVa()MRC?*H~kXr53q#y`wK z5R-5teO5Qo^njuX2AY_~AX(CjnaQ>0L- z`!AHLbfqkP2Oz84-3b{I1_zpH0y0ojnkLVtiVSZdbGP1@lGM8$A|wL(ppQx>6~9Nl zNBOkY)G<9(8*WLI`MfcVX;js!SM|~qI#@?6|xl}L)m^(M8$iEV59iN)~v2B6*PTy4j5TiojQi@n{~ z=@#)uiNb3Uty5zgHTuTY;foRj3IfI+8DBrU=(-}(?w|?HQttlw&)}_Ccnz6IX}F=M zh=jBoq~U1Y!F0Na?hpcIVBhTJ7u2D?M>3E(74ZRBz$+{8fl0Z(tAf>L|Mdx6iuTo3 z)~O+{tR|lf7^a43sy@mR!s&?*pi7Lkk1NiZUf$W<<$-*x9Z6KDVmqL@uJU2+Wl zPSAx`xuIQZ^7tycrV=9Lfhe84fGuwUkES_%OWJ3bW2i^_$VaG&PIPlf)hY-Ca5dZ_ zC`?s@7k+BBg3}~n@mbI2`W^6Ng3|Y#6^W5k*4U_*_^X|Q+!n5-Jj6G3d?0*d#7{V;+8Z(a9|+~_So!j|+w$WJ)sTm*w0jGABWWz}=7oGT3}Q}wNRs^d73xtR zhAy)57agf4F$t1Df{#*DDIvdvYh1J56R$a#7eqnR%Mx7mp8YRsg2qaQfqu5G>x?4T zdP1&vt$%7p!=B>opu)tWq?i_EWx_6O;4ba%VoIcfE}kw^It3O)1;(l=DC~m9grY70 zj|C4a8B$}iFoW<4Z!x}U@LC1kV(4&=tXeiJTA=^zv-k-W*on15qdKkwh(ga;QehJw z2Red?Sd?(f085N>cN)zP3@?Vk80e=>(u5@T&wf_IsmR197K0%U5ZA;cnB49wF3c*bVHlR7uD(J8-C}H} zWD@6MPfF#*UTkbW&=-HvY=Yu~NH9uFFaB%g2YqFREGsm&ac@G)H3IG%TZ>jUCt5fUa?}y? zCaa3x5gz3ci=@Ll>=AVEarV}QxcL9^J|u2lGRn;Yk`f%j5#WFeu0Z4FU=bJrAt`Eg zKyD!~O(g&9At6%bByu&UN6`v^(zFlK65ysr(x(#O(VizHzfUz+vj7ZWl1x&2QW7~$ zf*d|6D$yb^tVFQvk1kpU!Eo{uLGdN11Wv4k7Y@vSPG%@kCYXk4m##u7&8{ubZWo(| z1NEv*PNgdUDoSJw+dkz5SEU#$A}Fe6KM92_0dJTxu-lkXE!i?Y>Ew8^&E3NngcS~ z;}hy^GWVrjK7kUF%U&`wUsnHzGt=lZ-(dFufe}a(ArBH1HsB3+#}H$ax?0mU3C$k# z!C{=#j%JfL1?Hx<^!jMC(%fJH`fy8yiXokpzRnNSl2c6`ksO+n?gXq-1Zx)=nnYZYDtON>L=j8j@uWIV!I+o?}-slvX_f97RD{sHH=< zV>tvf9Yr+Xu*F1i6-8NVMH9|Nujrs+R7N*yxG1wS|KJMPXrod`AO(R7xIjqZ0HX}j zjo1+QCczDtl=yzrN@M>DN~2V}rnE}WRW=c%0Jtv!7QnpX)i-lzdAP4kVX8?d@=Qf$ zO#@b7K>`vzusu~QCZIDg_HG!Wt~zz%e!dD%->>cHhB2N7P+P((dLlq;u`EK#?j%EG z8PyV>P45iFRR4+?=96r$vOcS(6tpQ+z_L?owk+Qch1{YPM0HfxGG%R0LGewUI)hi7 z=t3*+IdCBrJYiPjQ8_pxIA|3^i&a^2^*OZVSelRsXDhbe5k*s!iK?(X<}q2t14fy3 zJ@(}f0J0xdhY{xG55Co--escJ5aY5{Tg_k&=*1v`&*L;|Kn8%3c4uGR6{gbFHBDl> zsPv@_*N!?8LUjKM=ODMc`n4f@L?7-UWCoUVlao2U#!WdQ>lQXJcwtT-))c!g*C$BUSYV-ddvwL1S8uOca_nTAE`Br4~ckDMdH*YP027CIL7+!HBqa z^wQ&N(XoldMLEWnY+Dam!y|vuHf{F>c6jtY^hHNur$-Ue5d^^uvh@wP^$i4}NWT?c zG|GY}0Tc>Bq>86-9T$=iS6$!X9@>F%J(#*Y^3OW>auFbN0k(5r*d*woW$XfBe{nMO z=LDgS08#%pb#W~_J8(~pp*v$2P&k%PQpm2b27C^cDo>RypoxO?ZfQ<+RM^60&qf6e zt1Dn(v1AaJnwJGge4n8!=7Ht$;>z4Z1qH|_KC3e zSb!s0WNWqzidgH{e%s@J@i&Y3w>U4mz0& zB-mRi>Vi*GNukGbP1ue=SY1cBgi+bMD7U&)_z)d{zVIO=Y#D}8k|dCGIm_e&-7_x? zV{Fm}>PUu%dw3|bBE{Oy>>9Qj{3~`7!j_JBG0LjH&IcAQ$eDJrnF@naDuwQ53>JOz z#a92tibD{Gv#n5Gu#0CFF2LARlZ^&Jl{R27Evq<<6Jw2qtc@%5LjAJx{Ki!)?}?oD zR_&OdY;_a9R#~oveb?g;9-$P%H=w$sIR+U;(}SN#K@`kIi~1K_oMVv<3V<8RMm35w z-)waTL0jj*NCEPae>6zBpp)OgrTcc2-N+GE2N7Vocuv`sp$B1d*(6A~U4vSvoX5Ki z$z6%F4{%v?i5iA$=~95%mkq;H=zOK%+Sh8lkI}p&`n(uvQc%A)=L~qAmJZLOY^1+M_`_q|2p| zW3;!<#YXSNT0JgXiS&|7lMx(&5$51Cxd084i>4>ojV$=ib~;H%5_)7Asf`C=;DNe1 zS9^@Qaid$ibp)ux&j4td{iJ$ecX=HMb!d_a1(gD;@ zP{M8&Ka2yBiJ9&ucq@Zt`L3?*8r%>gu=cL6|E?`cA#WDznF@PQpEt2-kh5N8vF%2~ z2P1n!72Y&EL-(mSTvf9#r;qtkwDXv?lZB!8c+8~b4^A79r^tUrVWC4?qh0@dJv#dI zUUaqrSVq4v;?g5-**1YGLAV70GkaSggF9QbKuF)?=}ZZBPRk zN=3pcyuwo*Rfyq+B>PotW5ZWvjjIEQW*(oYW&6-I>+yqJ$QV785ziLYaeMZZsk^WJnj#)^$%W}$yfiUNCiQ-xd6)F zV3S3&NGn*mcbXDFVFt(*W8{db(|mfq+&Ga09?l%!|J_BnTn=j)&b7o5XJ&@ay94Xf zC*C?Nr-9G=Cp;Sht*XM}b8XP~%21NQ(6@RbqDKBk?3PURn;oUEh{3Na-7BBCWq()G zHytS+UT7p-XT{0e;HH6&I0IFk=TRkA)Cq`SJ=XQPFsEaP`gv(}9ezg~axBlF)3=F+ zeb`z2Ys0p4c71e~{a0xmJeFwKqn*q2*P>PX$FJSCX|K16G^O3_&N`0VrQAO#c-(<| z5YAm&)t#mnVKlw=XHH&3^XKKH?;p zf|&~-C!fFh*r_Y~2eOl0z51-MaNR$66MVe0^rVK%&N}Wozs@1Dl zu@;b)wX4^b1rQ*}NAI55vuMxKTg$es+qZDnhO0KMuH9;Qwdu9XmoG0~)128|R@WIX zyy3!;TfA6t;>6@0OAhBvuVuY>of-bSOq;jQphJh=yKI@U)2LG$Bb@iLw!gfH5mRjp zm~Gp{k`bPUx3}-!g-z2YcDp#R+?taM4y?Snb7!TKNiP+vmUZj1rI%ioeETx#;KPd_ zPrkhQWU^7Aip9QtEL^*G$(~Pte*E~j^5dGtzrTC;sicC6C^ftDkrkiUw<*i7$7N| zUkEBotqlqI1Y2=YeCaEMTpET*@lTQl5h(ZljNr@R;a3LinR9Y#JBM=EP zM@3nd35b*;rI}_Vpa@XFS3uEpk{dU{Y3H4IPBm0fOZDkzQ%~h7=%9oaYA8%L9jYiy zV$o7oT5825>7;M*))#NRX>+Mvnk6#~V9S*zSTcuc0~uqHMK;;0lwpRMrJDT(i!+{y zW@}}n(MB6<)mYYRHL&mk%WSk6hg@C1CCh0trxDw%akmk}-E-7Z`yF`3bi&?sxSXb) zcF~{%#^hx&?=N`bM=(&2*$8c2#L zAo80bhmRy|;fnlCGL$g) zNXaK?dfCt)SC( z)?9aOD4kv#>Hq?LtaVRWl%}orTIx7MS6{$w%BeHMe9E17v6gx&W32X#*{^s7_8ly{ z3^UEGqg_T9v%03n>u<{hTZ*&I5?9=@m?oPUbKfl5A*v@{ydV+Us7TaLQ~T35JVD2zKm)>-0Io3bfm^HE)h39KtU>UC7|b9}+yFHV!l?ibn1NZ=M#8kI z!x)>Q%iH9}9N2hgJDcg%-Wt=l$ACr~fD2q;NENJP^eS<#@zpeh(>QNEE>p>X#jxf> zyZIRBb<06k;H>pICl;p`@>fU| z^e}Xw2*pAaf1nVE{>8ioVQl}7ACeyR97f0NQA|ZFdV?oa7QXNmX6rjBKvV;E6nq1?E`nHNrr7liRf4QqHq9R5adq!QLL zdgYlQx~5k{9M0!fleymrYgn|4C+Lbpx=nSlagW7D64w)t6w<<48WRzH^F3>#gv9LY~ltOgryH>OJ)h1NsneWlN^8{ z%yy*77r|`Cn%8ujHn+K|(I{(&Nfg#J%*j}~5YbunVW;M*@lGaM@rl#wi?xJPAKU1M zTeW~9Ks94c>7*tZUj$=z5;`u_zz(0pz=eA3H48PaaToHMXnx)ZyzHSO75dVs@kGRm zfmH}dcm!l11&JXJH8(>aV`)o0!6K6eNTxIWn2KzAQ=Il_r|#?NCgrC;N*Gm?qhv%; zjmiiym5EGHV5EZi~#RR_EO1*?nFow9+vhV6TO(*PU@)t1V*@X)_*gRe8qh!PkFk z3!mHK7Cv3x?eBu;TlFZnK*St-<=%xK02Ey^7XTsCBJ$8mmqaFoOwGcx@K8t2cN7 zofooDRHAYrV1p%MTS*3SpYf(|mi5kYk`u<-o(8kr}&sE2OB71K>$4Fn(Vf_J=x@VO|t^F*fTnKRmZl=v=qb*@R7EktJpEF~j?wn~rK%&7faYEo5+{sBHDO_Yel z258cN1wwGaVCPj9;0pTCb@_0B2$+BhxPbb=Rkjv@5Li{xAZ-0bCuMgEY(;@oAr}8- zgKTg2ffjZS>TnL;Kv|-_Xm@3e2Er4EYcz}Cv$M-A~E-d%o8Mj zc4(o5F+#F3+2?ZG$6eiZKHk$KkhW8jwh85Dege^6Pxo^TpcfVh~8P2qsE*o(acfK5YoYL$T+m=*sV$QE|R zOdz-bOF*>0jCOSn&M1N;NGd0Yf~EBrTBI9HHYE#UD&0f!!@#~%Myg;F+UT6mDS&h)JS6 z+;fPFG-!)BA~s?q+XHiwun2cpK9m%GlBiRac!^cA5hL+)pY(J07ZGy+1)IhQon$2< zF$i#Aib}OqIzwOe#a@e`Gy@G(uE88h4|u- zZRAE{Mv*sSk;j*3(DyKJXmLTpA%8?i+;fM42z@WfA}%5_cDS6;rz9?E5F!bDF*PI; zLnKE+X*j8qGq(voDV~xziQyG9PEwxfDV|;;2<};w=JiSO2@#Gk2!pUxU@&x>_$5cl zUXFkUO1E?Xgnmflp9e&BwS;wQDV79CmS&lY4TzQtI-y$w17PVD!f1B?Fi?zz!fFVx z4s$tz%Lt8nS)zJL4kd_pf4O9y@)x?nEHKKLg7Jdghau zcma8(PsZe*a$-`x`W0+nyaIvtd$zF0SorRM5#a^QeFgVl=AsW_jjM9=5w3apP(uT04ktM#|1s-bfy+{ zUa3LANTCl@iw_#B5&D3xTC0n4p;Y0PYXz5KLpC8QqRk|N!D^!a#CoDAN-8U=Z@K{+ zy5U-b$80|&8hZz0Z=)IE2pz`23#$+;j>n_hc8>Q5Eu?dqngMyRaCt?>grZ|(C5s?2zInGLO-twjXDw|;nA+?!h{E?dyiKZ)ehDhRudUmJ6Xvysqlk| zUIGU5^$-Jbl<}E~gMbEBiGD^mpP4=;u;@XpYO7rXtFda9vkJ9V zdnixa6B){@8RVGFTYbdX9vtW0rYtnj<*1 z0i?EJnaOdjnR$6_tQ?jx_bXQx%P2evrq~N!jL3l zrf51N39Ef;dN86ea(9}MF5)jZ@&`TwG5k`orOT&#_y(?PXB)em9?OzzYKR75QiK>? z6XP=CISDK~yo)L_T=Eg&2dUjDvz1z24gm*f;xj`FCLJLWNk^bKJH6C|tvVEBqy?^#R|*Mix7#Loc?+cf$nhN2a7LYwr1Da4o#}*2I>6Y1 zj~|SWIm^yv)0vmgu~c z00&RSiTybepC|~UHV4?Ny_zbO0ZOV&d8$y=5&DOqyflID%Qfn|zPQ-FgPh1&VWBdy zwP#0GVqp$nyT8teD&(-2mW(Re5SXLq9a?%&RwgWrb6UhOD+=tkGME|7_Q0iauaQ@` z6s$v`kk{jdk9iykECcIDoz$1kF`pK?o%&3})_igw zVVxdJh+hoGVO+d6mAp-Ib7$Nn3&EcHbCqrksv@7+}7>4P#Ig}Zo*&VclF2Ryn-WrYHkGmfE8pAUN%~~kU(_CEt^IWFb?77;!%@H!s>GRE{>%`x6GH>u*729!D zT)He`22z}pAom8!34O$u#kxzfi(qp&!X^7G#*U~EmKf0M$q)o>GoUtK(yP4@fyY^b z2A2xa_1UxDn{=m|v;`^!O>0XVJ<_*CfFBK^ya?O2?GwXib zeI03}uY-w&2j{|H7z??B)&{56^bIep@R9yvAiotbZ(SmbxKc(!*WO&jcZM-`=p%2Y zx^j4D8uAD2T*NOa*o+->9E;fhCSxEfD+vZcvW04M`n=B`!Cn4*#x$$OJolcYZJ(UF zRBW7;c5I(;pan*&bn%4-Hw#scpnp}x$hTc69zEL!7}7oNi}o87C+%PyBvu(6fFOhb zlWeTQ%{P+4H`R~~{88Lkh}?wNI6S>rzJYj$HH||S!Pf0~$ij}wkqnlXu2{5>^XMGZ zy-)FKFRcS`=W!aA=XognAIE`(jZ+^9`QEh<-|`Kn^-bUWF>zVE-~8>v;?pv8y*-3o z#5ILz^4u^QY1qF>T@PNmbM^)j&e-kDvK3C)-ji_{o+Ea);Ux=R=Oet4Z8T&|;*M(K z4B?*9YsV1*2LM{*Y)sn!U}B$v00((2puTROeM}N=B7s9rC_fJ5Lf-6P_XU+u2`jA= zy|&vBwi5oepa`%F>cAM7?7x|;7^>1Yj8W6GfaQKJMq92cu&{z|Lr&jD?_sWQO+@D0 z(N}Ss9Oz+rq$w}FEZxbl3ZZ!8hS9$x`OU!)xfFz&toQ{y*oYV|q3*%e}U9C&jESDR3vy;r{k{|93hN5%v8K3cqj&VQoTLI$VG9~h&OY*PY=@6c0hOIt(ZAs`na^>^# zuRCXt zoZ?xp^<3Y^1qvpAY*k~w_E&ZG2$)rAFQNGVbpTQ6O9Fxg4IV^Da6v+Yr(iII7*XOx ziWMyyL@>ku96631J$?)qQshXI-n>;y1`F0KSjmjNgc(yN%w)t=8Y7ldCox{7k|nDa zROnEmLZ?l0woGZVr7v@qg6h-R)T2|aUR{byYb~x_yW%4D^XD?AWQjqIRSQ?ww6Wa2 ztp$vjF|l=j$|MGCt=G4G--3;4_wG!bJBjVu6${m3###+OevDZ1WXhE-UzR+J6{$a- zM12M=3RS99tY&Fum0I;`(y2&=h8=s8s7;F`-Nv08_oPXZ7A=~zN%*8U!Z-b~y*v1y zKf06Se)LAV^xxGPz42|k`Xo=ry&Io&o%*6r1KpI&`=N|UO;htFt{d`65WQKD2{ z|Nc+^-#_68FhBtZ9B`011R2B;MksNlK?ffkWRN$Ypb!c)1bHw+4Feej4JfVvF~krp zgd@WGPOR@iDGVs!A{SqT5e8{sq_IXDZ^SXjf-KNPpL~7%*)?_m;MJx47E|~_y zG%{Rv>4Y)SVsQ*IoiJmyRabX8EtN++q18ChMq4e{Tw6;eHeWw8&XeYFtB%;)dYc6Q zx!{CD&bT*vQ;xV|Z%gjCNurzXjrg>M54i5W^DeyU>LbNG_0By{zxKLi*E;(s*@VCT zz}gGQFJhp4O-kX;~6vN zxMPnI;?YMS@gccnlTXG+NF$N_xMi1Lh8YH5e5oX3H%@^$=Y+bXMWisv1iDOT(o_@E zm<)qO(4FKu%T7J>Jc>_H0hO!HQgC6)P_3sjYcEB;x|A-l$odJYPG*smQ@8*#+Nqqp zW=rk3+7w$bRaf0*R9qfGMKsa08a1+42PYh{(=;PxR?lel>@(7Ig}k-%eg)S5R@!RQ zj@oW_lSJEPkCVh%-6Y|S+ut;Q?+-Jw&8|Ar-{Xy5_Ue0Mb>Q?v_gwupaql-ke*eAS zc7ZcaUjFb!en5QlwvS^O!YS)9;R?dtc+G>VYtJ=N;9cA4&$UK3R08?a=Ie_&E$MVFXKo8 zIofI0ZWe(Yc=7I8!|_~h-1EA2)h=7``2!oR^(}Dyhj!GN1nzQ|9(B0~cz*Bje{NhAPA#U3KA~Egjc!CUgXBMy43|zrGTMd!1BOQY08Fe=?f|pBhPiZ zt%srl94;KoOHqTpZ4zhuh2}Bq2q{iQ;irWK9bdZxBQt^|;4!^@kGj0VMDQ*)Bq=>ySSc z5c4L<$P6)J5Oj#%ho-kkqHf5NN7dveK?E_0ITDnWNFOgD0t1}A2$fhmg*2prKCPBD z0j|UcJYcz2e9(_&W`%29BZ7j0+;U3=Fr{2|WB>yUpd-R8W?+kXOrpWUDeZ(zGoNX} zK}D^a94u5)Ja{y1MkOpI^k!!LL^fjJaGZ3r3r--FPIcyFnK=Q*JK^aT#w-R^rme|6 zA4AZ+g@&F24JbgJc+i7xCW^J{4y{_l3M)o5H4+8QY-m&eIW8tEq$>5Cahk=f)2Wd; zAsy)(-y=tB1*eR{!4L1m^9C~3^b_eaUU`gjQ$gf3c!Tr~dw@FM2EoCT3UXeA=%5Au zPLFy`&5$Lb7u8LY$dlOnWFW+cr3UELARCj&SHn71ETz)HyhN*7;jv*3ci6*fHCa3K z@zx8MxU4j*L?wKoN+{*k#5F3w0QwM2G6~kk#hgY;V6h5V@WQmJf@YAJmXl@*8JcHt zCI+p!L2E``|&ggUBlhMzeQ8=bk4tYZw zN0Lg~I@~3lcfobj@%~0Q>E+LQZ@P%~=Cofs{moA2yJ`VBsFRDNq$7~31t`#ZdL{z! z^Ylw#?FoTIpNxYwep-Bn+-G2e9mH@p^1f@=X{wvmz=koNmg$d zx``?RI?$3sPoWJRF6Sz`Ti|iDw5;Wu(jf=`5bY9ArGK94MR1oln)VKU?)U~kgf3p` zrI*s(t5e|-eG#n2dcFi!qF67i)(?Y%z;NA2iJ^hl4x8SA!6$5sB|sY8j%%~Qy6k4d z9o(~wHnsKcVG)z~?tg!o0A2QWz*{6E+(38Yy`c@0G;qfggvGm;7H>L@klx%h#=VE4 z@2c?ogL;WdCu+g)rS!?*F6k_39h0eZqFJ79sprxBUBQY!{NkuuGh}vwHzRg@7P7MK zX+|#mftuX-2u)4m9>E=kQqkqlPY-iv4j!G`oDq!PM0bdDA2UvCKG*U2@T61e>huc` zMvq+?!`q%kN{0&?H6BIV!-%N|@6@ON{!P}C*PsA72n;1^s-`-s{o*gM>m(Dg9!Ekd zshX-=Qi>k4_Agcu_yOgV-rl7bJ6Z(?~G6ucCh0qhY77~owODA0L z6ufwfPDlk#Ni*2fIJsC0*GschQ5D3<3Ck#`!-T!q9R;7+NPX`!Q0XLfeD5cf2QPYDd4gIM)Ik z-D4HNF{np?jV7WqAX3AFM2*!rkB-s}KZ8R++l+IeLqiKM-btx$0Ur1O1Z8oSMQ}v! z8Y4;j9d?1lmwKu4GmwiMx})Ph^$QO{n2tFBgzvJ%nPaa^ygyA`B>h7k{>u z#rk+fI4D4Zxv%F@Fb8@6Dmp*|5D@|)=(S%1HUSF+i!p!%kP%Y)s+*xZ4J?QjLAGVY zFimKO4O<5fBt~g7MzVBEx!TINB#34dENNssyTnVobiAlgi5%R7ZW zNf6N%`(vY#WXS<>4?*Ap>G&O*oEM6`$@I7$lv1Bqcu z0ejCtK&ml_%BbxBH8W5<>~SRcj06L)5@3v(x%*1HI|yZz%lwJ9v{cXqWl#p?yK6hp z2<0UJMaBZ?D`(8h4AskIkU>FlroRMHB!dNS)C$nUyu;L*rZ6)kjD@JEg}GSA$sz_Z zQ;VILJxIAseY`?@yc;BxOxF6$f6A?c63F121-)6#f+DEbJU)m@KH^xYJ;M#pKo8fT zsq;8A-t5f)NtQ4AIXzs2<@}B4;*Fy7#Oi~O)%gQ4tqxwpPUv*6`8Yc2B(>{gx|xKR z-H|^42~+PhKdK8)@dOY``ac9zN&!16RGg|`TgnEp%14z?FffDqEU-dFF#WuwKp+H1 zSP?5R&@I9LKxPBWi?|sHT_qkt%LY|d2j#GJXiHOtRsH!?5-flgNx^8;&|IwsWQsw{ z`cM$vMiE^Lf|@d8@Fo-`$Ah~;baYV|eayOWiq4Fo+%t^U(?=i$O*R9ZA8jpu0?pMd zNFo&l)HFkmWA#kkZ(pqAOJoL!%V}DV;F=(>M*&FeTGTIFR<(gzIP{ z<^Ux4c!Lm`4xPFVedP`6ln+Q`IzcESJ&ig5nS@fCgN)5ssyj7J1P(#%zx=W)cTZ4v_k_r&`(UYO7Yo%1i+YCRgzGxFamWE3XN5rLDf}7 z+Es=B2M8_Nrd=POJwX}c1{cg#y_CkF(1r$@AjP^GV1+j*6rmK-iWa>ZV?9z zDgVx2WGbN0|i31@F?h78JI1Uyf58lUr^2gR3TU`cReu^`2 z6~i9_$QO7{ z#3s%u=8z631|;bKUE#Fi_ISxS;({p-FZJ3^N7QC89$qotSlR{8K&3AS2}Mfcf=-%a zHU@)Q(}LYq64fv2(lVvUL4SzIb=w75=CBQq-|so zH0hRR5|Eb5Nv4Hrh=ypW229Rm4N8V#*e0mp1tU`-6=K#>_!?BEvbuQx;G|$>v3R$! z1-MR_vRFPWb9BPjv+CEgWqEr9zWLz21;f0+8(*$HdD_R=kf*^V%_WT$;u=>eGDBv* zGiSb{Ec%2*Y)Ik2;Z4)$Yv$`aG+vziBS|~r)Qzb!g(*`5=Q$wQbS9~ndQ;$;U54e2 zBQDc^xq|ClQvku|q#Ka>5Cne)ZJ7kmGhVd^Dd_xCY@G`vW11C9-Bj1YPAird?MS?k~n{xJz!A(jCmsK`lhEIf)pX@ z>Mra@y+|Uz?P{}DO&|(Q$^gj23AxfxX19iGlVY;hBU6_*RqU%#YO6f>wM>OE?5+yZ28z-%*NCF_z!%UZ2AlB(C!z3 z{wd{M-Uj(z*nZTbGD`m1-iO)aIp%0OkW|{X&-(no*T!v4<NbR zWaL)vq+Mw-NAnul^0)M*GQjTa)^1Opvhx0J@GfdpF6tQsix_Pb)FLRg_%a-gg(!rK zIjOk)rYCCMiBjNdME_P}rmbTh4gC&g&@e;7EO47Jlo-eQ>#^;Wv=RsrVamo^La->>qEr4U!Hu9FmXfObGihg66t#a7L zXgVN-wo3?U=<=W~tLaX27(wYWcTnfP_kO>K;wC}9qU1M+bE2q;p1zt9we#@Cb5e%t z@`h19uZy?&bGLwMhx3$s8e2r?|>RQmE&vUh*ChXRUmjc$2XLKlWj`E z6k2!%c3Vl|3VlK+z>s*cz=_2i;V%QTNKte%J9Lg;&1cG+tp@pTCHVuNr;~>b)O_K^ zB}~e=GhX@h?jQ|>r1{5`rwIdrC$UtsE_-I zVnBlWtABb(OvT8)dSe$(8Q*$9-~uh+0&W)n@k84Bv9I=>G<$qOdkxuk-Ns&T|GFs$ z2ry^@5iDr%ARRhj%m``du;G=5X28%H6o^j2gc>7(q9sk*DK~ClBuF5#B+8U3SF&vB z@+HicFr>w-Y4aw|oH}>%Y-vFgymjh^5-n=yt5mI8xZ={SYnLvrPNh1<>g#t_C%(9d8B1pPFyh3? zj1j}-`0?Dnfdk_LM(i@?%$I@TiiPSk=+LNQ&BC?oH0sT}SUu__8nmd`qCS&`Y#TMM zS+ioL>YWPJZ&b295f|lYwC>W6lb7EA#hkhCRH7acC*GUY^XII#bMNlmyYKJd!;?zI ziWI3$l-|5qfQUIr8G5KX<}B4zpp82E zD5R0znWvSS*7TR+wUm8N*m(j@9MY zWUXqpD>1+TQ;TP>g;pDC#qMGnDUZzdnryNmXWL`NCf6IYu~k=GD$M1U9k;sq1{`(7 zN#eu@5!ehzWVL>-+wYP5+fiK4mmJ_5XP7zBWwU7 zAtMlK*x(!;4lE*xC8o$lf;FnBAdT+%OXD9lVqBq;CI1K{!3Q#!F_Jwxa-ozl%k0QS zXtY^omT*+uWkgVDAtspy5t30tV2q(A(qZ0=rABdXU_b(PuGFWcQDIdz)>)S{XrYLD zO_Vw2Fr_uwWt&|o)n^C)iogJxo>i8oojOxZGNHBw3#q2w)fcdmv8t-yvD9+eVz9o^)oCPZ^Xsw!d>}i*qR>~v7HtTF{&>B0f=hj{;O19mq?yYaAQ#bA; zsB@=Xy0y2vZg=K!2QTmFsYh?U@!gv*efiDDBftImOW?>Ud&tHcfE*kk7cl}jh{F#H zVg?ridr0Gn7N?kTiVhM9-h}3J*TUB7R=2KAybfElOOEZf6Q1v^ zD>|&WPVe$KpGmL>eemH=@rZZ49wm=I%ljAoh6D#FxX(fj8xR~Y_Ao$fuY2Ch7>Bxq zqVXX}W9CZ`B|Rpi^_A!f7_%SzcBH;UW^53QVA9F*Crc+Oq)q+9nU*T%C5SxmmRLfd zM%r++2BrxMaA*SrF)~3yNTC21yx>YY7(O5IK!DWX^OKa z2tdFSYG@Y!b>dKN&PdBFMAeBNmI`ouvuCdGDVWPJ(Qt)(6|EEpnJ5azGF0RYu&!7+ z(V50EyLg1MyeLsHKG8ABA!BSlW5zS0E{)ytO?guB2uYAs60u=d98-G7I?geVdZff7 z`WU?7eWIqsL*9i7c}PZll9dH(WPoraAnutDVuE1L94?64#=1)+kZQO8&b@8^FLNEeNn76T!$?l}U#-bRh~qAf`ipV9aF7 zH6euXgA`ywPH?8JoQ6$_HoK`<5|Sfq-#jd2Bb$}MO135jz*Jb;`OeL9b{V@6)n4c+ zM0=9|7FR?ZqOJ&oM1T4dGmlwZXLvK2f>NQ3Fmb$dMr1%6S`1pp7{gD!a)Yrb02cVq}=s{pT&>OTmAPNo0 z43})sQ9Gp6sB+Iso4lk{heSyl(P&JJ7{pb(#0B+sRh2-RpHH_s)&&znAvSZ@=+{VWASQ(kXGki0*u*Zj#f=pkqf{*88SCW4GjOu(U=tEnoDRTE-;taG2rkYhx?Y*39!*ROIdCGAbT-to93Kdf1=W3noL}&r4 zHxTXI<%nUdVnI|;C8;$yXsbo@sf}ZN7D-{g~Vs)$YM~GKDLLd=@D?)5t$~3(d>;C(75q=gB*6hJKpnt_Yqn<#&Z9AWudL@9D5}i;y(Ol8v|Ow zsaxHvV7FiPvQNw~Q8Af$tz3YZ3eG{aRaVwFXZYP2jsE-Jp%Wuu4DQ7<0w>M0kdASW zi#m+YqIT|*%^yl?((g>W7)XG`$Q+R0^JE$tq}uoYUChua$bb!u847~) zfe5CV68pW9`zcA2#Gm{*9sLQ3mEfP0?BA=!8Us4uT-DXqJ;VbU-~rM>6flqif=L&k z-T#po)J&jD%mid*Pzb6G*L0vQ>YZcx-7M~648h_qE&$sY-U)V=3W8RW&EN~#ljJQ6 z4eEsrYKCF(ibdU%U-;l70HH%c8MG9k5r$cIY>Vn`loO_oM>X8)iOUpf9394M*k{lvJfg%c3lb8(B$&W(+q8b{kBuieECFUO{HW-Ng z-~V($DSe4UfB{7qAOxKW*%8wZKtZvoVlvf19YlfwK#hsHVmXZ7x2ZA6|k4n}Qh2A0{Az1Tq_r?nvzbWDJVT5DR8 zLZ%m}h1w-?pZ0kVZsul+EFvuZ=F2<@BY=o-7AJ8=RUlZRa$=%FbO9%Fr%g`SL;MVN zGEGlz*hBneUP)&vI$*M;zy&d-OT6a?VP$*&0t$MjCkL))pAPCcz1=Pr0NWhiGAt^i z)@Ll}MOfzNeiqSxj)s4_#xn-!G!p1rb`FBdibCcmM5c?ns3ZKr6-3V@SxAAw%put*XPVzZj*KLx-_luR z`W1|*CEA$uA%A75_VHXwI_Z)cslaqeZAPEUMCpO(CY8!kmYy1ya_Jo0U(|)^{zX9- zkg0Qa0f`8KDM|!IcwL4mP#XkWhmD<@jNRFFC$f>)P57c=$s(aX%AW!%E`H#{R&1oi z-J$B3qBd#@79)O^f@DnU5Ou9#JQkgm4rSUPPM$98PpyalB01;~c%So%fpT2U-WUde)n zNMWj4*4Du7hCO}8y(x=s#B3P zbQPvy?ooTV$0o!E)P~{I#&3)6V~0%A!XV%K!5?{%octJKaQbcGlI`3cNFR#YsC62~ zux*ZV!H#w$6j%}%%q^}B9k{j}M>1Wxf~4P`ZKy#38W>{x4Xz+qBpVnmaegU-DenG_ z>F53$bVer@&?H~AK`Cx7!A9o~Xu(iA;MxfQp29?m8J6j~E>EPc>e}6UHh>Z*05lP? z6H7%9&!X%`L!&wwSW2FL^2P63k+7U>Cv=WzOc@rP#%1h685_%Tkd{U@ufjdAMG>5C z42N;Z-t7Iw!Y!O9gbVlorehV_N2?a?Vy;v@##xFgEqySpd&tMrzOQx3@2?gQcKwJ{ z6_v_l?a>h$&<%*E2?F;CFbPNNj@BO(c<_si$s+kzfM|gS3(Vb8B+=<4)48&jOsO9( z(gpABN76|8y@6AWvir=^e*tg+oA7atl?unC*){I}(G>$}0Rsu!57a9s_GG}?@aD#; z*wHI@@-PH)kf9nD>^`wm3<@_KvE6wCI(tLkH2?!J01Eg(1~joa&$CVpv5Em>+bn7_ z*zRGZU~b^27C-6?_O3z!2j{(p7<-->@7utwY`euq^P)m>2$vhntQ_}j9g|jXu+bjN z-e9haAs?5;=^hvVlEO-{i(}fye0%~TFGBk=a&7Xa@vEitt+8OA3B})xbn~FWCWv{)$$B2tJ)$xu-^J%2J=_?@eJB3*en5< z01q>9mM|T-+A(8dTG{I|1Di9OA~a7y3tKK-3G5Byu-HvOD$X@4;snNmGYrx5RFJbd zlS4YIb1pUj9{2-e`-3kerC>+4cv{mevJE2evtp2&JbiIrxLao0NF%z;Bkq(d0iE-yEs_RxaeD9vt1TMzG^M3|priGdnX*=9TA8Gr&$k=H9gs zT=RoZK^SbacS2AkR8UTY^9tFsWcvgnaKmATxQLH9Iy{8!l=1>j6y6)^*lc!;*&Oe2_0BeLjM;}if^Bo} zxQq*Ngp{l{W{QTdCvZ7n7A?Z@&Pktioe6D*ZUS+4hLOpd8CA6tRHb#!X8g3nboTeGY`xO7f<3m>Hc{BTS} zu{d$~izC*Dlen;t_&PH{11vxTRDwS=0RsHGvzLU!N-;Xocr*e=V1%U%?zlpY_G|oj zv}ofK5m(8MnQ%0(D71Ex|Hf_a>=%NRlv8!VnT_;&kmw>~d5YfIe0aiS zvdEh6YMZ+`P3Ma$rHH0|NKT{NP8U#5b6SuV$ZL8sajG&KTv!2lFe)!nai$-p*~nV| zu?M3=`Ya1)daW|kNg^C*a0zSrO0w4RfI81R)*F1=AIPz}qvH9t7L+B(2`XB|j^uE&J0lMTZ@do~68u!ns*a|1Up1p^!a z3RJ==_=7ZHxYxh<)<>3(QG1X*>SWw_XatA0=l#7gi??S{Lo2V|1BYywdmF0`Z!9^J z&)yfd<0JqkjLL&u#MA0=00?ZFhU{g;~iWU6}lAI+rT?qK6O9Ksu75LCSx!N=8*wwY(euq5;g` zH*d}iLA2p;>U_@YJRBTQ&%@f!hba_Db6eL{5$J0}XztN>C(|!ItQS4h%R16?r?G9b zvDJYeq`*#;=V8V8+XFj@i@n&BJwRZ(z~I0oe+OwHFpz*@Lx&F`MwB>_VnvG=F=o`b zkz+@XA3eG`1(IY*lMNRPD3y$5OP9D}b?Q`#W~ol7aH2|;lV?w#I8!|m>QmIvSh$el z+Ld(I(xkIy#Y#0b=T1>Yg+3CMDi&0)U!$fH<%w)rvt+MMRl8QKr$1yR#q~6aZrr$& zJf&63iZ3g*qyUTBWR~uvxQh@Ymb6I}V8@RkJN~q3(8#Vvh@iYvPmTt7 z!X=lCF$R}ZW}3;Sn{X24r$v9tDknv+GAb#hCan}IseXzytF5{M>#M2G3Kgxb*jj6o zN8a+pE=kBLtggIBovJUtrV4DZvRsuUvBWI9%CpWUql^;EGJE3>&VK!jv}H+4?KEat zd(AaQ;Gpfc+5ibo+XH6*#VEQ+(#9Hf#F57-d=&D>lvDm;MkDD!lEym!{D?#Vk4}MM&n&4tTIr=X z+Oo?rp^m!DGZ|WQ34d;Zlj*Iw?%HdOq%r#Itp|vp8e{%U#u#E|kx8aU-hPzPxf69% z?oN!FrP94W%~aDzJkhCBPs2(@)UsHGwN$kPL$%daA(u<9#Zz%iFkD^Tl~>9dOIEVf zT4O}B%_sww+0&Oztu$w)eN8tmt|-qo=;kQUK!<8)4Ewk{ zjtc^nUtT)uveT|#_u_*h-RWW{7{BWdKG-?|lMe)U-U1meVhAHl-#G^*yf_e!;paFC zFlY>!L>^IGk;R)^+!1>XL7pm@ z!8=*t5KoKR2gzh6G@arVOYng&+@v)Pu8@T-lv2`MXeR^=AR1@`lrex26Svs}ZaF~| z-B6*ZAYSEfLmZ-`y0W)PeI*t_B#I|aC6vH%g>Z!%%USHADzuP7EjrPOSOoKjKS&~1 zk&|4kxab+mxGHm+TZCm8<2lEe#uKh7)+6Y$iBCKRb)$J!AA<$D*1g6Nud`Nd*iakW zjjvm}<6U>gHLmY~!FubP4*Du)JmkSaUQpnqaRR}x?Exry(_;@5{$)J?0VsRyYFGEX z=NtirXb=e+pMn-7q4cQ_eGszP`{EZ&4Yh&)W%aXP&rW1A6}<>&Kaf$9loYcZji^U0 z(!n(m2qYO5sewrHLm4F45s}0&BN!y-IYGif4}wrk+Hj|rrj~&QwCN!JNQes2nNNL^ z6NdY|5&{t5r#}S>CT@EK4}bVWMiG&rM08X`g>sWlA>}I+Wug;#aurVq_c zs(em>kVl~jE)6WV$4e_W+AIt@db>K zBdJ|_1sJy2$}M*xBTUcexs~1&r#XcpV>;(K)6fMrqs!wTjoL?N2`i~djZJ-Im&iFl zbvIHiBvq>lF6K;ZeSKx{d9)ye5P{V=lsrx#%9<~J@FHfR{|Z3J;U10OiS-=af* z7F@9yGuS~wupTEzG@J%q_;?S(7l-+!oq>T^cyMSXegMQDx;h8NLU7J-^6Fx7i<=IA z9d`QQP-7c!2uBqnreP8P8}Iz3XbL$~U=&;?O&uY*-aojk%@_-1DYqdFb%?|Q7BD5! z-WCQUakD?W{AG!|Hl7Jkz{Ssu=7(>b;}p?y$17rh0kC9k!6n8nVsU3Y>v_+7=5tm$ z0qCndchK1_bfT_U-M7Swa&5`9sN>rhp;zV+Z^-njU=`n*vc@olIZRGj1>ep^x~Hb5 z?;E)A21dYfzj`!kv|=6hK{`SDA|Ls-i5PsR_Q={ zdMFl9b1D`)=WS2hCRW%LyiFh%lW*MPF8AB}+6Hy6TSH4C!~zYgV+ZmWMOr8Vkb#sk z$3ioJN{Z%W{oQ2$Y^v->0+%w5q(G97o3_m$XJN!AE^%*EJOK#Lxb1-t@}y}z_z+3S z6HIRMT?9qtLt%NLUGDO%B;BEbrg;^)>vFQ_{JK4_oTCi`)Aw%La$}i6Y%LoX(8^L8w^G>lo2lP7Ukc;EgCjb@U6V2=Edqf$W&0 zJPO7;3TfAH=>dlWtl)r>WU#N?j_ycAtSGFO;>tRpBV9a@UqUc;)&&gAAa+)X@KR8g z7UtU)&kK9Cagq2 z1gu^xlpd_XHqn$o@L!CrV*Din(S>-NW81Dn2oUc+baEISuM~lj4wBJAVuldvKnpT! z;F8P-K~G3VuMJ*CN!+sFiZIENFq?j03bFtkk>m`htR!YHw9FA6yJj8PakX}jY6LSe zaSI&<69EJu8j=qeSm6`&QM#l{DgwhFujp^iLQ~SBAZdlqpvW!ma1th`R08AZ7Gu;X zjiD+d|1%!pFhCO2NV0TFrz3A_HW335L~_-f#U){_F!(Q9Sd!I%lfPo}5_w|~Xswd) z<0f$ucee5Y>yAXa;3t7n?uL>?tmnl>v63VP7g4G2>zA?X7BbOj@G$~QF<|6a;2G>116k-qS6 z|G!>?zKTT>Tk@!0GC7sAd{8NPqyst`DKgLk14U06S073@We-RB=R_V-(8= zJhDoCa`6hLCqB$G#eR}bZLzPaa@!h22pE-NSWrHR(JN0e-3CiXDn#FKkb$}>3$TD@ z0My?El$$U$N7A4TvS0{?fE$?%NFsDXc?1eA6ePfq;pEXo?W99*^w>tkg>HD@&1T61EQ2-e3;;^^XJz|2f4J z6UoQ!Vn?oMM?7w6C&2~7j;Tbtz^i}~7a0`{y5LPcX%vTJ!OTrU{*)G-@;%O}!oJazL$nl&Q^H=qx%c`L;-APw@l|-qwYc;4=ix1%pKmhJBA78YgR$&7oU>90* zqz(s1MWv&bY4#q)b15u zYg1pDPB$n)Hn>0%Tcb1zc5_{$Hv&QKU@k|EH-?dSA~s}9v0^RO|9UdEM3@8F zj1oN&HDuYN7D<+6L8L+c6!8427u}O(j}20Z5yReYW+S8xYF21vhCexLXMGUyQt!#A z(JiHkXo;4`!hmLMKnHN(-+sihS`RN>b;_!YBy0;sfz{!>c7qNf8mb|F<#&GRcYbyC zL#rVgqM=vYw|~2)Xc9Bw2H+8zVi#D!&d!z}m0<>G2oy9bTHkA0;}#DWO}n;L56vR~ zT=Wi&t`9roa@H?$0=G5^ca0X|4*)T7V1J5pb-2X_ zA$md=3~Hx92Ek!Y7dcW_WLEbSKgJBA;9`X^2C?7*?M_b9$F8WS{}x$R2zD12@5;ea z_F%wZ46@jI+=qCnX_v47c_ZXwupnbO<_0bAQiawCiA2iM(g$Cp$?g*0c!X$m1ba(W zLV@gi8`MEt1jq=KX)hq*{1QX;34r~#PB;jD>$j5W_kO1#fA^PbBe|3JM16x#0TMs} zh_xwF0fAMH`g~;-e2W&MfzlwjEIKMx2*bK!MO!aeEN-P+TSXx|*jET~y)?&3$*AiH zcS+q@N6Q>-aT)+u$DcYAl(5*3Wan4Lj}|9BJRjMFEL4Z1!LI%DHl z8JC24r3uJ1wSkiCKN;1K@3Li(1dug43{Evwy;qMddV$J!${4vMf;F_p$&=?~k}2b}U|pkz89@+cL)Ef5 zIT;DVeAt!P;FHMiHz1X)%-MdxV1Cy4pb0yT8zhbEO^e&PtlqgqCm&28N)H2QCVu1Z-U>FlqWqSo)=v8>aPFrjPr%t%SIXj~=T57j!x+7$Fk0 z+X|426ok3}V1O0^02Gp%G{>k~Z8;BX#r{Nvsz--()^ISi+KuocOZP9CRX7pJXsl1N ztlj9Wp_#r~hpl0wtjB{30CuipQmW#4#HtP4T2P=N_OGd_4Ja0kOZ%XEkWstfiNWJ_ zM3EF0C#N=wDVjX^Sh4WLj;*f*bMmCU20 z%fEcN!`$8JeS#EIMYGFAv-`~f$}yjS{}lqVG3@-#izWcBAgTEr>BI@U$3J#p*%y+FsSg9={nb<%Sf|2*>216-}c&aDdsuIE6mKV9rXy{wRDDjmcq zgHgg$UDa2_*qPncnF(WghOzA@PKV7d)o#El$*94d%Il-y!YEx)wju4LaF==QXopST!XN@ z-ai7~X2DIN`HMj6$v9 z7l*v`PdFJt;&o~x@o&EATjMvL|Ksudne|)1kux~`TXO*XTB4Z%wWUCqYUNE{!5twJ zd%tscjqG3^@Onu^wo-g-{^sweiN}Csus)4fq-Iou$+w;0I{F6y0*4M9 z1a%lZh|u7VB2%)2c^IaRM2Kh3Y)F7HqsEOKH@b1tF{H?mBuk2famu91l`LDjdPdkDD5YVmG{}=DNs=b9|D6PP(x16(>&pEj=_{#JeEaex1sJfXO>qk^Vr1rx;zg4- zIerXz6QxCzD_aIcIj&<$oHEp>dtT(3BtTckZeJ7YTJfAX|?Xo zjCv0e#E1(U;JJ4jKd#ylXXTw8Ie!j4y7NGEpjZck28?#>bOL$*4n911I^@fnKYzYW zmo7raM2Uh0%lrB7nRw;g$b7T9eU=ecVCP$#@9w2gw%m!jymqhBacN4 zfkhh-K{QboLljYj|Ahi2v``UQ0GLLU5=ohckVXzcP?lP1nUD<(IW!S~6!~${P;R93 zR8yzGkY<~1zPZs%)$BxPozqm~6HsvO$!DK_{>hRwYywK?MhXb<#41%4u+ahr7$86l zpM15-9d1Z-%B5Ka@X01^x%KHJkGw%wU2XmGMqYvW67pZ#&g8*_|iTC&QbR-A5G2|A!xjIHHOFb&;Zq2b0&Ly)e#bAAIuBh$A64s(fRQF7KEFkP{6lQ5HrP z@h^W%BJ{%)MMN~ElxHsfkNTZ-V^B z1s8w_0(EK}U;vE7Eh7qm!I`iTh)sZH17pDm+6Ewi5WvM$Z5h=c9#J^M zsfuw_B*kC|^El9iMl`mn+_P?{x!0TqHJ&lu=RyY?(rJ!a*isGZTw@y5QHynR0FLXB zGjvbj3F6S(VT*>*JA%RB+3l$GLa7f;~=*K*XbYTkpF&XvvWxXj-5@6bs z|A-c%fSxu0EPVHS5BVr$J`AC+Lhtzy``V|mD2yR~0fXd=@K-W@#bfitTcclS7 z%}PE)pb#ur5QNxZ2vZoC1S2>!3J$>r7#v8J5Q2kcHm!pm48j0JD5x45k%rJL zLY*vQozA#Zp3Di)c%BdjOp#|%3II2bd_)@3aKjf6z$s9G;+q*k+oJ+diY3}*E^mNh z;7~QiSBXL}5|yaq9(TqqQqGHzQ)B5K*Q`a1iVJTLqenlwn%t!3jjEH)9O-CBkjABV zdYla$xKPL50J1sdI;2m3>Im-)B9TI9SMlI*JV$!RmXQR|6h2uWT*gR~2<#aa{~qW` zEQGSCBr_$1P?<^#N$5ROkQh`Iv>lC^sH_v?&2C1IRWC#1DU32uKh7gdLM>6IG z7ifc+aqyYYe29_$ib16qb*eNzOV>P?S&_R%CI5eOgqwjl>vJt61m5|5hRFD?Zv$ ztBGdW)&RXVuDGmEed>BwyXHWz4+#?mi@AfUD)vWUBCG@-QbEKfc1w$GY>6EkhBKsq zwJljwITw(r%f@7~qa~D_)`{dKD|yLDc1CB54CN>z1#MDhi4QN8DI&*>ZL8f#I1`{1 zCDwKlw9*xCCsENf0~d?2s>~aVyV1(QMY@=AolG+tT{@qpyVMod8~5l^G174kx6|XF zzY87N$p#8JC8W91yWU7gr@ikzs(h12-}(tyl2I_2^!9s6vQFU&2y9>{)dPk9)Q>zV zLhz?$xu35(*h2qWrG)dfAoppEsuk*wTbVkteucW0A^v3>jArAf|7D?qI8(7=ksT2i zPcRHIo-qcONn!#%#0wV5;Y%`=03p8+B@1u~46b}8eu}oreL6Ce-_2xaIQgCIuD88a zLgjmRWS^%k2?7MrghC*o0UDw5rmisNVu^+{XIAqSZ>3P(7I$*RDb8br6&vYZ3#78! zqI9igXq9%?yCzN6pzFw8M4yWhzo88p%FDZR^-j_>55!P61O?)SNW+f|*;_a5RQ==! z)S-s(e-Su_Q+ELh8Ws?F4phCUk0I6#c5todBQZ<{OxGrg!Y27+hF{wfMn&gu7g@C_%gococKqTy<@Z3^{Es|S=Ctmd!*vq-L zmU(VyaNFEpeTL45v2(0kLoAY(T#X?AuJN%uN0Sd4bH)d6bQCQJoC<>G)JGS~2r-?Z z3PB6)0^fGx8!zN#TGK$MWZ8>ORRn7CNdx<&h9&ZJUnjU@vxbC+9|u^92v`IPxPUk! zK{%2FKVn#o1%b>~RWha}+Vl__$brj-Odm*N52$Tn;008026vzlL?{xBqJl5PC@;u( z>ehH}aBe-ASzD8X*SLe!sEwZmZdJx_%ZL=~|CSX=6bX!xdZY0OV_*iZcSW$*6>|1D zmmwQ(aE@6R7sMxqd**wsfjYLAXZd(?gw}>NmnVU*Zw{edJYQdJ1} zNikv~0fQf%)@z^GbmY+^^+R-~I3K2%fHks;b?{7ekOfF0i#7w5SJG^8r!+bMZDAm7 zQDQSjBLlwpixH@8Y4AZ+lM;uAHHr5MGH6`6o zh(t<62@Z1wj}VWC@dtxo1&n}Pw}NrV{~`#eqHtLFIDR%d%9oF3cxW}n1zJ!$2N{q8 zNs!{znYO_OIptjnxsW3Q25c~g5NSx*XMNrwk%S;1IdhQ;qG~KM9)ReP6H!(~NtEZ8 ze(EPohSf9nHJkD$Y%ob{GI@ZPSV`OGYVnbi1b97{=#%E*GJ#lt28fD5f|Lumlt02) zu^5#VM1jtRG&LrSS(ye~xdUD4m05y;!I)!b5Ckn@HF0B>X)+cI@PZ$)c$fl%)98Zh zhKzNIHEY(E`HJJ5{{_a>geJH$_sm{}Y-p8l%TY8==Vtqd7YX`Fx572ZG>`jKG@f6`O<* z2-hbdVnu)y1_nR5JUB9TyZMnt&_G@%l85MZWu*fMbb!egS2-YH#~F3`HHoxlbrL27 zNK%Wf235G!f4&BaXqO}PMQsQeYNn`3L6Ve8nFfGb2U@^l9T=6oIF+_2pF=|0aoA$y%z|GAORuJDI>ZWgLyf&_n6FO7?XK& zIjTp$fd;kHEjJ3I19^r!|4K)rIR`!Jql2JFzq2hfN~EiKq=%HGOB$O^nlSfKB2sEE zq9`&}dZj(XOj}Bll=P)u5(UZD21o)RbpU_QV^#XHFA$S6sq`<1Sc?)iR{A9)5f+Jc z$|Lo)YRH7z2kMwwj(%Kps_oCZHkmIGT+}f?Z;jO;m8YefJLU2sR8~q!=9wQwHOEq_yHWNBF-Kayn%BzgxC~RW|k>Ci3umNBD1fKxF$mJQaQG0D0t-XO!yK9>FzxXvdXzCpMnG8~C(eJaDaN(!5fD@yzk1y4$0lv}w}ny>mg z2ANwyJ~NVB|2mRJqY$9mL7o%^n}#zCQFO+Xx_-sF#?&zrTOouByVfJS-l@U@2q1%K zhzIzwNMbYs6eV`Wo=SO$Jj=31Q;X4yG|;xZG)uEtKm<37vpBE=4;Yn(ngtah07FX_ zUj`FJtCpo|6sLM7Nz1-BcnHpr41p}jgG|VUoD9Yg$j+d?eay&w0;*}ld2CrW?%ODA zBL$Iw2!FQ#oD#s5!y0?^tkLIjm4U#m@j2YeeBYIZT+lA!inp^tkiSvE7CfY-xpFM` z8zX`SXuz%>>>P~?%q-)?mpBDDslpwpuR>B*3t^r!jEGfS#R&AdY}W=^kOMnxUv&Ur zoD0Og|K^;lYsAMC&iL0=%UqLDfK?KKuK=Xq+$BpbKGhxUd zZOF!e$jhL}VZ+fU{U)`VH9@Gg^Aw>Xp#T>u1wl}54G;j5lD3ec8mZG#Z3~9Ba~N%S zUEtc8sXUmnVYt?j9TALj47`wo){qwLkST{QgJ9JgY`72U%g_2dyj$7N6=;DkfI(tB&}EzjlnS4g`T~qf1cw@x+~!Rs z(T)0<0Nop)(MX_$vH+Bf(rMz+f-KUxt=qeu+lP$EfxO7IE!;>!zE=akGNjTN(EtR8 zs##$bIn)4=(#gN#MsU>Af}n7l2^*>$8>rk;vC+4z{J>x^%j8-cvtzDSEu%zj8&OTm zRDCX2y}`TO%Msbt_sygO!XHCtAGbNB&L;LpQ;_Voh< zCdIdl*YPv4L)^`J-Oc^6xqvO$Z;Hg$H0Bkee!BXAVJqK{`AvkqA6U;3OeBIn4-gCfc z)gsmAT}M`p-ZBaYP~D@u%mxiv%YyqH*J{-x0tba&-*kxIkxmG0ps+oIrrt?EJA!t} zY+n%3SI}(YYYoi;@dMbFY+2Bzg*_lKGvT+}Y!+Ts;2i5g{MQ|hYaf2jg{|UFb>i?G zZGl?P_PpY0Py_+(#!z|2l==fQo>(@p1A2Ai&I`RfP7pngcRwEFL!JfP|F&aC?t+O2 zjg1%EF(lDiZrg|8+f}aay`2nLZtm~C5?uZi#~n}dt`Uq9H%O=&YR(&QbUU*#2Y-;6 znkm7}$KEIR@2V3UgHRh#P&=-y=X>7NS8aT`Oh<(7-lK_B*V=sY&FH*59W*EDBYz`J zs(v08Fvkp(8%ut>Sz_GOl&^Rsp$_Uslh)I;G;B=Z#VO(gvP`;*h|7#27mneu4#Yp8 z1-8B~`SD+$OW4ljVkIu>GoRqUuHwTULCY@WFP`i%4#r#ZMU~w`%V(|MbW$krfeu9B-5? z0ACxma|PsO)Fj8P39mYRi|05ct`NWHKFUYxt-)7)@fmO4NM)`p=Lqtx`tywjf#6dl z5Bu;c%m^#={C&a^5sE=s*3blWFMrlkuviIR^TTg6)Raxf^x_R9;%P7jUmEHpsn^RH z>lmKbtm~Y=dDma+^das{P$D$T2G7I4c21V4kS1*9XN>LIO5#dvu8q~MUN(3+VpAC zb?CGa^5aL8C|G1i>C%SIZQOL~?B=~Y_v$uj+6*UNyiFM7$&U{aVq-`V=tHDWr(S)? z4;@i0Mp^P%iGD9qo&r0nKHB?hg zwT?EjkdHsvu&C{~+j`>-INMeeZoJ}>^EHeNe^~E9Vx_aeMCXR+aEctVFz&!1%v(=A z>85bcJ=X%%p+0W!>sG!g`txs!A*RsQH3pr1|F%K}8D!7FV#^KVLVD{>BSd98?2d>L z`%RHY6?gbCix~^1!p0qN%q~YB8}<>%A%isHjs*;8=*cy2YBOVwI|fOlEJHqNOP4%0 z`DBz+mPk#QkTeLWQ_^%pWiw~~Xn+9XjOr{w?i?%6udcZ3QMniyB&$W&;tMaL3mxQ8 zEui3nF~b&ZbZNjW)0)ybEbaPgO||y))5s<&i#SD{ltas zzj6gcw}{7i4UV`B8+^CeEbNuN!W?$U|5smrbEsWJ8A@b$;fDz>I7TXJWKm%q8{RR+ z+6T@e;vmns!{viu*qCOGmc)Mhj;$2=dy-fxnS1ifH{T}f528LJB+nd*r}JrIxg!ML zl#|Y?46{>^L%9fg=t3FoXo5)Epxi>JLJ8t&aEKZk7(=P0wdHC=6I-Y(b-}A0s)A&@ z3}(Q922YiWGNK7Y+f0a>-V6s^u#(kq?)IBHq#=g06Hamh_p1yIAz6sC9d+2VxZ8PW z4D3M;PK{=tCs0oHDG5))P(6$1p$H1j6 zdO08hodyRpM9orgNXr2+)hG&9FfgLJ;4k?C1~zC=Yh;_uATWalFu-9lpJ8SRPk7DL zz>QT=cvWm-gM|XU&^R*;V;TZ?!y+OlLpJyUx#A@v>A>?kC$gQsuBe>j9Owsy<09p* zv&3^b(R5H8=nB&#E_a$sb5|Tf7Kg(w1^F{xU@RxSsIW(U)d-CvTBGllCj)_X2aaAS z9uhu8qC2Kkr76W|hlF&7{~$D^BAr~wP-uG7k1Vp0jwDGW897Ou234pTo8LuXCKRF! z^&_9;hye@`fTu8`l=#z%TGG-#Rst|Cg{j(JCYZpiWF}F&tg59l70e1!s+fpj0~nCm z)?{vKY}It;q1=kLv~i}I*yQVOw5ggb#77I>j7=B9NvqW%h@4@35sdJ;ARSt#ht;uN zzoK=bA@DH^XSin(kF!}D@Ux#@1ZY47%B?8620aJ$PZb5U9nV6JLR&;!;-o{cc~z7` zVn_qOLaHx>rBOt9{Aft2Fw!6)fe1Y4-AbLy(%-uD3@|N#%WR5Mj44&S5Yeemz589C z0(HCNC9h423Xx5o|F^stQEx_`8Usp56@PQ#+Exy=O0d+WF-{wxSFg4-UMBERV|}0k z)54gpnbm>&73KohiWs*-Gs4OYOf_+HC{0nuGtA^GHhZJZHdt;zu-Ok5h;z5y=$1kS z^Hs1IDjn$bt6xR1Y{HOrTMkXZIf84$8TRQ#>u8Rkrgb7}3wpZrB#}J|-Bz+9YRkdBn32V>E5&5WZQ@W6ROdL9*w0MnY<45u?)FL^@( zUOeZSOLgXRpD~i%hoo1|e$L*YJ7T{-<&P~~LzGvz;FbVqO)LNP%YF-$8AM49F^$>O z7{*}CzEDkp|H8!ZgCp$L55fU$6}Iqg;NaG3a=61L%p2TP=o&4AOFgx5A#Pmgw=1)_ z#n+)RglH^d5gi+z*fEg|aQq!+ISYqp2<_qEB^@C%QJ|+CazWjtWY_8-w72cmLl1Nu zDNi}sJ9yERX(uA@OyN7e-GT0EcSjuE@k2inb4kl=X6NFFMQcVvccOQO6da^X>$4=F z2`$t+=UL)D-SfjOZgHk2;HdArI7iY469GUq(WqRsTJ+>U`||g|lwQn!4;9wTL=6gF zJ5(V25CKw*0c?+IFfogXY6*YvHXJ0It6zXrOY! zQJq;J|3YMw9b;s#d)+&dj%J78ION=LLDdE_b+Rq>ZF3v$I>13eN9#`}k6T&g26h_M z388oHfX40Ctr&RATQ97rMYtQ0?mm=nFTViZ!W&*md2nxlo0&yOD7YMfG~E<5KuLzC zDIq)F$%s!}^%XyT>&bgvLA$;q8Q;hN-jwLMlza|vfP$k7>@@zdd@(O4KL5}lw3%=E zP>%3J0I(4Pw)#a=6xP}^O?~PJ4}CIt{nUk_$^E@9eN|3Rp{qXE&Lq?3>g&q7*1Mx2 z=TtWA^QSQo%f%rioX1y=O@j_aORQ{*yKNh?y34k^v$niroC3io3i&(3p)$+T5W(94 z{}?Ge!%G9+%7W$rE_xF#$Wtj65h*ybyc}?W%+ov`;5_f>yyuy&4Nw5>NdSgRq!^Sv zOS&^)$Uz<4K_28m?_xb048of_1tR1mA>@eb@`zB107po)K(Vh?I=Pu^8o&rX;p4PJ z$wEOu4CLD-N{Iw15P&j}f)LO-={pqM5F6|JIaF&yRr`%Vz^mUlx};M&@jDIjvz6h9 zI@c(I|9}oGP?xLQmA;!D8EGuFvyl~jd7|9{&7 z6FkAldjTFu!SCq2gL{A)ys3{n!bHNs9*jn51O`X~LT9{2@&O7r5DGfO#zKRM1y}&4 zXhKPO!ux`Qx&VtQj5I@m1L1R^ER07?>%vq!lt@Sc1aN~g2!Jy5IW)Wtu_-k+Y(uwt z!`z6&IQ)%*B%3?L!#vDG71A7XVUXAmL@iRWLrl9kf~-Ys#71PUN5sD!vmxZT7aW)@ zW0MZ-sE+_S5xQ%b%rTKB8n?Eq4pF?n1)Rhfalm4ezz7@>B5+07fkmQ35Z@vKGvd5k z6p=L2MV9)JUK|qQsgc@o%FM%&VpPEzDY%!Co>N$W1}KO*BRy~A9%!6K|FqOWMzY4T zY)g)by#$~=w|oeP^N0X|FLE>*bIgo6fPz-Ci{Gol%y`G?lgBI+8ZDTxL-7M6u^ya> zfHSxt#{kIc6G%%TNT4%F+(5|OXoFV+gHIs@Yih{Ucu1!c4j*z>T^vK~_oO;@q?$EJ@n#6e#w+Cqu>=3e+lu6}@Nlx4raoZsuvPtc@B2xSnQ&c+* z=}FrR$}y@JqTJ346oV{NuC3h4ld88g12~W(0wjn^A%T(PLITVa#+BN<&Qr>+#0D6c z!G?p9xg?*nOv|(+hG7_={Txs#*|?-Sh;Ag%hmcE+2sui~%Rvwn|HkmkF4UB*I-0>0 zz6UZ)1`?XgR5d@St_45}+lv4z__Tkd17}jvVakjTx**KVz89jEg&ZN$6b;if&EXIN z0U;Olu)5YPMA?B&jr5Kk=t$d~KZcRK%<>K*m;&VrkNu;OGr)mlIUM$|o#7-Xmpo2w z*^vN|0p={0mb3xrbP=6AM97-J+C(<&w2%tqEew>!qU5dJ;XL$IO3uT@G%`w8 zvx9L@l!DKcl7XybLC$-rJ4m>pN>Bw&nf~<8X#`LKjZ{pn3HNEQ1mM(2O~Q^)0Naa! za+J`%^h?0R!k2rRuK_jbD@=Jr10lEqA;`?z03@Fn3InJg{{gUq6uleEyiCm0lo_2v zSPRV?4UHUyNT}OV7z0Fyf+!)Sml+Y9t>Zc!O49iwg5U8G7UVk1Q5Ik+((<@cz$>S06!a5R$7bNWle)D zh`J_oCultmUcpFVLno3l9y3KYW&6nHTA1_HN;#?>w0)7{Ap$EEJg`#_+mV5~a}7?6 zTe$^OD~;Fe5L5Q}ku;T&ebLr_p*%0RKspUv|5zk5`6SrKCC~B%xP@)pA>lmUiQGCm z0UAiN`CLIHc(cnDD%2%iF}X8bXkizAVHk$tTA1M$23Zx}PZ;@2&+ojG{i6inFY-0o5O*;U097rG%$nr;N60R13&oP;El@#kii7NnHVTmyHZ+$ zeBPt&f@5V!ro&z~-i=n#A=RW7i=5Ul60;c*5`F=x2~=P;`WJyK+YvrnbwZ9HNthME zU;8aK{f$X>^4XEL38i?OiMmf?1Zq|Iw2{pBQ2fSPfbkV=|7FXzDd_f&=N*K0Cxw(^OV^ zHq8Uc5V|u{!(k5>$)|qy=aB-II3hC{*d38(u9P|fn^r;PQfQFItsr@5u|u|re%JoJ zXpGj5+5)2AvewD=5Rn$1k~ZlR7`RYY%EN8x%!BEeJ{Tf^SP!NFo9-h&YJo0h#*;-~Iy`gs#i@wp3{)xYHGHMHhvGE6!EgE81$H^kx% zKmdaX$0ez*;te@J&`hIK+E{UGc82TD91blovCWLb(#&i8<_+zow!S`(A4O9-HpDTq zV;UitY_gC zOAYcPTxuy{ZUS|3i5S|-kZ#SOZV!!ODaLLrx2rLz;x_b5#ypa6Tz~>V3iJMAepFue zZtrzIF~n+vE|}}?tAoGFZ#$o%3~ARf_2}HvEdnQ=K*i|~QE;$TsWiKBrG(#zA*m|G z0X=TSMQ+y&=j;tfN!;{sk2V+)&t%gs@$K{iBS`ENFI+r5*p>!H^Mvu(u3(y$*vF>W zB3S?epsDNva*coi|7}!mC2xo!CvsjUZX_4oU6(x_*7c%*>izuTjd-dn2m~tE6szW4 zuCC^-=1^SHg7@I&-lYRXsF))u-UXPc>QaiOxQ%x9%ryst_I~T)F!$n+jdsRsyuR~# zMv%=y7XPl6j~;MSq}D$lv*#&a#I{X)OCy6{-#QxDf{oG*33NQxBaal@NuPK^k0<&? zmdQiY;lX51Cvi`YV1yxDq-1TTY;hMi^c+~!nC3hdZ*}ImZ9T1#SidP{j|f~Bh=hn4 zG~q^MPio*ca-a|Tpx=dENb+HCy<(q|o_EWohlsl*1b?&?E0^{y$8NLOM*|2){}~jB-46Q%2mlWlgL7ZrHk4ksuNy7G6(i}DnFE|Pqo6NW~;Bqc!cw;uT?OJf|(lwKcIl( zU5EmRK_tN$Kkzkl$4oZ=rY?AIErNI5sCzrVkQzCbc}>L+w^xAhB5ZR}ixgjg49SBB5+p=QmfT^32tcJHorOA;mDl6MjSRseV~;lhRwBTlS%F<}_eV7Q6w=F}-^ zmMKey0fTXZ0-QgC4lQ~#>C&Jr9NJZDHS5-{U$@@1t562hwr}Ikt$R1`-iJMZsU%#u z@59oHBTvrzIBo<2V$eY&T{;{vW`tnJP8|;S?$yD74=+BvckXSvjKTgRycRTP{A?iX z|Jn2L`GB2=Xak2%8~x+KU=g5zQAB}77jX2Kpn`3Lp#>InKv;)_6H-{Ag%@I&p@a!> zn1xD40aXN0Of|)ji6^4i5L{G9gabxi?a+~o8u1{5T{4W+7ZN?FgakxhJoM5FP)Rir zPe&rDlMO)?Nz_dhA+;2VVU$S4Q$>%P0Q>KU_Lg5P3QWg#w5z`AX z#hB4XG0OPWT_f!^mPsIvVrgWO{~ozyzeV8yWl~EqWMvja_WL3a=ML1RR$gG` zkPU8~G$s;d!g&^&a^lNon?}4DXGkW@d6!;y?$|>Rn0C)tF4OnDja4+ z@q-WrVgZI0aGViDu7^ctXac?#5I_ud5L>LV0V2zGfMGDJptH_GOReII|6AKQ6=w`_ zlMO#m{u7DhVs4d*ZEkF%Of$mE5k>{CMQ>j{5P|Q=A+_s~PyoZOB$GuFY_L)e0r?P+ zSH2ikM^sTE#+DLa)ld&Of@P9e8<*8_T62b6QkyLHP?iiMjPL^XD5uO8jV$-z@})BW zS@X?qXhtYvr)*}o)bGRpvuZ^P?OM@9A3a;r@blll|H||L_0@IGPa^y#l9s z(Vz#XBSKqN2a?`>&R?+`qrk9KyNMj^c0W=WRIKLyO7m z!oBDjVR{>*0i3pHfB&zP4QZMj zB`KBTzC?AZluC0EH0z@8Cks%oYBTrY79wZ?J zw;>i^^>A3DpQ;KzM(o5W~sEzrvl&~vDFegQn-KtV}PJu zViShh45l!{7Pc`^4hjXD0)g7#hYKjP0fQ+3T^Aq?U%A0%Zb*OufE9x?h)r+Y}4RN#S@HHP&3Knuvy!WiOafCR{Ot_AoM z&CpjE1D+uZV-T!132UG*WT9Dp)1d+xTP??y^Km;6q6~S163azTBUBH& zo{g6bJ|n#47Q{LNlsoM+ad`mw6%rkZ6TuDjPRC4ZD!z{!pn{9aNxF!r)>J!8pd)!ifxQ;FE*t z*bA05Q9OsYkjmTXoRceODI^7Z=xvw6 z#wQQ?w@Q>FMp>lhHJ9mmaNhG>Cq^c{SfXsPX2(;^?t z&t?&6_|9U!BVReo3p3T0=jM{R>1(LO|CXL9Fd;sj0daS*nP6qDn!)LLwcxaHhBN3K zFrJYn`W&NxrxSqJfT^k#Mtm#+4V%~>yft9$Kpz!|I`TcwQK|< zSmKO1U?yr}RIFL)B#**eWJF}(0t$tUlp?`lq}@&Anh{dxwc_c81T5N_EUp`z%%m-z zo}b;3F76`oX_68y|07cg<1ltoF&5=gW|HtRCEe)EZqVErFaZS!rLF-6h$#@@WMixu zNYJ$*<-lVU6alu-LK$!x8rD_Lq}O09fTz7aQxJS8N#Y!(s_Qgc0In~4_6>>Z6zB%JujBt8U?kyN~S1?fDAN2*1^ z$d>DPL?^1nmRSksoMb`elfVU!mt+81K&8J0N}a&}ZQcv2#ZFor4Qf#=;^fBYBu}Cq zY5n9#1X>b&p(bV8Q#RF60wF3uCo05(QZi?CM$Kbbr(!szX}qNbqyPdyp+qGcyhm0Wac>6UV7ms01If+@_TTVPuwB zRF;L7Xu1Fk=&BU3022TyyNKY7ZkhC~$c+Zzkrv!$30{ZZ=7)kPk?tnGWD(2UROy*u zlj_-%7N_5B7ZXgW0G(l&W>S`RX}Ox~mx^n;PRf{OC%cvgnkI(TV2zu`8V#-A^EK)e z)G2!s$UcI`7kt42EK{Hom@Y*l1#CcnDXM=e#ej|oG|p#+T@8ae=%t$7Rir`jWWj1l z=s$g`W{RrjSm^YeOSskM>Uox`+DP_n&nuGX>iuL6w8e>TCJ(4+KH2I6BAyBCsuTnP z1yDdcCjY@th7J$R=pES>v3i-Y2B54e>#V}bBO2!m*2SCYX0*pqPqGIxtibeI7s)>RlJ zDTbkZ!6^tVCK2p-3cvsi00Io^ueB+oW&u!GZu?PyXJlAkS}Y%8Y^EZ?ycLC&jl{=- zY{<%8?${`c(7+<0EETEjhq5enxh#;vY>jjgN%*j*LntZ1^p!3IF%wm>CFK?txJ zjm)SIl4?q{h^+1TCYCh>3u1diJH12%nRU-%hJNha|*s3Fvgi`l$C`HOIa^&l9VlSZ=i*bcCl2EnZO5xFCy)ov|8`Rop1V@ZB!;e+0O6M z{7fpmZyu+D?iphp`!S}`ZCf%Yc2dgq^x>} zyaEisF=CW0JG$c$wdn0y6}aN}SFLI{s;QQ57Y@W<+o3Kx&?wD1a+ zUJ#p!49{@(sBvv-Uf7yRYOP>O{qPNY))0H73k1P?q9dohr2t5P2{eyeZNvk8nA4&RaW%Kxkk_(&l6 zaELys5XW*R>S_=eKp1M@96PW9S#wNenXWQ{2_ylr602_A*+X727C*!|)5tvQB=#6m z42Cf~Z`TW+KpMkTJj-(zAD{m$XFxm6KJ)Y1`g0%Kbzdh2E4^(&_l7xY?ytO31em}g zJ9J$B0N`d_7xJS(i^c{|9e%o_M~6rc#EsOEbXFeFNoTAFZcI`aOpSIkZq+gq?byhU zOiHcboZ)Ux%XX1v?^|neOLei0I2XzIaEdB(xiK>Y>Z(pn2B9c`p(udehCmXG#32PQ z1q463Y*+-B!O^kRVz1w;*+A9}TNIoDG&AsRz$IRa@(@tv0v|>P zpL8pu^l$;$l#vb|L6miaYE^`)M$H}Ph+g`vyz#q&G|DNV5;klE~SS5YJG zEDLnpKof>x3jhVY9t#9PC6qxU&;l)B!x?DpO|nQyoFv|f3>L2xT*ozAgLimm?RdK& zU4-Z%p>Z0wxQo-k`Q8ougzJ67OnlF`xu(J@{Ii+gcbSK2ej`d=okAI`;re|YTV0dOm*Ey> zb&0Z$o)4eJ8h<(;z1bI!dOwx=^}fIf9O-lMcB!s<3`3-=Ul-2?fn*%o`DljzIhKQ zbe|0K7(x(=+{~;I$~o z{_N9!?b|+du6Y?O{p$m?oG;~mOUk(;28ccM5FGFi7||Y>>iBxM3)CicN8I3J4~pYU z?9QlCvw(!#hOfYqCDIM-7jIs@Uaju+ z`**H1z)syrljeph0s$dC{v!oWCK{ibPX5~5WxfyCP4&b?HnOZYSpXL zh;jWIc5K&FknnhM8#hFPy9ZwM@*8+?*Z*E-Uo@T(`9S0vd&qb(qGNRF(;to;aowcQ z+Z~M-70Iy&Z;39ikKovG;dB?c*|&H9o<)!cb_WDtEO0lEgB}q|@6Yg|h?X<%IE`pH zFFJ%mvJR*QS)xHEm~M!Wrjc&SX{VkV{7ERHJ~}F?!NhXo6cJ545ycb9N`4y=OxbAb!99d{<1Gt|%7l%;0+$mgxtU}b;RWjSl+J|{Mj#=mKJz51 zJDOfNAqSZhWv(Ri9!ih8_avS4w*UC1r0dE6T-wc`{XE(eJpl)dbGaT4oKC@x{M<05 zo`z~kQAKZ{=>!rk#3@4zfzr^V4~F8eAsUcU%15YRkmjmlm0eavD_DFHTC_-!k=bgk zy%yW3NX(Yor>gX;u*19(Ab>N7SW*Wjn3&?pApq!B0>v?vn&SeKPL^1Pe73(O6w#)C5NX)blnx zDP8%6_~N~5F^LFr$x}!{%>lwW(Ffy&7w($RZ`$uBU}7>;JID9=op1$gUQK67zzguz9;0U@;=j9ZdoWOn7p%m%Ta` zug<83s(=Cr!$t~yRpWPGe_uOu2lhrFSnh+7XtSc=fQ!xHiXdLDpqWVGs85U4yAIH& zIrg~Fhn|BFiA70^^rlMza#>(bCYnS?PllXF)f{4%NV-@s-&>m)u zb=CuI%1P;+bTaAs23?IB=cBm1Htn;;&vxssqa_6tu*YAY{qg&1-$%3SB2iqiunb^= zB$ANgfdT3>Aqk?n0I|LzKNAUVDQ)vi2>Nw6#VxLNIA9M$3dRG;QH~;(6Hak52e3Iw zj5##;+;@K0kv^5@Y5zp~6`@l1xrlUbWCqF3@7!a8+XyWsQm|d$1V90i`L2XS3D4$; zXrSZmX(UfmBK39!HIPgQLK1Qwtz2Ne>t*jGSZo^9f(M}PNa1_ddLR7AXrrxp0*z@@ z;~LqhM)aw#jB%8svfMUD6pc|VY$H-#JQDyZ@Xv2>qrm?D_7$t8hyZO9+>z>VI0ruP zOzn}u4)kNegIy#xm*ZduA=bJ@y`)bFiq1&%)G<^3saGcB&c{f&DNib@iY23=>~N?O z7NmfHRx$vRGGY)Q29b3|+?=UM06XgR$tFEfUKW|A%vVjwc@lz2NNUBzomdfj)YB$T zT*VSEdasbm3jd!S$@!Nvwh^7_eB+GD*-m$Yt4Qw@QarsfBzlUa0SWL-3pRiNs&(cw znHkYNg;YPLe8~fiY)#@6cP5qLW(PSa*gy=n8w^q;lV0c`frQyhaPH6i6gOj**7 zVaId`dQj>r=1P&p(wInmfeo)S(^{q^2phh!<|muur;+>$ zbeA>hX8&t70%Z#2JRJ*Op-w7;@$l{?FW8vq)-$`C{v-$k)C=4g<2-`|kvl^rDspZx zLOor!C)Q*p^|t3!s7eSVC&em;mdj0Fd6TQ)tX5p#THUFT)vRV+r**m8U1W9FE^ft& zJqObz2skCLc@4~9$SW1vwuZ1`09fnTBf-U1Qf?I;2nI2S(a1`+cp~fVbuLR%k!qH+ zwbEEmKx@j;8ik}SjiIc9^1DXa^tC97Enhja%i5X>w?f=4a!lph>WngDSj{GJeN~j> zPV+$3Z0?M+`m^YCmBTnXRye?*+!B%xG!TT+MCDzH*-ZaT8YgwQi}cTvLi{bf^X6j5`8wH=ypfIARF)m(C{J)z8u#R9ENy(O)LB6_VE|jkRm&yHSozWf;Oj5L(!f2FtmLlsLy(JtnN&m^Gnvc0 z!j7eR%?f@RPfq7xmYTB8Mxz0qK}C{1!?sI*o^8yUQ|LPHc031qt_ewrOh?Zc(k_tn ztdM)=b6a|w&lTk=H@z&rrMkMI7WEoSA!L02dwur?xT*=7Kxuf|)qb6e;9{*60skb_ z)`oS?dQzrq{dB65`vvw!g=sV>p5Oy-4qb#1yyg_QnX@00Ds-SJU>f*@Xcl{cwXdC$ z6aXeu`t$aL5N$kLiMBdJIrjA6&ESqbF?!OZm95}C<4}gAP*PY5pnU|^fxnY1pV)U< z`whpde;sS$1-nzkYtJXgQS4MYc)_KjfCdN_vI1$&%qOT=UNaV98xM0wJx&s$Ihf?h zK50pE@^_P}+bC)-rVLshD-ovfXFyjKM`m90l&s+9gIP=xMAG@+IaRlOcb*GuMFOCg zTe(eV_R)>|v5o;s^~*K=384PPsTXUUW5>D`w7zw8c0H}S7e2FIt^4mXrT;JpC#Tix zx#X`bP`;0y4Ra=bn=0Z!%XjZG67;_Jjtf`@#T5Mbu~T@?BEBf0T>P*_=uAu(ShSU| zISW{T`3>C8FSIpt33(1~=lRL-GE4njAof1MQH<-wq-v^SZ>bEg_KxDKu0q>}&yKRr z_kPdcC{P1^r1-|JO3W^-I*=;bhV8WCNK!-k46EB-00(fu1z5lj&S1-St)jY5vK~hC z1kCToFWHJ|1gK~B4lnUWB4b$YB^vMX3{cGk@XTsL&u)tTQeXoFKmZJY)9&I(OrXH{ z@6f*Q|2(UtkWIlbK=lmp=w57^6pR5I5ZY)W>Xs$0sBQzx$O12rjsJje4)gFva&PPq zXek)(6bz#TPi+vjE8?CVnLoU+XF#TL02$tpe^e~Rd zq7)`!5+p$#*O49D(H$qj6Y!86=kY|+4(x`+pw`MB4Y3fNLU8;L2H0jtPT>@=0UH`| z`dngA7J>(KXcx&P1c=}gC8~8Mq7!k@|2*ynC?)_)@su)Vs{b$`6+6;DyAmDc5i7%TFRt<)1+f73v7N?I$qFuT65t;b zARu>yL;}$;2vRQH00vrMF%pso&_kjeQYq|803N^uGR`79al|~z&JN@{JaV)C#3)md z6iX8EPV(oVib7aY3E^xBOUkoaMJ1F6^9G`kjM~7kLE=> z?MOOX%_-tiE(y{w4h~3mBp?%j!wSFvTA*-xY1fz_2^!LNs3vgwC; z89#swZ4=#a69FaU^-Q1|dD9wuv$;ILBdp>2$3_CIpcI&sN7r!@ z@Nfd#@S&1P@Li=khzjQ!d9-?WABnqa+fgUIVFTKl?K>p^*ncl4z3B1^>v9C^xHgaH#$s;1_R1JC_1W26F|Z zU^PqXH8Zq#G$sg{Q3OO1M4QV2*$ug-v6@g+8@I_(x5)&!^Z_0~1JtcGhc5GqGewM) zNW~^cDWOMKl@idZ0T_S*P@oA0NC8gOR;A)N!K*q6%2dNj;J6b?>oPpW(?)gVFcyGZ zf`A1mfC3(X3ac=^{4u={z&_4E?-CQW(6sSpWj{T#Jj&w~KNJJZ10)v}PlvKV6HtV> zDNeO#nf7$2QiMc`HBbW}04S9HM&eKrm6%kKvmmokMe;UTuTUs;sw`DSbHY(=(&H9=AT@WdD!~Un)~f>dRIih*NKh-ta&rGP zD*Vt`i^M!1bm|&F0SG`VXvnvXrV_ML2fdW?P$OCU_Bre%M~P>mUNKrxT;8M z6Ra@_P>U{43Q5yX2}*OB!aU(70RJMu17ML~*L12l)HCBYV40F`l?nse@MADWZs(Ra zsW%((R(P3$Tqs}(FDvtKL@gngTL!mq4cArw?9VE}A2y&g)t4Lrx5pZ8yq1)l^j9xh ztvE+E0cw>hZBZc-Am9F&A_Ay`gXg|Oy#}yWukdw5HADx4OeJ}7_% zO7fOS^^WMNc(G!M?N=`_wtc&j5+Z?P|BL||pc(w(ah(`CSN5GKx38?rfAiu`^GS0> zmno3ADJGC9suejn3TSyp8vminCVsPZJyU|em4dC&0DTZ#&-FUoY(f&ycX>kaNJoq6 zj{+^zxSw;4{k zr0G#|PtEzlLZjuV0Kgb9Fn6Py0-D330kY(p$uy3&b&%2Ufe%@nopz5!5?pE5GB3C# zrIGZs5qeLFbZmtQD8Oc|usr2;Yr~>TBsrRF%V=cN1E3Ovi;x6t*r2IbpiNJq*{q>A zbxWN!XP3Aw3qX)ubOYEJMaHS4pL8HWT3GFJN;~?d@8YCcnzAb!r6u8|IhFxvx-$ev zjU#&wbDE6CSYBpXe1N*39vP#-!ZS1=^y)KpWhFw;&`*Aoc5mB{CHNGxQ8MGYc3&@J zl*!FTRGLO2VE@OpTf>=j{^U=vSk~)z9HKmK^rhq)w2JarFA(27~m58 z;V>$p5t;x2_**QGnSGMav`6r)by~FL3NL8{C$WJ(LD3@5l$)7anl@CfYxlOrIk-KP zw|x+|uUZ*z0!G^zKn40wit@HYuHLLN!c+K522F~fM|v%o6pJZt=~|RGm06jfh%ZZo z&YS6cxRjyQx({kFb4qaJdnyw9E&@Hp_$FMar?wQ zbOf}T0A*K(NnEZ;hXrK##vA!q>B>HmpyeWhv-8%NZNLyPTxS?$_bGMsk!9&fLt?{Ld6%WMx*^^H9(4eC-CKr%yYX zmHF9Wt$rXfsSzz(1)W48J)D`gToXNzy|=d;9k+#Bh9#XT$xz6P(9r)R(@8)IqI@re z8fFAdinh52UQlTreJCwCy}1;Kt2+RQn3R?rW2AR(HK3FW36_~c*Sqthqg14QeJ zh5ws<*sY-0js3qF0j70!DXg61De&64#h!A!D^mVi@ZH*3UPr>SqnV>7XZsCp4Ykjv8l9F?fm4&{Nq8svPItO;+`H|8Ggb==Ig2N;jr4t z80Oh4N%KlmVjIMhQW=@Ms(qf^1DUrOOsYf9(Tm;%+Icr;SH<(#L+Sl*zZ@@qQP4pB z=y#JsFL>NfeQqDROMbdUYE|?@AkEZl7FRzAEZ(u(o-0h=G=m-QO@!F#-m)Db690lA z_V*KTDY^-}_}4cZ++{ zu~F!k8+HR31L`kFTz)IM3JCxp7Qi@_0ER&rZpxIA;-X>0 z6C*x+@IbL5#T6-1B-psI07s4u8hji{vZTqAC{Yef$+D%(moQ_>oJq5$O_vg^Fj}-o zkRU)ng9;tWlc%6Xjv@ugaI>k?r%p^HzdJ6~;LJxRhm=|AsiRR%A zgMENOW2&L%7-lGbM%iU35++e+o}qZchai$r5ooHZW&%a8i6@E*b~pXCKVyVMDD^G$N@vj!^4s5stMU3@xO&WJ|FHaAAg=cIfG7riwZ$YAHr6am25pc$uuC zx$xVKu9EoJjvh$yfO>A?wkAynLAq9T)3tocC3i64+XpLbF#o`{28bCzap5v|r2qzi z$q{Y0omAn@Qbuc$1}O}1vbsdyD|Nl>y6Y~y`E5J()?A|-b)WynDb1i^mld#VXS*a9 zu|_1E@WOz#x*BQ^Cq41q5?A~g2{e4D@tGc6)>)1p>}Z0>kGe7M(;FRx5Tw;frz}<~ zA2bpH16Vlo3N859fX*5K$AZrfJTQO(xG6yC*VmSGG|$WV9NyIZc5OSLIsIYv)qHkz z`|rU2x9^*5F`D4;Y!(mjzycfZQsx)Btry%Loy{{bVEd4WeKtlot4u zsbyBG2O1#m7Hui3%(BbXRc<*=Y6jp!+#;-S`bcWZ9RCGYP&3mxO-&zJ0HQonfO!E> zXDmP#`!Mo=4G4g7>C#s4Hu#_1?XF#a=$+O$NWv0o#ZAOZ8=R0QyaFxHd0|l@Obmd4 zOG&R-)H9ZgPE@xTeeZ{OA0?rZlCA%tOiWPk(G73#)R?7#K$FHg zfeQe4zV1;*13}2r6D21_`<*K#TpCF0%Z^)EGS1;%E4`-O&YArpdw%R(wUy{n>E3Wn4;Gy za{lF5pZsJx)yYmvs!BWXyn#HeXTExZ(n^@n=PLi{6pad~Qu@0=l15gOINAh*_wp4> z$GR>n{Gp_1P3uSp5r{mFkgRZR=^!J-7XPZ&%cV5UD|@>6RZ9^Ihdz~LiiTR$OR6eW zn>hhIPq5TlRpwdUyGYYcXjAmcvkAzZT1Q(_wz^fNpiQm1viZ`O z+RLjX!znil8Cxo9rBVVQl279n)WQsvsD-uXVG}D)hk(d>O7p-3ymuyy+^j0DO^^Ud zz`3B!1W0xrYwc9a-HnKrwBVhCX`$KO@`g3LjjHSKSXTns$Scg1>1Q_U~fSKD#jDWSPvc0MS9>4R~^6a8wRX}BK17wT|lQ}wKEUz@m zQZ6Z#PwVJPCuqA;0kN6YRp_ad&1`6Hl!~bmn*!{VdTyQ=VQV~GRNeW`B*?Rl86$!| z+j_Z??PQV(y=nb0awcGwW~VJJ&78m?(rSf6l{HN4X77i+P0?4c=>=_GkNV7^<|gIJ z<3u+!A`<)aREW&UD*Vp*)&Jz%Ls!l4m&w#GTuAj2#+XY*iMRv9_b20{Gr&ZaM z*0;bD_u)b*Gv8IscEYbM>S=$(l>6jo{ZzIA3e2*40M47af0*u$cYL|AmbE+yBjCpZ z+TAJ0+D!)H@D9%vwD%r(@Qm$mw8CK!0hhVXDZ6qMD>LRT(RA|;b?t6LN8%HQltEDN z)}nD_0A+~8tbp61bgt9mSbuenMb4N2+giDhy<4p*qLHdHd~3tjZnbwVN1E51q&Lqw z+vg4yOvj`vXWt;uQR4HoDEvWRF*+*ysdR%tMFD4Fh;LXE_NrU`>RFFGVnZHs#&-SP z0&cv-&crmcqgU@Q2mfuo>Ha&nhm;MdPrd3_U(&c+ne?!~$=U%*TaM12$a}xZ->=*4 z$VD-7{`~w@8bB$y&{p{T3?@l=2IkssVHc5N% zfHY)jIyv?nH1_J(&wkXyec5_Mzx);b-cOGe;ccqDH>WLlDE{6$r<8kEQ2-6Va!;3A zHPT=fBmiOb04WeU#8o#bf>`KgG151Ew*n)`Rcn4`YpddFmvI@=vH`l+a_E9x-PLIG z2RsrG18~rOFxY-$fOD_6f;Px^Hr01XR7E~WJSw;mnbU;g(Lmt@h1nrz;6s7TSZ9;5jF+e?fnynz6eI73 zd4Yp<6TmcYBohI}M`yTE0tkzLqKc~shpkA5mBVjvG0D2%D$S#`A~r?iVih>!0mk0^Ovi9|g7coGAEj8W1mT33)0 zgOCvEb$>=<%H@y_=^d}eK4eIdE-{Yx;*@)Ykt2ya9f<}X34>!0k~KJ$B>5GAS7}-@ zMZQNr_Xv}jc9Z)!lTA?oCOMP&BZ<)1ad>lqoETu0L49)OeMY$gNJc<@*%~*-J~ji2 zL!*{}0+n-geq2d4Re6;%sFlpNnDQrd%?2H(gqE*#5*{&&LuZqQDU3QP0+BbD()Wcz zN&k($W~g8Jp9h97#r)1~^A2W|5*7lae_oE$ESs$$nWWlD#=_1+XYz z5RB%PM#rg-iKu_I1t*Wgn_tyPp@VfkX*VkJabMV-9ynMM5oq6MI%RM44waaP~)HigPGfL7mZ=7IHxW z%+Y+UAv(75e88oR-g%)P_#)xSK5aAr1BF`w;DFs2bf?HciV0dJ`kzz@oWZG|`PrY5 zsiFW{8(rpf&8cq%8bgrMAI^DGpJ@_K$bb!4Iz;*a0RVyA1A;epp-jq&&c}U9N&lWK zkxT6+c@ks-H0WgI$Vcc!x$D5s&7@nUwXOX7{7I2d6nj zrMWaFl(d}**`!UH98ao59r_dzwGmuOFKJj_8hNJmIR<0esAF2Duc)Yq>ZTi^rK&}# z+|;9MsTOn!cybC8c6u9@l8hP}m#M<17ph#y(ReO$PwZ(GQfWKN`B||lsr~V#j+(1v z3YlhVtKD^Nh1y4$`XHJbr-4$dWr0BHky|@?JqU3aN9R0vAA- z6{(;Z^{Mt2p9xE_9ci%R%B$>}vRKBZELE()2C+0jv)V?o{;>d!a0wOnq!){^-l<$6 zz#JE(8pEi$x$=JI!#!*gJYYuG*Puy>!Mhzx4}~hzM!M2^|cPmABKCD zdAq5cniXKQGfT?0U&uZ{<}?aG07KFm&LtJM`Ew{si!uwiUb?b1-DU$x?uuazw05t zR%-_IE5Y`1zv(58wo9VhYZ4uNX0q#}De<@(5WbQd0wItQ&xK3rdlG9weACpv?u)?* z@|#$Y!&uO~U|_*6Tf8<5CmLK8uG>-}OnV<(5=U&T<+1=LcK>ZhAZ55)&7~7g< zXr%=w%ldoE_EN~OTobF@%B=j#$;?s5>$R4wqv$%P#*D;wb+%4%G!HnNP5OQFCd^I2 zLO}eK*KDYV{LEId%*?#V&aBQe+)`gjSA*P?37X0Eod2^>5kTqb&AiJr84vE@-I zb~@F%M-Uy|HG9ors9e}m0oa0_(?#&v3_S&DtpC~grqx83*o~dh)x54=`_cPMa4hB8 zqIcGa%-Nm&(4P(3qV3b9O+u@EyQxj6!41O0?Gpc+&9r@Z2@ujEmfV8W+hx(!xqaIW zo!dna1-nhw&|N~mZ5E1srNs^2&W+2`Jl;(d-U7nh$t2s`JrmMB-M4Ms*PY!l+TJFV z*~jzUT!G%?jn4&*E*_!Fzyl$G{Kn=zC`D}FCMMm~?a=T|-@U5frbssW-QWIE;bdFh zzO6w8ZoCIRC>AZ@I1vL=Fa%R@;zN+)D!$?@{?I2r+9J-~=3UG1mEY>k+FtwN<9rI@ z(cx%E(=Z3*G2RmIE#F3d zj^q&jvRl4230@w@InDeV<$iMJSy9=D8{#rWR%M=oI&Q;V&Ej~T=P54VQ;-C_J?2t# z*k*y|`-jvRp44@oi#N_DqA2HZ4p(yy=q>R8UH;{kp4)x?=aOD8i;n20ZRqp-CtYFM zr_J4u4m_8QW$eA_Cqd~`aOtp~>DtZe=KSWS{N!ap$NoJv-JLvG&OxhAi@#3mA5rA6 z?&Y#x-^4C8eXY3G)age}HdP*e(@t5Ez21qAO{C81#(wNap6n66?Dit)One}R4#U;% zp4kq*J-2qr)!lp;hVLe*feq?&q^k?-{i1YklkIPTXzI*z2yu=}yE90`DHK zZ(7dpC(-Tqp4%y|@5=7*yA0d_pYCOb;9A1#2M^^lTkw4X?M&|K5s&01uIUz^$@3m` z0pGa$kw!1S(Z?k6z=li;|KkD|=_~&cls*I}kMC2U@;xs$Z+go!FWwjZ@t$r%8kO_B z-tx%n@3j8&L2u+lF!cLg^x96W;hpsRo#|h zl5kwq|9#<1Z}4Vs;Uq-z^^)q9*6uyO_B&AchJW~okNCM=_-{}2a-ZK%!RAPR@G6ri zQ(i8&NcH}k_xb_&j@ImQPyhIdKl-F^_>I5yk8kv19=izQ=4kDi{=)erQEDV{`N8vz zkbdfXO6czu=U@KvUwGnQ|H&T%M8N#Z|JjWH z{HQPe0Fgl8K!ODg9z>Whp&K^}6}pk;28Kh56)8e=Q^4Xzjt?Vt1R1iRMvVg9oSG<7 zQk%Mn+jo^>Kaz;SpTwR&7LLrAO?{gZQZ_w8}}^{CMhxubct5)UcP<({tX*5@5P9N zTZ(jPI04B77z-!{Ob}yaiVN^QHu;fqN5}&wkKG!2CsxuztDb6l8nsl`tX01*9b2Mk z(Fsm9+??AiO5MGE{|0VQEnB(8jnlP@H~4bq&7F&dA&ui_g`GEA7HD}e#*~YHGraAb zB<9ANInov_yYy>mr(3^=`dYPm(ptIKety8?ZqK z9~4Wvil{?~L5mi!3`6WBiwHLh^%|``^mL*REBV}mFU1q9D)FkV?%N8&h0K$&to>?a zjyD{4EZS|rLz`y$eA zM+%QT2%_%Dl<6cidsA~wH{W#V0TYM|(!e1XgfmY)zeDOu__S22w5Ce)(x)_OJm|x| zU|=XEMe|E?&&K|fv?fX`1yPzaG39heIq9skI3kh=LP763MK#r%cJge@L|KBYqynT| zGC1xA#Aw3@!*mtS8&w@ips#@4tyW@>OjifntTa+=2a0afbyX^0*mvgzPFZO0y?2Lclf#otSTWFiyUtQq3(kAi%V7rmH(C;yUh zgOohe5f`+8GZx^84K!dvHkgtgcF-3VETt3Oh(#*0l7w%hqyr0ZK#(NSi3_}C4=0jK zALg)u{R^Ql4fus7C9#VZoJkM4h)iWxf{9o>B^!OgMT9hPjLH<_ULrV<1)zX&n?&Y< zP!LXojI$u*gk(C^Nv8QJ(w*-_Bn`#3PEIY6j4$ye3R>yQ>?~lC3(}#mdfCB!GD(%8 z{2~wc>BAms1eODtq&4HE!%C3Hj#&J{EL$0+9Fp=2_xxctoroP@gz%vM}SwAqY~FS`eigWdEB?t=S{# zIaP$T6P{O1q&)pbRX80Hq!`sCKZRA%eu@>R1g!{6s2J8$1~j3p46An{N<}g%6m*se z=u16G#b~nft8QK87sQbvWH{9(Yxr-KTN| zOWztBM3eVy@qW>wTrE4dl`bi+j=4-pbpGa)XT50-+x%ev`f#FWeNciYqGc>o)`>^P z>`W<(sb-RLng#u=DW_>=Hj44jM_w_2c1y?;`<4YYjP#Mx8`5q@x4^yZZb1O>*@r&2 zng_RSIDRN5=FR;9m1hF%7Vob>jM4uVDvi}?x+E_ModA!qPV=Lh- zX0yOj%V#xpk}+u4HHY>$M|^H_yQ5HRi`N$#d9$l)v_w@p6qjNR>7d<;XD7B1oNIbEJz3 zcj#yVs(70A@1E5 zc1D|fvGj0`rqm%+Td3RHp@I;i0CEXy%Z=S5h%5RhrxU15a-cUdrYMtr-9-j{*g6JQakQ@4(X#lxBt67?9)DhXn+JT02ahS*wMWIYdo!! zqDJFE1{$;iL@+SoK)5<7Ei*0uTde>*ldrnEY;wTvXs#scI0h0n)>D;}BSGc!G9RM2 zz*@l^T#g6O02e^RG*rViWJ5HR!Q@bY24H{$K!6)0!#l)7pqrzVI6$tfhmef;0SF<`(OE!q&FyqU^zc51=h`~~g9pV=1pgwaBiknw#6KS#EnA$%vM@syIL32~!DO_H zWt4_W@P}J~#&ML#d89|Qu&8=uCk-%1bVNsW6h#JD#&?WId?d(%G{}QYm2%|Aew@L8 zghzyg$cU84iNq0wT*zbeM+Ha#ha5x_ z$(WSMl_J4<6uJp^poE^N(%bP^X8Kg_Z%tUng3JJj=f-s7_ zV85n<%*~7+#Z=1=0L>3*Oibgj^yfYoS^4r0xefQUgU&DoTmatzJe#Le6c zO`H6Hv82smteOPS4BUVSfiQ}JFbc~k&gdY!-*isku}$5S>~c=Zwrtu?=HkPTTm8 zi0L3rX&dVlPtJ+X=`_#Vtj_Ty!{Gb~aB&Lb?9Ql|h}e7@^|VjVDbMpf&-A=c=$n;G ziI~>>PWTiSO+kq0z|Q_u(8$S8{iIIETu|;q7r^|^lt2vveTl>=&IsjDz%fG)a8Uj9 z00>QpfB*m?`2-0b0RI3i005ytUcUeU0Ja3C0*3$q09F77I0OSN3i<5XVN zSUgr*r|DZq?OSDaTuQ)PN$gx&xLsLCUUW=eS(IK(MqiJYUo*L1C@ElvoMK||V@vR4 zL-S-@^JHaBWvudLR6S^)-)J`EXiM~JOZ00&{A*`yY;4$UYWi$iKyR|sa7Wc}R=#pq z`*K74a!X=#sN-}u`*c12bXfm%W_EUVd3Sg7cSmJ-!n$~A@OU{hdb&1xeY1Nt{(C`w zd{~owRR4TS|9n~hd}CC9ca(x^@Pk19gGBy>OaFva|AbrrgknC3xK)U=FNwWdip_V5 zeDaD#;frGai%S2DRR4@!b&+9@k#PQ#O#hQq|C3vtlvARVYvzbeQ|D#?1qhw2@-2bL&sHmt` zsjaQ4bN{Pb|EpwFtk~nMhX1T;nya&En+!NJ0N!lnPhZEM5Lg~O)*#B~3~d5g)T|H^iA%*p@EdiBkE z{?3A!&!gJX$N$oPeAL9I)TIB^g45U8gV@5^+1dZuhO*kBjN8Kh-HMan!NA|3@!`Mv z;hUV|!vErpq~*c?<&n_lovZ1<Xo$X!20X1;_R3G?4r8u!2j)9@|^$j zp2PFO{`9Nz^`!juyZ-f}{`IrV_P_M@tJC=7#*RwhbR5U||;dX;b$dGYhod8g?X3qo| z3kD@MKnH-&0Eo;R4oGK^a|$$Q-h>oZXyJuy8Q2UX1)QgfdJD*h%mocJ0LU}e5OE%Q z0U{%cF3%t{TSyurql+&8y~iFx4P>xkhZqJan{OBQwB5Hu%d_Mr090H;s zQ;7n%Y2ZS1lih||YQZf4rgpKV)RZfUme&jdY?5vbXnpEE*=nEl~?wt3o;s5P-Tlh zEPw!~kiZxtrEDJm7z=w1h)5z4q6GNNEF+lsUw+8I&_D^UB2$L}CHmK5EEE)X=(Es9 zEA51da=4_UBDMfvB|BEu0G0V+Z~z0}S`cmmKITWReBNkK27oxCcmV<>=$a!kkT{#1 ztaH{n9|sNO+6;{OHQ>vy`N3cTfb+!&35ziz6JxW}R&4Rb7&}(2l#HtPXvCsONYJJT zin0Q^4Z!$=0!Anp!vcLgBg+8@0HQ%~u~>7(suII@UyS0OC#wMo5c`aq4UF)Ha~kAF zfrcECn`8NLgWS(ft_lziS%OWLzw+#_*yOPGj06ER1r@P`8EKov~zghzc&s5)* zK&~WkocO&MAbV%LEqbs37Z@@V3L_rY`>Ylt3AO5-|y|^g&F&^?JBO2y8uNkpOz`~4$td_+Hfb+2)_Ar++1ja%au@D8b zoHGdp(MMnA3!w-{NJ5h&N=~W~jmrErqMwaOUzcglw?vU51mGxVfS?ir0fzvq>8?b7 zJ07S1V$q=nXuxnBlT~s~M4tqxVs3AmT;&e59wYLOVzCj3ZA9~~XB@7CU<{)e$A~Bq zUBOQ2K}HN%h=CHpNKSzg4Gi{^9QoAHKgh5~uill%omov5$uXAzITbqRq%i`{YCs>F zF$?Lz2#^Qc8~uDs4KP4?xhlf!$Vkdkno@+Hg4c^;REal<2m`@c zU@If@Emhv`TQZo>EZ(F61XlQvLVjFeCL0E*Wc5Kn1Kw8u z36#O;hXF&--0;P-{NzX$S$63>H0;R>vFrWo6{Tk$KBar6MbW97-01R3X8wY%Ahzb}%3oals{-6e> zG2By0N06oiIA;Mu4W4KWP#qT#Z~-r^j+#Iy(yn^-tEK#@HNi^OvYPd*8WAhi(8|`f zy7jGUT}k}jO4qvDRZziEKn!L>y1V-IuYeVw*8)q}!Wx!rxH+t17t2^e;f73&jjUuR zOWCJLrv=X_gG|bx*`r{#vp3;hjn7rj(?omW+;0OnWa~DXl zidW3y7N^((EY`q=XACXvE?5+E%?W*Lf?g22*2iI~Fi$QZgCZOG$Vg7Il8bx+8augA z1*S-pA)^2rU)RJ)>26tCAmky-zz96x0hoNQK3dqQM2`}xm+4)mI3;AS`*I!HUV2!4Yi=a=kxD2x8eqxmcYL0kILMj-T| zH+>;1SLDA%NpwplEfhRch18V3w5kD}=|Xe*)#P!oMLbNDNUy}!Oqp<3xQuI~^m*05 z7PF>dO>FTr8Y1rsaH)Y@5>yjK)L3!0Pb^UBV6VE>#m+W(pxuyT69v7a7R7Cu9TjQ+ zgxc1=cAK@$Zr*tMA*S{Tw?_g4EKeogN-;N3(4B5oue;p<|BS4WO>Uv|IwblI^;I}~ z@TKs(-q+Dbe;~v1mGCI_*Kd~C z`u!O&*h=Xa;(e$P9Vqqxz6`|Af5yXp7nYYR{_sWYSAb%%TtUYbohN$5mlgB3S*Pa} z7GMPZ*MI-#4-~)v8Q>3tV}KqA7G}V3Uh#MN7j+GIXTl|PVKIRf$bT0|0SmB!9r%GX zxD~;5g89~fJ!fDzcoHS}6fCF(EvS63rvm<94K1JwvzJgc*o0J(D`D|~0-=3yA%%Aq zfnpJaLzsN9hX9jcdFH2nPB?~8AzW7Y6bq;jKUfuM7!zw4aug_pTex^yP>0Jmd1ul9 zL_klsM}~eF6qnUp+?Rv!)`ML!h#zr-zZG_4p@nn*_ylz*hyQj{Sn`LKm=x&|e+qzz zM_~YFR}gP_TjCaChNu-m7>THuimI53{#R&_rA0J#iL#hozZH00adkTw7iS0(p-2^{ zxQf6CjCW`n4-$*Bc#HxziUhHXO(A>)(R*tFjR=Q@YVnJ~c#V-bjM?#u$k>gnbr2y4 z76sOeS;2`FL5@~ojo5gN%O_*o=#B6gUp{7zyQPc-@riR`iztDP=@^IWxQ^Nwj{<2E z2d9tn2a43Fiz+ycrI>~O_>b%;c?Z#l16h$A5s2i*j7))F{Ahy>nRW^J7U~F*su++2 zL6H`jk{XeV1tE=4!CT=782GqxAqf{2kOYwbNRq*5k^_N~D*2OA=8Oh0a9+`4H8~d= z=@49Ylp=|fI?0Yp2b5Cj5i>~;_jijz$rmme5gpkTH<^=9S&|Ytm1HS+5s{Qgfmuw+ zULT2&ZHX3N8J4TalVw?#6tR_CiCmdQk7{9%7txhqag%Z>j8SQqhUpM_$(Q)oS$^pk zXla!2?m?c@5hk2O?aeWYRl~wUwk4a$-37A=!1e95sH;0+1*=$mMvk+Vq_lWCiFXqmccm{r+r!f6u+)|h>f zn335S$BCS{xty43j-2TfbhetZb$G@9X%^RMn^B;g+BubZnGmfRT3861XVINJx0ZiV zo~4q!EFTE7BgC-HF~2ZnseI0h&%e1_V^L~>0ITgs&j>ZJj z`-yB(YH)@)rFj7ZqgbSIkpZOtDW^%Q1vt8CZDV9ApaK?fsTP0$`h=%<>L-5srw9?K zXIT{9ccurZsB*!mTHvTON~bw`r+*S02p|JdP^)NGW=B@3m?}AW%BP-Te3aLx_X62Hpn))pWpaP7SinW@pQE;ocDg&3=slNJku$Z1KiEwY4 zh*^3NYf2V3D5{IGtjs#6&I)U)Vgz7tuVs*Fgcb#l@CW|-uK@c8Xn+P_iLGZ=WZ%lE zda9$_Ijp~jf9ZMI|_>s;3>7xYpoTjQ3o|&egfw38jpd0(FG-ewX@UbF0umk%Ck6;NX zi?UAZuTgul|EjVhYGz3=1PL3no~j)_xpx!0vk2j$DcYg(>0KZfli>lhLAwS+3u_60 z0AQfBbi1_uYO;9Cv?g1!RO_!ztG6ZVuLL`yESm%}V5ys`9AnC`Vuy$mJ8S1UXAVmd z7R$4lrEE9b8H~yYZJVHcFt3K@AaXmmb!)eHd%CEbx_D~|r|YyP%etrguWqXaESqUs z3$thPC%>9=XWN_I7rCDnv49G^mUWM(SGj+&xd-Y8%*wn7`nep-U&Ms~A6vSn3%jbD zy{e17+MBlmOSokJmIO(V0leC^qw}>B$Bek+*>YULFZK06W@d|w%ikQ+=A zWV?^^s{qou7Lz8ndBLcDkisgw!YtgvE3CiKyI(u@zt%glO-sPpi@gebz&U)wsq3%c zYXnJvxFvF;$04Q@0jAAx6O%gr~O1{}MyyRAa3wcvWh#V8Sf^2BBu#cD{% zLutqZ;l=9zN|jZ75Si@S~L;8+z=Ct z5@B2t$?V9644Y*8xF1o>RQbLX@y_CyrH}j=n>)?ZT+N4u&2qcV0c*$NywD8&&9Mu< z->|ME5PE zi?Ry;-Ox6D)8pK)SDUrx{3oMIkQ^NnliblQ!OtCG)Mcs=>$}B>jHec^R(_)?2Vr{aYJIg~*%Uqjb_sG{zt;HAW5>xHF z9WifN3|lF&%rfEDIur`@3r2tY5@)oum()wL|)`Z ze&k4=co-=cF>u*2movX^jyiZV>dvdz6jVBO%wJJ>&EH z-feN?IIiP7?p_O^)d_F`nZ|gAEeTAX=X$>9d~W0ljJMNWtKz%kiL1L4&7*w(ZQS?l z5+n_q>9y1!))CUt;vVtkj7H-MLFs$J<_7NO)~sQoAS^(R22mh{t9qc_jOTs6>a5=C zNp1L%eh_=YM#jP9m%Dw5kHz9!ORouPJi!S zUh|HLn9dOKju@OC-JZ^AW?%*cfB*yg1huLK-R!T^z3th)@C>iyr(oodAPIp^yM6Ek zMlb}Hdd_F!sU9KhmHx{DF4`IDiO+!LJ@J?@UhEBV?qz=O#@rkGj@teIZfK{GTmnz9 zbhrk4d$$VT@IL?ZOdjj9KHZVn2SyJD;r_r8OcDRS)-SQ^Bks{1ZRuM+XD%ie%>p_MH17(sQ* zs1(FW^(f91PA#!nUl_pO(!yU^R{#m^j}Q)4tzck>b*S^G%k9el{{R6>;6PBP3?4K{ zP~kv?4GT7G_=pc5En4{W!I<&M6C)}zSU}J~WP$}H6`VZztOZJzEnU8Z88fDtGBR!6 z#Cftz&73`bJ}c8g=uo0XjS}6NROwQsqC_#>=~U`es-l{$WU12UR<2!9KJD59s8_OO zZ-OtytzDm9X!?}@?AH(_QS`Hh&mZ0y!SpdQ zM1=(lB8@k=TxLPzqeGuIHwsny^rlsxRmE=o*>>*Ty?+OvU3_-x(w$0&Zj`}E195pa zt}AzI+xPJ8%C`@<%+vb$ZMG1_KLH2qDlbU_Loh)<1}ls}2OoqmLa!jX;;#J~uwV!y zz~Jx+E&dQ~G}>w-u|yM3L})}5UAs*SzApNs58h&YqK_nupo9`tRB2|sslWp=$nJc+ z&PS=rLvksjR7$V8w=m0ZKf3UfkShS^>#s_$uGG>e`nq)K88F9$&p=7eL^Dk_*A$GB z2FZjoPC3`oMW_+hN}#fn#9BZk1Z0rG2qT{8B{UKLS41>XMHgLkqKbASZN?b;c;Yw0 zh5$5EKw;n%hRNVsuO%@Z6y;O+T4-ji_IyfpF0tmkX;hrPg!QLdTcTA?DsSbLD>K&w zHrO*4bkne2k3|;F$8>?DSucTX=9y@_Yo=PKc2uPgLoF$dQEwA%C0udGCAVC0zcul| z7ylsb5lJz6;zo}^GA_^MTGEp}wXPblvR&bm72r=-H7np`(XwejQWT`}TF#_WAy|N@`U(i5t6Gu~Hjbj{!5xpbOz-vsM7W zEInrH>@oKXs#k;2X4vA4=RPyXH{r%RZ#q#DndEzy+X(^%@;oVJ1hhr-5rckaym7}L zhdgq|7q1zi+xn7(-ALP=)W(i7$RH%+s%B|9Jq5psY{gy`P<2q(qiIUDZ{-pui1TJ$ zSGU|=SnpfqraNQ1jrF~F<8y-SBuMTgnI+5!wyc2+w3tmG$|c7>d+oR9zFf=qLRylg z$InP!;-s!O&wTZD$p9Au^slnz#DpGe_)mR1Eg0@+IDegHhnxSZbUR+T?s!@PUhsr9 zyaP7Sfh>6pB$)Mhjh<_9|U0tb4IgUBt%_&IMeu+R=y;7By^(7 z*K)eXK9sbIKw`6x01=}@vhWaATf^1vj%Pss5U^KLdf=Qgz=n${aDf|3Vib=jl(pPT z0W$Po0yN0M>xs~dUu4`Z#5hJWit&pFdD)8+r@}{M#TBZ(wutH+l^f<*r+Q*1} zd}NmpsmNe4FqzMU=1W8YgO~LG2?3XEg&9k^O>TCxljHKFxx6_}RQhb39vq{%%9%Q#L@-)ziWGCrUnH3dd!~DeVWBgl7F#D&IK{^nR5IQEqdKpc-ER&gQawbD1 znoNgTlMmLrUOG4VO?8sfqaOunNI}ZZa%nP?+4N*6Yi2aQz>|%AxJVKx;X=_(?Ur{j z0KfcGJAmDhW2IVX$AUVSgib7X6BUp{ADX6!BGsu$lvvA>z>rLe)T&p-YF4!>(vE(# zs;FFLOIt~rvAXed89-n9Oc&5!?$AGcT+2ZZR#2$6H8J$rCEn!v)W#@vsdZx{Uj=Kt z{lSD~Q$0vmx4KxyHrBEKkL^V-Ji5vQt??8pgeB+@P*Z!APM~{xWA2TCyTq>u&fm>WvvUEXfT3U`UBCmR;btEwPtT5|nSGxGqv$lN5J`zm z)Hg@>#czJ;y9r6;_iph8Fvap`x@#u(tH&K9aTP3F1UGoG)OGHHsjJ`!H`k-#0>vg; zN*bA|P`fs2p=LRI)0e1sN&yOQVodCq6-S6xqm3eLyW(EG1{g7jtZ$BWykj2QR}!0O zs*Q!rD;O)l00pN1Ty!N1VUS8!loF=!IH5e{DIeFu-E?w=sl4SYYdOmamToHqa$PhD zB)i%b)LG-GK9VS)$ct&QTG*SGI6Fw7GNu@O5kup=4Rgq8!EuiTJ?J3++0by3*pd0r z#o>aP%a4Y1q$NFRN>`e}&{guKEnQ_VFS)r4zH)O-6 zU9E1?v4jEbA>81MoRfJohNo+JIhjOJ>k`WvkmU6WpO2SsgA07%gr)=?h<9+J4@iJ5 z>jgW95!qoh-RZ+!`YVDfb&OZt>Q~1)#lbp?x@}_A9j^ts>5znvL~SH2TX)K@h!Y0H z9L_#{Sicou-bU)$YI3h@(Pg{epBtOwLf3oX^OHXY^r-W{~K<~7fF%S(FckbVWn@9S~VQzGPS2r*jmc@hHXk|n6sWh7z0cDwkwEcEX@54G#`HIa~-}=|be)hG$eeQSP z`2EozT-naLHoPqYrYDU9m9gQaxx>u`@RnJzz+n$5EQ`?Bth$& zJj@$E3Jbj)Aw7>Xy^wPu)jPX3`x*nNi~y_)3pz0{S-?5VySp2}BuYRFTq08AxCrF2 z3ADf^j1RRrENv1a4lKbbq{1q+!Yjl=Dh$8m3cVa_LHU!v`Xd73D2_7lg|uU{mBGRP z9)i0np}ScLLfiqU87n|T3br^bx(BQ;2t>j?90kB*!a#(%IXsCxQ2|bpLdH{uMP$TA zbj0dLAxWq?FRe7r`?!c5e}P2|MJ>xEYUMIeK}S|G(-7=>Es1=LG|66mgxKn@v# z3m+^CS&Wi8#1%ZOF|tsK!TL8rJc$SFxIWY|CG^E&WJB<307N`Lr<=rPjKoWH#%Pqr zX`IF^q{L3tJZjX&Xv9Vk{KQxALxZ>lQY^(>s6RR&0;ri9n=*@*vznT)w6*Gg=ENvbjXK<$cU84iBw4cW@JW8 zq{M4&F(< zNz!{ij|<3w1WKD2tu});grvx$M9QR8%B5t=rgTb%Y`RAr295+jkmNW}97j^z1v)4J zG-Qc2?8UTTfPJJxTy&3Q3d@$5qUCjx)!uOgojc39?iG%JdSmbRNv~m}2^xw`?HGd@r{2 ziMgapowQ40)XUV&%tCC5K2d?>Dz3mx%-N*P+O$oEbOvWo2Hm_(q;v-VY48PK00eX_ zf#O8N{ksg_6HAq>Ma|5LXDY3kcm^}@zrmWvy1NeNvl7lqOJgh=<~&uFYsMx;^x%*}_q(M8NnX`qH6rH0@HgyAfKA+V)2+={j%#KU+= zqPkFqNlVduDz~dUD)ovCHNFkq$Q-QruDh9F0+>#83N-(Km(D zIIU0LWYP45(QTAd{M1eTw9`ACL>;Zu-ONw+^wA%c2LA+5YET8pT+Y}Nq$piYeQcQL zFgOQ&(CoAi4dqgu1kW%9$|B1XHW)5a6x7|!Qy107HZ9asWz|-7)iq7kSC!RSeN$6q zRUDPX7FE+U-BJI<20-Y_x0pH7g4C8s%O51DVudCOos$-@Q2)@>O(nff^;ChBm^?`W z;UdRj&`(6mOh?Us?iKW<61#64 z){qt2iPhMmHQJ*^+N4$5rDfWTWmTueSoVZk`kdO1Ra&WS+N@pLH%(M_wZX1nfKUO= zC%vncO)WEs$z@Afk8xI@NZZDs*_)NyfHhcZ)mdNEp#-3WrX$Jt8`@dDTA|h2!6n?n zHQd03QKvoJ#bw;a-P(+$25i`cuADubV9>2F1D7p}V{M?e7(!*+R{?>Z{m|URh}*fH z+qy;AyA8y=71d#gzg&nvTjg4HOmm0eQg){Tu(tu5c-Mc?#Q-}Pl* zs%78zEm~^O*dQfY^|^`Bh13Xjy~cRM1A-Wsg(d(trhZ)v>%Cr^&0g)bR_-kUX=u7! zklkDu29Skc_6^bs#^9zE(hcU|4))*=2H_AE;SnZb`90e9jNc6gQXnni7ItA5Ug7^N z-s4r$600HtW=XSMn}WJrLknG85{1&uR5m!^xlLdNR#@&$00$lh2o~Q%&EWMF(kO=9 z7q;Rn#^Nm2;w=VYt>xk`e&Md|h7v&DoLF1`%hh4WXwtkfq92CNG{z;MfMd8Y;36K_ zBSvCD98Z_XlTqN?a-`xwmSHd^S7yRFTNyUs$XaOPTu=rXZd_jG=YDqPY6j?l z7U+Q{=z=!rgN|HchURK^W>h0gi-V2+n5~URr0Gwxpcd+(ChDR# z>Z2y;N=E8vF5Yec){VAd1)R>Xg%F-iiyA(R1$1L%c~|9K$`qrZNOx`CTMN&>%aEpzvk;-rslcM=61!w&s|MP zk`Qt}419E1Q9dA#{$$-zY&mIZvWDq*KI`VongqyAwuazEhHFH|>(fSUq!#SeX6;{Q z?bm+oNrvs&rftE-y{_%vuI+)I?Z6Ifa6oL-BBIPq>8-eII9UKJb?n60 z=IAzn18{)qw(jf3?(D{H>2441_HOS!fCDgq@{t7ZucdRzZ!Zu7Pa&`_w8=z1}Fb-D2MVUr}8K_aNaiX z-Nxi@@CC@s7at;9Fxlh(UTFafQjQ$167Gg^7mooIe}fRW27RFOI;Zn|z;k@ib9}(_ ze5mt%0Q5jVaan-#H>d*@uY)=O@j+*FS$Kv67$8j58ywecv$mpb-toZm!IWVGUueNy zIPy@x>)0l6DK~W{zw%T+b-zyaR(JJRhxJ&Obt-4=SQqSB$8}rhZzzB2!YLI@cZue< zak~I^1MF%ZoKCf1@VY>`_AvnLe)BpAaekooYUc+)r*n1~aXY{BKKJ%L2lqYq_HoB^ zZZ~&*AopxN%#TYvbl7yGeqb#Ng2v1fHvkMdNvcqt)( zT?%Vrg$a&FiB&0yW3QqGpz!4Vzm(2!>wfb^kOgb6_CViePDTgUr~nNRUqpy0?2F}MJRs4^WdE?8jE09*&i1`f3G=B})~dGGSQ8{;qF z7<3)~z-4Hlq1%RKo|##@u*EaS2ooG+aA4q@Mf)~$-mLF4Xm;*Kt5b*XH0sovR~tyZCmzdek&YEURXxdGqt^k6F;bdOXwc@~m;@Y=! z@9zCO_==GkiX=kkJbF5#V6tx?(^H(qaWU51$~pXCD@kgbU}nmg*avl@~g-nJx@O*+}yKK<}k9E}c!cO^u}F}EfE zm(D?_LNnC)<4+9PVRKa*Dr!CUnCjtb_o#~Gs!6(L zDvE+pI3ZyNOlW|uGMW)wK{irZX-0=Bu%iP7Xy#*UL>5_^kx8a@4?fVk`Xsg0QmfBC zhYVK+jcj^rkd|DEo1B*kG|*N9L--?00pGg&F1+zx$t^`9*?=d$`1-jozx@Wh;VM^UI>b?DNj7!|d$WUXzWp*E;)55A3_ILl5vit17#x#T$QohxwSQ&l`g^-P?G+ zHdOef0~HVh9PEgu&eo%$W?JrFhiyBOXq$ijZ2QzPB|_3eRHfip%00LLxV`{#K>}sy za>WqM`11q%;wQiX5)e(lv4{h55h=v^WN{AMmsScSxd|q0a~8Z{!_1+<4RWx99{eB( zLny)#lJJ9-gNo*w=YYSIOctrDhc{gIGM}BJhU=)|Ic|tU;pOaR&Pr0NY}Sq&_HK8o z;#tjP#xZa89~|QtB7N|q4hrd_Z@N`L@XU{XTk-`RG|+%ajA=~lGSeOtsmMik1TqMu!viBJ zNuyBZC=|RTz%ZD(5^}PWp8O;zO?a>kLd+Zwt41}rfl5?zgBvmbM4jwrSj3&}aA)+$ zSsTT6yHvSRH8YFiEPW=kvGvlIX}kwKka)x*z6^Qx(1&1Lw2`MJL`FL*!1cs9My-to zRrpY2%}T?@V#=|c))G-`-l&g$*s3Cnc^f0U(?>rp2axz{Km&+C1O*sCM)CY7Km)oE z98H8ylRW4oBUmU*R`7BX)8yttDbb0hqoNkQC`L1?(T!R(gdF`SNG%GnbQDaLsEkKE zL4QdXoSB}YXu zyU~M9*0LDYY(?Mkj#iR3mEKV4O5w56ow<~TQ51(ve}~Jj()Oz}E5}cHcgrQ#uAF3j z<8MO*R##!GjvYC`T&y=$GIEn0$pRa*q8r_1r4fx^^=4Vcid|=gC^lfF%^STt+#eY? zA=2X(Joic*xXP6|yP(ts3_=;Tw&fsqQ!jq=>n>_aWI}=MSL60W*i1U?u!yxFWD~r> z&N8^c4t}sj-*Hh1OE{#JtA<8JtKrhJGNmj{rfZ}BC{vii&WE)FxGn(dNvsRQ{UVV=C0wCH!e zbckzvmGj=`v{kJMxo?%jEavaN0Q+2a&e5qNK4HN zkkm&Qv+y(2$&N^{u{>;(y!U=TKRVKT7ek}D;#!klVjZPAcvsSt#)_6Tiq#DH@w+R+PN#bh&zO7zF~{-agy9sMzy8z2#!oA z4*q4V5jm0}4jaYO_(wE;IB0&fk62*;ho5x8rWj>mYGrvG$k82Ytwa7@(Q|h;BA0Z} z#vzV&sDt%KeSJ8?X&O{t^)xz9dPaini(SN(_rCu<@Pp5LUlben#y`Gz>eck8LtQJH zql(4cJZ*AZ-J@K;KK46HVL)>f+};N?D*N2$LKiyj=7%?j=g#hVc!L|Mg`y4bT|<5E z-QRvsjafynf6^B-jj~%N>->!2Dan&C-j4*yY(Sm@zJ>xepaV7>9o0dut&kX5!^VA6 zbg`btZPlxNNRcfW|CLYQp~g701E#?q3Z|gV^qZ>W!#>ym@>PWH2_FsC;CmHc4CbH? zB1B(Rgab6+LrtH-j79ZbTlO9QVV&`rgMA+pg5B7S-Jh)zHw;?ZmEZYYVQG<;p|unj zu8ugk-z+g24(Xl2h2D`Z$!a7M8mS@8u+HFtUK~B39L{0nJsurC+yTA@iNHarZ5+o* zmkDa124WRCo!$r@qAsPz>eZYIHlib%7(dw94lcwD+Mp%+9`PC7ByJ+|m6_p0pHx_o z^G%)fEg9wjvZZAuK9kgvH`3ZXdW+Lo}eB6}B7PU7_5mlKP=m7q%2E z!9%{;ofwW`?97Y^;vfHY*BOe}YKRjD;*7#Y+LGL%Hf|#~Zewg@jn=Rl>kZWDsqrSzUB4( zSw&(bUDl>*2Bl60Wgw0$NigXA|h&{;5aO0QZnT|m?Km=C2rQt zZhk0;MkPDQ!p;Gt0SM=C0$*_+CyU}2K|uroD1Zalz;ljJb8-^)bME1^3s)xjhEVK&a|EhDy0eDQlH+^rETa@^&4%@ zjBe6Qh$iZ8x`REIC_bJj9qe9;(%_1=sHM794;GXI+^8s3&W?WS)(NSojw-2Y*j@73 z+QkES4%%LhCt$Kv`-#eWt|yc}DLh2!e1>6_zF2-b+-)?AJet_p;D(tNYk_tKnnqrc zghPVr>6zudwuzL%fU3V@r(Dirz;<7$7Hp}eDxslj+KnH&$wQIy zrAQ8AtTL%!*6MrOgAB=1uEJkz36*1d8i<4lmx9gMoMV0(E15bVvU&z+BrCSCY|goC zXS6Ju&a48C2DA30f~u=f&ejh}Yya7wZQ@KIZflK^f3E!JkO)?V!m&TGAXEh9k{vl)OPq@`N^tG5lTWKpERUZ-{%EZmMN!p`lWf#>=~ zEZ(}3`&lfMVyq1L%*Mjbh%F`vc3NwA!++u_gq|VFKA_7!+{(givLY+w%IwTWuFGQo zjXUIQXf|z7YT8l#Ea^_t@46f!WJyuBCMf3?5pB!Na}5Rz6{@@&hflVYpJA3 z)~5{_CNY&$iQr^xc*BvXksDoR<7(sM#w_N>ul!PO+*KtFyK)@DOkT zA27K#tpvBR8^7@bZ>t=SLpaF7ZeV4kYOn?e!|!^qA7?}hw7>|w$#8@)&l!dToNx*+ zG9#1f3qLX>LvIYb8x7YmVY-qx>~Ieo572C{EWJz+kJvhpCt|!8pkfu;%0+BtpwY01IsZq zN3%4412tE(HD9w*hJ!Uk(?>b1Mz?b0-7lX8rO|3JE>Cc2`Z7uP(4{FQH5)S;OQi{>(Mlh4q82ktzo{Fi?ls>u zPUo~v>$FnRF&q#^;rJ8Mc{4c|bvYB?H=8p$FSSFo03>V&w*+z^mqD*_iy4RlRs#oh zJOeVI9l+W%Sci2L<}+EBb*dhz3|sPhx~G%6pJBR8loE77+XFt>gW#!3D94mSJG8YR z3j)Fh;*QS`RWvJC?&Q8ND`&J~FZTRC+${6to@#L*O7;YIZcA7HW=Ws!wyN&uzVsQx zG-$UN8k43QtFBG&G-{`|YTq;+vrAgx9#I>$Y#%iTGqr6y#1%ZXMYI67^mbNb^;U27 zZ&!71!+=z~vjZ4{STDCDvoNZfHFQV!Mz&q6rnNt3?+d|$ThDb}+qLoF=`wmv5bIDA z@ioJ_MjaA1M2BGMsdr)1=h%3Mq=)yYd_C)k{ zR3A4&3@^w~?S$9>bI-VsO7{x$BHf-}jvr~ODk)%M_mi^!pXXlTaqem}GR3fV3fI6e9|I()-0 zBW(gVxPz-PoclMMlX->bxt^!ChFgOR!Sf2l5E)&y6gEBqGE>oGOhQ zY`XoKjaPcZ8rqKQ_*wJ#6|U3`b0Ltg^(e=TT@$eYO+d20YM2U=T%$70jNTz5;F`LC zjw!8`PbxPcm*2XUd-=ri1Fw5|ua{{)@MJmYH-9^@QcAX+e=ZlRc_RX}qOLvv0`^JbH~hLdOv3i_av|8t=mx`^lYqWho&KzgKm zU-QDErB^zq?>oQudq?^>sPnDyXm2tZCXzE|FX_(SMN8lYv8jtl`4;E_S`B*#sI4b9 zu4nxG_BzLR{H}NWuiLEFT!VfC__p4%1Sk8SGW(!TC87e)Eq_Bc*s{}p_MFpsG8glL zHuGs)b2fa#g>S>p=Xrp?@v$4bxr;lwYx7S7`k1Nvx{GtWySr_(GjYJPnK^(g)VsOm zyVpOmzlXipljktHA2HVIT#JLK6pyJdIp`VFs^fJN1=9ecx0%9*V1uB_YCNuUd=!H` z$bUTGqv_`6w|-x-Gm|^A_pGWA_)~)JhJtR0W++Mv|FhF(`_VG(ZZ5Mj=kEejb{yYy zHjF;$lfKZ8zPE3-n}@s6C%x;txis&jHQb}|1=}%1y=)(YDAYF9zdIycL5aJwWC&zP zOvoE>{nvZ_x=r`kH^1{kEEh5mNIuJHF%3<1rujg)hF&TYI&8HbAr!I8Y!xg9HZ}R7ekD zLxkwi4TLxmVmXW7FlOAgEn7#A9=Bx_d9fVEa_B6kR7sJgN|!HT#!MN`S^)(&apu&y zlV?w#KY<1n+EW9aW5JLnRl1a^(qp0kT^Kr*|7umMSFvW*x|M5JuU1=J5&Ly#nKD%k zI56~%ZCkf*;l_w`W|a>n`4j8y>9bneEEO}*EgJa zapT9469?|Db#T+di|>;@oqBca*RAv8mtA}J?bxe(7eAhSdGq3>>kAid+_h`t;LA+e zE@DB0wejPpm!E(C{QK_#u(pK=EU-XyFv{j6hwNj>Kmr>)s2vCytkA-TSjv#1i$wZ{ zqmMuYu|t#OJLx42D=JY%nZ^kR4hIY%|4YUhe=6#zrf|&hsi zw9jlm?m10R}xDc$s%j&aDd2Zt+Fx4Ynj?nDr&jy*4uBv4VR~9s4~D@2c}F{-F5ZK z(%pCAZOk#i!mQU`FfZdKGc(of{}(iT)&W$`*GlaV9(B~gGd0q9yN6*v;du_aLMcWr zA9nIdRN{PybJXK~DCG{*kx4EYy?usj?;4euEs0r(5{gh%1ND2bW?2_fl_6G9gf&&2 zan2dn3+vN0Lzgx3b)#&41s0@^HX1Re6kp1y*& zTkW;k-ih3)%uP!cdDyM{uXyp!``vr_?%Qw3>d`kdc>FEgGj9SexM14wi_Nv#cF1U;>pZH_xOb%W2(a)PspB6bq8f#A{A}CZ+`3qWh*-`qYRShL_z1CTQ z7JBI4CDQPuU5`zvSEZG9{~B1OSGU?_4p;BA`RSP*wxkx}Ft_b#Z7kdS@4*khY_h#S zd;9azPhWkmL}>wT1sG6EFuUomOYi&h{#*b3`Jd;qdAxxc!x^qm0#h7n3KpB%xJDe1 zyNBd(;~Pa~j)I!o+ywL7t?1JtH^JD_3I1%(3rpet&xp<%NJ(`Xb*hI@iT-Y96tI~8piQwj|&u) z;}UfnH<6|{g^bwc|0-s>j-|(97`)&jA7wJoeUOrsoDMs}agA*}adoXL$R}0kpis)L z9Twrpg6bm>n28dHIn1HaVn`4arKEVq!-x=Z*|Z`WF<2pK;xB<2%;Whoh~Ma1jKKI6 zD`JtE;9CY4lNn8EPE$w*5MxywV1qK&Esfn&V;jNA#(mWTaO30#90}*IIm(evZi3Bi zPSeK)re>Z5gPa~2s17&f(U20WpgvFr(CYxSIF5Xz21Qm$g)UT5{m7I)-m{GnIdR}m z2u9S@$}*c7|I}x0%cn&(>QS*`q%k@`G4b%`Qx_9XsZLcg#|cPI5a8_3K}~qp3{#QX^S2 z;YBkVwB7-&cCA8XNLvY63#pW{yOLf@q4v_JfrNR4o#|&+hf~px7I_|0+D@g2)T(H} z5J7cq*@miG+0K@>IC&dY9N>VtK{bDSo0mMO8eGd@mAJ(1>z3OK+hl_iESR9PO<(uY61W%72Z*$~APv=t65X)&DPrEP>J zHmNO8So>Pn#`eP{HgPg<3pXyx|8@f>)@+bDq+)SwxR%-04ie`z2+}{<}%~EC{kE4W5D% ztl(KP(X`29nuI@6#L`-r&NkKXok^RGoxTW}C(cQTMchmh`BWs6 z?u;QF>8pOG9)eu%YJB{-caoKlY4x#?Rf8zgcmrYM7;+)ws#o-WPRYY*GITijohZ-R z|2*)uwR>;9ozo3Ar?$JVNlHq?{jxAt4*9QwOo(Qbs+rjAHDEM1Tfxe5S<{?0jcIsf=e*o-wTFe%=5?Fs#4P&JKh$A# zi+dU5#-h2?9d)VyXx&3OS7Ej!ugL&+-r>Yd-|iiDvGYsc4fms`HO(LB7JRxu|K3=} zfa48&xWgL`PnbH~v6)oYb>gjl^=gK=jqMU*Be=&%WDn*6>I6ymUh} z-Ra_k`qY6Re6A=p(ZH1#*Sr4WvDZ6}&3C@x_ASphX)I3pfiBwFZW_1em2>v+uA6{7 zcY8Rw@8rGs-^Uwx!apAI?RWp-9Y5vx$~W>Me<{p^tvkiukl0*C$E+eEK{ly}My~)j zr1YNXB5*E5QcvelFB^33rCKV>el3Y;?*fU=_JnBK;tco3A$!h^>3Yxi|DZ|uOz;G$ zBE_acEt1d0zHa%%?)hYJ2JPWC=BdZ%>5s+%`?Ak8;Of=#A!2$1AKZaC)WI{zulyLr zf*fhp)Gz)z?){{23JZ@?z5`_4BW%YbFhYmwgLgiuK|qR?aHVM4p$oUcSavAc zXpX^j<@2b9mU!iPwk^Vd#R2tj4^!{WL~BH1&-E~Hw2o*H?@ZbX@rc6V0FY?`{7eK# z@Ozfw_fW7BEzxbPB7O{^1?}a39%El30|vv621#)SBSuaT$gDbzKiWZodho2=K^=h5 zyQGUbig5f^O$jN^)tYdTI%xhv$Niv?3W?F<#OvbhkBA~HBVHvU|HQC{^v@wIszNHt zc3zHH~4-TEJ^Z;=Ib1nk;Fanq74^2xDztIrYF^CYc9fRc~!XdR3z!6Uj5+f0| zDDe{Yu@Vstn{1#3MKK_muM`QgaPp)!+~hS>)e4ri~q)62siFDtWFW#-Sz{Al!Cu620;( z!7?nr@)#zu1o!bQO|a^QBDeN|ss!>aiK`&xvJ?p^x)zcl|98wzGzRWOEyrRJ2$=(q zh>!?v(Hk(%V<06{Kqj!LgBJxw)j;wWOL8(P)9{S3F&W7{q%wJ!am!jMmDKD*u+dd? zG7e8<8+}rBlxQV80`-s*DIxG3f3CFFkt&^10=KXnSyC#k5)pgO0re~#Vqhx?jp@Yl zIFXYq^ARnXGwRe*DAVY+olqyG%z=-vi5q@D#x)k{~ho>;K0y~6FE^-EX}exS@hh9 zPsMagIzzEKM-e-1v~cjst6bwVG=`n}4KGpAKO7RDLJbHVDK*aXF)!%*5(O8X@Cxa( zbdGUz_---B!!p+oKee&;}P6S>_j(JQ#Gf%$R_FS38p1&qJggowbzf7oU;njhkxCTKVqhJhU=g-# zosVI&ukPlAx}56<8xl`0w#kqb9z?dF|CrP~I~HWDbaWKS8!iqxj+OCDc5o373Yj&a zt|MezO*4h44_opJOS5N8sv&C5BG{DVwx)V^R%=#M_PX#R_%w9SRS$($YWXlWTlO|@ zFSDAqbzN6dB{gbg_b8!Zr>@q-^i^w-lWV=Ucd6+)f#O_-W75pFcxRC9@Ct2n>=dP| z;QmN2-!5*Cbo?OGQ1HQ5Ef(-R$aLy#SR76F$fBP3*AJF!6)1`{`bqyFq7ZpTicY%?TPq*O%4S+cF zHEVVEICi+dB*h)p)F6P)_?uC ziiy^UaH%K{xQnHYfx$S8hjvf(a2po!QgN4pD>y7KID_4IeO?r|3_%~p>4Qm;b4Hj) zO?Zz>xPekQ`}iZfCbES$C$1_c2*p!SJoaPhs(L{ZheuL}qmYs5$~|{6@>0?$FBfXI zMjJPz!At~xp`iltmx=AP&Iplzt$3A1H;cXal@C~qWjSiCcuzyu0pk&kCwPrfw2j~R zm(M3up>vMyIF7Uv32ilb|MOUc69td?_?a7)c^S4LXM>P;wUC_@yj;y2u(wtriIUPI z9OjCzAi426j-eXUl0D{!GZ|ey>ohAXaz7a+vLP8pIf+a;TxW`u@34q$nUw)LQXLnT z^DsmSnu=X>mKFM+0lJ~j^#k#hwsM!3ztWe1`J&Y(V8_S?^x;sOL186fYFj_Se;K&lM2<4PccEwbs>S+$$H5zJx3-Kk8q}Ji zIhCj|`mNOmY^P!?{}+HQQ?;b=I>0a6!hQ z%K4lX>KHXh;wUbi^8tv_m6M(4B8)|NKu;!$heRMyTWu$*g(+(Gmr=*MmJJ$#2O7@6 z7*e%bfx)`Afp)cVTXdOWx0&IA-vDcuL9K;*xQV;CiMuS_8m^VQZ8rEPa!VHaC4{$A zuc^Db88%|}GSh^V`;>#paN4D{Gp38fu$wS&ue7J7w4=Y9oKIGga~Pb>S0C6RI*=@# zHAj=C)}57@iPd*_R-}5iwIi58B_9lxBUD3kuA!O1e;2%!lk&CSHM3s|fS>lO6Ifnt zdx1ySs&m_l|9ShvK|I7kd>XEyMAJC9jXT9v9J!af#hE*72i6eOgjIDEulv%vaXiOn z1Ev3MkMz#s{>i1OSDVNCymGps%-Owo`eX>@hNTc$(OculmmTJtzA3ws;}aiJG9_Di zYL93nh-E=JJ2gjBLF-vtuZ*AdSLlYRP=h#hKfHf;JD^V&QM)=EDHL`ye9!rCbUR$Z zMLf_2UBs#O02uMZm`=qNy|`K2#T^}O;@Ij)RXcOM(k=ZJiBx&54>dG4$bo~fDJEn) zC;h&cr*AFE9s3Fkg}vRo@f7a~$JczRylxkp$j=XmYx!|=7K%TwWgrwA1zaUNOU=*m z!nCcQ|9KO1r-8xwbj}+b8s_|eA6!J+HN!33HDmYM`J8lL^Uqg%(7`?2Lwp>hNP8rD z_ZEG{**Li$z1_P-m_^kFDE-puz1{<9Hl_=tb?hP`F31Hto53rb4T>Eq1sEe)aRHw1 zV0~oxYB3uVILvFVGACoWeA%to3!ORvp=WdLD)!=s+OXcftZFp}N{!%FJVj|w(@B11oew9T8pEsV@ z|DBjabZ)?73W+dG5R1-;+8)~d9^C!@it8N1hnnUMzvgWox8oezb-wW(KN*stx5ps{ zb~)&Up6J>A=r#XG%mBt!Z0Vam^z|CM%QJdc_1_@wyFDH2ff{AZ3xfzga0~a;1-HEz zDW(_s3CaF4Z+h0N9&>;r98!|QMfb~<$PUFdDDl_j?D-G#Ug$Ec5Lxo%n;qOEKiXMa z!nOVIx&LWdKJh&q`yGG$$^XM4AM#c5w}0O9FTdzF|NXC`xt)6vNLuvmpN~ncNC#Q! z!|J=#{;mMRUOs&U_Zd8hP+z!w3>z}kXON%7iTwImyoeDaMT!OqIwS}Z;=zq1|4W)Y ziLxZZl`QvxWaqA7$eA>2f@Fwq+caoAd-{ZyE$FwQM2i~zRxat#a!8LB-Ny9WPG-}B zZo7K*8`iB{yL$Z!HmKOKL96cM$qX&Cwak*WUF()@TA$PE+P#Z6uim|U`}+M081T=* zgbN!UEH|;@#f%#}e*8EYv1D$ic{5-@f#%JeJA3{NI<)A~q&IUg6fL#t)vQ~yURDjz zh0?TZ+rEuEx9;7%d;9(kJoxT1qH;S}lnATc6%=InL$km^=Lb zow_@CGHseS-_Rb&mI=LqA1E@Ve3C9bmJf+=zW)6u*|+rQjyvqYcV2-Z|KX(5T+k?( zmRQ?pXsFqKV4M}8?a=pk{j7lom7BS2iGtL_a2nX5%npsKZXs5ZxWtXbO zHd~frj!9;jW}b;=nzXg>jBz&Tb6uQr&PivT*lpLGINd4tUZ2TDHy%C@8Azx@0~X|8 zNAKywPDC5^!{0^+>9goe`*0K~rV@?RU!tBWnood&8aU{A4(W8(hCHbX6o?N>2&;sz zLO4xZRk^wqt|Eq*qKPX0YL}1;E=jD63;x7ovU}xtSB}go%NLN+|4!SYk=9?d^U#6%#Wq~;?KqWST&l0e`gnkh=4`e|{;^nFV5r#A%%al|&2YHCik zt_lrhJ=IkrgtEp;R90B+wBcC0{`}RiLX*X!T1&zRV~lbk3vJV9Io%^&c|8jxgKPJ$!*u)ehqfm+jvuem)aG!$aqt3#KzxSLwixXPk#P+Di62>d(qw&U<|B5`aK{)kEX?*)}8hXj9 zcXS}iAECE#O$}YOv|BQ_YSpV*-JG+{7wUW!&$qg&Ygi+CnETMmuNdrtNp~HWf=oj# zSY13d|16KxZco_O-g^%{w_%S@e%RB5+uOPasNHtk5xgJ64@b;TfBipHQuf@2)NOaX zc!&A7019w`1ngTG%5a+m08AE#YoG(4^C#^*Eg*_cNb;=y=Oh-qf7;Jm@WrFw~1$VQR#^|1fs%dt`(Rli(7*Zk2D1Yz&(* zrcsH^?B)P%6Mz8b*9BC#Vvl_6qaR@bivfs}BKERp zJuyyeE!8TcIoXm%C3%Z7ZEUAI%V!L-$!#=fTU#CHr^i&VVxOznCo5LbPk#!O6}SlG zAomvydhxH2^ExCW9}3ZkN|ZRbf#f14iBS!1{}McWx}>1sk+O|u@Phc6r3pu+N);N! z8#*k{3sX2LhQvgZA4!zvOp4RWnGj_monT8_`lla0kDN4HCRdpFAS429iaOcQ@Ss`6 z4<9XbkW+0Z0I!sp#WC z`FYoYy27CPQ>b763fRCZG;b0utYHu9H#X%4l9kM;Bt=TWP4bDRlAY}2LW$E;y3iyE z$>j-ACo&I)N>rrFscBs}Db}?PWt4?%c(%bcCNXP>ORX(Whyj$RLUnm2@|Dnn^)w;* z(wd6lV$o>yO|UArYGZA#Vxp&2tZwU_|7caKb=x?${B7oJ0DId2B7jd+q++~x1*kv) zie6Kw*A)KTt04O-*!aqqu!ya%eeY`~fBg$jhNED0Tnk{4&NRTuDKLRd%Q}WM3bc~i zhkD+V%9LiRv$oWZpfrhE1dFmjss)fc9!6lr!B)Cyc`8$D%S^1Sg&4rp?QUN@mZygE zxJ=U4WRR2?=gq8W;gp(>m#f^XId{m}!tryxcHJZ^d5!0LLub}E06WfaysjYcdGpFo z^lEv_?p1)hghMy^iW#u<#jlyqjAq;f&N#AYteqNWoe;|zVczKJ>pY6m44d>OlzM6C zSlTC-_&HJ@WE5*JjA1=%cykg%|Idd(Y~VR32e!o`rx1x3Ocdvec9W4Nj6WS?ZXUOq z>iin9ii;Me0eO4J6(f;}e8y@%i7m!Jr&*Vb>s*sh7%VPA+Sn%m`ME;8sW2}<;dCb&yXqvB$?QCntk^e$YojBQANsC*g7nUnYIX5z6X z=T>L7>Wu&7)f`6}sZISNV~Bj@#?ZCNPfiS86XO@WHpVrge8(dY+savHwt82A?408~ z=g#iADWFZIX;)j!W!ARQ|BsGXZr|oO0-F=K#|?GJ1_)sXO5Ehoo$i5#8gy40XRLl{p4roy2bn4Vx&;xQt; zk%i3FAX^%&9Un5?J)Sg>yM-7dr+mp#j(N2L!&}1We9DFK3t(&`4Kg2ZD%AVWfTsTD zJl}cGUGH;ecNxAzCprL;j{Dp*lA?plL z3;$#arZ-;5Hc+ScdaxIJ>QxFSSPGt?f-C3=selUa6?FSkd$y;0HE4qbq*#Nq4;d7E z8WnuR2ZSIKX%dq#e4=P2b5o3_ZYg09(D!sBv}fS=XpI9wD$`-#hlQ=94sTb49aUN9 zcVo%GcW6~&E`~h4gqMRaSGz zMiDrHyOwf=SU#QSdBDJkzz}*F2v8?z3X+I(mB4WoT86+>IsV4@{qDzOjN0B$#wi%}?3 z57Rh%l6^ICg;}_E4dD*qFb;6%gOKHK2PcMNsB%tae}6|bP11%mgMTX$O8B*(sMO__=odYWPyl?h^UD7I6fJ;a*fD{9EgIYpoz|wi3AyYD+r3AsE`VY z38JWwrU-*zCWEOcSVh;07m1N&vSzn&01f~LcvI;fy<}Sv(Yt)94(H>5JJN9G zc#a>}|4x;bW7QHQ3rLUi7>I(XkA>)YCTEAl;E&(pkBz8-jfe~T6p)h0a{~#Nrm%tw zNtX(l2#A1}h+qeMNeGM}NYMryLPwE*Wsw>{e6_VmMk}6Y+1tL@TA(;&$ zLSPqKiV{i^krDKf59}Z)GZ~HWkyEFHllvBwJgJ(PB#k-gg$Hv%9MxC{XOt3GhTXVZ zx@8y4(0Nj+Jv@d*)%AItw?+pp6Q8~iBOlEzzOpS90yRJ_BmMi zxu0i>rk~LQ#bF%n7N9xgeUN#J20EuKv{?#DXf-rw8X-g3!BZ4kp)7Hrr-_=_C#M|h zri+pt>M#yK>2&w2)nU+PGfwsD<83>R9>6Wo4iB7tS>-7n8c?s-Um&+Q8 z4auyDz@?h-rD7tcWJ+dcnx@&BrmqN#vXH26il}i)r}uV3FS$yrWGNM)5q#(LKT0 zf22yCm3FE*`aP^VU9ifri3p^R$ZNY=t4Erhy4tIu2MqqCf|KY8Pl|#AIjpAe33zD- zh`_8jdkI`hm(U8Whybn93Z}nNt=8&Sg{iGao1ffT8%!r@;p(*XdZ>-||2pfInWgiR z8G*GJV`%TH4#j95+*ft>Dz;QeT2ITbjOwV4br0%5sndBo37e^V(H4ByO%K~F5ql)* zNU>p9V*wa|7)w^H+Oe5eswW3}8Hj;KYNXhSq($n8ySjRw@UlscMTgy$-D9$~Indl8!w4)XSB zQ%9Ouh!c&|4r7~)w}gDpNMQKDsO8WO_plt$D@o8h4V*WflTmjry0E&bsl0}9=BS6` z)FgTfq<3geS*4upbg_=1s>z9D<SulIn& z0*k~;EU<=i58H6R*QJ`W~JMc|*xKjmFy@R0mX0#~qEj#7UgY%PhTivbMBout>QU zFY1(a*P?=vcs>F|)kU#j95#O&8Q^@X++rj*DqS|l#_9aUq>7d-=eUpCxJb&sBHO>| zWx0P`zza;C4SdKD{JA-+xrofj63obt+_RAkn3c@Q3(e3Coynj)$`QSaYib-0;H^3| zyR6L0O4!R2gF>?0VI;(-k`fNP%*(JmyzS7a!EC%BIeeC7#M8*k&^y!3OefE53$p4Y zL}iZ2P?U>zn>Iot&O+2Wd`kODx#S{}y~3)nS-Lv6V(yq|S!h%{uL| z6l=2WtgG{k$B!u1b^Hr@e2H?Yg7=Kif;^sXow=UixuMv(I!l)kJkWSu(0k3-d5O>p zumFLr&<;)54Gqx}jo7-Uw54HD8tvGYf?0g#j0Yym5BkySY7z7S6W3?2o+PfryV5Mp z!}t28!^pfzQM@%>)6V?N_$$Rc-9;Y&=o9KB4; z94U^(%)oMSEX_gfG%NQDRI!IztRv#2fbQ7E*88#A>CJp=RupHdUffPyY|dXJs=kfn z$!)!(+D^<(v1fUmbR6B%{lC20tH6NW*qw7M7_8ncp8K4vc?rRDy^wZ&mt5+|1Wn)2 znzI%Rt?BumQ}CW!AP9cR0R0^t8Z6*}PT&Sk=xN5fi+KQV!r&ZAOQ?mY3X03~G2tOy z5|KX3gqnyz0!n;w-Mjs@)DSj)Aq# zcb4{>*<|DU$0Du9Jy)rfKmK__4tj@Mq;DK?u4;17^}bN9Yu6i=Kl;W&j<}sivS*p) z+3vX5&8uI|o#eg1WUh(fF399*=IW`r_6_F)J?Cw1!R?-x?g^h^0H1ka@AfVT`K|~1 zt_Mg^1WJ%U{_Pup9_Rr+=!K5(_f^WI(UFV(eHsSY&v@A*UCX*V(v%KEn=Q7*i@cl8 zQJ&tYAkM=+9O5o*ZUI~3&fDrJeh>6O4=MiYF22O{z?;vx+t|Bfw!JLj3k|zI71HDD z+XL+KSZYLSvc^8--#md77uAd5|LlefZ~be;%SYWI5?2J}wv>nR9D@Bts-0Uq!^5fEjC zKL7>bE(tyG0ABEgeeekn`G&RdpW#*vV9^ebZ;M6~u6%EwWATq-@wTivC6)2Q9O6M7 znM9l%XuHy)4&tI7n^7knr|!H+?BUPb@-80pGEWa;sGYnJ<5OJJLcL7~_tOd@R7L&k z)^ck`|G%~#?WWe8lJO)@kB^>5s_RVUiF@_kkFsE$f!wagUe5I`sMabN_Hb#rl1T1_ zT=x3h!0tKUZ{Eo9UCk1{5gZfWgCu3KT$; zSkdA|j2SH+FvQK{N01>!jy!Zh<4Ke$Rjy>&(&bB-F=fuAS<~iCoE2M$YH6S%0|$%t z=_6Xy=uxCel`hq{&*@XBQKe3$`cxmgrbMeUJ?fO-*M9u^g&kYg?Afzl`3)tC)vH># zaQCrur_SzOb>r0G%h%WM-@f_)55`wG?>NMW+udDkw=mznkOxop``EJNe3v!fyVtH< zxz6oGk8Veg^J&znRj)qXj+rpnzhui6Ml4w}Xw0BZ<2?=9Z{Wd!`xc&?*e_ztlD6byecRZ2`0?e>r+*%{ee&XC z|I*LhJOBRz6mT|R3N&y)1cCVlmjxBXg~10O^u!cX2rB3kQv{-LLk>Iiu)~2c6lg?D z5DCN%I}k}kMHN?E5s^y}k+H=YVVp4$91}qiMHw%_#6p5b9PvVf46+av2M$p30E#MF zzzj2d%BdobMzZoskV=|zOD?P`_xYHFXj3U!Jdywn+OoWdw`bh5|VNlY=)M%#-oOdEX^Qq3Ce^s;-# zDd!u~=pju}|ISQfZPiuVNv1nqVy(?K+=lBdI$VQeh8Xa!b52+5p7V8BVwby(JXm7| zZ#HFV)2}{gqm_1AYO5VDzx%Y?4?%9b_0B+W!&T7R2N#U+!Br@29;H|MnZW;unn-^7H3E0qu&=Lcbz< zuDbA&lu=DLee|(OC#`fb%OcD4Q>?Sb`kv3WDQD_RPg9juvQy1w74Kwa54v1&{q?t9 z!Api%|6q%?o7lPAOGdk7mGwK;@UFEMziJCN{BZlk^DbLr{PXtl1jRj&Ky$l0_wvgp zTv$j7MZ}Q9&*kl0b0CF`aYr0uta0EQ0S=hP6%F1okU)N9*!CZDx7`y=dgtBuOA1Ou zq6G->3Cd@lDWi-9Cc3Ekn?fFWdTvT)`FiZL*M9qxMQPz>2V_QSszGr!|NNbc${DG^ z2Hg{A_`{N`D7T0%dM&4tR&;5^E_HfS!yu*{Q5#34F7+6zWkzcY)Y@svv5jw_V``=v z&DhFzL05eTaNw!U+@{mE=rE@`yb=c8K1iLr;Vo}^+gpB)^NYVVD?t4@Ty18BI2`6s z|2^R9PY)IMpUHh|T#$PlxDsS8%q0;Q6RJ?@=JmvQiB3qLBho;E^obSm=wCDnnCf2l zMHQWhc8C~6A_@XA-KDX2nDEgW-FS&hd?FOXTfhRAr!g~p&mzU!Bgi^Jz3EwxdxIoo zAq{!RiYyO&vIx|g(Dz74;x8(IVoUkbca%Cc1uXHqU(o_3sHd#uenW9bIFwdEyq?{j6fAIbkxBUWwmWIvJNwvV$E{q2yCaxj#iE z#(%2>%+(I_%2yU}X;jmU0&V$J)jV(;65M5}#^%einT8&UI@<;T*Fg^+vu)F<4l{XS zOld+>t=5_5u^Q(%YhH6UJ)DmXxk*>~d^4On)ay9U`B%UOD4m0SP$w#c&~>@%iSLAB zh!{2`Al)-xF6!s%{#jWR4T6jXUE@OG_*u~U2%-*UqeC?j3UB050S17;|7usF(VB3y zqgMJTNo{*u+~!syJBbNO)wELJ#_6U;v!5hk8q@I+&8EX;?n~Pe(|qJ*Q9?x^QHxrb z#31!EN)=TqpZZ$uIsu;$KJz>3$uNJM0M=jZt7X z>SvDp2}Xlyb`YO%*cwIq;?Tx;vp7|*u%ggW{V|n)K<4cCUTLp=dza= zzyL7_Zj&d;+?Ec-d_~EmRyGOc;abHn^@~$?t%EmUP zT3+)~mAzM;bDixR%whWNKE*=eee=6t`uexOEiBKrG#FpNbq8DAR8N8#{Age>F2D}n zPY{PF;lEZ`(@JE8x(@1LgUm}vSEQ#Ei?py91wym_yliD%O~!zdQFp(Cv5al~;(y@? z6S+==BOK9)OhmwWE9>!(uM}jH7+KlNX7-q#@v)Cd1OhNsU}w6F9=EBg$X7q*ZgcoH3+|F=3AJ$HRHI0*!<#2FgX zE1%7#T|U@$9u%=x+?<9>7bGCf%R;GcwTyb+&q1vEbtnpitV>H;HpbY-uTBIZ6yc&= z|GE*4=)w;Mz~e=DLmXS@de^<)^^qXE*<&ZWZm)2KE{UQH)m|R9lczDYx4i{=bbu_l z-RoAjZMa1iio{!=BVK!p!Q&3oSJ;LN@G{mayJtsHTd zVCMyXaL|Lk9WVTaEjZ4>wN<=2r3W-xRsY|%Qj%m?U4PLRm)5{i$E0(ZAtB9L8*Bh2Vqc0Zv zFW3Vx+Vc-YQx?;Mp~c~k1EaK*13qf;p&FvA12Mi!OTNHjJ~fOG&FQQlX`(7x7wMxu zhKZ4%!@lbyzw*nzL3pF211)``oqIVL_1h7m|HF}@lMzhFu@8uV2++R)fJB8@hyqZO z?CCN813*pux&aij1N=l#Jed~Ig)3OVmVkk`gS)m{J3TTfn6N;q&_G$#z(+EQD*M2_ z3qir?3#`x?@(~QZ5Fh~>pjlEutI3)cd?h#g2FYuO)OZXVv_VzbhBh;=&HD^=z{c|` zI3F}Pg6pb{Gd+&ukNFz3ykUl4paokfCTD`e>WDpRf=Agyk7Ut3L=zClnH2{k$4SE$ z9AdPQqqP1Iq98)Um1B@~TEmwkotpcwQ=>zOnL``NLyFYHpbI)x3#dNyzR%*PLBtmk zON8FhFp`ubREU5BkP_G`Buv~ym+ZPu|4g<}oJpGe5+zdrNN9mldazzE;B1e@Zt=0K&o$mAZ9c(XN*R%ObvP% zl^jH>Y{bS&>BepxJt7oGE-XiL+#A*-kG*Nfwz4?euuCem%aO~o(-X(jBe4GvNWAJj z?f6H=u`4hnk2CC!aVkSI^edLToP<;1pF^K28kekCfh`gQLfss2DI#;_$p$k9M z#K@pSIyef%d_jbfv^f!hzLE?DRM;^ENC1&)$(MY|n5;?R9L^~@I|bOuEp~HVIRLxAENZ6oOw!j|Ckvm6Tx;vDyC91)bI>9TSgchl~)SOu@uYo$_Dp* zC2PFK&EqAutTTe+6~P?G8{#jEbI0~bM_cgAb5ss_Y#~CMz4AEFF9gi|v`4=w%mOpa zZhADm(vRXZJ^>Mz3!Tj4t4z%NP+V|@CCU)osi#q+xzI$TUGpNKyT}$*F&EW7?ORQe zbTNi{&DasBMErzQD9H?yKAQuQPzVLxTXGU{2?R zPAn}N=bXyvl&PL!O2NA%1yig)8sG!#_jSMn1)1|0NH3d(~gR06y4Rmrx9_o9byc+c~M&&}ILZu~*3qM*^!R9?7`O65=f@}NpR4vtHYc$^#b zFwijE58TsK!6Zxo|KX19I1ZQ{$hm@z0*Mw=C59m)Ibe9JZei671=`1%RifQAS8#=D z{T=A@OnOSu&iawp^tmrG&0{4aVl7szMNNkitu4~gqH`E&4O<~;C~GBB+tSu;v82@AG>*QA&XnA$)N+(iW{Q?3xf#M7>8cpx@y)2+EY zu^APDl~b=I*o0MB^}urLRjZy>&E?j_pgn zs=bw^1x~ev+7-uTnW2|GC!K{Bxg5n)Ay6e*(+5!(!_qEFBS5^<=~nIq!q&8$mXOqkPtNtq zWz1k$vfS06GxjPC_w*Wqjaberl?tMugR7LzBUEuzM|C{i`I5)IoX5I^57?EKZL-ks zXkpsz;Z1GX+zsBqS`WMmkKr{)a8C^}Q9lzDQ zwT|ScK{(?xO5+hh-wgAeh!O}K(*$|OW{GN^l{6%@wd1YB;|%ZzKHg_QE@*?c2r8{o zyyc`#I^?{ysYUpN(EAf1!iE3&Wi_zr8*tURQ_a={+foppgB8bwiJ!s z|5#;KK3ITzO!W)AA*OO+2^DAbZW)!J*}oMzdNL&Fa3!a{2tAR=C7 z{sj!3FlUz4294$jq2^m{7;L6F$b!huB->qkk?MUNtS#q)@#3HpNgD&L9?7+fOoSDq z;$7v{hN4!7Vlfu8XL}~CHs%BcnByaTUw^)1WSidxAP0XyhFBozgKq3Ueui_c(pb3C z=d3Bq{*wdlPA}~Xci3nTyd*rS419nGco@MNZJ8gAf0O#izseJ zI{qfDr^^vV$b?}F>^dH7afr!01_Xb21I2c12R~@FlZiB;?4rDE3m4!4p6I8<3=%BC z!WCSrQHP4gXsdC-uJKCN9_6xxZG&Y-XG~aMs%_CtIG4_C&(%R3-|f-J@i@yb;m$%B zj+WZs1$9L3U$(+<6zD#HT!az^X3Ud=lgggfXRMNkAxcynGG81~jkHJ;-9rsp-<>;87AM0oS3|05$p2s%6{ z^g%d-Fi3-rVeCQbXMc`K1PEwvD1Zika7*`Nx~vNM&I@f6;TX|VA=olk-Dyd1A-9=ApS z9p;_379yvGoOPkWxgp|XmSCpcYiDw}3}R-E^5SLYDi8O|*>1tqa&u<|8q-yE4^21Z zEa}}f^gi>fmG|}zx-~DOT^n;8k@K#-NE8VJRTGFdhUYK8;*sq0hT`{JBZNV}$U!GW z^^5q3PXn1Ga07=)ZvbOJoWFns3pi|lsDn4qwjbcXOCR}f&GeRl83F!umH+?ruL$kW zZVSO^6kkO3eO2|QsS`+X!LBS=U7Gc*S}%Vq&k$DSRj$U+^>xt;LSPs6YfN^hfBJGL zy;WERotBNn9KP%z@^zfh!XY`n*saz;S}WMbO3)?dD-uDnc-*l2D=E7DKh&{QPm#HGBC#-ph1*qRsAck9+;!ZiNZ0 zx(9QB@Pug~!GZ)64MH?1p+bcVA3}^M@s6E}cLv!RbSIG_Oo={%{D^4eAVLcX*-@iX zjh#SgK><|-394ev zs&y;Zu3oibSmaF{*|KKOqBZNy+o1~yt{O0aEY<-7U+?10t9LKozJC7#4lH;u;lhQV z{WajgU%$qVA485Tc{1h7llkq-mroz(&iXWi*0+xzzZj;i?f+x9*)!|bu04a!hi~@1 zaq4Er&aD~WwQb+F0pFHwc)51%?jcXEJUKn&^qxOAUQYP%>e+x>&sN+x^mfp{gAXr0 zIz8{kp+O5C{2Tjn<*JOo9p;NT4vh ztYV9U3?f+Jf)ip$poIk*2n;X*{$h)WBSy$ygtpL!Wg5BGtyY2jWD*D zql+Nw*rSg>0vV)`L;C27kw&tTq>?QjiKLQGLdnWVmr!XCCZ1rKrIrP0DUg)~A+%6K z4oOtzL@L=qQAUVxqzFfEh7{&Q6|Gd!Ac+`+lT4r3wExqW9wlPZLq&ywl%a+DLDxIBr-C74vnWtT@|Y5#Q6e@5LE=0;$6U{neu%A1GN?g>ZpUO z#nuH`#Ra(Hi!Nt!(VDvkw6KsMD;o(6TNq zKFVE-ZRopo>+O2Qk(>Lu-?amuyXDPlEFZz& z{6eycDuQ^i_rf4-OMnzt`2EG@<0v94{UxklivE3ka*Q&&%(DD5(wx8k``?UnluNlsu= z5S*OtAZc3&9*okqMIpgakb;y1YDlRY<_%Mt+R6e@1-ZZoj&Ou4)!}|<#3LdxiAsc3 z879}4xL7W8Qsfoqsu(QKWh*zLbBF2n;SPMPj&-lmB5l;6j&)26j9}c2Y^KF6->Bz0 z+tJ-}%458M1qXQRdRM%>Q@lSSFObY&Ub}8buzwLOk%}xw_S#3X@tN;o2wMe!CX_J? zT_}VUT#79gB` z8|My}7&x(* zoagl`kpYw5Oc$w0?CmFEB7&qQA%-woK(c(8?5V}lXNxC=GGU{PU(Gzm)FIWcl~SFm zka}j-s|HY(Q1V$Sl9Y-m-Ex-->?K)!2~1$t2_uSdQ#D6&%!sHY3~FFzAY=l~Xg;%q z1kuw#R@g!p9)(el`oN?vW&Z{zF3yMY42w71>Db4z6Q1>)EM+TeS;DkH6n*ib1NKQp zD>|m1qQy);RF|zZ3RE58DBbBolhEA2hK$HDqqR^QQPjQ>q|I}Wd77h~^4tqu^736s zvoq3p3HNv?O=*3$fga!ir(f-{DRpmJj&DH7k>ca&_c$q_N%CSq0m5YYhzhY8jc9#I zZC}Y&R5KQZXhk+-(R@oeKN(Rqzxl%|fBTE1t7=t%srafbhla~P@v^Ku`Q=%o#uBQ* z>1q-ANl;i4h(UzSCN$BLGz*eKE3H*dat*^2+7`DWL?wrrVn7QJb6Hw37P2yar{NIy z;v3^Q$CGvOUO2le&;Rmsv_h`pKJ@WL+3g0k)KW(~+@TMC0HAZ9c~%ySMVot=v06&L ztsD2XE@+GtJhKJva^v%jJr;Kx@IfA#flKD)4mUm?4cH*3kqtX%C%Wv3X?6R2UEm~j zr`8vIRz_RSBS6T7Z zz7q4m3SKp!8Vt2NsN@c^zLN&CwvZ0WwIzvwCMKTw;a>a6fgyg#+De?wM$ynxe&fml zc&y`A#dyZjK8IwhlDKDMJKNf>)vf+gInD7Sv_l>@xviL*a3ER90>uYy$5BuK0Dv=9 zp1125n&oz=TmRknIP>qC_YIRmhskgTE^*Ub9qGY2;mBKa^45$FW-!Cf)4+3ed~@CF z?%B_a-1BdeO0tD<*LwoW?)VJ7p#ycdevW=Lq$5pAO8cn3^##(UIc@VHne5X$3-DI| z>$6dJ)e}Mk39E~aYF9sPC9>X#F(ZO&uO(u`e)6@4$y!Yi5(2PsgNllm-IaT8`<#uP z_KeqII8KE>VRnpRy^U!=ngz! zF|CPojVuIBETQ$)Yz^y`TsZ2%E}JwvY^7hL8YOr*Lr_c%6#)#OoO%H}+y4@6vP0JF zZ9#ke`|tn%Qw9C;g#+YM-5KBka?ZIi9^d_4yQL00Kp8(A-n^v|lPTUkEFf*@R&_ug zMy;7030HD;-sNSUNXc0s$;SwSp7n?xOOYPwwTtR;9Dc}P4YCJt{DQ~*NBuBb#7KxI zeTah$RS(J@kIbs^U6Gkl2C`e00bV<#PC-fF1On8O$xAu(-2&c2 zIp`6X!OI8w5${x9!>NmPP@Hjj6mzZM^t?woBm*#thAJG`l7rxc?Vc$Z0Uz#u-);Jy4KwUiw+Z}!c2;o6R>|tPa0so}H zpZo!aDBubsenlY~Vml!s|54;da^yU5M)Bno&MPASh}} zKuycNwZk@uiz(hize!w0AsljrhvnfByHFg(VN@*wTR*7(6y#^Wg~@0t!J6L`MwGM|gxsm|;X*#H-0#tZ78k#K}Y8!62N$ zGU3UGpgZcas^oCGL+K!kHyGaGY^6TWaGs=E(2~pIrK!lI*2lnxlgPU0|kyViFxa5~Q1CPz1diKRV{pT?Cp;W=PoD zAgqKMoWX_Vm0@B6Td|==-~k?}ffPtV`z1<4`XQ#cN@m%nYc2w8#-=;X=8g*KkkX1o zQqCdlX5IPblKQ4TutPXxnUWbNla+(Ds8;Eeh6~sLX;C2K-Ggx`9{)p4XDKenEOH=E zo}j`d&wc3R#HnZLWoJ^BXY?e}G!O$*qKBKVCwt1^zVzvPCd@H#3|=l-ked-byY`GPD7r)VE;_vV!_f>pRort>|(;A zN5$@`di?2B?%8_=hoG_-p}LG!%HHlpRga)Zpq4_)mVzm)0?V2RHvZlcO6pM|D5Vl; z$uOuD0+3!p=>MRjfQ@R<2Bs-|f~j^yN37as5=5|unDsrxV{)jh;em&Gs7BQ4KgtQQ zmS{`#+CZdGX98O<8RP~LE3VOKHYo+&z+VB>3b(ca@ZQTNf+v0@*Y-uHq zYv1~9-@1csq+|o8q;X)>O4`O|6q#rg85!ADz6qRkNGBa3$Kz$gbNNOJo)jV(>~OeX z#VYK?i6?%TXY|yRO|2e#B*XHI9_U^y$HFe`UKBBOg8#=NqoB#2EgZ~zvJA<#41Cd7 zHJXUZ60f7WtP(0AUJ6ip{SRE;+{}KAUV>`RQtvDY?ez|rDRkjSq^i-a>SCf=pg8T* zOzqTCZDg{9thp80zG!BK!5MHZ*j8OxRntKZg4Pbju`=W~-OaMDSlc3&ZH5Ir#I4-c zLnRcE-74?`dxawch69vjZ<^cRQZNN`MmUtil%}gX+{a3CqTbyrCME~+;11>9!*#Nh z9BrO<5-baznVo@d3_Im?@tJwjAfI7e4HCmHLc<{Sa0(Yv>?+Z%m5Mg)E!omU zTqcK_@6z3`9DkpQ${Hb96Rm0&5x{X49I)tNztOx*uV!ZCyC40xUAENNYz9 zZ~?CqJREQWGw>y2@<)1`EC6Q(d-5kQ>1SNSaB6T$a*KOd3%;!plI>jvj&Qyj2j#Xy zOJxU30ql65U{bQj<+`a1gKkCPaP`osd(2>asxA*hTr&US5Wi=|5%F+LQp)NS$g)gM zC9xAfu@j;!6|3x{USsk)D9kx8|IC-Ax{}Uysw_>fgLYN(y`xu^F&SgRLd+x5s_2T= zFRMN+KgRL-dgx`A=pDF0Nn|aFa*Y~bQ2!s-kR?r0=S z@;Oj40%P(=WAY>8MdfrdD4TR}_NHenu55TPOByFjs_QkNa&hDxCW`QvCQm!`ODu2H zzRBV*i|3ru=?nX^47b#D5i<@OvwKQxGCMU8UlcRv(Nk_a!>!|coYWjC@CI`fwphcP?G^IVT=DBy85VW?q-*osP6nf$XqFWuCt zL}sSR2JK@Vv&61_ZP|Q@JufXjU)>zPXpHKwi49hz)P(}5rfNP8-fpBuOL9kBGDwrQ zwqkT&kn~A|a%(JZXRLI!fGJHPPye+LjBQY-O+V*!#+iGR2j$Ykon5XB2X%Sg$1YQB zQU5Yh7xz+2WmE6sQxhdKm!K>n%rQzc6SE92X!jByqgR(~%#@>}n)O+GGk{XB&2(eU zwum>Lb6@V97_+mI(Di%^tzBnOuwLjIhKU?&L|_B9ht`QemqcjNYK3Kl1NpH*Ff>9E ztBlU5j3TQxp;-U^Ap$Eaz<;bcs`6WN_nugtn28y2SeSoa`5Z8z+zE;2f5G# zcpkUJzRMxyBI@pPkIS$R*IDflb5bKY$0_*^udb6jCA;+7lz*p{V|7+zS~gP}fK>Ov zl+upi*R}Icn3MIGudFviC^+LKecdeZ0g$Jyd4$4wyvH*=b1!}a>tQafLDD%Jo-aTC z_tKSUtOd%jI&?te0skN$1c)ImAme$9CL|s>_=DFd|1PTz*@cB;{G=;Urz_&6$8Dx> zddRn?18)|nGj1rWc*;|mI>>ZO8waabsk$oCO)?;Ln(%V;PA-0w9qrD!ILC8*19-|X zPYR5`0DG__x05f=btJocu7__x11~UpvyYycN_%mU9xYfmR*w>pmKd+O!xFmloP4c2DS?{KzPn$_d)|-gC!|6soN=7gxv&K?)3!;7DZ(JX zYU2O58vr<(z?x;2Z%RmkiQ+-@9qo!@enISe(_S6HC!~WTYhWn_q!bp8VjIT~;sCG1 z>a%|9yZ-C5KL1BovdGguM{06k9DoDJg39y$sgE+dBCfSm=}eacxcG}k&HBxci@^EI zzs<|;fX6maEX5M}y99IU-Jr08?&>D-Wg#vBa!qpHW#D%O}RkSz} zV@8b_Q*}%=&|^rEBT1Gtd9vfDP=f{`O7s$@B1|)BDza&l=FFQr6(zFy(k3B7cZl8@ zR1|4aqIlG(Iiu!|nn8pH;jtPuOc*s*Wn#Li6Rf73Ie)?wS{08SJ5s_(VH;-47A{@V zeDDxqK>ywX2M#Fk`xkIv!Gj4GHhj47GsKG-H+KBkFos3&)>XEA8FS{#@ak2%02y>> z(W6P1Hhmg(YSpVrD+X=A!6ALKY1g)W8+Y#9`DWuASFYUeaqY(a27bKUH00&l-E;mN zdUWa0>9uQz92)a>^tj*SUfp`TY|zM;FQ0AOw{OeYFIWF9+xYUy=+~#uEEzLs=)Y}C z{~o{q-}8^a0uAJam}H1a@V;prjBlFwB%F{!2_3u;!wYFCg~JXFis&I+L>w`qh&Xg; z#1vIb5k(atT5&~*SXspsQ#$knM^8A!vBnw`T4hFp5E{~;jf^}J$s`v-iOD9NL@AUg zL;v}NC75FRiY%VA{OKkuUm^sLrIZ?Tsiw|&>JF-qvO^8G)Uaa^oN6M=t1Y!mgr%e0 zz@sg<;`);dE{^yh0s#iti?u`{d!_|N9aT*-$~2plQqDYk6w^#K-IUW#Jw;8FMj?Yu zHr-4;6;*xmS=F6ukSne@_WWB9IP0dn6<6=9L+3dE!sBi`>%eOVnrY0NFG2v@V{gE1 z)f15Zi2>eLYQHJo_rYMh(n4}r6>pSGA5m{w6iRq%Kz#K zCYHz?nW(1RXo{t)O4h0=I|xxklbE~Gcq}^!Nkk~2tg_<_w|oYaE)P5~bT7Ub2yB5* z6)mF-rJWuuQc9)H%+k-Ez8dSSwch$ure8C_hE&DYjW^p?UDdeYf{S&zYy3m5xm@Lj zt~y?O4KLWdgZ<{%WBC&hZ~@~hPrqoTo$xw^yjF!X?<{r_4ZX|7i* zLlpNvje6?(*Qr|m{Po|T|NOlU%>iQ*U~SGuz*XTx9dA2M+LlA0<7|f>bCa7os#6ZT zl_NX9`VO$d(>G}3XL5fNP&ooeAo&!|aP|qIgc6sY#Tf`a1wzj>XwfamEl59_ zcR9_at4Qstm+5TOIeU>#i1?aUL2TqYC;kgyrkIEnqgbQeQ6zV|yW&S!!NuQw5sV>G zNh(xQyf49|PRB!Dmz1}>=2<07V{$`MPF6=ZG|vucX^K|Vq6wUQg=5%LMEAfH2k`l< zEr04l7m9EfLk+-a3{al}+Sk9*xWqM!Yw1`m5&DwClUx22(&wm03I1^5T8PUW~ z3hOhi`1HqxFN9$X{Uae-{33FZ%VD`7)I)P-ZgZRi(&u87FAlN7bPYiriAp3Q5ZO~k zt81bYanw54RS}>7y<)-?Hc;Ay5ur?~QAkWNu~bM26IC+fm6ivTHFnHP(-RXNi84oz zy1}DoP}v=xqLnka?2k3MXqSSbvp85Kd{UUgpX5S5^Bqc(>nkOwnzmEaNX8zVoSHp8 zX*Hi76{$(pA0{E=fJLZsY^`i10^PPO63!|cw){^pbt#<?$Z8$JLF<^; zY^Hjwg-vG}OPbT9rZu^#O~%E?Sy`RNFS@m$z8>?OfyLYpfoQ~fx~L(m@Prg?!HUDS zlb-eTTtpVK&ra~Op8?fu6uCIig*7app;ahnM%et<4GHPg1n3##d$>msYmZH zN2wsCO;Ui09kk??I;|9EI75pebL*Cw#)U48#LJ=hl0K!H=6}x(4N!$DHKKx2y4lt4 zb`!c_L7cW0oY!uOE33Z%r!Xk|xN!;=!~f7EEQbt2i^+aiu~KyGJ(cK? z4|{GQG%^Kd{k7T6dc>d^5y?bETjP>wwqm9YUPLc;vo>0EwHCF~PQ0Wh=gqOBwFN0r zM2cHC<#DAK%~>3o;xj3Xj|)gBANu<8mq~ILGA-~fm=8nU>Q3sqMkVu_+1%#AgbIL* z*oUgbOK0@n8PE8@2Q3NA))wZKKg@~XF6m3(UD;PX@yTyl!*fjhNV7f>YU{NOgiQzq zIKh#|tKuNsX$x_S7~QHcfQyx3%#jB}8|Lu3Mtov-a*o9F#HXwCxw_Wzs}s4-(PjJj zPZw9QBQYjOlR#qQgp&55p-8rrf~VstvBbv|b^k4px8$*#QKflGL9!e>x)mq4>}6_< z@=dx2$DUc)Pg@9@2lB#Pz8JvGqG43L3xfeh1oh07fyci0oo0If8{pZE?spw9=K|sx z;de&h+XU3!ZD@5?=;+R^3SDSn0y99__{M(A3QTllBbxUSd9m8c%ok=A(}s&2eIm4J zKzkbI5R!1HDQrVhoBBfLF;=lk{R<9tqOb$WS7RH?5QZqW6pkIStP$I;R#R3;HF909 zb?q--|GGyZ5%xii-Svr0NqAv5?bs;>c15sckV0uKa53gFE`jXqVOp{rXNzQydb?z8 zvfjAg&c-R%77sBMA94p(C`iKFF9`@ZX#WPjczfgf%>3rJzZYM5%ZIY@j9GvK3Z8J! z=b6ucCXl6>!A%Qxr{byq>cumzo?v<$ZypzU$g2r)yS_Z-3ZhRq7gVg6|DHm{;sv*A zPGM!1$J8D~^@V(13aYPqU?XNoz6j#a>C2PpkzGj9F|sdQU$*M}N*C6nxb-D@Jz@>L zF~Gj=>?x7m*`L6JP;eIQi?+SUZube8?jU#B%C_zTaLKIVDRfIM_^#UO502d6+^j4v z<{}M*MgR(c0-fvfLIZv-@bU8Pek9M6is}MGPz1N;lmN&9Wa0BtP^$E790~-R{H#D6 z#97`3f>h524^40^$m13bn94yI(3(OhR%`L253XO0VTw4)`D}=XimyB&_B@ z2>EmlLzGYXFr@jO?_Y{U=%kPP1Y*VHrRa{Ro$6`(lrF_sfpt8A>f8|g!Y@Zy$41D{ ziVO<<(og+7BI{DY#d3_V9VTX1Y1J`@69qikQG}|@+j{VV^J10Wy}}@HWonzJx|Z{ z?11pW<=hH}`iq4&t_E$en1rQnFz&uK&Vml@^?(WFQb=-yP=<(*2pz--g&`R#>~S6h z_`>BuFlYFLfv={J)UXg8mH$tg_9_l@ZPkn&faWP0G7ZYw5c@ZDl zVFoL02GK*WCPX`iMfLFJJ9aP!VejIENtnuEn&b+HNRGi?ZbGmzTC}nF`idAzZ3)9M zTr5Peet}ygObR6@nszQ7=aM`o$3cEUAGy#+qHiNip%X-G9$$p}O2nX~Zr3gWG39U$ z`_T@&=pzUcGRY_*AOFe^g{Ma#5+WNCGlfSH@Zb>X@9i#<5toOMgiG!^5;gD6wyK~C z4sf;Zgd%yO5Iivt@BkDY@BvBjrVxcEM7rHq%3!O*0?zVy0p$><{iL$|6(iOEOZ)Qd0n#Obt%P0C|hZYLsKF zO%Z4l4-5$<75^y$4X=~Xx6yWT+eiJby z$pKQ3I=hrQ@1enn&_a@d35ii}j*-#y3viSJId;%)ra?V-Z!4M5JuT-#rfDqmR2!EM z=Xz*A`*Y?%=p55gKnpdlrok940Sw3f!BotE>^FlXkA^UJc zjSc=nwd_JPGf6dg`j0A7)yLM3OROZ?TvZ}Xv$i&}MP2k{q9P>E1U8drO9-hpiAxG% z>H+716MkRC-Ix6my8- zn}&}+;nGkSmSGzUb?jK4GzHWK#jALJjg$ zd*?$LlI%dV*;aNlnQb94fhb}XMHlf^SG0S+_eT#}ix^M?`k9 zF4PYf3T0EaB!ovYVU~A$*LUSlRdZ%VF{Lk%EH$OlECeSZ3aBD?_YTL|eueKHKK_9T|d(+o3y4EkQRcxtL6rQ1J;#Ynf#cbpE zTeW6e55uYQVQ&AoOYZ?)(^Xu2ujR}X8TmH$5RHWfY&~eDJW1#qrr~iS=dW_;_sWHF z8`p7_%5Oy5vV{=c~P!siIFRM`zLSHItbW2ww4syjfmSa^{FPc z`w-Yt7NC|*R6P{zez$iuA?%R2W@9zDQq(Ny4|#P)$&^=l1+ZsA5~S`g5zC_7Y%>mI z6gPurx%Og`_E&uq!}7+Ld_B;7(f5qsxG>oFlu!vUyjOnPH*CF^Ys|PXoJt=67?A1q z9@K#e>ng9pkxV1RmYBml6*%@J_$zHmS%3pT`l`aX5rYfaa`1D5MQtq05u5<5Pt6kf z^rLb~m|HRzg;zP6R9GMNQAhUDQG;YiCRT=J%w#wAhE*4qS&W}bHi&_^ibR!|P1T5D zRuk+XO-giUN%M(I^LV4UD(bF^Q%~ry{uc| zxG|P3r2po$L88q;yK@SOKyXeo*O-_gQ|KCVu6|N}DQd0vR9R*={{8 zLxf>GBuxh!nbF)dUg2Xx=yk35#)69vLHIRsBiUS-A)JaY3d`{ac@D!+4GWo}AyCF=4t8+pIks{>FCoR>!J#O=7+tj!yY(@l}y+5yss0g_WN7=Ud7n=tkp z;PP6p`P#4fyPlEseVc}T#nzvD3T*qQu?d6oWC60}iyoGevK=ImA7taGvXM2r2d^sl zJiD0?WTR7CnLyaTP@5dtvZTw>3XLV_&@q~hg&BTt3p zCv;?E#~^O{$cOt9Y{$4ACW?}Ks3jB=n!8_uSz@Ay?EFxOotmi`Qh17(cdZ+lx4XMP z0TaRm+sIqZ)x2lV8>Fx~xL7sqxR{X4nh<`K0onRz7O83VB5DDnNCSh9>w3_)>+vFc zI{Mm;30!@}4DlK~!K?JJW%8f*S$_Q6F*t7#X% z*;4<~LA|K6YKLTXIm#n+%BP&ldzhiFoMbH%5TnEtxc{8GrP|yfvb)p0s`F%L*WBGR za(Tr-4A479U#6mtwh?nC-_hDO!5MoAZ#VDTFOYRv1!Doynb8B|!43W1b`hSXQ_<-; z;lJ0wC!JfV6n+W2Tg^6~^QX`Q;}#P-p*uZSN{yi-L>Q1y<2?LcQyn?H5}HIvaJKQ2 z`ATvI_MB?n)>j;1bA87BtJnW)#tXF+X4@8M;hX--gn!)FZzw@dn;4S4x0fA5qe!?{ zOdszMv>ekUklWf30qntEb!md1w0&b=7npnJGGX@p$o<@<8q9@Hj+67hb#UEg#&0@<(2R@PYC(KjJ4I zj@5RbMI~F?_nu{vpB+DIJ{~X*zyWN4U=0kRIuY?^{$TU!%oac<*r_rxY;NrpfP8|5E+B zXe0E{WX=4B!yf&mJSTK{EY=^Gqr2OcjiJ`QcgelW-`;oWUjNnID4;Fx{~sU-;lbmk zpuvL(6XGevkf9<%5F-*wBr#$khyx3rk;1X#mXBS!eE1+>zySsdQmS0ZvSrH_&s@r! zNwcQSn>cgo+$l3A&!0ep*2KUlAHJhVlm9ARiqsuDeU&Zr7EC zeljrN;GWsDXw#})iz-YT zmMvPqd1WS+tax!^#Em0g&b+yEVzw?xm)^;fsq5IYYd7WTQYTi|Q;8o>zP$PK&N72efIR&tta3op@ah9bps}-;CcmyvfzUdMkwJYnp9}v zg&10h#~pYGG{_(og(%{PBNCL*LH}Z;Xpk6gsNu#!iZn#XMI?qe5FT-yu~A1Jg;azG z5ezUu0SBCvl}}zJsbp88z_8?#I1yzOQ&d)&4^&b?spXbjcIo9!27IYi8D)s2fCKoj zrRJJv(L)bvd^L6#oWh)DS7PM=2H0VI2Bw%|j5#(ll*)N;L7TagDrMBCrp8_YUZ$oN>ny_uQ(^8DmUz^HpcvcG;DJoqPYGr|Yh% z(8^tY(j_9Su!smd-zEF;*Iu%i4ESGw2qxHIgS}2@?X}nnnBlhEYJ$mynB3vvKp@s= z?ztwO$YMe)5)>khGoDLG9{=f9!Q)3Dec*ur0uY%bnPLVkCcpw~DP@%iFLh;91vl*Q z!w^S2W|?9+KuVfyX51D%+n_dDW3`36S8drS)@Pr8{>hlfdC^rFqT8^B8El@>7V^!L zf>s=Bu4zhhZk~cFG&9hRN-Ac{p_&YPU~Q{Y`0w@g_;c5?cCtrF$jkp%B#1C8J*}xiYlV$#=G%K1g}JS2xQ_J zYVarpNL_f~fsjNN8KzeRORTw7Wr(slR|h97Iz9_$`T6Onr>^>vEqGq>A{c9&mYcNK zP7gD2**VwEc#RyIU;inm%xCb62^yC$cFk3p^2}VSsW8dd%)4#1&9-!AKEr0qYn%@4 zz0S=1vdV9w3P%jm%q`vY`p6x7NqbytXLYVxi)TuCSo^wOeV2q?EZD~?n||<I+ZMQ>ZE1^c-TIatUPP|FSui4ZxC6V^^|!zs#9T7E$l>xp!Z;M9aUOZx7DN(( zl2}elFj<`pZ-S&51|@W(Ls;o-$ip7`@P{?ri34D#G1_g+P4}o>J91~INrg-pHY*wN z{)8Bn1!_{skQ1WlA{@+gCN`#u9;A3jo7`M4Q`w^hY@qkO?=9^Yz5&iE)L1I?vG0z= z0EYYE$DR0@0{;_i^MSpsa2fDFjMN?KAu5X@wS>{B-i zR`7y*)1bNlx1tZ8ON0<%2t??Gqk_c2ULILt4m?BF&C?T%UXBBT1@#0y|z4WUuaLzxw%6 zJ&5#QeEydR_X*HGm&|A--v&2LdUTT(3YQ!3mN!t!YeVWP2q{(iw~~Ug5G5>#7hs96 zEpS03B>x$JOmYdOUncW(KK*G+a5zk+6jP{3O{!9X0v4b+zybL{Vl}5qRX2@ndc0#J zXn^NU;!S2{c7n!U##xs}wdQ%BxsA=*d7QI0N>lUP-l^IsM(e5bGo|2XKRGiTQ<*BD zOalfh_Sm0;#xIfB>DAWG^HBW>2v~_I79$yHtoc+_fN|5PX0i3r&UQj2 zapDBt(S+}+W|5PR}Q}6#>O?P!y7r3-Wys%Lt^r(Af^ST+0v5B*&L%txk~_ykNq@iBPpKE`%QPU_vk8T7_LW0!aj5 zB-9Oi*_d-(af@wiA{!a$P>*`UmWdOx#30&Ko${1J)2ZH}N-y~?PN81r?f-8FsxH-= z260GMn$e*1i}6$=XXu>euc!CT>>br_>bV@%&^c-9W0fuV?eBjB)H%ahjvWPyh)Wzi z;genu{1_Za!y1@Zkf!8=>_e=`e(2H^olZrEH6M(6TtXmEy|+Z3$#0q5)S*qas#7WB zm#g&EtyXD6VysGd@qU#&ckR7am0@tswkql)41>34W@UH+#~cyZ9C~Cd#j*q}P`-j5k`^ry z0!Uz!2p{qx6$c+B_%)5xX{YxfsuzPEb#fJ=2#Nq&cryqrr)n3`H!z2LDm8Pl7HhjF zBO+2lI)ZEX!b1IW0K2sk%$E{T=rGX-epw+36vJE7SAE;ph1#bN-DibjIEGY#g<`<~ z1&~C~rG9M4hUj2d|L0EHCV$Jr7+W+>Ohg-|(nM{y3Y-ydG_!7Q7Kf>FP6H@Ma|9fI z1!&LF344YModJRRC4m!|M+Db+jPyPUhc@_;aDdb-hLttj(KhulEQ25{gMbJqsDdS^ zX)JhIpa>xrMj>pISu%Kw+`>tlbaFNrV&o!wvlkKcvO&0~BL6BM&*W(1z})e&{f5 z^A(4B@mJe4cFRLn;Z{AM;a#H9cEk`*+7nm8L5TmSc)zec?S+Vm*hP#efxqC0_eD>U zD2W!icmzjq1{YbErGf0xiR|Hcu{cN#6=@>4KqQEYC%BTW*pelPQJ@%$wHSjJ1yZ

}Re5NgnS$%snJ7<|IV5jG|gF2qyQh(~zQ_>OG(mjCDwmvV^?k71C;K?|x9J;|ew ze0dkD(T^jOe{msqukjo6G?c!dT@omiUfA(DxvV3uTZ#IlmE$&oJEil!$w*>aPuw;wdAlRdecpcQ*USrH~S zbFSuUujV3ZkV-cfFGYwrt@Vr{Avr=)B)-;5onw|(A%06WePOwsV`-h)SdKLnMwmCPYFSh1$uvBBuIa^3o zh2M!2Xz4@Rxt-wHolRP$R>-6^;Q%pko>~`=?fIo(S`G%8G`zqZxI>?0WuJ8iJ(Lnw z(7>Mr=o@^+Uj(|449QOw32=;=c#0RH=i{J|_<;YmnS}Za8QCbFi3^|yN%yg#?NKcK zacCl%QJu(|CTOCc$BHQ`EIIit)^Z`3^r8?%a@-OLrWy&IYJ;ywqr2&gqBSqSnK(R$ zV!~Og#QAD&AZv!>VlXujIr5ZH`J5|oeE&Kzov34mR>~9AsfAuCrBfP)$r`Olhn+Ri z0%T$aqJRwEz@=;nrrz3~*^rp5@}Hl9rsZZDbtzv^#5<%>G;z8;ddf76VwmJ}r*o8F z|Acsd_HPYnE8`QWbyTPVOQ^sgUIkmQzaW~bc!9}MsqG;wFF0w-QlglesVEwoBKJTK z#8ILuqnku(-x3KHa;mIavaNb*usUmc!;HX}E<74@x0)g|k~k|nt42C}D?}3hf?QcB ztvG?D+}Nzn>V;J5vqr0A$jTBe00U)!t)lP@&manBU>>aFDvm*p@h zdATZ{fj(qbpWp>frZJC~F=pacJ^%IEpM1wYUPPb-$ZxBVr+d1m7kNINkXM$83jjN? zf;+f|`U|Fjq4%*L`JthaC6h16d6!zTC%CD@(y1QiKpm@k0<@c_YN{s7i>&IZKMAWO zLbD?hLaP)9J^He*cB_K}q!xiVJI9Pp={QpGocm%DMTcAAd9*f>v`Q7FL%V%N>$}Fw zvrJ1SPaCyTOSQbj5>EvOUb?mIc^HEMe~c-3fkqsp;TXmvn5K~`J0nKy>aKBGDh9YJ z655z=d!U3DiJ2*hiq{&#(6^;$#t6vj3v{lO$v=rdzrfF{`v1vpz~V!f3j*8wbCNvmudF)YxM{ zYrJIggh(a4!<&7@d%QU8C0B3-&-)X*Wv$8!wNXnZRhtvh8>U_BwI_2J`xUQVG#t1C zzEX@DV0S8*u}wDv8U`vV_u7AlM~Rm*PorYD4@$0vr>~fCzxbQK``gBw3AhuLik!B% z%+jIn^MZ6tq6nP8648>KdW#WElM}oj7tFbZ9J*qFBLhJ%8{EN1$iX|;b10@_#RxcR z;03B>x|vKua`3Cp899?vIWlZqz?;J>!Ijx5v^8wQ&}z!Ayd=6X30D9Ky08;10K}rO zytzy!x7=)_Y^*JD0RQDF7)xBtgz*jY+r*67MM(3HQ=EUd5qJUFZfXTbMgy7o6~FO2 zukCBMerQ(PEHl~bD8jG`YMfX8>BjmCuz-sT4TourS~jV;qMk;eq4H~h*d%@xn93s;a6FoA`}$!w+*Tpd-2TBoEpv1 z8SO@0aB8m;ECUT6 zAX(3Je9!niBLDoHlMzI!gRCDN#w-S1*FBjCC0h^~bR!B)q>oIqv>Vv6s=BnQVn&I3 zm%Pxl7D6ZN1tF3q5!_X7Lq1Tf9-ngzh6=$dx3)**t|I~mtx19Agx*Y17D zh442c6_4Jf!fP9(?+}5GSu1F zH%wpH%KxK%;ZrfoEX@_AoD&Q%0IV<$u|udCsv)c1bp76BPNVV7B5|2H3ziySMgp zkMo=@q`Oq>eGqP?4$eao{@LMZ;TWFiJkbIgZrYsFv&C8fa3JDURN{-l(~OcCt8i|f z!G}{^J#96&@5OG`Y`3IB+{|s+dR;ZrI>4R(4(QOM^{l-Xs>+LL>ldExLV}cx* zAODLhsr2lkADb*x{vjEZ?0A5{S-$0N?a%+r-eLZ+WnS$CE#GNQ-%SbFEQ{Z7PA`Vt zqbX7amMjJg9WOM?5S%OrU*L>N2#qYf5`msn^WLP`D1D6J+1FQ8piP#F{_i}o!`i5H zJR#|>ohNx>>5>5r5jwZ%_MmA6C%MC2RaV8CQKob^UkzyL4;thFtLijjRV@0@7&&oFE~WESH+>JfA^W9ueizlh7VgtOw8_s|l!T z?Mh$B20`C%e&2!(_4ys=wc2Vk#iI`$;Hjj^jSZ|o7db+bV=U1OE0F+5hsv2<@BgPm z6zs6?O@|Ncfam}}_cj3ukgyeKzY_%z1L2_XRzx)P>+n;ZUvu|6ST#M?)9~(<@x>uN zPEAL|J-9mV&1;;_6zZ9TYXC<;xWCSwV85)8@+|-P)g1`0siN}i-ON(+&7vO zkRw|KAceQY5(yxFX0JKG+!cc^t(Z-0jKB_WpA>N)+H`;ZN^AE!T-sdG{nc0it<7a+ zXDDCxGQ#okuF)u^AYPneZCSid0KrTkF<}J@t|FE&*+PNIh|yXVQKCdzws`%*m{I@Z zMvS&>O`KRtq{vkqH39=>aw9HWmpql~REm{HmNjkO#F;`COuSTNF22SjvrN7sQN)cn{2Gk0!U%D*u+ZXk3^K_sQ-d-!94mwn z&OrODFgfD*f;1^iOKl6)y7(Z10S;h*IOE!*^t?$c#Wd6CF4YuM>a4>KJ9kDUwNz8N zV@DtHI%Tz0S6_uSR!TWN&Vd3*;jh131N1MO{+KC7rkfk&yqw2qlzoA!0Bh z@E2Ns5r&|II3x%~ibi~~KwBURQALqx>efYDVv@0wh-Rws#&+GM$tG4lAq$bAd<626 zqm&xND5$msc*&;Hf>KI@@1Qa)t*}HZEhD{*%B?QHG_&F{6S0^~H`t6LPLDq>tWL-t z6XP+`s)%FG#8l2>P}0so?X*QbaP86Akb6$n;3Ca5XPtk}lvbdn`_xpUk2V^gR979k zX{VotI_l$u9?n)ccn#3k|B@+iSg*f5P#9#Bt&rJ% z#a+>(UvMdRrC&ZuSKU?EeHX`gbvoP?#eKTtCwuQD3P__S@Av=TfB}Yz;42U2JS?%O z%#yB&MaSz)iZez%^}Gt1%MCFEYxA(qKn7XlksqrfcQ52rtdK(D9JElFQB!o$4_>=@ zxo7B;n$_i-hn_i~qerf2q_01E>G7!NzI*S#hpr4!mOH?KtFg`|{r=S7CYxyw^xErH zycXMR`_FbLZ3AiH#UQs60++U0)VIHRBwTot$pHC=5ghH!CV^WKD+ouEc-6=w7sMb2 zS#r3VNYE!^fm{fO(zqf?rASJu$_Y=mInGVVbDj%bT}($h)z#33d?|!u1Vb3v(avLw zvEA)*R|PLDMl*^*;_MFNveKN!G^$Ah&5*|cDlTUMR0IECd9awp?uh~hTm+8wus6n0 zX%CENL}MDI)`ICB#{dq90s7LXwf6Zc8^(%X{1P-Q4tZ#7_hSaygrP?aZKzsti%3Nl zNVgM(1aCBQAdYZRIF?)@T`L+~1}&&bPI^RwpZsJ8C76}5JWhm|7|K#qxJp)bi7qT` zVOL)0xj{7ShPTA!UVN7pH=F@>fpL=(eR!B4mh5)B>x}P?2pT{IuL@_V0-_WJgw-7H zQ9Pp!Hj}eOHEvTk-RvGW!6-&DV$Y1=L}xnH$(}Y6#{dQxK(DkmM|#q88o$Wnusp(x z1X+X^ee@6@1KA;h#E*X)y4FEJq9RB#(rybyAO-&=nUiy+%Mz1Lo^ZGZT-7^`xf--0w3wDc{Mev?5;U*|vWQ)&g&~X_kR%r*QB5!? zk;RH6CKGfl1y|7tPgv3vnY3(YB|KpYgH(ccD2r(OWl9mEbPy9`iV0I&B+a4pwI_zH z!faVv7ME$4ioorjVAnC;$_}V<5MpI2^Gu{FhPa)PgEP^(Mg?Bb=S(sQZ}AVWdG({S{#Px0 z)~zCcEu>;GDJ~ifaBq>c$pr(5HyQtpq|c4LNd{R%FF1wIr=j z2+=qpjaapHu{2jUHtLPVl9nrOajNgKOPwk+hq>KtjcaFA$P96aXHe>oXBWJe5qX-` zq-qss#pEvAMtsF?)t9|T&A@C*1^rg zGK;GipAyPYhkB}1sR}6tXmkHPSFN^ntDPR9bCKE3M!I(0!49Sk-RVzf573jd00#_U z9NPdlx96DkX%M4sc5d?p%MD)*{m<-Y@5q3S6)gf4m?RbH>Rjz=7?WI?XHbKh zXw33J{kGOG&mB^SyTmW#ZpcsE0uZQaO`bb%=w5_+d!`G{qbD8dOK*Dag+KhPCMN-5 zzR$L~zIumz}Lb9RJ**2$-K_Xsm+5x zR*Qp@nK707DPdZfIUy7wvb7>gB0vF+AS;wAz`2|g0@iR1*{HotSpeEF17e#tWh1_+ zk+N>;J>P3K;FGo)T+OT)CYIE#DPoI$vYtFWOy!2<%^I4OB8 zQA&YB4c%9l%Uzw!e-Gn6zmOa)d* z1(cE{vS33tv@|?uJiP!wzTiVR0Sh}kK*{?G1? zIgx|Tpf%hXA||MUFVM9R6v5n~0@KJjYKkJ{@x)h=x@jxASQL(p{GJV_DDkU12!b@iIXHvs zsB0_*_cQ-PQ}{*-^F}mu%2dFFuJDUms-LNI6B6okz4lJ)p~i#7l#$wH+%eyPUZYY^rBEltfvs52zWR(;1HpFHxAq zk|YksoU%no#gKe9rrSZs#LQ{yD)NCN=4;93YqOY?h;mCL0hyk+6 zn@mj;A-iv>k&WOdagmXiSW3Y2!nsq%Qg{gwm8{$h(SmEreE9_TLqp*NM;a~88^zHa zMZ>4CN)201Hrxv5q%C)x&gnc$kqgA_R8sAfgWPGVI1tG33`p@bu193g$1tk%Oix{V z#MYyNh=je_o2uDZfEI)r`+spzTj*LvB|4hYpkkdJ((>k@&IUPwh)zc!YbkH(ke|1y3958 z)PoJoQd>jM9t*PY3^Kkf!7VsJ4~PNSIDq>kfZ9mY+dxcBSyO83(*oVSH(i8qxYKeq z*LDa8%iPm-6)zxEjsdtDK^;_qFjOYA*LAssiCDXM+b^3`8(p+Q1u>AJEVQD$)Xt(! z6h+a=YQ}ug&AZ!8N<#!7@q|$wPE-8)-2&ZD9q$i3pzL zSN__F&}70+z@Tv(31@tX_oFmr+|-3#(Q6#Txr@J401`x~SdPV5R8?HX^~O+8gUFLD zE5Q;hX-=?A9ZmbulvP=Ij5!uFM46r0C9PQ^x>=tkPt;9a@;p{8C9d)0HKcvd_?*vb z&DQ9d+8Auiu*D6pQX{M#hu{_7;U!+;ozvj$+OOr^rVNh~JxC&Y5b!109el{DInEb?vGYkXo*h02cF*nCOc`HkN%mdZ~E z1?ogVTEgEt#DjZL9a{=u0+u|MJ>Z$uyd}M@1?JAyGhHgJ;5|-VT02kl%uDh-gD;(e zq!ogSq*mL_q8>)J7J<` znx(R+L;h_;%M9QEhwkS-RG{4={Sr%NESjub!$ETdp9K8fY zK-~BJWnlJ3QxIcfe&0{{gha4|0-Pmc&!cAWZ%0|HT1Wah( z!v&H~@Z~R#ESZ+9Y_w?{^<|zG<5Vzho`zgf3u@1CtpqH`RVxGl{!vAc=E%DfrKVLl zj%o;ugx*%taMm#|Xe#n#Ppu};F$h`*PS%2S$T2Wl*?p=H76K1&lqz!MGd*D_du!e; zx`7s-g05ss9-2%phx117^j2^5=44Oq>-UzL{apWm11Nwa5U4%-yKot-Y3Umi(Qi%S zw`*juD=t3@^X17pij>Y5kq~Vi)mW!Ag-aL&$$DRm&BoNm@C?uCP{8n=O6JxcORe-g zWf}^tj8$m{(reCb-LBQM0PYvh)ndh+aV}@%*6Iv?425KZ9Zx;>v`gqF? zxMu}`Ofy9z7(nYru50Gyl(?Q`gC=kPTchad2<=_VT9b&+>@@y-EmXz?PV} z8+t1&KQoub*0&0Mw*Yt8E5>Evlu8J9KgmjPOh{>=2<--E+z3b9ijC1-ChgMJ@I=>e z4*!HRxI++s?Q+D&5=ZgPb)6Nzlj+Q680Y_V?F?r;Chjq?@f*iu9v>p-W=|lef^V-cE3-!>;xCwp|}K^p32THW^l)Zi6!)!-dIJK z_jw;?4<9uUM`IDk$4W=)rM{EM$n=f#f{g(TKk4*?hrp>OZU3+q)UYx!JS#AE<7XmT|AYqs8Q0+sTDrsQWZgJ1v1MHq)+hxzm7^1VLxnul8E zV1NNIb9PIJHJi7e9|=U5c1i+2H&_3xLram|RPa9s_off`%LWp1FN%A4cc-^{_iJ~f zsQMh8_pVR$VMb=wZtaa(&d^=UK5?}+UU8Dabb@~jzc6@&mwU}eXB1D%+7F} z_WI%fdQI3VrrwyKz5_9UZKLjHm^DNcZ|2;-owd)c$B2WtpZkNi%QI*_g|z#J&-<;O zc;;@sj}^?<{LKf5aEvY}C}{8? z!h{MJGHmGZA;gFhCsM3v@gl~I8aHy>D5?d<0Y|10D`}Egr&20csch*o-uR;4ZxEo!urCsRt7GHv?F6DFfY5g|&H2$82xpPF**di4^ftXjvC zEo=5HTC|$fxN#$$fkVzk>G?&O=uWVliG8FGkGxv6nb` z1XHeT`7-9rmG@YdbLI<^DxtrSmSg%f>eQ-N%lT48G?Un&P3t*5hRW+5x_4{=(#3;- z0|yK+P{5#gLo;SNGT;CBtU2`P63dj4ZvFbi7G=zo5%uhuDC%WEN^BttJNknd7L6QtX}S0!j9O`OhZ=0X)m9vFxG|Sqhv7jOkU<7! z8IXAx=2l{gDb|={kV&Q)lu=3Hq@P-eLAFFci(|W9eEi&=ch*NwKpH5jn+31qLE5EDW#QS z7vMz&3_xIk#MuABl7a~$;u0$kn)<0urj%kzCp)bY6e}7Y#o>udJq4A9SBc2tShX^> z)h8=rf=P_U8vBVR$-?DUTXN~x<6&+P23R3N>UCL=hb0M_7fU)h*_7dm3*{c1^|gm* zpuv_UnC+@I2AQ#$XP-@=+L9-$TDVFlQe~Lo zC7#e)>#eftT2+Q(X{D5jXbl1uvB#D*Y}3VRGS*s1E*lrL%}zURwLsE^WMbTQ`z_aH zoBfv_d({7yC28`KHio-#iy7~{VWvsNnn3vGL7e?sv_L`66gu)kd=icxo`-J)Xu}Q< zeqF(eD^T&pjBa!JHsxfTKm!ewKm-OJOFla3r5lX!L=0%kNXo!4$g)b8wDdB}H32nq zOReq%YtBT8NEJ~&s|vKwQIR+mRfCLZG_WyJMQqegOOI@_)e~aljbFEQM_p}+fk$3^ zm93YNd3c{>lVUIC2DoRtAEnx97gAdlUbyz!XkWk`_q(a3Nv3PgRIk|NtxbFzP69R( zIn$xebPBAF0~@liKsjtY|7k|)DCeGUaIk|O{9rjSm$}VN!XGB|M=a(P!4(E$yHpEMiXlF%4#ITYEBTNhe zYSVLC^|Dw!8(r;cc;Mb!f^@d>=?H!4Q=b>|P^I^=aWmz5quTZ$CUwD!31fI0|Gosb zI>rlKVXD^>marx^bs+`=D8KU73!y4xY$2s0lOk6@!9=(L7c$Mi)_F@9wcB3~TC_xFsfldox zI66kY@*xrx8K5X=NfK{3T8kO@2`4%KMP!_`%+GPK`;MS91><~Fk^qi%Aw zt7YhBT1PdQeB3ZSv$Yy65P zfCf|!`}-r^=7pv}3UW6>*cWi>aGr!L0C0vfN>4ILeOQiHPhdBu%PJ8PkB}>*083DiDZ$btL8ngc?p4}Zgp{4i1|_1hE&eX z1m>Ja8XH^J$(T6cGp=a!OS$kVV9wyRu4y|kfyZzLzXmWicN}bCZ39p~l8Iha2;^>V z(54UY?Kld6VP!Sq*%e+Cw+hg$pEBAo(T-MRCH~lHRV!oGBA|pOj0GZ1tm7Rgth5$k zzyN?jj9>f$7%cJWf_$1oT^cvJutKg6ncB0TAyugv3JX)M%Ut74mAn7SV;WY`f{CgO zOPf?fFE_`F=42^ii%Dv)d+kEb@sZDbOfn-HpX6Tv+m)^b{xhJjgr(8E=AVRJ&0*U` z;T|aV3m0yzZVb4Bz9C0&(n0azV##A4r%gC1M&;}uG?|yfR zR)LzDski3pVLMsahFVt@q29#6c`k8Kj9sQRq;R1%t@zci`XrN2HvajpfWG$|{Ye@s zFhLIT8tfhon`qnE4bc>q%^#O=VTC@{0}+T5asZbAOkaf4nuY&htUqk039gt>EnXqT z4Myrxi}V`yDagheFa&?h!qpjnIn43%4AD_UB)29q&Un4+;-&=H$^FT4rF=xCSeeXN zt}aud_RMHcTiRg$M2nvG?Q3^C&1&ZMx4WJ7s%udZZLY$byQrgcf6qwQT6eh0mj^j) ziLGd~pBnosr2_N0-haV2pk2dYEY(qe0Pmk+1y0!g5jG2C>H!sOV=sK^M#Dwm8zNPB zknIpaI

G$T>UW^nkXK54-K<2R8C;WTW(^KRxO@d5v)lWC4{N0ugkvQkTcP_O@q^ zrX^x?T-(AEI#+TaknD4y9+xMoLW<9(Y;04E*~&dTI&=S(i0!EAs_D|EdegoOJ?LqI z>Y6Asx3RwU@sl6iS!}Z=&bPky#(}-%Gi%z($QXF5uS)`6Bi{25Xu;?oj`t&tX!ISx z9oE1J-rpIZVbP7V!KQz#Kp1cDMR#ULb` zh=c{yL?2W@MR;jfB3R$`mEYD`g(85T)ls1qW?dEyOPeXeI>8x|fREY9SNs_X+s&Vn zyxn5Rfq>mz|HYvk;*~!M*4zBs0217p3?Ls096|pH926`Z!+F4@J(NRK;6&63iG3Vy zMHEML9;nq`3{J{vk)S1tpb4^`2BaJj3_(E{;tPhNDDDZyRm1=YKn?x^O_V|o;gFI| zg|9J%4+5c5u%Z)2MT?k%R$RrjA%e7x$Pz+d@hF{D^rA0XUm{%L7KYa#cwL!2<1$7g z7iz*4dYvMu!CI|f7j=td%vsl*VH(a~W3VBAy`i7YAv(sPmpNL1tl>tYI;%1FZC0-&$WRhA&A%afuA%cCDc@7o8iG%ImR}^1-hx7_yorNRmT14fswQy zJK-6(l;c$v*np)YS(eNFPyyVyMjfGL9v<2rwxvC0!4iQ+qEWEObv?yTULTlgArsx?9ZZ`QE+bI}<<@nfQhu8?{-!lzf;HC2 z8NtQ+DTdmW;W^n?R+{7d++S-vM*aV^)7VJo7c^&98rWWyLJF-l==*5(nG zDEUR9ZYm?!9p(4|CymyqjYdKqJf*knh#N3QkBUJzsu5MH9d;I}yD`RVRA>Eg3zih= zSaK(ndPZOEksa|{nZzT6)uWc$4ZzK1dO`u31Y%zDqY_X+aL5V3d{{?9$44#V%ay@1 zXw+gtC`1@$pByNHV&Vzj2c7@+=?fO9M9|bpA{A1oBqrDa&u}Ob#Uxlj5mVX0YZ{$w z@}l+Kfu&mNZEB&5R^u~rn==ZhjfSeIhN_P4*I4!F7m%Hi;FFLhXWTjI{T=C+Y)SnT z8e}Y~7r^RvLMd6U9?M%?b)dT2*87cg=h-R&h!jZs6;Iq+lLSlSTNOV zP9YU4f>fdCrPihu!sv_+LQyK?r!M8FE-b_TW*&siV{qkSkX<)wWvuFIbD|-VB5AD_ z8m_h>tnw;%>VdlG55NBnlpTpDv97GZ>0`3S<6Syyr0osFaYVsn*5dT1rP%4=DCXy# zShk{TLr7@Ij4QdC-Zm_#&@OGP@vH#gf-7_Z61;1!9M2_i1-;rUh8Bf}<||L_tE7^j zzaC?y2CP)UD8hOnvKeeL(x}2VEZmMNaZ+c*j!pSkEXF$N+Hve+c&y*jsu#H7f#H+L z#u0b+o&Gr5{|xJdt*qnXV-GMv%)X}qohfG7>~dUgbLgz4a4u<42SElXBl0YSlJ0*P zZDc}&>Xx9=GOg?C*ho%<00aUoM8Fa3Qc+lK*UGD}1dUa!`Ng|YeU%QL3nOL6i1u#X9W4IfDY#C24;R1?FSyM>8UO> zur8z=ump3K&Wc1D6hHvDYwmLG?+zW(=;G1b>xdj7nE51$wrz_dZ_@>=z%DEyJn!_z zFx(bG6_hF(A?K=cZ^o|O_l|G)CaK5T-{3y!$daWyA{2PqQTsA(-J>-ukhOyo2itph_apH8qFyAsh#gaHgd1pL4O zWbjk;BoqHJ(TZ5bt@KJWVd%eNpNdXfA+IQlq%Fews|iaR3tQ^)jw&7)tPEH3!n%PP zSTA*whW6&L4re7AegXLYFe%%g;074s@+$i3-&)oYmd1v?FtHQIZ?Z1I6jQDe_+v)! z??D7`bC^eiUfjgA01S9qfEI8^h}s(;1fWjLdThfqM6)zcGc`}M1FP;dOlAZxGdH(T zGe^WM5rhDMKqv&u(v4^b|M61RS-h*25eEbZKzK2!CEpv z*JzDc?_-EEJH^3Uz3L|mn8uDW{*dx(2=Q1Faapc%fz1IN86L2n>|!yR%FZ&e@|&{W z^34BMuHRrs7jG^vOHQ~-3ga{+87olcb~Dft&NEjtPFM3aLqj%S!#2}2P?L_Gs?a!d z0w+8GvH=gGUR##^@s@2@RU9EtHZlw2#-0ea$bSV39p@l{%yP@D(bm9Kl9AI?0U^KjJG!tMcdb%%2uPhWKtFn%1q%qV1 zNuERmGepELM~DIpu#g#JL< z00<0?8USNcJC!pPuZ#XJ6&Z5CULUmC^KTL*K67UFTn3??HFx^%w*aT5|MlC@Vb5@?Z~EVVgG-G!_yp6u(Fu zelWl@thBY7!4?a3&@ubNfXVoBa^rpV{?yd-oh1@e;)2g$-70C|nkxcY23+dLH%`%&Y^}>_s>> zEY0*lCUEI|@j?)@F;`G#_Xn73=9w4xB78Q2w>dUz^MW_HoSzOyXvz<)fB^plKqH7q zcTE!$?qu_kE!7RT@~$`|XSG&$b&9jCp^Mufz%Y!*_>AKy5Q~i{yGG!mMq8)G{rIhH z#5HVG!5E~nkiSu0pL%!iHL8O*EFcr%vM)P= zH~X`%Jf(cIEERwQ%+dgSfK{l$wB@T3Cf)R{aB_<~p)-29-}AW#?9~|TUaY%b(8Z6u z_`6%9jQ?ho`=`ssVV(M33;Dngym!NklZW@R4%S@Oi(uE| zu*!Np);ePECA2aCvZqdc+cymEx8(RTLkznZN04L(waZt^$)mhzt31muzMq(`0rbm! z-mxPjg3UV}w&}dLOX0tw_-^lWxf6z65WN=}yBW$XUS`* zhQ6Z)K8A)|#|Eg&3u>ggcVG0_2mh+8y6~5Md&6UT!o8KAx2*p&v9Jyn+#hS0PWi15 z;s89L0t7pMRBJ}uY<{D5wtjp=BC`wKJw)=o;V;58AU=XmgHOjf{VJa-^Q6gbfho_O)pix$kDk|Pfwped&&vAQ|A{ZFOMd5nUrZxopYc@ zg}P^tRI699W}Rwvj~psYmV6mQrN@{oW5zJ)v1AFAvu59-MSGSmT)AV&jDgZ)N{=2p zb^rk)!~}%{3=||z{7i9U$B!XLmfYBknaP(YGhmFFb7%k0pC7jn)uK!pQKFtb6IHqe zXxFb{gEk$Tc5U0Yaf`;i`?7>Z)1U*;nS`$y1<)xbLY>YN0&aGI`bBrZ8IRC zz<>Y{f(i~wbO}>=^XD;LN`xppd+`SaO1v`=V)%s#GdheYk>Wr+`4z%rBaS)(DWsJU zOi;m*U~15dFJ_|Y3z&!^3Mf5;;Rq9{2n^Azxe(GP{2qD3F*KEG0oH@JzR1yLYiQ5N~fVR^r^y8i5kNw5LpFr zj5$Ue(ZpG4gB&&2GI7m$_)gb*xM@(S;_Nb(w)i&E?9CSKfK)wRSY-4k#c15b`{z&+`Bk zbkK_kQNz*sD57-HJRf?rzdICeNWeQ9N~u6iG0wQt24jk_!BasF`P47IYSrX1o~l)4 zm9sc%2`I*3%h;HGr7>6=Z^ZeoC4jsEFcJTlji7)741iXYG3mUmGC3D$tcA+VsB$&d zAS1V4>a4z6YiOOM_uO>Bb~ibAw=Uc4v(e@(>)iynlaNc`<`ZDJ4-yn&f*nqH;Q$-X z8&ZV`4salXI~s|Qj1kAw!O+;WdEYisD{~~VaqCo`oTOd3l4ZQup6R$s0IXvXJ zsoV)H=U<7NotkBl43yUnG{x!OEkQiC}7~V-!PAdJYei$NQb)987nS(*?|a_C4^=jfM~G8%=MO} zo8~MaN!59pX;P!D7w!gJMg&c@JZZfX#_M=JG^O&M7rjufl9jE5%(R+g00R_Y04ewr zdK59m`oIrj<~yH5GEzP+`c3}~VyH;O!sv!Phy){NbY@BLhZM#&=y6OC%m4g07CM3` z3kAGm9uK(3xA?I}et8)cXe2?q++}7>fP&8uIhYL&%{7o*(lZzk!`)P-Y1U~{)Kas% zP3m(u_H?CV40_NlNm5>=Jmo`EDMW=%l%mv|;cH;WfCB^|ig3#%LUdV0{}e25#yqAL zF(OR(m9&^~zynGZlFVfuj+xK2sYsTR#!lVjC1}BB$WW%uZ6<{ZL;)urp#T;>#%zHM zd|3n~NXTMk!JUU}og$qDn-(-baOY-MtHy(8#z7+O)sz*4PXy6Br6`cP9w zw5@futJb{A8*GIm5+DEd$U#1ur-)37eZ+j<7h%diE_RV3#WZFdU`mKEieZ@~DdSDe zxCbdPMU9;jiyMEMDzpqWDNA^jQIEQ^EPQU93q%Vbe`PbfNR_rQYC;pZU{%){>8zLm z;aj0YI~2NRg#fh@)e_TN>Hyc3%)Kjb5(=ld%9V$7eeQL!8>i@UW`$B?jR2&ei9~z^ zuytz`#QcLWhZz%MS(Gdn70XyJxWSlW@PZgzng^8T;l7nE$z?H%DLp__Ez?xvQREU@ z$_bUUr}buPYxR{}1+b|;ifwH%Y^>Whp$8dMWRY%@*DWEDIh4$y0-6?9#f()oyE}1Y zR2-#F-gUd##ZCW>+caJ3F3-9)_VJIGgyXfA!MI7@0eYU|lfW1RXWO z30&~-A`k!lm>8?=)LI&$b52uaRhuoXc4cd+dGm}Hi%SA+_%x`iD{6o*oZ+AOw*nB8 zYUFyRZQ>{c*?^8^6icRI_1D=0e2W%+g*8 z6{@{vYzr{j$by`TQugf<`KYOWaVL%Z5?d&!TiwITux;6$1E2|^NQ|sBY&gxFCNWy9 zSCZN@c(-b_Wj&PlZuo67y`_R59O27jhQiMtceyuaGf+d#)XI>(X71JP&xt@~7_W*p=(oE>TS6o7^)v>H;6%u*-NMZ;mRh`tKpqufG<4}+coWT zR}6^>Zg65upZe9e{`H9=jOo8!mCpA*si#EN$_zX)3)nknvd6Fd6t+JP@wl)PFY?B} zbpCNLIppozWy<51rkEXYN&fF7^nmjSkSgTB^OT}h?jrO=&&`nK^h^t7TF*o*EDLC) zSKLY6lJ3H655t_`23&`cpriS2ic}q->4*@u4I&WW0nR${W7Ak)C*DGub8MTi{_91N)GaZZN7@F3MTK2Vh;Z( zL}CvHumHi30Bg>2J}amy1Xh6RE~ubaEXOb0@Gd40E64yUEG)KqW$A7Uwo0c1Z?D~e zfJg=aG7r~ij+uBe@U`Ed3P%7q-49GwaEs%6J z%-oEn_A-p=K9K61 z*nlw@tH2HN%MH%J3z9KYym0fNu^9{S8FO+E`od)_NA-MaLnLQs+%VcsFDcAvEzlw_ zz7ZU6<@K`Q4uOTkYGx19?e^G>3xt5`;;}mZu{M^5g;FCUxh{69XZh-iAQ{dC<-{Np zGA=a{6h-kN?NVGE2@~r zDu@mbLucvo>?(EB0<+S#Y|9C-0IT3}Nz{@$aAy@$ur|z30TO@`frl-n2NLh{F#_@} zEm1DDQ~Qiz8tR}2t1~?1L@)U=I=mw=6>ABNsTOfj7kBNY7}GJG(BmYNGFMLXY7#%U zurqt|3ky&Vb|5KDMkuclv=;DIc1|?~v^CwZ8}ni|!HG5@G#tsmDu3m+jBdlm?WxqU z1FgUbgp(^lY{ZB#I)bnnh^$M_5;lmedZ@Fm!cy*tOqRk0F1IrwLD4(GQ#^T;O(Jpx zp5r)iV*!$kZx~DEe$nG(!v1zqG3_t%=F`5GR1SYT*~m^k4Y7;NuM+qq0|ZOZ;dR|GO;vQw{%yvH0J7T2SyJ}!9tKC$4sp;H6PFo z71RySLPFzoW$H9qEA%SW4GQ#B-K?Nbap0+%4p6BIM6sX?Jm4z_vHb4oh%jm2s-_Gg zl{O|dPAYYxNVU|iV?{C57&LWLb@WsD^-Dt4L`#%6+UEaMC9CnY3?^YR%anB361L>B zC|2=rjUohBbG2f5^AJPHm<~9z01L3d1gs(6+{z*yt~7+uXB%T)6#$1^G+@>0QXjH3nqd*krQkdK6qTU`4j_aIZvsMWwPGz6W961AIOi{d zRol`@oqQ^)l2v5eGy-AMPHR(T30FcJ^c-UkTSb%hW|p?P^|rv31O^~pu?A@$DP1$t zx84<@EZ1y^Hf=Wd$6x@HK9@J3_7{F32T^x*S-1anUH2EL_G)EUIw%qnY!?!sBXk`j z{e1CA1;SNPPS{)(ZJBg!J!XHrfMVhHO6L}1IcE>XAVAr045RH=^mYM1)^D}9ESi!| zQMPcwHw$n82WrNhdLRf&M_YNbH=*v&sH$e!ZBPw^0ZO+sgiKM745M^6F_hM9_7`}d z^9O+z>_&+NbF2-B0dIpb+LSY;WS^T(xZN>uiVj z{veNsAI2pDz{f;VWwHZH;3s|e98Ahg8&CEwCSvMeK)L# zjo65BRtTJ>Y3i4|IP&>0H-Bq`X#W>!gjWAvJNN8J48RfP$#faum%>I^AMi!DsgwXT}7xzys&@a$8wlwsJZ_5ha7hILVSr}jt-EueV)jC6CfERUCvp6=cGi{o9 zYqmD-2DmhQZSQkgw{%oRz z9i&wB_(J#?=2pfh1GK=9l8}>*f)1ITKsJ$?b&(r6hnrx0D|s(~Sdz6h2+-Gk|Ll_4 z?a#m!3nZ6l6vF_j_%rT>EY&qSUK#)G%%EMjrj@s5pF?SjtwijKW<@9XmT@_tF!D+$ zI68LOmwOqQJ9U^jT3m`5FvDmjsz6GW8S=iMnVtDlVj_P=Wtyw`kEf#9q@r`OVh;eL zkj?1<4f&hFxo>NDOv_n^hd2mawtU$wTgUf&@eq@Z7(|_b-Goze&oY1`DbgyVcfzV% zQEa%JqeZI+q0NS>fh?Ah)|S04qMxA|CYm)S?SOe1qs3UGtG1)*T3VhMH@rg+>^Pa3 z)TD=(O4XK)ZerS);3jxNkLUJ)tT`*9H)PiWkRC9$c$%G>z^AwOMaVg*RrZI^_qNnI zh@Bdp-I=K|*$SWIoc`i(mlA^VR#?0lXUtcenYBhVn{d^asDI^$-x;c%K(vXPw2SzCY=YBmnGWB*t!KANy2H_OLm#LNxa07`ek*q@!*2z+)mrZH-r?Pnx^E+ief*D0qUrsp2Q1Q4TooDNSS#mS6|S*Kd(!&)_@0 zab&&|`N(DKzE#!=l3M@iL^E-rItOsTo%>tBFIhOTfC4mXGOF0MA?f$VB*C3y_=bnV zujaw!#H^_VtyP1pgnPD!XT(i>&z1WZo_oaseM=~pHtgiZyb zJiK*WD5N=LNG0fKg{FlL3IIc#vC@HfWP-|(zI)h#q+D9hdCSu|k|7sFwVcZXT)>04 zz~>h-QcQ&KoV)aK5v4dX+?jIW`jFEGpMo zNvypE!{=Og*80vHu?!Ykt@NDQ_uSgCUEAd@#9Q##VdDSKz0@K~y_0~I)Kb??rCLQV9FZ2{<`@K&8UBBo1ouAqXtX0)x{oprDI1Pgk zhqgrLjnNkT$R>WpM1i0IHo2ICG0t9Ipgmj^deEzb0c^QReEYXUzM?_n*#8^5&u!|Iy)F30M20CZ9dZVM=U<8CSZb1nPAPdLRN}Cfxu!1SYY0h-u9ea zd&hTtMJNC2{T;wPd&`R$M5li155ArwfM-)tct)8@)S4|fL+!iz@A=u$rW5#Sh^(oD z?BzUa^nR@;jr?e%Xm-2T+bZw}-^6VJ7q0#A6My?(1FQpJ2WE1O)^^bcTa9W$E-e2j zz9QPL5w)V?!8+e_{G!u;xp z&K4(i`V`5)jG3QAiyGb8^Qh9LOi{jU`Ld`1np0D@Q2BDDD3&d^iZYY+Do_PgtD{PGUd%xm@vWoWz3i_ojWh-!DNh_)vQ_1c@2AxoY=H$+rEuE_w6h_dMw#Nqqp$k z!l7h2jy$voyY}te$z1ndFrj#c2`@$rU-2Q7^%^re!GeXt zQJX1+vJ~Yuq=Ef}!7`TF(*lF7^xuDu6^LL+Y(0bDO-x;tl~!CaxD{A0UF9H1Bc(;w zhB9$T6G&y4(UN}&p4b#!cJakxi+%xyVvI7*NMnsQ8b%*tka4k@7nfyLT9BTBh8Y!} z9hqAHYp&_WWRp%lIY$${Edd2^&k?ttam#JVoNzc?+1qr+SwUuZW_EX7npU6}1VTZC z=U#Mes+T2u?KSaUdRvAfhH9*`&Pr>oKUpf60RjZT;~7<)L1br4 zP&RC7M1Fy!XR0Z=8kEjH`=pdTSOf(NU=Ft)m&lRH+A~!d>$zpVoEO!S_Vm>B6bp^3E~P@j<))Q@WL}aTVVddx zgcRcEDNzG^IGCv+2?dqJd^$X%s;!=U*Q+G2%yP>v7uGOb2Mizp5>-rr1QehNyBU&H z5NYI*ODwT0v$f3zZPL$5yTn5~SbME+*=n1G70EUC?U!CoCtX3+Rb8&R*`b@RK(8Vm zdt?>5W5zqtMk`G`l-a$;G_@@3aBXx`Ym06c%{kZgm)1{by+!1ftuC5neor?4+HH!5 z!wuq@=QiB<;tL-M4t&J90)GSk)leiAymx{o#=ltMaENh43;->glON!oK`5HwCw~VM8KN@OD1NzaC556< z3pgk_iHutAQQu&&CqvW$bu}9)B`HW28TNA~|fVlTmG05>K&Wnr>;pUwGf{-T?)ZvYBGzx)e zltRVO6J~ZK*@8Yt7>8moa-O2-Nc34qk2Y{b`*hHL5-F2E!a$Ohq~um4sz6h!N~47B zq%B5S%8)8{v5ZxKLf=vVH69=UP`D-Ue)oly9;r7>5FWE=TGL-T%S^+JqSLJ9M6HFV zUR+Y*MbJjnCO$-|w5_cb(8fjbq7pLCIChV{dfU z=jK(dg8XY%ICzxky493r5y^;}F+o0|Wh9Y&iJ;b6$*h>6f{iW7U<+H=!*;a2^sTQ6 zrK^+#tZ+}1eQB~%`ZJZ{5;aT6f@_wvq+XusmtqshFm)RLMyBonnqBKb+?I%uC}Q{_ zv3=%4j*8SO+LlZ~Xet*^%tf}fZK~yQlU2WX&J`RNC5tMFJ!u5M7&SM$JC;#&jaw21 zjBb*Y6X zcbEi>1Ty~BEPw$#G?)^2XsuBVZIGtm2A_#H)B3R0@bomIb}b>Sm0pIwW`);w7<+T7 zt-3~hofV&0w`L5ZiF5m6tHMVKAW49lXHsK^0U1GKJ<$U2OOzfL=7A`oRCukTUi5a# zaz_>nK}Ve!EH|Z%d>gV>AbK$if#oVNSSa4iOq4DEf0@f&rp2hAu_DZ_y4zf}lEOuHpHr}(~mD;KL;InUz^PDd`+BEOE&rx*aRhMK}T-bJJz1`9! zq;x$~XgU+dJv7yb=6IsL4KRBskl3u7-Cxq_hMiEY4qLe1_Et2$abOXB^LxY-f!i40 zmNvHKfCghc-@(PR=`}L^EwQW7#0As$!GIHk=$|IVwQ&9>(#g37#6*Ri@9zMNo zZM=dYXDN??NJ9pg`OjyfY@Lf9=RE(s=}%u6jIUAwGyA|4PQz`XDLqSEH~|-SaGE$% z>D)X#Ub@xodj@ZP-8h}o)$lY#)N*Y)%p-J0l+&KGLlsYJw{3|rJrNp=2i|k9``x*T z1%;oLj@MW z1tAasU62B=7ia4s5My8_xiNe-NCpJ|p%8|4HDSaB%kxYXHg@YHJ&9&^_;wN1S6f@u zMKqv&;sI~hhiTuJ5bx0uysKM5lX0lLb>}gPW*l?S@1d(Qi%=Xhaooar0q@_F+vxga{#hjfR9ub$#OT zHgoqy-$ZxbCxr=7H^+7uizpZH6eFcJ6P#xN5W{~QLtbg9a)EM59kM9h&jnF$+Kd*p`TgK^Lq*h#1HU8<>vqh=_r=7y`mV zE_jKPsBj8UJNcN2WFUi_D3IOZ9LASusF(%tW=yfgJPT2F7{L%{2NAEBR8aVDZ$o#r z*aWl~h2IAs9Wek|2yq5d7yzgMf-({eKu1AAB5*{83NQkHLpu8RS3*$+95ez7@M(Ml zB7YKwoeoVmt0RRH{sCyRC5h}?5C$*NwF_3e)9R%@H7lDcp<^(j_& zi33eVigOYX6p2M8=3BG>*nPhh5lo1Sxk!mtC@N(s7|VqqNzr+HBSH6Jhb<9*8pMF?xD2EUw6vgH-rt*a}c3kvV5_@$YFY$O-Ss0OIA$?h36ycrt z5)n5b0^|8in)+LT83YqCq(bUjMQWr@0GaXmsTtWOVdMl*_@tQzALq1i1@fnG(Krd> zYNgUQyPA?Ap?OVVhJHgoFX598m=g(bjzakpFu<%RM>-u>KVeZi5jc_|m6T-2Az-SY z6IiDm+6KY@nWv>7uBEUFd)lYxN@lfc6s?DyQvwBCkOoppbndF1kIEfZ)IDTSeBva8 zU=*HBbOY}Rn0FFJPlcWbi?CC8nC)q*PWpDLS{|(ms;~NDK9ELwN2`dlt@VUCIpJ!D z5<217U7ZIK3xE}-Sq3VJj6R`XSvgUBb$D!glVWj(yy{&7sIGg2v(gsW-q= zRJA_;Hkb&jws5ns3`?JkId{J0gpYZPxtI_-aIqS)vF4{oF=C>C2dDpG7BX2Pqc$*@ zVv`d8Qkt^ajct03AOQn_6IWSwtv3;lHfu^1gny(17e1?wKufftE4oIDw56+9mdO+W z&;eXvMDRMRigcDY;2T`P1vwxBSgRdagdOtYot3H)Y8MeKAhrM-uufG~_(DESrM3w> zaB7E`-3Pa&NJffTp9dGEdy*gvfVy#!vsAgWj+d(e(?-ntM}ZV&phh7!Xlm+LT^D@p$pvk_`ZwDuMT;JLslx&=J6q-(kfoJz^5oFGuUHvk2O zioGbYBU8WyLI46O-~_m9Hr13SIOu$32fSgs1DaY8<4Lx4cf4I&RsXiUYpbwE8nW{DHqHAwl#s z#f!rsl?$c{K$L@V#na_$iYuZ1`@fniBLiF*>uA7hEUpNwz;A3qf2$aZiUqU_uNX_g zyaKOE5C9Lb!E-rcH%OlL*0%9BygVAW+|(Z5l)Nu|unOzEuUKLZi;>lfp4Ize@KFSK zd?G%)6qfm8M}aq{0*%Rta%mc~N^D+xr~nOspbm%@eu79EVvJ@mpeJN03T(W_rT~^A3dhx~vnR4EY48Bd=>eJlQ#(T7 z0ne~2SOCZ)2EyaRug7a1SmXpEzyc;*K0WHBitHXPHh0ULwvgGp?K#ObT(@&85llD( znA}A=fVV}!!zcp8C_<%|GQ>@RxK*a6MHWbbyl5DIGp08IhK%)oP1Z=s zDli-Z%M1FNR{@|BJ<*Iio04S4#_7z^Y{1f7oYt(ana1g0tWYel5FpJ9DqXA3ME#_jAjIifPcTEUy6xph$%9!&U1U`_~ zK47XdaH=_s1)Ds@+r*8==QR}s@k?6-FU@+ZgtRLQes(!PJzy{PxsR7*$Sv)yD1O!;L4hSmGs)+yD)4 z8;&lA`R8U`=iaB*K7i<#+}zd8=y;n35g^B%OvJOJ04o=NoXyM|vYDE*>3wr-Lj2J} zCm8v2ptPd7n=8hdO?fh1UP^Z6v;yW~KD4Po=A-@Uw_YPXo)|oFmLl-SR3ypLD}{f) z+lhJB9T&Z7-af^H&by|c0Cwft`m!=>%knxm<>^(N#wNlN7+@CxNa*FfCSGh>q0x` zWiIdwA0zj!N=x15k!s=e8REJP=-IT9bxs4p?Nk|F+>ZRn$xZDe|L54=;&f-wU3AYf z-tE<$?Re_}AAyoLQtm~e-s^?Y=#9CCu@=KR=}f_DauK*yUS8o{%#{S7{*FoQO%y}V z@UcSh2Hy!&PxV!A^;a*h32*C9&-Gb|W)5Q$imGqdRDEwE+{)g(#hz3Wan|L-0%!ky zE064bp7tb9@+QxiZaw2xb+Fy;?Tju2_!$y4pD>yKE)`7XnS~NRx7;tiIzRhF#7`a) zJBbqpb=iWw(x{&5Lyq+OJJYCA>Rmr8QGfNNZ~9fQ^`fu(g-7^|Ar#{r>`h3qb|>v? zPbS=V>`W-PxtM)S`0T!qo=j@@B(DRfIs?b=)+|rm-1PQ@PQ#53&Q{34a`^Ka6ODw_ z0-cW9j}J%mtr%&6Pw`{r`oy@ZzUtS-UW>yyft_QkUn``4`tfh|sqg;ve;BR57(zia zKv4GA*YU~@5KWv6wBn?o6@&=~8Z0<4$3uuTSm<~d#NtJa86VQ%c!T3dkTfnXBw5nr zLLD3-LYzTkMh+c1g2dF}gW|`RD|OP;A%w*L00s;c3^h|`=uxCel`du4bZHq;PNg<2 zQ|8&TqAjLw<;t{088cVSm>Ft7XjubY)eddZwry3oW<<@Ud)4kUx}xraHRIOpTEKw? z4^~hVuNfGG6)$Go*zse?jU^y4)yeW@%$YS~{*(&Ng~*{rk0xE(^l8+o35(LIdT|R; z0|cZXlhF37&D!GWP?tGbr@tZ~(=Ra#nQv5+%T*k= zbc5)k9GVLvIFlM8$VVSbN=_t;a?}x{jiL*QHy*1q$p@TXlJdG4Xqw3;A6TF=Cy2y* zC?+9_5Fn_eU^CIZ!Qi8?jQP$w>!>%I+K<1k)C6n37GP)#hX1Mx&_KJIDbPT^0`zM> z!eEdKuQFhuvqjeoI}lMwE45Tb4nfqEGfqal^ixnn6}3bbKYj6l0LUnA#wLQ;4Tt26 z%m_FqhjVhFA&+eCIVG1gvPmCq9jGOjwA-%O?!4nwyN9@3sY)Hvpa4A=O%x?Rt{AYB zO*xZ#R4V?2O6yR#)U-=40`bcK%TGfWgz!JTu1)OQQ6c+J(4y+qci+=EyyRbi0~UDT zfIsOJG=39ScwvT>f=W~aSYsdn7FNA22pnLImAR3sYsgk%b=pl=jdJj)SLtLeDcD<6 zD%RK;SkR8AnPSosX6!cZ$%6w7NWjGw;=HibrM|LiO-hv#8Yw;V{3=1X03~q1s~m*O zEj<-Ti(YzDixa+P@};xuhPPrs(!R=8d+n|KCHQT)4fd36y6d(Z!WPgBb-e&mD6TkH zpWB$@CXEx;Ns)u_f#f2S42cCTL5j&Dl6esNG0!VjvVH}eHtLGpBW^JL^F%t z_9$}wjGF2|2`v{aJ)36#AT4phiZ^ZjkRn^_42u%9D*pDndnc&uC0q^`#m_#7xP zAB52FNZ2+cd?I=){FmGic0w4&@OZ2dm6-$(04&%BBsu|~_{euF%dzZo%h^axG9nY- zM8thdbl*p4BER|pQGYMkj&`WTKbk=9W%*-PPa6tV7})6$et@)K`D7u03V0q#~413g>jqS9SwO%ei5xw26%=6Zioev?1m#5 zo8*ls_d_RLE{H)K2oX8r8=Ao6BIkP!6PJjSm~4`h^V=jzYQTaQ#FALp(IR#_rvvwK z5obMFK>^5imh44{0WG-Cnlz+FM#<4B3owzkjs_MJo={D8L}Y5NpbI@B<(iP_qb`o3 zi==%}kb@+c3#)lfbXH1{kcwCfWaBp{U;zu_A(qBEhDrLVQkC{Q-^h9sN@elNl&7S@ z6ZL67eb!G0FM#C>J|eSP3b20>)nyI9#ItBBfQEQm6jn}`l%*}^cf?%d@-nJ`(gm-M z+&XFXkh#wPbcV(Nc?6^aTA&L^a8m);?4wR)I8Jg33=@TnX;F=8p)i7KECu{PJcS?x z4+P*Q%)uuR6S~iwz^`V?3aCT|s>SOd@u~;4->^(cOIUITpq{&#E@x1K8VJDz0^pj^ z#!{NIjLU)t%1=mBV>JBuu7-PM<2hG%RMpfJ5_#0=HE$YDaUwwzL515;=Z09!W_C2e zyi`$wA^mJlf5*QJ%puU)xaUTsQPWuk^ZfHkII_XbCp$`F~?(k$x^_1&*529Q_aCV9V! zQ$tSwX0ntem}OtsUHHa#Fq~zl0UpMH0YqQ`KvBRWgOJ*l=~lNo5J5|@C|fVpmWkcT zt!`C&KLziPf6Z#*7W3B=5|D{2Nqx+AsfnQpDYB&*IxIS;8C?~D_q(%Waa;`a;<=3@K6Pw*CClFS5>>uKCh}A^8meay;C2Ui(<7sZPXR|63nCB!M|ffr z1aBn55{Ye1q8!A9Mwp5*v1NBE{6Ay$WUk9)3Vj136p|jM3_=^*Y3w`3>|UxWdXY~$ zw_DhzsJL}4W^s+BHe&}GI)a2Qm!RE6B0pYJ7n7beTfFJx^#VCy?k#esJ?$_Qt7rlL z%{U4KnE91DJR=k1(_|FCJm3y=K%zB4@c9(%Rhb#|)ex@j45$d#nN{hOv%Iiefx_mc z99b&NEDKU}mrP_k=6A*Hv$uK&sXvEv#He$03y8qz*}*u`h)$QH=>qOXcl*XNOiN8| zYTluY;L>-T3?>qB??fO%-}~lwzxkbrOK|$r1MhU6n>iFwBxcWyGQ$d*n$LtTWY=TW z!3<(Oky?AFB@u>PY$wj^UXPi~RYEJ|sOZpG$`U(q6+#3wOdkap94SIMTL=510SJj} zMPtkgoIvVx$QWSTOewKo)XhM2o4YRLK9|y=2JW`R_*&p4xM|$oQ`XJ`@DzU!EX-~=5gXvS$$@(6nz@3j@~ zZF$nAC8oS3DL?sJg|GttswFMiWhS%7vb)3th2{!)Ickcs#@2jYDRXMJ(g>sOJ~2Ac z=4N`+&5iDKciXyZ>AX{l-gZkFjn7pPJ=l?8?|YYB`2R+`+Hrq;%(~e`3qR0Ym;wO- zh(NVveem5U9+M92eb!k9e6OK(eTMe>w#I@<4wmR^#w*^}YG$(Or;<0RFuyMhSO5WL z-uu&hUR`DM57u0lbfs&(K{2G0SmLQ5-wu_Htjeo#zQ~!3zN~|JhM>>`eHsna~iDi4?cmtJqthq zRJyq+m#34U1au4+oH|1?i_&|p-5WX;Jf`enB)p&ygo~G`n8SEc7pwrD7MTo3_`nbh zK}Sft3rK(lXn+y;0Sq_*W_v?Nv>s&}8t8&7_n;R6cmPO(q8!A#9qhsFyCo|M!kI~> zD66=_GbJh;zci~jQ(`FeQ$G}FxdZr_Xd^nWr*RJ#Tkf@kmta}O#Y*SRkf&r0UzmR|~GadjY?zxFr-tiy}gb!=)q4C71y=CVEBvF_xzy zf%cQanFAqoskWs!L6q7G6a1EF`mw0~@*U^Qgr$b=#@ z7D&afOvUjV%azMYh$6@(j723VptabRW^6>hoC>n3JUVjAeVM^Cd=NKmo;Wkg&ODKE z$sRgPip5L|nRLvks7}?8%uON8p9wukn0YD+s1vu$ z&(g3zz_OZ!*_H)h0Q*zUL$Z^Ps?T~^NvrUd#T<(8q{+{OOb|Rze^UhY1daA=08#J< zS!hTXEz(M1!L^_+iR>`to0zBkPgU}ce`L)KkTo4B(6KyF1eMLNL`9RUO|HC6oA631 zE4&I-KbVdxp6g2ms5}*2iaR9=JTrql4VAX!GsNiA`LvtsOhzNk zz3j=Gx)6#PWy!|0QA?SOL>L50tyD|B)JrwH9$kP#oCJSB25LD}QB9FZJkGo{4HgW5 z4tUZWzD9aViPOtydvw$Pfb zL6o_(z-~l>NySuqy;n*_ghc4kL*z+NHK3G2SAn$Qt=oBmz1Pp9_vtpW4 zODV=?qq*Cgqos+n85PEX9aTTXSE0q!^b|)*@CU5OsUL8FpKV$Q0gJ6bN=a-AC;K>u zt+fLEJ6RQhimh1eV5nZzRgV?IjrBYKj~!dZQ@N2mY7h*J|vjM%ymE6f7gv3SM#Vthk)UdiuUh0L6?2%d&sobHEjSv8{t9sa1 ztyKbBIbh4$TFuqcr82Pn*k66v8em-!=s}ZhLhK0JTrJsH5`r{Pg5|lLIt#kd<2?OC z!`!uy`WOMinvVi*nB*GV1+HHIXI$Rq9a=)@(P8XU2+rWZSQGrvTMJP>)BFH0`(E(n z3DHH?w;Ej)hO71U*jTb(Fil-yW!)YWu2@1=wIx<&Mc=nY0VRM_zy!LJBAuj2fDGE* zz*K;fyr4mi5W3yQmc?L_gks;-VC6*u=AB@CtzhG`VlP&Vr-?|yJ<_HKiU)YmC@ta8 zJz*41;qpz;0`1sdecKkkVHxfmIW}FlRXk+PSToJa4lphSAOPiDu9yX>`jE@HoJ)%I zIi4-p7Ae;?;Yf5s#xG7@3D)9!Ed)X6;!FPI_p>0Ri8(_>kw#Stsd7*(Q)4!+)wgnE zuf^d!rZN;jfmlKT8&2W>hlSr7PCt>Y->}_H3KapAU4g9v-OvVE|xC3wgW^fK?OT~jh;ABtEW^~rQWCFEO$*!hUW12AER)%9( z?%G>E+gi5eS{4C2j^|p#Wz((UJ(eXZ%2=?R-4jRyx@d-6%taXk!?_3$b`irt*%K{v zizYV4>6D|4uA4V`sZvH~QI+63;O1~XX_WTna_;1{6X{VMfwhPaHVP^2g%o!-E%2RZ zduCx2h+_tIWioBeGR&{%>xUOw*rfW~eX4&qv7Raf*j*Pud5#?Ke zM*{4@9_;v~N-X{9^fO(?ZtM=QV~T}ro=|GbCRtyGUuPA8T0Q}&GS0_9Aep{aYYUZc zJ!}2gliC3f-&Hfu zw5xLrg{_qT23G*tIO8=wZqdDAuY~T_WMNsB<+r_VDyw0}?f_f<=_$RXv#sIQ#N~m` zZ20YA6bOO2itTiCisG3jGjIW1>)Uc=lQZE*XO8gn4{-s<@lYZ;QX z0PiMU2yj0d0iTlX$*=WYY(Z~Qj*t0cn4ImMB(~cbZ)d;V zF!omO)C0iM{=(FTy{0Kc)X)k@z>}St51s<2F2C|DuWdWna?kGal>BnWfLc+3sh|h| zG&gMj1|`t9{oFO@LCj`6K38lyhi-kwWzj`y)=cbP=RrUJbp5zpuNJ@&j4_&(=n%m(PEu4Ur_Vq#Rops+&L#Z+o|Yd$;%IJYe;2kNNJJdBu=PB$JB2PV=44?1)`+rtkF; z_hnobcwDaYSj*>Flhvd@Y(7`^HVaSiX|#_x55NBpOE_{0bJ z=*I93sDKR+UCS2uHdkLA?%`#p?95+FM|UHe8{>UR9(Wvm>`IIs_u|vvsVB!ecV~Ur zZ-2O#ecG@6Y=&eK3$+O6@WZzLDxLhMzy63Het_7}VPFRlA_#Usfr8+M3Jxp(=%^u4 z;z5KK2O1Qi(4ayTFBT#^aiU;G5h6VdIG|vqffi;&JriZ741<+6Z{p0Ub0^Q9K6|z( z15;F)7C(<7O{#P$Q=VnYJbU(3!Ge`ln_|tXbt~7dO$}TzdJ~e^l~=BKO{;b-+qO$3 zAhF|SF5S9z@7B$ur^p4H2HXM;EO;>C!iEnc#yK-F*Qq=i40teca*Y=+YJl7zP~gSR z12qf$X!#?Gil8|o6sYjC<`5wQJcu~4qGy5}J8HyDP-KV)4@#HraKeOul`f$+Gh^nj zP6IU=YkeBkG4$$5E)n?IYp^f&@K>`xA+JGB$^q@l_P#{16LQM2RfuE72&N~|!`bYX@d6yk~^~F+;M)6jM0tWq zAygt2i+_cu69G87G*nSbGG?PpFd#)Ep^GxwsG~my8L1mXvS*~DmtvY}e9vfyBd1V4 z&_QKgZl>9ltYrzBM*xa>T51qF*iZ!_C=p9k&j@nasI_enf(fwyoq(HeA`X`l14;-n z5`_Z*@YA0%28A7U+bvL)qM9m2BMdJ+qa3#1f*Wp*aGfD(q-PM>p1A9>+b&i_@i?tc z77BqvLjroaVX6mu$mM~rhRNEjBpgr^WF}N*S!bG!XhJ2KB)btu1`*_19WXvqhY}B* zKrjP+-o)Hh*OI5Ao(h1>ox4dHYKB-OuNZuIvds;_Ty2|vIpC#>U1T{gRzySfsrXj$+nn1w{N+4TOM#P4IN>nbluz~N0;R@J%b9!h0s?uPlHlYa-3{aEZbf(as*Qie5D+LEQ7bV3d4d@yLGl>#> z@XsIm)d4-Wqw<+nNXh%EFFkP0KBOm*yfKTm66lvti z4>=Y(`4LewNu%GFvP7!X%_?jMP)SaR76OGKgiHev;q+Djzo~_Q1OnJ1PF$B3Fh)x# zWGv(Ho`TAi>`f{zGhyVU2gefnF_*ebiv&P$hC2fDj%VP4_;zW`6T+)Vm?O8JJg+UNjMge| zWkH$r4UF2m-r#&PgSv44n8g$*Ll1XL`8+fyW=bci9wN`IclRD?EFU4&ii zw_4CcPw9lHc01Mtw7S)dp2ngRNF-;wiZ6|7l9ISofJ-nI#D-x&v^$BC?+VtO?!Z7O z(;FmPbPBwB8ZUUR)F*tTlO5+VHn>OsHSA%7nOL+6H@S;?tc(DuzF1DeHJ9C}S1Yht ztsaQ0rJB$LOkmcXJf#^O>>tP6`qY&WjRX`p>uV7ct?41^J$hB;@K~war$A7Hf&naE zmFwStCe;fr^a6nkY~TaO@VF!WFN1p|$Q>CVnIV&#as*`*_dUQho7L|89I|2T5^<~B zwXUy7-~im&gpDVAUH_bEJEBT-lCH%HEthgv8J(B3VBBkc@2OkmKoACq;*(N*OT7jo z*_Z(y@PV6L-~!x06&WY zGoop3fJteoR%+~%8;dK1JLYl!1#^2wzmgUzC!;c-r#=?E zCv7Jyw=)I6R73PIXQx|ctt#<%W)QC{sdbar$t`oY1MYo-dSuDX7q>p%t@2>(=vzbX z&|+{huU}XNMMqh&xE?lRET^Np)~ABOV_V*?k^ppG(|(I2vza}uQ6;8fwkpfpXyxYZ zyXDoli@_l$bGm2x_Sw%q&8|c9I^Hg4jfgi4izJ#H~_v@xbh#I*BFCQ)qw@ za0}90(W@El`{$p&JnPU2uz=(3buZ8x3M^l+*2~_M2aD&udg?eLZ+&f?^u5y@Q5cJ4{18B-y-VLsmD3*wjEW?y{G3QF(CLq777kG#DZZ+WCh-7RX* zd{Ulgp%7G;+STT2!%Hjxy~Bq9in<=>4c8Lcww|izrl37Tj&;Hi{_?v_>g0Rx`;{+L z_rlLf?5D1A!Vv8NavyU>Nx#)GFY%o{!s$wL_{Kf898-o*cgO+V9sT0u@584V?|*Op z$5(#*>Q{iV3A6eC{tm`I3C8=0M*!Ge!;RT>G2C>Opb4Y_vnhZV z#Ya$?L44iNU))&k4dCqY)qN#TRzRQvKmuCm0$M15E(jn8zMJD^p!rR~*x8^F-kZK{ z1t$&Kcr?>Plwb+o-({7c?F7nDWXDkLL=$!eU{xQv$<}WTR;(4FPDr2+8pRdpLIhTz z69NtfCSmU_Veru*pb3~j-WiGVsM0;L;9(r!#tB;S z5!wT`;SfUq0uhSg9$tza-l62>p_F-|esp1ODPFk22tLgb>y^PjQ5>=Tpjimv5Uyb}c25dSK{DbY6T+j}Rh7q`;VHI7 zpTrU`rqzC6BNl2_B31}IC50p2;tt-Kpp9D`Er6l?o9+>zSq!5tjKDq03_;B!J&K|| zYNXadA^Ytk<#ghH?PD5wo?H#2-EAW`c7>w2phAj5Gw7BEQ6nD#U>U9-1-1YMwqr$x zq`Pqcq(^?F9u6hGJ=Q-?WcKC6Ng{>cCB^5pWJA1ST_HvSIHEmS5cqM?_(z_Vk8crYz0;+LZw|UiduGL6~tv`YUW(lC1p<8OmR>JiDk%qU`cMpr48g} zrJz}<7E*Mh3$|dyO=3<2oEHib_|42!_@Za>W?IUlW&)>X(j`*%=70HPUh3FTjHc!p zSzk7Vg_uBUc2|YiniokNs~yF0!bH>M)i)XsLxzj=5nyqW=ek&CaH8j1E~8VHr*JX< zrC9upq}?WI4n}NMqH}76m!&3528LAD);BI2ZZ67mv{`!^D7c(wdZy=klHGykQtk!C zbX22K$ftm=1qjBUKw@L`O(ssP(S7y=Y+{9;jnO@U=aEQ{a+s5YvM8pgB^M~@f_7$$ z8csOkrhc`+2q@24h9CIV$8v_BassJSfaqadS^z}nm~E5ZHR184qdY0kLRx5Vfv9uP z=#@4~g2pItGH8cl>7~FSS+2wg1YudiAtuV<18yRZu7ofKp>gO!9G(&dX@?CWTXjIj zUry)g8Rlcugn#CQh*}3tg5#71#^bnJpML40$_PhpX>fKaqXJG@ylGj!sZa|4C7g!e z98w@@IiQ?gD4jMa+1;skcpG%C4q;}6^q^t2^a!DTr=bGIY)Wda9*LGdYFtLDtpW~N zxFb6@piPuzn+_wf+Ju}kK(GQvvc<%Z5g+U|<#(6~BQlSN{sceqWK#&LVLTO~-sF(# zqlMvwm-1@49tN&HY7eMuTkfj4&Wy5xs!xLIur^?)469HoD`5OZl*WWnyytve#h+~J zO%T-^nSr7*3aox>bYP6ogvY?TYs7j7x^Ahuu4}tWEKpTszRIhxwqp+}fR47ny@~~y z9>(E;D|8S*1D)DU5WsT)sF7#Aa;Ib_d1AsKxgG025%W&w@(> z2Bol)#k>ZkSdiriv|+yH>$2`6qEzUPz|2fa)|w^ z1ohZ-ByQYFu3#9zi>_^3T5MZx!HiCBqr|D2W@MPcp;-iBr>+Di>ck}cU=T7#10w8G z+5}%Fq>vsPWKJjuvBXp14FQJjiFWSqLdT2tz!DH|+ZwOX!sQZdE^z{{lAOi!3gJ(- zW5{MA`-M!OJnu+NZ&uLi>>5wxt_7dOEFbOW;fj#W`fl^8FIx!z@A10t`@StRuJ6jk zQ#XZSH#K4ZJ)~D8o7i@T7j?;_;Y*{#m z2K|M|!mb7bT*r}X|Mnqb+!eVNPWkfh`4;NyMlkTUZv(sV1CQzohs&8h;Ga6+5AN#? z3*nj8?M?9T4(o#Ig6~i8YY5M3)D;Dt=_Irko_7XlF3NBOx3CK{FbtD$6z2$~q6H2! zK&1*H5t6Ag*$;Mc zMuG(pKF1FN?#>J=SX?A&6)SWUapIceE{*4W)Fvd#>K^m|>K)^;19Pq=X9~>bZM-h+ z1YUv3{zVV_U{C_?CI&H^GBWKZ1%DaS8%r_@$LbJsa#AXACNuEz!tE`C%Q|*3OLVM7 z`rre`X-4koBwRsD5#b~#Gck?_;(ifw=8%YvZ?&Q*3JXsq`!advvM%TGCU`9lRTHZiN_kc(vby6#}NR#wH z3w4h`ZyBIPOZ;G2jBGmsW$psp54Ph7C^H%lYDS}?z}d39EP#>8U<^afK6CU_YaLM= zwJs-h59EMTyS0uG5Oe7DxSkit@QDhSCSDTp)sBzGx#}E+?R?%fJmOMrII zL~?L#G>~rgYadl=ul8!Uw*2xoVL28+hHAf-b&hb{Xde|#j^-r9X)*RN$PRZd`Sx!| zb`A)E3AlE351%w2EfZt&;`!hjclUtPFT1tG$k`Bl#_mqk1S<~}XKMurH@6L+ z0qF2q!lB?QcpMeDfs6DFAb5R`_|e|*n=$}&Z=zU?tV^3WB>YX7`f%RL7f;u&MUVIJ zK`jNw>rAgW4wblx;{b|pcY+src0dfF0w_kE&=@@B(QR%oneNb z(uQlKP>ybs%h8dWxRSp&1f%)UR$xx&>qG;W>4x7a+eAkCs)b*ue5Q4Ndv;QiMFxZF zo8M3bgn(lsc~Y}ElNi}h!x}*FB1%6CUpL3KKx)~dXj(RLk{P&K4H(}&+GeUyuj&keTc&nRwqSHXK zEBmrDd$T9|4K%un8@rNp69d3{n?^57DH$3k3ypK=2zx%=~JG7^` zydyk{2J!Qj^6HL2UJLHX?$IC%;d3N(S}h8O-;}hZQNc(2$@hf9Gd#n`yQZVOiy)6| z_b2p*MaXis_Lh=>hipd94X$hdACLFM8=L&g6TMBS{K~`o!@GRZBZX~tOGBnbOVQb8 zD{&ZJcIU}0SuY*QGkw7L>g*~x|V_8t)-wJ*TRF65n-b?;c9KGK+JK#_L zQn0;ai819QlT_FQ=%>8`1dnl~Aro_Y=BqwdRKDdaI}2d`>L11CJJ(9Q#7clZX{8V0 zLj}NBPxqR;>UDG%RCd<;@Ln2qC^ceNbsRTi3-XzoOlsqMvWUecJ%lWWXKj34GIj&u?0hhEl##{ z`4VPKnKNnDw0RR}PMte>_VoD^XwaPzLWrPo6lqeWOOLW(fkKFh3knSgwR#n6R;^oq zGAvUtqJn3lzK(@hhGjvrUl*SF{rCqBUt3Z|8$5OZ5noL*|TZawtX7_ zP(ZK0V}ulj7x(tv_%T)7|HFwFH-21hX{{|%x<>vSdUWa2slz3T!gqGX9UMbeAh~*Y z@#D#tXWm-W>+h&%XNb z^DaOIC7h5#0|$hmzzQ|oki!nIk}m}M8bnNl5=&&^LE$`Hk;N8q8<05{Wt@@58s{?+ z#~gLsF-84q{1M2$Mi^nDAur01NQ_1((8%HjOfSeNrJRzz8+W`C%O1a@lFKf2YC#uW zAkpQDfvyl!7uC+ZXv{4Y0&~nV-z4)nyH@fN&ph?C%t|c%#Ib`D@^f>~LJieO&MPJn zP!}`HgtJkJ&Wuzd|47OlAx(uKu~a&{oI4cMP({_L&p-bRbkGC{9hFr)TYyA?D_~`G zAm%7#bj^t<UAIeQljU()XB!a3A6W`u7heu#9SB=(!|iq3NSU)$A#$%J z(qQvo%$MPYJ#_co98Xxbfef1Qr`~%V-uS;W@k*H6S_Kx9Trx-46q1myEt%X+lVlIZ z3^|^e<^?A>A!0u#eyrkVAn|7wjcXp7yfa_kH(-TAeidagU!(Kd7G!O@-0C8%6}=dV z-kR&5y*XG9}DfER^AYOn5@%Z2*TG2viDHG(#T}4QXToQw!wxLnDTV0wy>? z4w=|QC+6^Y8@S*RsmL+AnQ0Q(s^S)@lf)%H5sYD+A{WU>Eu;-3Ol4Ffbi5cwH#%{Q zYm{TC&S<7t%@L2bY2zFDC`BIT5s-VTqa6cTNZ2GX1byUV91YpX8o}*xb#vq-1%pUM zzA*%UWLmDedEGsNBEC&cK zM!7CW5-%wsF%!c#N{Tunb37`eJrB%1Nj*M4c0NHFKR}H?O3go1us|%hKuxAWOg}<6 z(?d!nL}x`sMbt%APe>q5Nl8gcdfZD(+)P+WQ7BPUQsPup<5WuHR9@FsKr&Z$R$8a+ zTV+pNlCWGUzFbo2Tu1C&T902yNMLqvU`#M#jiX{%@MJ~vWL)!PWld$P@@7=zXG`B` zH9KjZ^lL+GY;5{$TKsHh*llV+Z?n^IN7isw{BlfUbEk=OZM1VPzH?jqb3o&CH~w^4 z|8!+`c6McV!t-}Wop@XEcseq9eKUHx{(C|Hd`tg)S^s=vQh#@bgH!K=K>mY7{)9{Z zgjD~8U*3gZKZv+hh_f$=y<3URuZcr&if@UEit~#`{)|)n_T~#V%ngG z^q_gCqHRf|u>PY||D#?1qhw2@-2SC$sHmt`sjdI3TK}tL>a2(VtZHwq!c?x;|FdDb zw5|WNY+SX}^R<2dwQ*jysgtqyNl${>_8@(2M`le%RB;d(_0H)TIB^g7wzH z`qq!9@|^$jox}6N{`9Nz^`!mv zyZ-f}{`IoU_Q3S_tJL_u-1)rZ`MT@*xc>R2@%r-f`nLW0to{46{`|ZC{KNkI%>Di2 z{{7Vc{o4Ni?*IS)00008{{R;V97wRB!Gj1BDqP60p~Hs|BTAe|v7*I`7&B_z$g!ix zk03*e97(dI$&)Bks$9vkrOTHvW6GRKv!>0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7 zsne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7;iF63T>OU@$z9Fku|Xr+|CP z6sQa-7?k9|8U_|93>XhoS5R~dM7Z9C7-p#9hHNeP-f{vtpvrp;u#n#c4z#C?F*UH~ z02B_AGE087h2)_yv&>lFAMqjNKn5RjDCCet7HK3>4qy>vh$8}0VtyOEm>&@!GMB(6 z!Z5M`e;cSk-DLcwrrK}}jOiU|syPszcL+>ZkcXrkkm88CJP@8hZLa3P5FeU3P@W3l zb|!Ta9%<;Ih$gD&LP;*kT$2l!D9i>rK z>op2Ul_I_uX?`sf$ViWsIdJ8F7#z@mxE7GB0FeKkYoab25U8Uu7bJjRgO)xE=K}`h znjZ%aY*OHi|2aUPu)@G#fq}y0cZdUEIM}c-&Qfdf#TaMon6=nKYND{WO8BXPq`+{l z12Yn_0H682zyKY}ta3mCd2BEoDaJtIYQy$vnqRr>*@}Py#vUlA2w+6F!G9EZcOxlGmn4I0qXntxOI62}6WxHI6O% z=%kmPRoP5x`|&1juTrIe{0*Tayp@vDfH=y)XnVsKFhGK;`5AM_&QkNIfWRYQdpN@w zB)g}M4t_BChnC}8AQ2b1op0!-ckli8;QQn>h{HAcOMjozoAivQpR441(@LolVylebX&z{vnAufNEt%xpcc2t#V$UigkaE9#DwvJ62c8- z$_QL#lGB0!F$X^{G@>zp1tVeP?1rmgPP+Q{D$hk{j1s_<17M~L=glaO^vTXATKu?*28WCXUe+&@m zMcbsdiaPbFQ0=6+co@~HTJ@?})yPysmDR3#^{ZgD5>-!<8Qp~StY}TEk%qH?7u1G( zYK^O0=PEj`(eo$6F#!W)jq=!> zNY*bAn=E2C%h{zUb`}eX*h^({S)*ijC(7W)*i(l{^09CL`#!y|Cv^^IZ?)F z?*fKRfMK_;4X$u|0^1fHq_;QG?NCypo27q>Lg?oL|ZTcM6_@69%URzypr3gey|r1<S~#5u{_1!hd+8r%5BGq!+@H(=r(FKQDCwunEvv5BDQwWN%NCqVCP0V`q7ZSa}4y%=Spt~(G~Hnd4b|* zm?%2TO4iD!7ai$Ro4N;+wzR4IR4UDzzrHsdw#YR8xA@z&?+m z4I-Nq7dR;XZAr47;^D5KdD%#TGOwpC>0bx?+P~>^L|9y5PTzVYxi+#_!o3pb)ExGanCSZAWS|ss8ix__u{&@-$n|=BVOu>SN!CU|G7A{2_o<9hI}IzU&_k! zyx3#Ky@^TDrI?iNA(Q$#;z z#czf2k5_`~SI>IZx7qcOzrb*8>5qQ&;{tHayzbL7b%M-XAyrrGS3BrsoRk zU*G!Xw|)oB&$GCc(GNzbphdagz4pnX-3I)AA#3+G|3|i7mVqxYdO2_N!j{ zL-5D743MYo+yB9ueS7)~QeEL^cmD~IWN1NpFHw9V7X$8>fX*jF{^eiZ=&_GM&2 zMsOjR700JxIVgfXP=X~WeJDr)4Uhr-zzUo6f=ZYb=+|`>p>eiW5e5hq1b7l4cY|SJ z0Y3@FdUJFxg`+-sCnMifo36xbZCd||0jJ3kO=(%Tf#7bfOv^d;afZS5Lf43 zSa@8Ds207KUZJ>%b6AItsCrbeiY7=V4p0LsU@n+Ai%8*EHRpx{5q?qV5V$C6Js1*K z2p5cqimAAYsF-&r1s$}wjE7fH825_?L5MdIc-K{mYe9`I0f*{$ipJQD-uR8)xOz`F zSOOs^%y^FbHE_+A5z;t(p*4zfv59YJjcGBA;CPStXo9C<5ax)E{y2?JD31+6gII@b zpLm9Dfsk59k7{9$`1p|BsE^%2j{jJZo|a*~xB$B7atNV~zUUGjxpdqJkt8XRt}!7L zX^|?a5;K>P?U-FoXkjr~7wgDz49OM_|4EV$X_711lQZ#qHF*&)SrdpBl3W3g3ki*6 zk&`-kk32aL+2@l|sS&n#YXZp-orr9cWt3czkqp6=S;3S|`HfF05K%dmXo(SQ=zB^@ z5F5E)kmZ%!Hc2lp$z5+7z!zcjVTv+37N-eZIpSM7ZGz;xe!_D6WtP;bRm}* z2b-e#n51cpWr>=)84;h!mK*_viHLrM5tM34n{y$Dx9OB*x0}rA5WPtd8F>hTMtH>e z7ptid&z6`tSp>-$nakOn;CT>0{|6Bts1b^F2*F7Z*ZFrE0hUY2o!uFZ-x;3GS!_u8 z5bKE$1nGa-*qO3v7FFn;Wr3XW8IkizpWqpo6Y-o1aT#wZ6Ngw3|7jNaX<^2h7X(_M ztazXZdYYVvnY^f-(rH~S!B+rQoqoZf�n&k)awYnH?IQxLBU-=nsd$pH^sm7pfI`pjaRwr11%(Myi`gnh>3N z5x|*^_bH*;DT=%}rCCv>uvL&Aft+UWrf?dkayqAPikn3mY$>^=Eis;dCZf~1r_ZUR z|8;BVSEf;+rm&RZq$oq^7xUC#9#6HKw5lq8VtTAQ_sN%AgW8t5oY8AhF62dyHs9LO1hZ<)RI09RN6xoUr+sdtws-^4}PARgl{3=4paZ-Ykr{vlYT}p7w>JaCN5(O&| z&e|6r*sDY_uPKoMr)sa=N(HQHX(4%L1)uj6>VDLt6w+Py}&S z1ah0SORFY)bs5RpoNHNl+Nqg7$B#zQ=wRE3al*gwO~u9Vr#5g)+#-K1(cfy zQg#7OUJp6GxN`cqz~(qRK)J#zykXF}#(TWR3%Zdix;@~rck2KK5WUQpm{&UzwtK5E7q2lZ zYH()&pSl%@|C^{avAetrr@pIdxM2aoOT3@^xprU(hJd{AJHPK+zwleXoU6Q45VxbN z13Ewg&-<^gx`c+iy$JEW5D})u8LtZvrFaov2HX?jo4YYVzU6BM=c{T4kN{ZFz8>tp z@jJgFJi_#gzxO-BolA%NE4n(6v?S}ZWmtuV8+w0B!BQx-8DYC$ky$}jy`ze|iaQe) zT)uOFv5-4qy1~I6{J|hh!cP3eQ2f3k?77PuXQms#0*iSL%$p4S5H4xMhA6uVF~eG+ z8z82`Gz-K#F~s&-2XR`&V;f+=l>ouZ#7zvvc$~+1thvg|!a9%v8IU3;n;STKa`_3h zD{;LC|CgF#ESS9Iq+Prd6CA`gL9ugCzHSVsbzsDMW&kvr05Pz{Of1EET*{76$|CFt zr>wacyuWnY13GZJg8Z*0!Ct752cSh-=@k>}IugC?6FA(F2y7C=><|jPZIS%6XpCz& z8No9#$vjbdO z0vYha16;@sksA!445$&UD-p~m!OtT>#)jy+8nMNxnSPhSx*%D@l>Bau+z`u56`zKp zPyx+AASj z+`gI{(j~psC9Tyajm}(6&LnIHbg;Zd;J<;Kx>@`X#TG`e`w?#suU>(ybM*_yrC zr!3a@8>w>p$1P3EG#qdKkjpS(*9oW7E1S@TW~jpq&>f-I;77Hwd)UM#(PN=+JzW$^ zt=L5{2aN61jvdwVCD|NY*`15ooZZ~c&DB$E)_?rMO-m6(*8nvb6Ra%}+r8Jn|NId} zEtkV4+e97IA*$Wic&**d62Dy(i#^;IUEGj8VC5+;OMJY{{oMM!-y{9mR1n&+yss`D z5z4?dutgj(f!F{1-N1<3%DfV~JrRVaf8J%@@95wOLD)Kxof<*jFVWsc@!s%_&5vzq z_#7e$&;!cNx%tiCF8<>4Th?#;$7#LR22oH5Ak(CU;Tg{3Wa<*@eGq6Y(R~Y{w(GK? zrQlZUt!$%_UxGE*48Ge%UX+CQ@LR-j>%Re9-8XI8GmR1&4xLOs z5UNcQ9?lTt?Q>f8ZV^G=U=1DN5)9=`A>~s(&GKz&_%$3X|A5uT+vSYT z=<^HaXAQ`LOk$VySrI_bAkpS1;pZf==VdFFN<;!z&l zgHGaA&S#~C=!)LCilEAw(CECrf`s*7@_Ha ziC$^$5S*vbCc5UKrR}^7a!Veufc_MMKIn5m2gZHekQE&kaO<3_2$}Hi@E-5-KJWBi z@AiK0^X}+hzQSlN;NJ0Guw~gW}!Tf5(!UQ7JtA%0nKy{+`=8}RBrC`Jzx!h&$)tXtC!`u zzVcrG^C<_H_SoHeKz47w%S3`0!ommL^$_^SN&Oxo>>=l|TH% zU-_co2xV^wj@`COK)3Mx!h%ftG;#Vs&*Yr$5j?%MM{)fP|6y=MHfV8Q*bq+rwV$|M zf&0UK_^NhU3BdR&4EdVt*ur1@^k4sB?+A(j=54M2ZzHURMu`Grc5&wnNvsVRH{|2Qk_F*$c3g|y?zB7R_xe^U^XpC z5GITgwp7g6fosT)AxD|)-o=|&?_R!r{r&|USnys^h78S_ELW1)f~_a^|C3luV#xEfpnHs2Ijhckp)Z-MxSJD@y#~#7-I+rb9=`kRdE6S1x$) zvPh5(lA8ribnNc1{AX|Uuepl?6sfeMeiLw|pb}IGBm&8LaID^tLXbhRgexvXtB&K! zLJvO#@xum`F(3ga!l2GND(1?rF7RH2F-95h5^p@j6r&naDZ82! zQ<$DxFjFo)?Tj{tkb=QYP`?awIZ;QOFb^~1^eN3XGi(!9TW@6!ibHDC2_!nPu&z3{ z@-)OxV~_2wM!f`Ownp--%L-BTu<$X1_XaXZAp|7l)zSq=yR<1~z-XadbI(OL-E$pe zw_SHP(a2r1;H9@-dn;WCUsy{UiBpFTbd%p(Q)Mn(pIUtt*PLXXl{iJT>QG^cCl0HH zS)dT1+nIc20ShGLP-K@)xn-AMhB;e7QtM=avZ@pdVTy%%N|A;$d>FaA{{~#AL!fBNEC(zYq6Z#5UUB4+i43`)^>{9#kw#Qeg=?>&-nwMDpSQtf^Z|APM+sI|CmS*dmjX$BD5DV4wle_7MsN(RHzx(wXR;Opac6L zH$NKI(1z~|#bc~-zd_MVJi}qr9I(^B^eCYS)v`bWf)pu)5N#&<;tY}G){_NNQDZQv zB7+1Lsw+06ZK%p1+>{5#u58eRE_q5LLb%52nQnV$gd_AUCcXtgfp9ZPNJ401fCv!j zG7d<9VIJo`nwi3oH$-G2C+9;$Hqwzk6i*J3LJdeVtB{163SxvfME|9yXFr1vwhq$3 zj%>?pxtXF)4hRM4bt9}#afmrjvXu=8-?jc68_Sd6Pv|C z?3fcFdBy+@1Y``UX9)2;|5B0H#3srbIkQK0(~zN11yZm9i$YqHn~oGkp{Ak;7G)=A zo~%{|l!&eQFeD*cioik;uuq2|0GBy=Ah^QllLpx5pQpT)@IEp|jKDxkXA0F=PG)WqT$wp#g)T0W!m_l~NOtpc5l=e}812RAbl@ZdLFNJALWja%u*7T+E+h$F{ znUqkFvzyhFX*!292SpGIJ31;tdnOY~Q9iRFrfi4-6gn0^E}$e(g%I+@0s~%J1O{4- z)0pH&!83IgLJURQKs$2LkBUU28x3Jc+d9`bS?mxgEQ;@-Y5)Z!pa{kK(>ZNASi%<8 zu!lvgH(?=3e@Fus|AIBFPcg}+=@}J0@MJ*-NTAAcpw1L$mY^7^QGEfFJ!WD#a&24b0R8cHKq(nt91&tt^Smrj@xzCj; zEMTFE$56wk&~>CC^hVjr8WpKZ1zKekV1P)m)-_eh|Pq1~T{D zy8u8UIIxDa|FCqGyksUf*~w34a)YJJTqS=qoc>S+g{e$aC8u+p-PNv!4bh12dUznN z3YtNhIF=b(>BdkxixaJ6+xyalwj)6bPRdGL&eS-qBgt`)DZ=9(U+>3)M)bsXv#s(a zU=9gJvMHcEX-ZqT!j;B!rZv53PCNOVlEg+gmkd)&JF?WGuCSziYGFWaw+>+TZdOX? z;d#aQf<=QXMo))#L_w$VD!4 zTU7bnS1$R;Ro-NpH6kkW-Y^}U5YGhETFv$ZwndbE5`f<(;hiz5tyn_mlfbynv;8@J zDFW?_Gi2Hm7h%PlKJ^eK$sjBcR3TTsb*^`P(kIs(HB!#$b9=qYOFnnnEleoAT`x~$ zzBiEaT@Z*kvDaeRxn?$!bCcx#Go|sjLdg21hJR(@3iF-ADU>j(OPjZis6^yVH+jle z9`col`sCl(c+NLxOnuEdlFdGP(tn-OV~54bAA=3lZ@TrRFE^knA#Xhy)pT*MdC;6{ z|B=9t1V4OFFYx=-`~8fu=YT$Vi2RO`!%s{x_#1iZSKs>Am%Jh>ap>rGUp4?w zKqVzzcG#ES{HIU5DyV^!*JE1k=TANPpIq{?CpQzXuAW`8GkMar2j7iyl!M3!fzuR9 zAwZEJzWzX-yt5_cBf7jQI3ZgQ=oggZF8NbC5hOoR-~`N@o=V^Z zpu&#ZJEC|JFQG{~EIPoRa3wHEEtpt7uOOJjg9)RnAh3XexPhZB@eB&|J`2Ra|23>W z4dlQ#G(6(*tH*Mr9JIqbghA5F!x_Xw8l*0NV7)#RL_2J_)FZEuTn0p|CFoREm&D1#%+$u;Bzd89|5l+3%lq6QcUI_RcU=*rFH%+B=8&jiiT#K_FDfDLdI|4|w*N8zjS8bC}e zoRDBi`an#f@E42#MSm!jGa*dhgURk`l_NPxh*M0)Y|IPX$;h0{@LaKn;J8&Ir=ncV z^iF)bbvgl1xhpskW5enEQ;)Ovl7*y z3H6YX1d|7ao>sxe5#7$n<4zFeQcmDW5*5>nxI4ZgfhJQ?|D+s-HD%K_b<<(!$~To$ zIjzw;{YMym3}~>^J>^sOw1rdv)a_fwvE+mwE!0rRNVQ~3N?d?WdC5gpS~r3n3KA_wRxCWB2lozqu^)mW9)S*2B2?bAEW z(|>eRKCRVWebrlK&m2vKFGaE+{n1#61&myS8X$qCG6;`!jpeLVN6n>hETEo1ih`0( z5o;zZ1sqPT2q%p;Q2kI*{n9Ws)pWg9S!{&XO9fwr*LaoJd8OBR<%KIl241MwedX7F zg;#ym*IlJgIMr2xtx7;O%VRaxP>2OY)d3Q~mgJ;}|0}G^C(R8PJBh+G3D~Gf21y$N z_13=uSDlkqizC|XPbp^OtbXR|s*_owTetiaULWY{v*`4LteJxm9^-6?Q zLO@-tAC-kQAc2nrNr_zuPgN~T3E7WWPJm%r<#5`DARtPGm4fQTksXkdg&vk*ijz%Q zlvP5rWZ9NARRVDU9RNbj?Af@LTbgZ#JZ*-Yo!h+C+r5p~fDOo4AXH9BRuWiRkmQI2 z6xXlanB~0GPZ=IfO%N3G+QSVpkcirjAltIV&9hy`v{lNqJW4z7dSk2!+7G(IPV*tKeAr4?7Rs{rZo>od+hOlCi zwbbMd%!Y^?YgL$pz~YRZtD);+hyY^{7GW|r)gd#8GC09P_G1?ARa*w+TGr)VmSp(! zhe#e|UQT3L73N~z<6P!tLEdFHJ!ECJVPr<+V15Q^$OFPvrBp7drnp*_$W{r~E! z1}bHfkRoiJQVt%CRc7VR9bs4Y$pDGv6MWG{Hs*S^=X=)S0A4?=1ZI53Wm@**f$%JPG z5M6;J=#*CJVwMKY8Hc+S;FTU|0q$o=rs{asOaLl=y927i%`suw(6_i=wxl@k+#Q?Q~-JI>998DnYqs8HnpR(6=4qUU>Gh>+Nq%d+j_bb$Y_s-jgGOj3UI=ZqDs6`1#qH!6 zbDMDyWmpks-vA4vo)}_-Y~`qGtmf>F)@rU6(@9Z)MqtWVIJa03>w1RkVh(J#mIhyz zhSrwt*{1Ebj$^v6?cCPw|K0BEX_kecrc4N&>TN!WZoZ}JjiaaD9q%yl_Z?+g0!PPVZ?hZ2MSJ z;niZD=sk#*DCHU6y;3K7-V*uQsR-fyM2COf%%H-Vm zZ_1_=z`IdBBOY6V|#k|rLLmQh~F?pWXjyB_fiFYzb;>uH|f4p;9I$MP)K@-64` zF8A^;2lFTo@w!g&|0rMUFh}z=2lFBBa1=M_gHC9Neu)@&?vu#7#w{4ya^N`eTEmW3 zifQhtc8MSt@{cC+BJW88F^DA3?xvLT56ALHFLN#TWo%IMOULv~*Yr)#bin5HPselt zo@Q(SZs&|_hgfW;AZm~BvZe zpet%YH(sC6Z{?UMFI1Qf0C2BB0Ip(=83(#LCkw>{TwOQxL+^Ea9Fu1%12{EJWJPwj zrgjpa_J+@L|7N!dYH;|8*K%;T_>0H*i=Sp~-|}#;_-Q6$kKcHW-}sW}_)E9=YtQ(T zANiH{_Hi$9Y9RG<&r$|Wj#S488=lZVq`mYE3uowHU2YF`)_m;=_tv7pZ_j)a7b8#R0 zvBz@q{_WiZw&$RAu2Oe&*9klamj~T*3vm@5FPOb2MZ?#Lqeptr2Kc3aMfQ3olU`F~ zrTk%-WVp8a%-{65=W?vSN^^+&&=>vDC;iel{nJ1Dxkvr9pJth7@hy=vUIGflzE}aj zh*n3s|BirluNeFcR*BCFa4s=`AGa07U;M0Ye8-2w00GI#r~Fuu1 z1F9dWUR+t`VZ^t08|?V8B=F!TQ}Qlu{5bOD%6GTegmB>k1Du-u{>k(@QnK2&bMLO* zEHtlZy_0{d_dNRa>esVx?|yFD@lMsohd&>iEE0pEFKCVt%qA@?ClLdM(NqIx%1P#u zZ3C{vfM%R^wm@sBk@fEj|Tnhl&xe|*xzJ`Ele;m>e zqJNlHzymLk$YD14NII#c_uOL-rkGkfX+E8LnvaO9{4px2q;420s;da|K#vqPc&AJ< z(l~1>HZFjfX9B^xE3du!s*y4RBE*1@wQzDQva&q6EVJE(DHk->_@mF7&sr;{nrdE~ zEw|lz`z^TPqN$d+<(dmFxptkI#|zLg5a4ISz6hhP3C$_fEEDoJuSK!W-X{&N_Klyf@!{`~5fI zeBZN=qVX=5lgT;1r1Hujwd^v?7IfneqSh#WIp&!|2DaA*JoC{>wJK}n(95nxG}G1| zJtZ_*ryiHoi z%$&atA{dW6Zb?Gp(gG<6JKyQ0TW7(>1O4F+-DR+lhWu6u6Zt_6E)pAxd?X|zDM>|2 zZ5!ek0zv8&HVQ@OA-D?IsxI`XP?4yVFQCCGQF)>V=%OEo|4<%5ly|)85hihvX~EiL zVt^Tr#(LR9BE;|!vAlT?d{3MrGLxyyiD3*M`=G%C*toe(*z%1M*}xjcs7;{A0t)ym zfoQgk$q5|O0nF|qNL??WGw)GDs{hgF(}P@y461W;Pb zAkt)=F&QEeLYhQjIxKHZG-ef-sneb6G#~tk=H^Vs(sU98o7+5UH}S^;WiXX;FE{{E zqbk)F1;`=95)4)avxa(dRW7mXC(@vSP(zw9cVi7<|F#ktu7a|)t!{lQT+vFqZPWq` zDTU}thKNHGWvG;=5)n7z5s$!nbfbGqU;2(|DG+g}L?k6mYe3@~7giH(LuH8#i3rSL z+Jl(wXoud+m#KP?wzPfYDQZ(I+Khqh4>v*FWv6P?qiQp$43ODvhv1J@6kw{p{cUlg z_Z$PzpsQOdSJP7H&)Yq49`0z}1^L-lHN~~M0u={#v#Z_hileRE#qK!5E8g*j_q*oR z?gqP?UhJy1Oya0TLm>*9iZ<$Pr9@RW1RIZRaHGHejR!me{MiB1W5A_7Fk%s`-~=!D z!19m>IwD+;&w6xHjpZwbG4uc;ZQl^Q zH`UU(#?9OZ3}D$3096*a2$?Ny#hBCuC}1HDV1YkA(OVxgxydmp3|=4d0N1^4xmKQ< z2Q}DSeLxqH*8MV=<9gmPpO=JWJ~Nur{9O>L_k-eSsAo`wAtG3hV5`utUjK zdOin?D+c4ll6JI#w#R|(5#b1vqtWD8G^8OtVL!LSqlI0pr7bNfHk4GyYKw@cGdr3B zII3Yy{2op_3%+w8TE?Sowcu(pNC9{EtzlZEPJhX6Uq^s5CPE}(!s%mNBEP=-H< z(7s(WyV(!{&`KU43o0+|%GUO>bQih7|7gu4X@ulpTEi@E530G`=FTp8)2;4xv%B5v zRx9(+cJqXQmrfG^s>4NkP76YIA^C%hh!emKM<{MkM` zJmTn(N5w7P=XS(nM214!%=X)YjG4+#xwUN9@6J zyu&W`v6H>*VlQ{S>%HA*M57vPXL~jJt6xf6T;LL4Frs1IYC^yIu!8{l^;zTY z4`0TfSo2969Py;32dJoaUKY6BXLbc@NCFTIgL26qR22oYqD~4Cx`$ z-rU-$@B;!w zzzP>ET>AqM@a%!e|T;Xt)X(tYZjf z;wEyUCvwuQD1<_qB1L8nD$3CVbQ$r%B1ZzDEZ!n^34>P@qrG(yc21q%tNWJGg^Q=A=zN<1^kQPj;ae3RpM}CHk%37~b99<=y=G%_NduKw=7M zfgw>o9O9uv`jjJ9S_&4WlQL5LZSsWB0pl_j2YJ7z~xh- zAwDR|sF4O32*X7#U_{ z1j?UWGGhEiWx?%P8J1Q!`d6I2@unfCD(x!+4S>diD)CEE;%zPl$Ag5^hgFY~!f)3#?jvZ%iCNdtOPMX6oZfHzusAsZ6 zG=yd~h=Wg_riq$nYpUjJt|(A$;T8ti!>wPyeZx^MULx+}iZx{frXj_Z;lynmrHx}G zmZNfZ|BS>0lih5}rfiRKf($7jKm#;D!1UpUWL_W&;;B`qb#^CqUf^zWX~m!eIDCUT zlqt=59-21TnKq!RrJAkb+J0hFEyw~1(y5)^DW2vjoz_BN?x&x=QSV9Qe+nqpMdq1p z!)1;ax~Utt&4V!TA}Nma1NNw`6Exw)W^(}unw!R2CFbRlU+87hP2!~ zYH4+XX{@@X1VU@Ykf)gQJ*l>qH{%RrS|JDCL>I0YNl$a^j)ZDzFjr&WQqP{s5UHYh94Jt zVKhc#JJ4v1s-ID|A*_mzBxa|qE@H(j9-xV==bhjFs9{ zmU@qww%E<)X0$33wf1H`kSRE*!?q4B(Uum*W$U*l7U~Tq3zF-(KCPYdX|Sy;)xytS z8pHz-s9PDTyv{4xy(Bv{=sWl;*-oFpp6#WYE!ui0z-DTQk|=7j=4v{uYieQJMQnhP zpTthAfK|gcoFBlYU#re2Zf>l!Zl^!`DhAFf-#DNHZtKaG56ez2 z0PbwID)?Gu%w?zIvZWOD4WJdGwiYM(Sg!oe@BCt*&06a{07pQ$zm{p}g6{sh?~Rr& z04Lnug@ZbT0|B!x0&nZ!EieN!@Wr?mebR32n(OWAt_9!BVP*saJU|Vo7ut!Jc@3|+ z)hlN{q4e?V^0I?I6|9A>tuNYS^Fpr-&oEBP8<{_<}Y-z=-?YykHx!YNppg2Oea z1L5Ur0;g#Mx3L?)aRb*wK9o~oO7H~hX$4=f9`{OrZbZ~U=y>^{2%DYq7IJ5*uvgTu z*%EBPGB3b#9}LIv3{Uchnx@;uZS}4w-?}K@_M0aQarxF=tC}zTMeZXCS_66>RKj8W zPO&S$GO$|8_nZTI+H4o!@-3Te7zc2m9b7n+12AiY(DLu=B5)gHD;y`YG7nxl5G2z! z9Rk?#9ph;p@3A%CNuUgzjDGCHF(Ij1x9;{W7nUNWdQ zEIfGOYwmE|scH}dSU!L9Cre6T$>yR_qY*b+`EKkJW2FQxpeie+;=-~+KlJ6=6nc6t zE?4yaZsRWN-x`;eI+TL}8*rJ*0~#Z(x8`cn8tpNgbV{rAGPiUauS4uU^U_808qDc5 zmuod&vrgwoyJCa^WTe`SaD>KN^+nlZ z>^y5PJfv!Wl^;Ln8J;Q8!QcZo6j;Pv;}}}3LBlTvg4W(Kpo}TpkwUaxyYdpXZ1RL1|f8N2B?nbk20e|!Xqwz?;vA4Qz8Z$65EA|4Tv`dThExU1I%m0J-#P00Y^iAV* ze(p4A!wBzEPc4|R*x75kCADfxvQ&4fzEX8-$96lHrf0&oRd?!%M#K2&Fjs4@S98NY z^D{l@*M|re$oSMg@PjaT$TU`?jN+zSXC+)SG-Ac&lHN6?WF)WAC?`TXvSW zxto8FGn=BEE;yan`GHR@gy%V*I0p<;c!z7Ii3hsCJ|hIdgPW!>aWiIVSnacK60ixvRhWt8)w> zfMzVjpuHuQ{>X_k-O!vIDcSFZ;5WX*1IXfjilp+c~u- zIG*ddo=;>HO?h+I*om%Va-h^N~fI)JY!W2LDtrI6qCl#{o`*S+1l`lO`yL|3%36Y$B0w8#g3 zgB7-zlR3f2ZG_(J5-`_mtYyX4gUq0q%zUE`T0eeF>oJh3$n4I6gCgpFZlFzR(XnXt%&D90Kek{Y>;UM)>Y9a^}k|!@4HC zpDNb}m?!tw-{u*|HJ;-^|8eg_*=xGNn6-}+T)~sWH!!>e>J)Nb_roiv>7`my4k=z= z{CD3y`?r6rOUkSpu&tM=lV(kt8`jk7wUcL0 zpFV2^-5C_m1)E2aCRMtWX;Y_9p+=RewExASsV~8RX|c6MRK5neh1s6_^xNy|< z?Ag1woO$zm_?Xj{KApOB=ghe!*Pa~tcJ0fn)6N%udcN`0&8Jtto_%}w@8QRnZ(jPk zb>6^@ESO(ixN`n25~-Yn&Z)=10})J6!37y?(7^@eNw7bRv>EUqgbI2{!wornNTPx) zqNqX&K`PP26H6p%l?NWU%EcFv!v9I9pJ=R+C!&mkQO6y5?9s;`fm{FztEl=4EV0Ha zi!3CK1Oo=HT2Kjr2iWk-$}6$VQcJi1t1GfE3DajDecl1n%rhCQtTD^VWYbM}s>$rL z&PW@LPSNfx?KIb1ldVtKlB4H2+w|$DAKm!rZ8>hx;nTI?iW9D#?XHUsI`S~3&N=Tm zrPNaL=*x7zQAsV;RQIg&=A8V(`LNXiFZxd+10#IU)?0CPP#^;*yvDzX2+FX-VTo<% z!eA!~v78D~Y}VOlH5$pARbB|vTBu~SQQMzzyw=-q!3|g3q@b8(mP3d<%19`qT&aak zTr$7_nI52F%X{(7H?P6GME?`b%nYN<-^bi6*x-W^u57b7L95f@hvVT!;@|je&Cf|$ zyJt4qZqx11M4|hp9^r!fhGgNmnN+#vF3r^C>YB^0Q%*m{^wgVi&iQ8PyunXDb(FOb z=!+uC)##%c+;u^q!|~NZii9Po*r}<;P#vjZRaPWux$YW8lCpszrE$q_Dcfz)?xowZ z*>2nIx1ZWdgjt|~QJI%eiiyRv^zGYkE(Z=g@W~8=r%b^YOIY#63)bu%h8u=ha?Mbq zr_VmMlZ{e*_Sr|b-S{yNyLL`49i5buyYA)Hr)zFzPr-9p=h72zKD?6kFAyZ!m;uOIFq?N*A#!2a%EFMjuhI01qwGlk*@;}DoY1vU;&bCTQx zDd#B5wc|kEfsMwV!#Ug(YB&2x$35&}vXhDMWGZtG>riMNdb}=mEUV6WY8S)V-L7+_ zy4`wc(=+i2Pe1^&2+)94tK8RXHcT=$`vK{F@T-yh))+@Q&T&WRg3%`0brb_UU={xB-v9v_ zNXKM`ABS4tA^#Eirp!#HfsuPyY~mpsdVGVDudyTrkz*j5J?A!t>L7HM6GGFOu7$Bn zA?ujK!cy8yhOKN54dp{aSei$cH`LvE?!zi@unIt86k0)wNJIz;v3boCVuzlWM4=4` zdr@}4}a*xa0p!>XBY_4Il+S)a>^6L zBpDmjpvF-u<5YKASQ|olGIaRh4hctz4%CD+gQrC0J=XEM6N<-`HHA+taazNi;xti- zx+OkxDgP2)np24xQV=n3m5>BE@rck<))Jq|A?jI;np1>Y(9X#b=xvj$-t@@UC?wAG zS(B(`HRl-%fX^4fGoIR-XO7ewSGmry1^cXQ@ z!~X`>u#5HYe>r2CI?;nPk;#NEWwh-L7i!tK0pLc6r#{az?AH=oH^N+sWRf zu+_XYdaIh@9B1|3O@H&X^O`1eQ2XwgGVtIaL=UzZMgo}7g$}U844i1-pbkNoWpL_h zlbe2ojy|UqA?Z*`y3lgC!^jP}`$XjpEaV`LyBGb{bQg60Hm0152I0Hq{;PoKIKWVv*d?6ykgKM5=3XhT#C!~d9r@^#fyC8+S1N4wX2=QZ-y1x z*&bu}%=}etgg0;Nh6$U^?Gtoco$FmM8y=Iw04llTaPT(MywQG0!*M3U`v1-M+YL<` zZuEOJ|4wwtFqt6lWRg3`8B`%ZhCAAXIy)oNw8I^>j+#+CJe6`hO<$?gTH1!=9yjsG zOOA5Q#~Q|<6M1h)lAm3+ydy{ExkHjYbAi~rxXKzxlcW4|*<01wR0hyTj=s$-TN~*` zS31-~GG^f0_#+}gv)9d5?yPGauE=-(^M90Aq);i(15Ep2_lr=t12`Xra{KndzZr+2 zMm2wmtUXo;o7Joa{TOx-g9{EGLKP~%oYl@Z&e4u@n5?4}TRh_%&+$Ixrfdnt)I-Ha zE&)j{^ER&mHOuo_Y?j6&9azp+n$9DR4B1q#Sb9a7h9+5nt>

%KxY=cxvy<%!ea- zPxn@E%dTPgU@!)w4a>A4+|&s9ux|N!ff%+9`h4&QrNRKD?F+qGq(CW@Ql|epO7U8X@zg_8 z1aJT=Px34;r&^5F9Iyd7=yMd1#Xc?q1rHxaFMLeIhj=U3HW2lg26}$w<)8*c9+7yS z>z7^*=pxYsPmr9>>3g!M1y|7MUQh-_5eBgh+rXzJPU87;aQS$!`GD{hVUa4}#oZnN z32ia^6e|jK@xS7Ma}EU_@L~HNM*JM9P9&x^UPF=srBm{5WdG2C9KcWv9V`r23E}iX z@UqY~jzj;92Xp=pR7%A7*?jyn&rm5f5~*Ct5KUHF6_u zqTTd}k8CmR1kIw>ZWm3`zkE?2#=}k=>w#SIq9CSnE{8SH4-02zQZQ+<^iGw$5W*y_ zgU(~&v=H(1j~lsx)6nBQAa7K}Q2>{64tFX6KW82F5XR6^0spY4P;ETcAwMiIBSP^7 zL-D&Ru_E%(YK#p-H_s|(%MNWz z)c`RoX$!V?$16*52Ej5EaW0z7QuUB5$@-(4qUXyb@g8aK1mChQHPOnh%r8ID_XaaC zagQO5?#c>tFcWh==QD{=@dmAK11!=pcd!R1^FLt`?2uxQ@E|i2Y9u)`K|Ql2Ptzs4 zZ#VFvK_#^A2#llnM3Y)`??%RC6eL5FLxWx{RR2=R9=M?%&LIsil>H`7hFYgm%7et1 zGac!VIAN{x5alXu3*oHp7G6c^O$|3?Iv}l}~t@h}W zJO^^S%yR}=5ItS+J=s$)=@T)h(-gmSOvzLtDbnjWU_TubG6A$rUvUU+!T@N1&qne< z6VxQ@|2Xq!WA`Q6ipc=Uz{WmgO3p!2+LZ zJfn+OsdRg84Xm236RFJ^xXM^R5frbC6#vPzSs8K$oi$oPkulK}4~T(3+0;$7_4(k` zCTbCp?vyk4bg=@pTp@;Yyw6xVttYbVTRBaRjarDG^6ghFUVPOe6c8L*lk5#t_R$+yDmhAOX&qK6RYJ{zap!8Qo zmaI0B9uJcDkj_|z#=Wb>@I3q;~Q3}L0+eV5=18tRh6P+q$VvWucNXo^gvYfUu&n- zVCVohXhzqu^GLN+c}ig$cH|5YI{%)>+EA9OG{W>U7Mfr$W396sf@MH5B3Hrbsjg~d ztJJ$pHcVU486bBWRJH|`RWD712ECMKHFswJQp<9$Wqk!4*Z=_m`A z2~vKk2rtD5$8IcU9~W}@w}1IpArEs|r_(Su_e-;>fTdMSj}CgW;Q+>l0oLtw*ECyM zw}Ru$b!&o3WH;^>RNrXVCI4CDkp^scad#gUii9I;QVdlZ4Yh?4L>+`z)L2NwB<*W$ z^9+x&H7cvJocAep275PXdJ*<|B|(CtguSkNY8SsYh{nsf7RG?!4z8E^JNh@juBH!=~&AqvYjAU-6Z%T ziGhMG_>a{~K&OueHn1idu0h#@L?oCH+;Ryi}?2EDA6seIOm4W z8JOY5yi9BAQrm9L#{ZbEjH69_w@Hopml>D=nj_b`0{BZ~R*nytSgY$Ww|PwKIGiOn zo4~;s3ZQhY?sWTjo!Pma-I<+t(2oImp5v-pX@W%xOI!{4kOTFR{W)qGStaoSh52vb z;O|xz6&<$L;x_4NB@AD~)*fOiIb!OQk5aYf!+QNNh+9q8g4302DSMSTMnf)^N4k4= zXFSG3B*2$D6|-V>`C>=#10gXJtqp&{D7x-ar^&c+1#_#cO=bO8ny0y_iTZ!hSbTx{ zJ>?jj)w7#Xwq|vYn_W(ZS0Y~kog>&<-}$S-I-XURp2^ys>=`EVm_<6HGx@o# zP4l1OTG1YqAO8mW-%hF-^$ux-V`f5a;rcpX$uLrtGGG^OJ1Tk|E_x|fdDRLw*0d6B zJvAzUG>J{RvMoC~%`qPF0Y9Wo%Qm8XNwBIC*P4dr+Ke??h}nliwyX*gnJ*9|aQT@f zSBW;FFU|Z`i4lY)C3V6VtdPOY***9nxYhl9FfYdjTx?pd<0}f>{r`b zJ1@9ccxyTv_GxUEaXMLZdd;Q+Wg-PAd`b$p$d zySaUQelS=jP=ZPzhEJ_qLbE%`r8aXk2mLZDA5y0#1EqLN^k}prc)?-89?W&(@Zk6` z5L*V6JXvPuHG^{JQyZHqJ+HL}o0L%%zy&{Jc7&ON#`( z>Ck804gJtjgdSs?(IL0C>3!2j+<%cSx4T)zm3q=G{om=hn!8HV37(p3I~i6Xt-4y& zMV-`5{o%!B6TslT9)Q&`>eVq`(PCYdM!Asop|F!9JMv-Dpo1E(_R4w88DS^bUDRu@ zQ7K*M9>=o65JK<*8yqk+ z`P*>pe$8t4gEfDf#ouSU>xsYX!G4^R4!4)un$N!ZubS-_ou0w2D60t*_%moMMGef%0adUi$FX)~wIn%AxsV>UCXwwg)9Ev*SP>eHxHm0DeT zHEYqL+O}R>36`1Iv1H3SbH?nfT9;tkf-M?z+E=%9>)O4GH?Q8kVAuNn3plXg!Gr^+ zReSjCv1A7hEO-n#vgFB>D_g#dIWuJrc!+ua3_7&v(ReOsK8-rH>eZ}UyM7Hjw(Qxo zS-054`T-k!@p}92O)t3c;lzs@KaL!^z2(fCJAV#6y7cMPt2@u9kKa9R^}5$vUhiH$ ze*N}U_wF4Xy6?;HxqlBozI^xi80zcSkKaf7AWLRLsE|Ga;@6LW+5a`f5P}>nm{Cas z9dyu030g#9g%n~05rZ0PJ(HtQOWp~STbeh z)KpGUB~?~F{-~5!Lc-P8S!ErGBw&2a#aEL}vX!Efd-+vlVOCy=C16M%xmGe+I96Mj zv~f0CnP!4knwV;?$!42wz6ocXrzw-$Zo~nXT%LO7dCzgy{RwEGf=WjaH|L<|+&$#+ zL!Ec>)T3TI?afCir3meFUv>_9xKB0>5m=yr3M#l^sSB0l4TJ)PgrSA5zG`Z$9B#Vm zhqj7%&oL#ogrZ6}(nM2?FTw~^j6(%Q)il8{^XrdL>Bu9H(*MrXtW`r6xn;IwQ7L7& zPX^{~xGZH!Zn=eNi!NEouJ^B&w9yxGpuzlr})UxMPki$_SN=Oi#s9G1E*7EY()~$W>Qg zY4es_h^1@RSZaw&c9rCoJ*By7lM8m+M<&Bf0sO)l?=p7JD{sAX@6C7Le*bORCSU;k zKt2T@?y#T>C(bzI-%LzhJ_YWxICzeB$MM1*%V$u0*#F^|-98_oj88Tbo(dq&3-Z(8 z=%h=SkZ`w)5P*wGrrq+-Pk;UNd#3mM`tQ$w|FnTI zIMqDh0juznavF!g1S(Ka5`&y{@X-)`;Db5du}62>L67;6ZiBhA7=BKMJA@P@RWCCM zfM!;^jg%yVD1#k>WJi${s!l{E%pK28=(>X3BN>DNi&b!f72!cEY0pv~^JcP=Wo3<8 z(z{x^&t*D8sqFo!#X9nEg0AyUaORy0gU3w1`TRdud+)7VzfuHuwp2)eKCyOG+!Crrp9oJ zGmUI)j2=}J$2qEVesw&jJKqUUech&yy6KZ4?}^WRE(aY9Bgmq_vm6o9Lm2q^k0oC> zp8FIimi@^f=Ta9tjI|Nsm*S7^PA`!r&FK0zF?@& zOYMp$X41LN`jN(tR_&@+zbYF#sRjWEpn*O0iPp3_>>KB(PJ9w&F$r3b9uU;WKJXz7 zf4ra{*`Vt|`%^NLjm}mA@dl+_Y0B7%Qk4!N$-p|ag`s@PQ6?^m7jk zdQgIS1%L|p`qvKfL!ovpNzV-X&`V)RBNky0%n(Z1059l<0tu-|Rpq+Py60y-MUq>D zM_OMdGbt*esgSy2z18Z}wXc<8Oo)U%+8$-ZPTi6hu?gH01$V{dGcj$4TU+GHSjNGq zaWNM20_{EqtJ0Mtb*-!8APf1Nd>rcoyc^ymE4dzrO4PvuMUZ^lV;xZ@k6qjAUidzU zg8>4aer}i#1IK4z`lV-ErtA&fvkuIvIlc$E2RKrqtq)&KX~|?sF{7yA zW~SDr9gbqxjOy8NDz_Mm&j0PUdT2HlOWItAfpHaad)pandeiEwv8RD?3^!_*Gd<4g zkGVSJRI9pwMHV0%DyQUFqZJ%&ZBBU~d28yVgUa+74}SK6TXJgXIvYQMT|FxY}x)fRf)L=qBSQYx11 zq0!TwwlSu~GU3|FTjK1)Nje(&H1n8L5rB>&uR}Jxq{|yYd0obc$ zjqySvxz@Jc9ITD4VaT3qqenMhV9)=InI@Y zESw);Sd7)yw>n&AJ+dJ#g#J9e!)YGr~ z<=@{NxY?a*@8oKI?OOLmF@BK@Fn|fW3~%@xtBY!h>wWL*t)Kt&p{kK1>b(5onoH^zCSfEGx43AQpwHjOd1NHRhc)=;p1`tGmgmeFiqJEKSZXt8T)>}XjrjQy>>vrAu` z#jn2gYh3W``=X6iRTEho(3tRpzcJ%)z?$lA_xeR68h^+;-`@}aHT^v`1DxRC@9$P5 zAKo4uNBmo(v;TNLcPZqd4E_KB2Z(@sHEb!PQ2AkbmlqOZHfGIMJ20a;`Q;I$XFH}x zU;~kQ^btbS_H*`NS|p}>+XE$BVSCb}f<=KAO@|lFRC`n>E-!|4Hb!r3XIsgqd@m+x z-z0pQ)^#y9eMP8t*Jpj&r-VzWeaFyT-q#opPyka{00Ur!Rd|I{ICl%c0JFgv(U5-j zvwrOte`RQfwXq5RB0vvdfB5Hy&yjfU(GKg-G5+@+0Qg7O-Y<6uhQ-?K&h^xebkEltzMu#B-St8haxk60Dw{>apdr&lC$OJ{#AQr`>7adl6 zA4WD~m;Y%g;pp5 z67T{qAOy|mjL+DNjNn{c*oCt3g<+_E?B{-G$c^2o8Lf621~5RY@P>nAhv#^Q%mEI# zhK}jz93jVTHnfKaC<2k^5B^{>*`N@{7CH~uQ4a_*j96_IC~b>4ZLC6&kf@Nfl6u?5 zdI1@FCbcl8ReVQrB60y*t%Wrmrh7z37hFRZQlwKgxJ^Q+iM+UIL+Ev3^n8MGi&Zoh zx+s%3h?2noj5mps+V=~-Y_46CpTx?nmb zqbVUGI%x)x?vV}|=!hi&XLNXY2Z@&!HHe0}kcrtjJ2#1x_%R*_A$NETH0f!F@fOX3 zTFQiB7d9kJCpEkmTVKH>9@ZA^#w5HIghz;k$ET7)WhBCt7_ONuvuGGEd3EVyf-`A^ z*H>`Zmy^EyF0!2b>0 z;6V;(Q5<17dkKge)gkN|dWp%PV3utF(m8YpkDTM4BC{N@N14lVk)a7_>9%gM<(YRu znp!klLepSrl!MjBnyopT*<+h8+Elv9XVP=NQ+pXgo;p`#X&pg4d>9Wcetn* zN|^>ndjlI6d;1l|;J4azsn_IN*@G4%2C_xfXq`fM-z`Cm)JPI8Q!l*04Bdoft>xHfh zyFB}|v&+ImR=b*^8*P}haJaiQJeKqjzM0pKzq_`J;;q6k3$vgM^RT=J!a5L1GJ;rb z*hYxA6LS1Y!=03K-A2Wc31{B$y=8f=%Ta#?TWB;M+NikY%!>hbG;oEcP*dD>F zkf&m05!4OI+YLrM5rwG3zgse2HmD|H52=@^G+f2UT*X&h%#)&^Xj-?}cfV2N{t_zBJ{qn95Btse2$B&As`?DY?J$R$J*ZW6*TRGMcK3)^@Ba$ny-GguK9r z>4DNai|b|`X$%3t)gG6ynX_;tMplTZuApb@$bi^p*zS`FkQd7Y9pIMTJGywEu5w?3*~sgosPWVI#*exoM8u&eQkK ze!PT$OwRO7);em>gq+W~pw^7+&!f-@Z~fMoT*(J*$#m@r34IBd(9nBr36J2{lK|0D zInflItXGNAhy6~@YP$pk(jvXeI&6tL1h;VZkP-=*5Vgd9c`5^XN&~{K_koWY)ew{f zt-XdFp{^w6h0doX_OX= z>|DV6>pJ@|=^uAl7Bg-PxDOzF5c$+|T^n&;8t_cOBPu zt={U5*M05R?+xGatqGD4(PJ{$gq@`pjsMvDeNIDbWMJvo0WN^uCT4$ycqb$)&=x^n z3$_u2k1*E}r(C^qR%{>C#B8hDs|~&s^V%K0m{TU(H{Bi-Bdwd$9Kdi32B*jkELCd} zxXRMNvY1UNrZ!u0gDbw=_pIX1?Z2c7z|{@pAN$UfyWQO_$ltBpO1ReIUEWQ83$7rY za1Ga}JJ;*2-g$iqkKo?%?bn0g<%BQ@de8=A-Uom%00sa*_l@6Is^9$W=5O@EnDLbY z?ynCL*{)sL-3ytTEm7&}*~<$mx~vZmJ}Vfr91_|NBjXWvdEtbmLvahm%N)xd?&02b z4k4~Mi{o+5!M;_Eg2YWtW4sG8-v5IQhTN=r)`d*ec^u?Ho}xo;A0)u;+uH(0NhpGZ=qf!j5g{@l5d0y&dHtXXkC#x*y?vYu@Nil8-KvO{oS-) za1pG)jI7orzt-gq|e>SZSXD^uSnER0Jf5RN`Xax)_&cM>lEqu{iYEfgiaBe*qs^Gkf;7|D9 z?Zp@G)z@vfjc@-rY5(#ipVpI~|0Q4f{R|MeZr#F#%T=jToi24^$k0FZOb&~p?c~|h=TD%2F5Dzq z)aX&9NtG^T+SKV&s8OX(rCK$nvZoK&;Jeq=>sPR0z2YNV*6dldY1OV}+g9yYw`<4l z>sQzAUAy}9>f_hf?_YlV1n0{qSYKVff)xwqcetOvefZL)TUUAAxyoJ15*iw+Vp9AmhZ)7%~kAc*!I+c19#5eZQQwa@8;e6cIjfigzq9wJXkPh%$zM>KF#^_ zY0jWSXI{N}u>V`gl{?#R-TQa&;ggRaUo3es^v8w!D&F4xuJyi-2P-ze{&DpA_3!83 z-~WFA1JrLm`Uo`eKm>z{Z#@MUbnrn4Bb0E$2aBWd!u4?Rr63JC^spd;JPeV;fl4H( zL|jT4WfV^qdT64CEV_sy87aCXB1}9X2_+su+R;ar2oaKyl~!^IrUeYJYJr@9a`MTZ zgj#Y+Dyy{eN-VR~a?4Fxa7wFuU=tIp*2*;V%(qrU(=5&S!7DGl09$NMItkmyG05m- z%*}rI$%Zn^0@aKyKKIEdt*`7UO`X#k%}h-*#~O1|uu=mj9NT=;bW`5ysRx+&+@mi! z=Avtky8r2@0}nf2#tZLN@U|nBJX&jICcg%Udv90xgtJdTVDGaJKVpOBk3L`%L@+}2 z?>V1f%an5Teusz%B!8+Q0%h$EJGVlcq?vVbthEDO>#JNB5h zu{!2#HP7|}>@Pi2R?N=E_zFzVzx2r_(923&XHd52ddyI?x=QUFb%Jixw3|al6ld2c zRXWkxYV))nd!FWW>fP!&Cmd{bwNN`!VfEU&VBnLr>#wa-j#ln$RU6m)wC2@92Av(2 z!2k3DM6f<#4K&tnWesGIz-a>)eDDk5hTB2nhSOGD69r=2+i+jG9zLZlb=I3_IXjEy|-;?_S^UB zHg&=Y=V|(-rh4k9gJaJ<`ONFC?5~B*7sW{1|Efct1F8*e3M|ina^<$S^=d(M6A%UO zmL6pVt8W`T5aB%dK@ct|g2f@xEsDc96sAyID`L^P(6u=j#xP!(0A0QCm9LVJnEk zn{(8I8MI)}Kz2ck#Ept<0DKjzZZ#`cnJtscQ6P8HR=`^A=UEUu;d>lJw*%!3aLB5U z+yEyxRkAXc_?hLhLU>EUjgVIp(xtdcs6t?h>lKnKSBpT0xfo`ya}()YGY3I0A4L-+ zCqW5EM)DDBrcRqha)}US!hos(42k2Mof4sVPIRVIomaw2Q;4?}F2+-y8~<~Q7{$1l zzQn1F;yYOxJ%gCQybPafbffq7=)A+|qkLYuOw$;pzCHF)qVLnqIWAR>K^9V@P&=fj zZgUTC{GyR1GL9rYNy+f|!i4@C8v+xENd_{|e;5SZdrU~2o8I(rzT#lt@*|(WDX2j- z)f=uZ7#|1XQmG!)Zozl26>j6}tDLYg_9mUwTxJjW&Ybb5fhsX6zRJ9eAU;iRqyHVJB^fs}* zhd1(}P*6QGl9MzbO1XobTM+P)wen<4jjNwq`DZ?)JR!LFH$lDm&2Q5(YAS!a9{wy< zyMvQpsG9n=4+-Z(Q+3?8rdlG&RW+=~)aq8lw* zTlS{9(6O<55-9ejcUgP_l#GX}*=Zgc(KFEnGOlUpY=ZVspxs!t65V5NE)@=N)I%Ne zFimV@8#UOT;~2@fE%}mxi%1gCx12PaGgKPfTNMzL#yu{10ROby{h0`-j62)|m-R}* zv66!j66tpB9Ic&7h*xSR&WHS5-tz)ea*?yDF+ulUb}iF$GhDP-=@np>p!J76EYdVr zHza+bbtM5FaHl&B2T+5W52Kbtspa4UBM6}YF=?=aAspe{SyHH+4!wgOrg{zi!eqwCMqdT% z4C4ifjSQH-LPF~`D}8Bw&DGO8=Xo3Szy~9IKb&=S0hov zwWfO2t?ratXSj;HPM)v5?)AxzQGAhoQ=9@bvO$TRpVE`lvYEXYJZ+Y<=@=T2!_Ad6 ziKS!;UB{7;{9{I?FWf`^s2?}wcXbC|-KD8Vy4&4ubrfS4DDnj>ve6fCpyz<%nWUJV z5gcp@oK*QaTfxt>w^(W|T(n@gBPU<2Q(oLx1FW;`ZBL=Z@iO=O+dc2y1M>5ZSC|7S z`7p_Ka+G7FU6@n3M4HJt8a|o~0>-ms%XiXTiFL3B%`$78q1 z6PI21g=ENve%OatF|IKKy#XST`ayw1y|&R6M+&Crf;fn~v*W0}+mpTC)3e+w zuPG!c-~$&w3$#JQh4dmmk{c#;0iDlDK174Qcv&=gfrO5rKDr7Lme4QNi7RZ1Lm?Tk z`T7W~%ENhyK6%N*Pf)rIJAfhjrUeKdCI2BJ`jfg?(?3RRM5-e!rZ_CoATfIiu>!nA zOw7c8LNR?>nY?SP$AUmnbTPP-vFRa*e27I^ z%oJNZN=>N;`MHL0(8V8Xyk3MYd6;xKWCPj0; z&B+llbU92Q5>BHzx1zK-)TV#j15Wd~L4dh~oR{#sgwOQM&kW6k#DqX#wFP(`h*XBG zvy%C{$Rx^0j+{-}d?E~Urw5oU0YpjO?9BpPqXMipyhApaj6mQtj1;RtRKz2lTt%L2 zpWLu0Zve_ZNe6ELyjV0!r2pK`-0+lexQ1(x#l#C5d5B8bQU~B#%PcdGWJrd_$OcX- zxSxWg|2Vj4EX(^yJ#d^n*1LtZ?9bM#%RJ*Qxh&9bzsCYK8<$IL?_5wJbTFFD+%ZThe73&_&!OwklS@e2tSZBb0ngwtd&h?Gb# z*^<|U&4IDM+U!vur5KCB%~d$IL-9=`J<>`%$&s`yQJk?uIlw-Fo;C8shFTPE+sWr# znj(`8`Js($;HPvTN}=IS?&K&>VM?ZSO2A9E@-$ES37Yg&ORS_N^Uz8ggio)0#?yPG z?D!S@G|TB~5QY0swf}T3x5P7z8&C-0pKml!L{&K8gPaD9Dswau3H8eem54md5gAEL zGt^Me5uL+yw8!iSGQhbX0!R`~9Z1v1gM`OCOvo2y(MM>}7md+C0E10n%^)2_Ey+H}vkVGV1)=LaK17t~13{JLCI~G$(<($dn{JP0X#paBk5`@m(P{A&3 zqdNh?StL`WB&6>QPrxe&7GzU4HP7-aPj#S50PRosz>kB|w`90MZvdqLc_dn(C9(X| z|40zD3`T1tRJJsw!tt&~h08^CI7h|35t>vCw)<0lYtkqWN`MS+0u>oAt%JQct9iL0YhahVjZu?d((EFC;F6LJ$N=kbtL{-l(YF>n)ht?$$Z16BtD9>K(GQ~Fup##`VYvsYns1%~UDg58fP zyHfypBv+mS{$OZJqMUek1gWM*XPtMuexk+;k92Alsb z2AjqXhU*_uI@kempt(_{jayiuc4=C8MuJ6p2GMCQ-jd*5%*@QV<~}47KYJpjR0>@Sg7^rN0zU&)4R;4&B&PMI(xhH{!z`YY{e8 z1RY(c+8=IY@6wg;`QBJewQop|(81KhthQnQR#7$d>Hz=UX9h3;3tqGSS>u&7;Po`` zV~O!|%ovRqO=xvZn1oM|fTdFsUv;7m|8QJK=McAI67O|%G5{qxgcd+?rnpg~pjvkd zNqdq~&rX?T%W(vZ_Q%jCO{}A|3-Zbu^34z}XazP>GV zsoeO$VE$x1mo9Jg=3p6oJ@%$p&gI6Y9uY}>&_)NBc8uysw{Lg>%}xKk;ex#3OAk!| z-}E9OaIqF}n#W9>4|N`C!~eR&R9E#%2YSbZ_2*3zb-MLj|L|S+b*BHTd0qfwuafUg z3gS_~W?wtE%W=Jsb_CRV7t6$!bV+O{?Gi)dE-D$hb&Dhy_j9XTTYQ@M`En^&_i<LE<1a3RBn2<6q2CsE$DY1hJG)P`|mxpL|}stc)ZBFT~_CyI17iWW;( ztz6N%waXXHU^Z{sET;2jv0yrX0t1%pl&fFKjP=_GtY@)bzi2{@Dm9ods!**;%}R3@ z*ITz}xe6;b?8~t%V|wi>bJtq7T;IZttJYUstx#v$l?wN+T(5q;;tDKyaNxgw2_qJ4 zcroL}uO35=EO|2J%9bxjMiu#yr%RV0fxd)kH0jcqJd6KEomw?(&!7oCA~b0Bpgpv2 zvk_S2zlv7TrkUHULbB&hQXw#*a8mW^Il=tk@ z4?p%el%|>xu_=!>(@cYRD)|<(FHh%G4HIe|6RAUYp*+*IT{>7MEaZ zH3nE>g*CRTV!1konXtnWTWn^itoBG~qK(EZv!u1=*=ekW2FWGI$)?+EzGd}TCgIp(_yU;>cTqMMH%MZXBu3YS^dyx>LuvnX(g+Q`<(6G)*=3jv`l(BT23i(O zqn2uFUyTCG>P&Uz6|1Un5%w1@jaz;>=7u5Gn6aOO9{OdTT&L`^tG(N7w5M6y`e)~M z%Wb#2g&SOL;*M)NB<03dTN|@I(roIcN&D<*^kP!nbklx@9Uuiu44}UOQ}5ou^ev!( z0|pduK=j{(AHMkGlfMAP7Gu0$!hi6yVaV@?IAV$^(_cTzDy}G_i#@}9^~^NeEPyP- zSw8g94}A==- ziA!IaQ#kA-5|ZFa9x*&g+B%|=!WAwiT$zg86m=DwKm~8HlFBiXQ9y6}?Qc7D6|O>s zL${fQCBVW9T{g!UxhzpGG;!RjZs9A5d&OTwXT~#5Ml-0;%q!LyJmOdjHPA9% zw4!A#<`oBav#ZS>ZwD?ve(QF-GtMB*bsXC0AvwYup1b5&uX$AmG?9>2vp|ELKtNAn z<*U#1s^`gXT#q{rNB|W2L5fYHGL@=aB`X=$f=&3R2Jq|9$aZG3`PuJ&w=B_$639Oq z#mq(v6rjz3StFgP=$AG+$CCe+)TA^;DQj2C(gvv+HH|=|A^5Q6J=SD48op^7EA$da z_5{PUp)({PQRgmb@kE%&L@S1>3J_}|m0P@oic$H+F|yH*Y&<22o5EtF0QJPei3%;G zN|hKJhpV(a4vU-nm9D^8(T0i7DIp$D3{4 zj*ox@&P?~9hdm%Cr#d}Xws@n+)G*RIr4dcFELkr|K(abYofjq|u?6pFvX$QH5CF0bl`NNPwcjr1=gVLE=xSq{88L6Bz#kO^fkwJ( z10UE-4?2^x=0Ez0xD3g^u;S+apFr5Iu?v#^i+&9OcgOo(aIf$SGWzQ$UhxRmz_DG+V;)LBL#=UrrgweZR=E7g-P(PN5adD*ZFtJl;1FUDsx#@k zqAT5_j_W$|jRaDW3d#D;OA=5OD^;rsuLs>#L#|j1 z7sZ7R7jti6j75EGQHom8xN0VrSSSOk$dsZKVu^DbLy8GyT?@Ob*>iPK)4D%btEaJp zX?MYEXq@Vlys=5nxqx%ip~{iHBpny);%n(k$F~rgE`)jgpx*`e*T2@2&jm)Ahkj(C zzzkkBt6R8>{eI=|}4frHuJ~In zB&C#r>XZMV4E+=iK~-C`ggM~78g7{Z)6g{|oTHZMC}iSH=QbkiIPRrnpX2D7OB07U z*^22O`FQ9+)^rbU5c%$O3cT2u7m#hRDRfo`t@x4#(=vwyAvP_W;Jm>NZ`ipQx)2EO zDLB-kh7YL|kO6<_q5!IPHPf5!^i*D~KeMj&E+>@ht78b+#qRJrfIX%e@tWAi#0QG> zVdA)UINA0{QkJaAVi!l-N>`dOjkQ#FE|tw}PpaBJxZUlNs6(>M2saBa`;o&V{!Zv# zyt)snLwM^&Q|$~CYVTqfVCbTKNX&9n2--#2whfAdb4e5hZu--EG0X{H{ldc{nX$y# z^{@YMg~Mx~oND#Cjx#Tgb!krMkNXDr;TriKU}JpqGWs^(N>>+_(@00MZqhS1mwCn|o zjCI`sf?WchqK*N{&M2S&+QW)Ljngp61^Qi|%pC{%q6b>UI&~We@dG}rL!bEANJJKp zRfLeSU<^WI3^EBu;8QD%!Zo&n6b%vN`3)_wTU)>u=cyKJMV_ok6zC1kL9v@{-BuJb zVQ^heV!Y!mP+>h@VVgY$msw$*X<Z)Bew(jghB%O1#=Ymf%LD9?4w%NX($_VEVxG2bAfWJ(^Q6>LFEZh;XP!3TVR z1W+zB%P z83%SrkZD9TLgO={o072GHDaS^MbvA}gg3f^=b7WH)Z3)ER#prl=oukljzT)_W5Bti z6Mm6q+T&*)*PFe97B1Hst&u-!;UMHxd{vz8VHcpmq3kH+@X28tFy#NrH3z5ZrXQMD z9B$tnHl!X9g7i%q9^RMComX(EM7nO_uPimE7Kav5ZJj%Co}V-%?s z$sP5~3kKCri5I76bxJ#-vP2fCOmgp%%b)9>Ah9 zs!f90B8VqX5)4$K=XzS|r79S#B_;dBXQ%SgQvx6@YUQuxXN>J9e@11@jLAM2&^}0| z%p^@=r4X2~iCI3DI)#ITMyNKpkO{6sI+O`MXy^-VRyp{BhyJ42h-hFgiDhksHsF(G zvYTP

a6Gtgy{xg5wU_AQnjlFtCE=N#2fng;=bkv`VX&C6|$w(dUTKV0g|LG3mU% z9%|O!Y1*s90VKARi%MNw815dX-CW3xsTyJ=8N8IHrD^}8#i1a!!Sxlw9fl-HB@e~c zX?(#B&Us&RKBo_OtOtN>bxyzpU}wo9>H#!B12DkKu55R-EYpQ&q^`$RVQS6V?1I^! zejvaBaH^+{V*LyW1bU^E$W^JDs#Wr5eSYORK*y96ja-wYq}zrWYA-gx~ss^E9k826jCX3p(eiOtHXgp7xI)BV%%#6>=+Vk z!5VD3tlYw8?DDaxy68b6Bo!nzRY(FFrNwD-+SLDYCL*B5btso1wt&)&aMtGyN4vOLs zl&icb-oA}nSf1ckYXbYiYVE^QeBNT1>){%3;=W!!;v=zy(c^BEXgb`mOzsI!?&aDm z%Q)BUYhi^A#c2aAnqw5 zvZN1CC&_MS^gi!Yp@;HfaTX&l^Hy;ed-4DGc%pvjO9Oyn^;$^%oUvN5i2uk8_(n-8 z-pSD>+g_cbe|8v@#27)yV$>3Cfy!z#QYa0bkm7YjIJvJlUDmLgTSyRN1HB+;b;LC6 z@2-whMg;IBXN0(gL)=>CiXw0VN7PK^Ds|om8x(SG8ZUhDZd^E#`T^ITN)XPZo|r6EFdv;_ggt=kG3R1Hb@Meld6Wix$)K@{-zjRBAly z^FBA&est9XWS$wlxbk0gSu9^;DO{#LzFBhJGLiDK6#DWMBGyf1)7-?qJ%# zLUR&N^S8Lc95Up{UGum2ur>?laY|pDN|F&@n!@%$AadV1SHbNRwHao1k5CT)d?##(GrYS5TTwfnB zF*?g+@3u2}P;nO@c4E^rI*^)RKX!+EIEBZWe#{y!smx`Yc*?NIDhh;XA5DIOLj`^< zX+QLe+e3cpaWVEWmDGdQav+fPW!DaJv3|7s@~YYtnP0Ah9;btyIO|FeH*B-CaUVA( zSF)UVNilQ+x*qUi>{kC*kSpGvmS6bvU3~JYoTFFtU_W?6nT17o%QAVxx$DXKdQ%|> zXZ3u?_X^XuGGBshn3tyIx6C!OSMzsp0Ot+&=AGiH$ocnj4CjH%iwq~YSNDO=3F1m_ z0d@X0{NYE1SMh~ocou8;d~o=OoBFAHx_vwV{+)QMTXsHV_LO|3lmOdjzj*h`IQFi% zDvn@5SF}CY-L8uCIUTue-!>vc@*^*+Wqob12Ikp%O|(b5lvjBs6W%yoLjfc15++XK z>}Yk{G`D(Q7zG9^n4RVnp_^M~oWpsO?jxO_k?c)1GUs`{+v`@}yE3aL@&$UyEgD$o z6b%a>@d2l826+D*a^K3mHGRDHJ4uWoi9&x^t{-$lCwW1L(66r@ar@%n75TO4b|GtR zvf`J&b=t$bu>|R9g31cxxxLdpzAH24);GJLTx|6Fc&%o+^i-jr^$i2KpVO|PCp>|F zWZ#Q3Z!-8@H)O>lVy1toi+lDt5QK_!)35KiuJWod>UM31%{BP^lRrH(5Dk%~G}059 zKkY+EfWta)12`PR(|-*IO}&s!?UrbJC&N>>n+ii2hBfLmmpky?ydy9eLxqq%n45iJ zvU{Aj{biuH+JlPa%Gv(YeLv29o&yA^Ql$ifGI$V_Cqj@OEhO|1QbdUpDOQ~Lh~Ywv z5BGHR_;HV$k0M99F-eAuNjDE!a{MT!OBXV2^el`d@uo$c6$|z3*{4s(H*ea+G+L#K zl|Uap3>Z-0zySmcs8+Rl6{}S+V6t}g`W0+gv17?Dz_17%Ikjuqwsp%E9k)Lh43xEd z7jOSwy?gog_4^laV8M2k$P7_#GhlPOo8j1SzobM`oQ=DbdGXwBfj zsWZLV-aXZ;S+{20S#{@g>dvjp*N-1Qd-dvh-pzYAvuVSLI}@%=Te)(knKyTCTDfxM z!<`jp#>`pv?9;+Uj}F~?c=6-2>Dy<|o44}&ydBdneA+en$dO;8e;+@7`TP0P8uh=E z|3+!W6+5yu>L+>yr~edN)VS5O&}$Rdjz2+1Us90-*qoqQ6?C<*@> z2%&=pd88qT7TSqRih5!Q5<(gp1f(*}>_{b(_CQIbm0B8Uk2c7VNen&oh~y?byWBG( zLJD~ZsG;7Nvx%6HLduFQJorEWsHPIEg-r&Vl+vuuO6#pmHH~Yox+?t?)KEnomDEy6 z-J}J)4*MgrR$Xn?vRElw$D7c2>y0zfL<1+B(oW;dwP0QIjk9`YvyC5p^7#$dTYKZJ zI^w7s4mt0hyH*|VrrR#N>%8rD8g058k6iJ>ITu}V%khSvebNDkm2CP^HW}@zC_IV}6j{pBNkwzFr zc5$E@rGlyiJh$RTBH*+?U$bh62rZC0|%oU4pv5HVZgQ=&q4@<}3>&J0PVGSzI8 zO_N#zYNR=5iW3q&bD~JkJ$+&c>OF`us*6IqKy-^OglOt1M;B;-Dh2>6%+$Ecx>VD; z-Qtukx%J+g@4o&1`>U<+YTy7?Up@RWSrxYopIUX*Y#q=11n!2#TPJa+E_QB~eCTiU6MC6}MHzQ+g2`;QU56yWNl+c%$JCdDufA z{xB>vyvqS-pqR+aqT<$(na4eGHtOgVX-b2d&D~>jSuECUYJ(5+++!W16Wuwk zaXN5`D_hEuhjUn0JJ=a#cCx!h?sQi!I;IObwbLUwiqS`BBqJH}+Q%`cfbE7$&Y@iOxehibR_@1 z5|&g7U;xo)ke;#RPYOif0*lrsKoR1BC23QdhT;a4w80H$@JLX+mO-h}WS3fdS~CX) zHWMbwY#)$-Qwq?{sEkU8KqM6g0?`f}-Vhz}V8jK)*-m%96P}dhv5(w{ag5QDmhqCKy5`uiKJSU6?7~Gy@7xij zcof%tTo(+J76UuS2qb&LfiFb9lt0ArPl^a+uC{= zrB8Y&@*n$1StC@c5~@0qQvaajvRJ}$mRU7OEe8=M1492KnqKX*IcrGb1lKln1WzAC;Fls2!l1DA4c0s%3KjK%39zsLY}*^$;`u3Zn)94> zYlk}7*;vb77PFb9N(&f!mj|rkp86E6KJkH%UilM>{*>Yzr>G8GAr!X7VvZMc!z_r_ z;~1x#hPOI;J94@1b+OwhZ^Z@NYAGkAbj;6kPkJ3cCW9O80!Ms~2UGbd@{kb{*z^cy z(}@}A7TQ%o-EyX738&x3Hh(|HgugvzRKlvVnAO@L| zEVZgtNbKR31`I0*$9h4KkYue9W~)e0B8Hie1cU!5kqI>Qy5JCsu$d*a=GdxGHWi}n zDN*?*-%zDl!8|sylBKMRXnHfc>t?M+hZl-<1$V3m1a;|WOaapwWqaWY_)hR zE_&lO{3w<@ZW|8c4F@~Nsi<#vmptJP_d5MDZgFczpO7v$U(7J+N&8p~mF7bq>99|A zt*cu)J7bcK92kKhnMv`osJ!Ie5qbf%U4en(6uHnCE=(jK`NnUPPmQX`aI|0jJ{o`i z69|$D-07?i;z}(Mnl8f%kp@46Oc;jnFeRL(3eV&X%!HtvWHJ+*0FBgrWuOD!0NAjJ zZLo>*!J-7f!UL?0hvB?&USJ&KOigy3%a;H4w5c7K7UN~d`|vSoOWSR4dpjTZ@J1Dl z{2X4<(X~v@qUh3yEPdePw)K$5ytzdk-kyug(ZS<2zpqZn)U z<1xS?uYB}tIRCQq#HA%(?(*3{;I&>(@f&DOzJftMno*$*Eig|YdVKpZ-^U&uB$vbJ zM<&A&jA-UcOkZ`=1orgKb*70uKqA2gS3oQ}P{wZo^4i-zK@-yMQ$yap9Nm7i448YMN+T3>a|K=KzNP`w@$*GYURVH=i(9^lxJ&7E>A?z|%H)Q&CK?f@Im0i|v3 z#G>x(DWCYx0xxjy?%}kqMW9Gy@X#eQUQ68|YBtIN9BiW>@$a{?n!x|c2JFNxDyE_V zHgOZ%DFPpmDiTlu)q(**(G*WHp3LqpCXgRu1p{9Z7QgKtN{5O}qcm=@13&OwXhQ_o z?N)4y-Ll0S8j2t8K^<6d1#jgTwLzn1r}75w2FHv(a&UG`%HL3m2YnFqmM3|bfff!< z2(csLiqN6Fw$lYy#hq`fDiX{#2&fu<%SOoi|-P`a1_Lc zAF|;Ul7!`E=6>*tsoKXy3esl$%ME8H4kr?TJOL9h!RNe6)NpMPw`SMy4{4Nc>CV8_ z;L4cxV1!fxC7OT?#Gnln5fNkZ4m@6Tk;zIsIF?gxGRu@nB$(2$C~-0S9?Y9SxZ<{}bj zC=xbx=Hw8pCBAR`#LxabvNqjsY5b6_)bAvPLQn_=))a_nWKx$Hu@M`LnFz5BCK1?@ zqHLHV>{84pYs>&oQ7Dm;JG*l!of1656I5d8DspTpsWJ~{!5`L>J=yarTahc{6BfO4 zigNK>JkS})te<`{Ez@!>mt!6FAq9DZ1=nca)+k$IaHFUtj{=i<6x3T#$}dMR7@PrL zwh@t-r$2(wLKMzkh@)3-BOO-HUP{znBy%zuvNFL3s08NuI`h6rrW8U`U`X>4ZuAn+ zM@Q4A6g>YaWA3kTfflTy76i$JhG&n7&Ki$LLkCkZ5sA*Offj;L2vG_K6{+D; zP#lfNM2|H)h|lDx$9`x*Gi}5Q@e4*h^F>TVM@RD?vlT~oR7Zsr`Nqc#8%;xra|@V)n^cVK+6Dr-qEE{SP&0NY1+`E+)?>i}2F^1*7qva-p&Q!sQK=FJ zV4y1+00C%VQY)2GRYOznlZxo5kmh4QKQ-PSPdOTHRA=KrnFCe%Ez4vFr5Ln9wNWpz zF;*$`q)tkaZq>S;=XDCH6?`=q4ih_GP+H{UN0C)*?L}ETfk)Sn(xk@|Y(&zg^}O8Y z3%3hL=k`X;mRsR#y~c+hP62&7#x;A?svb>U2Y2V7^dhB{O2H~O7x%+($#H=xUnBo$ zUr_>r{Iw<9;1F-~OZG51`7lsa;t3@2gsdP@h|Sonf&pI0?NqTT{ZwPUbH+Yac4yZr z@}N-}^-*Vm6l#EF%K`xoLuO@GHSj^)u;G)zzCOt1L#RH5?-k^O|djf6Sp=Sh$BRDtw=J$ z!qkIBqL_$6!)BrlB4Ow_mvIjkYKB4#&>(afmc%Sko19_*qJk5vLUrFRJA?lcV_)}A z+kqaUjdq9lV{O+TQZ^5G_bMVqRe(2m^)7RQ#U73!xkk!$_-%Q1)_F(AXZuN1`5_&u zmpRr~cEFcaU6p&=?0drzyTn&liK7)7WEbXGeZNI)1Brat+ht~7e`GlfOoVr8+b>X^hr1Qz@{{Ug-&SV)e$YYHt|)$ z&H$B3Qk79TnZ%%&P9i2QH(&|2{wR2H>oEUFa{n3@QA(Flo}v>MAcsM56D*b~$%!6( z_)qB}h}({cpBb8~Vu!=xFxWsVpE!y$r)EJac^)*2%W{hk6jjSXT)_W9@%CXBFX}mB zb#_J%KA4tY+Lu_x%Cvl6&28@l5ggcLpmW&ZmaGVBOkaXfGKe+m=5cZl;4C) zTP>AYS(Q)H)e1#S+aNb>IfWaj4<7Li(BKVTSaiuog{o6xAEhaQvH_7lEaB*RRwZgzuPdhXy7kbPpXr#4<@b-00nWVPI*k8g^14MkisAJV+6ha> zerGgCRTHYZaAhKGqQP)(Ey1F5G^6kKG)W}DJ{n3y8k2Vv6Al8lFY+QGp{?-mr(N3U z826<~Ii^o}m1jCmZ`u%h+PE1AD6q~A+F+Lp#s7qj*i!6cp|W)YA(@|gW23qqrn;H0 z+Pi6Y6MEOP{@|KhqucJ`yuDhziPs)TpLk5#4QrFcq|k01M>i?3WWTVPbw`9v;8 zkmO?q$bU)uqE9=3I|0!Y4M-E%wMCkw0cewJ97>(kUEBXJxk0(7zprtHF1by)gV}1P zi(G@rfF)-lVCnUib2GWIjwlwEVJWf19u~#CDNhS^PpkX7v0J;NnyQ`oyT^P`nffap z-~qx-z1Q5UiIFjh8d^u~D(@MUXH&!>{8O0P;UtK}Ht33KN<}+9yUEk~4DzN=5;F zE&;_|-J&sC#jo|`AUPYtHA!Qfa32^W4Wda8!p4LBNjv%Ka{IV3I9^+tBbKh$ioD3h z)L&T=bB~?3MX1=DeW<7Wgtov=537c)+RWk3slEUF%YnGN$sFCqGu*oZ&DEUE-+eVw zBi>sI&IvQ7ia}bm;Z*ZH&o7Fcdu13k=Fi!ZIg|rx0sNlF7t0deqzqeX70EFpebW2+ z;OP3&yY@%H0ghnRxjMZQECJ-X3k_$4saBJs|54QCF|$ueNlIL_arD*w7kw~6)@R+L z1rpb>O4k{fTM@#>omAL^ownPr*nj%Cd)tEXm4hYM*^3;oEKJ&Un%b>yYnt;7&Oi*N zoXW9jg(7xhpP6;F)4H)69m?I@t2*7&9u=7w+dd24-`=2B1Ih4utYZqW`-$KAz2K!o z8`NVT-t9Y<19xu0!0|n>2b?+>o}bm1(Ifw!x+uoJbMkLwOL(X%wi<8$W*d&N)=4v1G|j9Jj& zOlL1ws@%o1XG>>5X9^YSY+6vGK$HI>b$07k&s|P^6)X0#s@1DllV$su?CMlzw=9Vj z+o{v2v!&9iUCY+fB~NQz$(>8LF5A0!?|RyM>5`>Ok0AN&dkGWa!k#egExWg|2tDXz z*v^I=cIe@U?a)IHBNtF;;)(w#rl{hIEVk(4i!e&4%!CL$z{Wi|=BVS2Joeb5JwO5p zj!ZQbNzg$!&D4-Z6g7zvlMj`|Q8?N3v(Gu;j6{-2;b_B*PQmQrOEAn7HPo3z;iS_p zDLvIwnMa{{Q&CCPX=hWuG}V-tUt#5^pUEV{k3Qa1HB~Xd-15j+mXviCT5Qc#iYscl z1y`hXWhz%*oa)7wUypD? zHej;UQZZ)Ai6&5A?&PMMWZD_$Qc5>nXP&s+LJL&4NJZ73SX*_BR{dmi=v2VqG6mg*1agHhpDD&V~RD_*{rPe!;h=0;%fNev~@L z2l&Upe+?|KJH`LNx7fmr!Bb2y!pJ8)Vu{5!@BH)72ROVk%4}kB^c4O};R76R4D$Ei z*CP{6MGA%TLQ68~@{=&jJdii|44O_j^oO(M%H@QE5}3a1GF8w*OOrEJ(!ZmLiA^tY zngSP?6kpInPkI{Dp|a+cuOaFfRoVwI4z1PI@{Yy;R&^k@PufCORxGeH@ewv zEFR38srI%PT@|h~rC>!j_#vwsBJPK`Qk)QnsJO<#W^uq`&b5|B9Mwf@bJn`twLYgU z>4=V7WWY`n$gm#ql*?RS{LK`ZBL*$LCtmZCgb)N!fZhRUcfVVJ8?i^n1QD-}{5oFp z_86k&;qm{EfDELGhS!2ZZsLvua*!YwpuGukk7MAAB=|&Tk8q4HCfc~-5GwU1Y@@B-o`LHvrFa{52 z1w>qxCNq31C*+8@xY@{aHIMrhA)2$q

sgp9 zkFx~2o#&uIq3?oM?e3F>Ec9oQAU#kcL#iS@@)3CoV;)IY%F;R#(m!BO#>EWqFECt; zk=6gRDNO%$Q|Pr|6Wdz_Bqd4IkJUqeoeW?w>ZA?(h4QIUBIV4c5e{%vi62<1pH`d7 zvy~i>Pe2QxQI0{@I^8mtJ(-&S;N;7;)@c+?p@m$lR?KAD^{$7~3O~GYj1GQKESE4_ zHSzMOQUGRcY;l!h6{}6Q^r|s{u>?3p6)JKXhA`zU%{e)93RZmN6Q*gWXbN}FV$pM0 z_AIRt-*BF5H8G&Wsa9bP* z1jZ=j%3)fJDJ6If@z+wK*L*lLhIb3BCkmTFzaX};D1@gsCu_GBinCNWJ{4p%K^HUGIJ!m8)ExCwNB;4SgsW z|7o6O`N4DBLBkoYJiB<&%U%OGz#Ms}$UFmb6XA8ZfvD@~id($mA*!>)H_mYbO^G0HAQdj?7<8>ul!^b{O z(HF^jkk~7Rl(8X2LKh#K*>H2VVJzW7XiJ;g)VARbS9NXDWF{Aa19z>2DC5E*(Q)D~ zBIAar+DJ4m66x*(vMk5$D8}2hpI;8WyLDwQo`H1|eWE{?2nWqW2j3ZmPwfz%aD@w~ z0Sy>w$DybD-TOz*bLLPz(xGwR8-L@&^H0iQn$tcnAkgBqp7VLXUIsnj0WXL7%x4Z0 zp(Uj%N@+-c$4~zJ85ki{vJ(A}&VFqa(CIx%no``#469GrDS9FktYeLnV}_l>u23~U zV|F3762Nc_-T(}HwfkXK~pW?DvePnL%XmWO%IaT}cXc{rGZns-p6w=La)Z>UIQ1ZdR&vY-NWHfp z*S88Fvwd!Oaq@r^_N9OMRep9@5=-}A-jELhwsh^6Ngj4}@h5-$cUA@zSHomA2?QtL z=XKv#byiUfx8MqLMTr4Ob_8fwJp(qK@J)pA7!YV|CG-d{Hi3E3cov9((e`&6Xe!oL zfrPhNnUPLB^jN$Ci>f7g_;hZOmrv-H8Z*dGxAAVCr-T1F$b&stZv*#4L1=_T_<3OV zdIVQ+^KoYPkstiAa0g;&VAwF+xN!vYhT=$k+0~8a$Wp^IF*x;Idu9O62Yt^MT|H%m zAqOEf!Ujeqj`~;+2DUT{VQE(p6!>$8<40->VO9JPYJZqX%y5W2L5CMsbv}c2i0Bk# zay9*j6?Rg8UpEz#C>O2J3YR#5y4Eu$Sxmps35*g$aMu`*5_d28Y-mO zpNEVH#RXj8gITm2{5FLC7H`XejMKP;^Wp;t*GB&n!T=3-jt`TD9Y-+hkeB=TXdXk3 zc1D+g2}ok-AAxpAhS^-{^&sg5a&+{K26B&&wwL-S5BSw!`1NX4VM#WJgAx zRB2l12`n>cl~&mtHh6`vl#(DB zl4D19Aa;^E(R5Vm3%_7>zQCMz(-$;!8W-poHW?XeVJlv$lXX*_JXtr{shv5=LaqoJ zg?B@)@mQYlot2Rco)8AkGj+ti`l4vmZG3#KVml~>~+9E3#Aq`LfC;Eo+P!E(j4c*70RWX||;h8I= zRa{bF9C45}vsVZ)5JiHTLs~T$=`{ba7Nl*$6BH(P9Ci!2_7zu?i58Tbx*3wLz!L~2 zr73Z(K2xO#_6xt@3$9?C4A`ZQ5m`i;cZd^Z^$8tW#9GeyZVyXa04kueM;~a0AGX&bnL4T` z0&!Kishv7WUdXW|8$9Z`T?~pK50I*=st!6wtg(6(Ts3MmyH&Z`XU~4!#MyHo`rtLZ$@2a-h*@23|E3FYX?^Hv-qKlC834-$q zDwwy$5`&V%xAOb9Zh#)!vAFVSxYQArV2QY6*-sIBj7X@21A1m3kY@Z5g$s(gpo^gO zxOXU1}JQz#C@E zy=m*c->WzClq*eHZocRmpP){;kSp#hPxD*Gf9khwa0c6fEck1Twsp9N+rQO825r2? z0tb6bNISNZaN5`}mU_VyvaxU$!4eE46kLvgoXDao$OB>{_8^Yyvp(t&kg|3aul5zr zz<#8L!YPasf$|aFph=xX5Dyf?M2c&?TXj=WKsYRtv{0?ZRCYZaoVOs7yD7v&T*SKU z3t|&aT*}0%0tx?w00|&iE9bPehM|*EyuG~9y;eN0tTD#0@x}a*4U-_v?`y_o?6-aU z9Ba(RZH$BS7RQKN9pM~sj!KQzh`^L8g)g#aij1HP>~Mr!$cOxw@tn_e$;blI0B}H$ zzjF3)x~xhOjuy!-1Dd>>Yh+TwoXmcgloWyj67`i-3jxDDL8M4qSCLqNEP;s1s+)2_ zSGP3Fx1VixhQHAWmc;eA^>Qz!`XZvM&we(~n(Cm1 zJi!$V)@WUYrRrY)50DNL5zqu3*BBuWu1i71khEW+&^Y4(aF1$cO?W#WRXksv*8joJ+Jymtz^V3}4~VSY zqZ4Iv4Sc=VL?ROj6eu=>4>5rdH-WTzQlyc6S8GC~7F~%Tsha{A;8PK$CP{V(_J9G1 z3z>atM{{cbErAQ4-OPu_px$JF7l*TSDhxTt-g+ZSNs4DJ2yT- z6AXpjVIaM01XSPvIIST0q>vq)u`H!j`hdZN*_&PAREk!nCMFnuoz1L)SUi+C3F6k~ zHzZC&t6|epyxKX<8+4=7Elyc}+pp&7zO8|H{2)2%3BNb4&A%PoI}Qmv{>{sAu;+YR z{Y&KkOYYn_XoT}A-H$pS^ z9O4vT@t&?4Ws9aZ$ddr|@jnTaJ`IDBK+UNFMAQ9Y7(fZxNA2CiG5FBsQosDq)$9;*01trm zP69J70q`eT?kVxAB{M!_FXzm#HGG&24+a!6(Lgv%iCz!)*@~=UHy5|;q;@~yRm%6q zw&=f0;evngxPaly92m4cP5^P~5+;I>20_B)3DiPRo*X`e7*V1_f)y(Yyab8=(8fU> z2kiklXyeF{kP2xe^k^d_mMkM#gc(!jOq!8wz9cxwm_B2ZZvF%sROnEmKwCnJH0jeM zIDO!}=>xUTRH{|2Ud8Gs>KU$G&u{@77VKB9So`?Viq`C#H)zO+5z|C&lPXoVZ1EtZ zAEN^c{Qd?AeqTHyHe&o;=>Yd8-4iu6Jc7EJka=F4|6XEsgxHR;o? zU9X-!yEA6pnI+4{Z(lNJ<&Tv|KZ@3R_O9H!y7j#I{N}rM-CFOSmit!!{YQ=Jua#YV z8PFF44@59Q1rfC5KL=^KB|iJ?GjKu+CnWGf4GZ)Imq8x!h!98wvIrxL3Oa}&h7@9G zAr>3*geDm=5eO2MHrnGOka84>q>&ye#K)Cfnz2Y3aVjdQPx#@-rzD?*QmCU?Dnu!L z^vR{EH<~i5OD~;zqbn}B606KH$Mg~{HLZf|vq_+Wqm81Y9K+-R$<1wQ`- zG&V3Q3$#$eG~>)O(iR=fG}H`*G*U??rLlq#%R* zaY&owH8M(}CYdCgesU2w5~LCi3K2vKImsl53pqoMo%-P?7p=bJn9VS~I@8Rs+&F_{ zwb+CM4Y=Txt1i3hEZ_hI7C^usfA+LAGE8&k8PXOM>zPkPJF|yTqd{{twV;<~x@o7M z*10kR9Am(*2iQ1Ao>0sAG&rum-g@h4hHcIj1dDMs?dr;7COKe^Nk$)h&btP^U0eC} zJ-lx*kZk1;GnpLyAma=&rc&!<>8pC`4KCn{Q?5Bb5MY1<4%o8+n_+EWg^IHewW<}N$8Cs*KLlbB zy;ZqeWKJY3>D;*t@(7qf1az{S$>~xz#eA)9buEGaA|{@sMTSK}6Pnl^KaAqLo3un= zzC+6KD0T+6u%!=(VBW!|mz9p0Z%o<~8Cc#T2Jk^|dQFL5o7!@|C&Z~Pb7~*_29pPW zbwJRRr!-|a{I(ogAV^gmT-yoT z77XNoM?A@pmEB~;j9V~kKLOfX3valK`~cGxgrgRO5LcndZ7V~JbC4?_6rl<6@Ipbv zrVxi{#1A1ci5L+HiLxj=8-;6%RJ5WMVHdj@5rvCqEMxF~A_hu!m7e zjsHX*8{5bwKOlmhP5NWUoZ=KT;4zP3;ocelrZ-XP#i4vEL!Tkn=f3w9hLN+Fq-{QV z!26BVFqq6Fqc&+$mbTQTu;E{0S}>^l34==(DnXMwm8@VnjT5phImG}5 zt@vT9TzaQFzBnc@0|Xyox-dSpkSgJ3SU3z7D{|V}g)2reEyhign)b=O*3vT9XC z1#eMF^|oa6V;?4LYImGb46J6AS;4wthKSjUr~*@m|4}A~3iMTN-J(IAV4UODI$*V4 z&WI^l=jLj3lyGg%u0_I#Mo_oc9QD;l5&PZmg7Qw`B`L#%P0CKP;UtCi^C)VR7-UtP zJhpJQdf*d;B=m8xFKMNEDFdy@O4di{k8ISCRf?YE?q87kDFZOf}wwbc|ZZ!0NtIIBOGT&GcBwOxx;NYm(nR}oOiVx5t0x& zyJQ9}i_uH>0?3B(MQeMddf!q1NE5!>;;-ZyG}dXk;uQpjG&Wy>i&q@@b#XNjgZD6^ z2g{2kIHIuXEL;+sXgIKmg_5a%f{01TSRa#s7*ZUjVp>C%#VuZFR^rGH@u93Kr*&wK zukyzma~2I4HRK^#n@F5BhLMhxWNoipDcQdCwowj^Zl}F%Zo>u&Q1~)tihDogCYPq+ zK1`U$oJ#3V7tQZ}w|=p;9uCDy&i6Jdow>1(@c_f#ZEG8Q-TU4FRh5|<`lWpdy|)Nq zH_-&T1)~Ej;7C`T(t0prf>}bN&9#IOdmu!oAzW&6hFa7XK1r!ft?IzC{GLQR$)DWoB^*C>#Q$jv?-#HnHWkFPFHR0PbTBaJ6>B+wONivo;PsZwqlZ zm-sGfz?Wmo65g4X0f!+n0YvZ?MlM42^$(%dGtET%a2KrrFn|kf=!$p#7O#+Sh!pEP zked!CB9F<5Q|AVgS8;U^E2ET79s5)VPhyCGgu@87yIeH3<~YB3_a?g~@bSD$2E7u{ zP3vMD=XiU+rV1d{6iClHon>@Uc55H78rVv*+F=irv|GA$u4^0o=SM$azB~&k$kg1+ zEsXeYbASSD4exjV*T%b@K_K~R$QPqPtLOMTz|$oV+6AO4uYQA-fI|+*qZaz=p|8S^ z{h*<((jmujmdd-22*JF}0}%bFxJTomS0KR>G(i*egpW|cZW=w06A{!)J>U5_lS>_} zxG*!4J>VeH6!tvQi|0Vsf&K>+Uaha`KXB}>0R`97Ay06@S8u4@#pYr{Ll!&yK# z)`+RdXn+B@KQzm~chiPK%)hBTb*LXvdio-bs4Wc2) zf+U(ce3X7v$ge9q_LB`KbBsSM1#lQdK{UjR#K<$_8_0>cAMyozYs6h5l>rF`V9*7A z(1&DDj-#@~V2G-P%dbRBJZ1Sr9V#nPv^>edrbkG{&2zL845C*QN}<#P9^nzVnvz+B zosZl9xY`jp#oEO^Xrn!FgR0ysFCm18@i1e2xgFHOA;djqRG6D{7{kh#YJ{w;T(RyE zsHZSKZp<~)S}4x)13vhKD?x;D1TAbdx^|pPp6e_)__2mUpBzvvyI?H|NTdV!N6Vl( z@3Xpvgel$%NIDb^^OMZX?5!4P$UR(*#zYJ;qsT(cJB&0lZ5$XFS`ICHA? zN{;Qyg~P%JU||UwZR&!6q^{dtTmm`hist# zIcuC4@3}R&Tt06EOs85LFbUu|o|tQQ!JDL1CcC5KTi2htoXG>)@4Aw5I)tkY@2a^}4rR zlFecmMP0y{WcY=ZWDcm3JODAPNaK&;)VxBoCePy`iBnGKq|)ca1S+~T->J@zJBWqZ zPAEFY6YB$z=*6lmQ>#2DVKgITbctldK@H<4-%&C7q_tMN5?I4eiV?nTV;qZ3rWTu0I}wv|br?6VUxJb*Ifh1i~@Lp(S%XdyvXY)hT{x0v$7U?yECT(R$#Tn6=C@sS~$}8s<>YQ5JDrXLQ7I8jkr|wgypQ#ZFNOdD9Rln3B`h)N63*kg^Ae% zPpTYGGo8xvtct8m#vN=^+an&Au(>?NxxzA--m^wA_?Uru%RU9rKqXktN&~pK0+Cr6 zE+7MMl*_a5PkC$tAUMps@BsEH0KaGe1mIY}Fn~T>fJ}AFM%u?!RSh<@Hb6)RQ)O9# zMAd{e*_c(bR{b_Tl#Nb3i~<+{ioAwfy^fyMhMyJMYjA}P{GlYBJP7&!NY@P3rXAJ{ z`2|+Uhkn3^vjL$LYS#7Wyx^49CLIM4wAKhY#h(1hS1em@EkSMd)+s`;>r_e`vBftX zk$6oQARN)krtrQ+K!Z0ADQ+%D%NZ>t)$;!b!9yZcBfDP1vb+I2SSi$_P zrpu$1S(E59zIPl zNZwy%z+pAwtL33%Fou1&%>~(o`+}z4j5KJ4;^Zteu+LaXMVE&s3 z@sNWrgUsR_X z*$CF#Qe%{^-j#DOiOJ z1Q?|q&W@kWj+N%+PVf~BifJQWGZ?}JV3@>fL6EL39G%|jo`&Y6eok(Fglc9Sq}JwF zSnA$3L8wNBk0VcY@)7ne=j3h)hHA z>$wh8&W%UsQ%48RYlG%oi=tq-cml)3z8^sUBn<|P4R#F1K8y=pY{b57{MMgRKIO^Q z=*q_I0&l5K9t@5h0MN$e4sr(3_7zv?1Zk2cWj*bdw64d)1!Lxi=;f9tw#g>dUIG&w zQ2dYN%wBHZR#)KS+zv3_R_Zb4?W3mgqjrU(MuqaFaa6d3sRn11qsqWl?jh%wseW#; z7Hd1MZtQ0ABs^q;+E?!W3b-y{@t)lEJ~jg#=!6x_^=3Zueo(l8@6Wy9I^ihS(CpTj zpOQ6j^;=OmjBEi{Wdd*WI_D$~jSL0%1nL+n>A*w?-w$RL92{MaBc6|K5nEtb;%xYZ z2n=x#q_1i%UY@RED;D1sM?n+$VjExoA>V$F8VB`I-|?odaXlE%3bQb(bmJjcZipFE zsyqXdIr1cTqb6taL#{PkZ!Fz87>IETxVG{He#e5E1cBy)fgWhdU2iXkgEUy^frjt8 zknd%Snb|<_)Fs)8w)4cWwm3hBZwL2q7x!;pVLIRTb0;bOJ`4mH04?CDp(+nR&yQ+3 zreG;_)HW4}gOFEXg>Kk~W59*`kesn{5G#&!Ne3cNS7w4gaTMn>6f1JcZBH<2 z8ozPg&UjJh_!<}P9hYi#1&MI!E2`YItY-CcE^=6}O0Jl7=~i-EmwBAyr`_2HhNbek zp5%o7(>RcW<~as|M)tn$@@0?z17}y6ClCYBjrJ`t0y?piO%@b&pE`dyyVX5+|E`}> zR^f5?`f%@hb4T~F&mYE~8Zmo!SSk;^!5dztF9}Z;d-t1S(OO(cKx%p%#?gC;^GSpk zTZI>^p3FQ{^gyJhQt-X;+^%>B`Cd-%_{SG@RG@KCAa3$>Js~l9<4O4zRHMo#8Lx2p z`R&EYqVAbTYh5?wi9!9EgQHwP1TFyfVE-|A{8KrYf}KDFNDhmkH+p8DVC!3Y(3SQ% zv6BX{@2Q6k{YIdWwsWnA8m|BP=>Ph4aAmT${`z5l$dFZV_^wv@F7)`}wx22%2c~5j zmKRzNT#&?m$OeHQcxti#^iCH__b7N2Cu&r*ap;uz{m*SKc8H4yh*GWux*AyOAi{(S z7cwk`NspU|ZuaaMMCc;MjD#W*Dg@~xNRJ>#k}O&1Kg9U;I6E1A{Fyg^2lqGKL*q^@|jwe&D zY?(0Q%bGWH?(F&V;mn{%lP-)Q(7JP~SF>*In)SMLj4qU}ZTmLv+`4!3?(LiK;?4{n z3`lm&8FJ*)mQPFnj@%b5SFLEZs&2iyD@)d0?b_w*JNWS8eeJpxofa-#{PZQe<=%by zQJv<~uRp3F{#W{6x!SM4U@4=>SKoY=7;Z;>jotS$H9aptL~~ zMSb+45g`^4(g#N;ktC8yL0wcxMMno{dL=%lL+5|^VLFu?7k2?)j$d5cNb<$Er zF2w~IP$_8@lU;em7FA%yHH9So=wrnbSw3;qT5e4RmX>ujQAHI${IHh*e+BkiVWQQR zhd+6+ncF5X%y}oCohj2op1z%y+G~Ld8ry7r8hR+Ai7LA2Xl_P@Hp>CdbTk z)Lpk}D*{^oM@x6(iTYi4w@B9tFvjqc4KDD#cZ+}o(kGyUwKjOrfCL_RU?&LK%HM(x z@>fbH5l$!|hRG^h3Mi0pxW|Vdf_M>2IeLU5iYKbr(Mc=CDC3MRy+o6TJ(_zix=9&{ z)VgSh!39)lq|qe3RYCbxTyiZThcWu(!h~8`aitYj@?J4l6A34r*A_zbbpT*%&dGpa zV1RKOoU<^>nZ+A>{9DH#kM^gaCA&r_Z6d3@GRrNyY}h7zUKZ&B4-~M9r8y&)Ag9-P zS{Uk6hvj zg!%}*4w1K z^R{JhzGp3AMK1jqvxFF2vNd@c2hVjEnPu)Jftob;8Cb}+LH2TDU~B?A?V8D6yJaMs zY_d1!po}~4!3#h9Wvy#wGaEYRd|%JkX=mLn-Gw?dd8ICRiZ1=^>$rl)S=uS62j6O?p8Rxsl+BS>07w`<_5tH zuz@^ET;dS16gZp(Uh#Syz2p^#$hGAPm3x91tN;jo@WTpec#`J|7CJ56WlVY*Ltp;? zasWmJr#69sjGcz(DB=lkhddOF?sjLg-~F(NMm(a*jCYv_JRo_>Lk^~VajNE3#}ZPj zPV}UwMNyT?RHJwWE3(m#Y&7jvwD8`n5(GB!AtYDzIUlc(Hw5^?v-U@jntLL8KA zQbx>WGP9YuX~FC`1F;uaiW%0tW)!EmDXB@#ik)gj7PTnOahj?ir(nfC*z=zMGP(k4 zmPq5&z*k2%&gT+ve1w7Kw-AF|2#=3ITS7cRKR+e}kb!htAtSQCl_XMb5s?-qS>z#> zL{gF#m0LsyxXFzcX>k@rgSJEn0d46I8WIfvv@0r=-hWa&RUid_VvNfY=NP zLx4poaWoktUQeC*v7qwMn8$n#5rwMMr83nqxtvS`8ZZDTIs=>5EJiVyQ4HqwOh8`c zrYqnx&asxKoUQT|2uBcuA12|4&uuVtFU`TiOy_}zEr0>HOd>E{=MUmRv#BDhAreWZj^#49xz2qq zbCYV^=~B0uPo>NNE>TshTD2IR*ya_z3Rka&^;Kl8o_kK^3Z(6$RZVkmJ9QPugVfPN z0`i1CJ5kqSMJSGaWg8^Qb_v0{4Izp>uwn&i&Iq^bSjNr7;MQ5LMmuFO(ha9bvt!oa2nK)?bB za7)z@Mq+&`?rm^Lyz5pMPkRdHX}kg5DN|V;-biMXv#jMG#>_MS0}#S7u9?;D7Q;GM zG_zM9@zpZEr&Qwf#j9L#pI2mVAJbv;)9T6JUBPu(_oYu=?MXKH=~a&O6A>oPrr^UO zxY2GKEFhhAK!q+ek#9Id03}=qL{Jz=ei)I5Dw^RLy#YrZ77~b4y%e}GZnUSJii=as z;#t?$gC^C|5w6gst%!0iPiWzo&Qw!1+0rpa?h}(a!^>mWZkSs>6j6s4DA{Hm2hWS{Tg| zaOB#241FQ;-8ImI&MVpko~-+oZ4mZEo1+iBXi&(n;(*lu1Q{Z^z=d|`!7-6+-nivy zKgjLUqxM^=Ijm7tvmAnOIRaW{Oj5_O_${@awJ5V<>sz;0*DY0H=+Y8XnQnom0)SWp z5CG(62e&jCTYB)k&28P>F1dm51~{^=^{sQA>&(siwX;3-v6CIzO`ll-K5&e3vz_hi ze!G0UdgpkDv#jYgCo9&Ii-PdGAO`w3pS_x_`v$tM5%Q-V>j#QU2>9U>Z*;{ij#x;$ zO%p5`*T(mE$O~Wi4E_^&$op`VlAm0G3`9x;Tdw+!E)M3Q!@1;c4to~YTEwi)^%Jw7_DUP(Ek>qTKcAQ-AAWS0?hauYKJhc{2={ z)Y{vQ)pPq|yl{_I!0$u%^=qmX*jttO`r`_~^Leirx-WhUk5_*xTJg+!#QQkjJqg&=Yvl?v)s?%^vKX z63?~P6Pysvd4aFxm|g4`1*FMM<&^P7lW<9f4sBm=INNPBpX@xJGW-%4$V_fXU-c#7 z)`i3M@t_kvVWSAgq$Gp*wcYuB)jN^b`q7ga#TSA||3s;7B9}WU8fs7`&8iy&8&Xq6vBdYh{UyZBQnr0YhdC+l4V$qOeh3IEpc6kFL#^Ob zQ_i74$&ug%l>F4yM_^?eZl$CD2@)jifjxz#SU#Fr1{QaAr+0d%CUoaJl3H8dL?GJb z$Q=bn6iFe7Ubj?WKb}Ecj9O;-rG5ToLAuroUV#@FrhhVKCuYeAZjcv5L6$IqW73pg z+*Hynz%Wr}@T^Jq)dpnfU=OXNYZgz_oun<^qG+-VX{M%#jwm>=W`>?9^1&uy9KZv- zKrrm2FVto**rrd4*H6YB-?87_$(ev)k6N9A{1wF5^cNeR4X#v(R}qvR=HGJ$7#m*1 zfJtY9DVQfbf*x2Uc0yVL7T|Ywsh46xcwzz>z(jfap?qeRha}E=uFJ?BVtiK4d~yK- zE#iIFsp7!JOYx^*w%C9Fo}ehUmTT>4Gfy_$Pyn=fa zrFmElkCwt04hw$l894fz{0Imr;2)P>0!Tn7Av{7@B3J=J!uw$9U|F0ee5tiwE0}5m zA;4pqR#rXYW8!F_CLN-D!f9U4r;Km`o!Y6L7ED2^AffVSpDH9`!km_Pf$X`|f%+az z)f9soMgvqG64m6Je55Ou>S1swXez^p63=OXL#RgVX_jbABCN$$m!uYkRLSUg@Tjc* zWG4&)t=8&;IEWno)fs&W1hMQ&u+m{!Rx7fW&2yHGMhw_FYUj&B>mWcvV6`KcVk^*s zCm+hGB9^IqHWcEZ8sf+e9JqwJKCQW~E4$Wd8h}t}!5pFX=e%knVm^Tt08H-9+QCrd zU6{$~{KaHsY-L(1Xkca!l`0T^riXrLM>=dEK&-?{Y>5H_FkYa92M?cbJfQxWWDd>Jqp?yMm0 z$jVhgc-1+r$1(I3P(mj@xolY`8gz^|*Y-tOvcg;DTYeyU(-32N{nFQ5{ydH~%-9zjf*?V{QsWq7a41g>LH zs_?+Dmc{L+S`7Cl#;Ho%-G*<(?rq{jpv zLv2+5Xs`! zQQ+wz|1Kd5uOS<LrvJQic zCDV>UAM`c6^)-Zp5F3C3C;$o600vOtw)UV_7=-`9W*uFQwq zB*Pdb+*b(^_y)!;9?_wW@*hRxl(WtDx@!?^8SSR12sm$$^!8!V3T1(djkEtTjLX-v$EE zaMU@s5&iSrVsdZv^JxC?L6;_6$F&eEKq5c}WROB+@-=$1Og~SG7Klflxo_Z^VMCM; zDBPPq07JqF)KvoD7gx5~=x;l|v^~*mWef8c%e3i2D`}T@>5@bwV8Tr=aNooTPs4W0 zeMxP@>22e-k*vj0BA3eUsB^(cQgc#rP|h_^LlK?^{GKTv=Rr#F@xxsNA? zYzl#R#FzUTXBNsgU*T6L%OmO~m}g@v zYCm{`mxOBLG;5;)nO+(fNJSq2r0Oj?zGQg5oDhe1IBn%Fh_A(nht?BJTtP#pP?4}TlD zMZ9@)a_358w*Q)Yv>tF~q~f&)1HB%SF@@yZ7D&zr1LRb zgm|Uv_EzMnYjJv~e|n1#w_t+0Yss^s(s&k-0<$pyj#ma_=y;I-CmHn;Pu;$Z!lGna z*G>-u&uN4MlgGTw%e)XfKmw3J9*{ymbOQ!ld9(jKp4e~$9Do3P2QD1FtX!i#4Z?gS zOB$ZdDJ0D+EGd4Kd%1&gU6F2g@_C}gtQTX%W>-W-EO^jD!kx>zm)^VDuYDwd1Zt~x zzVrSA!Uw*k2Y#jt=);q9a8Kfj4=Oyzv#HNgR7qy6 zi@ar={14gsVMsUdz;~W0*p61lfq2_z3b;m%Ui|(P`i8J zf*W0YysqwU z2hcdufi>vc4nTleFpywDg9i~NRJf2K!%Zz3Ml6`e->e1_F=o_wu*Ig0A2GH717?#l zWt%pQgb0#lONk>5xRluvL!fZiaOTvxlc!E_-T+--puho9RsMt&n7Nc`Q>Ra%MwL31 zYC~l$1w6uai)*P)oi14tJ9g}&M`JyW8dZvITeoUGg~jwKTfc0c@Zx<$h|nOve+LnQ zbm0q))S+eS7!s+g~w1{|WgtUZNZUpM(Do{~sh6;DCz=GGHXAI;u*+ zf(~q|0e}2iFsiF0G)Sb8N;*lUl`8CTfd)NXs-~NID$&GnfD&o}q8u2)A6AqKQN|f* ztkK3BKT;+pkOt6VE3QT%OUT6rvE-~v(pt-{xAF=L6uR^|CNEDg(IYUx{t|4k#THYH zvBvh|E3(NXd&DwK221P`NYHGvF}_$+P0l(0Pm2UK(&khRktdR)Z8kK{K#q&teDlM% z->91|H#h`k&e7M>X(@o>}F1#zANYA`0(DMR5_|i*N)%Eh5Prvm< zeS!)8`ZMB#0SY)k*Mmkv04fS`oC!pxAcP^DUT^eO4k2?jX^`Yjp|- zoS+y$X^0wTK`KUR$t~C1bJ1PkA(jU4;m2EC0ZT|DEg?*gvmWUrttHt~3$D1t0!0^o z`1xc?NU#KK4?@=5l1nZv+bgiX1|d^2I6Y%?Gd3?H4P!g;%yYCmEfd+~(9TfK&p%%~ zW6?uN|o~|9-gj zfE^J+poM6gS~uN{xSolkJibn7Sf(x{$)uFPfPurZrBdc?xCf%vT5NfmMsJ+7aQ1ZegVJywu z(o2XNcFeEGEWViJ*&j=d&e?H4S_dD?%w+}T6Oj5`ktUQhaYT(K|o&@LLls=7EgR2xt*eDmc+N7Y1y^e zo?HH>;#W4i>5YH|G~fXV$hU3(Z9oA;slgBiasc-IkAfAnAdUhUkpT$cagmD`S~tr3WqjUu#2_B?j3+!v zdz$y)xT^7(r)lFm!mRr9AFEx20S!qO06lWS4++FU5R%_juojWDF>54l6C_nglDGjP zkdg>gARsm{6b3jTkrRC6CqWrXnIs4#1sH%JUhxW7l%jGWbfsC4G$mP1i7=L71q?wk zL&K18OhD99V;;6cFzqG(cCkZZ6HQ~pUxKWO%~TB$qlkz%Oc6FKi;Zkv^9Gt7%23d0 z9&xghn=5>g3w$ak7sO~rbw&?V;4u}bykMSBl`4+)R8{!qlb%-L@qFl0pRNY<5-@m@ zDeseC20?;=VkHit3)r8AoFz&H8T4zDtmH)#*tZQVfB_vX2m%NyQIU?6qy(X8Lrm#| zRJy_v@)FA{AAz|?#B!E3T~j15aZ6)lhB6h4U0|Ac3A6NNGK83n8{BZQV>VNnLu_X5 z9v$F?!K! z^z8xzX+U8Y08+}1mb9Nt>_$?W%2Ld9awBvlB-#){n$~nmlY2xYCQ+AT97d=cW0WGLRW{sZWK3Rj2w~s&)pt)uk#T;NUwzaWytp%ncV`wkWY;C#*F) zD_YO_8a}PpIc#%tgDAZHUDX-Nb6u^T~v09^5k!BB3+eKFySY1!LJ z3@jUyAdF&iEE%9S@rOSCF>;$Y)jb^1snfNLlBw%tU0W9pP*#qhfc@RDk`;Q#VUB!} zjb3z?nc3EfXB+DyD!9(o&2hZz5r7b?DAf7Cw!#>>_#$E+v103^Ya{R0DE7lx-0v z$hjx~T~I`$tI>`&;59ZJZ+-9kSnxK80A7KLE%<=bFa>VrKusmZK!Svl=mtNMp$U%l zILE8TT_K3->K_LgHMMrk8)#kK#_XEpBu4}pl)aoriFch{46}NZE#EJrGo8(5>zU^Z zPy1#Mzt#5Mwc~sQI^VI|f8Eu%!%aw}yM#cCPViG2TcbkvZz2BXH%qK;qk3bQ8C~C7 zzONp3u}kQ%9}$2aSRny|6DEXwF-vUsQkWO3NvM61gg^L!3Y-q6n8&3|a!H2qzW+F> ze2MPJr#n?bB()DlF8SjjUx;a#ziG>yYs7gQ<>+(& zRoyktPZ&Bs&zHVjeRk;)0j)ut{*kPkEB6_(Um_L6?vc0~Y-5LHAPcwk%yyj_Uk{4$ zp&xyx^d2GY0z?4-^ zx4(7$@C08!%4t?EV;9q4oYw2}2+#{e&%NSHKe8u3qzycHF7;F|o`P-(?#j;og8~Gk zAP7L-ILgl|t%7z>As}RiBCdnD>O>dab`8Z4kX|M({A_Xx50R}(< zh~NOS4-<^!b=*!5JgrMUV|Dg|G;*OIlEEw*!|(j=4GPcj0PoiL!eXS5@TO4z*WO^( z?(Yko%n!r><@hf-)?=-@$gBu(4V~ry*UD2u#q>z;2_7&4ljhpYwZeSmO2! zA_NtpBR=bb1Q8+94Q*fmLnP}2;Rg(W&jwi{#02OLj=>o)F%va$6E%_fy3QGnAsL=e z5=pTX3xX0eg2XyY06@Sni10BerU*~%GZ=$}B0&qel&}d+2T zWeHmE_44RH@(hwbu%G}@e#)&WqV6M>g^`F49!)XnF3S=*F(5h76PW@36h(0c`!OL^ zaQAj)0R+GYCSejFz;%$wO8g?lju2w_;uZ-e5}dHdwD1>|D#)e_7Kse0j4>pYkr_b_ z8m(#>Ax}68K@7wo<(7j_x=5WiPXJ?%8$YiNy>VyM0359Y9C5CCP;ckZv3r2dJeXh) zttOx}q7Xv@`J7@Cj771at|BC&1%%HLC4~AEvLNaaZm8uL2r@0zGA#{q6vy%{$L@PS9p$||Ft;`CHXbu}QFM7mD8Qd5R94q9{nD9t7_hHK^j0A=20d_qW1nrE(_v8A_O7wu@UFZL%b#u;W8n_@D(mRbb(y9|7Oo<3!KmYu)coRi2FbhO=K_cl_R-%t&v~V!>Mjwp-ZDwH}?k8~!OjW5f`AD@?gY;At zHexC3MKyxN9smIzpa498FVM40wxlz@#7dD!5SGvwkmwPP_0@c1F-@{Jy3|i*tv6b> z51bX`)-+nJ%6NtY4#;OY6qHoLqdlU>J>c+Ly_J06iapdIoye8U%vDgCM-6bU^p3z# z4>ex#BUL&Sj#w|wfS~9EtN|nyBZ9L_bk#A8NDy#QA3gzgQr7Rz6lQwk4N`JtnsH@~XmZ`4 zB?}a~sDr9>Hgtsp5%P~(eYTz6<4)tlRmdm*YUE2lMx{Mkvnb8zX^GNyGt@Pw7TdPg z3$Bd<^~s(VP@n3M_3p^d`0(2Vt1O{YM?pf|{*}@=Vi5;+_?$Np5oc_rPkW<+TATrI zv(p(4l5ffPk@l78^o$h?fecjbsf?-*6qjHS;R+uYa%a{zgcVt7V{>Cxa%(nbIyYxU zcYtMvXMOT?%gJd{7rw0HJ(gy#Jv_0l1f+bj<+#`eexQ{g$U8i?bY zpr5==Dnn}^>XyRR)+Lr0M@$ebKZ3y!Hi<8}LxOmSiI^?NH;GNTlV_r^=u!{}L5iEH z)dV3M_+b(-PFTydOeI5dVP+4E@pq8%a$)9wW2UOsxR|LU4q8`E>qCLFRb1ydb=_lW z^7va#C0qUYn)z6F3H8|q83^bMc)cf)#rXkqGY3?-uZ&J1xVIsgmnqg6L2wj@)uobI z6mAb^l2i4anO4&)=34S4>%+6VCOepC>tVEjDN>VFIqChSgo*)cv_KL%pI!U4VLP^8yBL7s7>>BBar;@uc7r^i37Wu6 z4)4}5?h5@t5R9Q8jA7P}5g9d_a($zJXN{MgbvEFdKY{r-oD~i1`mVWKIELo)zHC&g z*{@TYz5<&*UfQtL+cgn8d*ZC8)lul+m98RNoG1HhLm&k1i~OEQ+rh# zABRsL_wm0Mwtl!0mCF|^%Z9aOd%`EY7--wJw>q~qd`Cwcp$k9)wg3cnOt^=em-)cB z^$tqn+f~L}Y1P}Xqd?At z4n*;z^mG%PAA6j$_NN>9|IUm~f-XA{Hyc4ZTqe3@%U$B3LVGFj8LF2vd%=7Xe`makTE@l?MK+#e z$07Z@C$x>oTcz*#yrV#Ajr_>5Imyj~=XjUrCJ<4DcbuaD36_9AsvLb>7~C*o%@T{|EHj%70TM>|8<)n%p*lKx*Bv;+g6^EBLy+C3d)Q3O-^BoGOHU z*xkI?k-g(X z+MQ^n4c@(AX*ZqT{n*p1w)ApZv0ZQ9`Muwf015Eh%JZD|rgDC0guprbz#B2aW#r-q zf|C))>uV6!TO#8%e!@B4^nTinH6Ub7(|+xNUn;EbvpaPG zc7zq}gk>{#bN%3jj3Mw-#&Z4M(EVP~TLukuBl}b44Z7*@xjPOLzsK!MdmR6b0K26t zG(9LEo4;TJvqv3sI_Ttkr<=U<{T&HbAmEd?A^mYi#J;Ej0?dMe3tE6VxJj9^O$S@F z7}$WI#EBFuTD*vn;=zm@EBfQ06iw#|d|e1-pqer_P-@ zfgJ;ML8j25M2i|diZrRxr6a*?>S)lZLWW=-Rx~hB00cyYx_TwlXU`rtaQGPOm+Z}% zwP(1r|8?8;%$vDy;LyGM#tq!HT>AP&Qx^`LK4`eS>EkD{;>C;`JAMqAah%DN=~x^5ltUFQn6$K8-qcYSN@de|`6?0UT_gb#_H*svUVG z|7)%Zc?5999U+@+v-L)0l~gWK+;Lt+(d2T;9S0_KVm|j21l1_BrK~hl#Mt|Ow z}jlVS!|P@0r7;9YD{TmwN_%;nQ%ySx!euLg*j%p!zE#Zb=avnR74Str(Z;a zl7!Gy4H3ldq#|wdXG<`AWN$_9_6xAT?>!2jF9sisaKZ}vvWvlrG8%Bi5>HIA|430O zw9rBQO~k;aB^gkF03c|%VaaNp!N({3Bm;*Vw7#`hU9i5YR;?tSaVs1&?z*e5k70J1 zWk5F;Y_MtM5af`t9h;wFxRzP`M3PsFwW1g+T{IVFGZ#;|h3gYJ`|McJiWLoeu+Byu#j#R0Z5nH&b(ZvN z#r>}P)xz`U>=H;sw?uHpbE!3QV3UbN5>{MC!2k=yjgiM9x$Cxnd`}cF|D9EJlsDc3 z3l-md6Mw(>qYOdn_rZhDPk;UMGu*H*zbx8l`~LqAzy&~Ifce5moE+D^fs~IW2tYsq zAkYUAlJrrmUIBE}0u|&p`>An_gEQFvAXdgW$}wUsm<1FLF^d9P#60u52n?tw zlm;Fk0ELiXSk&@{Hb|l$#y~@dVD=(30LFtKoDu14b~?bo;S6Hn|H9A~^GRW?(1oNV zC6I6!E#1-Zc4^RE?pPzWC-qL2P~u?^h4;hcDDOAllFpZgs6;YJZ)^>SoA!zVMy6~e ze0{89Ns=isd=aGv{F>Mq=cpeqIx3B9>?Zy6$3JX}bDV^-;sOo~wIzQ7I3K&^V}pGC8;b4qdsLR^|>hs^nde zX2}^K%+L!!yrph_2-4gv!CS$R4wi;UL>+obTuF@1aH2N_>}aQ$?2%@EU~mw}xujzY zFhCX)cg>R6&6X;YF0XZ zrbuQw`)595goe|_0S=TQT0-A?(4+MZHmOwQ(^M(ZRx0UPF|_FKcF0kVe!-(^0I6Yt zIM^TZvZTC}jxW6hCg%lH3QU}W6`ts(1S*A@V8~NaSrSxxfd@YF8RJwH6k7c(m8ooW zDpXGk+t?nZjv_dUO^w0;ks)G3TBV>IB*BkU%|$O^on+|jB1sYUNi$dT>!VPW^*_KW=2~*etn$VS> z(atuf8S4*L5OCX}xaXL1TPI4yII#fBmOc9I+Z}$v|JtVh;;H>xu!S$2k~*gID5*t> zR(7jZ4a%WZ$%wQNMaOmcY{;VsTmCAS1(P|^qwf|zK+~QQguqBKa7p4tA%AIBC|2&5f?cvNe^9K$7=}}qRr}xw zchj{MF0-58JP{2ih0G+e&~8_BvNOmb8=F&$Km9_6zesY>gVq^~Nfc0ka^bl#ZgeT9 z%R450>&BF34SIivX&nO=ydB+*kUw4C!k*N4#%q!!3#dwX8p_&iQ9PTWg2zCej|EYP66MikRpMBv5*ik9&Ny-2OP=!P0 znGY94#H{|z1u+ELgoG}%p|4P@&?MT$j&8RLb3o%}38&JOW*(;ReedtGCZwJQwZFe0 zg{+}8OG!jBe8F_;F||}Wl^uZqe2pJoW4W2zJ2Skt{A-N21i=!sIJ7N-(}VzmMb(@ae z?rwU~)Q(MpdYhN<=s5PJu8xkADWIm2 z%Ote9)}u%~E|LZ#4(}P^c*K4>^QIVE|L*uH`N?3&ySIezA}PQC zP7q?X%(I@e68g}K4j43~VdzT_4bq+7Zr)63GLVktXEHi(s$(~KS;zVgYxf1Ndwus` zK!Ue=8H9s7_PnZgtnrVJd?du$2-;Dg#_3aSj7(hDF(JG~DDS9S$Ap?j#y{p_y@#AC9Z0LV;|R-mU>J3r`1g8nq5JDp#Y9vY|zV^$LfNYGH+ zl{7kJU9v|S_EvlMrhB|6fma76>V-tcR~$ibfyt+KNFW7lS6R%bCRhOj*vDlQQFq0r zPLdZe);AHtMn^>je*85kpG6Xo|7R&qfgTER6f}Vg=m&%+hYJ+eennV>E_e|E076$V z1;BMGohNiJas|u*dPpNnJ9b11D0>e0fWNa*5{QPrcLN%D92N*n zT>}I`pn<;BfopesZWn7KFaQl;P6%LvG9gXV$AT^qeP;s(ROWp};dcS^ho>ce8DkYT zSP?jADdw?*mY9Q(rxZRIgg`ii&Sr$6D04_?5$>cjeeqlRU<^wDBS$BNR9JLK=YM_y z8m40!TF64XF&S4A2k^#Y_@+Dz*nnGdb!C_(5r~FeH&Sspc1Of;Qebd$h*HT{c1_k~ zvNiw+KoR7JACD+L2yHZ|S$wzvFc2p?xP$4Di4K8A zckqLqcz&N4bD{{4a8`&%Au@45I`)SMtVn1`=ND5*XrqS)vRHbdaRjz_i?~P`gheG@ zfHXRGZ_6Q!%t3p`_#`uwjJy|o%s3rx$Z$#EUTY|ac1VrU(`57|Yf%P1-&btor-K9G zG2>Vi?`LM`IEW;{ePgDR7nW0eG>_(iG3kLRb>d8f;)Aqcl~;+CS(%kA=Z^vDmC%Nc z7NHe!&=z7K2N&cAX+Ulf$&kzCkfH~X=oV1wCK{q~i&?0Jys?WKX&XS`g|(+VVkm|U zD3T;;hR}GDUiTYo|43?!$%Zu2UZ3J~BuYY|{`};T>W59Z88N*dsSC zXhjC_5gS8Cpout?$X`#1iIxI+=0utnA&Cf5m0GEryGaW|NQ7SroNmUN6Ja585N=BV zbV~q>5t(#XkOov}8q7(T>gE}z5eIl#N~gh>+qnerR)$_;SA*Fc#b}I4l$c%jlFg%D zbJ&tL0F&%Vna5|76wm;*c6~@OeHF1T2%>jFL5d6Vp9`Rl{W6@9;t)A#iLi+=455i~ zl$*Q>p;vheT^XDeYGFd@5}v{b;YLr4BnIflTy3dtMG~T>VTIGVB&bmtNOGOXQY{L# zoxIVVD`1Q(|0SMVvLzz2GQ%jcs^v#=}J9@}BW&QouBy1yGyb@tH*l z74AqLwds6EwE#Rd6alIrtT~{fC7S)>nmP!Zd?cF>@rYb1DGwT<5sC}A0E!kWr$(iw z195F2zy!ouI)PsX-Zcc_g|)Eirma+mZt^P=JzCuPzXrWY}NR?4cYY82Wh6Mu9)iX*Enag+%L zs|qrv2|5*K+7S5os*reEY}%&0`KEC?r^`A=b-DltFaREqr;?x#`Y;87Dwh-a1c2%V zCkh(s|5m6qlp4FSsEjH+$>W{hX`_Nkm{xbGm|Ad~DrCMFhZ;DC^@>tSFsh_ls%19? z^w}Lb*+oi8kG&25ucT&4+}sO zpar*ZtP$!8$@-7Xs3 zqYo&lOZKk6^Il5}U(6w|K_;X_I#TdSlkYj1{pwh!y0CF}KH5lSt$Ko4npw65vX2s= zUkWJh$P`J{tMwS0b)uS6sS-;`eG4YCBwMn)=?bp^rzyL#e|wHf(EtIE16F_tli&x+ z{|TsKfTE^{v)y_Ht|1zn!Agm08{-KDs&9t>8L9s}oP3hvS+2p0AWk!QnwzjE72U>|43zeA| zw@6_CAtyd?cDJrzz1NGq*{i+S%eTr3xZk^XOCd5=umn%Qr+wPEuF$vs1kA6-mjso0s@Jo-5^-CN z!$nIGycuyH2>TtHxjsdat9LT7b*mD}ixABFwslga7;&2{!95Cb!Fp4@+bhE}|J=QP z3%)m;U{abAxdj4N5Kw)}1(A!Qo)M@^G8!&Aze%hHy40PJiof~GQcCN;VdpJND;&_6 zx&i!>k|`a*2b0w(1F=hu2<)%_YM-ep5fMQEIVmT)3&C@CyfN`US{k;BLyA~oH!GYr zbi1mq>8rnbk2$phjKhzNIKgWnJ`5UwYC1dHzC?n)M*O}= zti&-IUW;`c_gj0brbNwH#b;-_ORG^nn#Ep+#jk8wTa3V7%&$zOz+{|!x;&paX%S}A zIMb`2;QWTaN^xyJ5E>z%xH?;xpRujzyEI7h$(hT<21v^H_IswRzeLKvRm{pu+g@1Ad$Ej| zvn&O+T)?^9lDVwQCgoVVTwm2wOjd+F5z@wWlEGMdAhc=}FARN+m&MA$-k%GN$yngFTqY;QY;wOwKtCFfHq{0^k8lUM2l3K0RK;TP=Db|M-)?y9TUOm=Ui_llw zz`CTpW?jHd z=Ec`NnGM~=$j8#38|D6%u0RzlD-?I?Xayt>gOxPw2 ztOo9mQ2syesNP*P&Gh(`&6|Um9We;L;BOAv4gTN}PUi=b%q%egA0Pof9l07Vs71{g z(E{Ql{!xcjSVFdpZ@2_gjc>o_EpvFvM&#nAd$l%h>6b3hIWC7^+>$+>-9i4)R~rNk zmjxI7(*3C)6TWLrt`V$`AJWU998m*SKHphB5C%ZeT~6SE?5gpy-{VBL>wy)wS(`C! zi3A>%nZnZTJ-sH1)zt6|5UzyuCu;FHJ(i9hpvn#@ZClvK9>@x>IL+?tZw~F! zUhOY$-bv9w2v9Zw(CyyN$x{;r+WE6fO<3V|8-_lCDj6L(zUWBf;&J$fcgSQI2=DRU z)s}A1^xk{#mG6?-?~{3?R-f->4e&cosvxV@4_}^{=r3BUh zAw3V>VE5f%4S8S9Yc8x8v9Q>qwiEO5S3wYb|9s|^t>%`3*@G`z-8>2_AKIfJ`JLVJ z(+=~OKU*B^5;MO5+9)!!jmgx>SD!&qLMYq-5!ZcvRh!HDZyjt*H7^X9m z)!YDY1KXo@@8;cif|ggKgbycP+&FPpr^a09-Q4+e=+UK5r(WH6ri-Z*ZYQjS#@~&=lP#<~@|Z=k$tvSbGq+G13=A7%4DB@3(o${5*7ou-wkA6(j4vd?(yU7- z!xWRP--0{tOf-{QZcH}Ybn{I(uft<01ucrqCN7C7-%LdP_QBgJ;__bi!Tt3 z&pwJ6txvxFBHeEZAT%6_q$r{~YQUFR>eRplLv4^JOOcT9)S+ysP$^brkYTGNlIXB1 z5o^V&L;()SO)TExdXr8zePzplUA+toNhz0X@>sDLV1R%HR7^5T9jSCpu(Xz~Yk?Ys zB+?(s@|f+qz_w%)Ot5gw|4}v8TFa5iAJ4*!ShC7xQcis3{LK|K`yH+o;nZX`o2KKDQfet}Y@$`t7`6)TmDYGyTKT}@P_Go;*LLsCeB z>>{MQ3oRvRPmxNjhPFH2VFd}kqrd=)1s&muNm$LfAzKdfmg#{3TlWf!Y0kGJ)vT`t zV<7R?V@=aN@#sDvgg3eY_CAr*os2rY9J3}g5d-$}q})M>#UsTRHK*itj) z@=Uc@Q%3f!2Xt0^2xiEb}6Z71vgoXJwI@egTthkR?QOktJ@v{AC%za7M(r zk1W#KVjiQT87Ry`JBNr)9OZ~6Iug#D^Q31zUzD9N3BUuGlb96{hyd>#AOMBxn8z4- zP>whfk_l>=N-nvROLDM-N`Z;1c!CsBlCqSoMCFHIC96}uax1j9{}8 z^r+Yu|2K|nd_>e@w4`N#APM7Jlz{=>+U6|ipazL!B;&h+X~&srXKQ8wsy(ZdPIXep zo$owOJe_(~tY%d-ReRCpGPeZZeI=lN6i-1FiO_>aK_?noD1u`3vJgTvW)|vXO>)*C z)oCbJ8XXD}kb=sm{1sNSa%BujG=f=L2Wo7}O-jktu55*-oMq_}k_<4@d_ZM z|D}bxQ>9@KD^|B+>OrldX0lGHL;Vx^6~)+V^@po!LrN3-!D0C_3@sPK+YA7bbCu@fcy~6!MS}Tf*cDU|jDEAOKTX zZpWM(DJfti$2!KyN7&lI3nn21sN+cv1j|W=dY3`rbybs_tX}e#_b8`CWh=FElJkl* z2s|LE4W0DE$>#D#tUaz<_L~Dn%p5LH<>9>DKAj`O63n(S%$IVsFs6(gTs2+wbqGCm=z1?@{u{x zMO1cfFk?*ybZdL_ptfTiQ!SRh3kKly(wQ*>gZ^e~io2b#cFug3ao-V2)H1D$bTeq_ z6gtuKruU*9eQ$gh%$C;)KnJVSTNSe zvl&ez0%aQe+|2G}3x;k_*7~%b>wcHqoJU4)LXWm{F#x>VxnX)|9ntpA|998D9;~TH z$6;2mK@J3oSYbNM1}**p2u_d$g==KTK>316RNYpF8s*eEc<2pcb~>ba*Jc`zwUIe) zp^r=1)g2|QRk~}@_9hJnR_KaJ$Hag>)6(6WK@w)&RIVYOHi_2g#uf7bgUnoyjn%^* zSVn6syxg~5e?EHuEQ=N)ex|9bHyqO${PZeCecf%cI&|c%b>wsX>&s_8b-3D92u#7B zlN0t?!1II286f}=fIC8G7n8cu+9)faI81Vo-YauA30P5;llg9VCwn}~8eKfeD})0U zuF{k9}qEIF#faX=081mtT$PspFHG2{}YqxAWpCMWnV%eIdVt~z>K-7zl*CV*3YP51& zkshRr;_H(%wGMf|D6|#3YBejoLM$Yj|5b`b*;&8y%C(TvKOW$< z8IXZ7d?hnH5jZKp_NhUl^RH=%Lu_L}2irE&m?G*S4L6%WFsMBinJ{U5tu!JgZ8D88 zO2l>vJ_pN|6U0P9(}GBpM0%q{d6Gwc+(&JKM(N13f*Sx?8YgrsxCYpSEI>u*%7`5+ z842+#RVx)4vI@Ow8KIB?BFjP}^QcRGbaOtZfoKZ&I)h+?8U1A|~0DWipFz>@2qNz_r*SV_OT> zDi(2kBboCrrvttzdB@Zm8>i$)Hu()uu*a;!N3c9g|9L|DXv_LRu00_vjq2LHo zIvSCRIExet-ElwoD=aB&HCJ<$UW_#;BO#x$$oi`?{@WdwZqmWX~&|{v(YG)#&ScNS|dW#9@7)RKf{+VsmiiI#1T})DrvgZl8vZDON0?i zvb;x7s6^cSO&Q$D!byuhf;+jSJBBnNyL=_QG)XB)p~5T1jx;%}c(sk|I4EnGyc`ON zVZePLa~i`O{01v#4If zMJfy|C%ex0`$Z1b&Iw6Tlq^phfXwrn%&b^}VLVUCq)8lLngNJVT2f2uFiOw>C~IoH z=a?eTI~!@iPss?9J|x6pbB;9QQSlK$Ih0KSH7Y3ai!^%Btb)V@O*BtnP%a%)e3Mc) zX@Iyu#SX1YT}v8K;!vX~3MBYY!;46f;y65gm6BvpKGn{lF;DRH5SwH_S@Xikl*}nW ztm#q1H}O##Ax(1=69n))xlqy~u?#1&FkT_Z&A31TI<5QM9~z55K5{tzoXIq`%7JnPV5v` zi|kVlO~&thOuuY0Kt(0=#DO0usjzU=>k!W8xTc~bIJ4-$yeO9Yiqf|%vqD^eJ!DGD zcv545A8Q&H)uW4KiL4?5)vOd%^Uh1FVZP=amPtD>)P0t4_^ zQ&cgfR*RvWP|;zX5TkIRD(g#M(}_GKOss%blf?m!T1;tO%t3t$8m&JiPdSV{tG%3(p0X!=UFfK9OR*MH5C6AZhAxuH~b*j1&+guPl> zU0AB!TCDO`IZ2D_t4rFMu4Kg>|4ms@KJD0It+Exk5H}T?z=XfU!-``xSw2PC@0@{T zWZ7Sv%$c-SLp@Y&Evcf^Ombn=-ME@2oi9(t%rXDGt*{(<|fV$b}@Y+4AL;M24$$iuUL>G+zFj0UFiY|C;Pu9N>YMMc$a5$uj%_uW;OSLEJW>-m>V%ak-2S%nRyi z01*JAZR=UXP#bG#M`6HRfPKJm9M^jr#QPOpEr?(Fy;@9|g!;{4As$Y{#TR8*xd5P8 zpqSmjRT==kT>%c+z%*bG(Uc@eU}#-gBEz%9c;S_=@KlOnDj5jHax z0aZNnOaXNa?g4|!_!6XD3v+FYfn_wnD9|B(E%-QiFyzS{@hV!eG}+M z?8swsDMy*p*SA0y|161(@|}|NWerko67RKCa5+7CIXYS{VX$c5-U=dRX=L3Bf(|i_G z{0rVIhSmgjV0w07RsLcJ?&5v^5aTVw5-2$Cr6P`Qj_hc9($G#p+x*0jL%+03r+u52;a? z)?}Fm>biBwFifSF%!-y}zd(&Om3Ud6Zp>2dQyw5{U35yog4gaRlq3*BCT-Uf@`Cb5r>>uMfp zyFTtOOJg_Dj5M7w?evgj1f^Tt)4`r;$wo<=)`}aI(VFJCmwjxG!oPSn>|-o%7Ik13 zxNK!~0nVO*FMjOKrsu&msd38NBG|KTR?L!N8oo^b1k>gzCo2+)fbSfE%Tk(!oPl%wwICgqlq?DFpJ$lLCkT<0dE zQSgpz6EANQ=TIC#Z}xVT6|igw&Q_wv?D%%?AY8dTX5H)1l9_80N}Ua2!VF@TGu%E` zRMkMdHb)IiT?5eV;O2~3I0SZDfLYjWDClwre`^S*W=Jq@3QzO>9&Lj$0OG_Gu9$)# z41nVu;WG8v`_1x0(Cscyrxs{%2ls(UD04GMb2Yzp z|EW$K;{1*&NP!Q?l>j&ao1AQO#^ORZ^agfsKmXzv4RmL3XB-{RW54bzChBLeU}ay5 znjErLj&B#xRtl)^vIwGacMkd_O-+wE0tX9Xri^%1O=_%d(oAMY^G|yZ$I%GxF!yaS z&p9!V^;xI&Lq79s#&v_wi~AmvMFk6i6o3=av>7w(JHO&-uXrB7fe=W>2wwITw}ESK zXZW5>i;r<@2Xt$9^i@7y_?C1a9|3yj3^s>yw05i~r#iAh^-VPkh`vJ3rS7)>dkad9{cw0Yst@jHeKNx`8BNZXS|A`-Y zi=ToJ$aon*&x`kSmH&7b-*IUtdmM24MOStR*7ivEaUTcr60khHNO*Eh@?&{<-dK0n zezRhJcV?+@Det;HmXV?7*P;i|rBC|vU3&B#(8x#aHu-I+%DJ3Nmsx1Est@?9CuD-B z>#bjXA4>NR7K;W@0KmusW0-`QPEqnsV6vZf;_ZNpS9^|M3c3$@Lf?ItEO}>7Z~1m_ zLEqcX*4Dm1Fudq`rlO)|40 z$Na0F{LSb5M$2-}*mtlHfzjXec3u3!sd|8bL}(zPK?V;ZOo))sBS@OY|6EugaU#Wv z7B6DVsBt65jvhaP3@LIX$&w~dqD-k$Bp5I&UvAvgVnNGI$~J+?0>eX+o<4u}s!R^W&#bt+XHGiI#Fs&%W@t5JglQK}RN*A*_dy6_s+>(#ASXUKRf zcgBw&6htDR>GETP1r2K61k<7~MFWIkZfvPcS<9Ig4HPy|BhMj!mM`bYb66tej|?n+ zUO<3zM#YTxmTaMVHS5(aU&D^QX*TWJwHM>gt=l&5*|C4WRy{j#Yt@L4BTue;0Td_} zp&XjnVwS}gy&W&l&T)bdfdmzTS2z$-BqI^Eqff7XJ^S|V-CKV@|FQ)bn>V32ZqVRB z0H8p5Bq5f710EGs2q<(QLsbi|g;iM(&S1k=VG$@4S!KE4LI_!0H#QeG`-^jT6uQd=PMrML35_jGe6rP(05kj7MY0_Dzop<8- zr80R=WaDh4RTMx7K?N98Q57OO77iUCI0J)Kz4c&OS4kLEqD*0UmRV-Wg@c4PxHXrk zIQ&q;0a^OhQ44!&Szll<5a}LdFyf@zkx0UpnLpj|+G{tY|44Zolurgrn`}|WW@T%9 zCZ|}f%t9NjNUK`Z*aDClcjHXf8Xy>Ue6DFwn{T=qXL%7RpnyaO+B?DJ8WO(sg zGL$NSM5tbbD!mlh_^qyDOH+1jnFt;7Jn`pSD8VL{S2CK&bx zoiv}+Qj{-a5)Jp~O;g)69BO%TSBSXel3U2R3OL|^2t;6TK&(omownL(%LJy4H(qpd zMFMy*g;4<(oVSHhAsB+A3pWUt!=e6-1EN-K_+a85|GyO#hGsGDf(b@YaKOkU)koXR z#K!zGY%8x8rmH|#6l7V9p)_DxARUX(@<|B5g5wA zu)vrT-6Z_eGzHIW)?7pHwRsNcV2x${kV0ec+jHOjdtA1MFL50y^DRXJ1Yoz`>+g+& z2?)9Xc;F5WE@I(^4=B|NiF3t2oQ+*~&B)f>KPGi2paHcazd(3=B z2R@EWCUrYnT@5bsy4OvxB%P_9eh9EY?`dQ+E;AYmTL_<%F=jPS`xEjU^Sk;$>v_=Y z+Sl^n57sHe9~3yD3yWyPBerTiZ+l=&j&_j&{|EpDcw^t;s?q@s_)RSgYFPcU5*LW! zZ(>a0U;j8HsvIY)CI0I?o4M+u@s}cLA^|zyJ!!LqCS-$Wx-Si2PEH z_(;c+K1$>Obfe;>s^S6-B&=}@noAeGsKqdfB`O*U!G_34Of!l~QydCl$5vp19~fZ( zhk+vl=V+~sP}3tJTtKYEcR`GlX#tb*;mrc6oI8qckt{+L5f8b?Z>BPyB*7L8`$)+e z?(34l+oqRv$jR^&LJ;OL00Y2g0Acjw{{rolCqo+wExD~^i7LUQMfL-MDbjK*JXjFI zIy4m=8eeQ#*&YYBBIcDpNTE$>Ejmo)RfvKKs->aQR?d|5Qjo=TuM!Y@#2lI8{^2YSubI zG&MUt4kRnmfB)wl; zJ?hI|NXupmFDu*wON6ucddJ2I18%r#ki)@N($9LhcweMJ62suPc!` z1xf5O!mf$fYpoQ4W9(1|$PQ{}f=E6qfKk&I|B^V&LCe~O%S_v@Ucdp3*cBKkLxcy2 zInHvfZ%2&V*^Ho%#p`pi|5d&_-7Mbq$NO99pl$3?J|k|&gkCJiXu9ZS(lkRRm|W$4 zx{)W7L_eEBKxYuJ896F-cOIMw1OB){)}aSYBeZW>Q>1CVgnG`h_8xaAZ01|on|&Krsb=P0F$%)u|A`)UI;TRCup@%oy_-yx~n)ki9K(W_E1SKiEPR zu9hVPd>AI}N)e|M|Cur~O|v5HCZ}fQ{hk$$@7_m5Rqf2J@T12I-~u;u9|R$U^Sqjy zNS``V4RD%Jw?OFbLGA)%=>cFOrQ%YtZpM=-@|AW>yoatfRnE@Rgb`NTX=f>V)hM|R zMDs8-uZYp1Ou^C_08QogOP66VLCQ)bM?B||mo7_Sc@jo;k5fD3(pJ04ZERkQYo!BrajT~@(&UTaQILVx zqXkj(`-=RC0s6H}W+tzlErS;Nou59|d~kWpSJ)4H5W)ti?|m2Uk&ax_dY4q|)&NKa zrKp#2>R12l|G9_v^^%^pF6B3SxSJgQ$22C5L+}Hg%tYT+R7adpULZi1?FFV0*z)}l zs?D3arOIeYo`Zc~1=fku?ZF$ofg5mO2YTQK%GMj~f%X|e_gUZxD$VENL?0a+pS0it zM3LCd1^cmH`(=otP1@^C8pa)3pFN5RNE_UBTcp9AOl?KtFv=DHi_C1!O~j0Ecuu~^ zgq7S1sae^n!NBoFpmzMs3o_JU&|3%HGFIR#7Q;2?H@ANnBMjgg`i;SlQI{*}=RKvU%`RJ(u z(@GgZH$=yOZQ1LXkVUlHyIDrOT|_0i#wb2v6LL=Hj3Oyk;?j5)Eb(GKq6fg$Vn2Ey zE^c0u>El3>L<=0kApqlX2xFdb9RuVUbkU$PhLna}5yp|1qwSb9PGbj9n>89p5H6a@ z6``UH8lxD&57i--)DD5k7dP$P%`_mGiQ~RyogJ;l®jW=_n&W0X9hPFAAJsFQ+$ z|3praUvT;2w%OElQdFeM>a@R>=@jQBqLJfNNQIIs9Xt*fj>}3seNZln$Zp>xVupEX5D3K)R|^o3>AKy2pJX8^`$O+*94&XC* z)g4O9!&wCSl^xlo-84>@hYsg90wHulVRUY zLduIUB7j(u<;ML_%1sw8;Zh(*sF@n)hpMSl5TXW{z!^maT9PULMVkC=q=+(#sZ4|q z$=mQXfB~jVIU-+5F2Fe!s?>=F1H_JxV$OL6SCB>85@Jcff%MoZ z>$sBZxN;yI1Zb6VYif2XVo(*I*vmqq�L^7U&(=QOTq}Vyk^>>$+B|541tK zqHM~JD;&rHm2M}=zM_O7hxtXzCK&4Z1i%kmq{)dXzN%`$%3rR=|EX~9AcX$wscHb@ z98AF$p+?SM!c?eWT_*)d(~DY0vRV)n5RnQU0&fk~<1I&LP^*Zs;>QkT$bu$CKnKiv z#A>SS+mb5rPJOW z!e{^r^bJd)KnfgCijW%&ScWyMU?N22?*>}46U4M zB*LPp+Sv>{9Xj?%I@3J zE^Nwg{t}y(MhlmoU(iOHbR}-!2Il|^E$~LDm=@ylB5evJf-&TR&T@>clBx1m@4q5U z<$k~b1VGu(Ed1pU@;%CZxHFw5kNPqHa^MB7E6!98Uxc$8fpM@Z8EV{Jv}GIiFY(FYqGo z4+C-#%jyshvdWMrSmDsli)+wM+1&hhqvCk%VC$+j6)1fEd)V%8CIE=FY=JPK zGk>v84Zwg28-Qi-7dirFW(*By)H8apuvxKU8w0Z~bB8YPGRpQc9``fb=5CsJArzHB z<)(now(6}aGa(ORGb1e!C+{McfQjZ?00iwtV>AW8Ko%H*5j1YmMsDSP!eVs8JT$RC z7=basWK7F+4X|@NI~e))%a^IKW!+;<0+)Q%|8hYK^+x=2KnpY+5cE)U>p{B>|5ijb zQ$Pto00bx(tUk06N3=v^uruGQM^`{bXUPt83=nI85|=>b_=O)Q%&SK3DA&Yoe1b7_ zgEd%#GR(tDTgE)hgG}=^V9vr{XGV>}z+fAxQ$ZlvT9ae&vr^x3Q5!Y6iUCsBFk@4y z|2|YJ$`TZHaNuTjL@zK!S9DjC^;Zv3I8B78j`cHZKnk2S0_jIp=O9IovgN=il*v*9 zw9Isj^XAs|V$k&`-ZfscbYJuJUjue#&@@fo>?tyJJkjz!P8nrOcSSgMxN^aDV|R9I zcezG(QcpL5;_#h>caotGfZyML+`(c9QI5Bj-zRbD}cLf?m&qJQFv({dI76Lro8M$C~bU zb2xS9vUY=bh+j8k`|=2P_-yX+R~9x5a`E&YGJ2PFs&3?Z2XX_SHG8S+0z{mAJ4N%3 zfPq^O40JG>uJ$xv#Gn>x-vypwfbLB~!CMbUlqf@8lL99`xL&6YuhjKkPq=X(H|q>G zmgUilc8`6tP)j1-`<}Q^PXGvrfr!Joh>L+0c=wuXr7$zgL8DI!U^R?;b~2ACd!K3r zkhYP*5${S4TCTPcG;-&Tj9Q;`2`JR-T>oJ!rznkV6FOav0N$jSM7eIzH7SrnH&l3p zOZbHQwQ&bFhTl#;x1^mH^aPy1o5y*rWA~ibIjj?8b2lD7UWBKqHK6-BAq%??w|5Ef z_X)lB?=E`Ffm2m?K=V=n0gJ@Be!zP z&T%;2zSF#{)B3%~dA|QL%@ZUsM*mA%#R~cwK?M*zArpP%!gw+(`~dtG1>%b_n0F;t ztwxN%4>YeNWIULV?sABG$a32+oBal%{W{b1Ur6h#*FCJmecZ$O+~;`e?;=>%Y#+srpXzN20RFJ& zK6($b!W+_-?Kx{VEJZLNBQOGr>~us)YYN`VxPSc$c0THOzHy^EUQ_s&E4K;5zMZc= z>xa1OzwGu`Ag`0B?U=^15dX=32mty(!0vap`+N4^)3@H!VaW(URF}5Hy4#h_NUwA3 z+5m(B0}C1q6u1B(!htPXz<>b;;wFiklvSL#2_l$0c{FaE)vY3_S^h|tG`4ebRp+kulHF^|jQl&R1oDjnWYE-FHsYWFu#)^;& z2@x#y`W0+gv17@WHER~)S)v0IwxFo&t;7~M8`KpbAbN2YycwAk2|WYQD+t0CU3?Kn7nN&{MyZ~70xPY! zijl`2ef)8>7L;)@JY^cQ2{nmY+vGHY8VCRd6#9yZADw0AVj|)#fpiblPBGxo)tObrt{7@wkLtIIi5>2eZ%|Z=56j7RHtg*%$ zbChlY>Jpul(*H_(98x#F&vG?u&WP%?Xrc{I8ip}zS_1uRPn1~}k=G;5_Sk682IQq7)hEy@51 z;nKBSuQbgrSYeeU)-^m~n5&`Kl3ms|+F05Mrq~)DndBao%a+k@wS6?)l3jk;->Ho0B_UdG8Q@(a(aHkua?Y0qh8d#;x8h|~*471YSQxO}W=rk)!DG$t0M6017A)g5nU>%|A4B($&Y7<+aa$AAYrj9Lx3QiK`1rzfQdyZ@n4G!XbH3 zmOnnG7Uc;nKXJpKywpkSvq{OEj#Z z{`8`^67;Sl9C^sZTvNeWohd1e17!S=Xhxv45h&i9B0{?7K|~r7l1TC57q=BgNTD#2 znS9^tw&$w`J*Y@oke3`!C7(KG$q0GOL%4$20EWO|6Qm&4c%ry~K@LTUwX~%zmFG4% zQ7|)_9E}JXsYUR0PngL}$|Nb7ElajcnbBMvCvl=iP#$kn4PXx`=ZGcyWGNAhIR6Bp zaHT+m;E$WM zyPMwhrIaLG@NW=JNRjns*SbEz3Qm3N zUVn5}m%6nqHf@Vb*T|C^FhUr7km)J2G=hEo?2#_~B`wJ_OR}oYr+j6jX8%tbS0>mM zw4ueTUO8J@?F^(yZvpIZ2I><41i4#R0fKBrm3g1*|f^{%L2walO_(z-K)t8EW(nbqM zIK2~IuXfrCVjtr-u2$HvayyL4AAc0M)a6WQ=A_FcyJg2nGI5k8D*v7V3vfW>%!yWM zTCiIV<;JaJ2p`S!qA(vB&3x7HknLLJG@tZ}Yefh#hbqtR#dEFRn}rBwa)?H9kb786 z3VGxbT%Txa#{-eg01HSHMBXLAx1+H-|LP*&%H_nYb?KWq{a&Q98MJQhG)6m(GK&UTiscuN_5jEim=Qh|K zvsMu-^5H!P%T*=5lcBRj%Q+zcQs(~1>^jImA8)#Ze;b;4cOCH3406`}O?c*BGVqZ6 zx=c)s!MQYk&l?Tq6$K&!W2*fpY++YxX97#>M)7YhHgHkqzLdXzj^wL3cH&v@PXr8J z+DEwh5vsuT)~iq@-a7=J<9tOshmWK6Ohg77kMmadX8-966FGlBqieve5x?|;9pwQsJkwZFjdogdKi#JT#R036_)U-RHQO0!Gjd>&e39vDZL zOSfc3sXtKJTm$>cj{qHL@V*ZL6R_nD51I<_pAZS&OfD$0Mqn-?-`3>h6laAJhNsZ$ z=?2gNL(pyFstOd)1iy~~?@I)uDPf|h1^6sNU~nLE?!PL;1@ld4ybJmw!~%um^v>s( z1SjYa=F~3P zLi#Q+b$X0`0~x4Ie}am(T>8ko?}Tr~krDeAvp=^pGJmihG8r;9za>01UPY zEbg|a?Iero4Cx1POi2VVirUZ)C(%0MP!1E24k=NX3?PFVAo8-UgU};`TA+LeqT37r z))*;aN|7gO1MYqUCtA?NhEOOP5wkjQJ4g-^B~cT5aWpLP5>e3hd~u7ohtFCqsE|?H zS}hCN$^iCE&$lc=cv&4kVE1wYL6Di49~FA*o*Hl%^d%+EW%M7F>x3Ha)IJWMFb5M#SS5cZ_XZ1 zs16|!go^AE0qn4&91o0>i-NZW{Djhh{OtU!XoKdl_g?Mn zOszDYk@!$8gSyQ+G^Gd0=wa#*p!Nu&K#(cTF|KmJD1qQ8+tMxH@+gxsCC_qk&@X&u za1>pQsOs#2GKi>1QT>bq!rI~ygA!&K;QyQuvp~`;>Cz6GsdB!Y~nm5F7Olgo>~+FVg|z$_C(4HCOWnDsw4K^L&O#Gm~y7o`)ArPa6?&7C&dW zdZ~=KF(hG=08x`Qi?c0VvmAvp<^Rg?C=zBj!v+mK3MiE``-syxjT1Q=kUE`BNDRt_ ztdV3a$~R5wp{UFqk!ge2;^wv!x~%g$S(igy z^F38FKIc zTmT|TCWvbvsGKIH3zoTK>KuBL&#LwYTRrxNwvuGY_3B2b6LStzs?Fy!&P3# z1y{G#UhmagyL4XT$5d~U6cwUerPU^qb@vd3S&Kq$o^)Rqwq)w{ULW>ayR}orl3_ik zOwW&zh%Yn(Hc%D9U;kWEMP8DbXEdOLz88E|FEaG#UXQEgGA)YhlXEHIZM zGM95%$9ADtstD6_dD2<8XA#9$ej(&;O`v!hi+U2f-t>l#SS;cy1Y($p zn|K9gxQ4+NiPH>f(~x?n7>kFZew~<$UAO~i*oL!sBu`h2%a|u#uL3%ti`V#zqxg8u zSS7I+j{oQQZq;~=xwwtPc#h-vGty~~%NULA_>NmR1PZy3S0In2_>affT^D(Z>)4PZ zS&}E2k`wuj9r=BHcFq`eL}`MPAJUUQxlj}|UNL!TA(@g>S(PoBe@z*)a4l0WnvU*^5Mu7i`E%GKXae!7M|molB1-C?b!h~!5>!P0TNnuQqiAhPV&li zPXClqSq<885Za=PcA*(slDYW;93TUf!5{iz6$)UaKSxP#GGNKMd%|af(slRJc`6GQ zX5=`g=k;z;z@&lMp;LOL^FSY10j7hxZLY{f$C*@nOZR~EgMKt3b&pENrHFvqsXuk7 zi&~YB8lp3xADH^9$A*~v64h|}FI$Z*ICi6iN+IPbXQ4BG(;BQRfT+c~p^13|5JIKr z0j>3VX`=KgO@o@przY;2FV%K&c-gSMG_3u4l8?GS2D`8)+d?Iqvk|ni#Tq^ed6?%p zvonCOoBFdmv}#woK8G4UVq3Ono3>G)XQV^3Rok^$TcmfJE@7LtgIl<5+l>eNrQm(r zOWPT_g%Y@h+qq+#xTQk@6ab&UdAXI7Jg%F$`TDuL`#qvtyTe<&O^O1z+q<6|yf1mY z!V0JQc~koO5;>s<5g7F zS3WUWbyixZZdy(0TSx3$Wsh7(v0N$aTw1FTQhI z`*T2ubZp~vH~w^4|8!+`c6MfW!t-}W@OU{hdb&4yeExeu|9eaSd|Cf|V^x25g@97; zgFya+ME-lT81UR8^GL>y&l!lwbdpTa}fSMV7XRmZFQ9SfQDL>6>-`n^XUrTuz+Y z|D0l>onon>e@UaT;-h{3qgDT-T>qnEOQhWXrfR6Ds8*`3|EpX7t7L7gzUr)m|Ey|M zt=RsvUH`LWxwNeRv}|0p)R(ot^R;|lwy3HZoa2`!lnPh zZH2?7!o$OC#LWN1bpFM9_{WRj%B%m%c5=+flFXz1&4d5Vdic(hcG1TF(tg>~#-`Mx zeAUGN)q#ZA!r9r`vf82l+J=nV!T;Tgli$L;-`Bw3pZedPo8rR%;*Iy@!ldQF-{s@a z=AHlMk^1MatLef2>Xo$X!RG6!;p~_0?CbvRqW|rhy6(We@WJi!od5Ej!}G!Z^sD^! zyZ-f}{`IrU_P_G>r1bWy)A+vR__FW#@Z9;l)^7^>_`mFu@wEq0N z{`|!L{LKFS)BgS1{{HFz|Nj6000{p87YH0ku%N+%2oow?$grWqhY%x5oJg^v#fum- zYTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXe zNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn+OmdP#BqHgN2tLYu?Pcv**ua8(c;( zd7y#?lSdECT$*6!1(92W%&b7cYtXoJ>)y?~_ss?j78qzPTKED63LH#U5c~jw$^u0< z7(xAj@{+(`AK31@yZ7(l!;AkP$lwk#JPuaVLiT3?3uMDG*k+(;*su<(8<H()6Te3+pw4%|j2a79>{8jP^r>EfBs z3F+sbfCefkL_`{ST$1iFxdVJRw)UYS)AX?1ha(KbCU8_*sbej}Y+wPE1@@po0+k|C z<1jZCRADLUF~FgRHkAL;pDrVS2%mj0FhIhoe<1MTe(;q-!HR$SX68Eq`o$$S& zfFj6DazFxiYyey-(?mgP!0piopSI+!i9iFp`q$AhT`STgq`_1iV3g zVr;j84cs{__0&{XO&7!%PE25YD+1@LGZ|+fGb0GBmm(eqWC%o?r!_grG>W{eivd1^ z4JCO+1`IF-Wg`EefCUVsXo3PoGW((38zdgE4fPEpDQZ?nF8Sn?dxiCph*G=>*sC;~ zpKV3dNbaI+hJ%cWYzB;h0wjP6-!zE4e6(#1*lR+>c>|n*uMC8~_25Gra5%gC^?(7` z0!M9H<;*wl{PR9l$ZT{HE6L#obxzZCny4|yz@j38+rx|r6h9*aBlNdPeXz@(TJ6Z( zj<kV<2nq!MVTz?dQ7r;U0p^gbKr~w(^cKj#20D-=g=$55q>~|0y-H>X zlTDXibgfN@C;=H_*&U|jAGo2+QW5yj+hSL#Qe21u8!+A7j)2It38OacQG%U>zZXRlgpLRS64ktCPN%w|$eG`4D2t2hLp zYefN9oy-t{{xd2DfDMybWYdRqIjv!guu}Hv&m@!?oi(+J0W2#;0&4V0+l@+>A1s32 z;IsdUXfjH9&J3tP2U;u_i~t5`l46%4Q=C2#@iGx`fkY$loZ7%>IWE%E24LU<*Z@&> z3mAb5Fwh{^EL5S8Yk&d{I)XFZ>7XS*DRoMa8q^q6OJpLbPIt;vW?rj>Jq@Z*he}k9 z{M1rKO{!9t%GBe4bR`97s#K>+)jt7e0WXjZv8u||u6k8+0R5_1$4XX(-KMN)O{-di zbQ?Ua^{sG?t6ZHTEiuSM40b(AU2}rhvlQSCi13F$?l7W<6fCcEO{`+IQm~HR6|qD) z>`stzmOBV`un>{#VmHg#sWg@*(lSb4d4debip8>my+dXetuy^-cl+a=&zYrG6StT;!37gnq zHV|w^Fq~nXu(&9=UGQZs%#ix_BykwXv5t4l;~wYO0zBTpiHB^gO_)~27q%@>=3A5S zYFH@WZ3>9d%i*D5Kn7UOvX-~Z6`Ix(_MY#do7M~W z70D18u%z!gYo#HwC?|a{L-~Uc|!SGh+jzw_cn=(o~yl1=WsF=R-VY&TCMo;?BSLNSINWG?&paepD z4ShDCDeRYzmr^Hu0R@Nv&Zz=!pgZ2P*Dr|;PyjKu$Hx=T?1L=2w<%fReM`+hl4gJ6f zE-)hUM}HJ}7Q7``HlTl;mwgI>cx3@{FcE-+S9)S0eh7Gi#AkpD=pjYm57QG?6&QmS zh*)><4%IbsD#w8b;bdr`dm15vgx7yr0emP}gz3kCpWqL}&=20g2nN7TG8lzqL0;GP z4hjc)D<*`A=Wr?kgaR>uS3!hEIEL!S0J7kIrQm>#B!z4^g&kE}gLf5yM-e_)75}$; zjCXfBNEH@91Y}5t40whV5CIy{53S%xZJ3B#QF^w8fx!QT6}Jb5T~UV;;e`uubn+G! zefWoC$bhuq4}+)y?{J8USc+V6bc!}uIGBTUIEQLMi4U=Tsg;QaA&FXH0Y{(&RltcT z$bc;157PhxsNfIOVv5Fy74|X^YKIk3b%#5sfo0*08)1pIxD~jli@bP(4443l&<}z& z48w7Z;y4wog?1t55B^7swWx*BsE!#yjqIq2xwwnjNPJarkHlwu$Pod_Hz(uxkKeXm z7w8WU28mY(i;T604MB~p<&I==jr3TL_ehT%7XdEfPW&6|44M>!^@l zQF|Q$k0fc0^Ei<#*^(~VlH}KPZe({1%U8 z0g*46luDV8p;nVG;*>WTl`~G=@!UvmqV#+RF;<|xRQ}MmVQ~8tO*ls zXAtw1V(6$9_cfPmVS0|a7m%5nF1ebm`I{;Mlm#JPvn5#D#hFquS_o+tRJo9XC0(WY z7rV)uWjUF^d7UTWf&4~;hDm+pXqssul*<1|lyYX9YcZYFIg!?ho$MJB&500-w*Vh0 zhgu03T$!8FiJIxzo0Hd`{)rJ;7n|;d71HvVba8Cmms*9ThlGKi>FJyQ8KD)yZ9Pd4 zn-B%FRRC@YlGU}GX~CEV;f3Z27r3~eOWB_inxYNil_NNw-scpf1)_ivdR|Cw;K>#m za0Dirl>A;&~U{g`b6yqdWSNJ^G_i>X{Ci5CS@zwpX7X+Jn}G zTILj;1W}=V!K6(JlPDUcKB}FlhFDnXcHWkyXyJURg`6YV7-Bl6>RF~{DxvRrW_C4O z*aoAYC!>GCS|W;ybgH9vdZ*Hsr)U3annT*1M-geR2pF~S4y1{Dk5Q+I`lO61p)AS} zRcdTP=%!?`lkeaS@1R;>IuIke7n*9PoZ6}W`Kb&6f@{i=4oRw~by)`|5Ubj%e8Hq< zFs#H{tj2n*!>Xu$_Z+S#t10oC0E$?DY7{*95Jw6Z<|TcXR(dy@7s86H;2N&Gh^GX{ ztj_8Z!kJ_)8mXT-sdpiZ2{&Dh2CRPZt>JpF#X7EwYI6>Ct}B729Wh^5X{EWvfx5aC zAckN=N3VZjulS0u`s%OPxu+Uos|0&oL3)YZ+7(5Ir5Sq|4*Rg;8mkf;mkza$5vxX|J8`tb zIi+YZdIg|(3_BPho3qDS1x`S&yapUB(6wI60vezJ7LWi5@F8Xkv_xC93c<7!5vt4e zu`N0mKv-RHs~A;lwfR~FT03OkV^OssN=Fd5NAPDvPy}CV0W4qvVhcED8?AHbS1T3%vU|Y66d%NNYo)kM0&Ub}t*1jhjZshrW zkmatsVZ3;2zthGX39!Fo(7f84!gW9hEL^=T{K5ph!Y(Yp)Efu}e2-3$zzRIOXZyeq zEQM?vw=5BOxB3!OTM+SCSsUDY3YNiPI=}R5tRg&Z4Uhm>kiuB3y)V4QT-?Q5OuYi! z#WfrV2b{x$yTA=>wnQ{0Y*>duykdR20MmL`_307uD`S`1fz_pL6AT(4oU?QQ2%x)e zR(!=-ti3Dj#ftyD$c)^=br1+=f^-5O>TN ze=M?rJjkNvS|x1Ahn&cb9LuuI#gCi_IBdo{umhER$*_0F!nUd;QNg_nckN3Qqr9EP zdjx<$2h7~e&iu^K?976kyzG_42_OT9tirRr&D;#bbr8u|o4~ppzLuP}8ev@#ICB$(R|PdoyyeAUQE_X zuAIfN+|3fb&2?bQSc}VPj2uo0Bj)T7{R|TGET1a-5h0Bdp-d6zjB=ZcwAoi%qG`mt zi>~V{5g-4p!FlX;jwh&`YtRYZ)6G21_j_W2=g`><#uI(i68+5=y=S>h&OY2$6^PRJ)Tx=64m;z ziER^V&8Obs)^HuyiLlV?#anf4$aR3%dA--F4GApF+K}Mdt^LA%&D53rz~sx)Gr@M1 zYn&&c(zz*$E8@p&isFHd-WX z+5`Vg2(KO9;yvEvUEbz>-spYaUQEUpeFVDfz=5q0DGd`eI?{F=6UBYjnBC4lcVED~ z-vTkmSAEQ%I%(6z5w%W5-0y1 z5s5w!p{Jeyz2yW^#2RtgGr{FFf#A%oZ*R> zENsg;4CN0DIki~mkc*hV<_|W|tX{t9lid=Mt>xB7dW+3!YD$pqnduxsC!CZqt;h{YwC4gy{o?M+-}~9kO(>4=d~>zD?aQeF?1Do2am21&Th1gjdkWe z>G57;O-$>VHP#^U>x3=JIlkh=tGmA8)}8*=a2@TTPVJ(`-3(v>r>^ap@bC~H@e)7r z6fg1Je(|pU>KXvwjD8bFhMXr((uJnfh5 z;uYi06~~Uq*DkQ|+Uo@NNUZ<6!bFewzW@8c zZ}h#N2~iL3PB8Vb-ndvl8x3&iyiND?jjo-)v8C7c7d+z@am4yv6lniWSoHquU;h@a z5Br}j`#pbXc+~(5j|Hw<1!kbV#99Z#AN=%R|G)qAkbwV?@Ze5>wMr1U0Kq~-f&>f{ z98|DC;X;ND9X@>6fI$Of3l1!3pzr{K1Bm?Hff!QcNQD(io$ zGa-sWw#nvBo*`i_yyLG{&jn(15=ENQXi}yvgZle;5+}>1DSuYQnpNvo4M!3I0t<-F zSh8i!h9wIqQ4tJV-M)nzSMFT855P zlik0EA78#=QKBqgu2My_5-dlKXc#Co(h^#Tz?l-d3nCkYqANk3wYF=qMjLPZ?xzH>C@;S%(p!&^ z_U0q9NF$9DB@;-#^0A6U0tp0*B094`G%E)*P^sG-f+~W!mV)lNFSi_%DcV-Vv7riM zn`y!{7ebT7r)rT+q`TtO4bM0COzA}#{|qY;8u=u&P(%NBswe>`ddv^V^@cn$Qb{Lu ztiB{60n5iHq2%uffdULof!A7sFiVD@f`KkE>r(AEFzbR4DF~_3GtF3GW3Z(Z_k2}O zv{;e+1oTfq*)q0SXPXr<0Tvi_GDsmIvy@V8x5bve`ZCEhKS7~{vcJwi zvvM@jLPAD?)*51Su2zw&HLg|Py7whv8Ory@;QUFcfD4Q57daDw4QW^DM11yHWRs0? zS?(I9xZWteBCdFD(k#T37B z$<-_nPXR1wG>DK%H6sK@T_9fZhNX~cdBt!cYN`LHrn>5>@5DN5tv6XoYooXZJ8ZG% zU5M;L-Q@5jn4I3z&F}801uBGZ+Bd^`Exz$#h_xFOZ@>S3sg@{Q7y&DeS@2j1C!FZ( zQIch@IdaKchFtQ>C&wJ+n{Ph(6j7KwPtZCxC6}{L(+%yeb&t+S0T^;EfGMk`UTOBK zy~aIvti|R!C*FS_8yVq;C%$;&j|V<^;C08HYus(G+O}fXJTc+AjlEm9gPH4^#9IO1 zQ}4a6lNfyS&u0jcD7G?+0Sl(YBL2P-5t8JR4a+=#{rBg8X3zUy8I!=WGoC5IXGc(k zB2a+}-vO^0{^;HDBsjt0DQ^=Ev|!hmx558ARZTU}n;lcKmz7>ws94`q+D+I-sP9Q< zd(62Wi3)~3?}%@FfeHk(Xt+ba)k11nfr&&IAT1V5NeQs9-{Uw3KqfZPiT-<{rB3m` zObw6_=^GHKI7nl;pcb`2L?U%X!3l;96@f@%d!jf=N>(z8{}ToI=*Kg1ZRTeK zQN%|`gQW$OaRCG(5YlF1wmi)dU%Fu>QtB9<*rClIsai-G2Uf8?x@7}T8OGckqA)$W zl90vm;|-sr!(%p+P$Tf6LZYy~s+|9EA*2~%AnGScOLo(n-<;eOrA*P?thpR1xU$BhXE#n zqv(8+e?Aqo(U{6Z`rJwyaWha8R)whHLE%SY7l8;6^I1ZzOF^v%)bGTSqQCKzLmvv! zO)>MTUj>oi6oQDt8I?@0k%$J&P#A8)jHPddYh2|zSGtB&iYW7(UCAe;b8?ahMfhti zY#>Ad4Tw|`a*m1+I~Siphff5rNpD$&?LCC{f@hw}xC6PI-LOQNdc3tSXbM z5*=-7bA(7llJKz#$;%Ovguj^9)wZ|AZEkamSCQ7%b6*)tO`+7+Z1|%ZsMx_yMN=9D zT!bW2Y08+IJXnFNo)yhQ!XW(jj)w|wh3bMTKEzSru z1{{bWAOW&9nQwKwU;g&jzbMtOUBP9Y`a!9<&fw$`h;Ta8k#ZsUY^8JNJDcu~1j2lx zUMVgt&qYH|Rs1Y6G9)1gU;qnFk>CI778W7JYb28I&Jo<^H^+I-bslJg58D=~Kyow6DX7mu ziDYkf_&|7SSfYfyCm63M#o;9NJmmx^)jOZX;T1Qm%Mox+fB6E=8;F&gxaDC-J8pQ> z8h5b(uRDi(+~q!ZfS=+MsDO$yY;o{p2MQ1i&*A|Y+|E%-{2|-UCzcII_1e&;B3_a# z4^Qrrk$;x)ASz+nT{8AWP{Q-?_BEtTkO5Z zGp2;!v$+2$q(gb>8M!u16bnnNth+|dVOZ=wO+&C(e#)q>nATrD_Rv?~`q#%kl)Q?1 z?!yJ@tAAy7dVV0EOq(gj^%!N98 zfhCP23hAQ|#Bz`bh#ONAs7)gY=PL^6vlxErzLB6l?8Cqe)IQUzzz)nPhHx&0NB}^< zq$#RDA1l8URKXQw!4`DE7lgqWl))LK!5WM~SXjRt%fUb+KO}>S`YS&i+(8^1w))6D zK@q(v;+a!$GXMCbD`^0*Llgpp3n?VI%X5oed6kbdALtr2x#7DR>O@`o7|!XaEiJ0vGS zxV1dvnKR%b4NwG0gTns{KC@ChOq@0GiY$M42ObJQkt;JiGD90NzBg0|G*m-1WJ3-_ z#aDC*#8U`5{DhFYF<#g^JhTN948&ga#a{%*V9Z0H^9Q{X#vnWePRKpA-~>c##%6rP zGk~&6Q~+{=Cz+_MQuGN2lnGf34>BwX3{k!~Vm_*Zz>>>4ScC{wTty8$J9UJ|kyw=> zszs2xMP9%~Tfj$rBtKll#X~&AV-(1NB*=oSJs&hk7928B;Dm<4pJaqaC^>^O_!R$i z8I6g+$p7m`ZtOPtYLSwwkOkbK%o9b5oy5u7`$vCF$e`>)o+QemG)kScL4U-%`4h?;RE1`2sAp`(Pmsuo>>{9PC&POP z0#E=0bO~_eiBNbipB0#?E8NXZ(Z&QiO?Q zgNhW8!m`9`6H5|eyp*hpwLytaBuDfCOI$I@V0lYE@k(}!%ekaW3~a`i%*+4Z944m0 zrXBE0$%M?~M9$gKJ>wp*f~cD9HiKE!}C(cX57u|>&?3aPMFja(jd-|QU&9b&H*LR0yR+S zJcgyrhF~~Q0#!j+cuLWugzMylPl$zBPy{w$0~;U#cDjR2AWciu$^z`j?-;0%>^i{t z9#e`mxxuBWDlgTHwcPYP-Mr5lwKCF4K zQ*^`Je8wAH!yMJm9fikLkq92Mg(LOTKLyl471Ti`)Iv2>LY30P^wTKC$6`2CBX!gw zjnqHI$0I$4V<5z1;DtvO)I^2MTns&_#8NE1Pz_~+$cAHpRBClrY-LtY-AP+eg{KtNQ61F^JyjAA8doKgOPnW| zlTUfn7^rB=ze$kytj%X>)i{$=3Po57ozUy_)nCO+sAGT~FhBnsD^_#0*o(#3jMdnU z1zBJN5>Qn(vNl;7 z%QMxog%C*^f(c+!(+C{chACKH!c~Ph*o1}JP?gGtby)snn}{V=UTE2^<=U?G+LirQ zmwnccW!Yx%!Ib^lv{hS;)mmJP1$X6ySjgGZ#8=_-NLRTuf7+ohn@ts3TEJ;qr9ID` zcv`4U*oB?iJFVI`td$s>*c-dawUyk-rQFKh*pN+D%w5)H2-jk?+|OlM&AnKBTn1X8 zg*(_#5>Q>b-C0&mT6ANImEwj5m5I!*sR!ijzDiNZBpg{4rcU0ika zMu`YQ9MoFSb>8QNUX2x9WxdpptzKqb2DA0t=;hwEz0_p@-|#J6oIL{@;82~lMAsdv z-fhiOc}>4*(T^yF724exeO(-xinmk%;T_)LHQwWeMLpes6vV+;=-vZHV70woX02Z9 zZQuun;9{s=Cxr@-h2RUu;0)H_4d!44j^K=)-pp;%>}>{AI9=2wfg;$1b&;L&bgb08 zjiH6#GF!L$eNz_(SR3w%{ngd}MOegr#{UIiRMb-j2!tF|1p`jtB?e&*Zs2FdU}{}p zDZW$*c47>s2B>(4E9T-Z_TmRl+YEMAFt*?j&S3xXMFsS2ioo@{#Y@u}?%U%q3aAM? zHV&=3yr0Vm4+jhSukNhj++^XvpMahURFN<|b{1W*DrxbqQET+E-eL z^)!_5Od6=56Y1Gz&C_PgbLFbY&30wyc6R4?cIUYDV_mL5UM7KjEWco$=6&Ype!gPy z1?YeVUoQqb(~v-o zMBvBTyHKNc$T+L0scOpx zF_zHmW+KaG$=?k5Y|sX4xn1eeMmumkfYa90mZ?5R$ZJJMayVqbQPZt>vk8i{ZThi3|}aK>dD(uhuf zRP7MQ@+?Pc`Sx!d_wp}q@g0}HXvl5!^EJP563**vAb|o{?1s>4lE7>r zijdg_=Ng%lqa~&!CnP}6!jZO-CUwl^Qjm29nS^;zb*~ocRas3+6|9-M+uqdA$T`YUH=Z7 zzj<~p)$P`KB%ksINLEOfg`p>UasPO$*ZaMn`gMPxcQAKq5d4eh`@%Q;Y#)5W*Z9OI z^TcQTh+p@nRtQtM^Y09ge_8oa+;f*F&xY~w-yo0%pZUrs5w&0YB+mJ_H|G^-{oe=v;1~YkC;s9$e#eLW;17JJZ)#KNCA5DF zd4C(L4zCImeY!ZBqj3NPaDeXj{_h9>@CX0wC;##{|MEY8^e27uq&Q&Xo>r&3jk0D*(7TC=|B+UD!3u;<3g3%lxTo31amvTf_OEzboCs?rt8lWE<& zdUI|#6H67~z=8+=6BZmR78?wE7c*|`_%Y*I`Zes>vS*9*XxpMdXVv_@%Xa%W@Zbrv5hs4Tc=3w9MwoWmfB5W| zk3Iz&Xx3TtDX1V=2s*gRFbAwh)KXAQc%e#t{Z$x;9UhigW*CY%B8erMXd*H+*`ygQ zl(@(VjIz)+BaJoMSfg+`>Ij@}@AS5#Ld^*|B#}iLc_flTX5<`0NfL=sG{edALIDM& zv|7<0Yk3mw9zJ;g~ALxxjl{z0lx3dFpAPeq)U_ zU_Jo~iqC(A8VcZ`iS`F5e~Jc3U=3G!>B3U#c{!Pe9coHgEV3ll00Sr?Z~&N>ntCd# zshViviX?D$7_7(KI4iBS;s_+JxmvW1Gw=B0jB-v2J1nuq8hb3V#%YwzHa1kbfTcU3 zr|JR{F2L#n5M_DcTyxz~3q)($RB2<^Vd!3+4&3=iDg5MVpgw?}gHJm39(pgn`Rcnb zzxVd1&mRs*I^tc^QoC5Dn<{*mrx-Ax!EXNaQ_aB@TYNFbIz{`^Nw30sn5`k-s4K}i zCPz{Kb3raATsFP>qYgsJ$~-g8HQSuBk}(fQoDB`gR1>)w$J7)8KZ#4%oHxy>CQd;& zw((@7*17H~dcF&9qxYm^jydTN+Ar9MDjGJ~=j5{r3=X7}^kkJ9EOb=~1NJf9bqDrw z!w>s2%pZun4L9I{3%(uHDxGvk-LZ(gIBg|6{@cySj{w{yFHO zZ(}5L#wi=!2*{kNl1wVXEt6J%^iv9awQDu-P~JjB9sxE{itW>XH+Gd)ZTxX{yvZ|~ z&pBIjO?IJMk!OS4^EeciJMQiDs<<)gFi4BAh5OL%RfK= z{oJ**qGpM!7Ukpp`#&7YGAF>9J;ZV|6CDB*xVd2|uz?PIAOsUAtkN}0CD{QS@fN?4KfQ_LRf($79%P%6pDq)qjsO8L$w#kw^t0Y~tMH;^$57#tvePy8Yn!$?DpHNXaE zU;`S{$O-=auZ<-eARIB*t9PhlbjgY!9`mTjJ@OHP#R*+`Mr^wpf z$t?AFq`n08NPJB4k@C<-SkjWVw_L>rN4dk%USdedjFB-JbU=OL6(|AeXHY!<dB6|(v=C(E^CKVqZ_)dQn$L+t*$u4LEQ+3BdiE0 z0DQcHmaw>Et@U(AUF*7z^{zL)bp33<{P|hF=Jl@Zy)S!kOb_q&jEEE!#n2MiL#O`Wp0M&}R)vnfw3k;l-0-Qm|wmzVAbM51BRL-goG%}W{ zEbL(uyV%Aaww14pY9+c)Obsb0vNym8`xk}Dx5gTL+%n;=_E| z|Jg8wKrC{c^hFjHPn=8bK-(4$zVVK~lK6yDfEw8U5#`BUIp!6(RRoHIbJR_;RmCw3 zAGIUcGe7;ziLQF0i-YJvUp?$=4ppGzTpjA5HtwOlbf-Vv&*SJu)Z2S^yc3_F+%~sh z-|Mfv^L<~7A}Ooci3|rQc)?)#H#RV;eS+JA!W2F@@defQ0MXJ>ZY;lFiXO z{G90#TkKsR24-OF*`7L-LkGrQR7sl%{+#XA90#6Y?nRq5v;)&M-Mc|uo28l5-Iuq4 zTk#QJKV@5=<=Oc$UuiYmp#oJB)L-X8&_jO+nO_=vlnuQ_U-UZR1++g_O z!zv6ITaZeHgqX-}02|bw{S6cT>EBE6A7=cY8m3eL*2Dm24(Jrg0q)uYUKQwQ6$GB1 zGmPFl48zXRoCXG>AgC!EA}%5$+Fm<6A|yWI(!qn$q1RyPAb!apn*kr7 z$rnJ~Ao@X%yU`VUz2G{W+dSl8K!KePX4>{}*q3O9_4(VsZ4^d%A38kY_eB`{m6jF$ zA~60(J_s0Fw81d&1WK&V8m0sois2Y`3N0w!GEU=*%@|Qs2^(O}97b0iwp<>5qs)Z^ zAGQO|DcK;NqXssjIzm-4B%LBgB0R?bqdd+d3r^xBQk&EL8MjH@?{T7;X&qh#W8TG? zdI2Q1k>WZ)VcxZ(-sMu3OcZ8u1z5n{E$X60UYfc&ANeihMt+pv31rxO!#Z@sH*ih& zp~E+nq)4V@O0Gk`u;e$8Bs!#npoPVL6iC2K6g4tq7(OEzO5;ujWlqJKRGb7GY$Hbk_|cx=z!{#Nopo%Ca8ki13u`(wg@F@vZjPis7t-3Y+k4@ zJrhx!gafQxR`t8M8U1a0;h70A~q$AO;qvi@vBLdLUOmTR1qUbWSIZF5OyQ zr!{0J@9`cxSVLQC8$Sa7-zn-9-i4wODd~T7n?2;&KVe(<4b&~or2t2?jq(*9_c4as;r#$8;rc$B`@@NY>U8nviU3Ejb zdFOY6=cv+U*ohyLrfCl9mR8}`e8a!tVh?4en3@Bb1|*sm ztJvAYH=tyjPAQx=tF!vkFv8+A*6E$vX`aF+pJr>|_$f>{04)p|xDM*)6)L&5-k~mA zq9$q~W~I(8s*LjgAstDoyv{3Et{_=vD!#7er~YVpjak#F6fY@!S%u1+k)Ug@CpP)ZKy69y}RVrCPvr?H}`C;Ahcf&)01wmY=XY5;w~=Zrs6#~Xb_Gj&D!kE z>Z#6NuEh}lrBwJV17_9fCEL&no6(N$21e~xBB$*&EmfAF=|XBdSSna5XVqHmbpGgC z^6S5Pt?q*DsP?^n{kH)*!_G<=ieW^Tua?U~Ed_BHvDLnVK!&>I+@M z>6(%QIcP(h1{Pp}ud_BT`IfKw{?$2TAvGcZwNfr?UMuFtuf@=&O*lXeI0KedVCaf2 z>5^{i{x1N>LqEg=0K4uZMw=vNYCJ431LLlC;vUoaYrpC)1@~9E?W5Rk+o`hW6sE29 zJn8WwX%E(C^Omp)>kvk<>=T!=mvE~~ zfY-O~CKjhFjAro`$MP4$18=)7(vp@ecKsT`|4>XCOvPyuL9sFUjwK7A$a=Xeh zL~}6W$4^4twnQUB8eWi zu;Es9E~Y~k>hs|7b3lLfS6ePYkM(-Ii4-R^L!VpkMM&o?=nWuqef36 z?shas^J_fN19x&KGWXYE;YWcGHa?glO9PrFnyS`~un%%WED4mXvJy_8Fi&6qHfDcw zD?OMBV|B15HE2sRIZ$#_x9NbsY!9cbRBy6p^DXysFIB&`Y!7Jq8ruJPHCX3%KZ`Y4 z_x5DaFHC$_4WxC8wzY9bv@LICT`zY6Q#5ls=h8jHMssunyK&bp@LF-FwGH-R6-b`& z19&S|KaBTy^FvB!8%y8UnyuHUvI8|g_IwF1Wmh&gXSRLccQ>~ZG~6xWGICRwcE?t4 zXb<=gqXYM912_OU->x=;&jW$BY-|sxY)?3aSGa{!GKQNhub$m))2wdmb}tCDZr9o$Tx@cH}rQ4Q+R+A zxSIEq4THlqH1$=Vc7r!~3kTMjS9pf!IVEcYpZB?+|2d%hxyfR~G^|DRy&7ruf}$@v zqc^&vGrEY6_&~crEg*uWkHBL@anI61i>q~ve>!sKxTuf1Br29%-|N!Vcy!~nUJJ8Y zT~aRb!;KHaJ}9}ZFL`+HgLmu0NpnLz9CmsyHh8+XmD>`1>Z*k0RUqdym^Zt#+xKSk zH=7b@Q?u!WCwQ8#Ie~94pTl{a%lVv#du(4jh6lR2pF6svJ5Xc)Lzl^4qCYyk$9tqp zdMUdAB0yA$mpD)CyG(3?zZ;V=4MU|qExV#Fs2{vVwN zy`#@Ny*qIf-1}5e3cvfi*#kVln>|$UyBOqqiK_%Et*DG5Jl(_S!{0sLV>G7LV?0O< z?Jls7<}Nb-IAQApH|WF1GdVtxJSFK<do;KI*LzD3e8TPWe56KdzRmAE z=!d?S^T&fh12kl;gd4cfb1%^A?a?PSw@-VWH+|E)Hn~?l?&tp0ulp*z09T9JyK}wp z)50e3_SegA6x2eci#>(#yW5M8S@&!WxNF^4e{tqL_K#)7Z~t^oUvwg2V*{#&i7y9!%SluK;Xldk6=E12lW*+ zh>&4JhYuk}lsJ)MMTi9PVZ#Ou8aQ<5$b}3EQY6TaCqJ6Aw~}Q`moH()lsQu-NO0G{ zkwZ5RWzTs(fd&;ilxR_-M}zk4DKaEDZBL;_l{%IGYE`ROu|EBVZ5oUN3&4gIJCUf<)2C6VR=t{aYuBsc#g;vrc5U0Y z&97fSee{qgSDsv6bA9rVb7NPJ`aOZy@im8D?_T$N?CjkOZ*SeYm)**zPd{#4`flvH zV^=tzetr8G1$x)N-}-g?76A-UzyS$lD4&eJ>Bu8+auTV*2X#V8C7LL#(88JKv1gu; zw7Etno=^g6C!|O$(L@rJVv4D(SZt9+24Rf=@TTUK*_JNKYdg@`vPe1wVj=Ji)3$MF%{B)@saMW7|y+#p@&%gU9t@OHd z@CkIkNeMD=p#nh-HKKh;-G`x4O$Cr3jW~*t99JEDHNulJywKKLUmB_@oX7$3BVTDf zQP^QmREi{#u)0RsWtDaDDHWlOwy7DZosk@_+He2?CAkfZ#~;D1E6BaNE!W(0(M>ln zM4HTT6BqhIpa2I}!P4G)FY8j@effR=jm&=m4!Abo`gunm;M`33P2}z@ZXY`jB9)(q zx#4C|>cDf!J45f`uF#drTS>f?9#yYBNX_X_ph{V$G(S!CTe&__X%-OGn{m!r=bRBD zC>?APgytJ`WPH_HpN3+oR$MDQYNZT=Vz9%Uj2)5KtBb1IYG6?s>7t7mUd$qNoMl9K{eL-U14+1K-Cx z>sRuA1+Luk%fa+bbIsNC&D1vCtdq}r!Z^o4 z4l|Q;-~+dWISEb>V4Jg`1>M9Z(IMwzsdJd>RyVPJm}*e8+t_|!lAiJ84rJvyS))>> zvfl;IQpF>l%oKt=9Y(BF6KUQLZ)PA?ab##tks8{*_bUzk#3ewXiTI3S6L3gF8?zb- z*FprvtdWn4DUu&KsG=E~ zF4)9h<~168L6DHCq2M9^5&5Mw4eWxAbmSv_6P$%HhaTFoq;ov=l@`f_op+ta~OI_~Lc|C((t7h~RYk7?)OKS;I zWTHh8anEc?+zHZ@xy3GW@rx^}3K_9k#t1iKj4p#IHF@6e{{!ku9KbZ zJlB)@(f|h(lAaJu1RQ!yq-a0BWAPeREC+; zqU@BXNCBfZs2Cw<7L~TNt>*cZ8WmvzE$-bXSFPw(*SdF6CaIR&;j{AiBFGQ}}_48(M_ ziwQc`5ySoeSnRO-kR^3I*j|3?bU8g_Rkzs*V>W~Kyn$XNUh)ic{Q>bbf znjJooQCRXvKSIlDAj`77X#-@yM9BNUA(Z$QsMph9JMDY)*q~Tst{7xt8*;dt+r`4;zwLPEI#Sr#b;Yr#XYt4xSb|F;8;iq#Iiy z$09mHe3t$HiI>Z8?$9q1Qg4eedB|;!HF=_#joc`NIx#utPfb_|wn< zg~P)-ET%aOP(j>Xyn?V4PxQ9BgL}p*Q&;t<&+NCb!1z=Y58R6eH+V3mvRj46xYQ2+ zce}G79{1fYi?nj%_yRUy2UpuA<9GM_--(1)DbZ`>i9Gq?5pUO&FJ5%-Dfh)>`7%L8 zEX*{QjtNC+N_`MVAK@`aJvtdEb|6ZXf8s`e=mX{fH~r~Qk2;`PdUe@FSM8Ep_Q9kmNv7M3kL^b>I=V#;eF?H>|1@+sZe-*h;ztqxTR#xwx_r2Gp?|}FI z_s&kfbumACX5)Xg4BM^BQM7=YI&gesV^UTL5qWTbe&b7?HXvyeG zPuyl`A(X8+24p^7&z53u_8_pO4viz4MaHZT!zOLRe$T_4V)&%xSjY$YM9@M1(5}Up z@6(!(Y@RRrq>uVs@C9Me#U$Y+~R;XS4!P-aJ#?xe4z?Ldg`b{MNrZiqitCR1c4PSVU`*x_x=;S7;(c$9AH zPUWwRLqPE3^*Y6~B5?M)OlKr35B0Ez>lrH1N06DgDkpw@Dx#zENYD{uPq-nJcoAkKuREp#!LVcVrePZY_Mu{g&K}S( z{$Ot++_3c;kPWM@4kJ(xz403-2Byw|0s)bV*k{v(DFc1aSHuTtf@LQljf#k`>mZTf zM$lDg%mgX15;@Jq+^!P=G9U%AZ0@H4G)@$WffVCH2UD>jd2ki^!U24Pk!Gvf>oL4iZu!8PXx)67W0@yDYLU8%ZPo@iOILZZG+=2{}kP z_R{eZ{8hBay#>~FTJxbM~5R3g)q&`I_^Xy z2Mp*Gvltzdmb?Q{{tP?d15lEYp$EXj7VKt2RFjB$&^_dK3B3W-F(nE3t_gKr}@EMKna6DmhK`L;q#igEKn}AZ{!{8cML=)nK+!Z!i858@@aM=en_knI zLj>~7W&a{FYIMr|}wi)<5M z0J~gqM>nTOHI?y%v{OAbFg;RZTH+=TlgkL~l+uHEdeMe_Cra6&0r7#_xT7W50ZX;? zJ~8tg;H@G^XnR^T**x5;f_G{@?I`4IC zsViUAf-?A3bL3&X{IzWZc3|PwI}Mf&L8$)!&dXGa4kl327b`Eb#DhuUqZg;thWPAa zUCBQrQ$M(aI_69th9OID6#ztbSNAH2Bxa#ZyS07_H#OMj51GTj!B>rK&}cc5K3Rcg58#r}hQU)oQU;IC-~sleQ|Mp$)jU zUB9+@4yx(ebeBMPfnPRe<88D` zH+M;^|IEQ2XA1;V?D%5WHLr?xwemOram+(?w|JQrY5~>yewX@&cZFG)gaLI~up!lC zt!tgPhTRo$f}95I_@_+NjM73oK&%_kSf9F*#Rfezi?a=g6crSEjD~HvhH+SjQJIgB;c(c(hk-bVlh}I!Q;EY@eCf7spZI*eF=n;n zKe<5*t=OWFw672|m`6{)!1(q5_Cr74Z9eXy+K!Yn_hF4kU`qi@PNw0FVJacG;oUZ` zy-a05_gI|uc!6OSj!X74XEuo^Z{ z8NK$9k0C2GlleXKPj7wE3ez{fmZ&^V3JjCk-SmT*0j+Ep#%V+ z6oz3HRzVlCS+r6U8=Bc+!I_-PxvIYroqOg>@#H5{lN{Ok0AI4Q7sg=Fp!GTh7rL+g+G$B^U002iBl>G6x}p&~f6Vr5 zH=3ip)1!xYiN&{|@R*oOI@-R>f#cX>pET&o^RtnZp&)jYBsM;88av+eCN+26&e%Kj zQ<{tNaW8WiN}-K)fg73{tMOxI4wI^_`nM5uo9AO9Fk&_D`qLJ9B+TKk_yHfxAwzQ_ zcA0?%QOm9S*~Pw9Y3rJgfz+R>$LZ&cJ8>c(w02QK}1LYia z6#>H;RUWq=l-e@?kGdJR5vEusV$@5pfZJGgDYFyQ=`7+vl%;oJTz8);H;X1h(!sIz zAsw_8pVwL$29>%o@ee5xP`BHz12w#n98t@A$(P)c0UAWHfd&T~qSrea;`OlKJIm9B zdef>6UXDoXyDul3i7Q*b{c26wRHct`zzJMs2D}@bG(He8gwj{BGNe4@_rV1m_3lF; zu;EBmTboPeahF;bXnRZf!5IlStDVj#`6|6mTuompj&V{Viu)SG^@L~K!ia`wuhJaG zx*z0OL#3w2fn3yp_jpIN$mu%CT^+`lJl17>)g@WGnL$xqbd;%ly|28zwfxuVhKJ?b z%Ric<$9J#)NZQP~Y)!?q&-a|opr?O**zUF z#4WczhhZ9qK^OeNs4>&rV`|R+BgD;jzfW9w(7bsJq}*HF#WDS#NwisL+E<2_l`Ki=c@p017I@QvYV5g!`3L9mIeYm*`J zt6cJDbmd$A@`>c4KQ89K_t?c**_S=D!Ja-&+Y5dE^w}KF8&l`f>r|~x+t*=m$<$@| z3?HVWWi(=9`CQPMr#?%e6qtI&DFxZ>*s>)ZC>gyP#r`5({F1>Hg%>$~9`t-d0vlAP zS!pb{&7EC9lRgH`eh8kDC`-@b+W_&Ma)FQUYW6eB)dm@uKdeEINs#CI>`J&z*) zOPV~1GNsCuEL*ZPch4S5j~w&qo5(MpNqao+nOhg~qfnYPiyGxP^jDiCSlYE~+8S#E_c(H6aFi>PBUc&Qw0-^ZRd!q%@?&Yzj4@lhxG`hLtXsQ& z%^J1r*|ckuzHOLUVZyw7`~HnMcjDW`iyJ?VTzGD2%9}fX4n4Z`>C~$Ozm7dSc4OST zd-u)^SQ`Wj%9}rrKE3+&?AyD4pT2_~V#(^;zmGqEGWz?8*}(u`fC3IkV1Wkz9*AIq z3NFZCgAN`jh8P7RfWRLRRfM5M7crEPK~2e1&r(A{ln&`K}Obkj~h4IeVX(lr&h zMkcjVi_dP&^|By!BQ1+GzIY)&Gp3|1J3#{c?NLLG%U8O6o%^;;R#w?=-c8B~mRLQO z6<3v2;k$3)U1sFbT|Smu=0|8^ciU>Pi3Zwhcw+MqHk8ph4K#fJdQ9k_Baa?(%qEBG z-E}laYU%2(zYhD&vY)(j?Y55!jV=a2t?ST5|GwWd|M5ZO$G^qA>b<48#g5@z7jgDX>v9KBgU%3XswEL7(> z>(q~P^eLSfe3Ss)`OofXlb&3qnLY1GRFv&=tdI1kS^dc!Xo%qe4Q-D>4+^Vs&4 zLGPS(xbM_XSC1Q=ui|W|VI`|`J19xwn)Mg|)UB>{d$zkN@_7b% z^<&;mu6N5^M(-wIAWG-Om%fPQ8iVU=#QO?mi-y$))=px}(%K}KCMB>=SE@cC)fA=* z?r66NyS@iwCBhT_)X`?|Hin?PwD;lmimTD#k2dp|Ir4-0t>0R*B!CY;PhQMe|I`)R)CQZ(N|I zbCha&#(r@drSQ(FG?!GyLWdS9iAEQL!PQYQ1=ZA%EX;>T)?0Kc8UWrz zs)iahjBC~%T1yh1*y*ter{m+V%6jDA(YQZxjq;RN*B7~%gn|xWfB^_V06+*r9#Vnx zoa=n&sc1zj2C#teI*8fLzE76_aVYJiD_w`w7LY*NfbFimIVIh$`iMsIXS|HtB4BBW zjvAcIfa&x{7q;^>=^PdZa~4X}(rmym^2J|DQ|_F}lD-92le?tDmR5JWkVbS3NE-vK zrulHf14Y$^YwS3;eYoQn12KL8#_<+6U8yr}@*AhxkS_~)r)2DTu#!B;nV+u8Pmg+A z>jG8q>8=BO{cB=_A{C$rg(*xyirn9R_q^YI&w);5JD7L)MK|vskiPWfD<5hPozN(w z-mJb$fBGbWVz{LOOEWIG%q*h!-P1i-J=gnPc;=DX?m!i#oBIEz z(S{>^ZV z!FHM@XwuYC7Pfxkr-c$$HglIoS+z~RMKZTR7{4%S0(cxN7BQdZ za4jPo%+VY(hJhRRfZ6eC6v&98XMvA6hZ^UBlSqlwm1N3h9=-N!z$SaC(1JB+gQ19f zG)RLu7<@m7imCYj497==t>}un(q8VRgjYv(aA=DR77`bRE?Z|dZiY2lQ$A<-g=Y9A zU{p6P6>sojVLFm^Vke9`rBO0MQ;kJ-P^62ucy;$TT)_cqe}o+B#99W&hsV)CoG}f8 zC>`kVAYPa1BqpoRgox(m1vLmcx1WIGeKt_C^&O87X&RRkTXaMq8N&#ND7{y zkfyk7I;e^dIee`6iW5nZ46+H#BTB1KN~Ux*wTO)$NfO*phEq{C#yDRs@@~(_I8qT! zn57TXP=yCJeq2H(YD9)u*DYqJl07no)Yxcy=Y}AOH5)cui?U7qhfWQ*Cg5NUyO3$a zF^Impbprm5CCM7r2h5hmT{4kG=p5Kmc=2CUe9_do8Gt1v!eK z*n0>`mk7y_GUSjD`H&J>k$vfx0@8F&CsC**l!ZBcSywHd6_dZnekut@aw8YRXntLI zI092)>X$tL(|+>elYC(UNqS*9Tx4mS$7x-@01YX~f&yuKap?&OS(l{f3Ad+^rl647 zshys1mqVAAdYOuR`IqBKp6C&n0WwPPRYZo#p50at*N7L{S8h)zOwZ^)dPb8a#ZoPK zcl@^hj5EPDdtqp22Vh&*nfzuB*dSQ!84{;ST&_hNtx0L60h@y;o5qnF*x(Ijgq!I& zV}nOzHAYnJNGk9+qS_&xV?~_BiJUF!qQ8I(xBv`z00gxc3ZBpj*-4$-$)i2$quSY> z4N_&`xtBp$o=4i3%@<}(#7gbyq)rN-exVQ&A&rZvZH?)e0T*bInLa_`N(2^n?WPmU zh?y8gE(hw2XzC-@;*$cVpcfT>LU|9|p_;$YPfp1~+^A`xCTi-08%?P(tRsNc(P{mF z4IrnR{bZ-aWnF}~dCJv6Gv<{k>Rc;YYcGna#<>f-a0{J^3%7uKp5UC(NrOLXsy^EP z374R%tE#G@01CjjY>PmoMT(@g`j3|L2pk{B_gr>Qu)a8_Rx|&d_X%J^|bZQ!c;T)p2Dc6u&W)v9k zD3-Uzo4q-yD$`DsYOf$_sh66m`%0FZx~ZKCu(;O=1B;_QnvkdZqXWCDmS72v;II$t zu$Azt;w7uI8lFaKs~J0lvFLOIL7Ke^vR0?1^~V$%1)B7krc<(0YPeuqdaPxZlFI6z z%nG2;3awkmQ8huW3d%}M=xrgPcp110)`c>$d7;KJc&Zs4G3Gk7X-0?ooBC@1YZ*vg zj>>V%b+1`la+b=kU5lKZ%Bh@cT>#suxrd_zo1+M;whF1Rm(Z{f3%77v36%h=GE}h^ z`-9@Cv3o0o7wLRZcbH8YvbRV@f7eQQ@opw-l14HTI;j_P@g!pCSS||}Usw`Y=(rN* zKR^jZ*2hXVd$TZ-vw62QXJ(qW5J~>3fvb76$RP}y8XVB!G9jcHIdKiERh<5+yF+Va zR;#tYTRUOtwZn^#oB9j8yStwHsbt%!u8@1FineLHwx_zV3>&u(D+q!x2!kL9Zs5Iq zfCqIuba#ulJZKGi%eU#Pbm#dVNGMT*%bru@c8lgMQz4&=d!;e^75k$9vL$7#ky(YK z#SZ$bZ$DCDoojvAW2T_nMofX9W|R(IQ9m1bBIfo{#$a8Wnt^!=p{@I;LmRt;sAGkS z4FIU9$BVqW+q=FCye%xe#0$gssJmdB!vD&=of@5I8@?f!6zsDbiCP+Hypr^J9&E0t^}2`=!rLTIz@e@XqYpHO z!Zp0R8ig9EiL(tjPfDyrdAlJIuqTs;ZU%#6xWV%0?{2LrlckI|y+* zx8f_LTc5q$89rGTc>?rjI59;Xp;56e8wRjWnt!^nG<$R zY~04q`pW}jx(Uj&HbJF$oJuBP4j9a>#_O#-Ca9x!l)^E1PD#!>)^WMD57>|k;q1sN z%)*lVh?GpVm#oi6=Ey}BqcQpmn|#A&3%zI?$_R@Im*5Dge7z0r&=C8|O+3pxSj)F; z(Obr`?OPrL!OK5Vto{qq)f~t1q7d{`rNL?>lxaBdV!tlsF4Bl-WZF}=q`Cg%6Xt*p z(yYK32D;Se6W;(1aH>QRp`OgrBFrGqs>{LWYE|Ic9D|4dx~hg;zX_tu01exN4ZhIG zDO|PlXwRdUulp?4MW(_ToWjcc&uP89x3JdDdwT^fy$5}&nDE1TAP5hQ*LWS#R3^)_ zT+tT|*mjlC=-CEVn#Ce5(#SNWTt|%pr*$)lM#=I@?BW*spm)m{QkdH|hV~=U98#TY z4_}Aay^M=L{SD}FZV<5#T~kZojJ$Tb&V(o(kaEr?^t$?2h=sg5pfZO;tDH~k3;ldn z_w3aphtC^0)?+=-Gc3?(t=7ytik@%@1S{8SiwT~933r{>+x^4YtG(L`-h~@;ym2XMO?;x+{vBXWnEqV+T1y=&|BR-YS5S<)h+z<1GN?p#a4m%ThjkSFY^Ke&t)<<O3l%()0$c0lE41%BW-EzQ`K9L4 zt*-H{UaG8m39^o=wSEcL?ZZEe?C;X%r5gY@9fZS^T(6R(@q`= zU~N+IQ`)ZWVf2}4-r#N?hH1WMmxU2=UhbW%|KKAH5}kY62>x|g+>xej4)d<{`)&_H zg6R7G&91QUL%Y-=qznN)@SK-iId<@>l~04m$Yy=k)Mb{6tksK(ful0~Hk)PzSJM*8v>@|P$ zqt82oy&lxA0PefzK%edWv)B-XrU%C6eB+r*qV$&C^iD6}z+8Rk5a{dP?pB|_Q4iGM zu=U4ZBO}2XiQZp>4n-MG&;M@r!qDg(#whPNqM1(CHQeaDtDIhOsCzH|G5+`a%)2eF z>Nr05gAaq9kdV{Os)`TfjDHD0jJ>>G|M`|L`Q5GZ{SV$r4iJL|2^vVSQKbP27A$1g z(BVUf3p*^bR?*@`j2Sil!4T2oN01>!jwD&q&(&bBr$WS71@FyQWeED?l zU+SS=}=U>8%DO1MG^l8+oRg-2$n)I(*w?-SAjoNkV+p2N9=G~h#ZQ#La3;XqJ zmvPUrlPmXJ{1-4?{Q6-#UR>C9|Lobd6L;R-yYubg#fSf1-u!v=>D8}i&;E04`0?e( z##JBJeEj+K&wtgwlP6Cux#T|p3pDUR1QP`Ck^(Vt&=UtQal{cl1es6}3^Ob!Lk>A~ zq(g!n5oiz*M>KJuLG;kW4HmyB;|mtu=mU=dU}|V0jdIlSB93hI@kbzo6mm!+i!^e9 zOwq=@KZYbPB60vC^!HD>TVMN=>iw zIZLgy`ZDJ)DFw5uue|K6)6TjI6Le5Q5BmljXwaDlGe#r3Cm-qfxvbH~G+Pe7(10sV zH%?Py%{AC$Q)V{WHZ`p@|KCzowKw5fHRihFI^!%pS>^l8IbVR8CQM_%!>+yc#0yS5 zV2d^OSY+M%?9%=4v+r4G;k&O{{QB$96H)>cP(TH{^;SU#F%ghLH!z&=Lkq)o=Uo<#1v{SsjOo2i>;m63Y5@6 z|0?V-q7Oqyv9#uyXJ*D4y~nY)^pQ>=%e2fDK3=?nPM`{)M{n!S8mx#n9E{%uREXo z3Fv#!$ysNfcfM0-pb0xn(4vi2Y_FY{rjt_09+hsNr(p&i#%P<{IP;6(e9BZ@vrTVc zvkOw4O@hBkTLp*1ovX!W7PG)lbBt3ST{Q(5fg@oFO?bjs4emXOV_^&T!#DzMOF)wI z1c7R3xyory|3dO|gNZ9@?@)_cgb91jYo7G%7`=R)<0w+063FBj zlroiUO)BeNA=%_6ot#6E;XB97c=ipq#7}-tQ{SP$ftQ}G#b@x7Bu?u0Nl+5a9!CQQ z{(9DzMe(nH_n-_v>H?VowrztNyhYZu#v0wMifpf$1q2f~!Btt%g1=&x1~D;BL(*qLd$P@9HhoPQQ1LmM7Qa^Y+cgqVm4bE1=pj}SzRg80sK z6=Xzi|A0}2EF?pG=2M@bI6y!9X~i@$BzXd(2p0?HMKUH-p$lbbNeTcGWUSGRZ>)ts zEP7FlT9hesq@$Vc_)(BfZ;w=}3YbI&$fHn&kcMQbRmP-9m8wa6blTZBe%49Ayt0yq z>Qha9hSQveQmCRllr~OzN~NiiQLW5J04pU7THa!V#}Q4bfEi2zaQJWima89$(}_7h%eqG~N2v?_9Gz%i3mLx!Fy;7D%7utl>DvnV@ruE1eOdP(4M2 zM0mclAoIeIxb*p0$X)^z3<;<}#ej@WM2w&YJ!nT7`dQG1cA*7;0SwsKMmSc~AMeO$ z|7-mL$BC}71~uU5^Fn%C+-{6|XEG_5IGR$EvGkCK#0vIaCKjsb11*25Y59N(6~tJQ zr#&7+O03=g%N>6h8WGF)~OT4{am%aj&;|iB6Cd*2d^2o=S7I!M?zy@>k|6*OB zM%R*;>{FlK$4TgB_h#EInq$6kjcbIrXX8y}c^xwkd{Cwz`LM@4gi*j_a&Q;ev1)wr zOB?zwdaGN#rGE2EEab!|(TSeVt>UI0=xpVg{Y7x8&)OYatVf02S)qen9bpN_TEYy{ z*0$7%!v<|QTuXG2Kv=W~(h+1t!cMG);zdMrL6*h%d~vg3EMv=JRt!oql8$$b5rhU= z+uP>0N``z<*diGQ3&C+ornm~JOgYNyUbnjaC?+r0Hl~GynV5G1(<`|&EMFnBnepITbN=-vD#J~RBS4f8re znF|+&I!7WQ7TeewT9JxUtWRfWUF$85F&@OQi5qJ+Vb;F3MY7#(w5MI|4H>sc%1siQ z{DIwb$8DFd4CbV~TT4R;^GbQhYP4gPP1N1nTnNerGL z9&w3JywCPH$K6P=a?VIPg1~fD$Za_+lMj>8DDUspR=#QYEK9(%FVClc0S%_$jn%fl zximi=`d0TG=ye@>@r6#|WeZ5x%h$E?9eW9<_Yhv98@ALlv?5>&|AN^q-qzN=kHm9D zLKC`}w!_F?cHs4R?dxZM`yXP)nH)gwbf&o=7%w@m}pPLxKbFibE zxQm*~i^S`s`XQypV>5$e49T0os&P2*(lc^ki$dcw4(z}V+(1P!2VlU3*W);nQJPDk@h2tMQ zy9RQ|Ky;wQ@L~)P%tTF86pVYl&}%`iLYuGJ1y`u0>`)sQ9FF}O51lin8RQ^Ni#;4n z4{G`awUUle<2@gQrUDW^Aq=`A493POIvG+zD`Y|$`Vc+X0}R=a5tBmE!M=FuJ|)6J zFTBPNI}vRh1Vb={MrZ^HfB=SwfQ2zb^s9(8G`lr)Lw0OOhI*)lfJ2XP0T+N6h}i_N zLxy3gcB>F)?`UYrtGfDa+dmy+6T*Plc zI7f6UM{z2TbPR{fvq|ikNwh>oX$(!|vklBda*&2m|0u!tO2yzH#aRfAQ=~~@`jxms zv}4k^So}#@T(Gzy%3X*#w%SExF-jTyMQsvBs5HU=u>`6tMjb-N%yB+^QbuU($_yc* zfw)2!OQLgmgf0Y;>B|sc8w6(55P|5%LMQ|+=z)L{9y8>IZpcf$+)KXPOLWZ3ir|K` zb4S7~OqGa&C;*bosz-aoM;pVe%(6#%TnGnP1%8Y&h0M%)8_2vX$jkIHpGZiB{0hLh z!-G7)$15d!m>=}1vr)=O*krRt?8sMQl-k4$aL|T^1Ba8W#FIoxMOjJVRGQ!vhGSxd zjgvHzb3v&Bn^)1vlS4%o*gFT>^GI)_MxB@G<7X*!idfMZn9xtkAx+2EDWfZV=3MG)xcu(2$6NT0n%9phw31I>&s>$b^{542hcf zOgqv{84bWHA;_iZKmRiy(X7KOVaPz@%pOI}oN+vkbi~F`#MmsjrkS{jJB-Yb1}IgG z-~7$+8qVSD3*$Ua_fpQ~v^1zH#TD$*S6RW68;>y^)3p)LS9Aq7WmDMGPVOX1=Ln&F z$OT3g(4#2<3nzgFY#7qUn@!rhNbk}HYE9B5Wm0T~4E2%* zNu1ItMJg-J#Nb2+m^@D8>?P31Ns~J?R&WKJ)Q+@)L3!m#^XQCYYEyh|)9f6|I5o;S zjgIMfE7=dORsH+bjnYFOO{pCX zpS_!lv%s>Rzz1l+i`Ybm)uhb;QjAEX*6(V(s&(3I&DuYsR%xKxNvv8b6|Zm=PI90x z?8MG#LTG^m{&0FjQFth5{1;Z6x3D^UxkM1bg;X_!& z1=I+!%D@s-$Fjl}gV=}#5&sl~iM`y*)dOoJ%e3Sib5SCYT|Q0F1TkzVlSSE+RoRwZ z-Bd-)1&CQ7kw=r5qMY4X+wDW&>dY!56OuVDnF_?4z=^Ziqmfx!jJ%(x?MTNsnn=6` zs(oI?*gUPpR&#*TuJu}S|EOBt%%8Dc$(`8+P*|gT+{Pu;YJ3C|c}A%N&_||VVADGOOcARSgeCOg4<_Bu zI$aVrRSrdAQD#RGO)WT5%$a@RQkY>@rs0&y-7g85ks+DEYd51MUO-yfg3Cw^G}6a7 zVrrdQC1&C#X3}}khA3TP?bU{`4bCg&z*8#QS%}{Ql3O#*4*G&y>v&i81)Ma-*YRy* zH|AU5i(_V)MV#x55W)r?L=S@Xxjz26KL%t$uIE>1U|UnV1&*v2Yh=-h;CBLOjg{mV zE6a1az72MS4t73G4i{$w;Z7dmPbO6pZh!_@fGQegjb1+%_K{l^iMVTJkzSK6tI=5g zqw@)jT7EKy|2&Lzz-2PQh9u21r;WVK$j#rYsz`Q6`-0j!@$V9>fI&qn184SbJV; z#u?xNW*k#6h0Ni;Lp~=J6PHJDkYm}W*c2R z2vsujm93%%V1Nd&osHgXwCiXa`RI_SqCXgEIPsn|p|_4Hsf|J@p)pM;Yw5ap zX`;Z1yNFGiZVZJJpzO_QoepMV_GxVu*K1&ghWoB%=FQ$5*URHXh?_)a7zL+(>d^C* zc`c8(|IOnA146uQQ>@NvHznszJLjg%kMqbmoXds4g$BY6mHm+Cd6o~hj&Hmw-~*Nr zBxKy?Q!y9Ag#0wrzLsQ2X2#1cXwC((4RM1HNo*zDZ-;iauFL3!lI+P&Sq`=A1c-uu zCHai%J&(8TrR)YmjRWWI_HM)N-@mPo zT-cRqaPRk~7WppoZi;II#_Rjer>j)tWn*MVR!a&FA^->QBr;1R+D5jtTu0ag1!uk_ z{}fBH%(_U3gvYKT$Oa<`pYU!_T?AkN4S0tP&ms=5^p_V8`>hWl6!RA{b8n9|Q&>;?W^*fSb3tV> zsIy#w{?9r8=Q^+8!3Mt*VRyFNHGMWl@5}eCtAqtO00@t4iDvY@RN2dJ0B3lIVJHPk zw{(X8P-IADb6bTNw%tzebWzU-mATOz_R)J-@sawdS$^@f7*@HU3)qZA@S0v7|BrQ^ zPU2Fk_29mBaa9H=<#p^$?(hOm-%Re3BnNO{22#lKQk?E&X`6Os_7b`#V{-Cn7w5el zb7_%}pY!87<_Gnj=WoyY{wUxA?j}so&&V=&WOT7{flsxh^ErR_IluG6IxG_@k%QJqXUEJ+iJF-BovnB+ zs|qLMKZ^0;NQ#OpJI%Ntb(ba?`T2%rp4tpldFEyLS$AfcAKRUwd7EG2Z`Ju`?)fU7 zVp0@(=0JM%AP!|eAl@(fv%Yd@Z+d)v<1yEE`tajx*Ya7|AXIGaD})= zbGe?7L3datbT+e>bG09T%zXm@)lU*Bk@TPU%e7cP2U!Q#_pDQYb-7$Pcmp_i5j-H- z2oHFH&r5*d#_bOV1{(b7GBB*vf`$$sLX0SJBE^apFJjE7aU;i$9zTK%DRQJpF=9SC z_``1>%a$(r!Hg+$Ce4~QZ{pmiFCR~y`uO$hw=*BUqDJwhOLuQ6KA%0GLX9ewC%&at z%^l5pbm=#6+P;3hc1;^NboS1oO{;dTJ#^^6iH$3Ft~PY@?&8g>cQ4<*cik$JCJij% zui(IuOYD{$y2OgzE@r$qGGoW!cCpH=nboXYw|;>REqe6mUAsWf|H^E7HR;x_L$8i4 zTejz0u5P>9jC(ilS-xun4=#K-@#3CwA+L=*`K{%*a_L%`%Q*GnudZXyu6;ZA?%uzH z|IT~-Zd2yZn{wpn(W6W5-D7$$f4+S7_V3@v^vKa5LH-5p;olwu5?G*t2O>D28w090 zh=UJ8_#htz>fy#0dgy_Pej0Mvp@;g}7YTm%sn=kH{UxZ!7b~*ZA{Q7OK$46VWv~c0 z-Qbv`jyv+Gqd4mN;?QrI$A8 z1eHGf1jP?kTBU=HQcO+NrkiJ4b&omsG^N#6_jKizHgQRF{|#g2uodW9^SmXOV13Rt zmSlc0+9+S>FcWEEg*ow$}F;(O4@9%!Wx@r zv)r~>sO0TdovynMhf8(N<m7Q}n&*gn>ajcgT-3{URs{_-V;Oo)S@Q@Q|EON*?0KlueF_#AV~$eIs9lXI z6WF0*QHtqfkX1%mrJ5#o7-qJLdJAi$x@Ov`vHju-sA|tR(r|4+zP0#=x&hy1{`pRy9ayt z_SfHp1d_gD8E#-0NhI@jXuIw5f~akTd+0$RA7uDjyzwgrYy}s~b72G!A%Gx(1P3VT zaYhR}oIQ^}V$eVX3m|~NLe*PezWL{)pFWewe1yQrD8nB=P5V%_vOYhNOjMjk$vm@C zH|H#8MTrxh=46zg-AQO%GZbRXk~FsD6bYdjX8`woU((Pdohj_#w(3LI& zkWWCkU3qgiwUpEa73aVGI_s zVudaA&8u7$D_4wy6m-iQJKG7X;OxeS@&uJUaRr`Rbfz|eE8-E4h>KUWf@IA2XA}$C zEXZL8S5-XEb)NMKESe`2b==Q-wB^NXeXd($1lJiWM4&pd&Ow6U14;M5u6B{Gc6ihy z9`8u6)v0Shd^lbp38_5hEzbx#O=R>W@W`JUAgGa)B=tlY5ldnclLNWfCJ|=Tr$RNV zQtiklPSO$gsYI1p_*7 z=jmA=+B1s%+!c0?^+bS9gCE!+s6ksx#mOa#pP zQ)5UCRG}}Rl%$7vDevObAcz6-FDM-GtHt*TN>`rV1odIA(PjkSMe?Il`urj@nYV`gskZU5Vo0yS*!_7s8|w{1)CrwM~b!aSRbwsR4&x) zY|yDH8sqq#!QmS#KI_?A{|QmFqiv#gPRku&q;?;tx9(^ft7eGDJghi4t)! zw_vOf81wa8aFwwPWqgAmLW-gSo%9Q|OQTEoI3mu4h+c;{#2{X$qT(fw3wSU>2teV5 zp8{IELM19u<$IBZjU&ON9fQ7`yhNbCY$6TYDg-tPui*4*~qWGG6 zdNC+MKPGkLL+wgf{Lr{2ZJ?p#v0XF!{*`jWTbj?CvU? zA{74FVnwxV?=E}!|H}wEDY@Rjy3nCnju_H|?(VJSIp_Pj$s?E{6UoR&df_Arn6!)# zt>}wmJmZRXN1`81@sEQ%^H^{`3ZBk&=EI%;bp?j+IeI`H>ZRFt5e0yL;v$EL#WikvjC0)4?cL<) zTkrbUd)^}s|3IatS#EpV?_^Ck`)?~}Ue>Z6@J$R>>+jt4 zhKX(8{}?)*V}KYIdQkb9pVg^hiVY3=!5FCghH$V`ZRCckh#maB3Uzc={mGLl;2pTV z0&n|HZbV9G6%Z05E9ryG zFa;iGf%3#WnV5-eQw$o_w&_a3^AUY(wNn}B_LTX{d zYvG+nYUXSqpeJY%ga95)-p3lP5e7z}D7MR(;man<5%3H`?}*4t2Hs0S$b`HB|M6Jf z@_+ycJW@~DVcTv4k2RXW@;$kA)p}aM}&xG zZqeCk8pukzfrMP(y0{CwaG-34=p!JUmzj=*AkVW9uAps4B~A# z=pRBRgc4#zN+=YiLMxmbl#R!RS}GPHVBdM>l`UXszUZ8>k!fy}CW@j;jtfebsO*^H zi?YX@xvGQM=IOLzZr~;PN6x37(A+{nT{c1ZKIr`>-Qy=o5H2BX~QlE zL!>A}^UZ72#6_JF#=Y`MT%^hh@o75U24PmmVHPS89SgT5>Ul7#|0_I;qduy#Oi^Xh zohdxjB3|mnMq;M+9VMR2N3tp#NuKD8%gDlkD3+>9E{MOO2nLdi29|+Jxo9fJs7%T# zDLz37=Gjf=sFRSKk1hhQ_NwU#sjw1l(PjjX)>ld#>vS$_)80=$q{9+o1^$FuI#6p{ z?b3I$T2?w?n3AVkbZc5zMOv5x8XihreuZP4sW?{9_oXYk4hCYdDZ3(;yDGyjfLPY( z?VJh|zJA4Ehy|i7-!=T}zdoBk3XYArLc!{a{>jbO?P=uhX^i=h!Y(X&IPAl&U4$wT zB4VtiYAgcA+ard8CrlzpEnpkHD1^XND5hlU6v)VqOKOTD|0eoY$+8P_y{sOb;>W@$ zb&U&+`pdv5j}hSL064$_*x&-77fBGSuKsM$3hl2NZS`7jL*%MOVAZiYZTEWbvgQLe zBq7b@11ue5m9`Z$bZ2*NEw)ml6n-r_T*H?p4LFeL**4!`xMjIs%HQIzyzXt*kVSmD zY1P%EG6;h(=Am7y4Z0KsLmCf6^+?%Vek$v#+t3rs#$}Xu6$jGMV8=%31 z_?Eb6AcpuZj7lD?qK>#ITut&>2-s>vgirG}FRofu|8nlC^cpAiUT+x-YxY(I0$duW zF)I*$?;Ce7)JknSEF;ubsavS;F0rrAy_(NqV}ec7VF1blnZwh#tzfvNnW`;1S_bt6 z#sWjK-p1`>t)l^3@&G4r-ZJpkOmHWAvRoKL1*cPF5soQz!s2qUaabtB%9G@Ra0oLb z7M(CerLelyGX7m?rBWqzoUR4cqW5WGW_<8Mx!d21o)sh;hcT13d(#8Ow99HfPBh zBOK#%K07T>U_)8V%sEJ9Qd}i@9)=!cC7qmS|3b5s7kcF&3rg8eQ2wSZTrzUm{B0y- zbT?AniCJIq>a@Laaz0(0^wn{=#Q!{Y*|jCI}MXmFFIvURL7E0e+qyYee5Dj+iA zElZIA_O#^S-=XFoBPI?%1mHsfvm*-gQilR4Bw(nr?#J@5NER`vrp^$LENULHzZr@IJGb-2y>mRzb6zj!k(S&l=!8B4 zc0St=QCKTFq(f8+#Z?Bf(G>JSBVR&?Xo3(^GCh8D z`DL;)v?GXt7zLg5YU@=v`757-R@Y&$|0>g;I=w)uLCsMOa$tu5aq7#QGs7fA5 zO~~n32wD&CP4O9y4%%;e4AO$}I@h&b!!vT~^?nOyTwBBeC~aU1_&$q?%w;V)05nUS z1Jg0~VUQY_LN-{Qg%=vlgw=063WoRTuV(8B)O9u_ho8F=n>}_@`2|~PpLS}OG;2fH zGO4YGnELTbZQnL-=Qb`QDsTI?E5mXu2e-K8UqoguP#d{WBRNu2tdeUeYE5iL zLU)ueH7HC&m4kxhktR(3@TE=o;Qc>{4(!vR{ecTF{12&kZv zbaDBha}Lh+eJk2s>o5L*;zw92w?7{i)%#xIPyTMtX^>w*7IYW{py>$@-3 z`9vV)Ukkdj5;|01Z8S=y|AzsSqn`z&Pa#^6r(@JbrQ5?_w5_;GvSD$Pu~~FjczPtC zwx(mFF`Cvd&0yvj2J|2j$T%f~w3%r-n}Fe%jhcE~gom4^@QJg@iqW=7_cAGgsHz23br z$)Fq4JO6WQg1J1%oY_t#q!u)oeXF`E6i2bTOflCFF(2^Jjaz`;I!`Sdkhm=9t^i4!SS zv?vjuIcVQFo}0$6Up|iDz@hs_@)}8!=pO_Ad3 z7j)=Oo;-Q>YzlR1)vH;f-u(LTtJkI!qpsZ=cW&LgTZi(Uy46Q)uY4CbejIsn<;#8R zc{B(*^h1Z9KRTqTQonxCB0ci{-THL#)1#N)v*%5E_3PQQFY~_4n=*U&?16J1j+-)H z-s>3z9z5y*3~)U0pyPuNINpGRj4vGg;))2bu)+#1LI`030R}kW0E0aI5X2Bg91%n@ z#2^vH6jfZ2MS?Prgq?L{oRP*FZJco&cIf#7gBE@K5y&8g9FoW)jXV;`Btdim86Oc^ zB_f9||C*9YD)G67BaS}eM;~lP$`YKER6@s`n`E*HCNpCa3LS9BL5ZB6f&vPiYp}vf zE~cc~Gb*sG!fGqGv@%ARugE%7n`@{-tE{u6VTCP0g@G$ByezfUC~2-?hLur3157a3 zVsm9O#vbb=ve+_PmDS2N>x>jn{JMnJTKyu8G}B0F&9vP_eU-Ohg&kJ4-%Mf7w^VfD zho4lCeHPl|G|^;_@}fJ$k?*LBB$7t3>4zU~y(`c_YoR-@y>!!sFFrKRLoYoz_T$eD z=d2r$KYYR1)G3n~a#^B43R0#*8)Ak&zxN z|Na={kVPJu{@GI)NG@Sa>Y}>K;29> zS0$6}u)bbv74KFL>rB?ZYW@3GTy@=*wO(NrHa21vU!1k$jzu<=RzLzK+RBx~Bos_A z(W6>xr_=WHN4Txz=4rYM?~p;pGZ$WUU6-#6G|C|34g2m(Pe1tT#dlosKqr^HLF!ZR z4K$z-Si%S?3?c-D2WZ&jkCAa9`sxe1SmW$%(-1!`@hKIj?BNx3B?3BTkE2&$$-xR(G#QG=g;7DUi9&)w-|3u;in*f^mIaRCG%(9rW7Hoha7$c`k#p7!{-4({a(3 zIMm@ZPvb*t_RxsTNyWFOkxghJky@QwVj0Qvoau}XT+m3J>a10tE2>L&WO&cJ*26A0 zxZz#`>K!?!cp&`1!Fb1eLh=lDApr=WVF)0kk;Jfxg;H#feazk;A6ik1UKFD!GGvP! zz(|im#F6g%1~l?#Gmv0oPY%plNy^koHPJ~bMpK&7*hD~`G_5UOQROOG*-BRms%M&_ z63RHyl%_(_i7v0Al}Tx;Da4JMqm&WBpT1=- zL^TUtiW*C~fGw#>ZdzrP3Q^rSg^}lCSg8IKCmje(Zy|__GsQO5zhv{$$Gr>@ro12Ieq_*(!ueAfdK0!JRrvE?Hr-TRzC$ zS@Lo&bhdMNnak8YKU}?*@QZ1z`WjCRdQ`~NDxy`>w?*5^hL3)9q=#i3)L0tjz5#{g znuQ$Ay&TljdO0QzaUS9EVVrt3HH6DEokBDs7ylgW>*7<-S>F@a}Jad+R?7ZkGWoUv!}LvPC~Lp!rk_8-y=*;DK|*;!Km#D z^|$U`Q%mNgcTdWj9DWkuaqrD0a`1c2ZH8_p|M9mq3d-du1MlF~-u!rk=j9f+xaFPu zUABi81uI4=Tc0ORxQf@U6YxF#>WR6USjp<+AdjZV#Y*zj7|XvY*S&A(y7HT0Lle02 zP0Tf+xlh|1=Q(#UdDf{q6r0+1aUhF~Nsz-LWThM;qGvcJDZgmJc&wbL627vW? zpuk4hW*gSov!`f!?;nWQzh0wyjGfx@*Z=;FU*0WKD=g3!!s0#5SS;uk{j@_5N8GH>BD z2reA%^FZ$^)aHY3p)Vw^^h{4wR4+B4|4H>&PY7Sd6}pNvXvh*Q;j2Q9_QneL_zO8s zZuh2;_k=GLK;id_k2Ho)<~*(VV6Nt>V>W&+O>0{$}L<$PN$_Q4vW-5K#mn0&oB$k;z^n?wG=) z^x+$dN`dl(93;>a?=2_%#3}4;rgTCl5Kn@vjHu{B;H+kBa;e}}P=t)4FgCBwH0Xnl zLKhznfou>5J0S^m&~R2`Hc+FPQm+U#ZmZ(!&^RMC_NH)frB;G57{Q8G8m$TG%9=s} zH>l7XL%|6(p*S!H6m-EK_@N8G|8V9!?d8TW`IN7p%;gaLp!rOV>8xly*iawSBX$-< zUMOo0zpq@PqdpP@p!9GL4+f4vfc<7{5lN(>_Ky$?aUBjZ{~i(}Gtx+0;I&xfNhA>@ zUqU4Bp-xf)8lWM{umO_*E`+q9fIKlMGEgV{2+roBx?JhbIEeCO z@oZW!gOchNwL%8f27#Kg28+TNaF7~>k#K^=6C}zK+rY~t_1U<6$NGUlWZD#7{xUV2vPC{e+ES>WDN`#K!cGGe1*BF$U}`vP54LMo9!UM?^K- zfHeisHD4kVg$f!b|EZFM%7M(QB?&J#V=_3yVkv&p6nAqhlG81g3NPa9Eufs1rt_{-OsmV`Zh<|kaWsZ;H?9&qiIJ<)$}2BnJsp8gmC%{wQ*+1? zKXro&_Y+ziO+V{WbNF+t1l0=<^a?*>ACPF~?y?}skkpuu=OT4FHdH~bPeLq1P|tqh zC<~*`*n%s@|MV)jLR}#Uf^I<&s1cgTDp-IK(s%<{tSLQ{kWTltPT$iLUM?H$^FH^p zERD!e*O5{G^}=I$e|AWi1R0QF6LfX88qpDb z6}X@&Ov`ViS|JS&J0#c(W|Nq9&=810^MFa8XNH@FOt7HCyuMz2k0d6s8=ws(t{MVQ0|l6Mn+_e2*8X-UKZW{YX3 zmwMq&6=xHZ>cT7L0?WiK0zvUNx27qi^#Q4MC$xcEIZp*I&nP;`ThA6u)s`uJ=@(d` zFuHUts?$2>mVf)#5iY?J*ppVIDOmVoZ~L}B|5ZH$cV9nlRur}_8}}Riw7@J!axd8U z4wPXrIDCg-ttYuX!4bUJBY&ZQ5 z|32Ddc)W?T>>1e3?S1>_N=ahl}H}+~pP_1x+ zDVRSwO}{w!f{V{`FBg?P%@BaW5Z*;WW7k1V*o4tTi~0Z*_+c94poL{8hBKCyn=i#? zxBQF;L?gsP{E$N;l8J@*RR>WL>cNP27KxSknX{Q7oOl78*ov3;M3xsBs91`L{}!C> z=yyXz0ajCt+gT)AVn^koM=41k?1HI6@B!agpEWR!=a?0v>yDX18N%iRyHzO>j)bz} zN|EwQ_jr(LQ1qCA6rz({6?u^z8Ke34Oapj;A#IWihh8rkljF3L`Sp{Z>2Mbp9Fb)$ zTiK-#7IWEgVIyJYXgWXmU_(cjmZ`{=O?bs}d0DU_4m33mJA{CwV5EQ`q+xNnm_ZJFVd>B*@-!_BL~8n$5|k_*_p)$t370$+aMp@xt&|W z973o^PfBWqR4%$#pYP3ltHLLHCTfyugI;it?ILVRh*02{pb1Jo%`KOHO;%TGS zDui?wK(A*Aj}(K`e9zaPeewVgMH#HLTNQbi5-#CN|{OVkG;=9M)GFzGWX45IJMeY0CFE3B16=*RKO^ zfevM%1v?jgDZ)W$!WViv6ZsbO_q@h*D+FV*4@2_=rE2<@;4oXn^)-?Ohnh?y#p#pe z6xTQu_{H~ia8>(oZ)lVs?Z#^zm1+96aXS(K3WPsbI_QzPgZy)wPD0%v4zdFq^wDHJ z6shkp$d_7nl3AGzYC|s5AdHQR$NWRGU7D#G%(+^;wOyNW{}zf*1g+Qm#-MnRy4)aG z^+}layNAXu^gO>4ZjJF-Nq2M5O;IHZJ>U|&f!3m1lhUDQFtM)yV?dn0v~8oau^rpt z$_8CGd>1I2FkGR|2(AM!+qyjPr^IH&(X_;=sWdKbZ&5wcAXi~Ixz%6&r1J}iWSwzk zT^u{j)@PoBZ<||k`wfCzcKcGNfm_&zdSvC`bo-$ZtPcu2Rk>4axuabCY{!M6+p-ig zVGgSO6v{LS!rIkb+$9E9r#aqlBD}GA>w6bx%eer!xoFk=RoT0n?TFh`#NCfRq01rtY-&gP1Bw_uYK&SbP5*Q3m>J341BgtCiq4(j|Qsl>hQ5$jjl;bt@wNHOjRu zA}I0ZR`R$N7|)cm1&6E#hcuLsG)!T|&(c_4{s_IJ)m=Tt4VRQFM^8N=rfJ^xb^PXQ z2M*k^r=(eSmlyqC%Zg9LiqAWb*81AzK4`vwXy{sg_~BSt@xPT~TK!&0 z`vf4aNgF7QnXzlvv?*MuaGHWb*hWwUz1^yraOL2w<#eMDFypG@RdQR+o7~y!e$XT)2P$F<^iJ0|yQ)m`=UA_3I17h{4XiyZ7(l!;2qJ zzC3pA=F_WR4?cq=eCgt+vq!(a{rmRJ>8D>$9wQ9w1t{Qv1QuxEfd~fZLUk@IxIlx` zIr!jq5xRh0f&wC=9s&;3a1VYUhA84Z^Jt@tH2)_`1C4C^Kr@g>yLcpxLg0Wy&W$+c zSfh>PfWweL1W98IGtwYrhB+)LjRMgQ%8^v_dLrU&a(n%)mA{0wfb}180HsO?$ zD?Rx{6i7!M<?X}ouYpp%!YK>yhE(@#DwdIXe=G}hSTjsOSDkTyXUWXwQE zCQRj$6QyL)lTdaEQkA!0iDgAAbu^PQGw2^5Z)Y7N=796@B_^uZ1cez*rWaiM{Q*6YFu(afFMD01~?$yfzO^Rc)95g zF7CA2Ca(BB_;?GT;gClz`Q(%zcwu@5eE9CW^VCP;JTIQeOuhVkBaprxF|$y>th4?j zK|~5eP{KwgN%2HIxdgFBQi3EBN&gm~q~(?xXZ-Q;G>NP{PirD&=E*8Yk20LDSTg4& zGRv%|BY>G=mRC84uk&C$yXDAkKO?GW(d<7$Xj_*ko&Ee$Ytoq1R_7m?*8F$+h-RMg z%x}U*8b6$BY_91-t6GHy2BLusZiqu8piv0W7?6OT8QZRUb(~)X%Q=5j*5xWk!U2u2 zga$&~;#O#_#(fKgFpQxLXBe#$lE(q7(A?%i^f`EuNE;kc#x+*d4}Ao&BM+O`z_cN- zB@PTo8#x%lkTj4gSqUXQ;nERb(xsD0q+%5d-YtTHyfS|57dlZMD`o)^>ACTZA@PMP z5>*$e#B6?g;)+^sCO+}qssDWE``K>bG6mOG|Z)U#IOln z3P^=4T%ije=gVRm^O(hSK`+(gfHvrGho1YKG~>lZWk3TP`sfEXU}BLZ&S+pwbfQ9_ zsF7XFE@1;PhLyeuMlEH`OCRyw7lUUKSFjN%X3XbMX2FW8h>VSI3}`@w_Okh@WqV8O zqaXkHzVjUleY$xHA`j^(Nn)aY7S$gmH_E?5Y({RM;p8e+Q#J*fbd;+Rsc&ZGs=68H zII#?Y1OzaE10XvNQyBd0=Reyh(7L9Kpm(_= zo_IF2z9=+j23^bc()UpGNt9@YWM9%O3dxLGjiZq5-$%Ws(y)<~Yz<_fD9Mn9GI&xn zpEXU~enU6AJpnn&*;`GcQ!Zqv%cwB4A#APlQ=n=~sI$$jZg;yLq>iUU&-7tahs#uS zn8+j0@CHBd)smu|D67!bM(v=qi;Q@cAjaT{M6guVip-a@X#x~;8kv4vX`yZFU0E?jyX-~fEs zhqyR)>ccd`jee-DnjCYdP=pv=CsOfA93#?o3(~NLVaZ_~<5+luB9bPn6(?&g*_MuX zrlC;TC+!`@D5|oPh|D*7BUw|+6qQ%KDrPEr!k&I9+!GPuz zg9lB?2g?mK5!SG8DBKzcHjp){F<@vdSSkUk%B3%rC3BoJEW@D~#^&jt5WoEK}R||0xx&o%lYK| z?*FpyjAuQgH(d5m*n8tUmF&|uzpM7|x@+wa!2xL;GCc6qVD_XY6=fGb+i*#XW>j$q zPHpVgK`!KtZx*lI#z|f-lNYt)K>ax5PEGmFdp>f?+)y)Du5xr-Pu*(S2lRgW3j+NImG1;@}xpa|{>3L9hcJ#(sPm;Kyk6X zxm0woYZ<%Qx6hcP$wkjVv$xyX7WcVp)b8l_l!H0*o4xbB@4jJGW-Scqgg3mC3=a)U z8;I%Cb}$GbKvU6iQ?Z3hpI1Z6^kSG7Oqv&R2l#*x2rU@*9SDE`FF<EI~2?oepb6AJf zqKEE?hm6CAerS&LSdZd?j_F}64nQBJcZeE@BV=R@(12^#01{~O5U^JyMM8T^20I#~ z3|exDQ1TLMbY&*N6Q9T?SJZo>C^A-&6WWD}Dq{(&C}yO95?1$$SQl-<261hjKoNcL=y>sW`*cClnll;k${DABaK>EjjIuO3RD|% zFb9VKTA?9^4wrb|2usSbX{*JCG$dp8SRiiLQ|oAl@92*4c!zyRO#fvWmvT8BXGtB# zvH%Wn3+PZ>{@9o3a3j(XkoBSuMln1;5qk?sMGaYdT(S}|B9YW(gGm>0oZ8^@HZpoOLaMy-H}rY zNQY{Ay=HQp^iHJB7n7vjn`Ct^Rz$PiOm<{<7%odR@5ivS( znK!XUWnyhA!z3IzpvrRYp5`JfMz0GCg?r4JZ-%+v5cK!#8V)8G$7TBM0r8&Ke3vb3bRRgPTB9slZCOzT*s$aZxnqIDrWYClDOljp(v>WD~k=IXI}?Dm%3+~x)?OtsV54m5H*yPVTHd* zXr>CI|HD41y0J`|qdHoRvf2e?pg{S@2ZhiI-hiv8#BiUrqnU-Ing&9D69Kb@kIgzB zPU>REimX(stXg`rK#OWo`W+Uc9h)!=+z_T>imlViwBR70J^>7|l55_!nLshF`WZ0? ziLT!TBTVP6A!%1gH>k?9uVvPfELobYu&AK96aW7DuL2vlkouAnVF{J`K9{N+i>0Y0 zDhQr>n-HrThwx{P(J7N;cZXD}?1QmGc?gkEG#p!_(8vc)*>`CWva(7BD~o82aBKd+ z4~9p%8OD`ePzJsFjmj~OE>^6=`m8#&vpl<&J{z>On`$;|9Svf%n}7_+fR5VX0x)0z z=P;&BTc%E{iDj}P`;ZRIaCH`ewYfKuytB0kIb;&)UALe{?^Shw8c-5Jw(nJvCdo!A zS)pwN5tg8+FtbK-+rI953!YG^9eNk-GYEU&KFAn9kEgB3`XPkiIYyn;DVPd&Ch_6e597 z>dG;<0KQ|wJn(v;feOA=VYU=%zDkn5Fw30%iFs&{)gaP9{hmy5X~TLyqUcwxx0p%J7Q+z*-{x_ykK;0Ua#=DI-3 zy14|qDXfRH>%y2!E>RE#H>@5-E5kD!!<`JR%>)i)>a?v>BPkIPx`1oQ3lUk;M$e1H zNW5!AA%j|!5i9YvU~8x-^QiMmsQ={*RuVAo7Gg0 z^=rTV`>6oji~?*K+-$KLYsca&oDBq0pTWSKJ4-*T{_E4--vtlDwq`ZLBDq(0O>t4IS7C zG6K|53sEp0$Wp_jya0Pm9S2|lA065KqKP806!e*Ozd#Bo4Vfx^L??q36G4I-0}?pl zUYTjyXA7sVc+(!~k^4FdqG@$0BZPG83SA5{YxTuK{R+I@+rHh~@w;|=X4HtJu!PGq z2?n{?>@{5T)V6sW5T(t7Fu31rz*6mRbgb3dy|IwilzD6`U>)9+%LjcdtAT7%7i2(u zH@b2#&+fMbbKqm3z<9D$3C)oK2jCC>KzSS8(0MIG?vW4hn0bF~o`QYg7*Y#_jUYoi z9tvOp-w@fU+%F>G6aT)D3%7<1z+-i@+}WP}5aIR|^8&_BHk*-LZVYHxE{Mw|@ zWZ+iQ;&uxJ8x>u=bh<6KzrEu;{>*;szr=k=qf#`tXi*5f+_=)*CrTQ%vK!Rh&HOV_ z+dbuy+bVdB&f^`=;T_)P{e{UH!SamOggnSbYKB(O2VB5GjXVIz00TC)0JY!`cR+cK zJ*@v7LjgYE1b&BCI*$nc=j;*DhK(TuO&$i|3O>R_AniopV0FF#4A}$?67k{(UMEfpqFJH!B+RcpX8ww=VI`?AY2z>>>NnBbO(yFT(c`wh<9gte z!yV*IeZR+@QU8dv+?Lig+5D5bQL#pOz%)wb%wFX<8jYm!-CMck)Sh^LT-K!=QNb(eqG>x4(Rw!(Sp9%>>u^5~ZEfuN~Xv8?bWw zlDFMnOLyxgfAYO87rKsberCUeKqzc+e%_4LNG><2;@rg!xQiRd+1>0uKb#EI)#|L} zqfzbD?&X1Z-U=j*^W5It4%THTvi;Y1ArOEANFA5c?sq+M@XnoNnOpR(c^;?G_nz-& zKOUQ$ApbdwIRHQKPXv(>kqg+s5BiV`>(qNYokWl+B`;BPRnjC{MrA!X%qGdc6e_nS z5x&i*ZHv0_LESK~@R?l<>#l(EmT&9v>yr_MNJDczY$t`3vGbQf^KoMkRaZPIWK?>i4I*x0&E3&_fpFb=imzsBbr&#weTcmZ@TH| zWfYrO@ux28IUctre&UQDnvb7sl7C+S;Yy&ZSFZ#XM3_+FLWT+j?SZ&w&>%+@Ek44S z@&Az^K^ie)0tqtGNRlHxJ}PO_107oQ zXwstb2q5~Y^k*p4Y17=TUNaN@(S9Y>!0IICT^oCD*x z4;n7#w?^HXmHn47W!=4h2d~W7cwxKDo43B}*Dqo1-Tz`mYSeuC^I6TRo?ridSO4)z z{r``?PCBsEx0DO&O>m2`7|L51J;jD8q{$f#{@1FhPl@NKWc$rIuns zQKp(^nh2+iM1*lfjgX?TMjLHxs;Q@*x~fMX)#@rpD9Vs3tgzx3%MY}oQX>sAp47pu zw&Vf=1Oe=F;DE%$5Cg9Q?g)%FFT6Vxuv=0T8WOC=A7#!JN$$hFFf$ZGbn(R)dGhH-Z@;CHj5KtF3XUJottzV^yUL1>sKWBY-8jTLD~`0% z$l}Q-qI^rPxg;3i04*0lK(R6-SOCmg_++?Dh9ADuVTfOI6SO$f!8l`$H;z-Zb5K)l zVv$ECxnz?wlNho>4OnGSmya_>zgGIu=NIgp8^zLFFwIoFPJbqEyk91Dj+I8&Lwdbk zEr=RR599+W>r;#Z*(trwG$ECt|U9ZX@qyLOF<}LDF&82Gc zNw%bniwh85u*-mfAyab!fBZQaO~(poJ@(2{mOU~zImSKrjPLo_&f0$mK6v3>qx~@l z3~1wJMWwkW=IorqhGy*W>rZE%GX)yx_J-Eam0OZd+LflAZgp$tVD+!+QLesv6oJgo zPa#h(0sB`7(=K~hwD)Jo!eie~mfPq?I0AY^Mj2tr-1f#dzx{0wVHq4ypcRxEAYh!XXjqUGgH!RMHZMCUrqyK6ndUjh#KP^$cDH?CN{BkV!+H~9N>WDEl(O(#Q!4mu6Up4;Uap|xK(zZ zW~p6VFMHbC-udujw4;F!KI5~G*0zSe05NTS>>JP+5ps)QDJUWI>y;S6%X6>KsH;}Yx=7A7ZBrg+7SouH7Z7dM&Xh`BRIG@aSI zkS)`i*Tkl4Tp+~99KZoDSX36pdBrf!0vEZMMnAA&saaHNYGpj*8MoIQc6Q=u=1E%9 z+Q%w6<|;esvl<>dfi_|_#1Vk(#2^v5P=*?^Af|Z8|Nq<;Nk>iuBH4P;CG8dzW5HpQ zFL4S;JNd~7iqfPf{RtY%fQD0YP?hImWmiV{Bsq{JElQG#ELVsxeenw}p$oy41V*MV z;YDHDWXv&<3hNSwwL~WbdB24;)D@y%x{LKcLS1t=^j zr%^ErlVWR2x8$-e0Xv;$Ue!>VDln*ZEBMbVm1g{sD+I#ney*SgnrqB1En z08)TetYH-fJ8{v9ee6T6Va(b4-kQBqZBJ=)WuwhNwTr#hhkc{S+VgIPAhgNHj)F}n zVGCOjSInh%HD;ue7wa zuGNZcwL(G?>NK}1+-bf>cuTkpL3Bcu%?*vax*cLSh(7c&o|fxW&qOmF(?xQUrApNx zH`&RtYpP<92aWHJldR&^MRafht6T6>z3q`_d*2IR=P2zw)*%qB287=*PVYbj7D!$J zoX12KRv`0pMA-flSq4Mc&wqxjBHiGU3IA8PqHn-(hBwO5J$Upbs%6S(J=!-Ai`dfM zBBe@AeBvL)lq)U9t!=0BS}2e~2d9owT(qFe0RT701rP(EUzjo8cU*_OUOqS9=;E?QDuX=UI^U19ZOiElHTz#LyGr!yEQ6I7QcuqkM4m z8z3F&P5!OYmxj1el0*hHbYat+zKR;w#p2r53oWyh15e2Sg;V453O2s6tH&g**GE_^(vFIGdoY+3SL!oV&= zJ<~SzvN|UZndhxBJrHSbbDO8*963LI>}7A6)FTEsLN|Kun+>1p&4TIs@I`;1K6O!5 zz1vtv53JC}#r=d`pktReLiYC`!J<8}3S~QkUC}Fh%bo7uk8CJHG3b6j@ZX2!Ih8gkEDkU~@g#lfVt+z{9A$Wb-QBBRcP324#Q`Y;%Q~*@s`~4_2@bshb6S zIzI3@Gv$jjozaiL60E(-zJZ`VfwI1|Te}_{2vhI`i-l!$Rc42#k#5Sp^YnHWFk8{E|9?fQEk9hpCGXNW2dj zoIx|Ar|E06{Ft*mg8x3pG6hlqFhHuGA?!iO`kIPREG1+@@Do2bxVx~ZFqbeq_VX4; znj1&c!Yxb@G=PaN{6bM0!()tt5#qlygdEA^I5Kdbd0?{B#h%}14b-C62wGF?1yQv#HgD(uhYbCt3mY18vJ4> zTnR-UTt!o?KI?vIqo&#aNs>@e2h_QW0A;l8e-&fkP>`LAXcz#g81kH|Rny zEJma_#v};}F^mHj%7T_sgZ_I-7Lo%M13(soMvwbAHOM>?LNy&YIWAbWRHaJOr7K$7K#I!tjQ6|0s^#`v(QNy+m{%!F}e_dp@bL* z^oJhvu}$zpsbmb<9LJ_CM|99l-GoZo^i5p549X~!7sx$LF@_VAx>q=>egFnp!ADjh z%lVQ{^YF*11IU29g;2Ch6l5p>5h(frq&!PId|ODm%MeW1OD60~i8O`vbWd8W$eF;% zmuL}_;{QmGVob&qI0$;o#gokcJjrCVxHPa#swhwc%}mY2t!$*5I(9YCxO(?|6sdPBn3}ski%lq@XRyC+Os7*!isRnP|!E_3_thO z()A3?@_Qh_xk!(aLQ&$#j)cGb)WS&$oc;vRHoZSJpuEad(5b-8j7!j$Gz(`OAtXS8 z2OZ6v+{rlf$&(ubx=^_WFc~~VgaSYq>4&QAm$$a zy96qYyDc@=W9>^%Fjn~VQu#Czj~ckc#2|os)-y#@NMoEejX23nNjDWkIE8`%J*C#V zQ_PI51|^|B1-a2w13A!15fW6N9D-GY0UVQ^M=bywI7$}f)W!g^CF%@p_=bV~223?r z-7HvamzVL{ymp*n(@2QDq=iV_+3lVTDuOhiP~P0C5DT=_~!1uj=qeS#2{e z{1U4F6MW zz1CA|3V0a{#Pimv4MUA%!-O$!? zP1wXP+jQ8$7}3}X*n`E}6IED-o!hphm1s&>!L2JEcjEQ&$Ns&9p@|8w*Me)snU~ z8QByjT5B@EjY@HJqJSmX@D<-`;v z`4WFXgeH?z^!3!tZ~+(Kl1(V$#{ggQb>b&B-}IH@A9~cuxIMV?1-k^0R`7>?FkFL7 zGw(@|SJhvztfNB;;LWwm&fV2s1se@<$nWdRNU~X>jo>?$NKK%{Eo?NWpoygzObtF9 z4(?zNUbrq)ykiXB5@zK8>`c(if)z#!7v@@bRWase!%5Cec!h#}LI1UrTeT}uIVyH8 z7}!@ITVmRj+t)y1C{ki%kWDf8*Vbs_C$?pR1qW=v2ELu*UOt&r#)~VCCtpaPUx9`$ zcFy_`WAmY-RW+nE-rNL+*_d@>`bn17RbYvH1d6x>2Yz5YzGK+k!cOwzMx$LR6lB9G z%%w17NJC_lY~*-uWR0UdFoA!dwL-h@|<S!D+gz*<|tN2)+c4cm$z7>e{yL+x7%Z z(1fJkZA@6Haeiv2c-jn3XOm34!i)oU)(Q{K)~|MMs@1qGU_;otXUzO(vrbTZPFEQw zTep5|1U$7N5bqGcMlJd1M3p)14Kl#)+thn#D2nJk&*#V8ai0y9tHw)!1~RLJaHsNed4OhC`_mY(3GrkCQ_08b3A`X(?FvtQtB`nb`3;0FeGKKDr*SLrX9Hd3_d1o6~q zDuvPwhu;nd&x}ZxJQHzbW!;vTZEs%jOi#j)2>%I9==9%axMA!hg&Rp5_g0{Y7b8jT zt6mqz?C~Fm^)R$#9F8q8FmilG>m=9p%w%Eh?&MDv?;)^~w)Jb0@eSBn9T-sP^o4=J zhHo(+^WQ0RY*_PZxAtq-?>2|?ZEvp0;Hs{&I`?9$z)Emb-G@{dkRyb*=t~Gb8uV2i z#bLd0(RE0pj#;C&W@gC{j>y?MChDI}!i{KPOvi0bH~51`c#v>$7>{w0BMH+7|}%>rA$^%l-`HYEA#&P)m&Ax{o((eXUf2`;W$0PoGNK~e7y zZCEgmZ)Aw}UBiQK!1kZV_HWQ=ZYTOX`TyvyG6r98qu?vI_2JlQKzGFwgmuRs3GqRg zPN=mr#hOj@U#)i(U(!hD_kRC+P2Y&l>Sj$(__a@XPX`H52kuT{iYSbDs-5^asCbKC zZg<}5jgNKWjV)UL_>ga5B=6^P&GicvZxFynyg*dtTBZ&)F6=t*oonT1m+wKba@Fg3 zp!fVW7yAA#`q4+d%#c{62cIlfm9FFm#Z7kxp)-PDyA5CIV6C@E4;xK4ut;}=u|KFz zAozm+>74zL;Ey}DM}FjYdxi%_84szZp!*u1+Ka@Biqm_^nLodeb$2C$eDQdYCw#%oELNZFZPGYfIRT|&j$!_0tXTl z_zfE#3=0-AZ0PVI#E23nQmkn4BF2mwH*)Og@gvBPB13L+;c>v0T)$Sb{AH=rD43&C z_2Y+&RHvLeJCSnb^C!@tu1FE}M6{DpQ%X&Ba^&-@xg6cMqSyf(832Z1^x@#C-h3fm8P} zk?82H zW5^ILAOsvZ@UVeIF=9qC5C4gbVF7>snp3Zye7W`P+A+FNE@l%lWShL3C}@@5xQauDV`wZ zNm!&TMT#I>Z57s7VrAu_Q(krDh*Tk}=*c5`IC2(TG0He2CXqz)Mj3V8b=Mns>E#z1 zaO?rtV1#j&7$0$@AsLfQQnuKUQA#K!5vXR}w?D_;ZJzfj0D=poLP@-FM-Mr(Ag-J!dFL>$L|T zrST!85Tu!Ex+$lf^8bfjMRqnczyJca^ouJ8BBm5Yx&LL;)tre))f&F=Uk96S~|?UaHkNmrBEc9BLLP*V9VxPHtr?i_}V z3mO?-lGdeaVUqdoYh0e01#G&})+TU6fH3C)2v{WQLJ&OaDM$T95WyXP5^UeV3)hEe zqKh(GU7ik8Bx$7?6C@u74S0+k0{&V&GRY;IY@G||b!5N*z?|yRPMw4TO+VALx)X%4 z{$z@URi$Vvg_n?cB8r}1vMX3a|N7!3X@#hkRhSgpw6aylXk!`JI{PeN(RR_Tk>C#2 z7`ECn$!)l4NB>FgxZ;XSZfIR>>1CH&!h3gX^4dmkZge-%=5KJyNvB81G5m)Qm!z$^rMq~Ox#gLqxwhqQ_yRXvaSI{mQN>cXfQCsY0s;ge zs167bh*8dRm)p z)}%iz@Q;Hb31I3Vw*Wr@3WOI?Tn8stIm=-#P=buy1g{}U3RX~(k^~3n6j6;k$iNx? zpg`#iDauij5+aYxhyx4&1OlDFzJw~h3k48^m?9#M zB`s2U#1Xr)#O0x=c{IAj9-Pv|8BwvCk(eSCYZQsnd}cjsUDUZ&wz{>vx*-D?MxzGWphh)yO;cX$ zh$hz9>t4OdR|xjizvqaoIf+#u0jD$Cg}5|R4waY-B5E?hjx4g3eXwLNn-B&tprroj zM=1;t$^mn@!v=orMi7A7Tafq`q;Sv+SI7@+VB&>Blc7;+NR%1Rc!xQ$1;%wQ?E zEyYdZ@`fa2Y4%t~j~IlpjOASEGFiHhI0P26cwKRdwVc`=BX}Q!Hb1B}jsNOXV|m}H zn>U_@HeYJjd*Lfzyyg)JfAc3FVZbkj7|uEc)|?;-$>Ee~YO$MWYzOb$V9r6f&>od= z$2_J02B5+pZ7_g`BQ5DdF?b>(b_6a;jFXqV5ES0v$17rJ31q@px4ETp@4(_)VPPn^ z$t^NljtOM1I914dAl_Mq3zs7!Imuw5Zj)`4b)WrOB+xmUh-%&WcFbl)KuVP6{F@B;Q- zxIlx7aRMIjf79bVEn=_Y2u2`2J*Rwwb z+xTD#^sTQy_eY#V*mhWHL`)z)uO1tz$faPio$`5NgtRac?a>peckxDA04-X`}{w?Zyx$p)dYoeIY^jHDPJ!PkymmMEuVJ#9ebBk^sqD zLXB1xE)cyE%lPk;ghZgi%7uHhv>jcH`cSBfu;~ z$UG%i&S6w800{-bD~x5*XaXq2(kn=li#P?Vg$Qpc&r+p@9(16~DO0f>6YC9ICnltj zSrsQL(L)|v?15lK7G`0V0Y>T`&~ao(E?az5j)1Z@OqhaG?Zoj*1Q^ivlX5g5gqPgaC}?S-iw0 zRKhf@SR<53^7QD_{OA+$*dv%Hk6ZFu7l5gN)`bn;VDpXXEtaXhh~}F%=$g70*SRKb1R+1U8HG}Sh2H6+f`p(R5K>MQ z2sPywrd_lqDnv9Va1v^vR;6Xl2e+1Mq~R$;H0mpGK@iYZC4AZ|7#CC!lZs$M%0Y#8 z2FsC|r(fP&5*ewjdDC8qAbYAD_Y6Ws4%@0O?81_PWX#Rnn3ZG0Pq1QNI(#v2qsiQO~k8HXlI8gSH1QM@oZ|Yndf<`Ua|eFsE#VZvgaTiEW>^+ z*d9V0j7DTY?A++;#8RwgiezP8EP!UL#%`=F+6$TrD-`tN)`@JpAgd1`!MQQ3Kb0L& zQb)_yA%Hc6hboqGG>}tfMB#R2Hj>QE;%ph}Y|mbzG>%Nnf`qqXE>sRG zG>{=PP;SnKwrbzzg)i0R+IYXu<(H1@X8@)1F+cAy4U@NRs6RUzT1H zJ!$Eop1|rwlD_AYaStE(E(TL%?NTHfSmwi;QQ8`>4BqD}CNF?y!SXV1wynV$kjwOy z84{3YvP!Ss8X@2MEl*PD3m_xKY^z87Y`p2IKP2U*B-r9URJJll_$nui@>?EU12aUi z6i+b~SMd~E?)+x4AvJNGEW~Lkga8DACTIf9OaoM*Tmj$f@R%OV1*|4o74ME9&poiq zMX&^KuzL#01^;I-AII?__yO4p@7ZpP8icS2w_+Zdu=}7eud1*Q%2lvNubS5I-qHs4 z=J42+-T0x$5>sI!z3hGzz~nIQ1EohNbLA=D$9h1q6}Pf0W3d*;vcCE7LlNnhhU)A_Gc)6HVfMuy^YOy^L6rJ| zx-`ikW2qq@GHa-dB8O=sJMs^jnO>3RZqP6#SF)QfK@&7V3uN-X@NjkjF>~0d=`>8@ z${n_ra(+B6S59lmtgJy)7;&e{Xv5Gx|!keIT?$hjmy(H2hAq zS(}bNbHo4$03K*T0DQnkD^W*x#Ydmqk(mgRBH1A%^GfG+?Y1<+mL4DQ_3SnaU;wsD zTk|!`wC`&3AJ_C_46oey=a&?+PVY2s^rs1%25F?#N}h92kIPUGb$=o?oVJUZ-R&gT z@DwmLZCJrm^UG}R2`v{4yrB+KGKUe1Xyb}+ZJR4q(+60KHE}<5M4vTsm(1fDfB^J> z3I7N{0BrQ|j9kgpwXw`v2afb1^z})%bnYVdV4HNaAZcKDckceNH!TKZGc0EOF-?;O zWJoq;f8BlRbiAy~#d7u?ZDwe*&1kc5$0jRkb9PcwvTO5XJ>wT6km!B{H=TWQLl_qO zVKowKb)iJ={5m*#40mxC_i-mTh^vl;L&RzIfV1NAbZ25zeYDDHVv`cKNn7wB?Cy8B zv|y}sv*_{e0yfX3_hPU2HY3I#JGLJHs5g^F8WeJUi|~D~iERidXRn3~I`V&4d6h5W zX>bYGS+Z&?^-`;*4>)xu%b6Gaww>MfNYwA?1egt2#BP(aKu3;Ouj8Dj2ZwjKSpR=` zi0}EPaB)TirHl?h2y|jczZ?l7q(UkYck@Mg3kG(>;|Xm7X0(bNATz zjYoQpPx@fYxc1PvW54HNRODs2`@3%jX5Ol&S7vK0xh%Sd48n%qxKC=M`nSCXXhfZ> z7krh^0Sk`{mTzD8ktVW2!4eFit@~nue|fI=q$bbFLKt*@YyyK*hp;!e5dYW0nt1a!C;FnlLAWc?V0=3`@raI3 zOS(TByN{PVVYvLJHNi|k9=trvi?z%EK|sF0lWWZ{ zzMgQrNZ|5dGjq=q8^A8}dHTp+Jd3$^Phh}!UUZWMPfL$jaALTp(`$y2H;HN7O=gox z*lm42RlRG3J?+;%fSXwmx+dP*k=m<dj<`9w3u<@M~U}Dj{Ig1pFw5bWJa@@GaCOmk@l zH=R+x`CNH49M63G#Fjmqc5U0Yap#r|#UT{mzkhe(4Mk0Ha4Wh%1}dQu9>UC4?zr3#1TmZ>Oryw2%r!@ z9y!FZ#tu0IGRY{bY>>=OLv6FwBh3#=yhEZq^U{m6qmlnea!;j|D41`k{USUu zEEn(_5kRE`B#Q71d9$ z2n!*IFI;?au^0#8gGSRT!%;^fdGzteAW<7~NYz*q&9yX^eA3usaZ@A8DSZLroaYI1#40U0lcqJ zL$mTJ0!96?0l`uwCD`Di04vo}P8n|4Q&10%SmKE(zUsca29tn`4_b8{?qW!jUEVBanlU$4S&MFNF3g>w z<CX*`CmiZcO6N8LT}#nN_Z;F-2X&}ZokY}gG>!j=hddaG+Id0}K`_uxU3X%M0CFdj z4DN()5=xj|V8FGmfUQvT>I|hJH~V9j_9+eVGtK$nYCX7G(n+>SvH8y5omtNJCCZ zuaJ#&BnuCz6B3Ti1p;7|_ktKJSpi8ilv!M7nivNpD$zB!lAQaTI2tr`0S;AkrENC1 zto`L|i(E9$M!NJxorw{3;`!D@##0_Tk*oh)9$DiW+sK5Hz%fr?;UT?5Se9qvWRjGG z)Fz_vuLPy-kuZs5H;YHAL@H8Kj0ER7(J8TS!eo+8u}NWq2&+Rt(N;xT*{?{MPxkfd zlxRqU6Q8(BCC%@Z^_xR%eA%2Vf~kMDyd^HbXfriThnGaF$S+4i9wvZ+X$_>vF+ntP?B)tD{#Qq(`wig^!Tx&s3@cPL`(AUgFGyF~})5W7v?VMK!8T zqnVR-5-%nVh=~9mP>ApuE;Ne6(d2^UKGf(lpQb!z7ycOsvGO4etPG7G2wG5@&EcT2 z6yR|9*HDLgB%=HiQ$@E$r}8K>m~Q_JChS6b%r;uVb{B+KN)Z6lr20o*ciBW!glA2O zHO~es1ZM}2>X*if>MTGFD#L~fvCNK^vnaETr1X8WUCKbqYZnm^}QEz@a`&rNuwZ8rJ?_KsYAf*iN zy+cV+BVsGts=B70rQ|1P@;Tfk_7k{Z1!x?~O02XZmp07x@Q2yTw9$2Bx*W-+mqcul z=};8A+2QM6GrENCYLp4!6>R?!tZ=(I)`hA5sZ@DM{3Y%oZLYNP@42n9^Ol~3{P>x z9QK18@SJBkfOxrT(7|)R1O*b?lCGm;n$hHHx)vuyujOH2jaBzo8;3LrIk1|Z?E7Q? zU=}D|7V?CUcT;Y5Gs#@G33@|x7GF@A)l=TZtA&AOQ_q^#OD(ld3?Mi%BS}Y)TjeUh z>KQhZufo8MGls$XM6^y(t$KF0v-#XyK!3?Rb2V`Qjb=2B5OC24@gnJpK=bxWYZow>2kbfxpcFQ+E4-s&m$lga6fT^TeI#bP^4ZXiHgowJ zKoTeVf7ix#lsM9Dg@mEe1|JufK&n^i%aMww{#$>B%Zi3L$YC~k#tq?_bkNu^x8-_%Idhw!g8&K|Jv%#(FRKM;j)Xzy2H`wMUq`zb z1HFMlAG%1%Av9*u_qE;j0Z1Q7D*R z0`LU13d_O2{&>mZtoO$877iq@aI^f0Y$+N(HhI2H>zHfF&?3Kc>kqobL9Ru5HGm0FF$j z;BNSEg2DSVv6th@S*_J?} ztov%PHpDLn_l*1=&(E4*bkf9Juw+g!&pG<<2pI_e=&yk6uL;8-(tIG9#!cw@&!fyO znUHA!rNI9RR1ZRKFDQbHCR)!bz7Ry}Z2|6$QReFdiJ}b4V(T=}_c)LZ>Cj+YK<)4% z0n4HUt15|p%b$oXNw7JErXj zk#HlL&`j!&Ae?Xs`AP^hiX>=9=x*Szz6&Ih2>{t>0F!_VaK{TL&?^>jUi9!QnkR3j zPLRN97wgcQZm~k(Fb=(L4u^3WBjpZ_&-E-WETGB{Qsxi!?(W_U&Iqv(T~KmIQs9+t6>Kqze--uOT=w9{X?e=5Gy_Fgr#uAJ^c;@-N)lC=A9;#zG1U zLn8kP2yh5Mpu8$%4BJp&z^vj#FmGrtr${XthcWjq5E*+<8JV#oMZ_8P!VO_U0bXmt zcty?pDYq&t`u>R}<6sesjSQM43xs3)#_=Z0k^HKoIwEh{pu-|8@o8*M9_0~fJn<9p zF&{rsJjSDq^s2`E$`r}%|6Z|;sDKHiKnhM^8a60GEHID6aHiJo3kOCRCq~q&B83|1 z4C^q3!qOr^&~>^cxHvC}Wo4iUH$5%Quqi9!JmKmb-CGT6sg+$Z`7lO<115f`x=g(EncMXVw- z{3w$L4Pp+!;Lm)LDS=Wb*3%{3a}gKwtAK+hp#U=L^AYb8#1bOJB+vi-#?5H} zR6XcqK#ve<%)>wtv`oW*2^KV&gy04wlnRz$K_!$z<Nbt=Ah-ORA{h+t(d?)vJDaUELL4iS}R+HTguT*zOfyfoo~m zlS$+AUx5P&ilaUm56>pEqUON-2J~CHv?ERvVykc>CU#;g_F~&;P2==IS<^K;R-`;u z3u#j!*=}X)LT2HOTCpdbkjIZ=0^d;7ZqdnGsp&X#)?CGAc-+fJwJs0THE1JsXp44o z_a!3@8SmvfZw>ad{~i_z9q9jSKVo$UR7}hESKqWL zWlU{faaoDgV&k-9V>2sFfIjGUCIlCz_VlqTBvY{hTGghp2-Q&6vUm?w3=)?>$W>=| zR&jOIr*L5wy!U&-H+;qSd#TepDffIuWn_T@s^ow$yC4gkw!+{Sevbow<8yy_V|1~W z2OaP6wxu$+#Rq7BD4DWpAV^L?0(OaV70GsX%ajU;HA2%?SY_-glOTd6*mrYR3uhDQ z48(G^!qZ|;efv~;e}aS!sV4j;0=tQMFH1+sHEgn%Tz$4}(sg`sIEQBe7jVHw(f5Zx z1ch}%00LkRob;67*AP2*TJDup?Uz{`LJbI(tyGoI?&|+^%VY_303Exwb-^}3KjKRv zmI zhRxMOxA%r_Sce(;dwJN0fjE*IM0vG>h>iG^kN}DAHD85eeic&@pLn5;L(g{RU_T6t z*FcL07);aXiy;UkyhChBVj|4=jFmE2+n9|VlnN^CjgvKwWl;*=<%AjcC|YzZP53MH zSSI|qL8fkSletlFHYpJIv9$LoWVV@guX`K0ksrBIB{`h^Lqi9kFqC$Fq4bF7R}IiP zi;M&Wv z0=D25P+Esw;TC!roLM@s?}A(FVtZiFUul{-@He_R0)7?BA$S^|Plv7IIU*vDKkXT? zZ0xAzaTWV7sfA#vncDso6j^1=V%ykFF&O`j;}~t{n4zg@L?7C&7hsvmkhbdcPFSbVqV$euwT57QfejD32o&(XK zC7!Vh3S~8RH5Md(!Zp0i&78vl z`@_{7D=4{=Kfnq)`MOUm#aEm;ex{URe2hAZ#>v~p2a>NiF~J;W>ItntRnnp|9id%<^>T;m$Ry?nhQe9Q3q70kTV zGyD~td(CCtc=v*c;oLXKpq=O3A++1hp@Zg>BhU5xb(Ww7Ji9Ze(#AxuGn0BX(|gBz zJPgv8X|yy=3wT!;Ibf8xQ#eJLV( z!nc6cUH#r&0oFTw*7+UO^rHWqgTOa}UmA?kUEkBZ-<_T(#M&svGX$W(3If0i3f^X* z1L1xB*R!PIw$~0dloNKHFuHSaTq%Uy-#Z)Iw)7 z$zy`a{RHMW)GMKJdH4hdsytNI9eYQ;XA?PlLL}V>m3b7r=Y9U?fqp1f{lZzH^F9Cb zK_B$#YUP!9F4E4^4wyq$Iwxr8=;v0B+-ZciBFv zAr0E+kK>L1_>JHGJ|5&7y`XO(2ku_)^_~f=+O=u(TM^_qU0w`eU?(_woNHdmGhZhJ zADU`mDi)=;C8Y9)`^)@0hxT;*anYlpk@OzyCk~6#ya?9t;Z#8a#+F zp~8g>8#;UlF`~qY6f0W1h%uwajT}2VMCOs<0Rd7%2>6f%3KS$PTe^gjC8f)jKA@<% zi8Ck8H9ULz{0TIu(4juV7(Hrqi4Px3rZ{DygT{@eRF~eEx?~9xCQiG0^}03d)v;vD z-q=cI3YE1;*Si0G3pZ{UDq)0N6@oYKjl4pbBuQd7M-IMQxArY;xUUc?QcN5;u)u{F zF`JNWnk*4>NQ*8uZKkOCGcp&SOFNug%bUN|tnb`0UC@Q>$&)wPMuyw=W!kbyPsSY@ zws4NWkxh=Upg@6%%Om!tUHdlf+_s^M={?-^ge|XFdH)VRym;`hQfVQWJ-zz%?AyD4 z4}ZZX7}*DekYHct%$G3ryYzts6kw=9RDlK_2ozEZE~pe!TyeET3s+G!RaH!B_25?; zhGmsmX7#0(T6DD)SBWOtwHIG@<+ascC=Ny#Vui(+L}Ol12HbTPQ5N4pAjKD4NI~`} z(Q=Zd#v1=?wcJ4;av9A=n{Lxtw%cUbF;tszIuc3bZ$&dtuzyW0_wylfe1cY;DVBd(O^?g zLDhnVRo#`H{-IQta7OX^)RraN^>lGKIatHMWLzz;dIjxmfYP;Tc z-O0)BcXXnMZoKl&ORv1edh{4%0W5)Np#iD{#T1Dun#F*P?gS}}7OI{09gRXzxTp^Sxn#UZI?nW}2ZC9--0t$5{-VqdbhdTWd`;>Cm%Tr}&^Xk6Z# z-LN6K;PakGdh?F5%qj#eWztbu<#nmVV<9&XIB$B1=>7>Xi~ zb(n}IPrg-F^Q{ zV2nTh-hB6s{=--Wu2vE)WLlwx>vyd9rG`CT7Fv|=&w0u)4t5us`NeXbbJgcmv=!0y zqaO!Afa$oDJ@u&WBA2<7WbQz;cX(ri-l#@3q*Wbi_2^o=;u_o5B(9|~&30dU+V#|S zys7&9O`g~5Hz7_1P}l#_=_a~%L)>j(1fMTWC}q;jcyeqg?+~mIE5lfG;o8f#(j0D=8RZ0INZO1KZ{q2#zq1 zP}3QElD3Ibz-~3~sD?L0s3+HzaB3)w64q9TyWEkmTLlqQM4DsCO7ajkF--p+4L|8g z=$&noq%5T=LsCKYj3fk2KtlLt0)?zB!3ry|f(}~gk|j8dVF{X|FB#UL#eH!rgfpC3 zq=J_&T5*_6SOWgYLdG(hERBMxrV!M~#=lV0fN;#q59BC-1JuGFuh~ol*^^56oUO9Au zYxi3-MY63Np({fAX1Ev~p_p>Evxw=b$fQDp(26!L*DP%{3rPPnS)JCXd0`9}l6sKU z#MZVwTIXeB&}F0ml$BMRfbeGA*dNEa+!oKMeb%I&sD4N*m_Wp4EL?y!cnoZ zTV5`4_q*N=FAjr@jJqTXB}}`2OT^UZ%td-t+bLi5{20n1QBlPE|D8*gz*=P5XW;OrYg{am{SvGk}gE>>U!Zrg` zLdIFvoV7`|qPZHO3!UQ~TckNdYxI(AFli#Wj)ef#w4vE%Bpfxj)fox3sD(4+Q!_Nx z^zOI6(-T$oFt)vk6~F=%umD_t;K^BGVy`E=7L0LBnTm61n8n=X&f?{noAryD;c`u8 zSJT7h(%5(_L zMO_|>$H#k~%H zxJju{S&Gv%353(Z#mzDpxqHmmnpI;^2l#QfaIXK&rd=b8{DK3*PdjwhRtOB1wP7v+ z?LCUr(gIfekm2&2x5<%ADe{@5b8r44HO6$-h9@1a^RQ}Q8okyT67}Iwz3R=o`s;6x z`_t4sJyfoWdlTDQgPc8xfWxxeP09ph2OIDJ_K@8JNZ=&Q%)n*wJ2qXGguqWsji!CD ztC%1J>2v>$b#6@X6{2Bc@v+0}sl4hnf=Sm^!`yd3o$C|wPZa`}Hd{St0hs<*0GN9h z5qtQy1*Xsm38;Vz$bb#FfVMY)5jcS7g8RnsMP3^7StGG44lZ)?I;j zZQz!41&h}lfjAGB5i~vDj4Rn{N|+vum4UzqiU$FcT%ZL3@BrO- zd~CsB0fa#6_!pHkG4DevsbwpOk%BP@RPXqXJ}8f(1#N`KgVsbdc;R>Y*iDQvM|ai` zkLM4Or$-pUT&L(9TIG?rfltbENSg*9;zn0YsB{g{g$1#Z?$MDc^pR#VjAFQjdlCgt zXMmo7lF8@^%gB<4xoTvI5kUXM1rHEwAaF+u;dMg*0>}VFQm~V!LKjr9B2_6fEdqFN z(R?0aG31Ao(iel7!<6rMgHI`1Y_@|^VUMaA1JY(xIDiA-G!g0dGi3-LGv^!zsS)|7 zLYih9hSX@T0Rs`>By}lyw%C`Zq>GF68Fz`7!3dJSxHTg=fZHLMgUN=4d1Q!5o=65_ z?J*J(AOIks1w<$kBLM;ffDAAo04tzhl+$1=a+EBEgK)tFV0Ml^^^>5Pnryb3SBV$> zxnQu_eX<#kfMKBI7c;rJmBRNB<0N$2Mv4wGmIoOdzEzwiwkA7gT%gw)Fjj?^hbJ>St5vXCJQTS**w{zQek>yo+y8?^)mz@yFo$TbJ7O@?n zprdOjo~jn9nHo`YSQ9rGX*NEVG1J#n}`XEs(!btRLK_$Tbsa&0}?A3 z#F|v9r?Jk(sihH5UWipGnq4f5Xve~6u@iHIYC%HK z`vZwrn{A4lV#~U@=@`1@n-GC*qu3s63%Hw603$#dE~X^O#jR2^oTVqOYvs4w`KWzl zd5&8=Iob)90KL&Gz0)hb3TO$6>$A+Oz4daQ^#UwtmwiSnO?Cmb2SlYNa;v+#h(tAQ zn>(wtI=Z8)tAz))w&Jy`E36ZXn_N(hX4Lh!V!%erFgrbEDT2Jwt_3V8vkI|X$a8XRer^n|{< z8m{q946G2&X)Q!&Pknp57i>LnS;Ae@!60nL(<{Pbtj6ea!d)T;^ECuIWt9LMGfMly zFubcj)xMv*nr#}oH;k%@7j0jg13X-tZps&7D`&v!x~yx&?n!Bbdk|h3TeGVXB1T;8 z5iVk-z}d04e0zFRB9h5#N*TGv&1<-4tjf@f35$EmuZ$K)9(Qg6y!a8@8-_0yAm0UunCSyo(}Bt#SWr z8V8)R?|=w*upCw8E#mf}zf-)YH;mVTVo4{)eihHKJT=>a39GEit(?8|%+K2*$#;Sb zRK~AMdrjS^%g7wRv6*sAOT&JwrU)%7I1t2yoJLREW^alY7Cp#}+=3nUP8os8?15Xl^*ZyXETvEjTl0%D>%}$tZq8!2V=2JBW3m+$HS^Zby<^Y#e8!ki z3Huz>N&U_LY$qTgD7_4Ffg!e0i>j3a(b{BMHMr2kOt4OQ)iE&9LcEAV{H7=u1JSn8 z9Bo=Lu)j$q(gktC0L&3C*$^o`99bnBTV)-{=?@(Qtrc9e>tRVcJ+cx7WRm|OydTkZsgRz1Wvc93-tRz=8mLSfy^kpi@m4SUWLSjnxgCat%wc#%$Vx zyv$#_$glgR7X8{pi~~kIlggFE5%F4JDVKI#B;h*2*olQ3WNs(coOa76-HMBVWy+XM zJ&irt(@ou#J;Kn9-K5vXG`9ft>6+PB&Ds(%pGJe z+T7UeV4p?W7<{Yl(Y;NnihdtdL0482$@91F9cIU{< z&~b{9uF-x++xCr{?-SOKj=w_y0|WnHM`p(maee9FI?rxZ z5l*;hS^m3qn>W?&%--l=o$(XR=nrr0L_Xg$ zaNA>7I+Nz+50SC3Rgh;Q@E5VWy}OF8@wR&Mz+Q;XKPtH23a_aS>yc3lh(Kx!An&c7 z^x7rs{65)_;O_uW^+==H#uBOnZ~`?VM<5UYg-n$;&hUcn@yia|#hw=>zq!`V_HExe z%3k)(e&c^(=x+bC_zmQYe)8D9%(vZ-N$%4Yakj*jNzeZxoPtf@2h7(m#z-#vY2%LS z^FC^+p7f#S0<{2`P9Fr30QDR$^_E@rY(C=f5vn6G1S((>g7N`j`^RHn=y9LpeUHeA z%;<%@h;5Jihg{>ZpX1Mt`)sewdT;G~|FtS_1Q-DLfnO1Mws{@u9v&MT;QZ;yCF z>ZWdsug90$58$gV`B7l+O7&veU`O(nfLx?|;{D^VTB8?asXDH-Y5n)DhNsRxPmIVsrBwEzy(4W=3`D5Dj&K(#z zhZ?0?wdzk~$bMSo+STh zG_sT@Qw|jnKuQwaxpnX6-8;;&ka^XV0xvr-Ggu0jU_JO`Sq@4f!X}pIYm0z_Z-r$tMA6 zVr#*);&Sl6zU%q7fT#&$`1Uvt%77#;x$uJH}tV%M0{0#>Wh+A&Sk{-WK-cm!PY+vi0WpHfWK>d1HPuu{TKtStR$F!T zRam>aG1djhOw%VXUE~z`sniZ#J>S@Fq_E=(PV~f%;6`G^eq;^{Uaf7KJcTLk}$!U!Uy#3np+G zq;=raB5jFM!Y-|}uRaMrF^Eq?9pqGsD}JOA7ai7kV~#rx4W@zjp8@^sXRE4I7Ti!+XUZ@&9> zSVvZGl`EwN7ARb$07O7p$d!w1S=gADJT_;YnZ22EkZ=$Qx-T=zAv_0&KCdbl0G~;4 zz}6GW&D4a7dTOTLk=>tnK!pEct+D0$8te+iev7B9`gLpThW(ZaD+G;KzQ59s5BDX& z!j1m))Vs46ByS89XyEVzMqhq>^2-;^bQ;|bUW}_30GTEMR*+&k#v7+j1P_vo zoTC|L$cXaF;b3LYdJahX*FS|^sdLyF0uTg1G_atrTmh3*EpFn1+c9Wt`~sd{l%h1I zAfp-_9GhA)C@`)x%_Uh=U-HZsmOZKMg)@Yq>4K+~l-y-53+PD?4+J1`aY{0VpquvY zW(bU7paBeEzzBMffdeRjhEt?s6)lk0A`W% z9|5hS5dr>6b5Ih&M`HhQK>y+FT3^DB5hx%!Zq^^B*lNDvMDdcU@lAE+j^Hj1!u^UsY_jYvXuWS9Z*17%EriZC$C~;dxMm!itxq(PB4g;uB$}L;wOn!7*>PB$s($nM~?mGjp~qIclz&7O7_E3fQ^u z41hdeL8n7!5&{1U;v{P_nQ12(c`iBK#GEOKz_{`>pFRCDp(@FwONSay!0l_4?&M)U zb+pe_27!qFwA(9{$biBHv>ygNYFEAbqW7IfeIpA?x4d`&0ffM!zTzkcIH1P;;h>Ff zJn3>AH%F4Tprl_qX-IUIf)p4*n^b8jrfRaZn#!k5Zo{dZB1y0oZe?{xZRb0`noD`| zu#!2fWH8-_jHy7?vM=fp(@_7YQYB{{KmgWy zS0;IY0~*~(u@30hWYrOl$8p@1hND-#?)5t(#gdn@B>}=2rLd2&iD5>|)7iK!KaS zb3JlD?W0wi7VO@)0i{jqHSh~FTROU=2clD{4xiy7edJH9eVu1J(>eye{;+hX z>*u}>!3YA76r>-M*q{_3rdT_exvC-KIn`+cJSNb)oZZz%qgvd28)B!;{p2ab^2**2 z!yORO0|$&--UMDKn!;S~)5wsRv!?Z~JKE-r()t+V3x+u+3R+@7%nSU(Q@3{n=79SN>nGArU zz~P95gD&*`sqv0QCwN7ip7dw-yWmJy?w6u2bwG3BTubd3yJhcoF!^pCVbf z`6>jXH3UD0NYDq)__;2==ywFk!ZS?g01BJ(bZ$8KAMODo^dqP1XMg+M|NgMQU;c9n zQT^?IfBefH^!o?>xx7&d)eArY96%f?JHmo5pBMq(>oNmmJ{b|d;p;R$=mY;F_zW#` zKnz?Sw*ek}!;$EFFvB}M>@zw8V!Wd>xD<$i6nw5=+n>p!Jd?USlA<~wAU*!OLD0)T z9R!hgaHPhXKOhW3Ar!)MA*dldLL`j69b7{D!$BwPymqUGYA6K&OuYdVJs8MBEu^sw z?84E2zzBpgKcGMh^g=U?8IA;^`r0}E&ir}5H{a@w}A*Z@4q!YhnK0er$cn3`&UkI!R5O$?DF>_krt!gIm4 zPaH+2*hEdFL?@I)RaCt*92f|M12}jCS)4^$ti>lA!wPIgU4$&Z+c^KM3%OrRJ~N9$ zxtc>0ti#4bx)fZ&;drKmi=006!()>{gGd1s;DS=f7vA9@zgQG0q@CFDhf=5oddjq} z$h`)9sRfLzHAzR+SVefW0aWxnOC$?Z)I?IuM}6GKs@cV;g1a|>#abN5frLdk*aKYr z3@JJse{9Ip7=f;MzMKHOSmCAkp*3U7NL=fv5`;Pw6oF+NHjUE0xO%}~OA^JK#_<~t zWizPnDT<*O0eTsMEF6@q_(6a0hAI4-OWa0oM5MIHLPbIwvS6K&gAXpGHr#U!*4sj- zd`hT1y?MOBdtAa&bVwxQ16dSEg6ztGJjgwmKpvpA;av5&S+Bw9DS~fD~jrCZRl(Ovw@JOA$Z;BQS{z)J&o%fTWn6bg2{C zJB^x3$3{!anUG21*`Ud!%$^`2dx?VZM8M~{lOO^)_hdV$VT^;3&jqN3*+hgwbj_kD z&C@i^)Lc#d4A8GIn9+E(STWF+5WELSxZN~Hkjx(l|&{6pzq|8b|6l?4${Il+O2@&Sq23blOaJc_+-Iv_-LyLLtxcG|xrZnhaXN z+;fZ-y(FPn(Z!(81vt{ih!ofq(8rJrH|S3(1yCogQllVH(OAP8k)Z<^fDpL824y@5 z9aH?_zU@l^{29{^y-?x=tO?aM1d^-aAk#ET&c8%X=Y%b)n5mZpxt}-}^}9|xU=`m} zA#~!*gyKCt@lo*{&q3lw;SrQXYLo$iNc>a@h(uERtk3+kQkQ^IDeX@;=!3EJR8yS^ zEDa4Ur4cSQnJ~q^z#J|$RVM%8wL6?uIbxlwH75udQq{N*0MR69)xaF{8_aA}ej!i0@J_2h1c+=2Boz#VIaRL!)lfCfQ7u(- zZP!!<4T^-7cx{OXd(~Wf&|n?Y&Y4SG)iX5R)eH62gu}};Ra1YpJc3=g{E4^}D~g|J zr1g6&qjZ(-q_?Zvq-y;WM=^^_6;}ZPkxp$_bWPW;Tvyg?S5JM{*U*^S6o3aP##bHA z;gZ#S?Hn{MSYfr$G}YBz)zAYfSe#9xVYNJ=Rag`_fdQk5hlM?vdkP3J3PgPoMa@{g zX|#})5pJVeKj~PNK++^l43zB($%q45L<9e`JzKO*TeOwMI3U%N4O=HwS;+9Lfoa(Q zfLYy)RhrFL2nEsXV^f12j^S)mndN{KFu|bhR}dRok<3|xbIw0H50*fHii3fjNW}f< z7)AA}&9zdlO^I3v*TVo?xP2HmP+QbZU9^n@Ibhe)t%Lu?FQ^6hFz!a|CEjlFO+u?#i70g!;h1>xsfbuwxaKcHZkXWsY6{{_JzuqDUDqXF_VtQY&7xpT2?fnaz}j8j?cJH}RS6AVgH=;qb*l>q z;0nOo z1a9CTPEHX}0TW=h1+ZNF7^io53U95*i{)PRyxJ7rVwDhK5os12Me*5INXV@f{PAUNGGK3_Lz-4m|l6s}E90cDp}E30X943{{3TB-rYeqWpIvTz0G4IC7zU_N00o$-Wu6gs%+AXKO>2H=xd{R?m}b=_ zgKCE86rSB0i(iQffFWSB3jk;T4c2jn<3Ud4-F;&nmf2a}=L2YfF2&`c%hv`z0Y+#9 zBLHZF6RrkU0WE;9cTm4ZxJE3CB$OZkgH}F;iewEIDvW;WnUIW$rfAf)==Fta?|okx zSt!9ffu6nqRMy>+9_RlHFk-Qe;~AFK!o7fbKGxW9)tOFfx0+`PfB`Si0u{JfBj$jb z9)_jp2f)U%6EK0Kwc=@Y0j({cc1mchwq~iO>Z*=|t8Q$#)#{x)V|o<;3OIouwrAqZ z;jvcb0B+N>PU%!uX#qX~x3=9Ch-?%_swy%D;LVc1dOaTLaOjSO~X zt(I8}kS1+aPV3J$-qil1qgDx* zEk>2*0J ziApF0fG*w!HUWN~4KK3biKK5q3ZDDkSe9aHNw(|;k7lVha3LRZAx8tNX6_$%Qf-En z+NB8u5atTE@C%=EI2K^FM(LF9a9IxTq@5_4R?{9f3CrDt#_ER_hftSh9vcs`-s#42 zw70|VF^5iaI`85SAOj-Lb0Q}LD`4u-yvA+-p7M|`=?g~znhot4p5+Rt z01&6w%wAAGX6tpHU@b5L2(4*;Mpm%G9o<2c-d2lqq@vDE>_11@30MI<*K=4Wa6b3* zRd-DvmsKK}k7Gv{YXMGkH#8YKZeSxw%%L$EG*@j`H}B#3y*Yr zKluNtK#4zPT7MYon#L}pm?#sVfP1fz$RciV0(!5(cDcU_9)J3BUwWqB^FAkcz2C(q zZEeCtIUoAL6W`9t> z$5PPECz#M*n;mnX3~~$7cleEU4~2*Q)pzyQAM!GIeeB0d+3%03fQcI_PnSB0iCXuW zW%mpJ_(S*oV83uCrT}F?n!f<7F#G+`vM!~7!KB#R`>FykA%GAga1%jf1`iV4B+vyz z7YiQ$LX0SJBE^apFJjE7aU;i$9zTK%DRLyqk|s~0OsR6ggcW4Ez>Fz#Ce4^o$XEe_ zVI|L=K7RrYDs(8(o?pP#OBIUYEBL41O~?d3Z0L7j!h=r}3XIxtFy+dY zFJsQEIcdw6H9yycax>@7&8APIPOTcV3uLPyE2@NBJyl^-6^5)N@PrtG===L&2j@7Nd+a(imT9E#jD?j^=HmA#3~jcoGaSXraPy z1&UPxf($A+7IMmY(E}njr1+siLGEZ$1QzXwnusHU_ZU>;NtLCUXQDY+XEM6?-i$V; z8K<0crgR-;i!l}0PX`DPfC@+sM_iK)DrZ7o8+J*jN*~&ZUWX8U`JH1XN>-+#mtq>{ znlZKsql`gzdqd*NHKvsgLwWNV&DQTcu6bz7;bm%2Y>PWr+mba=% zk&;-Vc$H!~n5DM)+AOA<(ip9@@P+EEwb!b66j7;~O4L=aGO47JOBOdSp~_KkXnKtD zhwVn}x@%iQj5%fOn8^C%LM@2!yFe6CKokWc@e-UPw9_ISBb)^@+^}h_0mZGJmF4A| zlSwux>!5_Lo~QL`ZgQ~-r=Wurz<}FhEiX{=U?&SL^36hn6zSF({reCi4nW$P=4Zn-?dHyEM~+KB?RZxjxiDVugVR)v`nXVJ-B@Th5Ic zzhOVLug#HTuBJUVZrL42?9{pKmiEs>LEk_ zUHSD$TF}FqX>pfHxa7|W*`WJ z%X6so5I!;Rdl&QD`0@fnyPZ#Q8p2TZf(EY?UPfRe5E#wshr}oUN<@E1m?9GRM@7+` z5Qq`PxDyOcU1MBd zLwHBEh8@w7s$8XD23g2N!V;EHu!8?sX-oCQ20S2}q)f7UdrEghs4VyexVO0|*DT%4s812Tq; zAR+?HDMcW<37#UgqCdUlbBNcIKFt%9k603cMV%hqb zn3?&pY?C`1zYtN2utvnOj-{Et%r?>QkToJcwPXVC;8vjU$)mRtrA@Nf)u!2)8y$LVi!VhjR%$oQz4~@VD6&5FkQBtzn6r_xp zL?d=Sdy(ljiy<&DC2J)jO&3G?mag;xl>tlTDkGuAQ3lf;hA>s}h? z>zB>(1~RHqi~F8N0diJ=;Vfjm_2CS_&-Bs%iMQ-$08;hJKCr5w2aV7_!%tsL%&piQ z!rSrAPrU)Ntd84T6021*x&9ai8a15R&Ggw_OFc+Q5p8M_A|TKRzVZ~WP|H(it`_^^ z7ujZ3w)xo_c_0iU%wqQF;hrP{zTAZBG_BFH#`n`#GulEx$1Xif2E?$QcH~q&#X@6S z&{P~W5?tL)YGdwS;-)P9VqES;Pej}jL3c=yD@>ujD>rou*?>g{$(x~Sp8*CpzpK3h zD`Y$10{6k8`@KbJOB*9%s0CY>D_!GeCe#dr>bvw^VuNEGWrMuJz&kGJf@d6wIgUsK z7B_N;jNs%GNja7*6@j2S+-?xRuKPg$6uKu%(3w3_cF23Kqd(1Sj3kdOU-xaI9`bqlZp z*bK&K26h32tLTU%+@x3^X&$#8FNrV8nR!h+;Wt!vvj-gQg`Zw+d3;L(_<~XVVHO|!;!D4p!y_KsiZ}i8^c7b3DiQXQcki!j{J|0MOV)_M z?VXa{k@!M#HQ(--7~+gMpUq#=qB^I~tE8BbdT z$(a+siuAm5=cAt}%3prAo1gyw%oU)*w2A$B(dL5JFOk;tvl;Xq{4n2p2%Z(s@Sz8Z zk>2|u;5Gdl`(>LByjlWs4SLxg%s3j&?4DTlnD@yT<;>k?nAQ6XAW8XM`3au!LEs5S z1nM!M4>;hrp(_VK86rjJ&L7tNV0ql@5R{v>BffKB7rI0nAuE^`J-Ry<33WM4pd`5Mx@%! z+M`LL=H|`SZSUI&fIw%VoQ}7NaET(W~3@fBSl7`MXF;=-p|wx%;bfQ zzPMzJ%^F1r%*=HENX*b9y>;GdEaaa(9z^2gD$OKKHla;oC38Eow21(!~tr z_@GBxW@%dgM0Ji>O8#DOl4pGuOmTu|e$J+S;!EhD36HAVJKW^_EJcgCv~Y7$ROi|lBlmNA%*Jac$VmECc|C9E3wSMqn`M zQzXWdLQ%bN=#gS6odl_B66tXoX_lTwl6nX-WS^eM=!-6ZhPFmv5JY065WI}jyoDr~ z(y5tjX_p#j3w&vvW`>xy29{_`n(7I}DCq*Yk9FeA1$ic)GAfJQDW1Njo~mf0R)(LF zsiB7d$pF1*%{j(H{N?m4rEOp*rIKoTJSwENrleM7sS1Xe8pfEKsix|Q`#h9kTxsxV z=fm|KtMY1j1ZfJOYO1zC3QTIR5=D}_50ny3n+mFuUTL6?Uyq^$gUYF~S}SG*sR#rs zYqr3!7VEVF#h5S!MC4HhIqQa%E1Loan##?Cij{nVYrGCcwsvd1+UvdI>%EG=5SYMn z%Bx8%MzcYR;tXno>Xhj)=&dGdU~Wt4AnLzDYznS`2;^(UT5JpKYrjTploe5kjOE6H z>@`(D3S4Z-+AFcHYREEToIb3|vTCYTfCrfD%z6O7`m4*H;G*K}&Zc0@&aBDStj6;H zY%uEV(1t9`%IweDs|ZkRy?Ou&2(8f)?WjuazXquXFm2Xq?bdQ_(_(DU-fY!6jL8|~ zL9Sdys2q&O=VP?2*xKjSc5U2pZM}-X(?+e^a!qAH-P3_kVV)O6`eg0hosLjz+v4qT z!mZpY?$+9E*dDIC=%iuxBynA)tWAXcz*u_0jZsS6P;T+ZHPTas) zUV||NhAA3EMqZ?qn-P92>SAf=imu|4?gBIb11x|6IDqYw+`Z;49(@APtQ z^-KOyMrE zRSq!`V=dD@E!36<5-af)`=b?$u|H<919Jt|a)l8u02s$`8RKK;8ZI3B90RBE9piBx z>oE$bfY7=z9mk~l0x~1ou^t=pA@i{xYrs3)?;zu(AUiS&7V;re@*OA5a%uGL0yx0w zMsgf8YbQhCBv*1JUot40@+m_R1ysO*jPfX#GAfg(rSRSy!?HlBGAp+-CBJel+h@~3 z9ecVSFPqve=Q1hxvEvH!Q%)VgP|l4d^Og~FF(dLZKQn|{UI33{HK&+79Z7+BbAhBW z2kf#ob0;|V5ebuXc5(AJv-3BPb2+?S=b6)ndL2H*h{mDSzb3rR~MA{(zBy>c>mONE}L*H`+P;*8E1OOrV1PLAh{{Soi z0002C1f~Lq0001200lV%1T6~%5f2g$5Dz2}104|z1rs+E6Ac>^6ciK`6ciZ-6($Q6 z7#9@+cNQBI7!_3>6;L7przJvGCMYW_ED$V5Gb{$VE=LeADIhTun=~85HAr0C$bTw1nZ2D|k`)p@GZ?o5LYSVB> z{BlfUbEk-NZJu*lzjIvsb3o&CH~w^4|8!+`c6Rf2MrL=y*mzd(csVnAx;J`!{(C|H zdrSX(S^s=vReyJdfl}{-LH>h8|ASlpgjD~8OaFvoEQY?`h-qAj&##F?Z;Ee;ii-b= zVe*Sb{)lv|aRl|`1e zhnAwFn1PF#SpS<-|C?M+oZA1KVydBk;h~T4p>|25u>Ye}|D#<0qhm{?-2SF%sHmt` zs;>X5TK}tL?5v9atZG!P*lw=D|FdGcw5|%!L2Vd;ijX+tbFT)T8{=!~fKReAUE+*uwkRm)Y6b``N3q+M)m2g^b(5|J{m| z-@?A%*TCPOo8rR%;*F%`!QJKG&*q)~=92yA!2Ia2tLef2>Xo$X!RqVm{p-;F>!RZ9 zm*(uJ|LvN(?!dwF!R_*#|MH#u^Thr1yZ-d6<@KoY^`!pwqW<-=%l5zY_p8(RzTEk| z;`!#|`MUo3r0e>)^ZK^^`mFu?wC()){`|ZC{KNkI%>Mn;{{7ni{pSDw{{R302>$>V z2pmYTpuvL(6DnNDu%W|;5F<*QNU@^Dix@L%+{m$`$B!UGiX2I@q{)*gQ>t9avZc$H zFk{M`NwcQSn>cgo+{v@2&!0ep3LQ$csL`WHlPX=xw5ijlP@_tnO0}xht5~yY-O9DA z*RNp1iXBU~tl6_@)2dy|wyoQ@aO29IOSi7wyLj{J-OIPH-@kwZ3m#0ku;Igq6DwZK zxUu7#2@on!7@4Glg_j>|-pskP=g(suTuv}~AcF-57K|R4xirDd3nIG)nVA6t*r0Rk z-p#wW@0$)9EHIE-py=TX8ZdZ}nt|{G2`U>GJ)-&n<|Tu}KEVCA_wV4ti~k=#utA+; zejc!vb!^W95yyaGxZMB|Fkl;4J2-!=|FKXQl+*wk{`Ch;7Y|5hkaG(pNZx}GMkwKg zYz>H>0p*c`9s?)DXF&tz#V12~4LD(7D6_;jTS2GUw!mo>SqRK5DfYLAdI&Xe!G#p| z=;Mz-28mPyRq!ZK0~-3lVSE~t7+($;9*F=Zz$Egb0~(|d-DJ0+Hd$~COs3pG38dCQ zZ3304U~&Y8asY@L+VTKyWvbS|4;QB90F1HeX&ax>ttsT7gcfS(p$iddWO7L^&>=7y z;0er)#U)oCFgY{_;t0UF861^X>NpFe7f@+n4h$f`sUbB^ieq_gs{hx(qaVr;ihs6@ z5Mq4yxzK0zeq30t1K~^T+`R)S*Fep#bBAstmhV zUwq%f`d1{It@YM$Rh%Kl z1(Oa;j~kN^W0 zG?1bR3=|nHh<$4yIm0s8hiPh8bFKO2oOh0u*GD#*F(zlDBCUS6{ZOO2c!r`tILDai zI>Qz)AcCp!31bM&OyA}Jzb04=xZoHJduNRXGLEzXkjL9!4i=n!Ft{vwZvFMxXYZ4R z(HeKLl8;6jpVWdX;M|=enw!In2s}Sy+5TZ-pYFVW`TH@!|NURN@(x>aeDaHr2NxRQ115f;dpFk?20eVq~$w;I^1G)c{BS~F{+*_DBAl$=Keh+9tRRVg)8AONMR z0cT4@$PO4Xe)%U6z*r%t?&F_FOj9+nvQ*4Mf&T#H%>sC-awjlO_=CU!P@D4V&NUax z(1tQA1tV~Qnp88w$Q&m+rn!s)QovCKMCVTeX^xBh!~hMrAO*2eBJUP3f)rT5L9eMO zMNy*~21IlOY4TGn*l0_)3eEylFq_PQ^{i-3tLChx*0#F!trNoyT<1#Hx&{e1e6p)v_sZA4 zI^|kjkVzK;dlbOtWUwZwgFpOH6@?MjuaJ$bRuqO(!9JEKj@`*IPO{jkWLC1E4XtO7 zQCXQ>%P5HD3277Sk2*l53z+CaX+=xh+W#U2wl`U=P(I6()RIK8u5}7;ZA;wZ0>!sA zL9S0=JKLS$)+C)}%5aTK-Rj;%xirD9PErtCp==hqtyRi&txMkWx}>{0`EF0f+Y|Ku zHoQk+uX*Q7-;o$rv(3eca=E(P%Zfy?j79A+{9E4w8<-=MT`z%?J7A-n7Q97~uTJDD z5egsp!k0|2f_0){qv-a%!98w+g(5i%nE1pfPO*wje1Q~e0K+gw6ejX}k>~zIy*1(P zf`_8rj{sN1JMM`ET0rC?8~MmcPBM`#5aT8js>c+8a!zJ!6AAAY6Pyh&Pf{>k{{Cdh zK)?YG!VH8moB7OWF0+`$T;?Az+5gFK{*jF_BIUydnI&}|3XVrI3;1$)#6}tNng>nj zLK~XREqHUB7d@dpSH!(Rne$7mTog$E*U#4l^ic$T=uUSU2#IF2s3SyWi`fa5 zrF&eoC)1qS#po zR@O@qH@TnfW_0^oH>GX}f9LHJb&KTGR3SJ@tHeQs!=3;pVa`EWw4trV_)TqDfw3et`34`iDp z>iIr7)eCKPth*gBb>=#&559A&e0?K1&-P%MZt}Gsy5GKwjiBC6c)CcL-A$>vL(m=- z#Y?2#Bw@VCi{SS`7oiAl4$h`zkbkkXO9Q43Pi`Eyw)tfWr?h$dlRFI#Mkbgw^ufM(Rr$2i!o))h{^*_pJRko4 zlLfg(mvHWf5ITkysP_;qzA}cO=LajyHr?;e!nUc~KTyG$s~Bc!VpMd$OQ} zOn47ZD1~Y`S>z`bisyl5p@j{hfQvU^@n#lb7zJWDf4O%86X*h@;1AidhJ@xQS5_TZ{-5JQ#ul_!Xh(W0Y+r~LtH_G3sE3%x zWae`k81*8!IE@jeTflf_4Uvjnfp{OWSSGl2kT@23xQygjj^o|}a857!djghuv5&0D!c@WVxaN&rIMp%(5`HIcR8r8FrFbNYIHum6azK z7a#;bd6xg!l4}{5NtcktIEuvPiH1p!BoQ>Hbc%VgmwoA%=LndBS((pQkPE?G_?Q*P zK$v~;mdV#(52=@YDVhJ+c9xl%7IAS}sT9{jmT}>c!$pU80hy+WmXxWQx=9hiwwZ33 znDI4Wa~T##xqt+=lX|h2w>g=pxtq?p5TJ>1z{!gXP@I0zng+pT!xn^ip`6Q!j?MX; z;{QnySlJL`mxY>!oo}Iq66SP$;ho=Uk>NR>;yI5Dp`MYJe!~eC2dHhw#uxAzpL#f- z^tqcl_-NDV6N(6t3ECE|sdU_F7Xccdxmlp&S(l5~pfo{@@@1W$Ie;X`bfejwLLi{> znQIpMoLYFEuhnX8xfdBHd9+Cv6Z)MMnxeWHoe6=ThsA*V`4udRie!nLwOOJjI-n?u zqp7K*3E`Qy^`iNxp=*JBLl~hnTB2f*rCPeBT-v2sdZI!XC`t+w<+++tYFZ7+qihj( zdv_7SNSaaLrE)r_Vt}M!8jWMBYR9;mm>CotdXi9@7l#L%1>ud!iKTR!s9I{LLH~!R zc{*}ViViU0@zBJ6ss&FZWTL9Gyxt0he>8h^Wf&eGbiY)n)OYpKV8?$Iut`F<3w*NS$w|aWL z%5i5(uVtZZ^7;^qwSIHauOYjrBb%ggh5$fN1x{NBphm7sAO}=iwN={(So;N9+mA1M zW;B~P?7FP)s-o7~dK{}?6$^7a8y27Cv#aWun~JDMyQKiDv`yw57k~p!ySID$1y*ad zg7CM3d$nJ%j4*3vCm;k3yRH%2jv6YeAmO&px3l-!Sb$alfl6<`>J~;jw{<&e&Vc}W z`vp#`wWccvf{?mZo4Tw!xTw3jflIZ0P`IwR1YX+$A^^5wdmMxqw3Ta+dwOqc8>DwJ zUO&3IZPB?$`?;g$00>Y8rW?Il%evHCz1B;;R2#U~E4zJQxVBqniT}H}?CL~hvVjK} zv}WpDWor?VJ6QupW00%4L<_8PJGWv02YisUyY{@$E4^Bay4M@P0zAN~D+hg0r?qQl zid(bEx`D(C5$Kz~I8mk?5y5o1bM33IaLcdtJGc0&zi~EOqT9dz3%~??!YEw527Cy$ z`@KRS1T}lJpQn|l=9?vv!4;9O2JyQ~p>4zkBmY!akp!z*#B z9=aAv_rqh%xk8M@dc4PcT*OLjw-<(EPE5kmYr<4~$Wkl^EdLw@U7N+?s~pV=BV9bN z-R2MWHW6z~5}6DV790^@d~j!*!^?JuuywJNnq6rd5jZSw;W)=Qx50Qk#C<%=eEi3Y z_F;nz#o3FJqDb5cC?q`54N0=FHLB z#yT6DJ(;-}0bmlE$3=X^NNme-=3WSJ0fc4uQ-ef!S@n5I$9+qNqNk)5n!?UAg# z!=~+P@131wo!Rky(CT)eat+NXv7j@d+|EVX0s-AZeaCB2)PRlM*^R%ky=dqKB2Nt7 zRZHFyKH-R+x-5L&F|1K_jTsZs()`S^gJ)mZqRTsvhT8ZRb*L>Ym^UB7Nawu)yqk3=uoo3K8f6 z@uos}=v%(x&|K)FO6)sI<&Tx${XG)St>0Ei>C$ZJmrTD0e&$Eb=?d=Y<#i0faRNA? zf<^EJeekzYz3S$E?&zNG<}T~A&Id31!iew#?V48vU=cKq=)ew%zRn?m7_l?ht)u$`8@cDgQC$e}2s;uCvX4UA@}kn@tr3(0*=x5+45050C8< zE%9s4=3P)Oqzkigs1VN*MQ`m#Z|xJmXoKavTI;e=u<<}{^@_jv zi~rGF&&YjH1VHcu4Li(YTg(Dc_R?(Z1)uNI>Fg>o&1bI>lgjgvYq^1?>>q*FzRtmY zU+u6T`?4SSY>s6JQ22c*2JJlcjNkjdpYE|P2!OqehYR}A3m#>}8mo)QGD zePx85iI#qq(~I5as++-+Q`yavSrPlMVnUbTDEQ7zJ=>aZX=;wqa5m! zw@4KrCoWt-Fw36|2O3i}r0Q^D;)BOhFdoPd^5K<-GhVz5c_w9&U5;hetWt95rk+8Q zmN*sXEYz(v{tS9l_W$gpOI_c_om+QkOeqkY$hwv5A+TZF%Jl?S`EusXos;!63VBew zN%QupQUwvBIu{yz|L#CM1M&zL-*()(Ce`za+j~s$nc(}~6zM-K5V?1KjraLSG_Ah< zr1Hm~|M-J#HU*DTim3x1gfPOHoG|1un=tyV3ax|_qqs)IItw`wzHN-ekKGQIhTl<=d|B8qR!FbzuSOq1l}56PVb(@9Oz5?ruOK5BDNPCfUOFojv1 zNMVGXFg!uSBL9|HVk@vd1ktP)AB7as79*9>QA#Pbgv3l)L{5-Hq7Xxjq~ypEJ0O1W z>xWq!0IvZDFk*lzD47Il)+e#VHCHLQwDK5Uf93TUVTUEQSYwa%6@x@xNp_9Uq&?j*GjMDDpq8oj(myJwlj5Xmd@EMsK1B&83i$FjO}&p!uU zu2DuOUAmzTA;lSIO4X5RzW@WTJb@B;sIUZXx5!J<0=KE}o^*f7_XqP!)9r!Y7Kov^ zf#zMky#e2rr*R#(>2So6>f>kXx947=5r`JZ33zQ9a3JxL?nB=XIS;*k_uqH%;OIu5 ze{@zxiA|`a!0I|j*Z*o&cz`4%fy8P7x1$~9qBoW1y`+3pX`n)imo1qfZvmE}UIZc2 zt^egkNO&t*P4`xkprqsvT_v=R_C&Zs5wa$H<5QWL(ANm#5DZ17!(k3}xI-TH(1$++ zVi1KmL><W{V#AqCvvgnwW|4 zc|prh7a{aFIRWn}IAh^R=w!kZqA+`li(?)c_a}iELQoev4eeNU0WpXrYVjjtA{Dtv zMm92$qRZj@M0Y>wn2?EIVcq|{6F^r{(Te8#oRv)CuDECyeF?tYiXXMrb zZ2~7fz6L1zyPgtLh{sy?l3ji>MC5of8iP0h0Ya!0Bpta-W;WBAjih7|dFY9}eE*^u zL0KXV)0ZQ>03nJ!@{y}zl|aR~W`c}CPnn)CBXWT; zpwOTH1gJmns852nYi&*OPXdmaOd~$ip$~PHd%){{AfJr+#OwQqDq$Bv!?J=traz4jKUx&^KX*OP#xEumkFJ#1r@yIkfr*SXJyZgizPUFtqJxtNV==^)Dr$x>Dt zpU9zgrDF-LerT&s^lAx(&J$!w*h-t5MX=*AqJV>ZM+h_WM0Tq?VG38+!WYJHhAS*tu-yZ^*cI<}A)D3HZPgM`^QdS+ z+R5_3w==ixon}}X-wvLMc>d)ce=Q={!pWB>a0D)a3mnkA^fkdp2LD?hB6PC$VNtTpx5;tAu+%KCm7L_yS!*dH@eZWSnic$aZzkk7}C_eG%FA` z6uNj8wAT@Wia9yJEGC4$QHirc;LPUSq@>P3^YNSS+%B}@GbaP)^C2X$>mlzN%nL&U zF9kj9RVoAl@|&cimA!0cH&)V^j`WqKLD@`C_sY<{c5}0xUGkQgb$R(}Si$LD7aQc& zttI7Z&mEeXxp{@D=E$sJJr$hdx(~j_cfR$#?;;DE*#8cboBxk}FoRiG(g$yL!WHi9 zZDae{tT=eX?oo_}KlkAfSMI^94RM4sJlmBl@gd0a*-!U@X`&7wsTttz`qHh&Bw6`~P?+R=V(NJo9`+dh~i?xbr;j4nr`05=rRJjGYx zd?m3ijo&#Uc*e-p=6a0zLsHPKTGD(Vx%I2hgFbnEXX3y`$GqQ;J`e&lKnR+y-_}Jx zdeWEP^ruI?)Wd!c(R&=~u4jAJG2Zrv%VjA2icXHkaQ`a5a3|#h6lvhq8pAX3n5YG1 z`AUqxLI5{Kz<-rI<)tqP%L6*|*T)TgJulU$>H^ZExN_4|KYsF;-~8m4I5f`h_4QwS z6q%6woibth`OjbXV>t6zL&^Y}%1$HsaXf=KHTZC?|Ij&s0KD!=wdISW#DfSRi#$G? zKIt1e?6bh#sF|bzFYRIlUGTsw^S}=T!C3IVulu_8L%|eO!K({9XIQ}(^g8Ltgc9PM z_p`se7=tl*olWW_SMk9CGK>O@3I|M$HL9%ue2~LaK6%SA!lMX1i@=|oz@W3dV7tI8 z#ElF@fDI%aRxpJS1j8^C!!ZQI5$r$`guyfD^29YPTaTo z14U6J$0IS5^AUnmBtcwc$98nbcZA0h9 ziQJO`ga`)IsY|>yzw*Xi`^Jr|$#De9tn3Na5)TouAM83wn2beYAj`5OOR+>tR$K;X z0Gnk<%eSn@E1Stf=*LW`D1XF1A-DiR95teZxtAM>hh!jZG)R3afI5>B1Z%#Yc)m>B z#QL*JU+YM%q|Dzzi1X1lv((JZtEh^?$^V^1gS`{Va!bl*j4Nj}w_bW1id++=bey9^2nZA^ zZ-mUqyh@L(%*w&F~b@@g&dkG|%%qPhBX6Wwzd}MNoX*Fr%LuK@n&d;Q)Xod_ z2siV*h67Lf^w19l(GV3;%`Apuzy`39&k_-d5&?t48=-JTa`ob2)(k#_d`YZ;v ztgI~s(=Y|m*Yv(t$j?k@1^*mn#vUyQqjW?k4AKJ;p2Yk&=rjm!j3vUPh$U@O38m2b zgHkCKR8^x=5#Z1i71Kmj)GY1NX}AYxD27FqR7H){@$|rDkOf(&1D+ItPF+(SEllFu zAU!pYg0hwcMKI)435$Fs10@MQ?b8XZ%Rn8}S}h3rVwH{~!Aa%SUIo!+aMXKP2C^*C zVl~!c_0?n*(-K{VW_4Cfz0om{fu77!;9E7B1I+#~)dfP;1cOR)Ny5)4Qi5OrSdG;_ zrBz#1*WC6q!aMhVG*OQgdbY)pVoiQeRHvEi*nmx^= zmD{QwOM9`hB~O)l^R!Vu~@II7SPyOL2J;c%s$gd zT!koGvz=A!Oxq|ml97bER#4Bt72VM#-O{bwX1yq}%U7g*TGMsi*M(iARoG@A3^tw8 zvl>}yBq))1-2Y)~3ERaj$yJZuGR7SUJZ;GN zg$PYt-v0$){A^y$eO~Rv)dpBcNdw*UW#9(3-tA3YXb9g4reF$QPw^F8V%S;PO;`s$ z)(Qq;4F22ng@)P%-UGGRv1JMVHNq~4U(7qq7p|+p2#v*465R0L0M=pT9pD09*_vU1 z1~>$K#7Pe};@A!0BvxYZg@zM-)Fp=ECKCGm$Bc9 z7*gT#75^6AT{K2gRKtWZ-iaLE;T`T_A6D0zQ2+-R0};f@cs=5z&Eh`>fda@6guLAgd0)$HJo(7l#=GR1_*mTCpx*23-+0Uq_bZSx)4Ig@!m>SXu_(h2`a5{@(PJ<$%@YVWwbSR@i5425DH| z6INW4abt}LWk=i_{4FR%qzbU@36Vu(kAP!R4q#J8Wm`oO>22jb=Ht61=5$u)bynhD z#sl)#rZ(=zykYWG3V>pecw*JmNK(Z7z~C3gdq} zfd6lOvo>aEZXRWC)?siC=RqB32XM<=++%hY>5*Pyfez>6K>bmUii1e&m;y zX?>pEF2)8CC;(w80iEhT|<<;nomQq}GfJ|Ub zb8ZEa#%g4q>8aiy4uC8Euh6a^3>9k&HwU+0!u7jMeBQmWI@g z=gaQpwD#=J2JO)1Y=91Jx3*`>_GQuTV$inb(su3FW@}#d*)Jy4&H(DD@M#DkkN+w{ z)uP&-y`BmLEr|js5O8G)VNvRpAZ)`vZ0AjEkd&{+e(XIahMJb;(Z=rVerwovZJ$kP z?gsDh7Vq&U@A5Y9^Va9{R`1r9hF73%QL?FNyp5s0xrlgZ;KH3^l4#Ko*KApC=1$(< zJmu#m#{=xj>BhC-m-4U2%AFLf7&| zXY@vQ^hbyENSE|Ur}RpkK_S&P=j#MGfCG4dR9E#?XZ2Qh zbp(R-SeNw!koDWi?U6w0<_z^YuX8)c^E}T^Ra&x4D2Bq`V?b|fwl4H#&u~Wn>?GHQ z?oIO7w)ASZ_G`!XY}fW}-|}Z~^k>Hg_h#PMfhkGxFdPjwMPlI?@0apk3fM50feh6)5oE!Ib#0GZCypJUtga2hfUYx9HnfCDQ zX7-E6^hIxWNso5bWO8l?`H&ZROUH(iFZpXXd6Rc^Y)JBycX>+(ZJ(6|oSxXexmf;4 zacN|{7t@Vc7kGeIfj!uRG^lrdD2Jmz`g~COe82~Mu!pB_`lZhYeW3cP*9Uz^1)h^8DBG^p9i!1c)vR1`;ILMPR{% z3KueL=neX`SS$|RIXI<64lJ`Hf`p_XV2%kbvu)?7rOI3 z{PyyJnk$FO#RKM6{S{QcJUf66g*BF1h#6>Lforw()&=(fvxg!71vnvv66XtiZ~*Pi>-DdiYclXnrpu~bI(1kZPpu&HQIP1j=gEKBac1$_#==(YE#>9 zGRjz*EF&C4U4NLQkfB1>6+}@2$0fiLmRV}K<^M`lQgo4&4W)40hF@X#7k3Z5Boj?H z;iOMa<(cEtI`b(7AD(&YiKm@I?W9jrQ29020%LmgB$O5o_#vYR8n|EsLipo?0Z%EA zD5jZex~ZlqAji;PVjb9wVk?>eRY0o0dMc`^4mVnkv0*0MZqC4Sk2prQdTVS#>bmQY zyYc!fu)zwut8PVVBLhL6mf6>(mxko5Lsvck43^%dkp?Q+W_vBS*T$d%xZ!3ARhSS- zC6ZLi`IQ1m%t?Fgc;uD$UQg%P+b2+a>boz${qBj=J}x9su2&k>aStY2aXR6mjXHeb zf(QU{4>!jE<&prDrtZPBG*qSyY6rk=`UMkHc(@ksXownuBL(h7Cn)lw+RGYJPIrgEF2DnTM zDxF76`W3QXX<`efPD{m!k2yS{_me&K^yx3&dFzd*KK$gjmquOC9LmSpHT*E*Y`N9I z3ELcVj6eOTpmE`qTYmY%PCDd30i6%lIT|jDK02y6o9^1oFy7qi&#k-uI_$9nYnqTj zYa`3DAW`Xbwc%RZEw6;&z;#7RBE&R z-g)QEogTjK?R`G_{N|(29(!pe5TOK_jrspqhbP|XE3&xdKm!ge(7+G;@dyLZuYd+T zAak~t5GrxV0WlyQ1Xc8!SDmhcx!I9x!ttVego8%1```z|A;J-ou!JT&AqrEd!WFVm zgg(PYIFdBKrSXm>;L1U_golcG@X&a~`(g2nH;;A@F&*uo2NBy*k0mmZiFIq@5}OxA zC{nQ=^0?v^muSSS;lyiT^Bovf@PIC);ULvxAYT-yyELujCFM|0z3e5&_R#Gp>ANEy z{}nK3dF43So5fWSco+NKk5T%w00SJL5ytt069g0_BqJ$F>Ew(c;L1V#9a#A)z z`;i7wqGv;`!f089f{4tLnYAr3K#zHCQ2f@#EG zDlsTgG$s^M|=FqDQ5D>aui?{tW1(Bge)Y)_E(2lIN=A*@J9|F+0TVC6q3g& zNdaCVoJ@MAlNRk{EZ^Y|c%1Teto&#ST`AI$lC-2IJt<1VAySp1w52N*;Yvxm!XCLW z9H=y*HXne?Yh`O5zz`xjdJA0KcfCF41v|XeCXs9fLW9C`e0b{f57$GP@E8*0hw!#*^ zForX1+7+_nwXJ1`JKq2C4s?*1#6}$lic_rO6+6?o&qK;PeOr{OLKCV)lyRSgn#6i2 zk;lNKhd%D}-;ErEjn(3*cGKCs9w+Xp)F54 z(o-qW!z-<$(vbhYV#F%5U~@slOlFA5!U+}#Ndv*H?sa!Xx(%_VGv^Fp*Rp$!wi+AROhh)$l?^>+=gZlx))zeE*>R8K z0~KAml1eDj5s8=tu;A7J8pb^C!j}8oQA#(vv#xcBxSJvHJ{^!~L+=nyc$GK(GfPD{ zvspPq;BJ4rzzzQJgts;v55GI!^X_nW@V)PR7x6n}J7QqscBmKMbgI|+Vj07F+4F(w za?_zjlJEca*(gUj!0ZVTm+zXVzMi=`#1|Bt=iKIZ)02F#{PV`Ip65fCv6i*e1zY@OcwI zxBwp+*>$Pa%n2J@k)8sYo^S0->M2jqu^x`4LpOLsHz1p-bwfR<#8vIdN zQmh)}QB_s#)-Rc1dgTpH>`k21p&jOl9lnj*tWPLt3`@ma$+%{1tz|AR5TRD~wqvjv^_RqA7-=EYzUY4(7M)kv@*`lFAp)We2NXcE^g~KxtoI8M+_=Onwy@M8VVHZZ+ z#0j2=k=Qq!Ur;^M7>8OfLf5FRmm@-kmtiUEL)kGdd$p0-hJT zgEYp2PVQtpphHih12uR<`mG-N|H4a$&?#15Q%IJMjNxPwu2o z>SRz6QBV%07-nONZDUb2RZ_a%$)OK2-Je3X=6mQw+sx*?TqSPirf$|IPuPnGUIXa` zBnAp+&K>1g9;bYCLk9+Alcl9|K4%kMQ9fv%Tl&Md!R1_LCn~BUUUuiY>E%K^fGpS) zd8&|~DPLfwCoh5+VaCH^1|!3blrPFBWY(vB&K+iAVP)2&7j7nJ^5i^pW<2mv5`9B( zr5}n}+!zK|H-_cvwI0y1rcmS~k4<7bNaere;U4ZLhju7DzK6YZpmHi;Kt|#@M52kp z6>_d9j6o4xaUeL98eBOgCDJH#qNPDHQBqxzJxpgxG+igM8Pvt4c3S@=cX}t1s@X$< z!~>v#Uxt=?MyZrGT!{5UKe)q7VjoG}Czp2V-t}EE`rUq3rflJ)f9_;}4(KkeX%e9W zgDR+L23J(t(Ry^(JOxENAlvh(<oFnj)*nBF~!&7qhMygX&y5VyJ5tg-2ZpG)ifggG zU%8GWT0&xsmf97m!$B6LbK0xYE-lj@nHxJkz(Y)Zf!qtWPwe~ z!ZxhfR+z;?p{*VvJd~~4?rPt?Rx@%TPm0)1p6O0L+BX2`$g=4#l`J$Jp5(3OiM=~ zypTuv;zUnCt_M!;&Vr@NzLSHp$2w*1GA-xO8m&C|FTIX#rdE-qp04U1aMK>@I+TOJ zfW*Fn*^t(*1WzypSMaFfE(RkIcqW7`(Sh&&E=!(N@j~W1+(Th{pJVna+a@FU86ykx zo!bhl^UiQQXeKon>zZZ_FXeFc5?(rRBR2Z&{&D|ro_vE-8Ll^8>-aWq9j0$?t}pwp zulYi;;&Q8Rg2RZOsQfBw<-Vrk6|QP79y2K$$LTMOf`jM2>;EdP0B@Y77H}n|?iO#c zLC$d`u7lBOVnKLY>{_rN|FP|6upnEGr+`EUf3OITup%!qd-g*-9Ir7p<_k|UCA07| zFfR?yunnU_-d0mPAde>t6XGT4$!?l9Zlm@>DF1zfu(3xxE;0EkuDncf`?@0)-!d-G z@*DzZq1rL!f~6Nbkuc8{7(1%|QqkrP?dKXT2i9vr9_{LeZZjh=z522>%dfgFGY8^p zm%MI}LhvU7vN%hy)()~ce@wwf3!EWxmNNgcI~OmnN^C#C10_aj4PhPQY>=j>oJ;aW2P6E`M}K z>qIxKL!_1(His+yswSmAl`&^72coMouIZX3(-G#4#4XR}W4G*9<*PY*3n$7nZP z11g9SMtrK8MesQP@h)8OIX`t*q(BOc0HWwcIy;0dy{AgPGgo)@3Rh`iCa*q^bv`p= zGhVV5`g5^L?`#E8ZSm05fbuml7ZMR35%F!NWn6GM4-w;u5xbQXQQ1Xbr4!q-M{D#( zgS28V_D9#@`2Au_HH{hR0sD)q`)i~f^m<)UU=&YAa4B;mGik2r|~w{V~ML!^Kq{KY{?wNxJjj2{Ok%=qIx z4lvl=VM4c#bE)4!W{+EU_=*1*KitD319>F}tBCP4#~v#V^N^bI(D``-F&Q*99Z?U5 z924!eR2|h1tGBe_&3pf!9>T|8D-)=RIiTjZny>kq=fq=IgJi2~x~l7P!gPNV=Yi+> zyq50&a&Edd_=5+!()zMa1NDU;I-)1KY7e#1ZCOJ=z%+zy%h#k=dZo(( zCX{ogAN)W#!7LOvr(Z{mqk2^r3h`mY!6qiGFLLtQ=d5qMh>c(5%%rX(xybjkPHHCJ z2K%w1!w=E5vcp(Z-kCA>XK750O%H}(6yU-6kewT-@RRg#O z_)aJI=c21NM9DfBn#YpxA%l=UD?cG_b#0XHtKn zz_&fY8$7}vyo(bQUtIO>4#Y}aJXedK6>hxW>u0WGp$YT)$QOR|*6=^0{F+i@I#g4# z9~aDj1I#XwvqS%rH_%Pa@8-^1dpfQo(SJVZ+eCQGL`{gt_dqVvL#j^)_@BRfN=JRt zT9LYH_R}{r0AoGw*Rj^merr=b*Q<7h5B28_Kk*m;@UPWcpmp+|(b?ejL zW!Ju)dw1{Kd?avIa28&ls00?#1mV}XdRej>d8f% zqJsYsD6W{Q(Z;2mO3EpkvWW(#s;c@5E3k<43dkdo{D~@{$coXewV;$Knkn4^Coa0I zv8Eip1{>_JFTo76uaqzvsGN1s)W?bk7HG2G~^Q!~-<%+s^dPOH<;KLHI? z&_M~E%n3uBaAKC->g=Km-U=vy4&^AV)Y9Ot%T&`%p)=3ZPeJ{Zy};B{FVyeeLoc3h z)}t@J{OZe3R{Xqar`C3G6)?l1GIXe(1BXhm)(43_@SAfSlF-6sD^zHm3?)=(AP}jo zc0?4h%~o3yH!_FCYTkOWCZ2Q(QYfT?y-{5v>)A>jnq(p?$sx0%m);`ry=vZl)oK57 zEFRU0a>{`Rmgy{-=Bmq_y!P>{%YMczNuP2kuGr#>EjA}hYwGH_F1f(D#+nBXi%bT8 z{3%pr%I?(DWzhIsS>~B(uGwbTQb^PZKpj;r(n&9+l+&S!)>J#APfc2BPub(gpMBOd z)w@(xrP^xuT#a?st?@H(K>>N~)t;~e{Pn;D>sj!@af)pRS!MH?klDH8mPl-Ar?pmZ zi96iZ@4rRNh_1DKGK)uXeKI#IbZ^YJ$aedsDVl7kB1@im9e0=C&FA&k^Rn8CaxH>M zKX@)J8-94qjPmi;W4U0DUG~^viXCw)uStXC$Pz%=g_~Dy`Q_nb2HyDNkx&0#dDT+D zWHsL~4SKnvsULdj>#@&X)bRY_$LjCF2cH^rvYvTnMCG?zI!X+-Wn8ksH>xMP<@Bqb> zYyom|%<}#uyy3a5ct~{O6QLNzKpkT>4tPNIu$aY6X^)FaOVz2umnx_ABaCHyPkgX8 z4_u*-YyRn)*V@58qLl3@z8afD;`crUJxFcoa1gE-!aqR@L?QHu2!{WXl|KOvkbnnt z3E{p*__>~>MTJtD(&$nc%bA=` zAL4-+49j7T712d@Jt<2AD+$aV@(_nr3fagKkW3;L(I2yrB5jno#5^_enboxBHL;l( zDz4@?TJ)xKx)@GzcE^n6H0OK#(T{wb(`xge27UU&#`EFo8|p)fujV+mrRdW@dVI(? z{)npv;p%>PquWIUiO6WdZIO*!Nr_B^5lBuHaAlf{!HW5o9xf?@n)GN`oU)T1QBFxE zJyKVabUCY>@<<#NVJd$KFtngBmISK?>2BJ}wXm?3gVBfUZgT%Sq4FdxtIX(8i-|kk zCEx&%L0L9k6HRG~CK#rH>Q%9t)tl*tn`!vwH^&)PRJ~`c>@=%6_Ys(Vn3F!=phi3H z(=~bKhbZl+=lbSYBYh^tkM|ppH|kmsfgXsU?O=#O`L{m{EtIhnA_+@80!foll(N{m z2tF=46JjP6Mj5oqM?tGEa-8LYo()O}^#wxHq7tU6Bx+h&Z#4(Vu@Ioz#|Siwsk zsd4A5u%S|aKuamM=Ec{w6lYrD(od{EO zvz_e;uOzZ^xDaCc;N{^qJ5-qlm&Ztj(lxkYfCMPuF-D{=%h1qVJw5lxO?L8=A!FUt zJRk-~17~*JVdX4i`O4w-vUbQy-t&%`%-}OgVD!;m__%5y@SUq6A@U!5{tB>loHKv@ z*eie%bf5(FA7VL#-~%U6fC*_VVk4WP$x@injgDkBVxn2!wxuQ~?yyIdBo!Y)@RKA4 z<>#1Gu5zU~)G7wuOkJGnf~oM8kWQF2&iulCr~AxS zXFJnzpJsdC{|LHg`Vka=2G*ZTAl#7)9ooQ&cJ#j+oxs7(L@h|w@MkZbxgm`f#GyQ~ zr%Ua*Pjh;;sl-VM-JbaUEomR!9xjg&Y9Y?EB1R- zPCe6{YCP3DtxJ|p(xuhiWw$%l=)q3ja>-A=+P^P)fsfzQRkDm0& z>p5zClU<;PmFTT!kDA$PblJ~7A5P;(TiwX??lmNzR?q8!)V)uu<5L}e)sQ_3dycNR zLy=`?q@fR;Z;7IPq7nNy3>BS^wg;@>Y$>XUf%3d-K3Z-Ah0p}=m@sE@L&ulo1``x>StwC}=N#QRjvU@C22KI)`W%aoWzElMl> zB98sI&|hlE=i1 zeH;SoAVMNA1fb60R&Wpp{R4l3Fzoh+?7(ga8%^yBh!*b;C1A)TF2WqPZ*rsrhYk*N zFm1$;^!Jg2kz1t&EVagIvknBg;-A^zykF17^!_+esp3tYTWH3hHNT2m=uljR66 zN^&RI^03(UP#vrCDz&mVeN!<`4>hnWEU%3$jq^C;>MYOlR@RLz?EwV&0WJli9R7zc zdu5J*5JT<Glr8m%?mkY6rPl`Ms4&Tg>NY$F(33P z9q3`k-qJdIr4k+TA=lv?1Pg5H0ZslaJjD|hALqq!Rh<8=mDL4QWN>hFaY7BL*V+qO`KAbXR#5J=e}7PO=+9b3+^RU?eWZ zHq6r=PAdPHK^a=ICHWIg|3yvz^Qd@|bmlZp;Z#9w3erRdDAkbhBorKF2~fXLP|=l8 zfg$q_kVMlFMd3AG<#k@;br(>y0U8DONnrKSKE~2u<@QD& z!c+fkWCeMpKa6i8PW1%i=3);CBJ7f(B;-}?0ZpD|9q8d31amLQBwI9c>;f$%Y>{$t zF=a6~a}{$W;)V%>c3{#Xm5?Mdlf=||L>Z3pKgs2R__JDX&2=NMrsfnh3-mK<*JxYq zN?`4_ZfPG{$6MsWTvyUhKi4sfw`$XsTW2>k>C_myAq^hm9HA^X#kP9G7GKXcdv%U0 zeGV1kLj&FRZRd7;$#=fu49@b1EtLYFLREeCHjzwly)Kqw?Z&S*WI`%JAHE?UViiD` zuOlUk(4+;>8j5ni1Q*v+a}{`3lTgt(H!h5U)nv<9MHl@{Ei-juN>Dd+t2ID%lG6W% z%KrjYXce?}hqhTw*cepUdFjF&YUvttkz*!wbS_jwTZ}W~@&LtGOY8!Khk=KV&Ih76c zGm*g#Lo{WG_=sh>Y?ru}sp}XR1vQ>H4WgKevG|wYtU6Vdv9>tBst#}YD$oBCiLnI8 zY0Q|I5vjlkm`BTDFnqUe09cL@jB%THtVpRrMQ=*^Z@FJSIm2=d*Ko{m0LH5;iN|i3lKI)6wN*hIRAjtOy>KZtGjx)1iYfmU+LRyquJO8u z<@BFF(-@G!02E`0o$R79T5L6%qY*o+(pGIfu%sOueNg(OBl{EYXQk2YC|-Jg14to2 z&~Ni+A)0iWE212DG+CGqRdK7bG?E9sIgg84flZ`xSGFKZ1Xx@4sj=2ErCM~Ql^is< zCJioxcWA6%3)dt$Y7;b-{kd8DdWE|I8Q6MhQPXpYm5^I)lHGhBTa`3QtCfK@kE)Sx z4TS5t|E!fQu9bE%8LhYVXt9JF+ImcKDR^nPl(T!s39q|-{I2=BpFz{F4daz#IlWOd z8Rm7p+q=o7h3dV{TbS=V%f&|BCL1XZq#@7v(0b}E2U0xNYq73DLrQSW zQ~SXo{2+RI!V%N857?33yrDz_!*ScJnRh`+{NgHD#dvm=%tFLjlE(xzsTdh(Wiz=^ z7{-^I8CE!*e`v<8ksJ0DyIYONdHlyc{nIZQ(iOCon+h=m+oI7M$>WvDoxIhZsEOfQ z%B$QgwY=7CT_Mv3N$>k848(rJT+GudReuzx_s0br@Rt0Sds>qmpKn$xjGd)mJ@1ymCC^nJkp|vIU+YBgj;hfH+y*(xD&YdsMF?^Njok}2Y zKe2kKJeaiJv>VBN=qHbdZTHdBJ;qnquaRM4V7O_IH=*TUn_xqJ0>f4KwR>xUt{3m!2jx@MTl zxMm|a-9Gu1fBBgo?&bdZmFK-FV{K8PzTQmlu|NA!8c9_UT27wb1k1mf`Bv4KLKez@ zEW(z~{3R4hSi&s5gfu_$`)qxXfdS7ktF|1Dm;lYB}#+{4HA6$a@eq#1q~XzX$;vl zYx?;0``J&QwQJpsRcpx-Y0{-kqZxb(HLBF9RI6IOiZ$z1m|VMh{TfrI*s)|~@-mi2 z!Gg7Q{MA_tH?G{dbnDtxU?_pzy?hsJpc5>a;K76o8%`D&aWFa-`Z|6LIkM!*lq*}l zj5)LB&7A9Y=`uONgEaI?+dEx4wQAF+Tf2S@JGSiEv}@bGjXQVibGq%}i(M~x@N?~a z<2#-&AHL+wn>&Ag{5U=2&Gqf;=Z~MheBYvh_|493^w?iG0aHl6+#MGG!Z!DY)DRq z5RDX3Hqp%V5kn`Hgkp*nsl+0SOGyP*S1#FcQ^RY7X?R8mA9 ziDZ&h#RyheGkN7?lv0|7%mD|mm0o9$)iFz!TCVk1Vuy`cSYp8}*4US7uE}PbZoUa; zoQ|b{Nob?d(_5Z;?#XALd$tqYY`@tioIUjrw@!4_)yJrFik608b>i`(UOv}&r|5#> zvDY4dK4G_>ew~sxAAO8&+MlSS3dm}!t(Lmof#4-*YNN>=N1;nyB?Jc;4# zGE=?_uT02Tae!J2cnK$$>81CUnqiU&uwZ8jjHa9hAB=Fq3NOsrF`*?8gP#&lOmW4v zc~j5Ch1SzfqKn!JvU1T)Cn>DgS)-_;=4fi3s_miIPk#HjM{2B*(mLLLuI|h;tDBZ8 za-tyDYAZhLq`Rwy$S$2CGc)me;fYH#OSQ61A^lZZFFlnLGTd+j6nsKmV-!wMiF>wF z=B~~5xLZHFE=H}N8nR|j3lbn_NfV-U5jfAx=E_vcKa~O2zT6Z<4u44W96hm-)^btLRxdbY3fed`y zXDEZY%yn*p6x1AVVw1At%tmw>I|pxuM?6Q}${s6o5bMNK!VH=NRV{NF?a~u7oz;vv zr88mgZWtgImTEx2yH)CH7(z$kqbM^9Ln& z3MZHT{SSZ!`wIaPXF$d^aFL8`q$4%+K*?M#4HB%NB`?{VZ)8k18O&TIH)*I30x^it zA=wF8_l?)hiiIu|6?W7kL)^_ucPzxAEo(-g@tjgY1~P}NNZF|EAcI2g;);csM-q%Q zPl*d!BqkpUQP^CtHHtD$ zCmm|24toC#n2m~#FT=A-`dmYm;Hjm|W~QI=_ymSCBx!x_bIX{9lyyEdhtN1$pX2m| zJl9CxKsbUfD5{8=Ok0RTqESqiNOP$vspgP;$~~EAk&E2qB3ZtO3>yI@X63lXFwM6l zH@**!=8Vc3(dEtuQ=uUU8((U41(ZV;r_VJ#58QdWK znScaXX}|pCFPjdFSi?L+v5qaUfe-Aa$VTRJ2B55EA56hPWp=X}tWCy17_wTKN;>q= z)Mz{Dpa7{Br7Z-Nd?<{d9mW;Z6Z)sc zwDuv4F)YLxzwRc~#fddyc8wn&(IiH-UWJ`&)m0qRYxDn#>Kw7Spx) ztb$7B>EcDF#WYM=cvd_h@#%xrqTZd!W=-pyht$?T1S0HU$0+aExT<(GMz;U20X6C& zlO$AA`f;Dh?BF_EsnDe6)SsQMX}i0vWg5-S5ukcs^n+31|y2^v%~gyTt_uFu(u=Ab=elVGgHgyyG7a`BS*U74Zc$ z9UAWN!9bkiobNoMEe@GSr$OVE>NbCs|Blr_`G$~w8iTH2C6 z<>*O{R0-1A=2GXxKcRCDw2n<92Rx;oRqniF45>C*89C9%dRnCPKV=+|2vr?|@bmb<4e-=x;CH{}2CwXm(cvcow!0 z7x=;!g0~0$25^bD1DtRQogfOJFoB>zfuewc8K{AxAbD{1C4n|z1D1IMwg(aCc_)a1 zkEBp`GJ2$k8>e;CeEsL7Zel#rGh}fm=VLOFA@CAf|h~13ZcHQ8=;>A`^T% z$b>W1QATrXHpqO`fgrzOW9*ep>Z1_X&>ricT-TF*$}(inMuug`6z?~5?IwLwMO9um zWic~GUnL>uv|Ve}W%tJ}`=^I%*ne}yhXDwPcz0KL#0$893prs6$N&shz<0o~Km3*+ zvtS4=fOr$2c%9G*r%(!|uz?n6fg1>l9msGYNQ$Lsil<0|CYb+%tH_Fy16dFA01t*y zB`1Zo=y5ezi?DH1OQ?e_Cp6XpYs0r;E|(9tyctj=!`uCGB8Gi-(iav zWe?GZg;_WdNpTG*)eT2xHO-b1$YzG+h;;`sR_C{My=E=ghFw-xhj=KDOd>6LxQFP~ zf7x_q`sfS%7>EFPSHm!fgh+^n*frOHkiGXpS0V$B*d_a73wsc71;+`TAc323fuN|7 z73hf;D2g9=d8jCoBUys2Xp$!hISS@zH`qCz^l`9JjWOwQ_TVv6NR6(sD9=bAnF3S& zfkGEmLc!QGCkJCNMvckg6WXDZ#Yal0<3TkkldN}zP8R=ERM!pN*bn9qbw;LaNX13r zVvb?yENJvx(w2>C*mY6%hVX%qSGGNOIFD;JH*IxI_ZVhmmPPFbZ@<81eEE-p7*Bd>MlRl{rmm-9_xidWkg&tI!$AN@P z>4dozG#(^Mv6(r%aF$wB5aOs1-JlQtun*%0j@p?N%FvHzB$nZcHtD06X69sFcWv)z zJ~QD{@feq0Mwj|$mv_U4*rbmB*hRh|eSgWHW;XwT1Bpk5Xo%N>kUW7>h$%+cb}a&G zh}N(#*x>;lumh)Hk)5!a7-^Xq*@>CSp&i+oodJTNDWcCHnx$!?C;BCz7kZSmntpPF z&IzM1Se&*A`5wv6Lr4a0P9ZpWtWBA0E-ZgRDT=830kMpa;H zr}LJmhiZ@qc?}Br9$QtUhPj{uil}Cm3u=}N598af`Y|zxTQ&ELx$2{_=9}K(8$r30JSdIC zIi#8bDw@Kq%<7axTbv`8i%yD{>f`@ZN7W74rj=FK6z;-(X%m)IL9SWBKIf;eamtqw zJGQ@|mSEEwP6|dg~UG+nc_Ij6O){kVNpK&U0`}(hUH;9L5h^|nW*cMI*YdiWd zs9t4=hZ;|bnr6Nbv5_0Ov_K2BKnoMN36qJ57Ko7`>$xAR36vnZqbs_dzzH4*Xo^s> zpn0+?>$4-^H`;QsBb21lvn;v0Icsao$+R_UAE2^>x|6h~ z6CLNE4&9JhnpLBf6f%(u)Uv%!VUBDgH)CO*XBM$>8oAu0 ze%baD3MwJ>xHaZVxA}`V`KbR*W_G1l+PD7~umU@n1=>#-X=x|1*oi(tYhY{HRny8fcNt4orq__{HCswx?J z50G&$t9rM4yRSo1#CSTJMNzjpQ@10WAqF69`5WGGYdFi4K{K?|n~b?bDeFNr_R+kj zV-M%h4bm$ptto@2!3%QQk7kRd*!pZ+m>pgSZE;F1Q9+jF$F)yIE^MTAeCx0l{0rRI zMKuC;?O|ne=u`SD$o0d&cI=;a`nYyS!2`LcgL@+gnjeUZkYr=1jGL(PX0{lN!4G@E znoJ9v%fTQl%A6{~lu-Y|D2&Red=T{x(G!3083ST#ZUOGTMWf8IioY#8q7co0G!9+ zyhQ{dmR!gWm($^08I zb}3A(bH2!&$#?%-tzncPgd^)w&CdH9TFk{SNOC^g8ucI(>}$5t8OLT=wLXD#TZjy4 z=FVJ}cIPI~Y{touE7tlNWnlz|e+-@e%-40ibpgC)h76biDxlYrRp124qavt7p}3Vy zh>k1QbZxTI3b0myEhc2FYE5^cd1tY-1l zj{9s4#<2g_eLbJ(2iX7ZxB_b}1!}MfoS+TOpbdL>WDKzm>kG6nxtA^B84U`Xz1f~? z;T;UJqAS{{ZQ7{ojA7 zr#O*_hYd~!Zad|`*u!Mdkd1e>;N@R#W)*&s{_i%{BXAkv=>>L`rj zu+9JCr0C)>j_RyP!=Z-?J#4$VdE+>h<2vqAD%Rt=(?TbOxV9yYMHwllgyZ<&LF&Nd z$yX@222w|>v?!Lv*bGX#;l*C9%-0L&az4&*OikeVRBzl3I^hevfDGTDwrdVv>%xzI z8RzreX8A0?{UCPG8Mk}>P5}Mqff(QgS=f_oum~D<4E)f%Pzz}$=jZwlhp110%ng*^elggol zv3}Laemc22yeqc6!6+*7fqcdKl*3)rO_{~RF5S#|l%_Mq)QsIWd*u_uS+Q{rSDOFF z^DW+RTqNcTJ=$IsY9o+sY~EmF4d@$QZtjoiUfE`L*Q(Z4$Ftw=v|fDP=XzW3|Ei~j z-KTb*z=1l+!{pcm`JWLi_7O|z3~$jFt?(CJfgdgL6aTrCaPb@8@r^IqBwf-bE%|}q z2&_!%rQYH*UGkfcV7AOqX+XQS=<=iA%f4;RuSeWNsbM+ODWcMw=0KCZKGh&4>l!rd z#2)m-3G*~`oTop9B&WsTpbpOt928Rz%<$-A?L}5Wu5v6D;e1v`hn;IvZqRa{$uIW) zS#<6G?o#rm-j9}b%XQJ|_HQr11#Qszo{-j&ABM{<3VI6;48ei8$zuQalpFu}_fNSP zdg&XD_@4_9ngj}@L}}4Mgb5WQ1k}*sLx_PS23jQ15u^bNG;ZYB(c{OB8x&D{R`MA& zlqprNG})5c9t$94&ZJq>=1rVAb?)TZ)8|j1L4^+0*rf~42M_e&W7@Q7KB!TpPNiDa z>Q$^+wPIzu^{P{-`u2?_Th{DZwEOhwlPZ=hKe%z_?z^_muHAEa*L7X%m1h)mp+%1-U7GZ{YP53s%GKKSuV2H4 zDO1MG_HEp`b?;X83zo0hwQbinhRh$oYsPjnqfHxkbLi2fHjzg~a$~%B$!6c){d?H)<6oEmzCCRF`Ps)F7TbS(_O7GPmtO=dP(TC|RB%BC z73`%K^^C#AnBtH@#u^Ow;RiAfA%jb;a;_24LR@fBPrV0I>_tKCwrjC9T4I!OMjC6B zv6fnB$uUP7RoUdnfqoQnNFs|gvY<^WA+nN!7MWzBg(zAGA}Xs41dv4+jR3yIA<~{rvx-gO0vrQ(sNHf`-BP~KNkaQt+Wa?bS$=_ za_cR*K2)o&yVfymFF*sGOfbR@n{=|qD(%WCeKzc8AInNLm8t)8!0F~QRzEZCRanm% z=Ec=wt4+A&a?K6b-dYO|SKN@{h97H`+m*TLl1=u$`MRT(yXzpN&>B&RMJ7G`_=8VA zZoBQazy9iDmOpLB-4DO&nr(1hcGp$$!4o4au|x|+v?kQJI^=LH46Q-tmJ&~Vklklr zwDDks6Q&UqhBqnbVIw1!xJXSLc38=W55f}4Dyf|4fxic8r2g9>wU-Z^X*IUNBMG(Mn_XC%4{leAOzydQLu-ye+An#2|(m(l{Y1 zv-J35i9)XOq5-^2v*eSzH!~)f!xw*i^2-88uVSmxsS@34&_##V zzps3b9;;EJnWJfkp%m1>78+SlC2kFGh;G6?JjIL21CvYic9X`9uH2qYWl zzzuG~ksAn;H5_G3s~^^2&Taa(Ec?voS*n3ij8^jQ0R@ zT7@P+;V?}+40*((BawoaJmuYiAyayY#`@?->IL#jR=Uz41A#s5p^1CmV`R$A_ee-a zQj(LD3Ho-jzCHYje(~cZ{MeGHO)AQMSs9f6&@vaI+0TDxQJq@!A;1L|uuo1Ajnpzj zHK`e_ zbFc{={U~v8HnbsYe8Gzd4Gm3sbdS3Uf01 z_~rac71v?fqk`agD>D6B4`m*+gE6wEYCag8X)fnhwW($PRH>xLGNVThhGyy5I< zN2BbZkw+E15pgei(M`NjjvnP`b3e)?gT&N%esoCnI<`_N0iuxBjpI`bDemJPDL$qZqs&KNvqk7X;DF5W6kJ2DewOR{3-ALg$1kgrU=+ZZ7(0-H7J@wa|C1h_~kCZNZ$Wu-g&0qP#oqDw4a2NdQkE zo2b}Eo%>vn2AUFqhHfCbt6h{L`lQwUSVeAXQ}BKl(szi%6+Cch4@f}M1K>2L4e)>i za6|!LYOi~L3g7ysTGgwLP!=VXPWYVg^Zd8M>DVB$d4>Oo-y$p*wSZTNI=ez#tmr^g*0PleUhpTT8FpQ^qHGb&#dUfS zjJkbdcG{d-IqOKcILf$<>YP#kIquode-;v<3EiabssUsWN$H{+V(6Q~l%#{4?m-wa zXp?iI0s}BW&y$jX0(7KK>@~IbfXZs5Ctc}ql37pKC+k^T<VMNiH5Dsz9omFO-s3srhgkERcM&9!Fs488`}oAil-*-zYezC z)~qMp)IA*^52vx^f~<7fQ*RxvP(89y+>vF|<{804^O^@PExv;b@i@7M?Nl?ug&0Hz z9lTw=6%d!HSh@@iltTqw-9af7u-K(&cAax`$8k4Yt}yYEcxm^K%Hk* zr+@wbOTSuYec1o&de<8a6|f^VvseqV`?hYdyAQ*#dT1*Ke6~yx4ZuJ^2^tMRfuOpx zyH}|PaL9&i05=Z%JHR_8b@&BZ;5-?DCfKMfWtol3(>%yAA->U%972Xs>4wS+Cv~YI z!rHven~{FPh0Y?D^e8>kD>&72mlWZJ(DA1Vv6n1r6oRrXe{qE~Q^LR@7&kMR8Ob*q z0ltj$LXQ(ZF%%N*Grr(Kz9BI=ky5_svc8Idp6D~F=Yu{#fUfPkL+#^)jS#=_>w;sz zgrgw3^D~+BYd=H(JVZp?i1*V8rP_x*u|G(R#QYmJT>A=M{+(R?nLl81@5gDtUH1a(#^gT8bzTFYSi$b348xlDp9zsh)HLL`Q=&pm1 zh%Ctx>vFm3xssGq1LwiRhhYSZyhx19$V#|`Kkx{nIEG^&KS3NsGAYDFJV}&9x}!ph z2XMqul0=yQjLBQ0#7d+!x5z}=(-5@iMA`a8MA3(JxP}BGMa@`;vzx$LvY@?kHd1^* zSByYdJeygxFj&d9YRE+n>o#NJMbD6jdYBbzL_u4jjo=stAH${qu_huamt|x|*$5A~ zFot^zoXn#}6O0jlkuil5GusI-4ddCe6!ry zIF7?d-{VKjT!lGWu8?xBf;2gtGsr-YDLkMahMWlPqPazbNSV66MYuzYT&|3qO^xKp zKK#QjK&m+DDUwVHlT1nA49=nw$(y*D{<%7tOioC2C8(M@t;io>GbLfOFmve1Pwb1J z#FVxFi?*Zun$cK03sOo3bjqkK&(R1meprgp=nQScMXc;FujIeuJ3AiE1Sx?mNF)&{CLy$jkSXnIx$25T zMSHoJf+_6VKH5A|B)!Ou{DUsQgpdqGmf_9bdb+Tpl^X$cjwTB!v=3xCC3s&G3=Z-uz80Emw1OnWnp>1BgE_ zZP%yTNdden`lGeCkj_HkA3#Y{=fsC|aI0I&3_y)j?_AHNRFze1z|GK8g}s_;(}y|L zK=+&)a+ugd?K?&7HjK?!josL8^9^b=tQWMmO#KCRb1Zbh)J(k(_i)hTxCUPT$iX*L zP*Oc7S2!HF5D_c9xFvHIXwkAH>@v`UJ#-Yaf*MhTD$(4Noxq_`1gQmGjVQeI!g>T& ziW*j{6+SY&xrb3!Wu-{v0R)&r&6fkxMH^DEwL?m{$b@(jC}~@_RR~9jgdOOJQDYel zFuy_c29+S!bM0HdZIeaBi3CW17;sm^wb$vaKlynu#BDIU0u-vVuzqbofGrJEkwDT| z!0@cogUyUQUD)!hz-?$8fZr z8=}n0jM_M(+Jw1U^F1yy%s#F~Td$R)EV%LOXiq}kXAq_%|M7>Mhk>O7z9$jf*e>c@wwY?@CH_H zWmkS>S4N3eMu~6W+XueolXLrS+xQyTte&kfic7B_qF;d2m?e)uJPK;1$eV!~)$BR=Ad z9gJ$?K`_1{_|RS0poO&&7c0IjAUY>w@YH?ig<7D-FSchVE>*qsEac@`TJg&S`Pp%# z7kjzMS{;?eY)lk+Od)bw%p)g_)8ncAV>J?Fls+zhd`*h~WM4(jzLw+UNDdj8QUj90 z1B_e*{nhDAhE|6F<%YlmJov6Ks3|R&0x%FSrEUZAIsy-v009^P@JnSySY=qgYFMU* zS^kDvW?)?Y>Rg@$L+FVL_T?r8=3pLXqbTN@cz``{W~y6exi*ykvMRVHFsxFPx&BFN zu9TU~hskX=rF=WmctsqZVL{clZ&sD9luy6{ymiQjZ0iPU`6Yf>2XX)hcP3(amS=h< zRTRu;xAYHS%$!Y4+0x>iUOx*YKpxOC7J{!&0xUI<<45HMZBBgLEXE>28YIW zY{2u%YH0Cue!_kzhs}QH&h~6|s0K&fyo4qr|Crq@o{3N7Et1zuon zen19({$ePHZO&^@Trl1ZNmZSlsMeDrf3l+4%4m(gE$ekm?N#HRZL{kTu6;vplh%>UV7V>+tvS`A_Rohgul-DQ{5Yb!c7?%oX|B(3y}~r7gwuqISIPcr0^p z%);dEV?U4`7RoK{;!6Kb1o zh>&7d%kOwXy9AJrFOeU4{4V*EpZ!%!fdOB6HEDSUe|eej{Zq>MnnZP-sqlG?zzo+4 zd{FFyMX}G-Q(RB%7TDhGZ{8k5jx2d{(2!?V@eS^!GloyZsX3adpGaizJCM1&2XPSeff$b zPo6v=d59=UAU zs^PC@f4}|o^Zx@FpnwAsC{H%g=(is^=9SmYI{WmKk2>neQ=x?yVwmBC6Oxk)EUKuI z3W%!ElF~0Ho;b`fD6+VsFDstt%P$?#k_s#xbu^=nDx!#^k3Rw#q>v!d0*jF&hN#La zu5hytFRRcJ6E4;q)K5XKTx1b0$V7CFKKn3~5JLQLQxGz^pvg-{903W^k0QZIl1V7# zlG95w#U#^8GU*xrB}{e#$`Vn75?ZLCJC)LuTTSJ~msD3>_10Ehp=B0YV_ACXT5CzV zh^L==_0=6}+yTfUQ!z@3qpLn8saAdghMKI1G3FR$x8iCUW`Q~2zyb**Fsrb`5?idX z$0D1o6NVJqMHjO@ut#vyQd=#x!!>6ec;RUm-Er4}3vP4JZPy(>+j4sigA7(PA$#z_ z`yPPc+?OAI{3WOkf&20+pFH#Z>+gijL=z3Y2Qx?xIqL1>&pzvA81aS^$}_P#9fFvO z#vrbAQjagjI82T#rU>JQH~PpTjxo+Cq{~6N8PZBeikLByr?_$uGPUsHiZuz9Y0E$b zaZ}}(!l0AtcN?wav zwHKsSwF;H1fzW-a-J4p9_oivxQI@BSeEN4+af#~HsjMR2DkFHg%7|ZnB=B0Yrqzn8 z<&)`Z0k94<;D7-SOdh)Eqmy2`>4z=b?6aT&E3LJ!!)|Ru#AS;ey5nx=-M8WLZaZ|^ zonucv=iUz8IqQ~ppS$nID{p|u*K2Qr_MxY5zt;;Ga6SK4IAOuj@Yi29rbe}n}JHY=q-tyf=dtM!j(_~LJf-mMB=KbIIT>jaf`cz zEfjD%&{XbnV)RDlHirNw^dl5sTq7IX=*BlrE(MqnO#)&NyE{&cA$r{79*JWd>D+Ex z&&i$cdS}S*401cy=uRNBb3Ekr$9l}O2lnQ3j&4XVllSsZB?A<(hzU#`2LfOCvQZyX zDr`gLP)I)32ftTdtb82ukj?CezXQtXV?GL?Dh7zlU%CuVMM6^jHkOK>xWW~{=*I;A zFX+spIRqjTxrhiyI6@cB5P@+*p$uQrHLkTVN-wkt4Qq(QbD~oyX)DF4l;T53p(=<$ z%!*QqSSh?|N{MAbA|84OxWLgZpaC^YKk@J=D*`bp?sTUX9pMOD)B%o)3F8aA*)^t9Jz2{ z17XoIUjox40i;D*+xjLtDX>UGImIcqgbZYG10l}bYniNZri$I2%igbV4?=JShcbMX?B`^zbTFVbr7K`L?BS<%s-TOFs3~>X$2kW$qaVNs1p{(x+~XoQxuiLUY(i6;;h=P-(w#1K zvGr2tz?3`o@K*1n(^8(|^c?5#7PkgT9(LU)JwhF-eAEGsqb6vR6spjGoNC`ss)JzD z+YiFP`qg!m;~@C}>s76q%2(733DF0MsrRIa$VN(@o9ZBZ@V@(>As;MTaiXBCRPWUXqgnHTCFah`AoY&{_duOTn8a*x4S=Hx4hvEG)&25kMkz) zUfEb4dj&=g_}VL|_uce;Ddat70F}SvGw@d@bdCr0Lm#O;aQO^uRk4z_e)qF5gaK%y zUncOuP!kD|^0bOttb!MJCCEZT%#CS0(;BuY8ZumgK3<#xu`{0bO{7h2o!B_rLOEO6 zkTjxIj8Zkk^lL=0qgH@=)j;x6nxNrqBKAcxE&CahAafL0AJ;7@jqZV6g zNGSZFf_~uQ*W$nU5XZT}ub%6#r!yk$0!Zd)9 zg9BhZ_`)APu{7@77(h3rAzwc8_W|CLYiAvcY!C5Ro@kf9e7hyj4!O=tJ$o%od+e>y zdw0%r>6wyZKwp3N)FE_bgqlA_C$Oun`ZIpmqv;3ckiyE73kHLNDmWO9&>8`v)mVwh zoWxA74NyqDiLPyg)AWLtY>7lz!=8x=H+nLR`aQO$k2$gFgU(3*g-; zu*Cg57KwP1V{OgfVH;08mf+!_P!t}Il|thApyFYcKRMn!&DLrWl;tVW8Ytnr;Q{7t z9+%;b8WbGp-N9WfPU&d{L-pI{DH*|qLF=*J6o}#f7>*$r_`xywgTgfi?NNs9X}~?~ z)dgh+@zG%&+97Ai(Z)T1LNH$+`eB}}93nyAAc@zhaYyx8-}AZ0sSP6Z*@L7d6@G9M zQ?<{1e9t9*4}KJkEV19ud7Aqv!}-}q!4w_&tXlmk%>A{}!jM{e7+rbPNGe3##!OuS z4haFmLex>6HU$%}&56|bNJfAV*%3t1pk3PC6)w=#Dg1;$+}}PRLtw>FE!aXopdkPN zz}>k53!0T#?F3Gg6Ag}&PlQblMwW(k+qdl)53*xr{U8v23fl~!5M`kjzJ)!d9ulgB z8t~)53EaDB#S;R8S9IP!s=?}o0jb=9Lsf$RBTR)uInC(`1R*;es)6i8Xvl zv2jqD2*a5`+fLx6T%HZjAVWe#V>r@+GF>A!ssKMIBMge;i;bf>g62;g9+HULDzu|J zzM~JC%4tc;JPw%_wU$2W(;7%2Kk_609t1)mOv)2(3O{~fLXt{bI3z?eMckxgVD`bCvwPDD(IwbC0BOk zE0IH3ie;vmNB!xat5pz$44A?wh*V2W8%!uD8$b29W2y>GNB+gW+UDyi8#JcXhLaEsH5ST z&4~OUYOYgircEcb#Xo70Yd+rp+~lKd8YHP;9&T!$K<2@kHeta5CtVPyLmFqCHY64X zZK}I zok7bU%x9+#N1pj4fClAu6yi|o&VC9~Ow~j1JesKDR3?d~rg3FhRfB?BW%?bcgIWkI zDajchzX9G zi7SKch^I<4Qn@k)DDCDJeF(06##Rlh)u3MycTOpp>HH zDro7z5^NwSMLhP~TYQ%Pzl|xGu0g@wX5ZxI6Dns}d>+KEX(8C@mF1h+R`uQYT4T=XGZ1$`&f30-s_~oEM?wct)yZm>H(xY|g@&@qxwxaH^;JA#fOnsKUoO zl&W}XAF8G*B~g-m1dpq3NBQyG_sA;Hed2=Ds;yokt~RJs!P2fmXoUVMCQ9N@Ey%Dg z2!nKkHJ}f9^hfg42(w0AEp8pvu;_|<2wcL#-3B9IjvYbJD7PL>L*%HAW=V|ggeb_Z z+}2F6xk3nb5Rn4gDtt(jej@~-LXy_&-Q^t(_G{n;tWTU~DUhbPwIjh2Y$s3xY9;KK zhH2weESataZH58=ZLYyUQf%r;;TMt$ZVo3zx-M;DVIdSkAQa>sFsB%T0T%qhNOFP| zw5*{T!1Pk@^eXE0dPW2U#sxVlNY%$TK2Vm!RTEVltnXJ??VKnM^ena^3 zaUc6JAEN{KmM{7eav`5i9&Vibu2gQQl+flw{|+L&tWT--Zz3|e+7?2cbo>BpBW10QB{RUEdTGcfTFm=c)hLxRR8CC$ z5Vb0g^2GG&14D2GQ?M+rOMg_*Lf~>W+;D@HNXI-YhDBg6tO8w$-Cb#`VcMv-`c;~! z$jcYYqGhIP0Hy{H$Qz?~>rfCi_0HnY)fO9C=!XNxWC7c4c^#s4B^Ev%B zJ9C?s&NDra8$H`|W^;w+b%ny}vzEoK?AoSn;wJ7wQS9#S7?X;|MkK#2&Sx`%8ZW2+ z7AQd*PiLTNrvW5JN>9$rhSc|Zba40aAO{Apob+)c_i{DYo&9VhxAaNrgE?FS^>qvO z;q?4=gQ-2Ot8#Zt9j(6bG)^OR))EZ(fby=Q_xo7PQ71Ji?w=~7EwNgaueNdki<&GG zT`BpeKJ-I5;73=_WljhaNr+vCmEAEX#11cnGQ-_pIt`GVRki5}W7;*d>KM+1U_LU|wikqqdKnv7Yc*UkX?CSC39dzmM^0-#?kQTcE7%DFokR*3f^vfQG`X)>N9{)B+ z3wM~0Lpq3ba+~>?g9ev(2FLNyb3^wnv+8y=&w6O`hA?7xb9W}IM|y-eC1ouph9W8* zXs*7GdXI8_w6}T35`4!u+MdY!eNTCllK8}OewR{Pu2Mb>gC;EQ2ir+podir6gC4bT zLHN}zxV1*?qSv(;pnw~=RXALx4bC7#mF$dPcQ`kf!Vv3T-K78kpn@{4IEx2Ghx3Fy zW9buLDG%DXmP+vyt8NuPQ9eKU+=O=J0XZH(Z0+JE6e78hmqj7eX|-E>=Mh{-dL&8a zcADGS zL!a9NGyHj^XJsmZ?Vua_C?mD4mNzOf-Gw$f+Lnikyq_{eRaBAUE5EJySo)>cGA{sl zF9S;c{0T2K1cNh8(>ODY_(FuYx?^QbtjA?pKdwSpL*7Ytu19t$bOJy4K_URdF_gFp zSc5qayJ$-3)l0TtuM<0NeG@mkWoPyjZ^CM-mOqiZR_LZ~Ub}2QZ0!y?y$KZFOko&Q zWFWY9>1`|)+o?cx-Wp_N7*4@QUb*xhK$v+3Zzqdye-v=byGPUe9O8TAOMVy3k#m)l zzX!*cOiMnT9LmW#ewJ!c(eIrnd`#>4gn)y5gm+b1B~Y6;#kb%8P%qtrBzjOGoyULt zu!6%c3`11CU&)iDsHyzQ6J0fQ11^+8r*kGajr9a(iD1SZD4c>{Swu#JuwVhB0`>fi z{V33<&63pmkiI(7NA|0yYa~R%DFDL>x&Q#|gNm>CI^%jfAG?i@ZajZ|YG!t30|MaC z&ENn8BY^`67BqN}V4*;G7&dhH5aPoyVbtJJ69{7-KpP>d38Tg1okETfmNYrAkivy{ z*0@ol1?Ci)V6b@bFkrxe1v`26^!c+VrW8Pl7B%|QpT9asnKpF_6oaB~(^c={D=Sg~WtmNk18ZCbT!+3rknOss+j5Blx1dlzs2UcGzy_U)_B+_iP~2p2AV z4sqgh>bj|Oe6F57e3L0xwtShg;lz%;sf!%hu;F_3szoz>IvTTR*~qmf=NPs;d9Z1# zb4?ChY1F7yGgBQ6+->2*i5I^O4tcI&%#Dj1f14sROwd&isPp>Y$8ZA+v z$dgZX9u_V2v}(2I#S51!WY*~O>vvxtFHos!_3GuT7GD5VFP8#yQLnxA5LA%C1{qw1 z7FAR!kHQMe6Xg_Fgz1MLWKLOS6$wQgkwg+fJn_U*PFc~GV}RihmrhWek;WQrys^d- zM-0)#RYdu*lpuxtk;o#AEKvbrGuOaqqcA0cX`(v<>5|Tr?97NIH}r&wPnoc&>86|xI6wiky6B=Uqv}v9 z(X^sUC#y&$9cQbq8odi%Q!KG= z8heZ|%yiXNw8zvzZnR)!wWpqQl-Vt{=BRV6Hg#r$?KQ_-yDpp5O!E!fY*jN4m|+klw2)#TPeDdtWF*#+;~sJUbcGvW{P=?rQE)u@MiDo@k;o*21o6lr zMJc7pnr*&$Nho!O5)du1WTX%}g$7flF^y)ZOf@H}Xw5(X!Q*K&@t8=9IPY)->!D3b z3Cle2(9?~Nv|vIBnPvi1fSeLd0TWLb_2<*C9-WkKt+?_k?!5KhoA18;21_Wh4tQV> zR1L?g)x;HFJn?)2OH5W;Yqb@&b0ph!SHtirtXN;c2^Mr=i9P2x-h5lOwPu@5-L}@K zvsT;KR|_tX5I+c{a5oK<5t6Qb; zc0?yW5sFci;#UqOssj}6aC~9h7P+Xne84I(p_3e9Y}J^?Sgtac<5jMPH9FcZKBmW*dXV1snOQ&ly#lj*{(IY3zv0rmknk7Vi>+F*J-8`jd&$* zI`SHx@{|V(AgSmSxIo5y_F+B$>h*&g^g#wLaKQ_FO$Zd@lcg*-M!)ftM-#bJ-zF}k zB8{IJINj2S@t+3007OA!KXhQI_e5SvbN;5MJMi6>RUX&cni zmM&-~bE?EmMgyS-9Rk8Mt$_?!G9gPsShW?tuq0gTnj6$qL$jGJhc>~9P8RS(A@by) zX{lnT7PS;9CQ*r#V&W7jT2YH$G;a$H%K>6=xGsJaq>WogH)yqvVoA<1-Ka(xNh+(& zvGJv$iK%E7^G9$%W{#jc$8LIK8a*=0Hm&QUw5D~PXgEibNmWKQ6j@Y7K9yS4QRFYE z+MGyEl9I&ZB=WYZJWERdrx%-8k$jNxJ`P!rALY>AHMsYl_VfZ@?Gc404mL}>Mhrqc zLSHWVnm%6sNJG{0&?>IkBwMONn9uYdFI)jIUMO}(0HhJe2DreMWs^yk#VnDc#93~B zmS=Oqh(IiePk{vOOQ+>v2a|Rtdb*aL?<505R&v6LPy`PL!I}%Z6toR??Q1R(TMe~v zHZ1JG0}{Z=01RM&L2*i>n`-D3G4O|WM3iprn1`h>+FkE{7rbEULfgjj0L0xTr0G?! zKJxKJk}75$DE%Yl&e+CWO~$^W=^Rl%htr%Et8{lf7V5f1o8!DrsY=ZwR2d9N+;Imx z$bsZAdZ&!5ItMlX;91RAyV_w6ccT^;Lq;hB#v%F$0~xMxCB7gA3cB7E#tM>{#Licq zP4tzo>YLe$ez`v%-3+mZm25Nd_daAm7DbR%nZ%L=BAQWivr)zwlspSsD_1Fl8Z>P} z&RGbEz?Pn`U8ie9D8e(O=k)l6POT_fBMNL6G)p6fv7hka>|Gg zwJvrirCsiZ7tx7UG)CV-mIt7MRqK^>dh>ygm5#Bd>d3T8!_`tYx-`F>3zmVi;h6sh z%NWQ)Y90|O9BLgk!II3Qb)@=WMm`n7xu)tccnwJl2RN%)-Rf7Pqnl!1!>k;#%P5Tz zS7#@PVRHrl1&CrSz8R?}$*^=Wj=8;wQt;xJ9fH|rhfHJ;3Bw;pMzY72+_E7RR?6{a z5|yo7Z=F?w5m3XDorcD5pr!WTT+0KR#XM$%pXs(DoGnB00JgB*_MUG3l1lPW@!-Cs z&cwappL7_g<~mmah2mS_IyDPMMX|cqC3K_=-NZ$|9Og0K+n>QgxP43-=OE3;NHr~A zUomE-;OGW8G%cA>AAQtBWvXmWO-J9L#$2p!^|TNiYe^Q*!MTQNt|9!$2~)Utz}Ah1 zi@lrDkX<@ib;ZDt!HW+;NENV1k9y_~F=1&)(F{%T)&~0^7&>TH9=O@-^pyfK*y#M{dl1Dw%@$_r?Zo#d7 zFsx%;)dANUkhE@*xbAqW!Rx4M*CHvvI?ULR#gZH_H4v-qR^&&h4Hn|A?#Rc*o+7$0_%D-Cf>}ge4fb_7_WN_hOi1x@))RqEN|XAOY=4l2ce`AI)R0|Ptc^!R0t1vtKZ%XohnXG)IbgBjL!UtCa^$DCL%q`L@gDqR$QA5DuBb_@3ecI?DQ5W&83_53}zaD5vK#jW)`Usluh` z&~G#dD#s>9WwDv`c}|B?y;D>14DPyhpv0O92T5wNNt z5EWAqS$rcE(x(${tUM${?q<>2CWNjaqyte<+iuM7b_wuKVMF?X@Wz7}4G#q)i?Ceb z7{tw!Do@@t%krp9n{tpEJ&z-@ED-$dAbiV9gfJUZ!s3ij91{+nEbg^XC=9&+Ku(}g zXt)v1WUnRM01NF5puhn5^o+R(s=H`TQ<6dkl27H-&?=fQ4hzyC4RQ{hVlHkjr1Y@+ z_7Ebo&(i#`Sy&1=1`#<(O8xW;G@5SIZe!`3r4gA}43KwVQYKZ=0UIzCnc;kNNfXRN7HN?dPK04>(FJjFe2y`)5DOG`DVHdr z+r;W(&I%cVq!@q1lW@kF%I#&G?D0fFL$2q?q)cXLP)azf%BayTr(_do%Lh*jwR&sf zxCWgTLQR%X9Nj75$e>J!P*22$BH9cH;jC-C#w9S0_sYh&x^TI`P#?ShDQ-ulrG^e8kweoqQq(*WboeVbL~6eC)D~W_WfXrlI24+0QnzZsqGQ>W3;TiE0v!w9` z-%>ywXa`wnBS`3H+|joRVVqDR;805;5R>)#a-GOA4DdiP!3G^w==K~mpS&^k8m=Y0 zz@O?7Q1J1&Uam45Wl?4UAkzUxV^l_GltyE890>9=b5uvctIZ*f^S^}ZB41-SdD8%6O(j{<)~cg8Eez}uFeQy=IX7vm#I!V0Aty}{ zI;K-iVaGS-s;{(jM~-r`HU>O*1SzqNJX6q4MS&M7!B79xPjjggN+Gc7!UW;7NaC|A zk3>Y~Q<{Q=e&}ZgX9homB(Sm)oBZ?gq9pUCaXUPLVoFzJGt1owmGM&6W;&IdTJ~jQcbA^z5-I^f2QGt9RSM5ZXZMYFUDaom zCJchMOoB^zZ_5p`F;#U{X#*}JsBlEb1`CNC*RKBK?f4+HcF+`S>n|(sx)7ZB{=;SUrSLZ z5pWpNj&K*4>{MZ33nX!!!~Rfl5>2OZW2Y5yOmgRkV?cot!t-*MOc!;;Vl|<2J@-j~ z@jiwzDtW1NE97)<#!|VVLtyYoVi$)uZ+2h*aT6+G2N?oEF+yomYlww7clC(~gBPA| z%L~lpcnh=iZgz;3cAvn;X`hyQ|A{7oPXL@t3=c9iImHE-^>4s8e4}-I%~y@rI8o5o zC?0@)Q`3EiRE{s>8V1pAq3Z0g!&&ZkU3n8+7V%wa<5>Wi9A2`*1~^R9&NvU)6q#Y{ zG>L&d%z=HuKm?@1vc--r_*zawf@4QpGWbm$mV=dYa#PUU=Eq{y2V*DUPbWcrRM=1x zsD-1lVq!RTp^-?+5>szDhkrQ-d)SA4m{gqxL8tgZr?^#nwl4t_gvbDzp?PS*#tW#X zFc;K8l{xn+PBDvidb4=rkjq#lQ%AM`^-}y1Gr9JRqjetUfm+!Zp5xgp*v8S~SR&`R z(l7_VVl#eQ(g2Z%=;qIl>p@;KF?jZ{zgFIW>$+9T_Gcn!~tik~t|F z%+!)ESph-WB(+75Kw4WKD{?`&l=&`V%MEk<hSxl~34D)u$7#vO~Vd7jt@j;?o9e z#)fI|6l?)tN};D=7nqNFXN0+SE5XZ(`G~a{M1^=~;c=aux%HwMFfWv!qPJ?iKn?OB znduU$Bb1xBnhfT#xBv=m^6`tU6%!DJp|rM)|9~FWnVsD^Y~@+6_nIionJFG14IXk2 zCj&_JnKI5HHx!8`$?mIIqmR}9bxLhR6r*8}YD1y(73_e=Ugae<_LZV#^6V};qpOn{ z6oz*?ns>~Fq*t4@ePdy>6QxyVemr;+?9`b)kb@I7J!Se&Yno$AkY>_Tmvq_}*Rq;$ z8A|lCA7TWln_H(V;S!?zo1nWAFf>GiSgM7P5OOcOYc_)lPEDlQ;KZAFx0(r=0E)XT znUy(26_X6~Em}04>)NiLwVmIYuLqpKeZsGg0w`qZWrkO%NxE4x{a%AqHk*B*Ma)6O&un4*^>I*Luh&W^LI za}^Z^wF|`8uw|rM8^@Xd;kC0fu}Y-JNn{f!p|$}i@oH)BQd)EQ)P#9k$UA`(1Wy=G zp%eT{J&9Y#aM_nL&w&VaLy)1lU)C2Z!ODF&y33rYY0GPTFdKE2ik~_!hmbE1&Y7_~ zyxriv%{vU}?3%|K^`x2#?L26|`Jb==_^vk}dqRlX+FEx{rkUZlpg3ozzf{c z`Pyv1BEj{r!8_eD3WHh}DLXK_*sMb&@mIq!oHuQQI4OIm_=p@REN~xLv>~jk?(egY zQ|yNA0oSy&4djw*JjX#=l0w<v1VIDrJSl83F_ z%CX$2K`Thm%^JS{90zCj5_FJueOQ<~VX2|J%xAXZ)V#ZMmfo>ZAy`kmpBbJ2Gn$(= z4ET~(mnIMR97JVLPs*SSfHl77TcE!1zUBF9J;mf4YOWzY(q(kgEB(?p9-j3ZDCR;R zC}T)H-P6^GFd|W^3Q%4IxHKF))nA@nqv~~PNBmwR8otgHbHO%SgQo&1-UJ7&2( zr&l%_F^?KmmmkO-w21rNYxmrTd6>=I-5KEyNR?D^w|CjxyXzerUrU;;x@obx--C7u z$)K9i+X{F8b*y`rn_sI81bxu&anCH>`=+`q{^DUYgp{sA7G>qEoazjM#jB*A7@fpmP{HdFT^1H3$UQdFR4T z@{@^ukSI}thXEG&%IkStK7T|Lte&zcwv?HKJUI93!JZOaxe_>GLvDK8&7P)E8V43N`!+@Ix3>-+Xpr_BDK!XY$O0=la zqezqg4()=hCHN4g0nFmuuI`m@%GByKv-a)f_W>{o0o=*S>T4%JmEK?c>Ok-)07xIW1bb zqDyD3EH?A&%&J$vu6=uVWy88N<3&r8rb+0{ZvrJsl&bddHj`19-E&%eL? z|Du2*;3k?-Vjv~xC1_wJop6FoKl~um$tDz5XyJvMbfRG=00Ounhw^< zQdecARXczND(IkurW4j!dnT&rqKr1GRsoK}WoK0hJdnm;m}c6SV4T`xTxg-u=9n_K zWnt z87cC}DCLo4n0QzurOHuCNl_RpdlUvpUe;XFk12`ih8Ja;nI;xHcpw2z2OOY4q)5w& zNf(RO;ZGe&|J3JJgjOvmSM3~1R@7W~?e*7SD>^AvmF}VG*_n14SU0&vvlwE&GFR%U zl&PxfY2>(?joY$%Mr+>6@CMv(u_fDBWYt_J_%Ff@M{F+J8JFyF*j4TvEYV^99BbiG zo1M0xhrZn~v@CL7g60Y6ZhZCqx9+;D0|>8yi`2_V?Th?d3BJhi(~pGz{VrHBg$9qS zFv1c5bwG;0AK#!W{rsNrCc9tK@9-6FtTDzNUoT@MmlSe`8#ph75XmBgtPsd4YveM^ zExQc!lvuh!hRrqy8NQh6HvtoxGS$?kPCsEl*aqm7E-+0|PMd|-ruHYRSq*DiBcKE) zNWlt%4HGG#R03jvwoR$+gC8^w+zd0D$o%41xB*Aq<9=Zs%T?}&Myy;eG`B=(`QldI5uFslv#nw9f)}d*gtsQ42?43j zUGF(phxQY@GQwwew8PyZzEufM*n%7U*az^?SPAol3r5PzV~LWdyi*9n{~y59P{6Dw zqv-`~kk;c^juIIOPT+zQgfL%`5+bsZ6bWRQOxZ=6#J(ua%ndT52>nhnzWZsC4Epn# zOt2udn-r~RN3)=BnJxuy39LM>Kx%o7V`3I6UlCHG6fN!dzzNRyuAvi4mh450i-NKTRvqmmC~41(l+0w> za!<2(TG#r-%eDf_mt~EsT%%UY6xbCLX9ddAW@$jPJRmRjzy~x3OW44O6F1cW2i%gg ztH_XsGpM>7WMu^!#DGSIrYa2$^QM@<39fPBX{T+H!yIEMj-2P5XLNj_&(<2Th`C4w zEM_}fTKtBf+xpHx0m|FnPHUkUO-~oUxVngntD?w-k02{?AdTYgUoG`0Ol>MK;-&Pu zEaGFo1gRlc_=6w(nhf@PGr%RhWH6pjx@cR=4t!9_2vPgE!3KJJq!(T{uPt z7hu3Hj5x$gJFx*r47RzHrBZk)tc*ce4|^QeSI8-j+!6!X$YQ3)c+1<~_LexeB?cUd znPHMYD;>f~j-9;1&T3XG&v|;zwfZcgcR)eg+Dgl}yyXR$#|+TiHFUVdZI>96o80L! z_jVeEGb7q~3*SYk6S^ZWORjsD5fe?+f1%ygr zKP?TFWb|DU8S<;&md)%VUJ%KUwluOrV3NRPK;{0>|HR4(2*3aWWJ-sD8R0}lWhxZb zrG0hleR*5*rh*OvCFjOl<69E_;A^O-iLMHREbWvmR`lCa=5$8B+oI z+dZc2-fjacB_~_qnjO8p_$2wf@GUjee=6?Hoi(EuAd)g%+ z1WlC9X5`TH(&$_`chtQxGVh-GOmRR@$VD5v5hqY&4Nf3BdyAH-BW?r{`!0kakiLaK zgh7argzS=;KJ`S@*J+CItR`*J;T~@chClBUcFqEO-T2Gn* zBp~!09N}ez=|!E3yE!-VLBF%ng2rpHiX(60Djh}$5F_4f1{B<1Z5x_ zNhIL-)02fP=9z{_%{?u%{|ZT{;zKI(IW2Sqr>Q0b(8*57+LOInoq))cFw~+}VL+w* z{OC`=`m-kW@4Nr~#4e^We_~gr(8cSuEHPdO7=EfeAO>c4cGsqU>33L@!yLI#EwVv3 zeiLrsgc_njZk7cqNERB(5KmPG3+=`%|HooPfL9%;C2!9X9f`Miffq%$q6+%9Z>~Xk zE(lN&g&w&BE)L~I11BG#upa2Kd7$SZA5tL<*Klnl4EnMPoxohHr+No+BdzCp$D<=7 z0&+Dndp6P_*6=$Z$9s$B2#&A@Dbpi8(hwm-2<+7loM39vhkWS6Y0HNZEfEHxR#i6x zCgMY1_$5CDW+pJ9CPec93BY|mQETwmHG+623FLH8=RmzSb%WT5vsO#pH#R6{e@J&g zD0WQ8G(d%T6ausWb`gMRM}VSu4ux}oQN%Yj`C_A1PAlT@G|DrcL-B>%0z&j3e3mH?6ddY;=#b-^pA?(PG@VH3s7>^vI za{OSA_b75)xR3l8hSFzgKLTlR^j-$35(yb4O(04Hp$7%=axj-k_@!0Vw}(W>Cfb(( zu{0E&$N*z^l8N$~aFJHyhctbHlel?)?B{E+*_*(WlEzj5!4sBb%TWm6Y$^|h<8I_u9SNu%Mz&el*(#v2 zPT7H2M_F0bfLc`s9ZwV+)}nxn2Od-QIJ~HD%c!0K6*-XuP`{uF`vD#5#u~3NEt!fd znL0SUu^Pi*pE8)Acl3E)v>q0cI}*cYdgLz$iaUUyMmzN&?vP(N3chr>xeyy zl!bz+g@fi^|BtAp;<3n}2{0R9dB0dJgiMc8h4P_9{UvHcTUCS3SXEDX>iSw@hJ! zrbAIFF~Fu)S{d0;EsXUYkVB_RcBc>+D#sC8)U+6>QIkM})B}XIla8TxJS^p)2MP#) z5C}-S2!W8Gkx+)Wz+ClmtMO7&={Pa4_aecnNQ+5c8^;eFw}m0vd&%mBYv2YZ$E-<( zqQh5c|3GzLG=~v1N(R$P5pxTNjV4Lis;xR>b3n>JtaOoYvKC!>uX94MZP9e>Dp&%@ zDfM6uC26>lJGpAne^0@j2n(H+L7nLo4cY=55F4?eGOmFH4Ayy4tJnxV44(p

vmi@&eraS|uZ39a*)!I8zM8UDpWX zD!JPZ-4l~7oZ#)dF!$M5K1iI017a-?=?E1MPCHO;aoY|7uw-{yJSqxS53YN1^5J7D1shf zh9-VuQP$_4Q79s)nyom?R2I|o%8Nn3P%_~=d>NeS@nt)$c4uwChNEWxQh4T9CPr0S$gzEf>YeFlI5eyxN@caU)zRRD1V(6B zrj3XzoICv!;cX3FzR=hzS-kDgjNag5X5JE2X6t0;nVhrfEoln_WNFT8m9D=DdY5OXJ+5w(QHs?98_8q&DLIlz<*6f`Jg{ zs3z@Ond;o!3Qm}WL^zBB&KmrBQ`->cJ`rm)iD0w-*y3gD-7Z-vIxeFJG_l+glN7) zj@-5*-ga>1RoTw-=$d1n4^FU|985WS=H*7rh;i;fR%u1`$s@SY=~m=$-XKfqZUjl^ zu|k#eK5y~WTo!8q8DQ*&P;d6u@y%B12J)PPKy3RKat^_7IJ^t$X>F>pi?^^?SI)k| zxD5kuXo`ktyg3eHP2&gGay~KU&g*EzQE8TzX8V&wH@RcUi&=zO1Liiu7(Ho}Zs|Et zRNZ<45*Jr)mgz>JfTA1-cw2D>0qUF>Z_3reK>rCx2BpY$p%!QXh=2%B@C0X&bV%=s z9N%#r*M=S^2viLJ@*(&12APxzSc^p1@BTiFhb4_@9GAG^Wyz=w5A74$h;^R2ZGjOE zK%BNMfAEd|@@WopX`TZMN72AtxkbfrJ$|`pre>Bt96^?57XH@1*4~*W0S+K89)<7z zH1w1hbV8S>@ZO1Sztnw-aSdT~M;DMtpL7d?2u6>t_r3H>&-6|H^m<>F0|eF!8!AsKTvjk19FE{%gIw43-QMVA3-dtXYnC?i5WY^q)MF+5^^Tu- zK{08^{8l>$Y$Gs&{yWcu=oBQzln+W`4-x7PDR++$cZ7&}R=N2Xnt3g3^hZ~BXMl8c zcXtP|^mt$YZ%w!Nr1ua52!Je31Oq-7$QTT`fXmo;^^E2z?RZI;qf~eYS5dZL$j&m^(14Fh^ZSH1zh=tA{B(!>pm+44f0?4k{G>o?&FB2}XOIB! zf@_ig8go%w(l?EWPR@Ec@YVN|)(0xRad_DWh(ZDf5-bR2%bYB87BY0>&`raK5g$^d zC}s-Aj2fprd9rb1lOrNUHgQkm5oySvrc`Vbdm*AV#j7AmH;rg9Ji{ z5-lopj3=W?mojbY)MyK5Pp49?I@DPUt6H}b9W#dOR;ggel1(7CEZVeMy{g^XqJ>wa zo}AJ3wn6&|5Gg_H5q>ZYUN2*1}ga9V=c%KmtAx@V;5cts%3zJRQ2^2HqsFGpDDxzW1 zXhY3nmYRAhs;R09SpZRRrbuY6*@z=)sNumQYd_K!<&Z}9mgH|sGU+6*#Ugi-ZwXzA zrAy2%`;v4rIk#O#)OI9hcixE^(nw{pIo+0AdQ{V#@)=38NBE}YGT0=OFS{feFhK+XP>!72Ofe9 zl4EJA;kp__K-Tsok+SUu>~LW;X)MeH)ge$FQy>K0mEUH`tV}a)XRUVHl{sdaQ-~K* z6JoTfvzl&RdxV@f>4XIdc9ZQyJk)95{f-Om_N%hAxSAN@qPrCVf?7*%Wsg?sVogzf-&3Z+0}VP`mY zpI@ISd|JjA&$qu2PRPvK12d0e+;m%C_o#PIzdiTeugZW>2oNxVB9jze_{Ov5r>NOP z2X(4io`BM>#t^S~Zfnt9`qV+l)GJjXG+Wx_60k`@=!4#)-W|06alILe$ZimOAr5n> z!xM=Q3yl!O#)24{+28>9H27FJJGvbgggMfF)edc(H&EiHZ(*ideU>DQ0llt$!H*k zG(2SXZaBzAGP03sLBIff2*e=XNHnrxgUeX61vVs6iSav`a{9M2mXUG}Cy`eJkbdC z_%9XuaSW9@P@)`pnL^6&kTXoAHp3~-aW(~#BVZpTD=8cQK@@S5Y@l2i0C=U@%yT() zU*Ig)zR{n;^~%1rjSrK^b&UDs-PN4(7O#@ z=7fEErZM4_O~^#kQpem&3i~)A7GAS0V?YBrDZ@=~e)C~5y(vxy3BCk~j|etO=MWW9 z#7y!AHqV0GKkvDaeCl&J0PLL1k_ynN*33Bu%^A3MX~6GrBqO&p69e6p(27Ehg7LYa z)ry$_KuQLrl_{x;PO8k2l5kZebWBPkwNf-l&oax*>0=5h4Vqq08a4$iViUW!otpEf zLF|~vMCO||v>~3)(wse&I?ARBrwvpr1XQO;RjOY9@j0%%EJB$khA~~si`&r_Scmq| zh)$HE>k$bL=5$uxWe{w19n_&b$|AV#rJ1I3t5DuDO_d643^E|tiR7x-rwEp?)-$a3 zrmNlU7K{J`U;-O9)|w%zCJadO4I5C)&(ZR8vz*<+Q~3wl(bCs*S@2CkPpe)5X2CmT zA{uM6C8qEk?V$~noziT3ktU!qcjp?Wp7z96%Mdq3()H_a<4PIi0!Vl%q~=Q5W-8-y zmn+q^?%c4e$P%--#Vr~@00@CAjtvnH2iat2QLEWyd2S&9S3s!0D5(Qe^_h_@)VIj0 z#Exm*q+YDD$xUAU>d>+!Mv{<(S>H;qSe^Du-CB^h|5sztg)Jjo7X8&lBo1DN4^_4V z>=DGxZE3+c%;FQH7#Vg>M#B#4;yv@(F;bvKE^^@r15CI90T{s=+Be?N%mIJI(eYFn z(!cvQN61%PuaPs2WP`erX{n{CLn<0HC_9wEA|WHV5=`y<<^)#8(&>Ya;w8XXo2pQ*IQ& zhP>`|PsYegzGAuaUGBMPJB)QOGH)-0Nx~_&&Ub!apKAmmK{s-D@|$G@hdR_%h~O>h z&DyULIBEP=@X{2F<&M1iJ#;!(!4L33V^0`t1EQD0-%iI3%YG^jQrocE-gc*yIfo11 zF5T@e{Ew5|!Tj@yv=s@&!o3~XKuq0lQ@mzCopUq&} z_oFLgc^^SxU#ZD~+PNLN76;CH3Q%zC^ITA%o%A_?pg*g774*g}b=_F6u z-8=#%VmgvH4n+X00T>jOdC>tpIog!$Vk%K3|E$C;X-m4Lgj9M?nNTEFj;2`#SkT0Y zc9=M+01Xq(?d*^Nu0!VEMB^4i$Z)RdG^d4 zy5=$dTUS=&9}?I`!p>M?Wgj-!=^4QUWTVz)O;F&b?FFZcFsDo1WfQU^aZ(Dj5d{@m z3U7`Wf^wHm5`%?aD28UJh7!XsSZH)kr*(!XU}fiUtj6{&WkgIRn=phJY{4yUO9Ev9 zW`3p{uvUAzXAQz!lIoYtw{$}Of+7-(B4r|SV=i~P%k z)CGg?MT9=a0lrX{l2aiC!-j^bhW4W~Js&J~p5vbgK>4lOhtG24EvMPsmC@}XECZ|AIxAqJ>}@h$qMZa8Aa*L`rcsMal-!s?=2&_@^>PBeMx2Q)iJ?)=L z$HdCcdOm^eSZ(=fM<7lRAX4sEt|n`Kt!$3$S`vUzFaYpq1(OcN$^wW1%g~_YYTw!_;QlVf6yLQJ=BjK*@ z?k?Z@E%4s&+XydIT4h5tuFfb;MJ}WACX~XO7(xrWx zmZU^TCNJYMO|s6Zp(3!=k{;z&?gBsKNGxij66zgl>%aZL4QTIsgn$KkuUdicW4vpI z#O;cxE`W^C2wy3NC8(-=FdnTfV)1OOx-h=hukX$<94iWptbqY}$5r8Qb+lR)|AY~# zO_cxs8}?Q$X*Mem{!*McBiJIbkM4l=US$__!2~Bk1>XP+VDRp&(KZrA=^m&_sqG}X zEeS8k`Raui}j-vKeW zvr5Y{Jj=67yNCh=fCVH$(F|ih12Y5(vzhGlO$$(W1a#F3^i`f_H5zmU7xWR(0Bbhg zXi88)zXuGkz_}c$Z7L}_d-5bw7$}P|O)}FrJL0N*oepjD3-K&3tTbA)GB5P*OSg54 z$aMRa$sD%CFRxnS#+De>;VuOY_9kN?1~N6~r$I~dQCBbz{J;a#KoV%Hw*FvaL!DDY zGz?I&A`SpQ5*lW&$O@k^x;DsGkF#HjbccO4Qe2q=qav4Y5eXtOLDpQFrjwN{w6e|-0)a-C{NhDM_hdb1d7x3)^Z_8ZH#eK!UJ zjNt@~kzCIq`33X6Q5jQD6kormaEIi9M^Hh7ZDBX~4;%qv`)Cp@ftxgTpaM5>FM%XW z_Q3Iu>YYUceDoN1Haoh-XMgi%M^`zcig~Me-q z)vlUdJI!tr7*qE&oBXy=|KNcGcSt%lVLSLyL%3l-@DC(;?FhH+K(Y2#G7K1L$qGd? znJs6N_(zF0M?2Tq(hEsjg?FzCM&k{4w-}7qIGxw|EvPkH|LeG(N5=Ef^t?eN?L-R% zHKPvx;V|xX)>=7&V>y#kaB@F+lt=nu-^39(F@`g-Awn?@O!L4^fHnpNHYb2sCxDpi z(R=qtoM&{uocWrs#d_P(s~_jh#yVEZ-JIJwuFJSC;P{^R`d%CWjQAlk1G*iK>{cS^{Kq$_og(tGfc6 ztk=YQTfvlw!>m^X%uH&S2ZSN;to z0SwT9QrFHSKQ^N;frdvh*+(@Cbh%D&KqjYst@jDP?3%iMHo>5_Q>6N3*gL$=`c1Mu zBkg_Pl8;2YWs*!HkHDj=F#(=R)-|4V-4SA69sK@>yrBHP3bfW8=DyM<4_ zh9?0I`nR|@=RV)<{VVMMEA;*? zxB@`9a`oz!E?#mjBv81JVMB)xAx4xqkzz%Q7cpkkxRGN=j~_vX6giUO0Rj_}98p=N ziWrwKVaAO4BxRBxDsife*~LvypFe%3d@}S2OQT1TCN;X`M^mRyoAS6Z^#+d}JCbx+ zvQ=r7ty_QKmM2H>`EJI0eUXP(@)$mp!DNWO(Z zx<$;;li^8mn%}Zql;i?|IeR63lv!JU_#8NQKweDnsw{b1OkM>Ikcrr z+b>&INvZN?&LcZ{`s@~CP~ZT zz=5`J@w$#!Sv^F>AN9KJ`#11MXO7!9WS?Jdd!dE0jsLVIvj8o16{|^XYg$_MD5k#1(n6bo_U`kQY;Z_`Oxff%UamMDR za*iq4&r+IG}-y=CaTLz?iHkzWJ!MvP&!rBsEJ_>uQ0^3dx)^ zqcPC1HNi8}bP&P_C)8EgVTmm^qXRZ1aVVGc1Ti;1|9k?tK?Q9JQA(4lZc(Uge2%I} zf5_9vrnn1ohasCPvQx?~thGQcPo1(p%$_XJ-S+N{YgQ*&HC7^7{Z)_GUPD{6P16ES zSmA}m93VD4KiregKA$Qvi9o3p)D3HgT0&fGjoOycsiex0h96?w$|fMcW8q|`nhFAl zPCwnKNq#MCEMEGmbZuYP|LWy0U%0{)^XG++W*D&re{I@nr)OcsO{J->+UnH;KuM(} z#FhA{<&LO0CyX-=?nM|uJ_=?UyM0bau8{j`yGy@2w<#f(z=2cqI&zi5Pz&6dmU*}Q zJ89Jbe{ARk4-Xi?t1V;t>B*s%8ezyW&s_74$_qd{mC#lyrjU1oiif6_c&Y3Zs|fen zv_qzmTt}zcA;%rz?&`;K&25w^9Q4M5W{(zcukpurrc#E-6-qL{qO+v%c;fxbka@_9 z-`pd~DeqpOsHfIm{PD?G2!WHrK7#9yks6&PuuTVD_0_d=biNZrs^CBf zLcl=|jDUgxcnTyTOpxCY1HqmRh*lTGmluHsMv`>UHCD758CU2K3NT?7C3IRU;Ft+0pJ>r~4mLz7jyXkwr&hxd9Hs zA_TOcfQlk&LF@#28!Saq4Sz{aB2%$K_agLU& zar}3Kqtd>e-;x>iNrC?vkJV^k*FD7)*fSAg(009Ky2RvAxF_q&(lqqv{ z_Jig`uL_nMjm&LRiKJ4tVoC3KM+7hkA~=E9sIZJ@oN?LdX_5w0$-LDv*J~9!T{BaU z7@z?q|8R>G{4xdrT!^o@qJ<1J#|*si^{5P4<12(3*cJK4mk3k6_9 zxpkw5t`258?CAeai`qr9&22D9LTbGt&9Lwe2HsKPRKVFNlBz|e3Sq#Q(y5-C$)%J$ z!|P(qD74_NhOUYeBVWtu5Cf1>O3VNZ8W0;@l4utq21ru8tlQi-QMWH+SS)4}@L0*N zm$KnQ?|b1Z5t9gDDxeG9XPc_Ot?r1b8C!z>o{(D9o>rRE+#mm3hC2a=l_~=ik|i^` z#NBeBt+C3ffT$!T;~FoO7xv(CQ&YT^HbgIIKox+Fs~(tgcTN(xz>5*oiSyfcF#yzgF0$>w@rYO|2aa&GR^!Jj@OI*t;x7OnUax7deYpOi_{-8d@-7 zAKy5~k=?O-eVk~_DwU}@Je!PQCaG=?Nutz(ij|)%gw;AF$yBkOf*0&4?}Q)(wY5=~ zLyB9ysine*S#wCVSS3C?w?e}e(5nlxuRMo$3{psQ0~nhcxlSb5-L=rCcJ_z}D%!D3 zz;U62dT10fo7x1e(+c#bokxR}C{300bEeAVD)h+7nEq-cp8`&9J;$t|PA%5ycoSAH_m&3RdSUpQxKu<`ClH=+zbrh%foXvZTJZ3QPrL;sIL)vz zBIt!^oXq_`WwjwfXlVaa+8{T%Kutn{0zUP=&pfiEzU@_sjypw939z|O+my7{+nSeB zFy1=qL;;qC1-J{#&iQxAy)}>4$n*He*Q3)mhY@E2iVwrxLS452XfN_f_}9PAjD?SV z>|i&0!@Is0h$j!>Y3_)fA6VSKTAU%pKKVjKKJtE+{O*0PW01S`R3CXP3Ez(SRjcI` zoWFavs^)oX-F;do0uKhIW&sYiqG_}~{*w3RI6Vh`kyyLkA+~-Ot)|YJ|5?Mw9(_pM>7C#S*DOrfTJO#hfV)@pDH zZZFTKr0s|=B0kULZcO@6Fa=d`1*`A+To7|QX9c#;bqLJmmLvSc`}IB2eQ&@cTQ zh0`|g@nArR7EB0~j;!df{?H1yo+JMV;DJ)lA)*9TmhDP%hV)c}{{ZWP3nK#KEaUZn z?F(_GFPMSrwD2R&i`Y7X_-JoF7!LS45Dqsm1T*jhyUq=Z&yG%T1^w_3Tkr)1k!l)X z08~!DtgOJ8BI%5<(&|U?($9#35TlNc-hia&;%|~f0Q2fk=#&VYl!&eP?=s>F1UGE1 zLNCNp@iYpqHCk~azz{)_2gR;tFH8wP8gTjGuI>`B1oSZC@G#FhunxwD%EP{XqN(}}$u@lAO zws3$3=xsa(U^Q&53U5)^rcm`(5i{&cK#B+M>@mYGM8-Tp|LpcGyU58kxN8@siy>ms z*fN44k?R+u1P|ws7<13}$c`DE?HN5X`l4|fMN(M2i_xwT=Z-AtDC#J-iaH_@W`>Xv z`=#hM> z06+@T%z6#65>QU0QoEqC#wJb!Qzh*F_L)F{-(lYa%9ygtj;dO9#8RI(l9l=5HkK|3cu1d zYNo_aYz(r?SQ?PT4$$N>vn$+M%`IfH);pDqU zlQc_7d0bmY9JO4K7_5!h6;Lh8%_$W$xAQ^U@zLS8gR{csdYK{ac1Q1hb!>f|+H^9W^A z!IA;W^BBGO|{3&VM~?$7Ylvfk7Ik8)U7 zqfh-*1p!r13H4f8!=NSrQOykrRT6I+^(h`TwT4qSdGrRf%w?KLIE5|Mk(_V|8WL3B=Djt0VGXRrC7(14eJh+@=f{Vg5tLB z;5hUzzApEwWHOsoGi!Ag0c|UpPSMEg9^-^Or{V{)mBhe6g1&(@iuSuc5kB( zP_KYxT{dthBWtSEHm%HNRg$9q3zLHMFdf%%Gq3%Kvj|_!10&P!MGZsxTHsR3VcZbjI zI<{ZMHg?}ug-URC#e_Wfwt1a5Z~Yc<1$TPm!cYU?HODn_Wiv^0PJbTvdwaHta&ri) z)N*q~NSkOeE3eenF)y14K}A<6d26MV*DwlJHCDGv1@0mia3SpUcMFo&1Vb0$DOKYF z_7oy`gO6-^_xFBxVXpCx@_jx^7Z=;ubMffqab%_#{@ldTd zQL8>N34FhoXCcg7tw{v9mt5&h%R=CCclLXwv}sM|9a%svPQZYLZB>Cwr@XYTR$6_@yucm`P_>4KB6#jOE*|;uD zQoqJke4XPbamyyFK;0VGg&}wHBK7esH}WtQc(iO&L!gE+_b`EHRCB~-oEBb;!vz_EYEhhs7duHMdgr_3hIr?!uIwlkI{a9d!5t&L$?Oki26Tw%d6?u`L)^vL+ zlxBJ|S~sr_I*U9`EIrUoc{+i&PGNB+&~};^iN#JWcqBrzvKyj*r;}oZaresBSCKK| zz6cFWR-kB^|EpQMwI{)=8(OSoTO!`rt@XI^`bRM{_nXf8t>cq?Kk){1_FhsgP%(@LWY_VG+0I~<-o4e)AL-{q| zE_f@?+r<7Xu_;8mN*2FGC|BcKv@_BJOWR5`xJ50ZyctHn`Fp?p8^D?TA?)NGTbRM? zRWWa1|6MVPaeZ59``B%Q2uUs6aeWepK|lm5oTF7*N*kGUN%y(Oska({8Ekwq#M!>@ zR|+R1Ai`lfYrSdaFUG$ z$&K*(=(l`H@(xF{K-#UkEi^0jCrIrEz9{hhC%Ts$sBT*V5M0=1n_;s9Q3EogU+ygABHQL1LZxl_3NTWPwrPxHu~l{)?m}RZ7s(9o^W8bz*b3 z#{;-muWPc?R%yUJ+_hQ~zM9;{`azXbvt;nxkvZKLvnS7L!O=Z2M}0Bzm4=a7!$}PU zm^(+lysyukX4H>Pr?;4O3?4Z0~CqKS!|#3o*}&30ok!r>2Cy4u$7VEO4m zh2pqw+k5p_p?Z0l;1X26wOKy4U0#=AJ^|+I@?5>s=5cE4Tov0z>Ot=z%IQQyH0wL=#5cluY>(o*9^#_-|Kg~9 z&$83+JpMu+eW`ssmG`W)+hdL3KJK}C?*F^)1Gi>i;{$Blg%8~CcTVTQw|s9$F@dGuCwqKQLE^uG>cfaKUB7wkx1PdBGh%lkTg$x@ydg-($eZ`j7VaMCYGqk zB(A~6VT&%l2xE*C?G`{tFexX5OE`^W6HLhASQ2y1-SixE(&3;}|8*d+uoO@<7`0uL zQAtIW3r3Wez|d&c7~sxg36cInS&l`n};Eacw(a_f+)!)EFwy2rIud0(Ev5J1e{4N33*dXH*oqR zkU0){6AK|g$(>LkEV)#7LDe9gluyY@l?dQn3E@I}#rW%sT-qkXd>AU!5u9nR>6Q#( z&eZ^3YHa zqo<&*gwm(AHf3r`Nul~33phY`lvG23-~v)nF=;DzHKZ_=|E?m8$3X+VDirLC9k=-L zMb`>sW}Xw-)qr4kUY1}+M~x0?9da)KX7fk)|%->(r;k>3= z`E7i9>$&6T#-Drs2A!@t(yYVAfFd}<9|ZJ-_w6 zT;zOq!vu^BH}m^X{eH+H%N$FAOcV(J`p2&Sxy}#%a6}IVh@~cKaf=*c-~{l+6nyQA z1xle{1wRG02%2qRDk&K9hVvvaqyCMD%f3~##X-U}Jxr7t1TJz%n-`An7& zI1OhKYJ3t)26n~@Vo-u-i(}e4_!Q}Ya0RQl=d%$Rv>c zY3O8X&`**kb@()qK3UYyPx!+VB~7YT|F24sSAG$AwM5%3a|soZAcbHR-A>zBFqBo% zQF$qh)s!|`H$H-ZVJIL#RVkvhZYyc2Y>5qB7vC2 zro^<*Sk>AqR+Y*GMf~9pg6OPgKMUH<{^3#kynq6l_6UFE;sBRzt!t4r00D3{cn*~y zSfP>>iKePzthyC-UPZ^X%1V1FFs3m>YB7enpspG-fYT-t78yl1rSlvE;>=>y+PDv9 z`jHGxBb!}~D3P8|d+k9ybEiIq^PS-}FX@)L+0e@Ovzx6i>Pq`MRIc^_a(S+M|7+C- z96+{WObS(WqLS|1wk5i4D0O=K{}Y8(M})#H?!*cfH=w|EVs=X|!+-$IjMQ*LBi@Q# z=%gTYvQt6n9YYEFQeK`u1g8t}r2Gsk*fzD7A;oG8c>(;mY!XJjMFq0{LK)xrD!IO$ zed+}kkXrjV!VywHfRV3UPXWvJQwBb;LuG{&U5>3eUM><;rXoEMAXB&#<8Vifn>{+t zbFO!uF z+WK-<5Q-@60?0wYP}9Q7lrD7>8xR07GLI^`1vBxA7vYs4*vn`QK{7SmHW$2VNx|)P zaCK#2IJ-G-EBtVIWb6=6{|MTeJBA454tuP|=JcC~RkpMP)t9=Q)5m}2P-G-@Xt%`k zn<_T-qszUgZfO!+=C%}R27zfzU%J!$RDk!O*6w`YF4YtC~}gqNbd zw1U9by>@f3jr;3j=gk8jfWV!_YgrfNwIU1hvo0j=MdUj?gragN{pi$<6JUM{S4nY0J3Ht?1ko zk>+TabkS*(^PUTS|L21EIlTUkc+esJthxF!oU!xt18Y>nB}`IviemL%V;#=E&fAZsi?$6GGXic@M`{n&*AsCwgr zP~DXP&*mrT|AB1t0)vl}e~2-Ft3)$Qw0FCQAQYGoIY$Qv$bd`8gb4_N#)o`HD214E zfwY!&cf^5cg>@*T6CRKO9b?7gA{WeHAwVlfiZz5>t+*A!Gs=uBR4;7=wCP z7=l4#*itfhh(76~CN(98gCYZVh;rsNgaPPx1tEj1^lp$yjSD!568LtOsEsdT00AHX zyk$LC|CoiU!U93SR<-sjm{*E+Q-*b8b)Gk8t$1vc5q7h&T{{FL22cW)5r;wd7jdDF z)pm^9^@p@Ee?j+M;x>>1VkefPivY$`kY*r7hGo-Ojn#OKQ5cQe$dQuKjTVqL;K3x1 z*NFsIb-|W!A@GH2CWd3UW~z8~a|MRc({&I)0QN?Y>SvFrXBTKtNNtymv{7g>wjXe! zA7O!AfJIq(wUHnPjU+>N3W+E?sCC&I*X`G~fOjkpP)1G*V(8HQx^Zw|(R#1>}^qmp1~G3%HDbG43u z89fw-0`s^T)9Ie^rxEpMdb&YwD>GQuSr^%P5E~7Psppc-kTMM@b55C8}29mW)W1jnEjMn^6H0vUjpdAVlI$(-4D zq0jl8AAkbT)S?>klN|S=72y|S;0$>fjW?7ZZHl51vSJD%kQzai2^6F3xhG|6q%)=w zIC`HBf|`y%FF;BMY+$H|il~W-s0lcv>$j(mx)HA=0GcRl3%Wv^S2tT~rOGLSQ+lOV z7mr*@aVG#xceNSm0T?}Vq5@%qv?!g`w5l+cAB=&fu6ig)8Hk_FbMs5a?;G zFjA}nkqa5p0{XeE%?hm%o2b%Ctp{td5OE%;HUTbBT*NtCSXfbfL~Oo>R$e%+8ra5(~A4O0h(Wv{joB3UC0hrUnc$0nIngJ~Ph3Z;y z-cyvap(erD0*o0KIkZx*H!XM(rYYAL3}T(_=2HmrNP%m$H)@{=|InjMTWL=lwGunE zj(WJ0>k$I5wc{AJa+R`kRUIe0seGh)RLYm>>b89InQ=FnvS>a@i96DAEV$~Ut(12O zDQWvhxk724iEFHl3$c$2t&t0?w|lS$KmeAjiJM3znTt2x>T7dl0m$jOD2ujuBe@#FSZacuktD3=Rc)!uj5InRoLPjzn{Q+3yAcb#H_N`(imgv~yxWtx zdD*;nDXuf=x%vBfS{gl6TDpBBw86@=Pjjzz3y=pq5v~g$H98PEtAo5cGdp8@k@;8T zr@o#!zgXqI@B6Ir>%brEdjb{!AHcE4OR~!AVVgS?E2*hy|474V_>S>Nz+D=CeajFu zW4;D3O}i*Ryb2+AV!nD(r!`iYSCzyW;VkRtq0KNRZP6$> zmR|g|F8q0GhD>v|$z>e9o}8uo8_GJ|H#wNg?7&%e?7F#ZGH?)>Qm>fM68eB3-##<_?ojhl0T+MS8$`)V& zqik{QYI3J+VhO;ZJuJ>MG6C{CQNG&)?|IzmyN~4ErrAjOKP@tz8TsVI@+sU*QJfdd41gsEv_Gc z2oWs5i)DJVxYQn55eEbS2eB66Mcetm{qS_|OH{|Rg&d&cJ)&{^et?-)jBnly>Hp>%tyJ!=`=U41K+GzT={b+7KS$65h~` z@CfdqX!V%ks~hO8HG4`vxHr`oMk$4j1jWvh={Q%}D&EpyK<2-$Z}}YEZBEqjDC#=C z&&=nr?3p@sx5j=DDelgc?(XnB z1;l>o->vSHhU{T{-K>b{*+NwUv8OkMn-l06(SQLCIv&-ZpUYUJXEo7I) z;AAc*RsxP-o(h8T7f%pUpzRjR?(Qz~?>q%lQ0(=7WxaCmG~UTAOQBo(0TbYb&#vnJ zPTiiX0#UQUg(@&3IPHD?bR;obKdM=XzFV3&>AzQWjEp$5%fb`_a`;$ z1|{M=OU@tvs9m|ZgLbSK|DOP-sjwN};#7|Gu1t?I) zYG3ntUgtlq-2)G^M?X_PFA;l>_l7NAbI(LW6yFx2dM(iPkUIDZqMwF;_^yepRX^4x z5B$L|{KGH&kuUjImd_~5xu5==$XWJ4u$qnl=bkU&cuwd4F7U3Xc0FHXsDBaNKBI*a zG+qD7vitL}Tl+?O`-_Y5c99ED|Les~{PR!$TdZ||IL(13aQ7aDqg0}ulQc(72= z;6Z~KGFZsq!J)&33lV-m0fE4Q1PMIJ$k@@N#};G8cyi{&(xpd{FJ;bT z8FFOFlVeiSH zuZ|^K*6dlS6jrR6($?);xN+aEF$3g6M+0c}?&aIp?_a=x1-by?!o>s+AQUft=pn;m z5DqIIV46|j2ZsnX7i`$ru|$I(C=RHcU}Q_9I8g?Ed77`tF{*X4UO5sfZNPa`n_Nvc zuYndVp5i86-1y3@2@K?7PK!C%1Y(a*r(Rv9TDEevZ>MV)uXXU@#g8ZdaVtz$rdSh91sA-2LT^8AB@;|vxkZZXrQtdn8}NQ1a?EJycV1>OTpg2i|w}Zl-dn8 z)`auKli(`!|L{YWlFO?jM@k6G5fD>UF(~Y|b1|;&?#gJy6>GHdMjYuAzz7#C3ZSvb z9Qt4a0SI%*g%2PY@FM~S-~fdH^4pIyh!oOHw2GEgAfpXMl8wR&9i$4v**+9*j2vqc zi6q|2JWe>1z)W*azDiUnxs0TvbI=4WJ~$yt zBLTFiw2lrS0D=ml)Njg&Ks$({OA}nv8Dyc1OYn=Zp#9g3a-fsz6BSBar1DKOEmXXSIwK8!I0P3I2yD%8BT5U)fGePl4gT* z)_Lcb)Jg(i7n7(<#({Y@`e^E!L_tVI9C3t}1_poth+G_bWZ4pEdBkZ28jyk(M{SH1#TjY7`zF?Bptlp+yJ7t{{P44)hM-yw zIG{`lDH_P5tLVUbP0V4j?i2Q7{Gw93_vtf;vNbFq`r&@hdjZvn9Njly2GJ?87aY_RAk3D-Ds#@|J#cJ zO31?6(GPz!#NYmg);}2L@OJ3>N=7=ToX>GCB?XWI=8E_j4aLm|(7mkr{GNfS}cgMfNsZoxHla2v1|L6z< z(4qy`6N>^$kdjBVfGcI7*66SV0n+@CCG7*x7Z+JKzq#-v9GnSkjwB|Lvd8@BM4sr^Rg4oK5#&e!? zOM={-3wOyqL^=&}C}O~tu82ClIC7J0t6g4fvy!_#^P3i{)j(C!pcc@`X7vgQ+|ZljawcioASy7PMss!SM90P#!mB=xx1hRwP)#RaR_CjUtS?Ry}WNPmln0FGIBo2y17PPWm*gH7V#omC7Z4 zHsF&J>WE1)XxG^6)v7BeJ>*jDnLd` zTN*5mMW5Z2N@{s#lyWUdr#4X${{LtNt; z7rB#lZ+)rb+^7tYCw8^ab**?D?HcR433Xvn)N5aWMl`%?MCgb-fd<&6_qXhoD}tv3 z-}pjyzFf3$hif#V>5^4>&~?E)-r__mSVIWV7Hc@=Olskt<(00a`v9ZcXFKl%&^+ zJgzcsFbw3Z3K_FyX0wVMOtZUncgEo1@0{p5m4CL`lwku&Eu&Mt1=4uVdZvv5&Wz@b zs#&>&W^{EJd1n>5Hg%`M+g$6+=FjmtgH=OOMrZ*Y1vXmL{~7Vw50Y@|AEa8c4U()ZgiLBH!6->Y*1V*4O(Z{#>q3L zfqh4hl(X3BE^?_^{cnK(K%+cJLJ-c)Z-htXLUPs(GYZD!3@JHvmnL$zgZ&XjCY;C+ z`0){VP;QJ8+~D-pc#m&AVrQbkis;GwN<@)44r(B$e&Gj zyLi#A_GG8s=p=7ESd-F2KW{G6QWz0eddS(YgqnKgBnr+29C(zknDFqXc;#I`(8qr~ z@;8`#vtNHS1#hG*J*33}Uz#WAXfXkwC#DcB#yO#A@!hjq{<^S@`hGbD`Y=}f?JexH zv}a%Y+vmRaZ*YT=+ur&+n>w3lW_o}s5ZHS9J&6#nlCt0X>2}o@!D5cGcCVgi=tuD1 z#}C$^>plS-Kpp_Uw)?-M`8qCrMoehD3i}yKmWSpJiSA_;JC7I^C6*#3I8*c z`^zASyB)(rKoevkj=KQ@TtV*(zacw8^6M?aYLE^2q;~tV8blKsJc=I5i|EM<_ItnK zYbmGEz}t|&X=*-x2`@{cHu)he7>vUBNkJB@LL6|xHIqVuQNWBiFsBl+E-abEau?zo z!i*rkm!gp}#JD5uiIy9*TY(MLgTuplF)h5q+Tl1Hs6rOJ!UM#^C9JLk3y!AJhzT>J zF;tlr2pe%qiE@IR9|A(KD2+Arhz&$Op18UKD;V~nL*jWbKnz8`(Zla6MN>RQRLs8b z3j!?sKvARx;oE5ult#jk@CW*{l(D1oogGXJH^h(BrxDYy+GG_Zbgm3SMd5`0Bw zycdoO0#uAfX*5Mv{KIDK6)u#qE&4JrY_AxbKHS*4L+M1*0VycFMszHeXPicML`7Ca z0m@59UQxi<&_ST0#k%prk4P-*n5{k8wGf0R{*y<7ypeTm$7xKvRSW`n6u*LmMcsO; z!m7bSbhn4nt!;~_cmc=2@G?8QuAmUdYZ}OhEJ+VJNQ7+1cZ^4q z3kV1SXk1HaY)huh%Wq1?YrBb_q)W;QO2J%Az2r;3{L5BkOt>6NrO1`8+Y6DbD9V&f z&UA^r3<4SmP0<`p(k#u;T*!v(%FYBU#ay4~6OXA}P1)QyzBEnSyiM?9NS2(}yh}XK)eKMZbWXsePrm|7ptwvBanFJJJq02? z@6=D(e8&3}&-^sdk>p6!ptPu*NB`RzX=7A z;rymY^v*~8&;$Jd(B#nD^iUR+BmS&OHbJI-IZL zJ=G7%3wA3BH26uENYA@+O8;5y)tsTzRt?rmO@UX9PG1!t)%!1FgduM{R%cD6Aawy@ zomLkpRwI4Z>-5tXx=X`pQ*8a#LW$OC71nBnRdBTsn7oZRB_?%E5HQh-vS6lIEf_#O zS9|3X0}$77ZB@fC*L&>=xa+h``-;x9P+&CJJgLz4%e%6uQR0cze~nlb(bs)l)p9jf ziTwx-1dGfA3+h=zc_Jo2)00Jn($+!)HGc>ydQe0vZIQ6r7>?M zTCX(@qaD|zRazG)PyYm&*JCw+2|SUgB@vuWp*QV_&RIks`q`W+RpRN|uiabL2-}J! z+lIWJ1xNq{zzDvrTDkST3QX8}$_mdDBw_2Es)0m2853TWpRGMy%?*rb9b3=+T+jvF z3t)f+SO8D(hf_cR%`HRtM7-bgJf|^O(%Z7BohPyR+00E-yxm;h-HXl*UEl@Xm|cJf za0Y+y2U$>EzGcMX{4+>Q3aSM@`1^`A%vz-o+W1k~-re4-_}$?BUZfq~;&lY%Ro=bT z#a--0kf0EzJE)M|*%EEmInrM4tzW6|Uhoaxm?d4}EnoWuikCxMF0tGHE#Ruc-~0{T zrA>hTO1>|hW^FbmG##X#D~DBBCr;0W;F z5T*`p1tT+B3C3$-8fJ+geGkaUVIAJ#!a(7S*x(vA4kp#1&tZ<*y|^GwVjIQ`9&TbD zUSJ?rV%l)n|Irg40<{^I;u^kTC+=d%Sm4V-00`FNneeCGg&!*(Ha!_*GM-s3_F^wa zkMeBerj#bwO$u-$U^*V!H-=*;mSdUSy#W>6+&W`1UM#EfK~X2)oZWrpTf zK4Wa&W}P`^YQANK=nRVBWo{m^UoK~KHW+XIX7}ifYPsfg-Y;j4XL>eB%m`!_LqID6 zel0r)E<-LZ2&^wYLNFs0F(9@xL7q24#yCd1JV7=-NJBqDWIqK)K{;?jCCoxb9z$rt zL_pDmuFDoXDvr)u&roP zEo!AtYM$V0H}h*j-)vECZEAONP&#wBCUmFWbXehZJMnZv`*c5cc6NAqc;b6f^m|1s ze5K=jK>mC|ynjqDfV???b~S>dlY&}$gI(Z*TjPU7{e(tOg>ZR=jIfGAJ&T=Xi*n?P zNc4+NGK{_dj7i*$U6GD+UXqS@l6FLsnW>Xj=95hHlS?|3x&M?*P?fdjl~VncQkIsJ z$(C8)muE|vmgbsH|C¥^~osaORv-|C~}powNI$T$rDD(4Tlypp&+sfTp2>=Al+y zqSD2qVdtZB|D#mIqusa^Z2WN53A|EyW&tzmev zlIF5z|FT_Kv#Er%kmI$4=Cx`5wPU=upp3YW__%lGx@~8>rj)yn|GZ|?y^VCfrRBbH zoWG9bzm&khzoWvA|H5qK!*qYdrR2qWtj3It$)vQ&isZ?D{>gOX%Y?klhs(^${LFip z&ZNW6h2qYX^)0%+iF{(wo}Sr^?gX*=fh>Ym{2q~qI1A*8$Ut)0CR+> zHwGUq@W6oRzr&0FA5Xq~c?fpM)oCzL!6x+#Fp%4J;Xwolfw*zI&|U$XYUBh+4lDeT z1i=#m28hcP*I_qWgXTpj;e-@c2p4+fAcCAg?q&FZ3iDk60R(K2(~S=8L9m5_p5QXy z03~6_4K6MQxL!gEY>?rG7WU}lk3a^=6owiO1i^cVd>EpNE8ww>M%U`A3#>b8Pi!x>sdmj0mCudIBITJoe`t5jE0BCoTvSQ_YI$8hpY77)&{;;5kq2TmKKrYjqD0$*U2{0Kex`7HQ4G4K`n2~e; z05`xHAqR2jP@IumH8m3XYyt0q#IO`lxyz-;3^98EfMi%1+Z=EUoU5G)$4JI9no%O_ z;>HwIldvYWKmoE65d<)3C+WPPKnjo#4ok!hcrmGuI16HxAh3Zx4z5z%(81vp<}est zEND}75hNJ!p1sYfNmhKB;S``ll0oMK3aHNkJM^S8n(~yWH0AnOpDfvungU{l07~`$0E6M} zf&)STvECD)YUJmT++di1IB`yaL;yjoU{B4ufr|v#3K#skoDb_KOt&>@6A*BxfErcH zb(-{~D3ursP9TFmeJM{bWet}ez=E1S06MlYla==5CEHv;1}q@Wo07)>60qO`9c#^V z$kbDoo*+(law?ffKpg`z00AtZs+Lm9)vkIqrBNcmHm3H~vYPd*X!S@~$C}o*y7jGa zHHf$f$Pxk^#IAA8t6ujCq%V13Hm2jNU z%iG@i_P4+du5gD-+~LMAvV&rQCxk){iPW^FTi5~@IH62V2uPXLjqY=6I+5t|#1lcq ziE?q$+?teECg%moZBVl&=fofeIf$=(=SyGuKHs20Qq{3=V~aCrsfAPnZ-K&aj3vjEW9-m=qokv4}_9iV~Z+6|p!mietgz z7Q6VxFn+NuW=!K6+t|jr$gz%h%;O&W_{Tf;g^-6#WFn*E8T&}Gl9#;XZL|X&P(}wU zrcC83TiMD{&N4ch5oPc#>mlAn?r&I-UZ0eCBioJc7C1p&>s}ZCyK3HULBgyPPK5U+ zEU3~=&I}Vix5UpIS%7mcO9J@T_t5k8uYR4tXdyVk(MgDO63XBQSd_sHn9j5t@WAO# zbK1b54z;KWk>CVt;?$^4wI(dg>I!f8)v%5=hewQx6MI<2xHhqiR~%y)-}u+S4)%?K zOza*Hxf$(Xva*>>k0)=r8PJZlw5J{IXIT5%*nY+d9AFVTi@7&|&PljSlIG~P+0C&_ zrYGY3T$$LF6EYA8UTHGkJ=4uM5 z)TKtSswb}MR<~N#7|%F}X@&GMGJ{N+i$!*RR2 zg>U~x-{$QJbnP5n>?-rk%4B!DN#gCA)cf8@p9#(%0z%9JJm85YIKd-r1xj05;R|p0 zryu_Ch!dFNV7IudHBR;obNtpG&$YRJLuXSdPM?HS(Y3<=a@&YdTo<{r$b%fQunXH{m_Yo zUwYx0);b=zK5DOj9qbhsyM)V5c2sQq>>^G(uG!A}x0hV*z|RHUhwqDK;2rOKXY$_l zVTL+5VCED-yx=`Uc$pZ!C(?KBbE7+5HlzFTp5Q|Nuf7XZE^^X91s3v=}M|-u0dnBfND#m*v=X<{wd=Myn#0Lz% z01W70cgLq}%cplrwtVXGd|yU$)5ja`*Amyq6PHI4idS7f7a)zt32SC&KowN7RS-3} z5+x`SIrtGf$Pqm#KK>?uiIxNOSASJUdVYX^sHb}U$8`W0aRNAi7H5D4h=3i|3TUT* z47hd<7;F&;WW*PSL`H!X2n@i0Y{`~^cjtE?xDnWr+WTJYENit0vHOb z#%iz@3RK8pW_NZ9xPV*OdtGR9xnK)l$YWv{i$Z3Gvsi{^c#F80i)Kg+yx5DrNDR&J z3}=D>At-`ym>YEXU3azjow}N^YJ3cplweHbB@jDZ2~6`aC3oWxn2?KpDht?U99FdYVF_2|M}3(2OCWGH0D7Mo*8n+}SLw%Lp55C|anmBzRmzzL4v zNCe4=QqB1iAIcIZ*%8m_mj-c{Z8nn1#GR5y5#%|Ze`$g-IuWG;lLhAlkmv{NnS}0% zj+Q8y^U03wSZYy7aTj)<`}u01iIhpnVkO3ut5~2p)(+1Qp$W>Mw)mi03JejdkRo#? z7Ag@TdKek{17>=rXqu*Kil*@u108x&W6Bb7nr|pLmpJjFiMM^`7L6`Ql7HBu1hJCT z38OOso)#e*K^R{*>I7r|AP0`x2}$?`a?qYVT8a6mldboJMQWe3N0dq0pZA!Lx)z}R zSfIXepj}D~v>1z9+NxQZstef&#K> zt?S7LW8kec3$8x@ih7m`pFvu#=DMk_Hih+Qdq$ai@OolOIj^n=fkl>V$k4RNKnzdY zrLy?1v>C8k$z?M15fJ+q3A?Zh%c~C?mp@UWNw*UtdJ%YKs5J46H6;VmwRn7*v5ZHJ zA1gitL1%;75nf{^yQ#L3AsQ!(vMal?jyP%PsIA*N36tOlV^9WPU$SVu zu)VrY5<9kb$`fbngE(PVAsZ6QIX)rzecM@*^2Pvkh8o_95rHMG3}9!=(^-P60{BIV zh`XMXun02$I|h(AzL40SkvqARt7+uQdhXbX5~i7Ax1XLHnjc51qMNj&TY(3fy8PR; zzsRq$*}Ap)x(TUmvrD_Z0i3vtyYa=LUe&ukLAEMcx0*M+YC98Kix4a@gKE}hj>j*M z_ovku67jPq(G?sCu(D5J1x(Pw+bW5YI0jWfzBF9J;A*oy`lCAQX_X0T?F*Cy*se?3 zr2IIbqFb-_T9B=2y8WBF2?@XjDZmFwzy)ki##_6&p}-65wK?FxT_wRb0mj(~ygDI% za2XS*QB%|9w$hcX(ip#dNBzBj4EJIs?k z?30=Q8^rDEuBJ%DMSQ>XN^Er34)pMgO^muv48>V0#kWYszt{{7IT9J%7h1f<3fslI zt4a5m&n7F`NQtZ$VqB@-mHb-JaS0eiuenLWyqQeiO!n; zoX+e#eC`aP@XU+W_IDyt%X@Lp_^hV->{S8HgFo@l>!*P)0w=l zIgOP&&C?W0bWgn*LOs-M>cw4k)PwjFX1o(h4H7`zZGo*4(q&f!Ak_?!x2HiGoTa_U z%mmEr)fgStfjrh^ZOE3(zKR@n1n8;V+}0{>zmojYDMw^7tx9@H!Q8bP*?S4kL=d+8rzdBcS@|4xQ*BByw{)nx=rj1!dMd2jTgZA1jcQq zOmL=8z@eN40VkjXR-8`GU5G#N-x$%@S_|DOVcjP&1=2YZ1aKc4AOug)-QFGA;C;T{ zI?Xy<-sVlxn5o`E*}3igpWwWdM(l-ONZZW-wKZMeG_BiH%-g%z*TBuc&QRn7YZ4M} z7XfbE$K1j{aNw~dAO0}q7cjkM^xz;X-OOp>&Z^}rvDik(&oF`E7%?mpE#i$f;$R)t z9WA*ZZHbsT(&vrdF23GWn9|?;)^V-0!gq#4jtoT}=sdpPKpx~iF62D_9_aFnt zUA}FO!#4}(D$cV|xX3Qv+OD1FuU#nim4Du}f$j{(e(e1#=&9=r{|m4}KGW!Y z?21mImMzf4E#Q*A?cBcYlrADf;15r;n+IG%qD~U$?%1Htl3sq{8_toX?h>s$5((hy zul~p2eUr3)dhZFOB8}Rvr|as?>oE?=kvyeb8tALLW3oMW_Ij_vCxNHB55(Z?e~#?Q zUgXlS@zPM_%}(tgf1A)2?Y5c8AYbIzAl&}F?uilL-Tw03{_PO|zzhC>3sW8lb%ajo zE)qNM5lL>#EFZD){t~KgmqYIn1&{#u-p8?Cb?%A7nD(A#ebxcbsdX;Dq3Y|fZJ_Ev z4<}#bz(@=apK=kea;#~0Uhnby?X<_v@g2|X8UOXp{tT>XZ6q)4L@wyZZf%=#5a{_*Jkk~|MAC;4bK1k?XV3`<@b_r7#NTP6g~KZU-!`RLlF=7cha@@EP*+`Nj6CPxku;fXW2H~}X+3wlQnICQ5#EG*c z$%NQ^`uz3{-nKIi7#u~KROwQtO_Off;#BHXs#UFC#hO*?Rt6YyJYf=6>{zm8$3A&N zTD2S2tzEOm6I(X_9zwNk-+q)^_ijzSbN2?WDb#S{ z#f^s|MV!=f=FOcuM-^TAbn4PuU2hdj`*!Z!v)ck6K71}>0tdqL$&%rEY1lUU0@mzV z%x4`9+HZ;f;L4UL7xr%{C4<_5=cSimqKT%Ba$@i!o>+1Zn{nbPFdll=iR6F-Dnm*! z4nG9(F${zN%PbR5L`y9QRPd)889ebPk_JMgu|^wjY|29%uhMZxsVMVtsvd(xDl#IK zGV(|kl6>qk6*TkAv(cs`tu)hA!?KLmwuEiA*lq)pkln`oEjZwgL-RQ1kbADp=cHpplRQ$T?yqm+`$(5$pF%hkAa&C4&t#7#^xc{4Ljb=h>Y z-8SKzlTLZ-%rh5?d_m`;ePBWd9f@qAC>LPN(00}ybzXP-H2 zcG#d{U9#n&eVkTWV3P(+ffcdkOk2_axGl}w)W8i_Tyk+cm(1YSP19Ym-;Hx#dSi)* zqK7JKCcb9ghFf2H`~)bD1FXr3gi!Eh{QD;u(v|~>-I{YM4 zO=i5nxmnS$RmXnjJTF;gj+ti59$;WY(mO{zb-RuRmUU-aW?5LKcbwhE+V^sr2&kQq zdRwZmv|3B7-4K_yt!?YtYp~T_?v6&#_GPBGZHc9k=*A`m-gxKLZlZhd1txs)ZGvYY zedxJo9Bs5&2%C)kE}T7VAO&!6gT7HuVfPQ`d(+BKjt5LG_LB+yuR^KXMhkwmvdyW^ zfmZn(=xTK z``FjMpXe=qhFZz{1V@sFz~df%gWnhV*FTaO5FYg4R69oY6OH|(WNu{K+=w!x8ZB#s ze^g2YC5R%mRFEkc1Y{yp=SP>3&{!he5hGy*Ng7e|Lzc8l3ZaxOsl5<}-Wne9v_`Jv z@rF3g1CK9IkwfM*A{WmvNZ#b<9z^*|iDjdc5$k2IC&EX3;UmT~)FF>Q0SX!jTb~va zRnUm>{@S>lO22| z$d<_o+j49H%Y{T!jm^l#Etyy+CqnU;h=PYY_AwBC@IxQ`$cH_WInymJlbOwQA2j*K zjCkZD9v;PJHNPPZWb_SjK_!p@=eAUEGIeg|1mHNtF%u8)%trgXXX@lRPqNfAt6xPO zR)>{OfEr7zN(<;fp;gcXY?5~^{9O!XxFv@gFHEI;ghYMO2>HOWj_G*@5m%`u=e;tg zL2VB@Zn-^q<>`t4;S(l2h}jR8ny;AgplMAJyV);JlNs;;R6L}?44@V+8a<7NNiw$C zy>0A&PK7NTD<|7d#RFjsiN-Smp|Yzs5Ui>j5myO$f!`L_XJj3#Z4y>NPujw@>wGA5H_SHUV>18}12db+V(K zM&!%NFU9hH>z0rHs*k4L0JFj}HXmHxwLI=&%{&*|;un`jH0rVDcrY8||1q3|CVaAq zSG<`HzIG%9O>SUyTewxIf>;pEa+*J8-IYXlrPb|XO2aDNd`W-`Iz1&%eiBQ=6ZP@- zeFtCcW8$_&^T!ce-tG9JPY&O8-TGT0+m3@!W&Wa*r9SrcoY@}zrKZQF&dhP#v9?ZD z`xl?FGaQ|@<~wq^x0x{WyZ4u2D_l1VZOPGt~;RP z-}FGIXvwZ#@&aQ%D>WZIkbVWY)B$jr#aIEB`_<8yWK(N!&Rfi2|s+_(#e+m=nMOBtQZb zKH~bn1gs0`^Eu=T7U;VXz#|L@{16J13O-jO!@kIy4ML!e9#gtf3$pXErg#89 zaG*cL0t)mfvR3;d0L!c`S|4CrABNB@om#;ilA!bB{RK#P9Ild!CN4!KIX+|5_L=JgIpy|XN ziAKPnc%G(vAcxa3xX_2Bs@r^RLF~*LgkZ6XPiW9tV)N>$_m^{u2=xf zz_D(*w~qwL9y3QfILA}W26Q+dpO8mySjV1vN0@9qSd=AMG!$Bdsc}%fUz5lGN9V9cNL`*|@hDJEb4ui_a*nlK3!lq2Zr+iFDoXE<^OvFe^AKAjG1kLB`%B@g< z2-tuxa3QLJJhJ@2yFyDdjD==Uhk=+Ix3tTdRK2a0y41!0R6hs%uVgB)dLYiXl)>Rd&;+%;XScXCV% zjZn#)Q0%NwDXlpX#YXRpQY-XOU;$CBM9&o|1Ec!_*62Y06$MFiiO=~opL&1>a9FT> zXsLT}OB+=^9Mwgi^oAlew)KIBdf*5AWFG^)(K#X%A5>C*)I+knHYk-&sDug$R0;{L zQUknFEM>Vcr9>|EC!_Jy%HU9K6V1nf00>4BH`2^DVk)_(z*!O4@p;v{3pUV)g(~WG-XW?6ce;Wg@j0lJLWeE!el@OIjQVzI<98O%JJ^T9)Wl`2$u)#oDapEb+R7Tox!9HOz-_(p9tTPXc(%EoP>xw&$3#?B4PAhpP3*; z((SuRJ-i@^U;5?Y)h&bj#a~7nV4L%qA?Aw$t_&l-3nku)xaA52ZdF%3-q`Si7Ik2K zFwQwt9|{)Q!^H=1Xgj++Fby`}93|oZGcHb8$_Yqu5WsQcH=Y=lP}CQ;-aQ3K8)i9= z4ck}Q;U4DUA7&p4Sz|b6<;bDqyewru#a=sp24TeGMPmUj0NZobiaz$^ z`2}P_zB@zi3u4ZTh!oZT#koaZUm8n-a9q>cu!A2`ho4{{e&u4r9n>-d<1%}}@on74 zHRW;c(?n6_b8cf+j$>|mWgHw%5-w8r`CM%<%4Rk(1Tft#K;#?o0VYGiCu6 zJhM{fz++}|Wnu_;=Jp&Hb5vgcY^cG7sKtlV=1m?<#T_jbuHLKFUUDX9pD<^1Ch41S zMyJOKpG#(8{liR>NbWT)uoJUu3^ozC(}(X@)83ux@2=PHF!%<=i7!Skx^( znpS(-0$p}r&beuv_F*92Y2yNF5HV`5$m??BIo{pfz<7YXWzCVCWP14Ev$N>^(z3fz zLjxtMU)*Z5_Udsq;jk8KIL4Tic4sq=WdtSVVf8ae?NWHsV_pV~xu)we(CNEow7!o;^J>DSIrt8**?-Sz$^^P?9#u3!63lOIYPq?)FcJZJ_j0k`L z9UxvB!h=cP7z4ke;np%vK5kfCaK0p}@+G@FTnG(^@^3(f3fGBV>a^;WpNy@?Khuqf+7qZCxWbL&2n^LY;Xr5 zA99%LW=>{qBoB()a&G#&Lp=3zkOl{MpmL6AW&0s(Km6p*F3v`W@{A2^&Y|h7LUVss z^EIF8I0uo>oZCnG>jt#*z`*m?*mK(`HD8E_{u1*1vInaUPD5R8L?769)^u_X3U!L~ z6jtYT{>5EYY48sA2mgjhK#H+NF;Ca!Hm{LT_viN}b<;L=uB6JA(eJ!ias2LdzR>YU zhz(KFHwUJNhns3I#)qz>T){NZUYBfOZ+0|ZZVE53M5-%?QZ2x6#-}XeZ_PeO~t+;rs2zR{5c&XU$HJkfa}9#{9v*e2zbB9NbgDmZ{*6K}4NXY|j0K1Q)1+6De}k@{ zYJI4~<5c;Tm&cY*ZjbhCyN~esNaeP7`(uaujvhZtF3`FM{c)ZKYRLN!?^JSd-@gB& zzyIU^q!;`La^k)386=Kv#qU(B&x-|c{KwY;?t0Cxe>k5?Nw|c5Ll26vpZ>Dnyw*SC zA@S{Tg&FkvbXLjs2<=2mWxy4FyuFZak)1cd^ik9|Zk)G_8aI0T=J6xQkl(<4!zS${ z%9JWsvTS*hBg~jGXVRP*vfVRh#CG!R>GNk#WI~4$EsD$;(xgg}x@_w7=}K)*w>4v8dra~+B(dAA}*B4Xnlj6g*3q2Hpc-(J!miSF@ias?Jq~3+}44{HKM<{fNT5F@S*6m1D zv)$V1kw(;YEq=TX3RYyjHT?u9WtXnlsSo7PbORSQkEE8K2Prx*{G22FUj3`RZJTvz*jo3Xm$r5X{t=WCIybTL6 zFKBdKGT4lB(ChNWv%6I${&;)zp1`Sqgj;F(;7HHfjxPT#xSi%;6Tf#4EIT?8J9!!$s4BcgncSTVO$Cgqk4AO0Q#ybEA4^X@Y zG#~?aV;)pSroyeA41%_ES@o_Izp-FSN&Oq2rxy1;`tU&x;lm*iHA64DB&mqx@B|W* z=n1(naZ@aKA{5DjCUwoQa_^%R{jP*R{cN#4`Xh^x3L*ij0Wc!%5Qj9R2fNrk3>*xU z7>``ok&Hm=C>isK1*?@o3?c;?!K1<%iU&foh_HAj#2X4-vNdmvEF&tDW8Xfa4t2EP zhBCX$7PxT4E%c9lK}3-Ec37Am{_vBgY|Omu!agXnvWas4;e-;AXv8AIMTwenB`c#? zIdx63ep!^E7JrE#1znFV1v!Z69-#?4+@T%qkVfmy<{LJa2pVEj7T+L=jhrm!j(E&t z+a|a{Lrt)QC-~qX_lE!wHo$luP#(0LqQW#X>XDFy9>hK}4QlwK0l;hvrcC3>^_@~c z@8JVN6ROaKGE|{HbX-9rN*7KA;)?j0j1!;eN?68nmPv}GCpht$Cg$>qmb6P1|I^E0 zZYibX>7scaV48Inb1emt5CrUChfuV_neAw#G($qo5}{06IZ8=3pXZTh2*sOg%VQs@ zMNV=0v2IjofglxANCzBpc`nh&N$h#gpc*hEAeqMhJ|z{%f1c%VpDD{gC7PduHngsG zedy2Rs#mj|&wQ&Y5GO1;ppv@sEwQ}WERo1jBo-EmOMGIdR!XbSVacVZfvI`EI2Hwf z1vVSlX)c@zRIhz)s3f{3c2Z`Q=grNIPJJpk2{l!u(5(@~LuWeMay<|luLV>lmTL?a7&;PTeJ>WnXTy>3HGN!{%pNwE6SY-dV}o{h>fi5>;% zElFC^&;)jVEv;;mz#A3?^bel?VeOCR!D7aWF>KJPt^8Wjm35- zR6R;km|9ia;&v>oSxZd^asU!KAbE6KVIztETU?9XX}MHrXNDI<087Fyh_|qu`0--T3)04}SBl=fWWL}#Cd%UF0sRBO0h;kss_>VzLN%>9 zNc2YG2$*6k!v;{#G9fgc1KtVTxpf5_10J!J^+^qCoZ-YI zZ1X=enJE|FxVkewbd3wG==|k)OFMo{k2ktlStj;oAyw>1n29=Px< z6Mdp}&wWO*k*K(ZK`$ChF+Q}66J729ZIdRG@p|-_&=XjVO8Uo&_2>}~o9T?Q@-CqU zwUUK|S+OiY0wQdII!2pkko=bXe^X|yZJ1h%0UP)BF>VA8~9Ii`kQY!{#3LZS+(lOM> zJ{G(+2MIwZ4a=J+eugttoC=LVgmR~GC*;(LYZ~#m%S58wJp(eUk4ZTL0MGOEjArRI zkIY_R9`m~TVdjT_d}+84ubeagxUg*u?qRN7Mz=^@XU#4n!lju$`rc|K~*nTqo4!CcQ@`Ezumcirs9 zC|eiQ^uQO-3@Vg5zhRj<4B*4W9+wH&%Cy$OF&I?oo`W@92N};;5FflW2yZDL300g1 zTHNsb7O@dqv&EeV8k=%`!`|^7Ry9`zPMeaDMfjy(UXWk;F;wG06b#-V&zYW=xStp8 z9Fmzw{K-W}A(jz=lqcB#-=;xE_^D4^rBBoGmj9hZl|@j)^jnDxV3t)K#OTOTAz;OL z#O;-t*MZ#x^-+Y)4Hb9*n+2b`EWmV$h4F2e^35TzwUfjEg+O}0P22`@AjU;P^!4F3 zP{9eHnBaj9wVlNa;$U4Q-Xbg_BQ~NVJ|ZLXK@H{=B32@o=-`&{AbV)yX|xxXNLCQq z43KeD=Os~kF;NmSfapcW*o#$Po6yto>(CkVxbo14N`d-1RWbTgyCy>-2?Iw z@CZ*J0Ur=afE)VYV#MKA(V@f*Vth@T{v4tuu7x5(qBd^hBwnL8y5i(9qr9!3m8>GJ zBwb>J;?Hqj5&qog9bIM2|BxJ-!85$X6jI@c(Beqg;w`=&#ONYQ@Z$4q6EHfJFfJSf z3QzY1UJ$)uXG9H6Ib$5E3*m{QSXkpXmPIyhBS$u3H)do;vH(Vg7df(&j-exen4^9? zNRO@Cq`?yXh14jzlF@Tp%RKBJ1s=75>{T_TxtYWD7yiHYvvf^29+t;837p zAORX1=1kL=-IjcxMYkrJWJi8vR(j(|YR3L?(JKmxN(RhT;>TIC1uGey;kZ&D zn45Wd)F{HzDLT;!2pb}p#68|!Y5gQP5MWRaAnct8$_S+2fEd?x-55d`Rnbi#e9&Hv z<#x3gN*dx%{uU6`b0d#vSS;3QbMPcHe`k3oVu6lKf& zWxow3Zkof1JkUUb*)Jv~16t67B_tr7f#h))Wy)3N5gKEJ=2vbeXF{S^ekLM1C)1Ut z{$Zzpc;c0CVr8hND&Ym;9FIBVjT_-(>j7q9<|ZzZOzqgt$m9fYE@e?fVDTW|T3p!p zB5Q(x( zv;gOG(5F+f8G|?}ZFMc4LpMv_{hfDY)77U+;d9(Wc=oaV)z)`fRk#-G}pn!;&W z{2Dz@1w7otd3Na3fsL0wYV2*zd-jcdrp*E#WCuMZ1r9`@dS6M(l~qn?WaR0cYUIle zC`a09sn#5+jvf`UAC`2gW5{Y^6omVbg_OpVHoyZvEGnaBsiQ(Fi2mbY##-NusiiVz z!lB_gr5vrE%BS|{v>oAPLPo2us$QHbsybpPbiyL2Dzu1M74Rdgh~+3M+eZ+(0q|nIhb>qG47!Sy`lOmau6-q0721#<+%S;(6<~ zE@HQOE4YShwJmIZ^r^eSs!2X5lSC*2^q;QsDwYB(HT5IDn!_{ZoT@tc|5hxt7Y#hDOe&qjus)($)ocx@$a113Y+0 zz1r(goosG~gRc@8%O2Ze+8WF%oPGLf!b;`RP99t|t`x%-JY)8mVxSaYtZ5?b%k!|@hyKu=*CV~lQzkN6cQxV z<4N4ZoYWo21t6<6E^day3uy$PP%dm)Zc}2e$qmGdt_AE`p651ck}&6$jP8(@F6wqK z-QKP1-q`di2JL2v_KN1;-Y%0oNbx`dm5u{FT&dzVssIviP#UkFU&<%%) zbm_2KBC*hN?+<%#5DW2M$v^?iO8coX`X(6%FUawo0dQ>%IOGE~L=%Xl=M`gdKQa;v zFBP&fM^l+uaGn|6td&~KFgWU!8P~DpRV3u_@MmrS8N4wZQ=%Nd*cqSZ9d`=GuEi=} zqL7Ht8K?ua?5c+p(A_1_v3w{N11048NZuV73=c(_Qc&->P47KJ<|b$jKTa!~h2dN; z8{=*?Gi)e}GU~>0DNEET$0{CQN;m(f9&^qzL&mQ~@via%y#}vO`lPWS|1x_L)fO}I zi@dPE2Ffso6WA3aGK+EP*;q4+1;S2qISMq-R?U*|5!#Qm|< zQf2zgOFcIoY1I?bgDO#_wSd+yA#PnCsZCEch4v{rm*i8Fr|MD*73qgakuT5OW zNd-LQHF6Pk{o<=#Z!{KiX#OUzjIhmY`Snq#8CHdbC0DgSC&pm2CFq*9`EK@*Hnvwk zw%wAlWJ?rfuLT*CMsjP$afgK`$N)s+M_WGw%7k__nUx8%b7>1JQropT;4jN8^&|fT zNjs)rm(z(oFG1Ay7#DWYWESZ9cFu5hRywwDM=)_0cR@9`SrEWYBZz-vwo1wOs1mqi z>}ero+}6MYJ(!igk~Ru+_W(|kU0a`CC$H`-X6~Ig=2EpX-!{@}645FeeS@TZ-*+cO zwthnnf1AZ}lVqnD@q(0i#^whB6b~X$DLkx$Ki&ylLn?&_|2a~-Q7?DLNPxsIMn@!9 z%Xv=+-JFwtlt%&w5k}%HZ_l@Z187X20+)BWmw!2!dwI96L4L3JR%dy5x%XwMIR>M7 zW6*ew;>SIiL4rgJIqlFd635*K7E8ZiL`5v6LqA-wJ4;AJBBB4#9b2h@|(ixn_VmYPh*#Bq_))I6UN2qgwI3ayOs% z`68puk~?+B7Ak;hxVrQnN6I3-h5wRg+go+)&5d%(knh|8!fN9Rjo%bi<&j%PAQgd$J?@ zvNO9&7dvOGa9z893U$D6;KD=H7Pd2Cn|+=ubcBJG`GW4D!nT+*?bE0Ickv#^cXEK?R-+XwsYBe#n2L z?(e>r_x|q#zl=uyV-SB`(7*J`KPKV7=&Ht)Cq^uK13lqPle#F=o7|&Kx*zA3=r`ITGYIY{*ciRGHG*N|w%~#dJ1P+Dw=+apu$+6WcQ? z4j2R#I+SQpqeqb@C6|Ra%K7GJ||J+mtTegrRw}nMiuV2B273te=FIhpNyz=4@(-r&(Y zn2__ghMy^hju?)jMUAJ|g+oY^^+TeosG8>S<0u4M+O9dHhP@|3_6sa@LK*FXaVpOteHk8!l5X3j(4DOjT z4yg0K6pKs>0i(9ygd8rmNHR|#1s&8-rgG#_QMr6P)X_)PYO+W`k(BH{NiTIWJ}A?o z%mGBcfoC0q#>8?<1WAKv!BxBT5+id~b8XC6D@;?(mXNvC%{Y0*37ei;01C!CAx(;f ztXwSd$YLvH)>)zwU3Ae#pRLx~p)duKQ~H)=Qd9b})$c{U9B?2KZ_JVBqghQob)s+* zT)oI6)@DtpR$OnL|E=F$d*$_+XM!zm0Tl~9w8gC~W#E8ruZ=I^h=Yt)S{|vT zSmQ^-y>Z+4D3!5e^+rDL$k^ zZ2=*c74ob=m??^vOPd>n)ymG+J?K}UZS8mH!F_!ukfUv+dTi*#MoMw70rNx#$n$iI z7OXMm1+NDbP{82^N~BzL^uV@JZS+pR4(;q#r!MuTij&ftdpxVXAi1-odm3|IHHYR_ z@y@8Ay~)(qOrU?>|BZ0M2aaTl&=YT1#u%^i^K}LuADuAiwZG4D%y*#u`fIrqz^KmNwWLcmi{*w=4u!(S7k;IJV@%HoNjMkr;ROOj@P`Ww(0~T)$&7VWOAbjkL(}0eK6sptA0M+M zwDiyn(-;*I|FPtdBR*t_Ol+c;VD&_ONkfW)!-<-zIJ7wt2aMAZBV(HOG_-uuj!o%g zDfRLJGF&c=YBZq`(zlHh3;=qlwB=I(S+;MDO^+(drEz{~7(t$;ZQqbtXA*hD1Jdk~ zUgC%(e}$6Z)I^$@w5FWsRGd>Lhm?P5S_{|G&07{_o8vr-Dp}dexUBI45Kw_u&gYL7 z48WZAOo})I*-Me_l32b3mp;SdfEGOCA+reY;&O?kT02$jp`MmN*UOR0E^Bow21 zO$X*=L`2c6dO*k+0(fzQhJouX!|K+gkhQGrRDd0DF$E%2!yh|nfM)F(S)KmqvDmrn zTJYMJ)*_`c(}`m{}98SofIY~3j!bHiK*P=4B zs5J^2PwH7zpbveVFaTGrYscyiCbo&0Ep?`wmh_6{yhQ2GH^2m%04fuyz~ik(teplCna^ zSjLOwT@o2u?xuPTIX z@J{=M`&MtZN#~c8)hX9eDWlR5o}66PsR4z&9U|v@#8tEUzWV4#A`vnUZFoc7e7^Oc z<873A>oDI;N$?&CPR^Fc94Y<&_p*8M3un_Dl`F4K#0&gkax_QUXR%5TTaa|nffvNZ zajwCm!U=GyhkjpnZv)(RXJjf;}^h z%{;tNCuzSaop-(Oo$q|txp{bQ$G012+hUnYoj7p>-yJw7<&+`EN`S5uq3SHx!Lh(pYgBlrG5apE)-lq$n z_h?>Q#n}vB)iaXy81cC4WfqRH%YM(=u>bw-&zstdBsh&dPVk@N*A8t^h);A1@Rp1( z`4lkk{*L(sPta84;oRc^4xj<3K=Lq;;RX&WB@Gm47>sNk-B!G+)8cy^85Gf`LSq?BQ zn$T;Wu#^&T0Tr+T9ng&EYH?(QGR|OCw&4skFMle~3``>g&9IRu5A&>!D56m2=woS8 z#>Lc6>}Jq+{#ru_h0yi}h7$m)DM0PHUW9s}3+QNw z`P#6KrjQDe&kC<_j2h7qRiuXyVX(Gg3K{_3zybkU>)h-PYwZ2{K_5O)1kDiEK4K!T$^I^~E7@%tBEe3m zk!d`^dSY@C1Meh5C?!>r0hg~OU9w0{66;n4BHD2q|5{+_IIsnPryl(hUb>GOEYB2W z0HAadJBrfUjzR(mKuQR*AO(mcAOb223m6%a7=2Rypdl-@a&Rh=E4`8#0qh-xVk~Xs zSp39k9$>*DMlG$yHQ9$P+fw-e4=&l~CHo>!RHWh-WOp9I3?+{Wq}S7>5O{VjndIHlIaEyQe?J@fZFRKt)GD(*i`#0tV@^9>4EB zGp}3(vRs}M5&Do1Av8kIFhMh7^0<%tYElG8aRd26j;4SVopdZdhB7jM8X!~E2q;CB zY9SetJiQbIJ%THHkT>v8CkU}d+4DwgNk_AzMV>?DJb^V$azD+9NVVtKeqlC`?-<@v zNk<3z;-gK)qQzJtO3knw!huz&0TL?jLX%GE41fwCff|6aOZU_-*I`U)bsfSIP1#}$ zx$g{yL|0jkC=P}KOA!%xagomO1{=y9|5g+;y|hn9P7rZoMss3N3DqmVff{h_P&?9O z3{3*D1p*({8zEKEDAiK^4pVDWQVRzZ+dU2#nDbxgPP4C!@N{nZR( z(J!n56)Wx>E@B%L@kz!dX&#^hu|f4h5C?4#Je$cK+#ydJ@?Yf-MzgY7)iWk4@>;tR zA*cZix$2jg6k9atbUamI$(3D?;#|>H?|wmDVKzYBRdsMvEE)hAD7Ig{R9`J3L0eQ~ zjkXo>@dWx}YbvfELJ%JbG;PME%e>41E^z%s(ETX$k@5j!opo0G6h@_CMg#RTMfM`6 zp=9BcC{Q+M$HLy|u4OwlY8y>b|3^n=XO_}xHdAl5YwVUI)noeR6=;vPa1FN}sX-cn zm1mn4X}4i*`Ee)?rcU@0Ylm?i7E-C0l^^mHGr!h6I~GRO^K3$Y6M3~!ONc5U}|ako=f^^9@Z57vXRM&06Dl44kEaX;6=vLAG zmU1XHckTCnk9M3Z+W;iefTec zH!3O+8I+ia1=(~v*I}Tu&_^JV@!8c(h&a!t|eG7!4(kcu0 zUea#=#F#zF_!$^fg~>vFRrZVaxQ)-|jrDDhr>utS*p7ENkAu{8A#O(vfFJl_kb${y z4|py9mlbmGC#@lw|CQMq!T}$T_%R}xNZ96wX3VI*bA#{H9q5b|jhBQ+xpb#NmKGO- zNQrg-!j;PgmP0I#y=IPU`G)V9cX8QT(D^Jll`$$11^7XLgSnq))f$X=ahYNaiSaj= zIUJO^nT1oJ6>doMhd468&E`de?@J!Mn1HRpo4=WqOW6aUf}C^q<=RJdU{`)+IlSEY zo$oiE=h-g;ArM$cmmy1)+2VhZp^N=Fr;jt4L9mdKSfFswEtd6eHmrLJ%Cvftib1un&3^qnA3GWcpNb#*zq&@5_s& z+GvwmqpP|#IAa>-&9QZk)#W|)XUGP%Z%cDSXRvPT)B z)`c^u;dxToD?SD_*LZ%wI)-J~v`@QsQ(LvuA`qs4wWH!b?^7@O7>V6bEF9I351^NQ z8Mkr!pu<6&QN{oup%0~dzNeO!Hp93qDe94)-$+03N0R=1Ed&-?=%B}p$vD}cc4j=M6vh{n2 zhZ}m+4C@rx!iPH?!Z{}k42S6QAtcjxN`q!78oEQU&KSZ=&77(;oOtp@%*m+t97Ckt zBfepn`9#|`Pn^XSeZ^f|hhbdC(c%Pf;Xc<|X|W@9u{_f?eafA@(>oo?m0S^pe8|b6 zEQfs5kG#l#eAUT;8@OS|UES5UK_9sMm%aSUFFpHV&Kb%M1k=90dEH&78VRSdu!!9H>Ff8w1dlywpj1EC}6=9k8D5DbW}G+*Ldq z9v#x(_N8B%t+ONColtf|M<5MgRq=gQFO;tL8Q1-pz&0 zp5Zh71i0Z02+GZqo#K_qG@iPdJ`lLiAs+^)II(w~PMPk=}64+~FW>>J7zJ>DHGJVJqeQ(o8@tzmATq;X$+dVieo z9{2&`n81O@vfa7BAfdvA3>!Lp2r;6>i4-eZyofQQ#*G{ya+1-JHM2%XD z0|XX~T*!hG#|I1+lx$#tN=jOPDe>mTbFRXHUaH&k;2mHN5!o zTA^LEVR9L%=3#OmhDf4tu$72niVoeD4R0>G=$nc%&Pd~GoFEq> z0u8h<%}?_=;808y*+)}J3~0riPSb4HAU@yaQ(jL|PB~?R;bg|1L(4$|UxQzTV-;{` zaqyOZM-6zFK4|vkR6YuNLcHU{{gyvWUq=uhy_-Bm{9Ve)4BNmD%Mkgl9 zsBA302x)HzHA-ovG!8&W4 zoH>UdP(Sl$+;lEa!ueO$+m# z=1i7eBo2725xo+j+o-tmVifSth4L(P(F(EK?u*&HYjo32N2D`tC7FaUH29*Y-oOb3 z-7f+Nlu8963PY3cuBx)4r~93IrgvuX9#I>QbaxZo%! z^)U0#ezSP@k~L1@%#oi#dF8QP1iGL%rtVPZ>=T#%`;4-<^wOjkR6qWw%g_I~tN-dA zYWO5}Q<+Z#Y=^PsFo!1uRE9Nrw=q`T!ySctira|C6zvrT8Y!VdmU5-R0ZxMo&)bnY zP===JS#K#73?X;C2Se~ZPA=-8LZ3_%zaX8DQtRs<1Kj6B+T<{ZGooMpj)=r0B2j<8 zA)*s&v;{5<$0j&I#CFOC6fk*kU_r~>c6tX!|KIJ(9r&2X1j!Q=G`jF`;po-WGRCA3 z%583_Spdl3a;$!=DJg$x${G;|L+^pFao5UL`OK%N9rg@I{R83?Su?~(mdJ=otfVEG zCdo{ONL0e9B2ci1wX2k6L^pBW7p?ZdFrqS5WORos;Zq)3Mdgpj9ifTSW{bIn9)PJWKmZ|P z&eX1a-H2N;LX*}RKpsHhX;=)nzTEvpjB7mVIglyP3^H}8PW2M+tn!|73`U{8Q_mqW zQm_U@qApwQ3*gWc9>_9ptc(?koubLi@S&BE;82HVT+`ON7OIDh>?;m+>s#93HLptC zYjBUdGr5LDE0>_4)$~aiFhznB|0ggdDtSuQ!yUC8kge5uC|g+u`3_Z6U8C>7^r_|E zY-;=ADp&WSN7T;JysZ5S*<=e%kIwd)+XyLcf%}lZ7KgX|Q!a8FBH#mOWVpmdqHz@r zVTBlYBPB6F8J!E=!e|j;KJndHLrB5LcDG{R9Vm&zYgwNp0~+U;#~*zMj$L+SIW1TY z^xoT-_{tZ&Vy!P#?(0mE>36@+go`2n`yorgHFXn?aDpRT5e7HdoK1wXm465vt(agQ zTt3Gz3~QKhBqJFe_OL2JTwWBbnLE65pfX(f;@&YdBiC6VH6js-7W^`WCu>Rtb6MEd z8iuumW-We+ykBgk*HB5W|J46H*JKDk`N|QI@{}=2X$VIeBRIJPmyLQ3XyDTt4is-b z!|1}`t$Ed8QKd38OVz_+w|Dy@0I3L8mLh@5UK1y_O<4JR%&&=jRD;td8 zLo}joyBXRTc+bvaLA01;V_R?MIe zQ7gmXZC8gmZzmBQY;SvT zNspEas{-bqc2cMXy?3DKJ@-{rwwrmUSr_k$sLNiwGSc%Yf4vb@I59&$9%%gNOW*k5 zaFs>X)@o$~9`gmCKJ_(!R%)n&e4iZ+=o=;aron#Orce0?&X9W5ACdLpcKu4%&ylHZ znfA3`8SZ%x|A5J~Y!8%5nw2UaR(y*$J2td@Qb{UJ@z#u@j) zXh73(D)>G*Xk{)aZZODtZRmz?2#0Z4e>WITo?wQk(P=#RX+DT|LFk7KVs{gF4i2PQ zoAq-?7AAQ)Nmg@uU7eU&(UT&Q_oC^AMyN40T&jFNsv zgN9J1|AyPfhH>bMuULb0$XBPR5qYSG=|+Hm7(%;OS(?arey549#)-yWC4@cy71YW&fv(|5$m!=t^c5jFiZY$$(Gk(E4QXhIJ`(-1*uA~R&`0Kl*53Sh#6y%fDV!-1FTlA6Z_my{-#bLon8V1ssfk1uH&1~7Yk z=??zrmwzajk2i=r*PBR5ncMi0oS2x>Hw}nj0+jF*2sx3OS!&rgom*&`QAnL!c_yIg zo!@C&bs$o=MjL5)nuxNR>C&1ZH0I?~Xa7df(iB6ov8YaP)=$4DWNtD4k|CNh( zl-HGjnMsw2ISh-3n93k#+Tc6>x1F81eIF>1EGBAU^q@*vAmHhlez8^AqBX-|o|R&s zD|nu52OB0xpYRBO@hOkp9zSK7RqAAH;|`BnLGNR2D+Ta z_hmjfqzM{*fTxAMqm{yVp~HxQz$BK|V;8oy5+5oYAxbGRfubb(jxqY83&8;^%A&96 zqGS3Zji44y0A3R$3R^zzJCKRwWt{>#0uQGIp9;b^xQM4^gIP3X5qv|Efg9rh3U` z@4%PCX{SS2rW@tNL>9;HvysoE_GIvO23p>5JP* zq4?xV#kr%78kt0Df%+Py!^*7BwXcikgM*5dd8(|-3alVlOr;gAcCig+a8jW95Zfw5 z?Wuken{q2xcHauFZz!&{Nv?6_8ZB2w=$fwlNRYHTaqn7~cY3fO2@Qw|4M&x%_2w)Ul5 zt0*ks8C&29yL%C3+76I=wc|RuOvXzIVE{09vg(RzQ=y5TTdSlyv!e^Tsw=mZ2)^UX zvokvnbUU=;yQD@tyV9x|Tbnbu`4GKZv3DuI85=~w3lS_p|Gb{z37kL<0sOzk%fGFm zyv)mblKZ?VwHo=s05m!e)r+zVm|XxbZ$q-%Ur<-M*;zRM}IA1uPFYg97Zui(4B z?YkzHdI0d75x9H5GLpDZ6vN`?!XhdIp1}pj8^GjnyabG~tZ~2ytiTHllR->pE$6Bd z43rT$aTbh-E>yPdx``S*3>@5>q&vc27OY$B#diC$Hyggu_jD?JESk~6C<4PGio8NY zzkGGWG9m*x97UYq2|YZ(o>9OmGQ`YV#6}!C6iXAGX0j%mxtPgX$I5-ZH^ms~dm1dh zmKkbR{Kb`Q$zO)PsQbaNOMPa%CR@b`qol?)yby0J{~I%WDWsffaXcLSTfF~^$DB~S zTd>E8qP*>Z%ekz}yUfeD9J#pcyny^Pf{ajlS;%0^o7pI#N4PP9sj`U-$-WwWQ^luY z%$1jn&6ixDUp$STEFkZNrCT$~prOhrqOn@4xaE9hth^eoT)dnBzydtWwX80;+{^cj z&%g|_!dx^IE4?mf$jBVFI_iB=`nE#Pxgz`ApNj9L)TTiZN{w2;jBH z%*1-AxeQ&<%>2wVmyHR1y$ijS4UM3J+G6&4|IHOG)fKJDUTl2)z|r5l7icWbw=2@> zOd=>PBPLB#V(k!f{LU=x!=AtedaTn6p}*r|&oxcgH;vP74Av5160_&iZyMA~EsgHl zvPliE+K1Gu1kFM!(I|{hQ>9rB?R`@%*^^zUl)aqizz;f>)q;DaN5%mD9KYmjDQ2A_ zWbIPy4AW`d!|)8m=``1LP1AOL*YfhlCQ%9ze9UjEs{|d`bXwT!cBg~wwg%_HC~TR! z3faDD*~_iE7rn`GyU9dq4VkSEIF{AJ0&NQc+AsXoqiw(T2y*WHEo%M4ZXH~&4cquE z+p`TXwQT@CEzn_$$Tqvo!7bbcdEZEA|IJZ7zLJcDnGCy@?cB_5puND&(5=4Et)Q7b zAPl=gbg>PLsoifqFWp@!q&?2>C|BYQ%K~hN=6z-8o!&OR&omhmc6=jo9Xj-@W$^ve zKwY7LJ&Z1Ur}O>Dko>`x=?=sS-~{gDziQw=UZk-b4$9(;#B?TBN*C+E)e5oQi6q(= z{@ogmU@FbS9zM?#q2j(J;v>Gx>urx)Kn|V(z@HJ<4?tZCVQXS&E~4i(`Zt;N`Jh|Ked@8V^7KVy@==Yk~l?1t*Z{?H$87VE|dW9t}ar zbN=GA7matWlzI;A!@aWzF2c+3=Tl|q1)l87uB5|oiGi_j?AvfjzGF+#NAm&e3=!!T zkz3wf>3LmKDm~tKe8(?M;dB`4qn^)T{*J1i5biDmJxmTP5br(A0tCPXtF10iyAU}s z4d1|+oS~A%jN5a5$WSb_y&del9me}DjZ$swfbM0?j+lf_@rl_B11{Oq$VY);?O;W0 zQPD?=2I=SC&d7_(rh(yJ{gx_i$Fbbn3$gO&E$Zri&+IOXVty9?TT*9H44(loGGJ@2 z{s8d~?j#aF6*lqH5b#+t|1dqR>j!VJ!v5F3?Qu@Jv19cb@QKob18C4u5{W z!w?L?@Z+v;ps+vLt>5~wPy2>$nMnZ-Md6IaboSPMXJw(1+g=gfPU$6m^g?s@WS;ji z9}uj`|N0gj@4))94-mry4kSo0*g=E|6)t2rjNwCr4<$|vR?y-_ zj1CuGv=+|eN00gV@dH`XN`3h9z6p?AfRs4z*+3*6mxkaMjhh zfY$C^ykxhG-TRUSxh)SEaB})r#?+<^9!$;K_~qD}2n-m&$L<|FcGoH@bC>TDs}>Co z7CWSn%9A|C83--Q(vj<#+HZw>5CNfGJJKL4h7!pS~<)_wm*Dl%My(*Q;5#lIuG2 zYyFzw18_hB!%{0Q1mS{bLAKPHtF8hgl+dTX9;0cm#TX!`Fmg_KX)mw@n-D4iV;aqb zc}~M@Ma<^OM;{anFyS)GRI~9k)>d=vHy(TR(MR8Yq-{DPi!|<>A_t0YIp;K5@=1x3 z%&5A7t}CY`YplUXr0}}@uA^|MVWk0_W*V`*q0k&LC{Msz^C`xN;wjEIb;2*d{rdCI z%{n#g^UpO8OmNV47;NxCKofQEfxQ^pYbO5o%Ibj!_~QaBt+Mh2Jwp^-%v zbM{}WccaaGh@gJziD2oiEuT78uAR^ggs=bU$Ng)&Mfe-##?UVjZn?`I=!h)aqj~6Oct)fN-M55-Lu>P;gvTpwbWVA zP(s_fcR>f~n)hF*(tQarnq=T)3ofi;fB+UaxpXm}4hA@0oDLA6G*W9c&N9|`W%Xkm zS$j3sfoe7RWZQ66`67ju!R#DllRUP$US>Xam}LaAIiX&Ph1D8muREulEQ_9J+HkVG z7Nw%WoaQ5HB9TCXGQExPQ#|_jS8p z{|ME#J17w|WQ+j8%wEjww6SiWff-d@H5k^esS#w=QVbbMk_AF}a+FuLT*-u>*_EA` ziQM_1VS4_Yp`J@Goo1as4;@x$pmFxPri*sR9emD-U1?~G&hGZu!O3!^7EC;EO{_fy znCrXQ(;6=pUdWGK{@mT-zvO)?zWU_rjeC3U;h`IQ@L{5p+nV;iTW|v|DOI(_gSloH z%^7bzHP&F|O;*bDpY`&~6?(Zznf=Oi2U$k3Mn^i+osL*F8(qm@ryX}F%XLkghdubg zI}Bz}gTAvy)EY1q^Vq~pBf1_=O86(_h0jh-3Co?hpr3YKMFxCA3i-}Lm&pRCMkr;Wag2v8(Ai2!B|E*R3tygg)B(5Ns|7ocpLr=2O%t5$TF_Oxh)pt zfMZ-z0?jzUnboXh6Lg(B&fz-SQE(m?)L7 z!sJPM)Dz@V{Mg7&?XZVD{2?SQnY=(UKt@L-m5ng-jwQOUlNei76iXvA`wgi`S7fC! zvdG0@dGQ?1A>(s;QNUU%1dX{2qw8Ad8|`F}S#-Q(F?kn`Z5-eLI^m;)9to3Yjwq9Y zR8!bs$RDyzkA{~FOEkIpCP_|`dzJiVIscW(P>pJFo?J~rG;vaO>HtjkLE-RNLgB-aEdc-_y2#8jqlqbXkf8X<(e8{~2 z)U1!5^B7slT$#nmCFipIOkGqJmqx2z^{1gFZD|uoOIspzfx~zs|3rTYyEw)X8mz$w zM8#^y)_HKFJ6Yb<)OtJ_xHVlfIqBHEvdypk)h>5cF1-#xkG+l)QO%`peFzX(WfFF9 zqeyIbPs7+^Ed!ULRFPtBMA?GG=9QThjw?6I*{Ig+u?!TJY3+Mo{649w3HjMCv(&m} z+4jG~psj#!TSsb~K$$*CZhby_ylqOztPBX7Torj-IrYSb)g=paIeZqiKsUN^qX#|w z^E;QA zctLHWbDix>XSkL4#Bk)mOJ%LbIvLY2Lz>z=pa=i!knXXj zNf$}xvoyHRNAd8ml_F<&+*#Rm&a;W@W^8B+MKCN5w4g)9$wDJ>u~$7vIuiRa>P(u_ zC^X%NE-SoQe>r-8NdNaxBO>AD<+Io{> z%cq%M8*WqLx@H0iJKENpxO_sqY>X=#9`u-Q#XWA5|EW-0&^VVp#+NNOJwJQw9)}nwLP+u%ogC%gHE1xLsBL<_ zFXkJedEaY3P@XTD=T^=6;1TL`ohR!ytTA=Jr>uum0mx;mO+#010oS9PcVm;4WIed-nNV_~o_; z0tfF?!zW+)p0@1J?-`_so`dnHt~}+ap*(|I|NSOoKBu}8N%|Rr&nO#~ed@Je{gfkSx zKb;6M_^ZJhWVRA(1PD<82v`6ExIY=>F#SUj|NAz}I3oxAJ?|>OFhals#I&6QuO)lH z<=X`ayuzLthzz_eRHBVnfi%WDndTD+j0zrN%RZ!t!Lq1|=P|B#=@xT(K{r#wAhZb@ zv_U*%zdEaj9E1=ENPsEu2Ue)V4-aClEW0E zLqdd!JIq61WWPRq2?*E#e-Ol8L@}d4fYIO;cIdxFEENZAtX>enYfwU$OF7M8tiOw@ zVM!f~Fde9x2nO^-PCUot%NbLI6@ox7@gj(zX$@5zMNycEhic@s zU?{@UfVTwn#%~-)h(JknTuGLUz`(1L&HvggWzj-enX!(k$ECs_OS?y9xIDn|2?9{a zqxeTzJTvG~vlcW9gmgiSG{2@~z2|z!U`)F|LN1MSP#=ygv`)lE8XHOJ zKuMD{$(Bq@wKO~c@{QtKjZm}>cBr2pi;e43j8~ixq72AGBCexUm#;9$yI9H~63Xgg zNJ4Z-sbs%>;X@O{fCMncZ7=|CUb-pnDxq%Op)L&aRo_tP^B zfB=fDgDD_~V%UMp#LPH+07CQ3&;RT_Q6fNG5*^e`&01p3!4pmMJWupYPxV|+_H55- z1WkAIDV%YLh(NE|oJ&NbPs=etWk?1y9Kogd3IQEZ0aX_ReV(k~1Z+ys{b*3GAREAt z#WfjD6)Mi=I?fCw_XDbO(+(1Yx#PNC57u~6m0P#L^Kdr(gJi^%#@ zCT_rm1tZaN!aPnm0RzAc82??-6%jnq45~-G3>p<38%-_1W62&09?7Afw?U@h|;LJmP?T-T^VE{E4k7Xhv`c*{feq1PywwEH-*D_L91_q)4!5a z{8I~fs0Vu(Ry%dSVHA-AsLbm0Q%E8JW#WVuPy#|t2Wn*zYAsaVdxuTjR%@I)c4$;l zdsK>WRH<4?_pHWEHP24XRCaAwcSS-^1xW=mAkZOI&CpLJxkk%?nM8x7vgD$C3=O65 z)u*^snP5{zIlVW1N`fsvU>#P7jaZ4D*obvZ9ju8yWma=?)&qb9D&VARg~pKeOl{@S zo)JJreMD|UKJq*r*Z;&qA*IwK4NZ5gS(_EWbbZ$W5-*&qQBoZ*jVK*`mC;Fq5?G-I z834i%(usyu3WGIR2~k+_V^|5b&WEK~ti@W#+%t`3sg+Wu0e}Q(xW%A@S<-shD+JP-|xQDE*+=;yhdAQiF^{c_5f@O%OYrF<(4PDW#)@X!AlRep8NZGNRQMZM% z)ojnXy<6J7+u6lb!V_G~__-y!#?pvFWdMiZ`N^S(+@nxj)6+brY)a!DyUDd&=p9zf z)!faEkSPd+K>w)PvdFHNAUQ$U)PyhwW60Uk-04+2!)4&Jn1U(z z3S5|i`cNikB{>ubT1o|9(G*>4HC-AbP589JwavD4XkYg=Ep>IbAr)c!tzmYZ-;+|jgas4KsyUNo9v%cXr-rVpqBgdOmS}sR=!&k7 z>#Yw2Ah|)v)G+?&QVwZ(R?+U-;gi1UmNrjy{%Wz#)CSbs-g^bk!CAcZy)-`8(h@+z zHAAX#+QpTR#$D)$JLpR)=w3YPVM}U>X6mMH41!|-?A>4kpaOEPh4rij$9C-V6lJTv z>Y6^!R~SH6=IVEzMztMlwXWO84sFKv?ApaK9+kkgmD$LSr^>EW(h|S`Hh`!|=wJ)# zn851+!R@s1>zCqfJ_BrN7VN>s3v9mT?3EA0GJ(*6?DQ1v&>rE*rtH>ERI$vMuKzw+ zL?vyuwp-`!Zts2t?+$PA9&hsQ?jb#>T0la~80}E*&K-U0T~G!@kZq`-ZL_#*+kO)z zUK741MBj!p;BI8$9&U4?EBBD<^k(k!6mQWKhSH7hQ)Xk!eg)P|EScu$vBq%iW?%NM z+4BBy5D#$?7j3fUQTA1BN1W$SX6>*hQVrh)aDW6d@##IPYp}_0zrgXdDyROg!~b@( z0Ds~rCU78<5SNGVXBEd`8k7LqgQ zF)RVNrQSo?@fE=EPIGI7a#C(_^L%h?Rne8s@~P)l?OprJ3_x3sTN=HJqThCUGZh~ z@K*9Chjec<2K8+AkzEE%r{ypQZ)FE{ZQpio|L`;?Z?xugM}KadRa7Y-^PWKjy_oa# zz;A%5bqUdP8O(JQ+jU-tSYIFXV7D8|FadZXcJU3}(f#*tH}6_-a%WHHU2t>J9O-k; zjB1bNYxliwuXu~Mcx-3%)&1_wc&bzd#B*cQA93 zcl@LG53~1sw}*TO_I>XfWikLtAYGs*V}dVu(N^+TaBwP5_>BMdSCIBoR`E<%a3Z~U z=jL*wzXtH8daXBluJ3v!*Lv~J`e5j8CGU9eUS08BZ*5P7Ss37gU3tfdCS8>mc#ja8 zx1_tTE}Osi7t!~f@0!8!_nesNukU=%|9sF7ebL|igSY(WCVR9thOZBGVmEtGPla!A`vBEzFq`#xse87%^@+=S z>e_o=?|Ys9`+p(1pC9~z581+B`0u{#qj&nr{#NEbc!#I#%Ktb05U+mgUv{If1+4e< z(f@w%4}Y&me6H{IY}bAc-~Pu|@?Z#ftS9|3Plfp=i1%X>0mFt4A3}^MaU#Wv7B6DVsBt65jvhZUFks@{wUQ=JmQ0uKn#ya& zcI~PqbLPxluWkxUsd6XJo;%sqlzEe-&vfkA#iXfpDbuD-pF&Lvbt=`WG+))axy#s1 zt4?o%4J&pm*|KKOp1n%eD^;;lXM!y`HY?bzCbOzV3zn&}It>tjWXOV3;KB^aaYSr* zu|>s47jCnKX&J{Tvl6P-3>C&c8lmE7dP@(76u3y8hyubh@b|`P- zc4_mf(6Dxk0_S-RE8JJYf~Paab~*Fr&YxqA3so=m>ejD!rF*?;+391s_SP=fPerLf~i|}Aa-?= zF)W$XA(~}^b*6|iy>+6TC+^stndjA+r=E4nSpVmRWZf7YSvl&dicG8k#=rxC2}xvP zTPC?BM_X(msil$ud8wuuQE8=>SZ*4ss2v^9fC*uODU4Wn!9`b2sGhVES;hcY5}b45 z8kBQ;0{SPfzXBU9i>k!63$bSHk`tbM)`AEF?iKdJkp7WFz($cm2<504QMzrG+Ikyq zr=BJVYPjd3+kk|yPUtIMVQKd&yW@?O5^lHVitBC~G9~O@>E-0Fz}6i*@L0qaZ05nQ zsA7yUr6fF7vJRWoqs13vjBzcgP{CNE)IO>uxadaIEy+ikeDbK{l6#=JD#L840Ro&e zZ*CT@YL>k0mbFrD&>37;&@2Wzbc-1yZU1pt7!R$q#aUf!Q^GyILNUTOU0e!I6qf>V z(qALp%PcK;JZ*p2N`$t9Bgf1@%54YuHr$eerccWW>XQ(IbMvjFNF>>On=!)FsNq;U zqq=Nd6BcJQi#0lq)-}FHULDwAFMYYvWoe!?!&otmwALylQekzE}&Y13-@t*dU`JWuT@}2qbe-0vE z@lbQTy$LXZu34A!1SbsWZSN*pL;qZu$}%D7eJ_ItW13j9=CJaCFoYr;Aql@0Kh$+? zIO)q+*KqPc__+>*j)+A47IQz$@J~Mb%hcQgsKCnj@Q3{&U;*=CL?a$hh)TT70S@q` z2Ij_L7?j++1~nnYX)uGH%be+6Qo=8SF^ppDkuXq)u@*ioX|0omab9RT_=&RtHUyXc(dD)P$;giQ z@|T+-A|i{4$Rr9gnHo_SCI29KMM=&jEEJ@W*22QROJV8`BxN|& z*t%D&P<`hUMhw-dHPk(joe+~HJz;4mXF(>9mEk2X^V3gJ1yh+938+9JLrh~LG?BxGRi^GtD_h&TR#&7Hg`ap|I^Q@?_PIh9qZq|2 z+gggfmZBDpAX`3ry8jU-eaok9BdSvy!q~=kM5#+XrXnHRP?1QLLW9$VMo&4;s=+Fa z;yjbXJn9lNidA!AO)U#qXU~xOwVrE@Ep5}f*HNqyezyfIJ9q0_+_p{_u298ZiTm5* zB6k#mB`i;OsaT2#6*kem)MFc4UCVOn5c-(xQk#n1WF7#bnRTEpoOZ^nqQq+IRMy~3 z;#HHf7Imwwty;qu!>*CkYxRvU*y!tDzrGTLy}@<}DBiWV0Vj^+-s{IL{6<&v5Iiz96$#&kl>J zJ6#gbcokIvTA!j0i9N5*+6rGd!;h^h)S|X)fM$5KMf*}4TU*g8 zO{tN=h||7S4V~W}IV`Ch%Xg!EuLtI|%4MH7O7F|~ zTS-A*G(j1KIBaBC5HD@XNoq(tKM*9KisUr#rVQmXTGW_ysSqi`J>6+ z))$)H?3iYG%2CdCbF+P~vS4SZ(OvFPx7+0h#stbCj19~Dd?N%c`eO+1Aj2yW@r^xt zz>SEHe&{0-!G5{`MKX1&TRrpf6m-I~j>1>Yo$Fy=_K`*3ZT+S_wqsAdEFG5MCEu3y z^#5%;?JZ4eyKg$e$~Z?aHl~cyj-u|u7k;}}fo@C;Kl#bOZ5{y6bI%Ok-a?mt%-}`&1@09hEWkcJpP30B_2ruf zs?5iLpJRdG2wFtlC|wGw;0m%JQEHJCsPm_Rrk>Lb>0wxSr8urH;W=S0S#~Y3yFE$hh{V!}NtLn!LiK+@trl3`E=q*B^q9#B}}wIOFH zrXKbKS(atYG!X(=-v3&vrHvgK&6VV# z=>nh`*xfOlP3q+(7H3TIWlc_DafX^GxWXzl=3+``sI6jWQlKR4)nrztDsrYISf>Pf zr0(@fCCsnUWsUpN?K5a?ch0yjn}f<90??qw;IYLI2Am_FDm zhUqz)8ga#{|JCY)BIja8pqXBon)>P()}o9G>YWm0Do}$1gu{Y~sGt%mpB}28io&5v z>$DoGBj9L`#%EQKedHGGc0`o{S@Ps;5rl+s);wn(CCQ9D`nI zg5I91hTC)&X1)g5yeglqo|^z>sHlRPVixR9%A$Ajs{btfYQqjCn+j_pSb~ZYrBO=4 zJ{AJC8fqqRtj6}K#}aDu0o@i@OMZYWxSA}Z&JD_1mbfkv2Oz>kmg}X)=6<4Us5C$e z2m-rOqm;Jg-PIhtN@)}_=&Ii9%x&VoUYa`+roO&o(^BWCewx!#ZPmi!Dn@5_N`jfn z0*HDho_eT^5^JD3tDr`pGB`jgfPySUE6657Ay`7kYAhzW?I7$F5M^s*oUF<=3Co6x z-&$AR_94v5?97^L&E71@Jb=0cD9eywTJ7e(Bd~HVPqO3G ze(vZp;8T7l1s3dzaxHYy?Tkt*dA4Y?)@TF@>i>w2t)8|mp`LBpIv^%wEXcyG+zzUt z2BpUi!XQvV1|B3AEb2x8E^IvSr9^L0xvUZquHn+GY$k5F+@|9)9OTBUFsy=Lsw(7O zZr$Z%sgf?~`m1yr?B-hL`pR#@UM5tkt|d62+v+dzy6(mfZz6z#p8oD2^nxQafFnF7 z-MVe?X2PCQs{&K&AeVjTjE~uri(CS^?nZl~l`wHJc*6;gHCnjLoW#Vu=B5dc{FK24)){4R^>~9mh zEoTzy?=rETVnQ$6!Zci=37o?`j6$In!vF6cYVhW1Awck<{_nHiB71hQYwRrtqvjgZ z=Lef$2=l`-+VLIZaUS0>374>_2*8qhuSu?Olo}tb!Z7&GF#47%boQ{rI&v&FvS&V} zhq9t1EZD)OsTV3Gb)v2&v*`rRC@5#<7-IsjI`Jt}YXBQ+Axv?fob9 zyzSe9aTv#~BxLLv@9!X7LTEn527g2wcPkv93^6NH^$HOk>+v%~GavWyrU(FlrZ6E6 zayBFA4c8rl#&8SIUGjaisUhDZo3l^)>LiEhcX6p4jQ!GyprBD-U zCg3ko7xn&1LI7WNA&5d#M{y?Pul~aA@Lsi^>Oli10#*M(XaB)wzipy^HONSGMGuJe z{Z3drRYofi;hObppKDrc%KuvXtogb1ZU5#fhyuiRp(xDtN;mRv|MhU|wOtP->=O51 z1Mr|)!eQq!WG6OK^KxUea#VZq7ca493$VxXX~q@;RqMfKXEq~%w;p(QXNUJCoWN#y zb;xwJX$weuH;HO@m>iFwYs0o#qqS^jiAY~*=HYgLN2x5p^>zNXO5Z7X`Zi1_cY~jE zP`-2$pRR+GAr()c15axqz$l?M_bPzGb4NEqYdCdRw{_!kKTk1wLpN13t5tJ0dWUx= zls9;LHY9L{eBX!j!nc6X_oei>n%Ot_;dg#>^nUYqlnB77HYk(|_(`jDsqSMBBjtg= zX=f(Fg0HlihVmHB?*FfDIbO?XcP{aGhB<|IXcJfWEjRazB6WyMt5ttEb+1BIlemU| zIE>HuAAmPM|L%-Wbt1^PpHFpXo579mIA-M0kGF=RLy9w^_E--&kw3GMA9<4`xs}$d zk~eura(gGJ=bbF{sr{~~>>~F$pZcnUXHJK*cNSmm_Ov6bs5#f-DOnR*0`yU{0XLP$qXuFoQe3ZoeFMT_9MY_1-F{PLLgLny(r#m9A`+>9WPVeJ^ zlV=p~BN#HQo4dKfGySyAZoB2Fu!8NGBe5tS{IjBR0Ef38G`E?O_{WQVd4D&>=jn_$ zFtacF*hjn`3|0W(`JYd`%A?`6b2WWzduluSp_k>&&mZW|uWHb*`_LaZ zy(4&veyji|{VJG(z(0LrJALKzFOBXaz8`#;cYgosE-Gty6o0)au>I+OyvKvL=_k7( zh(e%`{r@fhfwc-i4e0rv&;1}U7oy)iM$Eir{JxR|e<0PoW%>QzBd*{}$%z%d;X^s% zcRFv2IT%tu7&5B>Pk#36HgsdYVxzKB>#wjn_GEW|VlVb7!)?Y-wI#Sd>!ber&$#=8 zx9Z3L>x(_ghj${V{0=yg4-5kS1B4z$jNs_eQxHxgl^aE_bomlyOpYu($+USBXU>Wo5cTu<6KGJOLnB?#c@$|< zrAs*;XkbEER9#c4R<(K+D^^)sxpwvXm8&R8V=;}DWD4ynwQE-uO7u2SAyH`4igF7V zZ~tDsd-?YDE6HzPOo0i*EhKl9tHO&JGsc7|Q{%UXK^Zh?$&e^fmN|F!{26p;J(WF^ z25l)*rqBux7W|`UkfRn13<#i;@Zdl?fBqm;m~fC1he}&At;p#k$>PRUE@%EcBy{Q1 zC(@*T9s5Y0LHTv}{vG_#enqpFH-CPmQ>eOxWp)1^Y<&6gSDBq$h;CZ8ckipEYge)W z0|YFG^8geIDx1Jm1NJ76gzjq9-_PlFV-%1}!^ zH6tZaU3DcVe*zEI@Pv|*)mm*W>B=m1rHV`W=%Q~GyCN*ak~70pE6q63JdD}H>U_4a zIU6h_vsI*pcFk)8rV6IaEo#wW5O&K2Oz!9j3_DeqxfwwXRhBV(aSQvEGwj2MZUE}+@Lut$e>Jm3sI3o5KV&- za@P$pw%Hy!U;x_^`lFI7u95u{vrRKmR?rgul%)%lG;4m`PB>?VT+PT5+0d=mEUS<+MGQ&p z>Cm6H%tWVuBXQkK2oilE;oyCM0R#j9A|XM*7*3m zjeA@9TIHr2dVcK2xcTaXWRdT_t@@k3t^^-Et-|G+>)4XxD#Tc{8vm!9eQd|4xqSvX zEQB}CIJeC6Oe|rYf7XpIeO*3NL>dSfA_5*T4GNJ>16~(90Xzy0gFpoCbQck>1#AIK zDc*BfK$9)7U<)A(AtyXhLQjyRgdz0cMs}B-bqGu#0e!}ZHL4Mg38cd%$TqbHYRUu1G0z57(!majP=uTyAt%UDNJE}bkbqR7 zAN{xmE)epBDD(s;KG?y4okx#6aA2d);@HhJ&|wD@F+c$5kcK=kV3W|vq(m60$Snv`kcK>D2`Q;a8OWf66Cps4 z2*7}T`coqW`{Nc&Sjb6wVv%PHp7qk1${Bjnp-c+pC`man9Yz$RIBC=m;nPZBy%Kzf zt52Ea61bFUrde)bnPzV0OPBt#K`v#GFA0Oi%k3{X_O#X=~1u@5oM80 z*+>mDK3gi0r+Tm@D1fG+mwxu8paJb@Wy+b+!sRt@=?pFxLo84u&PHigF5@;fVc++QqsHz(2ARG%mWB>+m0VHPQ*NTMIoq{Z(JSAyD zE&$Sl`9um^B|?DjKBS+piz`Joxn7DilAw`9VIut)6YI9^zKQK4MD;sZQ5M#srtI&4 zN3z(fICeg-lKhrwFQ0w^l3Lz}yza zo_Px+h^ml*{N}eyJ*sf~7Y8>UP^#SQCKv$G6d+9Z7zVLVysKgvulN<0H4*-Gq`P%MS}PfoH;BGEaxF0Ir*W&)nvT7CNyfM4^ zx@HD;lm6Qsd>k9u$yWBUWp%e8^NQVn)Zqz1HpV{eA-+Rh0J9+$hvrRVIoCzj;Y_KM0` z{%vh@o833{yJs@Pr~COF&^zCd&;Jyk%v}l^@yTRFZ!{D@brt>SO4ocGt;zYSLcI@F zr+ONy-i1;RV8|Q^JJ`3N@YaL*^;OCwt_dm0daAvxOk#V+-F|nO#C`6;M|Ry$>3hWH zUGFMid1U<#;hX7U=QG#yXZU3J$j_LljpuOv7!T;rfkOM&2Nb)V$~2_M!RR{P{QA@2 z^rpjc>ZI?({6$}XFrYyUStZHpp~HXU_@5#G5Iy_~z97zoDrxNYC;^S{;)IO>Z36g& zFZhV>0r5@%1OdU6FQg=^`JB%~I3qJ?PBT)&AT-BNsxO*o3{kQVG=8IVbPmv#%I3sx z{F;f33WyQTFAn-Z{n#(*!2bXa0Kxv$KnUZ{>cC(Qpw9kEuer2N^Sm4y+E0PWn_p)R6EUxz|P$eQz0_BbZ$?&g`FNid70~f3VH|qlpq9CeoL`V?& z=nxLtms|0I=f8ZzxBmZ#+>2LHx(H-Bh{(8**`atSJaTMvG{_qb4D1aYVB=taI7QIdi zS&tP5GCRl%A_6ic8i}6fY1ee37lG{;jZr)DfFFi&?uwBjQ3)B9QTdp$8J#iDiV5=c zzz$Kc4=q7}`Y;=X%Nw7j8&~j8^am75Bt$}^!zzz8KBGqdpb?)2j-XD|Dlrb!VE)tq z9+Ofjrw$PI!2U+j9p|83DxeFdt_w^t>)r)kGN>TULm_P<7QeFp43dKe3K!=Kp}r6$ zBGSz!aw9iF7%}qW*z7GosU!d9BS8`^oKZ7S5*j(8YyTpql*s{%Zvo3eSBIT0q=rTEXs5V@| zmGY7q`BI6dQBXP~Fu%nH6@r=CXvPv#JWV7f|InFIqdUiwbtum#4d^nZ3e-%K>f)gN zM3Xe{v;OGwDc?~wn*eN3z!ZgpYyQzBkP{Yhb9p$SD@(;Up@a4uau*}QIM2*LpEDxj zZXPmJLpPK|J5)n8(n75#I=e&z^^!03Col~!JGHYg1*j40&1d#NJ!kYc03ki4X_;7( zMxVw;G5@o;GSf%n$P+>F5{YmQumC@k6b!t;KC3PZkPr)^R7$0E3DiI}TR=7i00oSU zKo`;h!Hx^Eg9Q|H{}41t8q_@C>nsO}l8Cb|D>OtIVBagHRk910>v`W=r5QK~YqRRt%rF05ascsYw3RTqL6BDZ{bZ~6B zLjMF(9d(S9N=GU6L}V0G?=2poa`e=|O5*@Y?JrfMlr;A>N=G$cOEn9u)L)}?RUN@q z5ulDmP!^5*W@dOBJ|lFHaSBHACMJfm6chWwQZht@1zy7sMR{L zl}`*ITf;LAl*$lhwp$f74GIy6bwvt4%FajvA|v(;Q$a4CO8&iZ?%&av`Q#;N~lmxb1m)MG_k<;Ej<=w zkyT`ik7VIyL`|XEWI;^SLKYNEWmgtkXO=q?^*2z98B%Q#N@FFWg&wAWhgTzh7kKGZcq#ZurT`ZL z0T-qKC6w0{@D_TVmv5u@PpwlL1Jio1*MQ(aX6H{RySLxM*M>K3e94z}ZvXas)kxFW zFCpUKTjf<>MKKHb6-npUUhS8OpLTxzbyfEj3Z}S!)8Kz^?SKh5i<2UDx41kK7)ij` z7R8E$<|!@Nc42zg7%ljMJ2Zne*gXEpM{vP-OG1Q6m~WvMg;N-C1r=vqSWyi@hJ_Mo z+YbmAGn~7?h1i=N*N3A84Ff9pHVqVr#K3#lnyF@Q@FB7($tHQB6))OKshOw zU4nsu)q&NLVPZK%hnbi&)R>PMJy-x2bO(8>qn@Z>5S)3B|F(})RDfvKa|Blr`XG{f zOq;iP>XLB&I#E;4xpBkU{WdQSY*eRrmXd$EU*WfE-8oggK#8T8ikrHr>A9cn^{Mw+ z3$WIysdx#N;NJ-PC@lIW7}_KjI-zGROnK;`W%+jJsZG&XI=uQhGawH>HlsOoqdB@f zPT+$>czOL+dZU?Tx%F`851U~+C}&!nsm@AoI#fyXhItwjNB=QrgPMFLkrb2CX-(B$ z-#K5G`l>tIvp*Y^pBf6P6b!C93c?@^K6?qY01YZZ|8&BwZ6dZ|Laa|^maXTkRU)L( zYm7svth|e&yV|ZR0<6Mp)wPvZji~_#+4HO`u|`KP;>nbxu@A%jVK$wEqh

%hZ5d@26PgQq~wjaR}ag2YX{uTxybs}H+bJg{9{h~p^6Et%?cd{l@0#uI&= zXM9vq(-W1>$HDhLAJIztwaAZrN|l_+@A=6)-LsWi$^qQ7SGxrdJdUD2=IeI5N0lh%+49TO-0fQnKyk^i({t4?Z3nTkzy$*0`Y+r6pT-KqUs z)TO-CP92t0-G!25tYLTG7v|M9CZY{W;H1pf)ezU!93MKI*W);XK|%nUSwG$o4x>37 z1NDyuSCEBrke%HVX#khYi{4Zeyx$S#->WC!o2<+^`rtP_;f+E86d;3MdEt@d zfl7RDm#@xLI2=>M;;FgCV|>SjSaUyqRH@x_krIBP8fr_P?Md}MiIC9c-W@l!bJGCs zp&$yp0O)fbwfWnri-70v+X#>V=%K&}jQ>E%RhzY2;CGG!3#X&t!y5CE-l4(#0a?H! zMhJJkkgeZ34~+XAPX8S=y2BL!0w4ebbl?K8KI?`(wR5RfbURzq=N+I=+Y1Pvii-dRYT)oc+X%GZ zsT)5Ea=!ernzdb(@)xjEjJ{wr->f&S05nQkn=|n*MS2J z5-MECu%W|;5F<*QNU@^Dix@L%+{i#cja92mi5y9?t8v(o&|EnJmeiDN~Wn zn~Dr6>cg|ooSt#wz)1t9s8KLp=Km;NItPnUELfDPQR4-w)vH*uYTat}sMoJx!8%nM zC#+eoYUThs%eJlCqG_h4<+>G$-Mdh-WC`O1FO(=zv}EyHM2Ud_eiJKReAh@`FH!s& zF`^gBWXp~%|IH%i00NE_Ik5munjyK;s83^5jkxRg>B8%T! zIC=6!uJ~}pa3fV z>|nr`aK7|Q(UhNl{Pia&AQP%FAc0GzMIly6O;y#0kVY!$Q&?mn zRfQUog{g*|dc~olkuIi}7EAcGgcgEbrlJc5EFeGtMPTNbjTw z%o+Kmuuu|f(Ufy4#ALF%Ez9h)8zDOza9a$=NtT=-ccerFK6@(OfNLPlD!qxFqP(ZpE zU}2DYSE;AQTtpKTe8vC*10d$|=Pt)g>&&v|xI`CSxDbKPy8Y-S&_7EZ(b96VzzNwK z9gRD@v;$dXwf|3(V=b4z?JiN(SC3on1rI3T`~#l&W0>*OPc48Lcb;uZ+A6`swk7-K zqzK$`_gA1&b!(OPR9W%uXkCq4byrr20WPWFSVc&291S9#I8}?gieIn-qbx)r3|SBv z6eveBld+0UH7FhEK5*$k7O=5=;?_ zP@b?Q0ES-iNRcRzJ1rGQc*p6I zoJwg*c32c^^DvhJUfH#;H6WoNU5_nssY_m_q=`Gvp+@)oetQE=`N>n#|4Xku zOJC586ta>{2~ARpA7GZxKQAp9SMpL*oFen4$P{g97d%=q5?BqYjUQ{-2h`Ux2nrnI z3sq)ITO_24xI03F2h0-@K!#PG!Nn0^=84ZCL_rJ{2mlI-z=I<+*9d!50z#-;-Lpn1 zTiCUTcHtCWvU#_@x+$_jAHa~`VaYhTN$+~6EZFSu@Bvs}$U%_IWzyU?vXcE?fAgPhBLw-yvzwJbD4Gi8)K}JVZIDTr!BM0hqW4oCh*uH1`t3y z@0rg=I~sH@jskO=n@=7LK?+S!nE+;Nr~{{OVp;(Y9B+%)apSvL{RM|S5Ix#zAlZ!BR-p1(^|c@o(Fd*&T)(YJBeW? zcKG(whs&B7U|5WivkzP%y-1tdFpuU;2gvPfGh5qtj=4@})LAdsF`5(nFukwPg$Y>X zxA?|4y_Y`Err$g1p1uMF9#DV-BzgvWJVFy%Kw{=7JmCg+QrIWL@c$@H9BB~mxJJ&d zcG6h<;(!cvZW!|`PHwO_eFBK&8uW$(g9356rpEuL%U0g|rJ_wg<(NtAd0j%qIzWyA$*rW7yhm;*k zY?oKs>y9MeE9vcU|EsMx?)%~kAeXz$JD>LMwtfi{<$0s&pC7k!$?ypAcF7Ussm=J( zI-c^|htc)3pale~N>z!OOg;^HTg^9mpB72<1VZoV)88|!Qh>swp+0bRGGG9SRskn~ z9tf~|%TasHfq)Egdrgvi@nV3*S4k159>8~T>2QG;l~Hpyf&X+T04Je*%f~i+=X}VP zC|G1*3U*Vdf>Q}JIeAeTf6PD`)^2_}OeGb&op7qrzf>-T8#WI+3uZ)0_6 z57BOWWPeN;R#329p?3pK-~k8`HV8mf24EhrHybjbLbNA)V5e3A#a623g&eqcXNVpZ zNNX3E4jD*%Y1nZdn0z6}eEN|Se)lhcw?5U!7fR=IE%Ze5YO=r!RJ?Ph=IeWi~q=K$Cr1%*nBaZmY=0XdL;Rgi9YkO|3)4B3$R zL4ueik#eze&*q27NHP|LN4^pn9=Vq2mtu`Uga0D)kulN~fSnMye)Ksq)=+GU$Mfkuj?M`~+4w4_bqq=_Z~0#E^}x~dg`s#A&@S7-vf z#FcI{K62BgwCQYR=>?#(pc~37Xd0|8Q#t>?I!Fy1dBMKA+dSe~Bo0JtCn1rVv`xvuH~f$bVQjWw_I#kIUw zul7os_^Pk_YNGPxM+gA00jsJ$-~<23g|Lhex8yUobeph``It?hsu2sQXKS(kX@@qk z9~=8NxB9VcW}pi?vKqR6ESXQ|sB}yRvoKSq?$ol9%QAqGxmi$u&|0Y7svnm-4qvhac^j}M5W{XO25`G4|Jjw|>y;-rj38@Z>5G?U zYC!v|e>MxPMHs(WEWal^zx38JF6XRQg}?c$V*Bg3ow!Fpz@h`(x@vp`mooz~>H;31 zzNNY9BKcXYqCv6xnq3GX556AgQ5d$sEc_yts1dpWgDl9x>QA&HlW8+ zn28MF#|+>JHbk|kn88^4!EkcOtq95A9Kz}hkipx?7kCZwd<|}>q-85rS;hbb@Bjm# zyfEwoVt@&t017p16MfKkog9pxyoYLG!#8nRsf;ffTdN3NxaNDl$VAIpz$22@zAhVS z$b7}TJks{}%cDnVoBLJnG*27d(PNw=wpGUGs82f(0Lk^hI3TWIa}b}AwGJ^|0kFCb z?5#Vnh3K3b;;bZuY!TH`G$0gGikwhK{h5pm&sJHya7e0BHC+IxwglS?0?i2G^Ct<7 z!wY>rabwWb8`1wQ@t?(}u@zmu1S-oJtO9q*nE`Du&#)cavOU}KoUi)XasB!(-mF+u+7MT002z>~0G-JME!KexC~;lZC3x09 z!3cn0s|Ov75$)D0rLl1B$xK|JPHfjJ#&nE!%i+k^;yvC=ch^ZbNJC&-&6>-M+r{YJ z-oD(}rpJVNI)(Dbx|fqV4T0H+CIE`61RjuuspDvFaec>4X4q4rHxeXEh+5jN#j#NdiQCi8BK+u_x9|tYCES}uTy~O8}7A410 zx1R!6SWdFHM`;b>@f7~$Ya>AR3D z=Teym7~bcyZQHT9&pN|75*x4qE5l)J+;H9EJpSS^ULbuiatWQv)IDab%rDSw(LVm; zPYf6>-Q6N>;QY<%UG$ecjmVxSfZY>g?zO{pt~6 z?!f<3SiuSb=kPcHBj!ia#Sl_O?5LsVtI=?E-obOi?C~PuwB+oxXyJao?biV4#rNC) z%Dg);?&K~8=5Fqn3<@uyrLN54j;_#50h@}T=&h_DlOBTMd+GdAX3H%VUb@}s3*M4O z>y$R?qz;{?ZtBvS@C={uJL{pV9#*aXp(Y*Ee~sl=p2eldzqelME-J10-Rl7`17a?P z8lY>3M(qhv$85ge5Z)Zvek{;_5q7>CD$hcW)LWz)^Kq!{+}`K!z`|;$YyKRtH2}~j zKF~_P^h@7FT8i8(WpeNS(3hna^G?=*Th^3*#O&U&0*b5Jt*f05-ZmEN29M+qzn%Xf zDy?jfm~8*{aL@J;|Dl-+@x4s(2Vd(MAHV56>dSSsNW1n*i#dIZ&4((kWj^dLUvMCt zYIIKX(k>@A4=vU{OFW;3KL7Ig%fk@=$tGl zHj(11-{}6L2>d02aILZZF}+~_<3K+4;0@Vlj|6ES_r`zx$3OQJ?ns#1ks#hO(sQ6xu}YTe2;3Rtpb%W^HsZw4KjacI(|H%~U5 zTJ`GHs9C>;9h-HAJlAaB#+_TY?sIi6$Oaz!E`kFF3BUn^vSd6Sgrp!j2^{7sj8N8 z>xKajY|AaG%ra{!t^{OoD6t}>u)+V5dP}MToABU(zwR19fW8hu00G243+}SfQjE+s z78P^xMZ-Fa3`H45YwSiH4U2I{AAe+^M<9nJ5;59#Lo&(Rdi$+NCjmRo2UkE51-ZX$}ftevU2dhBZi== zKtU4}v`|A0T@Wh-g~EX=rz#ABt0N$#^r}XUI>LrS3vGhL2R|?u&;G9EFHR`+R&Mfl$4~eFj0;*3;r`j}MefKpG z!2ua{^iiVl`&Sx zO#W45WK$z~WtabI`DK|aJJJ}NZ^k)iosAL3=4*;Qc4pX!6F>kuKmk`vXgQL$AwZtq z?rDnkVIxhcg~dg-O12EN><6{(t$<`{{nT;rq5 zc59Tnr55a@$6hbY^3Y9JU3TqUyX_0(rfTkc_a?u5^8ZfjK=2cmy9cidhI@U*tvX!p zu6lUb@rm7nxCtc$_|%6i!-CKeX>&s&osU$9tJ6iMfVxWH?O@bE39f8`6%?B5a5g&* zcF=00J|;HtP)h;afdcoa_6ew8@$>&zRrvOly5&!Qkn5id20*#cJP=3+ z1X2WbbivrXiUn`n!W#i&Mp|tFWF>?Q8}Ya!J?`;W8vI}&1v$H$kYD9b6(9#W&kl~zSnzZV0hWcdq&@PH z9@$7m8nTB>hR1oF^x8yLF`nLGr)i`-7rOsW8N^iTr-*fHC4pWEOIbp$K(>?^GetVm zTt1OuyriX71m+-E9y3E!Ny^=p5>uJ>OF>TI=)+bpQpYL5FVMVII(Jk}8I_X(1h|}P z-Y5gcFvgqTB&R2~Kn}*dk)46@1Ua&L)m;hoknhANY`_{;BFU4U^t{p-NTT$@vJO}cjx zKn7G=dphB3TG*cKiC%7 zz?N-d#B9*n8+de>$DFKE_J*MwP*`s#?Li7`umTQ`bOw@3jcs)#VixI^MOD?sfy&UF;rU08v_nm6~(k^K#^_8R5=J zsN~lsdql7oA*>C@q{4?n)FO+O)AqRMSXKT9mPRaXzXrU_1Gm}D29_9u8$9PNA_|sj z*=*iU>O~Is+0Q$bEnP+h)LZ|NI7K;*4FR(02`)4@tKd9tQ)A2;qgEzXZyaYiue&2e zm(a&QHXW#47GxoNkjT|->syyBwk9v+uAj74l(Vx6ezrQH3KgYcqm@|2f|)*I?w(IB zI^ZU$Fw;auCplY6&$-=7a`l* zsVuiLizH0`IKdKxarpzk7|Kf6e}ve`xsr-l@z+QTd%m+Hzz&uFsH% zf6i^7ev%dnVgdh>_JKqC<{}g!027#j02IIh3_v9~0YOWR+j|nzV~q!ZBdX$pMr*gF z>n0d0jNZG92M`(6(-9Mcnb~828q2pE`8^3DzTyLn6GXwyIKH$yIPdZ!qA?nz375l4 zuen2s<`9LxTC(d)C^fM@TT7_sP_Kg`yu#xz`#3o~>4_przsdU|_Ok&EgRPy4Klt0T z%(^Vg%fJ1(LdU^@B9NRAp@0dXfHOqHGZYaLX$=qzx5U7}zgWG)SUm@P0oQXX7u&t2 zk^vcTL)Gv=*$BkxqB_s`7;@4#*eJo=iXzwn0T`75a7GeAfB`5G*-*i6GYuAaI(1t&rnA7mD1a9zHzyfH z*ce0wybN+f#6PSNej}@KghbqXM<-eyMru^Y;D{L(V+^IEz~Smc-+F+aoI}DOfC31?!HC1$N-=6WO2_aq zuN(inMJyfQa>sZqJE`%k^SSs-ft@=>%sNSw z)E^!w0>1c^X%sqKNlI6VBc^I9rlY`Z;zOSN$+|#*o&<~s5K6_!jL{sb%z6dJ2z6{>7Q-UJd2(uLp@&fz3Z;xx6jgTV?qjz!{1jkBTa@JCPFK`J9l z^I(WRD5xq+ON~fKhUf@>^dYz`xh#mRnW_pi(@QA4Hf)>1TjaAolPwW(#^acP4h#Ru z`}{Lr#7{rFHuc-7U4*SJgv^QIfhLefZjQ!U(o)<`?Bt=VQN{3#4_B-SufV)wl&M%sPxZXEok{^3P%VggKhWcg z4;g>}=)C>k$M{pk zC{b)8N(6$oKY#g4FsQ{_SCtRlWXAOc zdI(Z7guXJ!v^-11a#e9*#aID3Q7GDLv2l?ql7o%N;*7kw{A3zdUgMxb7jZYw2X39 zL>ud^rNyp!T~VdAR|cq5eT7keT^;aRI2u|@9(|~k01qAv$To4yi9i!hj1GvHyG=UM z@5?oSdd{`=wTH9`B&gLlYq?pJ**?3rl2wZtI1T~u01xP`InAB=q}j)aMYvtX zskvM2C?$u~Tbh`gX-&4jU9-PDQ!SND4d~MVDyQBfjxZJ0%%%Td!IfOfebWtl)A|j` z&7F(GnA69wQ*Iik&%Dz_ER0Y2Nz~npZ7RKUy`ycd469vG5v8u$eHjY&O{}%o3J?R| z{oNN0-Wg?`dlUpX&;u;d(SapcY>~JkeW>S!nvLs&9i-m4HCr<|QnhRzklWt6`r+>d zUs=@xS!~SA%F;DUij&2*Gu6nS6+KpAP4EK1o*RKH#^NjH-^kU{X5HT{_Pi9}kjqpI z2K`ppBi*V(;N1ib2G$G>uC3PPoTg0-I9||q)i(@w89SCr4xUsG76w@mWLXH|K^A1; z)zp_!mI|N)JjKf~fb8-W$b;$P<9#q45c{bDfg zxlSRK0d6idjx;p}4W|^u+btOgE|Re0<7>>cE?Iz<46T$Lq_LxR_8%RJe_D+G^&Q(Ryip#rw?zO!AH9M(DHm$<< zO9A#<;-qNeY`bL|aHhpL)S_|RVJ>E1F6Jy20TDRn`*l_gV`k4Q0!Wy^oGe`&i{Mik z=hSr)YbI37sOf7Ar>v4!Y~EeKh~1zL4G(sObw>Z{b#?_3MjgDU0Xm3h6yAe9P!oR4 zwX(%$7*^=_2%a>UgN^7oQsszI?t_1}q^-`Ywe16u8#%+v0*W5f!1cw>o8^<0+>piS zjBbJpK+p&(fDozTkrwR1zT%QLY!Mh{VkT^37Tl6W-!kRWmDV=SUE>$|m|NNDP}}Bk z=2kjJjLarfaMIlj25O>aW7CEWqfYA8Hsqxq-j^v3MviJYh=VxTgFmQhio2mMb6b4Y zXH{Ma;E4l`*oZ_J1mnqJg5Kfb@s5U7i7TrXs99)MKBc!d#*>}G$L&wXObW;DGsNaF z!`2iRkbuJQ>k<)wl?Ca=X7BcH?-eL%$Iky^GL>t{Wo-BaF$41Kpk0-6zRhi(>Bj(V z)gT8E9BS4XaN$evtW|B+W^LC_WMp~g*@lBZu<${s0Wla`97Zfo%4#Yro3z{rM)-p! z5C9MEJLMkbip4MCk*`QoL0KkNS7U)c#yXUAoeWu|fRWFH1o^aYEywopAIIX7{xAwaD#EyI#fZiu zE1Ce%0AF_UT3>AVj`EPM@{$f_W^Hm2XaX@JqkY5dF{jBdFAdHfATBR*nJMtXIKUT^)cS^V)ya|Z21YU_8;L>!Dy}n-xb=r zc2V1T6m4*AS88sL@LieksK)=`iDIhBC`Ck)dZb`TK&3Yhg7;P?^Pc#ps0 zzW;c_&gc{n>|O-&!2fvJib*mLD!CsL|DKVUkBpwzjGEM@5nLStNEOtE49e%tp9lJM zb_JoInR^8Hai@TMhm!C@o^cUtg!phx0`4C~h~@?aMxX;1Fo0DrP2=zZe)o5ZP-rg+ zco>&%f{#_P$LK62T#rTjnH7P-b@;O%>;UYLK?@8{_|pIy_P=n(yU+Uo>;Uoa0KWHo z#4qN-A8ac=eDrVfVm<#AWj{K{_nc`jBgyalnOC6M6G6x)jkpI01_B2XENJi`!h{MJ zGHmGZp~Ed(AX2Po@gl~I7AuHxCF>)|kRnHhbmhv-1&t~l9uRoIKm|H*;QaaHXorCT zEg2kW`BFd)Mv8_SDmqkAAEb&hF>UJfXwjm5rc$kH^(xh&S*HRTM8}2Bf(IG^6{;00 z+O$;_8M+DxX&*pp;{uXfbq?OVdgrL=>(?)i6@mw^5Rrlg;>02dGj2S11Z2pC6DLj~ zA~NO~GbkWHAW*_U0xUcgB+&2y0|WyGoN%EeQY1*SsX6KZ;x-7(x_9%&ECO+g-ol3y zAC5bB<|YDGGAIAX{5gZs&{ayDj?uYwiY%}{te!o)Cl(c1u;4^4y!h|drK@l6KD+n# z^5@g9(8Sd$lKMlg>c7gAEGMNzpGpP@&;%TG{4q!q6!atzY7YuzpcqH7Wr&4CIkjOX zP({_&TytRvmsX4b@|6Lp8AN~pKA06Ej8n}q6qGPD-J z3?m$eoSbvoIj3)j1-B%heBOEI2s401;6mIHst|jJA{3vZ1R2^W1CKIP9;6k8mr;4- za6(?C4kiEEDX8x;8Y-!w+J~Qi`;FvZe*g+tDnkbVMF$;&T!K@IVjZx6O9lkMh*=|A z$YE0!eh6ZWSP8opBPbq#8Uhb^$&-OK)R=6DLRHlj5J6$vqmOt2=~oy$2u37hP9mvf zpS-Q`WR#J0AgBkc5wz1l!Ew9&IWcZd zieRUo6l=UOZZmigEvb@%`YEWRLMrm1C?`ZRtOi}G(r5su*Rnt?(|of$EO0!0SK)RA81?M-j`EB_2{G)wgS1D3v0NG;ILB zQS<-QfB`<76*gLB+ZER!gH#Z}AaGL^E??vJ6$QE@7)h9sM=I7XZy*?kWC}x$Fz*Z# zuok970-Kp8n*9pAg_tr}#!HsII>sHi;903ELuxamIxG5erLrGH z`^~toRNk4slgfM2#T#V1@yTQ4vwuT7FLcqaB5k~ZP1uT)gbh_2>`<04B?^aUMHN>c zV8i{^g;N>QtP*H1)Kgh{?>*yN+S=#{1p)|Agx-Aj?Y9)%^%%h&Mlp0k9At81I4CtP zP&0r8E6`*nPgIU`V#=3#5FmgK*oJi)GmK?6h8Yi%@HipZOv`kqDB>Lod4v+4qE!D_ z5EjA;hQAxld1f{;(kQQo$D4=`gLo19$l_7`$Ku;yA8= zh`E@=a8n%Qq@a+7v_a%fAcFzGjv+F{$iqTV!igdC5ho!6~E(t=!Bk~exNqkk(dO`t6;G_ZgdI$o3 zvI8+NlbJhs<_=JR0uz{kBaHYEQsgqXF`|zssznl$b}F1fC#lI0Fm#h0JHaOfvH+@8 zs+ElrsC#ZXAB)OIpfoHMN12nUP3e$8AI)W{G>Xz%+UGyL_DkF0ZoE{yvNxjdhc3Zw35!Re?l)}DX^N=2!H~G z?Eqpu(7Td`3Zw0Ttb4#~9m*ZKTZH@3<6MwBNGn*d@pP~{pHS(N{ett?}^>{y6UDtQ9y z6nS3ho&{T&Kn`v*&LS+~mr@wcD{-y$|VV`d)(nO$Oi^TPVBN+$Lf(9se z3V~pO0PyD3AE`l)rNi-F7jrQZI<#U&5|jX*MdbEqFa%0IHInc7xG3MI)2&7|s^gp7 zs2zZc6mY>78p&mv`Byz`R!@SVL*V4S`8#ROp_nlRW;=JP*vu}~XiGciBi8xZ8S#m) zG>oloDs`Q?(ka_~aNA^E(JX-YLnU0`fR=bB5GODY{|YT*8$_(VrbFnHrR?g$dGaC# zR!<~hEpSx}Jg)^uGDBS;-s{xIS>0OE>6M@k$VaRSdgU;z?XfV;<1fw@i9>376S9A;pf z!wMG5uD;V+%*8Wzj7RFzG+8NxaxmqejP>^T5e$w=)%mm17L925bZlvjS~4+Z$1UiFxqXvPHCS78-j zsv*{3Ns?_4i3?-|_!)$148R1mUGzyG2Ss1?wVL#y9oyL;+yRybxPS|200mG$PRJcW z#NcxZ&(8}z~7Nno~$zRK`fD8oB-)V>5>7U(kAsKc`{oS7$HeUXn z;X)9A1oWSYU`3y4O%@fM0CdK4JXOt=m|Opp8?f|&SA?1aDhvZWS~3NI&rzUWFd{tB zK_yIp0BFGQZ3e?QOaPo9VCmIewIF1G8Wq*o2X10|#h3nQ04E8V5-tQ44n$`JzzxQt zEc##w#v-iAq6(H^{``|p6e2^kqDBDYML=Q5jo}uS%64cJ9glQwl2ae+cFv=1XKAJ4%U)6ED~l%CLC z5g?>nM8VEPxtl;V7vDIdkHo>`#?i7VC`6?uROnp)OH+2er4JIisLWFBvQ)9Xo12vKBX3=)>0nCMD@e~Q~+&}QC$Gy6=hK> zG(iTW2FO5%JkAe2qSHNgo)R$H+^NU{yj7$PLO|NyUZ_DF(7_HQ6AcDdSjeEm1Y8Pk z##>1gCTimLebSXl5~xWLMBrq7g#b#Dq)A3*WNLtxC6{L`7MXDZ&Ilz$(4@e5I|?lmjHMGL$ai2V4|rZ)&P{|X3EEEPyk6nK%vZ&M$M1){i4Kx#uHj@(IL?ij9O0<)>&7*XdO?AT2aiI+XY^TD2hH3O4boq~> zMO3ZTOL`ijm9at*wxY-x2-_8GQftv1G>^xQu83cLo3uL;A-evav|&up6A2N>9i^< z_lZ=*9*Rwp9IXFPsHf=Up`OQvGUK8i7&-i;@nkB=GNa7eYemp3i^}V~HXbNcf>h!x z&D7Ce92y|Hf*L`D04xC@$f~%|fg^k#Mo2`Mu7-VXnMTZDh0@1-wq(QP>R);++-aGC zi0!mmCP0ZS&XnvFqU&V6p@N+zPfpNkidhzN0ngx&`_at6C|*zQt&d)_o~p=Lsz}s$hOI%L z27F9A)!@fkCVZ*{%7z@ak{_&afo7S8kM2&PO2o>lX5C&yrVQ?Uj0WHiPwiS8c95u} zx}nadsEhwvg7i)=^;WO-B5u*e?&5X|{M5i7Jg(_skt_5LRABysidZ0P6|c+Kw!JIN|PIW54j17mn-iIwQFn+nL~P-mVGp`kMcC z)}u^n7;Y~EJnwKerS)zw2UG9QDuMP|aHUiW88N~ZRYEU_fe-8`)F>_9XzpFUAa%U& zcYtm}%&v7Htd_x!thjDvqHQBJ+;#LX-#)NIRH~IC#H41Znv83Qn$(#X@tRd*-udmy zfZ@yXCI<7S26wO*SMLXhun0HGPxwF+K$Fvq>M_}{lge0M)CvV)sua@)4o`<_oIoUe z4DA0902P_-EG}!>3UNl%adQ;$dz5DH`YuoQOPR!M17}>)oZs=*tQ9YW-rg+EZgFmQ z@fUY;7>{wOB#au*XhtaA(?Q*M{!a4p3?Wa446wpJ3WRw1ar9XxOSVTV%dR0?#{(qt z$~G~FDzPIcL;%wV@MLkL#0)ZL2ix}0D8-DqwyP#jB`0^X7k@G+!%A#jE=wFh09fGW zwgA=&Zv@A0O}+B+%`cwfrwtD=&gAlS46ZNFEdnQSMG&5N2y&<>bMffyGS_4|qZCFl z??1!eG%sZ}TQdh^b2gh?04%}NVPLJcvqCIDGjCKubL|0;!#GVWVc9ZBQ-B`72R#1| zGR|Jw8*`)1G)7!>@@(9s+O)MDG*ULDItH~+D*`BB0th!W z%mGCld=(r6bPrAP$%5?+))z<{VZD43YUuMyH1CA&4Dd>FYC17beYxmNzV?3E^_-R>R7J_KKFBGYj(_Dwy{?7wVnqiXQNMxV_o01UFWqJ?{#Q>XI=8e z98^Nc7V=aH~elb65wjhq^b< zZ1#xS_lQO_Ge5Twwo$M4falUn)PQ&Q4b)04#`VyjT=#)@n0C{+ zg#qjZ_V@*I?zeGsq1cjfPZoPm$A*swB=;`v((`Z=2<{&FZ<_`el(l1jAAsj~mK)yT zUCN8sq~8(IiaqJ zem@vaXEUbXxKMYxf`7UX^>x##0j=iBms5nWt9tQVdt>r>A~P`~hxnq%x_p>P^6)dU zA-D33lubiANTvE4{(h;yEwE2`UiuN5$vxVk57 zPF!~fu1{gSD|y4iM~5d3YK+O2174TAd&;UAXdOE!C;Pp3Sib-3duNgGT{eME{5nOX zxQZJO%RlJ)!FPOfj-mIh@ob02Q-|Lrk7$?&1E>1{7lfC{k`S{ysXV+Tx8K5-ySUSJ zy=x_hjXcStRJchy{`^CO1pZ@1~bl- zy~`{9O-}sH5WQ$b@vh(Zp!V{Z2#mjI3I*kS-JAYR6JD|R^VuW&)A!*Rg_Gb9e$og4 z5L`lE=DOuy>&)(cbYP*YC#u*JdeTsSP}+TiB0t<3qPqXS{GkkHBLDf5S38_3e}l$2 z>(f3$V7iXz4d5TO0w{n>(7E<^iW3!VM*05M2IbG+kO9waqFzu$sJ})Seg$@ZclsJ)MMT-|PX4JTmBLhz?I))TEvSL9` zllWY;g#rwD9$;5>RXXcnvGgSYV!C#> z5FzJ}HY)@OQ0LaYnQH$rS%JND%Dym5UAHKP=F0` zP|=|pe>?zAzzHe5@30E1>&~RN(o#(e%PZ>m+xLJ1AIA??slsap^i1TM8SUL*Ri4 zF1X;I5PTql2mToAc++) zA_8zc?<9i$?Rero6BCPKiSG;8;Gh427MRJRD4nvH0S>5Y0iKx#lmLr!gU?JBUU&{n zJlWHgu8#v;H&v0(6**t0a%A8=hs?eXW3`&wn56mW9qzD}t>wDuIUQ@)stfO)(C455 zCm2BpXrXP3KmyUBfxa345o+G3OF7J}_Z*GYRUbFbYYJT@S;&gsZ0Ky!ql4G2fwYba zZXPM46Ir_%SFX>vIpVwVo{6|GuQG<4`X%PTpnT9Z*vNtht=e? z7ea5KTisGVuhotGZh9=6Z@eI1Yub5u)NYDncikh6;DOs3O8Wfyhl9EJ@-hBaWw&kT zl6KVYw;Svf>2mA}jpT6UErS1?Kq7InT&%D(x10?se8ZDqkC{Qnj{ek zg>Hi-?99^|_!K*-CoLc55io$fkpTpCV<+q(1a*Sh zk?07yrgQ(a%u&UXR1?z5UV1yHR#`IDs(SRQ@k1=K0+CX#&IuQ7`i{nyDH86W zO+bBpD_|{GQ|oLNhw`##^17&>h#W+;8X_uRK|2+}8WKJ%;DVv1`Pir2WU*9jELC*7 zsX*Z6tB9*zY$tLTIWF%y(!PyBxH?%ixtuxUJOO!nlv#Gt#Gg&9IkHl0z z;2r8K;|gE#C{c+P4RBO>%ifN<*Rc}D(iAE?5nSZAGl^mFaQHjj6ptpFYeKMIdP+Ia zmaIr`qK^Mi!>cz6LfACqEw8px=~?(@Si|h(FmOF=BoK=xvMScEfDY@-D^Vwc|6HL# zGbiK)^~KAWSgw_mSJ%7o8cU1INS2bSyeOVLQIh+YsN9% z%b5B_Vk?5@Jl=2 zSwMlH@2MrS=ghFR!GGpwpm($49)F};`U_>2A@^bevKnlfmRmUCv^6f1dQOiUmaoyt z=}#{^&T0s?NRdoz)(y$kt(NN@IfpT`V$(vTjbNV@MIB!I8QCzZwub|F5Mn8se#&O{ zyPf|nYH5$O++@CztXVu7M1F}>T*Ql|cOzY}!Fs%oj^J8orn7TP*vgivcM0A7?q$at z+M}K~Fzw>sDHA-x=AkHQOk3bx0i4k6&WwWrH8V}6QaY5b-NNAuT^ZzU+!Kws#63;% z_g?(cFz-&y??duo!rDFa3j5OP;^|mb9VaVl|&h_Xg{`rxef#`czxMk zc=pc4E=#pSujyhzd)irf=(FOQF1jw#(!cF<&aI{Kd9l&V>1K7(XkNFEAJ1AsV{`u? zbb;`nHoUwOFH5s$X7;Ow`)M-%$>oqLAp^_{lkY{`%L7!l)tUPj_#iB!v16{{%Gj-1WoQ>OH(3(KN9NyqRRZd<1?1;Zm2K+ zs4ro)U=s$VCBJkP1cQ2JhpHtT6wL)Q?17 zj;$EuY8-_BF^G^9%J%;k0mq- z+ZKh4*EQZKz-(f9%QM z0&5F<%oP8F0qqb3Q6mx8WNonKF;Ec)a|$8qk8vy!6ERT}vyT&x=nkuBP>ijoNYP6o zu`inNM`msodrTFJiW0p4CRpwwH){0=au*M>7ZZ|k z0`W)Qu@$wg4>^IZ3T@+7t|D7SCwb)k2C-#`FC(6iIY5I$KC;pv?czqVE)0bpc@QO2 z@*7t&99xoUoKl}IjQG%_F|f?QmeMLRawp^Q1#|2s!wn@^;sF=~lJ4m!x8lph?kmg3 zF?{k$1TreyFblF^DvhuzC1&wp(f|jr7(;>_naM1t3>d>hE$W6R2Ts7G(WMfu7L!uV zqu?{6Kri`H4*gPMu968Ajk=<6GG(G2Ps9H;UsEx|$T0t-3jqc6 zR7KmG19c7&%4iT0g(a2#&~Jc%GdoiYK=U*A5+O@7VlMM395ag^X-24VD_-)^I0ZIa zF*>Cu9=S3ip+i{eGUl#D2YF;OlQTWlb3H+GIa#tf|78gQ5SC_gHQf>{H$^*7QD0(m z?r3vwBGV)7E-1eMen5f0%cv|fV))}fX#zdjvq9I>J*g5tkwrl(&(L(!K27o>D0Bp0 zry)m!Eb9(L1qgxKGDYa*PY9GUHr5A;*2GW7_5)QN=TU1yKT{D_d!$iMZc1S(Kq-d{krc|fN2ByqfSU3m{Zv%d^9pcO zP)&7E>TTcZvnaW(BfMouvolyd!&+5GQ%^1 z-SzVFwIobX9SyKvHKSZ<0%OO5N5i9Y;;~!W!lj0DsI+yufX$FJ7Kr$CmK1hj*R^5$ z@?ni6_*4_=@=-TR_AB-^No}Gwwp-XTYfxrVhiY7XGiN7Kp8ip)fItddRz0QQ z3U)wQWwx7!FCFIgQbv03|5owdOGIumqx;ECL>O0EzNT4=q zlXGgT)?u$!Ln^g}zO}R7HYO|<@~~xao3T(=>uhg!(TvvnIF(=@w}eu5LfGvlqyPyp z7YXbZZ>@H3moz}x2rVXeC6sn6Mwed4RxBb_u6nlrTP^h|!u2Oh*Xd;Nd``DV%<>{E_ zFo4!Mn=^NNcYMe9cVU(^WfsIni~%OAAx;1nSfXa{>2E25A=H*PnD=d>*D4H`#r8Ki z=JsL^)ujM-I-GZt8aKz-mPNz&Y03A2d3S1OpmR;txEP?x!s>!kiopuSLw1!U19-pc z=6|OmfA{Wy`ROC%2s3IWP9-yNZ>7&Yo$<(Kd+^UNdk(4j$=FGW!&V9*n>J*lVq)zmVWeb;w*YZHz~xNu3Bf9-fTp3sBm3M9O%(Jooxl-NZFc~M5$gbo>zBUlO+ z8Hg)5zwm2=86d=B6e_-0&_Xzdu4Q@&D3p(QfZ5}ECn7Btsh0Wamb>kg`vNX^xsY)e z2#!FN$+wItcu@0ftRiBK2<4Vmx?RUlDpL z2KJo`_Dk!zZ*C%*@fitv;G;432=tkebriqoOO`K~Rs-2MkQs6&I%9bzqWv*4&AE^L z;xF78PK?#%Q<>Y1kUyS=(vRzrScLOo71+zD!t2u_Z_2R{> z>7GV*t$cfu>Kb$6T0iV1wLOBl|HZXoJ98a-y3v|>pn!fFOR+>AW_nWySW^_5SieI-OG#mG-8WDrKTKn5GM*K9| zTX-BC!XNwyjzFm=9EkE8NG{wuWLji=+jT!!BR>2zLL3o){3lCXg$#5t8QfYZ;I&yC z!d)E3V;o%Lv&LanD&=hg@)zTSd0KV^!{UuGGel99fbawwGMKo1Cqm92v*l zJEZ*An5M`5)hI8l#}7AlPJHENSa|BGYg62imHf=(JIy0|%@vNjshmX{axI&5yrm){ zg1n9l{4BFvFTNbi@lLzL*ays9(5aiyYunKC;?KR7XCj@9RESCC6g5sAOIjTU#V60( zw#zr8%{Qe2INj6X8`QB|)JM?PG2+#ASz=}@UOQaIfjzU|yul`Y21$J}(z`RBU84hC z*BzS&ionTzeY%!CY5*hIG2%MoI9Iv-eL~K=Z{WFmznaZUlL9)R)2;oe zv0dA@o%X=pBBp)+CT2W7C?Z{4moQ0Ur;$>8nmt5w`R@LGZw_1D{gU2!;NGu2+tqyE zO+2RiT|+zG&_q|fk+^=Dr`s2^(vkAx70SdcNWs72;hBcwEgr4&J>xaLCKxlr(HrH} z=8+mYYjPRkEvMlr$mG48)_EG~Ta7|to@Zo!=0CdT3;pIZR^^imy@~#F$>QhF9UG@d z=(WSST(aqno9FdHu)(^>@x$tkO*}~w)(N;lScxcI8NiljD5=%m&fluv&}w! z7hX|heMiaOSWpinmMUhFnC*+i?PnhDd!6cg#PN&mZj^pMtQ@rL{51oA?}WXMLch@t zKU+bt^sxp1@+}_QUBKokpCu?e?e9j;L3e9c;_pLZ^l!@OgKpiKrU$vhr+)cW!u<7-T)D-C9r~@n-1p0`_``kh3lTKt2W9}`1Q&9iWDsD0Fd@Q&3KJ4| zAY%&`PMlaYyofQQ#*G|1di)47q{xgEI`HU$GNsCuEK~B}QN+cCga=02yoocX&Ye7a z=48Rir_iAaB@#V4l$=GIELd#W;>i;^f}WmkS&CHW)2v*3vLGj;t5}^Zs*XL2v#ckq zXxoPW+(K@P+qoPWB76X}qC*A*9v&pXLdR371fQ~{i#V~!k|$d_cKkBtOoTNRTfU5W z=-SL@w{q?*mt#|_oTe5w{P|}a~2=%VZ!BriBILk1sCS=br)ZD;fLTx&qc@JbdxbqS%MPMSJs3dZDwIdPQ^uDRmWvm z)O{d!B;SZ4eRY_L8hR3xiYH1X;)n+V#)5!^c_@Qg7WH+Yiy$t@V019;@L+^K9*G(M zhDai$B#7ccbt7C`& z+(H*Uzz|RbvCwIy*v*+|s;N3yovE(o6e*UM>Sib>h(1LnMs_{Aq;`_>%IK_K()KEF zwx-COp@bQC6|#M0WY=E|aKWMu#af4|s@m$ws-M?>s~WOC`YM~D)J_$ZRpNR?ZkWI> z87rW0t?Ok}^bUKhLU1bfq^2Jd=+gyxg$3?w*>095sZ0~I(qifjDT>TYMairRu7|b!}Idh*2W8LtT9Cy`k$;~1b^lP0C zJyO~}qUfr8QX?7is{uRv=mz%qba{udU9MC(FHU#}h9537&ECR(t>;@l9#XA0 zR(_c2is|g7+di^qDzSF6DEN|fe|nKq=c;a@Z_VQ#5(To;Uc1*uVqfY1!|t}IQRG(r zUU7TIt4O@No)p{h@*8(PAAypec^bh-hAcez*>BH1uG#Ku{;O0)`e!2W__6)fOKv^To|-YIc4Ghv)Khn)wO4@&;= z8Qt2qB{2P}gpAUi$MPjZ6CEUVP`lp#RAxjMGC+GaP$8ada0Blt@lVJz(E-ErE6~)vCkTr_Qy9eagKD1qT=p2!V7N4cj)r}kQO%*Nfkvffn0=C zAeU4{yO9w-;_;WsJc64kh!9-331tw!HAza+sg9S#B)sy77DGXWa_JjMD6Lq^DvdH{ zz#I`&nrR~Doo9ib>CMssOjIoJ%U^DJ#A7b*0N|vgIB!Qz7x8X3W=v;3H{wno8Ip>p++Rei zRF;Y=(}xnfXED3dDZnuAO$DpvLtj`V3)-t@Rj?U~Z24Nr$0$@7F7M?%e4dIxog3|na?>nhKJcDQ?80akk{p|6<6G>_e^!>+g~{o!Y< z8f-3zWNXuc)swBJwGujuqgx9N(Txp*ie|AUT;lds1nd<-3XJQu1+WxBO`**vJ;fvJ zZ3em@y{>g9L|s6^_DHn-6>#a+TSfMFsRzzvL13rPvo3qxQ7X=kMg{~yh-)&$ zNrC|HB5#(}nbkAn3}xC$-8EH>_s3@NzEXKE>n7OnS}Y1!UI>$8!##>z2;DRQigKF8eE{gJgW(L z)voR~dy}l;4fx|5wVsgfR2CJpP)i{ldw{Qo;{pK#S-}c)}w@1~i_O`1pjF3H#yWA2wH~AQn*7&_!*oX=0yi@!Wc*hui3RmC3 zCzML2oqQ|`rZ-O7YBQM2xwn;KxWgZQT;53B$!1Q7%u9U1sw`*Y9hm|~j2;|?82v<{ zwyawVzC{_Y{KE{}v`eS%liY&*C~A=|!*GN35rN%QHorNZN04&{?405W@?n*y5*GQ` zrAvig%CD^y2wWUy3VLS%E|$&$T;MkUYQfeCzTc@Ks*1OoO9;5$NGZxd~@T=Bya z`G|aPqJJ;GyuwGyIZMWclG~)mU*GcJprm}+Y`*h%hPc{8&vr0AQd%~leM0o^{l5nu z*pF41jyy$9D^O6A6eEz=wXzRxs{|H1LNYVK#V^BWlr?6-#4(`R6J>rfqd*0i4Hw zMTT}>gGmk;2)EZy2=RKW1y5Z6r8MbBMHI+BAV?o6_Yp(nQ7)$*WkG^~f)~=XI2&?= z3zvc`$b$YiUnUfOvzK?cS9>w&9ZiT<8h9Q&$bMf}d`dHh)U;zr@^g1}e>1m!wy}Ru z$X+d|IP#@L-p2wba00TobXf>+I4Cb(=pADibzuXBi9|+*#Xwu9FIKdMzSV{pm2f8V zhHxl{<3xol(-5?G5H+|R+Z8u}xE)p(hE=D7g+v+-1u_^|Fe&qh&cjqc@`U^c0<#DL zB2bA4S7OeXNJ=<3sAe-HBq5uJjrC}c+bD(I zh#%~TAK}PM;KC3bs5IxuFVePPRx(cphdV}SjOcfQ@IjCFD3P={0v+Ij`dBE1C?Wos zT~()%&P0$b*K+p-ORDHo?)ZFhhCSxhkU|lW6Dg4+5CRv8k>`1vLZ%Eeiz^ z4-*m+4jvK=9TNf#6c!W|6crR08Wa=;6)6!H0#_Fs6c`l&852_>0)QwQQYjmtDLsiQ zJS;0L5iCYCEDB&QFA*;)A2AoOF+jgFMZY^k%R5OYJUy#ENgzOBLP0yMLovofL`FqL z(?&>nM?;23D_u!HJWC!@OCa1#ONvfOM^AgjPfyEFKdVqsyHF!QQCi_tNzzq5T2`Xz zTSr4&VbokZR9&dLUM7=YP0e3Y+hREEVns=0e&l30OJ%I`WkalISSVuWmoYeBMYHEM2cS#d6g|v5tSm=mcZi#Z$iDdtYMTv@Hu8T(W zi%+49Yvhbb|BOkBjZiXT3V=-aj2lEsHp#{R#vO4=Br(>tc&xkVE?RI z<*j0huB`vEU0bxM=Co)2wqs+uro_6J=euqHyJc&mc#&Ltkq>Ra=tjUeD%8KO6gzL+F|I2mz%#)POr1Z^w{>^&B&V!uL zqvX(x&C`Sb(|n`UqqEel(bR?G)RXSijMCMM)z*{U*2?47oBq~;tJk90*_7GY*|gfB z%-V|L+MU+hi`?6r|J#J(+@tW_n7rPf|K5qj;hojt?Cs*G|Kg0?X-lOob>Fh!tJ=^?Uw)Tqw4OO`tGs(?yKhSqv`LJ@9)RW@x%Y| zpa1cu%<{MG@|^ARqVe*c*7LXj^Q-dor0n&p@b$a)_N)H(vgG%&@b|Lr_@C|hrS|!( z^!lXv`lkE(t^NA6{rb)R`@8=9!~g&P00008{{RyR97wRB!Gj1BDqP60p~Hs|BTAe| zv7*I`7&B_z$g!ixk03*e97(dI$&)Bks$9vkrOTHvW6GRKv!>0PICJXU$+M@=pFo2O z9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7 zE--nZf&>NIuXEBIqdqUoRLiz(5|s zjH5z%<{5~HDDll!&}p_cXOV@$;K!nWYGim20~cUO;g3KDDddny(U@L&?6u)xd>W+4 zOA3o&BSbgZZK$OdoC02+CQt#XX(y1FWI9NrB?d?t-vPLhsTu=0U>N2= zaw1@xn6X7iIA`e`9M>+r)6N358$8X^i`jh80Ks=NLn zq5`)Ju$V*w1lGtx0wmgNo(92f;*1l!@)8WE_9?1uc^7U{00bbg$mXtBIH$q46Cglf zdfakoNpk&Za9i8!&@8GD<%Kf8|2si)2o#{e1tAB6f&v$&Ct}_jG@kc;n?Ria)mc|=`Q?~n zwe`QyUc6#3_8KJGZ8@Y0DuJ6Uz~XtS%WQ!HAdFh$+;v+C0f#8;UE{DA083}D!ycaa z0gD&-p9&V-D2lu;@|pSb&_^%*P84g}A$*J0IS$kgPVO87<~pN7kD??&ECc?T?=J}d zAp(ggv|F0GYPTD%`zGS53T(-uAQDK8DnJ~DiYG8zYyuIR$bfT%<)5z+#Cg+;padsK z!I0Q0bO?X|1bz{WB;X4~3=r1B=5?9Wd=C-gE1b*d#-UA&BM{~x7RcmAH~G0r11!oN z&Opbs8ik8JjA&EH|9Bz10Tzy7V>;7qAkZHuRq%;WjG`1Hg0Cmd={&q(!3RU6LXD{g z0VdE-a^PbkTk*mfwZft^JctEeFrrgutl_r;=p-a+s9wHf(Hq(0HagX)h>SP@w^)=q z1(1nl8dyLE5zsarP4SVCjN}BZ7oX2jsZFp7&bR{69TBO>77Y{;4Qli=4fqFybqWR| zI26a2b&QpqbWN**qdgU{=Tfse9D#UY2}@YOT#8!d`8Z^YRRYkFl1!#Dmszz8hOj`6 zaus~!6DcQrYXoK5SAh^QpW@8{WS~r)oBnejIf{a8fh-6F2oyRgjRO&dQ&BMJn5uE) zKx|~Y)H8=A|F4EI^Pd0>=%7q60u!X^i>Qgrar|_q%PhbI5M4lY_9PG!#wbh*&;UeZ zL%iBS6a!w|PeKtIrh<-OOeG~KLJ2y8$v70ESt5-os3I}}u~^c**c|n#P>rgPf|Gz1%!YDO&8k+nnz;pFm8)P4t5_X|o3Wbp ztY|$;bQ-|cwz~DLaE+^6=So+%YVfXj&8uGb%GbX7^{;>ptY8OA*urYCtZ7ZGN(vB+ zxj-~kh`53YpfW9wT;U2Vk!S+2fLW24;IbXNtU)R}6VZAkgAF(XIabTs*1Gn!wur4Q zw&7aZ|E_i$vdyh-cdOf9{2~^n2(EC48{ATq!W70Wg(jA(i9F;~eKu^fpXP zX-Wf^x-ic4i)HMI7R#8qKF+bIuRCKb^H|HM7V?peyyW%bn97}vlA(HOr(vG0yN+k zx0Q5=Yf+0wgIL^^PPcE#JzY$%n8lj*w2WQM=^03PW8W;-0SuJ+RSL~39^lC(>}|E+i`wyf1T}3aJ-%J=4RzHhv5Ecd&}x?VVYtvqm91Nq>x z_V=y<-taK{S`m53LC3L8ah|eVE!t)Xe^rU{ov7R*VOI&Bn`&~hmz^VLUrE|8;%(K2 zo8}_+E#7TT=~~3%xH{K4&*|;+Putt@*sbx!9b!=||7Z^`pi8Vo$K@IlgVniasR;5UmNE(4WZO-?I=_TK`uObq906mv_G)48$jC z#&=?uW?ag*e1o@X&R1_y24(veYu7b&jfZMo_IO;T2$FzfNA`VBM{7ohbRZacoacEo zAX8>Hfb0iQ@MjjShY^o8e|EMKUndbYm=V$8C(Nc`Sg?a8L0U5LgA3tpD_{%1cYwIn zVG1a2${-9@XoXUkZV#ATITv^n*nFG@bklc%pvGgEr+A`Pd0WP6y2gg(w{%waWa9T@ zBdB93sAWg?Z&jxVhoE&57l1P;6~p!rgZO5EcyS>ycK*c@t5C@ z5=z(*)>sjexL}nL3}1y3-$)Y2I1z01VV($zSttyWR*I)MkHVLLzd&xSAY82|fv*UQ zKbLqvc80emYEQO?wy0{ksEdZccm_9lYKVt=*l>O56X}SINbyTAkdYd>ksR5P9!Uch zP>n{|7Q0sx%%+1QfqT*R5ueq6q7@l1IS}U<5{<}%8sTkE{{Ui7h<707Tc&7*iYAZ3 zhl;3ZkAA0*`?!z&*mM6FbS5ZdRhDCU$aq_}eGJ!q-iL4k*MUT~dA&A~JyDSsX%xS7 z17>-aXqlF3nU+Bi1TPShcTtjW(TxWtf2%})2lj{=QIikRcK$b#1rZD<1ru}`5;J)a zE_Zha2x7|MlSQd$KN*?z*kQmmTuFJE@b-nyM`|-BkO)_hNSB7EhLGFWa84F=LN02o3?3|ZV8umQJ7%Cn|YRcb;c2gxe&Y=j&Ju6d}$KC8Et^s z5Np){fdFak=#B|kl%u#|ky)KXNtyX*na9P7Nx77S|5t%wSa4E?aHFYkzUX9C>6N{9 znh$ANpq-oDH#@ z8ljRik(^7|0A)Z9(g}sotT-K{YaiH%5Upw(Cx3!06_be9xip%8I;EqQHlcLkTI ziF)Z0zUgfls-d1}VH_rzR~Vw%X^;093$2i*#I>fZ2%akXiYywZo_S?Cs(nV5YglPx zG}>zK$(}K~qg>gQ+y|sSv7|yu6Th?rJ5Z!X|B9q{VW?aIr7v-kcL|}hCxaAmgMMjy z9TA%*0jU#;sR|J|7|L3a){fgCrl@$GsVbsps-|qpraI@Q$t9lSS%Fb@o+j9%9=L)I zcVm2D2qI{HuNI$FW@D0ItUlUmgxV9JdZ;jQ0WYAai%PB5dac)b1J~-Pb|IH;A)zUe zgOy60qB;=)W}KFq5lHwF&+2F8dJqy;ss^~29jdBhnqeQxov<3KYdWhbYO8VzeY@&- zZWxiSW@f~CV8J7OurVsA04K3KA*mIc6BnzoUYoIRnHK~)7h`)A+L&LSst{93 zcG$RbGNH9h+7Nu=Z4Dr^tF@sAXtR;#q4o-okjArC$YCY=vp*}ehC8(3*=IHp`ff*|*97X&PFOgG;!kP`HO{xc~ZY%r}7no2%bf zr$=X%oM*ZBsX>^_xvYj{oLjZK|Hg-(+Y@jrx;4?Yrfa&Wo1}E1y4|L(b{U)rfvyPQ zW?K5LB!RmYVU2WK3wKMizI$83Pz&1Gx8{ahC`Pynyukaqy#1P@wW^s&TXelhunGBP zInV`Nzz2#@B^m?*U68pb2xLjOp2|v^;`l>H&YZfaU6#mtu8)a>7 z7ojeD68h_dGh7nMNvb(8vtRmXHd}MG(6>Knv$hZmKFh#T+`tZuqRlJ8atdk`>~x)L zz4r+MAAAASNIwv;y-k?^e5`4K7%J9TdJjIr*z*UU6i3_J$43HIEpR6gq z5P(px!82XJxk*NlxR|V1s}p)0$06aubPTp3c^ji~rD-w9aPi79fxGVO5QRJvzYN3+ z!B&aKpPWj0YS(;xwY@(sP0%v3#7^6wn z#y`Q!uYnmSM9iNq|jrG0agB%tV3D-e|iYVb2cX&ku2SbeqT;%E%b@w;I;F z%AgF)uno-c%vc!BP)yC#Y|Ynb%2UZ}l7OGbkq{sJYSu?<9*E9c z_YeiZ&+GgV?d;B{|7!ukVM_jx(-u&UXaUeq;nOZbv2d&rK&=pMOPB+=0BqHzi;U0} zmdr@(&{1sJ4__E<6N&{nvmU*n&L-iu#tGrmRJy$+?g)gs!}()`t~t-Oa@U7FmA(3{0c z%gyT9)*w)btf9RkEZ4Uv33Z*$T-SDPciDT*&U5V7FD%%F-7Z1k59tvd{?rze?G%;$ z#>hRtLHrTd|E&<;%@E2)x0~(Ro_)~g5DUV9)u-Lwrk&bM%-Zt(+7w;I5G;6D>~oqWU$DQ0Z(Y1fw+=2bv|Kbmukki#t-D{!C zbJ^WPLA$ND-~tBX-fiNBSrFt+4yJA1F8;U50L98s+E{%K?p@kct=d0HZt~sZ^G)B$ zi@f%YT(la&oLq1F&EH#$n$^2xt(*`AfB+A`Grw(p$+~3-Zr3w`U=Hrb+YR9+aj}Cv z=44LTJ7Cy{kkg1j4*nno$mAA~trX$C62ANrbAAvW9@Hw{08hXSEKcJuZr+o23RcJr z?0w^l|D5CY%HuxX=v__Um~7EkY^zDGsYFL^(9e!ZiS~E=q`SR3r*TK z?%wC1=whmhjvno;4e62Yz>_YXu_%jbZIGmyWC70G2%$lrZhb_C;G-O}r4Ctt%*Vc- z>TEyZOOpeA@D+vh>?gw#KW=!s$5M<_lgz0{5EQ{*y z|9%qEIs`}%@2qa&FW?X3@L>K>Eo7_jU%~GwA=E;j5kw!D1FssU#a4k}iVDB*kXD6M zZ-q0C=vhtiR4oiptcnty@zGB0L2K>zZRB8xtC+s+9$4}d5zb{?;HTE|Ecs{Zo}ei^ z^P_9?IG^)|9YQ(n5264myX^0cee}-y<#=xR7Xk2#kN9wxdrY_s$ZqITkIV|V&{ud0 zSfBM;&-Jn3^`HOsU?27y&+%nX)-i_m8kqK(zGZAr5uFYKRgPoM)njsxgLz%*`Nh}_ zhW9v8^EbcufsF*g|LVa(OW4HwJ#Bi5pS6x(5O+=xj-3*WkAo2AZBLKv!a(_z|KIGG zUy7%Y@QAMU&FuBj%;=+!@jxEdr;qybhW7S`+er8NZ9nCv{9Ji(2wji^IUxJ71_=Ox z1wsOX1q~iNXyVEhM8Sd~T6o0-LW&hF77TV#<3^4hJ$?ikQshXIB~6}0nNlUl3onKs z84^?GOqw;3+>H4G13?7}5*SF}bLCK?Lo*gdnpEUMrA<9DU1(B<{np~!H`ZXng$*A@Ot{rz z#*G~_HWgX&WXhFGUB;YQbLLQ;J%0}6N%UyanoMWPqzUzE)~zeOek}PaA71=-nJ+99 z6ne1dcJ?3D~=-O8hR)q_^ivXJ|~}qGD;~$>TWzMuY_p`^U$Mcy(yjC?@Rfb6jLPn zjM|Pq#YKnK@hD8?K-DIVIY+2mpj+dYePXbEX*$u{}CH8(Z@_=bg~p5 zy{yI0U@T3O7*(s$HP~|eu_WbyET~fit`I1JACGiSN%`I@vsG7Lg;l94v80teEzgT} z$}n?fa!Fn{BJ(6xwF}m|Gvh;~46)!UP%LH=TyVm+^xCt}2%p7kT4gfCa8Pdz73|Q$ z6eYJ&b0I}HQWq(G(KJjm&E&>PX6y8%Pd_C{IjI&x@;N7bt#8<02PU{+SZA%3)|@mj zxIPn#ZCI&YBTfKfk|vfeK8vY4E|6WQZFVed@j5Fny&kkyE(z~y%fi0qx)A1XXZBFs z5Xn{4lvd0=H{H!7^^9G2XM`8FOlBKt0eq8NIssH2!a|}~{{^PFYOAky3gLvW9Abwp zvCeK|uusCcVX9Fo+o@mxzD{haj%%O{J;NI7t!V4S^JG3#ju5YHW9FM?nr%iD=W==G z8QsoU1X^fI-Gw(^)Q}cQ>4f-ARqA7>W_xVUKL?#Vm$p{eYg`X%I&_uJR^6mFJx?2? z*p*`ay4pETpsPT%)f29f??P}LZRg_KT4l%~=bTfDFFt0$1tnZD!*NEu(R5b?dQ!(D zUyX7zF;7xzgf@5e_SVlwzhSLO7q9EDQBPl`+2gn9;m=7OihS$lr@cSz;9fz4dPle5 z-RUi-037pvv5jpcP=S4Vp0}d+q3MyRdL{B191Z1mTxsg0NWslm?pLH6rJ3}IofD;-^ zgyPajVm|PZe~F~@CP~RkW-&#W%p_?v$*!XX|Ds=@97+KSFv~w;p_ShRCrVHW!L zDRu&M&wKh(EX{&$SVBwFmqGBD;WDiz(j}VVB>k755t~xbv^?=IS(KJ{qBTkBk zC%ofWRoKE(y-9Cvi({-sxL_cz{|bk-qT@Q!mO8s+Mj@k&&lFdArYjEZfNMrY1E(q=v!upcW(fCLOnY8)rk&JgH&=BCaNaSdKPPH5-kHzaK{8QD zZ4qs{R9k|kvY}<|Swu(Cd0IwhcC9Gm8E22olun9~pR{UC7dtzg?sOcHAmsM?m6WOO zs-;UpY>kYPJ=8{BSM1pqZo~Slvj+E}YYjzQZyCnZyI`*+W#g*|+ez3qcD%2G>`r4i z!=@%>p0hLOlfXNx_@)Z9|4E`dK^NTHnI&|%{X6bPmODdptzf#l3z|s9qB{OwowMb= z@h?3!*-|CLr{i2(eN(LD*r~I?$p&yUvwS5+G18Lk{W*^V^ijardw4yE>N_CFqnQu6ewEJ+Nsm}<$pf(&#%ttQ9pg^lfetC zm$2*&26)&PUL&<13iCbref{?!dbHM=AyTw947D~a4K@&FdK2@uZu84*R%so^nIQ5g0 zIUx`XR51-SCgC#-5GkV?$*)g|5rJVtlD% z%)n$ME%*z;QhdV6fW}CSl`*u&ex!(3%tq4NMjqqG`1wYnD9D7MMzt|Rgj`6K7$n^5 zK_5hg|8vsC{DHTKoX7|i#*3`Lj9k2pG&Ff!MuFPH$S5e1Y&Vm17^Y0gr{oT7WXV_*Knb(O zv7yPn(?J|;kDP?Sos62c+|kZh^xT~3@(ef$52YDKuPMDOQ>wcm1Iem z+_8gXr_ZUvs|=}d?6;c?i3bGBT@Xv3e8acENKHJ;_VY;Vk}D=0sAY=F*~%4|v`bBU zs;Qhly}Y-j0!%a%%z{Y4x+ICwEC_SlNnJ=x#gxFZbS}DiOiv`roTALb7!iAPjLS@l z|25G}SK7?s^a!~dgX2WbYio)ExV>|%NZ3?N z*_<2Rt4+`nrpWxrK@r8q&@K`2&87&>kBCp=oG{~L&ilmAFL=%`T&!(cD(aLUZ;A@1 z9K1ie&WfN!W{8Ge=t=MlPw{-m@=USFoJ?_HjP`ttUtp5Vq|Xku2)u;FF(8Be%rw=U zNdnzR6#YI%gh?WUIblSFb97L$gwP0;(C7-V>S{Q_p}gGGO-0dAwu_bd^ibad(QE|G z66W`^3-t1i(1mh$UqXEV$D;z0;_Xh&+uSEA`7uosz$F zRXjUTkPr${>xw}F!bDZnMQz7MEynVMRB^LI;d{6a5tkrszBP?iO%1&_bwLp&QG{Gl zekoPwm{aHw)v@W*FWJ+Tb42}6QB_;kg1FTr$W>kCQeN#OS$O9iQJ4biH#4`^jVH*(LhuPQq7zdcmj@9T91uQkS)u1g}mwl$qzwUD~uKGWZB_#*_h>8 ze;rZi{E~t-SW}%-RMpv(NK>rfS+Lnwm8dfo6)^#w4>AHJ!?>)o^8@whbje4XcIa z2%k_6jQJ#q(5BQa)CPEhUC7(lRnWb?$i8*QkO9`4%R>m!+#!sWxzF@dP*m#FcT)eVsFP1@ImT^W_# zb){YPTNd&>MuwZ2^fVM(*j&V8GH}PedDrK*v|DFpuJ;wLP)w*;)5uFJ-*dbAP0HyV=9JaK&}Qr7UWt6 zVM0znLzWXxG{W;l&suQg4TTj+p5*eXWJ`A38!oSnNnRZ$TR1l0u8ihui&B&`3Fbgz zYzj9=YmI%1m;Jk3ePo?Q7-0qJ7!D9WMg~1kjUXq z?%`=Zsv;I^%y|aSO99LZcnOxm6kOznU zX@`#Jp{8hxw&+2=WsGK2jjoVH#z0>lH;=|tm=UGAlK(HOE zc3Z2q#;4kY#b)frcI?N_YJNp&W%ey%)@PP}=COt_cz)QxL$2poYpobmgHUL1mg{w( zYgcw#thw?^EkK)n@A$?bPk&)VA)QMs2%h?d>jV*Vb$B#A4XaFf)$HvXSFU35 z&&y{bj+=3q@hz|M?Y{8_&v6Iuac}!r|JoJowMv;Gx7u2qZzHEDBv10*=7X+|H_O(e zO;&6BevVIWl?)da=d1F{YI9V+f-+d>El2P_?(zi>^F|+YSUczR?L^SFSr+J;d*vDg@`zI8mcegtH=8AEdy;g z_@DNAd4TzsUwm3u@UV|)XfXTA_j0s{U2+d>k!=>Y&#{Z2d!o1dWT*FdlloFpZ&f$q zX%%3~1$d8WcY{bnK0bVxZ~WV5eE-LP`IyIs-j{rF9(&5S{Nayi%(vp$jd(L3Pi63Y zq|p0b#Q4zHA>I~*>W_2lXKX%La+Qw$+#Z{=7UFDr;=?a^uWx+o*8Sb5^`Z9t_IH2Z zC;s?%c;n~w53YZVW@_fQW>}F)>37qj2M9p|2NEo3P|%(|g81<1Vj%&M}Mwc?hRt+1}r%q8$O)u`E$oB zFhP@!X|wd>V1^Ty7G0pF&IUby0u8z}Del}wnJ%?j^*7b0!ow0TZv1%HwaS;jRc`k= z^tykiQ{NjHbYavZS!?g^{X6*Z+ACkyYbLyO3 zTem#A3Ah_?@`M8%g1=$qlvdC*Mo6VajTwy?Q;i?t1Q7uq{g^d0HKvDlDHBMVfU4N1pS9Y0D`RrbnVBMr1Q8>y^QjrEVZo?G?6520Nm2tV z=rkls#~!KE0dR~1X{6cOcAGoyTq@6|n>v`_sO5^P+=QokscKoQx(gSqpe0Kpt;E`U zFTNIOV1y#OYNkjY>gBthXaf(nEV84~bOjbZ=41&Sfvhk>k_|wc(Y%Kq%Aahg_@ph! zPtMaV$=`-sRsW}-hPxG2pql$KSZSrJZmGOx*6XiA zgZH!28}$q)nkZ*p$oc*Jx;Y1CIAn!>?sMkZYabrb0u?Q}_li`$ePjrekJ0sZ8e8l~&938A zr_~HYy8kZg81;@kT(|z?Yuvro=-JYit#0AYTO=D<+q@MeO@#_8(HI5HFou$wVIFO$us|ljj(WOb zM+{jJ*~HH&40@!2idd;5j^h*(TLCgyz`8O(k%}Sf9q+CvN|JFAf)Uh(F1(0JR8~+b zV*e!L7^O0mtjscvwloeK|E3l>dM1b9Q6wRQ8O%NQv6#j*rXY+tK4G@Rm)S$4jiBkY z&1FP3R#{L~uwkHj5HTE)Jjzd&B0x{-W|ZbUr#rA=%2cv5m8#SQ1cC8NSkg0ZR=OoV z!;;Gi*=(1kai({G$;^SakeJ6jXfcyn%w-bPBmlLXG-X6bk3h2lfVieCpVG~ZdUGgk z%Z)qK7SeK}v!qvCB}!9@N?5RR7_zJPO5M$b#AHp%`K6MiyXEjGhr2+~6oj>rszUj_i|3F)3KJy47xBV-_k!<^L?w znpRktbr{8{#sy<4*OSq-uE`-w%$}E1wCwb9Gr|Hjkt*1r@^Pp{RVEDw8=An@&;(AM z)oKQrk(?NhmcPO3M$=(Vwb{cSNC7Ko+jiDflFqDct>9c!3sbw|Ga7w!tyoG`21SWT zS}BUCVsnct1qju!$1ExgkE+|JN;Z#=O_5JM(m5m@53`wdTRO%%Qg?JVDV^;sbwjJ& z1Y%>fD`jhG-8u}bZi*Y`jcZlTYhKmLm9_3oPEEfwThb&KJh&Y$e&NL1!us~Nh|OP0VAPK;u!s+hg04ambQ~2uy^hY;2qDXxBWG&aCr<7LB2UIMrcjNs zW7{JeSjcvMlaGIl&>-Jgsd+>)iJ)qlI!7cYWk8;JpUlw**F&@Byz+)4E$K;D*@{~o zhFUTGIT$kO+F#?gq~uE3xZ&(_0d~{V}VHSMuf+A$rB?CycdrL>>}EaQ~h1qFH;`Gw+$PlfB-R zh`Hu5&$wX2hx8FypG6j60RE7X8;uS+>|-DFz00;>}#L&+uwe}_uxJLy?s33VTJg`IHeZ_pa2da1r<+vEgu5rdBNGuTKeJ3u-QlnPScQaj82#hBNzxQaRdCt zpwY=+q|u)Z-k=TYUjFSMnx$6*2@e1gpb!or5wew-CI282mJ!}G;EhOMNkpJ%Oduiv z7WP>nM_`}^W+6#%UuwQ>bkx_($;00caK?MxT9;MMC z4cZ3}iRbo@|+h7#H2r$ALN(m8lOVm-xr#;v`%$}sZpZ)2fE#BfiP}p_d zgF1+VAO2#R&5scd127a1Fo0PhCSw4?lQ0sYOR?CPP23{F6f`vAWMGcS0ahe#-St`F zVTj@-hGRu!VkT6AIm+AjoufH=Vi@w6=q*m$)&I&nP6U4-0~;=dqj{D+;9ok#qAW%l zEs7N`4kQlhVrTK9IQU{hE+j)Xq(cHDnqAv7#tji#f-(+aGyu;s65t_1WACw7nTeY< zN=A)P-!@ua6>7&kiX%&6q9#hhId-5rhTkV{-w58zP1;xaS%ey{02^*pw_I0H>?7}? zL;TI69cmRpF6HeRq&?gNIwT}FI3!h4B@Z$rnr&PBTtyi{MKK7WMP8&3>O%YoqdNs4 zm=(j*xmZZT6e1R$RfWSyI!4w7Llkx$%6VgHtYk~}rM_t5Oa`W43MM;(qO9d4vg~Am zAz02uM56!#rbL*~rGsY;B~lP&QTpQyYX21-Hd`$+R?r#CTc$94!)GQ zG^1E1<5ip`T9(c%^c^s!7(|}f;MpdNc~h&=gpENV*HNHdhMbD1LwI!*8xc)?vX(cH=}K=Z)#5a!#m5 zFsE}~=s7~?_JL!taA@Q$7k0{qc0QOnVaeC{ZZs%DvqL-K7(H6WvY7XRTyIt8YI*957R7YV47f}4R}6@rq431EShHfTs- zfrP3b+ifX@ekny*D286BhK8P(Y7gpls79!vYy?QR1YIuL1B%Wmow6wYEoF?dCynCZ zjpC?6_9&nRsxPV+I@C>&Qb{!wX(7rIH$a10NzjOu7N065W)d55wFgH(IH2 z)`Vi_Sg3;Omx}3_HYaq_*6Z9EVg^e*+KG`A1_BHj)#!vzy6JYN13Z{$XX%4z(kZas z9}l7fK?>xax@Vulr=TvYpqiJXcG>~T6p<<_0Tx5w&CilK>SJTBlel27M*93gB9Cta>@Bwtksf z<{!pNWo~*CBS>OiMud$S+o)>Czpg9Twd=d8qrA#1y*dN~T!23etv`^1%1P&+IpLcS zfK3ztzH*Fq=4v{$gN^>`!UC(GK5WG1AwG01{dFzaPAtXVsKu_V**4^Pc@daxTPw=p z$>b+^T_lr6Ds6I`dKJUTewjB^+}ZjlF#4tg9!|}o#?9ia%IWORu4B)7V!aCOCd|Pc z3@%c6sI4Hap9n@8I{y*DZs+UuV=h|l)zT?^>R=y2?ACs5*oy7gj;-$Xt?Qx#I)E%& zW$P?hkf%W-?v5GC#O)9=DQ%wY?6Q^Jo|nnyZCVur>6%xMDzED{E1D(bw-T=8cAVi> zZS@ZtwQ~tOYQ@3;2Ty48Q>#K;ZV7xn>UKK86A)K;a}n;VjuH#s&*k(VKd1 zXN_j)Dy(SQLp$v4kNO<|o36yBZr83Z0_Q{7HZR8N;KurHX-UPI;bxTLt?wEy27eh_ z!PSXbFa~pjH^8orVkK&h@bWgDRii-FZdd7b2hXEwX0W^TwkOLf`LTyMbW$Gen?r%OYtY`|W3G*Pg;UYfh zVd^HZ7%MOXudD;Jl?16RGP13uQe5$7FdUC8TcvEtdT`!K0|5R2gSD$Nkz1p6)V5}QpKK(YNsS*|uEh3T)a zUh)2xa%ZU*%bu514k`&_<(Wal@Nfgyf~^gH@$ISZ7>n@&^D&^pF6~OH29u5j{hb}h zF*4J!dffsXhj1^ivVEekFEeC1yu$$yvP2cKAtxsyE3zUpG6FC_`!YZf_=6=}v%6XD z9bNLEu>Wb2uz(bl0UR(w+Po<|w8K5%vpU#l{#G$5ho>o@a%p-4LEoQ)NCQHnnFyQL zLUV)e=^jCI!|)7`H{7xTf9==q@-9E~G@~X#!!9(SB?eQ_@H(9=BQr|R!Y$Y>%f4~m znioOqF*J8{8T)YqP(&a%#`@C4AaAoJcC$CzFe57f0?aD-nln11U6E64n9UOd z1p)2qoZjd?=rYBYazIN%JFKoAdxJVCFa}RFS%=ZMoR>5>NLdRHE#LB0<1!9nwMMfp zN7FPzezY@>tntq7h%uetxpYcnFiS5aH^8w&!!GPDWK_m9K_?_)KQ?4Xwq#GXWHUBn zr~jrmxWhQyG-~X0O!Tx*XCY7r_4ay#CX~V%SO5ZGfhZ(F4v2z3pg>a3S`iP7XCqkE z00J`X0&nla@p?nm&h?FAu_@#2EqKG&zO`r`b6}HLU$1pqdG1omwQ%=oV%v39#xyz* zbaSKZrFPq(0(N(6t6IV`b8lKPIP-Ncwq>`sd%rh)$2WXqwq|oSPszw_hjxCAHfb-e zX_rD5XaEDu0nz#cBj_u?R&vd)N7e9lN{yH_utRkZH$aDHVXO2lphE&n!+4MNM5mSA z;`4M*`0B1VWuG{Tr}%c`wKw1`Uw1bff7>ccbcY*nc`Kx|HnTG`q>A^rkN-GiJO4I1 z)VFrzx7+Er;kGNiE;*Aod6Q>?Cq#LapSDAUGXvy64jjt)vZ{gyO>M6Pe^^Zh7XyjE z=bWa)rfK-twnL5QEi(_#EDWz6zx6;)EZCO$dzv_q?|Ef^^>(*;Uwhh&6E^cs<=%RO zcmsNQPvuk=DjYwykn_2uPkLm}!)B{w`gVtrBYAEqxs!jolS}!Oqqb@nbx|)sPT!e2 z*AP2{P6JpCq>go0uP%*C!)V^QXqrPlutPgA^OxPitdpkL+QWG(y6}Lwiiv|o!}YQs zFrMS6Wb-(s?>RL1BA_4d@Zvb3voeoc`?aGi9=kF+NQ18%Z(>{Qw5PkI&;J7|Vmf|v z`nq~LsL%VSmqHFh#H=Pj`_fiXhhmX+IZN;dAow;iXZYA&xJnm8J5cv>=WVd(gX((2 zx1+2DD>Ju?13nwD#w+);mu9ppwz~KDjholE)3M*0uw%FQ#77*rDP&9+`-p|S%=0dXd9BskW=A_q@;l{FI;ey=#oVPei}V+Lzx8Xk)TY0D_l|c^GkZpV|Y5ZyGmH zH^OV{Erd11tM1A_Dzcv$L#hKVYrNNTe8BSVx4cw}@U<6%G;s9AQ>Ds(eHewX zIBfTJ!@OESgW3l^ioZj<11!!PzRu6ECICI-1HI69Mq`FutGkJjtN-Bvtbo(!?eI9r zc^$epJbXT&`5oWGdy2mC-U3$peT_?8@}Ah(=d#(qwX;9F;PbiL6M6`%ejGF1pYrJ5 zs&tK)``;fn+rzFMuM*1EzVbhI&D$)%OGeTszK~^NC^WwHi@GM50u~tNyG?$Z+%`@u zaRZcZ8D#$P3J>Rl8r$!^*jD}dn>C}0gF29YKG?(V_isK({MU#5X{z#6dNDxY6NoQg zL4yYo>NBViAwF~uAx4xqkzz%Q;vhnUCXQprj^5C5n>CVTNs}i{7LyiI95-$rJ$mzq z4kWi*C~@YzS@IUNml!jW)HPJs$ept+CRMtW=~8v`gf&PomH%p0t5>mR)jIXcm91aF zh81fSk%_Tq(WX_qmTg(?`G3?9=PH{HB>cjk6l9BA(5A9_ilvbkKGZoptnPI_&=eRO+dyBGam?0^@=V!37y?(7^{GT=1^E{;JTz zzy^y@!ws(rhQklRIuJ1e3Mjxb%=qCaI`vo@Zo3yt8~<-SpkxG&G;XB1QO6xm;|#nX zYjcSs7d;|PxR%hl2Os2&Q;wkKoSQDn=@bgk%88`Wt|Ri!`wU3hZYicdh|b$GJ@vlZ z4=19EnuSgIj3Q|@iSWB+C_CLN>B>C=ROcN6ArukBuM`~A&_fYTRMD&^w9rw%0y~4S zMJcVT&`LEFl&%sfv+SLDs4M6mE?+Fw)Zd0|NmZDB8cw3^P6Mes(lp}CR`ycT=rtmX zbcrVQK4UQ-JQiQ;RY&zeyD>}Ept04~oV*$Ko`RlauI7W3 z&6zrRtsBpqEJ1paRBF}37N^dzlhqq&_9Is)bfJE8KcBXxNt*b~g|k1Nxt54td+}YY zUxphl+w8L=9JpXd4@MhpvfZvLn26shak7aIzzkFWwhpvAv30_~D74OYOBQZ2!CXfPY_}u3*e^i&Kg*yLj?~)CpYs?X~X? z*p@jHeR1C6Yg`~Doy=z-<|tQoRNRxwd~=k!qzK0G)tq`=>twf6K0I63y8RS`WDvO; z)UdXn+riH|>2Tl!7r49Lh0R}ZbKV6p=)B`04^pO(R0jR!ArQg^5y4Z-^d<&}d3=gy z#%d0!xEDhiZYedY!`}^!5+)^~FMaDvNc*VtJ_bevWtwBr=D0PJB$_52Oy{ zvPP|-uwwI=2j80GkX40@S2L91=Ks7CCmb%4B)5=;lGN8j$rS{MRBDG84XB=HQA8#% zR3Z_BGM|%3jVCJkk9yL9H2_+%b+Cho1EtYQF1AA*>VQZ)y7-V<)^c9ET#6Wh3C3}Z zzyN5hpxE%3Ol2+#j&anB@|HO$Jw~%CT{+`eCe|sv;bxM7l$j?D8P1tV3s|}lA0rnj zjYvxJW|XXCbZCi5?@6O-6%kre9LN)=t+ICWaU@N!BgNUVGJr_4&waLdi*#J_pt;asR2 zt*)e=N?B++2ue_u)CYplsG?FGh)Xa+FqciK=v(0$#&MV+qYv6>rC`cZz3!DRB1P$6 z{~8KYtdy@0%4=a0a969KaAIZfBh8cpNMkMO9@+CL$AD@Ynsf_gMLj1{j~bt1NS1w1 zjpqPj{bfVT#Gcbhx~V>bagkmJ;k zR1sM(Xkx`8n}C+ci*saorZ?z~iF#ijayCm0c9i8L=TA@pMaUT{X=DNbabig$6hl*gnsErotjj4&THMoR=SYQEPON{PrHoNr6%>A?3C22E)~h9 zg`Wd$LQmRORsSSh9*QZGqPt7-5*-e-HJiN5CSbHi*9$dkLC>7*V5T{YYfkf;$KmD( z_4z|`-t)CTYUeuxHqR%<_FSm#Jep<`#s^?Q85kjt%zTR36xHcL-p$nWG0AgD0gCC= zixK*H1D0A9B}%j!aQME~X(&UXP`Ec_?Qahq zkJ{dLUtgam;f6ip%IuqqapyXBcCeR)a&+vn@$3g9v9ZoP>_d~FJ3UBb0`g1{HPQ7!Vpl(IPc{6@Bf?)0S)jA!SDdpECExG0V`z# zGcXOyMgl9a4PoyB^-K-bLiGR!g_6J$f-PIB5T_Ka_$CVlm*jlr&FccBt3YFZF0J9T zh0=J;1|3m%@=jTHkRmE9s@4zIHZDx~jqi@|fsU{pdJFyt>i*Q~%76*vNYB%VVhUN2 z|L)Hl2v8bkZVHE@^u{m@aWNN5FWP+0L7whV&`=JA(O=lm4c!n9y=@r7f)4%VZvPG- z33kB}TqjP-=iz(^N{S_NoTNzzVg=KKDd@)~=nipyMqC=MbiVO(?#&UQ3?v{?(IgR` zcrc=HNy-k7mBNG@>M^an$_N!~!nh#`@vp+14cJ=oAnk7;#}E`}ZWilL7k17bba5hc zF(2T;5){yPkO@(a9Lqbv{ zEwCh$F)y*g0riE&reXn11RABWC2``uata4wvN_(WmQdz1deZJ#hWexd3gK%r9VthS z$S9FAG}rHz$Y}d=rv02SHGN5!z{px=VHkeR)AX?(OEJp)5h57R2p6o1wj3)?g zKiu;@*9m*#gE9GrA!NEALOmRpyK#99ERs*31}Yku5!xQNQp};Wb|6^)@1PQe!j$ zda*$+^+QH=Q~gyf?jja0a9|0xU=8*HOY8!9^k1i5n zv>^zBp@?l}3W5*q!6g)N`l#<$8Ij+Fb!Fw{9e-#_@&Q5J&&;ky6jg33y{z*Hs9N=O z&9F6Fbzwx4bJ+$}EFCgi6V*cl73-WW9okY|Jv31TkX{{C7pVju*vDQg6+*0Y0U7pd z9V1{5c5DweVPj!ozjj|AWF=WLThxI$ifTX3rD?7T?f*_TSU93RH@1ZeC_Re9IIJc| zxZ#0Rw%0(@KM|K@6&E{p$sAtRosgAhap`AdE;h4p^N3DkiEIca(3(OE~h1YnxKw!!C zcndZbYQZ}<6?zhdQ<8usT}O4w%phFrJ*F4!de!d4kz{P?ZQrw<-sf<)#g-0tanUz- z7!PLMsURd5n0^KtDwn|?^43=LeK#~*53(W8RrGKXMOn8w4|RYK)lbV+Ph6|Q;QdQNmyZ*H&jJ6ct4~v+E%_e z&SGEZ)<(@_x%Wmsg4ncgV}*zvnKgZV7&jjZjHIIkL*;!bG;^XAXYDj0Z4u4UE? zjJJfz_H0jBc>A?57N7xI_-XVhOm59qqV+Nb*GPb)HN3%Pb@+UL_>rNkOqWVbFUE-9 z3P)6~En9~ybpcPikn}WEEIX9`qP8u)H95g>1Y4JYS-F+}6dF#~*{;EX1ele{6&OZP zAJzKHXXQlp&2?+m~%v)NX-xts6yWJD%bZfS4x!4l7T zr~%Xo`{XNu=~$&CPdT?|amnuJ^m30@ie*k{Z?R}?5e%KSIaBmc`!^SL`DwkFp$qs! z2{;@OI0W56fz_3)2^bh&6l>d8qyHt9quXa6GR#4W*ECx!Ie)xjyO%Oy5%>%9*H%S~Y*^%#<3lnL3n%Gf&sd(xiboQ&bA0 zmUIvL01FV64e+!bx~yBbEx%e9DY}5kdUf5pToqWY*V-MpxVODHu7}vJff=tqI)whZ zxwRs&YoV~EJEikjk3kwjD8m>WJDVY!WwJ!FPv(fcLpCBYqcfXpgj%y(RyD&Y%aY9= zk|kzCn_JhaTPdvcOnW)!Ph7iN=BjWaVY>k5ff#0+b-h^T;?g2>o41LZtj#q9A;=vX zytqm5vyuC*+t{%BT2Wxyx&J{Jx~DtD4cnz{bg$u}k6A#wx0{gtySp(Hyu}emtaMy% zwY-j7AJQ9sa{SfU$`iXZLEl-3qeDfykZ=bVD1Q=_&a43CnRKz3T@4x+1Ka@pNKqNw ztxfrLu~qe#Z?0sT>Qm*(yaamPhP9WB`dyn+)5g~(e1-Fd;EbY6oP=oCDMx08EVtN zve7#oEKhM}u`?wS)?XE-5cjc4&&p-Z<&gp!xYvC6T8?iS; z&nv_JR($#d{jniCM^JrD-GfbXC}u9kdNNocAiW1IqTYKAm#)kT_tAkS(>^m(=Ae)$ zTm~~gqe9i{6e$7~oshV0iPZB?ANb)~(M8a68X;a(AB?@h!@(Jp-5rPl875rj;=$R|xXtNu!xN>$v7KSHecM&K z+rPa>6PrQKr~phL>bnBa{=D2v?a#Rx=GZ-I>h>1kJ!g`vN&>10eaSyobKzfU(kJYz zfW;@`&52E~X<^-=8Q2*5w;*mk7Yogn z+gjzAdx$ zTj@!>#IO4;qTU3$qAL(#_k*GLgJJh~{|d?g8LYnGPt9D|ee2=l(Bp%hIr_XQ!t5W4 z2&W(I_nqG}J#)kbw^Tg|Rl+CvE&bq>t%wRJ5vT6MAK|SqpJ6-MT${KWl>h~Bs|{bQ z16XOd++D*^QvGPyjop+1LLWSR`3mOKhcKZ+e#RO)dPUOe+CIL|yDJ(!$3pCJ^_feG>B&Vw3iw2?94T%?UQ7InBGe;1xO;e{xzxX&DU zjg`|)FgE4Wj5gkgV~#rR$YWAa{c=^1LQ3@u7G3p-KPykB>7;r$Cent13E{&Bb++wp7a~Wsbv36UEAc@u)Yv`bs+M9N|R-0_MrGp!H z>2M=WV2PoL=x@dq7ull5LFb!ekseo=qm~v|U3R-!2Mu$9NjF$?*JbC;cHa$%o_gt_ z%4)0a%>z$5!~o+EttCp796Sx`V~;%snHLW{3RZaFf)&ma&aDq6H;;jGUPw%|%Ku8l zk%#VtIFE?)kXRxyC#kq%xZnVLH793*FGsL_V8YJ%#CF`(Xg zvzu>=QM|HZhf4gMqmNxmDRGNdO0&#`S(jZp@s-EjW`yq6sdAuFw;MOzvHG5?PCq>m ztnfHP%(Tm1t!q5_hZ}CSxs$+#5m(lw)2cwEwvDhi+A28 zmD}#R{Kn+>-+~WLc;P(GTW{j`8qWAk{{HJ$m2|OnS1>=#crcd@u)snYYX4X=&O7te z470=)mkM&ou4(+N$Evets-Umo*=J|7dBY7f#jvc)Zr-T+XF9kiEzNbh69(CIx-hEf z&6N(v{PH>LoE&mH1EU>#4a&-PMEMz`E7t}cL~Mm$ zhs03(;qa3-N#Sr*EdUB|fYl<#hZ;0Dx(U!20CY%4_NTW9vdBe!yPV<5(zpz2aDyCt z${B!^xO!~`UmZ-+ZZcMyk&%W@r_opvXG196t!y#A6U}V8Ga6F?Pd(%L&K1*vng2}zLsFoc+0F1n zI>$_Jjh8}>sH6cX@tiL=scM>hxWk(<0wy_dv?F`c2gvv|XllHv)wFQvkY)*_APK1- zg+dY!emID2z!*r{OwthoYI2jv2nXB{I5z?^aDWbxpegr8hkflRaD;nd3111zSi%c& zAr#Ut7AMQ5oDg6t92n(V$P`!3XaO}O-7Jo|!{GE#J68;%>NLg8p;;pBP=g!q znCy$U5nAz7MwwewF*mQtjTX0vPF2C@XIB*Canjfu$gpvqi)xO3tfMra&9RH`IbW-` zlQQJ&rhI`c=z099tGU^yeG#!FNDc(H&+sEz?X%E?P~r|wYX5YA2SlJd{YW9BH=Qoj$2DvurQ?*#$|H9v|x^$bfW?s zU2r>)kZ#YB=Kl$ zBrl4Rk#2Oeo&=>koUvH|5@Q}FjUY-@siTz+PPII3t!rOPlbPalwl|&1EsZ40yO`jo zL4`{%u>{P&p$kS0IKac4`c#Uw=}%LoY7o5>S&;CPJpbN9S@C)ksmIK9uHz$TTfYn5 zwu0w8enbyI$9UJA<&`;(Y7R5Yi>h9U2Ufw-l{UnPy*Rc?z6WKM)CTe^^CV<$jAbY= z9@{@i=C4B?X-Fm;{19hMQ=4?#{t!E+~ls`JgDZ8 zJ!>Rdeg5-8GSt3lPFQV)CW(a?t;x8}ZNu`wH!>tWu6nPV|n{TRht@orcw$5(l4*b`;uW_s3yoU%pkSKE#(lMRWvv+@-)VJDtg5P54tmgkSLi*< z=9F=6?9}%hkZ-*sZZLMtFhE7w604N_lTH$N-LF$Gc~Tqhpb!$(*rHuO_` z#b;5F^epiJM$-a)(Gp4XCQah9Ko6lw5=L(*k%W2258fw0p2TnC=WpgG68*3be#a#0 zH#l0@e_iN>O3`BSH-EELf1>t<@bZ89QhC6JItj=fYIPe9$V9h+F&guLD_4PBm2x?k zhkZC@88{zKCrHfKW<<9kw(=i+g>|s9NKVIs20>W_p%C!UfpC;ilhrl(kb~})5bSd+ z(XtVm6@(LJ65z5TRI_N@C;vfCC_wTceo{DvrS(u1Vue`9Bxxu(xOj%U$cs42@Nkr#=P8L5#OxeI1Ekx0UENTD!rASfp{a&KrF z&X{tdhlkWiPJ5V*F==c(w;oJGUVpTWIVm3=#cU&(h|@BHhJ}KYD39rQj&)XN&H#_j z;Aco#kJ6+K;ee0V$Nym1$B!R|Z=5s$r0gTkWQ$CLO6@%){yNIk@1q2AIX;e zSCJbDmvJc!9Vu~bnIn_u6bl0jc+yo$)N*?Gj4KI~>VbMPX_zxfUaO*$i@A-})*$b= zAL^z*aMYBObw5ve4fqHQ2lSMf6_pXOQPCn{l16@})DPR@m8tn}rT7_lW|mjzkQua= zc1fFq_m*;rn-@u!waFv1DHM9imoDjD>Jg1`IGBWan90dKiCL5K!9|P-oz!+71_5*8 zfoF!)SP!vu57n8CVPq?zWQ{~4D7I;1e7YI%78^MEG{3Z>QvHP0!bReD%Pd5*=RNG6J*+UYYL znpN5$Ee(+@(x45O^=El=ZVrT=>B*v}gm3D(iZUu%G)ki!!FJhaAvij2I;x{7p#ts_ zr2I0dNouG(Ris9$k;JFtSgpzh{b2ksSx|OiFSqQ0pOL(U<8m!po ztG~)_Bo!_E;F^4jtjW3$fof@towi)!XAiI$w z`?gA9vN@puec`Rixw42kAZ!)0f!mlfTM&MFlnFME$G3#=W`qqyN(}~m*OFlJxw!f$ zTFx+vO9*frmaC=3s{n~M_!CKa8n&g|wO?zx&}X(fdaP&by6g}S{lEh55|a5+yLF4Z z`4YEsn~`*zyGF63OmP5ku(#pba}3%ZS|+&58;ApfrTXx?(Ii=5idl^7V4MUI&_|Bk zhd-x;nhO-3`^v8XR}xU0m8F%i3=6SH_$>SoExiD-se8I#OTYDNzw}ECUyBQ5+yA=J z`?|5K2DH1je{;LPYryFut;(Rl3(UX`?7$7o4A*+VL{Y#&p;W|cyfgV-4T`+X>%r&R zbs+qRVOMU{JG2>6H5$dH3>3L>!>^_&LEqazQdxK8n|FH0xv7Z0SqrQ>d!zLOwj&6ry8NI9nUjU=cVZKa#fJC5Tg=4^9Kj=-#WS(3N^tsxHD_Qb8LzkL93z!qP==8T1mbsD!w+1XgM5ODhgsKv8t9E zia$tF?3;XGSH$d=#E~q?l8g)B;KUVc4w=jj-yp^A!i5Apz+o)PIFi6!Z2!s({Kccp z6L*Uf4bTZ^jK*7ZSRD+AZoF-_oPmNE$0JO~y(}k%W)jWEs}P&WE)2*`sJ@+4wa09} z7uIJIJ1%OYB8r^IkQ~1eWk2KgHQdU@7zQK%ri^i14jLb)f z403A2f*hK}a9PqvVfpK|ri;1R+^6G43`-2Q-(1cojnXKc4Cjo_Q0%AOU=H2T4eadB zm-fyv;V)Rww)xD{Pf-TUV9)l9&pj;@!Ar*fY`g@`yn?8L2F=Tmr2owc-OH4V5=JXZ zp(Ua=taqFAKmQ}OAGu_Ft$v9I|7d3Wjp-j|??Gh~p)In{^L#@~@5zjnv0Cfb*398gFJ3mdG zj_BBqQVrVVi8ofAz8j?tUrm}DRd)hgT460f4=b8v*|a1a58VvOMm#H+3%jd(wiOc2 zy?_hAZP&v++$*ilE&bQY-3{RI4FN3J29p#tCOLBfRQng%*9{bm?bwek!Pwmrlf4rx zaM?S@!O51{=Pe!;8^@u|-YF8z?yWcYTG|>F4ygTM^Su$E_5a6Uoua_Hw3G!lZ(X__ zJuCg&#J!yi!cE)@KHRdf-0Yy-ey!Yp&D@rNS~{}NLJ=iEW!U|5 z+1G6X86Fb_Al}>qxbv~8=nY7?3^gpM-Ya+>l8De@*WOe8-Y{%R^MKzQW#1+xkfF8A zo13s<3sFDpNaGgV_&dK#3=GD7$?O0Q46fyNEeo;$4w*dRVNT%|jwCOVhM7afX`vR? zU26HqLW_6PA};4M!Pv}T=XZ|hd9LSnt_*kH-65{xFVQ6}{vNa}E7#vS#46=C*(t(-+WxiC-Duai2tXhJF&*<3`+dl3XTiFaOJGK z<*|;^T@DUnuH4xm)3^=}WL`l!@i-m+cuf)Lb3V^?zURk|?931if9~BIyAui{-aywy z4;tgl3w1M|=-IA&t>Wb6cIC(i>0tUTrlh$LEiV1w+M!kCKTZ;zUa(qu={s8zqYk$5 z8@9+$wiUA5QO@cl-S1ZJ#NglzvQF^g+~p2#>&cxB3%}f!@Gdp7=0Jr7ymWDDLB(nA z6~j*Ks%-4Z?(uiN>|or};9V0ViIaxzvWJfC+RpOaUbelRxZxh@duQ$u#Fb9iAQFU> zB_VeYyGc~jp3|qQLu}i(&2Aq}vAdn>!Clv~aR1;>jI8mXoI*RpU8P+zg&p!!+9;8^eauaEW9aO+*~^|fyexIPXGAQLh)6h4JQ6<6^; zu~HcSE*h`)Ses5z4g(JmvTzL~SkRy> zgb5WcWZ1A_s%{Y@W}{fqqBV-+3MAmzk)r~S9Zih9Qt}ESM8Q-BLuvBLNE0Dtax6I$ z77b?(#|jOS0FL4^(_TGZ%Kq)C-7W!luKfildbPNiDas?}(8EI8%b)$7-wK9@E) z01F!=MKe>e<(5A#BLTVV$3#f zfya?puEP6*K>0YKyJ59aCk}8FpA(F-5@$3oIEXn*@$YB1=0` zR$5hzwYOx51I|iW;+b+vaK1w}p=7S>M%pf`O~y=YvlS1`G}WVqB5N?3#u@$eoDb2Q z?nHN8cH4E=Pc;UWDjIt0wfA0n2`%(peh*aiD6-yRu0u)TDcDkkJJg4-O#2$lu)Rc; zcw&lMJoRFXF)OUH*Ibp2HdTi_ElCxL435_!OFJ%Dz?4I7xxcC$s25ylwoaH8_4m(v$Z|wp1zG5E< z3*Se=5j*_+%m%N_vBCI>r%03?PZ@IFri>Z7lZOOG^I>zIvRKd&L^@FtnzV%04R-kK zSqf=gx6b3U*hTOm5Xpw^o`$<{?GAUnvl`a=^)KgzP=q5i3i6b9LVGcfge%kR~TZ*0bJ-PQJ0e7m zO_Q4LH26nqJmVS87=Z!!1U+|wkcEq6BneH3!V|7Tg^hHcB8PGSILu>UGMpg|>1IPs z=_VfY*kND_gCZcNl0`*iCHgjo#O)b|H%t7>HDFVuCJo7EP-9O;NhY-ZDrP0Ju4H7H0z`c6-XY?mb|c}{eC?U9g7 zo+KfZ&f=LfD4753Tnyc!Ax^F(A0p}$iUy;p)htn#swC)Q$k$4Qp6``{+a6$KNiyWb zMpsR$89|)EKVR-FIbZ_gK#DbuoN3f^0!bruWU;yiR*RXUU#F`V-W=(B6 zyHWJfkA4i~GkO}%LuO5$@FZ$c4Yf{o(yJOvRjNCUIy|;1r7W70 zi5x1*S`}2RgF9kE&5Ae}L3DG0nOUwTS{#p#PD%wFW^%gGQID=}N(I!?FBxJ|grt;c z*-FLgTw0N7BzC4ryJ=$`E5}hx!<&B;BsfPP&ODKmT|<3pXFY2mq$ZWAO`YUtxu)4m z!h)(-RZIU>J=D(|IwoRcrL953SJs1`Rkt=$%|q3?InFu9SZ^H;&Gb4Q((!ep>^LUq zgvlJfMr1kLaos`+@|}d_qJa;TNYb#S-NV*y8g*psW6fLBQHht9ogsw-@JV=^ z^`L3(d*1B>*;;@8U(I>%GuLUG=b*6hQ?||`IVw{e06WFCM8PmFC3KK$dfzoKA2b$A3Q_}c| zSj7IAyyqn{Hq)!#-3hX%?FA=%mb-VA%3)wh?A?;41v)@?H2ci3#h5IgFeG2iG^21LH}jrKJ*AM>JHdXxU-frA-@eOs#3;WH@cIyG!gS>PT;(2VLl@u=l+M zxr{+Nc~71x}OW+No4`!mQNGqVcK@JyTsjUQAF=$N<}VI5owF$(a50I`Oc?7besxZ z@{@lzD3WY+QuB%FdMd!xtNwYTMqTPyraI^&#BZ!0fCZd8rPq;yHtgw=j~ zV-FOp4|}`hJ}y$`7_-j_$ve?e-;C37(KyDn|^V}$oL!7dp-O(MXp@zhIJQB2{?K?782(^2o22kij zX{xoVM?(-D&yV~AVyHkaxKb|W{!GptBEx9Xasg|IoCQUyM8 zylHTS?YpC8G{MU=y4{J!X`Dt-C`oDvL>P=g7<`6l;6^_A#&!QeJ$9VQtSQHHyvcK1 zN19{`nal}Bv4l-Yk$Fs|+Zsj5FhF~>Fp9ate$2vuB(dU4CNzqpk=wwTvz;NMNQaQ4 zoI^aC>xMQIH?jOV$-+Jj(mrK`H&yt7kt5%?8XU!Np$JSo$O0= z!2meGNx_^%o%Bnj7($Nt$)R)%!Wo~z$su=02WJR}C=wsC%B`f-txw5EeQZj(d&;4S z$}Sm5!eS%D`@pcI$Z?ya|r2WObfa3BWmoJ@BZ&+*hD z9Xd+NASGvzh8@}=qs+`wd=btJ49{#u&;&@)?2_lJCQCa_#L}iVlqrb}H*Qi7Oyi?m z*vM>3ud?i^K=P(N47zGGIvIq%JiIv?j)rlbyBq2%=w(s-@DJyyi!Oz z55R-DZDFi)!!)S*z++6!pS!7CkVA7bMqw<=I`p(Vd`6!-$v2hDQIkO#EJ=6EQ)|7} zJG}%@@P$70Q@bqDJ{iJZc zS&bd-(M(MTAWerJGN{XxuuyFbj6u>REhSdfI4D&>SS2P|omE<8on8b>=!2|t8%FF~ zx3pByY{~^;>{wUe$an*_2gSS#jkjnl$z%UGxc>a16y1q;9ohjvZcq?N>QkO$^L00uyS12Ckb)rldrP8N{VU-PZN(1!KQRA&HK zcbEsV3byl6QdLEbhE1P_5-7L3vxxmn(5%>~j5J?V1@F2hY_iC*CU00U4xNu@%-Sc^{GQDOjwumxBg#nJCkyYVC? zgo@H6krL*W(zqoZE`&l+fQqx}Kd@oyFOl1qJ)f-<;K7{_TWI$k{#Z)?=UrTJQw|W(8+p0iaFJbs^W< zePEeDUDcgnb#+|`VSo$p2Y;{x2o4Dv&AJ943r1l97J!3yASLru3*eQ8WB}N7fQL^M z)r~Plz`?zENM5y_kx{J?@1f6O(GDQ)88PY^BHj*MTgB+zD-yGg>lHj+^iQvpzUq@r zBm<=Og3wK)x4lK#B%`bcRl%TJ%Vh{8Km^XCa|Pe@!;*9b`4!O+jlnzZ-wo|wob^pQ zwqH=#Q&$L40zTjb?h^-&kU;#bE>M!Y{tw{MwZ>*M0ay<$C-ytGt>VWq4TY}Sni zx{~D9mwkrHE#nOx1#16IFL3_cH{Rd-Ey->6W}D96&bX~R~cTQS(&fs1+0AAPx%<5osY5+LU+O}n=iP4x<8t5mTnCF!uVwxs}9_xerGb){1 zx{YYH_9l$rImrT3J4~-)&S;J1=%4#EBnv;ELSK3_Nf~@*neEUc^UX`xW0;1)J-umf z&S}NI*__^Kp6=tH24tb`H=;Ib%;pHBPHJ{-+BvuY251IFfv=HHw?Z}d*@^InC>Cg4>VQJ^-L z%0?6#&1^{CY|gG=dH8G%&|v@8;CJd^y)27;1{EsQILeT-^qFnicC){ERast^VVVeV z^KG)O7Q3?E2|VtrJkv8ZUkzG@&7<2se@plinPd)erI%a%>!$?fjH7SXk| z)|@@;y8Pe7*5C8)U-b@hA>Y%UCg2g3fN*P^zhT~Cctm9r=e^Is=uSAE{efnHb* zw2c3PF*4FX)=8{fhdA?4T3+H7tL41oK;!mBzy;GA zvxq0Ac0Q-;osaH6PjqWcNgBWLYISLKFM3}{`fd$u@YZo`_Hlmi+*Rmf$nI%h_{FFAeQM29wN!sVghBdWNk+$C z4()oV*LTM5`p%^VfH+3W7eQJE4f>jNN#Ui2lO8f$2yr6CiWVeV$ucI*nl^9Z%&BuH&z?Si0u6c+1Dtf?jv`H}G%32KPSd%g zV?ij@s#dSQoLQjc0a*OLe$@wdEZMSV&!SDMb}iesZo}#m3pOs@x_0Tt%d2-U-@bd< z0S+v9FyX?62b)W*crjyh-5x`ZEO~Oa%9gW9w%je-w93<{sY<0P7q!lor zn4p3SzC@H!OF^iVQ%^-T6-iq$n4yM14Y+_wU6Cc%TO*DoB8exWIO1I^vKS9ue)$Dh zUWd_Gqm6U>FYKMCCZMap zSLiGFA)2Ut`g!z9e;blCAfzx!I;o|XVw$O@IXO6?r=NmKp;RRmfZ?X6T6)D5CmqmF zim$>NtE^_RXjfi!?e!vze93sDufHOeqmRQ5i`ipBBAYB{*?^|XXr)=!8ndujBc-)f zVw)|P)NRS7n`d4ro_NIhk|%g+N;h3}my{{)c7d9Uo-4ix1fQRP;_Fa*g&L$0Es6ph z@Fa^cs?npCR*Gr@3oMYZ!Vg0nvBW`j8mh&hLM0Uf6LYMfs;s&?tH>jhoK~%I@rClP zEB^(o%Qq@UtjxtKTeHokHJc=9o>4QcwLiC}t+rR%cBLxmdi(#Jb=iqaZ=86>+evia zzIh2K?$Y_Ed{L)YP@x2wmoIw|y<#XW8XYRI+V>HxpTU?qys3u?#NDyocjFy##TWD4 zRK^x;oVVaYnScnZB_p2r$S1Sh_^vNQ9;~o4Qy!Vkmm>=sYRMq!Y-y+g4V%!TgIOHW zV3uws(!eRrF4kE`y|vWQLD!HguP1kApu4Zvkk|J5@`~8$L39ZzW%rAAqnxbWJVyGF zay%e#6Zo))bq}7s_S*-zci$KP9XR*n|7Vf{2PmGt`e%uFvdWIf!w&ph8q4bzNdk<2nBZLCmC{JY7&~v-6JB8saXe zQSeW^LyvrX$FG5ikRcS2$U`o1w*6?NQE79Y^B(b#MYL@d(R)Q5Fm(kiNbFl zXcO;!FI3@kN%f4#y}ARL@{O1F|s$mkcs%gzBVT&5&IhwOb zLk)1&=8gV)gZKi4BBWw)ffqDc%0dMY z7HUam3#_mPC&06x9Z_gU>kemNIKvv=aB8)&T5y0E#HyAG=BOJ&WG%*Hk=nZGM!ybNVh(-KiaFm#SC!X{fRm?vYTjohl@|lZ8C!0FX zQFX$>V^nQyx*elhkQTHjB26e{^kQEmZmLloCx0Fi z$PMxCtqp}JvI3M}Gqew{p*K(+9`>-D;PSCcuH|HV855jn_6X(%DQcq%=HZ?>&4-e0 zZF`E_a(;;kAY5|=rL>i$GWTcwjA22)``z$vx6+XzZ)en7(T$!h81)Ua+orhR$NG28 z1U_)!7QEE8vD0pfD^&?D9PJIyCvu!d5V8U)D=3xRgjoBp8zr! zpxi8t$7qkf^w-0_-B16AI%=mbm_~y*Fpjf&VR(8*GqU5hTK5sxFXyDMhdo=zVcNp1QG{ zp($O{#h#%VgS$B$qIDQJP+ecxo?tu<@BLn5q#)Mm&+u(s@u|jZaN5^BRq|O0a+J;< z*@^8KM~*Gr^ikidg;hKek3`VNcr{rJC1LnsM3WhmM&MO_WU{fUE&b?DYcE5gMT--3KNbIA{azjo>lKNME4fPO%^wx!?=JV6-5g4GPVbAlDw<(eoX{ znS{qPVAWNj+N)L4Kpe^uE*X7HLJ~fq-8oN`sb7;7-bDagDG8enA=@HQ0!3xvL{UPQ zeW4f{<1r#*GAbh(mLUL2j2g0GG=7vDzF{1S9!g|hxG8`go&+~mg%I(f8l*@+gpARJ z12Je|AQs}%B^^2v0|+i6q~Tl3vSYu2;V^01AI39pF zl89(wm^w;jI=16G&f7fX1u$I^Y|W#jMIvFaU?u7nKdwe=P?NN?$*q!^;4 zOHyWKCL{l0LN3f?O-9j!DdlHQBOt&7Q3_>g0wq!Muj!S6jNJj@8Lo zsU4rxr9yI_Ty2~bVuD^4Oy4P#L)p-I-p40!(i8TjmCe^HU?G1U7D$HVUtz+R-6yk= zp=I)Ce;y+zP(o&ICc?1hsU&4 zScD8e%)^D<<_2b9FSz50TBV0&zd zStlXs4k*lJK5Zu|qD{Xf$|CIIu&>R-JILX-7AP#0%FhDr0SK+oHbBuDt#1s_>!4^zL79L;X5J&D;V)klZ306Y&rC-_*CA>o59u}`&tY78lL~SgyO(seXmKZid z$cAj1lB_YFEXpe5=a#I>vh09D8-u_s_0a6y>;gwEg!nWtYECME& zQWlyLW1`%AeI(%uP1%I?n2;Rk2P^QHvQy71C2?FbaF8X)gJ*zi7#gAM2K4fAjh??XTEFgf}#@&>O8 zr~vaKE%P$35&P~qFv6h81MG1vIzruV&V~0%>RniBBR*oj=^Otu9p_>QhFA{C8g=Rn zu5ZxrDE!9n+N~8T`iXVX-Kt(`9q&irO=)>HW&jH?DS+t$pJbTQr{Mi+#?I%kPVRk@ zAtgX?1fOZ>VsIo&@+6zA2CD)GUrIJ+iY|$8CvOS~moT=TFzud10rXtN0P2MlfbI@0 z?*eZP>o5-6FgemPE%QSy<8m(R@-E}@J`k}hA1^HTurn}Sp>ZwLp~d@D>e#xg?!jvq z2cNuhsLPkMa9-SQelil-g#>fmna;bpA+aRU9_ zS4x^BL(Nw_11p!EWJ>OHB*5h6j%;O)DJC#$K{IP3P;&o5D|94VGA56ipDIl1dh$dk z2q=d#QNlw;XY?r3!~$@urTlCXtHAFHa}dA7SKzXTe&|{7a!c3p*P^s7o5fyupt~V6 zZEmGjhOKaR5l%g`ukh3)lCd>sL%?a8r=I1&8JAS$#yFMY+ZHJhF67;w5clZ|KowM0 z+wqhkCjI3xAdjTve!?)Cq%o=_Klf@E{w;paA1QR~S(i0R{`0XuaAme>K}SL)FzZ6| zbzl2IBSeBLIP`x(G^$86MI(0i0K)5DG)8N50?uwt9QKARfB`6R?^=Qn|8PINLoUa( zOM`Z3uXI_&#Y`6yUXZpgl{TfS3~TT77XNfl-DCfa617olS~jaOIF(b;ye*wnXQ>9P zz}~NWG#SEPWXDD1Ry%3KdSpZ0S0u3YCzz>z2DD42wLasJBA4m>N#Wu~I@K zRHh#Qs6prTUi&1(>GOE^hH1RMn^VH%(sC6Z39^L&>n9O+wzBs z_JJcfIhssexVHP42!q1~7GbgXhA(Ve9r@bN`L-Z!^W&3LhEe18jxM#^j!PS#VsH=l ztNDv}A}paip>jhH!v=7CMh^jF_g_t}bWb-K!u3jWVd2u3bhGu!F|tdB_nA@x=q4lR zqAYr+w|cX8lwUB*TEcrfW0|RNeQPX zySYoVg@eoaoP%wJTlj?oi!`IJjs9D}O^es9Exs<$sCx73q_}%@#N0__-pmX$ zAF#dgU$FAGJ@Z$v@k75Iz`fi<3f%|0NQ`;jYd=ivz2AF3nC~}#-+fK6@Z6M2D~Eg# zCp+V_zsNB7Fx^VEw=4XJZH!3%%v1i^&MQ%Ge$R*MbOOXOfddH=Ja!OaLWK(x(sK9^ zqAy<%DOP;=3gaq`8##95NJ=9}Qj-=f;^c87DN>(4sbu*QW=xnW36&&t6KBqwlsIAX z>5~#ApgR2!@^iFkQJqT(Ir{k&6Q!IM0Q z&6_#@#Q2ql~_!e=IY2EzpZz3;Ga5 zgBTi-A&X2rks^##dy&AZ$5VN!w2*5W)th zp%7UKJA|;qW}OWY+7C&bRv{FvwP?i^T|`NxZoQSUBusG3amR8$`RT`WpCl?tOtOq5 zC@#NR_a;YzI&#V;xg0B!vF<%fUa!9F7tAjUVarT5*{q`ph0%N@l?ehx?20QUrVP)E zHQt!xjy?bW7_mVO9oaNQ6^*Q7%4BOG(n%}Lv^bbKotb7#pF58_=S06Q(iKJU|&GqR=Owv`CUaNv~w=8(647jSLs3PQE!QllsV1Bdgif}&$DVTDH zEw`hNA_BOaEjP%F7-YUu4*jrIGtfvjG@sb>fyZRlP{v|0M)NA50hT3I zgVKFuzO?4zZH6u$PnBO@I-s35H6NjeHqYqlV_n*u@UXwn>F)W98hl@=o|@RKk?k7& zt_%O-Fl@5Ro)+!+X;E9nRaj)(?QhA2+s2aSuG?-sIv3uGq&L0s%_u~{$x+}%76-y> zOOaE`O(uvGduc^0gKHeW21bbp2Fwm(aYQ0WSTN2htPT?hKnm94InIqjVhK`snzKWjq5Rb}Yz3Li9ef$?sZg zL&^Qvroa8ggcO|c-y#kP6Hc%MDg=z=0XZ?jsZh{w4~#@2?4>~o$_q;l^dR99L9qX^ z7_3ZOA`|5}`K1%GNeTxLKm=N72NyaFhNLS%4Rd(J9{v)T!4&2Xfe5=Hp3I1b5eyS= z13XGa@p#0mSrs?sspDwzX31-gKD@)tp>?M`J0oLw(nHSkj1!&hxz((erpE5I5uW9H zBh}=HwG1h%j$FHALPW$zf%wsnfJ71f@W(AfddpmiT%?YA@`=1fvVfD+TO+1Im9K=7 zETx3kCrPQvep!i376g+i3AdKXjj(dBwB;?;Qil{6U;qNBgXdi62Akd#r#Q7kE=kuI z9y&^xK^5vyQ#UBt9TllbRq8Q|2pL|^hGi^sqVS{`o#arncvy^?7PYBGQ+@yHXXzwk zImJrG?V-_~PK#$7>)BR(S}33D`Dmcb*)Jmb`mnZi{xi6K8OmGS5TExOhP8I^Sg<$DiZrVAU zuG9^6fW-i4GXNI0)~0As3mVXn)7RD^38(WZUu3g7pb{0i$yKhOKJyOhC>6S~!wyp+ zqX5}dY-PUtUGP%#j^RzSQcp~dG{-v}Y$6AnUghF;$||1kwAZX?O{+WCT3>m(wVrWJ zU;FlWSNQGqM1u6|UlEE(!M@~23cX1rAo)neN_0w%MG|K_Ysyo8c1-^WeHRDafgA?SO_l)Ilv^FvDxzVB_HS)G<3e?sAD- zWFu4NGyEWrKBAjcZ<6OX$W#mhcsBxG_-?A=<%cnd(dBTY#)`qAR8^Tnv-HYrt7ks* zdR3)8qrJDR**hcB=FGkM@+unvvM>1Xi(mcfm%sik8-PzV;1&V)z%kj|-bfK7LSVv2 z4~B|RA{^nUz$>y=>Vub1df^PyMS@tlFeT0+rjUNcvyKq4rpEtd67>tF!` zJYWF^*j!C(oPr3X0N71vLLGR!mK5e?h94WQ4u^bXXFnU-eM$c^n|GGHen?p{z8i-# zgIB43ID;5m?lLln;f#KW*V{Fd=J3?4ZZ*G~+NOf@7vXEGv*{mHYw1@yf=^SRG% z{c~IcE$9*v8e8)tq@nZowv{AW(TmO-kZxiUhf4G(mDYFz;}yAql{lpiBitY;Td;$P zcC<&a!%0V2!i2F&EQ63aioq~zoA($EQcxnU3m^az^wy>~7Qg@wFaV+tKm~J%z_4x1 z0@V3Zb^2ab|(A_RHCUd|@MrMlE^L0GE?;c|z0PUbU*_04B(;|auO0R^xv(0eR} z0puRp1XzG5j2;0N#PaDp9Nhv;(0u1t4EnsR`t+$Ex~tPYXV>2PVOVB~C{nZARRp)$ zyWESi&m+v$%%TpS+u6?|9x1;Gsr%{~Ml;Kt%EWi1E^9;TR6l zA}`V?PomPr(V#-}vP4QE?14^+!qCDF3Z{fi$Z}4v)4-(k=z`@8rVmzYwba55Vs8-s zpb%KF1Zl6uYz!~*BKKlyrh+a53;;G{NC6Z80fPTQiEP6FlJ8=iulb@6`Vc`0moONb z&=53JsAXQV40K0e9y6HE1Bi-7O{JIPnZ~+*AAsL+E z8@kFnz`;A{uv6a9IkW*6)X?4R@Hz0%dGruFUd0dXk7)vNz6KFk3eleK=|K*WLlQy} z6OR!WLLv}u75J)tAhF@z2I3^{5+h0DG|>-);?g?Nqa3HhJnX}e0_E(W5I~NEPO1;i zM8yzBC=({tPL54faOPlZrBIN^+~5vm4i|4xwRVvgb1Q`o02mWMiH5QF3IH|;AOT|I zPIRZIj8F=Zup74#3bXMWtx=g&MjS219OsfQF9sdyP8}8F09c?M|FP}(!5M&o7z7g+ zk|7_R!5_ouoWf{|;!b(kK^wF|n_~Z_yb#j;6tX(x&u79ZXdV(i>`Wr*i~pwKKrB*@ zG*UwdLPPjTT0Sx%Bmy?&2PGgvzz`7fB2VHZEs~Ce^Coahb^@b5Q8+Ekl}>HM+5${W z%n=IV)lSfsmU2yAZWRmRCs(Xji0V1*7s7b&)E;lNiU7Jc*IFbZ!TCM>Yfi z=O&;42%rc1VgV3g1Q-PxF~b_aF)h_H3WK37!|`Lru`UOcKsVzqu`VwYV=w!%Jm|1F z;^7|e(HX7*9L8ue-whlnR5Go~QY>?uF!Q;+T|5BE?pc}6-sQ)%=g5Gm5WsKJd) z^E6R2eU70c-N!X4A~t1nHr4;euMXQd(lf~-IXl~6C^K;w-c_5s@tV=tBLJ08_Kro%h5VM4tFow`cR z;^7*up&KF-QvouX>=66Fh#jIQjJ)YobH-EpaL(?IMO)NG+3G>EK}P+IM)e6H`spJJ za9b8GBMM0pg%tCMG~;?RgR;aCl(Z%{X<+)L0-bc#U=FoZFtz>wwyYH9SZ`XFQm1gL z7PIpYc<~O%^bh&~P0#<8JacXU5P$$?;{lwH1&RO`EI|sez+SN+8`W|xqwqhCa8FX^ zK38Yi3YB0BRxu8h+7fk92cuCf^-*1=oaoPJGE^JnPE$Gc8nodWP}D>3@Oj8eF)bBV z;t(9H<2ta2RoO|-st4afGgb)^LTI&C+bRI>C^c=iS^8^iT(co~b-)fV5`#6-RB|Pg zq!WYUu>>b^{DpBQD>+MuvP#agTIm#_6e(q|D%Zqwz*P3cw8i@1TUSuEXs_nT^$*Y$ zZPCCI^mPdt!4l>m38df(u%KeB(O%;-D?w(L_cKa9>4jh#| zBvxdLCNaOG8>aukFmVAF+~M8W!5O+?Q#Z9@=ML+{$h|-oK9WHebm1D(%kJ`nWnVQk z0pw--Z)OGVtq5+eRx?+1HAfwh790;~39P_yGdFefCzLizIN=op;uR?2cwd1NqSh=d zNYq*mYMoRA!6aI{bS`WWDqGNNv9*O-D}<18OKt8caq+}pD?D*(JZ}*X+E)*55pB^G z4OGAYgwHF}GXY{s1puIa3BZ5BQic-1UJ)QZ0hMoU$ZrEzfeRL4+01Ys;{X!ZVI`J~ zz@ZzQ!7!77ayJ+l=0VLYSabJdQ`rID=&s(JVS{&}bF(OQX=O!`rgdHSb$=ymWcDHn z4Gp)x8{%;v&V7Gv?IR4q(tk4#IjJk69m+1GvbKo8>gOnEB>U?ca6t1pxY z8OhQw<`&shM?g_0ffv}23-mMkK~?4M+!j_aBDitKs6yib94r`vCwGH085hQI&G>^; zHFtzL7G>j2bkhliGg%i%n1$;sX;c=5W4P~TIPeTaMll43^=YnZ7eoHZk9?RBBVr;% za)>{|kQ8w8i1rdc&l8ix6{f)%Sbzm0z!_M96i`ZPMUm7>Q8~4^)21~{uQjJus(fqF zJ6HcIecd?LSS)P07o2m781aBi(fM4*wSD8*jpLWM@B)tmR*(G{FqSQEY3P7$h#C*s zpvy6l7x~>9`EUUv_YMFSC|Fh~85|@RlQkKmcR{1o5S!vbgg+USuR)cigK$SRlG6zs zFuE{BS$SHRRzMS$bLDkOlRz9KMr+wZ3h!CgM>TiZBY&7g^6D61Gl=)9cOg+|?Iw7I zH}gCSNtHGiECB#gA$h6ygOXDPQ%yNjOMGF_Y|GWAi1D7ulRLZf7WH7(h;dy10G{EO zj>l6E>N$?zni#bJ4JP0KlqiXYkOqqj82y9e^bXWFtZNRgaq)fAn>@9E z7~@*5iy8;C#8LT^-skbZ0 z#1&(&4@MBYuNG@*udT^+j_I2ATJWsVnvUN?MU|3NtPD};+V9cleYQGg13*o(4j4Hu^4RHSv58l_@=^DM= z*<0Zl&f|C7^;?eV_|Dk?57OWb?p+V|yw9ls3i`d@=lAzCW6(Wj;6bL~5gp;J4iG|h zp&462Z9`)BL((t%!!0}0L0lG6!7%%SJ32jQ^dZzm{k6NnXOt?=%qTy)A$z*P-tI$0 zV|~_rd=MKXYHpoEZuLWm{A(7GxPkZ>fE~b~e13{OMw+|11#8icnW+IsX_r(uN6G?O zK>)5B^}v(_*TS1+4%=T5DY-o=)m<0k8_)m1+{s>!?fYEC-i_h-z292S=Nt_1JMQoN zzV93l?j7&nzznE>&+Qo4dVqd)P~dy%r`|H*5C6y%-7*>dFmV6F68IsEGW4}8-O?#N zlP?~#Hy%I~TF3Q)vPFL5nQTOx?Bth*m1pHYYCC&M-d187L1?|c1P?)M{!T8kaq$k+ zJH6?h&gHm$+2CB|KJL+7zwzJ>*Z}S0p5EK{4e+4+`<&13{@(5V4H%{g_`biX01Z-L z=!^~^3?vvxu%N+%2nPl;k+7k|hY%YEi%7AeMT3YKUfjsBqsNaRLy8YGa0U*K!3^#N_41DSxA%rCgs_!snc%RvNdI= zud3Cn`nvVp%9ZCecKO1J&Bv~+*|TWVsx@n_t=qQj-pXzJv~FECwkht6t5zb!%Fx zY0>g^%$M!kwq@(q{i-*q-@so12fk`m@8iXh7hk>#_^02WqD!AneLAP>*t28W&b>P( zO5h`jA5Xq~c}M8er>8Vc00056&=)E+i2k7a_vg>I!{1J!J^=P{#~pvvcVB^jB>m zf4Bk0gAhgtAs!S~h=(3;fT0D1T6DM}haXBPA{Z3v!3G=u4vrXM7virwJ4*2(K#n!aVDnerie90*{7gBW|?N0fo7^_r-gRfs;j!@YHPHy zMjLIkta8b%xZ*m=uDdS6>#xB6y2!A^7Hcde&j~l2bI(ObN_C%LlHIh}Ny~|M-+c$( zw&r!)t$N^6l8Z9{OcS3Y`01w~e)SdNh8z410-zoL0}@DIf`c%quO2E&$c7#kR!HN9 zH5MFVzZ9N`qJ|8E=%I@c$7pcDQ;311j$+h-fdD=ViN*j^LW!kCB9DAg$tI_)^2#i? z>~ca{b}4gAU)}_fHqJPcOqxOQd{ob9uIXl+b!yrao>uY6XE*ww6)2%lr-f)-h|)DF zqkcZ>C_9vPZE4X`af+B@Vh_gHG@+&~s%L9gcIw-lm6jT-r@di6Hd zPIAevw_bM%C(wQ}t+m?$YwY92PBPqc&qjy1b<|#qZFk#t?yY%_j2C(&i8xZadZm}% zNHPGhvTlCtvYX(4@4_pffb}A%?}B(F$Zx;@4{rEkz<97R@We9$4~D`grbr{hHHHE4 z8(|<{@D>-pA%+;YEMUL^0yNRa1P2tPfC497amC9Gq0Ih4?!Pbp{Pfpve*!VjtUo_B zM|9@@MF|?4+QgHqfo)UW$ctXsp|quC?SWB?Al2qFK}2=UDR^1S1uIpy4i1KF*#P0D zJf*g@!R>@7R26CTMmJZ9W;M%jm2E%)xEkhaIKDZK4t2SU$Fu^Ox5sMSd zx}4%Nr@75_&U2q54|*a2F7zbgidMuTdRQTVWxUQnvBOt^{$q!C*`W`5pw}JTK%m_v zsCNo7k@7n9uYj4zdJ_}Thv>+><4sKedJwA~9y>IJDNJui1R1~pCLoY0sqcOXh#&p1 zus%py@{*X$WJ&V3KbiFpB0d9P&;-aPrew;4gP97R7}&tBs6&FVlv>rSwkQJzMotNo z4@lv$jKtNEne2lmO0k6t|rwdWRC)dLp-?c%CYvE_GO3T^HLGyD;i&jqgGuf9`-H zI4TH^0PCF|7W%v3Idn!Za#0#ul%YWy?0I|C0`rV#Q9x49j}t58_Qa3|F|eTy1t>rQ zj${CpI!902+7lmO8c!Vt;pLe1#1TVIL41;YACR^ARvSK5B z0~?C40GD2gruIWFB$b=f<~sMeE!!#5@ISTmc4ir&!HjCq`oaN=#uw29MKu5R z8@bN)HoJ-ND|Uldy;_*B(D^H1sT0`l3{hK)KrCVx!Ps}oQ#|GTTzaS|S#V*o5SE>W zGa@j72qc3Qo0Z*xJgbM=vC+qF_}79MYR83wv|wP6XpUSf+mJTdqHNIZZfo>pEx=ZK zVzBLRx6I|=ZXvj4C_>6ifQaS7)XdOLvzpgDrJeG$x?qAx&xW$yRJbV_M60jZ6xcNL z@+23sNQI!$o8Ggm_bnAXRHE!+v}`EaEnH)CVd$%8O zXH!0<(ww43RIUP!RwhNzfzCxPrcvlfC3=>TLiC@uCf~#ehJr1}I8q^V>Bod{m^I%t zHB_OBQS^KiK3A~MFM}$~0QiK>g4gc~q))i& zSI_!^sN^LKkG($lVcm$BNoW=i8>MAFU#sYhE87+Mn-~Mt2}X^UQ%!jW#{#KH*F|g= z+&%9z{+OJD3T@=U4F2&uVlPe#WdZq#J^vPD7_F zIIgZ>b#7#{|GHj1>%6gbJJfZ1#aGk8EVnjxV`pq=R|tOafDlLsgTO765IUnHI#V{49GD3G)Gq3xAAt7<<91M}1tEs_Am^4)7UCi;f+0snWq?#to7Z{y7F(4kNbYun z`xXXUz-~4;1xoN`Sr&Q=kTOkTKLU42OW1l&_=IWpda^f#v=?U&K~#8lahEcEU}7Gh5B$OQ;0NGcwG*0XMXX8-?fKb2uzL!4uK|UslZ*smxiC> zXv()1fR+nWffj8zhZHG?adAqPau|Ykrlax zsicu{G7ZTf7oRyoUlGaL zpp2xmBms6ukLos*nn6=oUlTDT+ZD)9`aA zISQ%JbA!m7%;}tL>U}Ed3Ihg{M#m}vW*VU}L)ZzPdir!w2X(3zE3mSEy@80H2t?|6 zsBIN2iW)52!Yh+}S_L9nNVpoTAiAReEt)bf>N1FVKgnvN z%-XC`f}=Yct(M6@n+c>InHZ{hq(s*llW{15!Y6K`Kv6oSbEpqu;h9$24U5qeA}44h zX^>Qdn_TsU#VHkIYLGsMlK7gYZQ8HSX@74zH#$i-&%i=;Geg-ao-vdfbVUn<`WxVR z37yahh+46Sx~LeNvEU&r#nK2K+XyJ;SnlK<_4!1Yih(WWfc?QA5NHRXdPRc(v!oi9 zrh2Mu>8cQeJYnFLZYfdQ^Q%Efp(t=a zSDxsJZxyjMG_kibv7(DB6l<~4L^y+!v8>CwkI=CnYeXJfPS|o{TY0konV*BOvMcKc z{!vABH?sp;mNt8{IO~jmq$3R~joPDc7`mYoIPYy(qe(0zd#M zV|wpnwev&1S$n?d3lUrEwbBZ<5#f>AYC@YqbPG$UiMR~Z(1wrlDCXd#e^!R!dbfD% zC|TOKemjP+nYewMrjJ{}7Tlcw*@=^gNE^&_H_a47w}FWEhq|Ln zx};0O>)E<0yu!rt2rm4(=Ok=|un36&vh^8Hw|lZ&c~6w3yS~f2E32udGpfQ%paojI z$J>lx09yldjac@obosMghO0~Pv_rcERlvO`YL_LtWm=4()SJCaU%D>&w17>b?-ch4G7|^II7)M5vP3ew>jFS|b+b+6{7RzyREv<0`;%*uMqY zCIh6vC@Hw+U^dt~oYR1kW{SxdyvdxL!2p|x9xOw$p=wV@v7m6mfMdd^i^8nD!mgaL zMij#`EMkM;vFHIsm}*5k+>7ZkAAJDCE87SE_ThmuYsAGHFgV+){05CXs0C0Q#UnMM zxr(Az%mr1D#nlT1Bw)Q6y1iZO&Dk5q*((HOj0OUrGUCfV$I3oy{KoE_wOh-zu{5nd z`o3N0LGcS3k^z%!i-_xYDjJs$_`rPnAcpJ;z-7o?RH4YUnGa&PT?q`yD2W$E6Py-( zoNDT>n9R7Gyvf_Ep4 z!6~Fk7jmi>Rx+d(>fup*s8`Ccw+`|1h zF1!fBecZ#{!ZdBuYPX+$fFBl^sV4+sU`aW~r zG6`PS3@(p%U2CbrxKF@Z4Kry&|#q!g$!u=>V3(; z(2jz*kle_fjgn=7rSwXsW;)vbdfKQ>h^n31uKnXco}IX|U@TqayN$vz?aIi#l32yU+=%7e&JEqS{GYu@s=i!!+x;$g;7`UJ-V~KRt##(*4b6~eWz~q@Zm!;9 zAkMf7;MY98a;^kW00k^y02~7a_kG{}jn;u));}NwLI4F)P(GtKaF(>-4gTm(_}~zp z*ZfeeVr${nM{^mz&vS~{u~JskNe$)TDA_>Si7UCeFdEsw(A@xXF@BH|y`_Q6HTQa^ zwyvf-p6lnw<3Zl*ul^?8- z7JKZjtL#Ld+%^5|NMGgAzVy;gA6-erNew%H2TLs$>^4?lf5LBc-CS z>cw}twCcX@D!K&!?k=qEPUlsy1Y%9-XblDAvr_Y2-)N2Rxa!~g-uL_s1uD=;NXY1L zEwu=L_zn&TdcE+K9<~l&7!j{Fp|KjKV(|o9`5ONWjs|q9rn#4U@_38c2I=y#&f_&S z3FD_=HNX0fi1QaLbUYvX3ik7~zse~r^h#dzGtKN%p7hMk^uWLLo$9;94U9Q z-HsrAP&*?MP;SJ6if5p5faVQ4?qDDGLc8A5T%sw8_Ug^vO>5|C{q|d}-}{Z{JzxMw zm;ePZ021KmdM~W$@ArOB_w27S0*}sVY(JEQ_yCbW;6Q=}4IV_8P~k#`4IMs&7*XOx ziUKhJipNg><3^4hJ!%BUE*`%?78+7RnNsCSmMvYTd=@k1vST%m#l)F2=dxuwdHw|2 zGbm7-H+df88MEk8rZsb!W0z0r)O_rcrNWw3t5#KARe=K4>C#xTlgN(k1eVm=S8d(C zZR^UF*REi}jsi7G?_R!r{roI*iVQb4%7jPCI(nwAOsE=KmsKW?61Q44#Y4+4L9U4Lmi5kz<`QI z94HtPPh{wdD^O%{Ar)JMF-93@q_IXDZ^Tiei!%DCM;}Kj>7=HusI*MxmaV?*YB0$n`-GG-*@DZhRn}y4%`{(;%av6SqtmXs z_Np^aJqdfPPsPq!Y|P0tBec-XLL*HyMMpdBG}s<}6gNpHrIfbaF1_@QK8`z1IpnUp z&bjHRBNYrilG7vA?pD?AyYI*&FFje$!>_&fEUcnEE39ZQJ_{%O;lCyJ^N&IW4-m2c z!2}R6;D7*>&;i3=`RlM+YdtIi0}*pX2oV#wrN{(Cz$NiTa?eFKU3J%Gcg7ukgx4b= zO=5^hd#PzMUz}*VNnd}Lj56RStt7b0W#&p|%c{EhGAq3jgKW$)%XG6XT4-_WVvO75 zn9a9Vd2^MuNLh1alTTjju(bAM*)Tr^g*oO+45hi|MQ>KLQPUvhxwT4v1{zbLh3?}I zPKN_E>E-T#Zq!lPNHsfFy>s_x&HCJEh6GA{Pb|srvE~@Ykz-on+&%hs` z08vB*5@-;C1PTy9!fW^D`&u1zaKV5Dlug&$b{7)&aEHuQym7}LhdlBT-;KBba*;@) zccFWU{C8iTP}*9`g=e=Xw+Z<&nh_E3B36T0X3nl~)XUKWCR2=9;hf4Cl`r?YVpJy9YXa+lD58H#c-U-;Sb_ z`&4OAPmTHxHk{T1jQXQfb!t4ScJ*qkvlheFYQ-yFeQiEr%hlM*W`!y&;Xl_3TiSk* zpiQVi0T*rOJD+(M=j^$xYIRHR1!Mq{=r+p-s{bcW~cz z@DR0CYA0&*n~oM_S-<*0t(C3XAOH9lD*y&ifb7{7*Sbb5{s?G+yQ)GJ4CJ0S?R= z@ra=F*HMtNq|QAFicuVxm6pgaoA|;PR}2iG9`ltfMkb48L?c}PG&WI;!R3t?<(Toz zWJiv6^h|5H1R#+&mWMWmPmDneWTrRBvJkQ?*n5N`5eXcc(zH0K{DXFKx*b-+l76#{ z&i&FCN}^7Rl%u?4QlE25RHo9EtXvf=X*o-(hCyoDNrNuI^D6N4Qa!)a)iIF?Ag~2U ztPETN-~Kb91hGJz1TlaC0-#N6c8G-7gn|S}KvxXGZ2$t9o4Vc#IdbOkh3rIZVigNR zcgoYTKm^A(f>f`UbS_^uv8+#q@=u}=OrKUVs4wCar^1X;kRg?s$v{R?ioWS%80DQt zWxG+2)^=i~;6zFRg<6F!?`6C-?VngWGec2=5|M~RA|0{+Tu0Qjrj2wYsPxAjsbz-^ zVF;@IsJdNRQs;a{1*IKkbJX%F^^%r+4kX`q)#++ye%$5mcXFvq@qi}{UiIZK&sw%* zI~O(P}UhdT@ZlCD?I=#o=KW zJ7N--m|PbDM>kZwVivc!#XnSWWGAb+%IXVWJEk5^LG}Ns$lXqz5MRX<8dn!~xb!u;D6{O!_ z=R0d53{|VI)$j{eVD5K;Xqymyf>niM4w#uB+>l>AERYRe*qRN_Cbp6=0J&aRgdYk~ zhgUR15YJG=CI)t}g-s$9yV%&rX0ePjrx1JP3t#%&v1UzolbQewN}-htT~3;oK!$nC z5<}x^ovbm7u4$rbigIkHOj|3{G0X3Ucf4~e8BEk06O@3rLWesj%9NQBX$H7(h$C?5 zy7|rReKa2A04rBfdX{;fLc}FL@rcV3lbIB+p*2pvL?_y5ZeYVIqn1BbRV|nM3qz%4 zIR!B6^1k=oG^d5>X|fFnSQHA@5||KRD+Jj8)OO|T+gvb!7hyPy>vIm<>t6?ZLW+%Sva>iF%C=`ql<13UM>{4x{%jS2B4i@F zY-Q2w_G4lO(c6u?$!$q@;McvDcDwt^@`iW45wCcAV}cX*Htys1J*LX|I}!nRL?Sd_ za8A8hX$Ys9)fiqiJX75Cr?0rhH@^BqcU-AXds@gz-W^F}x@sxU^TQ#Y`!|T8zWDtr zr)j>xoj35*2l@}scfRunju4v}DuN0Okhs7a1OWw*D}yIE!CP|(!`#Pk(?2wjW=R1G zKKPptTwu4uiRX-WVAhye79wFY}I z@oPHu8wl)^0x5_95-0)?83+PsmoKp&GL(V7beWIzW5MKX&2z>GO43S0$pbFEis6IB$v!6Up4q$3bqJQ5s16hy%m z#KjXlK{7K7;;KAykXQlf|Egmb1I!$4$zZ>`MN<~I*;Bvk1(LPY55hF135}E zpCUA`)cJb zs}qP|xFLl&fV`nYIV?!=<0fw+2o(_k0hj<4_^ZY-M8_e-7MjRJ#K??{oUzM>j`YZn z1WAuHJG5hnCV94FV7s=9Hh?lfq2QNnql>zrlTiF4K^hsi2rUXcx7?{fz*|KOTsK&> ztq{yITC7D|B(q#p%B5`o!Q)!WG$Y2Sl*(g7#u@~@l6yk`0X}N14+FAB`j~?E2m?0I z#&0xBN(#rc92HptgG+<7Tsp_C$~5!nJ$971`H;9R=p}fR$9e2IFx)vJ2*VB$mYo9v zAlS!){2Lc2k%nlN0Dwcql*|zF0T59kafz$AdOvl!NX1#T$LUOs6wT307Yt~F6zhhN zRL#}QhHfB9&G8)3GN`xHvCML!e=-VwvI&@sNtvvZZi5-ZupKorsEa8@oisO}JjIH_ zKy{NXp&Uwk6G5XSL8Np_rp!fv!$laB%I@^e7%Vs%WR9!EO05#T@&LZ{0JZw~%3^wt zE%2_hl+UJ7%W&NPuC}~1XS6Sd+d=aP1NfLY{)o6LNDnRuJ^?bDz64Bqq{p;E5C{t! z!$eH*D@Y%(LxJ!X_CpA}S+K~Q%z}&o9Zkh%7!AqS zR0y7sOd43p1*i&^k_?Y@?s_7*=e~l9@8-j85vL zPU}oc?9@_#`_3)}PpZ5r&vP_{lY=siw5{qNbbL9O1EBSwmG)TA_N0*i$d&h$4zv6? zaI8;E4;#bO`GEbmYYK$WJ;zy1K5ET+_WrM?sCU?1wJ>04{Kb4 zEkMvkB^!!m(2KQLCaBah3>F~3fggBT@f+3X+m-~#*}>^lTl>_`4b{#KQ5^_TnN0!d zQy~OEfSN@YP35{B+F75~-Q7J13|IqP4O-S5+M+!O0!%=GY00BFsHY7K2Go-wlM9Qn zT9nL5tj$`j4H>TOTI2cJjw;HqZM?As*Ig`IM?kJ%z7iW}SjCfLH=uH2J2SvuUkY!CBTTx(3Au!3AhmE6Dtf{Ue8 z?&Cfi_<lHSlN#~-BMj$3zYx~5C8_Tz61z{n}wX5 z#k#J;q1@%&AKqQx1>WFQ&Eahb+T<~7gFEV7-cFQB=cSWXh!c%T$*W~zCB0q>OhqUK z%9D{&D(l|iLA>t;-x3_#vOQnsN@Mh8u5vxswtZjPQ`4)F*Eg--U>cjTNv8Z&E1zS6 zzfC;>UP~n;-~!&giLx~4%JTv<=36zxJm${69~KU;dFVC&1}C>hM`*q;$Nm!Atqws z1qY&S2)H{6qDYEmpw=N9(yxGGDIP82tl}WM+H1~YRNP`Hi_+N&WABZ(GKM@XMdNWj zTQ<(TMBvUYrAl;-l9b>-A;6dN;j6l_HDFx22{C~ z*ZO_v;p0MU`MzLjRDTX+=@96?hA)GrIE1EOu<|dmx)A&gCV7nL%B9@K=2*>z0vSN% zRUXxre%Y3;%sxZ`5iSVYCBFz!X-?K?73Sp1bO2dy2%H8NbHX9dW*61=>DWd@-<^h_ z?nsqr&7npB24DaX$N>xpX@OYcfx>%%<4j4EL`f>P>Z=~N*V^jc$yROM zR#^<|aX#bnHS5beXS7ad?|fr89yz#O6-OrES~J2HYNA1jqw_ z0CIoW1k@I8WTpvDG;Zi+6FGs_Xl-trknSk2!0L8RZ}#fp8Nuo7R`JbJ>{R3I6mQHk z*LHU2cRtf+T-d~wYY3iLFjOY*qfin8f=QlaA`k+^%p057pcPnEuGh;3<=kIpGFc-!#Ut95974%N;G<7*>ROB_sfpt)qSM-35{Qj6q)C-{P= z@CpY4e@p-aXf@Vd@yg7AR3G6QcL)Q>8;o~l7;u5$W(baFmsLL(iWe+i7Wv8#JCZN? zm6(QUAX?rAfjK|~e;5aCf%(rODAiGJSAdh6SMI5v5}n_9t)_CWzHaRPTF3i9>TE$w z*hO+iuA+a+?>1|sZ)0Ly+c34t?(lXwetLNx_baUD2=-q@2LcX`^H}S8cwcn48T-^b z`|tNk#x*8;-mm`BXXLx@2d`MV*M3H~aD%`9(1Bq1l&*9aPi?|?%oP9R%G4_#fPp>) z2nPuU5-eztpow4y7cy+<@S#D45GPWsSP+p3iyAjNG=YdC$dDpOk}PTRB+8U3S1!b` zW*W7aGH24PIdj^yHWnB#faLGzrUM2FE-Sk17*eFJmNISXlqoG=zLHXmRzku7WXEZVeZNwIC~_ARMTa_7>mYgaBOOnUcX;^g;lUcQ3$Mk-vG65_;& z4Kr@+*s!C>k|$HHY&j9;L7F#n?(F#w=+L4?2M+H#ekdug zWD5H9>esVx&)z)z`0~pySyH7+@Z-pn-(MnxI)DNGAjEylG3OkD2zs|55a2oZpbt>E zV2}X^1RwznF=!YA3`Jlt)I?WY5t0BB$k1U10tn!M3q7DP07nwBBvLRL%}5ePH=g8? zjy?MLBalG~IV4Fg!DJJXN#dlF0th(CfGGY*aR5<8A>|7#PL=gkQ&&xulvH10=@pq} znu*mbYN@%VS#Y`a30!x{Ip<%4=>?dbgC%B|VtYRJr(>208X0DVV&+I@o+;YdXpJ_y z+G(hi8I@sM0Gw2YX zd+p7K>#n`VCxj46)OVk#Rw!ph6--p&pMcd-_g|^XC8!{S4L)eCgAodJ&;TW7$YBu~ zEKm`TAPEpa5k)v)zyb?&JHdxB5;;+h^M*L0z2ttBFTefz`!B#j8kr=)H7#kuKu^Bl zk0n$RbQG5nZ~018Usfg6nHg)GCRt*6%qGZdx!KlSam{)1U4R9aC(C*+#%G^^2I@#8 zgAQt_p@4+FjQwtlNc$ZFu4R z(CV%7>FO)5WRo2%eah)E zQMnu$FaQPvushHKfwvo@jR7Z6ujK@ZnE65;{mnV(p^HAcy#p6~IyDC?fCwTv&=BR6 z1x3syS+0OpaaC4nyt`K+`_AUbY@s~7oGSa(GV*%$Nr}wO*KD)RI7^=h&prQq{U1VW zj|b7Q;r7PSnJNt&arrrI9NWpAimKELehqeZS!;Jf*LvgdwT9ySj!+|*3)tpD zmqOBgkaRA5Aq->xxDnH#jwa8zVN4E&fGGXMA3<^0KxU^UtXM2}VHy+flISsx{jP~+ z37*M_Cq=v%?|8{ej9`|>Jm)nJdX^W+CLF=BS!WX{rf$DruOP~56D7CwJ z=WFq^!G<(sgA>p%Z+qL24ahUVK@w6vz!JjTn6RG&D)4RC3FLs-H#G@T&_Ol8!6kiA z1OYUpT?25OyaIMYfUS^or4(HYWvI$kveJb{x*;rMDa%>HGKV?Qz>`#vgMk>Jg9#8K zRKi3RsT@Nq7)#>rKIX(_t^$fveC8*rSf@N`krI4~StPc|#m9K@GGG)VqsZtpGoBHR zuu+#~%c_&yEIfPaPjr+ml*phFV0fQl^D`jkTj zD$vS~af>9XfG|(IRg!|4+$2L3K$2AQ>y-cUC<^h#!d8;Bq$d5>D`}}xTH3M=8fcON z7=VC+bdYwdaD|tSQAFJ#Q;D=#A`_VjJSavHn#H4{G*?DVEea-^jM3&c3)4+ONe`Tg z66epzsTy;p5uM^wCp(??&Ui*}f(`19cI=r)K3?)cHF&E%$0JC80#ty_8W2GXnn+U3 zkwI01->ZJW9f?ZNj~0FFTYcaH7)?Y08g(p1M%hu3hE#Nk8y!bas@ctQ_9Q7?DQIiC zBn>40z_A)7NC9eEyPM(^D_}}WPrGtEGA;3^LiHU{jf%3Q8ZUX6sHQbB5mo0+6;WRd zqg6M9)iP>zXk7K4SCOX9rG@p4Y$I!`==dG*a4oHB-Ovfzy0^FDaYHkJq=4!gp!fi2 ze|N=eUJ1(Avepq+*@=O61Y20cRuGej@2yTSuSasyVd8uCc4rEYjx3g(DY$fyA-A13BJ2l@glaoC5XY5V<6XNk!`*I zTz)T@;~U?EN-{y!dY^aocu84xr=tJ$FJhsf0t3u+B?)eeFvC&~Fu@Zqg78Q$(#UyhvU0|#-1{BQ3K6Ze_Oi<^*bCPFm z5OvB6NE=LNySsk#ulY8C!>Q!X1J3ilEa&HcJ=k)99yGes-O556nwAHfNK`K7Xe2@! z#ge`^rALP8-D)~8R;1=$s(F}~eLB?7gG}_mNIg`in$_8JwR2;WhN59Ay0bR_U#)Eo z$0koy*SiLf52D;_4Tbl=(pIan-HYs%A6waZm8hA`y4`4>99C=QuO%;;?YCaAgemd% zkP-sAa{G(u06Vw3ldkm9vAf-}OkJWOBBpsCvEE#{w=x%<^=0OE-*kepj5{4OKW#HI zQpGX!6rL!CJ3KTHA2P*XQ=5vb@!}ZIIFnC>-R^XJf*+@#52SqM!T(z1YQ6GxSg!cR zyPTkWceY^#n`S`1wSI@)IbuCz00OXN+(a_^yg;8X(f2DyzFa!$Qy;LV8#*aC%a*ggH}nsIZ~YG-)ES$&$fM_l4_f4*1$?M_|1kG08^ zwEW-o=7Ycs9?K5&^|y%5r=9s(wyz`TUh$&%|m1Jr5QLl9Hdc}eZr-V)*7TC@p^@g5Z+ zRTYI@@CjeR864Vqk=iX>aOnqnSdx8CHdX{k=NvrTo7VX75*Cdk(Udk){T(fkJQKj zmfnH=*%^Wk&?z7rwqZ)7)G{>SGdy4f#$LtH+XbRY25KN#xJ4iTHj}=2;9Mlt?*ZQk z65Q~eV2%+AawB(w{>EL)_o(&8h`t=|X3L*Jn znG8&T3lt#=2!H_uKnk!Q12N%4-IZKHAztBt5bW2pVP7a(p|lBG46v0J2IGH;Ukhl* z7nb2kh@p=hpuI>VzfdEBQI;EKqc(ch8c>5#d?Pr9<55t>GSneNSYRGv;H2?kAL?FF z@t$8q6CqyFAtK`NEh1IvmZEA48Q^qK(|By10|j=E>KDT-XcoYVifWsuw0AZ@z<|q zjp3c2`LWgZVV*M901PM=7|uwIh!Qsbi#1MT8k*8jZlh8zrA4@eH;N-v8bwu<-)Vmv(=OoAdr z{@O(DB@lARMxuaFIL_o$hyb_%6r|)WB4#bZO-VKjcpQ@bwAr;~8$R(7UkaNItWuh9nAEB^u3J!X+F3l~1iHWGB)W6@sGuRcxvQEZVN%wSppb< z3Rpskyvo(Qr;|RZfb1xbBG!ElAw`xzMZ$m!sK7WxfD5ER5f(v!3V>j4*o`pgnL4Pw zpec~BsgPVj079soKB$CJD23Lh1Uf{$`Ob#_I*~JZ=v)lOrY)7rjNphe20rfCq3jr< zXvT3OXZ5V8TE5!z38dUXrwm?PacE+w+$fIrUA0Ilobg|0hMzKaAy0zmL>8d~JV22W z!~&#NFvOxBSqFZ_=aarldp2of0*DUg<*8yMmI5L9`G5l~KrkGDia0<7On?KBX)m>@ znhJ^MHK^#gX^>RwoNlWE)~TINsD922Y7%C^Z+L%%t8di0+dJ|)zdv$ z&DF?{#%3(8$`5r+$KMgGsfOQ01|c8+wLpgm#H=n3%Sz6G&Ip`3Ba!fk%+8CpuIaSy zS)6h!&$^+veyeO!Lo(Q=xbjZ9=ANYiYPv4fy56I^(oBw3m7_W$3z|kG{v*ET>x)LG zK~5*r)M%33px*7BtVk)r8Z6od>j_}#!d~gZF02fw0Amek0bsy4s_SnH_N&Uyq$7T0SCbU@btJ6ZE}hT*{>lLJh|`nW&EH z*&?pNUgX=hE!(!O3}nDi_@9yg5(GvBjsUPC31kQ!o!qUamETI4-})_LRg%b#ER~`y z`MCfm6==;C#A&HS0SH~cbkOAbNahCJ&T>xuZm#|k+8T_b=gQ_XRON+gMd_x6JGPhy z_SWheVm%Hg!j0t@(QfUgrPaEibD~kDW~!$8?p)>_4wkK`jxYEbuc@l-@+R-XhCm3o zz=ssTad&bg$(xAdC!j@ZN@glCtTIRx%KnNtS3bU~PjnLn?Y64&ZzO>8Y zT*wXMpAO^j4ukLb7Hk&^a>>fTi!8tuV8H-F7G#Z!6RU(3kLFR%hzYzhEXT4e*N80F zvMt{-F6Xi?o4^&&@-FkThy=4R4>K_rvoRmDhy(*N6EhY!a~5wg7ssX-=c(x0mKby3 zR+cf?eI;0y;2IYfqk7Xmswk_ahNR5#BtBOR%9_7Y->n5NL*^hdhA;7ETOgH0vNjFkG}oZ!|}D zv`2rmM`tuf2Lnm}m$XTrG)kwmO0P6ax3o*Yv`B;WMaQ&E*R)OFG)L2PO$#(n_jEBA zbWgXkGY|FXXtDotF%ccZG{c)UAMF9}UIO=9Ui@3jbn}QpFpnKd1fONqS}pVGZl%)Q z(MaF)$)!R*2U-U#-cZ5zwY6L4Eq<=84}urTp{jibvOecEmUaLKcmM~eFbW_vPh)g3 zBXkjPA44a$9$oDGTx6+IDQ8Nw@#?ereL&p4GMxUhW^eW_7pPDVNr7?>X@1@dtuj%c zw&)mjG)uDpJH*y$;8VXNJZ|%yC>6^D=j&qiWJphBJZf3OaXFVpB(^A6XYd`*sPB5} z-7FMyH#b}VLjiP0h!2ne3Alg+TsL-OcM(7V;Y=i!<>y|)K*@3P@$!*)=k*7eA73Z3 zfO-%^jHE&uXZMR~_sHiQIBG9=z!-JC z`NA>`Ej2SlhUS~Oo@?sTHa8n;+3EIfPtPDgDsTgtIhQyc!`h|t>m`m42mkI^nM!j* zH*^1O$MJ z2!K!oj{l*SLHx}KB}6btfdr^<2yg(Z_caPvq>)pk2c-8PkNF9Fz(qEBdWS#-96$&$ z@k1b;-~_<+ZuypXdD?EKC!=={qQIFSWt!WWfS2a8Cup>T_M7|5XvaCW1I(O5T7={I zL1<<0lnkKK#a{Rx)3)xwrLoND_VICbKTgWMY7e8U_=+Q0a=%lILw6C>_ylCSj&u4V zj|=BL1m`tLF9(AQpGyUtda9$ksh7Zzb3l<7`3YMjdfPh2JGl(33xHF^owZ91f6Hb6 z3j17Rp+29g5Sy=FV?4y8fRUcixHS7pA1_I0^dnhw=UTYr-v)5)bgXGPHOYP=%vtmIGQywOFH5JJ(>eFt@(*d)a>yz;m15XaoTeK&&QlFknHQVMNUTcVq>m zdI+S*iY$EISHIk!x{>?+-*5au@cQ6WF|1Cki5z(k+7tQnC6+DuWM91B13r;H^4b@j z_VnvCZFlN-4 z5mQHxA3;(QIg(__NGDOIRC&^oqm?XM#*{geCe1`Q2j$ecljqJqKY<1nIy5LAqeqb@ zRf^|LQ>Razrja^Tsu-(Rv1Yx>g=<%@U%OfnJC)8(v`E4UDcZ7@@rOsS?3Te``_ zL`podrxkl5%EcF#icvEy&$dj}i;vUwJpEME zQAsV;)KmBK&ldw(ZIzZ~l2MRB2Umg6R#GU;mBI@-(a_hBFzJw_5Q$xhM44_v_QYjT zbfgd#p&jJKX^WE4+NElY>c*;c?6$`qgR}xjAcs7wiX-2GORfOy8ejoZufr0H>$Kd| zF9Q5@x5@+xFd(ggkr8pEos_ULMpvL?3cn!XM{kwFS6f9#yfo;F53^guf) zwQZcr?fJ!k+edNnr`y~rrbsug6xijr0!)cdr6SA~=yjXl|4}Z151`za9#a7dOi*)t z=~Lwb5T?sDECYE_Pj+roz=1p_a;(!B>Q*NwL8WkYgNjZGP$M$wWG)05NZjpiHoV+v z$7c(i*~*BgL*xySh($DF0#x-1B`%SPO?2WbR-we^$%;D*c~JDI2Q{f-?^l$t+V(`! zJ*|CjYvTLb`FN5(YPl~)@Qcb*=;tl_3F&_NGYh(sB$syGWpXzp)d3TbKn1=`FoOJx zm%x;P44_~Wfmz(2+_aevP-X#v6ORx91EvXbfQ6lGp$a|8Lf?#RP9r-F<~lGL2Mo}G z1L57NFgdDNmdb}P1ESEbV6P+Yl9#>onSY)b%qJG){}r^DV$!w~J%?mbS6k$wuSOEA z?THa4FCk+Yo8<`cp;0GlTq7Ib=f$1h*X&F|jTrOSk7f|LXm54+tZ; zJB`BTv>H^Rk^>IoT+9f`vRQs=rK1X{&TbjBnEH~YHMJ>!fVsq_H3*7PRHE~$Xsb^& zgqfe%h*7P_k!N;MB+|qhHH&pkZ8qyfDKZf^)9B5ifD>Edj9(hwV9p$&lSg(GOFNOI zw-h)@1(ukcB~7IOD`h@CTiJ>S zm^-!Y5`mh`2tfo_MMY{xe(TJoei4jNrRMj{m@G#O0w-AQrdEH#)oY29Dq`Kr+sJx9 zxs~NyTkzkyb&{nD-fasSiXfNV z^bIe5Q9v+KdRoIF*0k2nFdvwsa;novCF6n&c*&6pNX*SP z{HY6@3WORy-kd?4XFVHH#3QDa5_4hV+e9SADh{soTI|%T88;Fx`Ou8P7d{)K5642$ z@s7P}-TGzsEBG6-xV8}Lx2QD&0iW?k>v z%OSvQX*wgB1}8Mje!+95T+OLuvvk5eMBcLZ9Bpa$tj~Vt=_>+_%s~^HdKj^YaH;0S z4T15g-E)bfRRZZ_jc?Lft@Ix*|BdNv;Yib*_KK&uYh*O2bpm~xCtixJ-b$htmaKjc zv=3M1OsRT2f3kH2D&T@#^P1uZrod&*7QKQvOqISFc-SCcgIL8TAZN*R1K(?Q_;wEHK zyG5-5oTqpahy_Hzl~aJUkE|p59RoJoI|d6)1svc2$V|NAyVf|w)2{ZoS3r>hSX=_Q z?iZ5Z2kfKT`+jmsyuQ!u?<_a`;gh$9p1wRGG1vCYiwaysCtA_uW;BQ(olRx2d+5?C zI#4bRzp2=W^hs~}rh^Ri|8b4QyZhc-yYPY+{LbcGHOo7H4v6ykn0z*cXAjvUYA`67 zDKl+X6Gb%>^bv01HZlxTBI95cd|4R6>wb9mEP~w_2FVe0m{ys0qLXW!0XTQCpx@GoAF6c|qiv#mR9aPnHLsd(-r*3SojP^yA(^O~#OiV*bT&8xnOZSs%P zRIe*UO$z_VE)F08!vhrcqRvXr;PRtp>H`c9PCop|acoWFI6w{65bp4U6j8+sbI1<; zt`3g}5BKmFTd)t6X&7fv5TC|E3QMiW|Km)Xd=j z^eDUrXjJm?lFpGoL~cG#az6f%I|vIN<8gv05aKFe1M#CJ?}N2^W*_xqC55LPG0ge` zvM7IXAPMqT4D!S#!Xu`pBQ}Ea#7+H#QPhZ5T>w?WnPj$bn@hkvM>V@DU%Wq z%P%k>0(-6p=M0hD!l>u25-X?b5htx8@qm4}$}88V$L6OAyQ0X*vMkps9HnGR_VOq1 z`e_d_^Y%AX7~IrR{jipn9D z@-`kb{ghEM50M8Wp*nlcG93{!xv3hDqJ6lMjl2@9Kr@a!(h6Ent^6%7N|I$3fH);= z4n@T$U5O|K^DplMkp|%GAdV(^6YhNTH}B9sX(=d$#yH_nITe%znN!6U;yEEtI)lZ< zsM9KePCLD38Z*;7k%E1|Gd!(jJj?SEIc@4p(-TwkXXukHO$9;o3OPju6+fje1Hc7j z;6LHc0itg|;PX9tbN~%hre+iHV01x^)bJYAK_OHyo)R*rvhor!J7EGt9dScBbThwG z|2#eO^qj6MP!BA=5deoTMOCym`6(p}^b5^2Vn}6iq(BNVLy^$V0ibU+*O5R!#TK_O zNP}ibyKqg9G*EXbNmc9>TwyT*qe-QbDjm{7AyPXF!CA^jY^bpsjnF7O6eBZ|oVXO7 zHjxwO!Y&@nFJ_Oz@Y9j<3QbKV9Z&Tq@f7f`pf2r#&2|)4XGTu}^Ht-Lc>HuN0aZ|e zb%+Snw+t0g|3Xp2jXJr$JzEvN8^*!!!K!3(X1vH3SHCXkPrXrvTdP~JPffNpv{{{nN zxRjL{$EeZTZ{04FYb3HJ$Y)Z`r#m%sDLB)8)TUaq@&1;O3AGg@qfkr_z?YUyT!9Br zdGenUbXD!tS2;{)aP|6l_0IBjUv2h?`t@IFPGF7IFP`aO5!T$$?LtW;8d0RGXo6BB z*14pW{zNb7?9a#0DGazZ$@t~~{*5~dkX~P{Fyhr^=VJk&EL~gkYsaHk#lv3TLv3NR zUTe1cjE8M+c5Y!NXEkDaoHAeswmW`SS(z0G8R;=KreyBEN zNAl`mE0zqy6kGOE3IG??V@e9ZWiD4fG?y?b3~kMWbbk+MOjkbE^%UQh|88AZXzca| z6VfSpmS6!R2cz_FXH0xbgm9bIX^{{t85eG-*7Z_gJ*)7hFv(l&W+_E(#bb5P zwl8xLbp?-H@v(JZw|lA0UuAc8p|W=Q_E&hYDw(x1k;{yH*KiLPDc*o7L~kSI$2@ri zWXqB+_z1*ai+NR0bxnY5?;~|@gFai$dSBMraLH_0(|a9QSiv`ZagcWRmOFe!CD51s zs5C>Dg}JzsY2EjI5qEyUa&fn@OFuGX_2z2lNq|XqXH->ah|@4$=5wu#d&Bl!40t`L zmjPeKh3^w}wRcyIhkzgWh~*=8B{(`UL2r9@AQ%!m5ph{{HzG9@{}O*!go9UpIC8AA z^((9*3?6rdMb(B$Hp=|hAI%hy+Oz9`k^~ueJbGA;<5RrDpK>Pt7>wfM$+CSC8$(i2Hb!!y{)U)Fa53J31tNA8ms_7^@bUksBEgMsMDP zmqfjk3&a?5PcwN9&oEq*rg8}ps2Q5A`I@i51hjbzgTZCCd7JYiaX1zFoRR07vH7B@84G}`I}Yxn+?!5 zNVzp#IXqCgCvkY;&e;TOngnlJo_YE`==qlKIiClDiZys>oe>(jW<(U(QVBY3zS3Gj zvx^hjOPARUbf5?x}-&VtwB1iI~tn3_M*vp zrFYM()fJ*vSw3oSozHfsPuZ?NC8m3Nu!qK9>)D=N0iU}=iY?SK&8Q^=x?+d7lE6wk()bm_DTEJLpUL^g<2qZ87tYBaOLmanwnZ~ zgt8-IKJyM&Rwb{0zdA2h;wq@I`H@dau8@F@Y z%1S$8j$1!=JHSJkz?1vH`OsfULPI{pB%WKbx#J;+)}P7fv6riT=P$btdb=x8s>5=U z$5@XZ`oTOUQp)SYSagSxXPmpRy<78*O-04MW3CYa3$|Il=bOGY+P>TRwKp2aX_&w5 zBXma_us_Asi0w93g+Ln!mMq zIP)CY>ca#?!3pM|(GvjDRYnvHJj#u7$|o~xtQ^9(K}FWxkW>u4X5>3N{yfkHebBMFnp0ZHEsWO( z!qF4J2}D64=3oviosavK6N0wEhvmVeI|16SmmNE)rSZ!p`*1g0al6}ur~11eH!eJp zasq>1yhOBfQB|E6#a;Xh^L^3xeZ5_a|K4+*+4)`04E@;SdYb8**o*zO_1m^B+MDUx zJ)Aw#nVizA9f_}<(Kfx?k4rm|)~c*K54Gb3>x})A6jy|gU)lPoB@75 z`yF%z-X3ed*N3}BVceE_es^$P3vd3{fgIs!TdmnTJm!FqpnVRU;Nmg92^hP|CzBGc zJi^n>=bVwt-S6W$4~r?S=th3*K{P~7p3H|=ZlXMEW$0lIsG=Q>D)4JJ25lV(MTu?7stqc?6ovw zPyO^%-Sw{4neFlIXNxWCQP-u+|L*^S*8ddmvrqM3?J%}>hl=Oki)USz{4XZ{@Ethu zt&;J(okS?S>l2yWw=(m~{%p1w?c?ZiPxLN&n`UmlCoMPEVP7BlULa6^dapk)Y#jx= z|2ABmKE~exr$0Y_H1`u{_j$j2eg7eWzdMAVN-4imuQc)b7y`E>-u!yC;3!hnGS z2?`oKh%jNoUU%=O(&4D6ihVeEa78130kY!Gs0lIgA*Op2dk9 zJ3jm-vg9`+&PSy(P&Z#7$A^f(W6|m;=~DaY3ro0XWwLPyI@74 zxeLzZ-TP+F;0h68A^z|q@`y8+hm>8@g!Jh$fjhsBJ-c?BUcs9EKK5-Sv})PbJs+3u z+q;Ph6-wkce*D7p>jyrp=dphMlKa20Y}tSRr2$%j28w1zX{MoOKu1W`wjD|)ycAo6 zBT+cpN5l1Y1xU;NhFyo-iD)5i7Aj{ULMR4RK#K(tq*{tH&Pd~R5lle|dOE&E2_@x4 zv}2HV-BpNuM)qZ2|B`{so zfuL@g!h)+N(Bhm|K?f*?4#IRSjT#1LYis$k>EU&EW`{+;+x3a3z%#zNY{CjJoK&-S zJv)~p(VB-||F!H9=^lL7BAIQ++ji@%V^xY9;JE#j`)O!q)RFF~sva~iRz3wYNqAbneP4(8&3%-JZS@9ieK) z)@V4?jz7+@)E7fMHC>KI>Tcc znw%HC1S*h5)7xIvBz8TATx@dO&2P?o#JFUu85^nbe`HOYn{L8juJ{l`a7sz##j(P7XuVKdsbDcwyvU4PA4_t&9<0JtU6(Lexg&C@zl71EL-8 zh#Vmfu`P6Y#1R#uM2#^~Y)y0`Vai9kDVFYZ>l;lSP|ziT)QEN|j1wJg)1jrQF^%=( z|0EjkcS%f!vNvA@mL>&=$5g74D-8^!EA8S4KVt16Nn|3V4EaPv@<)*;0}bl3#J<(V zO(45V5$#Y&r!ux?hxk&a8lA}%7+&X%z+)zI7Kh3jS(A63T%|X^8ItMQGA|F4C0iyq zNL=Ppmx6+!;%AaoHCszJdIDlT0pojaD zK*0&oh(^RKjTk3i8ez_e2y&e291J^m>COn|4}7L zWifPTC+UbwH`zj+0>y<`S>tR7!qbADXq359DR$hd9k>d0t`H?^QS(xWj6!5%fB0Ne zo%+sBU_6?)~XaRS83gfG;1o>gKl+jCrKVM>)1THigvUG z@ygfknpdPEVwY+#|v%MV&lpMUg(+6D%4}>_u&J-i+9a}8A?{TWdYu54 zNVr&00C0tc&&QH>x(bZI5l&mw)Xvf&k815}L8?gEk_?z7EkskbE0ON1^Sj`k;d2|+AF z!Ktu{UWNUaUW_#*R|+sweC2nzwfoS0^%Y?I+AGBwVsYRG4C7T6_`rI72(}i?VDp94 zWMYtKf!J5u(HtQK5jf4d5_sa4bf`8Pu^Bf9I$|Zymn)ThW_{J@;;THAcqaI4gtk1Q zD93orftqng5gd{EwAQr@-m%H1Y9I-die)aiFfo0oT*<~)#Eum+OET%4%L*^cNO>-H z@@ygJ5_&5e<}#Td?L#xG6U}=aTOo0Y2f*YQF@ybOf!F}*(U>8NS{z6MlJ~=7^48C+ zTJ%Hq43rS}EXe`I6RlgL-s|uLX=BPYbRi9F=t&xvlzxa{{EF#K|HHO}>67qhf{X^1 zP2e@;8hdCDnjv`An*R&F~MlsdffY;N5eo@o20f%0~+-z})?(pa?z`Kz+= zFj#Q0Ei}+>LJCfbnizc*+fH-0L%{7EgOf?zV9H5`!I~WrJv=v6rZ}sU0_L~AO5yPC zxP^vo$UfBAAq&1wj@^72A8$r8Z*XJ^uIjoYgA?5^7;YUO1-$>uCa`@^myiD$d8H2^E1&qD z9}yk1LElAK?*w796&cW$MO$PLuNP4pc79)m2ygNl7cm{uF#@^8MG266Rv~B$)qX6o zeplfjhL#;P=U&ElZYoG|ESP^USQPu$f1|S)eNYEc|5p%^LOxYDC6hsYZ{`_6wtZM7 zb7WR!5y&SKQh^i5goqFfPY8ug_=FVr8W$)XVx)7vRAN2~Z#SF@x;HY!B9KJ(hrMpnWYgYr-3K;5|{WiduD}%xP*t8h*P+TPlyx2=!=gyFj+`t zkQfulr5!~hi8!>3tp+3ZrX^EK*5c#r3c>#0XfhN{veWw;AE_*j_jyQKiF)XAz=iPeMN9puTz9ew?lyF zG+5w_g=Rlr;x56+hz03{1i6R@SrJ2VjVvLJA@Y#uhbF4#C%8v@87Y-mv5|q*k!pbe zdEgIokORTs4;C;lX7h^Wvq&rHY!aq*EE55U)sHb&JT@7KZ^Dz!G#n0yls;L3#)ybQ z*@TR!jIky(Z3z=4$q^3Hfs}6lf~bSUY6--rMZkctp62mX)&VR>>6 z_KtAIa<#a17KT_b2qAFEFtd`A50Z(I*mKEYg+ED*eA$-=X@v*TE9`O*f(c)(Srbs{ zMkQ7w7imC`X`DI{ncsDl7LbYvzyJ`y3;uusocUTP7cOG(24RqW_GD_OW||;@nu%o* znA+bBvxE%d8oJ*mL36(6sd7S^*6+9rBH296N z6OM@B4~zgi22q_+l|I-9#kbgmKmy- z0&O4#eVC0nxta^qCiAHihxvHfw1E=Qlk52!BTAc0n3s)sh0S=BL7{GEXdA?-Lo~{! zDPg147h9I07?jBXnHi*}_I(M^j&C3boHig-WQSOXhudjkQt+DEcspb#R0I*8-xj5q zn0CI&99&wIUh1Ah8J`zOr4m6n8CpMOiWI6bfytt#ZEC7-ns4F~8OzB4TImm002M00 zfCa%pk^vd23aFXFZ(CPquT!c^_YzjBK#lrs{&^MpC_EdQ5?8$^AYNDCyhzen! z@E0h?YOSWKtrI1nRb+Kk|H7(XDUu>-3A3uF4OW&0$VkpMni!@O*@z+4`a^&gXmU9; z%KB}>SvahwqLkVp?Wu@P2&N}W9n%D=NdaP#`a%l3t(@0%Y>=u}vZ|B`0Se$`8kk6( zW|k0ITcsfYS!EFT`GU5BrcOhwA#t*fimxcUvKJD9o2nujB8**XsR7G`Y9g&;dNT~m zg**#cE!(gj_poM3w3MNTh~gk9v~2m-Z2z$t9cy8P=Mq4BNBdH;iG{5XLbV5%wUQTf zTl;M~)vPo-keAwoIGc78905uUn%Xmzlk8nknp5JOwEE17x)8WFb|vFmz$^0<8< zTYJAsW_**LO_Q=<|M#dXq$glYCO%6N>IS(9fR|+ZtY2!7Ia{Wx!MVvXxm*~xbX#|J zd$*^PfM(DGqNflM>y9gjq?)mv)dmq)J6Cs;5eMhE1eCk561pRCxK{DI`Ex+Ms}n}) zuRsZ{n3}fJ+IXL<6EiBhXlS=ol^ODwx)R}_aB4-Mp`=<=cx+2oI3aHG>NttZsk?g+ z9cn!2s}LXty$)H1Ffq2b1F(8|vjkhP1p&UuLA%lWfKv%18_v6|#M=;fsU`w>xn^6Nnj1g4;kN#J zN2D9TEH}W||67L#{CC}(RUZ7f!0L<>Y&VPBn^@Y68eAMA9J#Kdm}~VXF*1RbOTYD7 zqRK0#I=h<*VSj`h5+*PebAS|f#V#CU4;#bWi@I2YULKSg^2CxoCYsxKPbA^P zu(z7~OTl&m#9G_JLBYZ6J0qS|e1KxdZ707@{I6wevzfcR%&Q{6CkkKe1fq}tP7uaT zVZ>s*Fl1cDL3qYly1M9NeXqM2Xz6koHYYIJ6PH}Rj|#!aV!;%V$9x>ig@(aM5xmW% z0Eg!%=y)jL8YqbYZZ`oP516;t)Rgrw42x z+gWOa|A`W<{7sAp&b2bj!$rg#SkCZO%Rif#Ae<8Gd=;WflE^Y0gBYTRjL0P#5>uhY zR58iOEDEap%*ztZ)2uSpteXwdDJH{`+MIRV3_m*jXZlKAOEzLjES?pd&cijx@+Ht= z+dLorXYNdX9sPFZR$p@<3IS~pEA7t%EnpEa1JZ2JVjvm_jb05MLTlU^LTFE3!W451 zJ>u(ULJdY5Os_N)bR@mQXmZQTB+~M0)La42$_&ZI{Le5AV=_(C27S|L><~JwavVDv z3%Dxn0u)od$`@zS_p{M0v5?br&bMJKOkEOoU96;v*DWE`Bk>F6E)zih*p1}o& z|Bcv*t=Ne@DxGZ24S}RB>1;jSuIJ^<1)(OW>`gW)e{)?EuMErQtiEuRpHVFmeS9Kn zZ50d9)@cfSmRt~ATo5B5*n>SyH??pUia1oA%7IT zESYrKO19U$yVRxql%}nIp6wB;ZFE*q0FkWHVVnT8ZQIm^+q-Svirw3ftq{PphmnMh z$PJ0krQJ~G)^p9v_%$Z2t!IIP(KCX@D?HvbTHfbP;OU*v>-`z2*Rk*8Ug2vIy*uBI zW!<=$-0p|n9C+a&o8jpj-4pTDwow53jo$$dpaV|e=565UrNGe^Hw>ay5>beccS?vXYFivI439q;NLT0WGhVYWB^?x_6Efe2sf_vcU;f9@X7p$HGs2``n2 zZUrZg@+q(KD(~=){@j)*r51nM%dWCthTVPsLI7X9U@jCqFB2mF@eG6RB!Alrzw$?q z^eImTE>AN)zk4z-$2kM_iu>(TpK~A|<~%R(!7=pj(llL9^v!PcNl*4Fzx1&lFHWCx z8xHnsFT_}$;kjunwe#|_jP(w&_16USA<_0>FHt66_JMB&XD{ve|3vd#WjE)n@0xD) zca8Oc-k5@{_Cj&@LC-LU@Aon`_JU9LgfH(0wAQtf?|o18Ut8C^y!W`7`nRWHfr$B; zpGq=K1)N{@R6qr2FZm|BPk^%N&t%^h-tA+R`gxCQug}+&&+Tyu``IY_wBPx+U-+W0 zc){=W9=h#|U;4H){5roH$WN`S?+~Q#f#ARVk;CfFpY*nm`|+DF*#DcR?fzWr@p5na ziOK!&HTjnA{SRUMp#JFP4-g3i4kTF6;6a256)t4h(BVUf2_np(V#VS`j2SgvtU`rK z4+{eeL?l@fVla~_RW7^|?8-`*F$H3IDKq7jnl^QsK$KJG|IaIkehwvwljzZbh)f`5 znt*3hs0o6Oj0*K>Rjdh=X64$|>sPR0t4^%A(JV$LX_<8V7*Zfru_?F4RoT)f-IYec z+Qoa2Z(oEx0kgb2IB;RZ34<+7e3EhFh;t#Elswt;Wz3nOl0DnmirTauL5kFTkY?$E ze^D>I>Q!&!pqEX!)cjhr;MD?g=T3^4cLJ2Z6;>8r-1u?2WI-=y-dwF{w+Z0pj=fqn za)QCRULVXov3JP3Yx~ArUHEM5PKBl)sGa?L`0-aNcV53abkf4zmv>42IPs=<@-Hs% zx?3+Z@iH@SHT0&-O)v+41MoQX!h^o zNg88Jk4hf9^pZCpe{?QL>4voOt0vjwGD#z0o3Oh!Ws5Vj*=9s-O$N0z?oH#2ittN7 z18po!F_|OtPtymZW zX20sS$YCeD_A*-~%y!fGbTxKda%Cdb)MW2V|Fujr@lvu{_M$aO$;qCLbXqsRZERc1 zEHy6JOyy&>T!ITO>D+YH9Zl8q2963Re7l?t5sGQL!UT-zm;Tu4 zk&y$Kx1w{K+GVV>hB@Z6mYBIXevi6Y&;mxv87H6-@p9C+l`i z^hoc%%+=A)_Sg- z=PmE%RZo=s)uhM%|1N2ddjm9_M_dpc(3Qr25!o62#>KnirH^Op3r5?rK0U8j2$T{EfAjmRFH6~+fn;-?##<>i3C2THoU{-dhtsd@0 zgwwlF_)2)h?3D_IOH?6T2yUE*8i>zvR`yY&T&hOA%(w`e>W zLUU2K3|)z836@>5@SDLTr&xw*Omx-}nJX*~Ra&SJyNnZ1DAHzD3Xn>x^dx=Mydf8R zxsoVli9+0*QX73q&|Jy0oD1d3In&um97L3kp=76Us8S=6piQBG!Y5KXs>&rz^Oe>t zUJheoKg_@drB(}P|2FDF|Ab!YpA4nxU>y2TJ4RHZK%nR-S2eGC22O5Q5M!-g8mpNS zq?P<^n?E74QeU<-0h0sbmJE8Eq~~reLj!G1aQs}A(>g!}iJ6O~j?W z;#0~#N7_$pf+e?Qv@Bf~NJLAfR=Jm1?Hm*P+{4-twv26SW(HQJ6(}Ou} zpFItc9S3^8|AXEz*bWWD;j$SKNgmJh_B7K-uZ^U3l}XvOvgxnPSjKtg^rwA|lu(QM zxuia;a9WaT!6o{n!N3Bm5kzH@1QKlD4DX5&{E)}8$I4gYwKTi^>n#Uc*ctvYp?~u( z;PCgk9m6$K zkgXzUGlbqGwKttd_}6}`DC7Q~@Sg*YgBpaq2KFs?scSQ*g-h1mj*B>LH~y1=J~2J| z#F!J*C*A{7dYj4BQOY^~bAtRi{ntVtxu}g!@-eHKJfSUN!eN5ugF4+IP+gs9w>oj)nv}OV>vaDb zF82459qEG~ywcUqkiKX4?=q?4;hX36#L%5;np(O-@IGFhF9h;+$57${KXxw@Ui3#d zyn>eZaALWgx6W4D;-kL#g1X+(Q+hJaEB+We7n(<&rwdQg7PJK{fGSj-4qPh#`NRl* z^rJ8R(?IO=Vl_?nv3d#X=O-Lj=66dkw@IvJJ?WtxzxTZ7H+IlgLC)FwPY$9g!I94! zs1&2CdZRVWxIe4uzou9W2k9c?vp71lxcAGA z|M-(Xq@%w&t0(gNl586hmXfS6SY~2V~ZTQ=|TAWK_D!=k}I}axveey5}ipxqFKVdGq$)g zHW54u$@8E{8bCR_J%H*%uP8#iV8FBqPbscI@fDdQs;#69;wL!mgDx%iu%tHUgs#YA#R|8Rs2JMq1m z&>42Y7t%qP$i z!~)y8YYULZ917txiOZzR(lAQA>`bI|N~pZTw7N=x_{$+7%_9rQfrvTbP|WR6O^M4& zrh!D4ysRZuK|;(6*i4CoEQsFJOwH&r8}LlxYyrItO{qjpffz~iQ%=UKOa_w8hICGw z+0BJ;%{PNirZCNuqDhK7%j>L7;QSxqEKcHt0px^={d&#RL&Pp3b7E%4PnK~24uAmx9nkb-IkBKn7|BrDvd(B^DH}Z= z355yw)U+L;QC(V1S(HrjF#%B^(SmS-Bu#)35QTvdg&kGVzHk5vaM2gNO9C}F#)D6T z@XsPyP%l-uF+H-p+QxR9Qr*Rj=8LtAFV9DvMM!Yr8bob2tAod{YLJqQ-YWS6VOzFNKz^F(}Dq1 zL0w8hjZrd2&8S(mym-xvd0nJxHHiD!4bea#QDIGhP%T$-Ays2N z%5;T+b>-5uV$d74B-oT#qyo%*or#Q9DqR%|c?{A(Y1D)0R;3bAsyJALH5NckSC(yA zmwj26by#*C%_Q7c>ZsR6!dZD`A!oIYdo2l(jf-pTy`RlV794>SEeNFDRB}yOmAz7! zjasQyR}_F)me5(vgO;Jyi4LR=X*I>3T}Amw)Jo~t|B?w5vvpb$TG^>>Tb6a$sx?%7 z#ahJk*XV@JMWecEy&yD&)AcG^x!7353zSt=+j1%ZwsqUKgfw)c9<=i4b>=V?zTG*tbe8r7a)IO~Z%g`e^ZC0aq5-|ZEg?hRl4-Cr0m zUaM{1jIz$vZP!?3O%H0ecoAIMv|cZ9hxZa0w;6vnM!4%_@ z@?s;l5G0OaHC|&jZsQX0-zR1OMDPboIDp!=1ojchImFrHCjUWslt=7ja#WG?4d7Klf7=20$^umub% z(qx8+<|OImFWqLF1r~aKs(hx5Zx-j{K<08*uH_?9Re82oVn&`4L16pb zW+AqWUiNXbUjtW=7~rZs)4N<%eipMtkT|M{A0vU-Qt*> zU3T9)!zo2q|xq74rIHA-SDPY!aZ)}9&f?2(hxB3=l*Qu9bto* zUZB9}LabKnp3nN$*o5wq%lSS;{5}c&-tP+NZ~vZc^cIwfcHGlMaN%Z()IK-X-te-m z-vy5d@1Ae~a)1iIa0~}s37&ky&UTs`r_xNl-1aTWj57I*Q@&T!D4MF~9A z4hL=)Wq#ykIr3#guxC~%Xp3@bPtI#S;A=PRY&`XBK|XJ^$Z=M+b1>m_JNtA#<#kea zc6O9^U3qwUGkkpFd_VJiM*e(2Er7jHfN|r4MD&A8K!mdXghY3SSZ|1O&WLDSiIU`r zVTg-vii?W$i%tKFN92r1GL5~Ujcu)tN{oG*#HGZmc#&Ltkq>Ra= zvdM|7%aG&Cg!0R%|I2mn%zKl~qyEl%oY14i(1hdAjLgxM@zRB()1%GPgyYkb|I>WK z)X~w^hSJrG{?&rs*14bd{wobctL6B(@%Xgt`K$H$tMmG$`ue8(`mO!?wEg{`}ni{p0PICJXU$+M@=pFo2O9ZIyQ(W6L{ zDqYI7sne%Wqe`7hwW`&tShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS74g7a|!W z&Ub-}y#xW|iSNbH+yNJS5Zz?Ap*C4?2~4KkKn0|>Ky3o0Ng;=f5O89MnHYdunyM{; zLx-syU?84;-q>bzN)~G9p@=355tCOw8DBNHT(BoDKNgo9e!c_&=7}EQk_Q37<$;Tq zLUs~q1@8ffOAyY<_eF>RHvdTwob4?@qKPcP%HRhm_J|8EEZEvffMgVKqJIH05`m?P zHtX!O(4NPrlkj<iLX zEUm$jhyjT7GKinAxRh`%y|{d_fD-_AGHfr)M(gmy5J&9Tv>!TZZGd?^SP-W@=J7$e z3;Y)Z0`B&LLIUa$BIg$u1lNf#OxOzG7s=)KEqYv3!$<)Rc<^7Gwld+|1^-3hB75P6 z$VhSs({jOkL40=s3koPep~P5ct@YM#QJkE`3MPE>YbUbMqqhqb(n}l#7*fr!WGE2g z4sxD0WgfodA#*1N4FCO~3RmXbFD?-zcR&FNRItFXDxloqiGO2o!3D#z@LnfTBS0h9 zoOkZ|=UI8pFBy;alE=?L@^>2!Znyik0zC4-paTC$VYCpgX?GK0tLR>yE*9CXRrPCK2aRplOsYZsftlwt$=e2u)E^GL8KdU zmG1itpdp3eqPwlQFf!)vy#)VZ&WteEe7s;R+4TZOscN2jp7%b5Da;U^h=6kn(W6d` zje8i(pawUH5)KWbJqK`r1Da7KnUyGQ0BRU(P}3YNt!M!xWW@cHmbZh=&V{>UP^~D} zzrYD7IVqyg0slf22RSXSf6g<&0*J=2;#9^qA>@I`Qpdq6TJeflY={X*7950`%!C#= z5efNL8PTv{Kgp5L3sa;bUKub`2lG^NhIGGqvA{WAe1N4qc)V;OKy7qG9)KFB9&I@X z76M8QcBXWJ^NH|1JD_3~CrQalVlY$*%fqlnB_|S&s6w4pf)B93O{%#JbRrrX>4ZrECCI4N5GSbA z*yc2Svdz>=5E~`pZ)q8&fW}@U(a0Ppqz?T+n+V{X1UM80$vI7RKBk&7Wzys#2HA)B~NgsZfooRHu5W5+L;?mAM*Kx60M79w|5oK*4OT=hd>B^{kw$ z8d}%N*0xFvH*SrqT<7YP!$s$=c+IO`^~!+0`t`4X4Xj}QdRGP%_O1@tD_%v&*v2+i zua12z&mv3N%3Aian9ZzaH%nR3a5l4Wr7Ikg{M27)?;D&O!(G2D;SGmoIu5_RK++6%37ufxU zcDJit?0WaR;0^D0VL@J4q~Z_gO|N>_i{3)GR}}D#uYBPfiu&3&6r8~CefP_W{`&X7 z{&lZ_2Tb4s3pfx64n%qfTwhKU!om3sMIrux;0EItz!-M0fd@E_ZnqJj)r-fewU-?<`_JJK7Nx^zfb)LFr0U z+7Fn{w5I(qhdKCx3m*7Mkzt&hA=ib;PWggAI#GhvCb`u!E{cpjf@+q`_G-K}9ch6} z>(a_(*0FgF19VX3VjEkz;`Oq!mmTIYJ9`ynX0MsqOzmo;dCr`8bDiz1XA+-y&yNnb zBNX9?KodIAh36Yf|^7)^-{7QCP5Qg53Dk zy#9%)F(UAi02=|V?xwC29+HNqc+FU`%LZ=Q~JbgMz^8YZEi*DS=^Bp1-3d_k(~x$+PcZIp-B{c$PbZ2$ z{E?7eaq%tM2dT)2F60e(N$f7xb2|CVp>0%k=TNe43xh!T;#QDtt zp7VfPp7Wj~_}o2@d7fu(a}?M6-GzYf-_h-JJtG^?7w+Sg`?Bk< z-v;-WzZtf(oZZX!oDbUEg5Gww2~YS)_);IMfIj2Zy?B{F`ud@uIsfJrp?N=W-Y2&I z{AU(E7xp8i6aI*;K}LOWtkcBo4jFw(a_w7zY#k>0Clde{8z#_uyXSGeS6;vua>7Sm zCTDyZ7J(9|d=%Jxf(Ct$muTJwZ`5aaCT4xrpbw!yZhoh8Ax3B4#&e0*Zr)~M*T)H# zXJX@*d7E~AJ&}Iu*BSqZ7XzpiswRI0;RKv_}vkx@oyI!73L zLx>SkSP}eZaf6p)~9p|hlo$nVh~}CDDjDAp^ZC1 za8!p7lBf`r*jtxa65$9Du4fUe*9(lub*L8;n@D7-7acnATv>>PzSoMb_=+PZ3bOc* zvsjC^c#F6gb1ArP83=tdS7M6bUcp!hm}g?UNN61RfsZG7kQRa;Xn8YObeR^7Kyi-L z=o6De0Va8pD4CKfX_6I?k{1wrBAFHe*c4Nj5b-Dx@1j$|rbl zh+=y-kv%t-^TuZp=?4?}ZW|d1sSu2uU~YE?jMea#aA|LTFqb|-nRS^HcPRtR*__V# zoY484Jir4h5SUbmm~!EmMDc?NVVMu1nB~Zc*#B7(I0$i_IGz>J3uKjznb;EQSpW@S zh16w$ytj%9cwM2%k0w`|rU{U!8G)*qm8^-8@wN)pKnrw+2?q*&T%dhi@SqJEXcF0m zYAKdvsfU4p3BVbH;@6SISqReT6WW=aJ+Yk8d7>!FoYZNZDdC-B;i5Oeod;2#ApxF@ z=@2kl5JMK3H_8zsIubOh61Pn9LiGbDhl)r#%`N@FfMPK~cpUC&0c^9C!IG}^) zXy8|3`NfcYW_0ETp%JQmf#6;tC<|st<)gXlHh&y_l-0YIF4#r#vyIbcz#p zil=va19~c$crlYqQIp_Us23+=6fTobgf%e*= zl*X$&;j6!D6L)z7Hz2ITTC7xPt!*K#JYjkW!KgJss5+{SNTzF~g{>lyqZgsDBg+KC z=B<-Tu9hmU<65q9x1aMBU+X%h?f>dup(?8I8m}j2s`XlF_lmDZ2ci6`4{1iLdRUR- zW@!kk6DGT`Gf@F6;II!%wN`tzR@T{$i?yU%x>(D#*;uw}0lG3FqXgl$s{3na zYlJ*Tgdf{~MA)7uVX+*+y5d=+c>A*0RSev~x6kFbFng|pyS#<#pEuiIh`W_p`hl3x zxQ~0iH89o7>Tr% zTa`$=M@FrZxe&-Iq(nIrmZOxx%MJM1vXY9tn0l_Mkgm%sxXnw3HygcjrnuA#3uIY% zHHW=%`H?!1c8sM1Yld#HIk0W2tDFm>=o`E08x!p7zA#L+@XHdsI~M<&6y8{MMuBmZ zxLTiB!E{)E>{EjU_#3GRghS?H*Rm@3zU3j})3*5j9&CrwV(3kw5(K}*y zHqpZPZ8L|xVayO3P0D6`##$QE8ym803)Uvx6DXb1S6iLI!6`xTO(ucMVNu8fS8#$_ z6rjt~Jc)!kjS;430*>sh2TZ(u-M8J9pA3xDhJDyct<+3il};VeQEjS1*P5N|jMfLr z3=tip{JrAKhHY91UOlMl+`j^0*JHgBWo_0nOaZ}h0lhGF{y+ii*}Hii7BD>%du$N3 zjS{5I5V;Kzy&VxUoe-ud)K~Uh%52m|9hC}=*v$RR(7f0W-PqOaV7%FaCk%&$VA)tb zSscC9g%rX+cjTMae6k@x}MN!)TJ`r=frve@lrbq?J zT+r9mUB#Q=3a;SR<%P@L;E4U;4ISZDX@-a!3K(1sFvyzJS80`f)7~t~-965I2;Ltt z-l9zrGmhdHq2j2`;=l-h?|o1*&d+BN+$cfQ15x8evEv9}=Z6^+X)fHF*~o$2txMir z2>(8x#gOETj=Y8KAWO`Y-T*^Q0j7_zNw z;*-hhH^Js+?dJLr0SZt7{(uP4^bx`C6vVC)IV`ANt`l|b>mae)91$6Oe%XVL?8$!U z+$E`t{_HW^z+yJ-8o#N|UF{D2yaX8vTbykbJgVUq?hXN0(Gfx)P6aw3xglI=EC0ss z0}*l5O5P|D@bV53^q$gg?hg`F0s8Pk;;r*i(eN>G+d8W1GEv_fVe|(9^%*uiWmPr61uF@L!s+v-l%wuRaOu7 zLM;wsZ(U&D$YP)5-gT~JKW1mI@o7Klp%A4JEZuU(38H|_X&Co?HuoW6MtR`5W)ANu zf%Jk;5rl8}R?FgP~sf#(9@{PDhIf!~jXu1g zKlEi8Mto8Rb0sO%)5yP+EM)3atapT4c z3I`S#)bW9U0t5{mK7<%i;>3qcm{7!+QR7CA9X)<@SfUq5k|j+d_~P%&L?(GozJ!S& zPl=cnFV-Y!5vR!#E_Y5Wz#xk_qC~kJMVeIU(W2abJ%t+eSFxf*i%ET&3l^+ZUA=z& zno8_gvSrPlJu6D>TDEQ7zEvAa?p(Tc?S|r%SMOfEnEYbWo2r^VQGX2|#uQ2MV#bXl zIf9I-kdB`aOIXa)OS46ql|4J0`C0U6(xpwGMxDB3g%vl92!tJ5_Wx|xMqUr3&@e#) z1OyQ9M%`2O@Y5rSlV;(s6Gh|4Vd~ro{kU}JB1;DyT6O7mrA4n|jY_rZ_o%tRo2Y~`3Dp5s@sEes32WdPm#-FfTM?3C* z91lFH#IveAt++xjNhMcduSv7ugEGqb?z->3{PycFO920qj53}qLNE_7JA+6^86jHm zOf}bJv&{)H^e|32Zwpa3=TdZ2MI7_Qh($6X!jn$~Y}`q>>i>L-&`g|!>ZU5Aeq72? zA+aiI9rBLcYDrDOabCq;{!FwmF^;FbYc#Ocw|ro<&T z$Vs6(2HbVB(rQU0H`UbBPD7=4tx@Z$60cBBt)?$k|4qy>S1~#;)>&)iXe3+(b(UF& zABI>pVTm2q*b691mb8W=9?d$AQHoZgjn}-kq+SqCt>n{21}P{8R_SJ)aK|N=8%LR{ z>RhR0UN;v^k=!a%c!%yvUZYc~7ruL^%xkV@^y!x`fd36+H4?zQ3<32d!o0x-z`i?7MB%SLfL5vpq~(B8F6Z zn{|^;_cgf|C#qdVF@H+Evfw=%9wWd9FFbkej^U=5#h)TC@uwmO`tiw$uH5p=;mUkU zQE1VJmQn$>nm@%b*>^#dOEr;{)kfsF^;8VB_i9^i}Do6mpt(&jHDe*x|IbfI#3+Pu;LYoBE>9{ zM}l0G$`?gB$}uX5EJ-@!leQIG8N`b zIqENoYucqT^|{ZJ05gZeB&LLL$Ipihlvl}-TSN$1H)(>z zprd)_PGCqN9$nLcT`9&kx9QDK3TZ3h9A`*3Sk7{$Q=Rm3rCa3k&REWemT){wJ#l$Y zH7%5&H^r$(Skp(e4YNYIv|*Y)20-5ZYN9m(DoGxyF`81OKta&~CoOr&Fy?|A8kJ&4 zp?4LoLZzx86=_&UN>a+1R4i#!<4RWnPnW*bUopMqY4Uldi00I;y{rHbcp9f0_>@9~ zx@$y|S|Jt@F(OOVQ&T}Q*jFi5S^tiWNVjwVi;VKjl0EuPHZ8kNad>l!Sotbg#X4G{ zkriHMJ!u-{a!!4;^j>bQrD0?$*E{B^u7Sm^4fDEJ*!h)0x5cAP9|o;M3Kp`71zv6K zDWSPagj*(n1t~~jSw~GVXIUWyRj|4aOmdW~R|&1p#5-Oul2)XqMGtCI3&K#aRv)QY z8f^3Omr#gej-_d?ih!G2{=#p!ytSWi*VfRR?$<=hM5M3s+Y#X|7m&!TrWd4}-EcL~ zf#o3uGPa8h?{+i1upsYv%{yXpq8FVXbPLi#{Pw zr_2S^qFZNx}dVIyoRA`=Yu72!hQmYQmah|h-8XVX= zM~J9Gen_D6MqrN|bvUyA$d7|U1w)e}7mAZAxiGnCMsu>mAC+{nBVFlnLhjODQE!x1 zu{jmDMTDQ0F`Icc>QZ+*Y^MhB4R{dHV%m7s&+^CK1}zg>BR4udW*?6|Qq5lP469Y) z@RUih3R0*Gc^pNyvi}91Y-We_+37vwdsfj2s8ySLX4VU+Q`T+^aogJ$e;BxVD{gWN z6yCxHu0E z?NqvF;SGlp#G96iG?T{S0;M>{rOqsk^ETB6Z1dCAgy2D|ykkV>3E1iQap6JsxzdHX zcW1s`DNFDvqyRCxjQz=;|J?494tiLJPDT%^<>=LLxYAtw%BGJ->khK@)D{12y~g=N zS3gvny*?a-8c6JH>T}37GWm?;Hz*PwMTaFw^R`P6?v0De+GVy32}bu9cZWUR^Dfq* z7hM#8Uj<4435LTetqo4zwFuT-OK5`J@~4@q_fuRUc66@P?0En`p>WNaW?+APvraHCZ9Nk zoe2KBlc+-x0<@NL%ZSg5Iqci6Zu%%8xhk0{hPWHQ3KYNc8>><>DOe~W_G>@gn-BP# zDPCE=`ZK}L$g3+bf+=9ZaD%+xBfDPmzu_RRWg@{Cq=*vSGpI|z0x*FE#6H!VyJCPl zow=&3u)rjYJq)xok{S!XTMt<1hVbz~q*0}$V<)C#A{@lJ6ZAq}NkJAA!!aboG9*LW z&_5H=!T*mDzyk{z<1#rX03I%ci8efmfeMO0z&?&zhHc6>>5`sH@tN>b!a^iJCTv0u zdO|Z|4=JR=)GCWm$-=@DjWv7@I{d;+lo%km0yFf)Pn?1)xPmk^kr^Z#OB{_L6B+3{ zlO)>+SDZt6!-#5fv^^X>WBY|7yr4le#9o9wM3kIMQx8X^g(|$l%c(CdObu9^5N6cG zXWYb21jT6-Ls29}3;DDDLPgQg9a~|hM>53(qqC-BvRbr7A(WY1L_O*8#dfSfCVaLi z91LzS#z5-P3=UR25od(Pe=LnKq(*AA#*UkiZFHD(`<3R~!CuL{8{x;V1BwD+ zfd4V9Y=#%!R>d1}3S;_P|HD5DQBD41bJ1fRxD#;lzO) z$Wb&%S*)>eM2#T|Km()@J8TG{{0Nw=iCyx+i^RxJ>O-D+xvuI+kJK`$1j(wTwAmBJ zlGKNj1T!dUN!2jQ;|R-{BukhONSg#joK%sq{2`*85Cnt6UKy;!)3!u$Dj!@*?`leE z$S&xK%1QY(@W?W%v`Sxu$F3+XqR9n**h->9F}3(W$ka#F;K`$m$g;%DpEygj^hCAP zuQroEh=EHq!9*C0MLPwz z$gPyGnS^ys^DdQa%1G5XX{(Xh|^WWoHT&NiFR(Evb+$i`fG zNYflgWGTl4#YhH)Q6X_q+r+>mfrV3vCER30Xk*0n0M6lXOVb$94b{XB^-vHk#jMLt zA$mhVDNrC?QWJ$porH)Mby3!g(JUR$8C60EMa&!Z2YwjI-aMzG2@5hci~p{;(7TD! z93j#--3cSTPb9_0HvOUf{E5-D36pzLc8fefA~K=)&MSRUEj3gwebCuE6)_DXXLG_+ zf`v8J&TX?(IDON+^3cw_Mm6kHJL^;lQANS3&Y$YjZ5+~uFcSul17u*;Vi;6H^)5q| z)h$KTLM*sN4WmpM)6*)8Fp^Z9z|&l-R7>4ZIZaMFB~^1f)yn9`xmi{q8r2#3)Q(tI z9SMq6Wz}rWRtb7lSe?~xrOjF$KQ7~jFa@Js?Vxjt)E=T#Vs%%NFjme)Rto7)oO;%u z_)mwpSCFXJqKwv>2vT8HO>HIEg56eF^(=5zSR)bFkQ}XY?FLaYt^X&41ruObQ5)8G zEzWqg$>pRgCH)wmETW7JHE2>%#H*F(GT4>f)^2stg@svKZCIZhC!c}XW+N*QGXau& ztajDdpVbJC?buD_R2vIcoX}H;I9h={z>{@a7ZFsJW!dXP*lrqVLBZh~vfGoO+x%sypBPa~JP;<>8jCOi zIr!iIHP}(0tX2(N7S>{`b>Y86)a=y<8NR#G%7tbC-~YPg6a3BLOx)of?%@h9qA@9f zIgVf1Azo^^QL2erDB4WE)K(Dz}@04?qV3NN-!4VF4dqi zK4Z${6*XRCFKlBsrr;m83CzfYQH~YOkQGu^5ILsfW2$5L$>W!3*3gy9KAm5uY6wlf zWkD_-rJWWA(AH%DW^FBon`_w&qqQ84B#M&^V5CS^{X3jBpms0M#{X8&mBS~H&JR+h+X{@G5}X7=S~)9~gd zZV6O2<#8TmFrgK1)+cr@36VW4izW^HHPs;QynK#2Ljj!UrQ%>lyMmTlg!bu#Rp^C= zy@sv^eu!w0q-ZG3P>g<8joxS43t(Kl_rTJ_G)j$30zJX zS}T|*Hms6R0OP2pH~?sze%_nQFrH@QpSJ6S4(bM#w1(~mqb5v4OzPgNXAEU(cXjHg zM&FLcMkK3hQ6^=q4ri18=uGYfndTL+9&Gp|>}gKxhd67}*=6EHfVO^XWMI7sqw5pq zR)f9kpU!KY8BB-P2dDUJB@Ao_6O>mjZ2y8fY{XV<37H+dEfjCIYLPbOa5m?YUggw$ z7|?|Xz`|H1?!qQEn9%+ShOiswE$x@fuGIE!V{YvMe(k921b*=A+D^jT9zhh{ZNtuH z#BSf;{;SL$B;p3=#~x|qR^>VN40j%mn8tezO=hU1$c7c=w(LCF;QyAsUlh;rm!#>CI8~icRbYnj3@dFTr}KkNawLCU zCO7YID#Txaa{NN^(;)CEZ?n8=gF{F3L|61hxAOEo^r+sy9#2RW4-*zYZWrI`u3da>vkqdkB9_Vpg3T% zRL?F}C--s(Xjn&gBbW8=gwbN)27c&=TaVFBxMbS$*w1SxpsK6nIRNJY|ZAGa2ip>71{ zTOh8c>2imrmj(#;_^9Xjkf(ap9r>!&nPTYclvnu$W%&lS@s~GFeV=)mulX(4#%gD5 zIxg;=?*)A@gr4sO<(|JuMSyINc+ZgW(WoXAkfNtIZK)T0R96*YdYjdx*JbAX5$%-*L$9`N@vSqYP=JxA*Iqq^9SYR3H4-Z*{|m zeS$^&0p5B?16L-m_y6gud&$R4%CCH3zx-s~$&cZ5g`)JUcJ@(DZqeTs_`q<}wx}JUKsr|ym3N8-B$ETf%PkP?({h0rK%RlyhTzK2@b<=R} ziumB1NB-m=WS^I&+PMrJ2Z&z1@-Sgi0s%qGCDam@;S5tZDNm%wjrs^6csJC(ximk9F&3@0d`Zzm_s> z>a=OGP9`u?t%@+uL91G~QZ2~!E7-7N$C52;_AJ`8YOPiP(&jDPxN_&x#X({1+KPDh z^0n%?; z)TyP7QtA3N?ARh*&c{Y z-~YVy^4hDt_`2*XOGNS;tiQ;3T2S~h)mSahoxXN(OgaFxKmL3y6XW}%vd)DL6)}A%Wlc#n~<-rS2C^DHFfBb8^EwiLZ zo!k7mI0PprH;96}em(YP<*mBWZBT)9i@9fC)#4wXt13k0SNAubyCb&v$v*FTqVcQ=J^H&r9#Y{i}Jm3KLbwKGQhk?_9T?T_F zM2TDg2!4>D-u&P_@TrJ|LS)~Y26MQmflOQ@6kQKZ=A#p`ql>3FyB=ZswhbTum7V(HkBpL-R2(CGzXId{R+(Y6xH4K8qhh&kOkFtQmE~fB{ zEDR$VAt^~Qp0SdbOJhHZ=NbhakO2vVqZRomN;$UWh<>o+9UVr&?}2iZ%Kr%^s^pYD zLVieuQS;b^V2P0U{Rkgjd

P=?>scGI(PwCNjTf$z_TS7izquC!r%q@=Vi})+AjW zwS~%5&S8~IycjKoXiN3XZkAsfr$efl7V$kKk@r}n7v1s8chIw*_8ew1^QlirGIJy@ z?59Yi;g5Y}P8`w9WtYlz&4o6wj;GvaD!u6?bl#1k;5ipzJcz|6ZZs?w-AamhnFU`m z5}2x)r#(~pj(xJUrTaYIKLILGdldAb%u#1|KFZLYYU%<{cql~gC{ZsNvUE^nQwOQ| zrJ`yuoNLifNcr>5lB%?-Dt)9&v#M2>0u-h*%^WUlnjD?#$*DX&>;J-h3e>f-m95MHQg#g1rG!;1ZgV?H zU6Ju5gnEtT0_9lDMOJrRs_bQx+o8;Ewz-`>n>G99~xW4q$r(Y7KouJMg?yyF{pL?q;@<7?^}G1qlS$wPQInZ-m@SzjE=te&}(vzExyXr1aR>7FOBkIKxCgnTkDcYUS@<)}!&`59-&*H84<0dk9`wEQz2Cd) zJK&{!a7d=u9{pIjVjKQO(X@v%ooUR~Cn9yNQ~%y9T=zQWKOS<>CT*dUpN@|kQg#oG zd5b2DT;vdt?u=|P3)oO{+^bse+0*{t1CPcoc0r8Y$3pLc|2^=7zxPH5zVQ8Uvfzt( zZ^b|7^JZ2PWgtIxwpYIT`h9{UGOzuNgPrrCz2@pObk|#s93u=cfh*z=hb*9={U&5U z0Yn(TKEpfSv9~Af^Kb7b8=M%i_&)#!ATbCZ0T!SE9v}kto$*OS0#X_C-PH6IM&m)> z;}t~Y9g_8BV0B#H_I=&vg~{jzQOW@Z;Y?9FMPPXN%*n_BE3}|1NJ9##AN#G}`)vg3 z)!7ZYos!w#{n3;D<==VT9`6BQ3l?D!#{a?qHlPwNArm&?&pCrM7#;&M;RD*o^gZ9S zRUoJF#ph|D7h(hlcA&>~ADeXH!i->FoLoboVOit>)J()_7-0*>f;6}TFaeVn$zc1T z!27A%E{PNjQdJMC)a<>(56+%92#W3vArZ=<5h9@zMxrE6q7p)(6gFWMipHsAS{82F z7DC_`hN5VMp%`);$Z>)9sR)tHQ3z^DoY2CmtXxhxm92QqF2n*W#DX)x1J2zVJ$2DL zNrN7`-$t}w7W79-@nGB?A~W8aGx%QsI-)erVG>fJHC`h&0^I^)VzW7pLAVFCK^`@s zpeU9jSCC>UYMdh!LfB1|EMAWpKL1AngkEB#U53aCf8fvmUBeH~)-Sn3is9iP%3d=T zq&NKEG$tf9W+Oue-i0-!0Y>4ma3j>I#RS5~K!_uVgr7NfBoR?TB&1{4MFKmfVx8Ed z192pI48{fEm5W^jgPm9K@MA$XV>}FGP39y#IDo&K1eMBZnx!AGzeZz$632!9!M5g zW~2q8AZWG=X;x-bPGuxmC3uFXcwQxDR;5;&EQeRv{Kf-*uA3n1Kg;a%YTr=Xj0xH5mRe|v zp+G@A28cf9T8!u{nkbrD1&XRDo0eybZY5V*lV^4ZJtBmel4v;b8GZVjH~6TZ`soh_ zX;tkfT-M}$wk9!1=^S1|mo}<}T9{!m;(sbCr2^xz65-GsKL!!>%v`(utd~35t z>Td?U!g8y(ZfZDeEXQuFFp4W+kn368>A7~~RAPd{$F|8!maN($z{#d;imoinx@-mL z!(jMBH>9mKiELmPm^r~2sXoMy1f9?hEz#zmYyv6L3akI+;(|8qvvzHgI>V$Q&CDAx~_S`E$mXj0<3_o3V;C^ zz|Nk?D$0?#X-b_UMDD)Y?(h=v2CeZHu4^hU1P|-tQX}+wYW7kr5(?bU@ul=?@04=y zf)Xa!dPDh^unC8QHeiF{y~7E&@cE`MU+ivQw6FVSApFiR4%4seVge^H0saDkKJ>#h z;Qs;(5CF~E&h36?5_d;fD%EjuiRsDDo-U_^HgLb*S_H>~JZv!+cd-`_EAvum1v{&4 zX0YY*T?c3Ff<7V$H|}4yFdUO_3a@Y+m#{Qs0Sxbj46APqt1cB_LJkM=ckXZxUiY>T+3>e=gbz>C|}p>T&QJCFm%g2OF~Eja`;HfTW}fmznpMo;Lg8%Xt zBda`+^0u~efHE!{pK-1oCZjUyGag|q|1&@bCo%joLFe)=_p&dOZ7?r1LpQWTFZ3`M z^IFg1Xmo{q8w^m~V3$V6m3@`wjG;CMg$pSLVVuFAV zIDr#5ZHL15K=T6VfDZJ?|JI2`Zwe%>GG}vdLdP+EJO6YpvqO*A>?bN|Aqqlw3GIRd2miNxQk zXAE$I#o0B4$J|bL_(-4G;a(3eq2BtfYj>CO`mekBYZ^Pl&-srhJD&UbU`j5w3t%fu zd!CQ3H&}bcf3~3`I=C14w}<>`i@S8(HA0!YN20sBw>-O(dX2sb%2!mqM~7WUxV~e! zJD9mowq&zlnmJI%1JLKar-pbJ)5B{H zz0n8$(Ib6TlWJYr70dOtmPgYREnd&fs>EC@RHPX9I6YxScW-qw=?I$Zvd-z(UM zy*W;0C~yLln?CBNzUres52Jo4hyu)WO1W1H+oy#jPZPXz7tEQS0c62U^Sn*BB|YRl z(9?sbh66baJBn-ZuM@lA3qIk$H#s1F**<>9i*bv)_~R?Sv-f5#9C~|u{zGSeq%(Bq zi$6JFLwD3ZNY%XP?-c2;zWmRB>c4*MZ_2&zcc)0Qe&a>_7yv+^$TI5PJ9y|2B8<1N zUPFfuAv%objbcTM7cpK87tUKbdGqLn6d7_}$&&I=rc_ySWJ{MXUv88+lV(kuH*x0F zNz5C^niMyZBS(=~ETcz}CRMsLRxO@Ad+H2Ik^fmyrdP2pwMC4WEu*!X)~aR8Yg3_T z(WX_qmMuJN_WH3yi;itwyJ@i@(7Ts!U%!6=2kzTTaACuT5&LDrBynTMk0D2vJehK3 z%a<`{)(rRpl~9~OhZa4WwCGTxv{2Z*y76MxuVFuS9h){^7XCT`o}IZsZw9}CGcb@P zi!^rc5~53oav{Bl&!11sIGsAsjpbOnG`XEScbMP7hm<;=eEFQMT1E9K)4EJ>M6?GAL@Te_49lYg3NhOa!wos? z(8CWw(a}cq9P|8V!o`1zx|xDP5@CruD?u~ z(qfaG_m~0et26sE&_JUAw3Dnmn%LQpX+fkjdqn~?>;PE9OF-+E*~pn;AvC^_bu3rWdc8wv?O zD1p5QoGG`Y2TLl8eW{+7zPt(0W}hmPDmt%{lbBY5QY%|A(SmPIYQM76KRkCK1}w7n zOv=wf6BM*Tq5fnS(Rt^^Cq_q6<;%u=`R)JL-+w97l+%GZ@f2XgU_2PaRu%566Mw#7 z^)Xn1n{^Z+h15nHAs5QE*O7QllF4+y`86YEP)?Z{XRc}4nU|eWd1bC@@djD&j!jnC zWk&+1*_uiYTIivPE?VepdHR_>Z>$1$Df-xbPrswYt=ejFlRB4}U3MW5-95*Rm)*78 zB@|G4(XKbfgh}1E;kV(AyV3##CU{eW<>rg+ylKNX?=K(*EDy#4%Q04qu_@>vp^VH` zSLb+zJY-*ko*BT)F~=OK%jHDM8+mjN{ktW5R(d9*QBVD7DVb)^bdEZA8Z2v>Df!LY z@4`<`0S7ej>)(Oze5^gUE*JRUYZ?FBuCg6uEA8i@XJl={`*oY|>#@&XGrB#qn^U~6 zH&uHIouFQBz;i=DfxehnJ>nTzDV+#KfiOAxiu!R44&e>XPW0p_ z^ERSTjFOb4G-WA6^O@5q@l)6v94Ip*KE4%TMm6dr0)7(&WUvA$tl;H;ibc9&S%r;S zN{1TxQwwmkae?~#m;;?P$2n4@jy224*xd9UbHxXdP5BQq##SNqN#shwtEFi=cR^Tf&l`{X~^0PZ>~wl2R0`)LuUQiI{yV>|v|Y(OwdO zfL2i~2(Iv@QF!@FqwFFbVI188HF%U_f(M!VA%@S=!AvbhjvhXfk~9-E6T47zSX?q|ua20sP_fj=DuPeZ(cjx7-oDYY2sOPEp8 ztX#`IDOIUUz{s;T!IZIY!cWPZ(%1;)C#XlQEV{(f!Kg73spS-gH1>gwrrLtDU-J`G zlLNhXyptVOb!|HAXU`aEm0w&{>uquSny`|Ux1%&`E3s$W+_KMnaRXe${Gx!x1cx}% zIFm9x+LClw%dp>BieJBTOu=4-OctriG7tMjFotBYlAR+*yaCxfnioRa6lx+bi`g`V zlNp^osxbPok9+?xgKJzPZE0TC zSb5pYuBUjzDYgr8g1ix@_}X{A>_Ue(?3>74;CCM@<1Y&ROO~#5g&7D=M}hls4=+P6 zlbKwt7akSiNr{TXZFX~osUX%1k2S*w_3)eZB1^u_D583Sp8-%H4Ko}k9w}x@=FEsP z@b)ZreF8@UTiWOuyCkqTelB(o>tn@k>&OsFPkJNU>B%xJ%E;qM9q$q^bZDd0<^+Z` z{DBXyp=|$){bi(oxq@IYi`kN8_VurUedaU+Y{Pgq_ObP1;W?L56wO}cS28 zs`9gN3}6OAu%lOeRTrWGWRYQwq-o*4V>rq&lIgCoC6)#kre6Z-{Q0=0q6U;1De@nC zdl1U4Mwb~;jg}gw1%TvG4me8P-=qq|9{j+@e`%d%(vpRd#31lJ_Q8*Pw4>L+_V}-b z9V2SrYgEWKxv|6AY?ZH^k&%}QkZJUR zih9@tI(pdn&|F!xjNL6Cu;?}3%^YvQ_g$C#1l^ke!g|)(0z!Xpg{TP{xWQT7Sz9ww z7`XrFM?Zw|-(AGa85HjtmjC@cjxTs#@4&dm5vAZ9ew^_2ya$>^PVADOobep)Oe$O+ zdC3a10r9RWWH0;e=R%ROlN}s%IlJ@VwQ8f5bM61dFF)`x+Ww-<*8iQjmTj?jOa@;2 zem5|$VXMQm6~6F(N4$$@4yyDwp8a2a{N&-k@>EnldzqiG{YeEsFYv=2CyuU2E*IZFncufK4?AMAk;cL5lj zK@r!kD+JHuz6|4r5D1MB*g7U2%8VY);qa1h@$!WUop2P#2MVKb@={?Hs4#qh=;SUh zMhbuca*p%35F`?4NyJS8$3quQM@{aiBEX^2)NntlOJ_8#1K;pI;&Azv45&=DE25w($Ph(U+q!4k`C62Fh*F7e|!#@9H}6YoXZ zFhvwe@gDic6i+eoQgIcp=M`^D2`?oJv#s-ZCOh`$V=#yprQ!j_@TIz?BA_nn%Hp~J z$>Q43_L6ZZif8QVFzXTm9O^FNw9Fe`s~xmq9BoahvZ(DstJWOxWmK|U6b#tZQRCXt z*D?`*LP8yUa#=d@{92@Z{>2{g@hIO$ANTR)R1vtcM<6-OC_m)SbnYFh#8{|gj7Gvb z>cc!3vP;n7gD4^mhw(rDgDdL9Kg1#<-7p!8ZuvYC;EFFHBui0N4F>99(+W-gb%fWo!})w0O&aj&MrgpIL+zq{42|xL4aN>B@t7prlBAB;qBh;9u6}m zVP=c8s66}Y6DbcDGk?jf} zg<^!m3DCUO`JBy$E3BaCdoHV`6w6FC2ug*dqaIa7!yma{n# z1UfAVA;1B^erFtQ!5OsSB$**S*UmfnVIQUe7q9^vgh3c)auL(BNY!&a+d&h{EFRo* z9d%MN=QBJ&^c)&2MEJ8q9?Up zZb%i58EUlGxUcQ7VeLNa?W7@#aI`xQGcjXEv=-43F|kR*%p8?;6Gg&R6EaEifl41G zOF_j}w=`G%r8B&AOnp^MDQ^`>Q;67%@t~454CindlpX&FEhW<7L4^q>N`ive#7=4A zX!KOYxB^hqYiKr-90Evmc*Rf=_4W{MQOl`z#AeLW1|8~)QVG#g$;{(0F0_bLsou^W zvS=nlH3x507_i|U_SHyj?bn#}J;UrBbx2u2#>einNZO8to_JEQ;%AUFg<+X|u}k`#e%@&CeO9_pxC%Y!XA4K1Vu0+Z}QkHYA_RbIqZ zNyruWLJwV$iW!WLUG;9&;5A-rRPe$t*zCa{LQAxQ6xIq;F$vK~vG$z)RT%I=U++~t z;ZarZVKV1U(;8w{A@)Nkwo=;GV&QgDcvWNRcK-i3)?@hwWcx{P3rDVigY&elR@%W? z2US;KGg)AkT5on{*TPL~wjx@gD#D_#&a!swuyGx?X91Bdd$S%675L)h--uSqv=eCu zPidES?JU*Tp7sc5NNNEVNQEKeL~CnvRBMa$UV{`D>>>KJcJ1CFliCwu%eEa17i|lb zR)_6h)HH6LmqIQ;3wpI~e^ppJmO!xwL5)p&FN0zLEelXKWfhDk9|uVei)5f_acef5 zd_aW`z!Ge`jzA3(KV`)gT@mu&x$6_)?;GdZ~9ztru_k zrg^(ch7llHdjxz(L2wVH91aDsmgR8I_jWS(yc&=ys-h}{=PbLGe%T9vtWH+*cN$M> zfV3gW8nHyjPT>^EBnx;+b%@nc*VY!8@W{3u+U`5;;ZrMkCD#~7jZ_$>L0}0MM|H>? z>H&mfb%cAfgk6M&ImC}sIFK)6g@v_{4f&7}d3s+MdtFICDa=uNqcI{`K^eddvcOG) zH+c6hyxM3U7|Udg_+{Q#$-;#`>S%tMSegpgWyJ_OJ~!)rPfd7RP;=X2> z3z6)A8EJh@m~(d=Yi)r!x}*Q?fiT&DGS#6SM!KZ=x=1njEtr{L>w%@~`lVqSL_^d! zX?jv_dU&x zC%kbSGsc^|$r%=M0fzI|ktb}!UWJl5Tk2p;zQcoFz=4Os0o>AMc6bMn)bbfoIlu*) zhwT`q4;&B^{45GM{HplM9$Xv8Si*r#8%TPuw`g@Gv%~YjIet1 zF&G!VvmdP6#baE%CncS01HE%R(FJ42c^r{_9LV#=&_4-Aka`wRRt}gtnUY+-nOuMf z9I$AHPrl|(NF6M~4a;8}fYM>h^|;FuIzs*=%+c|-ZMn>4@XXOXN$p3?Q#z$rw;?<) z9^L^T!V@3zfz|&Tg3jyQnfbgWG59-qbQ-2X8m3(uaKY^WUDF1A+qZqjH_2ZRUD3t8 zFL)Xj%>CTaJ>Av)+&T8gE&H+=Z@JQ2)O@emoEv}LDjR~>0sS1z zp+1vc#FyQx_4k{@JV=HHGmq5U4To!fQZH@!VGi&DtPJ?P0@3)a2pjlQQJ{oVg@ zdrM$3oFEVK;M%1@8nA&`*&#%Mo!^s5ndIACoPrI%2y(6_H;pdff+pbuoJAdegdslS zy&PPjGw%OY-QpAM*DyZg6*0mk{2ev4W^XN}%Z%BU1997hE6eS3e7| zh^c85CbT{)hUan?jgz;Pn!tm|_;h9Zkblv>_z6z!VTSBrR!NP95|icijsT! z6dcs4RI6IOiZ!d&tz5fKEeAHN*s){Nl}m?~UcI$!+qz|Iwp`V8Ptn@Fi#KoHc6|Bj z{R_CSU~SBR?K+Hj7qG>Q4JUpK88P2@lq*|~C%9eDweR>g{tWsvGi~qK+Vj^h-`lo@ zL%U`yEVk^~v}@az4UAX5-MoAI{tY~MK6@+*R6O3WL>}bKn+tsCJi7Gh)T>*+jy=2f z>KL@-f(1Uj`0?b&=lVinyLyVs*SjZ(@!`gf9`iV1BC*0w$^F;sD@%aINk=#ZBkB28!x&Ehh>(& z5og?c3$^E^bkK!KW|?N5iDsJHb@yF)ZoUaiE?T6grkB0cSy6l%%~#)jOkAX2b0wkR z-+?UUWT2rn*}~|8J2ePlq&`UqVx^W|dKFq%fu$8)AzC%!SuX0OS(9z4NY1FL;zeVt zuF7a5Vy-2YqpZ8|7!OSC)T5cCYN?}6XRQ?pnlkOEQ;(8No|w-$yf8y$w9@}d%L_J4 zYKbjyT;hp933qnM?Lzp4OK!R5o{O$TY{JQ|c)6TMXS&tp5h%Iw-N$Dy8)fuoz1W!~ zhoS-t%qUKd>U5N^l2VFk!wy%~VZ@$3OwNd_0=D6crml5Ysu#ETYRDq@SR*rvId(F! zIP%D=q$dX3&af)y28=e^Bd@3t+s-^yDMm`pznb<|Q@ z$L70MUyXIvZG!hMdQ&?$CYgHfN#92qjdUgh1{69lO9{RWcYy^TtP?W|$Mhh>6z_du z#OMsgOyGhC?oCreWvrLq9HJGm$Bh524N=|iSnlmGdIi~-9eDTPlze?GV zg{3_6%B9k?>&9-qqm3{s#|9f|%JSBhYP|`~JMTyTKHL}J)_LdDPJfMj^2#S)wbssO z9bVV*E-#Tr+Uc3Ez92n>wz&)t+ICHGk6+8&2RlPdE#R!B@PiZc4L>=GGd|Shmm^w! z!TKk-(=M0`UbvxX108okhs`8cIKesNFvQq}PV@)C2ug5*H$xHVN;J9*lFl+QL)l?c z=Ne`l%XKGu2R3FWyTu5D8Q8D~KbC~Mx9IL1wCkM>r*tLYVapy~7@nGn_cR3v>xQhfO%8RKB_8@PO;Us! z5uu37T4?h+xr@RvcxR>kdI5tk)d38Mz~Me^x!j1WwaCef(IHA00$ zaD=0W2q;Gm*>8b<{G&O~Y0ksoaggk6=LZjC$loM#RR*+~J+-mGzzqW&JbL5?FOwOc z@QN^%#1St_bInb@gBQZ+Bq(Wvi+${)lx)!wLtBYa+`#`5m8+3uxaeiP8E~~R3L-eUxE-6&72mjK(V-EEryX$wrKN1;7kWN>iEY5L2xJN zTxuQ(X$yBsb*hnJhCKh$j&K4_f&L5J0t2a-z}YMv{>hTWP$*iEC8DUWKp$=?Z zG=-n34K8rekA2*OXxLImM*k{|bLenm_~_wBjrp`%&UCSiJt9g|+QgOal8W@v-q{e_ z*nt4-nKm6?Qzh8b36?Ra^%$yG5NA|ol=F_n03bLO2iv0Vr7w@OnO75INApp2w^Ow$ zDzjQ!!d#Alxt&|!+5r#Ynk+K15NkinDj2pvC|CdV09LRF%2v>5Ba_$M%{!D4G+cC} zANCOJA+@whz_#*eXDloO4*NC5W_G^xeVP(~0a+&g;ul_9&n%-uMUK?xvik8>eHo%Q zSBUneEcq-t6C{h)X_6kMrHZDWf?9OkFM{RUMc{^_$Ph0QMp)gDjqKP!-m3U8z9pK? zyz$i(?;?!05UV6(B*)=K=2!U z;731%fem#W?H=mI=qs_LNqjKkz1#|0)Z}~MG^<%n_s#F~_AAVDAydGXy=+6!yyow@ zqI~&tu%DkxPtMw$gRGZ#@S#a5E)bOv4}c5QZ`=eKcuwnU!DW zt0`SKWHFN&PiBT1p4SZRXs@TuZq^!{St_;?yp+yXT&8nCB5i^&Kn@C)+n*gAAZKuT zD2Ki#g-;vX#%0Pbe=}Kejq43Z>-*7J6%1KnBH($dTO=thrh-k9=Wf(N!)W1^AGgM`mX9`UVk7d5tG2GP z!`1A>hI{8c*Uo+S3-q81edt3kMx6hzr)~Mrxy~}(PR{9DfT)`UV4*$dP0-z1!^y8I zMk#bxVk=Cf7`T0_U6K9HAUYCjQ6<7x{~;h)&k_x zAd4>-e+MlGc8xtXzvhquBY+B*#O&U;Ej3ju0+C`i~b&C#yLc$ z2GX9Ze)Y}yIniGa`(GFx+fz*Xp17?{K%wcDnT>i$rfz^NIMeC}!lQzS5kPQk=qqBW zn1na>zOlzU`gPeR;=lp-dyi4jYw!LAp(_};50WvclRL&km~g#woLAPBu7g(n7Q!2z zN9s_EgA|VCwKW?I! z6BG-?pl%hy6`Vp=Bt(4}7H=BTA&irKeO54O=Y36xLEtws0at!YhIfpyaP+qp+~sN; zGkB!NVl0Dyrt)!fl|sCu3=McRr@;?vXb%c_SNp&Zy+#}H#CZ?cNo0saBZ9!<)B!7mH8>4|x z+=YKULl_vP4CZAt_n?N@0EhfA4bj*SYq$@%P#XuOB>{+s5O{}HavR;~jSXcbnZ$<_ z_=kWfh~ZL*=|YK$=#Hz$h>Zw)kBA*YbS_UfQ+hUhO2vr~w1c}~I8w2ERxyOBVvuK{ z765pPUsqIrGfobKM@%S-Y)6X~`6@q#WVdKZN77{Y*FlZJ3&s+LDDn>JbwkOxjLe7{ zcZGRt=#p}18)uj$sk9rN$2;JNlR2rARw4`KD0=7khvzU2gNP^Vh%Vsvj!6lRSs;%i zSPaF`UyX&2E;#>g{-Hk&){j}oZdma~T>%#9uol6=F;FovvV|5~#fq$z6B0R*{AQ7F z`6{~@GgGLMj>m9W*m2&qRw3DuBY8@((@H3bEi||fIn#126pi?xfVW|3s}VzCnGY8w znLA0Dm1&ti2`oUVndg8HM2ROYXf9K!l%siIN>mI@8GBFZ1+-^Ups7oPGJFNID8?s2 zJh*91v2|I|m0R(ZK`55<6iyrxITyED)3iry*_Mq4m&=(}sTL#bhgR?44H_95t-)}_ zNLs^yQk&M0Gc43$tlXwwZhu=0;v2BCJw0tAQ4gV?Pl2 zpdL0FAOnkT>2J!poFWrRGt!*Bl6bq)oDR2El|(yLsD9YlT}4AAv6f`N7KXrq4JK(r zEs>zxq z^`E&kC^i^D4q8n(v2cVFkP_;qyjh`WAu3?G8gsdcdDK8+fb86iFN; z7eRxcWIQ6?I}NE+^$mrn*QILZsOmP$?r9F^Bf&} z+j#$tifSs`38j`P3r^aTR4S{0cn>IWrT%$(TdJ!9ngvhkt6oZi1{$U$HKqzG2Y32M zIk9kslYCq0m7ziw7ju7W!3=-oq1xc5eJY|OIx2xWBbYH6By*8K!HZj{N&BZlIRdFT zG8$R7sbR@1!tq^nl^gyCnM-;!;b}wC0HnTw5B4xhq`Ihn6*S}c7UkHgydVn;%didW zun)_yI2o(6s+r?pvDRP>whCWTQ>?q{v5u7m$Kb0YOR^} z$Cf);a%)j?hyF*kllMD|**k&>9RDg&_rMnFAfMA>CEG=e<;bc#39)Yrw{g3$ozyuL z`-c{5vEP8P8p|#1C@;$KUmq*DNTfu_aI%McxG6iVB!#6$v{|+3vux@Vb5W4c+MC{& zRju{2cF}Jy610Fiw4-yhuJU7jp|tEXtxL-m%1~Ft0=0F;P)E|QI8f&zyvfV3c6+zu@D0zqx8<>2f@PvTc<$xY-Leg^Re| zOR|bvU(>5g-&1#u60>X?kOE1T1xXba^SSTqXrUW2MO(BDXSy-L7l{XWs(b%N-jy4k zB~j*UD?}Q&%NzPC8>2D1I&=@Z+ke1O59gUzWDC6ENS{iInZTk9ud1*Odxy#^ z!f>mwtuUo{i^6#Oyn36lU>i%gZJJ@#Q|+H1r1l?8_Dy*muP^wqJBD+d_|K+IYc zK3El&TNd!E#A+wMu0p?~J4vnPGOWhGn$#QWzzhxr8a8w!Q>#M|>}%G7zyjDxlzO2Q zY!4O;Ecsv!P+D_S3M?edlOs&W4{O3enZhgVyes^?+h7e%KrTOQ9oCx>A5k{lCLfq} z!;2g>+`Gfx+r#r^J^8q-%xX9TS$#+BzDumcO+2)ffwZPOy6-2&5K{leJGvX_I%UYX zc^d^~xAALZtd}>$3+}lrXspJ_qJK}S4CY{6vTC+kD**DN)T{K$wK$@A5?)MEgk$b3kAx!pHEoD8C#tj;}=zng(9n^DTA zJd(cAv>7FAqv6HB!wyp-lVjYYH)$oq@N#T{5B)$&=OB980IPne4zsEb!wk`KYr=SI z4tbo+E1V6>9LTvk5p%Y5h^%|g@y*yw(rBX1+kCR!oLR->f(U>D%cn*jA{KHwr^%VK z=nT5*yqtJb8VX}wy~sZDT#Sfx#o?Gy2aLM}DkPR9A#~Xc20ajUNQ^V>p(j^VoVRF(aU9u|OST9UcQTNi^ zl!`e0zA_@TI$e?E`p%~-)ciYhrPwT}$~(}a3|Y2O=RiZ-Xp^!0I{|36Ms1&(st)+@ zLJ0kn3T>aVuno-n&|Hn$t)SXt&Dv#c*37(n7vU$`v(_6CQ!9ujZyndWtsaGo48INB z!7bdwE!=j^Sc059gF<#@>DQkt*vkpZq#G%V8qd{z*r$9n=isAUEDTJoL+W7EvtfDN z-N3(jN|`;Mo9#KBoih};%OG5tbxWn=;D@a+%&Lvw`K|xo`>o#$o8PRB%&zU)8jW*}$jwilN+z~F}$Y9)yWng*D0A|qKPuME@_S}IgdZj$YMTSP#t-7+D z4@k;N9LZiqBiWrqC1MPKTMJik1zxSHw)oKAZ|uwF(7|&2!3_HivP$0-_zm{0y!@@? zOOE6YYv1?{-~uk?$_(3i;?ak!O#PzBENd>h?ciTN9S}a@V-DOEzF1x!H6@|p8$OG! z62DDMs1|9cHD}!-p1LMpqa=jl`EU;^{?Qt-1~Dy$`bb z4RIUf4ol>FybVo`yiBg?oBrPyE#;rC%#4r_SAPGoRy=sfiAmd)^y;o>BNb=v)ZihE5xu2ew;#u)55_ z32P2I{^+v$<0IV5`H8~MI}G_P(VR~1OI`|O9pIlX;L3~*&|KTnyx`f9>SeO(t#0qs z@#?Z3>t;Sv$o(}YK?u3teY*}_Co0|3E$s3v!Nwk{_b}ev-JP0bU3VxY3^mX%Q?}Gz z?NF)=N;0e3pw%PX3PbLPDV(<}jNh`*5?y50`iI>j_`Q3_t(I_pr~z7LuBZY(q8-6h9l?Xh;%BWUJP; z^(hRyW)HKv4cji!3)>1_Z4LmA^8MZNZ?Ea4AoBuF4b-sigusG0Pt7~e_sG%nJ}==w z-TPv^}Z-jyGcR-z0%qwzku z4Oj1^Vb5z6`weCfw<|y7Y@ZF^5bkhK``vG}4B-AUW{F;Rg{0@RQ1I+AbxzX4@r zsQ%&IjSbbyS-8PN=1IbU3%Az(pb!6le0YxPunh_u!f^`_!i3r5chB5Ggb5LD`!-D0 zLx`jN66ECB z)8|j1L4D>aA=Kzmq)B-)VWQOOQ>am;PNiDa>Q$^+wQl8^!OSvbVUaB(Th{DZv0%q8 z^Fo2^Tevux#-*FofB|;t^zP-`*Y97zfdvol+s^P|#EBIzX584Z;&_o8)1zG3^5x6* zG;ikI+4E=6p+%4OoX_-W)TvdkX5HHL>(%Fk@e(+@_H16XYv<<8TbVX>!G#Ye9^71T zUchio+h?u!b6&uU3qPn%;c@?EvUpMC&RrO;efzL&yI#Jb#fa#;x8m6To5ydjPR^&_ zs#GbH_x0Ov)iUPGnF18>rkr-F>nNfQ)M_pT8+7nN2qTnm!l1l5>p~1OB&#h7J6x(M z594A0FTzSR@kA8Ud2F%B;#u)U7~8>YMjB@{hcp~>)Nx1Hdi3!}AWy4DHEnXc4L9hL z%xxIp>Y2{E>#W0OAby%tk~is!LkLQR)X7e}?z+o_xqEma@1Swg9OoM~*=(qy^wi_7 z6^u4&sUwZ*t4}}tK-zE5{``B18UYI>FvOe^M4$jfk7BS3r01s`{2@pU1P+)=!Hu&JJF3oh|vNlDSt6qwFI4K5Dc!yMs zTh(~uc2q@-Ra0Mm)mD;AwpCY@Q#NhZe6&FlSm>brjmv8hI>(-V>=A}L=!V&DnCfV* z`5=e1g;tnp{K4lUjmmX%BVpr}NG1QOUTK&<=gazDuDh-`-)#658=7SN?T}Ff=0cm` zM<;gsZMX|onBo6SrExg!s@lf8r;0DeSTK$Q7kpL1PZhbc;!IY2ab8t+Jjfk~gIP)K ze%5B_gzjP1p6%32@}XhQ#9X1Gwf(N2W@WLZBKO?OW*DjMv)bxsvK9$mKfTs{_fN(i zyX>_Q)mvaD^4R-$Hjyt=^1V8#=jqbFrJ&Kkvq(BJ1PHOjg#_XN}jh0wYcb}kR9qo8WeD#iB9ONT5J`lnV z)$m|~oM9miSx6SP&@9oA;USIUDHIyO41Oz74qwzm7g@4nm<(cNjzvUJ@+gT(+)Qh1 z^(0gZXMaXxCI8rT9W{-^iu(ZLd0Gj&hY-sgY1$=1cp1xD!VV(9KpH>z;fsolC6V|=@qY--Ao4c3}eVqn>*#H zHaD@snS7Ijeni_iJ;VYN8tk0(WNK3@#m;y}RjMzXr&H5r&*b6rFZ|@{#{Nkofrgbd z1SKnKmZ;E#ZYen0aH!Fy_)(9F3mg8}$Nxww5jf!$P82B`&_ZgCakb7N1e^xyoRdt6 z*din@^@!D;8B>(tM?cc^PoZjJ!JcMTvp*%9Q2Y2tNR2GXBioNRaRoKHSMS$&89cKn?QwUzo`r+5Fk>eEf{@Kdtdz4 zMYXJDt!tfX-{Tp85VR$*V|1ID-iGqG3&vICgp1120noS)9oL#XvW=wKV}a0(E=0*i z-EUaK7pOy~c2PoEmT)&4Z5+lcDo97)@k_lkrm-D2(OLIuP#H}yz5k|=PK4Rc`2Bv`Brrm|{I`QYJ1Sj%CYa70|mk!|3kq6>s9UiJUFo>zdl zBiXPk)w)a zrj9Uf2H1p?QPsoTLV09T9-7w9b7BEAIJ&=g zv#O-wW&lg0$}+4HqGm+K=}wn2)Kv~{T21}#>y(t0=%F{A>hz6mv|4HHS;;fdrE6NR zYhBjpR-Esn=Q@WCj)MxDu;=)RZVKp|0jh+uEsjklWWxNlhGh!&^^0i)EWf2 z2QyQ=;@CBinQ4SiHn6*oZH(kkTe}Z5YT`SbI^1h8?qH6gv5AW_TkXuIam7EeiC`qd z7;@)$+&3PKjzb$#ASW2#OaAvEWBVF|Cw$=zZ+Llf+p5!co69u@^TyaVF+W_4%@M3~ z%=0{aSN?g>Js(nz05*0a8OAfVaqE7ZgX$@U-Jj-zwSccaBXiw{8gs`d``D`#2#;|x zkc~}zZDQ_$h6XCqzIL|H*zL@o``z(gcf2bj4uo!$-#=x2z-Rv-wSqr<_q+ejYp9%_ z-fp~;Wj^!CTOOd8pR(q4Wl&L%MmU}MxzIfC#gICUBMuq;)ReKT16sX)dj^M#7g}?y z5UZ#=yFIUoxERZ+%rdV}XfGV&qv3-Fi$lJ(qp`KyIOoGV5bQWYpg!TjDuKa1?MuO? z;y&+dLGKekbt1oqDF77EA<0M;$)F5#qdfJi4E9?bPYVtAd%w~!D;+VP%}}WO8=Cyf zzm3qpi~uYuGMCYNh5us~YlxtlsGWMzngjF?d`lX9=r{Suz1?v@@|rQ>8$O|$I}H3Y z4UEI&yCXT&z+mve5DYQI7D~hJ;JF0mK@vi7aENvo@-UFjSfq z3me_31@zLhV(XyaQ!fl6zPHoBY^p;!TsC54KIqHCV9*6VgcLt?MiUf7X>=q)G{izg z#B^f3gJHxPY_iLfL~s;B*0>c+R3ek9zu{U!Py|I$R3K8U4`A?xeXs{qe7cs{LRRb= ztxJi1TM1|gF;}~X0AV1n!NvQaBQzu%9D@d9=*7)q!*AL+hK$2uJjOb#Ba2i!Wz552 zXvRi)#*d7~X&gxvszz&UL2N`P6r4dC)Sj>6MD+iG$@vRMk};(sEJspuFmx<6PgIC? zY{GVgp#9^Ic*z9tXu1LHH=6i5XrLf@xevzrM{Hm^0U^MH`~(TqrdKewpyDHjq_OsD zLy0^)VZ^wMq)0kCOSs!e5PSxY6rQ9i7?31Mx`Z2(Jjw2p1~P!2`q&`fLZ57tpyW4}7{xe~h)f6%YZ!)^P&hamNItWsu4|*2 z_=c%GAQ_u6H*~LtRKtj*I}aqrU{p)BlLXw91l!yM-DFF=dj?-1!4N?zgz?L|JkEpR zK5tk~yv)nJ#EAqLrvd;Zbb_tp0ZcQvK?DEm!J9)&No34j8MU3%637H8P?W;Tbe-9m zx;w+2+%rSTvIScZ27bT?VG$6}6dPl}%B!TKIg%!+#2IVgm;Lm`ZgNeB>?vk@1&&L` z=i9hf*v*X0O$yabi|kFdoCQw^&PY*2PBBj84AD=)w&g5Q6FpHB^#;T925FE3=sAD| zH~<5Xum7T+zp|}<4fX?1A8|}9D^L70Pbf@J0gNCr^cwrv1z^C3e!zy^(=$TZ zGiXRqJj$a0K}{@FNCC0Zo!SHjtw0Mzg*p6EWK4#QoJ|QO#tNm-3&qVmoCP_RQ%^7j z;q(v>trQRyQ9hLv5=~J+J<-Bj&KCcLo&{I{Cg2A~SUf<4n-R%Q$>UD2+EI1mEg#Lq za~x0m6H=cblvJM|E446V5AQ)@+-KMhoEMbSdV zi3O+teNfbH6Um2R00tn0$ly*&EgyB5EyQ?-cW9zcyHwX$98KNScLSzlq0CQRvrzrl z6can#vjtq}ma7a?Z_=REY*qByy$O`cd7RZY+$?581&G|B=4(i`!^k?cSl_(E+eB88 z9a)m4P`q>2XSGvFnbtXokS(gsFqIbNy&^We(hJM1K58h zK>nN;0>TG=fKv4O1O_#>T=i1mJIHH7HY=P4d%y>YRag!(zFTEBU)7*H^gs`cP}}^# zjl6}DZCuAS)?h%{ltqD+MHrWbSOP@?XzLf+k1E;&k6>LWv^Qx+`={7nX=7W_*lGq zT=|vXTaa8iy#-UC+-Os(YRz2#g_OD9OTG*W}W$@jojn{WLjo_eNZRlNIV20f2-P_gRCIZiMcww}vV5P+d*{xw4 zzTv3Nw|om4o)l8J@}-~r)aQNPElfkKtfNezE3C<0JF-~f+qh(F1m-x0H|kyp9Y!1L z)jI^%1~mpUP27*Y1!bLIG8Wles9%)DU;W*?M*Wo2{a-lNTr&{hnU#hwsDK5i27mYh zCg_Gv2m%^qsyzSrS%VpodyrrsL^m0hVaBN75;kEEo?UoNnRn=5Vc1>XjpW%C-cfqt z;=SNSeg_)HVco@DQ$A%>KILE$7GYUsR(@qzMrEhfVIIa;CS=DVjiu&=4}TrvX-YAs zcxGI8Uh4`) zV`o(bRTzdfuD&+@6nn;Jyv~Yj4TpW^R-2X10_cTKAb-*DDb{E(QY-6z|MohcBH$W6hl5M42InrHf5(Z;r6lc zcohxup~M^spL=)*b};46ChZCyj^cIXsKthoM(xG~AJAxBbX-CmcG}uDvyuRv+8(KV z+if-L?WzIpeG%?G;vi@!>MG%db2yK4`JM&*-tYV#h9;1dJ)MvT7jQp+3KIV< za6un*LND||CsY^hiRnBodM22Pxd(>M5r?*6-0j__Md9}O=-&ul7x!=>91A%@1zRwMN5DmCZvo zgf@+DNsx1Qe|P!T?>fKpJnut;-rqmZ_pJzYL+|%~C)DQ@vORB35*A}1i5*u@UALOx_Vr))tY`mF1}8Oz zwA{dG=GC)KMsGgni%d&pe)%=5JDzvG3B}DaUtBaVS+|Dg_J;3vhj*o4diI9vdEf6> zsCQ^Ym`2xkt5*ta(*}RvdUEJ`uW#B!7x;U3U=+9qBO2k?rS#4A;P&xoW{}!;i1<sTP+L_=RJ9pSJfQT(tVHxjHAQaJZm&%%Z3DZ z+SEWY#UP#sLFbclIV@{bP)0Ss1yy)lRXBG!P5Pu~de&chd9QO-c!eF%^RcJvtH1rK z$ofI|dfxAS-~W1T2zw#xb4aNecCdKZHs#3f;7s>m!;pI%@$}B9drbel`_9XI<#obO z#m843iNI$pT~GWXcQ&Wig{i~`TZrbDr$gimddh#_IJ8h`)_Goq-(YxlHqFgb5O4I3 z=P@2xfY>x^)~SI82dYw)Xd%Of4j)2{C^4d{Qx+|%dbI-q$BrI9f($8gq{tF^NTN)s za;3*SC0N3YDRU;xnl^9Z%&BuH&z>ADn9&w)DAA%ui;_#KRGT(A6h0R4DRt_{UR0+R z$jV@=0TkG@DGSSNEZMQVfQ?nAtzEl!@6@TQ7q=eWx_0m8%XfD#-MoJP0uC&AFyX?6 z4D)nj@ zv}dPpXM?62S~hCFapT@Cd^mC9$&MpWuKc($W4f@}yEkmprcczbSN~)kJ9SjIf*A`Y ze*E}bsIE(r#C<*X?cvG8zjZ6UdiwV53k)`Eyun+QHr*HCeFGJAkUt1n4yLna@e7VFaf2FQX`UBqKQm71yxiZvKW#ROtctN0Sp+>l^Hi; z!wfGvGNTPJyzmm1T5Y)nmtB4_mSmEMG1;V(Pa>w|Vv$ijYMy}f3EJK! zgvJNTp#pkm;6S&i@@Rkyfl`r0vuKJDgP(#LktPnFQi&>Y#0V0Fsj|cbjI6>MtE{uq zYEy_N;+iWt=rl#a0kx*;DzG5U7=$$V+=J{r*!-B5Hg3J;n3U5}TNjkqVw>@%cZ$pewnVAZnAqDnP#F1TWqu02HczgQ$Vc0_u`o^a?SDETr%V7X^%S4 z81u?@iL!?ZqvXkFDZd(Hu_Oyg(&;IkCNxQ?C!g#fD5lCm zt5w5-BrMD`(_FL7Qr)Vn&Pws>)UP*dxGK#Ic!iD8*tqroY_!r=+cdY@LLIf#dQ}^) zxRyOeuGU+gtL|v+f*p3d&(sFZYG|e@n=!nxeXpGQ>f0~B|B4szz|Fn#Fn8(|wD5QG z0ci2V`xPpmp&q9PipH~0%FxFOCPeCk2%ap6APiZadFBmi-nr(9@R7(VppdRfC6}~3 z>&rIF47BU7!ybFiJL}xDud!FS`piVLQ{-cEIUT&UQxjkOw!+tCHDs8nv$gZ)oZGe6 zp^05R*w9cj<}=@%nf51YyFDD-<0m6`bL0hV4K&9EbDrLaZqhfQjLTOk;sH{Z-goiI zH_-j+WsFk?Nyy_Kmmp1uj8v3kQ0Efixd%e$2;xC^D$JVXep`91IBy3Tem_A~KPRR0&YfF~ZvQ%7lx& z$smD6G#0urlTV8wC$W`D8d3>|qNI%UcvzYrq7pa0xmRkSVK5|W2Ng;bUla3XKDnW9 zPun0^dDJ7QLupZCXSCn{1hk*U%_5DDY6t@V3B;*3f+AF)kmE%_amQ<76OVedpans} z3tC+WScYW57ru}OLzJ@<>g6k>;II_qQ5L6+P9O*`u&7T4_b9t;_1uX~(aHg@`H;Sn^gPBQ30L#fcWZX>R8m1{$% z_fR29bWX__&MRbjQBfLQvBfR1r?|A2G z-t(gOyrUtLDo;bUdbKjI$q|m73RY2A0+yq7GOWZTrVM`Aqfdo$R53T9IAm5NJ(KlV z03}rs$u1~U7$I4xMnyr5k1~8%%Js-z5`alF4 zU8Ds>Q%S55AsI^u={{v)QgvL@n3EtM_$XR#lFqcIUM;FcOzM`yJddlc!yYLii>$0< zskC-+u3@YXee9a4z)jV!m2LE+?}XUJ9?`LdjC7BbV63%rb_=1Mt#3Q#9n{`B*S9WL zD{mW=-qsS8)(qxkjXU49p6q(s!fbc}3o~qp-p53*ic1n4uAE#xu%?z=&gMGb=(6l|gvHmtsf&H5IvzXLeK~ zTbTn*TSwGV!nLmdO?k{)&hk~OI<+&0`ONDu2~b#K5|uy%6K4F>p65E~La#ALj65u< zKRx==Uy0I}o|L91JNnR{RavbL?Z>c%>p~ho`PI_(X~)$ZVdr+1u7owXoPFGN_xrrt zop*bXxy@ZBFaPH(S8JqK0HPOYpci?iow>1_z5$@WCEnp})N%wvUttF-ln=rU+T@Lg zGWf$jKm+C(j^Pl~GJTdL+|ca25rbOlD0Jr>TM^NJ42Pg6z$nCDfj% zt(qY8-Vfql9lYG`>0a-F!X#XRFQgmt`NM7TTCeRBv(?P@OXgz8Zf z>Y)rnAP`THqJp&69%0ysT~i+6AU6eH9kd(~qSnl5&K>CDF6yEn^r9~Uqvh}-FJ3|t z@25P~e2!cba+DLleY%0f~mB~Sw89ROt` zAc8NHn>|d!2M~a)6dlY^;WTokuvKHRU8D46rL1ftH)6{eYF#*%pEAVilZ88 z!(4%#@~9tVtXZ4MpF_GG{l(kdAq$sv8C5R|+>rXwr8yv`Vy;Udh7F!Ipxe9) zXmA-m*x|Y1UwG*P+0YFxVW9h5$Npg8F(K1wLKZ@xh9ni>Dc*-e}0Yy8or+VTkda@^ZwuRGiA#)uW7}BR<*e5vV z=UXBwqT)iL!lgKRU0p^-UM5Q&q8lFKBW4aJVL}g=Ko4bnorPkkLuu%Sa;S0?$DI_> zHz-4RiKsp917?21Zd{rA{Z3bxsZ5oE{=CGa?A1p$v z>EVO5M|xj-8`n-Gz=vnK&ex9sV~SvQ|=;Ds;e&6 z!6LxxB?N&1K%>pX>73&0aMkIZ<|&@;DW4*n6=ox=%;%u`1zLuqelqI+f4U_u-~u*G zL&Tn&JIR~dMXb>{tTbpWHjp2+v0)p2o4D0o{Xt|tMrf9)Lt$EmXDrlYuwkf*>Zpnh zhvr$G)U2K81|jMKc;UnRk*GD04QVnAcep5j%&4U7YOk_U8{yPzh6<627N_AP=-5$$ zgbs$89JOlGBG{zt>0s@x+8!_|wVnyw+>Y+-tr9u2${qzY=cY5^kSnU-S*EdGXFdSTMZ0o9G17E)C zF7cAkhGu%40(=}T((P`UD33dE0oTy8_2Eu)`9!Nul&Mq`_k|IzAwBUg1pkJti&gZ0czk1 z@H`E!;TrJa2CNnSFN+kc)fFmOD6Hg`W5z}-m|`yHk|@MttizI{!}>zy;$LOn8_B+% zxm~dRU1pqRs_IV0IAlrdw(w`XZp_B+ZOpD-MPhP@2XmNDLO!QF?gP*^+$GY_ErgLI z>`(C;$SwGSKimV;Ca-G(s{>`)OnQ#8!sH%x6Q-pW%cYwCOP<=PbsF|k>-4hR%jHqm z+N2KBqN)X9?g`;8K7ub;1HReAwq8QH?qW~&9{#?sANz41zb_pu!v6AYtQ0^mD8S8h z;Q%`_Jr(c)OL98213UO>6)y0HFn}5SQy8klR~)JYcQC|SZlzZ2#bU#vo})6fW#pQp z!-B90|J~oA?qI&KxwtM2PX=Ocstof`4gb&$pK1>8ONyEgq148zI%G(l1KD^cCVrrQ z*vBdKkFQD!6FYHdMe#|FoEbOJDi*0MIxEawvFlMSwdSS;Q7acuZ>e>!YfZu;=ny%AOmzj<8LAJZ)^qduq^KXBP%rQ0L42@@@-R7OKl9pHsAxh;lnQB>cn8)Fx-PKyu#to2V|LELLfvF-^1iklY>-3G+j;? zgW75(0<(HA8kZV~9VzgwGjLkMIBzcxifwDH^XWVSF9@Y9s4pV$LMB|P-$f@rSZ6%L zYg+GtK;Lit?z3PUwjUpYA@?t=6u{pibVV<8WXp~jIP^nHaztM;HbOS67{Emnlsae~ zD@!gcd-M`&ZkS#y2b<%6DnpP6$+UfiHBg)XkgNt8nsoVTLn4aT7_#uza0y}_=1kLY zO}EQU8(vN)hez!+d?cJtug!DVLv$|n@0L+C4}&bg-7wV85g(X?O%Bsi^;Mr_CFCeq zua+y48rOO+PA)umi_N@LO)Q zG)%)jw9~xpLu#uwTe9|R&!rohL%)GVfgWguI*$$|rf?4=aodY=A2)I*wPqp#EEx8Ffl(^gLtnb@O80>%{LaS^L;yO5aJ@< zinWK0EwxH3e!DRr&s-v0E0#v*9h-tRw0OCN*HGrMyY4}PA3`A~HXuBBqc=Jr?C*rn z3Wmc9rEB=5%ZdfaL1lM1dtO^xeE1b+a)*pK@qA+_Gb%0|i4)$Sqg{Kb!-ZSJTN=Q0whrw66I&OREDxX}113K6r7d)%l!L z!XcPe9l)(H8t1l_uP<2Vx-#YeFwUIZ7P6uzc49mF!!!6HR00_Yz@%?>tynsyYkUZ8 zdZ&B(r(^a+N1sbb5=ruJLfxYYm;4S_5UeFF{&dyt2! zvD>sTBYE6dcOFISoZELL0Oe3(Y0RIlJ$S;shuE^x`I7EC!0RGV^1_v7X`gRvB_y~IW)2&$ zfgsH9;V(SHCwgH+eB&eb#8nJ_3;b z>7)KLrbGd#e0`pJimSN)Fp#n-yZSW1I*kK~T3}f|{Ep4vB|>%E^F$A^XQ;6g(M=D1 zeJMAyLvt6&hcfs=bT_Br3%U_C0D4kQe0t6#TmNa=1WlEJOnJ`)T5@t-9BunI(c@t+&ojZB<^!XEL zP@zMKBCsImT{@-hm^O9#6l%M7?BY-;dKGKR10%O0=*qbb1z^2UcGwn-8=UV8#7^p2^SWI3-L6?{rEL*+^^q0#n=oB<0VX)GHvS4 zsq_39bZF6@&5Z_a4s~kPt68^p?Rs47*xzW^wtX9S?rghx_xAl8c<|lOh!;109J%pi z%b7QK{v0}VW7DYzvwj_WcJ10{b@%>#)-Ca#hUvlw*`6-(vtBjg2LL_*6#Is~IyFlb zC`pOUU1H>9R?63}obgbkNU#58svVHbpQ5P6v6l4!eENKX$ zi8wNd4v3`xjL69+t;|RxD=j+1qecYiDl4483X`as$UGCxG}T;_%{F~HDygNSniHz2 zs&W(0mB!k0PX@+H%Ya_iLcxnd897u)dlXgl&_=yzl#xa4fz%5WP+)ymm<^2UScpj}6Vmb_hiV1{5G}XFGRrJ0;u+|mDP=8??cgs8`OLNQ${dT4@0b*#r!$^)yM3a%v5Et$#qv70n0X7A#L-4UWF#aLAA?L!mr5pKNRS#Ws!{qGVkN6VQmbSH%6wrVPRNw*`*d{n#4T4O` zS_6Z^C$fC4ESM_PqsnFve4OJR>|omnNl3!Hl+c8GQ6XRYvO>LJ18{;HOsZDZD#Z0; zGKirSuGFCy&+v+JLHrEnh}fFV9r1{sQzC6b*TmqE4vM8a-4wBvI@Pgmb+3Efeek0S z?*PaY(+E-~{K2mHpuiphVot zbW|lb?t{jnhl zrc|XM1PG?4A&`N+px`WNSxZ~q4P|P$~)vCwD3LCgEjApEHj=e;VSKySK5KU7=bE*c3#aiMzYvV+B_9lv>qvAZP zXvHgHky~2SXBPp~Px2(F7i9#%2L}48a#08rmnhH1_~5TM;$lUTpadoC2(XD-LKBvt zL?XsV2t@b-7mNwgkaXdRgl%sTlz<3B1i}$E5Q0^Zaah9=mAyjlp`});10Wg_%AD!U z4LbZB3T6jA}2bT2-qWFqgWd6ECl75(^UlAT2C-l!_Kr zOc5p%t!YK;GTEAsbFkwu!jMJ{tqH3fZW9~cbZb6(m=AE0Gc@NEtP#_>Id&fQo$rLk zaN;>FdY;anR>Wr(_vyNRUbdg7xWzC)TE-9bf}nZG1Q{qs(Fwf*8}=}%B`FahB|U#QBu2(KW*Vk2MT}Zj2RaNgev8-xA6&|YKAy}MgiskFAQ7XN z?coqO#p%VYv`L%&RA+q<>L{67UN%G^0ObwZON$n@sZ#L0U6t>A>6?|TYBehFxW}F9 zivYS9fKb9L>)y_)Rs$b6g>Cig3Gbn(#keYQ=fkEp3!{v8=ru3@7+x^s09($%ewbK= z)!bo~nAqMtqglvdY-6eQSja{;Ta#s7cq;q4%L)iyr}&SKRWXd*nZO^t$b)?PL9s+s z2olps4}UB#Ku+%_fsT2=DK-ZiW-&pn+(vg-l zPVS4}r|6fzRqc~m0!-GuxhBV*yKlBm6;7 zM(6^g2u-qr_QOyDrwzAvKb)=|E@#;ev#|qlnw%c zJVo9x-cn+uAQ?fpp8@fPi1Uo&XJCV(1rPu>q~7Ca*!b){4)Unwp#-$Vy~%msd-_(| z(oCTT2s7P4K5@EGX8ZJkciwza_uQDLR(dn@F)PC4b=KmHTwlZa^r%;E>gKFEvaY_Y ztn=m>#eo)Yw(i)jKj-V)3j1})UUnO&9sg-(5GX1k2}=%*5V{Qj_F;Jb1r#8mAJWJ| z7fR+~iewQ0uR{>x;KobgHm`r|4D&KCr@9Nz0F5B9 zB=j-@4nm2~K*{v{N8?bB_QW8m3;+QPpyG1>@ZvmfzfG_xl z59TQ7YXB_yl<#bCPOU)A`F0NaqVMN|F6in(8<d)|tic*QVG{i103i@~uxt_Tz_+Yn5(%l2 z5=LY)P^5gJcVcFx3W)>{VyF77;rhT74Z?rA%NFTietf0{K~E!U5tIPUs8kUUY!MDR zZWo7A?z+tgaq!;~twO{rK@X z{IOc%Z#n|wG5zXP+Z?I3^uM?m<+00~51=uJ^Pfj}$)5+JY=Jn^;`p%gOE8ZH6w zAc7APK@Z5s7tjZLII#oMtlv(u755EiSh5eC3e6aGun7c!Ed&5NeE|Y?fPK=SXc(<&u(BDul03^(O^$-E!cr_(4v0RZ zEQ{hS^<*2>qEI}|ZNd?);*uOoO~LYVH1HBY0aP!0g)diQ9+4<8+i);};~5&%K?~C` zTMRLmLox5k*&frfsLdcJ6GAL=LjFZbDgp6SBzq=-7eEuYbZcRPOBe2d4;DdqTEvg` z0b)WXH9K-jRtgYO@*qb4(cx~9Cu7n|esdLJQkB%;CsncY0u2skQaPJ*D2Y(fykaaW zZVNK57fYgR@&E-|?*UYR2d~m4W=T9>q6E&=JkwN7Wdc0|G(b5c3gJ^OMglycvjEnj z8iorQmrogvkV8c!wQtJ=CL*aGeO&FL4)H#A2dQIw4Pv$F&h&@ zqfIh76z$fCA`P&P_-|oQCDyei^1xl+H4l10UguR_-&HHu6kqeTP2Chg^C3>tWYg3_ ztc0nUc+QykR4&zOnSQ8H8&)sw5>Y)&QH!YR9`$n;v_a8tQYSS+`w=lKbTI>RJvOx< zJryAfq_&!eM8arDd?8g|1Opr9d`e1sE>K9$#~w^UVnXC0ay3VPmP)RKAVLY0inP3B zQdyO?yl4>)n)VIcU|PjM4V<-Uqcv)2@4O6PE!VOKe-Pt#;9F0^Tn%V!l_p(FfL+-Y zUf-2o=XGt}HEr7!_s%w7>(*{nVqf|7F8#ImfP!mJLID&2EvV272JHC`7GVw6PxT^D zHH^Xf#$gTrRc|Af*Ctl59MxhkHd3LbW0S*DDK!2v)j9?eLvPGveg;n-+Q6n;9OWfc%pVnB9 zs%n!~2%)rUuXj2%t_rqSTWL>Qt6B{e8l9V{1} z3JW$cH*=Y2bAe;A_OWv%)WtwHbpn!PArnCG<8)EiLshpzE-Ir)1Q8zbh9v0{rtDUi zL=Zgx;Yb7l1vQUnk?VKI3%p7Yd7T$nZ*f_1aO0NOiTTHQp_i$e)oGPBYNz&kgA(Jo zmy5gDi?wwJP@(_`tqQi_d{tt9bAo;0H-6=JeueC9;TM0yQ+@l_j`{b0BRF#SHXDTk zgKF+A^HYHl7*vq%z}kvXA69P_S#MWvf)Uk%4HSdZX@eoPgLebP*e`^+&L2q_?CS7@ zGjxS3(=t)kg{`dc_z&@D_;A8ZdvF-dbVLv^28eCs&VKiPgz6=G6Iqq`X|s11nJS8< z*akNail6XbG!K{nU0cF_)z*#Y_igk4 zAe_^dePaTa6lhHD*q!Y*kM+2j1ehoIWN-;y@$xi2Oo$>` z4cD-ezu}UfWs^Bs4goS4KG}prxjRM~?Mm5{PgxUgi*gx+~*Zp85DE=prqWFJbWlh1>>V+a`qq6~UGX z=^ob{&GCU?fCrm}mp-4YIffp;VZQYFgC*nSFYDp%e|ScMX=asGWHW zqFSk)0Jn3y1W-T(;vfi0V44x20Y<`1{?>rB+JLy)tC#y3!CH^=0U!EyE-;7+BV~aF zxt|X=t`GSf*Q&0i?@%WvuaD)|$lI_g*{?bGp+&fpLAJ2zPj*fiqe)q#|D~clS~Ryz z-Y!8T)eT}^Hdewl# zm3b(u01VckY0&@;)?lb-8=7}uPEmqJqeP5h|e+9x;+k!5W4nvvU-Fiumym=~o+E zH^qw%Oi36gylFdp7r8hWZ7_K?oH>D-!;|?8z8A&8fW$Z5#8I4!quIYyB5;EnC1||S zXvxNLT-7H{#{rnf`&cFJw1BNp=cIu!fB_hk0fYvb)cgVq6ZjiV$bng?9HD$2-IU5N z*victLHT;iJ-Ex0?aM>=y~#Yj@o>I7w3J=gquCs{NJJzdqefx>xz6wWRZg=M_M9V4 z(x)<8CE0AybFc;tu>DQm!g~}0y zjQ!Y=J=sHS*{^&YY+i#icgsH*+Bf-gFV&vHd~~mUQ_uW#38X_g+O)j=+eZ|AO!}lJ zkw@?xA2^Y}7e|mBV)FhhOEz!NXVAfI5oh*22L-;;`F*ylH<-;n2e&uvPn_U2ebd7L z460z^y%-Aie($$;3nGAAeWK!%CJ$IZsxBV!OYSJ{L7*M~R&9FxBnkipP+sMmPZ@xr zRx>fvxiaNSg!uWJw(nBqOTPB)^Rx(%>C>p)oN?o(4r|qCVxM_K2N0dx zxO3-*b4HBs-@t>5QA51=?<&ZXD_1VOdGO`XnS%l2JG%AcVbGun69!BbDB#137r$kP z00jurr$?{8y?XZU)8{D>zrOwZ`19MJufMysLrVh-E`Ht3SD;FarfPL z;4N{)u18d{MFa*o$RC6bI>7|7$O?$;vdlK??6c5DE3JDHQs@znJZ89|ehi?X&bJ{V zMB+lqps1pY>X-wrI`w?3Zn!x96RlRanF5VFZ9{1_uhQ>?f2jDRhuui+V*FF zx8}5~PCg?>bkDp4xwy^0M1DKtz4zo(F1?svH26mShVBtP^n?`f=_w6Na85`X%%sAw z3)S%KO-XFK#1vP2vBe$t-j>M!z{^FlCU}|b*II&D2kib3gn{ zOe5Wx|`bA&BCKmY_#0DRykH^9}WZWheXurkQO4tnr|AQar^E>t-E7{Cma z`yW3eYcUUyW?!@A|F0v(fz$2MmjK>$jm{CrbkOj*c#h92`qE9oUo*ciI zv+Vi98s;O~A`$_Kee^^B7m+$2ZUCV^_Q^&JN!!i)oE9sr(XWxo5g`8jhczgW>S~gd zWC6Kj1qTK|flz4R2@K%22~rS*=`j{6-Lt_}y7HBjpLIfJj67<_w?0%_5zq2LH{kYO%_scqnN_M#LzFF`jr#WNbFQfX=ZGm1u-L?2!qCF0^~65kw#V7}44=tu~rIwL-D2vxDmu&50GdUTkA*F^d=RO5l%$ab%|$BVdmQ7?jOvd45cc zo*okzIL6VjH5=L@cwrBGAOfMK$>XK~p;>;6W)GePMAJZfQBjrFwC`KP*DP5z*v58} zvNGw7ReIwjM8USU#cg^B06}O87nMhTr7D%n zWp^0djR=pl0aX^MNWIh)^We(su3ml%hf`fIzQ(#l)x}r72eU8i@H?esJVn2@GpB#O z6ea-&xX@)$OM&s4V7$Dgz;*F!qw}(0GYW=IE9=K$_h}hF-K?<~F5l1^DjGyg!yc8` z)cHpLOybSzVh^_2=xAB>;`gCp4Y=0M(_A$kFjxV#tW82|uXE#KOH$ZCwt^LQ&>pu% zOIaW+0kmC-!6#e$+SndYl$-n9`xt-_sGH$8g4yMAU-v~Y$`=l~tV1b_mCe#U-MV)H z41*9gtQ~=`zKgU?JR3~Uv5OL)rQ~Ob0oqFZ<;tMHgy@E=0u+)+gv2LK@rqmg;(Xx4 z#52xujW5ET#%pk#9()O1Si_I~(C3~iLkUnb7Q=pm)TkfPJX6~PqUhsPs~@@t7_;g( zwPu=jay|5pstRq&ws8QH!1SgIJ3Nu(v9ZDPbf;VW>Q4XhZL7d+y-oXrUq@xNvrYE@ zvYUO|L+!SGz74Q(liS>~XhoOh9(NTjE_2v2bC-AIqmGnUspi;5RI`ik9%5wQ*c{U8 z{9Q1BCv4zOxe_!EKC!I?Ln;fmSi^6DicLu3^PrFT=PyqB(v!a9s82n|6JZGj>jg4@ z5eyn3adO4nLl-fVS*KxMGf4S<504N{Bbet2SS!smd$@!(IJ>k(KBs?CyEPoNL;dP& zM+}yXZPJkw9;{z|>OH2q_s8$!Aai|hVeer2KR9-?yZ`-6Mtd#QULUrnWE)wwE>v5= zf4Ik;{{R?(+weJXhi3XxUi%V6O7#tN2UWYk3~GjN8G%g$a}tb)R*r`-kXI%Dly^H@ zl6n7i3&EfYo)>y1c!HpZGQ@KiWg=;PB}T<_7bpW6l(BIfCkQxr2OYNui(mPiB!461hwgC?=OBps z=YRf(h^?TAH&GARLT3KwcasKT67Di@QNn539&efsxS+X#!i~>f+b@-uvbQdl{|HF7|ml3+u#YHzz4}Vm3Lrr zD3?z#^G1hIjk_0W*(h^)M1@Vr3yUELO0!5*XoV`qG;2V8a3EvxM+NpCTg-^ec_96B722Fduy~0E~5&8vIog{2a2&6o=}W}uzPWYgaSo0 zqSig;gFbygg(n9IgdiGbc^fd+G;bgX<@lCuNp!d-D`NA7n`A&M<#h811%1hMX$YYI z$(KWr1b``+dQ*@YWSAXULt}^`jHR+pDB@s_4~rTL@cR+wE1VYi6tMXJ7J-4#?X17$CD?x z2?N9A)`wapRRv&>9r?LQb-9M)M~{6eTLX%9L$Iji z$EZoLs6+sm4zxE4YC#OjK@J+Bn!2eCGNGdB5f@rz`0INHa(gj@fl(NTah=fl40RGHHA5MDfP*+_DPsB>io$#5lZ}${u7bp- zda!(Nx_so*eC>&Ac3O^a(1p~;r#c38ftsJ*;h*?usNT1z1)8Y%$gmI_u@VcZQLqG) znxGZLei@5o#Kox|`>_V%sqNB{q1qoD3VbkCOKnG?@Jqx9Td2}1AmK)~T50GF7 zh@lH~>NK~u25@kvH}|h?IX2y4QejA21zTJ5n6OPZv6Snu3ro3}OSwv5u@6A08%vO% z`$5tMvZPzO{vopLvM#E-y6gfH27#gZL75Fmksx{#u=5Rx!x8INZYW!kI@?S|RIAQ( ztBHq_K3gzBD-!g8O)6QmPI9!9=Vwq6y-AC3x!GTrmkhZXS6J~1&I+}``Dh!{q>+}b zdVv>TE2Un$zU(`tmPQ$8Bqw$MZ>z3ydkCi?z(G?!qNX%^ z3kiFm3)@4dUdXR(fUl-fu!AZwV=J%hOJF$=2u!*|CARMtoV6g#UO3{+398{_5 zXSyuh!qg%M=fJu$Jj3}lkhDB6g8uJON?qA0%iuC{T=N~5>+%C`&Lz#CP4i3`bU zaHsjC27sEM{b|7k8)Q+?mmyra5BtfYEU`r3D*>=KD4anmERZhT$}BvgGaSpSYr`hX zyR^%)Ez1)<48-&Wvl4-cD9dI4m>I=6TdTx74kb~6PLw!HtbkPPI#w(@So~+yTdYe9 z#$hZ8%}TXpQ6^)I3ZMYaV)Tk`T+S7Tu7Yrb=&X9|+;QkE2#KHvgy0L$$r!jN$KGig zew?P5H7V+9G^;Ti;R&9nk;wGAe3t+RkZ?y$L%7p7m)3VGY``+U@TUcv$pJ)LK$dJ{ zIDQ-~%0h4iLJ+ZvI?5(ZxjjI_sNAu1$kM1ZkggoliV4fWnVGpf zq5>#VO3c^!yF z*c`^2Pzh7Z)!#g|cM*&K&l-B>{MP6E&T_5JbIs0Esf>Ie2*p^8k6;R##t+$Z&vSc( zbPKNv<$H8+G)SWwZlEc3JD#;+&Z#g>tLYY_c~U@+17)CCw^TgQfM8=Y)X z(8;3Q!6CdW0Wi`KYjr0b+Y{SB0>C#g?Ki3HLANc_ynTl>{Vp~w!#Ewgmstw6%c?o* zlFW>e>QKZ-t<%HIq9EDSPc0;{NfRltyw7aA(VPufO%1Y%6fcQisPGBqectB13Fy7v z=KTuB0BG;Mz1Qo#WG%*HTnV61Cv07UuG^-~x_=?R?jDkb`$H&wxFIx9T(Pv{Jm_9g8vQI1Agi0 z+|I~&*9cyWrm%c~%@1C>*LU5&bwCGu(9amY>YbGv9L_$UvMC`h;&yOy39SbvreZ0+ z*@~N=Y~YRmz5v=XzR?KleKrncI35K$UgQuP(mSwQKhEqSoCDNe?KuFk)}8}NUfWB~ zv9WZiP#*4N2g^#Oy2Fj-#*NFn?7U7v6uOF$L>z#nFz@bd3@&-*Cc(rMn9OWGB+x_> z*G*sF5a&cR)i_$`<4r|GvGCCF3hd3^XD#Rw?-dne3~2r6+x*^DG1g&h)?F>>lYWAg z{??dY@|w3fWnV$@srh$)>1ow*;+?@tVjRen_HKQHd0Vru7E(+8J;$mP0rEOcqj&(LJ1z3>m%P#Fhuq&Nw00JNZuC4VGo9$#z_S?=k z;O;m7PX0G(FYa#dWaMs%F?8R z^aTWD-SO+69rgS;^)-&{`=|s%PUP0U_2y9k3b0#XFZN?!_UNzeDiAD#DTm)qm~S8d z**2j~tPWOw!}jshu}M3UA9w&5=m25N*f3}X4IUJj&73)U3l}zI2=UuDhYuY>yhyMA z-bRicJ=PodE!)V6B1fJ?`7GNvdgCfiL>W`&OqwU5(L4xEqZB(X#jE3`lk zbt+=9MHd}X=bShwh_EIbZyYHn9d|6Kr-@2=MIaubNhTSAoC->zh*+ctqEcEJhN6Y) zsYs)buEa7VluSy=r=A#cXdE1C;&RL`y?n-)qDnccO*fC?Dk-f{nMEq7tg;iUTbgpJ zlCIDKG|;i$BD7FL)v7B|x%Og|ue<61EHFY$*=L`A3NwX}z#i+1vN|RMHB?VSBem4a zU@J|H)mCK<)z^BHjW#=O%gq-x!tkxP;dTwfIA5)>q6rRR9@T2y>BaS#hfdU95AOH!M1lYwGXROi8F^5DrVT7+jlB=bZY%*er>G`IXRxXC}8+EYcxZ^TMLer;V zhIs|bio`THYL;8_gz6Td_ncEHKe-Y#=|B%< znrTI!ZZzt~A|=F^X$srN9$j=<>{Cuf1v~7>-Z0fvS4mq#4OLOAVznyTM(vEVeT$W! zS=m5jA6wDjweMbi1-yzbbm3p8I5!?U3@W2VSK?g#z>}9VnbkL&al7*y5S8EESqJ{hBmdW z?QLv(TL#7OHZ-7$ZnLpl7}!9FO0j`&ej^UxREUKrL_t`Gc?09NlQ{f1%W>Dqk9j0l zE+HJD2?WSofeKInZwUchL#PkrMz=)&RE`4MYTfHsL|6UtZMx0OH9&y#4mUnmoizq;&?QGMY<9a1T& zssRvd)*#>=9Fss=f{KB+Y~TYSc&Z7)CT(gvO$LQI%(iuKG`W%uVLX8bHl$%1{a^zM zQ@BFFJx6eaGn{i8_Z%AD$A;0G7Jry{t{qI{JqH*ffrvPtakjHRGcXtBR1m}{=Anxj zx+j6Km`{H8)1Uv8&={-|0SA?Y&5SPR_bH){us!P z@dO$pBiY5e*9t=-av@qWBgjC;rt`rJD3*lj&DzJ6OwM$spTsFyM2WxrnbN0^s>5Oe zV+sHorXSNVMb{`(%UYfRGPq=*7@+FF2lkRQ##{p$eyJ*AcC`u}%oQ5czy@9PW0`Eg zO$d2KO%);wIxZZR;TYE)ZidTQNsv|&hyWgUn&$`+fY$*K0L8&}O9GzjtLWgF1Ijga zaz{{s>`GwIF0!ki`vhoaHM?0ZTA&R78YsXD`k;d@G+}kr(e|3cNv6Wl^r#a5EWJK`EnJBU5*9 zgV)GAXY`s^s;61i87kNt53;v{YItvap&-mH|9HY4m&hO(d~;v3ij}PV;O}t!`(L*{ zYldBr1%X@WxV_$|2MS(rr!y>11xPqS-Z}z?Gu%XY&fo|Vkbn(3Tpq{@V0Q50B8sy} zVixz>*S{{2i_I|(Vi()k$3}LsN4p@D+<2j=Ez*(R$g?2**xElf#!apy3*j~ydbOCI zk~zZ1;Pw&A!yxuISk|&eW&_JwhWAjsJnv41`IBRATA6#=C{*Sp&37Q`rLvZo@E&l^ z39NI%7sx8rRB#PhWv_iJ80acM!QxQZLK+Uk28(BK4Pjt3f5qwvf9Rq(!kKh&01RLk z+MzH7K5#heQy$QTTAY2IfelW8I(j9D|8s{`^{Uh3ImpTf=>0iD5DakZ68HR`yasmE zr9O2CdDa@q#(LJru?-oQF&oalu`z<-6s0i5AlF8FY-L-~A#>Z?-HutfsW;?$Y=hk9 z#xnU#TBdcc>?bTuZoHXGZ^A#<-k!uaq2@BmGV7%=e2~i>1c7GCHwNIAGE7n@ALqs# zJZuVAIKvsf=ZLr0z3)Xm7_4CNC2Ro~X03R~Ee-~>0?-b?L4zIq;fs?`dgahM@UxWA zg-1No7Y245dCo&~1v|K}AASJO7es(=aaic)act5BU|3l@7R07&9j;I8^e#f3>gPwl z)UB>{_8WT})*u*!z@C$|FV9HZ|J#b$>%V`hL2x)K$#H=L_!&m;fe7HJi!~h!t+2dJ3KKPL1zfJ7FI}wN?5i*L2|1zeqiiBvuj(ETboWLmig!eJ2lgLD%n6^)-gj(#1TEs;T zj3b(2pAYm!qzOS#8bMM@!4sr|6`Y&W8!Ky2tG+=!G3dBEb1FAzpdAF89`wN<1VUj# zjns3-;5b4g+yYbJ2Va1K>9DxzP@65-g4_Uv;9!F)^u3j%D=iGZ)+0yVSb`$pMhNhDe;T1);=BERsr8txUAPO~f{;up^nAimE6Qg-{bVX^LAghM}1Xp<#+o7zQiR zh&XM^Jg_BLg0g}%1LH?C zJi~@;$R9uf_c+J{F)YV&&D&&1f~2R2oQ42+02SDQ=%XEs)S}tkBJumk!+*#xL`PpiCz z44jjzq)%1Q|H}KUPy37?Q0OvH@X!AQ(Ek*RumHxe{ED%huKN)LL`lm%;Ec88C98tV zxa1YuBOJN}4l68<@5sv}7&NJ(M!^(OJ0r~0fSbcSOvMZX#=J{l>4Gh=hkmdF%B0LA zNCN>{0(hK;eSm|u!b0d6O?%`=B?v>)yivU|%}{G6+~lx291!G0kO~U`ie%C%O~Vi~ zkX|SOJbVD~gB@L?9Vq1@Fb&O8-6 zI~f|FBs-=gi|7he0yWP(G6wZ@icL5Lr5GCb#80ObnyZ|J`n=CdwN$MHg{%zF0M&#} z_0&%V|J6^mgt3S&K^;&oL(qFW6t#TNR)tVfu`1Y@P`Cs~vhoKE%}^_R4lLkM@Ic28 z9Z|t7QC30GVtpGU3`bxImMy51EjY)#w2mY=0zE)055)oz!i5+#7D~fH;Ui7Q;m2?- z0@Kt30P=+|ECM2+f!4Ir%29wIB2xp2j{wlac6CkYE06>zwGybXJ|vI{iz4#NqIezH zGd0+Qy_e=((~)db_&Z4jna=y0HadNUiIOdg)zgfv3aJ>HiM1)|DpZL%)JUqCIeCR! za8F0I)cmwh`@B?3_0LW{1x=XQP_@~c1yxJX1WVvqp49|Um;|!;1o{ESR24=-S%joT z|G`%+m00bwS&cXp8k}2|w3OS9D~y705dsfwo73>xg_A069L!;L8)GG=i+dYoRaP*- z0<{g6M$ntsd)5x6+bCdzZ1sd~{n2gm)^F_&aSd0~Jc1oHE7M$pnG3q1v)37jECSKe z1%aZUTin|uNL$O-DgxMl{ZfIoB7*H)gazHuC6VUz9Yt(dNkqvt(vju43Ws{5i?!2F zG?J*m6Hnw=vim@s3R!wk#Vl*ZMSV(?P1#As%2Tk)mqp%71yG!2UYyn0PVL#ArG)66 zgi0s{LMVm#skc;pi$z#kS9R60aavb_T4}0KNZ36MRkEWJNr#nAXA?V< z)lNL+&YHZxtB8uMV9EnE+OjZ)h=GPr_)}C6n&BN@`b^#_R^Ip50kW;9@T3 z+3LN7OZXpqum)8);sov9q+JB?eb5M!pz)PesHITz%}_9)Lf+HWAKk+CC6DpgTKJ`3 zwjo>lMN#~%%qmb@DNxoZ*n(#&uojAfXJwZAu+g~H;{|5m1{PN$c;GZ3|BS+2f>xVc z%E4e4P{R)9Ty-iCJOsKCKH(3u90Tyu79KH<%pwowB3z!~UFKy1LBy0o2{)ZY`m;od zbzL8;KaCAyshGC$G`uq&P*f0;IeB6zE?(nxSt{0MPQ~JGp5Ex?*)IO(Nw|bZ@P(q< z2Yh&jTZmpSwuCNT1TPLjwov0WX5;X6V>*E2tCC~(qT>__1Kq=8YD!=rrK{&?-%mRt z>>C30u#Wg;IAbkLLiQ>{w&;rk7D#TPM(&36`^6h?vV^HS;C|212-B3;%ZrtamZ z7G2LOuF}QfH&w|Ti?*?IUD$;!uD&+fwMns~3ZW@tdV^+3*n~`73MUrcD1J&QepGFy zVs7r{D+cGg2IFC{hDte%Y0!mBm;^3PT5+!DLpX$bo?gUTi^6u*K5*>E&S$pV=VR*U zT>0l|N&|UZp@KGOEeuEvn*r+>G!2?)iZ*Szz39sH&|ifDjkba<@P~eYgVw$w9HQhS zu#_b@>CRr@Fl6a)b?M-yflj^}vy!!XWk?K;0T*Cy=Eh)x1V36fkUVq&G}PehX6~H( z0a)8U_(%}rjGYpI;n;ENrT#;xM(-GwYG6Kzk|cwNO%OJ^|7wX%RHm>asDLfB%UG$1 z$~pZ-qfP6qgyNKCSxS{_$|RmOOORusuXqVG^MX-d!uICLm?8ENx z4PS(_NCXgHghROJ$A;|4j?nR~?6A7*&-9hf^cBwL?Uc61&n6cR8-me3?bA-})TY~u zgXGp*!X{ZSd-?|3xw0Yoqc7PpE_oCvgt%@KZ;1 z4JUC_2VWF-Y!#R6$%ca#ck#m%r-~7 zLUO&@t0cmXYat9f__TVoaZHYKz@73br-3SWCVw!6SZl~LU+(Iz$S;r01A%kFlGkpL zwdPK96RzB&P7pcg7kgKo70xF*&+~rQ^D>xfm2q$QMi7KhEvD2zubxS+-tV8p-FZ9J z?LEA%00mTVN=T35Nk8zHz4YbH^iXZ^O@DAm@CDka6f)L@QMZIrS7TLA^_PeF4rgOm zM{!u!XIXz0TA$;-nKU-oQ8?i2gU&*~4Z~>p|7`2~bsb*R$OILb(hXK_HP7xEP=N=) z`z}3dg6-+|cvtFf?!fo*@9X;o!FPQ*e14Jc*;#ylcl@c_bM_wi2$44brdVt%68wIx zJjIG;_P|uVMXkj6(J$~zt@Lf~_?Z28O%M4=0An%M1$(d*#PEen7Xu+ z-;8^1Y~N3D72ju__h)HR-$v%q&~$RgxpuK9QovP$URT@=W61OHP#!hssa2Z&w> z1`;e-pkP4(0e-k>=vpZAxN_&xZF}nODOI!f^6l&QZ(mh{@e(d<_%L2jiWf6h ztm!f2$dV^Vwq%JCX3Ul^Tb@+uk}qHV_U*H0O;@E!lPoQ2?fUhiL$YVnu5B9-?%cX} z1M1`Z_isAFhZ8Rj=Q#4@%9EpM|L*)bbm(EGQ?G7)I+pC(w{MrSW!k<=QKXPBZ(a%d z^y=5MFXH|^{2n=S%&2ewKK>juh9pS>V zG}$Dz)Bz4S;DHVn5IK-lue=f#o_Gec=U8NI6--)hxiuGCl2}C-p>EwJ7+<#l_9&!# zAvP(cgf(_4D3ocsDP)#q|CU*2m3#(?F8lOzsy(_~QVDCYxf+{ovC76-)TVD+N^}wHh1&SN4 zxB)Jx;1KDmi{KGIjMl}06p~1xdlp`Z;SfTk;US3gWhkw+D7NULiZL1tNY5&Do%t z=9&~7P>4SM_}mErO%Bv&o_UhR=bnBV1E^YpI*n*uYf*JqU$;0KDb|rzx;0{$F2*U? zlWn%yr-v*k@Yd3ph(NCXY^ZM&_0FQ(gHxlo*opn;?Jr!MNKACX2sz6g;n5lNIN z?|b$Vk*<6*{NPVN{rcO(gz8zIVi5zccrfxb9Pt4~84G}mDLF!9!;dF{Y*NMnAlXn0 zKl~tl3o5we1j#WYu(J6GoSc3~=(GPm{PD}LrIj8{z<>Z+-(D;0C8e!x`>y$V!~z z$b*IQIBp-1lN{wnG`wp0pa@IA*5>T9qZxGTMe+d`x&C9iHL~$Qse9uQ*5--V!OlYN zq1Ux+M}!RJV0XRq9f*2>$1S#q2FFVt@{T~jg$1n>{&1L&CUO$@nM5HBkq88|N4+0B zz$KJy*(YDNzWJRGWu!bMDpRRSkkl`KuDsv=*tCEHC}3y)P=Ue-lEAL`2`qo&(*q$G z!M4a{6N$PCD)y4WWpc2Yd-)(VMYuH*nlNlAEL&$LaS2HH!WyUA2R?Lx8XD4&Hn7QI z-F%2Q{~rFZoj)`pagg|{B@)Yt$AaRrpkOma)(S;dkj->sfowba2NJJ)*0t&#$!oJ{- zI6&ZG4p~ygOcF|vXiNe>kbnRLps@f%Km`SyWcgyY)0UM$Aai2hC|4=fsZy1FKY7M0 zvwE|fEnop2_(C4|(GLq0&}d34%UPF36=4pOm~mkXRrF%DU|h|acAW(@^D0flEaonl zs^$qbflae{<}@aGZ)3NV5euaE~t=t6naBOX08bM(o9L@C-vi}F@o`r_RXa2wn@a#W8Q0_oc9 zKvHe_iwFTzX~9^Eygn-6r38`b7Xq-5?r}1wI!!9Zj1&Qi3?ySgJL-4Y#{^Tt&#Ci^ zYE|Pa-}!Fos#?7-R~JwSpZS9k1}JL-)9R(bw4xoYc1o+y zE)ZfL)98X~g~wXsA#z6zkuAiI90M3+t3IgHEgO5wTOl}zU;V<+af@rA$nSBAWdpj z%i0vFl%+j7@n#+p-7WktR1t@?*=p2%!(&PX+>9flq9=0Q}aTGg!9)MZde zHdk9>RBB_JJ)U9f)nG<$knOdvf6YS{zjN3}EVgpiFf1C|_&PXdwvN#w1!uo2$kT4E zzFFGsYjf-&40Xs1c$)-s)4lFFSY1E(aRfdB^4{-ucZTH64__Q%K4B&)4V>%Rej~58 z|8_V*s_V1z?%5?2ciH7(mU;8_f+VEeyv9Q>`uK9Z<7n~`V+qn_OL5K3RQS^Ki(kFX+zgVW}Xk*+pgsN$9+Q^ zIzrtApp@Mm>$ncP^<5y*0N^R$>I|L@G?~5W2N4h%|Oq zObD{f2)fMmwAbjRpbAn|>6zYFq#npM1Aq0G0nna+(bZaU+FPx~%z@f1*c@FAUxXE( zgdN{sMMeoRU(mT4hnY*-Ek0$`JEs7 zg@Lk7(fXBEdPu<%bb)Bt!Q>EB{qY;)(TDy)ME*6z40Hh`|3JbI_<|=0AR%6qNC^P~ z`p$7F;36u|4~W$RLLh$Z$OYCG!K_rjRbnM-pg|0T&#*vEoM6h7pa{y3D6$VJuAnNe zV#{3BF1=zhz#ti1fKx003+TW=5CD;!6F<8y*iSP+wq!8iG9iOEf;bg2D zt92Ntgi0lF6AbZ#KV589abPj?O`4!2_)nlKMY>F2v-0KWZliczWh-lD&hh<;y*^BB#IG_f$uW87%-RmRW} zof8^XsnFUqj8o9rhSNFcH*VpP?uJ%c-S|1_b7W^4s$n})X?iSyDR_vMK392mDGg}i zi@*Sw$|aeur?&FpeXJ>)9>E{xU0vQKh~ORJq3LoxWVeDy=GZ`oKmxbO7LV*B2`m{R z8EPe_KnmD^3Lt95co)HSLQPm4m{4k#80?lHte047rZ#NDZYrmGg{PK;YwBccvc)MV zlc}Dn&P|xAju5LlqpLn&hYg)&|9nP>eG@pLMrwFURcasif#a{zijpqr)rldoHWB(^ z!HwaQl(L~}EkP-Gh&|Syw8jX&Rw9_Pr?xh&(>m=4XaEG9zz^6!eHh*n0O(=1OD0T% zSoMQ)0n!h6?MSI>y@i?K*}%Sh2z|(_Ts{N|EM~PDs=lVc1@f!E=2^fF?4Yp>!Iq4| z9&F#f55qdF;d&^l#%8ESVYQGwz)tU2ba&hBiK{%reA>6B7w5p01!>_bZF z?(X((`6g|T3@;6bzz8r20T_UGNkH=AN7mX0^~g~VYm0+SgNJl$_S)MFP*3-gl-q(Y zM36w|(Czugzz;0a`gWi{d>{y#Wct)^$$)XokWc=WvHq69GbpagA<*KMD5wfB4+^6J zi`s3TYBYT;18XkO|8Xv1eMSqFic`waB`m^aXybBfVUZf?k#g|s!ft1Qa0uJjvDU7# z3K@K;Fbi|hC35M}{w{;YKn)M?4M(0r@UXVnfiHAHoASaDPw&;%#}@o!epKnvKw1}q7Yco#=<@kw;v#6i{I!i*SaCS{tj zHhbnua)pTYZyPu6M;udL{9auluuv8ujfSiqKL#a4#&34+G=_#0n#PZo?rSio7G5P* zW@RHYDH4HjcJ{2#)^4<*u(hagKfFgFVImBlrzhvDzJhWnJFWN>g!4QA2;heeh=$kl zC!N|yNuBK$|9HYk9bQ9ei@Y*fA9?K(81n@_aoaJi@VYEawL`Sql zw?IW}>j(fGQ6qqn1i(fE@eibdXbj#-YcDN(uP<-*1^&Pwpe0OKB9B}vFjq7Ow15Nz zK!cosPxtgsr?yZDbwy|dqsqin<3!TM-;8a)jr6CPgKZ90(gp11N zPkwb^|LB!i?)%kOUo zH;sqhR0AQ7=lF3aw@1hopMaWkKaKxpxA=wthI0UhH!YlVfKNl_!9_)N z{{;Xf>Bzjo*0!W{N+-C2f3ITNz=L~2Xd9}ASGe#l`i3(J`4m9V;Mqr<_(0TlOx*TO zj0`HuPmCArjMuoRAKH!QxTza=R*SPooOAF6r2-Rqk$cU^`X&Uc&^B3vXk@oIRiVq~ z^FFWc-P{V6ho5yqa&zdldaqvzFS}n8R9QAF*e=0~R3u@0vfVc3nzK0x%sIEa`J68{ zWOf7rFoFtf^!LsHx5id2lMzD&x-Ad7w#k;-I-q^SK;1gJqfgAh!W>T~G!GCczk2=Fkbs0dzsYkq4qXS=>?IJXBqoG&(c!IVbi z0gY^Q+r=wF0jfgH7J~Y@ObaTH*uV}nWW8S?o2S5{x4;e@#K~}AOAwqt@U2o6e5EG5 z{gTqaH@w@QQmIS4sZ)GN1UYm^w~@E=QgZy+r0h4PN{JP+cawZv@AC#@IXMdJ2j}d| zk8sR``Pp@m7sV0p*a6N{yR=%n&ugO3JG!?E{RV7+3SjX^s6;8-RD!bmW@j7R@%i`W zVbxzfKP0+guX)#pz(sGwKpX@#dqn%v#HaTJ6F31$qJ7G=_?NW(+b=)-|HQrA<2W=7 z1CMvaS104EqZ$Jz;mAVcV0o@#;e+T3;wALD4cQQimAuI-GLiz3uKY7VCy~oHe&X=8 z%!j!>dJ(fauN}Y$@2VY$WIaH@5GXK3L4yYo8YHohVTceMAVSak5JY2zs6}vU)ShHuv0!6!)ZC0;s;l`Camu_9Vck$-c z+txxEXu$vn7Ce}+U}(e0P!Kzdabw4iAFGl)S+e8Fr!Y&#yqR-n|IeI3g%&-UG$>7{ zQKweD`m`n2uVGV?P07-vN|zw{^3|{3K6|=!Rhl%(((FaYDIH&Qh(>GG(Y~E~cRJs}hZp}HPI>d^(ZfNro_%}w@7;%yKc9a6`B?Dh*S}v%fB*jhR6+?U z1T4_N0}&Lkhy@vJ&_M@%h|q^6mN3O1e(az@!wqf7!NVM8FiFIfUMf)}5(t99AQe+! z5h0#nbm*apC{iH;0SXYys{|AvAbpEM52Nv9WKB%y^7b|7jf zCY;Da%PqO=vP*sV@lwn&^VrDDGto>FBQm?}h0Qm|BudUX|LLrg2`%lU6RJJ=?9-^S z_QH#*KnX3>&_fYTRM9~DGN!OcAq~cuXA)ZsvP&Vm?6c2Q+0@g{N((hK)<`WCwo^|X z?zT&G@ns+0`te1VONdi$5!nt=F1h8R>(y84unQKu?)n(d*zwX!R$2I%ZPvbL@7qsW z{Q#^szyz_)_Q7ozl+cH6C8UAEBlz*93med#0o`?LSQp(Net0)t8%AiMC5J?kQQr_2 zYSG_>Qizf#ha{TF#sCyhz^q;pkct2U0+7I7BPp)#GfzbG8s`nOXvmWne(icA$gG%QT9ZcNipH|vyZ&qOV))UjDZ)oj-&ndFj3bc59%Yl0ij66A8d)z;>C z{nb}t`3{!YVvjXe*};=-*6{V9O+1Wg8OOrf#|O+-@&mcu*4uDt=t0AE;pH4&6;zNw z^avg(y>tOk4G(b3Eg~wtTfdfbuAmWKFPTs^8 zGB$B(d@t=-*YN@MM z?CPws-umnPHw#-dvH_?Xv(1J!uTj+{JmD(0|M}t)l~9gzc6B$sHRn3L>e~gYL#)6Z zi*Ow*&*7Yq26rzy3+_izwiLP|2vmxpTkV69Wr~tr2023~v z0M%)LMz4EaL_*Ml*>Ru+xr;PHxkpxDdJTbn67yj@C z2>|w_gXC^{BM3lMoZtkhVDT*3W0_pa*S+ttj|E?OpH%YrM+EFqkcBklArWbp_|2~{ zjk$%SC}lseV2U!7v5aQ;_cj0hFMyrY1gbtsK-tvhHnQ-=G4T2h%66w5QK&kVd6+wLKB)$|Ai}Lp@WF9xg#v|2tSzN15}4PY3h)gzw@CF zfyh0o^yo(tC?Z8humKK;QzEc4CkGtzM2AFCic_=z@VaQ0JaF$SK6-!#kjIh`jFDn# z@W(W4*RSX~kp%1Pzz9_EMnL)zd;aLeTms27m$grPf2^n>37JTZZj_@PMZh8%8L9eN zDpQrLWG43qic@Tolb$4%C`aiUO%RZjw`tX@_^}UJ(P}o(fn_XZ`72spM}xWK;4YWd zOZfbJLA$=E-2#85oy9F~ffz}0<&q{nDM~-Z(w4e(Y%q=KY-+Q% zw)N&WaYNf7C=t}W1$C%H#idch0|)RRHK|Hv>Ik9AAF2L_s>VEK5yrL55uD%z&@>+E z4Di()`j9Op$fi{Q^}8PtaRMr^fa)HQR<{;$1ofQ=5)H~u*r|ZLXNhP5au~5N=4*C< zEwBp+YuLjwq#y((L0uUe0rF<{EQOuRW|6%^GTN;R&lv zQfrumZ6;+qD%!4w5~-o7|0oS;8&+B4RlNC)aEc?F;{Z3P#4WCM`p~!IB9}bOZLU%g z_gwl!7eCXrR&}lGpsQl_2wlY?0rqmK$+=W69i04R zC`-AiRCb(|Q;22BZHvoC5J7hXFijoyw=Mk@Ggda6upddXN5+fqL?!_4iD-ZTsr&X3 z?aG0*#--9ZG@b@r|G;N?&zs&38NoC(_K(>)NA6B`l6*_; zFuBRW{veb?NNi(Q8QIBJcD9nR<*iCU1knWRp{}i!%vuvGdlfLa!>xfiJIqH<-@pXS zSzisXJ1p7;W4!Af_Ii(C5E>gn?Dica2)A?HS8@1RR7P;QFkDf0@^HZ4M|aEOJ>q@$ zJBTMvamb|j;#L@~F z;9{P*0*k(A1NaPfq)*;PzzNKVoX)8Tjc~0TYs^Y;E$pae$Zu(4=6%+$X-?4KmeBpM zFbmrU|Ni2SG3HM!>j!;ab$LI zUyN|xK2cvr;0G?`?2PafVMm4}3@bKKE1D3G7IA6P&rrsy6_ch4*T)vMa2I(oP`I!Q zEsp-QA`JV-f5>n(&c zaJm9f5Xa>NOral|00f6eD%4_8c26vHkt-NZ1|>l1l29r#aV%QV>v-@XP!XN3FCbwD z|Dg)Y6j8B=Qqf@E3EL`*2`38{*=H6JWgZm;7stmUdvPN<5-xr*{(=zd)U zw5TdZFc!mXDDvtdxvuM+&H`4kDqv7Yq|y=5>b??^AWzXC{Q)7r39gQ4oF)LFB4CHG zjUuf=vK~q<-qF&YQ2pdckZ|yjG_oW4vM<5nBLy!c!@~ZIu_R408EvByZ0i4bL#I~h zZf;E)53nX}lJjn|^ERkFYVPxRGRpX{^n@~nt|eQx3<)|g+GtNI?CACq!2Iqa{~pgG z3hM$Ri?6@3QY>b%D~XT@7t$*O@|#ou-;Tg6*KEEH<~AEGE*>o|Tys%qb5Z)JkmjaeMqwWVE}G#kPsk2UlS?|t}d#xEhrML!mT)qbDS)c zBJhnDFf>Dfv(03W_Z-b1E^I58CNDM1L^IMUQxrR0^hL$uX}WVpHANLpOVkEavAjx z?m@?AI>$#g|A0=2BHvS2apO(?1I&|5nYBLbiYdjShGi zG_0=T6_s#d;Q}@#k}eE2Q8W^*+N`ZIv_g~BLWR&5-n2qDpuX&D+{|oG5fQz#l`9W;|E?(9Nh(bO(x zHZJxuVWjEK+$v=Cc5nH%LK7@xH9!KO3BF9{0dOc~l`t+^wk_7wP;Pcn<~C8ewNN8B zXDyf0cGmtR;}ym=E6nv$KTbA`7FC8r$8HK%bfbaX5UApl|2`?RGB0!H06`nG7D~BR z9EB2W#Wo7cmO{GV*}MwO=puXKGJGnxD&Ur4CwF09RxchG1yx65udZ*Ymv2>|umCqi z2f&(sXDyx=D;Ae6VpcA`7f~8_QOZ|oj`woe7x2o!Ycy9CI9C`w*HS^ZM_El7+f_IC zfw$nMf#k+Gpf)D)6+5Q3GMUs#{nd7T(rc$wK(4e4&^GpTs80osM6=>}lUHu-0!0&L zeG$NJ*K2yKw}jtR0}87JPL?g1aw!qlA>#rr<92;O7%$FOQ7RVw+INR{F>?=Zb2}F+ zcJzKxgbG`XQ$ns1ndd$OQOE4G>>}Wl62}{~9q9xfZxHxi%b0=vBe?KX|uy ze^)?dPk8r20hZJ4nwJrWqK)f9OlMe8YB;R;ibhPhdNm->)=C2$OJV6Eat(Bj7tX_0 zRu&Vfj(K>I56Oo!4v6U&D~Q;(GPQtoOctyGm3RwOSqY|iWq?aHN%Pev?ejkI6RB2p zKW{g>z}P^fAcD8x2f9nzUU)9TFDookXAXHbcUf9{c{btrEVM1Y*ej3uRs-_D9}q!L z^O1v<6N8y^c|TYRe;INUnUS&C?;QD&=T|Hy8K$0?|8#7}a4J@Oi;{PxbukZivDgl2 zu6F;mfuZVE#kg#{pp2vKtB@vqf2f)_STBS%|9vMGFYK`rjahFsfD!y*5Hz46Z8(^< zVvXBEpw$$jEw-BJ_?okMqdQGTLjyBnEL7w-h_B+CaV*G2No{f?)>J7tT+%h5QIudw zo#m6A+c_H*m^0(KRb7>yUwH{6Se6S>yev3S`1yJNIm|Fx>0oxLsnVVd`k*Huq5T0D zmhz$Ff?DSe(<~ZM2oWqsjXH-uI(JTBI+5q^-iF&ql{Q;s0J`ABI$Qg)CR1 z*j^_{lxy0iZ^@LoF_q<+%ILXltDp;HnS#M*kg=iw^e(9bg`%-Sk>$~;#R9;h*UU6q zkIjs*iZ?H&)gR6jE-0IBEqgB{+fc?D|7ljctX*5Q&N{6{Wuzmyq)|;>YwR>U?#4*z z5=^NvRf!FWL&)B6<$kJl{kok^c^jY98&|ofzm`A5M~OBpc~x`)UU@@Sgd?USXr@OsYDGD@iE6n|nYmI~l|R#gt&De<;IM1J zjP?0_bd`A2o-Wx*2J1gY-EcP3|-6ypR<;PV!to!@O zm*&3%JX8j}w%Z!j&^do|Yo(Xg|F>-s>w^oAdld)W{r*RHt&bT(ON&8i&d9sU(jg?JL z#1Gpv*}Rs!2hOjsyDz#fgnTWCd@Xt*1qGl-gjWG>c`pPxB29aJY8JDy6_FI((V=}V z{+r__eXX6mz&kF=!TB~|t$)=pZrU({oCC`(90B+Big^tiX;(8he3!VG)w?#BLNf}2 z+KdI@tFGFR2pxuz*FoJU|Df%hEM8nfLzwBTqQ|Q>vU1$N242?>9Z>?l&=0lYqrKwk zV%qaBG;V{yr2>Go{fNnViDPA6^BSl`eXseZ4v7jIaXP1MZm0P(-oF^x#(2c<`3TbB zj6W;K2L;!WX4jLm?kFBDsu1Dj0=yUAEPy_a?=I1YzF42$;-!8qFh1iq{@Od9HMIQ< zbxVQv;ZwmKIYK>eSl7Z=9vjcTlv6#--@VM8N=j)y&4n6udI60Ww4-udOZ;7jff*j7 zek_U}*}1~ax5&t=BI(Cs=>xgx5B1@b=Gmt{^8XUjOY-U~-6VaKXffTUe8C>(8p3Nu zf<#}6r)O407mnV&eEa(Cizcw(!GsGF4ud$c;>C-xIDQN{vSTTf zD_f>)Wl5DPUAl-k5kP3SLJvh)_Yy z*(Ft1T&a6^M32ff5^sL7C3Kdsr(3^{J-hbpI(Z8H{+*~%q!yW)R|>VLEML>G?z5-s zQl&|j7EwARHf-Ac{L8}q4`5t<;6)&Te;tV6UV*`3Sc8W#24RGfO*r9Ymo3r77C)Tu zKxhIGKpI2RZC4Tt{&a#sZ6pbl9ElJ;ClZXesc7AZ3(?{a3j!%1TudxfCz5e4F-M|| z+8OC$|BEgrWaE-fJ_%)%Bz6Z?l~!Jf<&{MpmDG7qNmZ0CR_#NkFI&+^$yfO0=T(1a zt>xw+0lpWNpM;xY(mxr3gIn4uIR zDn%5WZE*r<0*D48NTK?gPyw~+qhmru@|s640uS6v9tIzLutN?7>`(~~Km4#wolaL< z{|Tw0ny-*M77!_IwQf{^iKcq&B9hqUnk26%(O9xjlHouIE0^bDD}8f`#oH@S6{Yxj7R_iN67|Ne`_InU9|W?ZsJn5@w=py^^h z)5;I*j3zq)ZHsBR3zzN?#5;5OE)2jc)Mc<>1x0PfGaVAZOzO9!y#Pc&yT94yRIO47 z3R^ZY<-~9y;@cbeyth5>4Gf1)aKiOeviaInh-`I5mu zZIDnM^q^(D1}}MyMr<*u;&x_O0^lgbkiDAWZeBA!Pqn6o*K>lw3}QDOYR`Lk3;&oC zYG@H9y5w&~YT|ZsL#Zh~iIG`sr7Kw$v-8MumQ1mk8NSF6W?3UXT@jj6gtjJXsWEnL zq!S$HXve+m>5h8IqXvD~#|lxVYhLq=APGs6dzI}{2~lK1w8=k5#wIsUJPj!|aw^6} zM|{|8&BAb~N$nXzAJwQv!oUa0fxK`x`)p46r1Vc+vGSD!Ehv;?Ny~(q$CkKUNEv0; zCN!!Jn8PGyG1me|ZXt7-%=D8p1GUF!VquzFtBe(hr-FHX2%9x=pLN73kOEAkaRdn{ z=3t5%oW>?`$cw2!a75FRkkce30OBXDcSCsU5QpEpUJWBz5^$!_luJ^jlmD!0(5!0J zNeES_SBcVuhAQNY_i2-TSVz%{n&qMx%_s%u*ipYUsA^W*qhdrlnQ2Oan$;8m1Xg-J z1RUT1IB}`pxXBRb5yY@jlHNoUrlq<=sKG~U6@5Pg;*9%xa zuY*w=_WD&ee3JbN2T!mVI&6Rjpmi%;=I zWV+C4Er|vS+x+S`CNVqfY?)FP^i(3O7tv2JU$)8~@z6l54ocEp7%w znq1|Ea8Y3U5M>3s8~onHZQn(J`dldDL)y2cE0$PxFT%preE1@eM8J%bXpoT|5mzs! zA!tj>)c0;rZa#FXd}EX1=FoS)Om6b8kkCu7{8uSwscnJ5LKgi9^MMO?aD(ym;NMCZ zk8mh1)joRM3}5D?UD%L^203HGB3ZL9?e0aqi7A(D_a-PQvBdlg5gnY!#vwUpNX+Xv zK+pL}4l@|rz}MbP3YnAft)4)ZJRMAzrW2j0$Oo2)fKJfa$)v_&f4BTVD_g|CSPtee zyX@8nuLYT7R?yUpiw3*)ak-BPVP{Av8XhGeB67~DqG__{h5xA2U!#^1V`Y+TKHGF9 zCelZYdK?i%n`GMC;Wmj-SrhdF*}dFjY95LVx2M*`+lV8{7ar0Hk}v_(rLMQBq1@_f zwOZ8?$@hNJdWb&or?;`b9fWKBQ9T|vT^(FA@lK$E&VDF&cJ9P+l z)9S{;Z;0$x;JkHX!NZKZI?@s032)HCkt@;-e@$K&gVK*U?h^5)sN^yvd;3EE$QEy8 z*%mp~#s{M9b~75=HKMx|?f#OO!!46JqUFI3gsVQ7g^QG=Ak5GYBK};KuF|_^M?edigm~X&~l;D4|)Mr}%lH-3wcpgcE zcYFhQIms7&%|~Ds;dl|0Q4(Zuv}Spjmw923YuuN04_89a#WJ$TDQIUBBR3F9W=hyVrg<6GSD-N(H)Vpshk_*md;T(ovQdR2mW44=elu};B7%R})`Ic_C7QNV zF_>N==ugGRDe*Q$ z9e0>ud8mMohZbFCJ9y!TM<|GcQDMB37=clU-p66`Vnw8=ahzBjDmV~6p=5ZTBP=tXg+ z7+DtCei)fv8d;7V*((r`1dH&FYvC0M7!kEtOtkYx)~AaXga)=YS9Mi^g~&&SvRBOY zHDM!q{WFOIu`u1p5Y>ngN5YUG2b3KMkt=b9i$#M3A(0&Mk99YLNm*Z1xq2Rnl?4To zA~}*JDTD)ol6=@SZ6QbTICb+#kM?+1-Di{f2yqg(lm63_&*&0tS5sDra!n~49GN`R zk#X1+c4fF@RD_oq*(>818+w_Qi~nhdAz3H3=#}g!eb^FfZ)BEKw;+V5mNls^zLt|8 zl2whEB1P#E8P_pAS!kq*a;g~<3Mmtc#d074M1)rouDKhw*&I=MN_>eLipiM2c~Fj7 zI~Qdqk!cZbp5gr0Y76G zm^tEcQj($8v7YtCn;}}ID2k=0L7&t|oW+@+4Dm)}Ih-?EmVtep7bR1=k-ie8-NvU`s;Doqr7}vKE&8Pk z(WQR~h-NxwXnHj`sx^Rg0xDH6P9_}_%AGi|lmk%!da4ko@*|15iL43{lC>QMK@t-R z5rDdv&UU5V2&9F|GN`(!zgiPp`i^$82a&1}ZiE+=N_m*6gchbpAf=|AS)foTbOo?K zqk0mrRRd0e_QfFKC?iV!Kgk{WfHHp+`jSXZ0LmJ<>}(<&OKL96=3 zj19Ug1W6Dkx>yaHn%^3HNc*axqA@+2gB?m#AA6fhJ6`PyZB|PYL`$+;3qUHWtQFKP zEBm4dfKe}7rk47zF_}m9*hg#zFQJD3T8l+6;si!}6Lks`g;Tdw%ak1(wR}5SqX~3` z1Bn{jSyD?~yZ<7hyW*=e0=QgDvO2K`{aP1$Ahs7Vma>+MXe(iu3XE*Ksnhx>0&xJt zmH;8^KcNaY_yV;U@vhyv65|@NM!6(^BeWU2u%GC+G9kC?_P7&?wKUPVkW0K4L7$XM z7b?rL1W}oA<)8ogoYBc}o5~q%a7~0XY{Pp+x6#Hqhz=CM=*3;{y0x&7M07BP7ng@g_=z%^@ug#rfE`85v!n!KhzwgFSQ8JqN>HMqC2@!pDeXzZTcT5Bz#loLE&H5?35QOwfS&Iy^&BV5ha%(d8DYh@e}PxHJ<=((z#H3DkDjseH; zBFFS{&gcxPjx@{G5ndFb00|l#&QZR&@i0ZScLCFP0%JERXUMzjepmHGL97r5ous(x zo)66sDGePBEzyxH1bdLpqAU;vlF=Hy(VE(8U;qZc=4PQWeuvv+Fm=JovC{sa51eM! zsrUsfpw?<#8j6<4NBS}Otj_@h%*?aX%{IQgi-Nbi%(+`=)4UO0oV9>0RD^wAhX1|P zCmP01U2CB{wo?7P8=a}rJ0V%!1#E!BJ4yg_TuA$+Q(@g4@M938P1>bR+Gec}`heDJ z&DIvd!5BJ)a&1Z3!_S0l*K7l_-<8Wk%|yF`)TcqhG*LLgZKa8A+yKVSv@Y)?o%<5e|$1*p1y5vCxgw8WSqmv2i}E%>ro6X|%v;rd_y@DX|)|l030jV&vz0Wv(H^Lk-hZ~JT$=gJQ*xYT@&vW1tsnqKh(Z}7%Vr+SD zpv@7{+*FOqn+X}x-5J))k0t$Qu62G5Uc0Ta)~N{J>FwStUfL}?P(F5j$;6TK1BLkr07)Zd$QFh1l% zxQ!|^)zUUL*7VKbPA(GRO^FG<5X5~NB>v=C8s$@7;Se#^RZWu&XW7;}(ku0*p%~`R z2-=M`=Y?~~CywG~-3$Dn=Be)HgGb(q^TXt&68BByDUuR3{xEtTX>@(+CxS3vpbz|D z2s<9&Z%yVkQS1!eGKMa)jn3>0@#qsC=?oFTlpdg5ZcT35ZG=uSMgJM61eMq1JFDr# z+GuXpsjlYeeb(~r1cuPsGx65wJ1VF`S%uRo4#NWTqz^uXO@}8 z-44(3%-IO~=jx*XL(UP%6Hsz(=QoY#b}j4yUfB3@@HAnNFaI<6M=zgAzx2*THE+NM zJMi##B-tFjL65=V6@T&ib4A~N><8JzH3l6srZ3kR@`HEwXz$)B-f5}G?rMDju8lDT zK@pM+GCuiTi>UYe-uM2@Hp0>QEaozY&*_M-@QP25YvA~h5A{(q`INs$Re#wW5&)mN z-L|6b3;7%vzx6c;_SDneEB`4N4|k=n`l(*>CJ*0etpltr90n2O;_t}Np*J;s=XTRW zdp^^YbN!tq^x8=L#SaiQ-k>2^(BMIY1=qY`vx5SH0|yWwC{SSHMFem(ZsgbzPC}3& z5r!dI(&Wi7SW04H$r4PLh9?9FFhBs~O`JJ(?&R5XBL5R6K7|e?TJ$2&UO|oe1iIAe z)2B@Glz>__CzGUBwc^a9bZb=>VZ(m;Qq4&xv}paUW!u)RTYYTPb|OnwY}knf6i}R~ zU@t}mO)FN+`?v2>i#HQHl{&G+xsdeJS%}S%_zgHmkRT6LNW<+TK})Ts(PUc#H!FE@kA6;RB^?vY{P9i zk$7`x0UY%6Cl9|cLhd6Ndqm?oAWd=!rXN%Yz&e{)Oier`g(}arUYcCW#P*&{5vvhb ze2*vv6P)Oawdkv_F8um)iy!{xqN^_Yu!BuR2wjtKLdhz;5W_q&Ap9rwyNYNgHY)++>!0>cB2m-k7P@SSA^(gjU6Y*4> ztRzvYEKzJM&i2+TK>=D7b91i(!1RX&oDy>rBl_&Crkb?ORCX;j*Nl|D3!dsKR~09m ziq6UGys$#f=7dd9Rxw&NTyo1bSIR^&J^zT&0~UzL0Wd4oaU*qg)0ESdS|SOHm)I!s z$eM6H*ECXHeT~Y3zXMS;>%2!}PvsI^J$xLg~W&6`d&AObR@2Ayr^>Q?c zbpm%N79<2}Lv1n3u-iU~`tV#+&((Qnp0i80UV_+7pj`)g@rMFS=>_^AO@+i)Uw-?g zj;0(hlBnE=mGmxF*s>nf;3`u^aZ9b4)QaNKE?&?lzZAGj2m8wGxId8Dyz4*%xoZrz zIVsfa&I&i=5LT{9{j+Dp6IZ;&+mTSP8d)LW&d_Upm=L1Z~O`q;>LtdT%-hnv|%9)`4#c)usMucK>GOM zM>ZM&BS%CcrpCvTlW@vYY+ytEBw5H04v>nl=fMfPR^ z)o=?VJ~!QaUlBiw?4y8|5fZYy*aIo`hWvNI=yH zgE>ovv?QPEr2QtcKmQxv3}T(BmMpI%Prcc6dwfKZKB0ooKH9UVLRAq@FG9v<4b&~V zWMcs2$}h_&%!Al}7F`FTIJnz{=98k*=D)B&APD#MUfs zwQD#fC7|5u6rgU!ov)&5lMtvCT4GSC$?L?&0_0Q@Q46YH>BI~tLYJ;awxeGKYZ$;F z)}Dy-to@>&=(u`U*|4)c{N$@#4@Ot+w9Zec9ZFuc@>f6gwMnGSPGD{6mTDYNSxjwX zQBtN@=%vk>7>TB2jZ00+p0x`O5sJOQ+7fkfTnegXtM*_d4f>8 zK5?y8U_0C30{;rTDGEz3*ci9l4wkowT^p_7N}4Zlt+>bKuMH^+T>u9dlPj_8av$Oo z=c=@vo)f`zM@PhtCN#9;Eua&wwAgl1IJ6i}kJ`49SLdBawngRc!tTqu5l_Un0v)VB z@B>h?RPdmJOfgh6`qUElSI39?s(^j$;{r1m!J4bAN?0OY>x8(5Cnk@EJ6z-LI=QTBd z!VHEm3Sb{c6T{>}v%8*pJ2z^)J3x)MX4X3iHdN{@J8~5pP?u&^rUm};9TVK(bhd(l z6Rwk0m$QjAiQr;R8d;TJwd0z;_fu5sx?|7gakuNc>KRA2+;yFI^UxjAF5Y%fPo?>xo=fVVpFH4A z@72M#L<*~Ced}G{dX{)y+qBwYt6>tlio@LHjEU&t{O%;nTV*l7pE98|G#Vg!9O_pt z`ofyu)6yG1`lqLU;skGn*Joe*t(X1Hb8@d%e+t~9BLKjU%Xjxg{#3-@iTbY`{1q<$ zG>iT)=XEXr*Non-(`S+XNrnFE3&3jAy6r2#*XzE+!?_@_z0V09o})g{3k~?|zyIfJ zzX^OT%%ctZqqGd%JVNS@3gnIsM7e>%KlAWE0ZhT2xjqAI!PP^+&btZc5IgDUEOe^A z^>V+IyF3$wqX>LI{>zSeI~)50L00*}w+g})89~1aK^1&LbRj?&G(Z@nJ#x|)slmM` zEVrA`!E))q_z0%ZNIG0Izk?|m^g_zjG#e4Jd&ko#emBiq=-ehtb7DdZ=u{ z5Q>T@72=L!Ji|g^KjK!C6iixU>Ws1H?>@cxu#MWrYo7l;xvo(wq#{aV<#XQvLC8CrTos`J3Ji^6n zyU0WhWGs}*bW6;14Wz6~&g@LNT*_#ql_sbOu%tezNQ%kq8MsTW$biXN+>jDTA%_vl z(-6yu{J`!=%@U!_sJl!`^Z}+Sp9bJkHKsf+c9mE+o!pBFA*fioV>qt29i? z5S)c{L_kT5#Iy>s^t_e>&TrApiA)@ybWZft3gbjh_LNKIWKN6_PipfH-;^v@Da}5j zBA+A75`dYk)XJGOI@`=Ya~w;@>?8T4%(YCd1XUgUyb|(E&;Pbu&-O&l_sq*u$;>Cw zNS2IH5nIdZv=EBQqwK_p!IYB%y-o6H(D-;ZO;k(V?Kw3iZqj^}bf|(2a5x zh&-ed1;)h;Q4z(Hh)Rmb_?i^Gi0{-Z7VX7z=}OC7&=Xlw8okn+z{eY9&m2v_tKiXT z0vjo{Pw3Q+GBvu#K+XT8MP_Ozi)_*cc~Xm!)6=lhTA@<{#Zo;b4K3Z$lUdx#6+I0&MJPL+jY(}MFqI%GC6V*oQ%=Q+KK0Y&Tuuxvl}sf! z)ZvLr^*tFCxkEM699z_cgv}Clk~cljtr)^XfzfoU&;S18RVf+MP7T&9eSswaRU8#n z9o^An6s;fio*?bTQia4+6{Ob0N=7wOg)GtEV~|Ldv}kq666_huSe#WARxJHgP%Q#= zEdnI~)Ldy+a$_xcRh&GEtxG)*4~5laLe1ckKyZjkCzp#K?M9X}#B+(ACyp7&@^|HiZmY>DH>?SV}$EZ$VkvDA+-n*oCE0 ze0*4$omrY)*NEkba^)`_bXniiSQAy42hG@AwJ@G|No!3=ps0_J2}_?H3X^qH#L3xM zdReOVC}OQytgYFbZNH|)8bWo7r!AM7{MA-PjQ^jQ)~$$-X+fx$M3ZW`Rsii+#(v(}s_BSpvY~bQm+y`EY|AkUWwbff~VQP)t`wdW>eP53o;rSC{ zrX}IdHDMG^VfZv(QR56%0n!;JiW=r%;x$pAwBXbQ!}+t{>a7e}Ro#>W;<*#!*!W;0 z=13$?;+aKYWev3m7MJUq;;4vX2&Q9NLk%o03S9M*!o1c-#oqv`Vm;R3w>o3KO=C5F zST@E9Le`l#?m|JPJiF~5B8Fi6%j2Rz+g+@xkL}?$9S;_0WQMF{MH6L1wnIct*Fq#Nx8MLW6tJt&P`-~*#{tCW`1XQ zj%RqLfg)(-pEWLQMpb7eUTJPSJEq}W{?`^YL^}OtxCPKpj!#-fjbhf_bvD;_UIKZZ zXo{|9XeJ6%rsRJ1iG~g@YYw1vPK^u1WTM#UJf$>oK4_VQnGy)vDg~d8erPC+Xo{}s zcvemo7*&p5=!MB=rugPsHfi&UY0%h^o~%@o9txozV{)lZJV9DvCX{O4Cz)1Qnzm`I z_5qyMX%7PG>;h9@{pgkBW&a-p>cz#cZZjc&<>`wc>N~A!h<4|! zw&|^|+x83T_tV&n7Fd4%XQejmI?mLjrd3A=O1r0bFv%Ee}i${q@fB^Qp3Y=oX{qabUBWbMlqwaoSb z&kpX+2JIurX}{j1wq^{}X5w)1>2mxImsaQXbM3U=&7HC9mBmwohU$dQ2~8#u?C$N; z8(`rsZ}Z;lB`9vL?&<~ZJ@sm9=hlw!o+__~;nx;v-e%0G4dJm#=@A9wsitc2=G1mR zZv*%2^fqqM7HRO=M*mAAZF3`DFjn6BHo^NY+V9q1#0l$a;bOVQ-~1NP0Vi+}IB*l+ zZ1q0w(fywI)(QwOw8|yhNIvVnv+(K`wh)ir7l)D@=inF;XK>7;ma(+h9`VR3@Do4q z6kl-mrq|_mT0w4cM6GczvvGk2*z4}`DOa3vt!4j?Nk9hgX(?k-QHyr?1URPxiPQnJb$1}i*8gp%k2j9sAgy_C-WmO@iRwr1y}Pz-5Dw8 zU$IuwLhr&h50pB;b7_fjtSR!`-gBJ@a4+ZKao*q%G4v}f05ebY;I@G@=d}z!E!Ad? z9arl4#`A)Cb^jq{4LcvMVHUkvheuAA7S^_HHVun619ekR!BkiE&Sv#R=e1bR%}NK` z9DnpFnf5hrxm4ZtgYk3(sP(9t2ymy=p7e0;ww4Z?^kfH-cD4a#U-eeMW8}s5xxM9w z40b(l?rrx6UMCN4pY!6=TYQ&oAph@ju8I#J3%miO`v{8dQ22H4sCIvM&vy3p7K&eY zReHTtYZtn2)@HITRc;UX##S6$-|ZS&nJ>rIdKHQfSd#>qp+SNnLK-A>kNDS^c#7w2 z8?b?Ar}kU-cJDT3ukdrB?Yom_-_{s;ksEjn-+1pqb}7j_qa~`x==Y0gtha`EoZl#& z-+3D7`Tw7n_ZSABj6d5bH*2Rq3fg4)M}5(oALQ==cp)_9OyqU${6M<6sIKRzuitsG zzj)Y=;keJqJB@OB-&pu=82og5$`)6l&v)-Fd>?!}tbh3|0i?+9`=$7MiVu7hm)Q5F zdrS3bN~U~}|J5FJ{P|1zrdJ%Puc>sh$r9-IK~fmL=lp8&{C5X^Cbx77H>B8Sio_SB z;-_@Vzh_3Ah)RMlTuO&LWc4Y3BUo$^Q`zCMk=9A}H5C0y) z_xS?j+s`OJKmY#zc}f?WfCHA5ooOSnHC1f?8MWU^3tk4HZ0|+r7*FlFMxk)^J+~Z# zEF{R_KzXnrqKPM>SW$ojvglcXr6F)yNESvVVTul=R*;MxmE_=LIg-aAW)S&^5{7hX z_#1lt;U}VpD28~WlvDns;QIp>1SwJ9*CfLYM!bWqG9H-XroS$=@G1!m6sfl!v8VhL{OUI z#A$OvI`=D+kn)FYtj|IVRjR6f#%hcwc}mk#gGM{itco(aD6Y&lRKSjO?TT5i%_;j5 zu{WugpRpZA=^v;jX4|d4`vRC1wJchDZc5xjJ+Q%MC$9=-V)~LOwX_1=$|b*5J~t zdPBMQ1$<(R5gF`2cF?6J>UiE&WlZ+LSe@Nt4-eSPSJEp*iAVeWX;HN7a zUTr)|;>)8H)-{Lea3#cJR~n5ZL%KB5V^kYjBq>QHIr@q%i}WE#NqvkM-|ezZEI@6eUVykN3tk9-p-cXrFmq%A+e%pngGw5u+8k}bIm zCA6?&M^Y}a1y5WF16@ftKR!l~Cn@AC8HPx0_3})tgvl;970%j}Q8wpH&pM$q%uKpv zmI6U05tZ3aX6`9(Er4b;r%5Op79?lbWTrKx0yCa)lmB-O)1qHCf=Y@JFsr0e83@p&SB@{@zo+#}1LQW992bf8^?=}r>LxE}dvlb0%K zK_se3jHZX9FXSm@dSNLkDbS=!6%k5PYQB}8@+Ao>sNJXvvA*mmafbA!!@Srjq7KBT zC;^%8$phGIq|4?T%kw+U3W zfweE`+>lur>(@m3Yu(mJ*0#9S?MOaSMA_aIDdFW(*mlRbEJhbNhb8QCanjt!z?P9xT5np}dfofN zMV}%U;mDe1lx`3cC44$XpI*(2Zkh0%!|KoDu%vhYwt~Dx}gQbMZ$5iZ*tU% z-w!heD=qjhiA&ty0n@dQYO=8R66~727Dh%Y8LT2zXxv)5FTNo;ZFe!OAP%3$$9B=N zFog`_Ba1}8CSJ0CQEb_}?CQA~bn%PR3zgsk*T$kP(rR~1VQm@t%GGTSamG9}GiMaZ zYOYKHl+5HeJ2`~z%Nm-mN#wj>nNl#GO8-Ku*Qn8Txg$I_43Ob#J}EgrVlq1Wu_ zB-8fIl8!TtSBaxU--ya!OBRXbjFd_*#HO?aEPKHyonV=IzKwrJZbX= zLLlk?hQQYRrSzA6I1v`N^3J$qwSq8RVMK2A&!ncvpix8Y;5|Flu4c@l>nrPP$3>sH z-Zr3bx2D5A z&yVkr+1u{# zw?94en%}(K=}v*WFTfD~V1xl^LiSSSSzTF|*y^brbc-DR%ZDniXlnvcVxFkl^O>%f z@NN0uXQtMiA3o>jewGDPpc;rLMClb1d8|JlYtcu|>lx!!p2XhN$^orH#l-IEyBGX| z4}4*&?@saqf6Wh=KnRHM{{N>Np909Q#uxg*e9~66^>Kl@#Kcc%S7%>P?2ex)8~QQW zy;YubC7^T}VEP@|`nBKty1(N=$1_utA|2bPx1Rzv^ok3_>0h-a| z;fDFKjiIQZ1GXImO5g-~oYsBvEK~3U;HHi0^HyrWME4vTn_@*4t56%_MZqMp7y!M5uwr%ZrKN>h!biI z6y6XVM&ScaAr+<^2jC&f;i2bUVHR%TPl?RmZHgDFh8%_wQ4k?)pxVTtSB)5ATYw>D z{9wL;;2fIN`r%)tNhMxHBt}I6@LxqFVo(sr0x}|m zVay9A&?Cl0ESAb7TH?rIVkZJ)Fmk{rVqqwfUa_E}yAh&-EFxXaI~5g+PLbAU4=Po?3pS-b>sg(9xr; zgdI-#)_iRwpW)*0jHE%vRs>8yLMG%wa@S7eBXqRl{yifTYRpU$L`LF-xyU1OStH~8 zP)KG-p6sM>sQ*Pwnxwy>q)M72OGeeyZHhaJmraTnRC(J^0^;Sd<=*7+k5fS|)8)Ceb|)LY-hEKBu1Wrjh_Aa4MB>5+^4bCsO<-^u5q_vW#;|XHeAU zTk55dscaz%E~a2cg&Q(Rc5>%^dFOX(Vt69OXr2jr4kB|V#AL$cfvu-vn5QE0)tKbW zX5!eu=!x$w%Y7PTe(L8QGNeNu&xuH6fbN@s3XXwBXLlqhQP3x!?W1*4#EE{~srV;_ z;+KV9D1S0UKmY(C`2-0b0RI3i00000wgjdEhX4QoI|BnP3j`7m5gri?5fTj^5&{|% z6b%#?6ciK`6d48;DG?U}6c`o(85C3<7EvJqQYR>*C_Q{B9*8PCEGsM#EJiad2N5qS z9x)dsF$=FYK)yFb%R5LZJx@M9KCeSB#Y01?MNQL1Nk&FSF-I+TM?!{2DNafw+e=D| zOh`vhdrwbK!%t7kPd~a)BH>g?(p5fMR-)8gJ5*h#>Rv{=Uo6aDQQKlTNMvD2WPVI! zt(Ig_<77IpW>hF>i*jjC^l3uhYd7m`JU(x<$#Pb;bT8p_JNtA$b9Q-lc6Q}&lHa?Oco^3>jgVFUkw)c{O!Sjb|C3CUm6oEFYuc4-{*_Qdn6;pq zgY=tJ=A2RgoKe%DeM+OS=A&5tqf}a_lc=buX{o1Ys*~obUGu75|EgC1tXfp9tL3d@ zey*UWuZO6xwZgE8|FT?Mw5a8@Xa2Qf@V9Y1vdM{z%A~8ykmJjQ|I2lg&7=O! zdhpJE(r3a)r$Vrg4NcM z;?|n0*P_?g$=TVI+1c5&+Mwdvoz2^e*4vBR+nfK}gW%k+;@qO|+?@E`lf2%a{obqo z-ih(w#l+#A|Kg0y-n|p`K$5y@bvks^ZKRy`mO!?wEp|L{rt=R z{KNhI*#7oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE z%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn*|UaP#Bpcf`ykKYu?Pcv**ua5nL`Xd7y#> z1QLuMn7K5;%n2g92ANrb0@$E)>)y?~x9^(>79=o`TA=9R2^J_Ioq1ORHB3d(i!C3a1owo;e{Axs3BVEt=FDF3kz^qKJzafLoiYEs%qU zsUdJ6pMv5TXLL&@s_3GOHVRRbT0$vbHI-oS=Pf`Mmt20w06`{-9^8Tl0l{(U<&c#u zf`J8G!U%+Op{oBO;*~%aL}z;olz1Wwv*xnM2Pp=)-z6;Mx`?o26o4Xt!Y&elrjAA{ z?X=XM2kDdROJeh67Z?P$NHa?0dP^=|B&SA$7ihZUA_X|$!Hjk0s)TbGpc_Gg9+rz| za$2B^fqp=IhXD%*98h7!TzBpD*Kb{%T*eCy*mFU_Ex>}0zFx4v&TkYj2&L;CAR-TT zo>nCu&8YujbDl`gXo8kn@W@~#5hRB|0SZ`9axNyY>>-MRXMh0)GqRxHB2_0)BiNva zF8b(Mi4E`?ljefQjD!T~-)%X}4X=WW95CaHwclI;iLGAQ_upSSAmZTY6@K%^7bxrJ zv1Q+Kg5>N`&Y*xSRN!MJ`hHIO_S|>xy-ybh2PKJ=TAE9z&>3`qa|^uN3=2e70))5= z1UP>sAO|>z8kPJWYVE2K9^?pDjYX`BR?5-=j0W+BD?Lv=(Ro z4uJpCg#Zz~!A>Q+MdTo8fCc!Fg_W@l0vzxn6S@wBSj?gpx7ZMnVX05*xdjSP=r##@ zOf?8#L4T4npA`k`7R>>xgcuUxNn0iU3^#MJ&*u zoiO0a6a6U{gAfrMcX%_^>GFuK;a4J86bK&Sp;wVpkhm7%0T#^5g7m}FF|Wh|O?vX0 z*vuxyrl>*zVG36zDiDg4fG!fGvR47ZgMFm;29mY1c3WbQeijz0O0cbw1#y4^^R)k| zK^$WckAu;Bum-U66>DwY#6z&W>4ofQ^Pv!psI*A%0T##!ji`ytaS$btG97>fAk`Y< z43!$&oF-7Vxf%&#(?sBXfCLpdqkl4rQIuBn192jNa}-cf6eQ;~)ft&;(nQe@v+RRrbgsa4IYR=3L4O?^OID5=cWx=PlvniWaGNdO9FqrJ1b z^{sFPUDo1C*SgxZVz{}hUiZpZrz|cyfDNo*2Rm2>81}G;O{`)Ui&(%iz_EaJ0AT}b z$;w*RvV*-WW`m~L%S=(Tpbf2PM@!n$n)bA)C2d~&%1I?CK`UPHN6t19OQipRR0#yb zgAzcR5Z4;Tw;jpFOGFkC*S<%$yTyobVNx34z9u>h(84yRyA5h+gBsM$u6DPp4OFlK z72susc*iSV@S69$=uPi=SHa#@h$0a1jjw#?J6})O_r9LkgnswSU;R>|zx>6+Jp6Hr zKx~2%2u?61;!BB0IQYR3jxdBhkq13k_`(>5?|~C6-wSWTz#CRDhXdhY5=;2Rk;sFJ zSIpuTyI93qP=g0nixcOvwl^fWV^&z;k4gl$DYwn-ZdW=G8wOYA352#MHs{cTTR?|TX9{5Rd?p>QbM2)d+VrtYxiZ zTK8tyRuMFdHZp6c@EX~?6^gAjQt^^FI|05{La$BI@sxa=APWCrfF7vL@-A=Vx~Ram z%(KnyHNUyrr|^V{{rq4(jN9BmFSn#E{Ac}E!ynsNcf2iK@1{Q*)Z-qyr1K5%sNbQ_ z0Izq!w?1lwCp-^YaKKMa?r`0d{3)@WEyrK0m0TPf)Yv|xA)W| z-EVyxTHpNk_qvrX@1}FT)Lut59aJoKpOC%mp!s!H(#{cXZN<44*KNjc!fcM{9wi|c z5Z_sHdzS!SvMVP%wO_tv_9}kyjNkU-`zzw^i&*lkM>PNDkG_p+Y~vQ&@JBT+ENM&s zyY-=W{lM8jbVXO)5mV24{1x%~*rS^EW7lxFryCnr6+Gq-Kc*G47JNfS6Mpv)zE={* zhFk(McQ6rwG68V~Py&W0eP5;x*F_EOb$v6JeU6u3A?AH5sDj{!Xgqfcf_4j{a0@&l zXZ<#5S2uO-2Y>tLXrtC>qo;%R=Xs~6gPZnr^wxi|2Y|LGfCC5`7MK;dHf3~I6;0rT z2*GQ3Abc?KfDciC8Xfv zO3(zx0bOv|fgT8g)Q5O;NQWe-eR-&d{KbdP_>2g)37&9trvPDDmuQYyiIzBZjTmr{ zIEj-uaND?a_P2@I7Ek61B^4gpeIs5-G& z68uOJ#a9u&Mlel4h6<63%T|R<#&&;|1KH(<)&+vqcZ|rGj5ddY%-E68_>uo53W9bD zf5vX%cYmI?jgsb#-Z*csH;F-5e~-v$=6HH78EUWpcW|o4j_%kK0|}2paXA$*ltfvS zMtPJ&X#qxw0kZg$PJxda(TZ15ixlCHu&9t6;grRtkNtRyT=@_zfQ7{Nl}y%f1;7A- z0EZzsj35YeBbbrM$Y#sfksb+>&*%xLAZVL_Vko(E*{G8FcaEP%i8-l*H;9Qq7?_UO zlINI{2X}Bh2^3lhls-`bD{z^ZnVFionVh)-FtrksxfBPOfLXzi4Pli4iIo;Xl@;N4 z2N@vAmJy*D5~leP&V~RCz=3VKmW0=q7m1N@sd#E83LHt7dT5t-$qMSXmy_3*i|J^W zrip+lX{07_;aG4giHMD6bys(KjMkWrX$YqOCZ2x~nLja`l&KSzDFf`;p6>ac@cEuP zpaUyV0V`3ES0QL^MUW0T6}1TwsJVrz2@(H!5VHt!Ug;6Ju%9P!d@-@0g0hCYX^|~A zp@%nu)DWB*xe7T~oW==Y$k~U}h;)C*mnfNuLwJ+)Hl3EJ1uiOSrj`d%$Bo{}Xo{GP zHtCW%`G4&Q6s(z^K(U_jIiy6&p7d#-Dp8cuW%e8?MYN22@rie#o6{(@ZnP&DSjUUR4A-aO1aCD+jq9)pTCt9OD=!0FC zYE$Q;FN%XS`e=%XiGrDguxFk=(WOBD+7m)rq>$>KN4gSUigvPPd{!zI=-CldI-mtn zsS+`F32GAf*%F%?5_5N!TQH`q+NvOEjI0oh8LFmr*j~hmUvCPcaq4{{=?@47e&W`b zh`FbOsf2%U2U>uvGkS?OstAhMo!A&~1E-^1r>H%_sExW4j~c0vN&}M$ny}Sly?3fd zv5Ob@imAD!2|%s}@piG9q?!76G$As%NsO*~ud`|k*7b7NMXR;Sq4;%Qx!R1o+I@LR zh`@TM_xE{v>WPXLp5y7K$eOH_b_b3&j+{8H)GBJ$$`ja{tvO+tG(ZE~+O6NJ5+5s? zQ@9cAS`?+)Z0IVWbjPk@h+InlYK!qos_L2&t`%+fdatZdX0d8*7U{3pc838Qumih? zajIYGhp_FYZY^ky!kVHg`gGwbp5%#eh5)F~dWh0#m@9dxS~qGPyAvr3vNmA>D=@Mo z>$Y$kw{Y8@aC@>mo3l=#pH!%Tczdq@D6?ss0PZSfk#VyIDV8YPw23;XSHNotdgjNTdQh@kOw(X0wpj7 z^mmA(M}K3Rx;V+PJt}L8tF|@4wsJeX#4ERUTaQ}7q+>-9hU*iB`@1qRrNd_sHCu6@ zDiSTbidCirCGfaonyf}YT;pv!^~W~afru-b`^pa!w7 z8>2Z;S+iTamH4cN*|2;nYLU>pKGD3uixR?HybMgd^=Yc%+N2nPz_ypYE`eJyD>6@} zcUpRy7JQ|=2)!Z^mTBp|ZAremAh~0z3+0Puc!<6*?4g^>hj=Mykk^NRn6Q3Uweh#Q zj_Gx;n*#$;Svi1VlUA{oD8Q;)z&*(m6r8{%vA_*H#cun+XBe(N7KR@j6kANG0_cyp z#gJV*5rJ!)h^rE3*$VvXy^*U8;Sdh4+QKwbqZjC<>@p4Jp`teweU4{EZKr zwU7zB{z1gJ%c4sEJjjN?#6WR&B#@BrA;M7H5mHRWQ*6a!sTC`$5o5flJ1cj>7Rn;= zvP~Hi&~*wX41%n13bFdeKg+_lAj`DMp>$lwFnq@yIj2b1$MBoOfb5*a`ml_wjw&X^ zs_`0@)V}}>n7TV^j_kYC`*z4h%9T74myF2_tjX}o$*H)vrAf&%@ySnIr4NeAVyc$j zYYV494BG(5vCP7>9GrJ33b%~QcC5<)HmCCdZqKO0EqJ2DdcR6|%m^VGK~uy??99{} z31RohyG70Kdd)MD&D!k1Nb1GOd#U-zw?D&@~Zq9PC=g_0&CK z(HFe~nq9>ekT$sj1m>i(yC<$%ycJp9pyHem*Ndtl{1RuWn`$k~x)8qb+^TQw(i@70 zbG_TUUDryh&+U5)>i1vGNU(euVSqiq(V3$I9gdEG*bEUJ4#3PTdUcQX*h)>Q5>1Ay zZP_jVf!W%u**n15!9h#@&=37k0SwyFQiy))aBtU)b6%ah7Ym%4gQnw>`^n zO@}be+X6nOqcEZxe8vezv|#TO{{h{;SCWTi$mShS)&!GBH^3Hi~%&Jbd)?8WZM zC!L$wW$1_w*F`?2#L(#2?$QA+=}b=PcCCk^a0&x9m+RZ#|-E!fWdQkLxFrdHsL~)zA-_L~_j@6g-y2QOWN%;o&tA z)(hX76@L*Be-O|<*ogpyd()SgC%*dY}bUK)Z$(2suEH3L)8KUgpZx?>F)90Uz*iKJfk!0S90K z{lHHWc=12c$+8LGrJfTMEb+Y;=pqpreNGXt9qopmq4Ip>t$OVvFWWSy+i!;Qcu&_V zkAkAW3NBBacO0iQFL}<%gOBF!6~X1xO}lz91vwDAi0pHLFk`1l*-fqQAnf$P+qO|J z^(apD5zshUZ%wwD@ial>8!(m9sjd$JgX!>+aUPH zz%Tc6@50{(XL&E_d!N32|MxQNk;ZM8I<4;Xd-z755ub$tmUZgWodfXy6>C}O>Mz0i zn(q>9y8}ef`L;gw?c)!}Kmvo{58fiLqbDMvAsptvVG_q)1UEO`b%VQl%%BEnU8Z8B-Li zdDU2M!kJU&PM$a^{RA3RD5Xe6jS@AQ)Tkq-O`Se%sz~ZoMUDdHNRU$-Po$8}A+fWU$V z8U9{)a3jQt#4uXaI9#H~k0YIjR2g0R$(Yrxw-mK)-ZoJ;dw%EnbJI}rKa&Dgn!YGh z_D`o;#d8-;DG*e zBTzpUHZzQb*fR7_EfD|WuP_Y%I}t$oZrg33f(`->xQnz=E+XSFN^Urhp5yV9>3#&V zr0cFbrJC(v0xwDNd@8R=^VCzXz4oSx@W@^3?OI6a)KHzd-x*P&eNHUW_rui*l^-#zl2J(SaE;GCxAO8cD$`0%0B!ZPuS)!3!LVGL<%?Nf2lY!t0kPH3TEkit#~|Ml{SC(& zZ8R4mRG5>LQg2Yp*>{O^L7PQhUsm32XVby5-wAumbjGV3loPKF%U-0w+A(n{`1Z9Cp}w zXriA(^7(O~DHR$>>qJ?_pLvAD*E^*5Raz*gO=VANuwuP$%WA{Y+U>VrhduVc!X8`f zi!lHT?bqVwdP9FYy!&h3#SDJ0TuSb*_}yLqmH`G%5hwcN1}B_)nU6a>qQx0^yxqya z@3C^rT`CC`%{}ehyL>+nz0{-r4LA}?TFnaewp0%+Z#{>Xy?_6^rd{nU#wHLck85`- zi~&bBw_Y9ZF#5X<9->7c{>kM4yD35R#Ie2q!gUZK7-2_7vIh}lAmbB_^B(wA7&P&% z#1oto#VKx~x%64*b2<^qc$_4^rNIv>k=R5I(jqIX$p(3Ss^I^WxWrxsP=Lg0klD6k zA^#|lW6$~+VIcTAD}G5dZ5vP$4Y78RSy9LZG!UIxiGb z3}I z=A?b18{K*+5yY)zjWu8F6p(Q8ARXUD+<#l}rlCl(92SCBVo;XtoYzC)?IH zt4J7dX)uJXvEOb2oIy~k>ndwcdqEoAv#q3tExzS>I6|5QB;@7Y!Ex5j| zP!0oSVM5Cqw+^P9t^(Ih;TevQ5JRuG)mdNr>eE#KRs~|>QW17YgCI_z^ylqDOir(y*Zxr7b;e zC1N_$#>z5?%uJ@ysKt5&f3>zOtv$$?JPg}*uaqSEk3WBO!hI$6qW9f@N6+*QbinCOi}iOYg}Rvd-d&7Ot?{H; z{1_jf0Oyf>BX!0|uHSu%Pbf~dx-I+JMQ`@B16PHs5Qp304zIZ*ntVw%xOnoOysL*P z@_xtt*8qS2Wx*4kKva(%sPQyvhozX}aGN}7hQ|P{f1(pQ4Aod)Nf<;Bw=CY7L26WFH;oHerD~#bo<=bpJThfa?&Z7{D@gxF!XPh zqC_rJDw`L8mTYpn?OXwMbf*#dka62FrVUb#78VD=up355|v35vug=MOk_qf(Xc8Y z0x6Kjz|+6|V8AmR(9W%LRGjEhkOi!D+!SA4}Kyf0#qz{9C8jmX7zl)?@4CsxoL zq0+bXgT#U331pNHZv+i~Y{q}wsvoEVX(Y&kG{}QA$OY*{F!9F`p+UeX#a(I0F=_(; z$s3S}B$3kEjX-$CzEXzUnyDj9!o%5_iGV_PL`i#7#8r?-PN7Fi8LTV}L44^6eY}l{ z3@>g3$ekpRXGF-K1WGBWf+|=@aa*E?{0p3K;RJfzBw{K%Wqg*JO5j_}II%s?QUp|=Az5G<^L5}Jf!OG07FQtM2) z1WhoZOS`N~y!1W7T%u463{>+Uz#P87M8MCSFs9ra$`gdc?8uukp^lBj!-4&!nFYr7oog7SQfzXp$MXyk^s?@c_oQ64T&kl7@`2^0ML52F9Ie%&w{1h%r zAs-P`PLHds0fo^KDNqANNCb_tqdX16s6;TEP%yN}bF0v*Ya82%v(JmE`8Ku#JG|e$l!MEwloMa;Z1x1nn%nPN| z3h(TTyx9#wAkqfBvn0h+i6D+9?Mm|N2lHFW$hps#9I}5~DlBzTh4a!y{SPn=Q)wJi z6YEi3QB8u`QkHQT)?7_C9St|#ia?plI<3k)CDjk*(?diBRuG4Npv^$%P#@3|LHbSgF^=mQes8GNzE2hQUJpgRSYfFXl2q<#XwbM z)!+)@Bhgzx*HnPc<)Ph10xHQ@^Mv zfk4lCeMNkgR(*Xrew_zxh{E1d#Nx!v7+QsbeV~Wc7?@4inav6f>(!rZScYWRIyuve zW1@If#vcukcU72q9fJ~@sgCv7-LjGD16fiPSyo^LBQe=rloUS;vL1=acNy50O|@pZ zSejkbXT*ZCHQTdA+q5-XNc~k{-Pt;+)W6Ww*qPf~0ooeG)WQ=|1~^)z_1j!i+Iocu zrhQs`jZdjfy{bjYS2a<~WLcLzKwSx2vF%c_RolzOTwlG;45{1K8CEX+%S@HFjNOaL zC7Heb+tfwcrDffoD%=izOvEkO$Lzk9blgZOfv?>=nWbF+aa~yI#DYkzFeYNqIOSbl zFV`G%~_qr zQ8z@>C8F5;A>XWc*Y}0jO==P7#orR*L+aJ7ji^2$v|bOz#q8Z)eeFeJBh=^k-tbi~ zODx|9mW%VH&h&NLYdpO6G@Dn4bU zSRew*2S(#au33Q;gG#pK zOUC3&Mq4oeV#SN!J}KV)_~bq@V!1_PuyE5?DP>#9!#vhw6Y66>{^QmSXd&cBv29Rz3)KjLG zxLwwtJ!9DTtA<)p*uB zULjq2mP>oa=abgwt~eMHU}=`VjRPp<{vcve6le`r*7>c-2^%7X#t;Tr1EhWEziqQu zmSu`IYC+y&TVMr#D=u8(=y!~qkG@0c@@JBUQIkIDdroPtpc=KngRhnqwrC5m#sgY; zi3y`=QD(*Zsp`0}pCZzVp7vX1;A_7nhU+8hzdh=~2H-7j1%4BU zR>+>SOJt7LC8_=oYX*(CwrYUH>a1qwt>z1~E*P@@YOx+`uxAu)eYHrIdyKDT>X0B!)^K@wczJBQI>x952VZs*fTYlZcc00w^N?(IdU;gE& zW(AOL*VZ1u%GTk_#%xSxwC-xp25ryoYR=}EHjG@^k?hgP*gEECyr^wO(hEAl zpgex)zFt7!#^2$_?>m)N<4)|}>@%l+YCePPZ}pYertWF8?(4SX?A}}uDS$%Z?CvIO z&<^ddHfw}IYcT<67CUJ5#nld}Yrs%zuW0Y>>{EAno8XnpYahw2E<0{*9GGpPsUv_@E@nLAQy5XClD&y zV8V!Ss_|~I_UsE6Z@%ytk&$w}nDev=aZ|MNQmP+6S7_b8YMKGvjVQPjWyfYe7fr)t>9DkRUjmc*jklA1W6tHyX`)y5E_7Rro;O2DdwIyUoJ#iph8Xx5NB=wtY_18RgRHtMiUuHLG zV}@Mxl6v(aN^&Eq@PondmbOqPPHp)}^fsmA9!HBNAfm69ZoE*9V(0Bt@a?`{_JPmz zXJ1-d(q4X`_H$<1P&ZuvugrGwE%1HscKg#XHvso=uYzh+LkpgdbN6bnR&vqy^Cob2 z|2gl;E_W2m>B-({V7HCVEp?yf>rMb{ODFi82X2FBUF~%{d&TIDmO`n8ZvPzLil5nw zcY~#8`lfgKr@!Q-*KSYFPH5R|kY5XtANjAQnn8!;DjzdGe|f8sa$7lc(kKA6*o~jI z`QKh~oY(od*Lj|gCGBNZpbz@?G&`bq&Z9?qgjM>d7yQ9rdNGjt24_4R%_7h}iK`w`0CqMuFwzyJGi4Sd4){imOLXvTa3vGvm}z;pNPuwHk{cWIT^;DToFga-Ct zXKnx38w|<K)&@h9eG|6mi>`f$xc#Bk{oOa;ANc+GclzM( zcqQuDid7M;kM(t@^~wi`1Of*VOpvP}!h{MJGHmEDff6MTCko6(A|Z*0O7P^$g(u=g ziVY)*EUB;n0|uYOv4l6RQzvCIXVR=`^CnGXI(PEy>GLPhphAZd-AU{y(xgh4GG(f5 z-n?*4r&6V=>nhf)TDNlT>UArtRwYc5O?a>@+Oz{ns%`7`E!?-R5U9To2X$~{Z?ut|P?nY5TU#qPlnU?(MTGaNtj)1}|DT1SzqS$!x}f3bZADA3Zv8s; z?Aqn#1?>HM-yDOtPoz%%ZY6&#;F5@b-fiT_8ZTGIoLTea_#v^Az{8$0YMz1CA7TX< z$Uqk2z#|(nG2!+gZoWx4A%#C3XWVd7UAWojrvWd*=6@xwi-zB!Bs#-XqiSIW&HUl*MSJK1J8o& zGzcO8mtEdeA(&x`8B{p)@S`DzX{HI{a>O`C;(k90bfcVg+Ic6Q6Tv7WpKj17CxLmE zrDG*=ktS$a8^IUfkeb=&5q=u!*U*$0DbWO!0uB`Db(Joe(n?oe=_RS9<}@a%srptX zKguA}R8VTl+7z1}zFFO&chZR{uf6*E-kyEN_@|tn{#p>ZpB0 zMpW6P0zDZZvu0&ykzEJAh9#CSnR+g|GV!FYs_ml6sxq*~IxD@vedXqexW*~xuFd-U zFTigFE9`f~{+MgP2`L+zL`)`(kg@MYOJseJN-9#scOmSS0tyV2Qi8By>1w(qn>>^M zyD3u`jz9e9#FTC@|5h)}_+Ga$p#D9)GtWIUG%&${8H{7U0H?>}ThIDD5YBZLZBo;q zJuOnl37~|ag5*kbGS^+ZsxsI^vFvi#uhv}etyJL)7H{B{pk7$)d}v>$u7ol?L1#!tXy|PdwW9%CiuJm){ZN) zb@BO^dOS|dONhDuc!Lz6q$zsSlUnY61V8ODuz`o^PWK`x!3k0je012$>S|OyUMXfh zZ`mNP7Wkg1IZ1?YF=0Wflm&Ps?svk&pUGgTzZrJPC&uHAtHj}tebgp^V}hRauCu-x zq0oUwJfd14SivPS5rg96R{|e)H1-rRPgTqg2p4k2w2)9FS6d1FT=>E0*@M}UrnGfeRz~C5Ah&sE|7LlmOJ^oBDO#CASop>juEiG?7g4;&~l|_Y+&pL@L zi-CIA!Z5;vjFz+?gm{6*O>(j(wNVBe-3Sy<#xYevgw`GHlt(_YvXx5z1SBj4iO09S z4lZ2`*dno*O1C`HI$6A$??Q z;>f4ENSZul1hi9my5&J*YETUPK%v}p!#CN6(Va~(X$7sQpkP`OiV}uzRoZAglIqd= ziIkqaIA%$sdah}lR2)*pVaZxbqL;=_re2+CO>GKDhJurQc-ztcA>Src7NHY5-SvOY8K==SGszXn0visUQesqG78pf(wN3R0NYwKhQqKov#g6EtJvLQ zkEV_NV;&ys(6^D(EfMMLWi`uI<%&eNa}j3>L3R#(j226yy>4|)yV~t?SERF*iC%#b z+i84vhPB0xbI&t7-m({ozWwbIgIm@gVOCBNE$2jc`Xi#2q`oGh4roO?S8`#u!13rV zf)m``O@?>8<<;MLZ;L1YwztB)!T=QD8(-nh@~nDm3n7>P_EX0Ul)@A77=WcqT?4cD zx^`7CjAIOA2ESIk{UGmyiw6wbW_H5NwJ?w$hG9eep~yx)GLn;gWID)KP$OoMAx{Xm zCm*Jf@X;?~2o&HJbNRa3U51RqEaovIcpBp62aaXXlPg5VX^Y48Khm<(Q*yem~UU&qaa z@wA*ny&^i_xzt8BM3eIb>J=4tI(+Wcs_#N!Dl^1DxsdLnb3IpLf>|2a=(RL}9qC~c zJHck&hovKZo8jrt%sj46tO@sOQB(U)q&9V_QLX3yI`Owz>G7a(r;Vs+*M-9AeM?FN z@d>%ML)VLj2R7m@?`6n4-i~XuujO6ree>IrRNcourqSK_NHUF-fO{KUCE(oFE<>$kh|JHO4QDwSMKC}Kw1OZALKdKaE@~756u=@?$<)nN z9u6ZO?qMGuqdZ`pu;BtPG$Sv#0yIWrFDN24R--jm<7++QG=Q1c6%+E^)in+wCQ8Q~ zZVCrVp`^$j#)Kj}Y6l6LV3H~S0tyb26`n@{u%6%u-kp@Ac4W+fj6o^{WGhTVJg~$q z<{~cgVoJba`Y@yo#zXHBqeSLkiy`AN{+i@DP9Z*{D+HuRdL%DQV>pf^NtR^eIpRLR zn@O&uIG$a0=+-87;Kfu~JJzIiXrU?QWGO0wBaopgt>49k+uOXKT;Kt?Eris4WI(#Y zG>}|%9i%Rz052K{?tvCTP9#?5;C1m~JXjq+W^yPU>VS7Fieaq!z4VIO$`Zuppt;qk0);kHrsyybv>{ z0xv9sJOCf!jn+AwgE&C{ zNe8iK~1G$Fy@cc5*jYe#=W3sfeaZrBQ{v% z$W7WEj%FT?mT7jUJaEG^wx)P4rAXT5H7=fcG9PWGCu~v`=4s-5$Ry|q+HVG@eNqGl zOo1a1Cx1G^aT4Z!vEi?{;%L;TuPCNm5LLRhoF!GKca|nSXlEWi=z}i9cwXpavZsc= zB^#wDH+<-aqNRJ%1qbpb6+(n^=B9z(CyOpbema68#3(89XJE#te9_#!l1FXUD zz1**H!;V?) z9hS-)nWid;3ZR&Nsj9x}n3^dlS|l$(Dr-V%h)!w&hA6OY#oXOuLdi_ z&gmA)=#2s>eH|;5`NJ8y#jL>M&+&wr*=_as#?5 zr7QTWzJ}weV(H_U>$!?&&c19}LSv|++|1T%Kj=fe$*j>HEz*i9RiQvcB!PUMs3sch zd2DRL{@lVgY{L#KvEpcsx(z;}MV_u9-aRV{d@QS$EZU;2MWQSos_cVO>!J1n&n{)Y zCavAhE4hMMAx7iQwt_fJ+S~?iS-PA7!q(8JgBVex~+G@Ei%5YlDaI<_JTAh zuI{dC%kAyX2IQv-q&U=^G6=5mexxgi>hf`e;l{)6KJV^MgCM*oLHStaUav!3F6Lrw z#3sNDQe_PGOaUxHP;zXadMaMQ)s%`Mm?#i-k>(Z_~$ZfhJuURew^eV1K z_5xYv=1@{@Q9WxG9AN6cuMW#D;>qu}%5S1_!|%fX zY%lPy1mCTt1~AMvW3a(iz?s}MG($XK!vdo#-|}rLbfgy3o6^D-KSb~m@9PEYD+ZUb z8J{sYXmCGv@CUbX0)+4gGi(W$a3q{?1uTFC%!5Dl17NW+&-j^I1Wv|c5e;ihNI)(^ zAP55H@DA(n>>4SN0`cnta299r6&Ep>)@>N~>oRm}Su!!?#oGfvF{&!BGz@VSBkvWj zGT(MFz)iy@e<&KyGA-A#EobobuJIsAtsBGX6o_yf1M3`{FbZ3MKU{(rs6ipu#UNwH z*Oo=t=FHe8#MKBY0yZ)>AEP91^ERgg7F+T(#xfHB?o(Ci%hfBuvG1u86Dp_wGAqAx zG-@*QIx~zM^WlqAEK( zsS*b+JY#V*f+#xg1DIMcH`p_X>T^EJGEoyXKl}4xM04g1bQ>2mLPvE%4|60?f)d>E z5421a{ZQcJ;b$K&oy1Yt~a{^CabjK zdaFy*8>LZTytZn**0d$3>o;3+PUo~BuJS+zgD*g1FEDR8?1Mf8^-*8{HfCqGEl)!h zC^ca)b@e*62Sc?~OEpg}v{m1+2UJ5x>@f;_wbSsj(v`0apYQ0Ng$*_(JgoD$erQ|k zuu0PcT@QCX0P)M|_3pOwxBA*NeY|xh6Js!!s^SLol=gFo;7r@NuP;!#My$ zbJScsM1y9Z_brbDdYADyw0ARXfoB_X3X1k<|8i;HH&v&$0;uqQ>wrHHf&t8T`B-dP zEe+L{#Q_k&t$~anG^LmJcD~l_Z@VvX%P(=)HSN{|a_=rBzwDDXcWoLiYHD$HmpCh< zGavT@KWOGTO!hu>_ddvjd9OE(o3VPMaeL>uj_){+=lFZaw_P0nI9ZT2eX|#7<9BIS z^;IVT0zmEpI5dE#Ao}LXGm`~qYmh~&#SALI0ic8+Ox-jf9*Cv`J*0!Fj_H?9c-mfg zac6ji%db5c={Rh-?%p(O<}6tPLq2h_(MC5sBesdd^EpgfD_n6f1Vg#FW_f`ZdBPq!l1FtUY{C{)00L-1B>+JVR6;+PK!AsD&#)hUIj3x2 z$5A!7Jdmu&*6(*-DVozXBa>`BP&k_pcec)TaMOc5#5q08xh(%Qo%gG9D=~>TM|YnC zFW`a^i}*VOdZ2InD$Bw*d;_HGbB>=erI)+8H-i!&7xiHOx|C^p)pB~LAM~exlLM%M zVkib4wD1f2OtPYdkUs~JQv@)r5Iod6$<{CL(L>Fus!aR#T&IIvt8TErIa~|7u_L>( z2Q{-NE~JAf{yJ%4r$TeEM9l?57EdNK_$yE|gLHGd%U8FzhdX%}aVSuzyzyW$* z^DErjeapXmi5LDm%YrL>gQMfKxnuC-Tky?KKF;g^ymkomc3k<-GhBXB0@3^D(T6_L z8}z4#dXt}i)yU$2pHFl8%)cXq#{iRV8~n(E{XN`%{)v6kqCM~TK3%gt@CUy=m_y^s zyv&0rNA9c^i@e`*w|Cdv-*)RN2Y%WA^cc&sdVlDM8-9t)g5oE>G`2V7^Z58vzWJa3 zxJeY7{!LoYEGHmzTIH=$pN0vO9a%Ibx zF=y87xEYHA9zhc%fhTn7j1x_#R=t{aYuB$~$Cix{!xT!9aOc*&o40OCo0L=#_&I@s zf(Q`IPF-N5a_0;y`D3BF`E% zeto9jw&vHrKfl+S%UThKpM3}{aG$fLS;>(gK`?$1^zc0b$FE5+QS}U$rfB|M2xx}iFFuWRk zFsquFSw=B8@f7UB#O@qSFJ z?d9B|i9Y8=g(Yow;iZ{w`b2v7jauq_{|(q_rJX(qVbvPW`k*F=R8C2Xz3U{N@St3Y z){Uv8$73svC8sF+kTT~zqfpL!<-Pgys@kd2+NYgp{^NPUmbYr`ByA0+@Xrgyy)*L3 zWg*(~LXB1zUaYFlFo)wot;>+ zhi$gqe!D%X$ibVwx{*i!K5vxyZeA;D{|0B80cE-g+{VL#GiP$CdQ7UuzR6i;1%b{} zF`xUSJo3xg|1k3wyG~m5)#tZfaN?98VfRx$;(xy(T{z|Lp|1_3HAn~y$xN( zF;R)kNy^7F^*!!F;fkCq9@jo0N+xY7c^`}77bzuV$9_$8V(0LeztQclbGe|1{X|77 z|9x(Y36a>?YS*16F%WGk;a%^PGQr;|WqTLAQe!j-EDwT^KKE!!^E?D5$N23k%}`-F z@B^WfKnsT1<3=F=BQupmmJod0a25=A7&*K=5?VVH+7N}P4oz-S9YohIGIp|cJf86ERrZo8BvKossN`% z<-SyzHHSKFYpDUH=kPGUg3vCEw(LYR&L$qm@C1!%^xXtsszx?`Q<~4*(@k-DAztj1 z7dI^*H+-4@O`-mBn{4D8Igy&wayo_^%fL$bnxRg1LPnA5`9==8^*CmPk1~O(3?P~D zr+$ughd{iLgen=yf@(4|2wmt~7fOhRiZoIXo#NKRBj z61KA>lcw|<7js8Df?6MrQP7S>wGTPS@eNI;Bc6+4Mr4PIGW5`=F(b4}9=$par*^Nj z--yOJ`jL;RPBkjVtdQh@7A+ZO#;e8zOIgV}R&SxzhvE__GbBTfa-{>a&BZKRBcl?y zPIr^;aEDx7v{4<|HLuMT?nWx6{cm0 zTG@2})NFaz>#SXv5!$>>iL~9+BheUn$QlZ*D&GW0G_C<#*;e&2-g8XOn1Ltb5=N2= z_Rvi16kHKg4j0P^s6Qnc8RZfxCC*J~5#37Nw_3Ly*lm$^b#&hE?wH4+q1PsW9AqI6 zS;+qSjVH*xxAgj^uju78ci?FIH&?65X3^4v0T~z z6}V6be(N}3ZUFdXVqOq_)KO+G!8Fb0#3Y3)!M>F=(4}DYy&zH$radBJL z;?^v+n@LGm3~lHVhnSzeAn1pr8)G1c=U?&GY-LA1#36mx=U3`$H_Pwt}k;b!@d>_G`|;YVQW*S_NXwMHDk;}UR6Vy zxdycP(GJVp6EokCnV|)$KCcMM<;D&7KH(_~fSQ;VJM6i*pgWF6lVjaQFM7Kly9jtQ z(Ny!c_tSff?|n}l$o=M`6AAk|x_a&a8>wBB5~Sg8;94o_xKl4Q&Ls{{oIYXywzyrE z(Z+1Wed96h_{TwxnZ1Nh79}@1%2i${LM!^_;+lD78eN%agthSM>v_y|?o5FCJaQ=+ z#{-R?c}QE=x|D8*(p?m9NI4zqrSGoPslIQkgS6oE1K@h=$DAxsEDP~y$M`C=r>)xO z8;1c0m;4Jvwljs#zQzmW4l{hA-WSby&%0&D#Ergl_3vv5e7OeM_{kmqLxe+&_Qmyh z5|n2;>@uCVUD_`?$~1W&-@e@BDC3Ty~BbzGZUCk8;rN{UR;?h_DEaZ~^J>XyE0e z@~;W=YXA6e)I1^I{BM;2uyazaG)T`~K*9hFpbQAXCG05T^yI7{@R@3&F^KOjoatDi zf*hE_>?maTJW#`w&ndR-zS67&F9Vte$?rI11zWJ&1W)>GklW5pGSq=GEH5RZ!3J?K z5_@h3e^7lOPY5^92sN#QE|nUV=7AR~O#L0cq5POb&d>Om=rFNQ8;0*$c_-9$0}9I8Ch?g!5=a%ODZIB%gg zF&{av9nK*MHRls!Q4|GIqH04FQt==W63JHa>Y7Zww9ab?pq3O6&6YwP&QKTE<1enF zK}e`CY^n{%O=#5O%_rzn^v+VCj(A?sN8HOM7q&2azI6ClQ5C z#n4kSFC!D`R6iy*H35eX&r>}ugXqlBF;rsD_6hyU z%_}l59T4L_^AiVQ0Y3%w{QMK3)=@wKsz4PqOpCBQ;;$uY^F^4(4XX~Mo&fr?Z`X3Vkxx`7*t55 zF0V)}Rk@gJG9^=?pkyaK6Deik=lCQspwu4QuSx?HOILG0{nHoZ3!q>%R=?#Q#Z*Ci zsh8a09dz{`81zhC1Z>`AP1|%>ALUKqR24JS-?HX5|CvTD1!y>Rq%FVD_Dpnx`V>W( z!Y}@EKSpw8BtztyYDVuuo_gpo8dDay^F|f3E8tQ4XhBl*!Dha}@`g^inoAv;Ycm&- zliUxGd`=QWbsj%c=eQv@-QgP65mviY5@j`3`Lk7D)nV@wpn9S6YSjpDHDg=K9(45` z?qLCa^~RtTH%FFOO}0~v^;pR=Syx9`-Nji;!)0T`I8>zoybuLS)G4kNTbZIBOp91H z1V+PETyG08a_SDvj7snUA7FxM?Lkv9X}{dF@LHi2%7Gt%!SJ{t8qRGIo$G7w^h}EOFDK}*I^y9^3qBc zMwFllPBw81CS_H23guK;uZBZG$Cb3mQE15kn4m;M#yQE(9E#~@zvPAhgJ{$0rXa8` zX@dG3Ls9eaJeIa;8ecbT4DRPw#A+cUx^N1f!BA}EgkB!NkcPWdu|z` z0YPDt(s&RSaA9ukc6#mB7oI6%;}%wnaBtm#d&g8`dkI)P)^*nb^s=jPmkuIWfCaoD zfE4$ASEM#hp)BdQe(m>u%Tgg9mwrGLUOW^u`u8=!2xmLNCE9^c%>f-^Dp<@Rvq1MM z9PBS*29gXfr*Mic(@-0Ei*=KhZJ4%!|4Xn2Y4`kEp&$4m7@SlGxk{6McXeG@^N2UB zdJa`1kxJEXdD-ni4K#XLm3n;`ZXpnRr#C_8BmS7ei1W*X%NIsO&ru3!ecRUyDj_-? zqKaP$ezBNDHOaM5lZL4j7nlKu z@o^J*7Kr_mz86SyLg!G_Y_uPPXDhV|J^qSeG4Q9_FEnc{z&L7nng>i>F|I ziMgaP^q3(xb(9(Q1UP}nhK<8;n(JYAc1IemnQpMzhP0X5xVeUC0-0VeTF!^tGP}QHWR7?94lcRwM_c*$>C0fgDiUu#A} z3at`@OOa!XC?gShMOFRe*+8qSDmU*O6CXVny+`+uRj_g0$8xY+s6v~u!lLZk(o~I=YKuoyAwc-mqbrv8Y+L6 zu5X%-7E!a$#aI>xsI?`1T%iqBm$Zilvjz;cRXb`eaI*-fPUfpgBZq`r;T#5J8Xmm1 zYdic1HY%x7DtDW@|E!C6@6(fcc*MOLZi#z)jnLiNLB4h&VwZcl0qVsCTE24CV>wQ` z)rh)t3?uZKinW`gE5W0?`y$voyp8-K2pf!*e94)-$-$U@%{!%+41EhG>(2N=+j~S1 zf|eMd3?{p>p|b8k$c_uqCV={M(+4p`JI@5XeOR}??G8N-e24^1Njnw8PE+SiPh@@ZU=gzW z)KNXih1@!dywx2ZAzpnIW_{wBT(K8>qCH0dO9NQ9T+3U*nYr)$M&| zy8a%z9v{kqHG15~e|(DPVc{hOjnjVk6=Ln%e&Q{jeuTeZ)O(f+U|o!ZRS4n$s6QeN z!0ru0T=sr>l46qg`wVev!w4znAn!2`pR_S6Dg2%BHS@zJLkK4=8kQl2_Q6&2GxJ4L zVWXGPMZCl~|6&2coxp+ed>QnG>maU$3>hM1$ZR0GiR}hf94N5eJ7xzvdi)47q)3st z|L&PQi87_il_~MLeCcvuf|)dH+N61a1q&}cD^>CbG^kLaK6!f4$)YA65;vPVeF`DwU#f%#}mL<%d^4Mky4Me(H5Re0^C7hoKI2x5pLj!0sO9G;cdTPm&?*IXvPxZ#T? zdf|^>cjYw`VFVCxm;nqJfI=2!tl?OZMM9QYl1kbW-8bK;V-9A_jK-R3t5vC5YpBJx z3^&Yu31*mLjyaBS>JX=(amXn*rgOAS2WOm|wR6rs{p1r3Gt79G-g&V2xlo^go`(xF z>Ij66e2QX3Pj&Q>6w*TZ-P2!y{oP|(fRq}@X@S9flxA@Zj!No2Mom~Dg%@I&6j(9J zxRr;n&Pr>ow%%GRimU9(Yp=fk%IhgD(uFIBxfIJGjg^R10A7fp5TuZT|8#QBIqkH= zjFH+lCd-oER`yLV>Ue7sE>*h5ZDU+^IUAYoz6&pI(CwzqXXA#-QoU@7sg84U{yQC= z`|xv)K+#0A3!&=aQl5H$CPZk&3<{B@B%yZ8^|6HuDzz#jMuyPR#bXdnGEf!E+kw5}oO5lOV zEx=4OO*7Zxa}U?|T$}B-+n)B#w`Q9rOE2kQW|BQ7VTt8v%XG<2yR2mq zles5w?MNL+R)<0q`a*>vVcjmg=8~1njzKVkSw3ucyMFXzdbJ_}9)$Ni=m~L%M7&k; zkcUKGDUW$Ygh~*bSd&W3!wXTv3)Qlh3##EkYEY|*VHf}e|HU{)T$Kr1`CL<)(x`7q zcx&UhCPNNzgl2Aa!`p4}x4%5<@iqqRWB(55w!jInaBoteoZe%|&9tK&w{xI7He)c3 zM66Q|f!IP6We@pK#v~U>U3)|pDvqcwg`_N{DOtF}T?FHWGvwOrYKKF9=&&FBkmd9g zKr0^t5l2w$r7wS}mm?+-iAw~gQ*`Oe>RAzc*_+2awuqN5N`){62;M2 zBWcpNk~P*NIC9*hId5aXblUHneDq@h{}sqk4e~jKOeA$UC?9n!vXO}7oI4Uc|B{9^yy5L+IZJ-*!*(nvz^#x8 zyeArSr7Ue}P0nJAVG`3tE~UxRf~U;uF*A#JXhJl*sI09R1_j|eBbCaxP1bnxn`^|( zIN1r+cWp*DQ{|1}%9I;F+7puTOwb^=x;T6;>Ku&Bha=(Bs61uxV*<5c1~I4*_cYaQ z0jh{7OXg5eE@&OQU`9p%3fRD+a2L&p;YME;%USABq$922K6seRoBmFvHLa{=hbT;$ z4hw5+U7T1B5;QG3w*=~SGimBXyTN@r{>w_vl>(Y$f4lX+@XZ;MWKsIFukzD$2wTo<%$Ah+uR0*U|&*08{$y0v}`PV8KmWVpqT); zVl&X(9Orn;+g2IK0xIf^?>cjqrj~X0RruWJ?fuljFA8*O$>7@8!aBoge9fbw3_yDj zuF|w|Q*A768{NJ*8k*iT+7=FSxREAvoDR7x#6t^3qkQElmxZidiEcR^a60yTq;PMI zPkWq0*Vjr^d?@9POb#SK?zpQ7|2=Z-(*dv|AEEL=ux*fCT!XkT(XwIFJKk)QvfJH0 zMmf$Q*ma2ec6Op=Eg4(pbIa}?rdc$BWac=~b6}@}wvILS7v) zmaBgCv_J?fqCu*ADA48ytNn~uT_|B34CiC@M*}V5&rAZ{a{{51lBaw0kLFL+`M4TQ`2(CJyCL4j_eo)k0Pxbqv684B{XT zUMGc8NQI0wQfaq-D{&5KhAZ#~G;>#fZRmztaew*Ocl&2d0Eb09C4j#KVFkzltCb}c zXmSgvXpk0V5ZD|N2pUt8fg*Qe64+ub7AF|-c?Y8>xW{UY_JOMxf|xTwut0(^@j;w{ zf|W=faHA*fAP>{E{|u5tD1CJ>8zffOf*t!XbQ8fJlz|SI!F+Y4Ry}AC*8qfHgD`(J zQ4=L~?*MbHMoUtdh24f7A{C9~22yCJc59a)XUG6?_kM%NG;H{W z=ZKDGkp;RShxw)ptWaPe;(lQPa62V%iPuFWV2-_Ha8_{`t*~$i2#BahT=-%SAU0K> zCyJZ4XobQIPEu=I6(4Zo4)y~C;Ome`>`MBfRna35tHF#DY1jT0DT6MQA2qU(xxDW7XP0=Hmvjg#eQA$~2bf&3MU};P{%{q2 zD2Rt?|8lXx4KtQE>JT`N2^^0oV)W84{gQ&Xu!tMR4VWpRv-e1n7#{%jnHy;k?SK!_ z5FYChZF=%n2;qv%HxbnVIv7JKD4`K5S#&Mw5cyFZCb156awnFOixaV;DB)v_xf1Vy zd;^kELuh5I1dK^ZD%ZkgQnwBqZWbl3VVrQh1X|zXj&XXrbI-5H&Gaf!2o5@pRXp6|JgoH z!g;vyBr9W}zVV2h*IT*8pn9^1vY;muYN-gcnaY(8HI|_rQ9-ysAFa>|S;G-}G7X-3 z|2abGP&J4WlhLX?swp5en@D#s$Y`Vapqs>@lO|Cqzv-hafh|JnltM{_spOn!DMKxT zEnU_Q>xDxDW0lj`h0a)wTB>zLNM7Jsb;j|f-AbP3DLiU;rsIltY5Jz;imtj4r~J1S z^>}ycgFM+kVO*(U;z1=uUPN9$A@iBl#8={5PH8we^~`*Lxf z_YIu-pbvSe6&qGD7$2O9ISK(1mv9MFcn-u?3msu}`B4$~aD(=+A1Be8Dhf)MqGatb z4OtotlF|%yLNLYAd`X!SK`p>d!gv6N{j77MwPEfz#tB? zG!3wD5F_ggwcxoaa}X~$qrA$pubQl|bgBliZH@G!QHHGj;S$U?Q4)1gDHL_ra99ko z4ovBt-DZVhhJIw$jnR;;%z3q@RFp$XQBEm!EWx#0Yl~zhrnWM#J|nhdtG)SUwrG2{ zYAY3XdZ)vaz5G}sHIW#s6K$zzF8)b*?o&4v_a&S`9Nu`i%&}X%6|wZ=|DcLiD3%$y z0Srl#OTZ9hIn#FuwFGu1BT6NTAW9Z##)qW(a1Qw}4Ztvk`w$Fy<$x%WuxUBFqC|`p zrMtUJJMEyA-RF#8c$H))wd$vKX~~?;ySz1wQ8k=Vpxcx<%)F~~I?>y$Jjs(aTD?64 zw!c%p+pEMb)xF+}uHb7Ig26L++B^r46MI@{6Xv(>+Zx?bN3%h&1H>kSL!e3+p7*;O z!i8y}*T0LlVUH`oiA2D2jIlzuY(`lNSt<^+6v?syP3fQs0M>n!}6>aSRyDw2KN5%|BX%G>yv+0~( z>p&k>%M49ADq{zw*jY=uwhvaA!rfL_GvpsVd`ii?!>63XwSdr8JERHo!~B7xt=!75 zJdZLGx3=QTwan4bQ*Xq8%jv4iW5BL8mC-`f7lTn~{YuQS(LV9JdCif`X7WF=XM&%X zPBS)}7brg#=#bc4YuhZ;@^LM_R(wB5C(OkUm*9&e3&>Nq|D!8|ZtXxa9)V>YOe%<6 zwZYJ&&PsOuT!mVQxm#IE%pkkW{K3OmN>_`}3hmZ7+?1(IDH5HN6wS)7T&BUZ(H+g# z!1K`|jjkhI(k^w<&|`3_6{rd5(xXO57Z5yYj$In zelT+m7fjZt6f%_kqxkR+4{gv1P09>il%UJQxbW7vK-ax#*A;yZMO-U|Ju7?N*W>*& ze+}4gD%fu(-oc|RL#4$P=+dJ0#f?o*zoAu;eJCt}{|=H9a+@uqK%J?Y3EBhx9-?jF z9Ry{Tf+?4wl9*Ct`_QBdMO`B?l!^Sa2a!>t6m37aAXW#$j_g+#l~KvfGO=UEFtKbD z<(kT~lsanGfa&q(1@M}kp?M{lLKoDmV z+5~G33BUkuYXnZ<#0Om!qa@n(t0}Q_`~Y7mLA#>+bk)}pswCpBc$|%_mPtB{(id&d z`Qau!DnjUl&B($~>%uQwL!%NP2Yp^w%b~DS|Kpl+I?GF}JUryPfaE{!Fhc(7LO$f` zVdM+rbG{*2Bd2p>dgC4>j1=- zg5%QH>K~8fu`co>FYBNS>)36J<{-qmJ`uU@@-M&ZQl5tK`ZLmA>^ILd$KLEazw^&N z*o0kE1#keB&<|tahaz|G^4&(tfyRg9|4w9VsdDZ=>8|b+%I>%(Rzeq(m|=@1!ISs! zo8L%F_0BRKO6bbh?-yT$0RNnn4ioE;b+?<`M{B~cR4rABo!Rkq)hf^gjS|Y~+|Uiz z$GGu0`3|m5-5}rUB+vMbuO6j9(J$ZfFK-UsVEHj$EWr-TM+`NEr(jrw^PvwbI?wZ^ zpX@#lXPPg!{m=;j2^-mdV%rYJ&fN6v^iEZONVxAmSC4D%jxq1yK$PKYnW1#1dwKM( z+#bwp7(TQh;m#6eq_EAQZcjT3kEJOTZTLJx;TD}AmC5|@g?#UAYwZpKAD+Nz4Wumi zs#LUvZ}`zr3$$MHv+nryZ~u>v|MDyE@)KeC{qO(Q01(blBp_JO;6a256)sGuL&(&fv98L}WFR@3H9oH=nK8&d)1 zPoM-H1|@pZ3qNMdm@Qq(&FMF&P{&QBN|oGItXZ{^Q`gn&SFmBljwP$kU08Q%!Ky9W z*6mxfY30tPTi5Pgy7ct!r6*VK+`n|&-LqHN@L|M--`!)}*zse?k?)=B$4?(V$@lPK z-u#Z)E?>cd`6699^yt%~Rj*dPE84Ypn`O_YJzHPCeEW2lJJ$>tFwwh$F>6XJpcj)BLe+SF{ zef;_L@8{otf2sMD1QSfK8)wESs-&SFRHz~nKI$kVjy$rE1PMFz@Iw$o z6mi6oWTHtY6jLOIC!a`kQ7AlK1aTi`o`Q-SsM1NNDs`%|YOAZ@60$A4+-c`XB$HHf z$+?DHt4JuLlyXYH_zKLOzT~ne%d`r+XR*W*%WOM7X|bAcA9eQ?yVDj>7v%1O9%^j62Q+=(Y1CC@SU+(emMl+oyPGZ)FT zxTSJldZo1TUb+tJ@~|%nGmJ5Q%M_T*GxCFTq3S8csQ_W#?VG2~|{4&5;k5 zT2eLo===bbk3d*q&E{zanK%~Lku19C!i{p#&>>(|l6G3K!xnpN5|?fEY!=B5Di;pb zMyUWo#_<+g|E#(Sl3TpL(s8aOkF>Z?bpt0EV~o}9^IdrBRXi>E7N7F3d-am<9mT*5 zxaP$k%Y0zYGusEvH8V4AvvpiHU9@J}Ih4LyO&jJW2q*H1Qsg9h}T}X z2C3}_zjph5_~VyfA+yhBHtqRWYT}{%B`Sb{GJI=CQ^{Ka$s(5{oueEVE1BSQmnhyL z=UhoLmva1sF?S`&aZ?i228(15yBsD|m-3fAzSB7rrf?trFj(jg<{jV7CQ`up*lKE5 zooOsE|92Y0O`a~JGSblwP{%kE;dU3n2*z+Wq!NyK9;PYSWUhFa15Y=u(LA1+r)c)U zqJ6pny`XsmR9m!O8SzsJ`;SVo1yCK}GN8QJ;+3?NOF4vl;Kt5{xV{;w9eksp4x95p zP$o`FqeS46+|xH$#!{9@+DzZp5gXd1P?x*B#|m4h8O@|gHo;UPKGxAO?A-8%=h7kJ zpwlPb8Hbq0e1~v=Q4VYZjyK0R#yNgCOwI^XoU&n}6PvgiC$dL9QM6P$;{%`MVX=Ar z|5+6nSv5H`qH2w3yw5)Usm3=3G>)?>074FM0G814e0TJf5<1egvGwth6QyWHQ8LIx zW>lkuT%<)QB2kL|FAJ3{V3SB`uH_i+i29i2k*E|GQX&aCDJ`5QWv9xz!19wj<*5R( z`BR`~Gf_h&>dAU~)O944Vzc38Qz7HaVn$Uq$U!FUY9|hC4vt-)>|yVu`NA(*Q<=8Q zB@D|{PA%?2dCODlF4*ZF=vA>)_?c&a#AqPt;k7`n%BQLJ+0TFe6G7P!X!oAxjc$O? zAO}S#MXa{a^xsgF$RJ4Zd=w}nc*+&+@0A(O4|K4JX zB;^P$gD#C1OzDEjOTNXVqBK`Cp9xKUcoUYZgI!UF>OkZsSGmg#oN=LvG9P;Lhf6(} zQzf$*s7f`edZG?6rr}d(G76i=5C;y210E%6PKuyu*qmUKOM$s3Q(9D~dX%@;o%!rj zU?deTs`o_#1vtQn?M7eq6Ig!20>SV8jwaAqRM@L(!KZJ?;@Aj5P>q!G;G7 zn^wdl_M--7GFlXKv_&K~NFF=O006euk_kM=1sSzFmg4kDx5aI4zXBzg_AR)8Ta;GA z+rZ{JSIJ9ea=Ms%S? zY-APFVAYL719s61XZV7>;b@2xmJpK-Nr*Px*aUcZTA&_v$332`|5BTJw5VpWuso^& zR=Zj(t!xKMT^AkRDT&A7l8ZWkR&x(x$uBH#DJ+xfN_7Wa=;(dnY}TQq(Ir)a6x*qu zEEsG~^02EvM7Qs-T}-D#J=#VMccfZ|PS?Oj-Y29Ye1g~R;H+~^B#fDwizkfcPC~S%|C7!0^;FEtKJ;#|Tb{ch zT3yS(MZEtz;7BV)Kovw-VHjTihDUtjp9T&5KjRsUHx|b|{b5Y2JOLcQpD;0HFeGJ2 zKm}Yt1}vllBqU|fJQ9;Uiedl*Xf?N}xw4SGmh-L3Xg-b59*E~?uMANrhqz!N>ux?zKzJTZ=Hl9Tpo4JDKqx3Y#b zqoVJF5BtJ5^Y{$nshM;uo-7=pDk48D@~=}7hV%=XR@pmLi3K={I&21Hp}?_GH3Hm2K1>M>D1!%tKn5H{1$00`|CGQH)5AbA00U@;uBa`V%PCD7 zy&Kz@S~EdR%tY2hLB_GSnlT|U0T>gKK~fZ$+DNt={Ib^}K1At@P@iOn&$zdLGy z+$T`jMsDoJZ44}LEQM{%2K*yOI(!B?tiwADz-dv$K72=bgor;RM0%{p1w=#}o@+VQ!NCu-#7o2^v`k33T%0henNhKsf00PN#IkYnovd3vKpB~lX-jp% z$R0|sz6_nrF{b%i4^2@X(%2MX0JP#+N$4rCWyGRRAwN&~nV;FS&y)}98MymELjjQw zfAc#9iNC@Fg@;Q#1ObJmJiMk1$Ay#4`b$T1oXV=48b=}jAK>_e{vOXG~d73(;* zu_yyTfqo<OVbL@ z`C$O(%ko5_D?3j#OV8s-J{uDUe;@&W zm@znBDsTwdIHeX6iuT!G-?D&fnv>u+eV}` ztY^pu{d*b=rOgigQ$XcV5Difg|FuKkd>@BWQALeM7Hv^_e9`0_H5rW`1!zv`BuJxT zk{{hvDKQKe3{p@n40K3RQk^CzP0ud7NQ}t^e*l0FsM6-}hxq)!da z{npyVgsDsh{7VLNJ=bPn#}S#-VllZzeb+r~R7X_?X^@5llmfxs~N*XxDo-|aDVW7Wl)mAAs2*5hmA;yJ=MRQwMHSrbGU?l006-)fqpJP>$_$8v z!Q&yn^Wzz!K@|rr5a|)L0=YYEq^te7*}iKP%Z*S&>nEZtg*<(@*R;k2c?LRd!)z@_ zIMlzQ<+HXBtV<^`+lv>?w1{SDV7tz|W0bZ^h-cb9)dOcp`Oyu~_-B{IYOrp@@8?s1Up&#;9R^4v;#3XZ*U`=&Dp_AxHSTWpoK8g{nm#oFLyVd8yZ5i{Q9onacT*XI2= zc6}cJxgaoXZYDV1%(YJ zR6TtLr3Hl$|JKkEE@VTV-P|={sYPKDP+?*r0kSogNQPlb{v#Q#VN6Ee8}_(Fr6>dF zgdffedWoDV;oczr)P*%-yhY+ILq+9d%inV1ufhi?j$!~n0e)zPTVj*oTA&+?opZP) zE)GpT!%WRhl`y?4%GI6-g~kRR%KuQ=0+G{z3f*T`GzgC1M$6+0_S4!V1wuW?Kt5!0 zF6Tm?1aMYl6TSu|aAabcAg%;pfX@fPc=p4sslW&AA|+TZUa|BW`Gl+%}Fh%xKECV5;R0 za8+6Tz_-Gj-Wtpg)Q6;k50U=2m(|HL90vC@2f|WKmCji>JtH)H=>~fS`WuF9t!Z@B z({9~qQ|Re93~J0S=b=_)V>nl1`0Q(70;QH@_+jd&KJ96VYN?)Ks+Lp~y=tt!K-BAM zDQO(qt{1u0lDZsg?;~p&H0$kJOV?rIh^9}F)C?#l0daV1JZJ?$AcR(kqVG#8bSbiO z|5%5;7U`E|KkS)S#YT_`4Xpo2>~2Vqqcm^s@diEqr*0NUajfIV)>951hRFt0o*q}I z#XnNWZ2lJENjO@fPKM4l*8vxBWB7$)5N)e$>i02i)P8VdxqvcQ?Rys67=3L&YD7$I zoYdB6!`#$LEpi5$K=))HAwbkg#79#{{fYK zaY%$s3sI~~n{kiBpa<}5rxYjE75B@H1RR1yTj(k#Q?=DB{f={}@qWOALGTCWK8Jp@ zH`_aP@K7o%mbDKIW@0W@KJ(lIK{y9q;61TZ+LR{=0Usv?gB+I+@G(*lGi(Dr3@^X$N57 zhefD_O2~ylxMfmD#-THHD=s2e+?ZP;<5-8|1Xkdk9lSFNtXRNx2isALp+@s-|M|{Va|8c{Ul8zUAcSwf%5h)E za-aIJId^uy`m0Y~Y}j*A%VDxH0G%sAxaCd|GW2`sk`nUH6Pnu}Z;Vmx_uu|^E_-G9 zjOZlNE^DienR$m}YK2z7rb?Jn0N4jHR7u1CMW9J_A#Zg9rddI28rDpsm`1RZFWs20 z=|8UTZd^EDhqySzW6l3lOt{^iHU^+3g`y^NGZ%W+XMHpm`fWe(Ur=+UZ~CXV6|a|( zaHo3ScM+?{df>-;u1_@#FWUk@fg*vPozoI}FKBl-``3Ft5VCi||DYK!$vwEAK{%6p z9&}|&SL<5*Dq^y(;%SE4VUAo72j`fE!q09|c?Shrl#L0Myz0rvr&cQ`yvk3!JcZrb zWJ-W2B~T!!SlO~YJE#yEv}_EYL5u}zBE^amFaCe4~QZ{o~}bJj{@zkdEQ=JS^-LIx5bO{#P$)22?JHdUeoD%Gl1uPVhu z0xQ?9UcZ73D|Rf|vS!bsO`G&W8EkIf!i_6e?zAx#)Z)#{lms5Vew`L5fWjT&!iCWx zPV5e`;l_>~+lw6e9c9Y*?n$O68S`Yz_AY}CEqXNR(xy+N|0a!Z^=i0n6{L`F)peJTM>>@Yl4upcz+jIp79KiKJ|W)|E5OF41@+rJ~@u zhnRWg1eeb{-O*R6Hw|8z4Se|V*Xck74f7vE4I%{5GZIlqk$wh(vLJ+{I%MiF6J|t` zMI~(%qKL_e^dU+!t+Z=P#*j!-ipL^*6N^AG`;1XbDrFst+rSJIi$C7 z6}fGXT8Z0L0R}v|D0oyBwwaY!zH1M>=y*A%z4w~dT4-hNsc)WY0u1nNZ^9|(oVwM? zrk!^#m)yVm`b%1%TTUz}r0AV<4Lakgn^z)&YTn6Io)()>3j-h%Ca|{dU_y& z6U8!&L!&B`kf{twsA?$){>&;UHaiq6L^pHv{|qS<`C5`nx{3&mDNUn9im*Zn1x>M- zB-=Hz%QE|uvoKDpL|^4DRV~_Uv)#7aWOe(k+~L0cm)dnJb#57qDW)!AU2-Px-+_zP zDKhWa2x8X`}%Nx2FeQisxW zeKpp^(!{k*-lqtO_~Vl=K2DI>1PLQxGb>CpWJAl>+jrw#zy0@%+buWy%Pl0`3Lqc> zfx+Kc%tpYZ=q)m>LyX}*^PDU-CvcI8|KJ1|=qfdtGAOV~&)~ryJIwoyn{rAK(43clJ3I&=Rz~f;0qr&>My^ zJaohgVPY82NQe?UGArz*WFsKa)h}3bJ?TwCC1GRMN=V@~nv^e%YFuOaCc(Z}yy6$n zc;B_;=QjEsFpqlNV_w*@zd!bGF5I9S0v3P(0}z0ZUQtpW8DM}ixZ@rRgck%O$R!6d zXMz~KV8ce^I8Sykl(MND!7?YO5f&#l3q#K5Iw__VmTplc+gv$dxVlA+$A<0kh7IF` zL;7@sWV_)9?r<2O`Up`#s0!K>|0zNWQ&drjUsPT*G4YUSZgHATGexkj)}cvI4On9Y z3f9gz6E>nVo#F!<9OIY?I$Fz)ZNsA?>uJw>QpJydJ;#&2i2qD~iGtf>M+koy`Z|WJ=!zhlHJ@P2@i5Fo-b+mVT1qEb~!I z)k%qCx{Mt!Yq~r5=#XT=aYo9H*|KC#k%-J}=0r$AijEwQAuVA@6Jzqk4oT4?O3e^7 zhM~<8%_Jzo;?+pD_Mw^ZWSrzgqxo*4&a;IK_$ffvSb4s=LTGW5CK9j$TP1j2%yQlzU)lV~y8N_=1zG%A&j483!X^yuTZ`&b9abjizI#^*inxv4LO zdAnc!RERi32&#z6w5Mq(YRR~wuP8K%2gj1tZ+6Mn>Q{&w6$*eBR83YpcHiUUY!%5>PMng9)uDD56O)Xe23?DG{D9g*)w!N;H-bR%(Z2NS&q7 zf;e%~@$6>{a}9U6SjE?92Q#7(4Hicu7|f{kty%0@%EY)fr5%_@YaCJ&O73y%SVxeX zU6~;-P`B?W**=gwQ{c*{$>^w*rhLaTpXzXyyX|Sw7*y_89ql2_y%kEJn8oexs#hO! zcTB8i=9hSv|0X=y9yyIM3pl4Jj&lA*o$XvcJtMr}Y3;M0UttPB3;Jz^Ml{7M?juDr zI^%;c_7rCw$yvISCJ`(;ZOvvDN_X*YEWK+F%_Xsko5wibt__^v zd%knR8}InXL%!h-hxoO~MOTtrJoB3W3&u6R=xM0I0t={yKfIs>aZ~~bi99qO7>p#7 zpZwEa|4_M8TK-sip_=BI?d*wB%<6Wu*wwopeyvx`>W#L;)`tp)u2&`oX2qZP|;|}K|~Wn2;PSn72sXXEcBhNarncxYcVB<;N!v$L9B~;sB-sZ{R43u9%Nb8E7=R!J;tkLojWjt(e<3I5k_k)-E6!=_wB+pFds8agNp&% z|C$U8jeS%|okKII;Tk%h{PmjiW!)QI1BwY5VrYzIPzL?!;U2cw_pu)=>;f#{!XV

SDATH0-fdA8l~VN0Anx;V+!WkEWlAHAmb~9 zf++|?3tEfi!5|Gv<21re8T=7A+~DWg1p)+6U|hLSKqqLqh%<|3I>q zkL8IyI$Ot}%%p(dAHqULW+W~cT`YKHEC>Tg!XNuZ8S5Az44H!g?#4P;;>tXkePAN2 zNZIE2(DO84c5RUbri4oHiuQ2N22za~SxqVSB%6r@I2{WqoR>(XkuBQdE&hb$?IND3 z4>9JMFk&TE>e(POkb)3=&<=EtaiHJeRX-3pUt>$Xl-*+U+BI=OW00ZVjxpiodJvIyKbQQ%qC86!x-cgM5Re>$q8{-+PhpnN(7U!t5}&ZS;B$zYCV!(=95Am;Z~C^KN_@cEoO^xkuX z&TECJhzd+@)Q%}_4)m#LGvvmNCCqApPGka^vjs|y0_(N`Q!`v2YzjmzG{bS00xZZ;L(r@M-Wf(6oWJDMn3q^RNdQ|ed$anWlyk=zX9BtdPq$O#Y+H%QJN`= z;8}OVDR`n4o*CnKjzXR~UZ3)7zlJ5Cx+i>I3#C5e3oh!x(jZ$z!~df)>^L~=!`>Qz z&LF`ifTdE{IWC2PGAIh@1897zgmxc=n(8&|f-fAMKmJ~5xza`PDr&guYbcCq4PCj`0a+`D!c$Yj0f}P0fcj5Gy~hWO6=(Ff8Ob978k=1d^UZDS+g+Nh>B&D^lHL z(s%>0>PAh%+un(yOwfc%@Y@*u8~W&kOc+ZTg;7z8)w!NiEs75#Ov0P8)i2D#D8#M$ zl&9m3f}OrXFm7eP3NF9y!Jq!?pbD(DC_xjv4S^!;<7S@1>gU5!Zsl4o#9o8M&R`5$ z?8RcLk2uL^$pgsx9P#m5sSe+(q3Va7)V-|i*N*lHbzu9DQf(5SEW z?2!HJld2@qTA4Q#!>z$4EC2%x4Mfd61Mdjug9u0xjmp(Ngg0CRwXvkP-dj(6?cjwi zxx#6jA`AF{l?Mhz*u<&XzODJhEhES)Tfx!#rr_KvV>>0|D}?3X^6%glF2Dw=DJ1T+ zOq{qlF61Kcp-C>oI;!PHtfUH%=Gj;0Vr-8D1_NNQBcVVuh^p!GT*+o=@exKtT2cn3 z#_P7$(vgx!5#+(t>_$ao%}wO*GDZY?*#~?;1p76EKk&nBR)q5s;BrAo zLmUqkS+7(*aLb{<7?eR7G{a*0BZeM|&#@Zof>`WIUny}W)ZK2dp-F1&>`Kuvqtwu~wIniG z1OIViGF=Li?n5`gCaaKw5m&499uGnU)s|w@hEUZrWb5^L0~H%3-;v0PfX}!lgIN7r zFRD?Bgz-=8q9!QZ;*C$d-fMi_t$7}TCI~73gQXm!vwCU*pssURt^u|b@U~EFAJelQ z{jnh9^TVb?=2k!eQQTpb<2-a)1z$^(0Kqh1U;mw4L#g&!CsUN}!7eDd$->Vz4E!Zq71FE(B`mvP@V+$?DGA?T@9m$NyKf+nPM zRszCT1494q0l<>;D7^E0&eNgR^IG52J?Aq%@AEe1mjXCg=YHBCJhHer$r`FC@U5RSC~V>`W7H2u|LcG4J#gN3(0cHrB*;`s}tFGfP`V zWeGlYZddap;8{}(oG#j}{u1LPNVQbIaS0wbpGrbGXLX=9cXS)MbML_(R5x^wbtq_p zBy6`?XN!E7<#=1UB9*s!UoLw4GymQoa#DP`T@!Rx7_45Sz&W(8eZQ8!;5XCFZk)6z z)PbhwY)~gfroYIjjT-nzD>x1_co2P?Go%N(5nwEv^i7IHfjm?5aH&UZ5%+GDF${w@ zoQIQQ2pPRL8MW^@dGQykcvQC4y$Uzvsn@~f*(BKQ8P9K9jXDaFb9{y6Rx^U&Cbv0z z^>kz9k?Z=dKldJdb&_kslSerlO!@qT_mv|%-mpbFXt^MB`TZo;dRHuh79o67#XS26 zx^yf=w>fRZ?0&#=9?SEwC;Q8@&9XQ9dGm9Z4k zc}97t(0BVpmtpnQE-5RF=bVYT&*LNqh$o&b$~ZMETsNzaBoH^g>MNdcrKuyFoyz*- zVdbj_>c58NtoJJ;lyi1x_b7z5uP^z?TmHx=Ih1R@B&a;Lu)Ma!Gt7(rw#fXCV>m#@^SZaJ#_bW06`~C;JlmEJ}0|X#}0|^#1co5;iJp%Xac_axU#99d` zR)EFaKVCb?eTJ8+WZfwQ1ds1zXl|;(PBHH+K9OGGla-(N%s|8FOaMn>lYb z_Zf6(Z=*?M&x!3#A(@R5NQN(e*`8ybZgvE)jYRRJ)Z8Ay58g0B0#~gLs@hY6;0Sd?<$4MuiH;UpBB&3vbswt?v zU}3AQ6#v+YrX-X=k|QcBGQcZ*6jO{X!rmH_Onm&-UbLMYj=kUBp-6g*TGd@yI2goN{~h<(FT7 zjYLvlg8gw)Dv`9TiG*A#PrzZsA`YwK*3CLouDLL76EBVdD=g1<+G)m`l70XEcWb)o zrm@LdJ{~fdmCwwa%4&Yz=9?4cnR@DdhBW9(hyK}UrIoI(xL-(V+EnMjPe!}+S^uSa z>tU|u=NxZrCGWnjXZd;-P1qY-ZTKW1FhT)@+qC93A^1>;K(7d(e&SX@3PH&7*@VLaru zY|& zwP$p#JoUrREOZs1YB3^i42;&as_q#M6Z;k2Op8RM!*6E1z_B}Sm;9-{t}qMtegyI2&5Wb1&2)1;YAQekEN3U6S}6k2&#VQT&}1uVKz;1pfo9VFjyK(J8!j zx~!ecdnY<-Hkw08Z#8M8XFcs%jD7UO8gk@kaBKt6eR!jL1bxnU=GQ7emWmV#RjjLq zAq?-FBNGt~)+k8PABsNGqaWQQMpnSkG{1Huu!0R0`Vvam zU(DjLlL*CParKJv;BOe5aK=8?;Wf$Lr;!|G#D+Y(*;0m#tHBwWUs`e9R@iYAPGdt-gsa<<3)4v~=z-DwAFnYp`eGY7-m?p8Aw<2@OA z1L`w@63xBooNq?$TaLQ~0d`On^5NU;7)VlQ>MTp!|dyZvo&ck?afR{Qva!EUj- z{kvb4yPE5Mcg;Z0-h5B5->V1s!2A2Jgii+1>Vo*}I2r)Ch7^t^vCgC89_&7Z0so3& zfda^Grsc9euR{7}^hk{MU=0H=Y(iEJTOxu*CMf1agyv?C_E?H=>LB)TZ-jJj_v*m+ zUeKjpPzHTZ_!6Pl5CC6{Z()#c`FhX?E&rzskPZ5V@cE?AhCqUclurlYMatkJFkT@0WM$nFWbO`E*WO{VKDbO-IqZwt2z485@Jgu(5^ zPz=e?4BIcx;IB~DP*L8{HRvb~?f-8My#ZCEBRa<8pX{O=#AD$Yjt>(_qToh7;6oEE z?f@TTSs-i_W`WZ5!4w>j5j_tRO-vMLuM;g11kL63JgL-Jghdd+^bDsER*dI*?#1{3 z_k>T^_y7ihFBVS{C0!8_3c&__?Ou3raf;g(`+=r5zgR`9PzCU*^s@U zp;6E=9XG{O@@()13RW+v3MC0HO0!U9CHq6Kc2C4ee#!PX&@7*TFM%|8Yw z=TONaX^&h$$XgWRAy&j98~@=UPp}R^a_4vs#$vA!L{iuMASFXnG*5CRTXF|Y=yZUx zCRdX+TLLF=GADg;Cy%f-6F@cVMJO!>O^Rquj8g2XaNMHktH#VJ%kLU@ftN<8PYP~)^Z&MYdi|6ADm$>{i`nV5&sK2?jzGY z%K-yO7>;2d7;rE(38Wek6hUO>{03bnvoae(mQF7s_aNsMljj0-TwZD;agRk_EDk!e zGd&YDN7F(tH27F@4P4S*U{Z2!vo=FiL^I+wV^cPRkv3aXxq>nop=wQ}3W<^^o31K2 zNhZvS^UT1ItB41A(Enk0zN|T;;W^bxIzfXv#nL*nlRMQ?u)Y&&Qf2Xmp^nD0pw9Ea z(oU~OD#ZRdKz;c2LY@mK{B_rV?&D_I|Gf#61e`Xg?JHd(KZ`Lk*Ha&lK^MaN?GOK7YgycBS6mm8bMqyhj&;uE>Tm&?5K&Wf+)M^b!UDh>E zU&{_AR3u4K7FW@OT#--zR9^i6d(l>W{U8xG)cV+kU+rZ@-alWZsS*e2^K{! zRS9gY0Q}Yf_LqP6SAPwF0RXsv2Y7%PAOR2;BNSGD%RtM#sVvB?8K&Vzany3HvCPhi zF*X-ZAVY&A0}aK9R*%$C?963LmvmPn4*AJfQ+GI4H#`(hp^PDRXM=XH)ON8HA&Hg} z`Ts-1G^u!9u5LCYLNZ~&&VdxLr314Cc^9;m3{(XZN7v3(Tw|$;Q84E`b9!HkYbkUz zt5;sXH+;|b493{^&fr4NfP7&=0C4bx+V*tTw|(PS`QBF@=GTtt)^2wZa1WPo8Q>Q9 z7X`*ZkQafF`NEJ18Ii{Tkr&~R6Bz|ifCX59fCHG4xg?OsphelD9lDAcD7SLg4ppzg z8rA_HR`pLr_Jj2fbl*y4akVvQ<2rGJHd@yHR5)f?_@BI^7+iO;u0b~Dagc5}OTV;C zi?;OmV-Gs-hcn1pFJu%(rG%@`))kPgxPyOwlt(Qi@+GZ0+Ei0sl2L z3AGUX0G-ttZOJ$e%=i_@Sf1yZp3fi=N&#PMjBVwZpMQ{!?--!#wtji+d@n+81Gs-5 zS&+xTJG3mD&H;8}$Dye(qUA!O=YkM2x(qftqbGKWEQZ`TdF@Iy-P{g~^n`UvIfHxj zPEwgjr?Zt^`7BQtby+x%j3HKZnU@vo&-MYBYgd>HgqVx@0Xb|Bm==iHbficv767dn zNCA~(ua>@+wOUJEy*Bn#QJk|Ew)g;x`5=p9Fb?=&i{n+D%{C$#ra z8LsELp6_{$^_hj>xS#jh*d8^Y|2mIzOiK>hZ~a!G2icJO0;1QUqHm|M8~?jvXw-?W zVS>re%q&;ksFBQ=;TkwNcQ{y2SjNr9i!xj~4aHGqZ6tYH}NF{p(a4$+BL9@l>NMQke7b2uuYh8>_v0C`RHzi-|tHb(( zO0xIJc_sTmox>O$U+29D!o4o-6pV?S_-59s{n!c9~VE;Ox1AE8v z*RU6wkrVqn&cQDzI!-FuaUUD9gNSvSp*Vek?LZlegF7Kd@0cru<=AwDkpCMZMj;lQVJ}Pp zh^JPBs9L5Z)W}EDtzGf8yc%A?dU~syYt5RSM^l}vyvprBuGw45<(Unb-~_gOuH8GI zbI^q{wZ6~%m+l+C?^wTqN@4q#1r#~4XS5wG8o}?}&hb3KDJCrz0~pjUv)3&en&BPF zPAn|kWl$Nzqfsx zL3gfiwuKa8fj*sqc$<4Mhdi8%{EOd}x>0hbf^Q|A{K-?&i_`h6N7K8l{JX&%+1Vfh z0sz_TnGHZ;%1Eo{+}cw}%_o%}ww>F%-P_~09nOI#EB~jUE#l4hH<16^kh7`I z^}M19d^g?Qz}te#)Z!Y_j_oe^8tDDA5nVD$+jAG)Gm3P>JG@bZhNe>(wowJs7w;L~ zXVU{PR{HP7VLXRLU6Y#jhfB{~M9f=p?{7#Uc>AFkEHIlB2fJhH_qtc;%zB%3eWrTd z*OUAe#oO4;I~MJr4|cxT*}2)ZoDB#d0KWX^^5RGow76UmoVOyCi+x$+s8St9<8iKAz9OyLrCK`Jm|0n+Xy? z0Em8`!vOe$U--jdjEVo~9jDsiCHb44`S0cF?E(6uU;3wi`s=ppg(-glINjGhP0r!# z^?dASlfD|{RrOCIh^k$#qTS9;h~ho1qmRG z4O4ZFpS52I6Dm~rs^P3z!=jz*XRV>dix@AC+Bhnd$B!UGiqu51q$WuyQ>uJ)XphT1 zk77PTM6)KMM<`=TB6V%wzD$jR3LV<0P@On+lK(1=!?Y>WI(Gc{=~Jj`AwPVaYTe3J zE1$1??C?q2bt@dHQ>B(Y6NfF+GiRbo?SmE$+`D-5>b)B#3|ux35(o&urf=T9h!Z0| z11fNW$B-jSo=my2<;r+ST;9yNvuDVeKZ_nsy0q!js8g$6&APSg*B92bb4RpH98H^nBK#W4F$|yLWux!;8mvue^El z*LLj+#{Sy7@b}1{pI`o+{rmRo!EE-s{yKm-{iBSRUzGK(pe zOjJ>hp6BPuv5BUdama<19c|t97FTbRL7HVk)5Ws)|44|MKbImz-j(50L z2iT-l{0> zxXHk1?u$1jG|V$Tru$2dI_{W>kN@xn`O1(T8L4k5NcOwrzmh=t5=@OmNfRH4G&1EQ znwa9uKE))$Wl%Jo`DU6?(M8u>cDU7*ood=4^2k}idB$0EiOh$fd!ZrM$aVnA@)?a1 z%0>hPBx(Soiv7g~8#EKz1sf==%2}pHkA`&8OgHWH(@;A-sy$R!ZS~byTg{tqQA;*l z0md01>vBFp*UqoH?y8S=+pQfP+PQ|OPq1_k3*LP4nV0uH@9>>pvVJ!!_&d=SZa9I| zGKlTsi*xJvrUj1jPP3Y(2myhb57{@61nfb{rU@VN-_!j zQo%J9f(TeN4K+$E=j@}(mj4u2MN?H{!TA(g$osifpm4%0^2Hv%)zNpw!vco?t|v(+j#~zxWk$7g#V$I zgUrFW#zF3d7lKBHo)N>zjVMJP!lC6V2P1d+P)5dJ7e!`~5Y$~{bl2#|J~A?-)vYc` zuZv>9Vz(tk)Zrz=s|i@XlCYpKOc+X3g(hfc6{}d$cw<5yT1tk!=#@n*BomWf&H^); zwGj@^vx6Ma0KPshhW`nXDL?>D5VS%uK>)`&jsO;U3<&VxXM_+y0u(?$`~6Qc`n#ki zH_6FPmL@j%zz+ej7C8GHa8nAr%-3F390ts)R?(3l+P1?swM_?t80_HP21hIq`f`LM z3?>SPX~Jo>@R;6!A>?FOA!b^LhBgeBxN^9|YMSeZ*i1+eJ@+mnV&oyO;Di!|lrJY5 z$#qhUA{Dpvh_NUI5w^P>SX>g%E+*m_K1l>T%Va^niSHpKNCL#RYc6dXOm_=Y`}x*>cnGd=@sNw+8n?K@ z)l5y7%iQK_>ZVl%96nOjsjn%JI1L=bB4CM~Tls3KO0DIu#Iufd;Ky!LO|LGa8_W`J z^>7GEA^(7;mBOxmm2qL^7Kq4NRuYxyLuj=ei&Uh!wX$^>&M;kE-MTK2Lbi2i%ysZ78svrD$3dUtN!0dEE4Mz`{oS3J~Fub#==-ah;1z3`pyd>Moe z#oZUb`4#Jkp3z@u1o+V=G6sPSyjIce$P}eJ$ATGr5nja*L zY5&JzrEJk9N{Nb15>bkM@Iw_Swu*=m;fFM_wc5S0vO9eLARyYYDz|LID1;;G;e)NMf37U`#Eh_=bR=zTpo1kTN zE4MUG4zs@Z&2P_)nap^jZg8yI%AvOTIdArkoW)D$VXZ@#*3okZ0Ukm>Hw)0kq?VxT zYv@CNHPIY$rneYvR!FB+(gZ#irL$>iQ()S3oEDNWdIxGzTe#GFUFWJN7A1EkWuAep z16{JHSS1cmjc9>hv-1)Msnn6i-s>5%nWt=KOEk34whNGVOzrOVCEH*RyVzaJ1OLjj zDgadALb)xIZ_=pS-S38XymNtNJhF>biTZM@Lc^7zL=uB{J|ywN64eWW#KjFn^ah@^u# zgF`ZkOf+L3>oA2m^NQh9r+P{gOR?~3vJ?;(Ht0|hvG5e@J6)A zRnHT#6~lGUqQTmJ0R$G zbA|+X&`IyscLZ2~`}TK$XJ!bL8efx04pb}puntTm9r%zojpulC^KclHXaD47XX}M5 z&hlP;#(ACBRSE)n9VdD&M0(pIBB$41s)tsrr&g}F5b*L4FLyfLq&gsBdp@CitiyY! zCJ73obHK-QwewgN^ClpMd`J-$W>jLn^L%I#ebTo*Sr>KS(?(1|P>111asUT=^nE!- z1>!etVPJl0n07qC1oo!{_m>30MF^m<25&%Ia~E86mt}XSZmW_DodkdeIEaL}TnI>U z3YZ#{1U9cS24%oqZBv1acY(NM9d?#Wb*6!IMtPJ6g2F_Cg=2yz7$7Q0A=ko!8`5Yt z6oY3~U^SR7qhmx5(G32egYbecB4G-g@Pp?>YNghDQnYizXfTe|Pyb99bYYTwRpAGS z07gHN7D(4I5(O7xNNs>(TG)3zIfe$_M~2vDT4_LSZNNusSbkh^hf2@{NwAJdpan@l z0w{0-ZvX@&pni|h0FNPvX~sW*$Vq}&hyWRomvo2#hY$I1W}-11uHt~&RW{Ngd2&M? zlsIQ|gAaGMffY$!cs6;Q*ojsJikv5k3Q~%vSRoIBiu$FBlEaDurgE<+Bcl_GvUm;t zun+cv5uqSqMq&!WP!9ZH2^0oJLl`i^xO0dle7bfq$oLdw;s;iePjj&`b#Zkk({*sb zM>z&sdm(LT(3RlVM^x|yZO~(BkOpm#hUIvEJfK>YA#SjB8UO#dkJbe>{kTd0D3ExW zmrz5HWM+^E*%`#~Di2sx`Oplza1GZWOA^_5yfT3isEKP6nYhwH92t=vDRIN{kst|* zDnydmf|ARmk|M&AJA`tXaUr?6bd6sDj zcIc;OmO*&-SQ&NcKk0c%cd3`|`JSJ`m(k^y3#dwo^hyku9_yhV*Kkx6#F)G?9pyEN z)gg(GHy#*CffRU|>7_Sza}S#tk|yYx6at!|DViWcn*S}ydZ`JE;KZ6W=@AwoYNOyV z{ZI_HIg~RJ>Z(2duPz$@jt?E$=wIB@FP(i(tK^8ct+@X;MYNt+xr&9$ud|Dv%C9lTx zrw|gTf;y=FRj4a6gNTYFaK&jH(WtHosUI;4NpueAG=!JhS6xIgNywYX)2YuVM{I#d zQo#p_Pz<-0oFk*7SqTR}I;-Ist6!(2*9LYZ8=lx^t7VC+y6USkJF`&A1t&mwtf8e{ zqqF;ytjzkeKsy=E3auR}t@YWKC=d<(38(wXrripzyC8v%sc@CKuIzfJcnWxX8m|LF zUw&$@_lmDAsIT9`ua`4}t@p1s7;`x?u>X!~u#(^rb0w6Ps+$mNFq}%UNGFxO#ua&i zu~GpFVI*wa^Qw)qs#r;@=4Y}j8wOwS1+B`mQ~(Aq3$rwPxlTZ(0&t$^IT@V`8u!*e zJc~a*8?>hTvqOtsoM^P2K>#Rl4c4Gj;H9QdTMMuN3*HI~N-KE-%C74W4RCg~akHQv z86R4^wVNrD6AHE`DYmJoivKk^W_y}wtF{Qiw)K*eZo3aW_(Z05Vb1uyLl`@D8zu3? zsZ^*&ed2TrrG0pTv339mx5vGNt4DT_xL_HUXfTdl3AvIRtCIV;k;}4_n+9NTz%fg+ zOHc$1Tm)$s0am&iqx&@UhODQ1!T%VXx=~fM2YIxV;kx&6R16mlPrD1a01LPf4bhN! z`C%XEU`oDQ3)m{WSUYjYOJ;nkyeSB_8Inw5OSXwkEML+n>>B8G17=9(x)zu_sf-Fd(WyaZIR1T&j4O2Y;Et~dNa_Mj|W6^c4MlFTb1&Kq(- z9K=GLA~Es{N1V1Ds>C=c68{qBjHd9!K}ix9c43+j3*`V|R=gza#G-wbx4D*LU(6?A z>?b-ZD8&Z2n9$6Y&?a3+jwL(CdK`9x{Ht#)c4(=%;i<=%8_!nY#|LZ$RB!?(Pz1hO z1mz|G1c0-^(a29D&^!Cck$lkaImzzIx}0GEWq=~egJiPK~a7H2(e&msxVqzH^6IX z&SIUwmy5?~DW#8#ZU6Bc&-4riR#0w(q|f|(0tP?;1@O76LC{T8!JIU~2p!l4sL*)I z(3|1VEX~3!o!EurAi^LFv2eSmtjQb*9@Fuyun@HyXxSpIK@?}wd{fc|^umEt+UP}r z5Gt>TV<0YVuQFYF`dZUAz01C=(=W->K(abNtwhBP6384ydetzWHVV*8z8V&>QZ0N` z%_nn`M{-eG-b0;*#En=12uZXLe9(2y`M-1As%%S*tpQiw+jo`K-t7Q9`69I zQ0ohHn#y~I!~g%W9|6)Ib-JMRY7SjHXrc(yKHS5veaqA&+tjO8l6E7${EE2U5KZ)` zM)K2CTuvns3QA(d4Rd?vKng)IMLN;c4$H;Ky^PBZ#+2pUFeBZ?_9#KKV^V<$w-?UZ zEeCY`&H_xw=sn12z2)Y;eVEa(aL@mDQ#FIYZ<5=v}M3FmP zQq4t9)&G23ze@hG_**kv2MD0x6P7S-;n-tsz_L&($6pTS>RgUeO6}(j=11@ZWnSiI z{ul({&z=(J=@x*Tsbx_+aUTw!E9p={02H85-)MPQ;Yf;yx6U9G@c`kLobq>O_Jh zk;)OKFcCj73bX#q07DAGaO+-#sYtlRzAn{YoXzVi>=nhv;~ai+zz1inL}b~da^TKj zH?v=01y{c1M*!YxNbOJ`&rRR$R$v8X2N`(%DW&@~B(U|kg>LE|_Wj20tDEPCO$Y&A zApi6J*!kY}w|nopYuQtk@cF*r#S3s$GazX{AaswrM}?rB&DyOk;v-(-6n{e&pW>#D z#J}+IjvtdM&j^Pw`IKMzmS6b;lld-j2$--BX?zHPu=$9PSFf`>y#o}wiQGl5Yw4>o zIG^N7UggwwQQRm8Qtmq<+oabvF{LDZ6+-~Mn zaP>yx^-e?mc?b4lpZ#D)_LSG(mSF&B|15p(=WgHjaR2tV`yLtDLAIOkxN!GmmiKzk z+W*lF_zq_gx&GiG_#qC{65lNV0ZrgQf&~p8OqNjLLWT_;K3r%_;zWtRDE_i&asMJl zjvYOI#5haj$dRNbF+!P=(V>+n550sL6Xu?mwPI;PM04fLJw0D0Qbp<|AV58h9(|-q z=~78e6U92mPgNtTRjpbrgh*>4u3f!;{pv^TSh0P~mOWe6&RVu@?Z|-}SMJ;}RKncF zTbGJmG;-L0D#tHV8p4IsgmFT}$zsNh8(V?Am+=wGl`U6xoLTc`%|{kr1|9mylPg!O zP~nk4^=j6wUB8AMJ6CMlwQb*SJsbCK-o2G5=^b47aN@;{A4i^C`EusXFRamrPx^G~ z)vZ(4m+wu5+Xe`s10Nn;H*eme35yjA)_V5s-M23lUw)}rrLJAa|Gxcw{QuYQ{Rc2W z0SCOt9(%+?FhTIl8Bf1x^odS72qUBp9djndI=IpCXr;RrADDL zlu(okMVNB(F=dn}r37i$8tVpae(L(dI)Xgw+ zVpLU~DDAY=n!_y@5@20UH(Htd?N(iP<+WE|e+9PJ=P1O7Kx3`TZvVUPz6*~$VV=cB zKWU|%FFs+ODes;BsC#GH^`fE9SaHWSu-pR`L|43bgproNZSk>?!+6aJk=_yS4KbU1 zSLC-}e_y0AV1sZZxZq@XL^$CfGaB-viDuD6Nr_XM1k6yXq%z}-t+X=CEG>nYDNULp zndGE2AyX1ESC-Sxqv}u-W|)a;rXOp_v`VY3>g)*_Kx*m78JH2NN@w|h z)>CLdi#BVmL60Uh>A9LVOd8q%H3C8k4Q#+fU@WmUu5rz4U!zQ?K65t9kS%N!#GqxK z5Ctl*4R3JkTWmlWLfVi34VE8da!P}YT*c5s2URv)0oFZW-^cSoOQr(i3D25Ih17^d_==> z@%dr3b~qn_#7&pKQ*juEH2bd1RNZZRy8{Ka56O1C-7ut}|V*d#5u4bhvuH?w*hBS3ha= zPs%EUB9`r)Ml?c^Ssc%^CsF7mLP3g)J@gf`h-hjjx-pCLF-%c9^L;~uw7 z9^%!TdrjhX3x8qY}{C0b%`Q;Qa`^dyfVMg4U+98uU zwVx-4#@wShS1yKWgLDhiR5TD(f{*C}r7ZP@rkZAgX2Yd=)m&cjs@ctIMnZeR`b+q( zP`)iB0p0MsXFm5CR{G`dI|MywLjM<(jc|9=gykX(%Sd-C#9gsbk zsOiob=s)N%*Mt>xp)VeKK<~hChP^SwA+CDE*$^U%U=*X;351^pxwVI(k&IpQ8pLYk z-S6JWqt1R7p(u%7X-V>8=K1lpB$LvQr9ExjA|er`h)O1cEI#p#kEAE%ZA!c1heRA> zAC};QSopAHCd<^xn(V`#iq^^Hg3>KkK9rV)+TE^|3cE^WDi~UY%M89*y;~)3c@4gB z^bVoD0XRV2%o^W14^z*6#(2gxjvHng+T$M|^gaH28_e-AK2yZjtHDX>>X4IhevJZvR2^blp2MZ6Q@hTIDO6wLWcqkX-9}AioB-h>byFW1~35 zB5AS4oIT@5D71KA|GG@Xeh8gmq7?hshberPQmPc<+jVjzSJu9jt|X#rs_5-l*4^&n z=6%X(sdrC(if^WsQs2|%H`ipj87r`14rtE=*IM<2Trzyk6tsNi)jI?#a3KJAo4B1T z-olG--1Mj4c*jA$`a+M~HZV7N89#J%6M5r5Er(B|buSD6aoW=YDp#k=W%CKki$faz z5Y2mkAfP*z_Ww$H(o2+U>N{PsP;bb>5Oy%CdzKNNC51y9D%%v3LKEhn@x;cye)bcE zC}=v0`{9o!Ok83g&i^P1{8vi%aMNAxMcxyf5{pE*hWqO+DDwk5h=VhbsWWiEn0mlE zxSv1aDWoAhxHvpgO1$n`Jjd{iFkk~!=!bH!g3>6BCm^`XI5^EKg7mT~&4WQT>w$*@ zJ^G3-8#JcUL%kj3LHklYbYMN!bG_OiFdmA9AkwSn0~mc_x#_^BZK|tk@wDLsH2^`i z1M$6_D=fp>kOXPId|9>f=$!CizIsBDBvis|7zkRMzJaJd$!fY3!-P3Rv0)$xfvPOt zNrvwGtn%|iKU|86IX0DGzd|%bv2(xtn?LzO6Ga3BLMVrQum(VY8T3h?qgW}N>KXt0 zKT8roKS=~wK>s^H5E?sxg9UWJR8&ObooLMA;)miLJcv;$0{SG zvp!pEI)NaCIaJ7nWJpXn9*3L+QrNX#(~;b%NQp=YXfTDU13#-Pzlbz8CsDscB*{Wd z#FIqHL|nw4APPv_heWW%Ns`GrSgDojgPJrhut+X-JG*`8t+YtMS472CBuYDYMWgJg z3xtd4s{ch>6gXUzywdoL@bZi>+Xr6^MieZ@W^_gq2!IJ_!SSjLt|Ut#=z$(60v?D) zyqU(nsYcSv#<-NrVfsNJua?hqU{z5tFualbXp26F%qVK7V{0tHZr z1&J64Z*U?q+(LcyxzORXnG+FkB1aQpkiw#uRx`(e+{}DRk$w_Peli7y1clHXO;Y%U z^79eRy3rJCP4KJ8hTy|K{7CPMP1&SPl2l2SyiJtM&6iQ1IXH&)0nXqQ&X<}={Q=74 z;)6tR2B`p)o;t-d2!m7{)4L$k=uE)2xWEkDGVHv??bJ?CS(Prh24AFtD0l)SK!U9_ z&tn8D0}y}-U{8aa&q6KK`pg@$QX%{#Aw~VqM}^c~2~YvGOF=`2yo8O}OHhJ5h-{!a zlMDYx3N?lq(LyQ&HGQ;@2^*JUNi|I+B3GL<1Od9|<4k^GQ8f%AGQu^%1kKP4%^6+D z8XZlKNQTpVG-H^B*X+^O8Te$$LsTH9N_)DlDvfD38nB&;3%3wx=b^M4^rSu$!R);*tKDpIyuCISS7yJ1&?&6_3|Jru&&zPU5ih2a>64c2vC1bGM8RW#VRr&&`` z6~$H0Jfk=gR!_x3PXjei>jub)g-LT>0x8E6IapuSbl@w1;7NwyVIN@zVd?tAf}Wm;oO+ z0RxD*5H^4S5amzq0YWw5SDsJF6AjakO@GzgWCob6!^0 zyt-t41r__qt7YSO7RmK>UpI#1u>*wKlw(HR);gXfqF^8Qfho1+<2`0T=RD}WwSzzI zA5kg{G%#emunR}o3%rnvM!weuj${+0H#>qQNZeT(g7k9S&plWsAb?X|jRGiu z^&DZd{ABfl<(kHUQLX?Gey>_4U5eA?pVnnwuHkL~!e6$HSA+i%g5cCM;AZKW39WfH3v|f>C5a&50=W~YZxK_w? zR%g;wV|kWmm1yIwz2`&R=adv%H1TIZfKq-a1(_*mK4!qhe$Imigh*7WLC&`;V;YG5 z0*WpmMggFEO#_YIXi4_yjvmG}sOT4n1le(P9}>+_cD)`ZA(#_RTW<2UYWMEw8ju;o^N4%f0h+r&2L#%^pj zxCJDu12`bOQfdQ;zKc_W8ZcO3Ez8%>mSoTlZ9SFnC~$%|d&a=X1caOI)s6t&K!60$ zX%Ju7Ro?JWeq2!|@%fyAB2a<7(N7XmVPyL4;HL5ZyZ|yV-Wo3M9DWTIS?=5MU4l4P zQy9|cc8Jq-h-}E&nWJuNab8YChxDiqXa-esF6#w(V%f>37V%=H^nfCB;lpL{b6%RcY|^0K{P zN{q%=r*!br2yIH1a6OHJPQI!l-~>x4#tk230s#LZ1#k_84FCzK?Gk_3QAhCOax4FC2644owN)YNV)A}#Fh6fH2Y2?y>t}6Wz1CVKX>*e#ilKOOI8PHf zw{Jjz1xdQ|wbk=`X9N4Q235qGrnxf1(3HaXf`Pwm%zl(Zrvfn0z|MA42Y+-(Pn$@W zaDyv?OE~SbobB5_fKG>vuPlO5Cv_FC?G>MZ3Ah1Nr%x5IPiY*cSSO)Zul1PU!CPM) ze6)EE(e^FY)hzjCcF2>E>pZ<16sJh0}ca- z?st9D8oeiYz1T&~coaoPJVyWQho5ALS9~NWY54@@W8{Z^u!JFKW!k=hwu$vro&c05 zbrer|_1t`rk60j}*u81tojxX*m-*G#xEr^In}>Za>IS2(jTjNkg3QQXlaU^&QGvj| ziLmO$OnQ@>dZ*_cO+$yen$U36W~%pYqTBM#B!w>T_N_l>ugCr}2m3V#yJ{_aeCFrf z1nhoRd-X{~{S{Z@ssl?fH~f4128{oEqRd-1U<0({0(ph#!^?kyANaZ;8-)jmG-<#P zENHOcm4pfvMrr8qVM8PmCsM3fQ3wu<7;$hEQiM~#a!WXpENSxO4Id8@C{dE&CCr!v z2n3j6bH>S>I!oTfQ3QwpniFo^#Ho@%%%n<}GHvQKm(!?Hr%r82^(xk^B=BVI>h&ww zuwuuOEo=5HTC^9)STpDLE!?7XW^7+uOU*8UXIQsYRN8{hWKxzCpAR1>F$OaqN?6Z$GfW+}2gb_+;$vMs> z;-G{XY6zi$9eVhohhc~~B8g#~!N!7Ylt{&h00#KtKn8s=;}=xe=md^AI&p-KIL3I8 zK?@0)5JW{rVG)u^BGE%h8wugjCHz=Y1V=dORMbr=3BXblQUx$UPdiwaRyW=ldMKiaCi<44b={TMUVaTG zm|>M3mds*+CG*QKka_>Q7-pPdHY#G9HKrM+=GcRdH_7R?+G@iLvspH@*$Ue|x1n|# zZ@r?1iKm~UgHASvnxYzN!2%1JWWhQc9kk17H!Zc*PS@Qe-)ZYzdEJiJ9=PGcH!dLd z@qu4{aLA#b9PPRbBfJ6u2_%hSu;I)x`>@gBh7z)22^$Zd(J#RRgLv?VB`SR4G5mls zqKy&TIAeeXeK9W>Gg=XGj~(ym#6edeG^CJ5MufzXN~#+EI$2^2sRCm_sl!wo73>J%PyPJPwSS7Vj6)?Iu3HP~Ty zO{k(}n~kWWcuD_dsioOinwVjYu@)?*l>I{LsHSG-SgCw-W{fxJAg7wA#&9~zFPhEr z>1Uud4w~b+`Z_r#gilAxD6eS#3MtQ^ldQ9^j50duqdOa!wW(*TI_uw2w=L}3dRtz& zwV(GMALW|Mhac$L;V$sOyW0lw@xF-hydr~fg%vY)vBVM4NACoSCi0sh!q*!Zhr!u* zX#E)?hOaRBBC-LJB@(M|qlh$Kd=QNpe_;jvR`e+S^f?}3MUcyrd_@!hXtI-~Ol1~f z83KbKgqM-zCPffNKlmX8o8Z7`M?(QpxV99b^u&T5)LGQv^pd5OBLELj0S{IpwyKGZ zDH?2{QlS3=!x_@BhBmw*+0LdzL}epwQ(+t16f+pg5XLdi0u|o&wwWa|afzH_V&aT3 ztJN6MS=ZstBw~RM$Z-)g?<%NiHM?%vPCfA1!|r(Jhe_f`c$SnyfZAX@cp)!j z{}a*?o`gRhvB-O-JZ1LESH9|T0VJ7NA1uQ_1^2y=M*M4D{pz=)QSNe-Bm3U~AtI3i z8W0HyJmwHKQnVTPAWE4i!UxH8CZr@lhE6#EO`I0ZZD#2KB817D)bs#qhRrHBtmZkB zV$J__va_A;eCJnkxWgUx&@O6=3J?i{DNPBHh|s8FWLkqny!ow(26ZB*68ei-Fm!RJ z!vuE3a~)%J5pwSs9OZ%)3R0MHb9aoR=4L@UH;(S3COs)0`XoaFc!f|tsj8ynk@!%l z)$xr_m8)c57(ikTSdx_r^qUbuY)Oz@((eg48YNt%2UP(E6J^D$$T9O81eY}sCpNi3 z5suLhVQ{le2N2;pn{t4lv8k{gOo<9#qJRTb4V!O@i2}T4&KoB7oSlUyXhSPncFO;A zo@cA)qt=#BPz`aQeLJ0HM3pxs9&|GbZD_ErGsr?>FEf%pDi;CU@qoDB3t31Wf zj%p62ajfGV;pkjE_K~_Vy)JfT`UsakV!L@bq2qbBuT?PBUC zor}Z25vafyt>9lT5y8gNc*QTlv5Q|alQlUu1~Hg{v!DGm zADF<#F=;}NXSi7#0=b6WCNj9gEpD!gf9P&PRncPLn9*5 zMD0T#>;Q5~HrmmT7G9*|HR-2T+R_d|Srndt>8fT#BUO!F^+ZjgoU5{|5-T-7WJy+! z53H!kqXelOm$o5iR z{1P>RX~xoqnh$(%0t1i}Cfjb|3t@=tbnboJe*Zh*r$VT66CTOxcFMbxs2MMlqB4BD z%-v$!#8YvZQ@Nd1zsK7x$qXl0Yd$!eOQ-PBtCZmnr?a2^Eb-N|p7k6*G@l#sZ`m;t zJ+EJMA3h#(ke9sVCl8)LFq!fnO?s{iarpqBaD*N($w__13Dp02zVj84b<{ccdBnI- z4t-HU)kG)yf~^n*2`_!t=9gZk)BgmM!Q8`l#X8ox&Lk{VFeMEWy9Hg~g9z09?nzO5 z0xVlJMOzHGfU`}T3ZOtx)Sca-9o})pIrZHQNnqerpauTjT6ja@ZJ=IwgFXF_Yx&cu zP+35U3aT`Ql|4}tso+8}OY3BwBHh&HX~IT9#^-fZ8Zj5?ksiab)ahYY>QP+l4I!Q( zLd3lu5*ne!T^xE~!Xez=P=TBj+ClH&N67Wwdi@^C1>f+k+%Fj)^1WQHNyHN@3DH!^ zlc?JI2whpRA&X$2jc`Gfm_qk`pB?6i`Q@ScAwe0UU;6*y*AN&<`&k``!Jmj}9oN-> z*V#n0-N1?ULnh3C0TN)AsK7V9g#Sgwnz#U#5MZ>q04Juz1WZ6sB)}!cMBaT334B}F zP+$$Y;swT{EQ(eJa^ME0+Zx=HQ&`480aQRWo|QqKLfs9Pb(sr(nQ!?UB6-Us&|nUN zp5{OooR!oLj$RM)(GS8@5DFm?9wEnhV-j{;A&g@oAmI{{#}jhgAr!+tkiw!dn#fUM z6=ES$9hDZo%kWi<7ZL=0h2hCe#6MO91BnUr34t2IAwrUxGu7c8eoWKlj}z#jtnpzP zQpD5!VO0%5AQp+$O@txxS|V~?V@cazHB$sJq9p$^BH5*oQYZlgUIp86qO(n+Cl;Xo zO@IQTP2;N?bT1Avw+^UB>0>jiVnR!aDMU zD!k(r(jyk$BR=NiJ{sSxAzw#Mgs+{U*FDJ+Af)#tWcSG-KNwg;?vjPU6&}tSA6i88 zBvTLAoK%mW0#27n?X#-XX(JxRlNzVDrBf!>(3U!p<96n$s2WCjXqr))uB(UB#awC1(=QtXwfBxq?;-y~>6(1Bs zff*?8{Uw45=3r_PQ$47rn!(CR=U$BU7kVnyfofu2D6jv$3^#QI)S>ESuIj7uL#*o0L(-}rN?r6wg!K68UcD&M zERd3bn9lwxYYJ;3@{9l!fSRa4klLn6_5%+n-~q6JKU6|f(NSkI*be+UzJH&=BlwRSjfL%xIDb zEds43(dsDA7(f6DMQ#61X-Wv&Fta=pnF4MegLj)Wr3f!$xq#PVj%uWyM;s zq>h{ggF-*-!zj$7?|m@5U@CltEEtxs7v?E$=46#D}UFhw}a#FzL0DF#K*M1TntXH{79*HpEjtfJDe z(>S9uT7&6YP|7-6iZ>KPE-t_Vcz_q+K?Geu-GvI@s9^ru8=CsFoMuaSR0m{a4nr+e zK^OEvBXl)Nf_uIvHZnAQJ~RZ!Wq(faB+=ysS29L-E*1I?DCA2fcyhZ`Qb>z5NdpsI zkt_j~Y$_*n4IH3K&ZKQRTTCk=N%$^J6WB4pl}=-1FN-Em-ztng-_3AD4+L*Y7d6oq z0i6E~fKmjF543;?s05r8z>8IaR8uurM+G(sKm=HuWz}z1h_#=TvyV|T44rjaw>NXH zbz1|`TgUYR(6c}E!y?dK9q)}k7o*?kt3MmAoDTMMY?MGFPC^lIV&|!zB61wP)HN>b zo;7skwjMbq;Y3sLW=COXPhszc_CAa@NS`)pr}mJT^hqb?Ys0om+oVflD+_bP0b11! zudEMjvTy%(`t@>*`Z7=JF!Kd@iIE9%|0;7YZ%Q-;O`K4*73Z@)@lvq&QXJMLF3l-o z%}cI#mS<@@Nx6G}c`U+re7iMVSAYV%^E+!d6WsGl$X4ZXXW-^kU>|O8O+pPC_F?}w z)PfsugFARAT$c|r^qp0>>)j=yW;lOtxPe+UM$;oE-GTrA@h;zC=3`WlrjZP zcy$6ixeNJZRPd&qY`NHY`P2}5*eE-gKRX7J0b7qbVLU^bXVyC}zzX;SA+UJ@Fj4+y z83|eo0IyEK8u%+9_%I6eo}=et!`b6v*8<09cMUqBx1L=hdZH_OhhH?u0zxh9gER1f zrIvVvV!BDI?obPDQR4t@gSu_Dv`v<}P8UHr@Ix0wohY%o%@Gar?Q}A^%&h+pWHi09 zauac`3o8t){H{lhcOMp02s=|SJD||KpxFG?%!xbUJhb<`xQRKnKbf`Xq5|N-AmjiG zXg3dddu>fw|6*QXQ-`NyPDm*fG!k@TFZMw{ZXXGHc0KUDOSHaIvZ6D3XNxX=075A& z2*GP%r4yft0~3m?E~j^T!#h00Q|ZIUKydGJ5jc~^b3DxvvrfqR0*!nu54q8hL=Bug z%BMWbuRPS8Kv-OF)y@#l|4HTt3Ke_J=KDP8j~396IS~!LnQOQF`a^y*y=`sA(_>yD zT?Z*N)VjAjA!~h~@8F+$J%xjPgsjfWm?R!tejRJ=|Y9!e{!X zb9%~m9dPD-aAqscsO%s9ea#3yFEeIIAU@)6D4E#y%5xpCCNJbie#=unSXh4cwpiGF zKA+gXpLBlL;D6}%e><%;KqM15kYGWB1ED=Dwgv+N1PfT?NRWU)fr%4;{W7-E*socn zNKFzslH^E8Cr^?L73$TijK5mOlsS`TO`9}F<zk&ZQa*3a{BEf~=K)!r=Z|BdU^X`G8NA()j zu}^nCgL`-GF~G;b0i*S4*ymZpP`@6=jT;Xx#+N@|zCVBTC*mQ2pMQV<|MS}qzyS&T zFBbs|Oi)4j^jpxu2Pet}!U-v?(83Eb%uvG(In?k1GM+g|#1Ru(2m=KWP+$QB;^YX2@;h^iRq=AcWLsuxf;=CZWvAE3Up8%StQX z$`UTN!_=4I~=|XPt;M#`x7?yP;KwM z3GL%g2_-sQu)$azoR!uGU%k~r33ct&*I$7RR@h-D`Y^;1kuB&MZx~8IfoEHEF@YFC zs&SGVNxBi+kwVGwm04bb$;WYfB+}e-M-l4Cb&FckT}hr?D$02q0V}F0wF;}sE3ect zOS#tS5==1DEDR1nis=W#e!&+Uu_YG&b3>1zL8E3MM+>fM_qO*4k`Q!Zsw9z71Dga`Cq5 z+`Wa;$;hDAeOK_Qppt~%D6O0ltbF+ut1Pm}^7r2^1s+(hg3~-WVO97_Lyk5YewfXO zNuQWvi|Nc*b&WZ0edwXr8$smRP0krQmHFZ4xJWUj*>{_3_Rc%sc^mcT+rmr1eS=#EZqo)39uoI{r`vAA^-uv&t-%xC_lQkRd|7zUUBuE$`2_%Lnfe>d<1WxoL z6TSQ4Ew=;98N`5y+vyn+Z8HKUricG|P<)~k1u!8iVv#;t?3y#b21c$aVT<4s;~BA; zO>I6cjcPmyG?;Zh|F{t)HCjnaz?G3%*pZz*$zvY(*vCFTNh*M(*C6qwFGEI-Us`et zT)Ko7yEO80k9;I3BuPn#SrQDG%%mofz!^@O(32YjC3-};oX*Q*%?N}EC}I{Z1?;(j2?(IfEAod|TZ85ouLriH zdheRsbm~)~nxSrb^CbcS=h@o$#&Y6_6tnQES3R;$cH#|>@7x=^^2FPQ(3q#P8=P{=s+bf^nW6eilqitg#6=gFvgX4BD*il71n zuxvG)X9PE@mQ0(b?d=P=4LWl+as02~HR@7%! z6MIYTUK5fURpAboxCNT38mpR&tBSKf>)X~!a`aWOhSjTM?GcdDW!AHzHLU^sV<55e zRz$?rfof4?z~~AvycSfig-HYG-YW-8lw%)$2%YEz+fc$rfijxROk(e}*cyDYv95V+ zs$w8nj#4%OEII&YyK@6V^y3(|`)n>@8J*GYvb3dTDacSeD3fipP_&7`4T^SR_lST8 z6<8Z>ZA(-HVNJJO^R55aZj3!?7MI68Chqu*;mu?ucewy!#F6DViBOE9Zeq1AS+T3# zbFs@P-F-?u+X~)#4U)VIJg;5T%gFVzSFa9Z1AR?#--YH^zYg`UL;*~iiVnCm1%};$ zp9sYSE7+7OxJUsCKmY**-~k}$jt~0L4_>a+W*c_2E{zBt?yzS(>j^P#N{LDrw1Cql zhJi3SEdmitAOZpaw6q-5D*QBcST#1Pt8*K^9s8KpwZ`U$hQSeC@0!;g370X3@eHi~ zC&}GHr<0#duChvbC{#X@m6;NywQ3nEi`!?H&tl#$w$kxjZgFpr+~u$Yy4gG# zc367%AYoJVx4?zoaZ9TK_B|=;o5Gc zH+|`6K5YO0Fgcwt(fQ72q7$EQm%BtSTvDj*R=6r%uG{W*ddDnv_p-?hjA6qi_Tdby zvw7=XC*ju-TSBp0lg{K;Q_&)XVF_=ZoR5`zt3VIRtY z4YF?QxX#_)O*F)gHB6)W%Fc;i3sthuwQwr@l#u(vPnF1zKL}tEOaKqsPl?=5rZ`N} z;IIF~d?q*i?)vTxiuP~+cp#`)01pb_05&cFH)NTzh_|rj0fj~Lq=pW$CdVW&5A`rs zD9{4^P$Mv~=I{gduFIW3P)J0u%1F>~OmJTGDd|%1kp2aN0;+O?4+b?z1{H%1=3pQ8 zfep-nq1es&E~W=rXZqxAQ-tvPjL8U(Q2UZl31w0IR3Mq)Zq=0F4Ja&$j>m|+BjIMl zc!0(WzYq+uPy1jIr&@pqECLTT#0{GX4y#5EMQ+Bv#ty5-8TW7-xp6}J@DD985CMb` zYXV3P(I*nIT}bfu7_kwnA}pdpUn0@V-Xbn2G0dP269G#T7lRY`fgeVpgLIG-BMSfQ z0Brh#usl*o2#F@6Ua_^ZZ~vHZ7HLQYWa~d(g#{AL2aX45B<%`2GPQC;c8U=U(GLIe z&CepFSD=wT8qimipb5YR0lNnqrA8aOF(-90Y{+03!0``Ic zGcqM}GAWZXo4_9yVKOh`C3^)YhlLu41-QV+Gk3ByO|w{f@+bW;D2H+o?+E|9jM5Md zk=c||9j$CCO3)n}2P&gd66dM~EfKGTZ!6QyG0=bw62=ldNC$TiqCUeQ!|n$Y@=tu} z(o##9V4$a5D?7FGFvoBNN`?dElI<+g)Br?_3cx;0pwI%dJ#EVHmZ%j)$vaV!#Tt__ zl|T#dU_be@KmGGR0Te(7VIHdCKlAcH5i~&+)GhEp$RF zb3-|_Lnjk774S4gbVTLjLwrp&PtO==ZX91TyZFXMwW~H4G0RMlydW_Wn@*sBFCX=B zABi(D+~f<`;DVHMutsrC4C}C>?;w8=J>26-q4Wl9AWD6}m5#QMgOCnW)oe^ zN+}mnDZc9|c{8rYD+P0OOTf$p393h9a4SjY3(nwzR6*-TaV#TBNmZvbJVU_HvNfXg zNvqTcR6qqLpjji}0iYFH1z=i1iUf|~7*s$mWl`U_FNq8<8NYM;;L`i}txVPC#m=+< z)ZmH=Kuz29U2o$}<)j!zj9Dhy(PZeJN=)34C_pVJIrE)6IB1f%~+k$hwXf+f0k)ggI7AS1pFsbWI z(Fajz2$o=Gm*8040|ZW>StkHmL8@n`)v^GvBG6R{>hi$?fC9#ohQw28!!HE#?UW!c zT;H+-sMh;bz{Se%7SWGB8UPPIzzr`80z?2_-E&Q0h&H|z?bs3tzw=&2fQk~J31m`h zIi&KYhif?VSI)3|_I2|T_HVgyVH-9hVgg)Lv^D92=Xy?J)x}gR)?!mtH?1w7dXp-D z(;h|ku7tB>eUvz}ZVn{rgZK+co%3Z+F=lIEW^o9Il(qj^6E6U!HFhHpXxGq8hn6uD zKtj}z(2zE1MQsDbGyH&e7Mr&4B$8yPwrZ{R0$z+o2m}GG=(f~Q&>lbq)|71BbHu#0 zEu~gmsa6C`0B)(NR|fEIx8_oHg*1speHjpN-8T;fcW`CyVf#aImrY`8(>B+Ut&Wb` z>}4#tta2IXyq*p#OZG?8AO|Uf4J3(WDW*9srXZoyEct|HX%>f0Y6Dysqy)eKEUWy? zFF~luX=Y`2CqM+`QUoaAXp^>uhgVy_4|zi%d6PH%uGT>^a!=be046~2&eo=6D77*T zhPw0!ySHS%*92@a0oYflmR3)jC6thp&aDkGDg>B%aVdmS5H(IheY56 zP9X6HZCVY$g8>ji2o-lP!fDQxcQ-%+RNw+Y>H#PKge|LCen1(w*2~_}H6GUzg zz&`TyA};HM9d3w`=xl>{WH<_K<+Xc9fRsC+?NB*yt7xdA@$+JBd#v~Xu~>_hxwyFa z$-D}T#aKS{hH=p`f7el7q>b9(s#V3}Mwbp`Sx}BGhjTku2JzT|ui(te!4C=xke`o9 zPeW!cxR5vaXJ<=8h&JWCNbXd?1Ojl-Sor^wH$Vk=wv)A$lx0yR7sQ$DRz3(I0L1os zhq#tw`G+am1-SKWTR@j_3ZcahYh47GAEYJcL!@J+Z*|3_e?_IMahYA($C^3Wpji;< zV<%*Sn)xRkAD2m-(j5c1kOcT+2^e7NQJgQQj%n3%&v|0H0QpS83Lx0|o^yinL|6&A zkc$A371^F2nL2ZcJ?mO`O!Q@p@MRXh^L$fC2=q@g`tAy-#_)4}2jc7Y?9& z$dQNr8fknZ>5C62C{zzeP24WzbB@j zY^DKZaSu^OceUcpc%@+8g3h+N-@q*~>1mz4?PV|NLSlh;~!+YUnXL%YvUx#do>VmQ1N?EAL$lsuXiAK_4faL&2SjyuAv&s5sDL@5yfC&_!4LTYZwRoj#U(S}(vE&zg5B;JKeL#|b0}lAyNwwLj!;15Ak`fn3u!9sHn{(>=Z3 z2RZ_h`^Xcdp+g;SyT<=T^nJ2dJr1+|)eT;1Hnjug2g~~-DMkBnOS>w>>y15DsGF_@ z&pfG%ea-jl3Yt21;yiUKhLd{Rg7ch%KiGLi6Ie{VKmtBK7I3*i>d$ zUE6t>-N)74<2^i=klu&B-jz_Ug|{M^SFGJzL-e}esTk#Ia^R=2;1B-lgC*g2j^X)( zHg$TZRTa!9p1^^<%)1RM#{|t8oa5PiGq@np0CMC(W6m?Cv~{N-IftVOu# z6{G$og;xSZ&8?H01Wp}5qUVX_ zW92)K>VG9BYtsMfKU4LwzV&ZK>%ExP0Yu6Y@xLK=+O$mU@d?{1et<9D9(Pp1ks1>> zKEIeVsxyNN{GlKCArVZsAU91Ib?6QhxGZD^#LM*z<~q{8a#+Fp~8g> z8#;UlF`~qY6f0W1h|wSfGP6c`{0K6n$Wfs@&dRi=Lc>rjTe6hYQj<(gF=yJGDJiGU zojiN`l=LX5(4j*c89j=$5u&9`n-(h6bm`NnRI6IG>L;t#tz7-|`3m-{ov~!gnl&pY zt=hG0+phmj12?YRxpd=#xr;Zi-n&=&`uz*oZZ18DB6oZFAfV32ryxT?hPDv`~K~_H}K)a zi~CkV;eh}G30J>PD4X^{5_q0t#N*ofMe5q0x9+Z;JNWVB%bP!sKE3*lBioN;IqKEP zlq+4fgvoMd&6_fR`v0F3Q35`aRDnoE71dNsUBzHlSNTy$R}yv=R#;n|g&|pPZRl2A z9)6g{ULxWZSc!rahGJod_0vx#jYam@WJo-5L}fM>ky!wn5x|^83gkk<*&Y{^5k!(UF z-kWmHNoSpQzRBK4_U*YRNhNuNl1dEmX&+7b@uvxZiuN=hQ3gJWV5AIAN@;`>UYb>f z6=uk(h8%thVyJVCD58m`riiLxEVdYoR)j|r-L;mBuCKXykrLIB z*;<%R3IL^)RxZn|Zc-w*+yM*$J01)Eh>6geby9n$ws#K1?Y9KQDQ>yuo{O%y>=DXt zpMcUgs7v}K8j2){_P1!hjSBcEq>(0A>4OhKh$&Zn7z|dYoqo!&s1B1_s;MTXN^$=e zm#}CFW3R$$;}SS(wquW^Vbt2lzoMpHxD%;~W^2~^6VYe5C6}9(QQlnK%{c2OLeC=X zrb5tKf;R1$-F4{?%m{sXr^>DzZo6K?H%g!l*(C2xp&**C zqK@{lPUT=3J6HLXI%F&DCe%vr6T zStqP_DDP@?MNpUbUD7ds#u>5?Z(lF6N<9jPKu3IGLm6QvEHZh;F_ z!EzEXfX_&fXmFZZc?5_M+5yml-(s5YIGC=@4R3@bEFqhUXFNh7Pk9QtS5KVxyq_dR zDAn^9z_N!!f^DyRnbOq3z~?FPwS|14GT(^M2N?CeXfjcFg8aH5D-&!cbUdOUc|`b- zA)N<{5y1|cL{kZW43HwA(~$}k$iOs~PIVEO+(0BK5ZOJXf7%J-7z?67GI8-u9yC|} zuC_-L3UZKyya)`5Xd>T__ctV|bNX@CM000B*NsA>Q9XHu(HP(9Kr*0oAg zQDhmA0vlbU>P)aD?Zgs1AuY&A(X`fWY4vF-ZK+-FDoFOo*AftoO(5_O11J!&cO`In`p%8CCB=oD*J(ALg3Ds;gHAgfgz(N%zBmiA3=g-B`} zdH~x^q?lACNC786Th(ziz-^Qx<>s0ZYl$he1G%q|5WN3EstuR7xHYbYFMKEDE?2qD zr73i!cheb$xO$6y$_*QH7)rpFVcQ-E}cqU@YSh(YVGoKCct~xn9j|$-r70?kv02Ws00uH3_ie zcwEc635Wp7Q4RnB7)-e>YbR-#7RZ;gs$~f$+FYL&v#C#QNHUC~%p9I6nq$Z>>KbUV zZ$@#7=gdh8z0=O11aF@8yk{_!7spLp!at=LJ1+kTFI=r*sGUk(v@a&0tw{!*07$Ti z)RTEN9%Ru%(sYoiMs76y7S-%-cWKDXYW|#gAYCnU-U?ZiQPh0zO454Yx87u~JK5b8dl#N+38FlIP4K)J zT%V3<-(>`CzbOxoToM14%H4|ciFg%T&Ws}*)suCHBr}67FAv4_i0-l*RP8Ts`>EOU z;lH|?-ipe(4NJ^(OWn<#ouso@TI^yNt0n&~axf~vuaH!w>hsS_P;VECKnMXu6`QN6 zy135Hkg&^gwN^II0ifL-&{u@o1HpVP&n0^GTpiSIZ@udU0{6Jn{JB1{``u~HSU3mW zofh(84|g4Sfv2GjhCe*wm%eyoa{-{r5kM{&eoZ{!0jtt1P3nWy1O;^7Jl8)+ry0`y zh>*T&=9V_8M{TFdVQuxVZ$C?8|KU-PBCrUly(Dvv`|H_y@4UC$!M+D@f|nL`L44#B zY&LddN@N9cK1&+sFQ&dG< zvVsXvj0Q!0`nWaO2#K6i9b6)U--cx<1&teM5EwWo$f#P^h&9=`jS~qx-S~|c`G)fs zhct+PxaW$mn2tWkYqL0jmF13!hkWQ|1yD3Al1ESjk&pT~jp){o(zrF#mkT+mlhVhN zJ=q$~h8jvh0z*lZL5%9VkO`2N>QR(`$tywG zY(3eNI%$}>K$wL2lZ*fPmn1NOw1hND(hL&*Y-*`0%_oz`iX+KC+-`kgcBB@@aJFEfdF6rtq7kap6Z zuK}8;_ntF4LaP5MpG47`8~K{EW=>+MdveBIzn6zZ7f-?`V@W5V0~!VM$da020JUNO z7eE5hC=oBZD>Vs*h4i51W`fJ8KSG(If5`$H3Zm8Np=BDK)7Jzex)9=-04R!?#o-~T5!BdKJs0oQs20B_0kD?&C*NU?lq&?Jwp7dQsCxm`DV*x6lgwYoT%9~I{ z00=-;1W+qUL!9@ zDpJ99uVgB#{0gGoIelz8Co#%Dzp5TgyRcE45e=Jj4;!%!K@|rg6|$M1+?9uV2t;Y| zVvX7cWm|lZ8mWbG1x)%lkt3W4@fih4uTHxwAsQ@n3#!8k5$!q0xDHmnSy0(b6fjAf?i-?%kUj-pSFSD~(CN8|fnRWVbP`kIOCvJC}eqWNiA$M^@ zrneXoibIREWooq3N0{9CuaLV%S|hoatGyDDxlA!mRbjQCD-faU6t&hMj%B)ED~n@` zXL7KXW;;sS3cG|MmkQ^$;%X4J>t6yfyv9VimNTqYN*;V`9n{f;gsW)Ft95w$5C}Yl z3VacQn}XD_Bt?m@&>OvpiLXkVz4*hx#aRiJpau!>0V6yRmGHmYyN%t;wT%_N4WWP6 zW4=BAw_UW!pBvk#9UH%YXhePX7xKuPPo*3N@EMnxzY5{NS_i><3%C*iyeYTD)6&EU zk*W+q9WL9DAKVZKTu|!@OHu5cFY3H$%D9KwuhjdK02_KHN+fEK8kOK0N?^h&ti3F( zg8_3rFU$}#3^!jo{4C`lukQc(KcyJLZzWND&AS9r~NVd3%0U@-dR0tX zQ*4atA-4pf1X$cOT3m6Iyd4}g#?o2FW(=ZeoW_5N9VyIABdi2s@&T3b0d%~*YxoHI zhsR5y6osJ23$brtfxbI*x>Z$KvwJJfF$+@UJaQ)o%i!_N z)*-=ughh>cN2E2!vy8&{T*pRm$2jz6h~T+c+qK5LpMjjZa!{m$tixw3zcwb9PqlE& z0nOp2kp7!h7VSU0%LDAonx#$|oEYk1cCT+?ffv2=5~)_SdJsg^`!d_~Bl zPvxYH3?|8I5!uX_h>a_Z-6pn;u5~2anOxb7aonLv*cJENvn-S! zKuep=*;4D-c9_=Un*jS)FsJJWc3|44oy>J@$Ofm^Ja)Vl(apd;z`D(axV_kx%-&So z+vRMA@%<38k<{a|-2U_11-#!RliauE9rjG%;L_jI?RwR{gV$}-DV9kY``z6wi~d=X zaM8MbgBOJih~?GVu4E@t4I4*k-xRTK=Y81j4K5{(5ttm@8K~mgf!`_rU3xFhM=0(P zElwvR4IclE;Q0*G+U+0=F4_zd(1&^1_WPu;%_fS?-;{$I2ObgB z%$y@W5jai}>CH@BKHD@d+*DpQWZp6XUdq_0=Fj2PJ&wx|a0G~86YAwwC2FO46 z)_{k@Mrx9GOUW@iH<#5MB;;zs{h^9>KvA?4wTIbIwCSis}vjUb>p(d)yO%sQsU= zdy=yrI6z#fJ90H(P7$Ih*h-1w?_SC2LFLXqz|vj-%bpPSjvoB}>}*c$&~EM5jtJQf zi+-@}48avV$US%%Q~{XeN*=!lSa3*W1!2IF&9{VC1L6(=a`F!Erd92k%-HAJCG~12 z;Y=nd+LZpDa?-xQg(mPHHSjgx5Np`#8H@0Et`HE;dm~BVOTOWKLFlF;mpMYj^J?N% zmfuzWx5us!)UotT-0QS`5FushQi&dLO5f(3F1~xtFmK#8PxcCd^A_T@2ZIPapAcrL z)8Iql6&~wDFVsj_mr5w*SEK76Sayd7NYuFHC@xWwZOM%P&GjFRE}UNDg(miEUiOb) z5NB`j-mdm+j}QifDgO8Hf6lQ-y4sk9?ns~aTC?}0MRHGAS1Bjv-aPXO@r5qG#w%Z* zrUCU!Q~PPs_)dS5w-5PfDEX|eVmpuBu;|@z{pz<#$VdwMc27m4uQeGxx3jbQmJJ?V zA~n5^@^kVs(|_A&GW&6gE`+~{03YzZZ~kX*>IcIImVXdGWd{;|`{>`mqDm&RMi+)yiSp*6mxkansDDTi5R0yI{bi(c9PW zU%+~=3?^K-u$3-dxSU|Z!~g*TN+qLYfio9Rg%Bl5?s<@C%*~t&dKSG zXNxyY8}Q!o1}0x#uwnF8)F(c1LVy9!1&HJHk`iZ=)&e!phbg-=N!#`V?x5Eaa45Ht zYIDuLg%adXAUyJ$kEI7Q^RGgJe8X@<4m^Kt|OJst-`OfmP~i%i20HL4G`nMfN*z#;1fN{>W_&Cub<+>V+thA!KZbm?9ym3&w zbj-0w!`ADfy#Ndl2mu8WP~gco8DgO$oQPBcKMC6$6DKBBD*&|M1UxcQQ6IYSO9of_ zbUq?6jPS!)(e$!XTyxbGDdXt$)j8-YS`IlreT^~DKnYd0P(%B=!dXNQqoNBoP6$BA z$Oeiu&0Pt?)H403%ym|pLY>XrDhay(v=S~?MXEk_8RC||S0Ai(!+Affw_ASu^%taG zjfD|d6e${3;IoiTw#H@0YZlraqg8ZKYabIx0gO@AuhU$?oGBMPB8sxxHBCadw34}O z?NWczEe+m@$bC>|S#Pb7(jw3NcW0h^E+}Axu_GAI&nW20b}7w_N7 z+|ch1?+yHGp9?qKO$dZ2HfXhm7FI;Ylb(^`rRQoouxP&sBe6vv5Fj##3J{$locYz; ziXW>r;o8UQPGI+hmd}-C)Fl!;`hiHWDRtLt z4|#TwYj+)YwCUz}?Xp<{Jf;-Yy~`i*GR^RK<38df&|b-_P`>DQK@19KdfR);^$Io- z?Q!re-4jpvcH}H*9p(!^qFB`+;}Qwt>RTIW!q^B>x(wf&8&x4!!tArEE}yY;j!n<}^m_kZ@4p zBg}btv^gMo4qMqW*%sOVbU=!h$MH9(MjwYM7*`#o~$e$=(l$#R;XGc9M5OJcBoMueeIY*dI z@R<-Wg#iOBImf8~_f$kOI7T?!sUjwY3rg#v(v`N+oz=3|JYRSeV6ust zquHmEE*MY*)>SoC9muFi&=F!5)S$>rC{uekO-bsmp7nETyYy8+GF{c8knL(^!3hBy zq%y47n+RFmf)^W+5Up;!f=k)cRsw`hGCO?}9$6CC1T=P6J$397^~w-DPGp!vH0odp zi^$yNL_RF54Er2}A=WN2lfl{QhVE%u=z0^gniVTWJSzvYo>iq!i`ZIEAji+WRW#47 zR3i^^+srKgw^DdbibDq^+k!N5swJUN5LrM_*csE1$qcUUqQo*UjLu1v1rB@>L|*Xv9@Ut~A??QkwDHxat+}N|Lo;8h61YMNZg7#I_h2+e*dnB?FkR5f-5te}4e*rb z)dqy(4s~QoSQZG8-$Y`#a+xSPw$uWH0^6LJtqC3R0@;e1-=ppqxB(PR4QVCW-ym34 zVm5N0`Nb4Cgh!2Skb{!P%E2Z(d7aO~u;!?B0tm!(LVT{!JX-YkI-~&?E#89N54E2`{92iB9Q- zpC#p~S&aa-rl`LlGKfpN#K0fwwA(xk&}lDZhUFS{ND2VpiJ*BkE*7L<3kkcWDm2^Y z!n03h{h&syYhW)KS;Q_jT4A}lYCRwTZ`Ig**3BQyC_%+_boQn_O=bkP znZ3F9B$9vu@&lP6jVAgy8S}O=ZfPWLB zFn%|UoraMz4}xT|4rzSSBv}`zx^2~W!`0zRv3Nyt8z?6lUXezV7qiSEL>nz3#&dEXFUcF=3k252{{+JU`* z98{wt{lJ4Q36e&B_xo~$LADCeC*C`+mzi_L^sfAVX2vT$=|+n7;y=HUsjmd`O6mNo zu@2+@(e8gto%QlNJp9mSA46wPyUY=wg_PtV7ygKV`aTNr6F3E63HIS?{bn+=SGzxxa6BFIkg$WB{tKjzv%Jf@omMj&q_{T!PVztP zyTIY#zS8r)1)w$$SV26Kq+h!4MZu^s{lwrfCX@X zTj+-hFh3HkFrDMBHe$a=^BeLyZVLi(oOy z$fpePL8BPF+G?ohb3i#mqy>BvLYzWJoQ*0>r#6r|NntxYV7=5Lh!T9V!2pBA-~!tV zFTVS-BFsTD>fPNNKPDUxb)8$IM5 zRm830Q@-2)M1r6|D}u#0{5%)TlvM#FB?LwyLLwv_LV4jw-8!2O_<#hc4S_U9gPaJa zK!a-Bi!0PZc!3Q0V8a9ek6lwELxHlDlCmKAoKf5rUi=RflfjMn$Tws~;Pc0L&T>$(fKt7&^?57)Npx&59t+mnb@3GR?%}y@be1q#(&?I>*SP zO+z%B`??)-d%&xz1fK9sqeM*M1SuQ%0?TYj2cVk+5io(U$c1dbih(BRp~*Td8=OEz zk+4lrY0J*gP8jk@pTJI-WKDs9s+Ay5sB4XRyuLR9&jhQaVfx7>Q3AspPT|BX<9tp^ z)JEwX2(DcU(K(b+dPGkHlEpwo z&kD^N54lTLjPPpK=KsM< z2SwE%of&r(2-Q>--T<)q!c=Q&6KE|B>Ri@%rB*4l)@#iiZS59zMGOGEU(Gea0vo#PGrJpEa*VEKkia3B>HA|Fn+eTe1 z<*E>r7z7?&TI0c3UP9TCHCoQt*OO!0t3BKV$l9%qnu1lVg^<-_(?}sH2>BQp<^&^N z?Ae)U(~z)RE_ziUhT}1-ic8yxWg&WsJ++u`)7tq?pO^?R4 z+k`MS3}aZUx!lTnP|c+Yb2q165iqMw&JA^>Rs2^y$HXB2-6*oVx5`jrP0z*S79{@)-8(v zZK&A=;P~xc#QfgEhyn#(Ux>Z9X1av{X`4iQd|o= z5Dp5?6`(tu-&}a%D?#F>!VD)4iu`2=wVC1?oj*P9)F{r*EDq#_*y1iOsPVy3TU4$WLy zVZ21;RlYz%c4ZreW!^0a@nI=M+N0MWM4}@SB%9P6z)!i*kzi~o2km+ z1#6R0!D4sgmlmF8C~akHu3>B@U(%A?y|V~zjIQQ-EmAIsI@T@Unlm8-<|B^cHJuQ5 zap#wqqPD@;4!PcvP3R}IXHC-QRkqzH=w};#f(Tv+p6ljo35kM+E(tm>k5*_O<>Vyn zxK%4Gao$ciey@b4#S$)xFxBW0p6S(S=5j&mG*fDkHZt2?0+X&`l+NMDrQm8&wqi`6 zotC2a{i7QzH;`#)0Gf^eB{mtRK2M5RXp@K}osedBZcn!+V19w-rk+BQj%pfy0xF@}p^}@%>2t#ak>g1+{o{4+jQX88NLu6ZWD~mPw6pGw%{Eh` zuIq2QYrJk?z2@tLV2`mK&|<`y!Iq3iJ&ONoIv4A$-*Rl_%VfAYXP4kBPkt)Pu3k3b z=%Em9xyI+X2JMv-Z3RXG=5B81er^XYZ7^Pl6VTGiMNH3VZP8HcmpE)CsMku6~W}gk7`6_FlaPL<9?1=#BkVftpCh6zSZ~bO&(oSiGaEu=oPL@a=e(CL1 zBu~EzB+DZ#7HDw)FTw4%E^6Y_-<$|ig}{&I>1aTyCYBX z5?}J^wkrWAiF_80*M7ywdT{WTaY7<*+t%(hn>M)RL7WJ4HwC*M?@2Q6Xn(2mHOIg< zck}&*^IoQ+L?;<4QFGPk2nYv>Ewh*30dHQ#%}p8av5ANpM>yPgTJA2h6E^c|S}#~f z-bFVG;(m1hKYMCPM{-J!WlKLubiw62D(tc3UO?{+vq_y9CoC{*}hTK}VK-*8-~U0vUG67O{o-@L3w^@V`)-;nZf(`|Gn2vO%6%60e49yhbO@*<+~ z*nM_rC-#Y$_9#h^cP~<0(R3s9m(1>Vmiu;aH*pk?^8s^2LBg9`SD;c&5=Zw;3_(pk zzjtQ0?M;1Wen&?NF9@PW?@K55XGQmuMfk&2_=SINaR)Mj|02AadDmt$sci6guZYS$ zcC+qj->KrnUUso@=+PLpBYAgq1^5gfmy>_ZZLg_pXL-wVd2kN`tPcVthv0tD{sD!9&@JWi21KE_RkE$q+60mO&@m_ZP@pvHna^&mki?7XRj(UpNdn*EZ zsvl0P-}S7=daj>u?E^D;eiIgm%Cbj^v7h{oi2SJZf@<(^pMMEvMXsT;cd>5v1ZZ^- z)%%m5c(rVMoAi6+9ek^O>cfwH*`NKaPyBuay>V1|{y_W3_kzf$d`la9%g_1ZQjL@e z_)0eFpStNc6YGvhb&8OW;|+2@1{>DDeS^P#*FPNCr+x3AecQKCmV-l+p#I%&@Ii=( z->3Y^AAYnS3jPBSg&qYL~^v0|=c8Wh>I8;+BXTw`2@CCLR`(FJsQE zd9!AkHhF>$?GtF?haowmzIYbyN6D$v9ym*tqQIe7v1;WCc6V2?WUVSJV3Kvhp_%az ze|^yHMwedZUR>mF5eX$t^zP-G3;SCocAG0-h&Fu5)8sMY0e_xj`t|PL!;kO((sStg zJ4XjKXuKhE`Kec{WS)O2Ew!IYS7jxZT)ge(+dP8+7oJ7^ZZBYwwOe*-48B8v*S_F_W<%2=a~H*!XweLDt$Uui@ohvQKIuGF587{&Hh zV+iJ^n^*HN=$jX1L3WmU_){$r;c7mliA)|3%0G$BF+UzV;>a$U;MbN*Bu zoSCvt25y>tVMow+?Xt-6t9lx#ugWXOC-1zx*83xnEGMO;QU2z+6nV?0WU!OZDwtIh z)eI6}zA`;Wm&ILWT-?UzrdFy_C2E)Ih~z?z+R-(-nkUXQgB|u{F28(V%$!2>b=W++ zwDp~AYbG&UJ~Ieq!U{{9ncFZWeQ!b+v#?)9c`b)^;Xnn+|D|bM*#2r94!o9T~I7$K$ z4-=Oi3R(b{7>jvO`s>Y)k<^J>y($S!bA4p(E~A4LA@zyC=e6h_=2`D{>5)9km<^(!pF4zT+1N!+nJq^;ybEY4MpX8SOSc9 zGL)6BfI8eELk_5`1a8hE6TH<@M28d`29SHNiJ%2rh!PI}BFuwS3ZKnhx00?1#4zup z%dZH+wIM3zekTGRUeZ&$BZ0AaIpiT5dFaCg_GAevu-EI5=&tH0u`w5XkEyC<$JBUn zZdOUq>Lyi*dEhN?N1>QNwum-`>@hrlJP%>+a-CF(ONPRO4*+eH#x{a-d2fW{O?)y( znLQ+uZ_8tqoX8?3HfA_{Twz+oH;-JfE|IQdN#97&6{XFrMzqw7fyP9f7ozG!Y$A+` z*7!eHhBBH393?4DNynr>Q&F%)$|of>Og*x4iQx>7YzEn+@sUrL=EF$R9CPuhwaKA54X>QSs1)h&6*>Qb}b$g-LL9d4mE+u7sRfUXQ}sGeG@n9*);Hakl# zQva&A*BV72B2{eorplFDMzK=1wGed4gH||&0y_( z)J08T+2Y)%>{XBXJD-4Bdv1k_xXbT@qu?oc4w!@ofy3 zDPi;+*~3bX4~Rp&(-B9tyy9%}W!|fp|02ao@WHZTe$2}m$5gr=$?-X>`e25shPPj( zvU04v7|Ftrvh5v-l$UJh^Aw=TPB!TO4WP`C^XfOio2j!=E=oT(0~pY+aTsd0=&W5m zAjWdW(G6)eNhDoJ2ajbD4F2eVRy-g=n-*~&1NB|h?2=8EI@%;T;0;i%Q&rb>UoU!f z+z`DIUT4|ant`-Y70ni1GX&f*@%4_oVmD}2dduQ2+`QML-m0xhWXvSV2h^a31QONz_xrbdvP_C3|<%E6vU~reQs;9PwGZ4SVvY|6MucmQds$A{@5+ zP3H$0cqM*5cg)s(=y=a|nyd8|&rcYzWXJgGhu8WnCr9inx%xv!{hG-qfbp^|A9`Lt zXw>)C@E0Kg<_$t~@Ce-ZpO-E_+5`}RLVdxzkr#CGofD_?%b$M&ns4pr-?t*TxA^sMt$vII-m~@Jl}#PgwI4Bs_@NhPG*bCB-uZ3CJRlZ?*+}-O(LP}w{Iwm<(ckCUAFAQs)8Wej0^k6ajDMkE zmaU+Q6^{vG#QP8%umIm>U|>w799QLD`GLheyxZM?UEx&TdE8)Iu$|5ooM3F;2QFU- z?%4>69j2)u45r5ZrCSRQ2^CtL78VH?QiMA_gcWv~7jjFlu|O^~L77onyj9`+#;9>T!g86D|i1RRqVNh0nO zEk4mNQG^(pmLQtWnDL;=JswNgo_`EuCmQ2Nd}1Gl*eISNAZnX{>EhY(oh+t>)5#k> z)nL!y;`E5w1!g0Gxr8M)2>K!2H%i{6$lfukqeUcRDY~OOLZL|T;`G>}jA&v-93mpZ zVk+)qQ{3ZGY-1|*qe?_$EKOoXh$FnI(*n-p?U~~`LgYcT<2zC$AI9TH{G&e(q}CWq zIw~P+ZKOq5BSvMUfk8)!35hFapve8=8vceC9He2 zZdpCD-nPa6WJ(-Z;;BnRT2xW4TTAlByOqxj5+hU6fZB`M~lM<^vvD$1Gs zj;b^Pv~`tN3S&Wr4h3~1XRIYrw55xM-e&%p`L}-fU9+IZs zy`ErJ&T4$j;^5{pk|b^7BX!CJ`_x`sk{8NQr%DtfhWuta1))puCUJhCaUN%K#v-D? zX620kWQaVcSVm__wP#CQ$9%qoY<9%Q!H9P97k*abWKPCVP@_eJXP01N{|KlHod|ZA zr)J^dalWH^1|osfC*^FDr>Ul1u%@ha=dOLIP=yD7Dnx;HCJxn#6e7iel4HXxs3J~H zcZBGJKE(rUzzs-fR-)oZ#29ln=Ue1p|FFQ+Z0J-V=CsV{Lg;6HQYVSFNRnbxbG@j* zOle23TU{p7ASgjPiW7`LTXP7{MzqOT(x`vfD30c+UutFk0bq*x=#RFahAPfa62*mn zo1I1mo?e8LBE*s^VtGP_f4(7rw#1cA3REVjMAb#rFa_0k$6IViq-qDDmT60zX$oNf zYNl%HrgAE#?qLk9DG3f=c@>egy=hgLN?3Aex#*@iQR+%CV6K6gh|-CPN}sKKCuWq1 zujRrII^KBxhk!s%VyckMxW!2jiJn&KN?dBEI;*q70I2RLM)uFCPL8$O6Ig-_Uy$jo zQjnm^82oVKo%ktKsOaOo>SdgUp#n{pW(3wK$*?|+L7avBROzxZ>y19^zG~{HhANlR z>uXu-=P0X4>;;j|X}8)SlwM)FehT8D=Za~Ve?7p__v{Gv-6)f1q?6Az5&2A{p3Ld!T7SBQ~TjI&g zN}j`}1=?;Jzy>R@B!|+P2h+Cd({jcEN$u1=YYVt6N}$!&u8qz%?az5F$bjvzI4$6H zXV0cv;+alFrSj}n3ZFA7A$alcZtd$rCqoJ@Bz5N_-sY?XuYYwfV5+S_GOx*oF7!tKZ{PYY=9ce` zST8>kQ(X*cVakw}HJ0rLB>462xSg*|oGXq{F1@8MzOFC(a;o%hC6Xm({MyKSnjXXM zPhO}An^f+Wh6ngEM6AjQ1m_|M(}oHKuy7u5r6#ZfYbpb?X(}G9+|94v{Vsqpg`DQk zk#2?rZw3c51msTRVD2tV3^2Kt@Cmb33ac=twm=J*ZYpjE4Eu0vL~*Mml?|^64p(E= zeqsMYBAyKKO4^FNzRUO;afcys5-)KRTc1*pF~MT57LP<}S+RUZrw2pkNzy72Yf}(Q zP!SVt8PjO!j=&%jav>YCA#3Ugr1A9HmCa1CzQnL{QqV!pF>)yXtls@^T;Q=l=E)=9 zj2}-fABQp^2Qmn>z#*e@Di`u1H*lS@hAI+JB(Jf57?Y^NscSGAY-TAgl5+8!{`muq*c`smZeS@$&FJvdt!}E|ctf_%c~~aT}W}I9u$> z6f-j4S)MsBGpq9;FR=+Q@~(}OIJ=9Xg%t!(Gx6fGPo_xSLPj_5Y$sRq;|{Y(26Mjz zv^lepGOzP8xAQwgQc}V4wZicr+A~_xu0^Dy_FA$w_w%fpZ6^;j_!acy9`xkOGeQFt zI)}hQ8*&J&G$A*1D?e}!MfBQ~v!RSMC(AF^#OL861)oO$L{6(k7?*Txu1o==w6uk; zOEYy-JM~k)G&{F|J2&vuIMzw$%tSje1WUz0?~O)du}Ltn<#v_s`Jdw}qLJ`UOWHSBWq(u}qLE;f&bbTA1EQdjP2Gj`>;HDp8e zWJ`8sQ?)@LfGx`~TlJB|fpBK;6Jv(<_L8>SBZ#y^(E;is)vUhZKp~$yP9QSLyxFjL? zhO^8ANPvff_>lMah?lq*@I#7w=Y=a(`~r8Og)}{nXxVycjAnC>H!cw|`H*e-f%|ww z0=bYA`H+iv1!y;kqqu>8cPOzqK8iPzresbtE<*$oHs>;ee{rl}`AFpWdBFFVi&Bt} zIgyJv1{eg1&x4W^qPvkaFsQ4esE_(&bHK1m_OO@w zsarsztGRdnxz@b-EQ{ah%&4qG(jRbmhI9cud9QJ?nDBbT4EIK7W2bN8y9kH2W4NY+d#wQZxg&hS4|}>J zI|VMgFfR|Q^Uuto+jis{`X=1CGMn6W33D$^wWu$j zrd_n~ZQZ+h_dePfa`34-lCvtE>)Z2LADr;J*tlc=bu z=Bi!us$c)AR#dF4v#h0Ot(Cg1h~=$f|E*f#u9VQSn*Xz1TePU=v}gUbW4*Se?zV+v zxu(3jxc|FkYrLi9yl?KkpZvXr{=I3#zM*r!r2oQfe8Z*X!*u_|oW#Y&mc#&Ltk zq^rr0jLM|s%Y*;Rb??l3lg*=~&9DB>d7RLr#L$G}(2VfWhyBu{&C`V9)06+xe52H& z;nbV`)P%p)wb9j!-qpLv*3{J2ldIRF@7J-}+1ReyyR_P&)7p*N+LPSco8sD?@!OIA z+k@fUqrBdq^WMn+-igHFo$leG|KW_>;*HGYo8sh`+vS%3<&@LsndRrD+~}tK>9+sr zo4D$`+v=C_>Z|eUw*Bg>*zDWl?Y!jemjCUe!|uB3?wjfFmF@AO|M8~n@|^MVp84{_ z&hxqL^Q-&w&j0hQ^z^m(^zi)j-tzUN{q?){_N)H(vg7%?^!cgm`l;^vwE6m``}(c@ z`n3N0yZ!vb{rt=Q{M7yZ-2VRN?Em`z|Nj6000{p85eOVeu%N+%2oow?$grWqhY%x5 zoJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2 zg9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn*|Um;CbM&<;$2eYu-%u zKxG1x2PQy3072!*0xKg>5PG2Mfvra-Nbs7o?c2C>>)w6yzybsYN~f-D0KtL;!4V|* zO`rhk;Ri;HFhL;s!Oab{Z`Z#DD&A!h`|O8MGX54U#9}gcMe2AzJ34r=D@_osj^1wM?+U z0%GV=ObX>0nBXp)#1~sZqs^wAMH%YCNsIoav7tc=V4&fJKn5w~kVGPtVS43t_+fk& zsHjU38;;0c9LgPF!3fSxMjL6R`IbPJ1QsxvX98hYKyw9U$Or*a>T-wy2ZY(>0y}63 z=0InfHd~m^73t@nfCefkL`O#1;d@NhS&NRs8E0QDMQAyq2ekx3fNy-%LS>Jf)M5b! z?D+@ja`1`q$bUMfCQyc!6t@6~BFg`8s(+7+Kw^LK)sn)iv$j{ji2VJ>$OMfJYV5Jd zCQDwSNuu{&e6v|-?Cea7z;F!AdbW;Yw*DcC+rxrs~+kBuDS%mV4APu8psF=jJV5_ z2$-wO2?(4whyf&8;M*g)Fd?rlVsIEAw&k5?NdXRc(4r-5dceeT7W6m40SBg+F?);{ zC$KFRuvY|k7RbPw!ca#o_0)AS?D84U{&#J$ri~~Aj=EgCz#Y28Q2=`_o}qv#PqH~$ zlYHa?Fno^~u-pPIq7dbI{^kE0fpG^EkN^gF>w-c8=cPAdiz$3+L5ni5_sG(#QEmC< zm}l;l)%9Y%E*~w9Y>;QP?J%pS2R@>Yv=N)>8Cr4zQ(b! z(5rukCr)zV2>K_(1UUW+T5JSrF8%b>SHBa(n4-6&r*#&ybcCzjO>QnS^jk!@3-otB zCl&j*%N@1QPAMY_;I8}Lx>(|Ed};h@E+>2l)d>)%p~Z#m5eP(J1eS9LTwM!#){CG7 zCrH7PWav$vaexChRs?y4Xl(u|m}p3&94V1+0UKik?bu_9V(=kgVau3(ET=D-3SU3@)W;O?KKoHcoqY66liBODULp)f7t_kd89=w17#f2Kr zq#!@Wflo1HK%&{%%3QhVU=wP=2jlpNhPp_>a<2G*MqLnip+f-KmKHqX5pZM~V;lVv za3+&kKmkegp)P*VL@7G*k&ujF_QD1_|HL6@FY`^mE?Jrp^@kG(6qVQfa|kx|>w|To zB)aDIp8&?^lC8O5yt*d?vgv{k8}p;N7%?mve3B1=K;On5!G~F;fNPOVrZShQuq2id zL8;23qnO~I5p)uT$qU4M3>XI)p2`w3l$|Z&@Gp7Y=s%((h!O$hss%iv7>_`njo1T% z<%FsjK3Krl5cL1T68*<{$YiEK2TIUDNhbwoiVT_1M5aEKsWJ+X4#u3bCxMivqF_pZ z1yV2q1Qg(S^Fx4iCNMFAEL5SN(bEVxDv&(IX{8_|lSId~8i{79pg7H`PM0|;+wJtH zKnSxcarN8Vu}P14~#9I;XIRO{`)U z>wqLO_OXyf6zJk3GVq5#Od=g7go+PLkWNB2YZTUY+mI)}j2y9;x8rK@cIeMUmaED9W;u?3j-IxU~c!7)NI`_HIjjnW^Yl`Yx zx4NacgC4fa-R^o<4|n)PD8@_P@`mCQ;zh4|*Q?%4xc9yAjjw#)dx`qmx4xmsMn6oE ziTmE+4uS}9ckghCOnhR#?gg+Q418b%!xz1!=tn;gOyB$3_rHKT}l z+7Wr~$0r~?=@0)I&}*J^CQ9)MKx=!^jqb*Vza42y+dC1O-gKuw?UPrFnm4nyOQ8EA>pCP5Pl?10!hqloyU9=fc$Sq7-DaD7%VGZx zg|w$_?UuW|%-gnbx4j+dPe_>DlfJXL&&~4yJ0inB-*&h^A!tEFLJ;+B^e*O2?>gVx z()rFbr|sZr2mEB?|ISUu-LmzG6#U>f(Z#JTesP@WqU;vwx<^nm0K7 zN$pEo{}Q@){O-tavMKuB_v!Ne?4$E2pkMN)Vc`dP{eTKa=Yu{-diZx~_?B<{$9n$vf1{>= zaB+bEKS0308X;OTV1P}S5UdtJ!uJw#_Yeb!5x^&QTSyR6xDsEe5*Nq-V6cJ7muw&C zd?5%6sK9O{Sb`=vUn`ewGIw-`r+$9Oej8?B`eh2FS9$m5XO|}k-7tTR=Lq=!g?VyT zi05~Nr>AL4=o4q?gpbjMX>np7@pU*+fe#@auB3%f7!t&X5oK5r5SVeC2oe)06Q1Z% z9>oA`hyj z?j;Cb5MkH&c+mK5_?8LQNOb5nghlvxkhqfFXnr1pj7#WE1whP@r4f>S{$p~n5hI6H7Y2o*Wf)I3l)`CO` zbcN`RNl24GF_k#!6B953E%2C-8JUtfnUg64BQODGs27R}5e0Y?{FwMV8D}o4hE85Sg35xSPV* zn-|G=k++S~NomG;mtJt8d$4~ksCasrc!BnPdYPQ~SDikQp4bT#+8LfIx}x1lo|qYT z_!$?hi4dp;b~TZTBk`VNNR=M3W2PyF09g?x8gcx|5}#Ff0y>*m#tYrh4F(E_S7r+1 zrJz)5himDe4{B&h=MVh=X(2k2P8W4{0B9GAp?~O{&)I!0S$-oLjzBS_C)yJ!%A#~C zp5e$adt}owuVVMmwSf`)X)v(Kn+jo zcUM*l87QDlDqPORq~*}01$wC^ z2MeYkedd**oJxY8`l+DWW|=UmYig>KNQqFVX?uX7Y5JFDwt}x(sxMh-v&s{-YO6V+ zojRZcxk{(IdZ%betZJdG3!wm=X%mTxaHR;J5@-=&cw5g(5f^I_{Yny>6>QYHt-LU) z*{ZGFx@_MXuA4fph}Hi`Y`d)`OI@0Zvf+we;;OPN>#{E!ZuGaN_!_J3s(+5)114YsRxqzcx1oTx zuCe-GHOUiSJG3WJv`ag=l)JP~3!{1QxHZb2Lh+sqcMugjaA8{#3fp^8>#R&*0&E+g z$Op2Ny1H%qw$F94ayz#wTZeaxw*}UWs1Tib*|(=!vzitOKHyk{>!B-%xX?MXY?=s{ z;HIE_BT>EA8^TAMy^4w#=}U06mlNyj5?DuyrlpQ6tg%!35uqH#van^!6X5~A{@d7i@A6a!vzsqqs5dnyr{Ak#~U%W8pp;K;T#MA z3pspuynqVW>cjY(zstp~-U_ZnEVoAge8fmxVFgBbpRfy#7HuFpb2LkNQS876VZ4Q_ zyvbOq84SJs)}Hp+YRF2)D`CcGY`tlWx_KeA4pFrCOvVapVOq-?u^ zxPS`8V84S5yS%_$Zd;q*S_(s)$cntkx{1W-x^kbeh~1!vPRy=`_;i}Q$yMyhpUkG0 z-~|p4Jsj+6=6hRojLIUR%BxJdt&9>i+!mUfYBhlx9b6Kyyb$@!5dG{BvFH+w+N2{p zsdLG?XX{+VP|U{sw#&@S&K%MIYs8IAUwVjN`n3xeoz2?Zu7^0q3gK82jKz0JZ{xhd zHc`sB)~xJ&6Yl)ZOIx0_aT-wn1&f)h%MjtcG%?S&htm!5&x4w$h^lHWAy*8|(8!Dn zuY1(ToXlk@#LOJk5-rgHT+#9Mvdt)*glEYey~Q_p2R^_MoJ`W;9BG+A&MCcF=Bw7e z*U~!i(lDL0+3Oo4Vgf#J0s-|A`&IE=rk#m%dnVC@hz;{eAC&d_PrXib4*r_Kd2*lz6- za2?kHo4q4q0lFYs>M#NN=@EuK6}*f9ZmhzvCe#xV+z^4>5%Jpyp=3+F*sBX&&yBy- z(A3C$%nT`qmA&1Tec8|dyvU8r*?M@Q*JgVdEmY=P_=$#1Lw%!ksL8o28D=FU**V-%%(D=O* z`W@G{9R&V>Bnpt%9|7T4QO`t86U^PCa~xYfO~VBa5=v$TJ)Geh{#;DT)E~a(g++;?A7eV^3kwosD#e`|&9#P*pe%w3$)<#R)*efD;&=0fV z59%;2jRcG9JQm&mYjB)f6cTaq{rs$T@ZmY<1A=q@8$?}4v#o~%DR>3)Vt?=zO=Ue=jsp$ z+29XQViJ+w6n$M0e=QTRZ4+0!?6({fla3G>Xz5lSyVkww#e58(?&R?XlrEa&t zi0aL#(bMdpuHJO89_y|_GX)Um>!$}+P`DcQ3B~J_YHiBAz7f~%>l4xAFg@)45CIB+ z0qXE3%KqeM5!|#VtTr+5s|oSe^ezU}$z>BUS8-TvX-`sL)l^381S zQ#z&KJzwMhwTS$c#BKSO&=~Ixfmw%j+E(BLg8R)z7YZbXzG^*V0dLa;Pqe@u>~ihr z3BT|SU+6S!@lxUO2a(`15zskZE?=P#VL{lkc)M*lFKNpd))?Vf7(iHWu0eMF3H%1SyME{y!SzcY z69)gzw(SA^Pz)nr3jQ!H^mx-Bv7VlZ@iEctcn$o(0pKY+i1?{UeWBxE<5;nnF)qJ5?;gyHEHKbZ=RB0`5hs-N#OKP zKO%SkAX>F&9s11rVv*=Js^sEdd`;dGSbq_QZT7Y=@~`{p-d^Q!FaOE5`_Jb4qTcrq zo%a(R`~XpER=<9sGG+R7P~pK#4IMs&7|~%QiWMzdbd)h;q)a{#d;}R%7P3VN&Kynl(f6iD^^kPM$q|{sbCS=uo0XjUGLUp@ohlI-EX*8dYkNrcPT- zNU-350v{s^C_r!ksY#V%&7L(nLYG-F{=}dax)SbO1UQkFrAwAc-kB)#7GMyj+~C38 z3?D|E*f8O4yc|D<%!^pLZj{Rri|iN|EY7Gre+K=zRH@LYMxREVTJ`EstzEx{9b5MQ zC)%}b-^Tq(V83hz7ygzQTzJEa#Up9l*b(jsl`LDT%*mIiUFp@WU&o$Z`*x5@nMws8 zo@&*r2ofX^TcALK>VCPuC%SfQTTbvx%D3OM$=;)Qv-{UhExG^`j4;X+Ll7~-Fv|?G z$qZyrGhT2(1(wn-#L%67cVi+I7co~F0JNT z;$uJl@XOC8>Usn+NFj$LQYY`mLo!Jvm3*qakJuaOJi2%+vdSNi^2Z+{sjPA&0Ev=I zyDzij5-9==JTSooA#5=J?fD#bKYO*cjA$R$4o)v5_Vf>I+b=PG#Q%^yK7fGuufG^#4t+O{MPTU$Y-zwcZN>{!FmM+$z z)B_9_Ul(SW;W&pqrW|&nz6128#c3v%Xy5mi_O+}W3`*@cteoiR(a%-Pc}v6m04~X(QYG&`J@|NB6lc* zyQJD^!w*M%C!m84RRghDMjt`r;E4-!#05c)$hEG4x*N4MC zrW;T+Gy5~N*QTBA(M)T*L%3(7t+n1mF-4tz>Yf(wLR}`#qDwyU;qR9?-(1zuBd5Ol z!xv|KNm1>a-1?vf4@!nCw`4b^yNbqcdb89w=>XCP!v`PK=Rb^?V~z|cY z%pGcW_nO*Bt2L&eo853@JmcxjTc6m)exNrN@D+)D-os!9HHE$Z>?LV?MAP8<&}WqK z4JmW$x}aXRlR{b*MLi5CT{+}8Kd#-6820NL{_>X@i|wy}{{v!a0;rk+hR78D=tn7h zH!T%0kVP)z2=hX6F0`1BQ@09X7PZ(e4t8)nAAAoBwlPNL8?G)gJ@jE91(~)W)@g_WEaGd9Sdb+$(TPuV8A2Mx7dRdb zS7XFvCW+KVFH*&Eqk@kcHQ5uSA*C&73{oYrBg&z4&n&FGjw?&@!Z7qIes(-Y9`$%S z%rK~r`5R;~gIP$99WphEEX5+F#l+k^G82)MqI6W*o=cAZ(wf)I4ktUQgB^epKC;9n zNWfW>$}NqJni}U!(rJ`+9;JdZ0Sf{cFvnuq@pX2*jAZ(F!?583kirBgF_&dbMDDH> zyFlVHnRy$8IP*}!kz{qIDIHjb)1ntOiZ(mwly2tdofy5z1jARtAe9nxBK^rn;nGf{ zsIe!s)W$90fltp6V{E9~=RVuSnSTP*r-T&fod{ackL{*63SFq5oJb>yL{ysR?2<`A zI#sIrL@Aww7dO2bMyOU5B$pZsNrS{v?zj|8UCoP1=W@Xp`XHt=#OE<8gp02=?3enC zP=w~{&!6@+Srz(gP(w4+(?n}DyFd}|lDfc0HZ_|6e5q)a$m&(fS`!09z-p*Ex~ghc zHY5}M$i6-oB(<9Jd@DpNB~v>~!1w?Z$H2!-@tIFv+;cFpl~_G%6_euNE4k^ z`pi3*$eKhwCICfz;fl|Sf#OXIgGVlR+e^&+)}Q|ca8HFhOyUj}xua1opqR_2=N6A; z4fZ5FvQosvjtmyBZl8{ z=y$(2^e-#|4B!C^x4^|k&2e+*q0@AuAKd`|S%aZ_yyb;L!g&F)Mj5|akkH*M@ zdYh6-l&uI`C(6<}G?f+IGb>-&lUe4fqCtxQu>vX4h#t!cwR35n=%N5sV?dhK%!}E^ zN!0g6lbrYI-#WKCz<2g(p6?_YW137*g@v1-8M~rFOIcN1UUaal*Jww3H$Nx#?4}I!W+})2^#5<8lUFbr3jp%~|Y2o{ZInRiFWn+6Z#TZR=!GSbs z)h7HuH$O}07;tS+qyn#bq~Tq8kqS^$Trz{v#%(XNY8`Lf>KyO*PlK8oTCWBbrr-z3 zKXh`GJ5nJYdNN&J{+_kR-0kX`xrS@LDxh1m?IsaleMYRRGTWr@W8wKusP^9YI%dDz zw(DI%q2tFyY+_^EXST0Cd2?qy)?2^Ox|4~Eu$NpmcL!i7n%Xg{OS-&uzBKh(o%D%Geol;1 zGmmM&5#he4TB8dz!h5-_EJ%VXV8Scgz^$S?Mawy*Nu>&mwEnQdR-!f!d#@JkJ;Xzk zK3cr|nL*6B!81(096Z4P!15ncm<4{|2UF;}p-Lo?fk1r8!k;_BJ%qa<$O0w=#6T3p zK@`L!c)}`Fv=bbOazaFPVS*;`IqXnGp?D|2(1ZKitz|$H|NB4TYY=}jyoy1?QM@`e zJU}2a1zX^UeUQUBBq$=wHQX3NN`l0k$wNNG#p*~xLgd9>tb#1af*^oG?m<7ZkUh>? z7y0W8+Uq&cNv(NOHB7v($HR;<>?duLlK>>eZ7fAoWJ6_1#Z_!Yp*pbS8X%InLu%qX zX3WKQ%#U64#drinU=+q?BSCD6J%3=fv2s78071G4Je}|t7>Y(roUz9vo5I_nZv#cm z;KqmCI8&sZaNGy~LMq2&8lZHfD0U zML!(LkqkzYyuvA)LR50Od$f;91PQPtC8%UCb}RrBxJgW0hMZ)&UgF8O)JC9`%jOfx z(7=Uk;D>SmDgY`+K3PiZ@JQ|mOsOQyjH1e_B*}U#DY679vHS=|+__uSLwAzQpLj`{ z(3SU+#@<`YnX)gpgv-$M$+`T=xhyh@g& zvI#T_FGD#0N36_`2uRF4zgc2{E7;85o0wDpP0@7DxFk((^v2IXO}!MX)@%)~W6G6M zm&>Hh@B9ecyiGwYNmvQaEXv2HL?OnsiQ$|H$MlK8vBc!OF;#oc=lrifiq13iM&`rI zZWzZOJ1|t(PPFh&mjurQr3>*K&w0$vy|b{C^of;hwq%Sl*^G~QuYFJT>VbMeK3>P&E_=GYU)zYLm%o-(6#jMaR>rs<{Ow-fQ zf*I5QNm-#BWjK-`(jxs(B$d-oRMKq(s9nHIC=Dpq9HJ_{4lJFLEfv(EpwSw=(XmR? zOad+6gwRdl&FGOyHXRFCI?l9&(;J)9Or_I0CB;CR1td~Yt&=ql`8q45phT5KR2|e9 zy(}*!#6yitDof9$k<=)}!tFRvlb{p^NQ3+F)l2nIO%>K8XFc%ST-=r)&8he71}f(4GF;LRbNF{{jyXz9oBZ;)MD*M ze?nHvyUx%s1yha0OaatsmC99YbVzt5Kza3tWUaxhE2QW%1yeAAXT>*uHQAc*SHuKZ-JCM`6hV(-zfF0++bb*0 zc`t``*xh1IVC60QqgZ#vSdBwgQ>Z}`MK@xiJ`;#1BIJ~PJy~~5*{WRGMuj~MWz{3_##k-w7flIV*T}%`@&ulFT3~i&%ny11wTy!M{#7*4VRk}98)W#*&{e)cq$tBVL zw2-8=q$2EG&aGQ{oZ4o4+w3A(egw{Zl@9d~Sdnm}dFqAOMOWIjUE9r{-qYP{{K?)$ zLsRspkg zsfAe}V5UojhE3oX-pmCSQRU+W2PRG7ir`q19{#1^kF;P624eTsVC?ubk%*_jO|~;V z#*^d}O=Bmn15K;hoUsk(ik&)*Jv~0CZi3W6oZto8*VBIJW01{_I&$)Y*SEIwvr7Fz>eW*2tmgO<2x#$?GT<7y6CJL9SUHP+@(?q+`dW^jIA zai$A$R^)SbWtV_uMQ&${0{&~XpC-OjfRf`5D<=5Wmx`bkY;6B9%<^?TOg_D+B*tv?zDr` z=b8};KK_W;4QQEOhE!m>*Scw(*6FtPUWF!xhStxY*0!MT9RD@YqBd$jMCwzfUorD# zr#5F+j_Pw3X<9Z|W7J1M#*~>=xC#2|a4BK=AnSlWhO>6DwO(tt=4@y_TVj}nGA0{~ zrE5^MYZSvAy&lw~?rWvyj(9q~Nu}kEhU!;V=Wt1Z6v$)$VjK$!-8oU7=qDDFS}bRp z2^_NkixZlsvcBS?BWTTrZf5T6N|xap+6R9io4Ib25#@!`W?Gq5Z9!#iq<(`e;J^*G z55aB%kN)U$rfS5dpqM3!m*wpVPT0(CWtWg3=>QA6fT6N3V6=|z0YBi~lHKX1ZcVjr z>=w=a?CwwgZgdLoEgf%+F7LnY7vLtd*?wxmZtswmZ1^6DA{I^!HR<}cMU{Rf=UL^U z7RbH$?_);mq7!HWw{fsV@C47)1<&qGCB+BdWtnyH3D>vFdV{{c;5T>!3};yl670dw z?{sEmmDrDz*liLI3J?CW5MIZ-sKrTb>F7`kEEin=MwW3F2JjnKa~w}joXznfh08v= z?jHAXGz9YDZQ3Cx@?bM^CHM0`2lPNc^7d77CQlxvW^T(~^HC>Yh;{SBqvSXDqduC2eaK50zPdX<-#p)Q1?_V| z$Mswg&ngr3X75H{RP?@(zE62cp(#r0~nfJ8V~hr$97WJ zcDBx`oK^KAeZyDBE1qr;?@no2uXXUebzNuoKR@qYuPj9*=SNV7M>uD6mg-eLY-IOG z4JSPWt%-7;Voc|Wza4R_F@Z1$18vZTV-RrvY=`)W-}Z^$>~BxbSqOLh$tiM=409it ztW9^?T=#Zw_jh;R3oGdlmKhFjj@p)TeGhSdS0@A@b4;12Xa9)e7G|TkXR84PhG+P4 zK6;_YW(i9JQkskt**ZL*r^^>=-MIE1-{|QBR z`Ik=#9npnjk6T{O`7lR|Y^BM0Ist~C7;Sh4P%rwtzjmbO`vL#j{JU}jr@xjx&m!@yoOH&y+{4M zpJdhV`-xX|z;Al)9oE7p6Z=klkX(HK#t(GI$6G2Z-No*8vS;+me{Y#Digk+YRSu98 ze4)S~{knJf)R+EjH(b_l{l0f=*yo2-FWcFt`YAzlz{Bg?$FAJheRuDAAmM5aif39S z3gM4(v)^~k*VUJPMB~Qv_16jJpQoSC$>|4(Wda8hENJi`!i2{bGGw@{A;gFhCsM3v z@uEax8aHz6=<#F6W3%}2J4VbT$doEm@@lz~SW8~SW|=@>^Cr%mI(PEq$!A2*phAZd z70QH3(WFY3GHvSgDb%P^r&6tIl`4iIZ?h&ww9TTpS&8e#_+O$!Rk`?1mjM}Fo z&LSwV({9-jdi5S<(u5CSz`6$i4-O2t$={!Qf!Z8#luzNlLg~issf%&h0tFbH&<5`_ zyl1Hrk}hrfv_gpwF|uy$`Zer^FHasT$8R6X*}8Y@rdio1=HFD=3NLQ_IP&Dmm-EaD z_Br&fVwp4jN&Wg-q*rD5^M`#W9DL#tH3A{HdcutPIy73rg3miRo@_x1suv6S|(xJa8(ioMv%2k{cx%T0A zuB^7U%kH}+1KE)OkMq7(FOo&#`;orLb=$AQHQRjiO#~ynGtUZt2`0ZdPnEG%EpoW= zhY&M`v|1N4wHX7T*a@;cB3o^>$ysZiwaN`0sg24SB?)27t4`^y&}pmPsm?sRZSWfl z!$|bnQZda`cW7>?o|sB6Wvz02JEfVcQ-d}Sy3ky`xSpqtyfx&J?>g_-T@%@)%x715 zcio+PeqGydi|&QoFmnERPfkZ=rl=bFou=kf3BK=BP~VpykFp{@Pc)4C{=4MC3*TpJ z%gnM4KiUXnd4ZUljpga6OFz9@p^M%#=|59BJM~JvuGF?0ey<_jQjPy@&_Z<_Mi{um zqkHb@{yzWz;=`Lpzwh>!9Fg$~DlZ`OR_46pMDIHV>>dIWm?f=T?|N^rg7z4eJ_YXN zd_-}}#5OduO`&f&8x%@?%0-TI9Zq*4!ygJ8r$1exaD@PZh(KzAy#G;TAOVy}F9v9w z171gU6#O9&my(qRUe5~SBVH+v((@xv^2VV#ddPy4 zVU87bltpyyZi`&>;{3n}$w^X@i~*Wt83j@fG?oKby~-g2mIKJ-5YmpO{NWJu=(asZ zFiNHW{NXE=!n!m~&_sp|iY`p$sh(Uh4Cg>s{2Xb*-c|Byk}M`NlX)xuU^0`NfjGH{==*fme7O(3RHl{;f4mToycarPv9uB&Cz&{>^q{)T%wu^lcaA2h zQQ}0SPT^>Mt`N@>j&!75JSkM8D%JdDlBKkg=0R#vP1;$>s5bp-vM?|OK#;YpW<4wa zTF+{SouVzFM9qm4HS|{G0FEjcRSTOsO2Vc#)t=3mDqsV9(yID{A6La{LA1IYuNH@~ zV12Bl#G2O0QkJZ1<>O3iTF|1*a&IXRlRGgs*QFsKgi3WEU$+R-Emk9+traY6W2@4G zh|DzQ@W(#>nI{$6PqDRZu580A-tpq^wz&mkLY6r^-*UA|(H$;)KP1`X(iafPy{JV^*<6Z>54iok z%4VrjpE!Ubi}zTqcKHg8YB0FL47QqsBm7$OQnaCxobctnCcZLRP+VLUSC+-DWG5Y|i-5R}X{a3(&Sp*!hDE*)!8@j> zJmeANAJ4hLK&G>uldR`Gn|IGwdvds@+@Wq&SunZ)%u&FMaf>vKnCS();sFf=n>0qj; zwM*(bdw11BKDD{it?qUIcyY46^*yzLTX^qD8y=>siuz(`!7xED#s2q|#OjDd5WL_9 zKRCh-?ubZW7J4<^?^|fuH~$hP0dXYp71cb#aHp2kTa0s$*&X3>i@f9}pR=q}uJV<$ zyyY%`Ijrd?@7&UF*07C+y%C9>@|cG(i0*fA#0>DESMS&fKRVJAvG9iXQPV$s@l#Sj z=I=DSs}v{7Xia;CZ)ca|jwH3m=RxXir2BU#KRepfuJ(3Qn8@DCVi}-0yMOb&f(9Lc(eP1_9M>6StN6ZLc>K z?4I}hs)=l?UXZ@@Bwst~Q?GglTe#KLczf!R8DzWbJTE*4_M!Ri6vqR;_fZi%;R(O= z!vjsTPG5>3pJ?WyFu(-2AaEE?AbrUffSesW!PdWhkL`0_n4kZCoFy#!J(ZsHv^ak& z(%*~Kv%mfBe?O{W4}Y}No}kAc&+Ye~==)>c_x{%q@C9Ge4d0|dof1J@>sZL;Q3unI zOB$pC1m1!+qywygLL5Zj1xj9hP@XPvUYZumB7~AT8jWw{0N>f&wgD0Sipua>Tq8cROx|NOoC80QgG>gQOxC4c-X&f(*jzGLP2Sy7`=SSb`l`awNxrCIw*T-u^8GVOqs;BBt*trcySi zb0)%LR!VX%OC&M{e+3to%u#(rgSo{SIFu%-iDrU@CTW5v`1QhR*5dlTq-xIDOoA62 zreFG{XDZO4Y`UhNaHd|89e@6&fBGkG#^rwwD1qK(aOQ*${-f?m1>}jxbSmfHF{g7* zC{jizr97yzR3jy3R#0qbot4`*c&B-a=SYR7d441`(B~Dlf?bv*d$Qz%u^{Qmr;65S zEw+Nl=x2fMsDZ*IKJX}z{%1{|z)}4Fh5iX9S~MutStf)wsf1D}lv?N#KIBzIqCvc-&S`q$=rbroGqfp> z2I!CKsh`SZP3mN#9l-NgU6URvQ#>h@PNsHd6IsjI$YD{$ti`lcuP=&b%JGz@}Y?huC}s;>@( zqAqH4MyIw_o}nTXWhNv4m05?f0GFB@rhY1@hH819D7DIinXc+c=IO2a>0iz0d|sjH zU8SA9s=3~%tahti)+#@wgSrm?=r_cxyne%N>M8>|HdW_RTqkrf>AiO76+G*zZG)yt>$G<2h*E1;LW8zyD+Gcp9dhft25D=C z>m1tWkiDs?wd%RLYPiN~nwIQKdZIq?!#(`zyzVT|_N>o-Ln-cRaWLUkV5zGA{2GS*nedwV-TuNlncdHEXIOgwQ3~Cc4{xIs(hyH$j&9r z5~wV`;C!lVZLXWkzASyJZQ8c&Z9>D%x~rc4EZ_!iyg~yg2(54styLK9(Gq0R9%a)$ zF61_CQ9kY^2mnlqG`9vD>Pg~-}a{99xw9xtTqIK;a1VIUWei?E;A-= z?6z^+>8@L}rf!_EuKb4T*~Z{A z$gZB&ZOU#U?uy**@~$oZ?(g1Z@(S+o_U+HYWC1TQ@@fMvG;d|_!4%?`^j0wSS}z6z z?80SlCNRO}4naSxLow7s3J^fTA|6zB?nFuIR6f*{a9dKniu>{>{LZfpcd9t3pEBU@ zpPuH(&TYy4uZjx)FcBBAeD=aiGVt*paJwdO5-Twj_pCOA0R+c|Wa3=~FYX0ru=Q>* zz*epYFMtOSMt7XR34_V#DiFhhk3VFPvQjEtXdSG0qR7Ey>fSIOgJm=9Fc1G}?cQj} zYNB_M>!ps|AB&_BCo&QDg1l}+6!R<-r-KteG9`b1@f# z@dO;e0?5Y#1c5&cf&o0G)sh9)VrP{o00CTAQb~;`Lc?vkZ<@|**yeE__pzz^!Xd+M zAj2(5qFRgc=iAn&B0n?Uo*!%yu`*CHBol8F`|J}}vL$!3H-9rYUvef>hxw+6Cx3E$ zg|aAPFexYhzyT1d82iH^v~sm@^7LFWPB7keVCYjMfC6kr9I(I@c%nIYqQ%AoIGo)3 zZY(g{a6O2FF#B;a12POIb1$!HZ+_R=LNiCF-z}U2K1?$adxJPwbG(9sHXv}%cJl&< zvrE5pIAgLVrv*Pl#W|z%aH;b;S8wHlK`DCyClrAXmF6!mX`lm*B^fS}KE!;*k zh_nFrf;TuaC4&PtOES-T14&!5&%(4|4>mYo0~3%~jU+V|C9CvjNc zs!7A7{u*=2qAiWiXIitQ+bV-w8}ThjU|hoHMi;SNQ?fN^!#-s5&iXZBSGRS$^fjaa zVjBlyjITX2_Hy#;C1md=TO()A5Cq-vp=6C-_=Dmt1 zQuS$vDLAaQaKEHD$hLuZYCR-)JxR%b!Yc>7f19OB6uI_P-a4TFC=>ZczQ$s zb|(1rI~TbEXqzi<6Lm>l=w>O0%m>s=EJ2qxIC!N!T)FN9c#s}=Lo2wKfBAx!bcBz& z;Oh2oe>mRu0w3?FETXyE-U9OA!!4w(JSMU)h&gr7t6;DAKJ3Fa$T*+}`Xy^Ob=)`) z<~W4zIFK)Tko$P$eu4+v1lP)kw!QQAY_{6q^G)b8b<{LZT+yo(G-;PMSkA+hpSnHF zgO&qnm2-L7(gUo=Iz50ntv@uG-#XxK0}|`Ho7Xj7=K4!A12J>7G|MMk*Fs?pgNe67 zof|QA$2gzwgEa^`wO==l7kX2Fho&R?qA5C~e>-|-0;GQlULZLFSo&vs`h{Zux=mOq z)n$8JK#f38pj3}~tAiz~qk3%z>Akx;r`9^ae>sZdI>GPkuEQjS_qy-;f?XbOuzR=> z!?j2s_d56kIiO#fL;UY51B_R9v`>4rhrD24J98L1AaZ-6TLF)QJIgC_J9!4Y(R+EpCw;uGxlFdX!l$j8hc)tU12cdt z5yN#akV7;a_py`2oC~l#l6Vo5^t10dIrKTmi@e%{GdU1?#2z)uAEvjr{I_R9DERcU z;C#$e*L`<#QkXkb#J5eD7BqmPR8Mti2EF3@X@Q4kJ#_WaM?TWWD*-G2{e%Dd&O$W9 z@8+;Sy$;(pUY9vDIK2Rec%S$AIn;tS+=j9nv8odBHq7|hOZ(c_zBjl1WoCBVPp=hx zLMHI|?+3r|4}b7iZt#CXD7<{KY`f50Z5t2L@d5r)*hLwdR#a0t;&){|D1Ok_gP(qb zILNw!1M{p)zT{JWs@aHaeMyfJGjFOJI1RmT*IX{)WSJLH$R*MKxm^y zt5rdR2MzX8h>&5cUg97|lqm5UxqbVrP1LxNV@Ho4Ba%Zfl4MDfCsC$UX;RlpmoH() zJjsNKOq(}x=G3{9XHTC$fd&;iG^GVApE4y?x|C_trJq7EnLw2Ps!f_zv1Y}|X9Q7y z{1@aEOKH*dUce*p&;JXr9zzvJT3tGAf( zVtS7s+m&1wa%0PvF=PI=neb-MpFxKfJ(_gsZ@#t}4*hpC#J|cK#+J>n*I?7)yg`G8 zPawiux3uv)_xty-VZ99woJ~t1L59u?f)sb{+&+EgB#x85ojXX8WM8%fA9U<^^XJj0 zSHB*;QKU}c$A=1LDtn^k?dQ*lALv&Z`c2~RC$r8%%fPg*xI&wB%mK$ib|AE?9=<4~ z&@aL;%#gLz#(4}g$UqD+#LP%6aWT_SOi@J@nMutv7deCf(Y3#Nna#%7dTG(H)Hw1? z9BZ`6M;~YoqUE=J_!(v(=9WZAx#te*#TV#g1Bp88uoDLyakT5s%P%4NEi9nPJJTSpQ(qYh?MIV%Ku?iv0 ztDd?vtTe-K#8J#K#zgGY#7|3HQPfdU6vs1VNZpZ{8(EDKH5fmeXftap(kGp5Y8>d6 zb@(CYmV%z7vK3*MEVdvidvQ+Kggm-3pDZEj5=@OCgpgWkCvs3*2gS6HOgsY&6x?yi zE!W(j-i%Y-Oy)cnCSAI6SHBVN3`&eX*Q_@t0?j)A(7+SIxB}5c8`O5PM*P z>i5941YVR;a2AyeVTIYYXHs^&X*k1b=&q)jyPK&S?`D|kyYFU{@uih*G`-kx65Y1U zn~gt<+wsRCUz}8NP)pU+7q@{eB0<*dl|K4d#KQoN`#4 zbEbvoiJUDs+G!(VC!%qHALr=c#W~vema5EUOmaT@%jTAIEM`Q^R3>ZLJ#J@>bC5%It4mI>Y8S#{#coO>oZamrawUA| zj!V3Q$ne+!yyMM~h7cMAfU>uy=4p?IJ@g??s8>BXg@QiXqt_3$(uDAJ&mSpJQxlqy z0F@MqYy&fgH5TQLdHgRk6uOLF-j}!%0nZx{0tW=q*a~JOrf>lS)m| zBE(@Bx5%IW>cT$wAr3F>@C7p_G%>*ea&yphqs90V#|BRBO9ga|98Uup1X55stuYM9 zs7bSec#b26L?jAb(~L;Ylb$tehU_Bg3yGv-lN!NRv_2`r;E|G`rF2I+P?;ZHs_B-v zbm&9n<(^MWl%f^2XhoIsp6fvmd=Lf75r=ZGUZM%4ClO{UQqd%o9&2KfdZRt2Y0Xcu zBb^ZR#x-A>%>hPaG$7eyIeY5=8qkSjaN>L%n0$mAT(Qc8#>$aKz(I~f!ZRWbt7JW~ znloQCq_9d6R&}-B!w!%Emqo!R4Dc!zF>zK5qB|ksu5H*4OuT1#}1s9NMVb)oC`rak-s>u z70Tf0W*~>u)==<|AIxe92N@BxNmUiyIi z5hByfOxCioQ3f+SQ^w8z3UHa91#M70GE`HgCT^t#oq$8jk<2|ZW(+oAE1E$;w4H+= z`LL~Qy&+HCW>rei;A$m_^P43_wPo|5s&RHAa^etczV8 zLq)r_w55&Bcbt+;qQTbYDIE zn_%9_Z5!Sw?PoG1C%N@ zG>cixjuyW-KhAwCkRcsupj3CqIu1pTdl+6x2S~_!!WWtfKobKP;0kVeS%VRxkY{o^ zjtuz*iKf|*DKjSj)>cmSJ!`~}Sp%?bE)8>Q9r-{VKX9J&oHNL*gfM7_gp@J+QZe1UMW3np%j$+bi3 z#~M?OqcK(gp3RgmPR)!{44b{K2RTQ+9li}a?_X*d%ym_ama&}V-~hZ=eG!doAZZ`u z;Gk|Q;&^D#!so~}Wwn5gXrZ&)T}My)=ObNRr;ncWr8hm)d&uw4dwwS=AaZ&NfMm1` z+%nTVc;LkDx6XVcZtS2W*f;b!OmVT+4N*0#iy!yRx%V;>=d9iF-gl2|qi+sJdu*i- z5^zAHs~f&WHon~;>G)1dhCh7Hd@FOspQD(7CeA=sjPA<2V}_Xzy1F@kF4lvd|KBxA zDNZi{Pp=d(t%s`4#->gtUe7!dpg`6l9R`RooC)m2PS`HRj#L9igfDZ#F6=zV0y)Do zG|T$`lrN2#FMu`<%(CwzwqftkD><5XXWujq%?98~#$U)BU&jteQ@FrRO>5ykV=jDyyDM1_#kWyrKJQ2MCRXII2S%j48q%q@d)& zL6YSN-7g;H5ec;s?2ND+UEvnM&KF1#75(uam8%}wfgFZz6{&DsToD!(QhT(J7Pqhz zP~i)s$I+1P0AoU=w4wkAVAKrY1WJtp<$w~i&YDpAZBF&vi!2XU}ih$A@k;o5L;kW|e4<}oSdaUbu-9+~3^T_GR$5g<`9 z9;nik>|r1aa!hh@O%ie;!BT4)(jfy7A|*0blb z|4OoCZVNCphb3pHRiG>o;U^|<3+%-4wbscSvoCHa$^ClrHz+K19?_UkBgGP_9F;ON z>5&r+Q`Pp-7hGW~uaYV!!!F!`>n7wKw6aW;=v=-sEMe1W#*!>e&n$28dDarhUQ;C& z5Gc-&)DmS=gi}%?&@S&XFJpzwsLwBH!y)*`MqY9-2@^NK&IcWW61QdKq769mfgIXT z6ni1t{GnIg@BJ#%^1vY!HS^CtvpqqRDVyOJ?9n|#6YNIQA4^j*PP2VflOW4vH`4<^ zV{<^qWj1M(^lbBo1T?M|)Fk}FC!~lZe(?bt!$bJ%GU5R_83&JMLtA7^Is$4&t3_L`LFf2k9kdNci4xE@v5Zm-9F)>MiL^+y z@fYriNaa&BuQET^$3#%m9^T;|+93`8vnyK>O9^yKWm6UpbO0mrHl3%t`fnF~0wZ}s zY|tVu(}7|tW@6|eLp4-mstPcY??aCzcIxMDkTEdg#<<*wFHF=PP*g>$vqfvCHXH;Z zauT3KsfH%ZAJ(DUctz(nXdaiO8F~(_+<_U?6YT2KNJZ5>f1y-O73@qkRhiT(@v}4y zXD_JK60Y=ID3VKU^=XU(6$o%wd9_!4)mOt5iPG}BhSep|R8Xi$VCG?q|J;-w!a-9Y zi$vl9kLI*A90xQ4qc1HBfA*1tJdkhtw9FJyI`k_#OVl31;h&_h1`#!%+Kc=+LdBNt z91bZOienhA0Ub5dW|(19)5;z8F;qu&U_UceOVt+)_F$RR6rB_#LsDU4wM(=2ITyw5oM99%n~9 zlvO5)>>Nii33D76t{Ndl7}NC{y`f#{i4rGb{?Y+St^*p@6A9C=Uk$1s)rw#V_Eh)r z7nmVoz4kNhuVEebVcF&$@Ih7qWMXO6VllRD$t71iHg18{6wWew|5}s(8nh&O(T*6t%M7kI2x&U~&Lss?P|;Ogf$esj32E!8UyH{H z*&$Kpj2z~|8jkQOqxPA=;VQ9KNfWj`k<@Fy);|C7`8JMF+W~E1Y;E1Pccn&SAk0x1y{@u(yh zB!tIYVfAv?H6m7JNlcD&wF*d`FdfLD*)H*ZATh+EGAcncG=Jln&)43^rDHn1anXD=ff*F*t)Y*m#|% zjOPlDomXtcfFIHTEdpj>Oc+AOEhOJ3h3jF36&E5z1E{`N%P5H<(k^muxY&Tliz|d^ zF}K*#Q+^v}eu5b0-Y@3f%;&;tACef|9K;@dk~p4NVE2(30@xq#2^b1ki(xsI3)meB zSDC&TV#64MW$cW38BNj{6@WRIg?X5XIhaAVcw4EX|M-tgA~b9YWz^g9(W*EXm zj+|%kd>f;d`750#xtwW;5nC_`PnVve)|hfcpB1fYtL2kJS^fmticuBpR+m*zF;T8q zYa4p3Vc8cTP@>z0qAQxw4Dwtyx})LxCO#S#|3~LcGkVXYjac&{LPBtDZU@jf6Q=nf|C6Ldaos zY=sHc${Ms9VMSD*!?rG3jI3pwtkJq`E1FO%`W`NNOb!xU-a4*<`z7Yuu8F&iUFo-R z>4OQSK#Jh7WW%u*#-#}RQw}?BvJ8_Ej*0CVSQ-LwBAcAqPO!gNoss$|=ZC2kqO+GW zcH{!+0=QZPjdZRW(NueYwN{F$cQVWkFWh0a{oA2yd!lbUx9?#c(4=IiFt`<5D~7wc z>l&|r2*GKrB?^FV3yUNS>Kc%2`u+6P(Lc9VomU%tczv$sBu7oyPD(Y&dd+*&$SAE`3!pmXd-tj%(^?l#*9Ti~R zjh_d(Ux_CE1z^G;3HU4o0sf8UZ3ISuCYpc`_@LXgK^xF#%JahE(Fn7yd75;* zi}YePY-aB;KI7efpg8`P|6^#9$IWIeSvdC2N%;+M2u7gS&C zPd^OeK*XTo*X>~?mxEh_7N_b58E>C`NN|$G864d{_&ur66ix1dha>79ba~w8Sj-v@ z-S3SQztu|cVH*nH!5t>uzgL&*7Js5m_3;^+=f!{g$zSJF^|l3k@`qj@QlP?j*IY7R z^Lv@|KfnI(J@jK8dhXVhtp4h0BJ}}6mo7d8nJ{TGVg!PP2nsM@P^8E$S`=Hg^2M%R zJ$o9NS)^q#q)3V&|0(u5dD53JjVxQbdS|4lx-6S6sWhLM2i|d ziZrRxrA(VTMLI63)TvadvKz-P>qdKAyL$b~_3AjNS<9L|ix#cBwQJM5eakj3IA*_8 z+Ew{0uimY<;aJS zrkXm}U7M-Oqg~ddLykU%%~RumU9n`(JG#E(7&1I=R@tXcwo~MiM&@N~vZDQBO_a_$ zD;sTY|1vZ}o6{bb<+a*w%Wb#bjyL9+;%oGCkc@Nbg zXukS>L`$In+I3T+HZJ;T!3G-zVZsStDh|U*l?7=~nT~oPgdhqFs-_fgdTPfW$CcPx zspe(ZuPUl^%{lz=lTSRJV(ge^CPQY8I~a4N8Z^r8%(G~~JPR~z(Q@0SwCUbv<81Usp=wUvGt4hN@6L13zOSZ_7)D=ft=0%6 zZG7^|FVB2#P*)8-)!Jc=Zu7>mcb>cL(aA@AV;{}Ho*=2+%J}+{)HX`Z_|l3u9MxJN zfeznIKTwH-la=Fq`@KH<<&y+Jix|oml>3|D8h5{h%|vjJV@Cf}f)W5q5PcJ@AW2jK zjv#IBLZ0j3=RgNKcW96#nT${tcS!TDsfvG2t)Lq7`?15Q8-0Jj`p?}w)Na;c?PIMN%m#F|Foem zefV)73%yd0`PI)UdP9od4hNwI_RoTJtm6dT_LsYy#EuiZg&+M`!9NOekglKw22tZ0 zP;D?PZE2(j9|bS3(nJV;|%g%o$r)n$nnNGoQ%|Flq*tC?SJ~tW44m zgBHXgx~YmyJK_{?iOXD0r-@MPrPO#KMP24b7i2@)28B4j~Eoo(aG`{?C~f z`Q)v}vc{q$EGccYU;YvXxjFK2oa8L09n&|+bgJ`@s`7;^!0{SIjw*rc^BXc62gwgk zGDI%1hdW@G$-Ts)7VFr@iC$z)uJDRT3?-$JhC#d3M5&b&70oN-`IU1B|B+kkN}er+ z3DS^?)Ok+yr7wY5y^$ioPRIlse6(21km@Ob&lDp$TY-#(+9R72!e3T)vc7SKM1qAf zXEg07$X={-sZ7nIQ(Xa7W+akS>|oqZ{lpTFxK%XWsfpB5VHzBlD2==0nOkJu| zZ|hFGxI(I|@#o?a7F*Ls({JuD$6Wm8RKMX*tZb2FqFlBSUA>Mj|1$%P%E+;oh*~op ztL)h+-|;&g`n8om#F$1Iz){OC4Y8MPuY0xDL|!=diM)X9l?dCME4ox(l^uZss`cLB zm6fNR>>QpAtAE%9x6 zYr8o1?<9bvpmNJPq6t5+FTh|1gho`4wdkr;akCXz+yM^Lj8bfkL;^EJtxo zhj@2(O27sUALFIy&zvQ!UFqr^j6meGy8@>7l^IKj^CVwj%95I(U zd;~5qf;;;W)Yjx>!fLRCiGnzA^sT}Z^qWmMjOazWHbkj1|I{r^3~7}xBOR(qhe=5C zXm&~(tRjN0M%)29x`ECbCqmI*lp7efG=|5By4gQRSxOTgc^&-F1`La=T^8P>9oOI; zGAKReCs%oQS8k0xR&z5g6Q;}D0&~;kT;^y?drN0VbJf(GQZKc6zw@dWbL2H`+c2OG zb-pu#ThWVVY(sy5KBJ%6xZ1ouY;mO(F#u7!jYR8v!;b8?TucopJVyGqlm-W%XhC9? zkd9<3(Q07Q;TVvyghuwD5wCz$Gvua-8ORV!kocTX)ui<^3N_dnV%OW>9Rx!gn)ewOyCDHt`2r6!lAje%rU(70r%E3L4-h-U}xAvLl42 z2r>Zwg^eG6s~mF$gj;ckbaUlTOQMJ`l1}vs;iuD7s^%Kd5b`iee&p2gqt_~j;dg6j z!@UYyS-=h&U1`p{E4v)@8p^q{ckX3vO?_#G9lGsr@0_A5efPZQ1=F*g9Q{JQziayF zWvlLxs~g}7S-&Z|eKI%%5``)aW8Lam?-eyhINsW4*x~jkTxaU}?d0Deb3-&}r|RYI zEcy#)Wad@C`*T-;kFHm=oU64!qc1jo(c{1J|9>H;BgjG|M22LvMh>}CETKUp)*xlq z_bi;(GY&X&s7GwTkY%o?f#hHb2GDH2kvz4Bdm~7K!l8S;hk{1;d&1!^P2gtTre4|t zbTXBEClCf#FbL#;UCn1l=$2tzmlV{871noi8{$Usb`*J&Kj~*@w9t0t2ZbDTex8#m ztP)V~rx(qDSB9rh_18M@AVRr=7h4#47;_J&XBtPQGW?K$m$!hUA#*>}4t%vc*YGT> zcX~9(P;aOtr*wb!r-8bH4ueRD=nx|wxGlz~G$L4njp&HAae^s`f-49dlm%zZ!-$LZ z5Ji9z(Lid}KxjNjQ@y|pG|?cJk`bYo|45)BAqw+N`y);Pq*aF&g|$d3QwT}yfFiEI zepeV7u>)4G!em?la-TvD=RgkBWlBCWjAbZ!5_m#u*oJPnBoz2Vufsc~2OAPqQG2+D zNaBq|;u#DDh=HhVg-D2p$SsO^G?};?De#E#SZ0wZiM&UNS%+@E z5Pb;bbqi7!8}TGz@f3>VIN_ucb@YU`sA#xIksp&|FJcWt=8G%Bap2I5pF|FAbq`K9 z86D@0k~flcb#f~+jk%L7*7!Sg*fY=|WeIs~$CigX6plN|lRW7Qh-Z#khK_}(j)@3@ z#sh8)kpeOx22CjjoB);nAeCYu|BqGqUi4UxOGgan;$HhGQVv0GqG&;+IFLc1FlDzO zld@ng2Z0KSFo-h~u~kPX5s?zfZxxA`oii9EU$q80zn~T*%#E_M}M-2CPS*M9hGX;L@pyB8X<~W)KTADKGCNiL)P6?HqFq^Td4zk&xtSJNV zc$*ihSh=~I_UN071)Niqd|o7$#d$yq5)=@IoK7(@Wsx~Ii5X#0Rr_OV zogS8>+UYT5MM)w8agGraUqLGnmsVHk8IU0}GQ@?#q8hTY50aOWZde+>hBI;18u*|x z{y?9tM43Q?jT5M!y>%Hw5(}~5h5-r;XUe8+>ZWJZSd>{k(g`tO)1@*>sBKmAa%S2WM0lrd5GcmVowPPqCsJa~YQO zkmFRN{pSv&f}AjvQK8!YQ#9Ct|p$mS{lDP zrfi8C@yQQ{p^B}+T`Ko^WXhjW0$LB%|E|)K00+<<`IwLU$`JY35Dn2$RksjTx2Fr*lnpws4?3atDg(@6u>I<` zxYR_)(3^8hw{>f`c6$tunpo_3um->at*-E`zEG!7tGrPA4${D`2w=5qq5ulY2anK{ zkKm_g8=Ljol<Pq z9LOgv1uz0+Tec1=n-L1A+$#nOIxWa^CoMHu<159+Q@-eH#dNE_0p^av)Q=_+xPsfT zDVo0zHa{zRod9f$0{kHajF*^;V+fqUX7~=*u!nk~azutCcK26B7F!<@zM)wWAC zZhi;GVH||_Yax{TO;rVCl+3&>!KBtG&x z6|4{V&>D-(Gv@gz(h$iitbs$RE1ay)`>fBNj1Epqh@ec$qio7y&=9o2wN`61d|Jdt z?8^S24obX~{sp!x<#S+y%kQ#ZZx$yp_{$#+%)&g(R$R;+@hNsnY|C4woT~+ zYx^5Pyb#B%8(bT<3vnmj^EDd{*juCqSf-8 zD>-)$($KA*38%=*)uKtK?;zI4&CmXv)&s59J1h<7un$PAy>l%FOX(bZo!1wA9NVVL zbrK(h%^Z)7*yFt>ioMw8+t}?zOd~}bED#~sq&JkUF_wLcrV^z0jo;kq|6w@Y*_`d! z=jX<20f=a%5%0hfg;?4Nu8KG`Ud2Fb?R-%TjwF2yC9=W~wT)~kd3jLAP?PM)ftZn5 z&6!z!rmjHN@4&R^fDFjZ;+m`q$e_H;Ey`oM>bU5_A#wC*9_pO6Ecn)K(4`puV z`hbl1&`A-;-~G)g+WDga4zi&A#y+;&Kds<-j*_hF+7eDtD8z;s9yIL$b8z?>CEOYo z?#^X;yD1EyKf=Pgf(_O{u9)l!*nqBP-QxSK3aZf0s=y7QEaNjS{|)4@5485d`XCKX z(AOC4E@3lSax&N+-6c)_GaeEBA&g;GI>%YG1#K7xRo>+R_JbLoKT;Ao|`Q@-e z4)K`}6kO)}K<(7NGS`mnA6)JGpbz;YH94U|xfGsE7!(Rje-b`cbxUTZlq3giz@-Kf3y+G_L1z=yv z09T;wIo(z9eL9gxAZsyT$^wIwFK!5FMzUFM+|2Z8t=P=e>JdKwvQI5Ku z?qwM7t#RANQVYd^au5aYzTt*12Hfk=qhaLEK;!!gVa zbcziLj}F{0!x2Bcg3rkeKllxA!xK-+*l-QkKn|$>!Q>zf7SHj)$KCGn2+DNwwPD!a zlJYAL`a~DZFi-lvF7xY~Sf9@{4uSJI-(mfYBSA{RLZ9u_e&%By=1t%1&OYW!ukHFk z4kLNrrBb<2Z{N(m`^g`qk&g9QpWs{ntb)8GE4easOjoP@fbm4SdPV5Ta!T+?tcJO* z{0aBoiVehFpeW7`1fSeEEb7=m_=X?D5Z~#pApbI4|KgoY{|?Xp1Z~RC4G`z}4b*o| z8a8gzrg6hI2*E>$1s;w_!NejHJ{fgw)RplflMx{yDkwk_;z^Vcb){t4(&bB-F(2|7 zA=BnfoH=#w{xg1(xoFuPT#(Parf!Vm#^(wym|HJP20Ec-n{tE?SmV4;J$PD@cL!k*zsS$ zktMSwx3=A7%$YT3&U??ZXM3SVk0xE(^l8+oMc*6!+4XDKv18-IXKmPR+_`gWi+k=i zFx=3ry<@Gq^t*S!l3v~C z*WUem_{dz%r(fSbeQxmGhvU{iKetuxQ^h`23N-LQ1LsQ*y;_PPN19k%L2$wYvB5?f zas=Xsuyfi$C?SOw!loFDGU9`yjxuV(qL6CRY9+0vqA5liYqar39COrBsH2?n@kgb4 zNkgg~i%iKPBWvVpkh7X}vPr-6a!Vh>2s%fv$J}9uu`Sc;GRwyB%22~9=fY>Q$=Xtr zHhk)G^G!J4)MrjQ=c4mYJoBV0&brj}(@%V4d(Al0TvJU@L=zR1w&$43t(JB8Ij0uf zfV&MmYpfwuH13cC&(YkJv!*(I{Lv@1|4z9Bue=3YZFN3m*wb%TZsfb~R{Bx| zAg+_JhAX!CVvIA^I4*xW_NQUO?2P!Fw%Gh^Q`BNBO;MH=Z3on08r+al=x+Pv7vPjb zX1Gnc^DepZjJ>87nxRwf8gk$|_2*QZ{y9AHoNabKc4nOw8(W1H5SjeKLC3;geH~Cj z3SE&J*<}Ac=bCGBK~}DH&M9VY|GCkYi)3o6wf0(v%>9<$l*9#maKZ~Wyhe4|Rovaf zv--R7o9@kbaJ>PnLc7Gf8 zcw^S-tc%S+Wjho$>RJ}Q{`&i{SN_%~w$%pbe!Jmy=B}mL+HK4r)Y@B!oN+*f z^lc>F5}e^02ssEwP=XUY$}*O+3=C#agB!$PyM{Eup*#?TEMb5Fm;@!TJmxH3QVUzo zA+6QX1xtPToak(L!+l9<|4g#G6P)l-vLF5lF!#vIW-ybEcEsi~o-v|k{`998k}NTD znp4Os*0IBgYS z0~ltb-qg+qtNd6k9A0A&GJJunv60O{!3djw7UCalEDJriV9*OA^|6YPOp+05-+|1A z4Dul(7u;i8DVHV64;6442V^AzuYrIAluLwzL(&Lsc}rY&tAZEgU@tSs%Ma#~C$$vj zNlKUwCwcB*ehG`^_{FdoR;F__EEo>0dCk$;LxX=>1}VVY~?G>HA}z|vzS9AYEgSqL0={{sf;tKO@unsW0u8WW-*wSa_B;e#ZWPP zX-o>SnWcDy^{ZL(4w}-@LU11E9q0(nLA$dZcg8g}F3V?|>LNRh&1HA`WL{RkBRAnUImvT`N`)X*#BwV|5Jaxcl9{q*I;V8Rr_`dK|eL$7jYdRBMXkUU}XX zniqrJp7O!FMfLS$fL%>>(gD!JB6gslM21_DQ`yGyk$Sjk(At(2oyAtxJ($hxd>Gjt zk9M{{9}Ve%3WQVlslq}Qf)>Q8^ukxo2e${ZZHs5?Vgu2(6T0Q?0h8g=atW7~SYd9D zeJsr5CO5gu{V_^(;Uc0kfCb2mZgkPwmcgX9Onc%gco`E`EPK~4ShjLwz~>k7)?+l& zNpG3c{|lP^0`D}7;+>o5i7~z2mo~5AD?dXss6q(_I{`N1g3OrEovl^E@1bz3hJl{> zM8~p&CUk{?#kCB3t&z2|)lEN4pY&Ygg{#Bch>_vp6;r6iqo(PLNiB*QBe2Fiy)n6f ztK*>ZxX81n_2GgnWTieMn6-WgtZ%7gCRgsPXysSt>bY8d++~_w9$l8X%xuS)lZ|0E zr8 z|8w0M*S^&CyLi3v5du59Vv<<6`xF@~J6q<^wqdo;OHOKw`Pw^=Ys>n3vcD>-uJO$r zUI&87)sDN)g8I33RKuNiRSdjZ z7h+p1h_)c2Axp}KvCBc`2O?)EWEHkGwZ#1%@lI%>;=H}_2r>>XCNu$Z@&b9|9ls-y zkNg>v$Kd35&1=RN71)unF39G@xn_HNI-#IG7*lZvYUN9DqPNcVuVpQ?xbj8SDjI2!21CW79ae$37Pb+S|2U-^ zl8eRUmWx;+#DLbyyF&g>>Q1Cz{hc_!j43{NR$lxXhA&s<4`=_!=U@L+i9D_;U-^=2 zJm<XSmdPjiswcYWoi!^C zb0ZDtQLJ{5mhTZh1iCH zj7FDW!#J!)YrMv4oWoi}ISIPMG&qbsITM%zL~?8lLae|;OvkxWM0VUK4>UGTBL~(X zv-47{@VUhHphSMK#P;A0c8EcLn~zoCs8sYQ|7b=KxA9Ln%2CwH*Gb3{jVT*@wLN2m0w;AxWp+6TM13`x94_|Qjw z%%gy`k6P zf**+Nk4JjJ{Lv6Ba+n9nKI7aeUUV_rN;y)^|07IfG)x2V8wj#Y#~jbb zgG|YkOrE4Qpc)|)+DshEve0QgpZUx%6HTUMnbJH>{RBF=x-%$~GQA=Pt7N0fqQrfm z&Hadv+mw)j45Z?`Nb*6C+i06kG7#TPJGHx(5t9bCp-7Gyh!=9LSU?8d+AY01zfM?% z>O7$AY|$27$z(K!?hJ$PEEn+vPx8#sG&Ili)XDUmHExU`1CWG3yrJ!aHfPI{r1VU6 znvM&!Pj%c+DaFq+%M1^l3jq~0d6T#FF;E1>F#Vvg3j46@3!6uhpVN{Xq}z~d__qnc zP_-+uxr<8&GoRp8gceHI{USRnP<%|1H$NEJp71LTjK=9BrH%)lo?G zu?t9p9zD-!_|YN@QV24D?^-4tst2%wPcS=26YLIYBQq!!%_&_~HESm}`k8jf5C8=j z*VIxjl}!X}hqCi1FhvJ$C`RMTqMJVTeEObOu5-RB_eLL^TE(UDO&Sm-U2~Ba2jb1-VJBRLQ(l%EY`!Z5&Q@ z&+r1Bq+C+d=ts6n)l_BGDUGYEe22>z6KK5*uJh7eMN19)Rbc%$0V$9?H7#iI(A8=O z2$5FzsZie(F%DHim3kO*un^4B$k~dmJk`rp|Kn4U1j%6}1sH|VKn+)M)dZd0S)9#I zO%MhzG*@#?26Gh#VL%2(l_ex|prw6Rr~R=>jfQHNTB@yDtF78=q}Rv0*TXRYboegK z?6Q9KSAi|t5hPeeX*#BJC)gy=er%dpT|&AW&;rfXhc!sg0uY3(&|4YN3(?pO!JGc5 z%ONbE?Yo=i#D);zMU5mi6@|ZKSOt?D#-B}8FHFgC<=LGrRGpPkp%q%AHCkjCgmfL3 zbw!uceOlEWs;IqM*LB@$j0UZBJWa*duSL=%t+}xcO|ykkrbF9ye7b|h%1h)@;$$z1cg5 z+ty&HPMEz;nzdQN1lOF^+|9*Ko*i0a2wna?TGBO_+BMy#U0nh$s@8p71a@87#neod zHC!qH7Pwv9g->cL%H1W~-bF-6yfbc78Q?89R~=sDv#5TITf;~;Z=%6dG*D?MPU3u| zPpdaqIhG8`B!ies-KxTxGMi(Ilox8w=hUeXQD2EmKQ4qn$-PcZkWua&TKnx;VtisL zo?qLllDP}k zxeV@Ib89cz`{39!v*Eqf5uO!<|JBF1L{MHuhiD;;7Ixu;@DKU0Uev<9Cp;yvdCrcU zhUlcN0kMX*5mE4q5IlWOjx?ZL^gH!ig(LP>FBH`59LyMH;)|1F?W|&2uI0|%-z?VR z(nY*3CY%5cV_+_vF)rf-KI8o3+QDJt2o4MfqWAVCU`z*ng@g240V=l6`KMv$U zLyj5-M?1o>{zznfSY$>fF=@yJa@d~_?Vn;0QL^VxQC;umPH`)(?v{1 zKVWR%RzgN+Foq-!%q4zhST=?yo@HBpXerKR{vF+2?v`J+=w1$HjgFvUCg#^Q=EwVD z!zlnIbK|jUJ<%9jX~sZo|88mi?3q6{C~ofNpE!H?S zKAel*XtgGnj`rxQ1!>1yku~lLbO2SgxFNf?;Al>1rCjL@bZI_Lub7UonNA;l^O_RV z5Pk3vgxKju+E7@8OG){@n8GdDqN$=j>WULanFYzd(`T2}Y@WJjzl3GNG-xG8RIT1> zh6ZcbhG?-ChH1!!icXRgIBUa6>$To(BWc}j_-(g->)B0!SYqRo!|f3&00X!JcQ9!% zf#%iI55J!7`~>Xb|M9)Sj?Kbmv>pUS?Qf60gQwVzP4tyOs36}4wn zi*NN~-`#>gV~AP5Bn2)^)Kwq_B}QejmeG`a?J1T713z#{C~yQ%aEX3}SC9qTHkW6l z7v1J<3&)X3g@)hWa1QTq54T$92&MyAfCDf90;tS2UhXI{N9d+DRHg1Nx?}4W9>I=j z10(G1){jF*MTdNB42hJvh}B3bXKZ)}Sj-$w8=&p|XPa8;7L(@{Js_*bLV$k16-{Da z^h;DuRAIneC|*C!-QQ%$;?E^;DPC{{f8qt-*(`Q&2VaEKRrEBD{OVhef40Z zsiaQgS*P_}CrM3Mg@+ z-~RIv|6c%3P={J5^pmS|2om=uJw3hd>#}|EbhpQJxQ3q36rc}!pjV6T(6)D{J=Y7L zHM;S64`h31WDZ3wkHI3nvO7yQQBvk-?ghMGY;|KKXd5#Id-luelw9|g-!D8M|GsKX z;Ps2UV%8qiz_aCE7we6`d%Rz8VPJMySaw-Jh7&j!WQNITCwarK5tB#xYya~=7XyAM zf|vKWn8c+L8ia9IJyNCa@L6|vu!hbT`b0 zbvm%7Cp#MSRSWS|Mn2O=f@}+XGvpNdlz-@CMI~l z|I}GhaC@VT`-!(@S%__;&3o{_`@ZjckN^9?Z&bsX@WWq!sz`jr-*d*tfPRPt1JH#) zKujMSe01T8RG`oLTxo!KCs1IzbnXtiv!)QCwRF~yL1TtYp~8ai?qMXT5E?XK9X&#$ zxKN-yj3!T_OsR4uOO@^H*&8Tx=DUJ6uU!+Vb0<%c?0&MtCKMYwbTo@1O{#P$)22nk zg?kD$+)!>-uVS61RV!9((ykRdw~ilKvir#TOUv&ZHf~$r!gVHhE?v2+M0FCS7jLJ& ze*bnNwaQqs!iEnQHfD^JCcus#chVG0E@H&SR%vSdSMz2~vV<8E23oXe#f&qf|4yws zGwIf@CBcp@dp7Obwr}5lrF*w-S;$Tx2rhg$@#4mhBR|e(MDpg&pFJG z^~3~|f(tU(po0%W7!yr38N`q^3^9`-NZ?ddP)i@);}A5%SToEp93eANMFO=0qKhfD z6C*)3(U?UCYO;hj8fl7Qwwj}oWcHbBqDe{$ZkJ-3X>Gjm<{NMUUbh^m;!!uMsi&fvs;aB9 zT3vbPwHK?b?_q#}I%(mm&IGOUIvf-K^}1aF!3~%WIuSbf4zdx-R3SnKUAR*^A29~Nx59bKtebKSMqUxU5ftLS|rtJ&#sl*R-H9DqOp1?ch!0mFuEDieIv{T$r` z7Pze63(EBDvm#xK?S&a4?yfcOw0KWRkDK)Ow&!}g(TFEPqhdN2xtMOd3fZVovz$}z zxUvZP8rRs| z<_6LZ3aN`+J|rCvQ}Q5XsV<5FVck;fWiPAb=yt(Sg(_UZMJ~=RjIOYqj-+HIhY{~e z66@IV_Ms1QP_HU%n#MK!!4EVI>>B#`5;;KTC+@w;d*2HmU`TdOoL%p%BNL~cRVgF zj~{Qum{sN&Jv)*EOYFD?K=T1IL2mCb-7Cx>85tQ%S_XYRqvW1CLl})}RFRZijr}G? zsZVMO6P@fI&`9ahmn!X)qnPO_WuZz|I*@{|3?@%|>QhzKQkOy%Dla|g%b$X$mBB3L zF;k~b8bNEBIYN;&nDL8WWJqz;JRM4O$e?Y46HhPlETIj=HEimPiUTa|*aDy0#N zwp#@~zvzm8;gg?N5z1G@;-xR;!+CNvC|v5u{||?5g&W5k%RZz5$cg^RWQ5F&&>#uF zoe86S!jPo;40W^AuK z5;UTT-3z&+h^GUuImzqgFL%ql=ar&*)!Sb7z8891naDM2K@M`%!oIPHMJ~?KUws4? zV?qINfamfSKNnb_*r3dsVv!ayoe9E}k?>&_lP5V5e&yWlrz!rqU#Vp)q1w zI>#Q(k`HOr_pj?{o}S%8SVa?9|Iu10h8-JA=wRH!A17GLI?m*lMKik5kM^wkP@7sx zu@+L6PR+w9g&9qqS{NnOcyAb^DMdW(6{+Tpi(heyR->Ghug0;gbxUho_m(-wo;l4a z*y~{9Jm(Ghp*L|gwFjr=}X_M zo9jIFzb|3%vp^GpDz)~y$8DF%~@ zldJ;QG^*s@B9dh8wVZu@+ETO zsS#Smjh1-&F=iC?hcU)GX|%?JTx~E-j7h?cRbJ(tLM3G00xnG-;Fu?L-sgQyvV{%o zx!wh0Ab+5q>Zu;<)x(i9x7TFMbZ9opd?;$a@*p&}51 zBJ_bL0HP;g0wqv_1bPhxf{g`!;36_2c5EOA>YN8MA|iIplUam>T!acrP788kd3_rU zs*Vgcg}J#^y5%78=+}PzRhV2~+(8%-9^qcN9f3VoVKgDG7~(H17i;Wo~g9(v<9f+HdPVIX1x z1R7%3P~wg?;ySXUbvz;@;+!NdBCdrEbgAG{XgTPe1XX{|{bIV8zkG5SE|O1)CHh_u<9(^hqEcMtqImI`~6Abk8oLpD*^}z~w?N zSRpGwl1Xh^%b*4|R->pD%_|tq8IGZBcmRArgTKc9@DCc|h9{KVZlDqX&K4ZPTC9;$ zI4b2*;$a_*BPNt%A%aahc8wyo<5gniJHjKdnZq^c!P+#UReFs*`W`;6U_YW|SA8Nt z&V)eDpt%jqQ=DR!NFVimi9UQxTexDMxrx4M#bxY;U!+W32$C&g!ybX8K8z$Un&dCm zLNQ>^G_)lC93Il3#xky9)a0aW*yK%e%4%H-(*Px^ncPs$m?s?N12PR$vSw@6p;HPX zR03iwfDJv?jsI9;Wo|N}R&J%Qb>&yK-Xh)&1wq$2Y2ps0B_~cDTehWJvXj>ZVVddH zJN=Un0u~(A8}ta+$P5_xxk(Wk;a|+6F503rAZAGZTS+!175d#iB-CgvUTOFb(rn&q zv7rENl4o`bXx>Hujb^OL)G5W-Y)L|D0%EMWW`edRY?dQbVnQq=z}MJj*rY%R>gI*6 zBX9PmIQ%A9HX>C9OK~1&mnCN>E+=!YlXEiPnH>yWB4k_{Pd?b0m#|`*u*qY|-4fEp zWe7%J=tW>;)*msUG+d9JDdrzB<_G}52&lzA;6p4xro~8Rd`^l_UP^ts)*7yuCyY|2 zs8p6hjsK;zBW`BRqiR#6lGCKJ1d5VG)HMjfYMm&O z;{SSa>hE~!J4qkKm{cU&XfZ3p(wrSAC7{z%BClTt5Y)N zxk7E!N-ZQnB_u!syQ*Uay=%O3ZRyQxz1k~R=BuK9Air9Tzgm;Pn$-~vL=x$Qy%>dB zp%cP3C-Sw|K(?r-4q@?BPsiLDy$x2y{@KMM-20V}H1GpCY*=7`EH-e7+HnavoNO?- zf*sXC90(i$41)F{3TUu`v0mY((IjuE)-(bQ&N}PPic)L@5CKZU0SP54odO`v7XP*$ zrRo;Y9Xe%$=IPQlt+?v0)C%wLo~wge?VjS4yIN@1GViW^ZP<#fzOLhROc2_Jm)cT} zjI?d&yvt6&ZQRNPCT1JKj$6Z;Z{FtMbQ;g}^_TVO5_O636E%Cyz@aDk`=fTugLM2%3DvSW1Rwa)~5QsK! z5dYNkLa%R*Z94*Ss}v{pewp_A&(Cvgc=b6=Dr#`He2{ z#d_!b8tybWEE{4K61#6rQn12W`-@~|YM-~}nD!XWU22>?Jobb_X_3^M40K3w6@ z7!8;rPzQG@fXc4yiZG28;5H`h2D{Xq-d49JpdTt_y0)-`E6`Um@PUAaV#$x5f`yIWSR7?qko7X3*ZA2ukDO*@4D=c;@k*PfG>(_s_&fd z7OR`swOd)#sG7lV{F?Fmp|PEr>_-76IjjYK&G9~P1IyUdD%eyj#KM;#11W%EY1A16 ztCq$c@@rwE8@^N}FmfZ$?jxV3QR*xuyA+;wYq#gS7P(g3~G>o#)b`E%~Rlu^!tqap`I2Lptuy7}XYeUm@UEB2x zM>Hff!bE$`*6I{S12%AJH1u+GJNk7!^0G*Sh>WB|FvHH}q;zCUc4SAfLclFR9*=_Kp(K)>lC^ll)6t2aU|o+9)OYj+>qb$5HW zDChNFQ#98c_74a4dHdAY0!87lcYCw9IE+JlkAp2AF%s``FDo{>Gwe`Y21ZMN&})~ z7-kvGJ4-O4AcH_H@QZQEbBj{Y8mIy)rAwjaC6i-yzovC70+~*CLdP)G#&y-s^>-Wj zT|>emAVMP)fdTY&5(mqKqW6?b(7d|Cdb@X)7mj@YME_y8qm-X*V&^wTv_oSnM2Y}- znv08&u(^+*^zIyqfh%}haq3L_6T7WqURJop<|xTP)T*ZTBdzvOyAd)ho=w%!HAsTt zP0ArVIwI@FCXDPpV1sa*(l)}l<{79b+;DR1;Y*<=AeN)3>$ubEp;ImbcK7Zl$8f4! zt<|P-B`m^`(>h%*!mTs8lOG}pfjO1?`qx-FmTS3t0|iic`M!R1C5pK(A5jwZcbd0( zo1=8JySa%BbDSIVoNwx8o1(x>Cwx)oO`AzhQ_oIIvxQ%5pv#Pgv-{4_ksD3Jp&NrV z_`^BC#!jZzO+tFnAhi|lduoR8jFD+T=eQsKZvUP3p^eApsB?NHY;qqc!jL;Cki&3Z zLqe=qLao!V9B_QcbG#{ge8_kFtuI2ZPav;1>aVMO-2{8FyZp<;e3#cZvOiEr3+xjk zgPKn}wex(>pY$-N$WK_dwr_i#H@NYP9gTj>xeG2et9zrhJG;L&D?nyG1Ot^W*gnVx zYJJAOuawas190yHD@2XSi5$Ss?rbIezzN~A!$P<3y8$QXK{I1_x%CCImcTLO3eB{6Uv9lwTr;5$@W0~8?v+KNn_x$Id zG!4PIH3UVrYrFY2I73cMfBBafH~pIU^#9W{TGZ1l)$0R3i0-6hy~o9dq`3GRt^(rf z!%d?a0|^#1c#t44 zg$oxVbBJspLxln#R84hJil_rPGu)b^7#aGO1IkR<(MSsxhrwxoQ>m6)ad*#q_l^ zCQMdXwO@1j+h|%p)CY8E(V!<25^cIqrOTT!sjl?6Pvp^}7pZOyN%f*UyLtEaoyQL( zNQ;Os8m{}dZ#m1EH+TLVdi3Xu5H%`d06})`+qrl5{vG^xJ|n`HH-8?z_9jfyw|D;@ zeth}!>DRY^AAf%R2rkq~ml41K1sqVobkd1qg8dX+ustT&V~{=r(!l4Q3N5@4!wfat z@WOYlvBnyNL=;h?5+$POB8Px^XvGv=#E6}jNScwxkWBh$C6#8{5vHSHl7^gf*6C@V zpMt^$Nsf?Oa!IJ1e9|ebr2mw%t17)(Yb|8X(MOuI)XFQZuaHq^pJ`+{ldidB;VZ9G z6zdDIQ)F318h)fX)6K>7JcW|SN|TK=(-eV(HP%#9WVX=q2oz92Q>&yi*K!LDvPAm; zPEz4iOODgsg!}ZkMf{MC)KX0?b&*1>!w$mt#%nb{2VtF+)>>`771vzT>+e4Tef`xy z1a%!YK3R$NE`jVMq>#gAoyG8-bU+-DS`tkxu_6$)-PW2Hy>+M~8EYID9h6SWk;im- zM6xEF$l0kUpoCJANhY0Q3d($+oRVKFxdQ87EW?r|mv!{P#>=q4JoA;n_QB@N!Zb+} z6E^cq?BY@6oMcOgGyh)9lTke3(=pj5qZBpcRx{KyOE0~YGDa&!MAAxdd(CCgcDTE(oU5tj%eaWJr(JsNkyc(I9NS)yH}w`&)BK0z8dSSwT_S1U%ehM*aWxEdIUbg z8z9#M4nTl`37>si!*o6jvD$-xp%$257}8szhuE{q~nDq`EVnwz}%Ex2xa&{Po|T{{_4L8i4KyTmPV@i>)PVS1@0a8$Y9|(Xt1j^6&>X}RgPG$QPcxlCl%rgR2tu_cQ;Z5k%xc?gM!l_;WRkQ4i2tyVvF|I;HYp&%l!Z4yfoN>D);$;=ND2puOWEeN)ZiR8+Qs&00I!e04m zobbm^`Qb@W-ot^=7zRUDiI5V-qD3HjM?08$OAgwygSnI{FLN}blmN3w%%lknEjL4- z$p1@(&4gw&qaw}JX{9Pxx~4VrB8*qG+g#^5 zmjEqAKmim`T?EKrlRMR}KOP~5G`P)K(kkWMipt7~oR=ZKNUBrW>p^r7ZmRL6>f;`V z)tF2}t2HTRPkh2Tp@{H?^&0CArxGQzqOL1z9pdcTQrNjJ5it7L2VOO%n7v9Oo&STGO&m z4M7&N8kVC5RT(0qSQ{<@TgzJ~KN-s9ab#|(97) z!B~X(F^wzk^)>0dm_45tSmXUp8V4h>i3`Qp?scjU31zYPYMh*)70qY|?f+Ey(uY1o zu#d+)PT%@|JY*shIXd1BvK)lG2qcq@xU5aLmf78I*iO01xxMm9-OZh371y{7(6_$r zOy(`2d2<2h96mPZNrMwS9|kYD!Wo`$fo~4rsR%g14Q?U1J#Zq4ROycyh4zU zG<@HSOG=;oT$hH)N-`aj%AJG1MFI-D!ip3piLTW9s)|xlO(iR}8k^rFm|JG|F}tjS z9Q?q>6%!-IDfXf1nE|6~yoebPcZ?FmE_Tam+y^sC)}PEKpK}=MhoTk24`LUZ9RBbJ zq7}lAO4Byn>Hf#kiW~2F$2%d;jkPB4@9*^%{NM@5t9T#Yw)ECAP5-^z<$b3h1z`BD zoYSn2e6#}}={Wf2InS)lZ~krV2qoqiW)J0R4@XP_({=>FBBv-y2uOO*C-&h;KL1CUbg1~C=nSm`SxPy&cR}g?o8@L8m{Pzt}mVX05e#|XKZFOKnxl9K_6Hl>$a|D5TV)3 z=X{7pd`#tzypB5D?+tTo?%)pF_K)uHpvVZ&4+GE%O5hLo4#_a-Y8J465YYh_kr9an z0wXZqCJ?1)iU5vF&n#gd0FDDS4+J~W6FcyyD&!p`=)44?g05kym`WAfK?PIL1z`^c zrOMK5&m$m*BWyAEUZ`ER#M3V48ipeHY;FjNun4c>=a^4mn$WGDFfaUqVEBO?^y*>` zV=?4J8vLOhFrj#|ur;<2Ql6(~u&4V3BOg{_`_PD>vj3<2=Ex7yr`paZ?Q(36^oalb z;8KtV53&vJ;_p=c0Dklk4+ilM+u#8LKp?%X4GJ-96mfqTvJoE=B3tDVA+fgN!6HqH z9I_0y9M1s8jPf)w;5hLUN0KB7O$6(Ps}K+Fm|<2K+(vewY-AgYh*uvC77IeNnn>d_wgkyP-2v-Yq5qysPYun+?B zAOWxq3?KjmF)#yA6dpip95R0xGa?@oGV5a^DgV+PEHWN2QX?x#ruK~i#*7g%(efUS z96m7NHt*pUt|UP*6f49UGH&A<0_0e7gIrPtVe*z_GM6qbC1?>BW1=@_0>5aYBRCD_ z_-h@`!6s@>D3gLH%c>ZuNh($?V3P7Hn2}8q<0<_i8l^H$dgl}-!5{J=D|xL@v@o9@ z#WjjXERAOsw!{px2Q6_!RMsvo%l`m6huQbLT8!+C^$t;2Y1kz zGUxLCOF5U5_=wUd`$ampA}Ou&n`Z4A$-(G)2P?r-AI^z9wXQ2cBaP5UWi-S4b^;sV zGd?{7F4wOeAqwvJ@W<>g?b5EH?6CgO?o@^>9}l$c{&GRZtqlnBK?6WSg{%zJpbR1v zQYTeXC$$YaK{2yNYWSy9HxyJu6+9-BA}!M$>Y*J0&;Jv9W~|z>#}gWXuw=m#;#0ETa6i}YA9u_j@jy>Y z3orH65A@Y8?=n!)?%Vtj4)F3o6EsmLm0=qcI}89qEj7p_HpsZ33(DYP8~QZx-#6!ShYR%w+3ZI$yDC|5HCNNF=zBW+lTwOCzZCVWnN?!L~G8dB?)4(jWApTSW%3Mqv`dl^f2m#LQJQAc1?- zbjHxH+HS^OGqDj^Y@oJnFQcPS@ik8gbU^P?U+*?xN##KO^&k=UZVN#{^NwK$mv9NU z4JII_l&b^^HvkuPQMrH%4F7jyvF2m*r*cCUb2F4zM3i$o7erGvGp~kK`R!F<)!{_a zWnuP3Wi|v?^G8{)HlYewbJpZ`wwEf+(jo_FcSLBnikNsX6Oj}6nj~7Slxfc*E1Y&Z zu{CP1b59zqTg4AELTn$p7HkXUX9&TvQUlu3&+I;>UF#(LeC8d|&uH?{FZr-;pJUui z#b5E3K*>!G{_<`|MIih2Zt*}t3zvWUmtni04HO`{Tq*zvmkZjU1Ry|xA)o|=00|%$ zau+oMv}U8W=5jL^gCUYv2FG(d*hB3BbWIdLW-2^Z~!s1$~Qz@HQFWBkU zpce}ji#^E#8_w{0eFjv-=h>jm9`96B8o@o|)i{dg9ryKA0@N?b%@5l+fAJu1^X_2t z*AE2pj`Md89X~fJ`Ui}Fm_w~my5KQcQ+@6HaNMeCo@NLg5tlDRVb6$IhUC# znpsPqIhv<1OnZl#qi!n;C7$$wi-~QU{pp}YrBCe`gzRk<$FbT?-MOS7a^S4J;H z6=i89T{;wPIfsX|rsXSlg%~(tV$*i87m+h4lUVqOx+r@Ntu5fCL#z8#XZiqsh@%k%LmC=^tkXH}2Gu_QGEdW*0P#_OnPU*; z4-f9TttnOS26qkSfWP}2uk+e}+hCx%17a7q47lJ24%<5(x{?#yJs7*OAKS4fTe2_P zvMD^WB^1w#8r^QLwAHzR=Lt33{HFCW}Ne49F}KvLrn5QW>(i-H`QzNmV8{7 zfqcG-b;#ERNv;7W@}XIaIXMF?hl-cDjqmu5yUCyS$%Br$r+k{LHma{2>BKc0yZ@Y< z)A*pmT+HE4yvfka*>cD5u+H_)KKb~ay^V3<8PD6?VEH@G_k2?K`_BQr&?gnq3*F!k z-qC-6J5ZPa0>IJFKruZU0TKXh7(AjOJkvFO(>YxiFq{uEJ=6?o{?WT*Z3?*r_L`8gL!v)^v73PLCI1}5IlkjP z9ppRQJQC1;maOD6|J~}qMs@ztR$YX9OQw*kBU#+VJu&7xkf|!9wKIeTao%Qc`Ntc_ z9_nEvVAAJh@%C`?*fp)UgUzduX_)2pq_S51&Dz2E_@atD(b&26Y+a)1)FnCL=Ox9D$&t$B!UGiX0hI z7s-<-Q>q*}g3rpAFk{M`NwcQSn>cgo+{yFhg*x}_2^~tbs8OQ#$p6KefU^Jt15neX z(U-4kReV^pYQ=ihs@Jbpw`RR}uU$K_Xt$DGyVfjOwfC^HolCc_-JnN}qC@wtuiw9b z_X-|NxUk{Fhz*BZEO@bFZjd8Oo=h3?w9AvHLB=Mn^SN{ULi5|FkDN4Y*dkxP>}<7b z*3MeTo=v;9?c24J>E6w|x9{J+jR_x4T)42~$dfByp8S>b=g^}|pYHtBsO#9XYu`S~ zllSl6C;8Lo9h3R<=qpu%gsGAzO49sEgG9f+{rZdY=SRf9zyCsb$RS`J1QsZufOsI1 zUnA1!!%BXIMEFM`6Gn)K8W?7%;f7_X0mmF5&H)D;7?xq;iT@~~xZ#Q!3aDX)H|8khkVF#6#X=ViG{Old#8CuCEVaK->v+^xnir|YiN_3Ep1+y$E*c*KG?i8}ho;t6`pwx`~+p5!9mebmyY-+umO zi%21P99STM2g;EL9uY2L$f&FovWSF#v|AyGEXMm`i2ozrxMPg*X4s(`a_D<6jC0ty zh8q9kNaPrEu%WQR1{dkDkX-!G=12+)doN_v_u!ouap}d|y{= zdFFXH$vVj{%Pb_%Ca#_*tBhwKw%SH6`MTYD3vRe_kh@4D*o+M!h3>Xn2)y~e=pl&p z4t(#BC+6GXzWx?0qre#IxMPuHEWGd-4?i3Q7yn#5FtJE&5}<$rBo%`%eDhI4 zFa7k?S8u&XKe6oc_V&Qclu89aWdIm92Mx_I=>PJIHD?9w{#98Kou|=S#Z`ZyNgvHL z(@v8$)YJfsRMiGZK&)x)fSE!KXF@fqQtjg$rb!K_(#D!r#YSyx%OGvw#=+g-s%{{p z8{Y1ww-WX(Sbrndd6qS}!l8#fh*R8p)YCY9tjAi{T7={zSBU;lE?k!j7aYpfh+ODn z6YBz`sK@GlYHyiArEN>OUTJmay z(kY=Xt#d-{q!4h;!bA&|bsqaD&X|oL+$nIV!yRgiiApS2A%GYzejUgUh42G|_K_|M zQ3wyhs6y$O$DmZQP-^-fN(yj-L^3iT*7(ICH+slnSc8#Txzi*gNhte`bdnEU z+9ide$pCh8QlN|}WfTZ1QIRS%5C4qd*;KhISGr18&XDCSag{4u8WlOXoDMI0iNe1H zvstSk95FFLt!GgynffqB4xRZ-CN2@0)O3-C;6ScItb#O@08lu?86h~l6N>0erx(BY zR&xG}NNX6wJm*@^FzyZu{tRqjp}++cAWtW5gkxgsc+iD9_OXy1Swp**(zWy{W+-6* z3y{IS_u(TJ9OWozf$>QA;VCSXwCqV&d#K9laivFTDF9#UNtwpiEJi?v>Y z=h)cDI{3j5-pOQL`<95RM6=ew#yi@#r*@3?kiH19D}dn(WFW(&jw~%|C)o~Uuy(bs zh3zF}>r&d<_JB0?Oan!8s?+ckgJ}zH+lV_{uBMmLz#C1$k{$4nh+ zcOTQx4_EsG&F_j%LJ{%z__7i`iDvoI7Y?r&8LN&EB!t8>s$zgRTH zLNsD*YsSMIz&USu&ml%%)T_SfjAz^34o7_LE5G;a&)fkRz<}if6aveIGnC)~5XYGE zb|MfsR-CbKq_oC2&hds)xWbq{i2+!!7r&$lesOU%FkDe$&YId$oqq8>K>g}ii>0!( zzGOXiE|hw_9M_Pl?XD}swawu6Yc~x|k5RMJW2-9J8C-U6j7&>s+YQ=xn>Ke=2p(%6 zjy^P$swcYbZT~GVXcANzH_#~Lzeois9qea9|!By(K_F}PX1zoJ=y>VAF|bU zuY&jOZ6?>;S=1po_<<0egAEa~cY9}e4+D66rcVP#czAY3QGj@gmv{#UU|JA70U&u% zKv*SU0RIF~0GX$Gk9Iv3VMmN6dM0>+c0_uYW??CTdW7K@e4$B@VPe7H3a+4gCq)*Z z6>6jvYn9}CN8uO4HyA=#7f=&)wDnTTr!@-{DoHmQrerqO2VB?}E84ex+&3KFw_M-{ zEaDd|<@aQX6GJq#UDLpA)N(EUu{n1~3H&jC|51NR6gv60R&M1)D&l{gFdCcS2Lu=* zYtV1_rEd@zf&0XO>$Fb|V~7K$1zSJ{Td)Ncr~m?RfrRw~YQ!Z40Y@U^c_{dapa@4Q z=vt=Nf~f~|GiYKWW`j0p4Jd{uY~gC623k32NwfwSe^GM7H+-%44&B3haX}YRlY~k* zbpO7l8Je*`qeM!jp+LShg-<7BzY!Z(=r&Zhh04)|xg>2%#bn;$H-;02=OIJf_AIMl zhGkcU`j zl9^AHX+}yw1(67mT;LHFgJ@pTkp2eXO}5hN+6jPx|v$g1^+_e5f!5` zU(#SGGXfwAJ)M`DCVHYgv6?B>nkT^zWsZ&w;W7+vi+i5FVcx287o?P0cTX_neAPI^v zres>CW;&*Qkfv(7rfk}#X}So%be7GMmfc35l^~ZplpmcV4Qy8-Ugj?UNpF8Bkp2cw z>SRuBAPQ|b2X4@)3$vJgRwM|i1(X_@1EvI+nyD2!p_hrN{iLb>q^X#ynUdHAKR_}g zdNQe+G9`+luKKDnp`s7Pq9l<9hj2BAff}^AqpDz|s?e)239POllmAR}lQsHKKsbD= zHW>BbDBNJ1_VX4+>OYr)d`ilsnxc$JS4t6tN@&v>$X2DXbfv&?9Jj(7S*aXeDhs5b z36k)x@G7S7dZzSBrfFKQW$LE-%BG9p9_3L9R28rQE1zUnc5R77&19cUBp!VFrxOBR zfhwqjN`L@|Z;iPIZNLhq5+aWJSCW|{52}z+AgUyrshoO{n_99etEr@#p{F`Bt6DNK zdoryGt2TSHBSCtX1W_SJ5(Y2`hB2ci=90l0tiO7+zsib7>k6vC4*O%HH%J%BnisZ~ zi;qGn+#sy1n44^YoNEC!O6r_SsX#}U4|j)CrEwb9360`vh5zIl9K!HH>8h2oAPlGA zuJM|;dJC_Kg9+fFH|zjhhM2OjtFlo5k*12OpEo@- zYce&9v%rh9I=i!7dy*p83W5bKPyH=gMca1s+g=ctU&<1osDwJTlY=8y_*SeC4!kGlKtMBj@cCo$$)V^n9bWC}+N=Ix`2$isLzi#`s z#no&`mMgL_3IQCinlQlMXux9WT$muZ#o~49ksf4Nj$oHV6pXFq zAO(+?#3QrB&121@DJ4<7&9FMWdqkAROA`2C4Yj$wMys@6+^b?743dGy*YFvoktjQA zqsY)b$r^k;7rs|(DSLqo!SK(t+0J`>7f{0u$)|ip7oE??Th)2UY^%tN%*e@LWXT{5 z6|F1BRUD)+$?pmt=~<8a6AO+$Fj=LV~Xl2{=%FfhwSS1VI z1gH_K%K)i6j(V7GKwqP)W^Djy6G#R+tazF#vd$d46x!5KJ;X#T&4ooWPnkG&U)PzvVW1UgI4-L_?@wQp2g%~Y2#?Y?tTFH8=3EiPLTnQcO*^OHFOJ2tw zCVkQ;Z7ulWZ85DMe&7dqkOyth290pa>T)fv49oRbAy*b}WyNNE$15Wh8i5 z&<35*hW}N}m>F2MyTehvsX^S_QGEo`tpw721X9oi!DH1Ss9?KWJzL$?;EjS`{k`p= z6q!a6+S|ovZN6lT3_120PZ)hyEDZx~7iO&r^$dh@oY%8ea>R#9Sxgyw0oeaz(1JY~ z$|#+rkq`6jt=Os9R!Xjo?bt;%9RIRV$rw)AlkGRBFrMVO*__=sgFDjKW=v{Hb{(uO z>!L&1Lq)*@ln=)ANy`Ku-- z4cFi` z?aJ)!WWVj0O7>`3EvJ?LCB*~8t)K$2A(w$UlbD$O0VH5 zIfnU~KWxQ@$kC|Cm@d&%cdo*r^0^Y(EwAC4AnK&>l{2q5qfTwVR0$kC{Pv`!_-~|15M+jA~%UJ*0M?HZ_t=z+{ zvHLIvkO+y9NCjh`scG-+P+kA{pY6aC03Qe@ZcnoS!34oTf&~p8M3_+F!i2gQK7<%i z;zWuSEndW!QUBvcjvYN7yiljzJCY?$o|rA+<$eaaLa*so~A{Y4y@TU4psup#v+mu^0CNc%2koLRF| zXPrHN1|3>-vSgw?lSZ9d^=j6tg}pWwTlVbOq%_^etx3}DQKLw`dPV9KDdMDjdqSSv z(``x3oi|q$UHWwD)vXi4PN>gz?%lnA2hZKl_(h8ll}Ddmy?I3K-M23kUw(W=hW6t7*fKM%3U>4LIgQFup(jz@tGwL?Mcj1}DU04ht{D5JNULs5R5l1N6kc$!; zrJ$l?BY#X1R~FJq0m?LpOPD2^a^{Ozzu;vFkp4?Ap}q zPR~AvpMCIA3bUpd^UE!CB8?Q)sRLV;8>Ft`Q_uT0m740zc>Qb|#&un#6UisXt^bqT zCYPKP%U9_PHDgHo{PSc)XD!*-gjqJXXIK9fw`!}M?zwGe=hj=>yAAida(Cyw_i@u5 zPd<0u3wXXpV$nyMdKsJ$Uw!$7-avSppQ8{$u;FKug}0x>Vecc3n8qzo{5T3OSm9?K zEjI2r3YOpJQ3wzMpa2T^@5djACVzN2XPkXDNX-DqkpB(PfCofi0uKl@p`}D@MRUo~ zViJpC@I)Gs(Gx#3RX0^BE>KLNN>z}dwK(BK6{5h&DpnDUQavhcVsncetp9rl3K-cI!wsI01&&c63L?W_l8o>J0tA45vBagyda%F#*{pyD6rchN!iNzE)0oFZW->p*z@fp= znGZA?oMOR~re&}$h?5#-oKeMXdJu1eB2+NuRKl8wLWRKyhG(qiD6&11P4A!~KC0rt zNfj-M8C=^tQbok1kOL_E$j4gx#>BuBv6^%-icqQw#8 zDufY6Ss+U`$#_k1+NioU8eFp!phF604TCoTQ#_VacU3D7So61s#a_ zR8sil*nqNSiLiZ4WQZ~pK5_6?-F#@Ec$KSQSafotFfQi6nEz3Z%A%tljm_vrx6v`8 z6s4UIsq0$0U2DPAyD^>V9rb8aKH_v-Iz_K}DFoE`7-Ajz@PvMjnlPrSp$zxM?|qvp zJ?h2FA6Mm`Ry!2RuNL^LHcFWipwI}ptw9T|+)*s=I@bx0Rj&%DB?XQ!*Saog!WFjb zhlPLw1MIb!!t^Tw0b5uWx7fuzJJVE&=MB6EQKv(Bgs440V~N&CLj2aCs>AP(4QENGT2~8INF((R=p~2vbx7n7Wy}; z0hcokovdamnp`^9S-Hy<<8z@ax-~jCyJjpSwYa<8@Be-`yyE2!?zltVo2J*%kM`Gu z{NPBR{aNopgBxv4xR9aJ~}DjPjc1324>|Jw4fs(DHxT- z=mN)-sGC!q*q zk0(OWvEx3+HLQUQWO&0FGOQFnj$#cc{=2tqHn#_h>qX?++2eM0<8t*po9Q0QHyYA6$N7BQn`%xU)&J9=7In}qlrU7Q+CmOYzl&mOurnkF42uHG&XMV34;`;MWrVdfLA(KWN*m2?9Z}GT*Lk zy4T(A72&qG-3e}pa1i6>Mt9&rV~k*kQF19=1(L-APkc~WDEerJD`GMETHr8*Xw%2P z<%Xv#2Yld#f}+!gLK$f=-1Nu@hA&iM4SlS`AH01U>3us;B`v zPp%nl14ccYTo}#`4(nRya^}Ar=ChNzOle+o-{IW)*O#;(CXwp-Vs#Fm4tg1|Fn;{1 z;X<8w?;^U#Y7TJ~L{2X-)a5S)9IaIp>HnKU6n34Yv~RfCI1sxMBZvYZ00Rhsv(qKD zQ$V#70%6k`CV)EyvNi>Rz`L`+3&cRfs)KIRy9a8A8e0h4lPtj_!PqD~Uzr>gBC^up z2DkAy!?}i7xCVoHJQ{jIe8RG-_`HE@Jjr-HK2bQ+LnjqNq1+n=p?E!uiyDIBF>hLh z-h)EllN>1ozA6l~k$M&}Qa!=vz^zVf=hGt{X`A`t#)141x_|1zqi z!YVeH12_0I`?|03)5ATyuQfQe_mYM6V?Qh!PJEjWEz*mID7t6a2gdx6r z2odBa63ikKRJq$A1&t~V)o=!E$cKNciz{<1xluS(xP}|+JgeBj&%+1KBL{_BIMh?2 zazY`T5CvC28;Ro~g<`^6u@&EgLMueaDzq+N+(Pa0LgoX*Iub)g3zssiJ~YI~=TXD| zkOLR7s#0qZ@4FB?{4}83!-LerGU$X_*auly16FfCuYx}**qB6A#9fnuC4quT$esub z#ZvsRSt^E290&sFL{AKWW2>-T0?C&AIvh{|lFXSaF{TMjAXkjVoYcu=nnhY9nhy-O z5cDQp6gw3q!oTGSzzInus>9faj$wxHY$LMK;HZT}M zSSmOWNI~3?f)qc5L`W`R$W4F)h%Cg3w8+bpf?d;0AW#x0@P~DvgeL$Jmz*#mcmQ1> z$&)-u12ns30|L^7%^t`BBTxaJ38n;^J7mJio#f5l9H5@`NzwvJh^QjrBFfM}jnFWu zFya7rK#0GhUqmC;K$g@99c;j|fD+@+?95333j5)a*Mv2+D%9<18}L z@C*|yJTgMO6;zGrDxJ}BhN;*=Ak)3FG*7Pq&%*dTbjZDI40PZR1rWLVGj6cuxG zOLLr0`Ml3O9jW|mx&6#by(B{by+;AXxdJ87HaG;U;sX6DgMu8y#T#yO&}mW(qlzdEy=q$W!7eOR%f+EhR8)I)s^G~oukAk(n+H< z5|(M$L2)wAv&=m*1Hw{zsj6!E1GjEE*_`Fkf)YE!3BR(B8KmF4~3)J4( zBXhAwLbX0aRm1xt%nNM;QFGL!)2auB(1)$mN=1=M<$^OH3NF9`hHbx2_0&(DzfcWT zCE!fE>JcGGA4(vSmb}#*7&~Gm2-fTY9VJa(rCA(ZRa??k9F18V6@nrtu>^QkUos|_ zJs@LE)}uw*j0pb;Y1pTx^@}(aqQ?NiCZ#=UWgKImE{x)w&e_(km9BU*SFjML-doc* zEz__VIBXc(vW-G^g~DJ+i*T@&C*-|zoL9ND*Sy6~d}S$poenYVS3zYofh|;m-ADXt z1Ao{DLcl{&i_|sPRPTA%$(>Y*O%X2O0=Z~|6Bz?HD8%=(Opjf}%mmp`J%W)H#U3yM zj$8-(;eoHKS(?oO(?kHGMF0Y*r5uP^1&rO^?bRX>fDGGJ9pzaEM1Y{38DZra+Z`aI zP1@&$-iKJ)XQkfi4F{=Z(uA?0v_O*ki%r)!+b~&DaZ(3 z1AZi2!ZqB$%r7KabA2#CNZ9q*F03zO18~{K~bkUvB1y)3$6u^>W za^C3G;w{!dP;uHX#$Jfn-qz?GtQ{j2T1uuIU(-RO=ajB+2n%(KR~4j>`UAU_EsXcPwD%E41v04%vR zGGPCa@uT1h9@q?rbjXzuDmAdGAeGW%{(BWzB)e{&talT#p$hyvoO!0_dQKK(ITph6 z-c^tVe*Wjy;X+LahJhvvgWkP97AfHHY~YY+S#X>&5{`tHXo>EP)IJ5(K5f)Cj!{4k z>r#%{R*v1kXua)dcr>(1t{1B61Zmg@N;v69Wdk(WP^f-srk3fPW^U-&Y5Zyt3zdeS z4r<4ISP&uMqSkILs8popNNFgar`F|No@%PD>R`U=9nETWU6%GBuItOZ|f<<^h# z95yz-4Sx-ko9vbALfs(XjoyvR#_V9&W9(ubl>6+}?v2xqXo-G>)^_pKw(%RcaZl(C z+Exxs@bMo9@*oHDN@!%;9&x(N?Jv|8;9;+Tgabn0%1tPQIVA3_;#ghYg091nZa5Z-tIHETsp9-kGYZ163jN-C|gWMv&%Z76Jtz z$-FMM01yKE?p+$d?}G4AV!|*eCWyH%6XxZa1E2H+xAbIPa0X9j2haarggDM%EbLzi z-z-gR#a?XKI60J~?9`E?5sxFw9%vNby}A{J6_PiW7^@ll|0)ZX=9M-Cq!1xy%r zAvgA84{}I=1Rq!SWk(JoPx6l5mhxb71nIP)!w^5X9)8#)PI}Z01>NzcNElucnEv1{ z&@bl>x`O@kP$Rz$R@^)!^Mj0OEI9Lf*Y5U-f;0Hc1iKL`i0WO2bJCq^IyZPC-~kj> zW*abqK?n*y_iAn?h$&u(SY=K3Hgp>3RTKc$MWj`liQ( zW{3Jpkoro%gi28MX!pWwsrKTTFH>6>ZP%outMUN@cMcWzM3g#}QG)S9cS&mZx8G?! z#N1-|uX&ecikVn@FKStHX)5UZzIP?_`AjIFwW(|KRT6kOk8?Rc_=D$xJGa>!m;`lL zhZ@y*Ufp3Fbz&QsU9~2Nx<-Il#a$vkYZ@^9)93uo|L=j2^qFb>U>$jrmwn#6fHMFh zmH!jKUI<;p+AKtD&|%}~!uexymQ`QJ0{(et=meD`4&*EPqwn>kmwwphai_QbA8&T6 zhx+Z`erU(~mZ}c*fEVWJdY|K-C&z~W8ha~mVW>|0(Ut$YkuCSNhkNl`_xoyl=sw7b z6^ce6bG!$LC;|r##G>UO!h}?)U|C2d3YTK*+9;{0|1=-R6iMYW(xH#4Zv8s;?A1MS@9v#D zrtsp&lP@nG68cK&*RMzKK0W*Q^3y{SZvVa_MT_?DFXaC}fdBo02Z03|Sl}E9D!3qn za5UnNG;^>qA%zuMNFf;+YPcbXTX^^(h#_(m5=bSLs00ug_0Yo+E4s*HMp2Y8BaJj- zQ3e({>X;)Jolw#U7dYa$qmEo0vX3-e5UC?UO*;7`6GB6jCC=KXU%CPQQOF+_#(v=AECsJGwNs~kz8=G&pFso;>VI3N3;(iCFl4g%TZJ$ zkP-q}S!IeRrlVFiK_5ZeUJlD51R zrEMgP3#LvOm$|60g)V#{3{U^Hx4!j_8`wBQ;LtKS!o@~$i(7?ddIdSyNUn&*($#1( zm$}U`Q4-uC#kE2wMbc&Kbf-(5>R6{m_f+C_iR3MBU}(6b^PZO>=_!nQ4dY))T9myN$;3q%86OvFfg~kG0g=)u280B%qx7|G zeU^+_6x>G=C>(+x(tyGe?03J6Ea4-7B#Hl089)IVfdUlBK~)A=6GQN09fitDqlEB- z6Bqz2BP7cKz@mUb5m19&tBDFC70kAn@Py55VG~mLLZrm7n%2A~HdS>7R?(1eHpJnq zf(V-0+$M3I5h7|kcAJGc$?nnrit#tjVGWe#VJy;I@GbEx3CB zsmcJ}zz9ZoKmbA@6I{+x9g~11GJjBvK}ax!N_i$&0Hu^+Vy#Y#>RJRPWt0gP-~h`+ zz%tQ_H@%Y3YBBU{HUlfz!M<>Y-E`GAb9ffSDGoP`OHHpF2U#P+^K$ZJ7H{kcoZOJY zI{W;rbNUI;Z3+K$pajK)dk%_F*D182WSl4(C+eSys_~)+$|!@FH=#DHV;>)7o=Epd z(h>P_Oi?w{N|wN;HZeCQJy60L)&K=Ah@u#tv}yXdFbQe20SZ5D(olzbF-w*N3TIfy zI*^*wQKmE_#ub`W|3_6L2q6H23PILrqBWsdcM>m%U<&-c&(U@(b*E+BY7u%y*D~3mVU%qee>Yp;+18D?-Is26 zt4K7=acfU)J@Cx-yS3uo)LAtiktB3*Wu+*!5Im}~DmR7skZ#SI40mPsV z0sG?-f>MewCY#P)<%)9dY^UXtc;k6Ci?dLSVsfYzb!C56I?;jlXr&DvYKO<#<*FTe zvYqX2%XVHzP+uZ1;gu2%)+;$iDsbnt6pp5{NdGq8>R<&yVF!@vVrSIRC zRI1O2`UEIUf*+I^CBl2a)FYUL2t*sS!ygXuh=YJn3V4d9-6|AA_@f9$;eq zJGt9lAu_bV5J-x<+|eENl+t^_8^aNSRn1$X_{5>5h(%PA;XR5T$7{1dyRf#R66Z#MuB2j8_C+A_Z0;&%nqLFdl?h-u*C@i+CVQ z71D~Jga}F%37X*M%>W9T6#`%y1T5GKbQ%JbjTrdD43--Q8W8F`}9f!Als*TUmuM(ZCGg07&ixCt@N=u8$@v6%_x>lr*pxQ>7Fk zNku6FfkkE>E1IAX$ki<>MKKD&f9c6m z91&6@RaWKQSYtM3C9EMI&pm=ygrjN*i{wxav7Dpk3|o#ti#|mi<%nNAl3)4NV|J7l zCTtx(zM($uV;TA5Yr&tq4CETAT_5TnaB&Dj_EsTwNJRP(MUsg{Hk`xVKm%=L2X&+Y zZHcDz0KpZXON@L0T0BragcPJQx8; z7y{%XCy3Bgwq7jaWKoP9EWSlF*3EJ56*T^)RW_${mI_v8B{u(>m|Z2n0+@n7I6)N_ z#X54nOkclWCh@&L3b3=3o+L zNF7WYw81{)%prn^m^G$jKIYLxW@S$1qAVCy;J`;>1r2aw;u#)ia;9fej1bTiCywT6 zwj|%h1Z&DyWWHvieIyR309f2rEZSF5=%x(#LvNPFGvZBhIwN!D&4rOrjy@-l2I*f! zr*tYItbo%kTIY-&!geBn(aBhBOpY)p-FSXsZdeB?D2FUOscf8Qdh!!Jwx@O6BYYN= ze8%CDMU;K!=h;!&9`a#-`se=X(HOLWbx}fr5*K44C@TLc=t__vqTxUXRc6Uirk!Lc zqGo9134wKW0gHqvq`KsYuF0SBz=9SUibC8Bd}I!==vfR?aUwu~4VYQecGq(u&I8&X}-j%oX#nob^$B!!zL8yf%0i8Dkz`^5J(nk z$yLRIt%!^x8By;g{!#gk%x={xteR3B_dQcrk_?SpdK2;2`ap9 z8ll<=4zLKl-YcT!tBVLhCs6_p`0Hr`ESgcp4A{U71Q29u-fJrC!sfsU?8U>9#l@mZ z#*)h3no8a(C&vb^;Fg8QUf~rw!^lp6buNGm_`ul^Kvb%1u2fb%W!Cm}PIW9Rv!3V7 z(rjqWqnJ{w&c+ANLX@_0tMAa?(285p8ZCx=*@uw9(w=J{xmy9Al;uS&p-rs`TJ6>T z?$h|0*D5O5_JB<|UJkfOOTNU}j_6g)z@h)W1i?ZaqGhVwF04=L1?tJb>gCPfo@%R# zTKKk5-wv+%Qe)v7?hqkvu3EqWR0=GrRnb+BS%P60(v!=64zpHH=X!3nh?ZP>hdt&j zKB@;Mut$67rM9}3U(%L-66BkhzUZh;m&h&0sh04gFys>HfJ<|;++!J??| z0xyG!fC@hi_7HE^ZesDih!G5eC(TJ}G8OYO)eVFsNKQr9bY$BaTJ<9A^(t&lJiuPa zAPoYc#f~qAIq}^v<*J@96$ftmsxRb>to!QbaHcfHDUji8`0x0MDQTf! z`jsgHzp(-@utc$`0}HKf8Dt$LBw_zrFd4+|hiC!vY_RP5|)K-QwL z3a_x%Z0%=$NeoxAO2xzs*OCpVCMA|I5Bmg17AjRxts*aS5pQZu1i)SZ%Oi9M^78j)F3}?Ash0EA}lK^ED5-k2srX1uP`ZEOlMlM zJ<9}rCD10%#7>APP+SG@(f|n{vMHZ(DzCCGwldz#GN~}MsW@~K-?BslX)f!sY4Gw~ zmBq3Un_8M@mwun-D)TZsbCLhO=jc{50w-BNV)M2(u-VN^MRhZ{x-K8j-NKCXI_PN! z^Qj>l>7W+ZM~;FvJulm4FZXNk1ulC*o8bhUC( z7oDl?m=PU5)RVdNw{i0x;vXC2v47Sy^zacE(2-69O)2qoPa9gI!7WgCbvwT^3>>v+ zi+~HD00gLj5E#Ln0IXBz>%6^*KTvgZeXM2|#ZvcC}ZpfNy_wGVR5T)+ky0 z=&2ZYs+{$xIAt}hbzA>GcZj_;Tn|pJDwbJbmX7fTZe%VpFLSkw!vFGhU(;o^QgdLl z%e9IT?Wk!si;*_Bsp>{>e;%YBD`YrJj}(9i7ogW1RJJK0CYxUh%#@A5f>N@x*N z#S7$s3v^nj8ak;$EEJ!r3Ozcin7b^e^`x(RHl?rh=`yBUcUf2|w1D@P>NTh{2X=(1 zGyAn0!!hY588#bsOQ)`s38bsP`nY{FIImltA|goOIwj=KWfSrT3;2Lz>aPd8-2V2k z6MH{4J_ zqgD0FuY8B9!vk5S+S0s0mmJ6o0R=pOP^dss>%0q4fP)Lb$oGX3^P;+!%8if8(sRn` zi^_~UJ?qB})KC4?8{KMHy}XkJ8E-xR=DW2tGhefDdGqXitomUiHed!1+qb=(l7YeS z@x%Z7w?}kACrQH-)O`q#pvM1tQ15-m3%bXrIR||I2Q+wbwmH_k`2r?>z%D+6AqvL} z^iUJEQFDL@j5rAhfiN<`4;14A1bqNR%Fq1;K#1`t20=lC2AME9xR7B(hYukdcY5@V?>P|L54h-P-IDyCsC$Uxsqi|moFVc_+m_0O`A7y=CoP>Nzkvt8F`RgD<2Pm`SH7G% z^A*pbKPN##1c&Mztc%c&ox=wg4-gbMC>{X;0s$ro$pM2#dm1+0+mJt>etrA*-O~_K zOx+V0|JlpWz2*pQ6`#n$}vZtd;+SXq?`iMsUeAs%E+vcOmdX3nCz;o zC!q}MEwo zq*x+P+xXk23*wOwEBMYqL!_5&mq>g-?6J&UNtQv(G;%7F5td3oVp~Ly4=E zKu42vG`a>~h}7inTu?!PW`79a(^vs)&(!&5MV03ET0P`dm}~af)<^$w{eePW3)m3Y zlw|N{ScjsW*2QX_y|$pJr8cPPs#bqR7DsNu?&;f#$Su1_sm@Kis&v0%*KM)j zb+^iR;iA{>x%8?xUoZFN*Wbkg4tx%R)ijvRghwllG=>?kQ<`<)*i&NJDz3b@L4O<0 zP>zlBSmYHN1-ilOPX3_M2neVsApruQKnR#cE%j8KVV5;j0EIY&pGnq>bylB0z7?ZEkebA-smA(huCdQv`|TU@8tm_lL1yfT%r3uNwb7r7ZLmCf z+x@oOr5i0oAi3LqE%(;9Z^QluT=0MiS2)9I262gF+yPPJFlqnrBXX0wjpZO1D9jOR zV>iIT1#tkpMS*MvpA+8jNQWKMd1ny1FyRSNm_id4qZsLVLG5gJI~dMT2!l{ZF(7hdP*O5a%W9dQL-@)S7Tb>-CCzUG(A? zrRKfwaVvb|gNXT@VkD)cPi^aKpZnnWF8R&zetXFq-tw2PzV+{K{|j6IEi*tj6;Lz? zTo`S-V2E7sgA$X2pyei5K@4J0Kr^%?31|hn4nAj-((xe(ML5FK3E*fADVBu-@PH6l zl9jBip*qy@y4vj!I-y(6C#Um*7yO`zL`(=DfEi3-4wL_w#Vn>jvQbPGE|Zzfbmj?- zNlaZtlbX~l;x)0EO>Hs(nA^-|6TulyaW3&`S(_pl(V0$l!sJF{Bx8@jg+`{Zk&SMA zBOKrMF8IyyN{d)T9k-N6zU`5Z{`2Ew068#04w8_DM2&4E7n?3jq8R+x#Kay6D9lX~ z2RZPlM}-hlk&aZPF3913UZ|b_ENDT~0o?~l0MlGi=Qs=~G^bFN)o=Uwrd*LJ#7M`Hi;5&7h)6tvM3UG~K1`}DcbIW7V% z{&ehP0g4EL;%k5WD=1N+k2PV}W6zKGLJT(Y~emYd?{->zw@COuF z*`TIAwYXBfRD`tnlB{~DA=9JQIhj?(YLzoZV_jlc$C_99&KIwH<*QEo8qdHQWw31<{`tFX|fX0%Iy!X)^?4{4wl zwHZCa5sZ*xj)F7M&ld+=$2wgP+2ia+PDe~MNL%^idZRIYDaotvGce^7iZU>|q0AE3`AXToi zOFHxr_9hFx$w~nit2Sq;)tSD1_Om+ed*5!slWa{fk{XW^75^fMZ2@N2fC*gS#v=H@ zk>!gX9bDPV8q|*!4&;SBli>{?(t#hg?uZ{~VjdU)2Prl}NL4_A2s|JFG`2O34UlUa zSE#uoAtLfJbe;$NSjaXV;mIU*G7&)a$<5}D3NCQG1B@uV!d5|0MI{0+qf`in@W&)z zs2~_Do6I2-nQ@=&g5?^d33wJ!oR9wnwJcXlz0|7rwfOvJeeXMaffn>m2o2b$9QsI$ zzKSQ*2Vh4>3DR>b@LnkWPfIsgUw{cyAvTTK2{*>mpYCji7w6Cp^XbF<@W(n*{U=wi z+|@3o0IhR-A!&z%n;>!)Dk%VDn^qtIKOSMRgWTd!8aX@KL2k359Ob`G8zbzcP;P;m zAeL?$1}^ZnA+()s;bxu8=RR|@)xENU+n6oefPxTQP=fyw(3*8Mw(*5ZGJ+jn5kwRcHnE|d+hKnI=)D&u(XE5@ zCqKK_8=3Qj&O-qgNL{!?)wb3BQH-oJf9o*76)u|$_6RgL0c<}>3Y11HwAP+FW#Ns6HFetC`EU#cd zP4h;L!#Hm?h`?b&Od3+_2%aDVGjQcz3<74%JYHh<7=pc6CjwLe1a=Cye6II`%u;A= z1+fF^OhyGng6xE?%f@Z%rVnPO4h9Ax`owLebZ|kIjLD`$1cZ+RTwux&AOX6MMZk}F z9>V)xr2ObiYp9S})Qi`ijvlehNFb~5T>H#4z0v`wiDPa>DDFaRK^i+@aaBbIILIh38?Vj!d{>nmF zXZL_k0zRMueCiT&j`xO)1CmaJP(Vc>!aQ^7fDc7YgJ;4iFz|{Limw<`q8IIvTDVDi=4}|c z1|yMiBuR23lraqRZvGnL84ph3q;VS0q8j-r;v_D?vXL&fv9bmuFz|5W*uV|Ou>s9- z!vxVb*zpMx@ds9~)&#%+2*4?eruYuR2~VOPAEE$sp_EQh9|Ir)B%mJw(h01r$5IIs zL$NzPAOcFls*WbQBC-`-Ko`^j3LH{Ww!gWnvwvHMm)6gBqD@Fn80Wpq5!Pw%^>3GdaeRcfR{pK zEM=?$zB0&6=Tbt#yvBneHl=kwKnEkm72{GJ8euzKu{)8iJPi^B1i&vD6RQS-s}R#z zMnEyEa6N1Dy@a5OdTG*QzhfAS}R za;mo$Ifv~l|B*Tofay;3 zBC_)V#51{+O$S}T64YT5fDbQ2$UKQOQgCV>M*>At0^S+|KVw8bMMTGxG+9LQS)5cq zv2_0=`7^L4(;4qiT`)oa1av^*!r>$h4n6a36f|!JkTg#-0Toa+Su>&f@HGKZPl~b~ zIkW^mFjKB{C9Luy{;#XjD+A)K_{e=kAh7x6TE021tw4JX`Fyu%p-_ zMaWQK0+7^d43j08bOamqMWB>KPnAZh^m$e_OJSA$wp5wEUg1&n&5_l^is`}1v$VU)3TJ}lSRz#L!#%r?34WRwQ8(0YX&t|1y=v= zW)+QUH6j+R(Z-Y-&y;R{6#yfP4lk})d9o+PF!J93oXYB59W9 zWU0kvU*yiRCX2WxU)Lw8>Vo6g> z9Q0q1)zg%9S>dEK6le29tHYjEDf!gaU{7XAG-XA?XiYUFM$~UR;yk=kI!y;HMXA_w zRt0!AXoc+eKv8m~6Q>@4WH-`8qEP&x##-BJRHa2~X=Gff_H^~lYO{8Ap@RPzRgxj< z2~4MvGsl)}fi)Z3v_UNvPBAuP9dKj$WKTYJPv!AM_O&W~sby0jC9ZT)!4)K!_GMG4 zAAinrZwi)#z;Ye8awS(2aSF#EB6>kWBa60Lpw?PgHqStJMobrV-FLoJ*Z!15(V${$ zE3=JoRY3c1Y|GYcBQ|&U$3fvVPAe>K{g7EjPEYREHlCFWI&{Wzvu~kyeIueo`xPZf zw@F1e1Yfmi5P)@{vu3r|rc{7GvUh}0cmw`10@AZ^laxisw;=?#B{JAVX4ph(I7Zs{ zeR+7D>dxTm*FO;!4KZ^}`_D`}vux#X05i>4k2N*-(09%891}PlXM_I=+R=gewANsc zDyx!$o}hePKju#RC;7z(aFRdn-j}3?YU6v1TbZwuZJh7b1r-A~4;PBgyzB zZdgQ|c58OHhYk6Qei(@D*CD!MZNNe-#B^cdrgp95K<@`_?}dpWEW+CMVxw3nhY~|M zHlncDVH|k5Y|SY{m3cRqBLY<=^!OkG*_A06x@atwxR(VbpaKrT9}Z!JVRV;gO~!2N zwgLbI8I?uGtB>$nwYfQI{p4mx}>t zgL$FRv$=SUTE$hGPoh-w_>Wa0pi@MAUj(CP1e&e+qopO07j2tgcOhi=o24Y2<6>U? z_wguJZ7cSPA5;&6vQB>&9V2Q9u$T)@8G=bxH(huoZg`(t0-FC7Ra2r{A3y~PT7{$Y zD~+lcqH~TH8b&Li0=CbgDDiut+E_Fi0cP)?Rbm&vxT9I30QPaAof-w6 zsH!ddE3aDYgxX%iFW$oXT8=s~vB#{@y0l+JtqF^*Edu|gpCqo`!Y;6}u7|ba>@c0x z`E7gmIEM6o$y60f?dDO(*b+p@7* z>>%0{Qw02ymLa;jsHG;B%X+j;`@HGy3*?uc7P%oV9oW0ppwmZ(L9yb&P0k=wbgOa(*uD^Wl$h2Xj|`>Gq-S5)G#F@nIA zc3L=`gU!jj(YwU8MkY>SD-zD0R@@WXn;}s8hS(=>7nGTy6o!?ZiKUudmHneO5 zi|a%PJd`O(RsmwTFpW=)=X0@VM8WfsDK{)A;N=M%dwh5x}13>-64*uaL3$_ujSEU z;>%e?)!Dq&Q^L*RoJr>VAOw^^Ws;x9dGYX^!M2fN1Gtmd8PNH=fasPe^JJcR`hgp9 zl?&pljV0e2{h2ph%`aM_MWS1~G6ML(m$iJ;wVZ{GyCm2wMY1Xdv=Yr-_0+AMRjHjy z+uhaS-6dp#5@KD}x%nZ~FfIn{;kKlu&o=*)aopF%gl(Vr&lk|91wFL>y9>HN2o9au z8N%6XMC}rL(cfLpLY+`eK1Jr;=5PMq z9m3IE+jedI=kOLm>f{GdIX6k(B92NhpXF+z-B=Wyn(1-%AL6L8Av|DK+CRUuoAiQ}9Nz#| z`cc32#b4fO9`-$f67b%=*`@X;&5|e1t{Ie|2tMNozwiw|(EFQVs6Yzl(umJ*r zz<~q{8XPFbpO}LT8#;VwP?ta^x|l$`h%qC<5qva0l;|;}K_(VOnmllTlfP^u3YdIJ zkk1I17-jh5)Q}_1odrSi{3%c-(4iAc5u|8HEKu*UnpU^iZ!d&tyn!# zT6Jc^MXs12nLUd(t=hDU+PeRJ3)d~8xpeE=y?eKi-o1bR?EMS4P~X9X2je-6II&{I za~eB-3_0=~Hk2z{zKr=Yna!L#d*-|)wCK^KLrXc0I<;ykRGx6*BBaCv0RnUp0Ge>2 z)Q5cdRNVd2=T4!!lS*}&P+d#lF=skW;m=>rj?5bhug;J-_J>TUZ^vl-yZG_s%bQn9 z)hgNbT)&1L%XO{%`DWwVhl@AA{=oeE>m@8$VSg+}AYyaiAz6Y6X2xKHlzj#vXr)a! z+G-Y_*4h(Ya8W`D0R&)x0YN#(Q$jeAN0E2uF?1bFd>9p#PQZzwjyg;<;L-uih1XPc zF0pu?E+m?#-HHh4^rQcg1M#S2lTJPfrBms#M`c#-i3Jf_SkcENTKCNmY8t3un~ymNr)3e&Nd|>>ns%XTRBXs03IWh&009IjP}ES-jYm>Bpy?i@FHI`xw&QODovS3g z;Drhmxlyeg9Ut@pmjb^_$=eVgDIoAOb~Y=Gvw1X&Dm1`SPfhhx0#|}{)>?1Pwbrs` zsW6vuF-&&E`&E3Vux6%>F~%Az$eZ*U8aM)?(3JI8I z&yL7nY2S`}+XcSuCS`MTEN9(x-c8zSdu~{QpMVPLk&uL+7!~6Med?rdx?GQaZ`yC4 zXm=GcF+%_N;)}nO^t%(~W)V*`sM&%RK8U<(-3BJ~%ZN>+lQWsc zZ))RfAxW;+z3s^mdoBb?0U5d&-ZP(1fU{#39tfj{ck& zHK&~lfBvhY6;lO30Sb_S?*W^_@G`aqO00ns1JHmX$e0O6h7EIT4Dd9QK?sGWPR};lnH8tCMjV?IMozIdCrghQWQ*fD83vfYKGdYAq{V+Jw=iPk>Mjq;0D5nB<7}w zIg|e%Pl$NQf^;Wo+X0spjKA^=1k;4Z z!>DmVZ){K;KXbPWc~EcDlFgq8k^rQU5+hIa$jg|*Llrutn*K6h^t8zkO7c*WknD{k zAIXQvaUznEOaUcn@**V`&L!+~9FaT;999BHl|g!?KmQq}Sjw_%v^1bvbcs;A@UoWz z0_I`#g2rJIvzVDVrW}*GnmhLCPl4hiQ1s~#%qhj24gu+tNSZT#GQ}lLs7NCH@rdxH zfSl#Do+E3TL*Ib!oj@TX(gt$GD85Um-!a#dRC+&vDs`#m5!eCO;)zCdv2_Pcs8#cBHC#-SOLC}b$gAd7Bh3v>jTYC;3T5OS20AN8S0OoSA0Uc`B$L#b2Dh0l@lfl%~> zjz8Ec5^*l_d)+DLIj@IPNsfRM>WJz1HbT_;MRq&!tX^KXV^XGScC#>X>QmDaRVUQ4 zA@Z@R7_mC6+$jd4UG?glz*-rxc4mWH$Qz&X$UFpKYNVHS$O(sHSKjotW^(=JaDkGP z0?-SPPr>U;1lzqPkR)>1xZz=I`XWV&)2$kzYvLv=9;A{-yqqnsc~94>&w{oQqBZF2 zOiMegK9DfMbgg9M2HV&kleQE3ATv1xfdJ%oWxGYnaT&r~5*BxH2R4r(H&_4E;uat} zM{BNkodQ>aB*|PPg03QKdRQBl^TR^oDP_4EI`EDc#pi9Yi!b6?^_nHLqh&~4&;sAN z=w*zy^Ur*V6-)ymNTP0Vj0G=h!d+_6Ngj9C!XSq?~Lb+2y77tgbO5Se32a2WiLFg zn2+ZhwT;z=Q`)cO+vrU|K`h*TsmZ16yg`mgSkxqRd$wIvO*X;P26 zL^t{AL0&ZFa?yDsYNn}S&)G;BN;l4k%(SVhoabPlch7tdo1Xy<5kdcliHw7>-H#K^ zCW-p4(fDQKvcwu`4x;9cLdauBlN4*Epcy8q)(DuJ*JV#Xx3ZmsNV$o^Wem4Eb4D6> z{x~9&@kz4H*1hhC70Xj#i$~xPVFD*Ov5*nK3;~>2wXh!^uvWEYfyZWVjSm7bWe=L! zseK@{6)o*)Q~P&FHYTLAz0AFFXf}USKs537li!ZZ%P%Q)c?cO-bsv)5A)U8grIKNT zxP<5BA-Z`$eH0Jp^wu}6>8`t%0(bWMC`NyYal~K|PLzZR3x~MZO+{>qzva&szevWf zirTDt{NwgbmdGvmXeHD3G#=zr@;I7X2kU$w3FZ#XNx1hE20s5JI3MZX2VxWG!F%uz zNr*oxoV3EH)Uu@Fm(pX%^rl1d>D}AmiyXeVg&6!u4gb37!QLu_;tJUhIlC^??(83* zG01Jd%*f${1~lkb$xC(?Gu0}9P%6okK-tzs&JFleNgla}cZ#Sr(s!D;WchD3{tCal zuPF6qH9rZml`YT_Yz(YIxc*K_`WWd}ihPGN6F2YT4CfkuLK zEYm_2R&X$5aHXeyDY$+P17C|!b`T+d3-l}XXMctfL2du%Mz)7RY@mC*7ip9xLLL<* z9~cq{SQHMp69(8^RTm>nC>0zrTw?|lPIwfKM}i~4fKfq(1DA!ehAISid?+Xo=cj^Y z*i=Zsf~Mty?Uif^MT3ChONcgm^@W4^#Ri=5AaX}r|79|kCWNMvfd-Ly*n)&Sp@e}{ zi13z(IcE~r^b=dCY1XG<6VZiVR*8_(fvJ>&e|z{}9r8@2bBzOWO~6<_B{7V~)h$G*h3Ynl zha{6jaYE?#BOInAkoX-wIUdi!+u5A#;7il`$6`==W)B**Mj>fWIb}+*g-HiI?9& zim(?LZNY{ci5GmScK7#Cz{FLp1(i`Ll_&p4lFj6Y{-cir@d)ambx8$*XUP*R$rKbp zkpv-u$0w98k&`7g6EEq7N7b275t>7lm#yh9dnuTE;g_gb5F5vrvgec_nP0Y8m3J~} z$fG=gVwzGDnFv4;kwYY@X?3fak9RqNL}8DF=bRTYnnjaDK;<;bNoCX76e%ec%;}op z$sDBEZ1SZxvq_FRhFTtpj&&H4ym^bh2ZS8O5W}e|^hglovMu(h6iJd?#P}|lNtQ<; zh33Yc5Yd)Q1S9J;E9o)roeGN_7wl72au~ zNlFx~5-jVPp&Uw^1Yw@+8By+8qKr95@p%AZK%KuQX=ReZr(CXf5DbbcaG9Urw4=Kb zG-A4C0=g5$xu!;n5XyLbKuQokIub^qrV&aiNUEo)f}ctXsOW(N!=j<(38fb?r6Kx} zB&wKtNR@ZPhkzoFN>zB?axZX|r$?a+naXK&N~3I=nM8^JL052|DiC%GR0nfL6?8l9Q@gNW@@F=vPuC zco0aTk2s?>2@wwZ6R4V>c)B9kDp_Oy3a1katF}t61A(jMsjG(Cp$!3|AbLB{hJ)+a zsE+EJ0LTUKxT36DI#mW{(LsQ!8Lp5ut_6{!5eB56856LotxF=SS*Cpfn{*9Zq~%Jn zyMe2M2`qlFt_&jznns+fyOuM`48l@@$>W;w{WusZ^ZM+B-0Hn1b%sxN`CNAj{( z20x_KkVhx6G(mi(GOf(Prxi=I3~{lyxfdE6r32Bis`atDX@~F$GJNO+PM}A5_JJ&U zrt@>15gW7HdUHK{sup-=uu7^}_#`tcv=B=a3mGM}TC{QN5a-&8g`pQpi>Q2oXip2W z!#a|^>0fF^0L-edR+KH8IjTPY7nb{Iqc^9pa=H;}OKvxTX*}5^-kK?5+oqcP6L2fH zpIZ>;nrMbm2zcA8dh4`w2(^AYvLt(3w2?AL(h-GQMNERY0+E)V^Aj%nwG7L)8BwrN zfq|a1v%OmY%!nd4s}b+Ev+|~R1@XS@JD1wmyB^`W%)z|RE4NHKy?9W% z8+#CJ1FZ3ygRG0CR@nt@5S)33Nh45TcLov^(Y1|8w&SI9x68QFx*gU^iOi8<(-gqs z_PadszgoD$DlEV;j9!QT32g_wv;v{Pe7k5N+qxuMlDarT2_VETR}>fgVm1V-TN^#< z)>8dzoKCzXy_>uB+Z1PO5SesTP<*W~{89emwlWOH4MD)uYr_|zRSV3hJnVy0dzJVq zD8op_oHczm1g4YgmYE`A*)>Tm^r;pxzG|t(@cSKrm$d$YG3^ zV+^c?KnMtI5Cxn@YNWl}JCzhN1}awq5MV6`@UI9kv{b{pZkoFTmq^~%Na&PnI`mlc zqrc1t#l~027~yyYdBs{hXH&$*j~L8D3dzMhw}Wb5hv5g6e8UKU$-z27o6N~^1i>4% zq6%Qdr1@eRED$aKi~u$JBqIzD%NMcB3?W1=*(9~x zNsRn2?rh9~%B0DR2g_{91;KW!8@2mI8d@qEpS(B8LmL!4F20N+S~fF=(!t$ib1vk{ zube&G^K?;{O;Pj5{&*hAF|PAWqf9W;R437ArYh{bV*M=B1o6+V^-#=w5pDyE(7eO* z+QXwUEnJ`iD%w${jDan^9ocj^+Ns1w0>UA&LzpLGHFQJi%#A}K$mQXc=aaY>eGpCX z$cq!!9s$!2`Y)$E(-s=NZ5Plu4G}uc!1C(A)NCgV%{LzMCkmjICh^7p#LY)dICp$f zP)t%9z0u(Rm&fS5$Lid^<*}3M1RN*C%g|VPr{c{DIo3Ou)@i-g$t=*#EJ1NC*SopK z6G8^lf|c>8GDZy%XdNyz$E<95zfkhjia2?kjd+(2>Jo2}MJ;0J8|**Q%hqOF*^CzAW6&}3lOT`D32LBtF}#L<+^y}VT3@*~sa z&EQ-fS^bkxEIyxyc^r*cx+cq4{ant&-fRiE1e@6xQPy#JpRV1Y%kA8vSkv|e2X6fk zi6Pnztj5DbRvI)%4BZBIr`mfBTu2>e_=Kc~%#iYHbs`Q=d4=2kw%dxmQ|io_f#a_~ zL=Zmzkf7>~&w=#c8Byc&bK@q#&j%i!tP-yaKF|c=;0!Fy(~L|LK3f&e&?Y-5b-cf> zBuL$*ohzGST5Q~nL*gRX$|PaVDc&>p?b|SsB*e`!Ili6Y!r{DO;6Fj&J|4+Pz`%s? z1E4*kJ-wT7w8j>0GO*iG)$!(fw}@`q)OZZvTR!4#?hxQ2&f=^Rk8s#j%{^8<<}Tq9 zIXPu$-l~f3zkwdH^SI-1{&heeuXJwbJUvYFs^SbG8QZKj+wqI#h~7sW z&Sl8a-&`I(i2~MNUf=4F4cS2H?t}mVK9l%MdD!`|pf2jgOzJpj>KDIyC&?3t>S!q6fe2!%+9m^;^|DG z?9ra2tO5s)23Czx?GPc0bKS`vWZ|Ja%1*uJZ3?O%?$wuh>k=Kjj>`}v953@kZ{4hK z^R3${uE#5m-x#rBvwJE%{v4q$5-bn!L@DqD4_0u{26b-jP)Unm)sEfX2H(D-PSWqi zakDvYG&*D zjZ}a8B%euFf97YM`c~Kb!CzjivIdF?5OCW3n6O|+Hh&2NDNumGA%Zy(B}QaZ(PBk6 z7d39wNXFwwkRd^C2}#o9m@aLEpa>wqfPn%JWzM8o)8t z_^{<~Lc@m>H?L+b(zQsFAW^0)0YLx(0+iz>)s3|(m+E^DASW zV##7Po0EBSpnws?w8@U*En|%a~cS?o9B& zf&&n6K&%K*b4a!Q671+T2FZwR3zSqsK>(KsP{6zUe9|sMn~a11463q-lMF=pc(Q6f z67AC}sOqk2aVGDc<1nkWW}L~rpVkY{uJZUe@2?)!8!V`=Z1jmYBa>8eNhY1jPr=Rl z`z(R~9MHuy10j+KO3gg7s6j9tBx8&SOL)K~hML4FMI)<%?lCr}deJctzpL}TuTG@z zx}aq6=PWt@bWWEPl1!mSCHZVjNAk-1F-Y~qdy~n-)U@4I7L(2aSxWk`Xa+_(@%+duD z!ZJ&^P2QL=MBvs;k<|6r-UPmCS;X#aPGLI{txw#a5I#yQe`LrBM;kX>GR`G^_3Bz4 z9p$!LyHXgkEsWU$7rIH!b@^ou(Y5!rbv;{P0ka6GH9&{l@Hr!TznmGi2q&a4RhVb0 z_F;mLTUx5&EG|r~VwGF*;i|*U+NY?SqFCyiG`1094vV}rWvM_8d0W096>L46(B_H> zG3pkB6D9yfUTX&?qq;+cQVq=ODw74u92E83h1H%ml7?s~JU`*;zB z2#}ahE`)$AH9;3mh}QRVIHEUFW`{@dQ{Qy|;-`wq1by&(SP*AKHY1TxO)z9j0cFAo z*Ktvii=0Uloj3+4>co13dsQXLM4Ji8OObPo48!DuzotNs6Qe|A-DDtx6vS>j+bKXR z9ikRCwsC!Ne9WO}8JRqF#e_gHAzAvhN*V#tQlPZmE$c%_!z2;`NMvL)8Rtv@WNohAR=;9GF;0|i485vHt z51or*p;5|c6FmBonosd#7=M_dan6XCxOr@ByYT8bj+6|R2g_BBKc+lp^s4WR8 zR89h#lWZ|5pZEEorBF(#f?@@MH`=E}t=gm}UR0}E9a9&6V1X!hlqU7MUN#-H1x(V) zl@S$VVm!&zs3zv6FBL;J{zA%j=9Qf}H6<#gc2AsStEgD}<3gR%HJlt3M(5jGT=(Qy z`z&=v$Q0(Hc*UNpX7+dueAQXE`dMv$)hA@Nq9wbKy?wP3uuG(DSKcZuJ2AlmX_`qY zPgysa&Qz~?<*OJ@iAt~dRE|}3D`aP=%$X=wkHH1%e4bi1<1)3aO_Ho;t$W>?a2B-N z4J}wDDKwB~vuG6}z-kql(5VFfW|+-Q7*S-|r{BgDue;SNC)A;iQu_9{?-Qye@I2YOM@TE^=qO>FuwIN~{y^7)Qk)BFal|dp8%yc(3p5D^G!f;y->F zpgT@yfMv&|5NF89GkR{vwv1#zOH|2B{;U?fYGIs|wvs2IO@$WQFV#wP&qVCwZh4m6&P!ujJQdEc5S6y-D)#;y2YOc^-cdIYTK$(H>RFS8CQKzZhvRe z^=ay*n4PFr-&)<|%Jr^!ZBbt%`X)28XjetLFJJ;1*=usPLT{{;p|F%`>HbN!rA0z`XbxCaactVi=+gwtHd}4V-zNwP&!eBi^TDO+f?c?^YM;>Nh7klMZPWGI<=0T?2rqOUC zbwF>N?wC@1&+SgSf8+A>I3fD9jec}CCtc~(8A|~OpTZ9D!Po}ARGu@2cuYH9^25if zt}TE3lVd*7Fcz-}o0 z(f2)qxxehx*T?%~6F%|nZzReizw*kTx7o2MEA6?z_Ddh&qmTJBJlqqH?rVbGn~VWm zAI6Bbq9ecm@^iRRD=HKE6ZTt+23(l>J2i4CJs-M168xL|)4#CeKbsf{vqA~A+m|UK zzH`IAatXSNbBJ<6mI8DN8+5=|13%ZJKx^X!^&2&abBJeQrOHwh?X$kco4rh7yb_$k z896}|Tsal22^Q=u)Y=!?!ig9Ry@R5f9V9ma!i%@TtTmCs#wdW_=)hiCJv#ZonurO% zf~g=B!ci(h{W?N}!W5=M9hh-KDlEkN$TcdsLb0QQL-Pr=b3x1zfTIXQBoiN~ki&5q z3;^V6nY>JvGa%hl9ePs3(ZYMmdVVW7-OKB)42lMtW=vL<~l-8%BAviA&O;>7hrQ zV@8RpiiT*Vy4XZ%^p@b68?cDS#^^z9{Ei#CiH4{y3vek`Ofy)_FPB2cRpN<)qzQ-o zka^Udl5CDZtVfl6jC;gKmD5L`=seG}xn2|)fsCk3Ba(v*pu7N{15=cdY>UAAJ&B~B zVw0@hYrS!#z=q2&AIJv9DMdYVM+8fOpqvjjTuH5TjFvpPCHP9P3`?;L%aemiofs+q zDl@!#1d*F$q%af3o!CjXDG!CD#$39}xM)ksNJ#+8BQy$|9KuTkP|8-MuZ62XBCH$R z@<`Az7ecg=$J|QEL<~e6OUt}Wu#^I`%n2v>Cc#`cwIGUZ^qZX2o$)}(GptKBw3?H| z3Jl@PsW2g_k)^a4&8FbAy2*xY&`410t;JM5bJ;~&n@r*ioEV@2%uLR)+{`s8PGy8k zacW4le4nDwMBecWAhE_YgcI8YiWq@TI#R`lcrS1HOvpHtXi)%+oIncvJ3n*^*wi7a zge&K)Pu-|Y<;>3|V9u~9&Z>w^XQ~tPmvNGeOI#b^;s^%Td#?9g|5gn8O8K)bPl=1P6Z{3)$Beior(fbt}Fq%)|^B7z|A~tCm7=`^Rum~ zOd1HqQb5hp7rEE|0+bPN*Q9g6gKwVXt_{BoS%tKAo5LMMcbCVXWL`fAfNd1Zb9kR{@{htMG zQ{<430Rz1sgTHY}5r3I0Jj^YoM7mUB%%F(T5%pA7ElyW`Rm+UkeQZ%-eK0V(i9byu z1w@uy^^Jb>RZGPS)%-U{Eewl$yKyz0U7b`_B~0Ed$5MUIn)nJK^}uTlSSJ}&ZQWKx z?N%=>L}d%pr6;cWKbj8)rzyTew|l<9kLy?(@}NOSbPLN&^B^` zSb+u9Y%N%@B!VY^0$E*-dPN?(W7y*njB2e}9Kw?`%utKP8Ur$EU0JMcRf2WdmyOw(71t7^KAejvht13XbH$4I6c)fh&~=?g zjO7ZWB@U@800l@}%J5i@Q(C8J!1b(~N7zkrj4}5_S>2%3tUb|RBm%`7$OVebC0jLZ3cDqj97L$I-P>2f+r8W;P0W^c^~v#Umc>#= zOnF!N)7$2VObHyvz@@LjRSKR^-Q3mPLG4}ib==>*KHP0ss*#G|Wm?wd9Ok9d{z=}w zp;)$ggoJb3HI3g>ZQqBS->E>=f-^G?rQLm1I?63y=iJ@@^o`*4{fWz6q!~5fmnmDJ zEZ)`iGwq!rPB0nN99^Qg*bh#O`VFcI&fE83)&zz<{Gu^8bKtCn;0Q+F3I1G>bJ!KO zl=mGN0v00tm8ulJ!Pl`PA>xVu`BlI$VFU}}qu}5X65y*axI2X&gb>_PrD4Q9-y2Tf z9M%Z{J~p^)U>_dhoJ*3cQR5<(3hEu!5Y=Baz0|jTNGe7Q42~=)o(dVrmW<>(`XXE| z)=CHnfhYK4FqT=#?O0pW;8)t?l!9bOepo!aV{Q}_^TJ;6_}Na}PJ1;MGrpe_zPhNw zS0o-}$t>hUMr7YrWTWWeoR!ouW@AZ4WB7z*&aq_wo4BFX`ie7340WAj(#6!t9c7_| znLL)Y(D@})W?4gK@A9$wWLNs2bxrI-c-H=z!j11o3jJU4xpCL&6#Yw zHblJE>%As|zCMbFuH?by)u|p4vQD`4CNML?^{s(3%gmPYKxO5t8w?p|5% z-fZv|@19F-H+sBsVejrM?DQ52_f`u3PBowNZWxz=?Ksxa==J1YA#ga+@cs_8|K95W z2ku*4AmVn42JfT=pXNlFZc3())+xp7cxOD`?&gh)V18^mUemHZ9v1I#;`?x{4)Go5 zo)U*&`Yv)VI}sUgis;Tu4nHK0h2tUHZ^XDX)7%l!%}$o4U@G6sF8A?x4gnq*b22Y; zGe2`O2Lc`t^6_q1or|;HOY!CCal=sSyqw>oU9P=3aeSihVjfZ1Cf%W(YuEzwYsG6c zPjp2eb2dK;3a>#VFJKxUMLB;vJ7>thZt|eWb0Pln z^hIy=G+%Q8SBgphqDs$+Sx49Zh90<$;q$4%^C<815WMxr;C0nVFb2$1Nn3jt`H+6C^H9v3m z1VZ#1n0I=wcYDA0dY|@yw)R@TzHK*m`0e+_9;Eqwz@hxqo#XsRWbZehLe>yGTk z0C;#;H+jc*jL&#|H*uG_b{kK1su1|6Aa+bY(t@Y6`oTq*QFzH75E;uXsQ! z0C^|#jL-Rb-}t5=`G*uua+!J5Zug~&>NWPWlRxEyKX9Q3W{_tKiZ@dW7v^bvsULEA znjgNKA9J10cdnmz90+g!YOi)5_V~nz`s)+Zq{N~LdmP$qh8r~BR5A5zEf z1g&wA{_YaHl$!4LabZ}T`u_^cpcZtrI5GVY^)4}+Kca$$MjKqv6|dB|Sy>j0d6fyLyL=BLPOMn2P@+m7 zLuTrfB+A7Ex6-w|Gp$^zhBaT72%6!^&!ZJ`Ud-05f`=#fo`x7THb=j-J=(qv)wEB* z17m)+se3r_;%6H}PM%cq(~+4Mdp15Ych~5;OB<&On|Nx)t5dvm_*(kHljI+YJ`XXy z`ikuPwuD*#IHB|mzZ_=Ra9AZW9c^FaI=y39AYxGl>$Y25%^wy z3=&9?c^Nij;ZMHBRM=Km$;6?FC&sp4f63vH!(`JLc$k7HGUT97GsYHRg1il9BVQ1@ zMUjsU@@OB0H1dHEjRnOh)m>XbIoOg@Qpwm*D=OFGiz7AJ8G=|Z zerX(1(3n+~aIX_xk`^eKUN(nu4W46v4T>!X!Mi$I+^LE0;~JF2Ih zW|{i4DMJO!nWnLpI*Ou3dGaA)xA)>}*{as^Td0eNa>?wN<96HbMkS{ zQe-fk@n-03ex{e zZp0MZx1otPb7(P#7(K&q#GPNR;?2*K1$&7EyBOH{ZF1oBdb;LB+Wo~x$mdkTu zIjgIc*zF0ep2H>*&Gy+x!yR`}(<&Wu4kP2F@yT+N)^gQ+T)i^Omql$E!*FsfU=ySN zk-c-!iPQGwVwaOMZU2@Rnz;IiO7AH2X#24*xP{R%0E~;5EN~7W0u;zf_k{C5_%lxRI5G>!?S zgFy0puS(-1&ISPor3>PaBoWly1XI$&Fo`gS2B}JGN-}~JJgCiXE~zRMF7YuErJUS*0qcGu_n^nZ}JZW(AtuBquxR z$xY6H2JFMhAa~|P9Oh9cDWIbgKe!hyQp#TE$(>?e^2hZA@-QzLNl78#9L0v_nTB+5Sy!m3;jA+Ni*`YJzmqyEg!;!#XYW6 z)|!(gV77g9Ty`- zJ+?C|<#fm?6QoZf$?%;CJP|%m(#T30^De-`CoK2LF`>}lpDNX4K*43KgT_x%+2PI9 z{?l#4}YLH0M;Z0?jVvFpiK>nA;M4r?GqEQncdr%1|@qyUfqbxml?R9xB=vSPBd z6^f`9n9vdPmDilEXyf((37Gb@&`d2g7yFs5#1@sny-|2cQrkM-mRWt2-FQcWR^Q?- zxiBPZIIEWZ zP{kEAg&iuME;}^+@;Ahw@h^ZsDPW$62EoIdZ7?Ui;D$69dJo2JkC*`82SE%j^2I3d zT&&9syAa4C9rf^8Obl`ZUwCGl@VqOolLFNH-uBM7(_}Vj z%gGd83?B)*5Oia_h&!yRldN16ZZ;$VoG$_&j zz6Cn<&a3j6)5qySr4h>s2zSIxeN+g?I^P%KU#|l`@PZFK*s;Ae6MnpCM0e7+<&tIg z_D$*N9TBlzUY^A33iFZMyN2)H?x^=Y+J7HB=?4#XvFm#vd1N-oK_6+?gN}&!aiZH3 z%fymQ6vnJ)q37kYd*Ai`iNO!O#YbQI<9odWB0xPvV$1e?EnX@!?~H|ZJ6SAC{-*b% zNbX7V`(wfWQQ?<5=V@bf;-jA-#z%hXJD`03u}@$i2S5PQeO`XcK3^@-ANu%lGyT3f znBdUZKy;t&B*gg{S4J@k0-lHFrQZV%#C5SB`?=rpp+Nj4zyT}(0vG@RR1<9V-_8sl zPW)e8@L5>2%>Lk+RTSVtl;FZRU~IhLnZ%$0LEsIRgao?Z4)S0R`d|-Q-~?#k0`P%9 z41xjV1Oryx4E9Cic}WP?#`pEb2C0KT1luar2y2a6FD>Bxokrc^U>NF$1c<;7n&BC~ z-vurJ2IxXt9HDn{8x)eA97c>3ipvOcpFflcuoYa(Fd<_6p+n)J?+v2N6`~jtnGT}i zBJN-iuAwf7!8#lQ5|WY^c99cy6&-H>jhrYUPYjn=)KDW?*&$AaB_@g~CPv-~8X~e{ zMJOU8E@BW4AqJ?!Bx2R@?4Ro-izX5jDssdprrQ`P-M9^4nAPBE*rDA)%Q3bh&b=Zm zo?#FQ#2VHjC6XX7>Jc^`94X=kCgKGco={r=)!e}t!Hwc+bmA9kBbG5^Q8nW`Iz$AJ zAvDI~2V7tRAOJPmVoo%{I%1kXYDgerMT8|4F9IVTy$#Z(+&Rh|Kz8F2LW?TGWBSQs z8Pek!a)3Qf06yxYHKv5sMN2N~Vp92{_}#{LR0KGdWA-H$xs6FlmXJf11vkdzMB3yS zazIY%Kw?ToX)e`UlAmZcN`^dMuxKV-S_(@F;45k6StO(P z{3hNFCu;7KJg(+yw&n$9MQ~n04dS?i=C3K?yoNTHEEsX}clud_B=Z)i-K!F;lYrf{QI4F5>=EQUn zc&3EqEhUvmmW8ei7M@9hs>O!3hgEWD=tV#Ud?<+eo8&T4D(4kao*|=BT{wXpj0RPXeiWGD?XuXtTkm{?VvIC}~2tCpvc8Lf)n4spRYh zXwg+^D_&`q{-lUD+?X;RWVUI$g{k#uW0@Ajo`N4)sOgjTgpGR2y+mo8iq@Rc=}vAb zR`h2!ic_B==$pPz&!5U2IZlb7l2Qt;AXTR1k&b4!EGnZ)m7_jtPDZNqk*b+m>PX(l znO>2mrVytt3646RXSO7F2F9eK>Ae6es^Zm-ZosPQ3LDidTP{qQS*C6{(C?(e0<@3 zK`wy3Pk?cJf=&K|L_mbH^Mp;;g;3*#L|liJu8Bi+igS93VAG0Vi;Iipi%a#3OZALY zGL5~YjcNXkNsf5pL4l5q5rQ;?HY<&#YRlS}@UQRJ3wLYTGYoKf_gQ~#V$qn?7y zo`j>IX5OKFN~5slqgeiWq)RX?zg3;E6($X-lOobc?a{Oqg2?YZRbmjCUe>h7EA z@0H8(x$W|t@$#PY^0WW)rq%Pf_w&R5^Q+$U*W~oJ{Per+^`r6iyYuy>_V%m(_OkN# z@a_4l^!cmr`n3D{t^E4b{ra^0`^*0OyZ-y!{`=(q{KNnJ?dAXd|Ns90000R8022rt zNU)&6g9sBUT*$DY!-o(fN}NcsqQ#3CGiuz(v7^V2AVZ2ANwTELlPFWFT*X4 z1sYx`IklJ^ikk}u9jYKf%q0Bbx?6c)1x@3Bc`XYjVc5GN#l?hfrzyTxz=}QF& zT)@jOoxJJ7lLjW}pD-iF$Krp#h_P&&bJm()hw~#;;NK7lwCjrr37~g}0VPrpTqnXTQL8UvB!{23 z=5=AsBLz6nu`h0Fx`cBS_!j{JKxhcAhm9n6FfSCecPRlBv~WO-5ofLS)?C9iadH)3 z-0iYvXr_@HV?}ACP0x zogCob1R$RJpD;gY144~tXvn(=#0JbneulC0Hr|8^w z@BQ~XO&lDPAU68wiI+ymd8X^4IPehYP7i-4n(BziA*1l_dn1z}AiOWc%h}G#<%>ua zD`~!H(W#)PA;~4E6RhY2B03QP=Nv*uoxquCz{kN3dhmk;lGU92=YUxFLIq9|k=p*l zFxH@^IaNZ@0!-Kl{dwpSdNWvpLYBAQ#iwt{p@6Xe0+%zOCC5a`Lx6|u@FvCq@No^C zUJEN@8~*`eWUB+A7PrX7E;6K6ma@~qPNuI4kcbrt(wJ%x&;tD=Cq6PX(TR42Kw%8Q zV4O-0kn|_77C2{&513S&mWQnbtgUW8_zwfK1uj|y=l}{ZlglV@0RJJNJw3>x7dOet zPJ-`K2=jx&m{`W(42+3qnw|vFC?68F099`qmhb7}@);0`mhc}Bq%v0+ zqmKja5Hd7Af`TLp1I(o{$PDMSPV5er~tg4*Lae)%F8KUjbZ(B_N1 z$&p_6BAYfRO3{iMN(3Hg!J5{Hn#dd{P-(i%0YpI314PG90>KoG#-xC%i6A!8+f>s? zIsrBAr=uJlQ${^dCY`nbWyirN$W+5Qp>oNhNKL9zv&pgFE%m8TjjB{N($uC+^{QCS zs#ZxP0;jG-eOe8xSjT##;3U8Vv*{dJ*UHwmitcJ|jjLSe$~D~3^{#l$>r|q{*S`Ao zuYhHMU(A`EgqFasXS~t4Ujm0ox!QJk9_q*T?Z+B@y-tv-n6@o~wde_U|^d929 zq=>J4=Nn&9*!RBpy)P&B%isR`x4-WVuz&|l-~bom!0Ii8AOegD{~m%91}=ms{`=nn zL%6^Nri6w!%wbAI;=R1+2Pq;!ViI@Z5FPjlZ&CXj5%@tb$X&{7V>{d63S`A6!L4pD zg5!%+CdMr3@j+UkT8tT&Bfy=BkP|R~0x*CT){U~1r#$6t#KOG0*oAqw%;heV7ZzX+ zvzSGZ-UFNY%x5k$n%8^?Of;DPziy7RoI6bCI@7ttB~ApM_q^vq^x@Bb?n9spVP{Gl z7|@h(^M*-$XFfYR5{Zbkq$fS;NKhigqDX`uHm!#br`RV;X0dL7Y?mZMWyVGp0c>M~ zk{0-*6B%)_M@${$)v9l}4OOj;XT98*V2;%UQ2+yeAYCdO+t}Nng_g;i-p0C$aJLleFz8q1mpkajm6zE^{4m(*9PCUM-skpt?#ziD5;DHu1;KCtEB2D zVR&>((DAlg_sSs`d9zC%Z7`Ffzu?Y0CL-)|m#>YJ4|nKOPbF*&pDy*tYN?> zTHHi0`pqd}jigVy(@lT6zoRbo&D&+{TUl|zWqa_AbiyAg!ia1;vg(T$`9DW)3DjYt zc8$CJ*w3vlv$ZUDk<-1)cF(VVDePap@BI*c$M(A2jp#Vnxx^lpcjU{>d_W7@=N|UC zyCFY)65HF-l~?-z;WO`(*>gTO45v%_sS@hZ*BB!@ZaCOuy?&42y0`+d7EC}tlYl3H z0VN<^#ddqu1zozQY`vF&bN73+01Kobe8We45@>vKmVAE3eAUNo&WC-A)_vaReTNqb z)(2<@Hgp@teDL;s(|2>kWO(*}DXNHkSX_U}{lt5`8=5#-ygfsXUXtx&1r4{@K5hV3Y4Mlnn;cBopgr27n zNLUf~XK{P~C=xXo6Me{PPBvXo7=^hvg;ltT3kYovsD%;8gSl@^_=b`ehm|*nlNN_|=o5IDheUB&5kZV8@rY@Gj7kxV3K59J zMTiQ)bs52o5V3j|p=zh1TwYgO^T!g4xDrdy1Oj1F1wd>DNPy>9UYxj&BgbW*2#TO6 zip5uo^k|DJ$YB?#hCWAhdUkK$SABrCkIxqj0V?r_pVyE}@r@GUjDu)|2_TKfWq;ks5E55*DcKOe1{2B{60jv3P9_M` zHGsGOCxz`5WmyQ6@hFs|NR;*%Z_vk-(wCHfc5kg%bRbA# z%ja%|kY{`5cthukk*16Nz>8VQl|12>Ua1okzydNbo3vS*wt1Vj2?Rjk0&BU1ZwVK7 z`4oT|5h7^~@X!f-DO|rf5i%HYjkuf>;R|Yo5;+(X$mL{TfL(5zh%Nn&OOc!Y*{%tv?!d30L2nm`epujv!9iJJsk zptQN0y?Kn#*%rfD6wN6TP2dmkAeYIh5DkhDq^6fwN0LZZp(gR5Y`J#WHKK)yiO;2p zHwm5!xMlT4o-R6J=J|!_35G&vkRAwv{n!UlxpaL1VO{W}4Xd(5++FyBFTdlI;sVMb!K;V zXbOom0bBt1rnqW=%{ETAL zl=h=taA-=2tw5)(gSuywY7MHXq?oD`>?*D{aRDq)uI37}GCQ*}OPezP8>-+qt7);a zNztzmae6z}5cN7+D+{Yf78yRvoQdd-Ix7;Y^<)D}qTiWi2uocGD|fVzrwuEt_BEal z8?h2gj}%LlBl~EZiKB^tnumafKTrZCU`7uJyS9_|UMZUsNz1Y+;j%Ov zxPnWwI4i4p(YHMjj<=Ot6;ZFHXAt>{fAqSvDdDd2r({b&m{FUsyTGd?TCi6;cMiC< zr2DY;1-4-;wnk~BH!7Nk8i$p7vWG_rKR`lni-B`Xw^vzWcS~t{3lxa!wET1&bOYr3b4xL-rE(=TNM}VlCKtPo)?I)6_Xnr5j^V=Vrmjj)(Pe7t5lo5 z>N}#L+iX|}zwj%+^Gm-nI-|}fbFGV`c6$i1`+WdB9Rj>^?rE9|z2BSEv!#m8wW!s)k`C&lZ4|w~(KX4GX3%3COX`kBq!~I~gOuVE!A!KA) zrd~|NB4Nc>T)bIqxHfpnO3}R0hh|^H`=X*TxmmW5TX%TKX7eHSqPkPXc|VTypVm8b_iYI0NXRkvxRlV z1nI+H*P%FeTM)Gl{(C`d&mkQzy%Cwf>3#!P>_c}3;htyBwNiqQOU){q1`+a z-we()OQp9l8ep}ihx^V%al#!Tz2D1vDt!?wJraKZFt02jSSxJ4yHK#(0LSY)%fFhn ztB|KdJ=Fbd$Gg180UfA|R=4C<(T}Xqn#s@#k;nxs2qD&}>UIdRkaTBD&3o$-5|_Oj zI$R&^6Cn-GJRq~k8yqB30zY5^5(N_MJQf*D6{?I7F3pHBT@W*k(lFWA7U5(i;M2K! zzOa1QKuyP3Sk#XF*hYQSdWy&S)u&6XXvrFRP;Cu|;FK>&)eI3?w`*pr;15aXXAKt7 zUY*fljS?Ikt6@scXI&F%eZ@R*+Y~$^3qS$B;1B%34-+t*9AVB@k=Hn3+y=p=h!}(~ zf!qv1+za7kJ)P4cH{Ap~%e1`Mo2bu_-QAM^O<$B<*~YrmV>@q~-PvgSVW7j=t+a*zxRlB(&XV18b-6W3Bz}np?9@*aw-d#Jacx;}R zyP1-2Gh<5j@~f9^fzw z;N^PYK;REbasYD;*mnWlHR0t1A+M#}5gKk0Wy}(P-4RY^1ujh8&UUaPUgC1T({e1j zDURYR9=|M3*_Iv98phNWd)_t|hdR#QktGJK|6mQGkbxfCfk$q_NlxJf!Q@Ro5yTti zn2y_0UIPby2(QKu@Q^Lm6oisa7GRFKDxuE)3e)avo$?HTE^OGiy3_0{;%+MExL(WL zedmsy=SR)wea^=NO_{AI=zK=#6M;CQG1_B@X7Ki58a;%Oj^UMl6M&oP*uLqV?%RG~ z4g4@A0E-uQEfr~=5qnJ$eS7K#q3#%Z(}msUEBu`#UeDK^>m@#Njm_(L?(4by;$Z9N znQgZ=j@~qW2!-AdqS4-QYi5FA1#r7z25*cys9F=((WUMXlwR!+aqZcj?NvS^o*n@Q zZ~^@A2cypFc#-ikq4MXBmx3MJV$Ip3m&a_*+cVDF1vuwSO{Lf`BB zj@17=-oBjKo4v%xZtxdz%%g1uKhU-gO=u`4@v2JkG^XTSuJJU%@g1M(AFnq4Ao3Rg z53};2D*qHU4;1lC63RWj)Gn$qapoi8WMF^}IA6Z$TMcu*3nJd;;L!89PUoUKZD6(v zi9hryUiAKa^f3zX1pQ%I&GZF-@WmKe7f@LVFWNuwUY~Xlug&!(@%CQ-5-!UFM-cYd z>>u55XV;h~N+SWD;xd6zm?@Dq-Qwxxu%8uQ37UcpvMryu#p6_&ZJfJx%z95A=xt z{L{wxjqmuA?e8!y?BaGo7j5}V|LOFW!A5?-m7{<0AJO)wpAo6Q`mB%Xu1_L|zz+%6 zH(Or*FW(ip{}Svj<|j$! zB7BiXtru--gPr_|@k>{5|7g~rm(&hhmi5AhAS?c!_z)w>T^m0_6j?GOE#@nozjV2h z=5*>edtS$$ljwHtO1*oB8r~_@saCOKqO^5tBurmPi#VHB?b*7x`^vVTU;lpo{r&4N z?6AfLB=9lBB%2@s1r+eCfCBQ;|-*XfJ5=2 zk(ATuI2B9U1(uVZqw%@wZoJ95>~`FVJ0C?c3drw#he6 zf)6dV{AhwU3@wZcKQ6xnGfXkZ)GI&(&qOoLG!sK`AO#LuFtshoq*EX->kMp8)->#d z!`lK|t-lcY(^Ie#|9wLdIFMFkF(Vg~(S6z4IRWLKv1UA^nCUX>e~h9 z*n(RxmGPweY|~FiouID07Pid^uteCugwp(|115i0~RX5TfJxI zyKfU~4t$wyPT|OK#HXh*Q^gl&+$YCg6d}0)(=)7~`tY%VV9*nfONls?4i$MD#7{l13F_zJcO$pyBjsz7oa*j2C z#FigrIm`dt5s#1|)`XHs%eR;``0rlnXMk z228uGO?G+uk3QY_Lg5L70SuAm6QNg0X)!t_4Ny<+-PMn-5 z=jF!flyu^TpAbqUK2^F>yvXy0iK!=-_{Y+jYR#9pxgCWFD!QGrMxgs!=UbKthJ-#5 zCCF%KLm>)L7BNR%6@_YZE?T3EdUK;4^{6RV0S}R)bB!hqDxGf1QnHpcEQPrx#pr2I z;Dwc}xRT#b`vSn&xb-e4#Y;_56T>C`pr{XAhKzQxjifSABvNz~VjZOs!A>-){}fG$ zMW^b;P+k=$V+2Z&h!oOuvhu67X=k0}YF5(D@&Z9ftFU6atdy2E0eH=oUI8;iLl#j` zc1_IzS;l}L(BfvyL>|mmv{1b@^sq}+?1~!e*vB?^vQ))XMlFj~tQsw|Nr8nw`f*C8 zloYhB&DCgKJ6;-|HnqT7>zBkU%dy4|wqqeA5dj5Wuu3Sj32{&fXmN^D05_U5)5tDP z@sYw-5xIy(>~cG@UTyrgC+QY`TmnUuPV_Q0)T(&Xl|AIYNfAp!gfSNY@ z?w#9dAGFkhD=^NA9AN&!;uPKXHgd~-ZjPTj-P){myI~^oLSNNKi4F=<=4C(jIfR?`q~?t~r-79ly0VYwih=@m|~v zm%R_>?r@=7e))U!11sIQOdZB4lB^NKqYIO#uzKXHj&*FV`^jIliAKXXlvrq&J7&*M z-TQO%wwFF@Z%1+5E!1~+{yj{r?~7}G$CsSvTrRGMFMSQ7|6`*YS&9)qt`rpyy^Sc{ z8N!F2-wx>QBYFb@-SpqLYh6@7#s^ur@?!Z5MJvl&61%a5MB!X~gS{y4Ouw(1QlE=XK1J*<1dLS z4r&UpH1tHPTf+bpKmx3nI7~nVw6Gt{k3#$lR?Nd!yo)^q#95@pEXV>Nc*1`xF;_Gq z-5ZU(dlg^A3)uTPp$m(H+A~W0J!u*V#S5H{(3$=F#A%GYP?W57dqeDK2?Xqs%VNOq zQWj!_#c@mxS)|2t>_c0`MKSp_*WyM0*usO5y?^?P4SXdcl&^$fqGVJ?OME0`$iyou z7iuI(|64-=9Kd@#abNUz(JhU|%! zfJo7x%Kd0dpoGho63U{?$fFdKx8$Kmtdl~t!o7ek(#taUJBa*JMkDjba_GuT`pU(W zMzNGhvb2<~L!9g3h3m`7wG@q|oJyaJ%g&6axunZ;v`cp6G6$R;(_{@r^h)s7zkaJe_a}%%nCg^UUT9%ApL+ zS=`7m0Zh_zO}FICzyQX)2$W(RJ*jjdgjk44tWD(NN8QxT1=~&DtU=#YHyPog;e>_a zoQa%B&SPRu=hV;7z{u!K$I&E2*5sj&BpcWqhgAxkdY6i36u!Ys8kjbEzxm2Q4}@GbsQ5W-5R~5lju#7sWJFutd{o1kw$1Q#d8Lk)wqq4U9u2 z4N$#Pi##nT1;jo5l0StQRqdEW^$XQhjRqA6*X+`Qs1*iCg9*~rN0m_HIIv00%}TY@ z8w}ESp%h+t(>U!^K$X>$q0>>l(>(Q0RF%7C)gJ=2DJI>{KXTQvpw&7ph=s^iT_x8d zb5vd>3Eu-&9u?O1^v%d*4rJ9-B8>?d@l@~R6;Xv&Ck0JYUBc-c6KqwfTI~-eMNqv{ z&~E+IXIe>|8wQlUtQM;-9(*fS9irac#Q>lm9UmzjuK#2WzpAteMM;v zO@N(JE<0J9W7xdVQW6x=lKqcl$*+iw*rcmi9lh9f-PryEKpJ6=SU`tlCE8dhfdg1Y zYh{g>MOhrY{g~Z*9NpzDh|(p>(+v}X{TS&5wcSX7 z*Cm+P6N&Q{)3|@2tv{)F1ququJiY%o?-qa0S<{e!m zG=u%+-~RRA|K(r5l~OWET(T)(!Ne(ln7v?Z#Of{Bf?%TX72jnbU&uXQ^G)9!U0;r) zDEEcm4JBTZ#ZSD&U;Ncy07l^yhTaw3Uew9jr;S;>=vouB7W<8j7;YQS`2}#8V1U%! zvc2Hm&ESjO;IZVSSYU+@-lPzA;9ObU65iJnPT?u;-xbymQ5y)mePXkEVTQ|(8O|ph zwpFl2-hz>u|Fb9oJdj`sj##JrVG9o8IEK_Arqm*qHA>k9B({dQJz`c6;lSjT^6F zNZv_W#tZDdJ;W8`yb$CB*kttyolYiKXVB*IbvjZmXdRL0m<&g1uuTjqLOKi-c6 z9;RB3+Cs)<6xQV$Gvug0|25WTHg>vF@aCNb=TjDEGsWCiKIaTAT6Lb&UYTZhHa&Qb=l`AO_o!!k9_D<$ zXI?huf!3NXMi!cWi-Tq0J0z4>NuP$6iwGf}@MYs|9=wZ&75-Z;DS#1~XcF1krWVMV90pd{%SK4*+yl;e#U|vhE9No z|Bvo7#d98=uAUIP#Zqf&>CFD+&EDr?PHW3{FJ`uj!o6WnGa^BSmCr%# z%ybLzZEd3)u-GQ=+@9IMZ(_D;v5*Z0FoE#q%JQag^FHqjPw$viKK6zO_g*mgzFXj) zZ#%8;$-eIab|31tujTIL<_2(CLF)nEyb8~=sFxO|YCi57#^dS7=r(D1Js>e8AA1(Zk0ziv}_++lM zXuZ~RK8N)_pV-~?b0G$F7SZhvC-hi0^fuqVPEYhmTXaY#_F|uOq-5(BHHiLh0x=(R z&K7Wj!eY|M-5fi6V5>92G!dc-URj#ql6|M;fI-H^ZFk&pLs>4bW}>IYo; z=4^SFH+D)FvB0$zns@e_|7BkGg)<+_G*jT7clgt`bUR!K6G(?gYW1bJ`*U~tyr*!e zC(}tKd3Zoyc(;0=3f-*t%&q5oVu$$vC9yfrm6_h|o7Z%l=k&bbG=)c^UJm+R4wSHToaS1AGqc+dyeAAC7cdB3Z1 z*=H%*uYG?DoIoH}>%?Ag3qj;??dtU_*swSz zU@fcDm)W#xr6OJH)~N`zI1AjQo3@3&P9pY-K)R%fpTL2A{}CoEI55({eD~t)yTp%S zzeDA|?ddCM+5!a_m`LZ@bGcFuN0TmH8ly#zs#mjay;>#g*s@J7^QEs|NSQHd+N``2 zsPC(7gA*@q{5bOD%C&}V?%eBGEbO`}5ayvE##n4g2wn+30rT)T=5` zfRh0OFrYm=h z##B_!^S}L^BO6!(~dRW`3wR(K@C6<>>OB|Zt_Vnyqsj@kh zt5AuF9E!8jYO7~{>KW*~z1r)mYX=3puYe$3R1!pqHu@;B$|6UpiRp^FFvAV+#9X!! zOFS{fTzy(4!VXiF@wW<_g;ysrlG>)nZk1e=|7P&X2X8vL)=TfbG0TilMW*q4Gi$_3 zG_bz`A8GJ$^B^PCag#R;7v-i4cfx^aE~y?Pgd4~@E1T`$aWS!$kp zo!wSFE@#$8;kfeT*Hk_{@w#q)Jo15dP9!+!=!4Ei;4CY8?pKx$JNDUQrTXejx9+r+ zyKAo$?a`KhmANEib-r2b&-MGt>`Y!f|NX-!e?R^<7nG5IhW5{qGn`irjW|Pk$+=#2 z5IDXCGEgbp>z>l&UA=oFBN z>?%$)neT8EpA)hJg_B!h3+uNh7Rs(GdNG1x8Igfqvv!Ce@-ZKL#P-xyqnhMe67{zGKGAf9N+EfTP zlLJl+g-e_ky&yTuDY0{Ash!yK=$NjEl@3Nlq)P!QFY8H6V*w4(zK?R zJcvONa>g(&w2UlqXhS0EO)R1GqDB?h1*V`;rE!#y7KNh28o88Ih0KFiDXO}fg(DN* z6Q(l#sy}Ti*0GW`lRcFo|2W_QREGSbo4o62FOMo$qa`&FcD*ZJ^Qzap>Y=IKGOAQT zRUEu{2VL@nOZBLCqm_CUtd8X;K&JtXvQoCPmPM#1b7~sQ{>dOe&1ON)*w*A=wK%1n zD{3!Q*S)f~wTbBKAmMt^iI&O_E+UR1V;5JYK$SRXAt6^=`q-GV}8Xy+~rzs zW;=~0Lta)6wSu;@2pR3cc6*`Irnb9RTCHoti&wv1siNWJZi>)LlwH1xamdk(FI2|G z;nFvz*SIgAt}$6Y?U%X!{V#x-i7Urq9ZCEJpOzBl<|9chq*x?kBEN*@4`_KEbxW)LL26AD{;sDdQ#x|}dXQk_pd{9%m z<#6kyn$X0=)>Fbp&XfWuTw&K*WMm(BUPtlpL)w5o@Y(z9B55V|`KxuZozGJ|>DOP2YGh8`I7%v!`FIX=l4Q z&DOp)w)-3E|7~+SS8*=2o!KSj5%t9vtR|0nX07fNB{dSZW^!yhI&MCi*I`&rWMN|` zY~IcrWjcXSU4YAFWmB5j@p$%(p-t_DGrZy5emJ)gTn})cx;TioqF)B%YRJHP-|PN( zcG~@J)<%L7@ph^>b)6xV?}WWsy@~>Y2+U!UFw!R^c#7i@Q)Y9c;R{!|&x0=Xp(8ij zMn5{zldkloGrj3f&o*V#VJwO(=i+e5cwt`67@SxgK3)3sox{`_ce9Z)3WNvWZgVxZ`I|q&$lVK zTl1SQyXT2LKG&OxE}`eiqOD3429!V+cCZ5&Od$W%7obElCrZjVBlm&R9;~M}f9|(pV_j%v< zbsmPDU&DOfgpeOp0Gs;xM9QRrE6kuQlmiOAU;M#e>XFdusg#zf%>EHq|M?#P;-2pH z|B3H8g8|MU6Ea~fBp?Jvp%hLb6;5F}OrSYfVB;MJZEaxnNnT~3UP9X??dULq!Dq9*#>74kzCQriU%)s%!stGybmVIUc%V(N?_3ECAJ zX3D+s(dc~(QrzEKxZG3F4z0Kh0lGphKtnuuhTS0(JD7uK;NTzDT%^^?IP}x(4dEh2 zBeOw6Bpx6oUZWjC;U;b)H+EwbcH$>GTPSiNtR+S%mIoMK2n(trJ2r(GdfzLy|KUZ6 z;e_DXRJ7g84F!B$!J8G}H5B1E1f)PFQyzN89v&hhN~1z@Ljhu=LuR8lMx;beE2<;L%l1wmDl<4kq9+C1WitRGJ>-Z5&qm|HN8WMJ#$H zXf_2{qU2b5-&v+%_;BS%xuKbS=EuMxRFn*S;6Vh^B{Xn@U)~;H_9V{nWo}BNPy!}4 z)`DUJ-VsiN?uCc=8|Xr}z=w8W%K!stkq9+CD0XB;WRaYK_n>XPE+ za1|&}0_bn*LYUeiWvVHsV&|sn*JOF=mu4!d3McSQgEDAor><&>wkda7r)T&9l)xGS zpj!ClDXtpDp7N=C`sr8#DyH~aE8(ee2r5k?mOh%mhBhjsHY=pYLxDysrS7Dq0-&_^ zWtE00-?1vUQm1|;=MpYxf|e?|I^-`d>!x?*JF zseA$)>phr75$mWZT3#?(vZCw4IjXZJtdk1pwHoM@Hf%g#suKq0ZLTY~N@z8TsqaZv zrj@J5ifMFOtjLP!H;`yL6$<~OV?%YH*Tz^io3>xJtitN%wH|20@+CuxsT1l##f~heda0O> z>4qBYjE(EZlIxcirPr>lQnswyx@|h#Lq6O?Hn1!=ysgW^Z1km?q1J3@-fYg==+5qJ z&rZ++TmU@y13&PC%$i=`Hc;bcSK{Pb9AZYT?!?nV|E<(+ZnfH;!|vqON^2zgqAyA! z*HS0jjwm#ktrG&DwGExbo^7T|V(F%C+u|+m=I+}rrS7t9Hrzu!>_gqI?A^ZY%f_pA z44L09FW?4ldk!wo`t0HQ!zhS>7$|KjSrnmS*yC1(kit_v%_h-t?&khq=$`NSt^Mr%nUw`eK>BZgdJ=FUYQ`TBH8@qsaEI|N1ZQ`tR?~?eOMqI`{$dhM{WSS@$mQ zNZu^;Mz91!uZ|9G;r=WO_=5-tfB_i50elnonohknjIknWKITOJF#v52UDT3qvzjmZ z#<1v)>l3=~s^0HIa&7Vv9sJ_2xmqX?Kj!}q|1l94G4T%Z01I#L9&iG`#r6`1ojNcX zLhuAvF$F^}CUC+M{A>^;STKx23lKoj-s&12O$pzQy4Vfsl~AofZO^r^3qLBe$*?@M zgB{;79_O*Ns_zpjgAH@5g7V$#5?=fQCJ-MoA~R<$+^!KfvLipT@5(LRE-@H1v0FT` zZ%HxDQn3|VamiV*7XNGqSOZ}wt_h5Bm^85VAZ@f@a#6fxmB~fieMVyX+)~DI!qRab z?{Yg_Ej0M?A9HIVn=6cw?Ss15=vrwaFY_|zg55$gG)Hsp4lvz%gYJ&Q7g+LIxN`Dp za=mhLCxMen9$#xa1ar44!!ZA_F}s*!QYK|mqa8A{L{GGZs)96MbPv4Ktu83xpFOsGPI{6^dwTWSc|ncXf#Hj zb<2vhS+nd~e*;Gouv&{WNo%uO0IV;ibgqJPOIL9gf58MGKo_vW5c~iy_=5`IG#Q`Q zNjr-wOU3sV8wufaJS?fBLaRKu|3iqj*c(G?J2-1pQ*~bAF&)bTJy^9oV0GK7EVs67 zwh)era28tu1uVcJbVqmi0nzgGurha|1;?=tMgCnut)#K3St!lGsZ!cx+4kvS(t2SaOHRASI=Ynk~vTpbG+Zwln$2D8G>^PVx zaXUCWw19F4#|VeyPCK{P-7HHJE+&jPiI;eZOE)J>P&qHa5B$K5d~g%JbEdE|vmv(8lLw=VmQ#v^#Gx#GbL)cn>Vf?BhU~Hq3GfvMQLhHwgmxt}{ZWV*U<|9YplJMk_uH-vfVqIwMraqceVGk`U{C$gv_@~hW6zz6(;4|j1J zw>jv#a_~AAcDS#r8?XyI#G5!L7(1BQMW81Dvr9?+Is4JrwQsCTPs1R55Oq3?!(>No zfpR;y=Qp^Md!_TGy2re_kGZ=`IlM3B>W1~c8=xwXdI0w>Hz-4w?>rELt0EtuGL*Hz zFFn(T1Hn7^!Mk~7D10zAJZL_A#Ap4)AN!4n3f1q8$4`A*y2oSF+&*4`$wPHssyy32 zI;*-orOUkBXL`+dI&C*J(H~$g_&jd|@Gq}=-s`>5>pgIQ+UAxchn~k zcUyfsVtv*_|2!vlRNC+ ze`(A9?ALuG-@MAMEI@eU#!Xo*g9i~NRJhP!E@cBDev>$nBE^Bqaxv7nk)bY+xiV_Z z6^>*{lP6K8RJoF6%5nAb-HS(Zol0{FaOTvxlV?w#KX>{9I+SQpqdb=^Il7c-Q>Ra% zMwL31|7umMSF!q}U_}%suV2B26$@4rsU;J#rd^s;ZCkfZ{fKxwcdgR43UU@G(1PD1 z117HE88z+`bJI*Nz-L&!0V$6D_)3Y15}UgI2wo zHS39%E5?>Rn|AHms+47pJy0UaiyVO;3<M>`WaojQNFw+#H2eJt#lXCP>3tg$(el+h(5k7_Zpp<1$Q(n;&Kt7oRezB?(r{o?xX zr~tL>(#tQw43jAM<||XI`tB3cDe}}5lgl=v62T9w^fJJJ0u8t#um$7k(?JM7qfpSs z=#i%#3=z#RoX$e~48%u0BvI1UQmoWc+b}~e991sOjGJeKwDF-Adt9kEAD>w+IOSd9KLirgJsPCvmOP$#L$0QhFd||8(C; zI}KRiZ}R0-;DJC5bt8vhELEk6d?RR8S1G0uq*!(7rI(L9>iDB1b;Z@Xkh2@d9AANb z5Vg|o`R~|f<@8qOnQ0DFT58L*w&rB*+BrRNefA0Hp#~fmuygtJbDenHeHS!&p)RzY z<1oC&>T96M8k(!MhUS^CzlLVTT)6Rf#D4!}&7Ree8+fAQ;Er4Fwk_S1#kyTANMYw5 z%J;e+kAud>iYbnDxaTxZaygF~C%H+-NfO7q>l`d;9g|UB8MT)AdsEGrgAQHv(W@%p zW}M~IIcU#G$Li(QbMm9-o{B#3FFny6C!TEnZ1?H4qlTI>n18L?NK|CMngTa}Jg zg}8A#?djECTQ$06YjW=Gd92hogD=G%#({!VcyWVtdFIJ_RdtTyMhg3gj#~^&OA}_7Km!t}Ku0SD zpR&;>cPz$ws+rJg93!FOkw|jh5Z2ym^bF}yZ+eemTa4W1u$Iu~Bn|^#4ha?xfxu8Y z4S@zXVx&ESAn9W0V^#g2$T(#{BZ?n^M#!*u63O9je<9o77FD(~US)1&?l7Y}2-vv{ z!U=&EbmJRmb~*@#MHH);py-AM$NsFbb)FN~5bRJ6V-RCw9*JIr|KKIO5jCbA%6Nu^ z_SHTj0_Tx5tf39BCqC~zsWv6yhTpz1k`ra8H<>oJuZ`(UxJS)pczeRPE(p+=}KAbn5Lk~ zu9sdY0i>%4gqAc0vM&T;V z({$8V>;S1qjftN&GV7!@_3K})vK3Oil(5u{=^aC-EWjS+bqRbK2N^Jg=B$H6jNt}l zC6$eY+=xU)O)5ih^R}is6@`kV2M(!960VxcB)U0{LsIJ`i9H8N9f4x3YM~5ov=uwv zC?r}Ts#c0Jv~l>0>v4r?M$-V$uF4hWNcpo@Wc78i)wQls1Y20`Li4cN3>tN-OVgbd zASsYFS2=`q)YY^jB+3}Ah{^{N^@4`IpVf$NC-V&5|C081rbTURQ(Lc3!gikkwvIr6 zE79Cuc74ytNP=Uj)@S^dxE?!9Nsyai&4qNiC(8#rhUwgP5HqjtkuIFTdtDW;I49ZN zZehDiy2i2?C*rLcdBISiE3ktdf>SDVo>5QMcw@825K(j#!dccJ*}e$Th1d`ptNGGU zc=P(Nfkif|87TwHPa@w!A*>4|vNFsO_8Ns3`rBt{xQrPNF)>f34|BZvjN@Pj7_^k) zJZFo>efBd>T>Rpf#(1VBU9mV}$3YX6W5@EChmS?#kQIpyY(fUjj5ezZZX${Pe$wGx$AW+dJc|0V12MwypKQ3)6Fw;H1`n@=NRxV{;4 za;CEx?TqLD=-Fj_{`0d{9B4tqloW#{wCHTSSY|&XaKe!3`dccCf@Sh(UOShnumqLY(bk|JxYb8Lo>mZal8X4)Hn8c#dM<1MedYambfF za%Y>I@G9NPDq5a+#mDsJquX{(v&}3;UtusS^h_gn&hwtrW-=|R2tksE8-hecHxg+o zH<}JZs9W;Xr|r6RT8SejUQAXvs`~3u@+sPeIqYQrPT3O6 z86R=o?SAaOyF>5hsE3^UE|0(8SxYk)llKcB{x=?e@#R3NTPAa17hBxD*+lxAnBFyb;EaQ0OE%ollsag;BTEdZLgk!+$Bc7x87|=Tq z4A+9Je-Oj$Oe6Rjj>6_=;*<~K|GtKhG6wE4rupV>#G^zK|qt4cCsScT8h5P9uzhuh&L!4&hE~=uicN%?0%^@A3|F z_<`@tNc+x69@xPgZV*cb4^DQl2N{uOeh>&3Zxvu+2t((@XzcO$qW}oNPHu-C-bLzE zXl(+pQz!$7UgQ5HLcknM3v1-Px-e?a&?Lfets*d%Fs7_%4Zt1>*Lr~)G{+5l2{k;B z_~@`0H709{Q5i&R51H`=|NRgUYcLS!p%4$zSk_Mmudxxe(PthJ5))4nDKT^~F{N@4 zObEnI^n@MOW;6l?GU$N{17;LW@gydL>9kOiHVc*9i^}vZ7CniUK=7=}@b;|kI8vp| z9s;g>$sOX*7#-5r>~Ie8uo)@x9L}K->){V+&>r3ac&5=1wFHBnWf8ZrB%7rhz0u_+ z(Yr#Y9K$Oc|D)y@AWy)JU)V8`QphvlF&<6Pp9JhvSaBg>2_FrI_HuzAz0e;)55gjF z0(Waz0&W+H5AAr(7u}2@Pw*ihGHVD)A}R7KE%F_#Pb2AJ3E$x??cpP<(LG4AJ=)SF z;ZjUcG9}M%C1K|+|Cyj=E1{tmh#@xT zP#M3H8N+fc`OY5Pfg{iIEY(3B(m+e}GChhjE|HTz=8`U}4IEi=b(ZDXj4%^r(m?b? z{vxHnEYDHefiMTABm~SJ74rZW1|%3Wd9nsa&h7SG@f8^(GT(D;VsRZ}4Kv|~8+eB% zF6xUEavfZ=istaivVk?_YQ!e&H62oGx^e_{;WppQBJqwRt>+xn;bi!s9(ofp)!`9{ z6DGUF5|cAT|CwbgU;+J1^h8lKMN`x+VP_ms%0<A_!hJm9P|Y(vNt=@GbofD^5H@S1s^t4OF;C1qEkfu^dzmIL{)T9 zQ>p+esUFHEb%qAyAL^SrvM~wqW>rts3a5Cb?4E-@2#KF?s z^D&}yN*OQ>uQZl2@FciYfU1-j9TLa}R5dy7%^Z>#cvUvnR85KD8F+O;hqYLJ&F{W) zs3cT{|M0X<>)}rG^gs3#Os4futyN1%lu)&GMQI@%Lq{Z`?KqhN2_aQazRgBQ=v_*K zzsNz8HVGx9s)uk0Vf2e5h-1t~RePLtouJenq_hGXsZ}HD8EPU{H_AWHRAU?|8&uPb z@UBeh%ovB&SBsGtfMH@ardTmnW0-NMOejv@6CX12S)nvqqpMGmrCP6bW!)oNxAkQu zv0I;WbvzWX#MLLN6HkuD6?lw6+AuZv%Te4lMY;+iz~)sFqTr4LCE_Mutz$Eg5;9V? z0v&9A1QtMD$Y3=JVH36&o`GRsFr?@Vq})MGA8ukbHf_~*ZH?8}Y?IFTRci6US>qE` z|4o)ZV01n5mSy=iD=6R#1Qlkr6&7SRfu@tj4!3k3)q@s&r>4!HAl=fUo$JeHf&wcHG4H<**14| zS9c%I9q7S#;U!K@XhH`CA4HZP@}X`W15Y_rkB3patFSC96# zc5KI7)5T}o!3`sKQYKf2Dz^%EXz0Mkkr0Y=@zry?4BpbFc>PsXt&Tpk);~W583``# zs>mu0)^*)sch0mc*DS=^r3HC)!gd#JANYY~^H?p9H!T${<;8e2GI>k3c?0ix|D`vC zTNZE+wS-Ohgi*MJC6REwwIyrzud)O$oT304=s?VMFzBv)sYi&=_i`&EY{Z7rEM_3l zP<{i>Nj1(}6smS#(iEo68p z$dv&iHC;GN>_Ab6_l1Xhi!zSqbTbb~5<+Z@_zR)-X`X6{@s|O4iGO1gOl3(cR~J_W z=yA#R*h=GzC-_&*wimK^5A9(be6@^u`HZ_Vje)sW$KllCMT7l;gYCh1|LYhZO3YXm zRZaG|kEIzX{+Jd9`I=8Sdtpaq7i$qYNT+0BrwpPOR;0fq`Cmk1X~FO(ftcLvr(-s2 zl{(oUk@$q-g^8_B!>V+`tTqI@mWtEo`B-xq?XCk~^LC*j8wBy#qS1_U8JKrDnAKQ9 zJCc}Db#CW4nTb`&qc((JLNkpBg z#%PZRc~%5|Fa}l(f|KXjY3Ub^EgGNsEmpHZifQ$q+3r@`)RjXDcH4G$kq>O$Wtgt| zjOc+uBwC`4VUQlUqAmKO>ogxaTA4dKAG)MbyYHDt`mLd&q)+;q|Fs!**!r)8f`)ZM zuW^E}@#Lj9YqMyYdP<{SfEamrI;y#u;p$ zvb8o3v*A-Zdjw|}w2@V`CAzA6Q>!I(2|Yu4I5MJx*|lAp81!4e(>O!H+j#TAAM~NN z&-%7WD!1Lbw;7x$ejB(^Sh$JXki&I$YK{|cCopP6zGxb{|6M4O57IoT!($AmC`%kV z)SsV{}3CN{fzyJ*Fzz)p8 z9QJ`7L`|vAISfH}crn5}8^U4$M?kp0l2&UvSH;ipG`5s{!CSni3NbQU!?ZXLTaz1X z-1wg1sdIUl8FI9J{2jhqJ0as8+*@svyjb^}zmc3*U)$5!7Oa6Gw$qxxp*+evbR>=Y z${9S%zkJqbJRh&Q9HMYlhluZIOx!u}hyp`YVyc-?vZndG2HC=tT2JJx*$Kf3&owb_*POV3* z1w~``yVFN~ZSx(}_5H{-mZRY_WLN#bRej(QT#Z~E))jsz{x}wB{o%h{%o%9Py+s6c zJt>sM4}4+cdmZD|+!%Ih&D6%&MM8>@owOR$s)TArM%bQ6U4OW} zb%jmmXMEgA5Ml%Icm1xueRtip58U3ptDB)CK^AI!70LHK-=Ti$@!iuuo!AE+%AGvx z^PvU!TCY%65np}b-@4%;{_MA0;ui>97s%o-KI1pu7yo))c9x(CEPk)aiMeA%8L|Oh zJR@OEZ8e1c^-Jy-$fwjMu-l3)$ME%}5z0*OxzmHt@slLB~A?tO2>j%Cbyk1(vzD+2e z>{-_A(f;h!UV*q7X5PNn<6iFl0E6s)!SQ|w^jtF44=r6B>zjA#Fx*XzLO;DwJ4Avrp%c%Yudbt zlcoqiIeYs236$oNB|(cCJ&H7`(xptBI(-T?s??epzU-ofHLKRGT(`#hGGVINr@qFT zO&~(V&?SD_`g+@TZCVjb3otMttCrrqd~4;(rA$|@zJ&P-)`d8+E@h0p(R&OzvgFB; z+l9M~IkV=?oI88|3_7&v&h0F7E^V4LXK|Rtxqkf`wd~onOS_}@Ftk| z;lzs@KaRY3wr9PX_c}Px`E%&ddu4O?&YnEVk>%wc=k6Kx@dJTn%a&bt?ugGUTKxF& zeZ`LS>th5qj-`H*DfR8!?-ERB1tmgR0{;&9)Dle~$Y6sGJ_uoi5++quEL~lQAuX}Q zB1TvfM(77!AKsMKP))Gq$6LO{C6|a}F~9&Gd<{m}Uo;kmqhdNT##lSt{YY7AqYX)9 zkw#*+PLfI{*^ZJ;Cg~Y!sGp6UYiC1LyUP`cIgm4?O{~WMfM$vC`kJ)S`R<|0r=90G#MyqQ9D(N zX{MTP%Bfiu?gDD4qK-UrIEbjHchzq*Z+&3lB7XAz&~jRPn{BP9xP#2qcF zU!#v!EXIMAmX#__mv#(t$RdyY;isgYjB-||dPs6pY?;+6iYl(?M~fZbb*rws3T9)^ zKKI%yG|J@S4Zy+5=@7BVE{!a=Syt<;xs3eY^SsRu8X^uGPJy>jO%oxb}X)XOvTG~DGl;}|O6o)`5AjCtun)X+%wjI@u$jyq2A zNf!TC@fR9P%5lqR@uYd@p8tOidQKUD5ev$uoBkEcp&OMsQZcucBCIXCsJQ_$>g*TK zKJRWL+JE^)G~c?>!y3~~YqsoW+BTU@)KUkAcJya6R(IXf_i8=%)n~6ZK8u&MTie04 zBOLi~pKqMp>f1XUc;eZ8H+9d9bGYyg`Q0aZh2K~Bc@C2lsF9@OaRfwEK{ z+3z95Gv4ts1Ep>~DM?Wq8}zOR#2^Y0G21Jm5sR2F>zpKf?^?%so_L z$3Egn#vbm#SNzxn4FBxR&>{Gv4o3>tzx04FaU?0A8|f301CAttBKck&?QxFN=TZl?QlQ407-zufpum%ltRqqwgdDeN%XT{@S@l0CWB6z&` z#qo&IlZzu5p9x9X;3Ut9&U7Y#kcPw{ zA_e)n*o{zDA5^DJV1x(6)IvurROKl-$xM5Ma%oy3shFN)Dv0{_q*sPWoF$JPskCgxf0h{r^kv%OpR@;bpBj{1(~FMGV>9bFVpGO4pR zPl{w5Hk}VefB{GJSd%6D7?d`%8AmxLP(68MfTqZ)Idj@`s#IOw=!VhG(+%UD2oh&g z;wjHq%>^w|t?Er`b*mSua4-J!-Cu6e4o}i!prR>FI3n6nQ}S~$((;D*{z{wUgvo2n zNeo603rhf=hZ`W(MMZVw%Pb0Z9Tcq|FsRAW;?P4lGZoX(A~UdTC`=;Ikx$?VVmO9m zM~%862~Q1$+WMHsj*)BJQMH*=Swduvj=G2U8Zy(F-lGvt&D5&O856IXb-B#t)K#-; zx~*<7RsSJ;70ntc$)1$8xiY~S@Ygxbv!lUTR^!-vK0p$-*m+8o5y)QelT-5`s4)Kj_YR!@!URI6Im$e1q7)G`$7 zUN@5Ul**@@TYy}{2%q}|qG5&z82>IgdA*6N{mv_zhK2*m$m`ZRY$;O2JS)r8jxR^i zw+?4vv>^IwjzAo1XM@=H&gXH*p6B!@xycDTah53;!((6PV0N{2>a(9Ky&Q!ZL(mZ} z)Se6tX#g(TwMLCte&r})Nf$7V4a3KY_2FAhtC-U*uGFnZ231mPeB)0s^{PJ(@?o?( z$F74lig-M`5BYJqxwgx$4R8e%UJqAi8w_B!<_#!OsY-vMt!|2iq$hXlG|eWZw*Ox^ z-fAlyzAZJ5wvBjZ>L5{m(IL0F7sBqtK}Mz$pQ%iRgVN|w)7%YO>}PMdXx~VTW`KAk>QKky@&^h^hj{&T3K9*57=$}wJR$IE~IGl9J1BTsps%$nArTl`dEH2(w?fmvf_ zWNM`g(?TtxL?ozjC;G7vKsOpo5>etZHb9dLdGlVpr-8uXdo2Zg!Z&;bfmwdj5M|eJ ze$!LE01OGybIpf1-?L$ER1wlQefaPW2`4e?kbRNEeMrT9h6aQ|2vmi03-!Zw;zxdg z_YUcYe(TqMnDTxiA_Xl$MCl&|LF&Ae~-qmYGW@P)+3)E6AN>U`2(GKEJ z8oRYbyOAuT^lUwZduF418_0AWsE2Q}S>`5MAb2-;mJR0?P$ThLg_dV7m|^-=a1qmC z8Z~`9UrR)wuNe^-cw ztcDC7Vpd+5PIiF@X_XjkWn{v}dbLL+Y}kgh1wIfsN>5`;J`_Elfa6^LO z@f`32h~*)IZ{lua^jkaCQ{~YN`Jsqzs1615M$ce(-J}jNC@}|DVu`aq-^YnUn0NEo z3!d0@=8zBh5O}0Gc&3Po8{;{)=!yjyWTS%&u^4j5poLV$d4g0)GPjGrW;QSsH2#%< z#5Q|H;u^3=jCZs{%JMY_7HwveH_zaVN*9eQsbFh{99)zg^DqwFaE;?(Q)6d@eAA7F zXj2Naf-Ts5u9Z#bIDPB*IPdU|53zk9F^^5jCliql<`8I3dH;l(b`GGpkM%H${zwi0 zxhW6HDFkVdW7%8?sgPONkW&Sgf8=tvqa%G0M7e}>nqgN8I2x|kk!#ov?Q%yi_%u;d zhthMB*^rW5#${T@l2?R9$>BHP!5vt)5PRb{$RvCev3vu8lQXoF-ZK) zlITW631aFnKoZjoIjI}(pbnW>k51`*#_$W|hfPjdgc6s2`lt_D>5u2om8bZX14$HQ zX`C}=mS?$Y4C!i9C6<9yNu}2-aA|>ykxSBIhTfnV#nT%a*?O)QSlFj%T!d2mWe~kI zb{tihTVfoBIVSFzm}P=~1ExO0fqsyoY23jj?Xn(+82>*WA#Qy_O>(A_YXpNLhFS|_ zpu)ovBORcL;x{DW^sv;IQNU8A&jztmqE&gK`I>a5D(+P4(u>`_izvY zu@KLoBWr>Yzu=@LZZtJ`TmmFa7+m&n zl}mV^_LFw|!eLZ*S%Zj_iH2bx`KLVjl>25l3tDLhRE}@7nw1CyY zwYm(=X-}#Mkp^H%f_a@iN?uNa84#EmR#F-riLC9@m`iF7`{1PYP!Idqn@_qBJBk=d z#tl(<57SD1j-n4)Sq~n%rH$#5hdDmBaV7D|lI$}~=b)za;|}OIQ;!i`kuiAVm^kAA zVdQZz)X}f=Mrm(&sO4x28uyog_0%u1KV-KX6C}~ucpEy(7SE)gWshO&& zjnh*NG58z6EPrHx%X#cJ5FqrXBQpM4%Oe(EQ%d|}!uH&kuTZ*n= z%AVyjU%+IpX{)wt%eHNs9Pl|{!gMC|0I$Tf5V#Rsb9#QDg?##I56xf@660_FHW3NY zr+|v61y>RC!wxm59}W9x51W(=@ea>dv4x|z7^}A)yRpE~u_8;G{7?@ai$<90xgtx1 zml~q$N21hlqUc8s-5|Tvpbn>+st?k#)RlN>v12n6v%l*(vTC!#d$YP~Pr3U?cR>t_ zp$x$)tl_e3#R_zF*&0{Uku5n6(CV#S>$M~*txh_6ODeX9Nlam4ZcLiA-rBTIOQKJz zrES}`;;W?M>#WbZ5BH0|_KUy!d;h;q>c9L8!2BDw^h?0iN5BW%n89@$eQ2-emox%n zf{JK^{3>XU<5Pue3kM4zMe`-9Wpx>te-8UDY)+G}B}JXF|XW#VsSe#5=q= z%UrH1K{^_&2$-GP`JF=wo>#IC!oj3U>$P9|q)Te9NeUiTt7m3AU)R>9^R>3#VH8nx8=wCgL#gG|VU?6ll#$caqI-%5T_E3MxPzM~hmayA)D7{PuEDEOcb z&#*s$W0{`pVQ=TSkXyJU9RI?ML&^{X42K&i1EaATs<&4e%W#Urq|324Oq=<@52jGd zy?hI=pbh?Liu?G(u{*>=tPSeG1YCH#4ss$h(acdX7mWlvDgrx=#1`=v#oHXbV6Y5S zOvP5bTrZ#W_1 z$cOy21#QrZOwb0c&;|X+3+>Pdy~qyj$m5E?jf)RUifEYZXPx;>N2S51oXW-!j;Cyh zZnVmO+IOxgS{ix_%^=H5NT>dIgT74Dm`a=EXACus!^a@Z_dv|Y4Aj~{4a@w*7Kg;r zykk7p#Pp=io5Rgd4gW!-^UdH~#l~w-I~zd;ur=EW#$hZz>tMA=>(d6!kNZ%r|Lmo5 zywAZwU*>bRUB=dW<~QQoq&_{-j||EFE6L$|z{^5RMgx=(ARLMH@nIxQu@QqttXY*u=u9jfqNF%eI!)6zeGjLL+8w*Y zgGZ`FY}Y>w)YxF#LY)T5b;Kn{&9atxW5pC$4b{V)DN;?T6DAP7ND>ZR zO|&8TCFVBQ>ASS+OQP@F&*OvEXUorSJ;(XXo)6WM=*!oAt+q5ZuVPZBdk9+Wt!ZTrp&HH2u?4B@9~s{LlZPXwHRx@+WK6VzuP24qJGTwaL zHY?7{^~~p#YbLNH%T`cdB7q&n)<~Pnvxjy&s1v5(0iy;fUFCG_f7=po?1I8oO@{4umWm z<|?KQ6W)}V8q5}+ei{DDAC9TLU<@D|;)(v@Al}O${^3Jx%+xT}v^~VOt>Q$D024A7 zkVG>u-v1Vmq#;8DvToJtgvFs#NzQhR@KWUMfTY$v*H>!L zV0+fRhtE*1p2$w+QVvX4-quz=ChtA3gV%>ES#;8M0Ml9`(Z5?u&w~uLkX+b0 z2(gHxupzw3+9YCwNHGx$K=06l8S$XmFy{`KI2dXl-Uo1*YnAC&xu@&7mWrvR9mGL= zm53hcB1;Uv;14z&=@C!UlKu)nY|KQ=o0=}WoQ@4d%mgv<=~FSyCQ{9?(qnA_+#{3f ztIqNR((1Dg^D*!0wVqA|(s>MU1=OY_VePEy+r9N**5>-%WDC#myzK26FZ|q|f_3fm zBL85+@tBdlu$qj&_HEzM3dj-ty^oF3flAVX;?eGYK#Sur1|E;}VaoX4TKe9p4c_2w z-#`AIx1@;SwanTb+YKR#@aWeJlJ44;zG_SKapY!5_wdPvJW6izQI=<_v&n*SF zZ!@3uB3Z&A?eg;U!V&dSU!c&6_1P`%XpFz-{`KCz;B+U_<6w7)yIa6z_CE*`X-}}N ziJ_f)3&H&F{+JC4KdP?_oOwTZ!R+^dujq#_@t1njyR80-uEX#j|2llk*l^C>05-o1V7qPipN&Z$zeXP=fe%U12uvhCQ;rCYbHUA%SA?afvGK2Ny`o>gKKWP1eu)NV-+p!c{1fmMRl323J!;s= zM;~t*G8HKBHP95+T z?@$%6KnS%_ryd3!jPODB?pVm78x#02SdvC0_E=<-Rd!jQT7>c0oMdG7L=pU$)+GgU zREsPht8z26uHp;Gi>MP17)wS|nvd(b_OL_a+ZZ5&x`Hd`k>>=wNcOG?g z%rOBq_+ZBvEmJkk+Wa=OdcNAnPKs9pZcmI~GwwD2B9xWDTpNr~8mgr^ z@Q!7Ny>=pFxAyvLu){9VS!l~%Mq06d(mL&ta%8Jqsj9MS$p1GZz6Z&>(0xnExZH*J z?|Jnqi!gfm0_;mF%T(N%~9VNH(ff7 zVKeTzW*Rl!bZth4nY!@Yt697A>f6oJ}Rqy!3qbS(|3)bCqfNM!AQddU_E$lUC(B z9#y9w)MlKhcdgp$Xt0I|fnW>hI_wcEV*7mb(^o%%nVh-F8TjLue}0?XugMv-*I#LT z{V`&|09QzbDs%hHR>CDNB*Bd?dRq&V&c!3ZMetqq(o4M%N0)rbV;=Ju$2aY}lg!VeXFb|ChEu^ZYzo`6O%ihA(F6hc!) zCX6wTGB)iP*25lyw6{HJ2xD3N`_5PdDR8pHb{5AERJeCPtwSHmZU^1pjiHG`fL3eyHO?c-)>IlO?_mi4BsG zBxpemT9Wo1QlSftA0rPcl7U9D00uB%F2e#hbM>v0=qhDLK`Ac^0!A=BOy%oBNWxgA zbaK07sbw10rUGsyhBK^FWol}fagZ#Svy09#ipjWWK65YcSYi~F3A3LLHHq3h$EKm#&jWntw8gAt$ z)%=+(K6)*p59MoL4VqAf26lc9_3K8~=E#YP=15|B;6@$mQ7UQYN?3x|1+A1XsJufk zEGwN!Rr*=eoaTfrCGBbEhRYc0QZ+VRE&na?@eUmpil@>US*3s~LSzoLR8j<{6N#8x zrfP?GPxTZwbvISymNRK!rOy|;3dW`(&z(loNAb>j-Rr($6yp#^ChCJ-`<(R?Z(W`_ zqEXkX-4$7oJOJ4CT3GnTH+_H=Y<&qUUy1l4ppi6y3CwXyx9muxj)e&~YiIefcVuI>v$ZX7wMo?BLXo!LIRBP!Cnuc8@Yd0Up2rrVcYfo*Im!Hg_GBfhH ztoLp$%lPGTmzPD~`ZBZ}_x19Y`~SxP6C{bi19o7O;*wxEOHffAWX@(c`$LpQSkE4& zoNg@q=L_%STU^oHhYco~-;5YK%rxpPeEMSUWKld!6wfiV!PIQxuBkH?52wrXvm1*l z$8mHTSDy>UvmRNVub3`Z2;B^MI$6B(97Qnd(G2f?SJvYlqm=PjWhx89eCr)b+6Llf zWG7o$U=FiF$J|I{n^}Ko&S<;X)mV<6>&Y8FxhV{2bl0+BSJ8^N z6t)~=N=C#ZCPuxT2%c+J>cv;&=6LSSDJo(rc$r4edvN9-Pt79KJ|o99&q*LJo_eka znuS^EX>sia15Wv9hIM5<>;EzUTiG@*D7E``7rV5%+e-%=J>-$f#EcZruQYenC7f=o*A!)U5|W1H z^zM@)TI}!WMHEL2@Z06?JlX6walunX(bqnxw9)qPU^T0+h=!?s+>L0AT2|Mc_|&N8RtP28ooN(? zt`)Be#^Ya}o)EdK?@|B8L$Xh>wB=EU%zHTx;Jh0NJ+NUw(tAJ%M2VU3ISQ;m3%o!K zRJ~*qilV!M*NZ(6{2Rh>9D-4q$H_C?tGeA=L9Gj|xTR29i3sZ=;OYr@)@T(l};Ow^6N1lQ$OmlxLJshxw0C%l7?tVKQr2o zd&q?AVmvV%Lo)mXR@0AP_yt@Uhg~a>0z5#?YXJqM5eM{|I*dR(%tMWsKn(0dKlC{b zjJ9HnBnI$;5C057L`0<#91MLK7!o`TMNC25Yb`!wK^A-r(m^S8zz1`v3arSA7%~SO zteM})h9`2nO7p?F10GOok0I=xd)t|TTf2q(vEvDl0Xc^9JGH>$!oF+2E99s0ORG~^ zm3-)?Ff2o5%)eDbCw|C>aR5X73&6%}hBt&mDjNq6AOHnG77<`QuK`Cr9LI6w!#_O7 z3JkjFG!t^;EOqe2;G@ACyp*N7o$5oy@VF-6 zi9S}eG4_ZCdHSYrYQFi9#o(z$FoKW&xH~!G#eMQc|H!WJnuUowuevI~X6TB0Fowe8 z2O~?yW&e!HF)Tb*ArO?CMtQnMY#fIrD1dH67ID0mpd?44d_Z$VM|4z2FB{7A$(DD7 zM-Z$>l3K)(xl@6@m;rYbB8R$F2j#8YIYqG)VCHx2IYfo%tDuT(}r>6AgJ^3c=ILpZCd4_$Q8L+!=tM8+H4m1vk1`@1+*c)!4uhGZDh zn-s5`WIR;BJUHwIk;?}f^;CUj%#Z`ldq~4kH9%EWRaQlo(!7>~l~sl1D=obShkaOx zjo66IKrcl$D;1kC?WmCIRbYKhVzo+RJytrg&5=cuW<4UM0xC$8COY-M>;H&5=u;2x z`@UJ&NIw-2UGyr6!-f_8E?E)RaSc4av_Hl3&UK}lS>V^0ECy_}*L=u_Ti92rMLA8- zgf@aaS5wJus842?&tmx6uT6$#umb~7mV{-Nvt3xVjiiQ^Shsas3%rI~#jgTon~W`` zjcvM)C6kYpM3FsKt~^<2%E6^_R_W6Y8%(3FFo!&aK2d4Q9K*|8oVahb!kV3@d79B# zslve1OD$~ICOf(7JlbSPS}`QjG1LT9Xj+lGwW*z2P_;NW5)yMjzpkZEum#&@xP!7y zmbx`qS6y4-EvUAATjPD(xs|Wq4VwZm0gW9cQnCxoQpCM2!M-gwM*sQSeLNGv9b7qG zSxi$8kg3yr*oRALMd7hADU738I0o#@PH;^!rcnjXh2N^-SB+~ zPjFxe7Q?E=-3$KOW6)sV9mKHVU=YsZuMuGq9$^!XuZ#5>75{c#E}<+Dgkc%>+ccqJ zK(pZ+&f$H_CJ>F;^stqCAXVxUrxdkIQo~sYnXB`H5UbI`CDy;e3(3Ar22h4SQQn?t zXxGGS!~F%emZMj8?PA3YU@$J=F;0dCF2ghqW(8hjVUFVqJ_fSw#`c;yJ9e*T)?;W+ zA3pA5(sm4)Qsin|>iVr`&?Td`AWFpm`VDg$wl zBKFzMoue(}S?+m1o-O47>`Nz;qlx1lz}z05#pTBPUoo5oE6ZYsW>*CMVwVF2UOum1 zK4W1PW?~NJWH4skrQ`Kt$7SxLXO3o*7Mp3NX1BHG!vDhKYbgMvKqYQ@7j9MzzU}5> zU5#@K=SG$sayI8kM(3Uh74&5f>bn)LxCf$gE-~Vjo{cWdy=PE1NmtfFswu-%OR}>P zMykGFX^7Xw#NsW^ywX+Asy#r87UNeA<_FGbw@zb8&;(<~g|CeUVd!0NWJiH2>67m3 zt!Z0s2yB&JX~I$f@KND)45W#=g3H2}y?wg9!0B%0=?XJhayA{H24A6WOS)WVa~KkH z_&yi~BXUJXqFq!bHY*#=!gVD>Q`YKfZ&=0gkDTk5NkL@=w+m%*Q^4zELE&j}X}|vN6w%Va9`C`9 zSZ+uM!a{%rI86euSj9E~#_kcvhT*D|?1kxD%HB$!7TjktTu7c|YDMSe3^i(?(`O9r z(f-zG*iKc;YA3tmqpfA$epe@Bya>0l1;1^@ykfGhGF(7~PkrP1^jh(h)>rmr=>Fy9 zZs6u_@fK%s=GFx0?&#dD?&_9?>{b?{n?q*tZt(tb5)tq5=7#cq*uX~bMp}RcSOR`% z1d9#c^!cCoo@x3n7^<`H(DK{-ZmDtp>Hc=H|JF2tOD^`{?1l5O>#5Uw_`VzE9?-4g zvzi5?wbV<+yzPm}k4xHlow7Qw8U$uq0srn=U^8wr?(GByZW=F!5~l`f0Pd<)ZU%O7 zNuP8|cX8=X1+c{hT(EIlkOoiCZp~yH?gnyFR}mp6Z)zU$@ka88Sbz(FhbI5hKXMyX zQj`U&X)Fhn-*~;KARTYsa-9aPlg;dNuGW}6c1j-bFBI$1U_=s1>ljc3^Wj#K$w#|@ePv#`7DE00s0 z&*AMGYGohrpq0-4lU5jgzb!P$gO1c#j^%|8bU0+!t5?ryWN2)B(#3>#rWJHRUw1-( z_c9)M-F;eZpz<`xbxuwf~QMxBqwR&;GgRbX@QRyQk6w;PIMc_`NUxAa8@ePk+Fl z09W^iQ7{065P!c?cxK6wlDc(!yk5ouFtTWQcgO~S7?-WtvuDkkWlK12+&g>@-@Ox< ztst;xz$zL3@LIX$&w@0*|P_6B}Buk|&q5n>uS`zElu3y8BE&H{t+O})sI%XmP@7}(D0}n2IxNturh$By~ ze0gsXzL-OgE`2)n>ejDg&#rwt_wKzbwBaUxJo)nG&8HJ{VSzP&VwU*oG=zZn`u6=S zv9CWk0|VyX(L;|)DG^wpfd?X(pn^U@w2(XFxZ{pYFHJ;IK@%=yl7{$<$#js6Gtx-oMHd~DV~#fhqoa>M=Ge?JGR~BfQAZ+q4pK-d zxl~k7Mukl`Sy5T#Rnc_Al|K30qfIwxl@(@LYXSCFVxOQg%V32W#@8&GoEc|jZ0ZFW zoQlzv87iGY*8f*z$-JqVpqfb1SZAJr7L8+$p>o=4s+l&Mq?1aD%Wbyhw%dNv8MkS7 z&v_cEsH2ivs;Q?!2i|$BvN~RR7hKSfKeO`V4?h#2nyYV1u~sMl+4$kVh$E3(`9SeHda!&AbFrwj;SDQH(XBJ0pxT{Up>*ES;m1 zyfRW|(Bg30RtU zalBWbhp}Z@TOyx{%3Xz>3@Ds;W_B57jvX3vU$|&uNzIU^wwP&}?Ah68^+rO$3lbFprC*tFg;~xQj?YP+amGE zf|av0&n#I|o<7teCg`CNFVX;+^!~E3@O3OQxCqqv7!xPPtchcKl+2r4Mn1;$?0ko^ z1uE9JKGv8Ie*6HM&~Q^fN#HM%lANR@Ym1nn3RwvG8)lDh(U}I zc`jL}3rP&Csm!B_WLwk{7gC8?)WBgAUfi6jQOLnNAB~fWKQiZ29H!2!co8e^9P3%M zp^ki%aV+3tMj!tPn8gJ0P|S$gT>EK9KTgkO`Q!{^J@qBfP`NQf&*dmWjM zvX=WWoev@Otj-YxaoPAKFrNX$2eIUsPc3Fsi)-AHh%l;1q$+cP60qk!H;d80YF48- ziyS%3cV7K!mB#Ab=V8elpixIO)(WUI-6>CS9Sr(DHjB#G(Gs7qnLY7ZnLW+bPv{Gj zeCc~L^%cr|f{dswkQOON#ikXG^+!GaXA6p6Ho_7fgl09%*-kd$v&V5Qhdb=y-FQ_}S-tKtw9DPAu(M*{4bxu8(u}i~@p)_-3>!oC*7U+vzz3BK&AL~!f?~!N`$Qkn z2&F#Nw9jU!FzopfdSC>@MiUFp2i2-3;XhY)5EQPkCOi8z5#)`5phYpG8y!p2l9P~i#@V&i0`q;XD#b&g$a@)_b- z)<>juka6u4ojmEuM>fkb05uD_sN%W}gK}7p-Ogl_C5>xUqcpmKWiz(vdVJ|i9S1cs zxYGHsq%mZn%q%F$U>g^yXpLzW8YxT6*}=GIMg5o-ig!0S6}Gq}09#>iNg5*VhWPU) zDjbTc;UR4PW*}@E?)Sgz3epK5JmJ@2;D5h76%Zq%lCo9Z&WB)nE&2fI+V_QthKo9!R*;I6O zfM#OQ7AR!OjOOj>IozEQ8r9v58TP?d6RA-CxVdiN*Jwh)V%G#k`IkSma}<-CZAB>F zjz782eZraz#ob$x_poVtY>Q7k{p)WZ!4p3J1~)w0-e!N^>|Fw}n2QJm=7pZ-B}nHf zAj;vA$}tG(mEP&)j=+AP$bToBvtl|}Cj-N{HpGYCUI@B`8j-(=X; zpwO4is2%ks6xS^lYdl}hEQTbAS)B<@qr}EyMT*)v7$H#>Mwx;?+{4=Co1Xz1`Z=N8 zIn5I~q0z2qI#e6rC_^2{o*dKg zObi}WL{*<`yr61S9c#eM4iXJwX(DWdf)Fa9ZM1?VT$U&BgEM;rG zp7Y5@@XVq>6m9^}YqT3D zdRr%I-&Yct4^9fx)Ez^H9}`xVDewa|ykgy@Lix>IUNQ~(F~UarW!%}~AV}dYULh8S z!YGJMGU^RWl4N6op-G}-86Ms-{vX~bkZf5~2tA`w&17d1RRh{&65-@Fr5@__Bp+fR zPzogo1|3=0+$Uhn#_%2@N(P${U;kvpBU-70ep#j0eceDxg8w+i5CTy5F%4zW;AzB0 zZ8X;Zw1QefB>vnTp>0%jN>Uz}gFb))p;;mOwE|%BrA7wkU&`HhmM35iLM|32Vup=k z+D!mDW_$u8WJYG;P3AB5BGzE$OOD($d8SORT4-w1Xqx7b5gBTplT)bXI1VLiY8mug z3P(zI_dw>XMHA|83Lm( zEUDh?C#)ftfBvWEB_L6K=KtRas2viha}n9VAm}+Qs8~5DYXS;l(1poV=xt&f*5Rf+ z?q-J;5)dK{p4p)P5GPzt5~XOLbEX0+Sk@+Jl!f7?MdiULM9eH)(iKjsVKPFI{$-Fl zp?TJ#rV1K*9%*4t0wg5B0f3Erj!lz3>8b)=1>iwENa^6k!#LQ%rF|h|ZcUalBN1_F zmnM~f3fDD_>2j56ff}e)o#r=6$(k}~o3i5w+8mr-hMc0z9zmk=tr%Q`9zuMv?RKg}y z!l;_6FEVMOv1-Epo&T%CYOEsMtkxPVQTgiR^ib%~OY1}xf()zb6e~6! zXqqZ0Ix(y6IjcM7g|@-zVpNaESSW8QU$!MfGu%Ty=qS;=Pa;JW+4ZT?w52IFWcXne z|FFhFQq5h~C`Q?3UH0X>;?EuEEHyAfCE%iZ8m5qPq`!LY*9PeoR>Igq0s#;}!EVjO z_8Y<~Y}*1H!#eE4(yFcgpK}Oc#a?U-Wvqs}on|2qxklJt7BY#+tP3%zA6hc18(ir#bWmCjL)C#>R0*4Mk1oM$Oy$nP1fa&?`3W zB&8qLhTr-%>i=Fo;T>$rEL?5Yswew-D%kGp9tiIq0B`UD?ATTUBzVBtevR6CO@6v< z^uiR}#;w6YEZzPe^yUg??(L5CZA|D?x&SVW7>VJE?8usFbg^Et{$zGFuF8TS%l6)6 z6vKOA1}e0PKGCn{jv43HgBi6bA+_7nJk3NU?YyDxX1#8`C9vHsFePE_C6%IPDMA#1 z!d?zS)H1>yfX1b!C;K7kBw(Q<6mRej?+K%D3ac;*4=lh!f(g(^^Fo{gX|MF!Fey=Q z^^(~21|xnT5chVkGL_2@iEj}*lTGYIPmC%09tBTAm&v9RRWR%0QkncdrBf!u994$P z*u}N-um9$jV9q*Xi;i8?SZDs|Vgq9m`kIp%z`Q8gE@f0+~F%D zNTfLcCJ2YHz*YkB`s)fKaw048@V4-%!Z6sVY5~>o4O6lP<**L(u*A;r*Z^@5XG@Ei zixJ~ch>&tAr%O$Etob5t;;JudGVYpE@v~ZSwbH4!`H?2b)fd-nKjOk?OrLRTOZzb{y=EJY`x=8gt@F-FvV@ojkJ{D5?#1n>i2lrFk-C{#k!X0R+? z)C5Z~@8;zcZYtK=>tTY1AxLCCyh7Z?tIis!pb7OA7PV0;^=hxSBe=FA%m*Y-HUFxh zYE|2IJmY~oV0Alqb#HTZSY!2rL~IXVsn~RKKC1&igNR!*H;*{?jg<0`oH9=QOI@!{ z;zBV*zpq3;C~aEtMrZN1EyncKEG8NxVOt7B35_QNL&Qjff??8IrfY=BD0kkaz+NQR zV&r7^s9|EEyP}_9Vk&w%!fCS~D+2NzoM1gn(I}jtFqHNn0PHsxbtO0gYh$=MyY?c$ z_ET@oY@bSP-}Z=Gb#CvrZ~OLc@3wGbZ)I+B*c^Ap?sGyA1ap@%bPF^v-1u`}1Sto} zbQ^RMTX*R_F$ZwJ`lCa7aL?^XI`65(xM#-1LD=|?JNH2I_;Zu;6G=C^Q1_5e zpyFnCYNjlAL+&hN?u9=2@*&o06c*3!V?;G4af;nB+(SKRLuTdMLt56Gmm)5T`G31B z*XlQ-A~O}LxfPCWd6qe*3ffFx;oTv4k;ZGU-@`3LL)?w?9vp9<6ZM}5`W&DDX+W00 zd%C0h39Ea%yZfL!0*4QQ0if-NC;Fn}dxn zI**WYkBmByS2q(IXsQbV$ zW~IVoXJj0g=k8`Ll9Ktp#+@lxEflV_pdl&yAukDYYMV>=73y2FQG+uxiyP+exqP=*&gMHwcc)yeVinGIT2V=l*iUG8N#mZzvR8GPt ze5Z#<$1S%pfVwgG2wZ!KH{qn|8EcXA;X`-T6dT*_K`2wsX>Ho3lYhKbrgsmzhHz4O zp9M4ORt+oqdNHpb%tv9#9S+hYHLW9=+78z`82 zIRgUJH+6vng1S>Z)&qa=r~B5=dwUjl0abd~EC2oB!8nxt^N+*Xx44Vz4coiD0>b^> z%Y8sE{HGg3x*WrY?1*#&$#gfx-=}XYQ@nPs`d%mgY|iQBhL8SQbgUaz7V~mHrlM<9 zexI=}DguNpTd4@PGI-2XK7G*$HcZtj)FwxUC|0D%$YMoCl{R(sxT#X5iG%j+8FbRn z9aH>-ophPeC0D>DE2FWQqS>y?gog_4^laV8Me4 z7dCu2K?OYH+BJ6k7;@yt6(?TYxNqgkyJ_q8{9JVD)2UM@M=m<{?AN)Id;T4K zc=6-GV>5pqeR}oiqea8!{=78#^Xb>OFP~Zd`uX|y_y0e?WCR?Lzyb#>2EhasT#!Lr z94rQxWE`AOAY3YJMH5Lhlq3~_JQTs;M28+aMi_qXDRIP5D!Iv!oiduy5Jx!r zs3u2Da%qp06jEeIlq}lmq(y4VF{hYzG|5Iqgd)ljl9d0Na*sKnit5U!sQQY_F1-Yc z5Jl`Tpn%T!g3C<9I7^ewHr;#^&N$_)OEJbIyAw~!ESr;0zeMoEtpVixEP>EQQw`BX zO&ez%-)wvIHb`&VjhNh&15TUh-r1DXPB}eC8|Q#)207%G^Q}4Os#}%SbGp;+Rq|w= zwVU;9y%ksU?%VY~0DT28nO_4Wkii56EEd@XKm5?bWu1j+Lk*XGNW@l59MPdo4hkk8 zZLAFiTyRryQAQevjM0&gKmuu!kxJU>4uyo_siYWTim8&HTx?3Dn~+ixDW4R9(H6>MC29h+BSg&pu$1CvRXZDgH&8*UFn#85*<7-YfZFPZ)%Sz*xPUg z7s=cqU0P(4j(!U1r>ID(Xr+7y~^Bj;eE{uG+)lr=B96 z;?`TgIOCB)emSk#X}=x!+;wLYWtCNShvmv#-d$rfNhY-Bn@<}pXV;z~#%I`~2U=3y zjJY(Mqd8rAd!?K96zlM%>qh)lx909S^u7P4HSG4KL67YCcQyNLwEI*0z_#@-Chq>< zo_k!9up1*D(l>BzA{2cam*4nNk8ZT0BN2&UCCX(uA;oAAh*KQn@--2PWTGDWFh?|$ zLXjl7gegr?q2o$-6hJ6q6rxiE=~`H&t6WKSR|16Vc=)9-VXS1f!`+{VS41No5s7l? zo$v4jyp|1he&vS(2x7-}M?@$-6PnQ^*%E15gn@$v-Gzl{^1eoQU z2?*yB0A-dcG603Z0sWMw21-YR zmhXJ(yJOe#2)6g72avrIDUM)7ybMMWg#qkcBngYd90mx^l`aprREI7TCNVxdOm&1H z#146mBTG6Os z56{9;pl&?qXw8>U(=Jpz<_S+jS*xpvN|d5zvuJ@ZdPrwA%YP2>(6y@dQHZ?AZi6uC zxC9r$l@=G0kiaDc~QDF<4V;}z&-p7XTvEdAN_`@E~u!lQr;R+MB4Jpp6i8VY~M(qqYn9c0a ziuMkC*qAh+4Xx7%3N_OHSURS?4r;xo+FG?%Z0dP!AY&RHq=TD0nxCbBFwuByNY=8LEf+s zf)D2<<|3q8=s;7fzKOo-d#|GCL<0i9CF}1H%b8$HUz)6SBJifI`NT_K5v~n(uww5z z*uL)d9_&c9h*{n04dcVrtiG9t5%mrj%a}Hr#Z5NGQ5x^LQO5xV@~~ZHogi=q*~pP42fk>E#Ksv;NNC?uhnWp)D*m3BES z6rkXTCu}I^Ik!-lMb&ehPiF{Wa#AXP#ada4q0bbZ5sgoQuc5RoPs5oe~m zm|+^@8GojxIn8NLTiU?}cxjgdjLIU-o+ zpt=(0k)Tim;1S83=F(icKtM%xj!?VgzN8d2Bt>;_hdW8SWQbtYqZN9$cb5>T3+bK;lTo@hmR#5>NrBX)&xx9v%<^BTxb((22|e!7eYI?5gA_ z%)~;E^ga*-Y0dQTAsc{(#gQjl-dju8i=`Qf?ssR z?7lDjUcnqBXa2k*DR`-u_TVX`O8w4oEAD_F@2vLW?iEH+jT$5b$BSdax>@Oxkop@fV(fG+5yCI@TfIeM??evdzbPzdXX z2#?Thl5kp2T6vak}q4wqVialSCmrFz&b{3^JjCKBo_*3h?M}5ATr>)W8rIj_?vd00{9P-2f34v1AVXmNu&Vgb{`la~x*`njKp6Ca?e-Ai z0#Cl$YYwtXs`!x(xZn@{a=!R)0R2xO1E3HEa10VNG22Tq2QU#$#&~uoG9UkvGAr{h zCXe!fhXUzABr_3rtZ3A}APrEB#X`^|OA{qaPf=!)70alMvOyhKQubt%7HyICa58*! z(T~tNZ)GUwrzitt_=vCgs7)!UY`BQ&TwyqNF?&DjlZlj)W!@0qj5_ z6y7bTnyUQ1FAx~P6Y4=20D$}0FE5ZICr;*l%VU=0$28p2=>3ho{O0WTYE;pm|6 zq>2s{jSKjXF$Hr#8&fa|&j1v_00uEI7t_7AKrj{4FA1|`CNp<1)G{}eL)`*1Gt(U) z&>c8aBX=jR3m$b0xIj|h6d_4QLvQC&J5*COwN5V5Q$MvLJ98sP1~k#h1VmFsGt2{9 z^hH52Mkh-ZZIlINQ)xcy#^8u1a}<1b6!%y~C&|M*itIdsR7fF;NMWlegQcQoD@l`b zNkODZnesWM6e>evU7{0Ts#8m#A{?_&5vZYoT%;<+luOt%Oh*5q9;l(t_y7*`5-ai% zEZx(n$n{OfEDy3`5A|?|0+0*X642apPYd)<8&g6X6H&Kd4X8+F1hHTfH4H`o0wNXy zMj!`>fKeayO-;aLq={BTnZXVNroR99;O*HfXL>FXFcL5dS#z@v=Dblk}c8y9DF;zYwMUW7XlEs9m6k}E_6MDIS(!CSr52=|lnJpGYh#If+a+P7Bz3@6 z{Za_3m_iY5K^?y|{LoZl0wE7X=MvD9s`PJe*Ay!lbq)Sa81i7z+>3D8k`4m*;Q%ua z|MqYd7l9)+F)1}I1~Lo|R8ZsTEM~?JOh5nv-~mv806aHjK({SS*G)K9bVY!KQP+eq zPIZabXH#}|71k^`c!FWp0Pf1~%;SZ{yqAlk( z5A*^4;5N|ccTCr`N(?d+g_tJsL3Z0@6V+++HqgY(;UrTohf$HT+Nf56cm#>pc#rppdGS}5n0=a< zkDwUZqLC>1Sb*hrjsxw`)*u-4!4nQM(FnH=0yr-LdA=moFC!J93pt?|nW7`rp&dF= z5q3}+tWXa1QJG+hs>qx;1B64_FDRgtMW6*x`IMW0l~);-U-_j~nWa-1E>gOdb6VqW z8JB5MmpwBuN*a?7K;#U-1i)Z4XLcls8Hat>)nH8oNdxv!BdV2IHF}zeZ}XXRQa7cU ziK)2VcU4wVwks(Y^$5=b$R+Q5Xzb(fI$M4k9~%8}?5xdNCzBvLic?FPgJC+oBa2VF};> z(t-dCUz!z%TrC&OxWqPJ-dI?&9w*SI|b(**V zjHi2gHh1|jdRd*)01WDZ#W3s?Tdk>`Iu%u;<(5a*vO89hyB2Zo1-JV4lGm$K3#^S* ztjC(HiSG!znMJ%=TAedWwYYn?@2xdQa|S^Tdm`?VqTq5U{2bxU(AeMzZH?U(FX;=g z>%q_xT95ryUbSkTC6&7{PITl- zt^;khx~JR2U=IWlB?Ws{$-Vn&epbBa=(KiHp~^cL&pSB#LpYsGS@~m|_oth$xPY8g zzNeMG>-)aL4`S+#zZ1s4#jp+Uni|Y=u={X+1@9FC`(G0}jsa6~1=-OmoDQx+K2wB$ z3DnW(AfW@;PZN1yIh({wd{0wc)E%0E9~UhKaSeJPcFv*!NZ1dSfRvknV_3S!eSD_< zVAfeWxY1&@(_+$Y$E%K9*ligPXmiU`kjeeRii-NElUl=ARLXHU<=Ch+j2Sg*HOqq- zN129>?13Jt<0ilS_KyE;H+^)8&%2tJ_CKPRtlOMzG|EAq6@b)QzS-Iu%lW>Y0>HuV z&LSqx`g;xQx(y9Z{HTG<{?o!2?iE-9&@x-o{S;COb_*Q(@Ur49e`M1sba4YXfZ2cz z1{9+cS&=y#)I)vLQ@n9|U#uqy!=8@LhunFx>~-+$(fe4PcFl{E?c3h%k?+dB*&*hh zt-Cnin*#5L3BZZT-qtWH^zh&cO*?UEunP?!=(rh3u%MeTYlH<;G>1=}I&|o;5y)i> zmx^ODX1sWDjKPlt>8u%*Pgod@C^d2%!=`0RiyULh!#8kX&fIx%OPC%63M3dx zlqdlM5eWYTEm~BBp9BSjCQ!h%s@1Dlvtsq7wX4^!UY%N%T9qu=vuM+*UCXwu+qZDz z%AJd~0v>$!^6K5ox9?tj_v}nK8smGY{y?f(~r5nd?AHIE(#Jh%a-j|FW$Z9a_ipBySMM(z=NM7N4z*W-Nd^oU(UR_ z^XJg9NuN%=y7lYWtxMa^y}S4C;I}gyPrkhQ^XSbdThG3IvSRS#%b!o5zODQC^XuQw z-&U*tsRStCfCLtpN+<{-xXFSHHt67klSC-tB$Z5PVT6lhsNsejc1Q>zd(0u?9wd?| z;)(x!1oGh`9})tHBGm8$N{b)z0a8I>WRg!lVYorZLlI5nhE6=KbmKr74Kz|d)SQ$O zN)=t?QcG?Wxf2<0+=LU6R&s>U0|%H@6aobpU_ex8TE*2+2p~XLT)v3;rdlo3X=j~c zSR=-se2US@pMZAak3V9}Y3QMdCaUP7j4o=|ZM8+(7hr;U6_uF=DCXE_kELVGr^FD` z3~8K}`k7{zZvK2ufQe;-LTG4*IahUCW~x% z%r^U7deEY`-gwE7=U#ioU|Zj|+xF+}xB9hW;J5}RsNjR>LU`f2>pIfmyB@Om;U52P zoM>W*CpJWgiZl|E2S4>hvo9Zf5Hg2BTokkuhev zjasdA$A&duyymTUuzU+k4zYkUr|jT_YquRX&W2ZBchNTPI5XF}$L-|Zf@`_A|A|ZP zxaKC9?&l1$D>{Z5x(n~=9MYICzWE+ZM~eLtVhA;i0YY%WHg-HD#%lzlk0Jk6axu}A z9jlCy$1wGt4?@4nNo?_093vl z(59OTP~}z5W5HY&R95+HryrdF?WfRxO4`x}NWcR61AzU5hyTQ&zdBLvfe?(K1Sj|w zyX?a@b%UGMEM)?;scmh|AcomSXf|UsV{MPoj5*}?n$)NxH7tywt1?K#yWvJ}IP6W| zeigVL0l6yqq-z{LLzQ<7NmMuxnL zt$~ls8uOS?vmgd(2%F7Rifbll z#;8!Z4-#5)grrfM-0l%W)yVLhtYW6!Y$&N5niDxYG>#9~xf~$6Gg(HAr!&N)yx1Tx8dQuHDq|UA$Iyd~C|?D6or-Svp?_`6b_ElNN-`3L zFbIPm!tf)=BIXiETB(p3*}^OQk&owfi3~7>iA!gaGBlVB4VC}IBqmvgKTpQ*0I=i} z|M)~p0pjwg14N(#7uZ0!$f>9IV@mswN!6-a^{R+cW?sbE%nf#h0Vc?XHr}C*wW-6J zw@B+PfN=|Hwn{YF1gB`4Ay;s6)mG%p>p69m&UCWVhwlt*b>vCddD8Q+Dy zAwVIcelfQrVR*#G{79rJJ<_GxOPTjp;!>Y@0;JR<5=^J}y&_rCrqRXe7&3`TF9+kz z!2s`|bh+LB@u{f~T*4CG>kFRA_s@V1G*vBV->yDWD~QRBJ@#AH|6=AHYHe#XvSDCd zF}kk!2=Id=9L^d-s=~FQho~<+>b%fnzZo9RhJpXpVZeeoup*9UiPO^_Xq_0vDc%-~ zTg=aK{ZqyVvaF3Al;a6;h{p~e5Ekw5rWl%#$Apr$-Zy^q6xPu*biD$Iv zxvB@p>dpks@P<1)YJ@KIeGi=#1GHf`jKEsXBO9C+C#bJB zYI@{G)aO|AJL;R7O7C^mzH0Tbs?!Z)y&9ge_6{?+gTz_Wnmtgw^|f*h9~W2AKryDQ zK!;82VjH{18&Wonn9cPh*U=+Ka+ufou;l+88Nw!Y*a*AzaS4&>MBFij3BAiK6NGre z6L)w7Yz<+&i+E3ZexExg$$$nmtl<@=;70@mFa&-$o*zRnKv0xIKe;3vnN8TU!u|a4 z&U^mzaEZ9YFN5ETUtBi{ws{VfbBxxf73JSdjWy$H*9_K|oTc8&eqF9$d$=6cx}iC2 z?2$K|_f6-~`8lkE4xaId$N7de`gz;~xojzYvAK47Kcg-n?gx~{m!-PZ*M)ULWL@j~ z;(8#)o@7GU5lKnfokiSW6Nl6R5KC@yw#VQTl9&XzaQ8^lC3q?0Z(*QYx@B$P);%(D zN$1u*g69O+wFPRR2A9xojwc2L&;tKN6AUe&C`<4ZR3#Rh2YM!Wf+(mJq9<|Av^9u! zah0ZetJe*!SA&su3$PbAtKnc~V{)-KVHDPKyvG|ehhY2_8^F9V zzy|Rre<;BQXa^(~bqPQ65d8NqAw^}11a}tUfYcQ}mv9Md=Lr{hQD#0|l7W zZygl|cZYx*GYX)zfkRMvheCqLM2c3ma4DFIs%U~MSZFQi6&5FhIHVlS;CeTBi_{=D zJD65%Wi~nZHe3~iLI`ucQH1~5;112yX-UW%Oz2lms2ozbd{n47R+xoaxP{l(h1~Lm z`~hSB1W=(cW5Kow=Tc*!V|8qZI_S4-K{kh8_YiGVTNm>r!n22U@LKv%4`=rfYLEvX zl?RcO5oDkRS`c{NGlBi4ZkY%P`Y;NkpbsYD6JgLi+(Uq6#(&`h1#u7uc@PKcc3qbM z2^i>j!T<_kpayr~CJA5w0zd%mHHsowiZN+bnYW5Id6Nv+iuU!2U14$N6mrsJi??`- zy>JZPl!UaB4QjF6Qr_=fA}Y}EFSw__7k z@-ZnPC3{E*{wO1L00(an2Rib9R`PcQS&-9ZT@o1vci;)55DbnN40kXJkCzV~scr^o zk(R`5q4{{QsSu*c51e=j6{rzRKokd{6fap7^79t#WlSOvoK$srIC-4NSyeiDS3HSm zu8=n&M}tB+ltcLnuh0w4z)U4~izioTD`#rNXld`ToxMN|5O$PUi4W++m0jtC({U_e zIfY}%IA!TL)|Zy-v6l0(YrBRYEY=F4API~xpafc=25O*#ke~{>pbW~Oj<6t8cP@Il zAYeox6m7MNQ%n1o4D1OtzCV1HmI0dWd#(0113V2z4--!5|EmumxF0 zQ(LA58nJG900|9NM4_wK$#BIj66XRp=wO%mGFrT?G%>WfgSTnpY=&kT&SP*!JjLJ z3Ys7Zpc<;7dY}Y42#jE=1&XSqnyL-js;ycH;b)GUFbT7|S)!AnJGM|hhJNY?hamcn zBWjQKs1yHC5)&nZc7|XIC7}jzkOvy$k)5O7$9^9wtWawcT=qPZR5JbOqnFUE`mj9o#syoDkUjwlKKgj0010=H2UB`o2N?!C z%B}xSFp1yuwc)d)!q9FA2&CHjweyMueA~BtySILe1XN(9IEt@Q(`Qx1uf*i90o%Ba zOBVx6u&iOQSAnp)u^cw&u+%xRbvm&Us|u~B9Pdy!kmj)2*{2%I7eZ)G@6fPAiLp>g zvd7nI@A*S0n;qdH9ffrs*2uEchfgpIAM1e&G;6cQD+#dLIo}wD1QL#^K#pZ-hF+vu z67pFKx(5kbA|wI`2gO+zg0vbcT7lWC?g*?=i*{M^5EN6jY@h~ARu6D+2P{Ph(%PEU z`kJ)4G3~0h2PwFH%fIvn1^4@STe~CL%B~%0U4R?73>>&cfCN$?1vt7%QiF=fq`3bS z#JG>U!5myQcp$Q_NV!&F4(b4uwivORTb-OcvB&TnqgyLVskx||x_U8;=0vEGR)Zb) z!XS(*vdcF*_ny)LmMD8T)1k5}>$_&DbZhw@xR46RYqOewAanUo%o`w+HHOb?j&=z; zVALQHQncUe2$is7*{i+U3kZ%-y=y!Pi;$~-$*bwtb?!K#BznGDlD>7YzBo}bY>*He zBft3|JxQvgkkF+1@OYj82~+Al4gAQ0JAvT?uN;ZUWa|kX<*xn<$()P?4;%$jK&=!U zH5PnKr96T&*}_AyTg$HDGX`(l$(|gzP{5>~Fq=SH!0gJuP~g#gTLdiK z$t@kqVKB;2qrnq&$}-8yIGxj1VHYoiS1VUm6o(b~0L-=wu@b9Ry4=FGE6vk^r?f)U zw^*mCJB*{o8-mI!$_yP&O&i45o+eAg(_BQ;=zK~nE!pg{iWNocVGIAos|lZK38Grg zq3|D%bw%fl#pld@;$jQHM#Wtus}3@u@?5kRdaK~eB8~tE_#7g8pav##B7u;h8UoN9 zI?&~7(8Ais*Mk!a4F?!uqg)VOeyj#xHYmYhc%D!ai42>g;0bx4z?bCF5A3%gP15`T zXED0S3aru%%+f9Gz`pI)5m0rI=$Si%+oY%59(kJL46gat5&^m-AEnP zxD2to42{Xs4KF+!w)_ghOw6n68&|z6J+#$6jbUH?9AS;SDvKW1jH$KOvcRiY;LIMx z>(-Ls-*G)-tx(tdVa4JiSp#y#-$!HQ2+!%VSrCq6>>}B3T;cy2LI{rFB7DF)YBUEJ zUPf-nP?k;5n0?R(z1f?M2F@jkH5FZrlo0&j5B!jL`Fp_odtI9>xO*Gi4E)=(jRbM9 zh?fwr?)p8v?YF`0+kKnl!5szEO59RI(-I`*6r|kDedQbM+>55M_#oY}j1?)2!V&Aa zEZoA8%GB7=4cXw!yBOxL5S2EZYKwXfJ@j#rLJwZ;sPQQcgfrh|eczCSmP%J1!rLC6 z>eh%3s)&vXs4(FDiO%Yb#Xak@(u*z;KF^wk=@m-7h5fyr)y8mKIu~w!qi#Eo-Qj$Y zwD6*AA?~YnT;eExtk+{xC{6~M6t0-01!PbL?Yjnd5aa*XDy2BSz=7+?p3LOOj_iC3 z+eZ$`Os?$7&g4np1YrQ>QFC4hr+HR2oLJuN9IWLtF8|xHveIaTb_Kfi@)_y*8Wo_1l9!1$w41&%cvw-Mr z?bgog=#J%$cnzSG-Z_CC;SnAo2DQeV<-MIH@?&hz7JfRVwRL>Z;rWv4W@JXDHCl9h z*(Ls>FBypO5W^CzT{3n^-eFq z0WdXIzPQ?MRT%8;UT>2;J?>&Z_R#I+ULoe|zQX@Wt<=f~-orQ4*-fW!E^7Zy_uxtQ zLzwS4?Ro5 zK!ODg9z=Lh+Cqj69X^B@u^}^x6)j%G$gKa^#*G=7B?B2!Bt=x3OrAuEN+m8^ty-x> zl`0jgP&H}Rtf@)TPM(q&{RA3R=uo1Aj2=arbdVuKN}VDF6xGpGs#GUct-46-R;`2x z1@h_@Y#^{axC|km;88wQZzI^pS-3bPdU%fb5qEJDST6GcDtz9E=9b2}I8#ZFA#+_RB zZr;6p`+%}0Kmy{$jUPvzT={YlewIIn9$mWeCC;Z`$DZ9+cJAH1e+M64{CM)^&7VhK z0gt+K@7%wKA0PfX`t9GDvok^Zt5^TG`2Pp+m}8>prkjKgL~x*P&anp{2OYd6LJ9rr zZ$bd+!7xJ&>9MCn4C@0iL=i_kha3}46tO@RS7fn3ay+DmJ`BlevBnk?#4$&OB;v8h zS!VgX(ytt#4<~vnBuZarj~kY52yAZv&=!n zJSwWF7Qu?mthnlGuDR+ui!8j@NP(A=7w6DSr9qcf~4kM!sHPlc9 z6v*@e1(Yzx*upYMgxQQAeuTM1jX2f_%~MdEm<%`HSc7fV)}SyV0NY;6tyNcV#kGjw z1V9hF?RqV*IbeJJby#DMMK=FgWtV04SoPSGFIxFRyf44~`U8+Z0c+GTM`;vf@Ih)K ztT5aED11egV=%O5!wgA0Cq{TfJQ2ltwYgD61q+lh#t&(q`79B z_fQj%u-b%kkvZuyi>$HqqJu3xkM8p>L6&D97L0+0X-y7%VW2jF_(wOQke6?{5j3-69_ z#2070amOEL{8{^?l~(`6YW0gQTLB5wm*9a8*0Gxg8_cFc3C#uY$7I-b_d|H)owvl; zWwhs<8wDzmAQj`)u*85n_qh$y5X)SmT_JkLSu()$D)1d&OqeYkngxv#esb* z8pU%+H1v4K=PA#RpLm}0W`T=A;sO^R!`?=oR}$%^1bf#52_vQFJx!c!d^-u>CDFIZ zEvYYN?gM4~L|HSq&@5;E>mUDwW|y;s1%PybrCY`@%USB_fCxOGpcKd#1~Slrh=Cv) z*f1(nOe!CtDuWg_$iYnLLl`4G8)|R^g*))0Z2(B2KH>lcTiMVxP{_dp4qyNQjDR&h z@Mbz&gF_uIPKZfN01uJ)PI%VSp7+Ejc+~R_`tZ|?mQ#ndq9ZUmB5WZD$s;zfhz%{G zP8AOokTn19=#X{s&ULe^R~gf|Q8e0aiUP}>8?$IpIRdYs3Bsbm6gp9f?$M<#O~xOC zq>4{G^r3%5Me}m%JVPE5ks$d<_6VsGkqN1hDS?tnsw6&1WOAvNU__O&WIj$}$&;Ua z%KJvSRhq%Yt2E0?UC1I9x};KRf$B>v+d|7RaG{oM;X)m7$(ID~vJQf2;4dLqh6ze) zY#1y98kV`tFqk4A!cc=WYeh|Kq7a)Zj6*kT=r?rckXHwgp#*GzPIdlTXMKZpz5GRhZe=SMAl%lt z62h*584MisIyGSu6EgV#1u_LY*kxh{Zexf-tx^MpNARN)j(w~)^|m+4uCoX>FhT?f zK%4{2@CKlD;b&tbS|S(OZ$|LIj@>!LB&ybktc7iqr99=x;lZD?1*kxwgWUtMw0KzT zhAM~@Mu~u=7(WUUHv9#m-n~Ox3$k2u<;+n7Nw*++T^} zmpT29!FBx$8`uzG2}8Knaowd}rKT9Zdd;tty2KdBKw@H(N*}Gzf)o_1njJhL82Wew zjIkL3ZJzU1M)tuCaxjA9kW&IR?i;qnjcp_=8F5Wm0z92u#3iJg%I}7EyoV)QENA() z&!OW&5mqof;*l8)0f|mOQIec8^h2$)2XOfV(FM)f;dDMop!F!AWBh2(^y#yo0d0_p z8(LyCEi|G5vmlzDn(>gz92S+e!@5v(m^FoOU26)np-{RuOfZG1hCCFLGh55xh)FC3EJ(rYq{;^zqTuxwrUu8) zJ_A3nx%Ol)h*=TV`LYM*u};Fs6ty0M}3F7fklbyx#9~qeKP8k zag7&b7KSc#$Va|=nI3gy%%e2&BpGvZZS$ZoC4KA5dGvX{RiIbjt4CW) z(d#-Wz(`QmZdiKwYyF156vmgk=Cz~Z0E&EU#uLE~EU`D}b^1$T4UqqVL;cHcgKFxd z2Wn@#Y0HN=SSP^yENx=~0yqG?D}V;Xo6U+l&I&C9q`)FGf(a;q!E?8HVzPQdJjMgT z5EMbjd%S+KE$Q%_gTcHN1h{}(q>3SujQEz;$q;)WJ#%S>)O$FIqqrY=sM7mEbtw@O zu`|zMy@7~^-19i_;=LyPBi~arO8TBm!nB#AxtfbA=3|*qYnkXnis>UI>l4EQ8z4Q2 zi=pGb3+s!gku_OUI`O+Tz92uSOB7!78mj{__>;e`tH1gKyZocSC}<5NfC5ethX2DR z4*&oU@CSd`jCugA3iKNt=z(BZK;j^P26Vsx_%TWJ#J{rv6}bPz#i@?M>p*z=KoL~M zReU!REWyaTx8)!h6=cDFb3vl&9wNaQ>(PjckOt6emm2I4)cKDb)Im9m28ug|WS9jY z{6TXO!V@XNgxI4y6Nn^KLNRl~Z9KGyfx;<-xs!-Fp0Gl4Og=3n3Pbn_F66JB14A;I z19%+6G2D|fEJHScB{jS&Hf+OLgTwG6gF48oU*fgC`k)X~gJIi4KJ3G<^M`!!x+Dn1 z6*B^{xdTM>0AElfPyxsJp(8@KdrC!C zw8@){Eh{TQ$UDL4NRWi_vRZ5iX4EN@$f+Xn2#?tqi@^T|IXeepEXHGGu5%EOg-aLM zvnc?{y$yO-umH3IGd$z?BrYmfS2Fz|GY38*O_41!$a@ zG@_b3ybZ+3;xtYpa>d7kMHJi-p~O6qc)?r@BVJreivX&N_{HW@IH-JuW01;?+D_BE z%B#%At;D!#Opx-VDYD$gvvkk1B);Nfs@P5k$GW^rReKAg;Y(S9 zFgIW;@RKzfk%oW@zV#}UpW0?y;4(kew9*{YW;)zU3Bk>&JBfdC!nOqhRb!Oatrqm+gu!3dAh zm~UY&bP-SSv`X*%&MhKF^~}aSqY;C;#%sjJY-G=}e9uAs#`s*zw!}jF#1f#Kfxx%1|;eRWjfL3sqGMm9WBmpkQ*8 zs`C_ms0R@pQ4+1cD2ReQ_!JbyOecVZ#-xoLa4}&30nuEj? zPNIZ~AK67U#U6?{uch1=HRBL8;-ak7%0i=4snmuWJXkz6&pky#u)MwU3{>7D)QfE- zLp@ZQQ`9YlzN5gZN;L{H0faJ%3Yzf}QBng@x>TRbR88g7m|eOt_*6t;15tI*Q#I8w zSXEWcluV%lGB}L%6BWPO48Yn$T#f%oi3~(1;8kJp)ys5(CjbRuAiyGUQC|oK7v%>N z004e?1h@&(BEwc1xB(-0fCPwEOq8J?t5zc`+qhNIArOGfLekX4O|&()9U|9zI#+cC z+`ttNcIDE-^#y zb%Rm48c$FJM;Ne{b>5fV%b1l}@q5rWs9EbZRSrV~oz;R?_1Q28gFAqPJlKNCu){Sd zrp-7eH4wI2l}ya6za)qPC%FFvexQb^{Z%Kh4Zr!nd>E}i*o;i*0kK&F%97h_J=@_} z+aKlD19o7!y+8#N03bzD8^AFId>mgm#UlD!4z>=#1>q3(4)wqncQxT|K-^eVj>Uxt zUrbYvStNZ;(D+U;Ml=h)9ym36t)M=Pzcptoh1V;(1Ka23{80q&Hynsm<;v11W=e&z|y+GqCbXgNcg2c z`K4cexCH#YOd&{ux%2-4Bk%=%P=g#G0uTTJBFF&%76!L{;BRHp1nA%&<-}H|Wg=b8 z4Ai>-@B|QONtf&)!vmsN4(1OQ;bJ!C=OEz|HsKVO4iR9hQNIP~M}otjhCf?py z^=0EAfM5uK2T%dD{pAfNBCqbDCq3r52H|8@=HJlDf0YJ8nl$IZMJka5lkiR&Y!}p(7?POr2j)%W&`1FgfCt#y##!JD#wWR^ z>j+O*yS{51$?LsNj=q)#7=9j2n1#xnTwW|}p!(O2Nja74DaHnEC$R*zlsWJ@iFIk6 zbNDXxd}5Phw3TaxmN@NHcxPNN?H>1W(kAjEckLrT@=Z|kCEtWf2*>xF?QtaNg2s}Z znTuD`M=@q-^wVDTbBwX6)yL#%NbYH_YoXhij4@bl=xy$jhHmjYX}6N@scGr1foWs9 z1Zd)>+@K&(fr9oeZ>7~_Uv&Z%W$*Y#^!VO^|2?*>#!Va00RYyA+Gu4XIDkup@E!{Q z)ExitxQ&6cP21w|O(DW83>I|_RJRA0@KrBn3a{`Mxo{QEaC^<3Me=Zq;TRC7X7pMT zNbB{Kvjtnv*t9g6CvR~X-w<`asfPk>RM6~}c=lE(avzs=(Vq5cSMpTY1ew@`)n@W< z2lsGi@=BJbz;qBgC^&jVRc< zpEmD7Pwyw-6h%n%mY45HCmTo4&HBD-nJ?S2{%^N74j)BHO7C=RUD75^fKk`^p-2Dq zCR24*SNg!U>w$rFy_R+4VBCFe+{cC7oeJ?0x8{xss+1e5em<&klyat89Su=-mz#-r zW{GEqX8>tHmcPz6?Q3^uBHwm>4uvJh3312!yl--HuY^hPd%o{`!1wz}kS~;hFBjL? zo|sRLrE;pEA31R~?YppEI=_YOK@iS3v>^JJ5!I?g@inTOb{4=ZAjnZ%HFifdyCFa)q1*cN_?Z9P?lL^dG@9C}F2(kyvm4 z<`$-UhX^=|$*I7$&g&F$>oM%ah9olsh+?=<5!7VxAVPzd6k2NNu%V=g4<$W>7*SF( zdK#sDQbq71E?l-ok{sEpRjQOHSE5Ym^5w~wGE;6!73yZFO*(h-?CJC8q@Y5F5*=FU zBGRN6D>AjHR4JpVQlmPm>Sz%lLRtw03dEHU*sx;9@~LC?EZVen;IMt;_AT7FZqd+1 z^M(x@HEQC3%EynNK2UnmU@2_)uwf~R7c)-6I7*Sol8g9=TsbllBx5#n?#$&gmocD4 zkM7JFH0so$rpa295CIY23*12k?y>F=(tGPa}sB0SV?O@Uw(Ie)= zJ%H}TFyIU6m6wAA1`v>60!!S-AcPT0I3b1fiQq?t8EUv;etw9+A&4PT=%I)uns_3L zDXO?4i!HkNB8>A@aE3P6*mxt3IqHa`Hq_WLL59)@IV3Yh8foN^$s{w&EU0KQ%aP0! z6Qz>L7^&ouRcdKvGR1h=B`!@mnGl%>HN})tmQb{mQ<9)U4mKa5QWBjcrD6+9E4kFt zOnth96HPb$G$^4v6%|w^L?wDCqeD3|$)lAVMNyk+I)s!|R#mkXr<`{GMHZ-Pi8^W> za+xYuU1*e%*BYLff?GbqT%tx9WgvDd7R%|{oN|y!<^!<73M<)Zr;WxMvdJpjT5Qcy z0mT+)j1mk#`P6gCtea5*+;2%xk=b#@6&HoB%td$ZbJJCK-FEF}r-KoH=@1}!=J5lG zdIPRUV0jNLNS}if?nfU11O$*?d-RI;!hi>=fPnx69I&4P3IP0Ij3!=~@ropJ%%aC1 zi##&PC7XOQ${^0z&5kX*j7^U}205gVND`@JF-#IP3zt#)T;-KkGP5Po$%NEonPe_> z(3udSiBzR)YH|}Q1BE2gNOxvUXDWH>sgj;w+cXnSH`%mFPG}eZ>QkeKE-KX9Z9A$d z-I6|acSKZa+UZtZ1;U3`poU5+;bxtB_#3IJT83VI;iiu#vz9>@uE~{au4Cs)5d{*$ zdhR)9vu$DQvZb#^8nd4{3kB<^Yp?^2LV8eL&dQU@v`hlD4(ca1(O7;UpGu6{`e= zZa%!qB6O&!r~Hs_p7NXEk{Fi4spSoDKpYh9qAE7TArGbij6U*_En8L2a=u#(@X+V8EHyFqml%Rgfk_D zNlX|_ng%z>rl*)qYb7Mf3iH&p70QH9Gie2&{!}*qoT#maG{hmJf+$ZR{t$@s3?d^p0n-^x&s(B zR2Nu9a02O8alEd9Rv4u97r!{4GceG&0bm0dPyVrOO>1~ z00P*W0Jd&ee=Tn1^>i6yz0$bGHpV3{{pvEn3Ufk)MVdhx=rd_XNwQj!W@K~rkz`ud zOb&5!Q_^%1grH(itr#tqPb)TIKhNJ>(%Wt3HPNZTEzS+|SG?VI1s z+ar3VZ=d=baLXcGQ56@8a8Vo_@UoY_U{NrWqg>^lyPW<`w>jI%Xm!VPgF7S-Kt8Ym z8|vT$ldcY0qT7N>U*iPUu`Udd5JqnP;)$6;A-*-m47m7c-}_SLGPMR>fBpMkqat+& z+9B``W-x;t9M~UX=nsQ!P}Z`R=REu%aluAm>E_zfU5S7=!emjAOtpiW^qZ0(^4+^x$ zZ4%ha4huSf7^V#&b5H2*q2%_mdoY0vX9(T+bG-i8y>4~GyYiO5Jc@EWZyoU%0S<6L z2Yyfi#wTFkOhRmt{O#}5C-$+7EgF!Ud?tlxg0n~=lS>G4<*S)c;u9|k3cBDI}92pHT2o3LSEQr$t_CBP>6hqiGWCOyK$%tzpfL4-h_z!(e(lobiQU<-NQD60~ zT+2C8ah-*qaUUB0uz?$>fffBl7R}1|HCILTjzs}aqehEtu??bl+?hQJq{ty0eq{8`8OqsN z$^lm$T;HDmy+NtGoS)4_s;r7$*hZ=ah8mCo&vj8EI>*mNmoB!;4m<(1tN|s8hxfq1 z3|LntB0(#}!KtO1s?83m8K6x;K``Wo)k&qRNd_z$2Tx7LEDDvlRE8~fmm}&TFZSBo z0V6O9qd(Bche<#VAS2&-TZgqk2SNxqQb@M(9ST4I2wvj@bR*?`<6wrPC&}1hnxkSa z=8d6aI=Uldz9Y@VV-X_20w}-%AiyE`g9;b`eju68IAIlT$v_q)?LC<$Fq{aH#MQK> zL(<8Wkyb%0p(15P>Bn9fg1uB(V3L9It0DjyZ1iYX&_JBU(hh4TMUKS>W7+w!Z zfB-~H00ck;r~v6@NM6FvhuV+(ppPzzBV(Q@ir&(UNTva`sEZm9k1fCgbbuK60bq>Y zXAW7G5Y3ku(-oTLK}y0wJlvdwgg}JEYyMtr3g2v=)Wqd@ib3GU|1W2hkxV18OHx0S17k<$$hbC-{SbhFbz; zC^iD7D$&OkJ5d=O*76pUcb(h?-*EWJ;M<)EylD6Zxz{;cSW_Uenq=mKn} zKk!2*CUA z!1mZcqSBgH9>)PLD#Q*;5hT@plF@i@k9c%f`uQ4mz>B2{Xr`*A4H&@*T3Z7D+}#7H zfVUBVr_M*IGKh(0Nc9xVs1^WMiAcMGC%t;q1IuNLi))LV)vzyctG zKQMu3(g&7A5RWcvvtkowL0Lmk*_`wqE-;oCBI&h$6A76XIc=*tc^PhcD{O%)QHZNY z24_B*D_5l4x!$1?ed$`nT$q{)_tnZ?*an(&{OGd|sqVF=_lB)QlC6`PEk%~iZAz)yQfV8y?GKTwoXIVhqMW*}E4!YG;xLX& zVNpG_f?m`LPFkn$WRBtXC*uAZfpH+?2Ad^8F1MA^R27HjZmtBMU4A{_=Z>YqK2haMX_p6s@C?8JBrlZ?V1QkALd$9h>@vs}P-^%)Y=tQW@|fckt@6E+qdmQ&IBEf=DLQk|?)uE`_p-l`=y& zbcLLp0>2_rwWE;?Ja3&!9HWVKfR?~cTBt~-xzfcQXIV`Ae1>cuMC zgE5rcAGIX)E(>(V1$mw#qp(N(vWo9Tam) z(G>mdZ2(3v3@-V3(HH5Y;RZKU4;uz%U{V>kTR$!`?lBC);0ah_=TF^B6}9>xV*#I{SmE6q8lCsbv(jU%`Z8;{qA&V}3l!dhsS}wo-}dbqw{c*^K~gJq;etAFKlP}mb*Z!NsS8_q+rZ@Z zx~nT_#k)Fr$ht<=x~+fpt>e0pvxg=BI`cmv75KIB|t%Q zNV6xv?@D{MQ+t@-)wO3k(EH%Fb98z_b>t?<9Y=2gu{763pfTl3;l{PxYo{;uiYsDo|2D#hk&FAJFOIXr z4{Hb?dkD1p#RonJ^d$!5Kzit>b91~cZv4lCJfM=&wnZ2}Ji!XA00~gX6SN=<99a9= z0K~^U45R>D&wR~ONVsJ=%z{c%5~9^f&sxFQ;sC-y4uYUc`Y+rm0}$>)Y>Z zbj0Z(-Mvo|w<8DRu!8y&_HOP4QScJe0% zCQDy6apu&yv!)0?Jb?xknqbM2p+}MS{F#(#(*%A*IF&k;YE`ROv1Zk}6>9}A(U^r5 zJCJG_R=k*TW5=O3 zMcx#OvSiDbF=yU1X;LNs&z?Dl7CoBuBGac)r&hh1bs$2oVaE71Cs)244I1Okp+hgDW{oL+{Pg9!q-IQ+=2*ao$08-X6!YiNqffG) zeS7!s+Y6CDpMHJ&@^|2$zk~md88iC(Prv~OG{PT#K1%ST7+xU3!3QCX@IeqJAbLqu`J6IrC8pce`H&;}Y{5NIG65lSc+ex4u!A&6GM zNSHqkbV4AG6a)zdBO*9JffiIcN&%KqqN%2vxJnAkER*tyOR2p4lBy<*64T5x(M(g# zHQ7wSE3nLpb1c38iU|uXwb*(KuDR&KB`>@9B23Uh2X)NQLm#6|QOGoF)KSSs`>Ybu zD5cbqOD|?Y7uFwXHVaNG+APQ&B~3xmB5q&eby5P(zJ4K+)$qen3&94Dh}a zue|htRnI;1;47BB`;bjGKOy>SmOlcah1Ng>lTl0w)4){xyK9EZYh$$+t|I=OV)2@_XC{SXPb>S+K-Izg&!%Z z^(dqiLiixtY*iqjfC5-LfPerV072c)LI3>S4h@2lMvrJ1*rRzNx`QEXSBO2LCwi29 z1s_B3C?OC)kRSp9xIN$iharx#Ca6ZfSY#2DFS&V>i7FHN>8Y>Y`YgSYCYkNI@80|F z>C`J3X`;b1X1VA><*&VXZhx?!;b%I_GTCi50Efh8<8`LT+@M+uhEy9%8X)gM4$(-~P6&!8yx6hBG0OI+8ekM4?(C zaa;--G&vG%fQArJK>{%6lFbDG1mkj1=zw^x7kP*vFJPDIIx;XM!k~yN$U(n)1Um^C zK>`mjf)PMqyWT}00Kjunw-Vs67O-SWLV?msY63EmA% z$M1!&7~?A+%yy!QP^iyOeR1C*1JjE5EfO)4pPFSQZ%fA+W$5cK&%mhfVMH9 z*LDLOJ|OT^3N$5jo)aBdsUZ*6!H#xxMFtCA5QBR2;4PB?Lj531gd_~m3IC%YBpG4< zM@o2MM;@2V6vRMslcV7V^wp#swnTW~+K`J1^22p~C`OT=Kn zd&Ll29N@qQLJ$HYJRkr}=mEGM5P{zbz(T@H00LSflQ9BxC{TJ>8l~qkHj?a(B5Nqg z;%G;SPL!e~%N`#wno*4U(R@2;ghhXdv7F zNltdf;G7+aK@MEkkQ_w_p7D&Q5h`#1kO_|f!n<5tTN1IP5D%d&foq%mkWh!ZQH~L< z=xI@#+Am#HqpjU2`8ui-k^0G`g|Zo7RLV$5wzPgQZ4_rVBUAj%1!GOhs9B_NHe*W(nQ23|P?M>6dL2{ki(wpNrm)tvHSQz-Yyqj0+7e1J zJO?^(*xe{ zikGTZT~>LsdO{eew_3#H2Us5$*7rJAzVn^$eNVCzKQMuZ4ie`$^%`g#4dlQH9$gV> zz~Bb|`N55I^Ce;+R!J+I?29na@Is8Y~~W%*bN-&D&ug8EK4wM z(2n+(r=7uS_wCyCxvH6c2`zyX*09woSTKq-@b|(O-I7x`@Al;jv5%eXWfyxef>Bo= z?K{AWzBj-1&33oH$k7Kf=GM6$f)}j72t`?fFZ?co7KniGg*UtinxK-yFP`y)mx&k- z-;#%_$>JOPw8+SGy~<~t^PRWe#yO5rkAoa1B2OerPoAj%ln;63n3)vJW6rdvVG5H| zV~x$RCO}T^ROdUFa?gGKDptBOAKGb!v$+eNq~lHL;BESS(99njF;QMcM2OxI@&UOU zQ6xGb=7AuM_q=!g19jd2@7OJX{dT&V4?uyRw;zA`|7hOvBuKdvG%fL?I|Q-oK~b6j z@Rpzn{Gb30@Bk0cVGwWu8L$950UoRY0nKg#DX;=9aO@gz0ev9@IgkVW?gK$E1VwNO z3UCBNu<=kZ1yykIF0YL|?*(Cydb}bTLeI65;g4R;q)=)HcQEx9WAzrL^@>b1U{BZh zXZC2$rf?6ZH0jBpjMz#E_>u!{ifUGnN`iDH+Kx{D+Ma6Z#_aj9%2{m02E?TdZy*QI zFb&l(4Q*$!u;l~bFm|vmBO(oQD2@NfPrlHPi~K1lw&VaXL;`MS?dGo#=Zz3^#If!# znGEX={2>_TECj|+U-Byf6oBGj0&|AvppZh-TmlobVg(6rVnneNMZg46Q3Ojc6^o(+ zUGWtg@B(FV7AFuE8E^w_G1Ovk7kM!&AixV~um&~i21&0bYKsSv(d2#%2!l`vS?*|( z#>i5G_K3^&0B8xX#@Bie3Y{xBq%io;s-z!4$w+#It1K;Qw&h)l`|C>ri47VdZ?u3{#SO*YSC zT5u~&aq&p86npU}fs!hIF&Kq$qi~QXc;=&c&=!(0^_WrRoDouD?`WKce~?VcP6PLj z%jSA-*tqcx`?0t(L(r= zTXN{{d|`($fOphQ-8dk2p5PB40j)NG176@H`OlpsQ>|1$VLZzcU4kNCg2fIXLk2M; zIWjaK=rSUjl&tpqc>UgyJO&io{+bC)K1T*Q5nZ431{fWOOqq zg>yKQVknC;qlhubLas29u{n`3x0o?1GouJeBN{8k5h$f;kT40eQY)+Grn<7Hpzsag z04%5Q=cvP#u4_ADNiCPJ`Ks+5cR(O?pgynY9;?V7?Z6-Gpo{pjFNKF&a7aLj0`L;x zCg$n^2GauCiZH(p1RP|(+^Ml5b22A$15_ZgSR&zoBD7#)a};zC*$F~IQ|^2uLS6t4 zG0cVPb4T)k>+%i`;mMs=Km`JzB}i~6JW(iY(UbFr2d~opSZ0^D-pGI)w}WQ$l0*`iJJc6ZgV%l(-Q&fTKLY64_)0f|3d?laD;Q zs|(w5K9~;Mq>n!9vv(u_0`QWbg69BYQYc7Jjo4_eB!G7q6a*x4FhQU&8MQHGbV4mu zGBFg8IP~2lPIxjz5M_uXPxKJ81r86QG*f`@T(lw03JxU`&sw5LU1CRrqDOJGH#a6o z+ax$`QdXyDVv=-Mc@-#rv7}(lPd-jLOOH8uFfpEU8L6~NA>~T3bds=BJGpdPtMN;h zuq($jILy>M(UZE`rued}47LmD){z~>YX|Dn`&3{AMxY-BzyRR&KQ$9pIp*&YN{uLs za~3p1Geki_fI%A->=u>(hTbVsFH{8x^e8URLNw$v^94oM?nM1ehDMWOK^5Kj?mAXr z{A9HJCKCjj#3gJMC5#6tXmeF@wPJpBO-7dTQg+33u~%hwW`9-W`~(-Ip%`I;Fb?Hd zp)=*25!Z69<(!q0Ok)zJl}mZeTDKBw!c=hOT!$Z401x5GV?Wk1FKcA~bkqD{j2up6 zRyH?D>w0K)W?47?C~MaAaA8=1Vh3@{2UV}un6)~KR;H46J8zFun6@?o=xM#Oxu$k% zpNoNns#`rFsbEPQ(~)k%7OI?2PUqun(-sPhfL$NpAKf-U6P71V7H z^?ngmzn&sycYm*XsNf2Vv?sanBFG@V0_$f{%GZf(KblSXE8pnPp3hoe?>oIZu&yEOvGF zB_5gogi`?sO*k|tS=TN(Q!=I3GC6n&h=#Y(hKsFgt#*{7Ylo?DI%q}9+$LAD@XM4B z%xc*^k{E5%mR%u07~b`Ag4rdGxtT#M0nRAl8X!=YV4C8#07h+!Yl46GRt5eKhtAiU z|JHraFD1DdpDhtn3pHB|5`drDnP^A_{v~lQw2br2N0r(o##iA=b~6pxCjVGWPM1yU zxlPJipVd0X__?D`4~ZS3%uZom-;+ zrFEjLttmnovr(OTzF-@iC4{y?An}4hLK~A&*)4pdXDA*oDGbVPxB5)Rnk)YDxXn7O zA&R-zI=WM znIOc@cn9l*VZxuu0xA=@=b1`of+_eot-mC>0hz#o)VV2Gx>+3Ks2h>2nBSyX}MDgL&ev!(aC5-*ajQD!!kPHKn?D|6N15QT)8`7**&LMgNpe7JxqEH zxVMYo^@*p6TL#cfWTF#%K{k;hkf}m9tEr1Zwk2S?#D*e%H3VQM90clf1vH$(A(S8+ z6zh!O&N+O|UxImbG{iT{AAp-E$lPNZ_~EF>L#>CzTRhU|=*15y#&?3&p3;Q#T7SH| zl8#Vmt8vMGjS0y+$RQeAi`>Z1Q!HhrEU{1x#+6)`kILJlzS-lxiC_fU7K$$iuBPMw zK3ppN03OhYDFnSL>N!9^tj#UvC?T47zHVCTmr)7#cdU5Oi(Pa{ zH_%_Uxl4vOsmH&o2ht_I-KpnSqcq-k(9(4R<>*?-ppscXV=9kk$HV*oDmgj#WH`B= zHq{F|Ixbpm;$X?Qtl7jdzU8|MH^|nl916lfmr=lpeHo8?+QfkZbN&ty2>pz$g55t% zOOT=fHb(-o*|&E@7`DAI(eDusGL-rb$vWPVZJrQR+Wx!!O0-W^HPcXzLKJTy>ap?h2_g;%Ev{=CuK%BoNe+PkCK zG``o7dfy`oqTs%tpo#ZVGlSv)7CkHMbqPW@Dg0pErQ&oe_0WUjtid?Wq20cu{a<2U zV8L$O9Oe&V{`|&GA!FWscOClvp4~ZuM;_=$M%|akCvR=pT6}&Ch8p- zeozmksy-*K9_vlmS@#`UqqWEX=SzWY$j#gA&)&+|AP%a-R`Q|Q+Ea*qMWlzNgRI;M z!XON=JmbArUYWwtvEs9(C-i|r^?kJ5xx(bZ1p@|GVAFX={y_8HR~XPP7--&MuA}`0 zmxe6B2>gW~GC#F3;2#0vz<~q=3mQzYWXZvW1{L`8$1vhSG5*9v^d&K)#*G;ha{LIA zBgT*p`TPkqs8FA+iXJ;Nf#c9rp_)2< z>U5LTsZ^_4y(+bm)~#H%PWlQqtk^}4%9dS(Hm%yVY}XS1BGh)#+qrb>z72#ouim_T z`uhC~xNn`ogbN!!T=5% zJV#Q02!7<;f+n@ll7q}eC}D*bUWj3a8ZNj~PfL9$lu<}2HPll~L4{R{DrQxQSd)0= zVvI35GKpDc#f4*zXxYUhU3>kAS71U4iCB?{LFO3$V@XCP8D&mlwgxDs=%Y_Q!dwCx z8EBZss1XJzn^6f0mRfGvWtU&F7ABdm!4}1Aw1p8yZf+7VkOKSR z^s1f3Ni?8Krpn~YffgPd(*YFu@`w?TPE2wCco!`IRfbz--r0R0aGS5siOt#n_O1l3bkg)(f=QXxyUS(Bjkl_P7}*le@U!Zqz& zf!I}Tkk}Hrt+w7a_87QchpWaKrgT;%mSdEmWxJ!j%Ql$vx;C4dY`WQ-ZxzCv;J_J$ ztPl1+Y1nYe0Xb}m2q ze73IIUbgKvYxUALM!vfBmNAB$mvpE9!Wn`3Qo=G}juYr49UuU8?kQfeqxsdOzQ%l$ z^icN&EzyLm^BLp7Sgm)O?bqje<3Y#Z9;k$4+}Va*Y%u0E`0^S00rp(SgZI4KD~hiIed~y7@zaRlCW<#kGkUG9Ca}*z9fp{ zTVhGRxGGuEQdOzc5E?Vb#$XC_m@ny2Q+xtJ)*;g=t%xH>?6@L47EO=Tv>hLvC1OjG+|M8cy~#sK)r2y}%6v1sC^0_@Qeql26emh% z&q^AKX6`H_(8P)~VOPyP^09*)^y81TxtDI9@SEWjCn7Dw21RVfdCvn)X(VYHDI}G8 zVX{~De8`(PNkoUFQd9H~kF+7y+_k)9t+nr_J^PIIbLY<;tkJ!KLL z$CU>uXQlbDo2uD8|+ziq7RI;^eUik{$=#I{>fHkRLpIO+$BDR{0#nD|HTeZmU zbh3k~tYy7+ndP0UY|ATyJ4+MV)Ld^2YJe&}Nq5ok!K90Qd#*|Zim(c;ayJqHfmwSi zfZy6_s~OP~fj;H`k5CoJzZ(LugO*FG=Bi4=((SN^Nk!f2Lh!m9f#$Ka>!QRmt-IKC z>|-G-UcitSoaX(O*DP~R7*?qsG=$`P;mcIGVKNN$+*fM#Su+JCq=_(TYe_h)5esio zzz6j}Bd8dGEN3~v3XTbe_2XKNjO>W9LSn68n-eKxD5D>4vzucTViEU@#B&r{S73zV zq$QTcbBR`6rWQ55JT}JTC1j0l94^eL;Sxjj4h^^TSuQD+l9ikzJG9l%E zllze`(*(*i@x^p_v$4CmwYVX1GH}#<6MoVP%{YN|5kdXtT@t zg3(s;3>NPHcK0of<6)!Liz_QQCo=CH;FeHca89b=cL!Z2KGuN zq9SA+8`&~lcAq^cLO|!`#ej_Qj8mwXI#~M+KUE|nKf}%&F12l!q;D9EaEH2mbR_Dg zNtihzaE%cBBL+_isU1q;i13#r!!=0G?_H~(!yDJ9>bb(7{&a>noX&)GDYBELtQE7^ z&(0R~#$T7;=t%d>cbN>Bu%8(7T?*70q&aY4R9PUGvYAVCSy*3zZv9rrkis3 z3u1GHm2Y^EvAQ6P=c?d0cm0#KA;t9;izph#@0L6DPPZV3>k$sBkOTf`#>h!KM*cmuxn8gEcjJ zT~{rG=5g~^UT_eELU>+?WKNkyHawOk?*(quGf#3CRd(YlZYVmO_JMgaef`vc2cd=> zQFC2ri4nnlS``xPCNdEwD#=lbw?-?UI1`yT6Kn{FwYXPuID@%3gD|)dFY*=WS3xSK zLEg0^ap7X72X^r%h)ZHTk->WUr+?vcgywQ`OXyCOqy_X2U7iM3XbsC18lLo>8!i~T54EU1eC$rZeK5HB)u z7PNlCxQB9aj2stj;w6aO!i>d3k@**mFA0;rfOj)VlL@h8#jyk;pp!efleNZ$MRZ&m;YqCsKFVi~5fOc`Xc9`f z5~CWAX%K)(5XDD=Jjs&@@sc+Gi9|F>lQ9{S zj_H_;X_JU40>XEaG65U|v5pz2fI|lo`X(xwxgh*FTTuy2sx_6Xse)B$mAZ(P4;K+K zC{12@78R#E7srq`6>U}%h+}7VtXG6+FpX2f4_4A`j))rHmKuDiCgtWEl&FQHgGA0J z5rjz)4_I(a7CDxwlay(bjwzFP2bqy6nRo}D3E`bODG^CTl=zs6Em?+HIGBF$o)sc% zvqFwcM4C^@n*Z5hxcHi|nUxX|7Qm=yE|L~nH#?x$kjVIKzA0^~H*&}GmX&dYjK-1X z;#o|%a*vpeP&jw^z^nM)2rpMjZ=|HYz4x1Q<$*_h{9p5`f;HoBhu zX%N5H1YO1u+Q|?U0U-X?nHv_P=@T<6xgh%qpi!zS0y>~G7@LD-pvbZ;V6ij{$%n@X zZKy|~<~144D4b4G1{$et>{UY^Dru>qmjpOB_+)pb7CPw&jt+u~Fq(l*x|GGyqu|*D z=Q)!(I-ciAnR&MaEwGb}+LIYUq!U4(9h0O@hngx1r68!9Qp%|yC5Lzz3W^|`F<2}K z>7{+tkYOsO9~YdIL4>Y{8A!OHo)v(qK^h^dJ-i`AIT4gAgQuwCqb6~b$}ywQ(Hu+a z5`#(*rFf#QQlmE+o`hGfTgops#t$su<~d*``ir<6drxd$#JFYtSZ}6erC(oxWPE z8G)`gA(}pktbaPO)2Xl|I54fqeLATp-@21F>IaD65AYzKIZCML37$O~tj4vn2qLaH z;iu0Lv+GK;8q%)F_O9_ts<+9dS*L!d`k=m3EfA@eO45wPGn}sn3c`?tpx{V8)=u8G zmry7H0U(`^SFvl=uu+z^5@DEY^|0#LwH{L(`s8mH8#(RxqXp5d<~TC(n0Ut(sOfpK z(|WStnRh+PTrGQHQn{{3qwAv)J-1M7cT4QB;p~(|A z#<^`hCa?p0t0Fn4+#{sp`ig)Pqm_CSks3;4%X3@Hr%l(ZSha};@wQ;}x;ZhoHYt-g zDw%dms64u!=jgW<0=P^nxWy|va!4c6G&?zqxWiblIM}#Do3Hw6c9p9SF5Tq zwSB3pXltis_NyS_g*ow}e>uFMn7%w$C!uQ-NEEC@baS&ykM7&ICULuoTDK-ko{pKV z+WNct2$jZ5z%+xrMiY!o!@L{uvy4kqVA?x>c6vQHcJ_C)JvE$AA|+HJLo}oXAo(tQ zNl)dLum{jF-*`8CI~=SF5>UFQf62n9sk)s1$bs)0ya(|wpeef#0k^R=!`4SDI*E6P z39`~^sCS#5ddo65d?7Ep1f9?c7U2Q$*a<3Jz%_foi=`vWYq&bQ5Domi7&n&h=eTpx zgFdLQ7JR`-YlP#X211pDMI|oYRvO)#FPCBf=hk#TtSK=JfmSSiJ-n2B9A$ni!_uKK zU|SIXk`ihm z48}OZ#fQtl&bx=Z185QqNN72|!|j3AQSDkyWw(Tbx-OsJjg z$vg=-fb5AD@x%$>0iEChs?5(Cv4WN0rIpad9PzyFXUpMb#=sMisyBq;+oQ*_lAjkczJG~<&+)cmVA5jH0x7N1Db0Q4?1|9~w)Fg$SvwE| zVR$b*nA~iNEAz52YtA0?tavM)OauVkT}P7^0u9R=QP6=F zq0m-Be}T&iz0mb{NL~ZcZY(y=^RJ-cUe~xb$~?kR6(`tSRcVNmF8kB-c_?>{*M|bd z-3rA~e9|Vp(kdO(drT@R`NN3+htmmoW-<*$jGaD?ZM%bGneNyT5B9`W+|-$E5G&Zq zj78O6d=LxiepLg1xlFxE!p2D(s~XxF$B8A6w7H$TJo%!lb*fsBeVrj4U=s4zCf(P+ zjo0vC4b__0#ckZb-PgU1(t(}Q=vzL~zX!FPzxfT-Q*f)A*a+#@gM_{l1u8 zj;O5Js?6D5>Ieh95qvh58Aq1ND7lk6oRzUWWlc6^BQBuAwB*UU}Xc{9=*QUK8H5`1&r2=U#)@!|A?+dy}xUHin( zHOl2(-sioL>0Q+s!QQ<8>5wp{Q-dLPr#*72%{-vc+Dce^bi9{gqc2j0K!ll&;QJ98 z4wMy3;VqEhzYPx}+u&2q;1RCeEzktk&;){AA)Yi4EP*FTz7Zi)&A>saA?{^p4&pOY zzD>&5Pn?q;AU-Ls;+f6jd+6ezZ4fgx#xqXiL@S6D3enQ2ragX~>4G*s_GA71Cft)o zJ^j+#?THt@A#)<&F40MBo9Ut0QA%xJ1SaLf<>KsKNd2X!g1*(l`OBj)K^ za4;Pll3vK2IFu>>@oKL=6BMr8)_@2K4(jEu*Q0LI@X!eq&dA>$VWR18&4KGogzY4u zaHWBN&-qgFkb-ljcI`W|5rHp=2v=!>AHx@QhV(7+PLsHvAC~#U=yGGs~P=I>Ic3}?j?`*$o<#q-sIXRGwVBQ`L4)3Pxmz8^FL1rL9gcp0loK%uka0= z#6IYhfp$;-FGK$~$Brn%bNbeL<#ZgsAaKtg1|svaJ|~s`X=S#3AR+R9P4eb`@+hz1 zSI*r1W%D~9zM&)eb#LcH;0R>=L8Pbm1pV_y5BPzv^cQ-)$lls=+)hlmm(Whza3Wp& z2>Do>fnUFc0EhW1aqkGCtcg4T3u2_pz0xLa4W}#ypO5ySj_xOo2#65avnKaxK02$< z`b^E)uusboJp1dNs=y1({`|E-=%)$6 z0t{R1>Z|4*QugbwW_)96v8NZ}=A>W}D9pg?=_e7VHWORNb$X61_TVOOwW#f~Lg z*6i7k5Qq>8)Rxd&xN+saZ5s%#BPJ6X&gILu?q9%s1P>-$*f5_ui4`wq+*t7&$dM&a zrd%1#Wz3h$Y*rHo6hF|Q^?|yirVJL;sa31iqD76G5hDT!I8Y#GPPDlb`U1I;r0$C% zuIBy?yk$w_110uOUeKlPm@^L+crFmP*{M9EcJlL7XjAavnR@RO_2*PE)|v+&zMj2% z`0?e>r{7gA+q!-I{(XyAFGKz20&Kv)4l__NLI!heK?duH%)!bcqznznGRusNGSpbZ zl+ZxS|EILgRueHbEymCg1px#wzyJd3)2%v)NMg>#fxbFxiJR6d&ONK>gYm5BXc{R; z8hxSZfQ7Q#$vpCk67NZWmKx7H^Tbe+EI-<#@gU*0^zutE!!+wY{sN2(u>SJe%gi$g z9Pq#c8v>0@?62n*n#S~dA z|CQI5x@_puFt-{@xJiLasb1sm?G#_KK=nrqgnHak;4kGZC{-rCdv#%>go5WO^OO{I zQ%%{m_+pHcBNN!Z?0O3jH5qcV%#rI_HqK@nj1UfKr>!v0%rf*$A3#Y{1C4Q6GZazU zG7hWKfK}4<$E*%$Lg?n;#k5xW^!-#OfY&A1MR&ifIxK{@QnM zbJu-$gM2Odcemgs_V)zwj#ELs_pa=3z$b%w&(1)hS+qbC&$&=F4wa37N7v=uH++@O z^=hodFY7w;|<1S zgb*HpkVPOqv?YNCN}lqXcfsdHk6WU#Ss5^Mz3iPUT`lU;01e2HAEhr>W;=-rZ)7m` zT@F6W0Z!?VWDxlc40Tjv;r!g!9R2;I6Nq@&P@r@|Bqq^4Y5~Lq55vHa$?buGabjUA z$e0V>X+jp_jAu5;kI}RuMAs`(_IPHHhnP@_1i7JbaFdbs@rrdOaba2L|0SO~5@&~I zDT?U~(t|A}0spF{ISmLvs7 z5#&^-1;Gt<<~h@<%rjpG#ii%Q0?c(CfT+9_(=H9^2cQblr4XfRRTCmnX%fN^QLJPn zHR>3?^(~9nvexrtb_sBDPz_@sgGonJA`=}-0;&Y6LL2$UiRcq!Iu!vNJz`UN`a-ZZ z1#C@m%2$Dwg@*CTC0g_Q?+VmJA0q6)Y5 zre&Pe=F6%jxD1JOq#$bR2g%i$HH-jVEMh4{nAu2K3dFKX%&9!#2uHvMcCg89!g2YE z+4wEhv6|J9Q6cM;gfy43y7}#V9!sC$77V(cB`;M$`_<8w|F$7cOsxf5E16F|Pn2l| zqbJ6R8nrH*!`-Vunwb z;Zp!6Csf62_AC=q%LmeO^|Xh{q>S6kGHHo*tgr2+%s@fk>RpChTHtREWaD4Sv818R z4DLvfyt@zQbDj)taAB)_<%~c%B0_DB=%9n$f*^@H|71>1c%`Z zhrluSK{l7|+&mmp@OICldBtvd$Gm_n{wf`0tq?2PIkkD#vnTt_&1{9#6WuzTY4Xe8 z+$LK^EK0OkB7L^TM*CvkbF$OPt(z`y+bYSe|1x21nvv#eS|E!hd8oWMavj=A-Dkn4 zQxWNIna6!{YN4^s<%|$pE3d|5?RTHc;2A)JLQn-ixUqR=0F;Yl)lk2wMb_@KiZj)_ zS64J&D{a%RJJ`7)--v<}5G3pL7VR`z{0uL?Znzgo?yE;4-Dzxy9^CsNdGC2^JDO`8 zfAiO16er?LDl;Lch_1$wIz6kNfTv&V_+at$3?Ki(1VH)nRQC4QH=pH$1nD}AdOq<} z-}2(0nq8%5efint`u4(J_6FJagH{H(+sAA(^POIO@4H_!COe&pX9>)GwtVE9B}k(@ zT_V66IX!=RGRu>)jOD*+li1vDx zXt6QaGPW!Vj!M7f}m3@EewCt;85Xh6t_Y!Lv@%HO^22w5q>A`901! z6bMj}`k_KE!9jwMLYfl5q%lCVXg)lGLn8DSVaf?4ITf9vz~kCF%&WdExxOac2q@gZ z?`s;UvKS7uLP`V^EYw2g$s#(4gV-a%O@a(OW1dWm5M9flUgH*h$cGNX8O~UPl$woY zQ!}-Z!-D9(Mxn*>nZz5hMaAO7|NMcPh=4<_>o!CLH;@ZCUc@CGbPrury-Iw>^CN;R z^cx%7#7_Le3X+Ua6hke-y;AI=!0WLxAOrl%tsz?_FiA!iAqnK5!5{n*Tx^#h1Pixg zMqlIz_z9SM432I4t3&iSz;Z4MoIoSvu1AcIMieAEghqy3B54H0YUIQTPyhs|$OLG* zfk+;H!;@0fjK5ohp%V=j+>CKV10aLJ6k)ce+Q+1cN9SP48EQsJgUOSaN3pO;k;uo6 zu*3Qpj$!1wVpPPODj%9G3!Ln zE!cvdKSM*oI}Hpmya!mR{{zU%`zgw6E6UA*xLcw@k$A_j&_jg8L$1)tQAtX)NJx}e zK#prb&BL;x#G!?Z4|O!XrCdxeQ42QUN~l}_9IytN;0HfAfZkFWuJlSW)DTcWMUpZ) zEhsiuR65?;6~AOGyxfSxTt~LFrPt&L8j?#bTg|M9ti4>OgIo#e13RGfI0!35aU(sx zEVJEYOynF3$K*!UV$OoDcd;P6Sa^KoB#w^09SGV|1sbP>m&#Zsy%J$NIk)=4N67Y+R)NW7XzRr_v8xoM4=LOx)g1Q z$lJq#Ina=>&z@=@+O(A7#Jcb6&A_BSfLy|398eZ*O#@9(B3+LK#Wg;0PKsOr2k-@c zn1JidPOj`oHsBM$6HCNt#Su71gD6N_q01MUhys<(6*W=Y42u(0v@=z#8?DcONr=&V zx1nj%h0sy|Ou~-~H~zGk)GSgzO$#D;Oa@hh9-sgOphySs1Ir}OfzVEm5}abwF`~PK zQbIb@#7r+uPdXJs{j7*S9jY=#(REx?8+8x+B#1aos4?|ELmJ5bq_Y21LSqy=$@^1V zEeprgPz`;9|0H!#2t5RU7zK<>07vbp4Dw7Y9XN!`Kgb!@v=P!>4AnW@!O4?W6xvi1 z#nz1|3J&9`TUk}K=u};@Rz+)%>#)<`1keCwLLhw!neh=R>fGPKe^s~Mxy(uEtaklnPW9lNM~mx<+yi{;I#RZ;i&SXP=^79CkE@mh|6 z*2PcZJE@yQeE9W zOLSbL-(87FsoeOL*tdOLjjazxVcv?E+~fGt;YHH`o|geO3+1(lPOw*jC=c)bULsK4 z|M2Caer*VjlCS9L5HJ!vK_j%+&@ISmCjO0);^m5rmERDCO{zKJCmZ370KId2!UFD! z5?)^Ey@&&b2odljf#}`_W=QajUn{nC1Ovq zU^VcQ`r`+|8@vsT0}qzLXZlpx>|)66SYfq2o3w<7q%4@?uwE{%@`)x z0509GZDZ7Z;QWGP5!ui}Jx}vAh`#H{*h*hu+YCX&f)i1Jl!PcWrdl#a)l60h|NNz+ z8}5oXnqsm`4j1Nu9#D=qnt0WKVvm)Ezca9+5ew015^=vqDy- z^&nycG88!gmE>J`Qf3iG=2}!t@G|6!*k52S=IoQ?A$I0el~YWX}0D1*yTlrM|u7udNxcE$YQdXVJxX= zv%pVUB58k4PJj+*Y$jA~W(Yp>w>UV%ZUKcjV1xW>SafQU+W=|CvlMq0!hDHn$d%q; zUdN3-7+?gm1n>Zn28&8|l%&QAbVkgNPHC)O2(=IwmTu`%hUv}($zbS^|AhtT)L`hP zYc`)go3gRGe%43z3F-h-iM4JaGA8PrTxy)S6-4eyc6n+$n(ErjYQnxMBH-$-zOAob z2n(K>4he>_RE@zI0To%7Q>JA_#^~H&=Cf!~#;WSBi0ZkFTKG{gn;0L#rlYr(ER^oc z)GqAu+v>z76qjxY3n2rLLTC?3;xYQY6G=&DHHgcG=zY{|;HYI?_JzI%)%hf2(M|}x z-0SD2*w$t~q4$>lbCLVI8}mZE?vQIcU^59dTpw0Y zbCK|GEZ=hO?s70M^abDX@K%VLR${jz0~3J_$|hXaOTIRT59F?Nh+wGGeo;PWL?dD9 zJAYF!9^(8=a)FTZvOsm{6ZFC+bVE0EL~jUwDC<`)xC=*t|G}-o6>kYTxAcQ#6p3r( zDsF=9PTnv%YTdXYJm2+;_VXjl7(zCcPG@!2bM;pT^H^sH4HglmZPrSZI!t#_BHZs@ zj}c(LWo9o6=Y`Yj)?_|ycN|Td7^n7}t?_Fw^lV>6#E1K^d}4Y_k=vgzi*6R z`!%BRws(65hkLmXZJLRYor{ z@%VWCQAzT2Cq01hm0%#jf(8#FOsH@n!-OLI|1^v!aUw;84-*uqsBt65jvhaP3@LIX z$&w}$LO2m63Cor)U&3_h#7Ped5tp3IsdJ~sB};taQkx4qzOa-<+@OeKYuM2ZWSByqFR!Eg0?N`M?_qmZ0q99t9LKoz6nyU zj462V%$gA)`b{j>s6fSz6&fw*Rc~a;1SfxO3RNmqUsB&LaY~otL%5Fzf*q}wtXZ^( zPb>7L8n(i_v>V#KEitX`-oAeW_Xv0}ahQc|Hf$VxIohxZ<}%+~S@9C+m%U;hn7yFr z%~Lx|#hMl2bl70e8r&|lMOpL-t22Ka|9znK`SeZOCs;o}|Nj2f4p*FjNgTJ-f5DZ< z+krfl=NDM`4b@$BoK+Q-Pe3(A+fTFM#hyQ69OM;z%Z(UaiTTO4V2TT}*rJOZrR2nb z0v6bif-h3%TtO$|I8uXs{m7S7Ku!3aXW@l5URykNSQd!2y#`!v%dME-lvXO&qn2B~ z7~_n^)yNQ7Tmp$tueYu#U8ad`$Wxr&ff`j4O^9Ytn|O8d;XAIBKuoO47m3emIAKLZ`~&*`pvSj;-V7wkkg+j=jX_^J1?(y+a} zs%FeqXrZVSWpn_`3~?LvV^t$qb9_fLcQDdxBh9nWZ^KQr#l5n9lbIWleJRLs?cG*V z$@Z2vMcp;=Y1TgVYtYvS|NR~BW3&cm>3mGvr*_?!Gwe3pn-5*_M37@XsYgy5TJLFq z!v?xy4-&O(k)Xn34Lr~)Nf7BHoBiAEG`Bc2=D&xlIp>_qO%dg6_YLK*$%|z=ZGx{Z zd0Zk?+sP7zN7dPpQ(a%XZqgfk{I+PH4ZQgn3qO3^o=*h5&de_)evj2T&iB;O*RL10 zBZ=J*S)Hh-DOxk!_TEA}@+rlAfy*Dka%Ug;oiBohN}u|KR=m$KP+af>8v)xsJvmGCmkQlY*+a}}pV5;mC}-ycUP$Wz*fkYE%eyKtt)F_MXXse2@wXz7>T z@dPuhagRktDWoVG>2P`M4KBm?qDG=JnafGZ4hs3U9k9=MuC%2{ifNx$GN_My)8@w# zsgqqY#FwY}VP;AuMU+tyU&y>7H+4f!Wy146%yg#Epn1qKnvzS{q=+?5gvGi{(q7(- zODKf`&V>{-|1tkW4JYp?Oc(0pE&U^<7TX!mi#leW^aPqc=hn)OQL`jlG*L+HH&CSn zbb*OEs6rCj#*N-{aHtQ!c+h3lOyXS=23Uj zPpLJPC@w9DS3JZ^giJMwZE;;E(WytqEmUUt{7qPWYF57hRj5PlSy45z)CJKms(2f# zhDy35yVj+WiAkxc2!blK$W@*60;WUhR2{mC5=Uh{D`WGL*0uT!nkw+9(Q5S+yq@H# zBh#!}4%?fnNJ*SZ`Kz$sQWN(|>o?w?m!PNJ;jh8D)B?{{Jq9?KaHg)0M%R3`t$CH7^rgfa}b zjYxULyWEh77QGK9$!?cq-MsoYBnNO33g?)%2EWuK_ia`S(}}kU^X0+-UNK1oeBc)& zn4`E|a6_6)$@DS^#SFsn8cj3NZkEk4i-Syt+oIycw4liLZ76eGhaYIeVngbwxC3(p*GFpHaxxx)z)r6JOe7wwxr#PIS73|G92e zUp(g?DL}k8Zs3kTyCWvQC6Q1h-*L+&=0zDg!{{!M>$!bY4w%;^8^qOXsW zu)@~b%{Sr!F@Q)_OX!3ctd{`Zz#j2k1gZ@j@B4eF{kuYUFkD+M_sq6BLdl2q;X884 z4(CVH-)lZz`hJ@F)VzT6iiihjF9xJ|05zQmf9Su`3F_;fOp5LBCsAV{d7kI0gi3}H_gp>M_CPVf~aIb8uXA#~-RRvpL{;?9<&p_sG`_25Sh zdZ7e800{J67&4ywQJd5q-#9%X{*B%n)>Re8ozz(sCP|_jmSJAB|6yNjqGEL7s_cm$ z9s~mhVgwChAsQmtA>v2uVaBZCZDb;3yrR3zA{z<{C2|;)`Nt>f-|5AoLRH}lil6mt zUjme0DW173Y9%Mp> zp+k-#NMIu(f#h%eqG!3&OuEZIu0_!W|4C4$Bt|LYLn`G`!oW+C z;mL^$PaZ@yY9xYmVS6Qpw}nVd!W@g7QCMUFJ3t z*@1kfSj6UDg(h+Jrf9CC4wNQhMxIj1AMmW^9c|rgP^C!Wq`P?I_0;C~LEqc)Ei2_T4(&Kw>go_r$jUHhsv7m(lRE{PZRPc+Bz6g*8>5ytf zbA9Nz7{wFmXbWsc)}-gQO(B$?1e{iclO@ z8U&bXsF+&b=nN>ayk(Le&SUOKqrxPmLY$>W{{)@h#~otnP{62Pe5#uis${-sX9UF^ zg$7V~#;SJ4s2VD~v11Cz>a5agt=j6W!axiZXBDXlXqZ)*CIqpq>GmAZj^L@?xa#19 z>PO6>LCC2Ix(HV~$g%FkvUXOMoZC;(hjV}hVpImEzA8c}V?0OSwUb(Q-p;$VvDxY2en@4xSH$3 z%4)9eYJkq;S+T3a6{wQF#k{gxy;>_r$RWN8(Y`TkB5FxVdS%H1VZUlmif~K9Du?ui z>rM<}3_$G7qH7Q8n~i{Lq}U`J!pTz@|7h!>RL`!Ty4z8?9?7**LtnFzQDvP)xeBx$6O=8oo$7rZHGqRXyD1MBzv)#vE>l=3)wtd~C>Q?nyMQvEfI_qy;*rBWl3KQ;hCjlO}YU|AjA*<%CA>yG?KPTCeI7X%ddFp~Nov@`YD$-3l$I zy>1KSnr}jog-%OVq=A9$;F)5{I7J`?hGx#?xJ7; z^N9je#Iycuq%tXcYHlCz$RDe4r3~`a74pa#a-SixBeQZV zL$WKH2K%<_HCi$vp_F-Y@>u=sX@IghdeA9fGM50d6sEE&n{F#3b0fbpqe4g-OAsA< za@A2Xp-xCHyM}IPDi7NyjvO$VIP-!Gb1^pz&so3KMhEXN>nTVN|BgqS@<}`_W~e-KQw{?xJ6!14|P|O$G)~&8{lTZL+rF>OR+9E)AzOLHrN#S zZXEb{|3-PMcY`~)aWB9HSc5sEC0Y+ehnVt5F&_;735cSM1;z!-{t zx6yzrICC(#gTwfFL%4*Cfj&IKg}Z0yaCm85({;+UW4Nu=aH%!(kscxAz6`Lnh$3NQAe9!R3xKwm#y3CEk}G+wWI2=f$csby zgOm0^L^wQHdD5+ohIc4HTX&G@2ACVG;o&opi|SgJ&YCMrlCwE%xcQr_w{a^#0?hf1 zPa@Lb|M>uxIHS@xYj=d7Tdo18P@s45MVs4+zgYt#I)Nv8V=X$PqxS}o_M=DomG5NE zRJuz?pHOQ$M{s%)`j=IUdd8gkbC9~TqWK9Ad#Wc!>23h4JNO2GfC`j0q+b9$NP0;a z`p5LPZVlz7g9JU7UN2+BW@|Eb*Y2-RgqhEWxZegz275~tJF?S;vNL;wufVfMd#poe z!_+#}2IQU(uy26-n`x)7>$F$@^r2+CZ~Ha8|Bk%RdwSP9v=0OVIKXl*{7<&ak7FcA ze|W0^ycqY=`wj&MOLq9y*s%LEb6mUAY7)c8lfys!c{@7>M7vO|JbQ7uMQ}T`2{mjh z|3<*y^~jLB$@BVNmrlDQxy$=h1X#eb$GptjyQ{tX&PsKU|A)W(MZiBtUY9)g6g*NL z`;<<7Lu6XmD}7!tz0*IvXgj;aON!aIGbRru)`yP*S5H9mM*zKrf#&qp-@MEry~~XK z+51J>uf2KCe9dQ*W$nDJM_;3I^J6aJwX{^4^#;#a8N zK>k#^Z;_L%0#AOfF9s6fv4s#@9wLh8JILREesn|t25dm@`~L3(fAGsZ>Cc&|KPgq) zY0C3+Ry%ZegGB7-w2CIYZ{CW!=YG5Fe(-Dm_6I)*&^!p4{l4?NNuGXB_eSfV|M(`t zE9PIK@*~XPYxMOiQ}%Oz{cFGXEB>L!Qu$}*tnfcf14IIW0|^#1co1Pig$Kp>>$Gs- z5HUi5Kb94P6}1(RE>yvdZld9^5u(s zHFxCPd7xUh5dVUHIkPj$kRnOu{b&)j>7RmS3$0okcW&Lge;&2q82C~P1du5P1OPjY Cr>V>U literal 0 HcmV?d00001 diff --git a/notebooks/references.json b/notebooks/references.json index bf56ccf..7394d27 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "cufflinks", "survival_analysis", "redshift", "apachespark", From 8424740feb3192f0f3b99f0c7d194accaee00d97 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 11 May 2015 10:32:56 -0400 Subject: [PATCH 097/163] a few formatting updates for the cufflinks NB --- _published/includes/cufflinks/body.html | 427 ++++++++++++++++++++-- _published/includes/cufflinks/config.json | 2 +- notebooks/cufflinks/config.json | 2 +- notebooks/cufflinks/cufflinks.ipynb | 4 +- notebooks/cufflinks/cufflinks.py | 12 +- 5 files changed, 405 insertions(+), 42 deletions(-) diff --git a/_published/includes/cufflinks/body.html b/_published/includes/cufflinks/body.html index cd65d72..885a140 100644 --- a/_published/includes/cufflinks/body.html +++ b/_published/includes/cufflinks/body.html @@ -7,7 +7,7 @@

This library binds the power of - + plotly with the flexibility of @@ -41,8 +41,8 @@

-
- 
import cufflinks as cf
+       

+        
import cufflinks as cf
@@ -54,8 +54,11 @@
-

+

Line Chart + + ¶ +

@@ -69,9 +72,9 @@

-
+ 
cf.datagen.lines().iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Line Chart',
-                         world_readable=True)
+                         world_readable=True)
@@ -85,7 +88,7 @@

Out[6]:

-
+
@@ -102,9 +105,9 @@

-
+ 
cf.datagen.lines(3).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Filled Line Chart',
-                         colorscale='-blues',fill=True,world_readable=True)
+                         colorscale='-blues',fill=True,world_readable=True)
@@ -118,7 +121,7 @@

Out[29]:

-
+
@@ -135,10 +138,10 @@

-
+ 
cf.datagen.lines(1).iplot(kind='scatter',xTitle='Dates',yTitle='Returns',title='Cufflinks - Besfit Line Chart',
-                         filename='Cufflinks - Bestfit Line Chart',bestfit=True,colors=['blue'],
-                         bestfit_colors=['pink'],world_readable=True)
+                         filename='Cufflinks - Bestfit Line Chart',bestfit=True,colors=['blue'],
+                         bestfit_colors=['pink'],world_readable=True)
@@ -152,7 +155,7 @@

Out[8]:

-
+
@@ -165,8 +168,11 @@

-

+

Scatter Chart + + ¶ +

@@ -180,10 +186,10 @@

-
+ 
cf.datagen.lines(2).iplot(kind='scatter',mode='markers',size=10,symbol='x',colorscale='paired',
                           xTitle='Dates',yTitle='EPS Growth',title='Cufflinks - Scatter Chart',
-                          world_readable=True)
+                          world_readable=True)
@@ -197,7 +203,7 @@

Out[9]:

-
+
@@ -210,8 +216,11 @@

-

+

Spread Chart + + ¶ +

@@ -225,9 +234,9 @@

-
+ 
cf.datagen.lines(2).iplot(kind='spread',xTitle='Dates',yTitle='Return',title='Cufflinks - Spread Chart',
-                          world_readable=True)
+                          world_readable=True)
@@ -241,7 +250,7 @@

Out[19]:

-
+
@@ -254,8 +263,11 @@

-

+

Bar Chart + + ¶ +

@@ -269,9 +281,9 @@

-
+ 
cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Bar Chart',
-                          world_readable=True)
+                          world_readable=True)
@@ -285,7 +297,7 @@

Out[20]:

-
+
@@ -294,7 +306,368 @@

-
+
+ +
+
+
+ 
cf.datagen.lines(5).resample('M').iplot(kind='bar',xTitle='Dates',yTitle='Return',title='Cufflinks - Grouped Bar Chart',
+                          barmode='stack',world_readable=False)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Box Plot + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.box(6).iplot(kind='box',xTitle='Stocks',yTitle='Returns Distribution',title='Cufflinks - Box Plot',
+                        world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Historgram + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.histogram(2).iplot(kind='histogram',opacity=.75,title='Cufflinks - Histogram',
+                              linecolor='white',world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Heatmap Plot + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.heatmap(20,20).iplot(kind='heatmap',colorscale='spectral',title='Cufflinks - Heatmap',
+                                world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Bubble Chart + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.bubble(prefix='industry').iplot(kind='bubble',x='x',y='y',size='size',categories='categories',text='text',
+                          xTitle='Returns',yTitle='Analyst Score',title='Cufflinks - Bubble Chart',
+                          world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Scatter 3D + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.scatter3d(2,150).iplot(kind='scatter3d',x='x',y='y',z='z',size=15,categories='categories',text='text',
+                             title='Cufflinks - Scatter 3D Chart',colors=['blue','pink'],width=0.5,margin=(0,0,0,0),
+                             world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Bubble 3D + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.bubble3d(5,4).iplot(kind='bubble3d',x='x',y='y',z='z',size='size',text='text',categories='categories',
+                            title='Cufflinks - Bubble 3D Chart',colorscale='set1',
+                            width=.5,opacity=.8,world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Surface + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
cf.datagen.sinwave(10,.25).iplot(kind='surface',theme='solar',colorscale='brbg',title='Cufflinks - Surface Plot',
+                                 margin=(0,0,0,0),world_readable=True)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
diff --git a/_published/includes/cufflinks/config.json b/_published/includes/cufflinks/config.json index 75f199c..2c1f6b3 100644 --- a/_published/includes/cufflinks/config.json +++ b/_published/includes/cufflinks/config.json @@ -2,7 +2,7 @@ "meta_description": "A Python library that binds the power of Plotly with the flexibility of Pandas for easy plotting", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/cufflinks", "title_short": "Cufflinks: Plotly + Pandas", - "last_modified": "Sunday 10 May 2015", + "last_modified": "Monday 11 May 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/cufflinks/cufflinks.ipynb", "title": "Cufflinks - Easy Plotting using Plotly and Pandas", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/cufflinks/cufflinks.py" diff --git a/notebooks/cufflinks/config.json b/notebooks/cufflinks/config.json index 1eb1abc..0b176d2 100644 --- a/notebooks/cufflinks/config.json +++ b/notebooks/cufflinks/config.json @@ -2,7 +2,7 @@ "title": "Cufflinks - Easy Plotting using Plotly and Pandas", "title_short": "Cufflinks: Plotly + Pandas", "meta_description": "A Python library that binds the power of Plotly with the flexibility of Pandas for easy plotting", - "cells": [3, "end"], + "cells": [3, -2], "relative_url": "cufflinks", "thumbnail_image": "ukswaps.gif", "non_pip_deps": [ diff --git a/notebooks/cufflinks/cufflinks.ipynb b/notebooks/cufflinks/cufflinks.ipynb index 4dad538..7092c8e 100644 --- a/notebooks/cufflinks/cufflinks.ipynb +++ b/notebooks/cufflinks/cufflinks.ipynb @@ -160,7 +160,7 @@ "source": [ "#Cufflinks\n", "\n", - "This library binds the power of [plotly](http://www.plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting.\n", + "This library binds the power of [plotly](https://plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting.\n", "\n", "This library is available on https://github.com/santosjorge/cufflinks\n", "\n", @@ -617,4 +617,4 @@ "metadata": {} } ] -} \ No newline at end of file +} diff --git a/notebooks/cufflinks/cufflinks.py b/notebooks/cufflinks/cufflinks.py index 423979a..594ede4 100644 --- a/notebooks/cufflinks/cufflinks.py +++ b/notebooks/cufflinks/cufflinks.py @@ -3,7 +3,7 @@ # #Cufflinks # -# This library binds the power of [plotly](http://www.plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting. +# This library binds the power of [plotly](https://plot.ly) with the flexibility of [pandas](http://pandas.pydata.org/) for easy plotting. # # This library is available on https://github.com/santosjorge/cufflinks # @@ -124,13 +124,3 @@ cf.datagen.sinwave(10,.25).iplot(kind='surface',theme='solar',colorscale='brbg',title='Cufflinks - Surface Plot', margin=(0,0,0,0),world_readable=True) - -# In[28]: - - - - -# In[ ]: - - - From 5f9f558c98e1b1eb5905852a2c5a249f8b605b64 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 11 May 2015 10:33:28 -0400 Subject: [PATCH 098/163] sub

for

in publish step --- _makescripts/publish.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/_makescripts/publish.py b/_makescripts/publish.py index a5c0da9..bc6c2ea 100644 --- a/_makescripts/publish.py +++ b/_makescripts/publish.py @@ -34,14 +34,20 @@ def img_alt(img_src, img_i): img_alt=img_alt) -# Remove title -def remove_title(body): +# Remove h1 elements +def remove_h1(body): try: - H1 = body.findAll('h1') # TODO check 'h2' also? - H1[0].extract() + H1 = body.findAll('h1') + + H1[0].extract() # Remove title + + for h1 in H1: # swap h1 for h2 + h1.name = 'h2' + except: warnings.warn("No H1 found") + # Add lightbox anchors around def add_lightbox(body): imgs = body.findAll('img') @@ -173,7 +179,7 @@ def main(): path_image, tree['static']['image']) # Update body - remove_title(body) + remove_h1(body) update_anchors(body) add_lightbox(body) add_in_out_anchors(body) From 0e6de72d7dc73699d50daa6d72caf07567132074 Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 11 May 2015 10:33:53 -0400 Subject: [PATCH 099/163] rm toc

hoZv9I$Cx2n zzx68-DDyE30j+AwqQ1ik_oZJmDx-A!GMhFK{HumNf?qf1t!FY5K~r?&>K2Ggxn*Iw z|AshWQrfPK+bQ@ExfUG4B779+Y7`HUxuPf!=Vuw7+gL@JExx!N6gZUKnHZ*fy1Ow= z)D#@j@w$W~yB-TVoufmzn>j1Uv5l%*y%jiP)(gSwva(pbH>0`1NS|5xv52}Ffx59PNDG^qjLXOyPu#MWih(z4#oCO4!qE$=5UXlrAkRBIUHrvF z8^;BDy<}X*J5^`3>IiNe&+>eZ0JD1*N_%$PwUO|&dMu)q;Ku-+kAeIUZJ@RW?U{st z47?z~c00El(^sI$* zoX@IQ8P2VT%Vb?eX&y}!nnz^B#*L05f2Dl}~} zxQbG^DqR&7ycV=c$|il%sC?O=&7_dhb$;d2IH^r{BhzyF8r6Z*HLTM!&C|BQM7T?p z^ywX)14YwPMIl&QNiAEmB`mw!)V=i@u+Xvs(y~-7i}7^T+RWTlTnpg*T$B*UQp*S! zl2Ti&dbcAG*n1H55(z};UTfUe@tlN<>ArF;wgJ669NG`KaMyb6#%i!>d7HK`%GiNT ztqhG3g{0|ZbNkn8YmjX2w-p(k&28p6;E|I1AGuS7tn!M+K zZspQo=g>&h~H`V3R{^ivE^!3|F&4cY+ zD9?qU22kbKnFio7SI|D%GH(tgaxT%19dwr5KjCUL{{#f@6rSLT;@~4)?}IK__<-*c zzVCSdYyG|e3}6>&An+Wn4xS~%PtDr6k*AhrWYjcTLEMxl{tG6byY9(vPkr&6GtI-1 z@$E_KHGYgX8}cC^Ptzz{(X!1yZq>Yi3#yL{$Y2ewZ)f^&3Eu6EtC#aOa=pR+vvK+J z+$i)&3*{*XA@NNw&pt0rpU+UA{Pw%g>~-|n&Il9%5qFrj-wvaO4d;km{dvIV13q*> z6RsN#ZTXt_K(Y5`G0O8U_ZQh$M7YIU8ff?ztMC9( zP2j+4(V{U^mM~$igv<;cJjje$E?Tr;UBsvg|5h$vzkUt-=n8Q*Sw%TQ|@mx^=V8g_~IM zV#bXfKd$6R@?^@DEnmirnXkXUlNl9KL&nW$(s@juMx9!99zCb^yl(A=%xv1Vv)sm= zW%g>`s!5Z{;)TiZDaEH?IpRUUfCC2-EPx(e`gH2mtzXAJy-Szu-MxPYA71=;^3uCt zDxcn;zx3@FVDN*_-hBG??ccYDPd>hU|A{QP2QWYZ2PCjS0}n(n!32*fFM$VQkS9V3 zC!~-A2j9}4-#G7`+ zDWw~6Y$+8Xg;a%>oOry6sF_sZi6@MJ5{jdllES4*SCFyB8h)s%Dyn_Tx#k*Va4Ds* ztrqEu638eq%dN0Ffm19v)ta+TI1}4sF}cjdD-b~NsLK()`q`%x!01|Ju&frHOHIfg zg;cT3CZ)7eOC^KEAATk)WH!=D>n+sQQq#i@LU7STH{EKR?Ka?a3nL6NLJjpdFN7N| z*WN8IF%d<9Qe1IGgAh`PLtprHh((Eh zsSzWeaNLL{Bu$bjs2g2+X-FYqAqpoYKmM4>CPAsu$fAzorAl0kaY~=4q~da)EXS;p zmtJbAMJv3xN>k5D)YOU*u-x2)EjjIsGpsckNz_lg{>&qgLLA{mOKT!wS}?&FZ8TD^ zBfT_iu`7jy8><}gB8*Q*!-H10Q?nxuVfH~{RaIThZMHDp=B*7k$^Z^mCXB;^R|%Fo zpxpG7RlMK^NnJmKCr6G3`5=xnR0Xh4M zE7oM>8jDI97hAA2o2o7Q@e<5yjKM`In~$nRrdpl`WH3g0jw{Wsv|8k=wvaYjoxZlG zrr`k(crjpIA|VX)U8OKuGt6P`_q9ij&4L#k+g$jfk4~-44Q=Ba-`o%fNbmz0ZJ*rp66^Bg3t7MV!KUzykxo;QBnI7MR-kvtEe|HV08x5X{WD;g6ciS1~DyMhqJAic}oj0hH^5BUNi1S1|ZeDNb7 zwFFAc8;M6|LXqeNiF&C3g-?Q_Jwg&?5}*);C`uuURn$T$EW3uwU}nB7S%YRu!Cw3* z;){yl3}=*}A7So?zn|$ZXlimx(%v+dIeBeQcKMS5V<|O9+`=FI_zMIfC_zV2@G%$! zW-ul5nL-rPn2v~p-#*pC-n5|&sF4jB;$RCCdO?LMbVC+K)k4yg;Z}kh+^&?voape7 z0aT2R716oQ>7;;h$XbsKz-2ilE-_n8#K#laxlexfbDioG&jZqMj@4a=99(=|?8xy& zFfvSH!|+{1|061q4w*z>98yRe9|jAb5XmP%kx5M?7Sfzh1W3u#7$5<;kwF#`B`sAF zB2RG&SKLAv*4PJ^(8rH2g-J{`!=zEbIA^@Z&EJ)TR9-Gu6o?Mwn-<6eB!C2(}utn8fUq7xF+FJh*|GZbKn$${@FX z5WF z2Tj@Gnq=4;Y6QEQ);Lo(Vemo|bXA-hE@y|Kh0Z%s97KQ)YjU%g=d>_8W6g4Q#W%)r zj?1Is@H|M124yX4;}v9ifuo^w6pBY=J6qp51R=N0*GKr(kl`tV79Qm&k$%##kHOZs zS(cuVnzXT@Wbe6NmJ%+k!432A)EZ%8-}|;Z)aUuayW$1!ohw4Wt)LgZ>z!((^f#A8 z|H(J2^j)9{3Go^I)&0q5Xqcths!aK)$7G3n0pts_=e#xuTbjXRrbVi!Btk^N2zwsRg}d}AH) z0y2>gDs6BuRF5Q45=(8DFeX1Fj>^a*ZZQhS7a?~@!3CL=Ui#9M09Se=14WU_TvCqA zJ10l+#g(?i4P+q0749QyMJV!JJLB2l-_`RZLODu5%Y_nk@k*c{^Ip3cx^01o1Sht1 zi()ofYKU13Wy~tfM`N($l&&;fF^y?W)0M%iadlo_l^Za`fgi#EgR14)YQKp(|HOwS z@i-T&;}#pcTs$6DvnabP%L3b;!Zv!;rT$r5w^P~Y!Nf6+0lDp@zy$^{hrEU??P(Jk z9Lx~u$F!|4Zg<<;1gmHml?*(7eJIQ3{)xJ`S1~C)mlhdQshCIh(Z2H?CB>CeQkHTH zWOU;c#xTZAPvJ?*8$93#$NVPvEa3E>mo9)9rNkYRrb_$C;szwdpsYfOLgXc^g&6Rp z4>gy}R61-aSNY0y&vMa_2GlQaaD!*A!duDBDu0#hhM&1%(Nr+*{1(-mtcw;FuLp+l*H+Ul%f!n(&L7Ams3ZHTreMlrx z;0fiyv&zG~68tVcLlcMV3eO7+JP;buV~qC-j943F6I_fy5 z6+^o6LzbdbkX~cDU;DnyfjTsl!#M;GCvbxIbC0V#53Sp}Wy8blh`%%dht)DW{4>P+ zt2h3O5>E2JVFegt6-+tPJG~q1Do!8-kNY^;yNn?u zLfV@Y+)Kh}EHL2ky=MYG)Of-+5H-M3H7e`}oO=x{gbmXWEDwtz!_t*mo4)6eI_;xF zV{s>5qntMMzBh!!@O#I6)W_(U1w(KGLx8dHaDl7Cg!L=Pu1kUIvyKE{$LeqpL1e8% zlt_up26kh>R7&`vru7L`Y0Pk2wk3$t`=iGL4}g2h=<50Yw~1DGJ<)@u~%+ppuno z8S9z~ZkU-<5Cu)($#@gNS;VtdSOv^mg`~<02@*m90~C<+|HV=wJpr?-(=#Aq+!9Wx zxYu(=W?V+xJ1ec6z1)+=uq-CvD1&8cK2OU=X965<^uk+-1a1(9Na(OUXoFFKjpfsW zPb&i|Ku6*bCjkH!G*rWVERZuy5bmQ#d%Q;*Bh1D`!x7*|Cjbw3YCjja4#VsYb(zS` zG{kK1%(FYQ=aLCfpomKB$kSwoHW~_$q8EGl5Wq9ZKr$J6JG>|X3h0SVmu#e3sFLx? zlAP)iFL|@|aUWi&g;h|Co^*+lnZ=>32%&^d@PbaE)V!xrl%%Y*yAUuKWGc7_MjAA< zK}a-VU_HAK3_$roue6ktGeYbX%lBM4-B_C^q!mz0|I4%-KEP^%wk#Dp2*(C*~=8O#Hj9QI&3Kd49jz>f>f7R~aO2IWxln+3=$kMpw*WE&3# zFo160%+Bmg&&-C<1V!Ugg@OA&)cm%OT*Op(DAz2>lkAC3q&F8eDVA&!RrtU}k~~Oq z8J)VW?5dgPfk|4J1fJx{r-pI&urXAw#?8Rj=vm$W3bG3#LNy&j|V*vHar&is8IR1|4{tE77Z0YOf^*;`^Q<3%mZ=9@Gt;X z0Ef@qOcte876sBM0R@3G5=W%b+LFYJObOR=O_ABeAuTFJ49%5LsU}gRnYt2TV6))l z2lX+A;>5R^KsZ`h1S##FV1pUr{Vg zl{$<))$q7f13}DArBKDpP<`6il0~r;NYy_S5RJ7C14x5zkkwk1S(&|6p~zK@oU$54 zKm-Jdi;S3>Xr3$M(H=ckzxyuZ`Yu(#|I(T2H!WGkeyF5N!k&uYq@%q}@Z#2PjUML& zS8?^)aMgjExA(S*a{nx!UrnDgg zJ*7_oHQ2$`%Y?m+SQ!;(I#hC0RET{(STj&wNi64p4h3LYW4m0F#f~46ta$|4PYqR3 z%`B4D+|u z67e!Fq#Zbz6iS-1DQIOyOTq<5GEU0#Br634ZuQBQ5K5)}+V1_@O?cO=vLAkZSI|p2 zNU=T3NXqcVgSTCSx{_B{Xdru)|4KOJ$^he6zTI1?$uuu`K0SRQ!WH1OL|ELwQx)2q zJhGJpqQ$m!_VsEbF_&D6+Q7ET=&_%H`;3EdJlhjQ3Z4p!lP zDgZ+;gag@N@-P4uxQ1ALU0SV%Y#0ay^pTVZ(uyb&m4K1mC1Mc))-3~GkAMZ2cWzJm?VBfhMD48pv1GC)PyM21dQ?CF#g(70MD&r8m>t>FvY!)gEX~u#yN$? z@O59ewJW)u-+Q$<`&G~Ov^4$o<4lu{=ToKuCgj59Mi4t(R;$ai>{CU3+`gn($t9-+ z5K-zN(K*cE6{Zdbg(uGq|6xBchY}WL%t7H&)#Otioe^+hJDdfT6_8A>4g(l~YjE9x zV9^xuOo52eWBslgIi8Cc;$h$gB6bmb0aj2DE)N+7-eTe^ML3+9$t%f{Hrof8K?Yu! zsYOa8Ek3xSBFsJ`g9;04HBV%z9b zhGhZy*iQ~+dsv524pn?8WmHz_9zt2vO%Tq#qFL5q6`|=9fs#^835%!*O?VO*`H*4W zUDq6mi=^6+q8MT&|6Z7kNuyYbrnrW3pyH>6%P~2HRRBTkwIgnp&Q+jo+^ia!-Z8Sh3QVDSH$WpZcgW11+SijLt><{9&4p71xmoG_uZPTN$0xAgEcVQ zwdG@|6vlaW|6e?a1NpTI(@-$1It|!+tF{(Gzy@#w6E(sr>;XRP{cM77@?SQ{OGJ&i zY%~Mt!xe~@HC|Bx3LZo6Ab^i9HU_EW*QO57Ru2g^77X|Ub4cwJS8>y}2i7)a5QlNl zifxzG9W$!&6ZwVQ-tCLjNx4rAR&1(bt6azAi zw=$-rbgRD(@IEhuTWNy`FK`3Drdw%(L%$W+XjH|`Mu^o$$c5~1lGF?rk4u(AOONsB z;BWv5|LFuVaTH(iP(SS!Pw7lIbr~nEfTD2}iKr7 zx)NlFR`Zb=I4jP8dkHG9^6UjlENux&*z!$Cq%WV&J}PTz57$yq1NkxxU0Q23)>k)X zbKJYCcz*K{l5(*q3q z+cJ=M!aZy+YyvPK1UtC*xmR3$U-Z2+bP6XNUO^m6FAs!AF~HYc!4D4*Zuk?Q_=rdC ziGTQtzxc=Jr%k`?0~i1sm#E&6h?3uJRXBN#$kCPW5g&1w;vS@=U|#2~ihby}>80MF z^!bqidMg)tFjs|1=!z)qa6-FJy1^?gN}?nPQ8^2T<(XtefiZ>(o${-x`2ukWeA z=h3L^4-)&bxBivWE5cs;hA!X`JM@|xgnPF8MJIoQrUJh7f*XKnh?YLe9*~U3|76Ht z08T!Z^;kMjNBqQB{B>ab#xHgG2Z#j%2NEo3@F2p33KueL=Kf&rVV zRg32FBgkkSqcIx>>mMYu{YSXUVH0doRO`t@nqRaIz zS5bQR^6jg)6yUyh@DL^pC=lYriV@>k6Q~fQ$dV^hu57swX3UJ;tm*8zbDlVyoZ`~6 z#trJ!sPklQ?fNzB*s^ESu5DXSp)6s_@NVP#H}K%XhXXH@fkSk;g31z z2sj{t1sX`8Ipri`L4OT8_#lK4N;n~f7=)nrHWgNytT<( zL8@|=Us-CorCw?jX4qn3BDMw|j6h}?nrTYrS|E6E<{24ruAxR8wvd*`o1Jmy1|F>0 z_9vi$3Q8MpWbD=(afvEg9CD2+r<@mT48n~+{zO-ubZwZCT^7sT|L|#dQ($q02jrP| zUV|4_xT-{|vid5l2e~St3zb6n-#Q2Cy6ZXXD9B)}!3sMpvBes@z^oE!$YF;bf%vRY zu&5HPv?dOviHR!mloO0D%Ggsb(w5i~OFkWyOE0HfBh@LTfFhPxD@hB}S+vlL7FS*= z8P+6YrMQxl0dpm#l$%f)Bwc}Vx$u^NH1;qaVkTBdAbF6PnVM?W)@EaIdQ8R|ZNza) zKm3%Ir)qr;x-!cx!=?w!UXYOmZ)GfcGjYZ>+UcXqy&>JCl?qdxZ<|uV^QTNq0iJlK zDxg4w$sYS^7nn?aHGWbs)71p2xl)@7T0HriKL|DB-9>q9$2Y1uiXKiQ?5J{{G9PkpOR{3X)2`HKmmSuSM5Zq5yKa z!BtwxFzH!Rq6V3r;c?hv6f1@r#*v+wF`Af}nOU2ieH^D7blPch8+q!vn#;u-9~;cc z!(2%6$JJ~z&e3DHbI*`s+QuNl2wk)p+A#-es7<>tfB^@f8et0er9Gkg>$~4j`w{BL zpMzhA9rilrko`XY{rmsFL(-R_0U*O!ahsdm!c`(`&8tK!nM5igs0zSQFmT}-9OVpG z6`$ScE1H|5mygW~mdM@KR&Q1PDOnL1Kl# z(;8wYyEF|d4{ln+?&2gelJNr)ZTO65+|UL;9j}VVQyy+GqX#b>s%Fw#)OB>`sOn*= zI@zNXKg`g*?Idk!q8d+m&R3!M0dPJRsbd}CLm~al!fSuX)&0Phzy0B{kcK?u)advS z0}v2_js%e}7MLvzQVtXmEK5%+NI{?2>qtZT$yGWCuN9I~UzRK3BsPIUQj$^>ns8yi zWJtqV?xhoqfa2;TmKe@FrZuvg-R%Zdu^c9`cXcXRBv1oIJyFq$&Xf%nqbW^2=*){> zT$CBuz^UXsY6!|HW2V?(he7niAN=sb_mZYG|MBd=1LQjZ)To9bM7Bq3^fa429b~Ke z{V|Y&)E}_!DbRruv_5y7$O8<}iAN$(8J3jbyrv~VuS8HN;L4;X!6i6P5~(VpB#T{G zd8BvkixQ|59ScQz7gxeEhO(q34Q+@z&k&}E5+lqSnrXXW0`r%DG9qV^7_yNevkf5A zT@-ct%%!$wnoezla-Mh1oAG9hJ<9?(ulI(LnbQkQ2-VV>CIR!rlK~8nXF(~lwzQUQ ztrMEXe)tJUf9h(G0c9&*^QzZ^RBj6mJzhYy=@#(G?XXqvjHkC$r*< zT1>VUAC=2pLI^OtnDUe*ROMdqRTsb1|7Em#d7+eIC_0#u&W1M3q3UY77}n(u53u3s z$`XU8pzdx?$K*#c%h21?I`SQ2F^z7?G4)6fL zGL*2&$b|$Ei`Yp#G!=|(thpi_VW4DI6Q`&}EqK8TTtsCRAB|TE@%F*Wjm4xTl#A%_ zRXWrz!eF4~l51luW7lda#<%=TVe*iN!}M^6xpPb}omnv>A~A_%SYlC)OkCq0w~EPy znRBD82RkIMn!L#_&eW)7HU7rB|JFU)ak|?CDty;Bm@>l_sGyv6`e13{DU|@=nMnUC z1QYY5Gpy`PAsOtmKlaP-In*I&LGKsOhCVdfQed@-2v`MzrQ2WyYhZgR_>x~ytci#s z;Y~}plU$h!GOV$br|6>-AAZ~l^+MvXnD{MHN~PjfA&OO$VumcHguyz&7aRIz#=hqD zuU$J+n(EkyJk)WYfY?K(R*bhvEW>Y;=?0;?p}0-H&6Bg8ZK%?$3|J1%x52$-E}OXx zU=DN7hCqeil+ny+ew24^ASxgDfK+jm^V9&`UwtFGKm4XorCiXUKj(MQga&B86RvP# z)psEYIKTiNZQzLyqb!yF{|d$}`AJQ4dcw3&3oe-Al#z1-7p4{^h)bIn(=HAajiUt2 zV}7|8#!_^(p5Z1?i|bA3x|Y25d9Z`->l@QF**Qiwk!{LUpcZ*|NCxf`n=U6EFYnrf z(l*wkX$IwVTg%ub_t(c=9WnB(n`FL@nZw(?N44>dr5eD~1mXa!{TsfDUigIGJE8mf zxt|9AJKzIa-!xfT%1Pp)@kRI$XC_W5qRW##Z!8nmR{@9azd=)=J20!*; zjddA=7prL8SWc|C(z#p{F_*ckX-=iN+#KhWc;U`zTuYz}J?JiWEmC9qrDQWbVoNPH zYK%+<-yzct!rfi9|E+EHraqaugvfd{qrCMdbQ@9E9QT%~aPI1y4fqZ-A}_BM{n z1LHGK+U~ya#2>yrdfdA|`q=ktbff>>5Ig`1+W#p9;nkl39w2%g)ItUL|(U8 zn&n*@#%WN5{Y@|QLM>=uEpS+V0xw{gN5!02sNM{@+$Ovp?9m(y%^pkv!V6VG zuJxV`-k>c(5uXfSO&Jjx7~eA?pYk0UQ9<3u@CF$~U-DQT_C=W!V&9bMff;0hH&K_j zg&T2zpV+ZM`hgkwogKSzAs4Qla_|7CFaf>65m~(t{qdKcAz*#foqSYEJk`g4Ttfin zp}`U0UBRIr|Nfyu$e}?npfM0ux70-9Okl<>LIqw0D8)pMY#1)wf~f7o$n}Fh%-SlD zVCTKk<#?hA$pyn;9ILTl?BQPM&{8M75Fo%D&*2~}2HPcsfe!Lu4}y%+Ia#r}iSl_t zw6($WeT)<-kIPh@7D*HJIh7MGBlelWc39!KVUreupBH{%R*fMUatElWmphqH+|?o4 zykWu#A|Nh=TS*99(T^Se0sr}*JH8`4!XqD+BR$rmK#(Ir7=Q;DLrpy3A)<&PVjP1} z6fIyFhGn3J@d7ej!!?w{J~YK8a)U4+1FG2zzo615t{#^#&I+=iiLqFVrD9Co-Xgf- zE5;&9|GL&CSj^zl8=ffN(?tR>3Ki8EBl83b6k^>nN*UJqMiY3` zrik4%E~Qd#0e2~fx_MVNWm9;i+4{*Fc=!OE$x;7YNC7CE-q|BYv|)RsKnirhEZhTG zO2i$;qg%dZH_W40&LslM-$XDHKOUk@pjbeX)K{oNhT(!MxPqv0!zGpskCel@;KC_j z$>SJFt6?NrtX7tM#ml|k%-x#7#FT3-LLe+cCD7nWrX)&U!ciTSYM{oKOk4CJhM*85 z^VFnGPMeWI8zdl8FbZRFEum8-V^IF)Z&I1LDF=0Jq1rK}7INXamEBQ#mvpGnbH1B$ z|0n_YfX5YZf-Rg1IQEZSCfr)mr9p_}e4J&~V8SsRgPny!pV3EK!lirmA2={%0fHxe zD%^J#1YYW;i}WQ0g2GgA*fr<_Q$Xa%iJCRw0xn=!T__G_;RQybl4^~j3Ywxxfn-R= zSPk)>Eqx{>h~{XLX78P37<>$IrRGcGVzC9;pTMSU3ZaqtA}$Dn5f;;KE)Q_tC>9MR zl{F#EOd;1%!4@E=kZR%4bk`858+eVInkh$hrr~wk%62ZmS@F+(<`q8D=am+OSzd^F zqUVKlL3|9vdd^3Cz9(G9=QYe{eXgmYRp~%HzyLe~x4=juPM}=K#Ug;(B{Ic6|0w1) zlwLv_q`kDW5y!B?N*Rc#KP$ zXlfvlO)eWyM$>E#p=dZoBzQq?@=hBNBX8npa6Vzy?I_F`$C6%|mL2DiPU9AI)1&YJ znVsKMrr%Y5O1;6E3#g|*bd5lqRg|uecp_Ss(q&i%5SMnToq;Js=*RwDw0rCx#!acU*dBB+Y0Y9wK)s%UMXYKtac5_v%z|J)|&RHYeFR6 zmR8MqcB{8W1h{@Bd$J>ZimU&D1J`n`eD)#JhOJ&@=>ZtP4s=V4_`>7`FTLPt#wKwjPlVI<9&(ClHHUtB88xf)4YXzoR7&fx*fc__t>=Hg0hCvYmp210Lf zEXkH?PyS}922~cs$>u6i90)@{;DW2tXv>yv^5`h8D$g=<;g}t16Yy%z{_4(pQ_nVm z7FuN!P$&2->pQ`d0we$?Y(rcbQg`;-{fR9?Bnx?Vsh3VId-y}R|8@g7Xf1qpZCs`) z*dnj?4iwoMfC}hDi^Rw<_yS*w4yb`%Q&@vBhyt~UOGkNHC0!n>X~L_WqLl2M<%vSi z>930gE+t4t!cIcr+MtUC!W}R|hc>PPOKfO1a3w%)XpShThN_7oQS@EzjoM`JaPHj<8ThnQ|_v_yuX~4r#DLr3>3GH7=>{${W3DWt>H67dR^-xhY#Etv$K` zCfFIberdYShyJbOHFT{KFEJB0@z-uI6c<$SLIlKp3ybVTowhB9fi9_?LMMROO8^Wk z)XT?>l>Fkw?UfLV#Zup5oWxe>A}|7r?T`$Xq)Ub9r80sH|8}V2F0KRrF(3zWXhN{$ z3ghskCKBb8O#-Lo>KJYAOcsE_=Z0<@$c)Eq?l6*YwmnzrY9Bf^X9};dkhU<-9_7t~ z-xh4gSAoi#yasx8p0watPOGMONbY8xYqA1$MyTFqDrdH@=90L#T9Mdr> z{$8cV*zZ+>9tQ#f_c6r^GCm73#%63W=?MkL3Grbt_BFCmaj*ybqAl=)FckF8WU?l= ztgR-OGm0My1F0w@=gykl?XuA}z8TS)6+)cVF{I-m|J|}c@o@c-C)75t^H%GFK6Ni(=<)Tr61gMPM0>dYPLfRzz+Dd-{c4~klZx`N$c^8HZyhn&R&G>1^r5O zN$y6ld#|N)K^nL&OyOk7t9ngNrt4o3@0v)tyO%YO{7G<;XSk2$1N7i=Chc+4kZz zj=|vXUVuU!OLbfbvcb=&xA;XRkiIv3Z`l^i_k53=dp9Te+`zJy$F!Pb7mR5g z)v~oNn&Dk`^P)CH3^=hgxPyoGHH`Lz|L6JoTCohby(Q;XkjX@ ztrjTo_Win4n{UP zf$wm_9XMtuIDJI>tI&C!8}pr8fCGH{+%2A-k9)B!xI-|KEf|9>gxctRG3tpDAcXh_ ziB?^Zc!@9iiL3J*Kf1v{x~6vMq<wl^_^gS!aG00!_kxljG7pmajH!b6f; zzh9Q28)|0B+KDT=NV=SG+p$aed#1u1NFqk1mn6bpYCi8!WbkprgZjhg0S8OB$FQbx zRNEBQC?mrRp1k#Oczizy13E!+UYjl_pRUQ9H_AtTu5aJ$j+tP~eD~1od>^Hjzx)t@ z&kQ8{E6<&U0JyX-9MWG6wX?L*JBXZj_8)vUN6bF$*FHxqanskqJyeQ6go0yJJ@C&F zMhKW6gkGQW-(_8-2`TCa|AoC+yxcj@1xZ$V9mmDlr!z?+hGzys+b8aF-<}L6H{I9$ zSU@9=x`Ya8RWs=1HP)SIxs@=2iwV9hxg)lGBZBDj!M4&2P;5O8PY^xlPy%J zY%#NtVMB)x9|{~YablB(2b)a1vGK+XA6GmK7;r$r0+T0Erc{}-OBa9sR>qV$lV(ku zDKVwExszv4pFd4@!330OQJyJUVmfvV6Q-6rjYd70Q)*S982)stwzV2KuV2B21;@2( zw`+bZI6yS5P6}uKDjcvnmu_9Vck$-cySFOUp9v16L57PkuT`25CswR!lBPwIAWs4X zN>pXbmn%=+lz3C)|4o}feeMKk(IP;nQIn=bNz>=eu3J}PR(ew>`I$_ z2NzE1<#PgeMQ~h@_7sV-80Dy0H!j48$- z=fX-WvXD$t$+FH$s{sZSP|Kej3`mj4E3wQ{%PqO&X-J;{Q=yk$eDS50#n6OIlRF~Q zWHQX)6eToG|5#%U5K3GV%{1LmTV%D~HlgIVN(7yalG;+s4K+OQP>r|feCv&p+l;FO zIY@nTPSZ^}?bMMly30a4?bhgyjP=I*PgV28V=q7VypRHte)x$5zx>KrRo4P}?RCLl zfjzK6f(FuX2!yss7QgX~mp~Mx}sd8@P(FKXrZOC z#TttYGB(wuEY8a&qq9y*Cc!gLO8D&4&)%Xt^iW0lWVBJ^P%czCK`F5fX5TKA&C{KE z?lh0<|3n>CJ5k*LuMJ&w{f@m*;qwBFS^L2SiC4=w8tMOf%{stfxmIwCCcJpiqKOVt zmRSrHl6J$182Wlzj;sv{#RY1#3zKcYMR=#W^_EfLcX1R-$EV!wJ0-piPpRH}87C`W z3mRwuk(c}l#ejhm&s_7(IhQHkq6VlX;)p>>%;M80c?>epH0GG&&Hk*JwLCZ3v*glH zjx;#h5Y^3PmvP@+X5m*3%{moEg=_k_+a3pdu5piZzy}%708;oP4F_JX-WS1mJm&o@4A6^Sr~p|&roX87om8a?d*xxnciNL5@ks%E!T`go zsL+PAGd zVd0Ddx2|?Qu#=oL+y*&#ug95$0U`W>KU`tLPR^2+wY177c`|?_z>pTASPc#T1c=Ds zY5y|CG^WNv6R6nviFQKlQxAtXo8#f;G)rWn@s9JHnMw0DVf5xV!5PjkZmJ3J5n36@ z5XYi{$3JXb6&v2@s#k$wKK&2|62>RKJn|8JZ{QUm0SYWZN+?+pLe?SAcF43T)C~9= zNVMD*BDe*RfCs=FU@B?Ks2pP!c{`y-ZCR6Z@r8oydP+!Vg3D9RA(b5L23j0|2~x;F z25;GcEK!*loi?H;o^Om})0}pTe)K~Mc>mNR zKmC&+cp`{>0W~awG~}R+80(;jWR^l9`-Bbg09pmr$VN!ygOFe@B?+kHitd7mj)n_` zD&;8#FIksR4vt5pJgrF%*f|Walq}J(?QLu?X^(HamEMN10W>WDMsb{EB^OM`G8upXctML*NO^{l@za$}b3^Qg#+bCzZpcy> zvfluQWw#S=50Udl(=aNlS!E(=;v0xO6e7N7WuB)9Q3yhmF+Zb1r+e1PPFB&iKMjVb z8RRIwr|lIN;>!XR-a`dLuWG`T7U)0{LN*X#*u$OnbVP^1gC~esLK4NSW;Z)Gk*1a| zLeV4&oBY}tuVl4MA>5L0LN3nnShv0Qb&#v^QVlqul~HoQNh*nJWiOjZ68wn)1~3Tb zuELj2h3>V7_!uvPX4{9l_Q`x>JFK3jQS0T+pUPWa^t#N=Zysw|(f@1iI*XBKU@XMF z@vY}Vw1Lm=i5^?sqrLw2m#zYCa6{dr;4Cx&33QAaJ{4R}1{-?P=&|(05A;5RnBhal za?qziu22wf$g)EqakT(Az{`;&*Q}-sM?Gp>m*e`lHEs!ynC+8U7mU}x_IYlD?T2AA zKqa2d`O%S%mz~E1+DDjnognjV;}i#X+uk;zunlh6+=1L$#UePvdc1b0x7_a*r#Bhf<8bS(}wBGk_af~094Q~*n zv67WP3y0j(8CnR4dB6iCBnt^|LwNuN!1A6r`{kp3an2Q1YyS%-9VjE!T+e?V`=D!J z0YvX?vRR*d-Twr}K6$_ZBEeiy_{lL+H;x*h`$Ma5q7zup`ZBxzW+$3Goa-h#n~leu za26uoYxkzx!5{v&=YeW;k7HbwhIfkVQT^KUJEQ?Gp;+0%o?s}vg7=B|!7hIB!!n4p zB5Hmp59Bsv)Gn-lAc>+ZO7wc7Mvkr3@W#bT%e9KD3ywi>Y^^0+VE0yR=2i;GV(;gI z&H^~F1WoWKT+b$4pbqNbx2%D=YNv*bZxN{Osh00EoDaHGqfpe~`ml)lzVF_yZw-jB ziL&qPjBwt>ZwZ<3-uA4|%rB0#=da!f@u<)W2`uoMfd8K8qaPqH@E&dA^pF1*FR>DW ze=-fzCT{>e4Mak12rkU?GRp%(FGWynCvxHe=b|NE?V~*Kv{df`Dewf3V(H!m_CoO2 zMvxF0u@O;gCRVToDQ6O4iMe>Asf;h%nCS+A17x!9+z#dX%8jhJuMqMey@)UsyNMLt zAnnxdo0>2dWpUraK;iVGt@J}brf?U(L;tF~RAHU=>OM3pfB1zb!YeP5=4wWXuSqX08qS&W#bQFTGZ=`s551 zQ*jNN=oP^!5UR%&837|_@grj~47{Kg;e+npLuq_5B`Izp5)Sa31`_-sYLq|=C1m23 z@g^OwB9aAJKqMNaal@$b4L`)>5|9ob-~fmY_lN==8}M65>x2wZb5ze9A5k8Gf+@wN z9o-S=ddn)kQupd{8}1Pw^|20IWF-V34>&;rj^JcUgEXKE`F7Ci5YnlB&@{#>6h$#2 zVevL7G8M}WBfp5wxNjpt@-RWN4Il)M1_>eD!wjxaB~|jSBxK>X5DUPk(P+{l8te@k z4<|9sZPM@=n}E|0>L*2x2j0+;h;pJ#jQ_K$A}YNEZ=UjkWYb{E5$AZ~HosEWG>E0P zQW3lID~WT->TxXn0dFX$EYGqgbjc44AOOxy2jg;2az{42D^hwV-tzJxArjv*(l39< z4Jwidu_*0e(G(36G1;>T^^O>$>~KTg22(tLr#vn4 zJi+fc?#&G@^4?srJ*hO`$eglypgNV+pBe&Z_iS+fENGGfTD9G3Ra}zEuD8$PCIr zOlh*7>}WI9^fTFX!WhdL4|EOh^pHAF^Qe(eH)}5%6-1p9g+QxZ3P4>%i7Ekg96i;N zUT+R06;t`OUp19e?=@ggsQ<;7Qzq7R0Th5F7$8+6Arc_qElGpxhG@Ksh<9=$iMGl( z+6^#)l~IbcBi-&cPBB<3(qnNW{GilWkyRG;pa~0)S)27e7$RErk0m#A3!%miw3WfS z)zUmpS|$%f>~vhol|eO636uZ@PK~1ebODr-E=X@KL@VZOQ%evP19xOmXCy?e@?8@r zQk5ZW#dd7Twrs_g8UB?71$J$9>R=JpBnBV=AOR8rfCHim5W?V@DArK66TQCfI65|1 zO?FtpZz6$}WQ(v!r!?QlQ)O2cS^2Fpwe-;*ZIBjjW@%RM+5q7;GYO<%uQ*|6xwU88 z$4yQ5XBVsFN>g0Nwf|g);6aO$fQl|JxK<{BrBr3hMTXZX<6`qlXfbX2Pn>EYf%i;c!WIR}~lEM0R8mmkjVA zJjS;a3xRr!@Nub>JPJV%wD48%2wF4u;Got2Xwu<0AqglV@RD&&NjE`E*K`|dAgmD% z!$JrS-7;M z!TBZf39F{6Vtb>!Y$G*Bu@De9aTRxn!vlN~H+{#~6*Uq{PZoaNvp??5 zzmAbU^8<79*Z(2VR6>+sKKwx#ZgzkPxPaf_fZg4H+u=cqMGlRCAyLo{R&qh|TZ-W>f|g z!KlnUmd=b=aEEw^8HHrCgHhC%h{;oYotO#HV}8wJisf^V%Bc*jm}Z+L3o0T`7p)(3 zR%kaaKtYp?ec6{m%pe3pp(etSOp|DlAoF+tX%ovWJxsVTeoH+-BZ(@-xN&%pa1JEmP83hQv$u_hKH-eZ5N4b*?S4l}ll=Fa; z(RY0x7yoHg89mw{BW$r*9aG})_lg+;Ar?sq1|cTnAPEe5v8;IUemSEvdJ9w&K{bpt zjd_hTBJ-4h2Ovqa1OP<<*^};~3nDOg(?yRnFp&)h6XckA&6yp)8JtmAoXPp84Tp|X z#G(SAdf5yJ!_K^{&&_ayJdZei`?-^IRiC#*J=Eh#$zUVVZgG>fJo3#yz8b7mg%EPN ze(6(89pd2hw;}Xbe;sNI{kPOOB(2RLpfvifeR+)E^bLYpvP5n2sFC3?%z-=Ym^n|G znHjS{Zvf^7kAuXf?Sc5ro^|z}zHu zX=g;UQ3B>}x`EYYkb`Xj%);(3e^McF0ym-NU%yqp>fLAIG z0ERi>dnrXCnaCphISeXtRG>7@!($$@egV`W{9LUX8)1}eVler^YQ{{DEkl zgIjpu@50t^y=-%R*BKs52L8}~({7vAi3UtRaTDt=u808%iWlzj7G*;6q*&geR*XW5&b2{fqCp+t)s?U>@2K?OY( z92hWw1EWBT7!_iKwUE|AdGM_H`V~(eH)P71Jxj)o+B{v^y8l&67H!!qS<0?;%hqll zJ$(E6{R=p-;K79Z+A%X^NR!2k8z-i+Ws8}~lq*}lY$o!SCW$*MNixV^KP8h=&_rk+p^!dDJDBSrM*HX-TK|$tE_p_5iRJdhY{1#pn{U4j zw?%PU;o`qh1u~&j5XHy7>+vLI+giXP?eyYgZrZl8Y!itjIj&dYDV z{{Guiy&%Dv?z#eKfnb6MCTyvLUuEi5g>=>RY5#_5Ssa(d6qai0gjuwq$EvQ5Ofp|@ zn4ts@oXy(f5Srn7tFAsOp+so?ywS4Dlp)KrlC}-8EDu#afgEqp21jku)?S-!m>xXG z5~J`vBorp(62uUA5{<{Mof-iwl)zxiE4H2Y<_qY)W3SD2+x(Vo5y5hrU}8Ckdya>@siCk|+Y_S{A&_bDX?@w6!Wth($P^L)*EC9Dq$1e~s zOWOG}OF`#`$930+ChxXK*k_+-^Lf5B4FB4J4x^j3 zTIHd4AYFmA2E`o)KB^0;<#31NSjNsGxWSpqajM$OsVZD}M zqD}tT+MN1TC-s#CPf9!#5EBJH@d1i_e=uJYuZYDgdc+0sa^DdZvb+T_pdbSXfFtm> zF#Yk3e`Uc#7&tXJ!mXtZbS%S%D0Ih(Ep9|@U|`5V_Q1)t=naG{q#+5JvJm>H2^-{K zYI0SZnSn+$c2J!LPou(~#pZ>-d;eApU%0y(_Ra`1SdMdcc!22uNI!53W8Bn5y<>1E zdTsNb7OxY;TkdCj`iY_x=|e>;>T;OGY$A4GIXAkQq>Pck8^an_mWM@%Q=J0U01szJ zJSI?qd0-%30_mzligTQV%$*`T6C4ii>%N-o(fgXNRvFrE ztXr~{K!rDe1*A1Q3e8Vj8T!SzcEL?;!)RgKdRU-*Eu(Yj>qY~M-Rx=?yCDs%FM7d? zDn@s_HhHSYprR@ZLA@Ls zJnNUxigvVzT<8!Ng5+LbqlmL78knO8{Op=l-A;{mW)7z890Yq zMoA)krYk*%6f7i3;f@U423=wzw7lhMZ=v|Q-5?8@yWkZskB`jb5zN8~hL}Zq7c#`; zy7fImNk9Su5Yq-BFq)Fp?@bK{moi)yzyfw$8Q9Q<1M|hGf>Co}-q4prD)^`jK4cCUsI;UIb$?-)Midqi(ff4dH}?4uvTJU;<1Fx8=X(F@a?8X=QZ^;E4tG zvTROpo9B$|WdAF8oNRbQvk!TL8{ql0!r4()gHxoRC1H{`yEC=7Q0RMdVcg^{H@U;Q zG*A9>H=Lx_qfcC76iY!&&{+?t&-2#t_yiLI!CGB?oLA?%x+Ocd*QryD@La5V;0!M; ztYs|}rU+mKgm{bJ?n|m&E6&%}+$ov+*aRxj(ak7Qw#lDeXJ#963paRh2sfNg%xsXt zM*8!G{lSSM?FQ!MR-w6n&V^0#U}?H7F}uYI?{^o+w^B&Lq}wBEm7wbwG8V2{x6_^G zQu(l!Zg@wcZWJIVJk<;Ly4i`D0w-7P$tW44-71dj`_{$R8Xr}!t?33a2b(T>|JcY+ z4)_JjIsfH@KO|Gn8LgQ&Qd&`hZSJUALUv=7&^`Asxm5%7%e$}#w%g5dN=yS#(s1cZ z1M6>mO9U(oZ@A|XxKHw}>5Q=5By8f23vfK%d!L;ouK$nN$3En;?|%4AOna=u2JoNI zui_0t+#T;u7X6Aj%%1AI;JlE9#bkjB#71-Azi(8+i@%V#qd{q0o*0O6Oo zggA)i4Z&hJaKK&Y%QGqS{69lKZ!0uQ!v(qpL!-1bTS5dxAO$|)0Scf>KcrUZ@;(Xy zb{6qap2jx1XHpe-cBQ5#zXyClCVa$4g4|<#Jw_B|1b5E&e7!ao+azW&IDImhK-lL6 z+W$udR6rNt$Ad^UesyLBg`@=1W?Hv#f6{`4kx^li_ahgEI*BAhngMi{$A9K_2ExKm zEc8#G#Cf}AL#0=GQXmB;a11>3L$~)PGA1XpR}dVi5LSbMYvYF5(|aXIQC$!b$p;cL z&}l;P65SPoA{bt*W`~9NFH2SwE*2CnH3eP4f_xW)b=PY$ID^(VF*n!*UVwesmjykT zY(EH!g@kg^Hf@QQgp4OF>^4<_#)QF9d8zS=t5JpKMl>=+bOD%KG|&T_r*yu9dI~s( z1E7KH@m^XpfgN!?T?Z1+lXd?#Udp(84FM5gR|lQO9sb}-J@JRMKnsDzjo%24;r}R( zwBQSaXo%+sFimC%>u3l=0gWJG0Cv-SaRDL}5{WQKiIq5J6O)PBr+sPWiO3d;gy%YD zzy_$na_Gl|R&t6-n2PYnZEuh=uq7NlH;WeubWad^yx3Js0|h*wi(LqYBT148Cqs0LP<-;*yOQ!H48>jRWCtKe3J7IF3g-j^$`% z=*X1vk^(6(0#Esp-$E3P*X1xT=whyO{EjcJlW zKqhUdhwGt;6exjG#*&kn5*Ij>V^eSer-^ z1yRivn#EL^ySI~}*^>!jn)g7U+hCv%5hpe25_3=suIZrM2%EDhp&PiLDS?}t1%tjB zmfM$)lu-u8nOSr(E1ig(gcMq7Nk}~7meC29rExUF(Veasqr~x$@c$=&H)EH537+67 zm^{z}glV2&xEmt5p6e-wCSXtpp`alVpasDw#)z5Tv2{NoSJ2}&D~Ws2c$xMIpHHbS zT`&tk84=SEW$Gf8Me!01`k<~Ep%dz+#Dt{@QEP`&QyTiA31p{YHW@icoGil`li`VS z=7ZyxNrgm;c4@SY0+ zxRwbK`i8r#l(jukrF12SUpq{>J1<@eOAD(~aZ;a8X%eOxloV@lwSc$PyRmx9w|=X= z8Az}oA-IG)F+x~N-);>nAeI-b@71yE2{vHPj?YLd@Uwo2N)uY`wG7kkRpF387RwKQG^s~>5b zybL=;ZM!ZNA&nM{5r;5vo{HVA;+&QvA z8SHCRm%)~l8^4+K1Vc!_<9c+Vq$P~EXow25H!}m0hZ_Mbz?rwMQX4}BjABs0v|c>B zCMg9KFd!QNc2Ii5?$yRX@tG}Ad;UPTYZJ#NC98%4!r-C24NJmjs$6S`63{ERsrfE1 z48zqc!!^vvWBbM+(OCRQ7e7pvnN^&W?6OUuGU|lH%$dYV(s(G~#F969q6BWoLB%&G z43rAMTby|s8G60Ji@R9B06fOKIJ-;pz`?~4cD1z^JTSkzK9AfHoEC>;+x=Ugbp+7!2`i9L+T zEJMj4+89F2$tjegpPU+rb_1e3%De$-w}_pIAS6Oto`#vlt_*arE3f3~#kL%^vOBeA zjK&e15bB%|Z0r-pd!IqUZ^sNa$^0&~N}0&Z$0F>ofDF8NSf3o>uPPk9b<8i`49?+< zx8q#S=#10vqR|L3AOUa#*q2#9ETZrX#58h3xPs5|d!08Bdi@N=yal@OhXtY$2UiS| zMwq||ZEgxZLrBoN@g~L$oXhftk|5zdCv3qJ%n`NOVmsZ2Sm!op>o!d)(m}Dux4OIz zyDt6e%;@3}*1QqgER+R7(TXC|s{er4iLKa+&De@f&e@yOk=;E;VKNN!?+aGz9zH&jct+P>?166xB3fR(ZL~O>LM7ti@U#nDJUAocGnG_s|Vo zq`-*AAt6x&!@ETR(i`E{$TO2!ibW^9(r*IIe9XLhjnY2hO3M?VbzKrJJ+Wd7Fo)gP z;Vs^eZO)Qy-Y=%s9$`0NkbRV#eKg{-k%*IX3J(0(onV-(6J}Fh)?L*QdY|>v! z&FKvku7u4Qeh`Aqs{)%n-v7J`;!Wd>y$Uyd-Z|bM$1S+*y%=7gxSl;D>9-j2E#&Bg z8SHf5l`C|;fdVZz$_+kNw^cOp$^$dtgmFN+@tVa6uGOl`z=au-x=aKQE#XEWh7)Zr znYJIv{dFvk5pd|;{&L(2m50f9*M02AU+TOU0oeI^=P4oB+?+l#UgL+3*f$Q@I?m|B zTof*K1dDM5NRYniw@4w!*{h{9IkMziRcNFQL;HQzI_pmWMRW#E0|Uhg{vZrnUY`F% z+qLb=VouAuSe{-@=4PJDM1W#tUD)tx;ZN!2A2IChBh1dT9l|>{a!uzFNWvt}wtU{_ zYvbG({t?{0%~*3hfB#N;)h2t^*S+cGCo45CCA%xSX>{ z^G@GLV&9z(JB5}{w}rVwJFbU$dZq`!0}s0f9)Cg-2ceg=T`uce43e>H>#>V^=|n!?AynTwqVH6Q8iI-I zPe25s?!=5)EwNtkuX`=1P6JK|2{vHhU`5;G7VB{@_i}G;v|j7Fo`7P0@elssrPl)- z&&vma)(&y=2>-F+tq12R!PY0inOev4-r? zP-!y6=l@TjLz+am;LgiA`>Q$>}xFDgy1BsC*PmCZzF@pyU zv^>hN zeq>+Y{(b!U_3y7qd-?$r1~?#qCVDaosG*7qiU*;#Fylc8BYbcw3M-5XD-5lA%PYH# zxc>o#yw>V!#J5WPEUvo5x=S#$X7GWNeuS}sMHClH%rP7r;{q}oY~ZX18+^3P2qHl1 z(Xtr{jCp%h#oZlE(!n`WDPw)6+Q^bC5lOZVb4RHOMo8gx-c8+G(i{`}ibfddp+AOIu` zJg`7csaVjbp&XP@LJLc6DnnFJ#j7*9R7By1wb){-E4Mrgi>?mmVzI|0;_#;*A_D8G z#vF^yaYwX*L&9^Wk8vhf| zGS4ecy_e#Y)Lh-PwQjjOi!%;6Gmq0Zg;{3tbIV!kD3{(T-2>&&jX-fY6^9c=cw&kx zw%FVhFtINH4m352Q;>gJ>nBl1h0s)#Q&qVtBh>mTMIt}!DlftG8WLBWZ;gvb!EEqB z7=MIe@hifNHJUMKkCeE!(uChZ_ymtFHxJM&*bEsZ-N?*<0D4sG{lNbrkaQrKa{6IXok#3e5LamXW= z{3R^c6M%yx7~B-(0!7x`r=&thxzv?Q$BHYjh_;Ie6i}#{#k_7l5kFSC-}>}JQ6p83o# zkjPzUh#OWC_m#-aBo7j$t%rK&c*A|pGqjyTI{z>9!F73ZXCSH1ex zkgyac3J`z*N)Sjvf&mLTiC`jsa=}FcRIVgM9YIa$ESV(~Et=s$tr$uzhw9E2LDT49 z;&Rbq^>Bx(gk`fb3bm1v)TB(s+S~Nw#QnH4ZopgsP!pmpZi0=9^5ZE%Sc4G4dDfaH zaq4i;#YJO|7K~QBA{p5u)RjPWOWy=*RgWNwtIkmrT9oW>par5 zt!(xu5-mpOTY5W4YZuZT0Q!ly$KB0DfE(Nc4wpVGrg4oM_}_YQ%&l)Nkx5ai0G;fU zpW7w!>1f4JC_KvuA;_IxB~#wd6lrG;_2`QTJIds}w=tOUA!C80G|2?fhb)NYNTuLo zluk!nZ&E2Qo0^a~fvKo!OV0=ju%(i0w#1!%ZG+)<68m1$KQl@@mU5ek zL!w*U7|hY>biyp0V+h%}7{)Osu8lqY>B2qmKL7FD=Md_-1JEiU07+=>5Z+Q`SeNk0 zNG{S0$|By)Kv^`OkxY|&wIwOAD9c)Y%<>p}ypKMshh&cIWJ(&K`rx=e{l%reNL$;% zEo7!BN#BB7GU+@sWNiGJUo?-(z(999n{UoDq*u)1N?Uq5n%*?yWQ;@ch;j8xd>=7qJd_HMC`}FV2F$b zvkfz<${I9VGE6eT0n)slHb=^`T&vqMAtJc^eeHV=A@RB7JahEPHf`<-RHE@X=slMN z#cdSer$?{=Ll}J}^scw!?!9lUXZ=moe*Z~zIUr;#c)$P&K&=2EAkPwIH{m3N0_yzA z&>IHJb-3P)#X++)jPKA_{&=j%MFaA~5RbmcZl%*|F!(Y{jcTNsu6?*3E@_7g=??*| zHMRM*+&rWJ-ToH-DEkr&vrEHy`d67ApUy2h2iy&D_s;hn^?Coc>WjO&)@^_LX#@Q~ zI*FC5`Eq~+>@5LpRm;JLymm(#!LSw&BI`(*P>S3A?mSYg3<=xARyqstf3vuEkD#B&~& zYdri=KkDeWnh2l%(+$EQm$;F_$FsltQ?UAxx`r?#*rKu2YY9k`ss(zVoD#j3NI>0i zu?T!aIMjp*v_LwnLzHmBcM5GXY=-mkWR(d5a{lfe=VRF2E71P`+8yBp3`L z6kxIzp}{U|Ax*-&j?=+$fdt&~Ay)!CD1ar#LP8}W#bztN&-1UX)4ik$Kvs+i!qGXT z3%z|AJq2U12K&GGlQTcl#sA4EfXTa`ktl%Ha}+exm-rdF4U?vxT0<{P2{(*GX>7nb zv_osW#)lBKQNx@m-~qmXHZ(ejcrrmB-~bLFf)qR!Mr;;Ge3s!cf>#li+?fH9i<-ac zjPs(Xdi0fkz#V#wni~SS>KjG+3XRV2p^}p&CfR{M%&b?OBJ@kDpPP~{5SV)?n>i!8 z^f)bF1T;8v#nl?XuNp&k3(1=+KovW{D5S+?)G++x!Y+Kq*I>g;Tfk|Y#%jbyo!m(% zWRJG$z~3{!g@_;@;0r4V00=!rHj1-E!0I)9v_2Z5 z$HH?*E$cfXTqPu7rT?rfA|0rj>5;iN!NXmA5;ZHdp~Hkw*plL4ur6^b_DiSwQ>uqd zx{^GIGE_-AVaZxl#ynw0G?Yn3ae}8)z)iTxY21WP+eysCMge4r2*Lsgz#I=CJBR2a z5AXpGIEDz4f~B+(#DD_G0KaLu4DDMC)+r0-X|j5>M|R}3rO`(hNrV`w0kCwXfYdTp z>b~MJ$Yo=;k*a|jprwXHpNQ0tn7gpo3QUO5!fUfO2j05@AH?Bu-c6gpchtuAZ`0(&a3G08!xu+7XPFvPiELWstE&*K1~i=-_c z?J50hKmS~a`^-=Myv!=y(yUvv`(S`eL!miz8l+|A)pd-jtU5&s_=mh?3Sc|o>nJ66E2!N(cR@YqC zB5GF0D3bZ2D6lk3#rseYwK8Eiyh^mtsSG@DeMB8VLV_f-GOJk_z}a+VEJ!`G3fQF( z4A}f29Qlz_{pmT+eSyJvaSXadx2J1_cD9rG@*!sZLh?Q81?NzTW zTmP^s(#wjC0GNS}1vxowwmQX;BH5u#G&U4K*|VI}OhiH-STC?#C~!@(nSI0-Em^#k z3>`p$oyFN2=vj4jP9HG+X_+(y)ENO&D9(t=*CQ+(l8_a|FEO1d@@8TVpvn?~~RR?NB8F%P#W)NFb~q zG{V7sUS+e{`SP;K&;cDdJQg4`NOjzwH33GO&h+yZ%iRwgC7c34UA_rY{u0=fAlRx^ zOwv0l^$0YNj0mApT7+0wu<2Uc{n{hI&q)Yi0Ulri9^eL?gxRgw{$1ds17C!x692Qi zp|-^#$SBC)1zwC2UhkV$#jVyN!d4jYfxY8a$g)uA1=n#UJjP9un$2GAUDtGlR4f3; z1)$uNa?F&7urSOI&#j3y!VQ+tCSkI<0wb!H9NqYpUmW%@rX5fGeJa*vSO$LG|1DrE zzTyE+V6vTJE*>B+4XQ3k%@gf7>J3>8&XHFlIppy}?4uLf?@9*pqNy-{==4PU50l;z6O` zYhvHriq*gA;{CW!EH32&)?!gkWd*X~fUPbcxF{B7W2rggk%d8y3X)mGG>}Lsh2YO)zD64&X|l-FB|$!nxFm$(TM`Q{jo_GVW6ykV-TL z*IUNr88Cuf{*iUNew?@7FTCJ=0T+|=TvBldgks6Wak6{mlHJHRmGN2t(tn` zn*(W#TnS1Ry`j5}ZGg!I!>Ml3+T*%k2RmPsC`Nl8PMmGCIm8m zHq^%O=fi!Th(2ND#KDJ_nuUJjUnb!_X4Iz+q8jjH7xunjM!99~f&XA$T#fEN9{>Sc zswNCvqHA_VbI!KbfNO1`+6;qVOztT=Nh8cFiKex&454p8jc5u7pSs z>cf6)L=H6v3jl#$YRGWhsd+@1-D(Z)C}u9Abxmd;LV<|lL^+0N&Sn9x{^K4(fvUY(p6&KW;aQ8h`**W!Rd{Zb_uS9Z2p*tN>~Kx zo^I-{ZtJFQ#&&Gy-fph3W^<{M1Xx?8Rt!W<*B>$AI_2y%E?JeU>d_9=Ur}vS3~0_a zW{R%pKaNyL4Q7h&*+Fi(mlLob@UQZ(=6AGMj2p6F{dUgQndti#YeF6X(cHg9aRDVF97k4C#7xXfj#4R|X;7sYQvJx~ z7F922Con9rni5jYTL8jlI{qc``+#l_Z*%L;?k!exIj@P^c1W@U0VxQ)B#SRka`8fi zaXKDF7fq6qwd$bpfjiaZ>Lq6SrX(HT*+h5YWroy2UG4kEV|DfD0Dm*1rkph7Kk=z@ zW^@5uT-rSo932i-Ef3P;2DQ}V=A4e=P@eOI>1j8=b^qxGaS^9=UYCiu=3$KyW5LzO zyz_I^26SQ$e7@vOGqMn7R4Q0*em=pfJUAD-cacINk4@b`qMG)${BgpfBH zGx&r5@DPvlg|GTgeVi((E)aMYDM$hzFx=*$`2UEm_8O>YADQYQ-(DMd^bigLU<>(+ zrgpiv-kH7L){$?0YA>H{=m371B_kKtEGMWWLz_bN8`hXYxr?>T}_i#p-daG~!NiO%I?t%jtfUU0@ z4-iD2MO?A3`?>FZBKTt%NPFQAUVjF zVo1&HbahW%3qv28=8xXyS0FXav&DIo(D&A@K!S(5ei!{p1DMD>eMd-r)n|Rz&;OCI zd2fNIwDtgi5TGCchZ;3{^w2?MA;X3aAOAvhsAD31&#-2W3)CgkXz=EPik0R~T1u4^}PM>a#HbTP3mO}pHOq0}%9hPeIO1p#=gyu#gZ9km(iIDrPoqw)dNu3Tu3xV{ z2D|dqq6Z`l7(i4&04Y5p0uO#MCUJ^2La=~g<0Er}EJE5O;RBLCVLS~cEKZ!}&6_zh z0`17XrO)y;e0VsZ0BM4!DKJ?cTmO`6w!jFp6a`s}vz&OKj8A2@ zS!g%nI9h2l^4Oz~KLQzKV3@=xBv!I5pulY3?WgHSuB~yU700wHjG!355QE%Qc2HYXDmg{o{54_ zAlYyeO>Vjbr;=w8c~_wI&GuhXUiC-lQ|jsmFIQ8kZ&2qbu^QV8U6WGxXoV0-3wF4?f$NMVxarVl<;0GG;I zwY;d03EE4tpK=Y>AdD0Cdm+Ib3cTsrC6-;`U>;gE;gU-hMfX!OFzBE^5Tb1B!$(QH zB2({;*md7dWel?7i~j?{h$A~59=YU`Q_dB9xzblJlSvLFGtDy_6avmV@66Gb(fJ@u zbwd;VlC^AR+vc|2LhWr&FZkdBQAOE_HJ?yrZ8&W51#i^Ft|`24+W@bfwul<0lxf=* z?pxSp$A2xB@nhkqRbG1cxfPUvv9k73K zRaiJiN~W+23)`1jh$zM!wgz7&qtDfhXG*8|5N{0%Vi~KT z_hD6L3L(Yz72IVr}2c8;$4v-|_qaX(WVnCh0xe-Gi@;O1Mzz(ybE)`bNl2ut-CO0{%@%nVOGloOmq+mBFBuoi z(lp=)+t^De#zoPW!jycaL>_-Yc_hO*Nt-%#j+GAhO^w_{I;z{FIe|j67sQU8ZaNM; z!F3)FxU_#~p;x=e;?TP&>USmk+Eq`}7JtxcETq(GTwIX1Am%Hkk+UcxMFqm8=BWQ>$K<)TF|6KppN;2N@j0AM{i!VGC=rnWiRdS|f{HnlbBZo(jK#vmUG(AD z3c?K`$u9EAb5!{KnS|J4nTxIfU!GbgFD=Cd8XBF?3zaZPYRVT zU3f^a-VW5@$sT#Hsn_pa{7GC>SKs4MOxS{o6{PmI8mz>2sd?+tdP&=fD4p$RG&d0SORm zf+CP$r*KWz6eo+Vb7d%+MiVgk!5jGgO7pktr672QeZduVZC#KABnW~84j|?^ z^=K@#J{jH0Ua~dEXFnF7ZN@PS_}ixj+H~JN9s;rQ1~@}+q3}EIi$CM<3TE{^GJJ0c zXpzKsgyOPuCsk48jVkRge~kC;R`1pDaIP zh4kzFfzZE%SiFIGGg^)B|J)xz9`N4o`JRfcn38l5>iypW8khYj)}J7sV?ow7QQAa6 zU-S(Uauk{MMIO>kUI|QxFmRRz>YK9goA^;*=dGH+WtntfffaPYlE~TuY~6u863P?+ z#OdEIP0qyG*!uO*f25iAFp03$!Iv>$65d5-2;czDT^_8Q4t3B1Ora85Aw~7a`q7_{ z)L3~@Kn2D`;yE4%z883qVUcMB=ZT)^{o8%{+zE1C3TogAvRY7$9)SUy*Ll!cXqTdF zA+Fe(*wIRZ*pOWO)?Ex#0o2|pU11|)MgThD6UKp1fSDs&Vi$EqB?ZPsUZuHzzI@N32KS>P2M3%T^-hh=#bt~^iTW6+-bdqx@46O^-cDyhs971 z?2+BA5WI}LtVjFlAz)CgeqC;{&eCR*e}0{Es+}qbPz)2g2dzrD7_E0QD7F zyde+@$e}BeUp$@(2`E`81dJt765Eu`CAok&L%IPTRHSKi5NbJPSEj}Yd{I@o2cOvrVx^JKg=AXR(a?cYJNd+^ zP2Z`N(@F9hk!>I=iiazvWKVgXUQV75%+oeD`9QVK;A% zZQ4=wjUy^r$@Ebl^{pWrs$|j8re3CCDuT;PW?wm3$>`yRYAD?Ltwv)?Qom4AVs^@6 zPLFhMMKf*%>`~aem{M0QVrr77QE(<`qGxA5Bx#yvdAk4SU5tPs7(#2F#%m%&dVCvg7-O;7)*t%hsALjiCT31% z(!LmqgZ*Jyn3YmK2vcU*Y7z>H76oe>g&~CKduqjbrYC4RNiQGk){XIlP@fD##!jbdFQ>2j{&UYcRi>03!oo*Wt{Jo@F&h@KCafB;yA@>QbP zac698MNsadkw|BTX38|A#4T+ohknmJOhct?!=;$W!a#~os?}=32xCY_j66(y>L_4j zh8oQ1q2B1ADymlS=w)zYt&N!i48V|vVv&ksfFl2ClHTRfl~bn5C2$(3=xypCg`&}U zs(>!&l_972jb09{huv_cEl#FblIfWmi0fq-e-I_3oRAC5!b54AKvo0!J6zZYQs2Y?ej!x^gG6sD*s!$@zOew$t1c0TAqUd$NkY%c- zlH_hSsgoAyZ{jAYibrp*Yh3ar9qOg0sgB+d7pkC2UI=VnC`BktLnwrT6%3It0tl|X zXiOErcb=V_)d92w5oSgwVWtqVzUhWMEK?W)SRRG6Du%>x>mwSfwW24sw&%&ZY@=F6 z1Y!d*F2iz4B%}b?UpyWq>|u2U!0fONNflzT}m@CBC}i=ve_Ukf^^xEv2w2 z)Iu%52JFE8l?%wg)^4r%jHy}pA+fa?G1^mpjHg=tWLz-o$P&t*y6jn0tIC2V%WCV} zDk{uchJF6YYYIR?-0TY!=#Z)Fy&jTsdg{+;>GVBmN|M0iRVt>g>nnO5Z?Y;)nt+n{ z%28%LTi9FKg^?homOgY*T)8sFMRhRC*v?>28%6e{v+@CF<2^0w>+59-LJ zhBy8wr16Fi>}N`@*WhArm2U5QdGGoruHuUCdQ~c^925ir+cZC>oJgWLn?9>YEKum7g*5-0K2LZ*-qBv#1B#6HE@Dxn0gXo^}e2-CrqDnq`k}k?jH` zV~Jj(6S#{QKQA0BBpR>rEfa4W)ABCIvDXNt0tf&Egk*o_vH5B*9t*7>vmqkO;q(pJ zldkXwfB-?K@3a_xy#wBkS za;9~!HdF3grt2URat44v1)T68b*j4}>APuZHhb?Rdq9uL(WwQ23BVw9l9_7Ys*%`l zPin0ve{wvZF0lH86kGqT71y%?kA+)+@j(x&Ko2wr(=Advbu5{TefF(Gzrb!5vc2jo zL|3$d{&5Ts?vbw7Z$`5?1G4~p0MU_jrcN>ip!6D2?j%!di$2a1NLj5CU zdQk!QWIGG&J5$OrOoJ5j^y!jr)#gR(w(e7xr&2Gq1~;{1J9YHtie;nGH`kH7Av3;8 zv@=)q3KOVSuP~;D^%~+a2n0bWe1$N?0a`P&GfOi;v^6nra|xILfjNK`1i=S{^I&N* zLxF2yDVVP#{Tf2QOId;nCFeZXqJ)&i7QqEFu=g8&{*y>}HxqZjLSa{XXjym8fZTv&N*rG4FB zA=|q>+@pRL$UWVY{aYIGQ@@VB{*1&rR4_a3@B4V$K6>LZ1xWvM zZqK>`n7}dzJfJhQ7fL>G<094D;K+0F@72xJ(1Y0)Ybw7BqNpfr~n`{55P? zrw&4i6Dd}-coAbpjTpgb3FyFp`Jr*$N*fGJ#8p-bMOL8(q zhYe@dk%6$lC=z_JCca z5dB!Bb?i4aZ-&SlzyJjtkieT*dkw*tVymgZ1|575Lenr&k3ha83XU(o#H#>=50v}x zL*|hC04uu|I6wjYx+qA106HY^Es7LC(L~f#jIf}<1bYv@#O7mcqWcD_EW?`=V#uM+ zKEsj8CY^kervnq5GK&SFyb{YSncS~HE(Nl#NP@HyphXHi1QAW+%%sb_1yrO^OaVBo zD@Flt%rY_|2TGwn!Q3mXNBPL=^S7}M^Rgg4G3w8u|FnD*(nzzElFI+r!mv`(Of}uq zCq#LRECs_volr&v$P8eqs+3DEO{Pe!zzQo4z04r+1X5st3Mx2YfjWWmb)vk|XpY_%ng(n?`!0@H299hY1;F=_Bk!s1)(*@7Iv z6@m;pn77q5*Gy#CuWs!XA+7x74L!xm)#yGK+`DeY1#~?{l6-|hqK&%Fo(Qh@+UkhfkCox`dE7os&WT7tT=?M{*} zBJwgtCE}A$hSfc0n{E8LXPRl6-bP2Et-c!DZaHSj<8ZP58f^d6b^{t^vf#9c<)sM= zVmno*VinDs+nRAJTQSmC%+rE1J8Xo6^^~JL+dZ<{_Wo?xN3((KoAJhJ>(=AQC7+z~ zk7aWl^UO^mRWNH6Nb%j98Q0TgtsIp84hx0vssMp)aY$Gi!dE#JTr{FzC$xPM8491ftfzh-_Ne z_oW?HJYwhFcl`Lslb;+3kl(-G{poWmK>8JHCrLaIC>?T6XS(KGr2+!b3f{UTyW$0H zGCj-4w5rt^XPpLphcnFj*eATZw9g`((ZmHf!3hI#f+1K~MUj{gg;|W8 z3a!}1k(o>g2|r z(6Mo1X&tTpr;*%QFk^c}WJRDT5JULI3A1=26(`xtMS8)JjfCXod|AwGaV{iq)Zb|e zV1*7j2b$1amD~ovD}tnLRDJ{sDjVk*6^W*m7a9Lz9;?{IS_*`Tvk;*%*|`8L2D5U* z3|TwrDXC>rM47X@jdiRL1Q0|snreb3RuuRa23`{|YRk|pKcY;AhK*?UF%tP2wInYt z(GX0OqDJdk%y+_ba`NoxNFQ}igXEJpd%Fz002)xMnDHufSzSi3>9Ps2u_FO9>DRb9 zl5zS{kODcUAs^!7Uc}Y~KDiWzmJt0%yTGt0vvLF}&TsV26SB91;s|UQ9Och|a^W~+g z3;j|Lr>eOi;^dVTqvsSyFvUW;)vi`V>Ja}pI|Pt+_K}gy>}UmqSHFTLH4eo{i~iYC zPIh%PEK3$*K&UyhLbeXoB4S6U7*r`1m9)c?zzUSmS>qlTxyWq-U4z?Ppjl>>5;cv{ zP`VLQK_IYEq2>Y)x)Ys3Orc`E+G8hr$A^&9x#_*%aEqH<_qw+UNf51i>025w9Y%P3 z4Wm>+GN!E3@Ma!x3sHKyC&b!xaTdERe{#DSCDj+g?_=+KDU4kC5;MXX&dF&N7OK4f zmnYvH$jnK* z)!O>RU}U|?b^lA31EhF+mW=LAYAXNABV(z+A)%myB^zWfJ1)mNrmzxxJkKwm*>AFA zvBHeJ=8cF^C;k$^iOX|aFjgluM)RPW?|3f37EWO~HIn1C@zB9mv5bfs>99W0$pxe-slFrnGJGHy;CI6LaL4&7z+tVb4R zL?>6#W~Q|wbJ^RV5Yo4~H0Lgxn9)kxGM$B7qAp3|g2cF)Aa61albvG%3G6VLQw~tl z)KwTsmqwX^Zg7&iylZolY_qp^Z?4Zh$x0J4kcEWzS~2_U9Px6B3QH%IpN$b|AH>fh zx$ayFn(eBNl1X6Y^Iclq5kddA8{#6fwYrVV?ubwFmWEs>6qh&<-`cXRARh>`^&Q4; zdr+m&?un@eFyN0g{6SS#ES0rwlLEXttrypM#wJd2&RTruUF^6arFct{e|(8>`Z&Eu zK=LqV+Akbt(oCbR@D0<$rAAVr$<-y`_y?DkC!R&~4U(+vpbfbH` z^1tbAWtC0xwkvVUP|uQx!zS|ysR!m8iL6B>-+FBs+VMOwTs23kP?|a-%tavrT0G#6y`~nbLw2!lB&j4eu zvt(}wyzlk|uy3FU0+ns3)NTTI&mbVMAS_VpW~HGLi}^yV=A1|HL_^`SZX#CC0aI{O zVDA81&;@Nz*HqAo_zLU}Vy7@7RJ^VEwvKtoOHZPu1jVZQWRM88WVoil1(VPKVXz1j zX#^-l0gmhm31S4M@F1!XPO31(`fW6v4{QWaB(P~3#80<~tO?IBOIT0|*N_2Y5Dnc& z*qn%e#?J{Hqv`*K4gE4o1BLDP;_w4$O7v9B{-h880B!KRg7C(zA^z?U-_Q|LLk-t3 z37PN_@#o#5$hY7vs0!ea((dz0t^o2)_edk5KJ0u#Pz05X0c4FM-U6)v5TQcJ1S^pi zaU&8Xu>~oy7T?D)f{Na1>FAt5?l6xa@(rC7Cgeyl5MPc5d(aRGVij5OBJc(U(FW`I zZx^$XC~grKm+v9ic-s19ip ziS9h)k@W7z3p1h`i6RL5F(#LCASB=elE5Wfa0b4SDI4eG)Y12P@7O-^{MPQAK9M#u zjRQvr6+>bxA|nxD%{F8X8>@09pE4>Ba4H+nErmu8IS&1xh}nA07=^Ld3}O~2^7oj? zvi3=KxUhMOvLeD_0k(|XSPwvwG9~M>^_+4BXn+QI05dm}Gdt5WGjlH8kTORm0-?wb z1xY>R?y?HACaF-6>QErqaRO0eBZuXhPHuR>&?fZJK_qiD9nmr|(?uPDQ)00!&5wIz&Po$J4XhbqO3J3 zLU7vUR%$RLys#AYE@O1lBqGZN@bT(eCaje5Jaz6n$5TK#vphxfKL;)4zDhbRM#gYU zEk%Yc{qsO)EkFl!Knrw2cTFhx!VEztBeBIk&2k|A?;#*_yb#OHGRhr!@9i>_v?|m> z$I}LUzyu7`MT-#XCKERtqd^(0g3zmrGH#=Ibp3Ahtza}p!*fP!)JU^2)9BMl^g~D6 zi15toI*aKY3qlh$ut`Y@Nt4twm()hPvPx|NGiN|d`*eivP!EyK*oaS;7LubbFdcJAghC@M5tBd^b5RuW zN;``4GHRo^lu+sEPXUz%1eHd|^iwgXkVFyRq6ni%&QOI<40kxx&xokA5*NtH=~)e@=5x7u!rM8g;hLWGbmkZx7a7IX*4Qrv#DLrH2mg>>zV z)lWYFJVmuLiPcoS)heTiB4g9@>aJN0;wq!Hh@8z7os%PZf;UO(37_yH!O~odNmv1O zM$NNdlXI80B3+Ns-ii_KtWX_2PFnxsLwCYbFM=c=thtI!7zctK2NqPp6$bx47Gy(K zWJmU6XMkKews@K~S=TiKc}ea*?p=knWFodCLbNdq;$Bf!XHVlhN!Dk5)?^2DXHhle zzOwl4O(J6UVLymwHxQF{Vpn%-Xr~r6diH0p7G#6ARH-&n;1e`33Ih#Ekkn~U>TY8Z zLTRz&O`+5xY_=nWd_VGXrhMQxygtDQ!KWWNnLT zV#Ntlr8aLL_b#l~Zm$+^As08c^ExQv22G*{y*B1>Gw{m7s%|1`fz)zO_a`iKa_@F) zQP(ysBq%c1zz70%XBVM9LQjN*23yl}2V_3e=4p2#vRs#VM?-a2_iF!zws=*ecHP7% zgaSVNB3V`hdiNrBqmP}`Ct=*kbFI^Hmlu38 zgfN1l(Ex2evsKG56_(DIe|chj$v0$Cz)q`i)Br;fo zIk;G9*e9A-FBC?0=U0Kh1h142IunyRB?46H)gV9(KMz-jpBN;Zk_0qZWKjSGNT7qE zSSM=i1j>VXG78kX0FciqpKkjsn6Pb-aAOx(~ksle7BN>uIK#mpps|<%ia~?P7{*Wm?#z-`d664gl3y8?DLIE(nb9`4701U)A>s*Bn3j84BBU6W zgE^A1c$R&+2y+J*>L6Qx*O;4mAhPcRNI;mU*@}s|T%GywYOHo77@KJsn5kKqt+|`Q zuXLUGg^SFE$9ayS*_FZBkwc)Juebz?S)C)!SK_t<)486XxQ*f2pZ^)41G=34w)MHV z`xLizd$$F;w+s8T{b9JPTU@~QoXpStz!EGOa-{S6iiH3S1L3j`4l5)ly&9uW*55&{$y6ciL01r;a@ z6&D&66%!T$6c`m$8yyNALK+??fgTuB9|JEUB(f<+EGsNqEDgFXMlvo24KGM!Ffb4^ zCA%|7oi;|pH%h-dJj**tg*+H{Jt;jtKN~2LPpU-R3k)WwL~n^L`p?PMY={$ zNk<{hM?6|c6G=%(OG|s)OH15LRY+1O;#5rIR8!RV5g zTusYdQtVt@M_rAcT{TBub+%qq>|jGFVT$TwOiW~~^JHDPWhwGyL_24m^k+`kXg=a- zF>GpT^lL&xY_a-mT?rOgVD2`*K3gb4&koWZ85<=X5pnbUpiYJ^plA zc6N4ocU8!DRo{48S9z>>d3iE=x;J`!@Ow=DdqDntO#ggbR)2Que>wDjL7jkJ|AJNi zgGB#>U5SKQv4lPTgiDBqazBW`yoY~NvfB&3Z z|D0k;qp?h*-2bCo)})C4q+|W2X{e~Em8r5-s;=9sivO!y|EpwEtl0moYF)3&w6cU; zv)2E!V*j*kUbd<8wtUXGegC>;|GR8sywPjCrpCOP|GaXuy|sD4rN_d7|H5r-!_CIS z!T-c`>BXP_#d(OxrTNH=|H^iA%*p-CgqO{w_RV|$&3gLIlXlU@oYABI(tiKcf_&A) zsMVv`*3*R8!r9r`|JjC&+rqcpq5s{Al;6Vp;G6K_x|`y{$l{*=;*F%`!T;uwtmwhh z=$!xRm9y)>{OhFR?3d&0ro`>L|LvN(?!mqA!T<4{!}7uI@|^zktIPGj0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&t zShH%~%C)Q4uVBN99ZR;X*|TWVs$I*rt=qS7|cf&~hMCr|+VfPu=yL6>Mz;(+plr8oY5eV}{q@8H9W z{~u3&-~u$x5Ft?gi5a2F-8bOtdO z9E0UWDB*+@R)|)C>8&Tw0_`E9KzzAeu)qTRRnvoc=K+`tEh@?u5{CHo_g@|w9<)FN z?$v1Fjy(40IP6E;1}&Lago?Frp&>0!YgRi~ecsvB)M{UZAKB>RzGDwD4cEm5tcmdc%1j=| z-G{Ats~W(-uFS|XZV6*BCqcmsypf}}pE%>macBT2!F^Yx|Ug}88_#xmkfJ~Y^pXtfn#Dt;2gncw58 zH&CzwCOl~?rY%=PicIk7v@%C5;7PKm#v@XcA1BeTZj9nslU8*c{)nRjxij0i|5nHh!wpFeCL~}%fF@~+(~$(4J_@W`Wk4f?(S*%JwL%oF(1R!`oTnN` zTfhboH8+=uDn-nIz@io~GFb$VMW;wW(cA{7{}_>E2+)?PJkbCJj45RjXn+UXa|J10 z@sgO#qy@PLDo?NoO5*~Nx8w*Q=$&RnvSOgDBoG0J=?rcE21UlNOAYxC#RJLfg zKQ@)mL`7qUCyA$k0D8g`7vP#F#X$=q(&7`JJb@)ONzH0nQ(>T4fFqPQt@V6yKqHa@ zfU1*283~X+$O8}}v_(W&u(N2ka>Nb!7CI>g%^9@trZXe(|4IBj$$&3BkO~iFD`tE` zo9^&u!BPWSz|jUg=S~7S4M^vt013#T1+YnA?QS=n z3rx&4m$7I}yHo-hlt3VLQb0{_S{&-M;C`&(Xq80s(4rdksMfqu{ceZUraJYhP|b)^ zZ5P$5TJ@?}J1lg^a-&j2*3PXRDdh|1PApO(|^xbjugYCgio1rLAy> zix_DLXoN@R4~0NeV7w*!GLai>dNzxb9R(k;puG;0vt_QkmakydQ0OWyM01+-l) zNOp&k-RrVey|6W}eCI0{@Giu-Nr7%<)_WIE$RN6prLTYod=|t;#JfV-FLw*F-|_P0 zvWRuCSLP}a3KRIkc13PP+)I@0E~Ehn-iu>jE8(t4-~uR4v5HsB;ufP=0vL|*TQe&W z{_@1e0@3hajF#N5Twn%34ziGkOynX1`2sRdGFowL*#HLx4UCOUdUso5ypXso6_~*g zeBgsE58=yT4zrlQ%w;Zrxd=#BvYN4KUxxR zn>x>w2K1#@%}_hb`Or>wh^x~ggZL6;wP7jssZX71R{PqTh=z!xdlKx0%=#=>R_~^@ z5`h`)`q{nywX`p(=!=ZHCdIyQtl@&_VTa|%&))SA&^+yOS25ES@$Zed?U2Y^do8%` zE?K}G?o*T7-1xp=ye)EUm1Mgi`({hB6B2N)(7WD}zIVPCPQ8Ca#NjQ0xUrXQ7RUD3 zApMTY!4ckPg){u)SM#<;-t7{J8=Ku||ADeYs_kQEb3D=>2f54@M(B;x z*R7KAu`^}rRQCaze>0*INTCH^+q&E-Wb%mQ+$CWb``5P;VT!Q4D?e9);0I6m!gu@v zzmb45{K5DOczW)T-%VxmZu6N?e&lEw_(Vu9b(eFw@SqPp;kk@vRQkgaEjZERBhUKW zG@T=_Ps!y+e(|r=-LiX^%E3j?dnNc_^lF!-Kh*P_xVQfJuFpM1%$^Zx{Wl~kC(F?v zu6(G_yZ5~R{oqM2qEGlE7mRnr|8^G8rrD$H~U;#Jwvk&~z*Mjl* z@<%1h&wsyg)bE^!c`dPi8}WBs!Dt)tbX#!&TQ+|V$bAcNe;m*N5#SH3(tjAJ7XjE^ zwf7Ml=n(|S5g!;8?MDzLSQHGXeGb@r5Ga9yV}a9@fiege&LB}6R(<@2gBTHl9C3m| z!E+wrgF~?aL!bmyu!1ZYeB|N}(LxKu7lShxg==wHS*L6%A%p;@gUhFdNb!Cm2o^+W zghfOzB{6~+|1pOk;fP4lcO!v?K(U8?=!btOc=tvdCv=FQm=+rdi69Ys z9zlv9fr{>DYn8}_NwJ527>lwvi?kSvgQswMwH&z^ioA#w2B2x zcM_7w6tGx}&ghJs2xz(JiM?2jT44Z-RfTt`cO_AbK^TWj;f)vZi+M;D&G?MyXp2f9 zbk^98wuc6f$AcrWj1VD?9zl=D$ciUni9T_T>4=We=#B!}6Lr{p?`Dc7fsa`j69{<} z2zZ6yI2Hc*kI)!=19_1;p^%i30M2k$zj%xo5q+r$k{H2{FyUb>p^-*0krYXbzQ>M= zh>uVqm=ZN< zf^3NqjHq1^*^_$-6=6A+WEqQEpar(bj%o>tbBPk$_+dF_5I;E+z{rg@p_M3Mk2Kj8 ze;Jt2xQBzznU?Tz9#a?01?ashWzZj||D0I+2;0NsDK|nVxBlbt!;y z7-d+=673h1HerB4k&M^|n>i7dvpAT_xtz?&oQ2t$w`qvEnGu#LYm6n2Dj}Q^0h~86 zonDC(z3G=o|3C%JS)S&poPT%*h8dkwSe+kXlD1WpETNH3M zp3upj=4F-NITMR{TvVnL?pdGqDHIQh6Yg0Q``MoqN|*pDpcmEx#<`uKnUM2%Ogqta z47!6I3X}_`6C+9!6I!AC`Jd~Fq1C0GDOnSFDR$lof+ac-Q^^xI8WNPq6XEF;E6Sqg z>7oG&qvX}27NMkDC=wCsp*5DHFY%;3>6$yiq{lg)MB1WG@S;dMUGjMnRGOM{2%b5( zYIC~rZbuoT}hCDY7@vAsj9lF zgxRG>TB(>Mqbw1mC~>NI*bz0SrxGEn0A>`Qx{tp~6Sk_TRIsYX3aOL|s|_`*Jx8O( z$q_%Qs}jL^qFQo^N_|~;tuYanT5zo1%Babztk)E*^O%^GX|6qqgB-P3j)gBqGhV#< znkSd7HG!YnrL8c*t>5ac;VQ1xB(1K6uM>xJaj2o}>aIpZSc~<4pGIt(R;@6>tk`9x z_bIXYiUi%dug0ncb?UGGDzF2ary!dU$YrqYx;)3kt_)j`=sJKX2eA>`vLcbGM`5uq z|DmrM%c@l1r5@WGGHVjF3as^NvjVZMi*-yW%dTVavjN)^pa!!iIkMq(s0J#vDuJ^( z8>t-2vpu^TM9UCgs}Nz^up@C&2kWjWyRaw)pH|xt2B3i031?PYst(z2G; zwO#9aOiL1DOSUvYt_ESUNb4VIyR>;|lJN=?(U&LACzN4(T9+CWfqS zy8*BYLAY}Gw;?fWMtib|tFTM!cbj@!4htL4L1<{{v_xsQB2lA4nz@>*x18&_gSy@ScO-OG15ak+)ty0~hyr+c_YL%xa| zwITtvAMug3RwYsKy{LH={96+BySsYOyZL(-%&WZlX%kEuzzD0lt2+?aRk@`Ln-Q!K zI;mkKY`H*7u~LD%%&5D0y9bV{2U>u?7mO9wix8qqlj>WF?(28Po4P8Sm^(bR<%$zh zwp+;6R)%Gq)GNL7D-vO;2fItdjk*Un%)L3R6-SJ5Q=Fz@>}o?y#ORxqQ;elwTo4|W z0JX+hL?snkiNJ7nqEb=CdyvO^yvKap$9kLwdtkx0NsSOu91O9G6hX+r|LMQRcoSB;J+p|Ewh#{^{sOqar2$qM>kk9?W$=?r$P6+PUKNPx=J z+{b!=!_`aGPT-=Vdu>mS@&Rs;#X0pd)~+e|v7;}8t6%px4m z9*7f4D#>PC%mcy6h>CMq%Fi1S8JX3_jZ3fcEEaT(s-z6i0gcVQ|0pk5g z&bZSIjRXlD0TIp3myyf6<;!Gx6DAFNKWw(!CBWyqu*5jUkF3UF{F9Zj%OFvLQJfW8 z?GgVh)2FNl0)3c~Avm&l25PO=ebCl!4G3@@*K!RAZLQX{=+j}Q0!RSVLoLzUtOA~Z z9CxC~*2-!4Y-b*wxbKX9Q|!RYtI?)4#rp=z8(fk#SQbl-6JagZrd-yy83A)0+M+Gj zi?9fQP}-P0+NBNGsNLP(|NY(Io!V`^oIC9Vg16Rd zeP#zO)ZpybL_OGqO%Vmak@LOCIA^d4JIQAZcDwA{={k>)8D;8~+{Zi-_Bs|Xt*E6; z-F{5g*3F9%a0aKn-P~>36F%YLo#7h3;ilczvRK|u@So_7-g&();5^PFk|f9@*a%S? z^&K4^Q~;$>8Xb97@EzaSf#VPH9L^vbcv=x~$r=X{HBODX!n9o_>#PO-5(WUhk1ekx zOLjVljV>$}U(FHI&ER?L-~;WB5ugMZ&f#J{=4AfefMCUG;Gb-L2CO~eBTi`!tpe=r z-V;sBhD?r!Y|aaz=Mm8w%)lCPJP}snRk0DkGBV8j{~gjw4cUPz6IKlqbLihjvC;$1 z7L+{`S+3<=9-R?@1ZDo|pzht2FzSmy>ZD%k+l}UG&gO32>a1SZ=-p*scF+(#&M5B9 ztqf&1?h>PMlTK{l2CI{@BisvH0+aFM0|6bGoe_`R+oOBHR{NO2OBIrM=}Zyb8deX3eL&apKG&?>>W6R$Z%*3~-PdS< z1`>VaI?fSM6E)cgy9(jaN4{Ml+*NTbK5d+!OCA%V%$@(c!W%(~*xnJ$ZCX`c7S1ls z3$EpR%LiZuLqO{%e(T*l*u-n_ z4A$#Ho+=Cm=&(`nZI#%_`%@ObzV%Ar6d~y(p_N~Y*iv7$=>;K<6~t?CLGq4=EbF)i{V@7bPtBjWz{ zs=xZIpYECP`maw3nNaSFpvTI|sC9q$c7OA3eeZg|)<`e}Kuznm?bjeR9mI_Isf!+H zz)^$lwg7Gu%l^PK@#rJXvQ_c68(9J!|DP70e-UEO*<>G`H-h$}-umdD{%a5WvJd<2 z|NiiQ?(Mz@HjKSw9q$$%*E6sC*`4>lzt#XzL|_pW1s^@4<;>Y9G!0dhSP)U7vxp2V zDzL~vfr11bJ$7u6Amm4qB~706=&S`wmMvYn95d$SOqwlQc&eFGXGc#mcg`Gx^XJc) zI*SfPnsjGRmSa>Zg&I}r%$rlKLfwEw&mOK_y?zDjRnMU!7p|T~n^x^wwr$<=?M+omkf>)Z|Mwq%j0O3 zzim!4=N1tB(diL#SMs%{ME@1lg`69-jU;qC7 zb{C0v>@h9$Ag~Y4IP1(Z`4(gl!Oa!~#6bl;3vIMRoDl60B!(CQiGoyMErJMSBay_6 zX1hqEj5Inaq=ww9sy*-2n@+8#+KR5G8Qq(zMv`ul2{;~yBq>KCbqbF>CBZV!tRtU< zGD<0@j0g$)uB3!NEw|*dOD*jZZ;t@?AdtWY&qOm#HPwu;LC_{6PzxvYpn{4+G(^qA z4?`4j#1ds&v7_2L3TjZ@|I*trJ*LnDu7T&Sv&zV;B%SHTDR(l!0PlcvYB-TDb&pa| zO-gb}Q^_RD$x&BjwN+PqWOKLK4a-HW;lRXg<(jnrMVM16_g zS3mMZhL3`R^j_{-fY;vyNpW$$9SC=b-;($Ez?KM%5SmBBm2DCe+NEzofL>5 zOSq4}wQl8?XMR__pNBqgUi}6fEWiOTTyf*I=N`+MLvtMbJdsdiXUbW7WC(FDKlgL@ z17!(y+@iNZ{|=G@6{Ii)^rlC>u=EXke-X@H*mjo{_GK`3X<^%j#kL9(#uPWa;rGA? zImfBNhePmT5Idv-^M%W2M+_Q6g!aC-$S)}al+M$jV!yN*z)?qoU|ImywE`y4i(cFV z1G6|rGIp&23($h`YWTJcw$Y8s<6s=+ILEvR#(-h@BH-{c!xXY`OKOx@#RT)K!B~ti z8^d8D6}d=8CK4BoydfwgImt=#kdgpTK(N1+3}PnBXMzo6L}|J)lvJFE6ezv~4N`glSi%(9lXyp!+pIZ%SS#{jbGrD3wUP`VM*p$~OvGbK7vidNL37geOM zFtJgN{u2@$1t~}siZOGRl#$+)qx0ez!eJtFk?4e}I@g82eL@A6^_pi?ZaS)?Y_XuJ zt0}Ac=}}q+w1GcGYEp?KD^w(OkPL+?Hz7Jzj$PE4R>f*owYt@1!qlr@1#4KrI#H8e z5)>OXU`RP?R!Q#4q;Fj$S#ikBWGZv6$-E&hYN1Yc7Hw&y%;{99D9^O)bV@+_h+&nQ zSgZ||sQ+Iy>S853*|aP`1x*cPRDbzFUs2Vw&vWM8xH?+Wa#gISMQv(TyIRx&!?mx4 z?Q2oH%vIFZwzs|QS=EXOw&M1-qdg}~_iBRADMhh0!6!*hsg~ptX?8^lDrHFmK!I&Q z4gP#=0wXJ3?soSlmNkVh3!~Z1e%8EIEp2+$yI$6|x4p52FEGFwU;5V9zW2p%eq{?& z-}+XP8=a(WK@p3+_Q1d@J@0x|yyC6Gl%np1aai>`V;b9688^mpj&*$F*YX$`I|g!)g^c576uHRC zX#YkpirfomK%*DE5XO_GEYqe*$HG7H=}_o*mUzCZl^*GGh%3A>4Rct#9u{+&aVZ5h z&qPQO39pHRiQ-}|6K^cW^NVA=XFi{{#(xI1eT^|_LJt}k#<($|hrDP;H=4*tHgcpT zjpSxDSr~pGZk4UJmg9CL%xCFzd!CDuP%E|68NRNW5x8A7w|b0@a73GP5)nPfS%Y+r zXr6U#(LVRO&w&PZuwxtK*CM*mg?4nZl`UjRH{02fhQ>55ooSa8O$HB+%9p9aV6+U@ zRbyZVg-@bwHFKMvsaCZCS?y|e3r`A;$Vp62>4}BdTBW#_$HYms3^dF{gRl(Rp*a z5BukLKe*8KzW1OT-S2<*d!?10X-#`%>n7Q$)QNNI(p_CglFd}64uAj$RG#v#D+%L0 ze%(WGl!u?c6IvlBP_dU@VY!e(M`S&dj9m74oozb@DY~(@>s#)}BwgDW#-n%>CL%;+q zGUH=FqMHT>OuD3twg{BK42Yxt#6@;#YIluH%!jNje_jAHg ziM5U}JDNC=w%b3r`@en*Kwu-lF7!f0GeCn=Km=^SGBm>pq`)*(!~Zp`K%+yxsrE4+^8me!cvS9DIhykL^=9PfLOt`D_pTG1i&o}xG(&| zFzmTWd$cj!yEF8~Uu45z6vi}!z-h3COH;mZQ;Q8`2|FZ?PYadu%ZcakL$yFb6s$o+ z6vRPf#75*ne&C0F5XW&8M_JIpQ#b`#sE2jbhajZHe7MATl*f6L$9&iaSwH~&nZxu* zLQzygQZ&VYB$5_by_`5GJvb&F(^ECX+~$zm+#m|s%bvNyEv%8JPt%b%5#7~JOS{tgLLG1j0!4Np@(5 zc8J7EBuXD7%A}CSdT2*?M9QRG%FhJN&=gIk9Kt-{6vx!E zJ-mvlv`V#-q^#u1*lZnHsVlLZD6zWDvYf@V#ILnPw*R&SPPuG2x+G4dv&-Y;NWRR= z2vpAIv<5ZIOJSI{$eWaUvLC{P4%EaElN7<;APVj54H?YFL41Ki^hQ|_$DQ=a&a_0N z9L@I(&31TC_OwTSFv97J6xBS74p0N#YR%mOg+qW%*(A_}kriAJOWpiG-c(E91ViA& zJ7-%o;as@lBu?bSQ0LUp4du`d#Y^c_KFp)1aT^2d%+4W+iNqX=EPIJ-tikeZ#C`zB zaa7Ns3`(Z7MEKOv9i`76?M!{xhdeOClzhyqGt8;rPyhVSka|t6EYK%il><#s1ywBu z1vCOwh6km{96PdPYd9U##T!#VqMJ(#y-*BAQ~&7n&^2Y#<}^mW%!cW-qNs?ckRUhe zU{UoztXCol>hy?^h`bhrQF2sIptMm;B+4C~PakE}Ms-y7EKN=%!K=`ks{>D(urA$F z(j{$DDD~7y+cnB z(GL6w7397`l!b64RBheXOBC07{8n#0*P6B2o2^73HBD$tO=rysc;zj5T`N!+PT{qlH}dNSdT|+NNcuuc}apZ} zMir#Nnatn~W`+#b#uYq(5WdC{t~?f`LGIgN1PBU!IbN5LJjyJ@8P(fKtiMDHQ+Kf77rQ-QiCL zWq2gYAmv%+2;$`!Vj})tBc3EAR^nHNi&*IefAw6P%VG#kU7_P**8So%4Py@-<6!31 zH74d_Hs)g{V2s@cZ}5gUh&+x337#O??!=Tp_23uC!E;2%Q&`7t&W9lEOnkV9z&%RM z{K0zIW_0XEK1RoGc4wmGyRb=<@acAdBl)a@e!^u**!G}LZY)KC`aPnKDJFn|d* zic_YJR90oPV&%t$<^PCQn+52FT8^(S<>B1rj?~Cr2IJ*a(_h|DVHRd&M(LDB zV{ag4WmaI^O`7W%lv66v7CzY-%-|Q$L3^kN_k7QB7Uz2q>Yx^CpkCB(wFjjX>Ud!4 zczB1WW@>v-$8MGd8{kCmbcxBsV>@`>cfBgXfYhvG3Dr8Ha?K{T9Rf{lMZH-9%hv;V`gUT#&+z-e(VH> z?8#;8mm zwvuaCw(ISd3X4z!TJ*xb209}v*o_8kx)kh?CTxk#)vz^e|5a?ortJBq@A|gyWv*-k z7KS)I+XiMn-|G zaNFkAbU^K<#s{VbYI~%Gd{j{b=svD~$DsW1us&|(ChOxqYkf$F@Z3HQR9yCW>+Akr z?dI+vhZP3+Zh(czD@Hb+%jhokxkxMTTt08%OYh`l&h^gA_r~(ej&GHAYyh_JF9-85 zpKk%i)&Kq81`K52m}o(9$m#MV12X7i1V`|2Xle&9YH=oNpf+s?zXu3^Z3-{yrhbRr z&T!N&^wb7ddK^MTXaL{{?iJ^1pnP!{r}43t@g1)8v)+el2yGap1sUL!=}wOx_i?iV zav?``H&YrS|6C;hP5OPyjeb?Yp7O!Aa$wGK+ud?x?()SJ^IxBDasYO65O!uR_Qp2j zWyn}scmX_y^KDjedkBYVpZ2I$@OT_&2cJjN265Qla0th3)6R6!OjJuhN+0Y81UP^O z&}#3qgLbTjzFkT^|IBi~bR8b|&>U)cbcb;Ohd~bqcKGHX#0Pe$hdgM^l68+H?XQM+ z`2STHuv1U(pAbzR?eVn%iY2KJX{ zY+{%BnWy=hw|Sb6d7BppaUgb{m-(G1hiDM`XjlfJ-}!2gb~>kXKDYA*FYTf3^QXQC z*PePnM|2#$_a4RG8{9zzztM5e`cTgIuf}$M_jh;rhDitUsYmpEDA8yp68?PnxyP-D zr)!GG`;xGD1~37=?)XLnc`}Uhk{8D1JozjCRrZGOVs7J=_jP7A<6if2n78knxBSbe z`En?SnLme{-}%q~{A&>X(dUM6kcV|Z{nTHF*>>u9P;L0s^P-;ZJ}>IEH)?ted;fDS zcy?$7uNU~g#rE4D&3lhW`W$}XANxy8ho=SycbIgcP6u~r`qS2jO~mRUk$bw=e!I{6 z?q`X;XMofF`@RnRgN^c!{^G;G)s$Ce$KP_wA9l>2dCjMP&6j_2sDJ#gdHetQa{&F& z2MBTEt`X!W@8G<3^47g;_zoR9hYsnzyJzttMvM41a_s2wW5tOQD}LOV? z>GGw^cJ0#9OxJGXJ&!p{@+=ASC(xE2S@tYywB);Q?!JKom(E?ybQWn&&3KWXMXXl0 zw$qo#K!XHg$C52;_AJ`8YRPs`v+6C}xN_&p1r_Vfg|&M3^6l&QFW|s}2mcc;Z1^zZ z#ESVE7|Vb`FJ;D*QLb$HGUm*hEjR1z`7`LyqDPZ1EgBl?)T&prZtYt2wAiv|)2?kh zwzb^4ck}M;`!{gi*@hD@Zu~g%jx%KSYw{zD{?mKw!<;Ir_ zZ~iV_K6`@t!>#M@Ki)_qZDrL_1>$s1LlgVuMm6{>{KOzC_>(@h3y#Nbg6iU^ZY`50KzQr|EI&W2AxCDm3i4mcx?HC}|zJ_t0n z*kWzb^&^mQ-IW)QMH+b|l1VDLB$G`R_82J5Y&NB4Qc|gmm8NOACI6SFz4j%TsNFUu znYaaaCYrn{wsp!Z)|Mu`@$Tj(z4aD1C%({a=iHtBcDEubFS0{<{4(o&k$TFx_>-r)YVImg6wreJ>0t;P4D|4MG-6 zgfZfm&WIDv1%A5eJ)&9^YC0U*%#zBPxB61cDz->fRJ2xpV6C{8e7R7KAH|eAtq(hF z(6JkPH0?#_#LodcTJ7}H(AI+2)xirtJn_W`)-5z!gX?vdVLLB2+0mapy*0+ES)6am z#km~Y-OC9#`2NZ*u-)a;ji|zjroX7)ib5<9HxhHhAOAz|)PH#5717MGiTLE&Q#wQ? zxy9+~a+*7!g;s_Vd}yde8Qc;Qfivp5l%{;rW2W)LRfdL$>Hjj~*mNVCBvP-5woDEbb16l)RncH{ zTTjB;lSN@_k#CSfR2LoPC`b_`j06eCLO>OuOrZlD7z3Fa4_Tn7xZ@&_iyRz51QP|0 z(~jm`psXCoKn#Vhoi)j3QAniCd0K>LmTaW#B>BjY>9e2uyhl6oAqxjIhLcS5g$LsQAhiFU@7VyaCMVOb_xa#V@8tXD2WI-Om5hl=L2+o9A~%$0Hxa1TqS zK(3(#48Bco&OqKm{7Vb6ryf@D_n>77zS8_qCm7LYcxu> zj@I&{e&wD>qe#+z_0pFoJt<4Gc+7_}7N*x=6gkJ;;t6p;fJG zm6ifE8Cu6q;`>MUS^t>U6Nug7oG(_u3`upt+7z3OeZws_((|m;P(D1dft?ixfeA&x3 z2UNO^fUt+BzOC-5Q~jYjba!6i9dCNm*xvTScfRz!ogee5 z-*w}(F$aELBr93rG;Q+R-8+xU$}i#pay3LOu5t#talbS=)k;Dx_>~bDf`&hQRpGh! zlz(U|ty}iZe@nF3)&IQmM$0*ed9Hbw`@Hj>_jxy#{SBc@JzH%t`dX8o^rhov0TFP9 zKVt8Us?)yqHe}Xg*roLtb3I;OHxAhKC1VD5fnDc11TS87`zsc0As^P- zInwge#ykLK-sbh(=Pg?|93TQF-~sxaid2Iv=!mwQURRoWYe^+*zOX$DT zAs(W&6o6P5KrBqdMV;W7q~P^@6x$Go3$jh|A)nlso!Q}_Vwo4g3547Epbr9}llcet zO&rBpQyN{>g`^HgzzFPYna5#H6z-Zzyx++MOHEv%7S>-I(b>!STsMWx{#6(mQd{KZ zTpBiG0j}X2Mx!($py!QV9h#mR)B+!Fqv|c)7-S$IIs-H0!U-He=^-LIrlXQDA|%d+ zB%;Z^RsZ58h8;;IA1CgOCytk=Arrwt3fm=I50avLnWDpuQN+bVQ>Y?ORTC1z)2wY_ zEiO>5oW#b>qJ8<-EoLNCHIPl*#K~EqEW*sp0At56QtQB6Hvk=lB_kPH+va&5=RKnV zP9sg$Bpb#d0$O9#Eh4q#AvbcPH)fy;h$Az^UOB2GQYIyj7=RjB0}8&QN3Gzb&Eqz> zO;w8B3|bK<=411%7e9Ux+f|=Hz84T0gu|WXJc!CV451nA6yjJ@L%vo-8WKK04rpEE zTxMhxjvUF!*)Cq;ASEG5(qhZSjt3dw&5;l?vgH3&n=?LR0z#%uPG(JlUg(XUvV_IC zDgTL2{v;m;B?Byg0w}-&6oEfnqf(}(Y6=EZX2ZKcWpGHP6H#R*j-5UB3BceZS87o| z_9np*Sy;B$SjxjS#1C4cBYu_9g`RjPDEhumf3$&s$e{rxh7k zio+<5C49|K!=0r)w5UC(B{)pn8O5mn6r0U#gx?kB7ODhxR>(e(){jO=kgm%6!T;Yb z{tQVLCY@QuFos^_si!jP89fN#Ne*Crx}oRIrc3tFh~)h4E)R26+F^M$CPg3&do*TRwF z+%@Vvgi#PWoQt}s0I{Wvz8aO`3hJ;K;|M0M_2>cZgQ$wCkCG~>rc99@>B)tk${mZ6 z63Z}ZgGxfF<#E`Q23M8x+?8(Wd`hN#c4+~^q0m)Jf0ii))W3a`h$`x$3M5))A2-Z{JxJ=L#{a{MuI1e= zI1+IEWr-xfHja(gbrZ#A}>+}J+W#qj;8_g%#`*S z|4AETUR%+)q~`G|uL5fU5@422W3b9$HH2vc6e5$H-qLBKv36s!rs)DmKo9i5CaG++ z=B!dq>o#zmp86?_E7KAjJVZl4`rvWSL-t(*yRz$~zG$T? zB*w7fro_{xnn*Z|B+GpWMuMuqj;e$dEZYvOg`|@rZ5U1L*;D+{FM0|AIZh*e;W%gm z#olVg(&|@fY@Z1r&v|TR!e=usuD1CqmX@sOb(=Xh3(L0b%dXy;rvK?&F+c;9o6deN zQci0vBoT4U%U=O4@onq)a3Z)0#1p)ik>CiEd+~ZExaP+$J`x6 z#Au8XQrMDTJhY6C?kL&{X~C9i+XAeGxQvQiVF31wXDzAhkf-17S>Ot8<((vXw&$)Q z?oIj})Y7 z#_5uDz#H7J6i;!><}Z=#i038%01Ge|SKYL}fdL;!@NKJY78Y)r$5z6wF-Pq?@?|{{1`9Y_@_Ndyna0@dP^(L%~T$^jXD#Q+Q z#Nu%OSwyxi;D!ON#r|-VI_CNgab&XZ5tHxFWm|lnFUS^gHGYE~P;L}cF)Y`w74u{l z*RmmgaXdbUCDLYwhKGg*%t@Jt8W(CC7xNcM9~?8B9A|KR*+U)UF{SG9e8DBiJRu+l zviMym$PKCUBC#7jnpbGYh9J+tN{yZpb)WBqNodI%mW< zn8Q62t~~dXt!}KIy`=jhAU@|a;J!FU;~nf3@u~ zfDLTJ*ZC<#*GZr<@ZDH+OJTHI_onm_C+=!6NMEfz%n$dGG^M`iNmE=yeC=GO3OQl( zIhPKF*pb^pFUrU?V+X95k=!_YP)|?xMX<9y1^?GjH)e+QaGnvMJufwA)1*|7_Q=9v zQit*>^XllG!2WXP8))@bQ*l@8FId-h)j0rJS17)nbs2vLp8QLAsWri<@dJP5TOTvR z@u2iAx7#K2ih^`K%tJlc12|~kyF&BUUJOq)#Mt)hgABGxxHJkE5=^gcB6qX&HnvRD z5t&tQWCtc?YcJn+FRpHOW^;CAAN5PNA!zrve?Km12RJAr?ov|&E343E_Q-3;wrnS~ zZ9h1=JpgX!b~f;GFR!j}pATC*%yCQbk^v-hhj`p|G+o#AS!y4=;;{gIa9?BUJB))k ziHOKCl}gydeQ9$yqqlnR_)JI09>r|{>i=|n@9j?qwXOQ_eNR$;Z`f1sDn4Talw$*E zLpeTkX@Fn3WukIw4|su7Lp9`q6B|iZGx!vDHJU;=nje}0)B>f!;B%<1NoDxiab<@W zvxwh0p5rdzP?m}J?);>;c7RGR-fa~Z%J4Br!x@g@ce8vjWRb|P_;Xq``Ro=3Z>z1^Na_i;iq9S{18?zPso zC_d{%v9qie^-!0(sh?r4_FPOV zV5+nFsxLJ){`0F#wX8>DtuMTP8@L_dY_2c(uH&zR1G~j5m#`E2o4fg+V&$IvlJdzp zz=`X#+qtx#eAE&rpUW{xb6+^L=!$18jtVkDl8Q;25qHNpQjylHoO=nY47&$C!SVw* zw|BgwA;0Gte9wD6(F00i!%t_J4=<D zsE0a!2Otuc@76DT*GqYoYdMy?I+ve4@Atko#IKRCy~MkH6<566AO9&esK#IT&?0+q z_r2fy4d8pY;EN??r98v!dE!s%9dm<81G={dW6VhNNdxvD^JpHGw`m=E2^aF`?>Ili zf4f_{iWoSD9leyE{><&x|S1qScp+=Powf|QyKNpf_)w-2ySFc~eh7~)OY+18s(WX_q_ACPf4#;_vJC|-< zyK~9q)w`E(U%!6O@jW+~aACuT5hpgRj&Wnhk0D2vJehK3c$YC}*1Q?BJkOs&hZa5h zn!I_ZQQK3!nzd?h>%hgc7f-foe7AAqzPI}xxOcyS1NV(PU-5kUkSABZoO$!&_KN2w zZv1%jeb=#P*S?*5ckkHwg%=-QJMwDnzI_|_a2&?<6eXrh$D4kA`}gtZ*U!5lJ$D(k zX-^{m`YX`D{v=9ppojQ>%_8ELH1#v5_WQOCF9y35DA{whaEA^jq9FL96*N3kWDY;wuUpp25U zDXFZ|$|*<7Qp?ZaK`ph`z@#m<+2WDT%-!O-2cLJ+WD}j>;(2E}PA6#4qPa~ggz}b zA_q}@Fv6WEY_-CaHjGu)PB{c=RSuE6FXFvn|mb4Yg~$1k+vB!U=~>+UzmYUfyDh zlb+z-iT~|3KKr~=U_6bp_g^}d3sm8S`N@vZLAOH=y+s>s^uLQ9g>=1vUU*Tb;0^oT|y=0AQIK)@T-mf$`a; znQq$Yr=dRUtxu-)rrK<=zLp#%z3sYNalsCoF>}c_H{C7gG0n5n*gegjdEN!nH*i=p z7#}t5^DWLe;XIhSfdNM@I)nL4ZsEhfdsy*@uah_(YN#2f;`G$pNMraQq6g&7^F!z! z&ktH~oR0()=%JHCRS@NsA8Oemjb;J~8=qyKS@zj&&V56gckW$6lt!vu_z@8x`sm|R zO#k}WsF`ox`RAdB)_^yH%-Z_vz0Q8H#|UGrd$GZntnBfrJllNG)^$5>cjK+iHoNbp zZ|~oH11_905e{7ceA>x}@PHGBxWg@ufQ-YAKH7mE$gSs5F|kPI4#GJJ*2h5Z=tzJ} zHz3rdj&%ug9je+hI+o}}c(*f2Pjr{UTltQKJ`vsvVTcW&6mLesLf-L|7d;*BkcU0& zpfFTD_0(4^m;aDi-eB*JEs~CJr^z2mcXS zst>*nb{8~Z3|*BI72ZrID_mgPyPDEH!|X*Pt`di;Mn0m=@iaz zfl?ge;%LC^=;J&KWT50;!k~yGq>sCaAbt)>4|7~_W1|8Us5qENQ!O%84QvS~dp5gD zPLd`f$r%bWnMvSj5}z=X#zCbqJ8GQbSD-AKC`YNZR8Ewl6+LA`6M)gJFu(?RaV0E4 z`aN2PPc!PkWtF(J8C^b6ifZ%aJlYn_*|6pv_e)b34R)V?@r#UQ%-=Kb#Q!HXI#VAE z6OY3RrJZapb(?ftV8t@>pNu_lkLA2nI{hP6LT2!EdyJ<%7er6j!DLk*(MCZBDoK9c z#Ge6m>siqnS4blCpdhIR0)C}{p)f!#p@b;XBx+H?4wkSJg-c+_F{F@otufykDY#Bb zzLieaG%vNRFXizznW~01aRSF~ym&92#^xPwnpc_pMpU3Wr(lDlX5x+tp4eVzskJ54 z0TZ|=m}m?pDLZH9LbV^%0VqK3s7U4pVi0&95|Lu1=SxON(738~tr&Xib)^eDxo#I5 zbVX=2$bbO8?zOLP5XN7HB@9v)mc8wDZ;e_I-xi3)0gGkqWAQt-$p1Q#viqMA&;8W2c2O95`g6LE}6;6Tkn)%9cx)TLjMY2X~7uK;0aGKLmcWr z;+KJa%P`||%x5$6u~9=s_XYE&^n1sB6#VAhq$6L*q}NX;Tqi%jR>Ok!_H7%NohGb5WOiSY6Nh4{C(BBDV3*aF5oJfM~~E=Sj~%^mT)Zo%qG4 zE7=n;UbCOQDhg-&^P%s<7L;K6xu`W*ERONT)SWV%8P~Y(o|$52sqf{#?BCIk{?&v- zrnsqBn#8ntXy26N{6asjCCx{gDi~!t*+mMhpt}8_y0WYgf#7Ugs*mnj3kV&1&a^)lrJrm zjQN`H)uQhPagccofY!po0c-%{G_It&FZ@ty{EW@~kWh-!@9$KD@W3Re@a8wZ0aFs} zHsT>Y6i@PK;~OxHIT~lr*vLDUV*taDwhZtL$z$m1NZf3X_PmM$Bk=T4Zy+*acJxS( zysLyr(8nSP1XB>LTrd$8@zi2u25HdwaxfAlv1uM*zBFnp9KZp5 zEeO3YGKf(8j8HU^5DEVdz?M+`n($rV=QhR&j2I8jSP`_$q#fd6K5S7w5-8{D7k z^43Tn{>%)~&;T2!8oY_#8qjhe5Du4a-T$;f8oI%B@M!cnP!FxqWom4N{w<*jk-7#^ zXAUtORZtPh(fD`;0Z^?(luW(Yu^rv<9o4HB+A-}Wu^#PlMrch6q`(o<@hdVB9>V4m z!z>h!a1{IQ6cO?iSwoAS(3sXF@)%DRSMfG*ky3Cm7j@A(7RDEUu?&Z?!}{Tx5QXTf z4tCmu8qJN;l8zY_VsvKbJ)VvrP!jg8u>ooI?Hv2j z;NUSSlTsepksj~yDWTFVN?_uyZ9-f|^&-pU035GZ3P5KDq6NmCl0;WVFN)KGIZi}J3H za@CYFHsO&LoH8nH^EPb+E5T+f#jGnu?ki2PEQND85mK0BV=Z&ai)iEJByu7t@-`rn zQWA)n2rw_VNpSqEI{k8~0FxgAQ!pE5j;J9(DAOaRYB3oT^;Bk^1}PekOETfJ_U5e* zIa6lD4&T19LqHSkO0z!$ZZ!ckKv{Fh&M^UA6D`(JHWgI8XmjCk^FbjrM&9D$YRRN{ zQ}28;U4YZ?h_geB6BX?tU;jF*InN}1T24+#)H&0kOu``nFS37B%Q_t6a~uW^=S*M)Di9A#zlrU0b43eQRDjXmq3jgY=c^_;prpth+F? z__{GwKa*eq(O{_-VXanSQL|yS)?o>*5p`8!-SHUMu~##;Y|S~7G^(8W@k20Z5CaV3Me4QtlD)_5A(QIGCkkPgIuyx zY42!5wd$0%R2A`Qzfo#gm1% zW^FyTZGGu&byqk?);1#2V@@_@rAaqXtMUHDTk{fUuX7B6F~hcVaG^Ia9Tie(<|7EH zCGhZ5OmCbZf@q5rQUn4rtx;5OvStEyG+R(}pERxXlXDB!bNdr?WA$|Dw|-HVhE%s5 zDRzJPw}1WjbuU(S1sEzF;1tNlH*r@9moQm(S5D88cSY7+(6TkW2xP7hZ}$XHi}z27 z19=Ci^ZzU_Bl~i38Wl&Qw`L0$QrWF~RpNTZ=|>M_0yTAIIwGM$=xE6|CTu2Pg_0+| z&V9uZe#udOt<-*v_=p*{K)rT#+3|m!*nfoqb_aNhZL@&oL8a6*fx$9@;gomdwk&(s zU1DQ`^6$bjc$%1rBKrq7wiO@Zp>ID}T>+3r{e)cqQanyLkE1s{(<3KlN1xjDhB5FB zmFx8$0wiphQ{Xd)v+-se$s~p>HHpuMb;UDF6^IW}h)IozIT?vP`ID1@8g>C4y>=O% z_>}#38KjtsS=k;fE{nDJSlu*?yLee8*n#b(URZX5eq*SHx3$tZnE4dK>Lr1~q5l*n zj{la|3r84^^!S-=_Ne-p8V0Fn%yW}}7@9TunbUAl{J10*H+v1)gJiNIKH?c%!c!-=a>KcNcLxN8 z>`F~jl0`6vct&cuariWOO5GViq0a~RE|$00ELB5yZ+W15*Ev7SK4Q^Q7&^5a`k|jQqC2<@n^}(S7(B`&0RI(d zqwPAH3x()fSYScABN%t2S;n{o+oZcoC1_8j!)aez+5>k7aWA=?Wp&ilmxR>Wpe%Ez zvbyutLCy-LM+ZW_n|xKMtq2OTN8$ z?+S*(zag}Ymy7PEmpxp#`>bAw!yb;?#FHCbnVGp+T%+;0^YX!?weFIyS9~F2CaW=2 z*XbFbVY(YR8AbIl#d(LxS;);fy@}jaN;Apdd&!&pzDF0zpWMnxeW;1y)KNXvRUOMq zdCRxF%fCF<3o8>(A%VvnjK3Jy&3rW|d?KMWMd$LYaZb+pL{J9@=l@C^=$5&TF}ly~ z8r%p|XP36GKQ)5}*+@?s8V}PYB)!LJ;?X}aaVgtWBbiDAF4HyLRXbfuKV5!B9luLG z-alK_>3!8lyVYHtz+qk1`Msht(GU!BEE)LL6|$DOI@du|w|kw7#=6(*!}GA zisP84gN+Vwj+xzDo&CjETzVk}Iih>qulE5d_k+$#+q-?oTUtZJ+q!x}$q$OAXSzzy z-F@Ag+?iD8mz>E5wB57z-Sb=CO&!&dq27@`>FJ%->p9=GT($c>>Pu-tNsizPe%B3N z;TL}4A@XjW^WkeQ&L!SB_U}17QrR{B&Og56L4Hu$UU~PSMgRNlc5G$GPyW(KqR}aJ z#`*QT&G$)Tnusx7y>ouud%pO79_ULqK!twPOI_(9Kk}8H=>y#9pWZ>GKJ!zF>XFUr zufBI7T=mo+N%f5mNzSxdA;=EA2(jk;Tf6?eNk|*lRDnme~P0XoENzPf}g;F1Pd12 zhftrwh58U8B-k&a#EBFuPBe%yqeFe)zG;)D4V%c3B>%gOGda$jN|o+bx_k*Urc9S2 zpK0r65~t3cJbU{53G}D7p+t)s4JlHZ(q~MYI(-V2snV%RNm{*%HEU9;T)TSx3O20R zv0|f2U1~P%vt&_|xqS;auH3nF>)MrzEHARSdi(Yz1~{eZ}UyM7Hjw(QxB9n7nTJGbuLynE-i z2RyiN;J=3(KRz6v^5x5eGk*>}y7cMP!QHz@J$t%$`0{!G4n7~l@!`MQ>;9dc!iO2# zw@)~JJ^O+dExNx?a9@6f)QV=kiBd{44M<>2DgTXwU`^5l#bARD1~n8;M-fGmG}ut3 zmRZs~)76DjX$4}4TaiU#i6)*nRfZ})bytfnz6j%7e$CidGJhe4V~#rJs2BmXHC7pC zLJo;pG@kv4WRglQ$z+pGJ_#k04){i8Z^G$@9C27?d0cj0ehFrn_<)lRc49J@PCV_P zR~~rrDHI-?`LHP;es&79(VGsnClQ}_-uF;K9$|x2RyrYAV4?#eh-iY?aM;sH4^H~v zgq9jLQi>}=1y-gXiU_JzD2_@hshg_h7K<^i%BqVr+DK!KdF@DRt+oPI%r`#%7$lLt zYG&kTQ4ULNvBn;YY_dpBS!J`hami(I(Ekc|X0_IOX{MOhU6)Qea=HnpcW>%b-Z$ad zv)-Thk{p8s=Mbm*c(2M*EqDE*z&PK(EMo8DEkr$JW>H2Xjl z8H7+h<8Iw`@9vV@pS}O>Bw*PFp6#znCSAxB+s?QB_Q7$>{r6dYUyptE)jK74_p9bb zSK)>yPCog+{8AV%yb$BdE(93Bt09g*PGsaqVvc|Q`tPs5=DU5KrO^p+fLXbBp>~;TT)08A(WV-c*c7P@))%|Y$O9D-5A*O z927mb<&AnPVhh8vhr=A6XnRoco)2B+7r5MrFd{3T5fgX5BoadxOyq?wUZDz6l)`-t zh~NC^CnWm`i+^0~q8GpTB>(?y34qBVpc&5yra4h3O{r6$0$nGrhWx2d@3ElMVwXX9 zxho+Y{K$wrIIu>MZBdMJ$qCP9j&7*XCNHd13}yH*O{s`2scMQ2FL_CZ@vw(B{Gli7 z0x}vMag>NlqA5@L3tjL+6{<+ZC`KWQQKW(uRJ3B`Zi&lW>T;L&1EVj03Cv)U#sM}M zBN@+w#$*oATg>qebkrD~)1k+WZ~V^G+=M|sQ4k{zsm2|%nMXYBahw+HV@NE-p-+Vn zCxhhIA>Vlte+399*g(cJ2t^bL8AT|M?C0BNNW-+iMMIb@sEOzn&`kpFlb#e`5d$+m zQc5&1=+gjlK#ji-dUeuS_Hc zFJAGARCM%}AT2CNSvgDhF%G3GZEP-E8q>&1cCs&6!#mhqlgN(ascSm_WcqcfqiCZ>{hfeNXHo9cl<)k;t!798qnSw;c112t4a%VOXS>xN_Q>Ot*-a>;xUJQ zY`Z)jS$Dx3UXXh9m9i|akq@g1^)B|k?}aRVpA6+Fqs9RakcED)e8zC_)W82-PCKSH zVAZK7Tye~%f@!A_GE)u0cX}6v-@K4MVn}Wyi4=(Kd}m1=iYH20;Zb&S;y|m|tQV`~ zTC5Acv_9pf!bJOdf|(XciiKN{O>*OGL}VVWh>8nlMSFbT}%90@n~j$ecfMtM9q!t za-(|U$c_lN`FH*;>atHxVe&ZJEOn;#*#dNJcB0VQk_zsKEd^F@KN3`D6(YRF9mGzu z<=itaI`{wF&8kaxEH3nJ`e5*#R~%JzeVrDsNB^B_R~CHhg)R8OPnz&o$J*g!FS{@y zj_Zl59pm`W@^ZNRoo7;WkE8|HYq|EjV$q@NT;;YXXJDvdbgBN_iifr9qRFtdg}vcJ?o9^bym|x z1B?y(E*Eb0-0S{}1~7mP)UIFfyxqUg{8mq!`OOKh?$~UGtsV8jj*G9k@6^vb)2NY9 zri_H}E}yo+=qU|t7pn1)jJ)J8cIX^Cl--M-7+bxv`R#QcMxVcK=nq#>9+&>~o$i0v zukQbP0Vse0=Xzf^8?Rh~BjUq;1cg2EhcWZlJ@p5A_eVZ64H*F^o+N>?{n19xNtD1fW?N~{nHK4Ma`fq)69OV@yV4k(6WC^HDa zYZ16>7kGT}poYRXe4|Bz>mi4F*L)g8ask#RBWOV+m~sr^9qq7kQITQ};(ai*A&bX& zGB|_gcUwmnZ%UVg@275=mwi0wh(7p(Kq!QFMT8brdQ1q4o~AxbNN@m1g{Me`Q8@n! zn!t*kkcCw=d$s30(9 zjzcsU^0Ii9M)jk;ZxN2#@k+X*!l8^jQCop?6C9 zh?Sr?3#OodcAeFPfKH21j~FR3;aa=oudEz@4!rTjUgHVX2H6Q9iX4zeSas%Oa ztOXuAYNN>bhvaFVL^@z`7kGHV7BNVEBk_$-dLdFus$p@7Lp1+BS893x$tsuFrJ$sV zg)u9{FsopyfBT1~XR4;+1xpm_ro35@!FiS(dZ)!Y2_G7wu)(J#dZK~qtj;-8`rx97 zO095oO|3;9H9A}TKu(StRr+9HE7_fuYN=a>sj98(uJKk$c7t>IG+g*O6ihJ;=>-3!_8OEsM4BR#UHiIpSjvtr zl70b8e~E@@bv2dtN3eFae^;5Spy;5THVe8i3L-V3UYUv(da2^X8O7;2V*;IVhA z2$K-Fb_%jTGNLGpxQR=$EbFq3dy6wA3mABvGfTNZwWyZ6K;L<@f3gwo;$S<=I^!xe z-BPZ|N3^Adfk*4EsiL%sXj}7YAy+lERO>0tRi#u(t3S7@3kA0G*P69@wg+m2YfHTS z_qJQfO03AH6$_SmOJo^431&&Ge=DbnV7-YDxP#lFg&T{C>%Az;xQ;8n4G6iC`&pHX zzNm|>nX9>Xr!GFqYtjg3hWU5x&@DmBml}tMr(6G8%fYTQ@~+$GZQB-Hc|jGK0+eDg zr6i($z>8h{>YtLv3onGW67b4puN*;!q;oP zWXZzU%e`&+y)(SHwm7~wTy_vQo#+dr{A-N@roMyezVAzNl{!rgu{$zpg7$mAL0g^y z=ELMcF3O?0HIh!p<&%))A1}CgS9LcDyn|nBpny?%Tgtl=d}Ehp!M2*V{FlLKdc0~% za0J=GAY7rEkg=8!y>&{xclyHDi^6|wy)lfOG)%+ci^GZBa0sx&Je-|T+&V$kfuSpM zg^3WKOP*!sn04nJO?GCe_AwGzX- zxGSqc$F+ur#trqmYg|6~W*BWurf;mPx`0>`OOSMH$F6s`cpI!|*~cp^$bTHj){DX( zs;7o4vWD!vh^)xrENe4mmyYb0kZgiLjIK;Ym|e3GL!}&R!iI22q|W5Yq-&|`OHCe0 zll-X{QoG7l;dnh+Asr-U25gvQ*2 z`S`H2KxCSrn?u&j7Mr&z9hQ2$$9(L<(_GEijKVV=$TRJs3K_EA{Jr2T&OJ?E25kNmLY{~mj4f$)o>YV?n-_gYG(8T$iu0iaPa{?0nY?HG5c%KP*S5a1v zk_^PKLSC`Z3Y^x>#YyqDBM>~%zATj%U9iO5pd5|Ycul-<{IF??Saht?CtYyQ%z7!E zx0=Axbb7*qTfNmQ$Tc0)*h|wiO_st52W3DA1i+Sstka6i(>@K_lw|;BI447`&qaN? zqD*Xf*Q5IY%Jc%&oU9z(Le=+-hnP!dG@6G}gAey$bFZR(pSgVk94g813s1_>=SOs^ z;=pCAs&V~86-?KjIC`XaQH0U9`>5B({AnS*m9o^UBrTAFjf!`hx0ZmR2T7-m?ZPkI z-jR*H@Xf+;VA+;U2nxB`A{ze*o$c8+9NPaqS)?tqsEw(yJ$FyVt?nW7^(?RZn#k{=v|o+}XwEQsL&XEVbv>h;4l%`!|oe>_fVn=h5BgeqJ*9 zHq5h`SKBS)aGa*zJqsW;q2fL1Us>rU4C;ZP2%Y}I^N!6#ZoQx$>WQ$omR{=Vjq0Z@L|t^Vo<&p&lJ>%Ly=3be^AdAhmo&JBT>y?*QaY|rkX@x*?=#-5k69ex;2tF-#z z3hgjc+h>3g?b42Jj#%y1p1UTlyGh5dl_s`fyXO*3;&e^ue-3qlp0+T4=n7lzS&8m* zT+$TV?pv3!D$W0jdYrxb9^dr-*h8-GXBh|^O2_^_>ZGp60e^r4Pw>~k4F-?!XOB4w zKkE%oq}3Sl5|4KU_GQJ+@I^b@9kKDmo|uTr9KmJh$NjEete;am;PNiDa>Q$^+wQl9w)$3QVI~~~Ar!SvAv}x6@W!u*6TexfY&81s+u0D2W z(Uy&?b}m1_fdvQdSJ<%O!Tj#FYnRS(x^MXM>Fuj_@??DY9Dn2N&hux-k}r=YUHWq7 ze3CP#8>cN8G1#$@B}*pF_HAsrb??r7+xKs2$$k-g_RO|%;K`N$F5cYvbLh=!(?(W3 z_Vxc?*|l%ae!cp4@YAP*|DKHe`RdfmqZg0f{d;8Iug|An-~RpB!}0Iu-#@YObOf0aw*lFys$V4-3&eB%n?9R_TOXr@<S01rKxW=M3>tQH;|P>Mwed@ zO_WlUkGu3z@zmS2)&RX@PgIU+R<*y`!b3GxR%hjpQ=fwt8atS`)AeXv7t}SvUMci& z!xDuxcIppL9MPa!OZ0A&4p33_+fn9 ziTIm5Jrndaj8j)VxK6v{_~evP9+?>0jDtOPl~>mNnU=>Ry6Elpo4I98&-0IG@P_VB zKLC|?-qiq+mVWvNo3{Q}U{$i3YVNBpu^X`5o|pCNtz2PiVx`)bm;eGbaWOc(DQy^{j{>1tEw+5VBquXK|rXKy7>7OV)|L zCq5JLC`R%NNg~q6J~(=$Y}slFOS+{$hKK|tf}qIQPBI8W44?sci-Z9U$u|T#P?3vd zWFsAE00h`Uf_<@ICH3W(Fumn31shlg2lK%YiV!jsYuE`fW2e!P4o@;E?DOB>3C$uI;QJKr6l@VcfMQG-#SG<@7HN7~C zr|pQ0C>mq<(3r-oy~KPb;mAe$7snd$v3-1O(L>@O2)DVUj`;uc)XH>()3Am z-x$XV@zj}CrZhA6AXF@6*)du!XLh{XWldSu%U(8-JHZ@~teE*zpuXx;QFP`r38b9{ zDJ`1PyJl0fxuI-KW8X%=E zRksJ)VpE-(Juybrn<=vDRS&YPmplt4>Wdav*! zRjR^Ou3#ZxT?-hFyYf}N>t(OtNUQPGWql%)h+ zpzcA^%3AiZe9COvmrHOV&G9uhM?NkRk7mm*@HN0UCclbFU zUTqO?g<=zjTGWu)i8eXj9tyEr-o6RQBBcsb-W|uT0#+X)FYC)x@5JQ zBoOgz7Ckd^PZ)K?eUn%+M3&2CXoHs~Xw4>C;hSyr za7dgU4&Shc@%cr~Hmzw(ak_UQj$VVBH){WohrB*W)rG1}zG_x4_0_I^nvS%mJ!FYU z$5I9Iab=A)g*c>a`V2{teJwVNSb443QiPABoX4QMk0No9Zj+<^bZL8;kk{sR)w!*= zaD1EGTjzS$chZ7fm|H3>AbSE5_ijtZ`(X37pj_0BXExnMAN2sC2=63d1~*tx_izWn z32kVF?>+GNNHpOY-q~1@OqQ>cln-+!T1Zj6Wf;el#yQ=@qs2_*o2L(`JM}~o)92)) zH+jmLx^h=zZxn8WnpK|`^B&jw>BUW>uFLj^=KegL+CB0~f{i11l2yu6?w>lp>TI!Q z4eHSD(X_uzb*o38+gTs8*R6kj^*aBe1Yozy+0hQBw`cS&^scw~7fVq+Lq?T&&%53Y zKXAWS_TYmz{KD(MS$fdJ(Ij_W$3!cQNdrLJ0YD*wC0#hJOY1Pp%c=2Tt;92sTZq70 z@VFJ@JPUNGq8YiODiG4^K-0Sw)C)muDu}ePAKEh`f=I!r`LSp_t{~Gn9O)z7V;}bs z1g0B0ER&~}h$psbh>xg2unGh|+A0Jshcb4lRhQ{2kHYi?2AGv#49OqgaqKe zs&D{1z_ahOxA030ONt!vJFH9sp*K;bZ_oxmb3aC-hWL}eg^NQuTsUlSlwSy@V$!h3 z+Z_Sq9b2NEA+o6jT&-j36bS#6KnXmMk5isn5w#=Y6i~aZ*V>O$OR5gctq@MK1pvE13+&BqXm$SVCg7I%7;mp6p4(X#qzF$~3b=sz3l6kj84f zMy2FN$gvE{sI&9aFSFP)1S=`eKsdd7Fa*;EuIvVaQ%A7eto@5X#T$+a!?@a@4PtOd zeQe8(a}V=)8GsB(fhAlyP1U>vdqO^g2sEefx&b7?08V+6%BfVp1REi&%&bI%3~d;P zZs^KxxK6Kh&anTKL&tEG0g*rovp5Ch9YP@)w{*)SA{t$wOZFtoqtd+P!9as7NcfDE zWwMn4xx~O+nqG-9!t^awm=GMhF>S%f7F3B{D~a5b%pW|fDzia;lEoktgkmGMx5*=2 z6HTS7OjqQi#e_*9Tg}zXwM&SJ5q(Wd5E5}Q0NI?)=&Q{pQ2+)=fcVl)8@Mr|4O0ebce!&&gdj5u6$DL%uagPPC0Z3Z6FY`1g)CMG?obt zO#88tb|Gd*q45Ni$K~W@7Uj$JX zJT6PfMT!4lP-d@Y*TU#J!Ps- z`IN*uol{KQ6+Df|@X^7<98j3_(@|VOtJ0oRj4ov}RFGiQMGaVhWx6HvOeo_)DWehO zqo0_x$R1J6mk?1D9jivD*oxfl%)~_NSs{7 z)p`G`jL{%c!1C2o3f7V$o%w4&Djhgv?b&W%R%cZ>deDZELB#&cv_Q;9@)VA>ET%B! z*7g`8CHjv73D>$D*K#eYm#M(J+*+UV+BSuzELvAhd{<5+h_$g-wO!j_xw-mb5ycQV*wlT?)CpJ|!fAWVeWn^>19(IB$~h;>bi1zbgNpFtRexeWwD zU<8fz3Tx}ws$10rSbzxdhmuWM(H-5dXn>W?gO>f#e-YA{Z9CQ#Day*uoYh&dbO(B9 zjh; zUQc;X7;DH@Gh5Vq1z!o!Sx^OfRU1(JMYd&I6@fvNC^82{GP<2#R$SDR$XkNt+b8qe z{Sk>?Yehj2wySDQ!!2N>;~&X&pURwDJfH(Szymn=0tx;CEvI6>>wXbd11rR?om)WQ|fO%|9UK zUHl8;{Bs9vc*o#{4dty?w_MMXS&!vqUNZe1aE-uMxP@29V)n#Z>YdNuX{K_;K$Ig} zIz2t`6+!Xkl>k)*Hhvm;JuZYuO!Zygms`R5*+_^uGJhpa`n61fElnYuo9q9Yo1^2O zkf7gL1SjIEA58_#0)89E?PI!);0T^zOTOeUC<8y3HAbv&S;JH0xsZ#O@6*lR@INafCbn9f5-&{UPOK(mbILDYp;&;|0~ z)@gRYt+i$=#%8X*Vr~8`g;Yel%-ZKA>oF!%c1Kj&(q!Uen<_N|n=zf8>hfqyslJ7r(V1rM zM{flcY9^Z23COPQ>ItMkZl199E>|p4HMI86wVrP_Ry_jk({~2O4JjYB+S@AIJ!KQ@ zR>a#rzDzox1N>FgieQLA)+fMiF2RnUFEEKlNX-;^2}T~#4F4{fY+T27A3W%6jb4Kh z4{gyVZ4@s9A|QehXz>xC016m@YB&J`fK`wVX>5B!2>@Ll2i@D$Z6HTk2M9mkF7nH< zm*AEx${_Av9VxH8&T+s7pk40YZEokbPR~H<{Np<%E#hQo>MUKAsvc9Rz9lhdkE_P& z_$+S;Ja6>Y;t~7D_MY?GYS#mS@BN(b`A%cDF5dzD%p3nBuKW(vIA&;FD@|wHqq*(t zzqZ@CU0?-{^Z|Fp%sf6tC1l0ci1IPAHsWJQw?PS)VC1VG)*MwW!|=oX)KCpoAK{<* zg$U060?zmPa_c;5Ek8WZC|ZFe74OEW z5L-`qPxJA%t$%EDH%D(QMi8UnVmhBKXF8fPj&B0d^E2jiUuk$%m;_mS<3YdgB3y}> zxRF1AUk6?E02gqUt$|BuQ5zZ=t*ea^=d7E?>fo>5(N(nKm7+ z}Y0u3tk=d7Yek0MQ~bScxOPLGltX;jrKRaUKP8l`E{Bu$nyfekBmEZMSS zEul^8HLW5+ap1s-lPFQ!xrqef&8v4W-@bqL{@ojAFyX>+{-9N)c(Ee8j_KYNG*|B* zI)doL`SJxW+(3a8UAn}Hljzc-)1v8Kgc7#XPCoizn4yLn zZU~`+5~kyhHY1Wajyvwqa}PZ$ve=@F^qgqUIND%Sqm4I?XyS=2?zrNK?wIq-Ehnk; z%S07b#1KKmgcMOm25l6jlp5LeQB+rwl#)t7;q=l_Kiw22OhWa<%a>=O8Prp2ve{-+ zSdvuKRdZe?=OmnLHOW_IjWz$8CZpjAD4%Ps#R+PL;ssY6k~Q|2U420sDP??N_Eubm z;h_jxvN6V(qmw~uDQBGpf|_clz9yQXrmE(etBt^_2yJ=6k(;e>?DiXQd;meh2?PLp z9C8OVkY99TjA5*D+JzIIv)`c;ZM5T+r>wQtVwI~3Vr{yS+1g$Xk2=II@ce8Nm@0en8l^&V3!Kgh$XPb+Nol5Ee7gd zmEy*kXN{1Cnpdm71~=2M%^jO;v*K}^tzYowg>S$GH=J?6B4EI`%OPtmv(hr&xZ{sg zYu@3LQ(n2{mt&r}dJfnyuIK2c8+y9?u-h($?W7ZLy$&{5y6Yc~BMpf(KGTiEFcJ*o zkGq>AqrwS~*!%7S|2T1$x?C&~k{d&Liz~MzFS7L06EmhRD2?Qb_Skx6 z1I0!cNCg5en^FH;sYtUL)4(QGt!WM2>c%uq(I#(t%Z&v6rYl~NfCRx3)&W|000Y2q za?Vg(B*O8y8{!Zhk!z0OH0Q$~0x^g}9O7~ufB=7dPF$i}VuAKSy3)A|MCnL}h3NIV zD?TV+44Yl;Or*Qq?TB{=qtWkdqz#AdE@EkP$1t#0G2}&$c?WrtkX{i->f!MsFQb@9 zxaUWcyyAQ2qgj}cH%O3_X=XxEA0r$2rm9?peR7(UNa&;rpLGRKdYWHYly<*86$+I3 zL(SCSLcmj^QZJ%H;ARA&DYi7QQC1tw1l2YOwsFvdtl6b5UBj3Vu3>Mv`WtW%tYVKwXe4)R<8I^WzYU;FA;AsWB|vLF!X z&}skJ&^2g6`EVyb;04brYKWfflF&WUp^bskh(yBcCm6%nyMqz*UpYc!KV$S+a}Wb1 zfP6(mKL*h#InRz4&0`@~VzQ2Q4`nJ7=^%+=(lY5HW;!_ep>&hp4$G8$-TYsAkro^~A9>)w_+a#80+#KyCo-pf9+QQZG} zG%6|Ktw>Q?J|Z7C$xcZwB$vCCm_C;)Uy1H?tBgOUjm8q#g#!S$>s%S*U}mfu z2d^zvF`OdrQ){EjT50A|o`El&;oDTa;6V^@-b`-RuqzU5;tI@QMjl$wLc{%cug-Yp zeF$9O8y+~X4xTinD{blM1U3&8-gJc*i(!0d*d6ioFcjS-A`y2(8nzqW7hj}eezn-e zr#0-BYEZ)$EK@SI+cc8q zQu5l^hO#E5?3Hg` z6f+3g&>?U2?VGO3FoHl=!xPC$G;x3>R^}CTp(mpg0aKzVXweKJ}P`p$$BaPLP9K9~J*f$2~^=&QMP= zUMM#ms97#z8@+huF#as86^3(Z*vNJ}-}yL%#Jw5|J?YiMu}6@ebfsh8AvoD+_EM1w zldLw#Bayn)bwZ8(#vuLQ_=Ycv@{zE^zkN(LJN@Ux2|axk|8Bo><6T3jru_jN5S0KC z)!lJdUVvBMja94wo?SGG;NgV<(E$l{#vrs!YV@DD0p6_80cLzb6!1;oP#$oMfE-*N zGbB!OV48x3UVdoD=#k#zn4apN^Yj~{s-u3^bh zj1N+fpUn8eH^{;Ov_diHMEp@3&(z-@HdiTF#r;{r+U?(ziA4s^9shKf-4&n#3e^Br z3Q~0-Q#BQNRn4AFP#|;-FBxJlP2#*&M!=2P2kHiI{22*cfuIrE2@s0{C;$vS)92kF zcD!H=${=1{TrA>ZF6tt7Ab`j9;4cEB6E%p25hFbPNb2ZbsUcy$RMs~v;leP?W;r3P z_0Eh$;qg5~&PAgY$_O#Mf-896^T1K{Sl`HW1oe^Q(n-Wkm}5HDmXC2%8p@*Kp(6vE3#Dpk)*uBL>iUePSqb z#-hMmy!nM?>|J=l!JK6fMCwu};!OvJA_#_{3F(S(n4+L5Tr|Z{q8UyP!Qz538hy+n zEjCW1?cz@YWl%bRIR#@;8s)m6PBDg>JA4B&E+adUT?1x(-BSExK$;XmvPqnX z-PkpmC6NR|UJ|zjqS}!polQb_Q6%0)V0Xnq2Vzaye8FVW1)G@{;YDBv9#D8)72RCm zV!8@bEtM1db@+0`9&t3}Xfad9eBB)giYJ$?AA6i8ssGT706pFfvD>dRG-W>r} zC|=OPy4+?&`1-D>oJCktS*EamcdH%QqZjh@{aziJFvt8g>4Qbw0z( zVM7%phX_xrRhIibO-b=_`Dn_Oa`mMqfq<#hlVs_wYHvnX`NfP|&AypKrp(5;@Y(@VdD#C-3>fG^#q!yJ32|}LPUBzPRV7LRpa|O6-=t7+7)KtAfiuLUbLeWZUdN99Dmnx! zkn-%%67A(6fRQF^4>If0;)An7>yJ3=i9o0AQLD;P7CnqZjbP)phNZWj);;yhxQ=VN znk&D6t@EVey2dN^y(gN=YfOycOwfcI-D{nm3{nVczn+hheFFdtKtPI}k`-*i5^hYD z!r|u0qB`uu!cqYd-~n2V2(>7Sq9mq9Vy8HUEOq8(;6()8TS%5lzPU9O0TF8;T!;MGK2rZ6|Ii;>dyl0kKS(Y`YyL{4zdR0vI^tUE^9tS?e45! z)JiMWR;^Ul9*|h)jbtmgdTq^t?aPU6c&ZxMlGs*ap}Mlx+A5v9Lf_lk1V?xYOKeo# z+HKzE?S2yMQ2^`!uwS6|jI|Z$*cER7Cgg%9u6(@`Spf#Y|z^94)d^m7?JP-BeN=}@kUnDChzjDADN1p^HLV{I`I?JUUh1%wsP(D zR-@V8)AoXAGJvP|mTmtxpsl*@miSl+7#h->wnUE&#eKT3_rdSj0V-4YX<*_EoMhX< z`fuTuf>$)GVkjm77chlZDx?SyWg7D2t|sM*5U5^eBzCB$z)vkbQ|4`iGANH?jJoh}6o*^6 zBCN~jfOT%6ivHnMSiTYcbj0(`6+?oq|*vS4kOQvD&>GAb(Yw-9=z1Vk1su08uJm)4@M;ZpBjaU|7aeT`*vK zX2=dk=+YTQkMOHpG*e}Co~>?cdNiw+@(K0I31Gk}4gdlK%L^$7vea&}+#*h+$8OH_ zYs25(bm`~$&5&!a2OY1Njby1^8)+Y0a@e6OCs~5A_xGuzUQ**z7tu{PF zer7eAc(Yc=txHH4*EX-lLu{isOwV?Sv$*dDmL24FjORl;JgIS;t2_L* zQA=&kfu}Si!@rQ2H6u52OLcfI_d-;!7i+^8O80bsiMx((Lv1s5lV4bS^H`U4cenL- z>*fFYoq+mv9ieKQd7n33%XK}E0w*-Ad#|}ZJF0ASYSq~HoJ%r(GxB62w5%B3Cg+7j zHZVpOG-$l}*Ocln{afC!K^%N!M|(6W=L+DUaaHSqf)3MituFugUn;GzsZfFOYc2nHa4!~;xh;2{)SK*JMf#y~@%7Mx*# z0fh)Uz@{8^+|eS9I1&lSAW1Tb$0Ch963HZ$T#`waa?)q0D5d`#3ZJCPVrr>w%z>(^ zF7LrAD|gH>ryH=m`X#QW&{`AAu98XSEw|o$b1rO>u`4pW3RCQ_!T9_WP{2U*tg^`_ ztL!n_6z$Bj)f|0PwA4O>G&IZ}T@+JQa?@r`lj1% zzCXkZuRB?1Ef2g0@lbEQ_Tr$<)%nZ|554rFU~dgUfOBp@1)Y5s+6Lzv?>sB4s1OP- zwB3-~GRhc%1PTZk5rG3xY(N2o3P{&Rgrpe585hS$z<`AsaK-=z*hQ!T6r21PV2OMT zlHibrJSpIW6<(O(hIc#{$#fBr1CDg7_3_aAcOlO;v($ge;+Oyc2)(o`F zMpIf-Pqp5f>)%KfF4eFBL=eCO5!4RWS8JVBJX_g@aJ&b3{Q{0C;)uh#L4q|;5MA*o zwpacxc}~D(Sv3yY#GO^dLGaLH@4^eAm|R0|5&7^00ub1Ia}#k)z+Z<97-I}(JQ<^f zh)8#sb%h5m7|3{Jm;K<@ZNDA&+!L<1UL_r{qvDH&*BGB~vV6JCv9=spDv?Qss$?-w zW~;3?E3~~Xd#pF3j}~Q=M6q7FX-A>n zU+PO0y;^Bp6Cl?{QHtP9A~=eO&f&xsw!#5NfeTUu+Pw2N3to_If1BGEz<@XT1gmfM zDOP^;6Npoh&1_^-+~OD)A6&744Pd|!wz9P?Z6W}Kcv~^ez8eS z{)VrFHPow_!c# zJjPOwgqlUT75*|n@M)nf*${^{e8EC9l$;kh)S(YyKy#Wim%sKEkrs@hMMkVh3p_zZ zZ@NT@OY}$+ok*l_o)ewvRFaHPCxaF}!~mXvkr%-jMvG+(AL*b5^314>anJ*eX#{BW zwlbzNJ>!jVN{02CV#n;^QIC9t3mylPr`Pc57J|G>DngS;LFLbVj_HjfB~!mtY*Lbq zavIc7+ESN#5~c$LTPTOKEK)Y-R5YF7bilL9R^AGiuGFP^;=l&I3F4@zq?Y5DKw6rpW- z(=WmjS%=ESvvP@OoQP4{(#G)_;gd|x5CCaFmcN;px`;v*xTR9To2q}2Orn~d8L;OoKb=Xln$H!&XB@|2b?;1v1o`n+T1=AOT5N5HXRQI?PRqw z(2)_89%E`FoZRw@WQ4_`l3lShGE3Ui#xak#*r=ZNQpiFE<`x;vXeve_NZ``;PqrOR zNaIIR`t>GhzO5v1g^OF`ez`Wu6?3OJQHtdzaHi1hrGm^RoaiXEy5hMmb|JJ~?rzXM zM@{Oq!c)xrkkD6yNMQ=stGE_A=ss((R^+1KRY!Y^2qVa^G!ar(eu+*Yq#JNTdPlDW zSb8Gbd~iAwyu<}Ranz|+H9Fb3B2RSF0Q~}NH}5r12`2zvIdT93_K`6uofz1`ZX?We z9NDKtZ=ja7tc-i?mehK-V=LbOamu`BT4MYH+rL0Y9>td@!Z0SuNA?+LlKfi2ltz(K z4(|J^yj$KP%D9pO^Sl=|W_x=o5e$lsb8q^<=caex`=)N3-!^B1YmirVV*?%b7F24D za6NIr15^tQOgD$py;*I;t|FJr$vv76IfUkZr`Zr$^UJ>|%CM+mg3VQvdLwa_`OKTh z;FsSV=dH71ytFa{IHCu-fl9a z^cMVa?_K!YlRewN zs9CouqZiMxecVol`*7)gTenB;eI!E@29N+FgYVwW?;vUL7VxDEukZ@U%t`_ALWxxr z4^;}sloC(i1}^e0$lxl^3M|j^+#~fiua<<$yX+Z6dE?P3XAD z8MLSYUJW5!MCI^>(~vIdeuw+E&r8|}{Nf_A#*h4zO~$$*PPDDF+Ar)PD%-3r{*u8J zO6uDz2{jl4?gS(57O80_B{kR$?+B0)^X>o<(C-*f5^19pFv9`u4FXG{fJULrCP=5E zL(NLB^bmvsr9-?r@TasYJ;1;UU}*DR(BX(>tE_-M$b$t}D1xHns)l9ZKyPw>5%xI5 z2*8D05Wru2=)XFxAq?OLedxl_V89w6){cbbs<2_0&fW!LbwKH7WPl2D5VfrgQZlV${LXouj~L5uxK))H*8~3s%8@F?Gi_lH#m_KJkjwe zaL`g^y&jJPQIVBmsJy^n1ld4XsEf`Z1V1q33)TP+Zjrt84M7Uws`REj?nVY@kgICY znefZ@%7q8(1sO3y0a!%n=7nC^#lLdoMZS@BurV8FZX2c0E6dU>9U>h4B@0`GEny8B zLu}`;C`Smw2IjG`>d`3LFOT9v{LF73`4KStu}o;@7j6N_*iaz%(kqbRARChpA%n=C zCJ>+h%zS=pl0YgVO(PK%(IPJrBl%7vnXD2o!!|}CBfi*dyxf(AQ*9<60 z5%ORXJYZ;6Vn_s$(k2Hk7U500EgLcA*W$^Z+np!P~c z8WjLL5kg-Sg1;u>npy-6*73i_6G?>cECU8C!!jPK;t9F&Jm2#?-_b@|palR7A?TA{ zh>kv`(I)7!DDHA97z;1Eqz>gGEWTna`Z6#V)clSD{gA=5v~8gf6SVfyLi32)8Z+Da z0vXZ{lDcd!B4d*HPk;DNGBF7=n9OK8vj9IcBkSi8`R+DObCXijMsK4vm+KQ5h|rAx z(^-(pHg6L*7Y@D_u9#?&CflPo`-YajgGe9b&O#3kCT=zxFC`nKDB!iBOF%*(SDG5Xakt0`>Me}a&Vw6^8bTnx+l5R9LTXO<;lt+D3K^W&H2@W?eNH=K` zJ&H+V+pdide z)8r`$7p58swMh81PuCMr-4kB#^&9!q(~wR+k%Uo;!cprHQn^Cf5R@+!)KUSHENCqL zwvETw@KZn4D+p3l`$EV})iQ-EGJY!%C-eW}?jfg4H89D`I5SoUa8_$oWpR}>b@dW6 zu{7g{6ArL7Ik8tuB{r4AI3vg?I}nC`mPmyZXpgk=z<~7z;T3HuSJvQ|c+yuY@R#&W zr!?@;UXTsifc3I*D@6zQKqqVsLWs~{3{a#1)TII1HckQNUGX(X zd?aA+wq6C5ZufTi^tIFURY@8E0c-(a?>1!UpsfU7I1^8&l9NH)OKD+9YiWp?Zs@+kWdOdm zhqCir3gE)9k|E@?0iyEfJYk6D#b0&%!jW&|H4^Hf9qQL`sp7=)Hh%Y)e`Df{ z3ip1$SHW#P=Rfl`mcZaq}hxTrC z(YxaPgsy>z5t$!CuqYj_-IPz9=68*ebq68{(p~P-ZL`cYzD}D7t~` zDxZIF;YPjn#_`K3q7Bx_UTrh-wRw-*J zIzgoN5CG+PuOgh`RdYCDzz3x33-MxQ@O5*__W=kNMbn#vzaJ2xTah zaa%^7rJ*2+K^NZ0D;^nTC{~jH;x1$rFEFEIK{=qIrtVJHl4+wNRhN`Y*_1OSm2EXO zHxXuIc4k-khB;wytb=icvU!10hfUFEgIAY{RETM^&VV^+r*lAuTqUBL*L7|CHK$w2geLRpkExuIj!BNYXe z_nKC1W0m=iHCNMi8-b%~nt7=erg2e$oLBX5nU{J0xujvJsE`$Ia0L$}`)~d%mPpa@ z5L<_@G?t?`;~qq^o4E#K4_pG^Ys>c1P(quCZso-HhoXp^rn)7Vx~YThsms~6dz)@| z&8qQIpxAj*-#N0px@EKhbL9`8QKqcHf_oy@Vl!$HGg$#=15`wzlTlS^Myjq?_pblC zBg1U3%R6RQSQBkEqir`wEupYWad!i5-`op{fwoy68^43MsOAi4BZRz!vps%tfjE0r zpjW1&x4nw8v5V<$rogmy`a?v-r+F|YYWvf!>GzWQo6y*|dn6K`F1LYgx1+klOZ+^6 z8!Ns9t4W5q-+6J7`>Xjm51ZS$_Zd#mS{IW4thy;fQ9y-rw>$7QsW%$YI65=1?;5>t z)x4Md5s&-;OQDr#n7so*fdm1WeUt*J6=`!bzq>rYY4VpzJ7`&Ph9qQp58S{pE|wKs z^)4HR+Q2!1k(oGz7&Ygbu^A@hC0LuHN)`Z(YseXKR7S-jYqnN% zG|6YQWtV)f*&EkcGs<0AM??FtE$+ad*E$~CNxj_IkCj=q6uy+$_1Z&PwOppzoU><8l8FEA=2L@ zEWA3$u1yy{ecx%E(`~#hKHbQ2Jk(M4y5C1LFj*5eBh^upt_e_7M#T~sG1qZjWo`XN zcU|M7yyA0R%2^YsW;z!W`-ww(%Om^PQyzwBa^ZBP*mJ2lFYj&`Cs-Fdrl)og3PIZkDC?LgkcL>t~& zv*HNaaxB_1ci;D2+Y%~*w};dJkum=w+)8y3*BZMsnc*cdW?8+}TYcgi@uE8()+HL_ z#|*DGp71~3?{ic-gel7jytB{${1dShOT}E}CqE2?7Ywq>q!%s@v^KzRK7yiM@uRpX zH4Z5^-?YJ0I-g0b#!4m1x3wGMn)Y0L%bl(`{OZpg5d?ke^I;!&`}Tid)#6d>!vvt_ zT`Nw;-l?aL#Qvec+MfR+(=~m2=7jpahu?ENqY7Sw?T4)$qiC$V?guZuIWbi7-ux%Q z$OXINXFc$@MrA#|@OS<2bJWU1AF4c>@pd@auWEu&e)78j928$o*fNU~%}K?&O|WD_TfOP5e$%H&d}%m@+#2n;}Q zAc4=HK!XYeYM^HV0|tcujv3?3*_akWTR0m^wW`&tShH#s>Pg1duVBN99ZR+>RSk&p z;akhLt=qS4^X+qV!K~f8c=PJr%eSxJzkmaSHQ*oyJ$mjECq{f&abk1k+&z1SEE%%N z$TDBXrmeH*&!DkklSb^9uG6P~5lhCpwd>cKP3yWvoAxVFnsSR8rK-2@RK0<#8l@?f zao@<3D__n$d8tyPqUW|Wsk-&+lX7d%&8fTh@7|-2f-Zji^YiG_t6$H){rd9apLd#1 ze?Iu`_4DhuZ~uOGK_-c`kwzU2m=S>mCa6e&gWw?uK@bu|M}!nsXyJts3Iqm15aPiS zL=k;K(19W$sGxxV3^IsPLJ-EW#!D|j5yebpU_k;25D-8BPX`>(Kwdv85Y$r6c=D80 zQwgTzS4%DFEX?vN58r^=R>UZg>-d!SyA^?_Dpot2`x?qYV;X%iQ80M-gh64@cAwz6{0pdh) z2+~N2vKHtnttHLzD@!fGC{s){)kFvh6y((70ZIAvV**0r748_GI5mb=MuPd|7-*>L z?z=xpS>?R{Z(Ugzy!hs;@4o!@>yrTpq+{m5ikXAWGkmU@Oq-&?8RwhYAS2tKx)76@ zYinjq3^8`j_DZ6IMt7Vlh$2edZjGj_GJKLwYMmvO#>}06nVuKjr#OEKA19^KhhNX8 zqWbfFm)MHOtRN-LQAWwe%ItzDO?WG=yH;Ic7-1A-5Y->PWJMfD%lgqs%%l7=VVmj_nT2`A}mUlZ|a&p^5D1hETstg?O6Co8qYqRN~=8 z@|5Q?OTf%|&4XU3&~r1L9WPU-0$TReD6}?$=MvtDLx7q_NB*7UR_)7Uh2mh4h5QQt zL{XrKMMyF${MoT=XQL1x-6kV1&;$!WAi)W8q9dOCgk1^vRs$V~lun9;T}46zR0`0+ z7iwj2rhMTDA9uo5LN0}wOQkGlNy~S&AQ!oCL@uNNmKU_bF_9^qFn5?Rg)t0>tdkg^ zXoIIC-fm;W2$U{#$HeXI28zFvj_|5z#pZM>i^*G_7svTUFj@*e??LA`uZJq{t+78m z^O+mxi7Ge-f>ncPm4N6dHapr%j{tq2um-{sHnc%lE`dlz(09nP3F4tEViAPE&^7|n zgbRE)ptknr69ouKD&7(b13HNm!Z`yCWB8T=Hi^NGV#O05tmTjjCsPovvV^YxY$Ysf z%F~|u)GxeDfE03(K~FHl8K*dfz=k=@aTpAB8@tRgktrG>&c-%HjH)w{k;GpF>J`(h zrgpB!8{BAOc->siI!B?!<-LrY=Co9IsE4!i(9=Jr%FkWz3P(;{;u4CW!>U}xPk!$2 zSpcot`>=*JD-g6I^Q#|4@K6Z!ov*SDB?&|Yfk%P>ux)O8q>Uz7NgiDVaafUHxPk(> za-mW$ujMI7f6BQL=Jd8ZrLAsv%UiA7(ziZAfE|{~RML&(xO93ZG^I*aHwn?Jfx3k& zz^aS(4mTS`S2EhQiHf*RBHl{Qaykz@)6-f1e9M@{y@IDc z_RVjq{tC8y>a(zgWtKz}t60W{VW0$M35*1p*~~hqvjm}EjAp`xM{1M+J^~9&!}36% z0In&q-AjmTirU`t%eJ?5Wo}K(;uil@3PTO*RuB*a;vV=<~FCwuYI)yCj<-8vDNXA=Q9as*GFIrG1h$tK0^HF2O=wcO^(arUm+HaS+k|Y zvuu+V6ueL)KHNwrJL1s=Pf1g-5Xnd}1BU$zv9Th;A)eXjoqt4xjIrND;0SIoh{3^Jh@Tt zB*460F^_r7m7Aj%dfD!e?_o@Ym$L3fW`y;vQN7#%xFZ|~AE74iJ*id%*fo;*kPZ5CD&IUkE%L{M6Ni{IsfKBV=?mzkP zNjtqIy~`5(hgVYI1s^%Wr~m!%4@?UZ4`ZT!1px?X{5T@d|A_sX^1*g_(l8mxAYHC- zfCor(N%nbN^;NGhdeEi`y(22&HE!jFde;+92?A#S=>>bS=S8!3Zr-syZsblQXo9!* z9aEQkySIXu&Hm=k@pN; z1%R11WRo$6bm&zGn1FY(fK5hura?_i6oC^MDow-*@o{a}b7pp>MbwcjNcVv-Q-a$g zPbsKhD+p&(XNi9$SPt@g`b2}lw{^C{XT`UJ2j*AND!0;ZMCeb%=XLaUU|^>q6+ux66$NoX2LYmrm8FWV_z@VH zJ`xoN!P0irf(4d#0(0jhS4b{bC=>^PVOCL6NAZ$FVkE9bjPT+?w3UU>xHyQQ4_`<* z&6txw8I)r|7%@N%)rfMP!H0Qx8Qj>En|Ft&8`Ws_hD zHG_y?8IRtvMf7NN_IRA_C7s_kiPmX}0V$W-c?p`hS-*Fe0+yGg$b&%Wmy#6+b8wL* z(TcRfitK5GTObf1S&KCyNjZUkJ(ce&dUl`EXQdlb%VFGPPl?Sr(+( zlc}jf3mTyk>MaC74WJR5o$(C+rZF)J$QrjfhiP($;0RWE=$jMsF{v<|5$JSNWC@9Y zoXZ)bXrvvBs0h%hAYD|Q*C}<|*`vJYMN>zYoCu!G5;b`VXrwq$Z08b!G=vPoo=>`p ztr&}J5T9Uh1QV8+3CDfjXB8;bk}ydXfU^|kQY2&Wp9%1pU@~exrKS@K6b)*cr^!m~ zr{6zlpg>RIn3kCUD4RH2$WzUltv(U0)JiYb3ZXh1v|^~I za$uo+>Zh>-D9M&5d(s-jV5lh?j_x|OMJ7ep;izI+9b#0kXe5G_8cy6M2w*0*`Pwwr z(FpDJuedj`Y%7reXzL&iv5EPlumQp$0rfr(y9Iiis>la~Q{XicNm(Qjn6Jnz9Xkgq zu?8=Kn2!`mIg)8T(xq9^VUOua#%ff^3Kf!z6*=oJ&$>beDzs;T2<)&H?a;H;daa_n zx`o#O2vD>T<0jg`Yc#h^NJcwNn;B6gl{7cC?z%*Y5@zA1MeH~Ugh+^78y`>iwO(YS zVLP^kHBO4)MQZCtZF{}rWGhvd5Dh}NCP94#7O_>j1z4lE<4X_{0g)~-1(UU&{U)mc z*9KOKrAbI5kc1OD61hq70ICHR9VQi?;Ic5=0>k>t!i3a~dc8#aR|OlFw<4%IMBs_la{dP%;DbZ-lGc20Vi zXX7D!1O|W0Nc0JJJ3@DN(E=#NnMD%7RVZQ(oG+dGLZ2(48W0KWaKUt3#}teY8qC2S zyvMBen%@va(r{JFqzhZcRq0wXuF%51`@;EpoHD}+k;1H#Gte07g!48FfY6 z$u8(cXnVv55sUoB#3Zpk^ky}C3B>{>5Q`*{K{%M;nZ;EK25TTAv?vobfdwRMvSh)s zW^5$?OA%9VOgNeox;@3FdmP7eY{$-Q!Fe1@d_2uA<^Z2tG{0{rolYSY3yMeB!3-!pt{w@c*@MrT+$O9 z&D5OIE>>%QjLq5%DB6`|P-Vy|3eMoXuH%dvvoLyL27)x28ym6Cr{cA2Hcmer&+?qf z`E1Yk{K@TA#Fl`z6B3I{%)|kmM+3cs6Z^`kNQ77X5e>Z%dJB=$G84RdpJ8FFO%cHV z!weQ8O%`wMCB@7^bIqD0ZPL$-(ki{zyHx=A*9t-gWY3^oFdfs&g+#ZoyEr}0uP_Tt z#BDyE!cbun>~fNor_-+h2nD z)n?;A2W87{lgp1}pOEXzL7@N`?Xnte7Rc-u3hXb+OmS-*w0DiycC6QY{oFoME! zf#FXQ*DF-B%Phwf96BOC;v_EO(7eIY4BaX&O9~*3FBeUIh_2$ufQOu-#zEMCavF`j zsJ#*1N(VEO{i2*YP8X5h57om>^V#pc z8pjn};)FipgYMibp6IDWnRf7U4v4M?IO8@4wdpvbGFL?0mFYXJ3iRl0Uv%D&Xr1kK z*+^ZFu9qNayVOmcbWHBH2lDE#PRblx)d~x~RSF^et>t^mG$qMxNA7 zgSP)Du&uu2pbYC0UkId4)e3vKPTcFcuI1&+-x?3>h6#~jJ_U$IxUm`_hwCh2tsz;u z;3q(m`FjFnD(%Aj6b*pDSpw*8tvL+brpcYHf*$TdZ|Lk$?&yB>EA&7yFn}OhfKYjW z@lJVf_%Zfg>C;6`neK=E{(%49ZPaPhe*omvi^D=KG#^Ong763bf8d>&-4Ozk5&0b2 z56|RKF7dG55dBQ$X@~I!-uDu<<*L2$9P|C;9rrr1bgX}8t!tI#1Uh?ZH7m^h4hcMQ`p%-};(E08CGSzX0iXh-AK5 z(^Y@t_>T3OPLCZ(9puC+a8>sAF?*`o`dJ{ zY}&PL->yC9@oP3)TL137Mfh;y!owU#UYxj}o99H=0E0fPw)jzJS&z5)LKL>WR1Y79^OGYLQf4^+q#_z+~U z!HZUEX(kD0`X-&4ZgMa~4L9VlLk~YhhyYQJLMoZ8o`NcsSERD)mll7~imR?v6syLs zG!Y~%w%BqjuD0lM3$VZZ5;8B&-r9_?#qgkmjz1QIGLgp|o6I!9Lc=mkEk%1vHPpJi z#7oy+gAEVvszWo)*w{EuIpf^i0y#P5Bn}KKn0u~`#|n{7yELuiE>P^+_zpTS#A~iR zDAL1%1Sw7!0D%K0HK+kg6_8J%7CdPnq5d4)RH%_aYzV;mNae{uR9E#0!U0t6nC>NWouqvj5z)j6g%y7Yxug?2;HKM@DMHUJS>PHVE_UUurvXI1`63BOGgC}<)1jhHPl>B z!tZ67HF6bJn=Q0y)|q$axo4k0+_hIbs} z$iRxci`~w;3|HK7={UD+$r>5W-FCAkZC1L6b%KAyDyfdU%H^did(;0V)$M$S;d04=&z<)1M!{q&w| zzWG&IRfj!x*=GkSXkV8q8Y)+gPFkvEHJQ=ruVztYlBuh(1kCAAB(XIqd$V!>%pgwFM6Z1nr-q$yPy|0Y` z6W|ee@EkAW>g4!!$`824N!gy#=qVlZe zJj_(4mt2HbVX8Q`>}Bz6TLk9vwirfczHN+VGGlcP*Sp-X0xlm9&7H>!c5eHPT9 z2h|Az2w+NL9#Aqy4Q3^#&Es2w;(k_?xODA#>ZKavw^~P09 zV=CgL$!y*in>o{Xfx$cGgBbb{_ZWz=Z;kK+*udtrg}^ZfVOyAubOHweWi9IzW)|`B>bfcUnLOpcJZ?x5|Z-r}I1KQSs>P)S7 z#cN&{qEKoO0~r?0-76r9v{{IvFBL6XMu&J7xqMWKhJk5h2NRcJ5|gEmL1t;1sae%T zk)~i|Q+MQM#-9Fc+LM(8X?c530~g5Tl_fVwzxCsf$@m^svAi zMPe1Ji8$mamrE1`FC`m3DGoxVW3v~O@Q}sN_Se5+8k3nM<|mzo^KQXGEgO>~r}?qA zIR%4iQxCUC?nL-HiW}fn2T7g-9RXL}tzAC9)% zG3Oc%RY3Fqm?7(tFM2_$U=>DW>F#wBqvj5RIe>t5Q^pXOPPcMRB~ zf#qmqnMEqji(VuTu@s{aghz9!q$o?7ZKx@Xm33`J?s3`I^YZeS3&94P%1yv!HuL|e z$>s#lDR2gB4jt!k$ERYa+SYz*A!vJBG*VT!P?$5Jp>Rl#E${%H$`C%~`COE++e4DB zB)mbblT2&+#hj+`y!E|rQW-$U4P_Q!nPsC{9Ci|SA@xOTSqg@m3yD=ajeTov>(X!* z*Mivft{wAhj*G8eZGcUnkezHlwlBfOnIBPg8@Sf;;0S^HbHgl*?U+Z{!sXQM8V1RO zbY?97JtMe6E+j=VPdUil2Qt9XOOo7LDLr;h=l6s7;MQ?e-Rf7zy4Bx`Z@Wg_>tFW| ze++Pd7-R*!J`_uN&wFr9jKb~1TKFi8=Uye6rZAbMxV(f(2jH+F<5bjQ$D0Z9czN0I zrh%<%Vmo1yBhKU}zvggs3mq%i@3q(Fc5VMWbM_TVfKWguI>%#Za(j#!=uR1O7o^-= zF+GMO2D?ev+SaVs-u5z{ao1zNd)}u+>;|BK*?k;v8>yP@nqa%z(|hDpDF2p?tvklQ zbS2MD*-N`=Qs4hhw!jPiZBBL@;fAgF#W%k36gxSb=C^X)&N*;=-gf5A9CPesAqxio z6QG6_m7aD+%Bu}=$$xTUd? zyI2e4J2+8Lz7SMCBQlrw!Z?@0yIX6f>d8Lf_`Ch;KJRlI6dWJJ`#3@|zw=8!HB*lD zTRAy80_e~-%)2eltFUeJqby)Q@en;I2rduvn6K&&1wexYtXtSTn8pAn_KSWv}MLLKGQh*Zhgb?G9Elj?ALY-K}M{7zK zddl59NQ8{QZ@|Td)Jm{Zs5@91;GsxWfC>+U!;EyhN#M1`$TcYf$#h{xkqpGKiA(My zypyCUFYAp&T*Q`?u*W;Ol#|3JXoA*yxo*OhnW zJjJ}To>aoegvXwH!r`h%jbMOIF#w40Oae4b4T>kASV{(ww-}oLPu^3_)vUVKWPtv( zkJkjyPa^;fCPX%&PQOFWxYRP{6gEC7Ji{X# z;pn`*oX(P~PNGsdP;7#i)6Sdh&P==xo-8LNT!SPSPjq_1$SJqVAqmt>mG@+j2Dneu zS-qy)r{;3a{3JtdU{Ynb!(`b!9D$%|?QAzwk7M-8%yt8z~Nt(M3 zG4RPLhytK=LdyIAcghLUe77O>2}`AjDr~(XRX`v;LnR&m!zOi7g=Bz7@P||Nhg`tS zEM-+K9SAO6H4sb@C1Z;uvIM_SzPwN}jC;`8U=rwKQzdd!I2B1Wot|I2(`2>NM&J|S zNJQ!EQ&0TUnKVZ_L)6)V(LyEEKvC4ke1Z&1CvPb~=_{fSd? zS1x2%Fk~xHwby&aS0;VZ3n*1*$b%Vh27lmyb8Xdv-KQ-LfC4=)S*6GwnT)o$3%yV> zPSAuzKvUqH4G9$=Cxg%oCDuTE4a{;zWL4H+%To{y(Td^IX!WC?x<8bo)=GqqLd8UN z()27wFAKrq?)u)i{l#-w4|cyVMZ!hPA}0$CnL_c{Mf#e4Z@HP{}MmcDA~Lf zjz5A{mPJ38B@Q19RP4mFoZQZAMI4=-0??aGLm~mmF*ktZ)GJKdp`cWCeZ?aU&`Y8Q zsP$Y?RY)l{0Y~rze{hBhAXu$c-5BE9PKZ^ooeZ&s*u&BmO`t<6A`>=fDUCf=)OcIS zpp7?;+ux84=j^Y%Mc!-N+m&V6`rE|1Flgu3;#YaUTMEWYCh}TK2 z+@Wv=rfs*$T@`0QMHL%g{N#hq{oKzD-32iJ)l-#)px5oyTG30i-ff)&6#ipCo-LlFs&56?cpSGzIYkHZ4}bhe z5D7@ulUKCLVXYiuB8FOOFk%Uc(jxHxhx?7

gUivba z!W?EVfvLS;1`wIMTqZM@`M>=IfPb)@CeVl`GYbN0QKWGcrEDV`(~vNnyE>xSP)JS+ zd9F7V2@XZ#WuJ6HfmDw>)!V8=!zz-&37A8I4(nE{y8%&%L^Nj#ktnJYcJBX+UmOD) z1_X(RrY(w+V~~T0Wke+^G^6?%<3S3Ny4a~`BlTj48ZXpQH`XhTa8$z^CXmM+8NdL1 zEErd~BD@0((g-va9>9jDy+mfxl0x;#BO$4z6uiJmLtQFUn`*G_0fm!b5+5kZB+9E| zbuK7KrTa3_$_Lo5fXV!k!E9>Cp!N=}Q(0bEiWxxvF)#oQcwo>dSV2Hx&<8}=D_@CF z1iy+iu)I0qLA!-egKn`r?##~?DdHb2#1ji>OB+2I^tR?)C!gB!%@6X1n<@~4AC^#p zaYSWW6CSpU8fD@W1tie}J*z`Ate9xZHo4T(l@FU zMl2OT9>KCbR000|fim_S)o zGL+@ zlmJ-41~x*4MQmzU$gOpPn4OKqPdu3;TNz&VZPK~ncEsbIDzJkenlR{TYuw?_t@a8! zzJj>$Bai?&P7e=-#Iq#Iplak^?RNLO5KF4W-fZVPQ|!Fm^B(_~9^l?TyVt7nZ^tSiebHtQ^_bK zXhA7t(Qn}vxB7vsJWq_`6jzZU57k2>VhjoN(5A+xy>YOZ46enFPF;$kS+-x!3vD$ zN;WJ7`j+!j=zQ;g1N=#P?nwgr4CsRcT9hKF?|q{=K!O1?0TNf(qX9-pAQ?b=_7-Xa zGG+i@CexV<-XArG=7JW4I@EhTwQc5Bn^kXEaG^5dZB_q!?H2OKT2v_UJfDN01FfwN zYOus8AYln1KBsN261HiHedBCv2zLBY7m(v1Q3EMxax=UfWP9TuBv^LWA*Of_+d>3%0=6m1#E=qXo zeE7#h9w-CXB*(~t@XG@_m94zr{&-nDJytJc7AF|tEqwsemlyRu0r{2|*nqiydV(pR zeag!-LK>@D=9(K^t8vWOa4E-GS(hjzG{Fvh6x|Y#z%_K1Lt7hr?VN|*5VAG8SS!3M z`|@H#Lml_p;a^=3mW#Hur;UW2SKBw&lDpYAWcU9rV82D?YKV#a!+vp(n|2~S-AY=r zck2R7!Bm&_Xbgb`9_R_+OBi0{;oDG1kK!#}<1yd_Qs7OfUiWZ}pJCnxE*#9L0DdXj zqFEQ{G17mH9`IP&=WU!&$(vLJQ-Y100F;~xoE+_in#*m57O0CR zQsV?4g_u#zzqp&aSA?s)0)Goe+k|nuhQg6@&pM z2vHc=k&wmK&xs*|BnU&KSPebl(ly-*)trY-pB82zhAgA(%ntW`VI6#*f`lRDOv@Qs zi~ZT(wX~tJoYcHngn)Qd;v5%9e8C&E1Of;g2uR$IWLzcz5BDTwCNfe3TmU6PWJE&Z zB{F112HYn41ebKuCmx(Ckz(fs(8STimDHl>MH+csU@Jb!#|@Ln{f}Jj;?1}~70}*b z-PSk}6sz^%Z5`2Sg@NAyjun(+L_Gh*WJ%67jv>%Bp^7zMJ|$Te8KdrnV?FZ6P)=R! zmcW7z#5RbC}lqFonInHWGshP+{x<>426K@jwzMcU;|IHW}C zTUyn7MFRmx6e38CX)T~a29H8Lf1w9WGg zo6{v$GMeRuph#N2Usi5qbF^b}QWp75+x_8(j#UI~GFd-{$hx>4Yf-@$gaPmTWp~;{ zUhZXhN}zX==THTvPW+N5UO-{8=LWj}zz1?(FYO3s#sn%(UQ;mufiXajn4}?D(tTEv zW-e0)q{2&jnoQCpP2Qm3Xwj>oR%)%&&9zf%jw3V1m?lW)*#*cU5ZTWqC2q2fsW_i+ zq#C#M;4zvdbh_W#(Tlmrp}C-AkZ~xHDQDV*C1lNGa2nT#fK*yi0Yg|BmTAa9gh3dD zKzSl5On|3&>SbRh>622=dFI4=k%d{TMPafc8fax880?=nF&Kp#bmn5?*OL^>(1`s%{C=}i=X!JS1~Xz7(MoC??%06|5tE>*_$ zkxr~>fHhCX+?ln?#0%~cgHaQLR>8L_=x2dWZD>k}H+qW}iQR~GjuoscKe+2^5$C*0>KJ09Hb%#Yb|Zu$ zW5eo)Y93eVctl2Q<>b)o)fJh5tdVn`U&EfuaIVfn>_^2i7s%eF#&RsLhJfSI?cNH> zDgsHLO;uW~1+v=A1l&(ZPKDoY7lBCy%}!>Oyev~;tAMfIwmy@c(%?*jYv2rHgO*kb ziJhQc0Vc33+tyt}O(WG(YHs2a4n61&YD=qe?S-T!aZ=|&>>sI)Z6O?NaxTb3IH$kz zD8vHkm2D>hz$xEmqTSvtU%o)zDsS{+h2jb;;EIXhs>OPaPX>IXN9#|lnw{$i>6YcAQNq?Vu5PYHhvi(s zK79%nZH{TqZr6elsM?(#ri<8qA@3&VLlpwGJ&aLz|BJ(z{BtEa+ zlJE*!2?^$eRGqAtWUmMm?f?~lNG7ghKBg@a$+Q9wk(jS`fiINAlrUNDGrf|@X)d_x zm}z#-6;uHx>_h%0tgEz&P7=vn3aJyeaV`G}XK!s= zN8#>0c8FS5@QijPhi33afL#Og)^B-K7pOrM*Z~Vypb4L_zR3yn67nMJ1oh%X0GMp} zeA1V6X;$$6aOxdWl=$$$jPFehF?p#k#lR`@{8BE~=`Q}P5^Sz2f2)pJ!MBb=Ka9f7 zHI{@5uk7qr-8oM0dSw$5FlISN+8D5Hd2SZ*@zWMp1S41OhD2|%K_6J%9ow-URLl8o zFb5ZeT)qJ#GoT?Kaw4lRH;eNK{sdV_GFnjb01<%qMg@R2Rpg#;fBtaeMys8Dvh^I8 zTPc|Tc$zKHVEk4=JM_bhy%V~srjEYL8hz9oW`xw9YSmsxh&JU@8Y4xlZCS4I1CJZn zrVB?OL_;0OkP+EPrwvF2Z*cCGHjne;dGiT_^Gd@sPPwp7tk*eH@&t@M+Ii zXCVIn#7;X^C^r=XNSpw%1E;~{2L!<|^aCaUv@0LV0WqB_3cb+S79^Hqru`l7oLVUc2AQR`i`tVzt#U(HfA$1XH&I& zhiZ>zWqPOff~XB_O-qA_HQ}ruM$5O0=AV7nH(OprTkp49PYY!2T>A<5#X>lF890MW z`II|&I6pbYN_b{+3H;d4U=vA}vml9AlH(?%nAhTAznKAWcuagLOm+7u-)VTuFL|@E z_3@({W3?NxK^^dN>Xu=19LROBqxg}*KtKpt`Z$a`8A8lXGm~n7s3U(rixQsyA)@J5`iVd8aqH3p}`{e=L~W1ShQ$PPYU*JDQnGE}A=);{tW+iTHSBH;}x9dR4B0 z!jcMHw)|#cS=ZyM#!l|OC`M2jM1AG=u}z>4pKP^F8Gjw1wvhfRdU5KXz~c8p@UD78 zLLQ^v&Rz6xhD*h|l&Hhm1)zYZtNVdhxw(%ztLp>-G(aT_T&)jP;Z3)BM&=1_*Ck&o zyhp{49N1=h+62uxd6)NUjUzJ)ESHrI>OyKeD#)@kglb35f>;h295A)RxJD1`G83$8 zN&2Kyk-~nR+yVQB$gR6?I=ZjBy0<&a<0`4&g!hD`zz>PNGu4`pxeizVx4z?9@#H&I z6fugccuY1zW@q+z!zOR%mPoNk+T|f_7bT4b@EESjpGOCR$X3QP=U7ggS)cWy_hZ># z#DHvj?@|#PEUf*VUoFRXe!OxJ2tcOGJifX7%XfOr-#wDjeDm=9B>jCQ?X-upsd>42 zd71dc4CelX)&~@Pco(T=?-(*?)VQV2i=3lT)~mBkJQGg5HGU_(eaF9Ov4=<= zvbAeTvl5zok6+Oh>8}X){ZKh%y6ZiagSwU9zD4@GB?W#X1^<}>{JhEY&?n6B6aK6# z%*TPiKJ0@tEj0}m>C*35MWj69jN@p}F{suzN_nw*OFYmqrGni5=5sjv__ci+S~^0H zsvLR<7n@Ffdm-7F(JtGEX`t;znrBES)@YkxKf&&H&Bq%^YfPesF9XR;VqD2+8SE^ib>(&YtxpJ?} zwR?AN+`MwTbiqr-FW|m|3HKEv#_-|8g$c8XqX!bCLz5|2K2!*E<~o}<>+$?q4`#}G z;*c4G1xjipe_6M7{n|C-!iWjeF6_8Yp~#dYM<(4jHI&u=cEjKxNELZ<<;XR16!{!F zNt4T|SGRt>q5 zW``=mXzL2SVEfC!1NoATLBtg6!nWBW?831)D$7i?%P=fN!$Rr^Ewl|eyey75#u!7v z6jfx6Fu@>9%s~bV8{;uO4%w|TND7IgFCO3%+G80#W3>cHW6RtWytB4Q~wt%A6 zcAr30cSAh*Ssh?yu4=JK{^)6zg z-ZLP+`I3cb*@G_LN;|Lg6Dt7!cA!=*YwN^!uD)0kgNnrf>lsjS|AbKJp=SIiN&^V;f9xdc!DRRTU7DSCBC*|c{8vB&%A_X96H3Ao_?<5G%3~F|8?GjJo%mn{ zBMJCjcJQ+wXc>-Lh`SkUw70F+z=&x7l^YlMSjZ>xLFjU9a7?F~2Cp2c&od@s&7|g+ zq815;XS5OG7ryX@10Jy=01O~V28cT(J`svnvI)W}=&GV1AZ6^~)t4gpkmTWNR`20k zN~$=K*A+y1FN@X(W`;PMVe2jUf)URI)3e$zriDTypBVP281vyT51F%!z-$;W-;joC z_2OXvLI!&*z?4*Je4ePCenKrvWF%{>u(-R3;R|7yq$c5c z$$A!~pOic*2#R`8Q_=*pFQcI z2MGs4#1ZJ6ce&IFA(^!~suZt&T!X(}%7#7=%A4*}U;O4m&Yh~LS|LbTQ<0jUR)9b& zl{`o$v+62SY5=pD)$C^fH9JtNIjax#Dtje)Un$U_J zEM}1_9HpKyttX%Xh2aWtgiBB5!ZV%ythl9<%@y+6TyeRy3uZ7w9=uso%}EB4IX!HO zs^x&iCPcCbc`PL@sn79>7NAk(?0Pxt*{h-#zDWI~t5zFJh&8lSXM`vOQ!Aw~vd0U@ zLdk!vb6bSqM{v-ZKv|~s1~-NQj&l)13H$O$oHtD100~GyQ{A}~P|kQM;XS~7<7=hMvKPqft?GMw99n#Oax0~(FRbwU zs?&mzmk;ftlDqo|P>SQEEPGVmh~oFbw~E)WL{D^B1UKVQ$3;YvQ^qob}qr zm%g+Q)m>j@^o*JogX#?eFbF&ey-7_bTE3N*QllRoUGZ2ZJ1?t%m>dJ&4|IU(00vh@cmk*hV16B;ip4MF;b|? zhL1t$@J@&SBLo2rr{}U2&21#9x7v=5Gy)c&fJFF%5eKt)E4@7>aI039vy|Ao8PZzx zR2(X(PR>~etZr9vxgZG?<}e4>R%x{{4YH*er*Jsd&y%_H&bPueP1BSvmlv791OhB-{|o*Z_oMCSCZxQr3(L1Ma9*36Xrbp+HD9rV3-F0=EwXr7-*kQ4t^F3ZYD5LNHcNa94_gi)Js&zKT68 zstm{G3{gT5>0{^AXbo$yT5hm%jwS%%%-0YDx~z!}I7Kq7D@TIRGfV??=E8^;kq|Qg z1A5UHe-RjiF&LpR11Vqw6HynF@s+wT+$<68n9)@lad_O%8JCd-{h=E52^tw{1gqmG z)`W2Q&)y(x){agGckOa$MBoT%76lHca#0zxju(ZI9_tYU4$&CLE*|$0Av!TjAkoRP zQS~r!?x^u1#86hy#CWz5RuJ+gb}qquj*Vokj>08!QZcWpNiovV@q&VSXv zu~am|9#3)@2}l95jZ{c-AGZ(-8Inu@@>H~gCa)s}70n-!LlaL;Alc?8p(16#kt`;% z6p5%nUIYN&Fb?DFngqoTnQ!3Q#S(tv16@*K<`E^gk{E>rEB8?nvt%c&WGu;&ARWp} zG3uj6Fiqt8r6-sH z>~0gsrZ^uGBbrB}>;o)@K?O+D|Gof^_|o4rl0vSjBQ2o=w(UH_GXpMQJnOMML90PK z@IKQ`Y$(%6+7rsoO+(v5A%6*WAQM*ZLnnL=r1BB~b>@C@&ELj=j~pWx!oUtXKmseY zIy3@8BUBhC6i2D>LZKuq$s|alghbPCD!y>alH)kbBRO?1cFe?O*3c-AQbhyB990o9 z-~bNZ;0ciNN1sARd9+7yGfX!RCNbtcPbE!RFKys5?!b^Lt_=6qB-2Rk^iE^!8|%^m z4hO=tr+)S%>AVz7&y**|luUu~0xrNj4YktRRP8c!O`((%nGw|R)FE2XCt+tZVauQ9 zjWkpA|E@r}1l73+)lroLQ4`e{FCYUNHC21;L&c*kweU&B@>XY3(T2q!XQD|jqE<^K zSXIlPLXkfhEQFBq!m!j-o09sDL&jpYClFv&Srr3Z6;`EHw2oBNFjYK;RLQ(mi*i*P zAqXbo!wWp~Gs%@$DFRd<04g(p5Z;R!6c{E3{Tl<5x+LSSKD^SJYcN)muo$T~AS7 zs@YyR>|jMMVT)N~mE2@E-)c3x@kNj7_VLQCEsges;a5~s#?sehUBY)Y^;&6 ztdUi%tL3d>bFPr=uAKU=ZQieT{jXztvXAAmX7;m^gSC(4wP|Cwri{3cf4QFJx^0xZ zj&HoC`n+_RzK-O+a{s<*AlB#Czn#dj7<5 zf5oPZ#iOjnit5FB!^Xwq#)9O?ezeJm-O7~X%Y=)}!?Vnkyv&B}%!8NCrNYjH-Oilh z&XeQLiOA1`-p`}{&w0Jjlf}@5(h$O)r!#7huhV#uhyc`){NuU zn(Ee+)z^~q*Nw^8lh4?P=Gd0m*_GMZ+2Yxq=h>{h+MnFoo8H>S=GwRZ+KATMjqBT+ z)!dri+@a#!qsZT$?BJs1;-&K9q1@w>=;N;Zdn_UNzV z>y_{9*8l9E6goc#0H^Yo?q^{oB(wEg(U{rbE8{p9`r^Zx$a{{HL#|Nj60 z00{p84+tDcu%N+%2oow?$grWqhY%x5oJg^v#fum-YTU@NqsNaRLy8oJq5$&6_xL>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{F zh!ZPb%($`Rn*|UiP#Bq{frXbJYu?Pcv**ua4O}iTc_4xV1P+WIn7K5;%m*U72ALTF z0@$E)>)y?~x9^(<6rfHmP&DcT3J?%TjbH)l0+ox4_TYiTa^eP0ZwwCm`tR@H!;AkP zPkx|+8PnEaH^3+Tfeh1-K|s(z0UvDGAh0%|WtxBgf#^rldFT8$4K_p&5M6f8DOlcv z5Jo8BglwIc9(D_~w*~_6Wdnf%3iP**2m>vkz!3gn6G$uZ%@z`Y*tEi;e_CK?&;k)$ zNa2n=_UPk}NLi=`cJ@u928Z!|h$1#75NRJad>n8a1Rg*)*=@tAwt#Y~X%|~+3)Ci1 z0S*#mVJQSGkYRiT;6|ou3XE`JY6f`uW}UVT1l@u__UY%JfCkEtkVLkp#(U>rLxG&w z)aWE1>zHt*i5aNa=96n67eOoXMQ~q=CLo|drF;aEqIw0LncAq+c&LB~ruzR^iU%R4 zh)p&kj2bI8YZRcs0{x{J$OJYDYV5JdCQBZn<{648HXislISq^Wt$83a$as)rite6h>w&~7Yw*Dc zC+wJo?;_`H1_k05NSP(F3ZMtuF2JG*2cUZ(2MAy?jUj1j@vQ=ZWHZF5*i55^!v{)0 zB)X*(&_D((qB-gi%~62g1O}j|-nQ)pg4_@-Q*d7n%RwMQ0xl{n_0&{X4HvW3K3t%z zG8Yuwt20g$hycKjTmT>Eu((D7noOfZnx|1>99PyhlD zXv`!6=nbi+-VjjW^E4t{yY~T6TW$H}m}ia^)-WFmvDhq;TT4G~Cz@{MrLxGbVL zZp-s!@achcvuyNj4Yb!JynRP3K>;ShI?dLHC!VIp?fNGI1T*rgZ9!gYF8%b>SHBa( z#06(4hlxTU=Q>RDNqKYS;u@|9DlVXWj0>Ucq|Hp0v9-e<^*dRr4WFPqG!DdTJVAxd{MmU)PM$<$^`8*SFQeLqsuS{ zM1ep@t`e9HEflE~>!{ld#I>!t)vZ!!LQdZBH!}z#r$5+`0DJ#NMu1L%`Dq8W15n&ZJasa0#aUg`QQb5kiB%0+3B!nXxVK!*BBwU>b8-~!- zt!{`P5r}F@O+*eDAm}UP#ZeV*E20Pv6e{$PY+JJsTLKV3CJGn;0tv9+5Z{KyN?P)g zRMeiV_<%36czA0uHF=G8(NP zUiZq^zWVjAfDNo*2TRz(8uqY=O{`)U%h<;L)qakRtYjxk*~;1#u5^{iGzc?4PeNwY^^)n?1Hzp=e4bQ z*L&UeT6ewhjjw#?OW*q1_rCbeuYT!U2<9dt5e>lXLOPpSfe=_Q2ky#&{o#+Hc;Klu zNpM3Hu!7fG_`(>@u!c9x;SPKF!ypc^h(}D~5}WwMC{D48Pwa*kyZFU0jK@B9qmEyt%*v(X(K5&6NiWq{uJJGn{GS>(y4+(8x}2CMC zx%}?-(i_#TCbPZs9p+Z^``=ye!;WJe;D+!zvw=`;U=scnJ!`=q!4Ar;Z9->bH~Zok z&p5NKU1Ml-yyG4IxX4F-V>_sV!BhXnHk5O`V;-jh+-IJIzsrq>P~*7W@vgVLa~^Ma z(|gNf1~bla?sI?}9pJ6*!_1HFYD^R&5mm@Q!Kqb{iZ7(rQsr}Bw2l>rkG8Z5r%3@0 zz7W>BR^w<-JI1GdVUoN3?QoBK$xrT&DSsN$K<06!!!7PZY}v&%cf-$#{_~={JIq8E ze7={?^e-#@@sN+a zeAVY=%J+duCw15=l45JCYEP>$w!j_8<<>S&Hc zk%@U>S`8-hGJfA9y>m}-Hjjm?;X+qja^Cygv=d6;(v z0ftlV*c((b0yzJflRCMRJlT^TARwwYiGER&Q*mpeMOs2(dN<(#r&V^PScRo1kRVrM zPd09628#VhkPEq$TsdtK`ITChY7i-iU-kxxz+i7cmTIYLA^C>jh6yBjhXS`_%BYdl zhmFt3l93medfAtHd3}|j3Q}hPq&FVkGXsd3n2NcWjMxUI~26ju? zlnRlLvx%=viz)m*X`iRE!FGw=e|d7apqo!W_=i20aB zL6mlJk5T_&XLtq_;;9lu*#JC{kk6Kop(%h)=y$<~nyx8o94DJhHfpnJYP{K>YxxG3 zpqu_VpvT#A7x9cT6n~l$3|Dq5K&XYvqflmx zJ}P)S){I&1b3WkyTfI-)(;2N$dIeihDjb2s=MfRlRDy}BEuGDC*X1SUhyUME~>Z|QI7;ng6FZmcU>DvtrA#jlX{!%y0R==u2l+ViBM#-P@ye5u3`V` zmv_l!laLC|iK=J%um2jWLEEaY3b3?lv`Cw@BiUSm367$HQND353QMO9iLSBx1spl@5Va$Bh_S!RhahO=;zbNjA0 zi?bn^bgICYh2XQTnxR2^p@^%rio3W<%e0kn2_H~!WaSwUAOllNwcdHBU8@&N=@syJ z07d4ZK7q9)A)N^EwTpVKIqIzssbsFEvckxg)2e)N+n*)Le3Msw?uxq@x}?Z?x4ihN zi^r1x*0;vXlFW6cmq)aVd$>wFxQYwCj7y>Y<&CP41%qiEyHUB9+pC%TorC{ztWUwG zss~{+(YXp?KN&E#xG1(KOO~}udGXt2J{zvNdz^J!vwf?izdMGN0IzJ>ml4{o$6LTI zd!~UarpwE`(~Gp1C%q2b!29aBm2d@-tGx(Yo!z^z-%Aw93K)yn733Qfz#0>JR%_~; zmfPB&^SigY%c&{2c)j_Dpt_B6yT8L*z$BN>-t5Dp)1RGtK0FL2Exf;B|+c^UrY_)(vx=LY`UzcY%QIico0V@2cF5Jf2 zsA~M$t^rKLKfIFqd$Tz_#DDm3{y@BSjI#%<$AWB)9I2|rd3j2lv`zoK$c((mN{o5Y z6*( zO*$dQZ9$n`!J-hiwKjo-quhMQ*?cdH&YpU|@SJo%T(tT;(=`8`%Oe?}tzf*2>zBct zw6MC+La;!6Io5BmT~ zKViCl;n7Gj!sfZTE@9FQKm{$m(k$(}F73nc?0Bgvy#<`lHJ#Tw{Rj74(>?vy`}))V z>b!i(s)cY11%1d!Jj_x&risnaOsk#DIO= z$i29!aMX@1#n?B+Q|#CaJ=si*#Q(L}k|NDha^R z9o^b?p{JdEdh$oY-CPpD8XX##{;5{n*r9%-0>_|Mhg&P0-m5)s_9Ym5{xM!Pyn< z+1geL`_K=gbk@7(x!Dz1v~x&p%t(6|Uq|47{xn;j?O? zOFrdP&bWvTlZVX6m9X4{tKqf!;lwQBBrf73KH?|d$SHmaksx(h92hP>%`o28r?U@~ zRN7a|-cf^fPoDSFmo#n-x3ea`tP)+8hUgD(Q;r~_H&a4Gex7p%7-XvPy+BN|R5CQv; z3+kN{A3WB09u;Q&6TJ?j7&8za&{_UrdLrQCh2HGWPS}SI?X0}%LA}JCe(e%m2#$d1 z(vI!k{_Xp^HU{T#GVY}fn>?#Zp~4Cc!k|M45| z;YNFTw@~g(E$R?`?j|1D=-%=rF6JOk<`4g!1%(j-mWupW6$|#AKja7?r5I~DWB?W@Ae^{ z&>}wf(Y4(iUfGUt_hR1ini&{2{{lEa-qlPx2@q4Hp?UiL7i4V|<2a( zsU;9(WdIUT^~b&S5-ixDpZ(gO{pbI_`PrV~MZLI*psD9@)CG<9mrwfYzy8F03zfj` z4{Y*_Z2Gt0{&v6Ev>*1aA6@&O;{2cg0Fg-GK!S;`96*>*;X;ND9X^B@QQ}036(>fJ z@dC#SjvYOI1nF_c2nYxf7&t(n0D=Q7Exv>~aY&$;HErI+nR8}No;_iDn1)b`KP^6u zMhtrN;gFfrrV%0H!J!A55gYvZ(?{!8tX;i+1?zR|*gj&(o<)21Yg)E#-M$?gR_6M?6CUg}@#3$79XrzG?_46pjx8rvd>J!d&7D1e1|3@T zXwsxpsY-M?b!yE82Ub#b>sJ3I*R=~es#M7l?%ch7``&F^IKhKTjUPwO5TiyM&7D7o z9=&--k}Z>8Uzim8cJ42=cLy&q=};{N!siSm^|%M7P6G`glHh=RhY5g6yxKLcU;h35 z{|7KY0S6?oKm!{SOdw1G8_Y7o4ATt4$0D0dLeCKFjI+`<66z--ZkBHb<^N={y~GL})qbegtx(7pilKN1vE7GD+;xQ<6tMq#CM~ zCSO9*DE0zziijc9v**X(%yEHG!b$MA~zBdU}YC3PCe}u)RIJP*P&eN z#TTJl^W~}4SNYX-DqhaWbO*aIcrt6GaM4z$i;&hdw~!W^>@ zW06Pha8JibB#6*kw&iw3OKGeW(r{%Y_uQHziDZKu0p|IDci{z6-ku|RZ|HpQHTtKj z@+=Bq5BR8vRxJPD6WBPYtm3s-h>sn1YhN=g5bV52CcA9U1fozvWm8GTW0M7~&1|_( zzSgq9go}-3Llbqm=5otLcV=;8#M$rNBB4a*r1||BXz7GroS}Uq&lG9ODH@Nco-Ie{ z%7eGWZt{d0SOH|OWfb*3w2(@Mp>5K0 zD{YbQTl_Znc)u%&WbohGRwcJc{EkGG4G!4(a#S04Jh~z0_5OhS$|qHH^zDUGbDr;I zYHIb3o1b*nPUjC~(*@)`!~XvVV6|9du4(v#b{|q!C9;LPWVI%D%%T(UBsf6|reZe6 zvzg&Eh@1ZvT~C9RdY<%rLp@bg4|<2w-uhMrzVJO~d@AIe3d1u$879P52M~d)dd4JL zeQsgkp^8;ju)6?yh)qRAViJ{TwnRjNW48#6iF%hi6eUPSs$d(l3PQIj-VHFnqhJ`t zIL3jL5M7AcAoH9Tn_CnvjUf~vY)UxC62gWL4X7chSlGhpgbIB$%;R;=7s#blO@{!R ziTtXjq##1XeoKU8BqcdXBswAz1%zT3Q)Z$qesNH$v7Kz#rY+ZavXo>*Wh%p1iCNGl zIF?Fd^9(0THhS=lHxuD$ut-N$TtX9gBxIBJ$j2A1uVBICQ49mQlLNSFUF>2H5e^oJ zs*wLGh7H(&BPh8|Zg#UYL}a2W5fzDj_#=~GM5W!nxSEvpMmAV%8{ot_PkOQ}Hj%nz zK5sURHtN%omW-Zn0$RNi>XMGW1ST?#G|ccpZhgvBsBwxG(d-Dted%io)e^!?Yg#3n z-UMk#yID_?QqYq7*azUyna(O|a*MA~AV24*o08TPcr_D_Bl_k~p326J*t6x$a5hw4 z=7yJ=_$5Vogb_Xl&5wUvq*6l{Ri#eDJmg6LeT)=MA2wu=nqtyJu&K?Hea5DSGHWSC z8qPhP)va%Z>uo6EDtX3LjB>n%OtDxzyONQo-fEr#BO%Mb-cmLvG~7@(y{+Y zO{i4C!_=n!=&9ucq-1l_NXhbHT|>c!k>WQEjfw|Vfq3SZB%n=prnRpSR88F0im}($ z*0wc`1cmB)TQXWOukXwvUnjWRR2FuF&GV^oZ>GUW9JX-Jbt80%>R4VPRI}lsY-OQS zOc-7lI}oiQQ_OS7?(~qfpzG2Pm88A~G=QupQX+5VJ74!kklgkmdGL}2YWlB)E)O3U_n!_xEF+-=!m*cFeds1S}X0B=d$|%B=QfKZw z&5?Nybg+dzY(FyJPNdc<0+EVji=-DW@fy^JE$UU#7rv_%Dl$b{e|w4!*&|IRi961PTW^$)!GZ zs#o3WSGPK0DZaeG`S{~q$9mZRs)_}R-O9|(a>`TgX)fnA%O!Mo+~r>Lp67(AMZkOB z^}ct$3m!egtDIPID@yg}CpDI3 zD)ZPUmG^dM_3h=)_l@YBaua>OMZQ|q`H&|e{}w##xFL*!h~}e|?nA%?RKNwSK0e64 zC1XGZ%qx5-G9|Xc6Y`92B1|1W^=p(mup#**kzkKSz^P_|nxdoVe z!kELE*F!nC!J06^6O_LcB%~M2zX4Pz^FRn{A_D(D=!bpqJ$%8zcSF?KQNp> zF$|=it3;X5K^bBXgE_CE;~8Hgm4So24QRqXWW`o=#mdt|BNQrIVk{~HwOQ;#474PZ zQ@NEJ#11UPC~Turdp$;syP-11WMsdYqd85;flhRnOT@(6)5JWA!@)zv^^uzM8iE4w zm*K+~GW;&9SjAT~$8#J)wSzvjql7%+!(W8Qc$7zZ{H>Fl$6p+VE1W`Q6B=jqJ!-T*;?|%BYmesk}!^3PEKfG^*6ftrWL<32rI2ph&)>?=K9LQG|a<9%*0g8 zEmMVQ*oS;v%*Zs!NNl66l)Ec*$zgmqPq>7$^vw37M7dNBoNUXyd&}^m%T82CIII<> z0L+R&5>iB@)SRJDJUDwCJ;~I~-Q>;Q^iBU{G?>Ty&EZ790HeZ1RK!GtNn}jMp?XQg zxdcz(OnNLjc>`X?)&e$uDQ4!6xB+b$+g43*_i<~|4>@~YIKAZ3tzJwZ5xf-#m z0^+34`n1pcoJUCH17(9u{Pa)761C$5%VYe^eoVxdq&ev<(CoZU>!butD39-a2(}bY z@{}R``%b0AC@dMuqY#0m@dt2hmuyTD_R4|(M9~yg(fia-l)8i!{ZDN}oEcTd0WDAh zbq5KtJ^ z(kf;s;(_0dbv(RYhZ&cx2_>`^!EOb4aYIE_=96w)D8 z2nsDtBt=MALr*59&EpuY#rv-IxwWIAQqFNYNEFjZmDEY?K$*LQWN=Y6El}ocMA$n< zaWl)*)6`CFH*FhLGA%>~eN#BKPCTX4JH^vj^`)BR(>|2}Hn4(R)zw|))n3)rBCvua zMJ5du&Hcj;0K`j)61u$v7^F-RN5xVrq*UEJ)oQiYYsFSgwNZcc)Ka_DeVB%971wbk z*JL!+a`ne#c()y`PU)1@cZF9x)dU8p)zQRNU&U8^1y&s30iKkhCe61&^~4k_Q9~lS zd;wUaaMTTWQDdCBNJZC(mDvA@rC2rH)|h_njfRZ~}uz3X(hVc1$(l}>ln1g=$C zApKffWrHZN+{?w>%*9-prCGx(R1&PxiO|__v?!Jx(X%xQ(P=Ng1>Dwk-PeU(&(s9R zYz5Yh-P={hOJKdhB~$;%jnlYOT&`{0$Aw&^qSdd(h|1O6<;`5qE!)8RToQairVz!o z#TUJlk|`y?FKGbV#og}(-|&svOHj6C@LutSNy9~2PY~R5`(59qIp4L@&OEZ>ZCtK3 z-pNgfJHShFbF72lKUH z&s1NImDLY)UpZyh2`1sZf>)%%Q_ehDSw$-M(_jAW-Sg%~LMi z(^`e$7|z!j_T2v=y)*N%OGHJVMiRc+JQd3^xGaF&CjMP2zT^0<;yvc$DsIp|2IN2% zW#7mpUSHbeSVgMgZQ%$#fH3CM zC}UO2qkBl}HQUmKW42|80 zu5COz+9c(q;Y9!A7r4z7XSL-Vc;k!FHAk^?7F<#vx|q7j@6eD-m`2$>lPDvNuNG@x24VN*Vr$;xosLz5Zs<=Q>Y*0V zdNt~!wt}RVs;kz9I!a#MbAxj_62cY%V5bqzdas zer(9z=gQ{hmzLsW5QVm$;LPr6d5zU%u!gpd=x@&2EpF?ImTPjRYotc!Gmf{Xt~0-G zm!xppsoq)trcMZ3W?01r?%=Ls%vNjRPFbYFhWv7D%=TyEcIi&mgv~Z>%f?!VPH0UA zZRs2aaOiBto^F~H=W)K**UnYDRw}6;8uNl>Pn0YvMcC*))&{QS-^NpIjX zMelaO-dWZZIo<&0zHXIeVe9r};%4y{ck!Uc-xrth8K?0YS8-&P=*3oXdwuZYHO0PCjrOhx0hU@fDZzI=AyX$MYhuZap9J#*SRaOa>s2@jT~q z04MZ5w{9OlZ6yEh)CTHCmuS;=bBJzS_J#0D_k_-FXe*!Gxjt$w=V#KJ7+d_I>Af3HSF*2M5KibZ4~iA@y{OuJ&}stX$)EocM76 zc5!b7-duc8&M=kC*jHH-t6}bdWdslV|bij%L9fUQlj!j)!@E ze|b-^25ZoCJq_=JFXx0G^Q0MF(Gv4u(o552mxqrD)y)D*kNKr%`lfgKr{{QOU-qCL zc$ByLI(Pc3r|>q^`mTp{jE8zm7lrnHc5hbtu;2Hr6$MS`Y*FZJDaZMup7u|V?NH}S zhS&D(u(-~USYeZvO` zQ35>?6h-hL!h{MJGHmGZA;gFhCsM3v@gl~I4>fV@=<%aQg_^AOo2Drw%9JWsvLpyn zWwMyb42BeF(h&vFp+km*Eo;=n*lE-F4Dn$0E!eSe=h9_5Eodu$TI%vOdbh9HzeXGXN*f7nOk|%ncZ22vV}&)YWp@- zFk5Hy4%{2*SUzgUy8Rtnu<_(br@7UlS9###(3c}EP?$CL?Ao_;@9zCO`0(P#lOH%5 zWqIxhN0vN!9<}-R@->1lXgYD^hlUxlHso_UfB_y*8*T+!r5jfQD#%=NXbquOAaW_l z7lRWj7vTZUwPK-Dd`QP(ARi88U3w*&cp{1^s<`5Q^I61Vi!Nc)o{J8pRwIrOiC54n zGQpT#GFrUGA(4O)XdsdZ773k%vIRF>TT9l}q?EDAC4xWxR0$maSw#}jWl;reu*#2R znt3LgX{xy6Lah|#=t1IT2OsHuFIpn3a78R(V zw-IV9g=W$E7F-)Rq2hSgXxNihV%BhWuPK-g)c2H{X3vonFzS`aL+|P8;s9 zA^u=|IO9S`oeV8QyBhb}OJ=<_R$YHxc~fkibtse~a&FeaqZ=imrL~?7;M@soK{)KO z%RW2pwbO2x?X@?aG{b=?{_yU>n;0t8GD(hS-U8)Kx#<&Lj`>wyC)j*a5|X{v>ePcZ z_voc($?T=sL&rR)4ZNN^`su5`KKt#jZ`0uL_bvSYctHE!5AgKs&t2b-TN8P@*!Lfx zXfHtTf*u>BS3uybC3Fh}jE5e0fWPErV387^ay%EN0-Vo%9{eB(Lny)#l8}Vi0UCLL zRtm*^CwBWgm);=LK8LN37S{Nmmgh)2sQ=@tXa<@ zQnU(Soua{_iY2@v7PF|uEpoAodjp3*ra>kzlCg|tEF8mZctZf*ZG9F*q7P+Y2Lx8d z4nd@z2-5Ph;wTZ0UFjpu`heWNXMzzadVabBcj=ckbt5b>Xdyca1)(?N=Fna z3R9U5Jto5*D$$1;bE1&c+eInq&~>f(a=d2(^SLir=If6~Eb3DL88Zsv?1E37 zPQid8CW~^lt6a5~S10PoMedEPv|A?s;WnDnVW#t=ql8?n^7kD>%t#+{6&gE13XXQ7 zbFF^OTQ>K~Q=k$qY8)^CRArOOL)^2K(;L=4VWu)7B-SiaOtq)Up<=76lq%&l+1tQjr!RC8e5@F(Yu?6|XLppBiauQvm)Il#qnQ zPQPi5o{|=#r*&=dI8fPo^1u#^UF9Jr;YzC(k)Ln*=X8&% zs#uHp^0>!7{xOh){8iU3GNZ7d@Ln^@Nx#9cw>uHAA^IV%|K90SPUfHTVrZ?8GPuEO zd@zLB_ftjwf~MWPFlmX5Tx)Rn#bEg`iF0LQ?LHP-pvxDFC3RId7e#{wL>-MI731F= zQpYuRU!yC(YzBPE(S}P@JaYCu;P`kIK07G^nE)*Lk;8 ze&0MMF=2;ReRrFfzj%h3x%mrX%9PonMSF5sfF0Xq z2fIVhPV$|zU9rewR7m&!F(fivE_PC%y0?hIns)^(BKd z3B7_pN+7`ZXR-|cGJJbhPV3;H_RX7I>|>uO=e>UI&F{VR6MZ{Gooja$hH>?u{JH75 z-FGtw{_$ZUyy26M_(TnX2oS=0Z>HX1;PVR5wGx5jC)BzegueOCe?Ii1FMW~69?__$ zqMFwib28c%ldcCPEplFcYtNpWwYU9OaG!gJ?_SSk+oP?B570?H(0hS)l<<#(Q0q*; z|Nj3!0G{3WJyh6D6wF=JY<*i<;Tr;`nHSLlHhACneNq((+yE|GE%e;^p`X!#*!t-n zurUR@INjxKiTnXn{>=+jX`G*=AYgDD-7sGO&L9oepbg$24rW^-z1`Z4S!nSahCQ0< zWmvwo4+QT2LphYut4$!QRgw5z;E$P{HEbXUBAf?)Ap3 zMG6cC$fht94z3{^wxJugp^ovOT5a3l_@D?S!#g0M5*pbM@=aGU(pbeB5LOZ1^`Oel z*P)3XqhZ?=wpkS#1p=ra7Lr)|ZJ}^9721g5BObsBUW(_Gp`*B%rqqiX)&ee^A}+k4 zDy||cw&KVETn|DaMM+fcM9n+I$sP(~-~1q~CE&iLRWiZeBbgo9bzW$Zo+6E0GMe2X z5)2%^LapTpI1(w|3pLkz%#Vv%Y2;jAGOPz9lyIbBU62=pA7u=2AWqgZ;ve1?DQ2LRL1#R(9oxO#&u-B^;6e zBNBbd17%#!5J>?D1`(9a5J=Hm;-g*0B`(-yJKm)`vZh?dCTsqsZQdqs=4L$7ATYq9 zV#Z!d>BBo9=5H3~Lp_5$0Hh95C1e7iWKQN%RHkJfUS=*GJ#l6aVds`q9Sd&BSklEb zB*24sCfyW3DXb=Xrsr(3BW%7VU9Km4*5*#SCT+H-Zr&$;o?^7sqfY84P67irDWh?= z-8c2aa1JPf5+H*C+7eoFPTRbV8DiycnC6ER00Eq* zdY&kXw&z`@D1Fu>eAZ)&=BJF}raA`Y*S#aaJwr~G-9;K>g36a}=>tCeD3Ln<)Gv6$ z&p9Xn{sM$XXi`Y$bYiAv!jUL$VunTvdAekwXs1)8g^LY|6s-Y^j_F+D0xz7YFsvw< zs_2@cXkEf*jLs-e+UF_KX`RaFT&g25)MzdACOAZ2Mj~Sr4j?VOgFci)ktV7`AtyNO zsVb)8j`|pkgCe+tOA3;7OcS@EUU_8!se=7rYT+W0>ehE#KP!_1}nO{ zA)*=Ua(dOTAUGkA=z#=Ty zaxKAjE!cW3*t#jjGOT-^=&ZKpui}C+G{eOzDF7B@wQ1YhJ?1~s)W?DYQIcKSjaK*R z!vId0nbGXbTA0b|9Ljy3e1RQpYga1&?eK{zpIzxoR-T|G z2k5Ac)-hDro-XR9uIjEX>n^Noo+<2}soK7(FwAaT8bdd9L!`nj8)jQA+-*16tll!H zp_N?AK2rA$sgOOSk7eNC(yX_h+3z|g;)Yd&%B>>|L;-uv6Wi6CKDSRY! zQUDcT!li0%c(Ei%o?$K>KsbgbZ&)pu5ZwfY2?69l>-Mkz4lH{9uK;`XS9SwkLT!_Jmm&v8@8c5AnOD>wZkngME{vX(k!8QXq7=zII-)_P!fP#awLNHNkB;Rf%MUrukj-3tNqEc=!d{GsPA%~Eu$SRe_gObFrLchdn&A*-XrvM9eZJd5(zuBtI)ah>iYD);1m z@?;CMGAoB(uyPYD|KlthYb_VE=*?~CQ5b=tvD~tp#sagBE#u31>o6y@9Sa~u&tR~| z!!sDeGY9ak-l>XCv*i|rHEXjha40#Uc_*8&3;1A{5U&++!}6l^f9zP zSc5}PALwaxMx$N!BJ>@nUEP+k$sworsxX6pC`qp-IDCv04fd(N zYf7&)V)L*McQZZt8NPn=Qh}q}oMl+11v-cS1*8P^QExV9qi#JL!z)B{d_Hwwmuauc z>Bz+++h(;od^BA;=rKQEndyT*tgPaiH37aMM@DpR7p2!d!^d89U4vb3u5dHFu&z2Y zdX|D<6E+8M01`jmVJG%VxAcoSa`RyKC>9j`#zooa^iF$)`?j-CceZ(-H>{EaIXG-w zvbTE1r(fT*ugWK1(l>kRB~~}XK!bEE4|nu^lW^L$e-F6x0e5l|xZ2^uGw63Soa=kr z?t*``F-W*ER5-w`!5WkTIFK)g=YV0SFLft&OEd9w-D?%zG}wG9FGaUl`0HF;oD^|@ zFet+S9|L;dc-Pvq6-#W2-sxY~rgE?UCtU_>u(mdT+h_|T`11j{$||{&Z(eT#oHxYf zlN0xXlLO2~xP@0ZNZ01qQLo8Tu7^|VbcZ-gR|35nfC8K&0Z=pbG%W|lw09~?cS=c> zE(KZy3t$+F6cKMNx}oFvW^Y3lH!P2{Xdkbmd;e-k&+eV7 z1C|doYl80r@24rc;it2qHB5t$3V4;Ly4S@ea8tRet76fTIf$FNN@D_=Lx2KAz&T_I zCMA}3kItO~dvi#wB#UZVs7-i>4N)Wji3<9RC%U3XyR;tzjjw97A3C8!d!e^#g~zJ1 z!|JwQJEI${qYDEs0C0OZtiUS&Y^9@U+TL^Q@zD1@jE{pWC=H#Qe0+JhjKX%+I{d*L=*gDwo6Rx3_Ac8-t=N1DAI@ zxG#F6lY@<)yX(#~tsXU9n)|t%c57m>erNHK114YAXn&77s3$qttK;)I{KKbQDbV(x zf}MgFeUYU1e-~YYeL+=O6LkN2--NSurXE|3x zUr7I>I>bZ6uPasCs6JEw^**n162sw0Qv} z`zgu!0*!ZeOSU*}$xYjDZ?wD=Rk+UIJk1Zi&1?I#YkTnbe(>i!@FzO*$9&QMJfI_e z6x%qqTe~o9gF0-(xWj7fu6xvPgMO<+g)27Lo6dc;ybI`13v%vKj7;>K&TTqkRU;C2jeA7D34)7hYuk_^rr6FGhDSWX4Hrg z7%pHRKURFEE}k)97;#-xnKENamn&ah)EKjt%bF~0&WtH@V^5zyb-FB7s=xuGN0BB~ zx|C^Cr%$0ql{&TmDFrH+ux8b|l`GduLm()S;jiB`WE=<(pt_cATenV!40$`3Ze6=e zr`^@Ncd3X#M*aEYI~Zx+rE#apCCrov5u`;605UdNS!K(YF=y6n`PeaKohy6ZoVj!9 z&7enPp1hiMYh%ZR#g;vr_H5X(k8LBTtafkTzk$;R)_ZttUc7+g5{6tDxn}AncT5Qq zPY+`((V3AE*Ek_sQj6WFYoH)QQBLezyW7L1si;jpa|88&_RJNtPmV;28>7^iYn5mBkHIVNuYS1!A`o9 zU<%L07hAOdi6!!WnsLUPa4Kbuq897XN4~7;O2{Fz`YNmp&Y5N!ve5d`NxtHGQpzcr z3d92{vBb-$R{RkmOScR|YKTA*%d)Wqk|JP_)ii4@wbV=t?aj+dLrpW$=5$R@*5VAU z&N@FcZMWbEE!5CMmlFn;<6?78oo0-QZAF(ztZqB$!ZRkk6)}a;Q(#6S$wLCwo6oss zo?#DF_K?AbAABY{Z`4`SOX#5f8WgFbN8g zcA$kI5@=TvMGAJLgi^GwQ%bR;lsinx{WiRsdhLlO@?ykAM;^b7m&zcCtXHc_j5J^Y z0}fFCU<7{*QA^%|n+lWQgX@YCVJQvM!XGUbhRVvLhDc1YEaQULr~>k!tWDPD3|Zun zNmgdhlR5j7H`r8mhc`rFj#=jBws|yC>V%Ol=Mj0G&Qfzd-HEzQNA##@pPL~^9t0EY zkG`j$(eK2E@acyihe}0N*OzAU)$6ap4qI%XrX$v%SYsu~*ifgXmcW6A4V6Q0x&^vA zpj|u~+)jb*yHcOIF1M5%G>+Ktx#+dmUVOnqfZu*I@TU}k4@4UXVftJ6zh@ zRHv0^o15=ek>_tMy>4jckr%+f3C;tB6Wsxqk~qcHD_=7Rga|~yB@<8%fl}IB1x05t z49+D=BJf8mFvtfooo-+nJOBZ504dt7kcBNIS!r$;DB<~zhQ8az4QD8vkL-+i#lwyd z1t^=JMK5~!+n@e;WsK)E?Ro{t-rGRbymg@j8T)w0c5sBn^lg!gUG$3S8ij^5w9=04yzhbdm@EOlZi3 zP2)<6Y|9Y%02sj>uwsFTWW-EJfFv}-g`M=|CplvocDxKXovGm|fpbIM2xEA%VNUUS z7|Y-wuZ@^Go*k(}J$790X;RydsGx|db#VSsV%qa)Xbi4*bE0-5`e$1-sWO`Y!and_5~)}B-Uy_TjCQb6?P zQIXoekCY;x2ee8h%n3+zsuKYSXzGvfc~y*&P^(Na43|Q;Ff=u08jd+iJ>zw`f*zEi zEL5n-+Uii*xo$IqqKzplO3`iPMtG4zWpRY4LrJ-kQN|$-u#ADyl&VrU+h7k%<)@At z!qINw!rM+>@rsuW@ zD|gu=SIem5Hl>_sUTJtg;SKK<6$R{IX9L*c6c#zJH0*4scPdr?)rUTgRTVqfk+t0o z@l)oyY!NqGiq0YW2K!~u4HRdS9HHumfhTRV!R2i#XXm}NRVI?bhh2I4w zL`iwO@}k#w!t1YJshs6)>{3WqJrI}~d+K1Kt ziAO78#!*_z>=~utK&9nnl~g$T(W(H;>f{M;xLjJ_b_q3di;_A?%8RW09$mx)eiV2P zxyY<`_`@O2(E^65)J@ODzR_O5tsx51r^mm!2_FWvp&AW9j97?YUEaC~LdB-&uNU zD&~!Kt#6&{UB`MQ>@D1?&!xs=Z%e`}{najEY#M?8AOf1AGA4vi!^aEnMZ+nccfEHP z?-B32lQDDQ%s`oTA6J>4coXHj&So2xnKinj?z`Nuqvb8{@5?zHU-)j`sJ8XI&-KBN zpnpneM&C9ZO`rNWBAw~ac{oV|e8b2Cr``EB`(Uo_b=~hC?DxKXTNwF!y_CJH!H@2g zI(;#?Kc%^gL<&3!(2G?|WA6}$DD|tKeTe^Ep_Ff-;YGeDI@t*}C2zdqXD>5lG`8|9 zXDoe=r+N2+c$UcHIY>%@jL?_j^Zob#&eII_RBr%RFIAYX>6XktWY3jm4;+X>_?#s7 zc5ec?P8HG#0@vc-Fpw&MY{qWvVV;Dnsw>9-42SL%t^lHMwXUxjuuoN5kOfuH;jZrm zwXX&%F3B`byi`N{Mx*geuJO{ZcW|ivDldn8L%w8*%IMEfuq?ioO8@YI|Nd_Z`wxH) zi~v*5h?L0K5^$HGF8$tR1A9aQDXpY(#$%0w?3l1eTpp4Q+RrjZ4)F(gG25JB=9 zsj(5mQ5;96@mR7lDABy;Q8qk-6DzMBWAYtcMIPSkCQb2&2>GtN;dZm-uU23j*l)X<{1|Q?GDB_InpERk}idFII+<<2N5~%QV`jLBsG%-D`UIp ziZ3mLq0TQfMswr9Pvk((H%vyG2xa}$vHgDVFdg$IOCj{G;XK(h>ilmxjzcJ?P;Hk=EM>;aWf)iJ8`s6 zE(3OIO*Sf#CPULE+cPG?!D`lXNRc!q3r%J`Pte}$y@CzmXp%F9szBrcz?d!x(t-d` zkV2iJK^?RLW0N-5av_^<(K2n4*a9&uboff}F$zFLQFKn}v`$TQ22)fni?a|}P_?2{ z@Dgez`R-0~bUWu{r|m# z-<3?;6f4U#pKkL2ang7I1RQ~1CQdAwq(*#m9FnPW8-CnRBN}^YNu6k9rtl7imtR( zKb<3N#TF^Z7G=$LW!=?PFZWgFDbq4kOr}9!2PU8*h6w65ExaLbUDr;ffnfQxZw)qZ zS8_Z-vPLU|G9u+KKMrzf$Uuz&8TtVqWJX(ykUym|jhLo+o%eZ}XdwEl@_-j|!E-e% z_j3EFY|S;S4tdox!RP&kEEc!gKkdsFxp&^B#f)*Z0cG2>p z0Kke?XZTCT_e;X0eboSnhggW?fkms4;*1tqRkB8}Ge0GfFQ@pEZB68ALo^}wFkxsD zpC-T@czQKDYQ`6{5zf6u11?kLHdk+AQ`8b*X zS=f)kmo_J~WOvw+CR7Xdp&x1(ORjk^ib8`5;E|CflI52;DH$&>`C$K6VLb_srNJ^_ zM~PpkP)kWPbaWD51~#;q9RBkj;$gjdqrG~g#FEK)fn!NCR+u;MNsGh7j`w63dNqno z8m2|HAkUyl%*2fOn86^Am3gCAHil(bY~vNi;-X^uVRSPmoB1N1X11W#0EmMaoPjoW z=TbSxIS@h85R=xsWE4g(?pWW-Z{4{sZB3%0%uh=Bl(je^>|vkzdGTTfH5Y7BfwG`$ z>Hq zz{fPnr4QnLzZs_WcBTWirunp-ZxCt!mhZfA)lO|MgL-zd^AaE1sHF^IKLdx{!5!kk zf!)F6PRXDD`RCeD|gYqt6qcwWA_c*Q3HMb$K zRl5pb3z>R_u8euAflgz>Z56k74-T;XU5v z9o{?ok4L>^0bIw>mm!Cs0OC-$Nu5J|EE>tY;0->^X+6Tn+#9~(Aie>d3DM1W{mo_Y z5gCf_f<4aBnY*e}WL7S-AGUx)ZscT!<9^i8$$@zJ0YK{;z?f1hnR40@o!Ys*=57Aw zasFv$@LO}fmy*)Qhi%-yHRz#IKQjG1Q?t`Edfu5n-a9&vVK@t#c|r62_kMeiJRmI} zLn+F)f)?EQ;0Z(t02vOx?9HCc6CRSw0j4LOMb~@=o0Ad$lkCHRdg6rr!(TKrHW{BY z`@5wqP)P2)0{zxN15n6wDeK!E*x}`ODVg}eKVQC=B0r@jzvnIg@-aX2GasVrL&+G6 z(k&g)>zl}L4ZV^+wwpfnn_lWa7o;62hoj<#4?J_OK3*8%-tSlD7y)Yg>wY*Tybqv%uUW3GDLm37~K>^}`z<~q{8a#+F zp~8g>8#+8l0nDw56f0W1h%pOWb{kmC&Ah$qS1vQ=*|af>m0dfxZp^29`~D3) zxbWev@x4!NA@6MzV6aEg~vE=V>y@NMq47_?}rE(Pb z2|vD03RN)LzfWi)|_6VvI7%rI%jHY$KO6oY}JtWQZx_*fDPr zR$gO9J_cS~m))q@X55`-nrEgFx7%*rAj1!ARaTkWmR|CvU6^7HcU+lfBA1+T$;HDa zoAuOVPn>ejNoSpN-gA#V@uWFspJFOU4rV}xH{@XI88&2OhJI&EDJ(?@X@KLH1?-iqs0U|~g8S7ylw ztX;tl>(-4p!gcJ8>afG3V(LYPXk$SC{)psZ$KYt2lWn%S+?2ifl^t!X?r=8n!qPoCTan8DG)e%*GLK#m#~xD(GU=)(sJh6kYK&mbC_xDG>auI< zK_CMN^eQ#i#QJmaNr~e-(N%d@|KBIhIEguryPN0~HBVcDqh_06{x}P%Cgk zI@V>XCken=0SfSeqySHN9Ew#rzCn#3CgoN^EFSZY_#x;)FKQ^ti_@CsG#jPmMx2p{ z*S-h7@|34+ykQpls-v3!Dyb!2Tq+?-mgrkmf_=6w4 zc_WkUB2u9E+6>@>V3D;~I8m`kk z5I9pZO_V&7wl>NCgB|7a#s_W)(i@7>Q=8-@Muy?Zk*bQ6DveMmBNRLNENGRZdugP6 z5=#Q;(3Z9=q7Hj`jbHlo8oLZ4@`yRiV=8s2(sR+W@&}{O-6$^Tp=Q>yb3Q$BlzwDn zSNot?7IPBkoWM~>-u8iy+Z@YT|7@#U-wM~b%5|=E6%rqr^RF~1On?qde)@GZ{luZQ`Q~m%*1hpgGXCt%{ zOddd|x#a1rYWY*x($XkK9a{2`inOt0WvM3WEi=<1HFk)D9eY8~HmWLB%V4b;Y+BpE z!blrqP4%k(OA=%Jc&nW*4aPjeXvQ<}(GPh%D^YYUuX)dl-t?;XJBYdK=JpCkMM_j& z5*;ify;T}O30EBACuZ(4TUh6UjeD4J5>sN=;myd@l zXlee!oN|-{zzgQj2T=;=ILmp?asHTr+Z>?^)dbI=ZE$>4=4biP&L1Qh9ZMrLp@9&9 zD7n=CWut%jVW7=cDIt#SZB2Z{U16HV&=Ut#qdJ%GT@gmiWry3;q0Q(5dDU}UjX1xx zzOfWJ)+|~plRXEm@RVpg-;9?+r7?UD#PI3|JSPbv?_M#5pdw zm?tig8Md_eDK@x(qZH`^hdkH&@?^_=<}^Rl*_i!Yd1Xd3&~5eIELWQTCIQ{@>2@;z z!i{t}CqoMdCc1yr?ew207$qxQSt(CNQoJ(wxkotR*eEs~j9H|B>h7B0iGC zoY*z5yygArBg15d*_^2dXP`?rZMv^E?xWxDh932u7(MB%$1KxRAE2qj9wan_&k%@U z^-Rq)Rjdq^r=U)N96Xxr#25QFdST0gA5~~*Z+;TD!s)OyyjXjw@f9<}COy?U;}~DA z#aHy(uo`*qiZ4I-7-M+Fg9A(Wc*Z0jfA~Xz54|zJy#4Rr)-5MiI^2qHkW)?n8>csW zF0p#8hjdHVbOZPkTc>~uGH)LdTEFLe6DBjVCm<;Eb<3~}L8O5i_)8l|4Io&2`j&hI zR~1cBV$P?6&f_cU;AvM=7k3eNbD<;g;5O{A8{cPfdbc8fmlmUDenB`*!Vpm9w|@M9 z4>QPQy!I^h_fIHiB={$VQ;2z)v437>4>vd(y8(c+@jE%tfGAOb2Ka5sfPi6Wdk=_) z3;}hY!fqimXsTm@u}2UDzyZC`fqAHhd&q|(7=j*HcEO{3$TMQhr-Fwl4)Guk!2)VE z7B%G1Ccp)HJtuKv)J@YfWJfk_zdX3&56yB$tnh$BF^TimynJSO#QhMvI)sEe13dNw8?e*bzo&h7(DV65&T|krru}7pZg^IhUrgmk+^! z2@!!O32*+udxFVXUPl1E5R)>wm>MXPdbpU4$%i!=X+ZOnmw8l|xl5OZh~jV!R&zb? z7&X-3nNVp=;a3*wa3Y`im96QTcfojE>6NcZo1d5@U|E*LCUW~kdHA#_Xz5mtrzGOS zmTt)zo@NMrNta`Am(4km7#WPp`4OBVouh)10wDq{)Ip;~fhE(1S7&cSp_q|Lp5^J7 z<@uN{DU&=?nH>T=m?>i4h!mXZe2KVBJ;+Q^vnRg7TTiL~nzLD(0g8{{&=2YYpaP1Z zSecvecYaRDUM5FgO&A^zT98brWs6}Mq=%5Thz-?=5EQ_i&gq<(WridgogT^&dxoOM z=$E*6ouWdW-6=BEIZD2lGipE#(tw^j%A@GHfy>aIL8^_HMxVG94uOG8J(w2P5D)y> zpDp%wHgcc|iWhc4rEq}^{lE|EaHU=9nhRQfrFd&ZLLL-aa!zKU6KZm;Xk}@7if5{( z@i$505*Em?q6HxVAu6JKI*})Or!VoM9;u?p_=cjijD=Q#q9OvmhX4ei1=-M}kt(T< z#-2f1naEQP2A3-#b}MdUnn}uW`}wKIw3^Y!c2qO}7kN>AE<&3x;-$#o5BhKoUP?{K zMXR`(n*gb6CpR{GF&?HU9v6BT!|J9chfi+Gron10a0;iWSSaKn7k2um0+FYDYOQ)X zt)pV2*?It57nq+E6!BJ5kJ2d+f&g0359^?wlFF`;8Hkn|Y4iD$#{(iknHA*_4!^P% zF6g96r4=edYQn;*GT5ap(xtGf4-a>%cVVjw>#$-IHV`XGV38d1_!~A@v0?#*lJuKq zDy+x47!$fEzgZ}7F&;!xgd(?_$^Z`BTCLZ*r+&(OG!%% zs~fvL%DRym!DGjPx+H?Tbh{fuh`Z~-m9|Skbq(RLwI$LO>;RSV_>>}&ye-VU?kKi1 zf`RGfAh2zCkj0-D||<7e7uS52vxdk1-jAN2ZH` ze)ni3Tl5xd;Iev(zjmp=`zsK~IF}r$oqRTEi0Yl&>L5c4GyV_=2*5iW(7KTt!E>y% zu3M8%8+K5;!BLT^mKG}?tdm3IA>kkoUxCQNwVKdVs$ttqVjD#q=faar!{1ZM%X`Uk zhr?(Uw{(YUvbHAgHI<`G%I*aJ98ao5s)mo;d!<$Ueu1+YX+m;@qA4`-EejosO8ei6gb)pR3jp)I#4PC=~K-mzrVM7VGPWrc0O!F zz1RscsLF}60zugeWeA`$t;+)nMwt`~M^V=(a7VemoTMd5bSlmik zFpZ;{pUjEJ(hK*qh|+D{nyk&<2!dcTLA4DcP_ z2a(bWxVZ+A@Y(#};115<1uq+ZVBR0lY!C*ZGC;dK1fT=DunWzu3%byOr)}D#oeiP=*`J*adcLC_ml6!@zYG zkJL7v+7(Up|KeH=ENb))G)DEGF7P#6^#-r?TYr_l9z{ zik<5=%j;##5cADvI%`_-VcDjOc1 z`>}uUeM5KUKq2j2>(-$AB(3`vkJ9}eV7-ovz~4HZTlYWl-_3jgL~uI^Vu!jg_|Y%@ z(ZBc)+^!z@+BQ#iAh?0w0O*m%^H#C*2dD07_mm08g6)j{Xklt=WAFV6@25Y{PVXYQ z&

O){4O z5)VAEvBX$st@YM)QJkE`Gu~`taCC+}j08rqvH&dHtSZU_z^Ky(o2P*g0W0N%GIKWt z2>kD#ldliBz-`TIQP{LI7cUmNSsSf8Qm}gfq(Eb)A4`6 zz|u|cmJTyn@ah;|kzi%6`3$Q-{gOo}nDjghNpBd#U-GX zz`zA4IV0-E2il_!OR#BijeDFr2EnGGse@tJs?u#3P==AI?t@?qqZr315frvzP6#6h z2T-V_#m%Pxl@W~%1|%!?L10AWC`YbRlt-C4q8n7gQ67CbE*v-~jTvy!0M(%l<@sk9 z4RFugB9MmvG;kMvivSH%Bee)*AbkLI5*bHH%2JLpeE(sFELJroHq9zH?qkJwpyVG3 zx=sQRs1rHfBt#Zv00NZ^5b6dwv;W9~Ux4%$@feA(O2*JVa!bDRYo zr%wXe(gS9|QmY}(HUeo5Oz-4?4B%h}VggtH8lZw1Fl=KbC20%66jBwKDFM!LKuBSb zoYPe21^;uvN~?1wa(eWtSj}oFb^1H4diASd4Xa1Esx+~h^{i-3>y3O@R+AV&Aa7Nx zT<1zxWqAn(v&mjv_sZA4Zm(*74Xj`X%Qf5(_OOUeEN93TqQ*M*v1B5lWFdPT)2K$B zkj<=S8*5m_diJxRwTK<;P?6E9B(ACv1T4J3+Sa<(wNZ$IAVx6?LI2qHwt>j4Ail7K zf{<`sw-rQghZ~47jKK@THLh}58wK7fL>4&Ri8^L7gJVKO9nlS~cDD-{JIF$`q-_ZU z1fdG$8dnVFHLn}|unO8{LK5(mL?8e`-#~o95zxJ?I+qX#_|liYc?fWT?8 z-V!gE#BK-#ZAX!b6~nj1fDptIgu?(taH9q_j<0|JtK%IHIRC*W_QIGCfRHHXgvm%g zrjiF@=O_F5&tky=b}<6tm54?aKR)kyuPlc3wpYb!#xZZnye?JPSj}M0v5oBPGQd8K%OTI9mSIz3I%wW)jR&`2(gXj^D!Nj)~gCDjG>G&Sl#dZr$jk~O7 z`Qo_EZ0@vzjr)aiB}5joF7haM{Z@PWFyD-D49kK~J#34YzHwZwc#p)YI0szz2>LXm7;Z1cHDR#699hr>qof218a2L13MeBLAeqr2p+V!B@`mJ4d_Q0awX}ykKia zuXhx$fH=H!o9;lMdCL*sxyA!5Z)F?T3ou@Y$^AW)W5&GYSrIivqz?5__Tl9)Z;5Sb zu3Rg-q1>;?InZ}r-zb#(-9g7R&)J-ANod;WKo(9y5H1sgH~rsLzX}L4aDl%2{qKMe zeBd)c_`H*`&aXxl<%hwMNcQ4wDJ=|k|nci?d?wA$gVV$U) zC(}i_;j40iB>>^|u#dg$XHR=1&~f!2EPY4l9un`a>(*V*^?Jh|_R6c-51CMfxzTQU zV<-FbIj;8@98C2FoIWP6CQ6hMc5U1%z4te$dyg!=BrE-{ z!hx@7$>W^(Dvr1$ke>;2_n-O2mTu4Yc>?BX)2Am8rW3q(6K{oQ)wX_2aRK7T1Qb|- z7I=XeXo2FFeh|1p3uqDVM-s1wQ}f4gjphcoKzw2sbnn%FVh420XL&gGUpH2O%QgnR zrF2HteblCS4e)9{*nvYKfklvkMtFowuz~6)grPHnA`yZj;e-tU0k}3|S*8jqSbXnx zfA|N3X%~Q=SA%cnW5?A2)%Sre0fjwrdaB2SML~o}7>62I1RUswp(AKKs1a%i5_abR z9gtp&HhfvAg@d?!02qLo=4JC`gJhU=3jcwIECGo%v4;S6eRhZwa43gzsDzgYI+mCb zl-Ln=2TS5sVuCn`sQ7|9r+<-#W31?QW9VaY76Dg75O&Z9sKsws*Mkl5fSt$_nW%|K z$cewWHFh@=p@mlW5C!hIiFKHf4}*C1h>nEzbl{?o&Uj^R zK#l*145_G!t0;p4_;3-oh{`4hWB>34L8F5?VUcx5k_X|7APEy2*^zMwk3;D&SBDZ3 zDG?NzCJ?}NiKdd$=#r>tjn}wl^YwoJ(JeFWlaBm9`S3+r-CjVhwK>?W?p^n8V5=AMT7>JZx6dSdep5%d-C?S#>(Fcu* z5GBZHjOGW^DVYA}n$QOblE9U#0ENse61ry>~j=cF0w<(_?v5{E7o=lLT z6!-<{$5`IdXEah z091Hoz^9U27js7!c53Rcn^$a& z>$u&BgR#1cN6NRXtD7)Exgfi_SkSqiYpaL~0il4U>-w&zYZxYHuPp(wt}77Dsj`|n zyS4iYi2s|oid$?l+lBA7or;ODd6>B)85HB15$p@B$g8}|%cRPM1ysr%%ku)tG`)wB zU)FoQ!&_$q%$!n?Yq_SiZVQI?D}uq>izjM_ z$V&$G+oWVb2AxZ#DRmmn;lGDrS{n=#9Xx6=oDd4fpL5V-o9d6v>as6ud1v~9G)uv= zIeHB-r186Z1uPSNu*4_9st$`<@5^!{e8N_I#aNuhR;;lfsj4vL!rkRvA>%-N#xbPLkrHYudX@-(}msNY7P7I-Ed=mV^n|)h#RjkE?Ovw1##Ru`l zVE^nF87#vSk;nSkq6?4JFS5E%Q89&wJ^+GNVCW6 z1rK(?(A>xs5y*V|%`1_?HC&9=e9eZ81s}=Hg#p9ROcFnvz4s~w<*dV-8VJ1{zQp{- z@5RpT%$o3wV6^!V`YaG1Y!Opjm!^!l!K=_r_|E{H#Y{TT1M#Q?O&11GdLb=}q5o;p zC|k~htFV$#^t`S;WAtc96?qn&KWcdQZi>=5{D5_7%JYiY}!7}ZjJ z!c=__R(;iP@zh!!v1QxU3h~upt;1PX);;}yXr0zu=6nd|$rL)$1PrTnO%gM`y3p3q zs~o6%UC5oQ&43LU^qJWl@rkgCBVgU44!zjvY}T~Z&a@5L#k`1s;JXj8*)j&wN-edX zEfYZa+pDM7d(EVzUD|zNtijEP=!n-|{fD{i&=1YnxGT)HZQBRBi0MnuAparC64Bh_ zY1w&JVav>x#x2!-t=xPesp9Ps*EiS;VJZha-LLJRv5mXg4b<;!lQ}uh4)NXw(aZ&b z+D}N_FVTQFMc{6@xnmI8ggn~Y%-(b{teXwjyC~lbF@JC-)?+Ql65WN%x8MA&)|_^* za!uZH9kd8L#=@=QFae%1$KW04;1I6G5>DZHak9|urC4Xv20>B^S8pCJ2fJq7;=5%e zF3dr_3Y$FHk(=V<9hw*J+)A-;aV>;4J_lTW<0qWsI&K$#tKmK#lrSC}RRRGHZ3qs1 zqZvioWQKzUW{c z=5sN!q}S(VUf_n!5G2(B)ZOMF-qUi<3)yYw_=o4ntf~l62Tp;F1_lpW)PQ->EsM&o9^a3?ZCAl=eR)Uv@PmlH^jvi<=%bDAC2nn zhv0iUywdE?hhFR4uIRUp>uuq>>fo?@Dr-H?5W-e(Y|iOOKGC!N>B+9_CEn~U76|gZ z=K>+<57FDcUdl-U=nDbf4SvAgUhrQz;oyE2kf`q&(SGO75cw$VMQ-G5jHWUA3ZIVb zp-#;3Y+rIGZSCcF-jYl08rA^>U+~=Cx$BnjQ2+MpDo+tnM&=H2k~+NZ zI*i|0nARdb3b-)m@V@b3OR(u?#2`=7M-_-wJ#{913E${NRjs-C<^J)>m2Z8f+ zJ#9b^@et732{!RQ|B^u+=NT{W^PY2f{ska_@771@QHW|auMrP_6Rw)&E64JPZuPZ} zg9xwnVPTJN<@F^oVPOyP(!J?DM(k*>g~y)pbH3j}eZJ}D$y*ZbF&@+W;+WE9@{tJR zGPbj;T=jt8=va{4gl`rPzxYuIT@2qTWbgP!F2|8?48}nDY+vHMoAjoh5VKzq2$Nsr zPO?eyzOdeEexLfYt_N5@_^rXU`C+@sfFRGz zJp7_L1AI@|N0Hg>&-|$G{D}_zSwH<^f%y536Tc1-aW&)sAxEH`JOd5N@$*XILWT`r z;W8GH*TjjqYF)(0aMUVEfbsMx9#q>a)eKBdDh4|Et03nBgKi;+46_aw#WK<;6F@c;1O)JQ z8frD0G&AWm)G!N>K(jhKNC@1)X#7 zAPAwmh`Pfnx-dJ1Mp31sKp^{YCn8VWvVrnYf^W1C|C^!9vP|SLO*LDqipCiYF+>j= zaa*%aJMYBPsWMw63dPZU9LY?k7>J+-=l>23BtnG>bFw;$EW}QuDgn822?u=gGc`b6 zdXG=GGWAauAk`{Uv^-BmH76O}gbhwt=_egaiYPgg>dEl~r^^{q~8<@VH7S;gvAIOV*tTXWAvx3>|SQisI4 zZY7CVry_{p*MamnG>>5;tmW8asY^D>T9~CYq@N5-Z(5e#8&xeq<&*bQ7Sp8|#&5;N zIAd4IrL$s>KL%NY4sv5(hLBmPuw?!P7|JLc8YPn}y^{h4oAvtwC`OT=1~T#WkQ@Ow0mcUIJ)wS3>@%V%kjv5DRHxkmJj!LkEXo$ zvRr#Sc&mLUzW6&acgn!8(^9b{&WZ9I*gVz_){W7lvzcyW?T&PHN+G)x)4)G_Sa9B> z5)Z)V-Ky4j_k#jHc*lo-zkd7wYhKUs&&r=9F)3C= ziW7CyKivSbC}j*|x3JS5Br;}`1#$AL=ie}CilwFF5nd(|! z8jDG>MgB5Q!JKD4_31p?HN}}Ed*?_VUz@$rg|bHH15<n_s8)4^OTC>;l|mV&wL~+UYKpId zm4};pB&XM`*$*B1&?iMSm7|bEP=V4;sU-D}>(r%2tEiH$`lk*!9*oYqKRw zc@GKOkv_$2fyk*Lmdjj(WTHvao$gwF+PzndBD;>z;CG4Z+OwP&S9mQ^V^yPH-n?hL z_SI2)Oxdt49SEfI;4V$ zjWfm+&j0Fwjv5>!voKAa;joH-BjOTQ*}W&0a+cG@;ufRN#VpaVOA0lH01p_m2pI(~ zcFf~#TKC6!3vxwAlFQnCnQ;6?AIhTa76W`3K$sD!mj6R#D_0rIf=2YLj@cF&bIQ&u z33E&8WmX5dm$?NoU}x8?U^g>ZZ%ZKW`qGD*Nb65tjUEk`{nH*gFE7#ZA#|ZhED7Ge z+SY1XG^0y>5>-PQDtj^OK+1Y)IV`~#Yi2VY7c5b@LMAgMNl8G5gy*_88JQv6v#zP# z8+R==(6{zYtYt0VLxbDgJMuGHcHK;Cmt@^0fdHkIdt>H$0TIYfHV_$j9f_{uh|gNd zU;oMW?yhayG!s+rd|>P%50=DT-##~MI^c$JTe;j3$9RAiZY_hCsNL>1CddtLV4D06alN;O;+Q~v>Q%pb)~o*LNiTiu2gKS`w|yl|*U6q2fd2?s z)Zo&I_Xwp>{&=ph{FIcJlGypil1n+D`8Lqt=3fl@70sln5TpKHp|xb$vt{V52Y>kO zj`!}DpU(}@Ia+Lv``mYYoPB^ry+}Un4FTd1eQ-SFBd_m$3v6Hw7BULL2@jeHsY?n2 zOuKlIzNoOd-Vi+V$UgJ)iSHA?3QRpyxHt*aK(k1{w1_mn%d4kT2NjS%<{Gf?L4gt_G<|p+(4w5I8(5|BE&$k2*M>!EA)dv(1diz1}=m|{sTjoTLqw*KJ*jC3ai1U;GCL}u)2Ul z-q<`&Y{iq9xK%hsR8&RS+r}XL5(C&IbubRKYdc%KMcX5Z2auueN`PLRo=8AFN=ZR$ z(8ovIzdD*c27|dYD8u$sKv^WGKx9BfVng-;#SU`E3WB?Fe2H$v1pia8$ZxDji^RZi zlt_s*lQgtOB;!F`EQy9&fRikgD)dE6kOanqhHTJBYv9KgjKovI1zzYLRe(8*B8n}E zHZ(Lyl5s6N>jv0jf~1w zoJu|O;ut3f5Vp;adxOc$L`wuSzRsLP?+B!KT1cV9MuQ_t&fAe|JeX&kO4+o{@gz^&)Xi4J3v;AB z-*_JHth1jOnb-l#4hV$FG_f?(N6g&E=gc>@vPsYUzXo#_vkMQ}+0G?WO%dEG@VvPM zZJNEjB-m6s@g&a*olWyRPd+rqxKIgKQ^zAyKP3B~gQ`zTi-a_TNpH~4vn0OFR7;x- zLrRo6pGY^mgbJTajn2?S3GJ^O;n5!~&26Mm3$;)T&Corh41`pRSKO}D}g_ktT{cO>+^vAYR9aWGZ0+pRBlD^SQnE$32oU-`QwOA}A3(mY7QX(x+ zsXWpoGynsDA^)%-2*oJ#`7SDzg6T0UKuEK37>6xo(Jq9}nuJlsSO_r{NHR4azHHFl zK+^?{Q~y!Y)Idsq^3(2{Q#!RxRj|`L4Z<>k4-f4P9NnBvov@sUMK3W4K~+Sv62@#$ zQAO2EFZIuWfmDT9Mh~$>SqfEmbI_z%zyoEEWPOV^H6Lh2w24y%QZ3R`MO6umMc*Vf zmHttS*16Cn^e7JkB@{Q<5Je1xK0s6z zO;;}M$6pPt02PEZCR%^XYi!@cjY*@Yf zl4~)5X?r$^X&CpUQJAotNB9C7248OIxM=^gR|MXco^0#i3o6m`piOTxZSIDPDbs|eFM-b5lFC=rQjsJ zhc(+7BpMz4QyBSFMtj?Zi8z5p*#8CKft^jdwO+j=q>BAbp_pGV%Urz*OF%$`P)OX{ z#ai@bSCg#>(Gmm|_>iy-L8!P+lW1F#pXQd6$G(4+r3o^ z7-A-K%wqcG5*I^Z_xR%wT_3-#sx9tfFJ@#hu3IwJGIk7<1(wD_F5BREGzM@0`aE27 zC|{8sVi)z#>Ts)psfAHcS;<`yJ)>lTY{TKA;?Iy|rYg-?hN=#Tf-W}IMvh?`hU7&1 znpsA_odx0M&94^eHE7Dh+WlnnC0S86B~o^vQ&xeb$W#XGjOFRGLbBv&ot7xZL}J#K zGZbb)1A$yF*hS{$87AFdMzm2Yif+Cu9A=6!DJ~;XfyN8jW)5Xvjb@5i7T*Q9k^o+B z6=#wVIMUROH0HpgLgdeQ=>PFJqjEN9E;dzlUgv}LWp{qHG(2N9l?hvh&zqoVk}#4b z=!0z7=TGiut)*k+BaH1jiGsepR;Ia|fagAHBz5-Z>Uw=-e>t zPf-WaSnK*C>RX`ey0+`P#_LtE>y1|GEPK-@I%s7D5~zMp&dpO%K-87a>hmqxu5O^O z4(pz*i-)z}*})}sAZ)Z~>h;j1e@)t;n`^ulZPC{2y5{S?PBGuiY<3!zwjO3~T>u!k zYQ>IY#ujDAcA$!)Y5%xXvJ$Reh}qwxl;rpNrt8u+?W9KS-YN|}zP-SH z-{A0V=BezRILQPMh1tgH+J0tVb!-6jT}>{K;pQi~l$Q7aw78aKpMFF1pgE;OZsi_r z=BDd*es0=&!p)w=!13=FYqyiU1glPL+E!exw&0iMw~IjKOB!o|YJlXRSEg8PWjzY@ zRygWTjlaHPEpveSw(k+w@BJ1mw635F&x!sK>6dUmFnP!YH~|Ac@b6A=+ZONb@xL@+ z;g;Q+);6e{-6p^~TKAlUVw25EJn{ zPwqYE^L>i4hz_KIYvp)_SR^~i6VQf42lFsz>GNgO#`S89h-@2dnh#>~f{Tw2vvXtu z^!L`QV&A8^?uBM|_GgFoXn%IPMubN`^-fgG7?j(z6OCIziU-2Nv$~^INWuGUaMh0p3_kZsNYPa@l=cR5R<{Wjg0M7{} z?@^psfd2&8f^}F2a<6f7AM@vQLEgm(Tu5SheO8Uq@M;_O)6(}z%5pW_wos=neh2uL zpY~g*c7m@eg;#i?`m&k_(eMd(7-$EpruZ7?XI%H^WL%7ahr*M0rIH7Ylh4W-MDp8v zcOSjVyI^|bVR@H#d4ZRCmHKN7PqoNuacZF=?P1XCvT7A}! zcGrjf*e9m25Bnzd^s?xBZGVZAB{xbLsy2We@e`!p9 zc0ysC2Z#m&2NEo3@F2p33I*D+v+$w98M0)}fN1d|#*7*_a_p!Ogdb$RMv^RP@?=S5 z%MfMo=<+4Zm@;S5tZDNm&YUu5sH>P$oz8@^9A<17)Q+r#Ko=%RAgbNEsO!$1GiP-i z)~w#Pa^-66tF-`MK%l>AVy8hXTQ(Wmw8qvNoDt+=%uF(_z99Z`!EgC>;tQsUm1 zf%*S>^g9!B0pGwm_8{wd&QZSiABD8+NSOvuV+?ZTmLvD_m*n7DQ~Zr{}>g@8;#Wm^4D^GO06$ zjy>mN!rZ@;#}48Uvh?XQYgWIqW%>B>=hLs>S^Le_;;Un{(vxZVWc~AcS8@7##mJ z6(&<0hRETP0RtTxG|`jIEjgKrCE~S_i1sykQ)I3US=yX3qIoBu7v0Dspn>v85|8io zc_^ZZDymVDd^HN*nj0NC)1wDz=YT-6J!RWDRN~g)I9P7w+m;ko2rx*M6}W)5@fzrDf>eq8>6N0MD;EEkUap&A zEh?C~P@M$*i&LE7RqP?P-^Hp^t1(5q?9P-8{P27RA1r9X$@)k%(@i_g5w4BhEYsBe zf#}f!NYz!~0|ap_^OFU_;H{LmjXbVaCP#>_S*N0k3tYJ1!eLSB;6TvCkmY<>zu8@k zUCooh``6x!1`X_+PseBU(MKDKX{KK*J~`z~N8Q-ZvR=*F=GNtH5VW$fLUw}Tij1~{ zSe`s#+v;BEmfW?-{jx=X8PGtRjLp1V;vs%M+TnWdevknVRIO<6pY>fiXy+}{IP}ZB z7eNGDH^n^m*$aC)=7oEd{JY*?6fi`s$(Fz+WtV=smE@|eCELQO^*aAAvEzaW?eF4+ zgZNDTZPU;iz`gI}PH?@;2>1?_xzPkrdxUWw^cp8UmPDWf{?;x#dO8V3nGI6ypZK_)v%F<<_wYR~=@F58#NNOICfD?3s zbfxnY$=vrs_{Few^P?f`R7EC_bS;Nr#L2xnGdO|p(2M;O;`ok-s4?D3kzMo%6r)(I zDMla){=h*2n$opLao^ zh2W;g{2>r2Ka>?HX%@&|-Y1xn8PDyOSdhIOz*(eB(ega$l1NH2P?WS}2D^a+0wh41 z-u$NKNK-~unG%7(lu5VV05np*&Eq6%lG|;b#|Pgabi~s{J~@?ICzsXX*N#O zs3V81e4iG@19{ngp&giIfMx>lYX=q;} zDv)(L1by#><|GH{>e-h3+*8TGfL9Q5R*+!B;;#0xvanqDOezd z2t_NJo+&aQ0;;T}KXy@or*gHcs63_?T~gF{q11On9fRqg$pcg*k^dAAkY{C*Q?ZlI(A?#x1L;XXd-X*jHL$A$iK0QL_4|W zR`ad@P4S7-`_&gCRlCby z6@pw?@h}A%~ylyys0-dPY7nlC23{GEol+NNB(Uc5LA(V{gWc z`7h}7Yq6rp0&*OY%@(vVViL6s?s9BAWw^nau8`Z5?fU zTRhfJZb)cx?UIsMg4`~!WEAJ$sIzLtSemeQIDo4a7-%5n8m$O+;-C#JZ0Whj$V(Oo zb5!YN%09Z;4vRE)%nR+B{1>zuY056p(dqv;n(fnYt?gWmQ$N}5aXN?mGt6qelft39 zCUORi0T$El7h##t^RlrtL4b&1^IO=*hO$5!-2i4gyWq`2Y<=q80OX1hrKS=1wQ197 zPq)y_y+QFkM=fq#$PU$dA!)Ba4m?oyY=`O|(F_jYfUd>+*Sy~Kod$;QeDAy8HaE7i zBxmrQH>}S_?d50t=krX>M$FnCGq>AY@!5Vm)VGvx4etlcjRf~OF&^PXYISu+8TLmm z68OxUdU8JX%!p$bbj@#W^MCWa?F<|GWXcKmQic@f2_S(s(4qH5$nh;6s6ra!yuXuaB=-MA;o8%;G}PX2X|Ubxp64;lkBL&t_jA?*AwA>@ zQ~_gcpt>63W*Bbk(%>Lr_wCB^+Tx#9!-pwL?_qq*Vbr_wU zsAZjhikL4fiP)jPo^<~6`CI2v9|1mISk=hya9>9}Kts%0@;wBY<=ywSL-@Va_$}Rg zonMNnpWLwDbcCJ&4G*Qc+twZ4Oz7YB$-?i&+14or3NA{?310^RU;q|c^es&R<{*tI zpdf{jwPo0SpG%B-4GVU}*dxqre~NfFPUb zmkfr+3o1(3Rhkwu4Gq@dk=>vUt|7hEpWt*(@f`)VXyF=ZLpX#(5$@d)#*^&5mH929 z3^gI_w3+tN#27A96bc3x`k&#AU}(r$r_IOq#G7U2#Lgr;+8V+DI79>tsOB~vV zw4}x`=EUvH$zwERLOehLY{5EggE!{kh$USgniwo%obAyMxjkXJ@ylSun=I^^Y9yiw z9bd-~Uq1F@O^6re5Rq}o6K&Bx!NS{Ieq)kN3HICwjMO$KU-w>uEMrI^9ieKzu zVAG*rxaHBR=p)bc&MwMd4;58C>dZ0X<5yY@_L!jlgypaRBx$ zP|jscOv+FS7aFXgzAX`Iuxd19%k!pq+*gIW1^WXzK&hhrA{alPc)uq*iB~!6K(#M@POt+gvVbp zOK;&2XC4aXsU~=$CTqGTdGg}vnI*6!MM4Ihyucio5oTdBC1SSXaC&4pI^9&RpPLX> zcV@(Nx}W&;XHW2uJi&KUn_XBeqM3}HB&!-$e-5enytE~dFOW`435{e9L_6qe8+C_PpkbpFVHa>Nob z;!fnKki@2%5NM4+sE>jtkP0cB3I&%w;+%TKf#qgK$cA7xX?)5j>p^K-b>vKaq;U!! zauVYARK#W0gha3$nYIXemQNFDXlJZvP@1WwHVgk{rkcJ8o3?3czG<9}suVgReKdrr z;sh=Rnx1X}lk%xI0;e8^V@!>seHN#RIwo?~qF~(UOZsA@7KE8*VPc3#*FYSR1Z%o+ zCYr*evS!bxf+|~zDyhb)X;5l>AcgVxYGG7fparI@^677O<9xo7IC|S3f*UTuPAGVw zd4B&_h?J(i7!pye2C~Wrkv1Y1HY=|UE3hE~Hb`rzQfsva>93@!J-&v2kjGwVXaSJG zt5U;=#wxi6r-=qCx)N%x&edClLQI6IR-zMtm2fd*#iG8 z+O8!w)a=^QWu;*5BR+}fnwzjv;X-r>xNbu<^li~LDd7I;#llg>-lyT-5ib}6F1TwW za;xuLgxFq$%90=%`tHZ}Y)7EvFTE^~v@FbO?&hXt=c?`Jy5`ReZ#9C>0ZN7{{VXD8 zL|~Et(YCJZ!fvbvu2aTT?c%Ds;;!7dORusg<4q#S@{5=Klj6dOzw%B0Ft3kME@z!> z^iHVfR&POOPU%v{Q1q3sqHIoJ$`{pJ0i3`&6fODs?ce$-pkl0)#^Q?BPbk1btywO; z4ApifYI&3_L1_W=&8aVNqf4~xg%v>dR&VgD>ZMY8S@ zBXJV%v8=M9xyF*M4r-Q|Bgck3sevp00~En z_Z$xqzp_T>u@dt!Ei-M?60Z5h&rRvB$F}7EFyJ%$+PeJ`K{JXm1Mf@6s~Bb!h#VQEN#EzuPKCs0E(G=oONGCKFE2G8yvyECc$ zMilEV)v_Q#JisQ!u#57J!&P$aEQJI6ia`sjGQ&#n0*p@YG(!8dLIbr>cVdr4w7U_7 z=`9gor&2;L5V%hDMwf3#f8(sOb35NEV~#_F$WU?M!W0;UnFRk!*Nm}F^k-?#G`=)4 z)HJiqtaPs2rgJikFMA$O+jT;rT6!#-F=Hbi$iq{A&0N4o~p%dp6{q8yEdvj+)tTtf|7A4PRU zZl93#N3Aw%OS5agb^&T=U>EbH(MwqsP*adVZyPoq19v*B^I{J-rxbT_XT?11gLC%- zg73pT*oJ^FNH)w+C`jaZv^7n)2!7m7KN~e@Psdza#6LAtqEs|8(;I0Y^m^ZQL%TQi zQL1d4ZikU~wX9lTl0sBRwSFVEEYGqZ-$sL5#W}bGf(QTkKIok-e+qO%!&-y_BK##_ zwD@(_>0VjNTQi<*+lvYlZ}sI&<1SK(AGA1}_%ye-ihG^{#&^g{it%FDq&xsCZvj-- z_>JSZRr~2jpQwP(Ly!mgJP>)2=LU4AgE1(1i+eY&DKdOxuHj)$}yX~PTrCZ-RjayUSH0D*!>b#3khA~$Iw0M-%8^xU0jul{ua}10Bh`q9)0I8) zoADXU2|PgC{5R2k-oO6q?>*4_{dTpiwVzV`@i6xRMfjHbF&u;9FaCaOyyFAsYqefJ ztUI4WK0K*!3wZ-%YeTkVi?+i|+T(t7_{5gGpaK(9&I1w%jy`?6rt8DL`Qv@x(|(0H zZ{X80-5TS879P`6!|(ro@MpZZQ|#j(KRN*UatAp;xI-5XT|sp15GGWJa9u-(>&`_q zXKq}@ao#YRE3=@%0*@RUglr(oj!2UyL&}mh17%B>FHNq5Ig{qh8R|}|WLcAE&y+iT z27Nh$WKTOKg(g)Rw5WllC~qQtI+g!sRH|38X4Sg2B?v^~z=jn&mTcKR8MvlZyOwQR zw{PKMJ?a)`+>STdV#ST| zN1jaCGQrXd(ZNT+&qnJHv(r#Z4I+ssvIrw@#>r-**?1F5r}QdJP9_SSYimR5i2AT4 zb#M@GDLeXLE5r_|YtFpE^`gMH%H*+;PcG%UZZ_<8(YrFHP1cc9kli zfI*fNwMkMJGxgLcAEW=r9xl5KxXV{Xi&ZqsB0FD`d=>#E|{`}6*j1yhBZTH9j_aL*w@z{q_~V~efG)EAZuC{ zuA%!3^tKrsfbqh=#AQ#oJcZL#=f7n{lx7-j2Hfz&8`V2E+V6Dk!i;#B1FzuH7wu|SQqGfL7kyV;KN50e* zE_XZSM%?h32gm;|ox+W8-g)tEx9jn}cE8kjkrZF*0Z&O#vT`PszAs;W?djZn&7U@Z z>RChoW^~fQG)>HcRD*bRG_4s%1&?)So5J986FH+4Z!e64kpXa^j_5UNfx@d@UK;qk za(zH>$t%n9&>}$%Zg4sejEe!cl0CM7kS1;m$^wd30Qu^4QsTn3?`(W?}7tByEyS(1OZio*2=XMyzzvan}pV7r6q*oVd{?D3sSASlB`r;_EQ+@FP8F=tn^U za*&-XpFRI}STG+->4)zto%}R24}J85l9cp}KI(Bqi9M)w!$=WZoU*o>$WcWk#25jU z!auu7g>QvoqXVs&l3T_ z<4J}p^tU6hHMz=IkCL>E}|2>d+V&6rl+f$3inGRjm>fqsd7Z7$vF{rU{y+y!Z--tn_8Ca$Y9Xn#cTMN{7uL%1_)6~!dk%b2-UK=Ic9L`RySm#621q9)_XY{VEpoz$gFj( zkdaKT+~O(5sw6N>qUw?qZXp)7u!VzvdyL@vk-{hCa+f=&;csO4!kFXhH~pHAEX7n; zTQjlPeznAD41>ijZa{Qmd`};{3CJNCa0fTr03AcF&$;>YQ6cLRbsaj%-!W~GA?@Er zPda8x_D+Fur{H?RE6T<+iM&YQOe;H>t)e<ni8fsXj_J{_n&3tD4jIRGPSMto4 zAgL=8hfN|Ck@GNyVcxblMHcGdjj++xS*pwzC7O1bpii0S^*H-Q^{uV6DIJ$bLz>8v z&i1#rMQuY%6mLwPO^iSC0D0}g%I(H7N1c&sc~=;aufA|RTn+2-arn9W`9{F@@uka< z7(n{ihfQy4j{FS+yl_e248;4K$);tC)!OskWHD$9)i^!keo@6O25vrWo7?(*hqpzZ zaz1r>aZttfR8-06mUyIS10Y0|+db;uB8?sM?m0Zz5%dZ(X2WoehrXA_w3bFjb6pbn zz_n(YN?KPTyfVj4v!Opb|AbA6&JD+xO+Xi8x;vJ}o!8@H_QdfxV=DjOkwM>4a{iwD z$ZofLbyz-bS-xCIEa8-slj0Eu#{%a$$FeWL0d$`SUFh)uhcoa4S9l;j=}M2%4x#2H ztSKy}oT;Qf5R|%Jp?C`)nWA)v^V#!|o#HLa`&y1U5<46Kj2`!kvbp%7(cb+Hc5d4*n7kH zGV|r5<_;=x9#`eebvq7=*!uN)BHF0)u z#P@!0wSrFpA@Dh93%;&L=0YYz!0siuC;Fm~`f?5)60hgBkMaM&fgKVL9=z}SRM3wa zW5c|UkIs)8wj_OKjq`$ty80nkG(+@yts=}p8!o{k+ya5f>Zf>YEl33K3avUO?kSk9 z01byYE-nJ$f&m*awH}ZPwJ^L4Fldm?&!+G#aKZrk@6!rE5jc?WJh1vo&;+%w4Z$G} z;}8U$LCaJy-smCn7=w>W#Z;)_8_-9GTx#k(FEo2=Zuj)KrkNcurZqPUSO~VrSV^i z%ef%KeO3kFf=CB<@L_Js2hE`kE>N^Wk~V}Q>=|2bE6*d@h4GH zA9->pnQvQwO3})2EdVg^&?+HYffr)|DqF!89I`5b5gwdD8JJ`~l)(g*aT!yv8AgQ< zqalXy?P-wfF+g(GtfWf_(IgXuS5ndc{I6LTL05=Q{iDPk|=!lN>8qF4%ZCOjno%pf64;S>n(DW}pZO%p4V zrXj1rB2|zvzV8^ohYt}W8qf!k#?LWi?cV~15TR~}#snp~(FfbWE|&s5Ds!l8ve|I2 zJpKeR;UX#31{2lB9|^@TcV;gib1@n7Cmr)KTQM?Y&nW+6X*ZVBJ9|PqxAPvm(?k_eU7)i&#;~k% zq$rSMGhw0t5VAep^C|HYKj#w|pP@eMlK+oqknTxqP5|LgC zSKjY88Ix=In`n*iKirN6ng+OQhdxzS@c9nF-3uLMdMTf zUvxS+79&a|LR15rQb$E|Dt**Pe-s>qv|gNn9puv)=Hm_tqoe9WnivBf&Ih^7 z>>3VQc=EE7q(l87I zt}+!$_pmX>OmhYix_Z+$cO^@IM!(dVV zQ(Kd!Noey)W35wN%`t!|hxZ4l#vCfF8HgHQL_71_V&PXz?W;fMjBb{C%kV>MP|71bAXZb`u5Yr&y% zCe>u^B{oyme8zR(nt@ZBZY}>m6=tneUFDBmCB|l90IWR3viuYrZ8bR|M;!v~0E5J6 z!Q)j=WL2RyB$&2o-@#5Jm(m7zSa(BTi*tdZDi=GU6S$UZY2j-z7Hq?|M~lG&i{Wgm zm2KIUJ|M58OsXsav@sT=TnE%{&y_b7@g(`SU2PVgoRB&}G;J&~?fkLrpfENF>*r=#siNtE}jDamqN45xh-E=K* zz=0FfdJ7hNvp2wm^>6<+7e_n@O;I9Z#g}U@)_l#kM^P6)pTQP7(8`p-b;04vd_foB zcS&|meus3+1nC;^g>DTgUz)4Kd^a5aS8w-r{s#C#hG8nG_jo6Yb6IsglD20bAXPuE zNE8-lD7b@_LW6acgTeTwIND8Tdronuhel>aceTDrGwHd%T| z;@EQLi_2Ij#F$RWxRj;pj2mT89sor$nL}rysTfRrMOTl5R2g)cj;jH6bDxSbNt*!>%_kmaQ(w@`cf|>KnK;GDMg@dM7AiTOej|ZsvJ&xi zHk5Biip_Xul!{eZaxXz1PEj7@d7kOHo=p*+OR*hNxt(b#_M#X@^hS-{B6;&qnFfFa zIN^kMS(kB{j=#2-Z2_1^^C^eJ_CT1fR;G0e2@6;KLHsqfZ7=k%@pj1YSC73sE^-&y`pVz{m@VON0d8z67 zo|Rf2HsNWF8p#-UWO#;@2T-V3j{wkW5<1}#I)N61fuYHIm*@BygdrAml%jW87*y3K_ryfd6sYbILf&J z0FrJBg*^f`QigV_-2$nZy0bl7p4%a+H9Om?`a6zApz8_uW~l%?lM=w1tcSU*&zcs1 z*(nWGm#d)|pt6tGaHDTnhkZdA;;qY~p)gK%uW6`BsTrmF7cSv%9wbR0=D}+sVx8JG zSVBPvuc)z0h^IUElZT>{MM4(N`FC!os0&4uM*A%|`?KAfo9iY1*6sujcA-nneumh+#N}DHYJSFsLdkKt1B3r&5 zd%kI+z2E!2;~U5wiamlyzn%ADQ2Q!kuZuHuCLSOFTwAP*p%})x7|Pnf%~!3tmSVX! z7jj#Uf4LVqkiyqWREC?vloXm))5{9Eul>3j*)OI_+#O7OlFF&XSA4P3WE0>Odwv{F zc0#=+uF3iAVo>G)Y(O0x0H{S+V`ehFxm&Y^e8}Bfw2l0s2vbJ?=5dtVCyq(xOlW&Z zU=qGo7*t)rx7@6sfwmKTbW0%@p5e-$;VGli%ty2EM9sH^yURejh3Hq1jBz6s`LF-s z$3O6V9;(Ki`e8E?tNzpkUT>mAWL#N(W75BlyA7Roo(0lZsV1a1(l?#G-x9+8>r^6W|1>AQ7%17|9YT_(ntH!(Y>?PecgKr9tRzu)hpEFRkDR*DLqAA0)PZiAQ4Pg7_@xA4crw5K6D43 zYqcE9pJ8I}_&pbX!beSyyR2g+9>Xh4RATcP`3>1O&q}H$!~{ZSMg9j(wNL+OKD>wG ziX{}hE3_{hKv==O+URJg%TBy?ekpAJ=9fC>2VaefwhvgjvbFj-hJ@amjWbh7UJBp@ z^qs*~U5|y~6l~cOL^qDFyusU3>rEdjrLX$*_ynI-Na0P@mNd@goOk_7?F;4_KjWIK zE_FtJCAHfm9^Ksu-6b4=_Qu_!m{29`i$q>NdIL)4rDx?6-y{m(@aY-xr$3Dp2=8G; z!GOMm!iu&$0%H+5N;}GmyC>l_WQlD|( z03w>eXw(W8+=eirJ$DS<+1rON;=XX<&{;&+E~Cbb>pFHkXD;M8bK3vPENFl-rGpvj zW~6)xGp5X$G;21HWydDU8M0*Q{HarxOQ1xHzOwx8$LG_XNvB%1X-DeS ztz5f${R%eh%nz63nLUd(t=hGlGKhT(H?G{dbnE_=vJ{x#~R(rma=N#T7!G0%$F}+vu7WJ zha2}X*}P>R`+cmL@ZrJ-8aIgi+c$d58QO~|G2A(d>n?8G=<#DnbK^#8I~h|bU!7Tt zA|3j+{CJu;dTL$oRQ=Yh=;0sjV?V$C{dCE${SP2oZShB7fd>B`2p3L-A^4SG<`qWQ zf?NSslwS!H5C96NL?#(!owV`{Ewdy+$SI|GQVM7)o-&$gr;%n$F|4@;n=P~HVv8-h zD3hCRz4Zp%Z^R8}+;PZV;}CPqK^GB16rFRDpFjm#6oqrOdDWL#*>TbW z7Y1MkC6add;WNPuLIR|dq1f4qERyD;XtoG5V{6X{<4caZ(B=z|;N&J7t3L)gBymL! zWY9JCC`pe!zWSQbHWXDPC6!frbS0MFH2|Iii1H_1d}sfH_3VDK;6SFB42BsNQV_1E zsG#DG%axsYo-2=@yWobb4@(E(qr*rnq8@FG>tfHGZGE>Z%w&^XjV{ zckHomK?WCcGq+yDYp=}t`VBR~3Og*!RLV?qci#V)V-iYa69~3>YHk&6f$gEx2-VSE+k7x=gY&yFdYvKJtj9v0M|( z2?ZqZKmjOlLYXI?b&@w~rAh3!-^vIRxW&Fq3=ZP7C9XK*jSJ-XHOob=q&){+?lNLc zX>(TEj^{p?jg$DrYx{YgRg#80rtPPB4KM&tv}T}qiRE<>TAuJeNGIL#?oPgQ3kXk$ zLa%_WbbfN+Q^W=q4L+r4$@7x75)c4MQSTA4h+6@+mw*LmsuOkd&}2dbvGd6&ebrD# zF>-+;!P$avu8Cicbo8Sv`eJcH3RyJb0Y?8YGAAC)xdw7t7C_Bir+~^D$LGwk02YD^ zc2@D$RPuEo8Pdyx`O#xo-V_%(rf`t!(cL`ifyhKEa*>K$O9=@H$w=yCb??F;yZHE& z8rD&QR-vIR7`U}?&215sSVSji;X~Fv0EZr0m=RUfBJ`!tiMBZ3;HqfFE6$I8AEQ;R zz8FR_hLIk)`k#~1s78%g2_!Xh<49ORy!~kMjvO?K3-u#MK7ig(rYXsA%Ege3 zEN3~>GLJ`!bDfdACQQINCvFz1ThZJ~mnhVwqvXV2|B~J!OnHrM$gN8WNB{{oMa1xt z&oixHsHlqZjK4Lp7&(f?72k(TP+9*}M}gBKZ@5@1c!UuiC=25^ifK&DxlBp}#168U z+02o2gO2tQB=SxN6nXB&oiVW;e4NEex83f0^36ejAh zq@dvWps(N&E`$N)9%q6fGc1A=*T}&SS%;Df9W;&Fe^eNRau^Pglg^MhTQNQ&K zRJGLQsytdhS_KD~!Nd(2Z)FfPt~8m)ni)(z7m`q*$(vfOCVA@FN18g%vb77UUF_&4 zoJMuDUm+(`Pn$@mnvk@tbs8pTGBk26$g5X@;RCxCNCPxhn)tP5!@&IqaH$9kD8fT?--_{BkD5gd2X;nMm1dpqzD6wgQ9BdS< z>V&dpO3A#qmCu*>))K-cKmueER<|wJL?lj8EFcP00cdfT6bOFnpfjOesi%V#hpV z#iuzREu8x|(cD$W?c@LDN4Xmf9p{D}hVAiqeXQ7*S)@8KTW>Sp*p0%Zxr0=uFG|Er zmn-X}%7L76O<(&iSA%)h1?I9jy*%q&OVg@Z-P2U(v*vdNn=5^Q5KiU=-yashUv<_n z3BWh0M{H_geLjUN0jBr=){OMB0~i3kgiHKT!v=W8OD*3C zZE~j+0_TN3T$8owSyDu-n0TLH#-(ZM@LYW2tz9_773pOLM1TR? zA7aUTFFflb@w);_e#SzekJ!Cd9Vcq_O~Bfs`# zG3OiOInU$a4EtRgu|q$vkY9@Q_JYn!u+A-kIM{iN)AQ;!fjCucz$IS?+)GJ>-v^0jXLE}8Q9VLw?BE*WCwVLSh#I+~5!0fO}Hth0ZgC_5w7% zr*Rbme4TU?fH7)7aTo|7FeFzueW!9E5`7MXf+5l{*SBcew|%$acsy4{&ag$}XM;C* zIXM_)JE(pKX?tYH;-XsgmE!^dtoSPhJ-Uz zK?blO60(LiaWG~;J$kn=sXz871i{%4kb6<_owagXsefvjQ?+WQa6*egyPbKBxjHk&fkv1DC)L-C&tqhy&#) zgb68BV0mv*hmZ4-bv>06Y`HFeA%I-TT2aYmQwahK2%8JITB^x)UP&HI`4sU;iBlJv zS8+UI2@@ES2)r1V9XXdQmkQMO8F@(=$k>;M_m?(;OMNp-T6CDdRER?7ZswJU1f(5q zXaJC;RTQnx0oHdM5ERHk(gRha);R|s+C zD3C#pqU$&N0&Hex_K3@lb{_qG(lyb z5=dVJSfKhy3W#(MPwJobfM9jD00K#nOPXa6Y81BF6kNI$V0jaqsXX^`q`@fwlTb>M zVxgE}oV0)n$r*Irn{Xk6&<*FA ze(Mkt+Rz7A3KW_6YLn`vu~r~UHh{f}WE2(^Vv40#qdWERq@`-Ar;7iorYfcCWM`5Z zssmQ0QvsZrG^DgD6PMa+RK*nqaHju636;Q+Y+6@v`U!F9cXas-oM2MRc%tz> zrSdlsWkt2&r;Q_%0wJgX)SX7>SnFpFqA&>kpbZ$Y4xQE!B+(75@B&ZKphOsk_hy=9 z!>M7>9^dk=bCOLx@v4$Es;LUF0lTVC)vvP_t9JyZVsWrxVOzxpA5k$AZ^uu*g{G7M z37^2GY>EoS%6Ay*7$>J(&FV0qA{x|{K7!^qh=X(2_)CF$MwwQ0E(Im$fDq`=55-~~ z7SRtoyR-Y?4)cJX2Z^gw(QK&pp6!SO4DzWBV0B+JY#Lar1-t(yx|0t9YqhAF5Bfl` zQj28^i#+u@C}2x1-{Q6Lfmsr(VF-Yxm4LAsOAD#MvBo-=A1h*QC9)1RT`vY35v2^e zG;Y?JqAg2aIH-f(I34bAem2Xq{g6(Lx(-~(uSxi$1!9&EQjte7s}_eKMMEY)Dkox= zpInPORC~3h`=nXBwW2Fv`PwZ}n-Z*B7lu-{O)*so3lwXErfr+CpHK;v(0mw5mz}VD z%Q|As+EA&n8ceje5tS+(qf3ArxVDmwDOI>sf(|p|4*C!dgz66a;JrH=v+0+kQCJg{ z>SUa11CdLwYvMI{0jdSpcB!elqDl%?Yr0p9y0ghF^V|Pgu-m!{nYmn*6aLE;p%;r3 ztGjHz zQ9HD9r^AU7U`Xfy<+vEL5F#48z;G$79q9>+@RlT}TnnWloN>WSl))JcV}EHe9}L1Q zo2}YO!X?~|8gUWsfDbge4NNi-Eajpdp$$4pFD)^zr{=o3$&@j?o@;V}H-R4)D8GC{ zzV7*6`(AShs^&kYqpR@5j`AW35|gn8w&|<=m~C1 z3y%QC5}P{_vT3{;E*G7uva%sOdD{B2gj&b#fDVX@xHO3mz7i3LYmtlpv=ph z4+xQ1)bK0N%$?{(KskyM#YMj6TWVpU7n?Y#_-r2%*#`~)fRQYLKKjm)M8xZiwVUkD zIUP<~s<62E%|k8JP(~CI*?Ns46pz9-0X_fF|5VUnoXgFr(04d!Y5Z*vja`gJZi|DM zBb;f|%n*V~4Z0H2+kny2?4lXb4M|*-``Z9a+#o(o9!M_ttPBswo~xwn;&Wr`E!_$ZMgFaqti1TEDD{e~f13T}mMDyG5D@K%L} zcwW7IZyX#oc!SjIG7J$8?qJr`U^4xqm~73cZLpOMzyM2Iiw|bXJuHUhY!eqYn%nf( zhTSKEJ=mw~)5AI6+?n;U-HY6%TbC6XMgZO; z)d`FlQoRS|y+gdHT&>XFzMRH%d5kK8eH+Dx!_2bNn-I?&(#)~n#!)h2L`(#s$2yqI z88Ic@&?O9DdPP`pbZrwY{f=B?*8t3!aSbPl0pdp0;e-9*XAVM(t+2hx0oqHMUrEi?y~pIjp&D?-LTsZ@|m$d;+DERaWwCt?jlvp+gX$0YomcYx%=+$ zGf~~ZPBbi$w64l_Mk)X6z@F*}KeePF@B?3}`e5(~FZHe!=HOCs5zp8(oZ)t@NlF-0 z7m^56um##900_Vb9zW>JF4ep!Z6Y}B#enh=ei}X7_k_RI$ggNWRkQ+Ule-brPplvcMHn%o zad7^=nG?1_NGboyDqTyv0}MsF%;IxqQz3D zG-lM;u~jUPA#IJ+Wve7fUny0lJm%}z%Vy1vfrD2QUc7kDoJEUv4P4HhI&IdB7t<(D zq|}ry-PW{eIH=*!O>I}z>biC2%ynxZ%T5EZVa0-#C2Pi5v}x6@6>CQpTexxMs7u=I-T7_iJCd4rY`+3wSOLb$<;nX585EW5|&uPo_Nf11Wv?G;ikI*)wN-`$T1^ zT-x+$)TvdkW)0YmVzo2W6>e>Kw%pg0b4T7C`}W=f1Cs2av&Z;x;{=sIQs~fOM2QnU zU9{MdW5@qfA47s1+1W%LR4`@7F%?&F$>3H@I|z|+Do0u4$Lt^wY++OuK^H9q&Vb?RPLZfJb4Hrh;nf< z7hznXj=Jlx)99mCvW%s>lD70t7hS?rX}qCsa>gi~Xo^Osm&}t7y=#uC&pw{=+mAn| z{+kLN0SC-#D;)VEEH$%U?8A-)$SQO$70M_>g$8DD6jI1^RBcenETwT%PCNB*L=!{x z3`NpBHT6{gR8w8d#@TPGH}QsgEA_8t2KTd^H)`hE4Emy5%bY_V~#ua zc;kCWy?A7jOIC5iuvmRH!?*%{3}wnNZ9r4G2q*vnE`0qJ*yIQzb|RpW1=^EGnx*7f zjH10#%k8xDk|Z#-1;^W(*lk9qXsQ|aJ!iB|S6!IeeHUJ(`qPuoKCwDSD^?hjSu%iM zMA-rVy$025Efro{ID^+Hh4Enr-OATBmQ6PN@D(%ucyY!>M*MNeBcIh}uqIxS=D94F zOJ&pgxGiqJ3gDFv(n;sJ=RFeo8R%nO8QN&0k**TEX+v_FJCnfFJ-n~ssU~chvW5qo z^}Ze#9yx(O>Ros1EL&cv0u)efwqYE2GMH85JmAFcW~)&E9))bi+6(||us+-_Typl? zr%Z9iG^5@ zZQ5vCV+uI9z65Z4D#Bci?gAF?p#=#5K*IPASev@wg)b4iUlpy$7x>9fe)PLy7rp4I z+!WD8OItbts3;381Lx`|A1A_(E51&>CZ3}#158gv?$ zPLdMiRl_CQI)*Z;;k8FX(re&g33+64H5t;$d1k|54$(m%ZM30M*ZbRx7?i-Z2yB22 zSYi_wb2l=6$OdKEOI?8YMO=0t?-DnHV8E^jbxJJY6(kR;*1lH>ya)0oTnni zGoIz0iH4ixB!F^gudHYT29YVC6an*q{<+9Udnt=SmB_@$95Y0=tdK;7c~ST6l9wOT zM?X@8QILkzG*qO~5D5pESf-{oZ%fMq9uTB6fT4ji-Ps-v=bf-aoOT4T0u}lzp-2MBlPT z1euhT5N(WC(7K`@p0SuBr7PktvyY9+Zyz50WnKOH*BjLZjH|rSUJ})nTlQpIibcxUnFi4B>O7Vbn^*v4+KrfTb>{?wZ&5 z?e(M8LXeE3`Z(eo~}J%)S9{;ea3K~HSA|s`^2Yi99B0^OpACqRMx#TGb|2R zE&#%pO!NNhZO`p)i(hnI>@H5beRXk-L8>zH)&_KuDehPT_<$ToG_e##i|CR7-}lCs z4wc1YW-~jH{2rvU771;Ct(1`fN9%U2u*Fj!SqzhaCnd@tbAhG*stgrY!-HaiuuLR8 z;dnvM!hPxnaBD?Ny(Cda9QKg@999_RGS@IW?$m@xYGXtvjud!}vBvcA=ts{u(US&d zjDoD1ls?9c9+nJ?)w{p2yc7X3eQ%O!N?*%5*~w5|MCydqSxWR*)}ZakMY624SY)Xf zX+EJZxYQj4C%C|5PO}Fc%n}H1%eFEkTWP7RD34e3bpmE7yTUlFlg8xT9D$1<9$N>hy72Dp(|TqresXaX zun?*i_`ox3q*ur8vk0Hglu8?|QaBvq#o!K?CteIRTRhllN9PAC$<%v(d~9)s-kwNq za+PLJ+uE~vT0_BBzRWUJ=F<_rfqwY+EqY@-XME$)EosDuG`(F+Xor;^xW4mc-eh4p z0XM&v0uBIBb8*yrA`lh0h)0v|&{6cRTq1Z7%AlcB=dw7L-R`{EacUFKiay`ia-nsFbjN!To9yO zn-+@Oy@w++CfT)Iz!Idg1u+4k68t!3Bby5UTfUNOgBCnFSvZs_^pHZCyvHbmg+UmF zxxNOFM6uXAPI<1lDnd|9i@Op+QtUYz3&ksH!UkZ5h6#m+aUU3jLC<3iOMAr0Fn~j0 z3?qZAFC;xW5JNHyMl&RmGjug@G8)jL1Xv5FXDJ0&&_gmSs_YP?+G7%8)5AT)z%A>J z@Nm20Gr<$w4>?0bbm#^}3>+Dxkm>`BMw!1zDFa6s23t%=6*;t985m7OMe!TOQXE2c z(?>4~h4@oKM;XZW2{L*-FaLuK%HhNdu|>9kDJ$s3UMw|W3`R1XEaIrC);mV#SjI=V zh_34dw6i_nn?L}&!w)pcJ$!~~shyAi$Q_mN#%~12eG*6IA z!NiiqVY-cHN{def$RFg#el)+m3WZZ-O82orziGdPw3tg1EO-mbzSs@>6H16gpj~MJ zF319ktVl2rLr6$HNO;S)Oud;}z#{=CgjmC8c?jFf1q!4NAjUj4kF!aTGsK*{if&*9pFEA-KrTJ|u&gAYvPjCIY!SoDoah>he5A@6bIPY| zyr`T?)Px)ZPytrVM6f6WgOr?ggu>P^N`~Y-h)GDa*g~9{NVF`@_bP<8Ou)CSgt+_! zI*2UELc@-P9VzoHk+en(?8^ZEgN|G%Ns}zh!+gn?G&bQA#K$DWLc~ekg0=yv%*!kd z94ICc8?nt)jVlzZ1_?_R$xZNMsn^6g)m%;V>j$a)&-U4u*_6NAgq+Zf6|cmN2PGWd z#KOifGU6;wv;>1SK+d>?OSt?5NGLs;>Y2JUh-Tp|qhStHaBV3LRbD1}bY&SZI#z+}l^08F%_K-0RG4r;rq!Y2tsJ{!WJtJukN zTn)9F&-z3S;LN+%P*X^Z(9Y~q>Z(!!)dzg&hkjrME>+cwu}y&#$ihg%$T3s77}Y5< zRk4!NigJtv2ml@60xL*X3|)geeakw1%R+#<5xs*&;DZKiy(n7*W&Fq`DF$Jn1%<;1 zPbdXpcoIkTy(V#z!0b!fu@;cr6+7O_WK zrAk&6&{vJsSuI$LNy^hC85?<6xu`tPOI3oxk(I(=3=@J0FJ z18U9IY&D3F1e%8baD|a%L+(6RCTUbBp#^1#QH?mQTsy6{lh=7Q!H^rrP0d$K%h>Y~ zSj7T2r412+Wmtf`D=eK_s;ye9g;iOFTCLr`eT^B5b)vJl&nfcNu@KH={n#vERuJ{j zKWN)Jy#p{Tojc$Il)VGH6&4cBFNMIPn3dUFn4s?5LvzL1L)Fgg5Q#eUS&d_@5}K2t zzq zBVp}|*%cJU;9SRe!nqKg7H|S5INK};gJ)&i;f+=>lqtJS-sC+J)>{rx;M-^M1W@=} zz}-XcOcr7Ph}m1)j-^pt#$;R=a$M)h)Hwqv7W~P+P$g?iqpv-=4PmVP1lHG$Jknj= zeMsG^wO`YP)dHPgt>w?T09f6mKG=xeGkwqkfFmgQ-DG70XNAi@D1<^F+2ciC<-K5n zXkO(=7S{0u*!iqZNQDVP7KtbZprKyu)m|L!*<2H(qbg7EZCp)?m$NBa`;_0VIHG>3 zUC5BA&+RiF_FqJ+U;Qm&BQ9e8bzLC_NB|Bjhv~C=!(F3`42k^REMSA-bz2E;TSze8 zxaEQiR$jWjgF4z^opJ?b{NPU5CK6^H6h@Yc@Ve5{lA_9p0qdaejo~+w%o@Im9$Jvl zZ2^%k_620N_~G3Q;z)KeMs{Rv-YZDH=KthXi7Dhr31musA}J0r zavqBSXaO^D0w@S&E*51jE(GHwz%@waO7EM4W{#E)Xe5>ZsgYg zMd{bn-Av)XbZ!g|GhnosX|PxTjtv4QxMF#3TT-r5Ho(w|%uqU512#x%e7*x}D#kqk zg;m=rg5aZ@N(E2=1%v+EZMx+>(mK()ve^;lNi`(!y=V%%A&s6~==02Ho|T8e+}7YU zYQ7MhcIin|>6JF(mbPnv6yWj7JilI*RXXPbmW=iqf_MIDd4_~FAZntPsiclg#TI2q7;3ctlvAUY zZ0%Ow=Y&pvHjd)J?EFdvRPbz2_yk=p=v3IFW#ljHSU85$ph;~^c@uiJGsXo#=S_{|0jc*q& zq@QK&))vy}xr%d`+{#TR1do;4Mhi`zHvZFX6npTf6@}7e@FVUAe#lxYAHOIM=getx zx2~n2tYpTxn=KrHSzrW6aPvu+g;_X*96$g8@Bl7=0^*cYD=2Xj*KQX7_cxllgMqX0 zN+9EFwWCikZ>&bWt6p!Z)~_@^nktjyuWPsg8}g$86Cope5-By6`EfJ7D_{dZ|MSR})^tgHWK71Q zIrl(HZHjixc1PwM;-MXOknr;h8p(|ThYM6UZh|kue-C&h9{8hYH-krw=gRk($-G^c zxz~mc_$=u2j*sk*FTKc0&IBa+B58!ws|2=hgi5G!xCeKr7I&C$mSps5 zK&tr{7QW)+^mh*sbO0-k*4WN{B3$=*GUxRuto5evuB6{zSdDzipM1)PRini`s#7_%~&y}0u`mTopFbI3Gui)ow&eXeu?=}udVEamNd$-5PlRx>)V!&}n zMsSkj47y{a+8y!mdm{&YZHVpB=l2fzdFhL0*@k|(ve>8p$9z_Ib;z%L?Wg?9w|+$H ze2FP83U>{0ChWtfj0bQ40$69$|75Tadw#26$ihh2cc7z21=>$}w#P`?KW|h>bbwg2 z=nJMq;R3aQl}n5gxIQ8tcn$FVbrD37e|iAnt=ovZRAL5Cbw-17Y<#!mguyx zTF_u7&6+lE;%p$xPR^b_fBLkeZbr?WK#w9#s*|VErZbE-h1zr~)v8vnV$G^`E7z`G zm3|P_Zy(uyX3wHctJW+(RvEs+jVpI9-MV(=+F^P(Y2KQ4WbM8A6l-6kGluS!Nz;LY z0RqlAi44UG7cOirW6pdT445pOKZ6Fd1`?!Cr6H~Vp`&{BnopHpH;P>e)Ti2@UgQ3R z>dv0t0tFfjJ}@{Xh72Pje@M|HMq3(nb@cc#WHXY{Oj1Lc5}mtt=+Je8p?K@xz&@V> zZcyI*(ZO~95=FY6J^lLj@8i$kAne$(YyYp+)?4}!SfGIi+NT$Sg}F!HVewt1PExW! zc$Wb-1%QAVkwsQnWtV-3nPp&Dk%ft&btW2VD;AO(7^~6IS|f!N5?dp)*#_Hl*;u)Y@b@JK&r=NeuxzmI8QK(g6KS^a@04)r`p@)xp z2qGJunOJFPS=2#VA*A6!$7ig4Vxy?Dky?ptJnr_RkH8`H+am)NS5DJM2uY2i?ugrrvgxLps(btv zBqa^MI$UtG)@rMhu{4*Fu2WLy>qyrGThd8gc4Mqn=jK-?vScnB*qUvQDXz>j(>ztS z+vX`?%{%klGk&t9OW&b}u56P5>(-b5KmiEA8*jW;KwYoYS!lX1YAC9RM9|?hTm7f04)#!h0{)#2({}|@4KnM zYhbN49=GE@BaL2*y6Gn{ntgV|45uye#Kx5Zw?r1r9c4#$Q|HVzRsNb1Ok0s|V9|)* zNBCWXckX@WVOEmUDpP-H7YjHfx#P|@Y2>cx4q3)%*)tDo(H{=@Jb{h93f#ur=OVlrG$3@B7Gj< zLi99XD2>}8ANvRvvDlDu-SQ(L3+W*F%|so2xC;@n^0E`!hX4aW0TMmrzsb0+M3q{@ z0RK=3tbySVczDAbrdY)*V)1uc6yCxlNF?ISsv&T@SO%Ztyj}6?7|}S!uI{$RHi&73 z`YD%SLT4^F*2e%B>VrD}glWiU_OXV6~O7mx@A z4oyZfn{;CAIO7?2W}y(HEM+NiN24j;Zd0C84Zsw(FjYy=VX%B#@(QY)i$ST3W^@KP zq|`ByZQ~`t#ELfcLqz)B4=$g}5BQvk&5x2#a%34PNlUtq^no;`Dn$y)HtIKze&sO6 zG|&JnafWg_tqB~G3_3Bz&Og+FUiB&jDT|8FqgDbEC?cDWc=JyPdU2r0D`@f#x*Rgz za!Ssq#s+B5F-?^t~9Qe6RAn-dQ!FEP_BAasrS4| zH1iAvk9O1#4#r#n?*7NAgwpVF>gow>pvib~3(;*(!kV=8Z$3Q!4tF_u)d zYV&UCi)wIngCM*PvAQvgi~_}__n{-AmhR7H*f{`aD)U;P5ZUt=2F&CE1Q0+M8dYc~4B^|7Ni;jTkOfVe2*zP(^eE>^%0KYI5;+)v9fn~C zHDG%G)BY54+8#zhQOlRqrMB;rYiY~6QMuJ%qDczX#btA8nWej)inJTdY=(PT*&4qK zv5n1UH*a|38ZSc`R4|h=pw;Acns`qt9@~d&#n}dE_#BCup>P*E=ilD$Pq| zOShO2w|0mr4(zEMpw1R0^HGG-c9G-VDjoMYhRqW4yw5olp(sNrn9%@|(`4`~zk5zx zZfBU2knsy%I|+?-^B@GF(3#IUxt-|q$Y@gCMYk*;_@Ltf6o3E=xUxE4K#g}sUDKcc z3bNI&9xG9wV$@D*QrDlsoKz!x>=Er7PH1kEJkJsG?a4Tvb!$S&kB-lPpZ--oK#KnG z-L8I*Gxa-c0A|Do{0(3R%4ZOYI@tlbc!s{(1LODxyovoMb7O{#fO(x4nhSr3LmWIm zXhg$Uqrt%d!a*Ixf$3>L03?87Ouz!5Dnl_S0|qUb zl&u;yh!F8LUZFf#`pHQ}8A|9}Tu&Up`|X9?{RC0GVE5r5PFNrIWnYH%!{6l~g&|%U zh#%oKKqye2&?sNxBwtXU@>^$1;qkIgkV;I5H*06^A(eV(BRL= zpHna&QovB4JYf(*Vp8m24{F~Ja$h7G7c&$dglOXV%?Y&C9hf0XB3{KII@}{JA5PfO zqF~|X6&nA+q8A>T6~sXpXaO09ff@22AD}=EFx^f3#R4RN8^T^3%HbS-R`DDU@+3zt z6vHnF18F_Ua|EBS2x2!R08mH^vale2fTEtgolme_f{-F6nqyB)A|?7D5T2u45gy@r z;^B#(oH$#w$)5~5Qa3JNIi5$kI6zIXVipnsEOsFp4BEI^K^fMDoyrFcgC;D9Nob2Q`YFNC+Y;WaCjVQ<>D7 zKK_vO1qDCOg(4)?qVX0K&3T6m>j@NP{DyB& z<3Y^INS1;g7DGhT${4YvbWn#$z(h>82f4^eRC-0VJzir@B~i8`P~yX7VrFJ)=4F=D zP*SE`8D-+3TvE;n@&N@A@uXLnX5%p>ONE#l?!f&CK^$~tSH=PV7bw;%YQYuoCN3JF z>CIc}DdzF@0RtFk13Z8L)a7TmjxlzmM*>GduuT{x4`3!q?j_kuieLv-84iR=4Ter@ zy5AB8lShfCdEg^eklbi~=A2m{No{6)W+r@kW_zxb;E^0NsN4)FC4#IbPCS@R*5hO9 zWby694ZfUDBme;*zz*yH5j25q!Xj=i)OT2-&B-Qjrl9E#yKj(8{PWiFN{_@M*(vo+eQk-)xa5c~sPY?&Oau#o!^OeV*BS z%IA{G=ShjeB_ioH&A^e4&WSyrT(A|hIp#}!(^Q%w0T6)y0_*?}L?{}VDgWuzw+#Ul z3?y$}0ULC|hU!>E3g=BQ1_QXs3IzZqMGXL;sdU>U{RYlZxu9)?KG2C{-5d zfN83og(FbZqa@|P5R|EeaskfiTpU~h7sP27B!UL4r5gIgKfXzP+}fU=L7$%6p8_g- zK_{pc>U4HOqPoJidO|}qMBLaY!m(P}A;rwqPmiLf`gtRqoacDjMJTAi49qI4`jL{J z>Zv*@l+r7!rly{`QF@Nmygr`t`4FzgshOT>6NH=puR;N^cEK5(!3fZ4>fIVnSmlA@ zL;yTSpGJ+es_4G8(nnq^+jxR2?~hwsd_LT0Th4&Xn+P7!4Smh5G*Xt zHLS2kYyb>^>NTYuD8>O;&TYuwz`6$vh4C)M5J;|Nr;el9) zL%1w1eMCukiQhWh-&XFiXzrIiZ4lusQXFMGPVP!M?&EHz(PpoxPVeTX%Yb%8(?TW7 zVXjgzhSHz_*SfFPuI|z)1p{2j0=$6YxGqg(h#9agx)mb@_HKLG-Xo+!Ds1b&WnDxZ zuiYpwOwKG?J)GU$h57D!-m=0UPjpfsvysaNa6ZASUJm z4^a|=PhF6&wJi(hLY&KVqJECBN^LLy2xF!Qcd<`W@JpdEQnYJKVeIkoBeo@g6>@Ey z8UgF-@LM*81LVc*(u58pCk$s&|8^_@3o*z73B(w&E5HhIBr)79aFui?6vHJcvhe&2 zZZ^e7<6N-2nuokD?igc}lG;Nki}EOwaw&_l7<;lgma*T|YFvb`30Fu7)5HTuDKBwQ?UxCauB|!DWh{b+XFsCZaJT$;UFmWF2w|Yb1Ax@FKdNkSi)LH z%T&~E2IEBjw18M*lK<{5!0>MWGDA=*EHfyi0&q+akr0G58}Bqm2?Iw1v6x^3^m5X| z^0di`Y-KWCJg+;8+&QarN{cc+?1QSB^h*Q9vcg{)Q^hJ{DMrzBPAE+V)NoZOMpOzk zL7x-QF_E;U=nxA8Lof3~+a7!!*%DLp8BxPIxSAbPB_UFUI8Q}MkF%||@;AYBPg);7 zsB~Ggv`dF|TH6Gi*tB6(?^n#^Rv5qoETGde-t9t$P%lw2YZ4e##-FazkKDm0G<2v` z!o#3VktH#bKsA&YW=T->;&gO$o$*L3#Vf1k+AZQ-*g#IJb+ClAdHxgdkuDO@JLc6wnT^I-JZhlT{QJfby#6r znf0sq7HD&$C(H$|r`EG+16OE^b~@7oXIG}Fy=h|Kcta!q*lX>xTHZ!$UK#AZL{TX(l{VRv?$ z@^-g$X*YQGx)f$dGCew&3#rF|cf|v=kTzmub`5hTJqkR*;Zniv9hgds-**?m%0v^l zaeIXDc}X^w8HO|MSBJM`;u?=L7h=S7g@ZOJkTrxyICm3yDx2a^Xmd?7_z#7+3z=*5 zKKW@%9+)!Cp%FCy)If?*rMMu&$f&%y07J}TR}78w7pwhOT{CTz8z|(p^<1R3f@g(} zFL_*HH$CuqpZocr13I58d7h7OJqiU^K(~49nq{vr^bx?KxR_Xa`HBCqF(&+^~igCH5f4M=2IRJwJ9#~PqKmxU%xl=1~ao18uka`K~sQtK1H{Zmk zIwJPi`BWGYY@P{L#vwkm7mFMX-k_ z#Xs%@B;N$-y4e0$5@Sh?rGpZ9agB}8$RDVv?-Klx4d%7?(xjH%4BT3x-y|{#ee!+9 z1B{tf%z4M_mBnW~#;-G4GyOC1x)oD}XFEJxw5wKo^Hiw(Vl~0jC=t-@wWY+oJSC9U z6aq318KLU@&a-6ljw?3WksX!0M#+)9d#bN@I4R!!)Ek%6KfSs~J%s~)`&>xXcY9U5 z36z&6DULhgQpMM!lh`ZKC7oNJqDU6VJU-3HQG;x75BH1;T-;a5HC%%`>;eun-NfU^ zbcg)^or^b3fKL;~{^1*v;1B++7e4O$(afnFS`kI?qY&|r^HiGe-_x_wlRT|HA{_5r z*n>!A03asqHMB-+XUM#xIs3HUJd7j6+n2ucXq7X3j4$lMF0?_kEWNH3O8dh_(K9^s z$-nQ*mG198p!dH0?+_7oGJgU@nFh=RHW)a=U_ylp88&pdP!__66BF98)4%}5gz6+} z^!O2^9a$h9&X9GHw!nYg&8+?{1|d%$&)Epw!9DnDSPxdclP`lv}b$xL}h5e z0Cj@}3of^I{Tg;`*|5u$2~{v5GlC7uFf(X7_Q}S=JrbX-afUj_B0CO8sTZcqpEuFq zgwhjx(4I$;X7TQQX;bk}r@d)v#0*OCzz8LrkirTroG7!+LfeqT(Mm&&0TqzQfVB%vJQ2kdEko!w zg>GwcpfYA)rn$>3dQ6=@GRnxI8&h1#vE-gBOeDbqKtQG@u85;LG1N0aMOqLC6HOY>q`Vq3 ziANO$9hA^QP0WzPL_zZ~0|p%N2U35ANgx43Exi;|3t{9flm=kzEtF1QE3&bSgv6*v zKTm{kI92ybuCM`+RI*7YoggB+?1&o5iYl|H1Iwng^sY-UuS!qM_TH0EzEeucMNKu? zY~{`U_G4=oRw_La)&}~#kipm%tkEEK^2`+7bk$uKL(SrOSJBVjotGX)8Gt3nCAjg2 z0|MCn7vO+Ff^kL`aqEp-%DRQjq&gE?_(UHi8&|M!Nh%L5g&$rvf@=e{AmCin zn=u1U#pnT9bVSkZ*5W2fb-@xKU;qJ7=%NcJf(QcFkPlZp3n;?>a6F9m-A~!q$y>JE zD>C2n#Fbq1*T0xtXlXWQJA)Hjs6mXcU8r>px!!E5XCb^4Yct*F;+UuPgx+UC)AHjT4v%g5HYZaZ)H72Q7$(A{65o2UWof zo^f7`asUIe76D-RqYVcn;~eS8kQtC`25B>h3UE`I>`f+6cM2ngy2!9XHn1=yQcd?- zFh26lgojXa!cTx0#P$7Th?0}vvFJCZu;5RB`P-i>;NvX+&`ps)zNjKAE>y_Fyp1w_ z7^H-fCc`@35|>aT1?|v?MtYDY11(`=1eV|r1LhK$$rRTtC$k_s7=UdR`s1ixh#*@E z24jtU&hBiKU zplK3li>^tI4KC!M2CO7*(NyL_8M+rU_VR+iER6$TAqylRVPA1<=temj7(}|JFW=G= zGglN)1zr=I0cgPvhVaNpLg|~9bl*71NhM-!vT|8@*&{rG3RI-xo$VBhJfj%Ew5;VA z&4`9J+Mvh-eY7~$l#BzUD$VDhuA^DiDnlL$QK`ZI1FTa6rURG}DM@*7t7%p1MqoLa z=*=J_3!D&CXR|_v{L?W6P^lwbYPgTxDyHqzf)>J%6D~yQIyPNdvCyg0%Y7mhk(De^ zN%qrdx0J*LewaA?>Uo`Aoq*{27`2Ebz9#tt`@fW&97{O$p8mrO(E#D?|=zB zk$vf8wp^*Q$2sG)YA5!W<{$m713Swz?h-Y5hui+S#`6vY|cY$lRF5g~Vo-w>*=b z?4%247(oC;LI45?Ug>HBVQft$&5Nh3eA|rbbRa;GEQ(KqgNE{0PaE9!A!uH?sfYsdU?twBjZ_`~Y;Np~Op!fSR&nx2xx z6qiDYR>;O3^MC}vJKjT3`3MH!FG@E+b#lmXe9z{9&ngO`5fYH+2oDmFDDl3l=ol{= zwqYIUCe+NuF{ad}1SjPC!cY9j4<0`6{6bI#ou>T=1o9@rLEcJ5AgJsZ zL#5)4_V~|(&h7#FLLqMdZ~#Rnlgx>+z+ep&5D5v-&4SL8h;H$Yt{Eusit1|n7(=8e zPeo+G0#}d=Ut{y)fdt`U{KoJE=>hb*5DnGk1s8%xSg$bF@HM(f%IFVs$A zHP8zVTVwqgCR9TIrRqxY;=V8x-w__;Q54NE1=;bI3Pc_9F(23QIF4rqT4Y9KaW{5@ zQ*0#l*2@>=<{%F);TDo1wx?2}4*>I`CAg=Nh@h|LtpLjdDv%HlsIeNc>l(ew3AK^f z_UX1@Bl}c?Qd*KymQEu?;sxx;AzNc5UxgV|Adl=3{oGL=e-a+ckQ90H9y8G)rcW|} zBUFCFH+sV$Xk8B0lq#EP^T{V<|VqH)7<3Cc`S>hA}BkD_tWa z;E?SkLkkx|R;Z`mbhfb>n&BL@!Gl<19B+%sRAb2; zVjQDWAseDZ*oIOHU=S2RA2uT%@Sz;0kVt^!BrLH)&hc(;BNZ_-^CXipfpQct(>=!s zk%UAfYV0s#=pyn_H2u?=E~8*P1vgH!H=wdI%26@<68jPo*&Osiq|zZKAnI-~BMHz~ zp5ixw(@WTLIO#|EvN31&BdNG?3k1_8UD7(G6FXaSCK-Y-3}D7uVntc90J82~Sj!#s z;fl`x&LIMg>|zKUo$WQwrfmACJ~0kH<5M2v!5xM&Nks^e*lUaaq9go*Xb59LEJFnd z(lm49F`EfOQ(_KLPepRk7F%;7WQidj0N%LlrFQf0eq}tG;w%TTu@LXhmIZX)G z;$as~pwd{BB~x+&K;kdP)Q==oFH$o~BW_8V6ds)vN@sO~5Xmo2B0v!=pc-gP6^0;r zqabFagpd?6&~!PPZb;KpO=;3qD{TQnY9Rs>0pboL#Zn``qj9hVEv4e-tZ}FQ&6HaI zVRM8*7Ka>F+Vk;i@=|%T2Q>lOo+@Tt(!58+)0zZmVZ`2*WffzV7FsXnZLe*dkHVRLG zQX0S|x$`hD0Xlh%Xhz}+)oy16V-{W3W3_GbGFD^bkz;dpaMf=ySfyk?&16yk_Aw4r zH=vSoT|`+MV>JyDmJ}3)T=h>LmP}jdNQ__yl8alnL(RU)ag0_=zyR=WjyTJ;5ueC^ zilON42|wNfR8KG(mg)r@q-+a-3cjHlo&juqVH^0#AZDzZ1QrahVHe_PUqk+^@ zHEV<`8RIpVHC%R4LYS4%Ml&Y;#HntOr6Men((Gg)r*Yt?hzxLcU&emK!inIcEJ|Tb zo2%PRfuLM zQbqU|ZWxX=X3U1N_yKrC>F_UTU8?Vx%YDRSeb``5D|jln;6tx*5mGFF-pOg7`bUjK6pW|2FbOcgfP20Stf-aX`ry zK)$dQ?&3H%dx9o@LZ%+4ed+)V>aADwm@O~ZE7U2dTtUT_h!&v#<#W=)#RN4P&OtB* zlL|msT9n}tCt1c03L$QbUcL5f6BBs+b8xC=?m}YY$oDxSly^ zb91?fpqj0@4!FQq%5q#Ca1l`a+N~2h9u!xt=UPHcf|yqa zeX$3EQbQyX13hn3re~U_Z8{7HOQv$#J9CQ-&*G?^p=!bE z8KT8=0xp$Y*d!h`>uMOFLs%`4cdOZCcYEd-s^P5>8Xok)E*rp=Jz_RZny#a?a9{ha zJzB1F8@M&``bLUR^yUDvxJ?7V15zNcPq(k2fCwneunT*p=q-AOp!VOZ3d|7kT8W*c7? zkGxGrC%~5+l!IY>Av`Ir;>Do65I5Nc2~tALGjfqZjY0PO5WzvK7P~ zDL0) z#*4wTRr}BH;~98H8JL{O-NG5@f*6JYCTB>&E0xQM(#o$~qq981LmkxvqngfoR4hC& zl13q3U?d#CpsEvNG$00=TU%%1%P5S^o$E=^?8F&cIC0I+=L{6YWK2B46M!vq0^M_d zp^5Z|7S6<|B-t0H#;UJ+$fM<+bjGP09ctzOIW6)VF3ue;mRuPE)j!T*wkLYZ7lNWw zJ@iJM)ZfAe(Vc~x5IwuO77wXg@(VFmv8HgmnX9|`5YjNvORCv?*%Y>JzYXz)P6 z_$q;E!(vZ|s&fLpgXd&$H-B@4;u0F7NfCrkO3BKOzz5WVlp9{vG);6+&t3vn|uo4>3v6wcp zc?#r%s_x}!#iX{|IlJ$FAwCHC#&5j&aW{Z$A)XKa`u96doIGJEEg26Obf0zedr}cD zU!&b&5Kevkfvh%~qy1x1Mt{-@?>d%T{V^H_Ak?jBz<^+bgAE82 zP_QFLj2#do@@UfJ$&)JWK1qzXmPC|+d2?dH3D_K&4S;?{`otKpw$*cs4&Yqh% z7wO#jsAo@CK!XYunyQo0Qm2yto@&)fnX+O~qyGAp>sPT-SW6X~%C+lMVM>`kbxO9Z z(_&_!KGmhm*Q{V$94u&%psvEYa}ny@i_ng&8GHi^KBx}x;KPU$D_+dFvE#>(BTJr4 zxw7TUm@@~)pa@*G&!9t#9vvE-yFnQ=t6t5zwd>cgW6O>_gISp}p~@W0jazpE+huGw zm~k67v%R&A8#ox;x9q=+XUMWM+wW|~4;n0(QF#0G?0W|UF!JzW#2phUR?L|33YU*V zJ`x!zvgFB>_*?2=sKD-oJiR#YQ8WeZ#XZTUisb_o>V;t4PokiY^CIItLZ)I~Pkbv*Xy`QV4(n3OFEv zi#&o#fYf=W*eHkg%ETvY&oK!3leY9|*`m7%ItRdv-Vr$%V&tt6r)j4da! z<;yNGxHyO+`rxCFKIL4Jz(EBqCJS_qNeAb&)K+WlwVD-~Eq9E%zI|{|%f=rfk+hhU06{R%wTt2;ra(b=f@-fCqazBvBJW0ID8) zPf#R;d>|!C(xUjOw4bDrQVO7@m+l0rrz4MyN~V;g%pg))6$2}UupU(ktTd}SYpuBE ze5)<7@QUItTPT7LJ@FI`Pdx6FQvhUk4D488mEIv_V*|@cCyN6QBtSt5DL7=_pA0t)sKXWoN)g2t zU(9HuEUkgZ^`>@ zOg!+gqr2|lz~fFE|Fk{ZCSr4cZT#`bOMP|L+isow^Uz1Xn!RGD+x9_bW50IW*|U8n zYupVVnVp*Di;%oehJTn}I1qq9;DX0s`22<|t{xXd1fl<-^U+t*qKpEA#=t;1%B=wm zbU@(cDm9=z+~E@=1BC=92ntZ?QnW?z`eA+@Y180pwy1T07apXf)%!v%^95ZNF9EM}kk+(#vnDa|3A?d5u*Xw&st^DoVK(lVg**W1uH zmW+KNqXa)uAPfT16RzOk zfq;?KK6nl%ND= zI|JdT%d#=c($2_1Fge`aGo?y z)0!jsDSm?b2B8)r3q)PX0`IWY+S=AXwIwH}GWFDTmaM8j!74i!WE6O6=!3}3MOak0 zLSETI8P#}(bf>E|Vl2%veSl7O4A3vXdiT3S!fRfuu~+b#_q;vqZWVR-7%fh#rHiq{ z|1e}q(;?7Lv_dE?MDlmq#)SkWP{=}STU!S_43MaoD@06|>YoNTqP92L?M^zyxldiN zClwx_{J^@z)8voj5-GBC3Xx_0Kn^mw;9EZRCPsa5Lg`}`@Z!zZcL??st$uZ?Mv$OZQBbJEfZtFD0m3%6vQ6L` z_!E-{m)XHfy+edUcEJjAZi2ey?WQvPDGV;ixFAklI+KDG5=Zj6CsxKafQA_Z7;`%8 z6|$liy_g$6Bf33~G>^$kL`GZs(om9dxtzurA`j`MlF7?4^Q3?ln7Rctjo*}a|8QDF zjpQT&u0t4R9fmGv;Ur*g$(SY8AKaeV%#g6uZZka2RPbcZblxx}?wsch3PmZ<=4W#Q zt&Cv6MKfFCG^V$GX-7-?+d8JSD!EPWa<4|ovH2xpG+iaj9+U$G7(l!OAOH`jddgM4 za%!Q#hFQO%)^$k9Nd}&40`}U$Xr9zdauTvsOb}FijI&PY3@WI;)5Fd7uuw|TiD)lZ zENM~3Gjwt7@@3b^=1#eHiv;eL>-fhikGaelBe2B6#)j)oG?hHvNi`8*01Aj-pGwBmbp!ZlY*6yI0V7@a0yZss#gU{JcS#S|FOH`6b$mX zpPynYk;j72nUT(Nnudd!+r6$Vce%@9e)qoj9p$odYZu)eC3IJ2Il^ne1KcO{RkM13 z`gTG|kY4KmFMZ&*CaN|Y0d>xAQzlbiILID&b*!`bj!E^p*H8A;M>K-$!YxX1J>+o^ z-O4J;c>5N7IRm*4N8Nr8z9{pqcX0Dv_{b+W&(p1QgaAH$%|Co!pq2muz;EdKt@21d z;t|TT!9DXIrd10DDYrj~xGYes77BmRg2!CtDUm}($d<#Dp&3ioe! z0w+aT4S;jWcYr*^a@4kfWiegHhky_mWQOM>2IzbQC?$j!chj)|{|6H|j%Ql=MlrLd z1+!KMR`5Sgz;u|WF)49==f`>KCwe#0eiCF`WwunGa8z7ZdZ561J5fQMB2}P56#1t} zrE(z-q7|_t6~(YZyC8s;u_e*>doUJ(R`@jv$bby!fR%QIUN~c*_9Qu^CKCuH%Xb-m zAyXdsfsY4yBB%v$cm-j=1(NqaD)=}V2rl?SF^Cr_$hJQs4 z)Ubw*w^RH>1XlouT5tty@O}HnbW4|qF1TfsQwS`vKy+Y(|4~;7qW3_6XoGjeW}%{p z6^06^;0b_KDoGKEv|>VEbqa5HT`CnbQ?c#bEQj_a6`FnNH_a)D-ObDCiz zdC`IPn0@%j5gfq=k!KPmk%A?G9|Xo)0tt+c;xTK0X1^ACHt~m1HxrehW;szZs#jqT zH!{>%kr?(VXjfdRut8T*3b7E9mXV2kAz3lmmR3Uu|IfgZqNtAJ=9YFTbJlT^QgViw z@c<8Ceb*;AQ^sHV^AQ)Z5kT2E{0M$07+?d2lu6lIbM$3&1O|{Ym7wP_fq0BrCv2O; zgK*|%TlYskk%*623WHQLv{06(Kn+{qSmQH=#AB0pS(}kj0dOgo=t!5g*_-ADY8Ch- ztjHP!;68zQZ#?-CT)+{B=@I%il!}rPkvW}{Lz%5!K4KoJC*d6WvM z=LvT92%yj@9)voBloifEP;B)Ws_2{a$s@QKm%7=Kyjh?8sc1;XSbPZ^^LZUVrvb;Q zFtJDkO|TIh(FF7Hoc>c1S~i_Y8F1FQA5&R5|DLCQ2gjL%h!cFIdg7T!sP_rW2310V z3W0=iG(!uXkQK`C4O<|Rj-i(Qd83tapZTeuFNvc*>Rm0hQb1y(eR&WBAOJ2<0zxO4 ztEQkD!4dC41U!`}74u(Ea0L@OU}2!816BtX3T90y6O<#SLxn&H)S*#V2%msCNHwD2 zRHE&7VUNHmu0RX2w`^h;PpXnmN6{45fDSau7{mFagz6YNx}#>{l66_AjOtMAwim(K zBLS)z1E42Lx}*rIUtCZT6u|{iDy6e15>;A<{?=Ms%B81T2W*f{jzXq-D2$QQoeFjb zHUS`6$92oNjN^oQIzb5+lpy&>3ky<_|5EjcAd+IcC!ZwQsLTo(hl;3Vp{UI|t*tbi z;>aU|${Gga0V!~)m^x+l^Qj@|1g=J^wMKd9>ZKN%G5Vp0lOt5z^eFzJp$Jz9H9;xz zw~)CCh;Ztw1o8=+f(o=SD#Ti>3<4GDn5;EQo7CE{2=T1YDsubjuoSBofVEf+paP4f zv4&-nffX1SE1>aMCqx=|%gQ5*2bkT8shJ89G+;kGAd9oeIFpC2HVbemVR=or66EKu zK^3nn@pLc9c?!mqw|YmpI+aIT37Ap|bC!RffT9L#6bO3_3M;6x`BxQ7jt~p2(z>-3 z8yp|y8)Dm0WlJv~HMYosQD`G3|0I=e3|l9KF;}ipva0cOBLFxDs%nD614mFe62k+_ zv{MvQxN?YeaCo!piXS`Mg77L-kV`pl0IMwFvv`nxMTG~DaI3$DkWmMxOdB!)+d0dY zDHUcqoluQiAq>GV2+?w~un`;~3$|BypE`59xAL{L+pudhOJ)-sRstC35>mAEC0+6W z9pzEi@u){OsVqg4u|WUVO z&}A*5hw!So!$=2YMiZOaoj8cJnBr!jLQbX0IY6;&s+$YK@C>f27~tW&ZN&`Pv%6nt zySV$n#h|+k?66l-OVv{^|FhJ#=t3{oqXN0~wyu$_fgz;lmbI`^sV<56WqXX3BkDg3)R-6V@#+?)FsuUE^0$d!682H zB1PImydry0&|4V;>Lb&u!hnpaF5Cq7*oJOMi#D9dwn%F^T!%aSIFK2clG1cpa0Naq zRDZA^o4Zs>jG0H3{y=)kQ zL~x5XT#JfKf?+U}I=q5eI-Op6YexC5>ie#gi=FiQYu(uhn|nu_TL?SR2;hWAaeB&| zvtf3oDzwnbu6z&(EE!nR0JPl82v`AT@C>-DGrFwC41J@u;Y4b4F3a&QXk!4tn^93j zOUZE?$tyQ|ye87D7|ctc#tF#R7no!eP1}6P3#yMk3C=dm257*K*Q9i7K%reKa4As; zK;2q}P{ffVDGWxh_M2OkASsK`2=ce91mbW><#3JoR23=Ev%tkUcO4pq8w*|0!spNs z9nt@n#=K0{|MYp$h&4+W4ZK#O(7ut-2!TssoKYoR!X|stC@mz?s{tV(0)gxh*Vjz= zMFZH!lZD9xJ#f>v=#z(;(;l&JDJY%iERgD&O-1cm7kar0CbaWhISQ6_Nqlg(x~mdr z)e*;f0Q?AC?bU+e0RI^qW?~!8%+}>**09r6j-=MQjia@}8)X0(8r8NK)f*TLSQ?xq z#Ie8`3&NTahL>@z2p!8OjHDsp(tr~`Ch%Dea|EQd*!YGXJdlr)tr3S=i?}$dl4qr| z_HSG!khAuE_>pCu{mzfVYeL(38ER%o{L}}Bdb^6xIuV+Agek#Qr@;V)#N*ehAunSc z+;_*@|ES{IOE@9GP2v4%CS`!OV{#B49OA>FQGr1=RAf?_f!(p0+k(MeoERhlpa3qg z-Q4XEO8QyNbOcARq#sCH6VVK$$(uYvyOU zRLRL4g9o3?#Q!=@dE|png-$?03)JA?d~r8l{8ui{;g{yn%7EdngDM;D=63!Z5Pscx zKEiw68U~{QHO}4LS^_3O13G>LO7N{8I1xiWR z%$RjnNqV4Q>P*!~3N940pay}u7YB{&FzL|3Fza*v6}v3&`d-~8d{WX}+bCT3g9>h3BmTn`w9t%s1s8)Rl(2(?~YjgzVESa2K8?5Cd9fF?elg?x6}gg zufdkH86@C=w+5dA!d?O;pzsUd1Ih02J4ra~G4T*n1zn(h%7|uWlK7qZnxdCDJ z2I0K%x#;n2kFHD3Wvgn=KiddD9GOU&_bV@^oNj|K5BLaqgAgVlh)7kIkO7IW7x6y% zr|9^Pzad1w*3?h^x*i)O45>XY8-d;V2QLCLAOoUL12RDM-Cg=EY&cI)KiWGeVBh)| zPXzHni#Q$5TA+($fBOItM&Q7Kf3jq;lF$m6LT~UC!t+LAM2QtGzA4nG|4_z^jT+(6 z*s)QiN|5f{*>k6oN0uWiecBUK=AuQZY^I{6rom30J!i=38C2*{qD74!MVeIUQl?Fv zK7|@p>Qt&#tzN}Cw1OF7zr2108&)h>VZjDv$eLE|TDEQ7zJ(iC?p(S>?Eu|rpl*X1 z>g*8hJ7X`=0RmivK%7{Fh!QerJfti#JX12MECKqE~w)1K&}iyek&t;HaQ zkWDw+uE?!6-LBw5HYkV)PPiUx8}5(a4uZl8HkiW*IwdRGs7aB&W2q36?pR|D@4N%g zr150>#60wZIiV<7{yMNsGtWdb&9(B&rA;^Agfq@Jg_-3)HSfeTPd)dv&q4b1y6eFP z>>#r~2Le#Q0}3ldOoR+gFu^enJ)|@<5J@bNv?r>l;)vB=WDT|$Z_MpRQ*)FpHX3cj zt)L;T$N~y3m6KUxqp6XQ!>U<~i#`OJ<#S=DFu=7fjH;2h2rR-3!@mH`2>ONFiQ%E!8Z; zdhKmuL{C@4n%^LJAR^!=bo*Mj91G?#3{qKLm5n$Y_ATOxEzVfujdg8lBaqkF6{JQW zS;OQ#PzL3bU@}Nxs4;y;JaNV6qSfXgy^A%(OfUF>LWDEdNmk#;Gv2WPrPFHCs0lG>={j6ySKKvkeK4QFPb}7 zy`!w7$~7{Y?mCc29+nR6W2)r5E)yYKC~_?)zkKt1+KLv(*QW*N^WTR*e#!~;%f1B? zNI-zkLkOK+|5Hc|02lK#OO@aVt#cg$6DS(1H6aGI!`cvrz=I|{p@OFAo$s2En&6qr zMgR*#9E{f+D{ujMA(RNlFm|yeHR%t3Xx>MnR0!!kq5lkIVbBridQ8XnLx zLCMdEN8DEW*5|nPVGD^*gklucG`6<;gfRs4tY&8s$9oxleu~<#6u= z*IpQ~6E$eSpayjT3r<%$3pG?;l*y$o|66CZG^&wywfhVlg#br5TF^9bP`pfrljPWEle(uz&{msh>whs#HLE zPdVi?sZWJ!CpT$0c+!PEeNlh{1R#I_2p~}n1*fMp)=4p)P8}LK5u4JmoM3<~I$ctUL?mk` zLN<qq15)-U2#Ly$SEr+mA{81P_fnSvwM?s&mCk`xWEag7s(V8SK< zXCO2hNOi3X2RLN65ZN^>Oqm0>icp8VJ2mh0ShAA!_Qa_BMY1VD=?W${*~w3aa+~an z-y~OgpL&@=mUrS#Ef3KESr(L*g@WZ7a2d=qPyt>3>CgAJg#kZd4|{s@00@s@QAP{v zV%T+IJ}a=dzFm!G>=nDL|HYsRB>rd|b%O>dxJEV{rDh#U1u)zIDGqVKai%v$oi}(_ zu}XSK9VGTK^MYY|9obGI)SxW(^g+Q^hP4sX2W48<+R0Onb*|@G24;jJ6lK^6uS3BM zU^hV6#4hl#hh2sM@5I-`cJ{M9)4r>h6*?mo8E)*A^O60tG{d|7k4 zhWPnrZEK1@8P^fVI44!0mj^H-&CGZYGluAKV>5##*Bx;auXx@sZg;*LQ7<4@ zfyx{3YnB(d0Uj?yp#<;jV)NQ3B9{v*ol-@&+~p|U_W94loixcvrq4Z~ff8cyA*5S0 z225w*Z%;2=secp=^@fcEIa=4OSDNcw&oqq-q5D737!FBV(jUxT-cqlD?Hl3g!j)z1 zzBiv|c+We<_wIb^PcFb^K=}+%p6r)zfAHOJFUWiHYrO}|3UgMJrkPNt=pm&r5dTL0yLmH*}J+b=$+bIl`ueq+q=Eq^F7}4J>Y|m z?%J`mV~FbU2s+q<%EAG1p}Xo6L2ZG)=&QBq8^ILxnZOea?c<4G!@d^;wr67ok5d6O z`@ZnYiy06WIkV?Brz zKJ>#sq=i_xuRJ6~m?=ME!!p5xL6jS!POfc|!h!!v15$A)p=2fE}vYs7}e6svClh0z=;Mny?|mGK|0% zGDGOV7z<<$Fjxrl`iMv3sSeD6VaS~RD#U42ll1w+Ys5yJ5JW1Y#%|n`z$><$FuA|` zxbT~S>)XDVd$|U90Q74B7L1EKqzd+{iXT*p0I+~iJi?>lA|>p+&MN`bnHSB#C067= zS8SbN(m&J_f+Ii!9;@dTsxfiOoK(!ckV%@HNt@)x z#gxo)dAZ6=GXr3`GU%@vc)87~Om`x%ouI^Uw1ac3wl=FrB76$ftjbsNfPDNpt=viz z5S_`07t3fG)A5kXD1qH7BedKMbwj-ri6DvGs4FNjxjYdqpv$_91K)ej=kz^~ye4fD z$>=J{gJ`6UScCIYI97N72N2IeaS&;o%=46%J#@^++(z_tPXR&70+Ytj6p9Ck|4;dF zxXP19reMCL7yt!8m#fT5*__SLDV=y(46*8v(7`a@90D0wMW%B|2zpB)I5g#yOEhTC zU)0bDytD}XNP=iX#e$XWbPk9xh?E4M1rSd;6Bl-T&lpXM#$3;9giIO5(fAm!W}~|R zvrnW9!5)Q+{Y(p~Yzj?GiaL8G0c{il-O7NZFx^~G`!g$D0?x`H5!i9X(bz&@dQ06& zP7Kvh=Zph1@KEXWJ?kQf8iNC~E760v0-1V}fwF2)vw{pK+>BXd|D8<9m(`Gg zi2Tylv!F0F4Gm@0RvptaHB%ZhQ#5_f7^|-6jDtdGn1ncpVjQeGjV$o73q~!}VhxI| zKm|a>MnSzvV|CW@vB$WeM}P9fBt?{>0XID(P!_mU1#Jv+1HB6qODiPH4C{h+yTwz5 zI*ocOIdau^Z9p_&KscCHG^Mdh6OJ0gG=@2jgg_2BhzR5Z*5otKpfJ*BMc4*FR%N|L zW{u2*g;*L>h@E!zC{BUbcV$3U<+_dhk=qD^KiJnlh^`_z|Bfs8yE$Kpj-7)moh)*3)!Jo=^dnqzaDBya5f_5b)S2#S9UMjFi1F%IKdA@y#>R zm#mSDAyBtN8#K6LuAYV0pS4RGi-S_Zjg7=Kq)iBEIu07c2pW1?F3^djc+suxQ>(pN zK6F^h)!c45)VY{k!;!nHptHiz01H^sP_z(HELqc8499Snal0@Gy$r6L+lf+<-@04J z=z$}^LZ*YG0rXqH4cdH57#Qolerp(MasrcN5`!36FyI0z;LpviS~Ea}F6k1$(cbL^ zoKHxF%%$G&b(Uy_4oJh z;xh)2(gcvn?TgU83ZiNN_Pxr?!%9)KkQBh-uI#)R=sXWW*#`Bqs~O@UCSm}#mrXI? z;7#NMX5!-20$fE}wsDvUp1?X#4q!EdGdO|7Gzw0}|B9bj5H-G7H0~#4^`0>n;}KR5 zv=FMDSO7RCJpu@YP(t?K zWe(MKgXU;{S7-Ly1Z1X1?mBEX9wLAOG-Zw=K?n;5gEL43_F4;1J_^j?37F;yG202h z2(xt7XNj|3cShw;Smg*<0)G%{e;9_L$?2m`|D2!j3zv=xfBt9JgiU=+7sc=&(eX!1 z%~ZF=u+Q)%&7j}hBFk1BG(^7WMZV~s&5f_&oe<)>9O;eN7-{KT8(z)MEXZJ%PU95D z0hj3ub@1yf^XtD}CBH^Zq_!M(=IIdj>HA^;NAL$nKmu;?hYS#B!?tW_(F^wgWm^VN zT+TAyUK93X(K;LKh_wy2QlqQVO?J7-qf>%aKi%Pya-_~69e-o?&akUC#z>fsSAPc~Y)~|CG=&=P2<)b{1zys#tiB?#^BeG!~#F;C$ammCr= zaqhjOK}_)ofCYbG1p?r5HOKP+p~@lJ)2g`E8wd1(-T)`%@y7V^`V(@)oD|!_CXU_8*q0ZJ+dL)*WKn9RpwRRGE$2gC^rK=_2`N3UCW}boUe{XUrLs1;LBV zQDdAZlxjVAZh`g5+IM{)|FW0BbvYMmJMc9e`1PPi;{dx)7%dYQZji!Oiid}IX1|b$ zpHu^73>KI$M=@yosMnbaxcBTR`dJ^DH_w0wknEu*>ZfOXs>QxZ47O+M3GC~y z&NubYH}%ec0lJ_{qd;${aO$ns$FBE!*<1{=_N)mQBTyHBRsIAFJqrXq2IGuQ&Wwu&=zyv^S%$A^T-kNl&je4%mxqi%p#)_$!e zycp!cGRRB=K;Igi|7l`de<3`%nPa>a$o}*Ldhuy^rx<`o1qcfQ2NEQ>;h>0w3Ky0r zp)kb3gCS&;Fk$f`MvF3Nr0B@vBa4nQVjQ7i@+6HODp#(o;_@ZTm@-|WdHJM?5Ft%) zK6!%XXB;$5hU^GJgh-R1ahAq$Lc|Hws8F0_Ig=qlgREM&a_#C>tBO!!%X}?s_AJ`8 zYS*%D>-H_&xN_&xt!wu#-m?{wKx*XoFW|s}0YlwV?D#R{$dV^hu59@- z=CU)GHJA}9s|wBy$ckP%?_#lK4N;n~f7510fXsR^;n^vWT zGDB9I;g=X|A$mBQWHYEES8X7+^#B0^Xy6-g28D2AaXD__K}5`^h zRkGkD4YqkFo_XrIC!e4(17eA!Q+4(F*tCD0&)kS1-k(RD|t z{|&KsIQ38~O;uirF?;R3x1M}qI&p>%1>F2M;DJ}@Y|9GLd6?jdE53Nir}+%1hJ-3s z1~ZDei(jIF8jv&PPv@ng=WrUcI`$qI&S}204n*^^p8toe*^z6^ypQ zXTPd8@UgP((h*X=om1RDVT|Pt8sqvU-g$$Z0RfC#e?9hf5necgFe9GT0@;f{KKTGr z&J6nEo-b~P`>BimyNYV%8T^yQ>)5<$!AODBG}>4->-06M*KLh!K%z(hK}9x<7_4Ez z3*PXESF5+h1Pw=E9+r4;g^i_0JsmrW$A-`#tdy^WCdA(MxF;Cz$t-*)d?5^D{}`7< znT3XGvEgLwKsu#44J{9NK)q5|5ah6~M*|_C>}JOtgV}C%A~2Y9&^9)U{O*Bki^&zc zqc$lOPY5un$?`H-6Do1RgV6(_6N1o!0Th4$37CKk<0!{$?Il_&?A|24*8msJv5$WI zU`rr*YI zdkvA1$RU*m6d-`#fQ=zaYzPZ5`9u>0Ns~e{m?uAJMJc3jKBkwx6igw2sTDr*v!Dh&=vVGnnWlwqT$d6e?3}qHNK#+` zF)E1FD#;v7Du-;{+@uUxpaB;sA)F=^UQAdb1R`)jo_yd#P|&cv80>%s6{AuRuw=&Q z2@49)D#Rb=DKftyw5Uc!i$DJfn1Je$phtZwRQ1@OqVDAnfMG0VGpkuV_~j1*1>a;tE86m@|L8w0DhrHcw8)5z zN&_R{00F$36|fG3bqpa`33_xR-ByHP7WrsHjKF~b!02=(Jt+jSILaOj;jW2*Yyk=& z00f}o6J3Y_O=G}=3Wl+R?>tH!-k{l_s$l?TLW@&Jt6uWeakK7yFCK#0)b-N0zJG%h zfSQH_9G=$>KhOZF1VSoEYGAn4+X`(1=EU2U03y33;*Eav+uxR8ts{_aR+dT9qPju~4BMyMgOXGyPpgDklA z!neqbm2WVGtmGvxONRogYFB13i~&es1c{u{Yc2Xit|a(4{|g>#rzD!Mf%Ue+!o{#d zFGT?toIwe0e)F4w2g)HR;SA4>ZUXWd05eqg6Dzjq7cq#X7^CMXRtUotaIEMY@3_aH zWiq6#M`R-x8OZ~UG^R71ra=N|M18<7S7d>M;<{A;0-!)wyTX9k1}7psB9#kb{gK(R zK+K#XbA?@?0SesbD=-Rx02C1GVOv=PEa*b;+-w9CyX zG=0EOJ9}+{QBuvKL`sP zg1b+}+Ut9q3)6v&C<8Fy(;x}}Cm68^Sq`BK_K*AQ_;r{Nt|9{@u7#_??Va!6v z{9OX5-}Eh@W9$VVG@pAt-@7p&1yrNz<`wsCCyGkxWEr| z74k_2*fotE6aWdB0bW^x5geQSUDt}~pP=!;?LEO2a6ygzpAZgV9mE^~LITWi0w)w- z%~_xm-UahPARb8I`8}Z(UZGu-R@#A@V|ZX<)XRVs&_b-08rZ>s{l}!pLUhqm)hU1_ z1cMUfpblaX4?scx0pSql;s4bEXRXjA|2!6+VWA+hMHE6H6)NB$CZZy01sAFa(LF}@ z1y~7oiVIl6FmT|1EI@7GfX2lZ2dG1^rGOmP9uN4S4{`w!=%FeWAwcceB+L>~Eut)L z#k%F4Egl{t_}nb+Vj}hd(cyqXMaFI@0I9?dzi=H2s>2GRp*mEG(lr32)C&uY;{Nr- zDH4GeWTQ4_qbi009`IpiJ&RC97ca_U9oZr}=G_$LV&avfJ6a$x^4Do;1=?*zJ-WqL z5o4GQ+Yb!aFpL_%-J^fx&(Z{d2TWrQ&Rq;Nfi?ahHf|$CYNHT}7amY#W(CzGkboP# zqaap*4irK-X;I9}wPoun0dBuI*+NWN4_G9^_Coe6UIwe#_B}ulUUIu2o z(d1doqhl~eY@HjVH~?7I8>NUE0?6TtVTlZ2$wIEBP~INyy`>gxrWPRD%VCzHLCaDK zru6Y;U#6o}0;XxUrn01lq3j22MoOS$h*(65x{SqYL{4SUn_4(xWME?2Jz|7_&H}Kc zCFG#N&|d!iBv7(t5BOmJ|4nEAZ6ogWB^=1p3Am>6c_bgCrfU8r^l>M7@(F7Y4Kt8M zYN!C^gotj+#tcvn4TVM-ct#n#Pia5~SOz0n7(iA^1~A^mGSWr7EC2zFz!|Jq?_k$* zVwXjOen<0XsBmva7DOq zh0t^cXBa?z=I3KvA7QeEVLl2Dpb1SLk_$*?4D`a73u(^$q)Vf8h>G@%WoV(Kv}9!1f$CX^Z#KXH zAb<;)rGi#wkxEPx|I}SWt|gOBC-0>uA3T?Ec4?+vDVD+<8;IwYA}XXp$j1JTbexmb#g5(u zexYiB@hpUoYtoA9dJZG)iDy|Od%khDuA#0=s>##0b7!)gO!YjT~2IZ*ehPcRS zgb$f=>d?f-x|9aH5K?Yrp_|?XoKoq7%;{`-0GypXqyuJbN|Jf^vimb{$MrxeNw`@kykj18Ihye(a`e=x?N=8a@Yr@h6r&$PpCO}yh ziDa%)tY*+oplilTXBcc_H}0N|u|Xmv;L6$;$<8b9eXOxoE!WaT`k>EeJU}SakIpR0 z*Rqe!q|cxn?4uB;wu)+8?CgZ(sMsL@(aNFNCGaPkaY@aqNkY^g5nZB&Z42FT79mjc}FkYbk!yp1XG ztrE;$tpM(LV5VjYD(^|8DwZbYHm(k^!Q-xLOmD|CO$EC}<3nKw6g4O5_CX9VwCmE@t*XHa4l#>R}gHf_VwAWI1l{cH{5fEBe0g zT3BwHJg?Hgty&~+gal|;z=-sAL=K9g*r@L6W>>6AjO;e4XWDMl{-6Dg0Q^Fg`mV1Y zwr|Qlu!qWmI%Kdq*l(24i~;0mig<2X&~Jp`?*j;Jkt~b=lM-{SSOLE-L+(TmAn=8b z@Bc-v8d&gAMX&@9As0xl`|5CO;s%IJiU^0A+iFYmS_Y{W=JHAi3C~vl7D)iJ#PQ_d z3-hTA({K&jFdIlMA_}oE@o*3S-wy+?7zZY)HjP&35J7IR9k>Vv4vHId@SWIk4&g71 z|LXC>K5t!Yr9UDU<>G&oagD{)W&=Lyp zLhOV@bH80mNK6NItON~UG4_r#u&8CaQs{(EXZUJC*)4881JXOk^9>L4qjvO3|B@=b zxu8C0#r?3PFZyB}t8@k@@%+m4yz%EX3&=o^O9Dt^bcg`SHT05LuY;;oA~ylA+{Drb zYDRa#55yu#d$bO4felMA8;EojJ~dV1MxtPFC(H3Z-;Y7xEv|<=& z0KD=bC&`k0vrwm{72EPrCpE27DDH{a`C|1Sy)$P9_W0T#8vC^@8o;~^9VY`PG=6oQ zHoyj(OJ}$USIci4{qtB?NLiP~FowkJG>r9HFOwAV-bx7%P&8gwbQhdKUmNxu0k&Yr zb{G)0CA;<_Vz37LVjF8PSEpSD+lCSUwr^`NP0NuHH`Id!w5sK!3y1*2|FjB43^E~; zcJ_ux#U78+rnYphb^zEmFh_N4hqwLtKy7H$5A;gQHAoLEb@EGg>?pbwGD? zRK#fWcg3EzPQY;BE-isScnl$Ug1_a0mp6%Xq-9sg^@XvTfEp?fh;q|oR{&|jJU2?@ z_cm`hhv&o*z^WF*ZtT+Ph_Cnwd1Mz@Cl_P1b*6ZOBe|5Di7#8oe1C9_Utn?DI9JrE z3-r!&7tGjXxR3L9P7HyN7ch}$_Y)lXl(QFjYh#l;xtv4!NWVFr|L+MxOZbyfcv`Hg z3wV>kFf@nPbr0-7nrCr<1FD##v%}6s&6*ZXyI+1ic3cF2sR()s3`fF9 zk&=+M_NMMQcQ4?!daVx`q{liJ&-$}ZIjxsPi$lgBwK$(sm7n{NzbS{H?+dB73Uwa= zs+ab%Ps~m@d$s=!tV=r$Q~SFYGtqE`3TSQvc;O!pjb?a-zFS64hlr-YUr^c&m8PcddJ8 zs^erT$j?R@teUdU4>P>LijK<*pbw{i&bNC7CsPKS$_0=z$3;*_Mj5-qIP?&RcA=}f z5QI!?H~q{kz|qTl|7m>3+r1Fy4EvOb*4L&Bv2BL5PXi>thoEg`47^v&cw>lKT>v`T zTT({p_|7}D5?F8cQunflj8pqP%H+L8r?!Rmz39X5X2eEm*nx&TD{G`Yw4$lAl19L{ z?ObeYUeJ77c>2IxO#|)xNmxhq#&V&nd#s*84sdkp|C7wo3wXvZeUvwU*K%s>SL(Bh zMW#A{dJF8IgoT+fK7fWjS}=C!+J(?=K=`4`+Fyk5ze>b6M5!bD3-b;0Q$HO=HS|Y+ z7clsp<3B(&5IB%vL4yYoCRDhPVMB)xAx4xqkz&Pzp~?(oHn2>n1`i&T$!L(-jEhe1+y|HU8=D7aE7`WGY8I)We4X$SvPS$ARr)wh!RJSvQQdg!-k?JWSD>|RYp}B zSFvJEQNjd`9$&$R7288dS+i!(_#n`eZCkf*;l`Camu_9V6D#QG@`P_+zkdPuZPKNS zj|>AB+*Q1oabw4iAxD-xnQ~o>1YHWm=s=*z|BFC7du%XcV<^+1n4!G8^R1nqZe6n_ zFkplT+bNW~aN)rNQ>Rja1FtG0Yt|B5y^d8r_H5ZR9M)ErKAn1X>(?n#(95?;VDEqj z7d|X7F?RFk(Wh6xo_+g)s71bPP^Kh(pbk7YQ1Rl03i<^daH%7e1Y+ieyJCZ@CZ2k# zsVxEm(7-kkSa9J74gv^3fu?>7&O@n+yGjJ)l3VVp=1_Dlg9O}b(Zv^Gluo<7p6Kqo z8*3!YFvMc)(Z?Tw3{uFs;)_q988Etuv(bQ3;k1z$U|=98FDs}Fnd+(uw6}C(aHiMT z8bAOSLa5M%5dt7U%?+Ch;lmF@q#*?o|4j@lMIp#4%ZLmf7}C!_0qrrby_zT#NAC*N zal8h~3)Im^A&pehN$FyZF4wk{D8Vol(Cxwj)CB1P0XXF9P2q^cN`@3hECH)J!9p?C zBle`!)?0CPtAZA|sL{|v!E1sG@p#PD*kh4RR@v(|rE5Wo9CT{{1%4QTgFXuizyqgD zJ(a3dX;`(@tYEEE2wIm-SKV88?X^%Ff%Pj^OcsC{5|}XvM{q%@t!h3>Y#Bl*`|O^}Rf2`K|IYkvx#?D#;r|S$d?um+t&Bhc`%UmxMpJ_Ojt4*Gk&c2L^xy{< zqPohkP9Ux^fOSOmzW@jT0UGc??h;s);4lzvR{_frSP(%F?$A#b#Gvukwn6#vkcdTm z9{;2>z3O2{C~8vSh9Y;nZ_$u)J)nUSEHnTkZt+Dv{Gr`~7&0!7k&IsbaG$vbK2}>c!a)`%t<};zDlYta6Q)(Ovw}9y(tDtRF zE`Sa+!3mLM!jhTcH0L=<)~}qTk%@`4-OOg#$PxWO0@y<5Jqa?-ORnt)V#Mb^0g5bk zHXxVh0f{f)={RlHa8CWSXF$(s!E(W>EaimgMKS6qX(EK025qBJ5*o*cRb@^icxXnU zDbb0VsG>>`B1&Nz(;lf)ASWb9m(?sA@BhXtP9>U zQosXB;BI$W3rGb|_<5I6&1l*?pY=8%NgE!`daH!t`p!j!LAvir2O<;zW@v>1P(Y^) zTu%z;k--jraQ|4mJ7XQ2PO%&Y3TZg9Ud1}eN+4EAd>Lbh;hOle2)VC+0jK~2^J&Lq ztnrO;9AQmXnah2%k7lq0pR$2g43`mh9c^tt^U-xFwm~I8+HKo!+SKMIwp%-Hb+=N< zjX`sp*Z(7d5fI?c>t3M*RBi=lPFFY#^&vwQ^&O;MIrsC*%0F^_Ix`caRjx~${&s24}bf=u=6U3im zm=WBXXVlU!_xaC(9(0&r#p5&I`O%*@@qo7)=@DhQ(4ijmjtKhv*mJNbDK&HLbtjtA6{B;zhttw>^!wizC>*LE z#sLh7Km!WEqP;I(Xjx}Gmn~gN$;)8yhL3D3X6)we$Oz4!g^A2a*fD@-YIw|ocuK@8plpZU#q zJ~Cf8d~X$hJf~0o@}Hl5?QcIJ!k4~OY({;~SYP?vH~;y$?|tdRvjpOA0Qs?xe)-S; z^|P<){cBdCxC;dS^!NY&InVy^5C8P9`jAia05Aa+uX3&;e&;^s?OpGoFK`=iu1IaRjG?0wLzAZG`j5Hi83XzbNhL8w5@Wu$Q zFa#|OC_E!2)+`}pqRo&D&ARZI0IaPhqz&Eh4Q=DCwlEF5@VyvK$Uw|AbZPLagKvagx@s5HYb0=dcn}P_Z~;>+nM~ zLh&L*BF+3z5(f$dRFARHhRRKNk^tU$0NKg28+DG9(_ zz!hKd5QWhKfy=i>%?BGT)PRc*+3Y1kEExp}z&5}bF>wQsaUlW%03rDV2_69d04x9i z006cGrUHim001`x11Jsx5f2h34-OO)4H^>^6ciK`6d45-DGC)B78L>$7!_0+6I>w= zp(Q*s(@1U8(9_STVbsN~Ew$q|oW4aQ~!S|D)Hj ztCRn$WdE#N|Ey|Mt;2M#u5PcAfUl71uz2UOU|X}RTeHvqvteAc!NIhL|Fmqpx3B-Y zWn;U*WV@zgyv^slZU4M$|GaW*zNcuvw3EM%bHS!;!o2^&ZEVEIe8i^3#KGpoa{t70 zsl|wc$E9@1wC2fsbjrMp%B26wb#u(cy3B?D%zA&#w3g1Ke9*hZ(1YdCiT~1l%+rB< z)WeI^xzp8z|J8zn*1xFMq~zDe)YyyI*x1+EljGTwjM~4n+M@s3g_GO8yxXeW+nnRw zpa0#8o8P^_-=6>Cjilqf{^gRa=DpG8o3!e@-0GSC>Xp>%qyOuhyzRZ@?U(=UqucJI z>F<@%@Ug@3yz23y?D3oN@tybb@Bi|h`t!a1^Q-6dt@HGw|Ma8F^}XBmul4n;{`Ioc z_Pp8oy5#w|>iMkw`K9anwe0PICJXU$+M@=pFo2O9ZIyQ(W6L{DqYI7sne%Wqe`7hwW`&tShH%~%C)Q4 zuVBN99ZR;X*|TWVs$I*rt=qS7n;DZoG2-kV( z2{2Fs?a_e%3B(8^K>`Up(%}XdCh&xT?a4=gfau9rARFr;lt2X)N@(MaIOeFMQxwu+ zp+Fd>x1oF=5=hJtKO%>rFmoJWn*<>|H<@jyrRH35*;R=gZ2~>_9dhVlQUHkUEwjLF z&;eIOg{ftkW^Halx8t02)@kRR74?{8kaQftAu1TGDGZFnfq35#Q-at5Dq;dx2$RTF zfXRFmq$uAI&BZqdCjP-#5QUhmmjH(zCcpxx9bytf0{j^$%&Hxr|LWeDtQLsL1YhE* z>#n@^3Zb4CX6R>sA@rwSmq0E#A88;`(BA|K(1;%aqjo5P5e9ZB3lXx%z7Fz4+$a7_dMJ%b|aveyJ$HAs7H6HAfy`q%b5l zLQEhFuqpv?m z0S45o@6J5;?6X|_BIj>`sB~Nqa0wI(FtrZPQ9ygB2t$Vf?IAJdX&7L5&Kww{B7n*L zZLnvHL{G3~0SIs#^#%x_=Oc(=OMn3e^RjRsDmz3b+s}OW|LynRUj@zQu)?HhNs{{6 zRt2i_t%->N^Ad;&0nZ}Pfu+K1-K{V#+onK!VqZvhf5LPO;tsNo*mi|*e;c=dsD!&W z;I!9n`|U*W>!^@_N zRqPQ#suN zB)=BA@P#n6$o_^6;ZQ*tVv*a*AoU35EsKXy77%J+?{+1F)t>K ziBuDtQ4`zOI!1A7TE(j(1xZ(=|D*_B&MQQF?AV%d0q1uiaM<$>$u>b@A`l(;*YhTY zi3Aqnj~j>)97jpYQu<9aM0}B`{&WE)RY4fUh?0^l^&bKd&sYxR)Z@rhp!*=udHyMc zCQY<04jEeZxCK!MJB_OqZ3ZD=Jx z+RXM10fC)evD9hW*7Ae`EQqaaXG`1K|JpXTKy)q77(0-~Iw1kM)va)60^1lE_qfPS zu5y!00~)X(xWn~Tv6PAsN6~-+(akPQDByzSdiT4>buM(Zi>Jy~7ep*@K^2Tc-u9k^ zyWowla>eUjUGerHz~Qb7XkdgYBtWwD4RA)_E8hY)_qhV5QwT0=keSv;zc)~V6P&<; z|0ejt8sTnp3mo4Aj~BxbGOuX>*en;gAi`IeFolBy;ucRt!_D1qb7xHB8q*-WG)AzC zBb3#G$cA{_y#WoBaD^1Bm;wOav62Y_V;ej9$u-vTlF74R>L#Sb{4KJUuMmb5pQfc# zUUHM6OlBKPIn3Zm>PVf0-V+;P|I0=0@)eALWHj4ZAY(4Gp6Pq%-t;&jwMhU4Zg65E z!@0;xFv1P|+h;WAdCz1%bE84SV1<VC)TK7_hi%Q6wk`z7n0_;yBseW|8v|P>^MI@42f=i^J6c22|K~Rq4qvpgIs;<7d=D?CwtoEKbF!n zgm@%Se#nP@b%%3!=X^Bgek#TS?!g)hToff>=73jm8kbR7wMP&Dczlm% z24+xo%(q_%*jz@SfGW0P7>HL87=b{?XX?ZpE%+4$@MqYeftMC{Ay|M0cw>1-15RKB z&9!YSsAUsIdmUJVXZ3 z2xrh|c~+QKPWXgS$7xbVg-f`GOwn{s7jXi3ej@0DC1_$Z<^#ghpdzIE)ikWTmKy$;W9VFo)78RL%H|&lrst zxQ;Xteo<8jA&`nn5@cSuhus)%1P6*LHjLyrfO2;QRG^3rD349mj_&x1@TibHA$$tK zVDX1EERcG7_=VmmWB@6Ofmm~TIA>9q1Yl5MP6Cmu=mHJ-jvp3}CX+#N)kf@Y6v3P995J;1a zx@e9$xsg2CliT)_KuHBeDV9blf+cB)QfX66*_4b}1W}omGf^4$MUU4wDl}(~oY;^4 zSaK*Bjy_q61i6V~X#_<{1!W+DW*`TAUEnMqpu;NmEQol(u=BxQUyJ=$5nD6Im5l z>eyQrX#+PIf_r!bTsdRI=#xAMl%J`Zswsl5Ih~4Wk`LFL8&v_snVa0%owgZ;yosGU z|6u@9MP0#(N)>RCMsS*lxre_9j0w1$Um2L2_?*yrn2AZ9Z~zB<&753un??|x0(uk0a#;bYBodc`?Ae}tIBTLQVawT^cxj)id6?8Wo%^YnU;t_^xu6Y2 zpa+_wPnn>UX`)5NR;$Hw)rE~Thnn??mMVB=+D#Y1s?TMp$X?O9Np&BZ8TgstjNu+XMqc?q8l+|Vp=WBOUf=~w|F8sG zaF(rc8U%Hx+a#xR+MRVusVre$t#O$K0U|CyoHpv2TUw#B_NB~8s3B;m_(`N_3I}T1 zs9pdEa?l7JfI=x$m6|$AmU^kVnW?*q64Xc#CsGi_7i<%Xm|*apJ6VK-YL4v5szXYh zuNtdMFsp!&t&Jd?0>NAO7_7HLpoTiGIZ2#2t;jZm<cg3LsU2CaM?8C*%q-6l2P3yD(o3c`S2$RsajnD{1 zAR1XKwzk8yUQ4rJYo~xvm$K@1}V$D&I`TJYYMW^3pxa#7s=T*vh=kd%97K!c!~@fZPj@pc-EMH(I>Ks@cVb|4gh4>=2+Ts^VJ)Xw186 ztht2x#)xUeLb<`TO07za22U%ndYr#~JjMJA$g%(o$}q@_Y{&zQ$XpBt2%Nw#%fPqW zr@Ctfojb{C+-hHG$;R29u35yM+sXXew16N7aDWC{(9BSazkIB}Q|!m549L8|3&8LU z>($DAbI7o~1zIr6tD7BTwWJW2!&eZ=W<1G6Yss72n(*ue#T>dLo6O40%+5T*rW?&t zY|7Pq%>dmC+DyINY$x7~$cpU6c?xKsilsU%zCy{%6KsZ>=A6Skon$)4Nvy;I>zZ!> z&dvM=rMt(a?9ZnR(ANwMDlO3eThKjo(1$C}i5$)}|D3QBD-c?UjcQxQ>x{+|&Bm%K zofr+rL8{U3tHc8f$IYw-A`H!aThgce&j78`RK3as?b18ax{JEiT;0`P&DB%@&f-kC zR_cM0%BM-N!;-uN>}+*FT+z-stwb%yNQ~4;T?R{y1|m(uq%6(VjLNcr(p0U|wSWkY zkONnZ)i|QnU)|V^9oDj3)4RIR|CcNdt-G$d%M$&=_6m|2`JtLj1sZ*~*;=I8s?^T> z22O3lQS8rvZOzww3xhohh)~;(Py&gq*b>6nj@{c_E!L7vsW*Lxw`&Ac0JND+1#CUZ zz6f$g8@KR^sG+^V{JO+ZD+g(i*LdL6eN4@N{|(y!E!)6Q*tLxagy0Ch7 z3=FqW*o08ww(ST7qu##4-tFz!?@hSt8WHXa$!~1m_|416>D)l=-xw{^qCML1Yotld z2TQF5Xt1|^?bm4TV6hdhsgM(`m%=Y}D0_2XYX#fI#ET+|+yg)ZP8ZC;i|NKHi`Zz))dCdnT+`QdQ&6=LlgAEL=K<7g~Zrb`e-5t0Z4d(xam0Dt zu>R#eEzyd`X-C_hYb&x#E|iOk1{*EoW)29G9j3Yq}zQ`-nv zOzm`H?bn{|yXtEa(ZEDm=tPa;N00>0J#0JN=w9vaF|M}-p4}mhbZY%I4v587eQ z>qkxC@s8#lzt3#m+V>9L$UfdcZr-4<3C(T@E5FZw8@PG?^1Bi9XfXCqENahtA6qA8bRP%X0nYUft_x8t;Gr?5SPvQ2pA0E%H>q?^loY&%X6* zJ_)1__BtZ=Xg~RsulB)RgKi}ewXE|N+w*z9!6u97ZQdsj>dp@Em;St6Kk$$rA(Bt|!k_jxFO_9&5XXOBJRk1LOw^5f@8V@A$GIdB}7p|V8c5sDNI8o{XK%9Suz z5}FC~@gqZ$4dHk}nGy{gJS|%Sf*BJKA1yVtpaFE~&?KIdIQ`^gN~lm-MT_!6$_v=i zrKdmt9LkiU8bKt;EHA}0Q%yJJbUh}Wg!0KZq^yF0- zMu95E>}b@aQAc?U3Q$t)=%bGu6hJ^#bI(OLU3HKAG}KT>1*6n;=cTt^wOBO^-?{`M zD2XG;q|+qcTw}1{ivGojHjX%&Gho)xu#?!AhC3FJWNUhZ*`ByX@mWEmU8)rr3Aq-# zP`2}PD`z8>#SlAQmZX;=EVZ|0n{UQB=d(V2qi3Ig20G}UNi|hxqmQogGqSpTm98); zqGGq!|0aU1L4_r3*x_2?fEZ#8@9Z$onQYSHxMq8NcF-0JJrt1|6UDJRl~-=g<(Gv5 zrk5%dpc!eu{{}p8{dg9-aKnifJaNU>8_m_b_$7fN)qtJ);DeJ$IKq&!26iEby#Csu zV#NkgL`T14P8La>ORB|IsD)~ik~hgVNAEaJ-4wg;C`wXZl-ax7#fK-pc;oLP+;HW8 zzGKScpNHNr(F(x}fv1m{d^eO7v>fv{v$pU;&^44e&x+r$>5e`(#@%DJTO36asNANi zs*@YNom-YGdD)IXJnqFaI?%W170`eO)ESdR^oBb$(18zxU<7;Cy!#-~f)_kX2nwOJ z{{cM>A(Z=Enz&~X?->D3oa-DOKBu9tfh}w?$%@6&$A`I@D0R?kopcOEh(6TMWTc2& z%23y_)fu7>Fk78bl+p`n@C}1cgklskrNHG?ae{Y{mlU;VJjdxPE_}P5=gcGr72aw= zBShHuHuo!Fl~FOjQ4F!n7n6&H$WJTtm~++!43Sk!cGsdEBPJn4Jf_ZWc1R-Yl=6&6 z5O9l+gk&VqLq#ht?+%8@q9iqGv?oxnEF5f$0mwq2f*c`gW^xG}f!$>7Ehrl?-EkI$N9+oT=p{RuI&h`}|ngWRZ3)IJ06u`YX|8kSp z#AY_}LdgbJQfQaVq&CHgE>M=`KWs68C}Sl#F`|-dt~q1(yr+>^YE6u94BhB%iObTN zjeWdKq%>UzqhemmDvT215LqS*N%YSU(R|-Alp&33j?%DvS4&&wB!+jGVGVf+(daN`6i?}c zB>tEk+V$ylf9fSs4k-y7{t}qScm_qCSW>QbRf`oU!U7lQQIPUMq+Uhqkvd75dwFs# zra8?KTnBYV@>&%*uu1T*R`K{>iKt`5utuY8r|8Q~pdEsuMNOc@0 z)Qh0fLy=KfnM?+#q^4Tc7Jc};A$~@fr9lj0!1l#wMst-!yW$nMIL&Xqix=UN(gO^D zrEztskU0dg|HcM$Q~+{c8^WQ#c8z=!OY(w&S`))wH>!bppL1cPRAXu)Zux^$Gh5cb zfLhhd;#EeN#VieKSfdbThI6V_?VdHWxxH>)b*%42-@0`2zBR5be^be4yjqQ(4I_!f zf^(81BU-@50}rq!-4Ev(xuYtgXPE&*z(DhEAmG>DMLz7BMS|AI|uJUHeJEJ?J2je7@W z7qZhiJcg8$x(Sh0ycJftGL{$0P={6(vzZOIxW`Qml3U~4>6Y`nRlah&yc^yTG=#ia z{^pd^1p$SSj9hiSYk&XSAO;CIPCdsE4jGv-2M^n^j-5*_q~Q)ieK4dyE){5lqT*J! zN+l|h&}FCSkfHE6p}-63P>Y=0EdwuSuAMpyQ^U3n{u|5T0;;2G!9~=WvUjjR=Zcy%nu^g`zU9ah7e@4pR3txJ54N zvy;5k*04r6*ii@tsQd1(hdWs3{s-E-y7mr?x!qwO|KF41B~1RZt*wH?Yr+2<&_Ncq zU5$QVTONDCjz`_bAuJuFPDQ$xzdR|D8QHEE<&fNlGE+VcW^tF^^rzp3+Sw5T*YDo_ z^OimBW8KlAd zgTd9xJH2Qr+uFC`BN(ayu!BH|1SGiSW4?VlHab<*I zCn~@(p4%rw6kvkO>)3sJiU9ykp9?YLl#ml7vG7y`mz+ zvKuvWJ3ll`!}JS>QVa)pIJG-eMHiDpI;2B8T*Z>IHNCJNu#&4jY>B}8LstsKhS4{Z zAT%RHgEx2~=R1T-c)&(0q)p5r#v%lYyErRs1yaZsu3NUc0l^RyK@jsqGYmx(97R$r zMRs5Zc=&?Wi^X&_uU2%$8k9M8%q9(L8Ze2g{URemBftWLjf?2Tk5CO-aR|funE4oK;>5A@#Bl?~6GTBZ6vuHS$8vlE zH-yKO#3*)bNBe_CmBgkz+!x5HEd^`|h|vPrpsAlDJdse1GI*)2Aw*#$Mwl?hK|)3* zd^~2mtQL{7XS6)atA$W7h4tw`hU`MhYPQhh#uEI z?7KK1(!#?66z0f8XcEIQ1h+CgLvR$!u_Q}!j0boi&66atxI|4YVoO7C%Q<|>)YKyT z^1o5?pubF|GT4Hg{I|g)lYjil|GyK+VAQe2=$V%oOh%xIWKqT}%S>m33Q4d$$OHxL zdnzYnwlB1U4GRx%6F-hLyUq;9H3ZF)gok)APtr^WdxOpO+@ko4xz?<|*JRHNlF7M1 zfd4a%B3Obgu+6_Bo82_Ng!oCI{5yRkM8yEgVJu3YGDd`4!VsaMuBgbciw=o{M##*( zP~Z+s<3enF8SVTS@9Mv2puOsjRT*QMn@PeAqN6Xm)DljF!>`NitHJ}8_;xtO7L|u|z=Q?R(L6Pv)r>hCz0n%Y zQ9UId*_;alSf?cjQk&GVnpgrYSP;wkmn9WYGiXvLEwo`Q17a*lDrJPEJj}#Y%t%`- z9+HG(!a(esPD7YX&b!Ww{JibtN{(bxZv@E{R6{r|$@84kc#wxWO$RoBQ9%{f;o;Nw z{8K>Hy`{o zgsSt>i%TXB&9WrIP7rm(Z3MCJEYYyMRZ}d>U1d@8?A2bahhN20WhGd^Db_wk*o0MB z{7cwmEm*+e(Y)A0|ItZ4u8CG@eN++(K%Xp7LUf63RScg=I&WPtaiyW?b02|Xk%y$X zQ*DK*ypfaLLggxoSBO_$IEoPMPFb~AH?`G~3{7(6SAYFifK7*U09KTI*ri>UgH_n4 zMOcPKSchd=PMXIKnyp*x&u!g;t|go9p@NO|NrB1MmJpgv_0~!7RHqZ9OPs)8ddPLX z1x3M;nN=>LDASigQ=C<-HSO8+!&mVnNueEDUM<>sK-_xJ2c#X?s&(9XaayQ_TB+?* zs(sv=={@1GIs7W6L?t+`?b?fl)Uf@>j|fOh{n((H(zNYVEB(|_%EO(Vrd5vNX%`>{r7*+{C?yeK>~_2-eG`-c*TP$z525 zwcP4mmwK~{m7=kF4ATA@K8Ok3oV1*2fMY@g1hWkqKB(c8S=({NBMM#F#*EI(1LPY~Rm$99qmTsb zd<6rh*LqE01@_E*h2(OSWTK7WO1|W6&If*AgT^K0aMlk{4rT4tKXKlVE;(fYxmtSc z+-C*Z#SmSJNYeFf-~M!E8m3a7XkBsby47)JKBh7+%{(9y4V?Z$Zr!~ z{}L@xQDorbCC{OyWNqeVZr%rPp5C+2Tyz%c%~;K4HtCZ_>6AukLuiCi9_jU%%eE+E zx&Yr>iz`I6&4w6GdB)g!CS3x>R)Uj*TP7p;-RGXD1p4)5{9Vi?>fs)`P{{n>4P;ej zBj68>ytR?lByQxu1=@X8-hR#KDcd>t$wXmu749i0N5t z=eoc(ElA^G+i5hw&98+TD)0iJ?pQ(`YB>fPT~1r14p*n+1K9PY)|nhBi_`0)qz>x%Tb+PLGu61F39|*Mj}nffRNG$ulOc{4=Txd&xVXy$@niY} zmD%v{W++!}W>Gz0visXwt>`As)%KobDNbB{fbH0xZ~8v#en@Ko2lBkwZ~orx-VSp7 zkh4^_PtIj!VY|oog^W6?2?zgaIDXa%AJUHcD8{y~Z`JT$HdkqpLP_ZE{}3PXn4{_l zd{?6g?IU_9BQ9-d_DaAF-0|F3Np|gepkUbEaUSnzX!z(O7j(H8aw3mwBOmnk0Hxu6 zoEpo?zW&$*RSX87a-W9Mptj{(9@019gOB2Lr|R+ySL*9-NX&}c%ggLZ-0VL{a|e4u zS!i=RkOU)U5ic`skCf&&weyQ^Z5!9#c&gi5WBksCXz@lahjVGIJ zujg)$@ZgXMIneS>=cpP^4y|+D`W@5Q1({q5TUwcTK`Ea>~98yyx=IT&H zzx57Uv+Q+W4|@3?dQ2|*VLy6fk9uckdZ$i+|#se+)nQ`|HtyAiuiYA?vyguH9RKJB%&L<#NUVJ?`VU+Z^|F^$A^5BmVCOFe!l2EM*pILCS{?@`YOh))@NaN00Ncrx5h1nnRAg=0w3XfO^2uZvK@&ab?;IV`W zl`(wg@R_uT5vft6Xzil4Z5qRI)pGjujRdbGH24PnNJ_i zoH+OK?8&d6zXb<|5-n= z(PG*17Al&{aFzq-Gw8;R0g+zJ=P~Lxd;lG4?RpaINtO7dsePvsr`)D?@0R7;H$j32 zHxWX#sa306$X_WB^@maH+|oIjqR!jYZ{WPr_UYa#_(6mUk1=crQR2jk)G%t?*wG`% zeI-kxOt}&!Oq=>=>g?asXFvTcQ$PWH8F(Oq2`acCgAF?P;DKeGmDXDoz7^M85Nfy~ zhaEa7SW+NLrGNs49kE0iqA>;;8Z6d!8D^PL!5L^Zs)z?^Ig)l-YJBj)NNcePISC_w z)Rx8_x>VwYSZC@P#xVN%gJ75`Ho5w_krb{kIQ4g%;Wm8wGl}D5H%!`Y5E4N=lYl7Fy~S zD00y?DW{!!%HR{k42F~f2Z;Doi6(9V$BlSE#v)~v!6@U5Wz=Y+XgZe0BWgarHl%Eo z+;QX|U@qxflfexX9wB`kmt}HRwlYd6hTIX|mrM30=0K7(+Xo?63Mby0rh%m$vOI%c_ zfF*^%P=$=zRH{WB;RUNIKGx!7vBIbY|E)CM8gj0>%E6#caO+;Wbt`WW-fG*2RWu$3Hn8<;ygSH_^xm$B>(bw(O84gJBI6tr1d*Z9MOlFckkd3u$Gl|skMi$9JlR*&SEKn@x6;@KtmJESA3T}&M-HKXwLZK|y32%7iFZcGKhTU!xZ{Jp}x5=E*<{3 zqA-}K#U)k@DvGLK{)&Qt5|JPYT7aC$CIc&3Sxz&xvef}urmN1yOlGV3Rdgy*2_xZ* zgiTXc>t08Q<51}qwK!xg5Mc;IByED(Vp5Zw6s0nW3y>`=7n|I)t{J+gh9P-g*>otq z>8Z_n*K^z3im1xCg>j3n|9mAZW9bwpK9Ma^l;Zj-P>xQpVGbLUB{1!FIH`ncCjhDJt9&R>ju^~| zQnaGrBi}7Es?l3EEQ(W$MN=xU`u$QW$Mg$PQk4LYc>$WDf#$2; zP=?2_5i@S|0vvI5(>VfyfeZ{1u=L0XI~)l&Ix8V?oEAJp4033)Bbxe-)<}8g4ysZe zNGnh%rK(*`pO`G3|370WLmGPWlOiD-LKE6UAMPuN*-IrvSLqK_NK~bM{VQNOh0%=? zmZP^E#VM#*1b>u67^nyV0s0!)$wDYpEv*WOQq{O+F2<&dDJp7q%2R7$FiPGY;^ zNZ_icQR2skKh%j`?+UlPLUgZ`{VsUJ+r%P_qOj%##U>7$Sdfx{81B7d2?!wG`6g(X zSP=~W5aR_rK-06JP0btbKtLG*b!D4l3{g*0$Ir1gHhOd|Q_HC{3qsYBX?mR`K!Hdr zNoy2@_`@H<|EVNxMKU|x`c@w*$-+zW6RmAR4|6lZRy(;hx;aG24tY3N>eaQOc;#+) zyGP$46S>G%8SHtJjM%x92m$+BY#;<+rS|=#zHkI z_r+@Unv4ZXV{KnAkh1V`mjlX}WXPO^EIEP*kW$}s-0gp^Ay zYs}hjD+Wkr0vds`H*{84k0~>-1#CH5rCF$J&QY5g46NKd7`C->Y6Y8y=Y!OO5QEH; zpMl|9|4C?7#3Z~kK@3SIDIKJ&X~JY$j|b3zx@({xDG3fOeXr{3N7FUwai_QYX&|#f zD6{@I!2fz`R1p;8c9X6|Yzb0Z2CMr7n<_FME|S?yqqu z2ZJzdhl| zSKjoEqW8Z4{qMVea0#Sp;Rh&y)p0*-%X%eMT=sHmfBoxWo$T&thNI>Vj9^_I0<@}S zM3)?l@|3UK4ml&S31PnYp&9Z@+Ac347CC50M%#q95M+0Po@e1*@`Y*bn$gV|^T12$ z-I%>xn$t0qzYJ0AJ=ELqM1X{Vs3{)>R^Y*uMdXzi@NFRQ2_KV@2#MU91e(;NR4&7>k|Na&3|T(il6y8-3u|4zXSWVpqQm(e^Z85j~&~{e%RLpc<~> zq+lQizG3k39%2pOP?X96I2qs^0Ew{Sd|g>q01mEk8LtslfNflWRbSraT~KKs3yz!} z-5~h2)(%!e52gXMHQ`s8l{zsV(IAo`NnRf?l5m}qc7Twz^#Rb`f?25vKUE>=mEQ6Y zU;)O}yeZV501+xNAQ_gS8TLegybm7+qcCa+22?=?!XYyL-YL-G@gb8@?BOs57V~X| z9d?Wsq(L)9AAlX=ti+(+g~qYz3g|FUB*I1`SFjr6fWb9}nKlC3+!0VBdI1_R;%CvIYW-a~a#cFQ zR-NhNw6%_h%^dq3k|DJMRfXab0->~JBL1bA`+?p-n#VuI2`oC-b3qT&>DZ3lA})rZ zLrEkr77C%*l|Bf_MUEs|rsY;}q(`>pDZs+Rs3m3D7gjhK8Ck}~^&Q7?T;0XwOoF4x ziQ`TFNF*izgFt-0O(l$<%JtwMn8M* zCRApP|2f*|L0Y?5CA_>9C>h`ZYNd5`v za1JMN7Uysx)^M@{Ty9Els?;=MS$=838*pC@&fQ-2Wg`BiHU%bWbYBhLBo4|GVp5{B z9VX_%95AfkpFN)B0awmxrqlSwnP|x=PR-{r+GwUrX|fB_x!axC*cP5dj_KHI;#+L$ zB3Rnypwt!ZiDYv=s9OG}aZV_O5~p&;C4^2?7kx!^PUpz&C11{pU$P2K5>@vNCitBr zCk);s_MjbT0x4S9F;tscClD{NZChdev8*Nk2BrKMGw`y8jrAy<&f2;n>Ja zym6si*&WFKcD0ni$gRSWJ?WFm!<5#WNF}#jsPUaETf`>JWA-t!Le$|z1 z0_Qp9Q%+$kqDw)p+d-mcjVYv))*_T{THE9zg6`s#_C%oQ2S4=NnYOA%O6Zuz>M|~; ztG*ITeMK_4T^g{YUccs#0rJ(Vzp^2$%Bq-_>Ay13hBlvJSOyx*(TV!%uZC!_%H*(yqigKQo<7*0GA4P# zmLcfQ3L(U27Do|MrnL$ZBXO0pD$6@r8|+jKky2r~YU;TTpbddild|iRVp=J|>jKW+ zyc$Zqrs_=KE79h|Ig~){6|B)29*L}sXo+&)o1!S6 zD(kYkXv=Nu3bD>HxDF8_YHvjz=ke%p?IY`;*D0oAnpmoG6Q8)IKiO6+qKEt#Lvv~kH=S*E==XU4U zf+*dIuHDsXt2Cne9xJkjt=Ix;>pG^4>X~s6C1^t4q9V=UeVeoiN7WEVvm~0!TB>Mb z>XELM0A6KDw8PTjEU4=2LK$e!!XERAC6;C>^hWRWt^+!p!}U7o_@*#rO|JJQr!9o9 z3X`wescDJmYMZ+0A;cZ~y6^i+EF<#j4WI7!b^poz?oqSquO+1|ZXGIR(&JGY!T=L6 zx8!asM2WRcjkvN{qrDga^5^OKr_KJY1%qmVavG`1YX<}E2kXSpYTDxB!}Ln;I;=zE zt^xMOFdk3VZ?Xa(_pu-Uu^%VrtiG`L=COxNZBnFNSZr<@1o0s-f}Db=*7mT(#&09$ zDgEN49!-MkrrgHbLD`xu1{G>m`B`sWtL-Kw`c1L7-rqghZD@)nT0L;^3KTogSV2V> zI8?9&2d?0n@fnYyl{T;QKCevRYd$P)9Mi)b&v6OcF;SqfAy2a_?J*!40Cu>6ay=clJS9%&p6SuA8 z*=`h*qLZkiJso8q^set-YPyvs1lzLM#7pYQn^t1*+9+VWa&Q{UW-)_s2rKgluY);+ zv^muA9e1-y!%{KALN>27Aa64apLBGtd^Y_Vy zBdIR8DJG0Qs=1{}wK4JkCX%%wO?9m3Dm&rR+#k47>bN#A@KUAlD(RAXYF7Gkl)~%s zX0%45Dn}pl8;h_U&#_3G13GlWz9ub9-?i3Nfl9M9Un?g!01k zull;i=ddq1^>p6Rr2HJ)DA1A8^!_N~&XUTc!ELniMASLraHYT~kWTQ74ngLFu1194X`5)gpI=Yt*Q`0a)!NP>$>0zG}KK?tPC znzAY$(m%)F_z_wVsw^;|PniTwEN^k98eQpq@k1As(q-iZTi11+5>GJrfeN$X60=(4 zM7=3994|97gS2oHH;2doUzA=uH%mizh(8E*6NO1?u3=>NVl(zmU#EBHU1S_s zX#llrRJJB#c4nJGC8&1~CjYf4_sl!OPAc}6LD<|WLb0C;`H+7mKcWyJi~>NO+wU&) zejXixKlE(V_82!LT`jnSU$oEutOsv2h1HekavOhXBmfHa>to)=7W zllULQf}i{KOXvA?e=|||A;neg9pQ9NJ2uBbwimpC_R(Ome(m>_cay^?gz;p1hZ`^~ zT2ogE$sW=vAi`0ycgAiDxYZM9e#;TwtriocevY0OpWZFg>?Z-JmvGA|z>S(mkx`ueX&c(6D4S|{_G8+$VkH=M`$oX>eQxWo0=^e6MOQR#J3MWobKhmpc{W(7=UG^I5k!+ z;m`c~IyRD2hT`*`i3TH6*`n?QKLtZCRMtWX;Y_9 zp+=QDmH%p0t5>mR)w&fchAOsTg%vxNY}v84Y(0^{m2F$MZ{fzp`h-{rpCRgARiGdN z2`y>f90GKRaA7`t?j%;cIE@xBkG-J5gGWx~%78Fu#$1>%qr;yMGpbZcQ)$ztOjR;u zhxH%SrewvI#cMV%+rV(+J_ZaCqD{Ae1Fr?FR;^Kp2oW+=niHqjuVvS^eH$2XP{|1) zs&y;(G4J1xDHH#U{4;6i&r?%xjlH#P@85@$FP~j~`|$9?i?@HjJpcad39z1f2qdte z0}bj(pN%q#=%NQ9?59C~HrhwQk3%_8ELH1#vA4G3M{jD>=7-sa12t&A&Erli6?@>%Ps__;wyn7w77#0&IjP>XK5IeEz~H$pZ6WxL>rE3P-?3^7HM z=A4TYw%F*bvrb@Ixh^?S?A#4J@5U=n8uQXqkDB)2gKxh1?5j^d{q`gEKL70nXXObz_nQ6K~f~O*xZPwXmp^aABB6aN1 z+OmFJYuatO?e-|VkOZnHC7FzhuL{73l8?bSo5V9Lv(yqYG`^e+k1;Vjj7mnV1pkfS zG}UBN64qFg1Uf_$T{O2=d}}2*K5IFpH$?gfbWlMxi8DIsaH9?sM+q4Pxb7$w&*btj zMNiXBIgM|dPs0gSRQ_m==Tv!8RrMZL5A;aE3MZshXbB^#(87)g$`GFoOG2sFUtbE= zL==hr#cG>YT)^9{x$fHQufb-k+H1*%CEKvkPFqI0>>^6ZrpiTtFA~zdgG|oeg;%jO z1WeY)Z!JtEW-NfdULrTm13KFW-C_$1dC2v(Ine{iTjX>g}bN+^a7w zqGWg9KlI*Pi!CD~8OsPxe}*F*;uOcYHEH5ab_mqQ5H_9C0pl2W0>#5Jr@22>jB(G= zSfWOjIglZuI;&${rO1OGX~eEQwDT0qWR{0?@GO-?tilx2nZO)#!;ga$N3<_&=(AiD^6I0TADfv;g8!T$^aLFrH@QnkR7 z$S}yc4O%Q?9+cDMaMLK%ZDMn}`A+Lln6gZ@&^@(-A?|cXvzyuQhQZ6>tAu#GAJ$5F z%kxOCM8Y&A^6En_0ao>90>vmwaeKO;1ucFtjXDTGjm>oCGoeYNFOrd(V>BcCqM1!@ z6@V_`N(us=P>7@`-~b3nz?0Nfz(cs}N_XU&9wSq)dkL;Hf$W#R02VM)kU|r8K%~YZ zD8bSl<8;5lUQADa2pFCL#Rk%VHy6}adx*a=mmrCBTvXwi_ zp{stzLs`y}A{nt|LU5^}T_sV8zm(drh*hj9{z4Z$Jti%VRsV;bXp^W#HR@4|GRSdpb;i&MlyH&ChhbPSk zELG}5mQJLW93fszmu3=^L{BA5#0H6+h|}!pbc)9`=1;9g4jeEusIv8(8)Dr9T4lUxNGtAFlf^1y)iMZMDO}9y-ut z^a2TV=ZMQUT`lp;0IYICA#{ZxX(_BK?yBz2ARdRE>1usTsx-N%o zbCMGCm|?fy7Mk*u^@&F+1&k^JSJtv|X2^sjve}jf@ujzfuuM4wJ<{^|C8tg8u!gx) zpZ+u!gpP$O;Qfnc;9#hdw)eg9O_WAEdW?|H_q~Nn+^KNWxIN)Z2cRUSO)uBR*u5hj z->JtQ)AJBhI<=KN?deq)vbzMcgCu0(*MtqUym>mP2C-vhj5YMHz<$`U2^%T!v<_t| zTNx=C+wA)USh6+D8MTGyU|7jHBibgKtr|?kBIYvO;^w9FObblaR;`$VUN?th(e7iy z8{V||L^F`U%n<)%?Eg0V*=@UTeuvTDX#Y>Ni>XpBpHvl&_>)rM3@Dnsxl`0*6_aw! zdKiswe66VIIOKXwr-3>$%Ehs@#E?@l_geC=ffddO?R($wTvU|GUN*DSEGijBTiR|m zu!9p^bZxs-BT2vW(nk{RUDA}#C0cEukC}C@@1FO)_q{4S@d@E~;(Or>O4;3>eC0pW zE5TTMil4fC5{I*GR$)L-z*&g7CHLZt05#vk+DD4lGw*`@jH=bzS5kyR5`9pzU*S7J z3JR8!dm359I+q+nkivslUSzO=VH7|{PdaH*Xbz(?<>p!j&18lho^AAOX29wJcna+F ztj%~-kIuNw^$_Afn2scR2^*d$d;fOo7YGgbA|VA;Pz5QW1u4N3S}+q_kP>N!knC-5d4D13ddb40o5`tF`DbS!jIJM zrk(<6G&;@G5=XoAX`e!2HQX$Y6FV^y zAOR9qa1==~1@qt(Q85)&F%|Wo75%^u1i=pifevU332pHf&8PW_&Lv^c#|uF%8SlUl5(5h*&c_Htf9z>AywLli@ed3EV6M!N+K*sJA>dza~ z3-Xdf9O*Fe7>PUPD>-_jIQsAa5wOfY56$3F^k#^LeD3F5iD&MS=o}GwAh90_0v)=c zAg3V{6>=_9!4(ctA^#iFAsi~RA@-Pw8SwwOq!6+C?GBMN0 z0FPTIs8Swkx0%T6`{5$Gy| z(u>Ma2P&g7%YaQ`0x)~LU;_xCoDQHTkPkBL^FG_6 z`5bdU`LjR$lRs_2F^>>Gvj`ZqVlOK54!Cdf;+Qcs3nwR!u_w_g{hq^3 zu5rn9^EGwjk^ds8PbNnH_$fDOL(8^|zLH}UfHOGPaX4|#D~%JRo{jXzQaLR!r7+Mz zjE=Kf&(2^99n|4Er$IZBG)cR2NtskUHIY2aGZfKtA}f+TF|rPp$tUWEK)JL_vjPLY z;6KH5Or1|ad(lhJhiy_4xwL>K^-k|FG#U+oCP(eZ@TUB9vO#+iHP@;r*RO#)K_ zPQHWj9A;1K3mj99|0qvT&9OvXG|VPt^Ij*T%nr0C+IXjTe5WiIkw<$JB7U@% zIxrswav+m*RatdAoAgzkbUZ&%BBhiPNbwY_)JiS#J+TN)ef3wL0!+ztSpRcCfi-QW zYE7Sn82>wiL3J`td-A#7K#%w!Ot#P&)2cL0Q$yKg{X8xd-b?XhPAQr44UZ%8(6CYA z>owspJAP9)D(bNQFacRc5Z|#zLkdSdwUrF)zz{-+dI&m)rn3&>9R{)+S~X!6)-I9M z6c`alvG z^}Rl{PPS|m&NVx*Qd04Y%*w1@-SNLr3ECp?5I=Qi6wxd%@Y?cGAA_`D2T~o3L1F2( zZvPv$NyGD)cPd%2K_(}1XB#^AnaE5aY_;n zO)0Z4>L!q!H8XFPfB2>h%HR!lHZ$l*G*1mfe^Q@Fp(xqU4$kluUZH9g#@HSSy|&Cx zP)9k`6;Uwf*M6;ZSQH)a3zX*dYwgu`9xJk)-_H({lY6 zG9`C%hqZG57g~}vB{dfc^-d?XHBKY640w!ZueJPIl5l#`5F}w5Teo#zSIHc;cK;>i zX_pcJsccb$a${!KHiEZ=ri{L>ayTZ{c)iy1FjaYFrc~ge9h#S66D@soma6w0 z-r*gZfqRj-d*@a=lX!`@cZr8#7;+(squ3bKfgH#I9g27$Pof*vp&)~)Y6fjQIdK#{ zVSNX;6x{cH;n#lM_>Bc2j(f0I3%HICGk^tnObOVIiG+xe%ET?&Wlyk&%T~PNy+WUV;6t(GHOIuVn5!_HZ^4)lb+fYWa`Xs&>nA18Y&| z%YdO5EPCdIGuhfPQwh-lb0;2jxNPMi9XwSZCU7~^wmEBgAt+>eg{Jk+;T)P_re~Ua zkJy)+xEPAzh-caz+~FP0K}d0>n2`uOm025@`P@z<-K;JasyPzucLwRVezSR-xtStQ zzz5NJtACK3%eg=In5$>xfDcq9)8Ot1c?yO0L7^4mL^qL7_u}$Y4*&OgXalBoWnuk> z5_T>5lDT%g_OP%r&o&9c8l~3o01AZU?_7~1QY|`O{cv9Q3v7!shHg|}OB#46kd{}v zZGQ-+YnrBO+NMccv`w2CdKzGlM(GR|9d^m6eXm8dt(O`6W7N381Cxv#OC!g!8>R(cun|^|0FpS zSo7mtb9H(_85}`2S$N8xw#xV~4 zt7SaWSL^~#R=N8V#?M*O-@?+eLhj^7a}z_ycl>krhIHQm$SF8m=~@nbQXEZVgGu3^ z+mAIvK{tVSQ6@z;Aqk>uffY)W5DvQz33`HhL86f(%Ks?H%Q??dH=3h0)jl4u%vouc z`!#wE+@)#BLS!1wxt*rvJoV^&wO_B8Q`NPPdCx@zwJz+>0bS6bSUn#OIyfrP|)z zpmB$Q;KjbSC>&)U@IsKzG2#^!!BSUqSl zSiCnl$!FbxQaFM>o@r>{pc2=!G&J5zrA>lzRnAx+{^v7(cRpXdTMU(wgVmBL7aWLzUxgK5{i56 zjbEF}{_Gty?PGlH=O-z`$@r8tkS$cLZ&oJpDB?+X)AYXY=lX(Oy)(H(HxvpC`ZA7(AJ31|z(xpnBIZFl=>MvbXtI~>vHI}NarMh)O4GH?Q8keEa(S3plXg!GsGNK8!fA;>C;`&%N*kS+L2JD_g!? z8QHQY5*&N}3_7&vx*-ZZ*=stq0tE?3fJt+Qk?cy0D%m#lCwFc`xOd12$5NBL*$R)R2bIv_ysdSo!(J`7yjRPD^dX2y zex&dRUakM}a!a$#;!56u2>*_!UlG|0{4!1?Tfl>jx*<4LU+ilS}QkyMntbspy_c z@2>m;@lz91tP3p`W98+S8-pcQ#~*_n@*shnKtRtrUyptE+HcSOosrcHKA$&tPk#9a zq&64&jI!n$Y_?6>T&22UZ3u90aLNZCQHwft)mGEbn@Ut?Yp)ZJz(uQXX@lT{AVjzdrBH?9+6LpwHKKS(ZXm;yAwn#7IU8n9 zb2-!@==9Ny(e-d8qMK$kTLMHNrjAHMddE55(F|jVbDZOBViSvU6s7!vcT<$26|I=X zcxKTP8Czah#^|v!mPrr%MB@qY2+)8Ebf9pYBOSqKM}jK!O?o^)qJs9B0yN4sclZM% zCK1U)&i@ZnihP>>j&q1n^^Z32yN#u=CLK$@s(_o=4tGcqwp-;&SM>pf+He)DQx>Za zsZ^zP>?R&(#j-rTkWb$b@i$wVuv^sdmI_zs%NCj|UFlNMijG-BW!?~V&2;8V(os#( zsYIG#9i2PeAuoAlQ=2uC$&6M)&T{6$7~~L&U4?>9hdHb%&WJ|vXpxF5UQwQe#p3cf z<~)7+fuH>>ne`S5*~m(EvU2?1L2Cw$Ww0Sol|;}3t&KpnAQmAE5el#s5U4?Y)+glyjH8~S z7XQ`?oZyrpAzkh=aV%_{x!560s>Z{rSHRx&`1%wpO@(4z^h9AJ5r{k}!V~yZ>|zs;;YYSykq|;_MOjg0;@_Erz|t;pS!b*&^0ViRtXi zx4@{o(XP^Lb$ zpHiLTk&C#YadEX`RwHZoHD@}uzV%6S4V&P2%8?g^t*<4C(pLSL*eB z=jQ9-1_?l#NZe1O~`Tlp=DNOJTixTjH*Z)@#qhJeGJd4*Q zji)@BKw*jid6lLImA7enfO&CH2T)KwZ~%K!}_D1swMf+a|TDAs|J z)kk)*dT@aNg8_3x^C+=lDw;4`yMb#R#YnH^bH3JlljLKrVr@Z22-_hE;;}5Alx5eF z9%wT`LuE?FB{%y4e6LVs(KjI5);9`5UAiJT+Y)9^wISX0U1%m=;}w49)o$)KBQ`3wc4zMQE_yd4^VdW47cl>V69D!)fmal@lRJY*i0vdrSkwur5NVF~Xjc(&^|Ucz z(L5g0fMQ^Ymxp5(1@lAKvSE7%t% ziINGRl4#bZd%Dp5$;fya(HhMk(O!MmUa0K z`T&=sV+<$JUUNAl>KRVt)C}kl5&776F>;>$iT@AuKo3A+4ud&(2$xO}^9xskC0#@d zsz70pP-&4+VPishZa|q)AO=wo1!HgmYb2T<3Zif1nV(sTp&6pt^D}{=K77$AGq__n z=#sVvn~b1~mC%EcWSdzNggMy?LFQ7Dpq#wrh1Y^qqr^5jbwN;PZ8`Z$Rkwu1^_*Uo zUDN4}+h?8EDI$=QooI-53DGX($4ua<5AGm`aYvrTFbw#1o@mLIXlb5m*`_#gR_`D> zaA}tChdTcPPATCpe5iLY;-BXUpaMFe=74Zdf^Z4f6o^+mUKDAbkO&laY57DZl-Exd z8j%`024k=R1%NUq3aX)cJtIn@qiCX{`u{Q`IT)cduNG+1jfdW*V7qcVA;K8Pv1 zQCmNTH?IH+_+f;*6_mcUE20D}Scjyjv{H6+H_lRZN;ozIQjNeBEZGQdQ|eS=2vt!f zRb@v^laq#)bB*SimDsSu_;5UrCNfg z+OcyH0<0G&q`9gjITx?^8ml>T0%U8lT0gXEtGhUhyvG|S^#`>TY`EE@+fjs}Kzu=o zEyr*mpioq$tI*9vA}mpI#sm1Ve@TmH&E+(ZX=iqDEr~%wdBxm$R~Zd$&uYGsy{@Aj2~U%fR-F&59j} zkU&5>#6;^L$AFB`MqSj!j0F_Ed6PF*M>f(*OVh=K*QLEwT5e+JU5_)4+o^`+TZecm zBo%?aWt_KYJPggi#_L?S4-v;@T*r1y5&g0e9+4xT6K_LAmw^1Af^5KwOP~o`U<=H^ zh_}d(_C?CGJeQDZX>qZbtihYRi5~396>ZUR0m>w7!W$a`sDQ$%%TPe$7%r#E3V;Z9 z0ILG@%Ds4Vw#Ztv%xk(!9W}_iwB^H9cnhuYt1bl!)LVSFbPAhrjmcM>NV!4LD^x>u zbyHilqd?8txc`mWSCv=UeObDt;X6Y#1g3pkFy&mv_KMEw><;YA&i1gD_JFr%+7f3~ zz9`YZdi)Xh%*X3huKNrT1YEG|P^f!7m;&v%h8Zyi?ZC$qafh`r4DB(LC&`)01!v&c zW8i5EK+zXX*&&?Kq`T3m+R>}K*=@4IjM0KE${nrj%F`jU9Cdpi71Oz_%R9`&zgvZO zqtitwe8szj4U#Qra|+BmEXD=BRo1LY-IQ2IeI%r{+}Mp)y2W4{wq1!36fu5a2}Ega z&efgHaZA=^jn-#14D1`n@tVKlAUZ)(&v7l+_?*uH{KsrMumx{h=H=7v3jgg1l>W} zwm}`W=aQ(E+WdpVuguyi?b<-tvrSBdMrhl^3f0D%d{Jmz%*?FTCRET8&An|OS8J_S zOqJS7)!yrU-Hdh$!4Tc4XW8@)?$F)UUB+qL4BU|2f=UnYyWREcw)gtocI%e;0C)aU z-se5nbSOipmx!q|z$HSlwS+3>znGfQ9XX|Mro&)A#4#0K&r~KT{XRgy-L z$bb#G2aVA9{RxKc33ZOx7?*L8OnG}Cfta_c5D@77F6dtn%BHGnA&kNyfV!pJ7_2HZ z3eX6U9_ckHvo9SfJ=bfvJmMr?TfNwOzq=}T!=t}S+s-!3UZxDE;0O~`N=nPLM(y!G z`OMIaWa=@kMcRedJR#he#ag`F=$0<<;N0IF#&oIV-A(Mpp3dqV<;t$~>d>EYJpc62 zJ`8824sQIe)^3)0M=$o=?da`x;2!Q}9?0(f-UAxne~rim-Ea$f-*S#I`b`P)&foMN z$%An3_@2of8sYw~_nQeB*)W3D0Qi9~_=7Kk)lk9%AHpG^x(JWTr#u=k_vm)e%GALs zJPbe*KN}c@QMZig)WN&8rK3IUw6hJYJsDI==!LhW+o)cB(pD_L?ZjBvoD5Q3(l%Z4 z0dCmW<5i05x&B>dS4=;z)oZ6Y_b~KVZuCwLzf=C7fvoh;-=Anb?NI-=P9Lan{I_>z zemAo9-rn`<{q^rF<%5joWFOy9LeRl8fECm3jokK!_4aly_ZUa_ioFN-fB*lR_^Er( z{~>w-YXA`0pbdmp&EP?V39AiU2rU~pHWCg@q*&47MT{9WZsgd}<42GoMUEs{@d>dI zB~>a=P^6C?LzOCNqDe}UA)GmN;=I%I4j-V5CNUB!QzlJKMrYELbQ5ROrlCT;BK69u zRZyS^ZAEnJ7BF7G#ELyuwyZL=$`FC71*}%BUU7TXI)%utT}fB3%Hq|x?^v>OkIk)n z_Y~Z-X_Y-={7l+oYLO#bqg;90Nr%s(c=+TY4qb_c^aR2Aj)w#2W9N+7A z?wa*(=C1ZW^!(JX@7Lb_d-&_sqo+^*wr$zo@zGnij(`7k%n?vPYzj1R8U&|_X2EEj zanPA$B8>2tUv#lh7g{o;B^C}jROLeuJrPmFODLhFL`o7-aYaE|Y;li0^w`6VJpxIA z00UIgaYr6|^zla^gA{T|B8xQgNF;l_V2x}Pa`H)pvRNjgB&)RYN-Lju0!su~atWrT zkaB7#o&NBtCq9TO%BZAhQVJ1E^ufF^Ana#W9`Wx_FZL~44zyuk5@WBa_p|HXWHO#O>4?+BJL=sIj zc*R6qR2aq>_lP5oJ?e0P04yuE_+pGR)_7x%JN9wOCZQBLAt|Z!_+*qPDnQ5rLLg?# zD_K$?hnN0fAA=m}b&3PapcqRc~C>`!U_z zbNA^rzvS9|SHO7Xoi`c;8C(!w3HQCwLVq`mMPTAfA-G_JQ)E%$7a4vy4jStapn#QA zw*GqTv)6um?neT7Wbh3tS)%UCH~%De#UNr7hiS`OGUbS^AtEn&0b2ntMYggv3K6I1RNEBO7{@@yRCBAF z-R|ZYSM5z!wfY;bSR*(X!p0rKx*TtQQ!MUa3;$V=bB^SiBMu-AV;8;{1`(aJ9cCHF zTKL!&=&188aFr`{s4G|N2nW040El++npc7pq&o*SNJ9GZUB5I0Fn|#cM5Qp^@jP(} zI35gP30oM$U@+eQW?{j zsRJUAZ3=W?Tn6(N4ces@R=Gte!4{~pxH2vp zJdCG61;SC0YJ{h%o2tTrw|KlNR(k83-)!Z=7{*W^hO1#UuVXA7?vRI(i;i=ENJL+R zvlvG_qI8&O5AhI(I<)!L>i985Dz2w>uK&Buy3m0SbZF6bU96Yxb~i>cmJvf|4A_U* zc+i8okzkp~MDk2DM->fX5H4bvj2s3%H$1EkDd6KGJ^E3QhE$|HDx@Kygh=v@RHZ%& zK_Su?vze9B5R#CjCOQcfGR^NNY9h)e@fRmL-6Segp`f1lRLVa^?Sh|DOf3}H3$e&W zE~D7mqgpXbTiy~du524!?!u|Kd=P{o6rtQmm?~o)(=)JICg1w@OlU?kHtK>6H7}>Q z8eRii*^HfX$muL^iX)tZtz5OrX{~Lkb9Aj+9X!cZMf>0fHpW3mWdYQUZq#m{2m0a{ zbqCN13DjR5GH60a#8A|t)}gDNqyHjYG*ODe$f6H(Lv6_rhdP{q0M%P*Z+-h);BK#^ zCUp`@gL_<$pwE#p?Smm~D#@GTR8EG_X(lVtQ%$yMe?gVRCXjZOS>B=*0_?*k`hv<- zCMGSQaKtH~8r26@wQEbQW3M5#>87&nb}Oh1x~KBq3aB- z39P*4@K}vI4&=yj;T}TAo8uU4IK?rJaU8L8lRM(#)(OQZO3|_Ifh;}i`I^e+6F~jR ztY$YmFKqaeL7*k0F8Bq!f00%drWH|Y8@gH(DMHCgP6U%x)FRk6ucCUWZI#_{TQzJ{ z0LbNXm%aSu9}SndB!fsw!T-$VmM%A@Frg{ZXcAqc&9u7M_32S0DP5>|mlRl~<#k0EFniRSf!M9TI zf@h-+ygv9kdUck5m}8F%$C@0`0WlDFQA7`an4Hz>oN$bBV%yBKu`6!z>tbx#%XY&Y zHs&IZ4WwgdGzdby>+z2VipDjzvB(TXG9{L*Wajz756lyU9j9z%+mb=uxOKpp-TiKO zyIag-K8SJS9o#1rV!4ns#3VIA3QBU9PCogAnf`FUI@_5ko*b&Aypolzl+r7_c$(DM zrkGwFIxbPoAf@dB3jc?P4VRv3TQ4SUn6+K{ZE-Uzsye+Y6vnEp&8$^iO&uHEsM?y> zNQdOuMGxqZ1H>SXwLO6N;av=|i0UZpUvo&EX858!?qFxI&*jc{!n4?P%}2M6E#qX@ zShLQKMuBv^I|q%CLi+mMK!aRRHZGLg+)kb%yuDAz?glDbS>5VB!x_|& z<&NH4@r!5tAm>f*YS_E+fqX(rGExZ3!!!qo@Y5tcFL0dx!43r{J;De!SK1qU7N=;>dSz)!Y2qrFzj$oi2O{q(f{8Ra5#aBDkU$p!ez?ycs2{%*VP?KiV zq<-Peao!A_SO1ge>6nMl_v5Ug*Lob}IJ!8Jetuo=Iy;>!hA)h!18gK%(DoTz>-JeyrcQIN$M`pyNS^=xPwbL{fR-=dxfjQDnE-j zNdShgu#`dZptM+vtAQ%6$}dFlI7xVmTFNR5O0TIw8%7(2<5M}ZTE4mAH0SfQR*638 zdn>rg73<3fd>99v!>e7mhIwd1AM&B_8#;R!I`a#sAp#;0Q$G>I4t4mBsMg(rkUsTo2-IR&b+3l2)T=TYPY(qDE!)6h>Z-~QjIJ)!mun;?KD2-~ylgNuUHuRm?2`PykyzN~BCmLShogQ;1qr%9L>_ zi%2u|VXmX`ykz7qVk|h*+oYxdM$luuX1uCefVfiXgFu_cLMuW99%%Qu?U8pr6QU`L_HE}Qo_uCHGh`-S+ozk4A*GWzN z>pvldO(HGQ*sM(?mCf5+(vwWd-}KGlj8ZAh13h3KogBqdd`>IaQZDUMD0(@jO#B{W9=0scdM6L`qZg)VGPiyee72&cn)3V9(WCz4jbN(&I|~$seO=v#kGQ zy-?V}JkgVgi%b5jz5ZfQ-7A{`Wy0{H6k0;B^tw3xf*>nI$FYJNmh;QBDliMZP-hxL z!`x69QipKDH4-hB5#5DqNQcIJOdn#=@DsWZ8wVE+KX0N@8-2eVRhM8xvC*7JAB{gl z?7D7I&135ZBaPN*O;XzYNRIR(ZRn?a39Wsx#0&|MNSIP_6$5e=gERO$baT$2^wK8a z(k6Jd>yGZHKaCu(|paCd`k&p01~6bi1fVE^<+nx z?Lvx52&$~?F7LXkJkde3+zO{b&_ZJjwNRUDREGTGJ+7%Q;PY5Q8OKI(FLeJ*N4^Zz z=6gQ8`9cGuxzZ?1o0}|MK}xvtz61=N;fq# z$F&%j$v1+{2s^#XNm^LaW!UDziGn-En`x6exk`a!&-xt8@!AAZDkV?|6yaM-WdP7? zd?1gLMkwS@48pHTW3|S4Hd#!R87^`@I%;ORbT%YqVo${?$yWh zo7H*nn-le+c^C(77&^)fzo;EQ8I3h^3MX|K2kZSq(bQTi;#y?|kFINmvF%^~J=iRKDLFNg6?~LD^}Nz8-S>1@hy4T9U0q7TO71e$S>nOj zJxfA}LUBaivOGe$K#Sco*^jG~1NB(88H|&&iw1?+m>s5>^)z_+40x2@=_SK;fem{o zqRVtYvAqUv5F(?+g`?%Ud8h|@;75Oq!}M*@pWWjNV_$CyC!znFU;33l`$ZT0)zRB% z21aJ&{^j5Q%>}b@6=l&GMa&R04%tYT zL&iUSc!xsPQP*i?k8WiD?O$|IO^sgGb#XNS$z*fjWZM4$K+k$aQ4T0l7M|fLt+*o? zhibAWgR*kl0}R&S9ti3lXxA-$*TS7;DTsnG*sWl0YNtMuUG8P6mfT;~+@~fI%sbB? z=@L6NRH*=kWG3A{_=BAA;hP}^fP-c@n`T5M%ke@4Y);v2cAJoOON{$ZlZ{Jntgmns zKB{Tiu==G3?aSuN44QpjSD87&Y@wa4-s7ml%XDLZeq$FsT3U6?@okn}4ahy_25wkm zrX9cV%if75WQV*B*SX({^jg%^(R27{*oJL)I0xEJWEkozw(aC)b7@e9M76Uvw-d4< zBeEi!NfenQ*oqMebY-D#Zdn$BCV*}skOC;sz^nhhZtUKXsGjOxuIlVAl7T${&kYg< zD1gn2OHlAUunud5J>5B3T~Yu>Jnhr=6ieB~PpyD!MztVS!npPd?7Nm?M376bxK!cQ z-Lol2utL87lG!gl?3fcwdama)rfB2fFowRh$>xS@_*tU`-|)rkgNBX|^X#S-$bC*a zr&Z`UByIUU4hB098K=k}-Idn94e^NWMrMYO2E;^uF)T8U17>O3+3haEod%9+ZvCAz zis0cUGKP91I4Ti{3Pt5^&NBe&=63FP6#_38f?8(9#r6%vp-SiZ}fOCq#MIA{`^bVj&T5tAt z@2B{;ny86_Pv+RolUf+BMKyFO1bL9PMqQ$G0ncWXMJ296URJ>C_PX>BT8vZV_v^ZpXYfH%N9cZ@z-#NW23Ct z@Rr(0ho$#uW=OFfJ(sR^Y*+tN=>+!VMuc0eALVPu_H0wAI64vKQ4vK*gedE2vQO6w z>`CeDQYkol832M5pdP%h|65)X-G}?Qr(Bvh83jlHfKVWyz=47W48)3bqcH_R=uWHeWv%BG-=fS0;Xndu(fT54~I*vm>uJI@!&a*99bUa%JS-A#(Zxx z=X{<&=fj6j+^*85hoS!-c5RsHUATr-YuB!FI?D5IPK63rTy)iS7pHsiT-Raoh+;+&JG9Cl0f|*`pkN^gWl4KA=@+ zPj&8Kx7|DWyz^an;*r-cGw-q2kH7=>)82aU#V6gn&Dp0Me){#tpEmyqIADPnAE@Ah z4L%5AgcMe2p(+}7*rA9gk62UWV)Z$S+I#{E zC`)@5YKSCqC#q;pJqbGKo}ma8sic%1g-9!yZt5znh>UW|F|A4k3#nqYg4S7SshTNV zR4MZnU3Sf?S6_YIiYsBe^6Kla@vtN8WW-WtY(1PM3z~iQG`mY`szp1kZ1Y%)S#IW5 z&24b4iEG?(!;O>fa_chh8NKtOL+?B2yi+~C`u2-`zvrR19>D|~d@y|SEzGce^w5J( zeh^DMF~tC0jB&;qbKG%+A5$pug(Z8E3Cbs{Oc9DOksu0az?Zow4l*JG8EAF}9OdX{ zIP3pe&x8Pl4GhFcU)vxDJLtg=f-r;&d0OyFXu>UBO#%u?6EVsmj5didhD{@zL&%m9 zh~UXoY+D)nR}c_ zYC$>5tz}hOY@FsCaSG0L?sK*ZOs;grtI{RrSEqYSuvSN`dR!(m$hyb!lw*u$-R>H> zD~31Pkq+KjD_i2Y#tFeiJmVFI8@}*GavIh=WvOFcn!JuXs+TW+X^%Y309e4j2fpwj zY#-z^-}%fuhvh4kb4t;>3t5>7h^d6qKRVA|)a@$|jbwxVIP% zbD+SYR;1z;E`q{~UtCHUG3qK-lo5-atJUX1m#ba%Dvoljqv}|fM`OY6GYuO@?QZ7_ z(?|;!vN5E!F7vxZo-kb9`Ubg-hn#UVOkI}@jXTs~RZU{`9pWfPF+}OF@;oO!r8MQh z_)#$Tq;fv2ywAhf=RN=t2xA)S7+paYvXNydL%`hY|BC6?V)`Mlf(`78{P6#xW*+uM z&xGbQ9av2r^(dPZlma(5KmdATHnW=DEN44{PIab}ofYthFa$shOn|eqs+EX6@41nL zq!uJ$(bJy(8PMCpO^8D@;-c^-P?tCqqP38e6G0)xDN1E8TjVGeM+MT6qGc^xF)3W+ z0v1GYj#i#)sY^$Pn3&2DSn!}}JnmQ-*L9{o%dv+&ekz>Xv8FWAngz9p%DO}126$X5 zVKs=?E#EM;spER8C6~uM(O5OX3C3zVxY|{JJvcn);9h&k`aOfC@;z$Rsl!~UABx4* zKnik(#uP-?2gL$HAk&{N^~zUa{`IeeC2V42wpbd?%z-tkrpsR)ooCUFg8a!_4tMi^-3~C7$bvQ;f@8iY%|C*lRFh z9Am)FxW#ZavH@W|WPsTtx{NZnZm!rt` zHgeb~LPLZUKmlPE$(VUqW|Ev4&1-&zPFi7-f#wa)pn%kHCFO`pUCPdU)~*=`&F5Z} zQ7nxR=@$i!T#uG<6xpT9c0sr3mws2K;T>;HZF*BZrgy#g;OVAOqiNT88X7~jFCy`q zU!vEWaaV@XvY}LWxA&-Nb@eb~hQa!~s<*~;H9r|Er9TTfq z{OUgK65H~`Dz#@@qjn3y2i=VKz$Vx_gZIiqtP4t89BrjefXd4CSO*r``E%o5JC zhT-1%LL(bP9kp$;HIH;Gl4`+AH7?T08g6{UKH+B$E9pUwuH%|Jgq?%=n%EUXC+S1l zRoL2<6?>%B+kwV)EI6Xpg3X4ZUh+TRZR*V00I=m=%H2*VpeMzTs|G) z1&G<}!5(fk5t^x)PM8J7nMCX@RGhU!$BhE-9fkjK0iPDpisPI@b7jTx>4~a@5nBuz z6=9C^fdwl_A9wvl8x02O^h$WK1EfJl9obZ+ecxxW7kjxwe6_}EJd1pxA2@(RwOB^B zqyzkMiI-FjF1Utkq|>W$L##!WtYI30k;DH1;JjP|0jgrzxr49`+X6CR1FDDHL0~>e z;5u{z1-j3FSRl03od#~;gXCRZ@m=5Hm9_z%{|H_Q5?vR5bq zWhs`TZ*-kIaKkVVU^A@Z0k)zmhEFVB*eq%o1Wu0x=Atg{qBiuRFUAir-kmV&T`?M? zwqZyzj^N;#APU|XG}_F~#2^j+43PAI56~rDwp(2enE>QqJMv{;`sJ0Z0sfuiU=C(F zV$ENc6FwnH*i=D1y52wGV?O3%KMD~~3`O5uoDXrKpZLviO$yrBnH=s#$teTlK;&$R zgz`}&pScPw#N5p71s;ly9vVhW>D>Pxs?M+sB6Y zynqYHXgC$zk<4Qw%vRzgPGm~v>mfoPq!~*n z(NHi7#=V(8eWBkl5h#p>o&ewF(8{Q!VQErP%83QbkyJ@dS92+YYi>^TEhI+*25mN4 zAI?;6>SnR01{x(UXEz4>Z&(( z=!c%8@rdZIg3xPqgy`i!imvD>uxN|U*-uy;q-3Uz-j>>Q92oLwrT8B6X%{TW9Fr=; zC>&o%vD_PGO7O)+8Np`Ftr3-0Y4&L!&j}0b5aRbG%bhyXCaT((IAYSFsi?_Ad09&( zHs>`oXVh@XFr?a?Rt^6rio>1e>2jz;cM4^KEfP`|gT*>nYE;KNxZ*1sOnMp{KO_vk zG^(Rcprpd5R#qxkVxU)UAb#q?FzOwD@}1vx2rw<9fYR7uJ(G@6Q#49rkhPo7)Mc#p z0IdoM5FkMS2y2xXVG%ZM)Gk?;6o;<{7_h42L1d`Z8VwUtgt4ZmvWhLU+SZvl>k`GD zX4cjyRI6w5=vZKdtN>}Au`QE2&UJ|ylCCD9=|$$05tMokU$7J#c^4mA>7#95ylN>< zr59(gS31ZS(p5uEBCJc!LN!1la#qG{&<6YstaExv!YV9J)?dRO;=_uDJ@~0_Ospw3 z!|fDJ$xRRt!YJ6Jir4~pskl1|I=gT@s2h!|V?h^kf zBg&KrG8xdR&WM2mty{9{UAih=%Brji359+W*D^^6?7$9$00NkA73dTBy06hZ4J66$ z{Dx@O8bs;6FVb+?ofN>a+N0QxE!mF36P+!j=;J^pPRE^sXEu>Y#H|@>mlZMBgmfR%LnW@tC zYjRf0Z7ioeq{HXRU+5BNHMr@*s+u^=!|9@~{}~TC^yyZ?7gxd8IMi;(8tTU~prT5L zC)LX>0`LEOzLi#PCCd_TG;HNBB1rP$=kngt2Zk#DaLE6VNHHlBV)5+trYgDxZ8hFy zt9Ea!#;W+{FOm#_0Z2dy3_%D;009iaAUpD##4r6y@^7RN=sj}Ml&IOvu$F2G2cVwO6PO-*L<1jaU!Sc@Xl=rED$qNmsEpSe+dm+r>fnC z5<5)#u+=vMt2h`#6r1xfpmTJrv&cRrS?Ml3mk+*BPZ!g3@TRO*CicYahc-AHr9PW{ zVyYUmaT|Z?^TIJg8X)qiT z+N>zG9X7R7KlL60b1(}tF&FbyZ-zbGgLx-&P)*&crP>W=ZkkF)WxSs^nDyt1?ppIk zbY24zb92LZvpqQRP*SqDDOYwrM#^SIN< z_H56uN%uIFc8c8rKH;(@W&oWa~ zq($EHTr^}}^s;QurW?W0^|@;btFUrb+Up$iY+c)RIitoTO_DgM!*(QiUn`*Z$f8tE<$T-=VRx|? zqpUVurH8E#`dIjWywYRy^B70l{4_{qi@5V@8~>O%0L}3LQ7fDxLyR<#Lz0kBJCy9Nksmo&h%HJrxhFrlpor^m&9pzoo=w++ zvgY)12j6xxq)Jh6F3%PrbX;{?cXI`4E<;~coH?4~+;`t*c)vNovhe>^->E&|c~Hq| zO}6)$zPD@$%WbqnpnC%m193GJr?e1pHK*bczjc2v2R*2+I2%XBrp8^ThNWXVXz=xd zA1a0++k<~b$(A~#LaL;$PpO|zTVZ&HH+DZu_GC+2tq=rPcJ9{1T2@@qsSP5yuvXycrHI>wuGPU*;>NcrT!&ME(4r|tU zTe)(TCokPsdG*HDGkXthT6=5Pira+?F0N~HxpBJ|ch>)`RnWkJYxfs$JF)5hddrrr z+T3g27GKMYYgRGEj1|v?do5kMd2H?B^Zc1!XnN$vl_p)fw6S5Uhh1Ym%$Kim;@siO zcUxa>-TL2!9C~!+({J0Z{@JtWb=%jO^ZwntHf-a` zPs271{j_M&oV9PCEZHyly6D%Zbw5@tRr*Wy_w*mY|0o%dz(f*J#6Uq5RL~DS1knS+ z2;I=bjS4NSkc=}lJcEl4J@iltDXbWg#3rOLF+?F$T#-c;eR$D_8lc#q00R!V5yu>L z+>yr~ef$x~AcY)~$Rd3VVFv(q2*JoEoqQ6?D5d|LlFBNrywb`G)({7^F1`E`OmWg- zLjo+#JQK|{qb!8U0}9yD02|#bAcse2Vg*k;586|pgciC8lu;sz$f7_qIy9q=Iy&W} zkbpXgC8St#gcXvWF{vb?YywHpop|c$n3yaTil|3mF=?e#n{o=Or>3IHs;sbrXCHXt zv9+ss#M;%Yv(i$Ft+?Q7O)+lXf-J9DvgymO!2bFwvvdrrCb7A^p|+Z2XQ{R_#UQ&z zoO#mWtTTM*0gWDe$oYodFI{8Jwb*>w#TRkZL5DizjQdSE;P%~Tx89ITPPyiqiw>Q4 zrqhSIhOx^|G4@umaXDgcc*~Fh)9C}32h6a=o-G|Z%H$gDw4W}3O&|++yH1+=%u^tP@*Jq{KQWqU&{`O!2+_dpUbIn{ zLJdmNm7aN|(oru}MpK1A0;QImJOu{SM}vagPM2VTG}Wb?Vl}E)t-4B9Tyynm*ROi@ z^;fpU5mv6shJh>Dy_k*XFWvzQi!g75r-f8iMgZrJBzW2X8(*c=GYk^ z)5Xa6)1OiV$P)ungd+0LKnFh1fnt#01Swd-C|nSO8Pwnfdyqk(HDPBT1RBvu=pq=& z;AlEPf&kv8HW#8T1Vf-&n_gH$8{QCyP4gPq#@0jBWX5bc6ygwjWB_6W32vRc8{Ou% z#5^IQP=Pu{-~1LhL>&ZA5E;lQ6f%mJm?S8nn^dI`caoXZL~@|Gh2?ni6V0JSCN*Kj zQN$=Z(z)tY+lW=_;L*p`>8f>Nd0jnzg%-BlE-u5ci??u>msK#USzQqfVcH?Q;#H$~ z$V;B`b}T?NJMv9DM>qc=RE0IPaE#ghxr8J+3eX*u7#iwZljYDomfyOF64@S zo1#Lkc&LqJks}_Vi5DFgI;NFNS0$X*rFkoK6Ju&%MlYZL=7dEpDQ03*qE1TPzuQ4F?_cMWbWH80iB%w{$t zO6ryJde|$?HGBcDdC~vNd*e7)z5*u8;^-2syTnZ{)2i0%^wNI6>`pMnLmvOZCq5sO z4=q#y%}D$euzzhJV5tc~KP-@C3sfx37PN;5Id*0=bHmLx)FCTmaGaUdtTWeSYN4l7I6{gV1zl3c=s2OEv7->VoKHgaMl%xS6rW3}G*(3omRci^r$b#< z{CKNe)pU@AM2kD_!Ipd6g{M9Zs$Q1W7iYDDD}_1CCM}t*WMOMAiBT|Qsu3v7szV)%&|U}r^Z`W|MkxX!g=R4Lvz$AL?0&MA!r$WY)7;R>79J z++`UcApp6Bt!u?xW;4H*wzU=8ZO`21Cbg|czl|HEhAZ6SI<#+i(}>_6y2RvC6mb^C zC`wThshM=Hqf`8pNTmzMf!yhHVk|F9^9ZXwvbVkO4P<-^$(D2+3og6xDI#+>RR3PQ5SBEgB$Yd>M-cV%6fg+GYb=+SxemP zvW{=X4txJtXzoWb@t~)e?x97FdE9MJ@KqJz4tFU^2IL?=bI3$4vLgJ@Zg(%4$&!6? zWpg&=5mi})Dw2ZHgkZGLb{XIzK&_kWi6kY_kl+bdxZ2XJW-zgN;StvnoP9e`JJs3F zp!l0cnmedHIn-``E{GRTQASl=)Kr0Hi7l{elZCdiyVivxM_Cc+ldtN$=~XYLXX;+o z*|aP-jon(fA*@~Wl##L4oqq!p;H?;Dz|=yFQ=9tK#zZw8;nEDbxPIYYqsAD*-Y|!E zF`HzQb=k(DCEA_M8{!N{#cSs!{qP~z?q~z==|N8bQ_%^(|K0C8hJ+_nu}o%)TigaT znKS=WmTq+y+1>AkcVuZcZw*D63sc7T2TRy*bi#Iyyf#}!h+1ziyE{w@`0L9b|#fbxT6#!c}I=w!~#@f81P z-4-bF+HLY6q{%D~^D-j?NZuW$Xri;8* z#rjTVytuFXx(NJw0du%3CN}D%=;-F|2)!yzkJhi}-0%J3i;(O={@SAcs>Lq$Yw3vU zzXa_6Fi8Lha9b)vc;@0U67bd_j5E{$0)4G6R-*zrOg1nu13^$X%EzrdP#E=vU;1SP zi4i&E2RnWV@5W>ATJQy{@daby7w}52kZFLF2?t3A+z@XE5h#HK>w$EvunPYx@?_?k zCTN2?C<>M^-&o}HpfI%VQ3nRj4YMYOmgE4CWC&bu9|sZ)y~Z8X5DgR34ApQ9-NE(< zvdmJi_jaHVs-Oz!(4_DX5ACq{^pH^qBF~)f4-ta+L{cEY==@ObRO)DP77-Dq$Ps%% zCPO9W8m**=qUKOVrO+?^)Nj4mul=^-{ooIFSw;)nYTGKUS(+v$0Ar&$q8L}ZCQZ{3Y z;&h|{eyap*0VC;fBQX;BK2jq%Vo>~WBnxWf1ftL?Q7Ih3=0c|>7ts-9lKEyb5)nrx zo@)*Xu@G0PCo?e|%#)8Y?dMv@6M>~IXopxzG1l}Cl9=u(|03#EF&l~@S&9L{xW&L4 zY^p$s0o6eqg6%ajOkT#0!_4yR+OpY_K37JFZC)g4KF_sFWkuS zKQMD;5(H*s<}+=E3^31Ufac0z#It(fvsB>AkRY{olS{kQOPz!^aZ^mkR7@Q*h`!XH zh(REIGY5ooINy}~j#DFGQagJg5Ss`P4XRJX(~gwFRBVAIA3;#N4-smiP8rQ6g;P+e zlM;9Gj(l?GFiq3g)24)u>+mZsDg)N$^O5S4|D1)@q^{MnL6bHqd1i4y7qIIRloy5V zs~U71)ZsHAG(siR1ItP{EL2x7G%h)?13z#>(V-iLHAF|$SVuG$e!)GmjbreN7G(5e z+GAs;;V!GSTEpWz@Gb?bRhY2tf8N6{0W+Dr@f(S>NXh^45{9g04urAdjovUXL`Eb; z<~2l^fC)e#00>|L@ zlq7{~PZOuSE~@4Lbt%Y8C0Jol(FhSZqE2g4=7iHF{xqd{vZX97Qng|$GHug5QNBXa z9@2q!k`hx(ji^4gcc5}qL$y?shZO@fT56Fq=HWn7={3aeRl5g!Wc5MWt^{q>7*T8= za&=ex0WLGtt)gQcx`7;W!EDV|M2ppIs1RDi~nfXsE=&{bVqMiCfm4UT0U^XoI?bym&ogFa_K#}TW^vXYicVObDyUZB6r1io zSpLPaxFlqX@@OA7t{hvgKDeRY6oV1W)*8stT(u}YrPgjN$^+I zCpyaZY!{e;7x)))0Y2Kp6&|=fw1GqWmK^BT?hxjJw?jMdCp>c0MrVweeDp^JNJw!| zaaF-c(^X~GRS{mMu_V{Ad1lzN$>V~y8%6>((chIvPdq*6jS`=mM@mC`N|W??F( z{zxc!#b$4oGu{H!Y=={k0g}iURL{57igtaGRx?tSK$%t?h%G^PA(6{6R?kw|+Dh7j zQGSMTYk^~cyS9MkQaPZb8yeV?KiO^qQie%>@)lpgtxV>bQEL$r$=q< zFN1WMzA*>I5rHnj6EM?-FJWC7OF?Lu@+zcqrHsmeCJUh81QZsDpBb8QYlw+>OpW;V zq8V*^(?{NB0c6)SRhiaUI4qUu zg+W=#7``EYCE3KTgT>GRA71H^1K5%;c~>)8EfE+Ui~*EqIv2L%IGBU;0i{h) zmFrHfT3LTqkc64lgn`sP$W?{Sb@7hWm(z7!6G4VyhM0?avTg=SbJ#?pU<@{Zhp`!~ z!kzBXORxSwB;0m)>*&-qN$PqLmTT9uomT) z8_1HCHtaR-cN|oCk~RMnw)5dEnJE~oVs%aRq$eXf~(6Z?DM3$MI zU=zRZ9M5&A4Gyxb)sVjb+`ika5C(nF*A#}-1P<*SNE-I7r6C7OK==?sJJq?s-*h9j z*c$GruPdAy0DGS8`B5Z|C7{@(QX;V_ZLwcUW(69MHoR9ld>#zxv}vbXmU8Ku5@>yA z)jpdUs*=UGYUh#~cMYpr<%^{!?P=0Huf znXSD!7kqiHWoL`t-aqeU8R+bgaP^MApIW1fhg1rx8A z9cFe?wKwQs9W6i!zm5fum9A5NwzEGQv_sp#vcbiL-NU^1SXfoYS*b2Un#XB1m#lm( z+~L{nfxgdP$`wXyxAsD@J(CB<9lqV}?S2@VVGNHEIo#pdz?Od_`C;B2aEDq)=l#01 z(cVJ_-x2>4F^%*{2?VPBU6=!&n48RI&H$_7JmKec;hQ}yzSDDlQFs2H$4e#p+bCe(!Y>@d1-cVCJl5Ibd307-BqQk@sl@%u#8dn* ze0>$EC900<{Ix#D;WI()&yGbcR-YXp@Z}pwu%Nz!2MgkJhtHlvd+r>%n@G`JzIXW! z?%T(&W5<3VLy8pXk>AFR2=%!$#la1%9|-q>fE^xC&GdQ@d+I|be&Op zM$P{zU20Anwx>_0MVm_1nN?@WlKtBHOP5!#v|@>kRZ3N({Vj%btz-LK}DLa#!5VySKY@bR^IoZrZ>BVj(gUdvYKIu|kEG zA9zCSIdkXGmlrS&JH#CC#4!_7t)M`M9SSlRSYQj5du8z5%b!obetY+h>F6am>w!jD9GZac=p@sfQV@rD*+QQ#~0tUFvh$DuxO*sE3 zhQrQ^E5Z|xi}A!5k32NiNMk)X;yBNa^E~9xJmTOYq>$GXS>%wj%(BWV(17EllkI@h z&XiPwlg*V_Vwq%;)pXfqHePa>PCD}Jm=2FTiX%=nL*lZ_F2lqrXPa(vGY(Ni0R>b| z3N?fqL=yqp+dJ=Q#8FB7jHGBtCFyj~N-ssqQZvn?Q;%K8+F9#Nj~w}C!R7hlBo<(D4FB1_n^i6urx zW6(w>ZDdd&5kLXqWvlJB+;;2jx8Q~=E^4;nrkii*?gpH2<7SH-X4EC88Fl~ILWk`E z(7{U#cd&gI0xIE!PzY-U6p$Wf<>l}meD~Go@O%yDx8HvuhDe|^*7%noD-AOEV1&;o zL*X+Qet2Mq9hyvWh$NPnB8n`+BQuOL&RAoPIOn*dk3X{6W|7=n(`J&Z%o5I%R8ARB z((PoKjW<_Tvn4cMR-FwlvsBa0nLKixrZ_^=38$RHwE3o;_TYKx+64JYQQB_%R;WHF zA-d?Ih=O_!rF>KBQZbXx#CA&O(7h9)o^l$ho_GpHPpPP;suWaDwThKiU(IUkSh$vz zYbkB<>ejEM3p;GFek7}UV9UCJm|)E|3+?PyObb~PO+=Oj6enEP?(hG=2QU2a#1{{I zx#=daZg9rKR^9W=WfnpR)M1uybIVO1Z)|f6(Hy|U2`rle3M?Suh7YHYa(k!f2g`>Q zj~L*^AO;wWC>=Wp;m9JBeBpup3C8;PlQ9GdsAVL2S&CQ`Bbvp?MmNft&UWUbd8A`# z)i6@nwxpycA&qHCa~hVUwxy_n$xGSb($>mkK{V}1O=Y7K*Lh(jVl#{ZxMGN-89T&O;p&Ds#3>FZYa7brOm!-yXyc2kib_>r zrHih7Wpilk99lpZx?YiPE~XQfAoN14)Typ@gNdDDXlDg3SmFPVfD9xcad*4iJw^yj zU;-32;JfBI@{y2?q$DSqE#xWhlIx=6X$p`%>TriT&xww4@>KxrKnFVVa?QVnz)Dnj zZ#acWC2SJ*4D_YXKI^l^DNX?)0;X$fat65O)}Eh>5DAN3MuPpbP~a zT#OtTogx*g!0M!0*-GYgQLD}2>ZNOBqv%HWMmWZ?Sc3ns;~nv+$JzN&kXFE*P=|^; zA>>X7Mn$Spg#ZQKY4WL1jjB|q8azv0GI{5i1G}i|8BWSeI>(8gbF5bgY&j>D*t(Z% zSUH3_xRN-rq|JJ2DW8VjGMB7qA1pL>KwyfZKov7)GCSr70x`2fDmzd#Q&!AhR`Z(J zY~YJzHls1w$eTI?=RMt|K_PK)707rJIN*`ArG@ZHP>UKg+*vhvW^GLML{m7gF$+4i ziH0@ghB){s5FJJlAGrzcxhUd8-ptK#RYYh%j<}I@FqEN$BGlkiVyJ^Ms){^W9OHz7 zj-+@oDpGNV<*b6zub6RGVR7k8KZlk!*3?&Vq~rfy{4n3uDT`S>g%(f)Nz|e)^}kE? zK@Ffl0JU=Uzz9yTf){)Mt44%p5PnE+vbt3UA165lpw1Hv0M_V`^#IrcD`xl=n}3C8 zJaR3-4jN|HyLM=o`tc=zwqcEG{xulXydQ%G`v}AK&wtN68OjXQ*crD>feVc6HYqC) zGS%Z|-kirh?(vWp(kX*R@+{GqBw8t{vuW%kA(yOHjTFuT8rfK(nOrCiZ{W7Jx3%p) zdF#)%*(11t0@S&RTaiq4D!E16=tlPTT)sUK9ny6NMx+ar`cctmI)p}!!mYKfSrl#YIA6EapYWuP-k9tIme)rpip!Qd&00yuRe84*a zU0N!M44XS zSIlaX=*EHF#{H7XV@KFxWQa{{0jaURVHWwwNQN0UT}0WMK~NqNoQIC=LFFHbb4VIw z(`UK-L3LUw%&aZ52}!86t+}vkV8a@cY^zUhM5J+b&WBKfd*|HKzoWG>0m~oV?OhVSo$4`rny83 zV$te)M7fd%6{Qt&>5)$3{`cRs{-c4?lP(>-X+&zeB6U+I7m7d$Ri_B7c6F}CQ?ce# zUN=a$mTLjFYr8gJmhpBPxPkv1SZoey_ z*LxuJaO^~Ut<@!5;tgZ6W?nN}&BsB{M+W143ToOgLT*kg~-gU$4V(-7 zg~)etY9eO(_MWGGHwR@Sg11 zr+&(wwxJKv^$zEmCxiM9>iMTn^#swgEeo)fF9-{Nm5iyEKq-=+a!Df0=${+njQb;? z^#FH3h`$pe)KH+L8Vr`Yjrj%+k=1&589|uUgbrbj<5VQOpm7-5Weyi+@|ZPW5;bC$ zX6;a-JmL-iL6V|z)}l9*4wWgR|2Qi2kQ?Mcqj+W!H;SWkC}@So48_1_AQ*=f8Hfs% z5_xE8-Bp`S>ZDK#l2f{A{l^toIxCTQk|^nP>tz;}xGObv7kI%JgRmEWu?Ja~rfRwv zf`pT9%9B8_oidP}cFLVWsi+VevELb}A-6+_T8k3}fB{NN_$Bdo))jV5S+JCuTa+(mvFd;D;J4C7j`iS zj@z%s0vNC628IzkJ|zW#^ccBgNdBd32wMX+(484Ox}>{-6kD-_gR!MMJYLl;1+xI& z26>VSSeYuaBrCHnGa@L9c?Alf2ilf0R;e&cs@bSOss~xD+NuB-WwFOI7UZ)+G7Oy+ zm{nM`NzfBNWWKwQtz9UTdw`#SaSkT*Xif zW;z}0RyQGRC_eo$T>~t1Mq$8oi-_qOrTa%Ym<$z`jJJNPbnnViw34M0 z3{zja78o2CjJv@dEC~Pl!6952BYYTK2Q9J8!nQmuFHCkmAOoS>JGaQgz#Po~kA%ZH zyeB&>%-`a}uDbv&h(72>mL^igNvy=X+r-HDyF?bUn-{aFie%fUs_ZZ`{01Ws`l|NO z#p2MjvwERJ+i>cHnDWRBC^SM!YjI(?e8yV8^-G2o$_;#p$8#s6cjkuUP|$oVT$WO# ze;l?a!3+-F3=S=R+FA_5U@ifP$O`Sh6=@QK=*W*ObdVg$=Ss<%9Hmg94NdVysglW+ ze76n^D_ya4p)AUS3sV;C2^kz08_dCv>#wc+!OIfMhhf58Fv7On!nmBv0tUK3>1)XR z)KD!v#9Yh-p%2F#)vQ51QRx|l(5SAv9*-b|=ytqGCYHgl4EYugNZfhnP6SEDt!lyxt^x|NPJC@Ws*#nC4WyrFFgVjK&g|B+zi8Q*tI@=nb^BCDE(T z#gL*!qO6rUeat#{d#n!QAP&=-&Z$Zm71~hoi5_(LJ$f9{tEh z5z+-b$xaGJlGEE>6h@STf0i?njtJ8coTXa2UN?Qgs5}=t{kV|((|Z8IuS~f@J=C;Z z)JA>Ol95PEfK)_41i7}g?*Su%d3kyqVq&g zXM)dThzpb*m=$`*LD4qnNuvjiXO_~npJJ^jaSo_`+N$kCnTgTw>zUrCq_jP#AAQ@W zBGS68(n0<>LGE3>4cx&krLOYQF#WDGjgo}B+{`_u`U>4X-OAJ*!q;87vvb`?&B9W^ z1Y_>q;T_&WfaY#m1KSz81UAF)9p`cmcWodl?M)N!J?EscJ)N;H;_|vrP@r;Y;Ot-` zn1>8ijDrF0)}?Ad@>7=FY=niLs-q=YdF`q>a}P|&HQ*!;Z-Q_)q|S;>g=Jir?Ff8l ztl`_6B)|$=jy)!jozMErq8wBt|J+-et(4G8(Bz=Cy5YY6@B6hqw-4cW+7O-Eak8}) zQGOW>w%?jjje--0>f;}c+amo%r{XwUwCzX1MMxnuVeZ}fo=9je-nzVN3d_qtxr%yT@CF|m7eEJge&_nY4^4US zsNo!59e9a1E(>r0s4(cOw<2cE-`aYdkl1v#t2FV1~BQS37= z$At{q(#nQHTBOdtatPUS8Bq|^PVEDH4fn1guf|Du1zRKOos_hHvpe9-W>xm4%-PdzgjgexXb7XJZgx4SquCNuk0^4INUVlt|*lM1w2}!njBOsGE^ zy?zBd^#UDz`OKb0n^rAaef;J~2pd=KT)Io26bf+^Z(XQFcWet6Sa3LYh1nq!70g;- zc8moF6BRjeFv^lCUsk+Lv*vJ{F;fQ2*sx)6rA?QHmpb0+)$&}st`}Q&y?gU)+ryoE zo;Yr}eEYt}joYzjiI%JbU=g+EeP+%@4x@XA&?w(3{>YVeHPSb9|s?VFv17* zVWvV0D`amNUxx8-9B~2!F+g|JamO9|7<`Z)757oGMHgS>=fQIrq;ajY-of!5bavzs z9UJf4FGzgoA+pGIjy%#FC709&8z-NfCdz4|p)wk0uDmiCEtC1BOI^OCB}`g$33DKV z3{nLlH5qcqp+q90s3MC7$%rG4JcCc)5C3Ge!aza!HA7ohcCr5v3 zL5B?p;Hy$gFU2%dO*iGVQ?JG<>qk-3YU?dePerw>5QurgsJ%`tpoGChGYqm|LL8P`AI`G2lE}QMbYi>Sy=ONFVYtlQeJ@>K$PMq87+b2@X5#@=|MjwS#1|1|#wQaZGhC6P#=Wc4OeH3gtZ@pPGm2SV?4xx}%iD`R*S(UYQ zF~M{V2QkYod;GFxtQnU7Gr^2Sc5!73W7afhp^aABY3r%h+G}^)7ME(ez2?2_lpFWC zc$_;IUF@>!Zo6!+iU15uAa9IKu>?D4{pNi0Sa;~s{-2R;vV%s>qbQOHy# zq4lkZMGn%(jA97CeBfx5D@#kw@Ru|FEs1~FkkXW@1VCpHZGZ(76D^dMz=D)wAx>)` zL?Ad330h!KI81+GtT` z*0V0$$tO3>(+^H-)*(b55|QLPU&~UKy$Ml>d*1VfFT&Tc@_mev5$oi{MEOpt#xRux z!yi5J*GhBrtbhLd-_UGnG%^`bmjh8nEYMU6UoK=J4S~qiDpC=QAk$8I&_e}7Qj%r{ zDw=`F2v8JyR@SnY#q6cpIlro+Xoi^uEmH(1 zIDPU{S&>0T5S0auULnJ^!5FCIf-$)u4yK@&S&T!$@lc4ehKg0RVr@)kI(vwtb-$^G zaD?OkI^@8PjAdj^JJML4HsUU&yo2L-%mdTxxCa+9-QzXHVGnoMgLwoSq>u{fQ}!|p zVQj%3Q9&6=W_&NH?Hyl!G3hXO5*0=hb6;nL8lh9J#eS2HARz!nK|pAQJY*sl`2cnkFg!nNWYF%V5IOYJ0>0qS!T>a&h8d_RT)XAREyK%{ zOQLNHy5%OaBQ?D3twezfT-hw|9$CyHc`_=T;^>j1V=N=NpmQDXpb@4ieV2B?k!Rcg z)Qh{bz{N1!L(}ls)V%kwkNs>$kNh5TWBB#Y^#)AT?O6IHN}8z>!8%itHWuu&1_w=O5hm*a(Q1%VsG_Y4$%KbJJP}2R*lKt! zv58a6R~54uurBW4G(C8z!}{O_J-7)Ix-jmT=y=DEodOh2Fj*$I+uiS8A(E54$tA;^ zo`f^XUGljpDN`AUo5ONzw_H#o&i2cjS=_D$j*M{Z_RMF7Xla@=(b2j2&2Y}m7Qy(N z_y}j?uj}Y@L0ZOZHN2Vb-J-oDav4R2VBdCybjf!cd%Q5(qrdGO30 zgDmE~VeG;e?e*#S6lOinq8h3#BCtEsalUtK8t4vsB&X?j)gawWt2s-st`{6j2R}G~ zMY|=^5V+P1dmv?;&Z<#-5;E=MaR`I(8srhGOa#dz_uohSgcN}Gq z;bq#^wlUjSc*D*7a5Q^V%@nox#WAk2jVHR}Tx70u2c74Ur!igJ1vKum+Z=DOJa~sr z^hRsy$3Jo%diGe@H;~TWOfxcl+UqoikZN>pj2}Sx1<@io>tCo(2xKMys`@6K&UpyE zNb7ksupucJBLTax6FaYxlCV0vUqHJFD-*S{u(diig@C)bi<7ylD?JbdXv;ejJF&g1 zHoqGzYZ8JUC_EqNAeK;rE>MFNOuTU;1I1%J#&bM$8-ocr3I(7n(Br`#^g*hSx6T`x zdiy~Yx{IU;oYKpb1z3P53WhIO2G$EW)ViaAGa}lft;4y!+(QlCgNKM~2a0R61qnXk z%OY_oK5iKfItnA@TRG^EE|dGSlsdUS%QJ5Xo@}tQ<5>^p;ubvoqw`8HRg#`>Fhubi zKXuTwO+&w-D~4v!kfbsO_ZzhU`ME}tuSa5#W@rZTXoh!ay7(ghne~wvTEn>kB*3l8 zwFCSrSu(p?0ybQ#u(VR3wxd90TQ-SkHVhmwyW>DTP^JpnJ8JVQYij}%G{M1236W^Q zW>f<*SV0$j!55st#&f(Wc)TeXg90!Bqu9YB1jlgn!5|dEcoN4HdX=Qmw$9 zxB!5ADA&_6*aH?Xn>{d_m4*X{#u>P6=)#Bk!r6(UFno=Qy9Y9~IE*VUFxt4`5U+1( zE<9sCI5fHHTBF=qmz5ficBnp=BOdL`7x}Qc<7l1%rIPBHV{h$Ud#wR@I}1R2scos6w4qhhyt}tiD<$gGQg9#Ald)l{3DS!nifyrEeLNE-70|#hW z1uBFFD@=@Ka4l;osTNWgPe_fpp7y#!;9jEH0-$J+QZ~{EbQ=Pf<89Fo$Avr;W;!!L$o~vj^wepK{`pB0l)S#M5I&1hY3XqQ5l-FkoJJYPdhsN z5>G`sHB9u$bO=gLgdwamN>W71mI*-UxwQoADqVa3%2}GqqA4J=s;~%TD`WEnt-M99 z)J3oyF=zvcGx$Ji69X|oF_5^LWQt3&p(sM!p<_bt6p1B+(MZ zti+tR#WYdC!8fKz!b>5FqF}-=$jo`{%vC@JXxN53`pkP2&C(1aW=T!g;!$P^sgE+3 zb0H(xY%|(43x?#4;`1VIs0N92!{-PokRmDJw65zCw3TByklZ7YggNmt9Y}K?r5uu! z%*jKNzxUBj8tId-&y_|xU089_+e6WXc*oBSjIBnTY*kL}`_|1_*&h&`BfE8Ht@P?NY z-QySrGtCW?l(aP+KbGVeddR7XrC0{J*zVC6;<(8+vwNTWnnhW2rrU?3}+H*WD`IEHzx}FvxXXo_4JtjDy_BRm0^dDz$Ku#V^J zQtqfO?^wBd3Ek1sZ+;w|3eeb1FuUQ|>?p5dQZs#HtWk}r`k>D5%W165^H1YB%mTeQXS zMcVNt-&Zx?3Dp`4Vn%0V-wbu%nCMmb&9V6H(D|KTC`f?-2;fC#(xM}XhNO>Lq23gCV&x@ zr#_rH5-NYH{%Y1z8>jkNKzv z^LjM-tC{J{Nr?41_yW3?G2#rF#7V-*JncD!fo7tt*iBTwVmP1OWf6Wr=XCZzl|`jm z>pGnIVwim;dX9!MCK@eazN zNZ>sFl`5^*4!2L*Uqg5>+ncC z)EGKS&X8RH4`Zf}R?cD7#oh6_Yk1O|x4xKb7zb{cr2HlaKE2L~MZX1UhV~HDQc?@- zx#GZH)WP238e!SxrBD5F-Uf5*$2Ma!5eQDL>;NscSkPysL2+IZ@i=y%&}Q0&mQXwa ziK#v9Tup7PZS4-lv0o)**xqOy{OutBXx!FqQQ>Xh7V@jGWUF}5x`Xun}F24k4(Wo9q^TI=1F<{>s>ap-I8JXFAz zaFk8|*>z6d?Y^IPhUfixrRNQrXn1S_GLxJw@tPfzvO4k2mOu28f^+4AY=awi3IF)uo$j*m117c?iA*PuShe50F_4OhnX-?+5p+@KCvMm(B2yFZBi+ z8nqLMFzFHj;*tnMJC}d?UE-w$D(JToU%9gRo5y(>ub`dh`4+r!91nJkCVJSOfnhcF zsh9q9ynr@1ho{H>?9T_OpZ=%_?yM-_y3qP-UxhD#!n=j;=)T+M_${+{7Y)w;?whNh zf_Y_n2ynR9kaTA*dtbh2A&*=Jh-}%sdCOL97Q$)@7gj5laGe*QHE;7q+Pjx8pFMmkSFWU|ZXC>*GG(e$dGcmHeL8pY+}ZJ`$7?Ws88bEv=C_$j zVb;WVvL{ri;()rdhx4k=ef#)v?dSC?*s%S$lGSR~Y*c+$Z?eQkkKVet=H}9^YYrRU zywmnZi{>oZFI}`^#iB(^*RNm6k~wSa_%GwdfD=>JCD<@#!-O}h>g?H*r%$3kf%bIC z^rh6P7bR-#I?esVx@BTgf`10q|uW$c8{`~s&Uubjg9e@D} zI3R%no^#F|6707igAF>!UI>NgSI83&9`M8y3w#mG4ht-R3N#^x6Am~fns{P1A*u*X zJMF|H4~#L&Gmk_I4U|qj_vmwvNo!rD5CAIaNhY<$Qjkl@M9w%#(PI-%Y4y|$P{Ryk z3{2b<@$YYP6vLqzQ zbRwDLl1)CDP>b!rI1h~JSP5o97|p`vLI^=4kVG_lV>6iunOO`j*IYvqn>>R0rd#yT zX(&wOAbO`$il(*CPVe;Tr%;0CLMT!(C3R?1Rxi3!qdztOQ&rV#QK~7Xacj!eR-Af@ z6Vq?OMUOe8nmU&@s$%08V6MjMOkaI9mU!Z}LMGW{x?09-W`qIzS!kn`cC4|=GTUry z&*B!XZf@vy?X}uw+by`xG0}Q+?LUXZ;8OKPGjn{Y#veF{2M6!@3pPcfMPC|+C zj3dn>v(IDRjI%>G57cv*q7*cZD5N9RxQ009@iCAstu1;Bo1qG|60Dp}A3*WQpN5i) zVdMgWP#Z_t%(kd}+yf|Ua|fRCM5#*gBW`lr6sOSt0+qGANpGYoRjEvss#OsVFpy!~ zUZw#=#?{JJk;&DoF4HT_Tn<>Jd1A3RcL`-Jt2LmTjp+73x-Fs(TdFfox3~p6CcF+@ zvdd1nYInOeq5uU*FaUU#C&xL`v5t297x9dz$9Ev_j(&6(F&Y%1=n0Hq;fdn{cA&lO zP0Sz)`5yS>@gni1qa6kz$k7(~DYgKKefD_C`xDy5Sl#{gmq$*Zv z+f&Q}Hy2)NZv2QL))@682g2osebXUcg!nlB#_&ams|q4Kg-ArlK@N$#(#&88GngiJ zMl?{2BIl_1xhv8}bXz1{7lrdhFoqF!4z11^gJ7-|sDOIL))2<7krN(_Od1M+>Vi*!Xfea4<#G|k;lxRwg z#2NiyMQqFwIeSlD`AW2-g<@$1irQvnakZ>{Eo@`k1?Pydwy}Hi zZ6#VR5%9Lkx6?rGHUQl%bGgg^Tt@D4!@OKR(jj?XHg5ACG)Vj?;JW5nz{KJaj}|$S zAwG@Kc3<7AWN}|u1RecwP<7{14qeD z4p)?|Q?43N*~(VlZFdL|$1~Hr-u7M|n8mDblakrY_ikyLEmQ~z*$1ZQS->h~*fmG6D)yWf!qshizpuA{@fQr`9`bhO4m>$9Vt@-u{3?|5nby%D}t?hSgwB9>Eo@~ zJ1{&hOlJ6)+z|_EbPg4H8$lJBk+~L<#TM%TUf@O4 z;IUibtxCAGsN zLDI!!%){A_IA|X?h(nvO9w({8>)C^QJyj^t-Yi6f$KBrP^;zm&gURVnNYG3=Xi3ZA z%vi;okhn?Syu{5VMXV_pU**G8_=%tR!cq9rFlgTw7G11;n9_;UPYlDOz#%r7-`t=d zSa{Q6Ar{*I5L>au1!RSt;Mm{a)ZdKh1!iehJt2`{c$Tm93fyU%+-*)k3E8*dooekJ z-z^k#{2g?Fq8Z7~x~)LFtx-j}n+C383!IA%Oh9mS}U`YUB>n)WKk_@3`oW_+>HiR7R)mOyznbDY>KzK?1RN6-1 zOaiS5$%IUSH6MkIO$X`RQ|O8Knc=E!-}dRMBeGrFdDdq!(Iish+;tl!W}>qc6ts+6C;FWz zLLfx{VMi%aR0Z-@2Ce`ruHp*lfCb~%y_ zdYpLW87d{C_PImIu-^K#mpB;VdzDhh%?R=}p`UGILinCHVpS;x4bB)<%z;b_IgmQo z9H@y}()q~UYz3RZkcdN}nc-DtL{iDOppj^ojAbb)9qS21|-!DWUv*a zVy*-_B;;c{BwZZasX%6o@kQgT9j;s?<$#vu#N7ZEplTeT-GSRC9u(j8-RhuZbf8fw zwq%tZUhUW>km{yw*1!zR02HiCawe&g))8?QCp!4#lG4lb0E{oT2Xu~y0xUoYP>e#f z1I&_B=%-uiC4k{SGW>yA9N+M^l=(c@=M~)^)I*S4#RBNH;7vU(B z1;G#eKq;o;2Po^Z-j1@i;tBw%wB9Ce0_h9{L6I8i1Vkyfb}R3I*$suOxQ=UFK&iK` zAPoM?z`4hj+LVR}M55(cm?9$&f)Ivnl1d2S>xpNY!sD819HOPCc19dsU4x|Qsh)l% z$NUU9Mqx;d1do)2RV-$qrej|ECp+FvKJW=VT3?{BA*3p3Oq3dfQqVO2-2^Ro&HL-C6V{TYySQtwT4ED!G#D`>866MPv{$j%HEYMb@e$@>7etsIer=YxHX9 zgd2^Lo02WrLy?hlSjW{O>$=rIvsRSXq9SkkXtYjikXGw!7O8b)tC1GKypab-oh#hN zEq)+ZH`J}&-YwqZEve)zIvl6J$*qMHzIbZ``{t`Yim|9RD1_7Oc zzHVMls&~TU3BjQXx$Mi1Sj>J?)(smcjjA^6>fF_wP^;@ zR-)3rXw$-mjLzukFknJWEwN6=v2Lvjq_5Yi@A{%5w303SzGk_kEw*NB5GbC!wQYF3 zE#UUA|E>peDX#$E(32wP|2{~&N-6Xdu6gjUcz6iN2`s&8U(T`K>@JPI3Smmr^>XI*VjHgh zm}oX_0zyk|Ae3u~Zx;<~akNeu*;Wt`f!3Cbva&B8KdT1+#xL2fn|9Q%+V&>f9xx#n zGJ5m}I^?Y)FY?_M@ZTD;bpa2Bs7K~$S1>MsB}niDQ!qZd&B@{e2xTxgpdpiRFv`SF zLRh1~isyD3tdoE)dt!v>_Ssi)iFw(N#O@mF+VI$5AEMr?TMd)X!J|;{GJ@i6QZxlH z`v`-BBlt6`rIf8l@X@Fu0KGfU_S zOZmny^@4BIFcBpN(E;Mg8fJH}k|3>sgSGG1(v}D%@ zNApf|a-Mi>b^|L+J-oD2!h}d$uuj~B5TdldnlhUv;Y*8Y38x+@t*5~%EDI0A@YyoN zZedB}O^_H}FRvl?JvCew_3RF_85Z-SHudZOHWSq>^Hn^k8GN|6&;kLy{ZwGc(GiT0nhUGIv%_1v*DjC$|)-o|O(^{{@6w~*0Z`#=rI z0ALIDKevE@%Yb1Ub{}u8{iZErEA$M&zzopjZ)UcIM=51jwnSg{I~eeV$HycGPXScv zXQ!)rY*&~vZc~ZFNRza8=fi4;a%;QxlB`S!YjRA}_AAr$lPm-**RohaESt1V-th9# z)vFkKw^3V=4=?xa@*pzf)n1mLj~wwCMlRdf1VCDK@M1N08{|m=mWK9pH;>9U_YJE; zqs>EMtpn5I@5Q3-}mVMa1k4~aXo*Fe-lBu_<#=#ID!AO3>-RwCwPKS zYhoXCgFiT98}x)X^oLhEaAvrMFEWRFxTRaEX9Eu}a+KhtI%DJD$W5*KVUiAEdG&GGADW zb9FxaaOBzpq^LxsEHM*nccxUc425bwgn7-1HJO(+dLyEm=U>{j`K_$ABc|xBjxhm> z=3HyyuLA4%Iv{Ov%bybgfcwA;6uMv=IHD`M!5e%+12Uv%>$LLby6A7GM|>@|K_Yhp zLtZ?_GbCn9JOhjPcyzXSj5>S&Krk!M1k`;BqnI?SS0y}BE}Ob^;=*)}*S4**XP-6f zEXWlKn|JNG}TO`#3qT;T7pokxBL;_jLh5vD%pc}QZQZ7yfz*zuFulv`q@siEEh7L(ZvJ@ z8G|oe7+jthb^9x`J9``d&g0mS!#Y5LWebe{HOs@qQr?8F=h<1kz>ahA3=tk0fS`8k}Fo|KtkX^OP4QU#*{geW=)$n zapu&ylV?w#KY<1nI+SQpqc$P5L8pyrQ>Ra%Iz{)6j)bFEv1ZjeGen`SSPMNlP$#g!{pUtPQUc~ zTV-yPxgExJjdSP!S%|Au;~aWcY15`di{>nDUSxas;=+yn7N0$G-^P8z-Ig2RT-?;X zojdm~-nhkz1@?8#a%J7zbVrZwTsPa`!iQ&%t6W`od+xqRc9*a2KJ)wdrB|=MUwilO z;m2Rk?|l7z#ph0SXM8Sg|Nm*DM?eABDbPRz%}FpSZLnz&n`t1NCK?H&snD4VF-%6o zWPa(eLtS*CMZ^(liN(ZNR7p`qRX%Ca#ZNAYQN|b-snNzn2FX#!9QWwa#~$MdGDtUw zbb|~s)JRgvB)e$R$u6?Uf(a?45JCtkeCVNv7q%Seg@SwtQ_L_AlHp4kfJie;iin8F z&5AOL6QdvhI;wLck?(M4NIs+$ENU9cOftYXyC zOM@Z{Q=XnEL{qaC_+qVbu9Gdh;_8yi9lg2}#}~l>E6lLc6l1J4*CfNNvb8chth3Gz zOH8!Tt~t$EVpS8Tp4aYyEw-^Jh zxW521raSP!vj?B?$~$j9_TtM|-+u13&%C?xdnc}KhXc@Hde2p#`M#+V+w&7v3No&9c;5D4^{l~!Kb_Kx`lO^T>?WavBg@u$2G_(Yh0Y( z4jbmzYrF||w9$-3ZP;r>TTF4q`|cY+X{+6BoL2!O=Q?!I3gN!(ogqh}=rO<>XV2Ni1>_M2Ult2al zD)47MSfCJ;7C{Lz%}qzEpqrwW!KsC$Y9zVZ2mOSC4Zw|rB{bm)Q8<*co$YLCTU!cY zcobs9@BqXJ3j%h6mNm%hRC~jZ-~J}Jzz{B2v+%}ZaD}T;Rf`*j;l|{yVL8rm#&DTS zjcTrOD`wpTE~DE^wc26~U&L;8&@)bN1QV|2P{($*8wWY)kuK# z8=;IxE3@B_;^04+ae)g`u)+YFU_hSvK!CMu!UJ&`G+auMml3331t&tm3~F%ygL>-V z2eIZSWv)a}G<4=Op&89Xt&oM0a$%*Una!GXC5GJW6sQ)UE*}CcAEZ);JA^2hT||yG zT1?_(n3$P$T824KL<}y7#hJ`$E}yK~Vm`QNFw&W>En^&`>heY&b=~7zfvM*jYgev_ zqAQ{5Lg!$7@wZjwF?hoxULXGm$UxSIV9pz)A>|@HMKTgW4SOUcB{s?MSu$f9(`1QI z)X5jM&wcN^Q6dtti20>VWh@KQk9!tDTW!AYFdR}7~QuNF{tGF4?B`a~wO6llwL#=|2(OtATm3G*r zoQFa*qPDvX9I*qvivs3v>WJf8=v6QC^f5gl)mI;xH%OC`6Q!a95P?|AFqgtKrr)C^ z#x9A;o8nY`EZXTOM;1Sz4wa}rVi{7C%7s_P(trZA!gNgtdbnEUQ`l#DNi*U;}}&>wyuR;I_q8u28w=0TdA70~DYD3Xb91P^i}f zbcJp;sqg_7um=9nWt_)phFT6gtIZ&>S??qrZ+e9bh-zjtSPWMG6=xy2E7s~Yk@>8D z=&={vh?X$B@P%7UJ1~OfM{vwxi|kt4M%}3HwuZz<;D%wxztO`T=+K*PcY812{&uAI z@!^+?`>g-0w0g`d z;i>3#^rO$KUa7K|y|uKN&E%VDtj;&9_GOxW!77r8aPXMOOeTQMN?-ygz{0I|^{WZR z;0B|Ot`Sy12X-KV55t;-7(O9hUE-;m2r9(;7|vkv5}4#PRGpFC3}hJl7{VTf@Q&oi;Ys24jilhyt{dgk+!w<8#>_P(T|FG z%`mgf>}G8WYRn4kX)qZtXBls-CiQqdcQ zD4aLEN)<1pQ7&mqUs?)La(R?AE#LQc+S8zp+6;mKk{aNtzc4^1ss#*S4wxXVyf*sL zkK$CUadyz0>-=#4@j?6-nd}%&Ik_S~_td9C-EJxO zP$V~$+zPBr^zTb<@{>c_yyMl>-^b zKm;DJfn8gj{N*>gqaxJcNKQi=PHzM}kRUgIY|Z>#({KuX-4eNNJtko-A`crH&q<|DZ5LL5*f0EsK~2+rUb$sDk!kzT4nP_N;hOG9d^ z_0C7nPNdKN%oAD!&_d~_azqgJKo5$fu4zd^e-$900D3)CeQ)^&#W$*VcC#Fh-j=D+9@&?OI~UtGRCcm*2&r$ z&{u$^h)l!oh{c~g3tE6IwEE5!38##R1Ksig9bjh|M37t*uR0j7@w5Y6>ZrEVLGp6T zU(iDaXAtv%>tF679X?MOqet`zBw?BK{6ztDJisJ{Y>&CPx6`)AOSky5ir3Y%0bseGEpqCgle)Sx^5=W z;v964oRrO52oNwdLowDaiK2xS-A-0!Of#N{ifFMkiUEqm0TrD^^!ScicB3!|18))v z^zuR70HZS4O?KQ3I>td2nQ=JYfnAPA`%(A)5g-Zj_X_ee4^ov9 zQc4zb<{Xj;fqOWMkIctKiyv`-UP5_{x#L~g+2B)$>LmY|{S8C%ZTX6xK!`Ujs zDQS#Wq;eh>OBVy=Hm1dNjO-Va40_(77#oMR+Rcr~0R`3NJ~8TV-tvy(63i-ZJ+2WO z*Mp?&A}=|w8&h!23XaVH)1?G69lb}U!l#mI%JoJ>F)wZ&v5OLbN;3U`GB5K)FB3B} zQ!_X79}(>zLvxjmdV&P+QCC&v!Z zDA6*=zz8>#67iadDbG{e3~+L|;XBb1$gXn8+Co-#VFOVrwE&|S@RYS~r;R8oE&HQe zUIiL`N6F^W8WU7O)q_FxAssyR^CGkdC)5Yu>_Ulf{WNr@qU%Fij|rPFL>rS5C_xb- zQ$_W_4|H``b#+B4vqkwa(OMJ@{U^~_iCB>}4M&qSGmV#a^fZ68BX;g1CZfOU&`tfCc=)62jD6hoZvnFNMtXCOicJ z2B0MW`<zl20s%Z_2Uvg@zI0yO7AP>Wo4i6Na&p4X z;{OPyTSgI9kfRvdpfo~b9_pdRP*Gmwg&raUKIOA8Sj#YW!7_@$*)$^pe`PA|!99V@ zVnwUmxH3^;rDHwT|Fynh8Aq0P0t52iWpqr3^LxO@ z&XVvK-Vq*Y;bTf+Xp2@?ZFPF5msfd}X|Wf3JuWk&HqoXQA*V`& zRtQHwK~V8vS5o~3qtXrx(1uYnX73S~CKD ze@=bPN+XxlTgkR;;Wr~Qfaug}fCZUtNz!-?`H&~3f2$(G-gO83bvXywCh`@94B&uq z0uv43EE?DyMlo>{H-aU20nQ@C>S0-$B^67z@7Ur_L(rZYaC1f2FlcNSN?7nLaLA&= zT4bfPB$X}-Pn}jPH(D1`?LlNKDs+@XEi5&+HV=2{^71l|8hw}SinuQeu90q5K@tu_ z>1-WYwP$HT;`nSuJb_lR*jB3;i?q)xMywDEOtnfDS-;g3+StIB^Y7SrrjBw3PZ#a~Wd`V_|*Kb0gNMRVu03;_r5W zmydZk1eSG&IfaWkcKZXJP{%K5*LJmi8YPYc%RugvFQYZSQ8_N zv`Dk{NRt$yJF>FSdVp;5PVq;8@|TZtK2xT@oT>%e8P)VTOm7aC3{IT zV8c25)AJbo!jAydmc>mS)=J#O4;jTz{gS5>|6V;O7~lXLQ2{z-re~tGUji-k0jG1C zP<4Zq$EC?(`5J;6?K;CUlw9xL^T#oEjNFo`=OVhLoGhixwwU@Y)WM*%T%(k%%j?6t za~GOB^*qL$8e_Ja&s<@UtEJA-^e~j+ST)Yg$3s=26!5%?Ga=veyx;wu{}L_%(1FUo zaU{UQxX=xqSWQlqj+IJsl))VxYlR7eD5%mc{n9PGNkd(-`PkDzJ=7l{F=yM`o8emt zKU5Vw0nhh6?)UxQ?;DgxM&SS4o$t}F2mH|RInn*6l>n&aTF&{z7y5eC)9mYfvCrpV z)3F20kH1xqIh~I?eGff;^7~NaLp}xQkL5xCz)(KrExH?CDD+<<|FuiV<$Gci6F3uT z{U*+04aC#g%k6f|vdI_L*n|EsCaW@({9vR70}VBGp$9C9dyU32%5($U{ZlT!!x^vM z9rDdU!=0;VF!R1%n#2Cbj(YUW{_Nqs2-Vt&TXhNVeeU=D?d3l1^E~bw^OM|%_DBZr z=SL9sUce8Yz=;*nYjoiOLW;nFSq2)E!X%->g$#)}dhrAeCaa7N|rQh+H7edf=-^}Et=S|WXqZ*JFOcX30>Q||9uNrX^28`>l!8Iw$PKL zLyHzDK=f}3eE95rJN#|jIBw&1IY!LwFgI?F9S^&Px$-VtoN-~k#trm1d-e#MK26WC z;?<3J`SPVs9lm_C^VzDh#F=d;(_mpE~;tE)qo zPoMUE+`D_{2R^)be*MauKac*rc<=kbvwy!&yZrg`o!efHnx1m~`q%kiXO1}l2B=Me z24XW!g43AgOoI(310jUJO!$i~w5U>wCz()^i6 zwdAFTZF=ER%MX0)(FZQBw7H58f9BHj-+%-fs0}vmD!5=-4@MZ_gu47f%Y`9kl3|7? zc1WUzDGp4qiY>0V2#hh#Xyc7K=E&oZKMEOS|B@CTBt;fWHYpI4QYu6Q$W%IXWkp(^ zTmzRMc_|W@DXm0inP<+tl1ewV)Mf;4{uF^rCTu`Jqe2f&bkRm1?G;#JITI+LgGN&* zTS!mMr=(Oj_2^q65VIFkmmaXd7vhW)t74xX7n!K81vjf>oH;fbXp@a*EV;0jEvhf$ z*xH=9_gu52R!f?Y6`zW!* zWDr@T#TOf-vBnr9gng6^jZCscB~yg5|CTVMtTIR=fr*mMIFU&+%`)ALbIvWFSMSe%|Nj54l&?&~K?E$I0i6LmXG}vIh611iw}O`k7A0$1(+gjavVa9xVl|U- z%`V7>HcwUN8jInE2vLQL-vmc)qZu7N)WMq7IOa96IgPm7v722Lhj5JP;HV}utmG)} zR=2^2IF>bx$W*dCfUG3Z54dPurn^{i)*gbZX#+#^}Z zYJjEiiLZR-JKqRI@G>;TEKMrO|KyqA#}YR2WPbF62~B)9fuKonm8@)~E88N#1IqG@ z^im)LrS{5PCWV3$jFep>#ehjoDuZGZ2W8+^!d!gAhchhUG2Mo$!3BpjE~G~c$8kb# zkb^mkbIv<<#Vj5Ur)|54jBvgo#33%OFox6HILINnXk|w}+?cP2go4_l8{Nd z9+NQUvF$a|dnTKRBvD35l3Ws#91wx}YGMI1iOG|mRMVPrrn5Kc#FQ-wr3Flof&l1p zsZ4F^D+LI-oCrog#FajLbfk~vIrMpqkjsKao^*jqfMwVldc4xgFR=RVvqMJxU@pp6@7 z=?aRvFuse73#Da*W~T}d;Vu@mi(^GGirP8W@k9rs#3eY|(T_eXq|X!NAW6yvlM;jp zQR)~YSK2)*VI-0-)ksWN&;k*BV7Z@!-z7WAflT)Frl-saP=#vBoR*0u5%`&$t_t4p zig##GovL}MxISFIep|7p~?nDa0&<27wr>Q!P_5d+kiG6hoR;<;Nb^6d`Qf zVVZ#A1Fw1w&Z&yC|IAnw3$UhXr?Vt?op~nKiHl{ddK~KxDmu1v|I`O%$7Namq|1w$ zEzs&%*E%!4u0j+29cgdeM%A*Bw5q^yYTFpR72z?Duzist1VJN*;Ybfm2BaHoJ5t;p zNw)`4NXN9t1mHg82Q0l3B#TSF@qr|{A}I3*G;n60z7M+5ZF8I3*Ibxfwud?SlwO4|Rwo4%jfdHoDZ!QZc!Pp#pwz-|KGAaCT ztJImAYx?GJ<4CaR)DgJ6it|)G6xLr|)i`?$_Has!jXdeuIeU6|bL)Yu2dzUA#gfIE@ke$Qku4KoZvQs#U|_X9mmQ@+dW=72{R&Nho#o9O40osemLczy{` zCh(U-OMK!KPfDN%ectpMy5dvYnkyUqOOP9-0F(~fblRr3vub8mp7Atbtr1h;h7r4A4tIFh{Q&l_M_f5!pLmM|#cb-t2;(w# z7J5meEA+~%&AgX&fz5H z=c6NV%quhVZsG>FWbJy*jn5$RUc^{yi;VyMGM*Z@`Va=6&V zV;>ZuoRzVIx?b9{o4v)QCS`dSid7~B zen*N#u#$zR5i%eHsHk`^@B*l~iZ_{W8Yq)HNsG4lW+?cJxkzXAgL%CultA%a&8U=1 z*(k@DjOMkBJXnmVP|F(zo_hK-{ zAhAO`q-7ywXKfLQnVDIcj98JXb&=hcM;qBNf{=ivxrv-;TO}z4Msku>mJlilo22M> zKHvi|X`3*acs03`yUClqxp@EPfi+c&0XH*76_mNSf}EFA3j@2Q<12|#EZrAst1%tzv`sYU z95(lbV7PLN5nN-k}AoPu{oQy|9P7-@B%lAo4(1T zJ^GvZ7J0+@lbK|k&gq;nVVo{#q(IRCy;q%23Z+?bo!FT`%(#@@X@ss6o_g|VzIUD@ zca4?C48Ea!iQ$bC3PbcMkFH@1_en&!fe-G$EbhslQYb6{S}v{cV_AZba z4GnULu>hhG8`|QaOWI%B5BLK-DTVyLSLyyA(^Xk42pdLg!Bn?dQo81!1Nc}f`cV4(apD&inu1zUY|+AE3Sz9Te-@L7haQ5bvr z8hhKfwuW?o8mNMbPwo-0|2iJQhPd`Yb&J}#e0ZT+7Y&kIsUR9V6w**2N|7V#J1GL1 zlmNP+`>~~4x~5xhwKcLxa6AFI_3r6P9hZFpV2=q`NTCtTIRTO*49gJfi{2?0>!Xga1f`Fo<3$k-}1}bc- zEbO{X0K+rf1FmetvkbdUz{9g?yD^KqG5f_1-o#aGD`3h);T|F8z`5TM4QAML9cYq<;Ks9;?fw<;9JiJ^|| zdK>{}#-<@_*tC|bK@NWWx7$I$3#yNU%nu3tpi#$uYnZ5u*~k$L$&bl8W04GErwg&8 znU*VP6q30P$+^1&${{?$rEH0$siLJivM>CAv7E9bP0}Yl%QbAvF1xBK>C!L_voF2N zuiDGL{G(~c#5N%&AK0`1R#ODG)4)2s$xKQQZ~_}3jMU83!wAjMOtsV8)Kh`Y{^Pwv z6DddNHNaN_`Y_My3v;V+4X(i~SvZjMJ1cV|EW@H!z~OVHV;c85kA0laeS0gElaGbT zblV~x3M_|*DUj}mhXtvJjf-^`|LV{W6_H&x(Z2v8426styvY}>U z(&csrsC!!^og^>J1t{Ihu*<_S{jxdyvbn3fKDvQq=8DXv(>?u)J4?j4`jbL!#7Eqm zZgSLbasnp+aZ_#FruWoPEwNI4+)q)}{d3jUx))ic6qk}gxUjzToTl^$ua2P@Ym6K7 zn`x4<)`=0X{1q!^$sc*z#`f$^bPZ4BfM5fxp#NyVjRhWsOdf^|*nz#sjBIQIg0P3} zE@go)5bM|=>e!DhOP6aenTgSKq|qB4%A-7*AMFPqi^5J8+IVMopUBEE48t-^;x~-T zDv8>x&BHURyEWUJBA^0||Mz%kHruQSizD$78W<9}-Lu3=a7BBxK^5FPgFnq}nqp) z%NqIo$MmgOh1;O|&1(zHzyMT_i7DchGYrFHFm?JHwl9;auxw`;-pRP>rC|(m#pNN$>hK8rLPp_eB!lWYvoDN%>p*A2Q0XL4Up^Czy}TBj2Xd^ z{9=H}p|Mae6|&$A-mnI=?+-qy59MP5$motP%Afkt4U^#~9I~BwB%l3cs*LGIVg*qU z1t~q^QSiE&uIZi*>MDM_qVB_`ev>DE>ZZQxi3ets1Oth8ZyOlvLVAKIXtZP^}??I!>$X(4)n>sKS(cxVSE63f#pbH0NzX*T+XL$c|+&;7-NoKGE^DE zvNv~37^Tt1E`NC8f%Exf!ywz;~s>0PvvnrckbVc`@n@w4}AW(3nG#F-tP3z1w zQX0-;IEoNKxX&iw=Kn{H4pIE?Tr=jZ~$oR4Gp>Gp%H~lG00Y99 z;n~xT|C=*G-RK$m(WdMwNllpl_puWZsjVZi4d@1#e(%w)~t*d zY1OJ=tKx+W89w6HAi{*mUA#Yp5D8nhhL0L>YYZk_1IA&*i4U(}+`_R4$Ri|=fGmQ; zWeyrNWY*j{!{^TyB8(-rV_f=+UL~hS26$NbK3QZx0zOs{3-}}jv_RZh_ z4nYjQZv+b#eBpMDTQgsL8OE1!)WIho1P?@T!F=2iXBY^F*=53AzOj&-3oZO+oN*+a z|8SUbxDoLia_q4OAAIOh5g&U(q>#gL$dOS-1@qD8#vAv+QJ;N!^sz^Nf)p~yeu^~m z$RmY3M@S@x6!J$XecW-%9T~I|MJ!WPaZ7sE@$yS^!qjHWf(}Y(Azd7DXrhWL!U!WZ zIqJxx?npZ6q?9~qDU+96is>bq0?i4hoCN8KD5Qq+$*4HU5JM@aoZ=!VN~e8gw8sHZ8m0`U5&NYT!XeX&7ys6*$7TcL74mE^Y&YC!xeX2a?8~X0xYiM|88CF zMxsR*@aP!NTzcyzju?BRQ!n4&=A*BWClL6pfc?_BCPH7tG0;ke?TOIC34Iw+Ly9@{ zg+gOA_5gDG9WuLT~b;r!#&!^lUdC zeKZQCAZ42jxGAmF(n~STbknUs?O|`eU*H=EvwV<3iYyAxV%5Qg7@XBuV+|ZvTz8dx za>|eW;BpP3jn)IsE#REl&pr4+gSKjzVurv}z#KEylXbmX*D|;kwg*y3|A7F0bJu-$ z-g~bXU3EnoX?Ws`ch_B7z!T4R=DiJ}kmiruw|9Smdjk63^!tLDVurcKKrDaG=N@++ z9vMT8Cx-ES^-WaAV|&yQ=VFpeCMVO6LTUeyfguxYVaYGy&5E~~JR6P!IOKgD*D5tBou;p@7q++sApgGQE zQHxr<+^zo71u%vYjE0*+8O=Bt$FPnATFjj0WH&q6n7}sCqhlTI|9D5=0nd1QFH%dc;@{Zwf%L1(d)N?g*dw9Av(TO^jj|f)V}dr=f9lY)kf_ zhdt&;Kl_CYWhtW)|6Il-02Z(ru#}n140u2tC6G!BWT2KD=%u2G>1YP&$S)+avw_!BB>3;R|7isH2pPhBc%cRc=_7 zCh%~FQ2?S8;6?^649*HtfG6IL=r~XX?kr0rs1qp{MTAC?iXYHo6l(wkhysBLQ(%G` zEP7FlcHy2H)hHPZ_tC<+YNBNfLJ){hm>RS|SjfuU7GI;S{}fEXkTa!eO>KG{J@!$j z#7kay0D05sJ%N$LL1aybO1*9c=Xpuh%_9l627OerVVI;4hD3xR7=?&KBOAviOGHW) znMfStcu~ntmcO2@%#}`xWdYBzq?FLg^t7=2V-aigJ{nth0t^XeSq-QWbgb%_>~D z=TvgoPfdB{pN{hZsKOGLvP2XJaDiw+O|`cuMs#nHQUe&tu!lXwLAlFaE=HZ}+%Vo# zx*+|iNJWYl?9vLQgJFyaJ|F@VpkM<5AOLxRdS3LV|JRN=-RVw~=Zxj4mwC^FUIBu0 zRGZ?U)EVMN+9hn>}KS~ScS3DsZ|ZYi{UY@^|JUoZZuGMTOLi|p=hGM{vr1M9dDTRs zEaf=pM<5K#C}gZmV23^Y;UG1`e?%(aTydF8U5YQSzihEEUkq4y$(SNEHtf@I%t0Ls zk0d4OF`ldmJT85|U4ZKJ*F~L?SL>`f7f{6ROXe!YOfy*Du20iJ(30Bi?44Oq|Zk zm0`v+E=IV8(c>Qnd3Htq149!=2aA66%$@&y=pVr4FE3uqqi-)xyN9VW#rb}>zjJ^c zz`o;O04{)@4;DRW7~LBg$u`tr_&3;-AWHhlz*@@q%@4s;pV9r$+G~~}F<|3|W`HZ4 z0lO&S5wSZzvI`n!Yqo+g2(?Rw|5%ua3!1irK$^ljtZTEoI*}%Bqb9Avraw`Hznh6} z`kKGfEW>NT%@QYb1E;`4o5lkQpl}nPzHK0p(+yg0s*OTHS=0Y|$& zH+)0&LKkhLzCALgOoPL5sk!thHSYVbMEXABAhiQ9076^XZPlEaeNw!FJYjLbVb zlsSp~mh3wK{HiIP%bk%dj*mQm024YzT*NQl0mmzJQi}irFfK|C=?p3LC``xKQKH`NFHO-AZI|w zBV5PsFbQ{jLQ3$2jJ!zEt4DiWIETYR+l#m@+&zr*J=Ow9Kl?L-vy)yx-)RE1brOxV20ja+$4^rGBrbN24)COX7~dAD1kPp zFi3ngPpXhf+>ns*7ak4tw!SODZhDDCD512>13fsw6M9P-RJWu6!n!m!b-T-S z6N5YeCrbDP|8!gv!HS4DnHqIm$C6NqYHn@gtZLpo2Le z&INcR?MVljd^K3Rm`CKKS?kj1yqKP>x=#d3l@Udvlq&)hF*JQ8p+vR>YDHIEF{spr zgzyLq%D`M~Px!nsrr997QwXpO!C~AQt|6iQ^qT%mguP75nGn#)5}UU?6c;KRKS%`1 zqQ(W~iNo`QNa)LuCa#Siaj3Qf6(|=O1u~Ir%n-Cb$kS^`gvC>5TyPrxV(@@Mhwi+>hIEU`^&VB$- zrA)v#y%O?dHWwo%s;r1xjD`qYSh+i_9GjC5#5=v?yK6F3v;31qZN~mIK}Q9fwv@&h z)B_jdiM1?Q%py=C8ymwLJWtIIP=yzcpisc9APl9G!bAyI&4j#@rd7qrQkYdLtW|u> zLN^lx-D55*!zXvT3NHIqU_~NZ8CHXOq9R?m7&{P#3lrUaZAWWVLiN$Qp5PeLByVW<7 zvv!-CUcH;^&717~GO3+f?|mX-K>;M#0P$O2HEvcp1R*zmV-OnR^j+iUxXlAVTRei_ zKO_%QLjVKt<3|(MQxk^@SA5-8k?TF4pWF(#G~K!P@;V|iZ9Hilz+j^iet<9S{VJH`zr4WxcX((>T6 zxZMqLrP4Lv9trV>?ptHv$+2?e14dv;o@4`R24Pdv1H7e8=H#9kPrdRb$_0}Q z7Kp(7g;OqwRMyIdjZck$rk$E)(uIk^tJqv7OIJ0ajD1i=fIS(OEN#kzS2agcy->C5 zh*F4!`DB_7{$09r=FgMmmpBPn7K!XQ9_00o<#o)IsA9>?iJbtg{~pXT>(#dwZQAT5 z3t^Ruf?{XyJr?o89j@JHyS~19zGuA#Ra(&JyOtic#pCD+=xt@&lh=zusg&D(2ZRo3( z24N9a6JrKciJe$N<(kO4rkp;;pawj{!(mS-L1d(fm&k*ai0U{Q)nir@r+H~+e%OwH z;#Vcc61LfC-ZogiX2)bW{yaei<;LlCHye7Vv-YR824jM1BDij6V&Q-h5U;xaYx-un zyx!}3PM$lg@BUI-f5z7N0`RpZ4{{Y4|9Z5=)(rz7n3l8z|E$6=0mj>sabyLt=!?c^ zy3*)b;^>ZMT+t3`Paasa3#MtPJJy~tf*2DO|6pBgCO=Kp;fZC&`mx7Sggt@bW^`fS zE^Zw6X?xspm>}v*=^= zfryL1K&)(X&wZ1nQPom-)lztuRP~^*ylr9p+3rTTE~mZl2Jw zNb9V>G;B))QXZ1vUyYX0QqxWr3)D{FB-@2uD-|9c9)joY|$=S){AqlvnUk}4_eYWpDg zfs#tY!AOkmI+n{o0TbAOM*?`iw<&bd_kE`(3H^6~FC>!;N#4=c!bT5)ncwewkEgna zc2$_a)v!pHbd0BTjP4QO3^7d4^w5rA5U=1*r`#@~2cwA^T}XM@Uh$Tn?WSLKuoOW( zu_i_Egb@0KS$Dze<`cg2b)NsWo!1i^WA>p}lXp2LqzB;^H{uru#!QHWm+hcp#_ovi z*=wg&*aMqwtVSLLck10@yO9bqz$mgWdolW`F318idVlzjf0BZG`iFaktb4l$7L|&O z5io%U5MO{eAaEeTf(8#FOsH@n!-ftY|3Zu?aU#Wv7B6DV7!d*%Rh~YA3@LJC$WOo8 zNYJQqCCior3x#+XqEI218DZMY_~c1Wf=^%?AUN~Df(7U7A+IZK>eaWu@CHA9d7E0*%*(fSZE!wJdaZc~KvwF{=-*);`Ucg(p~T0h;HXgOXJzR(Dmk zm!f|4B^Y3jO{3W_-eJd>WR-4bnR3u^_8DlRkrs<-sig*zBEOX)A0@EC29j{J;dWbY z_q}%8sII=68*Rq@;>aYO;KXw_h#1m6o@sJ#S(xk>CJ(-flALm5OL^IVyv6vu#31%TY4RF9v z1r&9UIO?$Zl$&s>GiN@A+IeT5VC|ERS!k&RXj_63dZ(c~Bbtw*d@=ghUxZw~!xcK=|uDR!`Te^Vkxv_yuraItT2u`HcSASAT!^*^UqI=@y64C z)G_qek6iLZS7sTp$joy&WqW)RCMyJ51~JE)eN70@?*4HKf{%D zTuV3YX?cm7Umj%+&Cr55*TIH47}!9?b6RJ_2Z8pD|k0&DG!L}KvNyE9# zCHzpUwE-t@wE;;aO5v+aHEvkWf)24d(>MrHhH;m{%;P!{3G!@)a_Nzd*tEqhYI%!3 zs`12q@-sUA{{-ki>Doi-P&Xh2xo&n^+#>93XFJ?|XbQUH-M@Zk#uN!pc*Rqg!jRVh z?7=aPa-5??q({AtS&xo-^ojPe7d|O{4`hE7688=e$fA^h4#f~h``ni^`0;E|{2Pl| z&f+Ki?Jq3;Q`%PQ)U-rBjew3?hdB&`7-m_DFsjs=;v|@v_KeMfn==gtOBD%J$>)O} zd=0opk~b!1qBpFegxN9(64hiPRXX&Wcbqji@OZ{M3$zquwpL9THtv<4;Tz4KTmT%{^o=}Jizv4R&&O)Y2j5!HM! z5FX5gCr(qvEd&bGu+sUj82VrC36BSWw?Cz{NeOk^Oa!|DXF6P*C!;4%|7 zY*i3GqA{liKbKB-0ycDj1#CRwnJz2Ffu8i-CqMh?#ea@bpa3JN@6uQ>gx+Xj3mZZ5 z3Q&NHf;P0G%?ZYGW!lpU=M$fR(rB-DvWt)mq(<_nAZ0tG0vMnW#Q0H3J-dK(Nac|% z|233L>9>_ix?`p^ealVd62F}akWqmlWz`O&sqJ7x8$=~cTa`5|aE5biWfPTGOL3c2 zc_gYHM4?qlQX9MNl~h$_Y9~}NR&2)btl)9h)e~))5jm;Mvx~IL0z= zNNG`P<5#JcwKM)$m{zjUDAD#~86^@ifI^T3tic^oX&P~TmKLOyrB6j$F3|ed+(Pl} zlc6kN0ZEyepk^wS+vRS6BdDnw;`K9S>+0EBGap@kkj=oUDpgtdnq-!yyljib|9$bB z-?Q>}z<*nyc2`;E9AXnQoiUqdoH;}AswZ>s>FPP@=2r=0TAdZ{aDWs$h(UPx!iS&=3+cB+c4dWW$IM<%|1QI-E>xl(9Be5;gXH!<&BYk#E zD zC=sfyQLQTAJgw8nd5OXC#A`kRD)xdkm#O$gm|^(VY$``s&Op|6v#Z_6JY3z2V`hOP zfgVRcv)x4`=PZ|K=?G_95s63yenvj7K~VU@9NxpHTi)_ee|XfT#@D{G{}5SJ`%BfU zP9tVtz1di!00};V*sqIjbU5NV*EZgDua6!vWBZudMuNJ*`8M?c9$HopjV_=MDT;s9S90$|(@k>j1%)hh#_|Ss~oQ_183w z*`ZCG-)u%Qs6uC$73iT^nl+fWEYYl-p14p#I<4Ldj-2aJnC#Ku%fX!O-5zA!9M1LL zi2+}Vy;`hsfCdm@24sKhkJm1_zUlSThAlbx^2?_U2i5BLBu@w?g ztO1tQ#avWbx51Q5J=yw^UHiG++eMd8nFD47)!z)&-9cOgDF)&2owlqQ=cvK})*GDp zA$z4t#_*eQsDfx{PBDqfXgHoLK%6#s%`*L&cX$R2VcrIE|KPf9$18;udLYgS0-B@* z(Z(IolEBIesv;%8pz2lFr>$NM+F*x`8mZ0PKk44?kw_1&S`hqR@F|oCaKJDUVKEwE z255j0n!v14VKX{oOFZE!O5?mW-7^A7u(`yr<-})kVU%>EOF*606$L-kNpY>=wPjlx zQkhM)A6H~qxbc+ytwXu_m&2(NDQ#c}CWap3)gm_Hw@Ax;1)?sk%|Cuid#y?fam#p- zS0|(bEkN8fT*`e_Vlxq(*JPq5ZenG8S1CLmS~ZI^frsejmABx^G_E2Hid@SH0xZ6u zEY2P+%3P`Gpf2)W5KKW2vYPRXfCvcVFb-ic3gu8D|D!T4qctLBQcgrPqT~urp;BgJ zAN2$lhK%!kV@puo0no&mjN$mf#W_}z{HWhLQk%E6At=RTmtjNwg_%9(pZ?+DcMwiL zGGyc7QU?j*KN=(l5uhiWM+06^Xgne$N@OHf;N*p5H2gwkP=?*zoq)YkDukd}g(T>e zVtDbPeAq`*u3#&A<|4eLEZ!gv(&VYxq>1pN@E}ZPwZKmTh(eM1PYsaV&ELXZju_#?H*2MU^39`H># zjfOvlhAPNaF62TaUK2$g++}>nvSj3Awvt@R$0?B&3G$E${u@@M;>XpQeO!X2dFJXZ zLWqWF42tGxg4ivZ=4tkh&KV4iXqHdHXl%kLQQD>v;^vLwrfx<+3QT}+BIl1bBS#Qt zanj9k0;xq@B}P!?N?>EfB&m-{Cv!D2AU^M|db&Kkij8$<66)|I8(5YKOAoXNu^jjwnph9%+^)7=eh2t|(=# z<_feXjKb}q3<>M_zPt>WlyBB2r<>8?^CM{p{U(#<9Cn)LCiL^!9)JgGu7Da9nK zMqncXEKebzh5UG_J8Gx4k!8|!DP6py)4ZXWu7hQq=eeCJnx-k&oEe+KlAe+VEd=66 z$Y~_NXCI!%ofgr5w(EOz0)Y~!fl8v8ja4NsW@BoXdYUU-PTa7BRj)9M1v(m}b&3Vu zib$xStZXPrY-+}Ks_I=rh-xaRf@&hv;HZ*nsqV`ZWHiAtgFVV379|t6l>5b|DUe{tEF86Bvhl&Ld3EXlGLdL(@IRU3R{#O*&3AP z*kNf{ZYP&sE!MK*pm-AeK~0y*mZ-ePX6w zkq4g=9KRN*zfMzS3~Dwd17kL*+OAS|EzUlsLL@M(1xBh!l4Pao8^z{Ire>_B-bNx& zLgsEN$cku*%4Erk*gv5vLCHvF`J@WWEX{tvFv_e5w7?3?$imES5ccE%WI&t0@Wm)> zY5)qLfQ$L4(hBdbVZpB!EeRnlu@0}YQtfhHpGJ&N^GGd5Ksfm1UX0s1m}i)osR7v`W$aM@h5r}3{-*~)f?UBF12QB4-l-?NCoPQAw){dj_^p8! zCIuemH5yW)X2-WKaLOS4WAGa;|MIHt}bs6w-(VJuLdWt4>QE{ z>V(r?gmf}1bP}0Dz)TpDp*vphuwP0S*tb z?*ua>pGHFb`j9T|?Lyjb3mpapWzOSiga7htH*|x)vS+~hSEBub06U!B1;)9mo2C@b zz&S7=N9uk_$EQ#*^*mUUWdCr7Zt&-Z?8t$p=!#k`itvb`YEG`m540@8uxbmi?#!Za z3mnWV!!ivQk7nJjLJc49qQFrS@h)E!5C?JR4lyqygb`2e^b&JV9CJk+D?#|y_|e6+ za_2f~F|}fG7K>q4z+)FTO4)*O!6GmsH^vU}&^NU&c`)P$K?2<>;{J}8W=@OY=t3Rm z)i^mWANwsI1MnRRuAfod)`%Gym+K*~?L;a^EDYRXDkvHgks4#r9ifJ1ZcOK9vgd9x ziPB)GfijAYu!_3KDc3+Nv#`vfFf5yLNqclG!|*KoT#nqZj_~dgHk2^S^c?we5Fc&Q z&h$Vmvy?2UL?p9K{QvYs?DUZp!@#a^V8l0SolOK3vye zhCwI80E_c8MH+d{+4P{7X&B;2crHjxbjNnE$bPV5)uI-eEbef0ikNbYw15n}Y)GrX z%gTT$6TxVYwn=ApjGXi<*YHZS^bPYa5iVl@Kxj4>cl-*VmEbt# zSz#a3L;K;bCH4g~$wYVXBETf5Nj50kVr6^CWuG>Tps)(Oz{{dGX_vNXn>I?THW0#E ztoh^!ymk>DArjVhj5p71=XQlGWfu{ujy9B`Yn z>HsGL*Wh23j}mv|o#HA-Dx|_+V;8`3hjZu`-$`sORq`P6m1-sSC0OzXgDz-7w(PMS zMu#wlXaBe^lJ+Tcb_=`!XZwJNd%B2|IEkD1YP#COh(ONnE>H?3t?K9l@MiGJc&tka zjoWyQ<9Lh{cQFU~K^S+`?s|}D-xG61OxaI#Z?FEWT~nLibW=B4hLWRH^g<>aFUiZl*v?%lgYt39Z*UZr^%s=Q{KvaYOWa#N50? z1pj*htbzQP9k!`sk`tG7e_OMMuQp%zlsgy9a?gdU!^t zXwDDC0}-mF2dugYxIE0uzL9VQ$<2IjCqgjS_Re<+a3_Rs^Zc)OU$Z3y%%>Sue zT8-Ir2ITZH+mpjRw|$%M^FA|R8HCN|m2jwrr{LQcRgK7uB>`GtnTOJ9+N$ z=`#+{I75jJRdW<+(xhFOHg)QBN>r&+rxLOHqlOF_EnaA4@)ax-B4VwUHGB0(TD56w zw5ly({26p;(W6P1Hhmg(YRV9>BvSMmc5KmRY z`0hd>l6!t)ob!SObeNsn#}9iy?c2Hc!@f^nczyZ8@4Jp2J$m!&*Nb;QK41L!_~_H8 zM{iyJY0-W;o2Jd2`~(~@KXVLR$3SfqB5p$8$P=pvCo;^-rdMACB0jx<6^B~M&BlO<1PlIf;4bK#Ri4Qp+v3V4$mo4>*vtG5-xF?dz}=8f{Ci zM+Y0M1;G*qL3C6FZ3i56x*eUMQ46-5yo|7q|wG8bzJgWAAJNeNFwoD$H)QEO;?+O zoVjqIC=c4vp(!1N@Jfp=)Dp}vzf3tyjXY5$C6+Wo^QARuYSX4SQaRAz zR00ej7Vfy^o}2F8SX-plyl1;Lx4Ql2&Dg(rEiN-;1(z&vT@81ojR&>?D$R-_7?z+Wr0a7YSE% zCchZFnFe7P70&U$!UtXPL0GcjH2+0yEm&!kU9!d(71YIR z5!@8m=JF}Qw7@W=Qd^}=V1fV?;BX-n;Rs0>oV)1_h5xVNTM1dn8DcP}g$Do@3@fuZ z!6hzNHq?x=*zmaRdWMI{SUFj`rX=7Rwi zFbf4V;Gq(wz^r72fmwTC3uMqJtV~UUxzxcf3)4$q76t{u6y`8bWr7KSFowxg<}yWi z!W8Ol5x40ZGh-M6Vlb09(3wmDaQL@wzG_&ULH_^`edwJcVykjQG~yAnl|&`3<6ExC zh3M9S4|JfTo==pbfj(Bne}yrNzo13z2&$n@Oz2)%yimVTWJrMZ4vo18p76RsqZ-Lk zVgKoo!+r!Y96^y{(IZeFGq#@#WzS<#B4qbQCLw&SY)gzBVs;yjDhTjkR?oDRH0xTza4K_#l=)`e2HUE?ZpHx0 z@?jB!D4ui@5r~+3&*t*MEqqQR74yswI{%c|t&t*WdP*Y5x>|Zgg;s>11+CqLuy`*r zHdG=Knux%{)eUs8v5n}ksPN{fBZF}CM|liskwm)B1XWKLspwcr`^nOgN#tHK9f?Tb zCEfAWR24T>1xMbpVbI)l zR(=rih)G;x6RVJ~9=@SAu}L_@(eQAEWz}IfqpUSND{?}FY-A-nS^40jvh=|xIi_KZ zb=;G)N<{KVL#rfnV56iBVplQ%djFAu%}%wtNT@;=ny=Efi)5()o`7)MjW^DSqTT2% zj>h#c1sRW?A;kxAqi8Ye?Z*{jX6_)J8{6nwm%8vO5lvgBUG=SxeeQ$bB7O=~@@De9 z=1AuCm_s#bh}z#jnk)NEnP3}&!PC_ur$2;P7L8n9pi z*jmC6w(zbke3`c$;Dss{_OOQyViO-5*(6>evFRpb76$g3BXqW^tO*)&{*bZg+%aRV zg)PZ(PRQDD;yvjzpZXxV&Y&e}^`t!82vu1ZTud$OSPRfGMuHX$i7l9a(Fx$;^T_yw z(QXr_<~1)bc|d}5obA)C;{O&1w4=>4N}>GZJrnYK0uv}k04-?o!L(&#ywH{qty4w2 zsnO$owEgTv)cmEl3sadd)Bt$tRCZz0oi?C-iI6l=cclggeDBfF0&2Ig8tG6lL4q4B z09{k~02=NMahP3ot5eh1$<}&_mwk0&MZ2!q1bYalt*WteMp=#14zzTvP9v7b+wQcd zHb56}Aph9102fe`l~htDLFCKze%HX}O*xHUEL!X7nINJSWOKdeXA4Q!NVGKak#A&uW-_^VzngOM z?je&d-(-3z9hOVmJpboT^|V#m0)!WcS_T7bnxalEHBhtq)lfjf2{s^rTRT0%6fOYN zS*1g-pCA2m%lg*YKZq2kA67J$>u-WB!m_98?2Lm35Vg$@bEapV8q3G<4j;6^7bGgl zf~>Qatn^HW-JIdMu1N4IgmwzgMbN0qQi1WRBy}c2%#aM=kgOSK1oL=n^OR>tG>=^D zu5*g(K&EIKl1m{7LXcK(qY5cST&&oKE9I6@PMR;t;rte1|fwbG7n%89c$Yz=ZFOG+kOlk#Lc$uuCl<*vMfdzMdo`l z?u_omB3dLASLBQkuR`$6xgZY$ok5<+0R;7KcxW;fWl=$Dk+(LB9&&LP5#(GX&K05o zK>wUf7*h)4pi7H5E-Le7bvzExrgI3XvMP5fXDX?ZergZ2vb=`sy!I#OzJdy?&4Rb)j(k|YVLcT~i8SgUqO z)Q}wHb6j%rmJG>W5zT6H;SO#Z3MP2+qjN-07b)f^w*@Bs9anivy7163~rlt2shF9*Re1r;^qZ?162G3y3GTczygP%_evS+?!% z;x35{utPC2BXe=i@?%6zlS-__iYSCdP%9KW@S*OdcAP63lA$&iLY^uSM-67T+K9J$ zw6_$FjeryviBuP(NE1a18}cj~plmsht2sw&Hn%MH;H^qwPdc;f_O=U6jPT^R^gF#2 zOv5zNj7m?w5>2H*2(EBV-LyT=(`c9=X#}MQe1Kh@#x2KS4Af8_-KN(T^D!0GU(xTb z0>MxR)<6&QUqgdYx;_VbgW+JKtTxO&hauWnAYDan0Hx~l83?}qG*5Qm)-3S6%l@%zJ zbr_4WI+?PybkHfWv$`NjOShC7#q0Ng57NXGYoAbPM%M4pkgsIb0m>I z-sqk_6huW&K>QA5N;OthRwPfh@Myt`Qd7%f6jq0FWM~98-+^Xl@@8u?XD5nh$*m`c z)dh_*6_Qm*HqkjJw`7vmLQqx9R8wDmF!oA>=g)3zyy%sgS_`LB(|;!fIrb!itCC{%U3}6AW^4y zGXz(e92RhQg^N=qes^eDB2pqJaz4nx7&vx+K@?<13kR!&WdA!bRS!6|QlS$P7+_LC z7i82yLS`Bc5Y5ox9Y_}hadk$1bfRL>CWB-eRF{pC3{*RqG~+3D0c2T&@hJb!7;OiI z>o}pT^LMLjDzSBah?g3T_js`}dB?S>(6kAffQOrxT+&lB$+rLPE@}|2C>1( znDpZGO?7T3i#|Dpdv}y$@4B>ec-LgnveFul*J@c=YyVw23(6Ijd6;_LG;BdSfZ|n_ zKN?M6S-!f!h)-ZoE5n*q44a?XrsXD?m-&jb_@*bLmX1;0n3+qkW(UGCQQzb*1IYUhfsA<*@+Tu%?M^ZhIQF>n5jlS}>d0U~hUk-gd5z zx_#BxG>SSnXgix1pnjJ+TD&%ao2n`76)y2}v^Ar& zhpiA(+rx=vwOJc5UHijrJA`z*GKP9paJx5995WVR|IWCZ<0F4Pb$>$?o}84bWz|$6 z!nuE3tNX*MJCH&=H;yBMf@cIb)0(@vJD>OY&BQy-1f;wJ8fXh-dwwA~ZzQkvI!Z`b zzLyq7A6gmjTPiie&=9S=W`dFu`@hXA!2iio!DU&p+tf^@pb0Sh1uo6NJ6om2^0V>P z>Bf(VErZ23EQ&u|(Q_r4-N4Zw9nvFR(jQ$9NIbO@eZw}qGN{??cE+8+QnmN-l4g}o8!}Whys7-y zTkzpT>lc{4+20#!;cXPhJVhZIqNB8B5RE(G2cxeMz*`yIh2X)#mfVH-qZwQX=$t*d zKC6Yf!S@DxX>+Q;5)4A?;Y$zBj5L(>><71|NWVJMYa{zK|zDlh2!9LBjI@) zWAi~BI`rhp<3mR?#~Fg+&FGI)1cEa@7dYM{k6Vs;XW1zP<3?U*MK|wJ-V*O=1hxCN zcot{psO70VuI1VVGe*5-x7m%A6CJ9`Oj73s4|njT=kr^5&m`z^rqRMPqq|*`7+ccT zGnF)LJ=?VReILRXJhP!b>i?&{+}-`c<6Sl4o?pY>`Avui_Mq&i-_g%LHxxhtDs}A- z7MV<(?AjhQRJ=EsKS51HI`~0T(E*%?`+mU<;5d(}N!Y9hKjRIb7)Q3^BZLIZKx8m#&{cgYq0Y^q0}2L3Q~IN~@{Ur?g_Jno3pGr>j`6 zUfRl)>!Pn(<0hzn)FI zw(Z-vbL-yCySMM(q#^Lw|8h!Bf<;y3(o3VrRsYkWfYB6a;DHFH;>v;y4!99E z4iadfGZZ>wl!d=I<6wc)95^6Dxd=qiJNb~P&^rf#n2SObwTMwhFmmKkM+cE)<47j0 zqmoV7EEtVBF`1*IOhICk5l%VnWYkYf0rd+}L>;xHQb{!l)s<0IRaI74b>(GPU?ozP zS!tE&mRobBY5$jBdF|EMn|(7=*`N1Sq)X3Cs%2^0a3KcHe_fB}@2njNF2e%EMkjLL@Hs-~KETYK;A zHy=8_+{a&h^z}C%J`cSZA%etm$l$R8-h>l`Iq5V_G8*y}jgbOMC}A`k<>E_-&5-D8 zLI*ViqCyb4C=rY=YBLRhAAxkEjVGN1WRIytW6@0b?sz1#I`Nbgl}14sB~t$?H6@l$ z#UhoKTxR8^S73rQCYfcPb!J;>(q-40cEn(i1?AVPueUy=QH0GBJD`FLEtm_8H$5mJw9W(=AdGLrJ)kQL z8KY}{^36A5isK&CO-JUY8>5Wux{Hs0?}l_zM=BXvFE%m_nJY4`Lki@KMxT0?!k(^B&R4s-~ zgB->Pkul1qAH|_aMJ$S(HqJFeVXsgU_Y6iQ?z82hIs;ax!c_$CN_xQsU>)88D3n9R~VMT$$Ek@o}8X%C+Rr`Pb%wE z9bkqTK^;H=;oBeoej~m;`tgr|+)e{{pg#5yZBx%d0CW`4w5J8qX9RqtX#A(0t@%cP zlIo*v7BGx`oI`;N5L*i!2%s2cP=XG!n~E?(tz>m@8qP=s2q6~{zy&TB8$rlIjQ`P$ zX0VV~ibDqq8PbgyMvjIv6p%ueStA{4E=QcRi7V^z5mpmhnjqW2gfNFcZqq;L%Z- zlw@rHsL+Nw^r52}q#@UbNY6m05dJ6x0iXuaNF`K~l+;eEdh^joX|gs8K*AgpSOA(W z02j9EPe?ifI8>5Ql_1IpE7es*3T|XZw3Hko@+%b`v zL2}Uu9sF@-ylAQoZP_bG`MTx^kLb;w_(V!PsZd!_2Ts*7$w~+-ClznkrT;AMj*DHa z7(Bx$yt$C^FZaY}oakhyluZv$dD%r|f7HASZgJw6&+0J@) zv&E^y(GU=wNB9F3jlFE5LfTQCrN@%Gp)6$eh*ANBGHdSH2LpeFkG~1%l&HihF>Q%W z2>mt}&amn+$uSM1_J<&b>*Z2o%D5D=$Z;~fNG;X1%&T55tMA&Xjx2)9AXam9q#Mxb zp2Sx6c2lhaTN3OFCcD`wY_4?0Vpp`dMc?JsOna55$o8Th5(2~Pq9Y>Znn(?6 zibERVa3nGfFEq*PifQ0WbTlb$P6l??)v2{Y@r9j~3T9tgobz^ejaWNXvLp{_*Nsy^079Ao6Hs+>20`NS9h=M>uIQiSBZlzFMSCg z-Ric5FHGTztV--5i}0s2!VlYcd!rlyDHqgK3FlIh=AN3az5i%U>zltR=lRO6zU4$1 ze(9R$uV0$`RA1Y2UD?L!wlUZ39$KW#G0{;WGT$KA4{hTqt)cxO(L5$xWqgj<99H1b0^!CmN>&x5!{+Dh1 z<1bDI(MkX`P-7_g_Zpw)Q0oyXC+8aVXL42Z8`t3;??7DUCLlp3WILy2Fp>-8@E@*6 zE)~HLvNwAq;#5P|Y`B+uL5EaNMQzn~Of|K0?lN^%hY|q-Ze|8l&ewG~(JyAVMAWx# z)@OZ2Aw_Ga3U)>n`SpF^$7jDocf@lSd!hz$kpFjYWIXEE7}E0?jP_uGvQhkFcmo)Q zVkk-aw||?~f6g(6xlw=(wSd3Dd8^@uHnSZIAOJY9UDfg+K(S}vk@6lfu}co0J2@v z;0uDtAKt=DSA`DIMItekfDlR9ZNWvFOAsVAIOaMJjHI~g7$2T^SJC~!y`;21#LVE_dXDCmG| z89_L!bX8tfa~k-L&t(w5$1U9wQ!bQ`QFekT7<5UsbTHV0Q-z7kl#pSzkmF^8-SCj2 zNF)-;gXngO6mpS3h&rlxcCE-1SW-K8b`@8oUl4OwB#Dc;I2Y!}i@gXZE7=4sc~8Xn zF;XZ{$LLV9R+OL_nvnQajf zUE79Lz`{&UH4MG<4lN`f1W|h>XqNmKbncK;4k3?!Xf8F>4Q{zin<$q+(p4G+RA`1T zq=O9;2_@`hkr=rXYsFr2Mws^1c8IB%BFUKUBzKQletWVOZ<3h=Ck2RM1-^)x__>8K z(}mgSN6M(026~{j@r%Ftk{Uwm23gIiDv97wUt4kFk>4B~bARc1l9=3K>5h0wBDyh1ZuZ>uo z$4RLsn0vYR4xPHFOs8{^qp%85s-}9XD`A7H%Bn=tbxBgOe1jl=$wU-+FtanIA6r)s zGm^e)CgX=DkXc}CQ5<6W7;Iz(1(unC1)z1b88!<@LW{GMi=aBYvkSVdKZ~HKl6ipY zaA1S9hoYyvasOkRiztGMA_3_R%wP%iI*3-gqPLv*?nB%32&!ojR|16_!oiZ7Xrm_M@za7C9RbkzoOXy9)P)->$7%hpcMK@L|ZCG%N-8qzPe$$pdmgG zs1U-CKmza{D4L=PL8(JWoVHu2$*G+Em{bSpdb-&n4)MEZi?(U&ZC&LI5G%3hMX}F& zkq1J3c58jExSmuYiy^s~VS!iw)n~vOtZEo4=~5#PpYp`XiyHLdC5?z@70u22h9RfDY$ysO_;p3Td?@n2)m8kBr!e zo4OxPWjOK(gTXryV#`b+$gn_)5?zJ7+*zdag2H9Dq;y*#O{%ffTVEZkC3coyR?5A9 zi^GC@esS`pAVa>w2*fSx!^Kz!oEZR{p&D9jK7%s3mo@~b>>WeEH6btrO#I5CLBD^; z1y)eYwtUODe9Lo+zd*Z;{VTcWLp4}jDx+K*Atg3zAPk6lTL)mq9JoyR7{NdXkGQLk zZww#2rLoQ;r2m!(~_&2zuyf_$5u4>4%N))n6w-`Hi;^}VI%bp<1t8iz-lAOc* zX8#3e;s!38Xmw%*$MLcN3IW+ed8l#390tFZHV3FY2dHoWL-5d@F$Z%1%NBhAPMpgc zz0tSavvu0bYG}$0wZA>XD8Kw2BrTgi`?Mej8t!opn1c`mLBaWG484*#_^7ECjHw}F zfl&*uSQgX~F%4d6owMho@M3igp$&fwkw(fA=$wi}Q7p5Hic;NfFD#{p$+z?jCf)13 zlT2tJL(6R;zJRf^|D3YQ>XQ7t7F@{1t5MA7Bi9ba&=Bp)A%F^>d(k+X(H#BPxa`r~ zdY~!&M}?g#RP(?7JIv{EGf>%{0o7HVRcLs{f-r z=MYw#h?^akok&y3;KxlpZg_b_h72VYLM&F@&a1d2b*8H`Ov5$&)pHk5X+j3I>=tXi z*3FaF$kB`Z?8yNtC?E~M9468Wt;!E=*L?lTeht{%E!dl@zl{A*hixj9WTA`gQG3m; z?olF>Z3*mJ0wwST{u*V7n1bj)mYbS;ag3uHtfLa~ocFpbqvSv~GM6Om5j5!3PaW0J z@?OPq+ZZXB^Cd-Dveon4)nAbawzvnk7~E_TzTw*hJUqUf3`hU09Awbe%prfcLD%J@ z(3Um?72O#!F45V|#M{l?f9>5;9GXg7v*9f@A*I*|h{URqKk2>F3ryLdRR6|c%r>{% zOJ%v!XqiI3x6Ry15#->_0xp&W-g>O<$Kx4jz4 z9{%CN;}=%I1;%Y0_8C}QP$znhDPHQ_0vcNoC%_jL(IbZnu6*M-UcWld-CPjG(H({- zO`wQg(pYTXl49g>jp$#z2JYR`=(+~qQSzb z65*D=IqRui>&RDw+o|iVD%)%>Ex;bt)dz&$G+#$S;quJY@0slWb4S}1?2wMQb6h8ePNeQ-r>#Z?_QznP8x>N z9*ekplJ6Y}G~%-2g1_ z3YSP{^}SVtFM;4qon||T&gu;8YyPBduE-QW6}NLm+8eSXd&A3KjQytPU)0v^^A~FH z=RFWTBtJ(fQ0SEu^peEwsucp-U-+$5lT0Fh51K7s_%ty`BX)ii_+9X2$#&fG+8+OSQF zmND7Jjm|QD1PRjFNRlN-a^(0+rAl2bX}yFQ6Q(L!s#JZ#ne&q;o|k<7^tni=&_s(8 zB^s1e>7GG*oIZ^cHL4n_WUQ(oV}%RUsBXM^wMvGImH!@Pxy1SURcf3%AWjHaa6s-{ zx^?Z|#e3ihF#~!1{skOZ@Zh;m3K2$}Sn*=UjU7LR99i;Y%9Snqb>KmY70#VKe+KPY z$`~9H<`%e|T6N<>Ay&T*Obqtq5QqQPegeDoY`U@=D>z+XL5UIq_8mulT;Fni`HVf! zg--f(huy4SzfNvCx_9UV=3D+<{P%+85o*iDupzyN2qR83SMlOUk{w5e3~5q-$&@So z>yjzJnrgD?CY^Tb38ME_UvMMXXv__1ojuYMz zpn$$$dm=a9Uc{?K7-yuhMjLO$F-OWW+pM!De*XkANFhNRt+dm0M6xm8lDuq5CjF{S zFvDC^Z8sR5l+1ty*5D_(eVEe+o#%|vZae9!!!En+-g!qLFvlCOJbVu7CcTH)dk8*? zESfJG{*v(sKSB57&zb)G`$fQ*3MB9*0}o74!Alq<%E1Sll8~#lE~JXAv*K{d4YWKI zD~b@g7*VYf-AZxB5U_l5GSm(rhRRrP#Wh!5ccqa>A%6w-S1XD%O|Dsa)ip|F8&h`K z1DXX4H`Qc>(Mrk|SfC%}-c-k!T%t1*oixYoW}0x{0W&-}$t$QKJKKXuPx$1+D5L!{ zs#j2Z39awY{}f%czyc4%$rDL~B5Ej0FaOPyLki=#5X7xQ^-8J_xhSiL4D}$f;yO%B zL4Xujgppcj9W(4?l~-oDfWk;)T}~2OoT0SMS)Bo!@-mZo8(K1K*VuNs zcc3%I%x?QyrWwNRSYKfE;1n8E6+Hr@V5@FaHZ>nK%ED zW}6Q<7V{Ua6@9LscRl^KLMETAXck$QOt=!hWKK+PpWe>8b)wF$yY1Wr4{LS_!t>qr z!j@OQj{q&{qiO0z+fTLE-U!i^0RIkn;JG6OO5vl7x^$_ALEV%LthCw+)CmO_)s3(; zjv~WRQ)R1;#YJ8~MI2o(y|)lT?_U4~IKU)nj&m~eT(Lk$z}JwjfBZ{U&kz%|*1_&| zmQm4`zVwb}cne(9;a!@jRyC_N2WxVo2YS4=9y~cjUSsQ%pO{AyL7|OM(xYD6bn%O~ zDJpJ{BA6#WaWG2ZEqqDY8{ej4J~eP=VwwVrRk#qp_@N4MQQ3q2&VhsiAV4k#AeoII zCqTo5k%4DKV;U`Ezyk&=fk#qfWyXj(2<9qvfsvME>X@24K4wejSem!WL>)AdYmn1v zlbe`x!gj3#J?cRSJtWzlQ#>=ZtG!yN@+@+@PvB`Qsp98*-EG=F%BQf&=Vadm0FrgW2n;QE=47kwjege!_GQkBma`?kYo$zX~|34ONJeB-t+W@L$$H(KLAx!EPiMcNFB6$s>~Zh zXSo(KM8#8?qG;i$c!sU$L8BGR;#+-%BhlQ1X-ODqXe8qNKvgLT6~aJcmxaa?bDWjtdhk+-}-I&X_<+)W0y_g0dX5`F#RW6Q)hHHG-XmY^2G z5pJiy{#|Dyz4kS9v~ZFVIWU528z=@hxRba2q(3PPpqP*{Kyuq&-RwrGg{sw|54DPO zlepXw$M3l&c0(?o(w4XEWu&^|uH^(vV?q~tMmD~26NHdsL)Qh!F5~gZ9*svMBZkP8 z3G`xGQ~&{3Vrx-r@^pk3Wr8?T!0Xr=@(^6lt!9 z&1h|3yJeHk5xN6ILBdeGf~%3y0tC<b?=qqg9Ca{>A2$(K#MvBX0*RSsT^~^=N@NYV#z-sZb?wyynFx zfe+ll1)rXn+ZNV=>UwU$?REHw4Y5(#nYf~g^IY8kT@yQ{4uJ?+<4hhacULZD(q4Jq z_5Xf=mcQKZ@#w^*X_LUBuyb*kW42c*c!gXE`hT#7+rB9maqJ$B~?Jb1ylI2S5Db z_xt z%Sl+%a6h2@r|E5dVGJ8gQW59y*o!S}rtGa^v`;qM!@WSj0g(}gJo+w`sTI5voy1eV z2W&LsJHD4oJ_w|oN?Vr3lM)BCi|Lz;>Pw7G1D$XB0s%OOH37e@krRY)21uHufB%CI z*J?G_qN+_A6dVGxlhC?yJy+5=D&oJV(6grq1P~CJn!B#$ zi=#oaz$=_F37kN2t3WJt84pAf4HOLM`wQS>jm5*X$q^20Q8J|iKRKZj0eiu);gi?W z7a9b;&fAy!$U*qqE$pE`NC`qA6uY%rF4#+=B;>dfYr;SXIgv>b+~AASnZh(OLodX{ zmGXcn*h1tBJO<1}T>(QK5yQdQ3p6YY<~uS}Y#qzOK2BqkH8Jx(7SBexfk!p#?K*xYVPY`-`}=a^KQ=L=?%Nomw3PK!CpBMqbgz zm9fHeG|4m)$8qeoE7V-Ic6N3eMzR@0;|GfH1v%&iJD()%i6 zY!o1hN~!doA#^CT69eaJM)s*QVH1RgaYPUZ8M?s6KdVH{sms_@&$e96)(kfvc+GNL z&sf1t*r-p$$jkdwuh(!Lvs?gm2|oY}PQv`RER(@}N=|_sNMO{#9em8Nk_qW7s3AhA zB9b_&oG7oDBCKqR?<7L6kVgI!1VON?&pd%4h(goBK$=9$wEt|;`GisS^Z?d$&u@cI z*o@II)XgW+&k3rP9vw3NJUn{LHz{KX11n7B@w~*mh&-%1Ov0_EjK5K0l$yXWhFlQJ zq{`yj&<@>9H$b+hP^&uws{tH!(;GR>7um}ifj%}( zj8ROCIa&Y**oOcuHB);hcqvZwa~>vTKgJBRS*tMKg39Scn6P6QwW5#>T|1`mP=|2? zX>=}X+yh5MQ3Ale6&cOH*sd3KmOHJ}S4}xMjni(MQ~89|8gbRx$W@f#zy@MV$RLKk z+Q|hN)D`T8;bafZbB`FbL&OZo26I#i8#DQf&`He+i2t+HOC`b%>C!8{b)R*UZ z);#>hUu;YV4X8599vf!6jf1v#n*e~S9(R+ z2%OPb^)?`=ffSh6l${MLF-IgRS;mkJ+tk&QovD$+z6DT0i5N~q%`%H9SWBuy#SFd9 zTUaUOLFkOmh?Uq?DnuewqHe{Mj13h~g~q1H$dFwCzAB7$9Ya2il@*oQv|YJ(jZ>F} z*~L=ZRb-i)U5wqx%L{@x=39VWI0$p_n$H3oi2tCv^kY=^!-(aC(gtUE0x+Y|1P+_5*^?>FxMf{!%ZwVZQ6G@q z*`;0D1vmJt0eOYn)}_9dp~N^#nbn_3~S-Y_QhG)kc}3Tw>6kIs4Kr^)f2L5)MzN&!yP!$GZcnxTni(R zuNy?6uucx)8?4P-&Gm}raxM~O!tV?@2mgpd07_Mye1ZgoH2>w_8aAvMt=}Bh0Fpp$ zzhU^)fw$dX8)g<7-r2LYAmOzPA+`(5TEi_7*cXD};{*w+N?L>siAIGmX)QgdJw^$| zQtD(7ij@ki_14VwitMB!HyBY5%}UXA9Kn+dG=+@cwGlZ6;yQMg)!gAcrd|B?VK=s8 z#Q;*71YpbHpSwNcU-e6G{Mjvm!J$-CfJEA)jo{_PhzQG}t<&O0xl*v3O1;_Es1O5T zONuo9)?MPrDeP%V80sVG|USlmJECC z*}n)&0Z6r?HBNkCu*8hu*|MR=gj8yU31k1ARG0%Q0ce4qi-M-- z1Aym+PUw0L=zG3Rd-mO4w%K-G=ernSLbm8&c1JB)gT8I8M}}nOjGoXNJ*WLc4bHXg zu|F^VV(xVqG5$_6HsLcEQ9TG}R&HhVT@55g5}(c$fQIM;kmzSY1$@ru8I^&h-sjm} zYNqbzAO2_8kmwLVg?p~*tDfh34uP(o=Z2OGcqZzj9_y?2-Hra=SSco9-p$wOBQMgD z1!mS}UDRhySj5f23trp|KC{P#SW5q`)FR3oxSEg+jRSD@R;U0|CA8^`6@+sxKx2t1 zb=K$rqT?h%1ou5bJv3N6#B031E$94~QM%?$uF!-!3Yd17?8M3uMWUxz zyAXAQG4{~M4g^Rjz*fdSx}faKkjDl@>tu;%c|K@)CTkh?>=-Qo&~9qleQMc_YCkrn zcP8qg&TQH?YPwi$0VnJJo(lk98Did_^v0>cKn=DAWQzV%2WR5JbzWz_YlUsjgyZX% z@Ifx_;=ra_>5d8!erzV>7$yJoikY@q@c;I2x)^9jJ8IP6Z_d8$9#`udhcCkDZEXVTxezk!6M$~e zh6TlN;%3kWoz|yZ$PgECqQFqTIW`U*Wwl!DCLu#&O)ce7Q>);EmOou7#Zysf>_2&2y13XV-rTAEL4dy>r z4P`GmRY#IfC+I|1baww;O-HwOA%}F-RwGJ3=!D+vqTXyOw~IqZa8N%PXRmR(i|{~~ z3uospktvsaDqPQ-ULCAn=(JWghi+Zx=81~)IUnT+;oLhykcmgwr8`5|GHe)?EK!r^wFj{`JSkloGacJ16!BVP))F z-^XM4h?jX;W}t#LYq=G#s-*}Dhc&R=k9bagwo`bG0>!G%EyI6a+uWgnIWI?7& z_>%D77L4p0^NjzP_a|N0VRYDAYq;nH@m%*{Pv(jdlk>#>RuEP3f*(}^WZ_rrD?c;K z1t%k{&l#|1T}B`KM?Ylb{F)ID(=M~To{UI-V{ht21PxmLW zdDHj6-z|XYlQ(oI^PT_4rseR3GyK06#OH31qxWX4w3HDh{_QS!7Z2}+zl-uleRc+j z0|EyUENJi`!h{MJGHmGZA;gFhCsM3v@gl~I8aHz6_|O3eATmahENSv&Ngz5>NElea zBg~jGXVU*X_~c1VnKyGvEEGcH6Jj_WhA5PCr^5vc)?jPebQ;vC)1pzWYBid(tXiEV z`{niPS6X7nl8q%+7233)*0TNN$*I`Za9TAVs3AZM(+G zmI67)?(N$((%%k)`}Vo9sBwlxkA7xYV1WQ_+MG&_dX?(dt;x271*=OJ+3>W`j!&zq z?b^3;=h97-sIFeUiUG$NTp01;L5c%67IUWXWRwkZSsh3aU;t+b806Uj1_&n*aSvV; zp@jbxT6iIb8EOa}NlDwLdw2T%yxiWV`*&}cO+2ay0cXd_iL)=hO? zc3N%MRd?TkCmt=a#G*=hXradzTi}aXH}0`{n*_vLJmo!S>&m;q+3qLRacbmO-W^6WZ0+IWPNq%Wn=*!W*KIh72v1> zXhJAwhP(#4rlY?KJ1nuq!UmEIEwqrVvdudCEVLu}c>r(5T07IAB^KJ+wl4a5P`3Xu zokpVo=_BB$=h*I-z(x}_d_^aq(BiU>H!B7xMp z<`W1O#3qK_+9~n16_cDerlp+6yJAQ|`;(8GB5*Zz+vQ`!G$yZ)>W z(^k8B+oI8VdQLOW)H1`&K~z8i(fR$iy6du=DdB|!9dujjDZaR=@;xs3Ao(JO7?+K~ zil1bD3^*p$3GHMziEsyMKJDqNzy3ua>F_%I%Em78pX`gRyXknlhW|_u^B>dy7*Zo` zOsZ0s!c@=BvOG{VNmPqtT=Y<-n8;BtOMQvlW4^S9$>;?VAaH?2P{vbJOi~*cvi& zYk)p#~G*6)Mgeo8BB&Dpd(BR z48TF?q!TxVrA>2Ew4$vEr#PKOPCQyPMWf51I#(l_kJj;>1p)t_0E$P??<9~ch|4D; zr3A(4ok0)QbL5r?3Q&Uy2$NhafC8{-6JF_RqOUP(g&x|`r84z57|p2sWY^TGG6bm{ zA?Zf&$WD`5Y?nRFdRFu_a6SCgS6`%< z%<4Tcr`iK3PVoYXG5oZu5go`)II2Rf#&NN>z3oPx3e}C`Hn5Ln&2M#LCNO3sxC9BF zjp*qWO_g=C&C{o6q31Zov^7f4?90IZ1GPcWN|Oo^stNxU5?ee0wnVn;Eqc@I5Zz{U z1c_B|M~#~r`Fccmk}au3GNX;lX4a(&oEK*i2_Hr7Cvx|xWF;TTmnkyX4SL98exg~m zh7i{@fU@d?Fbv-fyOO=)bT9qN$zh7pmoyrFNU$ngH`?wdGl2+X0uSe0PlSq?4jE$9k? zWCVwO7M0sL=u%>tCt8Nl31PeEiJTWAVJ2%!ml*$G0k0XyXZR8$)#@rai@~N@9I~B5 zcmOnYku%|qh?9l$=ta}I))p!Bp`DfJR@%CZjrJXIBR!BVSH!O<4NDSb{3)T?7)sM6 zgMr@+S1yq{)ErD0_yj=BgSdLq3z;=&yxr?@lY1s05kan-C4%>sn}xrY(VJAWEfqVY z(E{*Fj5UoOPTz&i(GKVnmF5Og+cd#%^=SYIP%XSJ=-poqWuMzE@ri#V0_aY63wE7n zil^`0H1R5A>;X%UKXaBTU*a&ZQrFyI z`ML|vHR+%ufBOjxp9r`eE%l_+o!mn&db*EZchxOjCLm|JLWf<5Uq75i4X8SiW=!L? z*y~<)VRK-DFx<{;&VBXH=kV!`uKMR^to4(f zV?;*&HpgKEbEgyIWEf4eeqyB}0)mzUN=eMcSq7OJ<`rM6soMJu1qQ;} z|DjL^mY@+i zu?i$H7(ls4@v$Fk*-8+qND)$490K4FR-qjRRs%eM2<#yr_MspC;U7+6mEB>nWZ_lS zA+WK`;31+w{M|ux-?AxS_(|7HMc(fj(+255wG~{=2|@+l8Svl{+wBSvHcFtx9U-Qo z+vMR00HQ0tq6mzDAS#+F0*e13Zp1ByUJ=q;d6``9sT{u%82XjrTT$EasiAuuA7&^V zEk<2wG}fG?U@cA~?G(V>!6G*Hp)67%HR4GwW&|o8gd;Mf40HeyGHWN&<OTHS>JDi~x}3WWbc&cRn6rB@OpSC(Z#D5XIXq(L5}SVARekmQ5_r9=!RV~tM9 z2|yhH6YhQJ&!LH1i=!vH2K(Lzg z(PxWtsA?``cb?^2%4SE_=!fd(eo6?B!i1IuXpjbg7_g&}HegNWi)2KSoT*>Uxksw? zWbb?%{AC$VjOT;A!~oh!Wpb!@qDG90sizXeXG-KNp6M(ifC41I)KO}!*=VLNC5*c2 zm#!vdYAXL&8YPbAXoc))-fU?~Vi`)|z$7M8B@SF*LZBulsvtC}ojGbjY~Xc=jK?pzqKmtEuB45)?!Q^ zqQL*ier>mw>;_1{$r8gOlta1hT}X;#BW9{)Ze)AT>g>5K&(?%o3gBz_?CcQ(mJ#h3 zkjfZ(T4RKo1tqMUMG59Tt^4r?cpZxD?WRvc)YeY!wRA1mUapCjEK7uI1)wdP$(`00x(KZY$<-7BJP4N@0Nz;VlLQ>Gp=j>I4FJFb_{e9%jG<2eA+jF%b_j3Yfsy3dH+TM8O#30l-1gl8QmWU|#lO#sWyh?UHXtv?m((Y!o-K8)w81 z7qJ}Au?8G5{VeetJF$i2aMglF04<^k9{|9%TwjcVAv*vh1h8pIAc7emCQZ#^E=0si z8cr~b z@^b<#12!mX6`$fpu0iO^?ZVb3=dRD8vN7|-CxqAD#P77 zTUcD`Pzf;{(c-`fP|Y`EjR6F}75ha78M4w8OfqV3)DlHwt#Qokvn$^-MsI{X&vOyi zbCsoYMpr~DE2X7E2<*u~q`LwXpLco^(N|X(L7yM-i<90Kph+vjYSGz&`XCP>ufq1Txh|rw;Wr z-g*s1BX#`dp#=;zJvZ}dn)R?K^+urLIHt5h1-BLreM zHfpD~Vn=pqTTEHo#7LuHZt4nMlZyc0^n}Wx@Yiwg7 zSE*@ce_UY;b8UHzXcu>90=IArH*r%pu^e|nP;?5_HlN<`0dO}sPB#!~H)-dg30yaO zXE%BaC54(;^EJ0Ye2!P^S@Y#{9u13FzxPAtVFa-Ebw>bOGeiPF001HR1PLAh{s1fh z0002C1f~LqK>-3_1{f{~4KN7;VF?2g4-z8~0ud1o9T5zC5&{_$0}T`y6ciK`6d4;7 z6af`C0v9I(7!?y36@eKdTN)l%9Ro%nAetvUL?{8NDnA}8N-QfYFfIp)EKE2ZkKj$T+MD-v~M}=a60>OQ7Ut%IdiuAb3Y?=sN!@wc6N4ndwBkP zKq`EX;(R{*d`&8SrZjziG<~^$eN~x(UbcZdD}uZgVa zRfKX+g_EL%Mg53YXo+&^*MgEIOGK{-DjGmj1a!Zk|VUm)4l9M@hh<&;bP zlvV$fOnjALmX(!4n5ul3d*PU5OPQCSnp#7fw8fl#=A2OdoL&E%QBs|ho}GJ3qpszn zS5%~u<)mqorLg~{Ra>T#ps1CosHjt^tX-+8VyTkkseJvZWNWLEd#jZGt6Jr(U!1Xj z)3KIXv#5Bplf1L0<+Er1vtPrtfT*^ziMW$wxuxa1Z1cN){<~`byJTy;rI@{vc)_K? z!NKIgbN|9@|HE^q#E|2~dx*%S)$!4o+S0%O(|*s? ziQ?3gr`4m~*38$}liAm=@7KJv*`e9l*xuQk;M=4B+l0N`p#R^C#NnOL<(vQIlmF$>X z2pmYTpuvL(6DnNDu%W|;5F<*QNU@^Dix@L%+{m$`$B!UGiX2I@q{)*gQ>t9avZc$H zFk{M`NwcQSn>cgo+{v@2&!0ep3LQ$csL`WHlPX=xw5ijlP@_tnO0}xht5~yY-O9DA z*RNp1iXBU~tl6_@)2dy|wyoQ@aO29IOSi7wyLj{J-OIPH-@kwZ3m#0ku;Igq6DwZK zxUu7#2M{_?7@6dPg_j>|-pskP=g(soTs|;)U;_pS7>pj6xirDd3?jP*nYlp&*r0Rk z-p#wW@0$xCFffo>py=TYAT&^r`ZnqVm5qy5AwvZM<|Tu}M!@~I_wV4ti~k=#5CSE0 zk`%CRg`U9;bKEvGhya08IBpFX!i5y} z=;Mz-28on~l3*wh1nfz&A$%Z|Xihk47@6Dyv4q13j0=Du19X!)hrnc_H2`Lev88q# zi~=2iz=Fx0_X`5Iu{VwaxT&cc1VmhDCYg3FU>l#%2`T8HgcfQjL_|u7WP2Qf00eyL z6_;FndDLI02lfa*cO;RX;) z@ymbXsPJKb_i=**1R}Khq$CGGus|g?hVu&yk{&AUwA5BhUZUkC>7F*>)X*QSl|k@8 zsquZezyl(L6OIK7e4q_CD?;$-I3Sp4PK_a|@PG#Y+30DsveFt{qY%V$;*;Dg&Jqyq{Am|Pvd?S>MY_y52qG*#g?-#u%7EExr>^?ytYg*oqMyEJ zPApAJso!lx7)$RG06L(KHf8kQp9+>&=_=u>YKmn9>@{8(S_o#^OLdi`t5A>(T{tHlnjfT+* zZXizungSE^80R+i)p^aE@;z`=OkZ79ri)J+A7r!9hvi!AyXpu>MC`_RW zS11w-@j^Wdh(HATrny^v=wi{jOmoB)3lTk_Z$9$`mHz;QJg)r$YY-S*;a2qv3@J_> z3@p#Aevupyaf1U{!@bu5603Y5ZlC%4llDE3)jfTHoCDPwt|lu?nJS0 z(9DJqXw~5=BN`m!M>X&9A&A034quswkZO299k>CD zEvzk|RYz17drrg&Zd4*@()$lA=sA!G6zCT)gupMH^#JVIl5wdr*psI4fGNN&9Id$F zfBuy*eA@J;I5kuaRDc6DMdmp3J5Hd=co_%O;HVCO&YuL*oEPn>0U*FZ4Pry5H1x}9!`G&zl{T<3aEaUqb3bj_S{XusmAFwz3}r|k)c=+?0;UPAZg?sBVO+(`%`5tN`rA`*cH5n$#v^f|+J$18~BnwJb{m_lr4LWfug zr3UU5h>7UX+xpr!eYbf46||rQq1V+ipZ$e@Dt$|M$34GM}2VlevN_r)+qTjD-IVE&GQ3<9=s zj`?fg=1!No3l2miCUJ>K1R@bcFfl=7_yG(%aU zo&>2)EeIl$Nj zYvzzo2MJ(fnTD?+y5nZL1udclXu(OP)4{M2(5?i0uD_w;WAKi{p*JK8sk6@ z`d`Ad@d5{U*~qT9d6!EDEi~BW5hemFC7>UHlltV{{x+axo(4e}`ZB17iK2ZH3l~r1 z=R&tjo*lCGv}aZ{9~gsq)g0oa7r4jIenTK+0rf;w0tc{RIVA?(Z*IeU>xGte*Qo%6 zhtmYULCG~n(C&7)fKCLM&%EY0&-u=WuJW2iV%!DnUoCumz#;GN$bl?~OYoiG*Tn&( zRio;`UmfcihBB-RJqB49*SqC5JK2SAk&1)9Eh31n@|Vy2<|`iu0y@5Be_MC|F1YTf zukq4Jp6^o-KEr4b2>-=e5rHXWm+*yuxxsf|=r^Px5P|@L%4?$QfpobhlIMu=rH_{6 zE8+hD7=QvefCC6!(Z_#{g*E!MV^olA^k!p9w_nR8XOZvf zCJ5`-ezTSaHHT+60eL`Cb{;`_2uKzhKm-IhgESa`L~wvFs94EjY&GV9*tcmS*JIPA zcb)JGMz{*Aa0-cV0<&d)l#qm^_JIYbdnBlLSEgEt)^j?cf*;|6IrtSZSc76nfH(Ms zjJ0v_7GS2wY4nD7c^3$?Knq4_fwVvgCs2E@a0*cPfrjU5;1+A{CxSpALpH&MWT%B3 z;e}?X6=67rj{o?7Ww?lhRdhR+Y;eG4%;ttzH52*w6Sg=K`zMT45r$CEj_&x5 z@c51Z2n9BXgX&0EF*JIlcZ`_$gUfhco2X!cP>s{L3dKMRa#)Z_sEQ!?a#WabX^;va zcnOt&XfZKyJ%NiQp@{eB6zmv}AQ_TM;EqZVj2$^w)YoRohK$S>gy#ih&o~PNiG<2f zlSfF6-v1YctGJEa_=;yB3ztA@r+@}+ml6?oh%CX85P^s%2@^3Gl293yP+*cxnN#9| zW|+v5E%}eiWn6Fo2!W80(^w43kdWAzlTp}^e)eq$=YDrkc&9)KD427*n2~k45=zMs zll;sARC!vcIagKxO5`GDoAo+hJDVV2ePlZ`yh{UxDd=UcEq<6M@g5aX%NYIoh^}?(;1c4sh@6iE)dv& zhv}Vd_-0<2Z=gVs7WfJ_d7ccZo*agmQ?{8xNeM-X67}h2cS(-3rx5oEpeVtg{TY&F zcpIZ}evVFnV{%)r<<3Z_;>^k*Sb7nwDz0e(d*t zQ5cuN_nAMjq&A_8zs7S|x}VZnqVEW$?I@+hVh;Tfs2d5p^QsG(Mbp;)Fmijz92o@%Oidl!_TKnZBT2<9-KD-oiJ=B!(2 zFjFO`vpN!~31`}>s_n?9H%K7;P$bZCrPq2kwQ6iRCSti7qjRSP3F?WmkelW?sg%l- z?5TL}nXK>$Uq@<`Karn45oY~bt|H-=+j_9W1qIytt*y`x+z_aoKpX_SHnqxe>3W#! z>XOHnpdB`*<@uo4xRArzqq+x?sc@la;2aE)mm>kHI8mxZVNK9Fu^jP~2>*+)-I}md zi7O4;54+M2u0*q`lPZ{|V|=h|{ph9sHKWgnn>YEOlRC17=cC{zYk_dG`Z|{b!LlGR zv*cKRL;-oZ=Cwj=5jK0XXj=uViX{Ee0uJy2{lE)qRJI*+8>5GM1=^)t>8_3njUIcW zkb0IQ8=SB9iusydmjh-INw*nswrPvAJIl5-1GjQZxo8s{`e*48xt-&d)qpd5rX#ZNNu{(2mK)dkS zYt-7ZV9OJ`n}QuG5L^qr3_-lcd%WNJ0F@A^4lA+p8@&tIork$>*PDzy#$O2v2w+K` zkja~7nvFZTmVY*!q-KP2=@9W-5!Q;NMlrDPo22~<5%gQXI4h;1;Q&)$rR4g-hEkYW z*?t53fCQGHd;kc(`l}2atPU)pJvnnHdkU|htYMcB7c3DRTodgZtvSiukx8Dkr~ z7W}^MTNJ%}5R*&A1<}M#j9|tUj6tl&hC+#0oN%$Ws5Rz{U;oJmdJu5R|WQ3vN6S#;2kVal|eG$}|DW{0g~x%*TDam}CIRf^03R0$^F0a3F@gG3<;8 z+{p4OnPrTY6KSvass|@a!N!@P2m!p4x4zR_6m($93NggcOTXb6&C)#0(fpr*+{zRJ zcf40+Z@>qJyv3>KuA%nDoe-~&Y@?LP%RTC&g_{OMnjLi~aKS+CwM_Yy49L@>)m5rI3Ws1&~xz1WAWqJ?@pdiK= zx)J_N5Jg<1F)POi0mt^d!~i|eENz=mjL_9`l?#2Cvj67Lunf^*ddp)UO< zy<}RJk2#IMX_<$2uV*l(n*636k;e$3&nl6@TZqgW(PF2(1XA77R80_8ebo@c!c|ti zHEqaV?T_LdYBM~L6b-32nbuS5hr1^S11X2MPzm%5(&?+0NlkwyJ<6f|5FtIQQQg-9 z?V5ot*yOQsGd;sy-G2QDZ(+J%GhD;e2(mX>nHWfIujYQ3>e0s8vLAYXbe$4*&D5Wr z5v6^nr;XYP8lL~j+COq>ul>!kjfwE)sDQv=JO3T2x*Uo>U2qz3(|wV1Uc*iq=&nr0E#rM>nYv1=R-S(*8Kmxim-QE8^(=nXWfUwa8e&9M9q3ZXecQDil zNekgu*BUMm$Nj1Dt(?oKIFCS;UGRJ(mQL{3kXvtbF#LTa+bOX42|ar z$sx<5FMe>Ad$jmj-&*m_TcuC*a3eZH}=5B7A`F-Sry>V71XmY^h zvfSh_9OY6@;ExT8Wqg5yJB3h|29dz!ng6WWF5zpjfaZ4{vt&-(IbM})?&g**zTgkLDK11jOU>)>Zupj2n-2{1R1kbv7r`0TEm>S;;de(27=fD4F@2xsyV z=qA@MG49XG>nK6+2Vvp7SnlTD=IEa8J@NqTE(hN1?nsMl%KpXWJDE3%!+MD2tG@52 zVC}bX@@tas%3$wj ziSKGX?HhInd%z6VPKuSFwV_<6GM^F#uM*$h5?tHuIcW1YU*xN-={heS`PkJVX6&K< z&|tk_x4d_gSq#M>ibpT2>Kn+6`}JSy!57YKWh_b2}fxFG8-5g80m5Y4?2f$#D` zF}ba8af-kAjqmv10r~oM*u8i0$G*@f&i0sZ>YHE2ogab|8VGp*^t2H55grm}&JYS8 z5`z!gLqVztkASoP^|f#N;Q#S%d2ZN0-;yXU?{FBbz^ag)zl~AG^iFT`v;gqUKi}dW z?j#ZWC6W38JA28!h{XE_i{It|!G{cy4Gat(M3_+FLWT_;K7<%i;zWuSEndW!QR7CA z9X);o8B*j(k_I0Dc_T+o$}xOYzJ&Q^%*-)bw2Xn1lMf(3kRSzG^-AcfRmGIi3QANd zD5gv=J&hD8P#`^3_fYbc_0}y)A{LaS7^?=w8nMKJO;{G~NVRLxmNn~E?p(Tc?cOD+ zVac1Eef|Cg{8u1ByoC)PMx0pjV#bZ}E_kpPCLEVAW75RjmuF8%sffN(s!SPZr9@9P zb$ThP)Tvgp`r3M{lK+UrIAUFdJ9e!(-Hsie^GPmrku z83e2Th&1vrDgQT$#hfKUI&ixI8EiDI0?(whQn0r4GE)r&3DZ(fKLs_^;2?->O+Cyz z?@je6lkum|NLxiTJ4@R!HPxaL#Lq#9;SaW3XhEY;!yerzH;|yrj!Fp+m6TXfpM@5o z57N+7Q=a(X)VgT5<+fXIDI%2$%X&g}r8iWCkyW35D#p$`aio>cTO-NUPfB>ziYpPC zG!#LQj7@UU>zM6sIO7%q_*;d|oVHpHH`@%`P8X)QVv8$9QCygIstVO}Z-VnV&LHW8 z##wujRZkt|UCmEGr@nN|bJh-p-EoyN8}gXT)bO%x}SO2V7!pY3IFn-z!=mf)rm$si%}27cV6j zZ_&;Z>S3Yl6S83h>SCxxI~TOqdC)@LV?yB z#4SXp6Zo$DGeQUxJ52PYlUhW4BWn4^P<-v9@r~d-~tg5=$>JmSQou1go4O{BBWHekv?{@idV$q?Xb0k z-5Ju6j}%kJ#svvLjFEq-s^R1~V+jJ1EmjEJ(;HhRh+8bmr8>UFxfdzdS>SVXGoqL;BYOg zkr9({`kMeflcUV3jC$2uO(HzeP5$6QW{6;buH%1 zC0nG3Qp15Xq!=P8Q>8jpxdiV6{Zq-vsNzp^VMeBqu*3ihNH&`$g(x^}87_7jvm(-_ zU&kqAayFWvq?RPERJE8>pDKu`;?=Kz?Z}BfaLJd9%#zHM9DAPkH9g(PUH=I*TU55W zRtVZLK!>>~UdnP;$7GZ{M|BG>g$meh>Ghr1>MLngyIP1uKx$Zf$-2b&QX10at6=Sf zEOf|5`S8$(Ji3oUDeDWF`Bb8J;aPCb(ow@4z&7ZdD_xk&T1)xOnIR<)UrS0|?y8nl zWPmL)DG7;w#t^10aVA(fxklddux!A+6(XWBT$xqkxOM?8Voo<*6p()n zvr+!e#j`(a%y0ngU=kTvwl~Icj%BM|8uu8l5C8%d2uqoDSrTitMgOm2HJpl5Xzmp$ zBOCRgl89}Vn5{l_+XfW_TFzGVZgnk8mmxA^A1}tnI!3dOCz0ARx4E7WIKxUWIkMS~ z5vE_&aBd%4l-@=;#GWWIPm6fjVX3$<(LIQmU2JH$YI!lRtjLSqoSZYK+0yG;GlM6+ z=`KEijK!0!C5h)%_T)JgpxCofY6Pp_!dIJtKIJWNK?g!>Ho1<$n?qVWl3Z`+oXJ_I z%@{B@2XOj2A2`FMmF<&E8{64kY|;V-+p(;!tGv`+2|!ED$yAJWJ~n0b4=*v|XapKx zvIgg{9BrsuuWrE7UH5+(J;8S~q}R_54zic6>`1T~-~Xnc1OHBRg9__GwiL#8ZSlqYMRxoDVP^>!i^c`A*pa&*>fDzw~I?iDT=QEM+3z3vgQ&Bw#? z_84azJE0#7(+O{vzWZIafEWDgWq&a^Z&f7*2Yj6?Z2#f(ioFwLFO8}_Y0Yb%0ud7j zI$P7-O68JX*CS8T=Z_=$}?&_3@|zy$<9O*_B`v=o)H zGd=(-pE#^hYY8ReBv~N4ni`GCgSe(Zglo7w6C*BIhy@$q7X#G4<|7HDn+WPNo&7rw zVT+UpsRIaPy<}U!9_&6*h&>$?LQ1i!uFEhBe5u9Bz*fmKS@1Tcc)#hPo>TAy5=_2^ z@~Qv(2pLQw8ng%)d`I)EL#8^TLD1OHL*!8X(|APm1Wl*24J5tuVCgG0O| zJSK>_xm3s@%~1xE0l^))gi~MyaInJqbEwObv9VymlAx$UqdOTiy5;ya5P2?+4*E6yf>OD3Tg*xFOD4UP^ z@S)RSgmSosTMRnlT0Z|v6lJuC091@kw21IQMujj#gAhieQo4aLJqGy2X*>vIn*?X< z!ETI3fJ8{_FuXBZm$1slV{)O*ctcU}!~e1QjH7TD(hx@*|RE|jWwSH8HnWRa9 zd_$ewNuKn{gA~fSWDKILim-zOQ9w$T+O`esz|i=xJ%cz#*adU6$~nRX5CAHMXhe}P z%exT6wGzbT1loiYlw8V~>Bn#-HO9nUrn`}$Bgv+1&%+quXm7*{?$grK9xi&$j zzH~gW0nCil$Z<48bvVbvZW2jsu{B91M}=j2+LUN$I@K1!YhmG)?Y=P`q$0J1olW6VEo; z#tlr*9kR_Hde3r<&nqM@5U5YaL{N!{3&*(6xlob=IDobQP+UXF>1$4z49?F~&<52} zo=k-YjnE&Ri&JDs3w_AKl1&c$#=sQJ(?Enx(9Mq&QAUt}5^adBWPlZQi~Xbv7qv`9 zLCyo9OkjgY26?d`z!~f7sg&k$n9+gWVh0~9KFoXlopRmT=%PJ=1wo4eBcj?fT z@gc(8O>}%9&Ets1oW~i3#4%-z;ee9)Ptu?TsEo?@tinNEJ7RFC`y-?qMNvxiN=vPavOvA8ybc3Z4x7uSO7`g8J~GfxTDtqOP^l_xxh7@t3A|XeL%1c+v_A-vxQuTm{4oQ zy*Jc@{8%ROP%@R3g(j0*vzt6{^@h8R*tT1XyTa6t_*?ztSbQ|m)YXWL)u6?&QmbR! z##PxhecZ_9-T#D`TnY==%cb1$+%{1N+E;9^`G6Hrm`ZgR-4HEZxj5H@SY2L3jzbC4 z{;S=N;MxQcS+-Ez*+W^CRn|3S*>0SLX6;>mol^>%$Vd=gwvEkH<=j;bjmKg&P#{d_ zCEae)JSzPci!$7t`CgABy^jsE0^TwO<~5T|LzH#d2$tZK<;mS$-`;KCyL`h*$dBPg zRj}gGrc6@&O`uH}-RFf;hJppA)jzR_+Pi?=kkC?HMBI6NTHlyq$n@HX;Fs?0F$kXE zAdX-QzTn7(Ge2pK3IxIqMz{~ARzE~oSn)8UHI2IUhAY0?arFwm{TFk%VUA*8j(Xwe zi{alGVE_FL<1Q3EAO7Jpm<1t*<4%y{9!=kwEn*=3*E2w3s+h=X#a!f>-wb=(ri|j+ zbgxwqT`X2wUeQ~1Qxq;noii2*dE8zUtzowr<3uomQO4z47Hfvp=vq?uH>Le<6PzqNT#=o>SRv%0EK~+hKmKFbDqhDswLP0+{N1@KtYup^H(UnbN$!nbmK#a# zVv!IUtxa4CF&JW|-KAp89X7U4j#*}&U}q*}Xy(q~sXc3@R%@o*f(2omBxG(@Qdpq` zE3V}%&L01A#fujWKy;>v9EQ6~P6#xOh~aQo2I0(F+ToCXwojIYlh$Vm=4U(h=hFn} zI1}i%lnNhN&4@J0`ZZdNG}=T~6WJ1f5q89e#=y#=_ZcN)->L30|iW=PDjyUGv=<6mb5RCreJ;3U$R_w)Q>}6K$uJ-DFZC|Pg1h_2g zu5)GMZA$y)Gb&z%DinusUgW&xWtZG#;-qSi2yBe7Qp2v)E3v-4I|0OQ?Al&zWj<-h zj_m(uJz~s#OXFqYCNAEXEkqsyx67e~O$cq#o@-)gJEjI~MziR&+-r|;?UF^w>IEc? z#$lmJZM>T8#I|kQ#%(8j=G}JI6Ui0d=E<``WvrnGr=&wzcmL8hftN!9F7Her*QGYX=MO@gDE;)@}5TQ{h?f)}T(-*kjw1)|;O1 zr-;Q^QBobE1y3jk<`!3CSO)sUi}8VEMBPFL2Z_}tU;wjmjG}QJcM{uBaKLJS2$%37 zH}8J7aGJEL4vz$G?1bRPT=9}`ifqbNyORl0c^FDG@jsQL0W1i%sK){bxhVqG|<39w%TcBdlR&jJB zh7~Snk;p_3l4`(C^N#rO#7&>;UJN$&jt4Og18j4Y67o2=?Fz4R2%XRj*Mkk`b0h_hPY3nJ z7WGlzP83OmoHbrK?(=J2b+jh#4P_&0f@NALM_cddS!DzO4`Awx1zy)=xVll2P7neu zkr@W_zY6bOu=jh%_k7oPe0OFqZv`IV=7exC(@ ze|ZRnGpUgIYIkpJzj-OYgtaEx^|Vd>miV7v@w~nGkFa$7d~~=U!|X^Dr$%Zl$#Lr4 zWP0BNl&|`#Z~3f8%?7}5B);5gH~536u=qacmCbpwpO1&PlM^q8v_Eu;OZ2)nVB>6v zCb4@&L3(pS67T-3VlNB}GWtaQd_$W0zo+_QxO$ftd>w26tHPD4=mh`7j|78XWu1+3 z$IJPK2gHSbg+*3kWR;tB1e)eY4W7P6MKsFYU%PN%$P5W zDMPdYCC;2Wck=A%^C!@tLWdG9dNBfoGm!!@)gww&r>K#pE@c`>j~+mfAX&2Xv{Ncs zpg_^0_3G>@ny<{BUAybtIdR_R(!FLkTC`=$aNRUI(41d^bPJTNep;lLDQ9aP+r z4oHRs89TNpu`)O4RS1+sxiepVwOmL&e&a5@d7AVodL(Z>j zfG_{J`%v}n=YLkItTg_Z%Tv?u@Bcr50Sbs21RvDq8(6#XCWvoX=@Hy;#Tf_6D#@*~ ziZX1q#mFw`NH^VF)mf+4GIb>8S9{)ZM;>eJ(dS}C>`}HFd*Tha5M+VLcO#D|K`@9i z#RxfCelQKWUtc{cxg?WKI_X+cz1>Eff}Qkc)m0C2^%VbcVO;`>G8VqVTyvhF6IXO} zg?Lw9#K0oL0q7Y;5NI+scH(C?XJCE`dZRosBxC$Rx0N5@zY4iVpcKw9yjzD1Xdado8xv!qxx;Q(2Xuf>br-AcS9a zBFk}Wv2`Icr@nHFC*!aR;+l8qMGPY?8d@;r*EfB#6-d;szxE?#GWmo2k1&aT=XsyDGhO|6)CYr8_cpWjc29|7P ziLpp519EOx>}$S;v~W;~;i{xYKr76h(iy|%FvJk|@+^{0TYWXwS0ihSeP_KI z)KN=2^~8%yJ~`!xZXLF6yQM-^RZW2!YT2NiQr5c5wFR#_Fr!H?tk*HJfR6BCW;jB6 zGoAO|zcwwBp+eEVVr+3i{ z%#WCXyyPikIgo0=0$_Il1t8#n7Q7$^b27bz6zFJ37HQH<6U9cYsR^@AId zkVG9ODauiP5mQykTvSqVi8GckLdE})MK46RmbR>nIWCLW3+ENXx!n;VffVE)XJE! zsm{eguv;Dj;r2Wxh*m!3gkxEShS;SpPY44Z=zv?A>c~r3B?)#rLMKXoXv0EYWMDhF zVR?+%lO6IdngBu=@Q8~=uDPHqxsf{VcYnl6+ zPDj{N?@1^u#XwFQO_i#bAytq7jCc1frF(EJ-MeNQ-_(p+bQwjyUU|T^%f# z7C|cm%1{P@WHowfZ7Xc4h|&!#00Ir*77_X}3Ipi1x4sqB<-Df7uyC$(gY}Ap(3LLI znFT``I^R(nOUHU$XBi^c;P6Cik+BAayD=&VRULxa^-#7bh5@a4$}1qx3TV6(X+~p~ znAVZTmaXkdDFk5$0U-2)7rgx~fCD@r+PqUY$>kh_vgExkh2=P>P*>>|tB&Xb)K%;o z(K2Ac0PHpdy%4$IW!3*HFzygcBwA%(0FU0fGfoLW^32g#qq*RdR}i3udq^im{3ZTc};0K*cyH{KA0Bt-2KZu6Gx5;-Li5C+A)9u*BS1IL`^Z zI#jiP)GSt3*N)85OW;~%+pb;nn%CN7#x$(BfCfxq3bjILp_8rbqL`8?4EEA0uY?sT zpKui@Gt0VI_MHDrOLw{#rkhhAGq|C_8YrP237Z*m?n0HjU|`N;yBVobL5&)~YHgPT zd#&$X|9Z!?jbH>Fu)Jjxyx>8BK(v>lXfLsHu%dcpFDA`G4KV{3Z~Ld}I8B|UnkcjL zuE@G~;^vclr^J$_wf*89V#>(5y&pfA%JF*debb!Zx(0Si1v0(c4t&ELHaO6Oj*$g? zAmM>1tb~j%SZaqa(vxQHS(HHx#&%od-@c9tBv9FRrzhq+skcs$*m4wuJ(;e~sIC7K za+-nw5jB51&Hc?nRZ2#9SWY@+sA2}ytG+&1>BY-9X=K@dl6;=U^z6GC8bDLQ-!ugZhELU_YYIzx!}1u^8<_>5~D^2_*iGsi8N>nD`|30)S5 z1&#k1OJ|tbctl@+7zXFfRNGAh_rcvXcwhKU;Olh|P8F6cFq*hbTRnwE_{_p#Jy;6G z-8rxoAb9Uqv{iRAf&=MhCgEMQP9pKA0` z4mw5{_6Tkz{M4M8}V7!7UIMK zs0SIEgbk_~1EgVhA)p#sRJtV-CH}{;G~y(^Asp_T5aJ&lj^dGV3n{=_mei=L3y>G_~E>Kip$BSH$;#uQyQHreepVNazJ6iS*1 zo?|Y}U&ghgUf2x-)SbE2fJPXfQ2--Q$RPFk5rB~7VQ^yqWeXQUld>H^G!|sL9ArY? zWN*nH?M2%qWS}2rqfT`KIEEv-P^6W?%P)L`I<6zDXypCDjzf>$jMh?1WUGLswL({s3c|-qqv17x=ChAg5*_N(@fIjG+_V35VECb zsuRbYLbL@!_;}zf=;3JQ-cvxK)8W%OUc)(jLto+|>)1<)9Kc|j1P+)3vK?lsAzNUa zT6i^|P(UVZ)B$A*#7Epra$?_HHD_A+U<6JlbyjC}rX{d#W@mmTcZw3noFWq*T?T$2 zc&28QS%M#ikEFTgV(o%B$mVQfTrTC}brh8El-Fc^MgKYYx@NwB~E)=N2;6pIxR&ps-dMQGPDG%`?nVQFpf>j#|U4s6o zn?_)e4yl|*PXwJnd5R}%Dyg#(rFvdSs@%dYph9#|>4?(b@bS_HS!H)G$`mX#MAQ-Dydd$ z*63t;rlX;~AbevEqpygp|havwfNu()@DXT^FY5~FP zqC(2<<)46#t6z91+!+}xfzDeP-=PnW3Y-+zzQsoZl}Ta zY{f*t9xyBuvL?DL;Tq3ip!nj`+IWZ|oea@D(i;mziR zy)I469)M%AA)!2C!L=PW=PWE!lhjU)K;mL zN*4;oibw_{$ziRifvHY>t(lcA0gi{s^3CKv2}QlEy&?a?+OjQ>x-Hy(uB2?t2{7R) zI_!n2s@{qUy12yY@RK-ftl)O6xgKh)i0niCCum`=$kFUm6>II(im&ji4Yh1f9Oy$V zV&yuCKqkc3cB1BTZs+nW=uR(iMZh3nsNJ3}U4D&RI_Y}C3o1Y@p>nLp*5=#@X6G?( zc2NZJCT^k7>%Rg@`x?^i_{@puiaD4Zv%ut2X>B^GE%Y|1=Ta{LD~ZCsB@?D+FU-Pm zKraVVg`nzOQ`?FE1ZuvRImltYKd+fUZ{ZZa)i$K zZ6Awe{jhUH>2MEh3XcSXt1So3^^7}>xB0mZLzU%7&a2anV4X3ds z$A;*#F(|+iOqdPbUc%8eS>g3Un7GU?R4@|5rxH6B6Qgf@NU=hwM-~5~2+JsAT*edc zqkxd@bKb9x(rXrjktCNfHdOK@A2Vyn9wIR8DRS~m&~3JAtHgu}hX?}&!*1+iaBbp6 z$fmDfa4PR!gzi@AJnl(2cbDQSuSLyr+G_u9F~2iB$Fn>aGbI;u9oQ~1=d))V@F`f^ zD#*mi;O!+iEGHL(S@07D=dmhV=?QLgGz`NYMWt7EaAqVgS5b7q42~EV?>S#INI2A_ zU{tEXp4!f{NzZdVW5Ye`GfTV10Z$qzP;5*5`Pf@1$RV?VZV8-+5f%uKMvdVX?GLLp3q z2|soAT7$Oi^6{GBDnyu59|(hX|H3Z7fDG`fR2w#qSoAR+Zk?Fki41n7+ICMMrwfYL zQp?7URzz&Gop1kkVh8tdw?-~QsO-_ggb4}*rEhyzSe3+w}hSNKJ` z6kS)IzI0uumas78t6h6liSG}&h4-bBw{nJgZ^ihGTXl`!IGpE%^{UW?2#LgW6OhyG zDh&BdD8nuY17|b11s7^Vx3aKEd6irFrdgpHBt(`AME?HFmU1*y^J9D~rdUF*hdajd zURC(TI5@QVNxylVmpV!0xXPr3o#T0c(=DIB#4Y&3E_Ajt9QmM!HWs!HCx}OsE5MW| zI^n`aqkq|!gL&pbHH^~s<$?Gzh2^F%RP?<#j59*0i~2m1x~XUT&@I3T(0PTdI;&p@ z-a4sFz@IQIxS+H3bgTc*bhM5daEA@l$^^kcqVt14%@JInf zj^5yy)0A7dz5k`K6T21j4w`FuYqac$Un;Y+AiO3#y78a1PkXgL{5yjKICw&1PrSBQ zd<5JAoxcJmY5av;!c5FWQJwpOM>l*DIvoWyYv~F%2t&PNoIm9fqc^6SUj$eBj8^{q zByypc8oWLFFVFjGCax*?fx6JcGtnD8()T??C@j;f5XM&sol}U!P%Tti zzdknX{n7iqsc#G-G*?;#$&q9{)EmjOe0;56J(6cVL$flhKy+0J<~m|B*NNh!#3Pc=LAcTC`}M4lq!lpas8t{2-o_h>l`KiRaLbgTWvn1CJj; z)`$g?WJ!}JQId>BCuK{Nbj-1I=~3iNn>St7Foy$YPmeHV`lM;DhEStNQLaR4RAj88 zOMB`J3f2E9RI699X4Tpf1S4=?!G;w(maL}@ThXRfyOwQRw{PLbl{;5x0|pBsL_qY4 z?vZ=eX|w0Q>f0TzmejIiM;7?w!E>LLq46l+OA}= zXAf((dUx;N!G{+=o_x;*9v3voi;LDPzkva_cVBoF;>3&>`&t%xGG)t{HT$MB&m;;> zAc9C!h@pHKWbho$1|$$8R1`QbB|4^xODVOQyD-D3r4p$dQ7sI$s>#F` z!@K`ZyBWvg4#pdC%u&Z3d87`n6K-kmJ@}O2Yra)p!4E%Wh}p%P{`|X)n#{6+Ft!54 z5pA?+Hd&~leCnwupL-yD?aFZ|TtEVpa>Gr!wp0vhr0`grE6$W|>k%gBsDo}RKd}m~ z$3d<0ipE2~vXRh58Ew?jN5`{^qX-6(?-gbOV@6XW=~I$1Wgg?NzsjTxP{08{({eO) ze(}Q(VfdLR%zC~N=b{J+90wK!Bt1z`4L{^CmS2CJZnrsq)2UdMg1wOrWV`DKP^$+;LC(k(P5`AyP0)JN2|NVniMFzbQ@a?6WMjl!rBk@}d7n zR$4bJ6SiE{pp8vv<8m=BKc5W`#p$L6Da0KcChyLpCeCVDaycexTW+=Uw&RgWCdtB* zQI;z&M9{qyFikaOw>~8SYf>0vpp24UQyc6#A9=o^h8}u+4s&Q(w=wn9fjt{X4Fn44 zRV6;*TGp*tV!HM_tL?;^>Wp)&)5ME$ia5}xI!Za)k3q&xWVPW2_vE8(qZn$QV z13SfGk2C#7)yKmDb)lZ68Y_kChLr8LYdov=-FfeQ_Xr>evc10hZn-d;|MLH(Nni{= zTryJUol;iG|DBck#Up=bo@}=1o=T-}9avWxUiT;=t>xnSt!K-x4s?f6XZ^(x(|*zH zgGs+iecyAu9e1$G@izVqkbnhb6kZS^yju_tW-<$0&GrKf<~gr2mXSs_E<-&HZt!}G zd&fKK!9DMN4|8SOT+=9YfTr-oBl24d?c79@_9Y8p;?YT-bR?BQ?GGgP%L)z+xFZr6 z>VIPipzea0L?td!Ja_>CE`-NGO$o0re_0HC_9F}lI?q2A%peChs67sTa31u!90@ZQ zJ_11m1`0Sp16=167-~p%bnKz$+*HT!U}#$P6Hm2zG{=|J5G}4_qK^NDSVXcM@sN#l zaK}5$h{2svDPU?u$3q~p4}HKQ zAq{{D5EDkog%J{K`BMuI`y`X$=n*`zBNW#h@DY*t@@$ZN(Gbg_$gq@ykE5o-hevD%r+)#tG z%z;NcG6$E+oMBsB=)Me*ZI8OdkptdjlGFS|pleZ1HpfGPO+-_gU!kS|F&a{lHWCNe zU<59FQAsJDt7SyeR2H|`yqulVo$Q?FO>277GEzxOs|4Rg_J#kCity85L}`v6U+B=c zxR9Y*dEa=%Mv|sNjF~SIBuS#$mZy$%IvV9@G^F`aByyFkWi22Ap-77bu9T&Gd0F3f zAwjvyv_Chs>s@h5(+|#b9cAq4U(uL30qu(-<0!1t4iKWLYK)j#RjQnTd6cU*^hD-} z?E0!YKVs@|pk_smSE(6V(TF_YsH|1$j zuAZzbUV(ecdD?Ux>u`sZs_|EQD(xE$;)iSws|Fjy;xrRwz+$1Y)r1xFLKU4IcPTp) zAEqy}V^ivQ(K6Z9vIVrIb?52cDA&g#w`FGq)Rc77|{@h zE_&-c!v*)Q#xyC63m#@b4tCUDp;Z+iiL1bDQY;>i7J_w_qB|)!ITr8r;rUbh;p+g-^ z6lXdgR75K7QADxo=eEF@$XDs{k9{2ELNA)p<%z&+9g}29|2L&+mEts_A>{-&&&tKc zGAg@~j&xjk%U`}s1*5lI?un@$Wc|qZ=2h{(TjdlI_V@g8NlZv@P2fm z>6lje%E0w>mZj7UQjhwts19>aNw~NY=94uR8AlxskW5_vN@_Ss=vodwlRBS7z17(@ zQ!I;PYCRiAPVr;H(-I42&~1}k8{4MUw#ZSQ@~z;-F;HZNxTjI+a!WDF z>TaH=aV}vl54Wf9DDIZi(bG>-Bh{+Z_r5W54p{OdHcmqTQqTA6j}+V{4R^Lv1#KIN zCkxp&dGk_)y(1WYokM`O2`9GRXpO3)10)?H%kt#rL7z3e=Tw+rm63^Oe@ zp0RVDC3?CTvM0^xc-jlS_O@pm?sK>O?aPH1M)(5UFz3Bv0?c=G`yKGs82s_M+*5gr zIvwwD2AHA5_`hl}u$$?bnItlf%J(KFRQL6CFz%Cuo8CJQpIxqz5`G*-R3vz=j^-Iq z2Kh^S?y{eKY2S`o-0$D^cscSEroi`(Or>CE8kWJp{LbdK4EY4l9iHd;v`p08!5Zcz zXSyiW+`;kA=$?A!)w0htst)~<0`~t}gyJMi1b@N=<-+_*5dM4x^kBqA>HzcPY$=+7 z+Tw2Q-tO)056Ehd|A27r7C;21;1?Jn0s>In?2Z7FEYlKD(~JS=7Eth}&>f^fGN{2B zB5(nt!~&lu%>ILV-XSx53d6R+R!%7Utji<353(9dT4F)q=)whyL+X$UeZqqd#V_J? zjRt$9D#EU6U=SoYA>?v!6Lv5W6>$+6aR>D;2qBT%7C;4ZU``?c8z#*$cu&9jE6L#H z2{n!RL~#^Ft+=eAuF|0!RMGkTLo&E%@hV74Gzc?R>2VmuO3)$cP@yE`u-I^n^ZsNI zjp6{zhA5hiI%2{7;DYQ*LMQ)J&rwv!Db$ZGfKiz|q70gW1b0ja8?hU^@ew0292so^ zEbai15EGM36ZH!bWb5S&(7;sT2_+~MNpT9-p%ks*aEzfF?okyT5K7P~XBcl5m+Ky8 zB_B2e4F_fyNun29!fY&LC5|zve#7%VVj2YzH@v1N_GBV=$Rf*61wVoln!)vO@DRN* zB^ePM#jz!YtPYUH9H#&q&{28xO9YTm(hx8n6A&0wu^vaUxVnMLjG-Sxts4L`AfxYj zs9_tZXB(6&GmfrS?1dsWVktoKBUH%j(nlMyB93a{0O~*(5sECKV*F~zBXh)a)bhq$ z(j~Z2CFPPO-?A>bseqPr0lI@+Lwyu5u~v1S78^5Y-|f;z%Sj(&0pKH_UQuENeWt(k?+F zF6A;M=~6avQ>2O|FKCh&aA6AY5-$Sq0EJ;N2{YXk(=by}F&T4D)$t$leH%o#xYx5iD zi$3*}t66a0T!m9BmOb~chWeKGdUG>0gZuq0xvqFa~K<1%R~3%~GEwMTmZWZ(R4`|O4z8fM}2$40HH!UF7>6F&N0^7;d>c!s-u|)ulT!Rf(uR=K*i#>NKY~<)Q;Zva0)mjk7 zm~yjT?{#KrHDB{@NBcEr)n;xaW)Kem0R})3KH(FL^I;iPS%Km2fB_l00UDeZ8XQ$( zC00_YVYpB!XV!^~PR+tJwP{qn507`%q2-jeZ_GlH>Fq5`0pB8GR_Hl6rXY2}FCp9~t z?>_33WjU;#{ZCI%n~KA~`R zVR!+Ud7n@^pP_)ER^5otd7VMt_^NOwLvq{6QZp4-oQ8Fw!jL9Xd|TpmJGXN+&Z+;% z_iC7Fb#cVS)|QUk7ZPbVe(`l*>-U8hWdT@EC=Nhy`}cPn7l4gc9=oA{3%DB+*m#px zY9-gx3P-^x^@E76i?H{EDgqwbsJgHc$2vlTKPQAG%NQ+q4_|kNUqm^|3ns8wPDzJ@ zzYAvbRHNFVR@#4GVfc=Dgm--xhn?0Ma`kvIYwEX z&3H6@DV~u6pxPPt)Yz8wd7s;O9Cq240s2w!@Foxd0RVsv3Ktm~H+hlyaFuy5gTWe_ zIgtrDnuAz^jsfSK;Zdu0xV~^py_6~?;vSrfANJv-`AH2zmn^-v>fRYEfH?%=j|Klo zWUV;8FmIqC#V_^A)r(51r@J(=Znob9q`noj>h7%cmQ24k9x z8NlMSQcr(6sDpZ_je4*t1~rrE00sa6J^>S$+G&sZsgW5PfEP)v!K#}X8iD~qwK{=| z($lKJNxypMCy>rGPi7Q-!%?`0 zd!LK@xDi}D+!O(9n6aH3k&pSYpLV)`_kWWi7=i(-k9EVN85sXE+S8iXk*}<~1CqRb z>Kj_^9>|PwWP=+%vp4RUZb{6)ooc>MWSvXmzE3Q!WBesJueUjpWqaJGH=)1*`@j=C z$yF06dY26x{K298xt$ssa^ZJ>*BUS!!v%T6vl|pUySSjiy92M9CDp`9$Y17x9S~+8M0iVxxCAJGSq}J#CvNo8FMmW5#KVyDIE`cY^BY&7f*(q zBs&Q`Ln8b7k8E4cdRun$+A2O5*Lw)gi5$_1o2dU8J=w#xg~-wY0ALH4n$ju# zX)&E}T>-PR92yF@(>0s;j-eFSp?NtQ=M=d@PaUu%M~wajAy3HG2=pOs+$2V1&nqj| zx%kfA+1?*gWnmir=-tPgg~s~z(2d=V64XkidXN9wopN$^r z0skm|-6ING2WsK)kD=)!9vO0hv8A3AazWE`As2!{+p`|iJ6#u!;V{KL0i&=K6Lrd7 zQJb@2uhQM|Gy@~}2^K;SIbgDU3Y{Z;UTx7->WXRZqoVHJ%uIEfL-N-nfZNcEyzdho z*#rOhUwbK(JF!ck1PFl;78=Tf!SSVD6)-y&Y@zZmKkGT%Ck?Y%<&pV{%jT5wqqX&& zcB)ELzr8(j?@!`3WUty(Z$RH*`kny%YAtH8P%`|2!gSZQRby>o~5 z-C4ENsAc>1?Hsys<6s;(FtJ9glNRahRd_&eO1=%vsU)nC4xNZN%ne4IH`Zdv9~JjC zH@V|u%6>CX+)O#N=+U7$gffUawLy3YNxOaxJGSiEv}@bu=$9}8126#ukyaBK&z-q` z+Ug1o6Vl~Lm+C_H6e_Z+RiS0odW>sVU|_|1Uw3vL+O+T5W_x??+&FFu?oKouyN0=k zbR0vLd|P4eiS<2`mhWGF41pGrWgq|PC0c(L$tPfg4)SH1Y7(Z#T0#$Ah+&2rZph(m zbR71Od?225080ue;D<1TVA6;qjWnW@E64x^j4;5cq7!pREv1w$!8m12HP8T~iz-!J z1(jCRZO5H4-i<}gcv8AEPg`!mmEJh8w1-!Lf5CupwCso3VEyivwgLX9!<`8sqk5ohx_Tvbi#sq%F5LZ~JX)Gw;lE&px|0 zCIczE27nvxSRK zPI={)JCtVP>mFd~rI`N=wKUVqM3c>MQZGlUsaR(n9aKdotT5QlI6OAQ?oe~~t!j_c zHUn=zS~z7O7udIE!T&d(;na>qM;&@v%jU3ngEV+XLtl=)LXAIubL8274}SRJ>UF(n zC6;ihBgojIi#NM8y-PWzo4yn3$&?Ds)dDY7aC8U{e5BYp!%1i%TiM)kHndSJOYDK0 zYyy{&>Rkka4=kTYJO&cYWr%_bsl(qmGQ5tIX(JpIpW?R1J#Kl=ge+{K3!CMa5SHY8 zmof$Wyuq}lEkk}RqMvehl#BdXBY(LV)m5BQjcV{{Nla>zF|@LdbkGiBV^JWk7^r~X zIizl~ks;lV2R#4Vh{z-u#7LI_v?n@AFj~nY$r>@@#TSkXg()1=3gw8$JnGSJ`dJ=i z4qyQE72!5 z4N5XmVV+D!I;a@RTjA;(bLqn`7h*w&G=ML0ge9_OSx~~r=aq!1PcX$4Pz@Q&0kLo% zL1%dxTpIs$nleLXG9d>KR9I*M5Lkc#Fvii8s?>#as^v8Y0ER+*qMHg(N7JUTfe0j0 z8t}@L)P5MmNX|$VMNvxCfHW#iYKJ@ajA9h+DMf~n#ftlsi^Wj7kYPH6UC*T6LpNeg zg~W0+5p~%`QmLT>3@xm86A4@4h|!gH$fFfd|l`AHR^RU;kP;w7OIz1^@sX z3{i_L7@(%ZXqy6bst%s^6h`OF1v1oGM54B{R8E10E{dA9d2;8ePi^V|tEfP?TyZX2 zVu-XPa-urafmb0ZYi0a6ptur7t9%(OD!+Omb)i)x35^KfGLHgSwX^|n@3Y{N_;!S8REb_Js?cJB6}KO8 zmUR=w+&VgU0VLK&Ke+LWfqreZiI)Z(puFduEM@B#)JVDl zh*pEfdzT2iRpr-U>-dUPCuW}WjFPnr87p8;fYVh!Kq89vuAN-gLd$@|Y2;Xfm z4yFy9*Hk=|$htu(3G_(FypT3)#L9oZO`W-yGZ8!>y5lfFIDQf1VoQ748J05xe4CM2 zTV6gbPQ&WBuh z2j205`8E9k_OEx%mo6O_jf*nJpvm}PhIC0W*0zYjsV$mgKQ7r2FtH@+!#1p9eB>nW zFv7*EU61TXi_N^U0>Is9&*@~nH?fJOlcG*&piZ7vaks%Z=^c4TIUDsJhYbG|Qq}^a zh#&cAdR*qBk6-*kANs(s#VfA7lN(O!h>_33J5(R5->2fj=17=JUK@=&F4-cmhjicG z4-24u?sVVitmS-03o80VFo%~T{{DAN(7fh1FKW(%!5p6d%V0q2#;3jVq$>7T%IIjI zUlI+G5-mL+^{7Waa&->Z;p#Ot1)n$hE< zf*Nr%@A7N}L>u?SN4sq?QuYB;Ce)X_VoacG@ za1ZMta1ya*9*7v%V}J^FA-3mGU}p|%27!pPdJ@qYXGVJEv#)Owt;7uia8HN_YFnYS7P!d_sADUxn{-~Y*+~yx712^I2#-ziy!kP z(Poetgpgu65nI`n4*8Xm0~o3)o6@A2BSVG!Xkd~BeUA_nAsLb^;%JsteZYA-h`5s6 zNNGv-H82^8)Sw=)&@%mDB8It>XE7fArIZ3R)U$Y7lLpAvze`N@W_*>Xk7q%AZ?@qsKB z30u1`4+z=_3)+^znJIAz4HHVCM*$rc`V7wyNujk#%ej|rp&oq@aP8p$;Z=mySwP~^ zUx}F(sUzhDa*o=7i}6pu5{GOQV>~*j$y%w5 z6ABC&sYx1<8?dC?O0JX>por0H<{);<7Ygt235BqhzNrbAGJPRgs+e%9bGakxWDR5b z43~9oX4*uY^kk~#d7`Ifzt94H;C|uZNz_mlvvQsK1Q+6f3jb7zsW+A7DG|^rLe9z% znfZmlv`Z3)5+)cL9!8!Z3syv0uG-VB-wLiGHLfpfvpiFyCy{S~!Lbpc0P^q-wh)aA znhB18pf0kY>(e5CXHH*wKdhPzHK+e`uL`U11|`%0kMOsIP1mqfR5tweNw+hOSA+^% zWCQV`ts|4DFq0pbnizlDN`rl$vC)rN)^^F2_wJXY^MrfU616At)v0>p! zsM}wvB^NDFf?dS2Y^Aqx%d$brJYUDGH>wwJa{zcNJ%PIsd@HkmE4;^xExTJ1iG!m( z>uqP~FzXYNj|+W`piNks30BIqs9J;R1`W@U3{iVE^VK!58jex27Vl7jJUOTLWlx}_ zx}TIgR#a~=&=9pd5gJKQgQowy7kRsIqnT2w5WciAhY@zwnzDgPsl@xO#*4fUoGAF4 zTJ*`uR=(yNHW5QBsGAMo;kE9Ix?*9v z_tXtN=oac>0Iub-Cf9WwE5Q{ZdraxP6!BKQD;f@fb2L^;3;JV9w2EqBtsytWp>HwXpD9V;1w`@>aS5vG9;eJiQ?0G5)h$rw_| zhFlRmOD6{At@n@()Uf}8VeAN4S_&X+#yu5y%3%{G84M-d#wc9A8Y&i3B(`l4!%zhk z>tGFGVGN~Z$B|eT=x{NcDZ8WLD1-6D;(5q!1-Iwol!81G4)?zYxyeQv3YBchXh?sV zyv^f$8$paFf_z4xDau~y4cTxEVO$6vTnKo;%JjOlIw6fWG0P=PmzcJL1LR4eWI*_p zBu(}e?yFxx$6v^-MRdEd0I9Nhlg%JB84Or<=h~xgV$D=c$=?jlm<*fbEYh-p(FBEX z!m`B-c@N&e($!!H&^N{(j0f~w&)eHb5E_^Jj0}mVc%SQJ2GkAGa5l3;%{y~kxS4q8ClwX$u`^39!(G79MU6= z*37)o3gxo>aR3T{hAYj|+3>-Kpvp5%(;(b}TUx66yw9b&eLbxm2YpWuGt@-w%Z!H| zgw13dDvr{S4P^^ZT^$)vN~j-02hV(F4|Srr+o!r|Tp_JW5vxL-JC&yZ)Qy_f?JG=7 zJgaRyA%1dJZp73A;w0hXH%rO)faYng=4;O8X`bTZ%;Isb86}RW=cxd~fDdRM+k0Nh zEZr8su;coTpu4@#N!v&Qerfb&KFH7}Xq-1rPh;y*Yz>3b|?<50xt%H@E1jDcF}8WG;-($=w%-J|Xwd}?b}jV8@7 z?RAIhs*dhz&g!nt?iSJMA5rFS4FmTe5BOl~_wEhUa14K->-wF_SPB%A`^x+h*q(a~ zKle3E4o~?*rcSY+iP4AiAnd6C-<$aAQ;1H!RbeWR#~liP zp$z~3PB>^aL9$7owxQ$bm%XFqSBK?bW{hCo;Wm0fn!cIeDeknfyPQx4C=a+Qzw)cD z;x7;P*(FArej@yU^WuQ>wl0t7@Gf{T2R~oE9*m_S9PGkwgGg^lr@|!2>94KIh(jbq zOGWkE5sBx44!v`2(f$$XobeiQT(s2j!UG~#T<7TdGGi{)8&L+FzyNA*=H1-(D~}KS z0OxW4^4A^_^C{!!fcL%c`+J`SSuhHO&;)bv_kb_>y=en-uPq6 zi2fS+gUublFn-xE7qsO&mkn22FHCex^0$E}TCTrt^+C8lL0DM>DDV1W9STes`{-`} zf3>`wZeA@+9;5aPTI94Jm4x^Ze?C{SQvK$1BT@l2$Mr%<6%wlr?El}n?kLXH}Z zY=p_=Nlc_vu3V|gr7mkRtwGaOQx`Cq&vZUR)>EgziI&&sX8Z~O! z&W%&R!0Oc+v0~M@+STh; zBFpN)y#yTaEdJ(dW8LZwI+d{FjwYj?*-j_%vJ}tC zDS1LBJyq6g&poD`f@-R&$O4SAv0!77fi@=_%tf#gOp$?D%(1VsI1O7)H~vm5UQ@H8od5%pCPFQb|Rl^jvu3m3Llxz2X!r!bTLgumf@g4!Euy z5Ey_}SH{DD!F=oW*-}Q;^^DziL;U$@q?1+}wtHa|(ZB~CKwtm@ z!YJ6_QZkCQlp`CN)#2zOmUyLNp$R5rU9bc;7`Bt)QYZ4Vga#S^>@GGcsgj>MM+OAs zig~UB0-bH=!UlEm<)`&57c#=V@>Z?dQbc@d%3%xoQKB=~Jkm)k_xy9vL$A-kn_cc% zKj8ovA`Gjqp5u|MW6vdajV5Y1BuADM+qz)Nu3MM6#bbN;;lcA*?z-)^X{q<%Lq`R` z8F*Z+mi3#QO=qua{Ivk9XY=&Ax<9OR61Nxqe7!E;e0`!jNB@2J<3D%$0nMjOxC+)_ zJ)+hl!YFnCX3Z8AX;|)ZH${FYSba#DhkZekU@LWl$QZ zc+B6_L_XG_&@^|EVTRTuN4?asECE{Fx8Nuu#K5qRLG&ya}Zp}V4aO>AcKDuRoo zTR7+!r_H7TR+(DWmUzxE;K7Mb%vvVcS&Bj+=W7rD6Qy*T^dw~T4jHy+2`N??3|Q&Y zOR8jB8D)7!WEmrk(l|%T`lCz7{ZTcM8(a;#$utmBlrlT30o2+EJ`)Y9EA-Q*G%-WX zY8tJiD`lztJnA?Q#!;fG8Ru{afzC|2Q>Qy+r#x*3okrj;ItE0EEm&!te6np}0o9@x zU#W_TS@0-HQK&JbAqj^@W_p7OW@^I8GzVRjHQxHF&D=uLxwH^P2gnavTMD{qqI7dT zd~03pshDiPkCAjR!I>$&mjpYOJWkX^#n@9TdI-t*^@7t zGO7q|PgR}43l;ROG0j44KnB~`FzdMgpiU3F({%*=+K5A9Po)OK7Gnb_i&uPS7DqP5 zureizqjX+cj>#!mXbmtsI5;q;2FOD`@>g2h6+F^qlJ}jxbXcqr>ae)Qc)qhoD7!Ek`&pKEYmYR9 z0fS?X+CWO?aeWI7U@yCHFHEj9`AVJEQ*+Ngb;!1;HMOAxhg;m^Cij(9>TPtVJAB>t zN}j0A!gr&F4!lT$6>xfpSHn8rug*m4`X><)kJx}RCIxj=%j=-CUcknK1MpN<>KRMIIiu$Ot>q_R`<6dm zhnemt3U^4;|BYRZ@MBnXx@+@`=bIyDtG(tsk-tkm1x!AiJ3t3~Fawl}YxADg>!lh1 zfF`&;D`-0Hd$mL0zRUBzSuq6}tCiewh4V{6&|50?%R21Bl^Qdn)U%0Nkc9Y)jhO8ogyEkOA_01*%%T&AH*4ZtXu0erv=Nx%hsLgmXjCY-{S626}cl-7&DB1;PZ z&_FKezd=Ycce5K?JG}vIDdktOa3cfd#NY$Z@yt2{8Oa zCN;smt`MnF7&Bca6%}2!Ul9iN-U`*thTLiFAri7D{KvOumJ=h z01XraFkFN-AS_vKb#O~A)|oW*^t$rRMZkN_%xoI@FWiDOd$7WtPQ?6NDmOH8vG%DWKBJW@#37?c<4 zGW+w3s$?98q?WQw%CQW~(%=A80KBf`$bDEo&pgeg$;zaJ#;x!<3~7_8NrJVsf_2ou zbDD!TkjpU)y;6uGyu=8c+{;?TMSIlCn{<^Ct0%(TtT5q)#AFBq@B?z753|Z813b%u zL=>n0JS+Q1#K-VXX~QLt6i`>ZouPWH7(6Ilz$ybU07XDBeCUIT#Gai2 z&yP}+%3L>#noj{FQRi+z(~`FR5XjSC>i~V@^sPTC@^FbBu~ zywUpWis6s~+I+hGd^I4IyjA(nIgr$d;Hg=g#U{;EP1VVJ#7QU3i0=ccBsrifJug-e zh7wSOd2k1J_)>Qe2HAs3+K9egl2ri=Q4CS0j=GP|tTrSRpTY>#Jkb-9q>aPx!iCwGWwm^Br-P{ooNZjg+SF3WJb`0BKMNCM_}8TE zhHh9|t89&XDcI5gUF(_8=~1iGnpiVMQ3#=1nfY1);ft&wjE-teII)k|?MAd!TeW3d zx9#20C6SjAS^aAO;{A$dqMlgTLjB$f3R5%+=g(;DyL&THEtj*vMM1LP(Ori;BW8)%Bww zTSSmcQA2bPwfbM4D^J~BU_OOW-+f@(W8K2wIFdRp>N5w{vx*vZfJ=%34_3PCMJEo- zw}NQ{?+srRK3}K9*(fSQTB{ZIq*?yq8+jb6P> z7W!eZkk33BsQ}@_>d6+Zz&J`&UCtgH5y+$goVvOb8EDq&q6p`oi4>0~Y!{A`T{opgk zsWL`mr<+t+Zi6?5W1IzFdCg6L6OvDQvpgQ!8SZ1CFowe{AtaW-6DrdRJ7)T%Fk~L2 zUX3A>G?3mS*+VlzHnj?p#AF9S;Nk0JPtMpY7G-hIwP@sU+LP#uT|o| zXPiC@1TcVkE?j$FA|N$0eQwDmqUC=MXn}^~T7CrW9m6}mF3Mf#n*a**pb0=W<|4Y8 zi~cV~QMt1kI&1X367ptAla~MBBLTCI{1{d?CDx1vE^v0~wS{S!uItwe;)%*ykd`6% zM9CtkXM6Kc)_GJb-~#YI;WOg+=1aIVd(Qf4=d3HUWh%pz+b=6 zqt%+)g9WfPNy?hmXbB{1rL^nGh-3&bK^3r$q?pI9P0eZtQ>7=OQgb7l!I88rot10S{o%Y^;6|>;!3v?P_Nx3&|Wg zL<`R#t8L$P?bnX&*=}!Z{gfZBT4lBu66Mh%V1h0n?4)B$FLXNQ3Ii@c>Nr^L#eU<( zHpS=;l3l)?1JWJqMvpB)hMEx5&qiqkL1yOS)~iYlk5BHrZShR;!YFZVJaH~h@kfSJW!aUb7Lex}reW~@g4Fa!kpginy+!h@ZIJ=`_OXo4)gSB>DOjf_SSTArt}ML4F^CgsEu(NcXJ@EURI{fMs0(_9_)X{ z^8wfM#m<96Fa$OTS9kn#==g+MsD)1;gkV1giwT}A=^a%#RTxl_3t2*t4(qH2#KUmR zACstM!*pK-^&H~#E9=T;{d8{6V$WVO*Ej$h$dmB4uiHid0SEypNc9?zJbJEY4{n1- z%>xb0gFC17TDNt8HUvWu0;+k*$hI9~uYeK&16}}w5-0(XiJPZlg;A)uO2cchCQCUT zbF3vfj(6DdhU7*ccgyg0Jxx||Cwbrh{rJ-mbqxOxX*Y|3fp=BEzIyjy56-^*4DQ0t z1AqT_TVDi2AOwOJTwd?>RkR3V-v(ZI_!8g+V^;-&iY!tX1wXKOozeEyeyGNY`4rMx zRGtmcR&B~Cce}3GlMjuQSNXPe`HA+!wwOKvK%#h0IwnZEdS7KL$OFEAHGPk~FZ_7| zU+lrR14GaO=$+mqGI%2wl13neQ5XdU7zI`+^rU(ql^6xzxcFRESYtHZ6mgM~gXedK zjjp{`Ql9d1M*EX*U=(Nj-i35E(fYC&MwkNq$dDSk&%nFSdsgTBz6a7g5Cg$y?l{N; zfgkw5wTi(l*Y2B@$FBtis0Hr-TBXc~0nyrR+V`6ujyAJ@FG30NIYmn$))xzZVAj{u zuY`Ty6*}Nm{j?%`vKS7U?*e)*g1@d_;OBc-2YjE81Aq`CCJw=ZcI@OS7{?HyAOj2> zU?7nJfDlc>V9bbd4#$poK7uUNh)^vBwJ?z)6>Md$mbQ?k9EBj_#F{oG)-ZQ-C(oWf zZ^o+eb0|+b=IHpO6N@O*rcEQp!V$3s9i&cs2ED5FW{ss2jauC*)+SAyI>(|-t9C8h zwr<}t;1G&mzPfhr;>~-PA3szZ-~tXTcrf9@h7Ti7e6_1$pIIB6 z3X>+Dixg=RCCZgNZt|f2w&K|eX*UD~DvV7q4?`UTb^=JSMx(}#9zlW}SB4OFj$`EghFPTQ)2bC+npDN&iyF%?2)~iPp^JGV!3qn!jI3_FZ=rT z@8i#}f31V)J1MKD6nop@6iZZ<@izbfQhe4#Xre`N+G%-&q1tFsBqR`Q1-a27L0-@X z1_cHnu+snp?8X~!zRdv~9>SS~QZTO2h@35$e8QXq3@kv@blCw2*kt7~aKMlGK}APb z{-q_JV%JqwRenM4SEZHqxmS;t@o{O_e1BaTrkG=rS*BP95;@TU0uFc`drn%$z+^bE zWxxOyf##WKMs(Q!XCA6S=!J$Fa@eOAUKnDCLnZR0V2Ubc#A1uV)xwKO%C$tJD=y*q zNefO#Pl(z;fbTXxCim$mZRtFON*R%%TIzR4tH zvW{o0Rt_Klzzz=PSp2bC?U2Xup>`)h5%`Al7d8%0SXKNjV-xo zS|cVnjxqpvJ57ZiWTyr;B(nE)ckfvL4yLNI#R8kK!Z+QDYp#0jy0F9(Q(SR@l<^y^ zzUgHQYn)E?NKpa~LK`8sW<;SUhT00m?P&}J0RRGw_B3<36`C7{q?3|l={C0567QzD z%*)(uL>-X-F<}G`W>l;D!RnUMZyB|5eotGR^_UH7*|pbSca2xXT9aM2+4@z@0Gn^7 zncdnw3ClnMTjd6A5k@$1a%Y}J!6(aJoNUM_;EL-LW&m7dg%#%R+#-x830FRc*C*q6Y?+lly6Yw(5|{l@HjjzkXLeW3OJj?YEb14%X?to!;(n zqd8XHpxy1V8G4GAtr%A@e}x!;yJ1G6Ur=zgL?QcBQ4@;iyz`4BnFOzZZ6<|BUqUoGHe z3RjTN6uEFjBLt^_h(ygM@sr>F3iBiSxouTAAYED{n7gnHF*{ClAQjm{Km%eiYzeF) z7rSUX#voBK6g1BeKW3RA5(R^x;Q^mIXoWmAflnlKo)d~PD- z+}A5rY0puTvVf*kpgsHP&oGTqZSh2mJ2jS;1(Yh6JlQ1=n4q`M+|3NkJCql?fXomq z6Dzs}pGTXhb1OQHo65^$~d0gkIIqSAl&+v97YI{BSxftFk4C`4SRy zodQ`oRo6U>?W_YYi&-t6lDpy^Z(2y3Ip|7_utt=uTOf-;DR?loT_7H4BudORtN{fA zn3-&O^0A)qajkxw)JF;d+~I2C5t(?zBSr#)aM47e7u#+*)e9GP9yV1LCJIy?I}{J^ z)!P1+F58awIOlWyWZsaGF*1=bBts)gcCRh&jm= zSq~=0c@|*n>g?-Z&trDs-8HefTjN`!`AlN=?5l?&u0dlrE0(cL0hZVR1Pma9MQCUj zq>$g4NLVcq0RSQRw&ZBe;Six-w}SUdl;7n9*T6H+v73VGq9j}Yp1NKOiKDdaiR{}x zYA&|IdJXJ@$9cuWCOE^3>Swgv+efr6-Ndz0mUz>t0Sjorfe@eo0BoBF-Tnd!>@^q^ z)M9(05iq2D!|p?0_UoZ+Ev%NYg(dUhe^+&2e3s;uJVudfSK@R4?Ts}F6quPr{_7TA3;{w)?juIn+7T`=80K=1 z`6Fg-Wb0tED?4|}zz0@wp2Yi=Lyv4=JUn=tSUt3Vhx)IQzI22)o$-BN$L`5f@GOZ_7)cG@U(Z?JyIo1&MPQgH-~!HB13q98G9kqf zA@EGi6PA|`ip2t0VJy_a#-$CGSw^^}nhlU3@NNu;oKR*Hf%!{K*SG< zh4FDkEQsLJP~l-2NDu-=D=A*}U0|yf-2pbCl`!8s7~&x!Vj?P{Awu6EI-4Yj_k!v;i8T;z7WiBS6D3wBf8l9Myf8Af5>= z!cyVYlTw(M{#*(6JtD6Z;vx#8A_kiSI^8cKBdzSBI;9Fv)Isn~&>y-5RJ6?!;UG}h z04P3)o-B?FjUn4{K`N%=A>e^6JOf>wg9_=}=$I3RmDnBPB6a-)JV_%UT8R`UBYR*# zDAdC+`lBK?Vm=C_nDiiIfQ56oqd}?10W1;!6xw1@(4hl_z&4s-7zP%c&tUZwoT+2m<0T(2MY{bE0I;Jbw0%X=gy_984 zT^Q9Rs8#LbF1?JyRBu#WU z3*S(b7o?22xlkMYCU6!67w8aV9s_dblx0>Bm1Jh&`KJNOW0=|D5LR3bSSNV)#CCEg zG1fy|GU$X-oWOYnb*e>kvZmk7m=g^T6M)sBY~w}xrhO`e9pC|Sw8Va9ft)-ihn9zi z=Guae&PsyCfX*UMUWE!YLo;wfGn4^^8is>DC?a~N752zo3h9#8CXIqhjLITPB8*t% z3y6)88Wq8zcn}keXv$at7ue_jhKK=*s;Da$A4 zNew9JP6R0fltD8v>0l6Pk=|s4ZomRS00fA@6l_4A{%NDOsXAFrde-QA5TP7Smrb0A z6l{=|!V!e9MjQ-8Y!C{lwt*%f2aVVQn&Kl+rHY-llao>)V5}#GUPVLRqg@V+pEfFB z1gfB-<^oiLJ@mt{HUru1>ajkTzy+M7t{SZ7Xj{l3l_xy_qiCysK3?w~90>F8FJL7(m^vbM!cxgApL1CH!@u7yR#bLgQY zo~&#dB@#6f=gbUk`547kte~(A%e2A9(#Q>M3i>!JPdLe(h>E#J7d+OIQEaWLl0m!l!!dB;I+G2GCu1`e7(H6!fsV&?7tysJ*-Lfv- z!leq_Z7U3GKl}p!iKMQOmMn*%C*cMirIPMYd=per6}#j^u+10Lj>go^5%aXcBUr8} z^iXr0=YJHf--St~##8R*AcC$eSExV@s6ZKT!tIX5>bCCr)-9oG9Fh)0Kkya#GAQsV z>($|!_F{$MewboaUIQ3F2`F7X9B;Hp?(!0F^P0kNnL;UyMCP)rLl()Pm7iMJuTUPK zE+WOH4p!0CV-2`0C%`QHI)(Y7@A*DoTy~+M5h0SrK}odXz5 zz-kdw5MMzXFb_er!IKTw5r0c|EWqv@02D*90ki-&2!kK=K_9e03qY~oc5b_39-93w zj-Bn)u`y(b@EF_dI-s&Ul<)>LKr_rP?XJrx&n4m-h8O3cV_~6FMNs#Nt^%|`J)nac zWLgh{25SK^31P${oM9Z4DuQVOBI`i8mYqa+oB`O0A}E3|z}Yq^;x-6F39#@@n4Mp7 zu}`@wR4IiOw-Z23XD-XKc7`!3%kw?SYZR8F*U36J4>I8h9~~kG2hYf zCUXq`dD_Gi|3WZh8vqdV4-@bUm4Yptp%~EJaJ7^RW`~>14C6wwACN;o!tFYw11hIO zN~iQXxWhK24+uK)6PJj<&@rg|VXXb+P7R@C-6%lA^E=pcPzyCaO9BXJTm$TEP5iS@ zOPs6sVVLna&qMz32Y;DJk7 zKw~sOU>$&+lz<{=2~E1gJgf9xcSB#ZbQ@Z8ULfHnJpF!W=+%JW{UbYCm?a(9DE3j;oo133u8bYJqi zII>eqhnEeVp?$4mLxsT*v}aEQWm|T6uLEX-31%oYV~cmO$+5z|W5(FB1c!I;J{M&` z8#Uj_Yu}9%gf;W11}mWSIzR(e3PjA&-EQCAU^KD;sKGbeHD0qcN+WkVF!zP~waq5t zbSpwNwLm!h5GSMTGV+A2X0Uz$(bly$pvJR#TQ+*HcuZn)=kFaZ+)3N)B>N_RswEW*Xwf$VVvA=F-x?1;yK^b=3S zj`%i6+le&`Y&8!+Hsf_(qcnym_l1*rty_baTlzY5gFLJ9D73&E;>Xm;;d~o3=#1@A z20E`Q0#N(;P|t&eCi^cEdxjn~zJ*0iC##N|8gyaMqf2^`m$ao{`o%itrpsNY`|O}W zu^;#WU+lw!iMllpfFESRbh9Bo__{Sev2ZKGJurKPgL#>U!IJdge4Sl6sc)*i+U)%b@ zKf}~hJ=HV3a@YDgRD(;$GTWFXC}($l&?5nc{9AB5vwJ+#r}DF>X4xy>$u|XLI~B!O zC~V%CuwYvVcpGfN8NTXzU(fvVTtRTEBFyPbAdNx^w7b#|Y8K49BFsZxLw(d|!zUE? zar3p)TLZ#F!!tyE)q{T3C&O|_y}*z8Hb?>{YqG2C8+F3{X`2WCO;nAt*ty%EecDs_ zNwYNDyFC+PyAaj>;VQ-NPkS6zT-q=T0FYdw`L8NV{-tLEs9u3$+Wg@o16>`%F;v4L z-mEGZ_uqHJm{WbhV?V4@csDftqL3*B*2C_HD=w2L z4VvD())Y5R_84-qXND0tN>Z4479h8?|cH zpn(;8rL3JecDSHb8!Q)FXd=_qHLO@N-^jp74z^zyF~=TjEU(B6gsd{m5_={<1rtMT z8_s4EC^gq!Td647V)N{$q@pT~AqtTjk;D>N!mYOyRZQ`>luUdP#u#NBv4#s3+Hkng zh7-{s2V#M4De7vIjwKt4@<{>)uo@+cEWmIFnl{4!5^KFUtjy!AFw)A!m0Y~cg%o6- z>5sAn^*RtT{{~CY%x4ZH5KS~0bTB~0Fw;w#Z3a+)&jUF8$tVwPTuH~zcZG5^XmQ_MIAls3*_2)y>p$Dldp69Wuz z6@fob9cVO|P(5l?n*a+75cZP zbSEVECC|$B^MI+?2+Ip6YP~fMF~rD{S64j${x}y*-ZM5Y{T^Eu<+X}6tj+?Z9Tv@$ zmrcf6Y~hSd%ws|khUY9=@U~BJFIwQBq7;2e;h%`4396$dI=A1br9OyWdnd(r>a4Zi zIwpiwwe5hUCoD9?PG^F8HL))ex?HOUNZ>qLG0xZuD|Xf7V~{byB)(wUH2Gwimn~B< zzyqH-X2F*g(`9K5PX-xioRQ`&t=?f}lok}wuA&AS@YLy58D7fZnAXKeZLU?%v}&tY zbY~k&SD&5s+Hryo?b%8fmEDEfj*0Ar4HDWS4mm7!D!8w(I0}r#@PZ4wxxk|kQ>?!} z7f1NcMU|43ReY`Zl3}c|WWSdgGVquG?VH;6an_~2!A#mF^KXf7=yQac?wzI7ZSwyq ziQ=C`gmORI9k4{Lb6tvHCp!c_5Q6<`n!soiFyiEHAp$YSyI!(84N)*Ao-xudS}+8$ zSnLY6veNVFc9uEd;d(K2gdJF5;fqh-VCKHW!3P<@K!%#= zvW{&;=vx>mmr%||Mbu!hA~lN20G~Fx2!63R8Uf4#CAALVfDw&pyi`#D7$h!!ri}+P zTXljb8!R@=PbwINAx;>D6lyGEUZ|VhUT6wUXd)AtFhwb5NJEcBMrJ$Ao5#4Mmmfyb zOYjLIe0CVVYHe~Y$WR3`tg$lx!_ZH224u)+l;Xjbxbi0M>fn#wIFUH25tlU)BN@wh z#$5gqm=_!f!h}a0SaRx?3;Eh?lIaovBw!88V?wPoR!u>+@P(N`WFiw;2ybe_6z|dD zmnJ#MQQ{DinB<{2QN}|a2E!FJqZue=rV3Sz&ob7i1{5Wd6d^T}fFQKV(k!CIq{xJz z!BptH6fs6#vdEVUmFPtOR~llX2B0>nV-{Ou8ZXM`m^6827nXMfYF6`kQNSi1w0X!w zX2P3=z=S3oAvj5v^JAnqqB^gom~osu;?kX_t^7U3X0I?9s-p*0PLeJx#LVi z>X4j-Zk80)>PvR{P>4GJaI0Yzt3>J$s^5L4s&0hIStF9snQZhX02o3SoWKMoI02<8 zrBxKd@WMy@^{}2%!23r<2ra5QF+FQXJN&zXF*ph`Py6ri>J-&;>Ne*D?rY z!2ld8074v4hoc?9M*_u=Y7@rVh2Vgdv2^WNX-l<+diAUMs_kxh%YfX`(oj|u&Qy~# z$A=L2CTW!k0CqsvBOJjC=SiU#nn0`e%wZ0I1#BkpKs`q^q7a6qBx1`M!*IHyvWjc$ zcx$-M#8T20m?$b+-Z@lz*6do)fTDIBa1hffMQF$^u55@>k*n5{B?9hkSTXPit}qe8 z5td)t@ZF*Dk;`pXFrX-KYnMwLWmP@3_EPe}z7-?i-0G?wF|3VBK1jhuRu|?O2 zFTB+TKUl(H_K!)x+GR8UGOZf!T2$@GX3+sqxv{+ROB_&Q6d!>JDn1W&UF^abKVrr- zj_G@IoMR#jalMIcZ)AnsCBE?#$>j8slI?jWzL-qES(tKv4<=mT+0oOhWb04hdgif; zQOv1sB85%eYFs8XgRS8*MM}MzT6eIc3OT^7l@{usAV2^KxHEL6dj&o>!ESv$#Il$D z*B1)9dWDw%ws{R3X(3zh$BnjyBYqWWYfoCqk9{0u_`(YW&_NrdS%_yCC6hR>)y-3$ z^Gg)$YG8g@)v0!3neE;0*|B@p1Q~TpoTEy#&U+=J4jaN}vdmu(AOuW!?h%|&G3g$g zugYdNv!5;KXWALH{L~BTa&lYc*K z^tICeCrb39NBHQBmweVN=+P=0?V{pdc4A^`^mTyae{d`A;pFA!d z|9B=we)`$hm%}Nd=6*{5DD_^mYruaK@w;RI1dxK(OW*#|Goc9auNxQALzYAI)%DM& zJ?$UyQrn*#_jE7EO5y*0@5X>d_>_$JQl=Ip#B=heARM5;l8>W6?RL12nLtnbYDXii zPr~*M={8UVXXN}qr~F98>9(w3%;BkoqxmQT0MzdYe830r%&zY0{hA>4=CA&81^-Z#MhVo`_^iIioEEkSp6b66+96-vpqaa=o z^B9gLm_txBu<%AuqB_t6Aq)i75DsI+Gg7dhu&Q0ikg85lU0lNs!%q)mA_muw25s;L z3o#0IkpAjVSAOvI`fv7#aJ#4noSIPNGT{(nh?`mp?G)(=e^2fxNqdA(_`t{bvY^hY zt{?=WzbKH_(9j}!0xGD372yaEz2e2b!yQi`paOvuO^soxztY@C2ryh(FwYs2nK0x$buWQ1iQY`8)wX$tVfY# zZyYtD5VmP1Uux}+FbUf+$Fir9d}VJS>mD1B3kl+QjCAt9%- zFzABSo)Rn5Mk&h%&SJqIrA|2fgh-BO7zc7ID`Eh6AsPo!>)O&9tpFP_#tzybB~=m< z58)A5kJ((Z5YF)?H36`A+a6DLL#c zvyyfGKq{${D))&OHB&TqVlo4$1rs9bKBzYS1Oo@o-6Aq3P(Uqbuq|s7{#2?B=0*(K zqb`+AyYx~o9|88#ZXAhFFh$N00W&#^kh{te_k?hf3TuWaNgiF!9<{K}41yqeA~TUf zfCLUUgKIP+C@MYkGZ}I`)3a+XlWDMuBA+5W8^*T`??<}RC@ZfvegOqSKni+b2za0e zdZ0G(j0aRog>Gdxvn1Kj0yrC#*@jaHSyC`rQo9l<_E2sKT?*vJagj73F&(K(w8!^) z$`(dJ2f{@x<1<9qGvN|X`RvnNR8&1Rr990uAwjbtXH-WQ1xAVgaq46gCbo0K96}>8 z`w^-B# z7xh|UWKgG-GOG1rJGN-J71uzv=Zq;lU9(4s)GLL9*Ep2`R$$_O;H1O=RZ%q&@%3K0 zU|(YuIREv}8dNw3)+Qs=8wt}_uV)?O&K(&R3>?4)D7GS&&!FC@G*LrYJ$6PiR$~i; zW39Ghr@5hO7t8L1{et`t81VH6M`7EW``UJ1B(v?<4yYa!(i zveq)TwsWDiYV(jFCiNytSM#_Pb>%2WxD415;JF47ue?AE=9X?zH8<~;Rr9u11NRW} z)ee@;OM!RU1{b?B!4UzL2w!S(YceKt(m4l^PE}W#%GO0uHb(GtbcLhA4uiA6mrll) zPDHnRcQhEIgKS#Y-9(m-VlZb6<$F`u zjTOXv*LXBRc))x|Vw+KzHu7jb2Lds#20mv`J80gpZU|;~27TZMuz)1LuDXbr3jp|t zorf+NGn~#R)4eEw27Nua{m&k5ePvCXd*Obkq-WA-I|JXzt&mh z_%j;pjc*w-R@ho;*%xc%H~@%!88wzKVtx_k0dZoOlOv5q&joxKk?o3+8(F0uIg$l< zW3)t7HTjaoK%4EauXq+O6Zn&7HIy^|(VGr;6APgczQ6!D=Ov6}DYs~3UxbEvnS^oq zmUY>l_Zf4MsYmG;BD^*tN+o~#m;tP}e-JMH1W_8FIsT%#k*T?wPgQzqmUrcHE-P7^ z7vU`0K%9XSl<{(#x+w@tS)J)L$~4clTKSG~*hJcmpE1Rj@!5^_Ii_z~nI*D21v*G) zITee7gTBy}40@o_m;nOOnSTKOQV*h|K%yraK^N4bS@nq7L!&jBqrjQYzA8}!=~XHuR)CAZrEImnkLHXGcXc5 z@`vgQB9IA=;h?dhY48U~lBuKrnN|P^LGucduL&*G1FChiW^n~ywUI6#IdG#`?3&n< zJz1oc(-KP>?EuRqS-})x7%5DaQT-Ys^8j){jlcR)Y?-ce+pbyIwtM?@<5RY6$$e*A zHaw?oT*EUCTdMpT8k5?wADgM2TCypdvaN((xgZfU+j%zoZnY6D#6XIrxSM75tF>zp z4j~97w0dd*2HcrYyz}Nv7e)Zuw_O6abDOSnnYZgZuT?jgGbov#cDN-HD!Onw$PfS~ zKtLNh27KVTQ!oBfFS4ndy0etJ;F1g40JF7wg|eHosd_yQp*`qNyt_GHgY(bQ`y0LM ztgE67y^=$qk0t;vMrfPAQRBYx|J!D^WxsFyrsG=}tBk(2ceoP8C#sI9&5yPLU6s`Eg4qS(aKgNcn34~VeY0Ijgxx7~`Tk>;&^6m|W?uvY>C)0ZKb+{tM$24a8*q{(=!{)wIsx^+QfY}#@1Xy&%6{^A(g?9^Ug3x1|4-|ozE#E z$Md{=czl;@y?fs?xKWVS0lYb!;@AH~xrYb2&K3YhpwWHc(IcG);xF2#yb1JIV=f)r zHHLp3xzkrjV?O=MrAHe{|9!lD_N(#04rY~aWtGNCp%f<9y(!{H6n#Boq@H=5Hf|l) zElJn$eV+qenOZsw<=i3=I>89Wb7(2a5#rdlgT^lc00OiJ9{t&wVA`jB%B_7$uwA;e zJL;q^z$EPtStUaFAa z@H0ZL2jBU7Ug($q)ye=w%7FR}!unO~8w{@>V4M}{QC4gK9n2>}ubi@7A0WiU5koMJ!GQ-0dI@923Ku&N?Hrs) zvEsyt7!PUOc&LpSjvDQR6gj8OoI{T?ebT|8rON{@ThcLSjt&Eu3~Iz`i8H3ppFo2O zja5Ua(W6L{|NbPZw5ijlP@_tnO0}xht5{=V_yY}@*RNp1iUkYpn4b+<)2dy|wyoQ@ zaO2i!#)(t2G7cEnwOgj;-n)A1)@}AO=iRz4%K(1MG;U0oGi~}bSJW|5otBZ(*_kx* z&9#lCIuH<`M~u^`kMLN{nst%aUarWVeZ`6GD_(NzF4ClTlqdv)3m-nbO&j3ElNZdx zrJ)sz(4*VQljjgdh#)(*0ePLINjoV&1rbUovgDYdGv_p?o+{<`@Z-y$Pv7O%u4D7- zFMGDW|Nj66C}32TDaL>bgfU>C3Y@f5MuRccbwE#?^yL6xHB{KwXKQUXpHA<|be@0d z(Pxeg|4o5dSyq@)HQEHI#fU^}H1be{5xL1`+m1Wxwp(va{HENH1Q~}Mk;281M-85)3=_jXH{Gs*c zop|P{CscDO2q6Q_IDnX8G0nANOU)Fxp@NI9RReqV=|t3{0j^13d3>IEC{+iP2o(YY zz=#?PEWCik3^UZo8WTLW%A=2F@YX~TQCxu}ZMZswBymgrW<^0yIvHhm8%1;oK~rXA z+#KLN^2jJW9Z*9Z=F~CbQk!NL;+>xE>Fu}RGH_oq+XCNGU`$@ z{|qjgs7r&ogkWNSmeHtMv0VFMEMfxKEqs(pC26*qS_P`8F_6ka45y;XL#nG4u^Owc zx(chTH_ApNuC!Tk5o_G`<4M(zYDhJsRvM<9N<>fP5 zhh0H8i)36F+i6q_Cp8Hi)S2?hEuh&{x9)mXOgk;RxyYDh=j*uV-tL1qVVzf^|5y_$ zHooz8oiEvIZTsJQo*CVq@*hH4)d8Ln2zOL=14j<8@O^Tj58=re-IkSLortgJT;@ksp!f-->s3xCv^P8O+S9VJDC zA~-Wi=ni2B9Sq9D_PMvCe{UY#j#J0F7WkaCQ>BT^#qwN4LyH|1cvAjAAxa z7sXVDLC$j!T`-8Re_iE({(+aeiJ?;72o<{x;fCG&Uf)>5LskXxlpJFM z5zBX@BQlX>=X<5fq5wrJNU@5HO|lvGbN)wDv( z%(Fi6v|c>(i4;%Xum>yA%+fbjuoV?? z85~`@ftUExVw8Xh9g&Ek4PkhQNRFAzq;L{0FBQ-;ze&?ORr8uS|IMjRcdAov*7T=9 z1mz^qG_z4%zPDQgEnrT!90DvK+;It_)K?-`1f)xmK2HXSd zSAXb)AKK`)OsGv-1;+%6A~8oQ;|;AQx6$CtMmZv@t6lBd%V6d~SOiI_<`!Xy@m$7| z>XBrdJWJW`u4RtMc&vDL8d>j}_q^R)>QOY=A*i+|u~=cR|4YstrT|A%VM{Hcf2sZW_epo;~Ky2QI{=LJ<}rE=jE71E5wO8a4=M>kk+)Q zRc#OUyI)bhzz6?DC=!k!;2IscV+oGUZPZE|2+xXE6n14rX_MhHdo-`l^>B2etI|VI zHwj7ME>?P6sTAAz&QE!9jK@1;Jp1|2-@2z$C<@VjDY>x(*6x3AEz*&{?WAdG=EVK!6pb7SfPr!3ZYZWK^Yq zhdv0mxW|p@CkXg&tJ$p(QOScVpZYaSV3HYDO=ee@d6#jhpPDTa99?0j)<}`_RRsRt zWFPy_dKR{0iGA>fJG`?$HVVO7*c3s}$Kvs!iA~aY6#!Hl+t}7Nx4Zpqa+@5}0)7Iz z+ihS}x*Uk@2DNQsRlayvnBKFox6bKTT#8uH-y#8c&yCdM+aoZ6$Va~4{}i0u#SP*~u967_@u z7=W!-fEiX?NwQ1S;SgIAB@T!!hNUOUCxYg6fgV_fW|#{gD28eXXehWz1oKW*mtBZg zNe+-yAkuYCaR3ifgEhEc9`J{MxPB=R13cJ+s;739_5x2ZghUv7QAS%#poB|k1Xv(* zt&$s5m|;VrB)p`B377|jAQTc9Utt&^I53B6_)Qn+3aogBu84+_mx{6oXrrhwm{%yw z2XX$G1ZH4~JmLnJn28@nBy|;djFWG=6pE*#f>qH*c+!S0IExjuimmvHW|)TbxQ}n) zFNflf88l7-nLq-W7zOzjx%f!8$N<<^a7>aAvrOEIhZENUww0!Q1*V{25#?1o~QAW+*npUlz$85 zo~~kRLT=_co|=Yfim0BgF_S)YO7QtASYVmtsC%-}YEyWhR*;_$*r5tzoXtlSeZruw zQ=s>Fpt&HM3TmZZ`V@!}q4knA3epU8@e>vbArCT^YEg@2)0Q7v6?Fim*|(e$X%t7* z01Sx&0pJ4X=K)zIF)}(Tlr{sag#_c4Y3GTfJs^Zb$Z6}z8c%S9LOMk9IiDYelVzr) zBr}d5MN7Zoq+aMkbQ%}QnJ-@&H5IT0P^qOIn4q+os8czEt9o>={+dDk@nVOnmI4OVw=&397u6CuLE+MQ9lP7LEJpYL7%)DXN)${Mi<339%E~rc%lncsQ&VE27dF z0DS1N|2H%PsF!*qOKv>)WG8E$RHm{kn~f|Pv+{`rnOd_piz~O$t~(p5JxeBKn-)N; zi&N1-Q2Q=NtF)Axv`p)?k^8TIBp7|cm0wvQfT0+m`!Axqn;HVSayhn%)@;fO8mjvi zLpyX#k#s+619?G_*ol7W7pQuJTKlzr);70v3s81TvXIIGH4+2W_>xEP1ThPm|kwWD`6Zu5HU?acavcB$n#Io76@k_)^oF)hSziRZvJ|V?H3m2!z6nfecdWrx{ zkry%;DuEbwAQx%s_oso#WF|1EYRp>LYP$d&8J$K1@{1c7h3S;h=QJS=f07z-%!6B-);6X2(&d|D>p0m_&GfcU%4 z$jXArS|v%c1J*Yu*;OaZi0@a&^z66t8904hnN08+KVYtg0B4z0%>g&fRDlCO6EMUo z$;S#h3p^Yfi{RtPgVUoN&VE29obPm z)s0=*t%GA#5q^bcFlQSdZ<9bcp|KT7&gZuR1-5q8M@i5|LCmpG2k)fSmK`6D9ofNZS=0o}6~u%6=D zyx(X_LF5D~OmjTYy@C4$J<}LjoEfo;r)omX<&k4=iQPras?%NJ|4KdC)-B;0F3c5M z(R9hxgN5A6gc%FmV=$3D>V4W_+}`e;(uCLpNWeGqjVj`4-{F?uy1m~q>jYp0;M4mW z1eLvCAOkW0;_WCG4!+nHz2Qj{-4-s{)y?Emt|w3I;e;*XNpXt);Q)lCV?@!>E}^j$ zkm4%N-YmX7GcW=!ei}${T83(^PhjKWmU8*6PJ6Q zI`1gxQ{EO%{^U=M;fem}Y_i~3onzX~Mu;vHpPa=#ai?fB+GI}JBXH(up5|*F13u7N zsA8>cY~MJZ<8`dx&zrJ6uEKoo*G%vQVDJm_(Eyd+6p7uI|6vQokRC3J&ge~D3Q<1n zM4WVn-4bA4WHI5zj(ePGtGEC%r)<;NWZ9NNf#PHyh`cN6H|Vk5$%EDET3NN~x83UO z-s-PD#|Y))MXE8Y5#UAe1-QQJ-Yp`E{kntY@5=rkt6B=i9@)rF*#ZCD&<-HRZ58A# zaR7hZ$fg--I~rsD?b&&4W4ya#e1oA*?j*TnlV+$RTZlc#!K&BpDi7;1Yi=m(x9=PS z_AUi~4j&EBtfZ;jO3oJhp7821@C6Uq2cO|Sf6UD;uL{1944~!z(eR9MS@MNO0&wvu z4(=O&^`~s+tBo2WPia|Y@`V_UXSee04zsWx&jkhR|FIIs_RJen&;kjLSum93ST5;B zZy7)z^iDnWcOSX_q5=U4_y$=NNA>qNF^>n?zXZM9LsKGMzC4#sRmmn_6#40ai1nDS zT3WyLe8YY{IGC|LlH^9`WMAj4E?fM)8ZRL8Dr`7lkQoUMU&96hPb%9(%49w6$Z z()E*;0x@3drp|h$uk!zuhgEA;< za8jrSB_~b}Se9wX2`5WB40Mu&7^^4HjC9QPj8%guM{`P-VyqFXqfx0008F@WA;VU# z9!7i}VM6R!vSm|vNWnrai?nOqs_n7j>k7InQuyc*L+@U`efJ^(4EV`l!i5bJK9bl+ zV#Zh;W9h;}a*W4V%!j@73ZQsV7 z+jgc*r9L5y9bEWu;>C?0kA0wX4VN$#Hd9f?IfG^|cdA_2xw=B>K24%ljhuAV0t@Ug0}DIC2L%;O%n2_Zdtxmf zDvK<$FDyWSwayfZYC}3kEA2z%7)okH6Hi1jMUQ5yO*a=^?CrONRHU&+8*jw%M4M=0 z$+-hKiEg^;%GjwT29$fwDd`+&shMVWBC5m@W1$i~;y^PlypN*#rGu>6b5A}o#jKAk z{MvFWE)Uj}YXuVk6fjN#3p~)k1Q%S)K`-{i;)xe#U}3_?D%4Dc3}2%XM4_xaQOg`3 zg)~y4SbVWk++qZ7fdv#oQc_Pp1vOL}yX$cwAf-FNrtN5Ih7**C#A&-yH)IaVk?J6? zJgK6RQaGW`3#kAGP~gSO46+Jy|4e1SDzhxH)=Db|7S?3*D--l$Ax^%sjlqXG>8x`w zEReucK|Q^=;tDUi`11uH9y6l|$qGFbH5@)P=O{WDRgp?j{{>jo*)p-TV1Y7`F#-r6 zP(ck25NIG^i6^GG;)}YosXOI{glXgNI#Yp@17LMPR#Hv1RU|BtTe*hP_+`yy7diYDdUcEp7MW*4uBFK9F2I9ZWasJ&Ty(g(E7HSF#}teM&T= z^!@eGl`ST_Y~cnrxL|}4f&hqk`hoiw2W&FCZoBWU@ni-{=J3^KlzSyD)M}!Tz9u#Y24jmQ}c`bBdZko4%2E;G|;jp10B{@kIns9^WGNl9-03z3PuP4gJg0EM-p zAFz;SH`TdLiEU__5qT#=GRY~kQ4u0kd5S$_qtA{+409CNTozfmMOTi=i(vfUnrQi! z7ZhO;4}GW^|Cn$DUw(^%7Ch!L--yg7bRh&LugkN%7SN!@dZ1WLt44e2DY}L3teEsL>UuTC-e!JfJqFxya30H z_BErtT&75Kw+2FdfdVBRfB{s1ucOo^4DqATO7=4 z*1b1v9t6zU4?0vr5;{=8diA?s{&M8J6j|+-vN;^eR#5;b@ZVOsx|IuHMLqx|VCY7` z+pUhkw_e204i14_;~F=dyHPGgi)q2AO;=se^=n+2;Do^lRx(jYml)dM1@9693?&#q zVij=Gg$Q*btwnEY`#WTiwD-O5jW6}!7PtHo*~w4tFOab*VH7>mz|58a|p(%JP zE)YThuCk^P2n{~4Y~}wfjGqGDX9r>6jX*p+5L3k2HjCg5o*|kCE4Xo^)vYdF2g8CH z|72G(Mu?h>+mHwEdY26q0Kfp6oRR-FN-Fb&a;7sfn?)Si(~FEi19*&7O_$o#>#X!e zpt_M%$BdA!i7gf>%-ai~KmfN6z$(EqmNILVw-yGSSlkTfQuL-2$M%hHKB4SSH2V`x zfOZqu(1bPA!Vpq;D=`5b=oJsT&^)*!jAz$eG1wsvj5dUgTaZ{E|M;~wqVlQb%@9s| z`pAor(IpiUv3d8~-z${tN9u4Cjl`QZSRM)H0&vAy^R@#N5P$;^khv|+XSZDbZLm$S zf+8Hl*`KIIEePRZpY_89U;`@IzySeJaF<;$eB!&{;uKB+=*ql;B=kM8i48nxRqzWsC?Hjs zW(a5pfOu@zJjINeD-$AbOCIp`=VGwD(8bV*MuPzW5KHRhtURUpv%bGl|35_j^}m1q z=l`aMc!bkSJ^LfT0>lyW>KfSlq|loxr-O~TS&uE_iVNrf>mea3=>RWdFc&y13J8D? zWRHeRzPTF#7f1pNlqZI;iM5*>>~jdvg1K6df+tWh6$3x;LxRYwn)1`A^9wrkv%Ka? zHyuE_O!~az5IY0huX^jhCUipo6Tlf!!YQOeBy_;lSha_cJ=CB*qQD#hxV;WYCEeq( zg)oXNsx2XaxLdomFT4ud;w=-%tujl37Fa4IsRLLzlFlHty|JWf`UNl$f+3*68#Kft z=m8zfu5EK8a&ts6@B%Y11d>W85_z{8*}5upGERHKPTaqmib72k|HV;sjV=@k(s;Kc z^o%52in+m@FF*kc2!Ia!poi$6tZ)Hab47=+nNh&K+xm*(qkuAWhy%!wSik{3+#6~N zA*GPG?Q;PskgG#Xj6~Ey9zZcbOSDHMw{;-|A_T1sSvyGCLQ*6uPV~fdJcLlBCv$Yi zm?9D@iN}UW86x>1hESp!fE9b}nk#gT08@x^%%@9yjk&P_x%t9fga|Oy0U`JW-&4pv zl(>ll00e7~2XlcI=$!@-HHZkis!+xoVys0`K?cx107wE}qQ+{BrO4v}Be1z+f-!D% zM7QdKFTkfGuQ02jD#*gTN5^hDH?Ldguz^t2nxJQ>lH6{f@vhA5xS@C_ z2)uyeJFJMK8)6g|!Z8g$q5}uu!_H7ni-5ri$V-Y^3hPx5?1^VFmlwNc~wiS|T~_uL80JP9RnAJODG6A=pfDUM7e zC4bxqMq+^c93h1h0yVrf(9$=;p_^)o1-XnrjWEXTn*iv%lfA49p8L>4tiisbJU4Qy zHAsRz%8}E&Q5A|&8ErxuZO1spQ?ely9X*NfU`qBhocUY`y&(xWB?-m>$k^D=gL|#f znutDJh(sMB0k8nwbcpNe3#3mCN z8%bpiBn=K$q%;L2JlAB#d?87NSk#RWOLGVSDM(cosEZB-6vbG{oC{Gn8nHB$)jf(( zp7c&)&7lg=uwUiZe(hCZ#n*uK6upU0AEgc;RZ4o?iD&H_u7uX7uvUC}jd10{d-X4E z{UpXxsrli;Uw}DOT@WNd*K|#b#c0>L$~hw#G3)d*Sq(=>ZK8)2*hAV^f3;a(1=yL@ zSsUpd?*SiHu@&er6;@#s=I|brSqf_%{|?u4Qi!!!)S%e(xJ0kXmyKOUhcMKL=!~_y z%LxEk1?d60OIH?X)ssz(xI&lc>OnWs&NjW%_<7o$#U6dt)tj|jJIGnN)!RntA@qoj zqHPF${G=e_5Ql9X(xg_PFb5pa6+|Jp->F)H94Ch0JU++O?b4g;+$+RN4j9-G;bc z`{CWzz%*>t2rYp?ujSm4r3=t4{}()2$?DXoV?xnkWPs|$pY#o1i_zZg?bq&2J@gFV z1m-3LCW`ZIT8}V~r7FeY^_AfLh@`O60Z2UNje!}c3wNns`=!Poz~8-!qnjkg%AsHd z1{i(K0|NF}Mmt~@reT?4;6nxACMCF#XbPD1-5g$8@VLSSK!5@8+P&z3xS$IVM%8Yq zUsn~;ZSy`SSOXMrQGeywpyRK-|KkuwS$E}Qy2_}T`vM)HRWx4VMTQg?HsnM0-Wz7+SvD;) zmWafih&7(zNO93_}%&YO<;kP4q3&WoVW>SptsnTH)&^3cHR)(<1dgVs|t=v z9%viU=YAIHYG%JA0OOBF>7wdpsOUX-8mDv4l6zKVE|lC<;h)oyXtx;V7^vuSxoAE9 zV~+MhmP+W9o|upx|LLSI>613!nWQvv%toT510(jfNPlH0}tfo}#Osik*}Ig%E(mqoo+w>0&-+ z1`%r}kOC<{ffQ~Ht$yoAL29+`XSNRL$F^)Qyj0mlLYc-0C#~vJ)N5%iXW=DY0hoY= zBANgxY-Dy`o%;d^t?UH6Y*5)^$sTFS{@&Tv?TO$=!t3op)ufc6r+GA=(bhuazKGxK z6}y&eN%`zszE=nYn$$^c0SV#eHSCN20F{|V_>3Gt~{4W0&)CAN_}m5ZfWcO6JfYvv6G&ghQ#Cft$O zZ*i_#pL9&+=J?KYon z9?=+|fRgtny!e*Sr-X^}VV@}3@`6)}Z*J^DN8hZzPn)>_FlRHim;s_O8g0Rg9>8%l z*HC7z|HMt|aXSYJeTDNl7jhb-^X>-qwYaMZDMO~2#BkODnwY;C6z zQMdLV6az^-bqfc0S|-$$V2&Mq^@j)|TUQC=u5tk*Uuox%UUyp5s9bRc0J#u0VUy#n zVj#ar@YQAvJYi-F;Pr%$@HZ#Sm?zA2Ie3?MYoqnq9J3wApn|eU!@3D8`f!Tn?G?TZh|dop^vpFei@h;-*dMNcn|uo)KsixqHz4gi3N z1Aq+p+++7@WLI{?2WuaAZ3+H}EVumdhIz>!d&;l#-Y5RDX|>S;{r1)PMTc4nwwVrC zJ{QPMD!qyfAd7`k9RaE1V}5o3@BHG2h{y;2n18F92mkZ0r};A>9C(>i{C@Xm|M8Fb zC$!|iGPD`%zkV^I@xHMAitc{q2M7iN2NEo3@F2p33KueL=GCDam@;S5tZDNm&YU`F)`(@1jyXCQYna=4ktoer zH7+`E03d@46#`TaL?B>-iL6>pu;}X5tBDw5$C4e}ssttv}t<`0pk{CWXrmD^B#4~YdyS2 zTMIC0w;+r$%C(<=!Lx!3tV#$>mu(yaZ^Sm5ym9nwe_4X{P^~|CFPpp^7>xsk`A& zWK0h(grsgtwnS-8urjb{qmH7;Weh!lK`2YEminuKm~uKSr(z8ECa}pWyDYOA9pEdN zu`s5ipS#K0tDrbNn=JzZ5a5EX?BP1Z2D}c1YP0DoCoHk;qIqm_>dHGWy~|!ppR^FF z1g&BGo=aCzItrwr3nqrkWtndY^@>&=Y9ZBY+>_DvD@|I8`81ET#l+;!10Hyu#Z z)lAWxa3W9{cyppO-_1x?gWq@?)ORxk^}V-?cGGl#bk**5^OET5bZ=7tkOy{ZrrA0~ z5@j>&c-*B=r1sjHcCm(E@tXcR?DUxx{swNYv^h7#1n4Z;0XOZgFWPb>u)mFTA z9ulo!1|Iz248->(^G$?;^rIj9+INN3!OwLkd?5@6|6)Ia1Vtb~v7JwdV!Pbju!aoi zp#mLJhP@eYAVm|PK{$~u1In;@4zgfe7z30#D8_^q2_n84B7guCEQ2N>jSG^{fes`= zd?XSd=)N?%7_xC7DQq7Lf!4-3#%_iK0gCd3;xV8ME+{qdSPh@nlD;j4i2)Rd5({$3 zq5+NpOjMo|t(U)@sH8sKshtG1mPv|`%qUgU5O_HFp$j<@Rx)2!%cx9l zhZ9$E^B_&pkSV!?5S38n08Md#3f%clg^0ADrP~iaoshbm>QtX@vnfzB_Rp*BX(_!l zs8XILNabO2D96)V02lXAL<)~^P(3C=ig>_CP7s(H&PZfOAIV zGZnF7P;+*G3ap?DI#uBn@OdVm&NQxm1(q)PNVOszb(b{FrbPUw)T$owfHG9-QVlY| zmVos+UL}YFrdCp;96)l7n~P^{BA|(k|MjmIqpMxLpjw`?Hm92M0$)ul+h&P%Znmoo zA1Tz!x;b)obX!VN1uG`A<|Lj9X^IUzI+vP8hqyH- zCaaxyB_q&64wSdj^6mVXi&>^Zx4B7K=%kz*lhHy1t_d;Pc7a9R>+%<$+08G2N!3@I zhPHmnEiQZ`f>xchSCbY&oGSwys{Qu&x=iST6k7OG33Ir^a5{i``!qXkCPls$x-3mV zP(lXb$%40aixSlkw zF>7zE;Q=qX%2sZbkPCR=msFC)|3@)#cCxIsxu;jb1U?D4~^(Vo0`mkK1int;%H4LDAH}Fbfx2bXNp}IC#z%R#8r6nAw7r#0Y9v>&*bBM#xtl|QZHK$y1t0f51FrCe zht=P2-7+U*(H&_kd)c&W|27T>N;_x|TG|(dH-Z@+s(~}%2uCQn$y2WKm9w192;Z>C zW6tnn6I&@bz(J|&jcSa~4%PZ5wL)nA@ZKy~=42wd$qf$fl{4W9FQ>B6qdw?(J1*Jbd z;ZwhB;xpe;iR9e@{~G)HiT+Lch$LP!wd#^;4~ED#8#Yd;E*I}N|30Kge)11r{`FU? zZv#r4N^+0LM&{o7)8AcHF`p6Nk1X^L5x?~aUs$fZn*? z>pj)+7!A@i785AMcBF71$;L52W%pIW<8psRE8sK2nAz9$# zO_ck^9r5rW2MXYOeIeI@-V+)~5-MTJF(K5Ap&IH&GdxvP-C*-zpb^>L>-~-IFq88f z2j@kH5&jx)|B&Ds(nT4X;Sr!=ARZ!f)PM>sqW=tt1wKXrg_YdNkf`Myqe&870O9~5 zqH_$Q85$xdhT_>=qG5F4M3~|;S)wR12kEJWE50HuzM{#&hw81OE!G)@fM4g)1rZVk zD&8Vsv|=m{V=T_1`T-*{TA3yi#PwvN7g~rACgV;BBQaKES{P$3N~1P%7y#l~G`^DG zZR2hXTn|{IIr_j6(BkrmBRiVbG8)t~Mo2uyL?5|sp^ zq&4{?V&G#wR--y9pg}ey9lhgXd}BrQVgxy4VNgH@lw(2?<3g^WMSdg<5#&YuVkQ2G zM1tf>|6rs>Ze%QWWD}w!Ov(?xMGIX3B!it~Oj?9Wvg9zjWE$oqP~r?pJ_JOn+dKwJ zPzqv3@?=Z$V^Til+1O;$;ABK>lpazgR6fK`GUY4!WLAEqUHs$-&SOzB1Vsu)S%RfO zY$aE!#aU#dTE=CQ#LrBL<>g={K@^lT_QsLOWlpeVTl&CTuA^TTCPge0-$a)3{M2F{ z1Y%m?Q5q#poMo!uWoB5WVG@K&;tFTRfLg%D5Wr<-j;2F2fblS11s0AG9nWg&4IN6A z(wwH{^%-W`$zF~nY0kuEb|!D;N@x;hZU*OlDa{PVT^T^mQ_-M77?18`p%HOaagpMe z|J7tY)`dt4r$p>#Z*nGWh$eP^XA(i)F-71IQN^_(5JUkGbmByHMnqaF1Z4uoOoC@c z9DsIiC#0|iaMGu6I$(M-QSPY(^0cAtMPMQ=kKRP)kJYABzFRo*XG&%yesZUNG9-iw z=OGaj1V+*eLZ*QVPu|dBP7Gy)Natl<<%K#6M$W*5#*EDPrVi|9iW(*cRw403pcKkp z^NSUykz ze$wg!#6my(f&%0!v;N3@hTp1gTC*+$unOyXgenAlfI0L-KL~>XOe?s?h+=w@uhL|= zDnzT+inV?PvBqe&nnNXY>$jdOy=u&mdQzs6X1cEHYP9PH&}z2!124>Ly%ub}oC ztC;R9zj{Txsu%+V?7$i<#m)<=?qbDi=7@L^$8zk~WCdx&sAEVh!Dg(<|NhFZdSJfl z>&AAh%a+GhgzN^4><0*J$(}6Eipt9JVa_r@y1uN-b`EN+fD0HZ$@VPL&X$*^=+Byf z&^|5H3a!5iM8N*S%_c3@_S40(Z1*^A)PAkh7A;W|50qrca;BDR( zuHkZQ+{)M}$?001HR1PLAh{{Soi0002C1f~Lq0000w0|6}y z0um1sBM$}=5)K;@30xBc6ciK`6d4&56a^I~3KbX-7Xn%r8Wb261Q|LqBN$pK11u{n zFfIlTF-f>GK@Kw~R5KZ+I6uZXM}<2adps?=K0y;dKtVw^7D8n%Lp@DIJ;g*rMMXu~ zNJ@ZAN6Ab;Oip#MPff8;D$P?p(N;UwSV`qrNLE^$oTsc}{Rls2@Kx2)>V@%s) zIZb4%++;P~WKp1HM)7AtGiahJX@}oxHQZ}UENrCVZ8<-0w0dz-X>xDkayB}1s7`Zs zCUmFZbUfj7PwaF)c6N4pcXs@EKeT!@EPJIfd$^r@TFHA=;d?&!drsSYPBnd{RDGS{ zeL>=ZJ~M-&K7(@NgG1hgL*9f+>V!r7gh|+iRXc~HFNnS4iA7tAZ`+DcJd2&ti(6xi zZR3nd>x@i2up`={p zq*-RArdy_xtfq>lr>EejZ~muQ{-pwWj5@Y0S2q|F&RbxTfZ~g@U=BjJc2Hx^0xZk8ZrCd%eH?y=d0grd`=>(h(C)RWuP#NE`J*A*K;-TE*l-A^$|KyP2>6`xPp5yA3^y;nq z?5^PLr|j{c?D4Mt^Q!drsr~r0{rbE8`^5kM{{R302>$>P2pmYTpuvL(6DnNDu%W|; z5F<*QNU@^Dix@L%+{m$`$B!UGiX2I@q{)*gQ>t9avZc$HFk{M`NwcQS0K7m$zneI7 z>fFh*r_Y~2g9;r=w5ZXeNRujE%CxD|r%fOt?uiw9b0}CEZxUk{Fh!ZPb%($`Rn*|UmP#Bpc zgN2tLYu?Pcv**ua8C)(fd0+wr1`v!Mn7K5;%m^a82AMfQ0@$E)>)y?~x9^(_79b#y zTA=9R2o@wTkUD{I0|hD@7yY3+^Wr0e!!|(txA*Vh!;AkPKX3t-Zhx>dh=d+Nh;Ggz z++GmLS$x(E+H~8$KU9R03lPEIe$F%jT|&;GCLMVUHt67k5T<1wdIXfm3VI2E0N(@) zETA7cGL#n}ftKI`-+u_5W*Y*hRWzY9xR|(K8`v4N00b09sN;@2_UI#06Yf!=Knq;B zM}{Yk=*$p9CI>-%ez3?u1Rq2<*=?vz7F+_8DK}67sVz{OKwvJI+xRWDYw*DcCydyHe;8`yv-)OgrltH@ zB7(LHm}mk5M-V7N0*-VOi~$g|5kYXFphJYI{9O_2ZC7 zE_qf|CujA3CAQimezy@JV>J=b&}!P<2w%*@$!-w^+3&`L# ze1HosuHWn?K0&Y97If$2$S1G-@;fm+WN=0z86OJWOnP8J3hX>5h~N$ZBaVr~xNF6y zIO96(TF!1l?V)_@=&v2aX9>(41dizMCWaD9jFyD*@vQ{P8bOZ7yaF2VfCvo9gho*( z(P&J1VAGE?i1ixOu;@mX;9maF(S|3r%54xRS|~6ksn=a96cr*I?PS)fySWC4pBLYxHV3|%b>Y<`PdWkf>)6pfF2 z5=4is1Y|xLgb-87set)RXdf9khlvrW-6(KpB1j-WY-^JN@9YN&0%$9L*#nc9BA@`# z%#KM$45T0jDa7Eg=UkDvmmkywtKjg<8Gh)_jqH`VZh#H~^D2j$z&Ak%0C9e;BO~Tu zwn*13P*WWPk=QUbtNj2@bk5M<1m+|^ONeh)xQN88npiMG`tp~+M3`s**sd@=(Md$e zRhS^KyKY!QK8HIS#_$-a0r|lh9lVr%_#?xDFu-(ST0jOZ!A$<-@^7U&B==x&H~2(? zn2zdBFy~3ndLoMi9}q#ARCE8C105$irn!s)NI*~pL`P2oY0irBlz<3`fCPBD(FqYi zP-2C?v21Quta|g+=QuB!~o4EMbWz>?aa~ zjY)7ba--Fz_PW@utPlXfT_JeayV(sd5W-8|@|yR&=uNMB*UMh)0%5%5HG+KQn_9-g zR<>bfz-@C&lLY+sC%gr&aE&tE;wp@|WM%GbWJJsfYbdXxY1Br+Bg@KFkEV1zyREZvB( zPwsk1z#<^JH&L*QDy-tvZdb$KH9~gZ+vF;XxWp$ev6i>YNXx6bvhcRl7bhk3w_a0M)UI<{>VsYQ|t6rT5_ z=n^KkJ!u>fx*J#SV_CXJ`aCP>qPrta7p$Ny5*(>m73_Kw->}MLSrjZEb_N9Ve&PN$PvD`av#W0}OB=+QS}22hJ<4 z0YC2jXgnl=XG!ZBQh3Q<+6dh3L%liwUdyLl_mNifP>PO$hm$!cQk>L3#TtVi~ zF8lvtdl2KaH-zm!34Tq6uM>8wbe1THzx?M<|N7fs1QU3g-nXKDh8+FeC=qC;h7rXl zeV4XfePD7?pnV3&Z`yZx&-Z{5h_*l$u;g;wZ<8@PN|Kz3Kqh4a-~SU`RiaB#H6elp>HLD2-eHxw-x zNH1uEa2SU(h=WfvZa^jx<~D0W))GZn5^_d(M~H+~2M9~JfLC~kh?t0qxQL7hg&6;s zh4t2jUMPNx1%h1jPSj?1GSP-L!HL<%Qg0}SqF94;_%wYO75j&Azef{tCR8xti3cGX z6(ETGW_7^EgpHVsy10wH*o)n_eBLLC!dP}jzzPL7hURx`d)O1OxPB`*PoX%9()a?U z=rqkp6?^u7eurwySZ-@55wduFv}k#m2Z2^sh`pGO>bQ>VD1pHEj#?;*U}%YL=11$+ zjXUv&3pRN66phm;iq)tvJ6IKi#dqD{cldY{19=h)`5FvR0T4KjVdi`zh6LxheC?Q# z8o80W_=t}qlTaTt&ZBY1HWnJfpUfz{Qd; zag9PW0Wv9#G?_47i4^}gE8nG(caV_Y!IGsioxC`jgou>f$DabKeI8k$&z)Di3VVZ1s)KavRP}nxoz>udLjBt?Ae|-_?}Lqo;!C} zNH?MfVUtNwaW#gY3$dRA%8Sm4lnt7r56GZE8l*xxq(oYzM!KL~IH7lmp-jr8-1(iK z)}e7#5a$^ajTsXpxSJ>nhrfw1`nX^XhL9G)qJjmZE^(y-v7A22i)8ShJo=!W$Do>b zq;y)Rc6z6Hnx}bs1=-oB6H1|E;G~O%2#nRCvPEq~Km^qGa5n#%6EymMkh!HaNQbf$ z8=EO8_StcP=6m#c5oF2|D9Dp$$`HD?rs~+Hc=?H~uo|n_xdmg;2Tgjb zOo|AE`dS{~SZ&5%nz$05dJ<@QK#zF?k}88YfP-7JD>5Jgy@aWw8f$)rnI4g2N%598 zVV|XHs_W>VsR{)eD68aJuI75Kb zw~7WDs;iag0UnTF!AcTU%8D_SuK>%hF#E6kih~2|2Os|sA_og7U&?g7r-v!wurQIZ zYsZfip=&TVv5MHE(5bW#s(7io1sfZ+QaiP?nw@-VwZdqi9b2H1xSGO9tLqA~w>qef z#j9*4ucA?&YgeK>v9d#yuQ409iS@FRMYA;E4-FF?(JHMMx2YM|sfx+AjEZ_Ji9|=d^g4o#Owhx~i*zl#9Bg3#6`_zUsTa;G2P& z+qDVGxz}sH>|4L;i=9<#zkS-e`+K$aE4EGgomk)qWeWpRDx30}y9MFA0XVIL^t-_u z!2ugK1UoDK07wSYnIB=0Vp^l}>A)&cxYRqpBy6Nx;ItBIwHc_w`K!M!{K7CC!!kU> zG@QPYSi>~Dt~mU;06YeI@WXmAySiGyCVRVLGHnrYud3Fl4@?6REWtEOycYuj{=f^H zlPts9V1LWRF2TT>niEP)5r$jBWNf5uN{HX&qZdXFvZ#7`W&QS1*GP%8cqH^Be75!$GJm)gKevAZLIrbx84Wqip(`nXTq z!gAcnp8Uz69LjCn!-)XIKs>})@CXKM#8;^zf83HWRRK=S1A{ELGz$X$fDR&n3wWEn z$_v7#mxsj3nS$GM5Ni>YjLFI@q^S!9ntYd{9L>@^&D0FaO!~2OjG=mP2#4?pk3huu z#Q@zfn{6kwkR!{KRm*Wpvn4~Y#Vb!4taA#W#lvhA=4=x8JQ2p3%*))*3);*WsL3f@ z%>-T027S=3i=o*3y0|(Ab1(*pP|BvPtEdbExRACAjGHor&a|w~iFI0u#jHmx10TQ~ zx#xeq_qQSt6+2rLuj~;rD#jI%wf_HH(>F}H?c1lCtk5#7!wl`y*&Nh7jnM77zD14D z)m+pH-K1L}vfA0C4h_+IkO*@S(YpEwmEZy7Orjg@#6sZFi3MIEor4SY$b*801kt>} zToh<+6kcp}#hefeFw;m~*KG`v`>Vds+z0=A%}?#uKP}W^8^c0P*n*9#^?TU2YS*7D zvLfr#`s>(|jRsI%)e%j*jsOG7aT;d5iEC{{=p1aKJ=&rzS=E@)ffA||HJpHpji0TM zukD8yG1q9o*tSi>!${Z})&~y_**vVBlMURGEw+#yG0BqdKeb~y~+{N9)&K=#g zecMfa+%LS`*UY4rjR=o$1R?)0p3KO_f)v`MUEZTT)}|3PILWEv?G$#H6mN|Yr%2n> zUEkE4VT9P*>YAO#UERhVveF&k0zTjbUf>3P;0T`J3clcuJqB}t2(()XFtF8(+1{Y- z)#jby--X^;c`Vx44Jk+#`8*PmEE4lw0n=^YDlW}qz+F`R(CWIb$L-XUjjIfP<2at< zI=i3I~HT3dj!uzwf5U@_t&LFGzk;pKtiE57B` zoCwJm)iMsY)$QMu&7=XIzCE7iYQE-d-sV+()mdHSygO6mo#f`t;m1PHtsUQNh~-3> z6KYry&Y|VB%H@X6;$Hs_2rus2KTfL!j^=G1>5@L_le68C7wWaZs(+p z=LC_n;voVlUC&e+*H*#jClSUp@sfj%1=@M&wEo7vozRKS+jCIpWIo`%Ug^Ld?846G zi698NdIVaH+9kp2k@M-GUfKbB5Tx!KYAq2~z7xz|5`hlef_@{i{^Pe^>+Gx8il{_gM|@527zx(WxHz3D3P(gsukJ%HrT9_rC<5YrACP~NCQCFNex z=`oS*y4$-ShXp^r=ISf&6hGWNUE>&9+ZMmn`wh{opy-QU@ghI+BtPKB&fUm z?*8tRpZmJM`@G-#xsL`xKE#ed1mB&qA`x7j{Y(7L1DzjiGT-E#q31R~5p(a7r#};= zzYvYtA$tGN`riNj(JlC_u=Fqf^}c`p=%4=Tzy9Yh{9|wYAffOGwEWHAXs-qRjlp0! zIsF&G@LWBk06_x5K!ODg9z>W>;X(wK1Ts{(V8J0Y6)j%Gm{H?KjvYOI1Q}A~NRlN@ zjueE56`(|k=DdU%6HQE-HErI+nNz1uJw1Ky1R7N6%b!Dy9>tjwQ6)!57(9g-Rq8-X zOr~DNnpNvou3f!;1&g&p4pV0lI1-7A#IX|@0<1&xvV!c806&rm zJ{xbu5u^3ym?^y;=a`QZ(MU7Rw4Vw@GD#(uWYR#IeEKg+DMiy`w9}4kvb5L^ED)wH ziDC`RES0?J%F}Rj#F5<|M1ak@wp%eyIVZd@Lpz1o@VPnnq)x9CRh;w1J^d1NP`m%& zoREY_xQcN=M<0bW(nv?z=|@XBn?n#zSYd^e1gjj4$S21nwbU@ngmOw%RV5WwQ(uL3 z$(NKu#1RG^WZ(h16g9M0Uymc}PCJb-g2P`c1kpMsA~dwnW4~(g*}^&`A+W6=qd`(_ zx8=55Z->&9Q%@1`bVx2^MK?(=w`6iv(GJ;9K|};O1d&7F{f|tT1WC8w0;hzMHU-l> zWlcBZs#aQs7uKpyVVT2%20aO*m!{cgnStbl6G#6rDcC`| zoYgpMiXDDfxris$dMYBu4*M&Q%gzeqUQMJ>ZHAtbs0RVBRJm@u@5WocO<5@=W|jJ$ zcgUIjYnorD-SzKq#fx6VXvgJkeCD1F2Q^^DFUMRoa?_-`!3TTuifyz6R?vbM#2~CD7$*O9G3h8I6VR-j z$EoVYYZcKmUkX)7FYi5WT#s7>&{l=76=H45oLw*QA1j;F4$WmYfA2>lVAt@z}7#F-UI7Tv-(Try_)dss%noyZ0 zLC@n`x%R_}6LznLcf8!a>eamjMJ;ORgIxCxVMluDk%oA@T>8`phxWm5DkPX<6eS5P zBNWk+_&cKiBqqrwHW3#@m?T2ZHpweK3z9C%;zFJRgTyUqa9;c(%wqVjo?-81h*Tj2 z`-4VaVsK}#(iy)Jx51R`Z52_AQmv>*NL)7aKjQ1&3l#*-7{>q5kcc#7Hnn+3LF7<< zm1v(zDNO+&;gN;o-Z z7L--J?B&j0$+N`uvz4|4n3O6hXMotfnBh z`7V@hlbb(tX-u^_#~hxbkysJIqU5<#!kkl`KgH7~qewOc2#}`;(5LMfIH*xdh*wzQ z=Swr!G+Q=JYD6PxR<*j-J2o_{Rmzm$__K(NB6ECGTEr?=@rdxrbfxbqWFbu&G#UPk zt~8WkHs#7aXb#e)eRZoL0jtfynlzg@oLVOubd{vED;$}X{! zxZtiNL(96(lBm7IS?@re0)o267Okp9ntk=VU;c6x5v5oK^lZz_;o^&Xk5DUHi`&v| zGS|T?Ei7{b3thMNb-5Q_?sGA`;q&EC4L6mq0(>K4f-Kd$Cyoku!%M{RmUoFzeC&JC zHqPA9Q#$c&69Ym}U*q<7KWRn8ZA&{Pm-^VqN9O-;rsm*L+LmI#b)9Q*yQkK*Dp-&i z*06M`$>1#Oal>C0UzWi#QDV;b4C?XLFOITvfZFcjY@`4vS*V)c=CV>cIw`V^0 zxz8vDqKa3%Kk}{)&{VWB{cv2Nr&7qo2zknm5BXLk|9Gvp4Q{11y=nUfw8?)A>6V?# z)&yI*%%?_ms#Q(qkg}E3>a(ez_ly@d-`Uo5elwhPy=z^wIYiyi>7iLC=t1YN(87N4 zqRZCQj&A=5FB1M6E=Q5&~zz4qbgsNiXL+uPXYbhuv&v`HT_tYi%^D^3``P&@a+ zk0^yLs*LJ(ulm%kw)ckd?P^kEq7!h)E#7oNwFPB=XWJ4(Frqvn8X8V48xUf5QG=I4+~$q?POfGsXIEo(UCC&JmB+u!xZHe z<{r#VePs)W`P6?6^VdmUShbT}<$JxRm(Mz6!A1$)O~$u!>kUm;Q(5TL+0Sv^S#wPSF6x(etc8+T=9e# z-}4o(`ko8k-<^m&1CHL1t9!n?W9b7K#6N!Wm*4#3j{+H>?)@2CE0htJ5asCaseFD*yrE>{|CST#IWcBGcg0X*gK!|fw!0=zMpeIzAHQhtG7x>KAbx|>02)8 z(?H{EybPSa=)(l60XR2F0Qh6SC<4FpQ^6HXzx6x8urWc6iNWrWzrnz<2Ot6s>_7qJ z!7?j_WJI)Vtyn9|}C7_YJ_P$gC=|SX(?Jf*!bgO}M+m`FfV`);qA*NDo*D}?qJiM15k`cQ*u8^Dn;%%MY?#jIdcpK;DYA6LS#h8 zbW}%3T*MuGH$}WdTZBGcq(>g4LRGuKdDJ_#iUxICH*@?zSE~d}7{(1WM(I<&f<(ug zQ$DIW1vp3%UCGApo5ufYv_@>4$Yu+rH#C$sEDo%}i*8sJgD8MSH{8EVBg^M1NF7D|=>a@=5ghb`T z&h6w*b}Y^AJVv-w%_?lQN)W^<-OV8FOrdkq1RY8?mD4$WMI&Xa3l+*vI8rrT(mvf&^<+}_3_-!9L`M3J z-vAxZ(b9z>(Gu+gC0f)#*~TdPQsanBzqkvLbc{=F6A$=PH3ijB71a)<)9ZB8H^t3# z991(d)mDW>s%cMK=!8`TR6n&9*sf4|){kt~xUfuwc(2T~R&RCKhlSXP zm014|^*2=I%{zrpJiS(NO;ruG&A#N;iM`PU9m-Q^*xaN1$MyxH(5*j`CaUtt2%lekq}h>0rzJr&udW!k27TE0BjZ-rNleb|hR zQ;&t(at+F-<=UZKg_F%yB|U{^%JzY|@HCsQWSrCOrMeW%*$=SsGSDu~Q z?D$zj*{ow}(W?=WsA#VOAX86Z*{((0#8q4ly;D%7n!{b(-HhDHwO3nM*_c(?ffU5D zZQGY!#?J-a&h=A#{nZ}I+Y_nVr@Y(K{TMEVIKs%(&LX(pDFDM2-P=7|%GKT7ty=$O zG}3mpTHY1jiS31zrB^pSg=i>V+)Z21b>7frUeXPL7-iiGNnMLH)+4~%>NO5#3nESh zEx{PtuEdJIjfw#%T;^5ZJ{{inbzg1uHzQTrBz@od&DM8q+kw>FK~&%8_1|U0-Oqj7 zHsId+8CEOJ-t8^m;n-WpJlF~WUx-Lptr*h+ID+-X;0)H_4ZhW`-BtUQ*Hxgz`32z; z2GvfmT-;6GL1f#u{a^pBSQiFhLLG(=SYQgd-fB$X8}``;4x0vEjK_>tuc%-%;NT-h z;v~*r6HeTCb<>8l*FT+ETQFJ3Wnw1AglK4C(G|pAsN&9j;V_2YLH%D(7+e1v=3(;4 z;ZEG)H1@`goK&Fo;e*JFHROuOQ~)w10ww0-KKA2324vhV%7Hl5ZmJZ{8mg$+M>HO8_VE|@I zuIZho*G}jKTE4y)ZeE|pWRu-whlc2ge%ryE=rZ;MP!ehA0Kbl=>Z&eQL$;|zpH^#6Khyys%2bIO{lG2&F`8wg&Cc z7VXiNX1g}+d_Dz1gl2_4?Rx%PT;OY#)@w|TZRd^XYYyzd9_;^z=44Pv<;V^T#cu53 zj>`JTYTz!~t3*yFpx${B$=?Qx^&-=1mFJ|k?(4R0($?5$LDx z?`+0yP@r>~jq#=Kg*?x5`nD+_?9|w|Xn-b%^hn2U zZI<*(w{!@n@=VwCO&)6Wp68$*^FhsXFwb*(rtq{ybuM4)ppFKkUh6l<=_Rjo8Q*6; zFYo3i^tjORK=0@t&vm*$^c5*@0cWDv(4>8(#qL9Bmhz3vtIv;$(2mR0&{n4j+xi|gO zclNrU=Se^6gSTeecKryCZ^GW>yBGSRetrM#mhgh7eWTBFrf+)BuXMo2WYVv3R6qq= zABHxl`pB1xu|R~Z*Luiz{;a5cXPx}PKGOn7h@u3@Jb zQmlvy)Tv&>+7v+G@gvBPB1e)eY4Rk>lqy%UZ0YhP%#js(AWGEdW}=)rck;a1M<*gg zM<&E9YV;`5q)L~@BoT=z)Tkp#SdxmA36pM2NSN$qwWwE?4M<$9X!b1Hv})I~ZR_@} zTZMAx(yeRvF5bL)_ww!Qw{EAvf(QS1k}EjjVTFnRD)v;EF5$?5PYr{JE8?(Tz3e__ z%vd6*UK8O`EJzTPWr=0YuEw~r+$9!Epc5r7FBD~+P8D>?j5b?@N^qG94P)g`t<78GwuwTuqVovmt|)ESEE5# zqr0Crn7S8sX;CHvY|xIr<0(> z$s(S4>UkoJp85 zmcT`rDXFERM3t#ZwOL$NO|0qCss_etQUe~SLMN`d>Wb^0z54nqu;3xN)}X~2D_&)% z9J`Q^28ovEqqr~$3xF356GE!lYU|OaJbC+Vr#FeZExD#LS8hvA8F%JZMa^pFt8Uu5 zE4}sFODA`CvQ}rX{rcNhd2B5^Fu{1qmneE|4Ra7GMe2#lGPux3?X~Dy3}(0BYV0i{ zj&yl3$W)FPvP$R9_FVtGO;shKy4HoD%B}axJTuKT&xsbk|LVN6T7vRSERezul&pPj zfo7+}Mxxko#LHasfu$r%ec%N&ZG80{Stru*$5VR^@7E`pY!wL|rfk&M&5@8cNwvZp zv(0hKJvZG9+59u!dB3Q4S~kAriAD?Wwc^p(!7b-olQKN%qt{dyHsr%qUDMT-Z|(7@ zk!ybPQ=5l$p=|6%#ddN9kS;|N+0QUR*7PUqX@A8!8JxTbGB z`|Z2`I?gxeK0p8c-&MBoze(GvN|ElXf;{yCh?L3YgmTa080G}1K%;PvdQ9jXQ$!aV z>?LPpC<)){(5Jx-a-{My#371){39R(`9vmG zv5$B~4ukAb`;E_12NTpqHQzWk-^8o3rOQiNX?xmQJ0F^oBxFK(H1 zg$z*XMo*5in$;{NC{HO(Gj^kUp3`GVw3i%J*5-jLspbD%q0S7#jGeoDCp_aR&t@8K zeeAm=F!M=5VG3v&ki?h1o^-e2G1HPZOW*&Jx6K|>)0z(bBsM{rz=fI-oKmwWNF>-C za?&Q2DG8qp)+y4FlC-4moF__Cs?wFBRG%)T;_Tp*I9|btcmJH?GT?Np@)7Trs7NS9 z8QOz~5;dZqoM=#ah|!RFG$mO9-GNvs9aVx97ACzaRUC9$@kOo-AjWn zJuClOVd1o8j*x$GGG7aC>563(D5(NWKtqYDS56?+t_w6>0KZ4arJih-<2+{rLaNop zGPbdfee6~N8CkGWc9(DEAid0r*3G(9tv40nGCUYpKe~b=epMh|hq~8min6b#6<{~1 zC)JNI!4j|JkYSBO)dDCMvcCN-a2Z=ZtyZ?Ul-(6(+ecQ;GFMlg{jC2~ag8O8wuz;! z>uZ;n*VQ`Iwb`8>VK4SBaaO3dBJ!q5cuJh(rGz z-};ic#K9eIR^K+#{Ib}m^+f0r|0`pE`tyTP%$513YhbH(5P2QJu7tzZ;0Jd%!aP4inz*F9N&R<%+P*_w_pa-PEmWps6|qmo*pxmtvN7FWPJ6o9&USV?RqRz!Q@h$5q=nN=ty2GO_qe3& z{okE!4Y^p$y0w57H_33ltq$GxQtBof9DiNxdDENT$-Z}py}asudwA8Dem1}Z?pRPy z+u8>AV79qEPguyAgC$KTEKG~;uaUdlpe)6?Cw{RcLr#M4mKCFiL(T@=;uiHjIm%P6 z@?u9?*jw&0%>7O0NejH@Hpi-%3%*31AH3)2V|b}~jM8-Ubb}99u|hQt>mKmg;ul{9 z5u~SdsVSONPmLE7@K`GIN@(OIUpd&rF7{wwnb@!Z_Sqkuc1WYW%e2TezCSGU7CKw* zH}AChrk!Au`n>PxqeZD9>CVo_}0kohv@z>Zxz5;!ZCG)TPdNkbVFBOYA}~$1|1r z1I1P)4H$&U$1eKOlfLvUk2~t)es_WA9l`BfJ>LEPKfo{P?dc>b6S2Ca#@>GMlh2mp zEe`pp|9)zfuTpK>4U(#J{=C)!Md(d0{pnNx48|iX`i=Q*#=hGRoUHonV$%bAc;khdj($if!Q^{-=$gF zzmd`Z-5(dMLMhZ>(><6C_8;-ZAjmKug(p%c=A z1VW(`QlJG^p%u2B_LUv5nUn{*U!;*B7>b|?k`(P-!`qoy3%(zu<(ri7Ah}$?403`E z_E`@4pBq{XRAtKmI#tM(S0BkZ_OJtb4{o!oLVo4-n zBIcql?&1=T9ThqvFa{$dx}c~upp*cLejA!sfeN} zZsRF_QXTFfHfoD4THX-RqDc6l+QgfIjN?co)-LcOJjVZHE=u9aDWU28qA=#8FeV!o z9%H^GBiy0hvz4LXWmzQ#WD89r-~pR8hNG!yBR5854a(s+uA)O?3Oce%9U(>MXF0uwqzq78`=3|r3oCep`kxg844bw3(|r!EJ-?~!v|bs zHqM|#N+d<5q8$pQspO%R0HIO1qHaw{NQS^J{DM_pC01r-RbJ&Tbfs5*C0M>AN{%I2 zBBD#4C0g1Wd&Q&{qTE`J-Ao#!Od=yC-dhM-6+zBrLQdn7M3Yip3PcvAV5;IEe#8R) zrI$cum~3POnPY-KvDMZ}@EWnf$fB_hQZF&hi%1RR)np7O8 zl`y4&G?1H6YYr-p85A_5x(mM4f-AAErwX^tKS>gB3I;gWo41)d!&%x8d3h<)BC zQtoDNPQU{2r!)M)A81{SR!Ag-2!ae2g1Z02fF@v(N(DG6Kl zc9J9$UTBtjC5LwDA$q7H(xdb-VThKgnO0!nF(QoqD1wM$e!eN3=4XxSCyw@jKZt+; z45tFH=?^C9QaEL7I2oxhCz5(z1B8Nt;e|vqGt5z9UI`C3aG(wVI_AcBZFpE4L0Cs9NEu z+N!ChD!KOGs@kY;g1~=vLx0YyxO)FjasX;M`RPVUrJ?@8bt)@X>MN8ctG_NQv{EZq zGOKk)sDxT2SYG9|E-b^AWVT)^i$dz1Oowl>~l)yViqVY`KoXbVXxk+zvisY?kvyt?7sr+umY`vKB<*eOCrFy6v1Tmwm>smHpka)j*2mg|is00T_P0>FSj zj6%zT?JLsjN)Rc$?i$=Kg&d{MANZ`^?ycSmt>6AF;7%#i4(`!nsFph6(?YG{8X`Sz zs??Gx6k=`Gf@;-@-Yr;TaJv6(a)|BNrs|C{02bha49Ebxnn0~;E~~6*1i4b(E``lz z2(KQ+>!ywj@U89MF78?-?(*xg{zC8SF0lr#@ER=P4sMl7D0s@FSS~K}PT=E0Zly|Y z6=tl)W@_cC+~s0R0-&yOaBkJ49oES*02rp?Ec>H z?*cFn8!Z7}=g}sr)?WW-$sw&08nGc>9G(IOXYd4^tr{x;3y-l1pYYWgCj?~*&602sYDEJK!OqSwAJ^~R z(y$H(vLO3!4;Qi_3$fM~@dRRJ6LT#~a%{=@WICvWIy5m>>S9-7s3uD>Cnw?x{v;Cb z;x)9vSdf4zo3a~!MH!zl_}-{TSjx$^@!6(wf+mIBf=M0IMlQnyu7*SblyLYAK_3tE zF#9VpAM+q5voi1PAycT%HuH5h0~0%G6gqH-7V%F~G89*+1TOFLb}~3Op)^A=Jnq6M z*VO~ivQ=Eb5t#omE5GR}xUvU(L>s?y)TlF5pyLC{ER{g!rMzx!_!?~q>YX*f2OKj( zC$vJx@G>{FLq{ng`)$t_@;IvlHEU|7My{w{FC#+mBv*1eC~P>7^bx1SIGc1RPoX&z z2tJc>JHInL%QFJDbUu&p9jh-Op70xYopan)0UY!~2enWqbTG_t&JwdjC$&=7@ZSc* zNniArR&k{|tV>R9=wY)qhcq`c;Uy#PbarzlZ!$?6;z@6_5hHL{hJxbJv??EgEx2vqc9( zCWrP|n`FgW?^ScOFFN69U$$05YE@e10c-aFCobWp_u%T{W+!cRJ8@Qm_BGtLRIu|Y z#5RBTH*L!`e#^%9z+$=Va%}WAZBR!Emqhp|w}U_UaXYt!Pq;!SYcT_IbT{;TTeQ)x zcYJU6wfbVQQ7i>kbJALNB}eEYSEdnHr_mbjdoN+}{xF0NF_vOwS)=roUS%i*I8^Aj ze+U0Le*?IWTgB-l-)I3JZg=CO^FHq)Px56eEM_*Sl^U;{6Ryy{<5pJXQ~xBGS0$+y`2el9kPkX* z6FHzm#dzuJ#k?;rgRpdzji92$lv_EaSNfGxxG@xiF>E>?XS$YuI$+;#F?{)XH);?^ zF_#wanKy5?KCebcti+mJGuQ*smbw5Bt+U=bG&^-!H^Z_1!J#JwI}!13gEcNfX$##RMRjG&@Sv)|wPR z#WTV*WIWbqJ*9VhPJhW$NA11uK=65h0eHk$NUuPxT2c<*$ZyI zPV&zqy-Nr^(HDJ?C%oRPN;xV|lPl>Qt8lyBt<`Hi<2SzJUwaG}H@9m$gsa0lX#OBW=tOt^|B8OXs`yDFu#9JSSgUkN{zA=f{;+m= zAYW!EsP#PCKJ53s?8ml7)IRwK;etE;!%Mt?@2bqst|nYPH55Po=YR1B^)$SLJ19Ru z1QR%rU_pZi1^!aF@E5{?3?W98IFVvSixqce)VPsj$Bh>k-V!;IWJ!)AHIm$gQsl;x zw^F{8ITL2HW(^w#i|CMNPoF=1F4Wm9)CUAdktS8Tlxb6^PoYMYI+g!wRjXIAW|ewD zk1elX!G;wZw%0Hs6SSsPyOwQRw{PDv>BfYK(r$3^=1odhZ{MVM{qCI$)shGV1)w$< zqHdZp$Bi9FmOPnqWy_Z_XV$!#bLY#&K!+9`8k@Um#ek;fDN(g*kgs9Krs(mb?AaM1 z;x?(WBg%|4f&0d7ui3+#t&t~BPP9Q_=g*->ht9RvSnJnql|3t+dw1{Oq0*g8f~lpt z;L#%>5h;CIOXLGHF)x*GRK@D3QInQmnrHw20Sr*U0Uax58h6|Q?I+Zf3re8|9kflt z2`|D;A>3%oP(urUscoTM80zR3m2OcexS1~G$fgG&Yyd$(zQ55$gP2SIpuHJstZ}Ui z4yg{i9lz2JEgOLhQb@rDbE>`}odXQXr;gN1uJfX5(y9BV$&WwD`jaM0EeY(>%P$8U z$20{Q97w?z(M+?T;}W9K&DcQ1XhYg2(kQnOIePQL5IgJ;w`S5&Q_$qn`J=fd5ls|4 z9ChSzM;{f9RMNbjgwiPzESVIqZs5}t0V(4uaw<@nQVbg_t<+N0Rad=|ODqNK56oG; z90!}zdAER9M@bFm^-Q6|{K3)6I^!c;0#QO#H1eN&D9Y(ITv)huAk2By_u z$4WbGw9y1w*x`qDE%VwmZBpkQbucDYpyH0TNhhC(O$X3)NG4ewdr-z$Wp$8kb|;rV zjPuTjJoGa~nWg=u8G9t2c+hl)*p}U)hXyxXv3f~5JF|Wy+G#}PYJ%RV=6jkdcM~OH z-L{^@O6z-v_=exH$sYUPvQb_2;I${i<{gD0j$3Ysk?Z-_iZdRTLA)`x2V;?oBdFuS zhb`G;lo4N99l(*@c;s|W_B-ztC(?@5VQDtR#7_^JGIK>tc(8YIH zN#0T#u)OH4kcBNo+kmDQ88J~KGR9Db_HdZP)9tEzJekHj+@Uhm;EgyoVGwIR#6LIr z4>s#-U*cF+ERmJNe8mw85|!vOJN=>d*;7^s2l>mtW*_M~x1tgH`FHTRv)la$uvRY%M8D;fhTyQNtbMaA{>g z(-|E8@K!V}Mkdcmrh@p&XDnKcPZ8U!_07*7sPq_Pt%$jUEVZXX;fX+_io>aPm9tmL zs#b5u)y|qxF3-$M9vS#GZmITare#Z56QfqPTFI?tbL(y6n%l8`^R9Z$t8YQ`Hkuv? zh<+{LEN3}Doi4YNiH%KVg=NYjo-A<8?MX4-;WzC;a+1v$!f3%8mCu5?_zs;|@4n_!eFZM`A8iSmGD&u)UoRsmBw~cQMvD27f%#K#{j>*(i2%Wj&wZs>s z4Fz zTV^yKKJk~+=teP*napK&V+GyFgou8*Tom;VY~iThAaOK2bbbzv)tX~$=-C^6_VJ(h z%VYfdSkSda={vkpWP^=E!HpTmI~sk%CCkmpm2U9m5b|7tbP;buFN&BIXhsmb-#^u$;HcX9?2@VX{6zrc7(4cJ4D`yA|G>-e^Q26TP}U1G6I7bY)_iop0@P2-)Rs`O0FEu@V0fu2kNyhIFf*Bz`F~e zYgk(~)vLBQnV0eEd2328%S?}pJy>6Exof`80XPbM?Pp;NTgMA`cz=z3Y}`tm;w5Ei zexQxWEwSp^ie~gS>?$Tk+cn#f5etJ6Q2xGThS=5qS0}5RX=LlC z(OO7l6`sGNgVCpe^w$pmcl+Dn{&0p@obLJ^>7FkR&W&?in`+Zf#-rW$SN&%k7*~eK zw-HW)qCB%P#|F)7jt|LCp7QuWTs#nzdChO$=biWb=Ru#{a(KQRrQiAKQP%U(`y71d z^I2#FO5KK?DPjz}aL;T%dtU9ZHD&UBjJz(<3#dWs#djmugO4P5xi&pwcN&c4ov5u9 z96HT>_aEY(eeG|5?se}kNv*Vw{8Xt*E!Ftop=~8B1s*_!2dBvG`lWJinErd6Mrmpe z`P0Xv=bR5Bf-okC)M4{9FZAN!0QC>`vJ3SXumKhD=f20>(8SyXD!bTi$-c;8Hmz=U zs2B?6P?C?BhR^u_iVyih&_=*cNXQN^qOUugk4BV)`l6$m3P3R&4jgbW2f=~+c(4b% zuj29!V6@3>{Kah4CNrjIhXXGK|-$p2@pXbj|?pjaehvS1n7X63zL9u4Hxj{O0V=hPZ%$T z^+FHlDzE1MFh<-SW)1y@o$TQP@z57_uXHppfr6$Gd1(X%(cTEr8@Z$3WGw8?(Q4pK zQ!K#}m@g9J#VIJU&oHqb?GXnpQ3t=_8}QK+{Sh2Okv~RJRg^(L+)tYz%?Vd=Gi)fY zvTPd0f&cPL^GbuQYO#7yrWx%4^PozWRu0_Kgbr2a9Y)Xe>>&-6(epAAANWD?>d9dg zhZ@xZ|E%#E3rc~=@s5UX8NzYZ#xW-YLu%-V-_p@)RuBcdAyaDPy(sY>oe~r25fk~b zAN`RBgD?~aa;^l@dJJzN{XO2K=Q?lo z>T)Ij?I9N>2k6);lkDMEvg=md5~gqxD9>mods5YY(lGHtKHd?&?&v7PE)whv2BD$` zG2kgR^C_niDx)$7tI`|pAt3YR{6;S1Qqe0tgV8YWG%s=@;~^J&j^qZD4_}UM;L>Nl zrx@+h3s+Jvck#Bw(jH91ZT@oGYBQ43!2qg?F)s))6SK?~(>b|j5tkAY8R+1YZ!jbg zJ+u=k;w>{bb3CQe9`g}2J&~o}YPJIMUs6#^ynz}DkNs5BFmcc3#m#cUb> zt|1P(u0toPC{YYWzvHYVGcefeDZ-OHWpqY2^X=9lK2Zg?a#TmL={@E1O6v16OtG%; z^ECU6(dw!{?I9fIA^vXYNuM-B2h%{Y2SEo585z_;^U@`$==0pl0)K0f7D-ACYJp5N zcs>+Fhe1S1^h~eHI@?S|UGSJ%6s$U`25B@;^;8FMP|v_m*^up|PEiT>L!0_eAn6nE z_%1-?vq&9vZDHL9t;ULv>4mGeYq% z!AMP<@Cr1ja5U86yL#0_;Q&|t^6 zR~vEYWm#{(FjDgF!88~xUKiJ3Fvb87z;Pd!Tq1XJDR*gml?ePmp+;8`rB+_h?oyP} zGNGb$Pxo|-(HzR*eA)MW?Ga*Gw_?|UD))>BWw&-ob6>PXcX!tth;(;-H-IrUcnKIc z@fBwK>v-|uf5pTdc9v~01_Y;fXp7c*k+yQPmk1Q901&oZw6+}oAM=BjGAayU2*iPX zd2@Z+w|!Gs2UEE8DmFCDw%Bki$MUy%bhpo#aO4EIhYzNJ$&}?{Y5;r8X7AxIPg8N7 z*HEN)g1e=9E%;xr0fS)`b2C?ic`1A^sDocCgqMPg;eu)rpoCBOd{cOZS@?z37=|~K zV(U?c->%{G41aG}WVtoin6L@|&WHIpTo=YmPEHCp42TKp{(1~S@{%}R(;gTtGJHW9 z9vMK?!BASziJ!P=r#O=}d6PL=a%XjlvA0*rg9LB^i^WP#8Ngh4jXN9>JD);~rQ=1P zf{f9)meY8RahZ)*H*6_(elxKLcM$ICcZTWMdDwQ49@XLh6f$lzu8*C$hwYVB30acP zX)KL5FYf_}Tr*PdAyVDJTff;+En|`!ppq@wQzEyM)wz>t6_hR4IklIU1kNf_xm?r^ zgugd*U#p`G00YX{mH}FQa~YR$u!V8Zmw)*NsnQY^F7AezN23R#q32PD*=}h_Ke|cq z3N=xmxuXI3kAHZY0hcV#(m#`zTdkyIH?JHZK?HCq0h;)n73Bi(V4ZDxokN*mHd zIHSHdE39@@e!5{hYMQDcppiPMc~hX5T6OR7?a&ir`Bb45uI`krkY)?N0%peUlhU{wazM&fbK1`;mx2A78uQfTR&s1}X0CQdW zf-2L4;6*wVmXG3*cgD9V-tDN>H>n{TvJJX*qZ-j*mzXP#knWC#PZ7YrdaOZPZy(7s zkW)&P0V4YgNfFtkF|V%n*FHOL91;&3$^mHYx?Cs#uk~85`PxKD;IB=Ya|^cmytrN# zJ3Z!^u^Yg#BfGgHn;j@S2k~K{eQb`;Hf;sz?l88kQ3|ZHGPJ>)RzO;>UMg-FX*A9o zho1EQ%<_;C#6R`HKk?x|F|SE^SQ*rzwv)n~ZyQN+d$)JHxBEM_jvIq|Iy{P-Dh|9Y z-V3Cd+qoeepeZ}p@PQsb5woq^x?{JP`Q_OE>R5lh8*I^xkW?T4sz=Pz!0X(k-oX2-(!P(I;`XZ>ag2-nqw)P;xog9VT zcf#R#;qptv>F&mc?ZcZV#J8yw(T_7;C5AYf!~?hr7t+ih!&cCGMUk8?7N1x>@!L34;XQaU!01}=&!vC2aoVsAajhMFnh<=2@+*xQ0?K}ym8AA8XuJbocP(tEJjn$;V^fx|CduF{6nBV*IU zI$#Qhf4v<)Z!6|DL*q`J%x8+#)x3Y#oVK0e&Ut-Ea6Q*IIa}WO-D9o58>oBJ0?GM^ z*pbPi3ZR51HXI~Y*(Do>nflSA`;DC)+8u6ej=9>o4H8MewLeW-A6lEy#+<|c$UVl-g2{UgVIG#wup6x#)#T}y+8!0l*y)55>>-|$w zbGDI5y(>N6OCtF0g=Fq=-tJ|eXarqS7#8T?qUYr(u_tkw4uANE-{_sZ>6!g09slvE zGNI$x$|=9{8#u=G;aeN|^+j7UK>smJy)wqWG{7(|=lcK=Og|NDZcB4Aq#=^oo}6#r z=5?FybAH#~pP7U{c&wB6;bN81Be^HB0006*xPb$$5j03Jp~7(H7BVykF``6sWjTJF&{0K6n$dM%f!FfB05+ycoE3vtJ2{We5nbd09yjc?_&Ye7aQX7ZO-N1YC z#wk0BG^x_1Oq)7=3N{G8yrztaQ_UN=}`uz(ysyaUn5Ewp;II-fzj2k`YfK3~ym*x}%a`|g6I*)p-rfzx*S2rq`Sk1CzmFgP+Wk%U zPkZUkJNVcWjyrn)f=ThUV3=Z#N#=t7rFGVsYVOw-Tyhau;9XpH>1CN=HW*=y zdhW^RY8Y||=w}|D)@PxH9vU2sh)UQEaFMa-VvLIJ*{EYR-iRrWnr;dtbVGhR9X?88 z*JP>QL5XUrDZ!NLlytf`mwE}-bX0<1DkIHK{*lR7uYA>XV6b-$OKh>m9*Znq!7h8C zm37*Q)tPDkuF0leLAf`eUBsT$rF_uNr_Kj?E=q2>G5#57po5yrZoBRtHtD;oH4!Of zOjuGcgd>V@8=odRW+SFIS|c#02LEUcs0tGaPC2GN+?}ctPpqm;-VCJAIJr`@F;3Ie z1m>^k`ATxhJRNB4Ky}qs;5;tB40Fsf&rCDT@zgxeurnVUC$h}`Ozp0IsW~mR@;6A!($gtKqs^k4<)nGnQQ$6HVCLVxJ_O{bIh0 z8L$Vz0^dEb!J9s#us8~{v(81@K}`5a6d&FyOXO8K4#wWtM6#8+_IlIDAKR+TPt2Zl z*E}o#Lru`I3nlAL&7|v$bLuZAwDUWzzwY|Z!@7RDOhB&{Y*az7`Ey$?1^6a`D+lO~ z(o|QC)HLc8pa9y=Kc86FUQbVb_12e0DD>KIe_5s6+uJW=kRA&6iSa5{0Nu~v&3^lL z>-db23lj-ZMHE@&a7OtT&Ob?rKlzfAtVAVPvPV3eB{`F2PIGTj**)~3kGT*9bm3ST z%uXk@C-rWFdcmLvKX{kdfpCN%0NJ! z*ZU9-e+WdwoG*w7XkPh**f#PxN>XxDi~)vVH}^^LeaeyF{44@0BNd4vMe1MwP!f{= z|E=m`S$Z6>=!8I?_^K@~dmseg2*(Ll&}GL$SqkrnM`jtQgCy*uAO8qQW5pzo!3s)H z;=)1~uB<>)qt#L56T|te z$xL$6p8R~*5rg;}QsT>8pd67Z9m7g!B;%D+tl~gqnZ;e!Pm2@9pB68=zl^N^hf6@wvc7Y z0$Du!qKVtOmj~KlNwvuws1~0$?XS*3u3O};kWq= zZir7jp|Sq(ZI)QuVU$b0KK*Mkkr)C7p0UvB>R7D`y&H84#vD*dhkg*1t9Z*1xbm9U z8?@Y#Ph{1T0V?yQ^i?kdH>fn190*nSr6aLu=SM!`l);@NbLnW7*_`4RgE7lefFa1t zm)^|FYldxs`T|LjE$t-ksS7$|YY%&f0L6rsjBiOiJrfst(XDy^n{#GqQW$rdCeen;hUdn7i|s8wAnoBJ@yFCj&%%Wu7d=lzpa=< zBU)_WF86BwdBY~OD4=0bSMUtdd4Nyua$&z7VTIDS>e2@ne!wHHyJ{ru zV-#RZ9=?)y6jmR_3{TyQ|9q5?4oiABP++g$6T$y|`?+e0O%4x!WAhQ%@n|_g=JDF3 zMo{vl{h*gs_dv`Og(ZJzKm(p$`l^PW#G}uD{vG}QLy?96%*A@A2OK>NTC{SXTG=YPVrf4|j#M@V|;_DNBv7*2>N z1c)MU^HuJq7z{WBzyJ&nXnU^IBkWLtR%C%fCQ%u9WZNMsCJ|D_=TZ1TOKtdp6r+MD zAwo{of_bQiEtqXc@q#r7h-G4OZ}DH&wnwBxbNdAsoJA0e6b|;_3{9|lOt@7^h*e8S ziAC3XTO)vo;XU#qg%;8x#g#r=*o9u0b^PZ4KG*dSWLSpvLvUyae8Z0EZhj z9&?x~8Pp!GBS3p7jKiphzT$_Rr$*b?6vh~c&FB;+7Z*JhU^kP9(X?37M=YzONCOdx zlbDJ9WQiq~J>PhQn;nIeG3FRFBnh9IC#z| zlFRrL(a2K)c5TIi5}YlRL?iI7u2lnGWiJi8c9c zR9H5hXnI;RW9HKhjq(8T*Z>mX3%-E=k5yTZ_Qqokm3yHEQ3V%X;MJ9+f{<$nQegyA zN&=A}@j4$B6B_B3Z#j$}DVHDjC4o1R;fHJ{d6N1N51hj^jwN3#IaplMU=LOeO<({- z$xoXBltI~(j|r4MnOj4tn2Xkq1eHYKqc!H3D3O2wP^f^3kv>wH3sz~G`POM|#fn?0 z5VBNuadlB*#}FZ?YGuiWOoovE(@|7%k#Omozlk2m6FGl(mxq@tZIM*T33+wFSWB}( zff+2-AOiSTnK;ClkcpkyNtxA&V(U0IOaO(GahZL>nY5uOx{&}6z!(M~l~ie(Rf(Ee z**J#xBJz&#a(W6N z0J-3v_c)b1x}(4l3&{|l5eN;NVxOL3Y8O~PYxohiS&Mw7Dk6c9ZRmV!XP{Mzpm52c zS*oR5x)#Y8p&c_a5lSB-SA)MYScrsF(x_lA2c0W94j`JMl|-T@N~b6qr@Up9?b4#Y z@owglrzw`1$Q23Hd84^tsE5jLwYc)Ifg?fkfEY*OZp@v@eWdY zI8_R&I?;kqcBQ47kuaG5MsvxGOff@#Sa`MW{imr@~eA8DK>$3RT;av91~0UHnK zP=vs$t2fE3ChDu>h_H<2o$Ruwl5wof1tP_I7!S}5p}80ZAOM3Pts(0RhI)$mhL!SJ zT@gs6VdsjxH?AS^vaI$It|O72%C3kLsyQnYfhDT+>a%Z&uaU!%xKbyp3KcgYoRlMX zP4i!nh^r5~J-fR9u({T^%Ps>^^O4p~cv6%+Q8uI2C-SAz0-@K zokhK$)lC!Q6Cx9rB-2Ngzaf^a7Sgqr5w;R5y2|RAkKt|{s~7|@1jNv~(OR;p zD7&*uMc&X5+}a!p!(9zS!no*rBmoh5MPB7vUcei?tb%+o96-3HI5F`$j~KmfbZs~s zQ_=(;;#5wu))S9~M>A|+C>SRS0ljJ3SxhBO;=2=*ldph>6Pp7U6{J*BlZ=^zD^LYb zeMf9ujAul96zWia1^hhvTMpGWz-UZpSjeJ*+8SH?BH=?D5z82sc6t=dx))5cudBgv z%fST$4PscNK|&9t!bS9;Y9m30XJ?k+p{XwHd<2veECDOa*Gz|{U?Vt2veKJE+_P3f zs)T$0QtZ_%%<>ag_A@T{eH&x1lY%*-vfGHr~^Ax6iEg2!{*z=iU)$|}c=;dG3V00bZbeJriA0Im3lb)1GN z*xF;S)FTe15CFH8iOdiefe+!DKN_e}v=kkU49TWK$#$3}frbzIzz@ze7j?K2#yb-e zmJ?5Ak)_NN5N*n)45q>y#W*3$vV0SGX0OUSSVIvGn&)x0h0&2yIcowkCH*UWQ4VJu z&B=@h<>Am;C?{tJx_Dk;oB|B)Rl^*D+-45T*UhKjQHnsWKEn$PWcAf@2LpfSbHKVIDYf9uqCs zr7FxQ<7TzWUbDQ?>bpDc!)}f5NG~sZ>J=e$Wv(~Z_6=Z8MWo7L&#z~PDY4I!j!OJ0cHH=-@ zGJV*Hz1Z4aRdDD8n9;>n0*+UO#lKA3$h^J^F80WK+aQnkAb}ZZ`4KF zc+(C8gW6Ffsn!4vQRE{bC?wp~MOuwy(Q(4Gtyd8VaE2v>Xbqsg?YF_5vv3{P$nD`j z+iOeX4u9rysI0!TQY#?Iy__cv*$v+AqRg@?tKa?N{4~w00okol%>;GLk3!y$!2oA- z%nb0}@lD_J{R*Dlqf5=y*1F%Hb~mQYP|1Ne;UI>t%|-X)FsIgC^#kEbwq1vH))wBW z|J*7@OuQN{+;9EiZEnieA{6K(f-aYHsEktA-H|ro;x%qAF)ri(MdN(#NjHuf_tN9m zoHc|FFAE$Q4}xw*{tA&U>5}f*)2h^{NPB7(yX!o=+6r)3&PA~ai%ItX<-fEJ6^_<1 zi{WPeKWgsk!Hu9@>gHGK7AtX7a75?J(i1i$=zTs2)%)j)6zIKfNt2Bk;}fE=q0{aH zo;ZH!i^1q;B>-+P>D8{}Jj&#lZmpp`$O3cKaEL_;BOMJB>iAshB(Ys%&JP1ZuD`_U zYyIl+9=N}0-Lqb*A?|B%5roe4M!7y%Z<_4Hjw1RC?7{vyftI-fk2dBFsL%cy#vUR7 zm>KGw8t9!EnC1qlpz*0-?S?wCOKy+aUVA(yb?)E-p}tY zMxmPK@?N}c&EdssCG~FagR4jAHx~wWSpA^z3 z=s&(9NQY@du<;yE>1+$~*)H<<)(%kpN+^${wj^Gqp6=?-$X{(ZeAOi98uv8c>TGxO zIIr_=&GUTE^Oy7U^9uM?%*t~j6wV;jPk&FpuJj(n^!AYOiXXZZg6uI8?c~Dnld(0+Dza(}~ zf^)dg3r(OnAJID-_C`Wj!~ zi29!6pWo-aX|FU8i42z0VX2=I`|oe=8xb9F$PO`2OK{Ks`|j@h5Q%Xyp>}!?5Yz+? zq=wC)L4pYtE@ary;X{ZKB@&!AG2ygoA_^ej*wN!hkRe5mBw5nrNt7v7u4LKLCT?LHWOYBC0f+zQKU(gF6~BQDMt}Zm^gjvQfgJKS5=DW#zZLz zOCt>!7$PdwS+uWYtIC|z3FJ|1> z@ngt~%T1F({CV{0 z)qm8glu6h1Bf-XR+5Y5vuS&U&EMP!_*|S73Yb^rZlIy^@@KUg@So{L)LB0r+FtNxK z6RkoFE6i*|%r>LvGtfXZ2Q|`SGx0f6`$RO$HGxA6zkK&G|dFBDnJDzG9ue<~pK%fBXlGJibF0ZrCDEzwQs2efm3k#(t zBEgDGk^1{jKsaBSg)IXSv~xkcnCXicKKX>OPr;Ibh8+qsG?X#S4sC3*(HN!7oOS47 z=d(#gn@mMaGu0GD+Dv1y#oEB>G)7W!8%{U>8&g$vRpA)g@kdx=O~{}>6e#mnT;t=e zNnU&P^;ew4vxhv67+8P-0u0D?S!SE%hy*r|V#1RA#I%GeW}!ui+UmNoRU`!jfHO`4 zWvR1HI}=gea-*P1D*Ft+KN&Zba?NcEF1OIVQ$fA-q6=QC`HZC8k>YtJopYW1)}}~$4_mAv2^u7E1^ncbRMaZ4Y1Efa_dq>NEDcx#0dDBJjw& zZ}w!w!*6m*V;8{1A7?^Izbo5 zmWuRA)FR?g`?5tsq+1*Qa?7&?I8>72{8A^DiG24dJRxsnGa8t>1 z8{E8sjfj~ldeWO-^=x=U;9xKRhYk5gIX>V%Al?dm;zQh&Ue*SG3?Y3%WFio?RUi0_ z%x9MSTt~Q-9VRq^B>xNGCkXgO(={!D3XF>aA&3`ZP%s?U$e`>NQ$ekH&}+NZ0?GKmGuDL| z?GQ{GGYCgF$}wMJQzjmrdA1XkLw10qX2QPl4MM_jd2nl9ja zQR5qwL}feClSxhf>L)?}SwQ3d(1dO{!vxB5XFr|QKahmUl+40kv+UQA&7J3`a*K*ZC1v4j*!;b0DlIxI`GsaC+GRe#wE3JLAy97{#MzLm4-4f2I`V>`m zq@knBBA=D8ls*Ft6tbI54_Gwo5wNt9Wcrh0 zM+%yrta7BGnn+9k=?oawiBgnxz>rHUY>QS2rM0cQD}i!j|eFGD@r?sj*moa#p)4iAg*rd$^W4wgAqs#AmmAUhAZmBeG28$gag+ z^Qcz<|KVy{V0&NLnw51C5>#%(aSq-FSim8b~{F*@w2 zsvDd}R@gYz@I!Xd`{9su_q&Pn50UQJwgBpNMdvV z`l>8md*9eLFkP|GMt^g=QNn<9zyW@%F+FJD0|%GEDJ9{8UHZ}pqwSinc`m00o1$%k zbHdUEjto=(l^eVfX$a;`@peT#VtJOh&2#or6-gi!5qNKC&5H4n;75P}I22B<{UVTI zThX$*t6oPwvNat2Xh=ue(HT^-fTMirC+}-fQ{E6`u$*O3x9!U<($ttuEw?hGxy(fR z0GsIy*_hk|&a&p!J??=IV!c||OCbR**W2RAUDZfnxgvf3EC3w~kkAA)bXXDn7H#;2 z(YR&wMkRf1kWPAyOU87!FU@I9KW4$9Cb#m8N7HSdTHUDn4NfWP>Rk&p*0Z*Cy>FfC zc;}la1&9`WAt&tk;HTGq7A*n@fNW(i8;lDtbdW0=m}*B{;?Tghq?epQZ)ZH?X8T%Z zU_;#hOMTo#%Pn{D(0x2liCNtDK>x`~=q<33sxN2PNb>%o@klU{W z7dKNRcW}weJ?eGa^cmlPgaUTnb4$wH=6km}&P{xGyzhEiz;++fjU6<@Ux(;7=Hk=6 z>ebRITKxi?O-nftcui{uPz!F$eTU}TsEr1zHHDw2psuxI&I@NV^Xs6>p*XFCiP1{ z*mI5bV~y8)zqgC79vXuF3o87}Kfc?)77RR{VZIsIgj_0#SIVqiH}Q z)Ftf81+4RnKA}J+w7?6*zzk%v(epqmR6PS*y#^z}_CrA~T#?zkjdEb88FZ%?gu%We z58xX^eFM7r!9ki?yu-^M9@GvW1PKE`HcilkaoNMCO9dW_C}t}cU~(6D**+)#v_Nbd z42uK50joksjIw7!DNY-~);Pf~tfnwikx?Nm+6co|Q$tiLLo@U}Gz7(blci}nrNqMy zRw6cMwsf;}ivr4WUnV7%_j6B1fn@p$rM#2jT z(z2wIOb@U0OtG{MZOM{wNdsAIOV)hLajAs`B%oZlNxZ;EyS&Ywgt%(+$)EhZM^i*c zqqv}q!oh4r!#vK+NKB@5Oqr6($3%^47y^pa%6O=y@G3DM2o^i7VExZxDa;v~J@I!*!= zuH{57D|61hQZR@dx95B}?ere&yw01;&It9V(F_Uk45IHW3LN}Q`sjueLx8c6fJRWy z(UHZ~G#VClItDb51<}cOAw>GT%LnO2yxdP<{7=!dpa3mOCo51PJxpgj&=QJ`rgTb> zdrokG&C4p)Fvb z%V5fj8l{@t)xMro`D^Q_XriBc); z418l$&?L*0xC)_TA2)=eF8zoORf=n&4yHR%Gac13bQ#!3v z9mP|D4A9>CQ(SFKBfTT^6CRdw(5Wm3NRZUWaa0P0)XXH-_Q_C_=+x2LRIAufmT*?2 zXoCDmfVCu5ZByoz-Dgdvw($>`7TY*CeCW;j~pf%~f~RRR&Yi${?7{Xq2`K z*2PlRMjZspl+r1URDJCpW;ID0YacjVicIy0EkzG&3m%5k> z2qIUzgjL@3yjYdh-^?v_^*VOF)py;v1B=Asq9YLhsT3s*9(&D{5t&y&3PV2#SevO# zedt+j>{*{hR-N^pfxQoCr5S29iO`akqfH8}z}6>dghsdos-;@>WXVzW!_k=q1Zo;) zD67?(t&QaqIF(bLlowdd%a9$6wMEw_gu>9P)ss!elpRvAVT{rMjeuDP6I#gA=nQ(` z2f-a&dY}hyA8t1x82p~cEU09t+cSBoXT9R2< zX#ri9NLZs_0Hs5K0FYWus9M;4-BInLPneTk5{9r1TXBsbj*S%VF!E|Tz&vw8~$GLC10{}Mzw>;YRCxujo-_yUm`Bz&As0swj9$Pill`l(Un79 z`%?Ajh6K1nDIf%?P2eoPgsD~Fmi#d!%rCO4U!z7+6=Y-W4}hB6u_n78&2fGCEq$K4QlkTBo?9}HeyPy zUnGv?r&{8id18YS;QiHPmuTXmAQJ&Vwk$qnROVu;O$FAn-ExuOXA?5AVwwv!W8O{U z8s%X9oYVaD;2t&JU!G&aJQM<}W8_@i>b=6n1mp(uo#JXtV111^GGu(^=;9n;HO6SlNnu0wKYC%s!z+y$HXL&y5s;vcibY($|WuW$F zsHsbUu1|s9zI_xFzN|oQfChwaYX8JjN@HkY)*!ltXv0K3i7p$8R?c~y=q&8j={-`@ zxEE^tXq48Hm>6l2reu>&*0c^dP)3S$&XsbeoORZmyncx$Xo3L911xR?Lcr-pAnX%` zO+y3fpcZNjF6vy~lL^F8{z7Vcaa%|W;h+S+U?xf*O{O^VQ>;Ece1WoNEV~mvP(2QZ zM~-VQS?jiT>u`o^)>bH~h-q~M%_nX}>+s*A=PkQ`Q7|#KnoaJjLE;#(q<& zL1V{WW4@4Vz;KYt#!oo^9@(v1Xi6JQxqax+PF{=VG}&40*-jGIe(fTD>+&Yaxi)9e z^kkJ#>6MmZ^bi3{kbpn{ZowYxo4)B&F79UgY2;3BaDAHP#;E5m*K*C#!QebNe%pnv zv}~K(J^gND4sVWAZAh5T_0|=UM(^~F?G8T=`Th#}W*?TOoD;8#6i*NPmH^<6aT%Xy zMHuXv1S6krHUi&qRjuU%Z`G;+@;HTT-_3?>*iEIb><5py2$$-rzG@A!a1yp?#i)i2 zA8{i&ZxG*H^~Q4kx$Ep86Ui)@4h3@qG!jzM0U2NO!8Qa%kUktY?nBe(9S7G5&Rrk> zaUri!?aREY!#aci-pwWd#U=;PZ97>Y1#KzM>Rqk!CKz)sM+z<9a-i+fr5V0l0*su~5g3CO`*C zAcR23Z#F;RxIByEZn#!I9fzxPGQ#s(k5PBg24=_xKtJl=1$J~5b~)~BL^nvs@a|(r zl*0TMXXtinuZl^J_GwS}oU!)mSlt^W&y*y|y*}L`$OK6k_ic|jyoyRnB7}lZJ4xrz1q3`?qSo-xK{Bc~RqECvXr$Z(v z00DS{sONZcHv~gawi_ox$%{H2=XxIZCA!evjIE0zONMbRTYy&kn76lb34n;i1c3no67uk|qtH&EJb@aC`Xp*%Em5g1V$6u~RjOAW zKY|1)Yb42BCQqIusd6OBmM&kyJn3sDO`5r8YSShR7*C$DdiEqn3@A^bMvo#*suXFm zrcR$ibqZ~2)MU`AVr@EgtJJMtzk&@bcI;MbX3w52i*_yBwr<&miz|07-MV(~;tgkR zFWXW6rF3Gw05pKXaxqXrI2)rca~) zPJMb`zdsW|!;UR`HtpKBBa^T+@HTJ9-FgF$&15%Z5(0yNwnPGX?{VeIl;l;$Os`(OFKx_-!jCT>*wXs;muAf`Rew~lTCI{5pnwAo z*w$3mK=YP@Xyw(QgAeW%7h!rKR-uI#VhEUGA~4sXhaZ9%Vq>C_rkaVT<&$DQ`mpAj zh%dqzV{c4!L!6A8DR(1?xkW~!jXFAZ+=r1g;g|pcNVkwefnb+icCBz1Wq03kq>*?b zjr7WSTc)(0m+HAE3{CTqS!R6qp@|=VYgYADS7SXzpqz6a$QD=&;+dyhYdzTiCtiY4 z7-5Ek5_+LH&Tt5%qKh(W8;K`EidsJWwDww~mtq=XjhR|D9H+ef_81d6V(O`fx-~X{ z0tVFpO+d20p`;yoT;k-DQqnrnceh?So-A5!N#2*g!sK2}!_EXuO=cns)KNvH+3Zot z7{z8*TxmsCe{^D-t({MHty6v}v7|C+D_c&ZPMY5|kZvyY`m;nYz zaK;*Il#vG^315=1tkc(;U9EC&M7P8weWW*+8k@w7Hh!ZdxcNj4UbvY+s6}%jJwF6pVKYT-xenw-4Aw&4I0>|J?#BXhGq8 zjdwJ%M7@MJn*3#ViKqfC;=H z89CKJ38FELXry2n+vrBg2-O%rMXK9`Ffs%PfDX#w$F-p_klAS)3nOAZL&8vQ zRia@Hwa2BtWo(D#>*2_Ls6O_QiHJp995M70mTEa}iK1L$6P-B4y9|vk`qhZ#=OYB% zu`v)`6u@Q!&Bz2m0@N&nBCx5#Z3Z%?g!HC%;3m#0eT1Bi97!rhqLWB|>0;mm)=Xr= z!}Iy#ol3B`SZ=rC3s%mB;EP<9|{q#9l8 zY$$3`Ut*N4yzA%%OPV?+M8Yx4te0K!#nH-??F?lggiEmr|5KR?lBS0Q=af9T5^3=Q2!guSod;E zx#E^KZhdPS8+iXTfSI8J30Ae@;AFgR#Y$6u1vYP2c zYHHKQJ}jrWGN&+Rfw%NvuKZcGO`(-tzev2mN>+{BrRS(Mj%I^LU0Skfi+{~lFvJrQzyfv8Dn!M8q6f$w~q zY+Cy&5x@EMC+Ak_TL0<=fL73eK7V zv1Op611(h7x+=yli&?DL7sfbBj(vr#CPL$me5V%3*fFEi`(q%l$0nNv+4+jR)c0=E z$t;8ND5ad$uEsW80Nx8E%xvn)P~Z=&8?zc4d}?|Tfd~kYup5=DG&)Nrr0dc(X6hJ6 z%N!{UYiNWb8e!}`7q+l{PAv6g<-!;XgBa}~#w&<%4r1hj(1^|mGLS*eMuWSukX~<5 zDG8J@S^CnL4s9njJylM_`zxLn=xZS)C~=hf|JC|-OsZGSYG77v-}EAZ9~whz;xbcT zLYj=NFV*nN{Ms@podO{gQEX$UIN2KC_=;QnXNds%ZRd~x2BaVkDM&y9#1QmF6fLp4 zg*)8i2J*0iT*-95bKNO(cf5O!RVmjytV1iuVg$bLe*e3-Wj6Y{aN&noJ6+8Rlykd$ zq}F~V+~Ha86bCcI$2t(Z*eN_VvN^77KY!fW-IWqC*ij7(U_b)LXh$vtT?=7AELSn# zySQgANp=E0sW>m3&g1Lu!+T|_Pxg6OKK;Ze(%XM=A$p>iZfc|_oxw}De5PUzbs`M6 zja1K60^NKW4X-QWmhp97dmUZp5u)P9|Gqfc$!_+J%kqK8^T}s(a}VB z=EKjagCm@24}Z+)6=fXFjB)T5~L`Y#fB+?Zw(j~s!c)*Qsgk*2-kRW;FKTwO2jQVZr{J(}Mx%40ru$}s{XKSGA;eaie5 z%rG{_st5qZ8DT;m;vzmH{{iw@cAec5enKFLLfZiVI|xIeNy!y%8#i_%1%4x=na6p} zT;GwS2BIXonIrX~W0I-kDzZsC)(=`#!w1BpKDH4(+G8%_BTo9HsQ6=yq)`SWhJD5_$_TDe z1`_~}W{i*_H04u1B_cYbB1&adYNl0wLMvn>F^I!OW@PVOPewczWQ`L?c;tC>kMgZ$ zTdJiSg^@0}v9XFac&@!r)*Ar#>oXhy-J7@Y-^99cApG zW*CGd5CR`O1Z84pR6gToHlbCfLQO4T14cxk(TZbnq<46vWK9e>dLnH0oovn~QK2Mm z8kuf>;HLE^wwOh}9j7i0Cvm2qarS2~MrWfWWn~4pD@G}<+pVlDi0V86{hM{swb24ay8iXM%1R>Z#l~(CxlAWbusoAwcOi6<8WdZ$jmA9)oD>MiwE8%Q#ctKK0`H#fN>G( z1^s8BQp%tXtNSHqZw%yf+QzcJh+Q>mi0#o6gDhan5 z;kHt$WqvC(8rvq+0`4V@D2!am9Rtd#oFTm!B(|%&o+@O?s}0dBN#g5zjpB>)Yrg`l zQsgQTAz3y^?bK#NJ1lHAoCDS}EW@@#*IMn?ChQh@?bwR#!Y1BV{Hg&6tH$z<#qt)$ z+9BJzpOV@Jk^%?ahKL9_E5|-YEL7 zLIL8QBt#oAn1U#nf>69d&qASh{cMPmY0!=(c#!2zvFe&0?dsN?(vl+6&PNa(h16y( z|JB;A)`D&BN-Z={t$^$<)pA4bohTk@ZgU*2Rpe%JT#I`cTq^_*twyb3?A|if5Bg#~#NY>d|s-~yi6fGC7F3ss{;LYmm!Y+IyLpC(U?Is?5(a-JP?(h!jd5F4KHrD(jF38+$C&6 zRkGOpq7cnqU*=5^vXb$sHRq|2tY?_8rkLJmOj8L3uB(tQ%Hr@IQ|dwnU^9}!v1#TI zYuB>juMv}~+9mO6E^+n%@X&^&_n4Qj3^2z?F>TVSOUQ=?mP|4*LlC86RN-ZQydoHb zu^6l18e0wKp>Y~#tSakU_Id^%dPp3Dh$UR_W+*^l$*>)u4dKr4LhLc(_HlML!X^mv zWmtmf6anGHDIH+?xGmSf= zF+98Um)SD@`O7-XhAaaIa9$XZdJO36j#TqHKQo8p!N8S&s@v)|7_ECZKJh()HYn} zwp)+1vef9E;^}DFS65WS+9Gzn6!w@M_HpA@V%=rZSUuX`6Q1p*GN(XV8KKIgMpTa|}(038guo-$+_V z&!#ATbUT%a0uzpno-`6!m1$W+H8A(Rtd5Gjvl>4*Tg|g=(8$ETNKM;D=`m?H;Iv3Z zsTX(wcbm9(FHbf35qJx9c$e=m8!mb~u6l2$Lr%3-ws$wZw^c9lS8laxtL7}s0;QeA zBx^I@ZS$n1cr?c%82}c)NJY!nln4F=o>{|5^(vf%#WVat0(h^OXNs49dD1Pns7q8Xo76pj zh;!3M6Ra=-cx+_vQFhPyt<(96t9WJSxt=2~pF1V{KJK4moKzF>pm&o*?zqoZ4~TZe zEFi-yWZM&Gi2$D^q_d}_&nJ^Ft))#LUuXKj&KFfx3u$@9GnB&+FaWBz^C0j81VNDI zy)wJ6m8-sdhvy%)&+EH@2&&q_@O?d$YGAOSmgVOty)^${VoKyBRqRyuXeE$;-UI zyhPbMUJ15{KsJb|Im3x;o$*l?P{F|CdcpHL!Yf207#*ZKKC!R&Xp?ru=iW5RiVVe#eD`lPUt-w1rpS+c zCM&s+!Dzo0-mZ$fClOsLrP z$(A*Hc5E)SYuUDS`xb6ox4!7swR;zD|6aSm`1bYt7jR&~g9Q^ad>CXiqv`ijD@(7F)A z49${@!wx-UOD_=hs*A7^O*}C$##CI9#m6YK%()n4oRP*FPiyV9+H~CUw%ly|5y&8g z9Fn+hc7u*c(MYg_NF+mR;<(Th{|I0PE0Q?qpzOTEPP{H9lIT2&z$8Q?JK8&wz4+8z zQ@;G%eDfy$%&GJZR@UF=mJI; z6fM2<(iRhQOw+^4@xy>5MIDt?AaUFgRoZ><+XseHGT!j7*J$Zla7;vsr_5GBjQ} zGeCd?k{A}tVzK11OE14XPoj>>L=(-DqGglK`c#4w+xu#obIzcC62(9~55$w)a`O}y z&~%@Yim5@XG8A5~7M+(~MjySm!$|4Mg|A8bx(m~Q1Mc)O#>yEYR9qEanBh}XeK?<0 z8J?Kpifi;$G$w4VSl1sh|NiV_%n}eF03C+C@=9Y>{w`UFzyz}kFxMdDjxwKx79@~x zrj}=xM5-@aY;l5#TmA~{$y`m$UHaTU)qPr&RHBaB-KwdIx59e0P88p+J)14hC=icyhW5;!J+~Hg`+{yMzoFyIX%n9YRGR75$%PvBK&`eKYYMl% zJwvZ`f6JG)fDyYcNr5l>?7$#n2Kj81U!Hl%)+VOyxA&f&`Ws!VJJq|Z-=2G1Yc(zK zxCtL_e9t=G%m4!d|4?D^_8aex<;auuqUOu(x1aNAJ>UPM&_xegCN+_XCQ?_Yptuf! z35*?sX4k;0)edWBc?IqewL1&?u6M)Jpf3cr7|A39dCUMI^GH}iF7+DewHk8Da#%ULk!87 zkf^Cu?P^)u+M*^EwyS08ILrCerv_sPL%;wAM9@yL{+2jf?dov93S8r2@}CIMSU=&m z#MJ~8Im+3L6QMX)xz^RL@WYOF9l{2g_0>Fp{p&^7gVCIwS0sn!*-8jO38J;6Xp*ID zoj!3{%qmc`fZ}Y`TADS`YDl!9)m=6tL&DT<)3pg!aDrjmUHW*fdx+HKMULu}@_CBd7Te^S*A(Z!-7$p#E;aSUYJ74@ql`d3F>T80s<{Te>|%CU1IAq6w1xPiUV8 z^?ydX#!(MtK=mcceNzp!RYR!NS$UW3UL9Il_|CM2q%~_NZflF{8siv8Gg7Vb>tHJz z&lGUO42?}sWP=>#uA0?yU)T*({-##cMolR%lNnTo+uPPfGp7|G`aH8W(G? zKPP(7eOz?E9v$8$A@U^R5|8}>r zyHG3sTs)L-x8>c9d0Q4%j7t8zO}gb|(g&PCSI=yMPOsUnCtTrRcYRn~Di%D(R8q2u zkPIUmqN*J#X&)*H0TD0(4N$7i2^xAY0(p=3gwF!o4yh=E`Qq&Okgv{^Zv#WnIr_}c zV2IhIZThJ1Z!n_(3JM2spxYSF&!1gaHbpkS(H+3ad~Uh~Wx}A%wP&3%igRR7eZGkQuarhO|Kpwc#(K z5dRWR7XGgdvqCHa@GzjE9nOIrDv2NXp&sgRwwQ_?!hs#k!M5mu5O1R&4iOO(u^;kq z9~!X{`5^%rkPvN)632^l@!e(8Y&0DZwJS(2Qk9@f^ehyrwE782m`3e{H;!w zLKJdg7L-CQs?ac^FdMZI3!zX8Ii)dF1RNVf;>yt+&5@{-|EIvzDUr4ig=mNi(Xa{+ zh5zdD_2@AzWN!?ksvaVy4#TMr`_LK!Qk={o9LxbB4-z34k|7Z?5Gj!z2$3HWF%K0H z5i9Z#^H3unv(jX0zF&(oZAu=NA|6w96(lRg8A}bRT_u(T$lFUYO z2&|7KvFapIl7=h^tVUBcGv-zRFKz&>G)PQFQqYN1Kqqm4CwmeGgWx9_Z>~sH8Ddr z)5?@s%obl17h%vRw-3gmXvW@0OANxslv93||8m`$a?g?omKDVhH>C;RGsQ_AqlBw+`XbK3gkHSypuQ^JO1Q zW=~fjXDcBK@=X==X0LS-9}ykUAw#D&h=vwv>Fj8WHglDB0T@65mewCkKx%Dw`AQUI zw$_E(wO5pPMnEZSV?cUi;9h%E7rT#BJ2gkQt0>#{iq;^UxWd94z~;sH-(f(43Two)o!QCNs-Fwau4t{_s{_OHyZ>~KGAMI^H)Dp%cv@` zKM%86AsA+7%Rdd1f-4wx1GHvsmJ+RXPDLPLjQ53bcXvzJgijbAdUpaA00Kgw4J^SQ z&>;dsScFq|20TvW!t7#daKuL9WM#Stp>3qdjWR4g!7fWmtfJ2Jj~BM zaLK&t);6bkXMue?MD~QIEtmm*1=ohm@MF)|3qc5ZLRW#?c(r<}rwTZoD)$@= zkR1-N5e4`G%gM|VSncdEBHN)5Ia4wRkq`@!5f2$6DL5ea(}FP=gEQDbX|_PARWd!; zBB#T*YPfnx7==H%gjJY@PoZ2xfdFWjlann{qhs(~Xo*(2hdl}LfS7u#7Z<^;eTu+{ zd9GgsV1dzzW62nQ&`iqfVHM#(o|KEjqHCZ~a8sBZH<%q)s zGhjJL&}x=}*p_qgH>GHovDbZ+cx{8Zi60_4TjmaOEKDjb5AxtldV)~6cos%04nqq( zQHUI-xtgtc49(Dt$B>%=_nN_3s;9b4#hGOR6OQ4Sr=X#yYD+T7DX3D*r%X4JEtpLQ z5}*f~Fd6cx4!NJ73PBrEpr4f?GcsGF%eoQcYh%M3oP`b=GRu2I(@ z+xj*j@gt}8ARD=?A^9;2T3VS3uid6=5xZd^`mZOtq9ef)WIzU0Iy^GQW;GSW0vUXP9FR7J=P4g{ zXovQk&ueHl`h3F&eZzS+Vmchr6J5~_9X9m1bD1ZO|B|aO&OJf*#bG?-WPHYH{B#{M zA`LNi>G`Q3vyo+1KofGp+{Vcx>Bx~Bg;f~a76859>bqB6ldATk8Cz~JhRTD(NS>$$ zXjyt~ASkuZY-u#J+b6&UoQcmIM~AZ^%AgCrAn3sB4BFhy(>H3ALe6J(7PJ8w?)=s1 z{|Pp1$j@m=hft-4h!(fG*@Sj`a_g9L0Ub6L-QMrr-uGOp)CrCe__$M?#W8)gG=0-K zz0+-+G80t_vrZgy>kEF}L3F-Rm8ZhaT{^vmw&^eZk0d#s6L4Iga4d z)Zl-dS|t)^^-$D3J+009KaHvyoB@?VKD;9u<4>4|d?W!1-{U{t@4Kh(T3J?v|LA;3 zJ~&D#05V_(D*NTTJmxdM@n-(IZl2uC9P;ie2PNVRz9bK>m};s*7Ls1vF}%VfTB*HI z7{C*Ly^;zABP{s>e%ClMpx*b<80&+7d9-HAV12xr(+-=I0_(e0-ysb zf7tDHH#MLCb#Vq~9w3qk97wRB!GTl~DqKhz-q>v$+IW0pFo2GO9nKVQD#V!|0-R|w5ijl zP_s#$O0}xhtI(ibrOJ(4wsT;^iVfSYY}tDI_^DN!HZ4E5Yv1mh>vms0dhOVS>&h)_ zwyb~y3m#0kuwld25-VQJxUu8MkRvk=N4c_P%ZbA&u57L|<<9Kr(No*6bZLH~>9Jc~ z`5ZfQ;vgA7K)bf>+qiS<-p#wW@87_K3m;Crxbfc<+^kH=yg74u^8QRXPQAMI>)5kv z-_E@@2}?|}GYQ|l{BTPmXh$M%o_K)*O`0625yOUk`#AF3$R8w#4<9)E7vO&c`bS`a z2Kta-e+)L*;6V^Z$PgG2IV4dRv=;KjJ{RrfaPi2$TR!Al(6<Uw*9a z$Lg#4`8VK!wAN~?gSZwHM1&G10fs^kNpvAZ8m2*rA|KU)3^~k}s11rM&LXWW)aKIS zwZ7aa)QsF}>uroP5+m-oLH1a#kVGz(%#lvE>+ZWsLP?gC|7FqB)?9JrtM8U~wL@7~ zSpj_Jz=BybaAXCm`Bj6N!|N|JtT^2sPq z%7i5(Y)3*jDR;UuryVO`00AP5vcY|>>Idt7Joh)Ng18cGE3LRD?I5oPG2{?LT12gd z7g1}}N-fMbThd7<)}*3Nxr8k?wPc5l?b+FW%Po!Hw(a(}J&r54xI+4PZrwvN1@GQ` z$4i#HV6kHsJ^5t0@8N8TR@ONLH-50eSwS9{!jMr0PQ#Zs4Dse{+G*!!c#3B6DCxy) z`st*GJhI5qO^5pHu*a^Or`^FUyKpblT(bZHY)}Kw|3AOV^YAzbeW21uAMYU1O7F^a z62NA$P}Rn2@(I>iXU{CO(#}G*_hN@H{`hE@Z$8>NwfOe>K+Wy``*X*Q_xyG%C6!@) z=RXx#Q~?epz4Wpd;s!{-0`4OQ?8d)`jqdD8y9m%tN~r<|Y!h^VrRJhXLQ!CkFL#)$n$RA6Vt*Xbno=9t5 zq7^vC@s8jOrycdUM*!A~VpJ;N#V!^|J3S*YWReUt7LyeQ8b*TN@J3%I)22CL5FE}> zKmj7j$%4i%IZ{lhLZxUzgF5t~yjhu{UdBlhtOo&1XaWKX@TnOFfCDwCK?`t5(vqrj zl{zGz5A~x`R?#wfMl_-iil9sAErb%3|G1hItvHKU9P_6@EoL)^N>pb)(|pmCCN-DJ z)c0lcsYZDtyu?Y>s#+Cr{ejhcAunOpBn9Ni;&I z*%QVqHv0-`arU#D4XS8=TGX%+v$SG7>WY$j#-_TqsZf3DVZ8aItJ?OqM{$j(#>uN1AC}Z0k#`0qm4yL z#XH}rO0nooEMwPupOwxk2(y%|{|~582Fnto7QkdyEkMFw(DoFxp&hM&t5w?5qSmOY zbrEad_S*Q>?X|Iua8#i&;roqgs<_RthFt@|)gVxSd-CdUL;MzVyz{tcg6BMwtK7*b z#<|*!F{P+$UAtme#yB>eroxLTP@eE*Jf_WGEfs(a&?mh}PV!>e`%0g=cZkWO=@X76 z4EzGK%KXhTfI0hLYWb9GTmJHZ51fl+CX>vmt%>;5m$n5n_*>!vhTP=bVE9S+&VZTl zY-uZ%4f|P~Sq-3Q{)8{Cc9kBQF)NG98aYHV<`~r&0$g)U>F&_D#tXf1r8i9~iB4*~ zDFiZZ!278KupkDfRo9kgvmo&`Xa^ir zE}pr}XihWO%%&5dU@IqX*4CVFM2w*@6>oKR@SXLnXZ-QmD&gG9SXx7wKjSfQ>~M|X zq_ou#f3+X`Xh)+7xj=g!ES`=jM>RwMT~7PkI+w=uT{HRbf=|l3lp68}ML=rYWOSpK zGBpcQz3PfDnaQnU?xIYZ@~oQM zyynnplu2^V^PWTJ<~28GS(vevYM)UkbE9)Lv7K#fZX0h|fhxSV$!BxlmYikL?T6jc zRnrKU-h#2Wq9fNB|9$h@;AkICzy+?ob`U)6aOaMu28$?!e^Au9@iC<&Zt=de8l@~{ z?5v7FheBLUS^NFOCrBP5#%G!2CEs=AS^ilsi`nHrjY&*^zH@k-$mYy=7Lj07Bhs(0 zjYXmg(6vD?o414KuQ!WTl>YSEN0`EQrizca`R%Rn_qTZWXMg*rWhTdRU}S(LQFAn*W-vE41cqh~cr6gvHcdB8 z^OFth0&X)19T&(y=YVGL!CTID@J2CpUZZ=-SjSe(Pw{Vi7@Dn0NDH~8om`nZp^rD0x@ZUOm~00b!L)LR48C1R3dk*1Ik`ELy=a1Xhb z|JDIyBw$fP_8ztIimyX{9m9ku!vy9B9DG?QHY1WFS(sN?k|lYPij^NTU43Rg3X znqWPX`3aK=lQT(^Xqb$RM~uuk3s#mjwGcMmb9n)Vd1WJ%-neYc7LG<4fz$RA@Y6oo zc8*Thflg^n_6QaMc@AFk7bggnRnbjaVHhDuFz+IKW`T)d*_`Z#e1z6VhXW|UCw7Ce zZv{XEL;#ls*Or*}mfU$96qP9rHy%t-I+_9=;gwNLaFHJqn3mF!vgm}t0iWhEn1-33 zBx#bUri;B8hKF|vlX(dOdYPD+nVIPkF^P;LvMkI(nmr|eTZToaiJC#Fni$%e|IqZB z5Ez?EM~<%LBON$`Zq!Zl5|G2mj=*_gj^i$Www%rxqwZLP(fLRFV3vZhZ$y9#eh{Ai zhEO9Bq(VBRL@K1)^L9QOmoda}Ei-p86do|t4NcIb6ln>bWHR4Dccc=FCL^D}F`kry zpZYnbScsVYseZl425Z2Q1lpzrTA81436_bVbeb&K(>=XLdA??$Fn5O;x|-m~p+*U! z4JM-66jeWhj&5|E?U;#RF&Ha)CRpK!{OD&{C!?4OkO)+xe*`Gbpq)g}qe)t6Kw6}x zTBO;7q@yaHq-IfnX&ZhiWaRNOrPBoT=`k6ZG9Q^TUJ4vsDwrX80w+MG|N4oTW~x}n zN>aVJree4WZEB!yYM^yWjIV%e%pxso*k3BArvPT5qV=a_MwA=+nnuTmgc_nuiJMSG zqEJ_1Q3;TbdX<48Zn)(oyqT%^8jzb>I0V!W=@F`{N@=BfsswAK+MucdOB@n8k(SVJ z3NV)|^OskeJL6%c@42fdW1r!7tLNdKhoS(%Dy$+)tYgXohFMZs7y~mv1uUxCC18F$^nw_GWurW5U1zWHug0N&89OG%R{~MK_D?^`Gnx2+W zx3Ai1T8gV2+ogHi8yd?UAbS8JJF+7=tRzdO%G!%!u%?iy2yRNCF)On(TcF9ZEUmy_ z$Jn!z_p_8Iw3t`4czCodlC%uAwAa?OC0ZEA`9^{PoJ?|6QJZeS*A-hSPF;JuU^!@i z(hqGQwrg9qZa_t6d$!D?w!iBe2o*Q$ZE0m&Jl%!j_ zrVC-HOBnU|f%1A7Ef}@_^CYz^wYdAh0E7<93$Vv4U1mGH|E5~J+*iTE!Em+F1Te#- z>LIu6ais|0v6X_tD1)&a^S8V49UvL9-#f!JY`DZ)zKgpFI;;qeo4$@qpz8~>mjIc# zHm%24lRUe*_sgyME42GtTK(H*|NCYE?1!lPBkYRBQFp)tB+FC=)yh5y}p6H<)HusAh^}B{k474rR#HsnjP>d}a`fO9YU{%btSKMt} z+(0Yn#Z$|`QR16re7k2%!EYQ_Ys|(5YrMIP8$l)l|0KXsBv3j$CIakH%zo@|4~MIO z9LOqspM{Lb)Lg?WV8b);1v zR4cM(=yS>)n#yUk%G%V*{0t3HONfgDIJKOw8}!R+ECs^L%cy#=8*I?lAyBI-$ceJd z5%tX3LCA(&%^EGfR`>;s%*~J-(w7j7wGgLsYQze9#OGX->AZjK?8!m<&KDZb^6U#; zWXksZzxZs$x7W`;jg_=qg8?nj1Kpfw?9jT5&|qg3%+O)mxp& zSLo535Y}R?2xE;b*Au5O>%MUMl5HI#bn4bD4cB=JY@92hoE21+m%rI)*ZkYRdc8hr z^r5Ef*ZU0ET^!Vd4aWaN%Z6|I*m?k;TG=QA{sh#6;zS=uJlRXaGKMv$_&2mNVlSh8EN}g0q-q-2a!B}>c%mcXMW-*fa2e41ypd}F^*F% z`?Bmi=e8cXmPy}r{@Qn*=RdyZ|DD_C26p7%h}Tja=-x8uPUYnESiny%7?arO5dP>A z4(R|X>78EbmyYSkpy^V;>Dm4%AAk#y;0J!NoepK{#zE?(9=(cUDmswrXD+NNumV<) z1m`W|j7;m2{J3#`>i{pUyN=&?zS6!v+raM5!cMfrK9qQk?0c>3imKqnO^?s670g|= zVbNz>`4wAfPUsNsC}imwj_KYG?jnCFJcbLyY*1iYcVVuuBwiiRr2tKU4f1a0!)gUB z9@dkv3F@o9;Y{oPj^hCz@B`25$he>dfAIF3@Dn=ZbM3?pAFc!r@#f0piJF@|eHg2I z@lP^?W8v{vAr{V%@*za>|J>f~#PIECk1`~{@((rh)WKbaLig3da2(J9;m!AF-T^0| z0xdoXgx}3UzrI3W^oswcM?c?5kJ1INjP&dDP`{_Qz3`(|^J;5?_0wuV`Vf zz*Qj*0yXKcZ#tH~_H6I=?@ub)Y3>kbQ0o4rUv4P-9~=N-Nko7HBMctYaB#$l6GM9WsuUGd=1iJ3ZPrYcQ|C^e zJ#)SS`pRdjphb-al~pw9(N{@jJ%t)o>Qt&xb6v%n%W77xUA=w<%hlIdvSrPlB@0aL zTDEM_`f3|j?p(USh~34TSMOfFef1^-99ZyR!i5b(L!4M~;=qd?KZYDx@ws#DEVq*< z&+<7)1`HHjvqh76xt+F5g|p2 zGE%H>|2{>J|NTFL+~_0$2NcOA0}nLtCYnA`5T~IYgit4@CR|FX34y9ALk*$wN~*9v z1Tn<0-XgKAwn~JnE)`d-%P$vSe9f0|rI`_NJKRquYu+NYX1e8HQ8=P>KT4q5sQAHPJv{4ar84H=Qgb{|UtH`<#!womB zimOf^1vS*HP$cy%x!z(i)l^|*wN<=mgf&)Kcchh8bE*-6NG^Bfwb$vGgfdttr8Lf0 zV~<5v|FjSMAfj1Zl69`T>%z3s%jpy#vWf9FsG)`QT4*5#9N5^TkT}nk6Hj&V+_T;P z{8WjgPyR&EsGTwmDnflF#J69jKE0HzN+~6{QWQD$Fe`*TdWbWL*G~a+5(Vo9x5jDfeZMBkUwjwV5Ua8Z zM%&;?wNjYuhP8T_?TF|8YT^{vA{Ar3_1;+HWM1{_vr3twsqClKJ*UtQ;rkx{=sOED( zt^<7uCa!;vX{edN4qI&FF>K21P2~<4ZEYy^MQ!Mp=Wr{!BepyHyZ7e)V!iCLtM82k zht=@ItBK%p_1ACB@yA(?oPGIkwtW88tW~Z6CL-bWbLU71#Q{>V5EYzGb#-uEAQY%T z*rCf#w1eO!Zbvl$X(CW4;T?inav;HxcHZVXHbTJETr~@AwIK~FbPCpP_*SoAHuMB3;gKzvG2z!z*eu>a16;jFx0d~Ss zP0D#L92li$ILJPhN-d_sArBSV79TdUFN3*J5Qm7Ea&#sEP{gFnl(+BGx*OAedW}Kb6&X|#ogrt{iEXlkI)J9^m1dhRz zV={|pN2KV{nVovu+eSn%W>mA9!muVb2??>X*zkrWS|ktgq83Mr4=^(d%w2+rBgjME{>A zyE^3ucl`loMvFP9V=73Q5n`slo~cK;JxrR|V_`M5q0(z&QyANPR1LqWLmh^bZ+Qt{ zIrnnTzoe5d>x86Z%Hani>eHxHqGvsSBaA5>)u~UVO+aI#zkV9a5}iwqcnBbX11O;m zb^z-v!Fn!;Hm$4@m6I8Hxsj<|G^1~&*G7%m(GGs}Cv?1PNHsOmXR-}o*YhJYR;rDa zT9X+t^~y{QY138VG^gWytWMPl#76?PF@-}+HHJ`BsCHI5NmZ(DnEFZ2me#bRks{8j zYApXDM_U32fDRPxQ_ z;_FBeE3uRkmau}w=3(bnLr8U3u@qx0iy+IFxJXvAfiS}Zq_Ux~4_WMDC;O*=y9*?ojcp+&dG$!{I%1u*g*s356oL)oB(H--2uN%stJ}X-5Gf^$ioBzwH_OiVN)N0@DyKBe< zp-{e-=2|1nVSg<+b%pIsN&#EWDlV~EysPzYI^1p)52wZN!V5?s;Kn33t;a#Wb|8x! z?Qe%!kzJ#5D|S0I34kX70{n8C_ucO`xB1Oox7**sj-ozCb(e)sAYl@Hu11G7hm|ht ze}A~?G2COWnHTkdfkmcOS81F@e_g|R9WCDEZq~t0@kU~t7em-M+)t}^wtw8(vd2BL zCS4l3BU!(!3Af9;PzK`v-S~k&Fzj+(c%Jth@jqAm;)5C2c{v{P{El^pJ$!jSR*&GE zPpsEbZ^-P1e)RAlNBV(HLsPAu_2Mgs2y)L}+Sh*CxBs7i{<-vR(%iTSc88hW6O9B= z00R)WDR{XqScBp-KEJaqz`HpF%PrhuK8Y%|2YNmTt2gOmJnP$_F}uFu$-ca*JnrKo z@Y^n8gR}J026-R{YZ?n+uoSb9!5VbGigOWOs4@L3EsrCG9|Xc66v814!nPwV9z;Sa zLAlgg9L`aV0u%rN;D7{Fzy`F!zJoGC5UbmwK(lJF3Ur#o%fPk*Iu1OE#&f*K3&9O5 zGd7gG5;Q^SLO~FzGt*NW6SJ<&D6ARet{4P{TyTq;xGYT&FSJSra~!bWsN zBUHplOcEw&0@Yx`#ks`O(7OO|xi9zvFX)0$9REJzo4G4=z;%1K1^YrUG`w6ILyG`9 zRWn0*p}sI%!#Em2%Bv$JhZa1>VEe<=JH720#2w;=KS)GL z#3x2{#A__VR&YCNHHYs5xu{IP8W$&*A5Co~Okq#U_3jg}JwPy7N=6vZ;2Np_UEzAFRd z`?M>YK%Z2;E}X}TaJ~%8M+)+#H43_sSpUkAASQqel$H?4fh5RX)GIu~qrFPVgjq;X z=_YSNJ+P!f97+*lXu-^ohiW>#fcZl}`C5AFk1r3c{H_q)Ihe{$C7AD0@=(n#Go_;!CP#u z$&)prILOLVv#sQiuJp>UERpe(shZLS6VV3rOG}K@I!HMrJG&Sf?4I~LyS+T3y0l9o zEXlkS&g4{$*7D2091U{h#3}g1!Ys_hyvYT8M+kJxn~Th!6w05Z%rJx+%j6H@au<>K zC4T%&&=i!ZM7pXpNYuO|)nv^Sy#FDv1jMVDO}I#r7!)kDRLhKnO+QQ(-{hVhR8A-& z&f*lp<4n*8y&uwO&dd2WmLm@<_<}4D#lxgd>l8&VaL1V2PIyek@EjvtB2QQ>L-kxw z_AEO0bVJG0zJF6q6?(c5tIrYX!`C#MjFhPw{Ljo_hGmSn_H)bbF;Kav1_*tk1!Yhm zbWkRhQqpk3>Ilb@V}b&JEeX&8F|dLxpn@>%0x_k|GG$D698u&81S(raFPz6Y!KI?~ zxfNy6egsVzjZyd%3e+qiq-Z8*0*ejFQ5|(iVvNnTgh(3#Qo<5a5?Kq>!VAF zSd_&+=}cB*PpQOHoygN%+`gx{kXpM@s2fx|?7RVGMoTdp88i`QfCqR;%Vh9P1HFnB z8Oykcg;>~wO`V@heNs&Y*9YAnm6RUax`QZ# z%$%D{%2cZq#mB1IlRB-%G{jS?tV$A;&wp{7W2K5@ogqZ!x!Jbyq5w*>)w>n>ACL%*nr7RV##5ewDH-1KOZ% zJ~6!2^V9_YFxX*Q2@C4g>uW>oYucxU+USy691Ric$H$AU^a~iDr=zbG+Yei;0{L0j8Y?D+9;^hHxV9Tf;8dz>{IZqQHOz8@^xQB{Yq~F z25le*YIVUFt|4OhgHiBTsr<- zy9t;VmWRR;+dufTWfn?G6KgtQW4X9)v zuw(92mfY#xow zkr~!S0M8(ZDF}ifcxjjhUIYeSFtyoowrRcnWOwH2o{mTF#JQji*fEr##KRq5Dp-C@ zTBTk?V0};Sb!uFOiW7$FsGe#&{?ULDTMQVItuADYHtQ-0>#-K=vL0=YGo{mzWMt91 zuKIzvP68j8>u|2y;H}%+KGjg90(9Q%b#7Q+rY+(4 zlI^%$692GgPepY>f8m)TWXhdkE7OYf4yK{sr$qTkX@xM3^bSxAp0|5P+n8wrf1`hox;{<MHr3Z`!VJ`!3-8rt!LVSO1pR zzSh}R6>tLgVgo;Lp$=oBX65Q_ZZ$MI$lkEX9>M9RZh*7!3m?=%Z8#bpg-9^uEwO0P zHt`}6@ev1U^Pb%jQH!6frvXe0YB#vzyX#aSJkMFn+0*IG! z+_v#?mvwU=K8-)czpmhp_jo_Q!10{kcwg>UX7FNK>Xr9imp9gJ;sqP?`4GSPoR8+6 z@A^G_jl?~J{5`w^c*WdQ|M*7*G{ctXV_Lp(nC;#`{55+3Zc#TK=t5^Ks zKT-Y2=OGt#Q$4a_QQG;3v?aLWdG9YV;`5q)L}EZR+$X)TmG; z%%C*sD%Px8w`QdzNy-GNV#ks#YxXSKv})5vVltMArL|%W5ICU123{LDa0Kb=<1gUA zg8LFCoa8X##EKJBY3%rM<1CUVPwry*GUm*hH(M^_`SY64qDPZ1P1+9X)T&prX3b}H zpxCl!%O+&|HtyWIck}MOTTvrL!iNiQWc)bt5AvisHvh>}dY{MwIH;ub=7uJ^c7GbH(~2_dfpo`uB^aYLzR10eS@%e+3$NAc6@R z7)cXlb)%qB0tBE!3>EIRmtYxcSQv*zEcPK|kcmhIWhHWUB8r%OwxVe*x)@q(G0He& zYP8Yj8;&{Zh}&?47)RW4&IviBbJQ7mWOdvrxg?X|Ir$`cQA&v(l^wBnC6+Csel3jY*0fCHpFlt4jLK? z7>9-VPz0kOf;ggxB~q3mrJSvJsb?>0DjJQQdjD!;Y&(iNs&0+s1|)Grs;a7VjUf5z ztC~Q^B(2vWq{)-HdM72X6IJ;uMpz1Kl9uYl_llRv#^MbIbUOPiv_$z=2({H(do8xs zx*09E-Fll~TW2wG=a~cua6k=$21@9Khq{X>V2wJ87!`^^`k17ZRl4tHn1Z$`z-xFq zaE!KrN-Dw$`-tjrt2+EJtPvksE5!sAgsZN)_PQ}dz%6m4;ffpAnF>fqVTE|H+wQxE2H^vT^L}_QWcfz%${6PgRx8iDQei;f*^Ut(|H;c%}h<0$O39dL4~n(uOA5m(%k~Hloy7kT_}8 zRQsDL)&Ot)de@;E3^wh$F??IuxudOitZdV|wsr?$3^#ak%Uw6}A>lo2u_?KZ=0|s);pc{hzF4IA<{KI6saLu> zi>+_^Ismz5Bi{sq5I34l?QAEU+lZ|=x+B{q%qB74{SJ6bB3|*rW4w(e4_M2?n=FX+ zypko$8-Fl>_fohs>}4-;+fyM7WB)i7@Rd(3<1*9G)R&j`ZH`cWd0+g3FhBa?&vcQJ znqwrTzpC-C4E}pj0AFXo*x2Dlyop@`anwKuKJbANoS3XENWp=KaXX)|6$Ul7!6>Cd z6dg3r2jeKh5YDknCPbkO^9U^#wy;w#P@n$90?grHT|GRS=HAD& z_zlrsNraRU?U%&KoNkGpyxJ2r6-5Ac&0qzb;wiHzsx6MKi>vyg1bJ7+B}Ipfv$|kH zhL=VstuZ1N>DU|3a}wprF>lGj#t`r*$Yqv^kA2M6SKh?TY3h-N`I%gT3~;U*TrP9# zyATiA7tTU;j*=d#;ZHF#38oSCFzrV;2orh5;CP%kP$}|R^^5mDl>gl3;#)uC_Wepbj$xlKhx80KK zT*b$qyB=T#E6^))k?U8#7V3xaBWz&}`?SO+HeZ>MOk+{BI>>SgH3E|?jRH~GR8G-= zrp&CuHmjI^=6(!NIYnX^!|K{04qnQ>zL0Y;k_^mYgg9cSp*Y3t#O{js_n9vA z&&Az^@nmN#J5(af#^%jp1D(S#1WT%f-tGqN{$0yMh|1w9IAxW}0CdY|ef7&4W$U zoQYUxJ5LSId7kIL{9GD9cPdndCg1?ii(cC)N5_oDF{`HYoF2;;zLZW9#rmsSUb2?R zp7xcf>xQ@b(0a?NW;MR0{OVZOyWePGLL?M~>-6gJ{SEsL3j-MNlLDOe=T27&z#%kY{siCvDKM^a6Mo@v3R|3e zDfT3n2KJ;yJmM1%5sEEtB8;ObG~3IFV1zo^D33Z=TG--(CJWgqSFD^6JWps77zj%M8E)KdOYZbVrvM2`95^9dJT*_ zgBHvHbG_C&ySmQsh9j!O5HI`Z&W?7{shypd$pYIo(?ln397fcB4N|>k*}U)Qc76A| zkpBR0ZuwH0f*9m{y#4Ub7*?+jj$nbx{(n)ZzcsQ)7nRP|p#96b|NKtMTCFEkM#SKpXgj2oPc+(%KR#2nht-eb|-NJ>e5d;UZ0;)}h(v zjFbBi;JXNx*(Km~)l2W0PAggl@CDx*L?Au6m>qB&1;U0E$yf&FMp7}KBH+%V&7o&~ z)@Ruv9-7g`6rKw9At3(Jk=2JJP9ilOA|g^59n?V&CIIF!fHU~R1Q;PT&RQjs9)8?a z2AseNa3U0XA{A!Nx-6F!UdY&);<1&TDl*20v|{g-p{1PR1pZkr)`%T|+_lx+E*j)P z_LJDmA=-rCF_N1=P+u|z4>RuJemUcRB~N`^)HpJeHD05>X=7M$;{rqi`~MMuIDX`o zl_P{ij$Ab1Iqve9is$gK8g-IiD5s&qCct#@ztVG4dkcL z9V*>jR3;>%HKaopNioLKKviUE=@K)ln@0ZEGg3)M)*nj>Qb>xV(UD{VWZok>gGZia zgUuhExa3&$2}-Hs3d|%;PGSEg+?k=-h7G1mZB9Kx98C$9p@>+BG3MEoh#2yo13DX0 zLg0#6&7~9{E;=RG6y#J=r9uuGFnZfnK1Urw2g^y{2y$h8AygV+WDADnr=3SESd?6X z@<~St;FZ8kk*59nhqOHd&oIHYZJDofO{WUjG4>n&sp?0^m=E zo$YBS=nUme)fqpwQ&RF7>#PCsX{PaUrY^>gp)KTSS|u@tpdBI!YhKz{?uu-N+EytZ zHhh3t7H1x%rAYSX1T26fs9zJb!5_##TmooX9cP)8o>`z{b5^KcvSV~gr(Wp=VXhA; zUMD@;BfQ8IB@Jaxg(qc>=Vge71j3zq5@d}?rH=HXD(zjPm1b(rCkfVPecflx$)-n) zf`2+FAPML-66gZp!uqLSC^RUMW)uks*PQqaS`?gxTBvdHC3J$KhHhwwekh2t59gTT zcHU#|d8Y!}&xtLdnyQ$JmH~NYX26u^P`zl343KDE5skhlasPB6j`CQJLK=@^hmY=( zGrqzoJZX{U=5F#PNhVzaxE}&AouXFiQb4Fv^a*obX@%~kmZsESc4=}ACW!J-VGiJ% z9j51SVG`8T*%@UKMU7%zTo>dI+hIx`CQNbsh8zY|F=nM!iXdyc zO?MP(GrCqAy@IJ(DhwGZA`&Q2tmNlWE4LB_2_$D(XkrR*D!H~}sEVqYiDIedq+p?{ zyQr#}mK~ymj$;lHWU3QCswifV22<{8DD^6P2J4L-N3mWd;0-FC)LriP8 zc8|5@Aht%V#Uh1-iiMS)zzC2lmTsv{qU$@#-iMNEDgTz!!;xrUK$mu+X_|s3Pfd-! zUIv^3BznFmd+w>g<_K`~2;cpweCjB|+NZ+uA;+AS<6W%vOf31)0UPj}(nhUNGWo4vj8Jg$Y6<@Ee zryJ_2wdrh)HVn7r&hx39XuIYwi>H-^xO494TSx|ZiO?l^IyzH8u=qrvVoW?0=_^W0DES}Qn z@9Hh?#9`n1E#O8>2`VqqGH=5+#3)Ro_UcUJS+4~M5v zUg>k1E7x*q$fmFVrS7^0;61kPs;+Dosv>0U9*H@y<}O6y?OIo@;;v;j5sQLSpFt5I$LJsfD-jDbpDOaV4dWt9Boh;=8YM)SIH@K_ zOVCwv71O~QWN#)%vs}jCQ!q#qhVuA&EGa*yDX%apQz0p;avR6gE2rw2x@;}qZv%3Y z%;xcm^6~KXvM>L#ugWMw8ZpTs^D!eb1O=)xPvnjYZU!MlEPMboYqPUVGc{lEHD@tI z$4oXGP6tDsTYNJ(ldsl}vvEaX3;(o0IlJRIUl{8C-#U+JJCj`yt?kRQX`Alw4zFFU z#%-qLv;Pj&i+NY??xJWCGXXP@KqqlTChJxzv}-c-kY2R6Nc2QoZ$)D=RDTN*-~ulA z0ZD0eR~yB)B7m0_fJcLK36rl#lk-WVbV_gChL!3(zI42%qD(7B7{;^3-7*jBFHifg zAB)m0rYFuOm3tO7k1z*mLe=q(TaPVs6B|S(Wb{?biBwND^;Y%LO?I~s0TCcTR##8v zZfg>1Y6h4!=z{bpr!}aq^(UHhTPqhUx3n9}H7s+X5OwF;;tNe5(PZv*F0;t)@~b{) z&0q(twi&i>oLr*$ZB{lmLjV6*MbeijB&ud}OJ#?F6J)n`Z#Q>ucjIFAq*k}LkN_@7 zw#;zyq<(8qG+_s{w-|FQYNxhp^WR9nUTdSVbgr)r{J;;eH2Z$t*@Dgz4ETU^=h<>6 znZEH%AqH-HA!4y@66jQQx#Cfth;L_?oC>!evre>O%`Xoya_=pBA+SVNM?#O_%u$sj zhyuilH=Wo8c6Yao&$xDnff!)3i*pMJ_<{9o^iUK4A(2$oWq^CX_gTlce2X-FgKV$0 z_H?StsOCjHK9YxmDGUonbNPU~YB@~9@)A@*77+M=CyLS_c+0jbn!9Y<+VSYnGh|Y@ zE#orA<#US+ck2MKc>ke>paJxZ@;O5WqcQ)fxGD9);^B&mNsdRf3dA^#H@bJbEGq^~t6zZ6El`wrZ`1P8NUx7)%CY#4n>nykV8tce3JLUpyy8 z%CXzCQu1<7|EtG4`#*=cQ5&!UCo!_>Xy7f0Bt$UH!^z9TJdMk|Ro}gt_yJdwfTdr0 zQk0{g@Vse%G`w3V(WlgEqp#8HkP8P}hhE``HhqWLHt5jt#90C3GCVp3d)G^N1G4!h zF&o*J{T@#svx{7N`guSbb;AU@pj-QPTmp+ru-_v{-s`=L^L=LTz9j-a@ee-F__$b0 zDNvl0r~fCu&%-;`m9*p6H{?hDud#H#V}B3zdlu3*EPsDZxhk5T4%Jh=t{;{q)r;vD zI}+hE*|#X&)~!?8T`Jj_+9UUJQ~POxR*K6?Bnv-4AP_i^U_pZi5hgsKqKXrT4M~@#th7>uHWJ!}JQKnS6QXms137J?*sNg^cn;k~v)VY&q&zvWK z1{E4~MbQ&QTeK*;bSVoKOJhWh+Cpkot5>mR)f&S_SFbp{h85ctM_IFF$CCB2mTgTj~{1A%-Hba!-4tr%|U?jk-*0*RI#ZmOYzxZQHi(Xne+LpyNO{x^?c~v0oBDo_u-p<27B2%9Jt9QpD3(QC!kgs>ZlBv>d?ccoC;Ay zr?x6ltF&y03dOO&vcaqs!wMp<8EJfrF1Yl{E3di=>(R#_1Ir9C%p{`&3^5{0>@UhT z+ibEYJrgZ6(MXeQwJWj2^0n7)>(WcwfD2R1F?UNYH{*(fPR%vhbWV}xs#65K>i@v2 z)6PcD%M(5IGWkFO1OW|H&_O|3s3HCkeaJtI1k#AmM9V8q z&Uxq6Q@r&uA?O2yNFZTff=HlL;DISMG|__>1(4u{8E)8NmM$&G(tr~R;D8Jy#7Wdp zO*IwOk5y$sDiL2T*{WD!y_Hs5RmK(9U18?+SGMLF*5+V|l-AiHqZADcI{%pMtk|KA z6}no`N*hhvrB&mWOK_o{&D^QQOgGJTvCewU?&PJ{Yw#`!uRKj8`9mWjaPh;S0?;PH z4PNbyC{P+r@f8Z`PitAemASpY_oc;u}|*ZM!fsl`|s{8y8sf>R@)#yD8^;q zx6udO{r3;TJMaDWM!-?{@y}oXl>`^al9y&efQv0|aU+;eg-$>!$p3ZBC>%;v$W$d2 zul(Q#JJ^8|FqpwAD4_}+^xy|U7(x*qDk2s%;R!wG1JH#|g*f2V=z7&Fna!mLHLRKI zaA=rl8Lf7xCJIpHTQxP&E~P?Sq>NElF= zN>#3sm8xt=2c1yLC78~IDr8G7N2e>(m5xU_Y#q^vMl78jQU6Mw*|w5HBWq^6wM`^-dGJefym-F-6S34#L0`^la3@ZF-8P1-~(nPBN_!l1h@&L zjeE2wq~a*Yh|tlF_Pggl0s6Oy^{--x`;;LGC@Mw{B}6A+fkRmk$sAZv2^JJfR#KFr zsH~8qooivPa3CXEttD4(!KGXH(id4~p@U%n+DlvMQaXeoBBC@QN#Al(UDC)dZt>-? z7z0e9`tXN`*&Sk%mOD0pVTjf0-R-CZO{qG~no+X@^sp(tP0T2EJt}+($nSgE;UMmTZ$k`$vgy=FNLX0O`A$5WMK)MouTRU z0wmVmj52;X46%j=yk$~rc2&CF?tV*}pDmTCq{(emrJ6);H4!#d1($Eukkv7v>0DOy z>UFmmR<6-W5oIHQKp1dVdcIAq^ki!!3a3}~vP70HY?+DX^)w5K+jSq(9a;U#3jAyp`?X@T~J zH-LDisC38@Fsw_w$mNE9N$F1uqnM%{@wh)6X8)8*LpYC6|T(3NgB({)`bFK3JJ66<%$_8x(>^B}mGCobmZR{D-vB=~W!MBsZzGOwA< zB@uyNKN5ib&Uvu^J?y9yxdO!|g>nmCaAad}mK8;Kq!XU-uMoYu3@&elJ@|3arCMt8$%6Hm>2(*j(Z*9q#@)1TJuX0#w`QWr1B5l0P>=|EgC1kcDu4lY!YoF%I28ce;GBK6b- z>|j?JJbg+w0@x}sc}na9-`;k#sa;KmZ0lohO7auKY` zs@x6PO+whREt|J%6P?o8Zn}n;N#%$OA#f0j_{24AONIlpbr^33w@&TZjc4bXXkEtQ zIVQDf>VEMMKcdI1l~lmDbE<$*7r2N~d6*(l!3T>5jM~?p+fc`S$erflX;6Ko;4UlUkSQ{(!Tt*5nYX+GC4IN1x*cP{vN4+=-0duCFuMiobTu7@h<@L=zj!)1mLVA5XbcR z%aC}&C?cnUB*&2;XaZ-iWMJe)SOx2&#`bA^{Z;p>je40?cC~kSQkc4MnB` zX^)d^kLo-s_i*F`X{0Y?=*4=^wo32@WsEZ*L&U&t1&{9y!r(F(4a0otwsdf)c&KQQ z=+&+T*0P2Bg3Q!-j0pX%2w7vfk}zDBaJqEk*BDO%|tn4k$X!chq4uLR5V3Jb9^WJ4UN>0S>G6-*9a<+3s`-fjue@Q?$0=?`DWFofg= zv+)E|aQG0>w7&5TU{KMVkG2Fc649~7Fi|zu5lfJXxIj@`n5Vgt@T#J#6sHU2*k$oj zPHQA#55~w9H{$+s@&B!2krom1lWg$|3$h{UrmqZw^bo=f>&(AyVhs^XD30+%LI(C8 zi5a7A>gdpO>S6<@aaZom8hb=Z+AbZXH28D$ZkIVX~Z7bnx~vPFB%v4tzN1bEE|SF zBJuzYhX4fNVouK{5{bYv5<^a<4c(A(J`yCc!Yd>TFQ={!3vH)Pa`$3OC3PqgKdp9n z3?^f8Cc&`~MvU)ni*;&fNn$J=iR>pQ@rSa+3uFy>zCaUgEop*MTZB+cwxkP|68)MI zIDU;eP_ZAeNBkEo92$g6wMNWADbW2WC2~*QI`0+r$$-C67H*rn{Dhf9f zQa2frK`GQgCMF?%Q8>|Zko1er4Cq33LOB;|a+L8o+0A4`GDXZH&~SxCr<(*}FzNpnz2=~H;L)HLoO z?AUYiL9kfkzQwhNGS*>+G2yi3Fk{~!mzl1UM z{1hYK(kT|}2QVmvc7QIl^F>pLEj~$>BErK;Y~W(5UR|lB!k{5aDG1nAv##z&X9!eH zQ2!mP4_9+Asys3K&J#U}uT>}ERc+EpB%|vt!?p&|R^KjHrDQe4FXVc)`-XB?=W#%d zb(@rRIk0G}j$;oBfFQ4Rz1UP*Ymr)a^JQ%oC4{acf)fEa^bGwJkpR_W(hX7dvN}~1 zEmqWXViX!{^mO303M5UY0PeKxHD6C`Qc0>^b1z49DLi#hRJF0Fh$=KpO~=eOdD62G zHo-_C_9owe5ofj2w9$7oR(N!^N&;^UPJ<16Rd2P_HA;gXm$GEZ1zFYQYKq}zq4hy! z7L?v}=oB|{KSCl8q5!&~a1JN11ncO27DPjI&nC*TPQ<}fL`7~dMp1;&4sC`qwf`-4 zz>}J9!%nFMK@7F%b(Ll+mRjpySM1;dQ(!IDM~A91GZwif?rekWFwt}PT9s{&^rhZ* zGL{cY>(<8nj!Lm4OR+=~u~cLQRB#E8aF2EIs*CZ`#1N!_Haj8#B-d|Zws9$`THAMi zVL~Q4f&mbqe-yv~I%RV?w{sInu^fxfrt`9Dg+)j*r~I{PeV0b_tr7iV`8dpWX_sno zH+M@34}s-Vf%h-AkuWtjHHc7QRYO@;Rc&2$1zmOTd@@&wrZc>N;!*>9rRp>FGvkbM zHMAF7U?Xt7#fb#8{F=yl#CLqTiVzIpOj!bd1wvB@62E4XegkD8CJBB|$p2hTpk}3b zi}TlhKf+E2;z0(ekjicK)a^v=(tyFDMbx-o|FTnm3R#?hf-CrTr}k>ijTJdrfPp)?kOBiJFj5h?%U2gX3xp z0U%d`1YCj%L?FGmcv7g?ia!a9wK$dAmjt{RB>IR`HUJF~Na;Khji=Le;q67o;*C2M zbzqE1Sw}J=t&T1D>xPfu3a$t&C=dCf-a2?mC=*xd)2LJfKd~i<8g^|b;bAFZ5)@e+ zBTjDVmUpO+<6Lc$vt(I}?+#>RssdCg%@2G#*^|rnT>Yg9>Dqj%n8rSt)7>&eA^XEzr)7uNj*|m}8X*HMlu7z#uW3xA@kx zRay9J4K}v`?{3|BhhHOk)}U95?+&WzKY`VUp9Y`3)L7R~H~#S|Q=$L@8Ug-91O&Q? z*XGS8x!(wW2@b0R*B6{-A#q$08Z$V_0u4*G=|JTC%u8r4RTzFVzMd zxM{l+raPGJ5F-UyP?<^05CzU5SPOy$qe-I=grl^2J65VtP5)I7d2QD-oSph69n<;> zmIo!-os$x9g|(Wrnhx#&$eJc_y8u5&mSn?pH}*gZ(ljNSfD8lrCDgj0Um~Cj+J2~; za5SR1yKR>By39JDiXYls<+r=9HCsbsIR8Kg5~sfm2`-JX=?IljNt#@#VzDKtvG)>m z)>Wsx(}69!nsG~*;1*d@P~bMZ1!FSAbegqN$C!2UmtOdTX$-ZgI^?o1sb#WxAC^@W zS+?I3s)ri4x1}|bhr~;~o{#Wjf$Xcl`ox9x#Kn4WOK}fOz*$XVtqGzVnxG|2xw+S< z3D9eypW6U0#Zs7{UjT``L!u_Yo0ZKq1zuUn)zrK{LjM5{r)O>Ap!`ciit)V>+bJY) z8SNXRp0P!6MU5HQ!r<6-Xz)jdtR;m6w}S5tBKD;a@y;d95EFdT!XUJpFEamd5_4w8 zP}{dE9LX>aXb_phS6CcBoObH=6Ghy`h1)c_^fm5)_2`l8kP0595p6hOx(Mt!AxAeh{)Er^1$IInYEEY&*6KY~*@fKL}t zV;JdyzCuCL#9D z51e*ikT8Dw5lJwp(>c+r+lS>Q_2thu+6=8 z?$Yrw(34f$_Em|mj!|jjB6GH+e&Mc}!i^UxNtm_2*|q)s-ygl1DzlhUd(urD)Gz(2 zwfeXH)--@Mhz)+?n@mjjU=J=H?V5t1 z9M~zpAh-1+5@0y>Q~~$PEtQiwSD*%>o&V^oT?JTQ1vcRIHvj_;VD=9n0BryEaXPM z0iuk+GHcebDOBiA!7dCL3T)VAO__*mC>FekF{8$f91Gg{Xa^(6JawcXIEgZ)%9Se% zFzJS%Kmi0zU?S+o3I{esyHLKRG zT($oAkzxYMnN!P}J&QK2+O=%ky8kWvQ!0S~95UFofOo`+y?gcY{R=qoi4}wk8!lWU zvEsx!bfhrBfrAJP7y?)p5I}(D&6){#{tP;_=+Oi$i4ZLSHRsi=F$bWGK|*8<8yYvB zf;+eFuRoFm`RyaPkKe$96aVe|c#tH_n>R=9Ji7Gh(y3U#jy*f}EZn{ z5>7~Ag=Mfo2SSu=LJ1|4Oj1aP^}T^!eg!hvV1*Dezb!t@RQUO}vCtOx;*Q0+b^7)Qt!|z0?E=PZmG|l~vmG zR+(m=iRMyO<u*PwzODwtu5Et-J} z8*G5V0S8!iS!V_qP^VH4sFXmb2{`3aBq%Y!mI4Y~3Yun=t}3adk8Yqstg-4w>l8}d zife$(5%(Ogy8arSg2E099(e{9%McX|Wzhw8`IV@id(zei-y8GMmmwW*;P+jB`}s%R zi3u(k-gny>i=u%Jb{Av26l&p+LuK5NVTc`0(qXM3*y8;jF<3nBGNMl7C z?Z^fjF=BKujzbzr@&Az@)gcK6Y%vi@B$ik*6iOsS(hW{j&P1|J9G9FE0+z6R6rVEB zJoB1w-t5&6a*joF&p!VQbkHg76f;zoWnclJN-u3FqI|9J*9s{x2AO0II8Z5Ppc!DQ z0(|;u=cQsBFxqCGwdNXZ7)XIlZMNx9>#fcG09|sx-W@KndIOv;-{ne3g%*OF*9Cg& zi8$?h*T#pCw%eMx-*n(L*Ig2Q51Vf0F9u97g)Ul1FG8D)p0B>zmWUwV;H}GU=dQo_ zxx@lVG&npE>F z@h_E2ovJiV$jquJB>@Q>;8C{G4X%`sgk0fmg3a06xiW`A?!<_5T`-RpN|YYNC5}CB zDBa8M^^_r)`2dVLCrOUgEOSz>mu~I8eu3yrTb9n_GO~%e1}=zxuFqd)UMmz zj&`-XP(mCAqZ|DWc*5fd@dWS||D_~(NJ$CqT<&W6X+lmBFM~V?w3ZO0T3lmdWxsi(kZA65&;P zPLhCw{%ny5NI;m_$iGgJuX`+!iS$r)PuCzYfegHjZmeJhC4dy9+`-!>Q3No*c~U_T z(V(&#GPoC&s0?q=S0PlHxcN}4UaN$qb8cx%TPjGGDrMI$C#1n*9CrU0A~>bKZXgGX*b;@r#Ec+>MgqH?Lo`ymjR>S91Zd}3yyn(;%9VQLOy@b% zsm|^3Y_5Fms~DZc6oo=>E_3XFKKDtez2H$Y7%-b>n$QGrs*xw|jLTUbshZ7LCN>hF zO#^8~QpxE@Km-y{v4oXNl=driN0m@gVv)Nu*% zwJ_CcyDH)ZX+o2x>>=j8jEOjHl|gXUQD(A2$w6isH%0{Mu2;djhWh-da}}9pTGhG- z5g5R)>}{_~3P8?tYQ?TQSm$2di{Je6iDOVPm1Q`P0>dI!FCFk_3Nk=HKOzq${1xXs z-6{V9%HqjXWXq^VEt5bAbQEq=umWzZz@3qTI19`vsVs-uLJX=dxY})LizfsI<`#23 z_A(|;Tba|-2^DiZ7FX*!h}7+t^+tCHU5%j%T@k)vAXn`mbzhoQAxkKjKpJm%l~@M& z^r&+Pqn+)_u!jjqR=;EpXMC}O*EFk{EA|a!ncoa&CIJO1a|yr(0&Lhk*U_IQ5CLXV zb1CUPRGfouqt_nHrvhO1Y-dZ&YB=jQ4u80$;WF1sRqHPlt!q3m8eH$%1%`&8=M9A* zorv!Bp%2|uarNTqdq`wKa-AsCnf|eqDa2J7MROo*F!D`j>>;T7&_j)5!$e}rte5}Z z`nVMFYI(c628Qhp$lTqv6xVQuJ;Zt2c|Wq@?SbDs4~ z$2{{{paS4p^S-DP39r#>M02OQ#iwYp{aFCT&;dt3+hGxtRJi{VVsJZ2Tqj4_U0>*B zguq~}Vy1f7_X?4!cRIq;o%CD~XHcgnzU;12*}MYj^^Q{6Lk~r@LmVnLdZ>%lltZ(; zOAV$HRW9voTKf!VSQ5IAPFHV>d+BN>cU+MU^)mOnDfYCC12XXLtiKz6dl-Tr0SUdB zNDtBB1lc<$x^J=>Ai|C23}s}4@Pw1taPi#9HZU zEv>G0d3x_&HJI!M@^aCcI>|I%vcwsm#EIRgn$xB>ce`+gG#EYVq_3IMnT~oF4Vf-f$LY zj&H{OLd9PsOkvkH$%1dL;|RZ?9_!sY??SoGCFX1|GqL57pTy*i$srIe`A5nk9Oi3; z{x2V-5DkkdOjl$hX;25o1A7H{Ck}9Wskd~i*LqK9fDc%9!Iu<-b#+*Gdxn((@6$(s z7GYP?P)cE0;RH7Bq;DcfChc@86_zTR1sj#*Q6C0Ts!}waZ#m%8`pg# z1Z#VPF6FWyHCS!WBqYoAcrKSpqXTR-S966hfBr{=60&~Llp)3@g`$)O#RGv|SSASg zZ3?)6tjA7XXoe0Zfk>eMbYXiPU;$c}fhm9iSVI8MqZ2RlF(lx7A|op9gmw`KPY*^a z4ww|mw|pAbe7W&_B9=igL?JI`T+$?Cl-EN&*f=Btem*9Hi8qBW@@3B?MOQXE0#Rfz z_kQ{Egm2J)S*UZd156chBN-wPpN3Uih(%|Ji`J8XVhC;wScbU>jNt=(PH|5ah!@AW zbt$lcb%+#If`^en0x=_d`{onGCxX^!f@&cXDX4;Nw;7z}f|CC>1!6!_c(-HfqCvD6 zWLkB7NN6wzu_2Twb2x=U(jsy|WqAD(RFH^y22(KDgk`c*iZ|t4&^0>p=VZ!egN*lh zJ8}odrUhxB1GgBA71>lptk&UqFDOhnV+SvXFHBfWWC?{5*E{OCcTB~W0+Au2N0A^Ymnwmg z8o7~a=8GOVmwS09JGm5{0w^W|u#%KX{Ap(8WR%VerI{{AH*$v$}oO2# zNRA-ZEX36!0)wBvWMw`_O&M~EP}zeWqGQ`}F6+`#TA6EK`H5B7L>NJe1WA^pvk6c* zT{u^uY1*3;fuSS%kyqCO9-3w#`ipLAr&2MEPH{fdnE`z!0Cwo2Gr<%1HZ)-}qtIBR zJu{hXRHEWkp5fC@q>?3rWnt;*HZw4eL<*l@aG(^jq)G*VqA4+NFmv)qkBLK-bdZTd z#F`POmF|d5Q`AIDgOHh_`1QWGc3xQQztXJ!L zm@BL~T0UQU7LA$~V>_c|`xaYUStq+jBO_NgS{BQLQK}NNGfT7ZnWS2pvn|JKArhtX zN?RXSV?gv|+3~8Kx|Ix}FkninvU*eQ2W$~q2-6if)a7ZC>n^tFxm240ar&?>z_}p1 zy>t1fLi4R88YXy%x*p5AVsy4RiLGq3vTr4JaO;iessm{-1$JwFD{`|+g?{pqBMmbz zr53L}n@WH8ygoDujuW}cLVo{yL&zI1Ivc>u`=m(_#`Cmu@@0ai+O) z8onibr?3k&-Dg-9EwzpH)j zp=zgUFH?mcqGW!cI%Kkwernab8jOk&`UXxrO6v#_X)pvUi4r8N!ew^C9-6{stj2j# zNM8fPBP$j2d&6?Iwr7XKX2Ojs_-JsKziIHExqF`t@u^xxMGD$-##X?l#&I$ybF`I8 zBV;-y#4inT9Yi~dSH_^QX~Cq1t29S*Ad*b>2@%ScUShn)M|Z||*#c>N%B@@`VcRpN z3&%_Wx@9NB?t8~#biRC|MFXT+F^d~P44+*v$N(IxUj{K=dc^TZd9@X|(!zs*J9FQc zOyu{f7HqVa%(u_`e$xL7k<9|Zq&xxZ<;v%l${V@L5sR$loV9z%7Bn2oF#JX`?7BLc z%Z_==xLlJf!Hp}38ThNeG)uuuDvDh7uFCA7&>M3c=gd5qz<&pL$0S|NVxjUPt7+As z84SH;NlZ{!Ro2x7VWt4?%+C6C&b*k;AzIR&OVVngZ{nLKWU-wu$pkej$7{69IegFf zEKU@bQ5cX3F>AN(xv9l$L^!f@=k+@ne8^B5f7@rOOZ<0~S1nNFdAbX2usEyR?7O*I zb96wxRFDSsw$j^n(qfp>5?j`5-4v<|MsLgnSK=fv?LBVoPIc_9@gz3GXJMKF(0;70 zocfwoh<~=zrH20uc~I(ir5bFg7SYeu*z`&Vy7MEfC}m*oy7=|1`<$j zy!t)*i+4Y@L_CI$a7wq(KxarA2NBHAPL?u1f;w-(&7s@d6O#dkoezYA;|$Fr%biq4JD zuo+ETi6Kh638t_Iri|Wv)!pNb;p1K2sol91zSi)Z+w=t2B(OZZ~#>-^*;ozr0i%PTSBEfF+XE=G8L*DW4C9wQays>g1Z-~2nsMm@#-3g8_9 z5~UcWPbuUOT5Oh#P0jXf0-?QEE>}@LN4=o38s{1D5lmzU7xLpXHm0SS>Qw14YDt6|;Z=Wr=@Dno{-**Dy@@vB=%U5J#7QRPeYG;`+UbhLG24^7HuCrx8V#sm6 z;~D=^21qj9-R!sVIHttLf7gtEel7)nYU#QTKDBP^|6t-RR|;M;B_-To0cIIy>w#Y4{O zSFM$zN8$9oMpw52?>^=6uF@o*Uqs*sZyoTFt`=T`hr|BP1@Arop4WV3*LY&Cf0jTD zPva1OTn8QMB4H#U0TOZ`2N`d`9D>BC`0-krUfRv_Vr23tFXbw))>rRWM1Tvp07ftE zU;{tH!M>PiV)G~-^Zs`4YHRjkBXA4f$I?FS58uCC0LUr_idI~-aUK#P5%_k{^alU@ zxRiIB655GjX7ye#K3T8z7|!)p?)dRU1PCDZ;gjg$sSh|xQMr}`M*iUG0A4an4lbD%6#31z2{_uEz24?jm%vbuYMcd*g7dFP2=uPOHhdqAkn?>&&8{NW7{D{7dSfWTk@g9#NbWZ2N*Lx>S2PNZ1T z;zf)ZHE!hi@B^-nAtN%eB+}$YgqBF0%t(S{H%pO7tjrjR2}_(9N#^8P(Nh1(o<|T zcyo^3R3~jJAi#AA5;kDXx;0H#@Zi^?CGS>k+_vY}&K*BbQCY9 z650RbFT~IRIsywc@TAT@D{VmrPfP8f10$4h!johxPyqy(qp&vPpqu~65|~tajv<*g zoMyRSqs=F?L?6%|ayYIRZa!9p)ge$E{&9XxdIqpz$Nxz)5 zZxh7y6RXNDuKZ6+4hnVk)r-O$bJh~dJTpyLbJbO&0^EeI3Etv_GsO=>#1nxz<3zDg z>0T}I)h2Grh{hVL!%;`9_TWlVv$|M=JR*tAbX-l>xC^g4<{SS^)KMuZb-ymMkQXvB z(!ju>K6llZO<8Fb)7F9@+;?DtQ(Sh&Ti}!f!RO5Bw|SL)$NxpIq|YH1-hSZ`PIDIfD`K4sC?kL;L?(;MQ~3-J)UH)RRqwdZk#Q z50zFtLa7CfL}50ceYIKFs3oArYp;?*+epju_S?=qAGZv zcmI9(exDYa$5jSMS*9(Vs!W70)19Q~C2w4A!J2&RBV7AfWgbEO?LiJB0#S>s3 z0cXe!9Z+yKEEFJFWHsw}EP`EI!&o>6B=tP8WK-M=sN}N=NtnP7es}-^!kES{8YGo$ zBpxnSLWD1VV3e~_NCNVuN1VYijwqyK9q)($2G|dm!_1W>4A(>E8IX~KoS4!?fXE6Z zQ%woH7&H@UP30u2I@sD41-Vzr?m_WA=0aB|JxPpe7!H<$QouSF;wx49!5|8l%?IE~ zOrdpVm;0on9aED41}p#pNx^49<75+tNG?T3lbAF&LP!y1Mv*TP!SEmls{~ARLy)}A z9x$glN`ecDnslOBJO!!_8lV6~kS7A#nM(gvk`bl`@dHdWKy1L#z#FJi(nSv0r7xk{rC#UV_XfX#{s5l~n~o7Z!2RD$UfsDlNnKPRvN2z0|A{wM|k z0Q=Yo{n4w$nykSpYZ8cFH76>;RS&5tsHraOvRxv|QY=?ikWTQMP7GT~#b%d1{DA;- zjcG%0@c}Zr(w(NH$vq*ftIl+Qu*2=8Pzi!qf3%?=nQ-iHovR!^@-I0GjT%EQ(@d*! zm3X5yQ4C?_JOx@*P&3>Z#{`favr_+ZEMj3|doRg7l1^$5QXs%yYs(Nn42QP9^6hh7 z6bt!w15 zWTm{8Rv=xf4kj4FZ4=^7d(MQF3h^RKVcOpX^D6_w4e)RWY!KukILAYlXcMU0B?Wkw ze;dATBJtV9*V$@Z71m6;W0h1->9E$f4iXp%>0mmZ2DDArt zS-x47ME>uNd+g&55Ts8*PB5MQj1wjpS-RRKkcBrhu_x0I%fceGfed|NU43>TxI&7e zKGvh~e8CIgDlvRfY?eJtAgTWgxh1du947$Zd9WSG^91&6U?HDc)*<;_HC;c>3uG_Y` z-P0c<0J)*)Gr=9ckYHv=*vHAR@*+&Em&AnLYkKsQ;T^;k4LnX8zsQy?4Kl8Xw9MW* zLuDTRH-jHMsNW741ClNBmpdGx!rZC?N!}&fC`~57Uf9nKIB^0^4Clwr$!bgs;zxl; z(_%SGSGd&loSP`-GS~lrx6hPyuqT88xK>uM3bp7p3DPAXax&6e(}a&RJy%U#dX?o} zks?;-h#&2WSi;f;tB0L#TbH@l_f~ho|G8IpFOZdAWe)UZh)m!(TK)-*;+8d^!H0jB+?4QvhtD7TBbIHZxcG!cP}6A^3^z>x4E3`4-AW5J{w zz72e?2)sZVticS7!5BnAoKOJl3nUjj4g$<7#95lwAioHaJja2-HEAjw^s^bPK`6w) z>1#qNe7hgajX=>s10g${C>A2TE(0Vj^HUBZj4URs!W?_TD2&1zL_;_1i4N=rqI(ex z;l5%ULxvy$-upkH;5}X0zo*fcGkinmN&q!nLmQkzLR>_gFs2_0!VSR?1!M^?jHpJ$ z!`x88T!F+c2{cChEkn$J3_!#+6veN5h=2e9A^8Le9svIUEC2ui0Ja3C0*3$q09675 zI|BhN3jz@j5+e@<8xjc;6ATm-6ciL08Wa=;6($N57z7wO6Bra)9|AHY8dN43edvHZ#6z}w0dw+#Bfpe za6sX5HY9YYDs-q%bavo$JKA+eHgV!n$g-kkzpf8ENlF!TVsrP*0`{Etd?kbr8Dg6xt``;t~elbYF+U)z&SYF^+nrtIol;SrlvbanOQ5ghp;uL- zlAokp%A|MYq*-UBrdy_wtfq?Lrg5gHr~ap7|EF1FsgbFvspP3$Y^;&WtcK;SVg0Ub zSFfsbuaSGQkL9vv?7Ynr}})V_D+lSxWq2k=5z}=qI z-I>haoAlqE=-|)k;J)qPug>D;^5UZ0F|LkXoSV z;RqHaFpxTda03S_8y6iS1PJEE4W8Z@9JT@Czr&0FA5Xr#`GE_rXakg;0j2c_K4`lJ z;r0Sb=IFC#fF_r=|JsZK0Yckpw7?VT0H{qaTR@kPbErvo-h>oZXyJuvrMF%I=moQ0 z0v>2{&IAiAfQE=Epm*SZxnSa-egq<5n~WBvmtZdb{nubZ3pB7HhCl`>HDd-PFyMLMG# zz(BD9#u)++&Mn|yx=URjra7I|`t<&IY%@ zw#!C&q9g}Uk`BFqC~$I|r&W3mB{{qQo3wu^DEf20^F@#x0|z7!CA}sjpdOMX0uDg~ zN^6rsxI3iAb=aJD?)m3gjh$TC>6qhUfK~2y8xOf8NGc0JD}dwF0xq4v2d8RN?;ot5 z6ZLKGX=8%mHzs%v1jsJ1gMSI?-uUD1R&I`hmQMgIdt4U?`u5y+@BL00CmEcFPC7~- z3L;+JCISj1t*5Z-YO}*Nxx~N2IR&$=4JK#=%X0t!eWesGXFF?#ZopcG+nPL&Hv z_{SW7h?A|-wE%^o55 z2b>tqs79kzofNQ1HJ5SFaRP_e%SHpNTc{)vkK=t6$YB zS5vY+u$uL(Xf0B35CDSNY%Z;EjjLR@x3#(2^{#jY8*cK-*S`7{C2A{?U6D}>(q_P0O)!f!2Lfx$AMKq)kij6moR&+;S$lpqKi z{DFp?WHu-v;GgMYzz9BYZ&@G&77(|vqG2gT;)|2`PPe)^xh_z$dlXE( z*Si;^a9Ftel3Y+XBO*4cdY!pH_nsuhB(Y_IXH4T7+xW&fwr_%W9NgYsp|`}PT#5Ed zqlUnkCh;{fhHs+bpFp?69|m#7o?MnAo8-b7dGd)t4r#L5pznqwPK-yECy%xF$C zfq%f`9rw2X1`U2NVN*zCf`B? zCRDyik9r#e7Fe1E9`JyJi5p}OsQJ^N4t1#6+-3v|;R?bHvT+mg=a=Mp&o$|DP+EHVy@ipIW$^7P4oVTN85M zMBP9C$#+puzV0cTTP!MX$!71pXkR+o%LQq7O7{Jb9bHk-UYW#C#|^Z@Hj&zLm6NWX0O( zM?Y?kbA`CwBxj#UzkhDyW(%C?&b~I%qaF3a8~*T!PrTBp&hf@K{tBoTLXd@=CX%DX zk~`iw4M0@%;K_P5Xd?qeU0UNgP_ zQ&@fxdjF@ikCra$%kO$5M_=zg4>j%op73k`0KmV`zy9~n|Nb*w_`~OTPyl&Q5NF6& zdCQj(XD4>hHx$!nU3KS86Tku}P=OYBff$&98khnT05-v977sXYqE&BC5P=B5YrcjN zA*d3jmpptIZA3tSM4)Z==YKYMgE*Ljz!!W|5PVQDe2@onat2{ucM)eNZ#dC>PS$?X zS5**z0xb}QQaFWFScO)I0v!l8D_9lcb$W2OKQ~tqNT`B3VQ7-pLPrM$Lzi$=o93pQBP=vinxeVh=pPQ(}iRK zV=1s+9+Q3iS8-HF1+qv5 zN-&GG_;>~PZA5q+3IT{YQGGgbh=y2*7?p^Oc#Ku(h#vTUh4xwM#b~Klf|@uH40vA5 zI1>l3g$Ch?_jP|X#($*k&W_%#QK6u<@`=vRU%fo0aHZy4c; z=IDxk5D0#7a8p2s08-bA*VTKuY5kk{KCmD50 zu!clHl3z)VEjg3Hr;c^FmN9vjZuypHS&uk*kG6=9Joy6ysEetUCdai|?PD6-QC1{T zAXe!TN+=Ws2~JGel#KY4UQ?JoQ5}>hOqMthkckl}m}SHW6N$+X99foy7lR==mQ#mq z*fx$zu#%vOcDMm<;Kd>~@VSS98%gh{qWcycURLXpqqP5W!&qt9f|gh?7+Rw{5Mtj&TT^0N9#q zNt^81lBwCA@EM=7c$>Be1=Gb3fuNhQ5DOtkSd+C9#iuC~BfRd7ptmmpiGO zr^W&waDc+eiy)DZ)^!vCIzk4DppBV@V1uKOHiGA8TJR;IBvFl-sGS#a8{Vm*!1s}U zAfD)$nr)e)Sem6;x}{v&p4k=*{=g4)Ii^(Lcvp}JKB;Ozi8u%m8I>WJ2qC0QmTsE~ zPRr?|i>RO%v!fhgel1p+9U-S8ft41alz|#u7r_8e3Z;ktmy%LSrCl1Sk~*oBdZJ3; z1nJ-pkg$?efRngM1zb?3x|s+uI)pXqb)uILf=UydC={z2N_UEe7*_*>vfsbS(L(WiXQNSgFqXtk8<0^!T3ch^hRrscu=9T(GU% zN(N9s2H?tZWN@Z=Iir-vm#I2$b;@V!YLLPDRIw_nRH&yGW2g(^Q=5U(l|J6jW&P<91+pz=De z9SA(J0jJNRl^^kp^#-At_p8=Pp%W361bPtzd!-p0qL%6h5WB2X;Fj-buwjd_WGkB* z3!7vri}jec1t_vmz^Q4=lD5dLbPKL_3$x>jrZj7_l9d4V))EP5ckhar`|3#sS_ATm zxKUUGSQuC#umkM0ryH?iRH>^xVXqM(wG+Xo9xj|+O8o{UKwGbHbK4+ z0lH=Dy3kq%AnCPVYp@BcuvU7u{`IAWH z1u}}fYkCv5>VQ`zz1w@e9_+y#Y`s|6BXRc!kIO#wiln%@1%RrfCDyAI;khXxeq;u_ z7W=x9It5&dy7?=*)cTqP48S6~z(g#!M0~qWfWW$Y#7vB`pc=g3`m%N_yu*8@dP~6; ze6w9=qj*=iGr_qbB)uOz#?~9c)jPs0;13!T9o!Tx6egLYWpgdu6kr??gjx}p+gVVn z5M*}4I83%u%EM?`hfQ3_hJ46~T);{HoWO}($lOW>YY@qiY`2lD25P_ud;qRiTzpuZ z#mRRPGR&&#+f9c{#-=>RBYX9I-Bv5kDp$eheXdCg{d1TCodA4b}YE|HmUht4R`vj)+}yh=2%?011#6&S|2>TYL~c zT@s+H@Euqyp93N$?-QyGoun{z2W6)Dix4Z*(IS+y0>LP9;%syoEITa&UF z$SRxAw%gQ_4b@G|)tH^xQ=Ja@Y1Nwj*`OWT7yZ?ijLD{b+A?d_A$`2Nm>I3g8a?sW zo@4>)tOIgw$|LLn{$LI%0H)<+9&k)rVfYYKD;9#y5K5+ivrH0~iP*d>#C3?JX&Z}& zjB&Djj1d-6mAHbKd z4HU91Mzmc6wtd^EOd<_{2K}&Ex!}sZ@rC+Y*f6);7;(!Jk-m#p(@d{*x|LC-XcEY;61KkO5!M<;#qCUU#$o(?%t=(2i_bBAFu?28x+S4I{V$< z{>|Sy(BF-l);kaa#grS*_@E4a5D;E^f6WmNE)hCygiTHm6OQ3l-q_b|vc!yz8@{q2 zuHs-G<|TfgVqWHEzO5{N2Wox?YOv;Nt_UAZ2Yl(OIsQ32-s9B!<3OH;FI8lZVbgQm z5m7#CQ?3#EoRx+DP74w-J|4;;MWz0smR z>TmAism%gh9GUzKN;|ISuKwz<{_4KJPi@OuIP#0M~(jI z#=gK!osLv6>0Ijvo&M}#4z8OH?V$bX)_(1yp6%K`>fpNV+kOWx9tlhE0mtD0NXxUU z{z+BxuM9^Ebeh{{v7s2gI=$GUiQRhFQ?+Eeh5W(*eao-J58m(09$A0j<+u;h2 zvfH`_0oUwnK<$}+?Vnz^6c47HPVpMQ(Hh_J9`C^39`YhT@+3d<;4b5r&<1>Y?q7#h z`we(7AM-K)5AU>k>#;oCIRU?00q_Q)q~)9w!A|T5ztG`5w-rszS1oXUAjx7r#U$?S zA0PD&%*_4}3@=;q-2CZSzx7<-^ZxuMm@sxvMcYCk^KLKm3s&>= zzFtj>@0U01O|j%C@#GPa-^?v(7GUs?F7cPH2oIml6@9l-OvU0|@fN-HQs42}KCYY% z30wg7n4kHYzxiM<<1#z$XHOG;A4Y8d_NGsCG#?hMgCi>FXnl=#H|`ZI>=Jwr5v7%* zHDUoy@ZDferi4%U4*&3ez~-R-vc~_wS1;;lUh>$^`Od%5eDKha@ch(Y{nr2Wckt0E zFIi0gX7?pj`lo;Tsc#S^J$|{s18KqYWf=P>foLd(_aR}|i1jPiE3VJ?;D)SGIs8y}* z#1!J{R<0>SyzCk?g+G5!pF9c6GwaR;4WMv=8&~dJx^?Z|#hX{}UcP<({*}8X&|pP( z?rcPySh2z@SNQR}vRLwD%9Rry9;nFUr6(Uol1xi81g6lXO`k@c+9%MXtz8pIy0oeP zYT71qP5q;__HLPHdH+@kb~o9lqk*&Zt+VZ0z|EaMhmMyF8M@P>16HGGa3I5X)>sB_ z8PTc7e8QhcpMK( zF^@(ab?mN3AAbZ=Mi&S1D3Opp1MUe*9AvUdCsEqZKPi(E@X54t(T#^ctW3>9F1x}| zH3`wE(7`ZmYU_#&qcSVpMVIpKLD#tcPA}F;Gx`jt=eMKdw05(w^(yAOJDrHVoO(H z4@Nj)g%@V{*Ji;>1W-j{Ote`^2Vzu>XCpdHTaP~mIb@N8v=ov{#2xpvTK8qSWhi4{ zw_VrXCDmn`c*x~cn|XS5=a^VUZLG3->iIaJX<|TEIvZws;fJ4wI~~!TW^%KF&DK1 zN+OQvEgbASrlcb~HfqNohaBsvtEQOJt}S;I^Nz8lW9+m)2iW+oMYSbxZ_K?EtbU#vWrbnQ#;ar^E{o&)8y>bt#s0%MomDB9sQzkQo_cmJfKOB=Jy1u5aZCgYRmzklTw z@r1HGp$O-iuDfS|e8CjAvCjilpe>4c#G`GAdesPG9FygkVI39m2kUdiT80k)jIw)51 ziP*woCc9`!PI|D5-AP>--;=4UP~vcKM5TUWK({pxWre9kBOUc7%dLzBU_^uAab&0y zJ_6E@)!G`6rp3fTLaHMHq*{>*7$ihBkPn6OM=%(uNorF6laq*mAR@Ghh$49en-c6% zC&f8Va!&9L6l@{{J+aO(vMpt_3LGru$rClUvUc+{A@SO$Pt+8SXSoE99E-PrKKjo` zm0@B+6&kYU#UhbD8Uz&wfrv;LDi{%cWHrmV(M~eLql`d=N4q&vk9hQm9E~U?QMytI z8YzsLI0GpWFu0xI5uZ233HqkcN+P(Cg*dgH9`zL^KK5|jZPViCPrK#D>{73jnuOU263ZE};OXYHm*$GTROx-^WPA!ANx2~@hyZ3=hA zYhLx5*P`t7o^&l=QcXzItw;!X{F)(w=6aG|PSvshkA-XnF=;_aPB9X(2*wZtQAEtf zVwve=YiQZZ2(*^ANFN31HbpDiNQm+iZ4jYO77JK>+I6qD-Rn^93Y$05_I0zh83}1) z$DRPUG=R&=NSqK^<~G;4Ak*Fyw-*WW@BlyG~`U*1KyB=|@eATGW>HyXC}Y zSz8;%Q@|E9Hxa0B3UP1fAe#tx0_O>)W3Y;l4lS>wb3}H^RcrzqGOc~30K+5SH?1g zGipsxLa=m~$i-tKK{_sW`A38B#D*bJ#C3WCk&K`qI3oz+5QjL%DfXz0@hoE(%ebs0 zX73!{DU*B+dB;5la-w_MTSM=x$Ub{?Rs6Y=NSEf(BVhp_Vu46>A~?&R{xm1aY)MdK zF|>5%BI+&y5q^xBlA}IntP2?DK`;Um8}=}q8KDYZdqS;F{AQge3S$ZWS;c-vwx03) zQPuW2*?Eq{B_Q!ynaX6zjlL5{@II^?JXJAhp z#;66hvX`x532xlu-@E{utnd zDO2^CF8#iqaB<>}0bG!K#2kT|i{J01y!dm`lF-81S{?{?O= z-u174dx@nDi6`*jEVsu!?zNHs``l9k6Tb(3@P$8o;+vB1=)!y6_v+K*yR6bKi#bmO zyp!m6WwFZT=q8b#cuN935tRpj_{A^U&hcaXPqg*bJM3%G*BZs7=k+B*p5oBM-u|pN zasBWAeuszr5~`>%G~m77+noVCix5D-1XREUWWWYYz~*a}-RE;yhJIgkKxM6jVX*D?e1rIARmA^lCpe+b|CEI{o`NhMT|r5axtlu-w7?dUzzMvo3T(o7slIr5zMc>oCG)`f&_Ko-2@zbu zV#_Y}3&S!rL-0a`IT)M&YeKs=bVC?SKlNijw}U@bxCHs@!5$RCJR~vHGBIhRwz#5? zo0~#7dcq0x11T)TbAg`{y273?x14yyuINH91j92#zce!KhLwnB4oP~W4JqH#s1^N*dxMO>_6F4g-@LAA`a&$g4#B zwqWFxNsJfaQjOoir3E3Z&-j3}>qIEZt`j6XvLeN9^hQ5ZI*MDZP;4Yi`o?o)JJh2; zUQ@+Oh&>~OM-q#_JCwy8%tIoyNBb+nAN)UEyfKuhL}h%PpYVe+Fvx>M$b?kLgPejg zP(*?36ee_?D$I%h`UxIFw2vbD!WK)xZxXu|o2aexNEl1A6AQ^YJI9n%Nwl*?`coj2 zYRQKlO9Rjl)3`vqPX9%Fr{)!Zb{yOv+Q(#gRCGBeTl*fl8^AOogn<$9xj4 zgfy_+N`JVe0V5EJM2U?g%dr$KjC)Jc3%RyzOVNWfbEM&IA2Q6LQAXh(w&g%+~47_q@&3#6S5vPYm_YJnYSM z@P||QQ1Gn36GPGZj72}(%XSpX^#GVaXTQwPKkUyL#ZRJ~(P-;URcNnMFi;1Dn*>!* zsbo->^U?gk%5ynVn}EiDS`ZMV&k}`F6cbMSyu~L4xhQqd5akCF#nRg}Oq|5UtHVPe zR0U0lQ5mJt|1{-K8;v#{J%w;_fCGrrnL2=@DpHpL(jZkxKN!+GbrQ#HpCqjbi=;H` zRGIB`vJUN1EM-O6<50r9#kX73+q{HNfCw(V$1~kS*c8ejq(3T^M^(Uuoy0KyXaho1g+)~jLRA&lapg6|OhN{T)m&{ETCLTC zyj68wkV11rLyd|WvQxQ|Mz9QlC(wpd@H!Qp)_@h*fyKuv4Y_Ou!YXyRZ+%pPb=Zd; z!lZl*|1@#aI)Ig&H+6ZxvVl9M_N)S2sNcU_gZrKu&nw7j|t|KX_M_9T-9N z6lTncBrC3bjfs8LhTRJR1|Zgq1=^q$+9BlFp*30|)C4q`*rR3IrY*`cCE8DzQic`T z88uapa_`9y$J-y9R!e}-9xwUW#0*QSQ@Qh`t{wSJzQ2@)-(m#{rm*<&EWYZ z;Sx6C6Gq`5EZnXA1YAg5$o1CyecVrYVHuX;<26@zx>o|8kN;KB03Ki-4hzub5(cIT z1-1!b?cALust{CP3Wj1-MPUy1;NH|)3r5p%&EfzR;VJgwF9u^UKHOLs;WWhs|6H(P z`=#MEW@9!^W5>l|#SEW1?NK2{4IhS1KUjkxw&Sg6ME6nRtFT$moR72EJwR2Q5Ae+> zX5{<~Uw<|1@T0Ztmt8 zzTY@DV0XUbb57@k4B#bbXN`smd3KUN7L%Ie3H(tFL+%-kWPp8U=$Mx2nSSI}u3=LJ z1&F`}n&xR~24!tNg;)RviLPIYHtJPQ%A;0g#RLYCRt$DD8uFZu@HEXqoYcDocqGn}W80w!!Ws06$rRHlk z28E2a>a>7rsXj=m4(zn>>LMoH01G@OMQnZzYnJfJnJDWkj_b?D>`u09_|0j50EU28 z%%pzi%qH!DF5H_waSkW)BIod)uJHMV+z1~V zP_Sa~reRV(ZzHGjD!H2^EP+$ zs5WdgkBY>$5;~t}l*S4lhlw7Cisas-0}yg67xY0V^bLP<1qTJ%<%c0ha9uoO?k@C5 zf9?<#^DJ-UlI8MBPvtKM^Dy`8*=F%GmvgIt>Nhv_Q=jTY=kqf+W3P7ur}SpubWCS&YnOIur}nNbWpgES|5Dh+afb?X?)GoD_y7)fiTC9| zrJ=?yRCT8W2p%7dG`x5x_>)I@iVk>rPx+Rw=*GSGd>3AqM|lxH-fJG}DgWkgUU{0| zdArthf(HeIPxzu|@r9T2GcI<;`~Zzt7jD0Ji`R@*cX|qK_s^|$LFP=s1MII3c{?9O zoy&op_xZ9n`?E*;v{(DGcU)31XhvWAW;fp0Cgot@au?QjNoV_{=JHQBdZWK?Q2+90 zKlr~VbEH>#rGNGvuKJpw_^AK(sTcRgFA1=35!f~t|JqLU_BQ<9FZwMf1>Y}ohzIk;w`*iz ze9D&z3vhyphkR3)eC1DKk`F4+zlkONZ;Av=KJAi{(S7cy+<@FB#A z5+_ouXz?P(j1Db0QRL?%$dDpOhE$Yj$pnomSF&vB@+C}_+G5hI$?yp#n-X*RL&FkN zh=Wg_Xd9}NqPCzE8GHZ*>J!wcQm0a_YV|7CtXj8n?dtU_*sx;9ay^xfA270N*Qy0I zFc@550@>0X3kn!1r+WAD?d#VqGGM3j|K{aO>M-KNrxu^W#rPCKgGVP*u58&dM~@^o zb2f?cGU(8vM@s}s`ZU83GfAWA$r2|~qo@;_rs&|n)4IBM^X~2YH}FrS&ZZ4+ysled zaDxGp>-4zTzXShLukMr-^TCO?b0_tfF|aw3XOk~)er0CP>PLD`dHy~8_&1-(7rlCP zYo8j2YAYIFHbuDQ1|5L~8hGGw144C*KWIhu9D)&UmE3a82?U{pQ2C{yg@sx7;dRIa zh8QT_arf9jXpC1Mi!Gj(-g+_m(VmMn+GrV0H%?ZYXes!U3r755GE`3g(N~dxAS$^e zlTAALB$QD~IVF`)M#UgM7*@F@|CdpI!k1K_K&D(=7h;&0`tj(O^dUPm&3g-|4Xib|AZmziq1DW{!! zN~MOVG^k*jpPJg~Rbmc=3|xVkIUuQ4W!hY0Z0;o|u7r_-igJOSf(ov59=3{#h#GtB zLL4RH=Xx|E`>e4^LA&3PqcJMcqy1Hz(4psrK#4^MoN+3-<(hjgy3|oJs)Fgd`(&wl zX$WC%$-#-&yPzNgtYf+QJ7=$g{fZc{+pV$#p3^F9qq3UKs0hRnODr)+5d-?!!Wr9W zsm2gZdKynDIFxNsN-@-}|9Pr~dq$i2y8JTCG3)D3Ix^eLX>-8jD~l|<_WUo^pr zO5=|DS^3rn9<(hQgF~g4_)-$N7K0q2nlC>IA~8pz1h@=J3boOj!TQ5YY5>~ zGDTRE7kNVm|B*zkRN%dk=GAhrJ!Qu7`bpzEfj@ z-YJQw{EW)(+yl+4|1`nmj*RaKFrYmDFg5&y zNIh`HhY|~fNcQBX!3}b-gC6`K2t(Mn>!5-s+7Myw(AOn`{H#RgL*bl$Mv7IuFKOEm z91e3RC;H_gD8NG?5Hr%Si4n1g0W4skf~dqGUGQ;Fpde`Y(~o|z#?L1tM?Te4G^ghVGSE!e;7 zEiyJu?Al5wkxcSfaUut3COHE-&TSI3pdy4HHj!b_g>G?_(e&cJ1h!aQIPM%C?6%sG?7k3NKHft^j>q)*#z^SyQ?TnV=B{`(o~>ytZ7U$iO_y1l%YNi zA!KsL&4@}=cQ}RLM7ID^SgI3Z>*Q!4cezwU_A_}TeTYdV;-f~bcAP)UlGa ztY$rH|4zBN)1LmctsZo!7jbA*xu$Za6HV$=3#m>(Jr$}F^C&O#8pL2~>|0%h)Jhw2 zt(6!yK9jptSkWrk$x^nmG=-yOF?&s(p4F`cJ*9|@W?4D`L##)mp=m36*MkXmk9*yy zUnd6G*6xv>k0Y$45StN3iA*IbtKdEnqJV@P-~g={Epn5q+~rOdjuV|?YMCqD=|Ynr zxx*o5&C0VJPE>cR{VsUJJJH@9WPh|h;4D3%-u1G#z3x>6duMyzAbNFSwjCK!FsBh? zK2ko@Q@{@qP~79TQoIHZFF99xR`F7|!45ucE1>(}2~+rJ$dCpyqKnq;4(_|&J+Oh{ z|JRBSly|=UORsxVoMQN{SH31bV2=1FL6SWoxE8@DGOy^*1Iz)$KK?O~gDm7B6Zx(c zK5{@;5#fGl7|Bi^t#wOV*@^D!rQrSWkXu3C7oXS(D*iHiS-f7Ua`}L`U0C(}%(E=F!f<6q9E!pG zWihLl%#T*yV})1Mgh(&38u1a34jZ3MmyO4GJ~gUSt?E4U`M`vR=0pRnjV8ak)?}5% zg>y$y$*v;9isl)X4cv+?IQr66OF*P0t!z(N+StLXufn?3>B%fsCD1+!sU5IFu<5U(z)3sfFERFDLS<6b+GS6CZ;9(cr*&Rc+mzTZb z_BPw!h`TnlRx|C&@RqTZ8e4$4UG9lfyy6zWc#x3_=zh$a-5y`?g)ux=)&6+iAg*^S zfF11d65HU8OSZtjTyU3L?YGLK1SX2&X_`24C1<8gOS_Hnp|2L@C?`77lOE(&jIra~ zRXWt84q}Z{`Q0mDwaMvy*LsgP-$h><&9gR3NW@&yGY>m3tqQ4Sf~L(G`T34)tdQdF z!02|rJKpoI_r3F-&U`<*)B|sErgL2IhCjTkX&7=}hg%v~zq^Nlt>wa@|J`b1FT2do zUU`ind{B&}Pvk#yN^T?W|Dlo5NNNC>p3Jd*>KA#YqhX&L?*?At(&lvKRpJL{J^!^KLY{z8P$(%;DQHzc-lgcHa z0wy5JEuaI+0{Nxf0!ARzMPTbyAo}Hk`mx`5sU8Q0oBI(B1cIBpLE!6Ap8qXO{^=jV zHD3xM3*5Pg0EUg+9Yq0V1oXv(Bo)^OJfIK$-~(Eq5Dp;`7NHT&{~maqU;16#5dz)^ zew(}PUi_UJEr^2&8r>D%T@AkApsXMZu9qsfAQvJ^q(Doy$dg3m;6?PDMgX9clSFV^CCg&^GbmFsE;umJ(CL-gsJQ1SM*d#858@65L$b@{P z;sLlKH+G{pej_-BBRI|?IR>HXl_NT)qcD!2%I)Gl0Aer3|D!zeAuvKB`I#WF5sf(V z3?>wpGa8FBvLG{Z;y)6~DUyaX`W$Qg$WKfoXtb0#Mx;beBt=#vH`bv=zM?vABu926 z10LZN>Eb+&BuNUPEQFvv4x_t0qARunH)@$u6(piuKo=z6C92mz$|SOs-hbrWnzh71 zX2e!qUwrT+aS=jBCZ$p?B~wnMM?NJ~MrAsp943UM9p2*vmZVnRAuwJcE8ZOg<|9ke zf|ikGOzLD8)?_ATqVla}PNF5EjG|3EkE!`p&lcE%Eexh^?j~>crf>cxS>7FDPNtSUW+N)5@DXPO zmg82+B6C6@&!FU2E~ez=n>Uh!I7ovy*xzc}2u->rc!noj0B!;&e&(ls?k9f&<^l$1D`3K7w&dP1rDc9!Wh&=#CT7aj<0_70 zD}E!<6w7&fr&@|9hMp!)mS=_TNv6$)^i>A+S>rKjM0&zRwsnqu;wFo>sEf8}H@>Kh zvS@$SsEytzj&h@b_5)cCXM+AHkOpZvy5eS@|0EDX=zoSIFA!gcy2y8CD3qEec&cWT zMxT4uM2J4*LWUYP!bgfS1h>ton2sr#im70hDVgS|nyzU^?x=1GDV)ZsoJOZB8tLxM z-w*C1uu&vX6knC1#*;=VhGOEBn&+QZ%9YkrU6O`T*2GY*M5BgAD((Q9R;s05DyC*? zZn7z-cIr3sfK0bDD@;fQXT2d_fJY#JbZMCt(u|Ld{FtGv!Dy<#e~<|woJgR|Z%zxJzO?%t;2 zr+kv@Y-FppVkoyxzydS?1Wl1S5UhEWp-#-;8=eE4&VCy>_g}ek{lqtG|9D zZt_Au?CZ#;tjbQLEl}%k+5&w-Y{6dW!DeW}F04OX10VoG%*yO&#AdcgY&I@riDE=G zUXAv>>nATsJ}t+F?29(7)K;z4RxN&(?8&Yy*LE$*wyZP+EN{ZB&z6V5)+~75 zEDQKU3Jid_4p-SC}ZlMX`HR*X5!6yKsxltV}`Er zhDM}P&)4h;FJ?w)U@>Mr`mD{#)J?=EF-+5+${ z?S0CtG_-2;h6eH`Z^AOb0wh2JEWq0OLILFOWQ+&2(dAEiUiVU4_O_>&LQ-*U!T46N z1z#`*2X2{)Z;Mjx`p&B~sP6}htVGsp$|f!?ba3#_E2|o?{$_6Su4TgN&;AIoKa4^F zyD(+MSmvzfvEZs@uptD)|Az!0z!vxd)B1uEFEJB0u@Yx66i2ZX%kBtoF#V1x)J|;& zOM(bju@`^w2dA)hW@pqA>n^mg4qL|lYHt5tK`!jT4)BBtjBXk)Pf7W3!Vzs(H85!u z@ew;QAP4dk4>BPavLR>jr6TgwDl*{`?$S!bJ@kV(EV9#zgC$=wCTB7^Y%(WjGA0); z7>6?Y?!qS*>lyoL9k;|9qwUSM2BY``CWvk-A4TcuDzr>*-WKgee5v(JVsQaNAO~|3 zA2Kl)voRlY?aFB34lC2PXb9iKHHZT_(C?_S=p}FRC3~sf#PH^BA_Js! zN&}ck&*iqjbH=2rLp*9dpN9m|-9P7aFhi|Q@AN?bG*DA9GxI_=gR?Z`!#?Cgz|!cY z`fkfYbWvAyC@-xii$gPysWh})-EMD7F9b=Ov|BEQYMK`S2UtpXHBce|Om_?~+u#F} z9#>DsO>ray$27M+79G3Yqz#*>oi}-HdR|P zMr&$dOY&mFXka!pH_~VdZ)*I;s3RkGV&^tvL#<<9ba4|eDueb!T!3X`c4n()b31n$ z5(OoU_HD&AOO#?o$n-Ar@%C|>Ff6e!oHu%>cOa)Xd!zSjzc+lxw_Xo4QHw)u+wWsC zv~h#1Hv+eB_qJjGHsLxpJXp1CBXe?NvNJ$7i{5W_TlYgiH!euGDu}hALU`t!D|ola zhA)J7_b{+V1W^D&dzZM0pLmJOw~DVge2ecBFD(-9LX5|F(>gYG@`B(VE62V~KScI^ zuWt#9|EXg~?SUKef?sruO9OXfctSvTt*C-PM7fktd6YwWlv_BHXN28K%87cOJg-Db z#b=09FMWVOF`PM?qqv%{Ih&uiPOCSI$GMyfa$`$0GgIwy8|#k#IG>X#JluJa7qTxT zxL@-^mXEY$Q@Nrqx|C!2p-;r=YK`)ww(9z-DLPhg#l|F|d78Jmr++%AuXz)@_nenH zYdZruEV%jRxuy=QICO4C_qnWhuz?4c@}??a?6X=Cpr zExAq5lcrD70dP9BLwl%CJGHC1dBeG>XZt=oHe>^CL5DAzQnkLu`mC2bZo)&i+d3g1 z|GBOs06Po2MD+Tv&$~bbJG^rmv5WYZ!ysv_YewL5uDU(>uviDZDGNd$x7c0K7|F>=4`Z zk-)}D9Y8V^Lo(F-&F8$%BRtRde8De#dQ1Cx3q8;m{fXB#s&~At7c@DHJ0WZQ`oe?K zd%P3_Ldc8!5|Dh!UpQ#L=B2A0<>;~~?z=lPl0zuKv**0c>pa`Hz1z3F(W7|6mw2b6 z_uLP?&m(-?AAKOBI>o;@)$fAtF1^$Sw2pIo;9sy3Tm98v$_4O&*3-MmW4PD<|GTmq zONT4OheNt}hlXnS2L>&|+mAl!m%i!eeB2W~(eFL$L%c8)L#i*ai~~N^4}Rj`zPBgx zw>vGm2X4g2H!m=L<73d{NB+D|e%ISmJtdFIJ1Rr^R+qm8rWw z=e_sW{fT>jd!PAvZ*np0vx^rqFGTV*_Vnu~do@m2pk>L|e96^Q@X;9n9ivIkGENL=i z#wQ3?Iy}$_S~8nAapu&ylV?w#KY<3#S&V2=qeqb@Rl2mOu%<+vPMapo|5sJ3SFvW* zy7lTVuV2B26+2ceuY3K-kyX2vZCkf*;l`Camo7YK#jNh)x|eTXzkhx4;st_bVZ(1(8fr$=!qzh9_YfB&W$KN30S;7jpKwhnKCc6Hd%A z$q~oQGtorzx;33SQ%rZAbF(yFAQO&#-)Ph8$_tQ&HPkaqfZS}yNJk3cBh-4_52Q;obICP?KuyR<0+&ox)m3+D5Sl4rZBo!#Biu3{ zeZ&#d&oSXKlg={DWK-B-h4od;V1+Jl$phJ?-xC6#Uza-k`#Zi{bT<0X4sJ4~kD%;{(*1Bu2uYy_Tp$P}~ zW}MB_x$wmy@>!!024AmK#)lkrw4+(W%rkuxvR6QIqJ}1#XGkxd^r}%WP#2%LSqGYe zxBgr9mcO1IVdJ1-XPQ6BVTT=eE)JZ+e&AUfOT3YP|Etekmxc3KxyiN@!{bce3fq-^ zvAxOPeuFiz9U`Y(d>9W$oHE77Pv7w;EU$0!^xt1BKl(VLr2WE_eyC`J4gi6iXaG1m z(+!Y-rc2!cbMlOxT#YDMYar~jXS<_BuxnL`Rn*uaCf{X{D1G5YF8YC%2qlk%WVutD zpy#na$?ZB}%g)E76hWnE&u_c{U;1!}q6?e>80I@4`f^w}k33FBo(p0@;-{ES@rQFQ z0UAa2SC9i#U>X4wU;(k1MJ;YI8VEE{>ulnrq&S6pz}X)6D5x-B^llns^PRMYqn!_S z=}T8qo`gzBoj%149&iki3ym`kctj0?u`1&s|BJ#4$Q_Z9q_TrC++!bvf*c1uJeGK~q# z-87)ly9^EoY$VDB9RWF_Ja!0M%ifXh?Od_U7^y(x_KsgcnIm7@UC?zZLnNNN0lb=@{U{4fylYq)H8SCJNEd%D8 zgaHS3g`5&ma_73->5h;VEM~2=(WPjLXqjRuj#{cRwv_#GqknOxa2Wc~8LBiX*(8WI z$r;m;coUrA9H&fUw7GNUbf=6X5@+O<{}PaBaz;=5kxUG5&wehIsZB*C7JU-XWSlM< z>mVpBb?LV=I*c7rn}+WQdAqAzRE`;yM@i9|R<5|MVaXz?TDc;OuS(^bOyR`=@Cs9$ z?zJK`t*N7K%GVR6%Uwhbq9qZ7IgqTgBSsZT5)WX2q&k(dm0ju<4JgoLv`(tYSRGau zG(o7mBWmw>M+RRP+tSksu*(P%>#tZ4#diU1Zij5rWkV+ewGN#Z4GjzfM z1R(yPSHUjVA%6XfR z+?qmHJrK6AMSdDY!)hi!p5jP`AA%9YPGrLeiL6q`n_?9|)rz$AtS&wa+8E~q8m=3d zg0%|Y3f4|m^Q|vcT!vrc=mINK3fXYDxFo(OxUpG@ zI&djk)^cF{QQxoKm(d~3UUA$t@|dtAqGALy|ATRQRcsBN>)8RO%VhSlH^mujVGo3lpqwDLC0tSZW1s2k&l(Z z*1zm{2b|zRX?<6^kEiwBSA9FMs|h^Q1-}}T?|o{8FMQ#i_T7J>d}>uMYv1;mc=J%I z72*`7VGiq^JAQ}c9P66oLT>O4m2F{Q7n|k8K6bE^opOuh;@Q&PCY(nTRBJc(y4t19 z0RSNtZx5ZRd=~e($t~!e;1ZWNS!i8X+O-Aqf*JjgH&+vWYSV7r-kIKXrlm3tNmrcg z7B4%$8P4#Cn_BG-|988SJN-L+=iBVd${;iyeUzyE*Bw`LM>R_x_z2oixiZJ;%3GfJ zVIw2vhM$N#Wh%->s<|+VwMdDPi0#FI*u+5p?dL%sdeMiT=uWk207*AG)SnK4fPMxT z1D#NIkMSuCng%%Fk&k}d!?bX^_tt@bHPhN#?s3xhs^M|kF~PRT+S6~toTb4Hg8J=F z#y7v^G|Zyx9l_*~N(MuoT9uCfy@H3YA|3x=#4DctjIVI|BNBpK%>NHH&mrY`hJTZ& z#^`vW2(SP@uk`qd8{T1blEIXwYV}HoYFw|Np5dx+BPkH1_6lbE8pIud z?;YSl9`eDp|JLChO3<`2?cVgw9qhsP-T|1}h)QH|2Jy@Jo=-bAW>+Gu`mWF7E^T+n zWOsDutEj2=w#WQP4*lSdxh|j$*zXC&$^Dj)#LSEbAa9cNuVzAE+DxLuIHFMCMb0$m zoVLvX&F~D-Fb#i8pQfR8xWT+CaFsF(H=+hNxPf#GD)#)W>1=`zp+Nyt@B|0$9l9YO z^1;>E%lKN*wCGCR4voiRX$#fqHQemOEJqAO<(v$_NTk9VeDN275g65Q7>TipSgDE@5S1EG zl~S*j|0?k4c0={J!5SCVdpe~TNWV&Di)kl^7S@EbaG(kR9xyn(*-`p`sW7At3jvAN{fA0Fo&?=MQ+m z3V9%=vXEx75+vm13M)dyxGOv`@1=}{BF*wF(b6m}QuG2ybjT|XJ2Gmp$e$DlfSzFi z|L^c5y+{E8jU`=jV634Hfo~desVI_x7tCQF^kJ)Nl7jN_CLuEtZ;*`G@!!UwC#PxO z;KUwY@C5ZRj1USm*9|G50%oLArkW5Lo)Rh>?=%e}1gi2Xv9jleW-CF$@+txoFag_6 zaWSF@uZqAIw;?Twvp9{jB1P{7DGM%D$s@HW8p`brs}ZzXCl8~O;I0PHO7Jsl$sUaY zF)$AeQOp7~FhqZRVHOVP8SCi$U5#L60*Tht4?(D1hGZ4z1A*qZ816Q9Du4>AEvC|A*o* z&EXKm$SAUEJSWIJS@b5e!sI#*w=h%5hLDX|a1lFmK2yg&{d1f2b3ci#KYMh!3bJO3 zblLoYek39`jx;fT^8g}1IFFM-skBP1^h&X`N{_P_*()O_G-~Yf^`Nt=>~h>T^h`%m zI}K_lMD!GTkwQMDKUZ&Y%*JK39dcykkgHu?%opqP*|>hVZxE)At5OM^i;G44_$aC^eB`VHvhz9rj@v78n@SQ4v13* z3la2kglcL2k03l2e|Ab_N%m~fmP&yU8v;`eSBzXQizD?Z0w1tl|8aIC84z{gEgyU~ zb-L&2f)Clr_p)SlxcT1-hlUi6@+;4^}t;6SAVMn z`_2Qi^ITcaCb&~{Y(h8+b$fZnda>7XGk0?-7>CC8Tjq&0{}NKfdd_>Pi=NV#eNh-o z6*m~+_ZQvv7{wKp;I`Ye@l|*C4W){I|D_xJ7l3^jmXNT}US&#dqCp1c^9)$ves6gj zH#~lvv@yBHtB!c|`jX)8jUEiykhd-#*1;Oap$K*{i)p5c zt@vT30gEA-ktp@BxL72rjUjW>{$9gc$=Hmu6dX+Xlu;RtvviHwIEJmrO94oBXE?>8 z(~WN!UDp+0qNW>mkB@!%mk|V^qNXL=kN~fxH`BdAE%Av)M3M7fL^6qQq1l}FVb)RvVek^lqfjWMz<^{m`V5^q%x zm$xX~=r%!uiI?*jm<4*E4P=;!`SWUcLs_!iuBIC>!I`(2eCWWMDVn0O*^(m~em0qA z!gxuw;cFF=Q`;kn$haHO`J_?Wl+~F*;h~+~`JLrCo?%&z`x2j1sR3PB(v@I#r~5gl88DdSp&#TS z^%(f*>Nr6TyQqU=#uQtr4Z0<{aT=Z)qO-a_rrN48o0_q@vKgnNF=d>2jv%~{BfL3C z$l9#aI<-|BrP0;oE(y?e8@n{d*Jkw7~klxA9?$V3KI zvbv$I+4{ZVd$r|TrO~*R3-EQ|v$TGQW#)cm2DvXg0u6Zy5(XAHact)bwhG zn~wh_sS#+xb)tcactl&}58+q%82pg8E`Qtb!*zofih#0H{5wkA#4#JZ*PLcbn{YfE zi6}*1bneY&d^Doy#&`VB0X@*$nn8bD$XPk`@cV^b_sA^^OqZOV>oOX~;U4tC9^#?6 z@wTy1l%NfI8%r>mn^;h*doa{I&Pk)q-Mp&d+|=Er&LO4Fzjz@;cOuHW{}Mv7Btg)1 zeb>Rky;u5M;Tk#7&==>K(Hq@1|5|k#CXIO)8JM61#>||khikaDeA<)2%Z0B6T}-i+ zkkwHH)l;3KSKZse#d8bC+#kYcb_%S&a>X?jlyQC6Or-2ymK{078+7bTRtzD@VeyOkf1e@4(1RDJkfZR<4+{2xk#bMkn{SaV`JYtKTh&It%B5HiB7a{>9%NJPw z?AaO}wt3aYY@L06_s10PEQUxsK#Jlqlo5G|4ii%$YQ6+PsM~r%s&HdQRgAG^o&_9DA;t zmeQR)cPrO%G*~gJ)TvY(Lc4k`*MY4Fx_bQzHmumOWXqa8i#Dy=wQSqEeQTD&9%*#z z+P#YxuedD};QIXwII!TsgbTlY^2D%W!<0g-eWER~Uw{7oVsgB=Z3s+a(NOk>CPKK; zq)VGVjXL#daNtI7d%cY{YuL1F+rEuEx9-~>d;6Z|ySLBb#ETn0ZhT?1X(R1v9Eh-B zG>ii;3aoxzc{FI``t1WZJ^RLwCsn#cIr6+sk28C(3+^%K&iV9fs;rNH{&1o|fBG-V z(n$2sLlQ_D|5b%xf&_6V2^t3=@L*;VPDo*e7K$ZTUK(ylmpFU%bzz7ij!5E#h?R(9 zS0|zcnPh)a_ScFjex(gq1b7D8RuQzOT8}=C#@cA`$VOz5MuM|jl1l0ZA8hbF2_=-s zO_^LY*0@BEb_@wb9YGi+g$g`1_@6%JRXUxY)dZ7EN^u_ z3$2vK|8XkLKKb->k3DUwcM^Mpz6-BVy}cW#PA}bi zZ%TZwv~R!u4hV3-{=!+WQ$XqT4#4lY!!V*NS@T?YURosS#1xT34hX4k%yFrlehPA^ zAa+c0$tHJY>&by_Ru*EIxC)qOX!ymlrrKbJJqpTJlE{=T}Sb*y*88uza0|3_~O(j zNcXA~Fu8i~%{Sj-tLvtLaLXhhpJe+Bk~KeRchHv@YpinQk{9+d$exNkdFGmrNbBZn z|E2sDVv!jp^IxFP*ch%3TDogD-S|j!?7jv`8qz>2jpS@k@1A7UzDwKFwf0oIb@Ae9 zw9dGClMOLZ&6tyqKI5p(Hru`pKDgZ4Z_h6FJDn#I*n1BMllSNmET7#XspJm84nIt7 zGX{80fBj@}>Y?QuVs3x`{vQUj|B>Z%2x!q_Qs9qVm`+m!*a9XfGqbHkXe$Pg#5pd= z3}$pAgWYI`2b-}Cq5X_#v9X=7YF8xQsSr26YvJ|YVGoEE&vV2sfmokdE|5CGdbp2UsV-|1h2m ze;z8M8PAADG>S@$Y;0p!LO?(_BH%IzP=Ja?ml*_B#xHcl6dL-`k6hXDD-`6#KD>jr zecWS_@@V8ay6CzLdeC*FX$EPUkvkKf@ODI6p(mN-k!1yE8^ZC()!dOaj?7SN+-M@; z-oXt!2}OrL8Ok)6;g5X0qn5FBo1O?(6W8oy2s^n96jfG_9#kt3oC`IrEwQqGmNk5|3$8@hQ70mgl?zM|AOQprivkQ#gbb=R zq339%LGy9QfeJK{Xj>#Y9Qsh)B}<}wr44)-HoS}W1f%1bron5)~J(#>CZsF@Fxp=V!u1s~d6l&^I zof=iz>ef_VZ6_WtRJyKawL&>V037QmmIoD}2+auE2cPRfW}pKd|K~tQBjvG3xE9nN z4aKX`^s2kpfEPBiK~i6NQ=6zQY@v z<4o%q$D0NgF+NQUOKxMx-Ziq3T$5znD8;c**3y%$F-=p(vX}9>GI6fgE<0Z5qN++m!QtL~&+*$Ufi^Y+`GC;~H1C$3MQ=2um?x`yyXcWErpK_0m8Z=Cik7 z{*`QN8>%CNxy=DnZu()h#!uM7h|c|%J`xv#V-b2-{|;b)0uZC#_-=Zqfz_*hOFe0< zLC3!Vz72*Y+?2Nt9;}%%HLv%ElwOt^oG7mGW}q#w9B;eZH$Eni%RSj+8hKCS3(Hwo z4=CdRM-h^G^Fqsf=I9K(;SWOzF}@QlFSZb6-0haC4xQ*@K@8w~rgW!gn%+#$u{H8N zv|bf$>ib4=ZA||(f!Arj*CLQRNa?~*ZsQ%W&v@H;=nmVzefL{auCMnQk2$Z5PoqP2 zP$zxqOK6);K8;+f_sHw3{2TsK?KScp>_T*}|8YF@4!lQzs|0)ph=2*WD8t8qQBiy( zaeU7NFhB(q@v#oE;e6HSXVIr^)2D$Sh%%T_KiD@G+D8~I<`y{@Gcjfs2jDVQUfImV}!Bi8~EoF+R*Fq9Z5rGmoHq_>FAXs7?7-$}7hSev2Blufp@iH*heQwcsCrEi` zkpi3n7Wni8n9u=^aD#y;i0EfsX>vgx!uc`qX3(+1xZ%~gE)x8P=n2YQUqmJm}E&o!-#n0h(h=p zO#^$Rl!UMMJGnt{3V|FNQ5+bxiT{U7`7ny{D31iFfD6Vb3ZfkMsD;{8CPN{MU+50D z$crA9i?_9l19@}Dl{vt87Q$Ego3}Ze9+I2lKn__6o89J+nUZM6C?ec9E5nr*4?>a2*%j?}N3OCJ zMbHb=Nu9kgm&4Et^p>5<@Ohv&l6kq8-oXsA6PTrU8ryJ~w$U_W7mi6Ndz4r;lqsK- zX_=Ub92?hI#UqrQS(M_T{~aDtAOwbH{P9Arhkurp5Mz=poRx~Ec$5dm9k1yX@%EeI zBp18Mo4Bc=yP2C9O;MQzskYpcLsDaOSvVwLyDX=Opf_gpxU*lt~QrIi>gce+37M zOBy98(J)^Mre8XXWBN=%6pMCtAF_023Fuyn)e+J}4Zc#7r+rq3r9z_lBwTVhD?aBI5we^qhzWSaIxYl4v3iufu-9LK=%$ z8l$(3_HcDfc9=`5|0GSSm{A%f`WGBmT5z9s4d^1JSGtb9mYL|d5P#A>^uQGQ5=24t zWRr4KzqLlLk2>MjZ>!xh%sdtsB*-oehRL) z38>v#VqD2NZ`c)L*^tO-7{o|3iT4&P3Kx$GGw_zK1wg6!YMtn3Z=og+X>t!c7!H=? zK|J`Eq6ey@VGk^cq~Dlc%jn@Wve_1fnb-38kI$hlSRrAG5l$= z9Cul3dORJ`94k?>$Cj;^^*H2ep|TmSH|wD_N3$;%hrETZE2D=Y0+DTDuD5cBmO%;d z8Wt3aulh=Kmdov9ae98LLtT z*O*?&QAgS^!ts;qc(QeCw}h3l+95AZG!lws9h@aG+f-(cf~_;VvwLc@I18@uFs_G7 zTPj*13@I2z`yzWpoNFPkhY=Zr`V~#A>brO5FPeL4d=}#)Pb&8WPN4gXQl7EnSQCYfst#-G|Tem`Cd?cYt+94j; zs-OjCxQ;7E->SHM%D6g8a1HmM zCLFaqQsb%@yRo^-ydf;Y2B^2NXnbt~y~Rq3srd}#zzp;AyJCQZS5Jy{Wg8{1*FuLfF8{g@@&FFM@v1q=dI?t?wMv;GtimG< z$XjDe9|17qLlV^z6vV&`>bk?3Gs84&n>p;gjqG6&lD^{mvzY<8XF0^|YZmK!#Aa!9 zHZ}siaQ_RZ?8NnZ%BDP>mMVyMiK))@W7PG(+7(dg(y2Z2wLqed;`@zvH&4EnKMOjil0iX#JHhQBE_rS=M961y~2<~9R1EK?5fF;;m(86hm1BWO1q*g2pF3&PnT?C(s|1N?8K{VogGPoP-}itOvONU zK|X4*L=&nj*%~n^Ub`{2!Q4AsDwAo#$)Rz|Qs~&h7vx?6A%;-DjJObBGbogrSfZqDM3nw4HIZvl1DAmvhTy%KwbYy1>-8 zVE>~xXwU~8%ifu(lGM;phrmD6D+_BZ3#&W8Y|(r*%mrIGo8+XE!Z~Qy?)(iJq$pZY-m4cxo;6iMx27fmDK+H z)Rhg@1MSMkFxC7@)tS}|jTEq!L_1sS)!{&@M-wEchk9cTv1wc`X)V#XTg>cPw#?w8 zaP2#CJ(*o9gN@wfeAC43VdZNfKU^XFOd(t4Xhhw~F{0RB zk<=CN3bSC@Pi>+OZwMAI-+r0RIlm zAX)HW%(#8Fx-H;3xh=ij+rVwNiagxRZ7P7B+{wM%4F0%1ZPXO5$riqXbJ!L}2iYk) z%3=`$_H1L^?cLw~&y`BhuT0gVOI@YA#a64j%uuk{fSyGI)<|<|wL=>aCEu!M5BdP) z_CVt`Y1T?swtm$c`+Z0YjLZO@yT?Jn1HRkLd*BFOJb8HleJ$Z6PCff{v0RO{bZZci& z<$(?6rmjvu?Za+PA|X!ChuYz6QRXyK7I8l3v%u@UPUk3|;y0M*x>F3d|N?)O0MnU3VgHuT*Cq7Ps#2W(iM?-4rkx= z)p?zB8Sw>e-rRXtOYtLTj6yGoJ4<3-v!N93fDYPD@{GO>%wP`VZiM$eN-N~@zcZzs z9`kZN^BC0(f9LbXJ3(GMDaoJ1@ZNf-4}&+E6q z#8!Xxogb1nNDao`bk=|k+~p%+--u#wYOrD2fW%Xx1obUP9 zd4uI3`uAoH>fqkxsrtBMr08(=Yk&K)4-vKh{;7udt|}b7kN^JyerBMqnaltJzz+}z z1P&xv(BMIY2^B76*wEoah!G`Dd`N+iyLa!_ZRFU|gv_i zYp-Ep#f~LgcC5E!%G9o9+g7c;aB=0%rCZnTUA%U|g#)*@Z{KZv-MOzz? z!v;%?FTfPb@G}lMtL(DOIuvn459-GTXppzp1i#2RfLYRPD_T; zJ8z&cC3?~&Dh)bdO#JM_FHQZpYIE5&$2w*hIMo`EEo;=l=2|?n)mE;;;DKjP3^7zJ zoIw8)^fN*k?WP|P8+G^HMk|$fUV2x&RMSZ%h=0- zuTy+<-%X>Lh8Tc1R(tJ*m^=93Q=vznal&*hS}dt$X)9-V+%EdwAkWBYT>$VI!uQBKUTGZMWZ!`?+{Xau|UH8sMRy zQJ(kydxi!tC~&oVP0l>TwH)~%ZT?=U6%9{y`7@O=u0s8gxQk z>f*Ax*4@cluS=lq9GEWL>5g~5qoAUKN1_!yrg$6VV5N?CHs*m(gs+Mo+@`mVx4q4J z)X82yxHm!=icowznbq?cR~+;aB>!;>nP0|gsFN8IWB_p}MG;GZIsNUAe`xYt%>wia zYY?Ma1xy__&~ZT388Cr(feY-mNS6mbEiy}64AdZ#yM63#GEzHN1>N|@-gQupa(vD5 zIuJuVHmQUusw`>JClEDc0t4hdpG-gBHv3S@{z zJYwcx2DANmE|j0^kFtjGKe9ma9Ok&kJ(}^eZTyUYRKynR_F@;L-6@Q_G}r9N_?Tao z>w#!gV;RK=M`R|`jdNsXy;OrKObgDC~(u{UJ-A`V=Lama(i?yn-0=aN#|=kwt85!ydFO z;1}(J7+vy`mwKs7LJ_Ds4ejz8{@6ztmHAPSYLIv)YGz6Cr6OtOjhrh*4mP#fN0C&o zVH0S81^mH`0%&6tI$~*0LsgTS$n$&Zj0vtL2@&&+j}poWK~EAgfDx1;6jH?}RzSH= ztRhPn)u5TR&f&s-+ykN5AO=Gj>QJ<%)lR}3CPytDfMYz zW8%`6Y72@ zLem<}_`_r$`&@|tHn0ba>0lec56o(*AFG0HcadY08-g#qI=L)nb8%iYpdkh8U5Lq) za-H#l)}Em#(=9xC-}|0cKfllln_l4!wqQe=U+srH&cO_3bfXy&(rts~QcK@PSgqgy zu0$c2(On)_!yCq6a*<~ZW;EBkBX)>%r^`n`Ml44@k`Q^T^#55 zytzp4dQ&jJroyv0@vT4+Lm?IW*cZP`_T)bK+r+OFs4W6MM?ToKk5(EO9^F7NGn#SR zximPp5+-v3;s0?Cx8Ble7G`ssYsXB^3}ZZ7#9${5>Y2}do@qfQ25oG^N~lET8@E%UD=Yb9APOMJWF?ITN?Y2}JMQtOUy|s99H0OLkZKVv zXVp@ZdcR9l7BvhsWoaU~)|QEFtgoEqbD$&OUmmNjY1wOt)8*H}CR(vA-bQ3+T;toQ z^Ki1AXa7R%dD_|Z^T$n2Nudg)vU&9OL>#TYfv{5`G?1gNEAm3-%0t6RAR&RDGs00;PIU#5C9x^WJ9v~t!3mvuf2{K}t|)!}1~xP&Jz zY%uN;Pi}?`+c*Apyp|?wqS=OUPX1zx&|~D;qz66halN|-etb7!WR3Z@@|X}M7eN15 zyie9?f}A_uJkKt>e=aPJC1l=?;Do)8UX`RXIjgHC-M>xW+5?IG%UvFLKCBGZd|+AO z%?M1x$KKGg`}XX0nJ8~BPCK{45$PjZ9?dM@A2q+^ZWjH?jHZ-JW(g)#T%2C z2mi&ng|X*DEjt>x-2j zgFb89Ktl^EA>)!m@*5k|lEq7(?hBt;0Y8@$ze=M#%S(X{a0Ewig;$u0SLlU+dIhXf zx=_jruqeF&iH6YNzqVLHCcG8`ge@1svRdOZs$;<03o{AyH3+;1HQPdMsX$`GKr(cU zv>`#q>Oc@&LpEeX5iGZ7L&LuMj+6r&r^2I_TZrs?L4g2@NP37%5(w)v4j;=obpPvz z8pN?!lLtnuwOgBpAPmC&5IxPgh5N&qCS*cQ{I_daJ*?}xbLa*Ivpp;{s|VXPFq8{X zBq*^;Mc)&{V=BWk1cyJ6!!%63Hq6CbguaNeMHu6(_By0I{0SBWI)ex|Z3~ZK^a*Vs z4h1Mgof{;B+q!*lJ=bGIeLx2SqK1GPhDZ!T0AsCTP>XTg#I}eQb8IaEdo3vhD=gD8 z1QSJu+Y5#xMJ%+7i;B2aEHGE>wFkNji<3n->x)|SMW0ebT};RjRFz&d$nFA0hA^iX zLOhDt!-kN##<|0RSVl&Z$bz7cfbs^Bv?6rS2S&6;YMeELyGBQ326Rxc0sp)fpOF@t zG(Bq|ooRWxCoC(fd#!soKzC$GTkA4=EX7k4ntUuXQM597=*KWryNH5Cf#fi7Xf}uJ zDTGwWgyhAmd@k^a!^Sy5zLCN7xe{Ych{p4wj^W6hus#DA052$_GKoY>Sv_`SM1q>e zl&r>9x(BS&Mr~|{0gTDP3_B@0J)P{oo0PhMtF_oOxGS5rzLW=eK!;nSI&i4R1Jbq4 ze7Ig)NQhIGxof=E~q%e^7X$h$0|0Ly{k zJ|A))lF>-((>$*l9N-v|mQp~lq0?l&}%~YHy(`>UpA(ubl3=0fCaA1bkq)lsr&DeCq z*#uB>vdxIlO|^kHh)}$fE|4qs*7QOsWerq-@VB+7>Re zviOwGE$qG6sZT+X9pKXt#&|0-WK9FDCIKB#5ah}%MI;0r4`IYjfv`x4h){yqf;ub+ z1=Wcyu+W2ms!5nCPBNnRGZPQ3s#$OoZw!l@6pPS+!V(3{TL0_Ilw_A4y+-V8$?g1^ z(}TjW6R_=cNo_obpQOg>w8lm4G6e%O)hS8`1J$C8izE$ACOy@(x;SGZmj@Ciaj8;_ zi?eRH2H*TrzS&YPUC0S&NLwADMT!Zwq?nd-(2BeggYdRNtPYAChy#GjIjvJ@wNv;z zy3FCK&{L%!BIi?J`Fu>@Gi>=jr6&2UWtk-f4%EUQn@YIhV!K|8m{4z ztAtvNIx!4%$XmXBU-*SzhDC>Ofm_r}T*(!o#(ms1WLS^Q-?dTMm9X538N`!SiNZ+% z`0*8%Wk!RTH!qmk(3-0GidMNqGE{4mu=o$y?OAB~-~c*35*B z-PGp&GPC+!X*$uOy$9rl%vtlg?95lDEueRWC0JsHYZzN1yxRQ(CJ7Ol@ z5I~7iGlC^_(U3ja6K(X{_>JFu*aF1`;DOm+{&hb8jXp3I)-`R*2DX?PB96>u2|r9@ zg-9yxShUTf+4;(2J+9NLNHzaymJaS&r~eydLT)ul?MZgTIu)(jl9*X%W7EK*`qevq}r5PV%_Rwi5P^`%~7klGWPC@vJg zkl3ejhjSRTGkzX19^>bW++G$K0d|RC9hez9U^qs^lptWp5l#%9)0wScJ*HVBng#rj znVHeqKX#MXJ*96B5S$SZLLOxP3qTUC-KxXa6t>}`#pJ7P$x4>w?WC;~MqU=}2Tje+ zE@QaY!m@5aMX*iEQx?rvZd<1TqgKY(>>RlCZ0Lnv<-Y*P1B%}K#83Qu3|Pjv(?m@} z!PsHen_mXzG7jm0Ddv}OS@5YWp8tB|maqwCMhRzr3Go@CNs!rU&S|4d7AD#%Ztmu5 z?GK(UXQB=ubH>TJ@HLA9cMSZRk);Yo%#b3}d4kc{I{4y=R>x-mu%;EM%r0>=t}PG+r0*JNYV7X27G-j7s{P;7{Ib6 zYo}4`hQ>?ihVH$b?z*mS>;J~#>CWyKjqZoe&TIH?@ZRfHChqTECA?&0-NkF^w8q@M zZo9sW?ndjUiL29$Rr^Lk$F&>s3FUSk~Ica zO3;yEsQ}LYYzxQfJT3)&I<-;aH=y3xKz41{HV_d%>T@P5L^j@&MDO?J%O5p|6=v`2 z%u8)>Auo$ZE-UU;HeN+;XYV|Jd4DM?XZ?p#QCPz_LVniTc z;jL@oMSW}1bf9bSxB#~p#O7bc{&FAr)y#fyia9^Y2G$=+V3as!msq(3C;+Ia@C*O! z&Ze(Q+>d4G98}{sQvdpJZ$_m+UhNV;baYI|cTH!ZMe&~WRz;T1Dt966$}vj!hgj1F ze*ghO65_cgxTwbNz5L0^jBZ8NYgE72xL$RJPIXuBalHJ=Bj3yFR#d-qa#m;c=T=c! zFSt;DZ@did;64Z9R_iZRn!xCC0w?n&3G>Gtb7t2L>O*s2B~B5-gnr1ZmY7f-(snOd zsve;d2+jm@zjK`S?EBHDWyp%91N0>lbkPZCan2b;KXjZt$C{LuIBAP$Fp#NRJ?2g1 z6un{c!>nxY2VesLPG@mS*UK4y=&MVx1dHedV(!*C=(%8ZC@1e!2XDSk<=$HB@_y<` zN7~5j%Ph-li2ugdYl!xWadwV{c9*XX%4L$rb`_%Nhsl2PltWYRu=ea|Mop>!MeuGP@LcCex8b_3#$bp0!dZK^cYCXSHNX_bHCwR0@YGt;dn0YYf}Sv_tT^7| zi?t5LDF4^$^FCCt`a{TfmB#1N$KU>(Xl(0%^HE8h%O?(qL`IqR5zH2VD&Pcie+1B< zf0;$yJwJWaKdpCXeJ65#(W!TU7^Y0wuww;}Aw)QEA;W>#h!JbXjM=$!=H%_`r*Y%P zef#p=lPB_Aw~5V8qGYC#*(iSiUIGBoPaDRJ9B=l^r&C_Va}!IR42Nwf(V|ANZ9A%T zDO022o(d%jbt=`WRa9+QH<0^LS)^29cqD`xItyxJ25WtNqcP`z!cJJcN zt9LKozJC7#4lEcj1w!`dAx^A#F=NH{^Z}YMcrxY6mM>$@JokyVCz?Mac;Xo}X}@Uv z`Ts)`7gLDKPgv(gJsEcCzM>Hv7+~m8Cf>X=0S^wm)~w>Uj{iEYd^z*x&X4PYu4}rk zUekMF&#rwt_wL?@fe$Z!Jo)nF2`WQa@ZhnA42ecOc}`?Lk2w2%ly}i5vy%^rI@Ay| z{_N9DOEA48(=`)K)RR2**>safAKepDMevvu6iUquMa)y!2o+URBa-M8Syh2}qKYeq z1J+k8!ibeuPlXlZRBgRgn~pp3*rShj6?Rx-LlXH|WIrOAq>`m^HrkSYg`mxorJaVF zYH{60S(HxVg<1-OWjSSNPZ&@@1&^TF8=7nWmPswH6c?v1#yxk-EOk0JopjMrNB^C7 ze**fQd4m#Ko_Yce)Lui@SQ8&b`sLG6Mih!94>}uiSd@F44m99C#2koVO#Sqisec=y zgU);vMvC8k`0dnFNz4F+Qi-?XdK6Ym*~rz5y#gDous3#7M2=!2o2;^=1xci{j2S7} zveQ!gW0Te9B_+0lRe7acVG4HbUb&nj_dTZLfD?yU-y+Jm zJ~X)^6>79w{Mx9u`Sq=SeyWZf1D3z+gokmAO9(;Y(+$a4tY-5;2Sl*JsDS`5JbVP9 z10NE>)3rn++|D_gn4R|-pM zL3AQ5nP|i#CUJU4swFRb37Rf$&q{mgT3*Bz7};>KHOSJ20RM*Yh%%1RjAaak8rS%~ zdAYHTaNK4cyZNvDEn^wf0FO0>5ixA2>Kq0`ba)XY5%+1VKlM3v*_<~=TVP>be1ih z?6gXX(#xiFmz3QsXKM;I?)7C0WYf#oVA>aQP0=r&{m}t1Q30XCHk#BlY8sDC8~>9B$j}{6b&EXR>!$S_uUPVur{N2g zpv=7KQIw+8Yi0L*Y;{GE7^YN(4v|!7Lh+SUVSDnj{z$aH{S7cI!Euf)7{I}DPEwE* zY-e3oZ_d07K`xXz*$O)iw15Hhw@e$p3P=uW*v015B3Hi2qnK*1 zpZx1O8LE-`l-ZO&X+}6y=`*AJoRu`p=zljlEN-hK=}K2ew43hqr=KGQ1y(oJCu8n& zV>aDY7a|Y-@CP1jcEiaMbhys;8b4zOnSvqoj|PAPL;U;SoCpQoQ&EcA7Ch5FPP+&TDacs0U9YIWMjbjl?Lc<%V8k3&AXW5otD3`p`tnv=-|X$Y;246>HHT$5Sm z6ni(MZ2APY*1Aj1A$2v;29{lBn z;13A+de{v;r3p`_Yo#TP+5=O?DMbMfaE~;kGg0Y*SDN5?x8|h}9xuPsYpKf_{QRn6 zxJD5$QXa`ieO1kB#}lsck&pZ_h*9}{TpsA57ejO&t+Cv&h2B}E*HXaKL$ppeqzagY z*>QD5&Xq(rD2Lw;9m?M@tKtIjUd+iL2EGIX0e@^klkds&9{IL zX^=|@0tUUY))Pd*5Ez0UK$;*t0^QMF_!(iQmEZW8-}$YWy(k=Wu%B}1OE`gt2T{ZU z?L$S3ns!`Ac1#ui18Bs!qnQ76<~E)S(PaR01aRQ4pfIATe3Mw>QRnE zS&Fp15b^kj2IdNi@QRJV!#SkjA@arW;lm;_Vk0`DBSsGjBI34qT?ix}5B%OrUEi`m zpJjND*i}Z_n9Gx3!WL9O9_RrOb{`RjLM<5KD;kxh8Qc=482SMo6z0qN6~{7Ehs2dy z1*XcVEg2Uchjmy-7lL6JilMCeUwts%8XgKXvY}al9vr%%b;;q&F(8+ngsS{itISUA z%u0p~T@3*u(G8tNam6)EVmktfVVK}a;e$R%qB~AY*Lhtov>RoC;*Z3jCx*bieTFEO zosvY!7MMvY>Omd|LjNYPqTPWX5r&`L$s(rV9WC~q-$9|i-n^UypPmW{4IgWFlyY5BZFiwOkO~ z41q!l;oPxeTo&OgPNW*$okd#YZVxHs|rlg?k zU;mwhPQ2uho#DsLq(TT_dK}<2X67~Wq(CXf0J)Ag#?GV+R({kDt?V4;G^Nn}*HcKs zR@!5bJYsFyX8$A7qh`tGwqPP>@f!>Z6KHToTJA^|`NL$qpm0{v00;mcC}bwUbhtT`5c_UD7BljvroXCmY3y zj^4{JxSzyX1b%!3IxyKtE?jyxM|-+wW6I|Q)#sCv$9?8xer}3Q@~6u!1q@BZCzU1z zl9^$h8UKDQsIC-?h8`k>O6Y`EXd|YngkGqb!s%pC!dH^UKVHW4ApnPF#tjaJ4w8o1 z$VD@u;vonJTt;VH)@Y*E<&ElHj?Rnw#7W`x!jch?X=-6F1RifG>5_tBlQy1XLMi{< zr{`U1sWOsLBpb}kM@@j^fDUC(NLzv~W$gh?NpwJ*iXeop>6+HVo8s!P+6J9!hKIUF z4d$so%9~%zDUX1Q0ti4KF5NJ z4r8XO>x=ab!F*Gvn!`Tm!~F?Ps6Oea?xd;eE9voLvF6X% zD*vzopRVp|h59PPN~~Qd8nPzqhn|a{*6GF4l&}uQvc^T3RDc=e!6E<$jFtk7s;tUR z=Zq?9x5Df!hHE)^kg6n}av7<*>a3=kWK@x){Wu;mD3q>os&?3`tl?|t?d#HNPRmFH zfUas#j?z%#Osuw!2)zhYD2=#HEV()C!`^1ZcJ0{0g`Q#tv0BEx_2XrnWkG&M0w4eb zY>8YX0Nmg}$qEN_uI$RTEGsJN%f@WC+D$6>D3F>fVJ=xN+KJ%R%g#D3{RCIg4lTVF z?a^9p(lTx4o)zotRlu%lC>_vX=|s-yoNA`THE=E2%GuX~ZEcFJ>Q1c24rFi&C;wSm zn8)H9i9(5pe#YF+1#=F;A+*Wf5^r>3YqtI^UD_pf2JTUb>ynLU=_uJNYOu^O5ITZWf#QSI7=0-z5kyo=sWYXcK+-}>$MMX-%d@c%F@89K;c zeNk@)E7b;f@R9b5ddd+od;~T8EDEP^<*sm{wD29fa175dUODZVImm<5M`{&u{Styc z2(jxD@gVOe6CWDwenvma?q{G@pO$6x!BlQk0TsI_wH7KC!>AT_aTimhi4oi_{K6|t z!*~wqE8LdeY#RF22}h>!EI*YS=K~xcqa7LJ9M5qbTP7Y$qa2#Asd@}NiRN;dUI;YJ z{3>!2Q2-zq@*(5zJ?LgL!)YXA7{{iqu@)2V_OCYU1^*7y7Tkpa7(n`~G1T!deTpR#1Tk{Y-b2Lk{g;FzyX0#D|b6)swWt?5G`UpX4*ht&OOW_6FunXO^ z^8$Oa18cEFZgKcYB#qX>DVN&(5vil@%`0n@6lzoB3bf7=bS^Ju2qQEdD>Ms_szVPm z$V7u0nkq9~v_)fdNRt#acQkH(v{%EaIO|0cZ!_*zY;kJQDE==u*990&0vV-Ao21E1 z(=-F$G(7LLj2fXmM=t=fa=f4z-)ZNLa#~+1+#4nJ!Yy@@Huc{;HK#`Py%r$Ik?#w` zaQRlX9BMULv(!e1wMSPoXv-!e-$hANhCu2CYEK3M^MwG*Apcy?g*l^h8L^K{@q@Abg_LMhzyqy)9y6}Go3H^LQ1M)EUXA~p6BLryG1-~o(vNA|mB zcfAJLcH1XIlj==cSCtLhL#x+*nfHA6l6q$)eB=0g%Qua0rCHB~YWp`!!$p4c2%q+M zxDaO)gOMQw)ice_869|DCwTELxGT`?vUTq(+@%D^?Em04YK6CQhIc1p?`$*pLq2?X z2ea#QM79Xaafv@3ibLu6s$m-LCnF8pA-y3(L_`t5g%9(%6WMr<6MB2^c%a*(kH-aC zr>&4y4x#WTS%@4hE@zwhYXgn7Vsno-X} z!3Xrg$5CRkXTnGB!f!{zujGjnio^Ji#k2jz6Fb}6)5m1P+|T_`6njx%e8%U!v8%(I zb+yYs%|@^MwYNOriy)EPg-m&SX#ntL)VyH8_Aq&D$cIK ztf&(&wZiDq<2yP${Shvz)Zb{oV%&&I1QwF7{-Ej(rY?BuDpEuk}u>d%N z<^w(F2R*2RexY`<%0lNPxWX{tGpaj+PSfZ-i}De&K5e$1{_@Q-co3n% zTMHRBbodZrM2Qb|RkU~!V@8b|Icn_n5oAb_BT1GtX_DHoVaHguJhsv$OJy--DzkYL zXHK0vZ(`et4Jc4=Lx~nGO3fQKqu!7X?bhJ{0;yA}R<(K+YgVmWxpwvX6>M0sW674K z07ze2wQJe7ZF>*UgtBw#*0p;VZ~tDsd&P#plr<^>H2w&q;XC!olf#J*U(Mw&MOkfL zpJ)r=^}v83h7NW1{28?8MWacNesmgjYSpMSwRZiwHK*2-L~S~^Z=bwjrFioW)w}m^ z;KPX*H(n}La^=gJH+S_s)pO|5lS{XL9eZ}|*b{a?=n&z+g5D8MG=Cm_dh;FGx8HaY zeteL_KB`=%693EmH2KHm`5(Xl1>7mAp_(EJscf8rYO25*dl141C7h6}v)sB6L$%zYif!Td3-vC0%%Y()tNLvbt;w|e3)uM8-l0?z~qjYrT*TMft{S%d8n zPK6MT4TS+CC@PnzpK>zD+z(NfbFdJqVl*&O79eoti2`$W!QnogX z6w^#K-E=HWF1yOa6Cb4U)5H9t@Wrw`ov}u*1`xoIJ`NFNN6=`!l~x{qRBcxwhjh)z zSI&{ApM2Dr1jEQIclw4uFP!9L~|i#{E>&vGvgeW+;QuKXwEx( z$rGeydSR)TKjocwzd-H1_t1Rx#fg~^9Bh=+fCU~Hfk`Vp_)>xuUYKDB8MDen82M6B zLK!0*ESIt##%f~(0ROJ)00RUV0*^lQ*s<0gRX(IN(oSpH*VQZsE!m+Gn`qElUW;|=N0`skJS-mt|Mlqa%v zs!2d*K5m%pwk0(9U`i8qo9?>pwu;88LX~(giYult1;R9L(JD*`2P`TB2B;tpll3_H z)>(61*~gY)=GE6phEZ}KV|VTu^kst{{mP+Dm-gt?u~nM&=a`n~X{lvr^Oji}vVCf+ zb$^pR__QwR>)?e4d+g$kr>X3+(PrlE=AEYtZhi2Xp8D#ocWdtFwcmbIiz9~6@D9VD zP;j#Hw#u)=5&u7+00HoL9R5BcUwQt}EO!}mAUP>zbKIPqBy<4`9qCASoGG2obg4j& z>QvXdF}=<@vy)&#YDca%x#<@f`~^mq(LoP-P=gv=MhHn*!VjMCKEpsE2;nn47Y6Tm zF+5)K&gK$pSVI!r)8P)Q5LXY7aSS*Hs%9P4Ri_1e7!3ah&&hM9#v)^Y-gTF_Z zh7(CzQj;73z)ZxkXU~KtH1Al=1M2Z~edOZ<`vJQ^3er0lxkU(dvB5g&;uh$XQ##LS z5q6$alJT_UJn0E2Ox{x_GQq|tQ`t{~`4ET!eajI2Sx|#s1rz-!%&4*mA}pe6i7}!I zsl@UsJfy)5k8@lvIT}o1QZ6))=*%LH=?GylNgcxgpls$S&CtOnHq!*1HGx)~Xkin9 z+N9QXkmkC6=%c6FIY{izgpr1bb9Yp0=Ta>aPp6Kgo>8?VK9QFbY&4??2h}R3;1*D? zUjNUOTNNuP2h$HUtPL->bW|-LgfUfp>ItyaqR2*o2RCF?4;$sEFFpEEkbEA~)1YFf8Qt_Fc95o!i+HDYQA?`Tm|9woJoO|} zRjmuD>K~gN!zNelz*uSfAq#yKw?PbRZF%dwQ1#z3|i;nw?}mhLjUDc zWn7ty750tH40jc=bx9n|&P>j)JbJ_=ykU-F9gC#lZ4HpdTVwOySaj8l?6cO}W8Pfr zIm0LiI^A!bZE?qY;hFW8|8Rffy$XhEoPA%VdXDl*oo4T|S??&whR!c2#DGLZc%e`%s4?7R_i!3n|j#rF3JJ zRcZ7}mN=RQ_|RNI>djVX7SrgQH+*630VOiForLf0SqEGgPzf??sfOI zM~24DJ$_Mddp{l0`6lnaar|$ZM#(t8DYz^AXf0PLJRh)_4(lG?YKU+v;!1TVMP^-b zw|k8~8o#*QtK1Ape0=43AGyi-{$-Ts9q@dK_CgWb;jUa;Q%Gd_EdN<`8O3wEeM104 z(1|{DJrmsxLpORD#TXiQ8=6Tv>lM`P{pepweY~=vIyJ5SvrQu{InKE>D$MV;I(W#qx8#l4byc!huKg-urIyze^wcbTLsbsCbn) zg9Y)KI>7iM6u69iC9YG6xmXS$fCq$O@?fa^&@*5EqHms~UnI26aFdU6EP6D|D8@){ zHB3)6P%qzBkJ6}QS&XDgnguy-kM=mtXk1749B5m7ulF7Tw15vzWNpggE|TKT8U(Bv znt>QnFa>W2`Q|QoUV%PXfFv z_CmwBqGOWKDj49yUSJI3Z}KdU&*<;m@UNHppbtKebI`#NIAd1q$CwE4-h2fC^-Tfy z%~_TuI!Xt1D$o@G2~4`gfiw^g(ar;TXX5On_&$PN{)8Cr0XGWq9uDyy< z@dPzVQSc5FA#4*l@#M@b<@OO2gOKsC!nkg(RTicc^WrhOFDncOV5$u)UL_2qKnrXU zBjpeCaB;deuMhCx-9m2?v`be+<9<@343+UTm=UI&QGiOp6|hbw;ZPc@16y8!SkR#k zQ)e4nryHB>JHF9emP$VMgBp$!DUnhckTM%?q8WxI-rkWNm53_+K`M(S9}-a>(cv7n zpaW7M1#VCv4XPjgG0XsREJ1Pm9FhqQZ=z07At9O$ZLcNRa}w<^5tAhE zCm9)&#+LCh5$h#IXRhyzLFVIOwm$2!w9KU1he)72OvcZ5=%Dk8P;rNAPylP~G-FTJz61po8Ugpo7K$UM#Sa@3PCS<*;aqZAzQj&@AF zDC;tjJ%~HGDY38E|AOn64D?6l`7n?3T)ImrJy>k07q@{ z@;DOR@&FHp!Hvq{5M+gNQfx?d1w9wjNE;LN>S%!c4FczL$LbR%r$IJf!8oq8XteY{ zxfHa(X|xup7d!~I^5s|2G(fz8K^xT9AT&bXG%Bak9~6L3wF*!3^elt(S%Zy4D~!2R zbYO}w!&Y&k3=fLLQUL_u1s=6VBmY%WB{e&7Q6sJJ+|oci4U;qSD$s-pR6})0i?mb= z@BqW>G&*4c>61Pu^GOkC6l9ZVK5aj*)K)<=G`-a9Nb`aO)FD8EKLiAAYDidxRZZ8_ zHC>Y#PLM0l!5s9lTJN+&rFB{Z@?^KnPwC?O!jEoD)GiwGTg7s@xZ*}0zzUeaMj;hl z(RETavR!jAy6^xGe$)`wO%J~4#Og=TKuSpQm1Rct821%OmUInUZ{W1#6_^2GEz?V^ z)Uq0OJ8)Hy9%3W_Ye1C0$n;%YLRhUKKzu?Ouz?uVv?n%}HGyJovFs0Uwq>~|T2;0l z_VjNd>{{#MF7ZY=@8&rhgE>)DE4cslD%z)9efDR8Hc}mRXfbln*nkaQ!5n0>97@KQ z{tW4)mTHOgB%dxli$wLF$)%_+6Q)FTa_s7CN=m*K)#{U4$hMEHV|C0{ThO*mmd|)^ zNFAC%D7;}AsG%Ix0n9L@y07HR2fhBe)ZFU>bXU^-fE-iP#Rvuh+k7#f9%2s%{ z(L0vR>=a^MtU(_UM@Xue zUd8~^@Wwt^fTXE}tK@4FQ6{A&T4-{GKdnDs*kOn2$Yx0 zI4H8=h<})fdl{I0d5EvK5u132HROp&NiEbtDeSh3)20a2w~ckkH`CafuX!HUm}RHg zpyW3%HU@H^Cl$+&FkJt%Q|hz;?hKFtd63%~bF*^{YViva_!SCK6n4oB9NFj~S#lz| zpF3}oiHT*l3pJeX^b*h|d4`jj^o|_i9PXhW0xpkS0U}BWoqpkKJg6Erx*ArfgE$(b zH(E8R!J}8G8p@#@INGB(8j*e>BEnQa6(UV+Ctj+78q|Sl6v`_1;T)Ku8$K2&wjr2< z;+KcosEc@rg}8d%!5xS!Eu#1>l$qqPm?-{(8KRk+i>R8hnXA>f9@sdmQ3;Oq;#B7N zd1$sS6iQXpCoo>c2$;YJ*4c91*-@)=Xycg;m?0SPfS2@{7bBRT>-Coc+DBLh>JWO9 zo6)@Rs5flp9?Jir7ZyS~#>pW<=!AZuq?f@@R48ohDYI9ocyNLmes!cv+q6&nv{AYo zZW^UWdMW3Y8Sdd7J7*Cev>UKNsE=B=cUzc~I;r6y9Ee$}FJy4l0?e>jivgDFNiF9&{d;6&?=}e1F>9-g{V^i&bUGRcR$LyKIxzZ%J7eS6j{LMkJib*PTn z&lQ<7EF>2J(pdt6Ag;Sy*#WqnBUKCDI}8}OAJl;jFe(>!RL$9Z^G^4l_4}_fq0X^( zB^Uoov0_TkLx(r4VhU8fJxDbTgegka!R{~HD%(D?I*27$qY2oow?$k5=ECkZiyXh^Z5#fum*YRky+iMA97 z4jdfFF(IXi2pI^F&?AVCmqB9648o+QO`B4rSjm~wij^?T_T?+bW{goVNR$79F~hW} zQ#VkfN}WnokJYPKvufSS6{{dUf)0TVd#J40vt<{lU1WCAqqlJ5%ANZt6Q@w6T&0?& ztM9K{x^4*`ELc~sUVRTA9`@=Lvwr#%OYXIdTD5A_s4d%^xwGfbphJruO}ezQ)2L5p zTg{qvXK%1$%Z9D4w(Z*Wa^Jo^8+Pj7z>ggR4jdb?Zu0WwlgGUIJ$>lVsl!ISx^-;f zvV+Ucz5Dg=*TdCDXRmyDefsRx2G71db??^0y_YZld;R&{!*x4Xq@@4<00t=FfCLt3 zphXnKQO`UKHt67k5IUF}AQK#D;e{AxsNseI3N%nb96F>8L?t) z0t12cpNT06Ktf9|`7qN=H}%Lw6H+kYQx##T)6YIcDfPvYODg3gQ&dGMIwC8lHRlb<-b;y!PtruNfw|V1&dLJ7I;uCadhS%r@j9h$pg$Qi&us z%OQ;hVw+Gd1Occm0xI1YQ;s{v>l1#Yrgy-|`n>2p9Gyn`#2KSvBQc7O^_#+in+uQf2it|Y8E!hGrS%QBZiTu#J& zmcCgt72ksmH69CRx}T+k9J0x@*G_VxDYvZq?!-~2sPF%&Sw~FI=Onie&im|h&pq-) zSE{MuJl~AcKr;=VeD08UUOo08ouBonT3?^j9h`0c`CC_g_4*BFjV$``#}DkYym}P3 zLfT9#KSv?7SRf_$V_Vq#)4vxXzyJk!0Nv`wz?a~S2}CjyyTZ_xcq21?(#-2z zH$*`x!*)otouXLQsNtN3i7PWA@22=WY)G#e%s5Btl83W?C`XG<>)Fq!N5)kVEjQ>X zk96{boibvBeEW-|95tjq_N~u-bIhY2J2a31hG_q73jyRF@kgMs1rQ-A@JB8JWHy5o zU;qkSU<1j8gqt*>300_qI*wNkpLo&=7YyYE<)t`Ma?lNW=wMbR2e}b~@GOf!p$b_D z!&=r-Ff_c(HzHPzKJ`+EK;+EpsDX`hc(G%gAz}_o!%Stg24)#M;%|~Ds6SEhiKv0% zGzoRhZZ66?SnOFA<-tYdDUW&Q=!Va(I6XJIGd|f-hxX8eo_a**Hr@eW)4EZ2|Q?Eb*!whbMCMf`hcW-)Qdi+DtT6q#sA6o3E~8AJd9FaixUy3vk$lqNqif;V;+ z29)}QCn#;HaFtTH!^t#Chp0mxuF{9cjnGSm5QHJ_(!!t$wHh~^2T>a|x^^TLbV{uT zRoj;v24!^~Sk*`0_VKE)x)-Zl?P~v4yBgp6+E>2wmG6D)``+`?gC6QA2Qxt<*8+PJ zc)hDmIJ2n5^&;;`=R_wun9&V(jCb-`v>azh`|EHL|g2wYJs3kZu`xt{5G?uD7o^Qx0>qD8^=h zW3U)@qdYH#*z|NyI_lUDiDUoFYOf_o9d5qt1X#>~59|N}FK)H2HN;v3aJGImE(vK( zoa2UomLqNRR<&#d10oaIwn6BD5sYA@CRYK<*zU=cgZoJDgI7j9Kn350n7 z;UhS~30Js#7A@=xc8R*?HplvEO$BB#r5en9$4;5R)U&|#yeV(^`M+8vw0+S--$G{! zQjdzX#CJ!X=ZRB`=HP1=A$(4GXfdyyE>(7(w~bJ%DnI1uFg@ilidFCW<;{Bay;V#h z2B3i-eQdeQVb1dcB^yN{0APTMJ;<>ExwOvmV@H-v0vH&1wnRR11DjxkkqTuJRcHcE zvYqX1`_|hn{X$aAuoVBOjN9B?Nw=6;=&=9GKTS|VelPL zoB4$@nh{lW48z~1s~vDWv%`UhCQ;8MO~GNqXILj3AEm}T!x4-5{Tdp;kh)WGfQOBV z^KR021#F%!jp*;hfnrE+mvWIP+kaYC^?n|2O)#ZKVxgir_$xR-m>0S?!Y0MeI* z8xnlQ*M-ApUNyG>44?ou=MN?TeOj1?QbTkXp?wGCS{4y>NJkNgI|nhndBO5fvb+;GIg0B&jE?65aSd{AUU%W_9 zyr^(87+<{@mG#s;G!s0{7&EBx9Yd&%s;3;S_h8ARgdPWS6ec~<^E^ru4w7JxZ0R57 zn2!H&xsDUijvmqvqfh|!*p_;EAUlRy0>XxRM0BS$AU*~lt`z_ao;15xNhUZzI*N2Y< zvSTLJKRV_=1M+kJ0XO2Om^aXD1UXwlFa)}FB<0Wq<6BDs zm05{k#vz2wP*>n|MR=8+d&Nax`6{l)sv@I!hbDDy+j=to9@`PWl@(^Mg@Zol^=}=0Hx>iiGF19R0+u zZTYR>DtzKP0SUk@Ifs{0E49|AA@eFn+!qmZSQ2$u5+ZQ`{ewV&s;~e2>aXl_N#mj; zNmeenb+C)d6PARb4SS&}1+ife26l0Y7<*LKb)p@cxQeT|r%IZOK@3r)4lV1ltto-C zDYKYcvo)(bK)SP@Tcl?-oW%)@#5#lAgJ8PzjL%6O&=`%_$sE;)Ge6d~^+>f;2oXdrQFnz%nB)g)$@CyIEU=7TW5Bl&5FzUrFE5@=Z zfjQ}S$H2_BipIGUR|5xm1`KgT8oIGz8^KA(y8&RsTDql{8%EoM%D@bg(8!A1bAnv8 zgp4c-&}#;90PNh(($_!5YawA9M`j}}8v>vu@dR7268gHBJ0i-W%)>7M#HD<&l*t50 zkV&b`39N9wN2M2T=YMV2c1>(ux*XDg;jzBF%OUA7#N-Xsktg*aM6meM9=N~!dkl(E zC}%7jwMor7ZB3lJ#@D2RLyDAfe2d`xg7lDHN?H%oLBR#4&Kr!+F!#>j8qZKY&=2th zAu!1%wgoBtNBf*dC(*(gBG4Scrx&FH<0q&zFfRX6r_c&Lw@8p9iCPnP+ao}n6II{_ z7JadXJBgFn(W%hUf(^?b{m~+=Ih_bzN>x;L7G9xKC(9!p-Vi!X#haP2CrQ<3qa!g@ z^=F#xXQ6S^J3ZRyEWo|Vf>kve#5u=B-P$RKDL|_p6U;lz@CQ#_)w(9tWlGh!Z4n}Y z3EF@Ol%Ng4_F}(%5C(M5=F`sx63GCSYdiMU0g_1H2V|pgQ3tBl2Wn(S=GNYATQ~7h z+nY&mVZOfr3*S%+e(l$T-QMm!%Z1&nXn_#TWiXoe1 zEX}rKg0b=02IpsHRU4p@L`THah7#dUgfjmua}1t=&ZUvF-ptyq{o%WJDX?9v?X}dp z!wf~B+`SEBx?QH~fLSYE5#)Lh!Hp35PYyYln3$@0j9gbDr`BFbA4Scm`x&;jQV z04|``ddS^Q{@qZXBS8$rW?%`mPz%OzzQ(ZLTprl({pExm-`3?hXcjs|bwj`8fTd~0 zS3DSpak7R%49Rm20WRQkGON;@=hG}QKIxMvNDT@8*$wVzXa(pLe&K0sP1=+w8I$3W z=6FL|R^JTblx`a-H_jwp;^zz;%+LWU9^;zT;_CV0?*r-#0ptha5h6m|JT^AO4X++S z+|q3=0L?68D_KAudIqS_|Eyyk1tqHivU>}Th8uIK7bn}ou5&>YQD1k?*|R-bK@ z<*>7Q=uk|pYK3F8j05R|}U27&4> z3=xL(S&bA?JbpGW%q+}(J`v^PlY-0+$ZWaHd3e(|%OEFZrt{CQA=i2#QmB4oV~EEenmAOSA0uiUNOG9UV( zAIc0J*GO;(m2l--PB1pE&J=8IZ3}u-@x>>eDqJxxNTypa?%SkTB9SW z^~R5yT(9Rl&67hp@AOXZ0fz6U_x798{J$yp*k9D*e8+Y_gLp6axg7`SJO1R4zU3hC z;Ew?0$|AwGW3R69jb!+*uIpSg@*86EI}V4p9?*KK5CstI0HMJJ41zFd97LE{zm8&7MUo z_SjmsZQZ_w8yBv!w#w{M!%NLuIlkr8{ROP9@8G`P3?D|ESn*fP6VQl0ga z^zT=v@Rv)rfdc;m9&9M6poIoRNFoCde8?h-4mpIQjzEGiLXu7@WkQo)LMfG5e&Nt2 zV|sGM6`)2WaYUqMK`KQRi?XUIorZaZnSSocsYM%c0xL%ycg$*-9@7FcNFj%jt4Je_ zq>HY#>|*jR$ezS28!0EF(lE^U66{IDvZ-<}EH?vFv(7dfb2EDAkq0&V)?~9yH{Z1F zx8mlcGq~fDgELP(ox?=FEx4mZKJT*gj=Vp$+cUQ(*h`c)`WiLw(bnR7(;t6e<8J@~ z1PZWI0vB>9Ap{{}s38UGu%i1U>3UQVYbH%kpUrjU$#TADo z)+k+uvF87re$ctGSsZzUHd?HFoOVcSuO;$GxX98LNxP2uR<0(;CAVC2oiyxA%eIuV z-O0WzGt9sUqgTu;F*~P&0}_C=Uw{A2Q_eaE9_~(n5B`@D=@dZVx`wscVhc>T^Ntci zwZVkGC)z{UI_^52Pd<=y%Xl^Ny8F&eOJUPgpn*DtS-?+cJ}4rFZl<9kEd(*8qgq1Y zBohfEgtfv5U7@wsZ*JYSXA9ZSUwnb^jCi_Qh&mOW{ zwY?3O?Q`FT+gvUw)2zzBupI2Nc;~HG-g)&tN6nE3C%kah1SU9fgAHdq()teA7y*Sb z*+T!k)E1?ry%3_am}7*|V?5=?V=EapZBje=y$Xl3eNNmv3-=DHW%kmOA>VZ>?IV>a)gPr&qZ4dMTm8249!5$0r+Y z^MhRb$hg;MzkT)*%WN@v`xcXazv(Y0@YF}=zkfFoPu##3=RX4CW`D3bpy4)GAH!+G za|9feY#7xhH24Dzu6qFNR3JMJ28d<`QAk5zu)8{_iWNZvUJ8XrJXVDSd9_eph?)lz z89vX3HR$u^#K2j zV#=`>FXioS^P8XF0E0jM70`@lbPfOmNT&g!(T%+!PXaquy2eS0fY*7T$-c@_rE$mN<`-FZpCjZaB(a z<tTs}h?MQ+V;|ngS`mwgL|U3{iMQld6LkqLDfY5`*szin)qzEIyvr|OM5Y+O z*q6YR@r}=frfk%>M&lqSn%BhU9r-vqJUVKd?x~=D04V?oysVHLL}WTUID|UrK~88(lU|19Mxr6-hBo)UYnXof3a5ldOlvX&2x7B2s>wM!@Z zvPsrhl10ZAOk)0}F^17g7m+zql7g|Bg3D$~-8fBZ7R;I|g=tIy=AAo=Y&IdVseSNs zsd1L`oQ70qPz~ZpH<<7d!GmYePzXHa(MlyCK}m*GBGrC|vZ??Ls6b7*!>wiwq4~(i zLVeg!vWo915Jjs*uN9YEHc_MG!YD7_O0JOp1&j0eOGpvJmvoiXuO?N8Gi5s1#<8@e zc6upc6}#9qiH@7!jE!U0w6dPM;HQ@@2s(u-yP~q96GuI2QY{%GkGSe2u87r1W@y!Z z(vXzV%c?=O3Y1}eHLR;tQCW41RwSwwZ4_n8TrV12;l3@Hf3b&Oyj1_CzmoJX=Qw~I z89UuZ8TPQ>Xd`vCyIn;=c4T(6jRRH2I@gfXvX?z)W;YwVH>fHTi#RGhl`6Cs8m(ye zZ3%{2dsVEC5=2j%ZGdTe6l*XeANLR|ZjYkdvhwzbzEvV{-J((A7B_BnRR><{q1-Md zrn#LthXJI^T@u^Jx`)kfiB-JfhIx06E`|+w?X$W+vc|mV#WBp%OAw&O>24HcVO$?mtRufNh#eQX_?DiX6Tn28fIyY*;?CTqJ+D3<|k4yeu#05UiVs< zEqdb|4C7axb*&sZCC%5r1~#y5QjNs!+SoFcEXcaKn?<=PoUJ(kIc0EYYWJAO1u;V< zI`P>@bX&-wNQE($+(Jn=nbJ^Y(JR?LBII=SbgV=678D zZDB6$tuIhQ%)t{*ajG8EtV=;mcv}qG6(#HXbxqY0~qHdvW7YGfexSl9O$4PdV`D3qobd1 zmrKXIG7eLw!5l^s(N#@q7|?a9H$3a7|Hjry?{yyVAOyMKK}=I19c9DVHWOTv0xZ?K zwV&7RCxAOf27EgQ9D_=z1VIplO3*ucLaGc*sxs8T4dlQ{^FRs# z!4RCX5&S1pas^`8hkT$06}&PQoHrNwKBtI5%A3KoD8I`SF1bpQa#@RJAcxd=z10}P z_87t?R52qwLSg%c{iDQ~`h#3}zrmuyJn8>4=h!m}vLM!owhV9qE!;vCXvLp`0Wc_p zN;m{(;MwkkyP zJHK&hhCkSsuSn#e{?>UL+c*@~Zz#uyJ4Ypi$(UM6Wb>D0 zGY=@V54F>d1k}fU)IxuJfhyQGBJ2OQraVZ5RLH38JBDP#hm^jE1f_{AC1SY9jNC|7 z>d0jrI;;T1ko1a?OdAQKMnileX7I$;`vcWT0QgglaLh@@l1ZAZNr2ClWWS$Jji&G%BZAD;<3sP#LBGH%3Ii; zi-d(L`%0e(OR@YuvxF$LGz+%KmXcgGxM7AOa723yN4o^fn4HPIsT@ew~JXcOdRZj)gcCChGSO#}p1`c^oK6Jr( zO%Z#u*8{G58rXt0SY3^RHf`Ffbqx*|g=(A#=)+HQ8Kj6(+mUm{VERVp&geS*(ItO@kUuO-WenP)71f^IS>)~6pIru^ zOWbBz+smY~Wsij)%ty*B6LfX@lI2BO~;*SCdfFVHL)HU1HMca>M z-Pbi#kYNA0sFWw$^-SE&-Mjr(QF4Xe{atp$6~3+6=_!iqX+a|;Rpr&$b`{)seO{)B zUTK_OvZ!9~6TT&810xsZzir1y!5T0#doqb@eVTw+T;s~DLvKc>O zD1r~pUN6{S4!&G1&fL$vy%AQAh+Px@0EB*E1{`pN6$Zl=hU4~qVat5sLETP6y=P<>cvLPR88MeU1g{NixQb1So(37y)#c1VdQiLlA@(&gD2};W>8S z%d||ly~UEvOg(lv*@ZbB*54=Vq$mU8WpOQ<6GlZwVn+5J0L9P3UEWB3Vit*Fp|j*m zX53q9h7LewZ1UuLD&=)9W$r!a$SvX95LUxwP+*8=%CQ(Vrh|21!*RRWSwn?c4%V3 zwF*i;t7j=`D@F@qUNs}n$2Mweg;C0GU4uqwsOCH3QNtY8VTWYseZml{-iKijWUTD!=lN=|4(qXc-d^zN zb}a{PHY@0j79(0*u^r zj_m1<t^5Trf?UQ zVeQQD%NALu_HJzj@9?(D@xJO|5N-2D@AO{n=xJ~NY!=P=vv zKk)AY=br!<@O36|AD_^g){O=Kmn}%})rjQ^@aa5wZV8uiJ&5c;weSl+Y6dAe2C+LW zpJNXH*zW%D&8A;IPUdlYK3^OKuzH0PH*Z8v@kCy6$7^wVjo=#T1sRv^`DSYu!Ovds zo?dtsSt`0=Xoey%fT<&L#sTsmFXdBSbTb8PRvsL{&XnfPgFKk>O{f3zE4OffKEC5S z>MsX#wZ-Ex&ts`pbFgxRN<;BDzqvUdusUB6Di-ux7oVQxi{$klvBB~1A+>Vemq;I- zMtAg4hIC>dPBETmgdtztxaSdIgP+!PH*f<^mvB#)Y@@zzq%L)kb?T=^_2vt4(4Oj& zSo3^1x2ejnH=k5kzi5o6^%i6>1%8UB=-GBChk4-HDYkb)53^=y4@Fn@kummT=j$&n zc))yi+tAvhyH}i$|WBlqg zb@#=odUJR;S6MgUdAIW~!_Rbu3aildeed^rJtAhnwS_O7gGc{(7*cqm&&dOi4+%Y( znHDtG=#LFx1B=gijmLV8=XmM%c#wxIVI7n zR*JJ)2HyvWWx56u9C+&>!dnFwG91|JA;gET03oPo@gl~I8aHz6=GLO0kRd36r1T_c(4ig;6c{jK3{)^~rc$kH z)vBJXTDNi)-R63hQF>dVmvEx#&_U%(w3UaB;nlnT0%y={C(3w+_E^YcW>eQ!Qv2N}9HSE~3 zWzVW@`!?>}x_9&LjXR<3gu;gtFK%2R!GsN$>k|Lo5IJ&!535n1S8drZ=GwOt9A>Qu z((vNPlP_OVB}(n6^5@g9k5Svk0~RqIwQmxCMhR5JlmH{J0o52%xnYJG zS2;)(R}o5>m01;A2%+v-$WVZN3RPB#}iPcO;TYCb^Jv$#KWfGSz%jjdjad=_Hc|6?9N@1r0+? z1QiMBADLyEiIht0sTq@dXS(?&oNb288J0L1w%vy2BC$5!61VV zRy84`T~&C4qIzN)}vneRvm%o#y{_BB+^gBI=5zn%WpAEjIQ_Kl%J}nW~|{ ziX*MH-pC`aI|8}uY(@I|E3irmJ1nuqF^SNV(K!@lb>CPikS@J+sbzD>67)(lVInZ5 zp51!uW}0h?+g?rIntLv~a6XYIMo;jW?nV4*)YJ%J3~Fehh&HI`RE_#ep&n{kh#`gp zUwY}LAbPqmUZDy`s;LnxhH7Ch`jZc=v0`Q`#~kPSv97#|%qy@Z3t246DGzIqwaHFP zZM0ENS>=@sDT{3ZV#2#K&p(Abu9|K3JT%coqx1wO8X?^$&rfWDkpTk~7zVyok*$cB&(!7v0%^0Aw(V1($(a%7yC-ml_i(WK<7a?8r=?ENf zfB^yoQ12LDSUo$T{4V#+^ zep_!EYuE?=nr*!n{yq4&B|iRfizG46>u010Q%O+d*h+T*F=NAl19Du*E`=3Z91&R=g3q z?GX+m4D#d#F%?as6zH&9^dA3{v5ir$hNZY34nwxRABC@n-y#VO8bfEAIK0f~km))lA#aWsjwr#4G$bj6e#qnu7$5tPCj{L~2HnIBaC# zaKpVwl9Q6=T$0TkH<14?Y3r2klur{uDNj+7@}2g)r$-LJCp?923sDfj3#u?nFiK&T zwZvtjsFKhHQIMCtET%9&cosJrlPw=gW*zhBOvOM`9{ZRki&ACH=xI}L+{}?T{RYnM zk+Y?~IVVh8R**|ZKmqu?DVm1hNqNq5l>EafQ1Pja0P3e`Oo;*<1ZstX%2EnUrDX%( za8Rr*D51IJS62Gv(5`4jY{QJG8-rO{AOx%Ua$N zp;gr-*R;CThkE~zgO94{TGGZgvwDh|%}i@t55v}ci>u&bF?hKd&hUgO z>_iJ+xy%1e%TtGkrU0qEAjD?w?q$CS#uG!(3|GVDiYsWr7I*cz)}&L5XKEoyIJ zQI$qT;0u~?W)VAepls%>n+@gJIH#A+TPbY^aeZfFZt4&Q#pr3`-s8 znqU2DIMZ6RwyrZo-zZG5=6kG*@U;km-P*tG1u&d&1fh?u)?_Dp*)nW)t)AWF?DZ(P z)4u>-hTV3z@z;q?FxKNHkB_^UW|0sijc2Pv;0V^uZYErImNk#JyJacw zHdFOMJ+Jk>0oJ=W+WE9IPRoaAEb!u)$PwqrhdL&qM}`O4;gM+!#62c)(ny*|PR2Oc zedOpe_b%Rs=(90&|!?Rw!t>bE?VgI~wl|+oUe|!ksR(t)}eqqwH zekZBh2%UJ=Iti%S2SGr>-Sduj%NDfnv@7pbt9sss4n8YHFFfKCAH2phEEA59N96zE zdLrpByz;oUdge7BV9x(7+N=S6*vH;_pr#%5rcnL()1Q-bD{YnL`fv||5Ck9i0QWQ3 z{qDmHRn7LjjBoxqdKF)U@SABVpYkyu!$ea)xB~Uz7++Xl++bg1XrI<`-=s;}*MXk~ z{?#owf<>5}`jt}op&t5$pb3ry`zcM!rON;WzzfLV{Q1Dlof+@x-auuR&iP(v&04() zAfvRG0s33OA)s7r!agkEusPrZLSTPMpl49v=2@VQP}&B5-YrbT3BJ>|SppY!p%;E3 z7{~_k+nx;~2`vIL=7U)^qcbXx6HX&EPe-Vr6<{-=*b*+g89fwm<%z9oXXXFOi%s2K%LTxfkH0D-(f z4P~+jkyitl{DCO~t<8=|Z8ALiT~M4r?FaS$o;&h1@7bUd$mJ z>cAmlVkjbg(v|dJlWJ06HO9sTN-E(H$uu-r2%O}Un&W_uD{zYHn`G&ycHvE;>y?oz zPBbT(96(_j0S$0ytL7`4wyCVrU_joYtI_G~l$V0|YA)reqA=yKx|mnsTfo2(zbWfg z3QyZ~CPw+Fv?^+l`j@pb+M_}$q%qmHaw~1}#&`c106AJ|g2E(SdZN36%W$r17*@h0 zAm__gmrm+LshP=hs_MP6s=nqcth#BxvReKzm7MaOz@}Jd?PAX%EU><)!%|4{g-tLT z-HcV_!O&5NSgeiBr^Yg3YSNIAf@Q^#tZY`=G!#L{-7L>MsLXyL&DyNnI@asC9#7VX z06c&Zz`)OLXwd5G(B59r(i}hzWUV$3WG=0)BFYXz?TSgQqx{m)u@M0hAl3qpBQUER zA(N&!Yma7S*p|xJUem{-loT=<+B%YJOasSd1h&=fx4>=OcH!K1sq7ZkU;f1Inu!_; z012$>-vVyn3T~UWVZRb((mp2R{$7gxDnkG2spL)+_5O~*7%N0#h}H@r*MhEmI^gKe zP3fBM>6-0Fj^%$&0|>-!7Uk~j#%%2XXF!<0+HTF_uKV7Un4*Nd&IhWh>V|UYhN@}t zwknA3qpT{g-g#%hHt)a&ALJ^fIa;dJFBw@9m~=W9_U@#NNE_tqb_=|E4Jp=WqZAZJTZ;${B`)(SFp4RN z@a<~!-i{CQ>8%+a1z&B9ZHNUA;}B|a5`u3B59#=xE|Qur*KH5_62l3junWt{3fFE6 zmoZMUT;Ary0o*Tnv`+B)?C=h64g+xU4sGH88tnnw-~l7>;#N&~(&?- zYych4vOW8+9piD}!eA`w@;@ps0-q?pNC6QerJY7^XeqI+DY6=!7N8!&6i4OZL30qU z7U))U#%kq|jW5}jtrveJYXE{|wevXttFuX;bRn=aNmJ3?iU%vs$L!Ux-^TJi*EEOv z?=9!6KaZ#Z^PW%JVIUVYz9ey+C36!GOhgBdjRs;BdoM;)UXW$@bT02SPxrJh8&psWb?roN18)T% zPVa>zHSjF8vNm;9ver{ub5utRs#u*i-%2N2BR7Jz84qVySN2y+cKnbv-qy!F!}7h> zvrWtL9k(@Hx2jzKb1w(6Wz}^-;&oofnIZR!^j79yUrhE+GBNU5#WvnyFX6OKHC1=? zeomSqsjf9dz!+n;ecWYbclBleD|hICX?zIgd=#ck!!l@xc0QAKY4`JK|1+9(=g}^& ztQXC`h(r004jr+DqsT{0%$XK<6Rk&5Lak;W@bLpwotnJ{;A zqx5qVc+m_+8^be97eD}9H+IvscB{1xyLET(tDE}pck?mg)}lbxU|qX*p(vD95p_ZX zoiAFjGB>Ov%MnyoG{6;O9WkCVVKfs;^~UbEtyFchflSv0IAJL`nHczipY;3^dFZS% ze84byboPXM_B~U$g^xCxb~mghCWv#xxk_Wocyt900woWL3>qvN% zQ#qB>a{u1(bh_#e^D__gE0+(YmkTihllb!LwE+jvI<0c zq=$Bz=JRw~XNGTjmdACc^Koj&Y2u1{zKr=~k~wIN7OS^d)iU!k$9MOJCaz;8v_hb7 zU*8r#DzJk_lP)`b3_7wWJN*K@o`^Ml#Pd&}YPG9s!&^IcSGcy*Knw!y0C&5Fb9#4e z`FDT%?tQra{j$0Lk9nD6mA|yRyVs}_-`Q6^aYgf)jaxCDt4PKoHfrWpGigS^Pvmz}tb~ z+kqSuzTqD};vc>pl=IR5eYZHdeJK4&IQj;-0Mtjl)K5Ltr?r)HH$P^*s}3&FhI@De zv@eIeT@y-cDg0VaJZ`hIVb+w{JW0mrqY`-@kze7e1W0Z$ZbA zCqI6OIdehHp+|onoqBca*P$=czFqqx@87|P7eAhS`SAzQ8%!uLVte=PGeOiipT0(s z94X%CIL*L;16~0PP{08R+{vdxhO*F|_arZ9>RUCQ3R4 zPyqoXZ~?6o(P~RY7-+CduDI;Fp+&mnsw)V)4$D!;!xrmtvLAsAk_pc;^UTQ5kVKNT zC7Emz4BBLy4L37zyA6)rs&u2cExGK{IOUd04!beQEYr;9!0XPuHQ8J%~`Fd{xF7WBjYIAa=|Zu^w@~H3%VrmCVRtiN!2Q z&`vYW$z_*~61FU}yfPnXZ}ZYxYrzEb%x$^tmOJj+3|HLm;4BwTJJEeF&vp5%=srL^ zjaS}zWAaHsMe!wyQKlAPAsv7G=?4=96rk7OgAqm`1$sdR5UdSOMYXK6(pptT7-@v{ zMOS65)vm;J4S83=c0>Y+U{U_D*p)v!R@u?4U{+=(oqdg3H>ABe%WHY&Qn^F_#5{Al zZi(i0k#Uh8*W9JkZQ4$Dq28zzcoVML>J078S8F>CVTyq(_(5ZbT>OEc;H%M2TWznp z@=AaJTsT4ER4ZPQMUC;ED{qfq?N#Kz{|+qW!6ReYWh9N&j5Nh(ZhT29sm)pEDtoS+ z=c27c4(R1D-}c+1lMcN+fgV}jffY0F8b+C?NLV zfe)S~4y{UHL{n9ed+xdIb_>>wpQqL17-0n5dcXn`nef3aYwYmvrT9Ks$H^zn+1ezZ zTz%RsZyz}2z8reYY~}C#%+HVBPW1i5Bi-~kQx`ymtS(O+c|`=yCOifIE^v0VOOze( z;I#xeiUHc_#{?3%Kn-s2U=5=R14b2q6O2%K%OeZL%+kDzVGKsHn#=TR^}@PbkA@*L znaQ@7LneT4Gl@f-XkJ#n#y!h5>ARWD)~6-+EwMMy(bje92gN9Mjys3IUvu=wKP`gi zf9Mh57db(|iH|L;~g`!g-}uDVI=fp2_>c$ zi>a`AvChj0nWzFAt{1H7+Xuf)hxF0wNOAg#F_TOg%fg4rOlp!@U+CmM@=*yl z)C_W?R9`78r^;1o4wn72&LXn&E$?KpmTnq|cy2k6Tmmq4_SuB*o*7X~33HhGDyE~7 znTrDS2LTe2=tn_{6KO_80R;$)2&{R{6P-nyEnN!@UaB#0wrY{m`zB54qL;Uflcyv5 zl{qJa&dY=*e8k!eJC_9qbL68F?raS`?Kw((_6#}1@#j^`gul-f)RqaIlR|X~Mv?#m zq9HYFg(zB4Ika&C3xGtxwtxmenB=T=wd+bSu}7$wR01OZ@M}u_h$4!)w52dzVU3_C z!;Rwb9qRuYd)lU@y54~T^C1w8BAXM zCbAGqmRExFZsCNQ*_CPLlIxtAc|kj~^r}~9dQc+&d$Dz#-mp?=KXW2{=Np~Z*4MrU z#V>8cx(N{YSHVrL*9-2Y)}pXAB?+vQld-(Pk@AGE5solmO&I12YZI|BEHj7c;+G)2 zFuU62E;&nF&JzaWXookr(cD-jH3C5YExhFN*TThOkUAKsh-TH+_NnwrbJ^$pV%G~ExQfrN#~bNo49nl zGd;U3WC05;clpaLJ8pK=&UeV%4tcmnJ|}Ri zXA*H>^34^TH7u+g=6(13-f7Nmyf>K#e*oU4x2zLD`26S1ov_fChr&S`eVdhk(cPjK zL&c)G!-jFQhaX9@5=Y%JQ!jn@E(>h`b(+`VTbJ>Sy?*hq`>gDWUi6_ozU{WZ9qw^Q z&m<-Rh?5V#$@Xfw9R8ksmnW#^#8+_6I|V%A@nj2t=xgI04`#@3pYm;iOH7Y$>zb}P zEpQoM0$1v`g2lC;jwdhq53uyvGWTpfQ?Y{tN>Ne1Hf6<1r+O^zu*PE{p$| z>gxXQ^|}sPkVw4$EGd!bWf`q(A#b)0)43i6U+iJ@B%f^<`94b&G4f> z5Crw=CZ1pm5a6Ur5T%?;`%(~_2n#M&ApBymrf_O{ZX~AyqXr#G#74{q(62FmDlvZK z2zJm1c@Q!rDUviX2_1tIzl#Yi!wEYf$DkF$Gr;>1w19UFEvIkuV@D*LrOoH<298u`xW+3dSG{ z#sEnOhZCh>2}AMNRBWh7u@v=@HBwO(VK1tB!!`nP#|APM<*OhG(hIZgwG`3;4Z;z~ zDkF_cA}2EWDsmXfaxFDv4rO8_Nm2w%@+3`ACHatfP-q1)&m}i+v9{4;X7UDoL=7NuASi=U9fia*=rJjcDlwO`^_o&OZUYr9t}0>CAZsrcxspu4@GHwhEa`|X z?aD0A((lspB2n}IH3cLDV*)NoG6Uw4E~n8h|7a{mh30ZtqL61xJE#2(SR ztN_KRZaIfdF~wjE#30x{qY9kR4kUBMSnM7zb4mO$00odLU(qvzW;$*!G(XNO9|2sx z(h>R#HqS~mR}_7_I@&1fTDeVlCy3>=OA|zX)KU)Go1+)ZJGIlf*v(s3FEkxC6L}^BpPL#A#bVV8M+FEp$)U(Kx zj7KHPMsIZQ#z05$^iOR96Sm+!Q6dB=!3`B40BrL%ht%Ho&>E8z!-R9z?xMP&^s(IU zv4X`)KM~l%pc!`K5Q-$TD3deBAWSI~W`@d=j$~AoL`|E7o>VdRQq<5sQ(NS8PU&it30Z^YwPj56wT@zT1^)20UC9vWnOG;5OfKeN@@pcnZT?*Dz=mwmpIJ3r-VI z0kz8iwFC-jI3WrSfMAaGj)ZkSiPb(AHey-g0QU1GmbE4LDgy#ET7T|Q`;h2T$XcPx zZn(8%O;(ZG4A&a*R!A)V9@H^%5JElFGs?9eCPA|*Q!`HW4S05OS`{-E&f%0LA7K>? zqVh!fwO;{t(R4LE7Z7wfVG^Q1Vj1=YesNE6v`>qbYPr@&5#VB50xUGZHaYg*Qt~dX zaiv!31zWHMdmsqRkNwtf<>}l166Wo()(Wqfp^I<2%bh+05 z)K~&+gERu<@>!vENTtz8(Kc;Y1rU4S2v)%SdVp(=Gg4++*Ua3UiUfvO7Nz=o>;2!Dh+tqzlXh;f)i3)ENL-au7Dlu3YC zO=tBxS#dL+827Srex%s7tf(O$l8nDtZ3=iI513G2`85#_0TKvAV1lpIxR)VVKnZj# z+E$LGi;ndMCYjD;zcdlU|Ql+rR+ zLkrA#H8Pof+n1adhn<@;OPF|b^Vc&m2Q*pB5u%{1YB_dd85n1Ip8@s%0HzNC@(Lyn z0M%yKmwVZEgRX7k*usiA8;Mf}Pc|@{dGv6S2{@G}H8CDDBRa)k<<<%)syTX7xaFF+ zkVBXVa}r3ZU=!f!k-^ztK_|pnX;2eDx7ul~|thSAWy4$CBEg z#Igfcf&gwJ1U?d=F+@HA_p0T#@BW#p@l=mcf)bKdB^-EBX_u@Qx>4mu2Gm*wDNi_| zhr`Ycgl+QaGtrs6;7>fwd|Qp9AOkh?cLxl7ordU)TSELIx;0f;I+BB zKztFaZTq(Q)K6y{KN|+DV`5YyKx5TdxX)TZB~Ra4lGX^Zc)3+EW>QMOx3aWzOn-8u z3xTAo`J{s~0%3s(s=yKQ0UZw0yT+M(6RwhPn!M6kol(QGqfk~mn|+QNsW%5JSG02+ zVFwH#-r!BtI^`Hu`*jTu-bl?D2Yj~$e zjd4?Mj?~rkl8#wqrmhQCoO@&hj^GF*x{dNko-;b9`MOEE6DHvt!n+gjU=qp!7BXwE z>zbnpNB<6IoS`rZPt^{3`lr{KazRR@AVdnUP|IAx14O|Y+`-x0d95JA(VQ)_VkRy;!#8}x*ZAj>M|V#sQoT_cGE7ZKr z*&M>Rw%FN{5-L0<#MaKGooq{xEP9jAt<}#j&n=YHn+UxSd8#HIG>^S^{t|=H=gdg* zZ->nn&p0CtxU?QGLkq;<4fG|`u{(Nq(EgAR-K9JKujMr{1AcrfV?>qQUDvnX=l990 z&}K%tiRXE#&19(^Atko_tCca>r5embMA%V+*qNOwjvd(>T-m)ijd zAI`ytN1bsg|vJ3A29TG@CTiIkQbs>}9{Gp+(kzLvxxa zv{lIv3_OWM-sq=@3 zs?`BPi@<>d2ZA|>FrmVQ3=!5TWarHrFj^W~yok|^#*G|1nsEa%q{xvZOX@j^GNsCu zEL*x{DJZ7QnSu_{jA`@GAwz~n{RzS24*~=X5d0j9G*<|uNO>rAx^!qzrc|q1y^1xf z)~#H-di@GEtk|(sACRzeB(2)DY}>B?wPFRw1f&PZ+P#Z6uim|U`}+N>_sJ8cm?^JpyB#;?Af$y z+rEuEwvXMsd;9(kJh*V)L5dp>!X&x!<;S9#U%oE0h4t8eG-J^XgK zQVNz&NKlL!IqdCNs#GYxeED|lh>>z%3KQ=9`}+s)U3cP%S6)E|5`Xz!VQO0)}Ib zI_}6L0%oD*R**s-5!YNp)zxGFl1eVgWRp(bB^Xsv9+ntmkUi!YWm;~zS(jd(AX=EA z!O$5DG@Oa%3N-Y%t>dRcHW6+o^!SZTyD7ScEfPJ1pyqPf(CcoanUWx zXmt8DXGIw5WcOWv)BzZtfS3NKsT33m)E`1(jL}|wm7EISd=S|o2NqgzhXkkmRf_3= z)ye8#gt|ibhJ#={xNAaYFo@8E#(sohvK4m7Y_l)v1TC~Pkr=^~)?SNkwpW=oWVdY< zNtd?bj!SO2+D^&T6PRp;m|~DMmgSa|O*ZeB_G%U;X)ElzLJw)Rxi6Xm4~%A@fX;Sk z!o$6V1r}M<2XVxD#;KP7p$7+wvBDZBoTzb)Du+bKA|vr}bX8O_X*smcI%}qy+8SO% z)PZ3ILY`_NM$T`rCr2Turb?f$6yZwV%P!-}U9d_=_)tV|xUuv_$5NM{vllHq?NJ}!&>IgGQb!#kAusIIR!}5aR1&~TDCvnVDfu7 z#R-sLt|^$G4EDJM`k-T?TaFJ%hlJfg@CZmq3wIiJIm~I$4h_RXS|X^x-!QN^&w(Jx zOy``FscsU|u~h7C^+H=&N<0Ut4uounkb$VDJ-Y+is^pL};R%swGlSlOptc~6xS>}N z!QC6gury;)Z;B+jo)uHFz3!=Ri(J%;_{Jxs@*x08T`Z#+&-k`=VFg`GDS!Y3Ac6WV zMt^ja*Jb*Kna->L276S^X$BUX0V3{zvJqLCB*heV+>6}`+?vxzGAukiM!&agymcI+4tWG&RxaiU#AKle2 zk=YS2EKzrMsDnhlaLi-6VQN%cX0lG=hGxFR5fg}}H;>9iYhIHr*)-A^kqXtQI!Rq* z#ERVi(v}!=rjw5A+~a8A30BkGrk;c(BtG+L96|LHg^v>De)aUXLzT8vArcWOEa?LgAigT4va{vN7OSh5ZsZ^v*(pLo zB9VvK6p6*sh=eBO)6@zTB}6qqRiz4Bu_<+_YH4cPVvF0{21bor(MF3DV1NMBFJ4=v zjAz_grZI(ex%4D!S#5LHg(gb6BwTCBaMilj%?b-WqibEiYlkdgVLL~Vpahu^K?r&h z4*AGO6*@V@Qf?HnM)N3UkGUSlS|UEFau5_bC0~x-H&~`E?PiC?Agak!rgf;#Xp@Nl z+SE?(ihXc|0uG=6-D;Rzv!(43Y`e`3i+IFY3Bgsl!bSxQK)6?;%>9U~rF<=S#(or- zX$E*e1Lh{WJYJx6KUUxP&d!&uBq_w=173(VY&+=fYjUcviG7^oy&yxcbo#j|Qg+l< z15RGzattjE>2*Zt_Gu#0`{ z#&HuOd7M@eBIn~k-e`APR$th`j3Pw?!x%7*j!tv}7O*J9Bqq@bSZ9v^$$SNJ3jr+h z#M>7kUuZl|yWDb(v>D9Dh9#@SFxi(YHs%@eh)i+LAUIbDSaF} zjy}Gm-`4fCN8i)EasUHhVhiyW0lXx0bmY#jb-41KVAFN6U*=s1Wk8}9}?Jl55boD+FG-Y6@8 zd}WDMyzvg=cmWu58_`&WU%A^WadKM0S0d;5H(ao&c=Ds6JZw;AJ--!_~j9) zM-q5YBDE)iU11i4<6&yi1B147Bgleab9-H300uAsfPe!V;Cp%h;~19_d|onqlvWy+ zW*W*TghOZq8(@SIfP@n8087Y(O}K<_1cgy3g;6*PI534#=!97~0$YfLMredD@B-9l z1WjNB*4G4KM`}F~1Zr3ugq4Ec#{_K11PhcX;kO*5);bJ_OSfcM2nR!BASsk$J2-V9 z0>NrNgJg+FP!4l{_{SXFacW2tV86D96o^@lXAyO#5v}$!ov1s@#%%pDS@-ozEp>rx zW^HEhcyeZ7$Kru*5OiMCg0ol_Bw&IkSU4(3i@Rtpz6BNu0B>>hdzRrpdDMervQ9&& zd_`yi9pH=|5CPHnMgu^N)kuv}hmF~&joZkLQnv+|(2Y|6Hvrsdjpb;L)Ch&q7y%Ek zjw7G}8ZZJlAdmA1eN_N`r6y>EvQNn2WCd4hOwenFRelTyh$(|Zj~6PR@+q%^Gh)yy z^EXULhB-*qDje63AZJ+q$7L1B5E@7;9ML7}zlz<62`2>l^i(6EJGXRt`aDpj#ZY$W6N4X@00T%Hi0Q6%e`BRKtQfbPl zj2n=I4ozVHY95TRH+>B&VxWJI$d`zxk(;-Y z33ghWI81uiiH}tuIrD&`cp#aHZJt+Pp%+Xbfd|e5A*e?^WZYn5+UsmD#T&H=zl_5u6oT zljk#@nW36Wk{Us&i#MSKMsp%jQ@}!C69NWsP*gM8B2U1Z2oM#u>9TUeqrSKW+OP!( zaH9yIqv)or!D@@d3ba7UCMJNaJ!`aL!K_{(KLJo&R*D&vL6uh70qi;e9dKgbLzZ2U z09%Wud(pLIL6%?36iD)|V^pS9VE}Imr|-#xb1IkeDzEZ&SOB>lVGw2cu&)m*9+

@@ -814,12 +958,12 @@

-

+

Estimating survival with Kaplan-Meier ¶ -

+

Using R @@ -3484,12 +3628,12 @@

-

+

Multiple Types ¶ -

+

Using R @@ -5103,12 +5247,12 @@

-

+

Testing for Difference ¶ -

+

@@ -5260,12 +5404,12 @@

-

+

Estimating Hazard Rates ¶ -

+

Using R diff --git a/_published/includes/survival_analysis/config.json b/_published/includes/survival_analysis/config.json index 3bb1efc..aef3685 100644 --- a/_published/includes/survival_analysis/config.json +++ b/_published/includes/survival_analysis/config.json @@ -2,7 +2,7 @@ "meta_description": "An introduction to survival analysis with Plotly graphs using R, Python, and IPython notebooks", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/survival_analysis", "title_short": "Survival Analysis with Plotly: R vs. Python", - "last_modified": "Saturday 09 May 2015", + "last_modified": "Monday 11 May 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.ipynb", "title": "Survival Analysis with Plotly: R vs. Python", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.py" diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index be35173..3e3b783 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -14,8 +14,7 @@ "metadata": {}, "source": [ "

Table of Contents

\n", - "
\n", - "" + "" ] }, { @@ -568,7 +567,411 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\nAAAASUVORK5CYII=\n" + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", + "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", + "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", + "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", + "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", + "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", + "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", + "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", + "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", + "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", + "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", + "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", + "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", + "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", + "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", + "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", + "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", + "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", + "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae2dCdxN1ff/12Oe53lICIUIZaqI\n", + "BkUpiiRlKIkQSoN8802DKEkUopBokKJQhkwVKSVlzjyPmTIP578/+/vb53/ne5/nucO5937W63WH\n", + "s88+e3ifYZ2999prp1hKhEICJEACJEACJBBVAhmimhszIwESIAESIAES0ASogHkhkAAJkAAJkEAM\n", + "CFABxwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAA\n", + "FXAMoDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFAB\n", + "xwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAM\n", + "oDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFABxwA6\n", + "syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAMoDNL\n", + "EiABEiABEsj4XyXEkHoC3333naxdu1ZKliwpWbJksRP44YcfZNWqVfL3339L+fLlJUOG9L/jrFy5\n", + "Un799VfJlSuX5MmTx84rnH/27dsnCxYskA0bNsju3bulbNmydvLr16+XpUuX6n0nT56U4sWL2/v8\n", + "/dm/f79O7/jx45qRv3ixCr906ZKkpKTo7KPB19TTNV8TFonfmTNnCs5bpUqV3JJ3zd9fHLcDfGz8\n", + "9ddf+nrMli2b5M2b1y3G4cOHZdu2bXLw4EH78++//0r+/Pl1PIR//vnnUrBgQbdjz507J4MHD9bX\n", + "d7FixdzSjNUG7uXp06fL9u3b5fLLL5e5c+f6ZGrKd/bsWZk9e7bs2LFD3/sm3Em/P//8s/z++++a\n", + "f44cOZxUNF2WrVu3CrhfuHBBihQp4rjyhb1AFiVNBNQDxFInw1q3bp19/AcffKDD1IPdwv9wyUMP\n", + "PaTT/fTTT8OVpFc6X331lc4DdVIvFJZStHac5s2b2/sefPBBOzzQn2+++UYf07Jly0DRor7v6NGj\n", + "Vu/eva2RI0faeUeDr3ops2666SZr165ddr6R/KOUo+Z/8eJFnY2v/HGecb5DlTNnzlh33323fS3g\n", + "2GeeecZSSt1OomfPnm77EadOnTp2GZDnjTfeaGXKlMn6+uuv7ePeffddS71cWv/8848dFss/Y8eO\n", + "davHoUOHLE+mnuVTL7H6mMsuu8xzl2O2b7/9dl3G77//3jFlci3IO++8o8v31FNPuQYn7P9M6gah\n", + "hIEA3pQfe+wxnZJ6uEunTp3CkGpskkBrZMmSJaJuVlEPcFm8eHGqC1KhQgXp16+fVK1aNdXHRvKA\n", + "V199VYYNG6Y/Jh/1giGlS5eWypUrm6Cw/yrFpVuGYU/YT4LPPvusnD9/3m7lhyP/N954Q2bMmCEN\n", + "GzaUe++9V15//XUZMmSI3HDDDXLXXXfpkvzxxx/6F/mZ3p+KFSvqMByL3iJcT2iZf/nll/o4tBwH\n", + "DRokTz75pN1S9lOtqAWjtQvBtdK2bVvdYvRkGrXCMKOEJUAFHIZTiwfKAw88oJXV0KFDpVu3bm6p\n", + "ovsYCm3Lli1yxRVXyJ133ilQUBA8hNBd3bFjR9199dtvv0n16tX1dsaMGd3Scd0IlKZqferu8Q4d\n", + "OsiiRYvkxx9/1Arm8ccfD9qFjQcjuqHnz5+vFfCKFSvk2LFj+oGJcFc5ffq0qJa+zgtd1qp1LCVK\n", + "lNBRVAtH55U9e3b7kEDx0a2J7rtGjRoJGKAbr3PnzlKuXDn7ePNn48aN8sknn4hqlUitWrVEtWDF\n", + "sMILg+op0F2kmTNnlrp16+o0CxQooMOWL1+uk1EtAEHYww8/LCgjuvZRZsikSZNkz5490rVrV5k4\n", + "caI+PzfffLNAqYAnFAnq2b59e7ub7NSpU3ofus+g+K666ir94EbaSA8MIaqlJ/fcc4/Url1bb8+a\n", + "NUuzRnfgHXfcoZWZ3uHxNWbMGFGtd1Gtd63EMMyBYRC84DRr1kzH/vDDD3W3L8qdO3du3Y2HHYHy\n", + "x36kq1p8mnnjxo2lRYsWCPaSb7/9Voe99tprUr9+fZ1+nz59dJ2ggFUzRaCA0XWIF1JPQVduvnz5\n", + "9EsBuqTRVQ1B3idOnNB10wFBvtCNjfOC7sprr71WbrvtNrdhDqQ1Z84c+emnn3Q3d9OmTW3eSDrY\n", + "/YFrGsMSEHTj4/5u1aqVG1O9U31NmzZNn3e8wOH68JRA1zzue9z/9erV08NLSAvXLxR+tWrV7KSC\n", + "1TfQ/WAn4vEH1+ioUaNk9erVUqNGDa/nTSCGOM948cL9olqqOuUDBw7I+PHj9X2B+xGCFzYMUdx3\n", + "330yYcIEfb5U74e0bt1a78cXhidwbeNcYp+nBLqfPePG5XbCtu0jXDHTBT1lyhTddaZOvuWr20Q9\n", + "iHSXilIQlhrD1f/VRWlt2rRJl1DdtDrsuuuus1SLQf9HWuqBZtfAs4s0WJrqBtbpXH/99VbWrFkt\n", + "pYj0tukKtBN2+WO6oNu1a2flzJnTUi8Beu8rr7yij1XKW/+aLmg1tmupFqMOU0pG/4IJujohnl3Q\n", + "weKb7nvVWtJpgYFJSyf4f1/oOlPKyi3fBg0aWGrMSMf4z3/+o/epcUQLXYFIB2zVA8dSL0d22iYc\n", + "B3nyVUpbx1MPQUspMgtDCoivFJOF82i6IpXyt7tfwQVxcI4RB//Vy4QuE7hj23zUw0uHK+Wlw9Ad\n", + "iw/yeeutt/Q+zy/1oqDjmq5DpWT19tVXX62jKgWvz7Pp/jRlVA8w3QVs8savyd90QauXQfsaxn50\n", + "B/sSXBPYv2bNGr1bjSHrbfWSpLc3b96stwsXLmypVrK+hgYMGGCpHhW9X4396v241sBVtaAtpaAs\n", + "9TJjvfjii76y9ApD3kgf5QAz/IK5UuY67pEjR6yaNWvqcOzDB/eVemmw0wp2f1SpUsXteHTbQlyZ\n", + "Yhv3u8kD+1APbJtzEOyaN/eceonQ96l5PuCeVUoVWWjWgeob7H7Qibh8mS5olBXn31zb6uXPjhWM\n", + "Ia4p1BN1NqLGlXWY6zMGzx2UHdcXzrdh9eabb+rD1EurdeWVV+pwlAXnyTA0z9JA97PJO55/Qx8A\n", + "iudaRqDsRgGbmxIXFy4+XJyugofMrbfeaqm3f70PD3HEVa0VHc0oYDzc1BuxpVp/FpQH4qgWjo7j\n", + "qSCCpen6gFFvsjpvoySVcZRr8ez/5mGgWuKWalHoG1O91WolAoUyefJkXSajgPv376+3UTY8RFWL\n", + "VG+r1r1O01MBB4tvFDAeqqqFqRW4XTiXP6qFrvOZOnWqzlf1POht1SLSfFXLylItMAsPEQiUDR7u\n", + "GHsFC/MiAcWA+kE8+RoFrIYRtGLHAwPnAw9G1TKyVIvEfqAgXYxbqtawpVrsOj628RKDY5An8ilV\n", + "qpTeVj0XOky1FDVj1XKyVGvf2rlzpz7vOA7pe4o5P08//bTeZV5U8ABF/C+++EKn36tXL73fXJe4\n", + "Hn3lj0hGAeN6wjiuasHoNMyLg07I5UsNsej9eHHAWHqbNm30tnkQqxac3ka9r7nmGstcczgOolo7\n", + "1nPPPWepXiALLxAYMx0+fLiFF1Jzvlyy8/nXKBCMPeMBPmLECH1e+vbtq+ObFyHV6tLXPV5WMbaM\n", + "hzvuLUiw+0MZkll4qUM9cC2irhBXplD4uC+QruoVsaBsVctOH2MUcLBr3pxTvFDiusK5Uj0QOg1j\n", + "oxCsvoHuB11ojy+TnurB0PxVC1jfL6ired4EY5gaBYx08fKD6wsvdtgGWwheNrGNF1ll+KntaZRR\n", + "qw6DAkY+ge5nj6rF5Wb6TXQVwWQWZZgi6qEosNxE96Z6oLjhwLiRUl66C/qJJ54QWCFCYE3sKkoJ\n", + "6O5p9fYu6DKDmO5S13j4H2qa999/v+7aUg8EKVOmjE5GPehEtVSkSZMm9sfTEB7dwOpqFljJwvpZ\n", + "PUx116FrOdClDlFvuPLZZ58JutqUgpKFCxe6RrP/hxofXb0Yk0U3vacoRaK7x9WDUHddIV9jKYl8\n", + "1cNQW6siHsLRpYXxbIzHw1pdtTB0NyLSRVcoyh5I0O2oHrK2JbFqGWkWhQoVsq1cYe2N7lR0sSkD\n", + "JFFGJPLoo4/qbmikja5p5KNeLHRWsCBHOdBVDcawroX1ObrE0d2O6+KXX37xKhbOF7qp0Q2slL6g\n", + "2xHlQRpKAQi6siHK6M3rWF/5u0ZCN7xS5HY3La4RX4LrBNeRenDq7nt080Jw3iHoSoWFM8qDLlwM\n", + "K0DQxYw01cuFHutF1+t7772nu/2V8tdjv+phKxgywbCA6oURWOX7EgynQNDNju59DPegGxNdomBh\n", + "xm7VC5bguke3MLroYf2NIQ5X8Xd/oAzq5URHxbn1tPTGDnS1o8wYSsCYOLr8UX5XCfWaxzAK7jFc\n", + "vxhPh5hzEKi+we4H17J4/gfjokWL6msI9xwEQz+pZeiZrq9t3H+4vpTi1bsx5AFBfhD1QqS7rlVr\n", + "WA8n6ED1Fex+NvHi+fd/T4V4rkGMy67evPXNj7E43IDqrVff9GbsEg+YF154QT908RDFRbZ3717b\n", + "QMUU3ygSbOPBAVFv1frX8yvUNF0VjHmg4AbD+I55UCFtPMjwADCirHX1XxgswUAGCtlT8NCDYKzP\n", + "jA2aOnu+XCBeqPEDTXEyaeBhigeuEYy3YrwXgvFZPHxV60KPfeMB9vLLL+sHJtinRgw/KHyI6zmC\n", + "MoSAJ8qFlwa8BGDqmWpl6Ic2xu7w4PElpi7Kil5PvzFxUBe81HkKzhGuH9QLY72QgQMHCpQIFDjO\n", + "AR6oatjB89Cg22baj3lJwBQQX4JzA8WjWtv6RQFjh1A+qnWvo2M/XlqMgAVsAzC+p1r4XgZWo0eP\n", + "1i8oGNeG4sbYPc4XXpyglBDuKrgWcW2BKRQjBA9pfCB42cLDHS9NrtPoYHcBwRQpVzHnF2Gu94dr\n", + "HH//zb1p2CGeeck1x5hzHOwe8VUOXOPB6mvSD3Q/mLJ4/rrmacqN9FLDEC8gRnCcP8ELK8QwRnkh\n", + "oTAM5/2sM3XYF1vA6TwhxtoZrQgY/KDFA+Mh82BW3Z/67RgPIDxk8ID1JTB6MmLeeo1CM+H4xU0S\n", + "aprmgep6PP7jgQRlYT5qnNctCgxb0EpDSxliFLJrpFtuuUVv4oUD86ExtxBGF2hloKXjKaHGN60p\n", + "z+OxDR6XqxYj2IIR8sXDDUYcUMh4OKuxdW3khIctWpIwKMKDzCgt87D2p2Rc8zVxTZjrNspgBGUA\n", + "Sygf5K+6RW3FaxSwOdbka3io8WldD9QFRjEwLjMWxSZ982uMo8AZnGC0hRYYjKzQYkRrz+RjjjG/\n", + "Jtzkb8Lxa8roGubrP4yRYGQII0FYLKOuEFwvEJQDxlk4HxC04mBMh4c9WuuugvsE836RDnoj5s2b\n", + "p19ekBauT2x7CuoMZQ/26JmBoAy473AdYj9eJKEYXF8wTctXjZe7Jenv/nCL5GfD3Ju47o0iwjXg\n", + "KuYcB7tH/JUjWH2D3Q+uZfH8b54xCEdvDAQvLaEwxLWEF0IYcqHnCwIDO1+CawsvRL7EMHTt8XFl\n", + "GMr97CvdeAqjAg7T2cKFhu5H/KJFMm7cOH0xq7Fi/aaHByumJ6GrEmLe/vSG+kI3Nbqh0R2D42GV\n", + "69qaMPFwg4SapjnG8xfKFUrVfDynCuGBYLrCcPP4sk403eRobWKqBqy40W2M1rkvCTV+MGWA7kTc\n", + "+GDz/vvva6WDVhiswnFsly5dtAKGpe42ZWVrursuV4obgq5CCCxOoQDCIcpwRCcDy2S0UNEFje5B\n", + "iDnPJl+0WtG1jxYeWqxQNGrcVis2PLChZKGcfAn44tzgJQwtXTwEcYxpCfnqfjbpeOZvwlPziwcv\n", + "XtZwnXbv3l169OihmaMXCILzgG5FNc6rP3hBgHKCFaznQxgvG2jpm1YueidMtzN+/fVWmBkGsEBX\n", + "44T6OsBQjXmY4+UXghdixMULAcqEqVC4t8IlUPp4qcALBpQ+GKCny1VCveZdj/H8H6y+ge4Hz7Rc\n", + "t/GsgjUyZm/gZQYvQZhaBgmFoWlI4Fp/++23bWto1zyC/cczA9cUhu1wbnBPm5cBHBvK/RwsD8fv\n", + "V2+TlDQQMEZYro44kAwMd9RJ14YlMNCBcRCMMhAGgxv1Nqz/GwcVxggLxjWqi1PvUw9mS73B26Xy\n", + "NBIKlqa6mHU6MFQyAotelMGzvGa/MQiBERZEKVIdHxbEEDXGqLeNERbC1ENUG0kgXRi6wAhFKQ/s\n", + "8rKCRlig+MYIC0ZSgQRGTTC8Ut1Zujzqrd1SLwD2IWralKW6am0jKMRTrSxt0IFIMDpRY3z2sQjz\n", + "5GuMsGDZCVFKUsdXD1S9jS813qnDkB9EDT/YecKIDecXXGCcBlEPKdviFAZEEFh5q5cfHU8pKJ2m\n", + "UiZ6n78vpXB1fDU8oKOoB5beVg9Q29oYO1wNhrDtK3/DEPshapqZTgtl8icwjjHXPowFYQntKh9/\n", + "/LGuh3p46nMEtjDScxX1wqCvdRjCGQFr9WJowbhMvVhYagqR2eX2q7o6LRhcqRdRXVbVfaodqyhF\n", + "b8dTL2YWrgvwVw94bVSoXsbs/aHcH4azGse1j/NkqnotLKWEdT4wnlMv3boOuN+NBLrmzT2H+8aI\n", + "mXXw0ksv6aBg9Q12P5h0za8xwoIRqHne4DyqHjgTRf8GY6ha0JbqWtZ1x/MKToLA29MKGteBEV/X\n", + "Fwz/cN5xLAzKzEwFYwUd7H42acfrL7pzKBEmoMY8tJWfr2yMAlbdZFpJwCIW8YNJoDSDHRvu/XjR\n", + "wDSfUCW18X2liwcTLCf9CfarsUc3pWTiqi5p2yrdhIXjV3WZWbCg9SewjlYtY6/dqqs2ZCtgr4NT\n", + "EeAv/1QkoaPiXMNqO5DA2h6es3wJlCE8TRnrYhNH9RZYUErgEUxCKYOytdCW18HSSu9+XIfBrv/0\n", + "XvPB6hvsfvBVRzxDcB4DPW8CMcRxqFd6BXULdC8j/UD3c3rzj+Xx+vVEvX1QYkQAThlgaIBxKnTZ\n", + "UUiABEiABJKDAMeAY3yeYVSC8S6My1JIgARIgASShwBbwMlzrllTEiABEiABBxFgC9hBJ4NFIQES\n", + "IAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAESMBBBKiAHXQy\n", + "WBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZNSYAESIAEHESA\n", + "CthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAE\n", + "SMBBBKiAHXQyWBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZN\n", + "SYAESIAEHESACthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHQKbk\n", + "qarIF198IRcuXEimKrOuJEACJEACAQgUKVJEGjduHCBG5HalWEoil7xzUp42bZoMHTpU2rdv75xC\n", + "sSQkQAIkQAIxJfDOO+/I5MmT5Zprrol6OZKmBYyW78MPPyxdunSJOmRmSAIkQAIk4EwCGzdulEuX\n", + "LsWkcI4bA4aiPHLkSExgMFMSIAESIAESiBYBRyjgc+fOSb9+/aR06dKSJUsWKVCggOTMmVOqVq0q\n", + "48ePjxYL5kMCJEACJEACUSPgiC7oHj16yL59+2TWrFlSrlw5rXyPHz8ua9eulV69esmZM2eka9eu\n", + "UYPCjEiABEiABEgg0gQc0QKeO3eujBkzRqpVqya5cuWSlJQUyZs3r9SrV0+GDx8u06dPjzQHpk8C\n", + "JEACJEACUSXgCAWMruaFCxf6rPjMmTOlcOHCPvcxkARIgARIgATilYAjuqAHDhwobdu2lWHDhkn5\n", + "8uUlT548cuzYMVm3bp2etzt79ux45ctykwAJkAAJkIBPAo5QwDVq1JCVK1fKsmXLZNu2bXo8GK1e\n", + "jPs2aNBAd0n7LD0DSYAESIAESCBOCThCAYNdtmzZpFGjRl4YN2zYIKdOnRIo6WCydOlS+e2333xG\n", + "W7Rokfz0009y9uxZyZw5s+TLl0/atGkjGTL8rxceeRw8eFBbYOfOndtnGgwkARIgARIggXARcIwC\n", + "9lehqVOnyvbt22Xs2LH+otjhMNwqWbKkve36B4oXH1had+7cWTD1CdbVOXLk0NH++usv3QWOOchz\n", + "5sxxPZT/SYAESIAESCDsBByvgPv37x9ypatUqSL4+JIffvhBjyljjLlVq1ZeUerUqSPjxo2TBx54\n", + "wGsfA0iABEiABEgg3AQcYQUd7kqlNT04AbnnnnvSejiPIwESIAESIIGQCSSVAoZh1/XXX+8XDhTw\n", + "I488ovf/+++/8vfff/uNyx0kQAIkQAIkkB4CjuiCxipF58+f91uPK6+8Miwt0+zZs+sxYIzxvv32\n", + "21KwYEG/eW7evFm7wUQ8CgmQAAmQAAmEm4AjWsCYevT888/L+vXrZefOnV6fw4cPh6XexYoVkwED\n", + "BkiZMmXk999/D0uaTIQESIAESIAE0kLAES3gESNG6OWgsCTUu+++m5Z6hHwMWtNoCVNIgARIgARI\n", + "IJYEHNECBoDBgwcLFmDA2GukZOvWrTJlypSQksdc4EqVKoUUl5FIgARIgARIILUEHNECRqGxCMPk\n", + "yZNTW/5Uxw914WWsymRWYLp48aJuocOBB4UESIAESIAEwkHAMS3gcFQmUmnMmDFD3nvvvUglz3RJ\n", + "gARIgASSkAAVcIgn3bisDDE6o5EACZAACZBAQAJJpYDLli0r7dq1CwiEO0mABEiABEggGgSSSgGn\n", + "FWjWrFlpOZ1WeDyOBEiABEjAJwHHGGH5LF2EAhcuXCjwenXrrbeGlEOzZs1CisdIJEACJEACJBAq\n", + "gaRsAV9++eV62tOaNWtC5cR4JEACJEACJBBWAknZAsZYMFq/mHecGhk5cqT8+eef9iE9e/aUqlWr\n", + "2tv8QwIkQAIkQAKhEkhKBRwqHM94LVu2lCZNmtjB/tYetiPwDwmQAAmQAAn4IZCUXdDdu3eX0qVL\n", + "+0HiP7hEiRJSoUIF+5MjRw4decyYMXL69Gn/B3IPCZAACZAACXgQSMoWcN68eeXYsWPy66+/yoYN\n", + "G9yQ1KlTR6666iq3sGAbEyZMkCpVqkj58uWlePHiwaJzPwmQAAmQAAlIUraAcd5fe+01yZMnj9sl\n", + "AD/UzZs3dwsLZeOJJ56Qr7/+WoYPHx5KdMYhARIgARIgAUnKFjDOO9YC7tChg9slAAWMtYJTK3Tu\n", + "kVpijE8CJEACJJCULWD4df7pp5949kmABEiABEggZgSSUgEfOXJETp06FXboWDXpu+++C3u6TJAE\n", + "SIAESCDxCCSlAvZ3GjNmzCibNm2Sp556Si9FOH/+fH9RfYbDsIurJvlEw0ASIAESIAEPAkk7BuzB\n", + "QW9mz55d5s2bJ/v37xeMB3/xxRdyyy23+IrqN4xrBvtFwx0kQAIkQAIuBJJSAWMeMBZY8CWlSpUS\n", + "fFatWiVoEVNIgARIgARIIBIEklIBYx5wJAQtaPiZppAACZAACZBAMAIcAw5GKBX7oYCHDh2aiiMY\n", + "lQRIgARIIFkJJKUCtixLj/Em60lnvUmABEiABGJPICkV8IIFCwQLKWzdujXsZwDTm2bMmKGtqc+e\n", + "PRv29JkgCZAACZBAYhBISgV88803C9xH7tu3L+xnMSUlRc8F7ty5s7z++uthT58JkgAJkAAJJAaB\n", + "pDTCiuSpwzjwqFGjZN26dbJo0aJIZsW0SYAESIAE4phA0irgnj17ei3G4Hked+zYIevXr9fBFStW\n", + "lAwZQu8wwIpKqV1VyTN/bpMACZAACSQugdA1SoIxKFasmJj1fH1VrVy5cnrBBqxw1KZNG+2Uw1c8\n", + "hpEACZAACZBAWggkbQs4GKzcuXPL2LFjdbQvv/xSdu/eHewQ7icBEiABEiCBkAkkrQI+ffq0bNy4\n", + "0QYFhYtWb7gEriz/+ecfueyyy8KVJNMhARIgARJIIAJJq4DhanLy5Mm2u8lKlSrpBRjCdW7Xrl2r\n", + "u62HDBkSriSZDgmQAAmQQAIRSFoFXLduXcEnkvLjjz8KVlRK7YIOkSwT0yYBEiABEnAGgaQ1wvKF\n", + "//z58/L111/72pXqsBo1akjHjh0j4uwj1YXhASRAAiRAAo4jkLQtYF9nAp6rYHjVvHlzX7tTFYZl\n", + "CeGMg0ICJEACJEACvgiwBeyLCsNIgARIgARIIMIEHNsCvnTpksCvcq5cuSKMILLJo1U9e/ZsyZTp\n", + "f6jhKct1TPjMmTOyZcsWqVy5cmQLwtRJgARIgAQcRcARCvj48ePy/vvvy+LFi6VPnz5y4sQJeeSR\n", + "RwTKC04w3nrrrago4ixZssg999zjdYLy5csn//3vf+XAgQNe+xBQvHhxefzxx/16ytq2bZtgBSYI\n", + "pju5yoULF+SOO+6QDRs2SLZs2Vx38T8JkAAJkEACE3CEAsaiBZs2bZKmTZvKk08+KVBKMIbC1CAo\n", + "5KlTp2qDpkifByhgKH4I5vHu3btXKlSoII0bN9YvCCiXL3n55ZflwQcflLx583rtzpo1q/Tu3dsr\n", + "3ASghV+lShVbQZtw/pIACZAACSQ2AUcoYCzf98svv0jOnDll//79cujQIalXr54m//zzz2slDIvi\n", + "aMrmzZtl/Pjx8vbbb+tsA01ZQrcyhQRIgARIgARSQ8ARChiLFsybN08aNWokS5YsEXipMvLnn39K\n", + "zZo1zWZC/nbp0kXQ+oZg3Pvnn3+264kWcu3ate1t/iEBEiABEkgMAo5QwE899ZR06tRJGyNhlSKM\n", + "AUMpV69eXeDMYlGCL+t3991321fTyZMndZ1NQJEiRaiADQz+kgAJkEACEXCEAkZ3M1w3wndywYIF\n", + "tfHVnDlz5OjRo7obOBZdvDCWwhh0KJKSkiJt27aVEiVK2As4hHKcrziFCxeWF1980dcuhpEACZAA\n", + "CSQQAUcoYPCEEoPyhcBwKRzOMHRiafzCwgxdu3YN6ejPPvtM0HK9//77Q4qflkhwEALl7MtKOy3p\n", + "8RgSIAESIIHYEnCMAvaHAdNzMC4K147BBFOZpkyZ4jMarKzLli3rc196AzF+i2lGGTJEzq8J5gsf\n", + "O3ZMduzY4bbCEqy1t2/fblcBLXeuwGTj4B8SIAEScCwBxytgTEGCgjFr8wYi+dhjjwk+vgRTgfbt\n", + "2+drV1yE3X777fLGG2/olxHXljkU8qhRo+w6YEqT2Y951Jg6BetyCgmQAAmQgLMIOE4BQ2HACCt/\n", + "/vyaVP/+/WNCzHUecKgFQAsVXdGRUHiYj4wWvqfAg9bIkSM9g/U2xtHR8sdcagoJkAAJkICzCESu\n", + "zzQV9Tx37pz069dPSpcurafjFChQQCuxqlWraiOsVCQVtqiYB/zuu++GnB4WX4CShEMOCgmQAAmQ\n", + "AAkEI+AIBdyjRw9Zs2aNzJo1S+CWEn6g9+zZo7udR48e7dbFGqxCsdqP8V847ciYMWOsisB8SYAE\n", + "SIAE4oiAIxTw3LlzZcyYMVKtWjXt8xkW0XDriOlJw4cPl+nTp8cEKbxzxbNUrFjRr//qeK4Xy04C\n", + "JEACiUDAEQoYXc0LFy70yXPmzJl6+o3PnREMRJl69eoVwRwin/SVV14pgwYNinxGzIEESIAESCDV\n", + "BBxhhDVw4EDtyGLYsGFSvnx5yZMnj55ys27dOm3Fi+X8oi3oSm7durXOFmPU6BYPZbWi1atXa2vr\n", + "YsWKRbvIPvNDbwKFBEiABEjAeQQcoYAxx3flypWybNky2aaW7sN0ITidwHSaBg0aaCcdsUSHVvju\n", + "3bsFY9WBBJbb8OuMFZUwnu0U+eCDD3TXfiQdhTilriwHCZAACcQLAUcoYMBC6xKLMcSzoLV53333\n", + "yapVqxxVDUyLWrp0qV5zuHv37gIrcwoJkAAJkEBsCThGAccWQ2LnjpZv0aJFdSVj4Vc7semydiRA\n", + "AiSQNgJUwCFwg2/qeFZcaJnHe+9CCKeJUUiABEggrghQAYdwupo1axZCrP9FyZQpk+7uhWEZuqPh\n", + "qYpCAiRAAiRAAp4EHDENybNQ8byNJQmnTZum1zMeN26c46oyePBgWbBggXZR6bjCsUAkQAIkkEQE\n", + "qIAjcLLhUKRMmTKC1rDTpGHDhvLtt9/KXXfdFdeLUziNK8tDAiRAAqkl4DwNkdoaRCF+auYBR6E4\n", + "6cqibt26gk+bNm20t7F0JcaDSYAESIAE0kyALeAQ0GEecCjLIYaQlGOi1KpVK64NyxwDkgUhARIg\n", + "gTQSoAIOAVzBggUFi0I8/fTTgvV3XWXEiBHy+uuvy8WLF12D+Z8ESIAESIAEAhKgAg6I5387MW46\n", + "efJkeeCBB6RQoUJuR9x2222yePFiwfrB8SavvPKKoHudQgIkQAIkEH0CHAMOkfk111zjM2alSpUE\n", + "84TjUeD+E8s/er5UxGNdWGYSIAESiDcCbAGH4YzBZ3U8OurAGsYUEiABEiCB2BDgEzgM3Js0aSJZ\n", + "smTxSunYsWNy+PBhsSzLax8DSIAESIAEkpsAFXCYzv/58+fdxlPLli0rmzdvlvr168uXX34ZplzC\n", + "m0y3bt0kd+7cOtHTp0/L3r17w5sBUyMBEiABEvBLgArYL5rU7cBUJTi3MILlFOfPny9vvvmmbN++\n", + "3QQ76hf+oc349a5du6R9+/aOKh8LQwIkQAKJTIAKOExnt2nTpjFftzg9VcGShXhpoJAACZAACUSH\n", + "ABVwdDgzFxIgARIgARJwI8BpSG440r4Bv89w7+hLli1bJosWLfK1S4eVLl1aypcv73d/NHagBdyg\n", + "QYNoZMU8SIAESIAEFAEq4DBdBhkzZpQOHTp4pYZx1uXLl2tnHV47/y9g0qRJsmbNGns81l+8SIbn\n", + "zZtXunTpYmcBD1/btm2zt5988km57LLL7G2zv2TJktKnTx87nH9IgARIgARCI0AFHBqnNMfKlSuX\n", + "wONUIIGCvnTpUqAoUd8HD1+u3r08nXWY/b169RJ8OKc46qeIGZIACcQ5ASrgMJ7As2fP6pYulFO8\n", + "Czx8BRKzH05IqHwDkeI+EiABEvBNgEZYvrmkKfTkyZMyZsyYNB0brwe1bds2XovOcpMACZBATAmw\n", + "BRxT/P/LHA47oLgDtSRTUlLk8ccfl8yZMzugxCwCCZAACZBAegmwBZxegmE4ftasWVKmTBmBNbS/\n", + "z5EjR2TGjBkBc4M3rilTpgSME+6daPVv2rRJTpw4Ee6kmR4JkAAJJDQBvy3go0ePClwV/vXXX24u\n", + "Fu+44w55++23ExpKWiuXLVs2uf3221N9+BVXXCH4BJI9e/YE2q33QQFj2cRodgtv3LhRr4d85syZ\n", + "oC8IQSvACCRAAiSQRAT8KuAhQ4YIFhN45513BJa8RgoUKGD+8teDQI4cOaRz584eoYm9WaNGDRk5\n", + "cqR+WUvsmrJ2JEACJBBeAn4V8O7du/VDFfNYKSQQiACWYrz11lsDReE+EiABEiABDwJ+FXDLli0F\n", + "DiKuu+46KVKkiMdh3PRH4NSpU7rbvk6dOv6ipCm8ePHi8umnn8qcOXPcjv/pp58EeUIwl/jgwYNy\n", + "+eWX621Mi+rRo4f069dPb0fqCz0kjz32WKSSZ7okQAIkkJAE/CpgjDnOnj1bpk6dKuXKlRN4eoJg\n", + "jJNjwP6vhUOHDsl7770n4VbALVq0kGrVqnllDOMn48QD47DPPvusDB8+XMf7448/tEL2OogBJEAC\n", + "JEACMSfgVwHfeeedcu2113oVkGPAXkiiEoBpSMEMtdAShkvJWrVq6TJhGAHj+NEQGIB99dVXOit0\n", + "R+fPnz8a2TIPEiABEohbAn4VsJkOc/jwYcFasRUqVBAYGVECE8A8XSy+ACvyfPnyBY6cQHstyxJc\n", + "KytWrNDewN59990Eqh2rQgIkQALhJ+B3HvDFixelY8eOAh/AjRs3lty5c8u9994rGFek+CeAsdov\n", + "v/xSMCUp2gJHHrFa0zdLliwCt5RYmKFq1arRrjrzIwESIIG4I+BXAcMzExwsrF27Vrds/v77b0Er\n", + "Z/DgwXFXyWgXGAooFgoYeU6YMMGuLoyxsGpRzZo1Bd62oiFVqlTRijgaeTEPEiABEohnAn4V8M8/\n", + "/yx9+/aVq666StcPhlgvvvhiwGX1wgkCBkUYV4xXwUpCO3bsiGnxYbS1cuVKeeSRR/SSiDEtDDMn\n", + "ARIgARJwI+BXAdevX19++OEHt8jYjkQXJxTVww8/rMcPMY0GCqNYsWJ6DLVTp05unrjcCuTgDfQc\n", + "wEFFrAXj0PQfHeuzwPxJgARIwJuAXyOsVq1aydVXX61bvDfccIP89ttvgmktixcv9k4lnSFoWWOx\n", + "d3RfDho0SC5cuCCrV6/W483PPfecvPzyy/qTzmx4eBQIoOX/3XffaZsBZJczZ07B9UMhARIgARJw\n", + "J+BXARcsWFA7lIBv4S1btkizZs3k448/1osFuCeR/q0lS5bI+vXrBYY8mMoyffp0KVWqlE4Yyher\n", + "AFHigwDOIazmMYQAwbQ1KuD4OHcsJQmQQHQJeClgOJCAH+ilS5fK+PHj3Uozbtw4wWIMxtGD2850\n", + "bFSsWFE++ugjefTRR+Wmm27SDkDgwQkyc+ZMPQUqHcnH5FBYjZctWzYmeXtmirHgnj17ytixY2Xv\n", + "3r3y/fffS8mSJT2jhWUbCrhXr15hSYuJkAAJkEAiE/BSwO+//752ZVi+fHm57bbbvOoeCQcLmDMK\n", + "xx8ffPCBdjbx9NNPy4cffqjXxz1+/LighRxvAuM1Y8AW67LXrVtXfvnlF10MdOmjhRopBRzrujJ/\n", + "EiABEogXAl4KuHr16rrsmFMKH9Bo0RhBtyJaUOEWKHsYLc2bN082bNigx4Oh6OH8A13fmTJ5FTPc\n", + "RWB6JEACJEACJBBVAl6a7dy5c9q3cP/+/bXfZ9fVkDA2iwUasIB8uAWuFtHi9mx1QyHDxSKWvQsm\n", + "f/75p1bkvuIhHbxURFPgtAQL1uNlAvVLRkGvBrrjW7dunYzVZ51JgARIwC8BL42Erl8sL4d1gJs2\n", + "bar/YxsfrHiDFmk0BYtBYHGDUAQtdPg+9vWBMjSLFoSSVjjiLFy4UC/KYHwkhyPN9KYBD2ewMjcr\n", + "KKU3vWDHIz98KCRAAiRAAu4EvFrAsDiGMRQUMOYCmwUZ0IIzKyK5JxHZLbTEQ5XatWsLPr4EVtb7\n", + "9u3ztStiYVg56q233hJ4EXOKYIjhtddeEyzUsGDBAm2lHMmyYQGJ119/XYoWLapdmkYyL6ZNAiRA\n", + "AvFEwKsFjMJjzLV3796ydetWbQ2NbbimhFV0pFszaJ0dOXIknhgGLCt6DrBerlOkXbt2eggBXfow\n", + "cIu0wI841jHmVKRIk2b6JEAC8UbApwJGJbCgwLBhw7RHKmw3aNBAPvnkE5k4cSI2wyoYd8ai8ViB\n", + "CUZfmDsKBw7wqew5FSqsGUchsVtuuSXpF6vH+TTGfPAOFmsXnVE47cyCBEiABIIS8KuAv/32W3n1\n", + "1VcFc3QhUIZQyF988UXQRFMbAXN+16xZo1tmaJVhrHbPnj163uro0aNl1KhRqU2S8R1KYN26dQJv\n", + "WRQSIAESSHYCfhVwmTJlZM6cOW584IYyT548bmHh2Jg7d67u4obDCHTXYrwZC8vXq1dPO/2A9XW8\n", + "C14k7rnnHvuDOsdSYJ196NChWBaBeZMACZBAUhPwMsIyNLAIArpPMeUIjhwwxWf//v2ClnG4Ba1r\n", + "WAw/8MADXknDE1YkFoDwyijCAe3bt3erH8aGjcBDVYcOHaK6aALObdu2bbWPb0wTopAACZAACUSX\n", + "QIpa49fylyWm88yfP19b8d544426RRqJubRYMg/KAIoATjnQykbe6K6EUdbs2bMFLfL0CIzKYAWN\n", + "cWynCaZ7TZs2TU/1imbZsOAGWsF4+YmWYD42/HxjjJ9CAiRAArEm8NRTT8mDDz6o102Pdln8toCP\n", + "Hj0q3bp10wsywEjKGEPBF/Tbb78d1nLCIhdKeNmyZbJt2zatKNHq7dq1qzb+SlYnFmGF7CcxnNto\n", + "SqVKlezs4KRjypQp9nbnzp2lTZs29rbT99sF5R8SIAESSAMBvy1gWCWvWrVK4JfZdRoNLFrRSo03\n", + "YQvY+4yhBQxjt59++sl7ZxRC0Pni6hzFc565k/fjhbRjx45RoMQsSIAEIknAkS1gOGpAC9jVFWUk\n", + "ISRz2l26dLGn6YADpupgzN0IVjLCOHk4BOP4J06c0ElhOhAsko2RG7qGS5QooT/hyCtYGsGcuzh5\n", + "P1bvogIOdoa5nwRIIBABv13QLVu21H6fr7vuOr0oQ6BEuC99BO6++263BMC+SZMmdlg4Vy765ptv\n", + "ZPny5TptGIKtXr1aXnzxRb1+L9x1Pvnkk9KnTx87b/7xTQAvLrBTgLW+kdOnTwuGbozkyJHDbb8J\n", + "5y8JkAAJgIBfBYyuSRg/wRdzuXLlbDeUcK8Y7jFgngp3AmiFRkrgZhQfI1h/edGiRborum/fvoJu\n", + "6UceeURbZFeuXFmvI2zi4hdxYMwGv9u4NpJVatasKZ999pmbkxUs+QiPcUbAFv7TKSRAAiTgi4Bf\n", + "BYz1eY0faNcDMQZMiT4BTFWCYRrmEkdSzp8/ry2j4bnKtTVn8oTV9IEDB/RiDhijTVYDOVdFa9g0\n", + "bNhQ8KGQAAmQQCgE/CpguIXEh+IMArBWxpQsCgmQAAmQQGIQ8KuAhw4dqseAPauJ9XqHDBniGczt\n", + "CBMoWLCgwClJrVq1pGzZsnZuI0aMkM2bN9vbGMM1+zGmC6UdaM4t4mM8E93KWHwDFtFo4WbOnFkw\n", + "hvndd98JWsUQtIoxNHH48GFB2pgjjrWOYbyFuduITyEBEiABEgiNgF8F3KJFC3tpP3Q14sE7fPhw\n", + "vUZwaEkzVjgJYEH7K6+80ssgDvOyXX0rFylSxM4WrkQ3bdoU0KgK5xnjvhgH/ueff7SBlpka9OOP\n", + "P+qXMJx/CLqbzX9sG0MxKGAYkuFlgPL/CcD9KJZjhNcxCgmQAAl4EvCrgGF4hY+rYPvNN98UGJdQ\n", + "oksAHsiuueYar0zxgE+vuBpTbdmyRS9Fidbu1VdfrS2kXdPH1Bu8jJ06dUqWLFmilcu8efMkEh7S\n", + "XPONx/94MUJPAYUESIAEfBHI4CvQXxi6KDH1gkICJEACJEACJJA+An5bwGjpwtmAEcxx3LlzpyN9\n", + "KZsy8tedAOb5cqEFdyax3MIKVBhrNwIPc0WLFjWbwv3kw+sj7feHfSPF0R83BYyxP8wBhZs9dD8O\n", + "GjRI8uXLp6uTKVMm3SWdCCsTxdH5SVdRb7311lQfD6MqjOeiS/nyyy/3Or558+baCAvXSrJOQfKC\n", + "4icAnuRw3xhZv36929rWmOb3+OOPm93C/eTjuvY5r4/U3R/2jRRHf9x8QcPaFfN8sTrOuHHj5Oab\n", + "b9aLIbjWJ1u2bHHp3cfJvqBd+cbbf1wjHAOOt7PG8pIACRgCjvEFjakn8DsMy1o4YZg4caKXcY1x\n", + "UWkKz1/nE8CqQujuvP/++8NeWExJQssN7jJd3TKGPSMmSAIkQAIJRsDLCOvVV1+VgwcPyn/+8x/d\n", + "ssG4lOtn0qRJCYYg8atz8eJFwScSgmlMr732mjz00EORSJ5pkgAJkEDCEvj/A1QeVYSDfgoJBCMw\n", + "YMAA/cKG8U4KCZAACZBA6AS8WsChH8qYJEACJEACJEACaSXgtwWc1gR5nPMIdO7cOeKFgtcsCgmQ\n", + "AAmQQOgE2AIOnVXcxsR0ITNlaOTIkbJmzZqw14ULRYQdKRMkARJIcAJeLeAGDRr4XIbOcMBiDHDS\n", + "QYlPArt27XLzHR2ftWCpSYAESCD+CXgpYChXs/qNr+oVKlTIVzDDkozA3r17BUskQjAVCZ7SZs+e\n", + "rbfLly+vF42AUw8KCZAACZCAbwJeCrh27dq+Y/5fKB60lPgl4LpyUnpqgZV+tm/frpMwqyc9/fTT\n", + "2lc4XtL69u0r7dq1S08WPJYESIAEEpqAlwI2tT106JB2k/f333/rOaR4yJ45c0bq1q0rU6ZMMdH4\n", + "G2cEevXqJZdddlm6S/3SSy+5pbFjxw69pOHPP/8sM2bMoPJ1o8MNEiABEvAm4NcIa9iwYXrJOVjQ\n", + "Yr3XgQMH6kXX+/Xr550KQ+KGAJYvxFKDFBIgARIggdgS8KuAN2/eLPCR2aFDB9m9e7fcd999epGG\n", + "oUOHxrbEzD0sBN59913tQCMsiXkkgiUr58yZ4xHKTRIgARIgAVcCfhUwfPuiWxE+hGFsA0MbLNSA\n", + "MEr8E1ixYoV2MRqumjzxxBN2UidOnJAlS5bY2/xDAiRAAiTgTcDvGDCWJaxXr56gyxJL0N15551a\n", + "Ebdq1co7FYbEHQGsO7p69WqfSw6mpTK8LtJCjceQAAkkMwG/Crhy5cqyYcMGyZgxo1bEsHrF2sCt\n", + "W7dOZl4JU3f4+v72228F87o5Jpwwp5UVIQESiCMCfhUwxghPnTqlV7nBouLdu3ePo2qxqMEIoHcD\n", + "n3AIrOPvvvtunRSumV9//VUvRD9+/HhtOV+1alV55ZVXvNaWDkfeTIMESIAE4pWAXwV84403yogR\n", + "IwQPTzyoO3bsqLuh2VqK11MduXJny5ZNvvnmGzsDOOSYO3euYF4wpiRhXvANN9xg7+cfEiABEiAB\n", + "Eb9GWNWqVZOxY8cKXBdirdeJEydKuXLlBC1jCgl4EsCLmfkUKVJE4AUL10vOnDl1azhDBr+XmmdS\n", + "3CYBEiCBpCDgtwVsao+F3GEFjV90ReNDSQwCzzzzjNSqVUuP82fNmlXuuuuuxKgYa0ECJEACcUDA\n", + "b7Pkt99+096M4IRj2rRp8thjj8mmTZukS5cuUakWxhWPHz8elbySNRMY1B08eFBgEX3gwIGwYcie\n", + "PbsULlzYTm/lypURWYHJzoB/SIAESCAOCfhtzv7yyy9Ss2ZNeeutt7Rj/WjXDUp/4cKFMm7cuGhn\n", + "nTT5XXvttYJPuKVGjRqCjxHMHYczlypVqpgg/pIACZBA0hPwq4C7du0aNTgVKlQQ+J52FXR7Y41Z\n", + "KOJ77rlHe+Fy3c//JEACJEACJBDPBLwUcJ06dWTIkCGydOlSn0rvjjvukOHDh4e1zpiu0qlTJ93l\n", + "3b59e5329OnTZdmyZTJ48GBtyBPWDJmYFwGscgXvWLB+p5AACZAACUSegJcCfv/997V3JKzpCicN\n", + "nhKJNV4xRQUPf8w17tOnj4wZM0ZPXYEbzDJlyngWgdsRIHDkyBHp3bu3wNc3uMM4y8jJkyf1+THb\n", + "nvtNuPldvny5PPvss3oT6W7cuFGvFQwraRjzwckLpi3BtSmFBEiABJKVgJcCrl69umbx8ccf2444\n", + "ihUrFnE+efLkkY8++kg+//xz7bABLXF44aJEhwCmDmHhjQULFkjx4sXdFDDWEEa4Ec/9Jtz84twt\n", + "WrTIbMqAAQPkmmuukcaNG2vF3LNnTypfmw7/kAAJJCsBLwVsQMTKEQcsc+vXry8YgzYvA6ZM/I0c\n", + "gUDezooWLSqe6/+aknz44Yd6+MBs+/qFow7MB86bNy9fqnwBYhgJkEBSEvA7DSmWjjgw9QldlHBf\n", + "SHE2gcmTJ8ulS5ecXUiWjgRIgAQcSMBvC9iUNdaOOLAgBPwLu05rMWXz/MX49ZQpUzyD9TbmMJct\n", + "W9bnPgZGlgBeqLCQB8RTWcPSHRKKgxdci6EMS1iWJfik1/sWypqSkqI/upD8IgESIIEwEvCrgOGI\n", + "Y9iwYTJr1iy56aabtCOOpk2bhvSgDGP5ZOrUqbJ9+3btFjNYunAWgo8vgYERHE5Qok8ArkyNzJ8/\n", + "X9q0aWM25ZZbbtH/XceM7Z0ef7BEJrrCgxnmwRf1unXrtC9qjyRStYnrv1KlStoHeqoOZGQSIAES\n", + "CIGAXwX8448/xsQRB1pEWNDdWFv3798/hGowSqwIQCmmt6UZq7IzXxIgARKIJQG/Y8Dbtm3TPqBh\n", + "HRtpgdONfv36SenSpbVDf0xPgdEOVmLCHGGKcwm0bdvWuYVjyUiABEjAwQT8toDRzYd1XUMdd0tP\n", + "HXv06KG7h9HdbVbQgR/otWvXSq9evfSastH0zJWeuiTjsfDb/dNPP8nNN9/sVX10+2NFLSNHjx6V\n", + "9957TyZMmKCD1q9fr1+68AIGwYvXFVdcIZj69s8//7j5qIY9AIy+ChYsqONiPBhe1NBrgjF+I3/9\n", + "9Zfs3btXzyc3YXi5Q9qBBLYGcJtpBI5gtmzZot1omjDMj8+cObOeKx+sK9wcw18SIAES8EXArwKG\n", + "Q/2ZM2cK5ufi4WWMX5o0aaL9Q/tKLK1hWDsWDzvX+caYsoJ1iOF1C/NIqYDTSjfyx2HIYPTo0T4V\n", + "MMZiMSZrBIZN2IaRFAQeuGCAZRQylCTmDMNvNMb+oXSNbN68WbsmxcpNECjCRo0a6Re0JUuWmGgC\n", + "5x9IF0rYCByLGMVtwjx/Dx8+LLB9MLJnzx7BfYDFJIw0aNBAMK0Kc9ahnCkkQAIkkFYCfhXw7bff\n", + "7nMebrCHWFoKgq5mLLzwwAMPeB2OlwDXlXW8IjDA0QSgIPExgtYwjJvMyxYM/CChGGHBUUgoRljo\n", + "SQmHERa8gvkzwlq8eLEuN79IgARIIK0E/CrgL774QiZNmuSVLtxTwld0OGXgwIGCsUQ8mNHFh1b3\n", + "sWPH9EMU3YuuLahw5su0SIAESIAESCBWBPwq4BYtWkjt2rV1udBdiO44dAdjKlK4BXN80c2HbmgY\n", + "f2HcEK1edDujyw9zMSnOJYBu2ltvvdW5BWTJSIAESMCBBPwqYBhD4eMq2H7zzTf1vGDX8HD8x7ia\n", + "a1dlONJkGtEhgMUZ/M2/9izBE088YTvlwL4XXnjBM4rf7S5duuhFOvxG+L8dGEP2vHaDHeNrP142\n", + "0RtDIQESIIFIEPCrgH1ltnXrVt017Gsfw0ggFAJY+cpVUtNyhlFeKFKyZEnBJ71y1VVXpTcJHk8C\n", + "JEACfgn4VcBo6cLS0wisSnfu3CmffPKJCeIvCbgRGDlypOAl7cEHH9ROXNx2coMESIAESMCNgF8F\n", + "fO+99+ppQCY2poqgW48WyYYIfz0JoHWLa+TTTz+lAvaEw20SIAES8CDgVwFj4QIsoA5PWHC0gGXn\n", + "YIgF4ywKCfgigLFXzM3lohe+6DCMBEiABNwJ+FXAS5cu1ZatcISAaUIrVqzQrinhnQj+fykk4IsA\n", + "HGjgQyEBEiABEghMIIO/3R9//LGMGzdOsBj7559/rseDEYb5wRQSIAESIAESIIH0EfCrgOEIA+O9\n", + "P/zwg+6Ghreqs2fPclpG+njzaBIgARIgARLQBPx2QTdr1kwvhIDFGOACEAsjtG/fPlXzNsk4+Qj8\n", + "+++/ggUXSpUqlXyVZ41JgARIIBUE/CpguIYsVKiQfpjed9992vH8qFGj6CwjFXCTMerq1atl4sSJ\n", + "2m4AHrLgpINCAiRAAiTgTcCvAkZU+H02giXi8KGQQCAC8OWNpQG7deumr5/OnTsHis59JEACJJC0\n", + "BAIq4KSlwoqnmQDsBubNm5fm43kgCZAACSQLAb9GWMkCgPUkARIgARIggVgQoAKOBfUkyvODDz7Q\n", + "09iSqMqsKgmQAAmERIBd0CFhYqS0EoAVPT6JJpgVEGxOfI4cOSKyfGeisWR9SCBZCVABJ+uZZ73T\n", + "RQCLkkAJB5IJEyYIfKi7GjMGis99JEACyUWACji5zjdrGyYCjRs3FnwCCXyonz9/PlAU7iMBEkhi\n", + "AlTASXzyo1H1Rx99VFJSUnRW8KQGhcS5wdEgzzxIgAScToBGWE4/Q3FevgwZMtgKeNGiRVK3bl3Z\n", + "t29fnNeKxScBEiCB9BOgAk4/Q6YQIoEmTZpIw4YNBStqUUiABEgg2QlQASf7FcD6kwAJkAAJxIQA\n", + "x4Bjgj15M+3ZsycXakje08+akwAJuBCgAnaBwb+RJ1CpUqXIZ8IcSIAESCAOCLALOg5OEotIAiRA\n", + "AiSQtaWp3wAAFUxJREFUeASogBPvnLJGJEACJEACcUCACjgOTlIiFXHkyJGyY8eORKoS60ICJEAC\n", + "aSLAMeA0YeNBaSWwZMkSgYco+Enu0qWLZMyY0U5q7Nixbp6jnLz/6quvlhtvvNEuO/+QAAmQQGoJ\n", + "UAGnlhjjp4vAiBEjBErYlxQqVEguXLjga5cOc9L+2bNnUwH7PVPcQQIkEAoBKuBQKDFO2AgULVpU\n", + "WrVq5TO9Fi1a+Aw3gU7a768Opqz8JQESIIFgBDgGHIwQ95MACYRE4ODBg3LgwIGAcVevXh1wP3eS\n", + "QFoI/P3333Lu3Lm0HBrTY6iAY4qfmZNA4hBAtzw+gaR79+6BdnMfCaSJwEsvvSR4AYw3oQKOtzPG\n", + "8jqCwPjx4x1RDhaCBEggfglQAcfvuWPJY0jgo48+imHuzJoESCARCDjeCOvixYvaMjZr1qyJwJt1\n", + "SCICWPv4zz//lF27diVkrf/991/57bff7Lpt2bJF/587d64dli1bNj3tzASsXbtW2rZtazalSJEi\n", + "ctVVV9nb/EMCoRDYuXOnmOsN8VesWCF4Kc6XL58+HNddx44dQ0kqpnEcoYAB84UXXpAvv/xS6tWr\n", + "J6NGjZIrrrhCg5k6daoO//zzz2MKipmTQGoJ9OrVS2bMmJHaw+ImfqZMmaRw4cJ2eQ8dOiSWZbmF\n", + "4cX57NmzdpwsWbK47S9YsKDkzZvX3s8/JBAKgZMnT8qJEyfsqLjO8ufPLwUKFNBh8dJgc4QCHjZs\n", + "mBQvXly/xUyZMkUaNGggWLy9YsWKNmD+IQEnEejUqVPQ4mTPnl3atGkTNF6iRJg4caJWwB06dPBb\n", + "pVWrVsnw4cP97ucOEkgLgXbt2sldd90lJUuWTMvhMTvGEQoYlpMrV64UPLAGDhwolStXFize/uOP\n", + "P8YMDDMmgUAEHnrooUC7uY8ESIAEghJwhBEWFC768I2g1dCjRw+544475PDhwyaYvyRAAiRAAiSQ\n", + "MAQcoYAff/xx7R1p8ODBNtg+ffrIvffeK71797bD+IcESMC5BOCprGXLlgELOGnSpID7uZME0kLg\n", + "jTfeEHjZizdxRBf0bbfdJps3b3azagPIAQMGSMOGDfW+eAPL8iY2AcwDjgcry2iehTx58gTNrnTp\n", + "0kHjMAIJpJYAbIjiURyhgAEuZ86cghVmPAVgQ7WShBLftm2bZxJ6G0vgBXL07/MgBpKAHwKY8kAF\n", + "7AcOg0mABEIi4BgF7K+0mIa0fft2wVJ1wQTxli1b5jPa3r17JXfu3D73MZAESIAESIAEok3A8Qq4\n", + "f//+ITNp3Lix4ONLYMy1b98+X7sYRgIkQAIkQAJRJ+AIIyzXWqOb+MiRI65B/E8CjiMQyjxgxxWa\n", + "BSIBEnAUAUcoYCwj1a9fP4GBBjzlwJsJxoSrVq0qdHrvqOuFhfk/ApwHzEuBBEggvQQc0QWNOb/o\n", + "Hp41a5aUK1dOK9/jx48L/MbCnd+ZM2eka9eu6a0rjycBEiABEiABxxBwRAsYztvHjBkj1apVk1y5\n", + "cklKSoq2fIZfaLitmz59umOAsSAkQAIkQAIkEA4CjlDA6GpeuHChz/rMnDnTzXm7z0gMJIEoE+DQ\n", + "SJSBMzsSSEACjuiChv9nLFGGRRnKly8vmNB/7NgxWbdunZ67C1/RFBJwEoE333zTXoqvZ8+ebguH\n", + "jBgxQjZs2CAYRnnrrbekUKFCTio6y0ICJOAQAo5QwDVq1NCLMWAOLxxpYDwYy5xh3BcrI6FLmkIC\n", + "TiKA1boOHDigi1SqVCm3ojVv3lywVu60adNk+fLl0qxZM7f93CABEiABEHCEAkZBsIByo0aN8JdC\n", + "Ao4ngBdE17VwXQtcpkwZvVm2bFnBmrkUEiABEvBFgE8HX1QYRgJhIJAjR44wpMIkSIAEEpWAI4yw\n", + "EhUu60UCJEACJEAC/ghQAfsjw3ASIAESIAESiCABKuAIwmXSyU1g9OjRMn/+/OSGwNqTAAn4JUAF\n", + "7BcNd5BA+gjAEvrs2bPpS4RHkwAJJCwBKuCEPbWsGAmQAAmQgJMJUAE7+eywbCRAAiRAAglLgNOQ\n", + "EvbUsmKxJtCtWzfOA471SWD+JOBgAlTADj45LFp8E+A84Pg+fyw9CUSaALugI02Y6ZMACZAACZCA\n", + "DwJUwD6gMIgESIAESIAEIk2ACjjShJl+0hLgPOCkPfWsOAmERIAKOCRMjEQCqSfAecCpZ8YjSCCZ\n", + "CFABJ9PZZl1JgARIgAQcQ4BW0I45FSxIohHAOsFbt251q9aoUaNkwYIFdlj37t2lYcOG9jb3kw+v\n", + "j7TfH/aNFCd/UiwlcVLWdBWzd+/esm/fPvnkk0/SlQ4PJgESIAESSBwCTz31lDz44INSs2bNqFeK\n", + "XdBRR84MSYAESIAESECECphXAQmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBA\n", + "BRwD6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAEqYF4DJEACJEACJBADAlTA\n", + "MYDOLEmABEiABEiACpjXAAmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBABRwD\n", + "6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAHHKeALFy7IkSNHeGZIgARIgARI\n", + "IKEJOEIBnzt3Tvr16yelS5eWLFmySIECBSRnzpxStWpVGT9+fEKfAFaOBEiABEggOQlkckK1e/To\n", + "Ifv27ZNZs2ZJuXLltPI9fvy4rF27Vnr16iVnzpyRrl27OqGoLAMJkAAJkAAJhIWAI1rAc+fOlTFj\n", + "xki1atUkV65ckpKSInnz5pV69erJ8OHDZfr06WGpLBMhARIgARIgAacQcIQCRlfzwoULfTKZOXOm\n", + "FC5c2Oc+BpIACZAACZBAvBJwRBf0wIEDpW3btjJs2DApX7685MmTR44dOybr1q0TGGXNnj07Xvmy\n", + "3CRAAiRAAiTgk4AjFHCNGjVk5cqVsmzZMtm2bZseD0arF+O+DRo00F3SPkvPQBIgARIgARKIUwKO\n", + "UMBgly1bNmnUqFGcYmSxSYAESIAESCB1BByjgP0Ve8OGDXLq1ClBKzmYfPjhh/LZZ5/5jLZ+/Xop\n", + "U6aMz30MJAESIAESIIFoE3C8Ap46daps375dxo4dG5RN+/btpV27dj7jQTFjahOFBEiABEiABJxA\n", + "wHEKGEZXJ06ckPz582s+/fv3D5lTxowZBR9fAgcf/vb5is8wEiABEiABEogkAUdMQ6InrEieYqZN\n", + "AiRAAiTgRAKOaAHTE5YTLw2WiQRIgARIIJIEHNECpiesSJ5ipk0CJEACJOBEAo5QwPSE5cRLg2Ui\n", + "ARIgARKIJAFHdEHTE1YkTzHTJgESIAEScCIBRyhgesJy4qXBMpEACZAACUSSgCMUMCpIT1iRPM1M\n", + "mwRIgARIwGkEUiwlTitUJMrTu3dvGTlypF7oIRLpM03fBDDFDMtLZs6c2XcEhkaEwNmzZ/W890yZ\n", + "HPOOHZF6Oi1RrF2Oa50+B6J7ZuAtsXbt2pI7d+5UZ7xlyxaZN2+elCxZMtXHpveApLk769evLxUq\n", + "VJBu3bqllxmPTwWBUaNGScGCBaV169apOIpR00vg5Zdfluuvv14aN26c3qR4fCoI9OrVSzp27CjV\n", + "q1dPxVGMml4C8IA4ePDgmCjR9JTdEVbQ6akAjyUBEiABEiCBeCRABRyPZ41lJgESIAESiHsCVMBx\n", + "fwpZARIgARIggXgkQAUcj2eNZSYBEiABEoh7AlTAcX8KWQESIAESIIF4JEAFHI9njWUmARIgARKI\n", + "ewJJMw/45MmTcvHiRc4DjvIle/z4cT0nMmfOnFHOObmzO3r0qHZuAwc3lOgROHz4sJ6LivXHKdEj\n", + "cPDgQSlQoEDczb9OGgUcvUuBOZEACZAACZBAcALsgg7OiDFIgARIgARIIOwEqIDDjpQJkgAJkAAJ\n", + "kEBwAlTAwRkxBgmQAAmQAAmEnQAVcNiRMkESIAESIAESCE6ACjg4I8YgARIgARIggbAToAIOO1Im\n", + "SAIkQAIkQALBCVABB2fEGCRAAiRAAiQQdgJUwGFHmpwJXrhwQSzLSs7Ks9YkQAIkkAYCSaGABw0a\n", + "JNWqVZOyZcsK/lPCS2Dnzp1SpkwZ2bJli53wkSNHpHXr1lKhQgW5+uqrZenSpfa+RYsWyQ033KDP\n", + "R4sWLQRxKaETOH/+vPTt21euvfZa/Xn++efl3LlzOgFyD51jamPCk17v3r2lRo0aUrlyZRk2bJid\n", + "BLnbKCL657HHHpMuXbrYecQ9d9VqSWj5/PPPreuvv95SrvmsvXv3WtWrV7dmz56d0HWOZuXGjRtn\n", + "lS9f3sqcObO1adMmO+tWrVpZL7/8snXp0iVr4cKFVtGiRa1Tp05ZymWcVbx4cWvVqlWWUhqWeqBZ\n", + "HTt2tI/jn+AExo4da6kXF80PDJs3b24hDELuwfmlNcbw4cOtli1bWkoRW//++69VokQJa9myZTo5\n", + "ck8r1dCPmzlzpqXcTVpKCdsHxTt3dBsmtHTq1MkaNWqUXcfXX3/d6ty5s73NP2kncPbsWeu2226z\n", + "NmzYYBUuXNhNAefOndtSfnHtxGvVqmXNnTvX+vbbb63GjRvb4arVbOXNm9fe5p/gBH755Rc31s89\n", + "95zVoUMHfSC5B+eX1hhnzpyxlG9zfTheJgsVKmT9+OOP5J5WoKk47tChQ1bdunWtAQMGuCngeL/e\n", + "E74LeseOHaJaXHaXRbFixWT//v32Nv+knQAczs+ZM0cqVqzolgi6hZRy1s7RzQ5wP3DggHieD9Uy\n", + "lmPHjun4Ji5/AxO47rrrRPU66EhYZGTKlCly55136q58cg/MLj17s2bNqhda+PTTT+XGG2+UZs2a\n", + "Sb169cg9PVBDPLZr167y3//+V3LlymUfkQjPmYRXwFidxHUlnhw5cggeWpTIEfBkjpyyZ88uqttO\n", + "PPchHKJaFPqXX6ETwLhvmzZtBAr53nvv9WKLlMg9dJ6hxkxJSdFjwCtWrJB169aRe6jg0hgPL5i4\n", + "jps0aeKWguezBDvj7XpPeAWsuokES+IZwX81dmM2+RsBAp7MkYXh7rnvxIkTetm8/PnzR6AkiZsk\n", + "lK8aj9RLbOIBBfFkizByB4Xwyv333y8fffSRKNsSGTlyJLmHF69balCyvXr1EjVsJWoMWL/wbN++\n", + "XdTYe0Jwz+RW2wTcKFWqlOCEGdm2bZuULl3abPI3AgTy5cun30R37dol4A8B98suu0wyZcqk/5ts\n", + "eT4MidB/MeULLV9Y5X711Vdi1p4l99AZpiXmhx9+KFWqVJE6derow/H/66+/FnJPC83QjsG61ldc\n", + "cYWMGTNGH7Bnzx5RY/EyadIkee+99+L+OZPwLWBMhZkwYYLgxOFhj/EbTH2hRJYAuA8ZMkSgLKZN\n", + "myYZMmTQ3XZ4k8V0pe+//16P+w4dOlR3n0a2NImVOlpdmzdvFigEdN3/888/unsftST3yJ1r9Dq8\n", + "+OKL+pqGYkAr+KabbtIZkntkuMPWAVMYzad79+5y9913a+WLHOOeeyoM0eIyKqbBYJqLeku1lCGQ\n", + "tqKLy4o4vNCeVtBbt261qlatqqdqYJoSpiIZwdQwZUxhlSxZ0mrUqJGluqHNLv6GQEDNuYbHE7dP\n", + "06ZN9ZHkHgLANEZRtiNW27ZtLdUi059nnnnGOn36NLmnkWdaDnvjjTfcrKDj/XpPAYTIvLs4K1WM\n", + "hcGKER9K9Aioeb+ilLNXhmgZY/yXY79eaMISQO5hwegzERhx4jmC4RRPIXdPItHZjlfuSaOAo3MZ\n", + "MBcSIAESIAESCI1Awo8Bh4aBsUiABEiABEggugSogKPLm7mRAAmQAAmQgCZABcwLgQRIgARIgARi\n", + "QIAKOAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYE\n", + "qIBjAJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgARIgARIgARiQIAK\n", + "OAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYEqIBj\n", + "AJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgAQSiMCAAQPk3Llzukbl\n", + "ypWTVatWJVDtWBUSSCwCKZaSxKoSa0MCyUng4sWLkilTJjl9+rRky5ZN9uzZI4ULF5bMmTMnJxDW\n", + "mgQcToAtYIefIBaPBEIl0KZNGx21evXqcujQIXn44Ydly5Yt8tdff0n79u2lW7duUrBgQbn99tt1\n", + "+E033SSlS5eWYcOG2VksXrxYcHy+fPmkZcuWOh17J/+QAAmElQAVcFhxMjESiB2BsWPH6syhRKFo\n", + "oXzPnDmjP5MmTZLLL79cfv/9d9m/f7/UrVtX/vOf/8g333wjr7zyipw9e1YOHjwod911l/Tt21fW\n", + "rVsnefPmlUGDBsWuQsyZBBKcQKYErx+rRwJJQyB37ty6rmi9pqSkuNU7e/bs8swzz+iwm2++WTZu\n", + "3Cj4hRQqVEj+/PNPrZyrVKkizZs31+EvvPCCVshDhw7V2/wiARIILwEq4PDyZGok4EgCJUqUsMuV\n", + "I0cOufLKK+3tLFmyCMaPd+3apburK1WqZO/Dn927d0vJkiXdwrhBAiSQfgJUwOlnyBRIwPEEMmbM\n", + "GLSMtWvXlvr168vcuXPtuDDkKl68uL3NPyRAAuEjwDHg8LFkSiQQUwJQslmzZpVjx46lqRy33HKL\n", + "LF++XFauXKmP//jjj7XB1qVLl9KUHg8iARIITIAt4MB8uJcE4opAo0aNpFSpUvLHH3+kutwYJ37t\n", + "tdfkxhtv1F3O2B49erSE0npOdWY8gARIQDgPmBcBCSQYgZMnT0rOnDnTXCuMBx89elRbUqc5ER5I\n", + "AiQQlAAVcFBEjEACJEACJEAC4SfAMeDwM2WKJEACJEACJBCUABVwUESMQAIkQAIkQALhJ0AFHH6m\n", + "TJEESIAESIAEghKgAg6KiBFIgARIgARIIPwEqIDDz5QpkgAJkAAJkEBQAlTAQRExAgmQAAmQAAmE\n", + "nwAVcPiZMkUSIAESIAESCEqACjgoIkYgARIgARIggfAToAIOP1OmSAIkQAIkQAJBCVABB0XECCRA\n", + "AiRAAiQQfgJUwOFnyhRJgARIgARIICgBKuCgiBiBBEiABEiABMJPgAo4/EyZIgmQAAmQAAkEJUAF\n", + "HBQRI5AACZAACZBA+AlQAYefKVMkARIgARIggaAEqICDImIEEiABEiABEgg/gf8Hvwifz+dQsDMA\n", + "AAAASUVORK5CYII=\n" + ] }, "metadata": {}, "output_type": "display_data" @@ -743,7 +1146,376 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\n1qfcFQAAAABJRU5ErkJggg==\n" + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", + "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", + "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", + "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", + "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", + "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", + "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", + "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", + "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", + "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", + "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", + "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", + "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", + "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", + "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", + "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", + "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", + "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", + "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae2dB5gUxdb3z+6Sc85ZycgCigJK\n", + "EEVFED5QgqCAIvIiVxCUcAV8QUTkiqCgqCBeMSEIoggi8EpWREVRkKTknNPC7gK7+/W/sZuZ2ZnZ\n", + "meme7umZfz3P7HRXPPWr2j5T1VV14jIUJ3QkQAIkQAIkQAKWEoi3tDQWRgIkQAIkQAIkoBKgAmZH\n", + "IAESIAESIAEbCFAB2wCdRZIACZAACZAAFTD7AAmQAAmQAAnYQIAK2AboLJIESIAESIAEqIDZB0iA\n", + "BEiABEjABgJUwDZAZ5EkQAIkQAIkQAXMPkACJEACJEACNhCgArYBOoskARIgARIgASpg9gESIAES\n", + "IAESsIEAFbAN0FkkCZAACZAACVABsw+QAAmQAAmQgA0EqIBtgM4iSYAESIAESIAKmH2ABEiABEiA\n", + "BGwgQAVsA3QWSQIkQAIkQAJUwOwDJEACJEACJGADASpgG6CzSBIgARIgARKgAmYfIAESIAESIAEb\n", + "CFAB2wCdRZIACZAACZAAFTD7AAmQAAmQAAnYQIAK2AboLJIESIAESIAEqIDZB0iABEiABEjABgJU\n", + "wDZAZ5EkQAIkQAIkQAXMPkACJEACJEACNhCgArYBOoskARIgARIgASpg9gESIAESIAESsIEAFbAN\n", + "0FkkCZAACZAACVABsw+QAAmQAAmQgA0EqIBtgM4iSYAESIAESIAKmH2ABEiABEiABGwgkM2GMk0t\n", + "Mj09XVJTU03N06mZZWRkSFxcnFPFd6zc5G5f05E92dtH4FrJ2bJlk+zZs4ckhuMV8JEjR2TNmjVS\n", + "qlSpkAC4JkpJSZFcuXK5ejnmGj9E4OLjnTmp4WT2aWlp6g8fJ7KHArt8+bLkzJnTMX3dVVCwB3cn\n", + "/vAE94SEBPXjWicnXKPf4JkD+Z3ozHzenDx5Ujp16hQSBscrYNS6bt26Urt27ZAAuCY6f/68FChQ\n", + "wNXLMdd4EOGfAr/GnOiczP7KlSuqEnDiwwgP0YsXL0r+/Pmd2G3UHw8YfThRAV+6dEkdOYU6erKz\n", + "wdBv8MxxouzgZubz5osvvgi5KZw5XAq5ukxIAiRAAiRAApFBgAo4MtqBUpAACZAACcQYASrgGGtw\n", + "VpcESIAESCAyCFABR0Y7UAoSIAESIIEYI0AFHGMNzuqSAAmQAAlEBgEq4MhoB0pBAiRAAiQQYwSo\n", + "gGOswVldEiABEiCByCBABRwZ7UApSIAESIAEYowAFXCMNTirSwIkQAIkEBkEqIAjox0oBQmQAAmQ\n", + "QIwRsEQBP//887J48eJMaHEWat++faVZs2YyevRoPXzZsmVy//33y9133y3bt2/X/XlBAiRAAiRA\n", + "AtFCIKwKOCkpSXr06CEffPCB4PBrTzdp0iSpWbOmfPfdd7Jjxw5Zvny5XLhwQUaMGCGffvqpvPba\n", + "a/Lkk096JuM9CZAACZAACTieQFhP7j99+rR069ZNKlSo4BXU2rVrZcaMGeqB3rAmsXLlSilUqJDU\n", + "r19f/cb1uXPn1APXc+TIoeaxdOlSt9F00aJF5YEHHpDk5GSvZQTj+fbbb6tKH6PvPHnySOHChWXk\n", + "yJF6Fjh8HKYPYTEp0izf4HB0GGNwokEAAIZBAzPaUG8sCy/QL2AMINL6RCAINGtITmV/9epV1ShA\n", + "IHWNtDiYAcT/LergNKdZQ3Ki7GBt5vMGbRiqC6sChuLFZ926dV7lO3jwoBQpUkQNg7KDWSdXPwRA\n", + "CcO/TJkyajwoxuLFi6vX+JMvXz7TTHrBIsyJEydU6zAVK1aU3Llzq+VoSu3rr7+WLl26SOfOneWj\n", + "jz7SZYikC03WSJIpEFmgwJwqOx5GTpUfsuOHg1PZ4+HnVHOEkNup7DWl49R+Y+b/K/IK1YVVAWcl\n", + "VMGCBQXT1BhRwiRaiRIlRPPT0uKXebFixbRbadq0qfrRPA4dOiRnz54VbYSs+Yfy/cgjj8iAAQNU\n", + "245Qsp4Oo3SMgGfPnm1KeZ75G7l3ujlCmFE0ow2NMAw1Lf4BnfwgdTJ7tJlTzRFi9AjZnWjSDwrY\n", + "yeYIzezzRhRwWN8BZ/VAw1Tzhg0b1Gjr16/X7fpu2rRJnU7F9DMaOlIezADtVHu7WbUFw0mABEiA\n", + "BKwlYMsIuEaNGuq09JAhQ2TgwIHy1ltvqe9cX3rpJXUqr3v37tK2bVs5fvy4TJgwwVIiGG2XL1/e\n", + "Z5lYmX3TTTf5DGcACZAACZAACQRCwBIFDMXq6ly3Fs2fP19dfKO9b0W8fv36Se/evdXRJqb2rHSY\n", + "Dsd7Zl8O75+1d9CbN29WF1BgJE9HAiRAAiRAAsEQsEQBZyWQq/LV4to57YyFYKVKlZKSJUtq4nj9\n", + "/vzzz9V32FTAXvHQkwRIgARIwA8Ba4eXfgSJlKCqVavKo48+qq66Pn/+fKSIRTlIgARIgASijAAV\n", + "sEeDtm/fXrZt26auasU+PToSIAESIAESCAcBKmAPqhMnTpSjR496+Hq/xb7hAgUKeA+kLwmQAAmQ\n", + "AAn4IRAR74D9yBfRQVjFTUcCJEACJEACoRDgCDgUakxDAiRAAiRAAgYJcATsAfCWW26RvHnzevj6\n", + "vsWZojAmgUM67rjjjqDS+s6VISRAAiRAAtFOgCNgjxaeN2+e3HjjjR6+vm9h5WnMmDGq0Yk5c+b4\n", + "jsgQEiABEiABEnAhQAXsAiOUSyzEwjGad911l2OtsoRSb6YhARIgARIwRoBT0Mb46alhwrB69er6\n", + "PS9IgARIgARIwB8BKmB/dIII69WrVxCxGZUESIAESCDWCXAK2qMH4CSsP/74w8OXtyRAAiRAAiRg\n", + "LgEqYA+eWNUMI+V0JEACJEACJBBOAlTAHnRhBKJNmzaqEt6yZYtHqO/bffv2yenTp31HYAgJkAAJ\n", + "kAAJuBCgAnaBgUvs6V24cKG0aNFCXdmMEXEgDqdiwbQiHQmQAAmQAAkEQoAK2INS+fLlpUGDBrJo\n", + "0SJJT09XPx5RfN7++eefsmnTJrfwq1evyrJly2Tjxo1u/rwhARIgARKIbQJcBW1S+zdp0kRmz54t\n", + "OXPmlHr16um5Jicny/Dhw2X79u1y6dIl3Z8XJEACJEACsU2ACthH+3/yySc+Qrx7P/PMM4KPp8NB\n", + "Hd9++61gZE1HAiRAAiRAAhoBTkFrJDy++/bt6+Fj7BZnRdORAAmQAAmQgEaAClgjEcbvEiVKCM6M\n", + "piMBEiABEiABjQCnoDUSXr4xar3ttttUS0euwR06dJAXXnjB1YvXJEACJEACJBAUASpgH7gqVqwo\n", + "M2fOzBSKbUo//vhjJv9APLBXePLkyfL6668HEp1xSIAESIAEopgAFbCPxt21a5fXkCNHjoS8pQgH\n", + "dXz11VdUwF7J0pMESIAEYosA3wHHVnuztiRAAiRAAhFCgAo4QhqCYpAACZAACcQWASpgC9u7WLFi\n", + "8vDDD1tYIosiARIgARKIVAJUwD5apnr16j6NKxw6dEg+/PBD9bN3714fOWT2xmEcL7/8cuYA+pAA\n", + "CZAACcQcAS7C8tHku3fv9noOdGJiolSpUkU1vIDjJWE7eOLEiT5yoTcJkAAJkAAJeCdABeydi0/f\n", + "WrVqyYIFC9Rw7AVOSkryGddbAKwrnT9/XooWLeotmH4kQAIkQAIxQoBT0BY39Pr166Vly5YWl8ri\n", + "SIAESIAEIo0AFbCPFpkxY4bky5fPR6gx7/3798s777xjLBOmJgESIAEScDQBKmAfzderVy/JlSuX\n", + "j9DQvW+55RZ55JFH5OOPPw49E6YkARIgARJwPAG+A7a4CfPkySNjx44VnKhFRwIkQAIkELsEqIBt\n", + "aPtChQoJPnQkQAIkQAKxS4BT0D7aftSoUdK1a1fJyMjwEYPeJEACJEACJBA6ASpgH+zuuOMOmTNn\n", + "jly+fNlHDGPe27ZtkxEjRgisK9GRAAmQAAnEHgHHT0FjhHr16lXB/lqjLi0tTc+nSZMmanbINz7e\n", + "++8UxHdNE0z5UOw//fST7Ny5U5o1axZMUq9xtZG6GRy8FhBmz1A5hlmsgLIHe8ifnp4eUPxIiqTJ\n", + "7tR+A5aQHba7nebQZ5woNzjzeXO9t2ksrvsEfuV4BYyqQkH6UpKBoxD1n0HLB9/58+f3mzf+efDR\n", + "0gRTVp06daRjx46yYsWKkNJ7lqU9/EORxTMvO+5D5WiHrJ5lag9SJ7LHw8Pp7MEddXCa07g7td/g\n", + "meNE2dFPNPZ29xnHK2ANZEJCgmGW6ExaPnnz5lVPrPKXKeK7pvEX11tY8eLFpVKlSnqZ3uIE44eH\n", + "qSZ/MOkiIa4RjnbLrz2InMjeybKj3fHjB9ydqICNPj/s7PfoN3zeXGsBI33P8QrYzk6Isjds2KBu\n", + "K0Ij9OzZU2BwIVD30EMPCT50JEACJEACsUeACthAmz/wwANy9uxZOXHihCxZskRKliwpffr0MZAj\n", + "k5IACZAACcQKASpgAy3dsGFDwQeuc+fOBnJiUhIgARIggVgj4H15b6xR8FLf1NRUadCggb4q2ksU\n", + "epEACZAACZBAyASogH2gwwKD3377TV5++WWZMmWKj1jGvGfNmiVPPPGEsUyYmgRIgARIwJEEOAXt\n", + "o9lgiGHkyJHq+91w7ZFMSUmRCxcu+JCA3iRAAiRAAtFMgArYT+vCaIKn++yzz1RLRosWLfIM4j0J\n", + "kAAJkAAJBEyAU9ABo7oWEVPT2ANnhsNBH6tXrzYjK+ZBAiRAAiTgMAJUwDY2WLdu3WT79u02SsCi\n", + "SYAESIAE7CJABWwX+X/KpVlCmxuAxZMACZCATQT4DjhI8C1btpSaNWsGmcp/dFhGwpF6OB+ajgRI\n", + "gARIIDYIcAQcZDvjtKt69eoFmcp/9NmzZ8v777/vPxJDSYAESIAEoooAFXAENCfOkYZVpP79++tm\n", + "vjSxsAcZ/sOGDVNHyZo/v0mABEiABJxNgFPQIbTfkSNHpF+/fmrK3r17C86Ehvvwww9VG7/qjcef\n", + "0qVLy4svvujhe+22a9eukjNnTq9hxYoVk6SkJBk1apQMGTJEcE9HAiRAAiTgfAJUwCG0Yb58+aRD\n", + "hw6yYMECWblypaqABw8eLOvWrfOaGxTo+PHjfSpgvFP29V4ZK6Xh3nrrLUeaXPMKhJ4kQAIkQAJC\n", + "BRxCJ8D+XZgexEj44sWLag6NGjUSfLy548ePqwrYW1igfocOHQo0KuORAAmQAAk4gAAVsIFGGj58\n", + "uIHUTEoCJEACJBDLBKiAHdT6Z86cEVhp0lzevHkFo3HN4cxqLOhKSEjQvPhNAiRAAiQQoQS4CjpC\n", + "G8abWJj2rly5sv75z3/+4xbtk08+kdGjR7v58YYESIAESCAyCXAEbFG74AzpP//8U13FjL3EobiF\n", + "Cxf6TbZ37165dOmS3zgMJAESIAESiAwCHAEbaIdp06bJxIkTs8wBq6Yxcr3zzjulefPmWcZnBBIg\n", + "ARIggegnQAVsoI2PHj0qhw8fzjKHPHnyyI4dO2Tp0qVu73CzTMgIJEACJEACUUuAU9BR1LT33HNP\n", + "ppO0oqh6rAoJkAAJRBUBKuAoas4mTZpItmzXmvSvv/5yO18a/mPHjnWr7dtvvy379++XunXrysMP\n", + "P+wWxhsSIAESIIHwEqACNsD3/vvvF2z9iUSHRV/4aM712tVv37598s0331ABa1D4TQIkQAIWEaAC\n", + "NgDa18lXBrI0LWm1atXklVde8ZvfU089pZpAfPrpp/3GYyAJkAAJkID5BLgIy3ymPnOMj48XLNyC\n", + "YYVIcQ0aNJA5c+ZEijiUgwRIgARihgAVsIVNXadOHXnhhRckq/28Fook2CJVo0YNK4tkWSRAAiRA\n", + "AgoBKmAD3WDbtm2yefPmgHPAEZG33357wPEZkQRIgARIIHoJUAEbaNvZs2fLe++9p+7tTUtLM5CT\n", + "vUmvXr0qjRs3Nmyxyd5asHQSIAEScBYBKmAD7VW4cGGZMmWK5MqVSyZPnmwgJ3uTYmSOE7rWrl1r\n", + "ryAsnQRIgARiiAAVsIHGHjRokCQnJ6sfXDvVwYJSYmKiU8Wn3CRAAiTgSAJUwAabDaNffIIxAXjh\n", + "wgXZuXOnwZLNTV6kSBG58cYbzc2UuZEACZAACfgkQAXsE014AipWrCiw4/vkk0+Gp4AQc7333nvV\n", + "6fQQkzMZCZAACZBAkASogIME5iv6G2+8IStWrPAVrPtDAY8fP16w8ImOBEiABEggdglQAZvU9t9/\n", + "/73s2rXLpNzsy2bevHlSoEABRy8qs48eSyYBEiCBwAlQAQfOKiZi4nzrxx9/XA4cOBAT9WUlSYAE\n", + "SMAuAmE9C/ry5cuCc4ZxYEXLli1l9OjRbvV87LHH1DDNE+8hx4wZo07RaqdFlSpVShYsWKBF4XeY\n", + "CcB2MUbASUlJYS6J2ZMACZBAbBMIqwKeNGmS1KxZU958803p0aOHLF++XFq1aqUTnz59uqSnp6tW\n", + "ezDyggKGW7x4sSxatEg9JhFbZJzgUC/UNRoc7ApHqpWnaODLOpAACZAACIRVAeNghxkzZkj27Nml\n", + "U6dOsnLlSjcFDH+4adOmCSwLwZ4tFPLp06dVJYzrLl26qHG0P7BhiwVPmqtVq5b8+9//lvPnz2te\n", + "IX+npKSEnFaTMxA5oNw2btyobvvp1q2bPPfccyGXqyUEKzgYfDDqYB8YLpC6GC1LS2+EvZaHXd84\n", + "BQ0/FM1gb3UdYKYyNTXVzXSl1TIYKQ+LGbEF0Ck/1F3rihlCyB7MFkbX9HZeo9/gmeNE2cHNzOeN\n", + "kVMQw6qADx48KNhfCodTo06ePKleu/6B8K+//rps2LBB9T527JgUL15c/WzZskXatGnjtrq4ffv2\n", + "Ags+msNBGNq0qeZn5BvTr+F27dq1U0+dwoKnHTt2qFO+RssER/xTZMtmXpPiAZEjRw6jogWc3gr2\n", + "AQsTRET8oILydeLDCA9RyJ4/f/4gahw5UdFH8UPeiQr40qVLquzaQCRyqGYtCfoNnjlOlF2rnVnP\n", + "GyP/98aHS1ptvHwXLFhQf5d48eJFKVGiRKZYMAbfrFkzVUEjsHTp0rJ69Wpp3bq1DBkyRHBoxeHD\n", + "h/V0ZcqUkdtuu03/VK1aVQ9zygUa7JZbbpHKlStHtMiYVn///fcjWkYKRwIkQAJOJRBWBVy/fn19\n", + "ZLt+/XrRpjZdYUEBd+zYUffas2eP+r4YHvh1i8VAJUuW1MMj9eLIkSNy7ty5SBUvJLluuOEGOXPm\n", + "TEhpmYgESIAESMA/gbAqYIxgMYLCAitMteI9MBzsz2rT0VghDTu5msOosGjRovLQQw9Jw4YNZdiw\n", + "YY6Y2hs4cKDMnTtXq0ZUfDtxWi8qwLMSJEACMUHAvBeGXnCVK1dO5s+frxoryJ07tx5j+/bt+vWq\n", + "Vav0a+0CloXwkhzvM818p6nlz28SIAESIAESsJtAWBWwVjlX5av5ZfUNAwdOc2fPnnUTGYtzfv75\n", + "Z9UPi9Ew8neSg6lFIwsMnFRXykoCJEACVhOwRAFbXSk7ysP77qNHj7oVjQVkffr0Uc99xopwLERz\n", + "koPRCDoSIAESIIHwEKACNokr9iJ7Oox6//zzTzl+/LiUL1/eM5j3JEACJEACMUwgrIuwYpirW9Wx\n", + "/QqjYSc6HJKCbWF0JEACJEAC5hKgAjaXp8/crDzQwqcQIQRgkdzOnTtDSMkkJEACJEAC/ghQAfuj\n", + "wzASIAESIAESCBMBKuAwgWW2JEACJEACJOCPABWwPzomhWF7Utu2bTPlhlXGOA8a27QmTpyYKTwS\n", + "PJo3by7VqlWLBFEoAwmQAAlEFQEqYAuaE0dqLlmyRAYMGKBaftKKfOSRR9Rzrvv16+d23rUWHgnf\n", + "/fv3FyhhzeEM671792q3/CYBEiABEgiRABVwiOCCSQbrTq+++qpq9WjXrl1uSXHOdb58+dz8IvkG\n", + "R4hG25nXkcybspEACUQvAe4DtqBtcaby4MGDLSiJRZAACZAACTiFAEfATmkpykkCJEACJBBVBKiA\n", + "o6o5w1+ZqVOnSsWKFcNfEEsgARIggSgnwCloCxsYxhnwDrV06dKZSl23bp08//zzmfw1D7wnxnGX\n", + "dpsIfOCBBzSR+E0CJEACJGCAABWwAXjBJt2yZYt07NhR9uzZ45YUfqmpqZKWlubm73ozatQoefLJ\n", + "J6VYsWKu3rZdv/vuu7Jw4UK9/CZNmsiIESP0+6SkJOnSpYt+jx8Pd9xxh37PCxIgARKIdQJUwBb3\n", + "gIyMDNU6kqud43r16gk+/tykSZP8BVsehu1I+fPn18v1NDaBoze7d++uhk+fPl02bNhABazT4gUJ\n", + "kAAJiFABW9gLChYsqO73bdmypaxZs8bCks0v6uabbxZ8fDko4G7duqnBmLamXWFfpOhPAiQQqwSo\n", + "gC1s+SpVqsipU6fk0KFDFpZqf1GuI2X7paEEJEACJBAZBLgK2uJ2gDKqUaOGxaWyOBIgARIggUgj\n", + "wBFwpLWIH3lOnDgh6enpXmNgARfeL5cqVUri4/m7yiskepIACZBABBGgAo6gxvAnStmyZSUxMdFn\n", + "FChfKOGRI0fKiy++6DOeHQFYMV2uXDlp06aNHcWzTBIgARKISAIcKlncLLt37w7J8hEMIMCog69P\n", + "SkqKuo8Y238izf3000+ybNky+fnnnwV7oelIgARIgAREqIAt7gUHDx6Ujz76yOJS7S2ubt26snTp\n", + "UnniiSdk48aN9grD0kmABEggQghQAVvcEDjJav/+/fLWW29ZXPL14tI//Pj6jQVXAwcOlO3bt8vv\n", + "v/8ujRo1sqBEFkECJEACkU+ACtjiNsIBFoMGDZIdO3ZYXPL14tLfn3X9hlckQAIkQAK2EOAiLIux\n", + "586dW1544QWLS2VxJEACJEACkUaACjjSWsSAPJjeXrJkiRw7dixTLq12/C25L19bANVs915ZU7eB\n", + "GudSjuxyplsXS+wVJycnS/bs2cX1GM5MgtKDBEiABGKEABVwFDV0jx49vFpaQhXzly4jCVeuqrWN\n", + "P31Gct7ZXL0+cvSozJo1yxIF3KFDB+nVq5d07dpVLZt/SIAESCCWCVABR1HrV65cWZ566qksa3T1\n", + "9y3y/96YrMbDmdT/ffrpLNMwAgmQAAmQgLkEuAjLXJ4B5bZo0SJp2rRpQHGjLdLy5cujrUqsDwmQ\n", + "AAmERIAKOCRsxhPhPe2HH34oW7duNZ5ZkDkkvDYhyBTmRMcUeb58+czJjLmQAAmQgMMJUAHb0IC1\n", + "atWSOnXqyPz58wUHc1jt4m6+tgDL6nJhnvCNN96wuliWRwIkQAIRSYDvgG1oFpgl/OKLL2wo2XeR\n", + "MPJgpRGHOXPmSKtWraRIkSK+hWIICZAACUQxAY6Ao7hxA6kazCNu3rxZEhISBFPEVrlhw4bJgQMH\n", + "rCqO5ZAACZBAxBGgAo64JrFWoPr16wsMOMycOVNOnjxpbeEsjQRIgARimAAVsI2Nj/ORV65caaME\n", + "14rOkyeP4IQuOhIgARIgAesIOP4dMOzgXr16VTXTZxSbWfkEKsd3332nKuDbb7890CRZxoO5wlAc\n", + "6o73wKGmD7bM8uXLq0m08qxmH6y8WcWHLWZ8nObM/P+xq+5ONXGJPg+HNnCq0/5/nSa/mc8bPDdD\n", + "dY5XwKg43l/iiEOjzqx8ApUD5WHhkxmy4+GPf+RQj3mELDjK0gxZAqk/DgDR3L59+9TjM2+99VbN\n", + "y1Hf+GdGO1q5iM0sQOgzVvd7s2RHPlC+6PPou05zmuxW/c+ZyQdKB88cJ8oODmb2eSN9z/EKGJXX\n", + "PkY7mFn5BCqHVh6+jTotD+072PzMlCXYsrEda9SoUXLp0qVgk0ZU/FDZ21kJKGCt7e2Uw0jZTpVf\n", + "k9uJ/cbJsqOvafIb6XdaWiPtx3fAGkUbvgsWLCilSpWyoWTvRWJP8gcffKB+9uzZ4z1SGHwfffRR\n", + "9TVCGLJmliRAAiQQsQQcPwKOWLIBCAajBJFimCAxMVFuvPFG+fLLLwWLw7Zs2SITJ04MoBaMQgIk\n", + "QAIkEAqBgBXwzz//LL179/ZbBh7Y99xzj984DIxMAjidSzscBPaKsTXJKodV2Fn1LatkYTkkQAIk\n", + "YBWBgBVwtWrV5O233/YrV40aNfyGM5AEvBHA+dATJthzPrU3eehHAiRAAlYQCFgB431lVttlUlJS\n", + "rJCZZZAACZAACZCA4wmEtAgL+1ebNWsmN910k2pUoGbNmlKyZElZvHix44FYWYFPPvlEHn/8cTly\n", + "5Igj95BayYplkQAJkEC0EQhJAffr10991wsFDAs3uK9UqZJ06NAh2viEtT6YeoVRggoVKsjo0aPD\n", + "WlYkZ479hFj4RUcCJEACsUQgaAWMfYPnzp2TESNGyL333quenDRgwAC566675Ntvv40ldobr2r59\n", + "e7l48aKsWLFC7rzzTsP5mZUBNqnPmzdP7r77blm1apVZ2frM59SpU9K4cWMZO3as+lm3bp3PuAwg\n", + "ARIggWghELQCxqbjvHnzqkoYW1e0hyXMyu3fvz9auFhaj6ZNm0rLli0tLdNfYf/zP/8jr7/+unqy\n", + "1saNG/1FNSWsaNGiMnDgQDl+/Lj6wY8SOhIgARKIdgIBL8JyBYEHdN26dWX37t2yd+9e6dKlizqK\n", + "+/HHH12j8dqhBPA+v2PHjpa908eIG1PwBQoUcCgxik0CJEACwRMIegSMIoYOHSqLFi1Sz2DFgiy8\n", + "C/7666/lhhtuCF4CpiABEiABEiCBGCQQkgLGoQk7duyQ1NRUqVixoowcOVIaNWoUg/jMqfLff/+t\n", + "8jQnN+fngpmV2bNnO78irAEJkAAJ+CEQkgLGaVczZswQmJR7+umn5ddff/VTBIOyIvDhhx/KpEmT\n", + "5PDhw3L+/Hm36LC0A/8zZ864+UfzzdatW2XatGnRXEXWjQRIgAQkJAWMd77Lli2TTZs2qVto+vTp\n", + "I1iQhXu64AmULVtWPvroI/UsZqwEdnXYnoMzmosXLy4XLlxwDbLk2o4yLakYCyEBEiABmwmEpIA1\n", + "mWGMGTYtYRsyR44cjrSHqtXFzu++ffuqpvhgju/VV191E6VOnTpqGFafY8rfSleuXDl56aWXBAeG\n", + "0JEACZAACZhLIKRV0DBZN3PmTNm5c6d0795dMIWKhVh04SOAQzuM2J0MRbIxY8bItm3bLLfTW6hQ\n", + "IeG54qG0GNOQAAk4iUBICviHH36QwYMHS9u2bSV79uxOqq9jZY2ld8B33HGH4AOHd+Ce+8txcli2\n", + "bNe77okTJ9ym5/FjpUSJEnpb46Stffv26fe4wPoF17578uRJt/fv4cjDTQDekAAJxDyB60+xIFBM\n", + "nz49iNiM6nQChQ8elgzl9LM4xSCH1e7YsWPSsGFDt2JxOAiOPtXcuHHj1Hfo2n2nTp3knXfe0W7V\n", + "wz0884B5zSpVquhxXn75ZZk1a5Z+/+CDD4prP4eC9sxjw4YN6vt5LdH48eMFs0Oaw9Gs7733nnbL\n", + "bxIgARJwIxCnHC2Z4ebj4wYPG7yrxEKr5s2bqwYEPKNOmTJF7rvvPk/vsN4fOnRIzp49K7Vr1zZc\n", + "DlYgO/UwCIzy0JSuI0PDQJQMOnfuLCNOn5e6EydIXL1EM7L0moeT2WMdRHx8vOBAEac5rN/AyWP5\n", + "8+d3muiqvFiHgpkMq1/PmAELaz4gu+tMjBn5WpEH+g2eOU6UHXzMfN7AjjoOLgrFBTwChsH2//73\n", + "v2oZU6dOVRdfeRboOqLwDOO9MQKYZsWPDc0VLlxY3YOt3WOqdvPmzQLLVDgqlI4ESIAESCCyCQSs\n", + "gPELuX79+mpt3njjDXWk265dO8mZM2dk1zBKpOvfv79g2lRzbdq0kTfffFO7Vc/mhkGMp556SjAV\n", + "atRlbPlTMnbtlpsPHZHk3fvk/0b+r5wrUliyZc8mrcePk5wu71iNlhWt6bV3z/xhGq0tzHqRgDEC\n", + "AStg12K0gzigFLAn+LHHHpMGDRq4RuG1yQTmzp3rN0cYNMChKJjWMsUpFopkz165r0ZNybFnv5w9\n", + "cEDSTp+SDcr71xsf6S51qICzxAwrT5iRsHr7WJaCMQIJkEBEEAhpHzAP4oiItgurEHHNm0n8M09L\n", + "4szpUq1LJ7l31vvS5Ye18nnpEpKmjITpsiaA2SG8GsCPI6zc9nQw94gwfD7//HPPYN6TAAlEOYGQ\n", + "RsAaEx7EoZGIjG/YFMbiCLrIIFBQWTWO9/aYlcAiLU+HVdcYHQ8fPlwOKDMMdCRAArFFICQFjK0W\n", + "PIgj8joKVqebvQoatYz/f+1EypZxq3D6/AX6ffyDHfRrXGQoSifjJ+V9tbK+Pq56NYmrXcstPJZu\n", + "SpUq5bO6OIIUDu/ycZIcHQmQQGwRCEkBr1mzhgdxxFA/wXS0p0ufet1YgqcClr93SfrnXyhbQ5RR\n", + "X4umMa2APbl5u3c9NMRbOP1IgASik0BIChg2gDFt5tQ9YNHZlNdq9ddff7mtlsa+ZpxY5uqwby0l\n", + "JUX3grGHW2+9Vb/nBQmQAAmQQPgJhKSAcUg/9pxWq1Yt/BKyhKAI4HxuV+MJWPzjqYDnz5+vHl6i\n", + "ZfzEE09ol36/0z+ZLa+dOCt5WrSS1AsXlfllRI+TA8XKyKn8+dT7nJeVRUeK1aZ8ioLHCS+Xv1wo\n", + "J0ePlcKt7paSzw2SuDq1/ZbBQBIgARKIFQIhKeCSJUvKQw89pJrIg5k8zcGm7b333qvd8tsGAtgf\n", + "jI8/56qg/cXLFFaqpFRrfZ9cVkwkpu25frbypVIl5HKhwqrCzbh6WVKPJkguxX5xhqKcL+fNI1tT\n", + "U6TA+XNSMl/eTFnSQ9QjMMuUKSOtWrUiDhIggRgiEJICHjlypAwdOjQTJo6IMyGJKo/4u1rKTcoH\n", + "7qoyCtZc7VXLtUv1O2P1Gkl79z31HXCc8g74mx9/EJyk1srl/Ga3BDF+gzUVOEqVCjjGOwKrH3ME\n", + "QlLAzz//vBw9ejQTLNiy5UMkExZ6kAAJkAAJkEAmAiEpYNiJxR5gOHxv2bJFcFLTLbfckqkAekQ2\n", + "gb1798qiRYvkX//6V1CCJrz4gu/4yraj+P95UglXJqErlBdRRsB0JEACJEAC7gRCUsC33XabWy44\n", + "g/jgwYOC1dF4N0znHAKwtTtjxoygFXBcs6Y+KxlXrJjENbtmz9dnJAboBBo1aiTanmB4HjlyRDWh\n", + "qEXAOeyu50nD6tUff/yhBavfVatWlTx58uh+mKGCKUfNeeYB/99//109uCU5OVk14IHV8K6GPALN\n", + "QysD3555QAbX2TLYWb7hhhtck6hyuHqYkQfKQFma85QD9UQ5rg5MXY3DeeZx/PhxNytwRvMAdxzW\n", + "guNKXR0WuLoeqIO2d7VW5SkH2h3t7+qyygPGXQ4fPqwnCSSPypUru1mLQx74aM5bHhic4Ux0zXnm\n", + "ATOfrkZmcufOnWlxbzjyKFKkiFtdNPks/1Y6nGGndJYMxQZrhmL71HBewWagKP4MpYGCTeY1/rlz\n", + "57z6O8FTOfIwQzGLF7Soq1evzlBWSmcoo+Cg0waa4PHHH8+YOHGi3+hOZq/MAmWAv1nulVdeyahY\n", + "saL+efTRR92yRnmu4bhWbCS7xfnPf/7jFqd79+5u4egrSIe2L1++vHqtGPtwi4M2Qxzt8/DDD7uF\n", + "Kw9WPUyLo5gtdYujLMx0i9O1a1e3cNxoabXv9evXu8WZPHmyWxzFRKYerpwkloHnj2If2i3O999/\n", + "r8fBhWJAxi1cGSi4heNGUXRucdatW+cWR7EC5xaumKBzC8eNorTd4ijv993ivPXWW3o4uLdv394t\n", + "HDeKMtXjVFT4r1q1yi3O22+/7RbuLY/q1au7xVmxYoVbHoq9bLfwBx54wC0cN8oPA7c4ygBLj4O2\n", + "nzZtmlu4svhTD9culLUNbnGWL1+uBanf0BkVXfrY/fff7xaOmzp16rjFWbp0qVuc999/3y1cMYnr\n", + "Fo6bunXrusWZN29epjiheii7SkJNmhGwPWDXXwZ4z6v9ulZKFhw6jz3Bv/zyi7oy2jVuuK9pD/ga\n", + "YfzKRFsEexIW+PXr109Kly4t7777bliaq3fv3uoirGeffdZn/mba5/RZSJgCaA84TGADyBavwPDs\n", + "oT3gAGCZGAUjdDxznHoWhJnPG0vsAbu2HczduVp4wbSB8iuFx+m5QnLINaY+Fy5c6BBpKSYJkAAJ\n", + "RA+BzCfEZ1E3jLLq1asnt99+u3p6En6Bwnk7yxZhffv2lWbNmsno0aPVeK5/8P6gcePG+mfx4sVq\n", + "8LJly0SZihBYi9mu7Dmlcz4BvAfctm2b27st59eKNSABEiCB0AkEpYBhMg0HBvz222/qg7Rdu3bS\n", + "s2dP6dChgzz5JFa9ujsczIEFBlictWPHDlHm/90iIJ8mTZqI8o5D/bRu3VouKKcojRgxQj799FN5\n", + "7bXXvObrlglvIp4A9ofPnj1b6tevL1999VXEy0sBSYAESMAKAgErYLzzxZGFykIEufnmmwXz3lg1\n", + "+Oeff6qjVChZZRGHm8xr164VZcGE+p5AWaQlK1eudAuHAobNVGWBhOAMY5hsw4gXD+pChQpJYmKi\n", + "KItz9C1PSIz7ffv26R/XVXhumfMmKAILFiwQZaFOUGkCjTxs2DB1lXyLFi3cXl0Emp7xSIAESCAa\n", + "CQS8DUlZZalOPWvbjJYsWSJQqtryeGxFwiKshg0b6pywNQnLveEKFy4sWHLu6mAnFYsnbrrpJunT\n", + "p48oqz/l9OnTehrEhSJGOoy84aZPny7jxo1Tr/EHylpZ8Sl4qW7UuRooMJqX1em1bQve7M4GIgu4\n", + "Y3uDGRx9lQfj9Ghzb2U4mT0Wo6Afh8reFy8r/PFKCes58O1Ehz6VkJDgyEVYeEUH2fFxmkN/wTPH\n", + "ibKDtZnPG/z/h+oCVsDYs+a6rw4jXmU5vF7u2bNnM+2rwh63pKQkyZUrl1y8eFE8za7hQA/NoRKY\n", + "du7SpYuaRvNHucWUfaWaGzJkiOCjOW0VNKz+mOHMyscMWYLJA/zwTxHsKmitDOzhw75AHMyhLNnX\n", + "vE39hmwoxxdjX/6mChGGzJy+Cho/HLQf0mHAE9YsuQo6rHh9Zu70VdComFnPGyM/QgKegsa08w8/\n", + "/KCeeqVZ08GoFw5Twv/3f/+njkZVj3/+YHSq7AtU75S9fZke7IMHD9anrfGOGCNhnIm7adMmVZlg\n", + "uhkN7W2Bl2s5vDZOAKeYYfYCo2A6EiABEiCB8BMIeASsbHRXVzLj1B64Dz74QFWMn332mTz11FPq\n", + "XlIcuO/qMFIdOHCgKJvP1ZHPSy+9pAbXqFFDlE3uohwwIP/+97/V98CYlsR7ZUxV410kTOhBGUyY\n", + "MME1S16HiQBO0kGb0pEACZAACVhDIOiDODB3jikrbVSKI8/gMHr15TCNjL3CvhxWPntOgWFqCVOW\n", + "Wb1X06agMXI26vAjwKxpCaOyBJve6BS0a3mY0UB+rscfuoaHev1SvQZyU58npH3/pzJl4WT2Tp+C\n", + "xushz/+/TA0UoR6cgranYZw+BW3m88bSgzjwPtfV+VO8Wjx/yhdxvP3zawpey4Pf1hGYOXOm+h4e\n", + "28jMdDXOnpccyo8tOhIgARIgAZGA3wETFgmQAAmQAAmQgHkEAn4HbF6RzCmWCKTP+VwyVqxSq1zv\n", + "1Bn5a9wE+fKNt5TtC/HSeNFXUqxeYizhYF1JgARIQCdABayj4IUrARyQYoaLa9lC4urXU7MqevyE\n", + "nKxRTZLKl5WRI0fK9CuX5foGMzNKYx4kQAIk4BwCVMDOaSvLJFXMzoliIsyU8uKKFxfFRJaaV4FK\n", + "FeS2Lp0kThn1PvGfCZKRI4cpZTATEiABEnAiASpgJ7ZamGX2NBAe5uKYPQmQAAnEJAEuworJZg+s\n", + "0lgNjSNHzXLx/x4qUrOGWdkxHxIgARJwNAEqYEc3X3iFx8lnW7duNa2QuBIlJM6kd8umCcWMSIAE\n", + "SMAmAlTANoFnsSRAAiRAArFNgAo4ttvf1toX/fATW8tn4SRAAiRgJwEuwrKTfoSX3bRpU90MZDhE\n", + "zb96bTiyZZ4kQAIk4AgCVMCOaCZ7hOzVq5c9BbNUEiABEogBAlTAMdDIkVTF9FcnScbuPTL29Hm5\n", + "dPikrCh7bb9xDsVYR5u/t0eSqJSFBEiABMJKgAo4rHidnzksVWXPnl08jXCEWrO4zg9KXHKK1L/7\n", + "Tsk2fKTkG9hfki4kydAXRkmbUDNlOhIgARJwIAEuwnJgo1kpcu/eveWjjz4yrcg45YStuBrVpc6D\n", + "HaVw2bLS6l/95fbej8lfcaYVwYxIgARIwBEEqIAd0UwUkgRIgARIINoIUAFHW4uGoT7JyclhyFUk\n", + "4cOZYcmXmZIACZCAEwhQATuhlWyUsXLlyqaehuValbgKFVxveU0CJEACMUWAi7BiqrmDr+yECRPc\n", + "Ei1YsEBatGghhQsXdvPnDQmQAAmQQHAEOAIOjlfMxx40aJDs378/5jkQAAmQAAkYJUAFbJQg05tG\n", + "IK1Ld9PyYkYkQAIkEOkEqIAjvYViSL6MY8djqLasKgmQQKwT4DvgWO8BQda/dOnS6sEcQSYLKHpG\n", + "erqkpqaqcXH4R3w8fx8GBI6RSIAEHEmACtiRzWaf0OvXr9cLP3DggBw8eFC/L1iwoNSqVUu/xwXi\n", + "x8XFSWJiouRWjpv0dGkt75WCl6/I0qvxcm7tOvk9V341ysVKFaXdnr88o/OeBEiABKKGAIcYUdOU\n", + "1lcEK6JxUpb2mThxopsQ6cqIFmH33XefzJgxwy1Mu0lYsVRyrlshdU8ckoJN75Dbk8/Lufmfyavl\n", + "SmlR+E0CJEACUUmAI+CobFZrKjVgwADBx5fDFPLWrVtVJXzlyhVf0VR/TDnHKfFx5nSOHDn8xmUg\n", + "CZAACUQDASrgaGjFCK9DkyZNpKxy7nNWLq5E8ayiMJwESIAEooYAFXDUNGXkVgTT0IG4hLmfBhKN\n", + "cUiABEggKgjwHXBUNCMrQQIkQAIk4DQCVMBOazHKSwIkQAIkEBUEqICjohkjuxKnT5+WCxcuRLaQ\n", + "lI4ESIAELCZABWwx8FgsbsiQITJ9+vSAqx6vHMZR4dJ1E4gZR49K+sZfJePYsYDyyFDiBuIydv4l\n", + "GUlJgUT1H8esfPyXwlASIIEoI0AFHGUNGg3VyXXqtHQ+dFSvSsaKVZIxeYpkrFyt+/m7SHt2mL9g\n", + "PSx92jsiu3br9yFfvKPscTYjn5AFYEISIAEnEqACdmKrOVBmTkE7sNEoMgmQQFgJcBtSWPEycxDA\n", + "8ZRbtmzxDyM5WdJ/2ajGKbh9pyScOy8bWreVXEkXJe+Zs5JXuT+zc6ecmvu5JCm2iI9WvUGSC1w7\n", + "thKJyijTwJJxrYjGf/8t6wcOUm8uK8dfnqxQ7lqA8rfA8ROST8kPrtbqdXLw+HE5X7yYen+8YgW5\n", + "miunep3VH7d81q6V/SdPSNI/+5hd8ylZsqQ8+OCDWWXHcBIggRgkQAUcg41udZWfffbZrItMThH5\n", + "/to501XOnpPzOXJKyoZfJP/lyxKfkSHZ0tIl9/nzUmDfAblUIJ9sO3pYDhUqqOfbbss2XQGnK+lT\n", + "/5muPp03t3xfpZIer87ho1Ll1Bn1Pk25vnzxoqTmzqXeb7qxspz751pP4OPCPZ8jckX5oZCa59pZ\n", + "11o+KSkpsnjxYipgHwzpTQKxTsDxCjhDeTjjzGF8jDotL6P52JEesjta/sKFREYMV9EV+HuX5FeO\n", + "pYyfPk29z/h0jmQsWSqF27SWuK6d5CbFt5UfyOl33iOdVi7TY/TVr9wv0gcNkWq9HpW4xLpqQCf3\n", + "4IDv0gY+K1V79ZD4+olu+RxXRtdff/21KX0zYGGCjOj0foPq4n8fBj+c5pzM3smyo5+Y+axEXqE6\n", + "xytgVBz/gGlpaaEy0NOZlY+eoYUXWicwg0O4xP7444+lXr16UqdOnUxFuLFHWyqdWq8LflzhBwa+\n", + "A2ln5f9BT5upJBcPJb8MZWQdUJ4uybxdpmcgL/c+qMmgfXtLZ7ef9iCKZBmzYgTZnaiAtT7vRNmd\n", + "8Lzx12809v7iWBHmeAWMzpstWzZTbNQmJCSYko8VDedZBh5C+KcAi0h1c+bMUU0S1q9fP5OIruwz\n", + "SpWUjP/XTuIVAw1wGQ3qSUZCvMTVS5S4f/wyZeDikd67p57WxTvTZXpbZURdvmxAeWZK7OJx5b57\n", + "JL5MacnmIZtqYELpn/iOVIcHkSv7SJXTl1yXlVcUGmdfcSLVHwZKzHp2WV1HTYFFct/2x8TMPm/k\n", + "B1TkPq390WNYVBOIUxZZxT3QRq9jXJ3agk+gLr7nowFFjb/3noDiZRnpnrtVS05ZxmMEEiABEnAh\n", + "wG1ILjB4SQIkQAIkQAJWEaACtoo0y5HExETBthw6EiABEiABEU5BsxdYRmDChAmWlcWCSIAESCDS\n", + "CXAEHOktFIXy7d27V9555x3BAho6EiABEohVAlTAsdryNtb7vHKgxnPPPSfbtimHZ9CRAAmQQIwS\n", + "oAKO0Ya3s9p169aVYsWuHf9opxwsmwRIgATsJEAFbCd9lk0CJEACJBCzBKiAY7bp7a34uHHjpFy5\n", + "60YS7JWGpZMACZCA9QS4Ctp65ixRIdC9e3dyIAESIIGYJsARcEw3PytPAiRAAiRgFwEqYLvIs1wS\n", + "IAESIIGYJkAFHNPNb1/lFy1aJGfPnrVPAJZMAiRAAjYToAK2uQFitfh//etfsm/fvlitPutNAiRA\n", + "AkIFzE5gG4EdO3bIpUuXbCufBZMACZCAnQSogO2kH8Nlwybw0KFDBUqYjgRIgARikQC3IcViq0dA\n", + "nRcsWBABUlAEEiABErCPAEfA9rFnyf8QwNnQeCdMRwIkQAKxRIAKOJZaO0LrmpKSIp999lmESkex\n", + "SIAESCA8BKiAw8OVuZIACZAACZCAXwJUwH7xMJAESIAESIAEwkOAi7DCw5W5BkEgV65c0rVr1yBS\n", + "OCNq9uzZ5cqVK1KlSpUsBZ48ebK0b98+y3iMQAIkED0EqICjpy0dW5MCBQrIm2++6Vj5fQleuHBh\n", + "2bZtW5Z7nceMGSO7du3ylQ39SYAEopQAFXCUNiyrFRkEqlevnqUgRYsWzTIOI5AACUQfAb4Djr42\n", + "ZY1IgARIgAQcQIAjYAc0UrSLmJ6eLmvXrpVz587pVa1Zs6bgtCw6EiABEohWAlTA0dqyDqrX1atX\n", + "5b333pPLly/rUvfs2ZMKWKfBCxIggWgkQAUcja3qsDrlyJFDZs2aJViMRUcCJEACsUKA74BjpaVZ\n", + "TxIgARIggYgiQAUcUc1BYUiABEiABGKFABVwrLS0g+q5b98++fLLLx0kMUUlARIggeAJUAEHz4wp\n", + "wkxg8+bN8tprr4W5FGZPAiRAAvYSoAK2lz9LJwESIAESiFECVMAx2vCsNgmQAAmQgL0EqIDt5c/S\n", + "vRDIly+fVKhQwUsIvUiABEggeghwH3D0tGXU1KRFixaCDx0JkAAJRDMBjoCjuXVZNxIgARIggYgl\n", + "EFYFjKMF+/btK82aNZPRo0dngnD8+HHp16+ftG3bVp5//nn9KMLx48dL48aN1U+HDh0ypaNHbBD4\n", + "4osv5Oabb9Y/3vrCfffdp4cj7pIlS9zgYDuTax7ebO7ef//9bnEWL17slsfChQvdwtu1a+cWjhv4\n", + "uZazaNGiTHHoQQIkQAKuBMI6BT1p0iTBofqw9dqjRw9Zvny5tGrVSi8f4c2bN1eNsUMBf/7559K9\n", + "e3fBAxAPMLwLjIuL0+PzIrYINGrUSF599VW90nny5NGvtYtRo0ZJamqqdiu1a9fWr3Fx2223ueWR\n", + "O3dut3DcjBw5UlJSUnT/WrVq6de4aNiwYZZ5DB8+XK5cuaKn88xDD+AFCZAACfxDIKwKGBZuZsyY\n", + "IdmzZ5dOnTrJypUr3RTwwIEDpXjx4qooeDAeOnRIYBnn9OnTqhLGdZcuXdwa69dff5VffvlF90Pe\n", + "t9xyi6Slpel+oV6gPDPyCbV8I+kgd0ZGhmN/sHhjX7JkScHH1Xm2D5S0p3ONU6JECcHH1bmGwx9K\n", + "2tO5xskqD8RFHgkJCW7ZQCGfPHkyU/lukZQb1N1b/T3jheMefcauss2oD9jHx8c7st/b2e5G2Wt9\n", + "Buyd6DT5zZAd/0OhurAq4IMHD0qRIkVU2QoXLqw+jFwFLV26tHq7atUqmTdvnqxZs0aOHTumKmUo\n", + "5i1btkibNm1kxYoVerK9e/fKd999p9+XLVtWbrrpJklOTtb9Qr3AA9OMfEIt30g6dCg411GYkfys\n", + "Tutk9lACmKnxfBidOHFCqlevrv6g9McT6e2qPx4edpXtj0mgYWCHjxMdXtFBds8fbk6oi/bDDZbM\n", + "nOjM7PMRq4ALFiwoSUlJkitXLrl48aLXkcC3334rmEb85ptvBPHxWb16tdqmrVu3lrlz58rhw4el\n", + "TJkyql/Hjh0FH81h1Hz27Fl1ulrzC/UbSgzT3k50+EdGR8iWLay/qcKGxsns8c8M5ev5IL106ZKq\n", + "mLPqU5jFyZkzpy19T/vhlpWMYWt4gxlDiYGfE19VoX9Adnyc5tBv8MxxouxgbebzxvOHdzBtGdb5\n", + "AxhU37BhgyrP+vXrpW7dum6y4Z3wK6+8IsuWLROMZOH27Nmjvi/GNf65oMA9pyERRkcCJEACJEAC\n", + "TiYQVgU8ZMgQef/99wWrTHfs2KG+BwasGjVqqNPReAd84MABadmypWp8Hcq4cuXKUrRoUXnooYfU\n", + "xS/Dhg3LNLJwMnDKTgIkIJKhvEry5zKUH94Zp075i8IwEgiZQNz+A+qMYcgZmJQwrPOV5cqVk/nz\n", + "56vvVV1Xn27fvl0Vf+vWrV6rMXnyZHVVKqZTnTql6rVi9IwpAvgh+fvvv8dUnQOtbFqvPpJt1XKf\n", + "0TNWrRHZsVPinn3GZxwGkECoBHI885zIYsXimvLqx04XVgWsVcxV+Wp+WX3jvTEdCTiZAN4JY7aH\n", + "jgRIgAS8EbBEAXsrmH4kQALXCfzxxx+yYMGC6x4WXWExCvZRh/IjOVgR8xw9JvH/rJqtpyye3DT1\n", + "TTWLDGUB28UypSUhOUVy/zPtXHTLVsmjHNRzIMe1R1SqsjjzSv7MCySxAA6zZE5chAXu+JHmxFk+\n", + "9Bt8nCR7rpOnJNs/+/0bKLttCm/fIZIjx7VuXKO6LX2ICjjYpwjjk4DJBHBS3KxZs2Tq1Kkm55x1\n", + "dlg5j9WsVjxIu+89IEVSL6tCpZ08LUmvXDtkJVVRQtNvrCSVki7KA4eOquF5UhTlpCjrpJ9+Vu/X\n", + "FS8qvxUplKlCUAJQvk5UwOAOuY2sos0ExCIP9Bt8nCR7+4NHpMLFS9cIXbgk6dPelbh/9u7HT5kk\n", + "yj+BRfSuF2N9idfL5hUJRDWBCxcuyIgRI2TKlCl+69mzZ0/Bxw4HBYYtgvnz57e0+KstWkkHl3fA\n", + "XT1KT1/0jfoOOPGfd8C+DqTlNiQPcBbdot84eRtS6t2tJUFRunE2vwMO6ypoi/oCiyGBiCSAQ13e\n", + "fffdiJSNQpEACdhPgCNg+9uAEpBAzBGIb/+A3zrHVawgGbnsXaHqV0AGOppA2r2KTYJ/pp/trAgV\n", + "sJ30WTYJxCiB+EED/NY87qY6gg8dCYSDwNW+T0icDe98PevCKWhPIrwnAZMIYCvdgw8+aFJuzIYE\n", + "SCDaCFABR1uLsj4RQ6BAgQLy6aefRow8FIQESCCyCFABR1Z7UBoSIAESIIEYIUAFHCMNzWqSAAmQ\n", + "AAlEFgEq4MhqD0oTRQRwUMHJkyejqEasCgmQgJkEqIDNpMm8SMCFwIkTJ3Qzmy7evCQBEiABlQAV\n", + "MDsCCZAACZAACdhAgArYBugskgRIgARIgASogNkHSIAESIAESMAGAlTANkBnkbFBoGhRxYLPb7/F\n", + "RmVZSxIggaAJUAEHjYwJSCAwArD1WqtWrcAiMxYJkEDMEaACjrkmZ4VJgARIgAQigQAVcCS0AmUg\n", + "ARIgARKIOQJUwDHX5KywVQQuXLggzzzzjFXFsRwSIAGHEaA5Qoc1GMV1DoHk5GR566235NZbb5Xs\n", + "2bNLp06d3IRfsmSJnDlzRvVr1aqVFC9e3C2cNyRAAtFNgAo4utuXtbORQKFChaRjx47yySefSN68\n", + "eb0q4F27dskff/whx44dk0GDBtkoLYsmARKwmgAVsNXEWV7MEMiRI4fMmTPHZ32nTJmihuG7QoUK\n", + "PuMx9lkMsQAADYZJREFUgARIIDoJUAFHZ7uyVg4iMGDAAAdJS1FJgATMIsBFWGaRZD4kQAIkQAIk\n", + "EAQBKuAgYDEqCZAACZAACZhFgArYLJLMhwRCJJCamipXrlwJMTWTkQAJOJUAFbBTW45yRw2Bp556\n", + "SqZOnRo19WFFSIAEAiNABRwYJ8YiARIgARIgAVMJUAGbipOZkQAJkAAJkEBgBKiAA+PEWCRAAiRA\n", + "AiRgKgHuAzYVJzMjgeAJjBo1SnLnzh18QqYgARJwNAEqYEc3H4WPBgKVKlWKhmqwDiRAAkES4BR0\n", + "kMAYnQRIgARIgATMIEAFbAZF5kECJEACJEACQRJw/BR0RkaGpKWlydWrV4Oseubo6enppuSTOefw\n", + "+4ADPmZwCL+0mUtwOnvID/6huHnz5kmJEiWkWbNmoSQ3lAYyO5k9Ko8+HxcXZ4iDHYnx3IqPj3ek\n", + "7HzeXO8xof7fIweOgK9z5BUJ2EJg6dKlsnHjRlvKZqEkQAL2EXD8CBi/fBMSEiRbNuNVwa9RM/Kx\n", + "oznxaxq/xJwqv5PZ4xhJyI9+GIrT0trRdhj9Opn95cuX1T7vxBEw+otZz65Q+p2RNOg3eObY0WeN\n", + "yK2lNbPPG+l7HAFrLcJvEiABEiABErCQgPFho4XCsigSiEYCdevWlQoVKkRj1VgnEiABPwSogP3A\n", + "YRAJWEFg4MCBVhTDMkiABCKMAKegI6xBKA4JkAAJkEBsEKACjo12Zi1JgARIgAQijACnoCOsQShO\n", + "7BE4e/asvPLKK24VHzp0qBQpUkT3mz9/vvz888/6fYMGDaRz5876/blz52T8+PH6PS6GDBkiRYsW\n", + "1f2++OIL+emnn/T7+vXrS6dOnfT78+fPy8svv6zf4+K5556TYsWK6X4LFiyQDRs26Pf16tWTrl27\n", + "6vcXLlyQcePG6fe4ePbZZ6V48eK635dffik//vijfp+YmCgPP/ywfp+UlCQvvfSSfo+LwYMHq3ul\n", + "Nc+vvvpK1q9fr67ExYpW5NGtWzctWC5evChjx47V73ExaNAgKVmypO63cOFC+eGHH/T7OnXqyCOP\n", + "PKLfJycny5gxY/R7XDzzzDNSqlQp3e/rr7+W77//Xr+vXbu2PProo/p9SkqKjB49Wr/HBV45lC5d\n", + "WvdbtGiRrFu3Tr+vVauW9OjRQ79PTU2V//3f/9XvcTFgwAApU6aM7rd48WJZu3atfl+zZk3p2bOn\n", + "fo/V4i+88IJ+j4unn35aypYtq/t98803smbNGv2+Ro0a0qtXL/0eq/1xbjmctn8cdSlXrpweZ8mS\n", + "JbJ69Wr9vnr16vLYY4/p99izPXLkSP0eF/3795fy5cvrft9++62sWrVKv69WrZo8/vjj+j1WX48Y\n", + "MUK/xwVsaruuo8DWvpUrV+pxqlatKr1799bvI+WCI+BIaQnKEbME/vjjj5itu7eKG9nWoeUXSh6h\n", + "pNHK47d5BMxoBzPyMK9GvnOKU37JhHZ8j+88LQ05dOiQYASBX55GHUYABQoUMJqNLemdvg/YyeyN\n", + "7gO2pcP8Uyj2c2K0mD9/fjvFCLlsjOyyZ8/uyNOkLl26pMoO+Z3mtH3ATpQdrM183mBmqWPHjiE1\n", + "IUfAIWFjIhIgARIgARIwRoAK2Bg/piYBEiABEiCBkAhQAYeEjYlIgARIgARIwBgBKmBj/JiaBEiA\n", + "BEiABEIiQAUcEjYmIgESIAESIAFjBKiAjfFjahIgARIgARIIiQAVcEjYmIgESIAESIAEjBGgAjbG\n", + "j6lJgARIgARIICQCVMAhYWMiEiABEiABEjBGgArYGD+mJgESIAESIIGQCFABh4SNiUiABEiABEjA\n", + "GAEqYGP8mJoESIAESIAEQiIQFeYIf/31Vzl48GBIAFwTwexXzpw5Xb0ccw2bGvjANJsTnZPZ42B6\n", + "WF9xigUW1/6BPgODBk7t9zBCkpCQ4Folx1zDiAdkd+L/LJ8317sZ+mCozvHWkFBxdGQz3B133CET\n", + "J06URo0amZEd8wiQwMmTJwW2WI8ePRpgCkYziwDsDM+dO1fmzJljVpbMJ0ACsOkLm7uwZUtnLQHY\n", + "sf7444/V547Rko38iIqKEbBZJrFggBvOrPyMNmyspEcHhhF2cre+xTGSgdF4sreePWYeMHoie+vZ\n", + "wwQnZh7sZu/M+Urr24slkgAJkAAJkICpBKiATcXJzEiABEiABEggMAJRMQUdWFWzjjV16lSpXbt2\n", + "1hEZw1QChQoVki+++MLUPJlZYASaN28uN9xwQ2CRGctUAngHnD9/flPzZGaBEZg5c6ZUrlw5sMhh\n", + "jBUVi7DCyIdZkwAJkAAJkEBYCHAKOixYmSkJkAAJkAAJ+CdABeyfD0NJgARIgARIICwEqID/wfr6\n", + "669Ly5YtpVu3bnLhwoWwwGamInv37pX27dvrKLAVo2/fvtKsWTMZPXq07s/20FGYcgG2bdu2lSef\n", + "fFL27dun5rl792558MEHpUWLFvo7eF/tYYoQMZjJqVOnpHfv3nLvvffK+PHjdQLe+re39tAT8CJk\n", + "Ai+//LLgnS+cr/69bNkyuf/+++Xuu++W7du3h1xWsAmpgBVi69evl++//17QCE2aNJFXXnklWI6M\n", + "HwCBb7/9Vh566CHBg0ZzkyZNkpo1a8p3330nO3bskOXLl7M9NDgmfYP7sWPHZNGiRSr/l156Sc25\n", + "f//+MnLkSMFhHPA7e/aseGsPk8SIyWygaO+77z5ZunSprFmzRjZu3Oizf3trj5iEZmKl8WyfNm2a\n", + "nDt3Ts3VW//GgGvEiBHy6aefymuvvab+SDVRBL9ZUQEreNatWycdOnSQbNmyqSPglStX+oXGwNAI\n", + "4LCNxYsXuyVeu3atdO7cWd0Q36lTJwF7tocbIsM3jRs3lgkTJqj55M6dWw4dOqReHzlyROrXry9F\n", + "ixYVnAL3008/ibf2MCxADGcwduxYQb8+cOCAHD58WGXtq397a48YRme46njevPjii/Lcc8/peXnr\n", + "3xjx4v8AuzESExNVZY2RshWOClihjHOkixQpovJGI2DaiM58Ahj94mHv6lzZFy5cWHAspasf28OV\n", + "VmjXBQsWlAIFCqiKF1tfxowZI2fOnJFcuXLpGXpjr/npkXgREgEcsfr4449LiRIl1G1H3vq3r/YI\n", + "qUAmUgkMHjxYfa2VN29enYgre61/u/ohIp45eA5Z4aiAFcp4QOHXEtylS5ekePHi6jX/hJ+AK3sc\n", + "D4eHlKsf28OcNtizZ4/6DviNN96Qhg0bqooAbDXnjb3mp8Xhd2gESpUqpb5awTt48PfWv7Ef2Ft7\n", + "hFYiU61YsUJgpOeXX35RZ9XwihEjXVf2Wv929QM5HElcrFgxSyBSASuYMf2wYcMGFTjeGdStW9cS\n", + "+CzEO3u2h7k9A1OfmH344IMP1MVuyB2vWzAdjdkenAeNd5N4F0/25rJ/+umnVbbIFec+4wemN8a+\n", + "2sNcaWInt0qVKglGwBjl5smTR+3rOXLk8Moehy9t2rRJ/T/Au2JYN0NcKxwP4lAo4x8D/yiYisB0\n", + "0cKFCwW/WunMJ3D16lX1n2Dz5s1q5mA+cOBA9Vcn/lE+//xz9R+A7WEee1jbwUKrMmXKqJni5Kt5\n", + "8+bJ6tWr1ZW5MMaAFaBDhw5V/wc828OJZhbNo2csp99//12GDx+uzjjA6Mj06dNVheCtf3trD2Ol\n", + "MzUIzJgxQ93ZAoXs7XmD/v3222+rixSPHz+uLsK96667LIFHBeyCGVMPGBXQWU/AG3tvftZLFv0l\n", + "QgG7vg9Gjcne3HbH9DJ+YLo6X4y9tYdrOl4bJ+CNPRZeYSbCSvvMVMDG25I5kAAJkAAJkEDQBPgO\n", + "OGhkTEACJEACJEACxglQARtnyBxIICIIYCU/thvhg60XmErT7lu3bq0uBqpevXpEyEohSIAERDgF\n", + "zV5AAlFI4Mcff5R27doJFpVoDu+4sOq5dOnSmhe/SYAEbCTAEbCN8Fk0CVhJ4K+//pLHHntMLfLV\n", + "V18VfHACFrbG4Jzir7/+WqpUqSK33XabelwiImKLEo6pLFeunJQtW1bGjRun+lkpN8sigWglkC1a\n", + "K8Z6kQAJuBPA6locyAF34sQJee+992TJkiXqAfUwyICtFzgPfe7cueqBETjC8qOPPpKPP/5YVc7Y\n", + "QgYFjgProaTpSIAEjBHgCNgYP6YmAccSwBQ1FGnTpk3VEW6PHj3kxhtvlDZt2ugH08yaNUtVutg7\n", + "jPfHOFIRI2U6EiAB4wQ4AjbOkDmQgCMJaAdzQHjsf9cWaOXMmVMw2oWD4QZMVcOqj+YaNGigXfKb\n", + "BEjAAAEqYAPwmJQEnEwAJzNl5XBuNGw19+nTR42KldY4OY6OBEjAOAFOQRtnyBxIIGoJtG/fXv77\n", + "3/+q1pOwIOuRRx6RyZMnR219WTESsJIAFbCVtFkWCTiMAM6IxrnoONy+atWq6uh32LBhDqsFxSWB\n", + "yCTAfcCR2S6UigQiigBMt8G52laNKAEpDAk4kAAVsAMbjSKTAAmQAAk4nwCnoJ3fhqwBCZAACZCA\n", + "AwlQATuw0SgyCZAACZCA8wlQATu/DVkDEiABEiABBxKgAnZgo1FkEiABEiAB5xOgAnZ+G7IGJEAC\n", + "JEACDiRABezARqPIJEACJEACzidABez8NmQNSIAESIAEHEiACtiBjUaRSYAESIAEnE/g/wNycWZL\n", + "1qfcFQAAAABJRU5ErkJggg==\n" + ] }, "metadata": {}, "output_type": "display_data" @@ -906,7 +1678,194 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg==\n", + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X20JHV95/H3Vx4mKqgYsqCIMypoJMYdEkVjopmoAWIM\n", + "ZjUbGZ9dNWwSZHcTIyF7TkSN0RijhuPGxYc4xrhifIg7RMlolElc4xORiSIDQgQCiKAy6AgGJXz3\n", + "j66e6en69e1751bdqu5+v87pc7u661b/+kPNzJeqb/0qMhNJkiQ15y5dD0CSJGneWGBJkiQ1zAJL\n", + "kiSpYRZYkiRJDbPAkiRJapgFliRJUsMO7HoAkjTLIuII4H3ARuAtwLeAB2bmiyJiA/BV4MDMvLOz\n", + "QUpacx7BkuZQRHw3InZXjzsj4raR5c1dj28oIq6uxvadiNgVEZ+KiNMiIkbW2VJ9h0eOvHZMRNQK\n", + "lmrdH0TEkVM+d0tE3F7l8a2I+GhEPGQ/v8avATdl5j0y8yWZ+erMfNF+bmt0jA+LiG0R8Y3Sd5XU\n", + "bxZY0hzKzEMy89DMPBS4BnjycDkz37PW44lK4a2sxnYP4P7Aa4AzgbePrXcz8AdTPuPuwNOAS4Fn\n", + "TRlSAn9U5XM/4CZgywrGPWo9sHPKOvvj+8B5wAta2LaklllgSQskIs6OiHeNLG+ojg7dpVreHhGv\n", + "rI4k7Y6IrRFxeES8OyK+HRGfi4j1I7//mIj4fETcUr33UyPvbY+IP4iITwG3Ag9YamyZuTszzwee\n", + "Djw3Io4bvgW8E3h4RDxuiU08DbgKeC3w3OVmkpnfA94DPGzSuCd9z4jYAjwHeGl1FO4J4xmPioh7\n", + "RsTbI+JrEXFdlXXx7+HM/EpmvoNBwShpxlhgSYtlOffGejqDI0BHAQ8CPs3giNK9GRypeRlARNwb\n", + "+DDwxuq91wMfjojDRrb1LOCFwCHAvy5rgJmfB64DHjvy8m3AHwKvWuJXnwu8F9gKHBMRPzHlo6L6\n", + "HocAzwS+MGHctzLhe2bm84B3Mzgado/M/DhLZ7yFwZGpBwHHAydWnyNpzlhgSYtl2umuBN6RmVdl\n", + "5neAC4CvZOYnMvPfGTRzH1+t+4vA5Zn57sy8MzPPAy4DThnZ1pbM3Fm9f8cKxvk1BsXM6LjOBe4f\n", + "ESfXvlTE/YFNwPsyczewjcGRpUkCeElE7AKuAO4GPK80bgZF0FLfc7i90vPRMR4B/ALwPzLze5n5\n", + "DQZF26lLjFPSjLLAkjTuxpHn/8agP2l0+ZDq+X2pH5W6pnp96Nr9HMP9GPRd7ZGZ3wdeWT3GjxI9\n", + "G7gkM79SLb8PeEZETLpSOoE/zszDMvM+mfnLmXnVhHEv53sux3rgIOCGqqF/F/C/gR9Z4XYkzQAL\n", + "LGmxfJfB0ZqhJa+2Y+nTXdczKBpGra9eX87vF1VXC94X+H+jL1c/twD3YtBvNeo5wLERcUNE3MDg\n", + "yNDhwJOW+qgl3hsd93K+56TfHXUtcDvww1Vhd1hm3jMzf3yJcUiaURZY0mLZATwuIo6OiHsCZxXW\n", + "mXq6q3IB8OCI2BwRB0bE04EfBf5mmb+/zzoRcY+IeDKDhvN3ZeaXx7dRnWZ8GYMrDbP6vZ8CHgg8\n", + "EviP1eNhwP9h8mnCaeMaff8jLP09x7dV3HZm3gB8FHh9RBwaEXeJiAct1bgfET8EHFw9XxcR66aM\n", + "W1JPWGBJCyQz/45BI/gXgc8D51M/4pJjz4vvZ+a3gCcDvw18E3gJgykXbh5fd4rzI+I7DE7DnQX8\n", + "CfD8JcbwHgY9WkPPAT6UmV/OzJuqx43AnwK/GBH3Knxm6XvVviNA9X2W+p7j2yotj471YAZXBt7M\n", + "4FRm8ShiDCYpvQ24pNrG92hnOghJLYjMpf/+i4g/Z9DMetOkQ9kRcQ6D5s3bgOdl5sVND1SSJGlW\n", + "LOcI1juA2lU7QxHxJOCYzDyWwYzGb25obJIkSTNpaoGVmZ8Edi2xyikMJgEkMz8L3Ku6HFmSJGkh\n", + "NdGDdRT7XtJ8HYNLrCVJkhZSU03u41fNrPjSbEmSpHkxaRK+lbgeOHpk+X4U5oeJCIsuSZI0MzJz\n", + "OVPNFDVRYG0FTgfOi4hHA7dUl0gXJMDmamFXJtsa+PyZFhFnZ+bZXY+jT8ykzFzKzKXMXOrMpMxc\n", + "ylZ7YGhqgRUR7wF+Fjg8Iq5lMMnfQQCZeW5mfiQinhQRVzK4KerzJ28NgK9XP6fNIL0oNnQ9gB7a\n", + "0PUAempD1wPoqQ1dD6CnNnQ9gB7a0PUAempD1wOYR1MLrMzcvIx1Tm9mOJIkSbPPmdy7t6XrAfTQ\n", + "lq4H0FNbuh5AT23pegA9taXrAfTQlq4H0FNbuh7APJo6k3tjHxSRkLcCd69euhV4IfZiSZKknomI\n", + "7LrJfSVeyN4erAur5wvdixURmzJze9fj6BMzKTOXMnMpM5e61WTilfDzbTWF1CRrXWBJkjST2vhH\n", + "uA8WvRhvq3he61OEm9n3CNbPAeuB25f4VU8hSpI6tdrTReqvSf9tZ+0UYck1U95f6FOIkiRp9ngV\n", + "YcciYlPXY+gbMykzlzJzKTOXOjMpM5d29OEI1jTrIjh1ZNlThpIkqdf60IO1Ukdmcl5zI5MkaWn2\n", + "YK1ORDwTeE5mntT1WMa11YPlKUJJkmZYRFwdEU8YWT41Im6OiMdFxJ0R8YWx9Q+PiO9HxFUtjWdD\n", + "9bl7aozMfHdbxVVEbI+IF7Sx7dWwwOqY577rzKTMXMrMpcxc6uY4k6weRMRzgTcBT2LvRWR3jYgf\n", + "G1n/GcBXR35nU0vjWqsjfr2co8wCS5Kk2RcRcRrwOuDEzPwMewucdwHPHVn32cBfsIwCKCLuGxEf\n", + "iIibIuKrEfHikfdOiIiLIuLbEfH1iHhd9dY/VD9viYjvRMSjI+J5EfHJkd+9MyJ+PSKuqNZ5RUQ8\n", + "KCI+HRG3RMR5EXFQte69IuJvqjHcHBHnR8RR1XuvAh4LvCkidkfEOdXrPxoRH4uIb0XEZRHxn1ce\n", + "6ep0WWDtZtCHtbXDMXRukSd3m8RMysylzFzKzKWu7UwiyNU+VvHxvwG8HHh8Zn5h7L13A6fGwHHA\n", + "IcBnh29OyqU6xXc+cDFwX+AJwH+PiBOrVf4UeENm3hN4IPC+6vXHVj/vmZn3qIq9khOB44FHA2cC\n", + "bwU2A/cHfrx6DoNa5e3V6/cHvsfgKB2Z+T+BTwK/mZmHZuYZEXF34GPAXwI/ApwK/FlEPHTCOFrR\n", + "ZYF1CoMm90M7HIMkSY3IJFb72M+PDuCJwKeBSwrvXwdcDvw88BwGR6+W45HA4Zn5B5l5R2ZeBbwN\n", + "9lzZ/33g2Ig4PDNvy8xh0bbc7/HazPxuZl4KfAm4IDOvzszvABcwKL7IzJsz868z898y87vAHwI/\n", + "O7at0c98MnBVZr4zM+/MzB3AB4E1PYo1i6cI10Vw6sijd1ckrMQc9wTsNzMpM5cycykzl7o5ziSB\n", + "/wo8hEEBVHr/L4DnMyiO3sVIQbJELuuB+0bEruEDOAv4D9X7LwAeDOyMiM9FxC+ucNw3jjz/XmH5\n", + "kGp8d4uIc6tm/m8Dfw/cMyJGi6rRo3/rgUeNjfsZwBErHN+qzMI8WOPGZ353pndJ0qK7kcEpvL+P\n", + "iD/LzN8Ye/+DDE6rXZSZ10XEjy5jm//K4EjQg0tvZuaVDAoXIuJpwPsj4t4033T+2wwKuRMy86aI\n", + "2Ah8gUGRuKfBf2zcf5+ZJ9KhWTyCNVfsk6gzkzJzKTOXMnOpm/dMMvMGBkXWyRHx+rH3bmXQlvPC\n", + "wu9tn7DJzwG7I+KlEXHXiDggIh4WEY8AiIhnRcSPVOt+m0Ghcyfwjerng1b4FWLC80MYHNH6dlXA\n", + "vWzs924c+6y/AR5cje+g6vHIZRaVjelDgTVsdp/0WOgmeEmSliszrwUeD/wKg16lHHnvC1Uf1Z6X\n", + "pmzrTgb9TBsZTOvwDeAtwD2qVU4CLomI3cAbgFMz8/bMvA14FfCp6qq/R1E/0lT67PH3h8tvBO4K\n", + "fBP4Rwb9WaPr/inwK9VnvbHq0zqRwenQ64EbgFcDBy/1fZvW5UzuyzVtxveZntk9IjbN+/9VrZSZ\n", + "lJlLmbmUmUvdajJZ7azefbbo+8qk/7ar/W/ehyNYkiRJc8UjWJIkTTGvR7Ai4v7AlwtvJXBcZl63\n", + "xkNac20dwZrFqwglSVIDMvNfcT7KVsxDgbUuYs+kZ9PsymRbq6NZoUU/911iJmXmUmYuZeZSZyZl\n", + "5tKOWSiwhlcZji6fMrI8Pi/WUpwzS5IktW4WerDGTevJWor9WpKkFRv8G6Z5ZQ+WJEkdmMcGd7Vr\n", + "0aZpWNe3exjO8b2x9puZlJlLmbmUmUudmZSZSzsW7QjWaL+W/ViSJKkVi9aDNcp+LEmSVORM7pIk\n", + "ST2zyAXWuj70Ynnuu85MysylzFzKzKXOTMrMpR2L1oM1atiPZS+WJElq1Fr3YJ0MHFa9tI6VTRI6\n", + "1FQP1pC9WJIkaR8zNQ/W6G1qVnB7m3HTZnaXJEnq1Cz2YJ3C4AjW8LHam1Su67IPy3PfdWZSZi5l\n", + "5lJmLnVmUmYu7ZjFAqtp17D3tKUkSdKqrWkP1ui5zOoU4WrnxIJmerLsw5IkSXs4D5YkSVLPWGB1\n", + "zHPfdWZSZi5l5lJmLnVmUmYu7VjkebBGrRu5qnHX6NWOkiRJK2UPVp39WJIkLTh7sCRJknrGAqtj\n", + "nvuuM5MycykzlzJzqTOTMnNpR5cF1i4G9wFc3+EYJEmSGtdZD9be11fdi7WV5c/mvpzb6tiDJUnS\n", + "gpupexG2ZCX3Ibxw+iqSJEmrYw9Wxzz3XWcmZeZSZi5l5lJnJmXm0o6pBVZEnBwRl0XEFRFxZuH9\n", + "wyPibyNiR0RcEhHPa2Wka2ddBKdWj85uAi1JkmbXkj1YEXEAcDnwROB64PPA5szcObLO2cC6zDwr\n", + "Ig6v1j8iM+8Y21ZbPVgrsdI5s+zHkiRpAbXdg3UCcGVmXl192HnAU4CdI+vcADy8en4P4FvjxdUU\n", + "w6sJJ1kHXLOC7S1lN3v7sJbT8C5JkrRi0wqso4BrR5avAx41ts5bgU9ExNcYXM33qysZwLTb0ozc\n", + "wqYJowVVLxreI2JTZm7vehx9YiZl5lJmLmXmUmcmZebSjmk9WMuZw+H3gB2ZeV9gI/C/ImK50yZI\n", + "kiTNnWlHsK4Hjh5ZPprBUaxRjwFeBZCZ/xIRVwEPAS4a31hEbAGurhZvYVCYba/e21RtY5/lvTXe\n", + "GRsHP8/Z0czyduCDG5de/z5HRJxVff4rjhv8/P1LJy9/Z3fm6/54qe/j8vTlzNzep/H0aXmoL+Pp\n", + "w7L7i/uLy6tbHr7Wl/F0/OdlE7CBBkxrcj+QQdP6E4CvAZ+j3uT+euDbmfnyiDgC+Cfg4Zl589i2\n", + "MvejWazFJvimbxINNsVLkjQX9rduGVryFGEOmtVPB7YBlwLvzcydEXFaRJxWrfaHwCMi4p+BvwNe\n", + "Ol5cabLx/9OUmUxiLmXmUmYudWZSZi7tmDqTe2ZeAFww9tq5I8+/CfxS80Nr3fCKQq8mlCRJjer8\n", + "XoTTf4+TgMNGXmpy2gZo9lTheuD2/fi9XdOuppQkSWtntacIe38vwvHCo+FpG5q2v4XfUvOASZKk\n", + "GeO9CDs3vHpRQ/YDlJlLmbmUmUudmZSZSzsssCRJkhrW+x6s+nYan7Zha/Wzy0Z3p3eQJKlH5r4H\n", + "aw2cQve3zVnXcG+ZTfOSJHXIU4SdO2Mjg+b4rzf4OIwZZj9AmbmUmUuZudSZSZm5tMMCS5IkqWH2\n", + "YA20cducLtnTJUnSKrR6qxxJkiStnAXWwPC2ORey96rCNdLKPFjrIji1mgV/5tgPUGYuZeZSZi51\n", + "ZlJmLu3wKsKB0Skaur6isAnDGeWdIV6SpA7Yg1U3T/1Y9mJJkrQfFnEerF3se2Sm6Zs/S5IkrcrM\n", + "9WBlsi2T84YP4Paux7Q63otwnP0AZeZSZi5l5lJnJmXm0o5ZPIKl5SvNEO8s75IktWzmerDq2228\n", + "J2ueerBK7MuSJGkK58GSJEnqGQusztmDNc5+gDJzKTOXMnOpM5Myc2mHBZYkSVLD7MGq2wocWj3f\n", + "zb6TkM6D9QyuvLTZXZKkCRZxHqy2zdus7uOc5V2SpJZ5irBz9mCNsx+gzFzKzKXMXOrMpMxc2mGB\n", + "JUmS1DB7sJY2z3NiOR+WJEkT2INVvzfhUrxv4V7DWd5tdpckqWEzX2CtpDgo3DZmmt2srNF9P646\n", + "PGMjnLNjZb/TiN42u0fEpszc3vU4+sZcysylzFzqzKTMXNox8wVWy1Y6RcM8XnUoSZJWaOZ7sFY2\n", + "hlb7tWA2e7bsxZIkaYz3IpQkSeoZC6zOdT4P1roITh17nNTlgJyTpcxcysylzFzqzKTMXNqxaD1Y\n", + "o1cctnFF4Uqb4oGnDn+vq1vylDLoXeO7JEmzZKF6sEatQT/WSvStd8u+LEnSQrMHS5IkqWcssDrX\n", + "eQ9W79gPUGYuZeZSZi51ZlJmLu1YtB4sLc+6/ZiUdSnOFi9JWij2YPXDVuDQBrfXZdN8iT1dkqSZ\n", + "4r0I99/wisI+3J+w6WLIGeUlSerQwvZgZbKtOqpye7cjsQdrnP0AZeZSZi5l5lJnJmXm0o6FLbAk\n", + "SZLasrA9WEM968VqivNqSZK0Cs6DJUmS1DMWWJ1rpQdreMuerS1se3+sW8l9Du0HKDOXMnMpM5c6\n", + "Mykzl3Ys8lWEQ7uA9XR/JWGThlcl9uVqwtFsvc+hJGnuLXwPFsxtHxb0rxcL7MeSJM0Ae7AkSZJ6\n", + "xgKrc86DNc5+gDJzKTOXMnOpM5Myc2nH1B6siDgZeCNwAPC2zPyjwjqbgDcABwHfzMxNzQ5T+2nY\n", + "7D7+Wp9uoyNJ0txZsgcrIg4ALgeeCFwPfB7YnJk7R9a5F/Ap4KTMvC4iDs/Mbxa2ZQ9WP3Tdl7We\n", + "fWfP90bQkqTeaftehCcAV2bm1dWHnQc8Bdg5ss4zgA9k5nUApeJqBgzvSwj9uDfhPBvP1qsKJUlz\n", + "Z1oP1lHAtSPL11WvjToWuHdEXBgRF0XEs5sc4FoY3pewm3sT2oM1zn6AMnMpM5cyc6kzkzJzace0\n", + "I1jLmcPhIOAngCcAdwM+HRGfycwrxleMiC3A1dXiLcCOzNxevbcJoOvlvV95WPics6Pd5aG1+rxz\n", + "1vrzpi1/Hfrz37/nyxuBPo3H5X4vu7/U/n4f6Mt4+rIMbIyI3oyn4/1jE7CBBkzrwXo0cHZmnlwt\n", + "nwXcOdroHhFnAnfNzLOr5bcBf5uZ7x/bVm97sEYtQD9W1z1Y45wXS5LUO6utW6adIrwIODYiNkTE\n", + "wcDTqd9+5f8CPxMRB0TE3YBHAZfu74DUur7dRkeSpLmzZIGVmXcApwPbGBRN783MnRFxWkScVq1z\n", + "GfC3wBeBzwJvzUwLrGVb8x6sUxgcwTp0jT932cYP52vAXMrMpcxc6sykzFzaMXUerMy8ALhg7LVz\n", + "x5ZfB7yu2aFJkiTNJu9FOGYBerCG+tKLNT4vFjg3liSpY6utW6YewZJaVppzzLmxJEkzzXsRdq6z\n", + "ebB63Oz+iuO6HkEf2SdRZi5l5lJnJmXm0g6PYC2u4f0Ix+9VKEmSVskerDERnAQcVi0uwm1z+tKL\n", + "Ncq5sSRJnbIHq2GjzdVVw7skSdKK2IPVOe9FWGcPVol9EmXmUmYudWZSZi7t8AiWeuiggyYcPXT6\n", + "BknSTLAHawkLMifWVuqzuu9mbxN8n9ibJUlaE/ZgabVKhZRXFkqStAr2YC1tF4NJL5f7WL/yj7AH\n", + "q85MSuyTKDOXMnOpM5Myc2mHR7CWsNJ+H686lCRJYA9Wo+aoZ6uPc2OBPViSpDWy2rrFU4SSJEkN\n", + "8xRh587YCOfs6HoUY4b3KWxyeyu4KrGXmXQuIjZl5vaux9E35lJmLnVmUmYu7bDAUknTUzR4VaIk\n", + "aaHYg9WgsfsYrsS83/OwqZ6u9cDtDWxn3jkhqyStkvNg9cj+/qPm1YfLNs9FaJOO7HoAkrTobHLv\n", + "mPOPlDgPVpm5lPhnqMxc6sykzFzaYYElSZLUMHuwemCO5s+apK/zas0r5wuTpFWyB2s+DG/J05R5\n", + "b5qXJKnXLLA6Vs0/0ugVXz1smh+dV2sZc2I5D1aZuZQ4h0+ZudSZSZm5tMMCS2thtKByTixJ0tyz\n", + "B2sO9byny36s9tmDJUmr5L0IJUmSesYCq2POP1LifE9l5lLin6Eyc6kzkzJzaYc9WPNpeFWiVxMu\n", + "pnX7eaGDt9iRpIbYgzXHetqLZQ9Wf9m7JUkV58HSrBmdsmG4PGXaBkmSZos9WB1bwHPfpzA4gjV8\n", + "HFpfxV6jMnMpWcA/Q8tiLnVmUmYu7bDAkiRJapg9WHMsgpOAw8Ze7lvjuz1Z/WEPliRV7MHSRKUr\n", + "wnp4Gx1JkuaOpwg75rnvEnuNysylxD9DZeZSZyZl5tIOCyxJkqSG2YO1YHo4N5Y9WP1hD5YkVbwX\n", + "oSRJUs9YYHWsg3Pfw9vorF/jz51kOPHoyOPjH+52SH1lD1aJ/SNl5lJnJmXm0g6vIlwwwysLe3Q1\n", + "YWEW9wMurL8mSdLssAdrQfWwF2uUfVndsAdLkir2YEmSJPWMBVbHPPddsr3rAfSUPVgl/hkqM5c6\n", + "Mykzl3bYg7W4hs3ufbt1jrqzrke9eSvw8uMiOLLrUfSPudSZSZm5tMEerAXX014se7AkSR2LC+3B\n", + "kiRJ6hELrI557rtke9cD6Cl7sMrMpcxc6sykzFzaMLXAioiTI+KyiLgiIs5cYr1HRsQdEfHUZoeo\n", + "xfPvt1GbfJQLga1djkqSpOVasgcrIg4ALgeeCFwPfB7YnJk7C+t9DLgNeEdmfqCwLXuweqinPViT\n", + "2JslSVoj7fZgnQBcmZlXZ+YPgPOApxTWezHwfuAb+zsQdWZ4NeHooy+30ZEkaSZNK7COAq4dWb6u\n", + "em2PiDiKQdH15uqltbkscU503YOVybZMzht9ALd3OSb7ASYxlzJzKTOXOjMpM5c2TJsHaznF0huB\n", + "383MjIgAJh5Oi4gtwNXV4i3AjszcXr23CWDRlkey6cV4hst7/8Cds6M/y08FNtGf8az18o5jgB6N\n", + "x+V+L7u/1JeH+jKevizvOAbO6NF4utw//nEj3NzInGDTerAeDZydmSdXy2cBd2bmH42s81X2FlWH\n", + "M+jDelFmbh3blj1YM6LHfVn2YEmS1sjqerCmHcG6CDg2IjYAXwOeDmweXSEzH7hnKBHvAM4fL64k\n", + "SZIWyZI9WJl5B3A6sA24FHhvZu6MiNMi4rS1GOC867oHa4JS4/tqHitsmrcfoMxcysylzFzqzKTM\n", + "XNow9V6EmXkBcMHYa+dOWPf5DY1LHcpkW5Pbm83720mStP+8F6Fa12BP11bg0Aa2M+92A6d0PQhJ\n", + "mm3t9mBJfWLRsDwXdj0ASVp03ouwYz3tweqY/QBl5lJmLmXmUmcmZebSBgssSZKkhtmDpdb1eF6t\n", + "eeV8YZK0au3ei1CSJEkrZIHVsQXpwRqdV2sZc2LZD1BmLmXmUmYudWZSZi5t8CpCtW50Xi3nxJIk\n", + "LQJ7sLSm7MdaE/ZgSdKq2YMlSZLUKxZYHVuQHqwVsh+gzFzKzKXMXOrMpMxc2mCBJUmS1DB7sLSm\n", + "7MFaE/ZgSdKq2YMlSZLUKxZYHbMHq8R+gDJzKTOXMnOpM5Myc2mD82BprQ0nHR1aB1zT0VgkSWqF\n", + "PVjqlD1ZrbAHS5JWzR4sSZKkXrHA6pg9WCX2A5SZS5m5lJlLnZmUmUsbLLAkSZIaZg+WOmUPVivs\n", + "wZKkVbMHS5IkqVcssDpmD1aJ/QBly85lN4OjWCt9bG14wGvE/aXMXOrMpMxc2uA8WOra+LxYwH2O\n", + "6GQk8+OU/fy9CxsdhSQtMHuw1Dv2ZXXG3i1J2sMeLEmSpF6xwOqYPVglrziu6xH0k30SZeZSZi51\n", + "ZlJmLm2wwJIkSWqYPVjqHXuwOmMPliTtYQ+WJElSr1hgdcwerBJ7sMrskygzlzJzqTOTMnNpgwWW\n", + "JElSw+zBUu9EcBJwWOGtdcA1azycRWIPliTtsboeLGdyV+9ksq30etX8LklS73mKsGP2YNWZyST2\n", + "SZSZS5m51JlJmbm0wQJLkiSpYfZgaWY4P1br7MGSpD2cB0uSJKlXLLA6Zr9RnZlMYp9EmbmUmUud\n", + "mZSZSxsssCRJkhpmD5Zmhj1YrbMHS5L2cB4sLY5dwJFdD2IGOCGrJHXMAqtjEbEpM7d3PY4+mZTJ\n", + "pAlIF8Vy95XFm5D1jI1wzo6uR9E/5lJnJmXm0gYLLElDuxmcJpwxT+16AD1lLnVmUmYubbAHS5oz\n", + "9qpJUhOcB0uSJKlXllVgRcTJEXFZRFwREWcW3n9mRPxzRHwxIj4VEQ9vfqjzyTmf6sykzFwmcQ6f\n", + "MnOpM5Myc2nD1AIrIg4A3gScDBwHbI6Ih46t9lXgcZn5cOCVwFuaHqgkSdKsmNqDFRE/BbwsM0+u\n", + "ln8XIDNfM2H9w4AvZeb9xl63B0taA/ZgSVIT2u/BOgq4dmT5uuq1SV4AfGR/ByRJkjTrllNgLfsy\n", + "w4j4OeC/ALU+LZXZV1NnJmXmMon9I2XmUmcmZebShuXMg3U9cPTI8tEMjmLto2psfytwcmbuKm0o\n", + "IrYAV1eLtwA7hhMnDv/xWLTlkWx6MR6Xe728EVjW+nv/whxOHujy4i3vOAbo0Xj6sDzUl/H0ZXnH\n", + "MXBGj8bT5f7xjxvh5kbuGLKcHqwDgcuBJwBfAz4HbM7MnSPr3B/4BPCszPzMhO3YgyWtAXuwJKkJ\n", + "Ld+LMDPviIjTgW3AAcDbM3NnRJxWvX8u8PvAYcCbIwLgB5l5wv4OSpIkaZYtax6szLwgMx+Smcdk\n", + "5qur186tiisy84WZ+cOZeXz1sLhaJvtq6sykzFwmsX+kzFzqzKTMXNrgTO6SJEkN816E0pyxB0uS\n", + "muC9CCVJknrFAqtj9tXUmUmZuUxi/0iZudSZSZm5tMECS5IkqWH2YElzxh4sSWqCPViSJEm9YoHV\n", + "Mftq6sykzFwmsX+kzFzqzKTMXNpggSVJktQwe7CkOWMPliQ1wR4sSZKkXrHA6ph9NXVmUmYuk9g/\n", + "UmYudWZSZi5tOLDrAUhq3C7gyP34vXXANQ2PRZIWkj1YkgB7tyRpX/ZgSZIk9YoFVsfsq6kzkzJz\n", + "mcT+kTL7Vg+PAAAI70lEQVRzqTOTMnNpgwWWJElSw+zBkgTYgyVJ+7IHS5IkqVcssDpmX02dmZSZ\n", + "yyT2j5SZS52ZlJlLGyywJEmSGmYPliTAHixJ2pc9WJIkSb1igdUx+2rqzKTMXCaxf6TMXOrMpMxc\n", + "2mCBJUmS1DB7sCQB9mBJ0r7swZIkSeoVC6yO2VdTZyZl5jKJ/SNl5lJnJmXm0gYLLEmSpIbZgyUJ\n", + "sAdLkva1uh6sA5sciqSZtgs4sutBSNI88AhWxyJiU2Zu73ocfWImZeZSZi5l5lJnJmXmUrbausUe\n", + "LEmSpIZ5BEuSJGmMR7AkSZJ6xgKrY85tVGcmZeZSZi5l5lJnJmXm0g4LLEmSpIbZgyVJkjTGHixJ\n", + "kqSescDqmOe+68ykzFzKzKXMXOrMpMxc2mGBJUmS1DB7sCRJksbYgyVJktQzFlgd89x3nZmUmUuZ\n", + "uZSZS52ZlJlLOyywJEmSGmYPliRJ0hh7sCRJknpmaoEVESdHxGURcUVEnDlhnXOq9/85Io5vfpjz\n", + "y3PfdWZSZi5l5lJmLnVmUmYu7ViywIqIA4A3AScDxwGbI+KhY+s8CTgmM48Ffg14c0tjnVcbux5A\n", + "D5lJmbmUmUuZudSZSZm5tGDaEawTgCsz8+rM/AFwHvCUsXVOAd4JkJmfBe4VEUc0PtL5da+uB9BD\n", + "ZlJmLmXmUmYudWZSZi4tmFZgHQVcO7J8XfXatHXut/qhSZIkzaZpBdZyLzEc77Jfm0sT58OGrgfQ\n", + "Qxu6HkBPbeh6AD21oesB9NSGrgfQQxu6HkBPbeh6APPowCnvXw8cPbJ8NIMjVEutc7/qtZqIsPAq\n", + "iIjndj2GvjGTMnMpM5cyc6kzkzJzad60Ausi4NiI2AB8DXg6sHlsna3A6cB5EfFo4JbMvHF8Q86B\n", + "JUmSFsWSBVZm3hERpwPbgAOAt2fmzog4rXr/3Mz8SEQ8KSKuBG4Fnt/6qCVJknpszWZylyRJWhSt\n", + "z+S+nIlKF0VEXB0RX4yIiyPic9Vr946Ij0XEVyLioxEx95fLRsSfR8SNEfGlkdcm5hARZ1X7z2UR\n", + "cWI3o27fhFzOjojrqn3m4oj4hZH35j6XiDg6Ii6MiC9HxCURcUb1+kLvL0vksuj7yw9FxGcjYkdE\n", + "XBoRr65eX9j9ZYlMFnpfGYqIA6rvf3613Ny+kpmtPRicVrySwRUKBwE7gIe2+Zl9fgBXAfcee+21\n", + "wEur52cCr+l6nGuQw2OB44EvTcuBwQS3O6r9Z0O1P92l6++whrm8DPitwroLkQtwJLCxen4IcDnw\n", + "0EXfX5bIZaH3l+q73q36eSDwGeBn3F+KmSz8vlJ9398C3g1srZYb21faPoK1nIlKF814s/+eiVqr\n", + "n7+8tsNZe5n5SWDX2MuTcngK8J7M/EFmXs1gpz5hLca51ibkAvV9BhYkl8z8embuqJ5/F9jJYO69\n", + "hd5flsgFFnh/AcjM26qnBzP4n/xduL+UMoEF31ci4n7Ak4C3sTeLxvaVtgus5UxUukgS+LuIuCgi\n", + "XlS9dkTuveryRmBRZ8GflMN92XdqkEXch14cg/t8vn3kcPXC5VJdzXw88FncX/YYyeUz1UsLvb9E\n", + "xF0iYgeD/eLCzPwyC76/TMgEFnxfAd4A/A5w58hrje0rbRdYdtDv66cz83jgF4DfjIjHjr6Zg+OQ\n", + "C5/ZMnJYpIzeDDyAwb3CbgD+ZIl15zaXiDgE+ADw3zJz9+h7i7y/VLm8n0Eu38X9hcy8MzM3MpiT\n", + "8XER8XNj7y/c/lLIZBMLvq9ExJOBmzLzYspH8la9r7RdYC1notKFkZk3VD+/Afw1g8OLN0bEkQAR\n", + "cR/gpu5G2KlJOSx7Itt5lJk3ZYXBYezhIemFySUiDmJQXL0rMz9Uvbzw+8tILn85zMX9Za/M/Dbw\n", + "YeAncX8B9snkEe4rPAY4JSKuAt4DPD4i3kWD+0rbBdaeiUoj4mAGE5Vubfkzeyki7hYRh1bP7w6c\n", + "CHyJQR7DGXSfC3yovIW5NymHrcCpEXFwRDwAOBb4XAfj60T1B3zoPzHYZ2BBcomIAN4OXJqZbxx5\n", + "a6H3l0m5uL/E4cNTXRFxV+DngYtZ4P1lUibDIqKycPtKZv5eZh6dmQ8ATgU+kZnPpsF9ZdpM7quS\n", + "EyYqbfMze+wI4K8Hfy9yIPDuzPxoRFwE/FVEvAC4GvjV7oa4NiLiPcDPAodHxLXA7wOvoZBDZl4a\n", + "EX8FXArcAfxG9X9cc6eQy8uATRGxkcGh6KuA4SS/i5LLTwPPAr4YERdXr52F+0spl98DNi/4/nIf\n", + "4J0RcRcGBxDelZkfrzJa1P1lUiZ/seD7yrjhd2zs7xYnGpUkSWpY6xONSpIkLRoLLEmSpIZZYEmS\n", + "JDXMAkuSJKlhFliSJEkNs8CSJElqmAWWpDUVEfeMiF+vnt8nIt7X0HbPjojfrp6/PCKe0MR2JWl/\n", + "OA+WpDVV3Zz4/Mz88Ya3+zLgu5m51D3VJGlNeARL0lp7DfCgiLg4Iv4qIr4EEBHPi4gPRcRHI+Kq\n", + "iDg9Il4SEV+IiE9HxGHVeg+KiAsi4qKI+IeIeMj4B0TEloh4WvX86uro1j9FxBeH60fE3SPizyPi\n", + "s9VnnLKGGUiacxZYktbamcC/ZObxwO+MvfdjDO6L9kjgVcB3MvMngE8Dz6nWeQvw4sx8RPX7f1b4\n", + "jGTvrS8S+EZm/iTwZuAl1ev/E/h4Zj4KeDzwxxFxtwa+nyS1ey9CSSqICc8BLszMW4FbI+IW4Pzq\n", + "9S8BD69ulP4Y4H3VfT0BDl7GZ36w+vkF4KnV8xOBX4qIYcG1DjgauHy5X0SSJrHAktQnt488v3Nk\n", + "+U4Gf1/dBdhVHf0qmdRUOtzOv7Pv33tPzcwr9nOskjSRpwglrbXdwKEr/J0AyMzdwFUR8SsAMfDw\n", + "8fWWaRtwxp5fjJhUtEnSillgSVpTmfkt4FNVc/tr2bdXavQI1Pjz4fIzgRdExA7gEuCUCb9T/PiR\n", + "dV4JHFQ1vl8CvHyl30WSJnGaBkmSpIZ5BEuSJKlhFliSJEkNs8CSJElqmAWWJElSwyywJEmSGmaB\n", + "JUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg==\n" + ], "text/plain": [ "" ] @@ -1017,7 +1976,413 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\n" + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", + "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", + "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", + "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", + "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", + "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", + "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", + "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", + "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", + "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", + "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", + "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", + "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", + "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", + "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", + "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", + "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", + "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", + "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae3dB7wU1dnA4Xf37uXSe5FibxRB\n", + "sSA2VBQLlkSjsUWMsRBN1GhiCZZY+Cwxdo2FWJIYoygmGltAqQoSGyoCFooKSJcOt+zOd94Ds+7d\n", + "u3u3787u/g+/ZXfKOXPmmbnzzpnqc0wSEgIIIIAAAgjkVcCf16kxMQQQQAABBBCwAgRgVgQEEEAA\n", + "AQQKIEAALgA6k0QAAQQQQIAAzDqAAAIIIIBAAQQIwAVAZ5IIIIAAAggQgFkHEEAAAQQQKIAAAbgA\n", + "6EwSAQQQQAABAjDrAAIIIIAAAgUQIAAXAJ1JIoAAAgggQABmHUAAAQQQQKAAAgTgAqAzSQQQQAAB\n", + "BAjArAMIIIAAAggUQIAAXAB0JokAAggggAABmHUAAQQQQACBAggQgAuAziQRQAABBBAgALMOIIAA\n", + "AgggUAABAnAB0JkkAggggAACFTeaBIO3BWbMmCFz586V7bbbLmZFp0+fLmvWrJHOnTvb4TNnzpTn\n", + "nntOFi1aJL169YqZpxR7hkIhef311+U///mPtGjRQrp06dLobC5btkwmTJggu+22mwSDQXnllVes\n", + "YbNmzSS6rE6dOqVUdqMTzmCg4zji8/nilpBoeNyMeRjw/fffy7hx4+Tzzz+3H12ntV/r1q2lqqqq\n", + "Xg10Hf7ggw9k1113rddfO9555x1Zt25deH13R9Dy3n77bdl2222lsrLS7Z2378h1pmnTpvLee++F\n", + "16epU6fKhg0bpGPHjnmrDxMqAgHzB0vyuMB5553nHHrooXFrOXToUOfyyy+3wz/77DPHbMycvffe\n", + "27n++uvj5inFAbfffrud9yOPPNL573//m3AWX331VcdsKO1469evd8yfqzNt2jTbHV1WdHfCwnMw\n", + "wh133OH8+c9/jltyouFxM+ZpgNqqsQlCjtk5ctq2bWu79fuPf/xjvVpceumldthf//rXev21Y9Cg\n", + "Qc4VV1zRoP9xxx3nBAIB55FHHmkwLB89IteRl156qd76dPjhhzsjRozIRzWYRhEJcAi6CHaSElVx\n", + "1KhRYv647WjaGtbW3/vvvy8333xzoqwlNXzixIkybNgw28o66qijUpq35s2byxdffCF77bWXzRdd\n", + "VnR3SoVnaeR//OMfUl1dHbe0RMPjZszzABOIZcmSJbb1u3btWjHBVq666ir597//3aAml112mSxe\n", + "vLhB/+geOo7Z6RId/+GHH44enJfuyHXkhBNOqLc+5aUCTKToBDgEXQSL7OWXX5ZVq1bJz3/+85i1\n", + "1Q2Pbsi++eYbeeqpp+yhZ7MTKF27dpX27dvL119/LablJM8++6zdmPXr108qKipsWbpBf+KJJ+Qv\n", + "f/mL/O9//xM9/NqjRw877NNPP5U333xTtKx77rnHHhLUQ7GRh9FWrlwpugPw97//3R7+03F33nnn\n", + "cP633nrLlvnggw/aDaweGtxpp53C8zF+/Hh54IEH7OHdFStWyB577NHoIVbTahXTwhEtVw/FumU9\n", + "+uijok46fS3nwAMPDE/D/aGHCPUws+b/8ssv7Y7KmDFj5LrrrpO6ujrroIejn3nmmXplqUOssrXu\n", + "urEfO3asmJaX7LjjjnZSanrXXXdZ/9tuu02+++67cGCPl6empkb+9Kc/Se/eveXJJ5+0y/Hbb7+V\n", + "Pffc0y6rf/7zn/Liiy/aAKyGffr0cWfLfkcPV5e7777bHl7XHTJN8+bNk8cff9zauNPr2bOnnW8N\n", + "3mqw++67y6RJk+wyWbp0qV2WTZo0sfn1v3j+jc2zm3nhwoV2+hpwdb3UpIeeTetQFixYILqOmJat\n", + "7f/GG29YU51XPax85pln2v7631NmHe/WrZscffTR4X6aV+ur69I111wjugOmh6Ljpeeff142bdpk\n", + "y9Z1R09H6PLTQ8ea9BRObW2tXRd0mely0Z20ePMfvf7tt99+4fWpVatWYlrytj5HHHGELb+xv0k7\n", + "Av+VhQAt4BJYzLrB1sCiG0H9aKDRc2S6QdWgqhtxPffWpk0bueGGG8QcwrMbF531c8891260dIOm\n", + "GyEdpmVp0nNYv/3tb+3GTAObnnvbZ599RAOSJj3HrIFAN5bdu3e35/WOOeYY0WCgSfP//ve/F+2n\n", + "42qrZ8iQITaY6XANKCeddJL+tHXTVvz5559vu2P9pxvnk08+2e6M6Mb82GOPFXOY3Y6q59f0PK4G\n", + "FnM4OVZ2W5czzjjD+ujOyC9/+cvweJpPN9y6ExNdVnS3ZrrlllvkxBNPFN0BWb58ua2LOQRpy9MN\n", + "u5b1k5/8RPSIhAboRHnc6WtQ0XPYGgjUw5x+CJepy1WXr5YfnbRf5HCts9ZBg7+b5syZI9dee63t\n", + "dKeny0PPtep86LK48MIL5aKLLhK/3y833XSTXHzxxW52Gxzj+ceb53DmBD8OO+wwu47oOugmNdBg\n", + "q+uXfjeW9G9Ag7TuPGpA152sxpLudJ5++unWQ6+dGDlypF2G6qJJd0jPPvtsG0RfeOEF2y+V9c/1\n", + "1fUpOiX6m4wen+4SFjAbVpLHBVI5B/zQQw85plUTnqOBAwc6ZsMa7t64caNjWh+OabnZfmbv3DF7\n", + "++Hh999/v/Ovf/3LdpvWkj2PZS5sCg8/9dRT7Tk47WFaj86PfvQjxwT68HA9V33OOefYbjf/J598\n", + "Eh5uWgDh4b/4xS+cU045JTxsypQpjtlBCHdH/vjoo48c0+J19Nyam55++mnHtOQdE1hsL7MRj3ve\n", + "W8+Nmz9jx7To3eyOusY7BxxdVmS3udjHnms0OxrhssxOiz3/bHY0HHNhkZ2WCYDh4YnymB0mmyfy\n", + "vL2eyzStrnAZ5siFY45EhLujf0QONzsFtjxzAV94ND3nbVqzttud3tVXXx0ebo4aWA89H65J56ld\n", + "u3Z2+SbyjzXP4YK3/nDPAZujD9GDHLNTZ+trWt92mJ4D1nVFk9mJc8zOo2N2umx39DlgzWN2GMLD\n", + "//a3v9n5MDsVdvxY/5mdQvt3YAKlHax/F+boj2Na0LZbryPQvyPTCrbdieZfR4pcR6KvKYg8B5zo\n", + "b9JOkP/KQoAWcAnvXGlryT2srIdE9aOHorW1q1dlajIB1LaCTzvtNNvK0Bbij3/847CKHnbTFoWb\n", + "tIWmLSZtbWlrSA/hfvzxx2KCoW2xzZ8/v14LzWzApW/fvm522WWXXWzrXHvoeTJtBR988MGirUdz\n", + "MY5tdYVHjvih86EtIm2xuclcdGMPQ7/77rtur7jfWmc9vK7TcpMJ/u7PlL51ejr/Oq+uqx4V0EOW\n", + "Oh03mZ0R96ckm0ePQLhJrwA2gcG27N1+2f4+5JBDwkXq4Wits3vIWk9h6FXKenojWf/IeQ4XnMSP\n", + "zZs327F0fYtOeqOGtmwvuOCC6EG2W1uzeupCD2PrURq9+l2P/miruLGk65J7tbSuG2qvR23cdMAB\n", + "B9jD4Nqd7Py7eeN9J/M3GS8v/UtPIFB6s8QcuQJ63lgDhR6O/Oqrr9zeNgi5tyfpob3Bgwfb87O/\n", + "+tWvZPjw4fbwnR6a1qS3PkXeIqLBWw836gZTz2NpENRDvnrOVYNb9G0jev4rMum5Uq2TJg30ptVr\n", + "z4/pjoEertbDtnr+zT1H7ebV87rbbLONDaJuPz2krgHe3Xi7/WN962FiPdQYOS+60U0naV20nOjD\n", + "i3r4VuvjJj1f7qZk8+gtOW5yDUxTwO2V8ndkXg1K0SnyfL4Oc8/N6m89DO2mZP0j59nNm8y33pqk\n", + "yT2nH5lHz0HreqoBUYNtZNJTLXo+V93OOuus8CBd7/S8rB42jnfblp7vjky6but8usm9rU+7k51/\n", + "N2+872T+JuPlpX/pCRCAS2+ZhudIA5a2KPQcsJ7Pc5Oek9Rh2rrS840a9DTgavcll1wi2uJwA7Bu\n", + "GPXiFveeWr34SS9U0nL1fKJeuKLlucHitddeCwdYd3rxvvWqUW316oZSA4VeBautam1FDhgwoF42\n", + "vbBLW5x6r6d7kZfeH62B1b1yuV6GqA4dR3cYIvPr9NNJGiR0J+TXv/51+GIo3QnQ+msrMlZKJ0+s\n", + "cpLt5144pTtfbtL5j07xglP0eJn6R5cX2a07ZHrBmDnsW28HIHKcfffdV8zhchtQIwOj7qzpPOgO\n", + "ptty13x6pbXuFOr6quXGStHLX8c1p09ijWrXuUzWP7fQRH+T7nh8l4fAD7u45TG/RTuXehhQL+iJ\n", + "/LgXQ8WbKd0w6UU82mrQKzk1yGmA1Farthz0kO6tt95qL8zS4KvD9RBZ5AM/tJ9ecKQP+tCrUbW1\n", + "4W6ktLWkgUdbVjqeXj08efLkpFqkWmcdVy900QuqNOm0tc7uVdi259b/tM7aQtGLyHR8Pdyo9dLA\n", + "oFd1J0r777+/PfytOyLamvnwww9Fr/xNJ+kGXXc8dAfEPeT+u9/9ztatZcuWMYtMJ090QeqtF1Lp\n", + "BVOxUuRwbQFqoNKWoy4jvcXKnN+PlS2pfpn6R05ET1noeqxHP3Sd0dMaWj+9YryxpMter2zWK9jd\n", + "pFd168VjkcFXh2lrWY/yNHZLkgZp98pyvXpa1wtzjYNbdL3vbM1/or/JehOlo+QFCMBFsojNRSBi\n", + "Lt6o99HztYmSBli9JUM3crpRNg/ssLe7HHTQQfYQo7loy94zrC3cDh06yKxZs+ytIm65uhHXYKfn\n", + "A80DP+zGTq+u1aRBRwOvHnbU8UaPHm3PA5uLrmx/t4x433qFtR4G1ACqLWE9BK63M2mgjU4a2PRW\n", + "IC1bW5O6cdXWr+5YJHMoWTfQenW3PmFJN+J67lPPQaeTdMfFXAwmepuQntNWO3ORl5iLf8K3sUSX\n", + "m06e6DL0fL3uTLm3sjQ2XDf0eljfPTyr86ve6aZM/SOnq+fedV3Wawv0/l89laC3Pmkrt7HkHorW\n", + "0xiaZs+ebc+t605crGQu8rPrTLz7iPV89W9+8xu77mkLXK/ej7xeIbLMbM5/Y3+TkdPkd+kL+MwG\n", + "NP0TTKXvUzJzqLdF6B5+rOCmM6ktbL2NJ/Icpm7stcWohy412OmG0j20GQmjwzTAxbqAJnK8eL91\n", + "unqLkt7KlEzS6WlAiz6/nExeHUdvddH5dC/ASTZfrPH0IiU9V6o2yaZ08rhl61ECPWQbb6cjerja\n", + "6q1IaqtBORspU/9s1CHTMvQWNr2F7s4777Q+8f4uYk0nW/Of6G8y1rTpV1oCW3YlS2uemJsYAho4\n", + "G9vIRF78EyO7beXG6q/90r3wxi1Pzx8nG3yzMb3Ic4huHdL9jtxhSbaMdPK4ZUdeROb2i/yOHq62\n", + "sQ7pR+ZJ9XemyzvV6eVyfN0paezvIta0szX/if4mY02bfqUlUPQBWBvwyVwFW+yLTeczWy2YZC10\n", + "Y64bb73gqJRSISxLyc+dl2J21CCqRy28sm4Xs6W7PiTzrduUyKvrk8lTyuMU/SFofcKSXsyjVxem\n", + "mzSA6yFNLyc9lKgrbr6DcComekhNz895+Q9MN3R6CNe9ajuV+cvnuMWyTur66OXlrctaLxKMdeok\n", + "n8uzsWmVyzqpp5n0WoRsH5FpzNbrw4q+BazAehFP9LNxU4HX85+JDsGmUl4uxtXgpucsvRyA9ZYX\n", + "3cN1L5LJhUOmZeoGWXdmsnH+N9O6NJa/GNZJffCIBl8v78xo8NXz4tFXSTdmn+9hGoDV0ss7CWqS\n", + "6TqpF3iS6gtwFXR9D7oQQAABBBDIiwABOC/MTAQBBBBAAIH6AgTg+h50IYAAAgggkBcBAnBemJkI\n", + "AggggAAC9QUIwPU96EIAAQQQQCAvAgTgvDAzEQQQQAABBOoLEIDre9CFAAIIIIBAXgQIwHlhZiII\n", + "IIAAAgjUFyAA1/egCwEEEEAAgbwIEIDzwsxEEEAAAQQQqC9AAK7vQRcCCCCAAAJ5ESAA54WZiSCA\n", + "AAIIIFBfgABc34MuBBBAAAEE8iJAAM4LMxNBAAEEEECgvkBeAvCIESPk1VdfrT9l06Wv2Bs+fLgM\n", + "GjRIbrzxxvDwsWPHytChQ+XII4+UOXPmhPvzAwEEEEAAgVIRyGkAXr9+vQwbNkyeeuop0ReMR6e7\n", + "775bevXqJW+99ZZ8/vnnMm7cOFm3bp1ce+218swzz8hdd90lF154YXQ2uhFAAAEEECh6gUAu52DV\n", + "qlVy5plnynbbbRdzMlOmTJFRo0bZl6OfeuqpMmHCBGnbtq3079/ffuvvNWvW2Jay+7LqO++8U269\n", + "9dZweTruHXfcYV8WHe6Z4o9LXnlNdmpSKZcfNSTFnPkbXV8sri8+9/l8+ZtoilPSIxruS9pTzJq3\n", + "0fXl56FQyNMvkVeMWDuseUNKckLBYNCuj35/Tvfjk6xN7NF0WevfjtbVq0nXSa1fIJDTzXHGs5/p\n", + "Orlx40Zp1apVxvUopQJyusQ18Orn7bffjmm2cOFCad++vR3Wrl07WbFihUT20wEahLV/t27d7Hja\n", + "ItZg7abvv/9eNDi3bt3a7ZXyd7/mzeQLEzwyKSPliaaYQYNbZWWlpwPwhg0bpKqqytMbEt0g68ZO\n", + "Lb2evLw+qp27s6U7hl5NGnyrq6ulRYsWXq2iaABWS7eR4dmKmoplsk42b97c09uvQrjnNAAnmqE2\n", + "bdqIHqZu2rSp6Ma7c+fO4vZz827atEk6duzodtrhOo6bdEO6evVqtzOt76Ye3oCkNUNkQgABBBDw\n", + "vEBBjx3p4ePp06dbpGnTpkm/fv2kT58+MmPGDLtXqIeftcVSDHuGnl/SVBABBBBAwFMCBQnAPXv2\n", + "tIeVr7zySnniiSfsFc96EZYeWu7SpYucddZZcvzxx9uroPX8LgkBBBBAAIFSE8jLIeiRI0fWc4u8\n", + "tWjMmDGih5mbNWsWHueiiy6S8847z55L9PIFHuEK8wMBBBBAAIEUBfISgBPVKTL4uuNy2NmV4BsB\n", + "BBBAoBQFCnII2pOQ5lyzs3atJ6tGpRBAAAEESk+AAKzL1FyF7ZjbmTZccpEE58wuvaXMHCGAAAII\n", + "eE7AE4egC67SY1sJdOwk/hVLxDH3DJIQQAABBBDItQAt4FwLUz4CCCCAAAIxBAjAMVDohQACCCCA\n", + "QK4FCMC5FqZ8BBBAAAEEYggQgGOg0AsBBBBAAIFcCxCAtwp/vWGT/KtdR9lobkciIYAAAgggkGsB\n", + "ArAR7teqpXSsaiI399hB3q2uzbU55SOAAAIIICAEYLMS7Nm6lfx1v71l582bxGGlQAABBBBAIA8C\n", + "BOA8IDMJBBBAAAEEogUIwNEidCOAAAIIIJAHAQJwHpCZBAIIIIAAAtECBOBoEboRQAABBBDIgwAB\n", + "OA/ITAIBBBBAAIFoAQJwtAjdCCCAAAII5EGAAByFHPrma3EcbkaKYqETAQQQQCDLAgTgCFBfq1YS\n", + "/OgDcVatiujLTwQQQAABBLIvQACOMPW1bSsSqDR9aAFHsPATAQQQQCAHAgTgHKBSJAIIIIAAAokE\n", + "CMCJhBiOAAIIIIBADgQIwDlApUgEEEAAAQQSCRCAI4QCPp/c0buvbAgGI/ryEwEEEEAAgewLEIAj\n", + "TO/fq69826yFfF9XF9GXnwgggAACCGRfIJD9Iou3xO2aN5eAuQe49vXXpdq8HzicmlZJk5NPFZ+f\n", + "/ZWwCT8QQAABBDISIKJE81VWir9DB/G1bBn+1P7nZZGNG6LHpBsBBBBAAIG0BWgBR9MFKqTyiGOk\n", + "SbNm4SE1/34x/JsfCCCAAAIIZEOAFnA2FCkDAQQQQACBFAUIwCmCMToCCCCAAALZECAAZ0ORMhBA\n", + "AAEEEEhRgACcIhijI4AAAgggkA0BAnA2FCkDAQQQQACBFAW4CjoZMHP/7+YH7hOpMFdIDz5CAvsO\n", + "SCYX4yCAAAIIIBBXgBZwXJofBjT93dXm1qQhIubWpOAXX/wwgF8IIIAAAgikKUALOAm4QO8+dqzg\n", + "t9+IVFcnkYNREEAAAQQQaFyAFnDjPgxFAAEEEEAgJwIE4BisCzZsjNGXXggggAACCGRPgAAcZbl/\n", + "+3Zy/gczovrSiQACCCCAQHYFCMBRnnf07SN1TiiqL50IIIAAAghkV4AAnF1PSkMAAQQQQCApAQJw\n", + "UkyMhAACCCCAQHYFCMDZ9aQ0BBBAAAEEkhIgACfFxEgIIIAAAghkV4AAnF1PSkMAAQQQQCApgaJ/\n", + "EpbjOFJXVyc1NTVJzXCskSLz19bUijgSs7xgMCgSCsUcFqvcbPerrTV183BSR795bnbIGHk9ZbK+\n", + "5GPeItfJfEwv3Wno34T9u0i3gBzn07oVi2Wpr5O6HHR7TfpBoOgDsM5Khb4kobLyh7lK8Vdk/oBZ\n", + "ScQnMctzzHQcE2AymVaKVQuPrsE3EAiIz2cq59Hk1lHr6dWkOwf68XId1S5ynfSqpbvDpTtdXk1a\n", + "Nw3ChfibTdbEbUR4uY46L5muk5qfVF/Au1vK+vWM26UByf3EHSnBgMj8boBzv6OzaviLNyx63Gx3\n", + "R9Yz22Vnqzyv19Fddu53tuY72+V43TFyfrGM1Ej/d6k7FtM6nf5STC2nd3ddU5uP/I0dNIdRqjeL\n", + "oy1lEgIIIIAAAmkKFH0LOM35Tiubr2UrqXn531L75jiRJlXS4pFR4uOwSlqWZEIAAQTKXYAAnMIa\n", + "0OToY6TySPNeYHM+dsPw88ScXNITIymUwKgIIIAAAghsESAAp7gmaIvXKYKrfFOcLUZHAAEEEMiz\n", + "AOeA8wzO5BBAAAEEEFABAjDrAQIIIIAAAgUQIAAXAJ1JIoAAAgggQABmHUAAAQQQQKAAAgTgAqAz\n", + "SQQQQAABBAjArAMIIIAAAggUQIAAXAB0JokAAggggAABmHUAAQQQQACBAggQgAuAziQRQAABBBAg\n", + "ALMOIIAAAgggUAABAnAB0JkkAggggAACBGDWAQQQQAABBAogwMsY0kF3HJur7t2pMd+GVLHTzuLv\n", + "2i2dksmDAAIIIFAmAgTgdBZ0ZaUEDjpY6t5/v0FuZ8VyCW6/gzQdflGDYfRAAAEEEEDAFSAAuxIR\n", + "3yHTwP124ybx+US6N21qvs2PiKTdTS+MHWBrxo2V0NwvI8bmJwIIIIAAAg0FOAccZdIqEJAWgQoZ\n", + "PPkdGTh+sjzz7aKoMehEAAEEEEAgcwFawFGGbczh5U+HDLZ9f/XRx7I5GIwag04EEEAAAQQyF6AF\n", + "nLkhJSCAAAIIIJCyAAE4ZTIyIIAAAgggkLkAAThzQ0pAAAEEEEAgZQECcMpkiTOEvvlaqsc8L866\n", + "dYlHZgwEEEAAgbIUIABnebEH+vaTij37S93kiRKc+1WWS6c4BBBAAIFSESAAZ3lJ+rfZRqpOO0N8\n", + "HTtluWSKQwABBBAoJQECcCktTeYFAQQQQKBoBAjARbOoqCgCCCCAQCkJEIBLaWkyLwgggAACRSNA\n", + "AG5kUfWYPUeaf7ekkTEYhAACCCCAQHoCBOBG3Hq9M03azJ3XyBgMQgABBBBAID0BAnB6bolzmTcm\n", + "1f73dXFqahKPyxgIIIAAAmUnwMsYoha58+FH4ry35T2/2332mXy7YoX8+6st9/O2+NEJMmTvvaJy\n", + "xO6sOuMs2XTbSPMwjrXi69Ax9kj0RQABBBAoWwFawNGLvqpKpE0b++netq10bNdO/KZ7ien/3JKl\n", + "0WPH7a7YeReRCvZv4gIxAAEEEChzASJE1Arg69Nb9KOpkzn/22n//cR/5BHy8uIlsvabb6PGphMB\n", + "BBBAAIH0BGgBp+dGLgQQQAABBDISoAXcCJ/vxyeKdGjfyBgMQgABBBBAID0BAnAjbu6h6EZGYRAC\n", + "CCCAAAJpCXAIOi02MiGAAAIIIJCZAAE4M7/Gc1dUSPXjoxofh6EIIIAAAmUpQADO4WJvdtnlvBM4\n", + "h74UjQACCBSzAAE4h0vP15EHcOSQl6IRQACBohYgABf14qPyCCCAAALFKkAALtYlR70RQAABBIpa\n", + "IKe3IdWYFxFccsklMnv2bBk8eLDceOON9bDOPfdcO8ztefTRR8tNN90kt912m7z88su29zbbbCP/\n", + "+te/3FH4RgABBBBAoCQEchqA7777bunVq5c8+OCDMmzYMBk3bpwMGTIkDPfYY49JKBQSx3Fk6NCh\n", + "ogFY06uvviqvvPKKtGzZUnzmrUIkBBBAAAEESk0gp4egp0yZIj/96U+lsrJSTj31VJkwYUI9P+1f\n", + "ZV5y8MQTT8jAgQPlwAMPtAF51apVNgj/85//lGAwWC8PHQgggAACCJSCQE5bwAsXLpT27bc8yrGd\n", + "eavQCvNqv+ikAfbee++V6dOn20FLly6VTp062c/MmTPluOOOk/Hjx4ez3XLLLXLDDTeEuwcMGGBb\n", + "2GvXrg33S/XH5s2bE2bZtGmjLN+0SeaaeejUpEnC8e0I1TXiq66W9eecJc7Rx4pzvHm0ZZqprq5O\n", + "Ksx9xV4+IqCnHGpra8Xvz+l+XZqCW7Lp0RY96qKWXk7JrJOFrr/+7er66OXlrcta/3a8vCOv66TW\n", + "LxDI6eY449Ul03Vy48aN0qpVq4zrUUoF5HSJtzGv8Vu/fr00bdpUNmzYIJ07d25g99prr8mgQYNE\n", + "A7Smrl27yqRJk+zvY489VkaPHi2LFy+Wbt262X5XXXWVPa9sO8x/y5Ytsxv91q1bu73S+k6Uv6/4\n", + "ZP2Cb+XpZSvkD717JjcNUyfn0b9IzWuvirN6tTTNoI4a3PSIgZcDsC5jPaLh5Q2JbpB1Y6eWXk+J\n", + "1slC19/d2fLyzowG32qzE9yiRYtCc8WdvgZgtWyS7I593JJyPyCTdbJ58+ae3n7lXq/hFHLaVOnf\n", + "v3+4ZTtt2jTp169fgxpoAD755JPD/efPn2/PF2sPDToawLt06RIerhv4tuY9ve4nX39YvVu3klN6\n", + "dJOQE65KUj98VU3FV5lkizmpEhkJAQQQQKAUBHIagK+88kp7flcvsPr888/teWBF69mzZ/hwtF4h\n", + "vccee4Qtd9xxR+nQoYOccsopst9++8nVV1/t+cOF4crzAwEEEEAAgSQFcnoIukePHjJmzBjZZM6d\n", + "NmvWLFylOXPmhH9PnDgx/Nv9cc8994ieb9BDmV4+nOnWl28EEEAAAQRSFchpAHYrExl83X6JvvW8\n", + "MQkBBBBAAIFSFcjpIehSRWO+EEAAAQQQyFSAAJypIPkRQAABBBBIQ4AAnAYaWRBAAAEEEMhUgACc\n", + "qSD5EUAAAQQQSEOAAJwGGlkQQAABBBDIVIAAnKkg+RFAAAEEEEhDgACcBhpZEEAAAQQQyFSAAJyp\n", + "IPkRQAABBBBIQ4AAnAYaWRBAAAEEEMhUgACcomCtE5IN5g0r7idk3mSSTHJWLJe6GR+KY/KSEEAA\n", + "AQQQIACnsA60N6+we2LBN7LzG2+GP5d/PDNhCX7zggnzUlLZ/NCDEpr7VcLxGQEBBBBAoPQF8vIs\n", + "6FJhvGCnHeQXO24fnp1nv10k45YuC3fH+xHos4foZ+N1vxdJssUcryz6I4AAAgiUhgABOMXlWOHz\n", + "hXNU/PAz3I8fCCCAAAIIJCPAIehklBgHAQQQQACBLAsQgLMMSnEIIIAAAggkI0AATkaJcRBAAAEE\n", + "EMiyAAE4y6AUhwACCCCAQDICXISVjFIWx6md+o4Ev/wiZokVu+4mFT17xRxGTwQQQACB0hIgAOdx\n", + "eVYeOUSCXy+Q0KqVDabqfPedBOfNlWYE4AY29EAAAQRKUYAAnMelWnnYYKmMM73aKZOk7sMP4gyl\n", + "NwIIIIBAqQlwDrjUlijzgwACCCBQFAIE4KJYTFQSAQQQQKDUBAjApbZEmR8EEEAAgaIQIAAXxWKi\n", + "kggggAACpSZAAC61Jcr8IIAAAggUhQBXQWewmPTFDFNXrpJjpkwNl7Jv+3Yysk969/KGFsyXzY89\n", + "HC4r8kcoFBKnYyepOuWnkb35jQACCCBQpAIE4AwW3PFdt5EuVVXibC1j1tp18vyixWmVWLHnXlK5\n", + "udq8rjAUM7+zdq3UjvsvATimDj0RQACB4hMgAGewzJpVVMigTh3DJVT6/WkHYH/rNtJkyFHhsqJ/\n", + "VOuDOkwAJiGAAAIIlIYA54BLYzkyFwgggAACRSZAAC6yBUZ1EUAAAQRKQ4AAXBrL0c5F6K57xak2\n", + "55FJCCCAAAKeFyAAe34RJV9BZ+Ikkdra5DMwJgIIIIBAwQQIwAWjZ8IIIIAAAuUswFXQxbL0K8y+\n", + "kjm8vPHG6+vV2D/tPfEtWWb7+ed/I3UDDxbRcU2q+PN9EjjoEPub/xBAAAEEvCVAAPbW8ohbG1/b\n", + "dtL099c1PMR8hLl1qXrzlnzX3SwV114p0qyZ1E59R8TcusQCjkvKAAQQQKCgAmyfC8qf2sQrdttd\n", + "fObpW/FS8L4/i//wweJr2VKCy5aKGTneqPRHAAEEECiwAOeAC7wAmDwCCCCAQHkKEIBLaLn7n3hM\n", + "pEWLEpojZgUBBBAoXQEOQZfQsvV16lRCc8OsIIAAAqUtQAu4tJcvc4cAAggg4FEBWsBZXjBLN2+W\n", + "W2Z/Lvqqwgt23F46mbclkRBAAAEEEIgWoAUcLZJBd5/WrWTY9tvZ4Dt64SKZsXpNBqVlmNW8manu\n", + "3amy6b67xdm4McPCyI4AAgggkG0BWsBZFG1TWSlX776rLXHqylVZLDn1oirNqw392+8g1X97UpzV\n", + "34uvefPUCyEHAggggEDOBGgB54y2sAX7O3SUygMOFF9lk8JWhKkjgAACCMQUKIkWsOM4op90U6b5\n", + "407XVCmTekWXm25ZOZu/6Aqa7nxOK8bkE/ZyDd3vhBkKNILXHSNZsIzUSP236+d+p15CfnJkuk56\n", + "ff7yo1h/KkUfgHWhBoNB8xKg9N8ClGn++qRbupyQI3XBuozqFV1uXV1ddK+E3WbXRDSfLwOfhBPZ\n", + "OoJOx2/OPRfDH1om60uyHpmMl4t1MpP6xMur9dSPV5NbP68vb/Xzeh0zXSc1fzFsG/K5Lhd9ANZH\n", + "M1ZUVEilOf+abso0f6zp+vw+CVQEMqpXZLn6xxkIBBp9FGXk+O7vWjH1MPn8Gfi4ZSX6duuo0/Nq\n", + "CoVCoh8v11HtcrFOZnuZuDtcutPl1aR10w1/JtuHXM+bBiW19HId1SDTdVLzN/Yo3Vw7e7F8724p\n", + "U9DShZrJgs00f9yqmkcxZ1Kv6HLTrWe6+aKnn0x3PqeVTH2ix3GXh/sdPdwr3V53jHTCMlIj/d+l\n", + "7uj1+Ut/yaWf07u7runPEzkRQAABBBDwvEBJtIA9r1zICppWePXoZ8XXrLkE9tlHAvsOKGRtmDYC\n", + "CCCAwFYBWsAlvipUnfMLqejdR5zaGql7/70Sn1tmDwEEECgeAVrAxbOs0qppYO99bL4aczFK6Ksv\n", + "0yqDTAgggAAC2RegBZx9U0pEAAEEEEAgoQABOCERIyCAAAIIIJB9AQJw9k0pEQEEEEAAgYQCBOCE\n", + "ROmP8OX6DelnJicCCCCAQEkLEIBztHgP7NBeRpr3An+3aXOOpkCxCCCAAALFLEAAztHSG9FzN2ke\n", + "qBDz9NMcTSH1YoML5kv1s89IaE0B31OcerXJgQACCMjcuXNlzJgxJSVBAC6pxRl/ZgL99pLAgIFS\n", + "N32ahObPiz8iQxBAAAEPCpx//vkyadKkpGpWU1PTYDx93rbXUtIB+L333pN+/fo1+hk7dqzX5o/6\n", + "bBXwd+4sVSefIj7znmASAgggUEwCzz77rA2+Dz30kPzyl7+UqqoqmT9/vp0FjUs333yzPPfcc9K9\n", + "e3c59NBDpW3btvKrX/3KDp89e7YMGTJEOnbsKBdeeKGsW7fOM7Oe9IM4dtttN3n44YcbrXjPnj0b\n", + "Hc5ABBBAAAEEUhU4+eST5cADD5TevXvLPffcI9rYGz16tJxwwgny6aefyosvvijaSFy8eLE8+OCD\n", + "st1228m+++4r2mp+9NFHpUOHDrJo0SI56KCDbN6f/OQnqVYhJ+MnHYDbtGljK99YLTZv5oKjxnwY\n", + "hgACCCCQukCTJk3s6xqbNm0qzZo1k5///Oc2AFdXV8sBBxwgu+yyiw3A+salY489VnS8bt26ydtv\n", + "vy3jxo0TPSR9yCGHyIYNG+Sjjz4SrwTgpA9BR5K99dZbMmjQIOnbt6/sscce0qtXL+nSpYu8+uqr\n", + "kaPxGwEEEEAAgawI6PuEtZGnwfScc86RGTNm2NbtsGHDwuXru5VfeuklmTlzpm0Na9Dt37+/Db7v\n", + "v/++PQStrWavpLQC8EUXXSRHHXWUDcBnnnmmaPcOO+wgJ510klfmi3oggAACCJSQgB5SHjVqlNxy\n", + "yy2y/fbby+GHHy4rV66U0047LTyXgUBA7rvvPhkwYIA9V7zXXnvJVVddJZMnT5bWrVvLP/7xD5s3\n", + "nKHAP5I+BO3WU/cw1pjbWK699lr529/+Zk+EX3rppbJkyRJ54403ZOjQoe6ofCOAAAIIIJAVgdtv\n", + "v12uueYaG0j1XO/atWvtOeB27dqFy9cAPHXqVNm4caM0b97c9tdgvHDhQju+BmEvpZRbwHqMvUWL\n", + "FjYI77nnnvYYu85Q+/bt5ZtvvvHSvFGXOAJ1Mz4SJxSKM5TeCCCAgDcF9OpmDa7aAl6+fLnceOON\n", + "4YpqwNXzvprc4BseaH54Lfhq3VJuAWsmvQxcL/2eN2+eLFiwwB4CGD9+vLz77rs6mORhgcrDBkv1\n", + "E6OkyQknckuSh5cTVUMAgdgCLVu2lNra2gYDf/SjH4l+iimlFYD1mPoxxxwj2tzXC7L+/ve/y+WX\n", + "Xy4777xzMc17Wda18uBDpPrvfy3LeWemEUCgOAX0Xt5YQTfVudEYpUdwvZLSCsDnnXeeDcC77767\n", + "PRRw3XXXeWV+qAcCCCCAQIkJ6OFmfRaFXgmdbtJTpHobUtEHYL0CWq9G0yeN6BVo5557ruy9997p\n", + "upAPAQQQQACBRgX0SVZ61DXdpBcKey2lfBGWzoAGXX0Sid6HpU8cueCCC0QvyNJuUn2BWnOxU40H\n", + "L3hyZn5Wv6J0IYAAAgjkVSCtAOzWUG+I1uPyIRNg9Eklfn9GxbnFlsx3m0ClHDBhimz32li5dc4X\n", + "npovZ8QfPFUfKoMAAgiUm0Ba7fmnnnpKHn/8cfniiy/krLPOsvcD61OxSPUFpg8eJLXmvulH5s2X\n", + "RbwXuD4OXQgggECZC6QVgPVG5yuuuEKOP/54+3zOMjeMO/sBc0RAgQM+bxwZcN6ZKuZwhfi+WyrO\n", + "d99J7f33m9r5xN9/b6k45KC488EABBBAoBQFRowYYd9xcNxxxxVk9tIKwI899lhBKstEMxNwxk8U\n", + "x5wyqAw0FVm9RpzX/yuhVd+LY1roBODMbMmNAALFI7B+/Xq5+OKL5c0335R99tmnYBVPOgBPnz5d\n", + "hg8fbi+00vctfmdaUNHpftOi0vuDSd4U8F8/wlZML+SvO2yIVL7+qmx+9M8iO+3izQpTKwQQQCBC\n", + "wDG3EWkjItXki3oE5apVq0TfY6AXERcyJR2A9T2MTz75pK3rAw88EPOm6J122qmQ88K0EUAAAQRK\n", + "WGDzIw9JcPaslOewxd16uu2HpIFXP/q6wkKmpANwq1at7GudtLL6tglt6Z544olSVVVVyPoz7TQF\n", + "/GefmWZOsiGAAAKFEWj226sKM+EcTTWtq4PcB3Fsu+22cskll8iHH36Yo+pRbK4E/Oedm6uiKRcB\n", + "BBBAIAmBtAIwD+JIQrbIRgmecbbUHf9jCd00sl7NnRkfS/Csn0vwzHPEmfN5vWF0IIAAAgikL5D0\n", + "IehYk+BBHLFUirOf8515TNuGjeKsXFV/BjZvFsdcsCDmfmYxD14hIYAAAqUiMHJk/QZHvucrrRaw\n", + "PojjkEMOkf33319WrFhhH8Tx3nvv2VcU5nsGmF4WBPRRmRpg9WN+O8FgxOeHYba/jktCAAEEEMhY\n", + "IK0W8OTJk3kQR8b0hS+gbtgvpGL0GNOyrbaxV2vkfPChhB56RJ/PYZL5T4Py1hQc+6aY15GIr3cv\n", + "qXjxWfHtsos7iG8EEEAAgRQF0moB6zuA+/Tpw1OwUsT22uiBvz0hgU2r7cdnnoTl26e/+C++UAKb\n", + "t/QLbPpeKiaNE99RR4hvyGDxm9/VPztJAp+8T/D12sKkPgggUHQCabWAe/ToIZ9++ql9P2PRzTEV\n", + "rifg85lWbpV5Mpa+SEMfmVkREJ92u8m8ZEP85tEdpiXs098kBBBAoAACs2bNEru9SnPa69atkw4d\n", + "OqSZOzfZ0grAXbp0kVNOOUU6depkP27V7r77bjn66KPdTr6LSMDXsYM4ek93m9b1a22Crj5FxtFD\n", + "0ebtTiQEEECgEAKVlZUZvXFPg7e+uc9LKa0AfN1118lVVzW8IXq33Xbz0rx5pi4VZsG/sWSZfL7u\n", + "3YR1+tXOO8ox23RJOF62R6h44dmYRfr27i8Vzz1thznm+akkBBBAoBACu+66qwQCaYUsW109aquv\n", + "zfVSSmtu9A0SS5YsaTAfd955pwwZMqRB/3Lvcea2PWTXli0SMvzjm4Xy8Zq1BQnACSvHCAgggAAC\n", + "WRVIKwDfdNNN5pbQLfeE6vfMmTNl9OjRsu+++2a1cqVSWNsmlTKkS+eEs/P2iqh7cBPmYAQEEEAA\n", + "gWIVSCsA6/2/kemII46QhQsXil4dreeGSQgggAACCCDQuEBatyFFF6kX6Hz99deyZs2a6EF0I4AA\n", + "AggggEAMgbRawHqed+nSpbY4Db4rV6609wQ/9NBDMSZBLwQQQAABBLwjsGzZMvnDH/4g3377rX2C\n", + "44033liQC7TSCsC33XabVFdXhzWbNWsme+yxR0FmIFwJfiCAAAIIIJCEgN4ye+ihh8rpp58uelHx\n", + "888/L2eddVYSObM7SsoBWFu8e+21l70cvLa21r7QWANwrMu79QItfV3h7NmzZfDgwaJ7GZFp+fLl\n", + "9p3Cbj+9vem4446TsWPHyr333msv9HrwwQelZ8+e7ih8F1rALP/qZ56Win57SmCPvoWuDdNHAIEy\n", + "EvjdJzPlw9Wpn+p8ceCAekqXXXZZ+BkWGr8WLVpUb3i+OlIKwLqXcOmll8rLL78s++yzjw2en332\n", + "mX06iT6A47HHHqtXb93L6NWrl2gQHTZsmIwbN67ebUofffSRHHjggXLrrbfafHqjtT6t5Nprr7Xj\n", + "6nnlCy+8UPTZ0yQPCLRoIU1OO0OCsz4TZ+0aArAHFglVQKCcBH6xw/Zysmn4pZpaBMzT/CJS165d\n", + "bdfEiRPlhRdeKFiMSToA6znf888/Xx5//HEbfF988UX55JNPZM6cObY1rIeg9Y1I++23X3g2p0yZ\n", + "IqNGjbLnh0899VSZMGFCgwBcZZ6+dN9998nQoUPtYWwtr3///tK2bVv70Qu7tCXttrD10Pdm84o8\n", + "N23cuNH9yXeOBfRJMk2GHi815mb20Fdf5nhqFI8AAgjUF+jdulX9Hhl0vfHGG3L99dfLa6+9Jm3a\n", + "tMmgpPSzJh2AP/jgA3vo2b3N6PXXXxcNqq1abQHRW5Hef//9egFYb01q3769rV27du3sqwsjq6rB\n", + "Uzfqffv2lQsuuEBuv/12WWXePevm0XE1EOsrD7t162az/vGPf5QbbrghXMyAAQNsC3vt2rXhfqn+\n", + "iAzoqebN5vg15q1EFcEKiTUvdXV15kVE5k1ExqvgyewA+cxeaE2Uue4o6WkJvz5X2qNJT6Ho4+jU\n", + "0svJK+tkY0ZB89pKXR+9vLx1WevfjtbVq0nXSa1fJk95yse8ZbpO6vbejRf5qG9j09CjsRpv9HSn\n", + "xqZCpaQD8KZNm6Rly5bheuo9vw8//HC4e/Xq1dLaPDM4MulexXrz+MKmTZvKhg0bpHPn+g+j0Ad6\n", + "uElXwGeeeUZOO+00m8ftr9Pt2LGj22n3WHSvxU167D7WtN3hyX5H1z3ZfNkcr0mTKqkyh0pi1UWD\n", + "mx6i90IArjHLM2Tq0jRqeesy1iMaXt6Q6AZZ1zW19HqKtR54qc7uzpaXd2Y0+OpRsxbm9IlXkwZg\n", + "tXSP8nm1nlqvTNbJ5s2be2L7pfOh54B1vdBrkzRp3Lnmmmvs73z+l3RTRc/5Tp061T71asyYMTbo\n", + "aatXk56rffPNN+2h48jK66Hk6dOn217Tpk2zl3tHDr/iiivsYWvt9/nnn9uWsL7mcMaMGfbh/3r4\n", + "WTeYxbBiRs4XvxFAAAEEvCugb1aaO3eu6HVI+ilE8FWdpFvAO+ywg72KeeDAgVb1qaeesoHx2Wef\n", + "lYsvvlguuugi6d27dz3xK6+80u5p6P3BuvczcuRIO1yvan777bfl7LPPlt///ve21aSHXfW8sh4O\n", + "0MvBjz/+eNF7te644456ZdKBAAIIIIBAKQgkHYB1ZrXZPnz4cHvOx22Vaot10qRJtvUaDaLvDdbW\n", + "sh5G1ku93aQXWmnSQ8t6IlyvfI48N6DB/LzzzrOHMr18fsmdH74RQAABBBBIVSClAKyF6/ncyKQX\n", + "UCVKkcE31riRwdcd7gZ4t7tcvt9ZsVJuN6/ejU7BUFAq7MVNP1yE1dKcL9bXF3rhvHB0felGAAEE\n", + "simg15hkcn2JFy/ESzkAZxOUsuoLnNhtGxNMRTabYBuddOWp0MD8Q/yVe+fMlTO36yHt8/2Oy49n\n", + "is9cDyC//FV0NelGAAEEsi6gFwDrA50ySdpQ0YtEvZQIwB5aGvu0ayv6iZViXQX92LwFsUbNfT+z\n", + "MyC1dbmfDlNAAAEEjMDee+9dkg5JXwVdknPPTKUvYFrpIfM0LIcHoaRvSE4EEChrAVrAZb34k595\n", + "54MPJfjbq20Gv7n3OrRkidTttofpdqTipj9IxfALki+MMRFAAAEEkr8NCavyFvDts7cEJo6zCKG3\n", + "xot/2nTxX/d7WT/8fGl+yknljcPcI4AAAmkIcAg6DTSyIIAAAgggkKkAAThTwTLM79NHknbuVIZz\n", + "ziwjgAAC2RPgHHD2LMumJN/+A0Q/JAQQQACB9AVoAadvR04EEEAAAQTSFiAAp01HRgQQQAABBNIX\n", + "IACnb0dOBBBAAAEE0hYgAKdNR0YEEEAAAQTSFyAAp29Hzq0Cod/fgAUCCCCAQIoCBOAUwRg9hsBn\n", + "s2L0pBcCCCCAQGMC3IbUmE4RDJu+6ntpFfhhMbauDEi/Nm2KoOZUEQEEEChvgR+23OXtUJRzf1in\n", + "jnLXF1+F665vK5y1dp18PfQoaWLfHRwelPUfwaOPF6e6Wpp8+YU4K1ZJTfftpdJMJTTA3B/8r+ez\n", + "Pj0KRAABBEpNgABcxEv0mf33rVf76mBItn99rIQcDcW5TRX/fcVOILRmjYSOOUEqXnxWNv7jaQn0\n", + "7ZvbCVM6AgggUCICnAMukQVZqNnw6+Fu85Jrf9duIs2aFqoaTBcBBBAoOgECcNEtMiqMAAIIIFAK\n", + "AgTgUliKBZ4H9zWFBa4Gk0cAAQSKSoAAXFSLi8oigAACCJSKAAG4VJYk84EAAgggUFQCBOCiWlxU\n", + "FgEEEECgVAQIwKWyJJkPBBBAAIGiEiAAF9XiorIIIIAAAqUiQAAulSXpkfnwPf8vcVav9khtqAYC\n", + "CCDgXQECsHeXTVHWzPfVPJHNm4uy7lQaAQQQyKcAATif2gWYVvCc8wowVSaJAAIIIJBIgGdBJxIq\n", + "9uHfLhTHPBva5/PlbE5Cd94tzpS3pXLBApF586Vm4MEi5g1N+pjKwJtviK9du5xNm4IRQACBYhUg\n", + "ABfrkvNQvX2XXCy+X14gtcuXS9XFl4r/qisktGK51H0+WwJt23qoplQFAQQQ8I4AAdg7yyLjmlSY\n", + "Rm4z8xrCJ08+XfaYZ87FmtR7/nyZ1XcfadOkifRu3Uoqxv9XfFl+VaGvqXkJg/loub42baWid2+R\n", + "b76W4IJ5OW15ZwxGAQgggEABBQjABcTP9qQDJgDOOvoIqR1yeLjoqiFDZfOzT8sfzHuDxw86KNyf\n", + "HwgggAAChRUgABfWP+tTb1ZRIfpxU9AE5RbmfGze0l8eFmnZ0raA8zZNJoQAAggUoQBXQRfhQkup\n", + "yu3MOdgcXoDVoC7NmnHYuQEKPRBAAIGGAgTghiYl1adizHMlNT/MDAIIIFAqAgTgUlmSzAcCCCCA\n", + "QFEJEICLanFRWQQQQACBUhEgAJfKkmQ+EEAAAQSKSoAAXFSLi8oigAACCJSKAAG4VJak1+ZjxUrx\n", + "fTorXKvgPfdJ6LG/hLvj/Qg98FC8QeH+yYwTHjnqh/PddyIv/juqL50IIIBA/gUIwPk3L48pmlcS\n", + "+uZ9HZ5X58WXxHn5lXB3vB+hMYmDYzLjxCtfzI6BTH477mAGIIAAAvkSIADnS5rpIIAAAgggECGQ\n", + "x0ckRUyVn6UpsGSJyP1/lqDfPJR6zhfi+/BjqW3Zfsu8mncEO4FKCXbfwb4pKbRff3EG7muH+V8Z\n", + "KxIKbvn9yWdSPegw+1vM25RChx64pf+4iSKbNm35HTmOefBHaMhhtn/c/9auE//Era3e9RvFt2Sp\n", + "VH/6sR3d2XF7cfqaZ1ebVHnUMRLot6f9zX8IIIBArgUIwLkW9nD5Tm2tCXwh8VVVZaeW+uajs88S\n", + "f6BCQp/NEp85DC39twa0l8zh55YtxPezM2wArthtF5Hu3bZMd5vuph7Olt+33in+87e+w7hplfi3\n", + "23ZL/+7bidTWNRyn0rz2cMcdtvSP9391jcguu9uhzjffikycLP5hZ20Zu20bkc6dpG7q2xL88gsC\n", + "cDxD+iOAQNYFij4A67tu3U+6OpnmT3e6qebTeqaTbD6TNTq/89ob4sydJ/7LL02n2IZ5zBuRnD37\n", + "2gCrb0by77uP+O+/244XNK1WadNaKq4b0TDf/gPD/YKP/00qzv5ZuDv8I5lxwiPH/xH8+BNxvlsq\n", + "gahpBOfPVaAGRvFLyu2QYlknVSF6vcqtTOqle93S9XO/U5/D/OTI1DHT/PmZy/xOpegDsHIFg0Gp\n", + "1dZcminT/GlONuVsdXVbW4Ap5gyafLryNzDS8oxdMAO7yKpo/fwm8NoNifntM61rt2yfE7IBrkEd\n", + "Igswv3W8bIwTVewPndriN13R0wgFTf0qEk/7h4Jy+6tY1kmtp368mtz6RS9vL9bX63XMdJ308npS\n", + "qPWh6AOwz7xoIGDe9tPEvO823ZRp/nSnm0q+mpoaqaysTOtFBwGTb5MJPJ9u2KiRR/wbzbdJrVZ9\n", + "L03WrpWVi82tOSY52oLN4HD0JnOOttIcJg6YtzH5unaVbS+/TDptXS6hJx4Tnzk07UuwnJzHH83K\n", + "OHaGYvwX7Lm7hH53eYP1xdE3SJlPJutRjMml3asY1kkNGLrDVRHx9q20ZzhHGXWnMGTWfa8s11iz\n", + "6e4ce7mOWu9M10nNr9tr0g8CRR+Af5gVfsUT6GrOpTat8MtlMz6VnrPnyFnP/NOO6l+5SkLm4qjV\n", + "Eybb7tePOVqmHrTloqd4ZTXWP2Rar/oHpv/WmQ3fHm1ayT9kpy3T2n23xrKGh/l23SX8O96PZMaJ\n", + "m9fsZEgPc86ZhAACCBRYgABc4AWQj8nv2KKFTDz04C2TOvwQkYsvsL9Del+uOQe829ZzwIdnWJkN\n", + "GzZIlWlB657uy4uXyNN6wRMJAQQQQCCmAPcBx2ShJwIIIIAAArkVoAWcW19Pl+7bpoukd121p2eL\n", + "yiGAAAJFIUAALorFlJtK+gbsZ68Izk3plIoAAggg0JgAh6Ab02EYAggggAACORIgAOcIlmIRQAAB\n", + "BBBoTIAA3JgOwxBAAAEEEMiRAAE4R7AUiwACCCCAQGMCBODGdBiGAAIIIIBAjgQIwDmCpVgEEEAA\n", + "AQQaEyAAN6bDMAQQQAABBHIkQADOESzFIoAAAggg0JgAAbgxHYYhgAACCCCQIwECcI5gKRYBBBBA\n", + "AIHGBAjAjekwDAEEEEAAgRwJEIBzBEuxCCCAAAIINCZAAG5Mh2EIIIAAAgjkSIAAnCNYikUAAQQQ\n", + "QKAxAQJwYzoMQwABBBBAIEcCBOAcwVIsAggggAACjQkQgBvTYRgCCCCAAAI5EiAA5wiWYhFAAAEE\n", + "EGhMgADcmA7DEEAAAQQQyJEAAThHsBSLAAIIIIBAYwIE4MZ0GIYAAggggECOBAI5KpdiESg6geCM\n", + "j2Tz6tVx612xyy5SeejhcYczAAEEEEhFgACcihbjlqxA5aBDxde2bdz5Cy1eLLWTJhKA4woxAAEE\n", + "UhUgAKcqxvglKeDv3kOamE+8VPfxDKlZtDDeYPojgAACKQtwDjhlMjIggAACCCCQuQABOHNDSkAA\n", + "AQQQynJowwAAFeBJREFUQCBlAQJwymRkQAABBBBAIHMBAnDmhpSAAAIIIIBAygIE4JTJyIAAAggg\n", + "gEDmAgTgzA0pIYZAxfr1su1Xc2MMoRcCCCCAgAoQgFkPciLQ/NuFMvjl/+SkbApFAAEESkGAAFwK\n", + "S5F5QAABBBAoOgEexFF0i8zDFV63TmTcWxKqqJD2Mz4Vv2kF/+fRx22F127bQ77fbVf72+/zyWnb\n", + "dpcOTZp4eGaoGgIIIJBbAQJwbn3Lq/TqGpEvvxIxAXi7lculeXW1fP/ll9Zgjd8v83t0t7/fWrZc\n", + "ujdrKj/q1rW8fJhbBBBAIEKAAByBwc8MBTp2ELn8UvEHAtL205nSOuTIrn+6vUGhp737XoN+9EAA\n", + "AQTKTYBzwOW2xJlfBBBAAAFPCBCAPbEYSrASXbcR30knluCMMUsIIIBAdgQ4BJ0dR0qJEvB17Ci+\n", + "ww+L6ksnAggggIArQAvYleAbAQQQQACBPAoQgPOIzaQQQAABBBBwBQjArgTfCCCAAAII5FEgpwG4\n", + "pqZGhg8fLoMGDZIbb7yxwWwtW7ZMLrroIjn++ONlxIgRouNruu222+SAAw6wn5NOOqlBPnoggAAC\n", + "CCBQ7AI5DcB333239OrVS9566y35/PPPZdy4cfW8dPihhx4qr7zyiu3//PPP2+9XX33V9ps4caI8\n", + "99xz9fLQgQACCCCAQCkI5PQq6ClTpsioUaOksrJSTj31VJkwYYIMGTIk7HbZZZdJp06dbHezZs1k\n", + "0aJFEgqFZNWqVaJBWH+fdtpp4fH1x5o1a2T16tXhft9//70tP9yDHwgggAACCBSBQE4D8MKFC6V9\n", + "+/aWoV27drJixYp6JF27bnkUobZ0X3jhBZk8ebIsXbrUBmUNzDNnzpTjjjtOxo8fH8732GOPyf/9\n", + "3/+Fu/v37y9//OMfZe3ateF+qf7YvHlzqlnyPn5dXZ15wmOF+MxzlL2a9BRCbW2t+M1jJxtLdcE6\n", + "2bRpU0bLrLHyGxvmOI7dsVPLlNLGjeILBvNW52JYJ4PGQ9fHRMs7Jecsj6w78fq3o3X1atJ1UusX\n", + "ME+Q83LKdJ3caP6GWrVq5eVZzHvdcrrE27RpI+vNe2GbNm0qGzZskM6dOzeYwTfeeEOuv/56ee21\n", + "10TH18+kSZPseMcee6yMHj1aFi9eLN26dbP9rrzyStGPm7TVrC3i1q1bu73S+s40f1oTTSGTBjc9\n", + "kuDlAKzLuKqqKuGGJFARED3iUQhz3SDrxk4tU0l1zZtLjQnazTNcz1KZZiF8Uqmfu7OV8s5MKhPJ\n", + "cFwNvtXmmeQtWrTIsKTcZdcArJZNiuDlJJmsk83N35CXt1+5W8LxS268qRI/X1JDtHU6ffp0O+60\n", + "adOkX79+9fLpOeHbb79dxo4dK927b3lQ//z582XYsGF2PA06GsC7dOlSLx8dCCCAAAIIFLtATgOw\n", + "tlSfeOIJGTp0qL0IS88Da+rZs6c9HK3ngL/99lsZPHiwaLDWYLzjjjtKhw4d5JRTTpH99ttPrr76\n", + "anvotdihqT8CCCCAAAKRAjk9BN2jRw8ZM2aMPd+nhxzdNGfOHPtz1qxZbq963/fcc4/o+QY9J+L1\n", + "8yL1Kk4HAggggAACSQrktAXs1iEy+Lr9En3reWOCbyIlhiOQvoBjLnh0Zn4Wt4DQWz9c/Bh3JAaU\n", + "jYB/+v/EKYILVotpgeQlABcTCHVFoFwEnM9mifOvl+LObuiW2+IOY0D5CQQee1zE3PZJyp4AATh7\n", + "lpSEAAIIIIBA0gI5PQecdC0YEYEiEHDMA2KqX3whLzX1mVtnqs0tXVlPq9eIb+bWay++WSiy+DvT\n", + "qllpJ+Nst63IipXiM/dravJ9NVdqrvjtlmF6j+rA/exv9z+9pUtvK6nz8L3pWkfH3HZWneJtZ+48\n", + "5utbb41zUr03PR+V+/xL8S3f8vwG36zZEvr3f8TXrq2dsu9HJ4gv4tqefFSn1KZBAC61Jcr85ETA\n", + "v8OOEhh4gJgrCnNSfoNC9bnoJnhkPZl7tcUEYZvWm996Ts/tbt9OfOZJc7JhSwA2T7AID/NVBsSJ\n", + "nncNbib4evreTjU0wc3OS9Yxs1Ogo8WETB39KT4cJjuTb7yUtevC64C5WVlknXngkX/rw4DM/cuk\n", + "zAQIwJn5kbtMBPzmATFVp5+Zt7mtNk92q8rxQz9C4yeIvDNN/NePiDlfdYcNkcon/hJzmPYslgdx\n", + "hMzRhCoexBF3OSY7YPOpZ4j/7LPEt/UJhsnmY7z4AgTg+DYMyZFAwOxBj5z9hTzw1byUpmDaWnLr\n", + "Hr1kP9NSIyGAAALFLkAALvYlWIT1v6NvH1ngHuZMof5/NOejvjKHUAnAKaA1Mqqv5+4ibbecz4s1\n", + "mv+Ky2L1pl+ZCtSZ1m+VORJEyp4AATh7lpSUpEAPc+GGflJNjy/4OtUsjN+IgE+fr771GeuxRvOf\n", + "eHys3vQrU4HQYYPEZ57nTMqeALchZc+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", + "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", + "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", + "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", + "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIhBfIHjiyeKsWxd/BIYggAAC\n", + "UQIE4CgQOhFAAAEEEMiHQCAfE2EaCGRLYNnmapm7fkPaxYVCIdFPIJDdVb9TXVBWmHo5vi37tH6f\n", + "yA7Nm4vPZ36QEEAAgRgC2d0KxZgAvRDIlsBOLVrIqPlf20+6ZTo2oyM+8y/TdOkTT0q/WbNtMW0W\n", + "fC0rjjxWQhUVtnvYH66X+w8aKMds0yXTyZAfAQRKVIAAXKILthRn6/peu4t+Mkna+g0Gg1JZWZlJ\n", + "MVvyHjU4XIaeA97vH38VX6tWtl//d9+TzWZaJAQQQCCeAOeA48nQHwEEEEAAgRwKEIBziEvRZSTQ\n", + "u5eYE8tlNMPMKgIIZCrAFiNTQfIjYAQqbv8/HBBAAIGUBGgBp8TFyAgggAACCGRHgACcHUdKQQAB\n", + "BBBAICUBAnBKXIyMAAIIIIBAdgQIwNlxpBQEEEAAAQRSEiAAp8TFyAgggAACCGRHgACcHUdKQQAB\n", + "BBBAICUBAnBKXIyMAAIIIIBAdgQIwNlxpBQEEEAAAQRSEiAAp8TFyAgggAACCGRHgACcHUdKQQAB\n", + "BBBAICUBAnBKXIyMAAIIIIBAdgSK/lnQjuOI+0mXJNP86U431XxaT68nr1u6hu53Tj23rpvpTMPr\n", + "jpHzlBfLyAmm+Nvrlq6f+53i7OVt9EwdM82ftxnN44SKPgCrlb7ftba2Nm22TPOnPeEUM9bV1aWY\n", + "I7+ja/38fr/dIcrvlFOfWibrSzJT041NXQbrZbGsk1pP/Xg1ufXL9fLOxvx7vY6ZrpNeXk+ysfzS\n", + "KaPoA7DP5zNvgQtIkyZN0pl/myfT/GlPOIWMNTU19iXyOr9eTboB0Rfdq6dXUygUsgFD65nLlOl6\n", + "WQzrpC5v3eGqqKjIJWVGZetOoS7zTLYPGVUgicy6s6aWXq6jzkam66Tm9/L2K4lFlfVROAecdVIK\n", + "RAABBBBAILEAATixEWMggAACCCCQdQECcNZJKRABBBBAAIHEAgTgxEaMgQACCCCAQNYFCMBZJ6VA\n", + "BBBAAAEEEgsQgBMbMQYCCCCAAAJZFyAAZ52UAhFAAAEEEEgsQABObMQYCCCAAAIIZF2AAJx1UgpE\n", + "AAEEEEAgsQABOLERYyCAAAIIIJB1AQJw1kkpEAEEEEAAgcQCBODERoyBQEkK8HaaklyszFQRCRCA\n", + "i2hhUVUEsingTJgozsjbslkkZSGAQAoCBOAUsBgVAQQQQACBbAl4971x2ZpDykGgQALfbdosc9at\n", + "S2vqGzZslBa5evWkeT2fpmbrN0j3YEh8W7t95tWCJAQQyJ8AATh/1kypjAR2bdVSHpm3wH7SmW3H\n", + "MYHRl/2A2PPLr+SyUX+xVWpldg66BIPim/K27fb9/Gzxn31WOtUlDwIIpCFAAE4DjSwIJBIY2aeX\n", + "6CfdtHbtWmndunW62ePnG3K4yMUX2OGh8RNE3pkm/utHxB+fIQggkDOB7O9i56yqFIwAAggggEDp\n", + "CBCAS2dZMicIpCTga9dOZIftU8rDyAggkD0BDkFnz5KSECgqAV//vUQ/JAQQKIwALeDCuDNVBBBA\n", + "AIEyFyAAl/kKwOwjgAACCBRGgABcGHemigACCCBQ5gIE4DJfAZh9BBBAAIHCCBCAC+POVBFAAAEE\n", + "ylyAAFzmKwCzjwACCCBQGAECcGHcmSoCCCCAQJkLEIDLfAVg9hFAAAEECiNAAC6MO1NFAAEEEChz\n", + "AQJwma8AzD4CCCCAQGEECMCFcWeqCCCAAAJlLkAALvMVgNlHAAEEECiMAAG4MO5MFQEEEECgzAVK\n", + "4m1IH374oSxcuDDtRVldXS1VVVVp589HxmAwKBUVFfmYVNrTqKmpkUAgIH6/d/frHMcR/Xi5jroA\n", + "imGdDIVC4vP57CftlSbHGbWOdXV10qRJkxxPKbPii+HvO9N1ctmyZXL44YdnBlViuX1mY+QU+zzV\n", + "1tamPQtTp06Va665RiZPnpx2GWTcInDRRRfJPvvsI+effz4kGQjo+tylSxdZvHixNG3aNIOSyPr4\n", + "44/L//73P3n00UfByFDgsMMOk5EjR8rBBx+cdkmVlZVp5y3FjCXRAs50oW7atEkyLaMUV45U50n3\n", + "kHVPHstU5eqPr/vE69evt0cTsKxvk2qXtoB1vcQxVbmG4+t2UhOWDW3S7ePdY4XpzhH5EEAAAQQQ\n", + "KAIBAnARLCSqiAACCCBQegIlcQ44k8WycuVK+eyzz2TQoEGZFENeI/DRRx9Ju3btZIcddsAjAwE9\n", + "BP3KK6/Icccd5/mLxTKYzbxkXbBggXz//ffSv3//vEyvlCei18n06dNHOnToUMqzmdd5K/sAnFdt\n", + "JoYAAggggMBWAQ5BsyoggAACCCBQAAECcAHQmSQCCCCAAAJlHYDnzZsnP/nJT0Tvb3vxxRdZG1IQ\n", + "GDFihLz66qvhHPfee68MHjxYzjzzTFm3bp3tj2+YJ+aPZ599Vk466SQ57bTTwveh68NMhg8fbq9J\n", + "uPHGG8P5YvmGB/JDbrjhBhk6dKj84he/kA0bNliRsWPH2n5HHnmkzJkzx/aL5wthfYFbb71V9B5q\n", + "N8Va/2L5uuPznaSAPoijXNMxxxzjmKdoOStWrHDMRRqOuVijXCmSnm8TXJ2zzz7b6dq1q/PCCy/Y\n", + "fOZhJs4pp5zimAdIOA888IBjgrPtj298Vl3nBg4c6Jh7VO36Zx5g4ph7Vp3bbrvNueeeexwTKJzT\n", + "Tz/dMRs5J55v/NLLa8i4ceOciy++2M60+v3pT39y1q5d6+y77772b3rGjBnOIYccEh4e7VteWonn\n", + "Vte37t27O3fddZcdOdb6F883cemMESlQ1i3g7777zl4dqVf16dNd9Ik5pMYFVq1aZVu52tJw09tv\n", + "v21bcvoYSm0BT5gwwQ7C1xVq+N2yZUt56aWX7CMS9WlXaqUPjZgyZYr89Kc/tQ87OPXUU61lPN+G\n", + "pZZnH23hPvTQQ7JmzRoxwVZ69OhhW7x65XPbtm1lzz33tMO09RvLtzzVYs+1PgDm5ptvlt/97nfh\n", + "EWKtf3pEIZZvOBM/khIo2wCstyZEPuZPb58xrZKk0Mp5pO22205My7YegT6Hu3379rafbvD01i58\n", + "6xE16NBnj3fu3Fk0KAwbNsw+DlWf9R1p6a6Tkf1c3wYF0kN+85vfyCeffCK9evWq56g06qZ/35GW\n", + "ri90PwhcccUVoqc+WrRoEe4Zaeauf5H9dETXN5yJH0kJlG0AbtWqlWzcuDGMpOeNdINISl2gTZs2\n", + "9tGJmlNNO3XqJPgmdtRH+5188sn26Msll1xiM0RauutkZD/XN3Hp5TfGk08+Kf/85z/l17/+tUSa\n", + "qYRad+zYsV5/17f8pGLP8fjx40VfbPP+++/bIy/vvPOOPZIQaemuf5H9In1jl0zfeAJlG4D1cGmz\n", + "Zs1sa80ck5cPPvjA7jnHg6J/fAE9FDV9+nQ7wrRp06Rfv372Ocb4xjfTw80//vGP5YwzzpDLL788\n", + "PGIsy1j9whn4YYPu/fffbyX0WeS6I60PjNDD0fq3rYem1VvfiIRl/BVGH6CjLWA9MtC8eXO7fYxn\n", + "Fs83fukMiSVQ1g/imDRpkpiLNmTz5s32asmrrroqlhH9Yghcd911dmOmV5HrRk9bcHpYasmSJfLy\n", + "yy/LNttsI/jGgNvaa/To0XLuuefKbrvtFh5JWyDaKrvssstsi003gs8//7wNHrF8wxnL/Ie2yn72\n", + "s5/Z8+ba0r3lllvsed+HH37YPlFMX4N3++23yxFHHGHX0WhffaUiqb7AqFGj7N0MGpDj/X3H8q1f\n", + "Cl2JBMo6ALs4GoAjzwe7/flOTUA3ftrqjU74Rosk7o5lGatf4pLKZwwNxLrTEpn0HHusd1RjGamU\n", + "3O9YZvF8kyuRsQjArAMIIIAAAggUQKBszwEXwJpJIoAAAgggEBYgAIcp+IFAbgT0PHnr1q3tx+/3\n", + "21s83O7ly5fLTjvtJB9//HFuJk6pCCDgWQEOQXt20VCxUhTYdttt5emnn5ZDDz00PHuLFy+2t25V\n", + "VlaG+/EDAQRKX4AWcOkvY+bQ4wL6IA59bvann34q55xzjpjHKtp3ruoDT7S/PqtcA7d5hGJ4TvQK\n", + "c33Ckz4AQe8l5iEyYRp+IFA0AgTgollUVLRUBTTI6pXi+vn73/8uej+mPhBh6dKlYp4XLddff738\n", + "5z//kZEjR4p5drToYesTTjhBrrzySpk9e7Z9uITeTkdCAIHiEggUV3WpLQKlLaC3cbn3o+t9q198\n", + "8YW9f1XnWp/kpI9a1OCsD0I48cQTLca1115rA7J5eH5p4zB3CJSYAAG4xBYos1PcAt26dQvPgN7T\n", + "2rNnz3C3PpVIH4qgDzzRw9W77757eJj+WLRokZi32NTrRwcCCHhXgADs3WVDzcpQQF/IkCgNGDBA\n", + "DjzwQNH3sbpJL+Qyr4h0O/lGAIEiEOAccBEsJKqIQKSAvn5Pn7390Ucf2d56VbVesKXPOyYhgEDx\n", + "CNACLp5lRU0RsAJ6nvjWW28V85J5e8hZux955BFJpvUMIQIIeEeA+4C9syyoCQIpCej54NWrV9tb\n", + "llLKyMgIIOAJAQKwJxYDlUAAAQQQKDcBzgGX2xJnfhFAAAEEPCFAAPbEYqASCCCAAALlJkAALrcl\n", + "zvwigAACCHhCgADsicVAJRBAAAEEyk2AAFxuS5z5RQABBBDwhAAB2BOLgUoggAACCJSbAAG43JY4\n", + "84sAAggg4AkBArAnFgOVQAABBBAoN4H/B3oTAhP9/A59AAAAAElFTkSuQmCC\n" + ] }, "metadata": {}, "output_type": "display_data" @@ -1089,7 +2454,295 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg==\n", + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xe8HGXd/vHPReg1dKQGBBR+GCI+IKhABEQUbI8oogIK\n", + "YkRREZVmmYx0lEesSA+CgmBBQIq0UJQuoYOUBEhoIqEjAvn+/pg5YbM7p+/sbLner9d55czu7Mx3\n", + "rzPJuXPf996jiMDMzMzMmme+qgswMzMz6zZuYJmZmZk1mRtYZmZmZk3mBpaZmZlZk7mBZWZmZtZk\n", + "bmCZmZmZNZkbWNbTJG0u6Z6a7bdImibpOUl7V1lbmSQtIuk8Sc9I+t0Q9p8o6ZGa7TskbZF/L0mn\n", + "SHpa0nX5Y3tJeiLPceny3om1M0kfk/RIfh1MqLtuJks6reoazcriBpb1BEkzJG1d/3hEXB0Rb615\n", + "aD/gsohYMiJ+3roKW25HYAVgmYjYabgvjogNIuKqfPM9wDbAKhGxqaQFgKOBrfMcZzet6iHIf9Zb\n", + "DfD8PI3FdiRpjqQXJD0v6SlJl0r6ZN0+UyW9LGnVmse2kTS94HhT8wbwgq2ov8aPgC/n18G0uuvG\n", + "izBaV3MDy3pFMLR/0NcA7iq5lnawBvDPiJjTpGPNiIiX8+2VgIWBu0dyMEmj/XcpAI3yGC0haf4B\n", + "nh4fEUsA6wJTgJ9L+n7dPi8C3xvkHOOATYAngQ+PtNaC4w5UO5IErE7/f5864mdkNlJuYFlPq+3N\n", + "kHQ5MJHsF9lzktaWtJCkH0l6SNLjko6VtHC+/3KSzpc0W9K/JV1Vc9wZkg6QdGfec3CypIXy58bm\n", + "r3syf+48SavUvHaqpB9Iuiav42JJy+bPLSzp9LxXY7akGySt0M97Wy8/1ux8aOZD+eMp2S/lnfIe\n", + "ks8XvHYRSVPy+u4ENq57foakrSXtAZwAbJYf67e80bB6RtKl+f5vlXRJntM9kj5Rc6wpea4XSHoB\n", + "mChpZUl/yDN6UNJXa/afLOksSafm+dwh6R35c6eR/VI/L6/nW3V1LwZcCKycP/+cpDflNRxcdF3U\n", + "vN9vSbotf91JklaUdKGkZ/P3NrZm/w/nP/vZkq6Q9Na6Y+0n6Tbg+cEalBHxdEScDuwFHKg3hlwD\n", + "+Cmws6S1BjjErsClwGnAbgOdK79eDpd0ff6+zuk7n6RxynrWdpf0EHCpMt/N39MT+c9kyfxafx4Y\n", + "A9wq6b6a917YuyhpU0l/zzObJmnLgWo1a3sR4S9/df0XMB3YquDxicAjNdtXALvXbP8YOAcYCywO\n", + "nAsclj93OHAs2S+RMcC7a143A7gNWAVYGrgGODh/bhngY2S9PIsDZwF/qnntVOA+YO18nyuAw/Pn\n", + "JuU1LEzWA/B2YImC97UAcD9wADA/8F7gOWDd/PkE+PUAeR0BXJm/71WBO4CHi/Ik+6V9dc1zawBz\n", + "gPny7cWAR/L95gMmAP8C1sufnwI8A2yWby8C3Ax8N699TeABYNv8+cnAy8B2eQaHAdcO9rOueX7L\n", + "2p95/tgpwA8GuC6mA38HlgdWBp4A/gFsCCwEXAZ8P993XeAFYOv8uvh2/vOcv+ba+Ed+bSzUT41z\n", + "gLUKfqavAu+vuVb3IBuOPS1/bBtget3r7gc+A6wD/BdYYYBspgIzgfWBRYHf1xx7XF7XlPxntDCw\n", + "e/7exuU/5z/UXlf176Puuplcc+xVgKeA7Wrex1PAclX/2+Evf430yz1YZo0Ec4c49gT2jYhnIuIF\n", + "skbVp/L9/gu8CRgXEa9HxN9qjhHAzyNiVmRzkA4Fdoa5PRJ/ioj/5Mc8jOyXfu1rT4mI+yPiP2QN\n", + "sAk151wWWCcyt0TE8wXvYVNgsYg4IiJei4grgPP7asjf40BDNJ8ADs3f90zgJwPsX/94/fYOZL/0\n", + "T42IORExDfhjfo4+50TEtfn348l+sR6S1z4dOJE3coesQXdRRARwOllDZ6iG+j7q/Swi/hURjwJX\n", + "kzXqbo2IV4A/kTV2AXYCzo+IyyLidbJ5SIsA78qfD+Cn+bXxylCLjohXyRody9Q+THZNfkjS+g1v\n", + "SHoPWePl3Ii4j2y47tMDnYasgXRXRLxE1tP5yfzvQp/JEfFyfm1+Bjg6ImZExIvAgcCnBuuVK/BZ\n", + "4IKIuCh/r5cCNwEfHOZxzNqGG1hmjfrmai1P9r/4m/Nhi9lkw0vL5c//kKx34K+SHpC0f91xaidS\n", + "P0zW84GkRSUdlw+XPEvWU7RU3S+xx2u+f5mspwuyYZ6LgTMlzZJ0pIrnwqxcd36Ah8h+2Q5F/esf\n", + "HuLriqwBvLMvwzzHTwMr5s8HWa9J7f4r1+1/INmk/D5P1Hz/ErDwCH6pD1ftOV+u2/4Pb/yMVqYm\n", + "r7wR+AjzZj/sSfbKPjywPPB07eMR8RTwc+AHNM4z3A34a00j/GwGGSak8ee+AG9c8/XPv4nsuqrd\n", + "f37e+NkO1RrAJ+p+5u8mm89n1pEGnKRo1uOeIvtFun5EPFb/ZN779C3gW5L+H3C5pBvy3iLI5gJR\n", + "8/2s/Ptvkg0jbRIRT0qaQDZkJAaZiB8Rr5H9Iv2BpDWAC4B7gZPrdn0UWE2S8l/wkP0Su4eheSyv\n", + "uW8+1eoD7DuYh4ErI2LbAfapfd8Pk/V4rTuEfZv1/Itkjek+Q/nF3l+P1yzgbXN3yhrOq/HGz38o\n", + "NRb5CPAacEPBcz8EHqx9TtIiwCeB+ST1Xb8LAWMljY+I2/o5T/1129dztlhB7Y+SDQ/W7v8a8zY+\n", + "h+JhsuHCLw7zdWZtyz1Y1ksWVDZJvO9rTD/7CSCyT9idABwjaXkASatI2jb/fntlE+FFNr/pdbI5\n", + "J33H+HK+/zLAd4C+9aYWJ2u4PZs/l/RXQ8OD0nslvS2v/XmyX36vF+x6HVnPzn6SFpA0kWyo7sx+\n", + "3nO9s8gmVI9VtgzAVwd7wQDOB9aV9Nm8lgUkbVwz8bv+vd5ANvl7P2WT7cdI2kDS//Szf70ngDcP\n", + "8vyykpaseWwa8EFJS0taCdhnaG+t0NnA9pK2ynudvknWw/X3YR6nb6h6GUmfIeulOiLmXfai71p9\n", + "lmwu1v680QD6KFljZz2yIdQN8++vJpv43t85P6vsAxKLkjXmz65ppNc7A/hGPgF+cbLh7jNj+J9O\n", + "PZ1smHPb/Oe9sLIPGgy1x9Ws7biBZb3kArJGR99XQvHyDbXb+5MNA16XD+ddQtb7BNmk4UvIGjp/\n", + "B34REVfWHOO3wF/JJmjfBxySP3cM2Zycp/LXXThIDbU1rkj2C/xZsvk0U8mGDed9cTZf50PAB8gm\n", + "lP8c2CUi/llwzCIp2dDPdOAi4NcD7D9ghnlP37Zkc6hmkfWOHQ4sWPT6/JfzDmTzzh7M6z8eWLJo\n", + "//rz5cf+bj7UtG9DsRH3kDUMHlT2KcmVyDK8lWwC+kVkDdHh9ITNrSki7iWbU/SzvPbtgQ/lvY/D\n", + "cauk58mund2BfSJi8gA1/ISsQdVnV+DkiJgZEU/mX0+QXQuf7mdINciymEL2c1oQ+Fo/54Os5/Q0\n", + "4Cqyn9VLzNsYHyjD2sxmkvXQHUS2nMTDZA1T/46yjqX+/2OS7yCdTPYPxJMR8bZ+9vkp2T/kLwGf\n", + "i4hbml2oWSdRttjjHhFxedW1mA2VpCvIhurqh5zNbJiG8r+DU8g+Dl1I0geBtSNiHeCLZB9bNzOz\n", + "zuQFQM2aYNAGVkRcDQx0q4sPA6fm+15PNoFyuJ8gMTOz9jCSCfhmVqcZnyJchXk/tjuTbGHC4X6K\n", + "xKxrRMSaVddgNlwR8d6qazDrFs2aQFjfpez/AZmZmVnPakYP1iyyNV76rMq8670AIMmNLjMzM+sY\n", + "ETHiOYnNaGCdC+xNtrL0psAz+UeBC8R8Ee7dqiVpcsFHr3uaMynmXIo5l2LOpZEzKeZcio22Y2jQ\n", + "BpakM8juk7acsrvLJ2S3TiAijouICyR9UNL9ZKshf36Aw60P3DmagrvQuKoLaEPjqi6gTY2ruoA2\n", + "Na7qAtrUuKoLaEPjqi6gTY2ruoBuNGgDKyJ2HsI+ew/pbPO9ujUs4AaWmZmZdbXWrpK7zAPbt/R8\n", + "nWFK1QW0oSlVF9CmplRdQJuaUnUBbWpK1QW0oSlVF9CmplRdQDcadCX3pp1ICtb66ws8+L6xEYX3\n", + "TjMzMzNrC5JiNJPcW9uDtfydzwEbtfScbS6/Ca/VcCbFnEsx51LMuTQqKxNJ4a/O/irjumjGpwiH\n", + "bvW/P8b1+2wN3NjS85qZmZVoND0dVZM0MSKmVl1HVcpqYLV2iPDra/6dnzz4YgTbtuSkZmZmJRvt\n", + "UJJVq7+f32h/rq3twVrq4bHAeImFInilpec2MzMza5HWzsGa7/VVWeLR+4BNW3reNuZ5Eo2cSTHn\n", + "Usy5FHMujZxJMedSjtY2sGAq7/jVI8DWLT6vmZmZWcu0uoF1EeN/swiwVYvP27Z6eWJhf5xJMedS\n", + "zLkUcy6Nei0TSS9Iej7/miPppfz75yTNXUS8rFwkrSTpXEmz8vOvPsj+M/Ian5M0W9LfJE2SpJp9\n", + "puTH2rjmsbUlzSk43hRJr0paqbnvbGha3cC6mKWnj0evbyixeIvPbWZm1jMiYvGIWCIilgAeAnbI\n", + "t5eMiDNaUMIc4ALg40PcP8hqXBJYHTgC2B84qW6/p4FDBjqQpMXy894FfHYYNTdNSxtYkcSDKJ5j\n", + "tb/dA2zeynO3K499N3ImxZxLMedSzLk0ciYgaUFJT0vaoOaxj0p6UdKykiZKminpQEn/kjRd0qdr\n", + "9l1I0o8kPSTpcUnHSlq46FwR8WRE/Aq4abh1RsTzEXEesBOwm6T1+54CTgXGS9pigEN8HJgOHAXs\n", + "NtzzN0Ore7AALuJ/jpuN52GZmZm1VET8FziDeXt1tgYujYh/59srAssCK5M1To6XtG7+3BHA2sCG\n", + "+Z+rAN8vsd4bgZnM2ynzEnAYcOgAL90N+B1wLrC2pJYvcl5NA2udC5fDDSyg9+YEDIUzKeZcijmX\n", + "Ys6lUVWZSEQzvppY0q+BnWu2NwNOq9vnexHxakRcBfwF+GQ+F2pPYN+IeCYiXgAOBz7VxNqKPAos\n", + "U7MdwHHA6pK2q985n+s1ETg7Ip4HLgZ2LbnGBlU0sK5k4dnrsNCza0ksW8H5zczMWiYCNeOrefXE\n", + "9cDL+XDgW4E3k/X09JkdES/XbD8EvAlYDlgUuDmfhD4buDB/vEyrks27mivviTs4/6pvfO4C3BER\n", + "/8y3zwY+Lamla3+2vIEVSbyIuI71f38f8N5Wn7/deE5AI2dSzLkUcy7FnEsjZzKPU8mGCXcBrskb\n", + "LH2WlrRozfYaZL1ITwEvA+tHxNL519h8Unop8k8LrgxcU/tw/ucUYCyNk+h3BdaR9Jikx4BjyBqB\n", + "HyyrziJV9GABXMyGp/4HL9dgZmZWhdOB/wU+A/y14PlU0gKSNge2JxtuC+AE4BhJywNIWkVSv7e/\n", + "yyfA902CX7i/CfG1L8lft6SkHcjmi50WEXfWPg8QEa8BCdknDSN/3WbAWsDGZPPENgQ2AH5Li4cJ\n", + "q2pgTWOl2xYCtpGa1+3ZiTxPopEzKeZcijmXYs6lkTN5Q0Q8AvwDmBMRP6t7+nFgNlmv1WnApJrh\n", + "tv2B+4HrJD0LXAKsS/9eAp4jawDdA7w4SGnnSXoOeBg4EDga+Hxt6cw7JHhGXmefXYFzIuLO/FOM\n", + "T0bEE8BPgO0ljR3k/E3T0ps99900UanGEVxNGo8D/wL2iuChlhRiZmbWRJ16s2dJJwGzIuL7NY9N\n", + "JOsxWq2ywlqsrJs9V9WD9QhieT6+81Zk46o3S3xNYkxF9VTGcwIaOZNizqWYcynmXBo5kzdIGkc2\n", + "RHiScylHJQ2sSOJ1YAZvO3O1CA4D3g3sCPxNYoOBX21mZmYjJelg4HbgqIgoGj1qzdBWl6tkiBBA\n", + "qc4Hjo8kzs2eZz6y9TUOAY4FDo3glZYUZ2ZmNkKdOkRomW4bIgR4gGwVWAAimBPBccAEYDwwTeLd\n", + "VRVnZmZmNlJVNrDup6aB1SeCWcDHgO8CZ0vs1OrCWslj342cSTHnUsy5FHMujZxJMedSjrZrYAFE\n", + "EBH8AZgE7NPSqszMzMxGqco5WOsAF0cSa/X/GuYnWwvjfRHc2d9+ZmZmVfEcrM7WjXOwZgCrKtUC\n", + "/e0QwWvAKcAerSrKzMzMbLQqa2BFEq8CzwJLD7LrycAuEguVX1Xreey7kTMp5lyKOZdizqWRMynm\n", + "XMpRZQ8WZHfHXmagHSJ4ALgN+EhLKjIzM+sCkl6Q9Hz+NUfSS/n3z0nauQXn317SNZJm5zdePkHS\n", + "4gPsPyOv8bn8NX+TNEmSavaZkr+XjWseW1vSnILjTZH0qqSVmv/uBtf2DazcicAXSq6lEr43ViNn\n", + "Usy5FHMuxZxLo17LJCIWj4glImIJ4CFgh3x7yYg4o2a/qSWVsCTwA+BNwHrAKsAPByo5r3FJYHXg\n", + "CLJ7H55Ut9/TZGtm9kvSYsDHgbuAz46k+NHqlAbWn4CNJNYsuR4zM7OuJWlBSU9L2qDmsRUkvShp\n", + "WUkTJc2UdKCkf0maLunTNfsuJOlHkh6S9LikYyUtXHSuiDgjIv4aEf+JiGeAE2Bo61tGxPMRcR6w\n", + "E7CbpPX7ngJOBcZL2mKAQ3wcmA4cBew2lHM2W0c0sCL4D/Ab5r2jdlfw2HcjZ1LMuRRzLsWcSyNn\n", + "AhHxX+AM5u3V+R5waUT8O99eEVgWWJmscXK8pHXz544gW2Jpw/zPVYDvMzRbAncMs94bgZnA5jUP\n", + "vwQcBhw6wEt3A34HnAusLWmj4Zy3GeZv9QnrDLUHC7Iuwr9IpBG8XmJNZmZmTaNUTVkPKZKmLQXx\n", + "a+As4IB8e1vgO3X7fC8iXgWukvQX4JOSDiW7pd34vEcKSYeTdYAcNNAJJb0P2BXYZAT1Psq8bYUA\n", + "jgO+JWk7snU1a8+1OjAR2Csinpd0cX7uf4zg3CPWDg2swT5FCEAEt0k8SnYhXFhqVS3Ua3MChsKZ\n", + "FHMuxZxLMefSqKpMmtgwaoqIuF7Sy3mP3uPACmQ9PX1mR8TLNdsPkc2jWg5YFLi5dt45g4yGSdqU\n", + "rBH28Yi4f6B9+7EqWXuh9j38N79p9cHAp+r23wW4IyL+mW+fDfxY0rci4rURnH9Eqh4inM3Qe7Ag\n", + "m+y+Z0m1mJmZ9YpTyYYJdwHOzocO+ywtadGa7TXIepGeAl4G1o+IpfOvsfmk9EKS3g78GfhcRFwx\n", + "3CLzTwuuDFxT+3D+5xRgLNl8q1q7Auvkn1x8DDiGrHH4weGefzSqbmANZ4gQsvHU90qsWFI9Lec5\n", + "AY2cSTHnUsy5FHMujZzJPE4H/hf4DHB7wfOppAUkbQ5sT9YIC7KJ6sdIWh5A0iqSti06QT6R/iJg\n", + "74i4YIh1KX/tkpJ2IJsvdlpE3Fn7PEDeG5WQfdIw8tdtBqwFbEw2T2xDYAPgt2QNr5bpqAZWBM+R\n", + "faKwpSGZmZl1k4h4hGxO0hwaG1iPk40wPQqcBkyqGW7bn2zO03WSngUuAdal2L5kk+VPrlmPq6gx\n", + "V+s8Sc+R3SbvQOBo5v2AW+Rffc7I6+yzK3BORNwZEU/mX08APwG2lzR2kPM3TWX3IgRQqk2Bn0QS\n", + "7xz6cXgX2eru60XQmuLNzMz60an3IpR0EjArIr5f89hEsh6j1SorrMW68V6EMPwhQoBryVrcQ1pL\n", + "w8zMzOYlaRzZEGH9Ip7WJB3XwMp7rbpmZXfPCWjkTIo5l2LOpZhzaeRMMvmn724HjoqIhwpy8ehQ\n", + "E1TdwHoGWEqphlvHacBHJZYqoSYzM7OuFRHfy2+Zc3jBc1MjYvUq6uo2lc7BAlCqZ4A1I4nZwzse\n", + "ZwOXRfCrZtVoZmY2XJ06B8sy3ToHC0Y2Dwu6aJjQzMzMuksnN7AuBZaXmNDkelrKcwIaOZNizqWY\n", + "cynmXBo5k2LOpRxV3yoHRtjAiuB1iZOBb0jsEUHLlr83MzOrJTXnfoNVqbn1jTVJO8zBOhP4cyRx\n", + "xvCPyYpkN6xcFTgSODWCV0ZdrJmZmfW0bpiD9S9gRAuaRfBEBFsCuwEfAx6Q2Edi0UFeamZmZlaa\n", + "dmhg/QH4nNKR909GcE0EHwA+AmwOTJc4qBOWcfDYdyNnUsy5FHMuxZxLI2dSzLmUY9AGlqTtJN0j\n", + "6T5J+xc8v5ykiyRNk3SHpM8Ns4YryVZmnzjM1zWI4OYIPg5sBaxP1qN1sMRyoz22mZmZ2VANOAdL\n", + "0hjgXmAbYBZwI7BzRNxds89kYKGIOFDScvn+K+Z3ua49Vr9jmUq1F7BNJPHxUb6fuvp5M9mNKXcE\n", + "TgGOjpjnppBmZmZmDcqeg7UJcH9EzIiIV4EzyYbhaj0GLJl/vyTw7/rG1RCcDrxXqZp6c8kIHojg\n", + "i8B4YAwwzb1ZZmZmVrbBGlirAI/UbM/MH6t1AvD/JD0K3Ap8fbhFRBLPkzWyJg33tUM6fjAzgn2A\n", + "PwL7lXGOkfLYdyNnUsy5FHMuxZxLI2dSzLmUY7AG1lDWcDgImBYRKwMTgF9IWmIEtfwS+IJSLTSC\n", + "1w7VIcAXJN5U4jnMzMysxw220Ogs5l1CYTWyXqxa7wIOBYiIByRNB94C3FR/MElTgBn55jNkDbOp\n", + "AExmJXZiJuuxI/CbvhZ13/PN2oaYAnxH0u/LOL63R78dEVPbqZ522u7TLvW0w7avF18v3h7ddt9j\n", + "7VJPxX9fJgLjaILBJrnPTzZpfWvgUeAGGie5/x/wbESkklYEbgbGR8TTdceKGGSymFJ9FNg/kths\n", + "pG9oMBIrAHcD74iY29gzMzMzm2so7ZaBDDhEGNlk9b2Bi4G7gN9FxN2SJknqmy91GPA/km4luz/g\n", + "fvWNq2E4H1hZqd4xwtcPKoInyYYjDyrrHMNR/z9Ncyb9cS7FnEsx59LImRRzLuUY9F6EEXEhcGHd\n", + "Y8fVfP8U8KFmFBNJvKZUxwLfAD7bjGP240TgBolJEUOaZ2ZmZmY2ZJXfi7Bhv1RLAveRrYt1e3n1\n", + "8ADwkQjuKOscZmZm1plKHSKsQiTxHHA42dBjmS4jW/HdzMzMrKnaroGVOxZ4m1K9p8RzXEY2eb9S\n", + "Hvtu5EyKOZdizqWYc2nkTIo5l3K0ZQMrkngF+D5w5GhuAj2IK4AtpcHnoZmZmZkNR9vNwZq7f6ox\n", + "wDTgO5HEueXUxG3AnhFcX8bxzczMrDN13RysPpHE68CBwGF5Y6sMl+N5WGZmZtZkbdvAyv2FbMX3\n", + "XUo6fuUT3T323ciZFHMuxZxLMefSyJkUcy7laOsGViQRwP5AqlQLl3CKK4FNJco4tpmZmfWotp2D\n", + "Nc9rU50LXBFJ/LjJZSFxHXBABFObfWwzMzPrTF07B6vOQcAB+SKkzdYWyzWYmZlZ9+iIBlYkcQfZ\n", + "Taf/p4TDVzrR3WPfjZxJMedSzLkUcy6NnEkx51KOjmhg5e4H1irhuH8HxkssUcKxzczMrAd1UgPr\n", + "QeDNzT5oBC8DNwJbNPvYQzt/TK3ivO3MmRRzLsWcSzHn0siZFHMu5ei0BlYZPVjQBss1mJmZWfdw\n", + "AytzORVNdPfYdyNnUsy5FHMuxZxLI2dSzLmUww2szI3AmhLLlXR8MzMz6yEdsQ4WQH7T5+eA1SKJ\n", + "Z5pXWX58cT5wagRnN/vYZmZm1ll6ZR2svlXdy56H5fWwzMzMbNQ6poGVK3seVssnunvsu5EzKeZc\n", + "ijmXYs6lkTMp5lzK4QbWG24HlpZYraTjm5mZWY/omDlYAEq1O/Bp4H35kGFTSUwB7ovg0GYf28zM\n", + "zDpHz8zByp0GLAt8rqTjHwbsIzG2pOObmZlZD+ioBlYk8SpZ4+oopVq16ccP/gmcC3yr2cfuj8e+\n", + "GzmTYs6lmHMp5lwaOZNizqUcHdXAAogkbgV+BpyQL93QbD8A9pJYoYRjm5mZWQ/oqDlYc4+VagHg\n", + "euDnkcTJzTjmPMcXPwNejWDfZh/bzMzM2t+o1+/sxAYWgFKNJ1u7aqNI4pFmHRdAYiXgTuAXwK8i\n", + "eLSZxzczM7P21muT3OeKJG4DfkoJQ4URPA5sBiwD3CFxpsS7JJo+JOmx70bOpJhzKeZcijmXRs6k\n", + "mHMpR8c2sHJHAMsDezT7wBH8M4K9gTWBa4FTgZskPiexcLPPZ2ZmZt2jY4cI5x431dvIVmF/RyTx\n", + "cLOPP/c8Yj5gO+CrwEbAicCxEcws65xmZmZWjZ4dIuwTSdwOHAOcWNKnCrPzBHMiuCCCDwBbAEsA\n", + "t0mcJbF5GcOHZmZm1pk6voGVO5JsvtQXWnGyCO6N4GvAOOBq4CTgFok9JZYYzrE89t3ImRRzLsWc\n", + "SzHn0siZFHMu5eiKBlYk8RrZAqSHKdXqLTtv8FwEPwPeChwAfBB4ROIU92qZmZn1ro6fgzXPOVId\n", + "BEwE3l/GvQqHVINYEdiFbOL9GOBk4NQIHquiHjMzMxu+np+DVecoYGlgz6oKiOCJCH4ErA/sBqwN\n", + "3CVxnsRHJRaoqjYzMzNrja5qYNUMFR6qVGtUWksQEVwbwReA1YA/At8kG0L8ocR64LHvIs6kmHMp\n", + "5lyKOZdGzqSYcynH/FUX0GyRxJ1K9X9knyrctqqhwnlqCl4ATgFOkVgX2B24XGIGHHmNxMPAnBEc\n", + "+rEIXmliqWZmZtYEXTUHa+65Us0P/B04KZI4rhXnHC6J+YEPkDW23j6CQ8wP/AvYJoJ/N7M2MzOz\n", + "Xtez9yIc9Hyp1geuBDaOJGa06rytkn9C8XCyxU+3ieCpiksyMzPrGp7k3o9I4i7gaEpegHS0Rjr2\n", + "HUEABwIXkA03Lt/Muqrk+QDFnEsx51LMuTRyJsWcSzm6toGV+xHZiuuTqi6kDHkj6zvAn8kaWStU\n", + "XJKZmZnRxUOEc8/b5UOFMHe4cDKwI7BVBE9UW5GZmVln8xDhIPKhwp8CB1ddS1nyJSES4CzgCokl\n", + "q67JzMysl3V9Ayv3S+BDSrVs1YXUa+bYdwQpMA34WrOOWQXPByjmXIo5l2LOpZEzKeZcytETDaxI\n", + "4t/A+WS3sOl2k4GvSyxVdSFmZma9quvnYM09f6rNgeOB9dth8dEySZwKPBDBD6quxczMrBN5DtbQ\n", + "XQMEsHnVhbTAwcDXJMZWXYiZmVkv6pkGVt5rdTzwxaprqVXG2HcE9wPnAt9o9rFbwfMBijmXYs6l\n", + "mHNp5Eyq1YuJAAAfY0lEQVSKOZdyDNrAkrSdpHsk3Sdp/372mSjpFkl3SJra9Cqb59fADu042b0E\n", + "hwBfye99aGZmZi004BwsSWOAe4FtgFnAjcDOEXF3zT5jgb8B74+ImZKWi4iG27ZUPQdrbh2pTgP+\n", + "EUn8uOpayibxJWAvYNMIXq66HjMzs05R9hysTYD7I2JGRLwKnAl8pG6fTwN/iIiZAEWNqzZzHDCp\n", + "nW+f00THAXeSrQNmZmZmLTJYA2sV4JGa7Zn5Y7XWAZaRdIWkmyS1+1IIfwNeB7aouhAod+w7v5XO\n", + "JGBziV3LOk+zeT5AMedSzLkUcy6NnEkx51KO+Qd5fijLGSwAbARsDSwKXCvpuoi4r35HSVOAGfnm\n", + "M8C0iJiaPzcRoBXbSnU8t3Ogsv6/lp+/drsmm/Ler/gEXHq1dJwizj61yvfr7VFtTwDaqR5vt/e2\n", + "r5cK/r3txG1ggqS2qafi62MiMI4mGGwO1qbA5IjYLt8+EJgTEUfW7LM/sEhETM63TwQuiojf1x0r\n", + "og3mYAEo1QTg1Ehiw6praRWJzwH7Ae/wfCwzM7OBjbbdMtgQ4U3AOpLGSVoQ2Ins4/+1/gy8R9IY\n", + "SYsC7wTuGmlBLTIdeHOPzMMCIIIpwP202TIVZmZm3WjABlZEvAbsDVxM1mj6XUTcLWmSpEn5PvcA\n", + "FwG3AdcDJ0REWzewIolngf8Ay1ddS33XdckSYH+JRVp4zmFrcSYdw7kUcy7FnEsjZ1LMuZRjsDlY\n", + "RMSFwIV1jx1Xt/0j4EfNLa10DwJrAU9WXUirRHCLxHXAl4CuX6bCzMysKj1zL8J6SnUGcF4k8duq\n", + "a2klifFkPZJrR/Bi1fWYmZm1o7LnYHWzB4E3V11Eq0VwG9lSFXtVXYuZmVm36vUG1lpVF1HR2PfB\n", + "wDck2qZHsZbnAxRzLsWcSzHn0siZFHMu5XADqwdFcCvwKvDWqmsxMzPrRr08B2sN4JpIYrWqa6mC\n", + "xCnAjRH8supazMzM2o3nYI3cTGB5pVq46kIqMpVsxVozMzNrsp5tYEUSrwN3AJtXWUeFY99XABPb\n", + "cR6W5wMUcy7FnEsx59LImRRzLuXo2QZW7mR6dGXzCB4GngeOknhf1fWYmZl1k56dgwWgVEuR3Xz6\n", + "rZHEExWX03ISHwE2IWtkbpNPfjczM+t5noM1Cvktc/4AfL7qWqoQwZ8j+A7wDeBMicWqrsnMzKwb\n", + "9HQDK3c8sKdSVZJFO4x9R3A6cAPwk6prgfbIpB05l2LOpZhzaeRMijmXcriBBTcCzwFbV11Ixb4C\n", + "bCGxU9WFmJmZdbqenoPVR6n2AraOJHasupYqSWwEXAS8M4LpVddjZmZWldG2W9zAApRqSeAhYL1I\n", + "4vGq66mSxD7AvmQr3Y/GaRGc1ISSzMzMWs4NrCZRqhOAByOJw1t6XmliRExt5TkHkq+L9U5gNAuw\n", + "rgD8GFg9gteHX0N7ZdIunEsx51LMuTRyJsWcS7HRtlvmb2YxHe544HdKdWQkMafqYqoSQQDXjfY4\n", + "EgcAWwKXj7ooMzOzDuMerJxSCbgJ+CswOZJ4peKSOprEN4H1I9ij6lrMzMyGy+tgNUkkEcBHgLcC\n", + "tyn1x1ZH6UzgY9KohhrNzMw6khtYNSKJmZHEx4D9gF8r1RSlWq7Mc3br+iMRzAJuAbYf7mu7NZPR\n", + "ci7FnEsx59LImRRzLuVwA6tAJPFn4P8BTwN3KtXn8yFEG57fAJ+puggzM7NW8xysQSjVRsBxwIvA\n", + "lyKJeyouqWNILAU8DIyLYHbV9ZiZmQ2V52CVLJL4B7Ap2T0Lr1aqHyiV5xUNQQTPApcAPb2Aq5mZ\n", + "9R43sIYgkng9kvgZMAFYn2wSfFNurdMDY9/DHibsgUxGxLkUcy7FnEsjZ1LMuZTDDaxhiCRm5bfT\n", + "2Rc4SalOU6oVqq6rzV0AvE1itaoLMTMzaxXPwRohpVoMmAzsChwEnNLLC5QOROIE4L4Ijqq6FjMz\n", + "s6HwrXIqplQbkk2CfxWYFEncVXFJbUdiIvCTCDasuhYzM7Oh8CT3ikUStwLvBs4ArlSqQ5Vq8aG+\n", + "vkfGvq8ClpHYYCg790gmw+ZcijmXYs6lkTMp5lzK4QZWE+ST4H8JjAdWB+5Tqr2VasGKS2sLEcwh\n", + "a4B6TSwzM+sJHiIsQT5seDjZbXe+B5zR6/OzJDYE/gyslTe4zMzM2pbnYLUxpdoSOAJYBDgQuCi/\n", + "52HPkRAwDdgvgourrsfMzGwgnoPVxiKJK4F3kX3a8GjgCqXatHafXhn7jiDIevUm542tfvVKJsPl\n", + "XIo5l2LOpZEzKeZcyuEGVskiiYgkziGbn/Vr4Cyl+pNSrVdxaVU4G1gK2LbqQszMzMrkIcIWU6pF\n", + "gK8A+wHnA0kk8Ui1VbWOxE7AN4DN8l4tMzOztuM5WB1KqcaSNbImAacAh0cS/662qvJJjAFuA74Z\n", + "wUVV12NmZlbEc7A6VCTxTCRxECexJ7AYcK9SHZSvEN+1IngdSIG0v7lYng9QzLkUcy7FnEsjZ1LM\n", + "uZTDDayqPcLTkcRewGbAhmRraO2lVAtUXFmZfk/WqPxA1YWYmZmVwUOEbUap3kH2abs1ge8CZ3fj\n", + "GloSnwC+DbzTc7HMzKzdeA5Wl1KqrYEjgenATt3WyJKYD7gVmA1cEUFScUlmZmZzeQ5Wh+tv7DuS\n", + "uIzsHoerAAe1sqZWyFdz3xY4FJgksX7fc54PUMy5FHMuxZxLI2dSzLmUww2sNhZJvALsCHxJqXao\n", + "up5mi+CxfFX3n5F9otLMzKwreIiwAyjVZmT38ds8kri36nqaTWJp4AFgQgQPV12PmZmZhwh7QCRx\n", + "LfAd4BylWrLqepotgtnAScC+VddiZmbWDG5gVWyoY9+RxAnAlcCvlaobf27HALtJLOf5AMWcSzHn\n", + "Usy5NHImxZxLObrxF3U3+xqwHNnyDV0lglnAH4C9q67FzMxstDwHq8Mo1UrAjcBXIolzq66nmSTe\n", + "AlwDrBnBC1XXY2ZmvctzsHpMJPE42ScLT1Sqt1ZdTzNFcC/ZMOgXqq7FzMxsNNzAqthIxr4jieuB\n", + "A8gmvS/V9KKqdQRcdojEDRLvqbqYduJ5EsWcSzHn0siZFHMu5Zh/sB0kbUc2AXkMcGJEHNnPfhsD\n", + "1wKfjIg/NrVKaxBJnJzfVud8pbqmn91mRhK/aGVdoxXBTdJPvwRbrwRMBrapuCQzM7NhG3AOlqQx\n", + "wL1kv+Rmkc392Tki7i7Y7xLgJeCUiPhDwbE8B6vJlGpBYBKweD+7HASsHknMbl1VzSGxIPAQ8L4I\n", + "7qi6HjMz6y2jbbcM1oO1CXB/RMzIT3Ym8BHg7rr9vgr8Hth4pIXY8EUS/yVbBb2QUm0FvAc4r2VF\n", + "NUkE/5X4Fdm1NanqeszMzIZjsDlYqwCP1GzPzB+bS9IqZI2uY/OHWvOxxC5R8tj3VcAWJR6/FDWZ\n", + "/Ar4pMQyFZbTNjxPophzKeZcGjmTYs6lHIP1YA2lsXQMcEBEhCQB/XanSZoCzMg3nwGmRcTU/LmJ\n", + "AL22XZNN84+/Mc+yPTu00/sdfj5xLrCnpOvboZ6KtycA7VSPt9t729dLK/+97eBtYIKktqmn4utj\n", + "IjCOJhhsDtamwOSI2C7fPhCYEzUT3SU9CHMbVcuRzcPaM2LeNZrkOVgtp1QLA08BK0USHbmulMQ7\n", + "gD8Ba0XwWtX1mJlZbxhtu2WwIcKbgHUkjZO0ILATME/DKSLWiog1I2JNsnlYe9U3rqwakcR/gH8A\n", + "m1Vdy0hFcDPwMPDRqmsxMzMbqgEbWBHxGtmtSy4G7gJ+FxF3S5okyROPm6C+67oEVwFblnyOpirI\n", + "5CfA1ysopa204FrpSM6lmHNp5EyKOZdyDLoOVkRcCFxY99hx/ez7+SbVZc1zFZ1/78I/AUdLbEu2\n", + "bEiPWnmhqiswM7Oh8b0Iu5xSLQE8BiyXDxl2JIndgaTqOio0BngUeGeEP6lrZla20bZb3MDqAUp1\n", + "PfDtSOKqqmuxkZGYD7gD+FoEl1Zdj5lZtxttu2XQIUIrl6SJNR+VLctVwNZKdfMQ9n0pkha1uvvR\n", + "okw6SgRzpCPOhQO+DW5g1fL1Usy5NHImxZxLOXyz595wIfBN4MlBvp4CrlWq9Suq0wb0o8uADSQm\n", + "VF2JmZkNzEOENpdSzQd8ETgEOBr4YSThtafaiMR+wPgIPlt1LWZm3cxzsKzplGoN4ERgLPD5SMI3\n", + "W24TEksBDwIbRfBQ1fWYmXWrshcatZK14/ojkcRDwLbAccAVSvU9pVqgVedvx0zaQTZPgmeBk4F9\n", + "qq6nXfh6KeZcGjmTYs6lHG5gWaFIIiKJE4GNgHcB1yvVhhWXZZmfALtJLF11IWZmVsxDhDYopRKw\n", + "G3AU8EvgsEjiv9VW1dskpgD/jOCwqmsxM+tGnoNlLaNUqwC/AlYHdo8khrLsg5VAYgPgEmDNCDp2\n", + "AVkzs3blOVgdrpPGviOJWcCHgR8CFyrVoUrV9Nu3dFImrVSbSwR3ALeAP03o66WYc2nkTIo5l3K4\n", + "gWXDks/NOh3YEFgf+IdSbVJxWb3qKOBb+SrvZmbWRjxEaCOWz83aiWzS9RQg6eT7HXYaCQE3AIdE\n", + "8Oeq6zEz6yaeg2WVU6oVgZ8DbyNbN+vaikvqGRKfAPaJ4N1V12Jm1k08B6vDdcPYdyTxRCTxCeC7\n", + "wB+V6milWnSkx+uGTMrQTy5/BFaSeFeLy2kbvl6KOZdGzqSYcymHG1jWNJHE78l6sVYGpinV5hWX\n", + "1PUieJ3stkbfrroWMzN7g4cIrRRK9VGyNbPOBg6KJF6suKSuJbEoMB3YIoJ7q67HzKwbeIjQ2lIk\n", + "cQ6wAbAMcJtSd0GXJYKXyBqz36y6FjMzy7iBVbFuHvuOJJ6OJHYBvg6crlS/UKrFB3tdN2cyGoPk\n", + "8gtgR4mVWlRO2/D1Usy5NHImxZxLOdzAstJFEueTzc1aFLhdqbauuKSuE8FTwG+Br1Zdi5mZeQ6W\n", + "tZhSfQA4DrgQ+HYk8VzFJXUNibXI1sVaM4Lnq67HzKyTeQ6WdZRI4kKy3qz5yHqz3l9xSV0jggeB\n", + "y4C9q67FzKzXuYFVsV4c+44kno0k9gS+ABynVCcp1di+53sxk6EYYi4HAvtKrFNyOW3D10sx59LI\n", + "mRRzLuVwA8sqE0lcQtab9V+y3qztKy6p4+W9WAcDJ/kehWZm1fEcLGsLSrUVcCJwNbBPJDG74pI6\n", + "Vt6wuhr4bQS/qLoeM7NO5DlY1hUiicuB8cBzwB1K9eGKS+pYEcwB9gBSiXEVl2Nm1pPcwKqYx77f\n", + "EEm8EEl8lb9wJPB/SvUbpVq26rraxXCulQjuAX4InCDR1T3H/jtUzLk0cibFnEs53MCy9nMjt5H1\n", + "Zj1JNjfrfyuuqFMdDSwNfL7qQszMeo3nYFlbU6p3AycD04CvRBJPVVxSR5EYD1wKvD2CWVXXY2bW\n", + "KTwHy7paJPE3YALwL+B8pVqg4pI6SgS3kd2n8FfdPlRoZtZO3MCqmMe+G9VnEkm8DHwNmA0kVdTU\n", + "DkZxrRwGjAN2bloxbcR/h4o5l0bOpJhzKYcbWNYRIok5wOeA3ZVqy4rL6SgR/JdsHtaPJVaouh4z\n", + "s17gOVjWUZRqO+B4YEIk8XTV9XQSiSOBcRHsVHUtZmbtbrTtFjewrOMo1Y+B1YEdI2nRBdwFJBYh\n", + "+7DAgRH8sep6zMzamSe5dziPfTcaQiYHAG8mu5dhzxjttRLBy8DuwM8llmlKUW3Af4eKOZdGzqSY\n", + "cymHG1jWcSKJV8gmbB+mVOtVXU8nieBvwNnAj6uuxcysm3mI0DqWUn0R+DLwzrzRZUMgsRhwO/CV\n", + "CC6suh4zs3bkIULrZScADwCHV11IJ4ngRWBP4DiJJauux8ysG7mBVTGPfTcaaib5BPc9gR3zTxd2\n", + "tWZeKxFcBlwEHNWsY1bFf4eKOZdGzqSYcymHG1jW0fKlGnYFTlaqFauup8N8G9heYquqCzEz6zae\n", + "g2VdQakOBTYCts8XJbUhkNge+CkwPh86NDMzPAfLrM9kYGngqxXX0VEi+Avwd+CQqmsxM+sm7sGq\n", + "mKSJETG16jrayUgzUaq1gOuB90US05peWMXKulYkliX7VOEfgQ78NOYpq8LnZ1ZdRftxLo2cSTHn\n", + "Ukz7jqbdMn8zSzGrUiTxoFJ9AzhDqd4RSbxUdU2dIIJ/S3wImFh1LSPzwiLAo1VX0X6cSyNnUsy5\n", + "lME9WNZ1lOp0YGFgj0ji2arrMTOzzuM5WGaNJgH/Au5Qqh2qLsbMzHrPkBpYkraTdI+k+yTtX/D8\n", + "ZyTdKuk2SX+TNL75pXYnrz/SaNT33EvixUhiL7LlG45Rqt8o1XJNKa5CvlaKOZdizqWRMynmXMox\n", + "aANL0hjg58B2wPrAzlLD/d8eBLaIiPHAwcDxzS7UbLgiiSuADYEngNuV6pNK5WFqMzMr3aBzsCRt\n", + "BiQRsV2+fQBARBzRz/5LA7dHxKp1j3sOllVGqTYFTgbuBb4cSTxWcUlmZtbGWjEHaxXgkZrtmflj\n", + "/dkDuGCkBZmVIZK4Dng7cCdwq1J9zr1ZZmZWlqE0sIb8MUNJ7wV2BxrmaVkxj303KiuTSOKVSOK7\n", + "wPuBrwMXKtXqZZyrDL5WijmXYs6lkTMp5lzKMZR1sGYBq9Vsr0bWizWPfGL7CcB2ETG76ECSpgAz\n", + "8s1ngGl9Cyf2/YB7bbsmm7aopxe2I4lbtLC+xTZ8io25Wam+zw+4hzlEO9Q3wPYEoJ3q8XZ7b/t6\n", + "8b+3Q9oGJkhqm3oqvj4mAuNogqHMwZqfbN7K1mQLkd0A7BwRd9fsszpwOfDZiLiun+NEeA6WtRml\n", + "Wg84CXgV+EIkcV/FJZmZWRsYbbtlSAuNSvoAcAwwBjgpIg6XNAkgIo6TdCLwMeDh/CWvRsQmzSzU\n", + "rCxKNYbsHobfBY4AfhxJvF5tVWZmVqWWNLCawQ2sYpLvRVivqkyU6s1kw9yLAbtHEne2uoaB+Fop\n", + "5lyKOZdGzqSYcyk22naLV3I3y0USD5ANhZ8ETFWq7yvVghWXZWZmHcg9WGYFlGo14FfAqmS9WTdX\n", + "XJKZmbWQhwjNSpKvk/UZ4GiyRUrTSOI/1VZlZmat4CHCDlf/8WFrn0wiiYgkTgfGA2sD05Tq3VXV\n", + "0y65tBvnUsy5NHImxZxLOYayDpZZT4skngA+oVT/C5ytVGcDp8PQF+Ftigm8RaleaOk5B/ZUJDGj\n", + "6iLMzNqRhwjNhkGplgGOJLvtTq97C7BGJPF01YWYmTWb52CZWSWU6lzgzEjit1XXYmbWbJ6D1eE8\n", + "9t3ImRRrw1zOAz5UdRFtmEtbcC6NnEkx51ION7DMbKT+ArxfqRaouhAzs3bjIUIzGzGlugn4diRx\n", + "RdW1mJk1k4cIzaxKbTFMaGbWbtzAqpjHvhs5k2Jtmst5wA5VFtCmuVTOuTRyJsWcSzncwDKz0bgF\n", + "WFSp3lJ1IWZm7cRzsMxsVJTqV8D9kcSPqq7FzKxZPAfLzKp2Pp6HZWY2DzewKuax70bOpFgb53IZ\n", + "8PZ8lfuWa+NcKuVcGjmTYs6lHG5gmdmoRBIvA1OB7SouxcysbXgOlpmNmlLtCWwVSexcdS1mZs3g\n", + "OVhm1g68qruZWQ03sCrmse9GzqRYO+cSSTwKPAi8p9XnbudcquRcGjmTYs6lHG5gmVmzVL7oqJlZ\n", + "u/AcLDNrCqXaCDgzkli36lrMzEbLc7DMrF3cAizmVd3NzNzAqpzHvhs5k2LtnkskEVSw6Gi751IV\n", + "59LImRRzLuVwA8vMmuk8vKq7mZnnYJlZ8yjVIsATwLhI4umq6zEzGynPwTKztuFV3c3MMm5gVcxj\n", + "342cSbEOyqWlw4QdlEtLOZdGzqSYcynH/FUXYGZd53zgh0r1QkvOtitjlOr1lpxr9C6IJD5ZdRFm\n", + "Vj7PwTKzplOqhfF/4Iq8ng+jmlmbG227xQ0sMzMzszqe5N7hPPbdyJkUcy7FnEsx59LImRRzLuVw\n", + "A8vMzMysyTxEaGZmZlbHQ4RmZmZmbcYNrIp57LuRMynmXIo5l2LOpZEzKeZcyuEGlpmZmVmTeQ6W\n", + "mZmZWR3PwTIzMzNrM25gVcxj342cSTHnUsy5FHMujZxJMedSDjewzMzMzJrMc7DMzMzM6ngOlpmZ\n", + "mVmbcQOrYh77buRMijmXYs6lmHNp5EyKOZdyuIFlZmZm1mSeg2VmZmZWx3OwzMzMzNrMoA0sSdtJ\n", + "ukfSfZL272efn+bP3yrp7c0vs3t57LuRMynmXIo5l2LOpZEzKeZcyjFgA0vSGODnwHbA+sDOktar\n", + "2+eDwNoRsQ7wReDYkmrtVhOqLqANOZNizqWYcynmXBo5k2LOpQSD9WBtAtwfETMi4lXgTOAjdft8\n", + "GDgVICKuB8ZKWrHplXavsVUX0IacSTHnUsy5FHMujZxJMedSgsEaWKsAj9Rsz8wfG2yfVUdfmpmZ\n", + "mVlnGqyBNdSPGNbPsm/NRxO7w7iqC2hD46ouoE2Nq7qANjWu6gLa1LiqC2hD46ouoE2Nq7qAbjT/\n", + "IM/PAlar2V6NrIdqoH1WzR9rIMkNrwKSdqu6hnbjTIo5l2LOpZhzaeRMijmX5husgXUTsI6kccCj\n", + "wE7AznX7nAvsDZwpaVPgmYh4ov5AXgPLzMzMesWADayIeE3S3sDFwBjgpIi4W9Kk/PnjIuICSR+U\n", + "dD/wIvD50qs2MzMza2MtW8ndzMzMrFeUvpL7UBYq7RWSZki6TdItkm7IH1tG0iWS/inpr5K6/uOy\n", + "kk6W9ISk22se6zcHSQfm1889kratpury9ZPLZEkz82vmFkkfqHmu63ORtJqkKyTdKekOSV/LH+/p\n", + "62WAXHr9ellY0vWSpkm6S9Lh+eM9e70MkElPXyt9JI3J3/95+XbzrpWIKO2LbFjxfrJPKCwATAPW\n", + "K/Oc7fwFTAeWqXvsKGC//Pv9gSOqrrMFOWwOvB24fbAcyBa4nZZfP+Py62m+qt9DC3NJgH0L9u2J\n", + "XICVgAn594sD9wLr9fr1MkAuPX295O910fzP+YHrgPf4einMpOevlfz97gv8Bjg3327atVJ2D9ZQ\n", + "FirtNfWT/ecu1Jr/+dHWltN6EXE1MLvu4f5y+AhwRkS8GhEzyC7qTVpRZ6v1kws0XjPQI7lExOMR\n", + "MS3//gXgbrK193r6ehkgF+jh6wUgIl7Kv12Q7D/5s/H1UpQJ9Pi1ImlV4IPAibyRRdOulbIbWENZ\n", + "qLSXBHCppJsk7Zk/tmK88anLJ4BeXQW/vxxWZt6lQXrxGvqqsvt8nlTTXd1zueSfZn47cD2+Xuaq\n", + "yeW6/KGevl4kzSdpGtl1cUVE3EmPXy/9ZAI9fq0APwa+Dcypeaxp10rZDSzPoJ/XuyPi7cAHgK9I\n", + "2rz2ycj6IXs+syHk0EsZHQusSXavsMeAowfYt2tzkbQ48Afg6xHxfO1zvXy95Ln8niyXF/D1QkTM\n", + "iYgJZGsybiHpvXXP99z1UpDJRHr8WpG0A/BkRNxCcU/eqK+VshtYQ1motGdExGP5n/8C/kTWvfiE\n", + "pJUAJL0JeLK6CivVXw5DXsi2G0XEk5Ej68bu65LumVwkLUDWuDotIs7JH+7566Uml9P7cvH18oaI\n", + "eBb4C/AOfL0A82TyP75WeBfwYUnTgTOArSSdRhOvlbIbWHMXKpW0INlCpeeWfM62JGlRSUvk3y8G\n", + "bAvcTpZH3wq6uwHnFB+h6/WXw7nApyQtKGlNYB3ghgrqq0T+F7zPx8iuGeiRXCQJOAm4KyKOqXmq\n", + "p6+X/nLx9aLl+oa6JC0CvA+4hR6+XvrLpK8Rkeu5ayUiDoqI1SJiTeBTwOURsQtNvFYGW8l9VKKf\n", + "hUrLPGcbWxH4U/bvIvMDv4mIv0q6CThL0h7ADOCT1ZXYGpLOALYElpP0CPB94AgKcoiIuySdBdwF\n", + "vAZ8Of8fV9cpyCUBJkqaQNYVPR3oW+S3V3J5N/BZ4DZJt+SPHYivl6JcDgJ27vHr5U3AqZLmI+tA\n", + "OC0iLssz6tXrpb9Mft3j10q9vvfYtH9bvNComZmZWZOVvtComZmZWa9xA8vMzMysydzAMjMzM2sy\n", + "N7DMzMzMmswNLDMzM7MmcwPLzMzMrMncwDKzlpK0lKS98u/fJOnsJh13sqRv5t+nkrZuxnHNzEbC\n", + "62CZWUvlNyc+LyLe1uTjJsALETHQPdXMzFrCPVhm1mpHAG+WdIuksyTdDiDpc5LOkfRXSdMl7S3p\n", + "W5L+IelaSUvn+71Z0oWSbpJ0laS31J9A0hRJH8+/n5H3bt38/9u7f9amojCO499H0ILFl+ArEAL+\n", + "KYKjg5sZglvBxbmdLA5OIi66K3ToGxBcnBzEqRSXUtouUkpfgIhiydCheRxy0iYhFxI5DSLfz3LP\n", + "vTkn554Mlx/nHnIiYndQPyIWI2IjIr6WPtpz/A0k/ecMWJLm7RlwmJk3gbWxz27Q3xdtCXgF/M7M\n", + "W8AW8LjUWQdWMvNOaf92Qh/J+dYXCXzPzNvAO+Bpuf4c+JyZd4H7wJuIuFphfJJ0sXsRStIE0VAG\n", + "+JKZXaAbEb+Aj+X6HtAqG6XfA96XfT0BrkzR54dy3AY6pfwAeBgRg8C1AFwHvk07EElqYsCS9C85\n", + "GSr3hs579J9Xl4CfZfZrkqZFpYPvOWX0udfJzIO/vFdJauQrQknzdgxcm7FNAGTmMXAUEY8Aoq81\n", + "Xm9Kn4DVs4YRTaFNkmZmwJI0V5n5A9gsi9tfM7pWangGarw8OF8GnkTEDrAPtBvaTOx+qM5L4HJZ\n", + "+L4PvJh1LJLUxL9pkCRJqswZLEmSpMoMWJIkSZUZsCRJkiozYEmSJFVmwJIkSarMgCVJklSZAUuS\n", + "JKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg==\n" + ], "text/plain": [ "" ] @@ -1271,7 +2924,322 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\nAQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII=\n" + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", + "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", + "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", + "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", + "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", + "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", + "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", + "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", + "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", + "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", + "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", + "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", + "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", + "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", + "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", + "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", + "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", + "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", + "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae3dCZgUxdnA8XfZXWA55QgIIogH\n", + "AeUQDxQUiMolJooKGjDgQRCPLzHyiRExKpGgMZFoEoNCPDGoRFARIiqXQkTEAw8U8JMgcqnch8DC\n", + "Mt+8ZXqc2Z2zZ2a7ZvrfzzM701d11a96553urq4uCAQHYUAAAQQQQACBShWoUqlbY2MIIIAAAggg\n", + "YAQIwOwICCCAAAIIeCBAAPYAnU0igAACCCBAAGYfQAABBBBAwAMBArAH6GwSAQQQQAABAjD7AAII\n", + "IIAAAh4IEIA9QGeTCCCAAAIIEIDZBxBAAAEEEPBAgADsATqbRAABBBBAgADMPoAAAggggIAHAgRg\n", + "D9DZJAIIIIAAAgRg9gEEEEAAAQQ8ECAAe4DOJhFAAAEEECAAsw8ggAACCCDggQAB2AN0NokAAggg\n", + "gAABmH0AAQQQQAABDwQIwB6gs0kEEEAAAQSKIEAgHwVeeeUVOfzww6VDhw4Rxdu/f7/ovK5du0q9\n", + "evUi5kUbWbNmjXz++edyzjnnRJtdadM0D8uXL5cePXpIjRo1Utrum2++KfXr15fWrVuntF4yC+/Y\n", + "sUNef/31mIt26dJFGjZsGHO+MyMQCEhBQYEZXbJkidSqVUtOOOEEZ3bG38O3l/HESRCBZAWCOyID\n", + "AnknEAy+gWCADaxfvz6ibF999VUg+L8ReOuttyKmxxr529/+FjjuuONiza606eedd16gqKgo8NBD\n", + "D6W8zbPOOitw6623prxeMiu89957xrNBgwaBxo0bV3gtXLgwYTLBHwiBQYMGhZbr27dv4MYbbwyN\n", + "Z/JD8AdDQNNft25dJpMlLQRcCXAEnOwvFZbLOYFt27bJ1VdfLTNnzsy5vIdneMOGDeao/YYbbpAJ\n", + "EybI8OHDw2db8VmPgt0esc6dO1f0TIMzTJo0SapWreqMZvR906ZN8q9//SujaZIYAm4FCMBu5VjP\n", + "eoGrrrpKnnjiCfO6/PLLY+b3wIED8vjjj8uyZcukadOmMnjwYGnevHnU5efNm2cC+qFDh+SUU06R\n", + "4JGbVKnyfVOKWbNmiQaU4NGq9OrVy5wy1oRKS0vlT3/6kwwbNkyeeeYZczq5Xbt2MnToUCkuLo66\n", + "LWeiluH444+XX/3qVzJ+/HhZvHixdO7c2Zlt3t99910TWIJHdibvl112mRx11FERyzgj8cr70Ucf\n", + "ib46deokU6ZMEf0R8+Mf/zjtU/Br1641xvpj4thjjxWtjx/84Afy/vvvS/AoWTTfv//972XEiBHi\n", + "nDI/++yzTV4+/vhj6dixozz99NOi7lo2TUPr7NNPP5Wf/OQn0r1799Ap7C1btshTTz0lq1atkjp1\n", + "6oim07NnT9m7d69MnDjRMDz44IMycOBA0TqI5+GY8Y5ANgS+/+bIRuqkiYCHAhpEbr75ZhO4gqei\n", + "o+ZErwnrdcpx48bJYYcdZoJr+/btTWAov8L06dPlwgsvNJPr1q0rwdO68vOf/zy0mAaPiy66SLZu\n", + "3WoCyrnnniu/+c1vzHwNwLfccov07t1bXnrpJalevbpZXwNwouGxxx4zgb5Zs2YSPJ0swdPQEato\n", + "sNHpGtyaNGkizz33nLn2rfkoPyQq79KlS2XUqFHSp08fUTM9YtTgNWPGjPJJJT2uAVHr4oMPPjA/\n", + "CvRHihrv3r3bBD/NkwbWXbt2SfA8nmh5nbMWmp9f//rXcvHFF5vlZ8+ebX4MDBgwwJTz4MGD5oeO\n", + "pqmD5lmPxHW5I444QlauXGnKosFb096zZ49ZTt818CbyMAvzB4FsCbg6cc1KCFguoNeA9Xrpvn37\n", + "AsEvZHPdT7Nc/hrwfffdF6hZs2Zg+/btoRINGTIkoNdNdQi/Bhw8og70798/tJxe37z99tvNePBI\n", + "LhBsRBR48cUXQ/ODgTFQWFgYWLFiRSAYXMy10mBADs3X/AUbVIXGo30IntoNBI+wQ9csn3zyyUAw\n", + "eAeCQS20+PXXXx/QcjjDxo0bzTrBoGQmhV8DTlTeRx55xOTzww8/dJILBBugBYJHrKHx8A/ONeDa\n", + "tWsHgj9gIl7BBnBm0WAwDJSUlAS+/fZbMx4MfoHg0Xwg2LDMjN91112B4I+gULLh14Cd/Lzzzjtm\n", + "vl67DX4XBoI/dELLa96CP2TM+LRp0wIXXHBBIBiYQ/ODR8eh/AcDslnfuQacyCOUCB8QyIIAp6Cz\n", + "9cuGdK0QqFatmjlVefrpp5sjq2Bjpoh86elPPVX797//PTS9rKxMgo20zBFTaGLwg57q1COxM888\n", + "05yW1VOzY8aMMYu8/fbb5qhWjxadQbelLXs1LV1Ph27dujmzJdi4S4JBSXR7enSorZydQVtpa74e\n", + "ffRRadu2rblGqtdJgw2dRI/69Cjxf//3f83if/3rX0VbIy9YsECCwd4cvet2Ne3yQzLl1dbhemrW\n", + "GfR07zfffOOMRn0PBjJp0aJFxLxg0DXjeqpe02zTpo0Eg6MEA6zce++9CU+9O4lpq++TTz7ZjOpR\n", + "rbaQDq9HPeoPBmgzX89A6DbU85NPPjGv//znP8bNSS/8PZGH0zI7fB0+I5ApAQJwpiRJx1oBDQB6\n", + "GjPYstac+gzP6ObNm02Q/L//+7/Q5ODRnLlGqdcMw4d+/fqZ65V6TTZ4ZGxO1WpgffbZZ0XT0due\n", + "nKCj6+lpag08waPwUDJ6TdIZgkfH5mPwh7XoKVRN0xm0sVWwZbH885//NNcx9bqnM2j+Hn74YXO9\n", + "VAOEXtfU099HHnmknHHGGealeYw2JFNeTT980OvZeoo43qCn8WM1wtJyaIDUfGo5//KXv5gfF3qa\n", + "uFWrVvGSNfPK38akZVZXZwgPknpNWIOznt7WPOmPJf2hE2tI5JHqLV+xtsN0BKIJEICjqTAt7wTu\n", + "uOMOcx3zmmuuiSjb0UcfLXqdUQOeM+iXuN53W/7LV48w9TqxBj8Nmi+88IK55qsNoI455hjRIy1d\n", + "Tz/roI269MjxxBNPdJKO+a7Xip3rxc5CelSuwUV/HARPkzuTTSMsDS7a2EsD7i9+8QvTOCt4Ktos\n", + "o9dctQFatKCZSnlDG0zzg5ro0ajWgb6+/PJLcyZAA/If//hHU0b1zMQwevRoadmypbz66qvi/MDR\n", + "Vs/RLHR7XnhkopykkR8CNMLKj3qkFAkE9LYWbTWrQTF80EZUGnC1hbI2zNFGPNrQSls7lx/eeOMN\n", + "00JaW+zqoA14NEBq4yg96tIW1MFrwqYBlp4uDl7bNMFYGxy5GYLXP01ewoOvpqMtoPV0rv5o0BbY\n", + "eqStR3w66GlnvV1JB81f+SGV8pZfN9548JqxaAca5V/qqWcS9NSwBkUNtPrSswLOKWs9mtUGZNpS\n", + "Ot1ArB2OaNp6ml7T0pbcWm/OWQidr4PuB1rf2fKIZ8U8BBwBArAjwXveC+h1RD0VHT7otVa9zjp2\n", + "7Fhp1KiROUWtp6w1eJYf9JrrD3/4Q7OMHgnrEefkyZNN4NXrktpSWAORHlVpgNSjXw3k4aely6cZ\n", + "a1x/FOi1Y70lKtqgR7i6PT3a1dt3NBjrKXD9MaA9Xv3oRz+q8GND00mlvNG2G2ua3o6l19nLv/Qo\n", + "Xq9h/+53vzNe6qanhPU6sN6jrYPmVYOhBuTwSwGxthVv+k033WQCr97ipPU5depU09pc60UDsp4O\n", + "1+3p9fv7778/ax7x8sg8BByBguBOmZlzP06KvCOQgwL6b6BHa9qgxzl1GasY2mhKb8/RBkHRBg28\n", + "eptR+Wup0ZbN5DQ9Mk8m/7rNVMqbyTwGW2ibIFi+ow3Nz86dO83RfCa2p3WgZw7KX0Zw0tZbnnS+\n", + "cw+3Vx5Ofnj3pwAB2J/1TqkRQAABBDwWyKlGWHrjvF7byddBf4WHt+jM13JmslyYpa6JGWapC6S+\n", + "hl/2M71LIFFvdrH0cioA6zUvpxFFrAIlmq6nD/VV/hRYovUqY77mS0+J2RaEtQWp/vjRe2ptG2w1\n", + "0y8fbQSlp6JtG2w1UydtLGWrmf5fOqesbapTW82cluf5bqa3smnPbG6GnArAWpHa5V46gwYSfcW6\n", + "NpRO2umuq90V6i8p2wKwfmFrS1ZtaGTboGb6C9S2f3INwHqdMfy+X1vsdP/X69y2mamPXge21Uy9\n", + "ErUP8KKObTXTs5X6XZbvZtpFrduBVtBu5VgPAQQQQACBNAQIwGngsSoCCCCAAAJuBQjAbuVYDwEE\n", + "EEAAgTQECMBp4LEqAggggAACbgUIwG7lWA8BBBBAAIE0BAjAaeCxKgIIIIAAAm4FCMBu5VgPAQQQ\n", + "QACBNAQqJQDfeuut5jmg5fOp/bXqk12clz4rlAEBBBBAAAE/CGS1Iw59RNp1110nc+bMEX0STfnh\n", + "/fffNw/NHjdunJnltjuv8ukyjgACCCCAgO0CWQ3AW7duFX1MWfPmzaM6aADW7g0feOAB83gyfWxZ\n", + "+PDEE0+IdvMVPmgvPukM2juL9uyUbjrp5CHWuk4/1zb2hIVZrFqLPl17wrLZzNZ+em02056wnO4V\n", + "o9e6N1NtNdN86XdZvpvp/5LbIasBWAOvvhYtWhQ1f/rwcK2gdu3aybBhw+See+6R7t27h5ZdvXq1\n", + "eUScM+HII49MO3DaHoBt/GLUfyBb/8m1Pm000zzZaqb50jq17Yee/p/bbKZeNnbfiZkTIZJ/z6SZ\n", + "tQE4EceYMWNCiyjIlClTIgJw+Hxd8Pnnn0+7D2c98tUXfUGH6BN+0LrRwVYzW/uCVjcbzXT/t7Uv\n", + "aP1BZauZrX1B22qm+dIfLTb2BZ1Js3R+lFVKI6xY3/AjRoyQpUuXmtkrV640R8KxlmU6AggggAAC\n", + "+SSQ1VPQsaBat25tTksPHjxYRo0aZa4D6xM90nmqRKxtMR0BBBBAAAEbBSolAI8dOzai7CtWrDDj\n", + "DRs2lNmzZ5vHttWuXTtiGUYQQAABBBDIZwFPT0E7sARfR4J3BBBAAAG/CFTKEbBfMCknAgjYL1Ba\n", + "WiqtWrWSHTt2JJ1Zp6WrjS3HbbwLQGFtNtO7bV544YWk6z9bCxKAsyVLugggYKXA/v375YsvvpDP\n", + "P/886duKtOW4ra2gd+3aJTaeRbS5FbQtnT4RgK38iiBTCCCQbYGjjjoqLwKwNmCtU6dOtrlSTt/m\n", + "AKxmNgxWXAO2AYI8IIAAAgggUJkCBODK1GZbCCCAAAII/FeAAMyugAACCCCAgAcCBGAP0NkkAggg\n", + "gAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQIACzDyCAAAIIIOCBAAHYA3Q2iQACCCCAAAGYfQAB\n", + "BBBAAAEPBAjAHqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwEC\n", + "sAfobBIBBBBAAAECMPsAAggggAACHggQgD1AZ5MIIIAAAggQgNkHEEAAAQQQ8ECAAOwBOptEAAEE\n", + "EECAAMw+gAACCCCAgAcCBGAP0NkkAggggAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQIACzDyCA\n", + "AAIIIOCBAAHYA3Q2iQACCCCAAAGYfQABBBBAAAEPBAjAHqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA\n", + "9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwECsAfobBIBBBBAAAECMPsAAggggAACHggQgD1AZ5MIIIAA\n", + "AggQgNkHEEAAAQQQ8ECAAOwBOptEAAEEEECAAMw+gAACCCCAgAcCBGAP0NkkAggggAACBGD2AQQQ\n", + "QAABBDwQIAB7gM4mEUAAAQQQIACzDyCAAAIIIOCBAAHYA3Q2iQACCCCAAAGYfQABBBBAAAEPBAjA\n", + "HqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwECsAfobBIBBBBA\n", + "AAECMPsAAggggAACHggQgD1AZ5MIIIAAAggQgNkHEEAAAQQQ8ECAAOwBOptEAAEEEECAAMw+gAAC\n", + "CCCAgAcCBGAP0NkkAggggAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQKMolgkAgIIcOHUory7p+\n", + "JtJJKxNxVtb8FRQUxFmi8mfZbmZjfWqebMyX7j225quy8uZ8hzjvyf5H2epmc77UNlXnZOsjneUy\n", + "aaZpuR1yKgBrIcvKytyW1aynO4O+0k0nrUzEWVnzZVsA1jxhFqfSosxy/sFt3c+0PtP54ohS5IxM\n", + "qoz9zKkTfU/WQJdzXhkpaAYTqQwzN9l1vJI1drMNt+vYYpZTAVgDU3FxsVvz0Hq6Q2QinVCCGfpQ\n", + "Wlpq8mVbAK5SpYocPHjQWrOioiLRPNo06D5WWFhopdmBAwdM3mwz0/qrDDPnf1/fkzVQM11W82fb\n", + "UBlmbsqs3xn6XZbvZul8X9v1reWmllkHAQQQQACBHBQgAOdgpZFlBBBAAIHcFyAA534dUgIEEEAA\n", + "gRwUIADnYKWRZQQQQACB3BcgAOd+HVICBBBAAIEcFCAA52ClkWUEEEAAgdwXIADnfh1SAgQQQACB\n", + "HBQgAOdgpZFlBBBAAIHcFyAA534dUgIEEEAAgRwUIADnYKWRZQQQQACB3BcgAOd+HVICBBBAAIEc\n", + "FCAA52ClkWUEEEAAgdwXIADnfh1SAgQQQACBHBTIqach5aAvWUYAgSwJ7Nmzx1XKbtdztTFWQiCO\n", + "AAE4Dg6zEEDAToGHHnpIrr32WteZq1evnnXP3XZdGFbMWQFOQeds1ZFxBPwrsGPHDhk2bJjoc3rd\n", + "vDZv3kwA9u/uY03JOQK2pirICAIIpCJQpUoVKSriKywVM5a1S4AjYLvqg9wggAACCPhEgADsk4qm\n", + "mAgggAACdgkQgO2qD3KDAAIIIOATAQKwTyqaYiKAAAII2CVAALarPsgNAggggIBPBAjAPqloiokA\n", + "AgggYJcAAdiu+iA3CCCAAAI+ESAA+6SiKSYCCCCAgF0CBGC76oPcIIAAAgj4RIAA7JOKppgIIIAA\n", + "AnYJEIDtqg9ygwACCCDgEwECsE8qmmIigAACCNglQAC2qz7IDQIIIICATwQIwD6paIqJAAIIIGCX\n", + "AAHYrvogNwgggAACPhEgAPukoikmAggggIBdAgRgu+qD3CCAAAII+ESAAOyTiqaYCCCAAAJ2CRCA\n", + "7aoPcoMAAggg4BMBArBPKppiIoAAAgjYJUAAtqs+yA0CCCCAgE8ECMA+qWiKiQACCCBglwAB2K76\n", + "IDcIIIAAAj4RIAD7pKIpJgIIIICAXQIEYLvqg9wggAACCPhEgADsk4qmmAgggAACdgkQgO2qD3KD\n", + "AAIIIOATAQKwTyqaYiKAAAII2CVAALarPsgNAggggIBPBAjAPqloiokAAgggYJcAAdiu+iA3CCCA\n", + "AAI+ESAA+6SiKSYCCCCAgF0CBGC76oPcIIAAAgj4RIAA7JOKppgIIIAAAnYJEIDtqg9ygwACCCDg\n", + "EwECsE8qmmIigAACCNglQAC2qz7IDQIIIICATwQIwD6paIqJAAIIIGCXAAHYrvogNwgggAACPhEg\n", + "APukoikmAggggIBdAgRgu+qD3CCAAAII+ESAAOyTiqaYCCCAAAJ2CVRKAL711ltl1qxZFUpeWloq\n", + "w4cPl27dusmdd95ZYT4TEEAAAQQQyFeBrAbg3bt3y5AhQ+Txxx+Xffv2VTAcP368tGnTRubOnSsr\n", + "V66U1157rcIyTEAAAQQQQCAfBbIagLdu3SqDBg2Sq666KqrdwoUL5ZJLLpHi4mIZMGCAzJ8/P2K5\n", + "gwcPih4lO69Dhw5FzGcEAQQQQACBXBUoymbGmzdvLvpatGhR1M2sW7dO6tevb+bVq1dPNm/eHLHc\n", + "iSeeKMuXLw9NGzp0qPTs2TM07uZDWVmZ6EuDu22D5qmwsFAKCgqsypr+8Dlw4IDY+APIVrNAICD7\n", + "9++3qh6dzOj+X6VKFev2M81ftDNlTr7D33U5/WG+c+fO8MlZ+6xm+n+pbrYNyZpVdr6d74t8N9N9\n", + "w+2Q1QCcKFN169YVPU1dvXp12bNnjzRq1ChilXfffTfiS1+vI9epUydimVRHNJDoq0aNGqmumvXl\n", + "9QtFzwbYFoB1B9u7d6/UqlUr6wapbkDNioqKrPti1AC8a9eutPfXVD2SWV73f/2hZ+MXo+Y/mf9x\n", + "/c6oWrVqUssmY5JoGTVTL3WzcUjGrLLzrT+O9bss383SKZ+nP+c6duwoS5YsMfvF4sWLpX379hH7\n", + "SLVq1aSkpCT0SqegEQkzggACCCCAgMcCngTg1q1bm9PNI0eOlEcffVT69u1rGmHpdWAGBBBAAAEE\n", + "/CBQKaegx44dG2G5YsWK0Pi0adPM6U090mVAAAEEEEDALwKeHAGXxyX4lhdhHAEEEEAg3wWsCMD5\n", + "jkz5EEAAAQQQKC9AAC4vwjgCCCCAAAKVIEAArgRkNoEAAggggEB5gUpphFV+o4wj4FeB7du3y89+\n", + "9jNPO+nQDhL0/kzb7jfXfULvHdX7uhMNa9asSbtTnkTbYD4C2RZIvKdnOwekj4CPBDZu3Cj//ve/\n", + "ZdKkSZ6VWoOcdiphY0cc3377bdKd5Jx66qmeGbJhBDIhQADOhCJpIJCkgB51ai9O/fv3T3KNzC9m\n", + "c09Y2rWkjb06Zb4WSBEBEa4BsxcggAACCCDggQAB2AN0NokAAggggAABmH0AAQQQQAABDwQIwB6g\n", + "s0kEEEAAAQQIwOwDCCCAAAIIeCBAAPYAnU0igAACCCCQ9G1I77zzjlx99dVxxe69917p0aNH3GWY\n", + "iQACCCCAAAIiSQfg4447Th544AFjps/wXb9+venR55hjjpH58+fLU089JfqcXwYEEEAAAQQQSCyQ\n", + "dACuW7eudO3a1aQ4ePBgee+996R+/fpm/IwzzpAtW7bInDlz5Iorrki8VZZAAAEEEEDA5wKurgEX\n", + "FhbKpk2bIug++ugjadiwYcQ0RhBAAAEEEEAgukDSR8Dhq48aNUq6d+8uZ555pjRt2lRee+01ad68\n", + "Odd/w5H4jAACCCCAQBwBVwH4sssuk5NOOknmzZsnW7dulXHjxkm/fv2SeopJnLwwCwEEEEAAAd8I\n", + "uArA2thKj3pvuukm30BRUAQQQAABBDIp4OoacLNmzUSv+TIggAACCCCAgDsBVwG4cePG5nFqjRo1\n", + "khNOOCH0euWVV9zlgrUQQAABBBDwmYCrU9C33Xab3HzzzRWoWrVqVWEaExBAAAEEEECgooCrAKwN\n", + "sKIN+/btizaZaQgggAACCCBQTsDVKei5c+dKt27dpF27dtK2bVtp06aN6GnpWbNmlUueUQQQQAAB\n", + "BBCIJuDqCPjaa6+VIUOGyCeffGICcK1ateQf//iHXHjhhdG2wTQEEEAAAQQQKCeQcgAOBAKyY8cO\n", + "GT16tDz55JPyn//8R375y1+anrFmz54tffv2LbcJRhHwn8DOnTvl6aeflqpVq0YUfuPGjRHjjCCA\n", + "gH8FUg7ABQUFUrNmTROEO3ToIJMnTzZ62i/02rVr/StJyREIE9B+0bWxol6qKT/QX3p5EcYR8KdA\n", + "ygFYma655hpp3769rF69WtasWSOXXnqp6RXrrbfe8qcipUagnICeKdL2EdOnTy83h1EEEEDgOwFX\n", + "jbD0FqSZM2earie1QZY2xnrppZdEH03IgAACCCCAAAKJBVwFYO37+fDDDzept2jRwpxqW7p0qbz+\n", + "+uuJt8gSCCCAAAIIICCuAvDEiROlc+fOsnz58hDhqlWr5Ouvvw6N8wEBBBBAAAEEYgu4CsAlJSUy\n", + "fvx46dmzp7z66quxU2cOAggggAACCEQVcNUIq6ysTC644AJp0qSJuff39ttv51GEUXmZiAACCCCA\n", + "QHQBVwHYSapTp06yaNEic+/vnj17pEuXLs4s3hFAAAEEEEAgjoCrU9BXX311KMmWLVvKm2++Kaef\n", + "frrUqVMnNJ0PCCCAAAIIIBBbwNURcMeOHU0HA9u2bRO931FPSW/dutXcDxx7U8xBAAEEEEAAAUfA\n", + "VQCmL2iHj3cEEEAAAQTcCaR8Cjq8L+jevXtLaWmp6Qv6nHPOEe0LmgEBBBBAAAEEEgukHIDL9wWt\n", + "jbB0oC/oxNgsgQACCCCAgCPg6hQ0fUE7fLwjgAACCCDgTiDlI2DdDH1Bu8NmLQQQQAABBBwBV0fA\n", + "urI+DUkHpy9oM8IfBBBAAAEEEEhKwNUR8Ntvvy19+vSR1q1by7HHHht6vfzyy0ltlIUQQAABBBDw\n", + "u4CrI+AhQ4bIxRdfLGPGjJHi4uKQ4dFHHx36zAcEEEAAAQQQiC3gKgBrpxtjx44VbRHNgICfBTZt\n", + "2iTz58+vQLBkyZIK05iAAAIIhAu4CsD6FKQZM2aYBzKEJ8ZnBPwm8Mgjj8ikSZPk+OOPjyi63i+v\n", + "98kzIIAAArEEkg7A+ov+8ssvN+ns3btXpkyZIo0aNZJ69eqF0r7//vvNteHQBD4gkOcChw4dkvPP\n", + "P1/+/Oc/R5RUA/CuXbsipjGCAAIIhAskHYD1F/7kyZPD163wWRtkMSCAAAIIIIBAYoGkA3Dt2rXl\n", + "1FNPjZniggULZP/+/THnMwMBBBBAAAEEvhdwdRvS96t//0k751i6dOn3E/iEAAIIIIAAAjEFkj4C\n", + "jpnCf2fovcEMCCCAAAIIIJCcQFpHwAcPHpTNmzeLvjMggAACCCCAQPICrgLwmjVr5Oc//7k0bdpU\n", + "JkyYIL/61a/knnvuSX6rLIkAAggggIDPBVwF4Kuuukq016vf/va3hk+v/+ptSatWrfI5J8VHAAEE\n", + "EEAgOYGUA7De37h8+XIZOXKkVK9e3WylefPmcumll8q8efOS2ypLIYAAAggg4HOBlAOwdj9Zq1Yt\n", + "+eijj0J02hnBzJkzpUmTJqFpfEAAAQQQQACB2AKuWkHfe++90q1bN2nZsqV5GMPDDz9suuL78Y9/\n", + "HHtLzEEAAQQQQACBkICrAKxPQmrbtq3MmjVLDhw4IBdddJEcd9xxoUT5gAACCCCAAALxBVwF4KFD\n", + "h5o+n6+//nqpVq1a/C1kcK5ef9aAn86gt0yVlZWlnU46eYi3rpbPtqdMqZfNZlqnXpnFstF91VYz\n", + "zZuXZvH2f5vNNG96uc22wWYztcp3M/1/cju4CsC9evUyT4DRAKyNr6688ko56aST3OYhpfUKCwtT\n", + "Wr78wrozVKlSRdJNp3y6mRjXL0XNl1fBJF4ZMIuuo3UVzUb/KaNNj55K5U7V/Uzzpi/bBlvNNMg5\n", + "dY1ZcgKYJXZyFYA16Oprw4YN8o9//EOGDRtmflE/8cQTcuKJJybeqsslMvEPoP/gmUjHZRESrubk\n", + "L+GClbiABhObzbzMm1Nf+h4+2GzmeJXPc3j+vfrs5M2r7cfars3BxFYzPdixNW+ZzJem5XZwFYCd\n", + "jZWWlppTuQpdtWpVK39RO3nlHYF0Bfbs2WOega2P43SGL7/8UrRNBAMCCCCQqoCrAPz444+LPohc\n", + "O9647LLL5Mknn5R27dqlum2WRyCnBLZu3SpvvvmmPPfccxH5rqzLLxEbZQQBBHJewFUA1i+hESNG\n", + "iN52VFxcnPMIFACBZAWKioqkb9++yS7OcggggEBMAVcBeOLEiTETZAYCCCCAAAIIJBaIbDkSZ/kl\n", + "S5aEGlh1795dWrVqVeE1e/bsOCkwCwEEEEAAAQQcgaSPgI8//nh57LHHzHp33XWX1KxZ00nDvOv1\n", + "MX1AAwMCCCCAAAIIJBZIOgDXrl1b2rRpI/v27RO9/3fp0qWh1LUVtD4hqU+fPnLMMceEpvMBAQQQ\n", + "QAABBKILJH0KWlc/77zzpKSkRD7++GPzrp/1pQ9n+Pe//y1dunSJvhWmIoAAAggggECEQEoBeM6c\n", + "Oea+34EDB5p37TZRX9qzjt4PqdeFGRBAAAEEEEAgsUDSp6A1Ke3xQ2/DmDJlStSU9fS084zgqAsw\n", + "EQEEEEAAAQSMQEpHwI7Z3LlzzeMItfMNfSqSXhtu3LixeTqSswzvCCCAAAIIIBBbIKUjYCeZa6+9\n", + "VoYMGSKffPKJCcB6DVj7hL7wwgudRXhHAAEEEEAAgTgCKR8BayfzO3bskNGjR0vv3r1F+4P+5S9/\n", + "Keecc45wH3AcaWYhgAACCCAQJpByANbrwHoPsAbhDh06yKJFi0xy9evXl7Vr14YlzUcEEEAAAQQQ\n", + "iCXg6hT0NddcI+3bt5fVq1fLmjVrzKMJ582bJ2+99Vas7TAdgZwV0E5mtLX/N998k7NlIOMIIGCf\n", + "QMpHwFqEm2++WWbOnGlaRGuDLG2M9dJLL9EJh331S47SFFixYoU0bNhQWrRoYe5zb9asWZopsjoC\n", + "CCDwnUDSR8Da89XQoUNjuk2dOlX++Mc/Sq9evWIuwwwEck3g22+/lZYtW8rnn3+ea1knvwggYLlA\n", + "0gFYO9mYMGFC3OK0bt067nxmIoAAAggggMB3AkkH4Lp168oZZ5yBGwIIIIAAAghkQCDpABy+LX3o\n", + "wqZNm8Inmc9/+MMfpGfPnhWmMwEBBBBAAAEEIgVcBeAxY8aY+381Kb0PWB/OoNeATznllMjUGUMA\n", + "AQQQQACBqAKuAvBpp50WkZh2wrFu3TrRFtH9+/ePmMcIAggggAACCFQUcHUbUvlktHesL774wnTO\n", + "UX4e4wgggAACCCBQUcDVEbBe5/3qq69Mahp8t2zZIsXFxfLggw9W3AJTEEAAAQQQQKCCgKsAfPfd\n", + "d8v+/ftDiZWUlJiHMlStWjU0jQ8IIIAAAgggEFvA1SlobWx1wgknSGFhoVSpUsUE43fffVe0yz4G\n", + "BBBAAAEEEEgs4OoI+Pbbbzenm/UZwBqEneG+++6jJywHg3cEEEAAAQTiCLgKwI888oisWrVKGjRo\n", + "ECdpZiGAAAIIIIBALAFXAbhJkyaye/duAnAsVaZ7IrBx40ZZv359RretD2NgQAABBLIh4CoA//Wv\n", + "fxW9F/jcc881T4pxMjZ48GDzmEJnnHcEKlPgpz/9qXz22WfmedWZ3C4dzGRSk7QQQMARcBWAR4wY\n", + "YRphNW3a1DTCchILvx7sTOMdgcoS0Gf26uUR/WHIgAACCNgu4CoA61GGnurjtiPbq5f8IYAAAgjY\n", + "KuDqNiTtenLOnDm2lol8IYAAAgggYL2AqwC8b98+Oe+888z1X30GsPOaPXu29QUmgwgggAACCNgg\n", + "4OoUtD4NafTo0RXyf+yxx1aYxgQEEEAAAQQQqCjgKgB36NChYkpMQQABBBBAAIGkBVwF4D59+sim\n", + "TZsqbOQPf/iD6IMaGBBAAAEEEEAgvoCrAKynoEtLS03K+v7xxx/L1KlThfsl42MzFwEEEEAAAUfA\n", + "VQDWTjjCB20VvW7dOpk7d670798/fBafEci4wMSJE83+pgmXlZWZe9ELCgpk7dq1Gd8WCSKAAALZ\n", + "EnDVCrp8ZvSZwF988YXs2LGj/CzGEci4wMiRI0W7ndyzZ0/Ea9CgQXLyySdnfHskiAACCGRDwNUR\n", + "sF7n/eqrr0x+NPhu2bJFiouLzROSspFJ0kSgvMBtt90mLVq0MJdCioqKInpkK78s4wgggICNAq4C\n", + "8N13322eAewUqKSkRNq2bUvPWA4I7wgggAACCCQQcHUKulWrVjJr1iw5/fTT5YwzzpCHH35Yli1b\n", + "lmBTzEYAAQQQQAABR8BVAL766qvN9d5Dhw6ZdM4++2y59NJLZevWrU66vCOAAAIIIIBAHAFXp6CX\n", + "LFkiq1evFm15qoMG308++URmzJghV1xxhZnGHwQQQAABBBCILeDqCLhWrVqydOnSiFRff/11qVOn\n", + "TsQ0RhBAAAEEEEAguoCrI+CxY8dKjx495KSTTpIjjzxSFixYIG3atJHzzz8/+laYigACCCCAAAIR\n", + "Aq4C8AUXXCDvvPOOLFy40NyHedddd8lRRx0VkTAjCGRaYMWKFfLss89GtMDP9DZIDwEEEKgsAVcB\n", + "WDOnLaH1xYBAZQlMmzZNpk+fLjfeeKM0bdq0sjbLdhBAAIGsCLgOwFnJDYkikECga9euovehMyCA\n", + "AAK5LuCqEVauF5r8I4AAAggg4LUAAdjrGmD7CCCAAAK+FCAA+7LaKTQCCCCAgNcCBGCva4DtI4AA\n", + "Agj4UoAA7Mtqp9AIIIAAAl4LEIC9rgG2jwACCCDgSwECsC+rPXcKPXnyZOnUqZN5TZgwQfTZvwwI\n", + "IIBAPgjwbZYPtZjHZdAe11q3bi2DBw82pezQoUMel5aiIYCAnwQIwH6q7Rwsqz5x65hjjpGePXvm\n", + "YO7JMgIIIBBbIKunoEtLS2X48OHSrVs3ufPOOyvk4ptvvpHOnTuHXrNmzaqwDBMQQAABBBDIR4Gs\n", + "BuDx48ebpyTNnTtXVq5cKa+99lqE4fvvvy9dunQxT1PSJyqde+65EfMZQQABBBBAIF8FsnoKWp+W\n", + "NGnSJCkuLpYBAwbI/PnzI04lagCuVq2aPPDAA9K3b19p27ZthLMeNW/YsCE07YgjjpDevXuHxt18\n", + "OHjwoJSVlblZNevraN70Zdtw6NAh0bMZ3377baVn7cCBA3G3rV6FhYWip6ptGgKBQNx8e5lX3f+r\n", + "VKlinZmaeLWfJaoPNdN9TN1sG2w10+8NHfLdzCmnm/0iqwF43bp1Ur9+fZOvevXqyebNmyPyqF/o\n", + "ulO3a9dOhg0bJvfcc4907949tEyLFi2kZs2aoXFdVoN5OoOmkYl00slDvHW1la/mz6ZBv3z0la69\n", + "mzLpP68G2Hjb1vm2/ZM7AThevt14ZGId3b/UyzYzLVuius5E+d2kgVnqajb/aMnkfpbO93VWA3Dd\n", + "unVl9+7dUr16dfPc4EaNGkXU4pgxY0LjWllTpkyJCMBXXnllaL5+eP755+N+EUcsHGdEvxxt/GJ0\n", + "8pVOhcYptutZ+kWtR5pemOk/Srx/FjXTHy22BRPNV7x8u66MDK2oebPNTItms5l6af5sG2w10+8x\n", + "feW7WTrf11kNwB07dpQlS5bIeeedJ4sXL5byt5CMGDFCBg4cKKeeeqq5RqxHwgz+FdAg/9xzz5nT\n", + "kI7Cp59+atoJOOO8I4AAAvkikNUAPHLkSLnhhhvkwQcflBo1asjYsWONm97XuWjRInNv56hRo8x1\n", + "4J07d5qHrecLLOVIXWD58uVy1VVXRbQT0LMnZ555ZuqJsQYCCCBguUBWA3CzZs1k2rRpsnfvXikp\n", + "KQlRrFixwnxu2LChzJ49W3bt2iW1a9cOzeeDPwX0tG3jxo3lxRdf9CcApUYAAV8JVEqTvvDgG02X\n", + "4BtNhWkIIIAAAvksUCkBOJ8BKRsCCCCAAAJuBAjAbtRYBwEEEEAAgTQFCMBpArI6AggggAACbgQI\n", + "wG7UWAcBBBBAAIE0BbLaCjrNvLG6DwS0GzftklQ7YtH+whkQQAABvwgQgP1S05aW84033jAP4Wje\n", + "vLnJ4WmnnWZpTskWAgggkFkBAnBmPUktRQF92IL2gPb222+nuCaLI4AAArktwDXg3K4/co8AAggg\n", + "kKMCBOAcrTiyjQACCCCQ2wIE4NyuP3KPAAIIIJCjAgTgHK04so0AAgggkNsCBODcrj9yjwACCCCQ\n", + "owK0gs7RivMi23q/7tq1azO66WXLlmU0PRJDAAEEckWAAJwrNWVBPgcNGmQeK1mnTp2M5qZ3794Z\n", + "TY/EEEAAgVwQIADnQi1Zkkftreqhhx6STp06WZIjsoEAAgjkrgDXgHO37sg5AggggEAOCxCAc7jy\n", + "yDoCCCCAQO4KEIBzt+7IOQIIIIBADgsQgHO48sg6AggggEDuChCAc7fuyDkCCCCAQA4L0Ao6hysv\n", + "1ax/+umn0q9fPzl48GBKqwYCAdHX+vXrpWrVqimty8IIIIAAAtEFCMDRXfJyqgbQwsJCefrpp1Mq\n", + "n95+tH//fqlbt655dGBKK7MwAggggEBUAQJwVJb8nFhQUCA1atSQk046KaUCagDeu3ev1KpVK6X1\n", + "WBgBBBBAILYA14Bj2zAHAQQQQACBrAkQgLNGS8IIIIAAAgjEFiAAx7ZhDgIIIIAAAlkTIABnjZaE\n", + "EUAAAQQQiC1AI6zYNtbO0QZRN954o2kYlUomN27cKNoQiwEBBBBAwHsBArD3dZByDjZs2CCTJ0+W\n", + "cePGpbxu27ZtU16HFRBAAAEEMi9AAM68aaWkWFJSIjfccEOlbIuNIIAAAghkXoBrwJk3JUUEEEAA\n", + "AQQSChCAExKxAAIIIIAAApkXIABn3pQUEUAAAQQQSChAAE5IxAIIIIAAAghkXoBGWJk3zUqK27Zt\n", + "kzvuuEMOHDggO3bsyMo2SBQBBBBAoPIEOAKuPOu0trRy5Up55plnpEWLFtK+fXv585//nFZ6rIwA\n", + "Aggg4K0AR8De+qe09QYNGsgtt9yS0josjAACCCBgpwBHwHbWC7lCAAEEEMhzAQJwnlcwxUMAAQQQ\n", + "sFOAAGxnvZArBBBAAIE8FyAA53kFUzwEEEAAATsFCMB21gu5QgABBBDIcwECcJ5XMMVDAAEEELBT\n", + "gABsZ72QKwQQQACBPBcgAOd5BVM8BBBAAAE7BQjAdtYLuUIAAQQQyHMBAnCeVzDFQwABBBCwU4Cu\n", + "KO2sl1Cu9MELZWVlsnPnztA0PiCAAAII5L4AAdjiOlywYIGcddZZUlBQYHLZrVs3i3NL1hBAAAEE\n", + "UhEgAKeiVcnL7tq1S7p27SpvvPFGJW+ZzSGAAAIIZFuAa8DZFiZ9BBBAAAEEoggQgKOgMAkBBBBA\n", + "AIFsCxCAsy1M+ggggAACCEQRIABHQWESAggggAAC2RagEVa2hV2mP2nSJJkxY4bLtVkNAQQQQMB2\n", + "AY6ALa2h++67T5o0aSK//vWvLc0h2UIAAQQQSEeAI+B09LK87tChQ+W0007L8lZIHgEEEEDAC4Gc\n", + "CsCBQMD0CpUOlPYqdejQobTTSScP8dbV/GnHG05ZddzrwXYzrU/1smnQ/Ni6nzl5s81M6892M5v2\n", + "MScvNpvZuI9lej9Lp4w5FYAdOGfHc/OuWPrSndbGQfPl9HxlSz41T7bkJVqdhZtFm+/FtFzaz7zw\n", + "ibVNm/czW/Nmc760nm38rrXFLKcCsAam4uLiWP+7SU9X/Eykk/QGk1ywtLTU5EvLqa+ioiIr8lml\n", + "ShU5ePCgFXkpT6lm6qR5tGnQfaywsNBKswMHDpi82Wam9WezmXpp/mwbbDXT7wz9Hst3My2j2yGn\n", + "ArDbQubSevv375dly5bJ3r17cynb5BUBBBBAIEUBuw4bUsx8Pi4+depU6dWrlxx22GGmFXQ+lpEy\n", + "IYAAAgiIEIAt2wv09GDPnj3lgw8+kObNm1uWO7KDAAIIIJApAQJwpiRJBwEEEEAAgRQECMApYLEo\n", + "AggggAACmRIgAGdKknQQQAABBBBIQYBW0ClgZXNRbfWst9ToiwEBBBBAIP8FOAK2oI4ffvhhqVGj\n", + "hmn5fN1110n9+vUtyBVZQAABBBDIpgABOJu6Saa9bds2GTZsmOzatUv27dsnEydOTHJNFkMAAQQQ\n", + "yFUBTkFbUHPak4r2slO1atVQT1gWZIssIIAAAghkUYAj4CzikjQCCCCAAAKxBAjAsWSYjgACCCCA\n", + "QBYFCMBZxCVpBBBAAAEEYgkQgGPJpDG9b9++5pquXtdN5nXLLbdI7dq109giqyKAAAII5JoAjbCy\n", + "UGNff/21TJ8+Xbp165Z06vrwBX18FwMCCCCAgD8ECMBZqmc9ouV+3izhkiwCCCCQBwKcgs6DSqQI\n", + "CCCAAAK5J0AAzr06I8cIIIAAAnkgQADOg0qkCAgggAACuSdAAM69OiPHCCCAAAJ5IEAAzoNKpAgI\n", + "IIAAArknQADOvTojxwgggAACeSBAAM6DSqQICCCAAAK5J0AAzr06I8cIIIAAAnkgQEccaVbi9u3b\n", + "ZcGCBRGp6DQGBBBAAAEE4gkQgOPpJDFvypQp8tvf/lbatGkTWrply5Zy9NFHh8b5gAACCCCAQHkB\n", + "AnB5kRTHDx06JD179pTJkyenuCaLI4AAAgj4WYBrwH6ufcqOAAIIIOCZAAHYM3o2jAACCCDgZwEC\n", + "sJ9rn7IjgAACCHgmQAD2jJ4NI4AAAgj4WYAA7Ofap+wIIIAAAp4JEIA9o2fDCCCAAAJ+FiAA+7n2\n", + "KTsCCCCAgGcCBGDP6NkwAggggICfBeiII8Xa37Bhg+zZsye01tdffx36zAcEEEAAAQSSFSAAJysV\n", + "XG7fvn3SvHlzqV+/fsRa1113XcQ4IwgggAACCCQSIAAnEgqbf/DgQSkrK5ONGzdKYWFh2Bw+IoAA\n", + "AgggkJoA14BT82JpBBBAAAEEMiJAAM4II4kggAACCCCQmgABODUvlkYAAQQQQCAjAlwD/i/jZ599\n", + "Jtdff725xhtLVq//FhQUxJrNdAQQQAABBJIWIAD/l2rVqlXy5Zdfyu9+97u4eHfccQcNsOIKMRMB\n", + "BBBAIBkBAnCYUoMGDeSiiy4Km8JHBBBAAAEEsiPANeDsuJIqAggggAACcQUIwHF5mIkAAggggEB2\n", + "BAjAQdd//etf8sILL2RHmFQRQAABBBCIIkAADqLcdNNNpnerK664IgoRkxBAAAEEEMi8AI2w/ms6\n", + "evRo6dy5c+aFSREBBBBAAIEoAhwBR0FhEgIIIIAAAtkWIABnW5j0EUAAAQQQiCJAAI6CwiQEEEAA\n", + "AQSyLUAAzrYw6SOAAAIIIBBFgAAcBYVJCCCAAAIIZFuAAJxtYdJHAAEEEEAgigABOAoKkxBAAAEE\n", + "EMi2gG/vA96+fbusX7/e+O7fvz/bzqSPAAIIIIBAhIBvA/DLL79sesBSjeLiYmnUqFEEDCMIIIAA\n", + "AghkU8C3AXjgwIGiLwYEEEAAAQS8EMjqNeDS0lIZPny4dOvWTe68884K5Us0v8IKTEAAAQQQQCBP\n", + "BLIagMePHy9t2rSRuXPnysqVK+W1116LYEs0P2JhRhBAAAEEEMgjgawG4IULF8oll1xirrEOGDBA\n", + "5s+fH0GXaP6qVavkww8/DL127doVsT4jCCCAAAII5KpAVq8Br1u3TurXr29s6tWrJ5s3b45wSjT/\n", + "+uuvFw3CznD++edLv379nFFX72VlZaKvgwcPulo/mytpngoLC6WgoCCbm0k57UOHDsmBAwdE320b\n", + "bDULBAJia+t63f+rVKli3X6m+9a+ffts28VMftRM/y/VzbbBVjPn+yLfzXTfcDtkNQDXrVtXdu/e\n", + "LdWrV5c9e/ZUaGmcaH75U9bPP/+81KlTx21ZzXoaSPRVo0aNtNLJxsp6TVxbZNsWgHUH27t3r9Sq\n", + "VSsbxU4rTTUrKiqy7otRA7CesUl3f00LJ8bKuv/rDz0bvxg1y7aaqZe62TjYaKY/jvW7LN/N0ilf\n", + "Vn/OdezYUZYsWWL218WLF0v79u0j9t1E8yMWZgQBBBBAAIE8EshqAB45cqQ8+uij0rdvX9MIS68D\n", + "69C6dWtzOjrW/DzypSgIIIAAAghEFcjqKehmzZrJtGnTzOnLkpKSUAZWrFgR+hxtfmgmHxBAAAEE\n", + "EMhTgaweATtm4cHXmRb+nmh++LJ8RgABBBBAIB8EKiUA5wMUZUAAAQQQQCCTAgTgTGqSFgIIIIAA\n", + "AkkKEICThGIxBBBAAAEEMilAAM6kJmkhgAACCCCQpAABOEkoFkMAAQQQQCCTAgTgTGqSFgIIIIAA\n", + "AkkKEICThGIxBBBAAAEEMimQ1Y44MplRTUs7937llVfSSlbT0L6Ntc9l2wbNVzr9imarPNqvsfYf\n", + "XLVq1WxtwnW6aqZ99NrWf7YWSB/GUK1aNddly9aK+j+gXpglL4xZ8lbOkn4x0+8gt0NB8Ms14Hbl\n", + "yl7PCZ7pbPcvf/mLfP7553L//fenk4yv1p08ebLMmzdPHnvsMV+VO53CvvTSS6YbVn2ACENyAosW\n", + "LZLbbrtNFixYkNwKLCUfffSRDBkyRN5//300khT48ssvpWvXrrJmzZok14i/mB40uX2wSU4dAWsh\n", + "3RbUIdQndOjRnI1HwE4ebXvXHz56NIdZ8jWjv2v1MXGYJW+mS+pTtzBL3ky/D/VJc5glb6YBU5/S\n", + "Z4MZ14CTrzeWRAABBBBAIGMCBOCMUZIQAggggAACyQvk1Cno5IsVe8mLL77YnLKJvQRzygv06tVL\n", + "9NnNDMkLdOnSRY444ojkV2BJ87xw2maktiMcffTR8ve//z21lXy+dKNGjeTZZ5+1QiGnGmFZIUYm\n", + "EEAAAQQQyIAAp6AzgEgSCCCAAAIIpCpAAE5VjOURQAABBBDIgICvAvCrr74qffv2lR49esiKFSsy\n", + "wJefSXzzzTfSuXPn0GvWrFmmoHp97uyzz5ZBgwbJrl278rPwLkql9/zq/avOsHr1atG2Bj/60Y9k\n", + "+vTpZnJpaakMHz5cunXrJnfeeaezqG/f9R7MCy64IFR+7WAnfJ/bsGGDYBbikWeeeUYuvPBCufTS\n", + "S+WNN94wM6LtZzqD/9Pv3KKZRdvPPDXTjjj8MOzcuTNwyimnBLZt2xZYtmxZIHgjth+K7aqMwZ00\n", + "MGLEiEDwPlbzCvb0EnjzzTcD/fv3DwTvoQ4EOzMJ3Hrrra7SzreVfv/73wdatmwZ+J//+Z9Q0fr0\n", + "6RN47733Aps3bw4EG6+Zfe7uu+8O/OlPfwoEg0rgpz/9aSD4YzC0vN8+vPzyy4GTTz450LZt21DR\n", + "R40aFXjhhRdC+5zOwOw7Ht2PTj/99EDwXnyzT6ld8N78QLT9jP/T+GbR9jMvzXxzBKxHvNqS97DD\n", + "DpMOHTrIjh07zC/s734r8TdcQHvV0S4UH3jgAfnss89M5yfaS5H+Ai8qKjJHwPPnzw9fxbefGzRo\n", + "IH/7298iyr9x40azr+m8M888U95++21ZuHChXHLJJebm/wEDBoif/bQTBOesigOn+1zwx7Gx3L59\n", + "u5mM2Xc6tWrVkhdffNF0BVu9enXR/Us7x4m2n/F/Gt8s2n7mpZlvAvC6deukfv36zv+7CcTBX5ah\n", + "cT58L/Dtt9+afoLbtWsnw4YNk9dff13C/fRHzJYtW75fwcefhg4dan6UOAQaRPRL0hnq1asnup+F\n", + "+znTnGX89h48kyL64yR80N6Jgscu0rhxY/OjRYM0Zt8J6Y9hvXVGT8lrt5O33HKLBM/oJdzP/Px/\n", + "Gs1M97FE+1llm/nmPuC6deua7secf3rt8q5hw4bOKO9hAmPGjAmNaUfjU6ZMMV+M+qWogwboH/zg\n", + "B6Fl+PC9QO3atY2PM0W7CdQvT2f/0+DsTHOW4V1k5syZIYbg6XvR6+qYhUhMF5165uScc86RX/zi\n", + "F6Jd6ur/oTM4+5RjptP9/n+q3/HhZmoSbz/zwsw3R8AnnHCCBK/9ml/ZevpZT+HY+HQf3Qm8HoLX\n", + "f2Xp0qUmGytXrhQ9EtbT90uWLDHTFi9ebDpN8DqfNm5fT9GXlJSYMwR6RPfuu+9KmzZt8ItTWfq/\n", + "qI0jnYDCPheJpT79+vWTgQMHyo033mhmsp9FGpUfi2Zm437mq444JkyYYH4Bff3113LPPfeYX5Pl\n", + "K45xMU9WCTZWMNeB9VSXtuStU6eO+eWtpwU3bdokM2bMkMMPPxyuoMCcOXPMNTp90pYOeso+2IDI\n", + "PIxBA8vNN99sTqfecMMN5kimRo0a8s9//tPKxwGaAlTCHz2C0x91+jQfHZ588kl5+umnjdkPf/hD\n", + "eeihhzD7bz1MnTpVrrzySmnVqtV/p4h5OtmHH35YYT/TM1Z6hOz3/9NYZnpmpfx+5qWZrwKw7r16\n", + "HUV/Pab7VKXQf0Ief9BbjfSUavigp3X0CI8hsYA+DSn8erCugV9sNz1CUZ+aNWtGLIRZBEeFEfaz\n", + "CiRxJ9i0n/kuAMetGWYigAACCCBQSQK+uQZcSZ5sBgEEEEAAgaQECMBJMbEQArkhcMcdd4Tub9cn\n", + "5XzwwQe5kXFyiYAPBTgF7cNKp8j5KaCNSbR9g14z1WvP2p2j3i5WXFycnwWmVAjkuABHwDlegWQf\n", + "AUcg2MWl+ag9vWnnH9ppg/YXrC2NL7/8crnuuutMBxjBLgzNdO2r+sgjj5RgF5lOEqYFt66vHRJc\n", + "dNFFJp3QTD4ggEBGBQjAGeUkMQS8E5g0aZLZuN4GpT1NafDVFrL6mjx5shx11FGinVx89dVXEuxb\n", + "WH7zm9+YDi/Gjh0rwX6GRR/C8ZOf/ERGjhwpn376qekIQ2+nYkAAgewI+KYnrOzwkSoC9gg4t4zp\n", + "0WtBs8jPSQAAAZxJREFUQUFExvTWMb0fWQftTWnVqlWh++C1Rzi9p1SDs3ZYc/7555vlRo8ebQLy\n", + "fffdZ8b5gwACmRUgAGfWk9QQsFKgadOmoXxpRyCtW7cOjWuPcHr9WDtv0NPV2hFG+LB+/Xo54ogj\n", + "wifxGQEEMiBAAM4AIkkgYLuAdkKfaOjUqZN06dJF9LnZzqANuZo0aeKM8o4AAhkU4BpwBjFJCgEv\n", + "BTTI6lNgtK9zN0OPHj1Mf9/6yDYdnnrqKdEGW9pzEAMCCGRegCPgzJuSIgKeCZx11lnSrFkz8+CR\n", + "VDOh14nHjRsnXbt2NaecdVz7ZE7m6DnVbbE8AgiIcB8wewECeSagj6Yr359yKkXU68Hbt2+v8Mze\n", + "VNJgWQQQSCxAAE5sxBIIIIAAAghkXIBrwBknJUEEEEAAAQQSCxCAExuxBAIIIIAAAhkXIABnnJQE\n", + "EUAAAQQQSCxAAE5sxBIIIIAAAghkXIAAnHFSEkQAAQQQQCCxAAE4sRFLIIAAAgggkHEBAnDGSUkQ\n", + "AQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII=\n" + ] }, "metadata": {}, "output_type": "display_data" @@ -1350,7 +3318,199 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFRCAYAAABZiogEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n/wAAAABJRU5ErkJggg==\n", + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFRCAYAAABZiogEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", + "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu8XFV99/HPDxLuVGLRBBCJlcqlVUMV8NEq8VIuSqGP\n", + "WgXFS6uVR4uxItViHwW13mtrUbzQIkFr4VFRDIgFWwnesRSCXC0oICAElKBBlOvv+WP2kMnMmpyT\n", + "c/Y5e5+Zz/v1mldmz95nZs03O4fFWr+9dmQmkiRJqscmTTdAkiRplNi5kiRJqpGdK0mSpBrZuZIk\n", + "SaqRnStJkqQa2bmSJEmqkZ0raQxFxPKIeFfT7ZisiFgcEQ9GRGt/Z0XE0yPi6qbbIal5rf1FJWm4\n", + "iLg+IlZHxFY9r706Is6f5Ftk9Zh1EbEyIu6IiM2a+Px+VZZ3R8TanscJk/i5ByPid7rbmfnNzNx9\n", + "hto4pzrD0rizcyXNXZsAb5jGz0ddDZn0B0YsBvYBbgMOme3PHyKBgzNz257Hskn+7KxnKKn97FxJ\n", + "c1MCfw8cExEPKx0QEbtHxNci4ucRcXVE/OmQ47aPiLMjYk117DciIqp9e1QjTWsi4vKI+OOen1se\n", + "ESdWP/vLiPhe70jOEC8H/gP4DPCKvnY8LyIuiYhfRMRPIuK4YW8SEQ+LiJMj4qcRcVNEvKs7ZRgR\n", + "r4yIb0XEB6sRsh9HxIETtGvY5+waERdExJ0RcXtEnFa9/o3qkEurka4/jYilEXFjz89eHxHHRMQP\n", + "qmNOjoiFEfHV6jt+LSK26zn+8xFxS/VZF0TEntXrrwFeAry5ep8vV6/vGBFnRMRt1Xd8/VS+o6T6\n", + "2bmS5q6LgJXAMf07ImJr4GvAvwKPAA4DPhYRe/Qc1p0WfBNwI7A98Ejg2MzMiJgPnAX8e/Uerwc+\n", + "GxGP63mPFwPHAwuAa4F3T9DmlwP/D/gccEBEPLJn313AEZn5MOB5wGsj4tAh77McuBd4LLAXsD/w\n", + "6p79+wBXA78NfAA4eYJ2DRuBehfw75m5HbAT8BGAzHxGtf8J1UjX5ws/m8DzgWcDuwEHA18F/oZO\n", + "zpsAvSNkXwF2pZP1xcBnq886qXr+/uqzDq06kmcBlwA7Vp/xVxGx/wTfU9IssHMlzV0JvB14fURs\n", + "37fvYOC6zDw1Mx/MzFXAF4HS6NW9wA7A4sx8IDO/Xb3+FGDrzHxfZt6fmecDZwOH9/zsFzPzosx8\n", + "gE4HYMmwxkbEH9LpoKzIzGuAK+mMyHS+TOYFmXlF9fwy4HRgv8L7LAQOAt6Ymb/OzNuBD9PpQHbd\n", + "kJknZ+fmqZ8GdujryK33lsCZ1ehc9/GqnmwWR8ROmXlvZn5n2Pcb4iOZeXtm/hT4JvDdzLw0M+8B\n", + "vkSnY9j9/ssz81eZeR/wDuCJEbFtXzu79ga2z8y/q/5urgP+pS8DSQ2xcyXNYVVn5Gw6oyG9Beq7\n", + "APv2dhjodGQW9hzT/Y/1B+mMOp0XET+KiLdUr+9IZ0Sr1w3V61Sft7pn36+BbQAi4q09xeEfq/a/\n", + "AjgvM9dW25+nZ2owIvaNiPOraa47gSPpjDz12wWYD9zS890+QWfEp+vWnozurp5uU3iv7vc4NDMX\n", + "9Dy6I11vppPT96tp0T8b8h7D9OfTu/0b1uW1aUS8LyKujYhfANdVx/R3mrt2AXbs+/s9ls6ImKSG\n", + "zWu6AZKm7Tg600gf6nntJ8AFmTnhNFFm3kVnavGYiPg94OsR8V/AzcDOERHVCBB0/qM+4XIDmfke\n", + "4D3d7YjYEngRsElE3FK9vDmwXUQ8vhqp+jfgBOCAzLw3Iv6RcufiRuAe4Lcz88GJ2jIdmbkaeE31\n", + "HZ4G/EdEXJCZP57iWw6bfnwJnQL/Z2fmDVUt1h09x/df2fkTOiOTj0NS6zhyJc1xmfkjOnVMvVcO\n", + "fgV4XEQcERHzq8feEdFdKuCh/8hHxMFV4XYAvwQeqB4XAnfTKaSeHxFL6Uw3nt7/HpPwJ8D9wB7A\n", + "E6vHHnSmyrqjV9sAa6qO1T50OhwDy0Vk5i3AecA/RMS2EbFJRDw2Ip7Rf+xGKH6XqlD9UdXmnVV7\n", + "uh261XRqvuqwDZ0O4x1Vvdx7+vavBnovFvg+sDYi3hwRW1YjX78fEU+uqT2SpsHOlTQa3glsRdUZ\n", + "qabe9qdTg3MzcAvwXqC7tlTvOle70il+Xwt8Bzixqn+6D/hjOvVNtwMfBV6Wmf9TeA96Xit5OfCp\n", + "zLwpM2+rHqur93xJVaD9OuCdEfFL4G10OozD3vvl1Xe5ks4Iz+eBRVNoV9dZsf46V2dUrz8Z+F5E\n", + "rAW+DCzLzOurfccDp1bTci8c8rn9su95d/vTdKZcbwYuB77bd+zJwJ7VZ32xGrE7mE6N24/p/P2c\n", + "BPzWBJ8vaRbEutH+ws6Inen8o38knX/oJ2XmCX3HLKXzS6c7TH5GZv7djLRWkiSp5SaqubqPzhU5\n", + "qyJiG+C/I+JrmXlV33EXZGZbFgSUJElqzAanBTPz1uoS7m7R61Wsu1Kol6sUS5IksRE1V9G5bcVe\n", + "dIpceyXw1Ii4NCLO6a4qLEmSNI4mtRRDNSX4BeAN1QhWr4uBnTPz7og4CDgT8PJgSZI0ljZY0A5Q\n", + "3QLjbOCrmfnhCd8w4jrgSZl5R9/rE11FI0mS1BqZOaWypw2OXFXr3pwMXDmsY1XdiuK26l5k+9Dp\n", + "sN1ROnaqjRxlEXF8Zh7fdDvaxEzKzKXMXMrMZZCZlJlL2XQGhSaaFnwacATwg4i4pHrtrcCjATLz\n", + "k8AL6dxg9X46Cw56b6uNs7jpBrTQ4qYb0FKLm25ASy1uugEttbjpBrTQ4qYb0FKLm27AqNlg5yoz\n", + "v8XEVxSeCJxYZ6MkSZLmKldob97yphvQQsubbkBLLW+6AS21vOkGtNTyphvQQsubbkBLLW+6AaNm\n", + "woL22j6oc+9Xa64kSVLrTaffMqmlGDRzImJpZq5suh1tYiZl5lJmLmXmMmi6mXjV++iqe/DHzpUk\n", + "SZM0ijMw494Rn4lOs9OCkiRNgv8dG03D/l6n8/dtQbskSVKN7Fw1LCKWNt2GtjGTMnMpM5cycxlk\n", + "JmXmUj87V5IkSTWy5kqSpEnwv2NTExFPB/45M3dvui0l1lxJkqT1RMT1EbE6Irbqee3VEXF+z3ZE\n", + "xI8j4opZaM+DEfE73e3M/OZMdawiYnlEvGsm3ns67Fw1zLnuQWZSZi5l5lJmLoNGPJNNgDdsYP8z\n", + "gM2BR0TEk3t3zFAuYz3C5zpXkgCI4ABgQdPt2Hjv2DOCRU23on3MZdD0M4ngsLpaU59ttoI//Bp8\n", + "/a0RV98Ku/8aDt8bLnjkuvb+/pGwxQ/g3s1g/t9F9N7yZlguV28JL3o5XPtEiIQnr4SvfQE2Szhj\n", + "Ibz+SPjZLrDJA7D4Mrj6I7DjcZ2fnXdFxPyEV38CdlgL738d/Oqoqr0fgf3Ohe8+HdY+Evb4Hnzy\n", + "dDjstXDL42DhtXDuh2HPuzvHP+6v4Kbd4P7NYPsb4P0nw8tuhsOeBZscAWTE/GNg5yvgx38PKxfA\n", + "X7wSbtwd5v8GnnMOfOncDSVY99+rNVeSgId+udzadDuk9orzIZ+5gQPO38C+jbGhzyjY6jR45Qdh\n", + "xaHwyBvg4k/Bgc+Di54DP3sjXLs57H4GvPFv4Jebwylvg1teAL/9wIbfd6d3wdZ3wLknwo+2hD99\n", + "L+x9Dpx3Njz6bbDjj+B7/war58GHdoMPVFOO8XX41Evhz27pbC9bAie9FX7zonXt3eLn8Lm/hbvm\n", + "wYv/Gbb4GfzN++EVP4Envg8WXwr/9enO8QcfCB9aCdvfB8/4P3DTEvjFX3T2/c5bYLvb4OJTOtu/\n", + "CVj4CdjtW3Dev8GXHwGv/RAc8Y9w0kXl7zns7zXO9/Y3kiQ1ayM7RXWKhKNPgbd8FM4/Y/19b3oG\n", + "zLsbPng53LUJnAIs+1/w2W8Nf7+vLoBb94XrDoZH3wuPuRee+QX45sHA2bDpffDzRfDF7eH5P1vX\n", + "sZqspV+E5/yi8/wRl3U6ccf+qLP9+G/BD/9g3bFn//u656ecCvu+AC7bEh7/6+6XX7f/nbvDvQ+D\n", + "73+ms/2KW+HjX4H/fBYwpHNVP2uuGjbiNQBTYiZl5jLMsiVNt6CdzGXQqGdy9PWw03fh9S/pdLa6\n", + "vnsAPOYbnefbPAiP/hasPGDd/lIu314ID24Kjz0D5p/Veaw4Gn6zXWf/xz4JBLzk47DtKfC8Azeu\n", + "rTusWfd83j3wWz3bm90L923ZeX7XJvDE18DWn4V5Z8PTTuu8fvHDyu97zUK4Z/t1bZ5/Flz0Urh7\n", + "VkseHLmSJGlkvO0UOPIk2PJzne0vbg+37wVrdofNq5G1BzaHBzeDb/wWPOOX5ffZ5zbY5D5Yewhs\n", + "UagfOmgNXPOhzvO//n34hw/BKZeumwrcWMOm317ybPjRU+Gko+Glq+H728C+K+DB6vj++wLuehts\n", + "eQv86mVTa0c9HLlq2DjfLHMYMykzl2FOWNV0C9rJXAaNQyav+ik85ny49AWd7Q/sD9v8BL5yBJz1\n", + "qurxMtjidjj+2Z1jSrkccgcsugj+4C87U3C/CTh5R/irJ3T2v2g/+MIjOs93uAtImFd1dDZbA9/b\n", + "sZ7vc/eWnSnIJ/wSfrgFvOzV6+/fZg38fId128dd1ZkCfephcN1mnZGvv38MHLdbPe2ZHDtXkiSN\n", + "lPd+Gh7YojOqc/kBsPeXYf871z0OWgN7rYCL99/w+3zlPfDAPNj7VNj2LDj6eLj54Z19V+8GR3wM\n", + "5p0Db3s3/NFH4GXVBTH7LYdTj+1Myb14v047+keY+vXujwSq7RPPg21Ww15fgL1Ogd2uWLcP4Khz\n", + "4M7Fnc/a6Z2dUbbPHAs37wq7nwYLzoT3vAl+thWzyKsFGxYRSx2RWJ+ZlM10LnP3asFlS8ZjRGJj\n", + "mcug6WYy4dWCc9S4nyv1Xy3oyJUkSVKNHLmSBMzlkStptoziyNW8r7LeNFvXG9/cWbphHLjOlSRJ\n", + "qs39BzXdglHktGDDXLtokJmUmcswo7520VSZyyAzKTOXutm5kiRJqpE1V5IAa66kiUVd9w5U61hz\n", + "JUlSA0atmF0zxWnBhllHM8hMysxlGOtFysxlkJmUmUvd7FxJkiTVyJorSYA1V5K0PldolyRJagU7\n", + "Vw2zjmaQmZSZyzDWi5SZyyAzKTOXutm5kiRJqpE1V5IAa64kaX3WXEmSJLWCnauGWUczyEzKzGUY\n", + "60XKzGWQmZSZS93sXEmSJNXImitJgDVXkrQ+a64kSZJawc5Vw6yjGWQmZeYyjPUiZeYyyEzKzKVu\n", + "dq4kSZJqZM2VJMCaK0lanzVXkiRJrWDnqmHW0QwykzJzGcZ6kTJzGWQmZeZSNztXkiRJNbLmShJg\n", + "zZUkrc+aK0mSpFawc9Uw62gGmUmZuQxjvUiZuQwykzJzqdsGO1cRsXNEnB8RV0TE5RGxbMhxJ0TE\n", + "NRFxaUTsNTNNlSRJar8N1lxFxCJgUWauiohtgP8G/iQzr+o55rnAUZn53IjYF/inzHxK4b2suZJa\n", + "zJorSeo1QzVXmXlrZq6qnt8FXAXs2HfYIcCp1TEXAttFxMKpNEaSJGmum3TNVUQsBvYCLuzbtRNw\n", + "Y8/2TcCjptuwcWEdzSAzKTOXYawXKTOXQWZSZi51m1TnqpoS/ALwhmoEa+CQvu3ZWd9BkiSpZeZN\n", + "dEBEzAfOAP41M88sHHIzsHPP9qOq10rvtRy4vtq8E1iVmSurfUsB3HY7M1e2qT1t2u6amfd/x57w\n", + "9qrmqvt/siesav/2Cava1Z42bXe1pT1ut3O7+1pb2tPkv5fvLIE7FjFNExW0B516qp9n5huHHNNb\n", + "0P4U4MMWtEtzjwXtktRr5hYRfRpwBPDMiLikehwUEUdGxJEAmXkO8OOIuBb4JPC6qTRkXFlHM8hM\n", + "ysxlGOtFysxlkJmUmUvdNjgtmJnfYhJ1WZl5VG0tkiRJmsO8t6AkwGlBSVqf9xaUJElqBTtXDbOO\n", + "ZpCZlJnLMNaLlJnLIDMpM5e62bmSJEmqkTVXkgBrriRpfdZcSZIktYKdq4ZZRzPITMrMZRjrRcrM\n", + "ZZCZlJlL3excSZIk1ciaK0mANVeStD5rriRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJ\n", + "kmpkzZUkwJorSVrf1Guu5tXdFEnNiuAAYMEUfnTzutsiSePIacGGWUczyEzKNiKXBXRGoDb2cUO9\n", + "LZ4t1ouUmcsgMykzl7rZuZIkSaqRNVfSiLF2SpLq4DpXkiRJrWDnqmHWFw0ykzJzGcZ6kTJzGWQm\n", + "ZeZSNztXkiRJNbLmShox1lxJUh2suZIkSWoFO1cNs45mkJmUmcsw1ouUmcsgMykzl7rZuZIkSaqR\n", + "NVfSiLHmSpLqYM2VJElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVAdr\n", + "riRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJkmpkzZU0Yqy5kqQ6WHMlSZLUCnauGmYd\n", + "zSAzKTOXYawXKTOXQWZSZi51s3MlSZJUI2uupBFjzZUk1cGaK0mSpFawc9Uw62gGmUmZuQxjvUiZ\n", + "uQwykzJzqZudK0mSpBpZcyWNGGuuJKkO1lxJkiS1gp2rhllHM8hMysxlGOtFysxlkJmUmUvd7FxJ\n", + "kiTVyJoracRYcyVJdbDmSpIkqRXsXDXMOppBZlJmLsNYL1JmLoPMpMxc6jZh5yoiPhURqyPisiH7\n", + "l0bELyLikurxf+tvpiRJ0twwYc1VRDwduAv4dGY+vrB/KXB0Zh4ywftYcyXNAmuuJKkOM1hzlZnf\n", + "BNZM1IKpfLgkSdKoqaPmKoGnRsSlEXFOROxZw3uODetoBplJmbkMY71ImbkMMpMyc6nbvBre42Jg\n", + "58y8OyIOAs4EHlc6MCKWA9dXm3cCqzJzZbVvKcC4bfdk04r2uN3q7SXApI5f98vyhFVuj+v2ql2B\n", + "FrWnDdtdbWlPW7ZX7QrLWtSeJs+P7yyBOxYxTZNa5yoiFgNnlWquCsdeBzwpM+/oe92aK2kWWHMl\n", + "SXVocJ2riFgYEVE934dOh+2OCX5MkiRpJE1mKYbTgO8Au0XEjRHx5xFxZEQcWR3yQuCyiFgFfBg4\n", + "bOaaO3qsoxlkJmXmMoz1ImXmMshMysylbhPWXGXm4RPsPxE4sbYWSZIkzWHeW1AaMdZcSVIdvLeg\n", + "JElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVIep11zVsUK7NCsiOABY\n", + "0HQ75oDNm26AJI0zO1cNi4il625ZIthgJgsY6xGZZUvW3a5B65hLmbkMMpMyc6mbnStJXSuAbZtu\n", + "xMZ7ftMNaClzGWQmZeZSN2uuNGdYSzTjzgee2XQjJKkdXOdKkiSpFexcNcy1iwaZyTCuRVNmLmXm\n", + "MshMysylbnauJEmSamTNleYMa65mnDVXkvQQa64kSZJawc5Vw6wvGmQmw1gXUWYuZeYyyEzKzKVu\n", + "dq4kSZJqZM2V5gxrrmacNVeS9BBrriRJklrBzlXDrC8aZCbDWBdRZi5l5jLITMrMpW7eW1At9Ka9\n", + "I1hU2LH5rDdFkqSNZM2VWsfaqsZYcyVJD7HmSpIkqRXsXDXM+qKSd+7ZdAvaybqIMnMpM5dBZlJm\n", + "LnWzcyVJklQja67UOtZcNcaaK0l6iDVXkiRJrWDnqmHWXJVYc1VmXUSZuZSZyyAzKTOXutm5kiRJ\n", + "qpE1V2oda64aY82VJD3EmitJkqRWsHPVMGuuSqy5KrMuosxcysxlkJmUmUvdvLegGhXBAcCC9V+d\n", + "P7+RxkiSVANrrtQo66taxZorSXqINVeSJEmtYOeqYdZclTj/X2YuZeZSZi6DzKTMXOpmzZU0elYA\n", + "207h59bW3RBJGkfWXKlR1lzNCGunJGnarLmSJElqBTtXDbPmqsT5/zJzKTOXMnMZZCZl5lI3O1eS\n", + "JEk1suZKjbLmakZYcyVJ0zb1miuvFtSsKqzIvnlTbZEkaSY4LdiwMay5WkBnpKr7uGHwEOf/y8yl\n", + "zFzKzGWQmZSZS93sXEmSJNXImivNKmusZoU1V5I0ba5zJUmS1Ap2rho2hjVXk+D8f5m5lJlLmbkM\n", + "MpMyc6nbhJ2riPhURKyOiMs2cMwJEXFNRFwaEXvV20RJkqS5Y8Kaq4h4OnAX8OnMfHxh/3OBozLz\n", + "uRGxL/BPmfmUwnHWXMmaq9lhzZUkTdsM1lxl5jeBNRs45BDg1OrYC4HtImLhVBojSZI019VRc7UT\n", + "cGPP9k3Ao2p437EwDjVXERwQwWHVqNUkFg11/r/MXMrMpcxcBplJmbnUra4V2vuHzYpzjRGxHLi+\n", + "2rwTWJWZK6t9SwHGbbsnm1a0Z4a2F8CyRZ1vesKqzp/df8xuT3571a5Ai9rjdru3PV8Gt7va0p62\n", + "bK/aFZa1qD1Nnh/fWQJ3LGKaJrXOVUQsBs4aUnP1CWBlZp5ebV8N7JeZq/uOs+ZqTFlnNeusuZKk\n", + "aWt2nasVwMsBIuIpwJ39HStJkqRxMZmlGE4DvgPsFhE3RsSfR8SREXEkQGaeA/w4Iq4FPgm8bkZb\n", + "PGLGoeZq4zn/X2YuZeZSZi6DzKTMXOo2Yc1VZh4+iWOOqqc5kiRJc5v3FtSMs+Zq1llzJUnTNvWa\n", + "q7quFpRmwwpg26YbMQesbboBkjTO7Fw1LCKWdpcvUNeyJesukV3Ptoz1iMzQXMacuZSZyyAzKTOX\n", + "utm50oAIDgAW1PiWk1g4VJKk0WDNlQa0uEbKWiJJ0ixpdp0rSZIkVexcNcx1rkpcc6XMXMrMpcxc\n", + "BplJmbnUzc6VJElSjay50gBrriRJcp0rTdGQKwO9uk+SpClyWrBhLai5WkBnlKr3cUOjLXL+fwhz\n", + "KTOXMnMZZCZl5lI3R67UQoe+G9iqsMOVxyVJrWfN1ZhraX2VtVWSpIa5zpUkSVIr2LlqWFM1VxEc\n", + "UI1atbB4fWXTDWgp6yLKzKXMXAaZSZm51M2aq/HVLWSXunYB7mm6ERtv+4cDi5puRfuYyyAzKTOX\n", + "ullzNaZaWmvVZc1VMxZlcnrTjZCkNphOv8VpQUmSpBrZuWrYbNZcdeus2ltr1bWy6Qa0lHURJS1Y\n", + "K66VzGWQmZSZS/2suRovbayzWgFsu/5LD9zdSEskSaqBNVdjpKV1VtZXtYc1V5JUseZKkiSpJexc\n", + "Ncy57hJri8rMpcR/Q2XmMshMysylftZcjbAIDqBTZ9XV4iJ2SZJGgzVXI6ylNVb9rLlqD2uuJKli\n", + "zZUkSVJL2Llq2BjOda+gM1rVfawdPMTaojJzKRnDf0OTYi6DzKTMXOpnzZVm27Y4DShJGmHWXI2g\n", + "nkL2zYEbGm5OP2usZt5Ub8C8JpNz626MJM1F0+m3OHI1mtq4Ertmzz0WpktSc6y5aphz3SXWFpWZ\n", + "S4n/hsrMZZCZlJlL/excSZIk1ciaqxYoLPY5XW2rteq9OfNa4JAG2zIOXK9KkqbJmqu5b9RrpLxC\n", + "UJI0NpwWbJhz3SXWFpWZS4n/hsrMZZCZlJlL/excSZIk1ciaqxpNo3aqbTVSdXNtq9llzZUkTZM1\n", + "V+0x6rVTTZvq4pjjZk3TDZCkcWbnqnHLlsAJq5puRZ/eq/vqULh/4IYMzWSsF8eMiKWZubLpdrSN\n", + "uZSZyyAzKTOX+tm5UolX90mSNEXWXA0xxfqpUamdamuNlLVEkqRZYc3VzLB+SpIkbTSXYmhc42sX\n", + "raAzUtX72Mgaqbo1nkkruRZNmbmUmcsgMykzl/o5cqUW1lftsBBYVNjhVXCSpNaz5qpPT63VqNRP\n", + "TaSN9VXWVkmSGmXNVb2stZIkSVM2Yc1VRBwYEVdHxDUR8ZbC/qUR8YuIuKR6/N+Zaeqoaqy+qFtr\n", + "1XB9Vck792y6BW1kXUSZuZSZyyAzKTOX+m1w5CoiNgU+CjwHuBn4r4hYkZlX9R16QWYeMkNt1Mxo\n", + "Ya2VJElz30TTgvsA12bm9QARcTpwKNDfuWp9LVV7tW519tlWuKXN27/dSEtazhWUy8ylzFwGmUmZ\n", + "udRvos7VTsCNPds3Afv2HZPAUyPiUjqjW8dk5pX1NVE16r2tTVumA8f6ljaSpNEzUc3VZC4lvBjY\n", + "OTOfCHwEOHParRors1pz1Z0KfCbQ2mlc5//LzKXMXMrMZZCZlJlL/SYauboZ2Llne2c6o1cPycy1\n", + "Pc+/GhEfi4iHZ+Yd/W8WEcuB66vNO4FV3eHI7l9u09vr+pPdTk932m6mtrtm4/OeDyyd5e834fat\n", + "0J6//5ZvLwHa1B63273t+TLw+72jLe1pyzawJCJa056Gz4+lwGKmaYPrXEXEPOCHwLOBnwLfBw7v\n", + "LWiPiIXAbZmZEbEP8LnMHGhYtHidq777CI7y+lauaSVJ0iRMp9+ywZGrzLw/Io4CzgU2BU7OzKsi\n", + "4shq/yeBFwKvjYj7gbuBw6bSkIaN6tpWvTVW0I46q/4CdlddlySNFFdoByI4jMY6V8uWzOAVg3Ny\n", + "pCoilvYMV6tiLmXmUmYug8ykzFzKptNv8cbNkiRJNRrrkasxuI/gnBy5kiSpaTNWczUGRr3Wqg01\n", + "VrB+nZU1VpKkkea0YONmZJ2r7npWbVnL6p5MTq8e5050cP9l0+owlzJzKTOXQWZSZi71G9vOVTUl\n", + "uHnT7ZAkSaNlbGuumr1CcED/kgnTtZb2jFqBdVaSpDnGmqu5rzuN1xaFmylPi3VWkqSxYeeqccuW\n", + "wAlNN6JfozdTds2VMnMpM5cycxlkJmXmUr+x6lwVbnNTtylM7z0f2nNVnyRJmqaxqrmahTqrNq4r\n", + "NZHSFOCayVzVJ0nSqLLmStPR6BSgJEmjZs53rvqm+iayMVOBU7mCbwrTezN6b8E5yfn/MnMpM5cy\n", + "cxlkJmXmUr8537li5lZZb9sVfHXrTgd6JZ8kSTWa8zVXM1hHNRfrpzaGa09JkjSENVf1att9+SRJ\n", + "0hwytre/2YBZvi/fjNxbcJhdgEXVo7XTgd7nqsxcysylzFwGmUmZudTPkavx4pWBkiTNMGuuBo1S\n", + "rVX/GlauXyVJ0iSMVc1VYemFmVhpfVQ4UiVJ0iybizVX3aUXuo8bmm3OdM1qzdWc4Px/mbmUmUuZ\n", + "uQwykzKEklmtAAAJ8UlEQVRzqd+cG7maIb0Lho7CVYKuYSVJUkPmXM3VDK1rNUp1VuAaVpIkTctY\n", + "1VyNqNLNk6fDEStJkhoy7p2rFiwYumwJnHCrI03reJ+rMnMpM5cycxlkJmXmUr9x71yN+v0DJUnS\n", + "LGt9zdWQpRfqukKw7lqrqU7vuf6UJEktMuo1V92lF+q2gvqnA11XSpKkMTcX17mqy7Zs+P6Bvffh\n", + "m+xjowvJXV9kkJmUmUuZuZSZyyAzKTOX+jU6clWY8iupcwX2jVnPylEoSZK00RqtuZqhNas2ZDI1\n", + "Vg8twGkdlCRJ42nUa65mmyNWkiRpyhrrXFVTgnVM+fVO9U2kdbe2cX2RQWZSZi5l5lJmLoPMpMxc\n", + "6tfkyNUC6llSwbWqJElSazRWc1VjvVUda1X1rk9lrZUkSWPOmqvps85KkiTVYpzXuYJ1a1k1dqNj\n", + "1xcZZCZl5lJmLmXmMshMysylfnNx5Kq/gH06ReqOWEmSpFrNas0V5IGsWzR0qvcIrOt+gLsAt1pf\n", + "JUmS+s2lmquZuk/gVNxjx0qSJNVt3Gqueu8X2FidVS/nugeZSZm5lJlLmbkMMpMyc6nfXKy5mg5r\n", + "rCRJ0oya7Zqrw9n4acFSAfshPdu9a1RNxDWsJEnShOZSzdVUTLQCu6NRkiSpNZruXE3mvoCtux9g\n", + "nbyn0yAzKTOXMnMpM5dBZlJmLvVrunM1lfsC9k8DtqIwXZIkCZqtuVpR/XnIkB8ZZpHTgJIkaSbN\n", + "1ZqrqYxaSZIktdqE61xFxIERcXVEXBMRbxlyzAnV/ksjYq+a29i7NlVr1qeqi+uLDDKTMnMpM5cy\n", + "cxlkJmXmUr8Ndq4iYlPgo8CBwJ7A4RGxR98xzwV2zczfBV4DfHwjPr+/41R63JrJ6T2PUVtKYUnT\n", + "DWghMykzlzJzKTOXQWZSZi41m2hacB/g2sy8HiAiTgcOBa7qOeYQ4FSAzLwwIraLiIWZuXoSn+8y\n", + "CrBd0w1oITMpM5cycykzl0FmUmYuNZuoc7UTcGPP9k3AvpM45lFAqXP1L8DW1fNfMWJTfJIkSRN1\n", + "riZ7KWF/Nf2wn9saOLx67mrpHYubbkALLW66AS21uOkGtNTiphvQUoubbkALLW66AS21uOkGjJoN\n", + "LsUQEU8Bjs/MA6vtY4EHM/P9Pcd8AliZmadX21cD+/VPC3aWYpAkSZobZmophouA342IxcBPgRez\n", + "buSpawVwFHB61Rm7s1RvNdUGSpIkzSUb7Fxl5v0RcRRwLrApcHJmXhURR1b7P5mZ50TEcyPiWjp1\n", + "VH82462WJElqqVlboV2SJGkcTLiI6HRNZhHScRER10fEDyLikoj4fvXawyPiaxHxPxFxXkSM/CWx\n", + "EfGpiFgdEZf1vDY0h4g4tjp/ro6I/Ztp9cwaksnxEXFTdb5cEhEH9ewb+UwAImLniDg/Iq6IiMsj\n", + "Yln1+rifL8NyGetzJiK2iIgLI2JVRFwZEe+tXh/b82UDmYz1udIVEZtW3/+saruecyUzZ+xBZyrx\n", + "WjpXIswHVgF7zORntvkBXAc8vO+1DwBvrp6/BXhf0+2chRyeDuwFXDZRDnQWr11VnT+Lq/Npk6a/\n", + "wyxlchxwdOHYscik+q6LgCXV822AHwJ7eL4MzcVzBraq/pwHfA/4Q8+XYiZjf65U3/do4LPAimq7\n", + "lnNlpkeuHlqENDPvA7qLkI6z/sL+hxZhrf78k9ltzuzLzG8yuMbZsBwOBU7LzPuys5jttXTOq5Ey\n", + "JBMYPF9gTDIByMxbM3NV9fwuOgsY74Tny7BcwHPm7urpZnT+B38Nni+lTGDMz5WIeBTwXDprcHaz\n", + "qOVcmenOVWmB0Z2GHDsOEviPiLgoIv6ieq13NfvVwMJmmta4YTnsSOe86Rq3c+j10bln58k9w9Nj\n", + "mUl11fJewIV4vjykJ5fvVS+N9TkTEZtExCo658X5mXkFY36+DMkExvxcAf4R+GvgwZ7XajlXZrpz\n", + "ZbX8+p6WmXsBBwF/GRFP792ZnbHHsc9sEjmMS0YfBx5D575ftwAf2sCxI51JRGwDnAG8ITPX9u4b\n", + "5/OlyuULdHK5C88ZMvPBzFxC504hz4iIZ/btH7vzpZDJUsb8XImIg4HbMvMSyiN40zpXZrpzdTOw\n", + "c8/2zqzf8xsrmXlL9eftwJfoDCmujohFABGxA3Bbcy1s1LAc+s+hR1WvjbzMvC0rdIatu0PQY5VJ\n", + "RMyn07H6TGaeWb089udLTy7/2s3Fc2adzPwF8BXgSXi+AOtl8mTPFZ4KHBIR1wGnAc+KiM9Q07ky\n", + "052rhxYhjYjN6CxCumKGP7OVImKriNi2er41sD9wGZ08XlEd9grgzPI7jLxhOawADouIzSLiMcDv\n", + "At9voH2zrvqH3fW/6ZwvMEaZREQAJwNXZuaHe3aN9fkyLJdxP2ciYvvu9FZEbAn8EXAJY3y+DMuk\n", + "24GojN25kplvzcydM/MxwGHA1zPzZdR0rky0Qvu05JBFSGfyM1tsIfClzu9E5gGfzczzIuIi4HMR\n", + "8SrgeuBFzTVxdkTEacB+wPYRcSPwduB9FHLIzCsj4nPAlcD9wOuq/9MaKYVMjgOWRsQSOkPP1wHd\n", + "xXvHIpPK04AjgB9ExCXVa8cy5ucL5VzeChw+5ufMDsCpEbEJncGDz2Tmf1YZjev5MiyTT4/5udKv\n", + "+x1r+d3iIqKSJEk1mvFFRCVJksaJnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZI0\n", + "qyLiYRHx2ur5DhHx+Zre9/iIeFP1/B0R8ew63leSNpbrXEmaVdWNhs/KzMfX/L7HAXdl5obukSZJ\n", + "M86RK0mz7X3AYyPikoj4XERcBhARr4yIMyPivIi4LiKOiohjIuLiiPhuRCyojntsRHw1Ii6KiG9E\n", + "xG79HxARyyPiBdXz66tRrf+OiB90j4+IrSPiUxFxYfUZh8xiBpJGmJ0rSbPtLcCPMnMv4K/79v0e\n", + "nfuc7Q28G/hlZv4B8F3g5dUxJwGvz8wnVz//scJn9N7NPoHbM/NJwMeBY6rX/xb4z8zcF3gW8MGI\n", + "2KqG7ydpzM3ovQUlqSCGPAc4PzN/BfwqIu4Ezqpevwx4QnXT86cCn6/u0wmw2SQ+84vVnxcDz6+e\n", + "7w/8cUR0O1ub07nr/Q8n+0UkqcTOlaQ2uafn+YM92w/S+X21CbCmGvUqGVZE2n2fB1j/997zM/Oa\n", + "KbZVkoqcFpQ029YC227kzwRAZq4FrouIFwJExxP6j5ukc4FlD/1gxLAOmyRtFDtXkmZVZv4c+HZV\n", + "yP4B1q+N6h156n/e3X4p8KqIWAVcDhwy5GeKH99zzLuA+VWR++XAOzb2u0hSiUsxSJIk1ciRK0mS\n", + "pBrZuZIkSaqRnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZIkSarR/wc9L0tsJjZ9\n", + "/wAAAABJRU5ErkJggg==\n" + ], "text/plain": [ "" ] @@ -1413,7 +3573,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": "2.7.6" } }, "nbformat": 4, diff --git a/notebooks/survival_analysis/survival_analysis.py b/notebooks/survival_analysis/survival_analysis.py index 8232540..1ffe8b3 100644 --- a/notebooks/survival_analysis/survival_analysis.py +++ b/notebooks/survival_analysis/survival_analysis.py @@ -4,8 +4,7 @@ # # Survival Analysis with Plotly: R vs. Python #

Table of Contents

-#
-# +# # In this notebook we introduce Survival Analysis using both R and Python. We will compare programming languages and leverage [Plotly's](https://plot.ly) Python and R APIs to convert graphics to interactive [Plotly](https://plot.ly) objects. # From d31d46237556f55e237efc8fba6fd8ed492ea26a Mon Sep 17 00:00:00 2001 From: Jack Parmer Date: Tue, 19 May 2015 20:12:12 -0400 Subject: [PATCH 100/163] Update CONTRIBUTING.md --- CONTRIBUTING.md | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index 4a98449..ed44e34 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -75,6 +75,11 @@ appear on the splash page. #### Step 0: Make a directory and add ipynb file +Clone this repo: +``` +git clone https://github.com/plotly/IPython-plotly.git +``` + **As of Feb 19 2015**: - As displayed [above](#repo-structure), the `ipynb` file must have the same @@ -96,7 +101,13 @@ pip install beautifulsoup4 make init nb= ``` -and fill in the generated notebook `config.json` +For example, + +``` +Jacks-MacBook-Air:IPython-plotly jack$ sudo make init nb='aircraft_pitch' +``` + +Then, fill in the generated notebook `config.json` in the folder you created in Step 1. - **Don't forget to remove the comments from the json file** From 326b86477837c6d5716844a047f0f51134b767de Mon Sep 17 00:00:00 2001 From: Jack Parmer Date: Tue, 19 May 2015 20:32:33 -0400 Subject: [PATCH 101/163] Update CONTRIBUTING.md --- CONTRIBUTING.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index ed44e34..33bd763 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -126,6 +126,11 @@ Add your notebook name into `references.json` in the notebooks sub-directory the make run nb= ``` +For example, +``` +Jacks-MacBook-Air:IPython-plotly jack$ sudo make run nb='aircraft_pitch' +``` + This creates an `html` and `py` version of the notebook From 80dd2f537f49905e0be64737f85907207cf49f7f Mon Sep 17 00:00:00 2001 From: jackparmer Date: Tue, 19 May 2015 20:39:02 -0400 Subject: [PATCH 102/163] added aircraft pitch notebook --- _published/includes/aircraft_pitch/body.html | 83 ++++++ .../includes/aircraft_pitch/config.json | 9 + _published/includes/references.json | 13 +- _published/sitemaps.py | 13 + _published/urls.py | 7 +- notebooks/aircraft_pitch/aircraft_pitch.ipynb | 1 + notebooks/aircraft_pitch/aircraft_pitch.py | 242 ++++++++++++++++++ notebooks/aircraft_pitch/config.json | 15 ++ notebooks/references.json | 3 +- 9 files changed, 383 insertions(+), 3 deletions(-) create mode 100644 _published/includes/aircraft_pitch/body.html create mode 100644 _published/includes/aircraft_pitch/config.json create mode 100644 notebooks/aircraft_pitch/aircraft_pitch.ipynb create mode 100644 notebooks/aircraft_pitch/aircraft_pitch.py create mode 100644 notebooks/aircraft_pitch/config.json diff --git a/_published/includes/aircraft_pitch/body.html b/_published/includes/aircraft_pitch/body.html new file mode 100644 index 0000000..acb87e5 --- /dev/null +++ b/_published/includes/aircraft_pitch/body.html @@ -0,0 +1,83 @@ +
+
+
+
+
+
+
+

+ Key MATLAB commands used in this tutorial are: + + tf + + , + + step + + , + + feedback + + , + + pole + + , + + margin + + , + + stepinfo + +

+

+ Original content from + + University of Michigan + +

+

+ Contents +

+ +
+
+
+
+
+
+
+
+

+ From the main problem, the open-loop transfer function for the aircraft pitch dynamics is +

+
+
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/aircraft_pitch/config.json b/_published/includes/aircraft_pitch/config.json new file mode 100644 index 0000000..a15c825 --- /dev/null +++ b/_published/includes/aircraft_pitch/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "MATLAB and Plotly analysis of aircraft pitch. Frequency domain methods for controller design.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/aircraft_pitch", + "title_short": "Aircraft Pitch in MATLAB and Plotly", + "last_modified": "Tuesday 19 May 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/aircraft_pitch/aircraft_pitch.ipynb", + "title": "Aircraft Pitch Analysis in MATLAB and Plotly", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/aircraft_pitch/aircraft_pitch.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index d5812ba..12146ff 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -48,6 +48,10 @@ "body": "api_docs/includes/ipython_notebooks/cufflinks/body.html", "config": "api_docs/includes/ipython_notebooks/cufflinks/config.json" }, + "aircraft_pitch": { + "body": "api_docs/includes/ipython_notebooks/aircraft_pitch/body.html", + "config": "api_docs/includes/ipython_notebooks/aircraft_pitch/config.json" + }, "basemap": { "body": "api_docs/includes/ipython_notebooks/basemap/body.html", "config": "api_docs/includes/ipython_notebooks/basemap/config.json" @@ -151,6 +155,12 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" + }, + { + "title_short": "Aircraft Pitch in MATLAB and Plotly", + "thumbnail_image": "", + "relative_url": "/aircraft-pitch-analysis-matlab-plotly", + "title": "Aircraft Pitch Analysis in MATLAB and Plotly" } ], "notebooks": [ @@ -168,6 +178,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "aircraft_pitch" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 8aad7d1..c2416a2 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -199,6 +199,19 @@ def items(): 'collaborate', 'body.html'), priority=0.5 + ), + dict( + location='/ipython-notebooks//aircraft-pitch-analysis-matlab-plotly', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'aircraft_pitch', + 'body.html'), + priority=0.5 ) ] return items diff --git a/_published/urls.py b/_published/urls.py index cf0fd55..af0b6a4 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -79,5 +79,10 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate') + name='ipython-notebook-collaborate'), + url("/aircraft-pitch-analysis-matlab-plotly/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='aircraft_pitch'), + name='ipython-notebook-aircraft_pitch') ) diff --git a/notebooks/aircraft_pitch/aircraft_pitch.ipynb b/notebooks/aircraft_pitch/aircraft_pitch.ipynb new file mode 100644 index 0000000..5c47f09 --- /dev/null +++ b/notebooks/aircraft_pitch/aircraft_pitch.ipynb @@ -0,0 +1 @@ +{"nbformat_minor": 0, "cells": [{"source": "

Aircraft Pitch: Frequency Domain Methods for Controller Design

\n\nKey MATLAB commands used in this tutorial are: tf , step , feedback , pole , margin , stepinfo\n\nOriginal content from University of Michigan \n\n

Contents

\n\n- Open-loop response\n\n- Closed-loop response\n\n- Lead compensator", "cell_type": "markdown", "metadata": {}}, {"source": "From the main problem, the open-loop transfer function for the aircraft pitch dynamics is\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(1)$$ P(s) = \\frac{\\Theta(s)}{\\Delta(s)} = \\frac {1.151s+0.1774}{s^3+0.739s^2+0.921s}$$

", "cell_type": "markdown", "metadata": {}}, {"source": "where the input is elevator deflection angle $\\delta$ and the output is the aircraft pitch angle $\\theta$.\n\nFor the original problem setup and the derivation of the above transfer function please refer to the Aircraft Pitch: System Modeling page\n\nFor a step reference of 0.2 radians, the design criteria are the following.\n\n- Overshoot less than 10%\n\n- Rise time less than 2 seconds\n\n- Settling time less than 10 seconds\n\n- Steady-state error less than 2%\n\n

**Open-loop response**

", "cell_type": "markdown", "metadata": {}}, {"source": "Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 22, "cell_type": "code", "source": "%load_ext pymatbridge", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Starting MATLAB on ZMQ socket ipc:///tmp/pymatbridge\nSend 'exit' command to kill the server\n................MATLAB started and connected!\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 24, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nt = [0:0.01:10];\ns = tf('s');\nP_pitch = (1.151*s + 0.1774)/(s^3 + 0.739*s^2 + 0.921*s);\nstep(0.2*P_pitch,t);\naxis([0 10 0 0.8]);\nylabel('pitch angle (rad)');\ntitle('Open-loop Step Response');\ngrid\n\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);\n", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 55, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/0/')", "outputs": [{"execution_count": 55, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above plot indicates that the open-loop system is unstable for a step input, that is, its output grows unbounded when given a step input. This is due to the fact that the transfer function has a pole at the origin.\n\n
", "cell_type": "markdown", "metadata": {}}, {"source": "

**Closed-loop response**

\n\nLet's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system.", "cell_type": "markdown", "metadata": {}}, {"source": "", "cell_type": "markdown", "metadata": {}}, {"source": "The following code entered in the MATLAB command window generates the closed-loop transfer function assuming the unity-feedback architecture above and a unity-gain controller, C(s) = 1.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 25, "cell_type": "code", "source": "%%matlab\nsys_cl = feedback(P_pitch,1)\n", "outputs": [{"output_type": "display_data", "data": {"text/plain": " \nTransfer function:\n 1.151 s + 0.1774\n----------------------------------\ns^3 + 0.739 s^2 + 2.072 s + 0.1774\n \n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examining the poles of this transfer function using the pole command as shown below, it can be seen that this closed-loop system is indeed stable since all of the poles have negative real part.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 33, "cell_type": "code", "source": "%%matlab \npole(sys_cl)", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans =\n\n -0.3255 + 1.3816i\n -0.3255 - 1.3816i\n -0.0881 \n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Stability of this closed-loop system can also be determined using the frequency response of the open-loop system. The margin command generates the Bode plot for the given transfer function with annotations for the gain margin and phase margin of the system when the loop is closed as demonstrated below.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 34, "cell_type": "code", "source": "%%capture \n%%matlab\n\nf = figure; \nmargin(P_pitch)\ngrid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 54, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/1/')", "outputs": [{"execution_count": 54, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the closed-loop system is indeed stable since the phase margin and gain margin are both positive. Specifically, the phase margin equals 46.9 degrees and the gain margin is infinite. It is good that this closed-loop system is stable, but does it meet our requirements? Add the following code to your m-file and re-run and you will generate the step response plot shown below.\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 13, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure; \nsys_cl = feedback(P_pitch,1);\nstep(0.2*sys_cl), grid\nylabel('pitch angle (rad)');\ntitle('Closed-loop Step Response')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 53, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/2/')", "outputs": [{"execution_count": 53, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the settle time requirement of 10 seconds is not close to being met. One way to address this is to make the system response faster, but then the overshoot shown above will likely become a problem. Therefore, the overshoot must be reduced in conjunction with making the system response faster. We can accomplish these goals by adding a compensator to reshape the Bode plot of the open-loop system. The Bode plot of the open-loop system indicates behavior of the closed-loop system. More specifically,\n\n- the gain crossover frequency is directly related to the closed-loop system's speed of response, and\n\n- the phase margin is inversely related to the closed-loop system's overshoot.\n\nthe gain crossover frequency is directly related to the closed-loop system's speed of response, and\nthe phase margin is inversely related to the closed-loop system's overshoot.\nTherefore, we need to add a compensator that will increase the gain crossover frequency and increase the phase margin as indicated in the Bode plot of the open-loop system.\n\n
\n", "cell_type": "markdown", "metadata": {}}, {"source": "

**Lead compensator**

\n\nA type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following.", "cell_type": "markdown", "metadata": {}}, {"source": "

(2) $$ C(s)=K \\frac{Ts + 1}{\\alpha Ts+1} \\ \\ \\ (\\alpha < 1) $$

", "cell_type": "markdown", "metadata": {}}, {"source": "We thus need to find $\\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 42, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nK = 10;\nmargin(K*P_pitch), grid\nsys_cl = feedback(K*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 52, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/3/')", "outputs": [{"execution_count": 52, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 51, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/4/')", "outputs": [{"execution_count": 51, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "From examination of the above Bode plot, we have increased the system's magnitude at all frequencies and have pushed the gain crossover frequency higher. The effect of these changes are evident in the closed-loop step response shown above. Unfortunately, the addition of the K has also reduced the system's phase margin as evidenced by the increased overshoot in the system's step response. As mentioned previously, the lead compensator will help add damping to the system in order to reduce the overshoot in the step response.\n\nContinuing with the design of our compensator, we will next address the parameter $\\alpha$ which is defined as the ratio between the zero and pole. The larger the separation between the zero and the pole the greater the bump in phase where the maximum amount of phase that can be added with a single pole-zero pair is 90 degrees. The following equation captures the maximum phase added by a lead compensator as a function of $\\alpha$.", "cell_type": "markdown", "metadata": {}}, {"source": "

(3)$$ \\sin(\\phi_m)=\\frac{1 - \\alpha}{1 + \\alpha} $$

", "cell_type": "markdown", "metadata": {}}, {"source": "Relationships between the time response and frequency response of a standard underdamped second-order system can be derived. One such relationship that is a good approximation for damping ratios less than approximately 0.6 or 0.7 is the following", "cell_type": "markdown", "metadata": {}}, {"source": "

(4) $$ \\zeta \\approx \\frac{PM (degrees)}{100^{\\circ}} $$

", "cell_type": "markdown", "metadata": {}}, {"source": "While our system does not have the form of a standard second-order system, we can use the above relationship as a starting point in our design. As we are required to have overshoot less than 10%, we need our damping ratio $\\zeta$ to be approximately larger than 0.59 and thus need a phase margin greater than about 59 degrees. Since our current phase margin (with the addition of K) is approximately 10.4 degrees, an additional 50 degrees of phase bump from the lead compensator should be sufficient. Since it is known that the lead compensator will further increase the magnitude of the frequency response, we will need to add more than 50 degrees of phase lead to account for the fact that the gain crossover frequency will increase to a point where the system has more phase lag. We will somewhat arbitrarily add 5 degrees and aim for a total bump in phase of 50+5 = 55 degrees.\n\nWe can then use this number to solve the above relationship for $\\alpha$ as shown below.", "cell_type": "markdown", "metadata": {}}, {"source": "

(5)$$ \\alpha = \\frac{1 - \\sin(55^{\\circ})}{1 + \\sin(55^{\\circ})} \\approx 0.10 $$

", "cell_type": "markdown", "metadata": {}}, {"source": "From the above, we can calculate that $\\alpha$ must be less than approximately 0.10. For this value of $\\alpha$, the following relationship can be used to determine the amount of magnitude increase that will be supplied by the lead compensator at the location of the maximum bump in phase.\n\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(6)$$ 20 \\log \\left( \\frac{1}{\\sqrt{\\alpha}} \\right) \\approx 20 \\log \\left( \\frac{1}{\\sqrt{0.10}} \\right) \\approx 10 dB $$

", "cell_type": "markdown", "metadata": {}}, {"source": "Examining the Bode plot shown above, the magnitude of the uncompensated system equals -10 dB at approximately 6.1 rad/sec. Therefore, the addition of our lead compensator will move the gain crossover frequency from 3.49 rad/sec to approximately 6.1 rad/sec. Using this information, we can then calculate a value of T from the following in order to center the maximum bump in phase at the new gain crossover frequency in order to maximize the system's resulting phase margin.", "cell_type": "markdown", "metadata": {}}, {"source": "

(7) $$ \\omega_m = \\frac{1}{T \\sqrt{\\alpha}} \\Rightarrow T = \\frac{1}{6.1\\sqrt{.10}} \\approx 0.52 $$

", "cell_type": "markdown", "metadata": {}}, {"source": "With the values K = 10, $\\alpha$ = 0.10, and T = 0.52 calculated above, we now have a first attempt at our lead compensator. Adding the following lines to your m-file and running at the command line will generate the plot shown below demonstrating the effect of your lead compensator on the system's frequency response.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 61, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nK = 10;\nalpha = 0.10; \nT = 0.52;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nmargin(C_lead*P_pitch), grid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 50, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/5/')", "outputs": [{"execution_count": 50, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the lead compensator increased the system's phase margin and gain crossover frequency as desired. We now need to look at the actual closed-loop step response in order to determine if we are close to meeting our requirements. Replace the step response code in your m-file with the following and re-run in the MATLAB command window.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 64, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure; \nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.10, and T = 0.52')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 71, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/6/')", "outputs": [{"execution_count": 71, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that we are close to meeting our requirements. Using the MATLAB command stepinfo as shown below we can see precisely the characteristics of the closed-loop step response.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 80, "cell_type": "code", "source": "%%matlab \n\nstepinfo(0.2*sys_cl)\n", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans = \n\n RiseTime: 1.7479\n SettlingTime: 35.0902\n SettlingMin: 0.1156\n SettlingMax: 0.1999\n Overshoot: 0\n Undershoot: 0\n Peak: 0.1999\n PeakTime: 75.0320\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "From the above, all of our requirements are met except for the overshoot which is a bit larger than the requirement of 10%. Iterating on the above design process, we arrive at the parameters K = 10, $\\alpha$ = 0.04, and T = 0.55. The performance achieved with this controller can then be verified by modifying the code in your m-file as follows.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 50, "cell_type": "code", "source": "%%capture \n%%matlab \n\nf = figure; \nK = 10;\nalpha = 0.04;\nT = 0.55;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.04, and T = 0.55')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);\n", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 66, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/7/')", "outputs": [{"execution_count": 66, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above step response demonstrates that the requirements are now met. Using the stepinfo command again more clearly demonstrates that the requirements are met.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 72, "cell_type": "code", "source": "%%matlab \n\nstepinfo(0.2*sys_cl)", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans = \n\n RiseTime: 1.7479\n SettlingTime: 35.0902\n SettlingMin: 0.1156\n SettlingMax: 0.1999\n Overshoot: 0\n Undershoot: 0\n Peak: 0.1999\n PeakTime: 75.0320\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Therefore, the following lead compensator is able to satisfy all of our design requirements.\n\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(8) $$C(s)=10\\frac{0.55s + 1 }{ 0.022s+1}$$

", "cell_type": "markdown", "metadata": {}}, {"execution_count": 5, "cell_type": "code", "source": "# CSS styling within IPython notebook\nfrom IPython.core.display import HTML\ndef css_styling():\n styles = open(\"./css/style_notebook_umich.css\", \"r\").read()\n return HTML(styles)\n\ncss_styling()", "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "\n\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 6, "cell_type": "code", "source": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '
' %\\\n (height, \"/\".join(map(str,[url, width, height])), width)\n return HTML(s)", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.9", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}} \ No newline at end of file diff --git a/notebooks/aircraft_pitch/aircraft_pitch.py b/notebooks/aircraft_pitch/aircraft_pitch.py new file mode 100644 index 0000000..fba8171 --- /dev/null +++ b/notebooks/aircraft_pitch/aircraft_pitch.py @@ -0,0 +1,242 @@ + +# coding: utf-8 + +#

Aircraft Pitch: Frequency Domain Methods for Controller Design

+# +# Key MATLAB commands used in this tutorial are: tf , step , feedback , pole , margin , stepinfo +# +# Original content from University of Michigan +# +#

Contents

+# +# - Open-loop response +# +# - Closed-loop response +# +# - Lead compensator + +# From the main problem, the open-loop transfer function for the aircraft pitch dynamics is +# + +#

(1)$$ P(s) = \frac{\Theta(s)}{\Delta(s)} = \frac {1.151s+0.1774}{s^3+0.739s^2+0.921s}$$

+ +# where the input is elevator deflection angle $\delta$ and the output is the aircraft pitch angle $\theta$. +# +# For the original problem setup and the derivation of the above transfer function please refer to the Aircraft Pitch: System Modeling page +# +# For a step reference of 0.2 radians, the design criteria are the following. +# +# - Overshoot less than 10% +# +# - Rise time less than 2 seconds +# +# - Settling time less than 10 seconds +# +# - Steady-state error less than 2% +# +#

**Open-loop response**

+ +# Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below. + +# In[22]: + +get_ipython().magic(u'load_ext pymatbridge') + + +# In[24]: + +get_ipython().run_cell_magic(u'capture', u'', u"%%matlab \n\nf = figure;\nt = [0:0.01:10];\ns = tf('s');\nP_pitch = (1.151*s + 0.1774)/(s^3 + 0.739*s^2 + 0.921*s);\nstep(0.2*P_pitch,t);\naxis([0 10 0 0.8]);\nylabel('pitch angle (rad)');\ntitle('Open-loop Step Response');\ngrid\n\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);") + + +# In[55]: + +show_plot('https://plot.ly/~UMichiganControl/0/') + + +# Examination of the above plot indicates that the open-loop system is unstable for a step input, that is, its output grows unbounded when given a step input. This is due to the fact that the transfer function has a pole at the origin. +# +#
+ +#

**Closed-loop response**

+# +# Let's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system. + +# + +# The following code entered in the MATLAB command window generates the closed-loop transfer function assuming the unity-feedback architecture above and a unity-gain controller, C(s) = 1. + +# In[25]: + +get_ipython().run_cell_magic(u'matlab', u'', u'sys_cl = feedback(P_pitch,1)') + + +# Examining the poles of this transfer function using the pole command as shown below, it can be seen that this closed-loop system is indeed stable since all of the poles have negative real part. +# +# + +# In[33]: + +get_ipython().run_cell_magic(u'matlab', u'', u'pole(sys_cl)') + + +# Stability of this closed-loop system can also be determined using the frequency response of the open-loop system. The margin command generates the Bode plot for the given transfer function with annotations for the gain margin and phase margin of the system when the loop is closed as demonstrated below. + +# In[34]: + +get_ipython().run_cell_magic(u'capture', u'', u'%%matlab\n\nf = figure; \nmargin(P_pitch)\ngrid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);') + + +# In[54]: + +show_plot('https://plot.ly/~UMichiganControl/1/') + + +# Examination of the above demonstrates that the closed-loop system is indeed stable since the phase margin and gain margin are both positive. Specifically, the phase margin equals 46.9 degrees and the gain margin is infinite. It is good that this closed-loop system is stable, but does it meet our requirements? Add the following code to your m-file and re-run and you will generate the step response plot shown below. +# + +# In[13]: + +get_ipython().run_cell_magic(u'capture', u'', u"%%matlab \n\nf = figure; \nsys_cl = feedback(P_pitch,1);\nstep(0.2*sys_cl), grid\nylabel('pitch angle (rad)');\ntitle('Closed-loop Step Response')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);") + + +# In[53]: + +show_plot('https://plot.ly/~UMichiganControl/2/') + + +# Examination of the above demonstrates that the settle time requirement of 10 seconds is not close to being met. One way to address this is to make the system response faster, but then the overshoot shown above will likely become a problem. Therefore, the overshoot must be reduced in conjunction with making the system response faster. We can accomplish these goals by adding a compensator to reshape the Bode plot of the open-loop system. The Bode plot of the open-loop system indicates behavior of the closed-loop system. More specifically, +# +# - the gain crossover frequency is directly related to the closed-loop system's speed of response, and +# +# - the phase margin is inversely related to the closed-loop system's overshoot. +# +# the gain crossover frequency is directly related to the closed-loop system's speed of response, and +# the phase margin is inversely related to the closed-loop system's overshoot. +# Therefore, we need to add a compensator that will increase the gain crossover frequency and increase the phase margin as indicated in the Bode plot of the open-loop system. +# +#
+# + +#

**Lead compensator**

+# +# A type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following. + +#

(2) $$ C(s)=K \frac{Ts + 1}{\alpha Ts+1} \ \ \ (\alpha < 1) $$

+ +# We thus need to find $\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K. +# +# + +# In[42]: + +get_ipython().run_cell_magic(u'capture', u'', u"%%matlab \n\nf = figure;\nK = 10;\nmargin(K*P_pitch), grid\nsys_cl = feedback(K*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);") + + +# In[52]: + +show_plot('https://plot.ly/~UMichiganControl/3/') + + +# In[51]: + +show_plot('https://plot.ly/~UMichiganControl/4/') + + +# From examination of the above Bode plot, we have increased the system's magnitude at all frequencies and have pushed the gain crossover frequency higher. The effect of these changes are evident in the closed-loop step response shown above. Unfortunately, the addition of the K has also reduced the system's phase margin as evidenced by the increased overshoot in the system's step response. As mentioned previously, the lead compensator will help add damping to the system in order to reduce the overshoot in the step response. +# +# Continuing with the design of our compensator, we will next address the parameter $\alpha$ which is defined as the ratio between the zero and pole. The larger the separation between the zero and the pole the greater the bump in phase where the maximum amount of phase that can be added with a single pole-zero pair is 90 degrees. The following equation captures the maximum phase added by a lead compensator as a function of $\alpha$. + +#

(3)$$ \sin(\phi_m)=\frac{1 - \alpha}{1 + \alpha} $$

+ +# Relationships between the time response and frequency response of a standard underdamped second-order system can be derived. One such relationship that is a good approximation for damping ratios less than approximately 0.6 or 0.7 is the following + +#

(4) $$ \zeta \approx \frac{PM (degrees)}{100^{\circ}} $$

+ +# While our system does not have the form of a standard second-order system, we can use the above relationship as a starting point in our design. As we are required to have overshoot less than 10%, we need our damping ratio $\zeta$ to be approximately larger than 0.59 and thus need a phase margin greater than about 59 degrees. Since our current phase margin (with the addition of K) is approximately 10.4 degrees, an additional 50 degrees of phase bump from the lead compensator should be sufficient. Since it is known that the lead compensator will further increase the magnitude of the frequency response, we will need to add more than 50 degrees of phase lead to account for the fact that the gain crossover frequency will increase to a point where the system has more phase lag. We will somewhat arbitrarily add 5 degrees and aim for a total bump in phase of 50+5 = 55 degrees. +# +# We can then use this number to solve the above relationship for $\alpha$ as shown below. + +#

(5)$$ \alpha = \frac{1 - \sin(55^{\circ})}{1 + \sin(55^{\circ})} \approx 0.10 $$

+ +# From the above, we can calculate that $\alpha$ must be less than approximately 0.10. For this value of $\alpha$, the following relationship can be used to determine the amount of magnitude increase that will be supplied by the lead compensator at the location of the maximum bump in phase. +# +# + +#

(6)$$ 20 \log \left( \frac{1}{\sqrt{\alpha}} \right) \approx 20 \log \left( \frac{1}{\sqrt{0.10}} \right) \approx 10 dB $$

+ +# Examining the Bode plot shown above, the magnitude of the uncompensated system equals -10 dB at approximately 6.1 rad/sec. Therefore, the addition of our lead compensator will move the gain crossover frequency from 3.49 rad/sec to approximately 6.1 rad/sec. Using this information, we can then calculate a value of T from the following in order to center the maximum bump in phase at the new gain crossover frequency in order to maximize the system's resulting phase margin. + +#

(7) $$ \omega_m = \frac{1}{T \sqrt{\alpha}} \Rightarrow T = \frac{1}{6.1\sqrt{.10}} \approx 0.52 $$

+ +# With the values K = 10, $\alpha$ = 0.10, and T = 0.52 calculated above, we now have a first attempt at our lead compensator. Adding the following lines to your m-file and running at the command line will generate the plot shown below demonstrating the effect of your lead compensator on the system's frequency response. +# +# + +# In[61]: + +get_ipython().run_cell_magic(u'capture', u'', u'%%matlab \n\nf = figure;\nK = 10;\nalpha = 0.10; \nT = 0.52;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nmargin(C_lead*P_pitch), grid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);') + + +# In[50]: + +show_plot('https://plot.ly/~UMichiganControl/5/') + + +# Examination of the above demonstrates that the lead compensator increased the system's phase margin and gain crossover frequency as desired. We now need to look at the actual closed-loop step response in order to determine if we are close to meeting our requirements. Replace the step response code in your m-file with the following and re-run in the MATLAB command window. + +# In[64]: + +get_ipython().run_cell_magic(u'capture', u'', u"%%matlab \n\nf = figure; \nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.10, and T = 0.52')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);") + + +# In[71]: + +show_plot('https://plot.ly/~UMichiganControl/6/') + + +# Examination of the above demonstrates that we are close to meeting our requirements. Using the MATLAB command stepinfo as shown below we can see precisely the characteristics of the closed-loop step response. +# +# + +# In[80]: + +get_ipython().run_cell_magic(u'matlab', u'', u'\nstepinfo(0.2*sys_cl)') + + +# From the above, all of our requirements are met except for the overshoot which is a bit larger than the requirement of 10%. Iterating on the above design process, we arrive at the parameters K = 10, $\alpha$ = 0.04, and T = 0.55. The performance achieved with this controller can then be verified by modifying the code in your m-file as follows. +# +# + +# In[50]: + +get_ipython().run_cell_magic(u'capture', u'', u"%%matlab \n\nf = figure; \nK = 10;\nalpha = 0.04;\nT = 0.55;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.04, and T = 0.55')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);") + + +# In[66]: + +show_plot('https://plot.ly/~UMichiganControl/7/') + + +# Examination of the above step response demonstrates that the requirements are now met. Using the stepinfo command again more clearly demonstrates that the requirements are met. + +# In[72]: + +get_ipython().run_cell_magic(u'matlab', u'', u'\nstepinfo(0.2*sys_cl)') + + +# Therefore, the following lead compensator is able to satisfy all of our design requirements. +# +# + +#

(8) $$C(s)=10\frac{0.55s + 1 }{ 0.022s+1}$$

+ +# In[5]: + +# CSS styling within IPython notebook +from IPython.core.display import HTML +def css_styling(): + styles = open("./css/style_notebook_umich.css", "r").read() + return HTML(styles) + +css_styling() + diff --git a/notebooks/aircraft_pitch/config.json b/notebooks/aircraft_pitch/config.json new file mode 100644 index 0000000..f1b1acd --- /dev/null +++ b/notebooks/aircraft_pitch/config.json @@ -0,0 +1,15 @@ +{ + "title": "Aircraft Pitch Analysis in MATLAB and Plotly", + "title_short": "Aircraft Pitch in MATLAB and Plotly", + "meta_description":"MATLAB and Plotly analysis of aircraft pitch. Frequency domain methods for controller design.", + "cells": [0, -1], + "relative_url": "/aircraft-pitch-analysis-matlab-plotly", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "MATLAB", + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/references.json b/notebooks/references.json index 7394d27..30e227b 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -14,6 +14,7 @@ "networkx", "make_subplots", "basemap", - "collaborate" + "collaborate", + "aircraft_pitch" ] } From 618fe04159ec08d7db7843518840c49847bb6b2e Mon Sep 17 00:00:00 2001 From: etpinard Date: Mon, 25 May 2015 13:26:55 -0400 Subject: [PATCH 103/163] update aircraft_pitch --- _published/includes/aircraft_pitch/body.html | 1136 ++++++++++++++++- .../includes/aircraft_pitch/config.json | 2 +- _published/includes/references.json | 16 +- _published/sitemaps.py | 26 +- .../static/image/aircraft_pitch_image01.png | Bin 0 -> 5811 bytes _published/urls.py | 12 +- notebooks/aircraft_pitch/aircraft_pitch.ipynb | 864 ++++++++++++- notebooks/aircraft_pitch/aircraft_pitch.py | 22 +- notebooks/aircraft_pitch/config.json | 2 +- notebooks/references.json | 4 +- 10 files changed, 2040 insertions(+), 44 deletions(-) create mode 100644 _published/static/image/aircraft_pitch_image01.png diff --git a/_published/includes/aircraft_pitch/body.html b/_published/includes/aircraft_pitch/body.html index acb87e5..79aa78b 100644 --- a/_published/includes/aircraft_pitch/body.html +++ b/_published/includes/aircraft_pitch/body.html @@ -37,6 +37,9 @@ University of Michigan

+

+
+

Contents

@@ -77,7 +80,1138 @@

-
+
+
+
+
+
+

+ + (1) + + $$ P(s) = \frac{\Theta(s)}{\Delta(s)} = \frac {1.151s+0.1774}{s^3+0.739s^2+0.921s}$$ +

+
+
+
+
+
+
+
+
+

+ where the input is elevator deflection angle $\delta$ and the output is the aircraft pitch angle $\theta$. +

+

+ For the original problem setup and the derivation of the above transfer function please refer to the Aircraft Pitch: System Modeling page +

+

+ For a step reference of 0.2 radians, the design criteria are the following. +

+
    +
  • +

    + Overshoot less than 10% +

    +
    • +
  • +

    + Rise time less than 2 seconds +

    +
    • +
  • +

    + Settling time less than 10 seconds +

    +
    • +
  • +

    + Steady-state error less than 2% +

    +
    • +
+

+
+

+

+ Open-loop response +

+
+
+
+
+
+
+
+
+

+ Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below. +

+
+
+
+
+
+ +
+
+
+ 
%load_ext pymatbridge
+
+
+
+
+
+
+
+
+
+
+
+ 
Starting MATLAB on ZMQ socket ipc:///tmp/pymatbridge
+Send 'exit' command to kill the server
+................MATLAB started and connected!
+
+
+
+
+
+
+
+
+ +
+
+
+ 
%%capture
+%%matlab 
+
+f = figure;
+t = [0:0.01:10];
+s = tf('s');
+P_pitch = (1.151*s + 0.1774)/(s^3 + 0.739*s^2 + 0.921*s);
+step(0.2*P_pitch,t);
+axis([0 10 0 0.8]);
+ylabel('pitch angle (rad)');
+title('Open-loop Step Response');
+grid
+
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/0/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above plot indicates that the open-loop system is unstable for a step input, that is, its output grows unbounded when given a step input. This is due to the fact that the transfer function has a pole at the origin. +

+

+
+

+
+
+
+
+
+
+
+
+

+ Closed-loop response +

+

+ Let's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system. +

+
+
+
+
+
+
+
+
+

+ + Aircraft Pitch in MATLAB and Plotly image01 + +

+
+
+
+
+
+
+
+
+

+ The following code entered in the MATLAB command window generates the closed-loop transfer function assuming the unity-feedback architecture above and a unity-gain controller, C(s) = 1. +

+
+
+
+
+
+ +
+
+
+ 
%%matlab
+sys_cl = feedback(P_pitch,1)
+
+
+
+
+
+
+
+
+
+
+
+ 
 
+Transfer function:
+         1.151 s + 0.1774
+----------------------------------
+s^3 + 0.739 s^2 + 2.072 s + 0.1774
+ 
+
+
+
+
+
+
+
+
+
+
+
+

+ Examining the poles of this transfer function using the pole command as shown below, it can be seen that this closed-loop system is indeed stable since all of the poles have negative real part. +

+
+
+
+
+
+ +
+
+
+ 
%%matlab 
+pole(sys_cl)
+
+
+
+
+
+
+
+
+
+
+
+ 
+ans =
+
+  -0.3255 + 1.3816i
+  -0.3255 - 1.3816i
+  -0.0881          
+
+
+
+
+
+
+
+
+
+
+
+
+

+ Stability of this closed-loop system can also be determined using the frequency response of the open-loop system. The margin command generates the Bode plot for the given transfer function with annotations for the gain margin and phase margin of the system when the loop is closed as demonstrated below. +

+
+
+
+
+
+ +
+
+
+ 
%%capture 
+%%matlab
+
+f = figure; 
+margin(P_pitch)
+grid
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/1/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above demonstrates that the closed-loop system is indeed stable since the phase margin and gain margin are both positive. Specifically, the phase margin equals 46.9 degrees and the gain margin is infinite. It is good that this closed-loop system is stable, but does it meet our requirements? Add the following code to your m-file and re-run and you will generate the step response plot shown below. +

+
+
+
+
+
+ +
+
+
+ 
%%capture
+%%matlab 
+
+f = figure; 
+sys_cl = feedback(P_pitch,1);
+step(0.2*sys_cl), grid
+ylabel('pitch angle (rad)');
+title('Closed-loop Step Response')
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/2/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above demonstrates that the settle time requirement of 10 seconds is not close to being met. One way to address this is to make the system response faster, but then the overshoot shown above will likely become a problem. Therefore, the overshoot must be reduced in conjunction with making the system response faster. We can accomplish these goals by adding a compensator to reshape the Bode plot of the open-loop system. The Bode plot of the open-loop system indicates behavior of the closed-loop system. More specifically, +

+
    +
  • +

    + the gain crossover frequency is directly related to the closed-loop system's speed of response, and +

    +
    • +
  • +

    + the phase margin is inversely related to the closed-loop system's overshoot. +

    +
    • +
+

+ the gain crossover frequency is directly related to the closed-loop system's speed of response, and +the phase margin is inversely related to the closed-loop system's overshoot. +Therefore, we need to add a compensator that will increase the gain crossover frequency and increase the phase margin as indicated in the Bode plot of the open-loop system. +

+

+
+

+
+
+
+
+
+
+
+
+

+ Lead compensator +

+

+ A type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following. +

+
+
+
+
+
+
+
+
+

+ + (2) + + $$ C(s)=K \frac{Ts + 1}{\alpha Ts+1} \ \ \ (\alpha \lt 1) $$ +

+
+
+
+
+
+
+
+
+

+ We thus need to find $\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K. +

+
+
+
+
+
+ +
+
+
+ 
%%capture
+%%matlab 
+
+f = figure;
+K = 10;
+margin(K*P_pitch), grid
+sys_cl = feedback(K*P_pitch,1);
+step(0.2*sys_cl), grid
+title('Closed-loop Step Response with K = 10')
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/3/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/4/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ From examination of the above Bode plot, we have increased the system's magnitude at all frequencies and have pushed the gain crossover frequency higher. The effect of these changes are evident in the closed-loop step response shown above. Unfortunately, the addition of the K has also reduced the system's phase margin as evidenced by the increased overshoot in the system's step response. As mentioned previously, the lead compensator will help add damping to the system in order to reduce the overshoot in the step response. +

+

+ Continuing with the design of our compensator, we will next address the parameter $\alpha$ which is defined as the ratio between the zero and pole. The larger the separation between the zero and the pole the greater the bump in phase where the maximum amount of phase that can be added with a single pole-zero pair is 90 degrees. The following equation captures the maximum phase added by a lead compensator as a function of $\alpha$. +

+
+
+
+
+
+
+
+
+

+ + (3) + + $$ \sin(\phi_m)=\frac{1 - \alpha}{1 + \alpha} $$ +

+
+
+
+
+
+
+
+
+

+ Relationships between the time response and frequency response of a standard underdamped second-order system can be derived. One such relationship that is a good approximation for damping ratios less than approximately 0.6 or 0.7 is the following +

+
+
+
+
+
+
+
+
+

+ + (4) + + $$ \zeta \approx \frac{PM (degrees)}{100^{\circ}} $$ +

+
+
+
+
+
+
+
+
+

+ While our system does not have the form of a standard second-order system, we can use the above relationship as a starting point in our design. As we are required to have overshoot less than 10%, we need our damping ratio $\zeta$ to be approximately larger than 0.59 and thus need a phase margin greater than about 59 degrees. Since our current phase margin (with the addition of K) is approximately 10.4 degrees, an additional 50 degrees of phase bump from the lead compensator should be sufficient. Since it is known that the lead compensator will further increase the magnitude of the frequency response, we will need to add more than 50 degrees of phase lead to account for the fact that the gain crossover frequency will increase to a point where the system has more phase lag. We will somewhat arbitrarily add 5 degrees and aim for a total bump in phase of 50+5 = 55 degrees. +

+

+ We can then use this number to solve the above relationship for $\alpha$ as shown below. +

+
+
+
+
+
+
+
+
+

+ + (5) + + $$ \alpha = \frac{1 - \sin(55^{\circ})}{1 + \sin(55^{\circ})} \approx 0.10 $$ +

+
+
+
+
+
+
+
+
+

+ From the above, we can calculate that $\alpha$ must be less than approximately 0.10. For this value of $\alpha$, the following relationship can be used to determine the amount of magnitude increase that will be supplied by the lead compensator at the location of the maximum bump in phase. +

+
+
+
+
+
+
+
+
+

+ + (6) + + $$ 20 \log \left( \frac{1}{\sqrt{\alpha}} \right) \approx 20 \log \left( \frac{1}{\sqrt{0.10}} \right) \approx 10 dB $$ +

+
+
+
+
+
+
+
+
+

+ Examining the Bode plot shown above, the magnitude of the uncompensated system equals -10 dB at approximately 6.1 rad/sec. Therefore, the addition of our lead compensator will move the gain crossover frequency from 3.49 rad/sec to approximately 6.1 rad/sec. Using this information, we can then calculate a value of T from the following in order to center the maximum bump in phase at the new gain crossover frequency in order to maximize the system's resulting phase margin. +

+
+
+
+
+
+
+
+
+

+ + (7) + + $$ \omega_m = \frac{1}{T \sqrt{\alpha}} \Rightarrow T = \frac{1}{6.1\sqrt{.10}} \approx 0.52 $$ +

+
+
+
+
+
+
+
+
+

+ With the values K = 10, $\alpha$ = 0.10, and T = 0.52 calculated above, we now have a first attempt at our lead compensator. Adding the following lines to your m-file and running at the command line will generate the plot shown below demonstrating the effect of your lead compensator on the system's frequency response. +

+
+
+
+
+
+ +
+
+
+ 
%%capture
+%%matlab 
+
+f = figure;
+K = 10;
+alpha = 0.10; 
+T = 0.52;
+C_lead = K*(T*s + 1) / (alpha*T*s + 1);
+margin(C_lead*P_pitch), grid
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/5/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above demonstrates that the lead compensator increased the system's phase margin and gain crossover frequency as desired. We now need to look at the actual closed-loop step response in order to determine if we are close to meeting our requirements. Replace the step response code in your m-file with the following and re-run in the MATLAB command window. +

+
+
+
+
+
+ +
+
+
+ 
%%capture
+%%matlab 
+
+f = figure; 
+sys_cl = feedback(C_lead*P_pitch,1);
+step(0.2*sys_cl), grid
+title('Closed-loop Step Response with K = 10, alpha = 0.10, and T = 0.52')
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/6/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above demonstrates that we are close to meeting our requirements. Using the MATLAB command stepinfo as shown below we can see precisely the characteristics of the closed-loop step response. +

+
+
+
+
+
+ +
+
+
+ 
%%matlab 
+
+stepinfo(0.2*sys_cl)
+
+
+
+
+
+
+
+
+
+
+
+ 
+ans = 
+
+        RiseTime: 1.7479
+    SettlingTime: 35.0902
+     SettlingMin: 0.1156
+     SettlingMax: 0.1999
+       Overshoot: 0
+      Undershoot: 0
+            Peak: 0.1999
+        PeakTime: 75.0320
+
+
+
+
+
+
+
+
+
+
+
+
+

+ From the above, all of our requirements are met except for the overshoot which is a bit larger than the requirement of 10%. Iterating on the above design process, we arrive at the parameters K = 10, $\alpha$ = 0.04, and T = 0.55. The performance achieved with this controller can then be verified by modifying the code in your m-file as follows. +

+
+
+
+
+
+ +
+
+
+ 
%%capture 
+%%matlab 
+
+f = figure; 
+K = 10;
+alpha = 0.04;
+T = 0.55;
+C_lead = K*(T*s + 1) / (alpha*T*s + 1);
+sys_cl = feedback(C_lead*P_pitch,1);
+step(0.2*sys_cl), grid
+title('Closed-loop Step Response with K = 10, alpha = 0.04, and T = 0.55')
+
+%%%%%%%%%%%%%%%%%%%
+%     PLOTLY      % 
+%%%%%%%%%%%%%%%%%%%
+
+fig2plotly(f);
+
+
+
+
+
+
+
+
+ +
+
+
+ 
show_plot('https://plot.ly/~UMichiganControl/7/')
+
+
+
+
+
+
+
+
+ +
+
+ +
+
+
+
+
+
+
+
+
+
+
+

+ Examination of the above step response demonstrates that the requirements are now met. Using the stepinfo command again more clearly demonstrates that the requirements are met. +

+
+
+
+
+
+ +
+
+
+ 
%%matlab 
+
+stepinfo(0.2*sys_cl)
+
+
+
+
+
+
+
+
+
+
+
+ 
+ans = 
+
+        RiseTime: 1.7479
+    SettlingTime: 35.0902
+     SettlingMin: 0.1156
+     SettlingMax: 0.1999
+       Overshoot: 0
+      Undershoot: 0
+            Peak: 0.1999
+        PeakTime: 75.0320
+
+
+
+
+
+
+
+
+
+
+
+
+

+ Therefore, the following lead compensator is able to satisfy all of our design requirements. +

+
+
+
+
+
+
+
+
+

+ + (8) + + $$C(s)=10\frac{0.55s + 1 }{ 0.022s+1}$$ +

+
+
+
+
+
+ +
+
+
+ 
from IPython.display import HTML
+
+def show_plot(url, width=700, height=500):
+    s = '<center><iframe height="%s" id="igraph" scrolling="no" frameborder = 0 seamless="seamless" src="%s" width="%s"></iframe></center>' %\
+    (height, "/".join(map(str,[url, width, height])), width)
+    return HTML(s)
+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/aircraft_pitch/config.json b/_published/includes/aircraft_pitch/config.json index a15c825..21c6a5c 100644 --- a/_published/includes/aircraft_pitch/config.json +++ b/_published/includes/aircraft_pitch/config.json @@ -2,7 +2,7 @@ "meta_description": "MATLAB and Plotly analysis of aircraft pitch. Frequency domain methods for controller design.", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/aircraft_pitch", "title_short": "Aircraft Pitch in MATLAB and Plotly", - "last_modified": "Tuesday 19 May 2015", + "last_modified": "Monday 25 May 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/aircraft_pitch/aircraft_pitch.ipynb", "title": "Aircraft Pitch Analysis in MATLAB and Plotly", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/aircraft_pitch/aircraft_pitch.py" diff --git a/_published/includes/references.json b/_published/includes/references.json index 12146ff..d311fe7 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -66,6 +66,12 @@ } }, "splash": [ + { + "title_short": "Aircraft Pitch in MATLAB and Plotly", + "thumbnail_image": "", + "relative_url": "aircraft-pitch-analysis-matlab-plotly", + "title": "Aircraft Pitch Analysis in MATLAB and Plotly" + }, { "title_short": "Cufflinks: Plotly + Pandas", "thumbnail_image": "ukswaps.gif", @@ -155,15 +161,10 @@ "thumbnail_image": "", "relative_url": "collaboration", "title": "Collaboration with Plotly using Python, R and MATLAB" - }, - { - "title_short": "Aircraft Pitch in MATLAB and Plotly", - "thumbnail_image": "", - "relative_url": "/aircraft-pitch-analysis-matlab-plotly", - "title": "Aircraft Pitch Analysis in MATLAB and Plotly" } ], "notebooks": [ + "aircraft_pitch", "cufflinks", "survival_analysis", "redshift", @@ -178,7 +179,6 @@ "networkx", "make_subplots", "basemap", - "collaborate", - "aircraft_pitch" + "collaborate" ] } diff --git a/_published/sitemaps.py b/_published/sitemaps.py index c2416a2..4fde67e 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/aircraft-pitch-analysis-matlab-plotly', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'aircraft_pitch', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/cufflinks', lmfile=os.path.join( @@ -199,19 +212,6 @@ def items(): 'collaborate', 'body.html'), priority=0.5 - ), - dict( - location='/ipython-notebooks//aircraft-pitch-analysis-matlab-plotly', - lmfile=os.path.join( - settings.TOP_DIR, - 'shelly', - 'templates', - 'api_docs', - 'includes', - 'ipython_notebooks', - 'aircraft_pitch', - 'body.html'), - priority=0.5 ) ] return items diff --git a/_published/static/image/aircraft_pitch_image01.png b/_published/static/image/aircraft_pitch_image01.png new file mode 100644 index 0000000000000000000000000000000000000000..90e4069d85967c1ed30ef208daafb3a07f62e864 GIT binary patch literal 5811 zcmbtYXH=70vyKfh=s`q8K#Hg+pmGpJAvC2#N&u;nP!xm^dJDZM9;7J6Lhm3gAw*gb zLO>8idI^a@fCxwpA@q_^ZqC>5y+7`E*O#@DH*40++Vk!`&oi^1XhVJQDWD(_005lQ zeyCvt034cR|DWPK%>E_kJfCJiPIx@D@CE?*&;0p41kWB|djSM|G#~pIyF2*!J@v8& z+<)e7YcHnl`V?+&WdHP8fM>hC5&&>cOiT}vrSeVD)MrPYeUy~=WYgz8+n|zB0 zV3Ro>T|l*?yvX|5T(vtU7#*Vwf3RA<@#Vy?N8eiKVUC^})KGdk=p_*-@!+ts5+}wy zG(z`NRHC)m{mi%2-|f8ilY`3L_r~jn$6P{}u(Nh4_LZz|hpn}pP#fyj*4p0ER(b*e z5M_cuAdb*gYbX$JfSQJ+jLZ-Ebc&f4|Jk#B;(*hS78VwKSi*vb0pbF(rvNRt0nbx7 z0JeevHN7K%Ck2`lp6?^P zAp_r~NEGr2pS%9}_b-?3+#w~w#+(FvMXGcxxNxECSwkY`k{C*Tz0zI`B)@3UEMAp4 zmoL8;#dE2nqa(cjlrlQGB6`C~f6Nstk(ik1b52dKP54;eB(|ZUp`=86zSN}pCpkpf zYkxPOQ>SRLqHVf4f=j-9iH7_1$z!%Bv!@eRQ$yn+d~P<6r?tI#a}pwY%_(s^P#y$= z89N2;B`s*omc+yW310=|99q@@5oRXiw4S(#Pf$JDgLE}%C72|%mR@SP0bIBTI|b`i zq@T1E{p3;P~ExIA_K?*P1M2 z&SX}Qrsm^E`&s}N>fR{A6Ml6(GB6wR$Yu?Erd*dd3a1S+z z6sE!ZlBXmdoIVLtt&lgOmL`Vd54!OM>KFoqjY*xOgSqS>i1>T)lxD`3y=z*WOxf-! zAGN6c;=(OZ*TNqERE9VSs_u7|IF5HE;efV9oi4)jO6bHgh@F+T?ir$*U-2`uX?@Vq ziPG{6zTB-!s3i25D@FZ<8S;f$*^|B_Z@<5~6P)A=`=+P zV5~&!tI7hF=aSZAEFvN~GZW&?LyY2qW=Ts+yRPU%Af!B%VRdBcl~VaKSD$%Vaa&hrx z`u4%X;o0xpq@|=xxF{2zItI$;>(g-eaF>>Ytt}0PS5Da5+v_B#$zodiD?0>1I`^aV zMdyV@aVXxgN4kOhKX8Rr+hi#m5yH!|;!v{%hlYlNo-db^ii}lgJv(c&^y0Roy%X`w z{-9qY9Lgq^Al~y7yyI3T;q7hrb)B{IPh_nO4Zkb^Ir&)wIn9b$+#+DGTTS|XZa|a| z8?YL;1wt&1QaYM#@~!eV&k&4a)2Kr=s)|E8tK&4zY9Ii87hm&mNd zdwJ6QHYtW{~d82d?QX1w=w=2)(c3bJgek{7S(C`o^bJVoXlrK7hOW)>MAaWM3;Wt z9CyTZc4}^a2FtWn&3NJU2y!E6#VhaZpsyX-MRagrMREfk1BKW>eVQwt{+yEw`3Ek5 zo#diY-on{UgO=Z69WDpCm3~sIwC~n&i1gOXw>Fg5-@7LAD=LhfZ)v{7eWrt5y^l6J zUT0p*@9gLp*Y(9GHpI>rRBa)e`MS})^w7a#HPg9 z%I7&2%O3NbgbPGwl@ll91}C0D_`OAeVv~FQ(}Wn`AhgC< zClW2A*z@JXS=p}e?|ABs9PwS9CPLUk0sFlfQ;LJ)X^aiA%BZcG2>EK4mP<|Eb7gMy z(^~6m4`}ZPnQsH`;LwO{{hAvnPVD=@gNNL@qC!87t)*YCM;S!q#qJ$C!qGA-meYOO zNdOj$=3&$G&M8_@-c+#3}tEO24C20aCRYtaOGs7fjrYC==ry>VM5c zQ3TFSPENji_s)B^XTB}nz2S;vdx6N_?pm)o23p`^Rp*0nb6fiK^lRM~b6BJwl#f=E zmXR?a4X7e@au6n%lY+Omm+)}SZFu`~RKneSc0CbefLv%aHB)78b3;geXi6$Fdw<#( z9JkwwpM0d1t+>%zi8l9RR``9yQ!(R7tf4b_10%3WQDjltZ#@ltxl*u=e4tZzn2s_? z{XI@Ye8L5S$}ydlii3A;_d8=7%l)V?1}e<72{ z)ehJnyE5d<@?q1qFrS`2F`wS8FXdbIy4cs4pvyq+2(U z4_!xGG)f&E7*Gmf(s{3r&h34UZ9F9sTIRsz-vaMB$$C zzQon5=x4Yz=%FGOp9s4N1q1{DJtL5xd(4n4ldX%3U~B_(flu1Z-@Na|{j#J(K8Q40?oytAaBN>+UC$l2cpRvn4W zjmOmJ_?xz&I~MtLhAPpb`}4sp zSVYFdZ3jbG^=2s^j<>W6Db&`k)ed`LAv!Bd_r(W=dbpna=JU(Pz|1VkjnJ9*?b|oI zwm3;h9n(pQAR2saEz@s&X*O}KK45L8HycaII_rmuLkiWakq6u;ciA+eSySfDQ6dba zE`lr0Qc*v%tO#`#lQ#&Zy_=sSTHC;O7X{A}mECuKUJ`NAgVE=yyzw#u-Xv3dAsfFA z{!UwXkz1Q@*)VQ{Hc^O&BS(qOk#93pLef(74Gem_yJKT26qjtFTtj`i>RXG$a=wd? zP03_!oHb#BNyD#%|A-ZJzfbMWeo#Xqkt8K0dy3|?Cdi&F#nYhOCwh@9hFsKW-o^vu z?XE1lmzT%2u1F}}7d^6Ozzu64@^DvAFi#0B`U~xKwzr?~%*H$jSQ_1F4D3U`d7``OZ5zNypW}M zx>&+UnyZ^%S{8|1*Lx9oBI~8rnFfWF>vax^hEVIKF}jQ*($Z5A? z`c>T0z>?@Jx69UWVf^9Nl_FcDpXtSXlvsT(FOKqhuSdk{X!ABGWBGMo*)`)lvlAzS8SlXd-M=A-Q5 z+FFZ%F=^?sIgxe8c))uJh}U?$&OGl`{h@P)28-hae70)D7OGXH^^X(0WuGTwJX}<7 zR=Lv0l~wALjgT%otR+0QMoVcirB>{W@}-Bau2iNQ90I|t9n*w)qJG~BI{m9err{yy zr{lMLD&f8Jt(#rFz1+Hf+`@{3DsfA5%EhA9kP9yagkL!+E><;H@x<49&pLG@DEHV! zQm4#Zv3VJWZpFU8D#IVWH;P9hN7UTPQ~GA$cX5L*e(%rCkjZ3yu7!)4kWWf7jL}+e zR7v8k7aT^|+L@8_DPimr2pU=qm4wsJ$LmMtx_)S%%`@!ozFPnON1oCbmiyeqXB`(q zadbF2vrRP2a_@ZV`~@64le68ZS0=k=rlty=DXl(s>gso`mm6u^aTgQ@taDZ2w_JJW zjOX;X-ZhtuEG%puZT}7ArJFtg#oZug!Z$t`t4Pl=Rx*mZ850-aJ(eQJ8*y!yba^WL zDZ4~^($-x7vJmHxzT~I{wEv)uSd#0*3I?nRrI!YqiPEVxKins2+$FqtPYvV6{z>eW z;@sSex4;UM%7vsWQct`2wjmxh)zwmFg=4|5g){I3 zoW#X16Cq|0Kg9(>(wadHp#}*v5Bqa0L1l82L{h|N$xf@0m zZ3e7saqQ6tRT_-fZ8WXiAY9F|{PxNhOLV#wFuKK_JweJA9c5$4`0E`;THf>LQ1j=t z7cxNy>c=W`V5Uglx_i9p@Gq!c_U7urdc(9`qlFqpA2!+rAU zrmFO{wY4Cxi!H^45QiJfjR6xoI2`$>ov=L9xhc`(=Kf5Mqq3?}p53JVw| z5-K1JAo_pRavQ5_z}rf)WwqQ2u6J4YJoC!RmU=*p!Mz{`p{BgNJU2Ht zTPBE8tjAL=E9_=+CnNc!v67=Gz~ryu+<({MwtqgaPZ<~(urxIlre{yifx&qzu5D_a zk@w4>fr_zgi84-uP5o?CRvqc{dwo7uO>gTv`z8eh z0v(S7o;D5rL-F|Ap8RvMziE^IB3S-AT4&*jzsREh)HeU0@&Bh*3IK=!KNb|6VmH2` kivY1(wU%WEyiWjT=E!upi0fFk;0(~#)Ym9`@Fe`d0JeKqQvd(} literal 0 HcmV?d00001 diff --git a/_published/urls.py b/_published/urls.py index af0b6a4..95697ee 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("aircraft-pitch-analysis-matlab-plotly/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='aircraft_pitch'), + name='ipython-notebook-aircraft_pitch'), url("cufflinks/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', @@ -79,10 +84,5 @@ IPythonNotebookPage.as_view( lang='ipython-notebooks', notebook='collaborate'), - name='ipython-notebook-collaborate'), - url("/aircraft-pitch-analysis-matlab-plotly/$", - IPythonNotebookPage.as_view( - lang='ipython-notebooks', - notebook='aircraft_pitch'), - name='ipython-notebook-aircraft_pitch') + name='ipython-notebook-collaborate') ) diff --git a/notebooks/aircraft_pitch/aircraft_pitch.ipynb b/notebooks/aircraft_pitch/aircraft_pitch.ipynb index 5c47f09..916a463 100644 --- a/notebooks/aircraft_pitch/aircraft_pitch.ipynb +++ b/notebooks/aircraft_pitch/aircraft_pitch.ipynb @@ -1 +1,863 @@ -{"nbformat_minor": 0, "cells": [{"source": "

Aircraft Pitch: Frequency Domain Methods for Controller Design

\n\nKey MATLAB commands used in this tutorial are: tf , step , feedback , pole , margin , stepinfo\n\nOriginal content from University of Michigan \n\n

Contents

\n\n- Open-loop response\n\n- Closed-loop response\n\n- Lead compensator", "cell_type": "markdown", "metadata": {}}, {"source": "From the main problem, the open-loop transfer function for the aircraft pitch dynamics is\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(1)$$ P(s) = \\frac{\\Theta(s)}{\\Delta(s)} = \\frac {1.151s+0.1774}{s^3+0.739s^2+0.921s}$$

", "cell_type": "markdown", "metadata": {}}, {"source": "where the input is elevator deflection angle $\\delta$ and the output is the aircraft pitch angle $\\theta$.\n\nFor the original problem setup and the derivation of the above transfer function please refer to the Aircraft Pitch: System Modeling page\n\nFor a step reference of 0.2 radians, the design criteria are the following.\n\n- Overshoot less than 10%\n\n- Rise time less than 2 seconds\n\n- Settling time less than 10 seconds\n\n- Steady-state error less than 2%\n\n

**Open-loop response**

", "cell_type": "markdown", "metadata": {}}, {"source": "Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 22, "cell_type": "code", "source": "%load_ext pymatbridge", "outputs": [{"output_type": "stream", "name": "stdout", "text": "Starting MATLAB on ZMQ socket ipc:///tmp/pymatbridge\nSend 'exit' command to kill the server\n................MATLAB started and connected!\n"}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 24, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nt = [0:0.01:10];\ns = tf('s');\nP_pitch = (1.151*s + 0.1774)/(s^3 + 0.739*s^2 + 0.921*s);\nstep(0.2*P_pitch,t);\naxis([0 10 0 0.8]);\nylabel('pitch angle (rad)');\ntitle('Open-loop Step Response');\ngrid\n\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);\n", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 55, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/0/')", "outputs": [{"execution_count": 55, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above plot indicates that the open-loop system is unstable for a step input, that is, its output grows unbounded when given a step input. This is due to the fact that the transfer function has a pole at the origin.\n\n
", "cell_type": "markdown", "metadata": {}}, {"source": "

**Closed-loop response**

\n\nLet's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system.", "cell_type": "markdown", "metadata": {}}, {"source": "", "cell_type": "markdown", "metadata": {}}, {"source": "The following code entered in the MATLAB command window generates the closed-loop transfer function assuming the unity-feedback architecture above and a unity-gain controller, C(s) = 1.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 25, "cell_type": "code", "source": "%%matlab\nsys_cl = feedback(P_pitch,1)\n", "outputs": [{"output_type": "display_data", "data": {"text/plain": " \nTransfer function:\n 1.151 s + 0.1774\n----------------------------------\ns^3 + 0.739 s^2 + 2.072 s + 0.1774\n \n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examining the poles of this transfer function using the pole command as shown below, it can be seen that this closed-loop system is indeed stable since all of the poles have negative real part.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 33, "cell_type": "code", "source": "%%matlab \npole(sys_cl)", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans =\n\n -0.3255 + 1.3816i\n -0.3255 - 1.3816i\n -0.0881 \n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Stability of this closed-loop system can also be determined using the frequency response of the open-loop system. The margin command generates the Bode plot for the given transfer function with annotations for the gain margin and phase margin of the system when the loop is closed as demonstrated below.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 34, "cell_type": "code", "source": "%%capture \n%%matlab\n\nf = figure; \nmargin(P_pitch)\ngrid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 54, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/1/')", "outputs": [{"execution_count": 54, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the closed-loop system is indeed stable since the phase margin and gain margin are both positive. Specifically, the phase margin equals 46.9 degrees and the gain margin is infinite. It is good that this closed-loop system is stable, but does it meet our requirements? Add the following code to your m-file and re-run and you will generate the step response plot shown below.\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 13, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure; \nsys_cl = feedback(P_pitch,1);\nstep(0.2*sys_cl), grid\nylabel('pitch angle (rad)');\ntitle('Closed-loop Step Response')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 53, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/2/')", "outputs": [{"execution_count": 53, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the settle time requirement of 10 seconds is not close to being met. One way to address this is to make the system response faster, but then the overshoot shown above will likely become a problem. Therefore, the overshoot must be reduced in conjunction with making the system response faster. We can accomplish these goals by adding a compensator to reshape the Bode plot of the open-loop system. The Bode plot of the open-loop system indicates behavior of the closed-loop system. More specifically,\n\n- the gain crossover frequency is directly related to the closed-loop system's speed of response, and\n\n- the phase margin is inversely related to the closed-loop system's overshoot.\n\nthe gain crossover frequency is directly related to the closed-loop system's speed of response, and\nthe phase margin is inversely related to the closed-loop system's overshoot.\nTherefore, we need to add a compensator that will increase the gain crossover frequency and increase the phase margin as indicated in the Bode plot of the open-loop system.\n\n
\n", "cell_type": "markdown", "metadata": {}}, {"source": "

**Lead compensator**

\n\nA type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following.", "cell_type": "markdown", "metadata": {}}, {"source": "

(2) $$ C(s)=K \\frac{Ts + 1}{\\alpha Ts+1} \\ \\ \\ (\\alpha < 1) $$

", "cell_type": "markdown", "metadata": {}}, {"source": "We thus need to find $\\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 42, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nK = 10;\nmargin(K*P_pitch), grid\nsys_cl = feedback(K*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 52, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/3/')", "outputs": [{"execution_count": 52, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 51, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/4/')", "outputs": [{"execution_count": 51, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "From examination of the above Bode plot, we have increased the system's magnitude at all frequencies and have pushed the gain crossover frequency higher. The effect of these changes are evident in the closed-loop step response shown above. Unfortunately, the addition of the K has also reduced the system's phase margin as evidenced by the increased overshoot in the system's step response. As mentioned previously, the lead compensator will help add damping to the system in order to reduce the overshoot in the step response.\n\nContinuing with the design of our compensator, we will next address the parameter $\\alpha$ which is defined as the ratio between the zero and pole. The larger the separation between the zero and the pole the greater the bump in phase where the maximum amount of phase that can be added with a single pole-zero pair is 90 degrees. The following equation captures the maximum phase added by a lead compensator as a function of $\\alpha$.", "cell_type": "markdown", "metadata": {}}, {"source": "

(3)$$ \\sin(\\phi_m)=\\frac{1 - \\alpha}{1 + \\alpha} $$

", "cell_type": "markdown", "metadata": {}}, {"source": "Relationships between the time response and frequency response of a standard underdamped second-order system can be derived. One such relationship that is a good approximation for damping ratios less than approximately 0.6 or 0.7 is the following", "cell_type": "markdown", "metadata": {}}, {"source": "

(4) $$ \\zeta \\approx \\frac{PM (degrees)}{100^{\\circ}} $$

", "cell_type": "markdown", "metadata": {}}, {"source": "While our system does not have the form of a standard second-order system, we can use the above relationship as a starting point in our design. As we are required to have overshoot less than 10%, we need our damping ratio $\\zeta$ to be approximately larger than 0.59 and thus need a phase margin greater than about 59 degrees. Since our current phase margin (with the addition of K) is approximately 10.4 degrees, an additional 50 degrees of phase bump from the lead compensator should be sufficient. Since it is known that the lead compensator will further increase the magnitude of the frequency response, we will need to add more than 50 degrees of phase lead to account for the fact that the gain crossover frequency will increase to a point where the system has more phase lag. We will somewhat arbitrarily add 5 degrees and aim for a total bump in phase of 50+5 = 55 degrees.\n\nWe can then use this number to solve the above relationship for $\\alpha$ as shown below.", "cell_type": "markdown", "metadata": {}}, {"source": "

(5)$$ \\alpha = \\frac{1 - \\sin(55^{\\circ})}{1 + \\sin(55^{\\circ})} \\approx 0.10 $$

", "cell_type": "markdown", "metadata": {}}, {"source": "From the above, we can calculate that $\\alpha$ must be less than approximately 0.10. For this value of $\\alpha$, the following relationship can be used to determine the amount of magnitude increase that will be supplied by the lead compensator at the location of the maximum bump in phase.\n\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(6)$$ 20 \\log \\left( \\frac{1}{\\sqrt{\\alpha}} \\right) \\approx 20 \\log \\left( \\frac{1}{\\sqrt{0.10}} \\right) \\approx 10 dB $$

", "cell_type": "markdown", "metadata": {}}, {"source": "Examining the Bode plot shown above, the magnitude of the uncompensated system equals -10 dB at approximately 6.1 rad/sec. Therefore, the addition of our lead compensator will move the gain crossover frequency from 3.49 rad/sec to approximately 6.1 rad/sec. Using this information, we can then calculate a value of T from the following in order to center the maximum bump in phase at the new gain crossover frequency in order to maximize the system's resulting phase margin.", "cell_type": "markdown", "metadata": {}}, {"source": "

(7) $$ \\omega_m = \\frac{1}{T \\sqrt{\\alpha}} \\Rightarrow T = \\frac{1}{6.1\\sqrt{.10}} \\approx 0.52 $$

", "cell_type": "markdown", "metadata": {}}, {"source": "With the values K = 10, $\\alpha$ = 0.10, and T = 0.52 calculated above, we now have a first attempt at our lead compensator. Adding the following lines to your m-file and running at the command line will generate the plot shown below demonstrating the effect of your lead compensator on the system's frequency response.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 61, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure;\nK = 10;\nalpha = 0.10; \nT = 0.52;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nmargin(C_lead*P_pitch), grid\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 50, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/5/')", "outputs": [{"execution_count": 50, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that the lead compensator increased the system's phase margin and gain crossover frequency as desired. We now need to look at the actual closed-loop step response in order to determine if we are close to meeting our requirements. Replace the step response code in your m-file with the following and re-run in the MATLAB command window.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 64, "cell_type": "code", "source": "%%capture\n%%matlab \n\nf = figure; \nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.10, and T = 0.52')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 71, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/6/')", "outputs": [{"execution_count": 71, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above demonstrates that we are close to meeting our requirements. Using the MATLAB command stepinfo as shown below we can see precisely the characteristics of the closed-loop step response.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 80, "cell_type": "code", "source": "%%matlab \n\nstepinfo(0.2*sys_cl)\n", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans = \n\n RiseTime: 1.7479\n SettlingTime: 35.0902\n SettlingMin: 0.1156\n SettlingMax: 0.1999\n Overshoot: 0\n Undershoot: 0\n Peak: 0.1999\n PeakTime: 75.0320\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "From the above, all of our requirements are met except for the overshoot which is a bit larger than the requirement of 10%. Iterating on the above design process, we arrive at the parameters K = 10, $\\alpha$ = 0.04, and T = 0.55. The performance achieved with this controller can then be verified by modifying the code in your m-file as follows.\n\n", "cell_type": "markdown", "metadata": {}}, {"execution_count": 50, "cell_type": "code", "source": "%%capture \n%%matlab \n\nf = figure; \nK = 10;\nalpha = 0.04;\nT = 0.55;\nC_lead = K*(T*s + 1) / (alpha*T*s + 1);\nsys_cl = feedback(C_lead*P_pitch,1);\nstep(0.2*sys_cl), grid\ntitle('Closed-loop Step Response with K = 10, alpha = 0.04, and T = 0.55')\n\n%%%%%%%%%%%%%%%%%%%\n% PLOTLY % \n%%%%%%%%%%%%%%%%%%%\n\nfig2plotly(f);\n", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 66, "cell_type": "code", "source": "show_plot('https://plot.ly/~UMichiganControl/7/')", "outputs": [{"execution_count": 66, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "
"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Examination of the above step response demonstrates that the requirements are now met. Using the stepinfo command again more clearly demonstrates that the requirements are met.", "cell_type": "markdown", "metadata": {}}, {"execution_count": 72, "cell_type": "code", "source": "%%matlab \n\nstepinfo(0.2*sys_cl)", "outputs": [{"output_type": "display_data", "data": {"text/plain": "\nans = \n\n RiseTime: 1.7479\n SettlingTime: 35.0902\n SettlingMin: 0.1156\n SettlingMax: 0.1999\n Overshoot: 0\n Undershoot: 0\n Peak: 0.1999\n PeakTime: 75.0320\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"source": "Therefore, the following lead compensator is able to satisfy all of our design requirements.\n\n", "cell_type": "markdown", "metadata": {}}, {"source": "

(8) $$C(s)=10\\frac{0.55s + 1 }{ 0.022s+1}$$

", "cell_type": "markdown", "metadata": {}}, {"execution_count": 5, "cell_type": "code", "source": "# CSS styling within IPython notebook\nfrom IPython.core.display import HTML\ndef css_styling():\n styles = open(\"./css/style_notebook_umich.css\", \"r\").read()\n return HTML(styles)\n\ncss_styling()", "outputs": [{"execution_count": 5, "output_type": "execute_result", "data": {"text/plain": "", "text/html": "\n\n\n"}, "metadata": {}}], "metadata": {"collapsed": false, "trusted": false}}, {"execution_count": 6, "cell_type": "code", "source": "from IPython.display import HTML\n\ndef show_plot(url, width=700, height=500):\n s = '
' %\\\n (height, \"/\".join(map(str,[url, width, height])), width)\n return HTML(s)", "outputs": [], "metadata": {"collapsed": false, "trusted": false}}], "nbformat": 4, "metadata": {"kernelspec": {"display_name": "Python 2", "name": "python2", "language": "python"}, "language_info": {"mimetype": "text/x-python", "nbconvert_exporter": "python", "version": "2.7.9", "name": "python", "file_extension": ".py", "pygments_lexer": "ipython2", "codemirror_mode": {"version": 2, "name": "ipython"}}}} \ No newline at end of file +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Aircraft Pitch: Frequency Domain Methods for Controller Design

\n", + "\n", + "Key MATLAB commands used in this tutorial are: tf , step , feedback , pole , margin , stepinfo\n", + "\n", + "Original content from University of Michigan \n", + "\n", + "
\n", + "

Contents

\n", + "\n", + "- Open-loop response\n", + "\n", + "- Closed-loop response\n", + "\n", + "- Lead compensator" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the main problem, the open-loop transfer function for the aircraft pitch dynamics is\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(1)$$ P(s) = \\frac{\\Theta(s)}{\\Delta(s)} = \\frac {1.151s+0.1774}{s^3+0.739s^2+0.921s}$$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "where the input is elevator deflection angle $\\delta$ and the output is the aircraft pitch angle $\\theta$.\n", + "\n", + "For the original problem setup and the derivation of the above transfer function please refer to the Aircraft Pitch: System Modeling page\n", + "\n", + "For a step reference of 0.2 radians, the design criteria are the following.\n", + "\n", + "- Overshoot less than 10%\n", + "\n", + "- Rise time less than 2 seconds\n", + "\n", + "- Settling time less than 10 seconds\n", + "\n", + "- Steady-state error less than 2%\n", + "\n", + "
\n", + "

Open-loop response

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Starting MATLAB on ZMQ socket ipc:///tmp/pymatbridge\n", + "Send 'exit' command to kill the server\n", + "................MATLAB started and connected!\n" + ] + } + ], + "source": [ + "%load_ext pymatbridge" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture\n", + "%%matlab \n", + "\n", + "f = figure;\n", + "t = [0:0.01:10];\n", + "s = tf('s');\n", + "P_pitch = (1.151*s + 0.1774)/(s^3 + 0.739*s^2 + 0.921*s);\n", + "step(0.2*P_pitch,t);\n", + "axis([0 10 0 0.8]);\n", + "ylabel('pitch angle (rad)');\n", + "title('Open-loop Step Response');\n", + "grid\n", + "\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/0/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above plot indicates that the open-loop system is unstable for a step input, that is, its output grows unbounded when given a step input. This is due to the fact that the transfer function has a pole at the origin.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Closed-loop response

\n", + "\n", + "Let's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following code entered in the MATLAB command window generates the closed-loop transfer function assuming the unity-feedback architecture above and a unity-gain controller, C(s) = 1." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + " \n", + "Transfer function:\n", + " 1.151 s + 0.1774\n", + "----------------------------------\n", + "s^3 + 0.739 s^2 + 2.072 s + 0.1774\n", + " \n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%matlab\n", + "sys_cl = feedback(P_pitch,1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examining the poles of this transfer function using the pole command as shown below, it can be seen that this closed-loop system is indeed stable since all of the poles have negative real part.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "ans =\n", + "\n", + " -0.3255 + 1.3816i\n", + " -0.3255 - 1.3816i\n", + " -0.0881 \n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%matlab \n", + "pole(sys_cl)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stability of this closed-loop system can also be determined using the frequency response of the open-loop system. The margin command generates the Bode plot for the given transfer function with annotations for the gain margin and phase margin of the system when the loop is closed as demonstrated below." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture \n", + "%%matlab\n", + "\n", + "f = figure; \n", + "margin(P_pitch)\n", + "grid\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/1/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above demonstrates that the closed-loop system is indeed stable since the phase margin and gain margin are both positive. Specifically, the phase margin equals 46.9 degrees and the gain margin is infinite. It is good that this closed-loop system is stable, but does it meet our requirements? Add the following code to your m-file and re-run and you will generate the step response plot shown below.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture\n", + "%%matlab \n", + "\n", + "f = figure; \n", + "sys_cl = feedback(P_pitch,1);\n", + "step(0.2*sys_cl), grid\n", + "ylabel('pitch angle (rad)');\n", + "title('Closed-loop Step Response')\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/2/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above demonstrates that the settle time requirement of 10 seconds is not close to being met. One way to address this is to make the system response faster, but then the overshoot shown above will likely become a problem. Therefore, the overshoot must be reduced in conjunction with making the system response faster. We can accomplish these goals by adding a compensator to reshape the Bode plot of the open-loop system. The Bode plot of the open-loop system indicates behavior of the closed-loop system. More specifically,\n", + "\n", + "- the gain crossover frequency is directly related to the closed-loop system's speed of response, and\n", + "\n", + "- the phase margin is inversely related to the closed-loop system's overshoot.\n", + "\n", + "the gain crossover frequency is directly related to the closed-loop system's speed of response, and\n", + "the phase margin is inversely related to the closed-loop system's overshoot.\n", + "Therefore, we need to add a compensator that will increase the gain crossover frequency and increase the phase margin as indicated in the Bode plot of the open-loop system.\n", + "\n", + "
\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

Lead compensator

\n", + "\n", + "A type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(2) $$ C(s)=K \\frac{Ts + 1}{\\alpha Ts+1} \\ \\ \\ (\\alpha \\lt 1) $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We thus need to find $\\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture\n", + "%%matlab \n", + "\n", + "f = figure;\n", + "K = 10;\n", + "margin(K*P_pitch), grid\n", + "sys_cl = feedback(K*P_pitch,1);\n", + "step(0.2*sys_cl), grid\n", + "title('Closed-loop Step Response with K = 10')\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/3/')" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/4/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From examination of the above Bode plot, we have increased the system's magnitude at all frequencies and have pushed the gain crossover frequency higher. The effect of these changes are evident in the closed-loop step response shown above. Unfortunately, the addition of the K has also reduced the system's phase margin as evidenced by the increased overshoot in the system's step response. As mentioned previously, the lead compensator will help add damping to the system in order to reduce the overshoot in the step response.\n", + "\n", + "Continuing with the design of our compensator, we will next address the parameter $\\alpha$ which is defined as the ratio between the zero and pole. The larger the separation between the zero and the pole the greater the bump in phase where the maximum amount of phase that can be added with a single pole-zero pair is 90 degrees. The following equation captures the maximum phase added by a lead compensator as a function of $\\alpha$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(3)$$ \\sin(\\phi_m)=\\frac{1 - \\alpha}{1 + \\alpha} $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Relationships between the time response and frequency response of a standard underdamped second-order system can be derived. One such relationship that is a good approximation for damping ratios less than approximately 0.6 or 0.7 is the following" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(4) $$ \\zeta \\approx \\frac{PM (degrees)}{100^{\\circ}} $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "While our system does not have the form of a standard second-order system, we can use the above relationship as a starting point in our design. As we are required to have overshoot less than 10%, we need our damping ratio $\\zeta$ to be approximately larger than 0.59 and thus need a phase margin greater than about 59 degrees. Since our current phase margin (with the addition of K) is approximately 10.4 degrees, an additional 50 degrees of phase bump from the lead compensator should be sufficient. Since it is known that the lead compensator will further increase the magnitude of the frequency response, we will need to add more than 50 degrees of phase lead to account for the fact that the gain crossover frequency will increase to a point where the system has more phase lag. We will somewhat arbitrarily add 5 degrees and aim for a total bump in phase of 50+5 = 55 degrees.\n", + "\n", + "We can then use this number to solve the above relationship for $\\alpha$ as shown below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(5)$$ \\alpha = \\frac{1 - \\sin(55^{\\circ})}{1 + \\sin(55^{\\circ})} \\approx 0.10 $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above, we can calculate that $\\alpha$ must be less than approximately 0.10. For this value of $\\alpha$, the following relationship can be used to determine the amount of magnitude increase that will be supplied by the lead compensator at the location of the maximum bump in phase.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(6)$$ 20 \\log \\left( \\frac{1}{\\sqrt{\\alpha}} \\right) \\approx 20 \\log \\left( \\frac{1}{\\sqrt{0.10}} \\right) \\approx 10 dB $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examining the Bode plot shown above, the magnitude of the uncompensated system equals -10 dB at approximately 6.1 rad/sec. Therefore, the addition of our lead compensator will move the gain crossover frequency from 3.49 rad/sec to approximately 6.1 rad/sec. Using this information, we can then calculate a value of T from the following in order to center the maximum bump in phase at the new gain crossover frequency in order to maximize the system's resulting phase margin." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(7) $$ \\omega_m = \\frac{1}{T \\sqrt{\\alpha}} \\Rightarrow T = \\frac{1}{6.1\\sqrt{.10}} \\approx 0.52 $$

" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the values K = 10, $\\alpha$ = 0.10, and T = 0.52 calculated above, we now have a first attempt at our lead compensator. Adding the following lines to your m-file and running at the command line will generate the plot shown below demonstrating the effect of your lead compensator on the system's frequency response.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture\n", + "%%matlab \n", + "\n", + "f = figure;\n", + "K = 10;\n", + "alpha = 0.10; \n", + "T = 0.52;\n", + "C_lead = K*(T*s + 1) / (alpha*T*s + 1);\n", + "margin(C_lead*P_pitch), grid\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/5/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above demonstrates that the lead compensator increased the system's phase margin and gain crossover frequency as desired. We now need to look at the actual closed-loop step response in order to determine if we are close to meeting our requirements. Replace the step response code in your m-file with the following and re-run in the MATLAB command window." + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture\n", + "%%matlab \n", + "\n", + "f = figure; \n", + "sys_cl = feedback(C_lead*P_pitch,1);\n", + "step(0.2*sys_cl), grid\n", + "title('Closed-loop Step Response with K = 10, alpha = 0.10, and T = 0.52')\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/6/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above demonstrates that we are close to meeting our requirements. Using the MATLAB command stepinfo as shown below we can see precisely the characteristics of the closed-loop step response.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "ans = \n", + "\n", + " RiseTime: 1.7479\n", + " SettlingTime: 35.0902\n", + " SettlingMin: 0.1156\n", + " SettlingMax: 0.1999\n", + " Overshoot: 0\n", + " Undershoot: 0\n", + " Peak: 0.1999\n", + " PeakTime: 75.0320\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%matlab \n", + "\n", + "stepinfo(0.2*sys_cl)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the above, all of our requirements are met except for the overshoot which is a bit larger than the requirement of 10%. Iterating on the above design process, we arrive at the parameters K = 10, $\\alpha$ = 0.04, and T = 0.55. The performance achieved with this controller can then be verified by modifying the code in your m-file as follows.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "%%capture \n", + "%%matlab \n", + "\n", + "f = figure; \n", + "K = 10;\n", + "alpha = 0.04;\n", + "T = 0.55;\n", + "C_lead = K*(T*s + 1) / (alpha*T*s + 1);\n", + "sys_cl = feedback(C_lead*P_pitch,1);\n", + "step(0.2*sys_cl), grid\n", + "title('Closed-loop Step Response with K = 10, alpha = 0.04, and T = 0.55')\n", + "\n", + "%%%%%%%%%%%%%%%%%%%\n", + "% PLOTLY % \n", + "%%%%%%%%%%%%%%%%%%%\n", + "\n", + "fig2plotly(f);\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "show_plot('https://plot.ly/~UMichiganControl/7/')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examination of the above step response demonstrates that the requirements are now met. Using the stepinfo command again more clearly demonstrates that the requirements are met." + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "ans = \n", + "\n", + " RiseTime: 1.7479\n", + " SettlingTime: 35.0902\n", + " SettlingMin: 0.1156\n", + " SettlingMax: 0.1999\n", + " Overshoot: 0\n", + " Undershoot: 0\n", + " Peak: 0.1999\n", + " PeakTime: 75.0320\n", + "\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%%matlab \n", + "\n", + "stepinfo(0.2*sys_cl)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Therefore, the following lead compensator is able to satisfy all of our design requirements.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "

(8) $$C(s)=10\\frac{0.55s + 1 }{ 0.022s+1}$$

" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from IPython.display import HTML\n", + "\n", + "def show_plot(url, width=700, height=500):\n", + " s = '
' %\\\n", + " (height, \"/\".join(map(str,[url, width, height])), width)\n", + " return HTML(s)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# CSS styling within IPython notebook\n", + "from IPython.core.display import HTML\n", + "def css_styling():\n", + " styles = open(\"./css/style_notebook_umich.css\", \"r\").read()\n", + " return HTML(styles)\n", + "\n", + "css_styling()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/aircraft_pitch/aircraft_pitch.py b/notebooks/aircraft_pitch/aircraft_pitch.py index fba8171..b24fa14 100644 --- a/notebooks/aircraft_pitch/aircraft_pitch.py +++ b/notebooks/aircraft_pitch/aircraft_pitch.py @@ -7,6 +7,7 @@ # # Original content from University of Michigan # +#
#

Contents

# # - Open-loop response @@ -34,7 +35,8 @@ # # - Steady-state error less than 2% # -#

**Open-loop response**

+#
+#

Open-loop response

# Let's first begin by examining the behavior of the open-loop plant. Specifically, create a new m-file, and enter the following commands. Note the scaling of the step response by 0.2 to account for the fact that the input is a step of 0.2 radians (11 degrees). Running this m-file in the MATLAB command window should give you the step response plot shown below. @@ -57,7 +59,7 @@ # #
-#

**Closed-loop response**

+#

Closed-loop response

# # Let's now close the loop on our plant and see if that stabilizes the system. Consider the following unity feedback architecture for our system. @@ -117,11 +119,11 @@ #
# -#

**Lead compensator**

+#

Lead compensator

# # A type of compensator that can accomplish both of our goals is a lead compensator. Referring to the Lead and Lag Compensators page, a lead compensator adds positive phase to the system. Additional positive phase increases the phase margin, thus, increasing the damping. The lead compensator also generally increases the magnitude of the open-loop frequency response at higher frequencies, thereby, increasing the gain crossover frequency and overall speed of the system. Therefore, the settling time should decrease as a result of the addition of a lead compensator. The general form of the transfer function of a lead compensator is the following. -#

(2) $$ C(s)=K \frac{Ts + 1}{\alpha Ts+1} \ \ \ (\alpha < 1) $$

+#

(2) $$ C(s)=K \frac{Ts + 1}{\alpha Ts+1} \ \ \ (\alpha \lt 1) $$

# We thus need to find $\alpha$, T and K. Typically, the gain K is set to satisfy requirements on steady-state error. Since our system is already type 1 (the plant has an integrator) the steady-state error for a step input will be zero for any value of K. Even though the steady-state error is zero, the slow tail on the response can be attributed to the fact the velocity-error constant is too small. This deficiency can be addressed by employing a value of K that is greater than 1, in other words, a value of K that will shift the magnitude plot upward. Through some trial and error, we will somewhat arbitrarily choose K = 10. Running the following code in the MATLAB window will demonstrate the effect of adding this K. # @@ -230,13 +232,11 @@ #

(8) $$C(s)=10\frac{0.55s + 1 }{ 0.022s+1}$$

-# In[5]: +# In[6]: -# CSS styling within IPython notebook -from IPython.core.display import HTML -def css_styling(): - styles = open("./css/style_notebook_umich.css", "r").read() - return HTML(styles) +from IPython.display import HTML -css_styling() +def show_plot(url, width=700, height=500): + s = '
' % (height, "/".join(map(str,[url, width, height])), width) + return HTML(s) diff --git a/notebooks/aircraft_pitch/config.json b/notebooks/aircraft_pitch/config.json index f1b1acd..3f4c023 100644 --- a/notebooks/aircraft_pitch/config.json +++ b/notebooks/aircraft_pitch/config.json @@ -3,7 +3,7 @@ "title_short": "Aircraft Pitch in MATLAB and Plotly", "meta_description":"MATLAB and Plotly analysis of aircraft pitch. Frequency domain methods for controller design.", "cells": [0, -1], - "relative_url": "/aircraft-pitch-analysis-matlab-plotly", + "relative_url": "aircraft-pitch-analysis-matlab-plotly", "thumbnail_image": "", "non_pip_deps": [ { diff --git a/notebooks/references.json b/notebooks/references.json index 30e227b..8bdc017 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "aircraft_pitch", "cufflinks", "survival_analysis", "redshift", @@ -14,7 +15,6 @@ "networkx", "make_subplots", "basemap", - "collaborate", - "aircraft_pitch" + "collaborate" ] } From 0d3fb049f5cb9f8a1e3e91fc53f81e8f20e0084a Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Mon, 25 May 2015 18:04:15 -0400 Subject: [PATCH 104/163] Proofread first section of survival analysis nb --- .../survival_analysis/survival_analysis.ipynb | 2237 +---------------- 1 file changed, 36 insertions(+), 2201 deletions(-) diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index 3e3b783..9a2a1f3 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -6,7 +6,7 @@ "collapsed": true }, "source": [ - "# Survival Analysis with Plotly: R vs. Python" + "# Survival Analysis with Plotly: R vs Python" ] }, { @@ -14,23 +14,23 @@ "metadata": {}, "source": [ "

Table of Contents

\n", - "" + "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "In this notebook we introduce Survival Analysis using both R and Python. We will compare programming languages and leverage [Plotly's](https://plot.ly) Python and R APIs to convert graphics to interactive [Plotly](https://plot.ly) objects.\n", + "In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage [Plotly](https://plot.ly)'s Python and R APIs to convert static graphics into interactive `plotly` objects.\n", "\n", - "Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/ ).\n", + "Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/).\n", "\n", - "For a more in depth theoretical background in survival analysis, please refer to these sources:\n", + "For a more in-depth theoretical background in survival analysis, please refer to these sources:\n", "\n", - "- [Intro to Survival Analysis by John Fox](http://socserv.mcmaster.ca/jfox/Courses/soc761/survival-analysis.pdf)\n", - "- [Wikipedia](http://en.wikipedia.org/wiki/Survival_analysis)\n", - "- [Introduction to Survival Analysis, Stanford University](https://www.google.ca/url?sa=t&rct=j&q=&esrc=s&source=web&cd=8&ved=0CEoQFjAH&url=http%3A%2F%2Fwww.pitt.edu%2F~super4%2F33011-34001%2F33051-33061.ppt&ei=WQJJVbuJCZCXygSSnYGIDA&usg=AFQjCNE2Owl8oZHVM5qBbh14kkqn8QGAFw&sig2=FFwH6odwuNixpxDrLoLetw&bvm=bv.92291466,d.aWw)\n", - "- [Survival Models, Princeton University](http://data.princeton.edu/wws509/notes/c7.pdf)\n", + "- [Lecture Notes by John Fox](http://socserv.mcmaster.ca/jfox/Courses/soc761/survival-analysis.pdf)\n", + "- [Wikipedia article](http://en.wikipedia.org/wiki/Survival_analysis)\n", + "- [Presentation by Kristin Sainani](www.pitt.edu/~super4/33011-34001/33051-33061.ppt)\n", + "- [Lecture Notes by Germán Rodríguez](http://data.princeton.edu/wws509/notes/c7.pdf)\n", "\n", "Need help converting Plotly graphs from R or Python?\n", "- [R](https://plot.ly/r/user-guide/)\n", @@ -38,11 +38,11 @@ "\n", "For this code to run on your machine, you will need several R and Python packages installed.\n", "\n", - "- Running `sudo pip install ` from your terminal will install python libraries.\n", + "- Running `sudo pip install ` from your terminal will install a Python package.\n", "\n", - "- Running `install.packages(\"\")` in your R console will install R packages.\n", + "- Running `install.packages(\"\")` in your R console will install an R package.\n", "\n", - "You will also need to register an account with [Plotly](https://plot.ly/feed/) to receive your API key. " + "You will also need to create an account with [Plotly](https://plot.ly/feed/) to receive your API key. " ] }, { @@ -61,13 +61,13 @@ "!pip install plotly\n", "!pip install pandas\n", "\n", - "# Install R libraries\n", + "# Load extension that let us use magic function `%R`\n", "%load_ext rpy2.ipython\n", "\n", + "# Install R packages\n", "%R install.packages(\"devtools\")\n", - "%R install_github(\"ropensci/plotly\")\n", - "%R install.packages(\"IOsurv\")\n", - "%R install.packages(\"ggplot2\")" + "%R devtools::install_github(\"ropensci/plotly\")\n", + "%R install.packages(\"IOsurv\")" ] }, { @@ -81,14 +81,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[Survival analysis](http://en.wikipedia.org/wiki/Survival_analysis) is a set of statistical methods for analyzing the occurrence of event data over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example:\n", + "[Survival analysis](http://en.wikipedia.org/wiki/Survival_analysis) is a set of statistical methods for analyzing the occurrence of events over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example:\n", "\n", "- Time to death in biological systems.\n", "- Failure time in mechanical systems.\n", "- How long can we expect a user to be on a website / service?\n", "- Time to recovery for lung cancer treatment.\n", "\n", - "The statistical term survival analysis is analogous to `reliability theory` in engineering, `duration analysis` in economics, and `event history analysis` in sociology." + "The statistical term 'survival analysis' is analogous to 'reliability theory' in engineering, 'duration analysis' in economics, and 'event history analysis' in sociology." ] }, { @@ -97,28 +97,25 @@ "source": [ "The two key functions in survival analysis are the *survival function* and the *hazard function*.\n", "\n", - "The **survival function** is conventionally denoted as $S$, the probability that time of death is later than some specified time $t$, defined as:\n", + "The **survival function**, conventionally denoted by $S$, is the probability that the event (say, death) has not occurred yet:\n", "\n", - "$$ S(t) = Pr(T>t)$$\n", + "$$S(t) = Pr(T > t),$$\n", "\n", - "where $t$ is some duration, $T$ is a random variable denoting the time of death, and $Pr$ is the probability of the event. Generally, $0\\leq S(t)\\leq1$ and $S(0) = 1$. \n", + "where $T$ denotes the time of death and $Pr$ the probability. Since $S$ is a probability, $0\\leq S(t)\\leq1$. Survival times are non-negative ($T \\geq 0$) and, generally, $S(0) = 1$.\n", "\n", - "
\n", - "
\n", "\n", - "The **hazard function** gives us the probability of \"death\" in the next instance of time, given we are still \"alive\".\n", + "The **hazard function** $h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \\geq t$):\n", "\n", - "$$\\lambda(t) = \\lim_{dt \\to 0} \\frac{Pr(t \\leq T < t + dt}{dt \\cdot S(t)}$$\n", + "$$h(t) = \\lim_{\\Delta t \\to 0} Pr(t \\leq T \\leq t + \\Delta t | T \\geq t)\n", + "= \\lim_{\\Delta t \\to 0} \\frac{Pr(t \\leq T < t + \\Delta t)}{S(t)} = \\frac{p(t)}{S(t)},$$\n", "\n", - "The hazard rate describes the relative likelihood of the event occurring at time $t$, and *ignores* the accumulation of hazard up to time $t$, unlike $S(t)$.\n", + "where $p$ denotes the probability density function.\n", "\n", - "
\n", + "In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the [Kaplan–Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator):\n", "\n", - "However, we do not actually observe the true survival function of a population; we must use the observed data to estimate it. A popular method to estimate the survival function $S(t)$ is the [Kaplan-Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator).\n", + "$$\\hat{S}(t)= \\prod_{ti < t} \\frac{n_i − d_i}{n_i}\\,,$$\n", "\n", - "$$S(t)= \\prod_{ti < t} \\frac{n_i−d_i}{n_i}$$\n", - "\n", - "where $d_i$ are the number of death events at time $t$ and $n_i$ is the number of subjects at risk of death at time t." + "where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$." ] }, { @@ -186,7 +183,6 @@ "%R library(OIsurv)\n", "%R library(devtools)\n", "%R library(plotly)\n", - "%R library(ggplot2)\n", "%R library(IRdisplay)\n", "\n", "# Authenticate to plotly's api using your account\n", @@ -213,7 +209,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Loading data into python and R\n", + "## Loading data into Python and R\n", "\n", "We will be using the `tongue` dataset from the `KMsurv` package in R, then convert the data into a pandas dataframe under the same name.\n", "\n", @@ -567,411 +563,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", - "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", - "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", - "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", - "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", - "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", - "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", - "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", - "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", - "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", - "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", - "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", - "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", - "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", - "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", - "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", - "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", - "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", - "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae2dCdxN1ff/12Oe53lICIUIZaqI\n", - "BkUpiiRlKIkQSoN8802DKEkUopBokKJQhkwVKSVlzjyPmTIP578/+/vb53/ne5/nucO5937W63WH\n", - "s88+e3ifYZ2999prp1hKhEICJEACJEACJBBVAhmimhszIwESIAESIAES0ASogHkhkAAJkAAJkEAM\n", - "CFABxwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAA\n", - "FXAMoDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFAB\n", - "xwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAM\n", - "oDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFABxwA6\n", - "syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAMoDNL\n", - "EiABEiABEsj4XyXEkHoC3333naxdu1ZKliwpWbJksRP44YcfZNWqVfL3339L+fLlJUOG9L/jrFy5\n", - "Un799VfJlSuX5MmTx84rnH/27dsnCxYskA0bNsju3bulbNmydvLr16+XpUuX6n0nT56U4sWL2/v8\n", - "/dm/f79O7/jx45qRv3ixCr906ZKkpKTo7KPB19TTNV8TFonfmTNnCs5bpUqV3JJ3zd9fHLcDfGz8\n", - "9ddf+nrMli2b5M2b1y3G4cOHZdu2bXLw4EH78++//0r+/Pl1PIR//vnnUrBgQbdjz507J4MHD9bX\n", - "d7FixdzSjNUG7uXp06fL9u3b5fLLL5e5c+f6ZGrKd/bsWZk9e7bs2LFD3/sm3Em/P//8s/z++++a\n", - "f44cOZxUNF2WrVu3CrhfuHBBihQp4rjyhb1AFiVNBNQDxFInw1q3bp19/AcffKDD1IPdwv9wyUMP\n", - "PaTT/fTTT8OVpFc6X331lc4DdVIvFJZStHac5s2b2/sefPBBOzzQn2+++UYf07Jly0DRor7v6NGj\n", - "Vu/eva2RI0faeUeDr3ops2666SZr165ddr6R/KOUo+Z/8eJFnY2v/HGecb5DlTNnzlh33323fS3g\n", - "2GeeecZSSt1OomfPnm77EadOnTp2GZDnjTfeaGXKlMn6+uuv7ePeffddS71cWv/8848dFss/Y8eO\n", - "davHoUOHLE+mnuVTL7H6mMsuu8xzl2O2b7/9dl3G77//3jFlci3IO++8o8v31FNPuQYn7P9M6gah\n", - "hIEA3pQfe+wxnZJ6uEunTp3CkGpskkBrZMmSJaJuVlEPcFm8eHGqC1KhQgXp16+fVK1aNdXHRvKA\n", - "V199VYYNG6Y/Jh/1giGlS5eWypUrm6Cw/yrFpVuGYU/YT4LPPvusnD9/3m7lhyP/N954Q2bMmCEN\n", - "GzaUe++9V15//XUZMmSI3HDDDXLXXXfpkvzxxx/6F/mZ3p+KFSvqMByL3iJcT2iZf/nll/o4tBwH\n", - "DRokTz75pN1S9lOtqAWjtQvBtdK2bVvdYvRkGrXCMKOEJUAFHIZTiwfKAw88oJXV0KFDpVu3bm6p\n", - "ovsYCm3Lli1yxRVXyJ133ilQUBA8hNBd3bFjR9199dtvv0n16tX1dsaMGd3Scd0IlKZqferu8Q4d\n", - "OsiiRYvkxx9/1Arm8ccfD9qFjQcjuqHnz5+vFfCKFSvk2LFj+oGJcFc5ffq0qJa+zgtd1qp1LCVK\n", - "lNBRVAtH55U9e3b7kEDx0a2J7rtGjRoJGKAbr3PnzlKuXDn7ePNn48aN8sknn4hqlUitWrVEtWDF\n", - "sMILg+op0F2kmTNnlrp16+o0CxQooMOWL1+uk1EtAEHYww8/LCgjuvZRZsikSZNkz5490rVrV5k4\n", - "caI+PzfffLNAqYAnFAnq2b59e7ub7NSpU3ofus+g+K666ir94EbaSA8MIaqlJ/fcc4/Url1bb8+a\n", - "NUuzRnfgHXfcoZWZ3uHxNWbMGFGtd1Gtd63EMMyBYRC84DRr1kzH/vDDD3W3L8qdO3du3Y2HHYHy\n", - "x36kq1p8mnnjxo2lRYsWCPaSb7/9Voe99tprUr9+fZ1+nz59dJ2ggFUzRaCA0XWIF1JPQVduvnz5\n", - "9EsBuqTRVQ1B3idOnNB10wFBvtCNjfOC7sprr71WbrvtNrdhDqQ1Z84c+emnn3Q3d9OmTW3eSDrY\n", - "/YFrGsMSEHTj4/5u1aqVG1O9U31NmzZNn3e8wOH68JRA1zzue9z/9erV08NLSAvXLxR+tWrV7KSC\n", - "1TfQ/WAn4vEH1+ioUaNk9erVUqNGDa/nTSCGOM948cL9olqqOuUDBw7I+PHj9X2B+xGCFzYMUdx3\n", - "330yYcIEfb5U74e0bt1a78cXhidwbeNcYp+nBLqfPePG5XbCtu0jXDHTBT1lyhTddaZOvuWr20Q9\n", - "iHSXilIQlhrD1f/VRWlt2rRJl1DdtDrsuuuus1SLQf9HWuqBZtfAs4s0WJrqBtbpXH/99VbWrFkt\n", - "pYj0tukKtBN2+WO6oNu1a2flzJnTUi8Beu8rr7yij1XKW/+aLmg1tmupFqMOU0pG/4IJujohnl3Q\n", - "weKb7nvVWtJpgYFJSyf4f1/oOlPKyi3fBg0aWGrMSMf4z3/+o/epcUQLXYFIB2zVA8dSL0d22iYc\n", - "B3nyVUpbx1MPQUspMgtDCoivFJOF82i6IpXyt7tfwQVxcI4RB//Vy4QuE7hj23zUw0uHK+Wlw9Ad\n", - "iw/yeeutt/Q+zy/1oqDjmq5DpWT19tVXX62jKgWvz7Pp/jRlVA8w3QVs8savyd90QauXQfsaxn50\n", - "B/sSXBPYv2bNGr1bjSHrbfWSpLc3b96stwsXLmypVrK+hgYMGGCpHhW9X4396v241sBVtaAtpaAs\n", - "9TJjvfjii76y9ApD3kgf5QAz/IK5UuY67pEjR6yaNWvqcOzDB/eVemmw0wp2f1SpUsXteHTbQlyZ\n", - "Yhv3u8kD+1APbJtzEOyaN/eceonQ96l5PuCeVUoVWWjWgeob7H7Qibh8mS5olBXn31zb6uXPjhWM\n", - "Ia4p1BN1NqLGlXWY6zMGzx2UHdcXzrdh9eabb+rD1EurdeWVV+pwlAXnyTA0z9JA97PJO55/Qx8A\n", - "iudaRqDsRgGbmxIXFy4+XJyugofMrbfeaqm3f70PD3HEVa0VHc0oYDzc1BuxpVp/FpQH4qgWjo7j\n", - "qSCCpen6gFFvsjpvoySVcZRr8ez/5mGgWuKWalHoG1O91WolAoUyefJkXSajgPv376+3UTY8RFWL\n", - "VG+r1r1O01MBB4tvFDAeqqqFqRW4XTiXP6qFrvOZOnWqzlf1POht1SLSfFXLylItMAsPEQiUDR7u\n", - "GHsFC/MiAcWA+kE8+RoFrIYRtGLHAwPnAw9G1TKyVIvEfqAgXYxbqtawpVrsOj628RKDY5An8ilV\n", - "qpTeVj0XOky1FDVj1XKyVGvf2rlzpz7vOA7pe4o5P08//bTeZV5U8ABF/C+++EKn36tXL73fXJe4\n", - "Hn3lj0hGAeN6wjiuasHoNMyLg07I5UsNsej9eHHAWHqbNm30tnkQqxac3ka9r7nmGstcczgOolo7\n", - "1nPPPWepXiALLxAYMx0+fLiFF1Jzvlyy8/nXKBCMPeMBPmLECH1e+vbtq+ObFyHV6tLXPV5WMbaM\n", - "hzvuLUiw+0MZkll4qUM9cC2irhBXplD4uC+QruoVsaBsVctOH2MUcLBr3pxTvFDiusK5Uj0QOg1j\n", - "oxCsvoHuB11ojy+TnurB0PxVC1jfL6ired4EY5gaBYx08fKD6wsvdtgGWwheNrGNF1ll+KntaZRR\n", - "qw6DAkY+ge5nj6rF5Wb6TXQVwWQWZZgi6qEosNxE96Z6oLjhwLiRUl66C/qJJ54QWCFCYE3sKkoJ\n", - "6O5p9fYu6DKDmO5S13j4H2qa999/v+7aUg8EKVOmjE5GPehEtVSkSZMm9sfTEB7dwOpqFljJwvpZ\n", - "PUx116FrOdClDlFvuPLZZ58JutqUgpKFCxe6RrP/hxofXb0Yk0U3vacoRaK7x9WDUHddIV9jKYl8\n", - "1cNQW6siHsLRpYXxbIzHw1pdtTB0NyLSRVcoyh5I0O2oHrK2JbFqGWkWhQoVsq1cYe2N7lR0sSkD\n", - "JFFGJPLoo4/qbmikja5p5KNeLHRWsCBHOdBVDcawroX1ObrE0d2O6+KXX37xKhbOF7qp0Q2slL6g\n", - "2xHlQRpKAQi6siHK6M3rWF/5u0ZCN7xS5HY3La4RX4LrBNeRenDq7nt080Jw3iHoSoWFM8qDLlwM\n", - "K0DQxYw01cuFHutF1+t7772nu/2V8tdjv+phKxgywbCA6oURWOX7EgynQNDNju59DPegGxNdomBh\n", - "xm7VC5bguke3MLroYf2NIQ5X8Xd/oAzq5URHxbn1tPTGDnS1o8wYSsCYOLr8UX5XCfWaxzAK7jFc\n", - "vxhPh5hzEKi+we4H17J4/gfjokWL6msI9xwEQz+pZeiZrq9t3H+4vpTi1bsx5AFBfhD1QqS7rlVr\n", - "WA8n6ED1Fex+NvHi+fd/T4V4rkGMy67evPXNj7E43IDqrVff9GbsEg+YF154QT908RDFRbZ3717b\n", - "QMUU3ygSbOPBAVFv1frX8yvUNF0VjHmg4AbD+I55UCFtPMjwADCirHX1XxgswUAGCtlT8NCDYKzP\n", - "jA2aOnu+XCBeqPEDTXEyaeBhigeuEYy3YrwXgvFZPHxV60KPfeMB9vLLL+sHJtinRgw/KHyI6zmC\n", - "MoSAJ8qFlwa8BGDqmWpl6Ic2xu7w4PElpi7Kil5PvzFxUBe81HkKzhGuH9QLY72QgQMHCpQIFDjO\n", - "AR6oatjB89Cg22baj3lJwBQQX4JzA8WjWtv6RQFjh1A+qnWvo2M/XlqMgAVsAzC+p1r4XgZWo0eP\n", - "1i8oGNeG4sbYPc4XXpyglBDuKrgWcW2BKRQjBA9pfCB42cLDHS9NrtPoYHcBwRQpVzHnF2Gu94dr\n", - "HH//zb1p2CGeeck1x5hzHOwe8VUOXOPB6mvSD3Q/mLJ4/rrmacqN9FLDEC8gRnCcP8ELK8QwRnkh\n", - "oTAM5/2sM3XYF1vA6TwhxtoZrQgY/KDFA+Mh82BW3Z/67RgPIDxk8ID1JTB6MmLeeo1CM+H4xU0S\n", - "aprmgep6PP7jgQRlYT5qnNctCgxb0EpDSxliFLJrpFtuuUVv4oUD86ExtxBGF2hloKXjKaHGN60p\n", - "z+OxDR6XqxYj2IIR8sXDDUYcUMh4OKuxdW3khIctWpIwKMKDzCgt87D2p2Rc8zVxTZjrNspgBGUA\n", - "Sygf5K+6RW3FaxSwOdbka3io8WldD9QFRjEwLjMWxSZ982uMo8AZnGC0hRYYjKzQYkRrz+RjjjG/\n", - "Jtzkb8Lxa8roGubrP4yRYGQII0FYLKOuEFwvEJQDxlk4HxC04mBMh4c9WuuugvsE836RDnoj5s2b\n", - "p19ekBauT2x7CuoMZQ/26JmBoAy473AdYj9eJKEYXF8wTctXjZe7Jenv/nCL5GfD3Ju47o0iwjXg\n", - "KuYcB7tH/JUjWH2D3Q+uZfH8b54xCEdvDAQvLaEwxLWEF0IYcqHnCwIDO1+CawsvRL7EMHTt8XFl\n", - "GMr97CvdeAqjAg7T2cKFhu5H/KJFMm7cOH0xq7Fi/aaHByumJ6GrEmLe/vSG+kI3Nbqh0R2D42GV\n", - "69qaMPFwg4SapjnG8xfKFUrVfDynCuGBYLrCcPP4sk403eRobWKqBqy40W2M1rkvCTV+MGWA7kTc\n", - "+GDz/vvva6WDVhiswnFsly5dtAKGpe42ZWVrursuV4obgq5CCCxOoQDCIcpwRCcDy2S0UNEFje5B\n", - "iDnPJl+0WtG1jxYeWqxQNGrcVis2PLChZKGcfAn44tzgJQwtXTwEcYxpCfnqfjbpeOZvwlPziwcv\n", - "XtZwnXbv3l169OihmaMXCILzgG5FNc6rP3hBgHKCFaznQxgvG2jpm1YueidMtzN+/fVWmBkGsEBX\n", - "44T6OsBQjXmY4+UXghdixMULAcqEqVC4t8IlUPp4qcALBpQ+GKCny1VCveZdj/H8H6y+ge4Hz7Rc\n", - "t/GsgjUyZm/gZQYvQZhaBgmFoWlI4Fp/++23bWto1zyC/cczA9cUhu1wbnBPm5cBHBvK/RwsD8fv\n", - "V2+TlDQQMEZYro44kAwMd9RJ14YlMNCBcRCMMhAGgxv1Nqz/GwcVxggLxjWqi1PvUw9mS73B26Xy\n", - "NBIKlqa6mHU6MFQyAotelMGzvGa/MQiBERZEKVIdHxbEEDXGqLeNERbC1ENUG0kgXRi6wAhFKQ/s\n", - "8rKCRlig+MYIC0ZSgQRGTTC8Ut1Zujzqrd1SLwD2IWralKW6am0jKMRTrSxt0IFIMDpRY3z2sQjz\n", - "5GuMsGDZCVFKUsdXD1S9jS813qnDkB9EDT/YecKIDecXXGCcBlEPKdviFAZEEFh5q5cfHU8pKJ2m\n", - "UiZ6n78vpXB1fDU8oKOoB5beVg9Q29oYO1wNhrDtK3/DEPshapqZTgtl8icwjjHXPowFYQntKh9/\n", - "/LGuh3p46nMEtjDScxX1wqCvdRjCGQFr9WJowbhMvVhYagqR2eX2q7o6LRhcqRdRXVbVfaodqyhF\n", - "b8dTL2YWrgvwVw94bVSoXsbs/aHcH4azGse1j/NkqnotLKWEdT4wnlMv3boOuN+NBLrmzT2H+8aI\n", - "mXXw0ksv6aBg9Q12P5h0za8xwoIRqHne4DyqHjgTRf8GY6ha0JbqWtZ1x/MKToLA29MKGteBEV/X\n", - "Fwz/cN5xLAzKzEwFYwUd7H42acfrL7pzKBEmoMY8tJWfr2yMAlbdZFpJwCIW8YNJoDSDHRvu/XjR\n", - "wDSfUCW18X2liwcTLCf9CfarsUc3pWTiqi5p2yrdhIXjV3WZWbCg9SewjlYtY6/dqqs2ZCtgr4NT\n", - "EeAv/1QkoaPiXMNqO5DA2h6es3wJlCE8TRnrYhNH9RZYUErgEUxCKYOytdCW18HSSu9+XIfBrv/0\n", - "XvPB6hvsfvBVRzxDcB4DPW8CMcRxqFd6BXULdC8j/UD3c3rzj+Xx+vVEvX1QYkQAThlgaIBxKnTZ\n", - "UUiABEiABJKDAMeAY3yeYVSC8S6My1JIgARIgASShwBbwMlzrllTEiABEiABBxFgC9hBJ4NFIQES\n", - "IAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAESMBBBKiAHXQy\n", - "WBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZNSYAESIAEHESA\n", - "CthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAE\n", - "SMBBBKiAHXQyWBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZN\n", - "SYAESIAEHESACthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHQKbk\n", - "qarIF198IRcuXEimKrOuJEACJEACAQgUKVJEGjduHCBG5HalWEoil7xzUp42bZoMHTpU2rdv75xC\n", - "sSQkQAIkQAIxJfDOO+/I5MmT5Zprrol6OZKmBYyW78MPPyxdunSJOmRmSAIkQAIk4EwCGzdulEuX\n", - "LsWkcI4bA4aiPHLkSExgMFMSIAESIAESiBYBRyjgc+fOSb9+/aR06dKSJUsWKVCggOTMmVOqVq0q\n", - "48ePjxYL5kMCJEACJEACUSPgiC7oHj16yL59+2TWrFlSrlw5rXyPHz8ua9eulV69esmZM2eka9eu\n", - "UYPCjEiABEiABEgg0gQc0QKeO3eujBkzRqpVqya5cuWSlJQUyZs3r9SrV0+GDx8u06dPjzQHpk8C\n", - "JEACJEACUSXgCAWMruaFCxf6rPjMmTOlcOHCPvcxkARIgARIgATilYAjuqAHDhwobdu2lWHDhkn5\n", - "8uUlT548cuzYMVm3bp2etzt79ux45ctykwAJkAAJkIBPAo5QwDVq1JCVK1fKsmXLZNu2bXo8GK1e\n", - "jPs2aNBAd0n7LD0DSYAESIAESCBOCThCAYNdtmzZpFGjRl4YN2zYIKdOnRIo6WCydOlS+e2333xG\n", - "W7Rokfz0009y9uxZyZw5s+TLl0/atGkjGTL8rxceeRw8eFBbYOfOndtnGgwkARIgARIggXARcIwC\n", - "9lehqVOnyvbt22Xs2LH+otjhMNwqWbKkve36B4oXH1had+7cWTD1CdbVOXLk0NH++usv3QWOOchz\n", - "5sxxPZT/SYAESIAESCDsBByvgPv37x9ypatUqSL4+JIffvhBjyljjLlVq1ZeUerUqSPjxo2TBx54\n", - "wGsfA0iABEiABEgg3AQcYQUd7kqlNT04AbnnnnvSejiPIwESIAESIIGQCSSVAoZh1/XXX+8XDhTw\n", - "I488ovf/+++/8vfff/uNyx0kQAIkQAIkkB4CjuiCxipF58+f91uPK6+8Miwt0+zZs+sxYIzxvv32\n", - "21KwYEG/eW7evFm7wUQ8CgmQAAmQAAmEm4AjWsCYevT888/L+vXrZefOnV6fw4cPh6XexYoVkwED\n", - "BkiZMmXk999/D0uaTIQESIAESIAE0kLAES3gESNG6OWgsCTUu+++m5Z6hHwMWtNoCVNIgARIgARI\n", - "IJYEHNECBoDBgwcLFmDA2GukZOvWrTJlypSQksdc4EqVKoUUl5FIgARIgARIILUEHNECRqGxCMPk\n", - "yZNTW/5Uxw914WWsymRWYLp48aJuocOBB4UESIAESIAEwkHAMS3gcFQmUmnMmDFD3nvvvUglz3RJ\n", - "gARIgASSkAAVcIgn3bisDDE6o5EACZAACZBAQAJJpYDLli0r7dq1CwiEO0mABEiABEggGgSSSgGn\n", - "FWjWrFlpOZ1WeDyOBEiABEjAJwHHGGH5LF2EAhcuXCjwenXrrbeGlEOzZs1CisdIJEACJEACJBAq\n", - "gaRsAV9++eV62tOaNWtC5cR4JEACJEACJBBWAknZAsZYMFq/mHecGhk5cqT8+eef9iE9e/aUqlWr\n", - "2tv8QwIkQAIkQAKhEkhKBRwqHM94LVu2lCZNmtjB/tYetiPwDwmQAAmQAAn4IZCUXdDdu3eX0qVL\n", - "+0HiP7hEiRJSoUIF+5MjRw4decyYMXL69Gn/B3IPCZAACZAACXgQSMoWcN68eeXYsWPy66+/yoYN\n", - "G9yQ1KlTR6666iq3sGAbEyZMkCpVqkj58uWlePHiwaJzPwmQAAmQAAlIUraAcd5fe+01yZMnj9sl\n", - "AD/UzZs3dwsLZeOJJ56Qr7/+WoYPHx5KdMYhARIgARIgAUnKFjDOO9YC7tChg9slAAWMtYJTK3Tu\n", - "kVpijE8CJEACJJCULWD4df7pp5949kmABEiABEggZgSSUgEfOXJETp06FXboWDXpu+++C3u6TJAE\n", - "SIAESCDxCCSlAvZ3GjNmzCibNm2Sp556Si9FOH/+fH9RfYbDsIurJvlEw0ASIAESIAEPAkk7BuzB\n", - "QW9mz55d5s2bJ/v37xeMB3/xxRdyyy23+IrqN4xrBvtFwx0kQAIkQAIuBJJSAWMeMBZY8CWlSpUS\n", - "fFatWiVoEVNIgARIgARIIBIEklIBYx5wJAQtaPiZppAACZAACZBAMAIcAw5GKBX7oYCHDh2aiiMY\n", - "lQRIgARIIFkJJKUCtixLj/Em60lnvUmABEiABGJPICkV8IIFCwQLKWzdujXsZwDTm2bMmKGtqc+e\n", - "PRv29JkgCZAACZBAYhBISgV88803C9xH7tu3L+xnMSUlRc8F7ty5s7z++uthT58JkgAJkAAJJAaB\n", - "pDTCiuSpwzjwqFGjZN26dbJo0aJIZsW0SYAESIAE4phA0irgnj17ei3G4Hked+zYIevXr9fBFStW\n", - "lAwZQu8wwIpKqV1VyTN/bpMACZAACSQugdA1SoIxKFasmJj1fH1VrVy5cnrBBqxw1KZNG+2Uw1c8\n", - "hpEACZAACZBAWggkbQs4GKzcuXPL2LFjdbQvv/xSdu/eHewQ7icBEiABEiCBkAkkrQI+ffq0bNy4\n", - "0QYFhYtWb7gEriz/+ecfueyyy8KVJNMhARIgARJIIAJJq4DhanLy5Mm2u8lKlSrpBRjCdW7Xrl2r\n", - "u62HDBkSriSZDgmQAAmQQAIRSFoFXLduXcEnkvLjjz8KVlRK7YIOkSwT0yYBEiABEnAGgaQ1wvKF\n", - "//z58/L111/72pXqsBo1akjHjh0j4uwj1YXhASRAAiRAAo4jkLQtYF9nAp6rYHjVvHlzX7tTFYZl\n", - "CeGMg0ICJEACJEACvgiwBeyLCsNIgARIgARIIMIEHNsCvnTpksCvcq5cuSKMILLJo1U9e/ZsyZTp\n", - "f6jhKct1TPjMmTOyZcsWqVy5cmQLwtRJgARIgAQcRcARCvj48ePy/vvvy+LFi6VPnz5y4sQJeeSR\n", - "RwTKC04w3nrrrago4ixZssg999zjdYLy5csn//3vf+XAgQNe+xBQvHhxefzxx/16ytq2bZtgBSYI\n", - "pju5yoULF+SOO+6QDRs2SLZs2Vx38T8JkAAJkEACE3CEAsaiBZs2bZKmTZvKk08+KVBKMIbC1CAo\n", - "5KlTp2qDpkifByhgKH4I5vHu3btXKlSoII0bN9YvCCiXL3n55ZflwQcflLx583rtzpo1q/Tu3dsr\n", - "3ASghV+lShVbQZtw/pIACZAACSQ2AUcoYCzf98svv0jOnDll//79cujQIalXr54m//zzz2slDIvi\n", - "aMrmzZtl/Pjx8vbbb+tsA01ZQrcyhQRIgARIgARSQ8ARChiLFsybN08aNWokS5YsEXipMvLnn39K\n", - "zZo1zWZC/nbp0kXQ+oZg3Pvnn3+264kWcu3ate1t/iEBEiABEkgMAo5QwE899ZR06tRJGyNhlSKM\n", - "AUMpV69eXeDMYlGCL+t3991321fTyZMndZ1NQJEiRaiADQz+kgAJkEACEXCEAkZ3M1w3wndywYIF\n", - "tfHVnDlz5OjRo7obOBZdvDCWwhh0KJKSkiJt27aVEiVK2As4hHKcrziFCxeWF1980dcuhpEACZAA\n", - "CSQQAUcoYPCEEoPyhcBwKRzOMHRiafzCwgxdu3YN6ejPPvtM0HK9//77Q4qflkhwEALl7MtKOy3p\n", - "8RgSIAESIIHYEnCMAvaHAdNzMC4K147BBFOZpkyZ4jMarKzLli3rc196AzF+i2lGGTJEzq8J5gsf\n", - "O3ZMduzY4bbCEqy1t2/fblcBLXeuwGTj4B8SIAEScCwBxytgTEGCgjFr8wYi+dhjjwk+vgRTgfbt\n", - "2+drV1yE3X777fLGG2/olxHXljkU8qhRo+w6YEqT2Y951Jg6BetyCgmQAAmQgLMIOE4BQ2HACCt/\n", - "/vyaVP/+/WNCzHUecKgFQAsVXdGRUHiYj4wWvqfAg9bIkSM9g/U2xtHR8sdcagoJkAAJkICzCESu\n", - "zzQV9Tx37pz069dPSpcurafjFChQQCuxqlWraiOsVCQVtqiYB/zuu++GnB4WX4CShEMOCgmQAAmQ\n", - "AAkEI+AIBdyjRw9Zs2aNzJo1S+CWEn6g9+zZo7udR48e7dbFGqxCsdqP8V847ciYMWOsisB8SYAE\n", - "SIAE4oiAIxTw3LlzZcyYMVKtWjXt8xkW0XDriOlJw4cPl+nTp8cEKbxzxbNUrFjRr//qeK4Xy04C\n", - "JEACiUDAEQoYXc0LFy70yXPmzJl6+o3PnREMRJl69eoVwRwin/SVV14pgwYNinxGzIEESIAESCDV\n", - "BBxhhDVw4EDtyGLYsGFSvnx5yZMnj55ys27dOm3Fi+X8oi3oSm7durXOFmPU6BYPZbWi1atXa2vr\n", - "YsWKRbvIPvNDbwKFBEiABEjAeQQcoYAxx3flypWybNky2aaW7sN0ITidwHSaBg0aaCcdsUSHVvju\n", - "3bsFY9WBBJbb8OuMFZUwnu0U+eCDD3TXfiQdhTilriwHCZAACcQLAUcoYMBC6xKLMcSzoLV53333\n", - "yapVqxxVDUyLWrp0qV5zuHv37gIrcwoJkAAJkEBsCThGAccWQ2LnjpZv0aJFdSVj4Vc7semydiRA\n", - "AiSQNgJUwCFwg2/qeFZcaJnHe+9CCKeJUUiABEggrghQAYdwupo1axZCrP9FyZQpk+7uhWEZuqPh\n", - "qYpCAiRAAiRAAp4EHDENybNQ8byNJQmnTZum1zMeN26c46oyePBgWbBggXZR6bjCsUAkQAIkkEQE\n", - "qIAjcLLhUKRMmTKC1rDTpGHDhvLtt9/KXXfdFdeLUziNK8tDAiRAAqkl4DwNkdoaRCF+auYBR6E4\n", - "6cqibt26gk+bNm20t7F0JcaDSYAESIAE0kyALeAQ0GEecCjLIYaQlGOi1KpVK64NyxwDkgUhARIg\n", - "gTQSoAIOAVzBggUFi0I8/fTTgvV3XWXEiBHy+uuvy8WLF12D+Z8ESIAESIAEAhKgAg6I5387MW46\n", - "efJkeeCBB6RQoUJuR9x2222yePFiwfrB8SavvPKKoHudQgIkQAIkEH0CHAMOkfk111zjM2alSpUE\n", - "84TjUeD+E8s/er5UxGNdWGYSIAESiDcCbAGH4YzBZ3U8OurAGsYUEiABEiCB2BDgEzgM3Js0aSJZ\n", - "smTxSunYsWNy+PBhsSzLax8DSIAESIAEkpsAFXCYzv/58+fdxlPLli0rmzdvlvr168uXX34ZplzC\n", - "m0y3bt0kd+7cOtHTp0/L3r17w5sBUyMBEiABEvBLgArYL5rU7cBUJTi3MILlFOfPny9vvvmmbN++\n", - "3QQ76hf+oc349a5du6R9+/aOKh8LQwIkQAKJTIAKOExnt2nTpjFftzg9VcGShXhpoJAACZAACUSH\n", - "ABVwdDgzFxIgARIgARJwI8BpSG440r4Bv89w7+hLli1bJosWLfK1S4eVLl1aypcv73d/NHagBdyg\n", - "QYNoZMU8SIAESIAEFAEq4DBdBhkzZpQOHTp4pYZx1uXLl2tnHV47/y9g0qRJsmbNGns81l+8SIbn\n", - "zZtXunTpYmcBD1/btm2zt5988km57LLL7G2zv2TJktKnTx87nH9IgARIgARCI0AFHBqnNMfKlSuX\n", - "wONUIIGCvnTpUqAoUd8HD1+u3r08nXWY/b169RJ8OKc46qeIGZIACcQ5ASrgMJ7As2fP6pYulFO8\n", - "Czx8BRKzH05IqHwDkeI+EiABEvBNgEZYvrmkKfTkyZMyZsyYNB0brwe1bds2XovOcpMACZBATAmw\n", - "BRxT/P/LHA47oLgDtSRTUlLk8ccfl8yZMzugxCwCCZAACZBAegmwBZxegmE4ftasWVKmTBmBNbS/\n", - "z5EjR2TGjBkBc4M3rilTpgSME+6daPVv2rRJTpw4Ee6kmR4JkAAJJDQBvy3go0ePClwV/vXXX24u\n", - "Fu+44w55++23ExpKWiuXLVs2uf3221N9+BVXXCH4BJI9e/YE2q33QQFj2cRodgtv3LhRr4d85syZ\n", - "oC8IQSvACCRAAiSQRAT8KuAhQ4YIFhN45513BJa8RgoUKGD+8teDQI4cOaRz584eoYm9WaNGDRk5\n", - "cqR+WUvsmrJ2JEACJBBeAn4V8O7du/VDFfNYKSQQiACWYrz11lsDReE+EiABEiABDwJ+FXDLli0F\n", - "DiKuu+46KVKkiMdh3PRH4NSpU7rbvk6dOv6ipCm8ePHi8umnn8qcOXPcjv/pp58EeUIwl/jgwYNy\n", - "+eWX621Mi+rRo4f069dPb0fqCz0kjz32WKSSZ7okQAIkkJAE/CpgjDnOnj1bpk6dKuXKlRN4eoJg\n", - "jJNjwP6vhUOHDsl7770n4VbALVq0kGrVqnllDOMn48QD47DPPvusDB8+XMf7448/tEL2OogBJEAC\n", - "JEACMSfgVwHfeeedcu2113oVkGPAXkiiEoBpSMEMtdAShkvJWrVq6TJhGAHj+NEQGIB99dVXOit0\n", - "R+fPnz8a2TIPEiABEohbAn4VsJkOc/jwYcFasRUqVBAYGVECE8A8XSy+ACvyfPnyBY6cQHstyxJc\n", - "KytWrNDewN59990Eqh2rQgIkQALhJ+B3HvDFixelY8eOAh/AjRs3lty5c8u9994rGFek+CeAsdov\n", - "v/xSMCUp2gJHHrFa0zdLliwCt5RYmKFq1arRrjrzIwESIIG4I+BXAcMzExwsrF27Vrds/v77b0Er\n", - "Z/DgwXFXyWgXGAooFgoYeU6YMMGuLoyxsGpRzZo1Bd62oiFVqlTRijgaeTEPEiABEohnAn4V8M8/\n", - "/yx9+/aVq666StcPhlgvvvhiwGX1wgkCBkUYV4xXwUpCO3bsiGnxYbS1cuVKeeSRR/SSiDEtDDMn\n", - "ARIgARJwI+BXAdevX19++OEHt8jYjkQXJxTVww8/rMcPMY0GCqNYsWJ6DLVTp05unrjcCuTgDfQc\n", - "wEFFrAXj0PQfHeuzwPxJgARIwJuAXyOsVq1aydVXX61bvDfccIP89ttvgmktixcv9k4lnSFoWWOx\n", - "d3RfDho0SC5cuCCrV6/W483PPfecvPzyy/qTzmx4eBQIoOX/3XffaZsBZJczZ07B9UMhARIgARJw\n", - "J+BXARcsWFA7lIBv4S1btkizZs3k448/1osFuCeR/q0lS5bI+vXrBYY8mMoyffp0KVWqlE4Yyher\n", - "AFHigwDOIazmMYQAwbQ1KuD4OHcsJQmQQHQJeClgOJCAH+ilS5fK+PHj3Uozbtw4wWIMxtGD2850\n", - "bFSsWFE++ugjefTRR+Wmm27SDkDgwQkyc+ZMPQUqHcnH5FBYjZctWzYmeXtmirHgnj17ytixY2Xv\n", - "3r3y/fffS8mSJT2jhWUbCrhXr15hSYuJkAAJkEAiE/BSwO+//752ZVi+fHm57bbbvOoeCQcLmDMK\n", - "xx8ffPCBdjbx9NNPy4cffqjXxz1+/LighRxvAuM1Y8AW67LXrVtXfvnlF10MdOmjhRopBRzrujJ/\n", - "EiABEogXAl4KuHr16rrsmFMKH9Bo0RhBtyJaUOEWKHsYLc2bN082bNigx4Oh6OH8A13fmTJ5FTPc\n", - "RWB6JEACJEACJBBVAl6a7dy5c9q3cP/+/bXfZ9fVkDA2iwUasIB8uAWuFtHi9mx1QyHDxSKWvQsm\n", - "f/75p1bkvuIhHbxURFPgtAQL1uNlAvVLRkGvBrrjW7dunYzVZ51JgARIwC8BL42Erl8sL4d1gJs2\n", - "bar/YxsfrHiDFmk0BYtBYHGDUAQtdPg+9vWBMjSLFoSSVjjiLFy4UC/KYHwkhyPN9KYBD2ewMjcr\n", - "KKU3vWDHIz98KCRAAiRAAu4EvFrAsDiGMRQUMOYCmwUZ0IIzKyK5JxHZLbTEQ5XatWsLPr4EVtb7\n", - "9u3ztStiYVg56q233hJ4EXOKYIjhtddeEyzUsGDBAm2lHMmyYQGJ119/XYoWLapdmkYyL6ZNAiRA\n", - "AvFEwKsFjMJjzLV3796ydetWbQ2NbbimhFV0pFszaJ0dOXIknhgGLCt6DrBerlOkXbt2eggBXfow\n", - "cIu0wI841jHmVKRIk2b6JEAC8UbApwJGJbCgwLBhw7RHKmw3aNBAPvnkE5k4cSI2wyoYd8ai8ViB\n", - "CUZfmDsKBw7wqew5FSqsGUchsVtuuSXpF6vH+TTGfPAOFmsXnVE47cyCBEiABIIS8KuAv/32W3n1\n", - "1VcFc3QhUIZQyF988UXQRFMbAXN+16xZo1tmaJVhrHbPnj163uro0aNl1KhRqU2S8R1KYN26dQJv\n", - "WRQSIAESSHYCfhVwmTJlZM6cOW584IYyT548bmHh2Jg7d67u4obDCHTXYrwZC8vXq1dPO/2A9XW8\n", - "C14k7rnnHvuDOsdSYJ196NChWBaBeZMACZBAUhPwMsIyNLAIArpPMeUIjhwwxWf//v2ClnG4Ba1r\n", - "WAw/8MADXknDE1YkFoDwyijCAe3bt3erH8aGjcBDVYcOHaK6aALObdu2bbWPb0wTopAACZAACUSX\n", - "QIpa49fylyWm88yfP19b8d544426RRqJubRYMg/KAIoATjnQykbe6K6EUdbs2bMFLfL0CIzKYAWN\n", - "cWynCaZ7TZs2TU/1imbZsOAGWsF4+YmWYD42/HxjjJ9CAiRAArEm8NRTT8mDDz6o102Pdln8toCP\n", - "Hj0q3bp10wsywEjKGEPBF/Tbb78d1nLCIhdKeNmyZbJt2zatKNHq7dq1qzb+SlYnFmGF7CcxnNto\n", - "SqVKlezs4KRjypQp9nbnzp2lTZs29rbT99sF5R8SIAESSAMBvy1gWCWvWrVK4JfZdRoNLFrRSo03\n", - "YQvY+4yhBQxjt59++sl7ZxRC0Pni6hzFc565k/fjhbRjx45RoMQsSIAEIknAkS1gOGpAC9jVFWUk\n", - "ISRz2l26dLGn6YADpupgzN0IVjLCOHk4BOP4J06c0ElhOhAsko2RG7qGS5QooT/hyCtYGsGcuzh5\n", - "P1bvogIOdoa5nwRIIBABv13QLVu21H6fr7vuOr0oQ6BEuC99BO6++263BMC+SZMmdlg4Vy765ptv\n", - "ZPny5TptGIKtXr1aXnzxRb1+L9x1Pvnkk9KnTx87b/7xTQAvLrBTgLW+kdOnTwuGbozkyJHDbb8J\n", - "5y8JkAAJgIBfBYyuSRg/wRdzuXLlbDeUcK8Y7jFgngp3AmiFRkrgZhQfI1h/edGiRborum/fvoJu\n", - "6UceeURbZFeuXFmvI2zi4hdxYMwGv9u4NpJVatasKZ999pmbkxUs+QiPcUbAFv7TKSRAAiTgi4Bf\n", - "BYz1eY0faNcDMQZMiT4BTFWCYRrmEkdSzp8/ry2j4bnKtTVn8oTV9IEDB/RiDhijTVYDOVdFa9g0\n", - "bNhQ8KGQAAmQQCgE/CpguIXEh+IMArBWxpQsCgmQAAmQQGIQ8KuAhw4dqseAPauJ9XqHDBniGczt\n", - "CBMoWLCgwClJrVq1pGzZsnZuI0aMkM2bN9vbGMM1+zGmC6UdaM4t4mM8E93KWHwDFtFo4WbOnFkw\n", - "hvndd98JWsUQtIoxNHH48GFB2pgjjrWOYbyFuduITyEBEiABEgiNgF8F3KJFC3tpP3Q14sE7fPhw\n", - "vUZwaEkzVjgJYEH7K6+80ssgDvOyXX0rFylSxM4WrkQ3bdoU0KgK5xnjvhgH/ueff7SBlpka9OOP\n", - "P+qXMJx/CLqbzX9sG0MxKGAYkuFlgPL/CcD9KJZjhNcxCgmQAAl4EvCrgGF4hY+rYPvNN98UGJdQ\n", - "oksAHsiuueYar0zxgE+vuBpTbdmyRS9Fidbu1VdfrS2kXdPH1Bu8jJ06dUqWLFmilcu8efMkEh7S\n", - "XPONx/94MUJPAYUESIAEfBHI4CvQXxi6KDH1gkICJEACJEACJJA+An5bwGjpwtmAEcxx3LlzpyN9\n", - "KZsy8tedAOb5cqEFdyax3MIKVBhrNwIPc0WLFjWbwv3kw+sj7feHfSPF0R83BYyxP8wBhZs9dD8O\n", - "GjRI8uXLp6uTKVMm3SWdCCsTxdH5SVdRb7311lQfD6MqjOeiS/nyyy/3Or558+baCAvXSrJOQfKC\n", - "4icAnuRw3xhZv36929rWmOb3+OOPm93C/eTjuvY5r4/U3R/2jRRHf9x8QcPaFfN8sTrOuHHj5Oab\n", - "b9aLIbjWJ1u2bHHp3cfJvqBd+cbbf1wjHAOOt7PG8pIACRgCjvEFjakn8DsMy1o4YZg4caKXcY1x\n", - "UWkKz1/nE8CqQujuvP/++8NeWExJQssN7jJd3TKGPSMmSAIkQAIJRsDLCOvVV1+VgwcPyn/+8x/d\n", - "ssG4lOtn0qRJCYYg8atz8eJFwScSgmlMr732mjz00EORSJ5pkgAJkEDCEvj/A1QeVYSDfgoJBCMw\n", - "YMAA/cKG8U4KCZAACZBA6AS8WsChH8qYJEACJEACJEACaSXgtwWc1gR5nPMIdO7cOeKFgtcsCgmQ\n", - "AAmQQOgE2AIOnVXcxsR0ITNlaOTIkbJmzZqw14ULRYQdKRMkARJIcAJeLeAGDRr4XIbOcMBiDHDS\n", - "QYlPArt27XLzHR2ftWCpSYAESCD+CXgpYChXs/qNr+oVKlTIVzDDkozA3r17BUskQjAVCZ7SZs+e\n", - "rbfLly+vF42AUw8KCZAACZCAbwJeCrh27dq+Y/5fKB60lPgl4LpyUnpqgZV+tm/frpMwqyc9/fTT\n", - "2lc4XtL69u0r7dq1S08WPJYESIAEEpqAlwI2tT106JB2k/f333/rOaR4yJ45c0bq1q0rU6ZMMdH4\n", - "G2cEevXqJZdddlm6S/3SSy+5pbFjxw69pOHPP/8sM2bMoPJ1o8MNEiABEvAm4NcIa9iwYXrJOVjQ\n", - "Yr3XgQMH6kXX+/Xr550KQ+KGAJYvxFKDFBIgARIggdgS8KuAN2/eLPCR2aFDB9m9e7fcd999epGG\n", - "oUOHxrbEzD0sBN59913tQCMsiXkkgiUr58yZ4xHKTRIgARIgAVcCfhUwfPuiWxE+hGFsA0MbLNSA\n", - "MEr8E1ixYoV2MRqumjzxxBN2UidOnJAlS5bY2/xDAiRAAiTgTcDvGDCWJaxXr56gyxJL0N15551a\n", - "Ebdq1co7FYbEHQGsO7p69WqfSw6mpTK8LtJCjceQAAkkMwG/Crhy5cqyYcMGyZgxo1bEsHrF2sCt\n", - "W7dOZl4JU3f4+v72228F87o5Jpwwp5UVIQESiCMCfhUwxghPnTqlV7nBouLdu3ePo2qxqMEIoHcD\n", - "n3AIrOPvvvtunRSumV9//VUvRD9+/HhtOV+1alV55ZVXvNaWDkfeTIMESIAE4pWAXwV84403yogR\n", - "IwQPTzyoO3bsqLuh2VqK11MduXJny5ZNvvnmGzsDOOSYO3euYF4wpiRhXvANN9xg7+cfEiABEiAB\n", - "Eb9GWNWqVZOxY8cKXBdirdeJEydKuXLlBC1jCgl4EsCLmfkUKVJE4AUL10vOnDl1azhDBr+XmmdS\n", - "3CYBEiCBpCDgtwVsao+F3GEFjV90ReNDSQwCzzzzjNSqVUuP82fNmlXuuuuuxKgYa0ECJEACcUDA\n", - "b7Pkt99+096M4IRj2rRp8thjj8mmTZukS5cuUakWxhWPHz8elbySNRMY1B08eFBgEX3gwIGwYcie\n", - "PbsULlzYTm/lypURWYHJzoB/SIAESCAOCfhtzv7yyy9Ss2ZNeeutt7Rj/WjXDUp/4cKFMm7cuGhn\n", - "nTT5XXvttYJPuKVGjRqCjxHMHYczlypVqpgg/pIACZBA0hPwq4C7du0aNTgVKlQQ+J52FXR7Y41Z\n", - "KOJ77rlHe+Fy3c//JEACJEACJBDPBLwUcJ06dWTIkCGydOlSn0rvjjvukOHDh4e1zpiu0qlTJ93l\n", - "3b59e5329OnTZdmyZTJ48GBtyBPWDJmYFwGscgXvWLB+p5AACZAACUSegJcCfv/997V3JKzpCicN\n", - "nhKJNV4xRQUPf8w17tOnj4wZM0ZPXYEbzDJlyngWgdsRIHDkyBHp3bu3wNc3uMM4y8jJkyf1+THb\n", - "nvtNuPldvny5PPvss3oT6W7cuFGvFQwraRjzwckLpi3BtSmFBEiABJKVgJcCrl69umbx8ccf2444\n", - "ihUrFnE+efLkkY8++kg+//xz7bABLXF44aJEhwCmDmHhjQULFkjx4sXdFDDWEEa4Ec/9Jtz84twt\n", - "WrTIbMqAAQPkmmuukcaNG2vF3LNnTypfmw7/kAAJJCsBLwVsQMTKEQcsc+vXry8YgzYvA6ZM/I0c\n", - "gUDezooWLSqe6/+aknz44Yd6+MBs+/qFow7MB86bNy9fqnwBYhgJkEBSEvA7DSmWjjgw9QldlHBf\n", - "SHE2gcmTJ8ulS5ecXUiWjgRIgAQcSMBvC9iUNdaOOLAgBPwLu05rMWXz/MX49ZQpUzyD9TbmMJct\n", - "W9bnPgZGlgBeqLCQB8RTWcPSHRKKgxdci6EMS1iWJfik1/sWypqSkqI/upD8IgESIIEwEvCrgOGI\n", - "Y9iwYTJr1iy56aabtCOOpk2bhvSgDGP5ZOrUqbJ9+3btFjNYunAWgo8vgYERHE5Qok8ArkyNzJ8/\n", - "X9q0aWM25ZZbbtH/XceM7Z0ef7BEJrrCgxnmwRf1unXrtC9qjyRStYnrv1KlStoHeqoOZGQSIAES\n", - "CIGAXwX8448/xsQRB1pEWNDdWFv3798/hGowSqwIQCmmt6UZq7IzXxIgARKIJQG/Y8Dbtm3TPqBh\n", - "HRtpgdONfv36SenSpbVDf0xPgdEOVmLCHGGKcwm0bdvWuYVjyUiABEjAwQT8toDRzYd1XUMdd0tP\n", - "HXv06KG7h9HdbVbQgR/otWvXSq9evfSastH0zJWeuiTjsfDb/dNPP8nNN9/sVX10+2NFLSNHjx6V\n", - "9957TyZMmKCD1q9fr1+68AIGwYvXFVdcIZj69s8//7j5qIY9AIy+ChYsqONiPBhe1NBrgjF+I3/9\n", - "9Zfs3btXzyc3YXi5Q9qBBLYGcJtpBI5gtmzZot1omjDMj8+cObOeKx+sK9wcw18SIAES8EXArwKG\n", - "Q/2ZM2cK5ufi4WWMX5o0aaL9Q/tKLK1hWDsWDzvX+caYsoJ1iOF1C/NIqYDTSjfyx2HIYPTo0T4V\n", - "MMZiMSZrBIZN2IaRFAQeuGCAZRQylCTmDMNvNMb+oXSNbN68WbsmxcpNECjCRo0a6Re0JUuWmGgC\n", - "5x9IF0rYCByLGMVtwjx/Dx8+LLB9MLJnzx7BfYDFJIw0aNBAMK0Kc9ahnCkkQAIkkFYCfhXw7bff\n", - "7nMebrCHWFoKgq5mLLzwwAMPeB2OlwDXlXW8IjDA0QSgIPExgtYwjJvMyxYM/CChGGHBUUgoRljo\n", - "SQmHERa8gvkzwlq8eLEuN79IgARIIK0E/CrgL774QiZNmuSVLtxTwld0OGXgwIGCsUQ8mNHFh1b3\n", - "sWPH9EMU3YuuLahw5su0SIAESIAESCBWBPwq4BYtWkjt2rV1udBdiO44dAdjKlK4BXN80c2HbmgY\n", - "f2HcEK1edDujyw9zMSnOJYBu2ltvvdW5BWTJSIAESMCBBPwqYBhD4eMq2H7zzTf1vGDX8HD8x7ia\n", - "a1dlONJkGtEhgMUZ/M2/9izBE088YTvlwL4XXnjBM4rf7S5duuhFOvxG+L8dGEP2vHaDHeNrP142\n", - "0RtDIQESIIFIEPCrgH1ltnXrVt017Gsfw0ggFAJY+cpVUtNyhlFeKFKyZEnBJ71y1VVXpTcJHk8C\n", - "JEACfgn4VcBo6cLS0wisSnfu3CmffPKJCeIvCbgRGDlypOAl7cEHH9ROXNx2coMESIAESMCNgF8F\n", - "fO+99+ppQCY2poqgW48WyYYIfz0JoHWLa+TTTz+lAvaEw20SIAES8CDgVwFj4QIsoA5PWHC0gGXn\n", - "YIgF4ywKCfgigLFXzM3lohe+6DCMBEiABNwJ+FXAS5cu1ZatcISAaUIrVqzQrinhnQj+fykk4IsA\n", - "HGjgQyEBEiABEghMIIO/3R9//LGMGzdOsBj7559/rseDEYb5wRQSIAESIAESIIH0EfCrgOEIA+O9\n", - "P/zwg+6Ghreqs2fPclpG+njzaBIgARIgARLQBPx2QTdr1kwvhIDFGOACEAsjtG/fPlXzNsk4+Qj8\n", - "+++/ggUXSpUqlXyVZ41JgARIIBUE/CpguIYsVKiQfpjed9992vH8qFGj6CwjFXCTMerq1atl4sSJ\n", - "2m4AHrLgpINCAiRAAiTgTcCvAkZU+H02giXi8KGQQCAC8OWNpQG7deumr5/OnTsHis59JEACJJC0\n", - "BAIq4KSlwoqnmQDsBubNm5fm43kgCZAACSQLAb9GWMkCgPUkARIgARIggVgQoAKOBfUkyvODDz7Q\n", - "09iSqMqsKgmQAAmERIBd0CFhYqS0EoAVPT6JJpgVEGxOfI4cOSKyfGeisWR9SCBZCVABJ+uZZ73T\n", - "RQCLkkAJB5IJEyYIfKi7GjMGis99JEACyUWACji5zjdrGyYCjRs3FnwCCXyonz9/PlAU7iMBEkhi\n", - "AlTASXzyo1H1Rx99VFJSUnRW8KQGhcS5wdEgzzxIgAScToBGWE4/Q3FevgwZMtgKeNGiRVK3bl3Z\n", - "t29fnNeKxScBEiCB9BOgAk4/Q6YQIoEmTZpIw4YNBStqUUiABEgg2QlQASf7FcD6kwAJkAAJxIQA\n", - "x4Bjgj15M+3ZsycXakje08+akwAJuBCgAnaBwb+RJ1CpUqXIZ8IcSIAESCAOCLALOg5OEotIAiRA\n", - "AiSQtaWp3wAAFUxJREFUeASogBPvnLJGJEACJEACcUCACjgOTlIiFXHkyJGyY8eORKoS60ICJEAC\n", - "aSLAMeA0YeNBaSWwZMkSgYco+Enu0qWLZMyY0U5q7Nixbp6jnLz/6quvlhtvvNEuO/+QAAmQQGoJ\n", - "UAGnlhjjp4vAiBEjBErYlxQqVEguXLjga5cOc9L+2bNnUwH7PVPcQQIkEAoBKuBQKDFO2AgULVpU\n", - "WrVq5TO9Fi1a+Aw3gU7a768Opqz8JQESIIFgBDgGHIwQ95MACYRE4ODBg3LgwIGAcVevXh1wP3eS\n", - "QFoI/P3333Lu3Lm0HBrTY6iAY4qfmZNA4hBAtzw+gaR79+6BdnMfCaSJwEsvvSR4AYw3oQKOtzPG\n", - "8jqCwPjx4x1RDhaCBEggfglQAcfvuWPJY0jgo48+imHuzJoESCARCDjeCOvixYvaMjZr1qyJwJt1\n", - "SCICWPv4zz//lF27diVkrf/991/57bff7Lpt2bJF/587d64dli1bNj3tzASsXbtW2rZtazalSJEi\n", - "ctVVV9nb/EMCoRDYuXOnmOsN8VesWCF4Kc6XL58+HNddx44dQ0kqpnEcoYAB84UXXpAvv/xS6tWr\n", - "J6NGjZIrrrhCg5k6daoO//zzz2MKipmTQGoJ9OrVS2bMmJHaw+ImfqZMmaRw4cJ2eQ8dOiSWZbmF\n", - "4cX57NmzdpwsWbK47S9YsKDkzZvX3s8/JBAKgZMnT8qJEyfsqLjO8ufPLwUKFNBh8dJgc4QCHjZs\n", - "mBQvXly/xUyZMkUaNGggWLy9YsWKNmD+IQEnEejUqVPQ4mTPnl3atGkTNF6iRJg4caJWwB06dPBb\n", - "pVWrVsnw4cP97ucOEkgLgXbt2sldd90lJUuWTMvhMTvGEQoYlpMrV64UPLAGDhwolStXFize/uOP\n", - "P8YMDDMmgUAEHnrooUC7uY8ESIAEghJwhBEWFC768I2g1dCjRw+544475PDhwyaYvyRAAiRAAiSQ\n", - "MAQcoYAff/xx7R1p8ODBNtg+ffrIvffeK71797bD+IcESMC5BOCprGXLlgELOGnSpID7uZME0kLg\n", - "jTfeEHjZizdxRBf0bbfdJps3b3azagPIAQMGSMOGDfW+eAPL8iY2AcwDjgcry2iehTx58gTNrnTp\n", - "0kHjMAIJpJYAbIjiURyhgAEuZ86cghVmPAVgQ7WShBLftm2bZxJ6G0vgBXL07/MgBpKAHwKY8kAF\n", - "7AcOg0mABEIi4BgF7K+0mIa0fft2wVJ1wQTxli1b5jPa3r17JXfu3D73MZAESIAESIAEok3A8Qq4\n", - "f//+ITNp3Lix4ONLYMy1b98+X7sYRgIkQAIkQAJRJ+AIIyzXWqOb+MiRI65B/E8CjiMQyjxgxxWa\n", - "BSIBEnAUAUcoYCwj1a9fP4GBBjzlwJsJxoSrVq0qdHrvqOuFhfk/ApwHzEuBBEggvQQc0QWNOb/o\n", - "Hp41a5aUK1dOK9/jx48L/MbCnd+ZM2eka9eu6a0rjycBEiABEiABxxBwRAsYztvHjBkj1apVk1y5\n", - "cklKSoq2fIZfaLitmz59umOAsSAkQAIkQAIkEA4CjlDA6GpeuHChz/rMnDnTzXm7z0gMJIEoE+DQ\n", - "SJSBMzsSSEACjuiChv9nLFGGRRnKly8vmNB/7NgxWbdunZ67C1/RFBJwEoE333zTXoqvZ8+ebguH\n", - "jBgxQjZs2CAYRnnrrbekUKFCTio6y0ICJOAQAo5QwDVq1NCLMWAOLxxpYDwYy5xh3BcrI6FLmkIC\n", - "TiKA1boOHDigi1SqVCm3ojVv3lywVu60adNk+fLl0qxZM7f93CABEiABEHCEAkZBsIByo0aN8JdC\n", - "Ao4ngBdE17VwXQtcpkwZvVm2bFnBmrkUEiABEvBFgE8HX1QYRgJhIJAjR44wpMIkSIAEEpWAI4yw\n", - "EhUu60UCJEACJEAC/ghQAfsjw3ASIAESIAESiCABKuAIwmXSyU1g9OjRMn/+/OSGwNqTAAn4JUAF\n", - "7BcNd5BA+gjAEvrs2bPpS4RHkwAJJCwBKuCEPbWsGAmQAAmQgJMJUAE7+eywbCRAAiRAAglLgNOQ\n", - "EvbUsmKxJtCtWzfOA471SWD+JOBgAlTADj45LFp8E+A84Pg+fyw9CUSaALugI02Y6ZMACZAACZCA\n", - "DwJUwD6gMIgESIAESIAEIk2ACjjShJl+0hLgPOCkPfWsOAmERIAKOCRMjEQCqSfAecCpZ8YjSCCZ\n", - "CFABJ9PZZl1JgARIgAQcQ4BW0I45FSxIohHAOsFbt251q9aoUaNkwYIFdlj37t2lYcOG9jb3kw+v\n", - "j7TfH/aNFCd/UiwlcVLWdBWzd+/esm/fPvnkk0/SlQ4PJgESIAESSBwCTz31lDz44INSs2bNqFeK\n", - "XdBRR84MSYAESIAESECECphXAQmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBA\n", - "BRwD6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAEqYF4DJEACJEACJBADAlTA\n", - "MYDOLEmABEiABEiACpjXAAmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBABRwD\n", - "6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAHHKeALFy7IkSNHeGZIgARIgARI\n", - "IKEJOEIBnzt3Tvr16yelS5eWLFmySIECBSRnzpxStWpVGT9+fEKfAFaOBEiABEggOQlkckK1e/To\n", - "Ifv27ZNZs2ZJuXLltPI9fvy4rF27Vnr16iVnzpyRrl27OqGoLAMJkAAJkAAJhIWAI1rAc+fOlTFj\n", - "xki1atUkV65ckpKSInnz5pV69erJ8OHDZfr06WGpLBMhARIgARIgAacQcIQCRlfzwoULfTKZOXOm\n", - "FC5c2Oc+BpIACZAACZBAvBJwRBf0wIEDpW3btjJs2DApX7685MmTR44dOybr1q0TGGXNnj07Xvmy\n", - "3CRAAiRAAiTgk4AjFHCNGjVk5cqVsmzZMtm2bZseD0arF+O+DRo00F3SPkvPQBIgARIgARKIUwKO\n", - "UMBgly1bNmnUqFGcYmSxSYAESIAESCB1BByjgP0Ve8OGDXLq1ClBKzmYfPjhh/LZZ5/5jLZ+/Xop\n", - "U6aMz30MJAESIAESIIFoE3C8Ap46daps375dxo4dG5RN+/btpV27dj7jQTFjahOFBEiABEiABJxA\n", - "wHEKGEZXJ06ckPz582s+/fv3D5lTxowZBR9fAgcf/vb5is8wEiABEiABEogkAUdMQ6InrEieYqZN\n", - "AiRAAiTgRAKOaAHTE5YTLw2WiQRIgARIIJIEHNECpiesSJ5ipk0CJEACJOBEAo5QwPSE5cRLg2Ui\n", - "ARIgARKIJAFHdEHTE1YkTzHTJgESIAEScCIBRyhgesJy4qXBMpEACZAACUSSgCMUMCpIT1iRPM1M\n", - "mwRIgARIwGkEUiwlTitUJMrTu3dvGTlypF7oIRLpM03fBDDFDMtLZs6c2XcEhkaEwNmzZ/W890yZ\n", - "HPOOHZF6Oi1RrF2Oa50+B6J7ZuAtsXbt2pI7d+5UZ7xlyxaZN2+elCxZMtXHpveApLk769evLxUq\n", - "VJBu3bqllxmPTwWBUaNGScGCBaV169apOIpR00vg5Zdfluuvv14aN26c3qR4fCoI9OrVSzp27CjV\n", - "q1dPxVGMml4C8IA4ePDgmCjR9JTdEVbQ6akAjyUBEiABEiCBeCRABRyPZ41lJgESIAESiHsCVMBx\n", - "fwpZARIgARIggXgkQAUcj2eNZSYBEiABEoh7AlTAcX8KWQESIAESIIF4JEAFHI9njWUmARIgARKI\n", - "ewJJMw/45MmTcvHiRc4DjvIle/z4cT0nMmfOnFHOObmzO3r0qHZuAwc3lOgROHz4sJ6LivXHKdEj\n", - "cPDgQSlQoEDczb9OGgUcvUuBOZEACZAACZBAcALsgg7OiDFIgARIgARIIOwEqIDDjpQJkgAJkAAJ\n", - "kEBwAlTAwRkxBgmQAAmQAAmEnQAVcNiRMkESIAESIAESCE6ACjg4I8YgARIgARIggbAToAIOO1Im\n", - "SAIkQAIkQALBCVABB2fEGCRAAiRAAiQQdgJUwGFHmpwJXrhwQSzLSs7Ks9YkQAIkkAYCSaGABw0a\n", - "JNWqVZOyZcsK/lPCS2Dnzp1SpkwZ2bJli53wkSNHpHXr1lKhQgW5+uqrZenSpfa+RYsWyQ033KDP\n", - "R4sWLQRxKaETOH/+vPTt21euvfZa/Xn++efl3LlzOgFyD51jamPCk17v3r2lRo0aUrlyZRk2bJid\n", - "BLnbKCL657HHHpMuXbrYecQ9d9VqSWj5/PPPreuvv95SrvmsvXv3WtWrV7dmz56d0HWOZuXGjRtn\n", - "lS9f3sqcObO1adMmO+tWrVpZL7/8snXp0iVr4cKFVtGiRa1Tp05ZymWcVbx4cWvVqlWWUhqWeqBZ\n", - "HTt2tI/jn+AExo4da6kXF80PDJs3b24hDELuwfmlNcbw4cOtli1bWkoRW//++69VokQJa9myZTo5\n", - "ck8r1dCPmzlzpqXcTVpKCdsHxTt3dBsmtHTq1MkaNWqUXcfXX3/d6ty5s73NP2kncPbsWeu2226z\n", - "NmzYYBUuXNhNAefOndtSfnHtxGvVqmXNnTvX+vbbb63GjRvb4arVbOXNm9fe5p/gBH755Rc31s89\n", - "95zVoUMHfSC5B+eX1hhnzpyxlG9zfTheJgsVKmT9+OOP5J5WoKk47tChQ1bdunWtAQMGuCngeL/e\n", - "E74LeseOHaJaXHaXRbFixWT//v32Nv+knQAczs+ZM0cqVqzolgi6hZRy1s7RzQ5wP3DggHieD9Uy\n", - "lmPHjun4Ji5/AxO47rrrRPU66EhYZGTKlCly55136q58cg/MLj17s2bNqhda+PTTT+XGG2+UZs2a\n", - "Sb169cg9PVBDPLZr167y3//+V3LlymUfkQjPmYRXwFidxHUlnhw5cggeWpTIEfBkjpyyZ88uqttO\n", - "PPchHKJaFPqXX6ETwLhvmzZtBAr53nvv9WKLlMg9dJ6hxkxJSdFjwCtWrJB169aRe6jg0hgPL5i4\n", - "jps0aeKWguezBDvj7XpPeAWsuokES+IZwX81dmM2+RsBAp7MkYXh7rnvxIkTetm8/PnzR6AkiZsk\n", - "lK8aj9RLbOIBBfFkizByB4Xwyv333y8fffSRKNsSGTlyJLmHF69balCyvXr1EjVsJWoMWL/wbN++\n", - "XdTYe0Jwz+RW2wTcKFWqlOCEGdm2bZuULl3abPI3AgTy5cun30R37dol4A8B98suu0wyZcqk/5ts\n", - "eT4MidB/MeULLV9Y5X711Vdi1p4l99AZpiXmhx9+KFWqVJE6derow/H/66+/FnJPC83QjsG61ldc\n", - "cYWMGTNGH7Bnzx5RY/EyadIkee+99+L+OZPwLWBMhZkwYYLgxOFhj/EbTH2hRJYAuA8ZMkSgLKZN\n", - "myYZMmTQ3XZ4k8V0pe+//16P+w4dOlR3n0a2NImVOlpdmzdvFigEdN3/888/unsftST3yJ1r9Dq8\n", - "+OKL+pqGYkAr+KabbtIZkntkuMPWAVMYzad79+5y9913a+WLHOOeeyoM0eIyKqbBYJqLeku1lCGQ\n", - "tqKLy4o4vNCeVtBbt261qlatqqdqYJoSpiIZwdQwZUxhlSxZ0mrUqJGluqHNLv6GQEDNuYbHE7dP\n", - "06ZN9ZHkHgLANEZRtiNW27ZtLdUi059nnnnGOn36NLmnkWdaDnvjjTfcrKDj/XpPAYTIvLs4K1WM\n", - "hcGKER9K9Aioeb+ilLNXhmgZY/yXY79eaMISQO5hwegzERhx4jmC4RRPIXdPItHZjlfuSaOAo3MZ\n", - "MBcSIAESIAESCI1Awo8Bh4aBsUiABEiABEggugSogKPLm7mRAAmQAAmQgCZABcwLgQRIgARIgARi\n", - "QIAKOAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYE\n", - "qIBjAJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgARIgARIgARiQIAK\n", - "OAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYEqIBj\n", - "AJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgAQSiMCAAQPk3Llzukbl\n", - "ypWTVatWJVDtWBUSSCwCKZaSxKoSa0MCyUng4sWLkilTJjl9+rRky5ZN9uzZI4ULF5bMmTMnJxDW\n", - "mgQcToAtYIefIBaPBEIl0KZNGx21evXqcujQIXn44Ydly5Yt8tdff0n79u2lW7duUrBgQbn99tt1\n", - "+E033SSlS5eWYcOG2VksXrxYcHy+fPmkZcuWOh17J/+QAAmElQAVcFhxMjESiB2BsWPH6syhRKFo\n", - "oXzPnDmjP5MmTZLLL79cfv/9d9m/f7/UrVtX/vOf/8g333wjr7zyipw9e1YOHjwod911l/Tt21fW\n", - "rVsnefPmlUGDBsWuQsyZBBKcQKYErx+rRwJJQyB37ty6rmi9pqSkuNU7e/bs8swzz+iwm2++WTZu\n", - "3Cj4hRQqVEj+/PNPrZyrVKkizZs31+EvvPCCVshDhw7V2/wiARIILwEq4PDyZGok4EgCJUqUsMuV\n", - "I0cOufLKK+3tLFmyCMaPd+3apburK1WqZO/Dn927d0vJkiXdwrhBAiSQfgJUwOlnyBRIwPEEMmbM\n", - "GLSMtWvXlvr168vcuXPtuDDkKl68uL3NPyRAAuEjwDHg8LFkSiQQUwJQslmzZpVjx46lqRy33HKL\n", - "LF++XFauXKmP//jjj7XB1qVLl9KUHg8iARIITIAt4MB8uJcE4opAo0aNpFSpUvLHH3+kutwYJ37t\n", - "tdfkxhtv1F3O2B49erSE0npOdWY8gARIQDgPmBcBCSQYgZMnT0rOnDnTXCuMBx89elRbUqc5ER5I\n", - "AiQQlAAVcFBEjEACJEACJEAC4SfAMeDwM2WKJEACJEACJBCUABVwUESMQAIkQAIkQALhJ0AFHH6m\n", - "TJEESIAESIAEghKgAg6KiBFIgARIgARIIPwEqIDDz5QpkgAJkAAJkEBQAlTAQRExAgmQAAmQAAmE\n", - "nwAVcPiZMkUSIAESIAESCEqACjgoIkYgARIgARIggfAToAIOP1OmSAIkQAIkQAJBCVABB0XECCRA\n", - "AiRAAiQQfgJUwOFnyhRJgARIgARIICgBKuCgiBiBBEiABEiABMJPgAo4/EyZIgmQAAmQAAkEJUAF\n", - "HBQRI5AACZAACZBA+AlQAYefKVMkARIgARIggaAEqICDImIEEiABEiABEgg/gf8Hvwifz+dQsDMA\n", - "AAAASUVORK5CYII=\n" - ] + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\nVd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\nA4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\nGWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\nHvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\nHIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\nfxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\ncxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\nz9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\nnkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\nq6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\nMKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\na9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\nQH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\nBGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae2dCdxN1ff/12Oe53lICIUIZaqI\nBkUpiiRlKIkQSoN8802DKEkUopBokKJQhkwVKSVlzjyPmTIP578/+/vb53/ne5/nucO5937W63WH\ns88+e3ifYZ2999prp1hKhEICJEACJEACJBBVAhmimhszIwESIAESIAES0ASogHkhkAAJkAAJkEAM\nCFABxwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAA\nFXAMoDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFAB\nxwA6syQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAM\noDNLEiABEiABEqAC5jVAAiRAAiRAAjEgQAUcA+jMkgRIgARIgASogHkNkAAJkAAJkEAMCFABxwA6\nsyQBEiABEiABKmBeAyRAAiRAAiQQAwJUwDGAzixJgARIgARIgAqY1wAJkAAJkAAJxIAAFXAMoDNL\nEiABEiABEsj4XyXEkHoC3333naxdu1ZKliwpWbJksRP44YcfZNWqVfL3339L+fLlJUOG9L/jrFy5\nUn799VfJlSuX5MmTx84rnH/27dsnCxYskA0bNsju3bulbNmydvLr16+XpUuX6n0nT56U4sWL2/v8\n/dm/f79O7/jx45qRv3ixCr906ZKkpKTo7KPB19TTNV8TFonfmTNnCs5bpUqV3JJ3zd9fHLcDfGz8\n9ddf+nrMli2b5M2b1y3G4cOHZdu2bXLw4EH78++//0r+/Pl1PIR//vnnUrBgQbdjz507J4MHD9bX\nd7FixdzSjNUG7uXp06fL9u3b5fLLL5e5c+f6ZGrKd/bsWZk9e7bs2LFD3/sm3Em/P//8s/z++++a\nf44cOZxUNF2WrVu3CrhfuHBBihQp4rjyhb1AFiVNBNQDxFInw1q3bp19/AcffKDD1IPdwv9wyUMP\nPaTT/fTTT8OVpFc6X331lc4DdVIvFJZStHac5s2b2/sefPBBOzzQn2+++UYf07Jly0DRor7v6NGj\nVu/eva2RI0faeUeDr3ops2666SZr165ddr6R/KOUo+Z/8eJFnY2v/HGecb5DlTNnzlh33323fS3g\n2GeeecZSSt1OomfPnm77EadOnTp2GZDnjTfeaGXKlMn6+uuv7ePeffddS71cWv/8848dFss/Y8eO\ndavHoUOHLE+mnuVTL7H6mMsuu8xzl2O2b7/9dl3G77//3jFlci3IO++8o8v31FNPuQYn7P9M6gah\nhIEA3pQfe+wxnZJ6uEunTp3CkGpskkBrZMmSJaJuVlEPcFm8eHGqC1KhQgXp16+fVK1aNdXHRvKA\nV199VYYNG6Y/Jh/1giGlS5eWypUrm6Cw/yrFpVuGYU/YT4LPPvusnD9/3m7lhyP/N954Q2bMmCEN\nGzaUe++9V15//XUZMmSI3HDDDXLXXXfpkvzxxx/6F/mZ3p+KFSvqMByL3iJcT2iZf/nll/o4tBwH\nDRokTz75pN1S9lOtqAWjtQvBtdK2bVvdYvRkGrXCMKOEJUAFHIZTiwfKAw88oJXV0KFDpVu3bm6p\novsYCm3Lli1yxRVXyJ133ilQUBA8hNBd3bFjR9199dtvv0n16tX1dsaMGd3Scd0IlKZqferu8Q4d\nOsiiRYvkxx9/1Arm8ccfD9qFjQcjuqHnz5+vFfCKFSvk2LFj+oGJcFc5ffq0qJa+zgtd1qp1LCVK\nlNBRVAtH55U9e3b7kEDx0a2J7rtGjRoJGKAbr3PnzlKuXDn7ePNn48aN8sknn4hqlUitWrVEtWDF\nsMILg+op0F2kmTNnlrp16+o0CxQooMOWL1+uk1EtAEHYww8/LCgjuvZRZsikSZNkz5490rVrV5k4\ncaI+PzfffLNAqYAnFAnq2b59e7ub7NSpU3ofus+g+K666ir94EbaSA8MIaqlJ/fcc4/Url1bb8+a\nNUuzRnfgHXfcoZWZ3uHxNWbMGFGtd1Gtd63EMMyBYRC84DRr1kzH/vDDD3W3L8qdO3du3Y2HHYHy\nx36kq1p8mnnjxo2lRYsWCPaSb7/9Voe99tprUr9+fZ1+nz59dJ2ggFUzRaCA0XWIF1JPQVduvnz5\n9EsBuqTRVQ1B3idOnNB10wFBvtCNjfOC7sprr71WbrvtNrdhDqQ1Z84c+emnn3Q3d9OmTW3eSDrY\n/YFrGsMSEHTj4/5u1aqVG1O9U31NmzZNn3e8wOH68JRA1zzue9z/9erV08NLSAvXLxR+tWrV7KSC\n1TfQ/WAn4vEH1+ioUaNk9erVUqNGDa/nTSCGOM948cL9olqqOuUDBw7I+PHj9X2B+xGCFzYMUdx3\n330yYcIEfb5U74e0bt1a78cXhidwbeNcYp+nBLqfPePG5XbCtu0jXDHTBT1lyhTddaZOvuWr20Q9\niHSXilIQlhrD1f/VRWlt2rRJl1DdtDrsuuuus1SLQf9HWuqBZtfAs4s0WJrqBtbpXH/99VbWrFkt\npYj0tukKtBN2+WO6oNu1a2flzJnTUi8Beu8rr7yij1XKW/+aLmg1tmupFqMOU0pG/4IJujohnl3Q\nweKb7nvVWtJpgYFJSyf4f1/oOlPKyi3fBg0aWGrMSMf4z3/+o/epcUQLXYFIB2zVA8dSL0d22iYc\nB3nyVUpbx1MPQUspMgtDCoivFJOF82i6IpXyt7tfwQVxcI4RB//Vy4QuE7hj23zUw0uHK+Wlw9Ad\niw/yeeutt/Q+zy/1oqDjmq5DpWT19tVXX62jKgWvz7Pp/jRlVA8w3QVs8savyd90QauXQfsaxn50\nB/sSXBPYv2bNGr1bjSHrbfWSpLc3b96stwsXLmypVrK+hgYMGGCpHhW9X4396v241sBVtaAtpaAs\n9TJjvfjii76y9ApD3kgf5QAz/IK5UuY67pEjR6yaNWvqcOzDB/eVemmw0wp2f1SpUsXteHTbQlyZ\nYhv3u8kD+1APbJtzEOyaN/eceonQ96l5PuCeVUoVWWjWgeob7H7Qibh8mS5olBXn31zb6uXPjhWM\nIa4p1BN1NqLGlXWY6zMGzx2UHdcXzrdh9eabb+rD1EurdeWVV+pwlAXnyTA0z9JA97PJO55/Qx8A\niudaRqDsRgGbmxIXFy4+XJyugofMrbfeaqm3f70PD3HEVa0VHc0oYDzc1BuxpVp/FpQH4qgWjo7j\nqSCCpen6gFFvsjpvoySVcZRr8ez/5mGgWuKWalHoG1O91WolAoUyefJkXSajgPv376+3UTY8RFWL\nVG+r1r1O01MBB4tvFDAeqqqFqRW4XTiXP6qFrvOZOnWqzlf1POht1SLSfFXLylItMAsPEQiUDR7u\nGHsFC/MiAcWA+kE8+RoFrIYRtGLHAwPnAw9G1TKyVIvEfqAgXYxbqtawpVrsOj628RKDY5An8ilV\nqpTeVj0XOky1FDVj1XKyVGvf2rlzpz7vOA7pe4o5P08//bTeZV5U8ABF/C+++EKn36tXL73fXJe4\nHn3lj0hGAeN6wjiuasHoNMyLg07I5UsNsej9eHHAWHqbNm30tnkQqxac3ka9r7nmGstcczgOolo7\n1nPPPWepXiALLxAYMx0+fLiFF1Jzvlyy8/nXKBCMPeMBPmLECH1e+vbtq+ObFyHV6tLXPV5WMbaM\nhzvuLUiw+0MZkll4qUM9cC2irhBXplD4uC+QruoVsaBsVctOH2MUcLBr3pxTvFDiusK5Uj0QOg1j\noxCsvoHuB11ojy+TnurB0PxVC1jfL6ired4EY5gaBYx08fKD6wsvdtgGWwheNrGNF1ll+KntaZRR\nqw6DAkY+ge5nj6rF5Wb6TXQVwWQWZZgi6qEosNxE96Z6oLjhwLiRUl66C/qJJ54QWCFCYE3sKkoJ\n6O5p9fYu6DKDmO5S13j4H2qa999/v+7aUg8EKVOmjE5GPehEtVSkSZMm9sfTEB7dwOpqFljJwvpZ\nPUx116FrOdClDlFvuPLZZ58JutqUgpKFCxe6RrP/hxofXb0Yk0U3vacoRaK7x9WDUHddIV9jKYl8\n1cNQW6siHsLRpYXxbIzHw1pdtTB0NyLSRVcoyh5I0O2oHrK2JbFqGWkWhQoVsq1cYe2N7lR0sSkD\nJFFGJPLoo4/qbmikja5p5KNeLHRWsCBHOdBVDcawroX1ObrE0d2O6+KXX37xKhbOF7qp0Q2slL6g\n2xHlQRpKAQi6siHK6M3rWF/5u0ZCN7xS5HY3La4RX4LrBNeRenDq7nt080Jw3iHoSoWFM8qDLlwM\nK0DQxYw01cuFHutF1+t7772nu/2V8tdjv+phKxgywbCA6oURWOX7EgynQNDNju59DPegGxNdomBh\nxm7VC5bguke3MLroYf2NIQ5X8Xd/oAzq5URHxbn1tPTGDnS1o8wYSsCYOLr8UX5XCfWaxzAK7jFc\nvxhPh5hzEKi+we4H17J4/gfjokWL6msI9xwEQz+pZeiZrq9t3H+4vpTi1bsx5AFBfhD1QqS7rlVr\nWA8n6ED1Fex+NvHi+fd/T4V4rkGMy67evPXNj7E43IDqrVff9GbsEg+YF154QT908RDFRbZ3717b\nQMUU3ygSbOPBAVFv1frX8yvUNF0VjHmg4AbD+I55UCFtPMjwADCirHX1XxgswUAGCtlT8NCDYKzP\njA2aOnu+XCBeqPEDTXEyaeBhigeuEYy3YrwXgvFZPHxV60KPfeMB9vLLL+sHJtinRgw/KHyI6zmC\nMoSAJ8qFlwa8BGDqmWpl6Ic2xu7w4PElpi7Kil5PvzFxUBe81HkKzhGuH9QLY72QgQMHCpQIFDjO\nAR6oatjB89Cg22baj3lJwBQQX4JzA8WjWtv6RQFjh1A+qnWvo2M/XlqMgAVsAzC+p1r4XgZWo0eP\n1i8oGNeG4sbYPc4XXpyglBDuKrgWcW2BKRQjBA9pfCB42cLDHS9NrtPoYHcBwRQpVzHnF2Gu94dr\nHH//zb1p2CGeeck1x5hzHOwe8VUOXOPB6mvSD3Q/mLJ4/rrmacqN9FLDEC8gRnCcP8ELK8QwRnkh\noTAM5/2sM3XYF1vA6TwhxtoZrQgY/KDFA+Mh82BW3Z/67RgPIDxk8ID1JTB6MmLeeo1CM+H4xU0S\naprmgep6PP7jgQRlYT5qnNctCgxb0EpDSxliFLJrpFtuuUVv4oUD86ExtxBGF2hloKXjKaHGN60p\nz+OxDR6XqxYj2IIR8sXDDUYcUMh4OKuxdW3khIctWpIwKMKDzCgt87D2p2Rc8zVxTZjrNspgBGUA\nSygf5K+6RW3FaxSwOdbka3io8WldD9QFRjEwLjMWxSZ982uMo8AZnGC0hRYYjKzQYkRrz+RjjjG/\nJtzkb8Lxa8roGubrP4yRYGQII0FYLKOuEFwvEJQDxlk4HxC04mBMh4c9WuuugvsE836RDnoj5s2b\np19ekBauT2x7CuoMZQ/26JmBoAy473AdYj9eJKEYXF8wTctXjZe7Jenv/nCL5GfD3Ju47o0iwjXg\nKuYcB7tH/JUjWH2D3Q+uZfH8b54xCEdvDAQvLaEwxLWEF0IYcqHnCwIDO1+CawsvRL7EMHTt8XFl\nGMr97CvdeAqjAg7T2cKFhu5H/KJFMm7cOH0xq7Fi/aaHByumJ6GrEmLe/vSG+kI3Nbqh0R2D42GV\n69qaMPFwg4SapjnG8xfKFUrVfDynCuGBYLrCcPP4sk403eRobWKqBqy40W2M1rkvCTV+MGWA7kTc\n+GDz/vvva6WDVhiswnFsly5dtAKGpe42ZWVrursuV4obgq5CCCxOoQDCIcpwRCcDy2S0UNEFje5B\niDnPJl+0WtG1jxYeWqxQNGrcVis2PLChZKGcfAn44tzgJQwtXTwEcYxpCfnqfjbpeOZvwlPziwcv\nXtZwnXbv3l169OihmaMXCILzgG5FNc6rP3hBgHKCFaznQxgvG2jpm1YueidMtzN+/fVWmBkGsEBX\n44T6OsBQjXmY4+UXghdixMULAcqEqVC4t8IlUPp4qcALBpQ+GKCny1VCveZdj/H8H6y+ge4Hz7Rc\nt/GsgjUyZm/gZQYvQZhaBgmFoWlI4Fp/++23bWto1zyC/cczA9cUhu1wbnBPm5cBHBvK/RwsD8fv\nV2+TlDQQMEZYro44kAwMd9RJ14YlMNCBcRCMMhAGgxv1Nqz/GwcVxggLxjWqi1PvUw9mS73B26Xy\nNBIKlqa6mHU6MFQyAotelMGzvGa/MQiBERZEKVIdHxbEEDXGqLeNERbC1ENUG0kgXRi6wAhFKQ/s\n8rKCRlig+MYIC0ZSgQRGTTC8Ut1Zujzqrd1SLwD2IWralKW6am0jKMRTrSxt0IFIMDpRY3z2sQjz\n5GuMsGDZCVFKUsdXD1S9jS813qnDkB9EDT/YecKIDecXXGCcBlEPKdviFAZEEFh5q5cfHU8pKJ2m\nUiZ6n78vpXB1fDU8oKOoB5beVg9Q29oYO1wNhrDtK3/DEPshapqZTgtl8icwjjHXPowFYQntKh9/\n/LGuh3p46nMEtjDScxX1wqCvdRjCGQFr9WJowbhMvVhYagqR2eX2q7o6LRhcqRdRXVbVfaodqyhF\nb8dTL2YWrgvwVw94bVSoXsbs/aHcH4azGse1j/NkqnotLKWEdT4wnlMv3boOuN+NBLrmzT2H+8aI\nmXXw0ksv6aBg9Q12P5h0za8xwoIRqHne4DyqHjgTRf8GY6ha0JbqWtZ1x/MKToLA29MKGteBEV/X\nFwz/cN5xLAzKzEwFYwUd7H42acfrL7pzKBEmoMY8tJWfr2yMAlbdZFpJwCIW8YNJoDSDHRvu/XjR\nwDSfUCW18X2liwcTLCf9CfarsUc3pWTiqi5p2yrdhIXjV3WZWbCg9SewjlYtY6/dqqs2ZCtgr4NT\nEeAv/1QkoaPiXMNqO5DA2h6es3wJlCE8TRnrYhNH9RZYUErgEUxCKYOytdCW18HSSu9+XIfBrv/0\nXvPB6hvsfvBVRzxDcB4DPW8CMcRxqFd6BXULdC8j/UD3c3rzj+Xx+vVEvX1QYkQAThlgaIBxKnTZ\nUUiABEiABJKDAMeAY3yeYVSC8S6My1JIgARIgASShwBbwMlzrllTEiABEiABBxFgC9hBJ4NFIQES\nIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAESMBBBKiAHXQy\nWBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZNSYAESIAEHESA\nCthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHABVw8pxr1pQESIAE\nSMBBBKiAHXQyWBQSIAESIIHkIUAFnDznmjUlARIgARJwEAEqYAedDBaFBEiABEggeQhQASfPuWZN\nSYAESIAEHESACthBJ4NFIQESIAESSB4CVMDJc65ZUxIgARIgAQcRoAJ20MlgUUiABEiABJKHQKbk\nqarIF198IRcuXEimKrOuJEACJEACAQgUKVJEGjduHCBG5HalWEoil7xzUp42bZoMHTpU2rdv75xC\nsSQkQAIkQAIxJfDOO+/I5MmT5Zprrol6OZKmBYyW78MPPyxdunSJOmRmSAIkQAIk4EwCGzdulEuX\nLsWkcI4bA4aiPHLkSExgMFMSIAESIAESiBYBRyjgc+fOSb9+/aR06dKSJUsWKVCggOTMmVOqVq0q\n48ePjxYL5kMCJEACJEACUSPgiC7oHj16yL59+2TWrFlSrlw5rXyPHz8ua9eulV69esmZM2eka9eu\nUYPCjEiABEiABEgg0gQc0QKeO3eujBkzRqpVqya5cuWSlJQUyZs3r9SrV0+GDx8u06dPjzQHpk8C\nJEACJEACUSXgCAWMruaFCxf6rPjMmTOlcOHCPvcxkARIgARIgATilYAjuqAHDhwobdu2lWHDhkn5\n8uUlT548cuzYMVm3bp2etzt79ux45ctykwAJkAAJkIBPAo5QwDVq1JCVK1fKsmXLZNu2bXo8GK1e\njPs2aNBAd0n7LD0DSYAESIAESCBOCThCAYNdtmzZpFGjRl4YN2zYIKdOnRIo6WCydOlS+e2333xG\nW7Rokfz0009y9uxZyZw5s+TLl0/atGkjGTL8rxceeRw8eFBbYOfOndtnGgwkARIgARIggXARcIwC\n9lehqVOnyvbt22Xs2LH+otjhMNwqWbKkve36B4oXH1had+7cWTD1CdbVOXLk0NH++usv3QWOOchz\n5sxxPZT/SYAESIAESCDsBByvgPv37x9ypatUqSL4+JIffvhBjyljjLlVq1ZeUerUqSPjxo2TBx54\nwGsfA0iABEiABEgg3AQcYQUd7kqlNT04AbnnnnvSejiPIwESIAESIIGQCSSVAoZh1/XXX+8XDhTw\nI488ovf/+++/8vfff/uNyx0kQAIkQAIkkB4CjuiCxipF58+f91uPK6+8Miwt0+zZs+sxYIzxvv32\n21KwYEG/eW7evFm7wUQ8CgmQAAmQAAmEm4AjWsCYevT888/L+vXrZefOnV6fw4cPh6XexYoVkwED\nBkiZMmXk999/D0uaTIQESIAESIAE0kLAES3gESNG6OWgsCTUu+++m5Z6hHwMWtNoCVNIgARIgARI\nIJYEHNECBoDBgwcLFmDA2GukZOvWrTJlypSQksdc4EqVKoUUl5FIgARIgARIILUEHNECRqGxCMPk\nyZNTW/5Uxw914WWsymRWYLp48aJuocOBB4UESIAESIAEwkHAMS3gcFQmUmnMmDFD3nvvvUglz3RJ\ngARIgASSkAAVcIgn3bisDDE6o5EACZAACZBAQAJJpYDLli0r7dq1CwiEO0mABEiABEggGgSSSgGn\nFWjWrFlpOZ1WeDyOBEiABEjAJwHHGGH5LF2EAhcuXCjwenXrrbeGlEOzZs1CisdIJEACJEACJBAq\ngaRsAV9++eV62tOaNWtC5cR4JEACJEACJBBWAknZAsZYMFq/mHecGhk5cqT8+eef9iE9e/aUqlWr\n2tv8QwIkQAIkQAKhEkhKBRwqHM94LVu2lCZNmtjB/tYetiPwDwmQAAmQAAn4IZCUXdDdu3eX0qVL\n+0HiP7hEiRJSoUIF+5MjRw4decyYMXL69Gn/B3IPCZAACZAACXgQSMoWcN68eeXYsWPy66+/yoYN\nG9yQ1KlTR6666iq3sGAbEyZMkCpVqkj58uWlePHiwaJzPwmQAAmQAAlIUraAcd5fe+01yZMnj9sl\nAD/UzZs3dwsLZeOJJ56Qr7/+WoYPHx5KdMYhARIgARIgAUnKFjDOO9YC7tChg9slAAWMtYJTK3Tu\nkVpijE8CJEACJJCULWD4df7pp5949kmABEiABEggZgSSUgEfOXJETp06FXboWDXpu+++C3u6TJAE\nSIAESCDxCCSlAvZ3GjNmzCibNm2Sp556Si9FOH/+fH9RfYbDsIurJvlEw0ASIAESIAEPAkk7BuzB\nQW9mz55d5s2bJ/v37xeMB3/xxRdyyy23+IrqN4xrBvtFwx0kQAIkQAIuBJJSAWMeMBZY8CWlSpUS\nfFatWiVoEVNIgARIgARIIBIEklIBYx5wJAQtaPiZppAACZAACZBAMAIcAw5GKBX7oYCHDh2aiiMY\nlQRIgARIIFkJJKUCtixLj/Em60lnvUmABEiABGJPICkV8IIFCwQLKWzdujXsZwDTm2bMmKGtqc+e\nPRv29JkgCZAACZBAYhBISgV88803C9xH7tu3L+xnMSUlRc8F7ty5s7z++uthT58JkgAJkAAJJAaB\npDTCiuSpwzjwqFGjZN26dbJo0aJIZsW0SYAESIAE4phA0irgnj17ei3G4Hked+zYIevXr9fBFStW\nlAwZQu8wwIpKqV1VyTN/bpMACZAACSQugdA1SoIxKFasmJj1fH1VrVy5cnrBBqxw1KZNG+2Uw1c8\nhpEACZAACZBAWggkbQs4GKzcuXPL2LFjdbQvv/xSdu/eHewQ7icBEiABEiCBkAkkrQI+ffq0bNy4\n0QYFhYtWb7gEriz/+ecfueyyy8KVJNMhARIgARJIIAJJq4DhanLy5Mm2u8lKlSrpBRjCdW7Xrl2r\nu62HDBkSriSZDgmQAAmQQAIRSFoFXLduXcEnkvLjjz8KVlRK7YIOkSwT0yYBEiABEnAGgaQ1wvKF\n//z58/L111/72pXqsBo1akjHjh0j4uwj1YXhASRAAiRAAo4jkLQtYF9nAp6rYHjVvHlzX7tTFYZl\nCeGMg0ICJEACJEACvgiwBeyLCsNIgARIgARIIMIEHNsCvnTpksCvcq5cuSKMILLJo1U9e/ZsyZTp\nf6jhKct1TPjMmTOyZcsWqVy5cmQLwtRJgARIgAQcRcARCvj48ePy/vvvy+LFi6VPnz5y4sQJeeSR\nRwTKC04w3nrrrago4ixZssg999zjdYLy5csn//3vf+XAgQNe+xBQvHhxefzxx/16ytq2bZtgBSYI\npju5yoULF+SOO+6QDRs2SLZs2Vx38T8JkAAJkEACE3CEAsaiBZs2bZKmTZvKk08+KVBKMIbC1CAo\n5KlTp2qDpkifByhgKH4I5vHu3btXKlSoII0bN9YvCCiXL3n55ZflwQcflLx583rtzpo1q/Tu3dsr\n3ASghV+lShVbQZtw/pIACZAACSQ2AUcoYCzf98svv0jOnDll//79cujQIalXr54m//zzz2slDIvi\naMrmzZtl/Pjx8vbbb+tsA01ZQrcyhQRIgARIgARSQ8ARChiLFsybN08aNWokS5YsEXipMvLnn39K\nzZo1zWZC/nbp0kXQ+oZg3Pvnn3+264kWcu3ate1t/iEBEiABEkgMAo5QwE899ZR06tRJGyNhlSKM\nAUMpV69eXeDMYlGCL+t3991321fTyZMndZ1NQJEiRaiADQz+kgAJkEACEXCEAkZ3M1w3wndywYIF\ntfHVnDlz5OjRo7obOBZdvDCWwhh0KJKSkiJt27aVEiVK2As4hHKcrziFCxeWF1980dcuhpEACZAA\nCSQQAUcoYPCEEoPyhcBwKRzOMHRiafzCwgxdu3YN6ejPPvtM0HK9//77Q4qflkhwEALl7MtKOy3p\n8RgSIAESIIHYEnCMAvaHAdNzMC4K147BBFOZpkyZ4jMarKzLli3rc196AzF+i2lGGTJEzq8J5gsf\nO3ZMduzY4bbCEqy1t2/fblcBLXeuwGTj4B8SIAEScCwBxytgTEGCgjFr8wYi+dhjjwk+vgRTgfbt\n2+drV1yE3X777fLGG2/olxHXljkU8qhRo+w6YEqT2Y951Jg6BetyCgmQAAmQgLMIOE4BQ2HACCt/\n/vyaVP/+/WNCzHUecKgFQAsVXdGRUHiYj4wWvqfAg9bIkSM9g/U2xtHR8sdcagoJkAAJkICzCESu\nzzQV9Tx37pz069dPSpcurafjFChQQCuxqlWraiOsVCQVtqiYB/zuu++GnB4WX4CShEMOCgmQAAmQ\nAAkEI+AIBdyjRw9Zs2aNzJo1S+CWEn6g9+zZo7udR48e7dbFGqxCsdqP8V847ciYMWOsisB8SYAE\nSIAE4oiAIxTw3LlzZcyYMVKtWjXt8xkW0XDriOlJw4cPl+nTp8cEKbxzxbNUrFjRr//qeK4Xy04C\nJEACiUDAEQoYXc0LFy70yXPmzJl6+o3PnREMRJl69eoVwRwin/SVV14pgwYNinxGzIEESIAESCDV\nBBxhhDVw4EDtyGLYsGFSvnx5yZMnj55ys27dOm3Fi+X8oi3oSm7durXOFmPU6BYPZbWi1atXa2vr\nYsWKRbvIPvNDbwKFBEiABEjAeQQcoYAxx3flypWybNky2aaW7sN0ITidwHSaBg0aaCcdsUSHVvju\n3bsFY9WBBJbb8OuMFZUwnu0U+eCDD3TXfiQdhTilriwHCZAACcQLAUcoYMBC6xKLMcSzoLV53333\nyapVqxxVDUyLWrp0qV5zuHv37gIrcwoJkAAJkEBsCThGAccWQ2LnjpZv0aJFdSVj4Vc7semydiRA\nAiSQNgJUwCFwg2/qeFZcaJnHe+9CCKeJUUiABEggrghQAYdwupo1axZCrP9FyZQpk+7uhWEZuqPh\nqYpCAiRAAiRAAp4EHDENybNQ8byNJQmnTZum1zMeN26c46oyePBgWbBggXZR6bjCsUAkQAIkkEQE\nqIAjcLLhUKRMmTKC1rDTpGHDhvLtt9/KXXfdFdeLUziNK8tDAiRAAqkl4DwNkdoaRCF+auYBR6E4\n6cqibt26gk+bNm20t7F0JcaDSYAESIAE0kyALeAQ0GEecCjLIYaQlGOi1KpVK64NyxwDkgUhARIg\ngTQSoAIOAVzBggUFi0I8/fTTgvV3XWXEiBHy+uuvy8WLF12D+Z8ESIAESIAEAhKgAg6I5387MW46\nefJkeeCBB6RQoUJuR9x2222yePFiwfrB8SavvPKKoHudQgIkQAIkEH0CHAMOkfk111zjM2alSpUE\n84TjUeD+E8s/er5UxGNdWGYSIAESiDcCbAGH4YzBZ3U8OurAGsYUEiABEiCB2BDgEzgM3Js0aSJZ\nsmTxSunYsWNy+PBhsSzLax8DSIAESIAEkpsAFXCYzv/58+fdxlPLli0rmzdvlvr168uXX34ZplzC\nm0y3bt0kd+7cOtHTp0/L3r17w5sBUyMBEiABEvBLgArYL5rU7cBUJTi3MILlFOfPny9vvvmmbN++\n3QQ76hf+oc349a5du6R9+/aOKh8LQwIkQAKJTIAKOExnt2nTpjFftzg9VcGShXhpoJAACZAACUSH\nABVwdDgzFxIgARIgARJwI8BpSG440r4Bv89w7+hLli1bJosWLfK1S4eVLl1aypcv73d/NHagBdyg\nQYNoZMU8SIAESIAEFAEq4DBdBhkzZpQOHTp4pYZx1uXLl2tnHV47/y9g0qRJsmbNGns81l+8SIbn\nzZtXunTpYmcBD1/btm2zt5988km57LLL7G2zv2TJktKnTx87nH9IgARIgARCI0AFHBqnNMfKlSuX\nwONUIIGCvnTpUqAoUd8HD1+u3r08nXWY/b169RJ8OKc46qeIGZIACcQ5ASrgMJ7As2fP6pYulFO8\nCzx8BRKzH05IqHwDkeI+EiABEvBNgEZYvrmkKfTkyZMyZsyYNB0brwe1bds2XovOcpMACZBATAmw\nBRxT/P/LHA47oLgDtSRTUlLk8ccfl8yZMzugxCwCCZAACZBAegmwBZxegmE4ftasWVKmTBmBNbS/\nz5EjR2TGjBkBc4M3rilTpgSME+6daPVv2rRJTpw4Ee6kmR4JkAAJJDQBvy3go0ePClwV/vXXX24u\nFu+44w55++23ExpKWiuXLVs2uf3221N9+BVXXCH4BJI9e/YE2q33QQFj2cRodgtv3LhRr4d85syZ\noC8IQSvACCRAAiSQRAT8KuAhQ4YIFhN45513BJa8RgoUKGD+8teDQI4cOaRz584eoYm9WaNGDRk5\ncqR+WUvsmrJ2JEACJBBeAn4V8O7du/VDFfNYKSQQiACWYrz11lsDReE+EiABEiABDwJ+FXDLli0F\nDiKuu+46KVKkiMdh3PRH4NSpU7rbvk6dOv6ipCm8ePHi8umnn8qcOXPcjv/pp58EeUIwl/jgwYNy\n+eWX621Mi+rRo4f069dPb0fqCz0kjz32WKSSZ7okQAIkkJAE/CpgjDnOnj1bpk6dKuXKlRN4eoJg\njJNjwP6vhUOHDsl7770n4VbALVq0kGrVqnllDOMn48QD47DPPvusDB8+XMf7448/tEL2OogBJEAC\nJEACMSfgVwHfeeedcu2113oVkGPAXkiiEoBpSMEMtdAShkvJWrVq6TJhGAHj+NEQGIB99dVXOit0\nR+fPnz8a2TIPEiABEohbAn4VsJkOc/jwYcFasRUqVBAYGVECE8A8XSy+ACvyfPnyBY6cQHstyxJc\nKytWrNDewN59990Eqh2rQgIkQALhJ+B3HvDFixelY8eOAh/AjRs3lty5c8u9994rGFek+CeAsdov\nv/xSMCUp2gJHHrFa0zdLliwCt5RYmKFq1arRrjrzIwESIIG4I+BXAcMzExwsrF27Vrds/v77b0Er\nZ/DgwXFXyWgXGAooFgoYeU6YMMGuLoyxsGpRzZo1Bd62oiFVqlTRijgaeTEPEiABEohnAn4V8M8/\n/yx9+/aVq666StcPhlgvvvhiwGX1wgkCBkUYV4xXwUpCO3bsiGnxYbS1cuVKeeSRR/SSiDEtDDMn\nARIgARJwI+BXAdevX19++OEHt8jYjkQXJxTVww8/rMcPMY0GCqNYsWJ6DLVTp05unrjcCuTgDfQc\nwEFFrAXj0PQfHeuzwPxJgARIwJuAXyOsVq1aydVXX61bvDfccIP89ttvgmktixcv9k4lnSFoWWOx\nd3RfDho0SC5cuCCrV6/W483PPfecvPzyy/qTzmx4eBQIoOX/3XffaZsBZJczZ07B9UMhARIgARJw\nJ+BXARcsWFA7lIBv4S1btkizZs3k448/1osFuCeR/q0lS5bI+vXrBYY8mMoyffp0KVWqlE4Yyher\nAFHigwDOIazmMYQAwbQ1KuD4OHcsJQmQQHQJeClgOJCAH+ilS5fK+PHj3Uozbtw4wWIMxtGD2850\nbFSsWFE++ugjefTRR+Wmm27SDkDgwQkyc+ZMPQUqHcnH5FBYjZctWzYmeXtmirHgnj17ytixY2Xv\n3r3y/fffS8mSJT2jhWUbCrhXr15hSYuJkAAJkEAiE/BSwO+//752ZVi+fHm57bbbvOoeCQcLmDMK\nxx8ffPCBdjbx9NNPy4cffqjXxz1+/LighRxvAuM1Y8AW67LXrVtXfvnlF10MdOmjhRopBRzrujJ/\nEiABEogXAl4KuHr16rrsmFMKH9Bo0RhBtyJaUOEWKHsYLc2bN082bNigx4Oh6OH8A13fmTJ5FTPc\nRWB6JEACJEACJBBVAl6a7dy5c9q3cP/+/bXfZ9fVkDA2iwUasIB8uAWuFtHi9mx1QyHDxSKWvQsm\nf/75p1bkvuIhHbxURFPgtAQL1uNlAvVLRkGvBrrjW7dunYzVZ51JgARIwC8BL42Erl8sL4d1gJs2\nbar/YxsfrHiDFmk0BYtBYHGDUAQtdPg+9vWBMjSLFoSSVjjiLFy4UC/KYHwkhyPN9KYBD2ewMjcr\nKKU3vWDHIz98KCRAAiRAAu4EvFrAsDiGMRQUMOYCmwUZ0IIzKyK5JxHZLbTEQ5XatWsLPr4EVtb7\n9u3ztStiYVg56q233hJ4EXOKYIjhtddeEyzUsGDBAm2lHMmyYQGJ119/XYoWLapdmkYyL6ZNAiRA\nAvFEwKsFjMJjzLV3796ydetWbQ2NbbimhFV0pFszaJ0dOXIknhgGLCt6DrBerlOkXbt2eggBXfow\ncIu0wI841jHmVKRIk2b6JEAC8UbApwJGJbCgwLBhw7RHKmw3aNBAPvnkE5k4cSI2wyoYd8ai8ViB\nCUZfmDsKBw7wqew5FSqsGUchsVtuuSXpF6vH+TTGfPAOFmsXnVE47cyCBEiABIIS8KuAv/32W3n1\n1VcFc3QhUIZQyF988UXQRFMbAXN+16xZo1tmaJVhrHbPnj163uro0aNl1KhRqU2S8R1KYN26dQJv\nWRQSIAESSHYCfhVwmTJlZM6cOW584IYyT548bmHh2Jg7d67u4obDCHTXYrwZC8vXq1dPO/2A9XW8\nC14k7rnnHvuDOsdSYJ196NChWBaBeZMACZBAUhPwMsIyNLAIArpPMeUIjhwwxWf//v2ClnG4Ba1r\nWAw/8MADXknDE1YkFoDwyijCAe3bt3erH8aGjcBDVYcOHaK6aALObdu2bbWPb0wTopAACZAACUSX\nQIpa49fylyWm88yfP19b8d544426RRqJubRYMg/KAIoATjnQykbe6K6EUdbs2bMFLfL0CIzKYAWN\ncWynCaZ7TZs2TU/1imbZsOAGWsF4+YmWYD42/HxjjJ9CAiRAArEm8NRTT8mDDz6o102Pdln8toCP\nHj0q3bp10wsywEjKGEPBF/Tbb78d1nLCIhdKeNmyZbJt2zatKNHq7dq1qzb+SlYnFmGF7CcxnNto\nSqVKlezs4KRjypQp9nbnzp2lTZs29rbT99sF5R8SIAESSAMBvy1gWCWvWrVK4JfZdRoNLFrRSo03\nYQvY+4yhBQxjt59++sl7ZxRC0Pni6hzFc565k/fjhbRjx45RoMQsSIAEIknAkS1gOGpAC9jVFWUk\nISRz2l26dLGn6YADpupgzN0IVjLCOHk4BOP4J06c0ElhOhAsko2RG7qGS5QooT/hyCtYGsGcuzh5\nP1bvogIOdoa5nwRIIBABv13QLVu21H6fr7vuOr0oQ6BEuC99BO6++263BMC+SZMmdlg4Vy765ptv\nZPny5TptGIKtXr1aXnzxRb1+L9x1Pvnkk9KnTx87b/7xTQAvLrBTgLW+kdOnTwuGbozkyJHDbb8J\n5y8JkAAJgIBfBYyuSRg/wRdzuXLlbDeUcK8Y7jFgngp3AmiFRkrgZhQfI1h/edGiRborum/fvoJu\n6UceeURbZFeuXFmvI2zi4hdxYMwGv9u4NpJVatasKZ999pmbkxUs+QiPcUbAFv7TKSRAAiTgi4Bf\nBYz1eY0faNcDMQZMiT4BTFWCYRrmEkdSzp8/ry2j4bnKtTVn8oTV9IEDB/RiDhijTVYDOVdFa9g0\nbNhQ8KGQAAmQQCgE/CpguIXEh+IMArBWxpQsCgmQAAmQQGIQ8KuAhw4dqseAPauJ9XqHDBniGczt\nCBMoWLCgwClJrVq1pGzZsnZuI0aMkM2bN9vbGMM1+zGmC6UdaM4t4mM8E93KWHwDFtFo4WbOnFkw\nhvndd98JWsUQtIoxNHH48GFB2pgjjrWOYbyFuduITyEBEiABEgiNgF8F3KJFC3tpP3Q14sE7fPhw\nvUZwaEkzVjgJYEH7K6+80ssgDvOyXX0rFylSxM4WrkQ3bdoU0KgK5xnjvhgH/ueff7SBlpka9OOP\nP+qXMJx/CLqbzX9sG0MxKGAYkuFlgPL/CcD9KJZjhNcxCgmQAAl4EvCrgGF4hY+rYPvNN98UGJdQ\noksAHsiuueYar0zxgE+vuBpTbdmyRS9Fidbu1VdfrS2kXdPH1Bu8jJ06dUqWLFmilcu8efMkEh7S\nXPONx/94MUJPAYUESIAEfBHI4CvQXxi6KDH1gkICJEACJEACJJA+An5bwGjpwtmAEcxx3LlzpyN9\nKZsy8tedAOb5cqEFdyax3MIKVBhrNwIPc0WLFjWbwv3kw+sj7feHfSPF0R83BYyxP8wBhZs9dD8O\nGjRI8uXLp6uTKVMm3SWdCCsTxdH5SVdRb7311lQfD6MqjOeiS/nyyy/3Or558+baCAvXSrJOQfKC\n4icAnuRw3xhZv36929rWmOb3+OOPm93C/eTjuvY5r4/U3R/2jRRHf9x8QcPaFfN8sTrOuHHj5Oab\nb9aLIbjWJ1u2bHHp3cfJvqBd+cbbf1wjHAOOt7PG8pIACRgCjvEFjakn8DsMy1o4YZg4caKXcY1x\nUWkKz1/nE8CqQujuvP/++8NeWExJQssN7jJd3TKGPSMmSAIkQAIJRsDLCOvVV1+VgwcPyn/+8x/d\nssG4lOtn0qRJCYYg8atz8eJFwScSgmlMr732mjz00EORSJ5pkgAJkEDCEvj/A1QeVYSDfgoJBCMw\nYMAA/cKG8U4KCZAACZBA6AS8WsChH8qYJEACJEACJEACaSXgtwWc1gR5nPMIdO7cOeKFgtcsCgmQ\nAAmQQOgE2AIOnVXcxsR0ITNlaOTIkbJmzZqw14ULRYQdKRMkARJIcAJeLeAGDRr4XIbOcMBiDHDS\nQYlPArt27XLzHR2ftWCpSYAESCD+CXgpYChXs/qNr+oVKlTIVzDDkozA3r17BUskQjAVCZ7SZs+e\nrbfLly+vF42AUw8KCZAACZCAbwJeCrh27dq+Y/5fKB60lPgl4LpyUnpqgZV+tm/frpMwqyc9/fTT\n2lc4XtL69u0r7dq1S08WPJYESIAEEpqAlwI2tT106JB2k/f333/rOaR4yJ45c0bq1q0rU6ZMMdH4\nG2cEevXqJZdddlm6S/3SSy+5pbFjxw69pOHPP/8sM2bMoPJ1o8MNEiABEvAm4NcIa9iwYXrJOVjQ\nYr3XgQMH6kXX+/Xr550KQ+KGAJYvxFKDFBIgARIggdgS8KuAN2/eLPCR2aFDB9m9e7fcd999epGG\noUOHxrbEzD0sBN59913tQCMsiXkkgiUr58yZ4xHKTRIgARIgAVcCfhUwfPuiWxE+hGFsA0MbLNSA\nMEr8E1ixYoV2MRqumjzxxBN2UidOnJAlS5bY2/xDAiRAAiTgTcDvGDCWJaxXr56gyxJL0N15551a\nEbdq1co7FYbEHQGsO7p69WqfSw6mpTK8LtJCjceQAAkkMwG/Crhy5cqyYcMGyZgxo1bEsHrF2sCt\nW7dOZl4JU3f4+v72228F87o5Jpwwp5UVIQESiCMCfhUwxghPnTqlV7nBouLdu3ePo2qxqMEIoHcD\nn3AIrOPvvvtunRSumV9//VUvRD9+/HhtOV+1alV55ZVXvNaWDkfeTIMESIAE4pWAXwV84403yogR\nIwQPTzyoO3bsqLuh2VqK11MduXJny5ZNvvnmGzsDOOSYO3euYF4wpiRhXvANN9xg7+cfEiABEiAB\nEb9GWNWqVZOxY8cKXBdirdeJEydKuXLlBC1jCgl4EsCLmfkUKVJE4AUL10vOnDl1azhDBr+XmmdS\n3CYBEiCBpCDgtwVsao+F3GEFjV90ReNDSQwCzzzzjNSqVUuP82fNmlXuuuuuxKgYa0ECJEACcUDA\nb7Pkt99+096M4IRj2rRp8thjj8mmTZukS5cuUakWxhWPHz8elbySNRMY1B08eFBgEX3gwIGwYcie\nPbsULlzYTm/lypURWYHJzoB/SIAESCAOCfhtzv7yyy9Ss2ZNeeutt7Rj/WjXDUp/4cKFMm7cuGhn\nnTT5XXvttYJPuKVGjRqCjxHMHYczlypVqpgg/pIACZBA0hPwq4C7du0aNTgVKlQQ+J52FXR7Y41Z\nKOJ77rlHe+Fy3c//JEACJEACJBDPBLwUcJ06dWTIkCGydOlSn0rvjjvukOHDh4e1zpiu0qlTJ93l\n3b59e5329OnTZdmyZTJ48GBtyBPWDJmYFwGscgXvWLB+p5AACZAACUSegJcCfv/997V3JKzpCicN\nnhKJNV4xRQUPf8w17tOnj4wZM0ZPXYEbzDJlyngWgdsRIHDkyBHp3bu3wNc3uMM4y8jJkyf1+THb\nnvtNuPldvny5PPvss3oT6W7cuFGvFQwraRjzwckLpi3BtSmFBEiABJKVgJcCrl69umbx8ccf2444\nihUrFnE+efLkkY8++kg+//xz7bABLXF44aJEhwCmDmHhjQULFkjx4sXdFDDWEEa4Ec/9Jtz84twt\nWrTIbMqAAQPkmmuukcaNG2vF3LNnTypfmw7/kAAJJCsBLwVsQMTKEQcsc+vXry8YgzYvA6ZM/I0c\ngUDezooWLSqe6/+aknz44Yd6+MBs+/qFow7MB86bNy9fqnwBYhgJkEBSEvA7DSmWjjgw9QldlHBf\nSHE2gcmTJ8ulS5ecXUiWjgRIgAQcSMBvC9iUNdaOOLAgBPwLu05rMWXz/MX49ZQpUzyD9TbmMJct\nW9bnPgZGlgBeqLCQB8RTWcPSHRKKgxdci6EMS1iWJfik1/sWypqSkqI/upD8IgESIIEwEvCrgOGI\nY9iwYTJr1iy56aabtCOOpk2bhvSgDGP5ZOrUqbJ9+3btFjNYunAWgo8vgYERHE5Qok8ArkyNzJ8/\nX9q0aWM25ZZbbtH/XceM7Z0ef7BEJrrCgxnmwRf1unXrtC9qjyRStYnrv1KlStoHeqoOZGQSIAES\nCIGAXwX8448/xsQRB1pEWNDdWFv3798/hGowSqwIQCmmt6UZq7IzXxIgARKIJQG/Y8Dbtm3TPqBh\nHRtpgdONfv36SenSpbVDf0xPgdEOVmLCHGGKcwm0bdvWuYVjyUiABEjAwQT8toDRzYd1XUMdd0tP\nHXv06KG7h9HdbVbQgR/otWvXSq9evfSastH0zJWeuiTjsfDb/dNPP8nNN9/sVX10+2NFLSNHjx6V\n9957TyZMmKCD1q9fr1+68AIGwYvXFVdcIZj69s8//7j5qIY9AIy+ChYsqONiPBhe1NBrgjF+I3/9\n9Zfs3btXzyc3YXi5Q9qBBLYGcJtpBI5gtmzZot1omjDMj8+cObOeKx+sK9wcw18SIAES8EXArwKG\nQ/2ZM2cK5ufi4WWMX5o0aaL9Q/tKLK1hWDsWDzvX+caYsoJ1iOF1C/NIqYDTSjfyx2HIYPTo0T4V\nMMZiMSZrBIZN2IaRFAQeuGCAZRQylCTmDMNvNMb+oXSNbN68WbsmxcpNECjCRo0a6Re0JUuWmGgC\n5x9IF0rYCByLGMVtwjx/Dx8+LLB9MLJnzx7BfYDFJIw0aNBAMK0Kc9ahnCkkQAIkkFYCfhXw7bff\n7nMebrCHWFoKgq5mLLzwwAMPeB2OlwDXlXW8IjDA0QSgIPExgtYwjJvMyxYM/CChGGHBUUgoRljo\nSQmHERa8gvkzwlq8eLEuN79IgARIIK0E/CrgL774QiZNmuSVLtxTwld0OGXgwIGCsUQ8mNHFh1b3\nsWPH9EMU3YuuLahw5su0SIAESIAESCBWBPwq4BYtWkjt2rV1udBdiO44dAdjKlK4BXN80c2HbmgY\nf2HcEK1edDujyw9zMSnOJYBu2ltvvdW5BWTJSIAESMCBBPwqYBhD4eMq2H7zzTf1vGDX8HD8x7ia\na1dlONJkGtEhgMUZ/M2/9izBE088YTvlwL4XXnjBM4rf7S5duuhFOvxG+L8dGEP2vHaDHeNrP142\n0RtDIQESIIFIEPCrgH1ltnXrVt017Gsfw0ggFAJY+cpVUtNyhlFeKFKyZEnBJ71y1VVXpTcJHk8C\nJEACfgn4VcBo6cLS0wisSnfu3CmffPKJCeIvCbgRGDlypOAl7cEHH9ROXNx2coMESIAESMCNgF8F\nfO+99+ppQCY2poqgW48WyYYIfz0JoHWLa+TTTz+lAvaEw20SIAES8CDgVwFj4QIsoA5PWHC0gGXn\nYIgF4ywKCfgigLFXzM3lohe+6DCMBEiABNwJ+FXAS5cu1ZatcISAaUIrVqzQrinhnQj+fykk4IsA\nHGjgQyEBEiABEghMIIO/3R9//LGMGzdOsBj7559/rseDEYb5wRQSIAESIAESIIH0EfCrgOEIA+O9\nP/zwg+6Ghreqs2fPclpG+njzaBIgARIgARLQBPx2QTdr1kwvhIDFGOACEAsjtG/fPlXzNsk4+Qj8\n+++/ggUXSpUqlXyVZ41JgARIIBUE/CpguIYsVKiQfpjed9992vH8qFGj6CwjFXCTMerq1atl4sSJ\n2m4AHrLgpINCAiRAAiTgTcCvAkZU+H02giXi8KGQQCAC8OWNpQG7deumr5/OnTsHis59JEACJJC0\nBAIq4KSlwoqnmQDsBubNm5fm43kgCZAACSQLAb9GWMkCgPUkARIgARIggVgQoAKOBfUkyvODDz7Q\n09iSqMqsKgmQAAmERIBd0CFhYqS0EoAVPT6JJpgVEGxOfI4cOSKyfGeisWR9SCBZCVABJ+uZZ73T\nRQCLkkAJB5IJEyYIfKi7GjMGis99JEACyUWACji5zjdrGyYCjRs3FnwCCXyonz9/PlAU7iMBEkhi\nAlTASXzyo1H1Rx99VFJSUnRW8KQGhcS5wdEgzzxIgAScToBGWE4/Q3FevgwZMtgKeNGiRVK3bl3Z\nt29fnNeKxScBEiCB9BOgAk4/Q6YQIoEmTZpIw4YNBStqUUiABEgg2QlQASf7FcD6kwAJkAAJxIQA\nx4Bjgj15M+3ZsycXakje08+akwAJuBCgAnaBwb+RJ1CpUqXIZ8IcSIAESCAOCLALOg5OEotIAiRA\nAiSQtaWp3wAAFUxJREFUeASogBPvnLJGJEACJEACcUCACjgOTlIiFXHkyJGyY8eORKoS60ICJEAC\naSLAMeA0YeNBaSWwZMkSgYco+Enu0qWLZMyY0U5q7Nixbp6jnLz/6quvlhtvvNEuO/+QAAmQQGoJ\nUAGnlhjjp4vAiBEjBErYlxQqVEguXLjga5cOc9L+2bNnUwH7PVPcQQIkEAoBKuBQKDFO2AgULVpU\nWrVq5TO9Fi1a+Aw3gU7a768Opqz8JQESIIFgBDgGHIwQ95MACYRE4ODBg3LgwIGAcVevXh1wP3eS\nQFoI/P3333Lu3Lm0HBrTY6iAY4qfmZNA4hBAtzw+gaR79+6BdnMfCaSJwEsvvSR4AYw3oQKOtzPG\n8jqCwPjx4x1RDhaCBEggfglQAcfvuWPJY0jgo48+imHuzJoESCARCDjeCOvixYvaMjZr1qyJwJt1\nSCICWPv4zz//lF27diVkrf/991/57bff7Lpt2bJF/587d64dli1bNj3tzASsXbtW2rZtazalSJEi\nctVVV9nb/EMCoRDYuXOnmOsN8VesWCF4Kc6XL58+HNddx44dQ0kqpnEcoYAB84UXXpAvv/xS6tWr\nJ6NGjZIrrrhCg5k6daoO//zzz2MKipmTQGoJ9OrVS2bMmJHaw+ImfqZMmaRw4cJ2eQ8dOiSWZbmF\n4cX57NmzdpwsWbK47S9YsKDkzZvX3s8/JBAKgZMnT8qJEyfsqLjO8ufPLwUKFNBh8dJgc4QCHjZs\nmBQvXly/xUyZMkUaNGggWLy9YsWKNmD+IQEnEejUqVPQ4mTPnl3atGkTNF6iRJg4caJWwB06dPBb\npVWrVsnw4cP97ucOEkgLgXbt2sldd90lJUuWTMvhMTvGEQoYlpMrV64UPLAGDhwolStXFize/uOP\nP8YMDDMmgUAEHnrooUC7uY8ESIAEghJwhBEWFC768I2g1dCjRw+544475PDhwyaYvyRAAiRAAiSQ\nMAQcoYAff/xx7R1p8ODBNtg+ffrIvffeK71797bD+IcESMC5BOCprGXLlgELOGnSpID7uZME0kLg\njTfeEHjZizdxRBf0bbfdJps3b3azagPIAQMGSMOGDfW+eAPL8iY2AcwDjgcry2iehTx58gTNrnTp\n0kHjMAIJpJYAbIjiURyhgAEuZ86cghVmPAVgQ7WShBLftm2bZxJ6G0vgBXL07/MgBpKAHwKY8kAF\n7AcOg0mABEIi4BgF7K+0mIa0fft2wVJ1wQTxli1b5jPa3r17JXfu3D73MZAESIAESIAEok3A8Qq4\nf//+ITNp3Lix4ONLYMy1b98+X7sYRgIkQAIkQAJRJ+AIIyzXWqOb+MiRI65B/E8CjiMQyjxgxxWa\nBSIBEnAUAUcoYCwj1a9fP4GBBjzlwJsJxoSrVq0qdHrvqOuFhfk/ApwHzEuBBEggvQQc0QWNOb/o\nHp41a5aUK1dOK9/jx48L/MbCnd+ZM2eka9eu6a0rjycBEiABEiABxxBwRAsYztvHjBkj1apVk1y5\ncklKSoq2fIZfaLitmz59umOAsSAkQAIkQAIkEA4CjlDA6GpeuHChz/rMnDnTzXm7z0gMJIEoE+DQ\nSJSBMzsSSEACjuiChv9nLFGGRRnKly8vmNB/7NgxWbdunZ67C1/RFBJwEoE333zTXoqvZ8+ebguH\njBgxQjZs2CAYRnnrrbekUKFCTio6y0ICJOAQAo5QwDVq1NCLMWAOLxxpYDwYy5xh3BcrI6FLmkIC\nTiKA1boOHDigi1SqVCm3ojVv3lywVu60adNk+fLl0qxZM7f93CABEiABEHCEAkZBsIByo0aN8JdC\nAo4ngBdE17VwXQtcpkwZvVm2bFnBmrkUEiABEvBFgE8HX1QYRgJhIJAjR44wpMIkSIAEEpWAI4yw\nEhUu60UCJEACJEAC/ghQAfsjw3ASIAESIAESiCABKuAIwmXSyU1g9OjRMn/+/OSGwNqTAAn4JUAF\n7BcNd5BA+gjAEvrs2bPpS4RHkwAJJCwBKuCEPbWsGAmQAAmQgJMJUAE7+eywbCRAAiRAAglLgNOQ\nEvbUsmKxJtCtWzfOA471SWD+JOBgAlTADj45LFp8E+A84Pg+fyw9CUSaALugI02Y6ZMACZAACZCA\nDwJUwD6gMIgESIAESIAEIk2ACjjShJl+0hLgPOCkPfWsOAmERIAKOCRMjEQCqSfAecCpZ8YjSCCZ\nCFABJ9PZZl1JgARIgAQcQ4BW0I45FSxIohHAOsFbt251q9aoUaNkwYIFdlj37t2lYcOG9jb3kw+v\nj7TfH/aNFCd/UiwlcVLWdBWzd+/esm/fPvnkk0/SlQ4PJgESIAESSBwCTz31lDz44INSs2bNqFeK\nXdBRR84MSYAESIAESECECphXAQmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBA\nBRwD6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAEqYF4DJEACJEACJBADAlTA\nMYDOLEmABEiABEiACpjXAAmQAAmQAAnEgAAVcAygM0sSIAESIAESoALmNUACJEACJEACMSBABRwD\n6MySBEiABEiABKiAeQ2QAAmQAAmQQAwIUAHHADqzJAESIAESIAHHKeALFy7IkSNHeGZIgARIgARI\nIKEJOEIBnzt3Tvr16yelS5eWLFmySIECBSRnzpxStWpVGT9+fEKfAFaOBEiABEggOQlkckK1e/To\nIfv27ZNZs2ZJuXLltPI9fvy4rF27Vnr16iVnzpyRrl27OqGoLAMJkAAJkAAJhIWAI1rAc+fOlTFj\nxki1atUkV65ckpKSInnz5pV69erJ8OHDZfr06WGpLBMhARIgARIgAacQcIQCRlfzwoULfTKZOXOm\nFC5c2Oc+BpIACZAACZBAvBJwRBf0wIEDpW3btjJs2DApX7685MmTR44dOybr1q0TGGXNnj07Xvmy\n3CRAAiRAAiTgk4AjFHCNGjVk5cqVsmzZMtm2bZseD0arF+O+DRo00F3SPkvPQBIgARIgARKIUwKO\nUMBgly1bNmnUqFGcYmSxSYAESIAESCB1BByjgP0Ve8OGDXLq1ClBKzmYfPjhh/LZZ5/5jLZ+/Xop\nU6aMz30MJAESIAESIIFoE3C8Ap46daps375dxo4dG5RN+/btpV27dj7jQTFjahOFBEiABEiABJxA\nwHEKGEZXJ06ckPz582s+/fv3D5lTxowZBR9fAgcf/vb5is8wEiABEiABEogkAUdMQ6InrEieYqZN\nAiRAAiTgRAKOaAHTE5YTLw2WiQRIgARIIJIEHNECpiesSJ5ipk0CJEACJOBEAo5QwPSE5cRLg2Ui\nARIgARKIJAFHdEHTE1YkTzHTJgESIAEScCIBRyhgesJy4qXBMpEACZAACUSSgCMUMCpIT1iRPM1M\nmwRIgARIwGkEUiwlTitUJMrTu3dvGTlypF7oIRLpM03fBDDFDMtLZs6c2XcEhkaEwNmzZ/W890yZ\nHPOOHZF6Oi1RrF2Oa50+B6J7ZuAtsXbt2pI7d+5UZ7xlyxaZN2+elCxZMtXHpveApLk769evLxUq\nVJBu3bqllxmPTwWBUaNGScGCBaV169apOIpR00vg5Zdfluuvv14aN26c3qR4fCoI9OrVSzp27CjV\nq1dPxVGMml4C8IA4ePDgmCjR9JTdEVbQ6akAjyUBEiABEiCBeCRABRyPZ41lJgESIAESiHsCVMBx\nfwpZARIgARIggXgkQAUcj2eNZSYBEiABEoh7AlTAcX8KWQESIAESIIF4JEAFHI9njWUmARIgARKI\newJJMw/45MmTcvHiRc4DjvIle/z4cT0nMmfOnFHOObmzO3r0qHZuAwc3lOgROHz4sJ6LivXHKdEj\ncPDgQSlQoEDczb9OGgUcvUuBOZEACZAACZBAcALsgg7OiDFIgARIgARIIOwEqIDDjpQJkgAJkAAJ\nkEBwAlTAwRkxBgmQAAmQAAmEnQAVcNiRMkESIAESIAESCE6ACjg4I8YgARIgARIggbAToAIOO1Im\nSAIkQAIkQALBCVABB2fEGCRAAiRAAiQQdgJUwGFHmpwJXrhwQSzLSs7Ks9YkQAIkkAYCSaGABw0a\nJNWqVZOyZcsK/lPCS2Dnzp1SpkwZ2bJli53wkSNHpHXr1lKhQgW5+uqrZenSpfa+RYsWyQ033KDP\nR4sWLQRxKaETOH/+vPTt21euvfZa/Xn++efl3LlzOgFyD51jamPCk17v3r2lRo0aUrlyZRk2bJid\nBLnbKCL657HHHpMuXbrYecQ9d9VqSWj5/PPPreuvv95SrvmsvXv3WtWrV7dmz56d0HWOZuXGjRtn\nlS9f3sqcObO1adMmO+tWrVpZL7/8snXp0iVr4cKFVtGiRa1Tp05ZymWcVbx4cWvVqlWWUhqWeqBZ\nHTt2tI/jn+AExo4da6kXF80PDJs3b24hDELuwfmlNcbw4cOtli1bWkoRW//++69VokQJa9myZTo5\nck8r1dCPmzlzpqXcTVpKCdsHxTt3dBsmtHTq1MkaNWqUXcfXX3/d6ty5s73NP2kncPbsWeu2226z\nNmzYYBUuXNhNAefOndtSfnHtxGvVqmXNnTvX+vbbb63GjRvb4arVbOXNm9fe5p/gBH755Rc31s89\n95zVoUMHfSC5B+eX1hhnzpyxlG9zfTheJgsVKmT9+OOP5J5WoKk47tChQ1bdunWtAQMGuCngeL/e\nE74LeseOHaJaXHaXRbFixWT//v32Nv+knQAczs+ZM0cqVqzolgi6hZRy1s7RzQ5wP3DggHieD9Uy\nlmPHjun4Ji5/AxO47rrrRPU66EhYZGTKlCly55136q58cg/MLj17s2bNqhda+PTTT+XGG2+UZs2a\nSb169cg9PVBDPLZr167y3//+V3LlymUfkQjPmYRXwFidxHUlnhw5cggeWpTIEfBkjpyyZ88uqttO\nPPchHKJaFPqXX6ETwLhvmzZtBAr53nvv9WKLlMg9dJ6hxkxJSdFjwCtWrJB169aRe6jg0hgPL5i4\njps0aeKWguezBDvj7XpPeAWsuokES+IZwX81dmM2+RsBAp7MkYXh7rnvxIkTetm8/PnzR6AkiZsk\nlK8aj9RLbOIBBfFkizByB4Xwyv333y8fffSRKNsSGTlyJLmHF69balCyvXr1EjVsJWoMWL/wbN++\nXdTYe0Jwz+RW2wTcKFWqlOCEGdm2bZuULl3abPI3AgTy5cun30R37dol4A8B98suu0wyZcqk/5ts\neT4MidB/MeULLV9Y5X711Vdi1p4l99AZpiXmhx9+KFWqVJE6derow/H/66+/FnJPC83QjsG61ldc\ncYWMGTNGH7Bnzx5RY/EyadIkee+99+L+OZPwLWBMhZkwYYLgxOFhj/EbTH2hRJYAuA8ZMkSgLKZN\nmyYZMmTQ3XZ4k8V0pe+//16P+w4dOlR3n0a2NImVOlpdmzdvFigEdN3/888/unsftST3yJ1r9Dq8\n+OKL+pqGYkAr+KabbtIZkntkuMPWAVMYzad79+5y9913a+WLHOOeeyoM0eIyKqbBYJqLeku1lCGQ\ntqKLy4o4vNCeVtBbt261qlatqqdqYJoSpiIZwdQwZUxhlSxZ0mrUqJGluqHNLv6GQEDNuYbHE7dP\n06ZN9ZHkHgLANEZRtiNW27ZtLdUi059nnnnGOn36NLmnkWdaDnvjjTfcrKDj/XpPAYTIvLs4K1WM\nhcGKER9K9Aioeb+ilLNXhmgZY/yXY79eaMISQO5hwegzERhx4jmC4RRPIXdPItHZjlfuSaOAo3MZ\nMBcSIAESIAESCI1Awo8Bh4aBsUiABEiABEggugSogKPLm7mRAAmQAAmQgCZABcwLgQRIgARIgARi\nQIAKOAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYE\nqIBjAJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgARIgARIgARiQIAK\nOAbQmSUJkAAJkAAJUAHzGiABEiABEiCBGBCgAo4BdGZJAiRAAiRAAlTAvAZIgARIgARIIAYEqIBj\nAJ1ZkgAJkAAJkAAVMK8BEiABEiABEogBASrgGEBnliRAAiRAAiRABcxrgAQSiMCAAQPk3Llzukbl\nypWTVatWJVDtWBUSSCwCKZaSxKoSa0MCyUng4sWLkilTJjl9+rRky5ZN9uzZI4ULF5bMmTMnJxDW\nmgQcToAtYIefIBaPBEIl0KZNGx21evXqcujQIXn44Ydly5Yt8tdff0n79u2lW7duUrBgQbn99tt1\n+E033SSlS5eWYcOG2VksXrxYcHy+fPmkZcuWOh17J/+QAAmElQAVcFhxMjESiB2BsWPH6syhRKFo\noXzPnDmjP5MmTZLLL79cfv/9d9m/f7/UrVtX/vOf/8g333wjr7zyipw9e1YOHjwod911l/Tt21fW\nrVsnefPmlUGDBsWuQsyZBBKcQKYErx+rRwJJQyB37ty6rmi9pqSkuNU7e/bs8swzz+iwm2++WTZu\n3Cj4hRQqVEj+/PNPrZyrVKkizZs31+EvvPCCVshDhw7V2/wiARIILwEq4PDyZGok4EgCJUqUsMuV\nI0cOufLKK+3tLFmyCMaPd+3apburK1WqZO/Dn927d0vJkiXdwrhBAiSQfgJUwOlnyBRIwPEEMmbM\nGLSMtWvXlvr168vcuXPtuDDkKl68uL3NPyRAAuEjwDHg8LFkSiQQUwJQslmzZpVjx46lqRy33HKL\nLF++XFauXKmP//jjj7XB1qVLl9KUHg8iARIITIAt4MB8uJcE4opAo0aNpFSpUvLHH3+kutwYJ37t\ntdfkxhtv1F3O2B49erSE0npOdWY8gARIQDgPmBcBCSQYgZMnT0rOnDnTXCuMBx89elRbUqc5ER5I\nAiQQlAAVcFBEjEACJEACJEAC4SfAMeDwM2WKJEACJEACJBCUABVwUESMQAIkQAIkQALhJ0AFHH6m\nTJEESIAESIAEghKgAg6KiBFIgARIgARIIPwEqIDDz5QpkgAJkAAJkEBQAlTAQRExAgmQAAmQAAmE\nnwAVcPiZMkUSIAESIAESCEqACjgoIkYgARIgARIggfAToAIOP1OmSAIkQAIkQAJBCVABB0XECCRA\nAiRAAiQQfgJUwOFnyhRJgARIgARIICgBKuCgiBiBBEiABEiABMJPgAo4/EyZIgmQAAmQAAkEJUAF\nHBQRI5AACZAACZBA+AlQAYefKVMkARIgARIggaAEqICDImIEEiABEiABEgg/gf8Hvwifz+dQsDMA\nAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" @@ -1146,376 +738,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", - "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", - "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", - "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", - "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", - "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", - "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", - "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", - "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", - "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", - "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", - "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", - "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", - "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", - "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", - "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", - "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", - "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", - "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae2dB5gUxdb3z+6Sc85ZycgCigJK\n", - "EEVFED5QgqCAIvIiVxCUcAV8QUTkiqCgqCBeMSEIoggi8EpWREVRkKTknNPC7gK7+/W/sZuZ2ZnZ\n", - "meme7umZfz3P7HRXPPWr2j5T1VV14jIUJ3QkQAIkQAIkQAKWEoi3tDQWRgIkQAIkQAIkoBKgAmZH\n", - "IAESIAESIAEbCFAB2wCdRZIACZAACZAAFTD7AAmQAAmQAAnYQIAK2AboLJIESIAESIAEqIDZB0iA\n", - "BEiABEjABgJUwDZAZ5EkQAIkQAIkQAXMPkACJEACJEACNhCgArYBOoskARIgARIgASpg9gESIAES\n", - "IAESsIEAFbAN0FkkCZAACZAACVABsw+QAAmQAAmQgA0EqIBtgM4iSYAESIAESIAKmH2ABEiABEiA\n", - "BGwgQAVsA3QWSQIkQAIkQAJUwOwDJEACJEACJGADASpgG6CzSBIgARIgARKgAmYfIAESIAESIAEb\n", - "CFAB2wCdRZIACZAACZAAFTD7AAmQAAmQAAnYQIAK2AboLJIESIAESIAEqIDZB0iABEiABEjABgJU\n", - "wDZAZ5EkQAIkQAIkQAXMPkACJEACJEACNhCgArYBOoskARIgARIgASpg9gESIAESIAESsIEAFbAN\n", - "0FkkCZAACZAACVABsw+QAAmQAAmQgA0EqIBtgM4iSYAESIAESIAKmH2ABEiABEiABGwgkM2GMk0t\n", - "Mj09XVJTU03N06mZZWRkSFxcnFPFd6zc5G5f05E92dtH4FrJ2bJlk+zZs4ckhuMV8JEjR2TNmjVS\n", - "qlSpkAC4JkpJSZFcuXK5ejnmGj9E4OLjnTmp4WT2aWlp6g8fJ7KHArt8+bLkzJnTMX3dVVCwB3cn\n", - "/vAE94SEBPXjWicnXKPf4JkD+Z3ozHzenDx5Ujp16hQSBscrYNS6bt26Urt27ZAAuCY6f/68FChQ\n", - "wNXLMdd4EOGfAr/GnOiczP7KlSuqEnDiwwgP0YsXL0r+/Pmd2G3UHw8YfThRAV+6dEkdOYU6erKz\n", - "wdBv8MxxouzgZubz5osvvgi5KZw5XAq5ukxIAiRAAiRAApFBgAo4MtqBUpAACZAACcQYASrgGGtw\n", - "VpcESIAESCAyCFABR0Y7UAoSIAESIIEYI0AFHGMNzuqSAAmQAAlEBgEq4MhoB0pBAiRAAiQQYwSo\n", - "gGOswVldEiABEiCByCBABRwZ7UApSIAESIAEYowAFXCMNTirSwIkQAIkEBkEqIAjox0oBQmQAAmQ\n", - "QIwRsEQBP//887J48eJMaHEWat++faVZs2YyevRoPXzZsmVy//33y9133y3bt2/X/XlBAiRAAiRA\n", - "AtFCIKwKOCkpSXr06CEffPCB4PBrTzdp0iSpWbOmfPfdd7Jjxw5Zvny5XLhwQUaMGCGffvqpvPba\n", - "a/Lkk096JuM9CZAACZAACTieQFhP7j99+rR069ZNKlSo4BXU2rVrZcaMGeqB3rAmsXLlSilUqJDU\n", - "r19f/cb1uXPn1APXc+TIoeaxdOlSt9F00aJF5YEHHpDk5GSvZQTj+fbbb6tKH6PvPHnySOHChWXk\n", - "yJF6Fjh8HKYPYTEp0izf4HB0GGNwokEAAIZBAzPaUG8sCy/QL2AMINL6RCAINGtITmV/9epV1ShA\n", - "IHWNtDiYAcT/LergNKdZQ3Ki7GBt5vMGbRiqC6sChuLFZ926dV7lO3jwoBQpUkQNg7KDWSdXPwRA\n", - "CcO/TJkyajwoxuLFi6vX+JMvXz7TTHrBIsyJEydU6zAVK1aU3Llzq+VoSu3rr7+WLl26SOfOneWj\n", - "jz7SZYikC03WSJIpEFmgwJwqOx5GTpUfsuOHg1PZ4+HnVHOEkNup7DWl49R+Y+b/K/IK1YVVAWcl\n", - "VMGCBQXT1BhRwiRaiRIlRPPT0uKXebFixbRbadq0qfrRPA4dOiRnz54VbYSs+Yfy/cgjj8iAAQNU\n", - "245Qsp4Oo3SMgGfPnm1KeZ75G7l3ujlCmFE0ow2NMAw1Lf4BnfwgdTJ7tJlTzRFi9AjZnWjSDwrY\n", - "yeYIzezzRhRwWN8BZ/VAw1Tzhg0b1Gjr16/X7fpu2rRJnU7F9DMaOlIezADtVHu7WbUFw0mABEiA\n", - "BKwlYMsIuEaNGuq09JAhQ2TgwIHy1ltvqe9cX3rpJXUqr3v37tK2bVs5fvy4TJgwwVIiGG2XL1/e\n", - "Z5lYmX3TTTf5DGcACZAACZAACQRCwBIFDMXq6ly3Fs2fP19dfKO9b0W8fv36Se/evdXRJqb2rHSY\n", - "Dsd7Zl8O75+1d9CbN29WF1BgJE9HAiRAAiRAAsEQsEQBZyWQq/LV4to57YyFYKVKlZKSJUtq4nj9\n", - "/vzzz9V32FTAXvHQkwRIgARIwA8Ba4eXfgSJlKCqVavKo48+qq66Pn/+fKSIRTlIgARIgASijAAV\n", - "sEeDtm/fXrZt26auasU+PToSIAESIAESCAcBKmAPqhMnTpSjR496+Hq/xb7hAgUKeA+kLwmQAAmQ\n", - "AAn4IRAR74D9yBfRQVjFTUcCJEACJEACoRDgCDgUakxDAiRAAiRAAgYJcATsAfCWW26RvHnzevj6\n", - "vsWZojAmgUM67rjjjqDS+s6VISRAAiRAAtFOgCNgjxaeN2+e3HjjjR6+vm9h5WnMmDGq0Yk5c+b4\n", - "jsgQEiABEiABEnAhQAXsAiOUSyzEwjGad911l2OtsoRSb6YhARIgARIwRoBT0Mb46alhwrB69er6\n", - "PS9IgARIgARIwB8BKmB/dIII69WrVxCxGZUESIAESCDWCXAK2qMH4CSsP/74w8OXtyRAAiRAAiRg\n", - "LgEqYA+eWNUMI+V0JEACJEACJBBOAlTAHnRhBKJNmzaqEt6yZYtHqO/bffv2yenTp31HYAgJkAAJ\n", - "kAAJuBCgAnaBgUvs6V24cKG0aNFCXdmMEXEgDqdiwbQiHQmQAAmQAAkEQoAK2INS+fLlpUGDBrJo\n", - "0SJJT09XPx5RfN7++eefsmnTJrfwq1evyrJly2Tjxo1u/rwhARIgARKIbQJcBW1S+zdp0kRmz54t\n", - "OXPmlHr16um5Jicny/Dhw2X79u1y6dIl3Z8XJEACJEACsU2ACthH+3/yySc+Qrx7P/PMM4KPp8NB\n", - "Hd9++61gZE1HAiRAAiRAAhoBTkFrJDy++/bt6+Fj7BZnRdORAAmQAAmQgEaAClgjEcbvEiVKCM6M\n", - "piMBEiABEiABjQCnoDUSXr4xar3ttttUS0euwR06dJAXXnjB1YvXJEACJEACJBAUASpgH7gqVqwo\n", - "M2fOzBSKbUo//vhjJv9APLBXePLkyfL6668HEp1xSIAESIAEopgAFbCPxt21a5fXkCNHjoS8pQgH\n", - "dXz11VdUwF7J0pMESIAEYosA3wHHVnuztiRAAiRAAhFCgAo4QhqCYpAACZAACcQWASpgC9u7WLFi\n", - "8vDDD1tYIosiARIgARKIVAJUwD5apnr16j6NKxw6dEg+/PBD9bN3714fOWT2xmEcL7/8cuYA+pAA\n", - "CZAACcQcAS7C8tHku3fv9noOdGJiolSpUkU1vIDjJWE7eOLEiT5yoTcJkAAJkAAJeCdABeydi0/f\n", - "WrVqyYIFC9Rw7AVOSkryGddbAKwrnT9/XooWLeotmH4kQAIkQAIxQoBT0BY39Pr166Vly5YWl8ri\n", - "SIAESIAEIo0AFbCPFpkxY4bky5fPR6gx7/3798s777xjLBOmJgESIAEScDQBKmAfzderVy/JlSuX\n", - "j9DQvW+55RZ55JFH5OOPPw49E6YkARIgARJwPAG+A7a4CfPkySNjx44VnKhFRwIkQAIkELsEqIBt\n", - "aPtChQoJPnQkQAIkQAKxS4BT0D7aftSoUdK1a1fJyMjwEYPeJEACJEACJBA6ASpgH+zuuOMOmTNn\n", - "jly+fNlHDGPe27ZtkxEjRgisK9GRAAmQAAnEHgHHT0FjhHr16lXB/lqjLi0tTc+nSZMmanbINz7e\n", - "++8UxHdNE0z5UOw//fST7Ny5U5o1axZMUq9xtZG6GRy8FhBmz1A5hlmsgLIHe8ifnp4eUPxIiqTJ\n", - "7tR+A5aQHba7nebQZ5woNzjzeXO9t2ksrvsEfuV4BYyqQkH6UpKBoxD1n0HLB9/58+f3mzf+efDR\n", - "0gRTVp06daRjx46yYsWKkNJ7lqU9/EORxTMvO+5D5WiHrJ5lag9SJ7LHw8Pp7MEddXCa07g7td/g\n", - "meNE2dFPNPZ29xnHK2ANZEJCgmGW6ExaPnnz5lVPrPKXKeK7pvEX11tY8eLFpVKlSnqZ3uIE44eH\n", - "qSZ/MOkiIa4RjnbLrz2InMjeybKj3fHjB9ydqICNPj/s7PfoN3zeXGsBI33P8QrYzk6Isjds2KBu\n", - "K0Ij9OzZU2BwIVD30EMPCT50JEACJEACsUeACthAmz/wwANy9uxZOXHihCxZskRKliwpffr0MZAj\n", - "k5IACZAACcQKASpgAy3dsGFDwQeuc+fOBnJiUhIgARIggVgj4H15b6xR8FLf1NRUadCggb4q2ksU\n", - "epEACZAACZBAyASogH2gwwKD3377TV5++WWZMmWKj1jGvGfNmiVPPPGEsUyYmgRIgARIwJEEOAXt\n", - "o9lgiGHkyJHq+91w7ZFMSUmRCxcu+JCA3iRAAiRAAtFMgArYT+vCaIKn++yzz1RLRosWLfIM4j0J\n", - "kAAJkAAJBEyAU9ABo7oWEVPT2ANnhsNBH6tXrzYjK+ZBAiRAAiTgMAJUwDY2WLdu3WT79u02SsCi\n", - "SYAESIAE7CJABWwX+X/KpVlCmxuAxZMACZCATQT4DjhI8C1btpSaNWsGmcp/dFhGwpF6OB+ajgRI\n", - "gARIIDYIcAQcZDvjtKt69eoFmcp/9NmzZ8v777/vPxJDSYAESIAEoooAFXAENCfOkYZVpP79++tm\n", - "vjSxsAcZ/sOGDVNHyZo/v0mABEiABJxNgFPQIbTfkSNHpF+/fmrK3r17C86Ehvvwww9VG7/qjcef\n", - "0qVLy4svvujhe+22a9eukjNnTq9hxYoVk6SkJBk1apQMGTJEcE9HAiRAAiTgfAJUwCG0Yb58+aRD\n", - "hw6yYMECWblypaqABw8eLOvWrfOaGxTo+PHjfSpgvFP29V4ZK6Xh3nrrLUeaXPMKhJ4kQAIkQAJC\n", - "BRxCJ8D+XZgexEj44sWLag6NGjUSfLy548ePqwrYW1igfocOHQo0KuORAAmQAAk4gAAVsIFGGj58\n", - "uIHUTEoCJEACJBDLBKiAHdT6Z86cEVhp0lzevHkFo3HN4cxqLOhKSEjQvPhNAiRAAiQQoQS4CjpC\n", - "G8abWJj2rly5sv75z3/+4xbtk08+kdGjR7v58YYESIAESCAyCXAEbFG74AzpP//8U13FjL3EobiF\n", - "Cxf6TbZ37165dOmS3zgMJAESIAESiAwCHAEbaIdp06bJxIkTs8wBq6Yxcr3zzjulefPmWcZnBBIg\n", - "ARIggegnQAVsoI2PHj0qhw8fzjKHPHnyyI4dO2Tp0qVu73CzTMgIJEACJEACUUuAU9BR1LT33HNP\n", - "ppO0oqh6rAoJkAAJRBUBKuAoas4mTZpItmzXmvSvv/5yO18a/mPHjnWr7dtvvy379++XunXrysMP\n", - "P+wWxhsSIAESIIHwEqACNsD3/vvvF2z9iUSHRV/4aM712tVv37598s0331ABa1D4TQIkQAIWEaAC\n", - "NgDa18lXBrI0LWm1atXklVde8ZvfU089pZpAfPrpp/3GYyAJkAAJkID5BLgIy3ymPnOMj48XLNyC\n", - "YYVIcQ0aNJA5c+ZEijiUgwRIgARihgAVsIVNXadOHXnhhRckq/28Fook2CJVo0YNK4tkWSRAAiRA\n", - "AgoBKmAD3WDbtm2yefPmgHPAEZG33357wPEZkQRIgARIIHoJUAEbaNvZs2fLe++9p+7tTUtLM5CT\n", - "vUmvXr0qjRs3Nmyxyd5asHQSIAEScBYBKmAD7VW4cGGZMmWK5MqVSyZPnmwgJ3uTYmSOE7rWrl1r\n", - "ryAsnQRIgARiiAAVsIHGHjRokCQnJ6sfXDvVwYJSYmKiU8Wn3CRAAiTgSAJUwAabDaNffIIxAXjh\n", - "wgXZuXOnwZLNTV6kSBG58cYbzc2UuZEACZAACfgkQAXsE014AipWrCiw4/vkk0+Gp4AQc7333nvV\n", - "6fQQkzMZCZAACZBAkASogIME5iv6G2+8IStWrPAVrPtDAY8fP16w8ImOBEiABEggdglQAZvU9t9/\n", - "/73s2rXLpNzsy2bevHlSoEABRy8qs48eSyYBEiCBwAlQAQfOKiZi4nzrxx9/XA4cOBAT9WUlSYAE\n", - "SMAuAmE9C/ry5cuCc4ZxYEXLli1l9OjRbvV87LHH1DDNE+8hx4wZo07RaqdFlSpVShYsWKBF4XeY\n", - "CcB2MUbASUlJYS6J2ZMACZBAbBMIqwKeNGmS1KxZU958803p0aOHLF++XFq1aqUTnz59uqSnp6tW\n", - "ezDyggKGW7x4sSxatEg9JhFbZJzgUC/UNRoc7ApHqpWnaODLOpAACZAACIRVAeNghxkzZkj27Nml\n", - "U6dOsnLlSjcFDH+4adOmCSwLwZ4tFPLp06dVJYzrLl26qHG0P7BhiwVPmqtVq5b8+9//lvPnz2te\n", - "IX+npKSEnFaTMxA5oNw2btyobvvp1q2bPPfccyGXqyUEKzgYfDDqYB8YLpC6GC1LS2+EvZaHXd84\n", - "BQ0/FM1gb3UdYKYyNTXVzXSl1TIYKQ+LGbEF0Ck/1F3rihlCyB7MFkbX9HZeo9/gmeNE2cHNzOeN\n", - "kVMQw6qADx48KNhfCodTo06ePKleu/6B8K+//rps2LBB9T527JgUL15c/WzZskXatGnjtrq4ffv2\n", - "Ags+msNBGNq0qeZn5BvTr+F27dq1U0+dwoKnHTt2qFO+RssER/xTZMtmXpPiAZEjRw6jogWc3gr2\n", - "AQsTRET8oILydeLDCA9RyJ4/f/4gahw5UdFH8UPeiQr40qVLquzaQCRyqGYtCfoNnjlOlF2rnVnP\n", - "GyP/98aHS1ptvHwXLFhQf5d48eJFKVGiRKZYMAbfrFkzVUEjsHTp0rJ69Wpp3bq1DBkyRHBoxeHD\n", - "h/V0ZcqUkdtuu03/VK1aVQ9zygUa7JZbbpHKlStHtMiYVn///fcjWkYKRwIkQAJOJRBWBVy/fn19\n", - "ZLt+/XrRpjZdYUEBd+zYUffas2eP+r4YHvh1i8VAJUuW1MMj9eLIkSNy7ty5SBUvJLluuOEGOXPm\n", - "TEhpmYgESIAESMA/gbAqYIxgMYLCAitMteI9MBzsz2rT0VghDTu5msOosGjRovLQQw9Jw4YNZdiw\n", - "YY6Y2hs4cKDMnTtXq0ZUfDtxWi8qwLMSJEACMUHAvBeGXnCVK1dO5s+frxoryJ07tx5j+/bt+vWq\n", - "Vav0a+0CloXwkhzvM818p6nlz28SIAESIAESsJtAWBWwVjlX5av5ZfUNAwdOc2fPnnUTGYtzfv75\n", - "Z9UPi9Ew8neSg6lFIwsMnFRXykoCJEACVhOwRAFbXSk7ysP77qNHj7oVjQVkffr0Uc99xopwLERz\n", - "koPRCDoSIAESIIHwEKACNokr9iJ7Oox6//zzTzl+/LiUL1/eM5j3JEACJEACMUwgrIuwYpirW9Wx\n", - "/QqjYSc6HJKCbWF0JEACJEAC5hKgAjaXp8/crDzQwqcQIQRgkdzOnTtDSMkkJEACJEAC/ghQAfuj\n", - "wzASIAESIAESCBMBKuAwgWW2JEACJEACJOCPABWwPzomhWF7Utu2bTPlhlXGOA8a27QmTpyYKTwS\n", - "PJo3by7VqlWLBFEoAwmQAAlEFQEqYAuaE0dqLlmyRAYMGKBaftKKfOSRR9Rzrvv16+d23rUWHgnf\n", - "/fv3FyhhzeEM671792q3/CYBEiABEgiRABVwiOCCSQbrTq+++qpq9WjXrl1uSXHOdb58+dz8IvkG\n", - "R4hG25nXkcybspEACUQvAe4DtqBtcaby4MGDLSiJRZAACZAACTiFAEfATmkpykkCJEACJBBVBKiA\n", - "o6o5w1+ZqVOnSsWKFcNfEEsgARIggSgnwCloCxsYxhnwDrV06dKZSl23bp08//zzmfw1D7wnxnGX\n", - "dpsIfOCBBzSR+E0CJEACJGCAABWwAXjBJt2yZYt07NhR9uzZ45YUfqmpqZKWlubm73ozatQoefLJ\n", - "J6VYsWKu3rZdv/vuu7Jw4UK9/CZNmsiIESP0+6SkJOnSpYt+jx8Pd9xxh37PCxIgARKIdQJUwBb3\n", - "gIyMDNU6kqud43r16gk+/tykSZP8BVsehu1I+fPn18v1NDaBoze7d++uhk+fPl02bNhABazT4gUJ\n", - "kAAJiFABW9gLChYsqO73bdmypaxZs8bCks0v6uabbxZ8fDko4G7duqnBmLamXWFfpOhPAiQQqwSo\n", - "gC1s+SpVqsipU6fk0KFDFpZqf1GuI2X7paEEJEACJBAZBLgK2uJ2gDKqUaOGxaWyOBIgARIggUgj\n", - "wBFwpLWIH3lOnDgh6enpXmNgARfeL5cqVUri4/m7yiskepIACZBABBGgAo6gxvAnStmyZSUxMdFn\n", - "FChfKOGRI0fKiy++6DOeHQFYMV2uXDlp06aNHcWzTBIgARKISAIcKlncLLt37w7J8hEMIMCog69P\n", - "SkqKuo8Y238izf3000+ybNky+fnnnwV7oelIgARIgAREqIAt7gUHDx6Ujz76yOJS7S2ubt26snTp\n", - "UnniiSdk48aN9grD0kmABEggQghQAVvcEDjJav/+/fLWW29ZXPL14tI//Pj6jQVXAwcOlO3bt8vv\n", - "v/8ujRo1sqBEFkECJEACkU+ACtjiNsIBFoMGDZIdO3ZYXPL14tLfn3X9hlckQAIkQAK2EOAiLIux\n", - "586dW1544QWLS2VxJEACJEACkUaACjjSWsSAPJjeXrJkiRw7dixTLq12/C25L19bANVs915ZU7eB\n", - "GudSjuxyplsXS+wVJycnS/bs2cX1GM5MgtKDBEiABGKEABVwFDV0jx49vFpaQhXzly4jCVeuqrWN\n", - "P31Gct7ZXL0+cvSozJo1yxIF3KFDB+nVq5d07dpVLZt/SIAESCCWCVABR1HrV65cWZ566qksa3T1\n", - "9y3y/96YrMbDmdT/ffrpLNMwAgmQAAmQgLkEuAjLXJ4B5bZo0SJp2rRpQHGjLdLy5cujrUqsDwmQ\n", - "AAmERIAKOCRsxhPhPe2HH34oW7duNZ5ZkDkkvDYhyBTmRMcUeb58+czJjLmQAAmQgMMJUAHb0IC1\n", - "atWSOnXqyPz58wUHc1jt4m6+tgDL6nJhnvCNN96wuliWRwIkQAIRSYDvgG1oFpgl/OKLL2wo2XeR\n", - "MPJgpRGHOXPmSKtWraRIkSK+hWIICZAACUQxAY6Ao7hxA6kazCNu3rxZEhISBFPEVrlhw4bJgQMH\n", - "rCqO5ZAACZBAxBGgAo64JrFWoPr16wsMOMycOVNOnjxpbeEsjQRIgARimAAVsI2Nj/ORV65caaME\n", - "14rOkyeP4IQuOhIgARIgAesIOP4dMOzgXr16VTXTZxSbWfkEKsd3332nKuDbb7890CRZxoO5wlAc\n", - "6o73wKGmD7bM8uXLq0m08qxmH6y8WcWHLWZ8nObM/P+xq+5ONXGJPg+HNnCq0/5/nSa/mc8bPDdD\n", - "dY5XwKg43l/iiEOjzqx8ApUD5WHhkxmy4+GPf+RQj3mELDjK0gxZAqk/DgDR3L59+9TjM2+99VbN\n", - "y1Hf+GdGO1q5iM0sQOgzVvd7s2RHPlC+6PPou05zmuxW/c+ZyQdKB88cJ8oODmb2eSN9z/EKGJXX\n", - "PkY7mFn5BCqHVh6+jTotD+072PzMlCXYsrEda9SoUXLp0qVgk0ZU/FDZ21kJKGCt7e2Uw0jZTpVf\n", - "k9uJ/cbJsqOvafIb6XdaWiPtx3fAGkUbvgsWLCilSpWyoWTvRWJP8gcffKB+9uzZ4z1SGHwfffRR\n", - "9TVCGLJmliRAAiQQsQQcPwKOWLIBCAajBJFimCAxMVFuvPFG+fLLLwWLw7Zs2SITJ04MoBaMQgIk\n", - "QAIkEAqBgBXwzz//LL179/ZbBh7Y99xzj984DIxMAjidSzscBPaKsTXJKodV2Fn1LatkYTkkQAIk\n", - "YBWBgBVwtWrV5O233/YrV40aNfyGM5AEvBHA+dATJthzPrU3eehHAiRAAlYQCFgB431lVttlUlJS\n", - "rJCZZZAACZAACZCA4wmEtAgL+1ebNWsmN910k2pUoGbNmlKyZElZvHix44FYWYFPPvlEHn/8cTly\n", - "5Igj95BayYplkQAJkEC0EQhJAffr10991wsFDAs3uK9UqZJ06NAh2viEtT6YeoVRggoVKsjo0aPD\n", - "WlYkZ479hFj4RUcCJEACsUQgaAWMfYPnzp2TESNGyL333quenDRgwAC566675Ntvv40ldobr2r59\n", - "e7l48aKsWLFC7rzzTsP5mZUBNqnPmzdP7r77blm1apVZ2frM59SpU9K4cWMZO3as+lm3bp3PuAwg\n", - "ARIggWghELQCxqbjvHnzqkoYW1e0hyXMyu3fvz9auFhaj6ZNm0rLli0tLdNfYf/zP/8jr7/+unqy\n", - "1saNG/1FNSWsaNGiMnDgQDl+/Lj6wY8SOhIgARKIdgIBL8JyBYEHdN26dWX37t2yd+9e6dKlizqK\n", - "+/HHH12j8dqhBPA+v2PHjpa908eIG1PwBQoUcCgxik0CJEACwRMIegSMIoYOHSqLFi1Sz2DFgiy8\n", - "C/7666/lhhtuCF4CpiABEiABEiCBGCQQkgLGoQk7duyQ1NRUqVixoowcOVIaNWoUg/jMqfLff/+t\n", - "8jQnN+fngpmV2bNnO78irAEJkAAJ+CEQkgLGaVczZswQmJR7+umn5ddff/VTBIOyIvDhhx/KpEmT\n", - "5PDhw3L+/Hm36LC0A/8zZ864+UfzzdatW2XatGnRXEXWjQRIgAQkJAWMd77Lli2TTZs2qVto+vTp\n", - "I1iQhXu64AmULVtWPvroI/UsZqwEdnXYnoMzmosXLy4XLlxwDbLk2o4yLakYCyEBEiABmwmEpIA1\n", - "mWGMGTYtYRsyR44cjrSHqtXFzu++ffuqpvhgju/VV191E6VOnTpqGFafY8rfSleuXDl56aWXBAeG\n", - "0JEACZAACZhLIKRV0DBZN3PmTNm5c6d0795dMIWKhVh04SOAQzuM2J0MRbIxY8bItm3bLLfTW6hQ\n", - "IeG54qG0GNOQAAk4iUBICviHH36QwYMHS9u2bSV79uxOqq9jZY2ld8B33HGH4AOHd+Ce+8txcli2\n", - "bNe77okTJ9ym5/FjpUSJEnpb46Stffv26fe4wPoF17578uRJt/fv4cjDTQDekAAJxDyB60+xIFBM\n", - "nz49iNiM6nQChQ8elgzl9LM4xSCH1e7YsWPSsGFDt2JxOAiOPtXcuHHj1Hfo2n2nTp3knXfe0W7V\n", - "wz0884B5zSpVquhxXn75ZZk1a5Z+/+CDD4prP4eC9sxjw4YN6vt5LdH48eMFs0Oaw9Gs7733nnbL\n", - "bxIgARJwIxCnHC2Z4ebj4wYPG7yrxEKr5s2bqwYEPKNOmTJF7rvvPk/vsN4fOnRIzp49K7Vr1zZc\n", - "DlYgO/UwCIzy0JSuI0PDQJQMOnfuLCNOn5e6EydIXL1EM7L0moeT2WMdRHx8vOBAEac5rN/AyWP5\n", - "8+d3muiqvFiHgpkMq1/PmAELaz4gu+tMjBn5WpEH+g2eOU6UHXzMfN7AjjoOLgrFBTwChsH2//73\n", - "v2oZU6dOVRdfeRboOqLwDOO9MQKYZsWPDc0VLlxY3YOt3WOqdvPmzQLLVDgqlI4ESIAESCCyCQSs\n", - "gPELuX79+mpt3njjDXWk265dO8mZM2dk1zBKpOvfv79g2lRzbdq0kTfffFO7Vc/mhkGMp556SjAV\n", - "atRlbPlTMnbtlpsPHZHk3fvk/0b+r5wrUliyZc8mrcePk5wu71iNlhWt6bV3z/xhGq0tzHqRgDEC\n", - "AStg12K0gzigFLAn+LHHHpMGDRq4RuG1yQTmzp3rN0cYNMChKJjWMsUpFopkz165r0ZNybFnv5w9\n", - "cEDSTp+SDcr71xsf6S51qICzxAwrT5iRsHr7WJaCMQIJkEBEEAhpHzAP4oiItgurEHHNm0n8M09L\n", - "4szpUq1LJ7l31vvS5Ye18nnpEpKmjITpsiaA2SG8GsCPI6zc9nQw94gwfD7//HPPYN6TAAlEOYGQ\n", - "RsAaEx7EoZGIjG/YFMbiCLrIIFBQWTWO9/aYlcAiLU+HVdcYHQ8fPlwOKDMMdCRAArFFICQFjK0W\n", - "PIgj8joKVqebvQoatYz/f+1EypZxq3D6/AX6ffyDHfRrXGQoSifjJ+V9tbK+Pq56NYmrXcstPJZu\n", - "SpUq5bO6OIIUDu/ycZIcHQmQQGwRCEkBr1mzhgdxxFA/wXS0p0ufet1YgqcClr93SfrnXyhbQ5RR\n", - "X4umMa2APbl5u3c9NMRbOP1IgASik0BIChg2gDFt5tQ9YNHZlNdq9ddff7mtlsa+ZpxY5uqwby0l\n", - "JUX3grGHW2+9Vb/nBQmQAAmQQPgJhKSAcUg/9pxWq1Yt/BKyhKAI4HxuV+MJWPzjqYDnz5+vHl6i\n", - "ZfzEE09ol36/0z+ZLa+dOCt5WrSS1AsXlfllRI+TA8XKyKn8+dT7nJeVRUeK1aZ8ioLHCS+Xv1wo\n", - "J0ePlcKt7paSzw2SuDq1/ZbBQBIgARKIFQIhKeCSJUvKQw89pJrIg5k8zcGm7b333qvd8tsGAtgf\n", - "jI8/56qg/cXLFFaqpFRrfZ9cVkwkpu25frbypVIl5HKhwqrCzbh6WVKPJkguxX5xhqKcL+fNI1tT\n", - "U6TA+XNSMl/eTFnSQ9QjMMuUKSOtWrUiDhIggRgiEJICHjlypAwdOjQTJo6IMyGJKo/4u1rKTcoH\n", - "7qoyCtZc7VXLtUv1O2P1Gkl79z31HXCc8g74mx9/EJyk1srl/Ga3BDF+gzUVOEqVCjjGOwKrH3ME\n", - "QlLAzz//vBw9ejQTLNiy5UMkExZ6kAAJkAAJkEAmAiEpYNiJxR5gOHxv2bJFcFLTLbfckqkAekQ2\n", - "gb1798qiRYvkX//6V1CCJrz4gu/4yraj+P95UglXJqErlBdRRsB0JEACJEAC7gRCUsC33XabWy44\n", - "g/jgwYOC1dF4N0znHAKwtTtjxoygFXBcs6Y+KxlXrJjENbtmz9dnJAboBBo1aiTanmB4HjlyRDWh\n", - "qEXAOeyu50nD6tUff/yhBavfVatWlTx58uh+mKGCKUfNeeYB/99//109uCU5OVk14IHV8K6GPALN\n", - "QysD3555QAbX2TLYWb7hhhtck6hyuHqYkQfKQFma85QD9UQ5rg5MXY3DeeZx/PhxNytwRvMAdxzW\n", - "guNKXR0WuLoeqIO2d7VW5SkH2h3t7+qyygPGXQ4fPqwnCSSPypUru1mLQx74aM5bHhic4Ux0zXnm\n", - "ATOfrkZmcufOnWlxbzjyKFKkiFtdNPks/1Y6nGGndJYMxQZrhmL71HBewWagKP4MpYGCTeY1/rlz\n", - "57z6O8FTOfIwQzGLF7Soq1evzlBWSmcoo+Cg0waa4PHHH8+YOHGi3+hOZq/MAmWAv1nulVdeyahY\n", - "saL+efTRR92yRnmu4bhWbCS7xfnPf/7jFqd79+5u4egrSIe2L1++vHqtGPtwi4M2Qxzt8/DDD7uF\n", - "Kw9WPUyLo5gtdYujLMx0i9O1a1e3cNxoabXv9evXu8WZPHmyWxzFRKYerpwkloHnj2If2i3O999/\n", - "r8fBhWJAxi1cGSi4heNGUXRucdatW+cWR7EC5xaumKBzC8eNorTd4ijv993ivPXWW3o4uLdv394t\n", - "HDeKMtXjVFT4r1q1yi3O22+/7RbuLY/q1au7xVmxYoVbHoq9bLfwBx54wC0cN8oPA7c4ygBLj4O2\n", - "nzZtmlu4svhTD9culLUNbnGWL1+uBanf0BkVXfrY/fff7xaOmzp16rjFWbp0qVuc999/3y1cMYnr\n", - "Fo6bunXrusWZN29epjiheii7SkJNmhGwPWDXXwZ4z6v9ulZKFhw6jz3Bv/zyi7oy2jVuuK9pD/ga\n", - "YfzKRFsEexIW+PXr109Kly4t7777bliaq3fv3uoirGeffdZn/mba5/RZSJgCaA84TGADyBavwPDs\n", - "oT3gAGCZGAUjdDxznHoWhJnPG0vsAbu2HczduVp4wbSB8iuFx+m5QnLINaY+Fy5c6BBpKSYJkAAJ\n", - "RA+BzCfEZ1E3jLLq1asnt99+u3p6En6Bwnk7yxZhffv2lWbNmsno0aPVeK5/8P6gcePG+mfx4sVq\n", - "8LJly0SZihBYi9mu7Dmlcz4BvAfctm2b27st59eKNSABEiCB0AkEpYBhMg0HBvz222/qg7Rdu3bS\n", - "s2dP6dChgzz5JFa9ujsczIEFBlictWPHDlHm/90iIJ8mTZqI8o5D/bRu3VouKKcojRgxQj799FN5\n", - "7bXXvObrlglvIp4A9ofPnj1b6tevL1999VXEy0sBSYAESMAKAgErYLzzxZGFykIEufnmmwXz3lg1\n", - "+Oeff6qjVChZZRGHm8xr164VZcGE+p5AWaQlK1eudAuHAobNVGWBhOAMY5hsw4gXD+pChQpJYmKi\n", - "KItz9C1PSIz7ffv26R/XVXhumfMmKAILFiwQZaFOUGkCjTxs2DB1lXyLFi3cXl0Emp7xSIAESCAa\n", - "CQS8DUlZZalOPWvbjJYsWSJQqtryeGxFwiKshg0b6pywNQnLveEKFy4sWHLu6mAnFYsnbrrpJunT\n", - "p48oqz/l9OnTehrEhSJGOoy84aZPny7jxo1Tr/EHylpZ8Sl4qW7UuRooMJqX1em1bQve7M4GIgu4\n", - "Y3uDGRx9lQfj9Ghzb2U4mT0Wo6Afh8reFy8r/PFKCes58O1Ehz6VkJDgyEVYeEUH2fFxmkN/wTPH\n", - "ibKDtZnPG/z/h+oCVsDYs+a6rw4jXmU5vF7u2bNnM+2rwh63pKQkyZUrl1y8eFE8za7hQA/NoRKY\n", - "du7SpYuaRvNHucWUfaWaGzJkiOCjOW0VNKz+mOHMyscMWYLJA/zwTxHsKmitDOzhw75AHMyhLNnX\n", - "vE39hmwoxxdjX/6mChGGzJy+Cho/HLQf0mHAE9YsuQo6rHh9Zu70VdComFnPGyM/QgKegsa08w8/\n", - "/KCeeqVZ08GoFw5Twv/3f/+njkZVj3/+YHSq7AtU75S9fZke7IMHD9anrfGOGCNhnIm7adMmVZlg\n", - "uhkN7W2Bl2s5vDZOAKeYYfYCo2A6EiABEiCB8BMIeASsbHRXVzLj1B64Dz74QFWMn332mTz11FPq\n", - "XlIcuO/qMFIdOHCgKJvP1ZHPSy+9pAbXqFFDlE3uohwwIP/+97/V98CYlsR7ZUxV410kTOhBGUyY\n", - "MME1S16HiQBO0kGb0pEACZAACVhDIOiDODB3jikrbVSKI8/gMHr15TCNjL3CvhxWPntOgWFqCVOW\n", - "Wb1X06agMXI26vAjwKxpCaOyBJve6BS0a3mY0UB+rscfuoaHev1SvQZyU58npH3/pzJl4WT2Tp+C\n", - "xushz/+/TA0UoR6cgranYZw+BW3m88bSgzjwPtfV+VO8Wjx/yhdxvP3zawpey4Pf1hGYOXOm+h4e\n", - "28jMdDXOnpccyo8tOhIgARIgAZGA3wETFgmQAAmQAAmQgHkEAn4HbF6RzCmWCKTP+VwyVqxSq1zv\n", - "1Bn5a9wE+fKNt5TtC/HSeNFXUqxeYizhYF1JgARIQCdABayj4IUrARyQYoaLa9lC4urXU7MqevyE\n", - "nKxRTZLKl5WRI0fK9CuX5foGMzNKYx4kQAIk4BwCVMDOaSvLJFXMzoliIsyU8uKKFxfFRJaaV4FK\n", - "FeS2Lp0kThn1PvGfCZKRI4cpZTATEiABEnAiASpgJ7ZamGX2NBAe5uKYPQmQAAnEJAEuworJZg+s\n", - "0lgNjSNHzXLx/x4qUrOGWdkxHxIgARJwNAEqYEc3X3iFx8lnW7duNa2QuBIlJM6kd8umCcWMSIAE\n", - "SMAmAlTANoFnsSRAAiRAArFNgAo4ttvf1toX/fATW8tn4SRAAiRgJwEuwrKTfoSX3bRpU90MZDhE\n", - "zb96bTiyZZ4kQAIk4AgCVMCOaCZ7hOzVq5c9BbNUEiABEogBAlTAMdDIkVTF9FcnScbuPTL29Hm5\n", - "dPikrCh7bb9xDsVYR5u/t0eSqJSFBEiABMJKgAo4rHidnzksVWXPnl08jXCEWrO4zg9KXHKK1L/7\n", - "Tsk2fKTkG9hfki4kydAXRkmbUDNlOhIgARJwIAEuwnJgo1kpcu/eveWjjz4yrcg45YStuBrVpc6D\n", - "HaVw2bLS6l/95fbej8lfcaYVwYxIgARIwBEEqIAd0UwUkgRIgARIINoIUAFHW4uGoT7JyclhyFUk\n", - "4cOZYcmXmZIACZCAEwhQATuhlWyUsXLlyqaehuValbgKFVxveU0CJEACMUWAi7BiqrmDr+yECRPc\n", - "Ei1YsEBatGghhQsXdvPnDQmQAAmQQHAEOAIOjlfMxx40aJDs378/5jkQAAmQAAkYJUAFbJQg05tG\n", - "IK1Ld9PyYkYkQAIkEOkEqIAjvYViSL6MY8djqLasKgmQQKwT4DvgWO8BQda/dOnS6sEcQSYLKHpG\n", - "erqkpqaqcXH4R3w8fx8GBI6RSIAEHEmACtiRzWaf0OvXr9cLP3DggBw8eFC/L1iwoNSqVUu/xwXi\n", - "x8XFSWJiouRWjpv0dGkt75WCl6/I0qvxcm7tOvk9V341ysVKFaXdnr88o/OeBEiABKKGAIcYUdOU\n", - "1lcEK6JxUpb2mThxopsQ6cqIFmH33XefzJgxwy1Mu0lYsVRyrlshdU8ckoJN75Dbk8/Lufmfyavl\n", - "SmlR+E0CJEACUUmAI+CobFZrKjVgwADBx5fDFPLWrVtVJXzlyhVf0VR/TDnHKfFx5nSOHDn8xmUg\n", - "CZAACUQDASrgaGjFCK9DkyZNpKxy7nNWLq5E8ayiMJwESIAEooYAFXDUNGXkVgTT0IG4hLmfBhKN\n", - "cUiABEggKgjwHXBUNCMrQQIkQAIk4DQCVMBOazHKSwIkQAIkEBUEqICjohkjuxKnT5+WCxcuRLaQ\n", - "lI4ESIAELCZABWwx8FgsbsiQITJ9+vSAqx6vHMZR4dJ1E4gZR49K+sZfJePYsYDyyFDiBuIydv4l\n", - "GUlJgUT1H8esfPyXwlASIIEoI0AFHGUNGg3VyXXqtHQ+dFSvSsaKVZIxeYpkrFyt+/m7SHt2mL9g\n", - "PSx92jsiu3br9yFfvKPscTYjn5AFYEISIAEnEqACdmKrOVBmTkE7sNEoMgmQQFgJcBtSWPEycxDA\n", - "8ZRbtmzxDyM5WdJ/2ajGKbh9pyScOy8bWreVXEkXJe+Zs5JXuT+zc6ecmvu5JCm2iI9WvUGSC1w7\n", - "thKJyijTwJJxrYjGf/8t6wcOUm8uK8dfnqxQ7lqA8rfA8ROST8kPrtbqdXLw+HE5X7yYen+8YgW5\n", - "miunep3VH7d81q6V/SdPSNI/+5hd8ylZsqQ8+OCDWWXHcBIggRgkQAUcg41udZWfffbZrItMThH5\n", - "/to501XOnpPzOXJKyoZfJP/lyxKfkSHZ0tIl9/nzUmDfAblUIJ9sO3pYDhUqqOfbbss2XQGnK+lT\n", - "/5muPp03t3xfpZIer87ho1Ll1Bn1Pk25vnzxoqTmzqXeb7qxspz751pP4OPCPZ8jckX5oZCa59pZ\n", - "11o+KSkpsnjxYipgHwzpTQKxTsDxCjhDeTjjzGF8jDotL6P52JEesjta/sKFREYMV9EV+HuX5FeO\n", - "pYyfPk29z/h0jmQsWSqF27SWuK6d5CbFt5UfyOl33iOdVi7TY/TVr9wv0gcNkWq9HpW4xLpqQCf3\n", - "4IDv0gY+K1V79ZD4+olu+RxXRtdff/21KX0zYGGCjOj0foPq4n8fBj+c5pzM3smyo5+Y+axEXqE6\n", - "xytgVBz/gGlpaaEy0NOZlY+eoYUXWicwg0O4xP7444+lXr16UqdOnUxFuLFHWyqdWq8LflzhBwa+\n", - "A2ln5f9BT5upJBcPJb8MZWQdUJ4uybxdpmcgL/c+qMmgfXtLZ7ef9iCKZBmzYgTZnaiAtT7vRNmd\n", - "8Lzx12809v7iWBHmeAWMzpstWzZTbNQmJCSYko8VDedZBh5C+KcAi0h1c+bMUU0S1q9fP5OIruwz\n", - "SpWUjP/XTuIVAw1wGQ3qSUZCvMTVS5S4f/wyZeDikd67p57WxTvTZXpbZURdvmxAeWZK7OJx5b57\n", - "JL5MacnmIZtqYELpn/iOVIcHkSv7SJXTl1yXlVcUGmdfcSLVHwZKzHp2WV1HTYFFct/2x8TMPm/k\n", - "B1TkPq390WNYVBOIUxZZxT3QRq9jXJ3agk+gLr7nowFFjb/3noDiZRnpnrtVS05ZxmMEEiABEnAh\n", - "wG1ILjB4SQIkQAIkQAJWEaACtoo0y5HExETBthw6EiABEiABEU5BsxdYRmDChAmWlcWCSIAESCDS\n", - "CXAEHOktFIXy7d27V9555x3BAho6EiABEohVAlTAsdryNtb7vHKgxnPPPSfbtimHZ9CRAAmQQIwS\n", - "oAKO0Ya3s9p169aVYsWuHf9opxwsmwRIgATsJEAFbCd9lk0CJEACJBCzBKiAY7bp7a34uHHjpFy5\n", - "60YS7JWGpZMACZCA9QS4Ctp65ixRIdC9e3dyIAESIIGYJsARcEw3PytPAiRAAiRgFwEqYLvIs1wS\n", - "IAESIIGYJkAFHNPNb1/lFy1aJGfPnrVPAJZMAiRAAjYToAK2uQFitfh//etfsm/fvlitPutNAiRA\n", - "AkIFzE5gG4EdO3bIpUuXbCufBZMACZCAnQSogO2kH8Nlwybw0KFDBUqYjgRIgARikQC3IcViq0dA\n", - "nRcsWBABUlAEEiABErCPAEfA9rFnyf8QwNnQeCdMRwIkQAKxRIAKOJZaO0LrmpKSIp999lmESkex\n", - "SIAESCA8BKiAw8OVuZIACZAACZCAXwJUwH7xMJAESIAESIAEwkOAi7DCw5W5BkEgV65c0rVr1yBS\n", - "OCNq9uzZ5cqVK1KlSpUsBZ48ebK0b98+y3iMQAIkED0EqICjpy0dW5MCBQrIm2++6Vj5fQleuHBh\n", - "2bZtW5Z7nceMGSO7du3ylQ39SYAEopQAFXCUNiyrFRkEqlevnqUgRYsWzTIOI5AACUQfAb4Djr42\n", - "ZY1IgARIgAQcQIAjYAc0UrSLmJ6eLmvXrpVz587pVa1Zs6bgtCw6EiABEohWAlTA0dqyDqrX1atX\n", - "5b333pPLly/rUvfs2ZMKWKfBCxIggWgkQAUcja3qsDrlyJFDZs2aJViMRUcCJEACsUKA74BjpaVZ\n", - "TxIgARIggYgiQAUcUc1BYUiABEiABGKFABVwrLS0g+q5b98++fLLLx0kMUUlARIggeAJUAEHz4wp\n", - "wkxg8+bN8tprr4W5FGZPAiRAAvYSoAK2lz9LJwESIAESiFECVMAx2vCsNgmQAAmQgL0EqIDt5c/S\n", - "vRDIly+fVKhQwUsIvUiABEggeghwH3D0tGXU1KRFixaCDx0JkAAJRDMBjoCjuXVZNxIgARIggYgl\n", - "EFYFjKMF+/btK82aNZPRo0dngnD8+HHp16+ftG3bVp5//nn9KMLx48dL48aN1U+HDh0ypaNHbBD4\n", - "4osv5Oabb9Y/3vrCfffdp4cj7pIlS9zgYDuTax7ebO7ef//9bnEWL17slsfChQvdwtu1a+cWjhv4\n", - "uZazaNGiTHHoQQIkQAKuBMI6BT1p0iTBofqw9dqjRw9Zvny5tGrVSi8f4c2bN1eNsUMBf/7559K9\n", - "e3fBAxAPMLwLjIuL0+PzIrYINGrUSF599VW90nny5NGvtYtRo0ZJamqqdiu1a9fWr3Fx2223ueWR\n", - "O3dut3DcjBw5UlJSUnT/WrVq6de4aNiwYZZ5DB8+XK5cuaKn88xDD+AFCZAACfxDIKwKGBZuZsyY\n", - "IdmzZ5dOnTrJypUr3RTwwIEDpXjx4qooeDAeOnRIYBnn9OnTqhLGdZcuXdwa69dff5VffvlF90Pe\n", - "t9xyi6Slpel+oV6gPDPyCbV8I+kgd0ZGhmN/sHhjX7JkScHH1Xm2D5S0p3ONU6JECcHH1bmGwx9K\n", - "2tO5xskqD8RFHgkJCW7ZQCGfPHkyU/lukZQb1N1b/T3jheMefcauss2oD9jHx8c7st/b2e5G2Wt9\n", - "Buyd6DT5zZAd/0OhurAq4IMHD0qRIkVU2QoXLqw+jFwFLV26tHq7atUqmTdvnqxZs0aOHTumKmUo\n", - "5i1btkibNm1kxYoVerK9e/fKd999p9+XLVtWbrrpJklOTtb9Qr3AA9OMfEIt30g6dCg411GYkfys\n", - "Tutk9lACmKnxfBidOHFCqlevrv6g9McT6e2qPx4edpXtj0mgYWCHjxMdXtFBds8fbk6oi/bDDZbM\n", - "nOjM7PMRq4ALFiwoSUlJkitXLrl48aLXkcC3334rmEb85ptvBPHxWb16tdqmrVu3lrlz58rhw4el\n", - "TJkyql/Hjh0FH81h1Hz27Fl1ulrzC/UbSgzT3k50+EdGR8iWLay/qcKGxsns8c8M5ev5IL106ZKq\n", - "mLPqU5jFyZkzpy19T/vhlpWMYWt4gxlDiYGfE19VoX9Adnyc5tBv8MxxouxgbebzxvOHdzBtGdb5\n", - "AxhU37BhgyrP+vXrpW7dum6y4Z3wK6+8IsuWLROMZOH27Nmjvi/GNf65oMA9pyERRkcCJEACJEAC\n", - "TiYQVgU8ZMgQef/99wWrTHfs2KG+BwasGjVqqNPReAd84MABadmypWp8Hcq4cuXKUrRoUXnooYfU\n", - "xS/Dhg3LNLJwMnDKTgIkIJKhvEry5zKUH94Zp075i8IwEgiZQNz+A+qMYcgZmJQwrPOV5cqVk/nz\n", - "56vvVV1Xn27fvl0Vf+vWrV6rMXnyZHVVKqZTnTql6rVi9IwpAvgh+fvvv8dUnQOtbFqvPpJt1XKf\n", - "0TNWrRHZsVPinn3GZxwGkECoBHI885zIYsXimvLqx04XVgWsVcxV+Wp+WX3jvTEdCTiZAN4JY7aH\n", - "jgRIgAS8EbBEAXsrmH4kQALXCfzxxx+yYMGC6x4WXWExCvZRh/IjOVgR8xw9JvH/rJqtpyye3DT1\n", - "TTWLDGUB28UypSUhOUVy/zPtXHTLVsmjHNRzIMe1R1SqsjjzSv7MCySxAA6zZE5chAXu+JHmxFk+\n", - "9Bt8nCR7rpOnJNs/+/0bKLttCm/fIZIjx7VuXKO6LX2ICjjYpwjjk4DJBHBS3KxZs2Tq1Kkm55x1\n", - "dlg5j9WsVjxIu+89IEVSL6tCpZ08LUmvXDtkJVVRQtNvrCSVki7KA4eOquF5UhTlpCjrpJ9+Vu/X\n", - "FS8qvxUplKlCUAJQvk5UwOAOuY2sos0ExCIP9Bt8nCR7+4NHpMLFS9cIXbgk6dPelbh/9u7HT5kk\n", - "yj+BRfSuF2N9idfL5hUJRDWBCxcuyIgRI2TKlCl+69mzZ0/Bxw4HBYYtgvnz57e0+KstWkkHl3fA\n", - "XT1KT1/0jfoOOPGfd8C+DqTlNiQPcBbdot84eRtS6t2tJUFRunE2vwMO6ypoi/oCiyGBiCSAQ13e\n", - "fffdiJSNQpEACdhPgCNg+9uAEpBAzBGIb/+A3zrHVawgGbnsXaHqV0AGOppA2r2KTYJ/pp/trAgV\n", - "sJ30WTYJxCiB+EED/NY87qY6gg8dCYSDwNW+T0icDe98PevCKWhPIrwnAZMIYCvdgw8+aFJuzIYE\n", - "SCDaCFABR1uLsj4RQ6BAgQLy6aefRow8FIQESCCyCFABR1Z7UBoSIAESIIEYIUAFHCMNzWqSAAmQ\n", - "AAlEFgEq4MhqD0oTRQRwUMHJkyejqEasCgmQgJkEqIDNpMm8SMCFwIkTJ3Qzmy7evCQBEiABlQAV\n", - "MDsCCZAACZAACdhAgArYBugskgRIgARIgASogNkHSIAESIAESMAGAlTANkBnkbFBoGhRxYLPb7/F\n", - "RmVZSxIggaAJUAEHjYwJSCAwArD1WqtWrcAiMxYJkEDMEaACjrkmZ4VJgARIgAQigQAVcCS0AmUg\n", - "ARIgARKIOQJUwDHX5KywVQQuXLggzzzzjFXFsRwSIAGHEaA5Qoc1GMV1DoHk5GR566235NZbb5Xs\n", - "2bNLp06d3IRfsmSJnDlzRvVr1aqVFC9e3C2cNyRAAtFNgAo4utuXtbORQKFChaRjx47yySefSN68\n", - "eb0q4F27dskff/whx44dk0GDBtkoLYsmARKwmgAVsNXEWV7MEMiRI4fMmTPHZ32nTJmihuG7QoUK\n", - "PuMx9lkMsQAADYZJREFUgARIIDoJUAFHZ7uyVg4iMGDAAAdJS1FJgATMIsBFWGaRZD4kQAIkQAIk\n", - "EAQBKuAgYDEqCZAACZAACZhFgArYLJLMhwRCJJCamipXrlwJMTWTkQAJOJUAFbBTW45yRw2Bp556\n", - "SqZOnRo19WFFSIAEAiNABRwYJ8YiARIgARIgAVMJUAGbipOZkQAJkAAJkEBgBKiAA+PEWCRAAiRA\n", - "AiRgKgHuAzYVJzMjgeAJjBo1SnLnzh18QqYgARJwNAEqYEc3H4WPBgKVKlWKhmqwDiRAAkES4BR0\n", - "kMAYnQRIgARIgATMIEAFbAZF5kECJEACJEACQRJw/BR0RkaGpKWlydWrV4Oseubo6enppuSTOefw\n", - "+4ADPmZwCL+0mUtwOnvID/6huHnz5kmJEiWkWbNmoSQ3lAYyO5k9Ko8+HxcXZ4iDHYnx3IqPj3ek\n", - "7HzeXO8xof7fIweOgK9z5BUJ2EJg6dKlsnHjRlvKZqEkQAL2EXD8CBi/fBMSEiRbNuNVwa9RM/Kx\n", - "oznxaxq/xJwqv5PZ4xhJyI9+GIrT0trRdhj9Opn95cuX1T7vxBEw+otZz65Q+p2RNOg3eObY0WeN\n", - "yK2lNbPPG+l7HAFrLcJvEiABEiABErCQgPFho4XCsigSiEYCdevWlQoVKkRj1VgnEiABPwSogP3A\n", - "YRAJWEFg4MCBVhTDMkiABCKMAKegI6xBKA4JkAAJkEBsEKACjo12Zi1JgARIgAQijACnoCOsQShO\n", - "7BE4e/asvPLKK24VHzp0qBQpUkT3mz9/vvz888/6fYMGDaRz5876/blz52T8+PH6PS6GDBkiRYsW\n", - "1f2++OIL+emnn/T7+vXrS6dOnfT78+fPy8svv6zf4+K5556TYsWK6X4LFiyQDRs26Pf16tWTrl27\n", - "6vcXLlyQcePG6fe4ePbZZ6V48eK635dffik//vijfp+YmCgPP/ywfp+UlCQvvfSSfo+LwYMHq3ul\n", - "Nc+vvvpK1q9fr67ExYpW5NGtWzctWC5evChjx47V73ExaNAgKVmypO63cOFC+eGHH/T7OnXqyCOP\n", - "PKLfJycny5gxY/R7XDzzzDNSqlQp3e/rr7+W77//Xr+vXbu2PProo/p9SkqKjB49Wr/HBV45lC5d\n", - "WvdbtGiRrFu3Tr+vVauW9OjRQ79PTU2V//3f/9XvcTFgwAApU6aM7rd48WJZu3atfl+zZk3p2bOn\n", - "fo/V4i+88IJ+j4unn35aypYtq/t98803smbNGv2+Ro0a0qtXL/0eq/1xbjmctn8cdSlXrpweZ8mS\n", - "JbJ69Wr9vnr16vLYY4/p99izPXLkSP0eF/3795fy5cvrft9++62sWrVKv69WrZo8/vjj+j1WX48Y\n", - "MUK/xwVsaruuo8DWvpUrV+pxqlatKr1799bvI+WCI+BIaQnKEbME/vjjj5itu7eKG9nWoeUXSh6h\n", - "pNHK47d5BMxoBzPyMK9GvnOKU37JhHZ8j+88LQ05dOiQYASBX55GHUYABQoUMJqNLemdvg/YyeyN\n", - "7gO2pcP8Uyj2c2K0mD9/fjvFCLlsjOyyZ8/uyNOkLl26pMoO+Z3mtH3ATpQdrM183mBmqWPHjiE1\n", - "IUfAIWFjIhIgARIgARIwRoAK2Bg/piYBEiABEiCBkAhQAYeEjYlIgARIgARIwBgBKmBj/JiaBEiA\n", - "BEiABEIiQAUcEjYmIgESIAESIAFjBKiAjfFjahIgARIgARIIiQAVcEjYmIgESIAESIAEjBGgAjbG\n", - "j6lJgARIgARIICQCVMAhYWMiEiABEiABEjBGgArYGD+mJgESIAESIIGQCFABh4SNiUiABEiABEjA\n", - "GAEqYGP8mJoESIAESIAEQiIQFeYIf/31Vzl48GBIAFwTwexXzpw5Xb0ccw2bGvjANJsTnZPZ42B6\n", - "WF9xigUW1/6BPgODBk7t9zBCkpCQ4Folx1zDiAdkd+L/LJ8317sZ+mCozvHWkFBxdGQz3B133CET\n", - "J06URo0amZEd8wiQwMmTJwW2WI8ePRpgCkYziwDsDM+dO1fmzJljVpbMJ0ACsOkLm7uwZUtnLQHY\n", - "sf7444/V547Rko38iIqKEbBZJrFggBvOrPyMNmyspEcHhhF2cre+xTGSgdF4sreePWYeMHoie+vZ\n", - "wwQnZh7sZu/M+Urr24slkgAJkAAJkICpBKiATcXJzEiABEiABEggMAJRMQUdWFWzjjV16lSpXbt2\n", - "1hEZw1QChQoVki+++MLUPJlZYASaN28uN9xwQ2CRGctUAngHnD9/flPzZGaBEZg5c6ZUrlw5sMhh\n", - "jBUVi7DCyIdZkwAJkAAJkEBYCHAKOixYmSkJkAAJkAAJ+CdABeyfD0NJgARIgARIICwEqID/wfr6\n", - "669Ly5YtpVu3bnLhwoWwwGamInv37pX27dvrKLAVo2/fvtKsWTMZPXq07s/20FGYcgG2bdu2lSef\n", - "fFL27dun5rl792558MEHpUWLFvo7eF/tYYoQMZjJqVOnpHfv3nLvvffK+PHjdQLe+re39tAT8CJk\n", - "Ai+//LLgnS+cr/69bNkyuf/+++Xuu++W7du3h1xWsAmpgBVi69evl++//17QCE2aNJFXXnklWI6M\n", - "HwCBb7/9Vh566CHBg0ZzkyZNkpo1a8p3330nO3bskOXLl7M9NDgmfYP7sWPHZNGiRSr/l156Sc25\n", - "f//+MnLkSMFhHPA7e/aseGsPk8SIyWygaO+77z5ZunSprFmzRjZu3Oizf3trj5iEZmKl8WyfNm2a\n", - "nDt3Ts3VW//GgGvEiBHy6aefymuvvab+SDVRBL9ZUQEreNatWycdOnSQbNmyqSPglStX+oXGwNAI\n", - "4LCNxYsXuyVeu3atdO7cWd0Q36lTJwF7tocbIsM3jRs3lgkTJqj55M6dWw4dOqReHzlyROrXry9F\n", - "ixYVnAL3008/ibf2MCxADGcwduxYQb8+cOCAHD58WGXtq397a48YRme46njevPjii/Lcc8/peXnr\n", - "3xjx4v8AuzESExNVZY2RshWOClihjHOkixQpovJGI2DaiM58Ahj94mHv6lzZFy5cWHAspasf28OV\n", - "VmjXBQsWlAIFCqiKF1tfxowZI2fOnJFcuXLpGXpjr/npkXgREgEcsfr4449LiRIl1G1H3vq3r/YI\n", - "qUAmUgkMHjxYfa2VN29enYgre61/u/ohIp45eA5Z4aiAFcp4QOHXEtylS5ekePHi6jX/hJ+AK3sc\n", - "D4eHlKsf28OcNtizZ4/6DviNN96Qhg0bqooAbDXnjb3mp8Xhd2gESpUqpb5awTt48PfWv7Ef2Ft7\n", - "hFYiU61YsUJgpOeXX35RZ9XwihEjXVf2Wv929QM5HElcrFgxSyBSASuYMf2wYcMGFTjeGdStW9cS\n", - "+CzEO3u2h7k9A1OfmH344IMP1MVuyB2vWzAdjdkenAeNd5N4F0/25rJ/+umnVbbIFec+4wemN8a+\n", - "2sNcaWInt0qVKglGwBjl5smTR+3rOXLk8Moehy9t2rRJ/T/Au2JYN0NcKxwP4lAo4x8D/yiYisB0\n", - "0cKFCwW/WunMJ3D16lX1n2Dz5s1q5mA+cOBA9Vcn/lE+//xz9R+A7WEee1jbwUKrMmXKqJni5Kt5\n", - "8+bJ6tWr1ZW5MMaAFaBDhw5V/wc828OJZhbNo2csp99//12GDx+uzjjA6Mj06dNVheCtf3trD2Ol\n", - "MzUIzJgxQ93ZAoXs7XmD/v3222+rixSPHz+uLsK96667LIFHBeyCGVMPGBXQWU/AG3tvftZLFv0l\n", - "QgG7vg9Gjcne3HbH9DJ+YLo6X4y9tYdrOl4bJ+CNPRZeYSbCSvvMVMDG25I5kAAJkAAJkEDQBPgO\n", - "OGhkTEACJEACJEACxglQARtnyBxIICIIYCU/thvhg60XmErT7lu3bq0uBqpevXpEyEohSIAERDgF\n", - "zV5AAlFI4Mcff5R27doJFpVoDu+4sOq5dOnSmhe/SYAEbCTAEbCN8Fk0CVhJ4K+//pLHHntMLfLV\n", - "V18VfHACFrbG4Jzir7/+WqpUqSK33XabelwiImKLEo6pLFeunJQtW1bGjRun+lkpN8sigWglkC1a\n", - "K8Z6kQAJuBPA6locyAF34sQJee+992TJkiXqAfUwyICtFzgPfe7cueqBETjC8qOPPpKPP/5YVc7Y\n", - "QgYFjgProaTpSIAEjBHgCNgYP6YmAccSwBQ1FGnTpk3VEW6PHj3kxhtvlDZt2ugH08yaNUtVutg7\n", - "jPfHOFIRI2U6EiAB4wQ4AjbOkDmQgCMJaAdzQHjsf9cWaOXMmVMw2oWD4QZMVcOqj+YaNGigXfKb\n", - "BEjAAAEqYAPwmJQEnEwAJzNl5XBuNGw19+nTR42KldY4OY6OBEjAOAFOQRtnyBxIIGoJtG/fXv77\n", - "3/+q1pOwIOuRRx6RyZMnR219WTESsJIAFbCVtFkWCTiMAM6IxrnoONy+atWq6uh32LBhDqsFxSWB\n", - "yCTAfcCR2S6UigQiigBMt8G52laNKAEpDAk4kAAVsAMbjSKTAAmQAAk4nwCnoJ3fhqwBCZAACZCA\n", - "AwlQATuw0SgyCZAACZCA8wlQATu/DVkDEiABEiABBxKgAnZgo1FkEiABEiAB5xOgAnZ+G7IGJEAC\n", - "JEACDiRABezARqPIJEACJEACzidABez8NmQNSIAESIAEHEiACtiBjUaRSYAESIAEnE/g/wNycWZL\n", - "1qfcFQAAAABJRU5ErkJggg==\n" - ] + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAGQCAYAAAB29rNUAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\n1qfcFQAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" @@ -1678,194 +901,7 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X20JHV95/H3Vx4mKqgYsqCIMypoJMYdEkVjopmoAWIM\n", - "ZjUbGZ9dNWwSZHcTIyF7TkSN0RijhuPGxYc4xrhifIg7RMlolElc4xORiSIDQgQCiKAy6AgGJXz3\n", - "j66e6en69e1751bdqu5+v87pc7u661b/+kPNzJeqb/0qMhNJkiQ15y5dD0CSJGneWGBJkiQ1zAJL\n", - "kiSpYRZYkiRJDbPAkiRJapgFliRJUsMO7HoAkjTLIuII4H3ARuAtwLeAB2bmiyJiA/BV4MDMvLOz\n", - "QUpacx7BkuZQRHw3InZXjzsj4raR5c1dj28oIq6uxvadiNgVEZ+KiNMiIkbW2VJ9h0eOvHZMRNQK\n", - "lmrdH0TEkVM+d0tE3F7l8a2I+GhEPGQ/v8avATdl5j0y8yWZ+erMfNF+bmt0jA+LiG0R8Y3Sd5XU\n", - "bxZY0hzKzEMy89DMPBS4BnjycDkz37PW44lK4a2sxnYP4P7Aa4AzgbePrXcz8AdTPuPuwNOAS4Fn\n", - "TRlSAn9U5XM/4CZgywrGPWo9sHPKOvvj+8B5wAta2LaklllgSQskIs6OiHeNLG+ojg7dpVreHhGv\n", - "rI4k7Y6IrRFxeES8OyK+HRGfi4j1I7//mIj4fETcUr33UyPvbY+IP4iITwG3Ag9YamyZuTszzwee\n", - "Djw3Io4bvgW8E3h4RDxuiU08DbgKeC3w3OVmkpnfA94DPGzSuCd9z4jYAjwHeGl1FO4J4xmPioh7\n", - "RsTbI+JrEXFdlXXx7+HM/EpmvoNBwShpxlhgSYtlOffGejqDI0BHAQ8CPs3giNK9GRypeRlARNwb\n", - "+DDwxuq91wMfjojDRrb1LOCFwCHAvy5rgJmfB64DHjvy8m3AHwKvWuJXnwu8F9gKHBMRPzHlo6L6\n", - "HocAzwS+MGHctzLhe2bm84B3Mzgado/M/DhLZ7yFwZGpBwHHAydWnyNpzlhgSYtl2umuBN6RmVdl\n", - "5neAC4CvZOYnMvPfGTRzH1+t+4vA5Zn57sy8MzPPAy4DThnZ1pbM3Fm9f8cKxvk1BsXM6LjOBe4f\n", - "ESfXvlTE/YFNwPsyczewjcGRpUkCeElE7AKuAO4GPK80bgZF0FLfc7i90vPRMR4B/ALwPzLze5n5\n", - "DQZF26lLjFPSjLLAkjTuxpHn/8agP2l0+ZDq+X2pH5W6pnp96Nr9HMP9GPRd7ZGZ3wdeWT3GjxI9\n", - "G7gkM79SLb8PeEZETLpSOoE/zszDMvM+mfnLmXnVhHEv53sux3rgIOCGqqF/F/C/gR9Z4XYkzQAL\n", - "LGmxfJfB0ZqhJa+2Y+nTXdczKBpGra9eX87vF1VXC94X+H+jL1c/twD3YtBvNeo5wLERcUNE3MDg\n", - "yNDhwJOW+qgl3hsd93K+56TfHXUtcDvww1Vhd1hm3jMzf3yJcUiaURZY0mLZATwuIo6OiHsCZxXW\n", - "mXq6q3IB8OCI2BwRB0bE04EfBf5mmb+/zzoRcY+IeDKDhvN3ZeaXx7dRnWZ8GYMrDbP6vZ8CHgg8\n", - "EviP1eNhwP9h8mnCaeMaff8jLP09x7dV3HZm3gB8FHh9RBwaEXeJiAct1bgfET8EHFw9XxcR66aM\n", - "W1JPWGBJCyQz/45BI/gXgc8D51M/4pJjz4vvZ+a3gCcDvw18E3gJgykXbh5fd4rzI+I7DE7DnQX8\n", - "CfD8JcbwHgY9WkPPAT6UmV/OzJuqx43AnwK/GBH3Knxm6XvVviNA9X2W+p7j2yotj471YAZXBt7M\n", - "4FRm8ShiDCYpvQ24pNrG92hnOghJLYjMpf/+i4g/Z9DMetOkQ9kRcQ6D5s3bgOdl5sVND1SSJGlW\n", - "LOcI1juA2lU7QxHxJOCYzDyWwYzGb25obJIkSTNpaoGVmZ8Edi2xyikMJgEkMz8L3Ku6HFmSJGkh\n", - "NdGDdRT7XtJ8HYNLrCVJkhZSU03u41fNrPjSbEmSpHkxaRK+lbgeOHpk+X4U5oeJCIsuSZI0MzJz\n", - "OVPNFDVRYG0FTgfOi4hHA7dUl0gXJMDmamFXJtsa+PyZFhFnZ+bZXY+jT8ykzFzKzKXMXOrMpMxc\n", - "ylZ7YGhqgRUR7wF+Fjg8Iq5lMMnfQQCZeW5mfiQinhQRVzK4KerzJ28NgK9XP6fNIL0oNnQ9gB7a\n", - "0PUAempD1wPoqQ1dD6CnNnQ9gB7a0PUAempD1wOYR1MLrMzcvIx1Tm9mOJIkSbPPmdy7t6XrAfTQ\n", - "lq4H0FNbuh5AT23pegA9taXrAfTQlq4H0FNbuh7APJo6k3tjHxSRkLcCd69euhV4IfZiSZKknomI\n", - "7LrJfSVeyN4erAur5wvdixURmzJze9fj6BMzKTOXMnMpM5e61WTilfDzbTWF1CRrXWBJkjST2vhH\n", - "uA8WvRhvq3he61OEm9n3CNbPAeuB25f4VU8hSpI6tdrTReqvSf9tZ+0UYck1U95f6FOIkiRp9ngV\n", - "YcciYlPXY+gbMykzlzJzKTOXOjMpM5d29OEI1jTrIjh1ZNlThpIkqdf60IO1Ukdmcl5zI5MkaWn2\n", - "YK1ORDwTeE5mntT1WMa11YPlKUJJkmZYRFwdEU8YWT41Im6OiMdFxJ0R8YWx9Q+PiO9HxFUtjWdD\n", - "9bl7aozMfHdbxVVEbI+IF7Sx7dWwwOqY577rzKTMXMrMpcxc6uY4k6weRMRzgTcBT2LvRWR3jYgf\n", - "G1n/GcBXR35nU0vjWqsjfr2co8wCS5Kk2RcRcRrwOuDEzPwMewucdwHPHVn32cBfsIwCKCLuGxEf\n", - "iIibIuKrEfHikfdOiIiLIuLbEfH1iHhd9dY/VD9viYjvRMSjI+J5EfHJkd+9MyJ+PSKuqNZ5RUQ8\n", - "KCI+HRG3RMR5EXFQte69IuJvqjHcHBHnR8RR1XuvAh4LvCkidkfEOdXrPxoRH4uIb0XEZRHxn1ce\n", - "6ep0WWDtZtCHtbXDMXRukSd3m8RMysylzFzKzKWu7UwiyNU+VvHxvwG8HHh8Zn5h7L13A6fGwHHA\n", - "IcBnh29OyqU6xXc+cDFwX+AJwH+PiBOrVf4UeENm3hN4IPC+6vXHVj/vmZn3qIq9khOB44FHA2cC\n", - "bwU2A/cHfrx6DoNa5e3V6/cHvsfgKB2Z+T+BTwK/mZmHZuYZEXF34GPAXwI/ApwK/FlEPHTCOFrR\n", - "ZYF1CoMm90M7HIMkSY3IJFb72M+PDuCJwKeBSwrvXwdcDvw88BwGR6+W45HA4Zn5B5l5R2ZeBbwN\n", - "9lzZ/33g2Ig4PDNvy8xh0bbc7/HazPxuZl4KfAm4IDOvzszvABcwKL7IzJsz868z898y87vAHwI/\n", - "O7at0c98MnBVZr4zM+/MzB3AB4E1PYo1i6cI10Vw6sijd1ckrMQc9wTsNzMpM5cycykzl7o5ziSB\n", - "/wo8hEEBVHr/L4DnMyiO3sVIQbJELuuB+0bEruEDOAv4D9X7LwAeDOyMiM9FxC+ucNw3jjz/XmH5\n", - "kGp8d4uIc6tm/m8Dfw/cMyJGi6rRo3/rgUeNjfsZwBErHN+qzMI8WOPGZ353pndJ0qK7kcEpvL+P\n", - "iD/LzN8Ye/+DDE6rXZSZ10XEjy5jm//K4EjQg0tvZuaVDAoXIuJpwPsj4t4033T+2wwKuRMy86aI\n", - "2Ah8gUGRuKfBf2zcf5+ZJ9KhWTyCNVfsk6gzkzJzKTOXMnOpm/dMMvMGBkXWyRHx+rH3bmXQlvPC\n", - "wu9tn7DJzwG7I+KlEXHXiDggIh4WEY8AiIhnRcSPVOt+m0Ghcyfwjerng1b4FWLC80MYHNH6dlXA\n", - "vWzs924c+6y/AR5cje+g6vHIZRaVjelDgTVsdp/0WOgmeEmSliszrwUeD/wKg16lHHnvC1Uf1Z6X\n", - "pmzrTgb9TBsZTOvwDeAtwD2qVU4CLomI3cAbgFMz8/bMvA14FfCp6qq/R1E/0lT67PH3h8tvBO4K\n", - "fBP4Rwb9WaPr/inwK9VnvbHq0zqRwenQ64EbgFcDBy/1fZvW5UzuyzVtxveZntk9IjbN+/9VrZSZ\n", - "lJlLmbmUmUvdajJZ7azefbbo+8qk/7ar/W/ehyNYkiRJc8UjWJIkTTGvR7Ai4v7AlwtvJXBcZl63\n", - "xkNac20dwZrFqwglSVIDMvNfcT7KVsxDgbUuYs+kZ9PsymRbq6NZoUU/911iJmXmUmYuZeZSZyZl\n", - "5tKOWSiwhlcZji6fMrI8Pi/WUpwzS5IktW4WerDGTevJWor9WpKkFRv8G6Z5ZQ+WJEkdmMcGd7Vr\n", - "0aZpWNe3exjO8b2x9puZlJlLmbmUmUudmZSZSzsW7QjWaL+W/ViSJKkVi9aDNcp+LEmSVORM7pIk\n", - "ST2zyAXWuj70Ynnuu85MysylzFzKzKXOTMrMpR2L1oM1atiPZS+WJElq1Fr3YJ0MHFa9tI6VTRI6\n", - "1FQP1pC9WJIkaR8zNQ/W6G1qVnB7m3HTZnaXJEnq1Cz2YJ3C4AjW8LHam1Su67IPy3PfdWZSZi5l\n", - "5lJmLnVmUmYu7ZjFAqtp17D3tKUkSdKqrWkP1ui5zOoU4WrnxIJmerLsw5IkSXs4D5YkSVLPWGB1\n", - "zHPfdWZSZi5l5lJmLnVmUmYu7VjkebBGrRu5qnHX6NWOkiRJK2UPVp39WJIkLTh7sCRJknrGAqtj\n", - "nvuuM5MycykzlzJzqTOTMnNpR5cF1i4G9wFc3+EYJEmSGtdZD9be11fdi7WV5c/mvpzb6tiDJUnS\n", - "gpupexG2ZCX3Ibxw+iqSJEmrYw9Wxzz3XWcmZeZSZi5l5lJnJmXm0o6pBVZEnBwRl0XEFRFxZuH9\n", - "wyPibyNiR0RcEhHPa2Wka2ddBKdWj85uAi1JkmbXkj1YEXEAcDnwROB64PPA5szcObLO2cC6zDwr\n", - "Ig6v1j8iM+8Y21ZbPVgrsdI5s+zHkiRpAbXdg3UCcGVmXl192HnAU4CdI+vcADy8en4P4FvjxdUU\n", - "w6sJJ1kHXLOC7S1lN3v7sJbT8C5JkrRi0wqso4BrR5avAx41ts5bgU9ExNcYXM33qysZwLTb0ozc\n", - "wqYJowVVLxreI2JTZm7vehx9YiZl5lJmLmXmUmcmZebSjmk9WMuZw+H3gB2ZeV9gI/C/ImK50yZI\n", - "kiTNnWlHsK4Hjh5ZPprBUaxRjwFeBZCZ/xIRVwEPAS4a31hEbAGurhZvYVCYba/e21RtY5/lvTXe\n", - "GRsHP8/Z0czyduCDG5de/z5HRJxVff4rjhv8/P1LJy9/Z3fm6/54qe/j8vTlzNzep/H0aXmoL+Pp\n", - "w7L7i/uLy6tbHr7Wl/F0/OdlE7CBBkxrcj+QQdP6E4CvAZ+j3uT+euDbmfnyiDgC+Cfg4Zl589i2\n", - "MvejWazFJvimbxINNsVLkjQX9rduGVryFGEOmtVPB7YBlwLvzcydEXFaRJxWrfaHwCMi4p+BvwNe\n", - "Ol5cabLx/9OUmUxiLmXmUmYudWZSZi7tmDqTe2ZeAFww9tq5I8+/CfxS80Nr3fCKQq8mlCRJjer8\n", - "XoTTf4+TgMNGXmpy2gZo9lTheuD2/fi9XdOuppQkSWtntacIe38vwvHCo+FpG5q2v4XfUvOASZKk\n", - "GeO9CDs3vHpRQ/YDlJlLmbmUmUudmZSZSzsssCRJkhrW+x6s+nYan7Zha/Wzy0Z3p3eQJKlH5r4H\n", - "aw2cQve3zVnXcG+ZTfOSJHXIU4SdO2Mjg+b4rzf4OIwZZj9AmbmUmUuZudSZSZm5tMMCS5IkqWH2\n", - "YA20cducLtnTJUnSKrR6qxxJkiStnAXWwPC2ORey96rCNdLKPFjrIji1mgV/5tgPUGYuZeZSZi51\n", - "ZlJmLu3wKsKB0Skaur6isAnDGeWdIV6SpA7Yg1U3T/1Y9mJJkrQfFnEerF3se2Sm6Zs/S5IkrcrM\n", - "9WBlsi2T84YP4Paux7Q63otwnP0AZeZSZi5l5lJnJmXm0o5ZPIKl5SvNEO8s75IktWzmerDq2228\n", - "J2ueerBK7MuSJGkK58GSJEnqGQusztmDNc5+gDJzKTOXMnOpM5Myc2mHBZYkSVLD7MGq2wocWj3f\n", - "zb6TkM6D9QyuvLTZXZKkCRZxHqy2zdus7uOc5V2SpJZ5irBz9mCNsx+gzFzKzKXMXOrMpMxc2mGB\n", - "JUmS1DB7sJY2z3NiOR+WJEkT2INVvzfhUrxv4V7DWd5tdpckqWEzX2CtpDgo3DZmmt2srNF9P646\n", - "PGMjnLNjZb/TiN42u0fEpszc3vU4+sZcysylzFzqzKTMXNox8wVWy1Y6RcM8XnUoSZJWaOZ7sFY2\n", - "hlb7tWA2e7bsxZIkaYz3IpQkSeoZC6zOdT4P1roITh17nNTlgJyTpcxcysylzFzqzKTMXNqxaD1Y\n", - "o1cctnFF4Uqb4oGnDn+vq1vylDLoXeO7JEmzZKF6sEatQT/WSvStd8u+LEnSQrMHS5IkqWcssDrX\n", - "eQ9W79gPUGYuZeZSZi51ZlJmLu1YtB4sLc+6/ZiUdSnOFi9JWij2YPXDVuDQBrfXZdN8iT1dkqSZ\n", - "4r0I99/wisI+3J+w6WLIGeUlSerQwvZgZbKtOqpye7cjsQdrnP0AZeZSZi5l5lJnJmXm0o6FLbAk\n", - "SZLasrA9WEM968VqivNqSZK0Cs6DJUmS1DMWWJ1rpQdreMuerS1se3+sW8l9Du0HKDOXMnMpM5c6\n", - "Mykzl3Ys8lWEQ7uA9XR/JWGThlcl9uVqwtFsvc+hJGnuLXwPFsxtHxb0rxcL7MeSJM0Ae7AkSZJ6\n", - "xgKrc86DNc5+gDJzKTOXMnOpM5Myc2nH1B6siDgZeCNwAPC2zPyjwjqbgDcABwHfzMxNzQ5T+2nY\n", - "7D7+Wp9uoyNJ0txZsgcrIg4ALgeeCFwPfB7YnJk7R9a5F/Ap4KTMvC4iDs/Mbxa2ZQ9WP3Tdl7We\n", - "fWfP90bQkqTeaftehCcAV2bm1dWHnQc8Bdg5ss4zgA9k5nUApeJqBgzvSwj9uDfhPBvP1qsKJUlz\n", - "Z1oP1lHAtSPL11WvjToWuHdEXBgRF0XEs5sc4FoY3pewm3sT2oM1zn6AMnMpM5cyc6kzkzJzace0\n", - "I1jLmcPhIOAngCcAdwM+HRGfycwrxleMiC3A1dXiLcCOzNxevbcJoOvlvV95WPics6Pd5aG1+rxz\n", - "1vrzpi1/Hfrz37/nyxuBPo3H5X4vu7/U/n4f6Mt4+rIMbIyI3oyn4/1jE7CBBkzrwXo0cHZmnlwt\n", - "nwXcOdroHhFnAnfNzLOr5bcBf5uZ7x/bVm97sEYtQD9W1z1Y45wXS5LUO6utW6adIrwIODYiNkTE\n", - "wcDTqd9+5f8CPxMRB0TE3YBHAZfu74DUur7dRkeSpLmzZIGVmXcApwPbGBRN783MnRFxWkScVq1z\n", - "GfC3wBeBzwJvzUwLrGVb8x6sUxgcwTp0jT932cYP52vAXMrMpcxc6sykzFzaMXUerMy8ALhg7LVz\n", - "x5ZfB7yu2aFJkiTNJu9FOGYBerCG+tKLNT4vFjg3liSpY6utW6YewZJaVppzzLmxJEkzzXsRdq6z\n", - "ebB63Oz+iuO6HkEf2SdRZi5l5lJnJmXm0g6PYC2u4f0Ix+9VKEmSVskerDERnAQcVi0uwm1z+tKL\n", - "Ncq5sSRJnbIHq2GjzdVVw7skSdKK2IPVOe9FWGcPVol9EmXmUmYudWZSZi7t8AiWeuiggyYcPXT6\n", - "BknSTLAHawkLMifWVuqzuu9mbxN8n9ibJUlaE/ZgabVKhZRXFkqStAr2YC1tF4NJL5f7WL/yj7AH\n", - "q85MSuyTKDOXMnOpM5Myc2mHR7CWsNJ+H686lCRJYA9Wo+aoZ6uPc2OBPViSpDWy2rrFU4SSJEkN\n", - "8xRh587YCOfs6HoUY4b3KWxyeyu4KrGXmXQuIjZl5vaux9E35lJmLnVmUmYu7bDAUknTUzR4VaIk\n", - "aaHYg9WgsfsYrsS83/OwqZ6u9cDtDWxn3jkhqyStkvNg9cj+/qPm1YfLNs9FaJOO7HoAkrTobHLv\n", - "mPOPlDgPVpm5lPhnqMxc6sykzFzaYYElSZLUMHuwemCO5s+apK/zas0r5wuTpFWyB2s+DG/J05R5\n", - "b5qXJKnXLLA6Vs0/0ugVXz1smh+dV2sZc2I5D1aZuZQ4h0+ZudSZSZm5tMMCS2thtKByTixJ0tyz\n", - "B2sO9byny36s9tmDJUmr5L0IJUmSesYCq2POP1LifE9l5lLin6Eyc6kzkzJzaYc9WPNpeFWiVxMu\n", - "pnX7eaGDt9iRpIbYgzXHetqLZQ9Wf9m7JUkV58HSrBmdsmG4PGXaBkmSZos9WB1bwHPfpzA4gjV8\n", - "HFpfxV6jMnMpWcA/Q8tiLnVmUmYu7bDAkiRJapg9WHMsgpOAw8Ze7lvjuz1Z/WEPliRV7MHSRKUr\n", - "wnp4Gx1JkuaOpwg75rnvEnuNysylxD9DZeZSZyZl5tIOCyxJkqSG2YO1YHo4N5Y9WP1hD5YkVbwX\n", - "oSRJUs9YYHWsg3Pfw9vorF/jz51kOPHoyOPjH+52SH1lD1aJ/SNl5lJnJmXm0g6vIlwwwysLe3Q1\n", - "YWEW9wMurL8mSdLssAdrQfWwF2uUfVndsAdLkir2YEmSJPWMBVbHPPddsr3rAfSUPVgl/hkqM5c6\n", - "Mykzl3bYg7W4hs3ufbt1jrqzrke9eSvw8uMiOLLrUfSPudSZSZm5tMEerAXX014se7AkSR2LC+3B\n", - "kiRJ6hELrI557rtke9cD6Cl7sMrMpcxc6sykzFzaMLXAioiTI+KyiLgiIs5cYr1HRsQdEfHUZoeo\n", - "xfPvt1GbfJQLga1djkqSpOVasgcrIg4ALgeeCFwPfB7YnJk7C+t9DLgNeEdmfqCwLXuweqinPViT\n", - "2JslSVoj7fZgnQBcmZlXZ+YPgPOApxTWezHwfuAb+zsQdWZ4NeHooy+30ZEkaSZNK7COAq4dWb6u\n", - "em2PiDiKQdH15uqltbkscU503YOVybZMzht9ALd3OSb7ASYxlzJzKTOXOjMpM5c2TJsHaznF0huB\n", - "383MjIgAJh5Oi4gtwNXV4i3AjszcXr23CWDRlkey6cV4hst7/8Cds6M/y08FNtGf8az18o5jgB6N\n", - "x+V+L7u/1JeH+jKevizvOAbO6NF4utw//nEj3NzInGDTerAeDZydmSdXy2cBd2bmH42s81X2FlWH\n", - "M+jDelFmbh3blj1YM6LHfVn2YEmS1sjqerCmHcG6CDg2IjYAXwOeDmweXSEzH7hnKBHvAM4fL64k\n", - "SZIWyZI9WJl5B3A6sA24FHhvZu6MiNMi4rS1GOC867oHa4JS4/tqHitsmrcfoMxcysylzFzqzKTM\n", - "XNow9V6EmXkBcMHYa+dOWPf5DY1LHcpkW5Pbm83720mStP+8F6Fa12BP11bg0Aa2M+92A6d0PQhJ\n", - "mm3t9mBJfWLRsDwXdj0ASVp03ouwYz3tweqY/QBl5lJmLmXmUmcmZebSBgssSZKkhtmDpdb1eF6t\n", - "eeV8YZK0au3ei1CSJEkrZIHVsQXpwRqdV2sZc2LZD1BmLmXmUmYudWZSZi5t8CpCtW50Xi3nxJIk\n", - "LQJ7sLSm7MdaE/ZgSdKq2YMlSZLUKxZYHVuQHqwVsh+gzFzKzKXMXOrMpMxc2mCBJUmS1DB7sLSm\n", - "7MFaE/ZgSdKq2YMlSZLUKxZYHbMHq8R+gDJzKTOXMnOpM5Myc2mD82BprQ0nHR1aB1zT0VgkSWqF\n", - "PVjqlD1ZrbAHS5JWzR4sSZKkXrHA6pg9WCX2A5SZS5m5lJlLnZmUmUsbLLAkSZIaZg+WOmUPVivs\n", - "wZKkVbMHS5IkqVcssDpmD1aJ/QBly85lN4OjWCt9bG14wGvE/aXMXOrMpMxc2uA8WOra+LxYwH2O\n", - "6GQk8+OU/fy9CxsdhSQtMHuw1Dv2ZXXG3i1J2sMeLEmSpF6xwOqYPVglrziu6xH0k30SZeZSZi51\n", - "ZlJmLm2wwJIkSWqYPVjqHXuwOmMPliTtYQ+WJElSr1hgdcwerBJ7sMrskygzlzJzqTOTMnNpgwWW\n", - "JElSw+zBUu9EcBJwWOGtdcA1azycRWIPliTtsboeLGdyV+9ksq30etX8LklS73mKsGP2YNWZyST2\n", - "SZSZS5m51JlJmbm0wQJLkiSpYfZgaWY4P1br7MGSpD2cB0uSJKlXLLA6Zr9RnZlMYp9EmbmUmUud\n", - "mZSZSxsssCRJkhpmD5Zmhj1YrbMHS5L2cB4sLY5dwJFdD2IGOCGrJHXMAqtjEbEpM7d3PY4+mZTJ\n", - "pAlIF8Vy95XFm5D1jI1wzo6uR9E/5lJnJmXm0gYLLElDuxmcJpwxT+16AD1lLnVmUmYubbAHS5oz\n", - "9qpJUhOcB0uSJKlXllVgRcTJEXFZRFwREWcW3n9mRPxzRHwxIj4VEQ9vfqjzyTmf6sykzFwmcQ6f\n", - "MnOpM5Myc2nD1AIrIg4A3gScDBwHbI6Ih46t9lXgcZn5cOCVwFuaHqgkSdKsmNqDFRE/BbwsM0+u\n", - "ln8XIDNfM2H9w4AvZeb9xl63B0taA/ZgSVIT2u/BOgq4dmT5uuq1SV4AfGR/ByRJkjTrllNgLfsy\n", - "w4j4OeC/ALU+LZXZV1NnJmXmMon9I2XmUmcmZebShuXMg3U9cPTI8tEMjmLto2psfytwcmbuKm0o\n", - "IrYAV1eLtwA7hhMnDv/xWLTlkWx6MR6Xe728EVjW+nv/whxOHujy4i3vOAbo0Xj6sDzUl/H0ZXnH\n", - "MXBGj8bT5f7xjxvh5kbuGLKcHqwDgcuBJwBfAz4HbM7MnSPr3B/4BPCszPzMhO3YgyWtAXuwJKkJ\n", - "Ld+LMDPviIjTgW3AAcDbM3NnRJxWvX8u8PvAYcCbIwLgB5l5wv4OSpIkaZYtax6szLwgMx+Smcdk\n", - "5qur186tiisy84WZ+cOZeXz1sLhaJvtq6sykzFwmsX+kzFzqzKTMXNrgTO6SJEkN816E0pyxB0uS\n", - "muC9CCVJknrFAqtj9tXUmUmZuUxi/0iZudSZSZm5tMECS5IkqWH2YElzxh4sSWqCPViSJEm9YoHV\n", - "Mftq6sykzFwmsX+kzFzqzKTMXNpggSVJktQwe7CkOWMPliQ1wR4sSZKkXrHA6ph9NXVmUmYuk9g/\n", - "UmYudWZSZi5tOLDrAUhq3C7gyP34vXXANQ2PRZIWkj1YkgB7tyRpX/ZgSZIk9YoFVsfsq6kzkzJz\n", - "mcT+kTL7Vg+PAAAI70lEQVRzqTOTMnNpgwWWJElSw+zBkgTYgyVJ+7IHS5IkqVcssDpmX02dmZSZ\n", - "yyT2j5SZS52ZlJlLGyywJEmSGmYPliTAHixJ2pc9WJIkSb1igdUx+2rqzKTMXCaxf6TMXOrMpMxc\n", - "2mCBJUmS1DB7sCQB9mBJ0r7swZIkSeoVC6yO2VdTZyZl5jKJ/SNl5lJnJmXm0gYLLEmSpIbZgyUJ\n", - "sAdLkva1uh6sA5sciqSZtgs4sutBSNI88AhWxyJiU2Zu73ocfWImZeZSZi5l5lJnJmXmUrbausUe\n", - "LEmSpIZ5BEuSJGmMR7AkSZJ6xgKrY85tVGcmZeZSZi5l5lJnJmXm0g4LLEmSpIbZgyVJkjTGHixJ\n", - "kqSescDqmOe+68ykzFzKzKXMXOrMpMxc2mGBJUmS1DB7sCRJksbYgyVJktQzFlgd89x3nZmUmUuZ\n", - "uZSZS52ZlJlLOyywJEmSGmYPliRJ0hh7sCRJknpmaoEVESdHxGURcUVEnDlhnXOq9/85Io5vfpjz\n", - "y3PfdWZSZi5l5lJmLnVmUmYu7ViywIqIA4A3AScDxwGbI+KhY+s8CTgmM48Ffg14c0tjnVcbux5A\n", - "D5lJmbmUmUuZudSZSZm5tGDaEawTgCsz8+rM/AFwHvCUsXVOAd4JkJmfBe4VEUc0PtL5da+uB9BD\n", - "ZlJmLmXmUmYudWZSZi4tmFZgHQVcO7J8XfXatHXut/qhSZIkzaZpBdZyLzEc77Jfm0sT58OGrgfQ\n", - "Qxu6HkBPbeh6AD21oesB9NSGrgfQQxu6HkBPbeh6APPowCnvXw8cPbJ8NIMjVEutc7/qtZqIsPAq\n", - "iIjndj2GvjGTMnMpM5cyc6kzkzJzad60Ausi4NiI2AB8DXg6sHlsna3A6cB5EfFo4JbMvHF8Q86B\n", - "JUmSFsWSBVZm3hERpwPbgAOAt2fmzog4rXr/3Mz8SEQ8KSKuBG4Fnt/6qCVJknpszWZylyRJWhSt\n", - "z+S+nIlKF0VEXB0RX4yIiyPic9Vr946Ij0XEVyLioxEx95fLRsSfR8SNEfGlkdcm5hARZ1X7z2UR\n", - "cWI3o27fhFzOjojrqn3m4oj4hZH35j6XiDg6Ii6MiC9HxCURcUb1+kLvL0vksuj7yw9FxGcjYkdE\n", - "XBoRr65eX9j9ZYlMFnpfGYqIA6rvf3613Ny+kpmtPRicVrySwRUKBwE7gIe2+Zl9fgBXAfcee+21\n", - "wEur52cCr+l6nGuQw2OB44EvTcuBwQS3O6r9Z0O1P92l6++whrm8DPitwroLkQtwJLCxen4IcDnw\n", - "0EXfX5bIZaH3l+q73q36eSDwGeBn3F+KmSz8vlJ9398C3g1srZYb21faPoK1nIlKF814s/+eiVqr\n", - "n7+8tsNZe5n5SWDX2MuTcngK8J7M/EFmXs1gpz5hLca51ibkAvV9BhYkl8z8embuqJ5/F9jJYO69\n", - "hd5flsgFFnh/AcjM26qnBzP4n/xduL+UMoEF31ci4n7Ak4C3sTeLxvaVtgus5UxUukgS+LuIuCgi\n", - "XlS9dkTuveryRmBRZ8GflMN92XdqkEXch14cg/t8vn3kcPXC5VJdzXw88FncX/YYyeUz1UsLvb9E\n", - "xF0iYgeD/eLCzPwyC76/TMgEFnxfAd4A/A5w58hrje0rbRdYdtDv66cz83jgF4DfjIjHjr6Zg+OQ\n", - "C5/ZMnJYpIzeDDyAwb3CbgD+ZIl15zaXiDgE+ADw3zJz9+h7i7y/VLm8n0Eu38X9hcy8MzM3MpiT\n", - "8XER8XNj7y/c/lLIZBMLvq9ExJOBmzLzYspH8la9r7RdYC1notKFkZk3VD+/Afw1g8OLN0bEkQAR\n", - "cR/gpu5G2KlJOSx7Itt5lJk3ZYXBYezhIemFySUiDmJQXL0rMz9Uvbzw+8tILn85zMX9Za/M/Dbw\n", - "YeAncX8B9snkEe4rPAY4JSKuAt4DPD4i3kWD+0rbBdaeiUoj4mAGE5Vubfkzeyki7hYRh1bP7w6c\n", - "CHyJQR7DGXSfC3yovIW5NymHrcCpEXFwRDwAOBb4XAfj60T1B3zoPzHYZ2BBcomIAN4OXJqZbxx5\n", - "a6H3l0m5uL/E4cNTXRFxV+DngYtZ4P1lUibDIqKycPtKZv5eZh6dmQ8ATgU+kZnPpsF9ZdpM7quS\n", - "EyYqbfMze+wI4K8Hfy9yIPDuzPxoRFwE/FVEvAC4GvjV7oa4NiLiPcDPAodHxLXA7wOvoZBDZl4a\n", - "EX8FXArcAfxG9X9cc6eQy8uATRGxkcGh6KuA4SS/i5LLTwPPAr4YERdXr52F+0spl98DNi/4/nIf\n", - "4J0RcRcGBxDelZkfrzJa1P1lUiZ/seD7yrjhd2zs7xYnGpUkSWpY6xONSpIkLRoLLEmSpIZZYEmS\n", - "JDXMAkuSJKlhFliSJEkNs8CSJElqmAWWpDUVEfeMiF+vnt8nIt7X0HbPjojfrp6/PCKe0MR2JWl/\n", - "OA+WpDVV3Zz4/Mz88Ya3+zLgu5m51D3VJGlNeARL0lp7DfCgiLg4Iv4qIr4EEBHPi4gPRcRHI+Kq\n", - "iDg9Il4SEV+IiE9HxGHVeg+KiAsi4qKI+IeIeMj4B0TEloh4WvX86uro1j9FxBeH60fE3SPizyPi\n", - "s9VnnLKGGUiacxZYktbamcC/ZObxwO+MvfdjDO6L9kjgVcB3MvMngE8Dz6nWeQvw4sx8RPX7f1b4\n", - "jGTvrS8S+EZm/iTwZuAl1ev/E/h4Zj4KeDzwxxFxtwa+nyS1ey9CSSqICc8BLszMW4FbI+IW4Pzq\n", - "9S8BD69ulP4Y4H3VfT0BDl7GZ36w+vkF4KnV8xOBX4qIYcG1DjgauHy5X0SSJrHAktQnt488v3Nk\n", - "+U4Gf1/dBdhVHf0qmdRUOtzOv7Pv33tPzcwr9nOskjSRpwglrbXdwKEr/J0AyMzdwFUR8SsAMfDw\n", - "8fWWaRtwxp5fjJhUtEnSillgSVpTmfkt4FNVc/tr2bdXavQI1Pjz4fIzgRdExA7gEuCUCb9T/PiR\n", - "dV4JHFQ1vl8CvHyl30WSJnGaBkmSpIZ5BEuSJKlhFliSJEkNs8CSJElqmAWWJElSwyywJEmSGmaB\n", - "JUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg==\n" - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -1976,413 +1012,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", - "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", - "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", - "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", - "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", - "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", - "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", - "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", - "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", - "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", - "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", - "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", - "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", - "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", - "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", - "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", - "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", - "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", - "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae3dB7wU1dnA4Xf37uXSe5FibxRB\n", - "sSA2VBQLlkSjsUWMsRBN1GhiCZZY+Cwxdo2FWJIYoygmGltAqQoSGyoCFooKSJcOt+zOd94Ds+7d\n", - "u3u3787u/g+/ZXfKOXPmmbnzzpnqc0wSEgIIIIAAAgjkVcCf16kxMQQQQAABBBCwAgRgVgQEEEAA\n", - "AQQKIEAALgA6k0QAAQQQQIAAzDqAAAIIIIBAAQQIwAVAZ5IIIIAAAggQgFkHEEAAAQQQKIAAAbgA\n", - "6EwSAQQQQAABAjDrAAIIIIAAAgUQIAAXAJ1JIoAAAgggQABmHUAAAQQQQKAAAgTgAqAzSQQQQAAB\n", - "BAjArAMIIIAAAggUQIAAXAB0JokAAggggAABmHUAAQQQQACBAggQgAuAziQRQAABBBAgALMOIIAA\n", - "AgggUAABAnAB0JkkAggggAACFTeaBIO3BWbMmCFz586V7bbbLmZFp0+fLmvWrJHOnTvb4TNnzpTn\n", - "nntOFi1aJL169YqZpxR7hkIhef311+U///mPtGjRQrp06dLobC5btkwmTJggu+22mwSDQXnllVes\n", - "YbNmzSS6rE6dOqVUdqMTzmCg4zji8/nilpBoeNyMeRjw/fffy7hx4+Tzzz+3H12ntV/r1q2lqqqq\n", - "Xg10Hf7ggw9k1113rddfO9555x1Zt25deH13R9Dy3n77bdl2222lsrLS7Z2378h1pmnTpvLee++F\n", - "16epU6fKhg0bpGPHjnmrDxMqAgHzB0vyuMB5553nHHrooXFrOXToUOfyyy+3wz/77DPHbMycvffe\n", - "27n++uvj5inFAbfffrud9yOPPNL573//m3AWX331VcdsKO1469evd8yfqzNt2jTbHV1WdHfCwnMw\n", - "wh133OH8+c9/jltyouFxM+ZpgNqqsQlCjtk5ctq2bWu79fuPf/xjvVpceumldthf//rXev21Y9Cg\n", - "Qc4VV1zRoP9xxx3nBAIB55FHHmkwLB89IteRl156qd76dPjhhzsjRozIRzWYRhEJcAi6CHaSElVx\n", - "1KhRYv647WjaGtbW3/vvvy8333xzoqwlNXzixIkybNgw28o66qijUpq35s2byxdffCF77bWXzRdd\n", - "VnR3SoVnaeR//OMfUl1dHbe0RMPjZszzABOIZcmSJbb1u3btWjHBVq666ir597//3aAml112mSxe\n", - "vLhB/+geOo7Z6RId/+GHH44enJfuyHXkhBNOqLc+5aUCTKToBDgEXQSL7OWXX5ZVq1bJz3/+85i1\n", - "1Q2Pbsi++eYbeeqpp+yhZ7MTKF27dpX27dvL119/LablJM8++6zdmPXr108qKipsWbpBf+KJJ+Qv\n", - "f/mL/O9//xM9/NqjRw877NNPP5U333xTtKx77rnHHhLUQ7GRh9FWrlwpugPw97//3R7+03F33nnn\n", - "cP633nrLlvnggw/aDaweGtxpp53C8zF+/Hh54IEH7OHdFStWyB577NHoIVbTahXTwhEtVw/FumU9\n", - "+uijok46fS3nwAMPDE/D/aGHCPUws+b/8ssv7Y7KmDFj5LrrrpO6ujrroIejn3nmmXplqUOssrXu\n", - "urEfO3asmJaX7LjjjnZSanrXXXdZ/9tuu02+++67cGCPl6empkb+9Kc/Se/eveXJJ5+0y/Hbb7+V\n", - "Pffc0y6rf/7zn/Liiy/aAKyGffr0cWfLfkcPV5e7777bHl7XHTJN8+bNk8cff9zauNPr2bOnnW8N\n", - "3mqw++67y6RJk+wyWbp0qV2WTZo0sfn1v3j+jc2zm3nhwoV2+hpwdb3UpIeeTetQFixYILqOmJat\n", - "7f/GG29YU51XPax85pln2v7631NmHe/WrZscffTR4X6aV+ur69I111wjugOmh6Ljpeeff142bdpk\n", - "y9Z1R09H6PLTQ8ea9BRObW2tXRd0mely0Z20ePMfvf7tt99+4fWpVatWYlrytj5HHHGELb+xv0k7\n", - "Av+VhQAt4BJYzLrB1sCiG0H9aKDRc2S6QdWgqhtxPffWpk0bueGGG8QcwrMbF531c8891260dIOm\n", - "GyEdpmVp0nNYv/3tb+3GTAObnnvbZ599RAOSJj3HrIFAN5bdu3e35/WOOeYY0WCgSfP//ve/F+2n\n", - "42qrZ8iQITaY6XANKCeddJL+tHXTVvz5559vu2P9pxvnk08+2e6M6Mb82GOPFXOY3Y6q59f0PK4G\n", - "FnM4OVZ2W5czzjjD+ujOyC9/+cvweJpPN9y6ExNdVnS3ZrrlllvkxBNPFN0BWb58ua2LOQRpy9MN\n", - "u5b1k5/8RPSIhAboRHnc6WtQ0XPYGgjUw5x+CJepy1WXr5YfnbRf5HCts9ZBg7+b5syZI9dee63t\n", - "dKeny0PPtep86LK48MIL5aKLLhK/3y833XSTXHzxxW52Gxzj+ceb53DmBD8OO+wwu47oOugmNdBg\n", - "q+uXfjeW9G9Ag7TuPGpA152sxpLudJ5++unWQ6+dGDlypF2G6qJJd0jPPvtsG0RfeOEF2y+V9c/1\n", - "1fUpOiX6m4wen+4SFjAbVpLHBVI5B/zQQw85plUTnqOBAwc6ZsMa7t64caNjWh+OabnZfmbv3DF7\n", - "++Hh999/v/Ovf/3LdpvWkj2PZS5sCg8/9dRT7Tk47WFaj86PfvQjxwT68HA9V33OOefYbjf/J598\n", - "Eh5uWgDh4b/4xS+cU045JTxsypQpjtlBCHdH/vjoo48c0+J19Nyam55++mnHtOQdE1hsL7MRj3ve\n", - "W8+Nmz9jx7To3eyOusY7BxxdVmS3udjHnms0OxrhssxOiz3/bHY0HHNhkZ2WCYDh4YnymB0mmyfy\n", - "vL2eyzStrnAZ5siFY45EhLujf0QONzsFtjxzAV94ND3nbVqzttud3tVXXx0ebo4aWA89H65J56ld\n", - "u3Z2+SbyjzXP4YK3/nDPAZujD9GDHLNTZ+trWt92mJ4D1nVFk9mJc8zOo2N2umx39DlgzWN2GMLD\n", - "//a3v9n5MDsVdvxY/5mdQvt3YAKlHax/F+boj2Na0LZbryPQvyPTCrbdieZfR4pcR6KvKYg8B5zo\n", - "b9JOkP/KQoAWcAnvXGlryT2srIdE9aOHorW1q1dlajIB1LaCTzvtNNvK0Bbij3/847CKHnbTFoWb\n", - "tIWmLSZtbWlrSA/hfvzxx2KCoW2xzZ8/v14LzWzApW/fvm522WWXXWzrXHvoeTJtBR988MGirUdz\n", - "MY5tdYVHjvih86EtIm2xuclcdGMPQ7/77rtur7jfWmc9vK7TcpMJ/u7PlL51ejr/Oq+uqx4V0EOW\n", - "Oh03mZ0R96ckm0ePQLhJrwA2gcG27N1+2f4+5JBDwkXq4Wits3vIWk9h6FXKenojWf/IeQ4XnMSP\n", - "zZs327F0fYtOeqOGtmwvuOCC6EG2W1uzeupCD2PrURq9+l2P/miruLGk65J7tbSuG2qvR23cdMAB\n", - "B9jD4Nqd7Py7eeN9J/M3GS8v/UtPIFB6s8QcuQJ63lgDhR6O/Oqrr9zeNgi5tyfpob3Bgwfb87O/\n", - "+tWvZPjw4fbwnR6a1qS3PkXeIqLBWw836gZTz2NpENRDvnrOVYNb9G0jev4rMum5Uq2TJg30ptVr\n", - "z4/pjoEertbDtnr+zT1H7ebV87rbbLONDaJuPz2krgHe3Xi7/WN962FiPdQYOS+60U0naV20nOjD\n", - "i3r4VuvjJj1f7qZk8+gtOW5yDUxTwO2V8ndkXg1K0SnyfL4Oc8/N6m89DO2mZP0j59nNm8y33pqk\n", - "yT2nH5lHz0HreqoBUYNtZNJTLXo+V93OOuus8CBd7/S8rB42jnfblp7vjky6but8usm9rU+7k51/\n", - "N2+872T+JuPlpX/pCRCAS2+ZhudIA5a2KPQcsJ7Pc5Oek9Rh2rrS840a9DTgavcll1wi2uJwA7Bu\n", - "GPXiFveeWr34SS9U0nL1fKJeuKLlucHitddeCwdYd3rxvvWqUW316oZSA4VeBautam1FDhgwoF42\n", - "vbBLW5x6r6d7kZfeH62B1b1yuV6GqA4dR3cYIvPr9NNJGiR0J+TXv/51+GIo3QnQ+msrMlZKJ0+s\n", - "cpLt5144pTtfbtL5j07xglP0eJn6R5cX2a07ZHrBmDnsW28HIHKcfffdV8zhchtQIwOj7qzpPOgO\n", - "ptty13x6pbXuFOr6quXGStHLX8c1p09ijWrXuUzWP7fQRH+T7nh8l4fAD7u45TG/RTuXehhQL+iJ\n", - "/LgXQ8WbKd0w6UU82mrQKzk1yGmA1Farthz0kO6tt95qL8zS4KvD9RBZ5AM/tJ9ecKQP+tCrUbW1\n", - "4W6ktLWkgUdbVjqeXj08efLkpFqkWmcdVy900QuqNOm0tc7uVdi259b/tM7aQtGLyHR8Pdyo9dLA\n", - "oFd1J0r777+/PfytOyLamvnwww9Fr/xNJ+kGXXc8dAfEPeT+u9/9ztatZcuWMYtMJ090QeqtF1Lp\n", - "BVOxUuRwbQFqoNKWoy4jvcXKnN+PlS2pfpn6R05ET1noeqxHP3Sd0dMaWj+9YryxpMter2zWK9jd\n", - "pFd168VjkcFXh2lrWY/yNHZLkgZp98pyvXpa1wtzjYNbdL3vbM1/or/JehOlo+QFCMBFsojNRSBi\n", - "Lt6o99HztYmSBli9JUM3crpRNg/ssLe7HHTQQfYQo7loy94zrC3cDh06yKxZs+ytIm65uhHXYKfn\n", - "A80DP+zGTq+u1aRBRwOvHnbU8UaPHm3PA5uLrmx/t4x433qFtR4G1ACqLWE9BK63M2mgjU4a2PRW\n", - "IC1bW5O6cdXWr+5YJHMoWTfQenW3PmFJN+J67lPPQaeTdMfFXAwmepuQntNWO3ORl5iLf8K3sUSX\n", - "m06e6DL0fL3uTLm3sjQ2XDf0eljfPTyr86ve6aZM/SOnq+fedV3Wawv0/l89laC3Pmkrt7HkHorW\n", - "0xiaZs+ebc+t605crGQu8rPrTLz7iPV89W9+8xu77mkLXK/ej7xeIbLMbM5/Y3+TkdPkd+kL+MwG\n", - "NP0TTKXvUzJzqLdF6B5+rOCmM6ktbL2NJ/Icpm7stcWohy412OmG0j20GQmjwzTAxbqAJnK8eL91\n", - "unqLkt7KlEzS6WlAiz6/nExeHUdvddH5dC/ASTZfrPH0IiU9V6o2yaZ08rhl61ECPWQbb6cjerja\n", - "6q1IaqtBORspU/9s1CHTMvQWNr2F7s4777Q+8f4uYk0nW/Of6G8y1rTpV1oCW3YlS2uemJsYAho4\n", - "G9vIRF78EyO7beXG6q/90r3wxi1Pzx8nG3yzMb3Ic4huHdL9jtxhSbaMdPK4ZUdeROb2i/yOHq62\n", - "sQ7pR+ZJ9XemyzvV6eVyfN0paezvIta0szX/if4mY02bfqUlUPQBWBvwyVwFW+yLTeczWy2YZC10\n", - "Y64bb73gqJRSISxLyc+dl2J21CCqRy28sm4Xs6W7PiTzrduUyKvrk8lTyuMU/SFofcKSXsyjVxem\n", - "mzSA6yFNLyc9lKgrbr6DcComekhNz895+Q9MN3R6CNe9ajuV+cvnuMWyTur66OXlrctaLxKMdeok\n", - "n8uzsWmVyzqpp5n0WoRsH5FpzNbrw4q+BazAehFP9LNxU4HX85+JDsGmUl4uxtXgpucsvRyA9ZYX\n", - "3cN1L5LJhUOmZeoGWXdmsnH+N9O6NJa/GNZJffCIBl8v78xo8NXz4tFXSTdmn+9hGoDV0ss7CWqS\n", - "6TqpF3iS6gtwFXR9D7oQQAABBBDIiwABOC/MTAQBBBBAAIH6AgTg+h50IYAAAgggkBcBAnBemJkI\n", - "AggggAAC9QUIwPU96EIAAQQQQCAvAgTgvDAzEQQQQAABBOoLEIDre9CFAAIIIIBAXgQIwHlhZiII\n", - "IIAAAgjUFyAA1/egCwEEEEAAgbwIEIDzwsxEEEAAAQQQqC9AAK7vQRcCCCCAAAJ5ESAA54WZiSCA\n", - "AAIIIFBfgABc34MuBBBAAAEE8iJAAM4LMxNBAAEEEECgvkBeAvCIESPk1VdfrT9l06Wv2Bs+fLgM\n", - "GjRIbrzxxvDwsWPHytChQ+XII4+UOXPmhPvzAwEEEEAAgVIRyGkAXr9+vQwbNkyeeuop0ReMR6e7\n", - "775bevXqJW+99ZZ8/vnnMm7cOFm3bp1ce+218swzz8hdd90lF154YXQ2uhFAAAEEECh6gUAu52DV\n", - "qlVy5plnynbbbRdzMlOmTJFRo0bZl6OfeuqpMmHCBGnbtq3079/ffuvvNWvW2Jay+7LqO++8U269\n", - "9dZweTruHXfcYV8WHe6Z4o9LXnlNdmpSKZcfNSTFnPkbXV8sri8+9/l8+ZtoilPSIxruS9pTzJq3\n", - "0fXl56FQyNMvkVeMWDuseUNKckLBYNCuj35/Tvfjk6xN7NF0WevfjtbVq0nXSa1fIJDTzXHGs5/p\n", - "Orlx40Zp1apVxvUopQJyusQ18Orn7bffjmm2cOFCad++vR3Wrl07WbFihUT20wEahLV/t27d7Hja\n", - "ItZg7abvv/9eNDi3bt3a7ZXyd7/mzeQLEzwyKSPliaaYQYNbZWWlpwPwhg0bpKqqytMbEt0g68ZO\n", - "Lb2evLw+qp27s6U7hl5NGnyrq6ulRYsWXq2iaABWS7eR4dmKmoplsk42b97c09uvQrjnNAAnmqE2\n", - "bdqIHqZu2rSp6Ma7c+fO4vZz827atEk6duzodtrhOo6bdEO6evVqtzOt76Ye3oCkNUNkQgABBBDw\n", - "vEBBjx3p4ePp06dbpGnTpkm/fv2kT58+MmPGDLtXqIeftcVSDHuGnl/SVBABBBBAwFMCBQnAPXv2\n", - "tIeVr7zySnniiSfsFc96EZYeWu7SpYucddZZcvzxx9uroPX8LgkBBBBAAIFSE8jLIeiRI0fWc4u8\n", - "tWjMmDGih5mbNWsWHueiiy6S8847z55L9PIFHuEK8wMBBBBAAIEUBfISgBPVKTL4uuNy2NmV4BsB\n", - "BBBAoBQFCnII2pOQ5lyzs3atJ6tGpRBAAAEESk+AAKzL1FyF7ZjbmTZccpEE58wuvaXMHCGAAAII\n", - "eE7AE4egC67SY1sJdOwk/hVLxDH3DJIQQAABBBDItQAt4FwLUz4CCCCAAAIxBAjAMVDohQACCCCA\n", - "QK4FCMC5FqZ8BBBAAAEEYggQgGOg0AsBBBBAAIFcCxCAtwp/vWGT/KtdR9lobkciIYAAAgggkGsB\n", - "ArAR7teqpXSsaiI399hB3q2uzbU55SOAAAIIICAEYLMS7Nm6lfx1v71l582bxGGlQAABBBBAIA8C\n", - "BOA8IDMJBBBAAAEEogUIwNEidCOAAAIIIJAHAQJwHpCZBAIIIIAAAtECBOBoEboRQAABBBDIgwAB\n", - "OA/ITAIBBBBAAIFoAQJwtAjdCCCAAAII5EGAAByFHPrma3EcbkaKYqETAQQQQCDLAgTgCFBfq1YS\n", - "/OgDcVatiujLTwQQQAABBLIvQACOMPW1bSsSqDR9aAFHsPATAQQQQCAHAgTgHKBSJAIIIIAAAokE\n", - "CMCJhBiOAAIIIIBADgQIwDlApUgEEEAAAQQSCRCAI4QCPp/c0buvbAgGI/ryEwEEEEAAgewLEIAj\n", - "TO/fq69826yFfF9XF9GXnwgggAACCGRfIJD9Iou3xO2aN5eAuQe49vXXpdq8HzicmlZJk5NPFZ+f\n", - "/ZWwCT8QQAABBDISIKJE81VWir9DB/G1bBn+1P7nZZGNG6LHpBsBBBBAAIG0BWgBR9MFKqTyiGOk\n", - "SbNm4SE1/34x/JsfCCCAAAIIZEOAFnA2FCkDAQQQQACBFAUIwCmCMToCCCCAAALZECAAZ0ORMhBA\n", - "AAEEEEhRgACcIhijI4AAAgggkA0BAnA2FCkDAQQQQACBFAW4CjoZMHP/7+YH7hOpMFdIDz5CAvsO\n", - "SCYX4yCAAAIIIBBXgBZwXJofBjT93dXm1qQhIubWpOAXX/wwgF8IIIAAAgikKUALOAm4QO8+dqzg\n", - "t9+IVFcnkYNREEAAAQQQaFyAFnDjPgxFAAEEEEAgJwIE4BisCzZsjNGXXggggAACCGRPgAAcZbl/\n", - "+3Zy/gczovrSiQACCCCAQHYFCMBRnnf07SN1TiiqL50IIIAAAghkV4AAnF1PSkMAAQQQQCApAQJw\n", - "UkyMhAACCCCAQHYFCMDZ9aQ0BBBAAAEEkhIgACfFxEgIIIAAAghkV4AAnF1PSkMAAQQQQCApgaJ/\n", - "EpbjOFJXVyc1NTVJzXCskSLz19bUijgSs7xgMCgSCsUcFqvcbPerrTV183BSR795bnbIGHk9ZbK+\n", - "5GPeItfJfEwv3Wno34T9u0i3gBzn07oVi2Wpr5O6HHR7TfpBoOgDsM5Khb4kobLyh7lK8Vdk/oBZ\n", - "ScQnMctzzHQcE2AymVaKVQuPrsE3EAiIz2cq59Hk1lHr6dWkOwf68XId1S5ynfSqpbvDpTtdXk1a\n", - "Nw3ChfibTdbEbUR4uY46L5muk5qfVF/Au1vK+vWM26UByf3EHSnBgMj8boBzv6OzaviLNyx63Gx3\n", - "R9Yz22Vnqzyv19Fddu53tuY72+V43TFyfrGM1Ej/d6k7FtM6nf5STC2nd3ddU5uP/I0dNIdRqjeL\n", - "oy1lEgIIIIAAAmkKFH0LOM35Tiubr2UrqXn531L75jiRJlXS4pFR4uOwSlqWZEIAAQTKXYAAnMIa\n", - "0OToY6TySPNeYHM+dsPw88ScXNITIymUwKgIIIAAAghsESAAp7gmaIvXKYKrfFOcLUZHAAEEEMiz\n", - "AOeA8wzO5BBAAAEEEFABAjDrAQIIIIAAAgUQIAAXAJ1JIoAAAgggQABmHUAAAQQQQKAAAgTgAqAz\n", - "SQQQQAABBAjArAMIIIAAAggUQIAAXAB0JokAAggggAABmHUAAQQQQACBAggQgAuAziQRQAABBBAg\n", - "ALMOIIAAAgggUAABAnAB0JkkAggggAACBGDWAQQQQAABBAogwMsY0kF3HJur7t2pMd+GVLHTzuLv\n", - "2i2dksmDAAIIIFAmAgTgdBZ0ZaUEDjpY6t5/v0FuZ8VyCW6/gzQdflGDYfRAAAEEEEDAFSAAuxIR\n", - "3yHTwP124ybx+US6N21qvs2PiKTdTS+MHWBrxo2V0NwvI8bmJwIIIIAAAg0FOAccZdIqEJAWgQoZ\n", - "PPkdGTh+sjzz7aKoMehEAAEEEEAgcwFawFGGbczh5U+HDLZ9f/XRx7I5GIwag04EEEAAAQQyF6AF\n", - "nLkhJSCAAAIIIJCyAAE4ZTIyIIAAAgggkLkAAThzQ0pAAAEEEEAgZQECcMpkiTOEvvlaqsc8L866\n", - "dYlHZgwEEEAAgbIUIABnebEH+vaTij37S93kiRKc+1WWS6c4BBBAAIFSESAAZ3lJ+rfZRqpOO0N8\n", - "HTtluWSKQwABBBAoJQECcCktTeYFAQQQQKBoBAjARbOoqCgCCCCAQCkJEIBLaWkyLwgggAACRSNA\n", - "AG5kUfWYPUeaf7ekkTEYhAACCCCAQHoCBOBG3Hq9M03azJ3XyBgMQgABBBBAID0BAnB6bolzmTcm\n", - "1f73dXFqahKPyxgIIIAAAmUnwMsYoha58+FH4ry35T2/2332mXy7YoX8+6st9/O2+NEJMmTvvaJy\n", - "xO6sOuMs2XTbSPMwjrXi69Ax9kj0RQABBBAoWwFawNGLvqpKpE0b++netq10bNdO/KZ7ien/3JKl\n", - "0WPH7a7YeReRCvZv4gIxAAEEEChzASJE1Arg69Nb9KOpkzn/22n//cR/5BHy8uIlsvabb6PGphMB\n", - "BBBAAIH0BGgBp+dGLgQQQAABBDISoAXcCJ/vxyeKdGjfyBgMQgABBBBAID0BAnAjbu6h6EZGYRAC\n", - "CCCAAAJpCXAIOi02MiGAAAIIIJCZAAE4M7/Gc1dUSPXjoxofh6EIIIAAAmUpQADO4WJvdtnlvBM4\n", - "h74UjQACCBSzAAE4h0vP15EHcOSQl6IRQACBohYgABf14qPyCCCAAALFKkAALtYlR70RQAABBIpa\n", - "IKe3IdWYFxFccsklMnv2bBk8eLDceOON9bDOPfdcO8ztefTRR8tNN90kt912m7z88su29zbbbCP/\n", - "+te/3FH4RgABBBBAoCQEchqA7777bunVq5c8+OCDMmzYMBk3bpwMGTIkDPfYY49JKBQSx3Fk6NCh\n", - "ogFY06uvviqvvPKKtGzZUnzmrUIkBBBAAAEESk0gp4egp0yZIj/96U+lsrJSTj31VJkwYUI9P+1f\n", - "ZV5y8MQTT8jAgQPlwAMPtAF51apVNgj/85//lGAwWC8PHQgggAACCJSCQE5bwAsXLpT27bc8yrGd\n", - "eavQCvNqv+ikAfbee++V6dOn20FLly6VTp062c/MmTPluOOOk/Hjx4ez3XLLLXLDDTeEuwcMGGBb\n", - "2GvXrg33S/XH5s2bE2bZtGmjLN+0SeaaeejUpEnC8e0I1TXiq66W9eecJc7Rx4pzvHm0ZZqprq5O\n", - "Ksx9xV4+IqCnHGpra8Xvz+l+XZqCW7Lp0RY96qKWXk7JrJOFrr/+7er66OXlrcta/3a8vCOv66TW\n", - "LxDI6eY449Ul03Vy48aN0qpVq4zrUUoF5HSJtzGv8Vu/fr00bdpUNmzYIJ07d25g99prr8mgQYNE\n", - "A7Smrl27yqRJk+zvY489VkaPHi2LFy+Wbt262X5XXXWVPa9sO8x/y5Ytsxv91q1bu73S+k6Uv6/4\n", - "ZP2Cb+XpZSvkD717JjcNUyfn0b9IzWuvirN6tTTNoI4a3PSIgZcDsC5jPaLh5Q2JbpB1Y6eWXk+J\n", - "1slC19/d2fLyzowG32qzE9yiRYtCc8WdvgZgtWyS7I593JJyPyCTdbJ58+ae3n7lXq/hFHLaVOnf\n", - "v3+4ZTtt2jTp169fgxpoAD755JPD/efPn2/PF2sPDToawLt06RIerhv4tuY9ve4nX39YvVu3klN6\n", - "dJOQE65KUj98VU3FV5lkizmpEhkJAQQQQKAUBHIagK+88kp7flcvsPr888/teWBF69mzZ/hwtF4h\n", - "vccee4Qtd9xxR+nQoYOccsopst9++8nVV1/t+cOF4crzAwEEEEAAgSQFcnoIukePHjJmzBjZZM6d\n", - "NmvWLFylOXPmhH9PnDgx/Nv9cc8994ieb9BDmV4+nOnWl28EEEAAAQRSFchpAHYrExl83X6JvvW8\n", - "MQkBBBBAAIFSFcjpIehSRWO+EEAAAQQQyFSAAJypIPkRQAABBBBIQ4AAnAYaWRBAAAEEEMhUgACc\n", - "qSD5EUAAAQQQSEOAAJwGGlkQQAABBBDIVIAAnKkg+RFAAAEEEEhDgACcBhpZEEAAAQQQyFSAAJyp\n", - "IPkRQAABBBBIQ4AAnAYaWRBAAAEEEMhUgACcomCtE5IN5g0r7idk3mSSTHJWLJe6GR+KY/KSEEAA\n", - "AQQQIACnsA60N6+we2LBN7LzG2+GP5d/PDNhCX7zggnzUlLZ/NCDEpr7VcLxGQEBBBBAoPQF8vIs\n", - "6FJhvGCnHeQXO24fnp1nv10k45YuC3fH+xHos4foZ+N1vxdJssUcryz6I4AAAgiUhgABOMXlWOHz\n", - "hXNU/PAz3I8fCCCAAAIIJCPAIehklBgHAQQQQACBLAsQgLMMSnEIIIAAAggkI0AATkaJcRBAAAEE\n", - "EMiyAAE4y6AUhwACCCCAQDICXISVjFIWx6md+o4Ev/wiZokVu+4mFT17xRxGTwQQQACB0hIgAOdx\n", - "eVYeOUSCXy+Q0KqVDabqfPedBOfNlWYE4AY29EAAAQRKUYAAnMelWnnYYKmMM73aKZOk7sMP4gyl\n", - "NwIIIIBAqQlwDrjUlijzgwACCCBQFAIE4KJYTFQSAQQQQKDUBAjApbZEmR8EEEAAgaIQIAAXxWKi\n", - "kggggAACpSZAAC61Jcr8IIAAAggUhQBXQWewmPTFDFNXrpJjpkwNl7Jv+3Yysk969/KGFsyXzY89\n", - "HC4r8kcoFBKnYyepOuWnkb35jQACCCBQpAIE4AwW3PFdt5EuVVXibC1j1tp18vyixWmVWLHnXlK5\n", - "udq8rjAUM7+zdq3UjvsvATimDj0RQACB4hMgAGewzJpVVMigTh3DJVT6/WkHYH/rNtJkyFHhsqJ/\n", - "VOuDOkwAJiGAAAIIlIYA54BLYzkyFwgggAACRSZAAC6yBUZ1EUAAAQRKQ4AAXBrL0c5F6K57xak2\n", - "55FJCCCAAAKeFyAAe34RJV9BZ+Ikkdra5DMwJgIIIIBAwQQIwAWjZ8IIIIAAAuUswFXQxbL0K8y+\n", - "kjm8vPHG6+vV2D/tPfEtWWb7+ed/I3UDDxbRcU2q+PN9EjjoEPub/xBAAAEEvCVAAPbW8ohbG1/b\n", - "dtL099c1PMR8hLl1qXrzlnzX3SwV114p0qyZ1E59R8TcusQCjkvKAAQQQKCgAmyfC8qf2sQrdttd\n", - "fObpW/FS8L4/i//wweJr2VKCy5aKGTneqPRHAAEEECiwAOeAC7wAmDwCCCCAQHkKEIBLaLn7n3hM\n", - "pEWLEpojZgUBBBAoXQEOQZfQsvV16lRCc8OsIIAAAqUtQAu4tJcvc4cAAggg4FEBWsBZXjBLN2+W\n", - "W2Z/Lvqqwgt23F46mbclkRBAAAEEEIgWoAUcLZJBd5/WrWTY9tvZ4Dt64SKZsXpNBqVlmNW8manu\n", - "3amy6b67xdm4McPCyI4AAgggkG0BWsBZFG1TWSlX776rLXHqylVZLDn1oirNqw392+8g1X97UpzV\n", - "34uvefPUCyEHAggggEDOBGgB54y2sAX7O3SUygMOFF9lk8JWhKkjgAACCMQUKIkWsOM4op90U6b5\n", - "407XVCmTekWXm25ZOZu/6Aqa7nxOK8bkE/ZyDd3vhBkKNILXHSNZsIzUSP236+d+p15CfnJkuk56\n", - "ff7yo1h/KkUfgHWhBoNB8xKg9N8ClGn++qRbupyQI3XBuozqFV1uXV1ddK+E3WbXRDSfLwOfhBPZ\n", - "OoJOx2/OPRfDH1om60uyHpmMl4t1MpP6xMur9dSPV5NbP68vb/Xzeh0zXSc1fzFsG/K5Lhd9ANZH\n", - "M1ZUVEilOf+abso0f6zp+vw+CVQEMqpXZLn6xxkIBBp9FGXk+O7vWjH1MPn8Gfi4ZSX6duuo0/Nq\n", - "CoVCoh8v11HtcrFOZnuZuDtcutPl1aR10w1/JtuHXM+bBiW19HId1SDTdVLzN/Yo3Vw7e7F8724p\n", - "U9DShZrJgs00f9yqmkcxZ1Kv6HLTrWe6+aKnn0x3PqeVTH2ix3GXh/sdPdwr3V53jHTCMlIj/d+l\n", - "7uj1+Ut/yaWf07u7runPEzkRQAABBBDwvEBJtIA9r1zICppWePXoZ8XXrLkE9tlHAvsOKGRtmDYC\n", - "CCCAwFYBWsAlvipUnfMLqejdR5zaGql7/70Sn1tmDwEEECgeAVrAxbOs0qppYO99bL4aczFK6Ksv\n", - "0yqDTAgggAAC2RegBZx9U0pEAAEEEEAgoQABOCERIyCAAAIIIJB9AQJw9k0pEQEEEEAAgYQCBOCE\n", - "ROmP8OX6DelnJicCCCCAQEkLEIBztHgP7NBeRpr3An+3aXOOpkCxCCCAAALFLEAAztHSG9FzN2ke\n", - "qBDz9NMcTSH1YoML5kv1s89IaE0B31OcerXJgQACCMjcuXNlzJgxJSVBAC6pxRl/ZgL99pLAgIFS\n", - "N32ahObPiz8iQxBAAAEPCpx//vkyadKkpGpWU1PTYDx93rbXUtIB+L333pN+/fo1+hk7dqzX5o/6\n", - "bBXwd+4sVSefIj7znmASAgggUEwCzz77rA2+Dz30kPzyl7+UqqoqmT9/vp0FjUs333yzPPfcc9K9\n", - "e3c59NBDpW3btvKrX/3KDp89e7YMGTJEOnbsKBdeeKGsW7fOM7Oe9IM4dtttN3n44YcbrXjPnj0b\n", - "Hc5ABBBAAAEEUhU4+eST5cADD5TevXvLPffcI9rYGz16tJxwwgny6aefyosvvijaSFy8eLE8+OCD\n", - "st1228m+++4r2mp+9NFHpUOHDrJo0SI56KCDbN6f/OQnqVYhJ+MnHYDbtGljK99YLTZv5oKjxnwY\n", - "hgACCCCQukCTJk3s6xqbNm0qzZo1k5///Oc2AFdXV8sBBxwgu+yyiw3A+salY489VnS8bt26ydtv\n", - "vy3jxo0TPSR9yCGHyIYNG+Sjjz4SrwTgpA9BR5K99dZbMmjQIOnbt6/sscce0qtXL+nSpYu8+uqr\n", - "kaPxGwEEEEAAgawI6PuEtZGnwfScc86RGTNm2NbtsGHDwuXru5VfeuklmTlzpm0Na9Dt37+/Db7v\n", - "v/++PQStrWavpLQC8EUXXSRHHXWUDcBnnnmmaPcOO+wgJ510klfmi3oggAACCJSQgB5SHjVqlNxy\n", - "yy2y/fbby+GHHy4rV66U0047LTyXgUBA7rvvPhkwYIA9V7zXXnvJVVddJZMnT5bWrVvLP/7xD5s3\n", - "nKHAP5I+BO3WU/cw1pjbWK699lr529/+Zk+EX3rppbJkyRJ54403ZOjQoe6ofCOAAAIIIJAVgdtv\n", - "v12uueYaG0j1XO/atWvtOeB27dqFy9cAPHXqVNm4caM0b97c9tdgvHDhQju+BmEvpZRbwHqMvUWL\n", - "FjYI77nnnvYYu85Q+/bt5ZtvvvHSvFGXOAJ1Mz4SJxSKM5TeCCCAgDcF9OpmDa7aAl6+fLnceOON\n", - "4YpqwNXzvprc4BseaH54Lfhq3VJuAWsmvQxcL/2eN2+eLFiwwB4CGD9+vLz77rs6mORhgcrDBkv1\n", - "E6OkyQknckuSh5cTVUMAgdgCLVu2lNra2gYDf/SjH4l+iimlFYD1mPoxxxwj2tzXC7L+/ve/y+WX\n", - "Xy4777xzMc17Wda18uBDpPrvfy3LeWemEUCgOAX0Xt5YQTfVudEYpUdwvZLSCsDnnXeeDcC77767\n", - "PRRw3XXXeWV+qAcCCCCAQIkJ6OFmfRaFXgmdbtJTpHobUtEHYL0CWq9G0yeN6BVo5557ruy9997p\n", - "upAPAQQQQACBRgX0SVZ61DXdpBcKey2lfBGWzoAGXX0Sid6HpU8cueCCC0QvyNJuUn2BWnOxU40H\n", - "L3hyZn5Wv6J0IYAAAgjkVSCtAOzWUG+I1uPyIRNg9Eklfn9GxbnFlsx3m0ClHDBhimz32li5dc4X\n", - "npovZ8QfPFUfKoMAAgiUm0Ba7fmnnnpKHn/8cfniiy/krLPOsvcD61OxSPUFpg8eJLXmvulH5s2X\n", - "RbwXuD4OXQgggECZC6QVgPVG5yuuuEKOP/54+3zOMjeMO/sBc0RAgQM+bxwZcN6ZKuZwhfi+WyrO\n", - "d99J7f33m9r5xN9/b6k45KC488EABBBAoBQFRowYYd9xcNxxxxVk9tIKwI899lhBKstEMxNwxk8U\n", - "x5wyqAw0FVm9RpzX/yuhVd+LY1roBODMbMmNAALFI7B+/Xq5+OKL5c0335R99tmnYBVPOgBPnz5d\n", - "hg8fbi+00vctfmdaUNHpftOi0vuDSd4U8F8/wlZML+SvO2yIVL7+qmx+9M8iO+3izQpTKwQQQCBC\n", - "wDG3EWkjItXki3oE5apVq0TfY6AXERcyJR2A9T2MTz75pK3rAw88EPOm6J122qmQ88K0EUAAAQRK\n", - "WGDzIw9JcPaslOewxd16uu2HpIFXP/q6wkKmpANwq1at7GudtLL6tglt6Z544olSVVVVyPoz7TQF\n", - "/GefmWZOsiGAAAKFEWj226sKM+EcTTWtq4PcB3Fsu+22cskll8iHH36Yo+pRbK4E/Oedm6uiKRcB\n", - "BBBAIAmBtAIwD+JIQrbIRgmecbbUHf9jCd00sl7NnRkfS/Csn0vwzHPEmfN5vWF0IIAAAgikL5D0\n", - "IehYk+BBHLFUirOf8515TNuGjeKsXFV/BjZvFsdcsCDmfmYxD14hIYAAAqUiMHJk/QZHvucrrRaw\n", - "PojjkEMOkf33319WrFhhH8Tx3nvv2VcU5nsGmF4WBPRRmRpg9WN+O8FgxOeHYba/jktCAAEEEMhY\n", - "IK0W8OTJk3kQR8b0hS+gbtgvpGL0GNOyrbaxV2vkfPChhB56RJ/PYZL5T4Py1hQc+6aY15GIr3cv\n", - "qXjxWfHtsos7iG8EEEAAgRQF0moB6zuA+/Tpw1OwUsT22uiBvz0hgU2r7cdnnoTl26e/+C++UAKb\n", - "t/QLbPpeKiaNE99RR4hvyGDxm9/VPztJAp+8T/D12sKkPgggUHQCabWAe/ToIZ9++ql9P2PRzTEV\n", - "rifg85lWbpV5Mpa+SEMfmVkREJ92u8m8ZEP85tEdpiXs098kBBBAoAACs2bNEru9SnPa69atkw4d\n", - "OqSZOzfZ0grAXbp0kVNOOUU6depkP27V7r77bjn66KPdTr6LSMDXsYM4ek93m9b1a22Crj5FxtFD\n", - "0ebtTiQEEECgEAKVlZUZvXFPg7e+uc9LKa0AfN1118lVVzW8IXq33Xbz0rx5pi4VZsG/sWSZfL7u\n", - "3YR1+tXOO8ox23RJOF62R6h44dmYRfr27i8Vzz1thznm+akkBBBAoBACu+66qwQCaYUsW109aquv\n", - "zfVSSmtu9A0SS5YsaTAfd955pwwZMqRB/3Lvcea2PWTXli0SMvzjm4Xy8Zq1BQnACSvHCAgggAAC\n", - "WRVIKwDfdNNN5pbQLfeE6vfMmTNl9OjRsu+++2a1cqVSWNsmlTKkS+eEs/P2iqh7cBPmYAQEEEAA\n", - "gWIVSCsA6/2/kemII46QhQsXil4dreeGSQgggAACCCDQuEBatyFFF6kX6Hz99deyZs2a6EF0I4AA\n", - "AggggEAMgbRawHqed+nSpbY4Db4rV6609wQ/9NBDMSZBLwQQQAABBLwjsGzZMvnDH/4g3377rX2C\n", - "44033liQC7TSCsC33XabVFdXhzWbNWsme+yxR0FmIFwJfiCAAAIIIJCEgN4ye+ihh8rpp58uelHx\n", - "888/L2eddVYSObM7SsoBWFu8e+21l70cvLa21r7QWANwrMu79QItfV3h7NmzZfDgwaJ7GZFp+fLl\n", - "9p3Cbj+9vem4446TsWPHyr333msv9HrwwQelZ8+e7ih8F1rALP/qZ56Win57SmCPvoWuDdNHAIEy\n", - "EvjdJzPlw9Wpn+p8ceCAekqXXXZZ+BkWGr8WLVpUb3i+OlIKwLqXcOmll8rLL78s++yzjw2en332\n", - "mX06iT6A47HHHqtXb93L6NWrl2gQHTZsmIwbN67ebUofffSRHHjggXLrrbfafHqjtT6t5Nprr7Xj\n", - "6nnlCy+8UPTZ0yQPCLRoIU1OO0OCsz4TZ+0aArAHFglVQKCcBH6xw/Zysmn4pZpaBMzT/CJS165d\n", - "bdfEiRPlhRdeKFiMSToA6znf888/Xx5//HEbfF988UX55JNPZM6cObY1rIeg9Y1I++23X3g2p0yZ\n", - "IqNGjbLnh0899VSZMGFCgwBcZZ6+dN9998nQoUPtYWwtr3///tK2bVv70Qu7tCXttrD10Pdm84o8\n", - "N23cuNH9yXeOBfRJMk2GHi815mb20Fdf5nhqFI8AAgjUF+jdulX9Hhl0vfHGG3L99dfLa6+9Jm3a\n", - "tMmgpPSzJh2AP/jgA3vo2b3N6PXXXxcNqq1abQHRW5Hef//9egFYb01q3769rV27du3sqwsjq6rB\n", - "Uzfqffv2lQsuuEBuv/12WWXePevm0XE1EOsrD7t162az/vGPf5QbbrghXMyAAQNsC3vt2rXhfqn+\n", - "iAzoqebN5vg15q1EFcEKiTUvdXV15kVE5k1ExqvgyewA+cxeaE2Uue4o6WkJvz5X2qNJT6Ho4+jU\n", - "0svJK+tkY0ZB89pKXR+9vLx1WevfjtbVq0nXSa1fJk95yse8ZbpO6vbejRf5qG9j09CjsRpv9HSn\n", - "xqZCpaQD8KZNm6Rly5bheuo9vw8//HC4e/Xq1dLaPDM4MulexXrz+MKmTZvKhg0bpHPn+g+j0Ad6\n", - "uElXwGeeeUZOO+00m8ftr9Pt2LGj22n3WHSvxU167D7WtN3hyX5H1z3ZfNkcr0mTKqkyh0pi1UWD\n", - "mx6i90IArjHLM2Tq0jRqeesy1iMaXt6Q6AZZ1zW19HqKtR54qc7uzpaXd2Y0+OpRsxbm9IlXkwZg\n", - "tXSP8nm1nlqvTNbJ5s2be2L7pfOh54B1vdBrkzRp3Lnmmmvs73z+l3RTRc/5Tp061T71asyYMTbo\n", - "aatXk56rffPNN+2h48jK66Hk6dOn217Tpk2zl3tHDr/iiivsYWvt9/nnn9uWsL7mcMaMGfbh/3r4\n", - "WTeYxbBiRs4XvxFAAAEEvCugb1aaO3eu6HVI+ilE8FWdpFvAO+ywg72KeeDAgVb1qaeesoHx2Wef\n", - "lYsvvlguuugi6d27dz3xK6+80u5p6P3BuvczcuRIO1yvan777bfl7LPPlt///ve21aSHXfW8sh4O\n", - "0MvBjz/+eNF7te644456ZdKBAAIIIIBAKQgkHYB1ZrXZPnz4cHvOx22Vaot10qRJtvUaDaLvDdbW\n", - "sh5G1ku93aQXWmnSQ8t6IlyvfI48N6DB/LzzzrOHMr18fsmdH74RQAABBBBIVSClAKyF6/ncyKQX\n", - "UCVKkcE31riRwdcd7gZ4t7tcvt9ZsVJuN6/ejU7BUFAq7MVNP1yE1dKcL9bXF3rhvHB0felGAAEE\n", - "simg15hkcn2JFy/ESzkAZxOUsuoLnNhtGxNMRTabYBuddOWp0MD8Q/yVe+fMlTO36yHt8/2Oy49n\n", - "is9cDyC//FV0NelGAAEEsi6gFwDrA50ySdpQ0YtEvZQIwB5aGvu0ayv6iZViXQX92LwFsUbNfT+z\n", - "MyC1dbmfDlNAAAEEjMDee+9dkg5JXwVdknPPTKUvYFrpIfM0LIcHoaRvSE4EEChrAVrAZb34k595\n", - "54MPJfjbq20Gv7n3OrRkidTttofpdqTipj9IxfALki+MMRFAAAEEkr8NCavyFvDts7cEJo6zCKG3\n", - "xot/2nTxX/d7WT/8fGl+yknljcPcI4AAAmkIcAg6DTSyIIAAAgggkKkAAThTwTLM79NHknbuVIZz\n", - "ziwjgAAC2RPgHHD2LMumJN/+A0Q/JAQQQACB9AVoAadvR04EEEAAAQTSFiAAp01HRgQQQAABBNIX\n", - "IACnb0dOBBBAAAEE0hYgAKdNR0YEEEAAAQTSFyAAp29Hzq0Cod/fgAUCCCCAQIoCBOAUwRg9hsBn\n", - "s2L0pBcCCCCAQGMC3IbUmE4RDJu+6ntpFfhhMbauDEi/Nm2KoOZUEQEEEChvgR+23OXtUJRzf1in\n", - "jnLXF1+F665vK5y1dp18PfQoaWLfHRwelPUfwaOPF6e6Wpp8+YU4K1ZJTfftpdJMJTTA3B/8r+ez\n", - "Pj0KRAABBEpNgABcxEv0mf33rVf76mBItn99rIQcDcW5TRX/fcVOILRmjYSOOUEqXnxWNv7jaQn0\n", - "7ZvbCVM6AgggUCICnAMukQVZqNnw6+Fu85Jrf9duIs2aFqoaTBcBBBAoOgECcNEtMiqMAAIIIFAK\n", - "AgTgUliKBZ4H9zWFBa4Gk0cAAQSKSoAAXFSLi8oigAACCJSKAAG4VJYk84EAAgggUFQCBOCiWlxU\n", - "FgEEEECgVAQIwKWyJJkPBBBAAIGiEiAAF9XiorIIIIAAAqUiQAAulSXpkfnwPf8vcVav9khtqAYC\n", - "CCDgXQECsHeXTVHWzPfVPJHNm4uy7lQaAQQQyKcAATif2gWYVvCc8wowVSaJAAIIIJBIgGdBJxIq\n", - "9uHfLhTHPBva5/PlbE5Cd94tzpS3pXLBApF586Vm4MEi5g1N+pjKwJtviK9du5xNm4IRQACBYhUg\n", - "ABfrkvNQvX2XXCy+X14gtcuXS9XFl4r/qisktGK51H0+WwJt23qoplQFAQQQ8I4AAdg7yyLjmlSY\n", - "Rm4z8xrCJ08+XfaYZ87FmtR7/nyZ1XcfadOkifRu3Uoqxv9XfFl+VaGvqXkJg/loub42baWid2+R\n", - "b76W4IJ5OW15ZwxGAQgggEABBQjABcTP9qQDJgDOOvoIqR1yeLjoqiFDZfOzT8sfzHuDxw86KNyf\n", - "HwgggAAChRUgABfWP+tTb1ZRIfpxU9AE5RbmfGze0l8eFmnZ0raA8zZNJoQAAggUoQBXQRfhQkup\n", - "yu3MOdgcXoDVoC7NmnHYuQEKPRBAAIGGAgTghiYl1adizHMlNT/MDAIIIFAqAgTgUlmSzAcCCCCA\n", - "QFEJEICLanFRWQQQQACBUhEgAJfKkmQ+EEAAAQSKSoAAXFSLi8oigAACCJSKAAG4VJak1+ZjxUrx\n", - "fTorXKvgPfdJ6LG/hLvj/Qg98FC8QeH+yYwTHjnqh/PddyIv/juqL50IIIBA/gUIwPk3L48pmlcS\n", - "+uZ9HZ5X58WXxHn5lXB3vB+hMYmDYzLjxCtfzI6BTH477mAGIIAAAvkSIADnS5rpIIAAAgggECGQ\n", - "x0ckRUyVn6UpsGSJyP1/lqDfPJR6zhfi+/BjqW3Zfsu8mncEO4FKCXbfwb4pKbRff3EG7muH+V8Z\n", - "KxIKbvn9yWdSPegw+1vM25RChx64pf+4iSKbNm35HTmOefBHaMhhtn/c/9auE//Era3e9RvFt2Sp\n", - "VH/6sR3d2XF7cfqaZ1ebVHnUMRLot6f9zX8IIIBArgUIwLkW9nD5Tm2tCXwh8VVVZaeW+uajs88S\n", - "f6BCQp/NEp85DC39twa0l8zh55YtxPezM2wArthtF5Hu3bZMd5vuph7Olt+33in+87e+w7hplfi3\n", - "23ZL/+7bidTWNRyn0rz2cMcdtvSP9391jcguu9uhzjffikycLP5hZ20Zu20bkc6dpG7q2xL88gsC\n", - "cDxD+iOAQNYFij4A67tu3U+6OpnmT3e6qebTeqaTbD6TNTq/89ob4sydJ/7LL02n2IZ5zBuRnD37\n", - "2gCrb0by77uP+O+/244XNK1WadNaKq4b0TDf/gPD/YKP/00qzv5ZuDv8I5lxwiPH/xH8+BNxvlsq\n", - "gahpBOfPVaAGRvFLyu2QYlknVSF6vcqtTOqle93S9XO/U5/D/OTI1DHT/PmZy/xOpegDsHIFg0Gp\n", - "1dZcminT/GlONuVsdXVbW4Ap5gyafLryNzDS8oxdMAO7yKpo/fwm8NoNifntM61rt2yfE7IBrkEd\n", - "Igswv3W8bIwTVewPndriN13R0wgFTf0qEk/7h4Jy+6tY1kmtp368mtz6RS9vL9bX63XMdJ308npS\n", - "qPWh6AOwz7xoIGDe9tPEvO823ZRp/nSnm0q+mpoaqaysTOtFBwGTb5MJPJ9u2KiRR/wbzbdJrVZ9\n", - "L03WrpWVi82tOSY52oLN4HD0JnOOttIcJg6YtzH5unaVbS+/TDptXS6hJx4Tnzk07UuwnJzHH83K\n", - "OHaGYvwX7Lm7hH53eYP1xdE3SJlPJutRjMml3asY1kkNGLrDVRHx9q20ZzhHGXWnMGTWfa8s11iz\n", - "6e4ce7mOWu9M10nNr9tr0g8CRR+Af5gVfsUT6GrOpTat8MtlMz6VnrPnyFnP/NOO6l+5SkLm4qjV\n", - "Eybb7tePOVqmHrTloqd4ZTXWP2Rar/oHpv/WmQ3fHm1ayT9kpy3T2n23xrKGh/l23SX8O96PZMaJ\n", - "m9fsZEgPc86ZhAACCBRYgABc4AWQj8nv2KKFTDz04C2TOvwQkYsvsL9Del+uOQe829ZzwIdnWJkN\n", - "GzZIlWlB657uy4uXyNN6wRMJAQQQQCCmAPcBx2ShJwIIIIAAArkVoAWcW19Pl+7bpoukd121p2eL\n", - "yiGAAAJFIUAALorFlJtK+gbsZ68Izk3plIoAAggg0JgAh6Ab02EYAggggAACORIgAOcIlmIRQAAB\n", - "BBBoTIAA3JgOwxBAAAEEEMiRAAE4R7AUiwACCCCAQGMCBODGdBiGAAIIIIBAjgQIwDmCpVgEEEAA\n", - "AQQaEyAAN6bDMAQQQAABBHIkQADOESzFIoAAAggg0JgAAbgxHYYhgAACCCCQIwECcI5gKRYBBBBA\n", - "AIHGBAjAjekwDAEEEEAAgRwJEIBzBEuxCCCAAAIINCZAAG5Mh2EIIIAAAgjkSIAAnCNYikUAAQQQ\n", - "QKAxAQJwYzoMQwABBBBAIEcCBOAcwVIsAggggAACjQkQgBvTYRgCCCCAAAI5EiAA5wiWYhFAAAEE\n", - "EGhMgADcmA7DEEAAAQQQyJEAAThHsBSLAAIIIIBAYwIE4MZ0GIYAAggggECOBAI5KpdiESg6geCM\n", - "j2Tz6tVx612xyy5SeejhcYczAAEEEEhFgACcihbjlqxA5aBDxde2bdz5Cy1eLLWTJhKA4woxAAEE\n", - "UhUgAKcqxvglKeDv3kOamE+8VPfxDKlZtDDeYPojgAACKQtwDjhlMjIggAACCCCQuQABOHNDSkAA\n", - "AQQQynJowwAAFeBJREFUQCBlAQJwymRkQAABBBBAIHMBAnDmhpSAAAIIIIBAygIE4JTJyIAAAggg\n", - "gEDmAgTgzA0pIYZAxfr1su1Xc2MMoRcCCCCAgAoQgFkPciLQ/NuFMvjl/+SkbApFAAEESkGAAFwK\n", - "S5F5QAABBBAoOgEexFF0i8zDFV63TmTcWxKqqJD2Mz4Vv2kF/+fRx22F127bQ77fbVf72+/zyWnb\n", - "dpcOTZp4eGaoGgIIIJBbAQJwbn3Lq/TqGpEvvxIxAXi7lculeXW1fP/ll9Zgjd8v83t0t7/fWrZc\n", - "ujdrKj/q1rW8fJhbBBBAIEKAAByBwc8MBTp2ELn8UvEHAtL205nSOuTIrn+6vUGhp737XoN+9EAA\n", - "AQTKTYBzwOW2xJlfBBBAAAFPCBCAPbEYSrASXbcR30knluCMMUsIIIBAdgQ4BJ0dR0qJEvB17Ci+\n", - "ww+L6ksnAggggIArQAvYleAbAQQQQACBPAoQgPOIzaQQQAABBBBwBQjArgTfCCCAAAII5FEgpwG4\n", - "pqZGhg8fLoMGDZIbb7yxwWwtW7ZMLrroIjn++ONlxIgRouNruu222+SAAw6wn5NOOqlBPnoggAAC\n", - "CCBQ7AI5DcB333239OrVS9566y35/PPPZdy4cfW8dPihhx4qr7zyiu3//PPP2+9XX33V9ps4caI8\n", - "99xz9fLQgQACCCCAQCkI5PQq6ClTpsioUaOksrJSTj31VJkwYYIMGTIk7HbZZZdJp06dbHezZs1k\n", - "0aJFEgqFZNWqVaJBWH+fdtpp4fH1x5o1a2T16tXhft9//70tP9yDHwgggAACCBSBQE4D8MKFC6V9\n", - "+/aWoV27drJixYp6JF27bnkUobZ0X3jhBZk8ebIsXbrUBmUNzDNnzpTjjjtOxo8fH8732GOPyf/9\n", - "3/+Fu/v37y9//OMfZe3ateF+qf7YvHlzqlnyPn5dXZ15wmOF+MxzlL2a9BRCbW2t+M1jJxtLdcE6\n", - "2bRpU0bLrLHyGxvmOI7dsVPLlNLGjeILBvNW52JYJ4PGQ9fHRMs7Jecsj6w78fq3o3X1atJ1UusX\n", - "ME+Q83LKdJ3caP6GWrVq5eVZzHvdcrrE27RpI+vNe2GbNm0qGzZskM6dOzeYwTfeeEOuv/56ee21\n", - "10TH18+kSZPseMcee6yMHj1aFi9eLN26dbP9rrzyStGPm7TVrC3i1q1bu73S+s40f1oTTSGTBjc9\n", - "kuDlAKzLuKqqKuGGJFARED3iUQhz3SDrxk4tU0l1zZtLjQnazTNcz1KZZiF8Uqmfu7OV8s5MKhPJ\n", - "cFwNvtXmmeQtWrTIsKTcZdcArJZNiuDlJJmsk83N35CXt1+5W8LxS268qRI/X1JDtHU6ffp0O+60\n", - "adOkX79+9fLpOeHbb79dxo4dK927b3lQ//z582XYsGF2PA06GsC7dOlSLx8dCCCAAAIIFLtATgOw\n", - "tlSfeOIJGTp0qL0IS88Da+rZs6c9HK3ngL/99lsZPHiwaLDWYLzjjjtKhw4d5JRTTpH99ttPrr76\n", - "anvotdihqT8CCCCAAAKRAjk9BN2jRw8ZM2aMPd+nhxzdNGfOHPtz1qxZbq963/fcc4/o+QY9J+L1\n", - "8yL1Kk4HAggggAACSQrktAXs1iEy+Lr9En3reWOCbyIlhiOQvoBjLnh0Zn4Wt4DQWz9c/Bh3JAaU\n", - "jYB/+v/EKYILVotpgeQlABcTCHVFoFwEnM9mifOvl+LObuiW2+IOY0D5CQQee1zE3PZJyp4AATh7\n", - "lpSEAAIIIIBA0gI5PQecdC0YEYEiEHDMA2KqX3whLzX1mVtnqs0tXVlPq9eIb+bWay++WSiy+DvT\n", - "qllpJ+Nst63IipXiM/dravJ9NVdqrvjtlmF6j+rA/exv9z+9pUtvK6nz8L3pWkfH3HZWneJtZ+48\n", - "5utbb41zUr03PR+V+/xL8S3f8vwG36zZEvr3f8TXrq2dsu9HJ4gv4tqefFSn1KZBAC61Jcr85ETA\n", - "v8OOEhh4gJgrCnNSfoNC9bnoJnhkPZl7tcUEYZvWm996Ts/tbt9OfOZJc7JhSwA2T7AID/NVBsSJ\n", - "nncNbib4evreTjU0wc3OS9Yxs1Ogo8WETB39KT4cJjuTb7yUtevC64C5WVlknXngkX/rw4DM/cuk\n", - "zAQIwJn5kbtMBPzmATFVp5+Zt7mtNk92q8rxQz9C4yeIvDNN/NePiDlfdYcNkcon/hJzmPYslgdx\n", - "hMzRhCoexBF3OSY7YPOpZ4j/7LPEt/UJhsnmY7z4AgTg+DYMyZFAwOxBj5z9hTzw1byUpmDaWnLr\n", - "Hr1kP9NSIyGAAALFLkAALvYlWIT1v6NvH1ngHuZMof5/NOejvjKHUAnAKaA1Mqqv5+4ibbecz4s1\n", - "mv+Ky2L1pl+ZCtSZ1m+VORJEyp4AATh7lpSUpEAPc+GGflJNjy/4OtUsjN+IgE+fr771GeuxRvOf\n", - "eHys3vQrU4HQYYPEZ57nTMqeALchZc+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", - "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", - "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", - "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIoAAAgggkD0BAnD2LCkJAQQQ\n", - "QACBpAUIwElTMSICCCCAAALZEyAAZ8+SkhBAAAEEEEhagACcNBUjIhBfIHjiyeKsWxd/BIYggAAC\n", - "UQIE4CgQOhFAAAEEEMiHQCAfE2EaCGRLYNnmapm7fkPaxYVCIdFPIJDdVb9TXVBWmHo5vi37tH6f\n", - "yA7Nm4vPZ36QEEAAgRgC2d0KxZgAvRDIlsBOLVrIqPlf20+6ZTo2oyM+8y/TdOkTT0q/WbNtMW0W\n", - "fC0rjjxWQhUVtnvYH66X+w8aKMds0yXTyZAfAQRKVIAAXKILthRn6/peu4t+Mkna+g0Gg1JZWZlJ\n", - "MVvyHjU4XIaeA97vH38VX6tWtl//d9+TzWZaJAQQQCCeAOeA48nQHwEEEEAAgRwKEIBziEvRZSTQ\n", - "u5eYE8tlNMPMKgIIZCrAFiNTQfIjYAQqbv8/HBBAAIGUBGgBp8TFyAgggAACCGRHgACcHUdKQQAB\n", - "BBBAICUBAnBKXIyMAAIIIIBAdgQIwNlxpBQEEEAAAQRSEiAAp8TFyAgggAACCGRHgACcHUdKQQAB\n", - "BBBAICUBAnBKXIyMAAIIIIBAdgQIwNlxpBQEEEAAAQRSEiAAp8TFyAgggAACCGRHgACcHUdKQQAB\n", - "BBBAICUBAnBKXIyMAAIIIIBAdgSK/lnQjuOI+0mXJNP86U431XxaT68nr1u6hu53Tj23rpvpTMPr\n", - "jpHzlBfLyAmm+Nvrlq6f+53i7OVt9EwdM82ftxnN44SKPgCrlb7ftba2Nm22TPOnPeEUM9bV1aWY\n", - "I7+ja/38fr/dIcrvlFOfWibrSzJT041NXQbrZbGsk1pP/Xg1ufXL9fLOxvx7vY6ZrpNeXk+ysfzS\n", - "KaPoA7DP5zNvgQtIkyZN0pl/myfT/GlPOIWMNTU19iXyOr9eTboB0Rfdq6dXUygUsgFD65nLlOl6\n", - "WQzrpC5v3eGqqKjIJWVGZetOoS7zTLYPGVUgicy6s6aWXq6jzkam66Tm9/L2K4lFlfVROAecdVIK\n", - "RAABBBBAILEAATixEWMggAACCCCQdQECcNZJKRABBBBAAIHEAgTgxEaMgQACCCCAQNYFCMBZJ6VA\n", - "BBBAAAEEEgsQgBMbMQYCCCCAAAJZFyAAZ52UAhFAAAEEEEgsQABObMQYCCCAAAIIZF2AAJx1UgpE\n", - "AAEEEEAgsQABOLERYyCAAAIIIJB1AQJw1kkpEAEEEEAAgcQCBODERoyBQEkK8HaaklyszFQRCRCA\n", - "i2hhUVUEsingTJgozsjbslkkZSGAQAoCBOAUsBgVAQQQQACBbAl4971x2ZpDykGgQALfbdosc9at\n", - "S2vqGzZslBa5evWkeT2fpmbrN0j3YEh8W7t95tWCJAQQyJ8AATh/1kypjAR2bdVSHpm3wH7SmW3H\n", - "MYHRl/2A2PPLr+SyUX+xVWpldg66BIPim/K27fb9/Gzxn31WOtUlDwIIpCFAAE4DjSwIJBIY2aeX\n", - "6CfdtHbtWmndunW62ePnG3K4yMUX2OGh8RNE3pkm/utHxB+fIQggkDOB7O9i56yqFIwAAggggEDp\n", - "CBCAS2dZMicIpCTga9dOZIftU8rDyAggkD0BDkFnz5KSECgqAV//vUQ/JAQQKIwALeDCuDNVBBBA\n", - "AIEyFyAAl/kKwOwjgAACCBRGgABcGHemigACCCBQ5gIE4DJfAZh9BBBAAIHCCBCAC+POVBFAAAEE\n", - "ylyAAFzmKwCzjwACCCBQGAECcGHcmSoCCCCAQJkLEIDLfAVg9hFAAAEECiNAAC6MO1NFAAEEEChz\n", - "AQJwma8AzD4CCCCAQGEECMCFcWeqCCCAAAJlLkAALvMVgNlHAAEEECiMAAG4MO5MFQEEEECgzAVK\n", - "4m1IH374oSxcuDDtRVldXS1VVVVp589HxmAwKBUVFfmYVNrTqKmpkUAgIH6/d/frHMcR/Xi5jroA\n", - "imGdDIVC4vP57CftlSbHGbWOdXV10qRJkxxPKbPii+HvO9N1ctmyZXL44YdnBlViuX1mY+QU+zzV\n", - "1tamPQtTp06Va665RiZPnpx2GWTcInDRRRfJPvvsI+effz4kGQjo+tylSxdZvHixNG3aNIOSyPr4\n", - "44/L//73P3n00UfByFDgsMMOk5EjR8rBBx+cdkmVlZVp5y3FjCXRAs50oW7atEkyLaMUV45U50n3\n", - "kHVPHstU5eqPr/vE69evt0cTsKxvk2qXtoB1vcQxVbmG4+t2UhOWDW3S7ePdY4XpzhH5EEAAAQQQ\n", - "KAIBAnARLCSqiAACCCBQegIlcQ44k8WycuVK+eyzz2TQoEGZFENeI/DRRx9Ju3btZIcddsAjAwE9\n", - "BP3KK6/Icccd5/mLxTKYzbxkXbBggXz//ffSv3//vEyvlCei18n06dNHOnToUMqzmdd5K/sAnFdt\n", - "JoYAAggggMBWAQ5BsyoggAACCCBQAAECcAHQmSQCCCCAAAJlHYDnzZsnP/nJT0Tvb3vxxRdZG1IQ\n", - "GDFihLz66qvhHPfee68MHjxYzjzzTFm3bp3tj2+YJ+aPZ599Vk466SQ57bTTwveh68NMhg8fbq9J\n", - "uPHGG8P5YvmGB/JDbrjhBhk6dKj84he/kA0bNliRsWPH2n5HHnmkzJkzx/aL5wthfYFbb71V9B5q\n", - "N8Va/2L5uuPznaSAPoijXNMxxxzjmKdoOStWrHDMRRqOuVijXCmSnm8TXJ2zzz7b6dq1q/PCCy/Y\n", - "fOZhJs4pp5zimAdIOA888IBjgrPtj298Vl3nBg4c6Jh7VO36Zx5g4ph7Vp3bbrvNueeeexwTKJzT\n", - "Tz/dMRs5J55v/NLLa8i4ceOciy++2M60+v3pT39y1q5d6+y77772b3rGjBnOIYccEh4e7VteWonn\n", - "Vte37t27O3fddZcdOdb6F883cemMESlQ1i3g7777zl4dqVf16dNd9Ik5pMYFVq1aZVu52tJw09tv\n", - "v21bcvoYSm0BT5gwwQ7C1xVq+N2yZUt56aWX7CMS9WlXaqUPjZgyZYr89Kc/tQ87OPXUU61lPN+G\n", - "pZZnH23hPvTQQ7JmzRoxwVZ69OhhW7x65XPbtm1lzz33tMO09RvLtzzVYs+1PgDm5ptvlt/97nfh\n", - "EWKtf3pEIZZvOBM/khIo2wCstyZEPuZPb58xrZKk0Mp5pO22205My7YegT6Hu3379rafbvD01i58\n", - "6xE16NBnj3fu3Fk0KAwbNsw+DlWf9R1p6a6Tkf1c3wYF0kN+85vfyCeffCK9evWq56g06qZ/35GW\n", - "ri90PwhcccUVoqc+WrRoEe4Zaeauf5H9dETXN5yJH0kJlG0AbtWqlWzcuDGMpOeNdINISl2gTZs2\n", - "9tGJmlNNO3XqJPgmdtRH+5188sn26Msll1xiM0RauutkZD/XN3Hp5TfGk08+Kf/85z/l17/+tUSa\n", - "qYRad+zYsV5/17f8pGLP8fjx40VfbPP+++/bIy/vvPOOPZIQaemuf5H9In1jl0zfeAJlG4D1cGmz\n", - "Zs1sa80ck5cPPvjA7jnHg6J/fAE9FDV9+nQ7wrRp06Rfv372Ocb4xjfTw80//vGP5YwzzpDLL788\n", - "PGIsy1j9whn4YYPu/fffbyX0WeS6I60PjNDD0fq3rYem1VvfiIRl/BVGH6CjLWA9MtC8eXO7fYxn\n", - "Fs83fukMiSVQ1g/imDRpkpiLNmTz5s32asmrrroqlhH9Yghcd911dmOmV5HrRk9bcHpYasmSJfLy\n", - "yy/LNttsI/jGgNvaa/To0XLuuefKbrvtFh5JWyDaKrvssstsi003gs8//7wNHrF8wxnL/Ie2yn72\n", - "s5/Z8+ba0r3lllvsed+HH37YPlFMX4N3++23yxFHHGHX0WhffaUiqb7AqFGj7N0MGpDj/X3H8q1f\n", - "Cl2JBMo6ALs4GoAjzwe7/flOTUA3ftrqjU74Rosk7o5lGatf4pLKZwwNxLrTEpn0HHusd1RjGamU\n", - "3O9YZvF8kyuRsQjArAMIIIAAAggUQKBszwEXwJpJIoAAAgggEBYgAIcp+IFAbgT0PHnr1q3tx+/3\n", - "21s83O7ly5fLTjvtJB9//HFuJk6pCCDgWQEOQXt20VCxUhTYdttt5emnn5ZDDz00PHuLFy+2t25V\n", - "VlaG+/EDAQRKX4AWcOkvY+bQ4wL6IA59bvann34q55xzjpjHKtp3ruoDT7S/PqtcA7d5hGJ4TvQK\n", - "c33Ckz4AQe8l5iEyYRp+IFA0AgTgollUVLRUBTTI6pXi+vn73/8uej+mPhBh6dKlYp4XLddff738\n", - "5z//kZEjR4p5drToYesTTjhBrrzySpk9e7Z9uITeTkdCAIHiEggUV3WpLQKlLaC3cbn3o+t9q198\n", - "8YW9f1XnWp/kpI9a1OCsD0I48cQTLca1115rA7J5eH5p4zB3CJSYAAG4xBYos1PcAt26dQvPgN7T\n", - "2rNnz3C3PpVIH4qgDzzRw9W77757eJj+WLRokZi32NTrRwcCCHhXgADs3WVDzcpQQF/IkCgNGDBA\n", - "DjzwQNH3sbpJL+Qyr4h0O/lGAIEiEOAccBEsJKqIQKSAvn5Pn7390Ucf2d56VbVesKXPOyYhgEDx\n", - "CNACLp5lRU0RsAJ6nvjWW28V85J5e8hZux955BFJpvUMIQIIeEeA+4C9syyoCQIpCej54NWrV9tb\n", - "llLKyMgIIOAJAQKwJxYDlUAAAQQQKDcBzgGX2xJnfhFAAAEEPCFAAPbEYqASCCCAAALlJkAALrcl\n", - "zvwigAACCHhCgADsicVAJRBAAAEEyk2AAFxuS5z5RQABBBDwhAAB2BOLgUoggAACCJSbAAG43JY4\n", - "84sAAggg4AkBArAnFgOVQAABBBAoN4H/B3oTAhP9/A59AAAAAElFTkSuQmCC\n" - ] + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\n" }, "metadata": {}, "output_type": "display_data" @@ -2454,295 +1084,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xe8HGXd/vHPReg1dKQGBBR+GCI+IKhABEQUbI8oogIK\n", - "YkRREZVmmYx0lEesSA+CgmBBQIq0UJQuoYOUBEhoIqEjAvn+/pg5YbM7p+/sbLner9d55czu7Mx3\n", - "rzPJuXPf996jiMDMzMzMmme+qgswMzMz6zZuYJmZmZk1mRtYZmZmZk3mBpaZmZlZk7mBZWZmZtZk\n", - "bmCZmZmZNZkbWNbTJG0u6Z6a7bdImibpOUl7V1lbmSQtIuk8Sc9I+t0Q9p8o6ZGa7TskbZF/L0mn\n", - "SHpa0nX5Y3tJeiLPceny3om1M0kfk/RIfh1MqLtuJks6reoazcriBpb1BEkzJG1d/3hEXB0Rb615\n", - "aD/gsohYMiJ+3roKW25HYAVgmYjYabgvjogNIuKqfPM9wDbAKhGxqaQFgKOBrfMcZzet6iHIf9Zb\n", - "DfD8PI3FdiRpjqQXJD0v6SlJl0r6ZN0+UyW9LGnVmse2kTS94HhT8wbwgq2ov8aPgC/n18G0uuvG\n", - "izBaV3MDy3pFMLR/0NcA7iq5lnawBvDPiJjTpGPNiIiX8+2VgIWBu0dyMEmj/XcpAI3yGC0haf4B\n", - "nh4fEUsA6wJTgJ9L+n7dPi8C3xvkHOOATYAngQ+PtNaC4w5UO5IErE7/f5864mdkNlJuYFlPq+3N\n", - "kHQ5MJHsF9lzktaWtJCkH0l6SNLjko6VtHC+/3KSzpc0W9K/JV1Vc9wZkg6QdGfec3CypIXy58bm\n", - "r3syf+48SavUvHaqpB9Iuiav42JJy+bPLSzp9LxXY7akGySt0M97Wy8/1ux8aOZD+eMp2S/lnfIe\n", - "ks8XvHYRSVPy+u4ENq57foakrSXtAZwAbJYf67e80bB6RtKl+f5vlXRJntM9kj5Rc6wpea4XSHoB\n", - "mChpZUl/yDN6UNJXa/afLOksSafm+dwh6R35c6eR/VI/L6/nW3V1LwZcCKycP/+cpDflNRxcdF3U\n", - "vN9vSbotf91JklaUdKGkZ/P3NrZm/w/nP/vZkq6Q9Na6Y+0n6Tbg+cEalBHxdEScDuwFHKg3hlwD\n", - "+Cmws6S1BjjErsClwGnAbgOdK79eDpd0ff6+zuk7n6RxynrWdpf0EHCpMt/N39MT+c9kyfxafx4Y\n", - "A9wq6b6a917YuyhpU0l/zzObJmnLgWo1a3sR4S9/df0XMB3YquDxicAjNdtXALvXbP8YOAcYCywO\n", - "nAsclj93OHAs2S+RMcC7a143A7gNWAVYGrgGODh/bhngY2S9PIsDZwF/qnntVOA+YO18nyuAw/Pn\n", - "JuU1LEzWA/B2YImC97UAcD9wADA/8F7gOWDd/PkE+PUAeR0BXJm/71WBO4CHi/Ik+6V9dc1zawBz\n", - "gPny7cWAR/L95gMmAP8C1sufnwI8A2yWby8C3Ax8N699TeABYNv8+cnAy8B2eQaHAdcO9rOueX7L\n", - "2p95/tgpwA8GuC6mA38HlgdWBp4A/gFsCCwEXAZ8P993XeAFYOv8uvh2/vOcv+ba+Ed+bSzUT41z\n", - "gLUKfqavAu+vuVb3IBuOPS1/bBtget3r7gc+A6wD/BdYYYBspgIzgfWBRYHf1xx7XF7XlPxntDCw\n", - "e/7exuU/5z/UXlf176Puuplcc+xVgKeA7Wrex1PAclX/2+Evf430yz1YZo0Ec4c49gT2jYhnIuIF\n", - "skbVp/L9/gu8CRgXEa9HxN9qjhHAzyNiVmRzkA4Fdoa5PRJ/ioj/5Mc8jOyXfu1rT4mI+yPiP2QN\n", - "sAk151wWWCcyt0TE8wXvYVNgsYg4IiJei4grgPP7asjf40BDNJ8ADs3f90zgJwPsX/94/fYOZL/0\n", - "T42IORExDfhjfo4+50TEtfn348l+sR6S1z4dOJE3coesQXdRRARwOllDZ6iG+j7q/Swi/hURjwJX\n", - "kzXqbo2IV4A/kTV2AXYCzo+IyyLidbJ5SIsA78qfD+Cn+bXxylCLjohXyRody9Q+THZNfkjS+g1v\n", - "SHoPWePl3Ii4j2y47tMDnYasgXRXRLxE1tP5yfzvQp/JEfFyfm1+Bjg6ImZExIvAgcCnBuuVK/BZ\n", - "4IKIuCh/r5cCNwEfHOZxzNqGG1hmjfrmai1P9r/4m/Nhi9lkw0vL5c//kKx34K+SHpC0f91xaidS\n", - "P0zW84GkRSUdlw+XPEvWU7RU3S+xx2u+f5mspwuyYZ6LgTMlzZJ0pIrnwqxcd36Ah8h+2Q5F/esf\n", - "HuLriqwBvLMvwzzHTwMr5s8HWa9J7f4r1+1/INmk/D5P1Hz/ErDwCH6pD1ftOV+u2/4Pb/yMVqYm\n", - "r7wR+AjzZj/sSfbKPjywPPB07eMR8RTwc+AHNM4z3A34a00j/GwGGSak8ee+AG9c8/XPv4nsuqrd\n", - "f37e+NkO1RrAJ+p+5u8mm89n1pEGnKRo1uOeIvtFun5EPFb/ZN779C3gW5L+H3C5pBvy3iLI5gJR\n", - "8/2s/Ptvkg0jbRIRT0qaQDZkJAaZiB8Rr5H9Iv2BpDWAC4B7gZPrdn0UWE2S8l/wkP0Su4eheSyv\n", - "uW8+1eoD7DuYh4ErI2LbAfapfd8Pk/V4rTuEfZv1/Itkjek+Q/nF3l+P1yzgbXN3yhrOq/HGz38o\n", - "NRb5CPAacEPBcz8EHqx9TtIiwCeB+ST1Xb8LAWMljY+I2/o5T/1129dztlhB7Y+SDQ/W7v8a8zY+\n", - "h+JhsuHCLw7zdWZtyz1Y1ksWVDZJvO9rTD/7CSCyT9idABwjaXkASatI2jb/fntlE+FFNr/pdbI5\n", - "J33H+HK+/zLAd4C+9aYWJ2u4PZs/l/RXQ8OD0nslvS2v/XmyX36vF+x6HVnPzn6SFpA0kWyo7sx+\n", - "3nO9s8gmVI9VtgzAVwd7wQDOB9aV9Nm8lgUkbVwz8bv+vd5ANvl7P2WT7cdI2kDS//Szf70ngDcP\n", - "8vyykpaseWwa8EFJS0taCdhnaG+t0NnA9pK2ynudvknWw/X3YR6nb6h6GUmfIeulOiLmXfai71p9\n", - "lmwu1v680QD6KFljZz2yIdQN8++vJpv43t85P6vsAxKLkjXmz65ppNc7A/hGPgF+cbLh7jNj+J9O\n", - "PZ1smHPb/Oe9sLIPGgy1x9Ws7biBZb3kArJGR99XQvHyDbXb+5MNA16XD+ddQtb7BNmk4UvIGjp/\n", - "B34REVfWHOO3wF/JJmjfBxySP3cM2Zycp/LXXThIDbU1rkj2C/xZsvk0U8mGDed9cTZf50PAB8gm\n", - "lP8c2CUi/llwzCIp2dDPdOAi4NcD7D9ghnlP37Zkc6hmkfWOHQ4sWPT6/JfzDmTzzh7M6z8eWLJo\n", - "//rz5cf+bj7UtG9DsRH3kDUMHlT2KcmVyDK8lWwC+kVkDdHh9ITNrSki7iWbU/SzvPbtgQ/lvY/D\n", - "cauk58mund2BfSJi8gA1/ISsQdVnV+DkiJgZEU/mX0+QXQuf7mdINciymEL2c1oQ+Fo/54Os5/Q0\n", - "4Cqyn9VLzNsYHyjD2sxmkvXQHUS2nMTDZA1T/46yjqX+/2OS7yCdTPYPxJMR8bZ+9vkp2T/kLwGf\n", - "i4hbml2oWSdRttjjHhFxedW1mA2VpCvIhurqh5zNbJiG8r+DU8g+Dl1I0geBtSNiHeCLZB9bNzOz\n", - "zuQFQM2aYNAGVkRcDQx0q4sPA6fm+15PNoFyuJ8gMTOz9jCSCfhmVqcZnyJchXk/tjuTbGHC4X6K\n", - "xKxrRMSaVddgNlwR8d6qazDrFs2aQFjfpez/AZmZmVnPakYP1iyyNV76rMq8670AIMmNLjMzM+sY\n", - "ETHiOYnNaGCdC+xNtrL0psAz+UeBC8R8Ee7dqiVpcsFHr3uaMynmXIo5l2LOpZEzKeZcio22Y2jQ\n", - "BpakM8juk7acsrvLJ2S3TiAijouICyR9UNL9ZKshf36Aw60P3DmagrvQuKoLaEPjqi6gTY2ruoA2\n", - "Na7qAtrUuKoLaEPjqi6gTY2ruoBuNGgDKyJ2HsI+ew/pbPO9ujUs4AaWmZmZdbXWrpK7zAPbt/R8\n", - "nWFK1QW0oSlVF9CmplRdQJuaUnUBbWpK1QW0oSlVF9CmplRdQDcadCX3pp1ICtb66ws8+L6xEYX3\n", - "TjMzMzNrC5JiNJPcW9uDtfydzwEbtfScbS6/Ca/VcCbFnEsx51LMuTQqKxNJ4a/O/irjumjGpwiH\n", - "bvW/P8b1+2wN3NjS85qZmZVoND0dVZM0MSKmVl1HVcpqYLV2iPDra/6dnzz4YgTbtuSkZmZmJRvt\n", - "UJJVq7+f32h/rq3twVrq4bHAeImFInilpec2MzMza5HWzsGa7/VVWeLR+4BNW3reNuZ5Eo2cSTHn\n", - "Usy5FHMujZxJMedSjtY2sGAq7/jVI8DWLT6vmZmZWcu0uoF1EeN/swiwVYvP27Z6eWJhf5xJMedS\n", - "zLkUcy6Nei0TSS9Iej7/miPppfz75yTNXUS8rFwkrSTpXEmz8vOvPsj+M/Ian5M0W9LfJE2SpJp9\n", - "puTH2rjmsbUlzSk43hRJr0paqbnvbGha3cC6mKWnj0evbyixeIvPbWZm1jMiYvGIWCIilgAeAnbI\n", - "t5eMiDNaUMIc4ALg40PcP8hqXBJYHTgC2B84qW6/p4FDBjqQpMXy894FfHYYNTdNSxtYkcSDKJ5j\n", - "tb/dA2zeynO3K499N3ImxZxLMedSzLk0ciYgaUFJT0vaoOaxj0p6UdKykiZKminpQEn/kjRd0qdr\n", - "9l1I0o8kPSTpcUnHSlq46FwR8WRE/Aq4abh1RsTzEXEesBOwm6T1+54CTgXGS9pigEN8HJgOHAXs\n", - "NtzzN0Ore7AALuJ/jpuN52GZmZm1VET8FziDeXt1tgYujYh/59srAssCK5M1To6XtG7+3BHA2sCG\n", - "+Z+rAN8vsd4bgZnM2ynzEnAYcOgAL90N+B1wLrC2pJYvcl5NA2udC5fDDSyg9+YEDIUzKeZcijmX\n", - "Ys6lUVWZSEQzvppY0q+BnWu2NwNOq9vnexHxakRcBfwF+GQ+F2pPYN+IeCYiXgAOBz7VxNqKPAos\n", - "U7MdwHHA6pK2q985n+s1ETg7Ip4HLgZ2LbnGBlU0sK5k4dnrsNCza0ksW8H5zczMWiYCNeOrefXE\n", - "9cDL+XDgW4E3k/X09JkdES/XbD8EvAlYDlgUuDmfhD4buDB/vEyrks27mivviTs4/6pvfO4C3BER\n", - "/8y3zwY+Lamla3+2vIEVSbyIuI71f38f8N5Wn7/deE5AI2dSzLkUcy7FnEsjZzKPU8mGCXcBrskb\n", - "LH2WlrRozfYaZL1ITwEvA+tHxNL519h8Unop8k8LrgxcU/tw/ucUYCyNk+h3BdaR9Jikx4BjyBqB\n", - "HyyrziJV9GABXMyGp/4HL9dgZmZWhdOB/wU+A/y14PlU0gKSNge2JxtuC+AE4BhJywNIWkVSv7e/\n", - "yyfA902CX7i/CfG1L8lft6SkHcjmi50WEXfWPg8QEa8BCdknDSN/3WbAWsDGZPPENgQ2AH5Li4cJ\n", - "q2pgTWOl2xYCtpGa1+3ZiTxPopEzKeZcijmXYs6lkTN5Q0Q8AvwDmBMRP6t7+nFgNlmv1WnApJrh\n", - "tv2B+4HrJD0LXAKsS/9eAp4jawDdA7w4SGnnSXoOeBg4EDga+Hxt6cw7JHhGXmefXYFzIuLO/FOM\n", - "T0bEE8BPgO0ljR3k/E3T0ps99900UanGEVxNGo8D/wL2iuChlhRiZmbWRJ16s2dJJwGzIuL7NY9N\n", - "JOsxWq2ywlqsrJs9V9WD9QhieT6+81Zk46o3S3xNYkxF9VTGcwIaOZNizqWYcynmXBo5kzdIGkc2\n", - "RHiScylHJQ2sSOJ1YAZvO3O1CA4D3g3sCPxNYoOBX21mZmYjJelg4HbgqIgoGj1qzdBWl6tkiBBA\n", - "qc4Hjo8kzs2eZz6y9TUOAY4FDo3glZYUZ2ZmNkKdOkRomW4bIgR4gGwVWAAimBPBccAEYDwwTeLd\n", - "VRVnZmZmNlJVNrDup6aB1SeCWcDHgO8CZ0vs1OrCWslj342cSTHnUsy5FHMujZxJMedSjrZrYAFE\n", - "EBH8AZgE7NPSqszMzMxGqco5WOsAF0cSa/X/GuYnWwvjfRHc2d9+ZmZmVfEcrM7WjXOwZgCrKtUC\n", - "/e0QwWvAKcAerSrKzMzMbLQqa2BFEq8CzwJLD7LrycAuEguVX1Xreey7kTMp5lyKOZdizqWRMynm\n", - "XMpRZQ8WZHfHXmagHSJ4ALgN+EhLKjIzM+sCkl6Q9Hz+NUfSS/n3z0nauQXn317SNZJm5zdePkHS\n", - "4gPsPyOv8bn8NX+TNEmSavaZkr+XjWseW1vSnILjTZH0qqSVmv/uBtf2DazcicAXSq6lEr43ViNn\n", - "Usy5FHMuxZxLo17LJCIWj4glImIJ4CFgh3x7yYg4o2a/qSWVsCTwA+BNwHrAKsAPByo5r3FJYHXg\n", - "CLJ7H55Ut9/TZGtm9kvSYsDHgbuAz46k+NHqlAbWn4CNJNYsuR4zM7OuJWlBSU9L2qDmsRUkvShp\n", - "WUkTJc2UdKCkf0maLunTNfsuJOlHkh6S9LikYyUtXHSuiDgjIv4aEf+JiGeAE2Bo61tGxPMRcR6w\n", - "E7CbpPX7ngJOBcZL2mKAQ3wcmA4cBew2lHM2W0c0sCL4D/Ab5r2jdlfw2HcjZ1LMuRRzLsWcSyNn\n", - "AhHxX+AM5u3V+R5waUT8O99eEVgWWJmscXK8pHXz544gW2Jpw/zPVYDvMzRbAncMs94bgZnA5jUP\n", - "vwQcBhw6wEt3A34HnAusLWmj4Zy3GeZv9QnrDLUHC7Iuwr9IpBG8XmJNZmZmTaNUTVkPKZKmLQXx\n", - "a+As4IB8e1vgO3X7fC8iXgWukvQX4JOSDiW7pd34vEcKSYeTdYAcNNAJJb0P2BXYZAT1Psq8bYUA\n", - "jgO+JWk7snU1a8+1OjAR2Csinpd0cX7uf4zg3CPWDg2swT5FCEAEt0k8SnYhXFhqVS3Ua3MChsKZ\n", - "FHMuxZxLMefSqKpMmtgwaoqIuF7Sy3mP3uPACmQ9PX1mR8TLNdsPkc2jWg5YFLi5dt45g4yGSdqU\n", - "rBH28Yi4f6B9+7EqWXuh9j38N79p9cHAp+r23wW4IyL+mW+fDfxY0rci4rURnH9Eqh4inM3Qe7Ag\n", - "m+y+Z0m1mJmZ9YpTyYYJdwHOzocO+ywtadGa7TXIepGeAl4G1o+IpfOvsfmk9EKS3g78GfhcRFwx\n", - "3CLzTwuuDFxT+3D+5xRgLNl8q1q7Auvkn1x8DDiGrHH4weGefzSqbmANZ4gQsvHU90qsWFI9Lec5\n", - "AY2cSTHnUsy5FHMujZzJPE4H/hf4DHB7wfOppAUkbQ5sT9YIC7KJ6sdIWh5A0iqSti06QT6R/iJg\n", - "74i4YIh1KX/tkpJ2IJsvdlpE3Fn7PEDeG5WQfdIw8tdtBqwFbEw2T2xDYAPgt2QNr5bpqAZWBM+R\n", - "faKwpSGZmZl1k4h4hGxO0hwaG1iPk40wPQqcBkyqGW7bn2zO03WSngUuAdal2L5kk+VPrlmPq6gx\n", - "V+s8Sc+R3SbvQOBo5v2AW+Rffc7I6+yzK3BORNwZEU/mX08APwG2lzR2kPM3TWX3IgRQqk2Bn0QS\n", - "7xz6cXgX2eru60XQmuLNzMz60an3IpR0EjArIr5f89hEsh6j1SorrMW68V6EMPwhQoBryVrcQ1pL\n", - "w8zMzOYlaRzZEGH9Ip7WJB3XwMp7rbpmZXfPCWjkTIo5l2LOpZhzaeRMMvmn724HjoqIhwpy8ehQ\n", - "E1TdwHoGWEqphlvHacBHJZYqoSYzM7OuFRHfy2+Zc3jBc1MjYvUq6uo2lc7BAlCqZ4A1I4nZwzse\n", - "ZwOXRfCrZtVoZmY2XJ06B8sy3ToHC0Y2Dwu6aJjQzMzMuksnN7AuBZaXmNDkelrKcwIaOZNizqWY\n", - "cynmXBo5k2LOpRxV3yoHRtjAiuB1iZOBb0jsEUHLlr83MzOrJTXnfoNVqbn1jTVJO8zBOhP4cyRx\n", - "xvCPyYpkN6xcFTgSODWCV0ZdrJmZmfW0bpiD9S9gRAuaRfBEBFsCuwEfAx6Q2Edi0UFeamZmZlaa\n", - "dmhg/QH4nNKR909GcE0EHwA+AmwOTJc4qBOWcfDYdyNnUsy5FHMuxZxLI2dSzLmUY9AGlqTtJN0j\n", - "6T5J+xc8v5ykiyRNk3SHpM8Ns4YryVZmnzjM1zWI4OYIPg5sBaxP1qN1sMRyoz22mZmZ2VANOAdL\n", - "0hjgXmAbYBZwI7BzRNxds89kYKGIOFDScvn+K+Z3ua49Vr9jmUq1F7BNJPHxUb6fuvp5M9mNKXcE\n", - "TgGOjpjnppBmZmZmDcqeg7UJcH9EzIiIV4EzyYbhaj0GLJl/vyTw7/rG1RCcDrxXqZp6c8kIHojg\n", - "i8B4YAwwzb1ZZmZmVrbBGlirAI/UbM/MH6t1AvD/JD0K3Ap8fbhFRBLPkzWyJg33tUM6fjAzgn2A\n", - "PwL7lXGOkfLYdyNnUsy5FHMuxZxLI2dSzLmUY7AG1lDWcDgImBYRKwMTgF9IWmIEtfwS+IJSLTSC\n", - "1w7VIcAXJN5U4jnMzMysxw220Ogs5l1CYTWyXqxa7wIOBYiIByRNB94C3FR/MElTgBn55jNkDbOp\n", - "AExmJXZiJuuxI/CbvhZ13/PN2oaYAnxH0u/LOL63R78dEVPbqZ522u7TLvW0w7avF18v3h7ddt9j\n", - "7VJPxX9fJgLjaILBJrnPTzZpfWvgUeAGGie5/x/wbESkklYEbgbGR8TTdceKGGSymFJ9FNg/kths\n", - "pG9oMBIrAHcD74iY29gzMzMzm2so7ZaBDDhEGNlk9b2Bi4G7gN9FxN2SJknqmy91GPA/km4luz/g\n", - "fvWNq2E4H1hZqd4xwtcPKoInyYYjDyrrHMNR/z9Ncyb9cS7FnEsx59LImRRzLuUY9F6EEXEhcGHd\n", - "Y8fVfP8U8KFmFBNJvKZUxwLfAD7bjGP240TgBolJEUOaZ2ZmZmY2ZJXfi7Bhv1RLAveRrYt1e3n1\n", - "8ADwkQjuKOscZmZm1plKHSKsQiTxHHA42dBjmS4jW/HdzMzMrKnaroGVOxZ4m1K9p8RzXEY2eb9S\n", - "Hvtu5EyKOZdizqWYc2nkTIo5l3K0ZQMrkngF+D5w5GhuAj2IK4AtpcHnoZmZmZkNR9vNwZq7f6ox\n", - "wDTgO5HEueXUxG3AnhFcX8bxzczMrDN13RysPpHE68CBwGF5Y6sMl+N5WGZmZtZkbdvAyv2FbMX3\n", - "XUo6fuUT3T323ciZFHMuxZxLMefSyJkUcy7laOsGViQRwP5AqlQLl3CKK4FNJco4tpmZmfWotp2D\n", - "Nc9rU50LXBFJ/LjJZSFxHXBABFObfWwzMzPrTF07B6vOQcAB+SKkzdYWyzWYmZlZ9+iIBlYkcQfZ\n", - "Taf/p4TDVzrR3WPfjZxJMedSzLkUcy6NnEkx51KOjmhg5e4H1irhuH8HxkssUcKxzczMrAd1UgPr\n", - "QeDNzT5oBC8DNwJbNPvYQzt/TK3ivO3MmRRzLsWcSzHn0siZFHMu5ei0BlYZPVjQBss1mJmZWfdw\n", - "AytzORVNdPfYdyNnUsy5FHMuxZxLI2dSzLmUww2szI3AmhLLlXR8MzMz6yEdsQ4WQH7T5+eA1SKJ\n", - "Z5pXWX58cT5wagRnN/vYZmZm1ll6ZR2svlXdy56H5fWwzMzMbNQ6poGVK3seVssnunvsu5EzKeZc\n", - "ijmXYs6lkTMp5lzK4QbWG24HlpZYraTjm5mZWY/omDlYAEq1O/Bp4H35kGFTSUwB7ovg0GYf28zM\n", - "zDpHz8zByp0GLAt8rqTjHwbsIzG2pOObmZlZD+ioBlYk8SpZ4+oopVq16ccP/gmcC3yr2cfuj8e+\n", - "GzmTYs6lmHMp5lwaOZNizqUcHdXAAogkbgV+BpyQL93QbD8A9pJYoYRjm5mZWQ/oqDlYc4+VagHg\n", - "euDnkcTJzTjmPMcXPwNejWDfZh/bzMzM2t+o1+/sxAYWgFKNJ1u7aqNI4pFmHRdAYiXgTuAXwK8i\n", - "eLSZxzczM7P21muT3OeKJG4DfkoJQ4URPA5sBiwD3CFxpsS7JJo+JOmx70bOpJhzKeZcijmXRs6k\n", - "mHMpR8c2sHJHAMsDezT7wBH8M4K9gTWBa4FTgZskPiexcLPPZ2ZmZt2jY4cI5x431dvIVmF/RyTx\n", - "cLOPP/c8Yj5gO+CrwEbAicCxEcws65xmZmZWjZ4dIuwTSdwOHAOcWNKnCrPzBHMiuCCCDwBbAEsA\n", - "t0mcJbF5GcOHZmZm1pk6voGVO5JsvtQXWnGyCO6N4GvAOOBq4CTgFok9JZYYzrE89t3ImRRzLsWc\n", - "SzHn0siZFHMu5eiKBlYk8RrZAqSHKdXqLTtv8FwEPwPeChwAfBB4ROIU92qZmZn1ro6fgzXPOVId\n", - "BEwE3l/GvQqHVINYEdiFbOL9GOBk4NQIHquiHjMzMxu+np+DVecoYGlgz6oKiOCJCH4ErA/sBqwN\n", - "3CVxnsRHJRaoqjYzMzNrja5qYNUMFR6qVGtUWksQEVwbwReA1YA/At8kG0L8ocR64LHvIs6kmHMp\n", - "5lyKOZdGzqSYcynH/FUX0GyRxJ1K9X9knyrctqqhwnlqCl4ATgFOkVgX2B24XGIGHHmNxMPAnBEc\n", - "+rEIXmliqWZmZtYEXTUHa+65Us0P/B04KZI4rhXnHC6J+YEPkDW23j6CQ8wP/AvYJoJ/N7M2MzOz\n", - "Xtez9yIc9Hyp1geuBDaOJGa06rytkn9C8XCyxU+3ieCpiksyMzPrGp7k3o9I4i7gaEpegHS0Rjr2\n", - "HUEABwIXkA03Lt/Muqrk+QDFnEsx51LMuTRyJsWcSzm6toGV+xHZiuuTqi6kDHkj6zvAn8kaWStU\n", - "XJKZmZnRxUOEc8/b5UOFMHe4cDKwI7BVBE9UW5GZmVln8xDhIPKhwp8CB1ddS1nyJSES4CzgCokl\n", - "q67JzMysl3V9Ayv3S+BDSrVs1YXUa+bYdwQpMA34WrOOWQXPByjmXIo5l2LOpZEzKeZcytETDaxI\n", - "4t/A+WS3sOl2k4GvSyxVdSFmZma9quvnYM09f6rNgeOB9dth8dEySZwKPBDBD6quxczMrBN5DtbQ\n", - "XQMEsHnVhbTAwcDXJMZWXYiZmVkv6pkGVt5rdTzwxaprqVXG2HcE9wPnAt9o9rFbwfMBijmXYs6l\n", - "mHNp5Eyq1YuJAAAfY0lEQVSKOZdyDNrAkrSdpHsk3Sdp/372mSjpFkl3SJra9Cqb59fADu042b0E\n", - "hwBfye99aGZmZi004BwsSWOAe4FtgFnAjcDOEXF3zT5jgb8B74+ImZKWi4iG27ZUPQdrbh2pTgP+\n", - "EUn8uOpayibxJWAvYNMIXq66HjMzs05R9hysTYD7I2JGRLwKnAl8pG6fTwN/iIiZAEWNqzZzHDCp\n", - "nW+f00THAXeSrQNmZmZmLTJYA2sV4JGa7Zn5Y7XWAZaRdIWkmyS1+1IIfwNeB7aouhAod+w7v5XO\n", - "JGBziV3LOk+zeT5AMedSzLkUcy6NnEkx51KO+Qd5fijLGSwAbARsDSwKXCvpuoi4r35HSVOAGfnm\n", - "M8C0iJiaPzcRoBXbSnU8t3Ogsv6/lp+/drsmm/Ler/gEXHq1dJwizj61yvfr7VFtTwDaqR5vt/e2\n", - "r5cK/r3txG1ggqS2qafi62MiMI4mGGwO1qbA5IjYLt8+EJgTEUfW7LM/sEhETM63TwQuiojf1x0r\n", - "og3mYAEo1QTg1Ehiw6praRWJzwH7Ae/wfCwzM7OBjbbdMtgQ4U3AOpLGSVoQ2Ins4/+1/gy8R9IY\n", - "SYsC7wTuGmlBLTIdeHOPzMMCIIIpwP202TIVZmZm3WjABlZEvAbsDVxM1mj6XUTcLWmSpEn5PvcA\n", - "FwG3AdcDJ0REWzewIolngf8Ay1ddS33XdckSYH+JRVp4zmFrcSYdw7kUcy7FnEsjZ1LMuZRjsDlY\n", - "RMSFwIV1jx1Xt/0j4EfNLa10DwJrAU9WXUirRHCLxHXAl4CuX6bCzMysKj1zL8J6SnUGcF4k8duq\n", - "a2klifFkPZJrR/Bi1fWYmZm1o7LnYHWzB4E3V11Eq0VwG9lSFXtVXYuZmVm36vUG1lpVF1HR2PfB\n", - "wDck2qZHsZbnAxRzLsWcSzHn0siZFHMu5XADqwdFcCvwKvDWqmsxMzPrRr08B2sN4JpIYrWqa6mC\n", - "xCnAjRH8supazMzM2o3nYI3cTGB5pVq46kIqMpVsxVozMzNrsp5tYEUSrwN3AJtXWUeFY99XABPb\n", - "cR6W5wMUcy7FnEsx59LImRRzLuXo2QZW7mR6dGXzCB4GngeOknhf1fWYmZl1k56dgwWgVEuR3Xz6\n", - "rZHEExWX03ISHwE2IWtkbpNPfjczM+t5noM1Cvktc/4AfL7qWqoQwZ8j+A7wDeBMicWqrsnMzKwb\n", - "9HQDK3c8sKdSVZJFO4x9R3A6cAPwk6prgfbIpB05l2LOpZhzaeRMijmXcriBBTcCzwFbV11Ixb4C\n", - "bCGxU9WFmJmZdbqenoPVR6n2AraOJHasupYqSWwEXAS8M4LpVddjZmZWldG2W9zAApRqSeAhYL1I\n", - "4vGq66mSxD7AvmQr3Y/GaRGc1ISSzMzMWs4NrCZRqhOAByOJw1t6XmliRExt5TkHkq+L9U5gNAuw\n", - "rgD8GFg9gteHX0N7ZdIunEsx51LMuTRyJsWcS7HRtlvmb2YxHe544HdKdWQkMafqYqoSQQDXjfY4\n", - "EgcAWwKXj7ooMzOzDuMerJxSCbgJ+CswOZJ4peKSOprEN4H1I9ij6lrMzMyGy+tgNUkkEcBHgLcC\n", - "tyn1x1ZH6UzgY9KohhrNzMw6khtYNSKJmZHEx4D9gF8r1RSlWq7Mc3br+iMRzAJuAbYf7mu7NZPR\n", - "ci7FnEsx59LImRRzLuVwA6tAJPFn4P8BTwN3KtXn8yFEG57fAJ+puggzM7NW8xysQSjVRsBxwIvA\n", - "lyKJeyouqWNILAU8DIyLYHbV9ZiZmQ2V52CVLJL4B7Ap2T0Lr1aqHyiV5xUNQQTPApcAPb2Aq5mZ\n", - "9R43sIYgkng9kvgZMAFYn2wSfFNurdMDY9/DHibsgUxGxLkUcy7FnEsjZ1LMuZTDDaxhiCRm5bfT\n", - "2Rc4SalOU6oVqq6rzV0AvE1itaoLMTMzaxXPwRohpVoMmAzsChwEnNLLC5QOROIE4L4Ijqq6FjMz\n", - "s6HwrXIqplQbkk2CfxWYFEncVXFJbUdiIvCTCDasuhYzM7Oh8CT3ikUStwLvBs4ArlSqQ5Vq8aG+\n", - "vkfGvq8ClpHYYCg790gmw+ZcijmXYs6lkTMp5lzK4QZWE+ST4H8JjAdWB+5Tqr2VasGKS2sLEcwh\n", - "a4B6TSwzM+sJHiIsQT5seDjZbXe+B5zR6/OzJDYE/gyslTe4zMzM2pbnYLUxpdoSOAJYBDgQuCi/\n", - "52HPkRAwDdgvgourrsfMzGwgnoPVxiKJK4F3kX3a8GjgCqXatHafXhn7jiDIevUm542tfvVKJsPl\n", - "XIo5l2LOpZEzKeZcyuEGVskiiYgkziGbn/Vr4Cyl+pNSrVdxaVU4G1gK2LbqQszMzMrkIcIWU6pF\n", - "gK8A+wHnA0kk8Ui1VbWOxE7AN4DN8l4tMzOztuM5WB1KqcaSNbImAacAh0cS/662qvJJjAFuA74Z\n", - "wUVV12NmZlbEc7A6VCTxTCRxECexJ7AYcK9SHZSvEN+1IngdSIG0v7lYng9QzLkUcy7FnEsjZ1LM\n", - "uZTDDayqPcLTkcRewGbAhmRraO2lVAtUXFmZfk/WqPxA1YWYmZmVwUOEbUap3kH2abs1ge8CZ3fj\n", - "GloSnwC+DbzTc7HMzKzdeA5Wl1KqrYEjgenATt3WyJKYD7gVmA1cEUFScUlmZmZzeQ5Wh+tv7DuS\n", - "uIzsHoerAAe1sqZWyFdz3xY4FJgksX7fc54PUMy5FHMuxZxLI2dSzLmUww2sNhZJvALsCHxJqXao\n", - "up5mi+CxfFX3n5F9otLMzKwreIiwAyjVZmT38ds8kri36nqaTWJp4AFgQgQPV12PmZmZhwh7QCRx\n", - "LfAd4BylWrLqepotgtnAScC+VddiZmbWDG5gVWyoY9+RxAnAlcCvlaobf27HALtJLOf5AMWcSzHn\n", - "Usy5NHImxZxLObrxF3U3+xqwHNnyDV0lglnAH4C9q67FzMxstDwHq8Mo1UrAjcBXIolzq66nmSTe\n", - "AlwDrBnBC1XXY2ZmvctzsHpMJPE42ScLT1Sqt1ZdTzNFcC/ZMOgXqq7FzMxsNNzAqthIxr4jieuB\n", - "A8gmvS/V9KKqdQRcdojEDRLvqbqYduJ5EsWcSzHn0siZFHMu5Zh/sB0kbUc2AXkMcGJEHNnPfhsD\n", - "1wKfjIg/NrVKaxBJnJzfVud8pbqmn91mRhK/aGVdoxXBTdJPvwRbrwRMBrapuCQzM7NhG3AOlqQx\n", - "wL1kv+Rmkc392Tki7i7Y7xLgJeCUiPhDwbE8B6vJlGpBYBKweD+7HASsHknMbl1VzSGxIPAQ8L4I\n", - "7qi6HjMz6y2jbbcM1oO1CXB/RMzIT3Ym8BHg7rr9vgr8Hth4pIXY8EUS/yVbBb2QUm0FvAc4r2VF\n", - "NUkE/5X4Fdm1NanqeszMzIZjsDlYqwCP1GzPzB+bS9IqZI2uY/OHWvOxxC5R8tj3VcAWJR6/FDWZ\n", - "/Ar4pMQyFZbTNjxPophzKeZcGjmTYs6lHIP1YA2lsXQMcEBEhCQB/XanSZoCzMg3nwGmRcTU/LmJ\n", - "AL22XZNN84+/Mc+yPTu00/sdfj5xLrCnpOvboZ6KtycA7VSPt9t729dLK/+97eBtYIKktqmn4utj\n", - "IjCOJhhsDtamwOSI2C7fPhCYEzUT3SU9CHMbVcuRzcPaM2LeNZrkOVgtp1QLA08BK0USHbmulMQ7\n", - "gD8Ba0XwWtX1mJlZbxhtu2WwIcKbgHUkjZO0ILATME/DKSLWiog1I2JNsnlYe9U3rqwakcR/gH8A\n", - "m1Vdy0hFcDPwMPDRqmsxMzMbqgEbWBHxGtmtSy4G7gJ+FxF3S5okyROPm6C+67oEVwFblnyOpirI\n", - "5CfA1ysopa204FrpSM6lmHNp5EyKOZdyDLoOVkRcCFxY99hx/ez7+SbVZc1zFZ1/78I/AUdLbEu2\n", - "bEiPWnmhqiswM7Oh8b0Iu5xSLQE8BiyXDxl2JIndgaTqOio0BngUeGeEP6lrZla20bZb3MDqAUp1\n", - "PfDtSOKqqmuxkZGYD7gD+FoEl1Zdj5lZtxttu2XQIUIrl6SJNR+VLctVwNZKdfMQ9n0pkha1uvvR\n", - "okw6SgRzpCPOhQO+DW5g1fL1Usy5NHImxZxLOXyz595wIfBN4MlBvp4CrlWq9Suq0wb0o8uADSQm\n", - "VF2JmZkNzEOENpdSzQd8ETgEOBr4YSThtafaiMR+wPgIPlt1LWZm3cxzsKzplGoN4ERgLPD5SMI3\n", - "W24TEksBDwIbRfBQ1fWYmXWrshcatZK14/ojkcRDwLbAccAVSvU9pVqgVedvx0zaQTZPgmeBk4F9\n", - "qq6nXfh6KeZcGjmTYs6lHG5gWaFIIiKJE4GNgHcB1yvVhhWXZZmfALtJLF11IWZmVsxDhDYopRKw\n", - "G3AU8EvgsEjiv9VW1dskpgD/jOCwqmsxM+tGnoNlLaNUqwC/AlYHdo8khrLsg5VAYgPgEmDNCDp2\n", - "AVkzs3blOVgdrpPGviOJWcCHgR8CFyrVoUrV9Nu3dFImrVSbSwR3ALeAP03o66WYc2nkTIo5l3K4\n", - "gWXDks/NOh3YEFgf+IdSbVJxWb3qKOBb+SrvZmbWRjxEaCOWz83aiWzS9RQg6eT7HXYaCQE3AIdE\n", - "8Oeq6zEz6yaeg2WVU6oVgZ8DbyNbN+vaikvqGRKfAPaJ4N1V12Jm1k08B6vDdcPYdyTxRCTxCeC7\n", - "wB+V6milWnSkx+uGTMrQTy5/BFaSeFeLy2kbvl6KOZdGzqSYcymHG1jWNJHE78l6sVYGpinV5hWX\n", - "1PUieJ3stkbfrroWMzN7g4cIrRRK9VGyNbPOBg6KJF6suKSuJbEoMB3YIoJ7q67HzKwbeIjQ2lIk\n", - "cQ6wAbAMcJtSd0GXJYKXyBqz36y6FjMzy7iBVbFuHvuOJJ6OJHYBvg6crlS/UKrFB3tdN2cyGoPk\n", - "8gtgR4mVWlRO2/D1Usy5NHImxZxLOdzAstJFEueTzc1aFLhdqbauuKSuE8FTwG+Br1Zdi5mZeQ6W\n", - "tZhSfQA4DrgQ+HYk8VzFJXUNibXI1sVaM4Lnq67HzKyTeQ6WdZRI4kKy3qz5yHqz3l9xSV0jggeB\n", - "y4C9q67FzKzXuYFVsV4c+44kno0k9gS+ABynVCcp1di+53sxk6EYYi4HAvtKrFNyOW3D10sx59LI\n", - "mRRzLuVwA8sqE0lcQtab9V+y3qztKy6p4+W9WAcDJ/kehWZm1fEcLGsLSrUVcCJwNbBPJDG74pI6\n", - "Vt6wuhr4bQS/qLoeM7NO5DlY1hUiicuB8cBzwB1K9eGKS+pYEcwB9gBSiXEVl2Nm1pPcwKqYx77f\n", - "EEm8EEl8lb9wJPB/SvUbpVq26rraxXCulQjuAX4InCDR1T3H/jtUzLk0cibFnEs53MCy9nMjt5H1\n", - "Zj1JNjfrfyuuqFMdDSwNfL7qQszMeo3nYFlbU6p3AycD04CvRBJPVVxSR5EYD1wKvD2CWVXXY2bW\n", - "KTwHy7paJPE3YALwL+B8pVqg4pI6SgS3kd2n8FfdPlRoZtZO3MCqmMe+G9VnEkm8DHwNmA0kVdTU\n", - "DkZxrRwGjAN2bloxbcR/h4o5l0bOpJhzKYcbWNYRIok5wOeA3ZVqy4rL6SgR/JdsHtaPJVaouh4z\n", - "s17gOVjWUZRqO+B4YEIk8XTV9XQSiSOBcRHsVHUtZmbtbrTtFjewrOMo1Y+B1YEdI2nRBdwFJBYh\n", - "+7DAgRH8sep6zMzamSe5dziPfTcaQiYHAG8mu5dhzxjttRLBy8DuwM8llmlKUW3Af4eKOZdGzqSY\n", - "cymHG1jWcSKJV8gmbB+mVOtVXU8nieBvwNnAj6uuxcysm3mI0DqWUn0R+DLwzrzRZUMgsRhwO/CV\n", - "CC6suh4zs3bkIULrZScADwCHV11IJ4ngRWBP4DiJJauux8ysG7mBVTGPfTcaaib5BPc9gR3zTxd2\n", - "tWZeKxFcBlwEHNWsY1bFf4eKOZdGzqSYcymHG1jW0fKlGnYFTlaqFauup8N8G9heYquqCzEz6zae\n", - "g2VdQakOBTYCts8XJbUhkNge+CkwPh86NDMzPAfLrM9kYGngqxXX0VEi+Avwd+CQqmsxM+sm7sGq\n", - "mKSJETG16jrayUgzUaq1gOuB90US05peWMXKulYkliX7VOEfgQ78NOYpq8LnZ1ZdRftxLo2cSTHn\n", - "Ukz7jqbdMn8zSzGrUiTxoFJ9AzhDqd4RSbxUdU2dIIJ/S3wImFh1LSPzwiLAo1VX0X6cSyNnUsy5\n", - "lME9WNZ1lOp0YGFgj0ji2arrMTOzzuM5WGaNJgH/Au5Qqh2qLsbMzHrPkBpYkraTdI+k+yTtX/D8\n", - "ZyTdKuk2SX+TNL75pXYnrz/SaNT33EvixUhiL7LlG45Rqt8o1XJNKa5CvlaKOZdizqWRMynmXMox\n", - "aANL0hjg58B2wPrAzlLD/d8eBLaIiPHAwcDxzS7UbLgiiSuADYEngNuV6pNK5WFqMzMr3aBzsCRt\n", - "BiQRsV2+fQBARBzRz/5LA7dHxKp1j3sOllVGqTYFTgbuBb4cSTxWcUlmZtbGWjEHaxXgkZrtmflj\n", - "/dkDuGCkBZmVIZK4Dng7cCdwq1J9zr1ZZmZWlqE0sIb8MUNJ7wV2BxrmaVkxj303KiuTSOKVSOK7\n", - "wPuBrwMXKtXqZZyrDL5WijmXYs6lkTMp5lzKMZR1sGYBq9Vsr0bWizWPfGL7CcB2ETG76ECSpgAz\n", - "8s1ngGl9Cyf2/YB7bbsmm7aopxe2I4lbtLC+xTZ8io25Wam+zw+4hzlEO9Q3wPYEoJ3q8XZ7b/t6\n", - "8b+3Q9oGJkhqm3oqvj4mAuNogqHMwZqfbN7K1mQLkd0A7BwRd9fsszpwOfDZiLiun+NEeA6WtRml\n", - "Wg84CXgV+EIkcV/FJZmZWRsYbbtlSAuNSvoAcAwwBjgpIg6XNAkgIo6TdCLwMeDh/CWvRsQmzSzU\n", - "rCxKNYbsHobfBY4AfhxJvF5tVWZmVqWWNLCawQ2sYpLvRVivqkyU6s1kw9yLAbtHEne2uoaB+Fop\n", - "5lyKOZdGzqSYcyk22naLV3I3y0USD5ANhZ8ETFWq7yvVghWXZWZmHcg9WGYFlGo14FfAqmS9WTdX\n", - "XJKZmbWQhwjNSpKvk/UZ4GiyRUrTSOI/1VZlZmat4CHCDlf/8WFrn0wiiYgkTgfGA2sD05Tq3VXV\n", - "0y65tBvnUsy5NHImxZxLOYayDpZZT4skngA+oVT/C5ytVGcDp8PQF+Ftigm8RaleaOk5B/ZUJDGj\n", - "6iLMzNqRhwjNhkGplgGOJLvtTq97C7BGJPF01YWYmTWb52CZWSWU6lzgzEjit1XXYmbWbJ6D1eE8\n", - "9t3ImRRrw1zOAz5UdRFtmEtbcC6NnEkx51ION7DMbKT+ArxfqRaouhAzs3bjIUIzGzGlugn4diRx\n", - "RdW1mJk1k4cIzaxKbTFMaGbWbtzAqpjHvhs5k2Jtmst5wA5VFtCmuVTOuTRyJsWcSzncwDKz0bgF\n", - "WFSp3lJ1IWZm7cRzsMxsVJTqV8D9kcSPqq7FzKxZPAfLzKp2Pp6HZWY2DzewKuax70bOpFgb53IZ\n", - "8PZ8lfuWa+NcKuVcGjmTYs6lHG5gmdmoRBIvA1OB7SouxcysbXgOlpmNmlLtCWwVSexcdS1mZs3g\n", - "OVhm1g68qruZWQ03sCrmse9GzqRYO+cSSTwKPAi8p9XnbudcquRcGjmTYs6lHG5gmVmzVL7oqJlZ\n", - "u/AcLDNrCqXaCDgzkli36lrMzEbLc7DMrF3cAizmVd3NzNzAqpzHvhs5k2LtnkskEVSw6Gi751IV\n", - "59LImRRzLuVwA8vMmuk8vKq7mZnnYJlZ8yjVIsATwLhI4umq6zEzGynPwTKztuFV3c3MMm5gVcxj\n", - "342cSbEOyqWlw4QdlEtLOZdGzqSYcynH/FUXYGZd53zgh0r1QkvOtitjlOr1lpxr9C6IJD5ZdRFm\n", - "Vj7PwTKzplOqhfF/4Iq8ng+jmlmbG227xQ0sMzMzszqe5N7hPPbdyJkUcy7FnEsx59LImRRzLuVw\n", - "A8vMzMysyTxEaGZmZlbHQ4RmZmZmbcYNrIp57LuRMynmXIo5l2LOpZEzKeZcyuEGlpmZmVmTeQ6W\n", - "mZmZWR3PwTIzMzNrM25gVcxj342cSTHnUsy5FHMujZxJMedSDjewzMzMzJrMc7DMzMzM6ngOlpmZ\n", - "mVmbcQOrYh77buRMijmXYs6lmHNp5EyKOZdyuIFlZmZm1mSeg2VmZmZWx3OwzMzMzNrMoA0sSdtJ\n", - "ukfSfZL272efn+bP3yrp7c0vs3t57LuRMynmXIo5l2LOpZEzKeZcyjFgA0vSGODnwHbA+sDOktar\n", - "2+eDwNoRsQ7wReDYkmrtVhOqLqANOZNizqWYcynmXBo5k2LOpQSD9WBtAtwfETMi4lXgTOAjdft8\n", - "GDgVICKuB8ZKWrHplXavsVUX0IacSTHnUsy5FHMujZxJMedSgsEaWKsAj9Rsz8wfG2yfVUdfmpmZ\n", - "mVlnGqyBNdSPGNbPsm/NRxO7w7iqC2hD46ouoE2Nq7qANjWu6gLa1LiqC2hD46ouoE2Nq7qAbjT/\n", - "IM/PAlar2V6NrIdqoH1WzR9rIMkNrwKSdqu6hnbjTIo5l2LOpZhzaeRMijmX5husgXUTsI6kccCj\n", - "wE7AznX7nAvsDZwpaVPgmYh4ov5AXgPLzMzMesWADayIeE3S3sDFwBjgpIi4W9Kk/PnjIuICSR+U\n", - "dD/wIvD50qs2MzMza2MtW8ndzMzMrFeUvpL7UBYq7RWSZki6TdItkm7IH1tG0iWS/inpr5K6/uOy\n", - "kk6W9ISk22se6zcHSQfm1889kratpury9ZPLZEkz82vmFkkfqHmu63ORtJqkKyTdKekOSV/LH+/p\n", - "62WAXHr9ellY0vWSpkm6S9Lh+eM9e70MkElPXyt9JI3J3/95+XbzrpWIKO2LbFjxfrJPKCwATAPW\n", - "K/Oc7fwFTAeWqXvsKGC//Pv9gSOqrrMFOWwOvB24fbAcyBa4nZZfP+Py62m+qt9DC3NJgH0L9u2J\n", - "XICVgAn594sD9wLr9fr1MkAuPX295O910fzP+YHrgPf4einMpOevlfz97gv8Bjg3327atVJ2D9ZQ\n", - "FirtNfWT/ecu1Jr/+dHWltN6EXE1MLvu4f5y+AhwRkS8GhEzyC7qTVpRZ6v1kws0XjPQI7lExOMR\n", - "MS3//gXgbrK193r6ehkgF+jh6wUgIl7Kv12Q7D/5s/H1UpQJ9Pi1ImlV4IPAibyRRdOulbIbWENZ\n", - "qLSXBHCppJsk7Zk/tmK88anLJ4BeXQW/vxxWZt6lQXrxGvqqsvt8nlTTXd1zueSfZn47cD2+Xuaq\n", - "yeW6/KGevl4kzSdpGtl1cUVE3EmPXy/9ZAI9fq0APwa+Dcypeaxp10rZDSzPoJ/XuyPi7cAHgK9I\n", - "2rz2ycj6IXs+syHk0EsZHQusSXavsMeAowfYt2tzkbQ48Afg6xHxfO1zvXy95Ln8niyXF/D1QkTM\n", - "iYgJZGsybiHpvXXP99z1UpDJRHr8WpG0A/BkRNxCcU/eqK+VshtYQ1motGdExGP5n/8C/kTWvfiE\n", - "pJUAJL0JeLK6CivVXw5DXsi2G0XEk5Ej68bu65LumVwkLUDWuDotIs7JH+7566Uml9P7cvH18oaI\n", - "eBb4C/AOfL0A82TyP75WeBfwYUnTgTOArSSdRhOvlbIbWHMXKpW0INlCpeeWfM62JGlRSUvk3y8G\n", - "bAvcTpZH3wq6uwHnFB+h6/WXw7nApyQtKGlNYB3ghgrqq0T+F7zPx8iuGeiRXCQJOAm4KyKOqXmq\n", - "p6+X/nLx9aLl+oa6JC0CvA+4hR6+XvrLpK8Rkeu5ayUiDoqI1SJiTeBTwOURsQtNvFYGW8l9VKKf\n", - "hUrLPGcbWxH4U/bvIvMDv4mIv0q6CThL0h7ADOCT1ZXYGpLOALYElpP0CPB94AgKcoiIuySdBdwF\n", - "vAZ8Of8fV9cpyCUBJkqaQNYVPR3oW+S3V3J5N/BZ4DZJt+SPHYivl6JcDgJ27vHr5U3AqZLmI+tA\n", - "OC0iLssz6tXrpb9Mft3j10q9vvfYtH9bvNComZmZWZOVvtComZmZWa9xA8vMzMysydzAMjMzM2sy\n", - "N7DMzMzMmswNLDMzM7MmcwPLzMzMrMncwDKzlpK0lKS98u/fJOnsJh13sqRv5t+nkrZuxnHNzEbC\n", - "62CZWUvlNyc+LyLe1uTjJsALETHQPdXMzFrCPVhm1mpHAG+WdIuksyTdDiDpc5LOkfRXSdMl7S3p\n", - "W5L+IelaSUvn+71Z0oWSbpJ0laS31J9A0hRJH8+/n5H3bt38/9u7f9amojCO499H0ILFl+ArEAL+\n", - "KYKjg5sZglvBxbmdLA5OIi66K3ToGxBcnBzEqRSXUtouUkpfgIhiydCheRxy0iYhFxI5DSLfz3LP\n", - "vTkn554Mlx/nHnIiYndQPyIWI2IjIr6WPtpz/A0k/ecMWJLm7RlwmJk3gbWxz27Q3xdtCXgF/M7M\n", - "W8AW8LjUWQdWMvNOaf92Qh/J+dYXCXzPzNvAO+Bpuf4c+JyZd4H7wJuIuFphfJJ0sXsRStIE0VAG\n", - "+JKZXaAbEb+Aj+X6HtAqG6XfA96XfT0BrkzR54dy3AY6pfwAeBgRg8C1AFwHvk07EElqYsCS9C85\n", - "GSr3hs579J9Xl4CfZfZrkqZFpYPvOWX0udfJzIO/vFdJauQrQknzdgxcm7FNAGTmMXAUEY8Aoq81\n", - "Xm9Kn4DVs4YRTaFNkmZmwJI0V5n5A9gsi9tfM7pWangGarw8OF8GnkTEDrAPtBvaTOx+qM5L4HJZ\n", - "+L4PvJh1LJLUxL9pkCRJqswZLEmSpMoMWJIkSZUZsCRJkiozYEmSJFVmwJIkSarMgCVJklSZAUuS\n", - "JKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg==\n" - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAFRCAYAAACogdOJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] @@ -2924,322 +1266,7 @@ "outputs": [ { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N\n", - "Vd1v21QUP4lvXKQWP6Cxjg4Vi69VU1u5GxqtxgZJk6XpQhq5zdgqpMl1bhpT1za2021Vn/YCbwz4\n", - "A4CyBx6QeEIaDMT2su0BtElTQRXVJKQ9dNpAaJP2gqpwrq9Tu13GuJGvfznndz7v0TVAx1ea45hJ\n", - "GWDe8l01n5GPn5iWO1YhCc9BJ/RAp6Z7TrpcLgIuxoVH1sNfIcHeNwfa6/9zdVappwMknkJsVz19\n", - "HvFpgJSpO64PIN5G+fAp30Hc8TziHS4miFhheJbjLMMzHB8POFPqKGKWi6TXtSriJcT9MzH5bAzz\n", - "HIK1I08t6hq6zHpRdu2aYdJYuk9Q/881bzZa8Xrx6fLmJo/iu4/VXnfH1BB/rmu5ScQvI77m+Bkm\n", - "fxXxvcZcJY14L0DymZp7pML5yTcW61PvIN6JuGr4halQvmjNlCa4bXJ5zj6qhpxrujeKPYMXEd+q\n", - "00KR5yNAlWZzrF+Ie+uNsdC/MO4tTOZafhbroyXuR3Df08bLiHsQf+ja6gTPWVimZl7l/oUrjl8O\n", - "cxDWLbNU5D6JRL2gxkDu16fGuC054OMhclsyXTOOFEL+kmMGs4i5kfNuQ62EnBuam8tzP+Q+tSqh\n", - "z9SuqpZlvR1EfBiOJTSgYMMM7jpYsAEyqJCHDL4dcFFTAwNMlFDUUpQYiadhDmXteeWAw3HEmA2s\n", - "15k1RmnP4RHuhBybdBOF7MfnICmSQ2SYjIBM3iRvkcMki9IRcnDTthyLz2Ld2fTzPjTQK+Mdg8y5\n", - "nkZfFO+se9LQr3/09xZr+5GcaSufeAfAww60mAPx+q8u/bAr8rFCLrx7s+vqEkw8qb+p26n11Aru\n", - "q6m1iJH6PbWGv1VIY25mkNE8PkaQhxfLIF7DZXx80HD/A3l2jLclYs061xNpWCfoB6WHJTjbH0mV\n", - "35Q/lRXlC+W8cndbl9t2SfhU+Fb4UfhO+F74GWThknBZ+Em4InwjXIyd1ePnY/Psg3pb1TJNu15T\n", - "MKWMtFt6ScpKL0ivSMXIn9QtDUlj0h7U7N48t3i8eC0GnMC91dX2sTivgloDTgUVeEGHLTizbf5D\n", - "a9JLhkhh29QOs1luMcScmBXTIIt7xRFxSBxnuJWfuAd1I7jntkyd/pgKaIwVr3MgmDo2q8x6IdB5\n", - "QH162mcX7ajtnHGN2bov71OU1+U0fqqoXLD0wX5ZM005UHmySz3qLtDqILDvIL+iH6jB9y2x83ok\n", - "898GOPQX3lk3Itl0A+BrD6D7tUjWh3fis58BXDigN9yF8M5PJH4B8Gr79/F/XRm8m241mw/wvur4\n", - "BGDj42bzn+Vmc+NL9L8GcMn8F1kAcXgSteGGAABAAElEQVR4Ae3dCZgUxdnA8XfZXWA55QgIIogH\n", - "AeUQDxQUiMolJooKGjDgQRCPLzHyiRExKpGgMZFoEoNCPDGoRFARIiqXQkTEAw8U8JMgcqnch8DC\n", - "Mt+8ZXqc2Z2zZ2a7ZvrfzzM701d11a96553urq4uCAQHYUAAAQQQQACBShWoUqlbY2MIIIAAAggg\n", - "YAQIwOwICCCAAAIIeCBAAPYAnU0igAACCCBAAGYfQAABBBBAwAMBArAH6GwSAQQQQAABAjD7AAII\n", - "IIAAAh4IEIA9QGeTCCCAAAIIEIDZBxBAAAEEEPBAgADsATqbRAABBBBAgADMPoAAAggggIAHAgRg\n", - "D9DZJAIIIIAAAgRg9gEEEEAAAQQ8ECAAe4DOJhFAAAEEECAAsw8ggAACCCDggQAB2AN0NokAAggg\n", - "gAABmH0AAQQQQAABDwQIwB6gs0kEEEAAAQSKIEAgHwVeeeUVOfzww6VDhw4Rxdu/f7/ovK5du0q9\n", - "evUi5kUbWbNmjXz++edyzjnnRJtdadM0D8uXL5cePXpIjRo1Utrum2++KfXr15fWrVuntF4yC+/Y\n", - "sUNef/31mIt26dJFGjZsGHO+MyMQCEhBQYEZXbJkidSqVUtOOOEEZ3bG38O3l/HESRCBZAWCOyID\n", - "AnknEAy+gWCADaxfvz6ibF999VUg+L8ReOuttyKmxxr529/+FjjuuONiza606eedd16gqKgo8NBD\n", - "D6W8zbPOOitw6623prxeMiu89957xrNBgwaBxo0bV3gtXLgwYTLBHwiBQYMGhZbr27dv4MYbbwyN\n", - "Z/JD8AdDQNNft25dJpMlLQRcCXAEnOwvFZbLOYFt27bJ1VdfLTNnzsy5vIdneMOGDeao/YYbbpAJ\n", - "EybI8OHDw2db8VmPgt0esc6dO1f0TIMzTJo0SapWreqMZvR906ZN8q9//SujaZIYAm4FCMBu5VjP\n", - "eoGrrrpKnnjiCfO6/PLLY+b3wIED8vjjj8uyZcukadOmMnjwYGnevHnU5efNm2cC+qFDh+SUU06R\n", - "4JGbVKnyfVOKWbNmiQaU4NGq9OrVy5wy1oRKS0vlT3/6kwwbNkyeeeYZczq5Xbt2MnToUCkuLo66\n", - "LWeiluH444+XX/3qVzJ+/HhZvHixdO7c2Zlt3t99910TWIJHdibvl112mRx11FERyzgj8cr70Ucf\n", - "ib46deokU6ZMEf0R8+Mf/zjtU/Br1641xvpj4thjjxWtjx/84Afy/vvvS/AoWTTfv//972XEiBHi\n", - "nDI/++yzTV4+/vhj6dixozz99NOi7lo2TUPr7NNPP5Wf/OQn0r1799Ap7C1btshTTz0lq1atkjp1\n", - "6oim07NnT9m7d69MnDjRMDz44IMycOBA0TqI5+GY8Y5ANgS+/+bIRuqkiYCHAhpEbr75ZhO4gqei\n", - "o+ZErwnrdcpx48bJYYcdZoJr+/btTWAov8L06dPlwgsvNJPr1q0rwdO68vOf/zy0mAaPiy66SLZu\n", - "3WoCyrnnniu/+c1vzHwNwLfccov07t1bXnrpJalevbpZXwNwouGxxx4zgb5Zs2YSPJ0swdPQEato\n", - "sNHpGtyaNGkizz33nLn2rfkoPyQq79KlS2XUqFHSp08fUTM9YtTgNWPGjPJJJT2uAVHr4oMPPjA/\n", - "CvRHihrv3r3bBD/NkwbWXbt2SfA8nmh5nbMWmp9f//rXcvHFF5vlZ8+ebX4MDBgwwJTz4MGD5oeO\n", - "pqmD5lmPxHW5I444QlauXGnKosFb096zZ49ZTt818CbyMAvzB4FsCbg6cc1KCFguoNeA9Xrpvn37\n", - "AsEvZHPdT7Nc/hrwfffdF6hZs2Zg+/btoRINGTIkoNdNdQi/Bhw8og70798/tJxe37z99tvNePBI\n", - "LhBsRBR48cUXQ/ODgTFQWFgYWLFiRSAYXMy10mBADs3X/AUbVIXGo30IntoNBI+wQ9csn3zyyUAw\n", - "eAeCQS20+PXXXx/QcjjDxo0bzTrBoGQmhV8DTlTeRx55xOTzww8/dJILBBugBYJHrKHx8A/ONeDa\n", - "tWsHgj9gIl7BBnBm0WAwDJSUlAS+/fZbMx4MfoHg0Xwg2LDMjN91112B4I+gULLh14Cd/Lzzzjtm\n", - "vl67DX4XBoI/dELLa96CP2TM+LRp0wIXXHBBIBiYQ/ODR8eh/AcDslnfuQacyCOUCB8QyIIAp6Cz\n", - "9cuGdK0QqFatmjlVefrpp5sjq2Bjpoh86elPPVX797//PTS9rKxMgo20zBFTaGLwg57q1COxM888\n", - "05yW1VOzY8aMMYu8/fbb5qhWjxadQbelLXs1LV1Ph27dujmzJdi4S4JBSXR7enSorZydQVtpa74e\n", - "ffRRadu2rblGqtdJgw2dRI/69Cjxf//3f83if/3rX0VbIy9YsECCwd4cvet2Ne3yQzLl1dbhemrW\n", - "GfR07zfffOOMRn0PBjJp0aJFxLxg0DXjeqpe02zTpo0Eg6MEA6zce++9CU+9O4lpq++TTz7ZjOpR\n", - "rbaQDq9HPeoPBmgzX89A6DbU85NPPjGv//znP8bNSS/8PZGH0zI7fB0+I5ApAQJwpiRJx1oBDQB6\n", - "GjPYstac+gzP6ObNm02Q/L//+7/Q5ODRnLlGqdcMw4d+/fqZ65V6TTZ4ZGxO1WpgffbZZ0XT0due\n", - "nKCj6+lpag08waPwUDJ6TdIZgkfH5mPwh7XoKVRN0xm0sVWwZbH885//NNcx9bqnM2j+Hn74YXO9\n", - "VAOEXtfU099HHnmknHHGGealeYw2JFNeTT980OvZeoo43qCn8WM1wtJyaIDUfGo5//KXv5gfF3qa\n", - "uFWrVvGSNfPK38akZVZXZwgPknpNWIOznt7WPOmPJf2hE2tI5JHqLV+xtsN0BKIJEICjqTAt7wTu\n", - "uOMOcx3zmmuuiSjb0UcfLXqdUQOeM+iXuN53W/7LV48w9TqxBj8Nmi+88IK55qsNoI455hjRIy1d\n", - "Tz/roI269MjxxBNPdJKO+a7Xip3rxc5CelSuwUV/HARPkzuTTSMsDS7a2EsD7i9+8QvTOCt4Ktos\n", - "o9dctQFatKCZSnlDG0zzg5ro0ajWgb6+/PJLcyZAA/If//hHU0b1zMQwevRoadmypbz66qvi/MDR\n", - "Vs/RLHR7XnhkopykkR8CNMLKj3qkFAkE9LYWbTWrQTF80EZUGnC1hbI2zNFGPNrQSls7lx/eeOMN\n", - "00JaW+zqoA14NEBq4yg96tIW1MFrwqYBlp4uDl7bNMFYGxy5GYLXP01ewoOvpqMtoPV0rv5o0BbY\n", - "eqStR3w66GlnvV1JB81f+SGV8pZfN9548JqxaAca5V/qqWcS9NSwBkUNtPrSswLOKWs9mtUGZNpS\n", - "Ot1ArB2OaNp6ml7T0pbcWm/OWQidr4PuB1rf2fKIZ8U8BBwBArAjwXveC+h1RD0VHT7otVa9zjp2\n", - "7Fhp1KiROUWtp6w1eJYf9JrrD3/4Q7OMHgnrEefkyZNN4NXrktpSWAORHlVpgNSjXw3k4aely6cZ\n", - "a1x/FOi1Y70lKtqgR7i6PT3a1dt3NBjrKXD9MaA9Xv3oRz+q8GND00mlvNG2G2ua3o6l19nLv/Qo\n", - "Xq9h/+53vzNe6qanhPU6sN6jrYPmVYOhBuTwSwGxthVv+k033WQCr97ipPU5depU09pc60UDsp4O\n", - "1+3p9fv7778/ax7x8sg8BByBguBOmZlzP06KvCOQgwL6b6BHa9qgxzl1GasY2mhKb8/RBkHRBg28\n", - "eptR+Wup0ZbN5DQ9Mk8m/7rNVMqbyTwGW2ibIFi+ow3Nz86dO83RfCa2p3WgZw7KX0Zw0tZbnnS+\n", - "cw+3Vx5Ofnj3pwAB2J/1TqkRQAABBDwWyKlGWHrjvF7byddBf4WHt+jM13JmslyYpa6JGWapC6S+\n", - "hl/2M71LIFFvdrH0cioA6zUvpxFFrAIlmq6nD/VV/hRYovUqY77mS0+J2RaEtQWp/vjRe2ptG2w1\n", - "0y8fbQSlp6JtG2w1UydtLGWrmf5fOqesbapTW82cluf5bqa3smnPbG6GnArAWpHa5V46gwYSfcW6\n", - "NpRO2umuq90V6i8p2wKwfmFrS1ZtaGTboGb6C9S2f3INwHqdMfy+X1vsdP/X69y2mamPXge21Uy9\n", - "ErUP8KKObTXTs5X6XZbvZtpFrduBVtBu5VgPAQQQQACBNAQIwGngsSoCCCCAAAJuBQjAbuVYDwEE\n", - "EEAAgTQECMBp4LEqAggggAACbgUIwG7lWA8BBBBAAIE0BAjAaeCxKgIIIIAAAm4FCMBu5VgPAQQQ\n", - "QACBNAQqJQDfeuut5jmg5fOp/bXqk12clz4rlAEBBBBAAAE/CGS1Iw59RNp1110nc+bMEX0STfnh\n", - "/fffNw/NHjdunJnltjuv8ukyjgACCCCAgO0CWQ3AW7duFX1MWfPmzaM6aADW7g0feOAB83gyfWxZ\n", - "+PDEE0+IdvMVPmgvPukM2juL9uyUbjrp5CHWuk4/1zb2hIVZrFqLPl17wrLZzNZ+em02056wnO4V\n", - "o9e6N1NtNdN86XdZvpvp/5LbIasBWAOvvhYtWhQ1f/rwcK2gdu3aybBhw+See+6R7t27h5ZdvXq1\n", - "eUScM+HII49MO3DaHoBt/GLUfyBb/8m1Pm000zzZaqb50jq17Yee/p/bbKZeNnbfiZkTIZJ/z6SZ\n", - "tQE4EceYMWNCiyjIlClTIgJw+Hxd8Pnnn0+7D2c98tUXfUGH6BN+0LrRwVYzW/uCVjcbzXT/t7Uv\n", - "aP1BZauZrX1B22qm+dIfLTb2BZ1Js3R+lFVKI6xY3/AjRoyQpUuXmtkrV640R8KxlmU6AggggAAC\n", - "+SSQ1VPQsaBat25tTksPHjxYRo0aZa4D6xM90nmqRKxtMR0BBBBAAAEbBSolAI8dOzai7CtWrDDj\n", - "DRs2lNmzZ5vHttWuXTtiGUYQQAABBBDIZwFPT0E7sARfR4J3BBBAAAG/CFTKEbBfMCknAgjYL1Ba\n", - "WiqtWrWSHTt2JJ1Zp6WrjS3HbbwLQGFtNtO7bV544YWk6z9bCxKAsyVLugggYKXA/v375YsvvpDP\n", - "P/886duKtOW4ra2gd+3aJTaeRbS5FbQtnT4RgK38iiBTCCCQbYGjjjoqLwKwNmCtU6dOtrlSTt/m\n", - "AKxmNgxWXAO2AYI8IIAAAgggUJkCBODK1GZbCCCAAAII/FeAAMyugAACCCCAgAcCBGAP0NkkAggg\n", - "gAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQIACzDyCAAAIIIOCBAAHYA3Q2iQACCCCAAAGYfQAB\n", - "BBBAAAEPBAjAHqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwEC\n", - "sAfobBIBBBBAAAECMPsAAggggAACHggQgD1AZ5MIIIAAAggQgNkHEEAAAQQQ8ECAAOwBOptEAAEE\n", - "EECAAMw+gAACCCCAgAcCBGAP0NkkAggggAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQIACzDyCA\n", - "AAIIIOCBAAHYA3Q2iQACCCCAAAGYfQABBBBAAAEPBAjAHqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA\n", - "9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwECsAfobBIBBBBAAAECMPsAAggggAACHggQgD1AZ5MIIIAA\n", - "AggQgNkHEEAAAQQQ8ECAAOwBOptEAAEEEECAAMw+gAACCCCAgAcCBGAP0NkkAggggAACBGD2AQQQ\n", - "QAABBDwQIAB7gM4mEUAAAQQQIACzDyCAAAIIIOCBAAHYA3Q2iQACCCCAAAGYfQABBBBAAAEPBAjA\n", - "HqCzSQQQQAABBAjA7AMIIIAAAgh4IEAA9gCdTSKAAAIIIEAAZh9AAAEEEEDAAwECsAfobBIBBBBA\n", - "AAECMPsAAggggAACHggQgD1AZ5MIIIAAAggQgNkHEEAAAQQQ8ECAAOwBOptEAAEEEECAAMw+gAAC\n", - "CCCAgAcCBGAP0NkkAggggAACBGD2AQQQQAABBDwQIAB7gM4mEUAAAQQQKMolgkAgIIcOHUory7p+\n", - "JtJJKxNxVtb8FRQUxFmi8mfZbmZjfWqebMyX7j225quy8uZ8hzjvyf5H2epmc77UNlXnZOsjneUy\n", - "aaZpuR1yKgBrIcvKytyW1aynO4O+0k0nrUzEWVnzZVsA1jxhFqfSosxy/sFt3c+0PtP54ohS5IxM\n", - "qoz9zKkTfU/WQJdzXhkpaAYTqQwzN9l1vJI1drMNt+vYYpZTAVgDU3FxsVvz0Hq6Q2QinVCCGfpQ\n", - "Wlpq8mVbAK5SpYocPHjQWrOioiLRPNo06D5WWFhopdmBAwdM3mwz0/qrDDPnf1/fkzVQM11W82fb\n", - "UBlmbsqs3xn6XZbvZul8X9v1reWmllkHAQQQQACBHBQgAOdgpZFlBBBAAIHcFyAA534dUgIEEEAA\n", - "gRwUIADnYKWRZQQQQACB3BcgAOd+HVICBBBAAIEcFCAA52ClkWUEEEAAgdwXIADnfh1SAgQQQACB\n", - "HBQgAOdgpZFlBBBAAIHcFyAA534dUgIEEEAAgRwUIADnYKWRZQQQQACB3BcgAOd+HVICBBBAAIEc\n", - "FCAA52ClkWUEEEAAgdwXIADnfh1SAgQQQACBHBTIqach5aAvWUYAgSwJ7Nmzx1XKbtdztTFWQiCO\n", - "AAE4Dg6zEEDAToGHHnpIrr32WteZq1evnnXP3XZdGFbMWQFOQeds1ZFxBPwrsGPHDhk2bJjoc3rd\n", - "vDZv3kwA9u/uY03JOQK2pirICAIIpCJQpUoVKSriKywVM5a1S4AjYLvqg9wggAACCPhEgADsk4qm\n", - "mAgggAACdgkQgO2qD3KDAAIIIOATAQKwTyqaYiKAAAII2CVAALarPsgNAggggIBPBAjAPqloiokA\n", - "AgggYJcAAdiu+iA3CCCAAAI+ESAA+6SiKSYCCCCAgF0CBGC76oPcIIAAAgj4RIAA7JOKppgIIIAA\n", - "AnYJEIDtqg9ygwACCCDgEwECsE8qmmIigAACCNglQAC2qz7IDQIIIICATwQIwD6paIqJAAIIIGCX\n", - "AAHYrvogNwgggAACPhEgAPukoikmAggggIBdAgRgu+qD3CCAAAII+ESAAOyTiqaYCCCAAAJ2CRCA\n", - "7aoPcoMAAggg4BMBArBPKppiIoAAAgjYJUAAtqs+yA0CCCCAgE8ECMA+qWiKiQACCCBglwAB2K76\n", - "IDcIIIAAAj4RIAD7pKIpJgIIIICAXQIEYLvqg9wggAACCPhEgADsk4qmmAgggAACdgkQgO2qD3KD\n", - "AAIIIOATAQKwTyqaYiKAAAII2CVAALarPsgNAggggIBPBAjAPqloiokAAgggYJcAAdiu+iA3CCCA\n", - "AAI+ESAA+6SiKSYCCCCAgF0CBGC76oPcIIAAAgj4RIAA7JOKppgIIIAAAnYJEIDtqg9ygwACCCDg\n", - "EwECsE8qmmIigAACCNglQAC2qz7IDQIIIICATwQIwD6paIqJAAIIIGCXAAHYrvogNwgggAACPhEg\n", - "APukoikmAggggIBdAgRgu+qD3CCAAAII+ESAAOyTiqaYCCCAAAJ2CVRKAL711ltl1qxZFUpeWloq\n", - "w4cPl27dusmdd95ZYT4TEEAAAQQQyFeBrAbg3bt3y5AhQ+Txxx+Xffv2VTAcP368tGnTRubOnSsr\n", - "V66U1157rcIyTEAAAQQQQCAfBbIagLdu3SqDBg2Sq666KqrdwoUL5ZJLLpHi4mIZMGCAzJ8/P2K5\n", - "gwcPih4lO69Dhw5FzGcEAQQQQACBXBUoymbGmzdvLvpatGhR1M2sW7dO6tevb+bVq1dPNm/eHLHc\n", - "iSeeKMuXLw9NGzp0qPTs2TM07uZDWVmZ6EuDu22D5qmwsFAKCgqsypr+8Dlw4IDY+APIVrNAICD7\n", - "9++3qh6dzOj+X6VKFev2M81ftDNlTr7D33U5/WG+c+fO8MlZ+6xm+n+pbrYNyZpVdr6d74t8N9N9\n", - "w+2Q1QCcKFN169YVPU1dvXp12bNnjzRq1ChilXfffTfiS1+vI9epUydimVRHNJDoq0aNGqmumvXl\n", - "9QtFzwbYFoB1B9u7d6/UqlUr6wapbkDNioqKrPti1AC8a9eutPfXVD2SWV73f/2hZ+MXo+Y/mf9x\n", - "/c6oWrVqUssmY5JoGTVTL3WzcUjGrLLzrT+O9bss383SKZ+nP+c6duwoS5YsMfvF4sWLpX379hH7\n", - "SLVq1aSkpCT0SqegEQkzggACCCCAgMcCngTg1q1bm9PNI0eOlEcffVT69u1rGmHpdWAGBBBAAAEE\n", - "/CBQKaegx44dG2G5YsWK0Pi0adPM6U090mVAAAEEEEDALwKeHAGXxyX4lhdhHAEEEEAg3wWsCMD5\n", - "jkz5EEAAAQQQKC9AAC4vwjgCCCCAAAKVIEAArgRkNoEAAggggEB5gUpphFV+o4wj4FeB7du3y89+\n", - "9jNPO+nQDhL0/kzb7jfXfULvHdX7uhMNa9asSbtTnkTbYD4C2RZIvKdnOwekj4CPBDZu3Cj//ve/\n", - "ZdKkSZ6VWoOcdiphY0cc3377bdKd5Jx66qmeGbJhBDIhQADOhCJpIJCkgB51ai9O/fv3T3KNzC9m\n", - "c09Y2rWkjb06Zb4WSBEBEa4BsxcggAACCCDggQAB2AN0NokAAggggAABmH0AAQQQQAABDwQIwB6g\n", - "s0kEEEAAAQQIwOwDCCCAAAIIeCBAAPYAnU0igAACCCCQ9G1I77zzjlx99dVxxe69917p0aNH3GWY\n", - "iQACCCCAAAIiSQfg4447Th544AFjps/wXb9+venR55hjjpH58+fLU089JfqcXwYEEEAAAQQQSCyQ\n", - "dACuW7eudO3a1aQ4ePBgee+996R+/fpm/IwzzpAtW7bInDlz5Iorrki8VZZAAAEEEEDA5wKurgEX\n", - "FhbKpk2bIug++ugjadiwYcQ0RhBAAAEEEEAgukDSR8Dhq48aNUq6d+8uZ555pjRt2lRee+01ad68\n", - "Odd/w5H4jAACCCCAQBwBVwH4sssuk5NOOknmzZsnW7dulXHjxkm/fv2SeopJnLwwCwEEEEAAAd8I\n", - "uArA2thKj3pvuukm30BRUAQQQAABBDIp4OoacLNmzUSv+TIggAACCCCAgDsBVwG4cePG5nFqjRo1\n", - "khNOOCH0euWVV9zlgrUQQAABBBDwmYCrU9C33Xab3HzzzRWoWrVqVWEaExBAAAEEEECgooCrAKwN\n", - "sKIN+/btizaZaQgggAACCCBQTsDVKei5c+dKt27dpF27dtK2bVtp06aN6GnpWbNmlUueUQQQQAAB\n", - "BBCIJuDqCPjaa6+VIUOGyCeffGICcK1ateQf//iHXHjhhdG2wTQEEEAAAQQQKCeQcgAOBAKyY8cO\n", - "GT16tDz55JPyn//8R375y1+anrFmz54tffv2LbcJRhHwn8DOnTvl6aeflqpVq0YUfuPGjRHjjCCA\n", - "gH8FUg7ABQUFUrNmTROEO3ToIJMnTzZ62i/02rVr/StJyREIE9B+0bWxol6qKT/QX3p5EcYR8KdA\n", - "ygFYma655hpp3769rF69WtasWSOXXnqp6RXrrbfe8qcipUagnICeKdL2EdOnTy83h1EEEEDgOwFX\n", - "jbD0FqSZM2earie1QZY2xnrppZdEH03IgAACCCCAAAKJBVwFYO37+fDDDzept2jRwpxqW7p0qbz+\n", - "+uuJt8gSCCCAAAIIICCuAvDEiROlc+fOsnz58hDhqlWr5Ouvvw6N8wEBBBBAAAEEYgu4CsAlJSUy\n", - "fvx46dmzp7z66quxU2cOAggggAACCEQVcNUIq6ysTC644AJp0qSJuff39ttv51GEUXmZiAACCCCA\n", - "QHQBVwHYSapTp06yaNEic+/vnj17pEuXLs4s3hFAAAEEEEAgjoCrU9BXX311KMmWLVvKm2++Kaef\n", - "frrUqVMnNJ0PCCCAAAIIIBBbwNURcMeOHU0HA9u2bRO931FPSW/dutXcDxx7U8xBAAEEEEAAAUfA\n", - "VQCmL2iHj3cEEEAAAQTcCaR8Cjq8L+jevXtLaWmp6Qv6nHPOEe0LmgEBBBBAAAEEEgukHIDL9wWt\n", - "jbB0oC/oxNgsgQACCCCAgCPg6hQ0fUE7fLwjgAACCCDgTiDlI2DdDH1Bu8NmLQQQQAABBBwBV0fA\n", - "urI+DUkHpy9oM8IfBBBAAAEEEEhKwNUR8Ntvvy19+vSR1q1by7HHHht6vfzyy0ltlIUQQAABBBDw\n", - "u4CrI+AhQ4bIxRdfLGPGjJHi4uKQ4dFHHx36zAcEEEAAAQQQiC3gKgBrpxtjx44VbRHNgICfBTZt\n", - "2iTz58+vQLBkyZIK05iAAAIIhAu4CsD6FKQZM2aYBzKEJ8ZnBPwm8Mgjj8ikSZPk+OOPjyi63i+v\n", - "98kzIIAAArEEkg7A+ov+8ssvN+ns3btXpkyZIo0aNZJ69eqF0r7//vvNteHQBD4gkOcChw4dkvPP\n", - "P1/+/Oc/R5RUA/CuXbsipjGCAAIIhAskHYD1F/7kyZPD163wWRtkMSCAAAIIIIBAYoGkA3Dt2rXl\n", - "1FNPjZniggULZP/+/THnMwMBBBBAAAEEvhdwdRvS96t//0k751i6dOn3E/iEAAIIIIAAAjEFkj4C\n", - "jpnCf2fovcEMCCCAAAIIIJCcQFpHwAcPHpTNmzeLvjMggAACCCCAQPICrgLwmjVr5Oc//7k0bdpU\n", - "JkyYIL/61a/knnvuSX6rLIkAAggggIDPBVwF4Kuuukq016vf/va3hk+v/+ptSatWrfI5J8VHAAEE\n", - "EEAgOYGUA7De37h8+XIZOXKkVK9e3WylefPmcumll8q8efOS2ypLIYAAAggg4HOBlAOwdj9Zq1Yt\n", - "+eijj0J02hnBzJkzpUmTJqFpfEAAAQQQQACB2AKuWkHfe++90q1bN2nZsqV5GMPDDz9suuL78Y9/\n", - "HHtLzEEAAQQQQACBkICrAKxPQmrbtq3MmjVLDhw4IBdddJEcd9xxoUT5gAACCCCAAALxBVwF4KFD\n", - "h5o+n6+//nqpVq1a/C1kcK5ef9aAn86gt0yVlZWlnU46eYi3rpbPtqdMqZfNZlqnXpnFstF91VYz\n", - "zZuXZvH2f5vNNG96uc22wWYztcp3M/1/cju4CsC9evUyT4DRAKyNr6688ko56aST3OYhpfUKCwtT\n", - "Wr78wrozVKlSRdJNp3y6mRjXL0XNl1fBJF4ZMIuuo3UVzUb/KaNNj55K5U7V/Uzzpi/bBlvNNMg5\n", - "dY1ZcgKYJXZyFYA16Oprw4YN8o9//EOGDRtmflE/8cQTcuKJJybeqsslMvEPoP/gmUjHZRESrubk\n", - "L+GClbiABhObzbzMm1Nf+h4+2GzmeJXPc3j+vfrs5M2r7cfars3BxFYzPdixNW+ZzJem5XZwFYCd\n", - "jZWWlppTuQpdtWpVK39RO3nlHYF0Bfbs2WOega2P43SGL7/8UrRNBAMCCCCQqoCrAPz444+LPohc\n", - "O9647LLL5Mknn5R27dqlum2WRyCnBLZu3SpvvvmmPPfccxH5rqzLLxEbZQQBBHJewFUA1i+hESNG\n", - "iN52VFxcnPMIFACBZAWKioqkb9++yS7OcggggEBMAVcBeOLEiTETZAYCCCCAAAIIJBaIbDkSZ/kl\n", - "S5aEGlh1795dWrVqVeE1e/bsOCkwCwEEEEAAAQQcgaSPgI8//nh57LHHzHp33XWX1KxZ00nDvOv1\n", - "MX1AAwMCCCCAAAIIJBZIOgDXrl1b2rRpI/v27RO9/3fp0qWh1LUVtD4hqU+fPnLMMceEpvMBAQQQ\n", - "QAABBKILJH0KWlc/77zzpKSkRD7++GPzrp/1pQ9n+Pe//y1dunSJvhWmIoAAAggggECEQEoBeM6c\n", - "Oea+34EDB5p37TZRX9qzjt4PqdeFGRBAAAEEEEAgsUDSp6A1Ke3xQ2/DmDJlStSU9fS084zgqAsw\n", - "EQEEEEAAAQSMQEpHwI7Z3LlzzeMItfMNfSqSXhtu3LixeTqSswzvCCCAAAIIIBBbIKUjYCeZa6+9\n", - "VoYMGSKffPKJCcB6DVj7hL7wwgudRXhHAAEEEEAAgTgCKR8BayfzO3bskNGjR0vv3r1F+4P+5S9/\n", - "Keecc45wH3AcaWYhgAACCCAQJpByANbrwHoPsAbhDh06yKJFi0xy9evXl7Vr14YlzUcEEEAAAQQQ\n", - "iCXg6hT0NddcI+3bt5fVq1fLmjVrzKMJ582bJ2+99Vas7TAdgZwV0E5mtLX/N998k7NlIOMIIGCf\n", - "QMpHwFqEm2++WWbOnGlaRGuDLG2M9dJLL9EJh331S47SFFixYoU0bNhQWrRoYe5zb9asWZopsjoC\n", - "CCDwnUDSR8Da89XQoUNjuk2dOlX++Mc/Sq9evWIuwwwEck3g22+/lZYtW8rnn3+ea1knvwggYLlA\n", - "0gFYO9mYMGFC3OK0bt067nxmIoAAAggggMB3AkkH4Lp168oZZ5yBGwIIIIAAAghkQCDpABy+LX3o\n", - "wqZNm8Inmc9/+MMfpGfPnhWmMwEBBBBAAAEEIgVcBeAxY8aY+381Kb0PWB/OoNeATznllMjUGUMA\n", - "AQQQQACBqAKuAvBpp50WkZh2wrFu3TrRFtH9+/ePmMcIAggggAACCFQUcHUbUvlktHesL774wnTO\n", - "UX4e4wgggAACCCBQUcDVEbBe5/3qq69Mahp8t2zZIsXFxfLggw9W3AJTEEAAAQQQQKCCgKsAfPfd\n", - "d8v+/ftDiZWUlJiHMlStWjU0jQ8IIIAAAgggEFvA1SlobWx1wgknSGFhoVSpUsUE43fffVe0yz4G\n", - "BBBAAAEEEEgs4OoI+Pbbbzenm/UZwBqEneG+++6jJywHg3cEEEAAAQTiCLgKwI888oisWrVKGjRo\n", - "ECdpZiGAAAIIIIBALAFXAbhJkyaye/duAnAsVaZ7IrBx40ZZv359RretD2NgQAABBLIh4CoA//Wv\n", - "fxW9F/jcc881T4pxMjZ48GDzmEJnnHcEKlPgpz/9qXz22WfmedWZ3C4dzGRSk7QQQMARcBWAR4wY\n", - "YRphNW3a1DTCchILvx7sTOMdgcoS0Gf26uUR/WHIgAACCNgu4CoA61GGnurjtiPbq5f8IYAAAgjY\n", - "KuDqNiTtenLOnDm2lol8IYAAAgggYL2AqwC8b98+Oe+888z1X30GsPOaPXu29QUmgwgggAACCNgg\n", - "4OoUtD4NafTo0RXyf+yxx1aYxgQEEEAAAQQQqCjgKgB36NChYkpMQQABBBBAAIGkBVwF4D59+sim\n", - "TZsqbOQPf/iD6IMaGBBAAAEEEEAgvoCrAKynoEtLS03K+v7xxx/L1KlThfsl42MzFwEEEEAAAUfA\n", - "VQDWTjjCB20VvW7dOpk7d670798/fBafEci4wMSJE83+pgmXlZWZe9ELCgpk7dq1Gd8WCSKAAALZ\n", - "EnDVCrp8ZvSZwF988YXs2LGj/CzGEci4wMiRI0W7ndyzZ0/Ea9CgQXLyySdnfHskiAACCGRDwNUR\n", - "sF7n/eqrr0x+NPhu2bJFiouLzROSspFJ0kSgvMBtt90mLVq0MJdCioqKInpkK78s4wgggICNAq4C\n", - "8N13322eAewUqKSkRNq2bUvPWA4I7wgggAACCCQQcHUKulWrVjJr1iw5/fTT5YwzzpCHH35Yli1b\n", - "lmBTzEYAAQQQQAABR8BVAL766qvN9d5Dhw6ZdM4++2y59NJLZevWrU66vCOAAAIIIIBAHAFXp6CX\n", - "LFkiq1evFm15qoMG308++URmzJghV1xxhZnGHwQQQAABBBCILeDqCLhWrVqydOnSiFRff/11qVOn\n", - "TsQ0RhBAAAEEEEAguoCrI+CxY8dKjx495KSTTpIjjzxSFixYIG3atJHzzz8/+laYigACCCCAAAIR\n", - "Aq4C8AUXXCDvvPOOLFy40NyHedddd8lRRx0VkTAjCGRaYMWKFfLss89GtMDP9DZIDwEEEKgsAVcB\n", - "WDOnLaH1xYBAZQlMmzZNpk+fLjfeeKM0bdq0sjbLdhBAAIGsCLgOwFnJDYkikECga9euovehMyCA\n", - "AAK5LuCqEVauF5r8I4AAAggg4LUAAdjrGmD7CCCAAAK+FCAA+7LaKTQCCCCAgNcCBGCva4DtI4AA\n", - "Agj4UoAA7Mtqp9AIIIAAAl4LEIC9rgG2jwACCCDgSwECsC+rPXcKPXnyZOnUqZN5TZgwQfTZvwwI\n", - "IIBAPgjwbZYPtZjHZdAe11q3bi2DBw82pezQoUMel5aiIYCAnwQIwH6q7Rwsqz5x65hjjpGePXvm\n", - "YO7JMgIIIBBbIKunoEtLS2X48OHSrVs3ufPOOyvk4ptvvpHOnTuHXrNmzaqwDBMQQAABBBDIR4Gs\n", - "BuDx48ebpyTNnTtXVq5cKa+99lqE4fvvvy9dunQxT1PSJyqde+65EfMZQQABBBBAIF8FsnoKWp+W\n", - "NGnSJCkuLpYBAwbI/PnzI04lagCuVq2aPPDAA9K3b19p27ZthLMeNW/YsCE07YgjjpDevXuHxt18\n", - "OHjwoJSVlblZNevraN70Zdtw6NAh0bMZ3377baVn7cCBA3G3rV6FhYWip6ptGgKBQNx8e5lX3f+r\n", - "VKlinZmaeLWfJaoPNdN9TN1sG2w10+8NHfLdzCmnm/0iqwF43bp1Ur9+fZOvevXqyebNmyPyqF/o\n", - "ulO3a9dOhg0bJvfcc4907949tEyLFi2kZs2aoXFdVoN5OoOmkYl00slDvHW1la/mz6ZBv3z0la69\n", - "mzLpP68G2Hjb1vm2/ZM7AThevt14ZGId3b/UyzYzLVuius5E+d2kgVnqajb/aMnkfpbO93VWA3Dd\n", - "unVl9+7dUr16dfPc4EaNGkXU4pgxY0LjWllTpkyJCMBXXnllaL5+eP755+N+EUcsHGdEvxxt/GJ0\n", - "8pVOhcYptutZ+kWtR5pemOk/Srx/FjXTHy22BRPNV7x8u66MDK2oebPNTItms5l6af5sG2w10+8x\n", - "feW7WTrf11kNwB07dpQlS5bIeeedJ4sXL5byt5CMGDFCBg4cKKeeeqq5RqxHwgz+FdAg/9xzz5nT\n", - "kI7Cp59+atoJOOO8I4AAAvkikNUAPHLkSLnhhhvkwQcflBo1asjYsWONm97XuWjRInNv56hRo8x1\n", - "4J07d5qHrecLLOVIXWD58uVy1VVXRbQT0LMnZ555ZuqJsQYCCCBguUBWA3CzZs1k2rRpsnfvXikp\n", - "KQlRrFixwnxu2LChzJ49W3bt2iW1a9cOzeeDPwX0tG3jxo3lxRdf9CcApUYAAV8JVEqTvvDgG02X\n", - "4BtNhWkIIIAAAvksUCkBOJ8BKRsCCCCAAAJuBAjAbtRYBwEEEEAAgTQFCMBpArI6AggggAACbgQI\n", - "wG7UWAcBBBBAAIE0BbLaCjrNvLG6DwS0GzftklQ7YtH+whkQQAABvwgQgP1S05aW84033jAP4Wje\n", - "vLnJ4WmnnWZpTskWAgggkFkBAnBmPUktRQF92IL2gPb222+nuCaLI4AAArktwDXg3K4/co8AAggg\n", - "kKMCBOAcrTiyjQACCCCQ2wIE4NyuP3KPAAIIIJCjAgTgHK04so0AAgggkNsCBODcrj9yjwACCCCQ\n", - "owK0gs7RivMi23q/7tq1azO66WXLlmU0PRJDAAEEckWAAJwrNWVBPgcNGmQeK1mnTp2M5qZ3794Z\n", - "TY/EEEAAgVwQIADnQi1Zkkftreqhhx6STp06WZIjsoEAAgjkrgDXgHO37sg5AggggEAOCxCAc7jy\n", - "yDoCCCCAQO4KEIBzt+7IOQIIIIBADgsQgHO48sg6AggggEDuChCAc7fuyDkCCCCAQA4L0Ao6hysv\n", - "1ax/+umn0q9fPzl48GBKqwYCAdHX+vXrpWrVqimty8IIIIAAAtEFCMDRXfJyqgbQwsJCefrpp1Mq\n", - "n95+tH//fqlbt655dGBKK7MwAggggEBUAQJwVJb8nFhQUCA1atSQk046KaUCagDeu3ev1KpVK6X1\n", - "WBgBBBBAILYA14Bj2zAHAQQQQACBrAkQgLNGS8IIIIAAAgjEFiAAx7ZhDgIIIIAAAlkTIABnjZaE\n", - "EUAAAQQQiC1AI6zYNtbO0QZRN954o2kYlUomN27cKNoQiwEBBBBAwHsBArD3dZByDjZs2CCTJ0+W\n", - "cePGpbxu27ZtU16HFRBAAAEEMi9AAM68aaWkWFJSIjfccEOlbIuNIIAAAghkXoBrwJk3JUUEEEAA\n", - "AQQSChCAExKxAAIIIIAAApkXIABn3pQUEUAAAQQQSChAAE5IxAIIIIAAAghkXoBGWJk3zUqK27Zt\n", - "kzvuuEMOHDggO3bsyMo2SBQBBBBAoPIEOAKuPOu0trRy5Up55plnpEWLFtK+fXv585//nFZ6rIwA\n", - "Aggg4K0AR8De+qe09QYNGsgtt9yS0josjAACCCBgpwBHwHbWC7lCAAEEEMhzAQJwnlcwxUMAAQQQ\n", - "sFOAAGxnvZArBBBAAIE8FyAA53kFUzwEEEAAATsFCMB21gu5QgABBBDIcwECcJ5XMMVDAAEEELBT\n", - "gABsZ72QKwQQQACBPBcgAOd5BVM8BBBAAAE7BQjAdtYLuUIAAQQQyHMBAnCeVzDFQwABBBCwU4Cu\n", - "KO2sl1Cu9MELZWVlsnPnztA0PiCAAAII5L4AAdjiOlywYIGcddZZUlBQYHLZrVs3i3NL1hBAAAEE\n", - "UhEgAKeiVcnL7tq1S7p27SpvvPFGJW+ZzSGAAAIIZFuAa8DZFiZ9BBBAAAEEoggQgKOgMAkBBBBA\n", - "AIFsCxCAsy1M+ggggAACCEQRIABHQWESAggggAAC2RagEVa2hV2mP2nSJJkxY4bLtVkNAQQQQMB2\n", - "AY6ALa2h++67T5o0aSK//vWvLc0h2UIAAQQQSEeAI+B09LK87tChQ+W0007L8lZIHgEEEEDAC4Gc\n", - "CsCBQMD0CpUOlPYqdejQobTTSScP8dbV/GnHG05ZddzrwXYzrU/1smnQ/Ni6nzl5s81M6892M5v2\n", - "MScvNpvZuI9lej9Lp4w5FYAdOGfHc/OuWPrSndbGQfPl9HxlSz41T7bkJVqdhZtFm+/FtFzaz7zw\n", - "ibVNm/czW/Nmc760nm38rrXFLKcCsAam4uLiWP+7SU9X/Eykk/QGk1ywtLTU5EvLqa+ioiIr8lml\n", - "ShU5ePCgFXkpT6lm6qR5tGnQfaywsNBKswMHDpi82Wam9WezmXpp/mwbbDXT7wz9Hst3My2j2yGn\n", - "ArDbQubSevv375dly5bJ3r17cynb5BUBBBBAIEUBuw4bUsx8Pi4+depU6dWrlxx22GGmFXQ+lpEy\n", - "IYAAAgiIEIAt2wv09GDPnj3lgw8+kObNm1uWO7KDAAIIIJApAQJwpiRJBwEEEEAAgRQECMApYLEo\n", - "AggggAACmRIgAGdKknQQQAABBBBIQYBW0ClgZXNRbfWst9ToiwEBBBBAIP8FOAK2oI4ffvhhqVGj\n", - "hmn5fN1110n9+vUtyBVZQAABBBDIpgABOJu6Saa9bds2GTZsmOzatUv27dsnEydOTHJNFkMAAQQQ\n", - "yFUBTkFbUHPak4r2slO1atVQT1gWZIssIIAAAghkUYAj4CzikjQCCCCAAAKxBAjAsWSYjgACCCCA\n", - "QBYFCMBZxCVpBBBAAAEEYgkQgGPJpDG9b9++5pquXtdN5nXLLbdI7dq109giqyKAAAII5JoAjbCy\n", - "UGNff/21TJ8+Xbp165Z06vrwBX18FwMCCCCAgD8ECMBZqmc9ouV+3izhkiwCCCCQBwKcgs6DSqQI\n", - "CCCAAAK5J0AAzr06I8cIIIAAAnkgQADOg0qkCAgggAACuSdAAM69OiPHCCCAAAJ5IEAAzoNKpAgI\n", - "IIAAArknQADOvTojxwgggAACeSBAAM6DSqQICCCAAAK5J0AAzr06I8cIIIAAAnkgQEccaVbi9u3b\n", - "ZcGCBRGp6DQGBBBAAAEE4gkQgOPpJDFvypQp8tvf/lbatGkTWrply5Zy9NFHh8b5gAACCCCAQHkB\n", - "AnB5kRTHDx06JD179pTJkyenuCaLI4AAAgj4WYBrwH6ufcqOAAIIIOCZAAHYM3o2jAACCCDgZwEC\n", - "sJ9rn7IjgAACCHgmQAD2jJ4NI4AAAgj4WYAA7Ofap+wIIIAAAp4JEIA9o2fDCCCAAAJ+FiAA+7n2\n", - "KTsCCCCAgGcCBGDP6NkwAggggICfBeiII8Xa37Bhg+zZsye01tdffx36zAcEEEAAAQSSFSAAJysV\n", - "XG7fvn3SvHlzqV+/fsRa1113XcQ4IwgggAACCCQSIAAnEgqbf/DgQSkrK5ONGzdKYWFh2Bw+IoAA\n", - "AgggkJoA14BT82JpBBBAAAEEMiJAAM4II4kggAACCCCQmgABODUvlkYAAQQQQCAjAlwD/i/jZ599\n", - "Jtdff725xhtLVq//FhQUxJrNdAQQQAABBJIWIAD/l2rVqlXy5Zdfyu9+97u4eHfccQcNsOIKMRMB\n", - "BBBAIBkBAnCYUoMGDeSiiy4Km8JHBBBAAAEEsiPANeDsuJIqAggggAACcQUIwHF5mIkAAggggEB2\n", - "BAjAQdd//etf8sILL2RHmFQRQAABBBCIIkAADqLcdNNNpnerK664IgoRkxBAAAEEEMi8AI2w/ms6\n", - "evRo6dy5c+aFSREBBBBAAIEoAhwBR0FhEgIIIIAAAtkWIABnW5j0EUAAAQQQiCJAAI6CwiQEEEAA\n", - "AQSyLUAAzrYw6SOAAAIIIBBFgAAcBYVJCCCAAAIIZFuAAJxtYdJHAAEEEEAgigABOAoKkxBAAAEE\n", - "EMi2gG/vA96+fbusX7/e+O7fvz/bzqSPAAIIIIBAhIBvA/DLL79sesBSjeLiYmnUqFEEDCMIIIAA\n", - "AghkU8C3AXjgwIGiLwYEEEAAAQS8EMjqNeDS0lIZPny4dOvWTe68884K5Us0v8IKTEAAAQQQQCBP\n", - "BLIagMePHy9t2rSRuXPnysqVK+W1116LYEs0P2JhRhBAAAEEEMgjgawG4IULF8oll1xirrEOGDBA\n", - "5s+fH0GXaP6qVavkww8/DL127doVsT4jCCCAAAII5KpAVq8Br1u3TurXr29s6tWrJ5s3b45wSjT/\n", - "+uuvFw3CznD++edLv379nFFX72VlZaKvgwcPulo/mytpngoLC6WgoCCbm0k57UOHDsmBAwdE320b\n", - "bDULBAJia+t63f+rVKli3X6m+9a+ffts28VMftRM/y/VzbbBVjPn+yLfzXTfcDtkNQDXrVtXdu/e\n", - "LdWrV5c9e/ZUaGmcaH75U9bPP/+81KlTx21ZzXoaSPRVo0aNtNLJxsp6TVxbZNsWgHUH27t3r9Sq\n", - "VSsbxU4rTTUrKiqy7otRA7CesUl3f00LJ8bKuv/rDz0bvxg1y7aaqZe62TjYaKY/jvW7LN/N0ilf\n", - "Vn/OdezYUZYsWWL218WLF0v79u0j9t1E8yMWZgQBBBBAAIE8EshqAB45cqQ8+uij0rdvX9MIS68D\n", - "69C6dWtzOjrW/DzypSgIIIAAAghEFcjqKehmzZrJtGnTzOnLkpKSUAZWrFgR+hxtfmgmHxBAAAEE\n", - "EMhTgaweATtm4cHXmRb+nmh++LJ8RgABBBBAIB8EKiUA5wMUZUAAAQQQQCCTAgTgTGqSFgIIIIAA\n", - "AkkKEICThGIxBBBAAAEEMilAAM6kJmkhgAACCCCQpAABOEkoFkMAAQQQQCCTAgTgTGqSFgIIIIAA\n", - "AkkKEICThGIxBBBAAAEEMimQ1Y44MplRTUs7937llVfSSlbT0L6Ntc9l2wbNVzr9imarPNqvsfYf\n", - "XLVq1WxtwnW6aqZ99NrWf7YWSB/GUK1aNddly9aK+j+gXpglL4xZ8lbOkn4x0+8gt0NB8Ms14Hbl\n", - "yl7PCZ7pbPcvf/mLfP7553L//fenk4yv1p08ebLMmzdPHnvsMV+VO53CvvTSS6YbVn2ACENyAosW\n", - "LZLbbrtNFixYkNwKLCUfffSRDBkyRN5//300khT48ssvpWvXrrJmzZok14i/mB40uX2wSU4dAWsh\n", - "3RbUIdQndOjRnI1HwE4ebXvXHz56NIdZ8jWjv2v1MXGYJW+mS+pTtzBL3ky/D/VJc5glb6YBU5/S\n", - "Z4MZ14CTrzeWRAABBBBAIGMCBOCMUZIQAggggAACyQvk1Cno5IsVe8mLL77YnLKJvQRzygv06tVL\n", - "9NnNDMkLdOnSRY444ojkV2BJ87xw2maktiMcffTR8ve//z21lXy+dKNGjeTZZ5+1QiGnGmFZIUYm\n", - "EEAAAQQQyIAAp6AzgEgSCCCAAAIIpCpAAE5VjOURQAABBBDIgICvAvCrr74qffv2lR49esiKFSsy\n", - "wJefSXzzzTfSuXPn0GvWrFmmoHp97uyzz5ZBgwbJrl278rPwLkql9/zq/avOsHr1atG2Bj/60Y9k\n", - "+vTpZnJpaakMHz5cunXrJnfeeaezqG/f9R7MCy64IFR+7WAnfJ/bsGGDYBbikWeeeUYuvPBCufTS\n", - "S+WNN94wM6LtZzqD/9Pv3KKZRdvPPDXTjjj8MOzcuTNwyimnBLZt2xZYtmxZIHgjth+K7aqMwZ00\n", - "MGLEiEDwPlbzCvb0EnjzzTcD/fv3DwTvoQ4EOzMJ3Hrrra7SzreVfv/73wdatmwZ+J//+Z9Q0fr0\n", - "6RN47733Aps3bw4EG6+Zfe7uu+8O/OlPfwoEg0rgpz/9aSD4YzC0vN8+vPzyy4GTTz450LZt21DR\n", - "R40aFXjhhRdC+5zOwOw7Ht2PTj/99EDwXnyzT6ld8N78QLT9jP/T+GbR9jMvzXxzBKxHvNqS97DD\n", - "DpMOHTrIjh07zC/s734r8TdcQHvV0S4UH3jgAfnss89M5yfaS5H+Ai8qKjJHwPPnzw9fxbefGzRo\n", - "IH/7298iyr9x40azr+m8M888U95++21ZuHChXHLJJebm/wEDBoif/bQTBOesigOn+1zwx7Gx3L59\n", - "u5mM2Xc6tWrVkhdffNF0BVu9enXR/Us7x4m2n/F/Gt8s2n7mpZlvAvC6deukfv36zv+7CcTBX5ah\n", - "cT58L/Dtt9+afoLbtWsnw4YNk9dff13C/fRHzJYtW75fwcefhg4dan6UOAQaRPRL0hnq1asnup+F\n", - "+znTnGX89h48kyL64yR80N6Jgscu0rhxY/OjRYM0Zt8J6Y9hvXVGT8lrt5O33HKLBM/oJdzP/Px/\n", - "Gs1M97FE+1llm/nmPuC6deua7secf3rt8q5hw4bOKO9hAmPGjAmNaUfjU6ZMMV+M+qWogwboH/zg\n", - "B6Fl+PC9QO3atY2PM0W7CdQvT2f/0+DsTHOW4V1k5syZIYbg6XvR6+qYhUhMF5165uScc86RX/zi\n", - "F6Jd6ur/oTM4+5RjptP9/n+q3/HhZmoSbz/zwsw3R8AnnHCCBK/9ml/ZevpZT+HY+HQf3Qm8HoLX\n", - "f2Xp0qUmGytXrhQ9EtbT90uWLDHTFi9ebDpN8DqfNm5fT9GXlJSYMwR6RPfuu+9KmzZt8ItTWfq/\n", - "qI0jnYDCPheJpT79+vWTgQMHyo033mhmsp9FGpUfi2Zm437mq444JkyYYH4Bff3113LPPfeYX5Pl\n", - "K45xMU9WCTZWMNeB9VSXtuStU6eO+eWtpwU3bdokM2bMkMMPPxyuoMCcOXPMNTp90pYOeso+2IDI\n", - "PIxBA8vNN99sTqfecMMN5kimRo0a8s9//tPKxwGaAlTCHz2C0x91+jQfHZ588kl5+umnjdkPf/hD\n", - "eeihhzD7bz1MnTpVrrzySmnVqtV/p4h5OtmHH35YYT/TM1Z6hOz3/9NYZnpmpfx+5qWZrwKw7r16\n", - "HUV/Pab7VKXQf0Ief9BbjfSUavigp3X0CI8hsYA+DSn8erCugV9sNz1CUZ+aNWtGLIRZBEeFEfaz\n", - "CiRxJ9i0n/kuAMetGWYigAACCCBQSQK+uQZcSZ5sBgEEEEAAgaQECMBJMbEQArkhcMcdd4Tub9cn\n", - "5XzwwQe5kXFyiYAPBTgF7cNKp8j5KaCNSbR9g14z1WvP2p2j3i5WXFycnwWmVAjkuABHwDlegWQf\n", - "AUcg2MWl+ag9vWnnH9ppg/YXrC2NL7/8crnuuutMBxjBLgzNdO2r+sgjj5RgF5lOEqYFt66vHRJc\n", - "dNFFJp3QTD4ggEBGBQjAGeUkMQS8E5g0aZLZuN4GpT1NafDVFrL6mjx5shx11FGinVx89dVXEuxb\n", - "WH7zm9+YDi/Gjh0rwX6GRR/C8ZOf/ERGjhwpn376qekIQ2+nYkAAgewI+KYnrOzwkSoC9gg4t4zp\n", - "0WtBs8jPSQAAAZxJREFUQUFExvTWMb0fWQftTWnVqlWh++C1Rzi9p1SDs3ZYc/7555vlRo8ebQLy\n", - "fffdZ8b5gwACmRUgAGfWk9QQsFKgadOmoXxpRyCtW7cOjWuPcHr9WDtv0NPV2hFG+LB+/Xo54ogj\n", - "wifxGQEEMiBAAM4AIkkgYLuAdkKfaOjUqZN06dJF9LnZzqANuZo0aeKM8o4AAhkU4BpwBjFJCgEv\n", - "BTTI6lNgtK9zN0OPHj1Mf9/6yDYdnnrqKdEGW9pzEAMCCGRegCPgzJuSIgKeCZx11lnSrFkz8+CR\n", - "VDOh14nHjRsnXbt2NaecdVz7ZE7m6DnVbbE8AgiIcB8wewECeSagj6Yr359yKkXU68Hbt2+v8Mze\n", - "VNJgWQQQSCxAAE5sxBIIIIAAAghkXIBrwBknJUEEEEAAAQQSCxCAExuxBAIIIIAAAhkXIABnnJQE\n", - "EUAAAQQQSCxAAE5sxBIIIIAAAghkXIAAnHFSEkQAAQQQQCCxAAE4sRFLIIAAAgggkHEBAnDGSUkQ\n", - "AQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII=\n" - ] + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeAAAAHgCAYAAAB91L6VAAAD8GlDQ1BJQ0MgUHJvZmlsZQAAOI2N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\nAQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" @@ -3318,199 +1345,7 @@ }, { "data": { - "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFRCAYAAABZiogEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", - "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu8XFV99/HPDxLuVGLRBBCJlcqlVUMV8NEq8VIuSqGP\n", - "WgXFS6uVR4uxItViHwW13mtrUbzQIkFr4VFRDIgFWwnesRSCXC0oICAElKBBlOvv+WP2kMnMmpyT\n", - "c/Y5e5+Zz/v1mldmz95nZs03O4fFWr+9dmQmkiRJqscmTTdAkiRplNi5kiRJqpGdK0mSpBrZuZIk\n", - "SaqRnStJkqQa2bmSJEmqkZ0raQxFxPKIeFfT7ZisiFgcEQ9GRGt/Z0XE0yPi6qbbIal5rf1FJWm4\n", - "iLg+IlZHxFY9r706Is6f5Ftk9Zh1EbEyIu6IiM2a+Px+VZZ3R8TanscJk/i5ByPid7rbmfnNzNx9\n", - "hto4pzrD0rizcyXNXZsAb5jGz0ddDZn0B0YsBvYBbgMOme3PHyKBgzNz257Hskn+7KxnKKn97FxJ\n", - "c1MCfw8cExEPKx0QEbtHxNci4ucRcXVE/OmQ47aPiLMjYk117DciIqp9e1QjTWsi4vKI+OOen1se\n", - "ESdWP/vLiPhe70jOEC8H/gP4DPCKvnY8LyIuiYhfRMRPIuK4YW8SEQ+LiJMj4qcRcVNEvKs7ZRgR\n", - "r4yIb0XEB6sRsh9HxIETtGvY5+waERdExJ0RcXtEnFa9/o3qkEurka4/jYilEXFjz89eHxHHRMQP\n", - "qmNOjoiFEfHV6jt+LSK26zn+8xFxS/VZF0TEntXrrwFeAry5ep8vV6/vGBFnRMRt1Xd8/VS+o6T6\n", - "2bmS5q6LgJXAMf07ImJr4GvAvwKPAA4DPhYRe/Qc1p0WfBNwI7A98Ejg2MzMiJgPnAX8e/Uerwc+\n", - "GxGP63mPFwPHAwuAa4F3T9DmlwP/D/gccEBEPLJn313AEZn5MOB5wGsj4tAh77McuBd4LLAXsD/w\n", - "6p79+wBXA78NfAA4eYJ2DRuBehfw75m5HbAT8BGAzHxGtf8J1UjX5ws/m8DzgWcDuwEHA18F/oZO\n", - "zpsAvSNkXwF2pZP1xcBnq886qXr+/uqzDq06kmcBlwA7Vp/xVxGx/wTfU9IssHMlzV0JvB14fURs\n", - "37fvYOC6zDw1Mx/MzFXAF4HS6NW9wA7A4sx8IDO/Xb3+FGDrzHxfZt6fmecDZwOH9/zsFzPzosx8\n", - "gE4HYMmwxkbEH9LpoKzIzGuAK+mMyHS+TOYFmXlF9fwy4HRgv8L7LAQOAt6Ymb/OzNuBD9PpQHbd\n", - "kJknZ+fmqZ8GdujryK33lsCZ1ehc9/GqnmwWR8ROmXlvZn5n2Pcb4iOZeXtm/hT4JvDdzLw0M+8B\n", - "vkSnY9j9/ssz81eZeR/wDuCJEbFtXzu79ga2z8y/q/5urgP+pS8DSQ2xcyXNYVVn5Gw6oyG9Beq7\n", - "APv2dhjodGQW9hzT/Y/1B+mMOp0XET+KiLdUr+9IZ0Sr1w3V61Sft7pn36+BbQAi4q09xeEfq/a/\n", - "AjgvM9dW25+nZ2owIvaNiPOraa47gSPpjDz12wWYD9zS890+QWfEp+vWnozurp5uU3iv7vc4NDMX\n", - "9Dy6I11vppPT96tp0T8b8h7D9OfTu/0b1uW1aUS8LyKujYhfANdVx/R3mrt2AXbs+/s9ls6ImKSG\n", - "zWu6AZKm7Tg600gf6nntJ8AFmTnhNFFm3kVnavGYiPg94OsR8V/AzcDOERHVCBB0/qM+4XIDmfke\n", - "4D3d7YjYEngRsElE3FK9vDmwXUQ8vhqp+jfgBOCAzLw3Iv6RcufiRuAe4Lcz88GJ2jIdmbkaeE31\n", - "HZ4G/EdEXJCZP57iWw6bfnwJnQL/Z2fmDVUt1h09x/df2fkTOiOTj0NS6zhyJc1xmfkjOnVMvVcO\n", - "fgV4XEQcERHzq8feEdFdKuCh/8hHxMFV4XYAvwQeqB4XAnfTKaSeHxFL6Uw3nt7/HpPwJ8D9wB7A\n", - "E6vHHnSmyrqjV9sAa6qO1T50OhwDy0Vk5i3AecA/RMS2EbFJRDw2Ip7Rf+xGKH6XqlD9UdXmnVV7\n", - "uh261XRqvuqwDZ0O4x1Vvdx7+vavBnovFvg+sDYi3hwRW1YjX78fEU+uqT2SpsHOlTQa3glsRdUZ\n", - "qabe9qdTg3MzcAvwXqC7tlTvOle70il+Xwt8Bzixqn+6D/hjOvVNtwMfBV6Wmf9TeA96Xit5OfCp\n", - "zLwpM2+rHqur93xJVaD9OuCdEfFL4G10OozD3vvl1Xe5ks4Iz+eBRVNoV9dZsf46V2dUrz8Z+F5E\n", - "rAW+DCzLzOurfccDp1bTci8c8rn9su95d/vTdKZcbwYuB77bd+zJwJ7VZ32xGrE7mE6N24/p/P2c\n", - "BPzWBJ8vaRbEutH+ws6Inen8o38knX/oJ2XmCX3HLKXzS6c7TH5GZv7djLRWkiSp5SaqubqPzhU5\n", - "qyJiG+C/I+JrmXlV33EXZGZbFgSUJElqzAanBTPz1uoS7m7R61Wsu1Kol6sUS5IksRE1V9G5bcVe\n", - "dIpceyXw1Ii4NCLO6a4qLEmSNI4mtRRDNSX4BeAN1QhWr4uBnTPz7og4CDgT8PJgSZI0ljZY0A5Q\n", - "3QLjbOCrmfnhCd8w4jrgSZl5R9/rE11FI0mS1BqZOaWypw2OXFXr3pwMXDmsY1XdiuK26l5k+9Dp\n", - "sN1ROnaqjRxlEXF8Zh7fdDvaxEzKzKXMXMrMZZCZlJlL2XQGhSaaFnwacATwg4i4pHrtrcCjATLz\n", - "k8AL6dxg9X46Cw56b6uNs7jpBrTQ4qYb0FKLm25ASy1uugEttbjpBrTQ4qYb0FKLm27AqNlg5yoz\n", - "v8XEVxSeCJxYZ6MkSZLmKldob97yphvQQsubbkBLLW+6AS21vOkGtNTyphvQQsubbkBLLW+6AaNm\n", - "woL22j6oc+9Xa64kSVLrTaffMqmlGDRzImJpZq5suh1tYiZl5lJmLmXmMmi6mXjV++iqe/DHzpUk\n", - "SZM0ijMw494Rn4lOs9OCkiRNgv8dG03D/l6n8/dtQbskSVKN7Fw1LCKWNt2GtjGTMnMpM5cycxlk\n", - "JmXmUj87V5IkSTWy5kqSpEnwv2NTExFPB/45M3dvui0l1lxJkqT1RMT1EbE6Irbqee3VEXF+z3ZE\n", - "xI8j4opZaM+DEfE73e3M/OZMdawiYnlEvGsm3ns67Fw1zLnuQWZSZi5l5lJmLoNGPJNNgDdsYP8z\n", - "gM2BR0TEk3t3zFAuYz3C5zpXkgCI4ABgQdPt2Hjv2DOCRU23on3MZdD0M4ngsLpaU59ttoI//Bp8\n", - "/a0RV98Ku/8aDt8bLnjkuvb+/pGwxQ/g3s1g/t9F9N7yZlguV28JL3o5XPtEiIQnr4SvfQE2Szhj\n", - "Ibz+SPjZLrDJA7D4Mrj6I7DjcZ2fnXdFxPyEV38CdlgL738d/Oqoqr0fgf3Ohe8+HdY+Evb4Hnzy\n", - "dDjstXDL42DhtXDuh2HPuzvHP+6v4Kbd4P7NYPsb4P0nw8tuhsOeBZscAWTE/GNg5yvgx38PKxfA\n", - "X7wSbtwd5v8GnnMOfOncDSVY99+rNVeSgId+udzadDuk9orzIZ+5gQPO38C+jbGhzyjY6jR45Qdh\n", - "xaHwyBvg4k/Bgc+Di54DP3sjXLs57H4GvPFv4Jebwylvg1teAL/9wIbfd6d3wdZ3wLknwo+2hD99\n", - "L+x9Dpx3Njz6bbDjj+B7/war58GHdoMPVFOO8XX41Evhz27pbC9bAie9FX7zonXt3eLn8Lm/hbvm\n", - "wYv/Gbb4GfzN++EVP4Envg8WXwr/9enO8QcfCB9aCdvfB8/4P3DTEvjFX3T2/c5bYLvb4OJTOtu/\n", - "CVj4CdjtW3Dev8GXHwGv/RAc8Y9w0kXl7zns7zXO9/Y3kiQ1ayM7RXWKhKNPgbd8FM4/Y/19b3oG\n", - "zLsbPng53LUJnAIs+1/w2W8Nf7+vLoBb94XrDoZH3wuPuRee+QX45sHA2bDpffDzRfDF7eH5P1vX\n", - "sZqspV+E5/yi8/wRl3U6ccf+qLP9+G/BD/9g3bFn//u656ecCvu+AC7bEh7/6+6XX7f/nbvDvQ+D\n", - "73+ms/2KW+HjX4H/fBYwpHNVP2uuGjbiNQBTYiZl5jLMsiVNt6CdzGXQqGdy9PWw03fh9S/pdLa6\n", - "vnsAPOYbnefbPAiP/hasPGDd/lIu314ID24Kjz0D5p/Veaw4Gn6zXWf/xz4JBLzk47DtKfC8Azeu\n", - "rTusWfd83j3wWz3bm90L923ZeX7XJvDE18DWn4V5Z8PTTuu8fvHDyu97zUK4Z/t1bZ5/Flz0Urh7\n", - "VkseHLmSJGlkvO0UOPIk2PJzne0vbg+37wVrdofNq5G1BzaHBzeDb/wWPOOX5ffZ5zbY5D5Yewhs\n", - "UagfOmgNXPOhzvO//n34hw/BKZeumwrcWMOm317ybPjRU+Gko+Glq+H728C+K+DB6vj++wLuehts\n", - "eQv86mVTa0c9HLlq2DjfLHMYMykzl2FOWNV0C9rJXAaNQyav+ik85ny49AWd7Q/sD9v8BL5yBJz1\n", - "qurxMtjidjj+2Z1jSrkccgcsugj+4C87U3C/CTh5R/irJ3T2v2g/+MIjOs93uAtImFd1dDZbA9/b\n", - "sZ7vc/eWnSnIJ/wSfrgFvOzV6+/fZg38fId128dd1ZkCfephcN1mnZGvv38MHLdbPe2ZHDtXkiSN\n", - "lPd+Gh7YojOqc/kBsPeXYf871z0OWgN7rYCL99/w+3zlPfDAPNj7VNj2LDj6eLj54Z19V+8GR3wM\n", - "5p0Db3s3/NFH4GXVBTH7LYdTj+1Myb14v047+keY+vXujwSq7RPPg21Ww15fgL1Ogd2uWLcP4Khz\n", - "4M7Fnc/a6Z2dUbbPHAs37wq7nwYLzoT3vAl+thWzyKsFGxYRSx2RWJ+ZlM10LnP3asFlS8ZjRGJj\n", - "mcug6WYy4dWCc9S4nyv1Xy3oyJUkSVKNHLmSBMzlkStptoziyNW8r7LeNFvXG9/cWbphHLjOlSRJ\n", - "qs39BzXdglHktGDDXLtokJmUmcswo7520VSZyyAzKTOXutm5kiRJqpE1V5IAa66kiUVd9w5U61hz\n", - "JUlSA0atmF0zxWnBhllHM8hMysxlGOtFysxlkJmUmUvd7FxJkiTVyJorSYA1V5K0PldolyRJagU7\n", - "Vw2zjmaQmZSZyzDWi5SZyyAzKTOXutm5kiRJqpE1V5IAa64kaX3WXEmSJLWCnauGWUczyEzKzGUY\n", - "60XKzGWQmZSZS93sXEmSJNXImitJgDVXkrQ+a64kSZJawc5Vw6yjGWQmZeYyjPUiZeYyyEzKzKVu\n", - "dq4kSZJqZM2VJMCaK0lanzVXkiRJrWDnqmHW0QwykzJzGcZ6kTJzGWQmZeZSNztXkiRJNbLmShJg\n", - "zZUkrc+aK0mSpFawc9Uw62gGmUmZuQxjvUiZuQwykzJzqdsGO1cRsXNEnB8RV0TE5RGxbMhxJ0TE\n", - "NRFxaUTsNTNNlSRJar8N1lxFxCJgUWauiohtgP8G/iQzr+o55rnAUZn53IjYF/inzHxK4b2suZJa\n", - "zJorSeo1QzVXmXlrZq6qnt8FXAXs2HfYIcCp1TEXAttFxMKpNEaSJGmum3TNVUQsBvYCLuzbtRNw\n", - "Y8/2TcCjptuwcWEdzSAzKTOXYawXKTOXQWZSZi51m1TnqpoS/ALwhmoEa+CQvu3ZWd9BkiSpZeZN\n", - "dEBEzAfOAP41M88sHHIzsHPP9qOq10rvtRy4vtq8E1iVmSurfUsB3HY7M1e2qT1t2u6amfd/x57w\n", - "9qrmqvt/siesav/2Cava1Z42bXe1pT1ut3O7+1pb2tPkv5fvLIE7FjFNExW0B516qp9n5huHHNNb\n", - "0P4U4MMWtEtzjwXtktRr5hYRfRpwBPDMiLikehwUEUdGxJEAmXkO8OOIuBb4JPC6qTRkXFlHM8hM\n", - "ysxlGOtFysxlkJmUmUvdNjgtmJnfYhJ1WZl5VG0tkiRJmsO8t6AkwGlBSVqf9xaUJElqBTtXDbOO\n", - "ZpCZlJnLMNaLlJnLIDMpM5e62bmSJEmqkTVXkgBrriRpfdZcSZIktYKdq4ZZRzPITMrMZRjrRcrM\n", - "ZZCZlJlL3excSZIk1ciaK0mANVeStD5rriRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJ\n", - "kmpkzZUkwJorSVrf1Guu5tXdFEnNiuAAYMEUfnTzutsiSePIacGGWUczyEzKNiKXBXRGoDb2cUO9\n", - "LZ4t1ouUmcsgMykzl7rZuZIkSaqRNVfSiLF2SpLq4DpXkiRJrWDnqmHWFw0ykzJzGcZ6kTJzGWQm\n", - "ZeZSNztXkiRJNbLmShox1lxJUh2suZIkSWoFO1cNs45mkJmUmcsw1ouUmcsgMykzl7rZuZIkSaqR\n", - "NVfSiLHmSpLqYM2VJElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVAdr\n", - "riRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJkmpkzZU0Yqy5kqQ6WHMlSZLUCnauGmYd\n", - "zSAzKTOXYawXKTOXQWZSZi51s3MlSZJUI2uupBFjzZUk1cGaK0mSpFawc9Uw62gGmUmZuQxjvUiZ\n", - "uQwykzJzqZudK0mSpBpZcyWNGGuuJKkO1lxJkiS1gp2rhllHM8hMysxlGOtFysxlkJmUmUvd7FxJ\n", - "kiTVyJoracRYcyVJdbDmSpIkqRXsXDXMOppBZlJmLsNYL1JmLoPMpMxc6jZh5yoiPhURqyPisiH7\n", - "l0bELyLikurxf+tvpiRJ0twwYc1VRDwduAv4dGY+vrB/KXB0Zh4ywftYcyXNAmuuJKkOM1hzlZnf\n", - "BNZM1IKpfLgkSdKoqaPmKoGnRsSlEXFOROxZw3uODetoBplJmbkMY71ImbkMMpMyc6nbvBre42Jg\n", - "58y8OyIOAs4EHlc6MCKWA9dXm3cCqzJzZbVvKcC4bfdk04r2uN3q7SXApI5f98vyhFVuj+v2ql2B\n", - "FrWnDdtdbWlPW7ZX7QrLWtSeJs+P7yyBOxYxTZNa5yoiFgNnlWquCsdeBzwpM+/oe92aK2kWWHMl\n", - "SXVocJ2riFgYEVE934dOh+2OCX5MkiRpJE1mKYbTgO8Au0XEjRHx5xFxZEQcWR3yQuCyiFgFfBg4\n", - "bOaaO3qsoxlkJmXmMoz1ImXmMshMysylbhPWXGXm4RPsPxE4sbYWSZIkzWHeW1AaMdZcSVIdvLeg\n", - "JElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVIep11zVsUK7NCsiOABY\n", - "0HQ75oDNm26AJI0zO1cNi4il625ZIthgJgsY6xGZZUvW3a5B65hLmbkMMpMyc6mbnStJXSuAbZtu\n", - "xMZ7ftMNaClzGWQmZeZSN2uuNGdYSzTjzgee2XQjJKkdXOdKkiSpFexcNcy1iwaZyTCuRVNmLmXm\n", - "MshMysylbnauJEmSamTNleYMa65mnDVXkvQQa64kSZJawc5Vw6wvGmQmw1gXUWYuZeYyyEzKzKVu\n", - "dq4kSZJqZM2V5gxrrmacNVeS9BBrriRJklrBzlXDrC8aZCbDWBdRZi5l5jLITMrMpW7eW1At9Ka9\n", - "I1hU2LH5rDdFkqSNZM2VWsfaqsZYcyVJD7HmSpIkqRXsXDXM+qKSd+7ZdAvaybqIMnMpM5dBZlJm\n", - "LnWzcyVJklQja67UOtZcNcaaK0l6iDVXkiRJrWDnqmHWXJVYc1VmXUSZuZSZyyAzKTOXutm5kiRJ\n", - "qpE1V2oda64aY82VJD3EmitJkqRWsHPVMGuuSqy5KrMuosxcysxlkJmUmUvdvLegGhXBAcCC9V+d\n", - "P7+RxkiSVANrrtQo66taxZorSXqINVeSJEmtYOeqYdZclTj/X2YuZeZSZi6DzKTMXOpmzZU0elYA\n", - "207h59bW3RBJGkfWXKlR1lzNCGunJGnarLmSJElqBTtXDbPmqsT5/zJzKTOXMnMZZCZl5lI3O1eS\n", - "JEk1suZKjbLmakZYcyVJ0zb1miuvFtSsKqzIvnlTbZEkaSY4LdiwMay5WkBnpKr7uGHwEOf/y8yl\n", - "zFzKzGWQmZSZS93sXEmSJNXImivNKmusZoU1V5I0ba5zJUmS1Ap2rho2hjVXk+D8f5m5lJlLmbkM\n", - "MpMyc6nbhJ2riPhURKyOiMs2cMwJEXFNRFwaEXvV20RJkqS5Y8Kaq4h4OnAX8OnMfHxh/3OBozLz\n", - "uRGxL/BPmfmUwnHWXMmaq9lhzZUkTdsM1lxl5jeBNRs45BDg1OrYC4HtImLhVBojSZI019VRc7UT\n", - "cGPP9k3Ao2p437EwDjVXERwQwWHVqNUkFg11/r/MXMrMpcxcBplJmbnUra4V2vuHzYpzjRGxHLi+\n", - "2rwTWJWZK6t9SwHGbbsnm1a0Z4a2F8CyRZ1vesKqzp/df8xuT3571a5Ai9rjdru3PV8Gt7va0p62\n", - "bK/aFZa1qD1Nnh/fWQJ3LGKaJrXOVUQsBs4aUnP1CWBlZp5ebV8N7JeZq/uOs+ZqTFlnNeusuZKk\n", - "aWt2nasVwMsBIuIpwJ39HStJkqRxMZmlGE4DvgPsFhE3RsSfR8SREXEkQGaeA/w4Iq4FPgm8bkZb\n", - "PGLGoeZq4zn/X2YuZeZSZi6DzKTMXOo2Yc1VZh4+iWOOqqc5kiRJc5v3FtSMs+Zq1llzJUnTNvWa\n", - "q7quFpRmwwpg26YbMQesbboBkjTO7Fw1LCKWdpcvUNeyJesukV3Ptoz1iMzQXMacuZSZyyAzKTOX\n", - "utm50oAIDgAW1PiWk1g4VJKk0WDNlQa0uEbKWiJJ0ixpdp0rSZIkVexcNcx1rkpcc6XMXMrMpcxc\n", - "BplJmbnUzc6VJElSjay50gBrriRJcp0rTdGQKwO9uk+SpClyWrBhLai5WkBnlKr3cUOjLXL+fwhz\n", - "KTOXMnMZZCZl5lI3R67UQoe+G9iqsMOVxyVJrWfN1ZhraX2VtVWSpIa5zpUkSVIr2LlqWFM1VxEc\n", - "UI1atbB4fWXTDWgp6yLKzKXMXAaZSZm51M2aq/HVLWSXunYB7mm6ERtv+4cDi5puRfuYyyAzKTOX\n", - "ullzNaZaWmvVZc1VMxZlcnrTjZCkNphOv8VpQUmSpBrZuWrYbNZcdeus2ltr1bWy6Qa0lHURJS1Y\n", - "K66VzGWQmZSZS/2suRovbayzWgFsu/5LD9zdSEskSaqBNVdjpKV1VtZXtYc1V5JUseZKkiSpJexc\n", - "Ncy57hJri8rMpcR/Q2XmMshMysylftZcjbAIDqBTZ9XV4iJ2SZJGgzVXI6ylNVb9rLlqD2uuJKli\n", - "zZUkSVJL2Llq2BjOda+gM1rVfawdPMTaojJzKRnDf0OTYi6DzKTMXOpnzZVm27Y4DShJGmHWXI2g\n", - "nkL2zYEbGm5OP2usZt5Ub8C8JpNz626MJM1F0+m3OHI1mtq4Ertmzz0WpktSc6y5aphz3SXWFpWZ\n", - "S4n/hsrMZZCZlJlL/excSZIk1ciaqxYoLPY5XW2rteq9OfNa4JAG2zIOXK9KkqbJmqu5b9RrpLxC\n", - "UJI0NpwWbJhz3SXWFpWZS4n/hsrMZZCZlJlL/excSZIk1ciaqxpNo3aqbTVSdXNtq9llzZUkTZM1\n", - "V+0x6rVTTZvq4pjjZk3TDZCkcWbnqnHLlsAJq5puRZ/eq/vqULh/4IYMzWSsF8eMiKWZubLpdrSN\n", - "uZSZyyAzKTOX+tm5UolX90mSNEXWXA0xxfqpUamdamuNlLVEkqRZYc3VzLB+SpIkbTSXYmhc42sX\n", - "raAzUtX72Mgaqbo1nkkruRZNmbmUmcsgMykzl/o5cqUW1lftsBBYVNjhVXCSpNaz5qpPT63VqNRP\n", - "TaSN9VXWVkmSGmXNVb2stZIkSVM2Yc1VRBwYEVdHxDUR8ZbC/qUR8YuIuKR6/N+Zaeqoaqy+qFtr\n", - "1XB9Vck792y6BW1kXUSZuZSZyyAzKTOX+m1w5CoiNgU+CjwHuBn4r4hYkZlX9R16QWYeMkNt1Mxo\n", - "Ya2VJElz30TTgvsA12bm9QARcTpwKNDfuWp9LVV7tW519tlWuKXN27/dSEtazhWUy8ylzFwGmUmZ\n", - "udRvos7VTsCNPds3Afv2HZPAUyPiUjqjW8dk5pX1NVE16r2tTVumA8f6ljaSpNEzUc3VZC4lvBjY\n", - "OTOfCHwEOHParRors1pz1Z0KfCbQ2mlc5//LzKXMXMrMZZCZlJlL/SYauboZ2Llne2c6o1cPycy1\n", - "Pc+/GhEfi4iHZ+Yd/W8WEcuB66vNO4FV3eHI7l9u09vr+pPdTk932m6mtrtm4/OeDyyd5e834fat\n", - "0J6//5ZvLwHa1B63273t+TLw+72jLe1pyzawJCJa056Gz4+lwGKmaYPrXEXEPOCHwLOBnwLfBw7v\n", - "LWiPiIXAbZmZEbEP8LnMHGhYtHidq777CI7y+lauaSVJ0iRMp9+ywZGrzLw/Io4CzgU2BU7OzKsi\n", - "4shq/yeBFwKvjYj7gbuBw6bSkIaN6tpWvTVW0I46q/4CdlddlySNFFdoByI4jMY6V8uWzOAVg3Ny\n", - "pCoilvYMV6tiLmXmUmYug8ykzFzKptNv8cbNkiRJNRrrkasxuI/gnBy5kiSpaTNWczUGRr3Wqg01\n", - "VrB+nZU1VpKkkea0YONmZJ2r7npWbVnL6p5MTq8e5050cP9l0+owlzJzKTOXQWZSZi71G9vOVTUl\n", - "uHnT7ZAkSaNlbGuumr1CcED/kgnTtZb2jFqBdVaSpDnGmqu5rzuN1xaFmylPi3VWkqSxYeeqccuW\n", - "wAlNN6JfozdTds2VMnMpM5cycxlkJmXmUr+x6lwVbnNTtylM7z0f2nNVnyRJmqaxqrmahTqrNq4r\n", - "NZHSFOCayVzVJ0nSqLLmStPR6BSgJEmjZs53rvqm+iayMVOBU7mCbwrTezN6b8E5yfn/MnMpM5cy\n", - "cxlkJmXmUr8537li5lZZb9sVfHXrTgd6JZ8kSTWa8zVXM1hHNRfrpzaGa09JkjSENVf1att9+SRJ\n", - "0hwytre/2YBZvi/fjNxbcJhdgEXVo7XTgd7nqsxcysylzFwGmUmZudTPkavx4pWBkiTNMGuuBo1S\n", - "rVX/GlauXyVJ0iSMVc1VYemFmVhpfVQ4UiVJ0iybizVX3aUXuo8bmm3OdM1qzdWc4Px/mbmUmUuZ\n", - "uQwykzKEklmtAAAJ8UlEQVRzqd+cG7maIb0Lho7CVYKuYSVJUkPmXM3VDK1rNUp1VuAaVpIkTctY\n", - "1VyNqNLNk6fDEStJkhoy7p2rFiwYumwJnHCrI03reJ+rMnMpM5cycxlkJmXmUr9x71yN+v0DJUnS\n", - "LGt9zdWQpRfqukKw7lqrqU7vuf6UJEktMuo1V92lF+q2gvqnA11XSpKkMTcX17mqy7Zs+P6Bvffh\n", - "m+xjowvJXV9kkJmUmUuZuZSZyyAzKTOX+jU6clWY8iupcwX2jVnPylEoSZK00RqtuZqhNas2ZDI1\n", - "Vg8twGkdlCRJ42nUa65mmyNWkiRpyhrrXFVTgnVM+fVO9U2kdbe2cX2RQWZSZi5l5lJmLoPMpMxc\n", - "6tfkyNUC6llSwbWqJElSazRWc1VjvVUda1X1rk9lrZUkSWPOmqvps85KkiTVYpzXuYJ1a1k1dqNj\n", - "1xcZZCZl5lJmLmXmMshMysylfnNx5Kq/gH06ReqOWEmSpFrNas0V5IGsWzR0qvcIrOt+gLsAt1pf\n", - "JUmS+s2lmquZuk/gVNxjx0qSJNVt3Gqueu8X2FidVS/nugeZSZm5lJlLmbkMMpMyc6nfXKy5mg5r\n", - "rCRJ0oya7Zqrw9n4acFSAfshPdu9a1RNxDWsJEnShOZSzdVUTLQCu6NRkiSpNZruXE3mvoCtux9g\n", - "nbyn0yAzKTOXMnMpM5dBZlJmLvVrunM1lfsC9k8DtqIwXZIkCZqtuVpR/XnIkB8ZZpHTgJIkaSbN\n", - "1ZqrqYxaSZIktdqE61xFxIERcXVEXBMRbxlyzAnV/ksjYq+a29i7NlVr1qeqi+uLDDKTMnMpM5cy\n", - "cxlkJmXmUr8Ndq4iYlPgo8CBwJ7A4RGxR98xzwV2zczfBV4DfHwjPr+/41R63JrJ6T2PUVtKYUnT\n", - "DWghMykzlzJzKTOXQWZSZi41m2hacB/g2sy8HiAiTgcOBa7qOeYQ4FSAzLwwIraLiIWZuXoSn+8y\n", - "CrBd0w1oITMpM5cycykzl0FmUmYuNZuoc7UTcGPP9k3AvpM45lFAqXP1L8DW1fNfMWJTfJIkSRN1\n", - "riZ7KWF/Nf2wn9saOLx67mrpHYubbkALLW66AS21uOkGtNTiphvQUoubbkALLW66AS21uOkGjJoN\n", - "LsUQEU8Bjs/MA6vtY4EHM/P9Pcd8AliZmadX21cD+/VPC3aWYpAkSZobZmophouA342IxcBPgRez\n", - "buSpawVwFHB61Rm7s1RvNdUGSpIkzSUb7Fxl5v0RcRRwLrApcHJmXhURR1b7P5mZ50TEcyPiWjp1\n", - "VH82462WJElqqVlboV2SJGkcTLiI6HRNZhHScRER10fEDyLikoj4fvXawyPiaxHxPxFxXkSM/CWx\n", - "EfGpiFgdEZf1vDY0h4g4tjp/ro6I/Ztp9cwaksnxEXFTdb5cEhEH9ewb+UwAImLniDg/Iq6IiMsj\n", - "Yln1+rifL8NyGetzJiK2iIgLI2JVRFwZEe+tXh/b82UDmYz1udIVEZtW3/+saruecyUzZ+xBZyrx\n", - "WjpXIswHVgF7zORntvkBXAc8vO+1DwBvrp6/BXhf0+2chRyeDuwFXDZRDnQWr11VnT+Lq/Npk6a/\n", - "wyxlchxwdOHYscik+q6LgCXV822AHwJ7eL4MzcVzBraq/pwHfA/4Q8+XYiZjf65U3/do4LPAimq7\n", - "lnNlpkeuHlqENDPvA7qLkI6z/sL+hxZhrf78k9ltzuzLzG8yuMbZsBwOBU7LzPuys5jttXTOq5Ey\n", - "JBMYPF9gTDIByMxbM3NV9fwuOgsY74Tny7BcwHPm7urpZnT+B38Nni+lTGDMz5WIeBTwXDprcHaz\n", - "qOVcmenOVWmB0Z2GHDsOEviPiLgoIv6ieq13NfvVwMJmmta4YTnsSOe86Rq3c+j10bln58k9w9Nj\n", - "mUl11fJewIV4vjykJ5fvVS+N9TkTEZtExCo658X5mXkFY36+DMkExvxcAf4R+GvgwZ7XajlXZrpz\n", - "ZbX8+p6WmXsBBwF/GRFP792ZnbHHsc9sEjmMS0YfBx5D575ftwAf2sCxI51JRGwDnAG8ITPX9u4b\n", - "5/OlyuULdHK5C88ZMvPBzFxC504hz4iIZ/btH7vzpZDJUsb8XImIg4HbMvMSyiN40zpXZrpzdTOw\n", - "c8/2zqzf8xsrmXlL9eftwJfoDCmujohFABGxA3Bbcy1s1LAc+s+hR1WvjbzMvC0rdIatu0PQY5VJ\n", - "RMyn07H6TGaeWb089udLTy7/2s3Fc2adzPwF8BXgSXi+AOtl8mTPFZ4KHBIR1wGnAc+KiM9Q07ky\n", - "052rhxYhjYjN6CxCumKGP7OVImKriNi2er41sD9wGZ08XlEd9grgzPI7jLxhOawADouIzSLiMcDv\n", - "At9voH2zrvqH3fW/6ZwvMEaZREQAJwNXZuaHe3aN9fkyLJdxP2ciYvvu9FZEbAn8EXAJY3y+DMuk\n", - "24GojN25kplvzcydM/MxwGHA1zPzZdR0rky0Qvu05JBFSGfyM1tsIfClzu9E5gGfzczzIuIi4HMR\n", - "8SrgeuBFzTVxdkTEacB+wPYRcSPwduB9FHLIzCsj4nPAlcD9wOuq/9MaKYVMjgOWRsQSOkPP1wHd\n", - "xXvHIpPK04AjgB9ExCXVa8cy5ucL5VzeChw+5ufMDsCpEbEJncGDz2Tmf1YZjev5MiyTT4/5udKv\n", - "+x1r+d3iIqKSJEk1mvFFRCVJksaJnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZI0\n", - "qyLiYRHx2ur5DhHx+Zre9/iIeFP1/B0R8ew63leSNpbrXEmaVdWNhs/KzMfX/L7HAXdl5obukSZJ\n", - "M86RK0mz7X3AYyPikoj4XERcBhARr4yIMyPivIi4LiKOiohjIuLiiPhuRCyojntsRHw1Ii6KiG9E\n", - "xG79HxARyyPiBdXz66tRrf+OiB90j4+IrSPiUxFxYfUZh8xiBpJGmJ0rSbPtLcCPMnMv4K/79v0e\n", - "nfuc7Q28G/hlZv4B8F3g5dUxJwGvz8wnVz//scJn9N7NPoHbM/NJwMeBY6rX/xb4z8zcF3gW8MGI\n", - "2KqG7ydpzM3ovQUlqSCGPAc4PzN/BfwqIu4Ezqpevwx4QnXT86cCn6/u0wmw2SQ+84vVnxcDz6+e\n", - "7w/8cUR0O1ub07nr/Q8n+0UkqcTOlaQ2uafn+YM92w/S+X21CbCmGvUqGVZE2n2fB1j/997zM/Oa\n", - "KbZVkoqcFpQ029YC227kzwRAZq4FrouIFwJExxP6j5ukc4FlD/1gxLAOmyRtFDtXkmZVZv4c+HZV\n", - "yP4B1q+N6h156n/e3X4p8KqIWAVcDhwy5GeKH99zzLuA+VWR++XAOzb2u0hSiUsxSJIk1ciRK0mS\n", - "pBrZuZIkSaqRnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZIkSarR/wc9L0tsJjZ9\n", - "/wAAAABJRU5ErkJggg==\n" - ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlcAAAFRCAYAAABZiogEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu8XFV99/HPDxLuVGLRBBCJlcqlVUMV8NEq8VIuSqGP\nWgXFS6uVR4uxItViHwW13mtrUbzQIkFr4VFRDIgFWwnesRSCXC0oICAElKBBlOvv+WP2kMnMmpyT\nc/Y5e5+Zz/v1mldmz95nZs03O4fFWr+9dmQmkiRJqscmTTdAkiRplNi5kiRJqpGdK0mSpBrZuZIk\nSaqRnStJkqQa2bmSJEmqkZ0raQxFxPKIeFfT7ZisiFgcEQ9GRGt/Z0XE0yPi6qbbIal5rf1FJWm4\niLg+IlZHxFY9r706Is6f5Ftk9Zh1EbEyIu6IiM2a+Px+VZZ3R8TanscJk/i5ByPid7rbmfnNzNx9\nhto4pzrD0rizcyXNXZsAb5jGz0ddDZn0B0YsBvYBbgMOme3PHyKBgzNz257Hskn+7KxnKKn97FxJ\nc1MCfw8cExEPKx0QEbtHxNci4ucRcXVE/OmQ47aPiLMjYk117DciIqp9e1QjTWsi4vKI+OOen1se\nESdWP/vLiPhe70jOEC8H/gP4DPCKvnY8LyIuiYhfRMRPIuK4YW8SEQ+LiJMj4qcRcVNEvKs7ZRgR\nr4yIb0XEB6sRsh9HxIETtGvY5+waERdExJ0RcXtEnFa9/o3qkEurka4/jYilEXFjz89eHxHHRMQP\nqmNOjoiFEfHV6jt+LSK26zn+8xFxS/VZF0TEntXrrwFeAry5ep8vV6/vGBFnRMRt1Xd8/VS+o6T6\n2bmS5q6LgJXAMf07ImJr4GvAvwKPAA4DPhYRe/Qc1p0WfBNwI7A98Ejg2MzMiJgPnAX8e/Uerwc+\nGxGP63mPFwPHAwuAa4F3T9DmlwP/D/gccEBEPLJn313AEZn5MOB5wGsj4tAh77McuBd4LLAXsD/w\n6p79+wBXA78NfAA4eYJ2DRuBehfw75m5HbAT8BGAzHxGtf8J1UjX5ws/m8DzgWcDuwEHA18F/oZO\nzpsAvSNkXwF2pZP1xcBnq886qXr+/uqzDq06kmcBlwA7Vp/xVxGx/wTfU9IssHMlzV0JvB14fURs\n37fvYOC6zDw1Mx/MzFXAF4HS6NW9wA7A4sx8IDO/Xb3+FGDrzHxfZt6fmecDZwOH9/zsFzPzosx8\ngE4HYMmwxkbEH9LpoKzIzGuAK+mMyHS+TOYFmXlF9fwy4HRgv8L7LAQOAt6Ymb/OzNuBD9PpQHbd\nkJknZ+fmqZ8GdujryK33lsCZ1ehc9/GqnmwWR8ROmXlvZn5n2Pcb4iOZeXtm/hT4JvDdzLw0M+8B\nvkSnY9j9/ssz81eZeR/wDuCJEbFtXzu79ga2z8y/q/5urgP+pS8DSQ2xcyXNYVVn5Gw6oyG9Beq7\nAPv2dhjodGQW9hzT/Y/1B+mMOp0XET+KiLdUr+9IZ0Sr1w3V61Sft7pn36+BbQAi4q09xeEfq/a/\nAjgvM9dW25+nZ2owIvaNiPOraa47gSPpjDz12wWYD9zS890+QWfEp+vWnozurp5uU3iv7vc4NDMX\n9Dy6I11vppPT96tp0T8b8h7D9OfTu/0b1uW1aUS8LyKujYhfANdVx/R3mrt2AXbs+/s9ls6ImKSG\nzWu6AZKm7Tg600gf6nntJ8AFmTnhNFFm3kVnavGYiPg94OsR8V/AzcDOERHVCBB0/qM+4XIDmfke\n4D3d7YjYEngRsElE3FK9vDmwXUQ8vhqp+jfgBOCAzLw3Iv6RcufiRuAe4Lcz88GJ2jIdmbkaeE31\nHZ4G/EdEXJCZP57iWw6bfnwJnQL/Z2fmDVUt1h09x/df2fkTOiOTj0NS6zhyJc1xmfkjOnVMvVcO\nfgV4XEQcERHzq8feEdFdKuCh/8hHxMFV4XYAvwQeqB4XAnfTKaSeHxFL6Uw3nt7/HpPwJ8D9wB7A\nE6vHHnSmyrqjV9sAa6qO1T50OhwDy0Vk5i3AecA/RMS2EbFJRDw2Ip7Rf+xGKH6XqlD9UdXmnVV7\nuh261XRqvuqwDZ0O4x1Vvdx7+vavBnovFvg+sDYi3hwRW1YjX78fEU+uqT2SpsHOlTQa3glsRdUZ\nqabe9qdTg3MzcAvwXqC7tlTvOle70il+Xwt8Bzixqn+6D/hjOvVNtwMfBV6Wmf9TeA96Xit5OfCp\nzLwpM2+rHqur93xJVaD9OuCdEfFL4G10OozD3vvl1Xe5ks4Iz+eBRVNoV9dZsf46V2dUrz8Z+F5E\nrAW+DCzLzOurfccDp1bTci8c8rn9su95d/vTdKZcbwYuB77bd+zJwJ7VZ32xGrE7mE6N24/p/P2c\nBPzWBJ8vaRbEutH+ws6Inen8o38knX/oJ2XmCX3HLKXzS6c7TH5GZv7djLRWkiSp5SaqubqPzhU5\nqyJiG+C/I+JrmXlV33EXZGZbFgSUJElqzAanBTPz1uoS7m7R61Wsu1Kol6sUS5IksRE1V9G5bcVe\ndIpceyXw1Ii4NCLO6a4qLEmSNI4mtRRDNSX4BeAN1QhWr4uBnTPz7og4CDgT8PJgSZI0ljZY0A5Q\n3QLjbOCrmfnhCd8w4jrgSZl5R9/rE11FI0mS1BqZOaWypw2OXFXr3pwMXDmsY1XdiuK26l5k+9Dp\nsN1ROnaqjRxlEXF8Zh7fdDvaxEzKzKXMXMrMZZCZlJlL2XQGhSaaFnwacATwg4i4pHrtrcCjATLz\nk8AL6dxg9X46Cw56b6uNs7jpBrTQ4qYb0FKLm25ASy1uugEttbjpBrTQ4qYb0FKLm27AqNlg5yoz\nv8XEVxSeCJxYZ6MkSZLmKldob97yphvQQsubbkBLLW+6AS21vOkGtNTyphvQQsubbkBLLW+6AaNm\nwoL22j6oc+9Xa64kSVLrTaffMqmlGDRzImJpZq5suh1tYiZl5lJmLmXmMmi6mXjV++iqe/DHzpUk\nSZM0ijMw494Rn4lOs9OCkiRNgv8dG03D/l6n8/dtQbskSVKN7Fw1LCKWNt2GtjGTMnMpM5cycxlk\nJmXmUj87V5IkSTWy5kqSpEnwv2NTExFPB/45M3dvui0l1lxJkqT1RMT1EbE6Irbqee3VEXF+z3ZE\nxI8j4opZaM+DEfE73e3M/OZMdawiYnlEvGsm3ns67Fw1zLnuQWZSZi5l5lJmLoNGPJNNgDdsYP8z\ngM2BR0TEk3t3zFAuYz3C5zpXkgCI4ABgQdPt2Hjv2DOCRU23on3MZdD0M4ngsLpaU59ttoI//Bp8\n/a0RV98Ku/8aDt8bLnjkuvb+/pGwxQ/g3s1g/t9F9N7yZlguV28JL3o5XPtEiIQnr4SvfQE2Szhj\nIbz+SPjZLrDJA7D4Mrj6I7DjcZ2fnXdFxPyEV38CdlgL738d/Oqoqr0fgf3Ohe8+HdY+Evb4Hnzy\ndDjstXDL42DhtXDuh2HPuzvHP+6v4Kbd4P7NYPsb4P0nw8tuhsOeBZscAWTE/GNg5yvgx38PKxfA\nX7wSbtwd5v8GnnMOfOncDSVY99+rNVeSgId+udzadDuk9orzIZ+5gQPO38C+jbGhzyjY6jR45Qdh\nxaHwyBvg4k/Bgc+Di54DP3sjXLs57H4GvPFv4Jebwylvg1teAL/9wIbfd6d3wdZ3wLknwo+2hD99\nL+x9Dpx3Njz6bbDjj+B7/war58GHdoMPVFOO8XX41Evhz27pbC9bAie9FX7zonXt3eLn8Lm/hbvm\nwYv/Gbb4GfzN++EVP4Envg8WXwr/9enO8QcfCB9aCdvfB8/4P3DTEvjFX3T2/c5bYLvb4OJTOtu/\nCVj4CdjtW3Dev8GXHwGv/RAc8Y9w0kXl7zns7zXO9/Y3kiQ1ayM7RXWKhKNPgbd8FM4/Y/19b3oG\nzLsbPng53LUJnAIs+1/w2W8Nf7+vLoBb94XrDoZH3wuPuRee+QX45sHA2bDpffDzRfDF7eH5P1vX\nsZqspV+E5/yi8/wRl3U6ccf+qLP9+G/BD/9g3bFn//u656ecCvu+AC7bEh7/6+6XX7f/nbvDvQ+D\n73+ms/2KW+HjX4H/fBYwpHNVP2uuGjbiNQBTYiZl5jLMsiVNt6CdzGXQqGdy9PWw03fh9S/pdLa6\nvnsAPOYbnefbPAiP/hasPGDd/lIu314ID24Kjz0D5p/Veaw4Gn6zXWf/xz4JBLzk47DtKfC8Azeu\nrTusWfd83j3wWz3bm90L923ZeX7XJvDE18DWn4V5Z8PTTuu8fvHDyu97zUK4Z/t1bZ5/Flz0Urh7\nVkseHLmSJGlkvO0UOPIk2PJzne0vbg+37wVrdofNq5G1BzaHBzeDb/wWPOOX5ffZ5zbY5D5Yewhs\nUagfOmgNXPOhzvO//n34hw/BKZeumwrcWMOm317ybPjRU+Gko+Glq+H728C+K+DB6vj++wLuehts\neQv86mVTa0c9HLlq2DjfLHMYMykzl2FOWNV0C9rJXAaNQyav+ik85ny49AWd7Q/sD9v8BL5yBJz1\nqurxMtjidjj+2Z1jSrkccgcsugj+4C87U3C/CTh5R/irJ3T2v2g/+MIjOs93uAtImFd1dDZbA9/b\nsZ7vc/eWnSnIJ/wSfrgFvOzV6+/fZg38fId128dd1ZkCfephcN1mnZGvv38MHLdbPe2ZHDtXkiSN\nlPd+Gh7YojOqc/kBsPeXYf871z0OWgN7rYCL99/w+3zlPfDAPNj7VNj2LDj6eLj54Z19V+8GR3wM\n5p0Db3s3/NFH4GXVBTH7LYdTj+1Myb14v047+keY+vXujwSq7RPPg21Ww15fgL1Ogd2uWLcP4Khz\n4M7Fnc/a6Z2dUbbPHAs37wq7nwYLzoT3vAl+thWzyKsFGxYRSx2RWJ+ZlM10LnP3asFlS8ZjRGJj\nmcug6WYy4dWCc9S4nyv1Xy3oyJUkSVKNHLmSBMzlkStptoziyNW8r7LeNFvXG9/cWbphHLjOlSRJ\nqs39BzXdglHktGDDXLtokJmUmcswo7520VSZyyAzKTOXutm5kiRJqpE1V5IAa66kiUVd9w5U61hz\nJUlSA0atmF0zxWnBhllHM8hMysxlGOtFysxlkJmUmUvd7FxJkiTVyJorSYA1V5K0PldolyRJagU7\nVw2zjmaQmZSZyzDWi5SZyyAzKTOXutm5kiRJqpE1V5IAa64kaX3WXEmSJLWCnauGWUczyEzKzGUY\n60XKzGWQmZSZS93sXEmSJNXImitJgDVXkrQ+a64kSZJawc5Vw6yjGWQmZeYyjPUiZeYyyEzKzKVu\ndq4kSZJqZM2VJMCaK0lanzVXkiRJrWDnqmHW0QwykzJzGcZ6kTJzGWQmZeZSNztXkiRJNbLmShJg\nzZUkrc+aK0mSpFawc9Uw62gGmUmZuQxjvUiZuQwykzJzqdsGO1cRsXNEnB8RV0TE5RGxbMhxJ0TE\nNRFxaUTsNTNNlSRJar8N1lxFxCJgUWauiohtgP8G/iQzr+o55rnAUZn53IjYF/inzHxK4b2suZJa\nzJorSeo1QzVXmXlrZq6qnt8FXAXs2HfYIcCp1TEXAttFxMKpNEaSJGmum3TNVUQsBvYCLuzbtRNw\nY8/2TcCjptuwcWEdzSAzKTOXYawXKTOXQWZSZi51m1TnqpoS/ALwhmoEa+CQvu3ZWd9BkiSpZeZN\ndEBEzAfOAP41M88sHHIzsHPP9qOq10rvtRy4vtq8E1iVmSurfUsB3HY7M1e2qT1t2u6amfd/x57w\n9qrmqvt/siesav/2Cava1Z42bXe1pT1ut3O7+1pb2tPkv5fvLIE7FjFNExW0B516qp9n5huHHNNb\n0P4U4MMWtEtzjwXtktRr5hYRfRpwBPDMiLikehwUEUdGxJEAmXkO8OOIuBb4JPC6qTRkXFlHM8hM\nysxlGOtFysxlkJmUmUvdNjgtmJnfYhJ1WZl5VG0tkiRJmsO8t6AkwGlBSVqf9xaUJElqBTtXDbOO\nZpCZlJnLMNaLlJnLIDMpM5e62bmSJEmqkTVXkgBrriRpfdZcSZIktYKdq4ZZRzPITMrMZRjrRcrM\nZZCZlJlL3excSZIk1ciaK0mANVeStD5rriRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJ\nkmpkzZUkwJorSVrf1Guu5tXdFEnNiuAAYMEUfnTzutsiSePIacGGWUczyEzKNiKXBXRGoDb2cUO9\nLZ4t1ouUmcsgMykzl7rZuZIkSaqRNVfSiLF2SpLq4DpXkiRJrWDnqmHWFw0ykzJzGcZ6kTJzGWQm\nZeZSNztXkiRJNbLmShox1lxJUh2suZIkSWoFO1cNs45mkJmUmcsw1ouUmcsgMykzl7rZuZIkSaqR\nNVfSiLHmSpLqYM2VJElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVAdr\nriRJklrBzlXDrKMZZCZl5jKM9SJl5jLITMrMpW52riRJkmpkzZU0Yqy5kqQ6WHMlSZLUCnauGmYd\nzSAzKTOXYawXKTOXQWZSZi51s3MlSZJUI2uupBFjzZUk1cGaK0mSpFawc9Uw62gGmUmZuQxjvUiZ\nuQwykzJzqZudK0mSpBpZcyWNGGuuJKkO1lxJkiS1gp2rhllHM8hMysxlGOtFysxlkJmUmUvd7FxJ\nkiTVyJoracRYcyVJdbDmSpIkqRXsXDXMOppBZlJmLsNYL1JmLoPMpMxc6jZh5yoiPhURqyPisiH7\nl0bELyLikurxf+tvpiRJ0twwYc1VRDwduAv4dGY+vrB/KXB0Zh4ywftYcyXNAmuuJKkOM1hzlZnf\nBNZM1IKpfLgkSdKoqaPmKoGnRsSlEXFOROxZw3uODetoBplJmbkMY71ImbkMMpMyc6nbvBre42Jg\n58y8OyIOAs4EHlc6MCKWA9dXm3cCqzJzZbVvKcC4bfdk04r2uN3q7SXApI5f98vyhFVuj+v2ql2B\nFrWnDdtdbWlPW7ZX7QrLWtSeJs+P7yyBOxYxTZNa5yoiFgNnlWquCsdeBzwpM+/oe92aK2kWWHMl\nSXVocJ2riFgYEVE934dOh+2OCX5MkiRpJE1mKYbTgO8Au0XEjRHx5xFxZEQcWR3yQuCyiFgFfBg4\nbOaaO3qsoxlkJmXmMoz1ImXmMshMysylbhPWXGXm4RPsPxE4sbYWSZIkzWHeW1AaMdZcSVIdvLeg\nJElSK9i5aph1NIPMpMxchrFepMxcBplJmbnUzc6VJElSjay5kkaMNVeSVIep11zVsUK7NCsiOABY\n0HQ75oDNm26AJI0zO1cNi4il625ZIthgJgsY6xGZZUvW3a5B65hLmbkMMpMyc6mbnStJXSuAbZtu\nxMZ7ftMNaClzGWQmZeZSN2uuNGdYSzTjzgee2XQjJKkdXOdKkiSpFexcNcy1iwaZyTCuRVNmLmXm\nMshMysylbnauJEmSamTNleYMa65mnDVXkvQQa64kSZJawc5Vw6wvGmQmw1gXUWYuZeYyyEzKzKVu\ndq4kSZJqZM2V5gxrrmacNVeS9BBrriRJklrBzlXDrC8aZCbDWBdRZi5l5jLITMrMpW7eW1At9Ka9\nI1hU2LH5rDdFkqSNZM2VWsfaqsZYcyVJD7HmSpIkqRXsXDXM+qKSd+7ZdAvaybqIMnMpM5dBZlJm\nLnWzcyVJklQja67UOtZcNcaaK0l6iDVXkiRJrWDnqmHWXJVYc1VmXUSZuZSZyyAzKTOXutm5kiRJ\nqpE1V2oda64aY82VJD3EmitJkqRWsHPVMGuuSqy5KrMuosxcysxlkJmUmUvdvLegGhXBAcCC9V+d\nP7+RxkiSVANrrtQo66taxZorSXqINVeSJEmtYOeqYdZclTj/X2YuZeZSZi6DzKTMXOpmzZU0elYA\n207h59bW3RBJGkfWXKlR1lzNCGunJGnarLmSJElqBTtXDbPmqsT5/zJzKTOXMnMZZCZl5lI3O1eS\nJEk1suZKjbLmakZYcyVJ0zb1miuvFtSsKqzIvnlTbZEkaSY4LdiwMay5WkBnpKr7uGHwEOf/y8yl\nzFzKzGWQmZSZS93sXEmSJNXImivNKmusZoU1V5I0ba5zJUmS1Ap2rho2hjVXk+D8f5m5lJlLmbkM\nMpMyc6nbhJ2riPhURKyOiMs2cMwJEXFNRFwaEXvV20RJkqS5Y8Kaq4h4OnAX8OnMfHxh/3OBozLz\nuRGxL/BPmfmUwnHWXMmaq9lhzZUkTdsM1lxl5jeBNRs45BDg1OrYC4HtImLhVBojSZI019VRc7UT\ncGPP9k3Ao2p437EwDjVXERwQwWHVqNUkFg11/r/MXMrMpcxcBplJmbnUra4V2vuHzYpzjRGxHLi+\n2rwTWJWZK6t9SwHGbbsnm1a0Z4a2F8CyRZ1vesKqzp/df8xuT3571a5Ai9rjdru3PV8Gt7va0p62\nbK/aFZa1qD1Nnh/fWQJ3LGKaJrXOVUQsBs4aUnP1CWBlZp5ebV8N7JeZq/uOs+ZqTFlnNeusuZKk\naWt2nasVwMsBIuIpwJ39HStJkqRxMZmlGE4DvgPsFhE3RsSfR8SREXEkQGaeA/w4Iq4FPgm8bkZb\nPGLGoeZq4zn/X2YuZeZSZi6DzKTMXOo2Yc1VZh4+iWOOqqc5kiRJc5v3FtSMs+Zq1llzJUnTNvWa\nq7quFpRmwwpg26YbMQesbboBkjTO7Fw1LCKWdpcvUNeyJesukV3Ptoz1iMzQXMacuZSZyyAzKTOX\nutm50oAIDgAW1PiWk1g4VJKk0WDNlQa0uEbKWiJJ0ixpdp0rSZIkVexcNcx1rkpcc6XMXMrMpcxc\nBplJmbnUzc6VJElSjay50gBrriRJcp0rTdGQKwO9uk+SpClyWrBhLai5WkBnlKr3cUOjLXL+fwhz\nKTOXMnMZZCZl5lI3R67UQoe+G9iqsMOVxyVJrWfN1ZhraX2VtVWSpIa5zpUkSVIr2LlqWFM1VxEc\nUI1atbB4fWXTDWgp6yLKzKXMXAaZSZm51M2aq/HVLWSXunYB7mm6ERtv+4cDi5puRfuYyyAzKTOX\nullzNaZaWmvVZc1VMxZlcnrTjZCkNphOv8VpQUmSpBrZuWrYbNZcdeus2ltr1bWy6Qa0lHURJS1Y\nK66VzGWQmZSZS/2suRovbayzWgFsu/5LD9zdSEskSaqBNVdjpKV1VtZXtYc1V5JUseZKkiSpJexc\nNcy57hJri8rMpcR/Q2XmMshMysylftZcjbAIDqBTZ9XV4iJ2SZJGgzVXI6ylNVb9rLlqD2uuJKli\nzZUkSVJL2Llq2BjOda+gM1rVfawdPMTaojJzKRnDf0OTYi6DzKTMXOpnzZVm27Y4DShJGmHWXI2g\nnkL2zYEbGm5OP2usZt5Ub8C8JpNz626MJM1F0+m3OHI1mtq4Ertmzz0WpktSc6y5aphz3SXWFpWZ\nS4n/hsrMZZCZlJlL/excSZIk1ciaqxYoLPY5XW2rteq9OfNa4JAG2zIOXK9KkqbJmqu5b9RrpLxC\nUJI0NpwWbJhz3SXWFpWZS4n/hsrMZZCZlJlL/excSZIk1ciaqxpNo3aqbTVSdXNtq9llzZUkTZM1\nV+0x6rVTTZvq4pjjZk3TDZCkcWbnqnHLlsAJq5puRZ/eq/vqULh/4IYMzWSsF8eMiKWZubLpdrSN\nuZSZyyAzKTOX+tm5UolX90mSNEXWXA0xxfqpUamdamuNlLVEkqRZYc3VzLB+SpIkbTSXYmhc42sX\nraAzUtX72Mgaqbo1nkkruRZNmbmUmcsgMykzl/o5cqUW1lftsBBYVNjhVXCSpNaz5qpPT63VqNRP\nTaSN9VXWVkmSGmXNVb2stZIkSVM2Yc1VRBwYEVdHxDUR8ZbC/qUR8YuIuKR6/N+Zaeqoaqy+qFtr\n1XB9Vck792y6BW1kXUSZuZSZyyAzKTOX+m1w5CoiNgU+CjwHuBn4r4hYkZlX9R16QWYeMkNt1Mxo\nYa2VJElz30TTgvsA12bm9QARcTpwKNDfuWp9LVV7tW519tlWuKXN27/dSEtazhWUy8ylzFwGmUmZ\nudRvos7VTsCNPds3Afv2HZPAUyPiUjqjW8dk5pX1NVE16r2tTVumA8f6ljaSpNEzUc3VZC4lvBjY\nOTOfCHwEOHParRors1pz1Z0KfCbQ2mlc5//LzKXMXMrMZZCZlJlL/SYauboZ2Llne2c6o1cPycy1\nPc+/GhEfi4iHZ+Yd/W8WEcuB66vNO4FV3eHI7l9u09vr+pPdTk932m6mtrtm4/OeDyyd5e834fat\n0J6//5ZvLwHa1B63273t+TLw+72jLe1pyzawJCJa056Gz4+lwGKmaYPrXEXEPOCHwLOBnwLfBw7v\nLWiPiIXAbZmZEbEP8LnMHGhYtHidq777CI7y+lauaSVJ0iRMp9+ywZGrzLw/Io4CzgU2BU7OzKsi\n4shq/yeBFwKvjYj7gbuBw6bSkIaN6tpWvTVW0I46q/4CdlddlySNFFdoByI4jMY6V8uWzOAVg3Ny\npCoilvYMV6tiLmXmUmYug8ykzFzKptNv8cbNkiRJNRrrkasxuI/gnBy5kiSpaTNWczUGRr3Wqg01\nVrB+nZU1VpKkkea0YONmZJ2r7npWbVnL6p5MTq8e5050cP9l0+owlzJzKTOXQWZSZi71G9vOVTUl\nuHnT7ZAkSaNlbGuumr1CcED/kgnTtZb2jFqBdVaSpDnGmqu5rzuN1xaFmylPi3VWkqSxYeeqccuW\nwAlNN6JfozdTds2VMnMpM5cycxlkJmXmUr+x6lwVbnNTtylM7z0f2nNVnyRJmqaxqrmahTqrNq4r\nNZHSFOCayVzVJ0nSqLLmStPR6BSgJEmjZs53rvqm+iayMVOBU7mCbwrTezN6b8E5yfn/MnMpM5cy\ncxlkJmXmUr8537li5lZZb9sVfHXrTgd6JZ8kSTWa8zVXM1hHNRfrpzaGa09JkjSENVf1att9+SRJ\n0hwytre/2YBZvi/fjNxbcJhdgEXVo7XTgd7nqsxcysylzFwGmUmZudTPkavx4pWBkiTNMGuuBo1S\nrVX/GlauXyVJ0iSMVc1VYemFmVhpfVQ4UiVJ0iybizVX3aUXuo8bmm3OdM1qzdWc4Px/mbmUmUuZ\nuQwykzKEklmtAAAJ8UlEQVRzqd+cG7maIb0Lho7CVYKuYSVJUkPmXM3VDK1rNUp1VuAaVpIkTctY\n1VyNqNLNk6fDEStJkhoy7p2rFiwYumwJnHCrI03reJ+rMnMpM5cycxlkJmXmUr9x71yN+v0DJUnS\nLGt9zdWQpRfqukKw7lqrqU7vuf6UJEktMuo1V92lF+q2gvqnA11XSpKkMTcX17mqy7Zs+P6Bvffh\nm+xjowvJXV9kkJmUmUuZuZSZyyAzKTOX+jU6clWY8iupcwX2jVnPylEoSZK00RqtuZqhNas2ZDI1\nVg8twGkdlCRJ42nUa65mmyNWkiRpyhrrXFVTgnVM+fVO9U2kdbe2cX2RQWZSZi5l5lJmLoPMpMxc\n6tfkyNUC6llSwbWqJElSazRWc1VjvVUda1X1rk9lrZUkSWPOmqvps85KkiTVYpzXuYJ1a1k1dqNj\n1xcZZCZl5lJmLmXmMshMysylfnNx5Kq/gH06ReqOWEmSpFrNas0V5IGsWzR0qvcIrOt+gLsAt1pf\nJUmS+s2lmquZuk/gVNxjx0qSJNVt3Gqueu8X2FidVS/nugeZSZm5lJlLmbkMMpMyc6nfXKy5mg5r\nrCRJ0oya7Zqrw9n4acFSAfshPdu9a1RNxDWsJEnShOZSzdVUTLQCu6NRkiSpNZruXE3mvoCtux9g\nnbyn0yAzKTOXMnMpM5dBZlJmLvVrunM1lfsC9k8DtqIwXZIkCZqtuVpR/XnIkB8ZZpHTgJIkaSbN\n1ZqrqYxaSZIktdqE61xFxIERcXVEXBMRbxlyzAnV/ksjYq+a29i7NlVr1qeqi+uLDDKTMnMpM5cy\ncxlkJmXmUr8Ndq4iYlPgo8CBwJ7A4RGxR98xzwV2zczfBV4DfHwjPr+/41R63JrJ6T2PUVtKYUnT\nDWghMykzlzJzKTOXQWZSZi41m2hacB/g2sy8HiAiTgcOBa7qOeYQ4FSAzLwwIraLiIWZuXoSn+8y\nCrBd0w1oITMpM5cycykzl0FmUmYuNZuoc7UTcGPP9k3AvpM45lFAqXP1L8DW1fNfMWJTfJIkSRN1\nriZ7KWF/Nf2wn9saOLx67mrpHYubbkALLW66AS21uOkGtNTiphvQUoubbkALLW66AS21uOkGjJoN\nLsUQEU8Bjs/MA6vtY4EHM/P9Pcd8AliZmadX21cD+/VPC3aWYpAkSZobZmophouA342IxcBPgRez\nbuSpawVwFHB61Rm7s1RvNdUGSpIkzSUb7Fxl5v0RcRRwLrApcHJmXhURR1b7P5mZ50TEcyPiWjp1\nVH82462WJElqqVlboV2SJGkcTLiI6HRNZhHScRER10fEDyLikoj4fvXawyPiaxHxPxFxXkSM/CWx\nEfGpiFgdEZf1vDY0h4g4tjp/ro6I/Ztp9cwaksnxEXFTdb5cEhEH9ewb+UwAImLniDg/Iq6IiMsj\nYln1+rifL8NyGetzJiK2iIgLI2JVRFwZEe+tXh/b82UDmYz1udIVEZtW3/+saruecyUzZ+xBZyrx\nWjpXIswHVgF7zORntvkBXAc8vO+1DwBvrp6/BXhf0+2chRyeDuwFXDZRDnQWr11VnT+Lq/Npk6a/\nwyxlchxwdOHYscik+q6LgCXV822AHwJ7eL4MzcVzBraq/pwHfA/4Q8+XYiZjf65U3/do4LPAimq7\nlnNlpkeuHlqENDPvA7qLkI6z/sL+hxZhrf78k9ltzuzLzG8yuMbZsBwOBU7LzPuys5jttXTOq5Ey\nJBMYPF9gTDIByMxbM3NV9fwuOgsY74Tny7BcwHPm7urpZnT+B38Nni+lTGDMz5WIeBTwXDprcHaz\nqOVcmenOVWmB0Z2GHDsOEviPiLgoIv6ieq13NfvVwMJmmta4YTnsSOe86Rq3c+j10bln58k9w9Nj\nmUl11fJewIV4vjykJ5fvVS+N9TkTEZtExCo658X5mXkFY36+DMkExvxcAf4R+GvgwZ7XajlXZrpz\nZbX8+p6WmXsBBwF/GRFP792ZnbHHsc9sEjmMS0YfBx5D575ftwAf2sCxI51JRGwDnAG8ITPX9u4b\n5/OlyuULdHK5C88ZMvPBzFxC504hz4iIZ/btH7vzpZDJUsb8XImIg4HbMvMSyiN40zpXZrpzdTOw\nc8/2zqzf8xsrmXlL9eftwJfoDCmujohFABGxA3Bbcy1s1LAc+s+hR1WvjbzMvC0rdIatu0PQY5VJ\nRMyn07H6TGaeWb089udLTy7/2s3Fc2adzPwF8BXgSXi+AOtl8mTPFZ4KHBIR1wGnAc+KiM9Q07ky\n052rhxYhjYjN6CxCumKGP7OVImKriNi2er41sD9wGZ08XlEd9grgzPI7jLxhOawADouIzSLiMcDv\nAt9voH2zrvqH3fW/6ZwvMEaZREQAJwNXZuaHe3aN9fkyLJdxP2ciYvvu9FZEbAn8EXAJY3y+DMuk\n24GojN25kplvzcydM/MxwGHA1zPzZdR0rky0Qvu05JBFSGfyM1tsIfClzu9E5gGfzczzIuIi4HMR\n8SrgeuBFzTVxdkTEacB+wPYRcSPwduB9FHLIzCsj4nPAlcD9wOuq/9MaKYVMjgOWRsQSOkPP1wHd\nxXvHIpPK04AjgB9ExCXVa8cy5ucL5VzeChw+5ufMDsCpEbEJncGDz2Tmf1YZjev5MiyTT4/5udKv\n+x1r+d3iIqKSJEk1mvFFRCVJksaJnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZI0\nqyLiYRHx2ur5DhHx+Zre9/iIeFP1/B0R8ew63leSNpbrXEmaVdWNhs/KzMfX/L7HAXdl5obukSZJ\nM86RK0mz7X3AYyPikoj4XERcBhARr4yIMyPivIi4LiKOiohjIuLiiPhuRCyojntsRHw1Ii6KiG9E\nxG79HxARyyPiBdXz66tRrf+OiB90j4+IrSPiUxFxYfUZh8xiBpJGmJ0rSbPtLcCPMnMv4K/79v0e\nnfuc7Q28G/hlZv4B8F3g5dUxJwGvz8wnVz//scJn9N7NPoHbM/NJwMeBY6rX/xb4z8zcF3gW8MGI\n2KqG7ydpzM3ovQUlqSCGPAc4PzN/BfwqIu4Ezqpevwx4QnXT86cCn6/u0wmw2SQ+84vVnxcDz6+e\n7w/8cUR0O1ub07nr/Q8n+0UkqcTOlaQ2uafn+YM92w/S+X21CbCmGvUqGVZE2n2fB1j/997zM/Oa\nKbZVkoqcFpQ029YC227kzwRAZq4FrouIFwJExxP6j5ukc4FlD/1gxLAOmyRtFDtXkmZVZv4c+HZV\nyP4B1q+N6h156n/e3X4p8KqIWAVcDhwy5GeKH99zzLuA+VWR++XAOzb2u0hSiUsxSJIk1ciRK0mS\npBrZuZIkSaqRnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZIkSarR/wc9L0tsJjZ9\n/wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] From 3bcf92942c32d36cbb2fbb27f979f44eed4d1037 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Mon, 25 May 2015 18:07:02 -0400 Subject: [PATCH 105/163] Generate Python script (make run) --- .../survival_analysis/survival_analysis.py | 60 +++++++++---------- 1 file changed, 28 insertions(+), 32 deletions(-) diff --git a/notebooks/survival_analysis/survival_analysis.py b/notebooks/survival_analysis/survival_analysis.py index 1ffe8b3..22e965e 100644 --- a/notebooks/survival_analysis/survival_analysis.py +++ b/notebooks/survival_analysis/survival_analysis.py @@ -1,21 +1,21 @@ # coding: utf-8 -# # Survival Analysis with Plotly: R vs. Python +# # Survival Analysis with Plotly: R vs Python #

Table of Contents

-# +# -# In this notebook we introduce Survival Analysis using both R and Python. We will compare programming languages and leverage [Plotly's](https://plot.ly) Python and R APIs to convert graphics to interactive [Plotly](https://plot.ly) objects. +# In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage [Plotly](https://plot.ly)'s Python and R APIs to convert static graphics into interactive `plotly` objects. # -# Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/ ). +# Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/). # -# For a more in depth theoretical background in survival analysis, please refer to these sources: +# For a more in-depth theoretical background in survival analysis, please refer to these sources: # -# - [Intro to Survival Analysis by John Fox](http://socserv.mcmaster.ca/jfox/Courses/soc761/survival-analysis.pdf) -# - [Wikipedia](http://en.wikipedia.org/wiki/Survival_analysis) -# - [Introduction to Survival Analysis, Stanford University](https://www.google.ca/url?sa=t&rct=j&q=&esrc=s&source=web&cd=8&ved=0CEoQFjAH&url=http%3A%2F%2Fwww.pitt.edu%2F~super4%2F33011-34001%2F33051-33061.ppt&ei=WQJJVbuJCZCXygSSnYGIDA&usg=AFQjCNE2Owl8oZHVM5qBbh14kkqn8QGAFw&sig2=FFwH6odwuNixpxDrLoLetw&bvm=bv.92291466,d.aWw) -# - [Survival Models, Princeton University](http://data.princeton.edu/wws509/notes/c7.pdf) +# - [Lecture Notes by John Fox](http://socserv.mcmaster.ca/jfox/Courses/soc761/survival-analysis.pdf) +# - [Wikipedia article](http://en.wikipedia.org/wiki/Survival_analysis) +# - [Presentation by Kristin Sainani](www.pitt.edu/~super4/33011-34001/33051-33061.ppt) +# - [Lecture Notes by Germán Rodríguez](http://data.princeton.edu/wws509/notes/c7.pdf) # # Need help converting Plotly graphs from R or Python? # - [R](https://plot.ly/r/user-guide/) @@ -23,11 +23,11 @@ # # For this code to run on your machine, you will need several R and Python packages installed. # -# - Running `sudo pip install ` from your terminal will install python libraries. +# - Running `sudo pip install ` from your terminal will install a Python package. # -# - Running `install.packages("")` in your R console will install R packages. +# - Running `install.packages("")` in your R console will install an R package. # -# You will also need to register an account with [Plotly](https://plot.ly/feed/) to receive your API key. +# You will also need to create an account with [Plotly](https://plot.ly/feed/) to receive your API key. # In[1]: @@ -39,50 +39,47 @@ get_ipython().system(u'pip install plotly') get_ipython().system(u'pip install pandas') -# Install R libraries +# Load extension that let us use magic function `%R` get_ipython().magic(u'load_ext rpy2.ipython') +# Install R packages get_ipython().magic(u'R install.packages("devtools")') -get_ipython().magic(u'R install_github("ropensci/plotly")') +get_ipython().magic(u'R devtools::install_github("ropensci/plotly")') get_ipython().magic(u'R install.packages("IOsurv")') -get_ipython().magic(u'R install.packages("ggplot2")') # ## Introduction -# [Survival analysis](http://en.wikipedia.org/wiki/Survival_analysis) is a set of statistical methods for analyzing the occurrence of event data over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example: +# [Survival analysis](http://en.wikipedia.org/wiki/Survival_analysis) is a set of statistical methods for analyzing the occurrence of events over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example: # # - Time to death in biological systems. # - Failure time in mechanical systems. # - How long can we expect a user to be on a website / service? # - Time to recovery for lung cancer treatment. # -# The statistical term survival analysis is analogous to `reliability theory` in engineering, `duration analysis` in economics, and `event history analysis` in sociology. +# The statistical term 'survival analysis' is analogous to 'reliability theory' in engineering, 'duration analysis' in economics, and 'event history analysis' in sociology. # The two key functions in survival analysis are the *survival function* and the *hazard function*. # -# The **survival function** is conventionally denoted as $S$, the probability that time of death is later than some specified time $t$, defined as: +# The **survival function**, conventionally denoted by $S$, is the probability that the event (say, death) has not occurred yet: # -# $$ S(t) = Pr(T>t)$$ +# $$S(t) = Pr(T > t),$$ # -# where $t$ is some duration, $T$ is a random variable denoting the time of death, and $Pr$ is the probability of the event. Generally, $0\leq S(t)\leq1$ and $S(0) = 1$. +# where $T$ denotes the time of death and $Pr$ the probability. Since $S$ is a probability, $0\leq S(t)\leq1$. Survival times are non-negative ($T \geq 0$) and, generally, $S(0) = 1$. # -#
-#
# -# The **hazard function** gives us the probability of "death" in the next instance of time, given we are still "alive". +# The **hazard function** $h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \geq t$): # -# $$\lambda(t) = \lim_{dt \to 0} \frac{Pr(t \leq T < t + dt}{dt \cdot S(t)}$$ +# $$h(t) = \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t | T \geq t) +# = \lim_{\Delta t \to 0} \frac{Pr(t \leq T < t + \Delta t)}{S(t)} = \frac{p(t)}{S(t)},$$ # -# The hazard rate describes the relative likelihood of the event occurring at time $t$, and *ignores* the accumulation of hazard up to time $t$, unlike $S(t)$. +# where $p$ denotes the probability density function. # -#
+# In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the [Kaplan–Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator): # -# However, we do not actually observe the true survival function of a population; we must use the observed data to estimate it. A popular method to estimate the survival function $S(t)$ is the [Kaplan-Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator). +# $$\hat{S}(t)= \prod_{ti < t} \frac{n_i − d_i}{n_i}\,,$$ # -# $$S(t)= \prod_{ti < t} \frac{n_i−d_i}{n_i}$$ -# -# where $d_i$ are the number of death events at time $t$ and $n_i$ is the number of subjects at risk of death at time t. +# where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$. # ## Censoring @@ -106,7 +103,6 @@ get_ipython().magic(u'R library(OIsurv)') get_ipython().magic(u'R library(devtools)') get_ipython().magic(u'R library(plotly)') -get_ipython().magic(u'R library(ggplot2)') get_ipython().magic(u'R library(IRdisplay)') # Authenticate to plotly's api using your account @@ -129,7 +125,7 @@ rcParams['figure.figsize']=10, 5 -# ## Loading data into python and R +# ## Loading data into Python and R # # We will be using the `tongue` dataset from the `KMsurv` package in R, then convert the data into a pandas dataframe under the same name. # From e968e408cf007320c2731a786bcae28479efb413 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Mon, 25 May 2015 18:09:57 -0400 Subject: [PATCH 106/163] Generate HTML file (make publish) --- .../includes/survival_analysis/body.html | 93 +++++++------------ .../includes/survival_analysis/config.json | 6 +- 2 files changed, 38 insertions(+), 61 deletions(-) diff --git a/_published/includes/survival_analysis/body.html b/_published/includes/survival_analysis/body.html index e4bebd4..9601327 100644 --- a/_published/includes/survival_analysis/body.html +++ b/_published/includes/survival_analysis/body.html @@ -22,7 +22,7 @@

- You will also need to register an account with + You will also need to create an account with Plotly @@ -285,13 +285,13 @@

!pip install plotly !pip install pandas -# Install R libraries +# Load extension that let us use magic function `%R` %load_ext rpy2.ipython +# Install R packages %R install.packages("devtools") -%R install_github("ropensci/plotly") +%R devtools::install_github("ropensci/plotly") %R install.packages("IOsurv") -%R install.packages("ggplot2") @@ -321,7 +321,7 @@

Survival analysis - is a set of statistical methods for analyzing the occurrence of event data over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example: + is a set of statistical methods for analyzing the occurrence of events over time. It is also used to determine the relationship of co-variates to the time-to-events, and accurately compare time-to-event between two or more groups. For example:

  • @@ -338,19 +338,7 @@

- The statistical term survival analysis is analogous to - - reliability theory - - in engineering, - - duration analysis - - in economics, and - - event history analysis - - in sociology. + The statistical term 'survival analysis' is analogous to 'reliability theory' in engineering, 'duration analysis' in economics, and 'event history analysis' in sociology.

@@ -376,39 +364,29 @@

survival function - is conventionally denoted as $S$, the probability that time of death is later than some specified time $t$, defined as: -

- $$ S(t) = Pr(T>t)$$ -

- where $t$ is some duration, $T$ is a random variable denoting the time of death, and $Pr$ is the probability of the event. Generally, $0\leq S(t)\leq1$ and $S(0) = 1$. + , conventionally denoted by $S$, is the probability that the event (say, death) has not occurred yet:

+ $$S(t) = Pr(T > t),$$

-
-
+ where $T$ denotes the time of death and $Pr$ the probability. Since $S$ is a probability, $0\leq S(t)\leq1$. Survival times are non-negative ($T \geq 0$) and, generally, $S(0) = 1$.

The hazard function - gives us the probability of "death" in the next instance of time, given we are still "alive". + $h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \geq t$):

- $$\lambda(t) = \lim_{dt \to 0} \frac{Pr(t \leq T The hazard rate describes the relative likelihood of the event occurring at time $t$, and - - ignores - - the accumulation of hazard up to time $t$, unlike $S(t)$. + $$h(t) = \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t | T \geq t) += \lim_{\Delta t \to 0} \frac{Pr(t \leq T where $p$ denotes the probability density function.

-
-

-

- However, we do not actually observe the true survival function of a population; we must use the observed data to estimate it. A popular method to estimate the survival function $S(t)$ is the + In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the - Kaplan-Meier estimate + Kaplan–Meier estimate - . + :

- $$S(t)= \prod_{ti where $d_i$ are the number of death events at time $t$ and $n_i$ is the number of subjects at risk of death at time t. + $$\hat{S}(t)= \prod_{ti where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$. @@ -490,7 +468,6 @@

%R library(OIsurv) %R library(devtools) %R library(plotly) -%R library(ggplot2) %R library(IRdisplay) # Authenticate to plotly's api using your account @@ -546,9 +523,9 @@

-

- Loading data into python and R - +

+ Loading data into Python and R + ¶

diff --git a/_published/includes/survival_analysis/config.json b/_published/includes/survival_analysis/config.json index aef3685..8271374 100644 --- a/_published/includes/survival_analysis/config.json +++ b/_published/includes/survival_analysis/config.json @@ -1,9 +1,9 @@ { "meta_description": "An introduction to survival analysis with Plotly graphs using R, Python, and IPython notebooks", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/survival_analysis", - "title_short": "Survival Analysis with Plotly: R vs. Python", - "last_modified": "Monday 11 May 2015", + "title_short": "Survival Analysis with Plotly: R vs Python", + "last_modified": "Monday 25 May 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.ipynb", - "title": "Survival Analysis with Plotly: R vs. Python", + "title": "Survival Analysis with Plotly: R vs Python", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.py" } From 6a4900e901532b967d481ffbdf72e277b37d05d3 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Tue, 26 May 2015 18:41:07 -0400 Subject: [PATCH 107/163] Use LaTeX's align for equation over two lines --- notebooks/survival_analysis/survival_analysis.ipynb | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index 9a2a1f3..b747b34 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -106,8 +106,10 @@ "\n", "The **hazard function** $h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \\geq t$):\n", "\n", - "$$h(t) = \\lim_{\\Delta t \\to 0} Pr(t \\leq T \\leq t + \\Delta t | T \\geq t)\n", - "= \\lim_{\\Delta t \\to 0} \\frac{Pr(t \\leq T < t + \\Delta t)}{S(t)} = \\frac{p(t)}{S(t)},$$\n", + "\\begin{align*}\n", + "h(t) &= \\lim_{\\Delta t \\to 0} Pr(t \\leq T \\leq t + \\Delta t \\, | \\, T \\geq t) \\\\\n", + " &= \\lim_{\\Delta t \\to 0} \\frac{Pr(t \\leq T \\leq t + \\Delta t)}{S(t)} = \\frac{p(t)}{S(t)},\n", + "\\end{align*}\n", "\n", "where $p$ denotes the probability density function.\n", "\n", From 80606212b64b00b8e2b9e6c4a9e301601f29579e Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Tue, 26 May 2015 18:54:13 -0400 Subject: [PATCH 108/163] Change details that improve rendered notebook --- notebooks/survival_analysis/survival_analysis.ipynb | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index b747b34..434c62c 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -21,9 +21,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage [Plotly](https://plot.ly)'s Python and R APIs to convert static graphics into interactive `plotly` objects.\n", + "In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage Plotly's Python and R APIs to convert static graphics into interactive `plotly` objects.\n", "\n", - "Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/).\n", + "[Plotly](https://plot.ly) is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/).\n", "\n", "For a more in-depth theoretical background in survival analysis, please refer to these sources:\n", "\n", @@ -42,7 +42,7 @@ "\n", "- Running `install.packages(\"\")` in your R console will install an R package.\n", "\n", - "You will also need to create an account with [Plotly](https://plot.ly/feed/) to receive your API key. " + "You will also need to create an account with [Plotly](https://plot.ly/feed/) to receive your API key." ] }, { From c797c2bcb8c0244a53fff9e36961435ee7fdb92f Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Tue, 26 May 2015 18:55:07 -0400 Subject: [PATCH 109/163] Update notebook title --- notebooks/survival_analysis/config.json | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/notebooks/survival_analysis/config.json b/notebooks/survival_analysis/config.json index 69023b0..697244a 100644 --- a/notebooks/survival_analysis/config.json +++ b/notebooks/survival_analysis/config.json @@ -1,6 +1,6 @@ { - "title": "Survival Analysis with Plotly: R vs. Python", - "title_short": "Survival Analysis with Plotly: R vs. Python", + "title": "Survival Analysis with Plotly: R vs Python", + "title_short": "Survival Analysis with Plotly: R vs Python", "meta_description": "An introduction to survival analysis with Plotly graphs using R, Python, and IPython notebooks", "cells": [0, "end"], "relative_url": "survival-analysis-r-vs-python", From 6e76ca51b6fbdb8a8e746054b7847b1073c2f854 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Tue, 26 May 2015 18:56:11 -0400 Subject: [PATCH 110/163] Run rendering machine --- _published/includes/references.json | 4 +-- .../includes/survival_analysis/body.html | 34 +++++++++++-------- .../includes/survival_analysis/config.json | 2 +- .../survival_analysis/survival_analysis.py | 10 +++--- 4 files changed, 28 insertions(+), 22 deletions(-) diff --git a/_published/includes/references.json b/_published/includes/references.json index d311fe7..aa13534 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -79,10 +79,10 @@ "title": "Cufflinks - Easy Plotting using Plotly and Pandas" }, { - "title_short": "Survival Analysis with Plotly: R vs. Python", + "title_short": "Survival Analysis with Plotly: R vs Python", "thumbnail_image": "", "relative_url": "survival-analysis-r-vs-python", - "title": "Survival Analysis with Plotly: R vs. Python" + "title": "Survival Analysis with Plotly: R vs Python" }, { "title_short": "Amazon Redshift", diff --git a/_published/includes/survival_analysis/body.html b/_published/includes/survival_analysis/body.html index 9601327..da351e9 100644 --- a/_published/includes/survival_analysis/body.html +++ b/_published/includes/survival_analysis/body.html @@ -177,18 +177,17 @@

- In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage - - Plotly - - 's Python and R APIs to convert static graphics into interactive + In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage Plotly's Python and R APIs to convert static graphics into interactive plotly objects.

- Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly + + Plotly + + is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly on your own servers @@ -377,8 +376,13 @@

$h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \geq t$):

- $$h(t) = \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t | T \geq t) -= \lim_{\Delta t \to 0} \frac{Pr(t \leq T where $p$ denotes the probability density function. + \begin{align*} +h(t) &= \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t \, | \, T \geq t) \\ + &= \lim_{\Delta t \to 0} \frac{Pr(t \leq T \leq t + \Delta t)}{S(t)} = \frac{p(t)}{S(t)}, +\end{align*} +

+ where $p$ denotes the probability density function. +

In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the @@ -1522,7 +1526,7 @@

HBQRI5AACZAACZBA+AlQAYefKVMkARIgARIggaAEqICDImIEEiABEiABEgg/gf8Hvwifz+dQsDMA AAAASUVORK5CYII= "> - Survival Analysis with Plotly: R vs. Python image00 JEACDiRABezARqPIJEACJEACzidABez8NmQNSIAESIAEHEiACtiBjUaRSYAESIAEnE/g/wNycWZL 1qfcFQAAAABJRU5ErkJggg== "> - Survival Analysis with Plotly: R vs. Python image00 dV4JHFQ1vl8CvHyl30WSJnGaBkmSpIZ5BEuSJKlhFliSJEkNs8CSJElqmAWWJElSwyywJEmSGmaB JUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg== "> - Survival Analysis with Plotly: R vs. Python image00 zvwigAACCHhCgADsicVAJRBAAAEEyk2AAFxuS5z5RQABBBDwhAAB2BOLgUoggAACCJSbAAG43JY4 84sAAggg4AkBArAnFgOVQAABBBAoN4H/B3oTAhP9/A59AAAAAElFTkSuQmCC "> - Survival Analysis with Plotly: R vs. Python image00 +L4PvJh1LJLUxL9pkCRJqswZLEmSpMoMWJIkSZUZsCRJkiozYEmSJFVmwJIkSarMgCVJklSZAUuS JKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg== "> - Survival Analysis with Plotly: R vs. Python image00 EUAAAQQQSCxAAE5sxBIIIIAAAghkXIAAnHFSEkQAAQQQQCCxAAE4sRFLIIAAAgggkHEBAnDGSUkQ AQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII= "> - Survival Analysis with Plotly: R vs. Python image00 pBrZuZIkSaqRnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZIkSarR/wc9L0tsJjZ9 /wAAAABJRU5ErkJggg== "> - Survival Analysis with Plotly: R vs. Python image00Table of Contents

# -# In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage [Plotly](https://plot.ly)'s Python and R APIs to convert static graphics into interactive `plotly` objects. +# In this notebook, we introduce survival analysis and we show application examples using both R and Python. We will compare the two programming languages, and leverage Plotly's Python and R APIs to convert static graphics into interactive `plotly` objects. # -# Plotly is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/). +# [Plotly](https://plot.ly) is a platform for making interactive graphs with R, Python, MATLAB, and Excel. You can make graphs and analyze data on Plotly’s free public cloud. For collaboration and sensitive data, you can run Plotly [on your own servers](https://plot.ly/product/enterprise/). # # For a more in-depth theoretical background in survival analysis, please refer to these sources: # @@ -70,8 +70,10 @@ # # The **hazard function** $h(t)$ is the event (death) rate at time $t$, conditional on survival until $t$ (i.e., $T \geq t$): # -# $$h(t) = \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t | T \geq t) -# = \lim_{\Delta t \to 0} \frac{Pr(t \leq T < t + \Delta t)}{S(t)} = \frac{p(t)}{S(t)},$$ +# \begin{align*} +# h(t) &= \lim_{\Delta t \to 0} Pr(t \leq T \leq t + \Delta t \, | \, T \geq t) \\ +# &= \lim_{\Delta t \to 0} \frac{Pr(t \leq T \leq t + \Delta t)}{S(t)} = \frac{p(t)}{S(t)}, +# \end{align*} # # where $p$ denotes the probability density function. # From ccc4b3dafe362bee4df830a63951946055c64922 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Wed, 27 May 2015 12:28:31 -0400 Subject: [PATCH 111/163] Fix following equation as well --- _published/includes/survival_analysis/body.html | 7 ++++++- notebooks/survival_analysis/survival_analysis.ipynb | 4 +++- notebooks/survival_analysis/survival_analysis.py | 4 +++- 3 files changed, 12 insertions(+), 3 deletions(-) diff --git a/_published/includes/survival_analysis/body.html b/_published/includes/survival_analysis/body.html index da351e9..01e2d6c 100644 --- a/_published/includes/survival_analysis/body.html +++ b/_published/includes/survival_analysis/body.html @@ -390,7 +390,12 @@

:

- $$\hat{S}(t)= \prod_{ti where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$. + \begin{align*} +\hat{S}(t) &= \prod_{t_i \leq t} \frac{n_i − d_i}{n_i}\,, +\end{align*} +

+ where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$. +

diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index 434c62c..09cef1f 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -115,7 +115,9 @@ "\n", "In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the [Kaplan–Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator):\n", "\n", - "$$\\hat{S}(t)= \\prod_{ti < t} \\frac{n_i − d_i}{n_i}\\,,$$\n", + "\\begin{align*}\n", + "\\hat{S}(t) &= \\prod_{t_i \\leq t} \\frac{n_i − d_i}{n_i}\\,,\n", + "\\end{align*}\n", "\n", "where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$." ] diff --git a/notebooks/survival_analysis/survival_analysis.py b/notebooks/survival_analysis/survival_analysis.py index 28ac2f8..a974865 100644 --- a/notebooks/survival_analysis/survival_analysis.py +++ b/notebooks/survival_analysis/survival_analysis.py @@ -79,7 +79,9 @@ # # In practice, we do not get to observe the actual survival function of a population; we must use the observed data to estimate it. A popular estimate for the survival function $S(t)$ is the [Kaplan–Meier estimate](http://en.wikipedia.org/wiki/Kaplan–Meier_estimator): # -# $$\hat{S}(t)= \prod_{ti < t} \frac{n_i − d_i}{n_i}\,,$$ +# \begin{align*} +# \hat{S}(t) &= \prod_{t_i \leq t} \frac{n_i − d_i}{n_i}\,, +# \end{align*} # # where $d_i$ is the number of events (deaths) observed at time $t_i$ and $n_i$ is the number of subjects at risk observed at time $t_i$. From 36d0683d635cc296cc089628ea5e5551d4a9e84e Mon Sep 17 00:00:00 2001 From: Oxana Date: Fri, 29 May 2015 10:27:09 +0200 Subject: [PATCH 112/163] Bioinformatics recipes notebook --- _published/includes/bioinformatics/body.html | 1667 +++++++++++++++++ .../includes/bioinformatics/config.json | 9 + _published/includes/references.json | 11 + _published/sitemaps.py | 13 + _published/urls.py | 5 + notebooks/bioinformatics/bioinformatics.ipynb | 1199 ++++++++++++ notebooks/bioinformatics/bioinformatics.py | 325 ++++ notebooks/bioinformatics/config.json | 15 + notebooks/references.json | 1 + 9 files changed, 3245 insertions(+) create mode 100644 _published/includes/bioinformatics/body.html create mode 100644 _published/includes/bioinformatics/config.json create mode 100644 notebooks/bioinformatics/bioinformatics.ipynb create mode 100644 notebooks/bioinformatics/bioinformatics.py create mode 100644 notebooks/bioinformatics/config.json diff --git a/_published/includes/bioinformatics/body.html b/_published/includes/bioinformatics/body.html new file mode 100644 index 0000000..a69b711 --- /dev/null +++ b/_published/includes/bioinformatics/body.html @@ -0,0 +1,1667 @@ +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+

+ About the author: + + ¶ + +

+

+ Oxana is a data scientist based in Stockholm, Sweden. She is studying for a PhD in Bioinformatics, exploring molecular evolution patterns in eukaryotes. You can follow Oxana on Twitter + + @Merenlin + + or read + + her blog + + . +

+

+ Introduction + + ¶ + +

+

+ This notebook will give you the recipes of the most popular data visualizations I encounter in my work as a bioinformatician. If you always wondered what bioinformatics is all about or would like to create interactive +visualization for your genomic data using + + plot.ly + + , this is the place to start. +

+

+ We will be working with real + + gene expression + + data obtained by + + Cap Analysis of Gene Expression(CAGE) + + from human samples by the + + FANTOM5 + + consortium. We will be following a typical workflow of a bioinformatician exploring new data, looking for the outliers: interesting genes or samples, or general patterns in the data. In the end, you'll get the idea of the challenges and upsides of creating interactive visualizations of biological data using plot.ly Python API. +

+
+
+
+
+
+
+
+
+

+ Obtaining the data + + ¶ + +

+
+
+
+
+
+
+
+
+

+ FANTOM5 provides high precision data of thousands of human and mouse samples. The vastness of this data can be overwhelming and operating it locally is challenging. Luckily, there are many tools out there to make our life easier. +
+ For creating a small data subset we can work with in this tutorial, I used + + TET: Fantom 5 Table Extraction tool + + . I picked a few human samples, mostly brain tissues with a few outliers, like uterus and downloaded a tab-separated file from the website. For more advanced data extraction, it's good to have a look at + + TET's API + + . +I have picked normalized tpm(tags per million) and annotated data, so we can focus only on processed data for protein coding genes. All data files for this notebook are available on figshare: + + http://dx.doi.org/10.6084/m9.figshare.1430029 + +
+

+
+
+
+
+
+
+
+
+

+ Loading the dataset + + ¶ + +

+
+
+
+
+
+
+
+
+

+ We are loading the data from the .tsv file, skipping the first two columns (00Annotation and short_description). +

+
+
+
+
+
+ +
+
+
+ 
import numpy as np
+import pandas as pd
+
+data = np.genfromtxt("http://figshare.com/download/file/2087487/1",
+                     comments="#", usecols=range(2,73,1), names=True, dtype=object, delimiter="\t")
+df = pd.DataFrame(data)
+print "Number of genes: " + str(len(df))
+df.head()
+
+
+
+
+
+
+
+
+
+
+
+ 
Number of genes: 201802
+
+
+
+
+ +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + uniprot_id + + Astrocyte__cerebellum_donor1CNhs1132111500119F6 + + Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2 + + brain_adult_donor1CNhs1179610084102B3 + + brain_adult_pool1CNhs1061710012101C3 + + brain_fetal_pool1CNhs1179710085102B4 + + breast_adult_donor1CNhs1179210080102A8 + + cerebellum__adult_donor10196CNhs1379910173103C2 + + cerebellum_adult_donor10252CNhs1232310166103B4 + + cerebellum_newborn_donor10223CNhs1407510357105E6 + + ... + + thalamus__adult_donor10196CNhs1379410168103B6 + + thalamus_adult_donor10252CNhs1231410154103A1 + + thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1 + + thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1 + + thalamus_newborn_donor10223CNhs1408410366105F6 + + throat_fetal_donor1CNhs1177010061101H7 + + thyroid_fetal_donor1CNhs1176910060101H6 + + tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9 + + umbilical_cord_fetal_donor1CNhs1176510057101H3 + + uterus_fetal_donor1CNhs1176310055101H1 +
+ 0 + + NA + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + ... + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 +
+ 1 + + uniprot:Q96JB6 + + 0.12 + + 11.45 + + 0 + + 0 + + 0 + + 2.17 + + 0 + + 0.22 + + 1.03 + + ... + + 5.8 + + 0.31 + + 5.65 + + 2.99 + + 0 + + 1.19 + + 1.01 + + 2.58 + + 7.04 + + 4.48 +
+ 2 + + NA + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + ... + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 +
+ 3 + + NA + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + ... + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 +
+ 4 + + NA + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + ... + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 + + 0 +
+

+ 5 rows × 71 columns +

+
+
+
+
+
+
+
+
+
+
+
+

+ Let's also make sure that we filter out those genes for which the + + Uniprot + + Id is unknown. That will reduce our data, besides, we are only interested in proteins in this analysis. +

+
+
+
+
+
+ +
+
+
+ 
uniprot_clean = [x for x in df['uniprot_id'] if (x != 'NA') and ((x != ''))]
+df=df[df["uniprot_id"].isin(uniprot_clean)]
+print "Number of genes: " + str(len(df))
+df.head()
+
+
+
+
+
+
+
+
+
+
+
+ 
Number of genes: 59173
+
+
+
+
+ +
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
+ + uniprot_id + + Astrocyte__cerebellum_donor1CNhs1132111500119F6 + + Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2 + + brain_adult_donor1CNhs1179610084102B3 + + brain_adult_pool1CNhs1061710012101C3 + + brain_fetal_pool1CNhs1179710085102B4 + + breast_adult_donor1CNhs1179210080102A8 + + cerebellum__adult_donor10196CNhs1379910173103C2 + + cerebellum_adult_donor10252CNhs1232310166103B4 + + cerebellum_newborn_donor10223CNhs1407510357105E6 + + ... + + thalamus__adult_donor10196CNhs1379410168103B6 + + thalamus_adult_donor10252CNhs1231410154103A1 + + thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1 + + thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1 + + thalamus_newborn_donor10223CNhs1408410366105F6 + + throat_fetal_donor1CNhs1177010061101H7 + + thyroid_fetal_donor1CNhs1176910060101H6 + + tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9 + + umbilical_cord_fetal_donor1CNhs1176510057101H3 + + uterus_fetal_donor1CNhs1176310055101H1 +
+ 1 + + uniprot:Q96JB6 + + 0.12 + + 11.45 + + 0 + + 0 + + 0 + + 2.17 + + 0 + + 0.22 + + 1.03 + + ... + + 5.8 + + 0.31 + + 5.65 + + 2.99 + + 0 + + 1.19 + + 1.01 + + 2.58 + + 7.04 + + 4.48 +
+ 6 + + uniprot:Q8N2H3 + + 7.51 + + 6.3 + + 3.88 + + 3.71 + + 2 + + 5.07 + + 1.53 + + 1.99 + + 6.72 + + ... + + 4.15 + + 7.34 + + 4.23 + + 3.84 + + 4.28 + + 15.24 + + 11.92 + + 7.74 + + 7.04 + + 15.87 +
+ 7 + + uniprot:Q8N2H3 + + 3.69 + + 3.43 + + 1.94 + + 0.65 + + 0 + + 0 + + 1.53 + + 0.55 + + 1.55 + + ... + + 0.83 + + 2.69 + + 2.82 + + 1.92 + + 0 + + 3.33 + + 3.03 + + 2.58 + + 2.35 + + 5.29 +
+ 14 + + uniprot:Q92902,uniprot:Q658M9,uniprot:Q8WXE5 + + 35.58 + + 20.61 + + 30.05 + + 21.71 + + 19.96 + + 31.9 + + 13.73 + + 20.79 + + 21.72 + + ... + + 15.75 + + 26.89 + + 24 + + 26.24 + + 12.83 + + 19.76 + + 22.03 + + 12.9 + + 32.85 + + 17.09 +
+ 23 + + uniprot:Q8WWQ2 + + 0 + + 0 + + 0 + + 1.02 + + 0 + + 0 + + 0 + + 2.99 + + 0 + + ... + + 5.8 + + 8.38 + + 4.23 + + 8.96 + + 0.71 + + 0.71 + + 0 + + 0 + + 7.04 + + 5.7 +
+

+ 5 rows × 71 columns +

+
+
+
+
+
+
+
+
+
+
+
+

+ 1. MA scatter plot comparing newborn and adult tissues + + ¶ + +

+
+
+
+
+
+
+
+
+

+ + MA plot + + is a popular visualization tool coming from the microarray analysis. It allows researchers to explore true statistical differences between the two samples, arrays or other observations. We are going to look at the two samples of substantia nigra tissues from the brain of an adult and a newborn person. How do their genetic profiles differ? +

+

+ Firs, let's subset our big dataframe to only include the samples of interest. We will also prefilter the data to not include genes that are not expressed in these tissues. +

+
+
+
+
+
+ +
+
+
+ 
df_MA = df[["uniprot_id",'substantia_nigra_adult_donor10258CNhs1422410371105G2','substantia_nigra_newborn_donor10223CNhs1407610358105E7']]
+df_MA.columns = ['gene','adult', 'newborn']
+df_MA[['adult','newborn']] = df_MA[['adult', 'newborn']].astype(float) 
+df_MA = df_MA[(df_MA.T != 0).any()]  #remove rows with all zeros
+
+
+
+
+
+
+
+
+
+
+
+

+ There are many different methods of computing the average expression level(A) between the two observations and +the mean variation(M). To keep things simple, for this example we will just compare the sum on the x-axis vs the minus on the y-axis. +Our data is already normalized and preprocessed, so this will be enough to find the clear outliers. +

+

+ Here lies the firs problem with web-based interactive visualizations. Plot.ly at the moment has a very hard time rendering more than 40k points in a scatter plot. So for the sake of this example, I'll plot a subset of the data. +

+
+
+
+
+
+ +
+
+
+ 
import plotly.plotly as py
+from plotly.graph_objs import *
+
+A = df_MA['adult'] + df_MA['newborn']
+M = df_MA['adult'] - df_MA['newborn']
+
+trace = Scatter(
+    x=A[1:1000],
+    y=M[1:1000],
+    mode='markers',
+    name="substantia nigra",
+    text=df_MA['gene'][1:1000],
+    marker=Marker(
+        size=5,
+        line=Line(
+            width=0.5),
+        opacity=0.8))
+
+layout = Layout(showlegend=True,
+                title="MA plot of gene expression in adult and newborn samples of substantia nigra",
+                xaxis=XAxis(
+                    title='A',
+                ),
+               yaxis=YAxis(
+                    title='M',
+                ),
+                )
+fig = Figure(data=Data([trace]), layout=layout)
+py.iplot(fig)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Now we can already start exploring some of the genes, that behave differently in adult vs newborn samples. +

+
+
+
+
+
+
+
+
+

+ 2. Histograms of expression breadth and average expression levels + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Another timeless visualization for exploratory data analysis is histogram. Here we don't need to subset our data anymore, for plots like these Plot.ly's capacity is up to 100k points. Let's see how expression breadth(in how many tissues the gene is expressed) and average expression levels look like for all of the samples. +

+

+ Just use the "domain" variable to regulate where the axis of each subplot are. +

+
+
+
+
+
+ +
+
+
+ 
df['breadth'] =  (df[df.columns[1:].values.tolist()].astype('float')
+
+>0).sum(axis=1)
+
+df['avg'] = df[df.columns[1:].values.tolist()].astype('float').mean(axis=1)
+
+trace1 = Histogram(
+        name="expression breadth",
+        x = df['breadth'],
+        marker=Marker(
+        line=Line(
+            color='grey',
+            width=0
+        ),
+        opacity=0.75
+        ),
+)
+
+trace2 = Histogram(
+        name="average expression",
+        x = df['avg'],
+        marker=Marker(
+        line=Line(
+            color='grey',
+            width=0
+        ),
+        opacity=0.75
+        ),
+    xaxis='x2',
+    yaxis='y2'
+    )
+
+
+layout = Layout(
+    title="Exploring the distributions",
+    xaxis=XAxis(
+        title='breadth',
+         domain=[0, 0.45]
+    ),
+    xaxis2=XAxis(
+        title='average expression',
+        domain=[0.55, 1],
+    ), 
+    yaxis2=YAxis(
+        anchor='x2'
+    )
+)
+
+fig = Figure(data=Data([trace1, trace2]), layout=layout)
+py.iplot(fig)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Here is where interactive visualization comes in handy. Average expression level distribution looks very wide because of a few outliers, - highly expressed genes and most of the genes actually being expressed at a very low level. But instead of trying to adjust the limits on the x-axis, we can just zoom in on the interesting area. Try it! +

+
+
+
+
+
+
+
+
+

+ 3. Scatter plot with a trend line + + ¶ + +

+
+
+
+
+
+
+
+
+

+ This kind of plot must be the most popular way to visualize a trend in biological data. We seek clear +and simple patterns demonstrating the relationships between different biological parameters or observations. +Plot.ly's Python API does not come with out-of-the-box tools for plotting trend lines, but numpy has all we need. +

+

+ Let's say we want to plot the relationship between the breadth of expression and the average level. Again, for speed and simplicity, we only take the first 1000 genes in our data frame. Let's try to fit a polinomial function to our data points and plot both at the same time. By using plot.ly it's simple, just send the regression line trace to the same figure. +

+
+
+
+
+
+ +
+
+
+ 
x = df['breadth'][1:1000]
+y = df['avg'][1:1000]
+coefficients = np.polyfit(x, y, 6)
+polynomial = np.poly1d(coefficients)
+r_x = np.arange(0, 72, 0.5)
+r_y = polynomial(r_x)
+
+trace1 = Scatter(
+    x=x,
+    y=y,
+    mode='markers',
+    name="expression levels",
+    text=df['uniprot_id'][1:1000],
+    marker=Marker(
+        size=5,
+        line=Line(
+            color='rgba(217, 217, 217, 0.14)',
+            width=0.5),
+        opacity=0.2))
+
+trace2 = Scatter(
+    mode='lines+markers',
+    x=r_x, 
+    y=r_y,
+    marker=Marker(
+        size=5,
+        line=Line(
+            color='purple',
+            width=0.5),
+        opacity=0.5),
+    name="breadth regression")
+
+layout = Layout(
+    title="Breadth of expression vs average expression level",
+    xaxis=XAxis(
+        title='breadth',
+    ),
+    yaxis=YAxis(
+        title='average expression',
+    ),
+)
+fig = Figure(data=Data([trace1, trace2]), layout=layout)
+py.iplot(fig)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ 4. Heatmap of gene expression + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Heatmap is another great way to visualize big amounts of data. It allows to clearly see the outliers and explore the +general clustering patterns. Are genes in different tissues, but the same donor expressed similarly or do the same tissues +from different donors tend to cluster together? Do brains of newborns and adults differ in gene expression patterns? +Heatmaps of gene expression can give you good leads to questions like these. +

+
+
+
+
+
+
+
+
+

+ There is one catch with generating a heatmap for biological samples using plot.ly. Labels of the heatmap will actually +be coordinates on the x and y axis. For the plot to look less cluttered, I have removed the grid and set dtick to 1. Setting autotick to False also proved useful in order to see all the samples correctly labeled. +

+

+ To improve readability, one often also needs to process samples names. In our data, as you probably noticed, sample names include everything: tissue name, annotation, donor, age. The name becomes long and impossible to display in a plot. Simple shortening will not work with plot.ly though, since the coordinates must be unique! +

+

+ For this tutorial I've cheated a bit, by just adding an integer to each shortened name, I'm sure you can handle the string processing of your samples names on your own ;-) +

+
+
+
+
+
+ +
+
+
+ 
from scipy.spatial.distance import pdist, squareform
+
+cols = [col for col in df.columns if col not in ['breadth', 'uniprot_id', 'avg']]
+short_cols = [col[0:20] for col in cols]
+short_cols = [short_cols[i] + str(i) for i in range(1,len(short_cols),1)]
+data_dist = pdist(df[cols].as_matrix().transpose())
+
+data = Data([
+    Heatmap(
+        z=squareform(data_dist), colorscale='YIGnBu',
+        x=short_cols,
+        y=short_cols,     # y-axis labels
+    )
+])
+
+layout = Layout(
+    title='Transcription profiling of human brain samples',
+    autosize=False,
+    margin=Margin(
+        l=200,
+        b=200,
+        pad=4
+    ),
+    xaxis=XAxis(
+        showgrid=False, # remove grid
+        autotick=False, # custom ticks
+        dtick=1,        # show 1 tick per day
+    ),
+    yaxis=YAxis(
+        showgrid=False,   # remove grid
+        autotick=False,   # custom ticks
+        dtick=1           # show 1 tick per day
+    ),
+)
+fig = Figure(data=data, layout=layout)
+py.iplot(fig, width=900, height=900)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ 5. Network of gene interactions + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Now at some point in our biological investigations, we've got to dig deeper and look at concrete genes/proteins we found interesting. +

+

+ If you go back to our first plot, you'll see that one of the points that stand out corresponds to Q16352(Alpha-internexin, AINX_HUMAN). This gene demonstrates both high level of expression in substantia nigra and the difference between adult and newborn samples is also significant. Which kind of makes sense, since this protein is involved in the morphogenesis of neurons. One of the ways to find out more about a protein is to look at it's interaction networks. +

+

+ I've downloaded the interaction network in tab-separated format from a popular database + + string-db.org + + , so there is nothing novel in plotting it, we are merely reproducing the graph on their website, but, hopefully, you'll be able to use it for your future contributions to science! +

+
+
+
+
+
+ +
+
+
+ 
import networkx as nx
+
+import plotly.plotly as py
+from plotly.graph_objs import *
+
+x = np.genfromtxt('http://figshare.com/download/file/2088824', delimiter="\t", names=True, usecols=[0,1,14],
+                  dtype=['S5','S5','f8'])
+labels = x.dtype.names
+
+G=nx.Graph()
+G.add_weighted_edges_from(x)
+
+pos=nx.spring_layout(G)
+
+edge_trace = Scatter(x=[], y=[], mode='lines')
+for edge in G.edges():
+    x0, y0 = pos[edge[0]] 
+    x1, y1 = pos[edge[1]] 
+    edge_trace['x'] += [x0, x1, None]
+    edge_trace['y'] += [y0, y1, None]
+
+node_trace = Scatter(x=[], y=[], mode='markers+text',
+                     text=G.nodes(),
+                     textposition='top',
+                     marker=Marker(size=10))
+for node in G.nodes():
+    x, y = pos[node]
+    node_trace['x'].append(x)
+    node_trace['y'].append(y)
+   
+fig = Figure(data=Data([edge_trace, node_trace]),
+             layout=Layout(title='AINX_HUMAN interaction network',
+                           showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False),
+                           yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False)))
+
+py.iplot(fig)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Now you see our protein under it's gene name(INA) in the center of the graph. +

+
+
+
+
+
+
+
+
+

+ Now, that's all, folks! I hope you enjoyed this intro to exploratory bioinformatics and got inspired to create beautiful interactive visualizations for your biological data. +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/bioinformatics/config.json b/_published/includes/bioinformatics/config.json new file mode 100644 index 0000000..bfd2666 --- /dev/null +++ b/_published/includes/bioinformatics/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "5 popular visualizations that bioinformaticians use in exploratory analysis of genomic data.", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/bioinformatics", + "title_short": "Exploratory bioinformatics", + "last_modified": "Saturday 30 May 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/bioinformatics/bioinformatics.ipynb", + "title": "Visualizing biological data: exploratory bioinformatics with plot.ly", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/bioinformatics/bioinformatics.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index d5812ba..0a028df 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -40,6 +40,10 @@ "body": "api_docs/includes/ipython_notebooks/apachespark/body.html", "config": "api_docs/includes/ipython_notebooks/apachespark/config.json" }, + "bioinformatics": { + "body": "api_docs/includes/ipython_notebooks/bioinformatics/body.html", + "config": "api_docs/includes/ipython_notebooks/bioinformatics/config.json" + }, "markowitz": { "body": "api_docs/includes/ipython_notebooks/markowitz/body.html", "config": "api_docs/includes/ipython_notebooks/markowitz/config.json" @@ -62,6 +66,12 @@ } }, "splash": [ + { + "title_short": "Exploratory bioinformatics", + "thumbnail_image": "", + "relative_url": "bioinformatics", + "title": "Visualizing biological data: exploratory bioinformatics with plot.ly" + }, { "title_short": "Cufflinks: Plotly + Pandas", "thumbnail_image": "ukswaps.gif", @@ -154,6 +164,7 @@ } ], "notebooks": [ + "bioinformatics", "cufflinks", "survival_analysis", "redshift", diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 8aad7d1..2e7a8ea 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/bioinformatics', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'bioinformatics', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/cufflinks', lmfile=os.path.join( diff --git a/_published/urls.py b/_published/urls.py index cf0fd55..20264b3 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("bioinformatics/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='bioinformatics'), + name='ipython-notebook-bioinformatics'), url("cufflinks/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', diff --git a/notebooks/bioinformatics/bioinformatics.ipynb b/notebooks/bioinformatics/bioinformatics.ipynb new file mode 100644 index 0000000..453572a --- /dev/null +++ b/notebooks/bioinformatics/bioinformatics.ipynb @@ -0,0 +1,1199 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualizing biological data: exploratory bioinformatics with plot.ly" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "####About the author:\n", + "Oxana is a data scientist based in Stockholm, Sweden. She is studying for a PhD in Bioinformatics, exploring molecular evolution patterns in eukaryotes. You can follow Oxana on Twitter [@Merenlin](http://twitter.com/Merenlin) or read [her blog](http://merenlin.com).\n", + "\n", + "###Introduction\n", + "This notebook will give you the recipes of the most popular data visualizations I encounter in my work as a bioinformatician. If you always wondered what bioinformatics is all about or would like to create interactive\n", + "visualization for your genomic data using [plot.ly](https://plot.ly/python/), this is the place to start. \n", + "\n", + "We will be working with real [gene expression](http://en.wikipedia.org/wiki/Gene_expression) data obtained by [Cap Analysis of Gene Expression(CAGE)](http://en.wikipedia.org/wiki/Cap_analysis_gene_expression) from human samples by the [FANTOM5](http://fantom.gsc.riken.jp/5/) consortium. We will be following a typical workflow of a bioinformatician exploring new data, looking for the outliers: interesting genes or samples, or general patterns in the data. In the end, you'll get the idea of the challenges and upsides of creating interactive visualizations of biological data using plot.ly Python API. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Obtaining the data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "FANTOM5 provides high precision data of thousands of human and mouse samples. The vastness of this data can be overwhelming and operating it locally is challenging. Luckily, there are many tools out there to make our life easier. \n", + "For creating a small data subset we can work with in this tutorial, I used [TET: Fantom 5 Table Extraction tool](http://fantom.gsc.riken.jp/5/tet). I picked a few human samples, mostly brain tissues with a few outliers, like uterus and downloaded a tab-separated file from the website. For more advanced data extraction, it's good to have a look at [TET's API](https://github.com/Hypercubed/TET/blob/master/README.md). \n", + "I have picked normalized tpm(tags per million) and annotated data, so we can focus only on processed data for protein coding genes. All data files for this notebook are available on figshare: http://dx.doi.org/10.6084/m9.figshare.1430029" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###Loading the dataset" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are loading the data from the .tsv file, skipping the first two columns (00Annotation and short_description)." + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of genes: 201802\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
uniprot_idAstrocyte__cerebellum_donor1CNhs1132111500119F6Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2brain_adult_donor1CNhs1179610084102B3brain_adult_pool1CNhs1061710012101C3brain_fetal_pool1CNhs1179710085102B4breast_adult_donor1CNhs1179210080102A8cerebellum__adult_donor10196CNhs1379910173103C2cerebellum_adult_donor10252CNhs1232310166103B4cerebellum_newborn_donor10223CNhs1407510357105E6...thalamus__adult_donor10196CNhs1379410168103B6thalamus_adult_donor10252CNhs1231410154103A1thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1thalamus_newborn_donor10223CNhs1408410366105F6throat_fetal_donor1CNhs1177010061101H7thyroid_fetal_donor1CNhs1176910060101H6tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9umbilical_cord_fetal_donor1CNhs1176510057101H3uterus_fetal_donor1CNhs1176310055101H1
0 NA 0 0 0 0 0 0 0 0 0... 0 0 0 0 0 0 0 0 0 0
1 uniprot:Q96JB6 0.12 11.45 0 0 0 2.17 0 0.22 1.03... 5.8 0.31 5.65 2.99 0 1.19 1.01 2.58 7.04 4.48
2 NA 0 0 0 0 0 0 0 0 0... 0 0 0 0 0 0 0 0 0 0
3 NA 0 0 0 0 0 0 0 0 0... 0 0 0 0 0 0 0 0 0 0
4 NA 0 0 0 0 0 0 0 0 0... 0 0 0 0 0 0 0 0 0 0
\n", + "

5 rows × 71 columns

\n", + "
" + ], + "text/plain": [ + " uniprot_id Astrocyte__cerebellum_donor1CNhs1132111500119F6 \\\n", + "0 NA 0 \n", + "1 uniprot:Q96JB6 0.12 \n", + "2 NA 0 \n", + "3 NA 0 \n", + "4 NA 0 \n", + "\n", + " Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2 \\\n", + "0 0 \n", + "1 11.45 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " brain_adult_donor1CNhs1179610084102B3 brain_adult_pool1CNhs1061710012101C3 \\\n", + "0 0 0 \n", + "1 0 0 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " brain_fetal_pool1CNhs1179710085102B4 breast_adult_donor1CNhs1179210080102A8 \\\n", + "0 0 0 \n", + "1 0 2.17 \n", + "2 0 0 \n", + "3 0 0 \n", + "4 0 0 \n", + "\n", + " cerebellum__adult_donor10196CNhs1379910173103C2 \\\n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " cerebellum_adult_donor10252CNhs1232310166103B4 \\\n", + "0 0 \n", + "1 0.22 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " cerebellum_newborn_donor10223CNhs1407510357105E6 \\\n", + "0 0 \n", + "1 1.03 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " ... \\\n", + "0 ... \n", + "1 ... \n", + "2 ... \n", + "3 ... \n", + "4 ... \n", + "\n", + " thalamus__adult_donor10196CNhs1379410168103B6 \\\n", + "0 0 \n", + "1 5.8 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " thalamus_adult_donor10252CNhs1231410154103A1 \\\n", + "0 0 \n", + "1 0.31 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1 \\\n", + "0 0 \n", + "1 5.65 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1 \\\n", + "0 0 \n", + "1 2.99 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " thalamus_newborn_donor10223CNhs1408410366105F6 \\\n", + "0 0 \n", + "1 0 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " throat_fetal_donor1CNhs1177010061101H7 \\\n", + "0 0 \n", + "1 1.19 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " thyroid_fetal_donor1CNhs1176910060101H6 \\\n", + "0 0 \n", + "1 1.01 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9 \\\n", + "0 0 \n", + "1 2.58 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " umbilical_cord_fetal_donor1CNhs1176510057101H3 \\\n", + "0 0 \n", + "1 7.04 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + " uterus_fetal_donor1CNhs1176310055101H1 \n", + "0 0 \n", + "1 4.48 \n", + "2 0 \n", + "3 0 \n", + "4 0 \n", + "\n", + "[5 rows x 71 columns]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "data = np.genfromtxt(\"http://figshare.com/download/file/2087487/1\",\n", + " comments=\"#\", usecols=range(2,73,1), names=True, dtype=object, delimiter=\"\\t\")\n", + "df = pd.DataFrame(data)\n", + "print \"Number of genes: \" + str(len(df))\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " Let's also make sure that we filter out those genes for which the [Uniprot](http://www.uniprot.org/) Id is unknown. That will reduce our data, besides, we are only interested in proteins in this analysis. " + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of genes: 59173\n" + ] + }, + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
uniprot_idAstrocyte__cerebellum_donor1CNhs1132111500119F6Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2brain_adult_donor1CNhs1179610084102B3brain_adult_pool1CNhs1061710012101C3brain_fetal_pool1CNhs1179710085102B4breast_adult_donor1CNhs1179210080102A8cerebellum__adult_donor10196CNhs1379910173103C2cerebellum_adult_donor10252CNhs1232310166103B4cerebellum_newborn_donor10223CNhs1407510357105E6...thalamus__adult_donor10196CNhs1379410168103B6thalamus_adult_donor10252CNhs1231410154103A1thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1thalamus_newborn_donor10223CNhs1408410366105F6throat_fetal_donor1CNhs1177010061101H7thyroid_fetal_donor1CNhs1176910060101H6tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9umbilical_cord_fetal_donor1CNhs1176510057101H3uterus_fetal_donor1CNhs1176310055101H1
1 uniprot:Q96JB6 0.12 11.45 0 0 0 2.17 0 0.22 1.03... 5.8 0.31 5.65 2.99 0 1.19 1.01 2.58 7.04 4.48
6 uniprot:Q8N2H3 7.51 6.3 3.88 3.71 2 5.07 1.53 1.99 6.72... 4.15 7.34 4.23 3.84 4.28 15.24 11.92 7.74 7.04 15.87
7 uniprot:Q8N2H3 3.69 3.43 1.94 0.65 0 0 1.53 0.55 1.55... 0.83 2.69 2.82 1.92 0 3.33 3.03 2.58 2.35 5.29
14 uniprot:Q92902,uniprot:Q658M9,uniprot:Q8WXE5 35.58 20.61 30.05 21.71 19.96 31.9 13.73 20.79 21.72... 15.75 26.89 24 26.24 12.83 19.76 22.03 12.9 32.85 17.09
23 uniprot:Q8WWQ2 0 0 0 1.02 0 0 0 2.99 0... 5.8 8.38 4.23 8.96 0.71 0.71 0 0 7.04 5.7
\n", + "

5 rows × 71 columns

\n", + "
" + ], + "text/plain": [ + " uniprot_id \\\n", + "1 uniprot:Q96JB6 \n", + "6 uniprot:Q8N2H3 \n", + "7 uniprot:Q8N2H3 \n", + "14 uniprot:Q92902,uniprot:Q658M9,uniprot:Q8WXE5 \n", + "23 uniprot:Q8WWQ2 \n", + "\n", + " Astrocyte__cerebellum_donor1CNhs1132111500119F6 \\\n", + "1 0.12 \n", + "6 7.51 \n", + "7 3.69 \n", + "14 35.58 \n", + "23 0 \n", + "\n", + " Astrocyte__cerebral_cortex_donor1CNhs1086411235116D2 \\\n", + "1 11.45 \n", + "6 6.3 \n", + "7 3.43 \n", + "14 20.61 \n", + "23 0 \n", + "\n", + " brain_adult_donor1CNhs1179610084102B3 brain_adult_pool1CNhs1061710012101C3 \\\n", + "1 0 0 \n", + "6 3.88 3.71 \n", + "7 1.94 0.65 \n", + "14 30.05 21.71 \n", + "23 0 1.02 \n", + "\n", + " brain_fetal_pool1CNhs1179710085102B4 \\\n", + "1 0 \n", + "6 2 \n", + "7 0 \n", + "14 19.96 \n", + "23 0 \n", + "\n", + " breast_adult_donor1CNhs1179210080102A8 \\\n", + "1 2.17 \n", + "6 5.07 \n", + "7 0 \n", + "14 31.9 \n", + "23 0 \n", + "\n", + " cerebellum__adult_donor10196CNhs1379910173103C2 \\\n", + "1 0 \n", + "6 1.53 \n", + "7 1.53 \n", + "14 13.73 \n", + "23 0 \n", + "\n", + " cerebellum_adult_donor10252CNhs1232310166103B4 \\\n", + "1 0.22 \n", + "6 1.99 \n", + "7 0.55 \n", + "14 20.79 \n", + "23 2.99 \n", + "\n", + " cerebellum_newborn_donor10223CNhs1407510357105E6 \\\n", + "1 1.03 \n", + "6 6.72 \n", + "7 1.55 \n", + "14 21.72 \n", + "23 0 \n", + "\n", + " ... \\\n", + "1 ... \n", + "6 ... \n", + "7 ... \n", + "14 ... \n", + "23 ... \n", + "\n", + " thalamus__adult_donor10196CNhs1379410168103B6 \\\n", + "1 5.8 \n", + "6 4.15 \n", + "7 0.83 \n", + "14 15.75 \n", + "23 5.8 \n", + "\n", + " thalamus_adult_donor10252CNhs1231410154103A1 \\\n", + "1 0.31 \n", + "6 7.34 \n", + "7 2.69 \n", + "14 26.89 \n", + "23 8.38 \n", + "\n", + " thalamus_adult_donor10258_tech_rep1CNhs1422310370105G1 \\\n", + "1 5.65 \n", + "6 4.23 \n", + "7 2.82 \n", + "14 24 \n", + "23 4.23 \n", + "\n", + " thalamus_adult_donor10258_tech_rep2CNhs1455110370105G1 \\\n", + "1 2.99 \n", + "6 3.84 \n", + "7 1.92 \n", + "14 26.24 \n", + "23 8.96 \n", + "\n", + " thalamus_newborn_donor10223CNhs1408410366105F6 \\\n", + "1 0 \n", + "6 4.28 \n", + "7 0 \n", + "14 12.83 \n", + "23 0.71 \n", + "\n", + " throat_fetal_donor1CNhs1177010061101H7 \\\n", + "1 1.19 \n", + "6 15.24 \n", + "7 3.33 \n", + "14 19.76 \n", + "23 0.71 \n", + "\n", + " thyroid_fetal_donor1CNhs1176910060101H6 \\\n", + "1 1.01 \n", + "6 11.92 \n", + "7 3.03 \n", + "14 22.03 \n", + "23 0 \n", + "\n", + " tongue_epidermis_fungiform_papillae_donor1CNhs1346010288104F9 \\\n", + "1 2.58 \n", + "6 7.74 \n", + "7 2.58 \n", + "14 12.9 \n", + "23 0 \n", + "\n", + " umbilical_cord_fetal_donor1CNhs1176510057101H3 \\\n", + "1 7.04 \n", + "6 7.04 \n", + "7 2.35 \n", + "14 32.85 \n", + "23 7.04 \n", + "\n", + " uterus_fetal_donor1CNhs1176310055101H1 \n", + "1 4.48 \n", + "6 15.87 \n", + "7 5.29 \n", + "14 17.09 \n", + "23 5.7 \n", + "\n", + "[5 rows x 71 columns]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "uniprot_clean = [x for x in df['uniprot_id'] if (x != 'NA') and ((x != ''))]\n", + "df=df[df[\"uniprot_id\"].isin(uniprot_clean)]\n", + "print \"Number of genes: \" + str(len(df))\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "###1. MA scatter plot comparing newborn and adult tissues" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "[MA plot](http://en.wikipedia.org/wiki/MA_plot) is a popular visualization tool coming from the microarray analysis. It allows researchers to explore true statistical differences between the two samples, arrays or other observations. We are going to look at the two samples of substantia nigra tissues from the brain of an adult and a newborn person. How do their genetic profiles differ? \n", + "\n", + "Firs, let's subset our big dataframe to only include the samples of interest. We will also prefilter the data to not include genes that are not expressed in these tissues. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "df_MA = df[[\"uniprot_id\",'substantia_nigra_adult_donor10258CNhs1422410371105G2','substantia_nigra_newborn_donor10223CNhs1407610358105E7']]\n", + "df_MA.columns = ['gene','adult', 'newborn']\n", + "df_MA[['adult','newborn']] = df_MA[['adult', 'newborn']].astype(float) \n", + "df_MA = df_MA[(df_MA.T != 0).any()] #remove rows with all zeros" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are many different methods of computing the average expression level(A) between the two observations and\n", + "the mean variation(M). To keep things simple, for this example we will just compare the sum on the x-axis vs the minus on the y-axis.\n", + "Our data is already normalized and preprocessed, so this will be enough to find the clear outliers. \n", + "\n", + "Here lies the firs problem with web-based interactive visualizations. Plot.ly at the moment has a very hard time rendering more than 40k points in a scatter plot. So for the sake of this example, I'll plot a subset of the data. " + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import plotly.plotly as py\n", + "from plotly.graph_objs import *\n", + "\n", + "A = df_MA['adult'] + df_MA['newborn']\n", + "M = df_MA['adult'] - df_MA['newborn']\n", + "\n", + "trace = Scatter(\n", + " x=A[1:1000],\n", + " y=M[1:1000],\n", + " mode='markers',\n", + " name=\"substantia nigra\",\n", + " text=df_MA['gene'][1:1000],\n", + " marker=Marker(\n", + " size=5,\n", + " line=Line(\n", + " width=0.5),\n", + " opacity=0.8))\n", + "\n", + "layout = Layout(showlegend=True,\n", + " title=\"MA plot of gene expression in adult and newborn samples of substantia nigra\",\n", + " xaxis=XAxis(\n", + " title='A',\n", + " ),\n", + " yaxis=YAxis(\n", + " title='M',\n", + " ),\n", + " )\n", + "fig = Figure(data=Data([trace]), layout=layout)\n", + "py.iplot(fig)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can already start exploring some of the genes, that behave differently in adult vs newborn samples. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "### 2. Histograms of expression breadth and average expression levels" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Another timeless visualization for exploratory data analysis is histogram. Here we don't need to subset our data anymore, for plots like these Plot.ly's capacity is up to 100k points. Let's see how expression breadth(in how many tissues the gene is expressed) and average expression levels look like for all of the samples. \n", + "\n", + "Just use the \"domain\" variable to regulate where the axis of each subplot are. " + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['breadth'] = (df[df.columns[1:].values.tolist()].astype('float')\n", + "\n", + ">0).sum(axis=1)\n", + "\n", + "df['avg'] = df[df.columns[1:].values.tolist()].astype('float').mean(axis=1)\n", + "\n", + "trace1 = Histogram(\n", + " name=\"expression breadth\",\n", + " x = df['breadth'],\n", + " marker=Marker(\n", + " line=Line(\n", + " color='grey',\n", + " width=0\n", + " ),\n", + " opacity=0.75\n", + " ),\n", + ")\n", + "\n", + "trace2 = Histogram(\n", + " name=\"average expression\",\n", + " x = df['avg'],\n", + " marker=Marker(\n", + " line=Line(\n", + " color='grey',\n", + " width=0\n", + " ),\n", + " opacity=0.75\n", + " ),\n", + " xaxis='x2',\n", + " yaxis='y2'\n", + " )\n", + "\n", + "\n", + "layout = Layout(\n", + " title=\"Exploring the distributions\",\n", + " xaxis=XAxis(\n", + " title='breadth',\n", + " domain=[0, 0.45]\n", + " ),\n", + " xaxis2=XAxis(\n", + " title='average expression',\n", + " domain=[0.55, 1],\n", + " ), \n", + " yaxis2=YAxis(\n", + " anchor='x2'\n", + " )\n", + ")\n", + "\n", + "fig = Figure(data=Data([trace1, trace2]), layout=layout)\n", + "py.iplot(fig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here is where interactive visualization comes in handy. Average expression level distribution looks very wide because of a few outliers, - highly expressed genes and most of the genes actually being expressed at a very low level. But instead of trying to adjust the limits on the x-axis, we can just zoom in on the interesting area. Try it!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Scatter plot with a trend line" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This kind of plot must be the most popular way to visualize a trend in biological data. We seek clear\n", + "and simple patterns demonstrating the relationships between different biological parameters or observations.\n", + "Plot.ly's Python API does not come with out-of-the-box tools for plotting trend lines, but numpy has all we need. \n", + "\n", + "Let's say we want to plot the relationship between the breadth of expression and the average level. Again, for speed and simplicity, we only take the first 1000 genes in our data frame. Let's try to fit a polinomial function to our data points and plot both at the same time. By using plot.ly it's simple, just send the regression line trace to the same figure. " + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "x = df['breadth'][1:1000]\n", + "y = df['avg'][1:1000]\n", + "coefficients = np.polyfit(x, y, 6)\n", + "polynomial = np.poly1d(coefficients)\n", + "r_x = np.arange(0, 72, 0.5)\n", + "r_y = polynomial(r_x)\n", + "\n", + "trace1 = Scatter(\n", + " x=x,\n", + " y=y,\n", + " mode='markers',\n", + " name=\"expression levels\",\n", + " text=df['uniprot_id'][1:1000],\n", + " marker=Marker(\n", + " size=5,\n", + " line=Line(\n", + " color='rgba(217, 217, 217, 0.14)',\n", + " width=0.5),\n", + " opacity=0.2))\n", + "\n", + "trace2 = Scatter(\n", + " mode='lines+markers',\n", + " x=r_x, \n", + " y=r_y,\n", + " marker=Marker(\n", + " size=5,\n", + " line=Line(\n", + " color='purple',\n", + " width=0.5),\n", + " opacity=0.5),\n", + " name=\"breadth regression\")\n", + "\n", + "layout = Layout(\n", + " title=\"Breadth of expression vs average expression level\",\n", + " xaxis=XAxis(\n", + " title='breadth',\n", + " ),\n", + " yaxis=YAxis(\n", + " title='average expression',\n", + " ),\n", + ")\n", + "fig = Figure(data=Data([trace1, trace2]), layout=layout)\n", + "py.iplot(fig)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 4. Heatmap of gene expression" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Heatmap is another great way to visualize big amounts of data. It allows to clearly see the outliers and explore the \n", + "general clustering patterns. Are genes in different tissues, but the same donor expressed similarly or do the same tissues\n", + "from different donors tend to cluster together? Do brains of newborns and adults differ in gene expression patterns? \n", + "Heatmaps of gene expression can give you good leads to questions like these. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is one catch with generating a heatmap for biological samples using plot.ly. Labels of the heatmap will actually\n", + "be coordinates on the x and y axis. For the plot to look less cluttered, I have removed the grid and set dtick to 1. Setting autotick to False also proved useful in order to see all the samples correctly labeled. \n", + "\n", + "To improve readability, one often also needs to process samples names. In our data, as you probably noticed, sample names include everything: tissue name, annotation, donor, age. The name becomes long and impossible to display in a plot. Simple shortening will not work with plot.ly though, since the coordinates must be unique! \n", + "\n", + "For this tutorial I've cheated a bit, by just adding an integer to each shortened name, I'm sure you can handle the string processing of your samples names on your own ;-)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.spatial.distance import pdist, squareform\n", + "\n", + "cols = [col for col in df.columns if col not in ['breadth', 'uniprot_id', 'avg']]\n", + "short_cols = [col[0:20] for col in cols]\n", + "short_cols = [short_cols[i] + str(i) for i in range(1,len(short_cols),1)]\n", + "data_dist = pdist(df[cols].as_matrix().transpose())\n", + "\n", + "data = Data([\n", + " Heatmap(\n", + " z=squareform(data_dist), colorscale='YIGnBu',\n", + " x=short_cols,\n", + " y=short_cols, # y-axis labels\n", + " )\n", + "])\n", + "\n", + "layout = Layout(\n", + " title='Transcription profiling of human brain samples',\n", + " autosize=False,\n", + " margin=Margin(\n", + " l=200,\n", + " b=200,\n", + " pad=4\n", + " ),\n", + " xaxis=XAxis(\n", + " showgrid=False, # remove grid\n", + " autotick=False, # custom ticks\n", + " dtick=1, # show 1 tick per day\n", + " ),\n", + " yaxis=YAxis(\n", + " showgrid=False, # remove grid\n", + " autotick=False, # custom ticks\n", + " dtick=1 # show 1 tick per day\n", + " ),\n", + ")\n", + "fig = Figure(data=data, layout=layout)\n", + "py.iplot(fig, width=900, height=900)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 5. Network of gene interactions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now at some point in our biological investigations, we've got to dig deeper and look at concrete genes/proteins we found interesting. \n", + "\n", + "If you go back to our first plot, you'll see that one of the points that stand out corresponds to Q16352(Alpha-internexin, AINX_HUMAN). This gene demonstrates both high level of expression in substantia nigra and the difference between adult and newborn samples is also significant. Which kind of makes sense, since this protein is involved in the morphogenesis of neurons. One of the ways to find out more about a protein is to look at it's interaction networks. \n", + "\n", + "I've downloaded the interaction network in tab-separated format from a popular database [string-db.org](http://string-db.org/), so there is nothing novel in plotting it, we are merely reproducing the graph on their website, but, hopefully, you'll be able to use it for your future contributions to science! " + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import networkx as nx\n", + "\n", + "import plotly.plotly as py\n", + "from plotly.graph_objs import *\n", + "\n", + "x = np.genfromtxt('http://figshare.com/download/file/2088824', delimiter=\"\\t\", names=True, usecols=[0,1,14],\n", + " dtype=['S5','S5','f8'])\n", + "labels = x.dtype.names\n", + "\n", + "G=nx.Graph()\n", + "G.add_weighted_edges_from(x)\n", + "\n", + "pos=nx.spring_layout(G)\n", + "\n", + "edge_trace = Scatter(x=[], y=[], mode='lines')\n", + "for edge in G.edges():\n", + " x0, y0 = pos[edge[0]] \n", + " x1, y1 = pos[edge[1]] \n", + " edge_trace['x'] += [x0, x1, None]\n", + " edge_trace['y'] += [y0, y1, None]\n", + "\n", + "node_trace = Scatter(x=[], y=[], mode='markers+text',\n", + " text=G.nodes(),\n", + " textposition='top',\n", + " marker=Marker(size=10))\n", + "for node in G.nodes():\n", + " x, y = pos[node]\n", + " node_trace['x'].append(x)\n", + " node_trace['y'].append(y)\n", + " \n", + "fig = Figure(data=Data([edge_trace, node_trace]),\n", + " layout=Layout(title='AINX_HUMAN interaction network',\n", + " showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False),\n", + " yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False)))\n", + "\n", + "py.iplot(fig)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now you see our protein under it's gene name(INA) in the center of the graph. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "Now, that's all, folks! I hope you enjoyed this intro to exploratory bioinformatics and got inspired to create beautiful interactive visualizations for your biological data. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/bioinformatics/bioinformatics.py b/notebooks/bioinformatics/bioinformatics.py new file mode 100644 index 0000000..2e5ba73 --- /dev/null +++ b/notebooks/bioinformatics/bioinformatics.py @@ -0,0 +1,325 @@ + +# coding: utf-8 + +# # Visualizing biological data: exploratory bioinformatics with plot.ly + +# ####About the author: +# Oxana is a data scientist based in Stockholm, Sweden. She is studying for a PhD in Bioinformatics, exploring molecular evolution patterns in eukaryotes. You can follow Oxana on Twitter [@Merenlin](http://twitter.com/Merenlin) or read [her blog](http://merenlin.com). +# +# ###Introduction +# This notebook will give you the recipes of the most popular data visualizations I encounter in my work as a bioinformatician. If you always wondered what bioinformatics is all about or would like to create interactive +# visualization for your genomic data using [plot.ly](https://plot.ly/python/), this is the place to start. +# +# We will be working with real [gene expression](http://en.wikipedia.org/wiki/Gene_expression) data obtained by [Cap Analysis of Gene Expression(CAGE)](http://en.wikipedia.org/wiki/Cap_analysis_gene_expression) from human samples by the [FANTOM5](http://fantom.gsc.riken.jp/5/) consortium. We will be following a typical workflow of a bioinformatician exploring new data, looking for the outliers: interesting genes or samples, or general patterns in the data. In the end, you'll get the idea of the challenges and upsides of creating interactive visualizations of biological data using plot.ly Python API. + +# ### Obtaining the data + +# FANTOM5 provides high precision data of thousands of human and mouse samples. The vastness of this data can be overwhelming and operating it locally is challenging. Luckily, there are many tools out there to make our life easier. +# For creating a small data subset we can work with in this tutorial, I used [TET: Fantom 5 Table Extraction tool](http://fantom.gsc.riken.jp/5/tet). I picked a few human samples, mostly brain tissues with a few outliers, like uterus and downloaded a tab-separated file from the website. For more advanced data extraction, it's good to have a look at [TET's API](https://github.com/Hypercubed/TET/blob/master/README.md). +# I have picked normalized tpm(tags per million) and annotated data, so we can focus only on processed data for protein coding genes. All data files for this notebook are available on figshare: http://dx.doi.org/10.6084/m9.figshare.1430029 + +# ###Loading the dataset + +# We are loading the data from the .tsv file, skipping the first two columns (00Annotation and short_description). + +# In[47]: + +import numpy as np +import pandas as pd + +data = np.genfromtxt("http://figshare.com/download/file/2087487/1", + comments="#", usecols=range(2,73,1), names=True, dtype=object, delimiter="\t") +df = pd.DataFrame(data) +print "Number of genes: " + str(len(df)) +df.head() + + +# Let's also make sure that we filter out those genes for which the [Uniprot](http://www.uniprot.org/) Id is unknown. That will reduce our data, besides, we are only interested in proteins in this analysis. + +# In[48]: + +uniprot_clean = [x for x in df['uniprot_id'] if (x != 'NA') and ((x != ''))] +df=df[df["uniprot_id"].isin(uniprot_clean)] +print "Number of genes: " + str(len(df)) +df.head() + + +# ###1. MA scatter plot comparing newborn and adult tissues + +# [MA plot](http://en.wikipedia.org/wiki/MA_plot) is a popular visualization tool coming from the microarray analysis. It allows researchers to explore true statistical differences between the two samples, arrays or other observations. We are going to look at the two samples of substantia nigra tissues from the brain of an adult and a newborn person. How do their genetic profiles differ? +# +# Firs, let's subset our big dataframe to only include the samples of interest. We will also prefilter the data to not include genes that are not expressed in these tissues. +# + +# In[49]: + +df_MA = df[["uniprot_id",'substantia_nigra_adult_donor10258CNhs1422410371105G2','substantia_nigra_newborn_donor10223CNhs1407610358105E7']] +df_MA.columns = ['gene','adult', 'newborn'] +df_MA[['adult','newborn']] = df_MA[['adult', 'newborn']].astype(float) +df_MA = df_MA[(df_MA.T != 0).any()] #remove rows with all zeros + + +# There are many different methods of computing the average expression level(A) between the two observations and +# the mean variation(M). To keep things simple, for this example we will just compare the sum on the x-axis vs the minus on the y-axis. +# Our data is already normalized and preprocessed, so this will be enough to find the clear outliers. +# +# Here lies the firs problem with web-based interactive visualizations. Plot.ly at the moment has a very hard time rendering more than 40k points in a scatter plot. So for the sake of this example, I'll plot a subset of the data. + +# In[50]: + +import plotly.plotly as py +from plotly.graph_objs import * + +A = df_MA['adult'] + df_MA['newborn'] +M = df_MA['adult'] - df_MA['newborn'] + +trace = Scatter( + x=A[1:1000], + y=M[1:1000], + mode='markers', + name="substantia nigra", + text=df_MA['gene'][1:1000], + marker=Marker( + size=5, + line=Line( + width=0.5), + opacity=0.8)) + +layout = Layout(showlegend=True, + title="MA plot of gene expression in adult and newborn samples of substantia nigra", + xaxis=XAxis( + title='A', + ), + yaxis=YAxis( + title='M', + ), + ) +fig = Figure(data=Data([trace]), layout=layout) +py.iplot(fig) + + +# Now we can already start exploring some of the genes, that behave differently in adult vs newborn samples. + +# ### 2. Histograms of expression breadth and average expression levels + +# Another timeless visualization for exploratory data analysis is histogram. Here we don't need to subset our data anymore, for plots like these Plot.ly's capacity is up to 100k points. Let's see how expression breadth(in how many tissues the gene is expressed) and average expression levels look like for all of the samples. +# +# Just use the "domain" variable to regulate where the axis of each subplot are. + +# In[51]: + +df['breadth'] = (df[df.columns[1:].values.tolist()].astype('float') + +>0).sum(axis=1) + +df['avg'] = df[df.columns[1:].values.tolist()].astype('float').mean(axis=1) + +trace1 = Histogram( + name="expression breadth", + x = df['breadth'], + marker=Marker( + line=Line( + color='grey', + width=0 + ), + opacity=0.75 + ), +) + +trace2 = Histogram( + name="average expression", + x = df['avg'], + marker=Marker( + line=Line( + color='grey', + width=0 + ), + opacity=0.75 + ), + xaxis='x2', + yaxis='y2' + ) + + +layout = Layout( + title="Exploring the distributions", + xaxis=XAxis( + title='breadth', + domain=[0, 0.45] + ), + xaxis2=XAxis( + title='average expression', + domain=[0.55, 1], + ), + yaxis2=YAxis( + anchor='x2' + ) +) + +fig = Figure(data=Data([trace1, trace2]), layout=layout) +py.iplot(fig) + + +# Here is where interactive visualization comes in handy. Average expression level distribution looks very wide because of a few outliers, - highly expressed genes and most of the genes actually being expressed at a very low level. But instead of trying to adjust the limits on the x-axis, we can just zoom in on the interesting area. Try it! + +# ### 3. Scatter plot with a trend line + +# This kind of plot must be the most popular way to visualize a trend in biological data. We seek clear +# and simple patterns demonstrating the relationships between different biological parameters or observations. +# Plot.ly's Python API does not come with out-of-the-box tools for plotting trend lines, but numpy has all we need. +# +# Let's say we want to plot the relationship between the breadth of expression and the average level. Again, for speed and simplicity, we only take the first 1000 genes in our data frame. Let's try to fit a polinomial function to our data points and plot both at the same time. By using plot.ly it's simple, just send the regression line trace to the same figure. + +# In[52]: + +x = df['breadth'][1:1000] +y = df['avg'][1:1000] +coefficients = np.polyfit(x, y, 6) +polynomial = np.poly1d(coefficients) +r_x = np.arange(0, 72, 0.5) +r_y = polynomial(r_x) + +trace1 = Scatter( + x=x, + y=y, + mode='markers', + name="expression levels", + text=df['uniprot_id'][1:1000], + marker=Marker( + size=5, + line=Line( + color='rgba(217, 217, 217, 0.14)', + width=0.5), + opacity=0.2)) + +trace2 = Scatter( + mode='lines+markers', + x=r_x, + y=r_y, + marker=Marker( + size=5, + line=Line( + color='purple', + width=0.5), + opacity=0.5), + name="breadth regression") + +layout = Layout( + title="Breadth of expression vs average expression level", + xaxis=XAxis( + title='breadth', + ), + yaxis=YAxis( + title='average expression', + ), +) +fig = Figure(data=Data([trace1, trace2]), layout=layout) +py.iplot(fig) + + +# ### 4. Heatmap of gene expression + +# Heatmap is another great way to visualize big amounts of data. It allows to clearly see the outliers and explore the +# general clustering patterns. Are genes in different tissues, but the same donor expressed similarly or do the same tissues +# from different donors tend to cluster together? Do brains of newborns and adults differ in gene expression patterns? +# Heatmaps of gene expression can give you good leads to questions like these. + +# There is one catch with generating a heatmap for biological samples using plot.ly. Labels of the heatmap will actually +# be coordinates on the x and y axis. For the plot to look less cluttered, I have removed the grid and set dtick to 1. Setting autotick to False also proved useful in order to see all the samples correctly labeled. +# +# To improve readability, one often also needs to process samples names. In our data, as you probably noticed, sample names include everything: tissue name, annotation, donor, age. The name becomes long and impossible to display in a plot. Simple shortening will not work with plot.ly though, since the coordinates must be unique! +# +# For this tutorial I've cheated a bit, by just adding an integer to each shortened name, I'm sure you can handle the string processing of your samples names on your own ;-) + +# In[53]: + +from scipy.spatial.distance import pdist, squareform + +cols = [col for col in df.columns if col not in ['breadth', 'uniprot_id', 'avg']] +short_cols = [col[0:20] for col in cols] +short_cols = [short_cols[i] + str(i) for i in range(1,len(short_cols),1)] +data_dist = pdist(df[cols].as_matrix().transpose()) + +data = Data([ + Heatmap( + z=squareform(data_dist), colorscale='YIGnBu', + x=short_cols, + y=short_cols, # y-axis labels + ) +]) + +layout = Layout( + title='Transcription profiling of human brain samples', + autosize=False, + margin=Margin( + l=200, + b=200, + pad=4 + ), + xaxis=XAxis( + showgrid=False, # remove grid + autotick=False, # custom ticks + dtick=1, # show 1 tick per day + ), + yaxis=YAxis( + showgrid=False, # remove grid + autotick=False, # custom ticks + dtick=1 # show 1 tick per day + ), +) +fig = Figure(data=data, layout=layout) +py.iplot(fig, width=900, height=900) + + +# ### 5. Network of gene interactions + +# Now at some point in our biological investigations, we've got to dig deeper and look at concrete genes/proteins we found interesting. +# +# If you go back to our first plot, you'll see that one of the points that stand out corresponds to Q16352(Alpha-internexin, AINX_HUMAN). This gene demonstrates both high level of expression in substantia nigra and the difference between adult and newborn samples is also significant. Which kind of makes sense, since this protein is involved in the morphogenesis of neurons. One of the ways to find out more about a protein is to look at it's interaction networks. +# +# I've downloaded the interaction network in tab-separated format from a popular database [string-db.org](http://string-db.org/), so there is nothing novel in plotting it, we are merely reproducing the graph on their website, but, hopefully, you'll be able to use it for your future contributions to science! + +# In[54]: + +import networkx as nx + +import plotly.plotly as py +from plotly.graph_objs import * + +x = np.genfromtxt('http://figshare.com/download/file/2088824', delimiter="\t", names=True, usecols=[0,1,14], + dtype=['S5','S5','f8']) +labels = x.dtype.names + +G=nx.Graph() +G.add_weighted_edges_from(x) + +pos=nx.spring_layout(G) + +edge_trace = Scatter(x=[], y=[], mode='lines') +for edge in G.edges(): + x0, y0 = pos[edge[0]] + x1, y1 = pos[edge[1]] + edge_trace['x'] += [x0, x1, None] + edge_trace['y'] += [y0, y1, None] + +node_trace = Scatter(x=[], y=[], mode='markers+text', + text=G.nodes(), + textposition='top', + marker=Marker(size=10)) +for node in G.nodes(): + x, y = pos[node] + node_trace['x'].append(x) + node_trace['y'].append(y) + +fig = Figure(data=Data([edge_trace, node_trace]), + layout=Layout(title='AINX_HUMAN interaction network', + showlegend=False, xaxis=XAxis(showgrid=False, zeroline=False, showticklabels=False), + yaxis=YAxis(showgrid=False, zeroline=False, showticklabels=False))) + +py.iplot(fig) + + + +# Now you see our protein under it's gene name(INA) in the center of the graph. + +# Now, that's all, folks! I hope you enjoyed this intro to exploratory bioinformatics and got inspired to create beautiful interactive visualizations for your biological data. diff --git a/notebooks/bioinformatics/config.json b/notebooks/bioinformatics/config.json new file mode 100644 index 0000000..f483a7d --- /dev/null +++ b/notebooks/bioinformatics/config.json @@ -0,0 +1,15 @@ +{ + "title": "Visualizing biological data: exploratory bioinformatics with plot.ly", + "title_short": "Exploratory bioinformatics", + "meta_description": "5 popular visualizations that bioinformaticians use in exploratory analysis of genomic data.", + "cells": [0, "end"], + "relative_url": "bioinformatics", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} diff --git a/notebooks/references.json b/notebooks/references.json index 7394d27..aee7b6c 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "bioinformatics", "cufflinks", "survival_analysis", "redshift", From 266635ac1b41fe023c2f0023ca44bd3f5c82361c Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 11:52:19 -0400 Subject: [PATCH 113/163] Create directory for new notebook before anything can be copied in it --- makefile | 1 + 1 file changed, 1 insertion(+) diff --git a/makefile b/makefile index 66a457e..d452207 100644 --- a/makefile +++ b/makefile @@ -36,6 +36,7 @@ sitemaps=$(path_to_streambed)"/shelly/api_docs/sitemaps/ipython_notebooks/sitema #------------------------------------------------------------------------------- init: + @mkdir $(path_to_notebooks)/$(nb) @cp $(path_to_makedata)/config-init.json $(path_to_notebooks)/$(nb)/config.json run: From b68309b85a27de6964a2bccfc7d1a7e95573c869 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 11:58:28 -0400 Subject: [PATCH 114/163] Fill in config file for new (Baltimore) nb --- notebooks/baltimore/config.json | 15 +++++++++++++++ 1 file changed, 15 insertions(+) create mode 100644 notebooks/baltimore/config.json diff --git a/notebooks/baltimore/config.json b/notebooks/baltimore/config.json new file mode 100644 index 0000000..e33a2a5 --- /dev/null +++ b/notebooks/baltimore/config.json @@ -0,0 +1,15 @@ +{ + "title": "Baltimore Vital Signs", + "title_short": "Baltimore", + "meta_description": "PCA and k-means clustering on dataset with Baltimore socio-economic indicators", + "cells": [0, "end"], + "relative_url": "baltimore-vital-signs", + "thumbnail_image": "", + "non_pip_deps": [ + { + "name": "" , + "urls": "", + "description": "" + } + ] +} From 45ed54ffbf31537c2d932642cc651b43a92377e4 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 12:02:50 -0400 Subject: [PATCH 115/163] Add baltimore notebook per se --- notebooks/baltimore/baltimore.ipynb | 1299 +++++++++++++++++++++++++++ notebooks/references.json | 1 + 2 files changed, 1300 insertions(+) create mode 100644 notebooks/baltimore/baltimore.ipynb diff --git a/notebooks/baltimore/baltimore.ipynb b/notebooks/baltimore/baltimore.ipynb new file mode 100644 index 0000000..65fc610 --- /dev/null +++ b/notebooks/baltimore/baltimore.ipynb @@ -0,0 +1,1299 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Baltimore Vital Signs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The repo for this notebook lives [here](https://github.com/mkcor/baltimore_vital_signs). It was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Baltimore Neighborhoods Indicators Alliance - Jacob France Institute (BNIA) at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "import glob\n", + "import numpy as np\n", + "import pandas as pd\n", + "import plotly.plotly as py\n", + "import plotly.graph_objs as pgo" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Load and combine the datasets.\n", + "path = 'raw_data/csv'\n", + "\n", + "allFiles = glob.glob(path + '/*.csv')\n", + "df = pd.DataFrame()\n", + "\n", + "for i, filename in enumerate(allFiles):\n", + " df_file = pd.read_csv(filename)\n", + " if i == 0:\n", + " df = df_file\n", + " else:\n", + " df = pd.merge(df, df_file)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "296\n", + "295\n" + ] + } + ], + "source": [ + "df.index = df['CSA2010']\n", + "df.drop('CSA2010', inplace=True)\n", + "print len(df.columns)\n", + "del df['CSA2010']\n", + "print len(df.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cols = df.columns\n", + "df[cols] = (\n", + " df[cols]\n", + " # Replace things that aren't numbers and change any empty entries to nan\n", + " # (to allow type conversion)\n", + " .replace({r'[^0-9\\.]': '', '': np.nan}, regex=True)\n", + " # Change to float and convert from %s\n", + " .astype(np.float64)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# One of the rows is an aggregate Baltimore City.\n", + "df.drop('Baltimore City', inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# A Few Exploratory Plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Percentage of Population White in Each Neighborhood, Sorted" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df_white_sorted = df['pwhite10'].sort(inplace=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Create a horizontal bar chart with plotly.\n", + "data = pgo.Data([\n", + " pgo.Bar(\n", + " y=df_white_sorted.index,\n", + " x=df_white_sorted,\n", + " orientation='h'\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "layout = pgo.Layout(\n", + " title='% White',\n", + " margin=pgo.Margin(l=300) # add left margin for y-labels are long\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fig = pgo.Figure(data=data, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Address InsecurePlatformWarning from running Python 2.7.6\n", + "import urllib3.contrib.pyopenssl\n", + "urllib3.contrib.pyopenssl.inject_into_urllib3()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(fig, filename='baltimore-barh',\n", + " width=700, height=1000) # adjust notebook display width and height" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Percentage of Households in Poverty and with Children, Sorted" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df_chpov_sorted = df['hhchpov12'].sort(inplace=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data1 = pgo.Data([\n", + " pgo.Bar(\n", + " y=df_chpov_sorted.index,\n", + " x=df_chpov_sorted,\n", + " orientation='h'\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Specify some layout attributes.\n", + "layout1 = pgo.Layout(\n", + " title='% HH w. Children in Poverty',\n", + " margin=pgo.Margin(l=300) # add left margin for y-labels are long\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fig1 = pgo.Figure(data=data1, layout=layout1)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(fig1, filename='baltimore-hh-pov', width=700, height=1000)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bubbles Sized by Juvenile Population (per Neighborhood)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Juvenile population (age 10 to 18)\n", + "juv_pop = df['tpop10'] * df['age18_10'] / 100" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Display this information in hover box.\n", + "hover_text = zip(juv_pop.index, np.around(juv_pop, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Represent a third dimension (size).\n", + "data2 = pgo.Data([\n", + " pgo.Scatter(\n", + " x=df['pwhite10'],\n", + " y=df['hhchpov12'],\n", + " mode='markers',\n", + " marker=pgo.Marker(size=juv_pop,\n", + " sizemode='area',\n", + " sizeref=juv_pop.max()/600,\n", + " opacity=0.4,\n", + " color='blue'),\n", + " text=hover_text\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "layout2 = pgo.Layout(\n", + " title='Baltimore: Too Many Non-White Kids in Poverty',\n", + " xaxis=pgo.XAxis(title='% Population White (2010)',\n", + " range=[-5, 100],\n", + " showgrid=False,\n", + " zeroline=False),\n", + " yaxis=pgo.YAxis(title='% HH w. Children in Poverty (2012)',\n", + " range=[-5, 100],\n", + " showgrid=False,\n", + " zeroline = False),\n", + " hovermode='closest'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fig2 = pgo.Figure(data=data2, layout=layout2)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(fig2, filename='baltimore-bubble-chart')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Percentage of Households in Poverty vs Ethnicity's Percentage of Population" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's do this chart using matplotlib for a change." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mpl_fig, ax = plt.subplots()\n", + "\n", + "size = 100\n", + "alpha = 0.5\n", + "fontsize = 16\n", + "\n", + "ax.scatter(df['phisp10'], df['hhpov12'], c='r', alpha=alpha, s=size)\n", + "ax.scatter(df['paa10'], df['hhpov12'], c='c', alpha=alpha, s=size)\n", + "ax.legend(['Hispanic', 'Black'], fontsize=12)\n", + "\n", + "# Turn off square border around plot.\n", + "ax.spines['top'].set_visible(False)\n", + "ax.spines['right'].set_visible(False)\n", + "ax.spines['bottom'].set_visible(False)\n", + "ax.spines['left'].set_visible(False)\n", + "\n", + "# Turn off ticks.\n", + "ax.tick_params(axis=\"both\", which=\"both\", bottom=\"off\", top=\"off\",\n", + " labelbottom=\"on\", left=\"off\", right=\"off\", labelleft=\"on\",\n", + " labelsize=16)\n", + "\n", + "ax.set_ylim(-5, 60)\n", + "ax.set_xlim(-5, 100)\n", + "\n", + "ax.set_ylabel('% HH in Poverty', fontsize=fontsize)\n", + "ax.set_xlabel('% Population', fontsize=fontsize)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Matplotlib code is very long... But sometimes you have existing matplotlib code, right? The good news is, plotly can eat it! " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/marianne/plotly/venvs/baltimore-nb/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:443: UserWarning:\n", + "\n", + "Dang! That path collection is out of this world. I totally don't know what to do with it yet! Plotly can only import path collections linked to 'data' coordinates\n", + "\n", + "/home/marianne/plotly/venvs/baltimore-nb/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:479: UserWarning:\n", + "\n", + "I found a path object that I don't think is part of a bar chart. Ignoring.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot_mpl(mpl_fig, filename='baltimore-poverty')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So, at the moment, matplotlib legends do not fully convert to plotly legends (please refer to our [user guide](https://plot.ly/python/matplotlib-to-plotly-tutorial/#Careful,-matplotlib-is-not-perfect-%28yet%29)). Let's tweak this now." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import plotly.tools as tls" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Convert mpl fig object to plotly fig object, resize to plotly's default.\n", + "py_fig = tls.mpl_to_plotly(mpl_fig, resize=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Give each trace a name to appear in legend.\n", + "py_fig['data'][0]['name'] = py_fig['layout']['annotations'][0]['text']\n", + "py_fig['data'][1]['name'] = py_fig['layout']['annotations'][1]['text']" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'align': 'left',\n", + " 'font': {'color': '#000000', 'size': 12.0},\n", + " 'opacity': 1,\n", + " 'showarrow': False,\n", + " 'text': 'Hispanic',\n", + " 'x': 0.86542338709677413,\n", + " 'xanchor': 'left',\n", + " 'xref': 'paper',\n", + " 'y': 0.94025933721934374,\n", + " 'yanchor': 'bottom',\n", + " 'yref': 'paper'},\n", + " {'align': 'left',\n", + " 'font': {'color': '#000000', 'size': 12.0},\n", + " 'opacity': 1,\n", + " 'showarrow': False,\n", + " 'text': 'Black',\n", + " 'x': 0.86542338709677413,\n", + " 'xanchor': 'left',\n", + " 'xref': 'paper',\n", + " 'y': 0.88657932138744955,\n", + " 'yanchor': 'bottom',\n", + " 'yref': 'paper'}]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Delete misplaced legend annotations. \n", + "py_fig['layout'].pop('annotations', None)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Add legend, place it at the top right corner of the plot.\n", + "py_fig['layout'].update(\n", + " showlegend=True,\n", + " legend=pgo.Legend(\n", + " x=1,\n", + " y=1\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Send updated figure object to Plotly, show result in notebook.\n", + "py.iplot(py_fig, filename='baltimore-poverty')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hispanic communities are smaller fractions of neighborhood populations." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Principal Component Analysis" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read this [post](http://www.thetrainingset.com/articles/A-City-Divided-In-N-Dimensions) at The Training Set for purpose of the following analyses (this section and the next one)." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "from sklearn.preprocessing import StandardScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "X = np.array(df)\n", + "scaler = StandardScaler()\n", + "X_scaled = scaler.fit_transform(X)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(copy=True, n_components=None, whiten=False)" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pca = PCA()\n", + "pca.fit(X_scaled)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "55" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(pca.components_)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "55 dimensions (or components, or axes) were used in the Principal Component Analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Explained Variance Ratio = 0.483937328909\n" + ] + } + ], + "source": [ + "print 'Explained Variance Ratio = ', sum(pca.explained_variance_ratio_[: 2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that almost half (~48%) of the total variance comes from only two dimensions (i.e., the first two principal components). Let's visualize the relative contribution of all components." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data3 = pgo.Data([\n", + " pgo.Bar(\n", + " y=pca.explained_variance_ratio_,\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(data3, filename=\"baltimore-principal-dimensions\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot a cumulative version of this, to see how many dimensions are needed to account for 90% of the total variance." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "data4 = pgo.Data([\n", + " pgo.Scatter(\n", + " y=np.cumsum(pca.explained_variance_ratio_),\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(data4, filename='baltimore-pca-cumulative')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "So we need about 20 dimensions to explain ~90% of the total variance." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's focus on the 2 principal dimensions, so it's easy to plot them in the (x, y) plane." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "pca.n_components = 2\n", + "X_reduced = pca.fit_transform(X_scaled)\n", + "df_X_reduced = pd.DataFrame(X_reduced, index=df.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "trace = pgo.Scatter(x=df_X_reduced[0],\n", + " y=df_X_reduced[1],\n", + " text=df.index,\n", + " mode='markers',\n", + " # Size by total population of each neighborhood. \n", + " marker=pgo.Marker(size=df['tpop10'],\n", + " sizemode='diameter',\n", + " sizeref=df['tpop10'].max()/50,\n", + " opacity=0.5)\n", + ")\n", + "\n", + "data5 = pgo.Data([trace])" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "layout5 = pgo.Layout(title='Baltimore Vital Signs (PCA)',\n", + " xaxis=pgo.XAxis(showgrid=False,\n", + " zeroline=False,\n", + " showticklabels=False),\n", + " yaxis=pgo.YAxis(showgrid=False,\n", + " zeroline=False,\n", + " showticklabels=False),\n", + " hovermode='closest'\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig5 = pgo.Figure(data=data5, layout=layout5)\n", + "py.iplot(fig5, filename='baltimore-2dim')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have reduced a high-dimensional problem to a simple model. We can visualize it in 2 dimensions. Neighborhoods which lie closer to one another are more similar (with respect to these 'vital signs', i.e., socio-economic indicators). Downtown seems very special!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# K-means Clustering" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Could we identify groups of similar neighborhoods? Clearly, Downtown forms its own group. It's not as easy to identify visually the other groups (or clusters). K-means clustering is an algorithmic method to compute closer data points (belonging to the same cluster), given the number of clusters you want." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from sklearn.cluster import KMeans" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The total number of clusters you expect should be small enough (otherwise there's no *clustering*) but large enough so that *inertia* can be reasonable (small enough). Inertia measures the typical distance between a data point and the center of its cluster. " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Let the number of clusters be a parameter, so we can get a feel for an appropriate\n", + "# value thereof.\n", + "def cluster(n_clusters):\n", + " kmeans = KMeans(n_clusters=n_clusters)\n", + " kmeans.fit(X_reduced)\n", + " Z = kmeans.predict(X_reduced)\n", + " return kmeans, Z" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "max_clusters = len(df)\n", + "# n_clusters = max_clusters would be trivial clustering." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "inertias = np.zeros(max_clusters)\n", + "\n", + "for i in xrange(1, max_clusters):\n", + " kmeans, Z = cluster(i)\n", + " inertias[i] = kmeans.inertia_" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data6 = pgo.Data([\n", + " pgo.Scatter(\n", + " x=range(1, max_clusters),\n", + " y=inertias[1:]\n", + " )\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "layout6 = pgo.Layout(\n", + " title='Baltimore dataset - Investigate k-means clustering',\n", + " xaxis=pgo.XAxis(title='Number of clusters',\n", + " range=[0, max_clusters]),\n", + " yaxis=pgo.YAxis(title='Inertia')\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "fig6 = pgo.Figure(data=data6, layout=layout6)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(fig6, filename='baltimore-clustering-inertias')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Okay, let's go for 7 clusters." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "n_clusters = 7\n", + "model, Z = cluster(n_clusters)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Represent neighborhoods as in previous bubble chart, adding cluster information under color.\n", + "trace0 = pgo.Scatter(x=df_X_reduced[0],\n", + " y=df_X_reduced[1],\n", + " text=df.index,\n", + " name='',\n", + " mode='markers',\n", + " marker=pgo.Marker(size=df['tpop10'],\n", + " sizemode='diameter',\n", + " sizeref=df['tpop10'].max()/50,\n", + " opacity=0.5,\n", + " color=Z),\n", + " showlegend=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Represent cluster centers.\n", + "trace1 = pgo.Scatter(x=model.cluster_centers_[:, 0],\n", + " y=model.cluster_centers_[:, 1],\n", + " name='',\n", + " mode='markers',\n", + " marker=pgo.Marker(symbol='x',\n", + " size=12,\n", + " color=range(n_clusters)),\n", + " showlegend=False\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "data7 = pgo.Data([trace0, trace1])" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "layout7 = layout5" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "layout7['title'] = 'Baltimore Vital Signs (PCA and k-means clustering with 7 clusters)'" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "fig7 = pgo.Figure(data=data7, layout=layout7)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(fig7, filename='baltimore-cluster-map')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": false + }, + "source": [ + "Zoom, pan, and hover to explore this reduction of the Baltimore Vital Signs dataset!" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/references.json b/notebooks/references.json index 8bdc017..aa26147 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,5 +1,6 @@ { "notebooks": [ + "baltimore", "aircraft_pitch", "cufflinks", "survival_analysis", From d95f7b2839e79f10526ff6e2b24bd81a03e00f55 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 12:15:35 -0400 Subject: [PATCH 116/163] Submit new and updated files for baltimore nb --- _published/includes/baltimore/body.html | 1817 +++++++++++++++++++++ _published/includes/baltimore/config.json | 9 + _published/includes/references.json | 33 +- _published/sitemaps.py | 13 + _published/urls.py | 5 + notebooks/baltimore/baltimore.py | 546 +++++++ 6 files changed, 2412 insertions(+), 11 deletions(-) create mode 100644 _published/includes/baltimore/body.html create mode 100644 _published/includes/baltimore/config.json create mode 100644 notebooks/baltimore/baltimore.py diff --git a/_published/includes/baltimore/body.html b/_published/includes/baltimore/body.html new file mode 100644 index 0000000..6d84cda --- /dev/null +++ b/_published/includes/baltimore/body.html @@ -0,0 +1,1817 @@ +
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+

+ The repo for this notebook lives + + here + + . It was forked from + + https://github.com/jtelszasz/baltimore_vital_signs + + . +

+
+
+
+
+
+
+
+
+

+ The + + Baltimore Neighborhoods Indicators Alliance - Jacob France Institute (BNIA) + + at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education. +

+
+
+
+
+
+ +
+
+
+ 
import glob
+import numpy as np
+import pandas as pd
+import plotly.plotly as py
+import plotly.graph_objs as pgo
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Load and combine the datasets.
+path = 'raw_data/csv'
+
+allFiles = glob.glob(path + '/*.csv')
+df = pd.DataFrame()
+
+for i, filename in enumerate(allFiles):
+    df_file = pd.read_csv(filename)
+    if i == 0:
+        df = df_file
+    else:
+        df = pd.merge(df, df_file)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
df.index = df['CSA2010']
+df.drop('CSA2010', inplace=True)
+print len(df.columns)
+del df['CSA2010']
+print len(df.columns)
+
+
+
+
+
+
+
+
+
+
+
+ 
296
+295
+
+
+
+
+
+
+
+
+ +
+
+
+ 
cols = df.columns
+df[cols] = (
+    df[cols]
+    # Replace things that aren't numbers and change any empty entries to nan
+    # (to allow type conversion)
+    .replace({r'[^0-9\.]': '', '': np.nan}, regex=True)
+    # Change to float and convert from %s
+    .astype(np.float64)
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# One of the rows is an aggregate Baltimore City.
+df.drop('Baltimore City', inplace=True)
+
+
+
+
+
+
+
+
+
+
+
+

+ A Few Exploratory Plots + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Percentage of Population White in Each Neighborhood, Sorted + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
df_white_sorted = df['pwhite10'].sort(inplace=False)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Create a horizontal bar chart with plotly.
+data = pgo.Data([
+    pgo.Bar(
+            y=df_white_sorted.index,
+            x=df_white_sorted,
+            orientation='h'
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout = pgo.Layout(
+    title='% White',
+    margin=pgo.Margin(l=300)  # add left margin for y-labels are long
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig = pgo.Figure(data=data, layout=layout)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Address InsecurePlatformWarning from running Python 2.7.6
+import urllib3.contrib.pyopenssl
+urllib3.contrib.pyopenssl.inject_into_urllib3()
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig, filename='baltimore-barh',
+         width=700, height=1000)  # adjust notebook display width and height
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Percentage of Households in Poverty and with Children, Sorted + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
df_chpov_sorted = df['hhchpov12'].sort(inplace=False)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data1 = pgo.Data([
+    pgo.Bar(
+            y=df_chpov_sorted.index,
+            x=df_chpov_sorted,
+            orientation='h'
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Specify some layout attributes.
+layout1 = pgo.Layout(
+    title='% HH w. Children in Poverty',
+    margin=pgo.Margin(l=300)  # add left margin for y-labels are long
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig1 = pgo.Figure(data=data1, layout=layout1)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig1, filename='baltimore-hh-pov', width=700, height=1000)
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood) + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Bubbles Sized by Juvenile Population (per Neighborhood) + + ¶ + +

+
+
+
+
+
+ +
+
+
+ 
# Juvenile population (age 10 to 18)
+juv_pop = df['tpop10'] * df['age18_10'] / 100
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Display this information in hover box.
+hover_text = zip(juv_pop.index, np.around(juv_pop, 2))
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Represent a third dimension (size).
+data2 = pgo.Data([
+    pgo.Scatter(
+            x=df['pwhite10'],
+            y=df['hhchpov12'],
+            mode='markers',
+            marker=pgo.Marker(size=juv_pop,
+                              sizemode='area',
+                              sizeref=juv_pop.max()/600,
+                              opacity=0.4,
+                              color='blue'),
+            text=hover_text
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout2 = pgo.Layout(
+    title='Baltimore: Too Many Non-White Kids in Poverty',
+    xaxis=pgo.XAxis(title='% Population White (2010)',
+                    range=[-5, 100],
+                    showgrid=False,
+                    zeroline=False),
+    yaxis=pgo.YAxis(title='% HH w. Children in Poverty (2012)',
+                    range=[-5, 100],
+                    showgrid=False,
+                    zeroline = False),
+    hovermode='closest'
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig2 = pgo.Figure(data=data2, layout=layout2)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig2, filename='baltimore-bubble-chart')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Percentage of Households in Poverty vs Ethnicity's Percentage of Population + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Let's do this chart using matplotlib for a change. +

+
+
+
+
+
+ +
+
+
+ 
import matplotlib.pyplot as plt
+
+
+
+
+
+
+
+
+ +
+
+
+ 
mpl_fig, ax = plt.subplots()
+
+size = 100
+alpha = 0.5
+fontsize = 16
+
+ax.scatter(df['phisp10'], df['hhpov12'], c='r', alpha=alpha, s=size)
+ax.scatter(df['paa10'], df['hhpov12'], c='c', alpha=alpha, s=size)
+ax.legend(['Hispanic', 'Black'], fontsize=12)
+
+# Turn off square border around plot.
+ax.spines['top'].set_visible(False)
+ax.spines['right'].set_visible(False)
+ax.spines['bottom'].set_visible(False)
+ax.spines['left'].set_visible(False)
+
+# Turn off ticks.
+ax.tick_params(axis="both", which="both", bottom="off", top="off",
+               labelbottom="on", left="off", right="off", labelleft="on",
+               labelsize=16)
+
+ax.set_ylim(-5, 60)
+ax.set_xlim(-5, 100)
+
+ax.set_ylabel('% HH in Poverty', fontsize=fontsize)
+ax.set_xlabel('% Population', fontsize=fontsize)
+
+
+
+
+
+
+
+
+ +
+ 
<matplotlib.text.Text at 0x7f297414a710>
+
+
+
+
+
+
+
+
+
+
+

+ Matplotlib code is very long... But sometimes you have existing matplotlib code, right? The good news is, plotly can eat it! +

+
+
+
+
+
+ +
+
+
+ 
py.iplot_mpl(mpl_fig, filename='baltimore-poverty')
+
+
+
+
+
+
+
+
+
+
+
+ 
/home/marianne/plotly/venvs/baltimore-nb/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:443: UserWarning:
+
+Dang! That path collection is out of this world. I totally don't know what to do with it yet! Plotly can only import path collections linked to 'data' coordinates
+
+/home/marianne/plotly/venvs/baltimore-nb/lib/python2.7/site-packages/plotly/matplotlylib/renderer.py:479: UserWarning:
+
+I found a path object that I don't think is part of a bar chart. Ignoring.
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ So, at the moment, matplotlib legends do not fully convert to plotly legends (please refer to our + + user guide + + ). Let's tweak this now. +

+
+
+
+
+
+ +
+
+
+ 
import plotly.tools as tls
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Convert mpl fig object to plotly fig object, resize to plotly's default.
+py_fig = tls.mpl_to_plotly(mpl_fig, resize=True)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Give each trace a name to appear in legend.
+py_fig['data'][0]['name'] = py_fig['layout']['annotations'][0]['text']
+py_fig['data'][1]['name'] = py_fig['layout']['annotations'][1]['text']
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Delete misplaced legend annotations. 
+py_fig['layout'].pop('annotations', None)
+
+
+
+
+
+
+
+
+ +
+ 
[{'align': 'left',
+  'font': {'color': '#000000', 'size': 12.0},
+  'opacity': 1,
+  'showarrow': False,
+  'text': 'Hispanic',
+  'x': 0.86542338709677413,
+  'xanchor': 'left',
+  'xref': 'paper',
+  'y': 0.94025933721934374,
+  'yanchor': 'bottom',
+  'yref': 'paper'},
+ {'align': 'left',
+  'font': {'color': '#000000', 'size': 12.0},
+  'opacity': 1,
+  'showarrow': False,
+  'text': 'Black',
+  'x': 0.86542338709677413,
+  'xanchor': 'left',
+  'xref': 'paper',
+  'y': 0.88657932138744955,
+  'yanchor': 'bottom',
+  'yref': 'paper'}]
+
+
+
+
+
+
+
+ +
+
+
+ 
# Add legend, place it at the top right corner of the plot.
+py_fig['layout'].update(
+    showlegend=True,
+    legend=pgo.Legend(
+        x=1,
+        y=1
+    )
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Send updated figure object to Plotly, show result in notebook.
+py.iplot(py_fig, filename='baltimore-poverty')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Hispanic communities are smaller fractions of neighborhood populations. +

+
+
+
+
+
+
+
+
+

+ Principal Component Analysis + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Read this + + post + + at The Training Set for purpose of the following analyses (this section and the next one). +

+
+
+
+
+
+ +
+
+
+ 
from sklearn.decomposition import PCA
+from sklearn.preprocessing import StandardScaler
+
+
+
+
+
+
+
+
+ +
+
+
+ 
X = np.array(df)
+scaler = StandardScaler()
+X_scaled = scaler.fit_transform(X)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
pca = PCA()
+pca.fit(X_scaled)
+
+
+
+
+
+
+
+
+ +
+ 
PCA(copy=True, n_components=None, whiten=False)
+
+
+
+
+
+
+
+ +
+
+
+ 
len(pca.components_)
+
+
+
+
+
+
+
+
+ +
+ 
55
+
+
+
+
+
+
+
+
+
+
+

+ 55 dimensions (or components, or axes) were used in the Principal Component Analysis. +

+
+
+
+
+
+ +
+
+
+ 
print 'Explained Variance Ratio = ', sum(pca.explained_variance_ratio_[: 2])
+
+
+
+
+
+
+
+
+
+
+
+ 
Explained Variance Ratio =  0.483937328909
+
+
+
+
+
+
+
+
+
+
+
+

+ We can see that almost half (~48%) of the total variance comes from only two dimensions (i.e., the first two principal components). Let's visualize the relative contribution of all components. +

+
+
+
+
+
+ +
+
+
+ 
data3 = pgo.Data([
+    pgo.Bar(
+            y=pca.explained_variance_ratio_,
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(data3, filename="baltimore-principal-dimensions")
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Let's plot a cumulative version of this, to see how many dimensions are needed to account for 90% of the total variance. +

+
+
+
+
+
+ +
+
+
+ 
data4 = pgo.Data([
+    pgo.Scatter(
+            y=np.cumsum(pca.explained_variance_ratio_),
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(data4, filename='baltimore-pca-cumulative')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ So we need about 20 dimensions to explain ~90% of the total variance. +

+
+
+
+
+
+
+
+
+

+ Let's focus on the 2 principal dimensions, so it's easy to plot them in the (x, y) plane. +

+
+
+
+
+
+ +
+
+
+ 
pca.n_components = 2
+X_reduced = pca.fit_transform(X_scaled)
+df_X_reduced = pd.DataFrame(X_reduced, index=df.index)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
trace = pgo.Scatter(x=df_X_reduced[0],
+                    y=df_X_reduced[1],
+                    text=df.index,
+                    mode='markers',
+                    # Size by total population of each neighborhood. 
+                    marker=pgo.Marker(size=df['tpop10'],
+                                      sizemode='diameter',
+                                      sizeref=df['tpop10'].max()/50,
+                                      opacity=0.5)
+)
+
+data5 = pgo.Data([trace])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout5 = pgo.Layout(title='Baltimore Vital Signs (PCA)',
+                     xaxis=pgo.XAxis(showgrid=False,
+                                     zeroline=False,
+                                     showticklabels=False),
+                     yaxis=pgo.YAxis(showgrid=False,
+                                     zeroline=False,
+                                     showticklabels=False),
+                     hovermode='closest'
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig5 = pgo.Figure(data=data5, layout=layout5)
+py.iplot(fig5, filename='baltimore-2dim')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ We have reduced a high-dimensional problem to a simple model. We can visualize it in 2 dimensions. Neighborhoods which lie closer to one another are more similar (with respect to these 'vital signs', i.e., socio-economic indicators). Downtown seems very special! +

+
+
+
+
+
+
+
+
+

+ K-means Clustering + + ¶ + +

+
+
+
+
+
+
+
+
+

+ Could we identify groups of similar neighborhoods? Clearly, Downtown forms its own group. It's not as easy to identify visually the other groups (or clusters). K-means clustering is an algorithmic method to compute closer data points (belonging to the same cluster), given the number of clusters you want. +

+
+
+
+
+
+ +
+
+
+ 
from sklearn.cluster import KMeans
+
+
+
+
+
+
+
+
+
+
+
+

+ The total number of clusters you expect should be small enough (otherwise there's no + + clustering + + ) but large enough so that + + inertia + + can be reasonable (small enough). Inertia measures the typical distance between a data point and the center of its cluster. +

+
+
+
+
+
+ +
+
+
+ 
# Let the number of clusters be a parameter, so we can get a feel for an appropriate
+# value thereof.
+def cluster(n_clusters):
+    kmeans = KMeans(n_clusters=n_clusters)
+    kmeans.fit(X_reduced)
+    Z = kmeans.predict(X_reduced)
+    return kmeans, Z
+
+
+
+
+
+
+
+
+ +
+
+
+ 
max_clusters = len(df)
+# n_clusters = max_clusters would be trivial clustering.
+
+
+
+
+
+
+
+
+ +
+
+
+ 
inertias = np.zeros(max_clusters)
+
+for i in xrange(1, max_clusters):
+    kmeans, Z = cluster(i)
+    inertias[i] = kmeans.inertia_
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data6 = pgo.Data([
+    pgo.Scatter(
+            x=range(1, max_clusters),
+            y=inertias[1:]
+    )
+])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout6 = pgo.Layout(
+    title='Baltimore dataset - Investigate k-means clustering',
+    xaxis=pgo.XAxis(title='Number of clusters',
+                    range=[0, max_clusters]),
+    yaxis=pgo.YAxis(title='Inertia')
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig6 = pgo.Figure(data=data6, layout=layout6)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig6, filename='baltimore-clustering-inertias')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Okay, let's go for 7 clusters. +

+
+
+
+
+
+ +
+
+
+ 
n_clusters = 7
+model, Z = cluster(n_clusters)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Represent neighborhoods as in previous bubble chart, adding cluster information under color.
+trace0 = pgo.Scatter(x=df_X_reduced[0],
+                     y=df_X_reduced[1],
+                     text=df.index,
+                     name='',
+                     mode='markers',
+                     marker=pgo.Marker(size=df['tpop10'],
+                                       sizemode='diameter',
+                                       sizeref=df['tpop10'].max()/50,
+                                       opacity=0.5,
+                                       color=Z),
+                     showlegend=False
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
# Represent cluster centers.
+trace1 = pgo.Scatter(x=model.cluster_centers_[:, 0],
+                     y=model.cluster_centers_[:, 1],
+                     name='',
+                     mode='markers',
+                     marker=pgo.Marker(symbol='x',
+                                       size=12,
+                                       color=range(n_clusters)),
+                     showlegend=False
+)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
data7 = pgo.Data([trace0, trace1])
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout7 = layout5
+
+
+
+
+
+
+
+
+ +
+
+
+ 
layout7['title'] = 'Baltimore Vital Signs (PCA and k-means clustering with 7 clusters)'
+
+
+
+
+
+
+
+
+ +
+
+
+ 
fig7 = pgo.Figure(data=data7, layout=layout7)
+
+
+
+
+
+
+
+
+ +
+
+
+ 
py.iplot(fig7, filename='baltimore-cluster-map')
+
+
+
+
+
+
+
+
+ +
+ +
+
+
+
+
+
+
+
+
+
+

+ Zoom, pan, and hover to explore this reduction of the Baltimore Vital Signs dataset! +

+
+
+
+
+
\ No newline at end of file diff --git a/_published/includes/baltimore/config.json b/_published/includes/baltimore/config.json new file mode 100644 index 0000000..da6f977 --- /dev/null +++ b/_published/includes/baltimore/config.json @@ -0,0 +1,9 @@ +{ + "meta_description": "PCA and k-means clustering on dataset with Baltimore socio-economic indicators", + "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/baltimore", + "title_short": "Baltimore", + "last_modified": "Thursday 04 June 2015", + "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/baltimore/baltimore.ipynb", + "title": "Baltimore Vital Signs", + "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/baltimore/baltimore.py" +} diff --git a/_published/includes/references.json b/_published/includes/references.json index aa13534..1c44886 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -21,20 +21,24 @@ "config": "api_docs/includes/ipython_notebooks/redshift/config.json" }, "ukelectionbbg": { - "body": "api_docs/includes/ipython_notebooks/ukelectionbbg/body.html", + "body": "api_docs/includes/ipython_notebooks/ukelectionbbg/body.html", "config": "api_docs/includes/ipython_notebooks/ukelectionbbg/config.json" }, "make_subplots": { - "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", + "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", "config": "api_docs/includes/ipython_notebooks/make_subplots/config.json" - }, + }, "principal_component_analysis": { - "body": "api_docs/includes/ipython_notebooks/principal_component_analysis/body.html", + "body": "api_docs/includes/ipython_notebooks/principal_component_analysis/body.html", "config": "api_docs/includes/ipython_notebooks/principal_component_analysis/config.json" }, "collaborate": { - "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", + "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" + }, + "baltimore": { + "body": "api_docs/includes/ipython_notebooks/baltimore/body.html", + "config": "api_docs/includes/ipython_notebooks/baltimore/config.json" }, "apachespark": { "body": "api_docs/includes/ipython_notebooks/apachespark/body.html", @@ -55,17 +59,23 @@ "basemap": { "body": "api_docs/includes/ipython_notebooks/basemap/body.html", "config": "api_docs/includes/ipython_notebooks/basemap/config.json" - }, + }, "survival_analysis": { - "body": "api_docs/includes/ipython_notebooks/survival_analysis/body.html", + "body": "api_docs/includes/ipython_notebooks/survival_analysis/body.html", "config": "api_docs/includes/ipython_notebooks/survival_analysis/config.json" - }, + }, "gmail": { "body": "api_docs/includes/ipython_notebooks/gmail/body.html", "config": "api_docs/includes/ipython_notebooks/gmail/config.json" } - }, + }, "splash": [ + { + "title_short": "Baltimore", + "thumbnail_image": "", + "relative_url": "baltimore-vital-signs", + "title": "Baltimore Vital Signs" + }, { "title_short": "Aircraft Pitch in MATLAB and Plotly", "thumbnail_image": "", @@ -80,8 +90,8 @@ }, { "title_short": "Survival Analysis with Plotly: R vs Python", - "thumbnail_image": "", - "relative_url": "survival-analysis-r-vs-python", + "thumbnail_image": "", + "relative_url": "survival-analysis-r-vs-python", "title": "Survival Analysis with Plotly: R vs Python" }, { @@ -164,6 +174,7 @@ } ], "notebooks": [ + "baltimore", "aircraft_pitch", "cufflinks", "survival_analysis", diff --git a/_published/sitemaps.py b/_published/sitemaps.py index 4fde67e..b48eac2 100644 --- a/_published/sitemaps.py +++ b/_published/sitemaps.py @@ -5,6 +5,19 @@ def items(): items = [ + dict( + location='/ipython-notebooks/baltimore-vital-signs', + lmfile=os.path.join( + settings.TOP_DIR, + 'shelly', + 'templates', + 'api_docs', + 'includes', + 'ipython_notebooks', + 'baltimore', + 'body.html'), + priority=0.5 + ), dict( location='/ipython-notebooks/aircraft-pitch-analysis-matlab-plotly', lmfile=os.path.join( diff --git a/_published/urls.py b/_published/urls.py index 95697ee..6f491ea 100644 --- a/_published/urls.py +++ b/_published/urls.py @@ -5,6 +5,11 @@ urlpatterns = patterns( '', + url("baltimore-vital-signs/$", + IPythonNotebookPage.as_view( + lang='ipython-notebooks', + notebook='baltimore'), + name='ipython-notebook-baltimore'), url("aircraft-pitch-analysis-matlab-plotly/$", IPythonNotebookPage.as_view( lang='ipython-notebooks', diff --git a/notebooks/baltimore/baltimore.py b/notebooks/baltimore/baltimore.py new file mode 100644 index 0000000..54618dc --- /dev/null +++ b/notebooks/baltimore/baltimore.py @@ -0,0 +1,546 @@ + +# coding: utf-8 + +# +# # Baltimore Vital Signs + +# The repo for this notebook lives [here](https://github.com/mkcor/baltimore_vital_signs). It was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs). + +# The Baltimore Neighborhoods Indicators Alliance - Jacob France Institute (BNIA) at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education. + +# In[1]: + +import glob +import numpy as np +import pandas as pd +import plotly.plotly as py +import plotly.graph_objs as pgo + + +# In[2]: + +# Load and combine the datasets. +path = 'raw_data/csv' + +allFiles = glob.glob(path + '/*.csv') +df = pd.DataFrame() + +for i, filename in enumerate(allFiles): + df_file = pd.read_csv(filename) + if i == 0: + df = df_file + else: + df = pd.merge(df, df_file) + + +# In[3]: + +df.index = df['CSA2010'] +df.drop('CSA2010', inplace=True) +print len(df.columns) +del df['CSA2010'] +print len(df.columns) + + +# In[4]: + +cols = df.columns +df[cols] = ( + df[cols] + # Replace things that aren't numbers and change any empty entries to nan + # (to allow type conversion) + .replace({r'[^0-9\.]': '', '': np.nan}, regex=True) + # Change to float and convert from %s + .astype(np.float64) +) + + +# In[5]: + +# One of the rows is an aggregate Baltimore City. +df.drop('Baltimore City', inplace=True) + + +# # A Few Exploratory Plots + +# ## Percentage of Population White in Each Neighborhood, Sorted + +# In[6]: + +df_white_sorted = df['pwhite10'].sort(inplace=False) + + +# In[7]: + +# Create a horizontal bar chart with plotly. +data = pgo.Data([ + pgo.Bar( + y=df_white_sorted.index, + x=df_white_sorted, + orientation='h' + ) +]) + + +# In[8]: + +layout = pgo.Layout( + title='% White', + margin=pgo.Margin(l=300) # add left margin for y-labels are long +) + + +# In[9]: + +fig = pgo.Figure(data=data, layout=layout) + + +# In[10]: + +# Address InsecurePlatformWarning from running Python 2.7.6 +import urllib3.contrib.pyopenssl +urllib3.contrib.pyopenssl.inject_into_urllib3() + + +# In[11]: + +py.iplot(fig, filename='baltimore-barh', + width=700, height=1000) # adjust notebook display width and height + + +# ## Percentage of Households in Poverty and with Children, Sorted + +# In[12]: + +df_chpov_sorted = df['hhchpov12'].sort(inplace=False) + + +# In[13]: + +data1 = pgo.Data([ + pgo.Bar( + y=df_chpov_sorted.index, + x=df_chpov_sorted, + orientation='h' + ) +]) + + +# In[14]: + +# Specify some layout attributes. +layout1 = pgo.Layout( + title='% HH w. Children in Poverty', + margin=pgo.Margin(l=300) # add left margin for y-labels are long +) + + +# In[15]: + +fig1 = pgo.Figure(data=data1, layout=layout1) + + +# In[16]: + +py.iplot(fig1, filename='baltimore-hh-pov', width=700, height=1000) + + +# ## Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood) + +# ### Bubbles Sized by Juvenile Population (per Neighborhood) + +# In[17]: + +# Juvenile population (age 10 to 18) +juv_pop = df['tpop10'] * df['age18_10'] / 100 + + +# In[18]: + +# Display this information in hover box. +hover_text = zip(juv_pop.index, np.around(juv_pop, 2)) + + +# In[19]: + +# Represent a third dimension (size). +data2 = pgo.Data([ + pgo.Scatter( + x=df['pwhite10'], + y=df['hhchpov12'], + mode='markers', + marker=pgo.Marker(size=juv_pop, + sizemode='area', + sizeref=juv_pop.max()/600, + opacity=0.4, + color='blue'), + text=hover_text + ) +]) + + +# In[20]: + +layout2 = pgo.Layout( + title='Baltimore: Too Many Non-White Kids in Poverty', + xaxis=pgo.XAxis(title='% Population White (2010)', + range=[-5, 100], + showgrid=False, + zeroline=False), + yaxis=pgo.YAxis(title='% HH w. Children in Poverty (2012)', + range=[-5, 100], + showgrid=False, + zeroline = False), + hovermode='closest' +) + + +# In[21]: + +fig2 = pgo.Figure(data=data2, layout=layout2) + + +# In[22]: + +py.iplot(fig2, filename='baltimore-bubble-chart') + + +# ## Percentage of Households in Poverty vs Ethnicity's Percentage of Population + +# Let's do this chart using matplotlib for a change. + +# In[23]: + +import matplotlib.pyplot as plt + + +# In[24]: + +mpl_fig, ax = plt.subplots() + +size = 100 +alpha = 0.5 +fontsize = 16 + +ax.scatter(df['phisp10'], df['hhpov12'], c='r', alpha=alpha, s=size) +ax.scatter(df['paa10'], df['hhpov12'], c='c', alpha=alpha, s=size) +ax.legend(['Hispanic', 'Black'], fontsize=12) + +# Turn off square border around plot. +ax.spines['top'].set_visible(False) +ax.spines['right'].set_visible(False) +ax.spines['bottom'].set_visible(False) +ax.spines['left'].set_visible(False) + +# Turn off ticks. +ax.tick_params(axis="both", which="both", bottom="off", top="off", + labelbottom="on", left="off", right="off", labelleft="on", + labelsize=16) + +ax.set_ylim(-5, 60) +ax.set_xlim(-5, 100) + +ax.set_ylabel('% HH in Poverty', fontsize=fontsize) +ax.set_xlabel('% Population', fontsize=fontsize) + + +# Matplotlib code is very long... But sometimes you have existing matplotlib code, right? The good news is, plotly can eat it! + +# In[25]: + +py.iplot_mpl(mpl_fig, filename='baltimore-poverty') + + +# So, at the moment, matplotlib legends do not fully convert to plotly legends (please refer to our [user guide](https://plot.ly/python/matplotlib-to-plotly-tutorial/#Careful,-matplotlib-is-not-perfect-%28yet%29)). Let's tweak this now. + +# In[26]: + +import plotly.tools as tls + + +# In[27]: + +# Convert mpl fig object to plotly fig object, resize to plotly's default. +py_fig = tls.mpl_to_plotly(mpl_fig, resize=True) + + +# In[28]: + +# Give each trace a name to appear in legend. +py_fig['data'][0]['name'] = py_fig['layout']['annotations'][0]['text'] +py_fig['data'][1]['name'] = py_fig['layout']['annotations'][1]['text'] + + +# In[29]: + +# Delete misplaced legend annotations. +py_fig['layout'].pop('annotations', None) + + +# In[30]: + +# Add legend, place it at the top right corner of the plot. +py_fig['layout'].update( + showlegend=True, + legend=pgo.Legend( + x=1, + y=1 + ) +) + + +# In[31]: + +# Send updated figure object to Plotly, show result in notebook. +py.iplot(py_fig, filename='baltimore-poverty') + + +# Hispanic communities are smaller fractions of neighborhood populations. + +# # Principal Component Analysis + +# Read this [post](http://www.thetrainingset.com/articles/A-City-Divided-In-N-Dimensions) at The Training Set for purpose of the following analyses (this section and the next one). + +# In[32]: + +from sklearn.decomposition import PCA +from sklearn.preprocessing import StandardScaler + + +# In[33]: + +X = np.array(df) +scaler = StandardScaler() +X_scaled = scaler.fit_transform(X) + + +# In[34]: + +pca = PCA() +pca.fit(X_scaled) + + +# In[35]: + +len(pca.components_) + + +# 55 dimensions (or components, or axes) were used in the Principal Component Analysis. + +# In[36]: + +print 'Explained Variance Ratio = ', sum(pca.explained_variance_ratio_[: 2]) + + +# We can see that almost half (~48%) of the total variance comes from only two dimensions (i.e., the first two principal components). Let's visualize the relative contribution of all components. + +# In[37]: + +data3 = pgo.Data([ + pgo.Bar( + y=pca.explained_variance_ratio_, + ) +]) + + +# In[38]: + +py.iplot(data3, filename="baltimore-principal-dimensions") + + +# Let's plot a cumulative version of this, to see how many dimensions are needed to account for 90% of the total variance. + +# In[39]: + +data4 = pgo.Data([ + pgo.Scatter( + y=np.cumsum(pca.explained_variance_ratio_), + ) +]) + + +# In[40]: + +py.iplot(data4, filename='baltimore-pca-cumulative') + + +# So we need about 20 dimensions to explain ~90% of the total variance. + +# Let's focus on the 2 principal dimensions, so it's easy to plot them in the (x, y) plane. + +# In[41]: + +pca.n_components = 2 +X_reduced = pca.fit_transform(X_scaled) +df_X_reduced = pd.DataFrame(X_reduced, index=df.index) + + +# In[42]: + +trace = pgo.Scatter(x=df_X_reduced[0], + y=df_X_reduced[1], + text=df.index, + mode='markers', + # Size by total population of each neighborhood. + marker=pgo.Marker(size=df['tpop10'], + sizemode='diameter', + sizeref=df['tpop10'].max()/50, + opacity=0.5) +) + +data5 = pgo.Data([trace]) + + +# In[43]: + +layout5 = pgo.Layout(title='Baltimore Vital Signs (PCA)', + xaxis=pgo.XAxis(showgrid=False, + zeroline=False, + showticklabels=False), + yaxis=pgo.YAxis(showgrid=False, + zeroline=False, + showticklabels=False), + hovermode='closest' +) + + +# In[44]: + +fig5 = pgo.Figure(data=data5, layout=layout5) +py.iplot(fig5, filename='baltimore-2dim') + + +# We have reduced a high-dimensional problem to a simple model. We can visualize it in 2 dimensions. Neighborhoods which lie closer to one another are more similar (with respect to these 'vital signs', i.e., socio-economic indicators). Downtown seems very special! + +# # K-means Clustering + +# Could we identify groups of similar neighborhoods? Clearly, Downtown forms its own group. It's not as easy to identify visually the other groups (or clusters). K-means clustering is an algorithmic method to compute closer data points (belonging to the same cluster), given the number of clusters you want. + +# In[45]: + +from sklearn.cluster import KMeans + + +# The total number of clusters you expect should be small enough (otherwise there's no *clustering*) but large enough so that *inertia* can be reasonable (small enough). Inertia measures the typical distance between a data point and the center of its cluster. + +# In[46]: + +# Let the number of clusters be a parameter, so we can get a feel for an appropriate +# value thereof. +def cluster(n_clusters): + kmeans = KMeans(n_clusters=n_clusters) + kmeans.fit(X_reduced) + Z = kmeans.predict(X_reduced) + return kmeans, Z + + +# In[47]: + +max_clusters = len(df) +# n_clusters = max_clusters would be trivial clustering. + + +# In[48]: + +inertias = np.zeros(max_clusters) + +for i in xrange(1, max_clusters): + kmeans, Z = cluster(i) + inertias[i] = kmeans.inertia_ + + +# In[49]: + +data6 = pgo.Data([ + pgo.Scatter( + x=range(1, max_clusters), + y=inertias[1:] + ) +]) + + +# In[50]: + +layout6 = pgo.Layout( + title='Baltimore dataset - Investigate k-means clustering', + xaxis=pgo.XAxis(title='Number of clusters', + range=[0, max_clusters]), + yaxis=pgo.YAxis(title='Inertia') +) + + +# In[51]: + +fig6 = pgo.Figure(data=data6, layout=layout6) + + +# In[52]: + +py.iplot(fig6, filename='baltimore-clustering-inertias') + + +# Okay, let's go for 7 clusters. + +# In[53]: + +n_clusters = 7 +model, Z = cluster(n_clusters) + + +# In[54]: + +# Represent neighborhoods as in previous bubble chart, adding cluster information under color. +trace0 = pgo.Scatter(x=df_X_reduced[0], + y=df_X_reduced[1], + text=df.index, + name='', + mode='markers', + marker=pgo.Marker(size=df['tpop10'], + sizemode='diameter', + sizeref=df['tpop10'].max()/50, + opacity=0.5, + color=Z), + showlegend=False +) + + +# In[55]: + +# Represent cluster centers. +trace1 = pgo.Scatter(x=model.cluster_centers_[:, 0], + y=model.cluster_centers_[:, 1], + name='', + mode='markers', + marker=pgo.Marker(symbol='x', + size=12, + color=range(n_clusters)), + showlegend=False +) + + +# In[56]: + +data7 = pgo.Data([trace0, trace1]) + + +# In[57]: + +layout7 = layout5 + + +# In[58]: + +layout7['title'] = 'Baltimore Vital Signs (PCA and k-means clustering with 7 clusters)' + + +# In[59]: + +fig7 = pgo.Figure(data=data7, layout=layout7) + + +# In[60]: + +py.iplot(fig7, filename='baltimore-cluster-map') + + +# Zoom, pan, and hover to explore this reduction of the Baltimore Vital Signs dataset! From d0499f8e93e6416ef04f36195271b238735d4e7b Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 14:11:04 -0400 Subject: [PATCH 117/163] Remove redundant repo info --- notebooks/baltimore/baltimore.ipynb | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/notebooks/baltimore/baltimore.ipynb b/notebooks/baltimore/baltimore.ipynb index 65fc610..95bef6b 100644 --- a/notebooks/baltimore/baltimore.ipynb +++ b/notebooks/baltimore/baltimore.ipynb @@ -12,7 +12,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The repo for this notebook lives [here](https://github.com/mkcor/baltimore_vital_signs). It was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs)." + "This notebook was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs)." ] }, { From 6918aefa57f362a57038e931d6aeaedf4c68e201 Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 14:16:52 -0400 Subject: [PATCH 118/163] Change qualifier of indicator --- _published/includes/baltimore/config.json | 2 +- notebooks/baltimore/config.json | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/_published/includes/baltimore/config.json b/_published/includes/baltimore/config.json index da6f977..603407d 100644 --- a/_published/includes/baltimore/config.json +++ b/_published/includes/baltimore/config.json @@ -1,5 +1,5 @@ { - "meta_description": "PCA and k-means clustering on dataset with Baltimore socio-economic indicators", + "meta_description": "PCA and k-means clustering on dataset with Baltimore neighborhood indicators", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/baltimore", "title_short": "Baltimore", "last_modified": "Thursday 04 June 2015", diff --git a/notebooks/baltimore/config.json b/notebooks/baltimore/config.json index e33a2a5..41b57bf 100644 --- a/notebooks/baltimore/config.json +++ b/notebooks/baltimore/config.json @@ -1,7 +1,7 @@ { "title": "Baltimore Vital Signs", "title_short": "Baltimore", - "meta_description": "PCA and k-means clustering on dataset with Baltimore socio-economic indicators", + "meta_description": "PCA and k-means clustering on dataset with Baltimore neighborhood indicators", "cells": [0, "end"], "relative_url": "baltimore-vital-signs", "thumbnail_image": "", From c53662b97f513d3d5dda26d1e56d25df3646c46e Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 15:08:19 -0400 Subject: [PATCH 119/163] Rerun make run and publish --- _published/includes/baltimore/body.html | 6 +----- notebooks/baltimore/baltimore.py | 2 +- 2 files changed, 2 insertions(+), 6 deletions(-) diff --git a/_published/includes/baltimore/body.html b/_published/includes/baltimore/body.html index 6d84cda..6f38b24 100644 --- a/_published/includes/baltimore/body.html +++ b/_published/includes/baltimore/body.html @@ -14,11 +14,7 @@

- The repo for this notebook lives - - here - - . It was forked from + This notebook was forked from https://github.com/jtelszasz/baltimore_vital_signs diff --git a/notebooks/baltimore/baltimore.py b/notebooks/baltimore/baltimore.py index 54618dc..75618d8 100644 --- a/notebooks/baltimore/baltimore.py +++ b/notebooks/baltimore/baltimore.py @@ -4,7 +4,7 @@ # # # Baltimore Vital Signs -# The repo for this notebook lives [here](https://github.com/mkcor/baltimore_vital_signs). It was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs). +# This notebook was forked from [https://github.com/jtelszasz/baltimore_vital_signs](https://github.com/jtelszasz/baltimore_vital_signs). # The Baltimore Neighborhoods Indicators Alliance - Jacob France Institute (BNIA) at the University of Baltimore has made it their mission to provide a clean, concise set of indicators that illustrate the health and wealth of the city. There are 152 socio-economic indicators in the Vital Signs dataset, and some are reported for multiple years which results in 295 total variables for each of the 56 Baltimore neighborhoods captured. The indicators are dug up from a number of sources, including the U.S. Census Bureau and its American Community Survey, the FBI and Baltimore Police Department, Baltimore departments of city housing, health, and education. From c12abb1fb77b82688d66b7d01d265d89f67798dd Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Thu, 4 Jun 2015 15:22:00 -0400 Subject: [PATCH 120/163] Break long titles over two lines --- _published/includes/baltimore/body.html | 18 ++++++++---------- notebooks/baltimore/baltimore.ipynb | 4 ++-- notebooks/baltimore/baltimore.py | 4 ++-- 3 files changed, 12 insertions(+), 14 deletions(-) diff --git a/_published/includes/baltimore/body.html b/_published/includes/baltimore/body.html index 6f38b24..6b97b95 100644 --- a/_published/includes/baltimore/body.html +++ b/_published/includes/baltimore/body.html @@ -451,11 +451,10 @@

-

- Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood) - - ¶ - +

+ Percentage Households in Poverty with Children vs +
+ Percentage Population White (per Neighborhood)

@@ -622,11 +621,10 @@

-

- Percentage of Households in Poverty vs Ethnicity's Percentage of Population - - ¶ - +

+ Percentage of Households in Poverty +
+ vs Ethnicity's Percentage of Population

diff --git a/notebooks/baltimore/baltimore.ipynb b/notebooks/baltimore/baltimore.ipynb index 95bef6b..142f0a3 100644 --- a/notebooks/baltimore/baltimore.ipynb +++ b/notebooks/baltimore/baltimore.ipynb @@ -311,7 +311,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood)" + "## Percentage Households in Poverty with Children vs
Percentage Population White (per Neighborhood)" ] }, { @@ -431,7 +431,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Percentage of Households in Poverty vs Ethnicity's Percentage of Population" + "## Percentage of Households in Poverty
vs Ethnicity's Percentage of Population" ] }, { diff --git a/notebooks/baltimore/baltimore.py b/notebooks/baltimore/baltimore.py index 75618d8..bc3174e 100644 --- a/notebooks/baltimore/baltimore.py +++ b/notebooks/baltimore/baltimore.py @@ -145,7 +145,7 @@ py.iplot(fig1, filename='baltimore-hh-pov', width=700, height=1000) -# ## Percentage Households in Poverty with Children vs Percentage Population White (per Neighborhood) +# ## Percentage Households in Poverty with Children vs
Percentage Population White (per Neighborhood) # ### Bubbles Sized by Juvenile Population (per Neighborhood) @@ -205,7 +205,7 @@ py.iplot(fig2, filename='baltimore-bubble-chart') -# ## Percentage of Households in Poverty vs Ethnicity's Percentage of Population +# ## Percentage of Households in Poverty
vs Ethnicity's Percentage of Population # Let's do this chart using matplotlib for a change. From 287f924cbf93eb527f949bb1244c8040011dda87 Mon Sep 17 00:00:00 2001 From: "Jason K. Moore" Date: Fri, 5 Jun 2015 15:30:12 -0700 Subject: [PATCH 121/163] Initial commit of bicycle control notebook. --- .../bicycle_control/bicycle_control.ipynb | 1107 ++++++++++++++++ notebooks/bicycle_control/model-diagram.svg | 1156 +++++++++++++++++ 2 files changed, 2263 insertions(+) create mode 100644 notebooks/bicycle_control/bicycle_control.ipynb create mode 100644 notebooks/bicycle_control/model-diagram.svg diff --git a/notebooks/bicycle_control/bicycle_control.ipynb b/notebooks/bicycle_control/bicycle_control.ipynb new file mode 100644 index 0000000..15cab75 --- /dev/null +++ b/notebooks/bicycle_control/bicycle_control.ipynb @@ -0,0 +1,1107 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Introduction\n", + "\n", + "In this notebook we are going to develop a simple dual-loop feedback control system to balance and direct a bicycle. Bicycles have several interesting properties from a dynamics and control perspective and I will highlight those features throughout the notebook. In general, a bicycle requires control to both balance and direct the vehicle and the steering is the primary input with the most control authority.\n", + "\n", + "To balance a bicycle one must steer into the fall. This means that if the bicycle is falling (rolling) to the left, the steering must ultimately be directed towards the left to keep the bicycle upright. To direct the bicycle we use this fact and effectively execute \"controlled falls\" to change the direction of travel." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Open Loop Bicycle Model\n", + "\n", + "To come up with a suitable controller we first need a model that describes the open loop dynamics of the system, i.e. a plant model. The model I will use is pretty much the simplest model of a bicycle that will allow one to study the steer into the fall mechanism. The assumptions that the model is founded on are as follows:\n", + "\n", + "- The bicycle and rider mass and inertia are all lumped into a single rigid body.\n", + "- The front assembly (handlebars, fork, and wheel) are massless and thus no effort is required to change the direction of the steering angle.\n", + "- There is no gyroscopic effects from the spinning wheels (they are treated more like skates or skis).\n", + "\n", + "The following diagram describes the essential components and variables in the model:\n", + "\n", + "![](model-diagram.svg)\n", + "\n", + "With these variable definitions:\n", + "\n", + "- $m$: Combined mass of the bicycle and the rider\n", + "- $h$: Heght of the center of mass\n", + "- $a$: Distance from rear wheel coddnter of mass\n", + "- $b$: Wheelbase\n", + "- $v_r$: Speed at rear wheel\n", + "- $g$: Acceleration due to gravity\n", + "- $I_1,I_2,I_3$: Principal moments of inertia of the combined bicycle and rider\n", + "- $\\delta(t)$: Steering angle\n", + "- $\\theta(t)$: Roll angle\n", + "- $\\dot{\\psi}(t)$: Heading angular rate\n", + "\n", + "The non-linear equation of motion of this model can be written as so:\n", + "\n", + "$$\n", + "(I_x + mh^2) \\ddot{\\theta} +\n", + "(I_3 - I_2 - mh^2)\\left(\\frac{v_r \\tan\\delta}{b}\\right)^2 \\sin\\theta\\cos\\theta\n", + "-mgh\\sin\\theta\n", + "=-mh\\cos\\theta \\left(\\frac{av_r}{b\\cos^2\\delta}\\dot{\\delta}+\\frac{v_r^2}{b}\\tan{\\delta}\\right)\n", + "$$\n", + "\n", + "The left hand side describes the natural roll dynamics and the right hand side gives the roll torque produced by steering.\n", + "\n", + "Additionally, the heading can described by this differential equation:\n", + "\n", + "$$ \\dot{\\psi} = \\frac{v_r}{b}\\tan{\\delta} $$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Linearize the Model\n", + "\n", + "The non-linear model presented above can be linearized about the upright equilibrium configuration ($\\theta=\\delta=0$). The simplest method to put these equations into a linear form is to assume that all of the angles are small. This means that $\\sin\\theta=\\theta$, $\\cos\\theta=1$, $\\cos\\delta=1$, $\\tan\\delta=\\delta$, and $\\tan^2(\\delta)=0$. With that assumption and defining $I=I_1$ and $v=v_r$the linear equation of motion can now be written as:\n", + "\n", + "$$ (I + mh^2) \\ddot{\\theta} - mgh\\theta = -\\frac{mh}{b}\\left(av\\dot{\\delta}+v^2\\delta\\right) $$\n", + "\n", + "With $\\theta$ as the output variable and $\\delta$ as the input variable a transfer function can be created by transforming the above equation into the frequency domain.\n", + "\n", + "$$ \\frac{\\theta(s)}{\\delta(s)} = \n", + "-\\frac{mhv}{b} \\frac{as + v}{(I + mh^2)s^2 - mgh}$$\n", + "\n", + "The same can be done for the heading differential equation:\n", + "\n", + "$$\\dot{\\psi}=\\frac{v}{b}\\delta$$\n", + "\n", + "$$\\frac{\\psi(s)}{\\delta(s)}= \\frac{v}{bs}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Dependency Installation\n", + "\n", + "Before we begin designing the controller we will need to install some dependencies. The simplest way to get everything is to use conda and setup an environment with just the necessary packages:\n", + "\n", + "```\n", + "$ conda create -n bicycle-control pip numpy scipy ipython-notebook\n", + "$ source activate bicycle-control\n", + "(bicycle-control)$ conda install -c https://conda.binstar.org/cwrowley slycot control\n", + "(bicycle-control)$ pip install plotly # Plotly needs a conda package!\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import control as cn\n", + "import plotly.plotly as pl\n", + "import plotly.graph_objs as gr" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Controller Design\n", + "\n", + "At this point we can us the linear model as a foundation for a controller design. First, some reasonble numerical values for each of the model constants are specified." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "g = 9.81 # m/s^2\n", + "m = 87.0 # kg\n", + "I = 3.28 # kg m^2\n", + "h = 1.0 # m\n", + "a = 0.5 # m\n", + "b = 1.0 # m\n", + "v = 5.0 # m/s" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The Python Control package has a transfer function object that I will use to specify all of the transfer functions we will need in the control design. The first transfer function to specify is the plant, $\\frac{\\theta(s)}{\\delta(s)}$. This transfer function provides a second order linear relationship relating the roll angle of the bicycle, $\\theta$, to the steering angle, $\\delta$." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + " -217.5 s - 2175\n", + "-----------------\n", + "90.28 s^2 - 853.5" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "num = -m * h * v / b * np.array([a, v])\n", + "den = np.array([(I + m * h**2), 0.0, -m * g * h])\n", + "theta_delta = cn.TransferFunction(num, den)\n", + "theta_delta" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The first thing we may ask is whether or not the system is stable? It is fairly obvious from the denominator of the transfer function (i.e. the characteristic equation), but we can use the `.pole()` method of a transfer function to compute the roots of the characteristic equation. If any of the poles have positive real parts, then we know the system is unstable." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-3.0746689, 3.0746689])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta_delta.pole()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we see clearly that we have a pair of real poles, where one is positive, indicating that our system is unstable. This is identical to the behavior of a simple inverted pendulum.\n", + "\n", + "The next thing that may be of interest is the step response of the system. We know that the system is unstable but the step response can possibly reveal other information. I will use the `forced_response` function so that we can control the magnitude of the step input." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "time = np.linspace(0.0, 5.0, num=1001)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "delta = np.deg2rad(2.0) * np.ones_like(time)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "time, theta, state = cn.forced_response(theta_delta, T=time, U=delta)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now I'll create a reusable function for plotting a SISO input/output time history." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def plot_siso_response(time, input, output, title='Time Response',\n", + " x_lab='Time [s]', x_lim=None,\n", + " input_y_lab='Input', input_y_lim=None,\n", + " output_y_lab='Output', output_y_lim=None):\n", + " \"\"\"Plots a time history of the input and output of a SISO system.\"\"\"\n", + " \n", + " input_trace = gr.Scatter(x=time, y=input)\n", + " output_trace = gr.Scatter(x=time, y=output, yaxis='y2')\n", + " \n", + " xaxis = gr.XAxis(title=x_lab, range=x_lim)\n", + " yaxis = gr.YAxis(title=input_y_lab, range=input_y_lim, domain=[0.0, 0.49])\n", + " yaxis2 = gr.YAxis(title=output_y_lab, range=output_y_lim, domain=[0.51, 1.0])\n", + " \n", + " layout = gr.Layout(title=title, xaxis=xaxis,\n", + " yaxis=yaxis, yaxis2=yaxis2)\n", + " \n", + " data = gr.Data([input_trace, output_trace])\n", + " \n", + " fig = gr.Figure(data=data, layout=layout)\n", + " \n", + " return fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can plot the first simulatio of the system's response to a positive step input of 2 degrees. This plot shows that if you apply a positive steer angle the roll angle expontentially grows in the negative direction. So forcing the steering to the right will make you fall to the left. This opposite what one finds in most vehicles. Typically steering to the right causes you to go to the right. This will influence our controller design." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_siso_response(time, np.rad2deg(delta),np.rad2deg(theta), title='Step Response',\n", + " output_y_lab='Roll Angle [deg]', input_y_lab='Steer Angle [deg]'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now it may be interesting to see if a simple proportional controller can stablize this model and what kind of gain value is needed to do so. One way to do this is to compute the root locus of the closed loop system with a varying gain. A root locus is most informative if plotted so here we define a function that will plot the roots as a function of the gains on the imaginary plane." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def plot_root_locus(gains, roots):\n", + " \n", + " real_vals = np.real(roots)\n", + " imag_vals = np.imag(roots)\n", + " \n", + " #omega_n = np.sqrt(real_vals**2 + imag_vals**2)\n", + " #damping = real_vals / omega_n\n", + " \n", + " xaxis = gr.XAxis(title='Re')\n", + " yaxis = gr.YAxis(title='Im')\n", + " layout = gr.Layout(title='Root Locus', xaxis=xaxis, yaxis=yaxis)\n", + " \n", + " # plots an x for the first roots\n", + " open_loop_poles = gr.Scatter(x=real_vals[0, :],\n", + " y=imag_vals[0, :],\n", + " marker=gr.Marker(symbol='x', color='blue'),\n", + " mode='markers')\n", + " \n", + " # plots an x for the first roots\n", + " last_poles = gr.Scatter(x=real_vals[-1, :],\n", + " y=imag_vals[-1, :],\n", + " marker=gr.Marker(symbol='o', color='blue'),\n", + " mode='markers')\n", + " data = []\n", + " \n", + " # TODO : Would be cool to add the damping ratio and frequency of the root.\n", + " gain_text = ['k = {:1.2f}'.format(k) for k in gains]\n", + " \n", + " for r, i in zip(real_vals.T, imag_vals.T):\n", + " data.append(gr.Scatter(x=r, y=i, text=gain_text,\n", + " marker=gr.Marker(color='black'), mode=\"markers\"))\n", + " \n", + " data.append(open_loop_poles)\n", + " data.append(last_poles)\n", + " \n", + " return gr.Figure(data=gr.Data(data), layout=layout)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The root locus can be computed with Python Control's `root_locus` function. Let's see if various negative feedback gains will stablize the system." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "neg_feedback_roots, neg_feedback_gains = cn.root_locus(theta_delta,\n", + " kvect=np.linspace(0.0, 10.0, num=500))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The root locus shows that for increasing negative feedback gains we simply cause the bicycle to fall over even faster. (Use the \"Show closest data on hover\" option in the Plotly graph and hover over the traces to see the value of the gain.) We already knew that the a right steer makes you fall to the left. So if we are falling to the left we have a positive error causing steering to the right! Which of course makes us fall over even faster. So what if we used positive feedback instead?" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_root_locus(neg_feedback_gains, neg_feedback_roots))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now this is much better. It seems that if we apply positive feedback that the system can indeed be stablized by the controller. So if we command a roll angle we must steer in the same direction to obtain that roll angle. This proves that we must steer into the fall in order to balance a bicycle." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pos_feedback_roots, pos_feedback_gains = cn.root_locus(theta_delta,\n", + " kvect=np.linspace(0.0, -20.0, num=500))\n", + "pl.iplot(plot_root_locus(pos_feedback_gains, pos_feedback_roots))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "re = np.real(pos_feedback_roots)\n", + "w_d = np.imag(pos_feedback_roots)\n", + "f_d = w_d / 2.0 / np.pi\n", + "w_n = np.sqrt(re**2 + w_d**2)\n", + "f_n = w_n / 2.0 / np.pi\n", + "zeta = np.abs(re) / w_n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXIAAAEACAYAAACuzv3DAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "plt.plot(pos_feedback_gains, zeta)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEACAYAAAC9Gb03AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n+/9zNaMT4H04UQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(pos_feedback_gains, f_d)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we know we can stablize the system with positive feedback based on the roll angle error, we can choose a suitable controller that will allow us to command a roll angle. The ability to command a roll angle is the first step to commanding a direction, i.e. heading. To head in the right direction the bicycle must eventually be steered and rolled to the right. So if we can command a rightward roll we are one step away from commanding a rightward turn.\n", + "\n", + "Our system is a Type 0 system, thus a simple proportional feedback system will stablize the system but there will be some steady state error. One way to rememdy this is to introduce an additive integral control term to remove the steady state error. For this I'll create a function that generates a PID controller transfer function." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def pid(kp, ki, kd):\n", + " \"\"\"Returns a PID controller given the three gains.\"\"\"\n", + " return (cn.TransferFunction(kp, [1.0]) +\n", + " cn.TransferFunction(ki, [1.0, 0.0]) +\n", + " cn.TransferFunction([kd, 0.0], [1.0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "kp = -7.0\n", + "ki = -1.0\n", + "kd = -0.0" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "-7 s - 1\n", + "--------\n", + " s" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "roll_controller = pid(kp, ki, kd)\n", + "roll_controller" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def feedback(plant, controller):\n", + " feedforward = controller * plant\n", + " return (feedforward / (1 + feedforward)).minreal()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + " 16.86 s^2 + 171.1 s + 24.09\n", + "---------------------------------\n", + "s^3 + 16.86 s^2 + 161.6 s + 24.09" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta_thetac = feedback(theta_delta, roll_controller)\n", + "theta_thetac" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-10. , -0.14285714])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta_thetac.zero()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-8.35637161+9.44655366j, -8.35637161-9.44655366j, -0.15145704+0.j ])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta_thetac.pole()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.17453292519943295" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.deg2rad(10.0)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "thetac = np.deg2rad(3.0) * np.ones_like(time)\n", + "time, theta, state = cn.forced_response(theta_thetac, T=time, U=thetac)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_siso_response(time, np.rad2deg(thetac), np.rad2deg(theta),\n", + " input_y_lab='Commanded Roll Angle [deg]',\n", + " output_y_lab='Roll Angle [deg]'))" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "thetae = thetac - theta" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "time, steer, state = cn.forced_response(roll_controller, T=time, U=thetae)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_siso_response(time, np.rad2deg(thetae), np.rad2deg(steer),\n", + " input_y_lab='Roll Error [deg]',\n", + " output_y_lab='Steer Angle [deg]'))" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "90.28 s^2 - 853.5\n", + "-----------------\n", + " -217.5 s - 2175" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "delta_theta = cn.TransferFunction(theta_delta.den, theta_delta.num)\n", + "delta_theta" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "5\n", + "-\n", + "s" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_delta = cn.TransferFunction([v], [b, 0])\n", + "psi_delta" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + " -35 s^3 - 5 s^2 + 330.9 s + 47.27\n", + "-------------------------------------\n", + "s^4 + 16.86 s^3 + 161.6 s^2 + 24.09 s" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_thetac = (theta_thetac * delta_theta * psi_delta).minreal()\n", + "psi_thetac" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-8.35637161+9.44655366j, -8.35637161-9.44655366j,\n", + " -0.15145704+0.j , 0.00000000+0.j ])" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_thetac.pole()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 3.0746689 , -3.0746689 , -0.14285714])" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_thetac.zero()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "time, psi, state = cn.forced_response(psi_thetac, T=time, U=thetac)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_siso_response(time, np.rad2deg(thetac), np.rad2deg(psi)))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEPCAYAAAC3NDh4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMzNryUXCzMxa+v+Tbn4XHgFpAwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "roots, gains = cn.root_locus(psi_thetac, kvect=np.linspace(-1.0, 2.0, num=1001))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_root_locus(gains, roots))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + " -3.5 s^3 - 0.5 s^2 + 33.09 s + 4.727\n", + "---------------------------------------------\n", + "s^4 + 13.36 s^3 + 161.1 s^2 + 57.18 s + 4.727" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_psic = feedback(psi_thetac, pid(0.1, 0.0, 0.0))\n", + "psi_psic.minreal()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([-6.50049496+10.68123698j, -6.50049496-10.68123698j,\n", + " -0.23402070 +0.j , -0.12918965 +0.j ])" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "psi_psic.pole()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "psic = np.deg2rad(10.0) * np.ones_like(time)\n", + "time, heading, state = cn.forced_response(psi_psic, T=time, U=psic)" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pl.iplot(plot_siso_response(time, np.rad2deg(psic), np.rad2deg(heading)))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.10" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/bicycle_control/model-diagram.svg b/notebooks/bicycle_control/model-diagram.svg new file mode 100644 index 0000000..155f5db --- /dev/null +++ b/notebooks/bicycle_control/model-diagram.svg @@ -0,0 +1,1156 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + image/svg+xml + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + From d1d95a29dc60f86199d672ebe427c09b5ed88a83 Mon Sep 17 00:00:00 2001 From: Chris P Date: Mon, 8 Jun 2015 13:26:24 +0100 Subject: [PATCH 122/163] PyTables first draft by Bill Chambers (@anabranch) --- notebooks/PyTables/PyTables.ipynb | 1080 +++++++++++++++++++++++++++++ 1 file changed, 1080 insertions(+) create mode 100644 notebooks/PyTables/PyTables.ipynb diff --git a/notebooks/PyTables/PyTables.ipynb b/notebooks/PyTables/PyTables.ipynb new file mode 100644 index 0000000..19d9eab --- /dev/null +++ b/notebooks/PyTables/PyTables.ipynb @@ -0,0 +1,1080 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### HDF5 and Plotly" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook will give an overview of using the excellent [HDF5 Data Format](https://www.hdfgroup.org/HDF5/) for high performance computing and [Plotly](https://plot.ly/) to graph data stored in this files.\n", + "\n", + "For those unfamilar with the HDF5 file format:\n", + "\n", + "HDF5 is a data model, library, and file format for storing and managing data. It supports an unlimited variety of datatypes, and is designed for flexible and efficient I/O and for high volume and complex data. HDF5 is portable and is extensible, allowing applications to evolve in their use of HDF5. The HDF5 Technology suite includes tools and applications for managing, manipulating, viewing, and analyzing data in the HDF5 format.\n", + "\n", + "-- [The HDF5 Group](https://www.hdfgroup.org/HDF5/)\n", + "\n", + "The HDF group has some great reasons to use their files - namely that it works great with all kind of data. You can [read more here.](https://www.hdfgroup.org/why_hdf/)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from IPython.display import display\n", + "import plotly.plotly as py # interactive graphing\n", + "from plotly.graph_objs import Bar, Scatter, Marker, Layout, Data, Figure, Heatmap\n", + "import plotly.tools as tls\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dataset that we'll be using is data from [NYC's open data portal](https://nycopendata.socrata.com/data). We'll be exploring a 100mb dataset covering traffic accidents in NYC. While we are capable of fitting this data into memory, the HDF5 file format has some unique affordances that allow us to query and save data in convenient ways." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now the first thing we'll want to do is open up an access point to this HDF5 file, doing so is simple because pandas provides ready access to doing so." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "pd.set_option('io.hdf.default_format','table')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "store = pd.HDFStore('nypd_motors.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that we've opened up our store, let's start storing some data" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "df = pd.read_csv('NYPD_motor_collisions.csv', parse_dates=['DATE'])\n", + "df.columns = [col.lower().replace(\" \", \"_\") for col in df.columns]\n", + "store.append(\"nypd\", df,format='table',data_columns=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "File path: nypd_motors.h5\n", + "/nypd frame_table (typ->appendable,nrows->596990,ncols->29,indexers->[index],dc->[DATE,TIME,BOROUGH,ZIP CODE,LATITUDE,LONGITUDE,LOCATION,ON STREET NAME,CROSS STREET NAME,OFF STREET NAME,NUMBER OF PERSONS INJURED,NUMBER OF PERSONS KILLED,NUMBER OF PEDESTRIANS INJURED,NUMBER OF PEDESTRIANS KILLED,NUMBER OF CYCLIST INJURED,NUMBER OF CYCLIST KILLED,NUMBER OF MOTORIST INJURED,NUMBER OF MOTORIST KILLED,CONTRIBUTING FACTOR VEHICLE 1,CONTRIBUTING FACTOR VEHICLE 2,CONTRIBUTING FACTOR VEHICLE 3,CONTRIBUTING FACTOR VEHICLE 4,CONTRIBUTING FACTOR VEHICLE 5,UNIQUE KEY,VEHICLE TYPE CODE 1,VEHICLE TYPE CODE 2,VEHICLE TYPE CODE 3,VEHICLE TYPE CODE 4,VEHICLE TYPE CODE 5])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "store" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# store.close()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "One thing that's nice about the HDF5 file is that it's kind of like a key value store. It's simple to use, and allows you to store things just like you might in a file system type hierarchy." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's awesome about the HDF5 format is that it's almost like a miniature file system. It supports hierarchical data and is accessed like a python dictionary." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "store.get_storer(\"df\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
DATETIMEBOROUGHZIP CODELATITUDELONGITUDELOCATIONON STREET NAMECROSS STREET NAMEOFF STREET NAME...CONTRIBUTING FACTOR VEHICLE 2CONTRIBUTING FACTOR VEHICLE 3CONTRIBUTING FACTOR VEHICLE 4CONTRIBUTING FACTOR VEHICLE 5UNIQUE KEYVEHICLE TYPE CODE 1VEHICLE TYPE CODE 2VEHICLE TYPE CODE 3VEHICLE TYPE CODE 4VEHICLE TYPE CODE 5
02015-06-0213:48MANHATTAN1003840.711780-73.999701(40.7117796, -73.9997006)ST JAMES PLACEMADISON STREETNaN...UnspecifiedNaNNaNNaN3232026VANVANNaNNaNNaN
12015-06-0213:40NaNNaNNaNNaNNaNNaNNaNNaN...Turning ImproperlyNaNNaNNaN3232021PASSENGER VEHICLESPORT UTILITY / STATION WAGONNaNNaNNaN
22015-06-0213:40NaNNaNNaNNaNNaNNaNNaN1200 WATERS PLACE - PARKING LOT...UnspecifiedNaNNaNNaN3232261PASSENGER VEHICLEPASSENGER VEHICLENaNNaNNaN
32015-06-0213:40MANHATTAN1000440.706701-74.016047(40.7067007, -74.0160467)WEST STREETMORRIS STREETNaN...UnspecifiedNaNNaNNaN3232015UNKNOWNPASSENGER VEHICLENaNNaNNaN
42015-06-0213:38NaNNaNNaNNaNNaNWOOLLEY AVENUEGURDON STREETNaN...Other VehicularNaNNaNNaN3233372PASSENGER VEHICLEPASSENGER VEHICLENaNNaNNaN
\n", + "

5 rows × 29 columns

\n", + "
" + ], + "text/plain": [ + " DATE TIME BOROUGH ZIP CODE LATITUDE LONGITUDE \\\n", + "0 2015-06-02 13:48 MANHATTAN 10038 40.711780 -73.999701 \n", + "1 2015-06-02 13:40 NaN NaN NaN NaN \n", + "2 2015-06-02 13:40 NaN NaN NaN NaN \n", + "3 2015-06-02 13:40 MANHATTAN 10004 40.706701 -74.016047 \n", + "4 2015-06-02 13:38 NaN NaN NaN NaN \n", + "\n", + " LOCATION ON STREET NAME CROSS STREET NAME \\\n", + "0 (40.7117796, -73.9997006) ST JAMES PLACE MADISON STREET \n", + "1 NaN NaN NaN \n", + "2 NaN NaN NaN \n", + "3 (40.7067007, -74.0160467) WEST STREET MORRIS STREET \n", + "4 NaN WOOLLEY AVENUE GURDON STREET \n", + "\n", + " OFF STREET NAME ... \\\n", + "0 NaN ... \n", + "1 NaN ... \n", + "2 1200 WATERS PLACE - PARKING LOT ... \n", + "3 NaN ... \n", + "4 NaN ... \n", + "\n", + " CONTRIBUTING FACTOR VEHICLE 2 CONTRIBUTING FACTOR VEHICLE 3 \\\n", + "0 Unspecified NaN \n", + "1 Turning Improperly NaN \n", + "2 Unspecified NaN \n", + "3 Unspecified NaN \n", + "4 Other Vehicular NaN \n", + "\n", + " CONTRIBUTING FACTOR VEHICLE 4 CONTRIBUTING FACTOR VEHICLE 5 UNIQUE KEY \\\n", + "0 NaN NaN 3232026 \n", + "1 NaN NaN 3232021 \n", + "2 NaN NaN 3232261 \n", + "3 NaN NaN 3232015 \n", + "4 NaN NaN 3233372 \n", + "\n", + " VEHICLE TYPE CODE 1 VEHICLE TYPE CODE 2 VEHICLE TYPE CODE 3 \\\n", + "0 VAN VAN NaN \n", + "1 PASSENGER VEHICLE SPORT UTILITY / STATION WAGON NaN \n", + "2 PASSENGER VEHICLE PASSENGER VEHICLE NaN \n", + "3 UNKNOWN PASSENGER VEHICLE NaN \n", + "4 PASSENGER VEHICLE PASSENGER VEHICLE NaN \n", + "\n", + " VEHICLE TYPE CODE 4 VEHICLE TYPE CODE 5 \n", + "0 NaN NaN \n", + "1 NaN NaN \n", + "2 NaN NaN \n", + "3 NaN NaN \n", + "4 NaN NaN \n", + "\n", + "[5 rows x 29 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "store.select(\"nypd\").head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "boroughs = store.select(\"nypd\", \"columns=['BOROUGH']\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "boroughs['COUNT'] = 1\n", + "borough_groups = boroughs.groupby('BOROUGH')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([u'BRONX', u'BROOKLYN', u'MANHATTAN', u'QUEENS', u'STATEN ISLAND'], dtype='object')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "borough_groups.sum().index" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot({\n", + " 'data':[Bar(y=borough_groups.sum()['COUNT'], x=borough_groups.sum().index)],\n", + " })" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [], + "source": [ + "dates_borough = store.select(\"nypd\", \"columns=['DATE', 'BOROUGH']\").sort('DATE')" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dates_borough['COUNT'] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
COUNT
BOROUGHDATE
BRONX2012-07-0139
2012-07-0271
2012-07-0373
2012-07-0451
2012-07-0560
\n", + "
" + ], + "text/plain": [ + " COUNT\n", + "BOROUGH DATE \n", + "BRONX 2012-07-01 39\n", + " 2012-07-02 71\n", + " 2012-07-03 73\n", + " 2012-07-04 51\n", + " 2012-07-05 60" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "date_borough_sum = dates_borough.groupby(['BOROUGH', \"DATE\"]).sum()\n", + "date_borough_sum.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "data = []\n", + "for g, df in date_borough_sum.reset_index().groupby('BOROUGH'):\n", + " data.append(Scatter(x= df.DATE, y=df.COUNT,name=g))" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(Data(data), filename='nypd_crashes/over_time')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Luckily for us, while this graph is a bit of a mess, we can still zoom in on specific times and ranges. This makes plotly perfect for exploring datasets. You can create a high level visual of the data then zoom into a more detailed level.\n", + "\n", + "See below where using the above graph I could zoom in on a particular point and anontate it for future investigation." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tls.embed(\"https://plot.ly/~bill_chambers/274\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "car_types = store.select(\"nypd\", \"columns=['VEHICLE TYPE CODE 1', 'VEHICLE TYPE CODE 2']\")\n", + "car_types['COUNT'] = 1" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "code_1 = car_types.groupby('VEHICLE TYPE CODE 1').sum()\n", + "code_2 = car_types.groupby('VEHICLE TYPE CODE 2').sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data = Data([\n", + " Bar(x=code_1.index, y=code_1.COUNT,name='First Vehicle Type'),\n", + " Bar(x=code_2.index, y=code_2.COUNT,name='Second Vehicle Type')\n", + " ])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(Figure(data=data, layout=Layout(barmode='group')))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "No big surprises here, we can see that passenger vehicles, likely being the most prevalent vehicles, are the ones involved in the most accidents for the first and second vehicles. However this does make for some more interesting questions, does this extrapolate to each vehicle class. That is, do all kinds of vehicles hit all other vehicles in more or less the same frequency? \n", + "\n", + "Let's explore large commercial vehicles." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "large_vehicles = car_types.groupby(\n", + " 'VEHICLE TYPE CODE 1'\n", + ").get_group(\n", + " 'LARGE COM VEH(6 OR MORE TIRES)'\n", + ").groupby('VEHICLE TYPE CODE 2').sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(Data([Bar(x=large_vehicles.index,y=large_vehicles.COUNT)]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "At first glance it seems alright, but it's worth more exploration - let's Z-Score the data and compare their scores." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
COUNT
VEHICLE TYPE CODE 2
AMBULANCE9
BICYCLE98
BUS151
FIRE TRUCK6
LARGE COM VEH(6 OR MORE TIRES)878
\n", + "
" + ], + "text/plain": [ + " COUNT\n", + "VEHICLE TYPE CODE 2 \n", + "AMBULANCE 9\n", + "BICYCLE 98\n", + "BUS 151\n", + "FIRE TRUCK 6\n", + "LARGE COM VEH(6 OR MORE TIRES) 878" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "large_vehicles.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
COUNT
VEHICLE TYPE CODE 2
AMBULANCE842
BICYCLE13891
BUS8935
FIRE TRUCK412
LARGE COM VEH(6 OR MORE TIRES)10299
\n", + "
" + ], + "text/plain": [ + " COUNT\n", + "VEHICLE TYPE CODE 2 \n", + "AMBULANCE 842\n", + "BICYCLE 13891\n", + "BUS 8935\n", + "FIRE TRUCK 412\n", + "LARGE COM VEH(6 OR MORE TIRES) 10299" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "code_2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def z_score(df):\n", + " df['zscore'] = ((df.COUNT - df.COUNT.mean())/df.COUNT.std())\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "data = Data([\n", + " Bar(x=z_score(code_2).index,y=z_score(code_2).zscore, name='All Vehicles'),\n", + " Bar(x=z_score(large_vehicles).index,y=z_score(large_vehicles).zscore,name='Large Vehicles'),\n", + " \n", + " ])" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(data, name='nypd_crashes/large vs all vehicles')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that things are relatively similar, except that large vehicles seem to hit large vehicles much more than most others. This could warrant further investigation.\n", + "\n", + "While grouped bar charts can be useful for these kinds of comparisons, it can be great to visualize this data with heatmaps as well. We can create one of these by creation a contingency table or cross tabulation." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "cont_table = pd.crosstab(car_types['VEHICLE TYPE CODE 1'], car_types['VEHICLE TYPE CODE 2']).apply(np.log)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because of the different magnitudes of data, I decided to log scale it." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/bill_chambers/.virtualenvs/plotly-notebook/lib/python2.7/site-packages/requests/packages/urllib3/util/ssl_.py:79: InsecurePlatformWarning:\n", + "\n", + "A true SSLContext object is not available. This prevents urllib3 from configuring SSL appropriately and may cause certain SSL connections to fail. For more information, see https://urllib3.readthedocs.org/en/latest/security.html#insecureplatformwarning.\n", + "\n" + ] + }, + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "py.iplot(Data([\n", + " Heatmap(z = cont_table.values, x=cont_table.columns, y=cont_table.index, colorscale='Jet')\n", + " ]),filename='nypd_crashes/vehicle to vehicle heatmap')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With this we are able to see more interesting nuances in the data. For instance taxis seems to have lots of accidents with other taxis, while vans and station wagons also seem to have many accidents.\n", + "\n", + "There's clearly a lot to explore in this dataset." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From add7111b80b11fdc3126a97783109e1ce63e16d7 Mon Sep 17 00:00:00 2001 From: Chris P Date: Mon, 8 Jun 2015 13:49:05 +0100 Subject: [PATCH 123/163] Add CSS styling --- notebooks/PyTables/PyTables.ipynb | 254 +++++++++++++++++++++++++++++- 1 file changed, 253 insertions(+), 1 deletion(-) diff --git a/notebooks/PyTables/PyTables.ipynb b/notebooks/PyTables/PyTables.ipynb index 19d9eab..0a9d639 100644 --- a/notebooks/PyTables/PyTables.ipynb +++ b/notebooks/PyTables/PyTables.ipynb @@ -1046,6 +1046,258 @@ "There's clearly a lot to explore in this dataset." ] }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + " + + + + + + + + + + + + + + + + + +
+
+ +
+
+
+
+
+

Online Dashboards with Excel, Python, & Plotly

Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings

This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with

+
    +
  • pandas: A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.
    • +
  • IPython notebook: An interface for writing and sharing python code, text, and plots.
    • +
  • xlwings: A python library with tools to connect pandas to data stored in excel workbooks.
    • +
  • Plotly: A platform for publishing beautiful, interactive graphs from Python to the web.
    • +
+

In Short... How you can go from this:

+
+
+
+
+
+
In [1]:
+
+
+
from IPython.display import Image
+Image(filename='assets/prices.png', width = 700)
+
+ +
+
+
+ +
+
+ + +
Out[1]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+

To this:

+
+
+
+
+
+
In [2]:
+
+
+
import plotly.tools as tls
+tls.embed('https://plot.ly/~otto.stegmaier/609/previous-min-and-max-prices/')
+
+ +
+
+
+ +
+
+ + +
Out[2]:
+ +
+ +
+ +
+ +
+
+ +
+
+
+
In [3]:
+
+
+
Image(filename='assets/logo.png')
+
+ +
+
+
+ +
+
+ + +
Out[3]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+
Why we are working on this:

At Liftopia we are working on bringing dynamic pricing into the ski industry. We help consumers ski more by offering tickets for purchase in advance at lower prices in exchange for their commitment. We help resorts control their pricing, drive more predictable revenue and grow their businesses.

+

Since one of our core business channels is pricing and selling lift tickets for our resort partners, our analytics team needs to be able to communicate our pricing plans to our resort partners in a simple, but effective manner. The ski areas we work with often offer tickets on 120 days of the year at upwards of 10 different price points on each day of the season. If you do the math - that can mean trying to communicate 1,200 different prices for one product. Some resorts offer over 10 different products. Now we are at 12,000 data points. Want to see the junior and child ticket pricing too? Now that's 36,000 data points.

+

In an effort to communicate our pricing plans more effecitvely - we decided to use Plot.ly to help us build web based interactive visualizations we can share with our partners.

+

To do this we connected one of our pricing tools to a python script that interacts with Plotly's API.This notebook walks through a simplified version of that process. Note - the data used in this example is intended to show how we use Plotly from Excel - if you want to talk to us about our beliefs abour pricing - get in touch! (ostegmaier@liftopia.com)

+


+

Covered in this notebook

    +
  • Connect to an excel workbook with XLWings
    • +
  • Clean and prepare your data with pandas
    • +
  • Plot with Plotly
    • +
  • Building the VBA connection to your python code
    • +
  • Sharing and Collaborating with Plotly
    • +
+ +
+
+
+
+
+
+
+
+
+ +
+
+
+
+
+
+
+
+

Step 1 Connect to your data in Excel using xlwings

To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their documentation or this great tutorial

+ +
+
+
+
+
+
In [42]:
+
+
+
from IPython.display import IFrame
+#A few imports we will need later
+from xlwings import Workbook, Sheet, Range, Chart
+import pandas as pd
+import numpy as np
+import plotly.plotly as py
+import plotly.tools as tlsM
+from IPython.display import HTML
+from plotly.graph_objs import *
+
+ +
+
+
+ +
+
+
+
In [43]:
+
+
+
#workbook connection - When connecting to a file from a VBA macro you use Workbook.call() instead of Workbook(<filepath>)
+wb = Workbook('C:\Users\Otto S.OttoS-PC\Desktop\Plotly_Post\Example Workbook.xlsm')
+
+ +
+
+
+ +
+
+
+
+
+
+


+Using Excel as a Plotly Dashboard...

+

Ok - so maybe its not so high speed - but its a good fit for our users! Plotly has a ton of great GUI tools to edit the graphs once they're made, but we needed a way to make it easy on our users to get the graphs out of excel and into Plotly so they can edit the graphs there. So we built a "Dashboard" with some controls:

+ +
+
+
+
+
+
In [44]:
+
+
+
Image(filename="assets/dashboard.png", width="700")
+
+ +
+
+
+ +
+
+ + +
Out[44]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+


+Now we can use some of these user-input values to control what elements get plotted

+ +
+
+
+
+
+
In [45]:
+
+
+
#Now we can use some of these controls to customize the 
+folder_name = Range('Dashboard','B2').value
+graph_title = Range('Dashboard','B3').value
+
+ +
+
+
+ +
+
+
+
+
+
+

Step 2 Clean and prepare your data for plotting using Pandas

To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their documentation or this great tutorial

+ +
+
+
+
+
+
In [46]:
+
+
+
#short function to create a new dataframe using xlwings
+def new_df(shtnm, startcell = 'A1'):
+    data = Range(shtnm, startcell).table.value
+    temp_df = pd.DataFrame(data[1:], columns = data[0])
+    return(temp_df)
+
+###Make some dataframes from the workbook sheets
+#Core Product
+shtnm1 = Range('Dashboard','B6').value
+df = new_df(shtnm1)
+
+ +
+
+
+ +
+
+
+
+
+
+


+Based on user input from the "dashboard" sheet in excel - we can choose to create a new dataframe for the 2nd product

+ +
+
+
+
+
+
In [47]:
+
+
+
Image(filename="assets/toggle.png", width="600")
+
+ +
+
+
+ +
+
+ + +
Out[47]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
In [48]:
+
+
+
#2nd Product
+product_2 = False
+if Range('Dashboard','C7').value == "Yes":
+    shtnm2 = Range('Dashboard','B7').value
+    df2 = new_df(shtnm2)
+    product_2 = True
+
+ +
+
+
+ +
+
+
+
In [49]:
+
+
+
#3rd Product
+product_3 = False
+if Range('Dashboard','C8').value == "Yes":
+    shtnm3 = Range('Dashboard','B8').value
+    df3 = new_df(shtnm3)
+    product_3 = True       
+
+ +
+
+
+ +
+
+
+
+
+
+

Its easier to work with the column headers once they're cleaned up, so let's clean them up a bit

+ +
+
+
+
+
+
In [50]:
+
+
+
#Clean up the charaters in the columns 
+names2 = []
+def clean_names(column_list):
+    #Short function to make our column headers easier to reference later.
+    names2=[]
+    for name in column_list:
+        name = name.replace(" ","").lower()
+        names2.append(name)
+    return names2
+
+ +
+
+
+ +
+
+
+
In [51]:
+
+
+
df.columns = clean_names(df.columns.values)
+if product_2 == True:
+    df2.columns = clean_names(df2.columns.values)
+if product_3 == True:
+    df3.columns = clean_names(df3.columns.values)  
+
+ +
+
+
+ +
+
+
+
+
+
+

We found it useful to be using a common index across the products - at least for our purpose, so we reset the index on the date column and convert the rest of the data to float

+ +
+
+
+
+
+
In [52]:
+
+
+
df= df.set_index('date').tz_localize('MST').astype(float)
+if product_2 == True:
+    df2= df2.set_index('date').tz_localize('MST').astype(float)
+if product_3 == True:
+    df3= df3.set_index('date').tz_localize('MST').astype(float)
+
+ +
+
+
+ +
+
+
+
+
+
+

Step 3 Plot your data with plotly.

+
+
+
+
+
+
In [53]:
+
+
+
#set a few global variables so we can use them throughout the plots
+X = df.index
+
+try:  
+    ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10
+    ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10
+    
+except:
+    #If that doesn't work, just go edit it on Plotly's web based plot editor. 
+    ymin = df['minpriceoffered'].min() - 10
+    ymax = df['walkupprice'].max() + 10
+
+ +
+
+
+ +
+
+
+
+
+
+

For our particular use case - we were rebuilding traces of similar type, so we wrote a short function to simplify this step

+ +
+
+
+
+
+
In [54]:
+
+
+
#function to create a "trace" (line) for each item we want to plot
+def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []):
+    trace = Scatter(
+    x=X,
+    y=price_column,  
+    fill=fill,
+    mode='lines',
+    name=name,
+    text=['Quantity: {}'.format(q) for q in qty_column],
+    line=Line(
+        color=color,
+        width=2,
+        dash='solid',
+        opacity=1,),
+    xaxis='x1',
+    yaxis='y1')
+    return trace
+
+#Set up the 3 core traces
+trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') 
+trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) 
+trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price',  qty_column= df['unitsmin'], fill='tonexty') 
+trace_list = [trace1, trace2, trace3]
+
+ +
+
+
+ +
+
+
+
In [55]:
+
+
+
#add additional traces if toggled on by user
+if product_2 == True:   #Using the input from the Dashboard Sheet in Excel
+    trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered')
+    trace_list.append(trace4)  
+
+if product_3 == True:   #Using the input from the Dashboard Sheet in Excel
+    trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') 
+    trace_list.append(trace5) 
+    
+
+ +
+
+
+ +
+
+
+
+
+
+

Lastly we set some general Layout controls. If needed, these could be added as user controls pretty easily in the Excel dashboard - or you could just edit the graph from Plotly's GUI.

+ +
+
+
+
+
+
In [56]:
+
+
+
y_axis = YAxis(
+        title='Price',
+        titlefont=Font(
+            size=11.0,
+            color='#262626'
+        ),
+        range=[ymin, ymax],
+        domain=[0.0, 1.0],
+        type='linear',
+        showgrid=True,
+        zeroline=False,
+        showline=True,
+        nticks=7,
+        ticks='inside',
+        tickfont=Font(
+            size=10.0
+        ),
+        mirror='ticks',
+        anchor='x1',
+        side='left'
+    )
+
+ +
+
+
+ +
+
+
+
In [57]:
+
+
+
x_axis = XAxis(
+        title='Trip Date',
+        titlefont=Font(
+            size=11.0,
+            color='#262626'
+        ),
+        range=[X.min(),X.max()],
+        domain=[0.0, 1.0],
+        type='date',
+        showgrid=True,
+        zeroline=False,
+        showline=True,
+        nticks=8,
+        ticks='inside',
+        tickfont=Font(
+            size=10.0
+        ),
+        mirror='ticks',
+        anchor='y1',
+        side='bottom'
+    )
+
+ +
+
+
+ +
+
+
+
In [58]:
+
+
+
layout = Layout(
+    title=graph_title,  #Using the input from the Dashboard Sheet in Excel
+    titlefont=Font(
+        size=12.0,
+        color='#262626'
+    ),
+    showlegend=True,
+    hovermode='compare',
+    xaxis1= x_axis,
+    yaxis1= y_axis
+)
+
+ +
+
+
+ +
+
+
+
In [59]:
+
+
+
#Short function for pushing private graphs to plotly
+def private_plot(*args, **kwargs):
+    kwargs['auto_open'] = False     #Controls whether a new tab is opened in your browser with the new plot
+    url = py.plot(*args, **kwargs)
+    return (url)
+
+ +
+
+
+ +
+
+
+
+
+
+

Now We are ready to plot!

+ +
+
+
+
+
+
In [68]:
+
+
+
fig = Figure(data=trace_list, layout=layout)
+url = private_plot(fig,  filename='%s/%s' %(folder_name, graph_title), world_readable=True)
+tls.embed(url)
+
+ +
+
+
+ +
+
+ + +
Out[68]:
+ +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+

Step 4 - Running your python code directly from Excel


+ +
+
+
+
+
+
+
+
+
    +
  • Save the python script to file. Make sure to use Workbook.caller() rather than the file path. This allows XLWings to access the current notebook that the user has open. +
    • +
+ +
+
+
+
+
+
In [61]:
+
+
+
Image(filename= 'assets/workbookcaller.png', width="500")
+
+ +
+
+
+ +
+
+ + +
Out[61]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+
    +
  • Build a Macro in python that references the script you've written: +
    • +
+ +
+
+
+
+
+
In [62]:
+
+
+
Image(filename= "assets/macro.png", width="700")
+
+ +
+
+
+ +
+
+ + +
Out[62]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+
    +
  • Assign the macro to a button of your choosing +
    • +
+ +
+
+
+
+
+
In [63]:
+
+
+
Image(filename= "assets/assignmacro.png", width="500")
+
+ +
+
+
+ +
+
+ + +
Out[63]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+
    +
  • Make any final edits using Plotly's web based editor +
    • +
+ +
+
+
+
+
+
In [64]:
+
+
+
Image(filename= "assets/plotlyeditor.png", width="800")
+
+ +
+
+
+ +
+
+ + +
Out[64]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+
+
+
+

+ +
+
+
+
+
+
+
+
+


+

Step 5 - Sharing your work and Collaborating with Others

+

One of the main reasons we wanted to use Plotly was the ability to share these interacitve visualizations via a URL. This makes it easy for our account managers to communicate the pricing plans with a simple email containging a link to the plot.

+

Plotly has built out some great functionality that makes sharing and collaborating really easy. When we have multiple analysts on a pricing build we can all work on a plot and once its done, its easy to share a private link with our partners.

+ +
+
+
+
+
+
In [65]:
+
+
+
Image(filename='assets/sharing.png')
+
+ +
+
+
+ +
+
+ + +
Out[65]:
+ + +
+ +
+ +
+ +
+
+ +
+
+
+ + diff --git a/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb b/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb new file mode 100644 index 0000000..7b05251 --- /dev/null +++ b/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb @@ -0,0 +1,8208 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Online Dashboards with Excel, Python, & Plotly \n", + "\n", + "\n", + "##### Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings\n", + "\n", + "\n", + "\n", + "This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with\n", + "- [pandas](http://pandas.pydata.org/): A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.\n", + "- [IPython notebook](ipython.org/notebook.html): An interface for writing and sharing python code, text, and plots.\n", + "- [xlwings](xlwings.org): A python library with tools to connect pandas to data stored in excel workbooks.\n", + "- [Plotly](https://plot.ly/python/): A platform for publishing beautiful, interactive graphs from Python to the web.\n", + "\n", + "####In Short... How you can go from this:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAA6EAAAEuCAYAAAB/IhQOAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAF7ySURBVHhe7Z2Lces8DkbTlhtyO+4mxezdrcUr\n", + "kqLEJ0TQkSUA35nh7LVIKTgEH2KSzf/zNsh//vu/9V+2gLct4G0LeNsC3raAty3gbQur3jiEGgLe\n", + "toC3LeBtC3jbAt62gLctrHr/OHEUFBQUFBQUFBQUFBQUlG8U/CTUEPC2BbxtAW9bwNsW8LYFvG1h\n", + "1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", + "FvC2BbxtAW9bWPWeP4T+e70fz9/1gyw+Sja8xQHvCeAtDnhPAG9xwHsCS96CXVPgPQi8RTN/CP19\n", + "vn+sLGop8BYHvCeAtzjgPQG8xQHvCSx5C3ZNgfcg8BYN/xDqTt8/P++frTzfoRv+vV+P9PpS0g5y\n", + "HZbUPV7/1ooGWdvHO2tK1Q0ytZj/ifdBvKK8A/9ej6QujyvWkbl2KPLOr+f3VKjxPpgDJVq8s1jT\n", + "0sm7JO8BN5Xzm/Ie6JMMSd6Owm/Pq/L53fVe4MQr2juNSWi+KdeF7npV3JeqXrmfX+adxZqWjr80\n", + "74VeneZ85275OHdQ/ZXxx97MQ+jv+7k8PA3+9xk/h4WrFAu4+5KAfCd2AvQSSZ3/vHYyVceAv5hP\n", + "enPipdpynkPwt97roH28lh4oCfc9Xr++b8hBrc07ue7u6W7eqrypuV+gyrumm3OB3iW7W7hP6/wu\n", + "6eZ0QU++XV0SU7ZHa57fhDcnXqot5zkEf+pNxiQx30c57q1XsW69lsW81F24n1/nXdN1F+vdqdOa\n", + "b7euJW7hwBljovqk4ARv3iGUOjxSC5e/Lw3GSbefU7/w7W2pOg7sxXzSmxOvPO+RGELfUINap3eg\n", + "jn9Hl/f4S4vmfFPPkedd0GyrcX4XUG015dvX9fZoxfOb8ObEK82bjklgvqkcbzTWq+pFue9e++yc\n", + "0Q938aa+hjjvDaouoCrfJc3nzPTJ597Mn4SGILPT7kasiyVv47+r4Af9gWg1OZzIOjmoOgbsxXzW\n", + "mxOvNO91ED9S9yqgg1w7VHo7QqxqxjnpTcyBErX5duH368R5F7Tdwv2q5ncBlVNt+e7v0fG+WBTN\n", + "74WuNydead5kTBLzTec4UOR3oX5xrtsEQuzdte6EfriHtwt/eX4vWGHeO1SdQ1e+K6oYHTP3fe49\n", + "9YeJ/ABeHu5L5yuENrlkWOyXkg3+mq2dL+EFMH4Zqm4U/mIemPHmxCvK2w+4ZCL4l/UypoFBvaDK\n", + "29cX93TQl+9AOQdKdHofL7iivDN6bgrndwaVU5353uIi9mhV83ul582JV5r3aEyS8k3leKmt1ivf\n", + "vpHzrc2F+/ml3hvfX+fO9N7p1CnNd06v/ui+wF97Tx1Cd8IAbScrHbz5QA4dSJ3kU6hJcDxBWswu\n", + "5juj3iWceG/u7SdrujG1BvDYoM7R4B0I47y/eefo8ebFq8O7tanT3Nw7oe+mcH4nUDnVl+88hrB2\n", + "9fZoTrzwrrmDd8lfxXsX75ZrvV7V8/g++/kdvOt2R9zbe4eqC2jKd4o/KDZzetwnNZ97f3gIXRPV\n", + "Elp/jc35jA74JtVLYAJVR/D5Yj7mXcGJ9+7elWcrpxODWoX3CjUWSuBdI8Z7bLHNuLv3+pl2Uzi/\n", + "18+0t758/1b+NuY3y5sT7829KzsqJqH5rl0bua1iCm2ac/vL/XC99zXr3KneG1TdiqZ8r/QPoI6B\n", + "Pin5A2/eIdQ9NBuRIWh37feZJyuTLYPxyY2De39GTZgE7U6h6mjYyZ71zijjle0d/73F4XNcTtii\n", + "jUextxvXyX1+cdjGvV5veg7o9Y7keY5I9w603SJF33j0e6vMtx/XiVOyR6ue34R3ThmvcO+MPCaR\n", + "+R5yDdfyGEJcW7N0PFy8n1/mvXLVOneud6RRpzrfa7vm2SRC3Hei9+QfJkpKDM4P4uR6IesXsqR+\n", + "D66QXDeBut0CVceAvZjPepPxCvd2FHHtVWEAZvctJcSt2bu8L93MFXuTc19zvh29xVaBd9dN+fwm\n", + "N1C9+e7u0crnd9ebjFe4NxWTyHxTOabWq4UszsaeTdWd2A/XeTuuW+fO9abqFOe7nNOx+HsH+uRE\n", + "77lfx3VCm7g8+Iv5CrxFAm8m8BYJvJnAWyTwZmLJW7hrCrwHgLd4pg6h7sfUo6fcOzK7mMNbJvDm\n", + "AW+ZwJsHvGUCbx6WvKW7psD7GHjL5+M/TCSR2cVcOvC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbw\n", + "tgW8bQFvW8DbFvC2hVXvHyeOgoKCgoKCgoKCgoKCgvKNgp+EGgLetoC3LeBtC3jbAt62gLctrHrj\n", + "EGoIeNsC3raAty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqjcOoYaAty3gbQt42wLe\n", + "toC3LeBtC6ve84fQf6/3Q+h/LPWjZMNbHPCeAN7igPcE8BYHvAcR7JoC70HgLRqr3vOH0N/n+0do\n", + "B7CTnQJvccB7AniLA94TwFsc8B5EsGsKvAeBt2isevMPoe70/fPz/tnK8512w7/XI6l7vF//1oqV\n", + "32eoe5QVKa5ze8+g6gZhJ9sx453Fmpb83g0t3g5OvJK8s3ga9QuxT8gx7lDknY+DfIxUqPH+9349\n", + "iuvUpqDGu6w/iFeSt6Nw3+ex4nw7iJjUzm9HL6bselo6/nfxplwXuvtTcV86tK/M/+neC7N1GWq8\n", + "r13nzvaO12Mp1bTmm/TmxPvH3sxD6O/7uTw8Dd4dKuNnL/l4LUO4gwvw8Xw/lwHeTbCXSIL3n9dO\n", + "puoYDCd740PvBH8Iz7K/osmbEy/VlvMcgr/2LtlzGu57vH79Ik4uYtq8k3GwX2+gyjts1r12GZq8\n", + "OfFSbTnPIfhbb1eXxOQ3/PhZcb7JmJb7tM5vZkxdd+o5zK/RY8z7aGz39qdYt17LYr42/9/x5tYV\n", + "qPK+dp071dut58lYDgezGBPVJwWavDnxUm05z0ngHUKzDbnEdUCvzhEHdvjfXoLrg83+XKqOw1iy\n", + "Ez7yTiCeo8mbE68874JmW3qMO3R6B+r4d3R5j2/Wmrw58Yrz9nXpxpnGpDffn+V0R7P37HO+6k2N\n", + "7Y3G/lS9MPbHeu2zc0Y/nOq9MVsX0OUdrl21zn3He6X5HM35Xkmew4n3DG/mT0KDXHbajaxSD1+/\n", + "lmQU+wD954MOqhZDJ7JOCKqOwVCyM+a9U46/g6jEmxOvNO+Cdk4PxrhDpbcjxKpmfhfk3vG+WIj7\n", + "NXlz4hXo7V19XKHdPpYV53s4pnBdzfxmxNRf8xZu402P7UA5rpcr1Qtk3SYQYv9m/s/03pmtW1Hl\n", + "HZ8ZC/Fssd4rVYyOmfsEe3PiPcF76g8T+QVrebgv8Sv4AJKO8YeUNQD/7xjccQeFl4BYwkFn/zL9\n", + "ulHGkl3D9s44Togmb068orwzejkdWAQWVHn78UDds6Mv34Fwf7oI52jy5sQr0XuLK3sxz9GWbzIm\n", + "xfN7LCZZ+zc9p+v9ybcvxrqLeWtzYf7P9N6ZrdvR5x0Iz/7eOvcdb0evXnO+HXU9J96/9p46hO6E\n", + "hdl3gl+k0oEaRcPvJ++BjCV4h1r8jzeGFpxktxnxzv38oCFeaGp0eAc48d7cO6GfU+4Yd2jwDoQF\n", + "sr9p5ejx5sUL75o7eOcxhLHc+66zJu+Sfkxa53egHdPxHCi5i3fLtd6far/+Hvbt/J/pvTNb10OD\n", + "d2Qs3oAU7+UOd2BqzmnN+aa8I2PxBj73/vAQuujGxWv99czdO3bEK3RSq4ws6tVhJ4GqI5hLds6x\n", + "d2rGSeqKCu8VTrx3914/L8EQOZ1YxFR4r1RjgwDeNdK8OfHe3Pu38ifmssp8r1AxmfOWvX/Xro0x\n", + "XcUU2jSdv5z/U703Zus6qPBeUZhv+iCmN9/HB9CFwXg9f+DNO4S6h2arUpAN1wpxH0Br4JYdlD6j\n", + "JCz+7cFA1dGwk/2htx8kVTL0ewfKeKV7B9o5jRR941Hs7Tapbhu93r/PfLznC7zifGeU8Qr3dnWp\n", + "r38BCy/jFvIdKGIyML8D7Zjac+Cm3kOu4VoeQ4hra5bOg4vzf653hFun1/vqde5c77UdeRAj7lPt\n", + "7SjjPd978g8TJSUNbt2wY10z7qqDCsniGZkEVcdgKNkZn3j3kqHYm4xXgXc3p+F6dt/WTrN3eV+6\n", + "iSn29i9qyT3ZAq/Ym4xXvrd/6Urqtrg053skp1u9ovl9GNPBmnc7b8KV3J8WsjgbOabqTuyHc71n\n", + "6xR7X7zOnepdusXi71Wcb8qbjPd877lfx3VCm7g8xpLdAN4igTcTeIsE3kzgLRJ4DyDcNQXeA8Bb\n", + "PFa9pw6h7tcxRk+5d4SV7AR4ywTePOAtE3jzgLdM4H2MdNcUeB8Db/lY9f74DxNJhJNsTcDbFvC2\n", + "BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9f5w4CgoKCgoKCgoKCgoKCso3Cn4S\n", + "agh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jbAt62\n", + "gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6zx9C/73eD6H/sdSPkg1vccB7AniLA94TwFsc\n", + "bG/BrinwHgTeooH3IEq85w+hv8/3j9AOYCc7Bd7igPcE8BYHvCeAtzjY3oJdU+A9CLxFA+9BlHjz\n", + "D6Hu9P3z8/7ZyvOddsO/1yOpe7xf//zV9+uR3rMUqvNc51bPWKHqBmEn2zHjncWalvzeDUneR27F\n", + "feRcUeSdj4NOniOKvB3tud9AkzcnXknejsL9kQSldpw7CG9WvKK9k5iK/thLJ+938aZcF+IYzvLr\n", + "KO4r967ufSV/3A+XeV+c/9O9F9p11763Xue9wIlXmHe8HsueUt35zr3b97TqKv7Ym3kI/X0/l4en\n", + "efl97p+9yOO1pLIkJJfK54aXSIL3n9dOoeoYDCd7Y9a7xt3XHNgCvUt2t3DfNgnK+FO0eSfjoJtr\n", + "hypvxhzQ5M2Jl2rLeQ7B33q7uiQmv/HFz5rHOeHNiZdqy3kOwZ96M2Pq5px6DvNr9BjzPsqx259+\n", + "/XtJ/rIW69ZrWczUfQUn9MN13jXfzP93vFt11763XubNiZdqy3lOwqnebj1P9q5w+IoxKc93d8+m\n", + "6gpO8OYdQrMXkRLXAb268eTWL7P7c6k6DmPJTpj2LiCeI8+7IG1bDb5+/lV5F9Tx7+jyHo9Pkzcn\n", + "XnHevi6dwxy3HU3enHilebNimnzOV72pHG+Efal+AT/auxr3FZzRD9d7r3w5/6d6b7TqiD4o0OTN\n", + "iVeu90r2HAv5DtQx7vDqPvdm/iQ0yGWn3cjaOQ9fv5Ytm/G+WIjAqsXQiawDg6pjMJTsjFnvnOPv\n", + "MAjyLkjd6sFITApF3jkh1u5CoMmbMQdUeXPiFejtXX1cxPxdY9U0zrvemvPNiKm/5i3cxpvOcaAe\n", + "12N7V+tawQn9cL134Nv5P9N7p1UXnxkL8WxN3px4xXqvZDHGZ2rOtyPE066n6hZO8J76w0R+wVoe\n", + "7kv8Cj6ApGP8i2k7gHB/GmxOeAmIJbzc7l+mXzfKWLJrPvM+Togo74zcrd7QQvy9ga3F2+PHA3XP\n", + "jhpvxtx3aMo3J16J3ltcxXxeKrr3lGjy5sQrzXssJln7GD2n65c13/5w7xp4uV3463643tvx/fyf\n", + "6b1znNPw7O+9t17pzYlXpreDrleXb2rPvnA/nzqE7oQFyQftJdKEUQk+Xsh2qLac5+xwkt2G7+0H\n", + "TfkiR3Jz74TSrXY9WgxS5HqXhIWiv4jlCPZmzf0Swd4VnHjv7p3HEMZy+7uvusb5uDcv3rt7l7Rj\n", + "Op4DJXfxbrnW61Tt11rLOOtb5PN+uN671e6Ie3vvjOR0LN4AvGvu5L3c4Q5MN9rPv+XtCPtae8+m\n", + "6mo+9/7wELoG7BK5/kre7k10RNWWoHrBTaDqCOaSncPzHktGxt29189Nt86hZMhfsneJpnG+fm56\n", + "c+Z+iaZ8c+K9ufdv5W9jPWd5K8p3ZdeMSfY+Vrs2clvF1Nq7GOtb5A/64Xrva/J/qvfGQE6/vM7d\n", + "xnswXo8Q7+MD6ILKfK9Qbl/25h1C3UOzFSjIhmuFuA8giPw+c6F8AKTPKAmLXrszqToadrInvSN+\n", + "kFTJkO4daLsVm5Xvk9hGsbebvN02mvMd2m0xZnNAs3dKGa9wb5/DxNdvTOuc1jzOKe8MZfnOaMdE\n", + "zf3beQ+5hmt5DCGurVk5Hjyt+87vh6u9r8r/ud6Ruu7q99arvHPKeKV7r+0aB1DV+ab27Iv388k/\n", + "TJSUNLh1w451W5Vf0JJ7Gqf27TnFM6qO7NUxGEp2xqS3p5cMBd7UQMtiTie3Zu/yPiveC0XM+22K\n", + "vcl45Xv7TTip2+Mq79M1zrvemvN9GJO0fYzKcXDJ6payxZPFmY5t6r7z++E6b8d1+T/Xm6i7+L31\n", + "Mm8yXuHeZU5jcfeqznd5X2PPpupO9J77ddzqNC6LsWQ3gLdI4M0E3iKBNxN4i4TlLdw1Bd4DwFs8\n", + "8B5AkffUIdT9uHb0lHtHWMlOgLdM4M0D3jKBNw94y4TjLd01Bd7HwFs+8D5Gk/fHf5hIIpxkawLe\n", + "toC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+\n", + "UfCTUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", + "FvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCe\n", + "AN7igPcggl1T4D0IvEVj1Xv+EPr7fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+\n", + "IdSdvn9+3j9beb7Tbvj3eiR1j/fr31aR3Uf2nevc1jMcVN0g7GQ7Jr3z61a8/71fj/SepVDiivKd\n", + "x/vzflABS/IuvKr6hdgnpLNDmbfj9xmum8l3Ua/G2zHgpi7fDiIm1fvYQUzdtb7kLt6U60J3nS7u\n", + "S3N8Zf5P916Y6ZMKTd4rV6xzZ3vH67FkOVWcb9I7i/e7+WYeQn/fz+XhafBukMbPXvLxWo4gJeG+\n", + "TcwH2gmwrPOf106m6hgMJ3tj0tsNluR6GASdeDV5r4fQ9L4uqrzdfUm8frFIPqcI9C5xdeGbC+G+\n", + "x+vX5/14AdPiveLifDzfT8pdlbfmcT7g5uLUlm8qJs372EFM/bW+gHrOwdcYZcz7aGz31ulYt15L\n", + "Y744/9/xZvZJiSrvFRfnBevcqd7kWI73rbVl/CnqvJN4W3te5ARv3iGUCq4USamC6R9S6kV/fy5V\n", + "x2Es2Qmz3iXEc3R5jx9CVXn7+9Jx3m8rz7ug2TbkvbthLejzjmOddlfl7f+tdJwfuunMNyumyefI\n", + "8x6P7zbe1NjeaIxdxjvabH/O9sOp3huf9Ykqb090pe6l3e7tvZI+x0S+V9Ln+H9ft58zfxIa5Jrf\n", + "HVilHr5+LWv26uCITqoGghNZBwJVx2Ao2Rlz3hVV/AmqvON9sRADUVm+3XelQszEGHdI8y7wnlVA\n", + "B84OZd5+bfOfbeVb8zin3NTmmxNT1TZBk/dHe/tV3vTYDnTG9fQ7WsIJ/XCm985f94lcb8eV69x3\n", + "vFeSGG3ke6WI8cr9fOoPE/lkLQ/PFmUfQNIxfgEPAdTJdc37oqFDYgmbwP5l+nWjjCW7huudczww\n", + "dHrH+9PBmaPNe4u5GPMlorwzeovLwOK3oMbb5z6Oa2XzO6Od7y1mheO86aY832MxGfJm7HGOO3nT\n", + "c7rOoW8/9I72/fyf6b3zSZ8EtHgvD7t0nfuOtyOvt5FvR7t+i/nL+/nUIXQnvJz4TvALdnrQ2EXr\n", + "5B51Ugp1mqbq+nCS3WbMO8Un5yC5OTq8A5x4JXvn8YWFInmJIbm5d0JrsQ5w5nVEqndw3Ztw3aV6\n", + "O/L4dI3znpudfAfaManbxyqSmFh7XMldvFuutUc9x9uuV+T/TO+d+T5pI9U7fN5v5zg7pHgvdxRj\n", + "2Ua+a+8yvm/v5x8eQpPE+e+epIEnHdFZzI+C81T3JlB1BHPJzhnyXuEv3AsKvDeqtgSCvbc2aw3Z\n", + "JyV3914/L8EQCwvDNyLWO3zev+uXlOy+DoLzrXmc/3bdXkbyvdKISeU+tn7eSGPi7HElN/Iemq9V\n", + "TKFNOu+vyv+p3htzfdJFrPf1+9o3vJtj2UC+W9688VLwB968Q6h7aJaREGy4VgTuA4gLePEikwWX\n", + "PqMk3NfuDKqOhp3sae+1XTnYPXq9f5/pxu0+p32g1zv8O5l0/iUmjnvp3gG/YHUXlqJvPBa8HaW7\n", + "Ym/N45x0S9GZ70AZ09pO5T6W0vbePvuxUeztd/Meci28PCGurVk2D9ZnXJT/c70jk32i0julrJfu\n", + "vbZrjmXN+Sa8M8+FL+/nk3+YKClpcGvwsS7vl7QuPaQUksUzMgmqjsFQsjMmvX1yk3ti8Q0MeWcD\n", + "X7H3gj9wJ3V7zAq8uwtLuJ7dt7XT7J0SnrG30e2teZz33VKU5ZuKSfM+dhRTUR9v2555O2/ClVyn\n", + "F7I4k3e0i/N/rvdkn2j33gjP368L9ybH8oLWfB94X7mfz/06rhPaxOUxluwG8BYJvJnAWyTwZgJv\n", + "kcB7AOGuKfAeAN7iseo9dQh1v6I1esq9I6xkJ8BbJvDmAW+ZwJsHvGUC72Oku6bA+xh4y8eq98d/\n", + "mEginGRrAt62gLct4G0LeNsC3raAty2seuMQagh42wLetoC3LeBtC3jbAt62sOr948RRUFBQUFBQ\n", + "UFBQUFBQUL5R8JNQQ8DbFvC2BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1\n", + "BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFvW8DbFvC2BbxtYdV7/hD67/V+CP2PpX6UbHiL\n", + "A94TwFsc8J4A3uKA9yCCXVPgPQi8RWPVe/4Q+vt8/wjtAHayU+AtDnhPAG9xwHsCeIsD3oMIdk2B\n", + "9yDwFo1Vb/4h1J2+f37eP1t5vtNu+Pd6JHWP9+vfWrHy+wx1j7IixXVu7xlU3SDsZDtmvLNY05Lf\n", + "u6HF28GJV5J3Fk+jfiH2CTnGHYq883GQj5EKNd7/3q9HcZ3aFNR4l/UH8UrydhTu+zxWnG8HEZPa\n", + "+e3oxZRdT0vH/y7elOtCd38q7kuH9pX5P917YbYuQ433tevc2d7xeiylmtZ8k96ceP/Ym3kI/X0/\n", + "l4enwbtDZfzsJR+vZQh3cAE+nu/nMsC7CfYSSfD+89rJVB2D4WRvfOid4A/hWfZXNHlz4qXacp5D\n", + "8NfeJXtOw32P169fxMlFTJt3Mg726w1UeYfNutcuQ5M3J16qLec5BH/r7eqSmPyGHz8rzjcZ03Kf\n", + "1vnNjKnrTj2H+TV6jHkfje3e/hTr1mtZzNfm/zve3LoCVd7XrnOnerv1PBnL4WAWY6L6pECTNyde\n", + "qi3nOQm8Q2i2IZe4DujVOeLADv/bS3B9sNmfS9VxGEt2wkfeCcRzNHlz4pXnXdBsS49xh07vQB3/\n", + "ji7v8c1akzcnXnHevi7dONOY9Ob7s5zuaPaefc5XvamxvdHYn6oXxv5Yr312zuiHU703ZusCurzD\n", + "tavWue94rzSfoznfK8lzOPGe4c38SWiQy067kVXq4evXkoxiH6D/fNBB1WLoRNYJQdUxGEp2xrx3\n", + "yvF3EJV4c+KV5l3QzunBGHeo9HaEWNXM74LcO94XC3G/Jm9OvAK9vauPK7Tbx7LifA/HFK6rmd+M\n", + "mPpr3sJtvOmxHSjH9XKleoGs2wRC7N/M/5neO7N1K6q84zNjIZ4t1nulitExc59gb068J3hP/WEi\n", + "v2AtD/clfgUfQNIx/pCyBuD/HYM77qDwEhBLOOjsX6ZfN8pYsmvY3hnHCdHkzYlXlHdGL6cDi8CC\n", + "Km8/Hqh7dvTlOxDuTxfhHE3enHglem9xZS/mOdryTcakeH6PxSRr/6bndL0/+fbFWHcxb20uzP+Z\n", + "3juzdTv6vAPh2d9b577j7ejVa863o67nxPvX3lOH0J2wMPtO8ItUOlCjaPj95D2QsQTvUIv/8cbQ\n", + "gpPsNiPeuZ8fNMQLTY0O7wAn3pt7J/Rzyh3jDg3egbBA9jetHD3evHjhXXMH7zyGMJZ733XW5F3S\n", + "j0nr/A60YzqeAyV38W651vtT7dffw76d/zO9d2bremjwjozFG5DivdzhDkzNOa0535R3ZCzewOfe\n", + "Hx5CF924eK2/nrl7x454hU5qlZFFvTrsJFB1BHPJzjn2Ts04SV1R4b3Ciffu3uvnJRgipxOLmArv\n", + "lWpsEMC7Rpo3J96be/9W/sRcVpnvFSomc96y9+/atTGmq5hCm6bzl/N/qvfGbF0HFd4rCvNNH8T0\n", + "5vv4ALowGK/nD7x5h1D30GxVCrLhWiHuA2gN3LKD0meUhMW/PRioOhp2sj/09oOkSoZ+70AZr3Tv\n", + "QDunkaJvPIq93SbVbaPX+/eZj/d8gVec74wyXuHeri719S9g4WXcQr4DRUwG5negHVN7DtzUe8g1\n", + "XMtjCHFtzdJ5cHH+z/WOcOv0el+9zp3rvbYjD2LEfaq9HWW853tP/mGipKTBrRt2rGvGXXVQIVk8\n", + "I5Og6hgMJTvjE+9eMhR7k/Eq8O7mNFzP7tvaafYu70s3McXe/kUtuSdb4BV7k/HK9/YvXUndFpfm\n", + "fI/kdKtXNL8PYzpY827nTbiS+9NCFmcjx1Tdif1wrvdsnWLvi9e5U71Lt1j8vYrzTXmT8Z7vPffr\n", + "uE5oE5fHWLIbwFsk8GYCb5HAmwm8RQLvAYS7psB7AHiLx6r31CHU/TrG6Cn3jrCSnQBvmcCbB7xl\n", + "Am8e8JYJvI+R7poC72PgLR+r3h//YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLe\n", + "toC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUE\n", + "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8Db\n", + "FvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3oMIdk2B9yDwFo1V7/lD6O/z/SO0A9jJ\n", + "ToG3OOA9AbzFAe8J4C0OeA8i2DUF3oPAWzRWvfmHUHf6/vl5/2zl+U674d/rkdQ93q9/a8XK7zPU\n", + "PcqKFNe5vWdQdYOwk+2Y8c5iTUt+74YWbwcnXkneWTyN+oXYJ+QYdyjyzsdBPkYq1Hj/e78exXVq\n", + "U1DjXdYfxCvJ21G47/NYcb4dRExq57ejF1N2PS0d/7t4U64L3f2puC8d2lfm/3Tvhdm6DDXe165z\n", + "Z3vH67GUalrzTXpz4v1jb+Yh9Pf9XB6eBu8OlfGzl3y8liHcwQX4eL6fywDvJthLJMH7z2snU3UM\n", + "hpO98aF3gj+EZ9lf0eTNiZdqy3kOwV97l+w5Dfc9Xr9+EScXMW3eyTjYrzdQ5R026167DE3enHip\n", + "tpznEPytt6tLYvIbfvysON9kTMt9Wuc3M6auO/Uc5tfoMeZ9NLZ7+1OsW69lMV+b/+94c+sKVHlf\n", + "u86d6u3W82Qsh4NZjInqkwJN3px4qbac5yTwDqHZhlziOqBX54gDO/xvL8H1wWZ/LlXHYSzZCR95\n", + "JxDP0eTNiVeed0GzLT3GHTq9A3X8O7q8xzdrTd6ceMV5+7p040xj0pvvz3K6o9l79jlf9abG9kZj\n", + "f6peGPtjvfbZOaMfTvXemK0L6PIO165a577jvdJ8juZ8ryTP4cR7hjfzJ6FBLjvtRlaph69fSzKK\n", + "fYD+80EHVYuhE1knBFXHYCjZGfPeKcffQVTizYlXmndBO6cHY9yh0tsRYlUzvwty73hfLMT9mrw5\n", + "8Qr09q4+rtBuH8uK8z0cU7iuZn4zYuqveQu38abHdqAc18uV6gWybhMIsX8z/2d678zWrajyjs+M\n", + "hXi2WO+VKkbHzH2CvTnxnuA99YeJ/IK1PNyX+BV8AEnH+EPKGoD/dwzuuIPCS0As4aCzf5l+3Shj\n", + "ya5he2ccJ0STNydeUd4ZvZwOLAILqrz9eKDu2dGX70C4P12EczR5c+KV6L3Flb2Y52jLNxmT4vk9\n", + "FpOs/Zue0/X+5NsXY93FvLW5MP9neu/M1u3o8w6EZ39vnfuOt6NXrznfjrqeE+9fe08dQnfCwuw7\n", + "wS9S6UCNouH3k/dAxhK8Qy3+xxtDC06y24x4535+0BAvNDU6vAOceG/undDPKXeMOzR4B8IC2d+0\n", + "cvR48+KFd80dvPMYwljufddZk3dJPyat8zvQjul4DpTcxbvlWu9PtV9/D/t2/s/03pmt66HBOzIW\n", + "b0CK93KHOzA157TmfFPekbF4A597f3gIXXTj4rX+eubuHTviFTqpVUYW9eqwk0DVEcwlO+fYOzXj\n", + "JHVFhfcKJ967e6+fl2CInE4sYiq8V6qxQQDvGmnenHhv7v1b+RNzWWW+V6iYzHnL3r9r18aYrmIK\n", + "bZrOX87/qd4bs3UdVHivKMw3fRDTm+/jA+jCYLyeP/DmHULdQ7NVKciGa4W4D6A1cMsOSp9REhb/\n", + "9mCg6mjYyf7Q2w+SKhn6vQNlvNK9A+2cRoq+8Sj2dptUt41e799nPt7zBV5xvjPKeIV7u7rU17+A\n", + "hZdxC/kOFDEZmN+BdkztOXBT7yHXcC2PIcS1NUvnwcX5P9c7wq3T6331Oneu99qOPIgR96n2dpTx\n", + "nu89+YeJkpIGt27Ysa4Zd9VBhWTxjEyCqmMwlOyMT7x7yVDsTcarwLub03A9u29rp9m7vC/dxBR7\n", + "+xe15J5sgVfsTcYr39u/dCV1W1ya8z2S061e0fw+jOlgzbudN+FK7k8LWZyNHFN1J/bDud6zdYq9\n", + "L17nTvUu3WLx9yrON+VNxnu+99yv4zqhTVweY8luAG+RwJsJvEUCbybwFgm8BxDumgLvAeAtHqve\n", + "U4dQ9+sYo6fcO8JKdgK8ZQJvHvCWCbx5wFsm8D5GumsKvI+Bt3ysen/8h4kkwkm2JuBtC3jbAt62\n", + "gLct4G0LeNvCqjcOoYaAty3gbQt42wLetoC3LeBtC6veP04cBQUFBQUFBQUFBQUFBeUbBT8JNQS8\n", + "bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8DbFvC2BbxtAW9bwNsW\n", + "8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla95w+h/17vh9D/WOpHyYa3OOA9AbzFAe8J4C0OeA8i\n", + "2DUF3oPAWzRWvecPob/P94/QDmAnOwXe4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9eYfQt3p++fn\n", + "/bOV5zvthn+vR1L3eL/+rRUrv89Q9ygrUlzn9p5B1Q3CTrZjxjuLNS35vRtavB2ceCV5Z/E06hdi\n", + "n5Bj3KHIOx8H+RipUOP97/16FNepTUGNd1l/EK8kb0fhvs9jxfl2EDGpnd+OXkzZ9bR0/O/iTbku\n", + "dPen4r50aF+Z/9O9F2brMtR4X7vOne0dr8dSqmnNN+nNifePvZmH0N/3c3l4Grw7VMbPXvLxWoZw\n", + "Bxfg4/l+LgO8m2AvkQTvP6+dTNUxGE72xofeCf4QnmV/RZM3J16qLec5BH/tXbLnNNz3eP36RZxc\n", + "xLR5J+Ngv95AlXfYrHvtMjR5c+Kl2nKeQ/C33q4uiclv+PGz4nyTMS33aZ3fzJi67tRzmF+jx5j3\n", + "0dju7U+xbr2WxXxt/r/jza0rUOV97Tp3qrdbz5OxHA5mMSaqTwo0eXPipdpynpPAO4RmG3KJ64Be\n", + "nSMO7PC/vQTXB5v9uVQdh7FkJ3zknUA8R5M3J1553gXNtvQYd+j0DtTx7+jyHt+sNXlz4hXn7evS\n", + "jTONSW++P8vpjmbv2ed81Zsa2xuN/al6YeyP9dpn54x+ONV7Y7YuoMs7XLtqnfuO90rzOZrzvZI8\n", + "hxPvGd7Mn4QGuey0G1mlHr5+Lcko9gH6zwcdVC2GTmSdEFQdg6FkZ8x7pxx/B1GJNydead4F7Zwe\n", + "jHGHSm9HiFXN/C7IveN9sRD3a/LmxCvQ27v6uEK7fSwrzvdwTOG6mvnNiKm/5i3cxpse24FyXC9X\n", + "qhfIuk0gxP7N/J/pvTNbt6LKOz4zFuLZYr1XqhgdM/cJ9ubEe4L31B8m8gvW8nBf4lfwASQd4w8p\n", + "awD+3zG44w4KLwGxhIPO/mX6daOMJbuG7Z1xnBBN3px4RXln9HI6sAgsqPL244G6Z0dfvgPh/nQR\n", + "ztHkzYlXovcWV/ZinqMt32RMiuf3WEyy9m96Ttf7k29fjHUX89bmwvyf6b0zW7ejzzsQnv29de47\n", + "3o5eveZ8O+p6Trx/7T11CN0JC7PvBL9IpQM1iobfT94DGUvwDrX4H28MLTjJbjPinfv5QUO80NTo\n", + "8A5w4r25d0I/p9wx7tDgHQgLZH/TytHjzYsX3jV38M5jCGO5911nTd4l/Zi0zu9AO6bjOVByF++W\n", + "a70/1X79Pezb+T/Te2e2rocG78hYvAEp3ssd7sDUnNOa8015R8biDXzu/eEhdNGNi9f665m7d+yI\n", + "V+ikVhlZ1KvDTgJVRzCX7Jxj79SMk9QVFd4rnHjv7r1+XoIhcjqxiKnwXqnGBgG8a6R5c+K9ufdv\n", + "5U/MZZX5XqFiMucte/+uXRtjuooptGk6fzn/p3pvzNZ1UOG9ojDf9EFMb76PD6ALg/F6/sCbdwh1\n", + "D81WpSAbrhXiPoDWwC07KH1GSVj824OBqqNhJ/tDbz9IqmTo9w6U8Ur3DrRzGin6xqPY221S3TZ6\n", + "vX+f+XjPF3jF+c4o4xXu7epSX/8CFl7GLeQ7UMRkYH4H2jG158BNvYdcw7U8hhDX1iydBxfn/1zv\n", + "CLdOr/fV69y53ms78iBG3Kfa21HGe7735B8mSkoa3Lphx7pm3FUHFZLFMzIJqo7BULIzPvHuJUOx\n", + "NxmvAu9uTsP17L6tnWbv8r50E1Ps7V/UknuyBV6xNxmvfG//0pXUbXFpzvdITrd6RfP7MKaDNe92\n", + "3oQruT8tZHE2ckzVndgP53rP1in2vnidO9W7dIvF36s435Q3Ge/53nO/juuENnF5jCW7AbxFAm8m\n", + "8BYJvJnAWyTwHkC4awq8B4C3eKx6Tx1C3a9jjJ5y7wgr2Qnwlgm8ecBbJvDmAW+ZwPsY6a4p8D4G\n", + "3vKx6v3xHyaSCCfZmoC3LeBtC3jbAt62gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6/zhx\n", + "FBQUFBQUFBQUFBQUFJRvFPwk1BDwtgW8bQFvW8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbw\n", + "toVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1nj+E/nu9H0L/\n", + "Y6kfJRve4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9Z4/hP4+3z9CO4Cd7BR4iwPeE8BbHPCeAN7i\n", + "gPcggl1T4D0IvEVj1Zt/CHWn75+f989Wnu+0G/69Hknd4/36t1as/D5D3aOsSHGd23sGVTcIO9mO\n", + "Ge8s1rTk925o8XZw4pXkncXTqF+IfUKOcYci73wc5GOkQo33v/frUVynNgU13mX9QbySvB2F+z6P\n", + "FefbQcSkdn47ejFl19PS8b+LN+W60N2fivvSoX1l/k/3Xpity1Djfe06d7Z3vB5LqaY136Q3J94/\n", + "9mYeQn/fz+XhafDuUBk/e8nHaxnCHVyAj+f7uQzwboK9RBK8/7x2MlXHYDjZGx96J/hDeJb9FU3e\n", + "nHiptpznEPy1d8me03Df4/XrF3FyEdPmnYyD/XoDVd5hs+61y9DkzYmXast5DsHferu6JCa/4cfP\n", + "ivNNxrTcp3V+M2PqulPPYX6NHmPeR2O7tz/FuvVaFvO1+f+ON7euQJX3tevcqd5uPU/GcjiYxZio\n", + "PinQ5M2Jl2rLeU4C7xCabcglrgN6dY44sMP/9hJcH2z251J1HMaSnfCRdwLxHE3enHjleRc029Jj\n", + "3KHTO1DHv6PLe3yz1uTNiVect69LN840Jr35/iynO5q9Z5/zVW9qbG809qfqhbE/1mufnTP64VTv\n", + "jdm6gC7vcO2qde473ivN52jO90ryHE68Z3gzfxIa5LLTbmSVevj6tSSj2AfoPx90ULUYOpF1QlB1\n", + "DIaSnTHvnXL8HUQl3px4pXkXtHN6MMYdKr0dIVY187sg9473xULcr8mbE69Ab+/q4wrt9rGsON/D\n", + "MYXrauY3I6b+mrdwG296bAfKcb1cqV4g6zaBEPs383+m985s3Yoq7/jMWIhni/VeqWJ0zNwn2JsT\n", + "7wneU3+YyC9Yy8N9iV/BB5B0jD+krAH4f8fgjjsovATEEg46+5fp140yluwatnfGcUI0eXPiFeWd\n", + "0cvpwCKwoMrbjwfqnh19+Q6E+9NFOEeTNydeid5bXNmLeY62fJMxKZ7fYzHJ2r/pOV3vT759MdZd\n", + "zFubC/N/pvfObN2OPu9AePb31rnveDt69Zrz7ajrOfH+tffUIXQnLMy+E/wilQ7UKBp+P3kPZCzB\n", + "O9Tif7wxtOAku82Id+7nBw3xQlOjwzvAiffm3gn9nHLHuEODdyAskP1NK0ePNy9eeNfcwTuPIYzl\n", + "3nedNXmX9GPSOr8D7ZiO50DJXbxbrvX+VPv197Bv5/9M753Zuh4avCNj8QakeC93uANTc05rzjfl\n", + "HRmLN/C594eH0EU3Ll7rr2fu3rEjXqGTWmVkUa8OOwlUHcFcsnOOvVMzTlJXVHivcOK9u/f6eQmG\n", + "yOnEIqbCe6UaGwTwrpHmzYn35t6/lT8xl1Xme4WKyZy37P27dm2M6Sqm0Kbp/OX8n+q9MVvXQYX3\n", + "isJ80wcxvfk+PoAuDMbr+QNv3iHUPTRblYJsuFaI+wBaA7fsoPQZJWHxbw8Gqo6GnewPvf0gqZKh\n", + "3ztQxivdO9DOaaToG49ib7dJddvo9f595uM9X+AV5zujjFe4t6tLff0LWHgZt5DvQBGTgfkdaMfU\n", + "ngM39R5yDdfyGEJcW7N0Hlyc/3O9I9w6vd5Xr3Pneq/tyIMYcZ9qb0cZ7/nek3+YKClpcOuGHeua\n", + "cVcdVEgWz8gkqDoGQ8nO+MS7lwzF3mS8Cry7OQ3Xs/u2dpq9y/vSTUyxt39RS+7JFnjF3mS88r39\n", + "S1dSt8WlOd8jOd3qFc3vw5gO1rzbeROu5P60kMXZyDFVd2I/nOs9W6fY++J17lTv0i0Wf6/ifFPe\n", + "ZLzne8/9Oq4T2sTlMZbsBvAWCbyZwFsk8GYCb5HAewDhrinwHgDe4rHqPXUIdb+OMXrKvSOsZCfA\n", + "Wybw5gFvmcCbB7xlAu9jpLumwPsYeMvHqvfHf5hIIpxkawLetoC3LeBtC3jbAt62gLctrHrjEGoI\n", + "eNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+UfCTUEPA2xbwtgW8bQFvW8DbFvC2\n", + "hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0B\n", + "b1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCeAN7igPcggl1T4D0IvEVj1Xv+EPr7\n", + "fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+IdSdvn9+3j9beb7Tbvj3eiR1j/fr\n", + "31qx8vsMdY+yIsV1bu8ZVN0g7GQ7ZryzWNOS37uhxdvBiVeSdxZPo34h9gk5xh2KvPNxkI+RCjXe\n", + "/96vR3Gd2hTUeJf1B/FK8nYU7vs8VpxvBxGT2vnt6MWUXU9Lx/8u3pTrQnd/Ku5Lh/aV+T/de2G2\n", + "LkON97Xr3Nne8XospZrWfJPenHj/2Jt5CP19P5eHp8G7Q2X87CUfr2UId3ABPp7v5zLAuwn2Eknw\n", + "/vPayVQdg+Fkb3zoneAP4Vn2VzR5c+Kl2nKeQ/DX3iV7TsN9j9evX8TJRUybdzIO9usNVHmHzbrX\n", + "LkOTNydeqi3nOQR/6+3qkpj8hh8/K843GdNyn9b5zYyp6049h/k1eox5H43t3v4U69ZrWczX5v87\n", + "3ty6AlXe165zp3q79TwZy+FgFmOi+qRAkzcnXqot5zkJvENotiGXuA7o1TniwA7/20twfbDZn0vV\n", + "cRhLdsJH3gnEczR5c+KV513QbEuPcYdO70Ad/44u7/HNWpM3J15x3r4u3TjTmPTm+7Oc7mj2nn3O\n", + "V72psb3R2J+qF8b+WK99ds7oh1O9N2brArq8w7Wr1rnveK80n6M53yvJczjxnuHN/ElokMtOu5FV\n", + "6uHr15KMYh+g/3zQQdVi6ETWCUHVMRhKdsa8d8rxdxCVeHPileZd0M7pwRh3qPR2hFjVzO+C3Dve\n", + "FwtxvyZvTrwCvb2rjyu028ey4nwPxxSuq5nfjJj6a97CbbzpsR0ox/VypXqBrNsEQuzfzP+Z3juz\n", + "dSuqvOMzYyGeLdZ7pYrRMXOfYG9OvCd4T/1hIr9gLQ/3JX4FH0DSMf6Qsgbg/x2DO+6g8BIQSzjo\n", + "7F+mXzfKWLJr2N4ZxwnR5M2JV5R3Ri+nA4vAgipvPx6oe3b05TsQ7k8X4RxN3px4JXpvcWUv5jna\n", + "8k3GpHh+j8Uka/+m53S9P/n2xVh3MW9tLsz/md47s3U7+rwD4dnfW+e+4+3o1WvOt6Ou58T7195T\n", + "h9CdsDD7TvCLVDpQo2j4/eQ9kLEE71CL//HG0IKT7DYj3rmfHzTEC02NDu8AJ96beyf0c8od4w4N\n", + "3oGwQPY3rRw93rx44V1zB+88hjCWe9911uRd0o9J6/wOtGM6ngMld/Fuudb7U+3X38O+nf8zvXdm\n", + "63po8I6MxRuQ4r3c4Q5MzTmtOd+Ud2Qs3sDn3h8eQhfduHitv565e8eOeIVOapWRRb067CRQdQRz\n", + "yc459k7NOEldUeG9won37t7r5yUYIqcTi5gK75VqbBDAu0aaNyfem3v/Vv7EXFaZ7xUqJnPesvfv\n", + "2rUxpquYQpum85fzf6r3xmxdBxXeKwrzTR/E9Ob7+AC6MBiv5w+8eYdQ99BsVQqy4Voh7gNoDdyy\n", + "g9JnlITFvz0YqDoadrI/9PaDpEqGfu9AGa9070A7p5GibzyKvd0m1W2j1/v3mY/3fIFXnO+MMl7h\n", + "3q4u9fUvYOFl3EK+A0VMBuZ3oB1Tew7c1HvINVzLYwhxbc3SeXBx/s/1jnDr9Hpfvc6d6722Iw9i\n", + "xH2qvR1lvOd7T/5hoqSkwa0bdqxrxl11UCFZPCOToOoYDCU74xPvXjIUe5PxKvDu5jRcz+7b2mn2\n", + "Lu9LNzHF3v5FLbknW+AVe5Pxyvf2L11J3RaX5nyP5HSrVzS/D2M6WPNu5024kvvTQhZnI8dU3Yn9\n", + "cK73bJ1i74vXuVO9S7dY/L2K8015k/Ge7z3367hOaBOXx1iyG8BbJPBmAm+RwJsJvEUC7wGEu6bA\n", + "ewB4i8eq99Qh1P06xugp946wkp0Ab5nAmwe8ZQJvHvCWCbyPke6aAu9j4C0fq94f/2EiiXCSrQl4\n", + "2wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428Kq948TR0FBQUFBQUFBQUFBQUH5\n", + "RsFPQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFv\n", + "W8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbwtoVV7/lD6L/X+yH0P5b6UbLhLQ54TwBvccB7\n", + "AniLA96DCHZNgfcg8BaNVe/5Q+jv8/0jtAPYyU6BtzjgPQG8xQHvCeAtDngPItg1Bd6DwFs0Vr35\n", + "h1B3+v75ef9s5flOu+Hf65HUPd6vf1tFdh/Zd65zW89wUHWDsJPtmPTOr1vx/vd+PdJ7lkKJK8p3\n", + "Hu/P+0EFLMm78KrqF2KfkM4OZd6O32e4bibfRb0ab8eAm7p8O4iYVO9jBzF11/qSu3hTrgvddbq4\n", + "L83xlfk/3Xthpk8qNHmvXLHOne0dr8eS5VRxvknvLN7v5pt5CP19P5eHp8G7QRo/e8nHazmClIT7\n", + "NjEfaCfAss5/XjuZqmMwnOyNSW83WJLrYRB04tXkvR5C0/u6qPJ29yXx+sUi+Zwi0LvE1YVvLoT7\n", + "Hq9fn/fjBUyL94qL8/F8Pyl3Vd6ax/mAm4tTW76pmDTvYwcx9df6Auo5B19jlDHvo7HdW6dj3Xot\n", + "jfni/H/Hm9knJaq8V1ycF6xzp3qTYznet9aW8aeo807ibe15kRO8eYdQKrhSJKUKpn9IqRf9/blU\n", + "HYexZCfMepcQz9HlPX4IVeXt70vHeb+tPO+CZtuQ9+6GtaDPO4512l2Vt/+30nF+6KYz36yYJp8j\n", + "z3s8vtt4U2N7ozF2Ge9os/052w+nem981ieqvD3RlbqXdru390r6HBP5Xkmf4/993X7O/ElokGt+\n", + "d2CVevj6tazZq4MjOqkaCE5kHQhUHYOhZGfMeVdU8Seo8o73xUIMRGX5dt+VCjETY9whzbvAe1YB\n", + "HTg7lHn7tc1/tpVvzeOcclObb05MVdsETd4f7e1XedNjO9AZ19PvaAkn9MOZ3jt/3SdyvR1XrnPf\n", + "8V5JYrSR75Uixiv386k/TOSTtTw8W5R9AEnH+AU8BFAn1zXvi4YOiSVsAvuX6deNMpbsGq53zvHA\n", + "0Okd708HZ4427y3mYsyXiPLO6C0uA4vfghpvn/s4rpXN74x2vreYFY7zppvyfI/FZMibscc57uRN\n", + "z+k6h7790Dva9/N/pvfOJ30S0OK9POzSde473o683ka+He36LeYv7+dTh9Cd8HLiO8Ev2OlBYxet\n", + "k3vUSSnUaZqq68NJdpsx7xSfnIPk5ujwDnDileydxxcWiuQlhuTm3gmtxTrAmdcRqd7BdW/CdZfq\n", + "7cjj0zXOe2528h1ox6RuH6tIYmLtcSV38W651h71HG+7XpH/M7135vukjVTv8Hm/nePskOK93FGM\n", + "ZRv5rr3L+L69n394CE0S5797kgaedERnMT8KzlPdm0DVEcwlO2fIe4W/cC8o8N6o2hII9t7arDVk\n", + "n5Tc3Xv9vARDLCwM34hY7/B5/65fUrL7OgjOt+Zx/tt1exnJ90ojJpX72Pp5I42Js8eV3Mh7aL5W\n", + "MYU26by/Kv+nem/M9UkXsd7X72vf8G6OZQP5bnnzxkvBH3jzDqHuoVlGQrDhWhG4DyAu4MWLTBZc\n", + "+oyScF+7M6g6Gnayp73XduVg9+j1/n2mG7f7nPaBXu/w72TS+ZeYOO6lewf8gtVdWIq+8VjwdpTu\n", + "ir01j3PSLUVnvgNlTGs7lftYStt7++zHRrG33817yLXw8oS4tmbZPFifcVH+z/WOTPaJSu+Usl66\n", + "99quOZY155vwzjwXvryfT/5hoqSkwa3Bx7q8X9K69JBSSBbPyCSoOgZDyc6Y9PbJTe6JxTcw5J0N\n", + "fMXeC/7AndTtMSvw7i4s4Xp239ZOs3dKeMbeRre35nHed0tRlm8qJs372FFMRX28bXvm7bwJV3Kd\n", + "XsjiTN7RLs7/ud6TfaLdeyM8f78u3Jscywta833gfeV+PvfruE5oE5fHWLIbwFsk8GYCb5HAmwm8\n", + "RQLvAYS7psB7AHiLx6r31CHU/YrW6Cn3jrCSnQBvmcCbB7xlAm8e8JYJvI+R7poC72PgLR+r3h//\n", + "YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFB\n", + "QUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHU\n", + "EPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEt\n", + "DnhPAG9xwHsCeIsD3hPAWxzwHkSwa4pV7/lD6O/z/WNxcsNbHPCeAN7igPcE8BYHvCeAtzjgPYhg\n", + "1xSr3vxDqDt9//y8f7byfJfd8PsMdY/Xv/XKguuw7Z7HO62qoNpyntNhanJ3vf+9X4/0+lKKgfHv\n", + "9fDXs/5oocg7Ouf3dFDjfTwWMrR4Z7GmpZN3Nfle4MQryjuQz+M9Lr3zO9DzVpvvLJ6inqrzDy2Q\n", + "5O0o/Mp9Wuf+vdDzLq7vRWO+05g0798LfxXvXbwp14XuvC3u21N8bf5P917o1eX7XWeeR/7Ym3kI\n", + "/X0/l4fn72D5Zx/E4/l+LsnMF7UkIP+5I0q15TyHgD+5Ke8wcNtjNdz3eP36Nq1BsaHN+/FaWqyf\n", + "3Dcl2g1XFy3eVF2BKu+abs41eXPipdpynkPwt96LuduYknm8o3l+E96ceKm2nOcQ/LV3CZXXbp04\n", + "b1eXxORf8OLncJ/O/ZvyrlGTbzImxfv3X8X7V88hGPM+Gtu9eRvr1mtZzNfm/zvenboL93PeIfRg\n", + "odqTGP43itabuuuQ9nOotpznULAnN+k9MnDz/mih0ztQx7+jy/uTPtGTb+o5mrw58crzHo+hjn9H\n", + "kzcnXnneBVRbok6ct69LX5RaMYU1QNX+PeS9oijfdEx69++/ivc23tTY3mjM2+pglOb82vyf6r1B\n", + "1QXq+HfO8Gb+JDQIZKfdBB+Ez2AhWiXeBddJNtWW8xwC9uQmvWNdLP02VOJ1ejtCrF13Vd6jfbKg\n", + "Nt8u/KW+F6wmb0680rzXze6RurfFfKxq5jflrTnfBdQc1jW/Vx8fV2hXj+Xe9QSV3gFV+SZjivfF\n", + "QswTTd6ceG/jTY/tQD2u64NS2uba/J/pvUPVOUKs3foTvKf+MJFP5PJwX+JX8Jt3DKAWDQteLGGT\n", + "7wVHteU8pwd/cgea3gWhTZoIx1HiA6q8/YCk74noy3eAqnPo9D5eeDR5c+IV5e3nb7LR+fU9iUnr\n", + "/D7wVpvvDGoO65zfW1zNnwDo3b9pb4e+fI/GFO7Xs3//Vbx38qbG9lJbzVvfvhjrLubW3P52/s/0\n", + "3unUXbifTx1Cd8IC9fN8ebH9ix0t2scL285nG2KL2cm9E71bX7gV09gmlqPBO3A0mXP0ePPi1eHd\n", + "WuRpdHgHOPHe3NtvSumc7a9hquY3w5sX7829E6g5rG9+5zGEsVz+lEHj/j3irTHfJX8VL7xrvund\n", + "cq3nbT2e77O+n+m9c7yWhbXge/v5h4fQmNTlxOs6olVaC1i10RNQbTnPSfh8ckfvhtv661x5jic2\n", + "MRXeK1RdCbxrxHiPLToZmvLNiffu3pUnsYZpGuccb035Xj8vwXz8UpFxc+/fyr+Vb33795i3gfWc\n", + "iknTurZ+3vireG/kXbs2xnQVU2jTHONfzv+p3hsDa9mXvXmHUPfQLFtBqP5OCyUaFra9rvcMR9k2\n", + "haqjYSeb8P595snyP46uJn2rPxR7u0Gc3OcnyTYY9XrTY0FxvlfyPEf0ewfKeGV7x39vcbi2cWNS\n", + "PL9J7wxt+Q6053BA4/wO+U2c/AtY+VJajAmPfm+V+c7IY9K8f+dw4r2p95BruJbHEOLamiXz4Or8\n", + "n+sdadRdvJ9P/mGipDSDK0TXBS7ekwdWSFJtyeeMw57clLcfxMn17AU1JCKrX0qIW7N3eV86uRV7\n", + "j/SJynw7eouOYm8yXuHejiKuvaq8T9H8dvS8yXgVeE+9VMj39i+bSd0el+L9e6Hv7VCabyomzfv3\n", + "dLx39SZcyXm7kMWZ7F0X5/9c74G1bLv+3f187tdxXbI2cXnwJ/cKvEUCbybwFgm8mcBbJPBmAm+R\n", + "wHsA4a4pVr2nDqHux7Wjp9w7Mju54S0TePOAt0zgzQPeMoE3D3jLBN7HSHdNser98R8mksjs5JYO\n", + "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1fvHiaOgoKCgoKCgoKCgoKCg\n", + "fKPgJ6GGgLct4G0LeNsC3raAty3gbQur3jiEGgLetoC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raA\n", + "ty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqvf8IfTf6/0Q+h9L/SjZ8BYHvCeAtzjg\n", + "PQG8xQHvCeAtDra3YNcUeA+ixHv+EPr7fP9YXNTgLQ54TwBvccB7AniLA94TwFscbG/BrinwHkSJ\n", + "N/8Q6k7fPz/vn60836Eb/r1fj/T6UrYOouoauM7d2j7er3/rdQdVN8jUojblHfj3eiT1RMyavLN4\n", + "f94PKmBR3oFuTov7yDVCkXd+3ap3fk+FFu8s1rR0/CV5H7ipznfhXq7Z0Z1cyx1qvDW/tywcxGQj\n", + "3x/EexdvynWhm8fivnRoX7nOXel9Zf5P915o1mWx9p+78cfezEPo7/u5PDxN2u8zfg4LdnuNpuoK\n", + "vEQSvP+8dgZVx4C/qM16r0l/vJZWB6jydvcl8fpJk3xOEedN5TTct03wMv4UTd4uv8n1sNB14tXk\n", + "7e5Lrrt7ui+pqrxruu4CvUt2N835dnVJTNmaHe57vH79mt96udlQ5a34vYWMSXG+/yrev3oOwZj3\n", + "0dju5THWrdeymJe6C9e5y7w58VJtOc9J+I73wJxe6Ob8BG/eIZQ6TJAL9vhiXr/4uM4LX5Oq48Be\n", + "1Ka9x+NT5e3vSwdfP1553kQM1aTr95Eq7xLiOZq96/h3kO/I3b0LWG474rx93dGaHdYz6gVGl7fe\n", + "95axmPTl+6/ivY03NbY3Gnn86F1l54x+uMqbE6847w2qbuUL8yeF+ZPQIJCddjdiXSxpG6quoBok\n", + "TmSdHFQdA/aiNuu9JvOR1veC1eS94L+T4mMO7bqDXpo3kdN6EhLuirwrqvgT1HqHWC2M85Lj75QL\n", + "8i7ouynL98Lxmt27nqDKO94XCzFepHkPxaQw338V7228CdeNOo/j7yoh9u4YOKEfLvO+OP9neu9Q\n", + "dYFv7+dTf5jIJ3J5OPViEtqkAe1QdY6wKcQSXoTil6HqRuEvagG2t09KMlj8i10/XjXeK1vM2aSv\n", + "EeVN5NS3L1xd/L0Jr8U7Z3CR67iJ8/b1xT0ddOb7eKMR5Z3RcNOa75UtruaafTy3Hfq8A+F+Pe8t\n", + "xzHpzPdfxXsnb2pst/Lo21PvKheuc1d6c+KV5L1zNKe/v59PHUJ3QsDtQUrJHIvu/NVzdmYXtZ1B\n", + "bz+R001rbFEPCPYu4gsTJnmhJbm5N5HTeoFTlO/BsewXIeJFrkaHtyOM8/5Lao4O79amTnNz74Qj\n", + "N1X5LmIIbuWazVnPIhq8I5x47+5d0opJY75L/ireu3i3XOs81mvbffa1u3jz8nZv7x2qrtU/R3zu\n", + "/eEhlAjaf+e8s5hTdSXVy1ACVUfw+aI26F150gMgQ7A3b6IX3N2bymkVX6g7moQeyd4r/APoggLv\n", + "jaotgQrvsU0m4+7e6+chN0X5/q38W/kmxn4PFd4rmub3+nmjGZO+fI95r3DivZF37drIYxVTaNNc\n", + "77487m/jzcnb3b03qLpr9nPeIdQ9NIswCLlrv898kKYvpFRd+oya0ClUh7XraNjJnvSuEu6TEtsr\n", + "9i4Hn1/E4uCW7R3/3c5piHG7NesHzd5ru2whjCj2duM6uc9vBibyHch9I9K9A003zfn2+U18szU7\n", + "UowJj15vze8tOb2YFOY7gxPvTb2HXFt5DHFtzdJ5cPE6d5l3RhmvdO9Iv+6q/XzyDxMlJQbnk5lc\n", + "T19IqbpSct0EYttMgqpjwF7UZr0dRcx7LnV7+w07qd9jFu7t6OZ0IatLX2IUe5djIRbfQHO+y/uM\n", + "5NvT22QUeB+5bffpynd/zQ79kdbt9Yq9Nb+3kDEpzvd0vHf1JlzJPC5kcTbWMqruxH64zJuMV7r3\n", + "QZ+s9XWs53vP/TquW5w3cXnwF7UVeIsE3kzgLRJ4M4G3SODNBN4iYXkLd02B9wCKvKcOoe7HtqOn\n", + "3Dsyu6jBWybw5gFvmcCbB7xlAm8e8JYJx1u6awq8j9Hk/fEfJpLI7KImHXjbAt62gLct4G0LeNsC\n", + "3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2\n", + "BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuH\n", + "UEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3hPAWxxsb8Gu\n", + "KfAeRIn3/CH09/n+sbiowVsc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEm/+IdSdvn9+3j9beb5D\n", + "N/x7vx7p9aUkHfTv9cjqyL5znbu1fbxf/9brDqpukKlF7U+84z0d1HjTfVKhKN+OPOdEzJq8s3h/\n", + "3g8qYFHegW5Oi/uoYa7Ke+X3GerU5DuLp1GvNd9H3kW9qvlNuOl9b1kgvMm6EtHedUzi9m/KdSH6\n", + "VDks7svGNlVX8sf9cKn3wlX5P917gapzXLGfMw+hv+/n8vA0aS7o8Dm8pDYHq+u0x2tpET+6jsg7\n", + "bsNLJMH7z2tbqo4Bf1Gb9Hb3Jd4+we2Gq4sWb6quQJX3OraTnHdR5e3uS+L1i2TyOUWcN5XTcN+2\n", + "YJfxp6jyXnFxPp7LGkdsWgK9S1xdWLd157sk907iVTW/CTfV7y1UThXn+yAmefv3UY7devXr9+58\n", + "jY5167UsZqqugHKl6giu8742/9/xbtWtuDgv2M95h1BqMVrS1n9JLSCeUw8C13mhLVXHgb2o/ZE3\n", + "NcB1eX/SJ5K9x+NT5e3vSxebfrzyvIkYqkW230eqvD3RNfxvb9OS512QtlWd74K0rf+30vnNcKOe\n", + "o8qb0SfSvOmYxuO7jTeV443GGk2tZRevc5d5D8bnEOe90auL/UDdS7vNejN/EhoCzE67G7EuFuKL\n", + "VwMhoapzIr3JkdQxYC9qf+IdYu0lV5f3J2NBsPe6QDzS+l6wqvLtQnbXXMyhnZpxTuS0XnQJd0Xe\n", + "Du/uPyvLd4Ef12tAqvNdkHo71M7vhXm3BGXeavNNxSRy/6ZzHKhzSK1lV69zV3lfnf8zvXfadVfu\n", + "51N/mMgH7BLkSucrhDZpQJEDyYWwAMYSBkX8MlTdKPxFLTDl7RND3xNR5Z1A1TnUePtcJ4uDX9T6\n", + "8WrL9xZztsjXiPImcurbF64u/t7apsU7/DvmXvN6nm+iqvOd0X552GLWNL9Xjt10jnPK+7hPAtK8\n", + "uzEJ3r/pOV2PXd++s5ZRdS3+uh+u8l7+4WPcmn85/2d67zTqLt7Ppw6hO2GzqjvBQWxkB4taDnWa\n", + "pur6zC5qO3xvRxg4/cNYjh5vXryCvf0ilub3eELvCPYu4gvjPFnMSW7uTeS03tAU5bvrHf4/JXts\n", + "HGfHzb0TyvyqzndC7ZnHp2p+D7rpe2+hvMf6pM3dvUuSmFTs3y3X2qOe43sbqu6Yz/vhKu+r83+m\n", + "905ZFz7vt3OcHZ97f3gIXUKukrriT9f5wsVfyBeqgZFA1RF8vqjxvDeouhJ419zdu/JkTGjB3nUb\n", + "Rd5UTqv4ygWdQKz3K2x6rdIaJyV3914/L8HUG6jmfK+fW96a5/fvgJvG9xbKW3O+K4M0JiX791D+\n", + "qphCGz/vqboj/qAfLvO+OP+nem+UdeshtlVa86XkD7x5h1D30GwkBiF37feZJs81TSXWdk2p/Rk1\n", + "oYPanUnV0bCTPevtBnVynx8sW1L0eg+NBYXesd0Wo5+Esb1ib++ZLDZ+MY+blmzv+O92TkOM261Z\n", + "P2j2TinaifcO5Gt1RHO+A03vzHNB0/wecdvW9xTF3prznVHGFNptn30/3Hz/HnItvDwhrq1ZlnOq\n", + "7vx+uM67aO/rvpf/c70jVJ2jrD/fe/IPEyUlBucTllxPF+6yLhZ/byG5LnixTSZB1TFgL2qz3tV9\n", + "6UucYu+RPlGZ74Ui5nibdm9/KE3q95iFezu6OV3I6hTNbwflvRGeoSrf1Aaaxaws34S35vnddSvX\n", + "vFj8vYq9F9Tm+yimon7vrrt6UzkO8zmrW8oWTxZnupYtdOvO74f7eH83/+d6H/TJRnj+fv1877lf\n", + "x3WL854dcfAXtRV4iwTeTOAtEngzgbdI4M0E3iJheQt3TYH3AIq8pw6h7ld2Rk+5d2R2UYO3TODN\n", + "A94ygTcPeMsE3jzgLROOt3TXFHgfo8n74z9MJJHZRU068LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8Db\n", + "FvC2BbxtAW9bwNsW8LaFVe8fJ46CgoKCgoKCgoKCgoKC8o2Cn4QaAt62gLct4G0LeNsC3raAty2s\n", + "euMQagh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jb\n", + "At62gLct4G0Lq97zh9B/r/dD6H8s9aNkw1sc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEu/5Q+jv\n", + "8/1jcVGDtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vxDqDt9//y8f7byfIdu+Pd+PdLrS0k6\n", + "6N/rkdWRfec6d2v7eL/+rdcdVN0gU4van3jHezqo8ab7pEJRvh15zomYNXln8f68H1TAorwD3ZwW\n", + "91HDXJX3yu8z1KnJdxZPo15rvo+8i3pV85tw0/veskB4k3Ulor3rmMTt35TrQvSpcljcl41tqq7k\n", + "j/vhUu+Fq/J/uvcCVee4Yj9nHkJ/38/l4WnSXNDhc3hJbQ5W12mP19IifnQdkXfchpdIgvef17ZU\n", + "HQP+ojbp7e5LvH2C2w1XFy3eVF2BKu91bCc576LK292XxOsXyeRzijhvKqfhvm3BLuNPUeW94uJ8\n", + "PJc1jti0BHqXuLqwbuvOd0nuncSran4TbqrfW6icKs73QUzy9u+jHLv16tfv3fkaHevWa1nMVF0B\n", + "5UrVEVznfW3+v+PdqltxcV6wn/MOodRitKSt/5JaQDynHgSu80Jbqo4De1H7I29qgOvy/qRPJHuP\n", + "x6fK29+XLjb9eOV5EzFUi2y/j1R5e6Jr+N/epiXPuyBtqzrfBWlb/2+l85vhRj1HlTejT6R50zGN\n", + "x3cbbyrHG401mlrLLl7nLvMejM8hznujVxf7gbqXdpv1Zv4kNASYnXY3Yl0sxBevBkJCVedEepMj\n", + "qWPAXtT+xDvE2kuuLu9PxoJg73WBeKT1vWBV5duF7K65mEM7NeOcyGm96BLuirwd3t1/VpbvAj+u\n", + "14BU57sg9Xaond8L824JyrzV5puKSeT+Tec4UOeQWsuuXueu8r46/2d677TrrtzPp/4wkQ/YJciV\n", + "zlcIbdKAIgeSC2EBjCUMivhlqLpR+ItaYMrbJ4a+J6LKO4Gqc6jx9rlOFge/qPXj1ZbvLeZska8R\n", + "5U3k1LcvXF38vbVNi3f4d8y95vU830RV5zuj/fKwxaxpfq8cu+kc55T3cZ8EpHl3YxK8f9Nzuh67\n", + "vn1nLaPqWvx1P1zlvfzDx7g1/3L+z/TeadRdvJ9PHUJ3wmZVd4KD2MgOFrUc6jRN1fWZXdR2+N6O\n", + "MHD6h7EcPd68eAV7+0Usze/xhN4R7F3EF8Z5spiT3NybyGm9oSnKd9c7/H9K9tg4zo6beyeU+VWd\n", + "74TaM49P1fwedNP33kJ5j/VJm7t7lyQxqdi/W661Rz3H9zZU3TGf98NV3lfn/0zvnbIufN5v5zg7\n", + "Pvf+8BC6hFwldcWfrvOFi7+QL1QDI4GqI/h8UeN5b1B1JfCuubt35cmY0IK96zaKvKmcVvGVCzqB\n", + "WO9X2PRapTVOSu7uvX5egqk3UM35Xj+3vDXP798BN43vLZS35nxXBmlMSvbvofxVMYU2ft5TdUf8\n", + "QT9c5n1x/k/13ijr1kNsq7TmS8kfePMOoe6h2UgMQu7a7zNNnmuaSqztmlL7M2pCB7U7k6qjYSd7\n", + "1tsN6uQ+P1i2pOj1HhoLCr1juy1GPwlje8Xe3jNZbPxiHjct2d7x3+2chhi3W7N+0OydUrQT7x3I\n", + "1+qI5nwHmt6Z54Km+T3itq3vKYq9Nec7o4wptNs++364+f495Fp4eUJcW7Ms51Td+f1wnXfR3td9\n", + "L//nekeoOkdZf7735B8mSkoMzicsuZ4u3GVdLP7eQnJd8GKbTIKqY8Be1Ga9q/vSlzjF3iN9ojLf\n", + "C0XM8Tbt3v5QmtTvMQv3dnRzupDVKZrfDsp7IzxDVb6pDTSLWVm+CW/N87vrVq55sfh7FXsvqM33\n", + "UUxF/d5dd/Wmchzmc1a3lC2eLM50LVvo1p3fD/fx/m7+z/U+6JON8Pz9+vnec7+O6xbnPTvi4C9q\n", + "K/AWCbyZwFsk8GYCb5HAmwm8RcLyFu6aAu8BFHlPHULdr+yMnnLvyOyiBm+ZwJsHvGUCbx7wlgm8\n", + "ecBbJhxv6a4p8D5Gk/fHf5hIIrOLmnTgbQt42wLetoC3LeBtC3jbwqo3DqGGgLct4G0LeNsC3raA\n", + "ty3gbQur3j9OHAUFBQUFBQUFBQUFBQXlGwU/CTUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2Bbxt\n", + "AW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZW\n", + "vecPof9e74fQ/1jqR8mGtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vOH0N/n+8fiogZvccB7\n", + "AniLA94TwFsc8J4A3uJgewt2TYH3IEq8+YdQd/r++Xn/bOX5Dt3w7/16pNeXsnUQVdfAde7W9vF+\n", + "/VuvO6i6QaYWtSnvwL/XI6knYtbkncX7835QAYvyDnRzWtxHrhGKvPPrVr3zeyq0eGexpqXjL8n7\n", + "wE11vgv3cs2O7uRa7lDjrfm9ZeEgJhv5/iDeu3hTrgvdPBb3pUP7ynXuSu8r83+690KzLou1/9yN\n", + "P/ZmHkJ/38/l4WnSfp/xc1iw22s0VVfgJZLg/ee1M6g6BvxFbdZ7TfrjtbQ6QJW3uy+J10+a5HOK\n", + "OG8qp+G+bYKX8ado8nb5Ta6Hha4TryZvd19y3d3TfUlV5V3TdRfoXbK7ac63q0tiytbscN/j9evX\n", + "/NbLzYYqb8XvLWRMivP9V/H+1XMIxryPxnYvj7FuvZbFvNRduM5d5s2Jl2rLeU7Cd7wH5vRCN+cn\n", + "ePMOodRhglywxxfz+sXHdV74mlQdB/aiNu09Hp8qb39fOvj68crzJmKoJl2/j1R5lxDP0exdx7+D\n", + "fEfu7l3ActsR5+3rjtbssJ5RLzC6vPW+t4zFpC/ffxXvbbypsb3RyONH7yo7Z/TDVd6ceMV5b1B1\n", + "K1+YPynMn4QGgey0uxHrYknbUHUF1SBxIuvkoOoYsBe1We81mY+0vhesJu8F/50UH3No1x300ryJ\n", + "nNaTkHBX5F1RxZ+g1jvEamGclxx/p1yQd0HfTVm+F47X7N71BFXe8b5YiPEizXsoJoX5/qt4b+NN\n", + "uG7UeRx/Vwmxd8fACf1wmffF+T/Te4eqC3x7P5/6w0Q+kcvDqReT0CYNaIeqc4RNIZbwIhS/DFU3\n", + "Cn9RC7C9fVKSweJf7PrxqvFe2WLOJn2NKG8ip7594eri7014Ld45g4tcx02ct68v7umgM9/HG40o\n", + "74yGm9Z8r2xxNdfs47nt0OcdCPfreW85jklnvv8q3jt5U2O7lUffnnpXuXCdu9KbE68k752jOf39\n", + "/XzqELoTAm4PUkrmWHTnr56zM7uo7Qx6+4mcblpji3pAsHcRX5gwyQstyc29iZzWC5yifA+OZb8I\n", + "ES9yNTq8HWGc919Sc3R4tzZ1mpt7Jxy5qcp3EUNwK9dsznoW0eAd4cR7d++SVkwa813yV/Hexbvl\n", + "WuexXtvus6/dxZuXt3t771B1rf454nPvDw+hRND+O+edxZyqK6lehhKoOoLPF7VB78qTHgAZgr15\n", + "E73g7t5UTqv4Qt3RJPRI9l7hH0AXFHhvVG0JVHiPbTIZd/dePw+5Kcr3b+Xfyjcx9nuo8F7RNL/X\n", + "zxvNmPTle8x7hRPvjbxr10Yeq5hCm+Z69+VxfxtvTt7u7r1B1V2zn/MOoe6hWYRByF37feaDNH0h\n", + "perSZ9SETqE6rF1Hw072pHeVcJ+U2F6xdzn4/CIWB7ds7/jvdk5DjNutWT9o9l7bZQthRLG3G9fJ\n", + "fX4zMJHvQO4bke4daLppzrfPb+KbrdmRYkx49Hprfm/J6cWkMN8ZnHhv6j3k2spjiGtrls6Di9e5\n", + "y7wzynile0f6dVft55N/mCgpMTifzOR6+kJK1ZWS6yYQ22YSVB0D9qI26+0oYt5zqdvbb9hJ/R6z\n", + "cG9HN6cLWV36EqPYuxwLsfgGmvNd3mck357eJqPA+8htu09XvvtrduiPtG6vV+yt+b2FjElxvqfj\n", + "vas34UrmcSGLs7GWUXUn9sNl3mS80r0P+mStr2M933vu13Hd4ryJy4O/qK3AWyTwZgJvkcCbCbxF\n", + "Am8m8BYJy1u4awq8B1DkPXUIdT+2HT3l3pHZRQ3eMoE3D3jLBN484C0TePOAt0w43tJdU+B9jCbv\n", + "j/8wkURmFzXpwNsW8LYFvG0Bb1vA2xbwtoVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWNr3f7/8Dak/T\n", + "FR7br8IAAAAASUVORK5CYII=\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": { + "image/png": { + "width": 700 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "Image(filename='assets/prices.png', width = 700)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "####To this: " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import plotly.tools as tls\n", + "tls.embed('https://plot.ly/~otto.stegmaier/609/previous-min-and-max-prices/')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAA/4AAABUCAYAAAA78+zYAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJxBSURBVHhe3f3ps23bfZ6H3b8ndmI7kiWZJgGi\n", + "PQTuRXMBXOCgI0iwF0XJEqPIimNRshM3pCTHFmmz71uBHQi2VkNKSURKpGQ7ttjIsl1liqqK5S/i\n", + "p+TTyXjHGc8473znb8w519r7glR21VNrjF83xlrnogrPXmvv/dK/+S//356Jz/1X2uP/9j+ZfM6/\n", + "/Jc3+8/93/2nzz7nX2rxBj3slSPmkPeeTe5/85df5OysktGns5Iq7udSc0g7Q68Br4OeP/j5gjM8\n", + "dgv0bxhnV8zXYIFq/L7zzs7JPZjDeX39rz6/l+Z5rmLOKeZ/3r/yn028JnPkK1b5jLPf1eq5JOM5\n", + "daq8OMsPPu9fa2c2VvEzsi95w//+rzyvs/vkjCPe8K994+Tz/tU2q+GxFUe15Dp/sO0Hb/jXv2nD\n", + "G//Qf/7sDX+oxVf84W9a9kHmPv8P/xedKud9M9/OeOMfaftAcfH5re6Qf6OdN6jmCGaB59T3ps/5\n", + "5mdv+je/5TltzTzWPT/gHGoy7/Qcc5Oi3vNv/txv7XjM40lV85bP+7Znb/6c9vi53/acz/v257S1\n", + "4uJoptCMI7LurW/89snbPv87NrWeS1T7tjd953Pa+ixH7K1vbnt4S9sLi73987+787Y3ftezt76h\n", + "5Rpa9/ibvqev595puZ7n3Mbb39zqGlXsiFV937+tnXXAkzd/77yLo3jnLa1m8AVv/d4NPf72Vht8\n", + "wZOWF1/w/cf5oKxtMzzXa1vsne/8wWcvv/xDcy16bezf8Y4f2EANZP4qnFGhe51B7Suv/PA57/qR\n", + "/kifz2C9qU3IVTXvaXcYvOu9P7TnPX+1s+kZrHKKvfu9n+rMOa/+8JZVPHj3+35kUsU9tiPm+yx4\n", + "z/vbXdvjrB89ir/3Az9a1juZB8/7+YppbvZSrxz5CvLw6vt/fPLe9/3YzXjve15t5zaq/Ksf+Inn\n", + "RL3fxe/36mutt+H5zL3vgz9ePi/yYpVTr/BcBXXqqfLMW3GlBnTO+z/0Ex3tdXfifodVnLM8pkev\n", + "TchfoeoXVW0F9TzH/jw//KlD3veR9hyKuFDuvU/bv2+Dvdf3eHG+38FjHn8QT39y8uqH9RzXzNrW\n", + "V93jAx/+9Mx7zdyP5/y+j7bndwR1Vvv+j7VZR71Fbin+ieTJZVqwV46Y5zLm5KzqzA3W60JXxYgz\n", + "3+uWtDOQKq13Em21fsZV6FmC0BXwGlQ5oGbJyZ1U47P6WtLZHl38l/ismF2KeOSOasQqn3H2u1qT\n", + "6NcDBPsszh4k9Ej9GTljfjOgmJtU4v5YpPjDRsgr4Xe8tlHKu7ES/+wj7xKeUi5K2XdMwLNXINVe\n", + "57Ktmox5XZXznsw7M2dSvoP6Iieh5vEKWSvZXok/eL333ctG1hseO6KS+6McsZ30B4g8gr+R/CbQ\n", + "R9Lf8+NcF3akvYonku/cb2KF7DtT8Mc3AHz/BW/5vq3kD4i9420tfyTtI+c1GTslRN2RgPPIWj1z\n", + "b2snZ1Qg5ke5Fcg4cp4xZyflQa8ZQj17kGyvJZa53GftA8U/93Aq/mIVT5hRgDhXfS7WV6h6EFNY\n", + "5c/izFYM+SNH/AoIIkwxNyHfEPUrrpx1K5K1VRxW8cfCZavKPwSf6/fP83KftcSIe8zrKsivqHqc\n", + "qhYpFVXea14dkr5C8lnFxVFucnK+xzz+YJ5eFP+qd9DvM+a4/G9qjsTdUd1Jrb4R0L8ZUOTgdRH/\n", + "rKN3VdP7izOdPCNR3smc70s4x16HKf3CaldnVPEqXzHPKdgINgwJnFQ1xuldVDfmzDPHvou/n1VR\n", + "zRzsJLyglHVjlSe+YtZWd76IxLmKOy7ZRzGPI/1H4l/ltX/jH2iyPOKauZFwwwX99aQS/y3tLki+\n", + "vzN+UfwReHIu/mf0niHofjZi3Wl1FW9qZwj6Nz3GFGvH5Jo+z/u+yoHHO8zNuOdupBLzq0i6q9hD\n", + "cCEXq1wX8xD4FdQi0967yhE7kn4x+y7iki6qGBzlACnX2sWcdSX7Ysp5SL1A7EWX+1HDGcTf8fYX\n", + "Ao2oM3fOH/FLmJAnLtw91uo1fxcftcLXV2EWrOIViLlT5TcSfsKsl1yPGHI9YyberGcv+wWVTDuz\n", + "bpzpbOZYHOk/Ff8LIMareJUnJnn1mgrqXXiJC4RMZI589vo+4znLa65A/8QkP78J0L8RkPU3Up3t\n", + "MnYU83gVq0iRq2p8VtYnU7DGnhle47OdzPn96WW238nzwmd4jNpcZw+x1wOfz2vlnN2hy/kBt4g/\n", + "7/yT6/nFudxvFX8Unp6L/zyz1brgz/t4fOSg16Scp9yP12ETK0D6z+R/I/5IX4XkSXWSdWRqI+5j\n", + "DjWeO6qdMc4Z98j7MEf1zGcmM5yMs18S57OfMZt9FZ9f5R0/z+E+D6Y4cwNi6j1jv3nHn7qkmFkJ\n", + "uMeqOPvEe25hzqjufAEX7nuoxL3i7Gyfgfi7/L/xDzSZlYBL+PXcTfzJVSi3ypNbsakfUr6kkn4Y\n", + "4l9Je0Id4p/yv4oj7ZzpEi9hXgm/i7/L+C1ovp8Fue9IxMd65i3msr6JF/mUcfAakFBXtUe4jFf9\n", + "iqV8r/A5mZN8Z4w4rOIlCPgq7vmxnu/4L74BsOk7wGX9MamknFiPL4R/ivmoT7rYD4j5/JkbEp7M\n", + "+UPGq5oOecNFnL0LNHH1I9SeB59zBe9F0j1WQd2KrEHer9J7EOwRc/F++d0/sHu3XnvF3/mu79+8\n", + "o594z4pdrYTXcyb9Lvxd+hX3voZkF4gd4fUOMsq+19tZ1JA/A7H1uZqDzHmcXJVPMn9UewaznLP8\n", + "VVzwIGv8DK/xHmLUZy5BkESVP8P7qzkuYR4XGc/n5nly5MllP+sqL5A+rb0evC97M/dYcCcg7mcv\n", + "MXGv6PJexEWVm6ILdk+o7prxx6KSfWfWSuphxOadPJd5l3R/3hlr6zOpL/M+q/HSFCPErlEKaKtJ\n", + "ifU964Ta/EZA5uc5dg+/S/a59PucFV5bEuezn7Fi5mPi523OvZPdrOJMR/LYhZMZtj68C6Lqs0K+\n", + "xVFcr/9R700M4Z0C3OizuaeBSMMqf0XcV6i3gnyeCT5DuOQLrV3+EXF//i7vLunEnLP8KZLrAw7F\n", + "v1H1OFcE32NOzw/Rd1zMV8L/5j/yzR1qK9RfzXWIbyQdJN88wlneKXIp4RVe7+Jd1Tpem2QNIu5i\n", + "XkGt41K+it9MyvgqHmzEv/gGQNanmJ8xBX0Rv4r3Iel9b5JfkSKf7PJvbyJuuT4jZV6YyCPph/lG\n", + "JeOrOEisq3UFsu5UORd1x2vOasEl3jnLQ68Z4j97xjcBtJbcr+S/wmuusOkbstshP8Q/pR+8D2l2\n", + "NjMrxjk+x5kzok5xiaefVYE0O0d5zwkXwqz13KrmjGqGc1ZXypqRdZIRz7P3mYnXg+K6V5U7I+cL\n", + "z+tO4PEKr6nmreYQ93z2K+5rrwXfa+3SV90jIe9UdY/N0Vl+F5d2mLLayL2j3Obn+01W5yw7l9fu\n", + "JiTaUOVPqGTfWc72OGuHujvEv+xhfxIvxR9SHJFkhIo9uTmroMp7bCOXCJDdw3sScuT16NKX9SV+\n", + "/jgTeszOeF2ws6/g95t3XOQErwevSSJ5nK95vP6XaDP8jKvkPaqamzDx7Yz4fE4NF+qKrHPhXlHV\n", + "KPZcyp8LOpLutZxFfMUb9a55e8z5c66JO9LvEp/7x+Lz/2AT2gbyvZLwSvahC3P0J8zJ/Sr2+ZJ1\n", + "Qc2JmKfwu/SvxN/lvIo5M4dse549Oa9pjxJpYog1zFoja85QD6JeQV2VAwl5FUtRJ3aG95zi0l3l\n", + "weuclpMcZ9xjZ+K/6geX89cTP6sLObEQ/WQn9gHz+r5J/zufNFEe8o/49zkHQj+xGoTb88Qqsgbp\n", + "7vE8uzhnJesez9wVUtJ3+SHpycwXOWfOcPG3nKS/En+4V/hLTLgni3f7gboUZtjMOqHqF7PG7ljV\n", + "VUi+kGdi7D1W5QQimHHPOYozx2OJ97zebEQucNG7pfcsD/xyN3jPh9prY1RnuQz6LKh6PObxM/yc\n", + "qpe9aiRyeSffMwsUQ3wdYhI3epOcdS/+nKr8GXn3KZyDKgbK+XPdSOrIT0G+F0QbqhonairZd3wu\n", + "rwlz5i/2W6Eef87jee9iRvmOftWziL8u4t9Fa6ypIT9FzHJ9rTM4e8iQ34N5Rxyd43UV8/xxLs+b\n", + "uD+nZJXjDke9k/Fcl9jrcQ9+l+pOkkjV9efbzppSqn49ntFmbOabdK/w86Gqu8Km18V/4Hd1eUag\n", + "YT5vqyN+RNYwL4UfvFZQV9UK4tRnHrF3XNAzhrB3abe6NS/up29C7Bjy7biIS7iX0i8Zt9qSIfHV\n", + "7F1ctUFKv6SateKV7DtT0g36mdcJCZ+MnMv2pt7yMzbwGP2wit9KSnuSNZLz3B+BfFc5MeX8FkK0\n", + "d9xQKznOPfTYW9tjw2WfmNjUxgxE/PUEcc89sSnBxi3iv8lJ+IE8c5Fux+NW5yKOmN+CS7r2zCbP\n", + "mT7fe1ygq7gzBXsBEu6c5W+hzxjiP+NtLdnu6yH2K8FfxQ9BpJHpRb7LcCH7gt8Qv6l9AJUcO1XP\n", + "FapZzq31joSKR9Y+h1hC/WcDl8kqnjUeX+WcrOuy6Pkh/Cu8FhCsiqo2Y+A5n5Fx1hU8t+wj5jnP\n", + "a/1cLLfCnDJMfeIzH4LfvwtrkPWZ5/4whdOeT8bgKIeo5nk3g2RD5DfPqah930d+8pDZ6+ScA/y5\n", + "3kK+888+48kU/ym+wZRf1QyxRrBctHmc8tUg7h/zz9zs53wTtA53GHU+gzng83pe0tcevXcJz9nO\n", + "9F/uV50niOcZxMFzVc3ueY97bO614izf8LPmmXYXySPPu9c3uey9LYZsVswz/Pm4dGds7P1sZ9Yf\n", + "kbMbm17yxrxnw++POLtYZx3xI7LG5wrPeb7C61Z39rk9357jSvrFkfg73rPl+Xml9Df85/mR8A1D\n", + "vLvw28f+p4wPgV/S5FuPzMv8Jq7aIKVfaM29Ktl36HGYl3OR8Y7Vu6Bvaqgr8r5nnRzlruISX+E1\n", + "LuxVrELyXcVhI+lXMME+5GL9lPZRi7QT95+Pn7JvMcn1nDHQHhE/A0GvOMoBcg5T0omneDeuin+P\n", + "m+RP7BsAc75j52RMa0RcUouYJ/SxR9DB46wRbWq09jqRQs5+BXWrWs9frkPkXeYXzF5q2yNy3d9t\n", + "NzmvvgHwYPG3+Z6fMmyy7+/882fhZl3BZs6C8kwDsXRcoqueKq/1aobjc+jLODGfw9prVudwBwkZ\n", + "6xVnNfkOeiL5kmhWOcXf/cEf3uwTRNTPJCapqmLQY0MYV+zqAxeuqvYsxt209jmK+b0rvNd7iGuW\n", + "56khJvHrz9GEV/v+uo449YnPvBWe54Z2l0nbq07n7OoC/p3AnwvPJ2OgHJKqNf9N9XyLfeDj9Zk3\n", + "4c9rPDdn85pkbaOS/Q3Ru3mX32eO87J2vh4m585K4l3yhV4rJ/PwErKHNLvAulghwCvJREpmTHUD\n", + "ZLLKTcaZR/h9yjii19b+XLK+Ynf/BrEOZyyYcw7irB3umX1Jdacea69df33HvF2fnXXImL/CX9vN\n", + "/JFHWH2fseruMx5zd3D+As7IcxyE2e9FnEeHPtW5VDvzDuOOVUzinLOT6vwNca7Tzx11U9ADf5e9\n", + "Qj/fnjLvP/de9WxA5pORR7K1dgknliI/adLdWcUHb/o3migbmd/JuUHOqeo6Q8g3tHjZU9U2XLgz\n", + "jkh7rqoDrz9Ccu21rF2+iSXkqJsy3SCW8eTNb2yz3tTqxsfktfaYC3PvMXnuQu3zItfzI+Z4flVX\n", + "1YCLNbK/esffRdq/IQCSZ2b5bISbOmZcYUq0ne3xjOmRM3rNEPG5rxjirTV1SPSmxmpdsln3eqvz\n", + "vPf4XrKrmswj7x7jXggyveTpUdwhnnmEG7ynir3jle+bH7XXz9vzM/f+EfwV5Kv6jWgv2NWFpJdz\n", + "VFNR5F1mV3j9LX0ViK/HmOdCrDVnsa8g5/OYBVXsFrhTQl7y5HvPcy6xJPv1iPgRz5jHc3bmPYYA\n", + "eQ3nH1HN8fwRXpvnay1JIr6C+gqeg9/Pc1U8yXP87LzfUV45zsxzqXVJpIf+pNcPZmz0VzWvJ5vz\n", + "4jlMsb2XQno3VD3Q8pLdss5zln81v4ER+WRTK1a1zMl5GQ9c2o9Y9WVsin+K4Ea6GlP6h6ztILfK\n", + "O14LcX6F36eKuXAp91Dxh57zcwr6jCIu8qyKqs/Z3MXvGa/fru/G+Sv8ta36JJ1+L62rGBCb8Zi7\n", + "g/NX2GyBCAOxLsFjv6p1Zk0h3MLvoD3vkJMjVs2+Sr+zzU6Uo24FAr6iEn+X/6pnBe+iOxJjPZJH\n", + "sGc+xT7lfhUfHEq/GOft5HxAfleDcOc+qXoWpJR7HNkmXtU4Xn8EdYmL+1U2Et6oYsmUfkmzyT+x\n", + "jZCrx/YS5YwRh8xl3jnLA3LeZb0Js4u+QNaRadZVjc9y7hX/Kd2DK3HWWZf7iUR9gFy7hG9yY+35\n", + "pOdjBvFqL6GWjGceSfeY9wB14DlnlbtX/PXov2zPRf5WNrK+YFcnGfZ9MmT5CgjxGQ/pTSRpwmPM\n", + "c4mlJs+i38WKWFX3ELjLCq/zPu4lyHlfQp3vvT9jHl/l4Sx3lIcrNSskhvRrXeWvkr3g84WLqsfv\n", + "IcU345nnTl4Lq54VVe3vlfhv+H0m/ss6z1V5OMs7Pi97FjkE/TFgdhUj3sX/SBxh1pmwTcgVNYiT\n", + "xybeM85fsbuPxyVeN+Z3HN2zUfbcAPdxqrolZ6/jwbyeG3K6opxrbOp9/rhX3u9qbMZ9fgXnVblG\n", + "ynKKsM7IPLEuxpHbIbk+QRLuH5nf5oaAV7MX0POcJsw233mes9pC4FPOk5X4Q9XjIPBXcdHu+xOx\n", + "X8YvshFzZwh1GXOOcgtcvFdxz+sRIfdc7ondQ0r8rbjM38KUfsdiU9i9j9gFKnE/y6+oBB0xTxBp\n", + "rV34V+KP6CfMWeFnuZx7jcedTa4JchlPVDdwwRaItNbkV/UeO6rRY86UUBPjTPZVTI+IuOeIHeGS\n", + "n1Kf+SrmfzLvHvGXkK/i5Hbizj4hnzUeD1yIRRUjXvVVsXtBjlc5ZJQanUmPQ50ki1jOoo71Cq8X\n", + "zIYqlngv8icy53nfs/Y8cd87WY8Mgte+Xhydwz2q50SMmnvxGRsxHWuvvYc5s8IE+Faqs5KqnjOr\n", + "mhWHdVfunzXjDlr319/EcyPCV/H+iqpHnOXhbNZRnpjXJEf5lnNJ/2zw0hQwE9ISE7UdIfv3sJHJ\n", + "C3Cvvpf8RX6CHFY5J4XUvylxx/0Sfy2r/Cl5v2BTWz1nYivG/CVVj4i6fpcLscQluWL1XGbNiThX\n", + "eXFW8yLf5LbA76h9CvmL3Jb1OSuen+fznUrWN4R476h6jEr2zyjPabj0TwpZf0ymeLvgD5GXSM+8\n", + "4aJd5R2vrbhSIxD03J9RSbrjdVPGLZ97Z4r4rZh4b4S/wGsrUs7P8o7nXebFKp4g8I5LN7Gd8A+5\n", + "Zo4kn5+Rf0zx99iSIdRdvtt+9ml/AFKNcDvkq3jOOANRZ49gs848e8/R43sXdPLguUPs5/B3vS2H\n", + "+EuwJfop+y7gHq/ypzUm2d5T5i+CeLoYV2RfVfNQqrsQExLCrEEUweuPyL5Vb3UHgah6rEJiRa0g\n", + "fjTzs0nez+OrnHPWf0bW3zrDpbPKQ0rpVapZTtXjbOo4/+AOPvuIqsdnZ82Kal7n5J6TrBt7zez/\n", + "hoXs3kT230o1q4pVuSp/QCXaVb6Kfba4JP79Z9CHoM36R2YjdkdI+Nojd/PYDhPEU/L5mfT3+1U9\n", + "TnW+sbkv3NB/9Pr3HHU+88pcGPOX2EyXXUlrWX8jm5kF856Le2xmhVQntVg/p6yT/A7xXsE9tJ4y\n", + "PuK6q59xH/szj8Sfj+hDJeAbon/HqLsq9wm1iL6k+0j8/aP7q4/vZ80hLuoh/YIc+2T2GlWd42Je\n", + "5YG813tM8p25lPMz6Ek5J5/7jJe4fK/igyn542P+Lv3aVz0Ogg6Z73IeNRUIOKziCSK/AgF3XLg1\n", + "w6V/J//ULtjNTJDsVbyBMAuv6Xury9oka6v6s3wFss4ewa6EHqoar9N6CrpJO2Tca1+R7CeetxoX\n", + "fz0i/uw3Yj5QHKq8KGtcvqvYRZDmlFqPJ0czjvD5Z5z1pDCrFmkGz4sqRnxFVS/Iu5x6X5Ly6vVn\n", + "cz9b+N2uxD3nVHmJoNccgThmzPceP6LqEVVdxpKccSv5euRcj92C98/100LCWS/wORty1gqvYz32\n", + "/bmb5HZSrM/I/ltZzXmk+ZVcO0c1Oaui6nsIz8VfgjvEdIWLVYrnnGGiLLzH8ZpZ6xJ6BOLX1v1e\n", + "EdvVXUSid3i/omdJdQe/W+aqfLK4G/FZd+tcYM6KNgu53TAkWTWs/bX0eBUjXs42/DmV+cVsQKB9\n", + "3YWW9RG9riYlXxAnpjuXcx2XbNjUaL+Fszsh+o5+Od9Gsgt0XtXLXXqNSbxLf86aYm2oPnObvhOR\n", + "v0f43/w5TawHlbgLF/AzrvampIuzOvaSbY8j3y7jD2Ej6I4Eeqx3tSHZ93BF/F3QhfdnLtlI+km+\n", + "Ygp4o8pXsu+4SKf0d8bsFH/w/suYWF/BJXsVX+F12ac1ok2sgpqsY498s9cje3IrqEHIiW8k/YBd\n", + "/RB6/j49+xUSfSRcku7ifxMS6ogdiv8FJMa5vxWJKeuc4/LqdU7WHFH1IMUpy+D1Xpt4T5VfUfW4\n", + "5Ho8Ie/1HpNweW2F12bsFjgHiCN+Xuu5KvaYbASyPWbO98TOyJ4jqn6nqvH+s9clc9mfs69SzXPp\n", + "7vh6weEdLvRvzmQ99v1ehcxO6b5C1X8LRzNunJ8SXcWOqH7jfp6ReO1jMH/Gv5RBx8SqEk+PZW7F\n", + "prY609hJvrA8gjVjbT1jUVshIcy7+X7OuQJzz2K3YPear5nf72j2lXN9VkWrQWyFxLOvh1irBqle\n", + "xXweNTOe9wn87BKbJ7bS3EiRHkK7iXk8coj8Urwj32P/ehPaGV+ccYVx/g7Nh0LaBX+ffiPZBTqn\n", + "6gdEHdl36XeZX7GplTi3R87u8ZD25Ez4XfIrzmT9KtUcxP2IqsYFH5Bu37uM38uU+MTkunOWDxDr\n", + "KrfhrevfiK+9S3qSszLfxTz2yUroBVKeeI3knnfdK7oMDyHfxEeskv0Ofw5v1O0Ykr3B4sjzJl/g\n", + "dawR7OQoLpjJ3nPsq5geJddeQ1yPiHfWX4HaKe6N3E8Q9ioHJvVXmOLfhHgn6rcwpLpj8TPxR5ZX\n", + "OR5XnOUR31W84mpdUvW4rHqcnPdQh4yJqtfrWN+Cz4eqDpRHzqglxjprwGuPYgmzrtY4VS1U9Ue4\n", + "JFZ5saqperw2ydrk9e65WlfRe55uxfkI75vr1tf/nBx1F+Y8GD+Du49Yv1chsxtc8iuqHsOltsrf\n", + "wtEszyVXav1P7aX8PxZXZr8Q/0K2Npi0VfI5BS5rmG+5XY3mIMYLXPwlev1Olt/FvC5qK/L+gEjO\n", + "OVdgbpW7k/k6FXfsHJ2n54cgLyhnOm0OtS64vD7C5ba/Zq2POHvYxfPOgZ9Z8+Lsicmz5BWJ3uTa\n", + "mrvMmDPyyLafuRPwkSf2pj/U5HbGx7lxjsu1xxM/Y64bOqOD4Ns8YreKv/f1XsWGwPfaQvp9VsWs\n", + "H+J8VfynuBc5xyVfvOVzmzgbKeySatYp8h7PPuK+91krEPkq5iDq7Kd8p5AbLvgrljNMqMuazAfI\n", + "dpWDXtPEGcnXo79b3veFsDM75xNb1XocKpn3eMWmNkR+h2R4rKn1bxZ0wX+A+CPJfg5xRJnapKrR\n", + "HhSHVVwg2L536fZeRznVs9aj9nk35STd7Kl3UtCJU/sKMh51E5P1TV3GPWd5PgGQnwRYir/k2x/P\n", + "UJ0z4g8Rf0F+xVmdJFOynHEE2oUasu4qVY/OgCqeNU7V73uJrO8dRPco51R1AjlDhBTze/gMBM5j\n", + "1HjOY9Ql1DtHOYe6vJ+oallPAUT6IubxhNzRWSLnQVUrqlqn6nGqHrGseXos294neJ49r16IvoT+\n", + "zbr1/X4Q//m37FsspXhHJftO1WOk2B7lr8Y8vso7WVvVu/S7nGc88RlHXO2bP+PvUuaQl/wc4bWJ\n", + "51Z1LqeIs++7+COCRZ51Mnv+pednzD1odtwvId6/iVHU9Oc/Zue5WksGvTZRfHU2eG0Z5/kYnC24\n", + "14qcC3mu1huJHXDeCu7heN77q9rP/QPt7PHx8vwb8X3t90KWh8iKWZuMWf5ccs4VmIcU7yh6hN8R\n", + "yfYcMcjeKed8FF5rx+Osk5ZzEefOLuZOKfs2DxnfxEbPiuxNkSfubGqGTLusu6BLfiXSZ3UrvDfj\n", + "V1AtEk4fck1NF/QRo5YYNdR57hCEucolIdai7Cdmce/Z9A0QYeTf3/knfoRmbkS8kZLue0m17z3v\n", + "4j3zQ9DvZSPrDc/p+SHqV5H4Isdz7qLGkQAjzmL239hX5Y7wWmTcpRyquPok154TLt6q83W1F5te\n", + "k/XNvBHvjJjEnY/nV0zpXlB9tP9KX8eEuwt4EZckik0dtFri5HzvfQkzMs55SN97X/3Us/e8t8UC\n", + "xXtu1CfM05wq76jGUSzvs0LCo3uyV3+/d8xUzMn8VVZzMk6ONXIGXnNE1oNiEqsqnlR5ZK2KnfVQ\n", + "43Vew5r9IU+fyyL77F3NqWqS7KmYdeMO2e8S6yjP865yfd36XGJfzb8R39jM1lo9dv4ZUzZt5l2Y\n", + "tO7mVfG2lkiWNQbC2ffUHvRQf0TW+97Jvqq2qrnCmWDDUQ05ZoFiR/fL2lvo4u+i9xhoZs5FIF0i\n", + "N4TI+/7Tn/pvn/3mP/x/N/6Xgda5Z51Qu6LV/PqFul+P9Wb/ov+db/i2589hyPef/Iqf3M5vfd/8\n", + "n/4/N6/HB1/57hf5wad/9L/tr4vXAa/Zn/zKn3j26R/778Z9nj+PX/2V3372zf/Z32ni2uTQ4LVc\n", + "EvNZI8G591inmjnIuzhXa1P8/9yf/blnv/kb7TmL8dy/4f/yi6123C8EeYr+gllvz89nnLGZhew7\n", + "RY8LPRKvR89/NsW/C7jLfIHL+qbe5iHmm1j0JRuJvwHe0UfEb5H5K7hwi1XeZXwFkpw9zPGa7GHv\n", + "sUsg374+4UjgPXeF2dfkt2KKfZFzXPgBae/iHvsU+zNc1O/BxXqKuuP5Aslv7mes9W/2BeRXnNUg\n", + "zqv4GV6LfDtHcTEF3HLERFXzisn7qq9jgj/31iseKv6zxmT8EOoGktuMAfJ7LxLhKg7IMlTxKfiF\n", + "9L/6vrXUr85wKtEVVS1kLQLmsdwTc4hXZzhVr7OaD+QT5lc9Tpe78RzBpRBJvAK9gv4qxt7Py5qs\n", + "zTgc9Xae1tJ/2FPwkL7cb2aM+23qLLaJZ6zVuejeLP6eWzAl1mbeRNVPjHjuR0wiucklrQ7hzPhu\n", + "7oD6FVm76juLr/JXuSreRzXkmJW1q/ut6q/wEhL5UCR/VVy4IC7j9o4v0sz+V3/5f372L8LX7/7z\n", + "/88Uf57Hn/vTPzeyL74k6/7cv+QjPzQyL75+9Vf+502N8843fmufofOqL71evIYffPl7nn39v/c3\n", + "n33Dv/+Lky/9yI/MOwKy6+dsBJi1QV3/t4x5z2eq75ir9V387V3+b/gPfnE82xdfP/Bdf7/V2h1N\n", + "kl3MK7z2HjazTPir+S7y4PGsO8pJ+t9sgn2FIzF3yU9c1J2et7mJz1/hH8t3UvBLPu/bT2W/yrmA\n", + "V/FbWEn5Ji4JthjQf9Y3GTK9w2uO6hpLQY/4We4qyH0Ks2JXxT9lfYW/o39Z/lPUg7z3riZE/FYk\n", + "zrkH7SW+GVtBDVKdvRVVnfef4fUu4RUu4TPmEr6o62vq2mN+3N5n7PAah3yIflLKuzFrEHbPm8Q/\n", + "Bsi0S3XGHOWrGUinCyjQS33mIQX2FuhNrtQkEiTJKXtk1Ws8vsqD30FkX0JflQNEDoirL3NJl7ux\n", + "9lk7ARxx6sDjFdXMKuf4uWdyetpv3FKbrPqqmFPFT2P2nLNW+xlrdV0wEd1EYuevn9a5Z70AgS3P\n", + "8dwCyWBft/r5TYkRl1ju5tjs2VthdVdBTh2X26p21XsWX+WvclW8j2qYcbXmrLYie7v4I28JYrfK\n", + "O15bQR2fBvBPBPS8iT7Syv5fVPEXlfj/VJN2F+eV+LvE+mv8i3/tvx9V9VcX//Gpia//9/7GiL74\n", + "ei7ITSA3vDiLc2ZMsulr27+oZc45/Cw86HXyfcXn/cF2jov/f3hB/A36VqRYJ+RXVDOdqsfxM/LM\n", + "1fm8238k/i7fvt/FJc5Dwq/I/o6Yu2OI+YpS6Acp/rtvBIT4p5S71Gcewa5ynneyxutSvr2HNWRd\n", + "X0uyLT5jj8xOzBdx8N6Kqsffnfd39pHnlPsjSllfkOLvKM+dNn0p8kEp/IV0V0iKV/HE4wi1Yi7Y\n", + "yWqWi3gVX5E1iHiF13ktQu21Hn/FpZt9xiqoc6r4lT7nBsk/BLmOPSK9YlV3tX8F4uox5pGrRFdQ\n", + "KxBbzxNb9R/hvUnWuMA63lPlxVkeJGlVXKj/KH+FFMMua0MOyV8hZ4qc52TtimreaibMuqdDVIX1\n", + "zLzFVpzVrfLEz7inZ8N4bity7uas1jslExEOId7Mt9dSbH5ef8Gc/1DyXkMaNzVBSuYmXz3XotZj\n", + "FboDa3ro8/tRk7UZ99wqfwVEuso5RzXMqGo8tyJ7KrLnJcQNCXfBfEx8fkp/p8lfCj97SfC/CF+3\n", + "in8X0vbcv/SjPzwyL75S/HmdvuyjPzIq1l/62DvC/HV/5udH9MVX9aMAeQ54nDViumE3r6b/croB\n", + "Mb1O+c2AxKVflOL/3U38d/cad7Z34SsqsRbMqXJONdPJeqQdPJY1RzlJv4t/Kd2N0xwSXkm9WOVH\n", + "nHfmV8z+Fe0e2bOR+8GqRjNc3CXSrO/BBf0K3oOwe+5odin5q/0K6h5AJezEVrUV3j/nNHlH/v2b\n", + "AAKpPsKFu8pXkr9h/HK9jewPetzmnzLE3YV7la+gx5E069HzxCpctp2rdYmkvIpdxet30p2kdHss\n", + "a8HrrXZ3ZtTwqQAna3qdy3vFEOAlVc2IuXSvoOdq/Aou2k5Vs+ohjkB7zqXa42fQRy8QyzqvqVjV\n", + "XO0XiFqVE+SPapIrPdzRayuqXuF5r4cphkXO8X4XSnqrGbPm6QtRzRrqqrgzZx3MqHLe9yDG/Zcx\n", + "niO0WHkXy3vvlEwXYZdh72nrKfuslT9gzr8Xu09K4642anJPbMNi9lVccJlJXBzNfsi5Z3C+U9WJ\n", + "qlZ47mrPQ5nif8YUqAVVzxG7fhN9pPlfZPFHWCvxdvEXlcw/l3d7fcZrpp9jr750tl6nv/lf/veb\n", + "d/RvFX/Oyn+nuQ4RnnsTesgzjmpyn/Uu/RLpy+IPIeIJz+deqpnQ3z1vNch6Bfku8WOm1p5LkP6V\n", + "+CPHVWyXQ8AXYn9GJeXQc+Md9RXVHZF6vaPP2ud6nWakYDsp2+JqXVKJd1XnSJbnevT4mT0Wck1M\n", + "Mk3PhqhPAc/8Ed63EfYi5iDPVW5Dk/OU/6vSLzZiXbCRfGf81nzEf0XK+Rkp2P0eRR1kfSJxzj14\n", + "PHOIr8cqzuqqvPYINfkk8+yXpHRX8aK+EvbqHuSQ/He/91Md9ktc8p0h3leRJOdeEotAr/D6Kv7e\n", + "9zVJHLzn1SbHRn+O1oM4O5LLKu59Z/05g9hqtvC81yOuq31C/gwkTOtbev2sChe8RP08OlmTsczd\n", + "Q87wuVMkG1fiVT45qvPcFbJ/xS21OymuakTWQZUfewm4/5K/3fPwnlGjR/Ugq52QfjFFv7E5Z/TP\n", + "mQt8Vsqj55aYmLsg0u9zmJv5hHqnqrsCZwmf4/f8vYDzk1trc3/W81Aui/9jgEQ6L3LfNEUf8Xsh\n", + "/r891O6z//X8l8b9zbE7/rpJ/BHS9hq8/Pnf1s9w9Iv78rUSkvb8+p3f/ufP3vF53zq/YeJUnzgo\n", + "xd8lOc8lNvKI6axXzCQ94YwZsz9Nl7ldrWi1EmikXzx93/f3n/PXNwD+4n/0S8/+4n/wS8++/As/\n", + "Ne+W0LfCa12uPX5Ik/vNvPy4vM1cgcSv9g45cOmv5HiVIz4lPoR/ijn5BVPSTc43sTFnxbJX0u8Q\n", + "T0zeHWR7xdU6WIr3iK3qJc+s6ckaxXodMwdVjPgZt/ZV0q54JfdIv5M1IDGuhP4qLvkbEOtC5jsu\n", + "/f5NgB1Nqo8I+X5sJK+SbfYu4LmvqGqYyTrJWo+zRqizZor2YBc3Qfe6TdxzBzGJueR25qJO+Rkb\n", + "IPRXxL/nJdiPIP3gMUmv52DVW5Gyn2xqTbzB48is51ec1ZKvajznuLhWscw5VZ0gh4wRO+pxqF31\n", + "MPeMql4y52uEsDP2flaFz3Por3Ir6HHO8iuu9l2t68RrcxP05oyMB1Ourb6KTYhFvJL21z7yU13i\n", + "UoKhC1705J71Cp91D0f9xL0GgfT8vTDnHriHz/B7UsP6sfHznVtrq7jIGV772hf+5MR7rtDFXx+5\n", + "R/IQ8VvZfGw/4GP91PhZiumj/5K932/i34X6Dd/S71gJd36l+EtaT8V/4K+Xw2vV69pjdY9v/it/\n", + "ZyfKrL/uz/zCqHrxVYk/Apv3go3keu24n59ZwesxpX/Uz/NtPWu93sSadf/4f6MLdnE/h94EOffa\n", + "SrQ9X8KcYIp0MVMg7nMtOR8x1qser7si/lVcTPHnroX4C2KJi7tg7iZmcyre+obvbAJeyP2IKb+r\n", + "Ya38kGiXfhf6lHuJtu/PoD/l3WW6r22uy3zPj14Em96+ztqRI+ZrUB943Kn6hPd6f8Yd78/6s28A\n", + "pKhPWuxQ7I+wOV3eU/pd9m39zidNkgczX8m+M4R8hUt0RdUDykuavc57yUPmVN9fA5t1FWZUORfw\n", + "rPOc2MRHbEJt5kas92Xt2LuckydGXu+CZ/1V5jcGkPBC/CXNM3+Ay7fHJMGe87zXHTLuiej7JwBe\n", + "ff+Pz7qUb872uyC2SK5iuYcq5pCvaoj7bEQWVnFQLs+p6okhl8Q8Tm2SOWYI5M5jZ1Qz/M6eu8qU\n", + "TOepyV/kst/PzdqqvqqZ2Hm7er8TkLvCon91r0286hVFDrl2Zu2o95hev82cUaeaLvajXmvmwYPE\n", + "f5xBboXPugfJIOvVLI8jkMS9rsLnJz7rKvQkyq3u+XrgZzu31rJ+LUReuXx9s9brr2Li/0K6aoaA\n", + "3kAlsJyX3wSoz3zO74X4S+Kfvvt72/njfk1y9VHyoy/1vPLm75j3lriW4v/j24/6M99F2mMSSwmf\n", + "Hr/h/7r/iPvX/Zmf288ZfN2/vfiof9T5R+k7Q6qnXA/BfeUt3zHXTvYj1ptZXjNiyLfu8PKbv313\n", + "L3CZ3kn7SUzneRze9eQ7p+iqxvtdgvtekmv7M7y/M6R8SdbDkOs5c+w9jzzvcpE/ArkV2s9Zg6zf\n", + "8cbWN3jTG1q/oZjP1SMiPeOjznnLm1p+oP2c1fZvbf87E+S8LnupY+17ofr+d+Ujx95zm5iBYK/I\n", + "+smYpxpkuvfENwmo94/K83H5K/DO+dV4Qp3gXMTd76H8TtAb9OY8xH3XO2bTM2MOtTDiyLNT9jsj\n", + "L7nt9RbbzYqYehBY7yenOLUe91r2KxDrZIryoKoRzPA6j1G34pUh3VVtjw/x3jF6JlWNsDxSvqux\n", + "nEv7FPcm67tf0odcF0IPXYyLHDKNOB/h775X+Ef0/d6ehzIWUu34PVcgwSskNnqs6jmHOmpBe78P\n", + "tbegnilXDcmc5zn3XjQv9xnL3D1wf38eq5qj3BlHfZnTc/J8ydMmkO3RZ9Gf8Yl6BgjvjFl+I7Lk\n", + "ivymJqHH+sRpX4P8prbN8TWCBQhSj8fH8l3CVnj9lZ6sf2yqMx1/jlU+cYkUZ31n+ZznILbU5j09\n", + "t8LnZf2V51z1edypanwtUtjZZ3yVT45m5F3ESy9Es4nPIdRdw6W/C74ELnKzvufWfLbFXwKvn7uf\n", + "9+OOjV/8a/94VO2/EH/evX4u/vt33Lv42+uhj/rrmwqd73pO/5v040x9hP0Hv+cf9Hz1+w5+9e/+\n", + "9ov+oLov9Zop9DF5JNllWfzJP/bpZ5/+if/u2W/9+v/y7Hf+yT/vz1Fo/4t//R/3Xn0zwHuQaGL6\n", + "RMIPfE+7j/jef/Dsm7/x7/T4O9/67c++4T/8pWe/9vd+e87W46+1+33LX/nl7TcZhlAz98s+8ak+\n", + "6wcHWv+pr/mpWee1Qj8a8M3f+MvPftXO+t3ffX6eUFxzvvyLPjX7kee+lgDb3vEYNTsq2XeqHhPv\n", + "Xcz2U76HWM/8WHt+BQJ+N02eXfZd5LtI23ytEf8p/6PWQcBFlZMwk/PahDrWkDU3YwLvkl/htTva\n", + "LNUg/lP+R+xJE3+X/QqEegWifTWeINfU6lHCqljPa30A52z6x8xew5o9jNisz5zvGwh2knWQdS7b\n", + "HvMah1oJcFXnOfLEvIf8CuoThLnKOcyo6okdgnxfjQ92Z1C/wMXeOertNRLwIe+V+EtmWW9A+K0W\n", + "kOCq13MCWV/hQl8xBX8VD7GGeX6Rc1yij6jqPYYcez73Hq/qK1SDaHo9cebci8/2fc72uCM5rOLJ\n", + "lNPBUU3GfE+s8/Qnd7mrzBlntDP06D1zxshtUMxIqfaaGT/CZw84f97hCPVUcWNzR9+rt0kRQuki\n", + "2Pch/p6vyNqzelH1PCbVmc7VOkAgoaq5Av23nn8rD73rqtfnVjUZ8zqnEvbHoDpXZzwX/y6hZ5gE\n", + "X8Clv0v+kNgV86PdQ5qdz7b4/6mv+sn+HDbYXfVz/9WXiz8civ/gyz7+V0fmxVf/5X4tJ+mVXL+e\n", + "XxJfF1mJsiT6N3+jfp75pef9Ld/0y70vxV9yn18678/92Z/vj0dfyv/5P/sLzz/tYHcT+oZBfknc\n", + "vUbrV97+Hc9+6if+4ai49qV6zpuCbRzlllSy71CHuCcHuY2AD67UnIGgdzE/yIlD6RejzmWfvd7Z\n", + "virvPpcYa9875Cp2NYWUXwFRX7GbG6jGxX/HEHBw6Vd/5hOX7ip+xpTsQsLn3qCPczK+6Rlzjpj1\n", + "bS1R9pzvtU6OchUu26yP6pxVHglmjxBXXKkBhLrKJdRmT98XQn2FjZgfUfQ6zHH8nfGqx+lC7hK/\n", + "kPlbcLHPGDI8CWG/lYeKv0v0PWjWUYw1gkwcWSb+GOR5jzEfkdR6yqTJpccruhwOqvxVfI7P8n3e\n", + "UZLK/irMo3+zr/CasZ6zqn7FjI3cH9TdC5K+OUf4WSfnZb/vEc8U0L4vxD+ZtQuYt6Lqcaqex+To\n", + "HMVdHEVVdws5j/OP7gH0VLEVLtTed6X3MXjoWWe9VZ4zhX9j4bn4I6Ah23tChAc7wS9qJpyVtJzL\n", + "MnD2Z1P89dH48o6GPpJeSesU//Hz6+Je8de78spJ/L+uye/r+aVvMiCzQhJ/z9cv/o1/3IXbxf/l\n", + "t33HqeCfff2lJvncjblXxF/S/1sXv3mRX3oumjWFfEUIdqeo85+pryjnXCCFPLla5yDlzlk+hX8n\n", + "8q0GyRfIP7FNbYHkVo8p/sLXD8JEfENVG6ToJ8xyYd/QaiT4T+zn4sVK/EU1p6oTLtxV7Iwp6Y6E\n", + "OmLe4+dnje9dypH0ZPa0tcu1kCRnzKl6BIJNfz9rnOG53Fes5oLkV5LtMcT7HlKsqxon63cUMn1G\n", + "Jesrzvok96u4BNi/CVAxhb2Q/i7uEU+Bn/2WuwL9KewrEPkp9BH32k2ccxYg4ivOaolL9CSeHvO1\n", + "cuTZ0/MQfD7CqTVne+09+EzfE/N9xU4wG5lnnWd4zvs9fg85x/eTp0N8q5zRBZh99rAmfgQ93huk\n", + "gHvsCt53mXaX7Pd9iucOyf+FbwDci0va7zd0vyOpFKv4rfgZzip/1geSXaE1PVf6HgrnPvZ5zIWq\n", + "xvngJz69YX7U34W7Ysr7QzHh7Yx4dSboo98P+ZKQX/nSz8/v7jeYHzkffPi937+buxH/wZH4M0sf\n", + "5c+vFH/NhvzyXEV+Zb6fdSDUt3zp4//MEo8h/vriI/hH90T8YfVO/+/8zj9/9mt/7590fus3/tmI\n", + "7r/+/L/zX76Qdwm0ifyMDalmvcFqK9nfYGJdzfK41yYu48TOeoQEHBnPfuFxZ/YNQXc5d6gtxV9i\n", + "bBLtswAB38SsZ0q6c5ZfgERXuRUu+Ui843LuTDkedU+G8PsvyOs5k2hYSbZDXkLr9c5RDroQB5u4\n", + "pPkM682+Kd5ZN2Kc5YLtkn0UY37mHeo4UzEJMzmvrTiaLRDwVRwBZ1/FWVdk365e0u17YlXccxep\n", + "pP1efGYl+RUu7g6CXn0zQEIJ1N2Cn5PCvgKRn0Ifca/dxO2uFYj4irMa8kil5ySxvk5UX8Vvwedz\n", + "B+auznW8Z0VVz15i6LXJRmYXUJtnkMt6oGfWPH0hq54D753QY723UAoxeZ97hYM+Zs8zyNFz0JuU\n", + "cw7IWq35xXwu4Kw3scXPwB/FHM//fgdZZK/7u0R6Do5y4uz18P4Kr5Hoiiq3Intuhf4VZ/XV/YX3\n", + "HOE9IkU+807Wiufv+J+It5jiDkOITznrG/HqTHiI+Eu8P/yevaTnl36mHBG/ytd+9U+N7udfOkPi\n", + "/6Y/1GSvsRb/f7iZsxJ/r3nXW7+j8y3fuH83Xr+sTz8PX1H9mIB+vl+fWvA6ybR+Dn71JXn/TBNp\n", + "na/fC3D0byIpR771rvuR+OsdeQm7Xn/NXdUq7lKvP+GXXy7+H/nAD4zo9msj8wPV/uLf+B9GxYsv\n", + "xWbdkO4EMa5yzuY31Re4ZB+hWawlzp4j5qziCQIPxOnPfOJCDi7+1Ln4e2wj6RUS7PbIbI/N9R0g\n", + "4LnP+ArqEHfnyRB3UUm5M+tGX/52/F19SLnvKxDpVfwKs34I8pyBMDuKDaZUe13kYVPjdWONXFOP\n", + "QLNfxRzyjkQ5985RLvNVTcay7hXJ7pDuGXMJZ30nU6iJDbmeWO0u9wi42DtT3IscVHn6Zr9JOFSy\n", + "fi8S44z5WSnsFUh8hX4zfxUXPTfE+LFATmEVyzgieha7Fcme5nCmcNGtepyNNBbkHZlNPGthxp+2\n", + "//NuNSu8d9PvaFbMm7Ut7oJ6OEeMWSm1naJuhfduZl3oPSLvxT7jFZu6uIfnEq9zMr/ZDwEFF1SJ\n", + "F+J/VPf/LyCbVazKZT5zgtfpltfLZ/5e81oh1M5Z3b05qOT9Kh/6op/a7DVvftS/Em6nkncXU4d8\n", + "xaq2OpN3ze8V/y7zY0b1cXq+UsRvwT+Gj/i/+Q83OWs8RPz1nL2GP+Wmj73nlz6p4LVO9WMCknfm\n", + "gWR59Q65hFrfdMge/fx99Q0V/dI8fmP+kfj/4Pf9V71GZ/tcfYOh+kLaj8QfUf/z/+e/NqIvvvRL\n", + "BMlvaDL9ri/4rn5v/9InArq4txrJLxLvIMZVTpCvZH+DSXYFeWYi5tnnccdFu6KqoVdzMwezRu/q\n", + "m/QnKftiE0PgEyR77DVrEydn+0rcc5919zJlPERfIO9d4Jsgu7gn5JmJVBP3fcVGlgdV3mMev8yQ\n", + "bz3S3/dZ5yDurAcp4773Oq9HmL1ea/JZ43WJ1yDb4HHJ8KoOVFPFHZfrXVyCHDn2npt7WMUDyXJf\n", + "W+2MFbhkn3Gl/0zeq5iz6puElCe8M17l7vkmAfOgEvYrSOqTKudC7AJ7lVUvYsn+6Iyqljgx9rci\n", + "+dKjn9/jQ1y9toK6M6r6vm/nZ2xTpzxY3c34HJ+VcTjLXwTJPYJavQvOO+G39p7Ve13Wcm7FUd8V\n", + "1JOzPJei6fIpUXJhzTrFPUbcyXyS9bdSzXSqHsdl/ErvWc1RPnNX0L9BFRdHuUS1ziq+wgUaiT7D\n", + "56/6V/FVPmuOYoi/516SHEq2SvE2VtLvwkYMqBVVHpTTz/JvzhzCLu4Rf5d+vfuuO1R/2k4fTT+6\n", + "2xV0lr5K8f+3H0f8gbP8q/8MfFErJOf59a3f+CubvwEvJOopvvr6zE/++nM5Hv/GSTVfX0j6Svz7\n", + "u+mS41ajTxts/i59Q9KdXy7uf+k/+lsj+uJrin+b+xWf/LH+jQXdX+i8v/Qf/+2dkMNXfPGP7p6/\n", + "fgyAO1JHf85ZxaGUfWcINKK96x9xZmsvYa7qmUPNFY56FOOdepd178lf6IeoA33U+yzts75jkq69\n", + "Sz/iTY464iuqOuR7VeM5jzlPDqQf8RfZB5JiPfp8ehBs4THh/VfI/qqmxARcAixxph8pJl5RzfG8\n", + "z1jNUkxCXOV9JnnHax3P65H5Po8YQi4kz5u9hDdiMzfiekReu3yDS/Oopd7jZT25jDVSlnvcZsy7\n", + "RK3YifWCW3uqer0b7uuEXOZdoCs5dyq5T3mHrEtUk4LsdznD7z7l/gM/sRH9DcqNcyqQ1CPOeiSX\n", + "iqd4r+qzLpnCOqhqjkDOuFdV48z6M7hTxiI/51b1VrfjrG6Rl5BOCY16BNXZzKAnYlXfEfSsBPke\n", + "mMWemTk7456ryFrOyfMccvQQ72sTQD26pCpWSX/WPQTm3Es106l6nNU3Nlb9R/nMJXo9z0Bagfhq\n", + "VsYT7uWzvY85Z/idmHEE872negdesSoOq/jZ/ase8RKi3T+a7mtJs+1d4q+QAso3DRDGHht1fT8k\n", + "nTM7Q9pvFf8f/O5/MHuZybn+UfmVXK9gRqIc71Lzzjg91TvuqqVXkvsVn/jRkXnxJcnlY+uO/iRd\n", + "fkmCJafK8zPwWiv2df9O8Y7/N/3yc0EePeJrv+anR/bFV3/n/u3f1X/rPHUVumt+8Q0DfUOhEn+J\n", + "NnfouDi3/df+8c+Myhdf/kmCUvz1CQKTbp831w29u69vDOgbAbrn6uf8f+s3/9lGqDfzwOZW7Hot\n", + "BsjwESnaVS9CDp6rhJ295zw2edN3zhleO3+m3WsLNrV3snunX2v/JkDRs8I/jl/xJCReHOUEAg4p\n", + "2MQkv5nrsTcP3vJ9ky942/e/WCPOFZLU3DtVrOECnNxSW4FQX6XqdwHO+sTP1Fp9kstXmtRqrXgl\n", + "0+SmECfUWo9QH3g/Mfbq6aJrv1zO/9b8y+9ud214vH98fOyV63G7g8vzvSDSWve5Olf3C0Hudxn3\n", + "ITdjYy8R7nnHaqg7QyLJGglX71UZ9zV7PVZzEVf2nONx1WstAcx6IF7liSHPR+QsxXyPiGYf0EMd\n", + "tfS//4Offva+15rANPo3EgbE6M8ZKzZy2qhqnKxZ9fbY063UiezJut2MopbXo9eoz3IT7xm5LodW\n", + "hzAijbNG6+ir4kB+1hTxFS65wt+xRXI2+2KG8DO5HzPJaV31gOecWcPz5jVIWo4z/azZ3/B91mnt\n", + "z7WC2hWvNRny1wyhIsaZK7zW8TlZU+V0D4f4+9TTHt/fYhs8B1kz6g5rMp9kfVL1QMvn80r8NVih\n", + "OkmsS3L2UlPlEuWBnhVZw+wq7rlbyTnEPvCJ9t/LAV7vfTDrvqjdqzHF36Vbwtyl2XNDZFccSb/n\n", + "q1xHZxTcKv793fTRN8Vf2Fmq0c+WVx9fX0HvUVyfHvjIq9+/yT22+Fe/cV8fe5eEKu/SL66K/7d8\n", + "06+M7Iuv/lF3/ak5MeorKgnX60s+xV/7njMZ3tByq08g8A2DI/FP3v2O7+4f/Ufyq7nVV4o/+Owq\n", + "7yDZjueZU9U5kucq7iDkDjkE3GPsPcc+8fisQ6atbomJ9z2U7/SPvaS66nFc7CueFDLvZE1/F9/2\n", + "R9IvbhV/Sf9l8XdC2DuLuIt2xdVaZLuKX2XV53J9xBTthvZdviW0vrca5yjXZziW427zrIIp20OI\n", + "kfvEc15bif9m7o3Qm+LPmRtM3LkHuc1drQ7BvgdJGWvkWTP16HUVXkMv62quYqwFOeTQ612gvUcQ\n", + "dzLn/eyTnEX8qMdl9yi26q/wfudKDVR1ErzcQ+7v4mmTD2fE53ktpkfda9Znr9X3nsht9iusDqn0\n", + "NfsNV+YGPk/wjm1+A4BY1oPP4x7IrOe63EaPQy4h7/3JUQ78Plp7T8/Zc67wWRWvNVGSrM36IYfE\n", + "OHNF1ueMzB3VVJRCfUZ7TlfF/C6qWRWtVq/vEdVzrjjrUwzZ9bz3VLgkV2TNqtfj97Ca75Jf4fXe\n", + "N+cN4X8h/oixGJK/E/8GoorQPpTdLLsH58NV8e+/UX7M8n7t8xsPkn7/aLk/vwr6rsah+ig84s/Z\n", + "K/FHnOFI/BF4oEcfuc+vb/nPf2UzU3zmJ359ZF98/eD3NpFG/E12k6/9E/tPC0y5b6T4z28KjH4X\n", + "YKd6J15nKad36/Nriv84V+tv/S/+7mXRzy/EH1EWLu0ePwJRFh6vZnmt12evx8mxrkDAz+LsM95z\n", + "iDT53Hsscxm/CGKO8CPXuaduxROT9FtJyfeP8M9cyHyC+FdIzHPvVLElJusrXLIfgot3lRdecy8S\n", + "a187xF9BioeQT2lvjz1fyPqss1qvmTnyVrOD/IohykccyXXOc5m/Be93+Z/yXki9BNjXfU/9gPiK\n", + "rE9UI0GlHnlWjjVQkzDL6/SouZxBLFEcQeYe9Hidcg5x+m4BQc5ej2fO8y6pXl/Fs7fC+5Kq3qlq\n", + "PSapzD3knphgFtLXKeo2+aJOe+ax9xxr5vWZRb6vE4+PNUJJzCVzxr3H8dwVWs/Zn5vL86Galzmt\n", + "p+Au+ohXZL7qyZhLtZ+dfeKDH/3MTqiTat6GJkoSROoRRmJlj5E9jueYD153BKKtd/cdxHoj2veg\n", + "GVDFEu89YtTr9XXy+WU+OXqtyFE7ZXfsPXeGy7LPyNyV+JV8xqu9Pt2Q4r5j1PsMJ+tfcjnegfi3\n", + "dSXISO8VqEe+EV899tg404Udroj/L/71/+HZ5+sMMebws/Zau/Rzf55TPq8K70uOcpfE/4t+bGRe\n", + "fG3E32RW0p5f/o6/S784E3/4TCX+3/dfXxJ/fWw+v/Qn88hr7V/zubUc4kutU4m/3rlXrhT/72/3\n", + "tf5f+pv739Rfff3T3/ndVvs/7r5BIPFP0b4VpHkVfyx8pov4Q2K7OEJO3vesH4FK3HeinxQ9Tinr\n", + "hcyfxdm/423fN9edId4u8I7uqMeqjtiDKcT+obKPWFcxx/NHdckttSnk7D0HGyk3lnVIdVG3yS/Y\n", + "zDLmjCHTR0j8RZfsEPA8z2X+FrJ/yv+QZs6eEC8kWHsE+aFojsSUmZyhnJ/pUAvM8rweNZcziCVe\n", + "yz5rU57ZK5exW8g+Zjln+QqXWO/zeBWroG4F0pp9U2Yjn7EufhFzEMOsy/oZ8/qDvsOcqPLEPBcx\n", + "pPQsv6m7h3GnSvZdME+xmXmnvg/RgrvOKsgZfp54rQlN5lkrl/W3wgxmO1UsoUZzHHJn+JwqfjV/\n", + "Lzk3yeeUfZ6/gs8QVY2T9YnXTtktYonXVHWr+AqfdWtfFRdXxL/q2/DFbf5A9VP8EeQU/plfSHLK\n", + "9Ar6qPdZvd/u4cIuzsS/fyy+zUL8yzmKH8B9VlQ9TtUj/sL/aS/en2mSPWuaVC/F3yQWQT8Sf2Ta\n", + "qX67fSX+erc8v/g5/TOqn8c/Ev/5S/Ma/q53IiHPr//Dv/UzPfeXvr4Wf+UkwT/U1qsvCb3yf+Hf\n", + "/evPPvbBH57SvBJ/5fxeiiVHuQSZnkLd8NgZU7yNo1xHUl3FReZi3+eakG/qqGU9cOnuPZFPsh6e\n", + "DOFG/FffAKBuxUbSC1zkj3pUl/RcIeIu9yn4m9iQ84nVzXwVK3DxvpcU7iuc9SLAVU6Qd6r8SqyP\n", + "5mwEfNE/pTjis3YI84qydux7zgTfccnO2NxLaIeoPzaSfv2yuXmPIc8T4mf5jAeI9BGSU9bItnpZ\n", + "n8E5WjPL1z5XMcE+86AaiS1r9sJnSDozDlWM+OsJMszdWCOLXRgtxvoepjja7E7EZz25ESO/YzXX\n", + "cw3mbuZHzeQoF0wJPptne3p6X5HPmnvZzDRJcxCjKudUc33vknVlnqP610KIkpwPzKCGeVXuIVQz\n", + "/EzPc67Xsdca2fJ+aq+Q84n53rl1fkV1psf1XCBrhOev8tD+io3sjn8Dkb84Lznrz/gR9/bosbrn\n", + "Y4u/2Ig/koz4E++PQ1Qr6b1C1eszOT/R2Ufir4+Nv/K27+zvSnf517xx77f8kSZjzBpn+ZnVXa5w\n", + "S8/94j/+lBwMya7Ev/9yPxNp7zkUf+oa1VwXdM6vqHp/7Vf/yZThFHgJtn7unnyF8tXXRz/4Qz2/\n", + "En+J9Xtf/t7y4/16Vx/RT97zju8pxR+h1plVH5zlpyw3mCky7znhfUdsahFqy5exKs6+ABnf7Vsf\n", + "6+TJkOgq51C3QnK/En/tqx4nBT7ZSHyR43Hy9ibZtu/inXJegaTbXsI84w8g5Zu9xzJe5ROJaxWH\n", + "VV7xR2O8G75iCrbJNvfY5EzWOyOHCBPbkX0FLtQJEu9iv0GC7Ovc2yzepXc8v6Lq4zfkcw4CDNxj\n", + "rgdZ47Jc4fUrJMOs6bsyG+hDrIkz1/fJKo9E5z7jks2MVXUeuwIiW+UqqK+Y8nrArfUwhTFzLea5\n", + "zdwq5rmB+ss7WU3HcwVTZImN2TweQT30mO0lR7z77e9e9/1HfnTzsfBN77hL5pOzvOSJM8HFCrLG\n", + "ocafAz3kkuz12FHfFXzOa02MiGstqty95AzO0DrP4Fyv9TWy5fGHwnma6ZCr4k4Vc7L/Fh7af4WN\n", + "xBYc1Vzpv4rPQtKP5qvGZZ59xjOX8Ur2Ha/3vjlvJf5CoizYI839nX+T5Ku4AHtsV9PkdyPpwa/9\n", + "3f2fdtOXfnac3zoPlfj3/biHs7vHEW12GRfKOZY7FP9R/1jij3zqkZ6l+Nts1Vcf19eX4l5bke/o\n", + "64t33yXw1Tv3ereduyaK/+Wv/7+PyhdfmoMoV3m9i6/cn/63fmZEXnypN6XaORP/FdwHqhqBWHvM\n", + "+6Z4n2EiflPe4zeAlLMWnmPP2lGfkDSzXuGiXeX17rjLPu+WE/f+e0Dkd3GT+4lqnRabAo7QV5ic\n", + "p6zPfoMced8f4fJdxTK3yosu3SbRVe5WKrFexSdDmnfCj1BLvlU3BFyPnMf+COS4ygnyFau8C/aU\n", + "+AUSzy7V2g+59pzPAqRdVPlEdf4n5YgJzuxnFUhaJcXUuCAjzA+BMziPuM7zOofz8x5IsNf5WlDD\n", + "voIa50pNImGt4gKhrXKiyhMTiKPHtWdND3XEHXKe95gL6g7lYMR2Myy/i2csidkrJL+ztmLU9Lq2\n", + "7me2+FEf9V7jMc9JfiRgpfg3UtyZ5/e/B2ZyXuJyxx0rlHutCYzwWPYQS9Tn+6MZFd7rkPf5iA15\n", + "4kfw3I6o6rXO87mT1/JY4XUVR7nXm7ybi6Pw2hWP0fOhjx/jPVNmx76adys5M+Pk8h4ZS7z/Ck+/\n", + "+DP9MWekuO+I+iTrNz/j38X/c5qQjG8AIM793X+T5Cu4/Ar/eL/wurd8zvY87tSFfSH+kv6PvP8H\n", + "u+y/ufULxF89YjOvuNOGIeGXuNIzaq6I/1d+8Y+PzIuvm8T/P/7bU5iF1vRU4u+//d6FuxJ4vet/\n", + "9O68BL/64iP5K/FH4nOekIRXPZ/59G/M51iK/w/8Nz33F/7d/XM+k/izno1EGz7jqI57iyv1O4Zs\n", + "7ziqOcoFyHrGnjTplgBXNb5n7dArtD6CuqpesyTOSP7mI/Ijnv3J6hzYSLzHXfiFC7/3mLBvKKQf\n", + "iEmiNz0D6pRnnSDhuXeO4tmHLCfed1QHO3G/BZfuEZMAr8S/51pNP7f1SGgl3lrrUaLrMT/HBV3r\n", + "WTMgdoTXO+T77CHWKySlrJFfvgnQ9+OOiHpC/gjV6e/CI/6bfs4cd+BcZJkcr7fn6a1gFuK9QrWc\n", + "I4jT6zHh8i0kt74WXus95K+QPewzvgIJrmKJ12Stn6c9woiM7uINZqpP7zq/+uFPdd77tL0WA2LU\n", + "w5zT5osyZ3n2yvvdN3UjnzGHM5xZG2d5zybfQIr1i9/6L39rdVOSrUd12XsEwr2jyZNkENFP+S97\n", + "Ftx07iDP9vMFgucxRzlJw2tNYohp7XvqhOKs2Xus6vG6qt7rVqgHwdG+OqMiz62o6rXWfM/nmdRe\n", + "hft7zOdkXrncV/XZ56zicPQ8qlyemWS943VTTgvZd7iD93COcj6zYnU+VMItFPPc6g7UO9RcRedU\n", + "Z3VC3HdQ18i5fV7Uv4SgIt4OAt0ZdTcz5LaLf3uU5PeY5cQU3AJJsH/pndmPfOAHpgxXPYmfVaFf\n", + "iqc/hSfxlJAxW/t5zsFZfPPBecvnSkL/+rj1i6/PfLqJ/5Bc9Vbvtuuj8i6LnLMSf9Uwz+9Zib+E\n", + "VkJOjfrUr9+AX33pxyn0c/w+Vx+51+8AqL40X/P0Oupj95XE6+vvt+f4sac/shHhr/ySn+j91ddX\n", + "fdlPzLq//A1r8a/e8f/d3/3/PvujX/6Tm7OEpPjf/7q/Uf5oAM+D5yLYE9vIdTIEeZLx1b5gnkVt\n", + "9mQ8SCk/yyde98SkXFSxZFXDfMn7ES7jFb3GJHtC7CreewMu0RU+u8onKdpVjZP1t6D+FPcEWdba\n", + "e7MOplyPnhmTFLdH+oml0DvzHX0Yc+c8Yu0REd/dhboBUg79DKQ2cNntjNgu/gC6fJukz3tx33GX\n", + "STEDaU55Fpk7y3uOfMbgKAdnNYgtZB6BdVwwWWeNQ42juOYjg8QqlFONn0dM/Rnzecpzxj3o7/CL\n", + "D3yoietY+9/kvzKfmpKnQzLHPuu7XFJjdeCvQzWL3BRV8u1xE0tGv/JT3EeOfe9v/+cfIUvxrXJZ\n", + "47M4l3N6bNQlzOl3GHjfjGmePd/NWVHrcK/XhrT4c3EUh6Mcc5hFvdccUc3WLN8f1Z/hvau7Zq3n\n", + "V1CvWpckejnnCt4LnOMxp+pxbs2vzqKuqtd+iuDIEaNuBf2IKTE9Kg7e47mMJ/PP0hUfY++MOj/L\n", + "Z/Oc2Ds9Vs1spBBXuQ99ss21moqnX9Je11ZXoVzOA59xBe91qtojpvhvJL/h77r3d96pu5Uh1v0d\n", + "9/ZYin9bI5QVLv4SNP6W+4aiz5lnLdAMyT8SzNwu01fmm/Aj/VfEX6zE32s4pxT/r//bz/Pjztxb\n", + "z6M6X1+ScZ0huZWAM38l6fpSTrXqqUSZr6/4kh+f91694+9fz+/wO0vh15d+Ph/ZFqX4j4/6Vx/b\n", + "15fkX98c+NN/6mc73/bNf+/Z3/+13xnZ/dc/+q1/9kKsB5yfIu7xil7HnNGz23vMIT5qkGUx+27E\n", + "Z1zhicl6Kd6Wv8qmP0Q/8dqSM3n3/BFV7x2kmHvMxRm8tsq7yFbcWp9sZHpB1QdVfcWyfoj0EpP2\n", + "Xu97w2X5LOZwzk6wIUV7Fb8Tl/6SIeQrXJKrfIX3VLj0HtXfOstBlKucOOuHoznkVqgGwWSf/Twi\n", + "sdSexbRWL+LntbcwxdEgl3eoapc83Yone2cVP5q3q8l4sDxDjH6Xc+F7F8IzUvqFPhXgs3Wen+O1\n", + "FdSu4LmsclWc59dpAiPREuX5I1flPSd8lqhqkrOas7zOPOJqfVVTyV6S9StJvELV6zOP8B7nrOYs\n", + "D16XtcRckq+i10+P+Y600P4Mn+W9ExPuiuy/yjy/ye5upolw5sBrrnLW+xBhF95/74yl+O8oZPky\n", + "44z+kX6JMTHLI54ViH+X/gs/c14xz1rQ64Ywd9Eest/XNqei9wzhd+m/LP5NlPOrEn89Vu/KS/wl\n", + "l5Je79G+mp1fEm56VH8k9Wdfup/f4Yr4n32pXzLv4v+f/MX/x8i++EL8hQT/oV//6Lf+1700p5A3\n", + "JMabeIN7wqY3Z7E/izdSwhHzqnZDzKQv56zwMx3EexU/g4/QV7LvVL0bziS+yjteW+BiXlH1iKxL\n", + "OWeduQRhfgx20n0g0lD1+cyNXHudzaCHeO8ZsY1kF2zmGBt5t1iKc1UPPe/S71IeMaR5tb+HPsPu\n", + "mh/D75hEc6afK7lc1SReB0juiqrWY4n3ViDIUNVcgfNyXuJifJZj9lEdtZmranPvTDE+4+kQYMP7\n", + "d/NUP5BEZizpNYv4KncLXZ7bI3dEbHt+7FnTkzF69MiafSXzt4D4V/Ov/J14em6FM/zcKvdakyOX\n", + "3t35lrsV9Ws+rGr0qDxStar1WVdZ9bnE+bmek9h5zxE+Z0XV51R13n+E9zhHNYohsF1iT2qrfMZz\n", + "ls+v0L9P9jGX/dEc8itctivOZuXzpJaPz1fyC5JnP8tzVeyMKz0PFffE51Vk/eFH/fvP+w8qWb6J\n", + "If5vbTLM3vMp0w7ir58br/LCZbOCbzqsyPqc62d5HFz2nXvFX++sI7GC2kr89fPukjoJZtYLfRPh\n", + "6Evij6CqVx+3v0fW9Q46c6D6qL++sXB1vur8I/5wJP6cq3fsr36pVp8I8C+d/fEP/9X+2kp+NyJt\n", + "uCBXeeG5rD3qE+Tpe2KCTeyMnAc+6wreu5qRUo7cl/Hxc/KljBvMWDFl2/tMvmf+Ai7qj0kl9I/F\n", + "FG3Dxdypas/Y9A2J9pwEOuObWo+3NdKtde9HsBds5li/QJiZR0zCTLyCPrEUfxhxxDlleld/QPbe\n", + "Q85EgBPqq5zjMl2xqvMZqxqJ71F+BRItck9MaGbmEGEXYtZZQ877s8bXHsu6W+hCe5WnQ4Abu37L\n", + "9fXAJdLjJfQ7Vd2Cs3MQW5/t9dnLvBlvPVq7ICPFyqf4I6Hsz2BWNV9UPZzRKXpEFS9jPuv3gNeG\n", + "ODmrmkq4VjOy7go+/worGXwI1b3gSk1y1kN+BSLrKH5lhnJer8ecwX5F1Qfa8+/vMa9j75DrmJQi\n", + "zg4Cv+trZMzPOBN/xFhnZIy951bQ431VrMpV+VvJeUnWv+TyLSopFlmXXKmX9Kf4z1oT1UTiql++\n", + "VuVWIp7k/XaYMOe8FOmKSvrFkfhzpkQ7v1LGYSX+8x5Wq15J66vv+v7+UfrVl58FeoddIn3l3X99\n", + "DL+Sc1GJvyT71Ve+79kv/eL/OCL1199qefVrzhTX8c51Jf4//IP/zeZsnfHTP/WbI1t/6W7f9i2/\n", + "2mdW3yhQfz/TxJk7eKwS4sxn7VEuOcuf8STkXJzlK7wn+0qxR8wjt8lfEX9+kd6Cjbyr53WW+KSS\n", + "ceeeHkRdVHlnI9uBz3Gq2lNCwHdxr01aHhGf9YMp3QM+ej/x2kLcJfnM9ZzHsseZZw+R3sn1yCHS\n", + "nvfYirM6BNbx/NlZ2Qsux48B86q5mXMxztwR3ue4NMOVGoFwruI5x2dVfVDVen3uPXYTT5/Lbxlv\n", + "IJOC2E0s5m7yGWuU5xZzqEF8PT9j9Fu9x7WmlrVQ7jHEn7lJP8Nqmb3Bah3i/JJBj1GjeDnzs8hr\n", + "TdqOkFCt4me5Vd7x2iPu7buVo3OOYmd4zy24zAK5nJt5Ynqk1muu3Cv76CWmvM+pao5IMRW3iP8Z\n", + "1XzhYsxaP5PvP7OfPRXUen0Vq3JXyP6H8pKkFzF/CDuRDlSzEv+eH+JacfRb5cGFt4KzlwxZ1CyJ\n", + "P33M9rOAmk6bsePzJNDf28Xeyb8lL8lWXPIs9Evo9E6zSyxIhKljXn4M3mdrL0nVo2r1jQi9My+0\n", + "1i/C08zsAeX08/D66PxP/9RvdFmXkGuvn7PXL+fz3pxRib/2yLOeh+7CbIm2RFyvwRTshiQT+dVe\n", + "Uq+a+Zp9xaefffwjn9r0gF7Lb//WX3v205/5zXb3/6nzwz/4/3r2f/zan58yrUf1a46TNffyxKRZ\n", + "69yrhr3XQOaTrE9Sus/yyZm8r+KX8y7uBZXsO2VPIdu3Ukn2EZVgC+Wuzq/6S5G+gQfPTBFPqp5A\n", + "4s278K9I4hVvjxvxLujzVX8g8Efv7nPGEZVYE+voLpb3nPfci4svIk1OZ7hgC68XqjvKe66qqfKJ\n", + "1ztVzgXacQF2qlrHayWMvhdZcxUE9Ois6jyP00PMc3399MVvxc+ay7QZnSrWQCbBc1fJGU5VL8r8\n", + "wR2RX+oUQ4CZw8yMeV3uU/xvhZlLCll2uMsKF/+Kaib0+xXxiteGgK24pdZBsrT2fsTL8wm5h+Iz\n", + "8/5V/RWO+lfzq1iKpr8moupxjnJwNP+sJvfEfH8F5uS8jCPqLuwr+oxCTp1dfeB5h/zZu/aVbDtV\n", + "T4V/s8LPzBk5/xZ8zlVyRhd/xPwI6u5FM5DsPtM++t/zhVg7lVzewhT8FU1SJYk6S+KvtWKcfXqX\n", + "NiOlf4tiexBkXyOsxAX7xPPex/Pgvopnre9zLlDrz5sc+8T7z8T/KpLbKdJFfsnoQZDnjIif8aTJ\n", + "cRWHnJt4v9a5Z+155yh3hRTvlO8qn3j9Rrw9fob3WW8l7s6uL9jUFoJ9hoS7it1LJdpVnSCX9U5K\n", + "dHK17m5S9BsbOVdNyDl75VzEky7eNqtjYi18bko79J+FH2Tc9yVDsh0/X3sE2PPEia04q2G24/kU\n", + "68T7Xo+8gyBXsRWI7xlVr6hqnVXNLTMqEFj2zPH4JvZ0Ib++N5g7++5Bs4q4i2uVn7R+r03Knov4\n", + "DNZddMf6KAbqVX7zTYMxj74U+SMQV49pjuPnd0bPiuy/lWom+J3Fa0MiPZa5q0wxOsit8sJrbqm7\n", + "l2r2LVSz9Lp5/Ixq1pF0iqrHOcqd4Wet7rCKk/P9Eas5GQfEv5LRSpCX2B2OqO6g+Nk5CHGVuwV/\n", + "Tn5eNZ/YFY7+asAV+BQDvFRK8MDF/R581k78xzcTZmxI9RGVZF6Fc1aoRqLIWVpLXHn3//QOmgE7\n", + "6T+X5NwT8/tA1lBHf+6RT3pW++oM5s9aahb1HlONfszgUPw5G1psNYt8xiTE2u/6Ru5JE1/Eec6x\n", + "3itoxhFnPRJn4oi071lnj+89nlR1jtdWEu75Cp8z+2+lnfPOJz/w7OUvaJLb0Lqf33Iu7hWqPYK6\n", + "lHfR+0O2V3gfMQm119yD5Bc5/2wwhX0gYX4FEb+DLvcr8ZeY6xzVmZgj6opLvv0OyiPkvc4kG1x8\n", + "mcXsRDnN09+o979Tr7X+dj17ZzNjnCPxnWdyl/YcXXK9BlFmvwKphqrGyfok6yWffkfuWZF1Fcgy\n", + "VLkqdi8IMFT5jBGXuLJ2spYapFtkT+J11QziM/Z0SO/Iiy6mtnfU13vpW8A72v6udt9/5Pnf6J8z\n", + "R32Kq8/q2B28b8dZfpDn7cTW7qC1vwOuGGufAeQ34t/upNzsafK2eV3sdfIcggzEme/nbBjilv1Q\n", + "9gyOcvN5jjnVOXlvaqr7eM7p8lPEkKXsJQc+3+PaK+57Yg7xFTkzQeCq/KrH4Q7MoEfx/u9v8TOY\n", + "WeWAmqSqFZlzaXVyVtaxX8V5991nnL0jf4T6Ncf3SY+b8IqVICeIq983IUeeuzj+pwJ9fsbYJ95T\n", + "wT1X8SpP7IrUI+xV7gr0Q3/Hv4tvIevO25q8sqbWe1x63/qGJpWNLrwtlr/pvkLChrAireASC57L\n", + "+nvw+/Ic3vbGJoqNvkYmTTCr+1Q5sTnL4sz0fAUzeL7+mtCfM4XHmEUu9xtCkIkzb3NO1hrve/cP\n", + "PPun/7QQ/6w9mnOQc2HWY5UnV6GcqPqcs3yKsmB2hfJdeKNnxdvf1p5DQfkb8MfPxW9iMW8j5MA3\n", + "Am7JjTjivYJaRJ0+rfVNABfue0nZdhGu8tRIWr22qvMaj3tflfe7kUfGNwwhvhxPqKPW9l24Q9od\n", + "BF5r/m4+Qk/8DJfkDSO+q7ec1i7hSD4ohqhXsf4cbVYJeSPleQXCrDWzPC76zMj5Of4Nhwq+QdEZ\n", + "f5tda76JMXMrmnxKwHUW57uY+x6Bdby2QvfJu2gv9PfkEdgV1ZlOdabTz7C/Wy+Iify79hnTjOo8\n", + "rXU/ZDLvjfRmPJmCHJQ1OqvARbbHRu2Uw0dgI5uG36FiJ6oRR6DBpQ+5gpTyzpiFJPv8Hmv/p97n\n", + "OcpBlRebswbet2IKRrvDEat586zxOq340Md+us/xGLOVI5+xGeeeF8l7uiRdqU+qHidrso9zieV9\n", + "9Mi7x/0d5NHntR5zjnIVzHMyz9qfR/aActXfqHcJzNytSO6qWcSqOzln8WpmRQpnFff6x2I128+9\n", + "FZ9TPe+q1mMO/Yg39fT4uiLrBbM+/KXtfw+LvHKCGPuX3vaGJlUNpH6Fi79w6e97IXEe0sx6yj37\n", + "BRJJSegVkXf5rGJ34XfWfUL8y54G8pt3UMz3K+ivclfIfvYO8Vkz5HXWa2/15Dd43qlqjeU7/kXt\n", + "PSDeT5pMsz7KOYrDUW5FynSStbmXDBOnZ4VL/AqEP+m5MWcj7SAJr9bOEPUlQ3BXIPgOsVfe8VzM\n", + "H4LLNriMJ8p776qmgvxGulk3fEbidRtM1MvYnSDKKd5TvoMqvqrdMCR3SVGPpPZ1E3jgzgi+kHB6\n", + "jaM6BJyZziou6DvrJ8e9tUceWVNXySW5FdRST3+Vr5BY6tHr8x5A/BaY7/3sXW6vMAXYOKsh7vfJ\n", + "2lXeaxBc30swPb7pIX4G8+ixfXl+AaK7uc+I/17hIgpVHpGvBDup6piD2HIOsdeaXHm9oxxU+RXe\n", + "dwb3WrF63jxXnt+KaqazEv8ZC2G7QvU8V1T9t8AM5DLnpnQinOyv9OeMVZyY4/mqJnO+J3aEi5lw\n", + "ka6kMsn6pOpxyjvdcP8rZwgEE6q41z8Un1vNzvzrwZVzqEHWPcee3BnIu/jIl/10x+eB13u/uCT+\n", + "kn6o8h3JccizQ35Jk1DJs0s/okquit9DJbDkmJ+56tysqeKZW9Wcsekx8fWaQ7zW+xsS3Yw9Fmfi\n", + "j2jnfhVf1T1p8sw6azzH/gyXbuH9V2Zkv1jltZdcs9Yjwj1jhdBv0DvrVVzoHfdK1isOJJ9365Oe\n", + "KwTZOeqX/LvEI+O3Uom2g1BrfWtv1k05fywKaX8oLtA78a5A0kXbb4TfcwZyfFSjHNIMyDP9K7FX\n", + "3HPL/ZizAiG+ylk/0ivYk0M+q9rXC8mlztTa5Ze1xyuQ3SOoRWLv6b2lB5DnCu6S66qm83QIte0l\n", + "mLu45cu458j7nljUujSD5xBBj6/6nHtq2buAeh0x5NLrhNesxBdeG6ImynibMSU2zur76HPIzVkF\n", + "Z/kz/G4Vfp+KqsfheUrmn378ZzqIvXKvh/g75XMu6h4KIqk1Z2jPx82rOq91vD/rwXPJ6hMEVd8q\n", + "t6pPXEbFreL+elPd2al6HGTzSpyY4/krVDPgSo1wEa7yjtdm/dlZ3ucSTs5FfkXOSfw88DxzqH1p\n", + "JfQu+5fgnfHGzdLfkJBKbl3uEVVkOZkie1BT4X1I4jI/8Pyq5kGMeyxZ1WWcfcYPkMhWcYHoruKr\n", + "vPP3f+13nv2j3/pfJ3/rl/6nXf+9PBkiDWf5qyDlcOvc7BervPYSY9Z6nALeHnuMj81XYt+QLO9q\n", + "xr6L9JPn9JlHjHNdzH3v79iLWWcSXUKd4XOPpN8F/F5Wc5DuMl6BWI/9sp66G9nIeqOqqci+HQj8\n", + "iiHjoNgUfxN2Z1NfxDLOmr2kmHhVD6rznuyT1GYPUH8GAi2qvCDvAus9nFfFvOcM+kWVfz1IWU68\n", + "DpnN+BHV8/H81TliI9R2l75++lxqN7Vj73n6NrGMW455c07kz3ChPsKFV/ur/UdnMQu8jrMkL681\n", + "kZKk8i611oqRI38P9N87J/sfGwQOqpojsv9WVjN8Pmuvzf2KKXBFTrjkVVQ9t7Kapz0C7jVel3FY\n", + "9SXVDHoF56zOW8WvspJ8JM1j98Bc5jke9x6He/prIohvam02uHxmnXKrvqswM+cgtn5+UuW870re\n", + "xTnJ3lW/772G2RVH7+g7PruCeez7O/5vf2MTNMn7QxiiiRj7O+QeX0FN9Y77iuw/wmuv1G9wkS3y\n", + "fd5RjeecrDti1TPiktFdjedsf4TL7b3cMvfJEGFY5XP/UFy8Ee6jfBfiA7I+ocZnewzpnjntPWaS\n", + "X4E0T/k36e8y/WTPPKNR7RF79sQq8eecFfo4/xGqeYjwu3RXeeZ53UTyXMWdEG16mH+p/gIp7Kv4\n", + "zQyhPgJJ1WN+U+Aq6nU83tdjXtZwrqOYkDBSo7XXegy5FC6YQvkjvBeqfM51qEEQvYf1ipz12Li4\n", + "3gN31Brp1Vox5by2YiPL8PSFrJZ5cZS3/n5Ge5xi2/Lz3FFzJL+buRXFDKRZ+MxVre9X+Eyfm/Ek\n", + "z1vNWtVIal4bEpnC7bmqZsXV+rNPCwifdQVEreJKfVVzRPYLpKmLU5F3sm41szpPez/rFphR5UQK\n", + "4Aq/zwrVbWTSYg55aqhzjnoqmLOalbGrzPM/2eYecCT9V/C+I1SL3OWMiuwV2e+5FVmf81hXXLlr\n", + "zhTc0/G811QxkUJ8Ffqu9lOzugfkXOAbAFDVJEez5zv+JePHADpVzEE2G5VcE1vRBTF7EUdfs088\n", + "X7CZu8J7qljFqJOUlvlHYjOfu53cD1nuvUXtzEVtxZWaKzwxuX4ICLLvPe+Qo6ei6nEk4EdcqVvN\n", + "O+sTlexXgu8xjyPoCaKfkq+9hFyP5I/4gne2+xzALHDp1/4h0i924p2YXHda7LC3qC/jcJIvZfwG\n", + "+Gj7itNaE2qny7iJuCTX4+R8X0H/ilm7EH/Jo4s2IMa37oWLb9YlXuv1juKIbNYLr2Ov2R67Amf4\n", + "OR6r8H7hd6nqHYmt91Y1mqVH1RJjrZ4pyHfCvFOebuV6MnII7Sq/2VvPLm75hDOuspJugXhDxld1\n", + "yVldJdMOUvRak0hiWgvFM+aQu6VmhX8TwPtyXsL9Xy8keVUcju6j3swnCKTPoxfIVXHf34PPhqru\n", + "oUxRjpjnMg+ru/neZ/icVW9FznBWdS50V0BkK6F9KC57Vf6Mqvds3ip/1EfuCld7r9bBSpKdKk/f\n", + "UX9Vc/VeIvuPePplbeaCD33p818qqDq+cTD/nN9S+CHi+pRA/6QAMZdRB9GscoakcFfnvaxXNY8E\n", + "gtr3Y/7cG9RVZG1F1XcPR7OfmMgSZy3IUZ+Q956qTnhtcpZ3IV7lcv96sxPvosbpAh09Fb1W6yHc\n", + "m762njJutYodyb4Lv8c8rhkrdJ5LvmIu5Yoh7F3SR5/H3vFKu/8B9DFf+yn92pvE38MU76SQ774/\n", + "qLuKy/a9uJxXeeE1K85qEVwXbqfKeYz+1YxVzuPIv8cBURVVXHLpNY7q8rzExbaaIbwma9kjuh6v\n", + "YoKzFVPNET4rWcVXcD59EtisIQ5HOcFzoLbHnz4X4ao+Ye5VqhmVfHssc55fzhTRU8GcFVXPRryL\n", + "vCCvn9f2OuLEfH+G/yw4uDxLflgj1h6rOBPwo5w46lec86lB0jwGnsvYrSBxVc6pxM/zvKObv719\n", + "yp3VVuT8Kk+cmk29SWSFy1CV9ztv7n0Rn1+RNdnLowSlyvPcYT7v2PM6AvGKTZ3OCFzCMjfvdZGn\n", + "X7TlQ59o/U7Rcwuru3q8yld1VazC+1c9q7jnVnnnap24pVakRDtVPazqPO5knnfub+ldErL/4S/f\n", + "xvJTAi9NgT+SfmE5emZvi+3eUR+ieBXJYV/T7zNYFznEc9YuoG5F1vS+cU7f27naPynEdNNrrGIO\n", + "81ZQw3l+Zp9Z3M1RnD6tq72T/at7A7NE9q7wnlVvxr32MZjSnUi+HwOfF/MRaK37XdrjFORWw/0U\n", + "Q+Bd7v3d8cwBcc5a8a6Xf7ifw71W4p99M/6u1neAz9OjznvXK00G22OPh8jfyk7kQ+ZnjcUAaa5y\n", + "wC+UW9WlaCec4ZDzX1a3qjkja31m35sEC0TZhVmPLuaSPeJaAzPIkWefgu85jzmIKvuskbh53OsV\n", + "83pyPg+h9JyTfSuY4WchlZyBDFLb4+Pvra94z4faa/j0rz579cOf2sS1J36EiyznCu0ljtzNmT3j\n", + "rhkD9esO/U7+t+PHu7P9z7NZ/SU4Z4DwruBvs/ufghMe8xrdS/S47trO1Bzk2Ge7ND8En+lzu3i3\n", + "vT//rHHxz7teIUU/ea0QZO15ncgn5LMu59yC94JETI/kkTNiq17i1NNzBe9ZzYenn/zprSjmWSaq\n", + "sBEQ661gXsY0W/fymrKuON/hLlDVgNchFh67h5ybZ7HmLM/3O4zXv3r+eo0y5hzlgHvwfFdQ53en\n", + "z/dOz5nk5zcBPvzF9VlONddxOfS4z3C8Juuq2AqfUfWs4p5b5e+lmonweswhn1R57xN+ltc5Lt79\n", + "Xfcv/5nntPVZH72sK1zyJf0wxX+cpTk676Unn9+EqoHYbUB2h1QeUX6M3mvG3mWRuHqfmOyR173m\n", + "Nxisfs6EFqNnhddXscxt8m2+38tRXIKmR+qJKc9McvQ4GVMvkPd9ojjz/RxHdb72eV6/moOwVvcg\n", + "lvHM3UOeu8s1Ke3i7B+BN/hTd8zZMHo7bc9chJac9u94a1s33vn2JrwG8d08p+X6jLFmj0grPvNj\n", + "jSj3eKufgt32DnH16RG55izVKEYe0VbcYz6Ls4+gdrIQcOLvflcTv0aXfRP+OevldpfGK6+0+xov\n", + "4i/m+fxXhnhLfFlnvudiD7P+Pe15L/5s3S43xLbE+ja1uc945F2gK5Bol+meszmel6QiyMJzPf/q\n", + "p569570t/p42qz0Kj6nG+xFfj4mcS5z6Cu9f5RBZx2s2f9O+wIW3mnWG969mKI7IUtf3T1+I9Yop\n", + "haPfZ8x8zh17nc0+qeodr73Cqj/jMHvjuWk/ZdjjlncQ5YxPFv2zz75ZIFJo/ZsGZ7UV2XMrPuu1\n", + "IaEeu5fXPvqcvh5zV9CTd/Ic+yvc0oO8CY8hvmf4GfSd4f2cLbKux4aIrpgCaXPEKi7yjFWuyif+\n", + "jQnts597Vu/qd1GKeYn3IFb0CwQo4zM27qFZ3HPzuoy6WW8zhIRF8byHHv25rOC/C87bne9xey3n\n", + "ve1uFTqjil/l9PWLvdc/Bjlf6AxAGIlrnzHwXMYynnmt/XyP69HlFTzvbMTYap0qTo/HztDH6cEl\n", + "XFSxJEXdY8JneBy8r+IjX9GeV4P6+ef8UvhuRkIOVX6ASE7JHD1PTBbJ802J/g0A77E5zGAvcs4t\n", + "VPfgzCT7iGstgfQZXgeruEBCmePrRPHVHKDX63ymrx3iR0gwfX/Wi/yuqHqSWS/BbVTS7/h8epwu\n", + "wiOvNft+lmoK6Ycu/jFvB2dDiyHf4PIt5j1aLmPgcT0i0tozUzFmuGyTk4Rr7/lbqaQfeq7o2RDC\n", + "v6OSeiB3B3wD4OV3tzNWgp97p8oR83jWOEU94rypi5wj+c09UswevA6QfJf+Tcz6EW7mX8X7HIlr\n", + "Fa9w0YZV3EFEq5xwWb1C9nOHKu99K6rancw2MndUK87y93DlzF38aQh6W2/En/yIX8X7kk2dSXYF\n", + "guox/2YA+Xt5zSSzoqr12L0g/n7WPcx5Re6Iq30uZR4Tvl6RPVehz+XP8zM2xGiJ9VR38fnJWV5U\n", + "kuoc5bvAVnduIFnVPZHfo35gzhKb6zC/7GkwX3Lme8709RFHz62fX8SI995i5lW4+xEIaJVLqPV6\n", + "j1VUsur4fJ/nNdqTq2LguYxlPPNHcdZZ53Hn90L8K+m+QiXvSHrmPH4VxB/534u/ybtL4szfCDMq\n", + "zupc/HWHXX7EfIZiDvkqB0c5WN0RVKNH1WktYfR+hJV99pNjnz2s2WfsDImfHjmDfpdRr3eU48w8\n", + "92r/knYvBJW14pdnjB4+0j5J8Wf2gs35EGeAast6y+1qxpzMg/IS73xHXo9I+WPhwq3z/N33FdQ5\n", + "m5pKyB2vbezmvavdqxL+hnKbd+hFdcYQeT7ePutbbrM3qN/INwKe+2Tk9M0CyXNZE6Rwz5ydkTVX\n", + "SMGWROpR+yszX31fE2sTfcR/xmz2Pfi9uBt7iSLxFdT7DIGEeqzirG4KaUCfrx2fUcU9dkQ1J+/S\n", + "edqkdqw3NYo7VrOcdQsxd0dxtscrSV+Juwv7Fa70uNBXIKjC41fF/7UmelVcKHcL9/T5ec5V8Uf8\n", + "Vsx5ix6P34NmIGXM8zXnrPAan3MVeryPvQTQhbOSTRdFZxVPqFvVnuWr5zF7Prn9c2B59471bXoH\n", + "+dzLGQu6XMVH9TfnxP1WIGlVPGNXWc10bnmuDrMfypVZlYzeQp5R1VR5j13JCfIrqrqq72yWi3+V\n", + "X3FPz5GUX5F1+p0q7zHHxf4K86P+CCcSnbJM3ms89phw5he86Xte0OSPe8y8xbwXWfQcPZm/FXpz\n", + "BuvqDtW+uhPxnHErU1gLyrommB6/is99MAgyVDWQtY2d+Acu2Uj1juIMxDv7b0WzNAfRlfwi4dqr\n", + "xqWcM/XokPc64TOzLvN65B7EfX8PryDThYwLPuq/+bi/8e53tztI8O0bAOx7rgk6zLMKEHlEH3xP\n", + "HfHOEOAp4gLpNynfMfIu0VWd55Foj2VdVVORdew9rrkZTxB/R7EZN/E+wgVWZA4R1b6fazHhvVmf\n", + "Oc9XOeeoTvGNrDaoh6PcJv+0yavVPoTdGZoNI99rPW75klVdxq9gczeSXdR6vqyzWZv4wH+evZrl\n", + "+QqXYRf7FV5/Bfr8UwK3zJK0vTYkmBh7z93KBz/2nDI3ZJH5rJEyzyXkHpM8l/0t59EDq/hVVuLr\n", + "gtelyT4evmOR25yjmqMZBd6fzLoxN+/b7zwEq8P5dgdm9ddv9FSvgfpZO7v53MkZZ571s0e0vMb3\n", + "K3yOx6a4FXmveyh5zirO/iwOZ3mg7ozsSwmuaqpYcqXmMeHeef8VWX8rKwn3+BEu/EeCv8LPrMi6\n", + "lxDrJ0NAEc9klSe+ysOVGuF1lfjPnAmo9vR6PHOr/BW8Bzn0Gb5mT02V9xqf57kjvI/eo5q5R3LB\n", + "ah5Ezk2qHqfquQGX/PwFd8IlvKKaqTiijFBD9mc+UY0LttZz38TXz8g6Yh73fI/HjKzpwu31ylmP\n", + "15cMQV/xCvJ9QfxLmty7/Lv0izm/gbQ7KfrEhH7RXRVj3XNDvJcU3wBAtm8hhZu4z8sar6tyArnW\n", + "mlqvJw87+X1/ezT515pYJ+oTn4moZg5R1WPehbj3sfec5x3PH3FPj5hSGsz8072sbih6N1Q9Imok\n", + "uZv4iMHsA6sTXlvWLzjr8fw9VDNB+UrmBf3lL7TzOpNsQMwTr3kthHdFNUf4rCMQ1Jy7il+lEn9m\n", + "Oquc91V5l8OHIhH0WRvxHOt7eEg/gloJr0uh5/3n0MF7KpizylXxe+EsR/LDmjq/f8ZZZ4/HnKN4\n", + "sqrTI6JGHGljvyL7zuKPzZXzWU+ZtFzGbsXPrMh6znvouVfw+atzfX0UA5/xGHz0S49ZyTfC/Xpx\n", + "7zlT/JHFJyamLuTkPCYUU66KX2VVr3u9481NWBt5N+0ljFXc8Rx5ZLPKJz6Htceyjrgeu0COcyq4\n", + "h9+nyq3ijtc45HWnvh5CK7gfcdjkj6A3+ku89qSH851VHCrZdxBiyH7FkGCPsUeYiSWrPHE/w+u0\n", + "RqyJ9xhS3XKKbSS8QPKsR+b3+OgX73l3E1zbs+bMed6dvGJiXjHP5exGJf4r5pwQePDfuu81ir/3\n", + "fT+22TuzB7Efco80I6eV8Hs+Rds5ygnyXsNcrzsCAZXQeh+C68JLzHn/B9qji/4Q/8moyzlXQUCr\n", + "Obov8RVH/cJrK7w34znbYb7XHaGevn46xJUc+4sgtHA0Y1NX5IXX3IO/g32GRHYXazM2Im6zPZ5U\n", + "El/hwu/MmiGuKdxAvqrT/TN/BQT295IPffw5Vc45uu9RrpLle5mSHbO1JreimuNxjx2xnPPJ51Ka\n", + "IE7sXZZdkFe4fPmcqqbKgc/w2uoeWev1q5rMZ03uE/IpaJ47ourP/VWqPs65d2ZFNdNjHj8DAa1y\n", + "IucmLrEVOW+VX9VmLMl3tG99V7u6R8aq3GPxsS/7mUNc9p15/yLnXK0TVS2xq+ze8XdpJCYx95jL\n", + "PXFinqugHhRb1V8V/ytkH70er/BaJ/tyZo8NkaXG63aoNvcjVvaTt5qZK9Cd+jr6NvsG0gszZ7VZ\n", + "Q10VF3PGQc0R2Yc0eyxFnz91N//k3eg5AjFlj0RrvuLsvSdrj6h6pgyfgWQv4l38R34zl74VJ3WI\n", + "+axb1L7ikj/EexOLvin8DX1Togu+fnt8RcsxU6KerOIp+Blzroq956o88WSVJ+45ZjreU9W5/Gqd\n", + "uRX0fOC1Jq0m/lrrmwF8Q4A65me/xyqQYt97jDlXubWH83Y8HXJc5C71w5gxa9teUjtnc86NIMer\n", + "OLmqzmseSop/inGV28TaDBd15rKvpN3x3qs9YtabkF/Bn5+oaioqaf295Kr4r+5LvOJKXSXUK7xW\n", + "M3N9RM64DB9vt4+iV7MkniskVhKOlC1QLutXKJ+yXtVUPFad55CpKncLzEky7z1H5Azf30rORfay\n", + "7l78fn6Wx484u8uVu/KcVpz1VPus85jTc4V8+jcBXF7zGwNdbu3P0TEzY5tcYn8+r4xXOWi5SvYd\n", + "l3Bn8xwu8tGv/OlJlb9nZjLF33+mH4lENomxdrknTsxRPlFtl8gxX7Fl7bhbZ9TO3Jijx1x7Dbns\n", + "8/MFsR0mrZ2qBkZ+njN6/Mycwx1mPLF5c86ibkPkN71RJwnN2K7Oci7f4BJekfVn0MddqjnEet2B\n", + "9J+Jv0RZZyDMeuxrpNZEmlz2ey6Z0tse6ZmxOKNL9thvekF7Z8Tp29WQi3pAvjPuuf5pAZ9ZzHkl\n", + "pB+Iv/c9TUIbmuVwhos/v2DOxd/FnbXws8gLvcvPWnH23ktdZ0iyhBoR928GeL6S7zN5zzwQP+oV\n", + "3lPVEENUiQHCvULiL8mvxL8zpBboy73gTh5Tvx65i/YSPwkq/cxKyOkRyHWp1t3G35Zf0WV41E4U\n", + "W5G1TlHPcwEX1MxVUDdrx1k8z028PWrvs2feUIw6v4uziif+c+spxWL1M+1XxH8j6MFO4CPu+YwR\n", + "7ywEHfzOVZ3HKnjeWvvcrFtBPdIJPuseroi/S26ev4qLnJHQu+pPvFYz2ft6Rc64hEv/mfwPUXNB\n", + "rkDaU97Bpa8iZ6x6fGZS1fpdMlf1JF6HYGWN5zyvPiQq+7ze8Rrq9Oh30Dxi3lvhc6q456fw2X29\n", + "p4LaMzSrei09D8SOZvs9Xy+Yz1nsuWPGnRkfsuqk+AuPaz1ldYj5Zm7ENjkHsR/1y9xBvpJ9Z97T\n", + "8Oda5Stc+hOvy5lV/REvPRnii1gC8VUeyEsKtUf6tSbm/RuJHPkeb+Ll69zP9aJf3xx4x1ta7M17\n", + "madv1g7Ie01FmRt3PMLFtMspuZjRc6u5I76ZQa2TfQH9mznO0YyWy34HmWVP3yqfsar2VhBl9jmL\n", + "PXV+nveRB+L8Pfnqb837L6LT2mthSnIK9CDngf+8e0WX4sZZX3/XPGK3MEV8nOdSrvzce43VbT5K\n", + "X0BtSr/W+pnzlHceJfwIfIo9dcqxZu/0uEkyILCiv+s9QI75eXiR9U7OdIGdfKCJ8Q2877UmzEb1\n", + "t+u9/v0fbPJmdZtezRuCeQR31XoKpsnpEVUdEis2MWPGi5rNfaznHl798KdefKNgSG6HbxxQy/OG\n", + "Ea96PLbsPwA5FlVekJ/nDNEG4q81udyI+JBcatgvaWe4XHMuMebmfEDmdA/uIti7qOds4g7xFR/6\n", + "2E9v8HO5H9Kad6GuiifM4Gfp58/Uj9+mr3UX78ivQNSnsFv86Re2/1O8AkEdIK687sJFdhcb0rvZ\n", + "e6wQY9Z9/8k26wDd8cOfaP8nvcGdP/JF7f8wNxT70Cfac2w8/aJW2/jwF7f6Qd+3mo988c/Ofq3V\n", + "O9djX9Jy8/4r4syrfOST7f94N1zYKqrehFnVvprpSHj02F/rsZe4eJyc1/s+Y5v4eJ0+/CXt32Dw\n", + "kS/9uYnHS8acFXle4s+FPaLmdSt6/eAo11lJ4CD7daeq7ibaeczSI7Gje9zCnLlgky/OdYmtcCE9\n", + "wmU16zPneN1RbQruUc1ZzOPVmbfc52Nf9TNzLY5qyTO3x77iZ4+xXidns3/JRfj1QuLIY0XPNfmb\n", + "9UMcfT/Xq/4m/O/U31Nv8u99naideYvfDLMfAQno4cyWQ1TLvEHdUb3nEduMO0c50IwqLpRDolcx\n", + "PRK7hy7PRfwIP+/o7H63Ju8p147k1/cu/T1v746n9Pe7W2+vN+nO2Udk3xEbQT9jiPjpfhHzd88r\n", + "qF+Jvwu8QNhd7h1ygm8OVHXUupy7pE9M8ku8tsDnIawPBREWZ/kup1bnOY9XOXo3MeSzyFUgvr6e\n", + "jDlz7Yy4ZI8YYrjpYc0+8XyBi7oL7IyNOZw978D8qsdi2bciBReqWkF+c9YQ1qPYar9knIVYcydi\n", + "OxFe4NLsSM59tp/lOcfF/iyv56Bz9Mjz5U7kVvfMuO8lwCKlPYXdc0cgxbCK7zAhP6KqoZdcXyPE\n", + "xMaa/a7vk+2eB+iO94p/50z8kfwF8/ks2J13EeQccV1R9SYu+rt9E7MzNue1fRe2Ip4oTu2SSuYb\n", + "V8XfJbKiPNPImqt9cCbQvaaIi9lfzJjzI34zY/Zm3smdb+Gh93TJrXDZTCSaqkE6k6Mc+FlX6m/F\n", + "73oUZ1/VVni9c1arPc/T44+BZk7xR2hXYryKe67vh1xq/2S86y6x8/oS9fk69ptzyXtNE36Jf5f/\n", + "EUMyN3VJzmGf8STrboS7be54QNY7Z3lRzUG2Re6doxyc9U+BHqRYsy6leBG/h6Mz8g4eqyRbuEhX\n", + "ediIv8MdbM6t9PlFXCDhXlOJ+WWszwX9CNVVsu9Ql0yxHpKOzPPOtQs9MaDePxUA5KGUfcclf8A7\n", + "//3d/6qnwAV7xdW6ikq2u9iOmNd57qzfa+d+CPVZzyVOxBrRFIih733GXRwIcI+Ps6rzO1brEKfH\n", + "8f4qfxVJLuf0s4awesxzrP1+QO+uf9wRqfaz+976Ehdl8Lzmu6TfA/dY4c+NteRVd9GeeyG17In5\n", + "nhh08TU5R9aJdbG1fYULcXKUm5iQL+8Ye8i85zzPuqqrZN/RHSXg/lyQ8v76mPQvxd/6WRP3WQ7x\n", + "Svad3Xm3MsRqSdGD2CP3G9HPfTUzSMHvwmb5lDnPVznh/Q+hmu1UPRVV7Vl/P2Mh7rCpreL0O1F7\n", + "L3N+kbtM3i1YPb9TmDHkdEWKeVL13MLRHGT29STl+RayP2dnPmsyV5GfKDjjpY3IuthaXOK2kfsV\n", + "o3Yzy2MPYCn+A6S/iz+xdi547V1w9ur8i+f4ne7B5RlWcUfymrGzuQ4CXOWSK7XUJFOEjVX8JoZk\n", + "z3NMvq/MnwJvUu2QX9bYeSVWO8XcCZkuaw7Yzc15Vxm9SHmK+gr/WfYK6lKuATHnGwWIqmK9/0Dc\n", + "yVX5oz7HP+pfQR33glV8BfXeI6H2mhVHAk7c66p8letIjjNmbPpSqr12lRt7l2FR1WZuVzdit1BJ\n", + "8AarRXo95rUp/R5Lqk8HVHBm4mILLrjQZ4w4OcW8vsJnnNWe4eIMZ3lxlAOfswJhVT3iqkfliHkN\n", + "VPsdJvVIPjEJqO8hJVV43msy7rmeNynPe045H7kZk/SOuPfPvMUyT6zT5lSy7+iOKee+P5T+RvY6\n", + "RzmhnEt+RUr3rbh0J126op7zroK4PYSUurM8NfM5PIBqtlP1ONyBen9ts5+aW1j1zrhJ9IaovwVm\n", + "b+YXdZfwO1VUPU5VM3r1UXIX0Qr/eX1+Pt+RbFLrAo+IsnfIXcl7DWd6HeuHkOfdwkNnSexvYdXP\n", + "fiv+YHvE8Eh6Fe81Y63H2WexB2HnM3tDiL9i9Pqa/a14v1PVwqquEmHPV1CHuILPOOKox+ev8H7n\n", + "1poKr93I9iJ+L5t5CPeIbyS8wsTcQaSPch1+id0KrwUT7inQFtuw6LsK84/w+o2UF7XCa1L0E6+F\n", + "zc/SDxnunw5o9YjmmbgjuhkT7Kt+amDzi+4aLv39nlGfcN8qdwR9Z1S1U6obmZv5EGbv8b4rdX2d\n", + "dWA5ZLnKlXkYZ2327bHXf7A9Nl77UJNA44NPm+xc4AMfaRLc4GezgTh3WjLE2GUdsU6yZlW3YZxT\n", + "yb84mkEOwdUjOY+B770uUR21rFd4jaTR4w7xVR6y7gw9Bz362Qisz8y7ZWyFi70e/WP+kk/yxEp5\n", + "H7Gs8xz7pBJzQNA3MaSX+CfbmYb/crmzOBJ2iAl9Cv5K9ivozRlnlHcyNpJd9J9x9lp4rZ/F3wH3\n", + "WEU103GJPENSx7rqR/w877EK8iuqHqfqceYdhqCqh3uzp7aCc46o+kTPXZHnO5nzE6vxvxlfUfY7\n", + "NqukqmkxfoY8xfUMl044qqtizlEOfIZzlIOPfvkxu/o426XbBRtWfeKoD7zmMXgu/iaoS6wOGfWc\n", + "BM7rkLpe12L0rKjm5t5jO0z8iR31+P2q/Vk8oW5VK7n0mntwcQXPea2TOe93KfYax+uvUIl2zlnN\n", + "pjf7PX4vu1lIva9XVDJvnOVL2W/M325vUn0Zn1/lG5WQw9U6h1rEHEknzz5B0FdsJL/BfsaGjFOP\n", + "kCLqkkDtVaM9dfTxmNDveJ5zUvjzvpxdwYwrVH1TeAdef0b2wswNcead5wm/oG4wZRt8XuYGU4ob\n", + "V+KZ38SbvHI3ZHQjzQj6IAX+jKrP5/mdS8addvcaIJf3ojMq4Yc8zyFXzRUSV18DMfVmrKo7wusr\n", + "qlqPJd4rXGozJ/Qa0KdHXg/21PkM4quZjos64n7ll/JNcS9yjkt+BXJ/hp5LX9u73T3+yXZnwwUf\n", + "+csaz53SJB2Jlfy6tF8RePqAnoyvKO9kcLfVPM875Fevx5TKoldMcWvrPMv3OTdJcdWe+Bk+Y4XP\n", + "9jOO8o7XVlQ9Z3gf7/IuiTP87E3OZbmS4Xu5MrPlpmhTN3qq3yTvUHc3dgfgLveIv3BxPcpJRH3/\n", + "UKoznPIOX3GM9zmzP8Q6oW5V+/E/+rP9scorpvxVsj9Rze4df5dVYqv8rLF81hCT5HncUY4a1rnP\n", + "euGxV560fZP+l9/2XLKF1/v69YAzhcc5F/H0GDVVn0P+qO6s39cwBXjgOSfrzqj65n6I9KZGMWoR\n", + "bYv1Oo9XZG+yyFcyXuZcshPJc+4zZrP8z9mtxB+RhsyvyL6rILBHZL3Lb84hB4j4CmSaXhfsPrMJ\n", + "uWQVOddacoyosyeWkLulVnWTcR+H59bvO+roLWcUbOS5PS7zZyDIVQ6sZs5ve0nlRvT9GwADelXL\n", + "DGZO+SVntaKLqcUzf4khsC6x7LV2YX9M5jcEQrR36A4D3Y87VlTimOz6xjn+c+vO0XlVLs+ixuPk\n", + "RMpw1vCcV/eQRL72RS1X0CUzZt4Csn6E7kXtvJP1cg/JG9JbxVZIREE/r/7BL2y9jfzZ9XupZN+Z\n", + "ch9C36W+PT/dETl1kD5fswfkyPM3055DJbR6rHKO4pJj1qK/Jm3fpcf6yANxl7wS6gY5BxB1ZB30\n", + "HHPmlClhtQnzOLva5+wKP0977sQ+a4BcUtX+nuFyyh60bxJWCv9g2VfEN/L92WLcoTpb+xT9xOsr\n", + "mOtsauJ12NWbuFakEK+oeh8bBDdjvnd6/RD8j39lE2Njyv9Bv+DMW0lhZ1bGvO4qnOGQeyH+Q96R\n", + "UtEFvMhJIKsacmLGRx9x+sDjWZN7j2XuXV/Q5FbS/+QHpzBSI3Fc9YNqqrhAUqscULOq7TI5JJa7\n", + "cJ+jPuL0VjXUVXFBv8Ms4H4lLVfN2GD9c6bnGi6/s37ElzWjzuMV2d9l2vPjLOJer78v77UlLvHg\n", + "0l3FPD7muOw71Ltcr0CunarOyfne6wK7ws/JHuJVbtYUgu0g0vS7XCvWa5qoSqZZ61HfNFBMH//X\n", + "WjGEG/kmRhw873jdFFz7mL+jv38vqrkeq3B5npLdxFt/Wg5WIr4R9QYSLJb1tvf56tmcN2p9pst6\n", + "X9vdFZOUzpxxJUeedaKcxI27IJi+r6T9VvhN7EBc4u+Szb085iLqYgncGahZkfWcU/1iO0Gfnyk8\n", + "zlz2XQiLuKOYmAJZ5Pv9xh6RFlNGGwiyCz9i3aXU+u7BzxJlzRBirXXXXjtiiLFkSY/zXm3NnrVD\n", + "HZImJKX8lnrE3/MVXoMQbnKF7EP/GfbxXPw3qffnNl4L7o+Ic3/k0NdVHrS/h+p5sdbzy5zXCMkN\n", + "e4kwr1eXntFHbdJn2XMoUc2gmoGMJ+Q1Y8pTSFQXqahPlON8an2/mx3M83Xe2PfX/eRe1EN/Lbyn\n", + "5XeSWGEzSqqeiqq3Me9g+00sBHMn/q2Onk1vsKrJeOIzrpD9/TW3eNZ+7MuP8fqKj33lz83ZFbyu\n", + "qq3yLrkVlWQK8v3fwMQ/80f4POdKbRUvawvph54Lma7OSui5StWrdT/rj7X4AT7HqWaKl1xCnZTG\n", + "qqbChfNWdI7OY5bWivtspHIVdxSfvNz2g3e+s/UOiHkPM7ssNny9ZIik1ruzB4pnH7Wcn1AnafT5\n", + "xNnP2LhHxvpzfKXVFvjz7xS/pO7ol9dJbInv5LftFV/1ZnyKMow5Xud5ZqhmrltcEjrr7C567Lkx\n", + "Uz3sd9CfMyyG8M78iqLnqM9rRJffA/zn5SsQXPZI8mTMQdSdlHBiEt+Mg/f0vJ2FGINikkjJsNcg\n", + "x12Ux7wUb5B8s6Z21YOsb+Kc0+Be7D2XUNsleNT1NYJLzITXa4GfSedn1ZPNzDPG/DI36DJ9A3wj\n", + "ABFF+JDvq9D/UBBSp8pXMYdcSn9S9Tp8vHsFYiy8L+9HDXLqtQ51Xg9VjnU1I3tXNawr9Bz5SLoe\n", + "ed4eq0BeOR9xn8LKGUOwATGdjP6c4bMOyXnB8twBkuZITqHKC8SvygnyU6CHmAliOn91zryD9c7/\n", + "k9/IWewT5FSi3UV03IsY5xEH4t4Dinl/xkExzvVzsk4ww1nFnZyT6HzuUOGvacWqn3j1mjtd4Nqc\n", + "TUyzh9j5rES5FGNAjCvZY7ZA3ATi5PDO6O5no7+s9QnuWZwjXAzzHPYPgVkrVnVTnCTY+dreIN45\n", + "F5iv/wY15+Nf8XP1WeP1XcE8f86b51O85o6+MXDE5rkUffMcY752wmZV7OqDzKfU3gsiXOUqqHeq\n", + "fO6/8Ksexse/us064GN/tL0+Da2/8I+1noAcdPGXeOqxv0s/SKlGXldQKxBIz6/w2uxj7/dw2c26\n", + "I14egi9c+MFrOY+zfH0Fn5X0miHnXlv1EutU9SO2oYo1NrL/ria9wmN2nks2bIS34Tkn67J2lcv4\n", + "ZIjwpg5BHjWKd4kea8R51sVekkq90N5rN4yaVUxzztj0LnqO8twv42L2jI/Mr5CcSqjZI9iTdga4\n", + "wAvJM2vyLtbkoMpxDqKcSH716HVIsdYbSS9Iked8jwmkfyf/yPIKk+YlrU733dQT87qCSvadqgck\n", + "5lXcSZH3d9RF5pMjcb8i9I8p/eCCKla5qjapZN+pehxEdwV1G1k28fS44zVXqGasqPqTy7XtOSLy\n", + "euR5u+QnSH/vKWRdzPmfbPMWdPn1uzSqWUdUcysQZEdxhDRZCTkgnlXOqc51qGPebq4J45TGEMkj\n", + "mIew+l5iwr6qOaKqJeY5nXFWl/mjultBwFY5Xs8Vq37iVc8GxKuIdQEbc1YgYymG4DI3zzKuiv8U\n", + "0fwGgM3ys6B/82HMynNWZzr0rKh6jnCZ6xTPa/N8ixk30f5bkPR/4Vf+/AvxH99U6NhZFeXMG9g9\n", + "3wOQWaeqg7P8FfyOV8+9is87m7uq5X4e855K5p3qkwYbTNorXOwr8fda8RLyLNl18U/5vwpiCldq\n", + "qPN17vXoItsF1WLUrng5RB9SfHttnKc965sxyd/sM77C6ngu824+Z9Ts+kZ8Pk+kP+R/0zsk20Ew\n", + "p/Q2NnmLH8KcYt6Oqq6tU3oFckxee2qydu5tnuevoJ4K5BmqGjir8/wpQ5hXuFSXMZvlEu943uX+\n", + "iNk7zjti3qWo3Ym6UYp8gdc5PX8i+JUMO72OGTkr5tKzEe9C9h3vzznOqsbPAv+ous+o6l2qr+Ji\n", + "XMXZP+SbAkdnSFg9v6LLbSH7G4YAr0B0V2xqF4KqfdZ57greP5/bgJo80+nx8fF38t67pD1Hl3qe\n", + "t8eEy74zzxznbmixKbALzs7ZzK8oZLrCZXgTL+4kHkv8j77xIFaSO+fbvR0ksso5OT/3Z1B/RtXr\n", + "eF0X2hGrahzP3wNnVXHhYlux6hdX+hHkKt7fNR33WOGSBxs5jrmJi7/IWZWMOtVMnpOoxB+hqs57\n", + "bFzUKiRfPJdK/KsepzrTkdxL+qf4N/SNANicVVGc6ezOK/IZg1XO51XC+3rBWX6exyq8v+LjX91e\n", + "Z1HU5/P3uUAN+6yvZN/ZiX4S4n7Ekfiz7+KP7CL6iXJnpJT6flUnkM2jHPN8nxz1ipdXwl+I75wx\n", + "xNnXd6PZY83Pe1e5JXa3XX3b+48CsN/8eICeZ0o/6Pn7vBtkftYixRb3uo6J84ajHFiNyzExCanH\n", + "Pd8fT+6RfUcgwKs4stuFN2LsM+79FdSJlVhfIYV6xjUjzvL5id9BINcZhzxX8I4+7+pXcXJdgJH0\n", + "IEX+HlLWEeAp0eSjDmbtQQ1Ucp2iv2P03IufJVz6U/yrWkmki7UL9llO4uh7oO5e8V/N09qF1/dV\n", + "HeJ6BP0rqh4HiXa83/Nz5tgr57UV9LPXc8vXQTAP6PGzMn+FFO8KJDz/7nrPI+BxPvFKhgVivTpr\n", + "nsH8BYj1CgTbZZiY8tXdoBL/FNPMJ2d3YU5K5TxjIffz3WOjrGNOkOet0HPInnvmwBTatlY/6+Te\n", + "+VfhHpXYOqv7iSv9lfQTF9xjBYKGVO8oZm8oepjZsXfCd1LcqGZy9/7cbB7zEafNOa8TLmrVmQhY\n", + "Pq9J9Cc5L9FsBJCZVWyJnVXJp5/lcZG1Z/gs/q1unXEFnofP9pjnqrhDf0VV71yp53Vln/Uu+RWf\n", + "+KM/d4iLvQv8vbyE5DpHon4G4glVjTiqy5xk1PNlzQkvL4T/lSG/vQ5JHvMR575Hihcg2lO2YZxf\n", + "1e1qjaybtTZr7u2u5LXvvzRuxOfzfE/bG8Q5o+OSPMiP/2de4tolOuIdj5tsH8YTq3HZrmIeX+UF\n", + "olvlKlKMvTdzSZffsc5a5YitZqzOmH0m9xWVVGtP3u8ntJdUV3EnJTyhjvPzDn4XPW7EeaD4FGBE\n", + "vc12cT8l+jO+OftpIex2nw0jjzRv6iNXMWu438D/Fn3/2f+ityKlfRVPqprNNweaHLo0uzx7XBLv\n", + "Ik9+BXVXqWYI7ud78L3WPkuxLq+FrDvMXVH1bDBJ5i5+J9Ze57W5T1zSqzxnKI9Ue23Vz145YpmD\n", + "KfCFeOd+Kf52L8FeOQR4iv4j42JdgWwnM99mcEdkk33Gr5C9eY8p5Ai79SKUHltJfY9LxJhjbOp8\n", + "VsPF1VnV5f4sfkSXWb0rKqFt+1v774GzMgbV6+dQt5qRUnwLXfzHu8QrELRE77T3d/OLudDl3GSv\n", + "JMQ/2c0LdBfNkShxN8Rpd9YdMGtF1eNIziTgKeEzdjLvLM8cwWs2Z9t5K6ozgDMyjqSmqFbMd8Tt\n", + "XfGjXs6E7Em89yhf5W7Bz/F5y9mL55xk/2Z+60/RTyrZdyp5fwhd/KdMDokUt8q16jc9xbyzmbNG\n", + "vdYvGUU8X375+zvswefskPguhB+om+e2xynN7U4bMb7AZpbNXtYZWSOQ+KT3tPlVzntc9t/93hZv\n", + "bGLWl9Is5uvs4m95BNhjnsv9qlaQd67k9SgJZk9Mjy6vyDNSOuX5Aj6HWUd5zoDMX8VnVzNd8itS\n", + "uJFwckg68xFrPXrM8TrIGvCzE0kyj4hwx+S6C7GdsyQE+irzrLzDAoQaMraqc6gRKfo7QsqFz6ry\n", + "D2Ej/UP8hcuug0wj/sh/VZtcrUtSRP1+nvM9eWIIZinrBv0rqh7Hz5w9Q3C5OzEXYMXUNyX4gGoW\n", + "+NkeJ0Y/e+py9goX+UruPVblOGdJiPoRKc2iqnMQ6yNc+GHm2gzOQmZFFbsHl3BnyqXVIpUeU03Z\n", + "dxGf6cKaMrs5c9SeobpqluO5XovUFj3MqnIrvOeIVY+LbYXXlv1DdpcUM0Hi7JJfUc50ipmOJCZl\n", + "TiA4LvklMc/5WPxyN91nM9vOuxdmrah6HMmZy3lyNrPKOz5Lr5dknjO19nxFNfMIl1Tnap2TPYme\n", + "f9XnVL+pfkObM+uR8QtCPrF67uW5PO/jX9PiC6q6j351+ze2feYrmXfyHf2kkvdPfE3rHdyaX4r/\n", + "BCGtcsaUdu3pcaJ+R6vx/i6rI9dltImmhDMFlNjmLGfMWAl/p8VV28+03vmOOXc4wPuqmHM173Up\n", + "/trP+40eYlVtSn/Kv9e6NMN8Z34h/LeAJHvslnn0O+rVoyRVNewBee2SbHuxmilUd4bXZS9nVNBz\n", + "VieokUS76CLWiPyKlGzFkH7BLM5DoonNcyXKdu6MD1Zxzk+Q7bl+OmQ4YnOWyfqkyCHMHjskRBxS\n", + "rNkn1Hpd1e9554NPm3QdkP2Oz09hX8VvxoQQia3gGwCgmHpc7qs5xO4FAa1y1Znsp7wWsr6BugX+\n", + "bncF523OVN8Q29U+42es+vLsrK32tyB5Q7BddD0GyPYGZtnH7ze0Gp9xBe7APY6opL7C5VnMnN2v\n", + "OtdjLo9VrMIlnLM9VvU4Vc8tuLCKLqySyhHPvNNrjbOas9zc2/mr+teD6qxKaJ0p4TanM+IuiRWn\n", + "Ys78FUPAlsS8xIWpYiei9m60YI4kv0J3YBZ36nNPzn29mFI4WIk/79hm/dm8HWOWz5UQ6lGvH+es\n", + "KGc+Iv5vsqLquwqivGJTj8QPkd/FCr7wj/18p++rWUPQHT//C/94mzFY1eqxyiv2ia/++UNSzM9w\n", + "qa/E3mu+6I/v57+EGC9BSKucUYk/Mnml32tmn+8lhkP+hYtoj40zd4wZS+kXhfhrjUD7nVZwjvdv\n", + "8iN+harPY7qX/vY8cE/i896jT7Er4q++3hsCLon1/RkuvxXIrsf6v2+cu5pFv6NePUpSVaNez9Or\n", + "OOcQ139D5B3vR4g9VpH9SDPrhJ4q51QzyfWYyfQKl2wXf+0lv8zs0o4QS9pbLMVaNTDFu1HFev04\n", + "1+E+gnuw39Q8fX4es3ZSb+d43us29UGvG4KcQr6KJ7eKv3Cx/tCHX1CJv2qqGYnP9J7qb7872bfD\n", + "xBWQaCFZzJigthJ/r/fYFVxSEVXukKzmb2ZUsm9MMV1RyP4GBNZ6/HzPb+KqbfHyzkbOZM/cXTyY\n", + "uVE//w68aPHd34cPJK9ILqIrMSLueRf+GRtn+zl+HnWgec4qfhXEeIVLvwvxzN8p/rxGGRMuiFP6\n", + "7Gwn6x3ldnc/mLVhnNvlcczqc10q7awlVsvz29zZ5nh+1kRv9vhrSGwD5z+EMYtzNmcVMruhmLOJ\n", + "FSLluIRXAj3/DFxB/wVxQ3Sq2R2blWeJVT/xnYgOgQWfn3z8q37+VPw5ZwW997KbiRBOWt34k2mw\n", + "eVc2ZM+lsUthzo8z9Joh+qy7FLbHS+LPrMUZeZ9kee+T+CTOm5J98fwjNvPtjEkVCz7xNb/w4k4x\n", + "p39TIMSes/VOvvjEn2j/Fg2vqcg8+xT9HSbxFS7tmavEnjrlDsXfPz7Px+mR7L5uEjnlfsgovV0y\n", + "CyGfUn6Q40zJmO+9jztpTZ8ekUOfuWJK7RDiBPHkPO5AvOMz2x6J7PshzpLsV9/bZKxRSTgQ9/0R\n", + "mqU6zfE9vf4329/1avt3cd77Q5s7OTM+xHK+puP5geQSSXWodap6xbyPfNat8k7WCiQYERZVLKl6\n", + "kEzi/uh4vceRX48B51R4HTOQ2pzJWn08/1mP1NpzYI7j8zwGs7bNev+H2/yKpz/aoW4HMzI/9pJu\n", + "iW2X+2AjzUPiXeA99tpH27yPtDsPtF/FHM/zG9yrfdZqT06vA/PoEd6Ta+UllNQhwPluOdLK65BC\n", + "jthTW6FZTz/aBO2IIX/Ucz6yyX25c+4lt6z1qH3/CPeITwEe+xVeJ/go+FkdrOoQ2/5atuemR8Sy\n", + "r+2uVf98Z3fgHwEX/I13z/vffnfZdT70iZZveAxZzJgevd7rfO3zFOvC+cU/W37EnhjPI5nPp830\n", + "MwQi6zHOTLz2StxzK7xWEkaMR78ncYG0eR1ivJPjgfc4Hve15nJm5sWUv8FHP9mEa/CxL/n5ko9/\n", + "6S90qGOv3NHsK3h/Ra9zoRw9Mz7mVPteZ+/+gn8UfIrrqPfZyulvwVOb/cp1ubUZ3is0z9fKs6d2\n", + "9iUt5/8t9P8eTIq7vIboAnfVf0/Uiuz35+t30f30m97nXckPqjixW+jyaPeeQjmeg+cqXFrvoYvu\n", + "hRlZN++AzC3Y1DaYRZx5Kzi3ROLWHo/6jnKrvHNUc6V/vhZDdicjzr+xav1e4LOqWOaOaiqqb6a4\n", + "qLroepxazyO7Hst77fDaAj/zjKrHZ1XcUgs8z3yuVeyL/8QvbOIvIb5TdJvEIr5Ibl9LOk30kVCE\n", + "Vr30J+SqvMf1yD2qWiSUWuJ+1xUINHffUfQ4U3CJDcGdsTEHKRfVmcScVdyRnOtRtQg7Oe1T9v0b\n", + "AaKSfkD8eX0rEEytkW3v8X3m9Rp5DNF1PL+qSbwegT0i+6u8HhFVj/HosgwZQ5w9NmW3QV74WeB5\n", + "alhnXnu/G/OAmoyTI1/1Ojvhd47Ef8Wol7TfI/6+75hYI9eQe487CG21z3rtldOjXgNm0gPEJZG+\n", + "93yfF6Lu+45Jf/VO/ZG493dTK9k31NsFv9X7udoLl+CUYtbEPef5jK3q7wFxr1Cui/8nnz/qeemR\n", + "d5O1py6Zc4YAI/VJir/XaY0IIppHVHXsV+LvdRUIPui5+d7v7SDDmi15dalF0DwG1CarulX8DOp1\n", + "D+/lXkICRSyZMyrxN/n3esfjrLNOe0RuYqImVsLv3wxYiX/P5/zXC+7c1vN5jf2mxvdiCDAg7eBz\n", + "N4z4praYIXndzRj7nrN95q/goo6sOy6VFfpvqNd9Vft3bGi9mRP3dbr4jzn+GgqPs74HBKzaX5lN\n", + "fcVZ/grVDD9/iu0CyZ33aO0xZh6xEcWgqhdH+Sv9sKq72t9fh5R+UM5eF8HcnH81DuRPMfGtcImt\n", + "8k5VV91tg82v8FlHrHo8XnGlJkHkXfI9topr/xJC2kVaEtuY4m37XjMkH+GkV+vZgxgHCH3fj7kd\n", + "q2FGr2s5pJLazd56SvEfPbN33DnvPWOjR/ORST/L70Gdx3yWU52V4l3FEsRdtVoD+epuLsbULRnP\n", + "dwVzck+sWrPXnSSnryeS13tBfpmD7Gae9WrPuoKZVe4K2buaR9xZxcWu16R6CrrqUvYDesGlPGNZ\n", + "J/Gv6siRr5j5IdQu5h7zvcedjPueNezE3WIVCG7G57wQ7sSF/+nHm6gNZmwh/l14lbMfJTgT/woX\n", + "Y2Q49yuRz30Fs3Km8P6su0r/5keTfD3q+Uzxb3u9VsyeMjzeIe+9usOQ+BWV+G/keUjpFY4kvspp\n", + "798McOkkP59XRXuuLr6JBJi5LrUuuR4/g3tXuXuROLFGSLnfFD2LJRvZTy6IP/g5XuN3uAozNaPH\n", + "ENGiLmM3w+wVWZe9uc86k1Xh0i42PRVFr8e63FMb90CgV3uPVXWXGOK0AsF38Xd8Fn/PHa7MfygI\n", + "2Nl+xaruav8ZzGGW7zuVzBqSu5xZxWAjhVaX8TOO+shdYdXj8x5Czs3ZuXfOckd5SFEVLs5nVJ8S\n", + "8Hh15gY79zHhHlXuFlzcq9dqVSOq/BT/jSyHPEuuJZwpsb6fPdHrM1a5GSPfQDCh6pu5iFcguNxd\n", + "EJNAU6d5Ka3Er0B94jUpxlfwWu+HrF3lz+LsE8+zlih73HEppxZZBq9ZxVd4veMiK6oaWNVN2R1x\n", + "f3SIUfsQONPZ5CXFnh+SvIsnWeN9HrecizWxKfhDineMuuxf4bWXxH4RnwyJ1l2mTBexhPtXOccl\n", + "nf1G3MeeGGtE2PMen/kQbZd+kfkk63YSvzgXoUb8E/pduunJ/QqdQ+2q3vO31l2hSz/omwD2jQC9\n", + "bj47xVixFP2k+qi/75Fdgbwj6khw5qvciqyHGYvn1L+xYVTCL5BfzXARFb5n7TGnisGq/ha6rDXZ\n", + "6+vxqDm8Hsig91ArNqJfkH0VfdaQxuqsI7iHU+bHbK/pz49z7fwNmb+VnHdE1W+S7lQSXyG5q+IC\n", + "+WOfM5WTfLBHRqijP+d4jB7w3Aqvr36u3PGZWiMk2vudqfHajBNzPF9R9cBZXvB6ac3dyV3pfzDx\n", + "M+Up/9yJe+UdHa/tjI/yX8bqlzONs/xnhaM7X3n+qlnUXXl+LqiOS/yRRFfSD138i57HxKU6c7pD\n", + "xo7wWVe40uOzv/hP/MKz/x9xbPTExUTedQAAAABJRU5ErkJggg==\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename='assets/logo.png')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Why we are working on this:\n", + "\n", + "At [Liftopia](http://www.liftopia.com/) we are working on bringing dynamic pricing into the ski industry. We help consumers ski more by offering tickets for purchase in advance at lower prices in exchange for their commitment. We help resorts control their pricing, drive more predictable revenue and grow their businesses. \n", + "\n", + "Since one of our core business channels is pricing and selling lift tickets for our resort partners, our analytics team needs to be able to communicate our pricing plans to our resort partners in a simple, but effective manner. The ski areas we work with often offer tickets on 120 days of the year at upwards of 10 different price points on each day of the season. If you do the math - that can mean trying to communicate 1,200 different prices for one product. Some resorts offer over 10 different products. Now we are at 12,000 data points. Want to see the junior and child ticket pricing too? Now that's 36,000 data points.\n", + "\n", + "In an effort to communicate our pricing plans more effecitvely - we decided to use [Plot.ly](Plot.ly) to help us build web based interactive visualizations we can share with our partners. \n", + "\n", + "To do this we connected one of our pricing tools to a python script that interacts with Plotly's API.This notebook walks through a simplified version of that process. Note - the data used in this example is intended to show how we use Plotly from Excel - if you want to talk to us about our beliefs abour pricing - get in touch! (ostegmaier@liftopia.com) \n", + "\n", + "
\n", + "####Covered in this notebook\n", + "- Connect to an excel workbook with XLWings\n", + "- Clean and prepare your data with pandas\n", + "- Plot with Plotly\n", + "- Building the VBA connection to your python code\n", + "- Sharing and Collaborating with Plotly\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "___________________________\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 1 Connect to your data in Excel using xlwings\n", + "\n", + "To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from IPython.display import IFrame\n", + "#A few imports we will need later\n", + "from xlwings import Workbook, Sheet, Range, Chart\n", + "import pandas as pd\n", + "import numpy as np\n", + "import plotly.plotly as py\n", + "import plotly.tools as tlsM\n", + "from IPython.display import HTML\n", + "from plotly.graph_objs import *" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#workbook connection - When connecting to a file from a VBA macro you use Workbook.call() instead of Workbook()\n", + "wb = Workbook('C:\\Users\\Otto S.OttoS-PC\\Desktop\\Plotly_Post\\Example Workbook.xlsm')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Using Excel as a Plotly Dashboard...\n", + "\n", + "Ok - so maybe its not so high speed - but its a good fit for our users! Plotly has a ton of great GUI tools to edit the graphs once they're made, but we needed a way to make it easy on our users to get the graphs out of excel and into Plotly so they can edit the graphs there. So we built a \"Dashboard\" with some controls:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAscAAAFSCAYAAAAetXJDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAERMSURBVHhe7Z3Bi+W2vufrX6qEnEX/IfdUCITb\n", + "8Oi/oGiKWjRZhJdedhf0ZmqRB9kEqmmoxWTRMBCGWwydRTXMZsjkDVncu3iLt7i8f8BjSZYtyT9b\n", + "8pGPSz7+fOFD+li2LOlY9qcUV/fZ2//2oSKEEEIIIYRUVSvHf/79nwAAAAAAmwY5BgAAAABo0HL8\n", + "r//6rwAAAAAAm+fs/r9/rJbgz7//B8Bq4RoGKB/mKSi2fh3Q//z+azmWCuaEGxasHa5hgPJhnoJi\n", + "69cB/c/vP3IMkADXMED5ME9BsfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs\n", + "/Tqg//n9n12O//f/+ffeNm5YsHa4hgHKh3kKiq1fB/Q/v/+zyrES4//xP/9Xbzs3rONy93JX7Xa7\n", + "6vKDXA75cA2fCo/Vm72ZLx1X1Z24L6yNzc/TT++qv7jX9v5d9SDtd+Isfx1I95WneyY/zTyQx+Av\n", + "N4/Cvsdljv7PJsdWjJHjpbmvLncX1eXLi2r38l4ohzngGj4VzA28u2E3N3Tmzkmw6Xn64aqWkYvq\n", + "zadu28PNxZPIyVOz/HUQ3ldq9PexXjmcjhmDEhbp5uj/LHLsijFyvDBqAqrVAb1iwArYseAaPhX6\n", + "DzElEFtdYTs1tjtP1SIJ//fQsvx1IMixQgvy8s/lp5kHyLFHKMbI8bKoVyrMhByYnDALXMOnQjhP\n", + "mDenxGbnKYsjHstfB0P3kaf5oeVp5gFy3CKJMXK8IPqG2P1vNFbAjgfX8KlgbuD+e3H+/4qG9bLZ\n", + "efpEK5Slsvx1gBzL99anuSbn6P/Bcjwkxopw383esI5MT4YDWYb54Bo+FYSHmPCuJqyTzc5T5Nhj\n", + "+esAObZjsOmV4zExVoT7b/aGdVSkn9IM/C/i+eEaPhWkhxjva54K252nXMMuy18HA3LMO8dPwhz9\n", + "nyzHMTFWhMds94Z1RAZWu/RqMisIs8M1fCoIDzFWjk+GLc9Tc+/3r2O1bYuLJctfB8J9pflr9Z5i\n", + "/J9mHmxYjlPEWBEet+Ub1rHQf7ex+NdPsYJwDLiGTwVzAw//bwvz5TTY+jw1guxc2/w9xwsh3Vee\n", + "7gfup5kH8r11rT8cJMtxqhgrwmO3fsOC9cM1DFA+zFNQbP06oP/5/T/4F/KmwA0L1g7XMED5ME9B\n", + "sfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs/Tqg//n913IMAAAAAAAfqzPJ\n", + "mOdGnYiQNef//vv/a/5ECCk1zFOisvXrgP7n9x85JiQhPHQJKT/MU6KCHNL/3CDHhCSEhy4h5Yd5\n", + "SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9ukGNCEsJDl5DywzwlKsgh\n", + "/c/NJDm2/2771H8rGzkmaw8PXULKD/OUqCCH9D83iXJ8X11qKb6v3uyRY7K98NAlpPwwT4kKckj/\n", + "czPxtYpH5JhsMjx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE8NAlpPwwT4kKckj/\n", + "c4McE5IQHrqElB/mKVFBDul/bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5SZRj\n", + "81e5qb/j2GWfKMnIMVl7eOgSUn6Yp0QFOaT/uZm4cnwYyDFZe3joElJ+mKdEBTmk/7lBjglJCA9d\n", + "QsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3Cwmx2dnZwAAAEeF\n", + "EOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzn+/fffAVbLP/78TwAoGCvHhCi52XLo/wwrx5LMzg1y\n", + "DGtHehgDQDkgx8QGOaT/uUGOARKQHsYAUA7IMbFBDul/bpBjgASkhzEAlANyTGyQQ/qfG+QYIAHp\n", + "YQwA5YAcExvkkP7npkA5/lhdn6ub3L66FctTmKOOkNtqr2++ts5jnANKRXoYp/Fb9d0X5qF99sX3\n", + "1d/EfQAgF+SY2CCH9D83yXL8cHNR7Xa7lssP8n4SvhxbyfTZ39ryqdIp7X+ouNrjfEzb5pRj9zxz\n", + "tBuOjf8gNsL7zY/uNsNPX9ffnyvBP35bf5/fVj85+/zt1VfV2dc/t5/noHfeA9H1ONd+2PZDOUaf\n", + "AVzsNUsIckj/c5Mmx5/eVX/Zv6sems9GlK+qO3efEWQ5DiXTSuhUQZT2P1Qypxx36DkU9ljD+bUd\n", + "n5w64Zj4D+JhOe6h5DiQ1pJFUcnxl69+az/rts4gyMgxHBvkmNggh/Q/N4e9VqFkeXdRvfkklAmM\n", + "y/Hv1cfrc31TM5IoCWK42nxeXX9U233J1JxfVx+9Ouyf7TFOfXpfu82tT5LTsEza126zuOd0afY7\n", + "P6/O9X4jdd7unfrOOpH+eK2PPb++9c6pfsC43fufe+dtyvz22bKhNm8b/0EcWTluJNCIpTPeX3/f\n", + "vWLR0Imo8/qFxhVSVfZV9d2vP1fftOXqs3xeza/fV1+2+yaKfE0ox//405yzO36snWGfVRvD/cP6\n", + "AebBXl+EIIf0PzeHyfGHqxlXjmNyPLTSHAqyI5TBNr/+urwRzm7FVj5uvCz22UrqSF21nN+O9V0J\n", + "cCvwQpkel2Yc2s+2rqFxG2qfLUeOJfwHcZoca5JWjhuBdLb5K7ZWMDsh9svD89ZC65xT75v4ykVP\n", + "jrVk2/NG2qn39WXZ28/rM8C8qHufghDkkP7n5gA5fqze7HfVX24ehTKZcTm2nwdkVxDZ+EpzuK05\n", + "RyOaRgolCbTHuQxJePDZyun+tquvabu/eqtojtXtcccjPIeP1257viF5Hto/qX0Q4j+IZ5ZjUSrV\n", + "iq0vpf753HLhvC4j0hoSyrGu17Y/1k5dLo8LcgzHxt6zCUEO6X9uJsvx3ctdtXPeP04h/gt5rqj6\n", + "ktdb9VV4wiwJ5ZgoNmWtVLpIdQ2VBZ+bNkmMy3F3bPeKRNhulwPleFL7IMR/EM8sx8Iv7fnnGJLj\n", + "blt4XrOi637P6XLsHee2PdrOmkaQ1bGuZCPHcGzsNUsIckj/czNJjg8RY0XstQofWTqllWMjdX0p\n", + "FLdZOWze8/Vku0Wqa6gs3s5hmmMFsd1roTV1+v3MXDme1D4I8R/EM8vx3CvHocRmrBx7RNsZbu/a\n", + "jBzDsdH39xpCkEP6n5tEOTavUhwixoosOQ5eiYhK4MA+3bZwXxfpuKGy8HOsXy7NsW2faqzsOnUY\n", + "ObZttfUfKMfJ4z40NtvGfxDPIMfeNlOfe5y/T1PuSGhYx5gc67I55Djazv6+nhyL+wHMA3JMbJBD\n", + "+p+bNDnWv4DX/R3HLS/v5f0D8uS4xhNH4Vi3XMuiUEeNXYn1pNRDPk4uk/a1fXMZqStoh5FZ9xi/\n", + "vv1erf4eKsf9+vxz2eORYwn/QWxl1cWIa4ocy68emJXWtj7vGCua7j6+7IbnNUJs+PLV9/Vxc8ix\n", + "YqSdWsqdMnccBl63AJgLe90RghzS/9wc8At50/Hl+Anh1QI4EOlhvBz+KiwA9EGOiQ1ySP9zsyk5\n", + "tiuz/AIaTEV6GC8HcgwQAzkmNsgh/c/NduS4ffVCes0BYBzpYbwcc8lx8EpEAK87wJqx1zEhyCH9\n", + "z822XqsAOBDpYQwA5YAcExvkkP7n5kyJ6xJIwgGwFqSHMQCUg5Vj9WAEAMiBlWOABKSHMQCUAyvH\n", + "xEbJzZZD/2dYOZZkdm6QY1g70sMYAMoBOSY2yCH9zw1yDJCA9DAGgHJAjokNckj/c4McAyQgPYwB\n", + "oByQY2KDHNL/3CDHAAlID2MAKAfkmNggh/Q/NwXKsfTPMk9ljjqWpPlnnQf/WetUYv80t2JtY1MG\n", + "0sMYCkX6J7vh5EGOiQ1ySP9zkyzHDzcX1W63a7iq7oR9hvDl2AqcT/ev1k2VN2n/XAG0x7ucV9cf\n", + "pX3nIFGO23/IREK1L5TjY4zNNgkfxD99bcfd8m31U7DPnOjzLSp85h8eUX0T//ERJaCq306blm/j\n", + "AINyPL1Pc3DItVLMWK4IO76EIIf0PzeJcnxfXe7fVQ/N57uXtSC/vA/2GUaW41DgrCBPlbeZBfB2\n", + "r9vSO1aL6QH1JZEoxw4fr891O8+vx1blZx6bDRM+iJW8uP+i3N9efVWP6XEFeVmMSH75Rd0vQdJU\n", + "/7/5utAV2ogcL92n079WygA5JjbIIf3PzUGvVehVZEeWY4zLcSh6krzZYyx2Fdfu66AF063D/tld\n", + "+R2S0X7bRJoV3PPra3//VqwNnbiaes+vb732dqvlXXuu91J5H1mOpX479MYmPM7ijpU0ftsjfBCH\n", + "wmP/aWazIqn+/FX13atmJbIVoW7l0t9u6jv7+uemrm5fe46hcqkuW+atjgbCaATNHlu39VdnX42t\n", + "o+mLW/7r99WX6nxBnX4b3ePHztOg67T7uW1PqMc7thn3ETme0qfBduntTh3hZ4dDrpXe9z3UjqZP\n", + "dnso3fHv+XSw/SQEOaT/uTlAju+ry92u2t88CmUyeXIc7h/K2pjsmW09kWwk1hfLbvvZ/tbfHuK8\n", + "3tAKrNrWyvZQH+w5wz505aa+/hiFxOVY+py2z60W9LAcOXbpCY8nR1bkfFEJhUeLixUx/b/0nf0D\n", + "2ZLEs1dXe7yVQFOmcaVP1+23rU9XR9hXfS517gQ5doUs7H9HPV5OPd64ROsx5V37mrF36uuY2qex\n", + "drmfwzb4hOeafq2Yfbw+Nu0Ix9RrY9L3fDroe3cNIcgh/c9Nuhx/uOreOZ7wSoViXI7t5wHZFUQ2\n", + "vtIcbmvO0cirkT9B9sJz9d7xbeqz23srzx3+Ofzzq3LbB0+GnfLBNjbMJse2L+4PBM04jK1cb43w\n", + "QRwKj5aUVpyMzHhyGsiuQe3nS5I9JhQxT4JE6XHr6iSwLe/JcVDew6nDE3fnPAlyPNiGMbz+pfQl\n", + "GIvB80zvk0fvXOY7G3pNwzL5WrH72LH02uqg2zNyTSV9z6eDvU8TghzS/9wc/lrFhF/Ki/9CniuB\n", + "vryJEuhJbIIA1nSy2ZRJYju4cmzbPCKUNeYcLnE5Nn14Qjm2fRZAjjvCB7GWF3e8PDkShKcRFe8Y\n", + "TSc3nRD1hTAuS+4xCWLqtEde8XTrcPrj1hPU6bUxpQ0O+oeBdkwUtn+RetSfw7EYPM/0Pg23q0Gf\n", + "P2hfwORrxR7jft9SfxKuqfj3fDrY/hOCHNL/3Bwkx39+elftdxfV209CmUDstQofWd5cCfRXXRME\n", + "UGEl8Pxci60vlZahtsXl2G/TilaOhfGFPuGDWMnLsGwMybGw+udi9xH29WRJrEud00rRFDGV5Sys\n", + "Q0tifX6v30GdXhuntEELptMfr3+ReqSxGOzrxD6NtkvRjLl+Xzhog8Pka6XGG8uwHRbxOhhi6Hs+\n", + "HfT9vYYQ5JD+5yZNjpUMO69SzLNyHAqoJRS6UBz7wtcXyTEpDPcNaCW6E9V0OQ5kuPfZSmg4BmEf\n", + "55LjlLEJ2xJi9x8Zsw0QPoinC48Rs+FjFM0+6n/Tt5JpkMTT3Sf+Gkb9OUEYB7fbOlwZCyRUaqNX\n", + "75C0BvKn62k/x+oxY92O65S+xvo02i63v6Ze9/twUftlyXHYR/VZt9Gcd/yasgjjeGKYeztyTJBD\n", + "+r+UHP/9sXq7t3/HsSJ91ViRJ8c1VkZbgmPdci2YQh01Vih98ZXoZNbDyrD4WoV/zH6vJDuQ4/N9\n", + "tdftavZpX1uw5fPLcdrYSP215cixInwQHyI8rUS54xxInP3f+OOypDDnGKrHL6+Frid9zrGi1IUy\n", + "JQigJ6lhGwUZC/Z30cc27fny1fd121PluKaVXEV9nPosnufAPknt0mPYibJpg/M6g8Mh10rv+/b6\n", + "6J6n6UNbVmPbr9vobBe/59PB9pMQ5JD+5+aw1yom4svxE/JkrxD05RfWhfQwBoByQI6JDXJI/3Oz\n", + "KTk2q7Huiu1SIMdrR3oYA0A5IMfEBjmk/7nZjhy3rxcEr2QsAnK8dqSHMQCUA3JMbJBD+p+bbb1W\n", + "AXAg0sMYAMoBOSY2yCH9z81icmxvXAAAAMeCEOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzkmZM1R\n", + "k4UQUnaYp0Rl69cB/Z9h5ViS2blBjsnaw0OXkPLDPCUqyCH9zw1yTEhCeOgSUn6Yp0QFOaT/uUGO\n", + "CUkID11Cyg/zlKggh/Q/N8gxIQnhoUtI+WGeEhXkkP7nBjkmJCE8dAkpP8xTooIc0v/cTJbju5e7\n", + "arfbVfubR7FcAjkmaw8PXULKD/OUqCCH9D830+T4w1W1219Vl3vkmGwrPHQJKT/MU6KCHNL/3EyQ\n", + "48fqbS3Flx/Mf5FjsqXw0CWk/DBPiQpySP9zkyzHDzcX1e7lff1n5JhsLzx0CSk/zFOighzS/9yk\n", + "yfGnd9V+d1Xd6c/IMdleeOgSUn6Yp0QFOaT/uUmQY/s6hf8ZOSZbCg9dQsoP85SoIIf0PzcJcnxf\n", + "Xe7M31DRY/+uehCP8UGOydrDQ5eQ8sM8JSrIIf3PzYRfyLOwcky2Fx66hJQf5ilRQQ7pf26QY0IS\n", + "wkOXkPLDPCUqyCH9z80Bcjwd5JisPTx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE\n", + "8NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/bhaT47OzMwAAAICjs+UgxzPIsRLXJZAuXgAA\n", + "AIC5UYIEcCiLrRz//vvvAAAAAEfDyvGWo+Ruy5mj/8gxAAAAnATIMXKMHAMAAAA0IMfIMXIMAAAA\n", + "0IAcI8fIMQAAABTGbbVXknp+XX0Uy48Hcowcb0iOm4l2tq9uxXJL6n4lskTbP1bX5+451jxekM7T\n", + "PahgjHA+wvop8zu93as2nVfXH+Xy2bnd1+c7q86vZ1wY+3hdnav72P5WLm9AjpHjBeX4sXq731W7\n", + "ncPLe2E/GV+OrZD57G/9C9wnVeKOJXs5Nzx7rNBHO9m1tCwhqsjxPBxyDceY4aFqr6eG7sHUtPdo\n", + "chxrezcH/H1m6PNRyW1f7DqZWn9sf+l7Ln2Mj0QwF3yOKYkzjLfU9ogQjuJJpW1fcL9qZHaue4Qv\n", + "4905/XGZPlYpkm/HbMtBjheW48sPUlkcWY7thBiYrEWRd8P7eH1uJmxwg7PbZ/3pepS8foDlGNdw\n", + "5nfj/aCltqn6bF0lyfGZc71n9vno5LYvdp1MrT+2P3Issex9Nm+8pWdFu+3A+WuPb+9N4r1CtXmu\n", + "HxrC69DWb8ia/wkr0vY8Ww5yfBJyHNy8mol7fn3t7CdMouCna/lhY851fn3rTU5PYOxPzC7iw0Uq\n", + "t32xDN1c+n3ut7XfR/NTcoO9WXqrAO5xzrmDPg3fjILPwlh0Y2X3tbh9Fdpw0kSuYbVt8DuQvtdw\n", + "bGsGHiyDY2zPF/wAZmjaW9d57ZzbmwfR8wyVj7U9OPb8vJmzw9f84Li194X+XHbHc0qfxPk1eGzN\n", + "DPPev06E/g/WPdae4Fhvu3SOkXER77+RYwqnNzdbIt+jcD9sx3awbOJ4e/SvF4M93h5n9ht9rjlI\n", + "q6322tfHiPeO8TaPzp2mvm68m7pS5n/sO+k9//rYY7cc5HhhOe5eq7io3n6S9pM5RI7V526yh5Oo\n", + "qcN9WIk3pm6imbqCc7cPgqEHlWVsEtttdh/5xufdjNS23iQPzhHcYD5e7029g8c151Xl7biE7Y59\n", + "tgz1rdvP9Ccsl/t+eoTjI1zDQ9/B0PcqfhexcXew14WiPbclMg+Sv9/0cp+mvG7X7Zgcjo1b2z/n\n", + "Om/6ZOqa2KfB78FF6tfQeaRrP3Kd9OqP1S21x6U53vv+w2P6dXjj4ozr8P135DosEFmOI2PdjMPg\n", + "dTpUFv08MnaipBrMMfactu1D89lloMx+z/W1Yn5gdq/fSJsjc8fsK9QXm/+x70Tcp48ew5otBzle\n", + "TI59Hm4uakG+qu6EMolxObaf/ZvS6A0+mJwdA5PNqcubuLqebuKZm6g06cJ6a4Q2yDdhf39747P7\n", + "Dj6A7P7eONTY8RmSY3ffGv9GFfZD6FdNr229c9Y07evavyUi13Cwf/+aqz+H36v0XUwdd7u/pT1H\n", + "ZB7EzhNth3wddTTl+vzu2I0fJ7ax7UP/2El9GvweXIT2NcelzfvYdRLUH617fLy6+iWaY1K/a3dc\n", + "ot9/2YjfT2ysdbn9nmyZ+z0NlIXf0ZSxa7Z7+zb4fYjMZ+c4aV+LrbOrtynLmjvS+Zox0dvsNarG\n", + "Z+r179TVjncf3baaLQc5fiI5/vPv99XlLv01i/gv5DmTWpqYwYSwE6Z/Yw4nTuQm0pzLTDx3Atv6\n", + "LP0J2Z+0NcLk7hi5KWj620xbLc323vjY47ox9I9zy8JzSO0Qbm72Ziiwhofj/ESu4Zrh72Dge5W+\n", + "i0PH3V4jNeZajMyD2Hmi7ZCuI5em3J6/nSf2fwt3xw2Om+1T24f+OSf1qXcuqe39c0yb97HrxK8/\n", + "XndsnIW5Gx4TGxfp/pswliUjjWt0rMeeDWNlU8fbntvdV5Bje62aYyLz2TlOviaCsvB6Smjz4Nxx\n", + "x9BuC8eo3cef/2lzKxhfAdMm5HjLeTo5/vSu2k94tSL2WoWHdHMOJoQ4iYT9ojcRe64W6eaiECak\n", + "cBOw7Rp6YLQ3uGv35mrLhye919/e+NjjTNvDNvg3zfAc/XOKfRBveFtm/Boe/w76+5lxTbvGkmmO\n", + "NddJZB7EzhNtx/C165W35+/23+t2mONGx81e90Id9pyT+uTgfw9uWdp3Is4ZTeReF9YfrVtoj0f/\n", + "e045h4d0/50wliUifr+xsR57Now+NyaOt0tbb/j92jrteSLz2TtWuiaCsvB8E9ocjq3cjqb9kfkf\n", + "/U6CY/0x6lD7K7Yc5HghOb576Yvw3ctdtdu/qx6cfcaYW47bfdrJVtep/xxOnPGbiJl40g2lT3/S\n", + "h3XHJ62d/IaBG0hzvGpbe5PwbhrB+LV1Sn2y+9rPYRtj42oJztnD1hP26VQZH4+x72D4ex25xgbH\n", + "vcOrt8bUZR8qTT0D8yB+nng7+m13aa4P97ryBMPUO3rt9q7N8Fqe1qex78Fl8DtJmvexcQuPjdc9\n", + "Ps7h8YqBcwy1Sbz/xvpRNua6Cr/f8bH2r0WfsbLJ4x1gvl+/rbb93XfS/56Hr4ux8w+Vjbd5eO70\n", + "22VoxsTdLsz//vH96z/WNoWpEznecpZbOf5w5fwy3jQxVswux+5+GntTGLgxDd5EbFtcIu1S2Pq8\n", + "Nowc2+Kcb+gG0tZhPzcIKzm2HvNLDnKf9nu179D4+J/bm7BDd5MeGytbj3RzPkXsWAx93ynfQYP7\n", + "vUrX2Oi4uwT11nSrLU0dg/PA2cfDPU+kXGy7pWlbsN2KQFfPyLjZ+ts6/Gu3qy+1TyPfg0vWvLfn\n", + "Hyrv9yFa9+g4N+fztgvnGBsXW39vPMbGsmzsfc2X45rRsR7r71jZxPEWkO7D3VxWNPU53/OwHI+V\n", + "2XZJbUnpY4O9VgZ/yGz2D67X/vyvSb3+h+ZrjT12y0GOl5LjTHw5LofeTSNh4gEAwGkz9mxY23PD\n", + "yrYv2PMzLOEzMvJ/eSzIMXKMHGch/IRvV2SRYwCAjTL2bLhe33NjEXnvr2YfgxQBR46RY+Q4G+F/\n", + "HSHGAAAbZ+zZsL7nxiKruscmUfLtd7LlIMfIMQAAAIAGOUaOVyXH9oIFAAAAOCZbDnI8gxwrcV0C\n", + "6eIFAAAAmBslSACHstjK8X/9138BrJZ//PmfALACyLZj5XjLUXK35czRf+QYIAHpIQwA5UG2HeQY\n", + "OUaOARZCeggDQHmQbQc5Ro6RY4CFkB7CAFAeZNtBjpFj5BhgIaSHMACUB9l2kGPkGDkumffPq7Pd\n", + "6+qzVAarQ3oInzw/fludffF99TepDKBQpuaXF7VMvfil+UTWHuQYOV5cjh9uLqrdbtdwUb39JO8X\n", + "Isrx59fVrrmINQuK5Pvnznk1z6v3wn5ZzCTHn1/vqrPn78UyWA7pIfyPX7+vvnSvowVF8qevnfNq\n", + "vq1+EvbLYiY5/turr6qzr38WywDmRooW4HqeSA5ctBz/8aZ65s3zs+rZmz+aQiLFjtOWgxwvKMda\n", + "jPfvqgehLEZPjpU4nu2q15+7bUoCd68/+/sdCSXH7rm0gM4tyMjxSdF7CCtxPPuq+u7XbpuSwC9f\n", + "/ebvdySUHLvn0gI6tyAjx7BC+vmlenH2rHrx4pkowcXK8S8vtOR5TWtkGUEeDnKMHC8ox/fV5YSV\n", + "4hBfjt9Xz+sL9/l7Xz58Plevd91Pyr64quNrsX6tBNstGzvGJ5Rjv00H1u+thDfHt3JsjvX6HMpz\n", + "sJL+/H14vrDNsCT+A/jn6pv6+/jmR3dbyG/Vd1+4358rrur4WqxfKcF2y8aO8Qnl2G/TgfV7K+HN\n", + "8a0cm2O9PofyHKykf/NjeL6wzQDz04uSzGdvqj+0WL6oVdmPK8d/vAkEWguqe4wSbUdYg5Vdu70v\n", + "3H9Ub551UqvP0x73rOq7rr+/F69NZr8Xv5h2Dde3ndhx3XKQ46Xk+NO7al/L8X5vX6moeXkv7yvg\n", + "ybGWwGFxbSXUWS31V3aNyIZyql+VCI8ZWLntybFuk13JluqPtcmUd3U2dSTLsdnfO74pY+W4DLwH\n", + "sJbAYXFtJdRZLfVXdo3IhnKqX5UIjxlYue3JsW6TXcmW6o+1yZR3dTZ1JMux2d87vilj5RiWJIwS\n", + "VSOZsnB6IhsI9B9vXlTPtHy2G5zyWkiVdOs/q6JaeO3nUKr1cY20Dki6F3f/XsxKuCkzfXKFuNiV\n", + "8IWCHCPHy8nxhyv/HWMty7vq8oOzzwieHOtXKkbkWJRnJY++vHqi6cmtxT3GJ5RjLdaBqPbrH2mT\n", + "VO7Jb0SOR8YEOS4D7wGsX6kYkWNRnpU8+vLqiaYntxb3GJ9QjrVYB6Lar3+kTVK5J78ROR4ZE+QY\n", + "lsRLIJmewDbxZdJdGVbiWUtsLbreiu+QeIbi3NYTHKf3c4RbyqhAh20M6rIr5c3HrQU5Ro4XluOr\n", + "6q7d9li93e+q/c2jv98Ak+RYLHflckhezYTwGZZjb79WYhVC/bE2SeVq2xQ59trQgRyXgfcAjsmx\n", + "WO7K5ZC8BtelZliOvf1aiVUI9cfaJJWrbVPk2GtDB3IMS+KmJ8PCimy40tqtNNcSqrarY3QdfRHV\n", + "9bvz0BHaTogFgW0EWR0jvjohtLNLf+XYqxs51mw5yPFScty8VtG9c5whx5J8uhy8cjwi3AG91yo8\n", + "Uut32sTK8cnjP4AF+XQ5eOV4RLgDeq9VeKTW77SJlWM4EboYcezEtcMV0t5rCFYu2xVjVY+SUSWl\n", + "zmqu2s/9HK722s/hdi/+CnOXoe11vPMix2Hsd7zlIMdLyXEow+FrFhF8Obbv6/qrumqbEVYjkr33\n", + "e1vRlOTaHDMsvD6T5TixTW2ddiXbWQ3Wq9X2+F55cLz63JT554GnInwAm/d1/VVdtc0IqxHJ3vu9\n", + "rWhKcm2OGRZen8lynNimtk67ku2sBuvVant8rzw4Xn1uyvzzAByXNloi+6uvZrW3k9X+O7pmZVb9\n", + "7RZ2s9rnxYu6Pne/QI51PZ4EO3IuWq6KILdNTDuD9jcrzp3cI8dhkGPkeEE5rmneM7a/kJf6vrEi\n", + "lGOFEeTmxqHwBNDI4liZL6+KRmAHj+uYLsfd9sG6rfBqnlfv1efBPtXl4asU3vHODw7O9lT5h/mR\n", + "HsJGkO13VuMJoJHFsTJfXhWNwA4e1zFdjrvtg3Vb4dV8W/2kPg/2qS4PX6Xwjnd+cHC2p8o/wKHY\n", + "9KXXxl+Vlfbria4W4b7Emv0Mz9688VeW69jXLnry2hyjEdvYJNy3J/vIcRg7VlsOcrykHGcgyTHA\n", + "mpAewgBQHkVFy60vzOS4QY6RY+QYYCGkhzAAlEdJGV69JscKcowcI8cACyE9hAGgPMrJyC/VkaMF\n", + "OUaOkWOAhZAewgBQHmTbQY6R41nkWInrEkjCAbAWpIcwAACUhZVjJUgAh8LKMUAC0k0YAADKgpVj\n", + "Vo7n6D9yDJCAdBMGAICyQI6RY+QYYCGkmzAAAJQFcowcI8cACyHdhAEAoCyQY+QYOQZYCOkmDAAA\n", + "ZYEcI8fbkuPwn1sOiZU/MeqfrD57/l4sW4TCx6d0pJvwZMJ/bhmmwxgCwAjIMXK8nBx/uKp2u53A\n", + "VXUn7R8wJMdaGOuL+Pn7flmPiXKs63Y+f36968lpuM8xGZNjOw4dz6v3wn5ZzCTH0jhuAekmrPjp\n", + "a/OdffOjXO6xoNj97dVX1dnXP4tlx8KORce31U/CflnMNIZPMT6wPPaa/PLVb952vv/Txd5/thzk\n", + "+AlXju9e1nL88l4sC5Hl+H31/GxXPX+eKFsT5TjkqaUuJse715/bz7qtcwsycpyFdBP+x58/V9+c\n", + "fVV983Xig3YDcuxKiG7D3IKMHMME9DX5Rf865Ps/XZBj5Pjp5PjTu2q/u6jefhLKBEQ5trL2+XW1\n", + "k0RQbzcX+Vkt0a9fB3IXKe9k9HP1emf3M1gR7QtruK/bLlP2/L2Selten/ezLa/x2uSviE+RY/OD\n", + "gz3e/BCh+6frtW0aa2vN6PjYvjj7h/Lc68vwOG4B6Sbcitqv31dfShKot9vx+qr67lUndnpFy3s4\n", + "/1Z994Url+ZzN95u/absmx+VnNvyuv5fpeNsnfYYW0eNJ5pG9HUb9XH2fGPt8Anl2NRpz3lg/SNj\n", + "GO9TjXe82ndofJw64GQw1+TP5jt35ltfjtOvcygb+x1uOcjxE8nxlFVjhSTHnRAa6fJFK9zWCGkg\n", + "d8PlfRkdfK2i3dbIX3hMT0Y7IfaPr9vgnF8fO9Iel24smm1aTO15mr4Joh5ra2z8huXY7O8d35Sx\n", + "ctzRyaB5sPqSFW5rRNaKm5I49wGsJc4Kbl+e9cM8kMJOiAf2Fx7+43Ks6vSlYLwdPt14NNu8Pkn1\n", + "N/0I62/3iYxhYp+845uy/vjAKdJek8H88r//2HUIawI5Ro6fSI7vq8vdrrr8IJXJ9OTYk7++SJry\n", + "YCXUlbdYec1kOZbq1JJo2xkTyoCgvilyrPdt6zWi6p031tbo+ET6ov7cq9+AHDdID1tXGnV58HAV\n", + "xM2KnXd8ULdB7W+3xaRQkr80kfTKo+3wCeVYi3W0/lBAnPqjYxjpk/rzgOD0xwdOEfeadK9H7/uP\n", + "XYfedigd5Bg5fhI5fri5qHb7d9WDUDZEKMeyDHeyLMpZTN7c8prJciwKoSuRcTnW52gmpqGrLybH\n", + "3nHu2EhyHGtrdHwS5NhrQwdybJBl2HmYSmLmiV3zsNYP6EDydF3BNaGx9S8px2Pt8NH9cfdzx0eq\n", + "X5RXp53RMUyQY68NHcjxNnDl2F6D6rP3/ceuQ287lI69/2w5yPHicjx91Vjhy7ERM+8h2tCunsZW\n", + "PqMrowfIcWw1NkUo3eOD+mJy7L1W4cHKcQn4N2Dz4JSu4fZBHF31dPYJ95WO9YiJ7pxyPNYOH19E\n", + "QlLrV/uxcgzz0Lsmm2viO/f7j12H3nYoHXsv3nKQ44XlWK8aJ/71bS6eHGvxclaJG8yqqxUyI4S+\n", + "LNcXfCt3sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N2A9QO2/+DUwtU+ZLtV\n", + "Kl2uH8D1GLty3Mid/m16QWSHRTNRjr1zuSvV9edeewR5jbbDZ7IcN/W7fffbHR/DlD51bao/N2XS\n", + "+MDp0b8mm2tOXSftdRe7DmFNIMfI8cJybFaN9zePQtk4rhwPS2IggVbYNLVkqs+ulEXKe+dx9rfS\n", + "12+LaYOdXL4ERuS4RtfXnuN1Xdex5LjbLre1JjZ+3vF1edAX/3jnhxlhHLeAe/P1hMwjEEAra5pa\n", + "mtXn4IFrhDqURoXzELe0x5qyMTl2z+3JYVtf3R7vmKDtLWPt8Jkux932wbqjYzjWp/B45wcacXzg\n", + "1BCvSfvde3M4ch3CarDf4ZaDHC+8cnwovV/IA1gZ0k0YAADKAjlGjpFjgIWQbsIAAFAWyDFyjBwD\n", + "LIR0EwYAgLJAjpFj5BhgIaSbMAAAlAVyjBzPIsdKXJdAEg6AtSDdhAEAoCysHCtBAjgUVo4BEpBu\n", + "wgAAUBasHLNyPEf/kWOABKSbMAAAlAVyjBwjxwALId2EAQCgLJBj5Bg5BlgI6SYMAABlgRwjx8gx\n", + "wEJIN2EAACgL5Bg53pYch/+8cUis/IkZ++ejF6Hw8Skd6SY8K+E/e7x2Tq0/ALAKkGPkeFk5/nBV\n", + "7Xa7lv3No7yfwJAca2GsL+Ln7/tlPSbKsa7b+fz59a4np+E+x2RMju04dDyv3gv7ZTGTHEvjuAX8\n", + "G/Bv1XdfhN/Zt9VP3j4TmVEm//bqq+rs65/FMsVPX8/cdomZ+hPrC8AY9lr/8tVv3nauq9PF3te2\n", + "HOR4MTm+ry53F9XbT83nT++qvfs5gizH76vnZ7vq+fNE2ZooxyFPLXUxOd69/tx+1m2dW5CR4yz8\n", + "G7CR4+6B28hyzsN2YTl2ZUHvP7cgI8dQAPpa/6J/fXNdnS7IMXK8nBxrGb6q7tptgSxHEOXYytrn\n", + "19VOEkG93VzkZ7VEv34dyF2kvJPRz9Xrnd3PYEW0L6zhvm67TNnz90rqbXl93s+2vMZrk78iPkWO\n", + "zQ8O9njzQ4Tun67XtmmsrTWj42P74uwfynOvL8PjuAX8G3Aox83DtpVBU/7Nj84xoSz++n31ZTuW\n", + "X1XfvQrK1f7OWGvah3m4cm0f/OH2/oqZIpTjf/z5c/VNva9pr/pz057RugOZHu3P1PFQ+6b1BWAM\n", + "c63/bK4lR4b7chy5vmE12O9wy0GOF1s5/o/q7qV6nUIJ8mP1dp//WkUnhEa6fNEKtzVCGsjdcHlf\n", + "Rgdfq2i3NfIXHtOT0U6I/ePrNjjn18eOtMelG4tmmxZTe56mb4Kox9oaG79hOTb7e8c3ZawcK8yD\n", + "tJM1+fOwDIb7GzntyhtB/dUcGz7I9f8qDh/0jmjGVsV6cqzF1J6vaYsnB404hOcMxHm4P7HxMPt7\n", + "xzdlsb4AjNFe6941Hl5Xsesb1gRyjBwvKscKI8g1+3fVg1A+RE+OPfnri6QpD1ZCXXmLlddMlmOp\n", + "Ti2Jtp0xoQwI6psix3rftl4jqt55Y22Njk+kL+rPvfoNyLGieZg2N2FD9+CNyqB+UAcP3rHyXpl7\n", + "LsW4TIeEcqxlOxBVr+1Se91zxvoTGw/15wERQY4hB/dad69z77qKXd/edigd5Bg5XlCO1WsUu+ry\n", + "g/n8cHNRS/Lhr1XIMtzJsihnMXlzy2smy7EohK5ExuVYn6OVJUVXX0yOvePcsZHkONbW6PgkyLHX\n", + "hg7kWGFkzxVMI3j2YXqADLrlwYNZP9S9B3lwvWimybF3bHtehSDHorw6fYz2J2E8vDZ0IMeQgyvH\n", + "9tpWn73rKnZ9e9uhdOx9bctBjheSYy3D3mrxtFcrfDk2YuY9nBva1dPYymd0ZfQAOY6txqYIpXt8\n", + "UF9Mjr3XKjxYOS4B/wYsyLEnlREZjK209gTY2Vdc5fJJkWO/7S6CHMdW1mL9SZHjgT4hx5BD71pv\n", + "rrXv3Osqdn1726F07H1zy0GOl1o51n+Nm/MLefoX9LqV5BieHGvxclaJG8yqqxUyI4S+LNcXfCt3\n", + "sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N+ABTnWD93Iam8ri90Klliu6hoU\n", + "QknMfbRQtufqM1mOm3O6bfLPEelPzaTxUJ+bslhfAMboX+vNtayuv/Z6jl3fsCaQY+R4OTmuad83\n", + "bjj0F/KGJTGQQCtsmloy1WdXyiLlvfM4+1vp67fFtMFOLl8CI3Jco+trz/G6rutYctxtl9taExs/\n", + "7/i6POiLf7zzw4wwjlvAvwE7D1gHXyiN8Jmyb6uf3JVShRVEW64+O+VaJtvyGu9BLZx/oG5JgqfL\n", + "cbddPJ8i0p9p4+Gs2EX6AjCGeK3ba8r7ATRyfcNqsN/hloMcLyjHOfR+IQ9gZUg34WMhrVqNCy0A\n", + "ACiQY+QYOQZYCOkmfCz0qrG3qmVWipFjAIBxkGPkGDkGWAjpJnw8+q9NIMYAAHGQY+QYOQZYCOkm\n", + "DAAAZYEcI8erkmN7wQIAAAAcky0HOZ5BjpW4LoF08QIAAADMjRIkgENZbOWYkDVHTRZCSNlhnhKV\n", + "rV8H9H+GlWNJZucGOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/M\n", + "U6KCHNL/3CDHhCSEhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zky7HH66q3W7XcFG9/STs\n", + "MwByTNYeHrqElB/mKVFBDul/btLkWIuxI8T681V1F+43AHJM1h4euoSUH+YpUUEO6X9ukuT44eai\n", + "2u3fVQ/ttvvqcsLqMXJM1h4euoSUH+YpUUEO6X9uJqwcuyvFSo531eUHZ58RkGOy9vDQJaT8ME+J\n", + "CnJI/3OT/M7x3Uv7vrF553i/R47JdsJDl5DywzwlKsgh/c9N+i/kebByTLYVHrqElB/mKVFBDul/\n", + "bg6TY34hj2wsPHQJKT/MU6KCHNL/3Bwgx2bVeH/zKJTJIMdk7eGhS0j5YZ4SFeSQ/ucmTY4/vav2\n", + "7fvG08RYgRyTtYeHLiHlh3lKVJBD+p+bA985ngZyTNYeHrqElB/mKVFBDul/bpBjQggh5ETyL//y\n", + "L82fthvkkP7nBjkmSfnnP/8JAAAF82//9m/IcR3kkP7nBjkmSZFuxAAAUA7IsQlySP9zc6bEdQlU\n", + "Y2GdqEg3YgAAKAcrx9J9HADSYeWYJEW6EQMAQDmwcmyi5GbLof8zrBxLMjs3yPH6I92IAQCgHJBj\n", + "E+SQ/ucGOSZJkW7EAABQDsixCXJI/3ODHJOkSDdiAAAoB+TYBDmk/7lBjklSpBsxAACUA3JsghzS\n", + "/9wgxyQp0o0YAADKATk2QQ7pf26icvxwc1Htdrtqf/Pol316V+3r7apMcfnBKQtAjtcf6UYMAADl\n", + "gBybIIf0PzcjcnxfXWopvq/e7kM5tmXNtg9XtSBfVG8/2XIf5Hj9kW7EAABQDsixCXJI/3OT8FrF\n", + "Y1+OtQxfVXfBPkOrx8jx+iPdiAEAoByQYxPkkP7n5iA51q9a7N9VDyP7uCDH6490IwYAgHJAjk2Q\n", + "Q/qfm5nk+D+qu5fI8SlHuhEDAEA5IMcmyCH9zw0rxyQp0o0YAADKATk2QQ7pf25455gkRboRAwBA\n", + "OSDHJsgh/c/NYXLc/G0VrQz3ZNkHOV5/pBsxAACUA3JsghzS/9yMyLERYPv3GFtaSfb+nuPhv8ZN\n", + "gRyvP9KNGAAAygE5NkEO6X9uElaO80GO1x/pRgwAAOWAHJsgh/Q/N8gxSYp0IwYAgHJAjk2QQ/qf\n", + "G+SYJEW6EQMAQDkgxybIIf3PDXJMkiLdiAEAoByQYxPkkP7n5kyJ6xKoxsI6UZFuxAAAUA5WjqX7\n", + "OACkw8oxSYp0IwYAgHJg5dhEyc2WQ/9nWDmWZHZukOP1R7oRAwBAOSDHJsgh/c8NckySIt2IAQCg\n", + "HJBjE+SQ/ucGOSZJkW7EADnc/fWsOvvrnViWyhx1PBVrbjuUCXJsghzS/9wgxyQp0o0YCuXxh2p3\n", + "VouXZfdD9SjtNwOPP+wGBU/Ln9uOs79Wd2H5BDmUznVQHUE7DI/VD7uz6q935rOu94jjpgjbnnvO\n", + "wfE5cj+gHJBjE+SQ/ucGOSZJkW7EUCB3f63lb1f98NhtU9K0++HR328mYnLsnjcU01AOYwzK34Q6\n", + "/vnPu+qvtahbCW7R4yZJ8/GY3vZxxr4L2AbIsQlySP9zE5Xjh5uLarfbVX+5eZxU5oIcrz/SjRhK\n", + "Y0D8vPJanH9QIliLWSuDZtV0aIU3XIk29YfH+CKsCOU4bF9fDofaMXwut46h+qR2hRIZbgs/G7Gv\n", + "t2nsDx+mfm+8lWS7K7Xi2BkGzxmu/Ls/7Ez8LvxzDI1vV/bXO/MdmXL/hywoH+TYBDmk/7kZkeP7\n", + "6lKL7331Zh8K8FhZH+R4/ZFuxFAYWpzGVj+t+Pj7iCLYCl59jCN7ftn4aqWq1xNT3b5OuERxC9vh\n", + "tFU6l1dHuPobnK+lt0rsS7vCq3dwXGNyPD524biHnxX+MdO/i67O2PhacR76fmANIMcmyCH9z03C\n", + "axWPIwI8VtaBHK8/0o0YCiP6akBfAmWBVPsNrBoGoigJmUXJlSvHWraG5FAUUL8d4/Jn9+/6N9y2\n", + "YBzC1d6aftuCcdPE5Dgg6KPf9v7n0e9BkfBdtHVGx3diX6BIkGMT5JD+5wY5JkmRbsRQGAfLcS1Q\n", + "PQIp9crGhcyixcw9bkxAxbb7whaXY3cfQfYc3LpUHdFXL5xx6vaNC+XY2IXniH1WjNU3Oj7R8UWO\n", + "TwHk2AQ5pP+5QY5JUqQbMZSGIL+xcnFF0SGUqoTVSosSs1A6XTz5i65sRuTPbrP1xPqly1Xd/jks\n", + "kpga3DGMCGVk7MJzeJ8lmT3gu2jrFMfD7TtyfAogxybIIf3PDXJMkiLdiKE8zMqiL3tqm5FUQY4b\n", + "KRqU2EDItGyFQjYgUGrfZDlu2uHKXVi3dC6/DkVTj1pVDUTRp+n3Tm5/v16LL5HeflpA68+2vsjY\n", + "hefoPkvfU80B30VXZ2x8/X5pkOPVgRybIIf0PzfIMUmKdCOGMtHSoyTN0grOgHS5Qtk7xkqYYffD\n", + "D3UdnZC1QqjLfBFWx6XLscK0T2qDRjhXv46u//1++ozt59WrpbRpk2KwzfW4BEI5NnZh29vP4flq\n", + "bBvH6ouPz9j4IsenAHJsghzS/9wgxyQp0o0YoEi0XDrSCLARkGMT5JD+52ZEjs1f16b+t6OLEeGx\n", + "sn5dyPH6I92IAUokXJEF2ArIsQlySP9zk7BynA9yvP5IN2KA8hh6dQTg9EGOTZBD+p8b5JgkRboR\n", + "AwBAOSDHJsgh/c8NckySIt2IAQCgHJBjE+SQ/ucGOSZJkW7EAABQDsixCXJI/3NzpsR1CVRjYZ2o\n", + "SDdiAAAoByvH0n0cANJh5ZgkRboRAwBAObBybKLkZsuh/zOsHEsyOzfI8foj3YgBAKAckGMT5JD+\n", + "5wY5JkmRbsQAAFAOyLEJckj/c4Mck6RIN2IAACgH5NgEOaT/uUGOSVKkGzEAAJQDcmyCHNL/3CDH\n", + "JCnSjRgAAMoBOTZBDul/bqJy/HBzUe12u2p/8yhut1x+8I9zQY7XH+lGDAAA5YAcmyCH9D83I3J8\n", + "X11qKb6v3u4DOf70rtrv31UPzWcjylfVnS0PQI7XH+lGDAAA5YAcmyCH9D83Ca9VPPblOETJ8u6i\n", + "evtJKKtBjtcf6UYMAADlgBybIIf0PzfzyPGHK1aOTzzSjRgAAMoBOTZBDul/bmaQ47g8I8frj3Qj\n", + "BgCAckCOTZBD+p+bbDm+e7mrds77xxLI8foj3YgBAKAckGMT5JD+5yZLjlPEWIEcrz/SjRgAAMoB\n", + "OTZBDul/bg6UY7MtRYwVyPH6I92IAQCgHJBjE+SQ/udmRI7NX+Xm/l3GCi3J+hfw+mW7l/dCPcjx\n", + "KUS6EQMAQDkgxybIIf3PTcLKcT7I8foj3YgBAKAckGMT5JD+5wY5JkmRbsQAAFAOyLEJckj/c4Mc\n", + "k6RIN2IAACgH5NgEOaT/uUGOSVLUTRcAAMoGOUYO6f8McqzEdQlUY2GdqJstAACsA+k+DgDpsHJM\n", + "SELUZCGElB3mKVHZ+nVA/2dYOZZkdm6QY7L28NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/\n", + "bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5QY4JSQgPXULKD/OUqCCH9D83UTl+\n", + "uLmodrtdtb95FLcbrqo7pywEOSZrDw9dQsoP85SoIIf0PzcjcnxfXWopvq/e7kM5rsv276qH5vPd\n", + "y1qQX9475T7IMVl7eOgSUn6Yp0QFOaT/uUl4reJRkGMfvYrsyHIIckzWHh66hJQf5ilRQQ7pf25m\n", + "kGO7wjwsz8gxWXt46BJSfpinRAU5pP+5OVyOP1x17xyPvFKhQI7J2sNDl5DywzwlKsgh/c/NfK9V\n", + "jPxSHnJM1h4euoSUH+YpUUEO6X9uZpHjPz+9q/a7i+rtJ6GsBjkmaw8PXULKD/OUqCCH9D83h8mx\n", + "kmHnVQpWjsmph4cuIeWHeUpUkEP6n5sROTa/aNf9XcYGI8lGmLvtw6vGCuSYrD08dAkpP8xTooIc\n", + "0v/cJKwc54Mck7WHhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO\n", + "6X9ukGNCEsJDl5DywzwlKsgh/c/NYnJ8dnYGAAAAcHS2HOR4BjlW4roE0sULAAAAMDdKkAAOZbGV\n", + "499//x1g1RBCCCk7Vo63HCV3W84c/UeOARIhhBBSdpBj5Bg5BlgQQgghZQc5Ro6RY4AFIYQQUnaQ\n", + "Y+QYOQZYEEIIIWUHOUaOT0yOb6u9vqj31a1YHvDxujpX+59fVx+l8sX4WF2fT2i3yBx1DDFxXA8i\n", + "bP+xzrlEX4YhhBBSdpBj5HgROX64uah2u121v3kUy+9e7kbLFb4cN4LTk9pjyXGueNp2+exvbfnU\n", + "+qX9D2mjPcZtS4M3NksIZdj+Oc4pjckSfRmGEEJI2bHP6C0HOT6qHN9Xl1p676u3+wH5/XBV7fZX\n", + "1eVQeUOaHE9kcTm2x4dSOrV+af/D2vjx+ly342x/K24/v17qdZbcMZY4Rp15kHXnlxfPqjd/NB8I\n", + "IScZ5Bg5XmTl+M+/Pw7Isdl++WGovCNNjkMZMvudX9822w3tKmkgx7d7U+4Loa3ToT2vlV7LeXX9\n", + "0R7nEspxKJ+SxA3VPdQetw77Z7c9Q2PWb1u/Pf322bHSWLG249mKttCO2313XE031pFzBscp2u9R\n", + "rNMe79Abp+b40e/RlA1eQxMha80v1Yv6e3/27Jn+/p+9eaM/d9eMIkGc/3hT1/Gmmu7Xf1Rvnpnz\n", + "vPhFteVF3SKVoT+nRNUZtnlCHQf3RcrUtqsccgwh8dg5veUgx08ox/p1i5f3g+UuOXKsLnIjM4EI\n", + "unJsBatXp2JMqOw2u48kyOG+MTmO1S21x9/WW/lt+tfJaIcV3d4PDT3Jbc4X1PXxem/aFZNjVd6O\n", + "b9iH2GeL8B0m1ylti421LR+4hiZC1holYuY6UDxrjXKioB0qlIPHueefKouSHE/I4nKs2uvuM7W/\n", + "hKTFzvMtBzl+Kjn+9K7a766qu6HygCw5dvYzIujImi4/N/8dFB5BsgTZHH4VIRQq+3lAdqN1C+2J\n", + "9N3rd3tMg/3BoJFae65udVRuX2/8Y3Ls7lvjtylsv9RHqW0+43UK26JjHbmGmm2pkHWn/1pFX9B+\n", + "eaGuj4YXgbppoXxWPbPljlz+8casSvePU+dotutzuecc+vNwfV376naMrRyrtr540Z07sS+q/nZX\n", + "XYdzXFhn23+/7dIYutvMDyfdMZPO+eJNuwrfnl/tY8v1Pt3x7nn1Zrc+oW29cSKri/0utxzk+Enk\n", + "2Hy+/DBU3ueoctzii9hwvQMiLIiWwcqwiytXfv3xuhOkr6bra1PWGy+LbZ86dkrdlmZ7ghz7x7ll\n", + "4Tmkdsjfe3qd/W3xsY5cQ/aYRMipxZe62pI84fWkTUVLmC+BnXB1O/YkXJWLIjnw56H6VPva7Wr/\n", + "iBy35cIq81BfnHMk99897+AYjqwcJ59THePWF/ZfxTmPN15Ngj4Mt5esNfZZsuUgx08ix+YX9dTf\n", + "UNFj/6566B1/7JXj6+q2kaRO7FwEyRpZceyvarryGZYpgvqjdcelT29r6rEr454ABljB3F+bMfH3\n", + "lc5n8OQyIsfh+PiSGZ6jf05pfKfVKWyLjjVyTMbiCFodtVrbvXLR/6zFyhGptlwJlrrOHHqCN0WO\n", + "B+rz2yPJoVNH0NZxYXfrtnW4bWsSPcbdZtJ9HpHj9s8D52wH06+j65Pa7o6X2Sdsi85gH0zEY8iq\n", + "Yq+DLQc5fhI5nlp+fDnu/royWXr6QhTWLYlYsK9Ypoi1u193vz3S+e22cF8BK9Livn7dSh5bmfTk\n", + "MuhnW6epz0inrTsc77D9wWfvu1LlhvE6U8YpNtZhOXJM3AQyFqw0iquYnnA25dIKpRvvOEkKgz8P\n", + "1edtV/vPJ8duX5UgvnghtGHwmOG2d/uEMu/2PXLOdtuAHNfn7ITW2Ucax6APw+0la419Fm45yPFR\n", + "5VheIe5L8IFy7KFkZaLYhMLVrrT6Aqax+7rl7jaNPW+Ibe9QedjumljdvfYIddTYVVCxTx7OmPb2\n", + "Deu2nxvc1XZXsut6zIq8FUn/e9vv1b62bOgc5nPbDwdfyA1+nTUp4zQ61pFrqN0vDXJq8QVNRclR\n", + "ey2JYvWsat9vDaSquwbHRNQ959Cfh+pzV0hf1DIZnMetoyeyUpvkvuiynnjX0dvt+d1jRtoujJER\n", + "Wf+Y0XO2dQzIsa7LnrPuk7eP3d5Ir+63I8d1htpL1hn7XW45yPEiK8f5+HIMyXgru0I5LAohm4gg\n", + "kDpD2+fIMesmmwpyjBwjxyeOWeX039OFp4OQLWTwvdsjCizv+pK5ghwjx8jxKdO+LuC+JgBPCSGE\n", + "kLKDHCPHyDHAghBCCCk7yDFyvCo5thcsAAAAwDHZcpDjGeRYiesSSBcvAAAAwNwoQQI4lMVWjglZ\n", + "c9RkIYSUHeYpUdn6dUD/Z1g5lmR2bpBjsvbw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9u\n", + "kGNCEsJDl5DywzwlKsgh/c8NckxIQnjoElJ+mKdEBTmk/7lBjglJCA9dQsoP85SoIIf0PzdROX64\n", + "uah2u121v3l0tj9Wb/c7vb3l5b1T7oMck7WHhy4h5Yd5SlSQQ/qfmxE5vq8utRTfaxGW5Pjyg7v/\n", + "MMgxWXt46BJSfpinRAU5pP+5SXitwogwcky2HB66hJQf5ilRQQ7pf26y5Lh7reKievvJPcYHOSZr\n", + "Dw9dQsoP85SoIIf0PzcHyrGPeS/5qroTyhTIMVl7eOgSUn6Yp0QFOaT/uZlFju37yUOvWSDHZO3h\n", + "oUtI+WGeEhXkkP7nZh45/vSu2o+8WoEck7WHhy4h5Yd5SlSQQ/qfm4Pk+O6lL8J3L3fVbv+uemg+\n", + "hyDHZO3hoUtI+WGeEhXkkP7nZkSOzasS3t9lXKMl+cOVv31EjBXIMVl7eOgSUn6Yp0QFOaT/uUlY\n", + "Oc4HOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3CDH\n", + "hCSEhy4h5Yd5SlSQQ/qfmzMlrkugGgsAAAAAUDKsHBOSEDVZCCFlh3lKVLZ+HdD/GVaOJZmdG+SY\n", + "rD08dAkpP8xTooIc0v/cIMeEJISHLiHlh3lKVJBD+p8b5JiQhPDQJaT8ME+JCnJI/3ODHBOSEB66\n", + "hJQf5ilRQQ7pf26QY0ISwkOXkPLDPCUqyCH9z01Ujh9uLqrdblftbx4HywwX1dtPfrkFOSZrDw9d\n", + "QsoP85SoIIf0Py9V9f8BzUbaId2CqIUAAAAASUVORK5CYII=\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": { + "image/png": { + "width": "700" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename=\"assets/dashboard.png\", width=\"700\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Now we can use some of these user-input values to control what elements get plotted " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#Now we can use some of these controls to customize the \n", + "folder_name = Range('Dashboard','B2').value\n", + "graph_title = Range('Dashboard','B3').value" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 2 Clean and prepare your data for plotting using Pandas\n", + "To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#short function to create a new dataframe using xlwings\n", + "def new_df(shtnm, startcell = 'A1'):\n", + " data = Range(shtnm, startcell).table.value\n", + " temp_df = pd.DataFrame(data[1:], columns = data[0])\n", + " return(temp_df)\n", + "\n", + "###Make some dataframes from the workbook sheets\n", + "#Core Product\n", + "shtnm1 = Range('Dashboard','B6').value\n", + "df = new_df(shtnm1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "Based on user input from the \"dashboard\" sheet in excel - we can choose to create a new dataframe for the 2nd product" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFgCAYAAAAcg8VNAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAEPMSURBVHhe7Z0/r9w22rfnK50NMoU/yI6DAEEM\n", + "LPwJjMA4RbBFgLh0DKRykQBpFnBgIMWbwlWKdeEtnDr/kOLZ4im2WDxfQK8oihJ566YozUgzpHT9\n", + "gCvr0R+KokTyMuesz6EihBBCyAoxU6wGIbwJhBBCyEqR4iUhew5vACGEELJKpHDFIHsMT54QQghZ\n", + "JVK0xiB7C0+dEEIIWSVSslKQPYUnTgghhKwSKVhTIXsIT5oQQghZJVKs5kC2Hp4yIYQQskqkVM2F\n", + "bDk8YUIIIWSVSKE6B7LV8HQJIYSQVSJl6lzIFsOTJYQQQlaJFKlLIFsLT5UQQghZJVKiLoVsKTxR\n", + "QgghZJVIgVoCspXwNAkhhJBVIuVpKcgWwpMkhBBCVokUpyUhpYenSAghhKwSKU1LQ0oOT5AQQghZ\n", + "JVKY1oCUGp4eIYQQsmqkNC0NKTE8OUIIIWT1SGlaGlJaeGqEEELIVSKlaWlISeGJEUIIIVeLlKal\n", + "IaWEp0UIIYRcNVKaloaUEJ4UIYQQcpNIcVoSknt4SoQQQsjNIsVpSUjO4QkRQgghN40UpyUhuYan\n", + "QwghhNw8UpyWhOQYngwhhBCSRaQ4LQnJLTwVQgghJJtIcVoSklN4IoQQQkhWkeK0JCSX8DQIIYSQ\n", + "7CLFaUlIDuFJEEIIIdlGytNSkFuHp0AIIYRkHSlPS0FuGZ4AIYQQkn2kPC0FuVVofUIIIaSISHla\n", + "CnKL0PKEEEJIMZHytBTk2jn8+T//W03lh//3pj2NkDLz6+9/tH8ihOQa+mkqmkAtQV7Z+nuAgJFd\n", + "hYGdkPxDP50STaCWIJ8gYB4IGCk9DOyE5B/66dRoArUEeQQB80DASOlhYCck/9BP50QTqCW4fTYv\n", + "YMfjsTq9eK8KlwQBI6WHgZ2Q/EM/nRtNoJbgttm8gGmiFQMBI6WHgZ2Q/EM/PSeaQC3B7YKAeSBg\n", + "pPQwsBOSf+in50YTqCW4TRAwDwSMlB4GdkLyD/30kmgCtQTXDwLmgYCR0sPATkj+oZ9eGk2gluC6\n", + "QcA8jIAdDgcAAIBVIZdGytNSXC+bFzAjVXPQOgoAAMCSmMkXLsW04xpo14I5NAKmrXTFMAL2yy+/\n", + "ABTLv//8DwBkjBMwslTkCtZSrB8nKlsNAga7QhvwASAfELA1IuVpKdYNAuaBgEHpaAM+AOQDArZW\n", + "pDwtxXpBwDwQMCgdbcAHgHxAwNaMlKelWCcImAcCBqWjDfgAkA8I2NqR8rQUywcB85gnYG+q+zvT\n", + "kU7VS3X/FJYoYy6pa7r9d9X9G20/5Iw24E/jX9Xf/2InhsNfvqj+qR4DAJeCgF0jUp6WYtlsXsCe\n", + "vNZlSyMUsJfVqe0oPqeXbv9cedKOP1fA3Hkhfd3GSF3T7V9KwPy6LnHvMEY42Fup+vgbf5vlu4/q\n", + "tvdF65tP6mfxSfWdd8w/P/+wOnz0j+7zEgyueyZNOcH7H9b9XNa4ZwAf986StSPlaSmWy+YF7Hh8\n", + "Wr1SZEtDFzAnCL1IWNGZKxDa8edKyCXykjrX7V9DwA7V3b1r40vuAWKEg31cwAYYARNilLOMGAH7\n", + "4PN/dZ+bui4gYQgYrA0Cds1IeVqKZbJ5Afvr8WH1/J0uXJJxAfulenN/13QcKxGaQMhVMycxoYQ0\n", + "3N1Xb4Iy3J998WnLa4512/zyYvISq4dBOfflqT/27lSdBvWQ9ff2vbmv7uptd/f3g/YKzr27a47r\n", + "9yfq0ZTZPo/uGi+DehgRfnkKPw+u2+7T78fftg3CwT6xAtaKhpUXr60++qL/OrKllx3vq8oGX3rM\n", + "vg+rv//0j+rjbr/5rF+34acvqg+6YyfKYo0UsH//aa/Znz9WT3nPpo7yeFk+wDK494tcK1KeluLy\n", + "sALmcZmAyePlJK8Ih9gWll/vb4WkXzXSzwv3za2HkLxOguL1ttLTfm7lyJyjfwXanl+X/3Ks/Uw5\n", + "nWgq+/w6ede0ZcXuOVLnbj8C1m2btALWSoq3LVx5chLTS1e4X163libvms2xE7+eHAhYI3Luuol6\n", + "NseGQhYcF9wzwLLY8XWZCZxMjZSnpbgs218Be/FelS2NcQFznyNioshSesVMbgtlyEqDJgnuPJ/2\n", + "uLn1GBzv9gvZOb3synPnNMLl9g9W6Rxtec1+v03lvYcE9z64xvBc9fhYnd22DRIO9gsLmCouZuUp\n", + "FJ/wev5+5bo+I2IkkQLWlOvqn6pns19vFwQM1saMQwZy7Uh5Worzs3kBe6uIVoz0D+H7MhRKwGD1\n", + "yhDIjSYcYyLR7lPFRivLMrcew+Pd/vZe23M1AgHzZSdA3EdXF/d1orx3nzMFLFXn9pwtEg72CwuY\n", + "8oP64TViAtZvk9e1K1P+M5ouYMF5ft2T9axpJcyc64scAgZr495ZcotIeVqK87J5AdNEK0bqK8gQ\n", + "IQGB5NhjnNzYSX8oDeo2Jw/tz0wFItWhldUytx6D493+UGb0etTMFTDv+qdGmmw9wjpeuAKWqvOG\n", + "CQf7hQVs6RUwKUoXrIAFJOspt/d1RsBgbczYZCC3ipSnpZgfBMzjIgETXx8mJSFyTL9NHuujnedI\n", + "1UN8lnLjBLC7dqIdZgtYjTvHK9cKmLxm+3mugE1+drH2LZdwsF9AwIJttjz/vPCYdr8nOrKMMQFr\n", + "9i0hYMl6Do8NBEw9DmAZELAcIuVpKeZlBz+Ef6yOn/2gCpfkMgGrCcRCOdff38iEUkaNWw0KpCVA\n", + "P69jtB7KuZ101dTXtD8s78uJawuf9nx3rTkCVmOFyStHXON0MnU6V8CG5YXXcufvQ8DCNrByNEXA\n", + "9K/p7IpRV15wjpMZ/5hQqOR1rXRZPvj8i/q8JQTMMFLPRvy8fX47RL6aBFgK996RW0fK01JMDytg\n", + "HqGA3ZAdf4UGl6EN+NcjXE0CgCEIWE6R8rQU04KAeeQiYG51aOs/MA7Low341wMBA0iBgOUWKU9L\n", + "kQ4C5pGFgHVfH3pfEQJMRBvwr8dSAia+PhTw1SCUjHuPSU6R8rQU40HAPLL5ChLgTLQBHwDyAQHL\n", + "NVKeliKezQuYkao5aJMaQCloAz4A5IMTMDP5Qm6Y57IG2rW2TSNg2kpXDAQMSkcb8AEgH1gByz1y\n", + "BWsJ9DhR2WoQMNgV2oAPAPmAgJUQKVBLEQYB80DAoHS0AR8A8gEBKyVSnpaiDwLmgYBB6WgDPgDk\n", + "AwJWUqQ8LYUNAuaBgEHpaAM+AOQDAlZapDwtBQIWME/AEr8OaBJLlHFN2l/vE/0VSVNJ/ZonQ2lt\n", + "kwfagA+Zov36J9g8CFiJkfK0DJsXsFeKaMUIBUz7XYL+v04/VxC04y+VDHe+z5q/33CigA1+F6WP\n", + "qZ8UsDXaZp/Iwd7/XYuWab9r8Vya611VKvrfd6n+A7Du9z56dbp+HSNEBWz+PS3BOe9KNm1ZEK59\n", + "SWkZCtSlmH+iYss5TP1F3AZdwKQkOAmbKwgLS0b3C7TFuY38nFHeJCYKmIf7xeLjv9dy4bbZMXKw\n", + "NxOk/y/H//PzD+s2XVfCrouVlQ/+Ut+XIgLm/j/+KNOVpoSAXfuetv+u5AECVnJCgboUK2CGbeZw\n", + "PH1dvVVkS2NcwKRMaILgznG41Sh3rEcjMX4Z7s/+ClZMeIZ1U2lXou7u78PjO3mz9HJky727fxnU\n", + "t1/16+tz3/6+ynD/EF3AtPv2GLSNPM/ht5XWfvtDDvZyUnW/5seurJg/f1j9/fN2RaWbbPsVmHC7\n", + "Le/w0T/asvpj3TVi+7Wy3L5glUdIiZUAd25d15+8YxtcGe29+Pt/+qL6wFxPlBnW0T9/7DotTZnu\n", + "OL/uE8oJzm3bfUTA5txTtF7Ndq8M+dnjnHdl8Lxj9WjvyW2XYpd+ztvB3ScpNb1AXUovYIbt5XB6\n", + "8V6VLY3LBEweL4VgTCjstoGstKIUyku//XB6GW6XeF8FdpJktnVCF7sHd015D/1+W96wjSRpAdM+\n", + "TzvG/tJyuR8B8xlMqsEE7GQhnAzlpNpMjm6yb77+8o4XE7omN4OyuvOdaNh9Db5YNGWHdRvSlyHv\n", + "tbmWufYEAfMnfXn/PXV7eeUE7ZIsx+7v69e2vVdez9x7GquX/1nWIURea/67Yo8J7rGth2zToI6T\n", + "nvN2aMbumrLii8I5bC3aPc4nFDDDtnLBD+FLuXCfI0KlyFJ6xUxua6/RCpIVDEUo5LUGP3PVlue2\n", + "D1bQesJrhNc3+909BMLl7Y/WsWUxAXP34ktn2w5jK3B7Qw72clJtJsJucrYTZiBAQqgs5rhwInbn\n", + "yMk+mGjVidUvqxeNbv9AwMT+AV4ZgRx615kgYNE6jBHc35R7EW0Rvc78ewoYXMs+s9hXmo7Z74o7\n", + "xrVlUFePpj4j79Sk57wd3DidR6QA7I1LopU3j6GAGbaTw/H4tJr6g/jpH8L3RSMUBFU0AlGaIBk1\n", + "vdC0+zR5iq6AuTqPSEuNvYZPWsDsPdxQwNw9KyBgPXKwbyZIv72CCViZVNvJMDinoZ9A+0l3KB3p\n", + "Cdk/Z4L8ePXRV278Mrz78csRZQZ1nFIHj0Y4uzYxuPtLlGP+LNsiep359xSvV0tzfVE/wex3xZ3j\n", + "P2/tfia8U+nnvB3c/V8/cqKH+chox0xHFzDDNnI4HR9WX73ThUuS+goyRBcEXzTC1aMJkmFwonF3\n", + "18hTKC6OWN3SAhbWqaAVMKV9YYgc7M0EGZ/QYgKmrGL4uGOUY4MJWS3LXNNNvHPkRxcAWUYjIvX1\n", + "g/sWZQZ1nFOHRmK8+wnuL1GO1hbRe515T6P1MrRt3vz8lqiDx+x3pSZoS1kPh/oexIg95+3QjO81\n", + "60VO5pArcQEzlJ8FVsCk5DikNEg5GUrFUFbGxEMeK+hErZeh6QImhGvw2YmObAN5j0sJ2JS2kXWR\n", + "uONH2mwHyMF+/qRqJ//4OYb2GPOVVicyFk1u/GPSX1nWnydISXS7K8Of8IXoaHUMyo2JkRCMppzu\n", + "c6oc29Zdu86519Q9jdbLv19brv88fMxxFwmYvEfzuamjve74O+VQ2nFj2LF96QlWTt5QAuMCZig7\n", + "h6mrX4bLBKzGCU+HONff30iMUkaNk5ZQrjR6YQpwwqV+BRmeczoZkRMCdneqTk292mO6r/jc/uUF\n", + "bFrbaPfr9iNgBjnYnzOpdhO1385CFNxXXuMTssFeI1ZOuL+WhoFYeOeq4iAnbEUyAhGSdVQmfHG8\n", + "T3NuW58PPv+irvtUAavpRMpQn2c+q9c58560ejVt2MuYrYP31Z/HOe/K4HkH9+hfp72Hbl+Nq39T\n", + "R2+7+py3g7vPZSInbCiJtIAZyk2Zv4roZl+3DQULykIb8AEgH5YRMDlJQ4lMEzBDmSlSwOyqkr/y\n", + "dC0QsNLRBnwAyIfLBExOzFAy0wXMUF7KE7Duqzjx9eVVQMBKRxvwASAfzhcwOSFD6cwTMENZKfMr\n", + "SIAz0QZ8AMiH8wRMTsSwBeYLmKGczBYw1zkAAADWYnrkBAxb4TwBM5SRg5GqOWgdBQAAYEl+/f2P\n", + "CdhJGmCI9r7kQyNg2kpXDCNghJQc9+ITQvLNtH6qrXzAljAipW2fTt5BwMiugoARkn/S/VSbbGFr\n", + "XC5ghnyDgJFdBQEjJP+M91NtkoUtsoyAGfIMAkZ2FQSMkPyDgIFhOQEz5BcEjOwqCBgh+SfeT7WJ\n", + "FbbKsgJmyCsIGNlVEDBC8k/+AnbNaNffB8sLmCGfHE4v3quypYGAkdKDgBGSf/R+qk2m14AMo7XT\n", + "8qwjYIY8goCRXQUBIyT/DPupNokuDVknWltPYz0BM9w+CBjZVRAwQvJP2E+1yXMpyPWjPQeddQXM\n", + "cNsgYGRXQcAIyT/XETCSR7RnY1lfwAy3CwJGdhUEjJD80/dTbcJcApJfhs/pOgJmuE0QMLKrIGCE\n", + "5B/bT7WJ8hJIaRmO19pzXYrr53A8Hqvj6evqrSJcEgSMlB4EjJD8s/zKBykx+nitPd+luG5YASO7\n", + "CgJGSO5Z+qsnUmri47X2nJfiekHAyK6CgBGSc+wkuJyAkZIzPl5rz3sprhP+JXyyqyBghOSafgJc\n", + "RsBI6UmP19pzX4r1g4CRXQUBIyTHhJPfZQJGtpJp47X2DizFukHAyK6CgBGSW4YTHwJGTKaP19p7\n", + "sBTrBQEjuwoCRkhO0Sa8SwSMbCnzxmvtfViKdTJbwA6HAwAAAMDqzIsUpyVZPgcjVXPQGggAAABg\n", + "acwq2DzsCuryaNc6n0bAtJWuGEbAfvnlFwAAgAs4LIx2DSgZJ2DnRa5eLcWyQcAAAOCKaAJ1Kdp1\n", + "oGQuEzATKU9LsVwQMAAAuCKaQF2Cdg0oncsFzETK01IsEwQMAACuhCZQl6BdA7bAMgJmIuVpCZYJ\n", + "AgYAAFdCk6hz0cqHZXlZnYwI3d1Xb9T967GcgJlIgVqCy3NlAWsf5uFUvVT3O6YelyPXqPub6v7O\n", + "v0bJ7QXTud1gCGPI/gg6mkSdi1b+kuT5TF+eTJ3uqvs3+v7FeXmqr3eo7u4XXHx5c1/dmXHs9FLf\n", + "37KsgJlIgVqCy3I4fvaDKlsaoYC5ST/k9DJsxJCporCWUFzSqdy5yj26F6qZGK8hQwjYMpzzDqdY\n", + "YOB271NLP/i19V1NwFJ17/tAeMwC97wql9Yv9Z7MLT91vPacc2/jKWgileDNIegLIWuKyALtLfpx\n", + "Q0I6RgnExdVPjFetMC01RoTC118zbJf5bTVFJF2bLRspUJdyWS5YAZOTfuSFyIrLOtWb+zv7UohO\n", + "5LYv+reEUS67D3Cs8Q5f+GwCmTfbTHmurJwE7OC97xfe8+pcWr/UezK3/NTxWxQwRa5m8ubetvl1\n", + "xtnL2lubK7ptZ/Zfd343NqljhanzUmIq30NXvuWi/j9hZc1dZ/lIibqU87OggAkRaV+Ou/t77zjl\n", + "QYm/JegDmr3W3f3L4AUIJkln/j7qAKbtd/fiiL3Aw3se1nV4j9b2W1yHDP4245/nXVvcU/yFF5+V\n", + "tujbyh3r8O9VqcOmSbzDZlv0GWjPVbZtTWTwiraxu56QfEtb37rMe+/aQT9IXie2f6zu4ty7u7bP\n", + "xt/5aLt148KwL/vtOeee1P4VPbdmgX4fvifK/UfLHquPODfYrl1jpF3U8TdxzmroQjWXQd/sSDxH\n", + "ZTzs2ja6b2Z7BwzfF4s7351njxud1zy0VSP37jfnqGPHeJ1H+05bXt/ebVlT+n/qmQzmvyHu3HUi\n", + "JepSzsvhq3e6bGmcI2Dmc/9CyQfVluEPiOrL3z9MW5a4djfYxAZDx9iL4ra5Y/TOFbzwZtvgRRLX\n", + "EC/xm/uTLTd6Xntds79rF1nv1GdH7N764+z9yP36vW8P2T7KOxx7BrHnqj6LVLt7uPfC0F3bkegH\n", + "k5/v9P0h7f66Xi/HBGSs3br7897z9p5sWTPvKfocfLT7il1He/cT78mg/FTZWn182vOD5y/PGZYR\n", + "tIvXrvHxd+Q9XBRdqOYh29yVnWjrth2i72lsX/LzSNupImSx57hrurrH+rNPZJ97zvW7Yv9S5r+/\n", + "iTon+o49Vikv1f9Tz0Q9ZkjThjXrRUrUJZyXw/H4tHqlyJbGuIC5z+GLPzqIiBegJ/JAvbKCl6Mp\n", + "p3+4tqNqD1aWW6PUQe/o4fGuc7ljo4OcOz5ohxrXPjEB84+tCTuDvA/lvmoGdRtcs6atX1//PZF4\n", + "h8Xxw3eu/iyfq/Ys5ra7O97RXSPRD1LXSdZDf4962v3N9f22Gz9PrWN3D8NzZ91T9Dn4KPVrz5vW\n", + "71PviSg/WfZ4e/Xla7TnTH3Wfrskn/9aaEI1B1uO+nxSbd3sd8/J7fOfU2SffEZz2q7dHhzbEt5D\n", + "oj9752nHOlyZfbntvov6jna9tk2abe4dNe0z9/33yurae0hTt5p1I0XqEubn8OR4rJ681oVLkv4h\n", + "fO/F0R6+aHT3UIadXz6cxIvaXss+XP8lceU5hg99+GLUKC9Qz8iL1zDcZuvqaLcP2sed17dheJ6/\n", + "T15Dq4fSgVyHU1h3AM6VxDtcE38GkeeqPYtz2929IzX2XUz0g9R1kvXQ3iOfdr+7ftdP3Fco/XnR\n", + "dnP31N3D8Jqz7mlwLa3uw2vM6/ep9yQsP112qp2VvivPSbWLNv5OaMvl0YRqLrYsrV2TbT02N4zt\n", + "m9ve7tr+sYqAuXfVnpPoz955+jsh9sn3aUKdo33Hb0O3TbZRd0zY/6f1LdG+CrZO54nNvEiRuoR5\n", + "OZyOD6upX0OmvoIM0AYA0ejqg1KOS76o7lod2gtsUB668qK5esUGpa4T3fsd2O2Pv1jB/Q7ax51n\n", + "6y7rEHZMeY3hNdV7UDvVnhl/h8efwfA4267T3rHJtOfa9yTRD1LXSdYj/u4G+7vr98efmnrY80bb\n", + "zb33ShnumrPuySN8Dv6+ac9E7TMNibFOlp8sW6lPwPA5T7lGgDb+zmjL5dCEag59WerzTbX12Nww\n", + "Om/MbG+frlz5fF2Z7jqJ/hycq70TYp+83ow6y7bV69HWP9H/k89EnBu2UY853nCdSJE6l3k5HE9f\n", + "V28V2dJYWsC6Y7oHWpfZ/Fk+nPEX1T5c7aUdMnyxZNnpF8O9YJbIS9qeb+rWvYjBiynarytTuyd3\n", + "rPss65hqV4e45gBXjrynrTLeHmPPIP5cR96xaLv3BOXW2LLcwNWWE+kH6euk6zGsu0/7fvjvVTCJ\n", + "2XJH393Buynf5Xn3NPYcfKLPZFK/T7WbPDdd9ng7y/MNkWvE6qSOv6n7WANNqqYSlmXfK/l8x9s6\n", + "fBdDxvbNbm+Bfb5hXV39+2cyfM7x92Ls+rF943WO951hvSxtm/jblf4/PH/4/qfqZrBlzpea8yNl\n", + "6lym5zBVvgyLC5h/XIN78SIvf/RFdXXxSdTL4MoL6jBybod3vdhL2pXhPrcofyN15dgfbNTv6XQy\n", + "x8baJ/zcdXSPfiAYaytXjjYAbBHXFrHnPeUZtPjPVXvHRtvdR5Rb0/+tsS0j2g+8YwL86yT2q3V3\n", + "tHUT291k05cz0m6u/K6M8N3ty5t6TyPPweeifu+uH9s/vIdk2aPt3F4v2K5cY6xdXPmD9hhryzXQ\n", + "xGoKw7LcuBYKWM1oW4/d79i+me2toI3DfV82tOV5zzkuYGP7XL20uky5xxb3rkT/ItMeL97XYf+v\n", + "mfr+x/prjTv3upEydS7TsolfRTR4MSc8XAAAWBtNrqaglTWfsbmhtHnDCV0occsTF70FGVmtdtxG\n", + "wEykTJ3DtGxAwJS/qbiVJQQMAOCGaHKVQivnHMbmhvvy5o2rCOJwVW4Npkhe2QJmSGcTK2DqMivy\n", + "BQBwYzTBGkMr4xLG5oby5o2rrE6tzUSRdM/kNpEydQ7pbETAAAAgPzTJiqGdD3vltgJmIoXqHMYz\n", + "W8BcowAAAACsyW0jhWou4zkYqZqD1kAAAAAAS/Pr73/cEHP9S9HK/cMKmLbSFcMI2P/93/8BFMu/\n", + "//wPAFyNwwS08/7TTFBkv3ECdvvIVa25xIOAwa7QBnoAWAtNuCTaeQjY3pOPgJlIqZqLHgQMdoU2\n", + "0APAWmjC5aOdYyH7DgImQMCgdLSBHgDWQpMuh3Z8D9l38hIwEylVcxkGAYNdoQ30ALAWmng5tON7\n", + "yL6Tn4CZSKmawzAIWIrvH1WH47PqZ20fFIc20G+ebz6pDn/5ovqntg9gVTTxcmjH98zNj4/rCfvx\n", + "j+0nUnq2J2CGMIfj8WH11TtduCSqgP38rDq2DdVwRVn5/pF33YZH1ffKcRexkID9/OxYHR59r+6D\n", + "66EN9P/+6YvqA/89uqKsfPeRd92GT6rvlOMuYiEB++fnH1aHj/6h7gPQ0cTLoR3fo6WRrLqfaJ6V\n", + "tYD99rx6EPTzQ/Xg+W/tTqLFtVN+kVI1hzCXrYAZOTkcq2c/99uMaByf/RwetxJGwPxrNZKztIQh\n", + "YJtiMNAbOTl8WP39p36bEY0PPv9XeNxKGAHzr9VIztIShoDBzdDEy6Ed3zPMj9Xjw4Pq8eMHqmhl\n", + "K2A/Pm5EIqhaK2RIWDz5CpiJFKuphLlAwL6vHtWN8+j7cIIL+bl6duyNP5Qjc34tb8+MxPn7xs4J\n", + "kQIW1unM8oMVvfb8TsDsucE9S0ETK4KPvpfXk3WGaxIO8v+oPq6fx8ff+Nsk/6r+/hf/+flyZM6v\n", + "5e1zI3H+vrFzQqSAhXU6s/xgRa89vxMwe25wz1LQxIrgx9/I68k6A8TQxMuhHd8ziBGZB8+r3xp5\n", + "eVzrWBhfwH57LiStkSD/HCNznhSJFSq3fSh1v1XPH/Ti1FynO+9BNfSp8PggQZ3scY9/tPWKl7ef\n", + "uHbNM1Ks5tDncPzsB1W2NAIBa0QjLked6HirPuEKlZUlKUDN14rynMgK1EDAmjq5FTmt/FSd7P6+\n", + "zLaMyQJmjw/Ob/exApYHwSDfiEZcjjrR8VZ9whUqK0tSgJqvFeU5kRWogYA1dXIrclr5qTrZ/X2Z\n", + "bRmTBcweH5zf7mMFDOajiZdDO75HxsiQFRldagJZEpL22/PH1YNGcLoN3v5aeozYNX82u2qpcp+l\n", + "uDXntWIUEcEg/vGD2BU9u8/eky9d2a7oXSl5C5iJFKup9DmcjsfqyWtduCSBgDVfP44ImCpoRlBC\n", + "QQpkJhAoh39OiBSwRt6EDA3LH6mTtj8QrISAjbQJApYHwSDffP04ImCqoBlBCQUpkJlAoBz+OSFS\n", + "wBp5EzI0LH+kTtr+QLASAjbSJggYzEcTL4d2fE8QITKBJLUJhcVf4TJyU4tSLVPBylVMbqScdeWI\n", + "85rjPKnTMippso6iLLfi137cW/IXMBMpV1Poc/jqdKxOL96rwiWZJWDqfl9gYoJkGz0kLmDBcZ0o\n", + "GZTyU3XS9pttcwQsqEMPApYHwSCfEjB1vy8wMUES72VDXMCC4zpRMijlp+qk7Tfb5ghYUIceBAzm\n", + "o4mXj3aOxc9AuJSVJbli1K+Y1aJjtptzmjKGstOU7/dDT5p66VIkqZUwc476NaNSzz7DFbCgbASs\n", + "Ie9IuZqKzfkCpgmOz9krYCNSJxh8BRkwtXyvTqyAbZ5wkFcEx+fsFbARqRMMvoIMmFq+VydWwCAr\n", + "NOny0c6x9LFy0stRjy89g6/snMB0K1+mHCM8Rny8VSlznP9Zrlq5z3J7kHClrE9se53gugiYjHvG\n", + "+UfK1RRsLvpnKOzPT4WrU2ablSIrK4Oft+pkRhM4e05cqkJmC9jEOnVluhU5b1WrWXVz5w/2i/PN\n", + "53ZfeB24FXKQtz8/Fa5OmW1WiqysDH7eqpMZTeDsOXGpCpktYBPr1JXpVuS8Va1m1c2dP9gvzjef\n", + "233hdQCmoEmXRDvPE7BGVIarSHbVqhei4c9M2RUm8/+adJvNMY8f1+X5xwkBa8oJRMsTQNWkTBSB\n", + "amPrKerfrpz1AomAyexCwKb+/JdBCpjBSlj7choCybBCMrYvFCRDK0nR83rmC1i/PVq2k6qGR9X3\n", + "5nP0nur98mvH4HxPTr3tUwUTlkcb6K2EuWdWE0iGFZKxfaEgGVpJip7XM1/A+u3Rsp1UNXxSfWc+\n", + "R++p3i+/dgzO9+TU2z5VMGHvaMIl0c7rBWwoVi7h6pJ23ECmGtkaipI9zvLg+fNwhayO+4pyIEjt\n", + "OQ1qHdvIYwdCiYDJuLYqI1KwplD/VxOtGJqAAZSENtADwFpowqUxPDerNAIVShlZNwiYAAGD0tEG\n", + "egBYC022NIbn5pT4KhxZK2UJmIkUrBT1fzXRioGAQeloAz0ArIUmWxrDc/PJyA/Sk9WCgAkQMCgd\n", + "baAHgLXQZCtGeC7Zd8oTMBMpWeMcjFTNQZvUAEpBDvIAsCaaaMXQzoe94gTs19//KAhT32k0Aqat\n", + "dMVAwKB0tI4OAGuhidYYWhmwR8pcATMJV7nGQMBgV2gdHQDWRBOtGNr5sEcQMAECBqWjdXQAWBNN\n", + "tGJo58MeKVfATIaypYGAwa7QOjoArIkmWmNoZcDeQMAECBiUjtbRAWBNNMkaQysD9gYCJlhEwOSv\n", + "7pGk9t+Y4HdB3oLM2yd3tI4+G/mre2A+tOGO0CQrhVYO7ImyBcxkKFySw/F4rI7Hp9UrRbgkMQFr\n", + "pKRuqOHvXVSYKWBN2d7n5ndPCgGSx6zJmIC5duh5VH2vHHcRCwmY1o57QOvohuYXVNfPbPh7FxWu\n", + "KA/N76n0fvH2NXBt0fNJ9Z1y3EUs1Ia3aB+YiyZYKdy5w18+bwh+oTxsEjf+lJuhcEkOrz6rBeyz\n", + "H1ThkugCZn459bF69GjihD5TwCS3FoeUgPm/aNv+ovKFJQwBuwito9tfTv1h9fFHEyfzHQiY/8u2\n", + "7S8rX1jCELCdoUlWivZc864Mfim89xk2yS4E7K/Hh9Xzd7pwSVQBc0Lw87PqqMlGs9025KEWtWfP\n", + "hEAk9vfC83P17OiOszjZGUqRPNavl9336Hsjjm5/fd2f3f6aoE7hyt4cAbNy6s63otrcX1Ouq9NY\n", + "XWtG28fdi3e8FLTBvcTbcQ9oHb2TgWZgV0Sj2e7aqx74P+/lYfg3cfs39l5g2r/Bd+f75dt9H39j\n", + "BNDtdxOLPM+V6c5xZdQEMmNlsqljc5673lg9QqSA2TLdNc8sf6QN0/dUE5xvjo21j1cGZIQmWCn6\n", + "8/1+Futz/bsQvnv2LxBun+tfkDvumZWdoXT5HKaufhk0Aeulw07s4WQut7XSIwQivn8oPNGvILtt\n", + "rWDIcwbC00tXeH5dB+/6zbkj9fHp26Ld1siPu057b4oMpuqaar+4gNnjg/PbfayA9fTCYQfycCKX\n", + "21pZcnLQ/O3cG/DF387lZNFMBkI8/ElBPV6ZbMYFzJQZTkLj9Qjp26PdFtyTVn57H7L87phEG068\n", + "p+D8dt+wfSBfNMlK0Z7bvIP1+yT6l2H03XbntfugHHYhYE9e67KlMRCwQDCGsmL3ixUdXxBS+2tm\n", + "C5hWZiMirp4paRGI8uYIWHNsV66VoeC6qbom2ydxL+bPg/ItCFiLGNAHYqIN4IocOHkYDv7hZGGP\n", + "d9tS4qEJxjRZCfYn6xEiBayZ4JLly0nOKz/Zhol7Mn+OTKIIWElogpWiP795D+t3L3jeqXe72S/e\n", + "LSiCXQjYW0W0YkgB04WrFzJVAFKC4O+vmS1gqnT4opIWsOYa7cO39OWlBCw4z28bTcBSdU22zwQB\n", + "C+rQg4BZdOHyBnRt8g/kwf8buBCJdvAP3okGV/41BWysHiHdROfw20crXxUkr57JNpwgYEEdehCw\n", + "0tAkawzv3OY9Fu/RlHfbOyZY2YWscc+y/AzFy3HBP0NhJ//+he/pVoFSKzjJFZ4zBCy1qjRFWvzz\n", + "RXkpAQu+ggxgBSwHwk5uJ37tHe4Gam3Ql0LgjpHHaucGXFPAxuoRIlfAQqaWL1chxP6gzhMELFJ/\n", + "BKw0NMlK0Z6rvUez3m3l3YVscWNx+RmKl+N8AWsmd2+1q8WuHrlJ30pHKGT1RTuBSO2PCJi3f3hM\n", + "K4bRc+ZJS1O2/LyUgCXrOrN9Uu1rPrf7tHbcA0Enbyb24SpQM6l3g7odtEMhq9vYF7BWID74iy5L\n", + "cZmZKGDBtfwVt/rzoD7aJJOqR8hsAWvL9+89rHe6DafcU1+n+nO7T2sfyBlNsFK056qyNefdVvob\n", + "ZAsCJvAFLC4iQjScFDTUImM++xN/Yv/gOt7xTiyGdbF1cA8wFI2EgNU05XXXeFaXtZaA9dv1utak\n", + "2i84v94v7iU83xNmpR33gN/Bg0k/QEiGE4KGegIwn8Wkb6VNG9xbOenOr+nOVSYEIWD+tQMB6cqr\n", + "6xOcI+reMVaPkPkC1m+Plp1sw7F7kufz9VLZaJKVoj6vedZSwAwj73bzlyxvu9rfIUfcMys/Q/Fy\n", + "8KuIYFdoHR0ArokmWCm0cmDLIGACBAxKR+voAHBNNMFKoZUDWwYBEyBgUDpaRweAa6NJVgqtHNgq\n", + "CJgAAYPS0To6AFwbTbCmoJUFW2QXAmakag7apAZQClpHB4Bro8nVFLSyYIs4Afv19z8KxtRfpxEw\n", + "baUrBgIGpaN1dAC4BZpgTUErC7bGNlbAwhUvCQIGu0Lr6ABwCzS5moJWFmwNBEyAgEHpaB0dAG6F\n", + "JlhT0MqCLYGACRAwKB2towPArdDkagpaWbAlEDABAgalo3V0ALglmmBNQSsLtkL5AjYULsn1BUz+\n", + "qhxJav+NGftVRFch8/bJHa2jL4r8FTqls7X7gQzR5GoKWlmwFXYhYH998V6VLY2YgLnfnTj8PYcK\n", + "MwWsKdv73PwSaSFA8pg1GRMw1w49/e+QXIyFBExrxz0QdnLld8ipv2tuBgsKS/P7JUd+d13zuyyX\n", + "rLvGQveTuhfYO5pgWZo+Wr/r/jb7e1zNn7WyYAu4ca3MDGVL4/DX48Pq+TtduCS6gJlfBn2sHj2a\n", + "OKHPFDDJrcUhJWD+L7Zu6rq0hCFgFxF2citg/S9xboXsElG4soD5v4Da/kLwhSUMAYOrEApWwDd2\n", + "Iv77T+3n+n/NL2DvPqvlQensQsCeXCpgTgh+flYdNdlottuGPNSi9uyZEIjE/l54fq6eHd1xFic7\n", + "QymSx/r1svsefW/E0e2vr/uz218T1Clc2ZsjYFZO3flWVJv7a8p1dRqra81o+7h78Y6Xgja4l3g7\n", + "7oGwk0sBa0WhEw67/+NvvHOkkPz0RTMZ2Lb8sPr752K/Od5r64ZOROQKnJMnuT2so0MK2L///Ef1\n", + "cX2sra/5c1uf0bKFsI3ez9z2MMdOuxeAQLoE/YpX+GfH2Dtt/2Li9tXv9E/+NSFX3DMrL0PRinHx\n", + "V5C9dNiJPZzM5bZWeoRAxPcPhSf6FWS3rRUMec5AeHrpCs+v6+Bdvzl3pD4+fVu02xr5cddp702R\n", + "wVRdU+0XFzB7fHB+u48VMIOVg14I9M9x4ZDHWwHq97cS1A74chXITiT951D+0qtGAwFr5Mddr61L\n", + "MBm1MiSvKeQsfj+p9rDHB+e3+1L3AuAL1YB21eu7weqXE7JIP2r6hPhLBhTBLgTsrSJaMQYCFgjG\n", + "UFbsfrGi4wtCan/NbAHTymxExNUzJS0CUd4cAWuO7cq1MhRcN1XXZPsk7sX8eVC+BQEztELSdnSL\n", + "/zfkhHBog/vY/sE++bfxcWGTSAFrJiJXfitDQd3Vyci7Zup+Uu1h/hyZ7BAwmIYnXYLm/TZ9tP7f\n", + "bnsgZK4M+U6LdxaKwI3JZWUoWWMcjhd8BakLVy9kqgCkBMHfXzNbwFTp8EUlLWDNNdqHb+nLSwlY\n", + "cJ7fNpqApeqabJ8JAhbUoQcBM8gVn5pGIpwEnSEc/n4hVMHf1NuJIXhfGuYJWHBud12DImCqIHn3\n", + "mLyfCe0R1KEHAYNpeHIlcatgyragHzT0/cjva0Ffh6xxz7KsDCUrTv3f56djNfVryFDA7OTfv/A9\n", + "3SpQagUnucJzhoClVpWmSIt/vigvJWDBV5ABrIDlQNjJFQELxCUhHKkVo4Fkecdq5wrmroCFKAKm\n", + "XlOuFlwoYJF7QsBgGp5cSUYErN+mlelQ+gRkixs3y4kUrBT1f/96PFZPXuvCJQkErJncvdWuFrt6\n", + "5CZ9Kx2hkNWN2glEan9EwLz9w2NaMYyeM09amrLl56UELFnXme2Tal/zud2nteMeCDu5ImCNRCRW\n", + "rTohsQN6d77cb8qKSocmfyGNtHTXGjJbwNpr+nUKr5G4n5pZ7WE+t/tS9wLQ4wmWjyZgNbYf+du0\n", + "Mg3KXyAgW8oSMClXU6j/e+4P4cdFRIiGk4KGWmTMZ3/iT+wfXMc73onFsC62Du4BhqKRELCaprzu\n", + "Gs/qstYSsH67XteaVPsF59f7xb2E53vCrLTjHgg7eSskXftYwgHaSoXd90n1XbAiVOMkxO03n6Ww\n", + "dPtrAglRrh8pWxOt+QLWb1evZ0jcz7z24GsgOAdfpjwiAmaI9qPmL1TedlZhi8E9s/wjxWoq9X81\n", + "0Yox+CF8gMLQOvpaaKs+49IEAJahZM1HKxdKoQwBk1I1h/q/mmjFQMCgdLSOvhbB13UN6a8dAcCg\n", + "CdU5aGVDCeQvYFKo5mCDgMGu0Dr6egy/YkS+AKaiCdU5aGVD7uQtYFKo5mKDgMGu0Do6AOSKJlTn\n", + "oJUNOZOvgEmZOgeb2QLmGgUAAABgTfKKFKlzsTkYqZqD1kAAAAAAS/Pr739kgqnLEtjyGgHTVrpi\n", + "GAEjpOS4F58Qkm/CfqqtIFwCKSX5jNfae3QufRAwsqsgYITkn2E/1SaySyAl5PbjtfbuXEofBIzs\n", + "KggYIflH76faZHYJJPfcbrzW3pclCIOAkV0FASMk/8T7qTapXQrJNdcfr7X3Y0nCIGBkV0HACMk/\n", + "1xUwB8kt1xuvtfdhaYZBwMiugoARkn/G+6k2uS0FySnXGa+192ANhjk8f6fLlgYCRkoPAkZI/kn3\n", + "U22CWxKSQ9Yfr7VnvwZ6Dsfj0+qVIlsaCBgpPQgYIfnn9gLmILfMeuO19qzXRM/hyfFhNXUVDAEj\n", + "pQcBIyT/TOun2kS3BuRWWX681p7v2sRTC9ixevJaFy4JAkZKDwJGSP6Z3k+1CW9NyDWz3HitPctr\n", + "MJ7DX08IGNlPEDBC8k++AuYg18jl47X27K5FOqyAkV0FASMk/8zrp9rkd03IWjl/vNae0zWZFn4I\n", + "n+wqCBgh+Wd+P9UmwWtDlk5ZIu6YnsNfX7xXZUsDASOlBwEjJP+c10+1yfBWkCUy7T3Q2v9WzAv/\n", + "ECvZVRAwQvLP+f1UmxRvDTk34++B1ta3ZH4QMLKrIGCE5J/L+6k2QeYAmRP9PdDa9ZacHwSMEELI\n", + "BqNNljkxnr/97W/tn/abUMC0Nrw1lwUB21n++9//AgDshENh2Hp/++23CFgdK2Ca+OTA5UHAdpZw\n", + "cAIA2Dqa6OTNt98eagFbbqIvL/bef/3dtUFuLJODkao5GCOFMjHRBygAgK2jy06OOAEzAjJEH9/L\n", + "R7vX3NDqfR4mrIDtLPrABACwB3ThyY1wBWxpcolWtxAjPdr267NOELCdRR+UAAD2hC4+ubCugJXD\n", + "7QVs3SBgO4s+GAEA7A1dfnIAAbPcTsCuEwRsZ9EHIgCAvaJL0C1BwCzXF7DrBgHbWfQBCABgz+gi\n", + "dCsQMMv1BOw2QcB2Fn3wAQDYO7oM3QIEzLK+gN02hz/ffV2djsfq2PLktS5fBgSs/OgDDwAA9Ohi\n", + "dC0QMMt6ApZHDk9q6Tq9eG8l6/XTWsIeVl+9G8qXAQErP/pgAwAAQ3RBWhsEzLK8gOWVw/H4tHrV\n", + "Sdb76qtTfBUMASs/+iADAADj6LK0BgiYZVkByy+H4+nr6m0nWVbAuhUxAQJWfvSBBQAApqFL05Ig\n", + "YJZlBCzfCAH73+rVZwjYlqMPKAAAMB9doC4FAbNcJmD5hxWwnUUfRAAA4DJ0mToHBMxynoCVE34G\n", + "bGfRBw4AAFgOXaymgoBZ5glYeWn+X5CdcDX/L0hfyEIQsPKjDxYAALAOumSNgYBZpglYuRH/Dlj8\n", + "n6AwIGDlRx8gAADg+iBgY4wLWPnhX8LfWfRBAAAAcuHbb79FwGp6AdtmELCdRevsAACQD1bA/taO\n", + "2rGEsrId+vz6+x/tn7YZBGxn0To7AADkwzQBS0WTm5xIBwHzQMDKj9bZAQAgH5YRsPKzeQEzUjUH\n", + "0yBQJiZaZwcAgHxwAqaN47ANTFgB21m0zg4AAPnACpiNE5WtBgHbWbTODgAA+YCA2SBgHghY+dE6\n", + "OwAA5AMCZoOAeSBg5Ufr7ACX8OrTQ3X49JW6bypLlHErSq475AkCZoOAeSBg5Ufr7JAp77+sjod6\n", + "cnccv6zea8ctwPsvj1GJaATDr8fh0+qV3D9DQLRrnVWGqIflffXl8VB9+sp+bspdsd0Msu6XXjPa\n", + "PivfB+QDAmaDgHkgYOVH6+yQIa8+rQXjWH35vt9mJubjl+/D4xYiJWD+daX8SAFJERWMGWX897+v\n", + "qk9rGXSi1dG0myZm6zG/7uOMPQvYBwiYzS4E7O2Lh83vgjy9eK+KlwMBKz9aZ4fciMhFsL+Wsy+N\n", + "bNSTfyccdvUntlIlV9Rs+fKcULYMUsBk/YYCEqtH/Fp+GbHytHpJUZHb5Gcrj/W2Bie4tvygvY3I\n", + "+StOattZoteUK5i+UM98FuE1Yu3b7/v0lX1Gdn8o8pA/CJjN5gXsSSNeP1RfnRCwPUTr7JAZzeQ8\n", + "torjJtfwGFU2Oomoz/GEItw3vupiyg3kp6lfP6mrciDr4dVVu1ZQhlzFEtfrGKx2hWJoCMqNtmtK\n", + "wMbbTra7/GwIz5n/LPoyU+3r5Cz2fKAEEDCbnXwF+R4B20m0zg6ZkfwabSgauqSY4yKrH0JGtEnf\n", + "YSZwX8CaCT0mIKrkhPUYFwx3fH9/8bqJdpCrVjXDuol2a0gJmEDcY1j34efR52CY8Cy6MpPtO/Ne\n", + "IEsQMBsEzAMBKz9aZ4fMOFvA6kl6gBCfYN/4pO9oJn//vDHJUeseSkFawPxjFKHw8MsyZSS/pvTa\n", + "qT82LS1jbSevkfpsGCtvtH2S7YuAbQEEzAYB80DAyo/W2SE3FMFK7VdXRjzkxD1h1cVhJn8pNj6B\n", + "YCRXaBKC4ba5clL31ew3ZYfXcGjyY/HbMCEtibaT1wg+a8J0xrPoylTbw793BGwLIGA2CJgHAlZ+\n", + "tM4O+WFXSEKhMNusCCkC1k68UVESk34zoctJPzJJm2MnC1hbD18gZNnatcIyDG05ZnVIyEhIe99H\n", + "vf7Dch2hqATHNZJTf3blJdpOXqP/rD2nmjOeRV9mqn3D+2pAwIoDAbNBwDwQsPKjdXbIk2ZiNSLg\n", + "6CbRyMTuS8vgHDfRW45fflmX0U/6nXQ0+0LZMudNFzCDrZ9WhwblWsMy+vsf3mfI2HFBuY34tHUy\n", + "ROtct4uQlrG2k3XvPsvr1bg6jpWXbp+x9kXAtgACZoOAeSBg5Ufr7ABZ0giMJyYAOwEBs9m8gJl/\n", + "hsIs3/vERAwBKz9aZwfIEbmyBLAXEDCbnayATQMBKz9aZwfIj9jXrADbBwGzQcA8ELDyo3V2AADI\n", + "BwTMBgHzQMDKj9bZAQAgHxAwGwTMAwErP1pnBwCAfEDAbDYvYEaq5mAaBMrEROvsAACQD07AtHEc\n", + "toEJK2A7i9bZAQAgH1gBs3GistUgYDuL1tkBACAfEDAbBMwDASs/WmcHAIB8QMBsEDAPBKz8aJ0d\n", + "AADyAQGzQcA8ELDyo3V2AADIBwTMBgHzQMDKj9bZAQAgHxAwm80L2NsXD4PfA/nktS5fBgSs/Gid\n", + "HQAA8gEBs9m8gJ1OX1dvW8GyMva0euVJlw8CVn60zg4AAPmAgNns6yvId19Xp+PD6qt33jYPBKz8\n", + "aJ0dAADyAQGz2ZeAvX7KCtjGo3V2AADIBwTMZkcC9r766nSsTi/eB9Llg4CVH62zAwBAPiBgNrsR\n", + "sFefHauj9/NgGghY+dE6OwAA5AMCZrMLAZsiXwYErPxonR0AAPIBAbPZvICZrx2nyJcBASs/WmcH\n", + "AIB8QMBsNi9g/r8B1vHZDwjYRqN1dgAAyAcEzGZHP4SfBgErP1pnBwCAfEDAbBAwDwSs/GidHQAA\n", + "8gEBs0HAPBCw8qN1dgAAyAcEzAYB80DAyo/p2AAAkDcI2A4EzEjVHEyDQJmYDg0AAGWgjeOwDRoB\n", + "01a6YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY\n", + "2AnJP/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBezti4fe74F8Wr1SxMuBgJHS\n", + "w8BOSP6hnxKTzQvYk9PX1dtWsF59Fv9F3AYEjJQeBnZC8g/9lJhsXsB8wWpWwzwhkyBgpPQwsBOS\n", + "f+inxGRHAvZD9eR4rE4v3gfS5YOAkdLDwE5I/qGfEpPtC9jrp/3PgI18/WhAwEjpYWAnJP/QT4nJ\n", + "9gXMEyz7A/nxH8RHwEjpYWAnJP/QT4nJrgTsz3dfV6fjw+qrd942DwSMlB4GdkLyD/2UmGxewE7e\n", + "146sgJGth4GdkPxDPyUmmxewr07u3wAzxFe/DAgYKT0M7ITkH/opMdm8gGmiFQMBI6WHgZ2Q/EM/\n", + "JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJggYB4IGCk9DOyE5B/6KTFBwDyMgB0OBwAA\n", + "AIDV2XIORqrmoDUQAAAAwNKYVbAt0giYttIVwwjYL7/8AlA0hBBC8o4TsC0HAYPdQQghJO8gYAIE\n", + "DLYAIYSQvIOACRAw2AKEEELyDgImQMBgCxBCCMk7CJhgmoC9rE5Nw52ql+p+wZv76s4cf3dfvdH2\n", + "X4031f3djHqrLFFGjJntehay/mtd8xr3EocQQkje2ZWAvfrM/kLu04v3A/FyhALWTqIDcVpLwC6V\n", + "G1evkNNLt39u+drx59TRnePXpSVom2tIi6z/EtfU2uQa9xKHEEJI3nFz9JZjBez10+p4elo9OS0h\n", + "YDO5uoC586X4zC1fO/68Or65v2vqcTi9VLff3V/rq99L21hjjTIvg5SdHx8/qJ7/1n4ghGwyOxGw\n", + "99VXtXg9eW3/93IBkxOuPe7u/mW73dKt9ggBe3my+0PpcGV6dNd1YuW4q+7fuPN8pIBJwdFEIVZ2\n", + "rD5+Ge7Pfn1ibTas27A+w/q5tmpw8ubas5M5pR4vT/15NX1bJ64pzjN0z1Et053vMWin9vzR52j3\n", + "Rd+hmZBS82P1uH7uDx48aJ7/g+fPm8/9O2OYIGe/Pa/LeF7Nd7jfqucP7HUe/2jq8riukUnsz1Ni\n", + "ypR1nlHG2feiZW7dTc45h5B0XJ/ecg5vXzysjp/9UAvWugJmGtJOmEI2fAFzk/igTMPYpO22uWM0\n", + "CZPHpgQsVbZWn3DbYAWrvb9eeHqcTA3EdCBS7fVEWW/uT7ZeKQEz+7v2lfeQ+uxQnuHkMrVtqbZ2\n", + "+yPv0ExIqTGTvX0PDA86a5kpAedKS/Q8//pzhUQTsBm5uoCZ+vrHzL1fQqbF9fMt53A6Pq1eNYK1\n", + "soB5x1nZ8ISg2X9n/zc6qSoTuSI08a/t5KTtPkeEKlm2Up/EvQf33Z3T4uSzFSd3rX6VR6/foP1T\n", + "AuYfWxPWSdZfu0etbiHjZSrbkm2deIfabVMhZWf4FeRQAn58bN6PlsdCDxppeVA9cPs9gfntuV1d\n", + "G55nrtFub67lXzP253h5ff3qeoytgJm6Pn7cX3vivZjyu0ObMrzzZJnd/Yd119rQ32YFuD9n1jUf\n", + "P+9WE7vrm2Pc/uaY/nz/us1mvzylboN2IsXFPcst5/DktROsGwtYRzjZx8uNyJYymVuccPn4E3hY\n", + "frrsCWJR099ru2/QXg5XP3PunLId7fYJAhae5++T19DqoT/36WUOt6XbOvEOuXMmQraWUBzqmTiQ\n", + "qkAMTJqJPhSNflLvDxyIntmvykrkz7HyTP267eb4hIB1+5XVsti9eNeYfP/+daNtOLICNvma5hy/\n", + "PHn/Jt51gvZqI+4hXl9SatxcsuUczP/zccDp6+rttQWs3v+ynYh7efBRJvKRlZPh6owvOHKfQZSf\n", + "LDstFs22thy3whdIhsBJzOnetkl4rHY9SyAwCQGT7ROKjLzG8Jpa+84rU9mWbGsEjIzFk4A6ZtWp\n", + "/3py+LmZvL3JuttvJnHznnkMJGKOgEXKC+ujCYhXhqjruBT6Zbsy/Lq1SZ7jb7PpP48IWPfnyDW7\n", + "xgzL6O/JbPfbyx4j69Ikeg826jmkqLj3YMvx/h2wW38FafY7SdIn1uGkK8vWJntxrLrPkKr3sOxh\n", + "fbTru23yWAUna+qxYdlGUDphCQRG3GdXpi3Pio0rW7a3rL/4HDwrs98yXuaUdkq1tdyPgBE/YsIX\n", + "KybqakwgNe1+baXFT3CeJh7iz7Hygu3m+OUEzL9XIyGPHyt1iJ4Tr3t/jBRG/94T1+y2RQSsvmYv\n", + "Td4xWjuKe4jXl5QaNxduOZcLWICZEGdOnnJS71aMwkm+wR3r7/e3NbjrSlx9Y/tlvWtSZQ/qo5RR\n", + "41Zz1HsK8Np0cKws231u8VcNfZGry7Eri05Wwud2Oplj3b7YNezn7j48QumzhGXWTGmn0bZOvEPd\n", + "cdMgW0soASZmAu7eJXXyflB1P28kJu7+HRyTHf+asT/HyvNXeh7XwiKu45cxkCWtTvq9NPsGclen\n", + "2e6u758zUneljawsheeMXrMrIyJgTVnumvU9Bce47a1YNfftCVidWH1JmXHPcsvxBCxNKGAwmWCF\n", + "StkPV4WQXUSRlCax7UtkzbLJroKACRCw87CrNeHPTcHtIGQPif4c1IqSxM9ekaWCgAkQsDPovlrz\n", + "v1KDW0IIISTvIGACBAy2ACGEkLyDgAmMgLlGAQAAAFiTLedgpGoOWgMBAAAALM2vv/+xSRoB01a6\n", + "YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY2AnJ\n", + "P/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBcz8Au7j0eOzH1T5MiBgpPQwsBOS\n", + "f+inxGQXAvbktS5cEgSMlB4GdkLyD/2UmCBgHggYKT0M7ITkH/opMdmFgPVfQT6svnqny5cBASOl\n", + "h4GdkPxDPyUmmxcwX7DevnhYS9jT6pW3zQcBI6WHgZ2Q/EM/JSa7ErA//+eH6skx/pUkAkZKDwM7\n", + "IfmHfkpM9iVg776uTiNfQyJgpPQwsBOSf+inxGTzAubL1qvPjtXx9HX11pMuHwSMlB4GdkLyD/2U\n", + "mGxewIJ/A2xEvgwIGCk9DOyE5B/6KTHZvIBpohUDASOlh4GdkPxDPyUmCJgHAkZKDwM7IfmHfkpM\n", + "EDAPBIyUHgZ2QvIP/ZSYIGAeCBgpPQzshOQf+ikx2byAGamag2kQAAAAADiPRsC0la4YRsAIKTnu\n", + "xSeE5Bv6KTHZ+nuAgJFdhYGdkPxDPyUmCJgHAkZKDwM7IfmHfkpMEDAPBIyUHgZ2QvIP/ZSYIGAe\n", + "CBgpPQzshOQf+ikxQcA8EDBSehjYCck/9FNisgsBe/viYf/7II8PK/8XdPsgYKT0MLATkn/op8Rk\n", + "8wLWyFfil3A7EDBSehjYCck/9FNisnkBezKy4iVBwEjpYWAnJP/QT4nJ5gXsVAvY6eS+fqz57AdV\n", + "vgwIGCk9DOyE5B/6KTHZvIAFP/P17uvqVEvYk9eheDkQMFJ6GNgJyT/0U2KyAwF7Wr3qJOt99dXp\n", + "WJ1evA/Ey4GAkdLDwE5I/qGfEpPNC5j5CrL/GTAEjGw7DOyE5B/6KTHZvIAFwvX6Kf8MBdl0GNgJ\n", + "yT/0U2KyeQFzP/flfgg/9vNfBgSMlB4GdkLyD/2UmGxfwBTRioGAkdLDwE5I/qGfEhMEzAMBI6WH\n", + "gZ2Q/EM/JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJhsXsCMVM3BNAgAAAAAnEdVVdX/\n", + "B6o1lauzi3PpAAAAAElFTkSuQmCC\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 47, + "metadata": { + "image/png": { + "width": "600" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename=\"assets/toggle.png\", width=\"600\")" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#2nd Product\n", + "product_2 = False\n", + "if Range('Dashboard','C7').value == \"Yes\":\n", + " shtnm2 = Range('Dashboard','B7').value\n", + " df2 = new_df(shtnm2)\n", + " product_2 = True" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#3rd Product\n", + "product_3 = False\n", + "if Range('Dashboard','C8').value == \"Yes\":\n", + " shtnm3 = Range('Dashboard','B8').value\n", + " df3 = new_df(shtnm3)\n", + " product_3 = True " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Its easier to work with the column headers once they're cleaned up, so let's clean them up a bit" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#Clean up the charaters in the columns \n", + "names2 = []\n", + "def clean_names(column_list):\n", + " #Short function to make our column headers easier to reference later.\n", + " names2=[]\n", + " for name in column_list:\n", + " name = name.replace(\" \",\"\").lower()\n", + " names2.append(name)\n", + " return names2" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df.columns = clean_names(df.columns.values)\n", + "if product_2 == True:\n", + " df2.columns = clean_names(df2.columns.values)\n", + "if product_3 == True:\n", + " df3.columns = clean_names(df3.columns.values) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We found it useful to be using a common index across the products - at least for our purpose, so we reset the index on the date column and convert the rest of the data to float" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df= df.set_index('date').tz_localize('MST').astype(float)\n", + "if product_2 == True:\n", + " df2= df2.set_index('date').tz_localize('MST').astype(float)\n", + "if product_3 == True:\n", + " df3= df3.set_index('date').tz_localize('MST').astype(float)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 3 Plot your data with plotly.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#set a few global variables so we can use them throughout the plots\n", + "X = df.index\n", + "\n", + "try: \n", + " ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10\n", + " ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10\n", + " \n", + "except:\n", + " #If that doesn't work, just go edit it on Plotly's web based plot editor. \n", + " ymin = df['minpriceoffered'].min() - 10\n", + " ymax = df['walkupprice'].max() + 10" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For our particular use case - we were rebuilding traces of similar type, so we wrote a short function to simplify this step" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#function to create a \"trace\" (line) for each item we want to plot\n", + "def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []):\n", + " trace = Scatter(\n", + " x=X,\n", + " y=price_column, \n", + " fill=fill,\n", + " mode='lines',\n", + " name=name,\n", + " text=['Quantity: {}'.format(q) for q in qty_column],\n", + " line=Line(\n", + " color=color,\n", + " width=2,\n", + " dash='solid',\n", + " opacity=1,),\n", + " xaxis='x1',\n", + " yaxis='y1')\n", + " return trace\n", + "\n", + "#Set up the 3 core traces\n", + "trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') \n", + "trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) \n", + "trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price', qty_column= df['unitsmin'], fill='tonexty') \n", + "trace_list = [trace1, trace2, trace3]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#add additional traces if toggled on by user\n", + "if product_2 == True: #Using the input from the Dashboard Sheet in Excel\n", + " trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered')\n", + " trace_list.append(trace4) \n", + "\n", + "if product_3 == True: #Using the input from the Dashboard Sheet in Excel\n", + " trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') \n", + " trace_list.append(trace5) \n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly we set some general Layout controls. If needed, these could be added as user controls pretty easily in the Excel dashboard - or you could just edit the graph from Plotly's GUI." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "y_axis = YAxis(\n", + " title='Price',\n", + " titlefont=Font(\n", + " size=11.0,\n", + " color='#262626'\n", + " ),\n", + " range=[ymin, ymax],\n", + " domain=[0.0, 1.0],\n", + " type='linear',\n", + " showgrid=True,\n", + " zeroline=False,\n", + " showline=True,\n", + " nticks=7,\n", + " ticks='inside',\n", + " tickfont=Font(\n", + " size=10.0\n", + " ),\n", + " mirror='ticks',\n", + " anchor='x1',\n", + " side='left'\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "x_axis = XAxis(\n", + " title='Trip Date',\n", + " titlefont=Font(\n", + " size=11.0,\n", + " color='#262626'\n", + " ),\n", + " range=[X.min(),X.max()],\n", + " domain=[0.0, 1.0],\n", + " type='date',\n", + " showgrid=True,\n", + " zeroline=False,\n", + " showline=True,\n", + " nticks=8,\n", + " ticks='inside',\n", + " tickfont=Font(\n", + " size=10.0\n", + " ),\n", + " mirror='ticks',\n", + " anchor='y1',\n", + " side='bottom'\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "layout = Layout(\n", + " title=graph_title, #Using the input from the Dashboard Sheet in Excel\n", + " titlefont=Font(\n", + " size=12.0,\n", + " color='#262626'\n", + " ),\n", + " showlegend=True,\n", + " hovermode='compare',\n", + " xaxis1= x_axis,\n", + " yaxis1= y_axis\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#Short function for pushing private graphs to plotly\n", + "def private_plot(*args, **kwargs):\n", + " kwargs['auto_open'] = False #Controls whether a new tab is opened in your browser with the new plot\n", + " url = py.plot(*args, **kwargs)\n", + " return (url)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now We are ready to plot! " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "collapsed": false, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fig = Figure(data=trace_list, layout=layout)\n", + "url = private_plot(fig, filename='%s/%s' %(folder_name, graph_title), world_readable=True)\n", + "tls.embed(url)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Step 4 - Running your python code directly from Excel\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Save the python script to file. Make sure to use Workbook.caller() rather than the file path. This allows XLWings to access the current notebook that the user has open.\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAlEAAABTCAYAAAC/K1L8AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAl5SURBVHhe7dxPi9xGGgfgfJYcNstCLgFDsGEP\n", + "novBdohxLjYmhoSACcGODeODc/Ccc8mSk7+HT/M1fHK+xp6yJ21XSeouSaXu6uo/7rGfw8PMSNXS\n", + "W9LA+5uSmM+++OfnzfZuNU//83vz+vGD+PWPZ7cqxwAAXE1VIerOs9+bp3fD921QygWkkjEAAFdV\n", + "5UpUryQgCVEAwMdHiAIAqCBEAQBUEKIAACoIUQAAFYQoAIAKVSHq+uNXzR8hGI1dPGiubzEGAOCq\n", + "2nElCgDg0yREAQBUEKIAACoIUQAAFT776qt/NVdRbjIAAMciRAEAVBCiAAAqCFEAABWEqAO79s13\n", + "zflPN5trmX29s4ffN+cPv87u27eSeih083Zz/vz75sk3X+b3A/BR2ylEnf34W/tfyF/cye6//yL9\n", + "b+W/NT+cTcfUyk1m6drN5skyKHzdPHr+XfPttdGYIxGirqAYjm43Z7l9KSEK4JNWGaLuNM8Xweji\n", + "x0fxay5ExYCVbG8D1/6CVG4yS6G59UEhBKqShnggQtQVVBqiAPikVYWosML0/H74vg1TcytRA2eP\n", + "movF2PZzu8tNZik0wT6UfOCGKERdQUIUAAV2fCfqxEJUXHVaBJIZ4bHLuhAxDjNxbHqM8eeWK17h\n", + "keFq3KObqzGT8y1rXD1i7M87PN+0iW+sp2BMST3lvmy+/Sk518L40damesLcw2fiNViOG869ZEwU\n", + "w08yJhtM52ue1JoYzGt0nvR+p/YxdwBO19FC1DEf54XmNWiMaTOdXWVom2v/ubaxpeO65ps2wmUz\n", + "XQWQtnGuPhd/7j7T7puGlWUTXdbZnSupu6SekjEl9ZTpgmM2qLTKa06P0x43DS0lY8bXPXcNS2qO\n", + "Zn9Hxtrj5ULUvuYOwOk6Toi6/0t8ufzixxv5/RVyk+mF5jQIQ2nTTN+Rit/3ISJpiN3qzKQ5DsYv\n", + "xGY7CiGjMW1z75pl0kBTkxqDtJGX1FNYc0k9JdIwlttfWk9u7uNtm8e0AWUSPkZhaGPNvV1D1B7n\n", + "DsDpOnyI6gJU0SO/LeQmExtQHxAm+uYVGl/7fWiqjx7e7prvavu42a2MmmZBs+0b91kML7ljzjTO\n", + "NKCV1FNYc0k9JTY2+8J6SoLE5jHtMfP3fXV/Ntbc20uI2s/cAThdhw1R3XtQ+w5QQW4yrbRRtSsU\n", + "wybXbwtfQ6NcjA+rE7HxdY0zfl/QHLcIUWH1IzbITHPNNs702CX1FNZcUk+J+NnuOLn9pfXk5j7e\n", + "tnnMTJgZ2Vhzby8haj9zB+B0HS5EHTBABbnJtEJj6xtVvsmFRvUkrEB1zSr8HFak0gYbm9mgkXbv\n", + "tKQNbssQFX6eHjfXONu608dTJfWUjCmpp0gXFNa9v1Nc82Du020lY+K8Ns2joOZoLgRNzIe3fc0d\n", + "gNNVFaKW/2Rz7OJRcxbH3Gh+uMjsj35p7o+OVyM3mWjw134aqFbahps0vxiGZhpa2N4bN7eKELVs\n", + "psn5+3pS8405kWm2m8aU1FOsCxvp+cYBZVM9udAw3lYyJshdx/GYkpqD8bGmgTYjV+Om/QXbADhN\n", + "O65EfTi5yQAAHIsQBQBQQYgCAKggRAEAVPgstxEAgPWEKACACkIUAEAFIQqukpdvm78vf51sP7/8\n", + "b/P+ze3JdgAO55MMUaHh5BrRp+Dem3fN33/92dzL7Osd8/qU1HNUIaT8vZh/5/Jl5ZhDiOd917y5\n", + "l9l378/m/TFrAWC3EHX98av2v5A/uzW/L/H07nDMh3JKISrWMhMiDlGnEFXq1+ZyYygpGbMv7bnW\n", + "rjbFkPW2Oc/tA2DvKkPUrebpIhS9fvwgfs2FqIm7Py+C1Kvm+xuZfUd2SiFqXYgIde77EY0QVeq0\n", + "QlS8Jxuv0+3mzV+n87sN8LGrClF3nvWrSm2YKgpR3dhTWI0SooSozU4pRG1xHqtRAEez4ztR5SEq\n", + "Pt67eNBcz+zbl02BpA8G/fdx/KI5tT5Q40mbXnyvpX/npV1VSEPUsN6F8VzDseK2tun249LmO7lG\n", + "3bs06bs2pddnYz0FY0rqKdetxCTnm4TQeL2TMZmaW3sIUeNzjYNpwf1ajiv+/dwicAGwk4OGqOF7\n", + "UUd4lDfbbIaBJIaEQVOreQzy7+byHy+a/2XdmWnMGWnNXdNt62xr6pthW3M6t67mNAR0n08DSBti\n", + "Vp9LQ0u7bxpWSq5PST0lY0rqKdMFkXX3MAS0wf51nykJI/Njxtc9dw1L7tdyW3qf12rPs+8VTACm\n", + "jrYS9cWNB83rxdjXj6/l9+9DXMXoGtBgVWfY7GJzHzfO2QB2YEnN55eLet8s6ogNs22GseZudWbS\n", + "rAdzXIhzGIWQ0Zi2SYfGvTDTmDden5J6CmsuqafEdkFjJTvXaJcQNRNkxr9jBfcrEKIATtPxQtTC\n", + "4R/phabWNqDQeC4v33bNZLU9jJsPCaOGdgzLphlqDA02/drVk2msrTAmaeLjJp3RN+TzGF7y8914\n", + "fUrqKay5pJ4S82Eo1a0GLc4/sPcQ1W6fnCcah6j19ysQogBO01FDVHghvXRsnX71JnztgkhoPrGh\n", + "r5rVxpWWInt6nNeHjbAC1dUU6rt8GRpxGloyzXocVLYIUaG+eB0ywWXj9Smpp7DmknpKxM+uDRpd\n", + "gBqNyc412j1Erf/sQunv3Fa/m4XnBmBnxwtRR/oXB6Epvg8rUGkgWfycNs9p42wbz4f56709d1il\n", + "WDa+0DT/ejcIG7HmQSPtQkE6jy1DVPh5etyy61NST8mYknp67b6Z+9SFtvl7OHe9RtuWSsLI/Jg4\n", + "rw33ojwcldTS2SpwAbCLqhCV+0eaUfKoLq46Dfb/3NxJjnEobfMaBZJRo+zHpIoa1EH0ISpdgem3\n", + "DZthHyKWxs2/IkQtw8XieP01KL0+G+spGFNST295rGzoWeiCVHq+Qaga71+cNz5GTI43qbe35Zgg\n", + "dx0HY7YIPPGcg+uUkwmKABzMjitRwHG0wXrtaqlVKICjEqLgquhWVbOrpnPvoAFwMEIUXCHxEWHm\n", + "cV143Ld2lQqAvROiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEA\n", + "ABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQ\n", + "BQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAC2\n", + "9nnzf7mSUSGakHAoAAAAAElFTkSuQmCC\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": { + "image/png": { + "width": "500" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename= 'assets/workbookcaller.png', width=\"500\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " - Build a Macro in python that references the script you've written:\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAA78AAABgCAYAAADVYMX9AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAABXpSURBVHhe7d1bbxtHmsZxfS5+lY1tyfZw4M05\n", + "WOzVXOQjEIsBchss9taYHGlblnWWZSfeSRYz681EsWSdZXuSOE6c29p6q7uaVdXVB5JqHsT/D3gj\n", + "k32qbnZU9aib5Nyf/vRnRVEURQ1X//lft9S//9t/1KovPt9Uv/zye1/16hVFURRFURRVVR988IF6\n", + "/fq1ev78uakXL16Y+v3339Xcy5cv1ccff0xRFEVRFEVRFEVRU1siDL82AHvh98aNGxRFURRFURRF\n", + "URQ1dXV4eOiF32fPnpkqDL/yb4qiKIqiKIqiKIqapiL8UhRFURRFURRFURe+ysKv1MDhV+anKIqi\n", + "KCpfItZ3xiq2PEVRFEVR/fWnUo2GX5mfoiiKoqhe2Y431nfGiv6UoiiKovLVb38q1Xj4BQDgopBO\n", + "c5gapLOmPwUAXDRh/9hvnUf4/e2339TZ2VlWEoIlEBN+AQDQbKc5CNsv9ttZ058CAC6acfSnUmXh\n", + "V4rwCwBAapCO1hbhFwCAxDj6UynCLwAANRF+AQAY3oyE365qz7VUZyd9qHZUpzWn5uZsudPGbKej\n", + "WrpN7a799wS1DQAwFpMRfqUvdftOXa2O7lE1t++qIvPaGessl84T3W4Vd1sifAwAmCkzEX67bbej\n", + "TIOv03HudFq6M52QkOkNBNK20lEDwEybpPDbsp1l2l+Zx17fVSbo1+osF87TbZsA3Pe26FMBYObN\n", + "QPgNOmvTaVYE3bRjtdXrN9OOvt02P810txMtWs62IVuurZ+R2XvzFv31PAnmyfwAgNk0keE3fWz6\n", + "wYKA6veHafi0z0u/ly2XTsv+MF217rQfD6Yl/ar0meG22qodbjtZoPecrmwb6XoL+3sAwFQae/h9\n", + "//0k/J6eevVaP3c+4TfoGCvDZI1O1naA3hXjsuVsJ+5cbTbTvc63bD3OYwDAzIl1tG5oC8udr7Hw\n", + "m/ZXuSu/7vPC68eCq6/OcoV9avpvbx8jy4te+BXhld74tqPttNtM552oO8QAAAMbR38qZZd534bf\n", + "xq78usFS88Ov/5dh6eOS6f5O22nxjjJZd+lyNvymnWgm6NDdbWSzho8BADOnqKN1+xtb4TznHX69\n", + "7dnOyemr/H5WuKG5OPza+bJ12D8QF/SLZh3BtH7Cb2k70/XG+nsAwPQaR38qNbbwG+3AnM4z6QwL\n", + "OriSzrB0Oa/jT3jzm/WknXfQkeceAwBmTllHW9ZRS513+HX7skyuHx0k/Ep3KNM6Zp5sO7l+0FlH\n", + "bHnCLwCgwDj6U6nRhd+iTtO5BTnpANN5gg7P6xzLOsOy5dwONeV20LHtZ+2lwwWAmVfV0RZ11FKj\n", + "Dr9hf+j3Y+XhN5lX+ken3wvncdfvbStdd83wW9rOsmkAgKk1jv5UanThN9pZ2w7Sqaxz1LLOVyrf\n", + "ARd2hkXLxdqQrivZdjv31+Ze3xz+ZRoAMGsG6WhtjTz8Cq8/dJ7Xkj/+6pI/QofLpdvwPiPD7S9t\n", + "OdOz9el+t+WF32BbkceF7Uy3WdjfAwCm0jj6U6l8+D316vXr8/rAK80ESLcjnRrhX60BALNoMsLv\n", + "KJQEbAAAhjQp4fe0sU97NqQzncK/2Jq/PPOXZgCYdbMQfu1bgLjbCQDQlEkIv7/++qsJv25JID7H\n", + "8AsAwPSahfALAEDTJiX8npycmCL8AgAQIPwCADC8SQu/NgATfgEASEmnKf3boEX4BQBgPP2pVBZ+\n", + "33svCb/Hx0mlAZjwCwBASvq1YYvwCwCYdWHfOEgNE37fS8PvsQ6+toYOv7JyiqIoiqL8ErG+M1b0\n", + "pxRFURQVr376Uym7zLmHXwAAUCzWd8YKAAAUi/WdReWG31evflVHR8dZSQAeOPxSFEVRFEVRFEVR\n", + "1KSUH35f6dB75BXhl6IoiqIoiqIoipr6suH33TT8HurA65bcCu2FX/lJURRFURRFURRFUdNSIgu/\n", + "76bh91CHXqei4Vd+UhRFURRFURRFUdSklw29vfD7rvpFh98D/ditV0Xh1146Pq+am5szDQEAAAAA\n", + "QMSyYz91/fr1ePj9RYffAx16nZIPwSL8AgAAAABGTrLioCS7FoffX9T+wYFXcis04RcAAAAAMHKS\n", + "Fe3Pfqso/L6Tht+n+wdeEX4BAAAAAGMhWdH+7LcIvwAAAACAqSBZ0f7stwrD7zvvqpc6/O493fdK\n", + "PgSL8AsAAAAAGDnJipJBB60LFX47rQ/1smm1b6p2az2dUq7blmU+Up2d9IkBdFpzpt1utZwV7nRa\n", + "0efPyzDrd5ftVWuo4zFunVbQ/p2OarU66QMAAAAA00bC67B1IcLvTucjHfpepI/SQFsz/IpOa7jw\n", + "q7eo2nNt/d+eXADTJGgOGn47LX/9MYOuX5ZruyvvtvXx6y8sVrWvTvvPhbTd25lEtz3n7yMAAACA\n", + "qSGBdZiS7Co/7brE2++8YzLo7t5Tr+Trj6Ym/LpkmlwNtsEnudL7oTe/Cb/dddWyV477vhKcD7+5\n", + "QKmVhVP/6rGzLrlqmT3fq1iQi64/W74XxmU+s5404EbDb/qEnbd3/JLtZ9upal/N9hftf7b9tm5T\n", + "ZHpI1hOu2+DqLwAAADC1bGAdhM2uxeF3b3rCr/Buew6u+koA9gJR92YQfoPAuyNB+GZhwMob7sqv\n", + "BDbv+ciV16Gu/Or1hc+767MBsyhcynT/+JWvL6ZsetX+J+3z2xvdTz1H+Dr0yLTpvp0bAAAAmFU2\n", + "sMYyZFWVhd+f9fQnu3vqiQ7AT3TwlXo56eHXZa72OgG4TvgNrxbmliklwcoNj/H33kZDm1yRjGyo\n", + "2/aD2lDhV/OWD8JrLNyGV4rD6eF2Bg6/Nfa/zvYNc5W5uB2FV4UBAAAATLRGwu/bOvz+/FL98EQH\n", + "XwnApqYs/Cr1WIfR3pXb6vCbv825//A7YDgdUfh1A2O4rly41Nzn6oRPwi8AAACApjQbfndNPdmV\n", + "2jMfgjWh4VeCbhBe5bbl9uP0gWQi5z3B5pbm8D2/wa3S53Dbc0xROM3fIq3Xl7vt2ZlHh7/Y+16L\n", + "1m+ZABoJjrlwafbHD5/ZMiZg5q9sV7WvbHrV/tcOv6bdRa+Dv08AAAAApkcT4fctG35/0OHX1hMd\n", + "fl9OdPh13u9rKhKG3Wmdm+bfEoDtVx2128kHY0WXryBXFO3tzvmvCZLQ5U635YS0NFC603NXKE1g\n", + "jCxbZ/1WJJRKsMwvG4Rbr316/zpJW7x5CtuXKptesv9u+8xzznpiAbjw6q5sgw+8AgAAAKZSVfiV\n", + "fBB7Xqq/8Lurl5nY8IvadHCMXzG9QCQcR9IvX3UEAAAATK+y8GsvjhUF4MLw+9bb6icdfr/XodfW\n", + "ji7C7xSzX09k66KHwNxt1Fz1BQAAAKZaUfh1c46tcJ6i8PvmW2+pn376Wf3j+x+y+n7nB/MJ0IRf\n", + "AAAAAMDIxcJvGHrdcucrCr//+uZb6p8//qQef/e9qf+T+sf35mow4RcAAAAAMHKx8Fu3isLvjRtv\n", + "qhf//FH97X+/M/V3qcffqR9/+pnwCwAAAAAYvSbCb/uPN9Sz5y/UX7/9m6lv/kfq7yYQE34BAAAA\n", + "ACPXRPi9/oc/qrOz5+rr//5WPXr0jf4p9a0JxIRfAAAAAMDINRF+r177gzo+OVP3HzxS21IPH5l/\n", + "n+pATPgFAAAAAIxcE+F3fuGaOjw+Ueub20ltPTA/JRATfmPke2V1m70656/V6bSC9es6r+/r3em0\n", + "zPom6euPcl9VZI+xbqRtbz/7b5c5z+PmanL9yddUBcdjxtQ9vnKsBjn+yf9f4zvGnJ/T7aKfn9ag\n", + "7Q/1/VV0Vb//+So7AJgZElglgw5asfB7ZX5BHRweq+XVTbW81qsjHYgJvwWkQ3Y74/MaJPR0VXuu\n", + "rf/bkxtAVOi0/OVd0v6JCb8y0AkbI4MbO+BJB0KDtDd8nfpRdvysYdZfpt/XOqaq/XX2b9yaOr7i\n", + "PI7xsDg/i3F+jv/8PBex3++a9JmFv9Nr/P4vXR4AcGFIYB2mYuH38pUFtX9wpJaW19U9qZV18+/D\n", + "o2PCb5HcoEc667QnlmluZy2dtDy282fT2+lft02FA718+JXlzDrTgYF7ZcCu01yBzqb75Q4UzLo6\n", + "7nz5gaZ/9bk3vV7765Pt5AYx6T6Y583gp7ev2VWRjrv9+EBR2lo0OC3avzrHz4quv+r1qcEMfLtu\n", + "O/Lrsu0Jz6/K9tfcv6Zff9tuU/q4xAb7Ra9fdjx1Fb2+Veu3j911+fsh/w/Kc/l2leH85PzMjqeu\n", + "5s7PCHvs9LLJuavnT8Ojt2z2XFJhG8va3+/xldcpdm6athadb+l+mOWC3/+ZsuUBABeGDayDKLry\n", + "2wu/a+qurqXlVfOT8FsiHPSEHbxM9zp83YG78ycDiN6AIVyfXqD8ym+wPhFeKSm7cpJsv7e+2P54\n", + "65cBiDPQqG5/Xfn9TMjzafvMQCjct2DAFZlHFLWrav/EUFfWarw+ZZL9c17vYP9ku2Xnl6jaXtn0\n", + "pl9/M/B3diBZX36AW7Xeoul11u+Hi9ixGCz8Cs5Pzk9RNP18zs8C5rVwg2OyrKwn22S3661Pjqf3\n", + "eqWK2h+2qWg+vaGC3+/C+R2fU/77P1G2PADgorCBNZYhq6os/B5I+DVXfJMAfFcHYMJviaTzlwFg\n", + "UmHH7w00RDD4q5qedOy99ce24Q0O+xxclm5fBhuRkVC33RtoVLe/psKBTbnYYC3XJk2ey7Wrxv6J\n", + "OmEguv5U1etTpmr/6hz/qvYXTm/89dfndhDkipQdXxGfXm/9SYDTVbMt/eD85PwU8ekNn59yfOwy\n", + "er9tyPaOiczj9C1SkUNauH+1j6/ZTvHrHDuP+jHs8gCAyddE+L0yfzV5z+/aprq3umFCMFd+K3iD\n", + "AhlgBB181eCgevAg4bd8cOguExsolg0uS7ff+ODSUTE4KhLeIihybdLkuVy7auyfqBqci+j6rYrX\n", + "p0zV/tU5/lXbLJze+Os/OeEiuXWz//OvCucn56eIT2/4/JTjUxp+pW/xX7/c8UoV7V9u/qLjK20p\n", + "aT/hFwBQpYnwaz7tWQfd1Y0ttbK2ZULw0uq6OjriA68KhYMCeRzexpZNNwMA/8pt9eBBBijVgx4z\n", + "QCwYeHgDVBkEOeur2n5+cOsP2KrbX1e9/QzJoKfObaDe6+Co2j9RdvysovVbZa9Pmdz+BYNIb7uR\n", + "80tUtb9setOvv9z26c8v50F+IFt1fIum11l/to8Fr23yfP48q4Pzk/NTFE0/l/MzXSY3TY63PRay\n", + "bLrS7Ji400X6+oT7JoraX//4ShtjbRcyLXwd+zHs8gCAadBE+F24mnzV0drGtq77amU9CcB82nMR\n", + "MxiRQYc/APQGhOmAIplPd9Dph9/IAEEGDnZ5M4Bw1mcHEGZd6XOl7zksHBhpbjudeeps32+/M6+Z\n", + "VGP5Psi+egOpGmRg2G4X3XpuB4VhOcepZP8yBcev1vqtstengHk/oH7N/f0LzoGS8ytT2P5U2fQR\n", + "vP7+Oe4e/6rjW+/4F6/fTkuOaXK8k3Lbnzzf32tncX5yfhZPTwx7fva246zXPS6ywnTfZTl7XORp\n", + "9xi5r2XShvL293t8ZV/cfctIW90Q3q9hlwcATIVmwu91HXRP1frmA7VuAvC2WtUB+OjklPA78fTA\n", + "o58B3USSwVN0dFQsf+VnQl2E12cmSQAY/Bzj/ARSBb/fJdT3+WvfM+zyAIDp0Ez4vWau8q5v6uC7\n", + "ed/U6sZ9wu8kc68GSE37IKCfsOBdMZnQv/xftNcH9XF+Ar7c73eu+gIAamoi/M4vXDXv+ZXbnaXk\n", + "vb9ShF8AAAAAwFg0EX6z7/ld2TCf9nxvdVOH4E3CL3Du3PfkRSt4b+O0uej7d9FxfnJ+AgAwQZoI\n", + "v5cuX1FP9w/UnaVVtXhvzXzVkYTgoxM+8AoAAAAAMAZNhN83Ll1We08P1K3FZR2AV8x3/MpVYD7t\n", + "GQAAAAAwFk2E338x4Xdfh997Sfg1V38JvwAAAACAMWki/L5x+Yra2z9Qt++uOLc9y/f88p5fAAAA\n", + "AMAYNBF+ex94lbzXd3lNPvBqgj/teafzkV7mw3y11tM5+vVYtQdYvtNytt2+qdo1l++2ZZmPpuN7\n", + "QAEAAABgDJoIv/arjuS7fVc3trM6Pjmb3Cu/EoBbnRfpI21nXbUGDr9CB+A+lg+3bwJtH8t3WoRf\n", + "AAAAACjSRPhduHrd3OK8cf8rtb71UNcDtbb5YFrCbz602ivD7fbN5KqsqZv+V1hIWM6m6Xm7w4Vf\n", + "V7b9dIPJld4PvflN+O26bSAMAwAAAIDVRPi9eu0P6vj0TG09/Fptbn+dhuApCL82uMauuCbTe4HX\n", + "D6tym7MbNs/htudIALfh1+jeDMKvLOe0wYTxIKADAAAAwIxqIvxeu95WJzr8bn/1SG09SMLvVF/5\n", + "FaXhMwiixpC3TZuw7SxfJ/x607XcMgAAAAAwo5oMv/cfPjJXfuXWZ3nP78R+4JXohd+4UYff5Oqx\n", + "f6W5PPzmb3Mm/AIAAABAoonwa257Pjnzgu+y+aqjCf6e31j47bTqhk8/qIr+PrAqvG1ak/Dcfpw+\n", + "CNqXvr/YD7/B9rjtGQAAAAAyTYTfhWvX1fHxqbnVeXVty3zV0d3lNXVwdDyZ4VeCZfZeW6+S8OhO\n", + "NwFYB1/7OAugznOm5KuK5GetAJy+R9irSBh2p3WS7cn27VcdtdvufuSvBAMAAADArGoi/M4vXDNX\n", + "edc27qvl1Q21eG9V3b67Yr77d2Kv/AIAAAAALq4mwu+V9Ht+7RXf24v31Je3FtXT/QPCLwAAAABg\n", + "9JoIv5evLKiDg2O1tLyug++y6t5eVJ99cVvtPt0n/AIAAAAARq+J8Hvp8rzaPzhUd+6uqFt3ltQX\n", + "3Tvqk0+/VLu7Twm/AAAAAIDRayb8XjG3ON9ZvKe6t+Sq7y31ySef6/C7R/gFAAAAAIxeE+H3jUu9\n", + "8Ptld1F9+nlX/eWTz9ST3V3CLwAAAABg9JoIv5d0+N234Veu/Er4/ctnapfwCwAAAAAYhybC7+XL\n", + "V9TBwaG6u7Ssbt2+q7748pb69NPP1e4etz0DAAAAAMagkfB7ZV4dHB6p5eU1tXh3OXnf7+ddtbfH\n", + "B14BAAAAAMagifA7P7+gjo6O1eraprq3vKruLC6pL7u31VO+6ggAAAAAMA5NhN+Fhavq6PhErW9s\n", + "qZXVNXV3acXc/iwfgkX4BQAAAACMXDPh95o61uF3Y3Nbra5uqKXlVXV78Z757l/CLwAAAABg5BoN\n", + "v1vbak1ufV5ZU4tLK+rg4IjwCwAAAAAYvUbC71UJv6c6/D5Q6xv31crahlpaWVeHR8eEXwAAAADA\n", + "6DUWfk9O1eb9hyYAr0kAXt8y7wMm/AIAAAAARq7R8Lv9VRaA1zcfqJOTM8IvAAAAAGD0mgm/1034\n", + "3dLh19SDr02dnj0j/AIAAAAARq+J8Du/cE0dHSdXfpPg+0jdf/hXdfbsOeEXAAAAADB6TYTfK/NX\n", + "1aF8z+/WgzQAP1LbX32jzp6/IPwCAAAAAEavifB76fK82j84UstrW2pNB2C5+puE3xfq/wFm/496\n", + "UUOGtwAAAABJRU5ErkJggg==\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 62, + "metadata": { + "image/png": { + "width": "700" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename= \"assets/macro.png\", width=\"700\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " - Assign the macro to a button of your choosing\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAg4AAAGqCAYAAABj3sxcAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJb8SURBVHhe7b13eBXXmuar/uN27jM9fefO3M49\n", + "t2ee6el43G2f7uM+qU8+zhnngxM2jjhnG4ONs40N2JhgYwwYEBhMEFFEg8lCQhKKgAgiGmNjn2Sf\n", + "+e73rqpVe1XtVTtIQmhL7/s8P2nXqqpVVatWre+tVans008/FdLz2LvzCCGEkB5OWVmZoS+JxqGH\n", + "4qughBBCehY0DqTH4KughBBCehY0Dl3JjGuk7GvPSJVvHMmLr4IWzVtXS9k/Pykf+MaRwmAZEkJy\n", + "0CeNQ7DR18gMT/DqFF1kHKqe+ZqUXTPDO64346ug4J3Lgkp6xVv+8TG6Meh98NhpUnbZVO+4E4Ut\n", + "iwxXyzue6TpFF5XhySgf0p1skMH/rHUwsY9NHeV+79XY9qcvyfQ4mODc1eaBxqFT+Cro3p1T5Yqy\n", + "0+SKywoMQn3AOPzLYxuiYbMOXW0eaBxIoaCu6PE5eEU4vOJJ+Rd3mPRK+qxx+PTTGXKNbvg1M+zv\n", + "r8kzz2jgNwViDUWVPPO1oIDi6SFVz8jXonHh/JFxCOYN8g9JGovY/Jg2ubwy+dozVZn5ezm+ChoF\n", + "MdMgeQKkSbflpQ3WY5mgl33mE5whZQJveMYUze/mH4y74i0YFzveNojJ+Wyedh6bhxILwoEJMuto\n", + "5rPLy7UecZLGIcjTLrOD+ecow/zbpMTmx7Rp5ePkQXoN7nGWdsxl6kK87gXG146zxxfp6dh91pcU\n", + "GAcTtDXYVyFoBSYibgzCIO6c+cd7KYLxmcAe5lGwcQimj80fjmOPQ4ZMoAwaoHgASqaFQd4GNXM2\n", + "5DRUibOhZCNnGrFEwHQbM+/0nkYyt3FAnvHGM/d6xMmUR5gW2yZf/uF2JPOPpslThgVuU2z+cFx2\n", + "+ZBeiamDWp8SxxfIWbftfOE4Ujr0WeMw4xrd8EQQjwV5YyySlzIwXWg2fONjxiCPccDvrPwDaBxC\n", + "Eg1RVkD1NTyeoGaDXnajFW/kgultWr6A6QuMhQXZ2Pi86xEnaRxMw5w3/2Tj7OSftwzzbBN+pzT+\n", + "NA59B1MPte7F9ne+um3GJ+oWKQn6pHEwGx0FeOAxDt7A7pgB3/hijUNsHTLQOAT4jYLTEPmCVizo\n", + "uWc8iQAYNlr2AMhg8+9O45BrPeJEDbTFLR9f/t7A7qxn3jIswDjE1iEDjUMfwtTjRD0qpG4708R6\n", + "0kiPxu7LviTP45jscegJxCtnELAyjU2GqIHxNVbJQGanSU7rmzdGdxqHXOsRJ9njEKfQ/JNnfYnx\n", + "sXUuwDikrD+NQx/CV4+Kqtueukt6LLYt7ksqzDiEgT/rHofIGATzRPcoGCOh0zu9COZyiJ0/a3xi\n", + "fgyH4+LL6TvEKqcJSNln3SYYRY1R0NjEjYSWsWscwsD3L//sD/LpQbhA4xBbltvDocNZ6+NrHPOt\n", + "R5yijUOYv7vt8fXOX4aFbFNmnXQ4HOcrH9JL8ZqEYuq253gjPRYaB4PPOGTSbSFlBXNrBgzXyAwM\n", + "x6Zx59fxycsTsfntjZrx9L76VEUsWMVIBEcbyAzacGE4EawCs+FrlMKgGs2vRPN6GrKEcXCXHQuc\n", + "UX66PrF5EusekWs94hRvHDLpqXnnLcNc25Scn93QfRKzr5PGAeSo2+bkwEn3Hu+kJ2L3WV+SxziQ\n", + "noCvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ\n", + "WOPQ1NLaZ6Bx6KH4KighhJCeBXscSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgc\n", + "SI/BV0EJIYT0LGgcupIcX7wk+fFV0C4l+arkUqe3bQ8hpCTok8Yh2Gj/lyk7RRcZB34dE3jece99\n", + "F34RdGGgNd+/yPFuffOtja5cdx9dtD35toUQP+Exmqg76d+ZIb0F2671JZkeBxOcu9o80Dh0injl\n", + "DBqlzMeR/I1UUXSzcXA/7BR8aKuLzQONAznZoA5mfdgs+6u2pHfRZ41D/IuY+P01eeYZDfymQKyh\n", + "CD+tHRZSltFIft0S80fGIZg39sXNnF/HxLTJ5fXdr2NmG4cwwEWBMhhf6NcrTeP2WGK8afTi5Z0J\n", + "oKFRicbZoJ9M93/5Mfsrlu6XK/E7XJ+ceSeMRs7tKbY8MG1h20JILtwehuzehtx1OjDUdhwNR6lg\n", + "91lfUmAcTNC2n7K2n792jUEYxJ0z/3gvRTA+E9jDPAo2DsH0sfnDcexxAEGDkwlk/uH0QJmcPvw0\n", + "dDQ+DN5hQ5U86042gHHTkv8sPcs4xM7E7Geq3UY0bGCTy0yYivTtyVcewfSx+cNx+baFkJyYuq31\n", + "NFbHA3IeR3a+cBwpHfqscZhxjW54IojHgrwxFslLGZguNBu+8TFjkMc44HdW/gE0DiAMpGEFDXAb\n", + "pTyB0tco5RqfNS559pPbaCRJGgfTgNr8wyAeW3dvI+osM9/25CsP/E5ppGkcSGcx9RvHqFuP8h1H\n", + "ZnyizpKSwLbJfUm6vbrRUYAHHuPgDeyOGfCNL9Y4xNYhA40DSJ5hKyb42YaoA4HSHZ8wArEzo7BB\n", + "swdHhsz0hRiH2LzRcoHHOHgDu7ONebengPKIrUMGGgfSaXzGtoDjyJ0mdqyTHo3dl31Jnscx2ePQ\n", + "E4hXTo9xiAXcPIHS15BljXcbM2da37wJiu1xiOMxDt5lJs/OcmxPR4xUCI0D6TS++lnAcZTBc0yQ\n", + "HguNg8FjHMLAn3WPQ2QMgnmiexSMkdDpnV4EcznEzp81PjE/hsNx8eX0HeKV02McTPDL00sQBdKg\n", + "IYrmT45HXqnB0mda4phgGy0rm6KNQ7hMd53iy8izPUpR5YHhcFy+bSEkL16TkP84yuAxvqTHQuNg\n", + "8BmHTLotpKxgbs2A4RqZgeHYNO78Oj55eSI2v71RM57e15+qCMomQ7xhCYJhME4brdgZuGKDpx2P\n", + "4WSgjcYrseDpWX5K3r6GsXjjkEn3Lg/k2Z7iyoPdxaQLMXUoaRxAjuPInAg46ez1KhnsPutL8hgH\n", + "UgiffPLJCWXPjsPdxurwLHu1kzbRBPv1sekIIYQE0DiQgkkG+GPHjhk+/vjjLI4ePdphdjUf6DYm\n", + "9NOK32+yk7ZWHjulTP75kbVOGiGE9A3aWg7G2N0KDhmSBoLGgaTiMwyuQThy5Ijh0KFDEQcPHuww\n", + "Ldv3diOr5eGvBpXfcspDqz3TEUJI36G1YZ/saGw3WEORNBA0DsRL0jAAaxYOHz5sTMKBAwekvb1d\n", + "9u3bJ3v37u009TU7CCGEnAS21+w0NGzbJY21bdJUvzsyEjubAhNhDYQ1Dv/n//yfMKz2fun2xs80\n", + "CSGEEFIcMA59xTzo9voLgRBCCCGF0djcYmhqae319K0LM0XKOshf//rX8sUXX8gvf/lL+dnPfmYu\n", + "X3z00Ueyf/9+2blzpzQ0NEh1dbVs3rxZNmzYIOvWrZMPP/wwYu3atbHhQphePsObTgjpOfA47b2g\n", + "LUebXlNTI9u3bzdtPS4j49I0LlUfP37cxAPEhe2NTSZO9JVeBxqHHLKV4Msvv5Rf/epX8vOf/9yY\n", + "BtzXgHsZACrWggUL5KyzzuoSzjzzzBxgvE4HPPPmxM4X5hHlecaZcsYZZ+QgZflJfMskpLegddzW\n", + "//ixkyHnceLLk/R4Jk6cKJs2bZKNGzcaA9HY2GjuZcOJI2IBjANiQ0NTc58xDRCNQ4psJbC9DTAN\n", + "cJioMHCdLS0tMn36dLnwwgvl0ksvlXnz5kVPVnQFhz1pXQFMT+Z3MOwnGO/OG+cjLygfS3K4K0ku\n", + "N4NvXU8s/vLzc+iQS+YJnGI4eNDF/1SOy4EDlgOdYv/+OL60/Oz3pPlJLt+3PN80hZEpl0xZBWUa\n", + "L2/ffnT3uT2O/HUjIFM/fXU5ztEuwz7a/dlnn8mbb75pAp29uftEgpvIFy1a1G3L60qwzigrlBna\n", + "9Esu6Sfnn3+BvPXWW6YXYuvWrbJjxw6te/ujXgfEhvqGRvY4UPHeBnRFff7556ZiocKg4sA04OwC\n", + "Bwgaora2NmltbS0YGI8kzc3NEU3O7yQtzdnzFoIvn2ZDPN0SzId1DdYZ253cDqS5oDvPkpaeHFcs\n", + "yXVwSW5zR7HbnywTl6amppzg7CQXuMTlA92iadTX13upq6vLora2NpVt27ZF4EyqI+DynAsaVZfk\n", + "+EIpZFkuhUzrjne33S0TlJlbpihvu08aNTAE+yyz/6L9jP9hnUCdydRHra/AU4e7muTx5QKDM3Lk\n", + "SHOm7Bvf1aAndubMmaZdtGm7du0qCdC+o6xg+LAdKLuFCxea3ldrHlAv0N7DbCImIDbUbW8wsYLG\n", + "oY8LOz/Z24DKhIPggw8+kCuuuEKWLFliKpb7GGUSe0nDR3LaPXv2yO7du6UNaMXEfwwH7DHjk/Oc\n", + "aJLrjMYnSXAWmY6dLm3+5DI6gm/dCwXlasmUd8cx+y7E1zhZdu4M2ZHd+Fp8QaIQcpmppAFK4pqf\n", + "QrHBtBBMIPakF0Oxy0yuL3C3OR7wM4YY+yDYV5ngh31mf+9y9jX2va1Hbv3y1dckvuOiq8C7ZkaP\n", + "Hm3aL9/4Qtm3L36s+qYBaBPnzp0r6EHxjc+Fr/3oTlBGb7zxRnSSCNCzsHjxYrnsssvMZektW7aY\n", + "OoN9i+nRS7Gtrt7ECtvr0NtF45Ai1zjgOpatSGj05syZI5dffrk5IOPdnwecbk8/8W7QDBh3AGge\n", + "WE57WGn3J/L2zZvEXV5X4FtGkqDbtjB88wPfsgvFllFnsY1FEl8jl499wDS2tsHN/N67N2N2XONS\n", + "KEmzAlzDkoso6KXgGpdCcU1LPtwAncQ3vY/OzOti199uu1tOKFOUdaoBMPs3+I/9bepKWI98dfRk\n", + "gUsHY8aMMe2V77jz8cqIsXLhJQNiIM03bRIE2oqKCtNm2jRfO9ATwTqPGzfOmAE3HcNXX321jBo1\n", + "ytzsjt4p1BeUL+apqa2jcaAC42AvU+B6Fw4GNCLo9hwwYIAsXbrUVBj3+iSm8WHfMGlBmjsfgHO1\n", + "uBU2ea+DnT65jEJwl1cMvryS24Sy8JGczsWXr2/5heCWUWeIlX2B2MbRNtSRCXGMSHu7BzPuQMYk\n", + "Otg8orwS45MmJR9ZQS8HNlBaXMPSWZJmpxA6k481AC5uPu522u23ZWbL2pa/uy/MfzusYL+behDW\n", + "iWS98tXZE4l7TLn3OLjpaYwYNd4YhaSQ9urIcXmPExzbODPH8vKtWyHY9bFgOFd6Z8A623sc3HS0\n", + "ZbgsjbZ/+fLlUlVVJeilQj3B+OpttSZW2MsVvV00DinCzoeDRGVwL1PgKQo4T/RC2EqVDIggGUAt\n", + "7tsnXTDPUaD5xQ60cBnJ5fjyyIc7v4tvWhf71syuIJm3b32A3ebuJFbuCdwgYIGpcxvMg6F5QM/R\n", + "/gOKMQV4o+h+PStNmoZgnJnOBKBgPms+CsEGsnzYAFgMxZiNZODNhRuoTzSuQUhip8E6WaOQNAvA\n", + "LW/XHJrfMArOf1MvwvqSrFu+Ot5d4Bo8giHaMd/4JAjCacK4ZN2HWbKGCSAPaxzM9ifyLwa0Ecn1\n", + "wfDI1970pifbl2JBGeFeBtvLbMG6oBzR9uOyBZ6yQO8z6hK2uaq6xsQKxAwahz4saxxwfwMCHioH\n", + "ujbxbO9VV11t0vM1Dm7FswTB0xJWSvDxMXOAwSgEd0WjAdL/GHbzD+fpCFhGch0z2PF+MuucwTUE\n", + "AXg9t49gfHx+N//O9z64d653BvcueT9hYxl7OiIwDQcOBq8eN4bBmIV22buvXXbvVfbsC/5bNB3j\n", + "9prpYCQCMxGdxeJ3XkITUjD2Uklugsso+7RRRPAthGRg9k0TB/fsdBR3Ob7xLm1t6HWIg3Q3D7u9\n", + "wJaBLTNb1mafhPsm+m1MBPY7TF/Y2wDzgLoUq5/2mD45FNvjgACM9g3gd3LYGIXQMEUm2RpfTUMe\n", + "uFSBYx5lEeTra3MKI80kuMIwpku2ecWSyzj84he/MMYBN0uuX7/e3ECLHi2UxZat1aZ8aBz6uKxx\n", + "sBUIZxnomsLLna666ipTSeyBiYPCEg+2IB4wM0H2EzUBQKc1FRPfv8h1pq3jzIGE6eN5Foq7bj7c\n", + "AyWb7PzcbcngNw7xed3lZsoOuA1eYAjChjgP/iDfEbJNQTY48wwwZkGJehg02MAM7NHg06aBaOfu\n", + "vdLatkdadu3W/8quPYYdmrZz9z7ZFRqKvft0PgStMMBngn1+3KCfHwTHADdgukHdkgzCuckE5cLI\n", + "DujFgnx86S67duGejjh2XHDpImMgQLaBCPdFuG/jl5fcXqMgcKJ+mHpkz8o9dfVEkTEqcWAcxo9/\n", + "0xyL8ePLj3sJ4NWRwW/UeYDf+3U7sd2oq6ize7QuAVN/tVyw3fPmB/c44HiCibLtmGsIisFnHqyQ\n", + "3hWmARRiHGCK8HSFvc8BRnJz1VYzD43DSRAqYt32RtmljerJFnY+XuzhGgfcSYsKc+WVV2r6z02j\n", + "EDUMesCBoIcgDIRa2Y5qcAQIkva/JRgfgqBpCA5ek5fF5BmahyjfjhMsJxvftC7uuhtwQLmYNGuI\n", + "XIJxtiyi7Qi3K9hmlGFAptENGt5D2hD70SDuoo02zniyCIN8MtjnwgYDP8EZp8U2ojALuzXo7NIA\n", + "tKNtrzSrQWjcsVu2t+6S+hawU7aD1p3SoGnNOq5VDQVMxC41GG0Keib22GBeBLsR6ItGAy+Cr8Mu\n", + "BNuQnRpki2OX7NgZ4B/vIZy+WOwTKb5xcXZ6COd31sPdbpSDW05uOZtAGf6P0H2P/b8PJiKsPwdN\n", + "XSyMuCkNSdZtg+8YyM+nnx6XsePGmePQN94HzM8rI8eZoGwv4wAM23repmWzS8tqB+oKyg71SdMP\n", + "6DE3Z+5c02bAbCAvY2JMG9Zx82ANjRvQu9I0gEKMw/z5880NknicF5evXeOAmEHj0E3CQffYkGfl\n", + "7gcGy5CnX5IHHn3K/G5q2RFO0f3KZRwuv+JK+fzznwUHfXhAx84ubOA/ul2mnVcmZedOl3obnB0w\n", + "fEQPJINOfxgcATiDRgBdJU/+hs4/dFWQHuaL6aOAWyyrnjLvVT932vZoPSPqp8u5eO/6k6sypsXF\n", + "5OEYjaMwAQkig6DjDcFBZ7cXeWBZyO+IbhMw22rQRuvQES3XI9r4HnZAIC+c9v04I/IRBPkY7QH7\n", + "kpgegNzssext10Y07F1Qs9CkhqChtU3qm3dKbdMOqW5ola3bW2Qr/htapKaxVep03HY1FE072qR5\n", + "Z1tgIpSdxkggiBfOTszXYdpkxw4Nsg6thp3SoianGPDugpYY/ulcmvU4L4YWF12Gb5pc+NYv2N6A\n", + "HbovAkMRlI8pX1vW4X6ByUPgBLth+IyxsCZC64/WrX1O3dvv4jWjwF+fwYFO8Mknn8qYMWP1mPs4\n", + "MDUFgOPOmIToks4eM/zi8DdMWezQ8mlVo9iiBqxZy6xZ/7eiHqmBwHE16/055hjH8tBGon2EeegK\n", + "42AvF4GTbRxw+ZrG4SQIB+FdahK26QH9Mx22tOoB+KiaCfRAnAwljQMqhzUOl15+ublRpl0PSnNg\n", + "hwfaATUSCHoHEQA1EB6qnxYE4rJz5d06GIHQHABjEDJBE9NjvgDNJ8KmhXmG09vejqJZ+WT4UZYn\n", + "ZXmYn6X23XODcU+ujM1zKOQwegOycLZJcY2Im4ZttflgWQdDDsAkKPu17FCO7co+bUTBXm2ALHu0\n", + "PhjcgJ1C7F6CkLZU9MwpiZoAgF6AJDAHhrYA9BbsULPQsnO3NqBtxgjAEGwLzcLmumbZWNsk67c1\n", + "ygZQG7CxrlGqtjdLjZqIusYdUm9MxE5pUJpMb4Q2ykB/479pnHOiATgHTRocs9kR0ajHH2hobvXQ\n", + "ItubCqe+sdmbnk6zmacYtlucPKI0JXV6C6YP520A4bY2Ai0HnLSgjJqBlm+wH9Rk4LfSquYCBiMI\n", + "lkHANKYCZkLrkDUSEeipMPjrbFS/FZgPP3osJHGOkTSOHvtEXn9jjDn2Muk4vnLQftAEZfuYKn6/\n", + "MHy02V6UR6OWRYPWm+1Aywr/GzWIwkDsbm+XmbNm67H/kTFQ6PUz9wZZ85AwBIVgTYNrZFxDg/G+\n", + "+YoFxgH3g6B9T46zxgFvlFyzZo15mRiMA+41onHoRqGQYQ5qtfE9psNJ2rTC33b3w2a67laacYDT\n", + "vOTSy+T4Z5/HDl6cXSDYGTOhwW+/GokaBOIhK6Ry6G/I2VPqYibAkDizxjwZgjySRNNroO0Qy4eG\n", + "xqFMnlju5r1CngjTy4auCAJ5AhvkXawB8KPTRKhJ0MbD5tV+AKhJ2H8oaqj2aFnu2XdAdmtD2rY3\n", + "YNee9oDdOKOPs0MDuBetT7ivwEt4j4FLS4zdGTQwRKgpcGluBbs0uChqFhDwEfy3qRHYWt8sm9Us\n", + "wCisq2mQtdXbZc3WgLWW6npZr+M2qYmoqmuS6u1NUqNGo1bn396oQcwENP1vfrdqgPNTXyiNMCg5\n", + "0OXXOmzLojEnNfUB20Bdg9RYwvS8uPMUwLZ6/W9w87FpDsl5o3GZ+YJtCLaztqFJ6hqaDSiz7UDL\n", + "L0B/WzMVGq1G9BgZE4aAiroSXn7SumRMJcxlWC8D05ldj2Og5yoPuC8mIDw28nDkI9wjMFqP8SPx\n", + "cWpoUtH80buAoGxMw8ujjWFo0G2t1+2vUzNZG7JN20X8r2/RMlIDAeNU/t4sc/zjUg7uicDlF/d+\n", + "h2RQzoU1DfbdG8A33BXmIZ9xwP1tNA4n2Tigt+GeR56UPb/8VSrDXn5dNm7eGs7RfcplHC6+5FL5\n", + "9Phn5gCzAQ7BbjcCnzEScO3b5J1zymRwpQbHZUPlN86eIls1QLeHLB3yG1EAP3vKNhNEt04Oz/jB\n", + "E8ukXfOYpHmcPSkY317zrpxtx5edI2dj3ORgnMnviaEy+Dfs+CGyFPMkqYRxGCqTJp8jZee8K1s1\n", + "bR9Aug6/M0TnHbLcTLsV00TLw7Jqo3yWYjo7DvmExuOJoUGPBoxS+zZ3fYPpqtQowGTFjIIpQy1L\n", + "06Bp42gaUdxUaG8sDGjGWb05s89Hm2nIXRo1wHvRht9HgwE9AHoWnqQ5JAwoCMwIvjXbm6VKjcAm\n", + "NQTr1Sx8uLVe1lTVy6otdbJSwX/L6i21sraqTtbpNBtrtsvmbQ2yRefdqiaiBkGsoVGDmIJgFgY1\n", + "L/U6fUE0SnVdkoY4tdtl67Y4VYVSUy9bHKpq6vR/kvg0cXzTp4P8DduwLF9+GaqqdR7gzB+NA852\n", + "oAyqa1EWMBqhEYrKGr81SKKXSI2F+a/GLjBnQZ2w9SfoNYKZ8NRPW489wHi07NT6no/I6KZjjTF6\n", + "Gl4d+Zo57lzDnAGX2JIEZ/Jo8wB+b9ftq9NtrWlET1mzVFt0uLqpWQ2Eloeahx179sr0Ge/picVh\n", + "bRf3aXsR9DpkLlnYG75DNCjnAst23/hpTYIv3Td/MXwaGofP1DjExul64oZ4GodAJ9U4LFm2Up4d\n", + "/ZZsUCecxquTpsuFAwfL2Xe/0c2MlrPufE3OuGOk/PjW4fLDgc/Ld68bKt+47H656JJ+8smnahw0\n", + "wFn3j6BnusVN16Oah6VD5Dc0eC/W4Lhv/zIN6OfIpJog6BqDACOBgI2eClAZTL/EDNtrpDXGfJw1\n", + "qUZ/I4/gt7luaqbH8DYz/5InAiMyeCnmt9MG42LofDAVS6qnaFA/R96pRrou52wYgxrNRwO8mpbk\n", + "fFXGRATrZ6Y5OzAB1ki0H1gug41BGCqVzjDMBozUPjVBE3UZZYOXmfJB92xgGMJehd3txjCYM7Sw\n", + "4QoaSW1QYQQUb+B3CRvtgJ3S2KyB3wENnxdcJnBAEIiDwKBnVEANgjl7N8Ej6CHYtl1NQz1MQ5Ns\n", + "0uCzQc3Ah2oK1sAkbK6VFcryTdsMKzbV6P8aTdsmqzV9rRqIdVvrZEN1vRqOemMgtqqBCIJ5EMhw\n", + "ppwV5B22apArDBsgESzjZAJtGGQdNhdErWzeWiubYmzzpOVjW142u1QH//15WXR8lU6n4H+QTzAO\n", + "62fWPdwOmAxjJpStWi4wT8ZM6L5AGcJwBT0VgSGrVSNRB7Qe1IcmwtajwEhoPXTrpa/eKkmjm0V4\n", + "DKQRmBQfuzWAfySvjHhNjfpBM+zSYolMSwDmRSC2r+zG7zqt/zUNTVKt271VywBUbQ/Yquk1oXlo\n", + "3b1Hps6YIfvVLKD3AU9amHsdwksW9l6HQrEmwYLhXOmdIe0FUIDGIaOTahxw/8KDQ5+XDVqx03h6\n", + "5FhZsXptOEf3KVePw0UXwzgcN9e4jXkwBiI4Y0Yw3K2BcdFgDeQaJIPLGWFgdwKyCcSxAK1GAWbg\n", + "7MkakD3GwRiFJzRw+0zFgTD/ynBc9nCENQ5mGpiEStm7dbKcFZqcxYPDNB2/txrpMAMWzFdpDMHg\n", + "SrveMD8gMAroYTFGwvRsBEbDlsHecNmLzKWI4B4D0y2KHoa2wDSYsx17VhU2buZygBL0AOQgYRSM\n", + "WQgbcUtgAhKgwXfAWWQGnFU6hIbBoAEDZ6AAjWmmtwHGoVY+UFOwSg3CCmMaamRZRLUxEKs1fY1O\n", + "A5MBs7GpZrtsQSDXQIUgb3oACiU8Y84NTEJwpg6DEA/8LmFAdYgH4jSCoLxRg3PElpoIE7QTxKaN\n", + "0OkLYJMF+UfpvvwCsqcNpjfr4poJ3X5rmlxztbW2Xo1DfWjk7GUO9EbYXgg1D0DrlK1vQe+UUyd9\n", + "9VaJmQsXx1ykYY8Pr+FQcElx1OtjTHsFQ2DTg8ttrslw0Pyef+n1KCg/++JrUoueBd3e6voGqVIj\n", + "tUX/g834r215dWge8NgxjAPuV8LNo7j5PXhUNTAOeMTaPGXRA0Fbj5sjYRyS42AcrqRxMDqpxgFP\n", + "Jtz5wGCpPXJU2r74MovWn/1cbrnrIfN4FHZod4JrWqjgqBR43htdYfi4Cd4aFvQ4HNeAp8ZBD4zs\n", + "HgcNrnrGnwm4mcC71NwHEWAvV5hLERpgcTdydHlAg3e7moPgUkVN2MPwhCzVaYInAjLjfEYhORzd\n", + "FBUG78XO78dhFgarWYgZh0p5XNfjrMk1wXxLw/na48Yh2JZMD4M1DhmDgss24bLDPGAc8AIklJm9\n", + "PBHcw4D7E9DjgO5TNQ07tQFTmnZoo4gbslq1gfVhGt5sTKMc9SxoY57ENPABWWbCgCAQ9DBEPQ0x\n", + "A4GAoWjgwNlnlQYT9Big9+DDrehxqJXVm2uiXgbT0wDTsLFaVunvNWoq0OOwXqfdqPNsNgFKDQNQ\n", + "MxCBnocC8BoKDXZJ/JcRXBA4swnOzAsgNBCGWJAOiMalgmkKZzPytETp/nzN8pMgDx3vboMpAy0L\n", + "lFXQ86CmAWj51WhZ4x6L2u2g0dSDehDWkaBOZYyDr24asupy0gikEB4PPnwmAMZh/Ftvmxs+zXHl\n", + "jEveu5O5p0fz0nXC/Ru4lwPbVIdLFK5xUDYbtO7Wax3UssBlDGsccJ9WYBzajXGILleE5qGzJAN7\n", + "Z0GvAk4Q33333XTjcOWVNA6qk2ocoDXrNspTL4yQdjURH+uw5bDugFfHTJD33p/vDewnmlzG4WI1\n", + "DrjHAXfeB28EDF7ig7umzaN6S5+I9Q6YQF8zRc7RwPqEBlz3EaxqGIWzp0g1hkPzkDEJGXOwX8/+\n", + "MT9MBqarhDEIh2E6lhqjgPsikEf2cEQY0Jea4W0yCZcPys6RSdXBei4NeyHaw0sZk6qD+Ux6OJ/7\n", + "G+OCbVkW3ONgt+/g8uBmy2gdwmWhlwVlZAxW2ENjDISaL9N7Ezz6hufC8Wgi7l63RE8ZOODMyE94\n", + "RzwaP234DNqIWxpTCe+sB9pYAnOTYkR4F75ibpYzwQJd1Xq2hS5bPRvdrIF/Y029rNMAtFbPZmEe\n", + "YBRWO3wA01AVmAZcosBlAtMtrvPjjBaByQSnIsBNiRk0uCWoUSMBTADMBYJlh6mVKt3uCA3IW1KI\n", + "TRcD44rAm7clnm9yOjMt0HFYd3dbbHnUwCyEZYdyRFnXAd3f9brftzeCZjUJLVpvWrR+tWbqnBoE\n", + "f/1M1GXU7SzCYB7SmgvnOEmC43HBosWytBKXCfeb46t1J46tODscMB8etcSTJOapHGMecGkuMA5b\n", + "tRyq1DBs0bKB4d2s/6vRAxMah2lqHHB5wu1xMMYhvEkSj14njUDRaDDvKvCYONr9TZs2yerVq+W4\n", + "GofkNDAGNA6ByppaUMlPLtPfe18G3fuojHlrskyfNVcmTC6Xu+5//KSZBpDLOFzS71I5rsYheClM\n", + "8BIYEwz1AMFBEgTtShPgrUEAy9DDMGS51ExxboLUAFypB9iBZcE9C0Ea7ofAPNtkMozDZDULyMOd\n", + "5uwh8oQzrtLcHLksWlZyOCI0DpXhsDEu52SMS6UxDjof1t1Ma9cJhPMdDNYrStf5a9QoDNHfQ5bh\n", + "0dSA/Vk3R+K+DpiI8LKJecQsfEzNmC8YseBFSOaZeRgINQ/2XQPJBjEOHpEL0UbXYhth10jE2ZFB\n", + "G0eQafR9OHW3uVmNhQYMPNoXmgfcQIfgj8sNMAQbqutknRqEtVu2yRr8D1m3tdaM24wgFRqG4CxW\n", + "z2BNQLI0ST2GCwDzmYCWINtgZJsKlyBQdhQE3AxBMM6NO70BaUXgy9MSTRfm65vGgmlqLLod2+qA\n", + "GgUQlp0pY5R3aBiw7wEMA8wm6kjwrojwPRUadPE+jKBu+uptBjzeGYHHPL0EhtpH5lgJ0QAOcGzt\n", + "2LVLXnt9tCxYuMjUWfP2RxyLucBJTDsIjlOcHO1UY5/pDUQvx07zpAUez8TNnTt0PC5B4uZIPIaN\n", + "R8rxbhvcYIg2FS+h8rW3HSP5RtqOgfdc4E2ia9aslQkTJpg2P2j/1TBEHImMw5ix42Tq9HKZV1Eh\n", + "lctXyNp1641xQJ3BMWvMo9tO9EJOeo+DFd4wiJslcSNkxaJKc7D5K0v3kMs49LsUxuF4YBj0gEIA\n", + "NN8aMP/tGwXxEaLgHfbBC1WyX7ISJ3hlbeEskyG/ocZhyjbPuI4RMxghvumwrkmCdGd79MwigzUT\n", + "Oh3yRPmgnGyZaRmaN/AZIxaYh8BA+N9ouKsNb/oL0cbUEry0x0/2GwUV26gXxA5DS2urBoYQbSAs\n", + "TQoCCHofcFaGR/xgBrbUNhgDsVFNAnohgLkJUg0DrpvjUgQMQywYuSAwJdMSbNfGqhjqtzfkpK5+\n", + "e4ep1bNQl20IwEVQi2DtSe8KarbVetMttSCx/tim+u3bY+Vnyx0BGPsddaEFqPm09cW+odKCOmjq\n", + "qVt3Y3U6N/Y12QZtj9xjo1DQRi1fsVImTZ4io157TV7LAcaDkaOUkaNkxMiR8sqIETL8lVflxeHD\n", + "5YWXhsvzL70kz734kjz7vPLCSzo8XF7S8cN1uhE6z8jXXpfXR482n/QeO3aseXslPlndZYwf32XM\n", + "mDlT1q1fb3oe8ORHsreBPQ5x9RjjYIUnGiBfMO9OchmHS0PjYN75r0Ev+EDRfg20QTC0ryKOBVoN\n", + "noVg58mL6X04RyZv84zrKFjnYkjMn9wW3AwVDTv52zIKzFZovsy77vGqZbziNwCvRLYEjSUaTnxr\n", + "ICDeCOcGr0O2ZL+COAfaMADXOMQIg4Y1Eo3NwRmovXxhDcRWDULo3sV9B/a+BdvDAMPQoNMHgQiP\n", + "v8GIBL+DXg0EKT8NjQhkxbG9oSEvCJYdoa4ewTYOzEAx4BsAvvTOsq0WxiHAN97irru7bSgXW4Yo\n", + "e7OvWmAcWkxdsHXE1h23zoFdIKyPbj2O6nYRoE1yj49CwLFmX8JUDAiamA+XGXACgMcr8XZM82SU\n", + "Gn5zyVYNP+6Rwgvx8P4GzPOR6WH4xDypkOG4aTu7AtyH0NWgzfKVAeA9DhnROKSQ1zhoJQt6G0Lj\n", + "oP9NQAQIjgiSNqB6gmpO7DwxtskU9/KAMmSZb7qOEzMFFqTnICsfz7bYaW25RMYhLD9rwIxxCLHm\n", + "wRgIp8EsmrBxRqOdbMhz4poHBxscDDjDDEHgCHoibA9EEPC3a5BBbwIMgovtYYiduZqzVw1C1oyE\n", + "w66JsPl2ijD45SNpJrJAME3gBtoIJxAXgwniPjzTFoTOm8skuLjr726zLRtblnjSypoGW0fceuSa\n", + "V2MYfHVUMUYAeAJ+PqK3KDrHTKfZAzJ5o6cD24ZelcYm3NeDR1HxZEmDmHtB1BzDLOMtpLhsslvz\n", + "CO5tyDxJYfAE5FKBT1VkROOQQj7jAHeKgGeCX/g/Zh4UNwBnBdgcuPN1Je66dRW+5bjb4k6TnNeW\n", + "neltQEPj/DY9D9pgRQ1qkcTO6NBooxEvABiGXNgeCB9BD4QN9tY84FKDe7khGEZ6pqs7NAsIQA7I\n", + "y+Sn+QDUwa7EPqOfRgMCZQ58xiENmIdiyTIMCXzzFEIhebnr7m6zWz4oQ2McdB/ZfYZ6gHri1im3\n", + "Hvrqqg83aBeLPX66gsBEBAYFRgiXYXDzJ3rV3Ht68GgqnrzAPR142gw3P+NSp3kEU9vRKACH70Qo\n", + "Rfgeh4xoHFIo1Djg4LIBD1gDkTQRwA2uhZCcvzO465WGux0uvmktvmW56+5Ok5zX5m/LMNZgobFK\n", + "NKaF4DbSSdzGPEnSIOTDNQyxYA9Mj0FgCILeh2wyvQuBaXDziPIKx58I0wDcIOjDDZg+3OCaj2Rg\n", + "LgRfgPfhmzcXvjws7nTu+rvbbcvHlqNrHtx6gXqCuuXWQV+dTcM1A8XiHkudBflhfcy9QrpduPkz\n", + "6HXAo8hN5g2btfVan5p1u3fqNu7V43q/tmF64nDocJ4XPmk7WxLoutI4ZETjkEIh9zj4DlAbDEEy\n", + "UJ4M3PUphOT2WHzTAt8ygW8aN83iW5ZtqIrFbaDTSBoGkDQFhYAGIxnok2RMRMYEBIRpiemT2J4G\n", + "iw1UXYlrFJK4wdKHG1jz4QbkQvEF9lz48vDhmzeJndbdBrvdtnxsGVrjkDQPtq649c9Xb3NhjUBH\n", + "8B1bHQF5YV1wcyduKMYTSHhM2TxJhBdg1TWZ/3iiBI9y7tnbbp7KwE3S5pPaSbPgAe1tT4ffqsiI\n", + "xiEFVJRcxgE3+hRyoPqCZT58+XSE5PoVittwWXzTAd9yk/i2yZeG/HzLLgS3cc5FZw0DKMQ0dAYb\n", + "hLrDOADXLLi4JsGHG1Tz4QbuQvEF9ELw5eXimycNTO9uB7bblo8tP7t/ksbBmgdb32wd9NXffCSP\n", + "u2JIHmfFgvsdsA4wDrhUYYxDM4xD8BI0fC8F//HOCry8be/ednOZAk9U4TKFzyj4SAbqnga/jpkR\n", + "jUMKqCj5jEO+A9p3EObDl09HsA1OR3ADbaGNnW8dLLm2zab78iwE37rmojOGAdiAkAz2ncWahSQn\n", + "0ziApFnw4QbWXCQDeCH4gnkxdDZPdz5sA7bXLR9bhq5xAK5xANY8dMZAJI+dYrDHYEfB8q1xQE8Z\n", + "jENDaBxwmQJvUsVbJnfCOOzbH9w47RiHZBDuafhigAumoXHIiMYhBVSUQoxDEt9BWwi+vDqKGyg7\n", + "gtvIJRu7NHzr4ZJve4vJy+LOUyiuCSgGGwgsbtDvDEmj4ONkGgeQNAo+kiYhDTcQF4ovoBdLR/NM\n", + "zodtwPbasrFlaPcR9pfdt7au2DrkO5589TofyWOpGHymoBCw3GKNg3lLJF7+VALGAfjigAXjaRwy\n", + "onFIARWlI8YB837yCd5GVroky6I3bJPFt20dwW1wTjRud+7JIrorvpPgmCpl7Hb4ygi4+y1ZZ3z1\n", + "saME70ToPuxy8ebHoE5+LB8peDvk4SNH9T9uItTt/ESnP/6Z+Sz150CDKW4qLBVgDvA/ue+wzTQO\n", + "GdE4pICKgoaiGOOA+SZPniy33norIYT0Km6++RYZOPBmuemmgTLgxptkwICb5PoBN8p1N9yo/2+S\n", + "GzV94M067W23y+133CF33DFIBt15p9x1110lRXl5eZZ5oHGIi8YhhY4YBzhyHGC+/AghhPR8YB5o\n", + "HHKLxiEFGgdCCOl7WOOAGOBC45ARjUMKNA6EENL3yGUc+B6HQDQOKdA4EEJI38MaB745Ml00DinQ\n", + "OBBCSN8jMg6JJ2ZoHDKicUiBxoEQQvoed955pzEB7mPEAMaBX8cMROOQAo0DIYT0PXIahyuvpHFQ\n", + "0TikQONACCF9D7x7AibgiJoFF6TROAQqa2pplZ4EjQMhhJCTxaBBoXE4gjedWo5ExmHM2HEydXq5\n", + "zKuokMrlK2TtuvXGONTU1kl9Q6M04tP5ntjWm2CPQwo0DoQQ0vdgj0N+0Tik0OXGYcswOa2sTMr6\n", + "l8fSy/tr2mnDZIuTRggh5OTAexzyi8YhhRNiHE7rL/1PO02GbXHTTlNoHAghpCfApyry66Qbh89+\n", + "9kuZsmhTBIwD/r81Z42h/cBh78490ZwY4zBMyoepURi2xaSht6H/sCAdxmGLjitDr4TBMRjHyqV/\n", + "lJ6ZZxh6K8r6S7nNP5omTHMJlx/ME+ZTHozzLjcyOnbaLTIs+u3kmZwvSnfXnxBCSgO+xyG/Trpx\n", + "gEl48LW5Mkn/J0E6zINv555oTpRx2GJMgAZ2OxylJ6Yv7x9e1ggCdhSsQRiwM2mBsYgZgcQlkax5\n", + "kH+u5Zrpw+CPNPe3ux12Pnc73HnteEIIKQH45sj86hHGYYJyXH8nQXrvMw7hfQ02iGcFXHsGryDd\n", + "He/JK3U42euQax4zfY7l+n4n5zF4ejoIIaSE4Lcq8qtHGIdxymH9nQTpvdE4BIE6DLKxQJzo7rfp\n", + "dj5LMs03XKhxMNPmWa7vt5tGCCG9hFzGgV/HDNQjjMML89bLhs9/kQXSe6Vx8KUnxpvLDWY45VJF\n", + "LK8CL1W48+Rbrpvu/R1fZgxMw0sVhJAShMYhv3qEcXi5YoNU/+JXWSC9zxgH/W0vYYDT+vePB+sw\n", + "Hbg3VMbyiabxXDJILj/fct3pc/2OlqnE0mkcCCGlB41DfvWYSxWH9HeSXnWpghBCSI+HxiG/eoRx\n", + "eOC1ufKO/k+C9N5kHKIz8xR88xBCCOk+aBzy66Qbh9Z9R4x5sCTf41DduMu7c080J8I4EEII6dnQ\n", + "OOTXSTcOSfFbFYQQQk4WNA75ReOQAo0DIYT0PXIZB77HIRCNQwonwjiUz5xLCCEdwtem+Bg+fLjc\n", + "f//9MmjQIOKAMkHZ+MrMxRoHvjkyXTQOKZwo40BRVO/XiBEjOh28MT/ygQo1Dk8/84y88sorcuDA\n", + "Afnyyy+JA8oEZYMy8pWdJTIOzncqaBzionFIgcaBoqiO6NnnnuuS4G0DHfIr1Djce++9cujQIRPA\n", + "0EaRDCgTlA3KyFd2Fn4dM79oHFKgcaAoqiPqquDtBrpCjQN6KmA6fPmRT03ZoIx8ZWfJaRyuvJLG\n", + "QUXjkAKNA0VRHZEbvJ+ffkiGTjoo943dL9e/vFcuHrpDTrtxnaza0iYjp66XwaNXyCOjlsr9ryyS\n", + "e16qMNz1wjyDG+iKMQ5ffPGFaYtINiibfMZhUGgcjqhZcEEajUOgsqaWVulJlIpxOH78uOzZsycG\n", + "DnQaB4rq23KD98DhO+WiwQ3yk/urDec8VC0XPFotv9bg8tkvv5Sjn38p+499aQzDz3Sej3/2hRz8\n", + "NMANdMUaB984cqww4zAoNA5H1DBEHImMw5ix42Tq9HKZV1EhlctXyNp1641xqKmtk/qGRmlsbvHG\n", + "tt4EexxS6A7jcHrZAKkIf580NQ+X008fLs3hYLfKt+yuWp/O5NPZeYvZr8Uuq6vKhzphcoP3aT+5\n", + "Tt6fO1fm6FnqgoULZe2HH8qb784zxuHzn/9KDh/7uTTt+0RmLq2RT3/xhTTvOSwbth80YP6OGge0\n", + "Xz2GzU/Jaac9JZt947qZgowDexzyisYhBVSyE24cEABMoEm+fvp0Gd5dkaGYQJSc1qy7u64VMqCz\n", + "QbOY9cmlzuTTVfPity0P89vdx056vmUl88w1fdZyymRAvh2SzLOQdaJShcCEAILr4jAO4F/PvEEu\n", + "HvCwMQ0H7ukv+/ufIfsu/KY0fPd/y/JT/lTmLK+Vm4fOkBufmCY3PD7VgPmRT7HGwS77hLPpSTk1\n", + "UdfKyk6VJzd5pjv1Sdlk/7tp7nTdgC1PX9lZeI9DftE4pNAdxmEAGueT3UgXtfy4MWgefrrOe3om\n", + "MBW7Lb7pu6o8OpNPp9ZBy8jO6+aTzLNigJRhuJBl5conqeT4YvOHCpmHSpUN3mg/Fq9tkl9++Wv5\n", + "xa/+jwG/9/70x3Lwjedl79A75cOv/3c5Vv2hLF6zPetSBebvqHHAvCecDUM1+A+VDb5xLr7pCp23\n", + "i+m0ceBTFUY0Dil0h3EwSm2kEaTL5HR7Oo/pwrN7BOyMww/P+E0+AzRoBekDKpplePQ7e3w8PVy+\n", + "WYYd7+/1qBiQSa8YoCZCA2C0ju7vWF7xs+vhA8I0d9kIpFhmBdLc9XTWw5cnlGNZsbxtPpFSytis\n", + "QzBvrKyRZvLNUc6u3HVwfxuFJiw5jV1WtH2Z/MHpWubB9EF6ZpnIL77uRth2TJRcfjScyH94RWJY\n", + "5/CtVzh/sC8Dsra/j8oG78OHD8uQ0Ytl98GPpb7tqGzbqW3KJ7+Q1nO/Ju03XSh7L/mOtF31E5n1\n", + "P79iLlXgnoeWvUeiSxWYv6PGAfOecNYHwX992rioziiYLpp+vQw9NTPu1KHrs+c/QRRiHPgeh/yi\n", + "cUihW42De4AB28CbcWio0bj7Ap/KDQw2OLqBEr+RnzseMtO4gSsMZOFoGxiSizS9DCYTXacB4Xzh\n", + "dBUaRILgEQRkG0hM8I3W0Qkwdhkm3QlIznqaeaP18+SZa1nJvH2KxjtlnDKvMUomLUc5mylD2XyS\n", + "v81guF1Retr2mQF/Plimncb+xnjNJ1OfEtsUTJ2eJxQbLnBf+ra/jwqBCUGkublZBg6ZLoOemyN3\n", + "vTBHnn9rmayp2ikffv+fZPH/+H1pPfW/SduZ/2wuWWB464L58tqUlXLT4Mly6V1jzfzIp1jjgHla\n", + "W1tPPMsekVNidU055RFZ1jpeLtXfl453pkO6/e+mufl1A7Y8fWVnoXHILxqHFE5+j0Mg01DrQRid\n", + "FUNhox0drJjfzcf3O2s5CAgaVOwZajJPgyfgYjobOEzUQMC1gTecPrksk3cYdLPSE8spat486Wnb\n", + "kFBWGUd5BkEzdf3SfkfS+d3xJq+Q5HzJ+c304XLdcbHpsH7BNJFp8+WTlr83T1W+cbZ80+bp47LB\n", + "G23GtY9Mji4/4OkJ3AxZ8a2/lX3zJ8tbf/0Vqfnqf5Wd3/mf8v7f/ZGM0uH1NUdk6vKP5JUZbWb+\n", + "Hm8cfME/mU7j0OtE45BCTzEO5kwuGdScM/Jofjcf3283zchjHGLj0xQGK10ve7bZPHyArk8iSLp5\n", + "YThHsKlIO7uGcs1bQHos7zT5ytjN02xzaCDccWm/I+UoEyubnhyPYSzP/k7JJzAM4T5BQjIfu798\n", + "+afkmXdcvvz6uBCYPv/8c2loaJCrH5gQPSmxdMt++bDusEyY9aH88pe/lB0zxhuzMOl//qGM0P/b\n", + "mvbKks3HZOSMXfLkhEYzP/LpiHFAb8UJZ8lDGvwfkiX50u2wm5427wmms8aBX8cMROOQQs8wDjYg\n", + "4L+/yzm7y9skZv9OLsd2LUfpWIbT9ZxDuM8BN0VG5kXzwnCmVySeV6x7210HZxgB0MyfmCaaNy3P\n", + "ApYV5R1MkAnIRpg/pYz1/4Bom8JLGe49BO66ur99ShsfpadtnxnwmwjIjMthetz97Gy3yd9OlxgX\n", + "H85fvkbJ4T4sBKbPPvtMamtr5dK7xkn/h94xBgLc8OgkuXXIZHlk+PsyadYHsm72THk5NA0TZ681\n", + "4y66bZScNWC4mR/5dMQ4oL064Wjw/+pXNfhnjRsn/cq+Kg8tCYaXPPRVKcN07vT4XdZPxsXmO/EU\n", + "YxwQAyw0DnHROKTQrcZBG+aoC9uAABZvsE0ACBtzBEI7bXSznNtw+35nLccTiJLT2PSEYkEHCueL\n", + "1hWK5eVZFhQbDrbXbE80X2IdfHlCeZcV5m2NSTRvShlH8wbj7bpkGZu031b5xkPJaaLlOdunsvs8\n", + "c3OklXNvhhl084jnY/ZbmJ7MJ8o/zCg27Fuv5PYkh/uwrHFAYLno9tHRpYo9R78072zod+cbMmXZ\n", + "RzJj5UeyquZTmbv2sDEMSBsz74CMnNVuwPwdMQ62t+OEs+hBDf62Xli+Kg8u0nFjLonSvnrJJWoY\n", + "HpRFmB7/w/nHXBKOf3BRdt4nCNuD4ys7i884AHxWm8YhEI1DCt1mHLpLbNh7p2yPQjhInXwhMKF9\n", + "qK6ulvNvGRVdqli4YZ8BaaNm75cX3m2Rl6Y0yrMT6+Scm16V5yY3yeBx1fL42ADMj3w6Yhzq6+uJ\n", + "h0KNA0yCm0bjEBeNQwo0DlQpCD0DsZ4e6qQLH6VCm4H2o6qqqsNgfuRT7Eeu7GWS7iDT0xDHN21P\n", + "wPbg+MrOQuOQXzQOKfQ640BRVLfoueeek5dffln27t1r2omOgvmRD/Ir1jggqJFsaBy6RjQOKeQz\n", + "DjAJbW1tMfBRGhoHiqKeeeYZ01OAINVRMD/ygYoxDjAduMxBskHZoIx8ZWfhPQ75ReOQQi7jcEm/\n", + "fmoSPpWdO3dF7FCOHftEbr7llqy8LDj4CSGkI/jalCRddZmkN+Je+vGVnSWXceB7HAL1KOOwr32/\n", + "nHf7i7KrbY93h3YnuYzDxZdcotN8Iq2tO2J8/PExGTjw5qy8LEOeHk4IIR3C16YkQQ9FV1wm6Y3Y\n", + "Sz8oI1/ZWaxxOKoxICJ8HJPGIVCPMA4wDI8NeVbufmCw3P/Y0/LAo0/Jnfc9Jlu21nh3bHeQyzhc\n", + "dNHFZppmfHfd4ejRj+XGmwZm5WUp9OAnhBCXYtqOYcOGdfoySW8EZYKy8ZWZS2QcnJc/0TjEddKN\n", + "A3oX7lLDsK1lh/xMhy2taiYeeeIZ2bBpi3fnnmhyGYcLLrhIK9IxqW9oinHko6Nyw4AbvfkBe/BT\n", + "FNU3hO5t3DiNdgRfWLTd3ha0B/a/C+6Xwn1Uhw4dMsM86eg+7NcxfcaBX8cMdFKNAwr50SHPSi0u\n", + "TehwkrZjn8itdz1kvmrm28EnEhzMacbhvPMvMCZhW11DjMNHPpLrbhjgzQ/QOFBU3xKNQ+nhflY7\n", + "yzhceSWNg+qkGgf0NtzzyJOy55e/SmXwc6/Icy+8LBMmTOhW3nrrLRk/fryMGTNGXnvtNXnllVfk\n", + "2WeflUceeUTODY1Ddd32gNqAQ4fVOFzfSeNQ7PsW+H4GiuqxonEoPQY5xsGgpgHQOGRU1tTSKieL\n", + "ydNmyjOvvykbDh5J5dVJ0+XCgYPN0xbdy2g5687X5Iw7RsqPbx0uPxz4vHz3uqHyjcvul/POv1CN\n", + "w8dSU9cYo6geBwT82EtTUl7l65M7Tb7ps5ZTwAuDknkWsk4URWWJxqH0GDQoYRxCrHEYM3acTJ1e\n", + "LvMqKqRy+QpZu269MQ41tXVS39AojbjnzRPvehMntcehbnujPDj0edlw6KNUnh45VlasXhvO0X2C\n", + "a4R7RAVCZTpw4IDg62pr166V8y+8SD76+JjUNbZkaGgxZuKGATdlVURLlnFwg7H7MaJ8QdqdJt/0\n", + "yfHF5g8VMg9FUVmicSg9snocEsaBPQ4n+VLF55//TO58YLDUHjkqbV98mUXrz34ut979sHx87JNw\n", + "ju5TLuNw0cWXyDE9sJt37IxxVM3ETXkex8R/o6xgjA8quR9YUuF31FNgP1aEjxpleg8yHysK0jO9\n", + "Ccgv8TVHCAYFE6Wag0T+wysSwzqHb73C+Yc7H+Diq5Cpvi4ah9LDvceBxsGvk/5UxZp1G+WpF0ZI\n", + "u5qIj3XYclh3wIixb8v8RZWYrNuVyzj0M2+OPC67du9V9kTgpVC35HhzZC7jEH1xMkqPf7kx+pxx\n", + "MJCZ1/1tTYH7G+OjIA8Sn44Opk7PE4oNp6xXuBybHvWghIMU1ReVzzggDTd/47/bVtA4nDxyGgc+\n", + "VWF00o0DhEsReIfD2AlTZPqsuTJhcrkZrjhJpgHKZRwuu/xyOf7ZZ7K3fX+MT49/JrfdfkdWRbRk\n", + "GQc3oCeDti94++6DiE0X9lrgl/34kS+ftPy9earyjUv2lEDJYYrqg8plHPDUFkzDww8/nGUeaBxO\n", + "HnyPQ371COMA4XLEkmUrZYYaBxiGQ4ePhGNOjnIZhyuuvNJcZjlw8FCMzz7/XO4YlP4e9Fw9DpFs\n", + "ui8Q5zUO1jBkDET2csJxvvxT8sw7jsaBorxKMw7WNNx9993y+OOPy6uvvhozD50xDguWLJNZ8xbI\n", + "zDnziQPKBGXjKzMXvjkyv3qMcehpymUc0F2F9MM4+B0+1zR0cyUroqUo42ACfI5LFWnGwIwL70Ww\n", + "w+549yZMm4cqulQSDMTGxYdzXKpIroc7TFF9UD7jYE0D3mSIR7zffvttmT59urz77ruReeiocXh/\n", + "/kLTg/uJzvvll18SB5QJygZl5Cs7C79VkV80DinKZRyuuupqU7FwgIMjRwIwLSpdsiJaijMO4W97\n", + "KcMN5Cr0LCA9c3OkFW5uDO9jMINuHvF8TNAP05P5RPmHGcWGfeuV3J7kMEX1QfmMA8wBvpmA98XM\n", + "nTtXlixZIitWrJAPPvhAli9fbsZ31Di8N7dC5zsuX3zxhfmENMmAMkHZoIx8ZWfJZRz4dcxANA4p\n", + "ymUcUHlMV5bnGljBxuFEiTclUlSPUa4ehzQ60+OALnmcXfsCJ/nMlA3KyFd2FrTh2G9uGo1DXDQO\n", + "KSpV4xDdFElR1EmXzzi4oD2w/11oHE4MNA5dIxqHFJVsjwNFUT1GNA49CxqHrhGNQ4poHCiK6qxo\n", + "HApg/0aZNWuj7PeN62JoHLpGNA4ponGgKKqzKgnjgMAd+8jfLNm43zPdicIYhyo5+utfyc9947sQ\n", + "GoeuEY1DinIZBzySA5OAm5xcMC2NA0VRViVjHBC4w3WWY9Xy/oSV0vpzz7Qngh5oHJInhth3SOPj\n", + "mIFoHFKUyzhcccUVJv3gwYMxPscLoO4o8M2RFEX1epWUcYgCd6NUTlghu+RL+YUd7+2NwHSZnorK\n", + "xuS0ldIY5b9RNlYm0px5J/Qg44A2HG05nnBJnhii7adxoHFIVS7jcNlll5lKuG/fvhg40G+77bas\n", + "imihcaCovqWSNA6NlRrIt8hHxjjAHGiw//mv5NfYIPRGvL9Vjvx8v2ycBbPwC53Kqk1WqAmobA6m\n", + "PVb9vkxYuUN+EZqElbt+Jb8yE++Q5c50QZ7VcqyHGAe04ZgW+8wFaWj7aRxoHFKVyzhccskl5sBG\n", + "pXHBdAMHDoxVQhcaB4rqWyoZ42DP/AFuVPyFRngE8uQ4wwrZdbRKzcZmOaKR/8tfOPkYwxGmmXlX\n", + "SttHWwJj4qYnp+tBPQ4333yzKf+2trYY2B9o+2kcaBxSlcs4nH/++aYRqKuri4HurOuvvz6rIlpo\n", + "HCiqb6nk7nEI729os0HcHefqWJXMTgb7pAHAMExGclrfdMm8ThCFGIcbbrjB7KuGhgZDY2Oj+Y97\n", + "HdD20zjQOKQql3E488wzzT0NGzZsiIEKhLtukxXRQuNAUX1LJXmponmF6VVoMeOD+xhwmSEe1INL\n", + "FfH0+LT7N86SCcta5ddZJgPTzZatR53p7HhjNsL7IEC+4SIpxDj079/flPvWrVtj4J6Hs846i8ZB\n", + "ReOQolzG4Yc//KG5pwHvl7fgHfO7d+8218CSFdFC40BRfUuleXOkBvMts9U8zJYtuBFy/xaZ7V6q\n", + "sO9c2L85lh7cHOlOWynNv/q1iL1U4fYoNC6P5ptVWSmzZm8N7nEwxiB5Y2aO4SIpxDjgBsj29nZZ\n", + "t25dDMSAH//4xzQOqrLgQ0WkGL773e8ak7Bw4cKIBQsWyM6dO+Xiiy/2VkZA40BRfUslYRwAbn50\n", + "A7vycwR9+bX8Co9l2psjrey0iXRzz0IsLQzwnvw/w30UoX6t6xyNN/M7xiDfcBEUYhxw8rd3715Z\n", + "vXq1+fCYBWbiBz/4gTcmABoHkpPvfOc7smvXLuM8XeA+L7zwQm9lBDQOFNW3VDLGoY/QUeOA3zAO\n", + "3//+970xAdTU1kl9Q6M0NrdIU0trr6YMN36QbHAzDG54rK6ulk2bNpmuqcWLF8u0adMi4zB//vwI\n", + "GgeKopKicehZFGIccl2qwGVqtPXupQprHPpUj4MvaJLcxiFzqWKRLFqUgZcqKIpyRePQsyjEOPhu\n", + "jqyqqjJpZ5xxBo2DisYhhVzGAd1V6MqqrFwmy5YtMzdG2psjL730Um9lBDQOFNW31N3G4b25FTrf\n", + "cfniiy+8gbMvgzJB2aCMfGVnweOYePTSjQfbt283+++cc86hcVDROKSQyzjYpypWrlwpKxT8X7Vq\n", + "lTET6ObyVUZA40BRfUvdbRzer1gkK1avlePHg7NrkgFlgrJBGfnKzmJf4ofL0fblT+hNRtoFF1xA\n", + "46CicUihUOOwUg3DqlWrzc0zNA4URbnqbuMAZs9faM6q0SVPMqBMUDa+MnPxvXIa9zxgf1x00UU0\n", + "DqqysZ6g2TnGSj9TkP2k6/O2LJaHTnGX0fXLDIzDaLnI5HuBvOgYhx98/wfGJCxfHry/Ae9xgIlA\n", + "A3E53+NAUVSok2EcSOdwP3JlwQv/YCZ8r5ymcciJDdZl0m9sYtzih+QUFN4pD8nikjUO8TxzGQd7\n", + "cyRuiESaBV1b/fr181ZGQONAUX1LNA6lR9pntWEmcA8bjUORPQ6LHzolKKR+Y73ppzy0OJZ+4kga\n", + "h67AZxz8lyq+/a1vm2tec+bMkblz5gb/586R1tZWcw3MVxkBjQNF9S3ROJQeMA7Yb24azAOMge/r\n", + "mH3UONiAeYo8tNgG0fAM3vQguMHVd2afDOLZQX1sPwyHWNNheykiE+JZj7H9MvMpGWOSZ5mJ+UDU\n", + "S+LN087voNu+oG6B3PdPGHZ7HB6Qf//3f5eWlhaZriZi+vTp4f9pJn/cdetWOBcaB4rqW6JxKD18\n", + "xgH7jsYhI9PjkNVjEAZXXw+CNQFRIE41APEgbvNa/FC/wBjkMw4YHxmXPEYha9iSMDpF5Bn0OCSN\n", + "w1Pyfc3v3/7t30z+77zzTsDEiTLx7belvq7OPOfrVjgXGgeK6luicSg9aBzyK7xUEe9hCMyB2wPh\n", + "YM/Yw4BvTUfmvodEQLbTJ3svCulxcIivU+6gb+fJXrc4ufL0GoenzjT5fe1rX5Pt9fUyftw4w7iQ\n", + "bdu2yY9/9ONYhXOhcaCoviUah9LD3uPg7icah7iiexwyQTQMoMlAH+GexfsCdnaa7aUICNMLMA7x\n", + "+dxxyWX41sN/uaXQPH3GYcLAvzXznHbaaVJbWyujRo0yjBw50oA3jP3oRz/yVkZA40BRfUs0DqWH\n", + "zzgcOXLE3BxJ4xAoc3Nk1DNwignovssUFht8+z0UBP/4tL4gHhC7JJLHOCR7CzLGxp023Tj4ehuK\n", + "yTNfjwN6F1599dWIV155xbyWFJ9d9VVGQONAUX1LNA6lB4wDTADMggX7AY9j8qmKQBnjEAVON5im\n", + "YE2Gd9p4AEawjoxF7H6HxP0HUZ6ucbB522n9QT5r2JqSRG9D7jzjRiLXPQ7/+q//GvU42N6GUSNH\n", + "mR6Hn/zkJ97KCGgcKKpvicah9MB7HGAS8FErC/Yf9gff4xDIMQ6ZM/L0yxQWG3R906YF9ZCoh0Fx\n", + "DYjmM9Yb2APwfoRCjUO0HQ5xsxIQz1OxhgPo+nifqhj+U/n617+upqJO3njjDcPo0aPNf1Sks846\n", + "y1sZAY0DRfUt0TiUHnhzJMoeL/mz4L092Cd8c2Sg+CunYz0CTnofJOhx8L/H4fTTTzcfPcENkePH\n", + "jZfx48eb3+iFOPtsPo5JUVQgGofS4+abbzb7BI/cW5qbm827HPitikAx4xDdu5DyFEJfIpdx+MY3\n", + "vmHGv/XWW/Lmm2+Z/6C2tk7OPfdcb2UENA4U1bdE41B64OuYeM007mOzwCRgX/DrmIEyxiHqprfd\n", + "/32bQozDhLcmyIQJATAOmJ7GgaIoKxqH0qN///5mf61fvz7iww8/NGl4Tw+NQ/JSBYnIZRy+GRqH\n", + "t99+OzIOgMaBoihXNA6lB75wjHsali1bZj5iCPAb9zrgy8g0Dmoc7EaTwvnWt74lTU1NmTdHKhMn\n", + "TpT6+no5//zzvZUR0DhQVN8SjUPpgXc14IOFOFG04IOGMBPf//73vTEB0DiQnPzHf/yHuWEGvQ/T\n", + "p00336vAb/RU4K5bX2UENA4U1bdE41B6WOOQ/PoxjMMPfvADb0wANbV1Ut/QKI3NLdLU0tqrKQvr\n", + "N5UQXCPcI1wkKhOe5cWdtWvXrjXdVahY6LKyzJ0713wdEy8ISVZEC40DRfUt0TiUHu6lChdcqsAL\n", + "/pKXKrBvN1dt7Vs9DuF/KqFcxuHMM8+Uffv2ycqVKyNWrFhhGoirr746qyJaaBwoqm+JxqH0wM2R\n", + "7e3tsm7duhiIAXhPD40DjUOqchkH3MeAA3rLli2GzZs3GzDN9ddfn1URLTQOFNW3RONQetjHMWEM\n", + "XPDqabT9NA40DqnKZRzw2lEc7MmnMNAwDBw4MKsiWmgcKKpvicah9EAbjpc94QZ4gHYfYJzvldM0\n", + "DlSkXMYBN8/goG5ra4uBgx2vK3UroQuNA0X1LdE4lB72ldPYby7Hjx/3fh2TxoGKlMs44OYZfAQF\n", + "18EsuOcBFQsfSElWRAuNA0X1LdE4lB72I1fYZxa0//isNtp+Ggcah1TlMg5XXXWVScdB7YKKhU+y\n", + "JiuihcaBovqWaBxKD7ThaMtxn4MF+wFtPtp+Ggcah1TlMg54cgLp7vfaAdJoHCiKsqJxKD3QhqMt\n", + "x/6y2PYdbT+NA41DqmgcKIrqrGgcSg8ah/yicUgRjQNFUZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1o\n", + "HPKLxiFFNA4URXVWNA6lB41DftE4pKgQ4+DedQv4VAVFUa5oHEoPaxx8J4Y0DoFoHFJE40BRVGdF\n", + "41B65DIOfBwzEI1DinIZh6tC43BIzYILjQNFUa5oHEoPtOGfa/t+WM1ChLbvNA4Z0TikKKdx4Aug\n", + "KIoqQDQOpYcxDokXQNE4xEXjkKJ8xgEV6+DBgzGQduedd2ZVRAuNA0X1LdE4lB5ow9GWuyeFALHg\n", + "ShoHIxqHFOUyDldeeaWpWEhzwfvNaRwoirKicSg9rHHwnRii7adxoHFIVT7j8JlWov2a5gLjMIjG\n", + "gaKoUDQOpQfacLTvB9QsuNA4ZFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGYFx+EyNw341\n", + "DA7GOAyicaAoKhCNQ+mBNhxt+YEDahgigq9jou0fM3acTJ1eLvMqKqRy+QoTGxAjECsQMxA7fDGl\n", + "N8EehxQV3eOgDQN7HCiKckXjUHqYHgdty9Gus8fBLxqHFOUzDqhESAOoONY48B4HiqKsaBxKD7Th\n", + "QY9D0L7zHods0TikKJdxSD5VYSsYjQNFUa5oHEqP5M2R2AcAsYBPVQSicUhRPuOAdFQmW7kAKhvf\n", + "40BRlBWNQ+lh3+NgDYMFbT7f4xCIxiFFOY1D+ObIg1qZXGgcKIpyReNQekTG4bDzZmDdDzQOGdE4\n", + "pCiXcbDfqnDdKKBxoCjKFY1D6WGNA98cmS4ahxTROFAU1VnROJQeuYwDv44ZiMYhRYUYh2TFonGg\n", + "KMoVjUPpgTYc7bv7ZUwah7hoHFJE40BRVGdF41B60DjkF41DimgcKIrqrGgcSg8ah/yicUgRjQNF\n", + "UZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1oHPKLxiFFhRgHHNQuNA4URbmicSg90IajLU+eGNI4ZETj\n", + "kCIaB4qiOisah9Ijl3HgexwC0TikKJdxwJsjP9d0vjmSoqhconEoPaxx4Jsj00XjkKKcxkErDyqW\n", + "+50KfquCoqikaBxKj8g4aNm74GSRxiEQjUOKCjEOSHPh1zEpinJF41B6JL+O6Z4Y8uuYgWgcUpTL\n", + "OOCb7DAJqDAuNA4URbmicSg90IajLU+eGBrjoG0/jQONQ6oKMQ7tWmFcjmvaIBoHiqJC0TiUHmjD\n", + "zYmhtvkuSKNxCFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGRnj0K6GweH4cTUOg2gcKIoK\n", + "RONQeqANN8ZhvxqGiKBHGW3/mLHjZOr0cplXUSGVy1eY2IAYgViBmIHY4YspvQn2OKSIPQ4URXVW\n", + "NA6lB3sc8ovGIUWFGAdUGBek8R4HiqKsaBxKD97jkF80DinKZRz4VAVFUYWIxqH0QBvOpypyi8Yh\n", + "RYUYB1/F4nscKIqyonEoPfgeh/yicUhRTuPAN0dSFFWAaBxKj8g48M2RqaJxSFEu48BvVVAUVYho\n", + "HEoPaxz4rYp00TikiMaBoqjOisah9MhlHPh1zEA0DikqxDgkKxaNA0VRrmgcSg+04Wjfjxw5EkHj\n", + "EBeNQ4poHCiK6qxoHEoPGof8onFIEY0DRVGdFY1D6UHjkF80DimicaAoqrOicSg9aBzyi8YhRTQO\n", + "FEV1VjQOpQeNQ37ROKSoEOOAg9qFxoGiKFc0DqUH2nC05ckTQxqHjGgcUkTjQFFUZ0XjUHrkMg58\n", + "j0MgGocU5TIOfHMkRVGFiMah9LDGgW+OTBeNQ4pyGgetPKhY/FYFRVG5RONQekTGQcvehd+qyIjG\n", + "IUWFGAekufDrmBRFuaJxKD34dcz8onFIUS7jgG+ywySgwrjQOFAU5YrGofRAG462PHliaIyDtv00\n", + "DjQOqSrEOLRrhXE5rmmDaBwoigpF41B6oA03J4ba5rsgjcYhUFlTS6uQbBqbW6S+oVFqautMpVi7\n", + "br0sqVwm08pnZIxDuxoGh+PH1TgMonGgKCoQjUPpgTbcGIf9ahgigh5ltP1jxo6TqdPLZV5FhVQu\n", + "X2FiA2IEYgViBmKHL6b0JtjjkCL2OFAU1VnROJQe7HHILxqHFBViHFBhXJDGexwoirKicSg9eI9D\n", + "ftE4pCiXceBTFRRFFSIah9IDbTifqsgtGocUFWIcfBWL73GgKMqKxqH04Hsc8ovGIUU5jQPfHElR\n", + "VAGicSg9IuPAN0emisYhRbmMA79VQVFUIaJxKD2sceC3KtJF45AiGgeKojorGofSI5dx4NcxA9E4\n", + "pKgQ45CsWDQOFEW5onEoPdCGo30/cuRIBI1DXDQOKaJxoCiqs6JxKD1oHPKLxiFFNA4URXVWNA6l\n", + "B41DftE4pIjGgaKozorGofSgccgvGocU0ThQFNVZ0TiUHjQO+UXjkKJCjAMOahcaB4qiXNE4lB5o\n", + "w9GWJ08MaRwyonFIEY0DRVGdFY1D6ZHLOPA9DoFoHFKUyzjwzZEURRUiGofSwxoHvjkyXTQOKcpp\n", + "HLTyoGLxWxUUReUSjUPpERkHLXsXfqsiIxqHFBViHJDmwq9jUhTlisah9ODXMfOLxiFFuYwDvskO\n", + "k4AK40LjQFGUKxqH0gNtONry5ImhMQ7a9tM40DikqhDj0K4VxuW4pg2icaAoKhSNQ+mBNtycGGqb\n", + "74I0GodAZU0trUKyaWxukfqGRqmprTOVYu269bKkcplMK5+RMQ7tahgcjh9X4zCIxoGiqEA0DqUH\n", + "2nBjHParYYgIepTR9o8ZO06mTi+XeRUVUrl8hYkNiBGIFYgZiB2+mNKbYI9DitjjQFFUZ0XjUHqw\n", + "xyG/aBxSVIhxQIVxQRrvcaAoyorGofTgPQ75ReOQolzGgU9VUBRViGgcSg+04XyqIrdoHFJUiHHw\n", + "VSy+x4GiKCsah9KD73HILxqHFOU0DnxzJEVRBYjGofSIjAPfHJkqGocU5TIO/FYFRVGFiMah9LDG\n", + "gd+qSBeNQ4poHCiK6qxoHEqPXMaBX8cMROOQokKMQ7Ji0ThQFOWKxqH0QBuO9v3IkSMRNA5x0Tik\n", + "iMaBoqjOisah9KBxyC8ahxTROFAU1VnROJQeNA75ReOQIhoHiqI6KxqH0oPGIb9oHFJE40BRVGdF\n", + "41B60DjkF41DigoxDjioXWgcKIpyReNQeqANR1uePDGkcciIxiFFNA4URXVWNA6lRy7jwPc4BKJx\n", + "SFEu48A3R1IUVYhoHEoPaxz45sh00TikKKdx0MqDisVvVVAUlUs0DqVHZBy07F34rYqMaBxSVIhx\n", + "QJoLv45JUZQrGofSg1/HzC8ahxTlMg74JjtMAiqMC40DRVGuaBxKD7ThaMuTJ4bGOGjbT+NA45Cq\n", + "QoxDu1YYl+OaNojGgaKoUDQOpQfacHNiqG2+C9JoHAKVNbW0CsmmsblF6hsapaa2zlSKtevWy5LK\n", + "ZTKtfEbGOLSrYXA4flyNwyAaB4qiAvmMg30vQBqYjsbh5IE23BiH/WoYIoIeZbT9Y8aOk6nTy2Ve\n", + "RYVULl9hYgNiBGIFYgZihy+m9CbY45Ai9jhQFNVZ+YwDzMEjjzwi9913n+GBBx6QIUOGyOuvvy7T\n", + "p08342kcTh7sccgvGocUFWIcUGFckMZ7HCiKssrV4/DSSy/JiBEjZMKECVKhZ6+rV69mj0MPgPc4\n", + "5BeNQ4pyGQc+VUFRVCFKu8fBmoc333xTFi5cKBs2bIhMA9oIGoeTB9pwPlWRWzQOKSrEOPgqFt/j\n", + "QFGUlTUOaD+OHj0aaw9gEmAWFi9eHDMNgMbh5MH3OOQXjUOKchoHvjmSoqgCZI0DjAF6GmAIXGAm\n", + "0PuA/246TMPx48dpHE4CkXHQfcY3R/pF45CiXMaB36qgKKoQWeNgjQEMQSHANNA4nByscYDZc6Fx\n", + "yIjGIUU0DhRFdVbWOOC4TzMI9r8PGofuJ5dx4NcxA9E4pKgQ45CsWDQOFEW5ssYhzRzghmr73weN\n", + "Q/eDNhztOy4hWWgc4qJxSBGNA0VRnZU1Dj5TUAg0Dt0PjUN+0TikiMaBoqjOyhoHezmzI7htBznx\n", + "0DjkF41Dik6kcSCEkGJg29F90DjkF41Dik6UcSCEkI7ga1NI10PjkF80DikqxDgkuxTzGQdCCCE9\n", + "G7ThaMuTJ4Y0DhnROKSIxoEQQvoeuYwD3+MQiMYhRbmMQ0ffHEkIIaRnY40D3xyZLhqHFOU0Dlp5\n", + "ULGK/VYFIYSQnk1kHNQsxHqUaRwi0TikqBDjgDQXPHed6+uYhBBCejb8OmZ+0TikKJdxwDfZYRJQ\n", + "YVxoHAghpLRBG462PHliaIyDtv00DjQOqSrEOLRrhXE5rmmDaBwIIaRkQRtuTgy1zXdBGo1DoLKm\n", + "llYh2TQ2t0h9Q6PU1NaZSrF23XpZUrlMppXPyBiHdjUMDsePq3EYRONACCGlCtpwYxz2q2GICHqU\n", + "0faPGTtOpk4vl3kVFVK5fIWJDYgRiBWIGYgdvpjSm2CPQ4rY40AIIX0P9jjkF41DigoxDqgwLkjj\n", + "PQ6EEFK68B6H/KJxSFEu48CnKgghpHeCNpxPVeQWjUOKCjEOvorF9zgck/KZcwkhXYzvWCNdD9/j\n", + "kF80DinKaRz45sicoJGjKCrQoEGDOg2NQ/cRGQe+OTJVNA4pymUc+K2K3NA4UFRGCPxffvllh6Fx\n", + "6F6sceC3KtJF45AiGoeOQ+NAURlZ4/Dpp58WDY1D95PLOPDrmIFoHFJUiHFIViwahwAaB4rKiMah\n", + "tEAbjvb9yJEjETQOcdE4pIjGoePQOFBURtY4fPLJJ0VD49D90DjkF41DimgcOk7BxqF5uJx++nAt\n", + "1/B/mNxr5NuurtrW3lpmvVDWOPiOlXzQOHQ/NA75ReOQoi43DluGyWllZVLWvzyWXt5f004bJluc\n", + "tG4D63QClu03Ds0y/HTdVjfYFWAcmoefLmUot5DTh5/AUJlcDwyXnS6ZRVbIgLIB+rdA+bYrx7YW\n", + "pa7Khzrhssbh448/Lhoah+6HxiG/aBxSdEKMw2n9pf9pp8mwLW7aaSckeJ9MvMbBBLoBMuB0JxDb\n", + "4JcSBI1piKUjcJ9I8xA3Blj+6bq+AzIJxQVr3/TF5pGmrsqHOuGyxuGjjz4qGhqH7ofGIb9oHFJU\n", + "iHEo6qmK8Oy+fJgahWFbTBp6G/oPy5z1b9FxmbNrx2AcK5f+UXpmnmHorSjrL+U2/2iaMC2ZZ9Kg\n", + "2B6H8H+QX0D/cmea2Lrkx2ccTBDWgF8xwAn8Nvh5gyCCuHu2Hyo2D4xIZp1jAT5MK7N5hPMN1+Vn\n", + "Te+oYkBmmRUD1ERUDMisr/s7tozQbMSWoWnhsJlD5zXrUoE0d70TRiqZJ5RjWbG8dSDWQ2PHUydV\n", + "1ji4gSjaRx7c6Wgcuh+04WjLkyeGNA4Z0Tik6EQZhy3GBGhgTwTtrB6H8v7hZY0tMuw0J5ADE8zd\n", + "tMBY2GFjFjCvmS5jIsr7Z35H+dh1cPPDsu06mXGdNQ64TBEGSAQ5G9Bs8HODoJUvzSjsFTDB1Am6\n", + "JngiqCYuJ7jL0G2MzIK7Ho6swTHrPADjNb9wOpieYH4sI5OXCdYYSC4jtmwn4DvrbeY1+afkmWtZ\n", + "3rwz226MT/ibOnmyxiEZiHymITkNjUP3k8s48D0OgWgcUpTLOHTozZE2SOtvc1+DNhImUDvpQZB2\n", + "GhIb1O14T16pw8Yw2J6KhGFwp/MtIzlcJFnGwQY5M4BAGAZON/hF40P50owwvwbErPFhvjijd8vQ\n", + "4Jk+LX+k28BsojVMDwKw/R9Ok8wrbRl2+WFScfPmSU/mbcogmUadbFnjgPYjiVtPfeNpHLofaxz4\n", + "5sh00TikKKdx0MqDilXUtyrcYBwFdifdpCXvf/AEdXdcruGYWUgxEGnLSA4XSdI4mLNkp4EE5qze\n", + "BsVkcDRyDIar1Hkc45CVlyo5vXeZUGhMKgY4Z/kDdD003U7vyystyOtwRdR7kEkraN4C0mN5R6KB\n", + "6EmyxqGpqckLjgdfOqBx6H4i46BmIdajTOMQicYhRYUYB6S55Pw6ZlowTgne5nKDGU65VBHLK/1S\n", + "Rf/wforgkkfikkPKsmP543enLlUET1PEYpu9TGCDYjI4hsp041sFATFmOsIxmUsPwTRZsTQ5fcoy\n", + "IdzngJsiI9OieWM4ur8hsYysywdBcmw4urcjMU3eSxIFLMvNe0C0js7lIeqkyhqHhoaGoqFx6H74\n", + "dcz8onFIUS7jgG+ywySgwrh0yjjob3sJA5zWv38ieGfGuTdUxvKJprE9C7anIcDelJm17OS6ucMm\n", + "304Yh2QwNUIwdHoHvNMEMoHS2QYbQE2+TnrW5QB3nG8Z+ZaZnFbziZYNxZYRLjvnMgIDcPoANSHR\n", + "fOG6mfEqX55Q3mWFeQ9X4xBNF5oJ6qTLGof6+vqioXHoftCGoy1Pnhga46BtP40DjUOqCjEO7Vph\n", + "XI5r2qA049CHiPc4nCAlgzRF9VBZ41BbW1s0NA7dD9pwc2Kobb4L0mgcApU1tbQKyaaxuUXqGxql\n", + "prbOVIq169bLksplMq18RsY4tKthcDh+XI3DoI4bB3ummMQ3bU+GxoGiMrLGAYGmWGgcuh+04cY4\n", + "7FfDEBH0KKPtHzN2nEydXi7zKiqkcvkKExsQIxArEDMQO3wxpTfBHocUsceh43SLcaCoEpE1DtXV\n", + "1UVD49D9sMchv2gcUlSIcUCFcUFa6j0OfQgaB4rKyBqHqqqqoqFx6H54j0N+0TikKJdx6NBTFX0I\n", + "GgeKysgah45C49C9oA3nUxW5ReOQokKMg69ipb7HoQ9B40BRGSHwdxYah+6D73HILxqHFOU0Dh15\n", + "c2QfAo0cIaRr8R1rpOuJjAPfHJkqGocU5TIOHfpWBSGEkB6PNQ78VkW6aBxSRONACCF9j1zGgV/H\n", + "DETjkKJCjEOyYtE4EEJIaYM2HO27+3lzGoe4aBxSRONACCF9DxqH/KJxSBGNAyGE9D3QhqMtp3FI\n", + "F41DimgcCCGk70HjkF80Dik6EcbB/cIliH0quytJfu3SR/ILmPmmJ4SQPgCNQ37ROKSoEONQ7FMV\n", + "WZ+uPpHmIR80C4QQkoU1DskTQxqHjGgcUnTCjQNInvVHvRGnybAtwTRbhp2W6aWI5i+X/tG0aj6G\n", + "BfkM64/h/lJu8zX/+0v/05xpjVHZIsOctNP6909ZD83LWc8g/4CTZngIIeQEYo0D2vSkceB7HALR\n", + "OKQol3Ho6Jsjo+AcAQOA4Gz/h+lu4HfSyzXAl4dBPxa4w2AfpcXmz5iQY+X9s8xAZBbM78CQ2HyM\n", + "aelfnp0/8snalgx1O/cRQroY37FGuh5rHNCm882RftE4pCincdDKYypWkd+qSDUOYWC2Z/OZs33b\n", + "s5AxD7GAn5Zmh7OmRX6hkXDHpU2PYbt+yfRYvoQQ0juIjEPYrkc9yjQOkWgcUlSIcUCaS76vY2YF\n", + "27SAnYVjIHzTpgX2rGlpHAghJBfJz2q7J4b8OmYgGocU5TIO+CY7KhYqjEtxxiEwA0H3v/vbQQN0\n", + "/2FbwmFcokDQT7lU4QvsyXT3EgPG2Z6MaLr4esQuVfjyt8OEENJLQBt+/PjxqF23BsIYB237aRxo\n", + "HFJViHFo1wrjclzTBuUyDqbXwOLcewBMIHfGO4Hcpp1mTURiWntzpNc4ONPFLnko5eHNjoXeHEnj\n", + "QAjp7aANh3Gw7boxENr+o82ncQhU1tTSKiSbxuYWqW9olJraOlMp1q5bL0sql8m08hkZ49CuFcvh\n", + "+HE1DoPSjUO3wwBPCCFFgTYcxmHfvvaobYc5sMZhzNhxMnV6ucyrqJDK5StMbECMQKxAzEDs8MWU\n", + "3gR7HFJ0Inocuh0aB0IIKQrb47CvXY1D2LazxyEuGocUFWIcTBeWA9Jy3eNACCGkZ2PvcWhX4+C2\n", + "77zHISMahxTlMg4dfaqCEEJIz8a9OdJt3/lURUY0DikqxDjYx3Tcx3VyvceBEEJIzwZtOE4CrWFw\n", + "23e+xyEQjUOKchqHDr45khBCSM8mZhzUMAAah7hoHFKUyzh09FsVhBBCejaucbC9DQBtPo1DIBqH\n", + "FNE4EEJI3yOXceDXMQPROKSoEOPgfjkN0DgQQkhpY42DNQw4KaRxiIvGIUU0DoQQ0vdI9jjQOGSL\n", + "xiFFNA6EENL3SBoHC9p3GodANA4ponEghJC+B41DftE4pIjGgRBC+h6ucXDNA41DRjQOKSrEOLhP\n", + "VAAaB0IIKW3QhruvnLYGgsYhIxqHFNE4EEJI3yOXceB7HALROKQol3HgmyMJIaR3gjb80+TXMRUa\n", + "h4xoHFKU0zho5UElcm+csdfAaBwIIaR0Mcbh009l7969sm/fPtPzAHDfA41DIBqHFBViHGwXlgUV\n", + "i1/HJISQ0gVt+CeffCJ79uwx5sEaCLTv/DpmIBqHFOUyDvgmOyoRKowLjQMhhJQ21jjs3r3bYA0E\n", + "7ntA20/jQOOQqkKMg73+ZTmuaYNoHAghpGRBGw7j0NbWJm0wD2ocAI1DRmVNLa1CsmlsbpH6hkap\n", + "qa0zlWLtuvWypHKZTCufkTEO7WoYHI4fV+MwiMaBEEJKFbThMA67dqlxaNttQM+DNQ5jxo6TqdPL\n", + "ZV5FhVQuX2FiA2IEYgViBmKHL6b0JtjjkCL2OBBCSN/D9jjsCnscbK8DexwyonFIUSHGwd7bYOE9\n", + "DoQQUtrYexzMpQrF3udA45ARjUOKchkHPlVBCCG9E9/NkZFx4FMVRjQOKSrEOPA9DoQQ0rtAGw7j\n", + "YA2DfSQTl6L5HodANA4pymkc+OZIQgjplRjj8OmnskfNgsU+jknjEIjGIUW5jAO/VUEIIb0TtOF4\n", + "c6Tb2wBwKZrGIRCNQ4poHAghpO9hehzCSxVJ48CvYwaicUhRIcbh8OHDMWgcCCGktLE9DtYw4HXT\n", + "NA5x0TikiMaBEEL6HjQO+UXjkCIaB0II6XtY45C8VIGbI2kcAtE4pIjGgRBC+h40DvlF45AiGgdC\n", + "COl7uMbBmgf8p3HIiMYhRYUYBz5VQQghvQu04e6bI91XTtM4BKJxSBGNAyGE9D1yGQe+xyEQjUOK\n", + "chkHvjmSEEJ6J9Y42C9jmq9jKrh8QeMQiMYhRTmNg1YemAR+q4IQQnoXkXEIv45pv5BJ45ARjUOK\n", + "CjEOSHPh1zEJIaS0sW34rl27ImAeYBz4dcxANA4pymUc8E12mARUGBcaB0IIKW1sGw5TsHPnzghj\n", + "HLTtp3GgcUhVIcahXSuMCz67OojGgRBCSha04R/r/1Y1BTvUMFhw+YLGIVBZU0urkGwam1ukvqFR\n", + "amrrTKVYu269LKlcJtPKZ2SMQ7saBofjx9U4DKJxIISQUgVt+Mcfq3Fo3WHYsUONgxoEaxzGjB0n\n", + "U6eXy7yKCqlcvsLEBsQIxArEDMQOX0zpTbDHIUXscSCEkL6H2+Ngeh3Cngf2OGRE45CiQoyDvbfB\n", + "wnscCCGktHHvcXChcciIxiFFuYwDn6oghJDeiW3D3RsjgTEOfKrCiMYhRYUYB77HgRBCehf2PQ7u\n", + "45jgE77HIRKNQ4pyGge+OZIQQnolpg2HcWhry6DGgS+AyojGIUW5jAO/VUEIIb2TZI+DfXskjUNG\n", + "NA4ponEghJC+Ry7jwK9jBqJxSFEhxuHw4cMxaBwIIaS0scbBGgYah2zROKSIxoEQQvoePuNg73Gg\n", + "cQhE45AiGgdCCOl70DjkF41DimgcCOkeJiyrlUteXizfePx94oAyQdn4yiwXw4cPl/vvv18GDRpE\n", + "HFAmKBtfmbnQOOQXjUOKaBwIOfG8uXSbfHvkKvnhxk/kxw1fEAeUCcoGZeQrOx9PP/OMvPLKK6a9\n", + "+vLLL4kDygRlgzLylZ2FxiG/aBxSVIhx4FMVhHSOC19aJD/c9Inc3PpL0zCTDCgTlA3KyFd2Pu69\n", + "917TFqHt8uXZl0GZoGxQRr6ys1jjALPggjxoHALROKQol3HgmyMJ6RrQJf/j7V9kNfIkAGWDMvKV\n", + "nQ90yePs2pcX+dSUDcrIV3YW24YnXzmN+fkeh0A0DikqxDggzYXfqiCkOKxxwBkeyaYjxuGLL1ie\n", + "aaBs8hmHnB+5onEwonFIUS7jEH1Wu709xvHjx/NWSkJIBmscfOPIsQ4bB984cqwg44DxH3/8sbS0\n", + "tsTAOH4dMxCNQ4pyGYcrrrjCmIQ9e/bGQFfWHXfcEauEhJB0EBR/VP8r01CTbFA2HTEOvrxKis1P\n", + "yWmnPSWbfeM6QSHG4fY7bpePjn4kDU3bMzRul6MfH5XLL7+cxkFF45CiXMbhsssul08++VR27NwV\n", + "49ixT+S2226PVUJCSDrWOHz00UfdzqYnT5WysrKIU5/cFIzb9KSceuqTsslOO+2nZvxPp2Xm7S46\n", + "YhzQbvny6hRhGUT8dJp/uq4iuQ+6CJRNPuNw6223yOEjh6SmbmuMIx8dln6XXULjoKJxSFEu49Cv\n", + "36XqXo9JY1NzSIs0NrfI0aMfyy233ppVEQkhfhAUf1j/Szly5Ei3smGomoZTh8qGKG2qXA3zMHSD\n", + "HNkwVINWOA6/y06VoRsy83YnKJuOGAdfXh3FlFXZ1TLVSZt6dXy4y3H3QRdSiHG46ZYBcuBQu2zc\n", + "+qFsiFgrBw/vl4v6XUDjoCpramkVkg2MQH1Do9TU1plKsXbdellSuUymlc+Qiy6+RN3nUdlWVy+1\n", + "ddulth40aMX8SAbefLO3MhJCsjHGoe6XWe9EObHAJKgZWJ9IXx8Eq/Xuf9903QjKpiPGwZdXx1gv\n", + "Q09NL4P1xlTYnohwurD8hl6d6aG4eqqdJzBosXRTzjYtnsf6xPI6SyHG4fqbrpE9B3bJyo2LMmxY\n", + "JPsO7pbzLjpbxowdJ1Onl8u8igqpXL7CxAbECMQKxAzEDl9M6U2UTZkxV0g2k8vnyDvTZsuEKTNl\n", + "3MSp8vq4d+SlkWPkiWHPywUXXiSHDh/RylIjW7bWSFX1NqVW0w7LjTcN9FZGQkg2CIrfrf5cWltb\n", + "u49lj8gppzwiy7LGjZdLyy6V8Wb8KXJK2SnyyLLkNN0LyqZY44AzX19eHQJlgTLxjUsy/lIpu3R8\n", + "OE+ZXDreSTflvUweOcVJN4RlboftvkndR50DZZPPOPx0wOWyc1+TLFhTLguVBWsD2va3yFkX/Eju\n", + "ffAxGfzUc/LsSyNl+KhxGhsmmhiBWIGYgdjhiym9ibLPf/ZzIXFQMJ99/jP55NPjpmehff8B2bmr\n", + "TWq21coydZjnnXe+HDhwSNZt2CzrN26RDZuqZOPmrXLg4CG5YcCN3spICMmmxxoHmIZHbMBLTtd9\n", + "9AjjkKsMTFllehBMeSXnscO+vJLzG6x5y7HcDlKIcbj8ugukafc2mbF8rMxYMVZmgpVjZce+evnx\n", + "+f8hM997TyqXLZcNGzdJXf12c38bYgRiBWIGYocvrgDEFl96d4J1aNl9oFOU7dp7QMgBOXDkaFSo\n", + "GN65Z7+07NorDS27ZFt9k2yq2iYrPvhQ3nt/npx9zrmyr32/rFqzTlavXS9r1m2Utes3mcpz/Q0D\n", + "vJWREJINguJ/bP3M3D/UfYyTfmoMHlqSSF/ykAarh2SJ/a9pSx46Rcr6jYtP142gbDpiHHx5dYyU\n", + "sgIoJ3ecp/xyprvj3LRc6Z2kEONwcf8zpW7nJnl70XMycTF4XiYueV4a92yV7597utw08nS58+1v\n", + "y4Mzvy+DK34kTy07Q5774Gx5acO5Mnzz+fLq1gtkRHWGhbuGR7Fl5x7EljgbH/4Tb3pXsv9wJr75\n", + "jECxqHE4qIGym9gyWW66bbKs9407iRw48rFjGoI0FHbLrn1qHNrUODSrcahV47BOjcN8OfOss2XP\n", + "3n2ydPlqWbZyjaxY/aGsXLNe9u7bL9ded4O3MhJCsrHGoampqVtZ8tBXpeyrGpiiNATIMvnqQ0uk\n", + "SYPWV6NxS+Shr4bp0bTdR0eNgy+vjmLKqqyfjHPSxvXT4Vg5OWWaSM+UZ1CW/cZl8rHlHk9Tknl0\n", + "EYUYh/Ou/L5sbVkjr815SF6f97CMnv+IvFHxqNTv3iD/cc5pcvPIb8o9E78nj8z8sQypOEueWX6u\n", + "vLjmAnllw0UyYsvFMqq6n7xWE7B414hU0wDDsHHyveb/noWPnjAD0dWmAZS17TsoWVRpgL/wMjk7\n", + "4gWZ45uuWJCvGocNvnEFsU3G3na3jK3yjesYBx3T4Kaj16G1bZ80trZJ7fZm2bz0NbnsR2fJN77z\n", + "A/nJGWfKrt17ZMHiZbJo6QpZvGy1LF3xgexWM3HNtdd5KyMhJBsExe9sPS4NDQ3dzqIHERAzXeSX\n", + "jAnHLXpQg9aDsiiadoxcAlPx4KJo3u4CZVOsccBbbX15dYZkWZVdMsakj7kkk/bVSy4Jyi1Zfu4w\n", + "fjv5mDJPpJX58ugiUDb5jMOZl35TNjUsl+en3y4vzrxDXp41SF6Zc6ds27VWvnXWV+XWUd+R+975\n", + "oTz23pny1IJz5fkVF8rwtRfLyI2XymtVl8nomivkjW1XyNK211JNA1j/zj3GLMixcZF5eGVyleHF\n", + "tzfK0+M+kMGjlsqDL86Tu4bNkFufmOzNJxcnwjSAst3thyQLDfADL3xR5oXDGyfcLWffPlk2utN0\n", + "BOTbqXxqZdztd8u4Kt+44jn4UcY0JMfBPOzY3S5NO3ZLbUOLbFHjcPmPHpQX5lbIj378E9mxq03m\n", + "zF8k8xYskfmLlsmCJSuMmbi6/zXeykgIycYYh6rjUl9fTzygbDpiHHx5kfqCjMMPL/q6fFi3WIa+\n", + "c508NeUGeWbajfLczIGydedq+caZ/yi3vfY9eWDST2TwrHPk6YUXyosrLpFXP7xMRm26UkZvvUrG\n", + "bPupVO4endM0mN6G0DT8+te/jswDOPbpL+Xwxz+X9sOfy+79x6V1zydS1XBYrr3vDW9eaZwo0wAK\n", + "Mg6x4TD4j3saPRFOWtQ7kQjssXGKNQ5hPpGJSA4bk+DO96IMcYfdvDpALtMAchmHH/7wx9K6Y5e5\n", + "bDFr7gJ5f/5imasGYseu3XLl1f29lZEQkg2C4re3fCq1tbXEA8qmWOOA1+H78iK1pmzyGYfvnXea\n", + "fFBdIQ+PvUIen3C1DHnnGhk29Xqpal0p/37G38ug134kD006W4bMvlCeXdRPXl55hYxcd7WM3txf\n", + "xlZfK8vaxuY0DZYPJ94ZmQf8373gEflYTcOhj38m7Yc+lzY1DS27P5H6HR/Jum0H5MpBI7z5+DiR\n", + "pgGUbdp/WPYkqZoSGAXfsPl9mQxdFI7bXyvjNaBHw4te1IA+RYJ8E+Mwrx3n/vYMz4MxeboyGBeB\n", + "/O6R8VVuWvEc+uhYVKi+8QDmATdINu/cI3WNrWocXg+NwwL5wQ9/JC2tO6V81lyZOXuevDenQg3E\n", + "QmlRM3HFlVd7KyMhJBtrHPAyHZJNR42DLy9SU5Bx+M7Zp8qqLfPl/tcuNebhsQk/laGTr5UtLSvl\n", + "dDUOd73+E3lk8nny1PuXyAuLL5dXV10tr6+/VsZuuV6W7RxrnqrIZxoAzMJ7L91k/rdVPGz+Hzz6\n", + "M9l36DPZ1f6pNO8+JvWtH0l142FZvWWfXDLwOW8+SU60aQBl46sPy94DCaoDozA/HJ7/jAbxZyoz\n", + "4zTAb3andYcPVMrQCzW4I99EPrFpc+aDPJz5IkLj4FvnAjl8NGMafOMte/Yfkl178WTFHqlvapWq\n", + "ZTAOwT0O3zfGYYdMn/m+lL83R2aoeZj5/nxpVjNx2RVXeSsjISQbBMVvbf5EqquriQeUTbHGAd/R\n", + "8eVFqgv6EOF3zvoXWblpvtz76qXy4Ogr5dE3+8uQd65X47BK/v0n/yB3v3GWPPbuhfL0nMvkpaVX\n", + "y8gPrpU3Nt4gS1rGmscx8R4HX0D3gfsZYBiOfvJLYxr2wjTs+1Sa2o5JnZqGrY2HZEPdAalcv0fO\n", + "u26oNw+X7jANQI3DEdl3IIEJ+O4lgSmyxR3nDoc9DNHwgbqwl8Ezzp03mU9ynBqHCjsuAnnDOCTT\n", + "C+Pw0U+iQvWNd9m7/7C04QbJXXtle9MO2WqMw4Py4rwFkXGYNnO2MQ/T1Tyg96G5ZYdcevkV3spI\n", + "CMnmwpcWybdWH5QrNh+Sqqoq4oAyQdmgjHxl5+Pee++V3bt3m9cr+/Lsy6BMUDYoI1/ZWb5z5qlq\n", + "HCrkvleukIde/6k8Nv46efKdG6WqZbV84yf/JPe+cZ4MfrefPDv3Khleea28vuZGWbh9jHmPA14A\n", + "tWP3fm9Q9/HixI1yCL0Mh51ehh1HTS/DxrqDsnbrflmxaa/MXbVTvnX+Hd48LN1lGkDZvoMaKJPU\n", + "hIE7bRwCvDscm3ZZ0ONQkzKtHU7Ol2tcRGgckHfWuNwc/tgxDZ7xSdDr0LYPT1aocWhW47A8NA7z\n", + "canix9KyY6eUvxf0OMA0zKBxIKRo3ly6Tb7xygr55gcH5ZubjxEXLROUDcrIV3Y+nnnmGXn55Zdl\n", + "79695uyaZECZoGxQRr6ys3z3rH+T1ZsXycMjrpPH37hRhr51szwz6Q7Z2rJWvnnGP8v9Yy6UIVMv\n", + "lxfmXSMjKgfIvK2vm3f44M2RzTv3FmUcnntzrcabsJfBXJo4KltD07Bma7uahj2yZF2bvLesRb5+\n", + "1o3ePEB3mgZQVnHoI2lPsu1dDdwvSeq429+Vqiit3vQwPLk4HF78kpwdjV8uT8JEbAvGVU28JzPO\n", + "LCMzruJZ9GzY+YI8z352eZCnA6aLllUgRxzTgP++aZLAPOxuxw2SeJfDTqleMVqNw0PyYsVC+eGP\n", + "gpsjcX/DzPcDcKNkc+sOuezyK72VkRDiZ+ySGjn/hYWmS55kQJmgbHxllothw4aZs2p0yZMMKBOU\n", + "ja/MXH547jdlbdUyGTL6dnlq/J3y7MS75cV375ea1g3y7TO+Jg+OvVienHaVnkReLzPXjTBvjsQr\n", + "p9HjUKxxGDZmpezc94k0tX0sdS3hpYnaA3LtfWPkykGvmvsacIni62feJKf+6FpvHt1tGkAZAvX+\n", + "JBrUb1bjsCBtXBjgY2nRpY3EfDAS4bibn30pNq8xEuG4Jycm862XN2EewvEwEVnLSq6HB9c0WOOA\n", + "NN+0Lu1qHPaocdipxqFRjUONGocrwnscfvzjM8wrqN+ft0BmO6AX4nLe40AIISXLGRd8TzbWrJbn\n", + "39QTxYmPyPApj8vI6UOlbscW+e6Zp8vDYy+TYdOvkSnLXzKvnLbfqoBxwL1xxRgH8PDwCqlV01DV\n", + "cEjWh6bhvmemyrj3amTk1K3yk6se9c4HToZpAGVYcG/lyLFPY4VqjYMxDzrON48FvQ6oBDv3tEtj\n", + "6y6pqW+QtRs2ydwFi4IXQLXtlnkLFocsMezY2SZXXMWnKgghpFQ59+KfSFX9Bhk5+Rl57d3n5I3y\n", + "5zWIvywNO7fJ98/6tjw67koZP2eY+VYFPnK1bvO2yDjg5kjEDl+Qz8WgoVNl4KNvG9OAYdvT8JMr\n", + "H8ma1oI4dTJMA+j1H7lyCxW/XfOQi1wfuTrjzLNk9569snDJMsOCkJ1qJq66+qfeykgIIaTnc+Fl\n", + "50lt41Z5s/w1mfDeaJk4+w15Z844adrVID8863vRR67wdczlH2yIjAPuccj3kauu5mSYBtDrP6ud\n", + "3GDfND5yfVb7zLPOkT1722XJ8lUx2nbv5ZsjCSGkhLn0ykukoaVeps6ZJFPnTpJp8ydLecW70rq7\n", + "RX5yduaz2hVLVkTGoaq26aR8VjsZ37qLshFj3hGSzatvTJThr09QszBennvlDRn2wkh57MkX5K4H\n", + "Hjdfx9zbvl+Wr14bsCoA36rofw2/VUEIIaXKlT+9Ulp2tsjshbNk9qLZ8v7i92XOkjmya88uOfOc\n", + "M+Wm2+6WO+9/TB58/GkZPOwleUpjA2IEYgViBmKHL6b0Jsp+/qsvhWTzs19+Icd/9nM5+slxOXD4\n", + "I2nbs09q6xtkxaoP5Jxzz5f2/Qdl9doNMfB1zGuuu95bGQkhhPR8fnptf9m5e5csqFxsWAiWLdET\n", + "wz1y9nnnyHvvz5HlK1fLpi1bZXtjsxqKfSZGIFYc/9kvTOzwxZTeRFn7IdwISJLsO/iRee00vlfR\n", + "0LJLqusaZM36TTK3YpGce94Fsv/AIVm7fnOMffsPyHXXD/BWRkIIIT2fa667Tk8U98jSlSulcsUK\n", + "qVwJVuqJ4T459/zzZeLkqTJn/kJZtvIDWbexSqprG0yMwKP7iBmIHb6Y0pvwf+SKZH/kqqZOVq1d\n", + "L7PnVsh5F1woBw4dlvWbqmLsP3BQrr+BxoEQQkqV67QN36MmYcUHa2T56gD83te+X9v+C2TCO1Nk\n", + "1pwKWbJslaxZt0m2VNeZGIFYgZiB2OGLKb2JMnzIiWSDCoAPXG1v3ik19U2yqWqbrFi9Vt57f56c\n", + "f8FFcvDQEdmwuToGLlWMHfemXD/gxsK4wTIgxE1TfPMQQgg5YYweM1Z2te2R1XqiuHrNOlkVgqfr\n", + "zteTxrcmTpKZs+fKoqUrzCXqjRobECMQKxAzEDt8MaU3Udbatk9INi279hoHiS9jbq1tMMYAN0DO\n", + "mjM/1Tg0NLUa84DLGIR0Be0HDp5c9neWA+YSHv4H+KYJSSzbVx5JDhw8nE1a+okAyyoC3zZ0L9nl\n", + "XDC+feYl2OcF0X6i2W9Au1wou9r2Sk1dQ+b+tTXr1TisN20+2v43334nMg7ohV6vbT9iBGIFYgZi\n", + "hy+m9CbKmnfsEZJNU+tuaWjeJbXbW6SqZrus3xQYh9lzKuTSy66QufPmS3VtvRqGrYRkkbyM1XG2\n", + "yLqNJ5PN8uGGzrF2/aYI33gXd9m+8tgAnHLeuKU6iyDdP67LwbI6iLsdRZMol2Jwy7gYfPvLi7O/\n", + "87Juo6wplg83yAfFgt6DDrNOy7zKtPlo+ydMnCIzZ82VhUuWy8oP1Dhs2mpiBGIFYgZihy+m9CbK\n", + "GlrahGSzXStAXeMO2VbfLFuq6/XA2SrLV38oc+YvkpdfHSWX9LvUfEbbd2AS4mt4O4O3ge4WPI19\n", + "hwgaff+4DMnlJ8sBRsot56SRACZdG/pk+gnBrkMHcLejaBLlUgzJMi4U3/7yo/sZ+zpBlgGw+AJ9\n", + "TnzBPQ/OJYeOsL2xybT5g4c8JW9Pmmq+U7RAjcOKD9bJhxobNmuMQKxAzEDs8MWU3kRZfdMOIdmg\n", + "2wk3vFTXNWqlqJN1erCiksxfuETGjHtLzjv/Qpk3v0IrVIseVDgYCcmQfOKmK8CNWN3PRm2ouwZ0\n", + "+wYNv3/8GpBY/lrglEEQxOJlvQ5shFkLMGkmSGbSThx2WcWT3I7iiNeNYkiWccEk9lc6uo+xrxNE\n", + "Xf9egssBhbFOz/SL5UNZoSd+HaGmdrtp69HmT3p3ukyeWi6z5laYSxUrdV1QDxAjECsQMxA7fDGl\n", + "N1GGDSXZbNvebG54wbWrzdW1xjjgehYqCx7JfHzIk/L9H/xI5s2bL43NrbJla63/YCN9En+D2jn8\n", + "De6Jx994dwBtwCM843Et2bd8twyCs9Ts8o4Hx+TwiQbLKx7fdhSFUy7F4CvjwsjeZ+lkztYt/oDu\n", + "4AnaqYQv3SuKlWtkWRHAnNXWN5o2Hm09ehvwRMW0GbNMzzOeqlip2/ohjIO2/4gViBmIHb6Y0pso\n", + "w4aSbOAeURGqtm03T1TAOKxWJ43LFfMXLTWO87HBQ+Wc886Xiy6+RObMnee5SYj0XdwbArsG/81f\n", + "pURwo1qAb7yf7LLwlLfvZr6ejm87isZXPgXgKecTg7vP95s37ubFc8Oin/bi2dtuPhdQCLPfn2Pa\n", + "drTxjz/xpIyf8I55h8OM2XNNz/PSFauNoUKPA2IEYgViBmKHL6b0Jsq21iJAkiRV22AalJrt6ibr\n", + "ZMOWbeZa1mp17MvUvS5Wt/ne+/O1Mk2SYc+8IGefcx4hhJBexMOPPSFvvj1Zxr31jrm3YfLUGTJ7\n", + "3kJzf8OylWs1HmzSk8pq2VhVK1s0Vti4kYwnvY0ybCzJDW58AagcqCQfrNssK1avM+YBn9OeqQZi\n", + "yrSZMuGdd2XM+LfltTfGy8jXx8qI196QV0eB0fLKSEIIIT0dtNdot9F+oy0fM36CvDlxskx6t1ym\n", + "zZhtXv40f2Glaf8RBxAPrHmwscIXR3oTZZv0bJrkBhUCoNcBFWTN+i2yau0GqVTHuXDpCjUPS7Uy\n", + "LZDp782RyWogJk6eZtzpWxOnGLcKxr89iRBCSA/Httlov9GOwzC8Wz5LymfNlVlzF5j2Hu0+2n/E\n", + "AcQDxAXEBxsrfHGkN1GGjSV52Fwj60NwuQIVBV1UcJtLV3xgKhEc6Jz5i+U9daOoYNNnvq/u9H2Z\n", + "qhUOle7d6e8RQgjp6Wh7jXYb7TfacbTnaNfRvqOdR3uPdh/tP+IA4gHigo0RiBdZMaSXUQanRPKD\n", + "igHWbqiKjMPKNRtk2aoPZenyD2RR5SqpWLxc5i1cKnMqFsv78xbJ7LkLTbcWKt177xNCCOnxaHuN\n", + "dhvtN9pxtOdo19G+o51He492H+2/NQ6ICzZG+OJHb6MMG0zyg8phwTUtVJhVazfKig/WB+ZhxRpZ\n", + "vGy1LFq6UhZoBatYvMy4U4BKh+4tQgghPRxtr23bjXYc7TnadbTvaOfR3qPdR/uPOIB44MYHX/zo\n", + "bZR9gEBICmI1DIPDKvQ6aOVZDvOwep1UWgOhjtSYCHWnYCEhhJCSwbbdaMfRnqNdR/uOdh7tPdp9\n", + "tP/JmOCLG72RMmw8KRxUmCQr1mwwlWn5B4F5MAZi5VpZopWNEEJIaYJ23LbpaN/RzqO998UBX7zo\n", + "rZShEEjxBEYhG9vzkAEVjxBCSGmRacdtT4MPX3zo7ZQtR4GQDoPrXYQQQvoWvnjQVyhbgJv5CCGE\n", + "EEIKoOzP/ur/k5PHf5c/+8sMf2r4K/mTv/hL+cp/+kP5zd/6bfm/fvM3u4Tf/M3fCvgtH79t+K3f\n", + "TvI7Eb/9O+B3I37nd11+L+J3fw/8fpzfD/i93/+DgD/4A/n9r3xF/vP//V/kT/78L3V7sc19lz/+\n", + "87+QPzD7+7e8+64jFLS/LZ59HuxvZ7/rfgbJ/f07yf3t7udwX0f7+7/8P7q9fyl/qttcDL4yK2VO\n", + "xP62RPvdu+99x3nyGHf2eXScF7e/f/8PvqL7+z/JH+n+xv6L2ji0d92FXWYPAGXwlT88Ce25xbO/\n", + "ffs6fX/H9/nvmX2e1p7/hdZxtOl/KSe9nqdsv3fbE21bbJuT26r1u+yZl1+VwhlRJL48HF4Cr2Tx\n", + "4zPPkjuvvU62rlwl7XV1cnD79gD8BrW1cmDbtoCamoiD1dUBVVVyYMsWw/6NG6V9Q8De1R+ErJY9\n", + "q1bLbs2/beVKaVuxQnYtXyE7ly037KhcJq1LK6VlyVJpXrxEmhYvlsaFiwwNOq5e00GdTlOr/2t1\n", + "mhr9X63/t2raVv1dpb83g0WLZRPQ3/i/Qf+v1/+V782SR++4U67sf60Me+HlPs2PzjhLBtw0UKqq\n", + "a2T/wYNy+MiRojl0+LDh4KHDcuDgIcP+AwcN+KhP8IEdfLxmn+zes1fa9uyRXbuVtt2yc1ebtO7c\n", + "JS07dkpz6w5pammVxqZmQ4NS39AodUpt/XbZVlcv1bV1Ur2tVrbWbJMqZYuu95at1bKpaqthw+Yt\n", + "AZu2yPpN+Az0RllcuVzueeBBufKa6+TpF4cXha/MShm7v1Fu2D+HDmP/FYvd38G+Bu0HDgTY/b2v\n", + "XXbb/Y19vVv3dbS/dwb7W/c19jf2s8Xs7+0NBe/vjZurDNjn2N/rNm6SxdqO3PvAQ3KV7u9ntU17\n", + "9mXwaglh17kIsJ0efnzm2XLjwJv1+Nb2usPHd4A5vrHPldjxvd85vvfi+A73OfZ3WyeOb11n7O/N\n", + "2N9bdH8r9vjGvl6/MTi+Fy1dJvfcr8e3056jnt9wQut5+OEwU8/3Zup5uM07UM91m1t2BNvc1NwS\n", + "1fHtjU263Q2mnmObzXZjm516jvYY9Xyz1nGwcYvWc6B1vezv/vVbYvg38G35e/B18J2Ifzxd+ffv\n", + "doD/yAZ5Kf8Q8W35B12ey+//p/8s7014W2o0uK/TYP3hgoWyHlQsiLFu3nz5cO48WTv7/QANxh/M\n", + "fE9WTy+X1dOmG1a9M0lWTnxHVrz9jqzUPJeNf1OWjh0vi8eMlUWjx8iC10fLvJGj5P1XRsgsrfwz\n", + "X3xZyp9/UaY+85xMefpZmfTkMJnwxFB5a/BQGffoYBnz6OPy2kOPyGsPPizDlZfuf0hevO8BeU55\n", + "9p775am775On7rpXnrjzHhk86G557PY75RHl4VvvMDxwy+3yoA6/qPk999gT8t/+/K+0/L/Rp/k9\n", + "deVTZ7xnKu3a9Rtkzbr15r/lww2bZK0enEj/4EM8P/2hYeWatbJi9RpZrmawcuVqWaYsXYHnrVfI\n", + "Ig3UYL4atXkLF8v7Wl9mz6uQmXPmybT3ZsuU8vdk0rRyeXvKVHlr0rsyVuvH6DffllFj35RXR4+V\n", + "4a+9IS+MGCXPvTJSntbG7yltCIY8+4IMfvo5eeypZ+ThocPkoSeekgd0P96n+/GeRx6Xux9+TO56\n", + "6FEZ9MDDcsf9D8vt9z0kt937gPn/1PMv6fzPy3/Ts6+//7dvFoenzEoZd3+vCfe3+R+Chnjteru/\n", + "8Ulm3d9KtL9XYX+vMixZjv2Nfb3MMH/REpm7YJHMnr9AZs2dLzPenytTZ87S/T1T3pk6XSZMflfe\n", + "nDRFxkyYKK+PnyAjx4yXV14fI8NHjZbnX9X9PXyEDFOzhv39hO7vx4c9G+zvIU9F+/t+3d/36v7G\n", + "Pr/rocfkzgcfMfscYF/jP/IY+tyL8sd6xv1P//5t5Tsd4qvgG/9ROIn5Tw7Y3gx/8If/WY+5WSYg\n", + "B/s22MeWdSb44lPjqAt4qRLeyKj7Hcf4B7rPP8C7E/DSJd3vK7DPV5h9DioW470Li2VOxcLY8f2u\n", + "1q9J02fo8T1N3tJ9juP7DT2+XwuP71f0+H5Rj+/n9fjGyWr68T0kOL4f1uNb9/Vd2Nd6bN+h7f7t\n", + "9z0ot92D4/tBeRLH9zN6fP/5X8rffe3fDb/3lXztWq56/kGingfbHNVz3eagnlfIe049n6zbjHqO\n", + "bX7zncnyxluo529pPR9n2rSXR71u2jSYQ5ibJzXWPaGx7jGt548++XRYz580223qucY81PN7wrbt\n", + "rgcf1fr+qJT99Vf/Vf76lH+V/3HKvwX8M/h6xP8Ep56u/HsHwHwO/2LRPF10mS6/9bu/J+htWK3G\n", + "YMWs2bJq9hxZrcYArNJh+3u1VsZVM2bKKjUKKzUIrHx3qqzQQLBcG4Vlb6lJUCphFMaNNyx5/Q1Z\n", + "rAW3UI1CxasjZd7wV2XOS8Nl9gsvyXvPvSDlWoBTn3papmjhTR7ypEx8fIhMUKMwXgtsrJqEN7SC\n", + "jNIKM+Le++UVNQgvqUF4/o675DnlKWXobXfKEDUFg28dJI/cfLs8PPA2eWDgrfLATbfKvTfeIvcM\n", + "uFkZKHcr92ra69qw/NH/+6fy11/9Wp8G+xsOFw3EUm0YjAkIGwqw3JiDAIwLGo+VYdBYIQuXLpMF\n", + "SyoN89GQIHiEjcmssDEp1zo0deZsPbA0gGhdmTB5qoybONkEkFHj3jKG4RVtUF4KA8gzYQAZqg3C\n", + "4KefNwfWI0Oflge1Mbn/8aF6QD2hRuFxuVMbk0EPPCK3acC49d4H5ea775eb77pfbrrzXrlx0D0y\n", + "4I67DQPvuk9e1gP3j/74z/Q4w/FWDF+T/6Hl1BX4yr+7ifa37s+lug+z93eGzP5eETae4f7W/Qyw\n", + "rxE40Ii+r/sbjSj29/RZ78u72pBOmjZDJqIhNeZwkmlIR+q+hmEYrobhxZGvB8FDG9KnwmD/uAke\n", + "z5rg8cDgJ3V/D8na34EpfFBu0cCBfY79e9Od4F4D0pD/f/mTP5f/pW3f/zr16yH4fbr8TaGcBv69\n", + "CIL57HJ6Ar/9u7+vZ7G1GhA/NPsTAdE9plcYcxCA/Y9p0A4AHOM4AcA+BzAKMIfY73PcwDl7bnhC\n", + "MDM6IRivgXPshHfktfD4hmF4WY/vF/T4fjY8vhHwcXzDIOL4NmYhPL5hFoL9/bAe3w/q8R3s65vN\n", + "vr5Hj+/g2DbHt+7zl0fp8R2156cl2rX89TzY3ng9x/Yac+Sr52oWTD2fgXpeLhPftfU8MEmo4yPf\n", + "CAwD6vlzw8OToOcDk4RtflRN0kNDUM/VEGs9v+eRwdn1PGzbbtW6fgu2Xyn7i7//Z/mLv/8X+UvL\n", + "P5wa46/AP52mfK3D/HedP+IfLadG/BWwy/qHf5Hf/J3fle3qNhfpAb/o3WmyRAtlybTphqUhlZq+\n", + "TCtHpTqrpRMnBaizWqwGASx6Y4xh4cjXDDAKFa+MkPlqEuaqSZijZ39zH3lMKm67Q+bddLPMvn2Q\n", + "lN9xp0zX4XfUHLytRuFNrSzj7rlP3tBKMvrOu2WE/h+uxuDl2wbJCzffJs/eeocMu+kWGao8oWbg\n", + "iRsGysP6/+EbbpIHlPuvv1HuuXaA3KkMuuYGueOa6+X2/tfLbT+9Tm5VXleH+of/7U/kL/7ulD4N\n", + "9nd9Y1N4YCw2B4o1AhbbcOB31HjAHIQHEs427BkHQEOCgyrjwsvVhU8xjQnMwug3J2hjMl4bkzEa\n", + "0Efr2cdrpjHBgTX0uZfM2aYNHg8OfjJoSPSggttGbwIOJhM0TCNyr2k8brj9LrlezeN1ahyvveUO\n", + "6a/G8ac3BVytRhGNFvb3X+ox1zFOkb/U8uoKfPuhu/Du7wQLsc+x7/V3bH/rvn5/vrO/39f9rcAY\n", + "InBMTTSi42EO1SyMDnsXXtVg/pI2oggeMAvGHD6Ls67nTSP6cNiIYl/jTAuNZ7C/Q5Og+xtB4kYT\n", + "MOz+Dvb5NbrPr9ETBoB9jwb7j/74T+X/03bPx18XggagpPHKiy+fIvCta2f4rd/5Pdne2ByZevd4\n", + "ttgeQvxOHuMmWM5fYEDAtEGzfFawzwOjMM2cDKA3CWbhDT1pRO/CCCdwmrPs0CwgcAYnA3p86xk2\n", + "ehXuDY9v9CggYCJQFnZ836rH9y2Z4ztXPUeddli4tGP1PGMWppltHq/xD2bB9KLpNqMXLVbPnR4V\n", + "9CzAIAVGAT2lqOe6zRr3jBkOzZGp53ryYwySbvsNGvtu0O2/Xre/7E//9z/Jn/7vr2b421Mi/syi\n", + "jdafqalw+fO8/HM2f5fklIg/A+HyfvO31TioS5ujzmmuMk8LZb42+PPfmSQVE9+RBTq8UNPBAg0A\n", + "i8aOkwVvjJUKDQIVGgTAfJiE0CjMe/5Fmfv8CzL3yWGycNCdUnlxP9n0L6fK9r/5G9n/gx/IRzfc\n", + "IEf69ZP9Z54pe846R2q+9z2Zf94FMua6G+Q1NRSj1CiMvEUbgoG3yktaQV5Uc/CCGoNhylNqDgaH\n", + "PKLm4GE1Bw/+9Fq5R7lbTcKd+v/2q66R267qL7fo/4FX9g/5qYzSivuV//rH8id/8499mv/rt3/H\n", + "XGecoQcGQMOAngJ0NwMYA4tNM40HehLQgCg4mEZpHbj0ssvlrLPOijgbnH2WnKOcd85ZcsG5ynln\n", + "yYUK/mMY6ecqmA7Tu/OD8y+8UG5W43i7Nii2VwFnmAPuuEeu1wPKBI2btSHRgAGDcNWNt8iVA26R\n", + "K264WS5XM2m4/iZ5Qc3Jf9L9HRxzHeUfc/J/ZFeXInIw+l21/GX5U91fFt++LIT8+ztD9v6eY8D+\n", + "DhrQ98KzzKBnwTak47SNgGEIummDyxFoSNGbBINoLkU8ow0pDMOTOOt6Su4LexbueljPtjSAmOCh\n", + "+xv7Go1ocn/DIPxUgwf2+dW6z6+68Wbd7wHY9whWf6hnoMHJWTZ+c5jgHwBO6IolkU83426nDaDY\n", + "hyCzn4NjGubfEh3nWh9wqcmeCOAkAGCf20tP2OfBpYipMh6GQeMBTgaGa/uPgInLTrhHKDAMOCFQ\n", + "g6gm0RjEoU+b3iQYhrs1eN75kJ4QhD0LN9+jx/fd95mgCbNQ9PGtdRwU3q6F9XyeU8/VIIBJqONz\n", + "K2TSrHnyzqy5MvG9OTJhxmx5q3yWjJs6Q8a+Wy6jJ02VUW9PkRETJsnwcW/Li2PelOdHvynP6gnz\n", + "ky8MkSeeHyqDnxsijw57TB5+6lG5/4kH5b7BD8g9j92n236vGuP7jEkaeFfQWwaTdL2ahIwZhkkK\n", + "6npwEnSblP3J//oHifgbkDnATQGgQfpbbbAMMBYBf9YZ1KBYkg3jnygo8LrVH8jMcW/KDK0Is8a/\n", + "aZitw+9rQzBH/89VszBnzDiZp5UEzB0xSuaMGClzXh4e8Ozz8v6zz8nsZ56TOY8/IRUDb5HNZ5wh\n", + "bX/7t3LsRz+SL197TaSxUb5s3y+/3LtffnH0E/n50ePy6cat8unseXLsrntk37e+LTN/coY8+9Nr\n", + "5GU1ETALL1w/QJ7X30+rQXiq/3Xy5NXXyONqDh5VU/Cw/n9ATcF9ahLuueJqGaTm4PbLr5Zb9ffN\n", + "+n/gZVfJgJAblFeHPiV/oBXt/9Wy7w7+h+7Lu77xdZlyzvekpf95cuiGCyMOXne+NF1+pkz+8bfk\n", + "zn87zUzry+NEgP1du71BJmtjANDFPBWBwTQWcww4iOxvgPGYzs6Dyw/9Lr1URo4cKVOmTIl4990p\n", + "MlWZNnWKlE+bIjOnT5H3yqfILAX/MYx0jMd0mN6dH4wYMULOO/8CuUkDyI13amOiB9Z16ryv1QPr\n", + "p2hM9ICyjQkakUuvu9HQ79ob5ZJrBhgu7n+Dufzxlf/6J/LHelx1jn+IePnll+Xcc8+VsrIyw403\n", + "XSHjx4+WtrbmGEj73ve+a6a56aYbZeI7b8jBQy0xbB7JdMu1V1whf6z7y8W3P/ORvr9n674NAkSw\n", + "v4PfwLe/YRTeVqMwAfepTH5Xxr8zRcZo8MC9KuiefhVnmzAMeiZo7lXRAGLONjWABNd0Q8PwmJ55\n", + "PTrY3K9wBy476ZnXzdqQ3qQN6QANHjAL197q2d8KgsdlGjQQOC7Dfr92QLjvB8izukwYB3NS5ME9\n", + "ccqLBuDi8eRzEoBxwM2H2H9g2nuZfYxr8wbnJKA87C20Z9bm7Bq9hmafB71J6F3APsflxufUHDx2\n", + "x+0y6up+svjqC2XHDRfLjusvMrRee4FUXHqWvHDB2XLH1f1l0L0PyP0wDGoS78KZthqG23WfG4MI\n", + "sxAe3yZw6gmjMQtFH9/BsWHimNZzmBwAw5O7XUMPabDNqOPPadt0YbnW4S31MqqqRV7d0qw0yitb\n", + "GiKGb95ueHlTvdIgL23crtTJi5ub5fnVy2Xo6NPkqbHflKfGfVueHPstw9A3vilDx3xLBr/xDXli\n", + "DPiR3PH4daY3BXX8GtRzmARst54oY9uvUDN8+fUDQ7M0UP5/gmwp86h6sWcAAAAASUVORK5CYII=\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": { + "image/png": { + "width": "500" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename= \"assets/assignmacro.png\", width=\"500\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Make any final edits using Plotly's web based editor\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAB30AAAOfCAYAAADM39myAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7P3Zd1RnmqcN5//QR33UZ3mUZ3lU\n", + "+db6amUv3nbzdrWp7i51VRbuzqRcZZpsyDSiSDBkChtkgyXLAgQIEJhBBtlgMcogBkvMyAKEmARY\n", + "CBCgeZYYJIF0f/veQ8TeETsGhSQiQrour8so9hR7uCMUen7xPPtnAgAAAAAAAAAAAAAAAAAAaQuh\n", + "LwAAAAAAAAAAAAAAAABAGkPoCwAAAAAAAAAAAAAAAACQxhD6AgAAAAAAAAAAAAAAAACkMYS+AAAA\n", + "AAAAAAAAAAAAAABpDKEvAAAAAAAAAAAAAAAAAEAaQ+gLAAAAAAAAAAAAAAAAAJDGEPoCAAAAAAAA\n", + "AAAAAAAAAKQxhL4AAAAAAAAAAAAAAAAAAGkMoS8AAAAAAAAAAAAAAAAAQBoTX+h747r89YKLhlXy\n", + "fas9LVnY+7Luhv14UuiQ71cZx7vqjnTaUwAAAAAAAAAAAAAAAGBqMWNZ/YQIkGymcej7Wm5vvSiZ\n", + "Jzvsx24IfQEAAAAAAAAAAAAAAKY6fgFuIgIkm/GFvq13JNOcPtk9b11MWOj7VIr/ROgLAAAAAAAA\n", + "AAAAAAAwXfELcBMRINmMPfR9+lz6+3oN+2UwbUPf1zL40y35wNgOoW8q0y9HvzTeLIvb7ccAUXj5\n", + "UC5VN8qw/RAmijYpX5MjhbfshyHnueWHzTLvK2fm5NNZc0Zq++wHMEZuSeGizVLeZj+EMfG2ax1E\n", + "Xtw9Ih8vyZF5i3JkyaGH3tf/rRKZt+aEtNgPAQAAAAAAAMBNSJveZP4dPQX+RvcLcBMRpiMD0nC5\n", + "Whpf2Q+TzNhD35Oun2+MM/Q1Q+NLUvyTyOCju7JuzSX5z/b23l1RI9//1Gsv6CJa6DvcITXfXJUP\n", + "FlrbUD/44obUdA7ZCyi9UrXpovxHe77HrQ/tZUJC3zs35O+N+R98F+lt67HZa/ivV9ySZnvKVGSg\n", + "6pHxxvVAShrtCSbtkq9vaJ89E8/khicyy5iec+ONPSERCH3fGvqLeZHVsO428KEgDh4eWjem5Sec\n", + "u/tk3vIj4ryKpx+Nsu/jHPn0bPhXVWq/8l7XBR9vk8KzD+WFPV/aTsjHi0qk1n7oJeQDYsh5frtB\n", + "WKeU5+XIl5d8fjdMaUKugZsxfaie6qGvdZ7ctW46QX90EPr6YL53uM71kjz5eN0RudJlzx8XP8mu\n", + "5etkz4PX9uOQ1z+hLwAAAAAAAKQZoW10lpHa5MYLoe9Y8AtwHZdeeCXa1NF4zX++26lOY1m+7Llp\n", + "PzBplLL8PeKZNKFM9vYngjr5dk2+HGqwHyaZFAh9L8qnW6/LPxn/Zm66JaeuPpBT39XIfDu4/fR8\n", + "t72wTaTQ98VDWafBa8h2Ms3tXDKW73cWlOY7D6SmskZ+Zyz7u613pcZY1vSR81yhPX2b5OAy43Gk\n", + "UNcOhf17DU8h2ptkrvHGtbTqpT3BwA53ZyxrkKOubLalvMGY9kgqnNOeEIS+b41x/2K2GuOTGvpO\n", + "d+4ekMzsDbI8+3t5Yk9y0A+UH//gJH2vpffBCflyeY58fskOiMcS+oZAEPY2IPSNj+i1Ol6odR9C\n", + "3zuGm+RK8QaZt/yA3LcnJUzU9yUDQl8AAAAAAABIM7xtdJMNoe9Y8AtwNd/IvzMsQ8Ovpesloa9m\n", + "AKe3rvGGvp2nZeuaSQxlJ3v7U5CUCH11W98+cvfGNQiEuDVS4x6v1Tf07Td77+p2Dj4N2c5wixzU\n", + "AHfBVakKdGszsJ873uGdm7+rMrZh9Ur28lp+Kr5kzKuWU1N+yNFu2bjSePMqDv5iaix7IDPWP5RM\n", + "4w0tGAa/lIpCY7kvmwJv9AONTZKdUy8z9c0v64Fk7m8zvx1jYYW788/0SUvVY5mTZSxT2CIDYaHv\n", + "a2ksf2hs44HxZqt95Y3HF+zl7e3OLWy2exxbPZCzr/VIxY4G+3kbJPtMj7Fdm+FeqSh55Fq/QZaW\n", + "dQTnKy975KixvhVs18uszx5Juf3dAPOYPguu69l2uhH1F7N+QNggBx/UyZ68PFlg9+b6dH+d3VP0\n", + "Jzm4Zp05fcHydbLk43XypR0mvnh8Qgo+tr+1tmSz7Kpx9ULV5/zqlmv4TqtxX4OVj8t+ktv7N1vP\n", + "tShPPi65HngtGitKoS770tifNXnmts0PLyHH0HKpWJbbw4J699fg5UMp37ohwvbTkVdyZauGuHWy\n", + "LztPdj2wJ9v4faBsKdsQDLDGEvqGnmczCPtBrpSM8XpJr9w+tMN1jbz1YdbBD8Z7iHEdl+gy5nOG\n", + "h3pRa6ztjBQY58OcZ5iZd0Ruu76zkj5ECTPDXrudrmuRI0u2npCHgWMOCX3N1+B1eXLWPsdhy6cb\n", + "Uc6TcV7OrTNeB2VN9mMDs+6L5ZJ5vFadXnlm1IxdTws+Lpbyx8/NRZWw0NfzPhJ+7vxrWIl2jdIM\n", + "3/eO664602uiPzfJOftcBd6Lopy/3pp9wfcGU32O6O9FU+q8AgAAAAAAwJQkVujbafw97NzmKLRd\n", + "IubfvcON8oPzd/aSDVLww3U5uC707+gjcumHyO1Aw8+qpNBp//V7jpC/5Res+d4aDTDkb/QXxuPM\n", + "5SVyJY3yErONP9SiPmnsH5SjJY+kvH16hL6dNd/K1tw1smaNYe4m+TbQ1npfyjblS645PV/y8/Pl\n", + "q9JS2ZSfay6bazzOz/9KKu3FBxrKZXeBNW/NmgLZXd4QJTsZkLpDW61tm9svkK8qnxlPWRZx+7qf\n", + "m5z9LNgt5Q2urQ80SPnuAsnV/Qwci/HzoTpj5k3Zs2a3nK455F3//jPPPhTsPu0Zrvl142XZs9U5\n", + "Hp1fLsGn1G1ukvJW+6FB5P1rlfJNxrLPnkmlsY86f5N7xQlgAkPfIRk07/VrOOwMxRcDJ/T94p74\n", + "dQjtr6w2t53rTmv9Ql97O39f/NieEIJfT9wxhr7Sd1eW+j7HQ1lnTP/rNXd9j2Fq8UZqi403r5VP\n", + "RF8eTlg7a3+7XNhhTN/RKlbk3iY5xhvc7LIe85G0N8t843FG0TOpuNEm1RcazR7DM43lrVK3tjPz\n", + "sweSoeFpWZMcvaHDN7pD3zfScsYKfLOv2S+Q5mcyx9jOfOP5G/sHpP5Gk2w03n2tfbBCX10+q6xV\n", + "qm+0SmnRA+ONVwNj54sBQ1Jd9th4rh5pMdavK9Pt1xvznSGpjedfr2/WDZJ/wdhvYxtHS5rFfOu2\n", + "j2luSZv13BceS4bxeGmV+xdxGhHWeO7Gamif93GJXOqyX9t916VwuTtc9Alb+s7I50s2y8Fn1jrD\n", + "XVVSsHxdcB19zuwN8nHeCXni+mKHGawsWieFNb3WfWONDywH83Iks8T5xoWGMxtk+ZptxrZd77zu\n", + "Y3j2vSx3f7AY7pQnXc61scKfT8vs+9IOt8m5rXmu7achxrn+dFGxXDEO6MmhDcaxWK9QB78PlDoc\n", + "97xie7nxhr6e6xV6PiNcL3klLQ8eSq997YcfH5Hlrn3Q7WrP5Y+/uh5YJmxfotZYoxmA635ZvJLO\n", + "Z23B4D+t8Hl9OYRcj/sl6yRTz5n5qFfu7zeuz7oz9mOf0Nf4gB54LRhLXfnKqIvA8ulGlPOk2PVi\n", + "HX+TOTpBQbXzvqDnxnifc70f9dYYf6As2ibn7PcRb+hrv48c+sk+V6/kSZkxP+S1EV7Dsa5RmuH3\n", + "3jF8RQq0zsxvduk1yZPl2ZuD7xEmsc9f+LajvxdNqfMKAAAAAAAAU5Kooe+DA56gtPfBEePv4mC7\n", + "RPS/e18Z285zzX9t/J29zQxnPX9Hh7QDhf3t3PdQ7rc57Xe9cmmre3+tv+XN5zA38Eo6u+w1XX+j\n", + "v7h7QJYH2l/SB78A1+20CH3vl0p+/m653Gq1tb7urZE9+bmyp8YdWIb09G0tl02hPXE7K2Xrmk1S\n", + "dt+uj1eN5nqbyp9Zj0N4Vb1b1mwqk0Y7eng98EyeOcGc3/bN/dwjTrNv7/1DxjJbA4Hw/dJcKTjU\n", + "YLwKlNfScKhAckudMek0oF1jPF+5/XyvpbFskxW+HrpvvRZeO/vrCmN7G+R+oG27Vy7vds8PCX2j\n", + "7p+eQ2P/CjYZ57XX3seJZQJDXzv8NIx7mGM7eP3dd66eN26M+fON+X9f/NSeYOAX+l6tMad5wmEP\n", + "D6x92/STDNpTxhz6SrecWqPHd11u21NMjP3R+wOvOG9fwSnO0DW9r2+DlGoO298iS403Mg1Juy48\n", + "NKY3Wo2z9pDPTnhat1/D1kdS4fpWUGOZDv/sDAlth7thw0EHQ9+BO41mqKq9gQPcbzRD2vnlfufe\n", + "vtdwIIhW/Ka5scLq+WfsnbCPI/NCeJBrHZN9vCZDVvC9vtnVgzmNsH/pe3Ua262G9tAPJN4PKeFh\n", + "iwYeSw557vQst4tzgtPM59xh97ILYgYr7oZ/5fH3siQwXKgVznwZCGts3AGAuXyEb5NpkPCx/S00\n", + "B71Pbei0NKL37DaZt/WK9YHNFQA7eK+V8YHswffGMutk2137F9V4Q99ErlcY3kDS3O7Hofdo9u5L\n", + "9BrTexy7Q990xjru8NeobeD86zkslkuuay9dP5j1YE3znmPrNegX2AX/oEgv/M+T+72r95LxB0/e\n", + "D1Jr1M4C4zUT/NRg1an7PUxfK/rHzef2PWTNmnRCX/1iSdhrxqo554st/jUc6xqlGSHvHcMvm4xz\n", + "tk7mGefYqknrmizZH/LuGsf5G1voO8XOKwAAAAAAAExJooW+Oq+g2t1hwrqdnjUtxt+9zhewPZv+\n", + "SXYtD/k7eoztQLHbQmycv9GNv+W1zbHwVqx2wNTDL8B1O/VD31dS7QkyLcxAdmul/cWA+ELfxrIC\n", + "WeO98a9OlPzcUt/bgYWGvh58tn9zzxrZHfJaOW3slzXNZx9v7jFDXuvIrNDXM/9ZuRSs2S3uTbaW\n", + "bwo/Bhfe+d7QN579y4/jBsA7duyQn/3sZ77+9re/tZcKJ3LoO/zc6rXb1y+DVyc39I24/PBPkqvb\n", + "3OpqLPQJfTtP6tDLIUGwB3vf3CHumENfMc5DjRnw5l51molfy+2teswhQ1BPZdqbzB6uOpSzFQA/\n", + "kgt67PZ0DXpbzlj38zWny4DVWzYnONSzyZ1G800w/44+sMNd13DQFs70h+a2Z3zZHDK/TyrM3rv1\n", + "MjProeRc6JauwHWwA17P/YBDn2dAqg89krmf2cNO2zqhb9cZDbLtgNuDfUyudQKGHUOaEBLkeQlp\n", + "aLeJFfrq/NDwxdT5oBDhOT0fJhw8PcdCgisHz/aey8ND22TBkjz5+KsTUhv4hpqB+QHHZ78ifWhJ\n", + "ebRHq/vcd8oPxgfCT88G371Cr0VmXon88MAVho439E3kehkfFe6fLZFPP86TTHNYcB06Jric73ZD\n", + "9iVWjb14/L18vkSHmimR8ltNrl6G6Yb/a9DEfT3M6+hzPgLnNeRa+L4GNXjLkW137YdpRZTzFMD6\n", + "Vuo8/aPI84UT/zp194j31KTvufO+L/rWcMxrlGaEHs+SDfL5/uvSGXixRbgmcZy/MYW+U+28AgAA\n", + "AAAAwJTEty3LbDuw/uYNm2do/p0c6+/esL+hlSh/RwfwtgMNd12XPes2yJLleeYt/MxhoGO0hZjo\n", + "vI83y6fLcyRzf3qOpujb1u9y6oe+PmGp4gld4wt9NfQMH7I4fAjkIJ1SvUeHOi6Qrw5dloZeV/ob\n", + "tn1rH5xhlt06z1mnPX3Lgh2FNIQOhqw+++FzDKGh7+vWGjn0lbGd3FzRoa3NYaN9Q99Y+xfhPEfA\n", + "L/iNFvgqkUPfSL17p3Ho62znP256YPUYHn5g7l/g8bSgR0o0JC1pt4Z6Nu+9G5w+u6zdup9vYPoE\n", + "hL7GcnPXPzR73QZ64QZ4IwPNrVJU+MAMbmeud7YRK/QdMvZfA+MGyb/RJwPD2ivZWifu0DfnmdT1\n", + "v5QBty/9+xCnPNF+aUdotPc0zvss453vQ4TnnJjQ12a4SWp/KDHvhbHc+MBh5hBRjzUNuXtAMv0+\n", + "9LmOMea18P1g6BD9A2Lk6+V8S9D/eplD0mytkpZAOORdLt7QN+pxmbySllsnpNBYb172Ebmflsmv\n", + "/2vQxH09ol5HhdDXPL5sfY1sloOe0nmboW+0a5RmxDyeCNckjvMXvu0o70VT7bwCAAAAAADAlCRy\n", + "W1aMNo1Yf/f6zo/yd3QAbQeyR93S22It2ix7HgRvzxRPW4iJztO2lgfXZdvyDbIvwl04Uxl3cOsn\n", + "oa/5YJJCX4vXvQ1y+dBWyV+TL19dtheMEPpGDU0H6uTb/DWBew8X7K6U4MDSCYS+9nDVh+4Hh2OO\n", + "3NM31v6NLfRV3MFvrMBX8Ya+w/12797n4wx9W+K7v68dvHqGb3ZjzE+d4Z2V1/JT8SXjua5KlfHO\n", + "5/T8XXdjMkbeTl3MoY1zHknWZ94Q1pxeaEw33twC9/M1iHt450ihb7H+Inxlh7QPjXWce+66eRMI\n", + "aa1t2qGvZ7hlJwjW7fk8Z+MzmW3MDxyTPXx01jV3V3wL65geSnloBp2uRPulHeFDh/dDSvgyem/Z\n", + "wJDDfkR4TvPDRHbIdA02PcMFxxn6OphDHtsffMyhSKbKkJ+v5MrWHFkeMsSxFboaH7Ds32Yxw9Go\n", + "Hxyjf0D0vV5hwzuHXi+fmrI/WI4l9I1ZYx46zR7QoXWcHvi/Bk3c18O87uuifLD2CX2N637Ffmhi\n", + "vlbSe3jnaNf4od7z2qirTr1fr+f9Qs+NsW6N/dDEqhnf4Z19XzPewNy3hmNeozQjZtga4ZrEcf7C\n", + "lwnZ1phqHwAAAAAAACD5RG6js9r4Qm9jFiDW373m/ND2N+vvbM/f0aHtQOZ6djtQSJufcr8kL9i2\n", + "oe19kdoAXOsO390nmcv3ye00a3v1C3DdTod7+vqFtdbQy6ftnCy+0Nd3aGQd3nnNt2J1rYhBXank\n", + "OsMxh23fGoY639WTN4y6b2XN7mpjST8SCH09w0Nb6H2D/UPfWPs39tBX0eA3nsBX8YS+To9Z8761\n", + "4wp977h+jtLr1w5e/3rNXfHLzvorq81teMJcv9C3756sMKb9fXGEd707N+TvQ/clodDX4NEt+Z25\n", + "T/3W0M5/uiHpOWBB4ljDOuub2AMpcdfuHSsknWlM3+gekry92Ryeeeb6J1Jxo02qLzTKXH28o9Xu\n", + "DRwr9LW72r5sl/yVruXuN0nOmVapa34pA909Ur7DDpfNYrIDXsPMQ61SfaNVSs2hoB9I/h3tjfvS\n", + "6pG87KGUNAxIS2Or5BvPZd4jOBBk90hJji7TIPkXjP02tnG05Ilc6DZmOceU0yjlDX0y0NxtHNcz\n", + "Kbnh3NQ8zfD5pR7Ev9He+yGl1xwy9eMy1/25zRBvnRRUO8PqvpYXXQ/liRMmRXhOMygx1tN7sZrr\n", + "DTfKwbwcySxxXmljD3177x6Q5cude2taw7u6e5kOv2yTh8/S8N6v9gezH3wCutvGh7LMEuvX6KSH\n", + "vj7XKxhE+10v616py/c/tNdps+4DOsbQN2aNuemrk13Z62RPWoZCEYIzJeR6aA/qeXnfy/0++8tI\n", + "w8/lyTPn/PiFvjnyqfEhxJrfK1e+MtZfd8a+T0e6EeU8KcYfJ8v1Xt/mF5CemzUYfM+yQt95eSfk\n", + "iXUypFeDYVcA7q1J633k4/0/2efqlTwpM+ZnB+8N7l/Dsa5RmpFo6BvH+RtT6Gswpc4rAAAAAAAA\n", + "TEmittE90NH8Nsu+QE/bV/LiWWOg/TL6371WaJz51XX77+zX0nmp2Bwd0PN3tF870NYrYqYvZqhb\n", + "LJfsdpDeB9/Lp+7hnfXvcm3zK7klveYGXhv712Y9n+dv9OfGca4zv3QfqYteKuIObv2cDqGv3C+V\n", + "/NzdcrnVqrHXvTWyJ1/vRetkHr1SuVWD4WC/Wem1esG6J7l7xpq8ajSDzuCQy51yeXe+fFXpDZgt\n", + "Xkvr6a9kzVeXrdry277upzGtLNDz9pUMGK+VZ07Kaz6/d2jlYG/fBEJfM7A2zot9OL33y6zt+4a+\n", + "BlH3L7HQdyx4Qt/+O3ekcMd1w3vS/PSe/fMduX0nws9PH8pB8+frcu5pi5yzfz5456HrZ/tM+OGE\n", + "vgsuybobIbHvi4ey7k86L+R+uX6hr/H2cXur9sCtkoNPQ4fXbZPv1+h2rnp7LnXeNZ/7P7qHjg4Q\n", + "JfQ13roOrtD1rpvBdsSgeSrT3yJL9U1s5RPvNzOGWyXbfHNrDG8Abm6VHDtUnZH1QDL3t7l64MYZ\n", + "+hoM3W+UDGMbc7QncXOTZLruxzsr55GU3Hde2fZQzYda5eiOBvt5GyT7gqse21sk21hf19V7Ahfd\n", + "H5ALO7y9l6W/Q0oK7fXN52iUame2HtN6a1hpc95nD2Xjfc9NItMH+5d+qNaHAv9G+9APKcOPT5j3\n", + "T9X1nPvJDj+rksI1eYHtLcjeIT84b9AhDfYOVlDyg1wp2SwLzPXy5OOS667XYhyhr/Eh5ePlweNY\n", + "kF1sPK/9gUgZbpRzXznbN9T7UJ6N8u2gFKX37LbIPV3tHs1XjJmTHfp+fvbh2K9X2xkp+Ng5/5tl\n", + "V81D+WHdGENfg8g19lD2GdPd17jAuMa+5yrl8X8NmoS9jnrl9qEd1j1XzOPOk0/1w7g5zyf0XXNE\n", + "Lv1QHFh+ydYT8jBN38ac8+TUQkDz/OiwznlSWPPcXtbgpfUtWGuYZ+vc7Kk+EajLBR8XS/nj4PJh\n", + "NWm8j/ywdUOgxpas+15uu85dpNA3+jVKMxIOfQ1inL+xhr5T6rwCAAAAAADAlCRWG13v3e/lc6e9\n", + "zDAz74DcDmQaMf7ufflQyp2/s415nx96KJeKvX9HZ5Zcl4cR24Gey+39wfZSc17NATO8DeB+DsMF\n", + "zpe3Q/9Gf3lLCpevM57b1Q6T4mj7fjSnRehr0Ft3SLbq/Wo11MzdJHuq3Wmr5rflgflbK7UF+JU0\n", + "lm+VXDNc3SrmJIPXjZWyuyDXDl0L5KuyOrsDoNIo5QVrAvfZ7a3eY90j11x2jeRuPSR1gcL2335v\n", + "XZl8ZWwjuE6p3NR1Bqpld+5XctoOrk1e98rl3Wtk02ldOYHQ19jzukOb7H3QALlcGmpKJTdS6GsQ\n", + "cf/eduj71rFD36Wbrso/Gf9mbrolp64+kKqTNTJ/YYQw2Df0NXjxUAqXWeus2HFHqsztXJcV9rSw\n", + "7Ui3nPtC512U+cX3pMZY/tT5h3aP42ihrwR6IOt2i6dbN9+0wRnKORgYQ3oQOSgBgAklLDSbzkT4\n", + "cgIAAAAAAAAAAEx5/ALcRIQko0Mx7/Hcv83kWXmBz32GpyYpEfrqEMuDj+7KujWX5D+bYepFeXdF\n", + "jXz/k0//jEihrzLcITXfXJUPzMDY8oMvbkjV09DA1+bFYzn4RVXwOb+4Z4e80UNf6bsrS3WdFbek\n", + "2Z4EqQahb7pC6AvwliD0dUHoCwAAAAAAAAAwXfELcBMRkkzDIcnP3yM1rmjxdetl2Z2fL6X37QlT\n", + "nJQJfdOKp7fkAw2Uv6OpPHUh9E1XCH0B3hKEvi4IfQEAAAAAAAAApit+AW4iQvJ5Vr1HNuWukdz8\n", + "fHNI5tyC3VLu3F94GkDomwA/FVv3D/5+evQGBwAAAAAAAAAAAAAAmJL4BbiJCJBsCH3HSt89WWHs\n", + "83/c9JMM2pMAAAAAAAAAAAAAAAAAAJIFoW88tD6WqqsPpOpkjcw37xdcLafo5QsAAAAAAAAAAAAA\n", + "AAAAKQChbzzcuS7/2djPvzZ8d1WNVD0dsmcAAAAAAAAAAAAAAAAAACSX5Ia+AAAAAAAAAAAAAAAA\n", + "AAAwLgh9AQAAAAAAAAAAAAAAAADSGEJfAAAAAAAAAAAAAAAAAIA0htAXAAAAAAAAAAAAAAAAACCN\n", + "IfQFAAAAAAAAAAAAAAAAAEhjCH0BAAAAAAAAAAAAAAAAANIYQl8AAAAAAAAAAAAAAAAAgDSG0BcA\n", + "AAAAAAAAAAAAAAAAII0h9AUAAAAAAAAAAAAAAAAASGMIfQEAAAAAAAAAAAAAAAAA0hhCXwAAAAAA\n", + "AAAAAAAAAACANOZnV69elWQZL37rIo5FP74oPIiT6PDwsIyOjtpn22LGsnocg37nEAAAAAAAAAAA\n", + "AAAAIJSk9fSNFMT5ocsODAwgJiShb3Ls7+83Q0s3fsEmRtbvHAIAAAAAAAAAAAAAAIRC6ItTXkLf\n", + "5NjV1SVDQ0P22bbwCzYxsn7nEAAAAAAAAAAAAAAAIBRCX5zyEvomR0Lf8UvoCwAAAAAAAAAAAAAA\n", + "8UDoi1NeQt/kOHGh7yOZneM3fepL6AsAAAAAAAAAAAAAAPFA6ItTXr9aGx0d9Q0qo3qv317b4EWr\n", + "HPVbBgN2dnbK4OCgea4V/dcv2Izl0mtDMjQ8JOU7/OdPZUPPIQAAAAAAAAAAAAAAgB+EvjjlJfRN\n", + "jhMR+pqBr7m2wTQMfgl9AQAAAAAAAAAAAAAgHtI09L0iGxblyLxFX8tlz3TEcAl9k+N4Q19P4Osw\n", + "zYJfQl8AAAAAAAAAAAAAAIgHQl+c8qZE6HuhQ17pev3N8p1r+q1ukVdNNwM/exjskArzOfvl1tf2\n", + "OoebpdeY8ryxOrCNH1vfmNv9xn4c8OvrcrfjlfW8Jm/kVXejHNR5zv44DL6QJzcuWuuZ84blyQXd\n", + "TqN02YtYDMvzjqdy0tmfKI4n9A0GviMy8HLE9a9BvMFv2UsZMI65tsx6XN5urd5y45lnuY0Nxvkz\n", + "GGho9yxnYTxvc69kO/cUXt8mFe1vXL2P30jjjTaZ62zPfE4XL4el9kKTMa9PGu1JHl6+lI3Ouj4S\n", + "+gIAAAAAAAAAAAAAQDzECH1fy1D/SxkIOGhPHz/JDH0bjh+Xqz7TcWqaUqGvQW+9Ha4ahoW+3Y3B\n", + "dVQz5H0jTTXW463OPgRC3uvyxHhZvmq67l2v8KY5XQb75e7lavnu8Hk5ePa+3LpxzZrvCna3Hr4m\n", + "tR3DxsK9cjVknhP6dt0zfv7a2Mblp9Kl2zWO/7jn+cJNPPRtk2rzMEek8VqTHcpqeNsk5e1W8Nt1\n", + "v81nvRAjhL7S3S+ZgeU6pG54RIaMw/eEvu19xs+NsvSMFeJaQXGTXNBr9HJIKsqbZemOZim6MWTN\n", + "v6PBrvc5ZxcZNdKs+z4opYHnc28/OC2ShL4AAAAAAAAAAAAAABAPMULfdskPCSHmn+mz542PZIW+\n", + "DccL6SE8zRx76HtNfqx/KndDbXX1jX3dLw99lvmxwm97hmaQ2i9PmoaNdXvlqt1TNmboW1gtD18E\n", + "l7naYfzc0SvP5YXcPWzMDwmFA97Q/sCv5GHU/XGCXeexvXyk0NdZ93KXvNbnvOya5uN4evrOyGmX\n", + "UrOHrNMT1wlvm4zp7TI7dHk/fULfgeZB43iGpaLIXqb8lQwNv5I6nRcW+uoy7VL70p5nbm9E6i88\n", + "sudZljSOBHvshjyn9fi1VO8PLk/oCwAAAAAAAAAAAAAAE82YQ98Zyx5IZnGj5JdEs8V/KFMXkxX6\n", + "NhzfKiuPP/BMC87TwDeVhoVuk9vnL8rtHr95KejTKjl2pcl/Xgo79tA3dEjj+HEPu+zRDn1vfX1f\n", + "ml6LvG69L1uN6WGhrxs7AK7QoNjs2Wut23bD6sXbde+EHe7aPXRdmuvo8NAh0wO6g92vz8uPrRpG\n", + "d8nZ0Hl+oa/vtHDHFfq69Ia+Y9Av9G3oNnvrttyxhnjWwHaoscOeFxr6PpLMsufmsZo9fa/poM7D\n", + "UuEM9exoTh+Scv3Z/Zw5z4ztG/s+/EqKXMsT+gIAAAAAAAAAAAAAwESTQOgbj41Sa28hEpMR+gZD\n", + "3Zyw4DfaPMtHcmS1Nd9x4ertsuvyE59lJ8oa2bxorey66zdvkn1UJll6nLmnpDna/NVl0mBPa9Rz\n", + "WHDWf/kUNqVCX+PnrTd65bUZqp6Io6evoRnsGusGgmP7Pr4dD1yBsHcdb+jrPh5rH6z9cfG6X+6e\n", + "PWGtP6VD33bJvGOcm+4ByVzWI/X2/LDQ14Xe03epbi/u0NfF8JBUHPL2DCb0BQAAAAAAAAAAAACA\n", + "iWbKhL7uUNfRCXdjB76qFfpuuOI87pSGyyWybNFa2XbLvdwUUUPdVVtl5fIC2VMfPv/+/gJZtqrA\n", + "E/qmq2MPfeMY3nmwV+p9lqm9cN5ne4au0PeLwvNWwPuiVR7GE/p+rSHrsLR1vAgGvBoEG/vQZkzy\n", + "C5qte/++kvoy13Rzmjv0tYJdK4R+EVw2Rui7tUaHd3bmRzZVQ98ZRQPSokMu3xk0TsdzyXHPs3/2\n", + "DWXN7cU/vPPsC4MyZJynCzuCy6qEvgAAAAAAAAAAAAAAMNFMidDXG+rek/uux8tWF7jmRQp81dDQ\n", + "1/J8UY5kHX9k/qzPk2Vso6FypyxeYmzTCUQ77siRwgJZYD5PnmQVV0mjub7u51rZE9KT9/b+tTKv\n", + "6Io9v1COPArOa7xcIiuXW/s7b0mhbPP0NA5fPmy/H52S/FV5gWNemHtArna4l3eW0568X8seY18W\n", + "778XMr9Gti3fKsdOfe0Jfc3zbO63PtZ9+VrO17ueb0mB5FdGPsfd9WdlQ26efZ5yZHFhmdz227cJ\n", + "duyhbwTN0NTmRasc9Vsmkp7Q17BM78VrETP0te/rqwQCXjMIViKEr/Yw0jLYJbVnL8quwgr5ztxI\n", + "eOhrhdBvzGM6HjbPFfruuygna1qlV4enNvbzO/fz+Ziyoe+yZ+YQz0rX/daQedFC2SZrvZdDUlHe\n", + "LEt3NEvRjSGzZ2/LHev+w97nfGZsayQQLDvbIfQFAAAAAAAAAAAAAICJJu1D328j9OIN7fkbPfBV\n", + "/ULfTqks1HWt4FW3uXBVgWQVVUlz4D68T+RkvrHMwXvSrY97HsnJwjxZWHzTnH+1OC8kVL0ne1bk\n", + "ybbr+nNIiHtrnyxcvlMqn/aYj7tbqmTD8jzZcLnNXjdW6Gtse5Uu79x3t1Ma6x9Je2BZl3boe7n+\n", + "sCxbvk+uuuddN/aj8KJ0X4kV+ubIgtzDUttize82tpW1aKuctB+H2XJHah912o+bzHPrBOqTaUqG\n", + "vobHG62ewxHv6eu6J685XLMn4D0v9ebuhN/PN2DZA3nSr+s5vJHXxjbD79treLhRul5rqHzNN/QN\n", + "8HpYepseyNGv7fWiONbQt+jOkDS2h9vy0lxdBrr9518o999e5NC3XjJv6Hl5LdUl4fOihrI5bVLR\n", + "/kZ0QGeT4TfSeKNN5jrzQ55zRlGfNBpP5YTLKqEvAAAAAAAAAAAAAABMNGke+kYPdZ3gN3bgq4aE\n", + "vj1tcv/8TlnoClnN7a04ILfd62l4uuKwd9r1EmM5e5oGqO75dw/L4kDI6g5xO+W8TwjabezDvHzn\n", + "vrtxhL4r3KFvFJ3Qd+CJHMvNkfzLThhr7Yf5OI7Q1xuS+wXnkfVub/JMidB3GjrW0NcMQxOg8Zr/\n", + "9qaChL4AAAAAAAAAAAAAABAPUyL0jRbqNtTHE/iqVmDpbFOHaV6Wf0DO271uVd+QUoNR174Ede43\n", + "fFO2LQ8O8axDOzu9gL0hboTANBDO6uNYoe+AtN89LKuX5MiC1V/LkSsPrN7Hfrq221y5VeZpz16d\n", + "3nJKVjuhdMzQN/q+hNr9tEp25RfI4uV5snjFWmuIbELfKSuh7/gl9AUAAAAAAAAAAAAAgHhI+9A3\n", + "vl688Ri7l2rE0NcVjPqpQa81xLP2xHXf43ciQt8H8u2q0PU6peFKmWwwtjdv1QGpDQxF7dK93Z6L\n", + "kr9oqxxrGZDmU1uDofREhr4aJhvL77rVFAii6ek7tR1r6Hu0eUSGhsdufZX/9qaChL4AAAAAAAAA\n", + "AAAAABAPaX9PXysMnQgTDH31nriLdkqlX7DqqMvoEM86tPOqw3I/MM8bnF4uijC8c+5xafRZ3tQM\n", + "bCPttzV0s+88T5jsPPdF2bOqQPbU28tMZOjrE47XFuelV+iLY3KsoS+GS+gLAAAAAAAAAAAAAADx\n", + "QOgbMMHQd+CJnMzPkYWFZ6XBDn67Ox7J7Xr3fXXvyZ5Va2V1/lpZZvb4daaHBKe39snC5TvlpD2k\n", + "dHdLlWxYniP559vs5a19XHnwnt1btklqS4x9ihT6ttTINuN5dwV6FrsMCX3New/rOc117h9sOJGh\n", + "rwbeGo63WI+bbx2WlYHhnY1zWGicn1N24P3olKxesV2O2dtuOLVdFhvnN7BfY5TQNzkS+o5fQl8A\n", + "AAAAAAAAAAAAAIiHKXFP37HrFxYnGvoa9tyTk0WFssDZ/pICWX3KHe7a64aFpOHBafP1A7JyubOd\n", + "QtlwPmT46kenJH9VXuB58ivvSGWhs993ZM/qPM9+5Bv74Xtf39DQ1wymc2R1pSusnsjQd6BNrpYE\n", + "z9HiwjK5fXmfLDS3d88conphyR1r2bsHZOGiAvnW7nF8u2StzFtV5uohPTYJfZMjoe/4JfQFAAAA\n", + "AAAAAAAAAIB4iBH6Th6pF/riVDVSrfkFlThxdnV1ydDQkH22LfyCTYys3zkEAAAAAAAAAAAAAAAI\n", + "JU1DX8T4jVRrw8PD0t/fbwZrjtqzEsevnks9t3qO3XDO4zfSOQQAAAAAAAAAAAAAAAiF0BenvJFq\n", + "TYfM1UBNe1I66lC6OH71XOq5DR2WmHMev5HOIQAAAAAAAAAAAAAAQCiEvjjlHUutAQAAAAAAAAAA\n", + "AAAAAKQbhL445SX0BQAAAAAAAAAAAAAAgKkMoS9OeQl9AQAAAAAAAAAAAAAAYCrzMw3E0kG/MA8x\n", + "Hv3qCREREREREREREREREXGq+DO/kAwREREREREREREREREREdNDQl9ERERERERERERERERExDSW\n", + "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", + "REREREREREREREScVs5YVj8l7O7ulv7+fkJfRERERERERERERERERJxe+gWo6Whzc7MZ/BL6IiIi\n", + "IiIiIiIiIiIiIuK00i9ATUcbGxulq6uL0BcRERERERERERERERERp5d+AWo6SuiLiIiIiIiIiIiI\n", + "iIiIiNNSvwA1HSX0RURERERERERERERERMRpZ39/v2+Amo4+fvxYOjs7CX0RERERERERERERERER\n", + "cfpI6IuIiIiIiIiIiIiIiIiImMYS+iIiIiIiIiIiIiIiIiIiprHjC33bpfalSOM1v3lv3/QJfTuu\n", + "yIbVX8vlDp9509DLRTkyb1Hibrjiv9309oGcLCyQBeYxGrXimWfUjzk9T5YVlslt6mhCbThe6Kmv\n", + "rOOPfJdzdJZfefCedPvMn1idax+vobWTmjrnMNa5Rkxd78meosMT837cc0Uu3/KZjvHbUSXbiq9I\n", + "u9+8tLHN+HxUaHzGafOZhxif7dcPSNYS4/PAkkLZdT39a6nh5APfPwKj+fuT7b7bQkRERERERJyK\n", + "xgx9c9qkov2NDInDiAz0P5cicz6h79jVwHe5HcgsJ/hVCX1D7ZSrO9a6jjFS6GtbePEthI3Tx3hC\n", + "X3dI6V5+8oNfQt+k2/NIbtc3BR53P70iR0p2ysoVa2Wx7cqiMrn8tMe7XqrYck8q93v3Nyv/gFTe\n", + "beJ9ZBy2n99pveZWlIz793pt8drU+b326JSsdtVKwB1XpKFyu2QVV0mz33pJ9YEcybXeA1cef+Az\n", + "Px3UwNf5HKD1QPCLiXhTtjl/c6jL90mt73LpI6EvIiIiIiIiYnRjhb6lzSMiL19KyY5G4/EjySzu\n", + "kKPXuiXbnE/oOzbdgW+gAYbg1wl9/Rq5E52X3tbIZrs+Vh5/FDGIaa7cbtXQohK56jMfE3M8oa+a\n", + "WxkMBCdeJ/SNFebGu1xqmE6hr7OvKw9ekcpAKOPvgoKz0uizjeTYJrf3b7VHD4jgBASW09N7smeV\n", + "6zwu3ymVT/2Wi8Nb+2ShsY2U+b125WtvjTgWXpTbzntf/qkUqvPQ9/BCOfLIf7nU1R34OqZy8Nsp\n", + "tcZ7S9gXA2K5ep9c7fHbHk6cUzf0jSfI9QuICYARERERERFxqhs99I0V6lrzW+70Sr3xr8WIDDT3\n", + "ylLXctnXXklXYL7IQHu/5OfY868NibT3ydKqQRkw5w5JubneI8m/MWRPMxgeltoLTYFt+pnaoa9f\n", + "4BtohJnewS+hb6jB3pxRj+1RmSwzl0uPYC9dDA1xxxr6Tm5wSeibbEOvt+mSAllddFiOXT4le4q2\n", + "y2IdStOZt+qw3PbZzts1NETKk6zCA3LkvLG/O3ZaQ38G5u2U8wQxYzLQy9ftkq1ypH6svb2D4XFa\n", + "hb5qigS/7cb+amju2de0+owV2sP3UcjjVAx+H8mR1a7zHbdrZc9dv+3h2Lwi25Zvlfz9p6S2vi3s\n", + "i4JjH965Se5fPiuV1++lYC/+YJBL6IuIiIiIiIjob+yeviLSPRAMaT1aoa8GshcOaU/gepld0i8t\n", + "xqT6C8HlMst6pGS/NX/G+h6pH9Yg+ZH1WEPf4Tcy0P9SSorsaYazLwzK0PCQVJTotEeSbTwekNdS\n", + "vT+43VBTN/QNGdL5SIkdcJSUMdSzIaFvqPGHvlnmcoS+E2l6hb7BWonP1KyVtA59Vx2Q2paQ5Xru\n", + "ybGCYMi6eP897/y3bLc7CFtVIufDhp5uktr91nGtLKlJqV6bqW9IL1+PhbLnbvwhXcPBYG2lXehr\n", + "T0uVe+g6nw/S4T0laKQhnUOmX57M0SQSsVNuVx6QzTtKxqbxGTjsvRMTMPRzQJ4syy+RI5fvSOOY\n", + "v8DTKeft1466oKgq5Yb9T3R457GExYiIiIiIiIjpbMx7+u7okbp+7Wo7Il3NA8Hw1tQKfQca2l3T\n", + "6qW8PXyaW898DX3ltVzY4V7mkblMy51nrmltdq9i9zSvqRv6tlRZ4a4d7HoCDicQNuadn6aNX4S+\n", + "IfZclHzjuGL2ggmEvjulkp55E+ZYQ1xC3wRtuSf37S+6hIW+rnmpZljoa+h/39AH8m2g99t2OZm0\n", + "93dXKBl12OE2uX8rNXt2pbLeXr7G+b11SnI9o3qslc3xhHTG+/nKwDrpEfrer9weNmTvrus+20iC\n", + "6Rf6Rgp8/efnn38SMh+nr9E/ByxYtV02Hz/r2ws43NBtpd4XxQh9EREREREREaMbM/Q1fSSZZX1S\n", + "2/5G01/X8M3+wz97Q1/tpftcGl+OyNCwrW7DHfq+fCkbXesHehD7EC1MTu3hndM04HgbEvq67ZT7\n", + "gd5escLc4L3asg7eS7neGOmqX6g3FpMT+sZqmI13ubek68su0b4Ik4qjHzSf/zos6Fqce0BqfV6r\n", + "3ZeDgWD++c6w+W/FwJdDcmRZyU3eJyZUby/fwGv/6UXJDwl+cyv9vhjg+EiO5LqW1y+BpUrtRwp9\n", + "VxyQqy1N0hxie4p8ASm9Ql9voLvZdwhnY5kdKRz69rSF1UJMO5L0njgF7e54ILWnDkt+7tro921f\n", + "kicrCw/LsVsPIrxWU7+nb6IS+iIiIiIiIuJ0Mb7QN+jsQ8+lS0akrlwfxw59zWGaZVgulD2T2T7z\n", + "o4W+ke8l7G9qh74uw0Lfaa7TOJuoUyf0dYI5S//eg169AWWKBHppLqHvW9AZ/UD3aXnkIe/TfvQD\n", + "V+CatCGeXaFd0oLnKaqnl+/yfVLrnt9RI9tChn1eedz/yznNlVs9y62uTKFAL1LoG8FUqbH0CX2n\n", + "QOA78MT7pYW4LZA99X7bw/HZKY13q+TIju2yzHO/9nAX5u6UXcer5PZT9+s2te/pm6iEvoiIiIiI\n", + "iDhdHGvo6w1kY4e+GxveiLT3uea3SHV/rND3mVR0iww1drumxZbQN00l9HUk9E0FE319vp3X9RQJ\n", + "fVX3vc5DTdFevmOW0HcK6+3l6xvU9tyTb0PCsGXFNd773nY4w/nbri6TBvf8ZEvoO4lOhcBXJfRN\n", + "Df3D2u6nd+T88QOSn5sXoxdwgazeUSbn7z5Jy9698Q77TOiLiIiIiIiIU93ooW+HlN/plvxiu5du\n", + "zjPZeGfY7LlbUaTzY4e+mcbyMjwopet1XqPkm+vHCn2dHsJvpK6qVebqNOO5s8q7ZaP5vP4S+qap\n", + "TuMswzurDO+cbAl936J+we9UCXwNvcM7+wU6b0FX8Lyw5KbPMp1yfkfIcNVqSY3Psujo6eW76rDc\n", + "9lnG8oGcLHBCO/s6FFXZoUybVBYGp5shWLT7uCdDQt9J0h34RtrPdAh8bRMZ3rklnnvMYnzGOSyz\n", + "cZ3u3zolewq3ysKovYDzZHHuTtlz6qbc7+gJ304KSuiLiIiIiIiIaBkr9K3uf2OGtA5DL4ek4lCj\n", + "PT926Dsjp12qu0fstY3p7f1Sev91zNDXvBdw1SvpGrZXNBh6OSjlJaHLBSX0TVMJfUPscXp+rY0e\n", + "AATCnFjhMI7F9Ah9Q03T0Fd1B79pFvg219+TRp/plg/k29XO9dkuJ5M2VLW7R+p2qfQ5v+13D8tK\n", + "c77LwosEMlF0fv9oOLLhSqygs8kM1t3nd2HBKam9/LUsdE8r9gvlk+wUD32vHiyR80/9502qri9j\n", + "WK416sj9xRBv4LvhcpNrHmKooZ8N4vld3yPt9Tel8niJrF6V51o31BT83OAjwzcjIiIiIiIiWo59\n", + "eOfUldA3TSX0DTXYeBf12AKNxunRIJcuEvomQQ1+Vxv7lkaBb+P5nVZgl39cGkO/dNFzT465endm\n", + "7U9uT/zuK65w0fdeyU1SWRjS6E/oG9VA6Jt/Ks77XrbJ1eIC7zl2q9clFet/ioe+1nIFsvnyW+5F\n", + "G/j9vV02uIZ4toLfdAt8O+V25QHZvKNkbJacktt8YW2CjLOnbzR7nsjty2WyOb8gZBjo1P+MGdrL\n", + "l+AXERERERERp7OEvpOkEwAl6nQKhBMNdqPNS28JfZNpaoe+ocYb5iY/9J1a74mPQu5hmSdZhQfk\n", + "yPlTsqdouyx2D5uZe1huJz3M8w4lqy7OLzH296wcKdkpWX7DfBL6RtUJC8c2HHOP3D++1fe+mkkb\n", + "/juWaR76jsVlO6qi9NyfYD2/v92vz7WStTqdAl/VeD8MjGowFmOMZoJj1P+evpFsv37Aeu9fUii7\n", + "roe+/3SavYCP7d8pK5eXEPoiIiIiIiIippGEvpMkoW/8EvqGWiOb7TpYeTxy76Pmyu3mMvMWlchV\n", + "n/mYmIS+k+PUe08Mv1drqIuLTsn9lOm92Sa39/sHjo4Lcg/I+fP7ZJk+JvSNqv7+WVh0JaFz1GC8\n", + "d7uHdZ6Xe1wafJZLCadb6Pu2ep6GfWkr9IsZ6TSkc6fUGu8tYfcFj2VuiVxO2rD3092bss19P/3l\n", + "+6TWd7n0kNAXERERERERMSih7yRJ6Bu/iTTOup16oW+nXPXc/zE0qAv2BDYlnJlQ0+u1G1ILMSX0\n", + "nWi7H12RIzu2S1YgzCiQ1TvK5Hx9igY2LfekUntvufe36LAcu/Uo8D7S3dEkzR094etiwMtFW+XY\n", + "OAKr5sslstis7bH2Fn7LPjolqwO1Esvt8u3d1Ah949X6/JHM4Z395B6+ONkS+iIiIiIiIiJOVQl9\n", + "J0lC3/gl9PXzgZwsdO6rFin0zZNlhWUpMHTs1JLQd3LkPRGnkrXXa3ynj8X2u4clt+Sm7zx8O149\n", + "WCLnn/rPm1Qjhr4Evvh2jD68c3pJ6IuIiIiIiIgYlNAXERERERERERERERERETGNJfRFRERERERE\n", + "RERERERERExz/QLUdLSxsVG6uroIfRERERERERERERERERFxetnd3S3Nzc1maOqovWbTSd1nPQY9\n", + "FkJfRERERERERERERERERJxW6hDPGpZqL1lHHSY5ndR91mPQYyH0RURERERERERERERERERMYwl9\n", + "ERERERERERERERERERHTWEJfRERERERERERERERERMQ0No7Q94psWFQoRx45P+fIvPxT0uxa5v7+\n", + "AplnTN9wxXp8uchYRpdTlxTKtstP7GXb5PbxnbJsid8873oLlm+VXdfbjOn2c4boPJeld5kFq7bL\n", + "Ltd2TR+VSZYxb+UpZ/ojObLau0016/gje761zYXFNfbj8ajbKpA99a5p1/fJwhWH5bY5L+T8Bvxa\n", + "Ll8vkXnmctZ6t/ev9Txurtwq8wovSrf9WG04XhjcxpI8WVl0Sm53BOcHl9kqx1rsaVe+Dq4T0Hh+\n", + "Z52w85e45nN79vmJHMvNkfzznda8oivB5Vz7o9em0bNup1QWGvNc26otzpPF++/Z21Wt6+zUS0Pl\n", + "Tlls19+CVTul8qk1vf1umeSvyrOfK0+yiquk0d6GtR+F8q15jSy1Vr01OH1sv35AspxzaLxO99zq\n", + "CczzratVh+W+PV+96lwju6ac6ztvdZk0uJZLxO76s7JhdfA6LttxRdrNeU/kfPFWWejs94qdcuSu\n", + "vr/ovJD3j9Ulct6oi/bzO737fst4zS43XhM99uNE9DtmY9rKJVvlpHPOzGWM2jRes57XwJICyT9+\n", + "xz6e6O+lYetVPjCmh76/WI6rjs19db1PGOprw3kfjfXa8f6uKJDVJcHXnRrtdZm43vOwMPeAXLXf\n", + "Hz3nzdA6jpD6CPv9Eq22ppeh58/UrvFg3Ruvy8JT3te6PT/090uk17OnbgzNeuqokV3Osvp7b/9N\n", + "z+/FMetT29557v29J3tWGb/DLnfaj5/Iyfzg6yBaHbtfL6aB5431GWUchu1/m7Efa43POzcDj88X\n", + "Gefb/F3q87nEWCba74FEjPVeEe09L2Ldvc19tz+3BPV/bp3XeLlEVq4I1sPioovW+7p9XQLr2L8T\n", + "Y52bWO+j08nQWgi+h+vn7PheU7HPp3Vt3X8fRK5B1zaX75Or9uPEbZf9X9TLjGVef3+yXRpOPpAZ\n", + "O5qCyz5ulN8ve2TXXZPketaxp5vL1Mu7JS3B9QZ65PQ2XeaB7H8ced3W2sfy+79Y02Z+0iA7b/e6\n", + "toGIiIiIiIiIyTKB0HetLF7hCnXMxk6d5m2AchpRmi9/LQsXlZgNHWZAuVyDNquBrbu+TFYa29t8\n", + "3WooDVtv+T6pNX7Wx04jS7AB0K17H411bx32bFfVYDqrcKcsCwmgnFAwtNGn+/JOWWAsn79kp5wf\n", + "T8hjq0GX1YAa+jj0/AaPw7TnouQvcgIh3dc847yslT13rfnnjXO28ri3odzTANnzSCoL18q83OOu\n", + "Rna9ZoWSX1jg2SdTM/wNb+iOfP4SsOWUcX1c59X12L3vnuNwvHtYFgfqQs+Xng+jpsxtPZBvV+UY\n", + "1921vDv0Nc+l03DaI+31j6wvLxjPv9qol/zzj6yQoOeefJubIwt31JiPdT8Wr/CeQ61V/1qc6hq1\n", + "syJPNly2Qq3upw+kMfD68KurGtm23P2FB9fjaKFKInbo9dXr+MC+jk1y/6m1n7XFev0OS635Ouqx\n", + "35f8XndNZtgxz7j2Tu3kn9dtWCHO6krva23MRjhmrbEF5pdpjOc0vwBh7bf7NdBdf9hY19jPp7Hf\n", + "S8PXc4XK5vFOUP36HI/7fTzWa8e97EDLTdnjet3Fel2a6yRk+PV2wi73efNfPvz3S/Tamp6a59EV\n", + "eHjqRK+j8bpaXRkMJ3x/v0R5PXvqxla/ELWwqMoKz3qeSMPT4O//hIzy/uS3v93G786FxmPzC1nm\n", + "F0Ts31Mx6jjsWMKe1/8zynj0P99GnRufLbbdMo7leknwWELq3zLa74HEjPVeEes9z9mGp+7e4r7H\n", + "et9wbNc6MabvudVk10ObNLZY+xLt90PC76PTzPiuRfTXVKzzGe3vg/AaNNTPnsay+YXuL4aMVyv8\n", + "1bDXmRY79HVCXJe6zKf18ptPHgcD6Z5n8vHnxjRP6Bu6bqvsNNb79Mcu4+c+6XraLk/G+TpCRERE\n", + "RERExIkxgdD3a9mzvyDYQ0QbNwsPyx4nWDOmBRtMeqT5vBPePjHDDHdDr2r2XC2qCl+vMqSXnfnc\n", + "kYKK8MY193atoEnnaygVDEwt/Rp/rJ6nG660yXltpDk/AY00gZ69+tgdhIWeX+9xaGOLhk3mPmjj\n", + "sXEujxjHZu3vTWM7ocfj0+hlhp0FwV4iui/aKFV/WJa5eg2b+oa+0c5fIgZ79urj5lPB3sruffdv\n", + "vHMds9ZefpkcMa6RWRdm47oTADta19eqG103z+z16G4MNXsPh/ReN8Nl4zycN37W/cg6eNE49mDo\n", + "525wnV5a9ZhVclOaQxv4ItRVoGevs4zzuo4SqiSieR1zQ66jaY1sXpRnhhnBaVYv8WUHnR6w9uuu\n", + "p0kqXSGgE95c1iAvEIKMw4jH/MB8f1yZWygLjNeC1ZvX+xoIhrex30s96906IMvcX7KI+l46Rn2O\n", + "x91gHuu1417W1PW6i/W6DEwbs97rfVLrwK5P//ec8Pfl4LmOVVvu6dNH8zxGDH1vyi5Pr1j/3y+R\n", + "X88+dWNohoKrD0hty/h6bQaM+FqN9PvQ+WJIjevLIrHrOOxYwp53okPfyL/PzUBy1VZZqZ9PAtMj\n", + "fy7x/T2QoNHfK2K/56lhdfcW9z2e9w3nuSOOmBKh5qKfm+jvo4Fp08T4rsUYQl/Vcz6j/30QXoP2\n", + "Z1xjn9ovG3/XeEa5GY8TGPp+0Sh7t9XL2to+c1rr2Yfy2wONruX91u2SYxuM59/fQtiLiIiIiIiI\n", + "mGImFPpe1lDHbtS4WrxW8i/fcwVrVoOJM7yZDqFrDXXpDt+CuhtI3OvNW/W1OcRqcFl97vD1g/O8\n", + "jWuehhcNmuzGY53uHbLZp/Gn5ZSsXG4Pw6YhaISG57HpCit1m4FGodDz6zoH9jLWPt+Ubh1uVhuz\n", + "zLDT2KdHZbLM6U3k0jx2T6OX99xpCGc1Ouqx58k2d89Y3bfQRseo5y8xg8NSe+vCve/mz67z4a4v\n", + "bfzVBl+9brotM6S7bOx7aON6yPa7n1bJNh0CdEmhbDhlDZUbfr4MzcZX67rofLM+9Lzbw+7qPvjX\n", + "4jSw5aYcKSyQBYvWeoY9jFhXet7sENjTmGqeY1e9h16DMep7HU3D3x9U8/3GXN79utOhZ8tcw6G3\n", + "WUOIG9M3XJmAL39EOebmyu3GtLWyyxUgul8DOgypNZypt6Y9y7reMwLPYaz3rWe4Ye/7wbj0CSnc\n", + "1zjWa8dTD2rI6y7a69IzfUx632eXFQVr2HPeDK39DK+f4LmOVVve6dPF4Pmxp3nqPk9WH3SGKTeM\n", + "8PvF9/rbmuc3sD3n/DdJ7XFr+P7F+QdCPj8koE9tm0b7fXjX+Gyk++Q6dt/jcNWx/2vA/bzW692z\n", + "zHiM+vv8puxabux//lnX71Hv6yVwbBF+DySq7kvk94rY73l+j9/mvofXqt9ze48jWMf29fa8Tgzt\n", + "bUY/N5FqaLzvk+mpeS1c59D/PTz6ayrq+Yzx90F4DWpI7Hwe0v1wj5Q0HiOEvp5hmINDMVvBrWv6\n", + "F43WPtqh790fH8pMMzDulMNrH8jeB+6gN8K6LS2yf9sDmWlMW7z/mTyx9wMRERERERERk2tioa85\n", + "jKv2BDEem40f4Q1Z4Y0p0XpqWA1bgfW0x6b7Hpem+tzhjX7Bed4GLr23qzVEa6f5bXx3I5A31Axv\n", + "/NGhD73LT0zjmR6rNrDqcQZ7eoSeX5/n0l4Gq8rkyA6nV4H21NkpR45bvQc8yxqGNUCaPWCN7Woj\n", + "uNnr131shu5lw0LfWOcvQZ1hq2+VSZbTgGbo3vew47C1wm/jfOTaIbo2wq04LEeMax5ed/6Nxd1P\n", + "z0r+cquHXrSeWHqcuh/Wdjvl6g5rCNFK4xr61+I0suWm7DLOrfmajlpXxvvFCm301Pp2NXiGhRvj\n", + "M5GevtZ1jfC6c9QvExivv2Aj7jiMdMzm0KqFsuugt0ex/2sg9ntpcD3ryybeY9fjnaD6tY/H3aPM\n", + "/f4f67UT9rvCDDWs2wHEel0Gpo3Z4PXWL4xYw2pb8/zPd3h9BH+/xKot9/Tpo3ke3cGHq+51OOzg\n", + "vWMj/34Za0/foE1SW+JTO2PV97Ua6/ehdYuBDZeD68SqYz0WT6/wsOeNHlCNzej7r9dtofG7Vd/X\n", + "nZ7KMd8f3b8H/ObHafT3itjvec42wkPft7Pv8bxvOMfh6enrvt6+NRfr3ER/Hw1MmybGdy3GGPq6\n", + "zmesvw/CalC/JOtZfqJeyxPb07dBh3T+y0M5fc94vPaJPPEsH2Fdx5YW2WTsy+KzOtSzz3xERERE\n", + "REREfKsmGPpaDRvLVhXYvUTiCX3t3p3Lv5bz9vCL0e7pe1sbVlzDnFrPHXwOr+597Ancc9FsiDcD\n", + "T3eAbA8tHBhaMrTxxxoC2N2IH3o/3oTVxh9z6ET3N/1Dz6+3AclSgwXrXsrOcVwuWisLl4cPLad6\n", + "Gr16Hoh5T1+70dm8Bu4GaA1M3UO/hoa+Mc9folqNzytztZdusKeRe9/9G+8Mnx6XlSuM8xHo5azX\n", + "UM+Hd6hKS1dtmvd5bLOG1tMhRlfY9/81j3GtbLjs3GMv/J6+gfroqDLve6jn3r8Wp7pN0lhvn0Pj\n", + "55MFxjU8/iRmXWlD6TK91u4QJ0IDd8La1zFw70yjxpx7JVr3XS2T++b+RLunr4/6mvAECePQ95jb\n", + "zNez9R5j9SyOPtxw7PdS93rt+iUJz9DU0d5Lx+od2WUOmW6f8xZ9fQTfH2K9dtzv+d0t9r0TnUAw\n", + "xuvSXCYh3ddbv8AUDLj8z7d7+ZDfL8b86LU1PTXPY4TQ17pXrz18cLTfL1Fez36fMZqfPpB2+/3G\n", + "7DWfe3x8PTj9XqvR9td87P0sFFwnch2b+2oOS63L98j9g8a589zaIvQzyjiMtv/G8a5cYvUitXos\n", + "2z/7vj/6/x4Izh+7sd4rYr3nOduIHfpOzr5Hf98Iah2HcW4f2fttnPdlTp35/n6IfW6ivo9OM+O7\n", + "FtFfU5HPZ+y/D0JrUL8g5LkW2tPe8/pO1AkOfQf65PKOevmXzx/IHyu0NmOFvp3S8KBLusyfu+TY\n", + "Zt2XDtd8REREREREREyWCYe+2nioDW5WyOZt6PRrkLVsk9vHd8qyJda33YPDlfqs12M813J3g54+\n", + "d0hjakBrnvMtenNI6VtWw4f7frHO8ua0QPgU0vijDTKh97nVaa7eqIlrBQze/Qk9v8HjCIavVs8x\n", + "d0OS2dvVp0FRNRudnG0syZOVxVXSaDaG2w28nqDYmhboeRIS+sY+f4nbrfc3C9SQpbvBznMchsGa\n", + "0p6jxjRXw57Z48ensdRTmy0XJX+5s708ydLzYi/XfrdM8lflWfOcc2bP0/1w17MZohnL+dfiVPeO\n", + "UcP2eTJcbA6FHEdd2b1dPMuYDdzO9TCcgGDVvI5aG+Y2tTH2jj3viZwv3ioLnfeewLDzOs/9GvRx\n", + "wkNfZ/8Mje3eMbbvuV+wGcxYoZj79eA1+nupdz3rNbAyUMPR3kvHbnf9Kddrp0DyjweH7o312tH3\n", + "/MC5MNe96Xlfifa6TFzv9e7W87+8RK4a75H+7zne92X37xfLaLU1PTXPo/s1ExJmmfNzj8vNGL9f\n", + "Ir2ePXVjqPWkXxRbYD9esGICrkHoa9XY/4qYvw+9n4Uco9dxk1wtcdXP6pKQoalDPqOMw8i/zw/J\n", + "fvM9PHjOzC8zGMu2+34u8fs9ENxmIsZ6r4j1nqeG1d1b3Pfgcxia771+z63Le49D63qxfmlE50X4\n", + "nRjr3MR6H51Omtci7Hem9z0/1msq4vmM4+8Dbw3qqDzez7jWNB35xD0tERMJfV1DNDvTA6Gv8XPt\n", + "Y3l32UM5bf69EBr6hq7bIjs/rzeHdtZpv93WKDfH+TpCRERERERExIkxjtAXMZ29E+zR6zsfERER\n", + "ERERERERERERMb0l9MUpq3kvxUU5srjglKvnDyIiIiIiIiIiIiIiIuLUktAXERERERERERERERER\n", + "ETGNJfRFRERERERERERERERERExjCX0REREREREREREREREREdNYQl9ERERERERERERERERExDSW\n", + "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", + "RERERERERERERETENJbQFxERERERERERERERERExjSX0RURERERERERERERERERMYwl9ERERERER\n", + "ERERERERERHTWEJfRERERERERERERERERMQ0ltAXERERERERERERERERETGNJfRFRERERERERERE\n", + "RERERExjf3b16lVBTCf7+vrGrd+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERE\n", + "RERExHSU0BfTTr8Qd6z6vRgQERERERERERERERER01FCX0w7/ULcser3YkBERERERERERERERERM\n", + "Rwl9Me30C3HHqt+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERERERExHSU0BfT\n", + "Tr8Qd6z6vRgQERERERERERERERER01FCX0w7/UJct8XFxb7T3fq9GBARERERERERERERERHTUUJf\n", + "TDv9QlxHDXwd/eY7+r0YEBEREREREREREREREdNRQl9MO/1CXNUd+MYKfv1eDIiIiIiIiIiIiIiI\n", + "iIjpKKEvpp1+Ia5f4Ovot7zfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERE\n", + "RMR0lNAX006/EHes+r0YEBEREREREREREREREdNRQl9MO/1C3LHq92JARERERERERERERERETEcJ\n", + "fTHt9Atxx6rfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERERMR0dGyh7475\n", + "8rOf/SzE+bLDmLdj/s/kbz4t9y77N59Kuf5c/qn8jXsde7qu87Of/XdZX2mvox5ZIX+ly8zfYT4u\n", + "//RvgusZWs9xRNb/5q/k3+u0f/cf5K9+u956HpwWhga4iej3YkBERERERERERERERERMRxPr6WuG\n", + "v1bY60yLHfp6l3fW+eUvfyl/+0VlYNqRFX9lTvOEvvbPjhe3/Mbc9hHz8UU5Uh5cH1PHH3/8UU6e\n", + "PClVVVVh8yoqKuTs2bNh0+PRCW6/+eabMeus6/diQERERERERERERERERExHkx76zl+xQv7qb7+Q\n", + "SnPaHsn8xW9lxYpg0OsX+l7dkyk///lvZH35Re90TCnPnDkje/bskaNHj3qC3x9++MGcXlZWJtXV\n", + "1Z514tEJbjXEPX36dNwS+iIiIiIiIiIiIiIiIuJUdEJDX/cwzKaRhne2Q1wz9N1xRFb81d/Ip+XG\n", + "cnsy5Re/3SJHXEFv6PDO83dYz1e+JVP+03/4d/Lv/2a+fPEd4W8qeuvWLTl//rwn+HUC3++//15u\n", + "3Lgh169f9103mk5wS+iLiIiIiIiIiIiIiIiImAo9fXdYQzr/1YojxuNfSOYeb+9e356+LsvX/0Z+\n", + "/vNM2eMzD5PrtWvX5ObNm4HgV0PX8Qa+qhPcEvoiIiIiIiIiIiIiIiIipkjoa87/q7+Rv/mFFd7G\n", + "Cn0vVpZL+UX78XcfyS//3XxC3xTVCX61h29xcbF89913UlNTk3DgqzrBLaEvIiIiIiIiIiIiIiIi\n", + "4lsNfV3DO9vTA6Hv1Ur54m9/Jr9cccRcNyz0da2rz1G5/rfyi39vPf53/+E/SeaOyuDzYspZUVFh\n", + "9vD99ttvPUM9+y0bj4S+iIiIiIiIiIiIiIiIiEETC30R49QJfHVIZ/dQz+MJfgl9ERERERERERER\n", + "EREREYMS+uKk6Q589R6+tbW1nuBXp1dXV/uuG01CX0RERERERERERERERMSghL44aWrIe+bMGTPw\n", + "de7h69zj98KFC2ZP30Tu7Uvoi4iIiIiIiIiIiIiIiBiU0BcnTQ10b9++HRbsavB769YtM/x1T49X\n", + "Ql9ERERERERERERERETEoIS+mHYS+iIiIiIiIiIiIiIiIiIGJfTFtJPQFxERERERERERERERETEo\n", + "oS+mnYS+iIiIiIiIiIiIiIiIiEEJfTHtJPRFREREREREREREREREDEroi2knoS8iIiIiIiIiIiIi\n", + "IiJiUEJfTDsJfRERERERERERERERERGDEvpi2knoi4iIiIiIiIiIiIiIiBiU0BfTTkJfRERERERE\n", + "RERERERExKCEvph2EvoiIiIiIiIiIiIiIiIiBiX0xbST0BcRERERERERERERERExKKEvpp2EvoiI\n", + "iIiIiIiIiIiIiIhBA6Gv30zEt6E70I1HQt/U1O9aISIiIiIiIiIiImL8+rW9IiLGI6EvJl33L7R4\n", + "JPRNTfXaAAAAAAAAAAAAAEBiaBurX9srImI8Evpi0nVqMF4JfVNTvTYAAAAAAAAAAAAAkBjaxurX\n", + "9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAAAAAkhrax+rW9IiLGI6EvJl2nBuOV0Dc11WsDAAAA\n", + "AAAAAAAAAImhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtJ1\n", + "ajBeCX1TU702AAAAAAAAAACQ3vT1v5CGR81ytfYnqbp2z/xXH+v0yaCjq98UIvPwSbvHWIx1eUiM\n", + "c7cG5MClHtOO3tf21PGhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAQPqi4a4GvZHU+ROJ\n", + "hr1OMDmZwa87AB2L8eK3bjzGy1iWDWU866YaseozlhMNoS8ippqEvph0nRqMV0Lf1FSvDQAAAAAA\n", + "AAAApCfxBmoTFfy6A1/HyQp+Q58nXuPFb914jJexLBvKeNaNht/1S9R4GG/gq0400ULfx21Dcv72\n", + "gKn+HC/axurX9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAApB86dHM8wZizzEQO9TyW4C9R3AHj\n", + "WIwXv3XjMV7cy7rXd4fkoSGsg/vniWIiA181FhMR+KoTTbTQt+7Jq8A8/TletI3Vr+0VETEeCX0x\n", + "6To1GK+EvqmpXhsAAAAAAAAAAEg/3KGa4g7K/KZPVG9fJd7gbzy4A0a3Dn7z1HjxWzceE8FZt6m1\n", + "254S5Elz17i2HQ8THfiqsWjv7PXUYqJONO7QV3vz3n36ylR/JvRFxGSYUOiry3d0dgd0tsF0po93\n", + "ejwS+qamem0AAAAAAAAAACD9uFr7kycYcwdlftN1+URw90x1iBT8+S2bKO6A0a2D3zw1XvzWjcdE\n", + "0PWa23rMf93nyAljneB3MpiMwFeNh4kIficad+jrDnl1OqEvIibDCQl9Ecdj1Y9XzJqKV0Lf1FSv\n", + "DQAAAAAAAAAApB+hwZj7caTpY8UJDEOJFPzptIkKfp3nCNXBb54aL37rxmMiDDy3AsTOngFzG3qO\n", + "nHPrnK+JOm9unOeYDONlvMHvREPoi4ipJqEvJl1C36mhXhsAAAAAAAAAAEg/xtrT9/qtB+bjeBlP\n", + "YDgRAaZ7e7EYy7IOY1lnLMvGQgNgZ1uTEfQ6TGbgq6YrhL6ImGomFPr6BXeIiaqh71iCX0Lf1FSv\n", + "DQAAAAAAAAAApB+TfU/fTrtXaiL29b+0t5I47u3FYizLOoxlnbEsGwv3eZ3M0NcdLk+G6QqhLyKm\n", + "moS+mHQJfaeGem0AAAAAAAAAACD96Ot/4Ql3I+Eso8uPFae3aCiRgj+dNlFBpvMcoTr4zVPjxW/d\n", + "eEwE55w451MDWSeUdc+baCYz+I0X95cTEnGiGUvoe+PRSzl/e8A0GtrG6tf2iogYj4S+mHQJfaeG\n", + "em0AAAAAAAAAACA9GUugNtaevg5+YWSk4G8ig0t3wOjWwW+eGi9+68ZjIuh6Ta3d5r/uXtBOCPyk\n", + "uSvhbcdisoLfeBhv4KtONGMJfd3LRkPbWP3aXhER45F7+mLSHUvgqxL6pqZ6bQAAAAAAAAAAIH15\n", + "G8FvKGMJ/hLFHTC6dfCbp8aL37rxmAjOuhruhuIEvoluOx4mI/iNxUQEvup4eTE4InefvjLt6H1N\n", + "6IuIKSehLyZdQt+poV4bAAAAAAAAAABIb3ToZg3Zrt96YAZlt+oemY91entnrydEm4jgN97gbzy4\n", + "A8axGC9+68ZjvLiXda/v7g3t9PR1dHD/PFFMdPAbi8dP2zx1l6jjRYPeSEEuoS8ipoKEvph0CX2n\n", + "hnptAAAAAAAAAABgajNRwa9fcKjTJoPQ54nXePFbNx7jZSzLhjKedaMxkcFvPExEb99E0KC3o892\n", + "gkLf4TejgW32Pn9jP5OFtrH6tb0iIsYj9/TFpMs9faeGem0AAAAAAAAAAGDq4w5+9edEcQeHkxX4\n", + "Ku6AcSzGi9+68RgvY1k2lPGsm2qMN/hNBCeoVScq9HVvR6e70TZWv7ZXRMR4JPTFpEvoOzXUawMA\n", + "AAAAAAAAANMDDXvHE/g6aNg7mYHvVMAdFMcT4o51eYiME86GhrWEvoiYihL6YtIl9J0a6rUBAAAA\n", + "AAAAAAAAgMTQNla/tldExHjknr6YdMcS+KqEvqmpXhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6\n", + "hL5TQ702AAAAAAAAAAAAAJAY2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAAAAAAAAAAAgMbSN1a/tFREx\n", + "HrmnLyZd7uk7NdRrAwAAAAAAAAAAAACJoW2sfm2viIjxSOiLSZfQd2qo1wYAAAAAAAAAAAAAEkPb\n", + "WP3aXhER45HQF5Muoe/UUK8NAAAAAAAAAAAAACSGtrH6tb0iIsYj9/TFpDuWwFcl9E1N9doAAAAA\n", + "AAAAAAAAQGJoG6tf2ysiYjwS+mLSJfSdGuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPTFpEvoOzXU\n", + "awMAAAAAAAAAAAAAiaFtrH5tr4iI8cg9fTHpck/fqaFeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", + "TLqEvlNDvTYAAAAAAAAAAAAAkBjaxurX9oqIGI/TJvR98uN38pc/5ci8RTmyYNkW2XWtPTCv7ugm\n", + "Y/oWOfLYXv5SscxbeVBu2vPVSzvzZHHJHem4f0T+YmxDt2P66RGpCyxXLwc+dc2z/cvRenu9YjkX\n", + "suy6S9bjc5u965jT7edauLPGXkdtkYqNuswmOXBfH1fJOtd68zzPkR4S+k4N9doAAAAAAAAAAAAA\n", + "QGJoG6tf2ysiYjxOk3v63pFdWXmy7twz83Hzg3vyU6tr3spNkrexQD7SUNecdkW2LCuQXXecZVyP\n", + "w8JbP61A1wx7nWlxhL6e5VVdJ2utLF72rVxyprWek7yVxjRP6Ov8nJ6OJfBVCX1TU702AAAAAAAA\n", + "AAAAAJAY2sbq1/aKiBiP0yT0bZRjeTnyl69r5GEg7LX98VtZqL117xyUj7IOSo09PdCz11nG6fn7\n", + "tkPfTw/Kro1rZcuP1rSHJ7fIRyUHXUEvoW+8EvpOrnptAAAAAAAAAAAAACAxtI3Vr+0VETEep0no\n", + "a/i4Rg5sLJAFi9bKp19flJ/s6RrufnL8ofGzhrB5gXC149q3stAOgT2BrBneuoZT3lxlTfcYKfR1\n", + "rWfrP7yzHeKaoe8RqTm3QxaYz/NQjnyuPY7dQW/I8M6e4abTQ0LfqaFeGwAAAAAAAAAAAABIDG1j\n", + "9Wt7RUSMx2lzT9+Aj2tk+6c58unJRmuoZHdgqgZCXGtI6C0/aqjqut9vWI9dPyeyp+8RqdP9/NMO\n", + "qbhhPP68XB56evdOjZ6+3NM3/dVrAwAAAAAAAAAAAACJoW2sfm2viIjxOE1C30b56c4zabZ/PrYu\n", + "Rz45+tAcKnlenoao9nKPy+WTRTukwh4C+mZJgXz0+RZZaAat9jLJCH3t+R+tLLB7JRP6Evqmnnpt\n", + "AAAAAAAAAAAAACAxtI3Vr+0VETEep0noe0N2rcwL9OZdvPGI1DzToZJzJK+ixbWcNc0KVo3Hep9f\n", + "Y3nPMmZ46+oZ7DuccmKhb2CbhuZ0V+hr3ld40Q45aQbSoaGve91YgXTqSeg7NdRrAwAAAAAAAAAA\n", + "AACJoW2sfm2viIjxOH3u6Ysp61gCX5XQNzXVawMAAAAAAAAAAAAAiaFtrH5tr4iI8Ujoi0mX0Hdq\n", + "qNcGAAAAACab65L981/KO+++K++++yv51TvzZEtVuz1v4hjsG7R/mlzaS9+Xn/88Q/Y+tScEGJSq\n", + "rF8Y87KNI7anvKV98qW9VN5/v1TCz3S7lL7/c/l5xl4JP4QqyfqFMS/bOYLxos/1C/mVee3fkV/9\n", + "KkOyShuMMxWZpJ4zAAAAABgz2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgstHQNxiESl+VZL/jF5qO\n", + "g/Yyef/dndJgP5xMNPT98MMPJSP0ADQwfS9DMgLHel1yf7lEzvaZD94+UUPfD41jCL8Gg1VZ8l5G\n", + "xgSHvu9LaWAnnhqPfylZVZGC3SSfMwAAAAAYM9rG6tf2iogYj9Pknr6YynJP36mhXhsAAAAAmGxC\n", + "Ql+Dui2/lvfLJr6379vADH1LSyXr3b2ekLnv1Icyr6ws7FiTRozQt7Q0S97d6zkCOfXhPCkry57E\n", + "0Nc6T7/ITYkzBAAAAAATgLax+rW9IiLGI6EvJl1C36mhXhsAAAAAmGzCQ9/rub+QrLPa29OY9+5O\n", + "qTqbLRnv/Ep+lV1lzh9sKJWs93RIYHWe7KzTZetky6+zxFzNZvBslvx6S11YwNletUXef+cdc0jh\n", + "dzI+lL3m+orPvmT/XJyM8+mpLMmwhyJ+5515UubTG1lD3/dLG6Qq6x3Rp7bok7J5xvJ97u2H/Pxu\n", + "rpTunGcd069+JRlZp8KHV1aMbeyc5xz7u5Kx5XpgOOTr2e9KbulOmWfOM85XRpacCmzkqZzKyjD2\n", + "W+e9J1k7c2VexND3fSltqJKsd7YYZ9Wmr0zmzSsznt4d+vbJdWef1Ywtct3cmXYpe/9d47zZezao\n", + "x+e9NhbhoW972fuBsFmPZ2fVWcnO0KGfs6XKc87sOsgwjtN4bh0a2smo9fpa50D3KXgOBut2yvv2\n", + "9HfeyZDcKroMAwAAAEw22sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgsvEGeX11e+X9d3Pt8FDn/Vze\n", + "3+m6z6s5TLJrqObBs7LkF9b6T/dmyLwyJ8jToNUeotgd+j7dKxkZrvXN4aQ/lFPmat59UYKhrzHv\n", + "ndhDRFuhr/FM17PlHSf11efPOmscg3v7oT//WrIDwxoPytklv5BIHV4HAydDjzEYmuq+/jq7KnCu\n", + "Bs8uCfSa1XOTYZxHh6d67+Fooa95CMHgWo/LDOI9oa9BcGekr2yedexKIOjVHsKuANiDN/QdfHpW\n", + "st59X5xO3no8P3/fOOeBVV3nTOvgl8a6ocm4cX3fM851IM5t2Cnvmsepz7XEJ3gGAAAAgMlE21j9\n", + "2l4REeORe/pi0h1L4KsS+qamem0AAAAAYLLRIO+X8o7dA3NedqlcDySROi+kh+j1XPnFL7WXrt2T\n", + "03SJnNJ1tDdqxl6rh6yGu9ozVX92hb7ak/S9kKTQE+xGDH0HpW7n+/Lu+1my92xDMFQMIRD6as/j\n", + "d6xtPd37nn2fWvf2w3+2+jFb6Hbc2WqA9irZ+eE8ec/s6Zwh7/7aG/ranaEt9LjNjVg9bz2jNYf0\n", + "fg7iCmLrtsg75vpPZe97WWIdgjv0bZeqnR/KvPfeM69Dxru/Doa+ylPjOX75K5kXlsw66HP9wuyp\n", + "q+u/9+FOOfs0eLH1eKwe3w6uc6Z1YAbpXvT6/uJX7tpQd5rrmD21Mz6U3NLr4noaAAAAAJhEtI3V\n", + "r+0VETEeCX0x6RL6Tg312gAAAADAZBMetAbxmadh34enIoSug1KV9Z7ZuzcYtBqEhL7ee9Uam4wr\n", + "9LUZbJeGszqEcnA4YTfB0Fcz03eMfaiTvRlZVmDq2X6kny38Q9+nxrbelZ2BMZe9PWXD9tUV+pa+\n", + "/563V2w8oa8ZXBv7XrdXMrLsHsSu0Fd7D78b3BnPsSuDxrIZGRnynrG8f8bq3f9Qwo7HfZ60DjwJ\n", + "t4VeX3NI74gMytPrpZJtnMess5GiewAAAACYKLSN1a/tFRExHgl9MekS+k4N9doAAAAAwGQTHngG\n", + "8Zmnw/r+4n1r2GYH1xDDg1VZ8s6WvVZY6Ux2B5z6s3t4Z2N77uGdc3+h994151jzfh0aPFr0nfrQ\n", + "26vVxhN8NuyVd3/9a8kIhJCRgt7w4/QPffW+xa6QVHvSGufCeRw59LUCWvfwzu1l82IO76w07H1X\n", + "fv3rjOD9iV2hb90Wd8/ep8Z6vwg+bi+T9981jsm4Nnpv3g+tExzCOELfKMM7Z/w6W9y363WVR5C6\n", + "nXYvZgAAAACYTLSN1a/tFRExHrmnLyZd7uk7NdRrAwAAAACTjU+wGyDCvKdlkpXxjjUk9DvvSEZu\n", + "lavnrwajP/f29gzp1dp3XXvqOkP/zpOddcFU0BwC+Fe/subN2yllO9+zg8frsjMjw17HmudaLYC3\n", + "t6v2zP11MDD1HE+kny38Q19j36uyJcM4Zt2H97JOSdmWD+MKfXVfTmVlyDvv6P6/J1lleyUrjtDX\n", + "ClG3GGfVxj28s94P2bkO72XJqbIt8qG5ogbA7kC2Qfa+5xPQjif0NRhsKA3UwTvvBHtem9fXOEfW\n", + "9Hfs4aXbzePP0H119jdsfwAAAABgotE2Vr+2V0TEeCT0xaRL6Ds11GsDAAAAAAAAAAAAAImhbax+\n", + "ba+IiPFI6ItJl9B3aqjXBgAAAAAAAAAAAAASQ9tY/dpeERHjkXv6YtIdS+CrEvqmpnptAAAAAAAA\n", + "AAAAACAxtI3Vr+0VETEeCX0x6RL6Tg312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtIl9J0a6rUB\n", + "AAAAAAAAAAAAgMTQNla/tldExHjknr6YdLmn79RQrw0AAAAAAAAAAAAAJIa2sfq1vSIixiOhLyZd\n", + "Qt+poV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9MuoS+U0O9NgAAAAAAAAAAAACQGNrG6tf2iogY\n", + "j9zTF5PuWAJfldA3NdVrAwAAAAAAAAAAAACJoW2sfm2viIjxOCGhr7MNpjN9vNPjkdA3NdVrAwAA\n", + "AAAAAAAAAACJoW2sfm2viIjxmFDoiziROjUYr4S+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", + "TLpODcYroW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BeTrlOD8Urom5rqtQEAAAAAAAAAAACA\n", + "xNA2Vr+2V0TEeCT0xaTr1GC8EvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX0x6To1GK+Evqmp\n", + "XhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6Tg3GK6FvaqrXBgAAAAAAAAAAAAASQ9tY/dpeERHj\n", + "kdAXk65Tg/FK6Jua6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9MWk69RgvBL6pqZ6bQAAAAAAAAAA\n", + "AAAgMbSN1a/tFRExHgl9Mek6NRivhL6pqV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9Muk4Nxiuh\n", + "b2qq1wYAAAAAAAAAAAAAEkPbWP3aXhER4zGh0NdZBzEZEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0V\n", + "ETEeEw59ASYDpx6jSeibmuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPSFlMKpx2gS+qamem0AAAAA\n", + "AAAAAAAAIDG0jdWv7RURMR4JfSGlcOoxmoS+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0JfSCmc\n", + "eowmoW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BdSCqceo0nom5rqtQEAAAAAAAAAAACAxNA2\n", + "Vr+2V0TEeJw2oW93d7f9U+qSyvv4tvbNqcdoEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1T\n", + "CEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/\n", + "tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAA\n", + "AAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axe\n", + "GwAAAAAAAAAAAABIDG1j9Wt7RUSMR0LfFILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOib\n", + "QhD6Evqms3ptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6\n", + "tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAA\n", + "AAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf1\n", + "2gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Lf\n", + "FILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOibQhD6Evqms3ptAAAAAAAAAAAAACAxtI3V\n", + "r+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAA\n", + "AAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr\n", + "1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6\n", + "phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMxwkNfTUYRIxXP5x6jCahb2qq1wYSZ8aMGYiI\n", + "iIiIiIg4gQIApBvaxurX9oqIGI/09E0hUnkf39a+OfUYTULf1FSvDSROOv4xyh/QoFAHoFAHoFAH\n", + "oFAHoFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAeg\n", + "UAegUAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+Mcof0KBQB6BQB6BQB6BQ\n", + "B6BQB6BQB6Aksw6oQQBIR7SN1a/tFRExHgl9UwhCX0LfdFavDSROOv4xyh/QoFAHoFAHoFAHoFAH\n", + "oFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAegUAeg\n", + "UAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+MZoO76sw+VAHoFAHoFAHoFAH\n", + "oFAHoFAHoCSzDgh9ASAd0TZWv7ZXRMR4JPRNIVJ5H9/Wvjn1GE1C39RUrw0kDqEvpCvUASjUASjU\n", + "ASjUASjUASjUASjJrANCXwBIR7SN1a/tFRExHgl9U4hU3se3tW9OPUaT0Dc11WsDiUPoC+kKdQAK\n", + "dQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjEdC3xQilffxbe2bU4/RJPRNTfXaQOIQ+kK6\n", + "Qh2AQh2AQh2AQh2AQh2AQh2Aksw6IPQFgHRE21j92l4REeNxWoe+vcdPyMA4j2XgxyvSe+KE/Sgx\n", + "XjU8lK6SEnMfe8rK5EVtrT0ndXhbH9KdeowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCU\n", + "ZNYBoS8ApCPaxurX9oqIGI/TOvRt+3KtdB88aD9KjO5v90l7wQb7UWI8r6mRpj8tNfexdc3n0nu8\n", + "3J6TOrytD+lOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+LXJ0/kyZNXu2\n", + "zDbMmDVLZmdulOoue/ZYqc2XGfmT1zGl5eh8mTkruK9zso9K/YA9c7y0HJX5848aZ2Ry0H2ff3Sy\n", + "tj6RuGsiQ2bNmiPZR+sl2mkeGhiyf5oIBqT+aLbMmTXTuNazDOfI0pJa7/MP1MrGOVYd5Fww5oQ+\n", + "niwmuUbGg7ax+rW9IiLG4zQPffOl+8D4Qt+ub76Vto0b7UeJ8eLGTXn2b4vNfWzJ/kz6Tp6056QO\n", + "b+tDulOP0ST0TU312kDiEPpCukIdgEIdgEIdgEIdgEIdgEIdgJLMOpieoe98cWeRXeVLZebSiqgh\n", + "X0TeQujrDk4bS+fLzOwLMiGRI6GvTWhNNErp/JmSfSHSWa6V/JlZMjFZ65BRQhmSkV3hug4DUrtx\n", + "rsw26srZg8aS2ZJZHvxmQujjSYPQFxGnqNM79M37UroPHrIfJUbX3hJp37jJfpQYL2/dlmcfLjT3\n", + "sXnlSun7ocKekzq8rQ/pTj1Gk9A3NdVrA4lD6AvpCnUACnUACnUACnUACnUACnUASjLrgNDXYDzB\n", + "1rhD30YpzY783GHB6UCFLJ2ZLxMSM4870BuSC9mR9yWlQt/GUsmOuC/hNTFQsVRmTmKYH6CrXDJn\n", + "bZQ6+2GQeimaHdyn2vwZ4t6d0MeTBqEvIk5Rp3Xo25r3pfQcOmw/SoyuPXukY9Nm+1FivLx9W54t\n", + "Wixdra3S9Je/SH/lGXtO6vC2PqQ79RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayD\n", + "t/F3dn//ChkY+Pit609owDdk9p4NhJNhIVfI8gN1UjQ/QzLMoYAzpagoW2Y56VtLhWTPtYbcnT1r\n", + "psyYOVeyS61hegfqjwbn6Xp1OrVFKrLnyKyZs6zpWeUS2nczLDjtMvZvdok0Gj/qvOzyWildauzP\n", + "rPlSqosN1MtRY5sZGcb2MjJkfs4Fz7Ho85nzZhv7VpLvOtZayZ/hDXA9waK93Vk61LQOM116Q2pL\n", + "MmX2zJn2uSgKCy4jh75dUr1xfmAf5ywtEfN0GEdVMnupVDg9aBtLZc6MOVKqB6to4G0fu//51Bl6\n", + "fezpuu38ahnQ6zJHh022pmeF9ZAND327jH2fXWI9cW3+bCmqviA5c3To53ypDjlX5r4Y29fhoXVo\n", + "6NJ6a3pX9UbJNPfPcE62VPidCv3SQE61/cCLnv/sC9a5mj1zhsw0r9tG+c7z2D7v5vWZaz2XYWZR\n", + "ndVzXes5u1xqS5ca53uWzDeLJNq+RauR1ELbWP3aXhER43F6h75ffCE9B8cX+nbu3i3t4w19b9yQ\n", + "puV/ls4nT+TZn5ZIf2WlPcfLyOvX9k8Tw1i2F+lD+kTvk1OP0ST0TU312kDiEPpCukIdgEIdgEId\n", + "gEIdgEIdgEIdgJLMOngbf2c3N/8sKfqjAV/wnr6zM2ZKRnZ58D65UUNf7dk6U7IDqeSAVOfMCvT0\n", + "1WF6NzrJ59AFyXZ6cOrPc4vEzgKN1SokK9Bbt1byo4RqnuB0SAO52YHHOm/GrGypCGSYofunuel8\n", + "ybB3qrF0jswpCuyFtBjzZsQV+lrbDQ9w9dyMvadv6H4MVOdIxtIKM/Cu2zgrMKxyY+lcycnPkbl2\n", + "6jt0IdsKYqOcT33OLNfxB6jNjxBAK97Qd0hD4pBetjPmG88X2KzrXOm+zPQGxiaNpTI32zVkeH2R\n", + "zPa5zuY1jNBl133+Qnv2eh/r9ZkrwVM6IBVZM635Ws8zjHMaLJKo+xa9RlILbWP1a3tFRIzHaR36\n", + "tuTkSvfhcYa+O3dJ++Yt9qPEeHGtRlpWZkub9vidM1N6v/rUnhNkZGhIHv/v38royIg9ZXwMXL0m\n", + "z5YstR/Fxu/8jQwOGvv0O/vRxODUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw7e\n", + "Vk/fZOhPeK9ODcHmZ9ghYtTQt1byZ2aL51avgeGdNXib7QreqiXHCX2NZWbOzAj0wrTMEqvDaezQ\n", + "1+mhOnvuUimqaAyEdTrP6Y1qofuXYzyzi8DxdBnHMVs8i3uONVro63PcJomEvrofc61eyQFcz123\n", + "UTLMJ22U0rnGc3ZdkOw5pWbv3kCoHu18mr1658jSjUeltsW1wzFD3+AXAeYuLZKKxmBwrOfBe39f\n", + "1/7qvvjcY1l7CgeuW8Dw3tC6fvSevtaWo4e+en2cHtdBzR7Neo3t3tEOkfctVo2kFtrG6tf2iogY\n", + "j9M79P08Z9zDO3ds/0o6tmy1HyXG8x9/lNacXGm5eEmaP/gv0vvVZ/acIK97e6XxX+fKyKtX9pTx\n", + "0XfqtDStiDQcTDh+5+9Nf788/pcPZGQw7JNRwjj1GE1C39RUrw0kDqEvpCvUASjUASjUASjUASjU\n", + "ASjUASjJrIN0/Dt7fPiEvmaIZ0+LFfrOCAlVNbRz0reWclk6O0Myly6Vue4hhzUYXOrqWenB2GaU\n", + "UM0/OLUIn6fhX0g4GzgePY6QsHVMoW/IcZskGvqGBIue5zZ+ztgodWZvVA1TNUzXIZ7rZGOGK2iN\n", + "eD4thhpr5WjOXJltbMPK1uPv6RtKaODq2V/dF5/QVoPVWYFu31GYkHv66vVxDYvtxie0jbxvsWok\n", + "tdA2Vr+2V0TEeJzWoW/zmhzpGWdP345t26VzvKHvpcvStr5Amk+clJbf/630bA8PfYdbW+XJgj+Y\n", + "QetE0PNdqbR8Gv48kfA7f687O+Xp/50vbwae21PGj1OP0ST0TU312kDiEPpCukIdgEIdgEIdgEId\n", + "gEIdgEIdgJLMOiD0NagvkjlO8Kb3zHWHcC2lMt8JhM0A0jt8cm1+cHjnoeocmetNMy3sIYAD96ZV\n", + "hpxkVgO7sQanFuHzhoz9yfDsnw7PG2l4566jmd7hnWdm2r2PDQa0p7ITLEYb3jlyWBpp33V6pOGd\n", + "reeaKzk58wO9XHVY5/nZ2TLH6VEb9Xy6qZcid1DsTW5djCP0jTK885xZOVLtCmJ9d9G+Zhn51fbx\n", + "KwNSu3GuzDaeNFAlUUNf+/p4T4i1rl9oG2XfotdIaqFtrH5tr4iI8Ti9Q98F/yDdG+Pv7epH2+Yt\n", + "0j7O0Hfg3Hnp2Fokz0oPSNsf/6v0Fq225wQZamyUZ//2Jxnu7LSnjI8OY7/bCjbE3UvX7/wNNTXJ\n", + "04WL5HXXxH2Ad+oxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB9Mz9HXf03eWzJqT\n", + "LeWBvGxA6ormy6xZ1vDBc7PLpTTbFeoN1EnR/Ax7KN1MKTpaJHOd9K1eh4l2hh22tlvhrNdYLtlz\n", + "7PWMZebkV9s9VYekrmSu8XzG9Gwn+AwyttBXaZTy7Dn2PsyWOcY2g0voPYHnSEaGzpsr2eWlku0K\n", + "9FoqsmXOrFnWuplFcrRobjBYHKiXo866uv8lVjDYUpEls/VczSkJ662q+6f15dba3oDUFmUG9lGf\n", + "y+kUrQxULJUZ7h7LGqwa63qGWI5wPrvKjWOYY29Xj9G5AEN1UjLXuCbGdM/9bU3GEfoaDNQfDexL\n", + "RsYcsU+NDNQWSaaxb9b0DMk86vOFAJMBqT+q517rMsOohTmSfbTerg+L6KGvYl1369oazzkn3wp1\n", + "I/TUjbxv0WskldA2Vr+2V0TEeJzWoW+T8Quxa13897X1o62wcNzDO/dXVkpn8dfydHextC/6r9Kz\n", + "NTz0fXX/vjT/ZYUMt4z/V9Fr41x0Gc/V+dUOed3XZ0+Njt/5G3z0SJ4tXSbDrW32lPHj1GM0CX1T\n", + "U702kDjp+McojTigUAegUAegUAegUAegUAegUAegJLMO0vHv7JRkoEKy5pd6w7HqnODQzwAwoWgb\n", + "q1/bKyJiPE7v0PeDd6V77fhC3/aCArOX7njoP3VauvZ/J082bZLOj/5Oujdn23OCvKi9YQ7HPNgY\n", + "6ZtT8fPq7j3pKy+X7pJvZLgtvsDW7/yZQfSKT2ToyVN7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQ\n", + "qANQqANQqANQqANQklkHhL4TRGOJzM7y3mdWh1ae4xlyFwAmCm1j9Wt7RUSMx7QJfTt27pJXPwXH\n", + "3R8rzofMV/X10rljh/lz07++K90Revq2rMmxf4pO27r14w59+8pPSM/3x+TxmtXS9ck/SFdB+JDT\n", + "z3/8Udry15n7P176L16U59euS8/BgzL05Ik9NTp+H9Jf3rolLavXyOCDBnvK+HHqMZqEvqmpXhtI\n", + "HEJfSFeoA1CoA1CoA1CoA1CoA1CoA1CSWQeEvhOFDgsdHLJ4zpw5krnRfZ9WAJhItI3Vr+0VETEe\n", + "0yb0ffKHP8iLe/fsR2PH+ZA5UFUtTcv/bP7c9P5/8Q19R4eH5fHv/jmu+9225n057nv69pV9L/0V\n", + "lfL4L8ulJ+d30pVv7Z+bgbPnzPvwvqoLvYvE2NGexS/v3JG+Y8fN3rrx4Pch/cW1Gmlbu87sOTxR\n", + "OPUYTULf1FSvDSQOoS+kK9QBKNQBKNQBKNQBKNQBKNQBKMmsA0JfAEhHtI3Vr+0VETEe0yL0HW5v\n", + "N4Pa8YSLzofM/stV0rRsmYy+eSPNH/xX6fEZ3vnNy5fS+C8fyMjz5/YUf0Zev5bW/LVmGDseeg4d\n", + "Nvbrsjz+tz9K38YF0pmzxJ4TpP/kSencXSwvasd/v4zeo0fN3rn9FRXy4sZNe2p0/D6kPzfOZXth\n", + "YdzbiAenHqNJ6Jua6rWBxCH0hXSFOgCFOgCFOgCFOgCFOgCFOgAlmXVA6AsA6Yi2sfq1vSIixuOE\n", + "hr75p+5Pitu2fy9HFvxFtm0r850fj58dqTX/3VGwT078dr6sPXZban7z/8rZRXPDll1/5LpU/o//\n", + "LQWHrobNc7v2+5tyMHOVHF60ynd+vH67cpMUbS2Tiox/knMr58q5P/xL2DIln22Vb1ZtlK8KD4TN\n", + "G6v7Ptkghd+el13GudixqdR3mVCd8+d299q9UvpRjuwoPBg2Lx79cOoxmoS+qaleG0gcQl9IV6gD\n", + "UKgDUKgDUKgDUKgDUKgDUJJZB4S+AJCOaBurX9srImI8Tmjo+2ZkZFLsPX1a2nfskv5r13znx2NH\n", + "Z6f5b++589K0bLkMG8fR8vt3pfOLfwtbdqirSxrn/0FetbWFzXM71NsrbVuLpHV9ge/8eO365lt5\n", + "/tNP8uC3v5H+fdnSvuoPYct0Gst0HTsm/RcuhM0bqx27d8tgR4f0X7kifWfO+i4TqnP+3PaeOCkd\n", + "JSXSf/FS2Lx49MOpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkChDkBJZh0Q+gJAOqJtrH5t\n", + "r4iI8ZgWwzt3l3wjvWXfy/PqanvK2HE+ZPafOy/Pli2XN/390jr/76Qrd5E53c3rzk5pWrhIhlta\n", + "7Cn+vO7qls41mdK2+H/JaIQQMx6695bIUHOzNPzjf5dX5RukPev39pwgXbuLjX0/J/2VZ+wpidNZ\n", + "tE1GXryw7ut78pQ9NTp+H9L7vj8mPUeOmPcbniiceowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU\n", + "6gAU6gCUZNYBoS8ApCPaxurX9oqIGI8pH/pqmNq+vsAMfJ9fvGRPHTvOh8yBM2fNnr6vjcetf/xv\n", + "0vX5QnO6m+GWVnm2ZIkMPXlqT/FnuLVVutb8UdoX/0ZGh4ftqWNHA10NkBsX/ou8urhb2pZ/YM8J\n", + "0rm1SJ7X1EjfyZP2lMgMPnkir376yX4Ujp5PZbDhoXl/Xz9GXr6U7n37pef7783Hfh/Sew8ekr7T\n", + "p6X/1Gl7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQqANQqANQqANQqANQklkHhL4AkI5oG6tf2ysi\n", + "YjymfOirvW17vt0nL2pqxtWj1PmQqT1bmz5ZKYPPmqQt879J55o/mtPdDD17Jk3L/2KGotHQ5bpz\n", + "F0r74n+SkVev7Kljp/OrHfK6r0/6r+6XkXvl0r70fXtOEA1qBx88kL4yK4SNRsfWIuncvdt+5EX3\n", + "s2PLVvPn4aYm6dn/nflzKNoLuLv0gHQWf20dp8+HdL0uA5cuSd+x4/aU8ePUYzQJfVNTvTaQOIS+\n", + "kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw4IfQEgHdE2Vr+2V0TEeEz50PdFba05pPHLW7ek/4cKe+rY\n", + "cT5k6pDErWs+NwPd9n/7b9KR/QdzupvBxkZp/nilvLp/357iz+CjR9L9Zaa0L31P3jx/bk8dO85w\n", + "y/1Vu2Xk0Xlp++ifZcTVc9gJanW/eg4ctKdGpsU4Pg1s/dAezp27jOfpfChDR1ZIV/HX9hwvz6uq\n", + "5PnlKhm4eFGeV1/x/ZCu6z6/fl16Dh22p4wfpx6jSeibmuq1gcQh9IV0hToAhToAhToAhToAhToA\n", + "hToAJZl1MH1D3y4pz5whSysG7McRaDkq8+cfleg3t0sDavNlxswMmT17tsyeNUsyMjdKdZc9b9y0\n", + "yNH58+XoZJ0k3ff8WvtBatNydL7MnGWcY+M8ZxjneU72UamPVmJDAzJk/zgRtFRvlMyMmcY+zJKZ\n", + "xvXOzKmQRnuexYDUbpxj1UHOBeNR6OPJYuJrRNtY/dpeERHjMeVD3/6TJ+VV3V15dfee9J04YU8d\n", + "O86HzJ6Dh6Tty3xje3elc8n/kI6VC8zpbjQQbvlstdnbNRqD9fXSu36xdCz/X+Y9ghOlY/NmGRka\n", + "koHzW2XkWY20L/tnT89hJ6h1ej1HQ/ej5Ys86T18xJ7ixdnGaEe9DO/6jbRv2WLP8dJ/+gd5efu2\n", + "DD58KL1Hjvp+SO/YukVefPluxN7CieDUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Ak\n", + "sw6mbeirYW5mpmRmlkvU7HMqhb6u4HSgOl8y5pSGBIKJQujroKHvfNeJaCydLzOzL0QMdmvzZ0rW\n", + "hYmJWs3AeX6JJ2RuLM+S2e76bSyR2e6aD308aRD6ImJqmfKhb1ex3u+2S149eCC9ZWX21LHjfMjs\n", + "2bdf2jdukoGaa9Kx/H9K+8e/N6e70fvhtubmmb2Mo6FhdO/GxdKZ9Tt509NjTx077QUbZPTNG3l+\n", + "Zr2MtN+Xjr+8L28Ggj2HnaB2uLMzYs9cBw3HO/fuNe/H64cZ4h4+IqOtt+XN4YXSlpNtz/Gi9+sd\n", + "amyUkcFB6Sjc7PshvW19vrxc/1+l07hGE4VTj9Ek9E1N9dpA4hD6QrpCHYBCHYBCHYBCHYBCHYBC\n", + "HYCSzDqYrqFvY+lcyb7QJRey50pptORzUkPfIeP58+WtxJlhwWmdbJw1X45OSNo3/kBv6EK2RMx1\n", + "Uyr0bZTS7Mj1EBr6ykCFLJ35Nq6xXs9MKQ+7ngNSkTUzeG5Dz+VbO7eEvoiYWqZ06DsyOCTthZvN\n", + "nwcfPzZ76SaK8yGz++s90rn9Kxm4eE66Pn5P2v/8gTndzcu6Omlbv15eXIl+nC9u3JTeTYulc8Uc\n", + "M5BNhNGRESv0HWiT58dXyqk7++TOR/9T3vT22ktYw0hrUKu9eHXfo9FfUSG954xjixAO67H1nTwp\n", + "o0+vyEjl59K2crG8Mrav9/dVX9vhtRW2W+dMexm3Xrwoo0Pe72615XwqQ9v/QTq2WfcIngiceowm\n", + "oW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCUZNbB2/g7+4jx39Ek/BeZOtk4Z6PxfytsnOtJ\n", + "fVukInuOZGToEL1zJbsk3w59dTjo2VLiXtTVS3Kg/qhkz7WG9Z09O1OK6uzulhoaZxXJ0ey55jwd\n", + "8nd+UZ01rG5JpsyeOVMyzHWKzP2pzZ/hDT/doZxuK7tcakuXGvtnbKdUE7Quqd5obMfcxmyZk13h\n", + "H0iGhXu1kj8zWy5oM2bE7c63zkNGhsxZWiLOISktFdkyx5iuzzk3u0TyXYFe1GOwtztrlrGu8Vyz\n", + "ci5Ia22JZM6eKTPNcz7bOHf2og5Rgsmu6o0y39yPDMmYs1RKzJ3UMH2WbHS2M3RBso3znG0erKIB\n", + "qX3sA/WBa6NmmtdGserAnG5sPyPzqDTa02bNnGVNzwrvIRsW+nYZ53Z2idmjWudll9dK6VJje7Pm\n", + "i55mz7ky98XYvg4PrUNDl9bbkyPUlhu9hnNLfa+9Pu9so3AH9FwZ59kZ5nvjd97H1nmPVE9GvRg1\n", + "Wn0hx7juxnXLrzanRtu3aDUyEWgbq1/bKyJiPKZ06Dv05Kn0HLDuTauB5HiGEXY+ZHZ+tUM69+yR\n", + "/h9OSLfxy6Zt2b+Y0928vHlL2jcVmve0jcaLazXSt2WJdH7yzzLc1mZPHRsabLetzZWRMznSd/lr\n", + "WXM5Wy4ufdfs3ewwcKJYegv/ZPW63ew/HLND19d75NXjxxHD4Rc1NTJw7ryMProgI1d3ycDeXOn8\n", + "Zp95blUdavqNcY3b12TJm8ovzHUGnzyRxrwvpffYMfOxovvSnveZvN7zz9Kxcb09dfw49RhNQt/U\n", + "VK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayDt/F39gdJ+i8idRtlTiARDAbASmPpHJlTZIVt\n", + "SkvpfJlh9/TVgDgjsJ5uJsMKEjVUnFskgbUGKiTL6d2pYdwMK+CzqJei2U4PW+396O0FGjP0nTFL\n", + "siuC7aFmj2XXfYnri2Z7Q0eHkOC1rmS+zDYemzGo73a952GgOkcyllZYIWdjqcyZ4zrellLzGOMJ\n", + "fXW7GcbPobGlBpOeddxECn1D92OgWnIylooexkDFUjPoVPS6zc/Pl/nOMMsa1ps/azg8V4KH6eoV\n", + "azxnhuv4g9RKfpSe357Qd0hD4uD10HkzZmWb++cQPFe6LzPDr1202nKj5yjSfrnPX+i5DHkcuZ6M\n", + "4zbeK+Yb5yQwN9q+xaiRiUDbWP3aXhER4zHpoe/I69fy5PfzZeT5c7OXatuXX9pztCftDemrqDR/\n", + "1lC1u+Qb8+dEcD5kdmzZKj2lB6S37JB0534gbUt+Z0538+L6denYvkMGzl+wp/jzvKpK+ouWSPeq\n", + "980hmBPhzYsX0p7/mYze+s7cx+xLq+TSR7NkuLXVXkKkt2ilvNj2f61ewesL7Knh6H2ANRR295AO\n", + "5fmly/K8ulpG60/LyE8nZfTSJnuORf/JU/L82jVpX7NMRg7Nt6caH5k6OqR9w0b7kcjrvj7pWPeZ\n", + "vD7wf41rlmNPHT9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuvgbfX0TcZ//li9\n", + "QK3etbazMuxeoV1ydH5Ib14NRANhWp1szLB7iGrglWGHxbX5MtPuLRk0yxpq16cHZm2+E34lEPra\n", + "vUYtdH9nyizP8xqGdZU10O0E9jFTco7WWgGu4rvdua6gWtHQz9rXLrvnaBDv0L2Rj8Hn/NokEvrq\n", + "fsz17mTwuXVYZfO6WcFuaWOjlMyxrp0+11Iz2NTezk5P66BZeuEG6qTI2Nf52SVSUe9KaXWdGKHv\n", + "TO2pq9uau1SKKhoDIanO85431/6a+2LXlptoteXGp84cPM8bei49j6PVk17/kP2Lsm+xamQi0DZW\n", + "v7ZXRMR4THroq8MYP/vTnwL37G1eucqeI/L8yhV5fumS+bMONdy1O/F7xzofMnUo5d7vj0n3gRK5\n", + "lfNbqc/8B3O6Gx3WubP4azOEjsbAhQvSv32pdH/6rzL07Jk9dWzokM0daz+V0bqj5j6uuLBCqpb/\n", + "nQw+fWovIdKR/UcZ+m6R+bP2QB4JGWbZYbDhofQetYZ40XBYQ+JQ9Jh0WOrRu2Uy2lwrIz8Wychg\n", + "8P7BL2/flu79pdJVkC0jB4P3O9Z9M+8rbIfbwx0d0lnwqYwcWyJtX6w2w/uJwKnHaBL6pqZ6bSBx\n", + "CH0hXaEOQKEOQKEOQKEOQKEOQKEOQElmHaTj39njwuydWOoKOA3qNkqG2fNTg6mQsNMT+to9IS8M\n", + "mb1HA8NCa/i1tCKs96pJyPrKuEJfz7Y0pHMNYxyN0LDPje92Q8PZYOirIaI3bB1L6BsaJlvoNiPt\n", + "XqR9Dw8W3c+t+7RUKlqC17uxZI5x7VqkYqmzrxq0Gsv4XjiLoa56qSjKlNlzS+xeq7FDX9+e1gZ+\n", + "87yhb45Ygya7iFZbHibinr7R6il4/QNE2bdYNTIRaBurX9srImI8Jj301bC0JSdXnl+8ZN5HVnuq\n", + "OkMbD5w/L8+vXjN/1iGHY93PNhr6IXN0eFg6NhVK/6nT0rV3pxR/9rdy7g//X1hg+bzqR+n6dp95\n", + "79toDJw5I893fSTdn30gg43eX8Tx8trYr871n8roTyelo7NDlp9bLlc/yZDBhgfmfDMU/uT/ysjx\n", + "j8zHndu2m72i/dAQ+rl9H2Lt0fzm5UvzZzd9x47Lq59+ktGb+2W07Z6MVm+X0b5me64Vrmtv694d\n", + "+TJifNhz0PPnvh5DTU3StTFbRk59Ih1rP5cRn+dKBKceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6\n", + "AIU6AIU6ACWZdTDdQt+u8kyZ47mHrxLswRs6rHHX0UzvsLk6bO3SEilZOkcCm9Egeeb84GPF6YwS\n", + "M/T1BmG1+TMlM5DcDUh1zqxgKOezLd3fWTnVruBNBy32IUJwauKzXQ3t4h7eueuoZHqGd458DNGG\n", + "d44Ulkbcd93vCMM7K40lsyU7JycYzjeWyJzsbMma44T+9pDK3gvnc/4GQoLikPDTReKhb5ThnSPV\n", + "Vgi6/ZnzjWNzzW4sz5LZ7msbNfS1ro9/PfmEvtH2LUaNTATaxurX9oqIGI9JD31f3b8vXbt3S/e+\n", + "78whiTVofVlnfe2m//QPZs9TxRy6eMtW8+dE0A+Zb54/l46ibdJfeUY6vyqU3cYv5rMf/n/mcMhu\n", + "nl+8KD0HD0nf98F72PrRp0MhFy+Vns//jww+fGhPHRvD7e3SuX6VjDackSdtTyT7Urb8mP0Pxnm5\n", + "Y85/de+e9K5fZIaro68Hzd7OGhT70bNvvww3WwFu185dZi/qUPQeyXqv5NGar2W0+7GM3twnox0/\n", + "2XMtmj75RHp358vIgd8bz2mdGz1/gw8azN7YyuCjR9JduEpGzuZK54Zc3+dKBKceo0nom5rqtYHE\n", + "IfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdTC9Qt8uKc90hbUuNCC0gkq9D+scycjQoWrnSnZ5qWR7\n", + "AlHdxgyZkVluBaAOjeWSPSfDGio4I0Pm5NvBWdTQ15hdkWUOLz17Tok1VHRLhbGdWfYQu5lSdLRI\n", + "5jqhnM+2NJCsLco09leH2TWePyNTjvocX8TgVImy3cCwvZlFUudKalsqsmWO+ZyzZW52uZRmuwK9\n", + "aMdgnLXqjfPt82vsb/YF+zxVSNZsHXZ7jpSE9jTVfTfq1K0Tjg7UFkmms4/6XO6drNsos2a4r3ej\n", + "lMyeEdI7uFHKA9fb2J85+VKtm6grkTlznO0atVFUZwehQ8asuTJLh3DOtkNwF4mHvgYD9XLU2Ret\n", + "oRI7Mo1UWz60VG+UzIyZMtPYxiyjrjI3Vnuva4zQN3I9+YS+SpR9i1ojE4C2sfq1vSIixmPSQ98X\n", + "NTXSd/oHaVmTYwaSL2/cMHvQKn1l38vgA6vHq/bGdd9Tdqzoh8w3PT3StWu3Gep2bM6XXXn/Xc4t\n", + "nBnWI3bg7Dnp2rtVeg4dtqf4o71mX+xZKj25/8ccnjoRhlpapGv9JzL6+JLce3ZP1l5bK5c++428\n", + "un3dnN9fWSnPv/o3Gbm4QUZfdJn3NX758GHYcNI6lHPnliL7kfExY2+JeR/kULr27TOmt8voj0Uy\n", + "2t8qo/eOy+hT7/XUYLyn+EsZKVsso6+sMNc8f8Z5coJ37S3cu/UTGbm0SToLc83weiJw6jGahL6p\n", + "qV4bSJx0/GOURhxQqANQqANQqANQqANQqANQqANQklkH6fh3NgCAtrH6tb0iIsbjhIa++kFurDYf\n", + "Oy6tZ87Kwz9nybPvvpO2u3fl2Vc7zHnPdhdL++07gWUbc3Klq7Mz8Histt+/L0835kvr13nyNGel\n", + "FOXOkoo//ifpePLEs1zTwYPSufiv5dkOaz8i2bS3RLp3fChtn/2LtF254rtMLPX4Wr5cJr11FVLz\n", + "uEbWXV4nFZ/+T+OcnDLnPy3cKH3f/VkGzhVKz+Ob5jlpWPqRPNm8xbudW7fNec7j0HPn+HTdeuls\n", + "apLnp3Kku+Wx9N08Jn03ysKW67+6X14c/pN0P7nrmf50y1Zpf/BAWk6clI5tf5b+s4XSvD5bOurq\n", + "PMvFox9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMek\n", + "9/TtKz8hr+7dN+8X+6rBGiK5c8dO89/uPXvldUeH+bPSUbhZRgYH7UdjQz9kDj19Kt1bPpeB/H+S\n", + "ti9WSVHBP8jZzJnyuq/PXsqi91iZ9Gb9v9L19W57ij/dR4/Ky2+XSG/+7+VV3V17qpf+CxdMIzH0\n", + "+LH0bFwhoy235GLDRdlbt1fOfPGevPjxnHms7Wtzrfvu3iqV0ba70vfDD2Yv3/aCDTL65o29FZHn\n", + "P/4ozy9X2Y+MYygrM4djdjMyNCTtmwrNn0fPGtt9PSijTddltM4astnN6J3DMnImR0Y7rW04H9L7\n", + "f6iQlzdvSU/pARk8+oWMGPvVvXudvHr0yJw/Xpx6jCahb2qq1wYSh9AX0hXqABTqABTqABTqABTq\n", + "ABTqAJRk1gGhLwCkI9rG6tf2iogYj0kPfXu+KzXDWDcd27bLG+N5Ord/Zf7r4ExPBP2Qqffd7fkq\n", + "XwbW/kbaPv2zbN30Gzn7p/8iwx3eoYl7D5VK32f/RTq/2mJP8aeruFhO75kj33/2d/Ly1i17qpeO\n", + "7dulc8cu+1E4Oix0z6Y/m/fV/eGnH+Rw/WE5/eX/lueXfrD29+utMnpzv4zePyGjT6/YaxnnrdS6\n", + "N69D78FDMtQYvG+D+97IDq+7uox9/lpGR97IaOVqc9po5wMZrf3G/NnN6I19MnJpo4y2WvcWdj6k\n", + "v6y7K30nTpih88i5tTJy77g8/36HeZ/kicCpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkCh\n", + "DkBJZh0Q+gJAOqJtrH5tr4iI8Zj00Ldz1255HfIBUO9bO9zaKh2bCmV0eNieKub9ePW+vImgHzJf\n", + "3bsnPbsL5MX6f5TWj/8khZv/Sc4s+VsZam2yl7Lo+a5EBr7479JRuN6e4k97YaHs2/db+eazmfKi\n", + "9oY91UvHliLjGKOEvsY+9W5aLqPdj+Vo3VE59eiUnFz/W3l+5rh57+Hn3xdbge/D8zLaEAxWn1+6\n", + "bPbudWjfuElGXOdq4MxZY5+8t6DXXsW9hw7L6NBzGT2/1pw2OtBm3t83lNHre2Tk2u5A0Ox8SH/T\n", + "1ydta9dJ97f7ZLRyjYw8vCjDVw5K1+5ic/54ceoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgD\n", + "UKgDUJJZB4S+AJCOaBurX9srImI8Jj30DQ12ld4jR+XV/Z+kY+Mme4pF6HDPY0E/ZOqwxH3fbpaX\n", + "m34jrR/9UTYUvSdnlr0rw88e20tZdO/dKc8L/lE61uXaU8LRoZXb1n4p3xz9QL5Z/bfyPMI50eGU\n", + "u3ZGDn1f3rkjvRuXyGh/i+y7uU+qnlXJsY1zZOD0YenZ/50MXfxWRhurZPRZjYze/d5eS2Tw8WPp\n", + "2vedvHn+XAYbHkr3N97eujrUszsUVvT4dXjm0eed0nHuC6lsrJTRoRcyeu5Le4kgo1d2yMjNUhl9\n", + "eM587P6Q3vzxSuk7/r01RPSza8Z+HTOH5H7d22svkThOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAK\n", + "dQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMekhr4jr15Jx+bwIZT7KypkoKraHN7ZjfYuHWputh+N\n", + "Df2Q+eJajfTvL5SXRe9LU+ZcWbf9PTnzl7+Tocf19lIWXbuL5MWW30lbbrY9JRwdZrpj80b5puz/\n", + "yDe5fyvPq4L303XTur5AOux7FPvx8sZN6S9cLKMvumTX9V1yu/22HCn8Zxk4/p0ZpI7cOSIjrXfM\n", + "4Z9Hb+6z17JC566Sb6SjuNjsefvqoXU/ZAc91oHz3nsJm72Dq6tltPep3D33uSyqXGROHz3zubE9\n", + "b/A+WrVZRn46JaM/nTQfuz+kD1y+LK/u3ZSh8+tk4/kVMnrnkHnNNFQeL049RpPQNzXVawOJQ+gL\n", + "6Qp1AAp1AAp1AAp1AAp1AAp1AEoy64DQFwDSEW1j9Wt7RUSMx6SGvq87O6X76z32oyAaoPaVnwib\n", + "13PwoAw9eWI/Ghv6IfN51Y8yUFoor4oXyNP5v5V1u34nlVn/Q4YeWPetdejavlEGi38vbatXyOjI\n", + "iD3Vy3Bbm3Tt3CZ7jv1evvni72Tgwll7jpfWvHzp/GqH/SicFzU10r9pkTnkcuGVQmnsa5SDW9+X\n", + "rl2bzPsdj17fK6NdD2W0r8nsfRuLkZMfy0hTrXmP4f7TP9hTLfRevHpPXr2P793L6+RPZ/4kg68H\n", + "ZfRyoRk6uxm9WCAjjy/L6O1D5uPQD+mjfc3SV7VJ5pb9LxmuLZHBBw+kryzYEzlRnHqMJqFvaqrX\n", + "BhKH0BfSFeoAFOoAFOoAFOoAFOoAFOoAlGTWAaEvAKQj2sbq1/aKiBiPSQ19dYjinoNWqOjm5e3b\n", + "0vXtPjP0dNN79Kg5lHEkhlpaDFvtR170Q+bAufPy/OAmGdy/VBr/9R9kw95/ldMr/4cM3vPej7dr\n", + "c74M7ftQ2j5fISODQ/ZUL4OPHkl3yS7Zfez3svfLv5OBsxX2nCB6j93W/LXSWbTNnhKO9rwd2PRH\n", + "udt+Ww7cOiC9g72yf9u/SnveSnl+8ZKMVm83h34efdUroxc32GtFZuTA72Xk4Xl59dNP0nfsuD3V\n", + "Qs/n0NOnMtpyS65fXi/Zl7Ol/UW7jF4rltGeRnOZkZbbxn4PyqVjC2XFqT/I6PUSc7r7Q/pIxwN5\n", + "U1cmbdVF8ofyf5GBq1/JyNCQOZS1H68eNMhro27iwanHaBL6pqZ6bSBxCH0hXaEOQKEOQKEOQKEO\n", + "QKEOQKEOQElmHRD6AkA6om2sfm2viIjxmNTQV+9n23fylP0oiAaqHVu3SU9piYzovWVfdMvIj9ul\n", + "9/ABeXXvnr1UOJ3FX0u7z3DRin7I1J6vLw5vkKGyVfLot38nm7/9v3JyVYYM3vYeT+eGHBk++JF0\n", + "5H0iI8+f21O9vKyrk96De2XXiQWyd+3/kP4fyu05QV739UnHtu3SXhA5rB24eFEaN3wgR+qPmPv4\n", + "YviFlOz4QJo/WmieBw16R1/2mD2OR86vldFu7/2HQxk5ME9G6itlqLHR2D9voN61Y6e8MfZp9OkV\n", + "uVy9QTbUbJD67noZvX1QRltuy+jzDhkpec+85++PZQvkzxWLZPSKNcR2d0ONjPx02vx55GqxvKn4\n", + "VB7VHZQlpxdI9yXr3svdeg/iZ8/Mn908/XChvDCudTw49RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo\n", + "1AEo1AEo1AEoyawDQl8ASEe0jdWv7RURMR6TGvpqL1e9z2wor9vbpTXvS+krKZSRKzut4Ld6m/R9\n", + "t9vsBRyJrr0l0r7RCiBD0Q+ZfcfL5eXR9TJ8ep08+M1M2XYoU459miGvar370JG/SoaPfSIdX34s\n", + "r3t67KleXly9JgPH98tXJxZISUGG9J8os+cEGW5tle5vv5WOzZvNnrB+9Feckvub58n3Dd+b+6jD\n", + "LRfv+kCezptjrjN6NldGX1vr6r8jlzaaQz37MTr0QkaO/puM1h01ez13f/OtPceifX2B+e/ow/NS\n", + "Wb1B9tzZI1dbrpo9g0ceXZLRR8a/J7NkpP2+XC1fJB9VLpJR4/mU3h+/kZHvF5s/j1ZtMQPi++13\n", + "ZMXZJdJ6Ps+c/vzHH+X5Ze+9jfUYnn6YKa/u37enRMepx2gS+qamem0gcQh9IV2hDkChDkChDkCh\n", + "DkChDkChDkBJZh1M19B3oLZEls6ZJTNnZcismTMlY26+VMc3AF9i1ObLjJkZMnv2bJk9a5ZkZG6U\n", + "au9d5MZFbf4Mya+1H0w4A1J/NFvmGOdp1qyZxjmbI9kVLfa8CWZoQPxbhxNkzOd9SAYmdAdgstA2\n", + "Vr+2V0TEeExq6NtfWSkvar1DKytvXryQphUrpH9/oYw+tO6VO3rnsPQf3GUsH/m3fNc3+6Rt/Xr7\n", + "kRf9kNl7+Ii8+n6dvL60XeozZsjOsmVS9tk/yKtr5+ylLNpzsmT4dI50rl0hwx0d9lQvA+fPy8Dp\n", + "g7LtxB9l76Z/lL5j4cNUDz58KL1HjgZ62PrRV35U7mz7g5x+fNrcxzcjb6R4y++k6Y9zZfTNaxmt\n", + "XGMvaTHadF1G7/rfO3d0oF1GKj6T0et75HVXt3TtLrbnGOe0v186jf1QRm7uk2M3dsrxhuNS0WgN\n", + "Sz169gszUB65tltGHlfJ1VMfyUdnl8iw/fx9VcUyUvYn8+fRc3kyOvxSbrbflDUXP5HGik9l5E6Z\n", + "DH7/uXENrKBZeyareu/jlk8+kZc3bprTY+HUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQ\n", + "B6Aksw6mY+g7UJsvs2fniDu3HOqa4LAxFA0fXansQHW+ZMwpFetGcuNnUkPfuo0ya36pBE/X5AWj\n", + "tfkzJevCBKbvYzzvXUfny+ySevsRpDLaxurX9oqIGI9JDX17y8pk8EGD/cjLsz8tlf7vNspoo9Vz\n", + "dPTecRk4tENeXIn83N3ffSdtX3xpP/KiHzJ1+OHBY1/K65p9cv/v/n+y98RKObLmH+VllTVssUP7\n", + "Z8vkzfkN0r3+Yxlu8f92V//Jk/LyXJlsOflH2bPlN9J3ZL89J4j2Su4/dVq6S74xw08/eg98I7Vf\n", + "L5RzT88FPghvrFwsbx6dl9HBfhm9sF66XnbJwx7rXsbWvX2tHruhjHY9lJHLW2T0snVvXadnr+IE\n", + "0KPPrsro/XI5WH9QrrRckUP1Vlg98vSqjJzJldH6H2TkXrlcPr1cVl1eJb3a03jkjfRf/EpGji6S\n", + "0TfDMnomx1znx+YfZf2VL6X+1F/M4bffnP4sMJR196HD0paXb/bwbVu73uwFHA9OPUaT0Dc11WsD\n", + "iUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+dbJx1hwpmai0NV5CwkdrP+bL0Qnq7Tve0Hfo\n", + "QnbE9QcqlsqsjXX2Iy/R1ovNkFzIzpdx7HZsJvm8Q/LQNla/tldExHhMauirQx/rEMh+NC3/s/SX\n", + "fCmjz2rMx6P1p2Xg8I6w4YPddJeWSuuaz+1HXvRDZvfeEhku/0JG7p+Uu3/7/8i+Hz6Xg7n/KC8u\n", + "eu/H2/bJv8m3Jz6U7g1ZMtT4xJ7qpffQYRn88ZhsOvWh7Cl6T3oP7LXnBHlefcW8Z2/PgQMRt9O1\n", + "o1B+PPiRVDVXBT4Ibz7zkQz+dNrsuTv641Y58fCEfP5j8LjM4ZWNeQ4jLbdk5NEFGW29LSO3SgO9\n", + "g3v2fyfDTdZQ0LofAxfPy+g5KxQvuVsij3oeya7bu8zHDqNPqmXkeomcq/izfHn1S2m9kC+j/a3y\n", + "/Mx6GfkhW0a6G2XUvoevBtVFtVuk7sSfZORigYyczZPO7dvljVEjvcfLpfmTlfK8qko6dxfLwLnz\n", + "5jqxcOoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB2/j7+wDN1vlYBL0peWozJ9d\n", + "EqWHbZdUb5wvGRmzZXZGhsxZWiJ1TsdTXTe7XGpLlxrzZ8n8UqsTTFf1RsnU4YPVOdmeHsQBwsLH\n", + "WsmfmS0XtMdslO3ON/Zh9uwMyZizVEoCOyIyUFdkzzOeM7NIirJnBcLXsAA45LnN7epQx8Z2Z83K\n", + "kdOXS4z9nykz9ZiN7RWF5rtdFbJ05lzJr27x9IbWIbLD1huolaJM+1wYztlYK85e1+Yby1RfkJw5\n", + "1vN+U5Ips3VobXPZItHV3fvecnS+ZBUdley5Ol/XmW88R+BiSEX2XPt5ZsnMGTNlbnap1IZ2Eh7j\n", + "edfnnH/UuYBWLcyaZZxnY/6snAvWsQzUy9HAc8+WTOPAQ58WJh9tY/Vre0VEjMekhr5OQOhHU9YK\n", + "6SteLaOt1m/j0Yfn5PmRr2Tg/AXzsR+9Bw9Jy6ps+5EX/ZDZuXOX/HT4I9l9fpXU/ddfyeHKtfJd\n", + "3m/kxbmj9lLG87x+LS2fLJR/2f+30lGwTAYbrB62oej9g4dqTkjByYVSvP096dm3254TZODsOXlR\n", + "UyO93x+TVz/9ZE/10rEuRy6c+ERqWmsCH4S3n1shA3e/l9HuxzJ6rViONRyTTy9/as5TRutPyeiT\n", + "YM/ZkZqvZeT0SnOaOe/COrOX8POLFwM9o81ezic2mr2BlR23dsiL4Rey6fomc0hph9G2uzJyebOc\n", + "rviLbL6+WR5e2y6jLTflRfkqc7r2CB69Zh3ryUcnZW/dXqk9vkjenPpURs7lS/e3+2SoudkMxbWn\n", + "cff+/ebx9588Za4TC6ceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdfA2/s7+33tu\n", + "JEVfNAScf9Q1VLGXxtI5MqcoOLzvQHWOZCytELNjqIaEM2ZJdoWrm2hjqczNrgiGfvVFMttv+57w\n", + "sUvqSubLbOOxGaJG2O6cOUUS2JOBasnJWCrmIkMXJHtmtlT8/9n7z+820rTNE/wL9sN82f2yc/rM\n", + "md2zbsyeXjPd29PT2z3VfVrvdrd65m29Tl1GVW+V3qpSZmUqndIpU1lMR6VSqUxRjvKOchRFkRQ9\n", + "6L333koUvRFJGUoi7sX1AA8RAAJgEDJABK9fnEsCIgKBiHhuBILPhft+9Jti2Va/WRrR9MV2tx0M\n", + "MUdhdga8JpjZZklN2CFbtuyQhIy+teM1e93KmjM8Kzm7d4n2ULFfP9vlOaa19x6XjF2Bmb7Bpu/P\n", + "jGWlfedWnSXPMW1byz5GxvBWMU1G3uB5N5q+iIVtnnUDTxXea6f4Q2RJXHu3RD535JWAPlazvleK\n", + "oigriqnpayw/vPpkWdzP/L+pgnH4tPKMuGe95Z9R5vlxyWWZvxU6dq5m7tp1mTjwvTxfXvbN8YOb\n", + "zJnkk9KQ/pZ8mPN7aT/6V5LVeEaufP+3slyY5lsL+/FExr54S/5w83+V8WMfyqOubt+SQGBYP+t0\n", + "ycH8t+T82V/JfMop3xI/D3Jy5LHn9YuFLnnU2uab68f9/LlMfrNXCsu+lvbp9rUb4XMVCbLQeUvc\n", + "U93ibrsh17qvyU+NP8niyqJavjrRJavthn1uuiSrOR+r0szu4Upx13nO28K9tZLOYPKbz2W1JVU9\n", + "BklNSbK6uipXu6/KzKMZ31zPPi3cldWiRLlT9Klc6LggHW1XZbUzUx7mfinuFjzO9uyTdzu3+29L\n", + "el+6VN/ZLc/zPhd32UF5kO055p4emb1wQebT02Xiu+9lqaZubT/WQ8djJNH0jU+hbUj00PQldoVx\n", + "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zvyoYiIlMgdG30zg+rZFZydi1U3yJtj6a5eDPfMYkXhuU\n", + "JYwxYLds9WZ8+uXNWg0A5uMWX2bu9t2SmNHsNS9BmO3uDNwRvyHq2daWhPKArFujWRrJ9PWOWRua\n", + "57yu6atZQYbttjXDNeR1s7WSvMez7yo7d4dsRyll32FgvxJUiq1mfdM38Bx42sJnqKOs9HaDOV+b\n", + "GMH03cB595u+iIXtJmXAkSmss5P92pvjN47J6wF9rGZ9rxRFUVYUM9MXGb4wToH70bysFnwp7tpA\n", + "41Sbl+rxvQZxd92RB1l35Emf+aDzKN88c+y4PJvxm5ga3GROJx2R5tt/kvfzd0nL1b8VV9cNuXzw\n", + "72Q575pvLe9+jf75TXk7/W/lbvIHqkSzGRi7FiWYk4rel7MXdsj8xRO+JX7m09JkZXQ0IOPWyDPs\n", + "06EvJbviG+mb61u7Eb5Y+Y3MtF4T91iT55iz5HjzcbnZe1NGHni/jd3LM+KuPqYeA3fdaVnN+1xW\n", + "W1PFfb9FmbLIkIaBPe05Hyv37snsj3vV9sDjZ4/lZOtJ9RjG7fDCsHoMVFvkfCLpxZ/Jrd5bUt+T\n", + "IasVR2S55LA6/6uNF8Tdm6fWvdZzTQqHC6XMc9PwvOxHcbu+kuXycnlY3yBTR47Kw9Y2ubv7HXk8\n", + "OKQMeSvoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg9fxd7ZZ6eXXIXO8Y/qm\n", + "hvqeHsyMviDTNyiLFyZquPFuAwjIOA0izHaDzVmj6fuzxFrvTB8bMX2DzWRg2fQFhv0NfN2IpO7Y\n", + "bsiChakbaPoGvsf6pq+/1DLwm754bc6e7bJt9x7ZszNCieUNnvdA0zf4BwAApu8ef5Y1iRnoYzXr\n", + "e6UoirKi12b6LlVXy+OuLt8zUWP5YkxfsFp5TFafrnjHpu3KVvMAjE0YnOrxRLu4O27JswcPZCbl\n", + "ipoXzMy58zJz4YKsjN71zfEzOz0tkz/+KM2578se126pubRVynoz5MpPv5D5LH9p5mcLCzL8513y\n", + "QeYOGT73viwVF/uW+Hn+8KHMXLwky11Zkly8V5Iv/lrmznjHuTUyn5oqK5OTslznOb/loWWpYQjP\n", + "Je+X9IpvZPSB57HvRvhKzQGZbL6ksnbnO2/L+Y7zUn6vXJWA1riLvhb36qr3cdlBWa1J9pzHJHHP\n", + "9Iu7N19lRoP5jAwZ2/dneXTlY3E/e6LmzT2ek4udF9Xj4rvF0jbtz0LGNldvvSk3ij+XvME8KRsq\n", + "kNU7H3ra77wqsb2K0tHDFWpd7FfVWJUU3v6drDZ4lpcekIcNtbKQkyPTJ5LVuZw+d06ezc6qzF8r\n", + "6HiMJJq+8Sm0DYkemr7ErjAOCGAcEMA4IIBxQADjgADGAQGxjIPNZ/p6jb0tO5Ok2SQ5E8silncO\n", + "MglVueStiVJrMAH95Y0NbNB8VPOslneGERlQ3nmL7F7LPF1SWbBr7x2hvHOgwepnZWk2IKt4NmfP\n", + "WqZx4OtgqPtNXnUMW9YzfQ3re7Bs+q54zsfOSGMz+4ja9I1U3nmL7Ar41cBKwPkhrwf0sZr1vVIU\n", + "RVnRazN9pw4fkdlLl3zPRJ70D8hCZqa4H4ypjF7gXpoSd/Vx9Rh4x6b1fv24p3vFjezXp09l+shR\n", + "NS+YmVOnZT7tliovHMz02JhMJR2W2rwP5M9ln0nhuX8rVYN5cu3Ir2U23Zv1CmBQDib8Xvbm/EF6\n", + "Lr+r9jGYZ7Nz3vLF7TflfMWXcjLltzKdfNC31A+ybJFt+6itTZV4DuZRe7s8uPCDXKv8WsaXx9du\n", + "hG/U/SRjDWfE3e+SwY6bktGfIR3THVI4UqiWA3dNsud8TSoj112yX9zd2bKat1dO1/0ovb25qiSz\n", + "Wm91VZ6PdYq72W+U31+6L6k93hLNDRMNUjHmNXE1q5nvSErRR8rQzR/Ol9WMd+RBbYq47zWqjGJk\n", + "E4MTLSfUfmXf/KWstt0Ud+URedzeKDPnL8rcFa+hD1Zhkif7z3EkdDxGEk3f+BTahkQPTV9iVxgH\n", + "BDAOCGAcEMA4IIBxQADjgIBYxsFmNH3BiCtRdm/bIlu2bpOtKNe7N8dr7MqSNCfv9pfu3Z0sndr1\n", + "MzNnPSw1J3u2tU2V/N3m+X93hokVuVHT14Part6P7bsleW1HPMs6k2WX5730PmYk7/QbquMuSdix\n", + "Vbbq12Uky07De8/WJq29dtu2BCnHZj2v2bt9q+cYdkhKUOLyUnmibN/qOVfbPOtv3So7EjL84/IG\n", + "vW7Ws+4O37Yx1nFO0p4Ipi9evtezbc/6O1JUSWzrmb59krrLe87xXlu37pAEV/AZ9PACpi+yfWuT\n", + "dnnOEd7D814J5T4DeERyEnb45+84GGD6k9cD+ljN+l4piqKs6LWZvjBAjWbtw+YWWSwqEvdojbj7\n", + "8n1zxZfB+lw9Xir8Qh4+fqAeu2eHxN3ozU6dOpykxsMNZvroMXmQX+DZdugX3vTwsEwfPyIVBR/K\n", + "93Xfy+0z/0rqhovl+vG/l+lU/349nZyU/q/+Qb4qfEc6r78jc1dCs4qfjo3J/PUbMtWSIinV38mp\n", + "6/8gU0f3+5Z6UaWVPfsDUI4aZamDWa6qlsUbh+VCxZcq+1bfCN9qOCrDdcmqtHND2xWpuFehjNob\n", + "PTfUcuBuTxP3RIfX+K054TmPtbKa9kfZW/qRVI9Vy+qwR31ek3i1v1hWh/zG7sD8gGQNZKnHKCud\n", + "M5SjHmtW7+yRcwXvKkMX5Z9XC76QB7VXxT3dJ6vpf1LZxM9Wn8nRZs9+PhiW22m/8LyHS5WZXhlo\n", + "lckfDsmDTO/2AYxnlMO2go7HSKLpG59C25DooelL7ArjgADGAQGMAwIYBwQwDghgHBAQyzjYrKYv\n", + "sTNL4tq7K6j0cq0k6jLcZFOAPlazvleKoigren2Zvj/+JDOnz6jyzGC5skqWa2vF3XZD3FPdah6A\n", + "ceh+cF/cz59JS/a78kn5J7L4ZFFyO67IQ984tsgaRfZoMDAWl6o8263yljY2Mt3XJ7OnjklR4ccq\n", + "Q/XK9b+RpruVkpr8exm/dsi3lsjT+/el56vfyoHSvdKU9pbKHg5GZymPNZ6VG/U/ydm0N2Ti8Je+\n", + "pV6eTU/L3KXL6jHKTc/fvKkeG1nMy5dHmUfkdOXX8vDpw7Ub4YzOKzJQ/KU6N67WC9I90y1PV5+q\n", + "sX2Rofvo6SNVatk9UOLPgJ4dFPflv5PPKj6T0rueZSsPVdlngLF4MSaypmOmQ1yj3szjieUJudbt\n", + "H9MYIGM4OfdNGV0YlStdXtMb++ZenJDVazuU0bz8dFnOtJ8JyBpGNjGyisf27pWlklI1TwMDHEb4\n", + "euh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYyD1/F3dtfkckxEnMqIpGzfGziu\n", + "7niq7NqRun65Z+IY0Mdq1vdKURRlRa/U9F25f1/mMjPl+fy8zJ47Lw9yc+VRp3dc38WiYnnY2Snu\n", + "sh/EveK/WXF3Zop7rEnNq8l7X2W5nm0/K+caj0h/yVdqHYzd+yzoptH97JlMJx2RR61tsugKLaU8\n", + "5Xmv2TPHJM/1iRrP9nTbaZXJmnZml4xdOuBby7PPI6PS+fWvJanqW6m58yeZPPSjb4kflGVeLCiU\n", + "kdrjkt54Qs7f3i1jP3zuW+rlyeCgzCftlecZb8tKT73MpYaavvOeeU9yjsjRyq9U5qy+EUbmbW9R\n", + "gqxWH5dbLadk5IH3a31xZVFl6DZNes7PZJe421LFfbdO3L15svp4UZ5UHpWvq76W7EHvuMh63N9g\n", + "Yx0lnSvHKtXjR88eyam2U+qxZrUnV46UfioPHj9Q5wlg39Amqxf+Uv0//WhaGcL4P6UrRa2DMZcx\n", + "9vK9D/aoMZyNzJ49J88XFnzPwqPjMZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIO\n", + "7Ph3NiEob71W+nrHDtmxO0lqTcZoJs4Ffaxmfa8URVFW9MpMX/fKisruRIbvk+FhNdaucWxbGLdP\n", + "7/aL25e9q0GZYndPrrgfzkppwR5lcIK83nTpLPxMPcZ4sU8nJtVjzfNHj2T6+Al50t8fUFpYM9XS\n", + "IvMXTkhm0adyq++WJDUmSe9cr9w6/7aMnvvat5bXrG37+leSXPejlOW8LdPJJ+T54qJvqZeHdfWy\n", + "XFEhfZU/SlbLGbmY9Z7c3f+xb6mXRy2tsvjjLnk+Wifu9lvqPAQDI/RxwSE5WvOdeq5vhDGObmfD\n", + "KVnN/URSWpKVsarpmu2SgpECcS9Py2pRoiqNjRLZYOHJghxtOipXu73j6brLfxT3k0VxN5wX9/yo\n", + "mgfK7pZJ62Sr75l3bN6V5/5h+WFAH2v2tktSU5L6X+/baneuyvK9u3hX0vrSlBF9rv2cWqbazdN+\n", + "Y3s+kqXaWjVPY9ZmZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuC\n", + "PlazvleKoigremWm74NClzxsa5O56zfUOLtLRUXybGFBZs9fkNXlZZk5eUpW7zXJalfgWLfuuWFx\n", + "N1wQ94MxyS/4SLpnvRmqJUMF0pz3gXqMUsnIyDUCYxblo/V4u8FMevZ54XKy3Cz+VApHCiWxNlEG\n", + "FwYl89IHMnx6n28tkcfdPdKY+Au52HxSCnJ3y+zFcypj2chSWZks1zdIR9m3ktt5TS4U7pXhP7/j\n", + "W+plsdhzzKc+8Jaqrjvt2c4leTrtN28BjODF4v1yqumIeq5vhItHi6W1N1NWr/+9nG4+qkxWjcqw\n", + "7faWXF4dqpTVgj+rMXYBSi0j+xYmLnDXnlQlmd1VR8W9PKPmgQsdF2T+8bzvmXgzdh9692320aw8\n", + "ePJATrV6s38vdF5Q5bWNN+lZ/VnyYcmHypx+8vyJJLcmq/mq3PRgqTrO548fq3mahbRbnjZbvxCJ\n", + "jsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvou\n", + "5uXJ484uWa6slOlTp+VhQ6OaP3f1qhp390HWHXG3p4l7vF3N17ifPhZ36QE1Ru3twg9laGFIza++\n", + "V6XKLYOFzCx53NenHmuezc7JzNHvZaWnVhnLwUx49uPBlRNypfhTqRuvky8qv1DZqlnXPpb+E5/4\n", + "1hJVHrr+u59LakeKZOW9I/M3r8rj3l7fUi8PMBZvR4e05rwvRcMFcqX8zzJ86JMAc3jh5iV5lLpf\n", + "3M+eiLvkO1Xa+nGXv8SyMqk952W2cJ9caD+v5ukb4bJ7ZdJ4v15W7+yRw40/yerqqpqv0dm3wL3o\n", + "H9l/YH5AlX9GSWaMEexuTvGcxwHP+fzec14fqXUWHi8o09dIRn+GDCwMqPPxQekH6pzrdVJ7U2Vs\n", + "aUy673VLy1SLmne567JMPZxaM6P1/qgs7d489djI6lC5zKfdkMfd/uMPh47HSKLpG59C25DooelL\n", + "7ArjgADGAQGMAwIYBwQwDghgHBAQyzig6UsIsSPoYzXre6UoirKiV2b6LmRkyJP+AXkyNCT39+2T\n", + "x/39sjo7LIsp+2XqyFF52Ngo7vJD4n7iHZneNeJay+p1VybJ6kiNXC/8UGWvgsbJRinPfkvcz5/K\n", + "Yn6BMl2NPJ2YkNmvd8mzgkSZPnbcN9fPeEmJLN5IlvMln0jPbI98WPqhjC+PS86Nz6Xv6B7fWiIP\n", + "6xuk5uB2yerLkFv578rinZvysMlbYlqzcDtDHne2SEP+x2rM4RuV38jIpW/VazWzJw/Jk6Iz6jGO\n", + "c7myTJbLy9VzgIzkuStXZLxgn1zvua7m6RvhqrEqZUybjbcLkOlrLPmsaZ9ul6LRIrnRc0OdN3dH\n", + "uqyONauxfTVtU20qk9hI32yfXO26qjJ+L3deVmP+6mxilJLunOmU9PZ0+arGO6YyMomfetpBg+fN\n", + "E81S1HRWvWcwq6n/IAtXj8jDZq9pHAkdj5FE0zc+hbYh0UPTl9gVxgEBjAMCGAcEMA4IYBwQwDgg\n", + "IJZxQNOXEGJH0Mdq1vdKURRlRa/M9J2/kSord+/K6pMVGdn5e1Xyd3WkSlbO75DRP70lK4Nd4q72\n", + "mrO147VKKV0pysx0t1yT1fZbcsH14VoZYhiahdlvK5N4qaRUmcZGVu7dk7n9b8uq62uZOpwk7ufP\n", + "fUu8jBcUyFLqcTlV/Ikye99yvSUzj2Yk91aCdP/oL828VFYu5T/+nTJPr+a/K8uujACzFsxfvSYr\n", + "XTVSU/a12u+b1ftlKDtJGd2a6e8+laet3tLV7saL8rilQo1rrEHW70L6DRkp+lpu999W8/SNMLZZ\n", + "fb9a7R9M2GBQVrlrpsv3zA+MYrwOy2Ggu3vzZbWvUI3tq0GWbv+8txy0EZi2rVOtKss4byhPZfgC\n", + "vS/XW6/Ll1VfmhrRZ9vPypGmI3KqKlHczV6zWONeXZXVm79X5365xjv2cCR0PEYSTd/4FNqGRA9N\n", + "X2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGAU1fQogdQR+rWd8rRVGUFb0y03f20mV5OjWlHj+bnlYm\n", + "rHuwRFZv/0mejg3L6nC1uHty1fixupTw/eX7ktabpsaGXa0+LieL9yiTEfTN9Ul27m5xP5yV5eoa\n", + "JSPIKJ47+J4a4xZlk5979tPIeHa2LKUny5GSj+Txs8fyD/n/IAtPFqQwc790/vCmby2RBwV5UnTk\n", + "51Jzv0bOF7wrD6vy5EFOrm+pl9lz5+VZh0vKqw+pDOT0mh9kqPZsQIbx1N43xD3WrB67u+/I874K\n", + "NY6xZrmuTpby06W37DvJHsxW8/SNMLZZMVahyi2n9aWpeUaaxpuk7G6Z75m3PDPG1S29W6pKMFfd\n", + "q5K6+3XiHq6U1dZUcdd4x9yFkY0s4kjA+EXmccaA18DumeuRvOE8Od90Xg7WH5SRhRG52n1VLdOc\n", + "7zgv31Z/KxcaDou7/qxvrhe012r+57J886A8cBX55oZHx2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYB\n", + "AYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdErM31nTp+RZw8e+J55UeWGC78W99ywuNtSxT3Z\n", + "JV2zXaqEsAbjw2L+akGCJBV94JsrMvJgRG7l7Rb34oTK8kW2r5EnfX2y8NMHspr7qcylXJGnk5Nq\n", + "LN4nQ8Nq+f3bt+VB2k9ytOxz9fz7uu9l8cmiFN75Xlp/2KXmgYWMW1Jwcocqg3yyfJ88KbmkspaN\n", + "wNx93pYpRQ3J0jbdJln1h6W/+ZzMpd6Uac9xT505KzPf/EkdJ3CPVIu7r0BmL16SZ57zBxZdLnlY\n", + "miVtVT+o0tZA3wjDeEUJ5t65XskdCjScweiDUbnV588ahjF8oO6AWhevubd4T2723hT3/WZZrTkp\n", + "7qbLygzO6PNnIodjeGFYlWvOGcpRz5EVDRP4UPUhlYldPVYtdwa9GcyaHxt+lGvd1+SI55y6q476\n", + "5nrBmMKr1Sdk5c5+NZ7zeuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6E\n", + "EDuCPlazvleKoigremWm7/TRY7L65InvmRd3/TlZbbgg7nv14i79XtxPH6ksUmSTalJ7UmVsqlMe\n", + "3tolyaWf+eb6zMe8d8Q9P6rG88W4vkYedXbK/LFPZPXO+6qM8pPhYZk5e1amT3izXMdSU2Xu5n45\n", + "VbNfPde4Kk9J6xd/73smMn89Re6c/Y0MzA/IkeYj8uz2XpXZq0HG8tRPh1UZ47y2C8q0zm44Jj0N\n", + "J2V1ZUWZzdDzIs/xPV7wvma6V1arjsjsF7+VlXteI3j+Vro8rr4jDTWHVVYv0DfCGEO3cKRQGbXI\n", + "3g0muMQyxuL9qfEnlYGL7GBwuu20LN1vkdXSA+LuuCWXOi/J7KNZtSwSKKe9v3a/uEa9RjTeC0b8\n", + "0dqjqq1QiholoI0UDBcoI/p0y3FZrEzyzfXiHmtUmc6r+Qky6Tlv66HjMZJo+san0DYkemj6ErvC\n", + "OCCAcUAA44AAxgEBjAMCGAcExDIONqvpu9ScInt2bJUtW7fJ1i1bZNvOg1IbWBDx5dJ8UH62ZZts\n", + "375dtm/dKtt2J0nt+l2Qlmk++DM56C2m+HLA/oZscFwydu2SjHHfU1mRpRXfw7A0y8GfHfT8+3oY\n", + "z9jlaVPPOfac522e87wjIUP6IrXrypLnKF4e47VJsnvbFs8+eGLL0967E10y4lvmZUmak3Z44yCx\n", + "3PMM+7zH+3xnivR5V3oFBLed/UEfq1nfK0VRlBW9MtN36seffI/8YGzZ1f5iWW26Iu7ak2oezEtd\n", + "whlUjlVKw0SDzF79hZwv/9I3V5RheTH/HXHP9MtjZPVmZvmWeHnU0iqLyZ/Iav4+WchKl0edXTJz\n", + "OUUmDxxUy8euXJGp61/I+aYj6rmmrC9Lmnf/5doYwHMXzkj65d+qbNnjLcflcWuaTH39iVoGUDZ6\n", + "+uQpcVcmSVb3dTU+bl7TSems9We4ulefi7voG/U4vS9d8vuzZbXjtsx995Y8bq9T82cvXJSnzTlS\n", + "XX9MjZsL9I1wz2yPytrFWLoYp9eMM21nPDcf3m92mNO3+27LTw0/qXGAQcndEmkZKpTV3M9ktOWy\n", + "aZnocHxS9omU3/OPYwwT+HzjebU/p1pPSeNE4HjKGowDPObap8z81d48Wa07I+6BInEPV6gS0zMn\n", + "j8qz2ch3fToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBALONgM5q+S80HZfv2RHEZ\n", + "DLCV2Zdr/oUQZKIu1R6UbTtSgwzB6ImF6TubsUu2p6xnU75+03eXwdkcSd0lWxLKw7Zt88Etsrf8\n", + "5bj9ynDelRJgMo/k7JXtuzI8Z87HSIps350jaz2/K+WSsDVJOn1PXx00fSmKoox6Jabv6uPHqgTy\n", + "6tPHsjrn/Yp3P38m7uJvxT07qMbddfflK4PyRs8NtVwztDAkmQOZMpb1nlyvSvTNFVl+uiynC3aL\n", + "e6JTVkZHZT4t0MRcrm+QxZMfymrpQVnMuS0PGxpUhq4qxTw/L/fOX5Cxq3vkSrs/axdUjpRI4yf/\n", + "SZ75xh+ePXlEbqT+XiYfTsrZ9rPy4G6DTH/xJ1l95DWmn05Py8yFC573+V7tJ8ohu1rPSVuV3+R2\n", + "L8+Iu/qYTD+almPNx1SpZbBw7BN5WOXNUJ46clSed2RLaWOytEy2qHn6RhjjF+cM5qgxeNun29W8\n", + "YDDm7vCDYZl7PCcXOy8q4/jzys/XDPSxxTG51XFZVm+/JWX1x6V+3Lohl1CZIK5hb6Yv+K72O7nS\n", + "ckVlICfWJSqj2wwY1d2lnjZ+MKbGEl7NfE/c7WniHm9X/y9cOSmPu/1Z3WboeIwkmr7xKbQNiR6a\n", + "vsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg81n+nZK0tYdkvKy3FarhJio2I9dkvGSsn1f1PRdKU8I\n", + "fL2lTF8rvGzTd0XKE8JvL9j0lSWX7NnyOkxntOduyQlpzyVx7d3iP7fB53U8Q3YZTeFXBk1fiqIo\n", + "o16J6ftsYUFmzpyV1T6XrKa/qea5l6fFXX1c3E+WZPX6r1XJ48tdl2X2ceA3xpPnTyS5NVkZmjA2\n", + "NSvPV+RY/tviHmuWpxOTMnclcHzY5eoa6TryB+kq+VaWC9JluaJCpg4nyYPcPFUO+u7JUzJ8fXdI\n", + "xivM0vqv/1YetXmN1+nDB+TyrT8qMxVj2E6PNchs4jtrpvDK6F2Zu3ha3HWnldmK9YrbL0tzpTej\n", + "GCAb2d1yVTL6M5SJjYxhsHj+G1kuTJPnDx+qstPujtuS3XhcmbxA3wg/fPpQlWfOGshSZabNQEY0\n", + "jFwYsBhjd2BuQP5U+CffUu/5Ot501HOufyP5DSeke7bbt2R9YPJmD2T7nnlLbhf3FsvY0ph8VPqR\n", + "TCxP+JYEgn2q85wH90SHuBsuyGrxflktPyRVvRky050jS+mnVbtEQsdjJNH0jU+hbUj00PQldoVx\n", + "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zb7ZOSFoMZApMtu0pETJsZ6U2aZds27Zdtm/bJjv2pEin\n", + "ztzEaxNypDl1j2f5VtmV6nXQZlHSF+V5oR0JARnEa4SYqM1ycEuClCMFNcJ2d3n2Yfv2bbJtxx5J\n", + "WdsRkaXOZN8yz3vuTpbkhK1rxmKIARz03mq7KDHt2e7WrYlSUJXi2f8tsgXH7NleMtJOLZi+AQbr\n", + "uEsSdvrOwdYt8rMtOyUhtRnFjOXgz/ZKUvJu7zKc0wSXweTE+fYt88i4bNyVIDvUfM/xb9stGSOe\n", + "raV41kU5bjU/OSRDNsT0nfW3N5Yl5DRL6h7P9rbuEpzmwHPlbfutWz3n1dMOW33ll5f6MvzHtn23\n", + "5/yYZAajDXemmpq3eN/tKSOyhPPuOc+6zHdyUYbs3blNtmzZqp7vVY5x+PPRfNDzmtpySdyBdjso\n", + "qIkZad/U+fPFyM6EFDlI05eiKGpNr8T0xZi2s5dTZLXlhsr2BO7pPjUOLsC4vgUDOWtmZzAYoxYG\n", + "Yv5wvm+Ol6SCd+TZSLU889wwzhjG2QXL5eWS9sM2OZHzJ3lYnCbztzNl5tRpZfjOpd6UkcRvpS/9\n", + "Y2WkGkGp4qqjv5OlQq/JOXXgSzmb9YYsrix6yxXfb5L5g+/Kk8FBtfxxb6/MX0iS5x0ZaqxbUN55\n", + "XRrKv1OPgftunbh7cuVEywl5+vypXO68rLKal278KEu3z6+Z1jCGbzQelfvL99XrjDfCyA5ObkmW\n", + "+0veZcHoEtAo/1w1ViXLK8tyq++Wb6kXvP+jK7+QtLrDasxdq9SM1Uj3TKBJjH1DOek/5P9BZV2b\n", + "0TbVJkW1h8U9VC7ush9ktStLVm+/LZ+W7JHK5gvypOCMzF68JE9nvCWozdDxGEk0feNTaBsSPTR9\n", + "iV1hHBDAOCCAcUAA44AAxgEBjAMCYhkHr+Pv7F9caomJTIGZGSGzciR1h+xI9vfFLtUmyrY9Lm85\n", + "Xhh7P9sqCS5Dcs5IquxMcClzUNGXHFjOVxNgos5KZ8ou2e55rsoOh9nujh3J/jFel2olcdseUaug\n", + "JPCWBHHpN8WyrX7zMqLpi+1uOyjNQb4ljMmQ1+gxiA3ausXc9G0+uE2StAMbULIYpu9WSVwbMDkw\n", + "83UkdafnuP0705e83bdNz+u2GY5/DRjPFjN9V8bFlaC35132s62e82Y4zcZzhbbf5nkScGpwLDuN\n", + "7eCSvWaZw5Hiynj+A+LAA9re8Lrw58O7rz/b5dkXvTjSvgXHz3iqJ8Zo+lIURWm9EtMX2bDzqTfF\n", + "XXVUVvM+85Z29hmhmvMd52XhyYLvWSDFo8WS2p0qpXdLfXO8nCz5SB4OuGT14UOZSfaOCaxZLCqS\n", + "2z/+Jzlc8K48Lr0hM+cvyPzVa+J++lTmMjJk7MJJ6XB9FWIkt0y1SOmVd2U+5ZQa13fy688kOf8d\n", + "efzssSrfPDjeJA+OvCeP2trU+stNnueXD8p0f4Eyc0FVd5rUln4tqwUJsjrZJe7efFnsL1Lj7oKC\n", + "kQLpmu2Shzln5EHKkbUxiZEtfLb+R2UwA+ONMPbr84rPw54jZEjDdD7Xfi5sFi/2b+rKf5aLVfvV\n", + "mMgvgt63hvEGWV1dVY+DQanr9LrDstp6Q9ylBzznoltWU7bLvop9ktN6Tp43XJaF7GyZOnpclck2\n", + "Q8djJNH0jU+hbUj00PQldoVxQADjgADGAQGMAwIYBwQwDgiIZRy8rkzfWMiUCBmZMGMzdu1UGaB+\n", + "DOWJ8dqgLGGMa7tla6AxapaBqsy+NRN1tyRmNHuNZBBmuzsDd0SZfsov9GwreJxao3kZyfT1jsMb\n", + "mudsavoGzADhMn1Rcnm7+L1ymNBG0zdRZaVq/O+F871FtgacO49UqvGSdCZ79nVXgqS4+vznyoLp\n", + "u9YeO/dIsmtkzcTFsuBj958r7Mv20LLfONch5vfe0DLOEeIq4H2Dz2uA6RvpfHj3NUGlhvuIsG+h\n", + "7czyzhRFUUa9EtP3cX+/zKfdEHf5IXFXJon70bys9hbKQl+R3Fu8p0xOjJcbDmSxJjUmSc39Gt8c\n", + "L+fLvpD5rkxZffZMlW428iAnWzKO/LUcLPpAnlRelclDP8r8od2yWnlULZ/vq5XWqh+k+G6xeq7B\n", + "mLmu7C9k5qevVdnlqcRP5YjrPXm++lyZzs33qmUp+T1ZrqpW6y9kZsrj9APSN1ou2UPe7OCavgyp\n", + "dH0uqzd+J+6RanG3XpfRwZK1zNvWqVYpuVsij0tuyPzJb+RhY6MslZbJak2yHK71Zwgbb4QxNu9H\n", + "ZR/J09WnvjmhIBu3YSK8CZveny5D011yvPm4Kvf8Ili5SYcRfanxsKyW/Sjuem/7zj+4r97/TMNP\n", + "4q71GvVLFRWyXFunHgej4zGSaPrGp9A2JHpo+hK7wjgggHFAAOOAAMYBAYwDAhgHBMQyDuz4d/aL\n", + "4R3TNzXU9/RgZvwFmb5B2Zww17aupbhGwNRE9RFmu2ENSmwr0WijGpYFPVYY3tvMTAZ+I9aH6f5G\n", + "Ku+cI3u2b5Pde/bIzoAyw4bz58P/XjjfW/0ZwmaszEqfK1l2b98pKcpU3kCmbxBmywJN32DD3wOM\n", + "1T2GTO6wvIwxfSOfD7N2DbdvONbAdqbpS1EUZdSrMX07O+XBtTPibktV5p974a4yQrv6cuTd4nel\n", + "Y7pDlSYOB0zhT8s/VWapkSsNSTKe9b6sdqTL9JGjKotXM5+eJhkn/7N8W/SBPK28IPe/SJAHpz6T\n", + "1YIv1PKFDpfU1x5RZaONIAM3r+aQTH7xnjybmZHp/R/KkZJP1DKUn74zkCUPz74riwWFat708RPy\n", + "LDdBau9VSfV9rxHc0J8rZXfeklXX12qcXndNsrQOF6uMZTC2OKbG911pzJW5Hz+TpZJSWa6pkMWS\n", + "/WvZwOBl3wgXjhRK80SzKvP8oljZNxjUxxp+lNU7e9R5ABgHGKWqz7Uky3zxt2oeSmUvpHuXB6Pj\n", + "MZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIONp/p6zXEtuxMkuYQg867LGJ55yBz\n", + "VpXR3Zooa9WLPayY5ZSYmqg+zLaLeVbLO8NYDSjvvEV2r7mPS1KbuNX/3hHKOwcYohs0fVc852ln\n", + "SJosiGT6eksqb02sNRiXKwEZzJol1x7fe0U2L0OOw4DZMqORGra885ZdgT8SMG1g7/a37EqVEcPi\n", + "kZy9geW+I5q+kc9HiOkbad+CyzvPZshulnemKIpa0ysxfR+iBPKVn2R1tE7cbTfEPdWtjNDqgRw5\n", + "2XpSGZ3Bhm4wH5d9LPUTge+DzNnR6U5ZdX0pUydOyHPPvmjmr6dI+rkd8l3ZZ/Ko8oTce+99Wb6a\n", + "KKvZH4n72RN50JwplfUn1Bi4RpSx23BUZg58JA87OmXiu3clufJrtezh04dqX59c+1jmb95UY9HO\n", + "nDou7upjqky0LqvcNOSS4lu/8ZY1rj0p7pL9UjZSpMYL1sD0HWhMk5lv3lXZwo+qsuR+43m53nPd\n", + "t8bLvxFGpnTBcIFc6rzkmxM9VvftdNtpWbr+97LaX6Se4xzhXEGdOe+qeaueL+npY8fU42B0PEYS\n", + "Td/4FNqGRA9NX2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGwWY0fcGIK1F2b9siW7Zuk61btsi2vTle\n", + "Y1eWpDl5t79c7u5kWUtaNTNnPSw1J3u2tU22edbf5vl/d4aJ+blR09eD2u5a2V5j9qxnWWey7PK8\n", + "l97HjOSdfkNw3CUJO7b6ygR7XpeRLDsN7z1bm7T22m3bEqQcm/W8Zu/2rZ5j2CEpyDTdoOkrfan+\n", + "/fFsZ+uOBHGpRZFNX32+cd62b/ecw227xXv6OiVlxw7f9rzHqA9/3LVXtnvabfuOlJAy2i9i+iLT\n", + "tjZpl2cf8J6efUko95qvIzme8+lt3+2e/dxx0GjKBjLuObcqrjzb2OrZx91JtYHtuo7pG/58BO+r\n", + "jwj7Nu5KkB2+NtmZkCOpCTR9KYqitF6J6btcXSNLV76Xrq4MOZT/lqjxfIsTJXsgU5muu4t3y/Qj\n", + "8zFdNUPzQzL3OPDG8M7gHemf71cG8szJI/Js1r987uIZuXHxN3Ki/geZKTsgo396S5avfyWr1cfF\n", + "Pd0ni/XXpLjplCrnbGRwYVAyWk7JwtFPZbG4WO5/94acqT/kWypyoeOCTKV/LjNnT8mj1jZ5kHpW\n", + "3O1pcq3nmkw+nFTrtI6WSeHVvxL3RKes5n0u7rIf1HjAQwtDajnAmLoXKw/I1N4/yFzKFVkpPSd9\n", + "vdnqmDQv+0YYx3qt69pamekXweq+wcS+f+PXsjpYpp6jvavGqqR5slnKct4V9+MHav7c5RT1fzA6\n", + "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYLOavuQlsuSSvbuCxrOtTQxvchPy\n", + "EkAfq1nfK0VRlBW9EtNXlS++mig13bfkozt/L6tdd8Rd/qNc6b6izN5nz5/51twYBSMFqhyzu/WG\n", + "zJ4+LE/G/V+5cxdOysXLfy9XOi7JSN6nMr7vz/I4LUFWe3LF3e+SpcrTkt6ULKMPRn2v8DKxPCHX\n", + "W87I0plPZO76DRnbv1MutpzyLfW+Z3veZzKx/1uZST4pj12XxT1cGTBObudYteRd/Avv2MXF+2XV\n", + "c6wXOy/K/ON5tVxzueGojOz5pUwdPSbP8r+VJs/ryu55zVHwsm+EhxeG1X4i2/dFsbpv2YPZ0jPV\n", + "JTOPZuT+0n1V4rptuk165nokt3CPuB+MqfWWawPH59DoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgg\n", + "gHFAAOOAAMYBAbGMA5q+5IUZSZHtewPHlh1P3SU7zAdOJuSlgD5Ws75XiqIoK3olpu+DvHx5eO1L\n", + "Ke/LkL35u+RJbbK4G87LseZj8vS5fxzejVJ6t1RljMLEXbx2VB61tPiWiEx9s09O5L6hTMf23D3i\n", + "fvpYZRevPhiX1bIfZalgv1xoPBJixD559kSONx2RRykfy+TRozL63a9VFq+ma7pLigs/lZWBFlkZ\n", + "vSvu5hR5MNEq59rP+dYQ6b5fL9lZf1SPVysPy2rFIUlqSlLPjaR1XJLeD/5Oxr9JkNWmFKm4VxFQ\n", + "AjrSjfDqqlu6q72GqVVgsH9b823IOMbRYPUmXR9TZn+mfFf3ndzuv63M57uLdyWt6CNxT/f61jRH\n", + "x2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYBAYwDAhgHBDAOCIhlHND0JS/OknQaSmLv2LFDlTU2GTKZ\n", + "kJcG+ljN+l4piqKs6KWavriRg8auXpW5Cx/Kjcbz8k3+HhnN+EjuVZ6Wo7VH19aJRgU9BVLYWygL\n", + "XSUye+uwjF25ouZPtbbK/WMH5PuM36l1SrLeldmRLnmYvc/72nt9slhyWA6UJ8r0zHTANqGk2iQZ\n", + "u7lPBve8K93f/1YuNF1YW9Yy2iLXc96V+YEG9fxh3lfSMlAjl1sur63TMNwg19uue593lclg8+2A\n", + "bWilNqVIy+7/KHe/2COLNZcltS1V6obqQtYz08TYlNw8UCvTkzOmy810f+q+vFvwrpT1l5kufxXC\n", + "e2V1Zanzk1iRKIerD0v//X6l057zuNBZtLauGToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDA\n", + "OCCAcUBALOOApi8hxI6gj9Ws75WiKMqKXkmm7/zNm/Lk+idypTNFzjckydDtXTLckSrp/em+NaKj\n", + "cbJRKsYqxD03LKs1Z2U66Yiav1RWLvN3Lsnx/N1qHFtX8Weyer9F3BWH1XIwOjkqZ9vP+p4FktaX\n", + "Jncbz8jdnb+Q3pPvSEZ/hm+Jt/zzNWSojreL+/GCZ5s/qWxjZB1rhh8MS8ZAhhyoOyA9sz3SO9cr\n", + "uUO5vqV+VKby7v8g04kfi3uoXFJ7U2VsyZ+9G+lGeHH2sWQfb5XHyxvLlH6n6B2VrfyiWL1JxxjJ\n", + "GM/4VOspKRwplM8rPlfZ3Y+ePpLkYs9xD5aqcY9X7/kznI3oeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", + "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3olpu/spYuykr5PkluTJbc3XVqv/I00d90M\n", + "MEqjAaWZL3RcEPeTRTVG8PyNVFm5e1fmLl2W+fp0OVP0kSolnF7ymaz2F8nd0u9ViWPQea9Tbvbe\n", + "VI81D6YfyfLCEykaLZLWzlS5v3ObtB5/R1yjLt8aIgtPFuQ8TN+79ao0sbv1mnec2qk23xqiShff\n", + "6Lkhn5Z9KrXjtaqccv146DmqG6+T+ne2yvRXb4l7slOudl+V+SfzMn13UbJPtEa8EZ69vyyuc52y\n", + "PP/EN8caiXWJMrQw5HvmpTl/RBpzA+eth9WbdJzvs21nlcE+tjgmX9V85VsicqT0U3lac0rcjZfE\n", + "3Z3tmxuIjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", + "sqKXavpOnzylNPXTD7LsOiAnW096TdDzfyHl3enSNu03SqMFhmvrVKsar/dxX6+Mf7tf5q5elemu\n", + "LLlUuk+Zjpdh+rbekJS8d9Q4wqBmsEbyh/PVY03VrX7pqhxTY9CWDeXJ7Od/LZUpnwaMs7vyfEWO\n", + "FX0g7qEKlaXqHijxZgYv3vWtIXJ/6b4ktyQrZQ1kqaxfZP8Ggyzk0v3b5cGJd2VuukcZ2GBqdFHK\n", + "rnbLQOc99dyMicEFKbvWI/OTD31zoqet5K5nW5HH1n0w/VCGWqd8z6zfpON8fVv9bUC2tOZs9Xey\n", + "kPWeMtDDoeMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimK\n", + "oqzopZq+zz3LlCb7ZaLqJ7nWc026Z7slr+xrudh6RuYeR3ej92hxxfdI5MnTJ3Kp85K4a0+Ke3FC\n", + "ni8vi/vpUxlrvy43qhLl8bPHcqL0U1mtOSkZJfvkm5pv5OnqUzUWMAxoI5U3+6S7cmytJPFqxtuS\n", + "6dnXgfkB3xpejhZ/LE9788Xdel3ck91ypu2MPHzqN18nlyclsSZRlTM+035Gafnpsm+pH2w3M+89\n", + "Wc39VOrGqqXqfpWaPz4wL22ld6XR1a+em3G3c1ZqMwdk5u6Sb0701GcPSWf5PZU9HI6Blikputjp\n", + "e7axm3SUdC4ZLfE983O16YTcv7RN3Cvh31fHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcE\n", + "MA4IiGUc0PQlhNgR9LGa9b1SFEVZ0Ssp7+ye6pHeqsOSM5Qj95buyeWuy3K+47xv6cZ48vCp1GQO\n", + "yEibt0wzONd+Th40XRT3hN+UHGq6IOl1h9TjY+VfyOOiREkp2avGze2a7ZJbHbfU/0bKb/RKV8WY\n", + "Kht9sfOirC7clYvNyTL7aNa3hpczFQmy2H5T3JVJ8mhxXJWt1vTVj0tlTpd8UvaJ9M/1y4nmE3K0\n", + "+ahvaSDjy+NyPedPspr/hVzpviJTD72ZtHe7ZuVu96yUp3XKyuNnal4w/Y2T0lI4IuMDC7450fH0\n", + "yXNpyBlW5nFrkT9bOZje2nEpSemW589W1fON3KR/UfmFKmUdTEbPTekfKvY9M0fHYyTR9I1PoW1I\n", + "9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0asxfceapL7msBrbFmPi\n", + "flvzrRo3NxpQ+nigaUoZnjNj3ixXZOUOtKWIe7hCPQc9dcclu/GEenyx/keZznpfTpV+qoxYlFG+\n", + "0HRB7i0Glk9GuWSUd15dXZXTbafVvKSmJPW/kZTagzJRmyzu0u9VKWeM36tpLR6VkrR2eaPwDVlc\n", + "WZQL7RdUWWsz1PjAWTtlKv+LgG0Mt06r8s0dNUNyr9f8Zrir8r70VN+Xe90vdrOMcYw7y8fU43HP\n", + "e/bW3hf3qls9N9KUP+LRsCzNPVbPe5o95//eonocLa4RlypxHQkdj5FE0zc+hbYh0UPTl9gVxgEB\n", + "jAMCGAcEMA4IYBwQwDggIJZxQNOXEGJH0Mdq1vdKURRlRa/G9B2qEFfNITWGLwzVt1xvSd9cn2/p\n", + "xhhsnpLJ4Qcy3DazluVafb9aattTxN2VqZ6DtqofxNV2UT2+1X5R+m/8RpJKPlHPRx+Myg+e5Sj9\n", + "bKQkpWvNAMU4vBgrGBm/oL3UbxDfajwhQ64/i7vxknTNdEnxiD9btcU1KmW3u1T2MagZq5Gyu2Xq\n", + "cTBqfOD0X0lbwWeqFLSmr35Cpu8uyv27yOYd9c0NpNXzPsNt0zLU6s94joaJoQV1TjWtxXdlYSpw\n", + "nGBkGzfmDiuzHab71OgDKb3RrsYCfhHQbsgAzurPUtnVZuh4jCSavvEptA2JHpq+xK4wDghgHBDA\n", + "OCCAcUAA44AAxgEBsYyDzWr6LjWnyJ4dW2XL1m2ydcsW2bbzoNS++Ghx4Wk+KD/bsk22b98u27du\n", + "lW27k6Q2sIjiC9F88GdysNn35KUyIinbd0nGuO8p8BzLli0Hxfh2K+UJsmWdHRjP2CW7fBsyPn41\n", + "NMvBn3naFed7+1bZum23JK1zwleW/EMnkvgHfaxmfa8URVFW9GpM3758uVVzUEYejKjnrmGXPHr6\n", + "SD0OR0f5Pbk/GGoEwlTFmL5jfXMy0j6j5sFAzm6/KO4Gf8nohtJvpLwrVT0uGMiW6st/KWerE9Vz\n", + "EHyT+ezpcym/0SMdZV5zt3OmUy53XlZZxDA9M35qWiu1nNNxWboy3hR3b77KCDaO59uYN6zG2g0H\n", + "DNbB5knfM5HjZfskv/mctE21+eaIdFfdl4XJh2ofcR4ezISeq7o7gyobuL/Bv61ogHF8v99/nkc7\n", + "ZwKyi3Gu58aXpad6XMY880c6ZqTmdr+MjY6rsYBfhJapFrkzeEfOtp2VEy3erOxgdDxGEk3f+BTa\n", + "hkQPTV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsFmNH2Xmg/K9u2J4jJ4jiuzS/JKLT+YvgZTdKn2\n", + "oGzbkSreXuEX59WZviKdSVslodx/djqTtsm2bTskyT+ioOf9twSsY8brN30NxvRSrRz07HNquBM+\n", + "myG7tqdIdOlYJBagj9Ws75WiKMqKXo3p25Eu56u+lYXH1sefLb7cJb11gV+IT588k4Ycr9GITFhk\n", + "xAJkiV5oPSXucu8YvqCy6Aup7stSj2vu10jWhS1yo/GIeg6CbzIfLz+VmoyBtcxaZOF+XvG5VIxV\n", + "yPL8Y8lNblX/g5K+DGm6/nOpabsiVWNVap6mLmtQaj3bCQdMYUiDUtPICp586DdvkUG75Hkv7OPU\n", + "yAOVYWsEBjXeZ37yoXRV3ffNjQ4YzPMTy75nnu/9+8vSW+s9rzgnTZ59rUjrk7HeeZnzrId9x2uw\n", + "b/V3huTpynO1Llh9viorj57Jqkl5aDNg1h/xtAnKfj99/tQ3NxAdj5FE0zc+hbYh0UPTl9gVxgEB\n", + "jAMCGAcEMA4IYBwQwDggIJZxsPlM305J2rpDUl6W22qVINPXux+7JOMlZfu+qOmLTN1wrw/M4kXm\n", + "b4K4yg/KtjXX1yQb2ISYmr4eYF7velknnMQc9LGa9b1SFEVZ0asxfZuvSFJlgu/Z+jx88ERlsgaX\n", + "Np4Z8xu9yH5FFqzmeMtxWSn+VtzPnqjnJZl/lOZJ79cdykpfTP07udN+QT0HwTeZGKu2qWBEGnL8\n", + "huy5jnNSd79O5iceStHFLvU/qB4pkqoL/14uNZ2QmUfebGNN9e0BZR6HoyFnUJVK1mAs329qvvE9\n", + "84Lxc2G46n2s8WzTCLJvkfEMY/hFSyw3e97ryUO/4YrH2pRuK74rywtPVHsA7FPBuQ5VXhv71l5y\n", + "T5bnvcsAykJjXGRddns9xpbG5MPSD2Vi2dumZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA\n", + "44AAxgEBsYyD1/J3dv1tjzJev8wY92Z0hvd8Z6U2aZds27Zdtm/bJjv2pEinLvuM1ybkSHPqHs/y\n", + "rbIr1WtaztYmyW5VRtijHQkBGcRrhJi+zXJwS4Ko5NgI293l2Yft27fJth17JGVtR0SWOpN9yzzv\n", + "uTtZkhO2rpm2IQZw0Hur7aLEtGe7W7cmSkFVimf/t8gWHLNne8mGDF7Fkkv26HOGfd3jkqWVcknQ\n", + "84zLZUmak3d790udjyRp9u12WNN3JNXTJge962H7uzLEfwrHJWOX31BuPrhdDqYm+86357zsClcm\n", + "O9T09Wcje5ZtT5ba8kTZ4TnfWw/Whrxv8DkqV8eA2PAf244El2E/yesGfaxmfa8URVFW9FJNX/fT\n", + "R7JaeVTmihPlfGOSb254kEk6gDF7hx7IUMu0MmCfPvFnko52zqqMU6CyUPP9ty0wT8fKD4r7wX1x\n", + "T3ZJftmfpWu2Sy0bfjAsSU1JUnq3VD0H+iYT5nFfw4QydDsrxkwNW2TbVt7sU2YnaJloktw7b8jx\n", + "5uPquUZnIiMD9vnTVd/cQGqzhgKMZZSQPtLsz0AG+vV6H5Hpq98bPJh+JF2V95VBC9M2HI+XVqS5\n", + "YGStLHUwz5+tSm3moO+ZH5i+Q23Tcrcr9E6i0XN8OE7sW1/dhMzcW/QtEemtHZeZsSXpqbkfMi6w\n", + "GbOPZtXxR0LHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUcvJa/s4//LjYyAwZo\n", + "gKkYyEjqDtmR7C/yu1SbKNv2uET1BsIY/NlWSXAZ+gZHUmVngkvW7Ni+ZNlutv0A43VWOlN2yXbP\n", + "c1UQOcx2d+xI9pcbXqqVxG17RK0Cw3VLgrj0m2LZVr/RG9H0xXa3+QxWAzBhA14TgC+T1/PeS649\n", + "PrN2SVx7fGas5xwFjOe74i/zPJuz29To1Y+XOpNk5w7D/qxr+v5MtibWrp1v1T57Ded/jUDTd7Yz\n", + "xWssq13Dsp/JLk87r73O+L5hztFI6k5PG/ln9iVv9xvX5LWDPlazvleKoigrermmb9E3svpwToar\n", + "j8qt3pu+ueFBhmjplW5pLR5V5Zu1iaiBKavNRJQSNhq0xaPF0lr9k7gnOsTdniZZTSekf75fLZt+\n", + "NC1fVX0lDRMN6jnQN5koj4zs1OnRRRlonFRlk1E+2ci9njll5t7r9t6QoCzx5a7LktaXpp5rkBWL\n", + "7FidqWsG9rn+jt9oPdN2RpV31qA0sjZi9T4uTD2Snmp/GeeJoXkZap1aK/NsBozehtxBZfyi3DTO\n", + "VzDI0m0r8WdLa1pLRqUqzXvuwoF9u6tMeO8+4v10BvNox6zc7wsdjzkadDxGEk3f+BTahkQPTV9i\n", + "VxgHBDAOCGAcEMA4IIBxQADjgIBYxsHry/SNgcyAubczNYzpOysZu3aKL9HWh8E8xGuDsoRnM3bJ\n", + "lq2+rNY1JUtwsqwyXrf4MnO375bEjGavkQzCbHdn4I74zVzPtrYklAeMQWw0eiOZvtjudpPa1pFN\n", + "X29p5ITyWSlP2L5WGlsbt4Fj/s5KbfIezzneqY51x3aUVPYeR7Dpu33PXtm5ZY/fvAYWTN/A/ayV\n", + "xKCMXi9oty2yzdcmuxMzpHnthGOZL8taY3hf83OE2NgiW33bW1NIWjR5XaCP1azvlaIoyoperun7\n", + "3Jth2j7dLkWjRepxJIbbpmWgeUIKzrTLk0dPZWJwQToq/KZksCELk1FnsaKEc1H9UVmtOCyrBV9I\n", + "Wm+aDEwNqeWPnz2WPSV7pHu2W60LcJP5bOW5KiONzNvRzhkZaZ9RWa7GcsdgqHVa2svuqexjcHfx\n", + "rhxqOKTG+zUyN74s3dX3Q8oeG6m61ReQXTv3eE4WV/zZshgTV5un+kbYaAQD7KM+bhi6ffXjnuVe\n", + "AxxmMzJ4YVTrTF0Y6P0N/jGDNTN3l0znP1x8os5/JLBvyD4ebPaON4z3uuszxcO9XzToeIwkmr7x\n", + "KbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMAzv+nf1ieMf0TQ31PT3A2PObml6CTN+gLF4Y\n", + "hFvXxraNQECmbxBhthtsPBpN358l1npn+tiI6RtsJoP1TF9k825NSpaD25L8hvZIimxPSJbknX7j\n", + "FpnS2w2Z0sFGr/ExMnbHPdvd6XnjNd/XgukbeOiRTF+z+cBkWZDpG3qOEBtbxUpTk9cD+ljN+l4p\n", + "iqKs6JWM6Vs5Vin14+sbQDBMYZwaQUbrYMuUPPSNY2sE49liLF5wf/m+pPamivteg7iXpyW9L13K\n", + "c9qUKQrecr0lA3P+zGDcZN7r9RqVneVj0l11X2WtthbfXRvDVoMyxjA3e2u9Y88ic3hv+V7pnetV\n", + "zzXaBMW25idDyxvDSIWhi/LNT1cCs4k1Dx+sSGuRd5xe441we+k9WZx9LFPISG7yGq0ABnCDZ5vV\n", + "t/pVKezC8x2e5ZNqG8g8BuHKQN/t9pyDnuhutrFvKDON7GuATGiUfQbGY3hRdDxGEk3f+BTahkQP\n", + "TV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsHmM329huOWnUmGzE8/WBaxvHOQOatKAW9NlFpDtqqh\n", + "urGfDZq+ap7V8s4wMQPKO2+R3Tn64JakNnGrpfLO2pA1BeP2btkSWMYZBvqOrbLVkKWMrF//dmDY\n", + "bglr+nofL3n211AmedZz3FsNxvJ4quz6WYTyzq4E2WKhvHMgkU3f8OWddwS8t6chArKtyesFfaxm\n", + "fa8URVFW9NJN37lHc5IzlBNikJrRUjgqjxZDv0J668alu3pMlV820lM7LrP3vV8/K89X1sbYffT0\n", + "kZxsPamyhMuuebN7r3dfl+mH3kxdgJtMmLiz95eVqdyYO6RMWxjAMDONdJTdk/v9c8p4Bcsry7Kr\n", + "YJcsPF5Qz5F1i5LU92CieoQxgpHtGgyyf5EFDPPa7DgBxhjGPgDjjfBIx4xnH+ZDXluXPaiylXEM\n", + "MGBhOiPrtz57yLeGF5ScfvIwcGzfvvqJgPLZGwH7BjO5NmtA7vV6jtmzLSMoY42S0shcDlfq2go6\n", + "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYDOavmDElSi7t22RLVu3ydYtW2Tb\n", + "3hyvsQsTMnm3v3zv7mTp1N2EZuash6XmZM+2tqlSwts8/+/OMEkj3qjp60FtV+/H9t2SvLYjnmWd\n", + "ybLL8156HzOSd/ozdcddkqDMWN/rMpJVNq1mtjZp7bXbtiVIOTbrec3e7Vs9x7BDUkyzWccldefP\n", + "DGWcvcDkDch0ni2XxB3ec7F9Z4K4cpJkT0TTVz1TGdYHlcu6JJ3Ju2Srp12wfzsTciQ1IdD03Zuk\n", + "z4vnfXYlh5izXl7A9PVgeo58sYE2Vu+9bbeYNTV5PaCP1azvlaIoyopequmbNZClzNajTUdlYjnQ\n", + "FDQDWbnuVbfvmR+UK8471abG/DWCssvGeRc6Lsj843lvqefRIjW+LgzRh76MVyO4yYSBiqxebKPi\n", + "Rp8ygDGO8JznfyPNBSNqLGGdLft89bmUjpaqxwBGbfm1XpXBC+MYZaqD9xUgi7mnelyZs8HGsgYm\n", + "NsxsYLwRxnxk9OpsY03FjV413i/2L/9MhzKW8Xhq5IFvDS9mRnRrkef4Tc6NFfS+wZBv9ZxHneWr\n", + "gbmNfa7PGVLZzWaZz1bQ8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZB5vV9CX2\n", + "JKR0Ndm0oI/VrO+VoijKil6q6Tsw7y2n3DLZov438nh5RXpq78virNf8RDYoslHD8XjpqawEjTN7\n", + "r2dWZcBqsoeypX++X5V2HnkwogxfZAebGrCem0xtMsOALTjXrsxbrB9smGI8XZiaulR0MJNDD9R4\n", + "v/ln2mVuYnkt4zcYXf4Z5aJn7oVmAgPjOLnGG2G8f/7pdlme95az1iwvPFbLkFW7FLTMCMZHRjbw\n", + "/YF53xx/Nm40rHeTjmOouT2wZvbCyEbZa+zD3a4ZU3PfDB2PkUTTNz6FtiHRQ9OX2BXGAQGMAwIY\n", + "BwQwDghgHBDAOCAglnFA05fYCZq+RIM+VrO+V4qiKCt6JWP6ah4trayNIdtRfk96qsakOr1fPYc5\n", + "2FV5Xz22CrJUka2q6Zvrkx/rf5SLnReVEYoSx8bMWSPjdydVBi9AeebMpCY1bvBIu7eMsubZ0+dr\n", + "pZIbcoY92w0dizc4sxePkYUcjDaDvev738MIxhXWRvbLvBFGaWeUfW7xnC/sH0x2jIkcLevt292e\n", + "2ZDtYzximM9NnvM+c8+0HkkIOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44Cm\n", + "L7ETNH2JBn2sZn2vFEVRVvRKTd+uqvtSesU7xq42UDEPhq/Olt0owWPwTj+aVmP66vFzjaatkeGe\n", + "+9Jd7TeDUaIY5i9M6buGLF0YwSgDDcKVQ4ZZjZLKGpRRDh7jFuD4cJx4j9FO7+gZwcDwhfELXvaN\n", + "8LOV58p4x9jJA01TIRnNG+FF9g2mujFDOxI6HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgg\n", + "gHFAQCzjgKYvIcSOoI/VrO+VoijKil6Z6bs480g6yu6p7M/pscW1LFtdzhhj6Y71bfzGb2ZsydRg\n", + "RSZpb513flvJPWUCG+lpGlUZt8EEZ+nCUNYZyO2ld6Xf814wko005g0rw1izMPlQlTI2sjT3WHpq\n", + "xtW4wcYSzsH0N07ItC8L9lXdCDcXjqxlWEfLi+wbzinMeivoeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", + "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3plpm9/w4RMjT6Q4bYZ6a6+v2bUPn+6KjWZ\n", + "A9JVMRb1+LItrhFVrtjI/b55Ge3wZtMiqxTZpchy1eu1VgyqUsPBIEu3v2HS9wxj4c6rcWjBw8Un\n", + "0l46Kl2VfsPy6cpzqb8TmEmMsXWNpY1hQDfmDkv1rT5ZXniixv2FAazBWMXIIIZxjPU0r+pGGO9n\n", + "VqZ6I7zIvj1/tip1WYO+Z5HR8RhJNH3jU2ibTclsrRzcuSWgBM9sxi7Zsm27bN8O7ZUcX6L/Umey\n", + "7Fbztsvu5E4xFj2n6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvqi\n", + "RPKjxRWZHVuSqrR+ZcpqHj4ILZm8EZA9azRRAUopj/tMXW2yVt/uXzNV6/P7AspCazAGcF+9f1sw\n", + "gGfu+q2Y4HLRizOPpSMoaxXHg6xmTf2dQVVaGYYveLy0okxPjGu8uupWJZ/LrvUqM/lut7/sczz/\n", + "QfSi+4Z4sNLuOh4jiaZvfApts+lYqZXkhBypTd0VYPqOZyRIire4gYERSd2VJJ36WcouSdJPPND0\n", + "JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0SsxfZHNq7Nhkc2afbwlYAzc\n", + "l0Hw2L4wXecnvO+BzFLXhU5Vthlj2SJzt+JWZ0iZZoAMWIw3rEHp5icPA7OIMSYusobBxBDKQYeW\n", + "akYW8WDTpDTlD8u8ybE+9mwTJa3x+t7aCWVcd5TfDXiveP6D6EX3TY0pPLroexYeHY+RRNM3PoW2\n", + "2ayMZwSavp1JeyQj8HcpSP+VXYm1vicemg/KLsNK+GPUTPjsURRFURRFURRFURQVXmZ/T0OEEGI3\n", + "0Mdq1vdKURRlRa/E9IXB21nhz4a91zunyiK/TDBmri6pfLd7TtrL7imzV4Pyzsi2RQlplJaemfFn\n", + "1Aajs5JRCropPyQ9T/oaJlQZaIDxfsMZ2CgNPTkUWkJaMz/5UL0eWb/GfdXgJjVeedF9m7m/uFbi\n", + "G+MyB5fI1uh4jCSavvEptM1mJdj07UvZKdt3J0jC7u2e/5OlE8UDxjNkl3GlkVTZa0gHtuMfo/F8\n", + "zSKvD8YBAYwDAhgHBDAOCGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUUv1fSFybo481CZvKOdM765\n", + "r46R9hmpvNmn3m89It1kDjZPyeTwA5keXZSBRv/4vprxgQU1NvHTJ88CSj1HQ8WNHmktGvU9CySe\n", + "/yB6Gfs2NfJAmgtHpL9xIuyPAHQ8RhJN3/gU2mazEmz6BtCXLDuwcMkle9bJ9LUb7MQhgHFAAOOA\n", + "AMYBAYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdFLNX2RXVt1q08asgdVNufrAEasFSLdZMKM\n", + "7G+clJH2aRkf8I89rFmceSRtxaPq+DB28IvQUzsuQ22h5aFBPP9B9LL27aFvnONw6HiMJJq+8Sm0\n", + "zWYlounbmSQ71OC9HNOXOBPGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQYkfQx2rW90pRFGVFL9X0\n", + "bS4cVSWSe2rur42BGy9EusnEPlek9q6VHzaj1XVXarMGQ8b7fZnE8x9Er2vfdDxGEk3f+BTaZrMS\n", + "aPouSXniDtmxfbts375DdiVmSJ/vNzArI6myR83fLruTOz1r+qHpS+wK44AAxgEBjAMCGAcEMA4I\n", + "YBwQEMs4oOlLCLEj6GM163ulKIqyopdq+nZV3fc9ij8i3WRifN3xwXk1/m8siec/iF7Xvul4jCSa\n", + "vvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigreqmmr3vV7XsU\n", + "f9jhj4143sfXtW86HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/V\n", + "rO+VoijKil6q6RvP2OGPjXjex9e1bzoeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBA\n", + "LOOApi8hxI6gj9Ws75WiKMqKaPrGEfG8j69r33Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCA\n", + "cUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSNI+J5H1/Xvul4jCSavvEptA2JHpq+xK4wDghgHBDA\n", + "OCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigroukbR8TzPr6ufdPxGEk0feNTaBsSPTR9iV1h\n", + "HBDAOCCAcUAA44AAxgEBjAMCYhkHNH0JIXYEfaxmfa8URVFWRNM3jojnfXxd+6bjMZJo+san0DYk\n", + "emj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKZvHBHP+/i69k3HYyTR\n", + "9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZEU3fOCKe9/F1\n", + "7ZuOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqyok1j\n", + "+hJ7oOMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimKoqyI\n", + "pi+JK3Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCAcUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV\n", + "0fQlcYWOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", + "Ipq+JK7Q8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVR\n", + "VkTTl8QVOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44CmLyHEjqCP1azvlaIo\n", + "yoqiNn0pKlai6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", + "oqhN3+mZOYp6KaquqVuTjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwix\n", + "I+hjNet7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hj\n", + "Net7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7\n", + "pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", + "siKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKa\n", + "vlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTM\n", + "RdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiJHmL6dGUfk\n", + "9+//IO/t/UHefv+AfJh0Wxrv+Zd9mtEX8pr1VS2H3rkgpabLzGXcj/c+OiBv7D0ux0v75L7Juqbq\n", + "yZIv8dq9P8m5FpPlVtRzWz798rZ0mi2LU9H0dYbQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTE\n", + "Mg5o+hJC7Aj6WM36XimKoqzIMaav39idktbrR+SNpFJltr5u0zfgvYYb5dy3ibIvoztgPXONS17S\n", + "ATleY7ZsA6LpG1Y0fV+t0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4p\n", + "iqKsyIGmr0fDOfLlO5el0mxZWHXIuSSjWfoSTF/oXqkceP+MuCYM80zVJze/PCI3e8yWbUABpm/w\n", + "McWnaPo6Q2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVRVuRM07c/\n", + "S/btTZPGkGWD4jp7RN7+yFt++b0DaVKpykB3y52kn+SNdzzzUF75UI70rpm+g3L726AM3I40+fCL\n", + "NGnVz30yN5hH5M6BREnyvX605bYc+NJXAnrvcTlVc88zv0NuHvpJ3n4nUd5Ye/97UnnxuG89j764\n", + "LKXhSlYbjd61x2bH5J2nnnuO/+0DWSHHEAvR9HWG0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcE\n", + "xDIOaPoSQuwI+ljN+l4piqKsyHmm70S35CX9IPt8z43LWlN+kg8vtqyNsTtYekHePpAjg+p5tRwK\n", + "KIvsz/S9X3pG3j5b55vv3c6+7MG151rmpu+clB5LlEOVnscTpXLgixvSqLN+7xXJt2vZxKGZvvcn\n", + "xtceD2YfX9u2NdMXy4KOqdJzvJ7jX3vdxJT/cQxF09cZQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4I\n", + "YBwQEMs4oOlLCLEj6GM163ulKIqyIseYvr9/35cR++VJOeXqllHDMq9BOig3v/1JLgWUTzaWcA5v\n", + "+k7P1Mnxj3SJ5kbD40CZm7543wNyvMHzuOayZz99mbdrOil3+rFesOk7KK6LJ2XfF97M3A/3Hnhx\n", + "0/denZz68gf5NClN8lpG1szvWIumrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQ\n", + "YkfQx2rW90pRFGVFzizvbLoM5usPcq7FuNyq6WvI7q25Km8nlZoapqb7MZwj+97xmcQwfdcyi4MV\n", + "aPri/d672Lj2PsZtR236+nS/v0XyUDr6C28JbOOyWIimrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghg\n", + "HBDAOCAglnFA05cQYkfQx2rW90pRFGVFm8j09T42lnceDS7vbDB5Q57DvP02S24f+yFwfF+Dgvfj\n", + "/nC1HP8ica3UtCrv/M4RudThL6vsL+EcaPrWnvVn9mLM4ZvfJq497/W8j7HcdOf1I/L7cKZvwDEZ\n", + "hbGGA8tJx0o0fZ0htA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigr\n", + "2lSmL4zOSmS46tLK396Qynt63XGpTTkib6BMdFKR9IYYpuPiSkqU33+RJq1r8wKF91orM/3+AXkb\n", + "paZLA8f+vd+RIwe+8CzDOh8dkA9PVvhM56DyzsOlcmivb70vz8id7KvypT4OVab5gLzxEd7rJzmQ\n", + "nSYHTE3foGOquSEffoHXeLXvYt1aGexYiqavM4S2IdFD05fYFcYBAYwDAhgHBDAOCGAcEMA4ICCW\n", + "cUDTlxBiR9DHatb3SlEUZUWOMH1flxpTfpAPUzpMl1HRi6avM4S2IdFD05fYFcYBAYwDAhgHBDAO\n", + "CGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUU0fa3qXrUc2ntc7gybLKNeSDR9nSG0DYkemr7ErjAO\n", + "CGAcEMA4IIBxQADjgADGAQGxjAOavoQQO4I+VrO+V4qiKCui6buuBuXOoR/k7Y9+kkOuwFLN1MsR\n", + "TV9nCG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9n\n", + "CG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1D\n", + "ooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1Dooem\n", + "L7ErjAMCNhIHt923lYjzQBxMu6dV+5a7y31zidPocndJkjspbBtv5HqA7Zx2n1ZxQ5wF7w8IYBwQ\n", + "EMs4oOlLCLEj6GM163ulKIqyIpq+VMxF09cZQtuQ6KHpS+wK44AAq3Gw7F6W3/km4jwQBzAE0b6J\n", + "7kTfXOI00t3pEdt4I98L+nqAuCHOgvcHBDAOCIhlHND0JYTYEfSxmvW9UhRFWRFNXyrmounrDKFt\n", + "SPTQ9CV2hXFAgNU40IYgJuI8EAf57nzVvjR9ncvLMn2R3auvBzR9nQfvD7wkurYAAP/0SURBVAhg\n", + "HBAQyzig6UsIsSPoYzXre6UoirKiqE1fioqVaPrGp9A2JHpo+hK7wjggwGoc0PR1NogDbQjuce/x\n", + "zSVOA+WY0cZvut/0zQkkmusBTV/nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirCgq05eiXqZ0DFoV\n", + "Td/4FNqGRA9NX2JXGAcEWI0Dmr7OBnGgTV+2sXNBhm+kNrZ6PWh0N65th6av8+D9AQGMAwJiGQc0\n", + "fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU2oZED01fYlcYBwRYjQOj6YvSrsRZIA5S3ClrbUyc\n", + "idH0HXGP+Ob6sXo9MP5AAI+Js+D9AQGMAwJiGQc0fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU\n", + "2oZED01fYlcYBwRYjQNm9jkbxMF6WaDE/hjb2OxzbPV6YPyBAE1f58H7AwIYBwTEMg5o+hJC7Aj6\n", + "WM36XimKoqyIpi8Vc+kYtCqavvEptA2JHpq+xK4wDgiwGgfGzD6avs4DcUDT1/kY27jcXe6b68fq\n", + "9cC4HZq+zoP3BwQwDgiIZRzQ9CWE2BH0sZr1vVIURVkRTV8q5tIxaFU0feNTaBsSPTR9iV1hHBBg\n", + "NQ5o+jobxAFNX+fzpvvNtTY2M2utXg/2ufdF3A6xN7w/IIBxQEAs44CmLyHEjqCP1azvlaIoyopo\n", + "+lIxl45Bq6LpG59C25DooelL7ArjgACrcUDT19kgDoyGIMdtdia6fTGddp/2zfVj9Xpg3A5KPRNn\n", + "wfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaBzR9nQ3i\n", + "QLcv29i5GNsYmd3BWL0erLcdYm94f0AA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+\n", + "hbYh0UPTl9gVxgEBVuMA2Xza5KEh6DwQB7p92cbOxdjGe9x7fHP9WLkeIDaM26Hp6zx4f0AA44CA\n", + "WMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+hbYh0UPTl9gVxgEBVuPAON4rx/B0HogD3b6Y\n", + "aPo6E2MbYwrGyvWApq/z4f0BAYwDAmIZBzR9CSF2BH2sZn2vFEVRVkTTl4q5dAxaFU3f+BTahkQP\n", + "TV9iVxgHBFiNA5q+zqb2Qe1a+2Ki6es8tFmLz7Iev3nZvexb6sXK9UCXet/n3qf+p+nrPHh/QADj\n", + "gIBYxgFNX0KIHUEfq1nfK0VRlBXR9KViLh2DVkXTNz6FtiHRQ9OX2BXGAQFW44Cmr7Oh6et8jKav\n", + "/jwHt7OV64E2fU+7T6v/zcpEE3vD+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQqmr7x\n", + "KbQNiR6avsSuMA4IsBoHNH2dTbDpW+4u9y0hTsHM9G10N/qWerFyPTjsPrz2Wm+0hJaJJvaG9wcE\n", + "MA4IiGUc0PQlhNgR9LGa9b1SFEVZEU1fKubSMWhVNH3jU2gbEj00fYldYRwQYDUOdClXTDR9nUfu\n", + "Uu5a+7KNnYnR9NXZusHtbOV6YMwS9kYLTV+nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz\n", + "6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaB9rcwURD0HlcfXTV0MJsYyeiM3ORqfsipq8eD3jaPa3+x0Sc\n", + "Be8PCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTMpWPQqmj6xqfQNiR6aPoSu8I4IMBqHGhzBxPG\n", + "8iTOgqav8zEavcasXyNWrgc6RoIfE+fA+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQq\n", + "mr7xKbQNiR6avsSuMA4IsBoH2tzBFGwUEftD09f5vAzTV2f3fuD+QD3XZd9H3CPqOXEGvD8ggHFA\n", + "QCzjgKYvIcSOoI/VrO+VoijKiqIyffVrKCoWoukbn0LbkOih6UvsCuOAAKtxAGNHTzR9ncdXT79S\n", + "batNPJq+zsNo+i67l9VjTEbWux4Em8X4H88xnzgH3h8QwDggIJZxQNOXEGJH0Mdq1vdKURRlRVGb\n", + "vh2jkxT10qXjMZJo+san0DYkemj6ErvCOCDAahxogwgTTV/noU1flO7W/xNnYTR9gffTvDHTt9xd\n", + "rl6DcYEBTV9nwvsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVX0vEYSTR941NoGxI9NH2JXWEc\n", + "EGAlDnR2n55o+joPbfpqY5Bt7Dxg1KJtYdwCs9LM610Pgo1jmr7OhPcHBDAOCIhlHND0JYTYEfSx\n", + "mvW9UhRFWRFNXyqupOMxkmj6xqfQNiR6aPoSu8I4IMBKHND0dT7vP39ftW2+O59t7FCCDVozw3a9\n", + "60GKO0W9BnEC9DYa3Y3qOXEGvD8ggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UnElHY+RRNM3PoW2\n", + "IdFD05fYFcYBAVbigKav89Ftq9uabew8gk1eXcpbG7hgveuBcRtf5vXJ7r4z6rnO/LUDyHTe794f\n", + "cNwkEN4feJl2T8ub7jdVvGxGNkMcoNIB2hc/aCHmxDIOaPoSQuwI+ljN+l4piqKs6KWZvriRoqiN\n", + "KjiOdDxGEk3f+BTahkQPPg92g515BDAOCLASB9oI1OVg0QlOnAXaFRNNX+cSbPoGl2oG610P9DUA\n", + "2/jFpRbZ0XIiZBvxjj5uxnh4eH/gRVc+wAQDeLOxGeJAf+ftce/xzSHBxDIO7Ph3NiGEoI/VrO+V\n", + "oijKil6q6Rs8TyvSso3oZW0H4j5Z06vcJ7N5Oh4jiaZvfAptQ6IHnwe7wc48AhgHBFiJA6MRqDvA\n", + "ibPQ7UrT17kEm77IeMVzZPxq1rseeKPkdzK19MS2pq8+D4zx8PD+wIv+kQMm/bnZTGyGONA/AsFE\n", + "zIllHNjx72xCCEEfq1nfK0VRlBXR9H1BcZ+syWw7ZvN0PEYSTd/4FNqGRA8+D3aDnXkEMA4IsBIH\n", + "ulOUnaPOBOUt0aYwOJDNhsfMenIewZ9dM4N/veuB3kbH+JLtTV/EOzGH9wfe0s463jFtxnGrN0Mc\n", + "8L5mfWIZB3b8O5sQQtDHatb3SlEUZUU0fV9Q3CdrMtuO2Twdj5FE0zc+hbYh0YPPg91gZx4BjAMC\n", + "rMQBTV9nE2z+sY2dSXC7arPfaPBHuh4Y46Skf1aZvr+qTFHzjNnC8Q7K03vPBGM8HLw/CCztjMlO\n", + "P2x4WWyGOMBYvrqNN2MJbyvEMg7s+Hc2IYSgj9Ws75WiKMqKaPq+oLhP1mS2HbN5Oh4jiaZvfApt\n", + "Q6IHnwe7wc48AhgHBFiJA5q+zoam7+bArF2D50W6HhjjJLVlXJm+v8zPXJtnF/QxYyLm8P7AX9pZ\n", + "/w9zcLOxGeIA1y59PcA1joQSyziw49/ZhBCCPlazvleKoigroun7guI+WZPZdszm6XiMJJq+8Sm0\n", + "DYkefB7sBjvzCGAcEGAlDmj6OhuULUWb0vR1NmbtqrNel93L6nmk64HxOnC8YsSWpq/ObtYTM/vM\n", + "2ez3BzpO8PkI/lHMZmIzxAFN3/WJZRzY8e9sQghBH6tZ3ytFUZQVvRbTl6LMRNPXWULbkOih6Uvs\n", + "CuOAACtxYGb6apOI2B9j+wLdxsQ54POKNoWJZUQbHtrsiHQ9MMZJQl6fLU1fbeDpiSaPOZv9/kCX\n", + "/EXZcpq+zgbl7fX1ACW9SSixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLAS\n", + "B0ZjKNgkIvaHpq/zCWdc6c8zsr1BpOuBcd2Ps7ptafqWu8vV/uqJ1zFzNvv9gTYC9edCx8tmYzPE\n", + "gW5bTPo7kAQSyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL7ArjgAArcWA0eo2PiTMI\n", + "Nn0/cH+gnqPEKXEG4Uzf4LaPdD0wfvZh+EI/v1aj5gVnEMcr+nj1BBOYhLKZ7w+MpZ01Ol42G5sh\n", + "DnTbYtLXQRJILOOApi8hxI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxAFNX2dz2H1Y\n", + "tak2wNjGzmM90xflbEGk64Ee/3fy8cKa6QthHiY7gHK92Fd9LDR5zNnM9wfG0s6afe59at5muyY6\n", + "PQ6Cx/jGdyEJJZZxQNOXEGJH0Mdq1vdKURRlRTR9qZiJpq+zhLYh0UPTl9gVxgEBVuKApq+zCW5T\n", + "trHzQFuiTYNN3+D5ka4HWA9Tx/iSbU1fHdv6f5q+5mzm+wNd2tlY6WCzXhOdHgf6+qen4Osj8RLL\n", + "OKDpSwixI+hjNet7pSiKsiKavlTMRNPXWULbkOih6UvsCuOAACtxYOzw3qyd304muE3Zxs5Dj2Vr\n", + "zF4E2vTQZke464HOiEPpbzubvjpj0yybk/jZrPcHxjg3ouNls/1IwOlxoK9/etLXQRJILOOApi8h\n", + "xI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxIHuEF12L9MQdCA0fZ2PLuNsZlphPiYQ\n", + "7npgNIdTW8aV2ftWWoftTF+9r8bjIaFs1vsDbe7qcueaSJ8fJ+P0ONDtqtvdLmOTv25iGQc0fQkh\n", + "dgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcEGAlDtAZigkGz68HDqjHevxXYn90+2po+jqP\n", + "FzV9jZnCwabvrll7jHeKH63oY6XpG5nNen9gVtoZNLob1fzNNuar0+PAeF3E/5hIKLGMA5q+hBA7\n", + "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6avsSuMA4IsBIHujMUBs+OlhPqsZl5ROyJbl8NjD08z3fn\n", + "++YQuxPJ9NUlj2GEhrseGF+fkNenrgUHiwbV/7+d/Gzt9fGM0eiddk+rxzD5SCib8f4gXGlnsFl/\n", + "JOD0ONAZvviuw/+YSCixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLASB7oz\n", + "lKavM9Htq4lkEBJ7EqlNjZnd4a4Hxh8CaNP3WPmI+v83E/YwfXW2pjbu8BgTCWUz3h+EK+0M9I8E\n", + "Nlv5X6fHgfHap3/8EpzlTWIbBzR9CSF2BH2sZn2vFEVRVkTTl4qZaPo6S2gbEj00fYldYRwQYCUO\n", + "0BGKiaav89Bmxhurb/jm0PR1ItrcgPEZjDHbLdz1wGiO7Lzaqq4FVxru2cr0DY5rPMZEQtmM9wfh\n", + "SjtrNmO8OD0OjNc142MSSCzjgKYvIcSOoI/VrO+VoijKimj6UjETTV9nCW1DooemL7ErjAMC1osD\n", + "dICiI/Sjp5/R9HUgun2/evqVbw5NXycSydAwtne464ExCw7XAeimb2zf34x+pZbF+zjfwXGNMr54\n", + "jh8+kEA22/2Bvg6alXbWbMZ4cXocaKMfbUrTNzyxjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0\n", + "DYkemr7ErjAOCFgvDnRn+KePv6bp60Bo+m4OIhkaMGux7LD7cNjrAZZjGpp9pK4DO6+1rpm+drkm\n", + "BJ8Dmjzh2Wz3B7p8uVlpZ81mjBenxwHaExPQFQ/4vRdKLOOApi8hxI6gj9Ws75WiKMqKaPpSMRNN\n", + "X2cJbUOih6YvsSuMAwLWiwNtCr6/lEDT14Ho9qXp62wiGVY6BrCO2fVg2b2slmPqGF9S14G30jqU\n", + "6fvHG+00fR3IZrs/wFi9iIVI47niRxFYJ94z2l8mTo8DtCcmwO+98MQyDmj6EkLsCPpYzfpeKYqi\n", + "rIimLxUz0fR1ltA2JHpo+hK7wjggYL040IaQNn1/VXxTPYdhQuyP7ug++/isb46ocV8xDyYHcQbG\n", + "8szB6HGdUerU7HpgNIVL+mfVdeDjzG5l+sL8tYvpi33EBBMb6OxOjGVMAtlM9wf6eheptDPYjKag\n", + "k+MA10K0J66NYDO2r1ViGQc0fQkhdgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcELBeHASb\n", + "vr/Mz1TPafo6A93RffXRVd+cQJOPOAO0J6Zw6OVm1wNjPKT6Sjp/mddnW9NXQ5MnPJvp/sBKaWeA\n", + "HwdYWc9JODkOgr/ntPnP771QYhkHNH0JIXYEfaxmfa8URVFWRNOXiplo+jpLaBsSPTR9iV1hHBCw\n", + "Xhzoju6EqVM0fR0ITd/NAdoTUzh0edv++X7fHD9Gc/R4xYi6DiQWDKyZvjr7P54zw4Oz+gBN3/Bs\n", + "pvsDHfvIeI/EZrwuOjkOgtuT33vhiWUc0PQlhNgR9LGa9b1SFEVZEU1fKmai6essoW1I9ND0JXaF\n", + "cUDAenGgjZG9I+dp+joQZK2hPdOX/cYXO7+dB9oTUzjQ1lhe+6DWN8eP0RxNyOtT14Fj5SNrpq8d\n", + "rglmMc0y5uHZLPcHOgaMPwYIh44hK+s6BSfHQfCPPvi9F55YxgFNX0KIHUEfq1nfK0VRlBW9VNOX\n", + "kI1A09dZQtuQ6KHpS+wK44CA9eJAd4y+23+Gpq8DMTP72PntPNCemMIB4xPLSxdLfXP86BiBQfZx\n", + "Vre6DpyqGlWmL8o82+GaoCsWoJSvhnEens1yf7DRcZ2xLqbNgpPjINj0BZutfa0SyzhgXyUhxI6g\n", + "j9Ws75WiKMqKmOlLxUw0fZ0ltA2JHpq+xK4wDghYLw5o+jobbejR9HUuKFuL9vzA/YFvTij6c24s\n", + "863RMYK4wDUAguFrJ9PXzOBhnIdns9wfWC3trMG6mDYLTo4DXeXCaPhvtva1SizjgKYvIcSOoI/V\n", + "rO+VoijKimj6UjETTV9nCW1DooemL4lX0JF12307bGcm42BzUO4uf6E4CDF9s7wZc3YqcQlzB+cA\n", + "/5NAzEzfZfeymgdDhNgfK+am/pyffXzWN8cP5mOafLygrgG/TrGf6aszOnE91DDOw7MZ7g/052Ij\n", + "32X6erlZvkucHAdmbYnnmEggsYwDmr6EEDuCPlazvleKoigroulLxUw0fZ0ltA2JHpq+JB7RndmY\n", + "wnVOMg42B7pj05jhZmS9ONBlXz9qylrL8tOxZRf0MYQ7B5sZnel2b+6eb44Xu7UxCY8V01ev89XT\n", + "r3xz/OhY6BhfUp9/jONrNH3tcE0IZ9bF+37His1wf6B/6ICMT6vQ9HUOZm252drXKrGMA5q+hBA7\n", + "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6aviQe0eMXYjJmNhlhHGwOdCdmtKavfv1vXfY1fdc7B5sZ\n", + "3ZbBcaDnE/ujDV18DsKh1wk2fUfcI2o+siHrRr2ZvnY0ffe496j9w/EYiff9jhWb4f5Am74b+V7Q\n", + "JYE3y3eJk+NAXxOMVVBo+poTyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL4hF00KPj\n", + "KlLnJONgc6BjIdo40J2gKOFqd9N3IxldmwXdlsFxoOcT+2PF9AVmbW58bWrLuPr8w+jVpu+x8hFb\n", + "XBPC7Z++PgabwZudzXB/oL8XGt2NvjnrE41RbGecHAfeK0LgNSGamNgMxDIOaPoSQuwI+ljN+l4p\n", + "iqKsiKYvFTPR9HWW0DYkemj6kngDWQu6MwsTTd/NjY4DjGlpxnpxoDtBnWD64n/ix1gGPjgO9Hxi\n", + "f3Tlh/V+9GDW5vq1uH7Y1fSNNHavvjYwsy+QzXB/EE3bwwzEazBkwGbAyXGAdsRkZLOZ+laJZRzQ\n", + "9CWE2BH0sZr1vVIURVkRTV8qZqLp6yyhbUj00PQl8YaxtHOkzivGweZAx0E4w3O9ONAd43Y2fXU2\n", + "H03fQIxZnMFxYLc2JuGxamToz4nRBDO+NsFXyhlGb7Dpu/PpLrUeDNZ4wxjnwejrG03fQDbD/YEe\n", + "z3wjMRsplpyIU+NAl63/wP2Bb44Xq9fKzUYs44CmLyHEjqCP1azvlaIoyopo+lIxE01fZwltQ6KH\n", + "pi+JN3THPTKzInVOMg42B4iBF4kD3TH+82s1tjV99f5ulo56q0QyfVn21jlYNTIQB1jPaIDq7xGM\n", + "DR/J9N01G2oYxws6O9Ps87/Zxmi1yma4P0C7Y9oIupKKWda4E3FqHIQz7/W1kkNBBBLLOKDpSwix\n", + "I+hjNet7pSiKsiKavlTMRNPXWULbkOih6UviCWOH5HoZKYwD56Nj4EXiQL9eG77QHxc/VvPsYgjq\n", + "Y9jj3uObQ4DxGhEcB5iHZfFo4pGNYdX0NTNAjXGgP/9XGu7ZyvSNdPxWz81mw+n3BzrTEz9u2Sh4\n", + "HabNgFPjwPjdZyTc/M1OLOOApi8hxI6gj9Ws75WiKMqKNrXpW1xVJxWNbabLrKqioVVKqkPPx0ZU\n", + "294jBaUV6nFxZa1UNbWHrONE0fR1ltA2JHpo+pJ4wjj+4nqdV4wD56NjAFO4zKT14kC/HsbOzmut\n", + "6v/fTn6m5sWjwWOGPgZMxA+yN3FOcL0IjgOavs5Bm7n4foiEmQGKH0pgHkwybfpqw1cL834zEb/X\n", + "hEjGbqRlmxmn3x+sd38UCZQE1p8Jp+PUONCf++CM3heJCycTyzig6UsIsSPoYzXre6UoirKiTW36\n", + "ZucXiqu82nSZVRWWVkp2gct0mVVVNrVLeuYd9TgzO1+Z0cHrOFE0fZ0ltA2JHpq+JJ7QJVlRznK9\n", + "TBbGgfPRHZh6MmO9ONCvhbHzVlpH3Bs8ZuhjwET8GA2v4Dig6escrLalLoN82H3YN8f/2RmafaQ+\n", + "+3+80W470zfS8WMeltHkCcTp9wf6B3LRlPHdTNdGp8ZBuB97vEgGuJOJZRzQ9CWE2BH0sZr1vVIU\n", + "RVnRpjZ97+TB9K0yXWZVBaWVklNYZLrMqqqaO+TW7Sz1ODM7T0qqafpGEk3f+BTahkQPTV8SL5iN\n", + "NYfnmMxgHDgf3bH9InGgX2tX01d/LvRE/ND03RxYbctgA3TZvaye4zulY3xp7RpgZvr+euCAWne9\n", + "bOJYEOn4g4+ZeHH6/UE4088KxnGunY5T48CslL0G8zERP7GMA5q+hBA7gj5Ws75XiqIoK9rkpm+B\n", + "FFW8WKYvyjJnF7yY6Vvd0im3bmeqxxl3cqW0piFkHSeKpq+zhLYh0UPTl8QLxtLOmkidV4wD56M7\n", + "tqONA5318tbT95Sx83Fmt+1MX23q6GkzlOS0itH4CI4Dmr7OwWpbBv9wyGiIZndOrV0DzEzfHS0n\n", + "1LrRmGivGuwXJpjYwRiPkfhx+v0BstnR7shu3yjG66bTcWocRLomYj4m4ieWcUDTlxBiR9DHatb3\n", + "SlEUZUWb2/TNLRDXC5q++cXlklNYbLrMqmD6pmdkSdvwfbmdmSUlNY2m6zlNNH2dJbQNiR6aviRe\n", + "MJZ21kTqvGIcOB/dOa0nsw7OSHGgDZH3lxKUsfNlXp/tTV877PPrwtjxHRwHVseBJfGPVdMXeD8l\n", + "3u8MXe4Zr0/1mbu4BtjV9A3Hess3I06/P9jIZyIYsx/YORWnxkGk9sePXrDM7Ecim5VYxgFNX0KI\n", + "HUEfq1nfK0VRlBVtctM3X4oqakyXWVV+cdlLKe98OzNbmvvvyq2MTCmqNs/0bRseN50frV7G9l5k\n", + "GzR9nSW0DYkefB7c6fttpaepX5vOp+yrqbyvVCfVm0//IWD+Bw9/r+ZjuXE+xDhwvk6PvKPaX0+d\n", + "5Z+HrBMpDrA+Xvf+5PtewyfFFWD6NlR/Zvq6eJI+Bj2ZnYPNqsRpb+c2zklwHKR3faCW4X/jfMp+\n", + "2vPwD6otzb4HgvXBsv87wxgDx6/cUZ/9gyl5cvNaaoDeulTlN33jLF7053/fwi7T5RCWYzJbtlnl\n", + "9PuDN5/uVG2+lLXx49Qxheun2XInyalxoK+Jw0V/Dllm/F4MXrZZFcs4oOlLCLEj6GM163ulKIqy\n", + "ok1t+mbl5L1wpm+eq/SFTd/KpjZV1rmha0AupGfL5bKmkHVah8Yk9WbaSzN+Kxpb5XbmHdNlVtU6\n", + "iH26ZbrMimj6OktoGxI96o/R47+jqJgqve63qpPqdPdvA+Ynjnnnd90OnE9tDun219NG4wDr43Xv\n", + "39/tNX3PZclb58v8Bo8n7sxeF0/Sx6Cnxhx+FrQiXR/0NcUObUxFlp7MlgXLGBPGGEg45zV9j52+\n", + "IjdPJwconq8J+vOP4zJbDunJbBnlTL1Im49c98bUvmleG+2qSO3P++b4Ek1fQogdQR+rWd8rRVGU\n", + "FW160/dFM33zikokp+DFyjtXNLRKVm6+yvg9l5EvV0pDyzs3943KzVvpymgNXhaNSqrrJSMr23SZ\n", + "VSEz+WbaLWVImy1fTzR9nSW0DYkefB7c97pspQddtabzKftqzzNvRmfD9O2A+YlPvBkpnVO5AfMh\n", + "xoHzpdv/zdVd6v+y2esh60SKA8QNXvf+wmde0zezRd660ew3eB6cMn1dPAn7iH3Vkx32+XVJXzeG\n", + "J4pD4kCfN54v+0vHvtmyYP2wmKDWxbXC+P3xtudzj2vAqcJWuVneFiBcE36Zn6nWxWvMthsr5c1f\n", + "UvuVsnjEdDkU6Xtys8rJ9we43qG9P/Bc/8yWWxFej8lsmZPk1DiI1H6HH32jlpndL21WxTIOaPoS\n", + "QuwI+ljN+l4piqKsaFObvpnZeeIqf7FM31xXyQuP6VtW1yzZ+S4pq2+WM1kuuVIcen4bugclLT1D\n", + "Ga3By6JRQWml3M7KMV1mVU29w5J2K0NaBqLbJ5q+zhLahkSPHf8YdfpYbZuNEfeI6qDCOGTBRBq3\n", + "jHHgfHT76//NxtuMFAfl7nL1unfHf1SGz0+lQ/JWWkdcj98ZTPC4xnbY59eFPicgOA70eeP5sj/G\n", + "dl6Pq4+uqnXR7sbvD3z+oeDxfCFcE9ZMX89r4gkrcRzpe3Kz4uT7A7Tzi8YqXo/J6eO+OjEO9D3z\n", + "B+4PfHMC4XdfKLGMA5q+hBA7gj5Ws75XiqIoK9rUpu/FjDxJKXqxTN/sApfkFLxYeefS2iaVMVxc\n", + "XSenskvlalFdyDp1nX2SnpkljT1DIcuiUXZ+ocoujjZLF6rvGpD0jExl/potX080fZ0ltA2JHpq+\n", + "JNakuFNUB9Vp92nfHD+ROq8YB84Hba/bP5o40K97t/+MMnyOlY/Q9HUQ+pyA4DjQ543ny/4Y23k9\n", + "0pe97a6/VzBNPl5Qn/9fp9jP9D3sPqz2Cz9gCYc2fRvdjb45xMn3B/nufNXeZvdMVtksPxRwYhys\n", + "Z/rzuy+UWMYBTV9CiB1BH6tZ3ytFUZQVbWrT9/ztPLnoqjVdZlV38gpfeEzfkppGyS8ul8KyKjme\n", + "UylXTYzo2rZuycjKkcbuwZBlG1VT34jKUM4tLFZlo83WsaK6jl65nZkdtRFN09dZQtuQ6KHpS2LN\n", + "Hvce1UFl1vkYqfOKceB80Pa6/aOJA/06J5i+yOrB/y/S0e80cD4wgeA4gAGGZTDNiH3RWW373Pt8\n", + "cyJT+6BWra9NLUwd40vq84/Pvpnp+2VeX9yavlbMuUjXx82Kk+8PXkZ70/S1L+uZvi/jRwFOI5Zx\n", + "QNOXEGJH0Mdq1vdKURRlRZva9L2QkSsXXS+W6ZuVV6Cyfc2WWRXG1y0sq5Tc4lI5klsj14tCS05j\n", + "vF+MQYyM3+BlG1VNa7cUV9VJfnHZC2UO17R1S+adHKnv7Dddvp5o+jpLaBsSPTR9SSx5kTJ1jAPn\n", + "g7bHFMnAixQHOn6Mpu97t7tsZfqi41YfO/6PN1MqVgSbgcFxsF7HOLEHG21HbfpiuAAdH3Wj3kzf\n", + "iKZvltcosWouvy70j6Km3dO+OaFE+p7crDj5/sBK9vd6bJaYcWIc6LZDNQMz+N0XSizjgKYvIcSO\n", + "oI/VrO+VoijKimxj+uYVlSqT0WzZRoRtYFt4fOF2jlwKY/pm5uSbzg8WSiRn579Ypi8M2KLKWsny\n", + "bOdIQb1cc1WGrFPe0KJKMte294Qs26jK65qlorFNjesbrWELKSPac/y17b2my9cTTV9nCW1Dooem\n", + "L4klugRnuM4rnbFgtpxx4GyMpl6kTsxIcaA7R42mLwyeX1WGLykeb+CYsa/6WNiR6yU4JoLjgB3f\n", + "zmCj7Yg4wPp6wutSW8bV5x+f/XCmL5br18QTVvYp0vfkZsXJ9weIabQ3PhvRQtPXvqzXdvzuCyWW\n", + "cUDTlxBiR9DHatb3SlEUZUW2MX1vpd+W6pYu02UbUWVjqypJjMcX0nPkUmGo6ds2dF9Sb6ZZGu82\n", + "MztHsvNfLNO3qKJGSmsbJT07X44WNcuV/IqQdco8y3MKiqWm9cXPQXFVvedcdkpxZe0LGemVTW2q\n", + "vHW026Dp6yyhbUj00PQlsURnMcHgMyNS5xXjwNkY2z7aONBZsjB5YepogydeS7magX3EvtL0DSQ4\n", + "JhAHuoxvgqeN2fHtDDbajogDrK8nXAMu1N2zpemL7F7sD7KWI8FYD8XJ9wc6iz1S9vd66OoZTo8Z\n", + "J8aB/rFkONNXXzdwf028xDIOaPoSQuwI+ljN+l4piqKsyBamL0oQZ9zJVmWJzZZvROX1Lcr0bRse\n", + "l/PK9A0tpdwycE9u3rrl+f9uyDKjYA5nZueqDFyz5VblKq9W+5WWmStHS9skJa8sZB1djrmyqT1k\n", + "2UZVVFGtsnNLaxpUtq7ZOlZU0dCixjOOdhs0fZ0ltA2JHpq+JFasV9oZRGv2EftjbPto4wDr43Uw\n", + "ee1u+upO+vUMoM1CcMlvxAFNX+exUXMKcaA/M5hgjCAeEBfI9A82fPU1IR5NX6sxzFgPxcn3By8j\n", + "TjdLzDgxDvT1DW0YjpcRI04ilnFA05cQYkfQx2rW90pRFGVFL9X0/adpva9Ef5daL99cz/X8X2e6\n", + "fCP69fVKSbqeIf/8ZpccT8uVL29XhKzzL1M75NS1W/Kzm+0hy4z6nzzb+OZqtuy/kWO63Kr23CiW\n", + "v7leK8duZMru3Db57lZRyDrv3ihR2pFaHbJso/roRpH8u5st8tvUqhfa3j+kVson1wvlV6k1psvX\n", + "E01fZwltQ6KHpi+JFeuVdgaROiYZB84G4xWi7XUJZm8XZmgnZqQ40J2jTjB99WcBEwktcYk40GV8\n", + "afo6h+B2Xg/Egf7MYMJ1ZD3TF/Pj0fSNNJa5keDxrYlz7w+s/FjOCsvuZbUdp/+IyIlxYLwnCAeW\n", + "YyJeYhkHNH0JIXYEfaxmfa8URVFW9FJN35bhiVeioqp6yS0qk7KGVtPlG1FJbZOkZ96Rhv67ci4j\n", + "Xy4VVIasU9czLGnpt6WueyhkmVENvaNyJ9+lxv81W25VecXlUtnaLddv3ZZjVf1yOafIdJ3CylrP\n", + "/jeHLNuoclwl6tjKGto822s0XceK0C55JeVSUtdiunw90fR1ltA2JHpo+pJYsV5pZxCpTB3jwNkE\n", + "mz3eLszNZ/rqUp66kx4TiWz67rzaumlMDacT3M7rgTjQPyjCBGMEMaE//2bSpu8/PHpHvSbSd9Lr\n", + "ZCPHro+XeHHq/cHL/DHLZogZJ8aBlXtn/CgA67xICXAnEcs4oOlLCLEj6GM163ulKIqyIluUd84v\n", + "KZOiylqpaGg1Xb4RldQ0SnrGHWnuH5WzWYVyyWT83KbeYc86mdLQNRCyzKjmvhFVivlSVoEqF222\n", + "jhWhbHN9Z79cT0uXU/VDcjk7dIzgXFeJGve3tLYhZNlGhTGIUcIa4/qWVNeZrmNFrooaj6rVeMNm\n", + "y9cTTV9nCW1DooemL4kFG8lW8XZLbszsI/Yn2PCIJg6Mpu+vU7ymz8GiQVuZvsbjNj7e7ATHB+JA\n", + "m74Q4PmyP8HtvB6IA/0aTDA9rJq+u2b3qddEyqB7naw3dqcRfbzEi1PvD/Ld+aqddQWMF0Ebg/Hy\n", + "I4dXgRPjwMpnXd/7xMu1LNbEMg5o+hJC7Aj6WM36XimKoqwo7k1fmKlZufnK8C2vbzZdZyOCQZme\n", + "kSWNvcNyOrNQLueXh6yDMYRhDMOIDV5mVEP3oDKNz2e51Pi+ZutYUZ6rVBnI1+8UyPnmu3L5Tqjp\n", + "C6MW4/laMWnrO/qlpi38+MdZOfnSPjKhxvV1ldeYrtM6OCYFpZVSXFlruhwqLKuSkpp6zz6FxoMV\n", + "0fR1ltA2JHpo+pJYYKW0syZcBxfjwNkEGx7GjFcjkeJAZ8T8Iq1M3krrWDN47Gr6siPXD0re4lyg\n", + "fC9AHND0dR7RmL66LDImPc7zH2+0h5i9WvFq+m7k8x7u+rhZcer9wUY/D5HYDN8nTowDtBmmSPBe\n", + "IZBYxgFNX0KIHUEfq1nfK0VRlBXFvenb2D0oBSUVUtnYFnVGqVHFVfWSkZUj9d0DciqrWC7nlYWs\n", + "U981ILczs6Wuoy9kmVFY70JBlZy/U/RCpm9uYYm09N+VlO4Zudo1LZezCkLWgVFb294jRRXmJq1R\n", + "OZ7t5RWHHhcEMzc7z2sqw7SGsRu8DoQs4MKySskrKlXHabYO2gVGPLKwzZavJ5q+zhLahkQPTV8S\n", + "C3QHtZUMk3AdXIwDZxPcaRmuEzNSHOjYgaFjNH1/fq1mbVm8Y9xPduT6CT4XiIPviwdp+joMZDSi\n", + "DbW5vx6IA8QEXoPvGW366s+/mbTp+4cZ+5q+vDYEor8Xut3djspk3ejnIRIvc1uxQleNsTKZDRNi\n", + "N6xWydFti8xwEtu/F2j6EkLsCPpYzfpeKYqirCjuTV9kt6KkcVVLh5RUv3hpY5QkzszJVQZqcnap\n", + "XM4rDVmnrrNPMrNzImbLQnUdvXLBVSMXcoqlZeCu6TpWlFNQJK2D9+R816ykdU/JpazCABNZG7XY\n", + "LxixxteaKTM7N+x6TX0jkusqlqK+CfmpfkxlGZutV97QIhUeldc1hy2rjddWNrWJq7zKdPl6ounr\n", + "LKFtSPTQ9CWvG52FZaW0M9jnNu+IZxw4m2ATI5ypESkOsD6mYNMXz/WyeCZ4XFoaO36CzwXiICGv\n", + "T7UtBLwtTNPXzmw05oOvB9mdUyoePs/uDTF7jcI6v5n4bEPv9arZSPzy2hAI4sCY8e0UXmY7v8ys\n", + "4VgBw1q3sZUJMWFn0O44DsRBJJzQti+TWP69QNOXEGJH0Mdq1vdKURRlRXFv+hZX1Ul1a5fUtHar\n", + "x2brbEQwKLNyC5ShezynQi7nFoesg7LHmdn5Kts1eJlRMI7PuerkfHaJGiPYbB0rys4vVMbuqc45\n", + "ye6Zkgt3YAKPrS3XRq3Oeja+NljN/XfVvrvKq02X620U9U/K5/XTcqcgtJQ0hIxoHD+ynQvLzLeF\n", + "135ZET5beD3R9HWW0DYkemj6kteNzkCwUtoZhOvkZBw4m+B2jyYOsD4mGDp2NH2DO3iDSxpvZoLj\n", + "AXFA09d5hPvchyP4eqBLfn/piY1go9corLOj6yf1XvFilGwkfnltCARxoO81rJ5DO6CHLMBY1S/K\n", + "yxwfOFasN+61vh7oY8XnxM4E3xOEg6ZvIJHuE181NH0JIXYEfaxmfa8URVFWFPemb56rRJp6h32l\n", + "jc3Nx40IhifGx61o6pDj2RVyOSfU9IUhDGO4qrkjZJlRMKPPFjXIudyyFzJ97+Tmq8zeYx1zUtg/\n", + "qUxkY+awNmox1jDKLRtfGyyY4/kl5VJQam4Ow8SFIZzbNyVfNs3Krex80/UwXi8yi1WWcX6h6ToZ\n", + "nnO0r2JUctfZp3Ci6essoW1I9ND0Ja+bjZR2BtGYfcT+BI9RGa5cYaQ4wPqYYOjoTD87m77syPUT\n", + "3H6IA6PpOzT7aK1KgJPKu242XtT01SW/DxYNhhi9RmGdHS0n1HvFw+dLf/YRw1bgtSEQxIH+DsFk\n", + "NX7iHX08L4Pg7xc7st71QV8PdNUMTHYe91p/ztf70aTOgLa7yf2yiHSf+Kqh6UsIsSPoYzXre6Uo\n", + "irKiuDZ9W4fG5E6ed3xbb2nj6MoIGwXTFFmzxXUtciK3Si5lh2a6wsxVxnCjeVljLZjCZ0qa5GxO\n", + "uTKmzdZZT23D45KVmy+Vg5NysHVedh2/Jj9dy1TZvXodbdTCWM4pLAp4fbBKaxqkrK7Jc5zmY/ri\n", + "2Eqq6ySzd1oOtc3J9Tv5UtvRq8b3hfT7onRzs+8xxgiuaun07Ku/5HT7yIQyjPfVIuM38j6FE01f\n", + "ZwltQ6KHpi95nehyi1Y7soHOYAouy8c4cDZoc0yacKZGuDhAJhTW/8PzN5ShozP9rjTcU8+Dtx+P\n", + "BHfK09jxE9x+iIOdV1tV20IYy3WjhiGJP17U9NU/BMCPPYKNXqOwTjyavlYNOV4bAildLFXnQ09O\n", + "uAbo7zSrQ2Oshx4fdiP3Y/GGbt9wRq7xeqDvJe08zq3Vz/lGrx9OJ5Z/L9D0JYTYEfSxmvW9UhRF\n", + "WVFcm771nf1S6CsdDEMy2jLCRuUWFkt+UakU1jTJifxauXQn1LDE+MFYr7y+JWSZURjP9lRJi5zN\n", + "K1dZuGbrrCcY27dzC+THtjm51DUj/48398nX568HbC+1tlNOlzSrbGCY0cbXBwumNspThzOHsc+l\n", + "tU2S1jstp9pn5GJlu+QXIzO4UinHc9zIMk7NLpDDLVPqNfVd/ZJdUCTFVbVr28G+3Mp1yZ8bpiUz\n", + "L/I+hRNNX2cJbUOih6YveZ2Ey9aMRLhOLsaBs0GbY9JsNA50p+f7SwnK0DGWd8Xz4O3HI8Edt+HO\n", + "wWYkuP0QB2hXLZq+ziA44389gq8Hb6d1qHi4UHc3wOQN1q9T4sv01Z91q8Mg6Mw+O5fqfZkce3JM\n", + "nQ8dP04oe/0qjDxsD5Md0aZ1JBPceD3QPzpEiWy7sl45aw1N30Bi+fcCTV9CiB1BH6tZ3ytFUZQV\n", + "xdz0hXmYln5bWgfvSWltw1pmL1TZ3KHGlsVjmKD5xebZqxtRdp5LmZv5VQ2S7KqTi1mhpYsrm9ol\n", + "11WiMmaDlxlV3tAip8rb5Wx+pTR0DZius55aBu7JLc8+ne+aVc//uz98Kl+dT1Umt17nUnG9/FjZ\n", + "t5YVrOcHS5di9mZIm5dkLqtrloqGVrneMyPXu6flcPt8wHKMm1zZ2CY3clyS0LywNj/4vZv7RiUt\n", + "v1gSGmfldk74fYokmr7OEtqGRA9NX/I60R2wGxmPLpzRxThwLmYZTRuNg/VM39+u7FLL47nUY/CY\n", + "i7rTerOXbDSLD8SBNnwhmr7OAO2HySrB1wMdD0aD10wY83tH/Tn1XlaN1ldJuOtdOGjy+DGW8tU/\n", + "NLN6HuOZV2Hsb/RHFfGElRLGwdcDfGfgNXb9TrD6naY/A2hfEtu/F2j6EkLsCPpYzfpeKYqirCjm\n", + "pi9KFqdnZHnH7K2skYysnLVlMCfL6rzZtig7DCNWL4tWWbl5UlRRIznltfLltWw5lZoZsg5MT2S/\n", + "ltQ0hiwzqry+WU6Ud8iZ/Gqpj9r0vStpeSUqyxfP/09/v0cSLqRJnWF7l3NLZH/9hHoMUxymrl5m\n", + "FDJ8XeU16nFWTr4qwRy8Dso/oyz1pa5Zye6dkuMds9IwOL62vLqlU5niNwrK5QuD6QupcYV9ZnRj\n", + "z7CkFpTJty3zku55L5j3xnWtiKavs4S2IdFD05e8LqIp7Qw2avYR+2NmYIQzNcLFgV4/nOn7m4nP\n", + "1PJ47vwNjv1w52CzYXYeEAfa4INo+joDtB8mqxivB1NLT1QsIIvXaPCaCabvL/Mz1XvFw+dLl6K1\n", + "mqHKa4MfbQbiXiPc/YMdifZYSvtnVYybYedrpJXzEXx/oF9j14z4jbQX1sNEYvv3Ak1fQogdQR+r\n", + "Wd8rRVGUFcXc9EVGKzJIYaDmuUokO79obXxclZXqG1cX5ihKDxtfu1HBmLzjeS+MaXuntFp+s/+Y\n", + "HDx/NcSwrGhoUcYnsl6N84MFU/h4Rbeczq9RpajN1llPML1T80vlaveMtHj247/e8a78+cItqeno\n", + "W1t+KadYvm71GrA5BUUqK9q4DS2cQ32+kNGMzN/gdYoqa6WmrVvOdc5KQf+UHOuYk/IB/3Kce7TH\n", + "jeJa+TzI9EXms94+TO7rrko50DqnMpXN3ms90fR1ltA2JHpo+pLXhc642eh4auGyWxgHzsXMwAhn\n", + "aoSLA73+rtl9yvgxjumJ5zR97YvZeWgZmlgzfCGavs4A7YfJKsbrAWIAsQBDV3/2wyneTN+Nxq7O\n", + "frdz6dqXhXHsVidVR9D3UFZ/CACWnzxbuybWjS745vrRcYbzZDesfEaC7w/05wQZsHbMbsYPGbD/\n", + "KG29HlgPE4nt3ws0fQkhdgR9rGZ9rxRFUVYUc9MXBiTKNueXVKgsVhiy1a1dahlKOyPzFI916WLj\n", + "azcqZRwXuJRZm1lSKb/69ogcOHclJHMWZrOrvFplHhvnBwv7eqSyR04X1kqdz6TdqJAxe6OgTFJ7\n", + "pqW0vV/+u99/KvvO35SK1h61vKa1W84U1Uti64I0j0yobGdkPQdvB0ImbkO3N0MYYxKjBHPwOhgj\n", + "GQb1qc45KR2YkjOds1LY7x27VyvjTrZcL21Qmb7Nw/4s4LoOZBJXrz2+WlSjxiK+lV+izGm9nlXR\n", + "9HWW0DYkemj6ktdFNKWdQTiji3HgXMw66jcaB/rHAm9Ofqs6vI2mLzL/aPraF7PzUN17f83cgLI7\n", + "pyyPf0jiF7QfJqsYrwcwuRAL793uCjB4zRRvpm8035cbPVdOxFjaGefOSddMHAOOZSPfWfqHD9Dx\n", + "ilCjMPg7xk5YKU1tdn+gz+NGzPN4AfuNyQobMYidTiz/XqDpSwixI+hjNet7pSiKsqKYm74opVxS\n", + "XS+Z2bnKkETpYV1WGWWYUfYZj3WWrvG1GxWMSe9Yvc1yu6hcfv5Vkuw/d1WNq2tcr9Tz/rfLatcM\n", + "znBC1uzhqn45VVi3tp8bFTKdrxdWSHrvtNyubpV/tjtBPj1zQ8pautXy0tpGSarokR/b5qVmaFLy\n", + "S8qkpq0npJw0xtzNKfBnQqM8tc6YNgrmOko0H22fl8rBSUnpnpE7fdMB6yDj+mpZo3zdMi91nnX0\n", + "fJwnbbzXtHfLpdIGOdoxK7cKy9SYy3o9q6Lp6yyhbUj00PQlr4NoSzuDcJ22jAPnYtYRjY5LsxgK\n", + "Fwd6G+/2n1Ed3kbTFwaPHU1fgOeYNjP6vBjHXg02fVM97Wx2/oh9iMawM14PEAOIBWNp93CCMRxP\n", + "pi/2A9NGiOY1TkP/2Oerp1+p5+G+N+wIsrhxLBv5IYDR9N15tdU3149dr5HGjN1ImN0f6BixY0xg\n", + "vzFZIZofCTiVWP69QNOXEGJH0Mdq1vdKURRlRS/V9I2G/v4BGRkZkcJCl3R1dcnCwoI0NDSoZU1N\n", + "TQE3h8XFxbK6uup7tnEWFxelrLpWClv7pLCiRn7+1WFl+j558sS3hpfOrm45WNQqDY3NvjnmtLa2\n", + "yonGu3K+tFkmJyd9czfG/Py8ZJTXS+v8Uylv75W//ipJ9p69If2jY2p5ZU2tnGqfktTRJzL26Lnn\n", + "nDRLXl6e1NXVqeUanCecL03wudOUl5fLysqKnBl4JItPV6V25qnUeBRM0cSKHOl9KJOPn/vmeKmt\n", + "rVUxMDg4KDcaeuXW6GPJr2pQ7bZRaPo6S2gbEj00fcnrINrSzoCm7+YjXEc05mEyEi4O9DbsbPqa\n", + "ddp6zwBNX5wDY3zQ9HUeL2r6Xqi7p2LBiumLdX6RVqbeL9YlkrWh9YH7A98ca2B9vG4jpqDT0KWd\n", + "c5dyfXOcc82M5jj0Dx+0gks8R/MZiwf0DwnX2+9w9wc6S9hOWbDhrgva2E/wXMOMmN0/bFZi+fcC\n", + "TV9CiB1BH6tZ3ytFUZQVxTzTt6iyTpV4xni0KBncPjIheUVlahnKPhszSLPzXSHj725EyI5NdVXK\n", + "wdJOVZL4r784JF+fuSrN/XcD1nNV1cl+V7vk+PYjnFwVNXKgeliSXY1rJamDhXFwy+qbTJdBdZ19\n", + "kuKqkby+aTmcUSR/9eURef/EFXE1dqiS1rdzC9W4u+e6MAbvtJTUNKjjyMrNU9m9ejvlDS2ec9iy\n", + "9txVjizp3rXnEMpYo4Q2Hh9o85aLzva87+WumYD1oAue9zvUNidFhvF+oVLP+1e1dKis7BP1o3Kh\n", + "c0ZulNZJXdB7WRFNX2cJbUOih6YvedWg9F60pZ2BsVyjEcaBcwln1m0kDvQ23uo5rTpET1WNrhk8\n", + "NH3tjVl8pNYPB5gbNH3tz4uavjBBEAvGH3yEkzJ9Pet6P12x/XxFa8RtdpPHeK9wb+6eb64zrplW\n", + "M1uD0aYvhjTA/8ElnqONtVhj9doe7v5Al/43VouId8K1FYYyQNu+7bmvMcLhDfzE8u8Fmr6EEDuC\n", + "PlazvleKoigrirnpW1haocaYNc7LKSiS1sF7qlyx0ZDFfIzLa1x3I8K4u6lF1fJ9ea+k5RXJ//rZ\n", + "9/LVmavSEFQGOb+iRr4t7pQ7rtKA+cFCqei/OpIqf0o6r8pSm62DUsnaxDYTjNmLrlo1rm5CSqb8\n", + "7tBZ2X3sshQ0tKv9vV1SLec6Z+VKz6xk9fnN2eDzVlhWpQxk/by4yj82shbKPWN/WoYnZH/rvJrn\n", + "8rzvma65gPUgmMxH2ueUGW2cj21i21m5+coUvto9LTdqO6W0tiFgPSui6essoW1I9ND0Ja+al1FK\n", + "D6/HZIRx4Fy0eYFsHiMbiQPdKbyj5YTqEDUaPDB9fz1wQC2PJvv8dWFm4rzIDyicgu7MNrbdpZoh\n", + "1c5aNH3tTzSGlPF6YFfTV39nGsc0t4LZ9WIzYTxvxjjQGdB2Hts0WnP2++JBFdeJBQPq/+ASz+F+\n", + "VBfvhLtHCCbc/YEu+71REz2WhIsBYza3EX7/+Ynl3ws0fQkhdgR9rGZ9rxRFUVYUc9M3r6gkZOxZ\n", + "jFuLsW7v5BVK27A/szfXVSxNfSMB625ENa3dklpaK9+V98uN7ELZ+ukBSTh9RWqDxqPNKauRxLI+\n", + "ySwoCZgfrCzP/v3PX52Rv//uRFjTN7ew2HOM4c1jZDlfKK6Xkv5Jee/UdY+uyZtJFySvrlWNPXyr\n", + "pl2udc9IWq9X+nXIjEZ2r36O8Y6NWdAYFzl4n+o7+5Q53DA0IT+0eU3fysEpOdbhfWzUqY5Zj2Yk\n", + "szfQ9G3pvytZuQVSUFIu37UuSHrPtFxtvava0bieFdH0dZbQNiR6aPqSV40ut/gi5hpej8kI48C5\n", + "hDMvzDrvw8WBNgZ31J9TnaFGgwemL8xgLI/nDlGz8xDu3GwmzM4BTV/nEY35abwe6FgwfvbDKZ5M\n", + "32jj9kWGUXAC+l4DcWOMAydcM6P9IYDxhw9/vNGuHgeXeMZ2MdkJqz9+inSfiB8iYhs4t3YAn2vs\n", + "b3B2MrK39bXOCL///MTy7wWavoQQO4I+VrO+V4qiKCuKuemLcsMoO2yc5yqvVhmlMDKN84PLPW9U\n", + "KEt8s7xREisG5XpWgfzFR4nyxakrUt0VuM07JVWSWD4g6XlFAfONQmnljJx8+Z/+fFJ27E+WisY2\n", + "0/WyC1ySGyFjGMd5rqRRKgcn5Xc/npOvUrLk957/c2papaC0Uq41D8vt3mm50zctV7pn116HrN6C\n", + "0gqVCY2y2Dg3xu3CFK5oaA2Yh+MvqW6QmqFJ+XNJn3xyLk0ZwAdbQzN9j7XPyYXO6QCjWSvjTra4\n", + "KuvlQOv82n7B3G7uGw1ZN5Jo+jpLaBsSPTR9yavEmEXyIpmJuoMP29MwDpxLuE56s/nh4kCv+8v8\n", + "TNUZajR4Ps7stoXpi7FFsY9Gk9sJBsaLYnYOtOm781qr+h8d4VbHfSTxSTSmhfF6oI0Q42c/nHQm\n", + "JN4PUywxy2S3wmY2eYz3GnhsjAN9vVgvKzSeibZtUfIXcY3hDXSMB5d41uanXTKhN1LqOtJ9ojbS\n", + "97v3++bEN+FiQBv70PKTZ7651sc93gzE8u8Fmr6EEDuCPlazvleKoigriqnpizFrs/MLQ+Zj3NiK\n", + "xlZVztk4v6CkQhq6BwLmbUSVTW2SWtki31UPy7XMPPnXH3wjn59MkYrOwG1mFVXKtxVDcivHO/6t\n", + "mVBmOqugWP75FyfkV/uTpSzIYNXKystXZaDNlkEwYk+VNEvN0IT81VdH5UhGsfz24Cm5U92iykKn\n", + "dE5Jft+EFPZPq5LL+nUwnQtKKlUWMUot17b3BGwX5w+ZwsZ5Oju4bGBSdqdVyX/5891qPko9o+Sz\n", + "cd2ktjm53jUtV3tCTV+MHVzW1iffN0zK//j+d3Kxa06ZydUtnSHrRhJNX2cJbUOih6YveZXoTrUX\n", + "7XQyM3kYB85Fm53BPxTYSBzodc1MX2T12cH0xf5hMmJ2DjYbZufg2/we1c6fZ/eq/9ERjuVYD+sT\n", + "+xGN0aWvBx3jSyoOkN1o/OyHEzIh1fqLH6v3jOXnK9rPeDTnyykEZ8IavxeccF6izeJGTEOI8Qt1\n", + "d9Xj4BLPdvtO2ch1PdJ94sv6UeLrIlwca2MfwnVPw+8/P7H8e4GmLyHEjqCP1azvlaIoyopiavoi\n", + "a9es9DGMSYwbG7yssKwyZPzfjajCs91rVW1yoGZUrtzOkX/57lfyWfJlKWsPNH0zXOWyv/aupGXn\n", + "K3PVuEwL+36nqFz+x8+Oyi8TT0hxnb/UslGZObmSWxje9IURfaKkTWXc/puPD8jV0jr51XcnJL2k\n", + "WmX6nuyYleL+KWXUHu8IzcgN1net85Ld48/qNS7T4/y6Bqbl3VtV8o9++a7U9Y7KT+1zynQ2rvtj\n", + "+7xk9EzJBYPRbFS5Z38SK4flv/irXXKyZUqZzkWVNabrhhNNX2cJbUOih6YveZUYyy2+CGadkowD\n", + "54K2xhTMRuJArwvTF9mfRoPHzqZvtFmATsIs8//zO12q01uX6aXpa3+iMev09UCbvijlbvzsh5M2\n", + "fXfNerMejdeY143OvNzoPujMvo2WAHYCwfcaxu+FaOIo3jD77lsPZH0ipiEd52Ylnu1WFnwj7bne\n", + "faI+djvERrgY0G0M0fQ1J5Z/L9D0JYTYEfSxmvW9UhRFWVFMTV+UKMYYs8HzkTGaX1wuhaWVAfNd\n", + "5TVS294bMM+o+q4BNRaw2TKotLZJUqo75Ie6u5JyK0v+5/e/lU9OXJKStkAj+XZhmXxXd09u5hSG\n", + "lJ7Wquvok+yyavn/7E2Sn397XIpqA7NqIbw2MztXcgpcIcu0UIL5WGmHnMgukzeOXpbi1j7Z/s0x\n", + "ScsvUZm5xzrmpGJwUmqHJuVH3zi8kfRF87zc6plWYwUXVdYGLIOJjHOU1zctb14pkv/7H/dKVm27\n", + "JHfOScnAlFont3dCGgfH5e/O5Mr/8Xcfy+nOUNO3qH9SZSB/XdIl/7u/e0sO1Y6qsZcxBnPwulBt\n", + "W4809YeOxUzT11lC25DooelLXhXB5RZfBLPOLsaBc9FxE4xZZ2+4ONAxA9M32Pixs+lrdg42G2bn\n", + "haav84gm1vX1INvz9wLiAJnfxs9+OMWT6euN7tDr33ps1ng3u9cwfi8EZwHbEbNS/+th9sMHXeL5\n", + "++JB31r2+07RBr+Vct3r3SfqzwzOb7xjdh88tfREtaeWE8ZrfhXE8u8Fmr6EEDuCPlazvleKoigr\n", + "iqnpW9PapbJPg+fDUEVJ5JyyapXpWjM4ISc6ZyUPpm9bd8j6WhjXNtdVbLoMKqmul0s1PXK4YUwu\n", + "p2XIv/koUT48dkGK2/oC1ruVXyLf19+X1NxiaR28F7BMC8Z0dkW9/JOPf5K/++aYuGqbQtbBGLco\n", + "UZ2VmxeyTKu0rlm+yaiQnT+eV88ruwblr748LDfu5Kvz8FPbvNQNTkrr8IQquVzSb74drX3NC3Kj\n", + "Z0YZ6q7yQEMdGcct/Xcls3dadp7Lkn/5wbdyJr9CZfPCCK72vM/epgXP/xPyN2fy5P/wmz1r2cVF\n", + "fROS2jWtHid72uRgy6wcyGuQf/Sr9+Trcm+mNExlM9P91u0MqTIp/UzT11lC25DooelLXhUvs6NV\n", + "Z2MYM4YZB85Ed+Cbjddn1jkdLg50ttwvs/Jp+joMs/NC09d5bMTc0ejrQarnc67jwfjZDyeavvYF\n", + "Gao4buO9hvF7wQnnxRsRG4sJM9NXl3iG9Piv+l4N91l2YCMGuJX7xA/cH6jtxfuYz2ZjL+s21sJ1\n", + "zwjWx7TZieXfCzR9CSF2BH2sZn2vFEVRVhRT0xdZrshmDZ6P0skYp/ZmWYOc6piVkx0zcrx9RjIr\n", + "I48bm19SITmFgeMAG1VUUSvna/vleNN9uXTztvzbj7+T946clYLmwOzhm3nF8kPTuNzIL5GmvtAM\n", + "VQhj5mbXNMs/+fgH+dtvjkl+dWPIOg1dA1JQUq4yYMNlDLtqGuWLm8Xyux/Pqecot/wfPz8k19Mz\n", + "1WsOtC1I84i39DL+R+YvSisbt6HVODQhXzXPyeXumbX3Ni7PysmXds820nqn5ZfHbshff31UEq/n\n", + "qMzg9J4puen5f3/LvBT0jsv2c/nyX+14X5nOeG1K17R841mGx0fa56QKRnxOmfyfd34kn7m61HyU\n", + "5cZ4v/r9IBxDWnqGqVlP09dZQtuQ6KHpS14VusPeaNRGy0bMPmJvInXQbyQOsB4mdISamb7IAA73\n", + "PvEAOnaxf+joNWJ2DjYTxqw+I7+74u30/ql0SP1P09f+oN3QfhsxYPX1AJmMiIODRYMBn/1wOlU1\n", + "qtb/w4zXWImVAfQiMRvpBzNORpth4X4UZvfrAMabjaZdw2W76xLPJf2zaj07nZ9w1/9wWLlPNPvR\n", + "QDxidtxoQ7SlFk1fc2L59wJNX0KIHUEfq1nfK0VRlBXF1PQtrW2UquaOkPktA/fkdtYduV7RLDd7\n", + "ZtQ8ZKPermyWyqb2kPW1Cksr5E5++FLKrvJqOVM3KKc8N+KXUtPl33/2o+w+fCbE9E3NcclPzZNy\n", + "vaBcGnuHA5ZpldU1yZ26dvl/fXBA/uqrI5JXFXpOUIoaJalzC4tV1m/wciivskE+vZ4vfzp+WT1v\n", + "Gbov2/Z9LzcysqV1eFyN0WtcP7tvWi53ec9JsKoGJuRAy5wyyps8+53r8o+J3Nw/Kjme/cDjs50z\n", + "8vNDF+RPxy7LO8lX1bzv2xbkcBsMds957pmWX1wokP/qV+/Jt43ess8XOqfl62bvvnzfNi9Nw5Py\n", + "Y7pL/vEbX8h72a1y2bP8eMOo5PuM5lbPcUAw8DPu5Ji2M01fZwltQ6KHpi95FRg75vD4RdmI2Ufs\n", + "TaQOaN05i3FtNeHiwBt95qYvjMF4N33DnQe7GxgvSrjj153eOpPtbU+bA6yLidgPtDHaDm1uFX09\n", + "gOmPOEAGr/Gzb9T7t7vkw8xuFTN4jvVjXQHgRT/f3mjfPPGuDVFMxnuN4O8FvY4diTYmwmW7B5d4\n", + "1j8wskOJ442eCyv3ieFiKN7Q+2hEt7FWsOkbzTXUicTy7wWavoQQO4I+VrO+V4qiKCuKqelbVFEt\n", + "te09pstu3c6Uq5WtcrvXW1L4Sves3KpskcrGtpB1tVBe+E5ugekyqKC0Qk7UjcjF9km5dD1N/peE\n", + "JHnz0CnJbQzMQr2RXShHWqbkamGlNIYZIxhlqbMauuUfv7tf/tKzndzK0HOCrOTiqnpVdhrmZ/By\n", + "KKe8Vj64nCMfnkldm/ffvvlnSe2clPqhCTnUNi95DV1yyVWtltVhXrv52L4Yl/do+6wc9i1HZq9e\n", + "hlLRhWXVkuU5nziXP9+fLPuv58gvvktWyzN7puRQ66zc6J2Vq93T8nen78h/+w+fyFeVQ9I6MiGn\n", + "26cloXlBWoYn5IDPiP7yapb883e/kV236iW5fU4ONs+slbKGwY62QIZvdl6hygLW+6JF09dZQtuQ\n", + "6KHpS14FL7O0M6Dpu3mI1KlrtixcHGA9TOgIDc50ghFE09eehDt+3emN9tWPAdbFROwH2hhthza3\n", + "ir4e7LzaqmJAG7pm0nGijWE8jrXpq7/rjD9s2QjeaN888R4uSzP4e8HO5wVZ52bHuB7HK7wly4Oz\n", + "3a803FuLfV3i2S7nZ6OfD6v3iboyDeIpHtHGNEpRG9Ft/N5t7/AG+LGLkWiuoU4kln8v0PQlhNgR\n", + "9LGa9b1SFEVZUUxN3/zictMxYKHbmdlyuaJF7vR6M02v98zIzWqUgw41D7WQ6ZuZnWu6DML7HWsc\n", + "kxvd03Lpeqr89TfH5I8HkyUnyPS9fidf/vU3p+RKUbXUd/YHLNPCeLmZzQPy37/9tfwvfz4s2WWh\n", + "YxOjfHVZXYsUllWG3U5GUbm8cS5LvricsTbvH+/+Wi633pOqwUk50jEvu09clf/nG/vWlh9pn1dZ\n", + "vfp5bu+kpHdPSW7flJztmJH9PlPWOMZueV2zFHv25aCvXPN//OInSSmqkX/7yfdr24Eyeqc925iW\n", + "vz5+S/7p7gT5rKhbKj37ccyzH995Xlvqed+f2r3j/H509qb8xacH5TfXKiWpdVZ+bJ1T5bWRVYxS\n", + "2hl3spXZm19SJqUmYx7T9HWW0DYkemj6kleB7kB7GaWdge70NBo9jANnYmbwa8wMv3BxgPUwoSM0\n", + "ONOJpq99CXf82sRA++rHAOtiIvYDbYy2MxoWMKk6J5bCqqbvvvrfGA9m0mP4QvFo+kb7/mbjfjoZ\n", + "fbzB5biDvxdQGhnrwTyzG9HGRKRsd20S6hLP+vzEc6Yr2Oi9pdX7RH2PGa/ZzuG+93QbG8eyN2J2\n", + "Dd2MxPLvBZq+hBA7gj5Ws75XiqIoK4qp6asNQrNlt7Ny5GJ5q+T3e03ftN4ZSa3pUGWVg9fVKiyr\n", + "8rwu23QZlOsqlnfTq+TffnFELl5LlV8eOCU79x+TO/X+cYLbh8flala+/G/+8o9yPr9KlWg2bkML\n", + "2bvprSPy37zxZ/kPnx+SOyamb1lto8pMdlXUhM9oziuSX59Ml/2pOWvz/sn7++VM46jnD8BJOdkx\n", + "J39MOi//zT98srb8Ws/MWgY0dKZjRr5rmVPzsOxQ25w0DE94zlXzWmY0spxP1Q9Lse98/uyj/VLZ\n", + "NSj/w9tfqJLSels430fbZ+QvD9+Qf/PxAfk8p0Fy+qZU+eek9jnJ6p2S5E6vcfzG0cvyN18fk19c\n", + "LJL9LbNyyLMc4wg3dA+otsjOL1SGd3FlncqM1u+hRdPXWULbkOih6UteNq+iVJ5ZhxfjwJlE6uC2\n", + "GgeIO6z3h+dvrHWIGju87WD6hsvuCjfW72ZBVxE47T7tmyMyNPtItfPOa62qffEYAlgXE7EfZm0X\n", + "XM40knQ8mAnZj3q9eDJ9E1cOqfevXKnzzdkYm8nk0fcaZmPdBn8v2Pm8IKsV+77RLNSPs7pVTGO8\n", + "6nDxr0s86/PzuqeN3iPClMXr9I8a9I9A8B1gxkbuE5FF69+zyFO0mfjRYnbvAzCMAdpRt2ew6Rvt\n", + "DwacRiz/XqDpSwixI+hjNet7pSiKsqKYmr7G8sMNQxPSPOLPXq3v6pdTzWNSNOB9ntE3LVcbB1VJ\n", + "aL1OsGBsorxwy8Bd0+UwIf/+QqH8ox3vy5+uFsuvfjgvv/kmSTLr/KZv6+CYXM7Mk//ib96UEzmV\n", + "Ut3aFbANrZyCIrnVMSb/lz98Ln/x2SHJKq0JWaeosk5qWrulpLpBqlpCx7RtG/b8wZddIH+bdEOS\n", + "MorW5v/zjw7KiZpBKeifkvNds7LtyyPyz3Z/KaXt3mzh/H6Mcewf1/dUx4x80zKvSjOn907LiY45\n", + "KfecN13SGeuk3cmXC52za6/5f7/1ZzXm7t98c0zyG/3HXzY4KT+0zcl/+P6y/Kcvk+SztFI1Xi8y\n", + "hM94Xo/Sz9gnrLvj+9Oy88dz8renc+Wbpjk52DqnMnxR0jnPVbJW4hkZz3is30OLpq+zhLYh0UPT\n", + "l7xswpVbfBFo+m4eInVSmnXym8WBjpf3lxJUR6gdTd9I5wHzMW1GzM5Lx7g3s1OP3YzHENjM58ru\n", + "mLWdNn1h6KK9g/Vmatva4+Cy7kbpzDgIY3xj3q9TWuRXlV6DzfijgteF+rHK013q/W/0dvvmbgw7\n", + "m5sbRd9rmLVV8PeCnc9LtPuu4zs49qHgEs/6PV73tFEjW79Oo6/9wWanZiP3idpctzK97oxgHevB\n", + "ZrNuQ92eKGtvJNJ9xGYiln8v0PQlhNgR9LGa9b1SFEVZUcxMX2T4ItMXj+sGJ+W75jk51uEtG6yl\n", + "zUs8vtPnHYs2UtYsyjfDjG3qHTZdDgPyl5eL5b/85bvydyll8scT1+WXXx2W27Xta+vAML6QmSf/\n", + "2/+8Ww7nVCnD0rgNrazcfLnSNib//Z++lH/zyfdyu7gqZB2UV0ZZZ2PGrVFNfSNyM79E/tMPl+V0\n", + "XsXa/H+190f5qaJPsj3HfLlrRv7ZO1+pMXivlHizZWuGvCWe9frH2ufk25Z5OdcxIzme18CURcZu\n", + "29B9yc53SX3XgFwprFTbU6/vHpH/7/vfqse/PnhaUopr17aFtkhsnpe/+Oas/P0PZ+TjKzme95qR\n", + "4562wPk/7XmPq91ew3nbV0fk/VPX5C+PZ8hPrbOS2LqgjrWisVXu5BVIVXOH3LqdodoLhrx+Dy2a\n", + "vs4S2oZED01f8rLR5RZfVmlnYJbdyDhwJuuVb8QyTBqzONCm77sPvKZvYsFAQIc3TN9fpJWpdeK1\n", + "nGOkzlrvGaDpq6Hp60zM2u5CndfcCP5Ma12u8Rq46wmxouNE/ygE82L5YxCdxf6bic+UuR0N2rja\n", + "DCZPuNLOIPh7wc7nRR/nRkt26/gOjn2t4BLPr5Noyinr73XjZzO7c2rtOM14FfeJOiPYLO5eFWbf\n", + "e1NLT9Rx48cqaE+z86Bf97ozk+ONWP69QNOXEGJH0Mdq1vdKURRlRa/N9MVYvDVt/rFzMdYsTFo8\n", + "Pt4+K02D45LTO6kySfU6MDZhcOIxxqu90OVZr29ECkpCDUS1jqtY8orKTMfPRVZtZk6+/PJyifyj\n", + "X74n//FUvrxz5pb86uskSa30l4xu7huVsxl58r/3rPNtVqWU1DQGbAeCMQwT80zTqPwP7+2Xf/Xh\n", + "d5JuYvpi3N+G7iFl+MIMDV6O/bxRVCX/PvGMXCn1lz9G+envSrpU1m5y3aBs+fSgfHI+TQ7czFtb\n", + "Z3/bvLT5MqORYXusbVaSPOexaGBKjX+MzGgsK6qsldtZd+SnmkFp8pwDzCto7pZ/9/kP6vH7p2/I\n", + "j+mF6jGEbX7RPC//JuGEvJt8TfacvamyiGEko8Q23uNWj3fb2K+vrmTJvzt8U052zMj3nn0qa+oQ\n", + "V2Wdyqpu6h1R7QETHpm/+j20aPo6S2gbEj00fcnL5FWUdtbo7WoYB85kvawmK3GgO4d3ze5TnaBm\n", + "YxpifvC24gmzTl5NPO/3q8bsvASbvsgCxXN0ikebJUdij1mcRxqnFLJq+uoYgeLF9P3w6WfqvZFt\n", + "HC5zcT0iXTecRKTSziD4e8HO5wX7jWkj6GviH2+0h8S+VnCJ59eNNk+tXpvNsl2N5d7NeBX3ia+i\n", + "ms16mMVvpB87acyM8s1ILP9eoOlLCLEj6GM163ulKIqyotdm+uYUuCS/xGvyQnUdvarkb9nApMoi\n", + "xbyqgYmADNZDnscNw97HBX1TcrZzTmWvImNXr2MUsnwxlizKCwcvQ9nmrHyX/OdzefJ/+4dP5F//\n", + "dEs+upghv/rmiFwr8xu7MChPpufJf/3bj2XvrXLTctLNfSOS5yqVozX98i8+/kH+xQffyi2X/9i0\n", + "kGWL/UVpZ5R4Dl5e3dIpN8oa5N8mHJPbVS1r8//DV8flq4I2udEzI4l5DfKbH87K0axi2X3i6to6\n", + "Rz3npnLQsy/DE3KgdV5SumfkO8///799P8n3OVVyxVf+uX1kQgp778tpQ2nntMpm+dtvj6vHiTdy\n", + "5LOL6WvLoC+b5+VffJYkX17JVOP2ftk0Jyld03Knd0qNHYxsYqz3z9/7Wo5kuuRfH7gsFz3v91P7\n", + "nJS09qjxjrWhD7UM3FPnQj/XounrLKFtSPTQ9I1P9rv3q46aF82W1dkU4TpGXzbhxiF9GWC7mDSb\n", + "IQ42IzR9vUQyKaLN/HICZvGhs70+zuxWbauzONEpTtPXnuhxuYO/u16W6YttaMWD6aurWfx2ZZfa\n", + "J4zVGQ2RrhtOQmfuhivDHfy9EK48brwT7nOwHsGGoJmCSzy/btZrw2CwHtY3loQ2mr445mBexX2i\n", + "bhNM+PHB68DsewwZ2jhuZGyjPY0/dtLoe6HXfT2LN2L59wJNX0KIHUEfq1nfK0VRlBW9NtM3u8AV\n", + "YPyh9G9pbaPc7p2Waz3+8WkTW+el1ZfBuq/qrpR3DKjHJQNTcrLDa1yitDIyd/VrtJBdWlxVL5VN\n", + "/nLNWsjgzSwolr9JzpR/+naC/LNvL8sXV3Jkx7dH5XKxP8u2sWdIjqXlyf/1D3vl7eslysA0bgdC\n", + "ljJKN39f2vX/Z+8/uOy6zitR9Ee8ccd7977Rb4x7X8f3utvt59i227ZkW7YsW3KSHGRZIimTokhR\n", + "jACYARJgAAgCIAASIEHkDBRyziikAgo5FDLAJAkECYIy1TJlufm9mvvUrFq1sNbea6dz9j71zTMm\n", + "UGfHlfc+31zft+QLo6bK7z76knRsHXwcRGakB38jvDHCUpv7wX1HTsiSAyflc0+8ItuODawd/Jcv\n", + "zpBRW45FoZ2HL94sT85bJau7TsjfPD+t/xisz7v14vVI+H319Eeytrccnz3xsfz7bz8qYxatkzXn\n", + "r8vyPuG34/wHsurc9YFztx+UO1+ZE/2NsNLfnTq/fx+IUNG//uhEmbZ+l3zr5Tfl5ZMfyZKzH8iO\n", + "yx/ImOMfR97Exy+/F5Xjwp2H5HMvzJUV5z6IwkzvPH01Cu2808gvhGfUmXkPUEXf9iLqRpEdKvpW\n", + "EzQo5RVPaSTDpxmh6Mo0ODMfxFBoB0MRCPeIevYJmrbx09UO+ic7vP9iZASto+gbF+Z6KAuZrrzT\n", + "8G+Kd/iuom994RMrIIaibt888M4tfRoMEX1xLq5BVkH0pQB2++Xx/enKAl+5tRMgukEERT59zwn7\n", + "uVDXcsmabnsijI+tDPFsemuHRIbhZCdzLIeXMvtLs0RfgM9nU4AuE6h/O+9xzz2Ck0nMpVGGIlr5\n", + "e0FFX4VCUUfAxuqyvSqVSmUImyb6rt+0VTZv3xWJr/gerf165GQUNnjbpQFBEl6/+668Lyff+pF8\n", + "a2Gn/Ptvj5DdJy/Id15bLBO6fxAdA/EY3qM8h4SwuPfw8SiUtL3v6IW3ZN32PfJXr66QP3x8vPzG\n", + "M2/Kix1b5Pax02TetgFvXqx/O2XFZvml+0fLHfO3R97D5nVAeik/t/1U5JX7e4+/LEs37xp0DO6H\n", + "0Mb4G2Gct3fuH7Qf3HWgWxYcuiC/OeIl2X/2Sv/2b06YLQ+uPRKVzT1vrJA3NnbK0Uvvyh89OV7+\n", + "4aUZ0nXurSjUMkgP6F29ZfjEsR/3ltdweWx2hxx9632ZcKrhNY21eLEmMq//6roBr+G1B0/KV8e8\n", + "2r8PfOnkR/KLD70oy/Yckb8YPbV/+/4r12Vk7z0gNEOM/4PHxg3yGoY38Y4LP5I16zbInkODw2JD\n", + "AIcQbm5T0be9iLpRZIeKvtUDjTT8hBjDXDC9EfAJ9abIgzJFX4YCpGdFu7eDoQq2Vx9s46erHbAd\n", + "PnxpVmQEraPo6zLyEnH72h1pjd9DuazqDNQX6g31ZwL1Ctr9mQwRfSd3Xu2/DkhvSAhg31h6MLpv\n", + "s6JjEBQxv7l+a3+6rt74ad/ecPjKrZ3A8T0uj/Zzoa7lkjV6ij0m+sgQz4+vP9d3ZnPB8Tkkqg2O\n", + "w8cEPf9B5NlGWe+JrJc0axLngSu6x/R9b0f55vrmLtEXcJXbUEMrfy+o6KtQKOoI2FhdtlelUqkM\n", + "Yami75Fzl2Xn/oNy/NI7snnH7kjk7DrZ8GjtPHg0Cm888dRNOXK14dkLLjx3QzZe/CDa9nezNstT\n", + "81bKV0a9Il8a+Yo8uLZxX6zdi7V9eQ54+q0fRWGfcU1XKGWIuet27pM/m7hYvvbcq/LlkZOikMl3\n", + "vPS6zN46IMhCoJ24fKP89vCx8te991+3aUvkqWpeC/eAR/FTm47K116aKb/3xARZsnFgXVyw+8xF\n", + "WbjjkDxz9CPZdvqqbN9765q/27Eu8JG35JcfGCPHLw8IovC8vW/VIXntzEfyN73X53q/nacvyT1T\n", + "5kdr+269dF3mnP0w8vBdcu5D6b76I5l87Jr8l7sfl7unzIuO57q/trA+dtlASGcIyJ8b/mL/PnDp\n", + "2Q/kF+57VnadvCi//+i4/u2ok8eOfhz9v/HwGfnzZ6fIpsM98mfPTI72Y81lrL28eu2GW4T3zdt3\n", + "R+3A3Kaib3sRdaPIDhV9qwcak/jJGuIZ5+F8GpObYcSmAa8MgcW+dru3g6EK1DE+PoS0A4oC9/TM\n", + "iIyg87rfvcXYje1J92ol4vpSmf2s6qAnuBlWU0Xf9gPqC/WG+jOBegXt/kyGiL5oJ7gGBSOKvtyO\n", + "++LTLPBZ/e2PHu1PD/53eS4mwVdu7QSOAXF92n4ucBJcs8X8vMg6kW5edyN0MwVBH80Qz2ZY4GaB\n", + "bT/JE5Xt2j6uVaIvkHZN4jzAffAxYYe6p9d29zsf9x3RgOvcoYZW/l5Q0VehUNQRsLG6bK9KpVIZ\n", + "wtJE31Nv/VA2bNkeefh291yUHXsPDFrbFsLtvnNvD1rDF4SIufTch9J15X356rTV8vKKLdH2e15b\n", + "JHd3NMRZrBeLMMzmeY11Y7dHoZTN0MIkvHPX7u6SL42bK3dOmi2fH/GizNy8V7798gyZsXEgNDPE\n", + "2nFL18sfPTVR/nL6WtmwbZccv/TuoGvtP3oq8lQevvaQfGPiXPmDpybJovWDwxcjfPW0ncdl3flr\n", + "UShmlIO5H4QQOvXwu/IrD4wZtP3+6Yvk0VX7ZOyJm/Knz0yNBFbum76hM9p/4Mo1mXDiRhQaGyGy\n", + "sW/nyQvyOw8/L381puGdO+nUTTl89Zq80XNTOq8MiL4jF6yWKWsGRGqszdttiOgQoH/jwTFRCO1f\n", + "/f4z/dshIC/rrRuIz8v3HJVvjHtDdp+6FHlOY/+S3rSs603LmvUbZN/Rk/3nga46U9G3vYi6UWSH\n", + "ir7VA418NChlDfFshp/jtcoO8VymwGJfu93bwVAF6hgfH9iu2ZZd7YB96LYTr0dGUNvQDWL9u6R7\n", + "tRJxfSmrENAOcNUZPZ7gtYa6VdG3/kB9od5M8RKiFOoVfdfuz2SI6EtxhO2m1aIv1/D/1v5Fcs/y\n", + "0/3pcIlYIWh2+psJioR4p4mD67lQx3Jh2O+0YYST1r42yf6AkNCtACcmxq2PyzWZ7Yg1dy1prGML\n", + "Is82ynxP5HO4GVF0cB98TNih7n3jBss3a9SgdkArfy+o6KtQKOoI2FhdtlelUqkMYWmiL8RdCJ/b\n", + "Ovf1/n1Ydh88KscuviNbdnbKySvvRWGT15+/JovODaznG5136X2ZceYj2Xv5ffnKpCUyfWNntH3Y\n", + "zA751oJGCOXte/ZHHrnmeRBmN23b1b/errkPPHjqnKzp7JY/fP5NGTFrufza/c/I/B0H5a4JM+X1\n", + "9QOhmbtOnpNRC9bJXz73mnx58nLZtGtv5LFsXmtP97FI1Px+R+8P3qkL5HeffEXmr9006Jidh47L\n", + "9L09UahqhKxGvo+ef2vQMQhHPab3B8Lvjhg7aPuwN5fJMyt2yMjjH8vnHh3Xv64xCAH4L/tCLmPd\n", + "XoRw3tHnxYt1f/9q9JRIxMX3aWduRiGZp/bev+vKgLfyl56eINuPn+//jhDOFJa3Hj0re05d7Pf+\n", + "/fKoSdF3Hgt+Z8oc+b9ue1i+P22hdF94R35n2AvRdoachrhrh9/evudAJP6b21T0bS+ibhTZoaJv\n", + "9UBRi8bNLMYaM7QzDGk+g1nR4D3LMC6p6Nv+cAk9NmzB09UOeEyc6AuhB551OM63LmQroaKvG8g3\n", + "PibiPJ6GclnVGa5nFkR81CtFWhdDRN97O073iyPm9Voh+nJdU3wQWhprsMI7E+mAKJ0FvF47gmFu\n", + "8X4UB9dzgeVSJ/Er66SVNKJvq0M8o48jjxC4feAxtviNdJPNFn3Nvltmm+J97IkOzDfr0Sf6Zm1D\n", + "7YRW/l5Q0VehUNQRsLG6bK9KpVIZwtJEX4Zy3tN9Qjbv6JT9x05F2+HxidC/O/YdjMIBbzHWmgWP\n", + "R2vRfhytUfvFsXNl4a5GaONRC9fK12Ztjv5GyGh49A467+Lbsnpbp2w+81YUStrcByIk8+q9R+Rz\n", + "I1+LwhsjDDLWrL170mx5be2O/uPgjfzU/LXyzfEz5YvjF8imvQcjwdi81u6u3rz1Xu9bC3fLw28u\n", + "k98f9arMWbdtkDi8cW+3zDx4UY699SMZf+pmb5q7B10HoY43bd8pj+++LH/y9KT+7eDjc1bKuOWb\n", + "5cUTN+VX739GTl794aD9pvct1tfl3/O2H5Q7X5kjnx8xVvb3XI3W2N15ubc8T96Uo30htHecOC9/\n", + "/NSE/nPAb0+cKfN2dEXeu//XbY/Iol0H5Y+fbBzzd2NflxX7j8v6gyf7vYMRbntj96neezTWIWZ6\n", + "4OULL238bXL1+Q9ky95DcvDk4HJU0be9iLpRZIeKvtUDQxdCiDIF4DSgYEwvYRqNyg5tiHvgUwZs\n", + "j5d2bwdDEUWJvmwrSaLvHdeejo6rojEU6cLHhaEsZLrKxRY4TOP3UC6rOsNVb0WJvrgGaHsOt0L0\n", + "ZT6f+GBKdG8IvmjH+NslYoWgmelvJvh8SPLyBVzPhTqKXxS506YZ7Qe0276LCPF8+6KBPtFs4F0X\n", + "eYx7P/XVHfNJ2ij7PZHpSvuOngZs9+Z7Eccu1BvrUUVfP1r5e0FFX4VCUUfAxuqyvSqVSmUISxN9\n", + "d+7rkkOnL0Thktdt2BSJtLsvvy8L9p+Wzdt3RSGSJ52+KUfeahwP79tZm/dFf0/u3b7u/Afy+Wdf\n", + "j7xXse2ljs3yF9PXyom3rkXr6UJ05b1AePjO27pPXjl+LQrzbO4DDxw7LSv2HZPfemKSzNyyT/7t\n", + "7cNkzYETcs+UeTJ19bb+4+DBO2z2Krn31QXy+8/NlE37j0bnmtfasbdL9pw8L/8wb5s8NW+1/NHo\n", + "6TJ9455BIY1X7dwv8442PHsnnfpIdh05GYWE5n6kd8vufTJs21n52nOv9W8HRy1YIy8s3ehcbxeE\n", + "p68Z8pmcsnaHPDxjqfzN89OicoOovvHidRl7ciCE9uQ1OyJPYvO8Ob3l9rcvTJO/eHaqfHXMq1FZ\n", + "05v4gdcXy7T1u2X4zGXyi997Otr2Ww8/J0eMkNe//cgL8sqq7XLvm6tlfu89uZ185tiPZWVv2cPz\n", + "29yuom97EXWjyA4VfasHGGfwAWzxNhQusZjGw7JCPNNwF2KQzQJbBGj3djAU4TJu2ghpBzRyfnPr\n", + "usgISqMoDcP4u86iL70g4zyj2hEcY3zrOqro2z5w1RvCz6JeR2680N+nbSaJvljfG9dA/wfwN4h9\n", + "9LB94ONno3s3Y1zgJK/HD22L7o02zDQidG0WtKvIwzDYIX057rlQp3JBevFJC7Ndh9C3HmyzkOTB\n", + "7SqHqzd+GqUZIdGZXxtlvyfyHd1+JhUJ13uRawKMb7JI1smj7YRW/l5Q0VehUNQRsLG6bK9KpVIZ\n", + "wtJE3+2djRDMJ6/+QFasWh2FNl597n0Z3X1NVq1ZJ509V+TV0x9Fx45ZvF5GL1onf/bMZNl0uEfm\n", + "nL0hC3v5m0+8ItuON7xDp67dGYVbPnL1muw5dDQSjc37HT57WeZvOxAJrAibjPVozf17j5yQjgOn\n", + "5FeHjZO1vf//P//+Adl8pEe+9+p8mdy3bjC45/BxuW9Ghzw2u0N+55lpsqm7sX6vea1tu/fJtlNX\n", + "5VuzNkZp/9MXZsikzV2yY+/AWsLLt+yS5acaIY7f7PlItp28FK1rzP3wet2y75A8vPGYfOvlN/u3\n", + "g88t2SDPLFwbpe8royYP2gdiTV+GvTb5fO95EIy/99pCeWPTHll2/kPpOHc9WtuXx3xtzKsyd/tA\n", + "OshJK7dEovHjs1fIw28siTx8sZ1puXfqfPnP33nCKUR/4fHx8oVHX5Lfe3KizOrNq7kP6wCPOv6x\n", + "LNt/KqoDc5+Kvu1F1I0iO1T0rRZo3KEByQzTHBo+zndO2SGeXYapImGLAO3cDoYqQsRMGlnZjuOM\n", + "+xB9YRA2DaIgvtdZ9C27r1UVvnxzbUOIZahbFX3rD1e9oT5Rr6hfCh02k0RfWxjB36C5794b2bwr\n", + "0wITsHAfTJRiOuB1ibTwexZw/KviuJYVZrSSkHch13PBFyK4qjDf5dLAFEPNth9Hn5dos8DnumuC\n", + "o2+yjyl8UvjFNhPNeE/kmrlIZxlwvRdBnEd+IdazDn2irz4DW/t7QUVfhUJRR8DG6rK9KpVKZQhL\n", + "E3237toTre2Kv49deCsSYVec/1CePXZTDpy9KmvPvS+Lz30ou0+elz95uhFKeNWB4/Kt8W9G68JO\n", + "P31DfvnhsZHIiH3wzv3iy4vk4NVrUXjofZaA2H3mgszb3iXjT96UTdt3yYnLA56oIITbZQdOyy98\n", + "f4x0917z//bX98qukxfl/mmLZOLygfV4dx08IndNXybPL94g//3xSbLxyNkoNLN5LYSPXnvmB3L7\n", + "m6sbHshjZ8nzG7sHeRgv2bBNNl1srLW76NwNWXf2B9E6xty/78hJ2XzwhDy0+qDcPWVe/3YQ13xi\n", + "7soo3PI3xr0xaB84YeVWeWru6v7v90ydH4VjfnRWR7RvzKJ18sLSDbK6txzn9nwgr51piL6PzVwR\n", + "7eN5Lk5avV3+ftzrcsfEWdH3GZv2Rl7P8B7+le+PkqW7D8tfjWl4AZN/8tRE+YXvPilf6P3/9TOD\n", + "Rd+DV9+XcSc+knld56J1ns19Kvq2F1E3iuxQ0bdacBm+0s7S9xnPyg7xHGe0KwK24aud28FQRYhx\n", + "0hb+XO3AFH3pCaOib/3hy7dZr6CKvvWHq96KEH3ZNuZ1vxdd02w7zRZ9+Wxf8pMN0X0ZZhrE+IRt\n", + "togVAo5/ZUX1aAVC1n014Xou1G0syDrOh4RBtzm582p0TtaQ4nlhCtx4VzXhe7c08+nrL814T0Sb\n", + "RPrKmlAZOhaq6OtHK38vqOirUCjqCNhYXbZXpVKpDGFpoi9COB+/+M6gbQj9O+HkR7L70vsy5+yH\n", + "svXSdZm+oTPyXMV+CMNYH3bbpQ9kfO9x//l7z/afu7izW/7ghTmy/8r1yMsX3r7cByJ89Nwd3fLi\n", + "yY/7BWesoYvw0tjfefCIzN93Wv5/94+Jvv/WQ8/JntOX5IFpi+WlpRv6r7Nt3yG5bcqiyOv11x4Z\n", + "K4uOXY28lrkf3Lh1hyw9c01un7a897id8rWX58qoDYdl+579Ub4379gl87YdiPKJ49f0rXW7bfde\n", + "OdEXFhkC6IbDPXL/sj3y0BtLBl3/ldU7ZPisDpm5eW8k6Jr7QKxF/A8vzej/ftv4mfIrveWGY3FO\n", + "x96j8vdj35CNF3rL9/QNebOnt9xXbpW7Xpkz6DouLtp1SL74xPj++yIE9l8//5r8j0eel794doo8\n", + "v2T9Ldf57Yefk38YN703Dc/KlD7vbRJrCk/rTcO0I+9G6zmb+1T0bS+ibhTZoaJvteAyzqQVU2lI\n", + "donEDKFXhjG4bMOSbQBt53YwVBHShkLaAUUPn+gLbzqEiK2q6MsJGr5Q6VnFgLqDnpH2WMh6pfFb\n", + "Rd/6g33Y7Jsv77oS1SsEKta1zSTR9/F156JrIFQ0cOeSk9F3jAnNFH1NkWv91UZ7Nb32GG5396Ub\n", + "fWeEo93aPMdDfGxB0AfXc6Fu5cLxLu04jzZjt6ckvnngnegcRE1oFSjs2/VDUdXeznDv6NN4nuNv\n", + "21O5Ge+JIWsS54Gr3WLSCvKLkPSsQ4xh2AaaKDvKTx3Qyt8LKvoqFIo6AjZWl+1VqVQqQ1ia6Auv\n", + "15NXfjBo2+s9H8nMMzdk/YUPZMLJm3L06rXIixTepDzmb1+cLgv2HJcnDvxIfuXhgTDCa7pOyO8+\n", + "+7p0XrkereeLdX25D+w6eVbm7T4iY07cjMIod/dclC07O2XLjt3RfnjrTu88Jb85fNyg8x6YsVym\n", + "LlnT/33Lni75u4nzZf72g/JrDzwr449cizx7uR/C9PrNW2Rmzw25fUojjPLfv7JAHl/TFYWyhtgM\n", + "vnLiunT35g/nbLt4XV499ZHM3rJPunquRNuQxrXHLsn3Fm6LvHp5ffC19buitXQh1MJ719wH2iGW\n", + "//zZKfLfHxgdrQ0M72Bs+71Hx8qq42/JpJM3orV9vzxykmw9erb/HB+3Hz8vv3LfKHnw9YYQjXv9\n", + "5oOj5Q8fHx/V1Xcmz41CX5vnPDJjqSzfe0Q+33vP8V0Nz2xyfW/e4ek89vhHsm7T1kH7VPRtL6Ju\n", + "FNmhom+1QEO3KcqaxuGksIZJx5Zp/KFhrqzQiSFin6LeoNE3rg2FtAP2I1P0nbCzIRiBEHcgDN7x\n", + "znPRcVXziEsSdcv22q8qXMZvgPVK4zfXZoVhPKksFdUE+7ApvMKDjf2XdW0zSfS1PQLNa1L0ve/9\n", + "F6N7uyZOFQU+izGBgQKO6bVnTlxIC18/qSuYnzTvLa7nQt3Ggqz1GOIR7yLOAVsF1g/WuTbhGgsA\n", + "M5++/tKs98SkNYnzIM1Y6KrDurX7MtDK3wsq+ioUijoCNlaX7VWpVCpDWJrou94S+ECsLbvi3HWZ\n", + "3fOhTOsLOQzxkiGcwafnr5axyzbJA7uuyu880Qj7DEKw/I0nJsvOy9cjr96d+wfWzwUPHD8jc3Yf\n", + "l7Enb0beuhCBt+7c058OrLf78o6T8oUnJw467+FZK+S1xav61wDesGuf/OXYWZG37G89/JzMOf6e\n", + "dGwcCNuMsNGbtu2Qyb15uW3inGh93G9NXSzDVu4bOOatazKuNx34+67Jc+TBGUtk0dkPZM72g7Lz\n", + "VMPzeMuOTll56l357pz1MmbJ+v5zwTc374sEVqzPi3V6zX3kHzz+UuSpjL8hTt8+YZb89iMvROsA\n", + "Y9vwWctlzIrtUWjlF7ced4aJ9vH/fdsweXzOgBD9i/c+LX8/9vVobd8vj5ok4401kE3+7QvT5JEt\n", + "Z+TYW+/LsnMfyIwzH8ry8x/KqvMfyGunb8q67Z1RqG8er6JvexF1o8gOFX2rBRi7YJyx1waj926S\n", + "oJrkFWyKRUkCclr4DHNFwTZctXM7GKoIaUPmxAbA1Q64H8ZPir40CtNQiu+3nXg9Oq5q4kiIkZZ5\n", + "HEpwiSDXP/k0qlN4bNLwTfEOhnE1eNcTrrGgCNGXY8BPPv35LdfEmtD4+56eGdG9yxwX+KzHhBNX\n", + "vhhuF97NaUFBOTQUcpWB8T7Lmqmu50LdxgKfh2sSXJMIQuhbF7eZQHQL9gsC3/Gx31lN0dcXnrpZ\n", + "74l89x732bi+LcXBNRY+vr4RsQAe2mYdYhtoQp+Brf29oKKvQqGoI2BjddlelUqlMoSliL7w8IWn\n", + "75GrP5LOiw1v15NvXZOXTn4suy9fj9bdXXr+w0ig/PrY6f3ngQt2HpI7JsySR7b2yBdHT+vfvvfM\n", + "ZfnlYS9FIaEP91ySbVbI5X1HT8rMPScjYXnrwWOy/9ipyEN347adcvzSO7K9c5+M2nRU/uzZwevR\n", + "PjV/jYxbuLpfjFy3fY986bnXZd2hU/KFJ8bL0mOXZNGmnf1ey0fPvxVd95Xe+9z1ylxZvLtb/nH6\n", + "Unlg2YA3MNaxffX0Tdl4+Iz83oixUahlbIcn8paj56K/N2zZJkvOXJO7Z66WSau29Z8Lzt16QO57\n", + "bYE8PGNpFGba3Edizd2FvWW17dhZ+dORk2TM4vXyH//x0X4BfcW+o/IP42fJmOM35buz1sq4ZRtv\n", + "uYaP//W7T8iw3nvz+6/f/6zcPWWuTFu/W37t/mdk9rbBZU9CqL5/ZZfsvfy+zDnzgTx34uPIy3jL\n", + "xQ9kXs8NWbOnWw6ebOQfVNG3vYi6UWSHir7VQsO0dauQQ4MSvAniEBfamSjLI8FlmCoSFKzpBdLO\n", + "7WCoIrQN4Rh8AFc74H4ahGEMVdG3/nCJvlzX8b6OU/2GbxV96w/XWMD+y3p2MU70ZfhTTBAgbMEV\n", + "f5c9LjAcLMO3M19IH9PKNgxxJy3aqc1TwE6bF9dzgeVue5JWFa4+EALXJIIQ5gkpXhRY3/TqtvuK\n", + "CYZ7RxQPc8w30az3RHNyQmgI8lDwnd2c9IC8gnYdYl1wbL9646d9R9767jwU0crfCyr6KhSKOgI2\n", + "VpftValUKkNYiuiLtXyxtm3HuQ9k9ImPo20HrlyTV09/JEfeel9GHv84Cnn8lVGvyJajDc9UsvvC\n", + "O/I7w16IBE0Im9x+5NK78l/vf1429Z6H8Mn2+rD7jvT+wOjYIQ+u6pKN3adkT/dxWb95axTWGeGg\n", + "t/QeP2L9kVs8Xp9bskGenrda9p1ohD5es3WXfP7pqbLt2Dn5s2cmy8KDPbJg675+URiC84bd+2T6\n", + "mY8isRWi6z0zOuTexQPi7I5L12XW2Y/ku1PmyZJdh+Q3H2qsIzx/7wlZ331aTlx+LxLFF5y7EYWG\n", + "nrllwEsY3N9zVT4/ovcH5itzZN72wR7N5Mj5a+TFpZsiT2OssTt/e5f871+/v39/98W35bcefl5G\n", + "HvtYvjl1sUzf2Dno/DgiVPR90xb0f4cIP2HFFunYd0z+7R3DZU3XyUHHk0jT3XO3yNbeOnqj5yOZ\n", + "eOqmTD71kTw+f728eeC8rOhq1AuPV9G3vYi6UWSHir7VAQ21LmHX9G70GZRo2MHH9ogwYYaVLBK8\n", + "d5kw79Gu7WAog8bNJCN3Ujvgfhg/VfRtH3BSi+kFpqJveyKN0GEyTvR1CUOtEH0Zxh6enBBncE+I\n", + "NXZ6sR1Mi3Zq86ZHdBr43g9wLXzqgNDnoY2soi+fkVlCihcF+z02LnqNmU/ferbNfE80+3WRYHkQ\n", + "iFKAfN6+6Nax0A5fT9jXGGpo5e8FFX0VCkUdARury/aqVCqVISxF9G2Isntkbs8H8nyf6Lvj8gcy\n", + "q+ej6O/ZPTfkkRnLZM5Wt8co1qgdvWid3Ddt0aDt//m+Z2XV2Wty7OLbsnnHrkH7ICbeNmGW/PdH\n", + "J8jaw2ejcM6btu2MBF94Ba/bukMeWXVA/nHSnEHnjevYJMNmr5StXQ0xctWm7fLrIyZI5+lL8ndj\n", + "X5fZncdl7o5D0n2mEZb54KlzsqrzkMw//b786v3PRtu+P3OVfGfBQAjodRc+kMXnPozCQ0Os/sqo\n", + "yZFX86L9p2X1/hP9ojWE4a+MmSarDgwIoSS8g7GO7uqu3h8M1j6QIaBfWLoxCgN9oOeKfGfy4Lwh\n", + "3POIg9fkz1+cIcv2HBm0L44vLt3Qe/09t2xHOOn/7W++J/v71iW2OXnNDvnmtOWy6vyHkeCLkNZj\n", + "jn8s//4fH5UH5q6XhUevRussI/84XkXf9iLqRpEdKvpWBzRu+dato+DhC/EcKuaGisNpwWuWCfMe\n", + "7doOhjLM+o0DPWrQfl3tgNeB8ZOiL72YQHgGVVn0RXqQrjjjcVYvsDrDlWcVfdsTqDN8CAodIOvZ\n", + "xTjRl2s9T983ICTb65/i7zLHBYxZpkdg9zsfR/fE+GSnF6IO9iGEeRrQO9I1gaxO4DuRy8szCb73\n", + "A1wPnzoga1rvWtLw9jQ9x0PoC5HcbJjvunEhrl0TNkATzXxP5LOmaI/aRisYaAd85nHpCpMq+rrR\n", + "yt8LKvoqFIo6AjZWl+1VqVQqQ1iK6AtvWIRTnnL6I3nx5E05+daP+oVQHvPFJyfIrpMNIdXm8Fkd\n", + "cvvLs+Sx2SsGbf+Vh8fKguPv9HnKDg573HnoqHxjwmz5lUfGyYojF2XLzj2ybfc+OXX1h7JzX5ds\n", + "3HdI7l++V7732sJB501ctU3ueaND1u05GK3ru2LjFvnFh16Ug+fejjxc39h2SN7cdVwOnDgTHb/v\n", + "6ClZtB9rt5yPxFxse2TuWrljziaZeOoj2XbxfVl2/kOZf/RKtO4u9t8/fZFM39Apy7rPSUfnkf41\n", + "iaf1ls/nHhsvu0811uY1iXT9pzsflZ0nL9yyD4SH9O888kLkjfzGplsFWhDp+/6Oy/J7T02K1kR2\n", + "HZOGKJ+XOjbLyd4yde1ftOuQ/NW4mTL37Ify8qmbsv3iNXny2MfyH749Qr41eYHMPP2B7DpwKBLs\n", + "ESZbRd/2IupGkR0q+lYHFHp8hmYaQH2GXHqFhIRtTnNsCGjsKtvIjHvgA7RrOxjKMOs3Dqb452oH\n", + "vA6MnxRzaAzlNhiKqy76xqVLRd8GEIoUdTpi9YABXEXf+gN1hg8RJ3SYjBN9R268EF3D9GR0ib7f\n", + "2rUiunfSBKos4HOc7dG+v0mfgBMCu/zqiDzvKb73A16zDuNm1jpEmwHt9pRErA+L8x7obXetBLy6\n", + "kW+Ip3HPOYrbWIsb6XetSdzs90TXmsR5wEma5sSHuIkivhDdTBeuNxTRyt8LKvoqFIo6AjZWl+1V\n", + "qVQqQ1iK6AtRc+veLpl0+qZM7mX31fdl+fkPZMGRK7Ji77HIi/YLj48fdL5JeLFiLdwxS9YP2v4/\n", + "Hp8o0w9eioTcDZu3Dtq3Y3+3/P2EufKL94+Rxcfeko1btsvcnUdk2ukb0f7tl6/LfUt2yrCZywed\n", + "N3XtTrn91SWycltnJCYv37xD/st9o+X4lR/IE3NWyNiOLTJ9z5kofHR0n958zey+IpM37ZfvTJkb\n", + "bXtswQb5xsz1Mur4x7L24gcyp+eGvLbzqPzDS41Q0pNWb5fhs5bLyiOXZPmuQ9F6w52Hjsn0Mzfk\n", + "l+4bFYmpTA+JtXn/3R3D5eild2/ZR765eW+sCHvbyzNlzs6Dkccxwj27jimSEKL/cOQrMvnUDXn9\n", + "zEdy6u1rsun4efnc8Bflc4+Ol2m923Dc3u7jveV5UkXfNiPqRpEdKvpWByEijm/NsLTeuzQ8F2XU\n", + "bpawQoMtPJnatR0MZTRacD7Rl23xgY+fjYyf8OqFMVRF3/rDJdhQNBu1YcAATvGC66HiHHwU9YFd\n", + "Z0WIvi4R1RZdEWb5m1vXRfcu43lmC5n0VoSXpZ1eitQbe65Hx6aBXX51A8dxvPNkge/9oC7jJvOf\n", + "tg3CKxxtxhUuPIQ4F2w1KFKaUT1sMK1Mu6t/N/s9sejlU1ztIG6iCLZhH44xMRTfF0y08veCir4K\n", + "haKOgI3VZXtVKpXKEJYi+h48eVbW7D0sc882xL89V96PhNCx6/bKv/nGgzJ9w+4oNLF5vkmIwv/h\n", + "H0dEYqm5/UvPvirDtp6VhT0fyobN2yLxl/u27j0ofzt+lvx/v/uUzD35A1m3YZPM7jwp40/ejPav\n", + "v/iB3Ltgizw9f3X/OeDrG/fI301ZLMs2bJWjF96SJZt3yy/cNzraN2vrPrlr8jyZsv+C7DrQyDPW\n", + "4n3p6PsyZvH6KKwytj29ZJN87fV1MuHkR9E6va+duSkvrtoZhbDGfoRvhkC89uRVWbx9v3QePCq7\n", + "j56WMQfe6fcGLoMPvr5EJq7aIv/jkeed+4smBOpff3CMPH/iZlQO2IZ1gL8+9nX5wpMT5Jn9jXWR\n", + "ESob4rmKvu1F1I0iO1T0rQ64dl3cTHyuGWaHeKahyRca2gYMaDgenxCROAlp758VpuGqXdvBUEWa\n", + "kKRx7YBG0ntvjIqMnwz9eG9HwwuIxlJs/9b+RujIstttWoSIvgyBWZRHUR2A/OJjwiX6gqxrwHWe\n", + "otqw6yzOu81knOjrCpdsCygQjsoSfTk5yxQybW9FkxRw5nW/13d0OOLEsjpg3GfjovRnnZDjez+o\n", + "y7jpEvtCEDo5wkeXcNoKMKwzPr7w3kgnyLS7Jkk0+z3RfLcuwqvW1Q4wHiCfCFdv1h2ooq8brfy9\n", + "oKKvQqGoI2BjddlelUqlMoSliL4Hjp2WZXuPybrz70fC77ZL1+W10zflsfnr5E+enihfGTXpFkHX\n", + "5r+7fbiM79g8aBs8Z+fuPiJjT96UDVt3yInLA16wmzq75GsvzZT/cu9ImXz4XVm9dp3MOXA2EiCP\n", + "vfUjWXnhQ/nu7HXRGrjmNSHs/t3E+bJk217pOnFW5m3qlF9/5MVo3/6zV+T3Hxsnkw++JVs7D0Rr\n", + "0W7Y0Smv9uYFYaIZVnlMx3b5yqurZW7PhzLtzM1IaH50zgoZv2JL/33umDhbJm8+IIu27InCTa87\n", + "dlFe3HlG/vr51/qPKZpYF/mRN5fKl0e+4txfBj8/YqyM2PdD6Th3PfqOMkJZYX3mby/rirx/T179\n", + "gWzYsl1F3zYj6kaRHSr6VgOmoSgODHtnC2P0HkpjyKTxs4gQzyEiVRGIE/sU9UYaIzcnP6Dt2u2A\n", + "17FFX/xNUvQt06MvD2jwtid3mGhWn6sSkF98TKjo237gBBBT7LHFWR/jRF+zTRAMD04xuUzRl/2a\n", + "k0zolQkx2k4riDEK+7OssRoq8uDdY81na/q+VQOmOJ5VtPa9H9Rl3MyaztDJET4+vu5cdL4dHrjZ\n", + "MKPXuPrh1Rs/jdJpejS7BM9WvCfy3Tru+R0KTqg01/e31zI2yXXL7YkifGcqIk11RCt/L6joq1Ao\n", + "6gjYWF22V6VSqQxhKaIvQiEv2Hdanl+7X37p4bHRer4QQu+eMk/GLd8o/69/eFA2Hm6skevjwp2H\n", + "ZPuxc4O23fXKHJm7/UAkIK/b3inHjZDFG3bvlz8dM01+d8Q4GdV5SVatWStvHLggr526ITsufSCL\n", + "zt2Qu99cKa+t3znomvN3HJS/e3m2zN91OFoXeMbGPVEoYu7/0tMTZMyOHtm4Y7d0neiRNXuPyryz\n", + "N+Srz70q6w6dio4Zt3qH/NHklbL10vVIZJ546ma0HvCC3jzwOlhT94sjJ8mijTtk6649Mv/4u/LS\n", + "hoP9IaLL4JS1O+Qb416Xf3hphnN/Gfzac6/JfZvPyarzDdEXIjs8ol9ZtU3+esZ66b56Ldq+ddde\n", + "FX3bjKgbRXao6FsNpBG86MFDLwKX91AIigzx3CyDEg3ZELfbsR0MZaTpA6ZB3G4HIaIvDOJVFn3Z\n", + "zinYQBzqufbJIA/FrKJAnYH84mNi+r6GMDZm07lBxm/WNeA6T1FduMaCvKKvT0C1PSPLFH357Iao\n", + "DVCg83llwvsX+7OssWqPIS4gHSERRpoNvk9QHM8C3/tBXcZNThBIm87QfuIjhdMs3uVFg23YVQYu\n", + "j2aESMe2l3dd6TuqNb8XODkTfSsvXO0VyxYgny7R1zfOua4zlNDK3wsq+ioUijoCNlaX7VWpVCpD\n", + "WIrou+fQUZmzv0ceX7xJ/s23hsuis9dl0qmb8pejp0Zi77FL7znXsU3i/dMXyfQNnTLn7A1ZvfOA\n", + "HO653L9v3e4D8gdPT47E2O+vPy5rN2yWqQevytKzH8ry8x/KrDM35GvjZsrizu5B11zTdVz+fMyr\n", + "MmPvGdm+Z79MXb9H/vjpAc/YB15fLPcu6ZQ1W7bJ5h27ZdnRy7L6wgfymw89J0f61tuduK5TPjdh\n", + "ebR28cRTH8nkXv7JyImy7fhg0fqPR02WWas2RSGiJxx7P1ov+LHZHYOOKZKLdh2SLzz+knx/+kLn\n", + "/jIIYX/G5r2ysfuMrD1wIgpxPWXtTpmxaa/86YRFsvdy4zhd07f9iLpRZIeKvtUAZ/OHGDltgTXN\n", + "uSZM7+Ks3jREiIG5CJiGq3ZsB0MZnIQQ0o7j2kGI6AtDMdZ9rYvoCyM20m16MJllMBTAyS12qE96\n", + "Pb2yY7DIwboGcB4+inrAJfpS3Oca3T76RF+ch/NNQQhwib74XnSb4fhmRukIEeiwH0yLpEge8O5l\n", + "HvExPQlbCbyL2BPbssD3fkBBrojJbmUi6ztVXtHXJxq2AnH17xJ9XWlv1Xsi1yTO+07MSRlmFB/k\n", + "ETTrLa4MgKH2vmCjlb8XVPRVKBR1BGysLturUqlUhrAU0Xd3V7fM6Logj8xZLf/nHSPkteM/kjfO\n", + "fCS/8eDoSPA1z0vDx2avkAkrt0UibsfeY3Lg+IC38MqNW+UXHnxR7p26QL69bJ8ce+uavHTypuy7\n", + "/KMoHPPU0x/JF566VYjtvvCO/NbDz8vkriuyafsueWntnkg45v43sObv9NWy88xbcrjnkszsuSEd\n", + "xy7JHz4+4A08dcMe+eOXG8Lqq6c/lMknP5Bf/f4z/fvJvxn3hkxfsV5WbdwSrXH85LxVMq5j0y3H\n", + "uXjyrd4y3LTPuc/HTYd75Je+N/KWdYzLJPN09+S58mv3PyO3T5gZic/L9hyRLzw/U7ZdbHgAgyr6\n", + "thdRN0MSNw7JhLu+KBOO930HfrRDRt/1dfn6178ud43eIZQHPul5Qx7s3YbtD77RI+ZKXSr6VgNp\n", + "vDpotKTxOEtoZ6KoEM9MQ14DVxJMw1U7toOhjDRGybh2wH13nnojMn4uPvJeJPDSUArSUFwX0ZfC\n", + "pin6FumpXwe4hEBARd/2g6uuWc+cxOGjT/SlB6PZhwBbPGJ426LbjOtZyzzBQ9FOL3nP8sZa5Ehn\n", + "GvjGU4iqXC8XH6arCK/EIsBxLe+Y7Hs/8I0jVUOjdtJPyAtpU3GkdznWmq4yGJYd/ZVpx7PeTnur\n", + "3hPZ//J4q7OtmhOdfvLpz6M8gma9kT7Rd6i9L9ho5e8FFX0VCkUdARury/aqVCqVISxU9CVOnTol\n", + "c46/KyNmd8j/GP6ijD34rizpuSZfe25q3xHZ8Obm3TJ76x458/HPZdO5H0T3AW7cuCE7Dx2T/3r/\n", + "GHlz0265a9EOef+f/1WmXfif0f4PP/1XWfn2T+Vzw1+Qn//rv0bbTPz5M6/IzGPvyOZtO+SVDfvk\n", + "vtfm9+0ROdBzUf5i4kK5+snPo+8zLv5P6ezd9vAbi6PvQOepc/L47OXR32c//plsvvADGTZjYD/x\n", + "+NwV8mrHRtm0e59s/dHPZNSCVbLtWFiosH/66T/LgzOWy6f/8i99W5LxT//zp/L/ufNRWb7nUN+W\n", + "8tGxt1smrtwsD0xfKH/4+Evy1TFT5MqPrkf8w9HT5fTNRjkCKvq2F1E3Qw4/OyRvjN4khzruNUTf\n", + "n8ne0SNkU98yXJ/sHS1P7YCR8G3puHeq9DQ2y9uL7pWp/NILFX2rAVvkSQI9YWgUShvamSjKEIRr\n", + "4FM2TEN2O7aDoQyfSOECJz6g39jtgNe57cTr/YZRGkLJuoq+8HYk6iJeFAVfflk2tuiLdVKxHUZy\n", + "uzwV1YarrlnPWUVfevAipLIJrg16b8fp6DiKw7g/PkWAXur4mCIexCncC0KbnV7Sl+4kuMZTlCvf\n", + "HfA/+wO9ErNMHCsanEBmiuNZ4Hs/YNsyPa6rBl9UgxCE9pM44nwQY2dV4fNoZtqJVr0n+vp8GjCq\n", + "j9mHXR7ONu0yAFxj6lBCK38vqOirUCjqCNhYXbZXpVKpDGEpnr7bO/fLpIPvyF+OmSp/MmqK3LPu\n", + "uLy49Yjc9vLMQeek5Usdm+WJuStl96X3ZcbpD2XD5m3R9s5Dx6Rj3zH5hQdfiNax/erU5bLp4vvy\n", + "yqmb/ed2nr4kXzC8c01+Y9wbMnrrSVm6er2MXbVT7pg4u3/fmq6T8vlnpsuWix9E69FOOn0z8jaG\n", + "1zGPwfrDd0ycJf/9wWdl1uZ9MnPzXrln6vz+/eSjveeMX7hGlm3rlFXnP5S/G/u6rNh//JbjXOw8\n", + "dUkeerNDDp4fWMc4hP/mHx6IvJVd+8og1kj+dm/5fW74izLszWXyH/5xRBQGu+vcW/Irj7woKy98\n", + "KC8d/0jWX7imom+bEXUzVPGjtaboe1wm3NvR793bu1Puxc4bvf+PNSZgHJ8g964d8HRBf3ARP5CV\n", + "zeP3/tf3IoPMpZuXnPttTvt0WnT8sH8dFv2P767jkvjeR+9F5+ODv13HhJDXcO0rkps/2RzdJ2t+\n", + "ldXl7H+eHdXt6p80BH1y5IazkQGz4/Bb/dsO/fhQdOxz//LcoGPBJT9dEu2j6AsRCIIgDaHgfR2n\n", + "ou0UfV3XaSU5HrBPsgzwP4+JK4N2pC+/3++tS5TNa7svRXVKoo6xvevCD6NzcC6uYZ6rrCbZh/E/\n", + "t925uNF3Z+wdXM+hvHNJ4/wTvb+pzHuB2A7iuFF9fQ33x8c+NguZH/O59d61D6L73LawcV8fmZ4F\n", + "vX+b10yi/ayc889zou/4oD+Yz3uMudg+4WcT+re1gnj/QTow/uV5H0kiy8G1rwrs/KfOKH1Z6iNv\n", + "PwHNsdN1jyoQ/QFpRP8w0/7dpY2JFK5+3mzyuYO+6NofR/Pd3PxdsLOn4c3MdxgXsR80rzfU3hda\n", + "RdfvaVChUCjqBthYXbZXpVKpDGEpou+mnXtk0uH35HeGvSDffXWh/N3CvfLk0m3y6Kx869duP35e\n", + "vvT0BDkM8fXUzUhcRsjlLb33W9DVI78+4uUolPCXxs6W5Wevy5NbT8umw40Q0BCFvz729UHX23ni\n", + "ouzruSKPvLlMRq7cKQvWbpYXl26SB19fMnDMyQvyG49NlPUXP4hCE8/u+SgSMyev2dF/DEIX/+0L\n", + "r8m/+/ZwGbNkvYycvya6DveTzy/ZIC8tWCELtu6TLb3X+tsXpsn2Y+dkQ/cZeejN5bccb3Lz0bPy\n", + "2NzVsufMwDrGIfy1+5+VxTsHr2M8fuV2eWllQzAvmliz+Y+felm+8MR4WbX/mPzivU/37/tv3x8t\n", + "005ckzd7y3DxuRuD2gzJ9hhHFX2rSdTNUMWtou/aAdFXDsno0XvlZxR/ibc75KlFA95idfwxih/W\n", + "7QR4AdC4Ewp6OvKTx0OH4R25RnBaNNODwLxXu7WDoQ6fNyY9l8ywrHHtIM7Tl9fidvyPY/GpEuw0\n", + "Mc1IPzHUPHdcnosAywbGbtPbiR6S8IzytS1FNeGqa9azWccu2u2A5PkumNemp+93/7Ux8SKrl54J\n", + "rstptr8Qjz2QaxGbXv4h4PgAj1Z6z+Jj9x/AfAcpIr9ZwWUu8oTEJeLeD5jXqsI31oXAbMtZyRDn\n", + "G3uu9121evCt8W2O+0Ar3xMZSSeLV7kvzHnIms3YD5pgH88aFajuaGU7UNFXoVDUEbCxumyvSqVS\n", + "GcJCRd9N23ZEXLdtl7x08B353WEvynNLNsiXXt8Ure87de2AUJqVw2d1yCurd0Tr9R44dV7Wbtwi\n", + "2zr3y7T95+R3n5oSrWP7u09PkflnP5TPj35D/uDRcdF50zd2yv3TFw261ujFG3u375XxK7bI8Nkr\n", + "5NVt3TJi9koZu3xAsD188R35xQeel9XnP4y8VEF4Bi/fc7T/mJX7j0dr/P7R4y/Lna/Mibx+4f3L\n", + "/eTUtTvl4TeWyut7zsiqww0BG9vXd5+Rpxeui4Rd+xxyVddJGblwvWw7ccG5Pw0nrdkpT8xb69xH\n", + "7jp5QRbuGiwWh7D74tvyC/c8NchbmvydR8fLU70/DiGg47uKvu1F1M1QxWDRt0emPujw9P1kh4xI\n", + "8PStG9pN7Msq3phhGvMgj2EKaKb4ZN6r3drBUIdPmKNQa4oeb3/2dnQs2qzdDmgwN0Vfcz1PGkRp\n", + "HMWx+FQJdpqY5gdWDl6awz6uneETQlg2Kvq2D1x1zXo269hFl+jLNb0fW3eu72qDYV6bY8WwT0YX\n", + "0mY4QcsO1cuxaOTGC7ek16Rvjc4k8FnJD+6PcdOHvJO/igDfaeLSGYq49wOGsy7iPmWA41XayXzX\n", + "P/k0aisIbe9qS6FkH5jX/V7flasHvhfYYazRn7CdgnWr3xOztmlO1LDDnKNOkL840ZfrgCN0vQlc\n", + "D5+hiFa2AxV9FQpFHQEbq8v2qlQqlSEsVPQ9cfndiLsv/lCe2XlWvvrcq5HY+rXJi+VLT0+SbcfO\n", + "3XJeCPefvdr/96Hzb8nXeq877cxN2X/lenS/U1d/KC/vOi1fHDO9d//b8ssPvSBvnLkhfzJ2jvyX\n", + "u5+Uo5felTGL18voResGXffZxRtk2qY9/SGJnzt+U/58/FyZt/3goOP+2/3PyaLT12ROzw3Zdum6\n", + "/P5j43rTdKV//7qDp+RXv/+MDJuxTP6gdx+41+GRi+t+8aX58vyJmzJmyQYZuWBNtH3lgZMydd1u\n", + "mbbBH4Z5UecReX7ZZtnQ3ePcn4Zjlm6SV9d3ypaj/vqYv+NQ5Fns2pfE//SPj8pjswbCX5NffvZV\n", + "+c6mc3Lk6rXou4q+7UXUzVDFYNH31jV9R0RfdE3fqgNGVhhi0nq3cL2vvF4xeb18mH546ZQNFX3b\n", + "Fz5hDsZL0BY9Gi22EaLTBK/zrV0r+r3ofKIvjKO8TpVgp4lpBk3Yx7UzVPRtjH9rPltT+3wkwa5r\n", + "rruL/mrWsYsu0XdyZyPkqU84ZRvCsfSsfeDjZwtpM3xO22Lqy7sa97E9FW0uPtIQecA0wJqiFJwg\n", + "6CY92ylOwyu5Fcg7+cxG3PtB1ccD1hvqMA1CvceTmHWiQTPhE33NZz3Q6vfELN7rnNTmmtDpy7dJ\n", + "29uZwDWztKt2QCvbgYq+CoWijoCN1WV7VSqVyhCWs6bvpQ9kxJou+e7U+dKx95j81bNT5YtPNrxa\n", + "0/LQhbfl+aWbZcGubjn11o+ibfCqnXzwqmy9dL3/uGc3HZW/HDcr+vuXH3xeXjr8I/n8yFflm+Nn\n", + "yPQNDS9f/M/jwVEL18v0TXtl2/Fz8icjJ8qey9fki09Pkq2Wx+1vPfqyTD98VSafvim7et6OwlZz\n", + "36xtB2TM0o3yH749Qub0/o21bH/r4ecGnU+u6Tohv/3MdHnpxE35y9FTZUP36Wj70j1HZWlvOUHU\n", + "PXzx3VvOA3EfeOiuPND748GxP5S4/nNLN0Xi8SurdzqPAV/fvE8en7dajl/5gXN/HP/L3U/Ii8s2\n", + "3rL9WxNmyuQtA4K6ir7tRdTNUMVg0bcXN/bK2Lu+Ll//+tflrtE7+r1+f/Z2h4zo3YbtD77RI6YZ\n", + "QEXf1oNGoVZ62OQxgvrEmDJghqhrt3Yw1IF6xccWJ2C8BB9fP9hLj8fb7YBtGev1Jom+2M/rVAXm\n", + "JAyCaQZN2Me1M1ivpvfbTz79eVQm8GwbCqIvBcRmTLBpJexnYhoxyyX62kKQDVNIoeB1742Gp12e\n", + "NmP2ZVtogdc+7gMvZDu9NnEciPaeBrh/Gm9ResC2op8U7Wkc935Q5fEA7QRpcwl+SShK9J3X/W50\n", + "nbuWnOy7cvXA/oO0mmnnBA9MqgBa/Z4YJ+D6EDfO4z0I+csi+vK6Uz+b2rdl6KCV7UBFX4VCUUfA\n", + "xuqyvSqVSmUISxF9N178QO6Zv0Wenr9adp28KL9079Py8Iylg44PJUIfQ/CcuHpnf/hjeOWO2dgt\n", + "q843wgSDj63pkr9/ZUH09xeeniSP7bosvzZsnMzf0SVfHTNV/n7sG9KxdyAkM/jk/LXy2oY9cvLq\n", + "D+VLTzVEaXjsUlwmvzhqqryws0cmnLwpq7tOyN88P61/39S1u2TkwnXy//i770vn6UvyZ89Mki8+\n", + "9fKg80msD/zLIybK07sv9aZnYH3huTsPReGbF+0+Isv3Hh90Djl1/W55Y/M+WbLniHN/KHf21seU\n", + "dQ3xe3XXKXlz64Fb8gu+uHyrjFuxrTdPDY/ltYdORaGz7ePS8KE3lkQhrvldRd/2IupGkR0q+rYe\n", + "VTBA+ryRQkBjrR2GrizgXvi0WzsY6mC92oDxkjTB4+124BJ9uUbh7ks3+q8FDzrs53WqAowDSA/y\n", + "AdCQT5rCDz3CbKG8HcFwl+Y4aYoccaJvMyemlAm2bbaNdoX9TEwjZrlE30fWnI3OR/93oSzRF89T\n", + "XAPPSBOcrADaaXXRbMtlgv0kjVdiEaDQiU9RY1nc+0GVxwN6XGfp45zUFBf6N5SYSINrpZ1o0Cz4\n", + "+g/7L72Uq/Ce6AvV7AOf666Q0L58mzTfd0ygb/Harfy90Qq0sh2o6KtQKOoI2FhdtlelUqkMYSmi\n", + "L9a//eZry2XKuh2RoPp/fP1+mbV136DjQzlrW5esPXha5u881O/lOmrBGnl4/gZZcPZG/3HfX7pb\n", + "7preEJb/dtwMuWv1UfmF7z8bfV/c2S1/9OT4KPQzjwcfn7tapq5vCKBYh3fy6u2Rxy++Q2TlcV8d\n", + "O0OGbTgmb/Z8JG9u2iNPzBkIXTxxzY7IY/gvnp0SfX9+6Xp5ep47LPKRS+/Kf/r+8/Ld5XvkwdeX\n", + "9G9/c8t+2Xi4Rw6ce0teWrlt0Dnk+JXbI2/neY61gtNwzaFTMnfHgLftxNU7ZLu1TjDS+cLyzZHY\n", + "DtF9XfdpGbt8i0yK8QwOIert+SUb5L7XFsr2Y+dU9G0zom4U2aGib+tRBeGGRtAsHmS2gb5s4F74\n", + "tFs7GOpgvZqwBU8T9Eq7dPNS35YG2B5N0dcUTUyBB9td920l0I+QHhr97TIwhZ9m971WwlVPLBvU\n", + "oy32md6dVRZ50oDPiiyCUJ1gt2uKWUnr34Iu0ffejsYal2bfMeESfe//waQoDXk8TxEqGdewvW3N\n", + "dmun1UWfiFM0TC/TZr6PsH8WKTbXVfTNk7YiRV/zmVlFIG2gnW7bS7kK74kMXT7us3F9W/xICnPu\n", + "y7fJuMgGbF8haWknqOirUCgU6QAbq8v2qlQqlSEsRfRdev5D+cqLb8qSzsZxI2Yul65zA+vyuvja\n", + "+j2yyhG6GGInxNCO/cdl4e7G9WZu2Se3vbJA3jjzUf9xdy3YJg/Mboit901fLH8+c4v8zmNuj1vw\n", + "2JUfyJPz18gra3dF319bv0v++vlXIy9iiJ7ff2Np9D/23TFlgdy14qAs683X50eMlf09A3mBSItw\n", + "yfxuEyLt/F0DQu0vP/icfPvVRTJ5zY7+ba9u6JRtJ85Hf09et1t2nrrUv48cvWSTrOk6JTO2HLhl\n", + "Xxou2NktK/cPlLPtXYz1k7ccOyfTNu6V5b1ljrWERy5cH9UB1gLmcVk4cdU2uWfqPPmjJ8ZHIbBV\n", + "9G0vom4U2aGib2uRJ5RfkbCFpjSgYdvllVAGcC983vvovb4tirqD/QBCrgmKI6RpgKYwdOjHh/q2\n", + "NMDtEH3h4QcjaJzo++1PHoyORxqqABV9b4VvnGTZUPTtF+x6v7ej6Is88NPOsNt1GjHLJfriXNAH\n", + "l+j78KVZURqythmGdbXHNCCNiA3GiThFg2XfrMgdAN8hihzH4t4TKaw126M5BCz/NGG5Ca4TjRDH\n", + "rnaUhmibuNbGnut9V68Orn/yaZS2u5aedKYd+0CgCr8XTA/bpPcMiLG+/mc+71z5JuPGCzMtWdpY\n", + "XaGir0KhUKQDbKwu26tSqVSGsBTRd/7ZG/K7j0+UHX1CZggfn7smCl9sbjty6b1+QRWesPCIxd9Y\n", + "g/eLT0+USadv9h/7zZkb5LEF66O/n120Vn5n/BL58pjX+vfbPHj+bRm9eGO/Z233xbflP/7jo/LE\n", + "3JWyt+eKPDSzI/of+x58s0P+Zu5OeWTBJnlm4dpB13lu6WZ5tvc65jaTL63YJi+v3N7//Y+fmhB5\n", + "E687dKp/G7yFB8Ion468m7kPhECNe2w7cSEKR23uS8vXNu7pLb+BekHIbJY7yuSllVujcunYd1y2\n", + "HjsvL3Vs7b1nwxsaou/RywNr/MKL+9DFt+SkIzy0i/D2/v0RY6Ow38d661ZF3/Yi6kaRHSr6thZ5\n", + "xNYiAUMQ0pFFfMZ5+DQLNIraYp+ivvD1gxDB024HjdZ4p3xj6cF+kShO9L3j2tPR8VURTu2y6H7n\n", + "40FlgO8Ey6AqaS8LvvbBsoG4D7Fvws6G6NGOoi/LgJ92ht2u84i+9PxDm/BhXvd70TFjt13uP/6e\n", + "nhlRGrK2GS6Z4IqeMX1fQ1hGezXT6iPXKcXYVTaSPA2LBsMZu8TxPIh7T/SNJ1UABfAsk5DMZ5ur\n", + "HaUh+gKuhbZaNSSJnxCDsf/qjZ9W5vdC3HhAmJObXJ72oaJvUt2xj6OtDRWo6KtQKBTpABury/aq\n", + "VCqVISxF9J3Zc0P+233PDNofx309V+T5pZtuCW28+eg5mbm14dkK71d4wXLfbz40Rl44+r4c6xMc\n", + "v/LaGpnQdz7CSv/3Ua/LNyfN7T/eJkRWCLKml+5fPjtFxi3fFImdj89bHf2P7SMXrZM/fWOz/PHI\n", + "ybL5yOB1bZ9esDbyhDW3mRzbsTXyVub3vx7zqvzn7zxxyzEQXPndvh68bHENpBkCsbkvLcd2bJND\n", + "59/p/37owtvywvIt0d9YN3lfz1XZ2+fJjDQNn71S1hxsCNST1uyUPWca4jSIsNBPL1zXH3Y7iSv2\n", + "H5d/e/swWXvwZPRdRd/2IupGkR0q+rYWFCOyhFUuGpz9nyasI8VifJoFCgIq+rYPfEZ4ij2k6bni\n", + "aweN1nhndDxFIp6P9QlNwzj2V030tb3Q4sqAhmSXV1A7gWuj2p55phgIsY9CL8L58m8c0w6iL8Ux\n", + "fqrSXsuALXylEbNs0Zeeu3GCqdmOcA7+vu3E61EasrQZ05vOJd49vr4RrvnNA+8MSquPOA7H47xm\n", + "gGlvRvQOjmFF9806ir55Jt8BD6xsTG7CxAVXO0rDkH7TKiSJn9iO/TiuKr8X2ObihFb8DsAx9nOO\n", + "sMcpH0PqjstjtPu7A6Gir0KhUKQDbKwu26tSqVSGsFDR9+jVazLtzEcyeu8V+f0nJtxyjE14nC7Y\n", + "eSgSFedsPxgJsIcvNkIqg4t2H448TvE3BEiIo9z3N89Pk6e298jey+/L1kvX5a8mL5HpfR6pC3uv\n", + "+fkRL8qjszr6jyd3nrwgc7Z1RYLuqxt2y8hFtwq28LZ9ZvGGaC1hfH955Vb5yqSl8psPPTfoOHoi\n", + "j16yUY5deW/QPvKF3v0QWvn9q2OmRCGizWPs82f3pm9dbxr4fceJC9EawxBrzWvZ7Dr/lkxYtWNQ\n", + "GZo8ceWH8syiDbdsx/q9C3YdkkV94bhNQhg/2ptP/D0Daw8bovfrm/dFnsIztuyL0sjtPm7rPfZv\n", + "nh/wvlbRt72IulFkh4q+rQUNnnnWDSwKFNHSiAmtMJ76xD5FfUFBa8pnU/q2NEAjJ4nvBA2kq38y\n", + "WCzANnxM4yjPBxgCE1522F810dcWKOPKwD62XeHLp2kEN0VfbmN58fwqTK7JCuaBn6q01zLAPBJ5\n", + "RF+2A3jz+mC2I5yDv/OIvpy44Xsu4vqgmc4k8pxmgGNr2f3FnDSWxbM1DnHvia2YrBaCvO9TWdqV\n", + "j4uPNLzfm9Xm0gBrWyNdWOvalXaugY3Q1FX6vUCh1RdWOSnMuT1O+Rgi+vKdy+dV3G5Q0VehUCjS\n", + "ATZWl+1VqVQqQ1io6Dvu5E3puvwjGbX5uHxj3IxbjrEJD9GnF6yTyWt3yYbDPf0iIvdPXd8pO05c\n", + "jP5GCGFToH1kxjJ5YOlu2XrxuszruSF/N2GuzN3e8AreePiM/Ld7npKxy25dg3bahr3y5IK1sq77\n", + "jMzcdiAKm4zwyeYxWON2/IptsnTvseg71hD+2nOv9ebpjUHHwSsW3rG2p67J0YvXy/PLNvd//8qo\n", + "V+QvR0/p/37i6g9llCU8I88zjFDX8IxduKu7P8yzeSzZffGdyBsYwi+EXYReto/Zc+ZKb3pv9RSe\n", + "vHZnJHLb221ifd9lfWWC9Y4hFuNvrLW8fF9jexqq6NteRN0oskNF39Yii9BaFmjoTSNA5zVSZgGF\n", + "8s2fbO7boqg7kkQ9hmuEYEvwnCU/XdK3pQFsw8c0juJvEDANp6CKvtUHx0nbWG7WZZzo24pxqmhg\n", + "QgTyQOGgChOFygLyhw+RxjPWFn1NAcgHsx3hHPyNNcGRhixtBqGRca7Li45eivcsPz0onUk0Q9aW\n", + "Da5HnNXjNBT04Lcn+xSBpPdE3BefKoHjeRaxHVEs0D5AV/vJwtsXNa6HNXSrBLu/2jTH/ir9Xohr\n", + "7xRh48Kch05+oeibFBmAz9V2f38AVPRVKBSKdICN1WV7VSqVyhAWKvpybdcpa3fIwzOW3nKMzfk7\n", + "u2Xu9kNRCGGEGV598FT/+rGgLchCZITYiL9fWb1dbp/eIa+evhGJzX8/7g1ZsKNLDl98Rw6ee1v+\n", + "z289LNM3DlwLPHb5BzJ6yabIO3dJ5xGZv6s7Cm2Me5vHzdt5SF5bv0fm9qYP35ftOSK//fBz0Xq/\n", + "5nFbj1+QaRv33hL2mDzVWx4I/2x61+44fk72nLrU/x1euaYoDNpCMPINURd/41qzth6QF/tCMkPk\n", + "hQcvxFh66mL941nbB68LDG7o7pEZWxrCuEmI190XBkI++wjPZ643vHTP0X5RfH203vKt102iir7t\n", + "RdSNIjtU9G0tYHDBpwoz7WmQ8oWWcyGPkTIreE9b7FPUF6xT2/hII+fIjRei/03PFV87wDZ8cDzW\n", + "wqTH0p1LTkb7TYMxWHXRl+uNYt1aXxnY5dZuoIhm15G5FivEPob1BE1vp3YQfWmgHwqGeuQPH4J1\n", + "6hI4bNqirxnq1QcIwjiGnoP4O6voa67L6YJ9r1CG5KNIxAnXRYGejT7PxzxIek9kCOsqeTlyYkeW\n", + "Mk8KeZyFzW5zoUgSfbm2OyaJVen3QpxnO+s+bjJPqOgL4jgwDnwuDgVvXxV9FQqFIh1gY3XZXpVK\n", + "pTKEpazpO3L+GnnRWCvXRwimEE7NbfN2HJIFO7vlwNmrkbetuQ9etVjXFn+vOnBc/vaFabLh4gfS\n", + "deV9+cdJs2X04g393qf/x9fvl/k7BwufHfuPy9K9R2XKuk55ffPeSCh9edWO/jVsSXgcz9t5UN7o\n", + "87bddLhH/uM/Pioze88xj4NIjbDUEKq3H2+s/2uS6+WO6S2Lo5cHexOTEFyRBnv7K2t2SeepS7K+\n", + "+4zM2jYgqCJ/Yzu2RKIwwkuPmLUqSsOE1cjHlegYXxjoJXuOyJLe/NvbQ7nz5EWZ2reuMoRz3B9/\n", + "+/KQRBV924uoG0V2qOjbOiQZh5uNLMJIK0Qn3lNF3/aBrx3RyAlRD/9jzUKC58z+59l9WwY81O75\n", + "p8f7jaOm+AfUTfRlGSCtZj4AegfVWcwMAfKIjw3TCN7uoi/LgO0jzeScuoF5JVinLnHDpi368lx4\n", + "QvpgC2bwqs0q+jJihq9+pu9rtEuMaWY6k8iJLxi/mgEIj8jHuM/G9W0pFmV7Eye9J6Jecf+qjPsA\n", + "RfAsaymXIfo2u82FIqkPmWN/1X4vuMRd/hbAJ058RZ5AV55t8tgkMD3t/DwBVPRVKBSKdICN1WV7\n", + "VSqVyhAWLvpuP3ZO7pk6PwqJbB9j86WV2yJx196O0Mavb9obhV82t2Mbwz/D45dr7Hade0t+d/gL\n", + "8ur63fLU/LXRtm+Nf1O2GOvPghBxcf7cHYeiUMgQbSEAQ8w0j5u8bresPHAyEl7xfV/PFfm//+19\n", + "suNEQ9jtvvB2JH5CQIaQ+ubWA1F4avMaILx/4QWMex3oTaO9H8S9p/QJqSYX7OqORGr7XHgFg8jD\n", + "9N7ymL29S8Ys3niLt/CLyxFyerD3brQmryOdoYSIPWbJRunYeyy6lrkPobfh6Q2P5C5PqGubKvq2\n", + "F1E3iuxQ0bd1qJoQYXohhIIGozI8dXyg6KGib/vAZ4A3RT3biMn+89y/PNe3ZWDbvTdG9Z9nGoAB\n", + "U/SF0fi2s5Ojc+I8bJoJuyxYBi7Rt2pjSBmImxxjto92Fn3Nsbnd65z5g6cpgNCyqEeEmnWJGzZN\n", + "0df28vfBFszwf1bRlx6kPuGOoarRPpnOEHLiS9zaxEUCbY55sb0SiwCXaSgrSkjdRN8s718m+FyD\n", + "UOtqP1nINgeRtUowx31Xuud1vxvtv6u331ft9wInakHgJ+LCPptAnkBXnm3y2CSYgnMZ/bwqUNFX\n", + "oVAo0gE2VpftValUKkNYqOh75ytz5BvjXpfPjxgbrUNrH2MT3qoIgWxvP37lB/LIzBWR8GpuR9hl\n", + "c9uXnp4QedhOWbdDHnlzWeQJDE9YeJ6a55EQUCHg4hpYwxYCMITTLcfODTpuXMc22XHiQr+37NFL\n", + "78rT89b074dQO3LBut7jtkbC8fwoXSf695O4LryZIRDbwjKJNEDMdm1/acXWfm9j8pneMntj0z7Z\n", + "3pu+YbNWRuv0Qoxef+j0oONcQvTLq5B/d9mEEted0HsdevmSELeRZnhnv9RLl+ezTRV924uom/rg\n", + "uhzrmC3jtr7b+Prpdem5/OPG3y2Cir6tA8XLZoZGTkJaI28rDKc0mk342YS+LYq6w9eOaLiEeMP1\n", + "BemxR3Eorei7+9KN6DvCJWPfbSdej86hZ22rYZcFDdwIVY3/QYL5TStM1QlxebRFX7YR8IWtl6L/\n", + "20H0NdNPD0mKou0Gu67SejCaoq/d931wir7rG0JMmnKmd2zcObgPyDSGMjQvRYLCbNFjY9mCMpD0\n", + "nkiP7KpM9sk7RpmTmVztJwtb0eZCYI77rnSD2A9W8fcC12VHnQMhYc7TjoM4DsfjvCSwn0/9bGrf\n", + "lvaDir4KhUKRDrCxumyvSqVSGcJCRd952w9Gf09ate0WMffg+bdlxpZ9srtvPVt8H9uxddAxJg+c\n", + "uyKHrXVmo3Vrdw/c+ztT5srsbfvlm+NnyJLOw9F6vXO2dzkFWJAiMwTdEXNWyc7etCB08jpLMMW6\n", + "uUcvvjtoLV6Ta/rCOg+ftTISdunxax/H8M+Rh63ldUya6+SahKg6bPbK/pDNJERreDmfvPpD6Tx9\n", + "ySmag7g3vIFXdw2UBb1xzeOKIvLw/NLNkRiN7xCy39i8N0oD1v91pVNF3/Yi6qYe+FS6nvqyPNUx\n", + "W+4efaxv22VZePfC3n9bBxV9WwcaWspcMy8tYHA0jVFJoLGqmR4CNI6aYp+i3vC1OxpuXUZMVzvg\n", + "NlP0tT3kTOMp9ldd9EVI60b6G95LINHuAiBALyhX+El6Tb554J1I7GP5gKboW/dyophITzD8jU87\n", + "gn24CNE31FPRvgfHmrTlzMgXvmc673PP8tP9aQyl6b3YLLAuTK/EIsD2nFXgDEHSeyIn3VVl3Gd6\n", + "sk4CZMhjrGfraj9ZSE95sErgMxHjvivdIEK045iL773fd1Z1wLrGM419DEJwHNKOgxzDcF4S8P7O\n", + "SRh872g3qOirUCgU6QAbq8v2qlQqlSEsZU1fEqGbl+1rrCE7Zf2uKGwzhFd8hzj46vrOQccnsbF2\n", + "7Pb+7wgh/dsPPy9/NXpqJJJi7Vyf52zX+bdk3IqGyHz44rty/+tLo/TN39UtK/Yf7z/u2OUfRNfB\n", + "3+a6tSZtz154DsML2TwGpBg8f2d3dIy9H1zee+9FnbcKxnmJ0M4vLt8ir6zdGaUVIbBdYaSL4vJ9\n", + "x2XyukY4bBLrEUN8nrBqhzOstIq+7UXUTT1wTEbf0QFfXxndL/pel447RvduaR1U9G0d0gqszQC9\n", + "X0INoTgWn2aCRjIVfdsHPq8vGC1BlxETx+KcYf86LPoOsG1gnV6ex7DIXJfQNJ7WQfRFWpkX/m0C\n", + "x+LTrqCB3FU/ZtnEib5AncvJLoM65yUJ7MMUBOmZ//i6c1E9J9EUfdOsScp2g/OyiL4cj/CBJ6sL\n", + "afNik2lsJuiVWOQSDph8gWuWOeEtVPStSqSVvJMA47xf2W4g4tr7kkjxFGHWqwLmx5Vekn2468IP\n", + "+86qDsyxghNFXM83E2k9udOIvgD7Q1lreLcaKvoqFApFOsDG6rK9KpVKZQhLFX2nbdgjT8xthEWm\n", + "gPpa77ZtJy70e8va5yTRXoN34+EzkaDJ9XNN0dbk1mPnZdrGPf3fIYZibd4llpcuhGCEKMbfvnDI\n", + "U9fv7vdoBSFovmmtcQsif8jn8r3HZbFH2IXgC+HXtS8vj/aWN9YDxtrJ8MRda3k0N4tYmxhrFNvb\n", + "VfRtL6Ju6gF69Rqi76e75am/Xyh9wZ5bAhV9WwcafaqEOK86GzRcQbBrJigKPPXzp/q2KOqORk8Y\n", + "3Beu3vhpZLSkV5wt3gL2eWy/WKcXx7rOq7roS+95rgmKtDIvKAv8jbIhGiXQngIgQBHcJTqZZTNj\n", + "b0PkJVG3/BuocznZHqRVnDBUFBi+n17NacUOU/RNI3ywreA8iLL4u9FiwtoMRZO4ZyeiDeC68EBm\n", + "GtMwrZBTBELXGw2F+d7gE8eLQNJ7oj25oNWgEO5bCzoJZtQDs82Y46BLEE5iK9pcEpgfV3pJ9uEN\n", + "J97pO6ta4BjOD/pFHNKOg5zwsrHnet8V4mGGXC9ygkdVoKKvQqFQpANsrC7bq1KpVIawNNF316lL\n", + "Mnndbpm4puHliXVysR0i6OztXfLmln2RGGieE0JcC+GSb9l+pKd//duJq3dEa92a+1fuPyELdt4q\n", + "PNpeugj9DFEXf0MYRvhnCMncD2Ld4O6LA6Gnt504L69uGOy1jNDL8DjecvScN4QziOtvOHzGua8o\n", + "Yg3e0Us2Ovc1gxDpIdbb21X0bS+ibuqCT49Nl7vvv1u++tX7Zdzo++Wrv/FlGXestbPnVfRtDRhu\n", + "NCmkW7ORxhDaSqMp7ouPoj3gqk9TnIURM0T0pfACIRfHuoyfVRd97TwhrcyLywBvH99uoBjiEjjN\n", + "snllR6N9kO0k+toir/29ncA+zP6YR/TlGs8hXopsKziPY02jxYS1GU7WiKuTkLVI44h1yHE+PIab\n", + "BYhBLIdzn53LTXq0hkwsy4O6ib4s46ww269JcxwM7UMmXc/dVgJ9GelB33all2S6F/SOB1UEQ5zj\n", + "E9IG044dWeqNEzyKDudeBajoq1AoFOkAG6vL9qpUKpUhLE30nbmtS9YfOh2FQn5j095+ofbYlfdk\n", + "zJKNMnXdrmhdWvOcUMID98C5wR64y/cdk4V96/3CqxSCclfvMfACxrZofduDpwadA66PvHQP9H9f\n", + "3XUyOhZ/7zt7Vab0phPeydx/1OFJ3Hn6ciRu8zuE6fErt8vo3uOwJm/kZWxco/vCO/1r80JA5vay\n", + "iLWRuy++7dzXDB6/8gN5dvGtorOKvu1F1E2t8Ol1uXysS7qOXZbrFYiWpqJva0BvpqoYHE3QEJWE\n", + "VuYhNI2K6oOigu0xbou+kzsb4Xtf3nWl74hb24FL9LWF0p98+vPoO4h1Mm87PCc6pyphPs080dsZ\n", + "ITZdeQEYfjXJU6iuMMvDhFmPKBtb9OV6riDgu04dwLTTM5Jh+GGkbzfYoi/6O+oQ/R/1nERT9DXr\n", + "Pwk8FudRMPnezx6O0pLUt/gsTJrExXtkCbMLtkqAo6d5kZ+sHq2hSHpPbFWkEhcoQOdZc5xty9dm\n", + "QD5L0xBrBONc87nbStjvBT4y3ZN3NsL7VxH0rA0J6R0n+uI95rne/eZ6zlnHCr5PlBl6vRVQ0Veh\n", + "UCjSATZWl+1VqVQqQ1ia6AvRE6GFNx09K88u3hCJsty31xEyOQ3hPWuv2zt3Z7es7mqIuhRZRy/e\n", + "KOM6Guv4wnsXXrzmOeCW3vTN3Dog+s7YckA2dA+sP2uHi6YHM7+DEHCnGusTQ9RGaGUIvviO9YRf\n", + "XL61N02dcuLqDyNv56cXrJPXN+6VpXsHyqWdifaAcjK3qejbXkTd1AM/lmO9fXhwoK13Zeu6Hmml\n", + "9quib2tgG7arhFARqZV5wH3xUdQfPo8reObCaAlPXRgx6bHENVoBOyQm2yREX3oCuYRSfAex/5tb\n", + "10XnVNHjyzZwM2SlGbIR6cbx7ej1GSfM2GXz8vaGRzdpih2AWa51gulpSVT5+ZEXdt7SerhR9HWN\n", + "F3F4rK9vITwu286wT0ZHaUnqW/RejRPhOUkhyUMxjq0S4JB/jDNFsWwvXyDkPRF1hk+rQQ/LrOUS\n", + "J4Qy0gVp708i+xHCR1cBoaIv0z1yQ3s8F1l/rgkjnBB3b0djKQyQY8X0fekmV9ADud3W9lXRV6FQ\n", + "KNIBNlaX7VWpVCpDWIroC29ehhM+fPFdeWjGctl5YmAd3iJor+0Lj1yIvfgbnqUjZq+KwjYjfDLC\n", + "Oo9ftb03XYPDNINIH9Yb5vcXlm+RQxcGe8ViTVwI2Ph73cHTstCxPu2qrpNR2OqXV26XbcfP3bL/\n", + "0Pm3ZcaWfbLm0KkoDPXmo2fltQ2dt9yrXYl6WN89OIy1ir7tRdRNPXBMRt/RYYm+16XjjtG9e1oH\n", + "FX1bA3uNxioBRlmkLWldr1YKD+3u3TiU4BN97bCu8GbB97uWnOw74lbBk20Soi+Nwvgf57WD6Ovy\n", + "3rHLoJ3gaxuAXTajNjRC35K26EuvKnrL1gWuMqBhvqh1VquEokTftAKpeZ80oq8pysc9j0LFqjim\n", + "FbKHMuok+oZMGohDXNvi84+01/wNIc+tAhDaHGlBqHNXWkm+L3y/41TfmfUG68CVV/NZx21ZxwqM\n", + "Z3xWttP7tYq+CoVCkQ6wsbpsr0qlUhnCUkTfHScuDvJ8XbHveBTKmN+LYBRSefXO6O9le4/J1HW7\n", + "I7GX+1fs773nxXfl5Fs/kllbD0Qettxnk17JB8+/LWP7PINNvtl7/obDDe9feAxvd3gMg1i7d233\n", + "aec+EOe92lsuzy7ZKMev3ipAtzM3H+mRmVsbIb439f4N72kVfduLqJt6oEem37FQLvd9a+CyLLxj\n", + "eu+e1kFF39Ygbp3KViNUzKXYlCQOl4F2FrqGGnzCni36gjRsEnY74GSKb+1f1G8AR2hknGOu68nr\n", + "YH+VRF+u9c0wn0Nd9I3zgEsr+ta1nFwCr6/PtAMogHFCFCZ5oA5DQyJT9HX1lTiYoi895+67+UyU\n", + "lrg2wzaaJMB3v/NxdE2XMJeGuAaoiEfIe2JVxoS874OMioFIEHZ7gfcn2x3+R9h7+5gk8hmK5QZa\n", + "Ddd7gY84Dqw7+Ky7Z/mAJ69J05ub2/JMEOEYXJUlL4qAir4KhUKRDrCxumyvSqVSGcJCRV+sHbv7\n", + "9EVZvve4LNp95JZjiub8Xd0yauHg0NFZCA9dhFxe131GZm4bCPVMrjxwIlqb+Mil925Zzzctn56/\n", + "tl+sHmpcd+i0vLJml8zZ0RWtjayib3sRdVMXvNtxt3x1+ELZ3dUlXV27ZeHwr8rdHe/27W0NVPRt\n", + "DWBQwaeKCPUia6XBtJ2FrqEG3yQD11qeCI2KbRRw2Q448YDfIeRSXKEx1AS3YX+VRF+0ZzMtdohr\n", + "V8hGru+aNEmjjoibgGKLaC7Rl0IHjOZ1HTNcZcDJASM+G9G3pX1g1xPrE3UcQoq+rHu0kxCYoi8F\n", + "k3tvJItxqAMckzT5KY1YFUd7DByqYHn6RK06ib5IAz5ZEde2sB2ME4aTmLYvlYk0/cg14auOiPPk\n", + "Blk/ID258T++ZwnL3Y7PFxV9FQqFIh1gY3XZXpVKpTKEhYq+HfuPR2GdX1qxLQpfbB9TBiHEuran\n", + "IcRehB9euOuwrO46ect+rOM7ac1OWXHguMzZfvCW/Wn45pb9smj3reU3VLjPWM9ZRd/2IuqmTvjx\n", + "5S7pmD1Oxs3ukK7LP+7b2jqo6Nt80KCCEMVVBIUnehv60MpwqXUVcBS3wifsmSKMbdyEERSwz2W7\n", + "SBJ9zWtXWfS1Ddwu7x1f+bUDWJ8uQc0um/s6TkXfOVkA4obZXuo6ZtB73V4KANvwaTfY9YT6AzkG\n", + "JJGib1rvRLYbTKxgP3vwrdeitPj6VppneRqxKo72GDhUMa/7vagczHD/JkLeE22v8lYg9H0rDpgE\n", + "hLKwvXjhHY/td/aWEfpBVF69/cI8JoRoszgXbbjVYL2HeCy3S1/h2MHJXzbpzQ2a70vclgVcQqUV\n", + "kXzKgIq+CoVCkQ6wsbpsr0qlUhnCQkXfcSu2SVe0du0BOXCuPmvVIs0jF6zvTXcj/LDNU2/9SF5Z\n", + "u1NedKz3q8xOFX3bi6gbRXao6Nt8wIgCY0oVRCYfkD584hByTFmgd2PWNfAU1YFPtHSJvljHD9vo\n", + "cWSfS8EIQi49mlyGT/Pa93ZujM4Z+enzfXtbBxV9B4NhTyGu2fCJvtwOg387iL6+dGMbPnVbozgJ\n", + "Zn5Rb6xLjgFJpOiL88BQmO2J/ezhS7OitPj6VpowqK7xLAsxruE68NwcymB5gi5PzpD3xCqMnYys\n", + "4gphHwpf27KfFxB/8R3r3ZrHJTHt+thlIk0/Yl/BOsB1hv2ss4l9pFku3JYFoWHr6wIVfRUKhSId\n", + "YGN12V6VSqUyhIWKvq9t2HPL9joQawGv6jouJ2PW/VUWTxV924uom0rj+jq5+6uz5bIck9lf/rJ8\n", + "+RbO7t3TOqjo23zUQaThLH+X2AJ88NkH0f5WeSvXoQwVYaAno+1R4lrL0/Y4stuBKfqa4g2N3oRp\n", + "OL5v0/7onId+3nrPe04IoaHVNvYyZOMDK89E+wEaZ9tp/T0C+cLHBbts2lX0ZRnY4m5d85OEvKLv\n", + "7H2Xo/6B8x5bFx7a1GxPHDfiRF/UB6Nd4HmYhDRiVRztMXCognUMusIO10X0LWICm69t2WItjzOX\n", + "TAgh+0OWUMFFw84rBOznere5vGDbpa8k1Rv2kXwemtuzAOMb2mXo+FZ1qOirUCgU6QAbq8v2qlQq\n", + "lSEsVPSFR6y9Xan0UUXf9iLqpur4tMLLSano23z4RK4qgYZ3XxphkMd+HNcKVMFYqygGPvGKBkvT\n", + "uGkbcW0vKYow/7ByzyDxBkZTE6bhGIISzsGn1bDbtcvYi+8g0eq+WBaSJpaYIh3K5c4ljXKBVxf+\n", + "t0XfOoy7NkzDuw1fv6k7zGUD7HWbk4h+cvvC49E58GpEvYfCbE/9YXFPvRGlxfWc4dgT2u9wPdCc\n", + "xJKFvjFtqIHlCbpEvZD3RE6yaeXYWUQ/ZjnYbcV+XrKN+8IEx5H3aDUgPCMdXLsWfR7fXWGrEQIa\n", + "+8w18OsI833FziPHA5LPQ9B8/mUBn5ntEFFHRV+FQqFIB9hYXbZXpVKpDGGhoq+9TamMo4q+7UXU\n", + "TT1wTDqmH5PWr+I7GCr6Nh9xIUurgiRRlQZveiQ2G0xfO3o3DjX4jN40YroMnBQ8bMETf+ND46dP\n", + "IOH6nTAY10H0NY29+A4S7Sr6JuXLLhuWi+kdahq9k8a0KiKuDOqYnxAgT/gAtrAfRwhZbANoGz/5\n", + "9OfRNUJh3wt/33Z4TpQW13OGz/HQ9WCZNjvdaeny9h9qYB8n7fEdCHlPrMLY2Wjt+cK0sxzstmKH\n", + "AjfHRvvYJN6zvLFubOga2WXBziuFbXMb6Xv+VwUoy5BxivlzTRhhHklT0M8r+nJSxIjPRvRtqS9U\n", + "9FUoFIp0gI3VZXtVKpXKEKroq2wZVfRtL6Ju6oHLMvuOhb3/Vgsq+jYfNPJVGUmibqsFh3YVumzA\n", + "2/HcZ+dyGYSrDhgUUZfmJAgYQ2GshKHZZeCkEdduB/gbHxwDYzDDW9qePqbAUzfR9/ZFDeMujcXt\n", + "2heSwlbbZYO/QbYdeH5RCITo0eoxKwvixuE65icEyBM+QIjoi/Cu93Y0BCmw4/Bb0blpYQti+Bth\n", + "4pEWu2/RCx1eySHwjWdZybwOVdADnEIklgKwEfKeiGcO6hECfivA++dZJiOubdmiH54Z+A7axybR\n", + "Xk8/LzadvS6dl26knpxhp98Ufen9S1Z9ggSfYRN2XZHDMeXK/Jl5I5l/XssU9POKvgCXesF7RpWB\n", + "d2S8K/sm06roq1AoFOkAG6vL9qpUKpUhbIroW5QgXNR1QE1TGMtMk2sb22McVfStJlE3dcH1Y+Pk\n", + "/uEL5di7jfbQYGtjP6M/1A11Fn0p0LTKyBiKJGMo16FrleAwVERf5A/5DPUmqyOQP3xM+DySGHaV\n", + "Rv440RdiIA2iEI9MmGISjNk8r9WwhTyX6GsbcilAtYM3jokkUdMsm/5wvH3tAn+DZv0nXa+KiEsz\n", + "vbBaFW2hLCBP+ADzuhv1ijCt5jhARuGc+yZBoF9AAMv6fpBG9OXzj2Hlk+Abz7KyKl6XrYI5ftuT\n", + "YIjQdmC2t2ajiIgpcW0LE1+w7/onA78zsM41tpnPlBD6nqVZQNEe5HMsBBStUedMl+nh78oT91UR\n", + "eI9h+kB8x5hn9uukCSOsF5foy7LJU2d8BoWOda0Cn4e+iTgq+ioUCkU6wMbqsr0qlUplCFX0zUlN\n", + "Uxhd13FtY3uMI0U6FX2rRdRNPfCubB03Tsbdwq29e1oH9Ie6oc6ibxFGvmYB6cTHBYqRrZr9P9RE\n", + "3zoJVWnRaGVhoi+I7SDANU9p6OO1sD9U9AV5XqsBwyrSQZGfeTXzjzLBNtNYXpX0F4mkMcYUfUH8\n", + "jW0Ay82s/zgBtarAcwJpdk36aMcxkP0ZH8A16QGEyM+1PUGEa6fo1wzRl+sO+7zKbMDTHNdDuF0z\n", + "H1nJMaAor8u6geH5EcnBNR4CdRB9i5g8xzXMXW0L20ETSRMpfOTauRxj8wCet0wbQ0+HwPVewPoH\n", + "Md6baQZvW9jYZwrfVYDpdY264EQOEmUEb2hzjXo7byDzz+NMQdz3/pMGnFSGT5UjzrAv4eOCir4K\n", + "hUKRDrCxumyvSqVSGUIVfXNS0xRG13Vc29ge46iibzWJulFkB/pD3VBn0bdOwkPc2sM+QQZGORjj\n", + "YaxKG7bPBAx0uAauZRtzgXb1brTB0MdV97LIA+QPHxMUScz16Ujbe4nns01856cPRfvrKPra/Qpp\n", + "BM3808hrCj5VSX+RiBt/ALNs2lX0jRO+04YYrgNsIdsl+iJkK8M5w7MbYoeJokRfiDAu0ZcTt9JE\n", + "6zDHG+YjD9mup+9/O9dztq4w24XPmzG0HSSNM2Uirn+Hwte2EPYc29GeTVAcRIQL8/gkFhUqmfcn\n", + "IUKHIkn0db0v3NdxKtrneo9sJVx5QRkjD/ReN+nKG8j883og95nPvzxgO3VNPqoK2I/xwbPRhoq+\n", + "CoVCkQ6wsbpsr0qlUhlCFX1zUtMURtd1XNvYHuOoom81ibqpPK53yfS7vyxf/vKX5e7Zx+THfZur\n", + "APSHuqHOoi+NJwhFVnXEeZnRuGLP/DfD9oFYqwzrtoUAxmsci3PMa/iMdUxDO4N5NEWHdoIt8hBx\n", + "Iolp5ARYRrzWvTdGRfshCPjWIaThGd5RuMcd157uv0YrYYsASCNo5t9lyG2UQHv1haQ8mWUTIvom\n", + "rRFcRbAMfB5W3N8usMcDegRCwLLbP8LUusIbZ30/oOcdPeWicWblnig95uSiuOeiD1hTHNeGZyrz\n", + "kYfwDMT1SIi/cWuCthuYb3h8c912eP+aCG0H9pjbTOC++OTxoKTnrv2stMdEApOlsN30CA0lzgOz\n", + "An2MIY3x7HWlLw58vzQFa3M9b1NAJR9a1dhvTw7JClzn2c0XUonVLpjvIHaaQXhWs4xAu35J7gf4\n", + "N/f5+kZaZJno0kyYESLwcfVlFX0VCoUiHWBjddlelUqlMoQq+uakpimMruu4trE9xlFF32oSdVNt\n", + "/Fi2Dv+yjO66Lp9+el16Ft4tw7dWR/ZFf6gb6iz60nOzFV4laRHnGUfjig2KdfTGJGHog2HaZaSH\n", + "eId9t6xv1ncNXwhLXxraCcxjVY1teWGLPESc6Eshl0ZclhGv9d0PG6IvvGZsgZigVwz24x5VFH1t\n", + "EYqk6GWKvq30VisD9GId/tnwvi23AmUAusqE+57ZeL5/u6+tVRWmIdsHhhl2eTbVEXYdsR6T2r+J\n", + "PO8H5v04dph1wHaJTxqhzuWxnIcUOzkWkq41QdsN9rjo80BNK/o2eyJeyBgXAl/b4sQATDiwAQ95\n", + "7DMnU4SQIYh9E/GSwOc6+hbXYQdDwfPN9wJeA8Q7o5lecNSGRh/xjRdpwdDiiEKTB668uMi+7hs7\n", + "mHfAbgs+4T8L0oa0bya4ni8/rgk5KvoqFApFOsDG6rK9KpVKZQgLFX2VyrS02xHbYxxV9K0mUTfV\n", + "xjEZ/fcdA+v2frpbnnpqt1RldSn0h7qhzqIvjRJ1AA0ptkgCow+2u4yVpiELxirfWmUwSME4TU8u\n", + "EsfCwIVzk4z7dSrLrGAe2zWfPiHOXLPRNHCCdrt47l+ei67BSQoQcLEfx9ZZ9DXTGJd/wDyvHeBr\n", + "FyZQBqCrTGj8Hr258T/aU8g1q4SQ9LZ7vZt1TLJP+yYDlSn6coxJG26fzzkIlGZeiiCEu7g1Qau2\n", + "lmleuMZF5hmCMBHaDuImt5UJvl/BczwPfKJv3PtT3PM1jvaEqzQwvXyZVoYxDm2jyAuOR96YJnw3\n", + "ye3kmE0Nb1mX+J0F5jtrHvjqLQ1tUde+pr0/D7hmbhWXGjHX88XH1ZdV9FUoFIp0gI3VZXtVKpXK\n", + "EBYm+iqVRZDtMY4q+laTqJtq45iMvqNDrvd9u/V7a6Gib/NAg3ZdvDYp7trr5saJEb4wljBMY00y\n", + "2wMYxDYY8WyvkzijJfDUz5+K0tEu3o02WM785AkBWVX4Qu7GGUTZLhheMU70ZehH2/PNFA7QVqsi\n", + "+iIN+AA+0ddlyG038S8pFLNdNvZYwfbzwtZL/WUVN25VEQypGScKsd7rsFxACJhnCAvos6g723uP\n", + "YizagAtlir6M1JG2n5nXLZOuNUEhUrUTuN67GRbX1SaqLvoWdV/WMybKmW0hTqCNWzM/jhxnsQRH\n", + "WjAMtfk8S+rLNngNTHLA+XhnxHd4LiPcO/62J1a8sqOR5iKET3qZk3k86ouYCGK/C1DMR2ho7Gf5\n", + "FDEG8PdAFdeQZ6QTht53vTeo6KtQKBTpABury/aqVCqVIVTRV1kpsj3GUUXfahJ1U20ck9H/+Tei\n", + "9Xwb/EP5pUHfZ/ce0Tqo6Ns8hBjxqwakFx8TpmHeBsUWl1hHcq0yMO64JNGXYl+7CF02KFLx0475\n", + "9Bm+49qRbehkO0B7xP+3Xx4f7cex+B+0YYqGuF7dRV8aO9tF/EsSROyysQUOtp86i75JZQCEHFMn\n", + "mPnxtX9OHPIJLnneDyhCcZIS/kZ68KFnZtpwvL4w7WUTz1mWVRbPzKrC5e3JujLfFULbQavey4qa\n", + "sIF8g2bdg2zLLkGVfQuTouzz4giBkhMKsCRHKLiOMGhO7nPVWxzs9wLzWWjvI1/b3XgG5A3HDLDc\n", + "SF+0gRDwGmZa09J+R3b1Dd6nCFBcRZ+pCsxlEOKe8Sr6KhQKRTrAxuqyvSqVSmUIVfRVVopsj3FU\n", + "0beaRN1UHZ/21b+brQ29p6Jv81BHAz2NPKYYFpcPn+EtC13ilgkVfesPX1tiGEjb+9vVLib8bEJ0\n", + "DYgx+P+2E69H+3Es/gdtmEIMrldF0RcGZaQRgmZc/oG4PllHUBDx1YctCNoCB8ehOou+FPLjDOzt\n", + "Vu9mfuw6JrEN9CHP+wHbDfoYBZUHf/pklCY+C+GFnga+fDSDiGKAeyMv7QKzjux8wtORCG0HrRoX\n", + "iliPm2Kq7Q0PUpw1Q16bwD7Q9hBOoin8MtpGEhgBxvTOBuPWHXbBrnvzWegSPMGFB69G28G84D3I\n", + "ULHaBscEhGQ305qWzRZ9OUFi3Gfj+ra0HpyMg/7LvuyKpqSir0KhUKQDbKwu26tSqVSGUEVfZaXI\n", + "9hhHinQq+laLqBtFdqjo2zxQyKiTN55LeOD6WS7jNw1MpmEqK13ilol2F31pzOKnXYQdE/TOtYWt\n", + "pHbE/cCSny7pK6HGB6IvjeDmcTa4D+3sjncabanVfZN5AHxGbBjp7Xy1m/hHgc0Xuj2L6MvwlC6D\n", + "cBWRJHwDpsG7HWC2Y18IWmwDfSha9B32yegoTfykFel8kzeaQYwVFOjYN+oOV1hc/I1tpjdnlUVf\n", + "tCHcM2+oXLYt14QCbAd9MNu6fW4S4UXO6yd5kXOsRju0J3ElvePZQP2aaabYD9HYN15A9E0SwEPB\n", + "MmNkCXOSQRoUNSbwuUePY9SFfd2i8g7Aq7aIyQpFgr9H+O6Dv/GxoaKvQqFQpANsrC7bq1KpVIYw\n", + "s+irVLaKKvpWk6gbRXao6Ns8cD3AqhhLQuASk+LECBiXQNMwlZVJBkGKfWba2gkse37aMZ++tpTU\n", + "jrgfcIm+MIZSCMBafy7wGmhnOAfntrKMbSHAJ/ra+QfYVtqljTRq8lbDLWGXjR3yl2s/cp1HjiFJ\n", + "160SmNa4tbxbIViVCbMdu9p/Up8GyhR9s4QAjuvHzSDzkVWgqhqQF9DOJ7cTadoB67dZKGKyBkQ8\n", + "CuC2B21IP+EYmbVdUnAF44Rftj/XfVwTmOLAY3k+r40+Zk8EIiH62pOCsoIRSJj3rCGjixoT7Hy5\n", + "yiBt3jkGQkR3gRP1qvKuYUcjavTkW5+bKvoqFApFOsDG6rK9KpVKZQgzi74ffPiRUlkIuw5295Pt\n", + "MY4q+laTqBtFdqjo2zzQGFEnuIyTtpGFYKhBeBaYhqk8xPVAF4aK6Mvybhdhx4RL9I0LWUkiLCKO\n", + "gcjnE32TJg2wbVVF9LUFvDjDMNNOMOyia53tuoHid9zaqXbZ2OXB/c9saqwZCWM9gOviU3WY6xTG\n", + "gcfl9RisCsy1qV3tP6lPA0WIvvBkpKBkir5ZIgHkFdfy0hTWMLbWGRjvkQ/Xs4HPBIpbVRZ9+WzP\n", + "+ryB4EuvV+TbDtEc0k/ivIRDyfDMoGuNbYqQeCe000hywk5I2+S9eC77KMYK3/snRF965tIjNgvs\n", + "6+NvMAswAQPnYpwx05qWTAO9eIsQfXlNlKkLfE/BJNZWw/WcdL1TAir6KhQKRTrAxuqyvSqVSmUI\n", + "VfRVtpwq+rYHUTeK7FDRtzmwBZ26gAKMaeBpmFhuNZC6DE55SQOUC0NF9KURq25tJwSuML4h7cg0\n", + "ZHb+U2d0DX6+tX9RtD9U9IUxuoqiL9dBhFeRnX9T9AbqOr64EJKXUNGXogD34br4VB1p6rMueQoB\n", + "8ou8IP+mAMt2z7CycV6red4PzHbDe91385koTXGTEOLAfGA8Yj6aTXiCIg2ha6dWFXHPBuaRHopp\n", + "2gHXg29WFBa28yyTCJIEX5DjXtyauz6RNC1Z7phYYwu/9ESGOOw6FzSf5XFAvnEcyHN5b3oa2/tB\n", + "iL6mOJwVtkhuP4PTwA5TnZW4BmiC23hMaPkC7F9g3BjL/pKl/RYJ16RU8xliQkVfhUKhSAfYWF22\n", + "V6VSqQyhir7KllNF3/Yg6kaRHSr6NgdY/xaGiDp64iHd+BD2dyLOIJuVNEC5sPonDVG0HbwbXTDX\n", + "U8b/7eLNZ6LRkga3pZB2ZBp7D/34UP918Pnm1nXRuUmirynGVFH0jROLbENuGpGw6uBYibX6fGh3\n", + "0Zd9PiSccLMFqzJhGuxd7T9EvClK9OX4MfzUimhySlx7jEMVRF+spYo0gPQKrCPsfm+SXqcUttO0\n", + "A7a7ZolYedZFnb6/0S7jvGdD+gnA54i5PnIWuoRfri8bF7EDDE2r673Afg4ynL/Z1yD6sm3EieBJ\n", + "sNteHu9hnAcyjVnI8ckO4W1fO7R8AeYR9L03AXxGZwl3bwPXGvfZuFtE2hDY6/kCnCxpv8up6KtQ\n", + "KBTpABury/aqVCqVIVTRV9lyqujbHkTdKLJDRd/mwGWcqAtMQzzFJRjBbdBgNHLjhUHGqTyM86ag\n", + "2NcOQpcLZrnjf3zaDa580VgMQ7KrTYCmIdMl+qINJhk7VfStJnxGWxNm2dD4PXLDgNGYYxHbAAjg\n", + "uvhUHSFlQJjjRN1BMQxhO13tP0TAKFr0jRM/QoBrgGb/bQUpUsWVXdXB6Acuz1HWF9dZTdMO2N+a\n", + "MYGM3omud6gkmIJvnFDL50OSIBlXnmnJe6L84UVML19XpAqTXB83yQs9RPTlmGFGB4DoW0Rftsej\n", + "kLHIBbzL4rwkMTyJvjzd2bfuMCcEpEkn8wii/nxAZJasbdgGx/wsfY+RYsxnn+/ZqaKvQqFQpANs\n", + "rC7bq1KpVIZQRV9ly6mib3sQdaPIDhV9m4M6G+ZhjEHaMSM/TlwyDea2gSorbaOeiaEk+tKbzwyD\n", + "XHf41m4NaUemV5dL9MW5ScZO04hbBdHX9nC1jcwm6VnFUKbttLZryFhplg2N36boy4kDFLpAwBQV\n", + "qwzTyz8JaY6tMuzxgPVmtnvWJ8O5uqCir5vMD9e3riPixkSQZQ2kaQdse/iUPTawv2K8TwO2zSTB\n", + "F4x7bzKB5weOi5tgFUqIjJykhzaG/02B1sfQfuZag9heD9j17gDRF+WF7ZwQkAU4H6SYyvDvaccH\n", + "l3idhXy/sb2X7T6S9B5kAseZjAP7Sx6Y/Q6fNH2P7zz4mHCFfAZU9FUoFIp0gI3VZXtVKpXKEKro\n", + "q2w5VfRtD6JuFNmhom9zkCecX6vBmfMQoyhMuWblw/gEQ1ERXiPkUBZ9TS+GECGsbvBNIHAZbm2a\n", + "hmKMB7gOP1lE32/tWhGdW0S4wqywPVRoOEdoVjv/rrwx/3UH233cBAez7tgWTNHXNKzjfxCoSz9K\n", + "k0673dQVtrGe9Wa2+7jnAZHn/YDCEsRlc4zJCrZDiGFmPuIIgQqTWXyhe/OQ5RcnmlcZcWMiSNER\n", + "5Z62HTRj8kRWcZmTWEDTi9VHHpuEorxOSVP4BdGHXMfZDEmv673APs8lYkP0Db2HD65yopAc5xHr\n", + "Qsj7TQh97ze26BuyDjpgjlWYWIC/Kaa74PKyTQuO+fykmQjhE3d975Uq+ioUCkU6wMbqsr0qlUpl\n", + "CFX0VbacKvq2B1E3iuxQ0bd8+Gak1wWmESVOYLCNTUUQYXpxTXo0mnjvo/eitLSDd6MLjRbTaDP0\n", + "tq67N58Jn3GOISfjwkJSkIHnzi2i7/qtkUGU3rA+gQNGUOyHURRCMc594X+92Le3+bD7FtIGuvLf\n", + "zqJvSD7MsYZe3zP2Xu7bO1j0pTcYDPdoa7h2HkN1M8AyCBGG2G6yrjlbFZjtH+vOos4gPpjtvmzR\n", + "12w3ELDwN5gV5vXMfMSR7bXIyVMkQ+mmFaqqAtaHK2+gGQEhbTvgOtpFhKz1gW08TShbU/BNCpUM\n", + "pm23PLaoSQYQ5NFvs7R51zIeRIjo6+pvFH1D7uED6wCTQXhd0L5/CELeb0LIsdAO4c3rc/zgu1LS\n", + "5BWWL965ee24cdaMAJQV7A8UkEd8NqJvTzJ8S+bw95b9u0BFX4VCoUgH2FhdtlelUqkM4dAWfd/q\n", + "ljnjJ8v3ho2XB4aNle89Nlmm7n/PfayP59fIk2PWSI9rX2pel3fe+5Fje3tTRd/2IOpGkR0q+pYP\n", + "n7hVF9A7BUaUOENPGaKvz5sBMMW+doSZN1MQaRcwT7ZYFdqOcAxotgN8sA0GzyTDpWlEvrdzY3Tu\n", + "yE+f79vbfNh1zPy58u5aB5H5T+NBVjVwrLFDfttg2UCo4Bix4ODVvr2Djf9mO6iD6Jt2klDdny8E\n", + "6wYeXC7xBsQ2MA553g/s+4bcLw70PAxd5x6CGe9p570oUvxKWu+1avC1CZOcAIKoI1naASOylLWM\n", + "AkQtXD90/KGHKRg6CSBU5CP4vA3xIA4lvGB93tgucoyOa5O26EtPW5xLwDMV28zJIhR9OYHQDocc\n", + "Al8UG9OzPBRFvSezzOx72+UU2h7MdsAw+nH1ERf1JxTmmJ+278V5GmM7PiZa+btRRV+FQlFHwMbq\n", + "sr0qlUplCIeu6Ptel0x6aqJM2nFRfsht196WK9eMY0JYpOh7ab2Memq5HHXta2Oq6NseRN0oskNF\n", + "3/JRhHGk1aARJc7QwtCLRXmMgCr6NvJGL6Q6tyEbPiE71CiKY0C0AxoM8eG5PqMoUTXRl54rnFDB\n", + "/Lny7jLk1kHQTEKogGmWTbuJvqFlQKQ9vqpgH4bwb9af2e6xDYxDnvcD+74h94uDLcAkkaIl6Tom\n", + "LzlhBGmqE3zelibNcTFLO+AYXMZzlv00aUILAcGX71Rp1txlON8kkY9I20bLIMdw13seYb8XuJ6B\n", + "ALaBvDZFXx6fZV1fnGPemwxZY9wG05f3PZkhmBEVwYRdn5xIkuTdb6YrpD7YnvN4xptjfpq+lzQx\n", + "Cn0M+0wBuZW/G1X0VSgUdQRsrC7bq1KpVIZwyIq+h2aPl0cXnXHui+WZlTJ+7cWB74V6+g5Nqujb\n", + "HkTdKLJDRd/y4QtDVidQLOHHNRufRiPbOJWHLo9GAu2A6Wk32B6P7SLsmLBFTgLGSdR5kqcQvWy6\n", + "LvxwUPvENhhn6yb6Mg+oa3p4IY/IK8SgB1f19IeEdBm8zfPrCk6QQduIA/IOoiwY0rXj8Ft9ewev\n", + "wVg30ZcTPELXl07rGVxFmNEkAJfAR/EC9RmHPO8H9BREu8E98TeYFQwhHxrKlSISWaT3JQlRh4KR\n", + "b2wsExhvR2++GLteqAsh4iTyxrLL0g7sdlgkIGbh2iHvgZvONjzEwTSCLxgi2JnwTbBoJvmeF7fu\n", + "bKjo+1jf84DHUfQF2e7Ttj2cA/I6ZNqydnkiZyXTZMNVn75jCZ7D9w3mK8kruvHUyfbcsfua+T0p\n", + "WolvPV/C9ZxX0VehUCjSATZWl+1VqVQqQzhERd/eH6pjJsqcE6594Huyf/50eeSpiQ0+s1A63+vd\n", + "fn6njH9mvNw9rLH9xS1XGqLvM/Nk+tTJjWMfGy9Pzu+Wd/qu9c6JNTK+916Na02XNw/2hY/GeVPX\n", + "y/5F0+WB3nNGLTs3WEDG35OWy4q+6z4wLPC6NaSKvu1B1I0iO1T0LR/tIMbQYMmPDa7BCNLQVAR9\n", + "hj0A7aAdytYF5Af5olELIju+p1nzrOrw1V1oO6KY5xN9eR0fqiz62oZb5pWCB0Nbmt477dAXfN7f\n", + "NpB30G4HJngM96NMIaTi+jAaVxWhZWACx+NTV9hGfJfAF/csMJH3/YDtBvfk31lhC1VJpCjFdTlD\n", + "w0KnJUUd12SqMmGGK07jHQmYa7C78kQyfPWJq9f6zkwHRjMpcv18c2IGxC0f8B41oS+fYJb6Zxhj\n", + "hBYPQVnvbmnIvh3nhWv3JTOUtwkex3Ziir7mms+hsAVRk2m9ql2CbBby+Q+B24brHvgO+sDxlu0t\n", + "dKyNi/yTBJdwy3eYpL6XNJGWv1fM66joq1AoFOkAG6vL9qpUKpUhHKKib5dMeuhVWXHeta/BH14b\n", + "WFv3ysbp8iS9e/fPG/gbhDjbe60F/dc6IW8+1XvtS71/X+uU8c8sl6MMGf3eTnnxoXnS2X/eeBm/\n", + "48rga5mib5br1pAq+rYHUTeK7FDRt3wwhFnS7PUqg0IEPzaKMmbZjDM+DSXRF/CVfV3hqzvUN+hq\n", + "DyZp3IaHJ69117/cG21juwF9oDchDMEUfR/9l6f79jYfZnnY/YnCpen1ZefPZeisG0L6s+0FzbIJ\n", + "EX2zCKrNBoXpNPVI43tZa5GWDbteqiL6MpoA2k4WhEYtAJk/CDns//d23Co0FUF6TYNpvR7zgGsc\n", + "g3FenS74QuzapLf0hhPv9J2ZDuh3aIvjPhvXtyU/GMEgznsfdc5wzhD/s3p5m+NdKGzv2FYQ9wd9\n", + "4H4ez4kLtpetPXaYom+IR7ENtlmXx7Vr8lUc0q7x7WPcWGhGueDxSR7OuA7225FEkkJh853DjtYS\n", + "AtezmH0vKWR0ktjsuraKvgqFQpEOsLG6bK9KpVIZwiHs6TvZEFRtXpEd82fIqGcaXraPPjU+XvR9\n", + "ZnB4585pfYLywYVy97Dxfd645AzZAOEW5z21cvD6vbbom+W6xvF1oYq+7UHUjSI7VPQtF/TwKCNc\n", + "YDNBERIfU4gkaKSmSFUU49YjG2qibztMHjDhyg/DH5oGSxhW4ZFmCyc0+mItV3p+3PXByGibKWr4\n", + "YLZZGHRxPj6tQojoa/YvO38uQ2fdECJe2mUDYQzffaIvvbsg8tehjLKMaXUfB20PbHq6mmGR2d+T\n", + "Qo4WKfqy36UR0EyY10qinb87+wTAEME4C9kvmunty3oFIXCmAc9z5cUky3HG3st9Z6YDnkd8NsV5\n", + "5aYBxzVfhAGkm/lDm8uz3ivHQ4h/oWC9wHvWdc1mkB7avnSzfHg869kWfW2R1hR9zfDf9lq4PiSV\n", + "Da8XAvTtuGuF0uflTDBNPD5pHONkA3Os4TXiELocgwt8Zpl9IrTvYT8+vndhpguiNKGir0KhUKQD\n", + "bKwu26tSqVSGcMiu6bs/Zk3fk4smyyPzj8oP+773rH01XvS11vQdJM6O3yRXjH39dJx3i+ib5bo1\n", + "pIq+7UHUjSI7VPQtFy7xro6AcYWGFldeTK9JGo2Kos/4hHaQxSuuDnCJU3UXdmw0WtNgkdUW9EAa\n", + "LGHkNdsFvXYm77zYX153XHs62kbjLoQTH8x74dqu9DQTprHT9laip45ZLtxG43UdBM0khNSB3Ubw\n", + "N2g/F7jdFAfqUEYsA59B24W6e3kjbD3ST0M/Pc9Mz0OfyGMj7/sBxVaMIRx7soi+adfvpFjX/c7H\n", + "0flp1wNOS06MgeATKoDlBb11yVBhMk1Z0ktx5Ibsz0n2pyxilg0uzYDx3QbyxXYNcrzPQ14rDVxr\n", + "aDeb9NBm+7fBfCUdbz8fTNEXZJ8ODS/ONovJZ+Z17OuFjBGucS0Lk8ZC7AN5fFwaXZ7BIK8Rhzy/\n", + "b+wxn0jqe7xnnDewK10q+ioUCkU6wMbqsr0qlUplCIes6PvB+fUyathkmb7/7X5x94MPr0d/H5pt\n", + "ePZ+eE5WvDh2kOh797Suvn29jBNnEYYZIZrPXO/f1x82Oo/oG3fdGlJF3/Yg6kaRHSr6lguKDEUY\n", + "D1sNilKuvNgiVZH0GZ/QDtpB6HLBlS+Kvj5voTrBnERgwjbYgjRY2hMKTOM+y4uiL/fFhYI174V2\n", + "60pPM2He3+5P+Jtk/m1Dbt37Aoy/SP/wz4b3bXHDbiMsF5/o+8zG89H/dRB9ff0iCXWue1eeXeII\n", + "PVOT1uPM+35g3tvuY2ngGst8ND0QibiwskWR+UsS0osC88i6DL1v3rJMiyLX0PeJWBArzXDOeYVA\n", + "kEJ+3GQnF1wRNprNOCHTVf++vmlPELBFX3rJhni4h6x3zLYcIiK7PGqzMEkgZ9lQqOZ31/G+ccZX\n", + "viayPq/izoubJAHwWRf3m4rXMIVhFX0VCoUiHWBjddlelUqlMoRDV/Tt5Q/P7JRJL46X7z00Xh4Y\n", + "Nla+91hfiOS3OmXSU73bEDZ5zCzZsHGJjKHoe+2ozBnTe07vvvFbrsSLs9E9Nsn4Z/qu9dh4eXTG\n", + "voaHbh7Rt/dv73VrSBV924OoG0V2qOhbLmjwy7LmVdVA0dElLNgiVZG0PRqJoSb6tlNefR4iLo9x\n", + "1r9p8AW5nt6INWf6y2Yoi76YDIDz49aNrDJCvYbsdRFZLvZzgeLdY2sHBKaq96GsnlN5wmy2Gq48\n", + "UxyBgOdr7z5URfSFwIJzQ7wnsX4rjjXHq7SewlnIcRLlXTY43mKdZFd+42D3+SQmhQoOASafoF3m\n", + "mWQFccsVrpbjO4j2YbbzPAx57vlQdjjxJLJNuNbbNZ/VPD6ub2I7iONs0df0cE+C6742KVYnhZ0P\n", + "EZBDmTQumWMYjo8T1H0RBULHPvaTuCUZbCQ95xgO3RW5AueE9Escgw+hoq9CoVCkA2ysLturUqlU\n", + "hnBIi77KalBF3/Yg6kaRHSr6lgsaKGDkqDtgZIFY4sqLbWQqkj7jE9oBxQ4YVtMYnaoO12SBqgtW\n", + "aeAz+rkmD+A76BI/uA/GdVzzm+u3Rt9DjN+mqFJl0ZdGapJGefYLeu8kGVKrjlDh0iwbCv+PrTsX\n", + "JPpWXRyFkRvpSyvc17nuOa6ZdYL6As2+HipCFCn6xoklSXCNZT7SW9D2YmaefaFliyBEWNzD5zVY\n", + "FEzh1vTGDQktzbVQQ8oSTPKEDAHHijyTaNifzX7JcLpg0WvocskDl3CaBIp/EF9d1y6bHMsRTtmG\n", + "S3z1TQYE8DzAPvRhW/QFOSkgaSxhH46bbBDyrgG48pCVcXkH7PfxuHHM532MPPvOMZFliRXXmG8i\n", + "ru9hOz5454uDfZyKvgqFQpEOsLG6bK9KpVIZQhV9lS2nir7tQdSNIjtU9C0XtuGhXWEbmYqkz9jP\n", + "dkCBFMKvvT5YXeGaLFB3Uc8EjeGoOxMuoQTfSdsjitth/KRRFSIGQzgmed/wfNwP6cGnVTDvb/Yn\n", + "GpVJnyGX4ZF9YRGrjtBJDWYbYdmgvEJE36r3odAysMF8xa1zWFW4RAPUF2j29SShg6iK6JtGqPR5\n", + "piIELbYXLQ6aZB6Txsq8sD0K04jNad8v8tQbgXc2tEt8sr5XjPtsXHS+2baZtpB2kZZ58s1xNdSb\n", + "ugzi/qANps0sM9+xANsLBGyX6EtBM6nN+7xgTYZ6DruimGQlrgP6YJeXr1341vONO8dGkoDrQpJQ\n", + "7Ot7aZ5z9ju0ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2WLMDB+d166kWgEbwYe\n", + "KNEjyee1Y7YDhoPD/+0gsLe76OsTt2yRwyd4kuaEANOTJtRgyevCOPztTx6M0tSKiQN23Zoih68M\n", + "XHnENfCpI1xt3gXToM2yQXn5RN9RfQZ+tK2q96EsXlNEo+brV/dYNxXpZqQGc/KG2dexDUxC3vcD\n", + "U6wNHUdcCBUqKRq51mHFMw/7ivAO9JF9yOVhWSTsdwSWbYjYzHNtb0Qf04aP9iHP8hzm+x/fSdi2\n", + "MYGhqJDOJtOsL2vDfH66rt0MciIA0mLCHPN5LL6DLpjHu0RfehWjXcUhtN0xLXHv4q48ZCHTDm9m\n", + "H+x7mc9JE771fMG4cNsmsjxT7THfBfY98x0xjcBsv0+o6KtQKBTpABury/aqVCqVIVTRV9lyqujb\n", + "HkTdKLJDRd/yUKbAgBn6MNJGBpve//OsXVcEkA7QNhwVQRqHbcO72Q5gVG0n4dclgJneD3WHT/S1\n", + "hRIaK8m4dedMo7WvzdjgdXEfrAdsl3mzYI8VZjnYZUBDriuPrnZTF7D/JoVpN8OQMpwpBF2f6PvC\n", + "1kvR//he5phcBPLUH87Dp05wjWku8YnhgF3CqI287wemYBI6jrhgj2U+MioB2rANiEjYB7rOLYr0\n", + "okbI+zLgygfHtRCx2T43iaHel0ngOukQqdICwhTONaNZ8J2NY3jRNJ+HadGsthZHTvCzRWuzT+I4\n", + "th2f8GmKmS7RF0xq82nW1A4p99DxIInMO67ngy3m+s6J82QOuQ+Q9r009Hg+q82+x+djyDrb9jum\n", + "ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2lmpacBDGJch4vE9yzeHUWB6bANR0XQ\n", + "Z3i32wGMSRSOEFaxzoB3EPKBPJnANnzqDp+4ZRtG6W1C2sZyc905UyzidnuNTBu8Lu5XJdGX4gC8\n", + "etj+SdvwbRpl6R2TxVO01UC68UmC2UbMscEeD+ixyfUdcZ5dzlUDy8Du9yHg2NeK9psVrvpwib6h\n", + "AgRQFdEX54HMg48+oYtg+8VY6Dq/CCalIS9cdQqGiM081/b8TuJtC5OvHYLhnw3P1K/4DOckFpQt\n", + "0uMKpVsU84r3FC/LiNgSQl9/s98LksYDs735RF96RfveEdJ42SddCygqGk7cJBHC7m++8vKt5wum\n", + "mTjBPpI0YQtI8wzmdSny4m98Qp6PKvoqFApFPsDG6rK9KpVKZQhV9FW2nCr6tgdRN4rsUNG3POQJ\n", + "DegCPDGm728Yb0AYmmCYocEJnLDrSmyIuTKQ1SgbSp8h0NUOYHSisdX0sKkbGqatWwWwUG/IqsMn\n", + "+vpCgFL4sA2wZtswjbQg/kbbjAOvC2/QKom+SBNo5pF5ivPesQ2ddQFDocLImwRTADDr3x4PsA37\n", + "6iL6hnpA+eDrU1UGno1IszkxivWGumU/TxJ5TBQp+qa5rw2cBzIPPiYJdUxPmWuthghJeeCqUzBE\n", + "bM4a4vq+jlPRefayEGnBMTXN+wQ9hPG8Jvhsi1sfNi9xfTArUP9lpzGOvrDc5piP45L6peml6xN9\n", + "ffcifG3WRT6H4kKVYz/oOj8NeS+kzwdb9GWkBFPAjVvPl8R+MAlcliCNB27IZFiz7/HZbfapONjP\n", + "ehV9FQqFIh1gY3XZXpVKpTKEKvoqW04VfduDqBtFdqjoWx6KNMLDQEOjIQxZtlEO32k8xnHNDPds\n", + "G5iKps/A52sH7SD8Iu342KijsOMC13Sz189FPYOsexo4afS9t2PwxAIabhGm0DTShoq+vG6rRV94\n", + "5uLebK9IE+gqA/YzV7+g2FBFUTMOtoE2DiwH5N/06A4RfTE24D5ZwrWWjTRl4ALaDs4vapJRM8A0\n", + "m57pLrEljSiZ9/2AHpmYXJEkLvkQ+kzk9dFGfeC17LGvSBYVDtkH9lnbWzmkXtOIbyZHbWgIynHi\n", + "WAg4IQWfUA98imDsi8xDWRPjQK71ijaXFXZY4GaTecA7rAlzzMdxfCbG1S32gz7Rl0Io6Joo6Wuz\n", + "LiaNE+zDRdR/yEQJU/TmefgOEiF1DUEYxyR5jqeZbOYa830w+x7DpYdGTrKfpyr6KhQKRTrAxuqy\n", + "vSqVSmUIVfRVtpwq+rYHUTeK7FDRtzzQWJEXm842jDMgjEa+8HAw3GI/j8V5zQA9cWCMcqUrL30G\n", + "tbh2QHEHnzqJIAA9/iBc26ijsOMC68YG2y7rnl7sNFCa++y2YYoDdRN9baMp0gSaZUAvLApJptGa\n", + "qLKoGQeXx6cPDEmJ/Jv1HCL6ArgPPlUDhX8IRlmQxvBeFbhCUjMstynyhYg8RN73A1OwTRJzfDCv\n", + "wTy4yHzFeQgCOKZx3K1hWIsiBZ4yJoz5wsiGiM1ZvU9f3t6YEJK27lygiJtWqMKzHIIi80/Rsgxm\n", + "basm2G7LnGCQRNwfNMFtGPNxTMh4wHH/lR3+yQJxAqqvzbqY1I6LfEcOfbfBMSDP43cibj1fMvRe\n", + "aSabpV2GgH2PnxBvYsB+j1bRV6FQKNIBNlaX7VWpVCpDmFn0VSpbRRV9q0nUjSI7VPQtB2nClfoA\n", + "YyHCNdNYExrekd5vIIxjZYd7NsU2V3ryMovoC1BEwSfEWFsVxHn81VHYcYH1YgLtFPVseqeYRkf+\n", + "bRphaWyFZ5DZDkM9VNCmcBzaWFVEX7sczDLA/yDzz+8mXGVbdaRp12YZmGXjE32f3ng++p/eY1Ut\n", + "nzRl4ALHO3qL1wGuujD7JNt5iMhDVEH0ZdtLemZDXMNxSSGIQwSavDQn2BQJl9ehySSx2dUeQjhj\n", + "76XoPNtrNAvYt0JCy7Ifsx+yLaA9udJZFOk1nTSBIAm4Bui6RzPIiYum0GinKWQ8YLuB+G9e3yTL\n", + "DP3LBNtsXOhjm4y043rfZhso4h2Z90l6t8ExIM+z34lCRO0Qr2KAv3dcExVtNEb88OcvBWV+Qr3t\n", + "AZ4DqOirUCgU6QAbq8v2qlQqlSHMJPoqlUWSbTCUKvpWk6gbRXao6FsO8oZZhQGURhkYeUJCzJnE\n", + "8TQO4TqmAa1oFGnQ8hHXB02EtANT+A31EGg14kTfOgo7Npg/24Buii2sd1PU8xn/2TbMdshtSeA1\n", + "0V9uO/F6lK6solsemIKfXQ5mGTBfdt5N0JOmTus+o60jzSGCu1kGZtnY4wHD9NJwDQK4Dz5VQxpv\n", + "Qhfixo0qwjcOuPq5Wc9JqJLoG/dMTAova6IZYXcxBmbJaxKSvByTxGbsA+nlGUqE9eW5RUx845IR\n", + "iz9bLGs+W+Mlly7A+wbFQ9AXoaUohgihIaCHbFqRvSiyPZhCI8uQx4SMB+yDCPNtXt+kz0PXfHa4\n", + "znMxLk2ctJH2Pd5FXAdMgj2OmunD7wv8nSRqp2lT7B8QgH3wjflJ4LXTnme+C6noq1AoFOkAG6vL\n", + "9qpUKpUhVNFX2XKyDYZSRd9qEnWjyI52Fn3xQ3/cZ+NaIpCZIk4WwDsFxhYYauJm4sfRDH9ahLeL\n", + "D0UatHzE9UEToe2AdZHWYNQqxIk3dRN2XPDlwRRbWO+mV4sr7Ct428LGMaY3HP4Hk2CKM1UVfekN\n", + "CEMt+zPHBHpFmV5yFA/rMskBMI2zSUB+QeSff0PUsccDsxx5HID74FM1sAzQP7KAob3rMs4xpLf9\n", + "fH58fUP0MUUy1qFLULGR17hPQYQhbs22E4qQZ2IakZVpwnjoulYRNEXoIpEkgMeVA6MegK5z4wjR\n", + "N027SQLXFA35MMILQ1OXKdaTnNyS5DWeBKYZXrCu+5RNW2jkOG6uhxtSr5woMWJ1vIc1n6Fmufne\n", + "NeJori9vg2NaXiE9zbrNcaJv6CSSNN7jnLgV997hG/OTgPNw/bTLmjBNeKaq6KtQKBTpABury/aq\n", + "VCqVIVTRV9lysg2GUkXfahJ1o8iOdhZ9KaTg02yvtzxeWzRypQktF0eGdSvC8OmCbVwqg7g+aCKN\n", + "EYftoA6IM4xR2Knbmq0m6AWPPmLC5RFm1jvFAztk6n0dp/qPA9EO+XcSqiL6mgZT9n8Yae0yiDPk\n", + "EqaAXBcgvfgkgeIXBQCzbOou+haRriKu0SxgfENabUM+64r9G7RDk8ahCOO+mQb+nQYhz0R6NFLc\n", + "SgLbcZkeoy4BLC+SyiJObLbHwjSE6EshLrSM4wAPRoypIbS9fLNO3EtD17MgC+jl2gyh2kU+v9Fu\n", + "AFcbCMkrz8P7gXl9m2wjprCZ5Z2WAilEcxvYDrrOS0O7bOJgToLDueakAHufj2nuh3aP8Rz/++Ab\n", + "88uCeT8VfRUKhSIdYGN12V6VSqUyhCr6KltOtsFQquhbTaJuFNnRzqIvhRR80s4sz4s8Xlv0tEjj\n", + "ZRBHek64jFFFoCgvhji6PBrbVfRNMp7VKS8u+PJnCrCsd3wHAZ8AYIu+L2xtrOUYYqismuiL8cI2\n", + "ujNfgG2Mdhm/GQLcFtWrijTrAdptwCybUNE3JAxls0Hv97xeurgGPmnWPWwVfM9I1hX7t13PSaiC\n", + "6BuyXiaFbPOZFodmeGDyXSHvurAmcD0wLjyzT2zOI0BC9GXUB4hczQbLMmld56KIe4F5Q1lzYk1R\n", + "kw7TkiGXGZ3G9dxnXuNA0f32hccHXd8mvWfNaDi8fpqQ4j6BtMjyjBOWbdjvU2yP2B4yPoHME97x\n", + "k8DJfHiX8SFvNIu0MN81VfRVKBSKdICN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuLvjTu44O/\n", + "m2kI533TwgxnWJR3CI1oYBFr29ngtV33LooucSuNEQfhFlEfzfb4zgKfKEqwXddB2HHBlz/bSEmD\n", + "I9YYBGjEtY2nWLMP28msou8dJxui7/Kfr+zb2zyYoq9dDswXYO+jt6AZUrIoAbFZYHrjjMWEKQDY\n", + "oS5DRV+zrKuCotbqrmLefEA68THh6+Nm/SWhCqKveb6LfCbfaa0lGgcKoKb4VTTTiDwhCBW8KEjZ\n", + "YrM93pmEIAfxy+f5DNGXYwRErlBxvQhw7EE47jTCYR7ifmAR4LWalXabvD/eV9kGTPGc+5PA48xr\n", + "u8hlJNBG2GYZTSKUKCvez4RLtM5K9hOUSRLsvsNz6eUbKkLjWDAJIZO3XGN+mTCfqyr6KhQKRTrA\n", + "xuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV+GwYXYx9nlWUItZ4F577TgWltmiNsiyNBurvXG\n", + "8oJGIdd9iyKFm6yib53EkCTRt055ccG35izX0aMnm8tzxtXW8oi+7G8wKH+3Z0aUrhn/tKxvb/Ng\n", + "1qlprKVoQeHbZ8i1jcC4Fj51QBrPZNOAbrcPezwwBURzbegq9h+uF+rr86Goy9jAZ6Q9McElkNiT\n", + "P5LQatHXJ1ybpMdeGg/UPOvbpqHZV/KCQnXS+4xPbEbfxnbX2sgc+7j2sk2IvvifXsTgprPFv/+4\n", + "wLRxnC6baftIEljuuK7rfmXTfN+zn3k+cdUFlEdIPszJU3wnyOJd7uo7dvrzkOlEv0qCvVwG2yS9\n", + "fEPzh2PBEMRNSMQzyTXmlwneE89FFX0VCoUiHWBjddlelUqlMoQq+ipbTrbBUKroW02ibhTZ0a6i\n", + "r7kuKkWFcZ+N69tbLkLCnPnAUMlJa22lJYymkaGnIA8eIsTAXQS57popWrer6JuUVp9oWhf48mcb\n", + "mtlmTfHWZcR9eXujbZDjtjdE35AQiKbIdM+JeVG6pv5kbt/e5oETUyCGmUZiGvNZBraIQkOuLfrS\n", + "s71KIYx9SJrkYMI0yNtl4xoPsB80RYQqjgVFpako8bhs+Dyb40RfcxyIQxHGfXOcMdtOCFx5sMlJ\n", + "WCHijQmmyyWCFsWsaXPBnsgTR5dgxvchlzcv3wlAex9I0Rc0j8WYWUbEE4JjNN6JmuUpm7aPJIH1\n", + "VoRQmYWmCGuLpmnyimNwbFJ/Md+P84RRd40VvF4R7/RpxiJ7HGK5kaHpSXPPuOeYb8wvE5xcNOKz\n", + "ESr6KhQKRUrAxuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV8YFvBjH+IvZp1zBnozRJA0IoYJ\n", + "hpWD8dNlfMlLGlWLDHMYYuAugi5xK40RJ2udtAJJAlCd8uICBc4k0ddV5wxNaBpxX9nROI50neeD\n", + "2X7v7dwYpWvkp8/37W0ecF98AOYRRlnbwG33N65ZaQvcVRQ2feBYHRKJwRQAaKint2SdRd9G7ecP\n", + "2V6XscEnTru87NjGQ71iizDum2NRGtEDsCdmuJjVm5ZinBnqtmimWTc0CRRtOabH0SU24zvoOp71\n", + "4ru+KfqCOIblDm/H0PpMC6wNi3sUIfKFMs0zLwS2l2izyfygvdvCrf1MjIP5vLDvYRPHgWnarE1O\n", + "LjDrwX6vyUNMJMC1QsYN+12B5UaGLh+TZvyLe/60akIS7omPir4KhUKRDrCxumyvSqVSGUIVfZUt\n", + "J9tgKFX0rSZRN4rsaFfRFzO78UMfM70BCgswPJQNemKGiBgm6BFQlkGXBqkijLmEbVgqiy6j5lAX\n", + "fZvRlssA0o6PDdury1XnLiPujL0Nz17SdZ4PZvutiuhrGoltwYvpZUhTnwG8ndq7CbP+7Xquq+ib\n", + "ZzkAG/SmCgmV3Ur46sDVv9P0Z6DVoq8rDyYZsh3XTQu7/5dBcx3cvMB1QNd9bNpiMyfB+aKIUAAD\n", + "XWVti74gPG9ZnyC2FQnWT9mRT2y6xMY8YASXsiYgJtF8rtmiqT3ZJw5pQjVz0gHpOiaJrgkTvF4R\n", + "Xt+8Vih4PM5lmYJp2meathX3/GnVc5cTft/7aPB64c2Eir4KhaKOgI3VZXtVKpXKEKroq2w52QZD\n", + "qaJvNYm6UWRHO4q+8JbCj3z82CdoWDe3lQUzVGsoEG6Qa22FzsBPS1w3Mvj03qeo8IZJBu6i6PJo\n", + "TGPcb0VouazghAWfVzqMZtgPI1odgbTjYwP1C7LOzRCPhMuLDsZ9ngumEYlopK+q6OvKC76DyLtp\n", + "HDdhhrevOpLauwlzvLHLJlT0zToppywUKdTWZWxAGvGxPZtdz5M0/RloteibFNKY+cFxWYBzwTJD\n", + "B1NQzRMVhGMr1tR13cOm+X5ino/ydx2PfaTLI9Ul+pKsAxCTjdJ6XPsQ4uVdBtO20RDcWfL7aBzN\n", + "tmCLvmnGg6Q2ZJLvmGBom7VpP4+LFM9ZJshLKJgfnG+uhZymfaYpbzOcsg3fmF82KDYf+vGhvi3N\n", + "h4q+CoWijoCN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuKvr41dbnOZdlroTZMG7eKWnGgsTCr\n", + "sSmUNA6aIRTzwDbSw+g1bM3Zwg3SLnErjXG/TkJpUvups+gLYQ9pd3k1on5B1rnLkO0y4sK4b3p9\n", + "0WMHISqTQKMszh/R1RBKH/3JmL69zUOjxtOLvvTKQ0hRE+3U3k0wGgIM9HbZuMYDChf3dZyK/kf7\n", + "qZoXdJFhL9m/XEb3qiDOs5mhzc3w7Wn6M1CE6Gu2M9c4FAdbpLLJ64XmxwbLCGlzXb8IuibcpEUa\n", + "L0vSFJv5buGKfGJ6S+N/l6gWJ/qCqB/eD+Ji1vowYb8PNYvw/MZ9Q9toCNiOzb7YTOLerBv8z3fK\n", + "NCJkGtGVoiqYNdqOKawCrveVrHS9AyfBFu6ZtjTrFdOzOvS+GNvxMcXdIqNZpAVF385/6uzb0nyo\n", + "6KtQKOoI2FhdtlelUqkMoYq+ypaTbTCUKvpWk6gbRXa0o+jrM6LT+63M0Jc0bsDbNw1oyCrTkAvS\n", + "mwH3KwI0jtOIRMMUjKkM01sEXQavoSr6AiHHVBG+eoDnOerXNM66xBYeB/I4GPd5LP53nRcHXu+J\n", + "Q9uitA37ZHTfnubAHjNMI7fLwM38sX8x/SYY7QCfKiOtMdgU1Ox6do0HPP6+jsaxEHaqJvrSKI2+\n", + "UQQatV7deo/zbDbrN24ciEMRoq8p3qURmYC4NUFNUShrtI0sYmpa8j0hdB1lF0zh3HUPF02xOc5j\n", + "2nwfsMdDMkn0BVEfnFQA5vFsBrLkuQgy/UWiVQI2yXoluZ3hhkMnJNjnxxGTLnFsnvrjRAIIzuyr\n", + "WUVkk+yTaGOhsMdTX1+Jo9nXQuB6nhUZzSIt+Lxf8tMlfVuaDxV9FQpFHQEbq8v2qlQqlSFU0VfZ\n", + "crINhlJF32oSdaPIjnYUfX1GdFMICQklmgVZjBumNwK9Gcoiro/74H64b17YRiUayMmx2y/dkoYs\n", + "pBeG6dGYxrhfFxEMCElnyDFVhE/0dXnEmMZTE/ReYV+BcZ+Ge5xPw2ZdRF+7TJge5M2VF7vP8Xgb\n", + "XMuurLGuCPjagw9m3u2yiRN9H1vbEJMgZFRN9GU9FRX2sujrFY04z2aM76gnU5SgF2OoIFe06Eux\n", + "xfam9wHHgky/ybRecy4krXVbBE1xOitcdZlEs3zscc6kKcT7PJ9DRF+SY0leb9+4NJdF1hWei0UC\n", + "ZYHromxc9y2bnABAcnva5/vw1Y3jm1UnZvqSQr2nYdrJJ0AR7ZHti2HXk+Aa34uMZpEWfN6r6KtQ\n", + "KBTpABury/aqVCqVIVTRV9lysg2GUkXfahJ1o8iOdhR98QMfH5fRG2tclml8oIEhzfVpGCrTc8ck\n", + "jWlZ1xQ0YRuVaJii4QvME+4Z5/FcXo9Ia9xnu6gyKIIleYpz3Wh7YkPV4esfMJCy3bDu7fom7DYH\n", + "477Z7tKKRLzPM9tPRmm7+1+/17enOcgq+jLsJidx2J6DvskvVULatYfNurfLpo6ib1y486yoer3H\n", + "pQ91BHIMALktFEWLvkgDJ6CELIvA9Jp5IOmlmEa4cYFtP42gmpb0egwV10y4IjKEkAITyIgHDE1r\n", + "0vT29Hk+pxF9swhqLsSluSxiLMQ9MdYVCVf0jWYSQinuD5rLnrieiXEYuaExIaxZYarNtmS/q+Qh\n", + "39vTLM1SlOiMa4AhcE18beUzie9Xz/3Lc31bmg8VfRUKRR0BG6vL9qpUKpUhVNFX2XKyDYZSRd9q\n", + "EnWjyI52E335A98nmnF/WWse0riRZt1gGgrLNOCaxH1wv9CZ+3Fg2inMmusvgvTKhOEwjeFrSufV\n", + "W8Jk4m+QSGvcbyfPx6oLOz74BDeXV5Fd34QdUtwWfX3n+cDjcQ2kDZ9mwq5zpgd5cxm4bUHKZwSn\n", + "dw2E1aoirQBL70GIKnbEgjqKvr715/Og6mODzxOZES9sD1ZsA0NRhOhrh2Wlty/6XBzQB3GcOY6Z\n", + "pHhcVBhhTHBBn4hj1tCyFFazTA5LKoc4UmwmXceYYx7vhbIwj0kj+mYJnetCXJrLIr2j84Ti9oHl\n", + "3Kx3U5MUs0GzHaWd1LWgtx3geD4vyybbEuqjyEkAZpsPhf2ukJVpxi3XEjf47hrzmwG+X6noq1Ao\n", + "FOkAG6vL9qpUKpUhzCT68hylshVU0beaRN0osqPdRN8QzzF4VeGYMoziEJNxbRg+QkCxq8xQjS7S\n", + "sIr75wGuAfK6tmEKhnwKL+BzMcYnGBZhaKaBiaToGyLyxKEOQqktAPpQB0HPBXrawxvEhG2c5MSE\n", + "x9ad6ztiAPaxMO5j0gHaCc8DQ4F74Pgn1p+P0oZPM2EKf7ZYYrd5wM6/zxhMcRNtpaqANxDSGDpJ\n", + "BvkEkW/+TYSKvvRECvUuLhNlCNBVErVtxHk2220fZH/GtlAUIfraacH4wr5o9zMTrjyYxD4wL+Dt\n", + "x2uFkJOy0pCiGyZfpQXHqCyCM8Y1pttXjnxH4LjI4818phF9mdc83rKse9MrtRlkeaHMi4YvdHYz\n", + "iLrEvUGzHXBbKDoOvxUd36xIOma/YVpdx6Wl3eZDYL8rZCXKH9eJG/tMYIzHBygjmkUaQGg209MK\n", + "qOirUCjqCNhYXbZXpVKpDGFm0VehKANsj3FU0beaRN0osqPdRF+KCLaoZIJG8TKM/mmNCzSqFbHm\n", + "VxoydF4e7xBX+D+XSAXQ+ATC+4ieD/gf6/7Se4OEkYmCDcvGNjy1o+hLATBpTegqCztx8NWBbZyM\n", + "M8Lbwopt3Mc+MBRsZy9svRSlDZ9mwqxLO2+uvFDwgVc9jmG/sCdwhE4gaCXS9kmWh6tsXOMB2xXL\n", + "CN+rVC7Mf5rIEEmo8tgQ59lse9eCWcS4MkRfkOJa3DOT7c0ldhYhLBJ49iKNSeSElqyiHc4F7dDx\n", + "ScgjFrKcQI5xNrmf4BhuhvBNI/pSYMwT/QTljWuYbaYZZNhf9J+iEdeem0G+T5r3x3cwFF0Xfhgd\n", + "38x6YRqLvC+vlwZFtcm0oaXN5UfixvxmAffHp1VQ0VehUNQRsLG6bK9KpVIZQhV9FZUC22McVfSt\n", + "JlE3iuyo4o9ReMnGCbJxRt2QEL6ceY5PkeHGKCYkrcdKQBilISeLJ04eml4UaTwHTLgMSrymCzje\n", + "DPeMtX55PIh9CK/IEHK2EIj74DuuA6Q17rdTuFvXuml1gE/k49pzIaIv2gf2MZynadyP8xD2oW6i\n", + "r30MxSj0FxMc5zAmVhUs79BxmOWBySL4H2MGESf6PrSqp++89yol+prPKxjU2Y6TGDdmV8HI7kPc\n", + "+GaP9yBD11ZB9A15ZrryQJYZhtcH33q3oeRyDWnWEQUwsQvnZQ1rS7HPVY6uMd5V7mlEXxDng1kR\n", + "V/dl0n4vKhKuftBMMm8sU9e4n4SL770fnWNOTiybZrSaIjyMmW+URxoUVX8of1wHbTwEjOiCd+24\n", + "Mb9ZoAgdGoGpaKjoq1Ao6gjYWF22V6VSqQyhir4a5no9AAD/9ElEQVSKSoHtMY4q+laTqBtFdlTt\n", + "xyjDM8f9QPcZddOIHPQILlIATCvE0UjYrLBzNjl7P9SQY8M2KIUYpuAxRC8gEt9dYaZZPvTyMNcL\n", + "BtIa96tgfEpCaBqrJFylAdKMjy3yUXiF2Iu6TjIyYh+IY03jfhZvuqqKvhSZbAO3LXrHlRXz04q1\n", + "9ELA9IWAk2RgUHfVc5zoS49HHF+VvmM/r8xwoEmMG7PTTj5qJjjpw+XZzH5oemumFRuAskRfkM9M\n", + "39qvfLaZeSCz5CUv2GeyCl6MCJJmrdu89wTxzH9wZY+zHF0TAbhMhllfaUVfnItroO6zwJ641CxS\n", + "YAxd4zYtcG3Qde+yifaHdkCP8SzPd4wHzc4D2xJYRHvIkm+A7wpoI67rhjLtOMDfcRB/48b8ZoFp\n", + "sCcbNgsq+ioUijoCNlaX7VWpVCpDqKKvolJge4yjir7VJOpGkR1V+TEKUWLqZ1OjH+b8+Lx9fUbd\n", + "NKIrvaGKNIxzNnlcaGkT9IZxGTabQRpPkY4ssMNxpjFM4Vx4D8WFjbQN77bRPKvoW+U1TkNFXwpG\n", + "WEO6TkCa8bFBwQdtyFXXNmhUhddXO4m+yC/SgvzH5QXbwaSyarWxMw5pxUlzPHCVTd1EX9sjF+kD\n", + "UZ8+UnRMat8hES9agbh0sR9yDAgZB1woQvQFWB9MC8iJTaDr2eXKA8m6S+s1mxccK11pSiK9atO8\n", + "I7gE2CLpahOoC2wDeVxa0deeVJYWcXVfJpnvssCxs9n5chFpQFqSxj8TGA+anQe20aLuCdEb18oS\n", + "JYDpcF03lGnL3Xy2V+FZ1OooPyr6KhSKOgI2VpftValUKkNYmOiLFymlMi1tsD3GUUXfahJ1o8gO\n", + "V39oNmAggHiFH+UwEHCWOP52eaj5jLr8YZ8kmBE0RhQR8gvXYJpDQAEj7wz8vKSXSBbvFlOgwrXy\n", + "GKZcKFr0rYrYEwd6oId4ReA4fOoC9GWk19VH6OVIAykmEuC7b51C08CeV/Q1hcE7rj0dpRFtpVlg\n", + "KERMFjH7VFxesB1MyrN57aohbX9sN9HXFPvpkXXP8ob3to9miOE4cBypUr3bns02mC8zv1mE0jJF\n", + "X5DiIJ9DJrAmLPa5lmug+JrlWZsH9EA110VNw7SepOYY5rpeXrJN2M8Gli+EahyXVvS13y/SgpP4\n", + "eP9mMGvY3zSAdyfuAW9PVxqaSb5jpvE8x3iAcR/nNWuCJdMJFtEe8rRNpsN13VBy8gfe00KBsZ6f\n", + "0N9FZcF81rYCVfidrVAoFGkBG6vL9qpUKpUhLFT09aGol6wiX9Y0TWEoM02ubWyPcVTRt5pE3Siy\n", + "o8h+mwVrPlvTZxZozArnbPA4r1mfUZfnhAo2FIl9HsVpQHEl1IuUhrSyDKOhpDEpjRGNsMMZ5jWa\n", + "2jDDuZrXx32BdhR9kbbQNsxJC1Xz5vMhrvxRryDbZZJAYgoLpnE/SxvktZ5Yf74loq9Z52a+4sRc\n", + "ipgwxsYd12pjZxzSps0UfV317BoP6HV434pGe0IZUXxstZe8OcEDoibSB0GRbdlHCMM4Nk48xHMT\n", + "1w5daqAZsD2bTdBT0w4JnEUoLVv0ZX+DwGt7+/rOAblObVx0izKQN8SrT2T1oWyBzdcmbHEyreib\n", + "RVA0gXNB17XLYtzYXxQY0QXtwJWGZjLL8x3jgflcdV23aLJeQNf+tEzbB02Y7wqua4eS+QkFf4/5\n", + "xvxmgs/DIn7rZUGrf2crFApFFsDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22zSA\n", + "19+4z8b1mQRuNfzzRzqOseEz6vJaoTA9j/KueUkBLsRr2AxFCE8Nl4GlWUwKVxkHGndh4MK1krwz\n", + "s4Bpw/VtA2da436Sp1kVkEb0TXNsFVCk6GsaoosSfXFuq0VfTqSAcMF19DjJwYTZ9+IM/3FCW6uR\n", + "VvSlMIo6DxV9KRRTKGUZ4b74tBKMboFxyZ5AE0eOs3FtnF71+OR9thWFuPpmPaHfm3mtouhrpsv0\n", + "QE4SV3m9VgDrguPeWd430kbwiPN2LoIUzzEpzIQ9cSKt6Bs3jibBnqDWLFIMTPO8Swv2Ta4h30pm\n", + "eb5jPGiFcM1ns2tfWmYZBwnzXcF17VDiGmDo7wROhPWN+c1E3LtnM9Cq39kKhUKRB7CxumyvSqVS\n", + "GUIVfXNC0xQG13Vc29ge46iibzWJulFkR5H9NhQQIiiS4n+XwAJDNY+xPRldRt2sP+opuOQJg0mB\n", + "GjPbQ0ADVIhXVzPIcJVpxVrbmJTHMOUDrgfi+rZRNotxH/WET1WRxls9TSjoKoBh213e8GY9gwwp\n", + "ahv2CVMkaifR1+xTcXmBAIN98KaLC/nLsPNVXPvZzHcIzHpylU2c6Htvn+jL8JS4Lz6tginKAmkM\n", + "81yLneOgDxxLqjI+xI1XPk9nbAPToCjRl88zl4cchVBzrVtzTLKPt59dzYbtBZuGoSHFgbxexSH0\n", + "pcW+d1rRl/mEaJ0WcXVfFs0Je77nZFHgfcoS8kNJkducbJEEjAetqJ8iyfeh0BDrJtI8W+LI8RBl\n", + "GQK+71XhGdTq6B6t+J2tUCgUeQEbq8v2qlQqlSFU0TcnNE1hcF3HtY3tMY4q+laTqBtFdhTZb0Ow\n", + "+LPFfWaAhkAb54XkC5nsMurSiyg0vDIR51EcCnoshwrHXL8UhmOXcaXZpAE7zXpdANewo/cQPEHS\n", + "GIVCwNB0MFjZhvN2FH3TpC/Oc66K8KXXZZDFd9AHelbB68s07mcxCnMSBjwo6yL6mgJoUnnh2vhU\n", + "DWnD8Zt55kQVhG8m4kRfGqxZRq0uE+QZ90fdA0xbiKgSKsLR6N6qkJY26NnsioZht2cyJJ82ihJ9\n", + "k8QSCjFsgxSuXd6EFOqLWu8+LRjmPKvoRU/5TWfjJ4b5xPuiyHcAvBe4YHo0pxV9QZwLpkUrPEnp\n", + "8Z81HHUaFCUc5mVa4RHAeGC+L7iu2yqivaAek0IvI+1gFvjG1rRMW/Z8xuFjT9xtBZiWVqDZv7MV\n", + "CoWiCMDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22yRwtjU+MEgngV5qdjhel1GX\n", + "wknaGeWmR3EWoYd5wjVCwmjSKFo145MvZGIccDzIa/B7kbCNjeY9shj303oXNhtIGz4hyDrRoVVA\n", + "OpHeIkRfgMeYxv0sRmHz/q0QfRs13gjDa7Z3CtguD/w0om9acbVZYL5DYXoruuo5jejriyLRLJh9\n", + "N4t3ZMi6vr7nZytgezbbYN2aE6HoyQghLw2aJfpyshT6IBAnrmAb9uGYVsBcUiKLtyYFRhCesAhH\n", + "7vI6TBOmPAuTvNxZZzgui+ib5fkBFCWshRJ1yHe2LN6faVF2vYYyS/1wPMB5YKu9lU1yoiSI8X/s\n", + "9kvRuGcek3UcJIpqm2nHMIz5eM7Z73utwvf+1/ei508rnvnN/J2tUCgURQE2VpftValUKkPYFNG3\n", + "qB/+RV0H0DSFocw0qejbXkTdKLKjmT9GOfOb3k0hGP7Z8OgcU8x19es8Rnwa4LN4+1LICvGmgqDK\n", + "9e5glHQZVlpFes6l8ZDE8SCvwe9FgmFsKQaY98jynGgn0TdLf2olfGVvCnOoY3i94LvPm4uggf+V\n", + "HQPGzCxGYfP+t18eH6UxT7j3tGjUeKPOGQUAZRCXF3ru0aOOIqBLAKhiGPAkEdAFRhbwlY1rPKCH\n", + "F70yQcAXRaJZYJ2gnWXxjgxZ1xfg8zNkrfkykTRWuQRW/I1tPoHPh6J+P7jSZNIU3tAO40IoZ4lA\n", + "UDTsZ2kaIq/IF8cZEn0S3r+cLJZUZnmZJDxR4EL/yCL6uiIIhMAMt++6btFkOaTtG1lRtgd3KDmO\n", + "p5mcyPGAbbNK795ID0gPdXJYbzmjn6LfZR0HiaK80NOKvlXDc//yXPQMasW7v4q+CoWijoCN1WV7\n", + "VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m/hiF6BBn+HWBISphJCfsfk2PJhi4swACBEXjtMIIQ1aG\n", + "GBJoNGm14cxFGHSRttBQgaZQhvPzGqZ8oBEXZYf74G8QyPKcoNjTTFEvFPQaD23H7SL62nUc2pZo\n", + "aB+75Xx/O84r+t55+o0ojYs+XdG3t1xQ/KQ3JtIBJuXF7n9xx3JSS1U8boC0bZfiLSMkuIz/vvEA\n", + "x5kE+Mxo1Rp/Zqhju/2HMMnjkeCkpFaJ2wTboC8dnAxlerllfaYU9fshRMjjMx3PTaQTf7sEzyzj\n", + "UtGg+JP3/QOTLiCqUvAmJ/SVF1iWN2Vc9APAHBeziL6sz7TCVlzdl0GOf81qT1miEZRBpAFMA44H\n", + "WcbZMsnxjZPbMNGAE0dI9DFOdsJ4lAX2u0JWhj5zqooJP5sQPYNaMflNRV+FQlFHwMbqsr0qlUpl\n", + "CFX0zQlNUxhc11HRt72IulFkRzN/jGYRH0yPMHrx2v2a6/LmWbuQ10gjAlDEDhHpaHCFEadK4eVI\n", + "elfCwBQC25CU1UCfBNtQZ4Y1zfKcqKIARmQRcXE8PnUAhS7bGz+r6MvzRm0YEDHwHUwDsy1/t2dG\n", + "lMYZ/7Ssb2+5sOuc6Ude4oQiGuERHjLpWI5t5sSZVoNjZ2iabE8z/A2a8I0HPNY+xxVFohmwvZyz\n", + "CEZ4htj5cYHljBDfrYTp2ewC82LmkROREFo2DYr6/RAiEpn1YHqi28dRIEWY5VbBnjhRBCEEUYgl\n", + "8Yx2HVsE48Y5gunIIvoyZHfo5DeC93Rds2gyjSiLZoLeqEW8v+Ia8GZ9ZtOFW8IZx5HlnAYcD/Ku\n", + "a100fRMtMUbgeQcxmPkFMR5lgfl+40pHKMt6x28Wlvx0SfQMasW7v4q+CoWijoCN1WV7VSqVyhCq\n", + "6JsTmqYwuK6jom97EXWjyI6qi74AvTN5nt2vuT9kneA4UAQI9QKlITvpvjC2VjWss0kapkNC59ki\n", + "TFYPmSTYYWxNo2+W50TWNtgMtLvo60urLa6EtiW2jYdWDYgM+A6mAcUQeDFVSfRNyot5bJwHHO/R\n", + "auHPRNp+SA8ohs5l3k34xgMeS1J4c0WRaAbsOuezIa2YErKuL9Dq9YsB34QPgKKELRZmfaYU9fvB\n", + "Hpd8tEVP1zHc12pQSCr6PQRtF2Ik6jBvGNk4hryjMI9m2P9QZhG2zPWSXdcsmvTybXaocE5Oydt2\n", + "0FbMtWxDr8eJiWnFbo4Hza6nJCZ5rQNo5xiHkOe44+LAfOed7IF6w3XwvKojKPq2IuqFir4KhaKO\n", + "gI3VZXtVKpXKEKromxOapjC4rlOE6JuWKvqWR9SNIjua+WM0ydvHB3or0QvX7tdmqMw84H1gJIc3\n", + "VhxMb62kY2m8rmJYZ5NIH9IZYkzMKtSlhe2lkFf0ZR2nEVabhSyiL47FOTi36mj0lltFX9vTMbQt\n", + "9YtFywZCTuI7mBY8r9miL4VHGCJN8TkkL9wfUma+sm8VGHY4dKKO6UVJ4zNowjce8Fhz7ABcUSSa\n", + "AVedZzHIh67rW9SkqKxgOTOEuQ17jLfzl1bsKOr3g/2M8xGeijiOtPdXyUMOXtNIC8rWTmcdyDKO\n", + "A/NoRoAIZRZhy9d+yyDbEu7VbIT2hyRyLCdD22LWfmSOB5wQwHeNVpLCN59HZYJl7UpHGvI6dcSh\n", + "Hx+KnkOtePdX0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbXdfKKvnnoatfKfETdKLKjmT9G8whU9MLF\n", + "uWa/Ng33RYBpTPJAC/USq3pYZ5Np1vW1DYAUjOF9WSTsMLamEJDlOZFFWG0Wsngh10X0jSt3W/RN\n", + "I/bgOBDn0WCPMJRpwes0W/Q169wWD5gmH2jAhhCaJPpy/Mw7MaYopGm3tjDqM/77xgOGJb2v41T0\n", + "v2lkb4Ugynti8lOekKPwkHOVg41Wh/dOGnN9YhLKxK6vEBT1+yGNyMXnn6seWU9Z1+QsElVZmzUL\n", + "2e8x7sWBUUjMCBBpiHPBUNjRSMokBVPfOF8m8oxV5OPrG88sjMl8Nw69XhGirx0xopVEOsBmgPfK\n", + "+xuE0SUwjtQNKvoqFApFOsDG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpRZEczf4wivCh+dGcRHiiO\n", + "wGBu9uuiPTdpoE7y9qV3Me7vAw2sYBU8C5KYZl1fGLBxLEPzZTXQh4BliPuY4laW5wTaHuqNXuNV\n", + "gkv0pSDq876mx6R5ThWRRvRN05Yo6MHbLqtRGMB5YLNFX9Pj1RR9Q0JZmuWWtBZlGpG1GUgTncEO\n", + "Je+rZ994wHL67rJbRV87ikQzwOcg6iKNsGjT5/Fsw5wYFfdMKwuucc0EPTOrJvqa/dFMl4uceOEK\n", + "VWs+s6oAlivSbKe1ygyd5NA/SWThced1kpi23eXpw2nIZwKeeQxR30zkiUoAmoIvRUN8B13H2yxi\n", + "jW/7WZKF7M95rsFnWNIEhqJgviu40hPKrGNyM8Dx2uelj3bA52CzoaKvQqGoI2BjddlelUqlMoQq\n", + "+uaEpikMruuo6NteRN0osqOZP0bz/OBG+E2e/95HA0afJINyFjAMNQRmFyhgwXsuDjRy1SmUIgx6\n", + "SDMMfHGwjUg8rwxjJK4L4j6mAT3rc6LRiqoT6pZwtWWWs08wKKP9lwF6G7r6lFm/YBrDotkOfWJg\n", + "CJiG4UfWR+l8/OPxfXvKhSnGmiJTSF7MiRdJx1etnSAt+ISA3lkUVXx59Y0HbCMu0Rcwo0g0A2be\n", + "mTaXWBjC0HV92c7SLq1QBPg89U2QYhmgXs28hT6LbBT1+8Hsj2a60pJrd4Ysm9AMVMnbMQ3TiOfm\n", + "ZCDXteJIr+3QqCUsT0y8cV2vKLIdpRU9iwSfzWnLlYItaHqJpgm3nKb+TZjjQRGe7gzLnFX8BtNE\n", + "1SkCvjE2LUPWIW4VOPkCdHkiox2Yz95mQkVfhUJRR8DG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpR\n", + "ZEddRF+AxuPVPxkQLmjMjvO4TQtTYHat9cjwnHECCg0QMC6VFdYZ14Whscjr0+CZZKCmoE1vIRpb\n", + "ygANjbgXPRoheGV9TrBuqwa2KzPULLwWmF8X6KnYqtCtoYgTHdl22AbRZ/A9ROyhlyCMqEnCZxxo\n", + "fH7kwJYoncM+Gd23p1yYoi/DXcKwGpIXjjEwhicdz3D0vokszQTHV98arzY41tBgTeO/LX74xgMa\n", + "vH2iL9tmM8qGE4bg7Quwf2cRp0CGQk8SQlpZ//Tq9q2bbK7XbOYN28C0KOr3Q1GiL59fScJ8s8Aw\n", + "vVwyoS5MIzhxQkwWITatuFiUoBZHc93otJMgikSWcuU7G2i/V/q8/F0sQvQF8kwIMKMrZL0GmGYJ\n", + "iyKQpz+YzFoHzQDz6Esf2oEZZaOZUNFXoVDUEbCxumyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGs\n", + "H6MMq0tjdxbQW/Cpnz/Vt2VAwMsTthLGDBifTC9VCnBTP5vat6UB3AdiBfb5jNjNCOsMAzk9DvC/\n", + "bTDPylAPBOYP5+De+BvG7TJgGlVNcSvrcyJPmPEy4QrBy3L2iXkUkXBulZFG9OX3EMC4h2NhRGXb\n", + "zeIJxTb28L7mir64Fz4YV5gXGFYZytQn9gPm8eyDvtDsVWonadKCMRn5Atk+fIZn33jAuvWJvuYk\n", + "n7LDH5via95wqWBIOwHSCu1FAeWZdF+kHzTzFRq62oWifj8UJfqWGQUjK1i2ZU1IK4NpxHNzAo3r\n", + "WnGkSBnqhZl34kYIKRI2yzPUBz5zwGFrzkZlFdeG4gRfIE245bQe2IQ9HlAczBJdgeMtmVVEbfZE\n", + "EPNdwZUek5hkNXztWedvl7R9o5ng5CHQ9b6MduB6x24GVPRVKBR1BGysLturUqlUhlBF35zQNIXB\n", + "dR0VfduLqBtFdjTrx2hRogMFVwh2vGYeIdkUaE1jEozkvJdpIKDwHJePssM6j91+Se7oMySbxHbX\n", + "8WmYJB4RvCfOMYXYMkDRBga3IkTfVhl+kuBKF8sZdKFVYk5aMG+2R75LWInLrw3z/DxeKGxjrRJ9\n", + "AdMwG5IXeuzRYI6/QRcovvFerURcqG8bzKPZPrKKvo+tbYzLrjJlFImywx9zMpG9hjPzlpYUR33r\n", + "GJpodhhrgJEIfM9LCt92uNU8z5Sifj9wwkEeUR7ENcAqoSjPv2YyTbhv9q0s3sxp2x6OBV3XKoLo\n", + "48y7K2xtM4Gyh+DHPINIG955bZEQ75J8T/U9x9JMfMkqlNrjAZ+zWd7P6W3OtGSZVADiXLBZE0GY\n", + "5yTRl23fd2yecblMmGM102+XLdrBos8WRc8jM5pOM6Cir0KhqCNgY3XZXpVKpTKEKvrmhKYpDK7r\n", + "qOjbXkTdKLKjWT9GiwpDyx/tMJ4XEbKSngag7SFI78Rxn43r2zLgJeoTB2hcKSOsM64H7wqmF8Y3\n", + "GM0YIg/E/rz3TTKu2uuilT373zRYMcwhROmszwmfANlq2KIvDaKkrz5wDj5VhkvQBmzhi5MOEG45\n", + "BCwjtMUQodSHVoi+tmBvtvOQvNhlh79BHziJBfdtJeK8vm24wn/S8G57jvnGA5YrDfWuMqUQnWcC\n", + "UQj4/EA/MOubectChkNPEoT47MT/zUJSXfuE7yqIvgDSAJppS8OqiiRpPCyrQtZFKHh82vchHI/z\n", + "QiZS8F0Ia2u7rlUE+SyoUhuCoIY2xGURSIxFEFOndF7tf49Mei8MDbfM8Tuv6MsxJ8uEAI619CTP\n", + "co2yI+O4YE8Q89H0lnUdGzoptNkwJ4exnZiTeAG0gzTvHkVCRV+FQlFHwMbqsr0qlUplCFX0zQlN\n", + "Uxhc11HRt72IulFkR7N+jBb1Y9sUSigk5fHOMgVT25BhhnKGkZ4hqn1elabXMIwjtsEkD3E9Gpxg\n", + "JLMNGvhO4xmOy3N/htGzRRXCNtSHCFR5YIsj+BvM+pxoleEnCWxrDDHLciZ9xk568LVazIuDL6S2\n", + "3ZayiCQsH4bAzLJOHkXfYX1r+j784/JFX4wpuBe9IM2wkyF9yp58QSO7z3vIJ7w3G2m8au31fEEa\n", + "de3+4BsPOH7wPF+Zsv+VGfYd18cHyBNm1GToWqdsb1hjt1lgm/NNsPGF4c0zkajI3yJIA2imLQ0Z\n", + "DjYp/HazYU4ocqW7auRzIXQyEDByQ+M9xhw7QsmySYL9/CqDfO/zPf9bDbQljKkcX02G9N9Qr/Ok\n", + "55sPrvGA6XPdx0dOOMR7tnmNtJMKOLY1c0wIaadMF+kTtLm/SjB/I/DdyZ7Ei3bAyV15Jx+nhYq+\n", + "CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI66ib4A1vTFtfjJY6Sn2EPa3pT0JoahPMlT\n", + "igJy0WGdnzPSCKOnz+MT203PC5znul4Sk9b1NWfV4/hQ0SEr6JVEYQB/g1mfE1UVfRutecBjl4Y6\n", + "0le+VRHz4mDnjaCxjn0mi+g7fHXD2EyjcBbjONPxyO7dUTq/++PH+/aUB1v05ViEMuDEC3tyhw0c\n", + "A6LsaHT35Z/jV7NDG9oIba8M2cj8kb58+sYD1i3Pw3cXWD55IkfEgZOG6E1Mr6q8E4TSiAgUtps1\n", + "QSTpfqax3sxTyKQHH4r8LYI0gGba0jBPPsoG3xXyTjpoBimep3kuzNjbeI+x21YIk8ZSwtd+iyL7\n", + "NtJTB6C88N4IYRTtK0Sg9U38sIljwLRwjQds+2kmBPC9mOOs+bx2He8jJ6c1c0xAveCecZ7JnFzA\n", + "923QdVxW8b1MsC4wTvAd0p7Ei3Zgv3M1Cyr6KhSKOgI2VpftValUKkOoom9OaJrC4LqOir7tRdSN\n", + "Ijua9WOU3l1FhNTd/Mnm6Fr4+LxuQ0HjBo18Lu9WelLy4xOZizLik/Ag4DVBe+a6D7b3clpPBKSf\n", + "57pgGzpDDaRZQYMV7oP70Th18b33+45Ih1bN9k8C2xdhGt9AX/2n8ZxsFey8EXZbyiKS0KOLzNIO\n", + "mQ4Yg31pLRqcfMBJJKYRObRPMc8h/dC+X6sQKjzak0tIGK6x3Q5n7HtvZN2yfHxty4wiUQbMcccn\n", + "aGchPdBCwtGaawqXjZDyNI31Zp6yjANEkb9FQkPP+sgJUb6oGa0E+0WS2FYFZmkPO3sa70H2+BHC\n", + "0Ek3fNfi86tomkJc3RAqCvL9LilUMo4B08I1HmSpNzsCDvtP2roPfbYXDdwTdKWJgjbSBjCNrt8y\n", + "rUp/HPDsQ5o4TlOYNifIoh3wmdTMaBeAir4KhaKOgI3VZXtVKpXKEKromxOapjC4rqOib3sRdaPI\n", + "jmb9GC3SG/G9j97rFw7yCHfmemxx3lI01uPjW/MRxgWcD2ODbSTJQhhbaLiA4TmtgQXH02CN66T1\n", + "RnAZTQjb2OUTYYoCjYI03tLo1HXhh31HpEOrZvvHASGd2cYIljPz6/NyqqrnMmF7OJqw2xL+x/c0\n", + "xv0FBxteYGQWYyTT0QrRl/WWRfQ1PZZ4jk+oqEq7Dy1fn2Ee20AbvvdGux/FtS2GIS9jAgU9iVHf\n", + "9piWlxSHksZgrq3fjDYQci+zzZv5CW3/LhT5W8SXvlDmyUfZsMPDV5lZoom8d+2D6BzQdc04hj6H\n", + "8raPONbNyzcPWE++CYooX+zH8y4tXOMBJxS51q310X4n9k1KSiLOAZvtKcv72ulBmTNvfHdgu3ZF\n", + "AeCYljQhollw/fZyLVHDdoBnEj7NhIq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m\n", + "/Rj1remZBejXMJzDmJzHOG+GlUvylsK9kP60axNmJY34ML5kNQ7hPBpv0hp2XUYTAuH7sA9GSRyL\n", + "v8EywXvgfjQ6tZPo60oTxSrWhc/zmiHIywpLmxdx5W0bF7Osy7vhRMMznXRNVEhCK0Rf2+uS6Uc5\n", + "sP8n5cUUHZKEirI9WUMQNwHAhms9XxDbQBu+90Ya5+9b0Rg3UGY+cILPuM/G9W0pDnyGoD+wvRW1\n", + "FECoKGZOLuHa4WXBntTgAtIM2vnJI5YW+VvE7F92GkNIMaXZAk8oWM5FRScJIZ5jD67q6ffKC2GW\n", + "9oB2kDV/FFyT1qTlGFVU+eE6GBPYbsAk4bkdkNTPKPrGjd0+uMYDl1AYR94f7YlAn8Y20HWOi6hf\n", + "+zrNgi9qAd8bzLLl88mecGUeX5V2id8oSI8p4NuhuAG2A0ZuKuK3aChU9FUoFHUEbKwu26tSqVSG\n", + "UEXfnNA0hcF1HRV924uoG0V2NOvHKA3NRaCo8YHiJQwEMBSEeku5QOOfa2Z8Whbt4UHDJ0XaEMat\n", + "62sa6OAlgL/BMsF7IG0UQRG+MSuKbI9FwCWMmuI68+9CFUVsE/T4c3nl28ZettU0xn2I/ywfXxkl\n", + "gUbOYasbZYlP2TBFQIDpRzmE5gVGTRyHNhJijGXeyhb8fAhtq3EGdW634XsuoC3heER0wP9xwgHK\n", + "JTT8dFqYZW/Wm52/LOQY4YpUYaNZ4eDZvn0TpeLqOM+zuMjfIvb4lJbMX1VRdnhimxTPQL53hZAi\n", + "aJoJPWgH9jteKJnOuLECYF5c1wglRLix2y/1R0wh8SzEJI6qThgoEkntMLQ+XPCNB3zXCBHs+WxF\n", + "Ok2kuQaI3wc4PmScLhqusQxtj33LfOeikOqaxFo10dfVdlyTeNkOmrnEAaGir0KhqCNgY3XZXpVK\n", + "pTKEhYq+LuLlTql0tQ3QBttjHF0iblq62rUyH1E3iuxw9Ycy0DB3V0v0tT3J6GWY1phhGq/Trp/r\n", + "Io1/Li/bLKABJ423Lz0SXN6lpvEojzEuDUwvBRqdENY3K4psj0XAJYaZ5UzByiWCmN57VUScx59t\n", + "iMwi+pphPMEsoDB4X2/fa1ZZFiH6UqxGnwgxxtr3bDbolZ60rrAvdCbHG1eYT99zIY3oC9AoXOTa\n", + "x/RwhpcRgHEVaQkVC5LoMnL7wDrIszRCCJLEc9aLXccgtoNZUNT7AWCPT2nYrGdjHrCfJa2nWhT5\n", + "jpX2njwnDdAOskZgCZnMltZb1CYmagzrm8BG4j0HIlaWyQ51hm+8J/MIjb7xIM3EG76T2yGN004q\n", + "yJOPvHCNZYwQYYvQcWNz1cY13xhtTxxiO+AkxJBoI0WhWb+zFQqFokjAxuqyvSqVSmUI1dM3JzRN\n", + "YXBdR0Xf9iLqRpEdzfgxmiakZwiKGh9gEABpJOAs/LTGDFd4saykQQXGliKB6+G6tmEkjj7vGmwD\n", + "cUyzDECmYacI0Zch3or25ssKV4hmM8+sP9voSJTlnVgE4kRf5AnkZInQsMYmMB7wOmAWmEZOpBWf\n", + "ssH70OuW6Uc5hObFFH3ZFzGZxQcKmmV7efoQ1xZM+Dy/4sYb33MhrejLCRgjPhvRtyU/GDaaQivS\n", + "AZp5y8tQ79hmhPkOuQeFHtdzk+WTBUW9HwBm/7LTmMRWevWlgS/saxm0vVlD7sk+n3Y9V7QD9AWc\n", + "m2bCG8k0+jxt44SxJNrlgDbie7YPBXDipE9AzyOW+saD0AkB5gQAuy3EecS6mPQeVyb4TKVAzYlC\n", + "oP2+ZU5ktfMQ9wxuBZhOe8ItBW22GbYDc5Ik373Khoq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6j\n", + "om97EXWjyI5m/BgNDekZiiLGB5fBLs64Ewd6DKQNIegiPcCK9gSg8RrXd93XRYZRtj2OsQ3EMXmM\n", + "cWlgCqAoZ/w9Y+/lvr3p0WqPRxsuMYxtwfRu9pVz1fJjIi6cLPIEss3xexpgPGD7yGqINMeDb3/y\n", + "YJTestd8wz3wAcz7pzGqUjjDeWgnnKjhMyqHiq5lge3UF/KX8K3nG1c2vudCWtEX4KSQpHSGwiz3\n", + "PGJRHGnkDlkPm2vsF5U/G/Sminvm85lkC6qMMpFW5COK+v0A+NIYwmY9G/OiyPeXOJrvV2k8JLNO\n", + "xmM7QD/D+WlDqfM89FcXsnoR09sZ18e7VZp3zXYGy9sV/SBPX0p6LiR5nMe1v7STCnwTKZsBeyyj\n", + "l7lrCRfANxnE7MetRlz52/VmtoNmLXFAqOirUCjqCNhYXbZXpVKpDKGKvjmhaQqD6zoq+rYXUTeK\n", + "7GjGj1EagIsKJ1nE+EADCAxwpqGAhqc0M/ERUhPnhHitxJEz72FsKdoQiOvRiBMaUpTiqmkUskMa\n", + "NsuwbXr+UfgZuSG7wFkH0Rd5BH11YQKhaO3zqwJfWZtiHNsc85wGGA8oIqQVBghTiLvj2tPO9BYJ\n", + "ekIy3K95/zSir3me2U4wJrnGkBAxrkyE9DukG3kA2S7IuH7gey5wzPrHxY3xL6Rciw6BbOY7q1iU\n", + "xDTr+nK8KDKEtQnXeGaDfdYW49K0fxeK+v0A2EJJGlKEtydNVQ1FRiqJo9k+OVklJMRz1ncMtgPe\n", + "C+8stjdgHH2T3ogsbYNtG0zyyB9q4HjgmgjA93I879IibjxgXcS1i6RlX0I95c33+1aA7RX5YTuM\n", + "+62B8RfH4Fg7L9gOthocu1zPUlucNtuBHXmjbKjoq1Ao6gjYWF22V6VSqQyhir45oWkKg+s6Kvq2\n", + "F1E3iuxoxo/REANwGhQxPtC7xTY408AIkTEENCiawlVW0kjsE/bygsJpqNhAw5AZLtYWmWiMSyOS\n", + "Z4FpYGW68oi+VRNJXX0EeQTNuvAJITRimeGhqwKf0GeLDVk9/DAesH1kFYpMj5FmiL64Nu5B8TWr\n", + "6OvydGGfnOAQ/xhqv8jQxWmAe+MTF1aRYyrHGJNxAlDccwHnmEyCGQJy3GfjcpPh13HdOHEjDykq\n", + "hKzrW3Y7YJ+P8yT2iQp5wyIX9fsBMJ87ZhpDyH6YRahqJsxJFmlE0bTk+w090UMnodnnhcJsB2xr\n", + "aeoxbqwB+A6J9uo63ybKFuN03DWHMuImw+TpS3HjAdtFXB2yznwifcg1QNvztNkw3zFCIgr5llgA\n", + "GTWj1RMXkp6lTCfeKcx20IwlDkyo6KtQKOoI2FhdtlelUqkMoYq+OaFpCoPrOir6thdRN4rsGKqi\n", + "L40etsGRwhP2hyDOMJKGNNiDZYV+o8cbmOSVQPJ4egP4RN+yDds0CJpeCnlE36LbZF7YwijrimIe\n", + "vRZ8go4tImYFRCBcp8iwd7gePjZsQSWN2GkC4wGMj0uP/TCXERL3Blsh+lLohAAe583qAtPNPou+\n", + "zTCSLi81X300AyH3jhtT44SYuOcCy4gMAUNAFvWhgdkXuroIJgkUJihEl7EOeMi1fREy4uo4BEX9\n", + "fgDMfmmmMYTsgz5PuioBE22Q1lABMwvttknBxo62YjPrO4bZDvjeksbbN8lznmJfaD+mx2jWsOXt\n", + "DrQLlA/feUyWJfra7yA2+V4e553LayS147zjWl6YfYB5ihubzHduOy/Neu9PQtKzlGWOdwq7HZS9\n", + "xIEJFX0VCkUdARury/aqVCqVIVTRNyc0TWFwXUdF3/Yi6kaRHc34MUrjeVE/rvOOD/RsgfHDZSig\n", + "USREfPWJx2lJ40RZXr5EqKGVpHGHnry2IahZhm0arJAe3Bd/g1nB8K1lhTdNC1v0tfNr5tlX1jgf\n", + "n6wwvRuLDHvHa9qwPWTyiL5FgOV714XGeDXnf3b07Ske9qQD0/ic1jjMdLOdgPQqgrBmj2M0dpYp\n", + "arsQOjEhzpAb5/UX1w5YRmQIIFgizUWRa0QzDXbeimAar0h7zCkKoV5UvnLIK44UNR4ArnE4lMxf\n", + "HcDnusvLsghyMh3KkaCg7hL5TKZ5HzNhtwN65obmMel5hH1giIjMa4F5Jia1O+j9bZcpyy4L4sYD\n", + "tkFf/w4JmR86RmA/juO7dLNBUZ30hS0n4vKV5jlTJpgXO30k+x3eKex2wHewZvwGUNFXoVDUEbCx\n", + "umyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGMH6NFG5fzjg9Jhp6ktdyIOM+ENISBi4ZNGFrKBNOM\n", + "+4UYK82Z8oApTmE//gbLhm2AyntftMUQAapZCBF9aTT0tRGsD4trZPXcY5nwU4QHIAUgrl1rguIe\n", + "J0xkFXuKel/AvcF7Di+N0vz8P0/s21M8ihR96aVni6Qcx3A9EwgBjntj4kMzEbKeMCfkgGZeyLg+\n", + "ENcOeE2yVWC/LmI5ABdDRAri1X+ZEdVHkV79QEg98znkKofQ568PRY0HgGscDmGSYFg1mO8Frvzk\n", + "pS96QUiIZ+wH08JuB2kjneD9yHfvpHHKJK5DL+esExmGCuyJYCTLOgvixoOkegwZi0LbAttA2skL\n", + "RYLpxHiWBPYX15iQ9V2tSIQ+S/nb6uJ77/ed2UAzl7pQ0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbX\n", + "dVT0bS+ibhTZ0Ywfo/Qso6dTXuQdH0yBxWUkCDWcF+UdQ4NoswzENKyFrClpzpQHGHoV59J7pxnh\n", + "Cm0DFP4Gs6Jqoi/DKrOPwMiI/JlhReld4TNAUjjO6lFPIZIfCpJ5EFfOrEPmL6shsaj3Babne9t3\n", + "Rml+6Oe3CtVFgcIrBTdzTGIY0FAvGvZnW/Q1J5OY16KXe7PXf7aFbheSJuRkFX0pLn1j/vHo/1ah\n", + "bI9KhiP1hYGHQLHp7PVoPL/txOuJ9ZEFIfUcJ6bG1XEIihoPgKyiLz3tQ8T3qoDlnjdqiYs+8Yzv\n", + "E77II3z/yPKO4WoHjHQyzHiuxhHHgug3JtK0C05u0rDOyeBz0GwPceJ7CJLGg7h2z+dnklDrm3hF\n", + "Mg9xYaKbAeY11NsYx4JIv5mfNJOLykLos5Rjz4YT7/SdOQBOlCzqt6kPKvoqFIo6AjZWl+1VqVQq\n", + "Q6iib05omsLguo6Kvu1F1I0iO5rxYxQ/qvEpCnnHB583AZlkOCdozPNdJ5T0AGhW2DcaLEM9lHEs\n", + "CMOnKTDRINsssZrpQJpovMoqDDCUcVII0mbB7iOuiQlJomiI2BIHCpH8vwgPCJ/o6/KSTyt2EkW9\n", + "L7BNPbyqJ0ozPmgnZYACPT27zckUads2hQwYYlmWpCvMM+sEk3GaCYRRxH3j2ifLwTchJ65s4toB\n", + "x61Wi76sq5AJN1nJ5wn6GHG499kyYVfDUE9+a3+jPor2aA+ZfOIa38h7O05H+7KO7UWNB4BrnAph\n", + "0lhdRSQJsHmI64K2eJpUvhy/srxjuNoB7s8JID6BzqRvvOHkFHNSlotMP+7ZSg/PugDljPJCubMM\n", + "875nJo0HvjGZkxqRliQkPbea/a4cB7sPxoHPTbuvsGywvE2rAMEZaXC995hEveK4yTtvLXu+62Z9\n", + "Zw6Fir4KhaKOgI3VZXtVKpXKEA5p0fefV6+KmAcfLlyQ+xo/O3RI/umpJ6M04f+81yu6nIqA6zoq\n", + "+rYXUTeK7BiKoi8EEBgB4kL8uQznJuh5CrrODyVnzIcYlooEjZlJBhOQx8LQaRqBmHY7ZGNZwL1A\n", + "eB0wTVmFAaDodpkHdlpcokiSARxeo7hG1vV4TY98ekDkXYebQrS9bprLozNrnRb1vsC2/djac3LH\n", + "taejdFOULRq26Gv2q7TlECeggfR0wX4C98anmbDz7AIn0thGZhL7QBfi2gHL984lp6L/84wbeWDW\n", + "syt/IcS4a3temWREAAgR0/e/3f+8I9EecI17OzdG9THy0+f7UlcMMJEG140LDx8nkjCdWVHUeEAw\n", + "PXY645gUlaGKoOAG0d2Vp6xEW8d1fZ6uHO9cnpZoH9iXRTz3tQOOlxCs7PvZ9HkoJ425IPqoK9KC\n", + "wg8IkigvkOXI9uN770lC0njAqCq2xyjbHsaqJPAavkkAaa5VJcRNUmLbTiMiFwn0X9w/KTIBJ/He\n", + "ufjWZwqXIih7ApyKvgqFoo6AjdVle1UqlcoQDmnR98aXvig3v31735Zs+OBb/5D7Gj957VX58Jf+\n", + "W5Qm/J/3ekWXUxFwXUdF3/Yi6kaRHWX/GC3DqyzP+GCHCfaRXoc+Y2OSkSeU9GpqtnGY6Q8x8JoG\n", + "K1Mwz2OQzYI8wpgLaJf4lOXNmQZMC+EyttH4yVDbNvL2NTMNFGvzhgDmdWxPCpfRvCqi7wtbL8lt\n", + "Zyc7010UGiU9UN952naSAOESHyjwlyVqu2BOKnDBZfC3yf0uxLUDlu93l7VW9GX6XXkLISfaxE3W\n", + "4TEmse4hxhJTLB6x6VhUH2Y7zAuu4Z0UQcFs72baQaY5K4oaDwimx05nHIt4PrUC9IKNmxCXlnyX\n", + "8glenADg8jCmeJ5FNPW1A9PbNylKi+8dJ8RjHyGkcQzauiIcdqhkTnbLGko4aTzweZuzD4dE4En6\n", + "XeGbPFB1xL1bpCmfOKD8e659kko8DnlXMBk3iZfPwLhJSnmhoq9CoagjYGN12V6VSqUyhENa9C1C\n", + "YIXo++Fv/1bft2yg6Hvj4EEVffvaYxxdIm5autq1Mh9RN4rsaJboa4d3zYM840PasHw+g11oaLE4\n", + "UsRr1TpfoWEOmU564YHY3mxvJlMoyBoK2ESI52Ez4BJrfaIItoE+NMxX6UUcOw0Ub/DJI4ozpC/W\n", + "kTXh6j80zKUNg1nU+wLLfMruq/2hb7N6TSeBZUuY9Y3/wVAjKIQlHA8jrNlWTJrXheGTYQ3teikT\n", + "dp5tuLy/bTIPLsS1A5ZvK0Vfn7gQSng03dEn3sc9v/qXJ+i9D8ZJnycUDPlJdZIW9JxKet7zWWKn\n", + "jWlHG8iKosYDAukBzXQmkeekETKqgBAxMy2TwnXH9QsKS1n6a1w74KS3pL7ICRS24Oh7PpMa1jk7\n", + "7DboE95DETIe2JMdMDkG38HQPmxfwyTfbVyiY5UR927BesnrvUyP3TT1G/LOYzJu8gje8fDMQqSc\n", + "sqCir0KhqCNgY3XZXpVKpTKEKvoWIfr2XicPKPp+uH27ir597TGOLhE3LV3tWpmPqBtFdpT9YzRv\n", + "yFkX8owP9CpxzVw3mWT04b48HjFZjB1FgrP4Q8IcMr8ktuUxyGYBjYEwxOY1BAJVE31NocRnVKbx\n", + "0GdIZlhmnzelDxD/cJ7p2UtjWB5h0FfGrvzhO5gWRb0vmGm6fWOjPJ7815F9e4sDBXXUFcGxgKJX\n", + "mnIINYByogQEN9a3HXa7LISsoc3xyOXxB0IgxH5fmNi4dlAF0ZdCU5boEMg7vbVJ02vXZpIHIwhR\n", + "pegw5j7PfhvMg50mTk5AfWVFUeMB4Uurj+a7Q92Qp426GFoWfJewJwGwzWcRTpPaAe8ZN3HP1x7j\n", + "lghBnu3ICopw2G2wGaIvnw8cN5Mmfbrgmwha5/EgbkJGEWM1PaSje/T2qVCBPeldwWZcfZbxG9WG\n", + "ir4KhaKOgI3VZXtVKpXKEKroWwHR98cPfL8h+k54WUXfvvYYR5eIm5audq3MR9SNIjvK/jEaagRO\n", + "gzzjA407ptjkI42CdvgyeqQhZKbrvBBS3IF3QKu8gXDfOO8EkywLkOJSs70XaOiBEbAI0bcV3o4u\n", + "uERf33plrAefaEWRNe1avK6yoNfeiM9G9G1JD5/oizyAZt64LS2Kel/ghBCIYShnpBufouGqb7M8\n", + "0pYDDadJXmswPrPPvn5x3y1pKBOuPNuwDe82k4zMce2AYwfHu1aIvqETjmxibKaIhIkvLKc4sSqE\n", + "KE+KvnnX7iZCxh+2V1co1CKEhKLGAyLNOwNYRB5aBbwTIO0gxgtX/tLQ5ylrwxfimWnJgqR2wPc4\n", + "tENfXn2CHbe5ztGwzvlgjw+crJRVQA8ZD2wRkfdM836J9JnXIOs8HgBIO2jmCSxCzKbAT+J7CCiw\n", + "h0xuAuPSyglp+JQFFX0VCkUdARury/aqVCqVIVTRN6fAGom1OUVfpCG6zohhTRN9//W99+R//fjH\n", + "fd/8KLPuVPRtL6JuFNkx1ERf/vAPMWhSWLTDlxURApHhxnCtVoJ5QXpc6SRZFiBFX35vFkzRlzP3\n", + "k4zJcSijbWYBxVXT04Bla9dDkjEya558a7zCMxPb03oOEzzfDBHtEn2SvDjjUNT7gtm+wG9/9GiU\n", + "drtM8iJO9OVkEPSxNOD5ZltxkQbobyw9GKUBn2YgxJuGefCNzUnG87h2wLptpeibVjwEURYMj8u+\n", + "UZQ3JtJx24nXo3opagxkf49bHzHOM53PmTRii42ixgMibb2FCp1VBfObd1IBGLomr8ujkP09yzMB\n", + "CGkHzCvanZluk9gPcnIe0+qa9Mc0t3IyXzvAnIyYNNEtCSHtwB6Tskxo5DUwXpttgmOa/TuiLrDX\n", + "WDaJPoB9WeuGvz9Yx5jsGII4T3sfv9tXp/YkXoDvv0VNfrKhoq9CoagjYGN12V6VSqUyhCr6Vkj0\n", + "pdfwrr/60749A/jZoUPRPvyfhJBy+mTsi0HpjrtW3jSp6NteRN0osqPsH6Mhnj9pkXVMjgtV5iKF\n", + "KNsQ4fPCDCWFHRACWCtBAQ6MM6DQmAnCkMuZ8zDONQumYY7p8QlAIaiK6OtKB8vargdMNMB2nwHR\n", + "JSCHAOfgY4Nr8pphn9PAdV3bwArmqc+s44ENU/SF4HH75fFR2ov2BI+r76zlwPPNtuIjjx2WMRR4\n", + "FrjybIJtIi56QpKYFtcOWLf3dTTG7laEXcV9wZAJR6At+FJEKtIb87bDc6J6KSLMN8OWx4XwBugR\n", + "55po1A6ibxF5aCXi6ict04hnFH5YzllC7JoIaQccd+K8fZkuCluu5xdZd8G/KqAnJ8rTLv+0CB0P\n", + "cA+Q7+dZ3m15DbMtceJDqBdr1WDWhdnWzbxlfZ6av6U4ViSVU1ykiDiO2tDwwHe9O3O5i6zvuUlQ\n", + "0VehUNQRsLG6bK9KpVIZQhV9qyT6/tEXov8P/ckX+vYM4J9Xr4r2FSX68p5J14u7Vt40qejbXkTd\n", + "KLKjWaJvkd5yWcdkekilMWbCsIBzKM6mFY5dpFG41V6+BGfbI12u9JI4hscVIbqmhWlsLeL+ISFn\n", + "mwFbEKOo4zJqJeUbAh6uBc+FULAcXOeYQo7prRsC3zquFODMMIh56jPreGDDFH1hhKQgVrQh0K5v\n", + "03MsazngeJyH88324iKN6M//88QoHfDCLRtJodRdbcJmkpgW1w54febdd42ykOW5QYO4KfgScYb4\n", + "NPzm1nVRvRQxBnLCSdK1zH5mpyeviAAUNR4QafoWCA9sHF9XkSerqGKTk+bQ50LAEM98P0vq70kI\n", + "bQesX997oV2fbL+usSpvmhUNmGXMiS8hEwdcCG0H9GjlGJRFuHeNFXnT32rEjdd5JjnY4wyvhfvE\n", + "gWHZMa7Y6YnjKzv6+vn6WyMH8L05acJSVqjoq1Ao6gjYWF22V6VSqQyhir4VEn1N2vjJa69G2yG0\n", + "JiGknHifPKIv06SirxJE3Siyo+wfo1gPFD+m48I92ui8dEN6rn3iDY+XdUymuJkmLHMag18IYQyi\n", + "kJzVc6FoUExNMvJSMIFRJq8XThaYwgm9MULDwblQVdE3zpOI+UZ4Ox9wLXxCwdC7PnGTEzfSioO+\n", + "8nX1wzzG8qzjgQ3buElBLI2AHgIKoCzPIiYzpBGm2I9n/NOyKB1FeHkmgW3IN/mH6Y9boy+pjcS1\n", + "A9Yt856lneUBDdWhIZlhmMbx8DZziQWcwJQ3xPOd6/ZE9fLwvw7vu3J22OOYDxSsXXXN+snzbCxq\n", + "PCAoRoa+NxSRh1aDeQgVul1kVIrQyW18vvM9JO8EgNB2kBTtxB537OeESZabK4SsIhx8JlIwBbMi\n", + "tB2wn5NZJm3wGmbb4PXqirhnV8j7qA+uZ1jIb6O4/hfHhQev9l+fk3hNDC8x8omKvgqFoo6AjdVl\n", + "e1UqlcoQDlnR98bbb0eC5eG/+Yu+LdlA8TQP0oi++D8JSeX087Nn++9ThOibNU0q+rYXUTeK7Cj7\n", + "xyh+ROMTCtMA5/vhn3VMpiE9jSHTnsnOa8SJEz4+12c8NK9XFdDLIc5zDAYehq1LEmDKAssPaeDf\n", + "WUEvVkxMaCUQihnpcImAZvmTSfnm+mShxiuGcPaJNRSF04qfPtHXJVDmaU9FvaPZ5Q7PW6QfnyJh\n", + "C6DmfbOWA4X0EM9Piilzrh6I0mHXTxlImvyD9IBx4Yo5AccnqMS1Axqu7152Kvq/2eNWGkN1kuAL\n", + "FBXiGW2u0cLzt/EkYZ+Im6CQJhywD0WNBwTFiVAvbdaLb9JaHUDxKuvktv8/e//+b0dV5/nj8w8M\n", + "zOPx/fHzme75ZS6PmdG2Z6Zn2hv6sR1bvDTtBbUbFWm002oUjYJR2yh2sDUIQRFbRFFbFEUDhPs1\n", + "BEy4C8gl4R4DEXI7IRAScjunvvu1ar/2XmdlVdWqqlW7qnZez/N4Pc45e9euXZd33d6v9V4L4vFa\n", + "xjyjaYr7K/6dZwDlUSYO8hoiuPeAIfHrM5VEObAdbVUlNA54nFNV9iGvM7yHQIzgf9xf9xXen7hj\n", + "FVN5RmoeeY3/8p6PQhqI+QTTN++cxPvgJhrByfQVQvQR5Fh9uVdJkqQQHbam7/YbbxwZn3WIMY9J\n", + "m757Lvjp6HuKKofz5iXTV7KFfSOq0zXTl8lxKKvCo+o5mfP1JQSyZLdkpyFdVBHrCvOwKxYmbTiE\n", + "wHH8fK35fZoG0xeUjc8mcM2SvMoKCGYk3s9KhrsmchFFZg26aUa3d5imTMV+1jhpOJaw/LZZBXMB\n", + "r1Wp6op1j+aavjBHP7zj82YdioysMjRh+pYxFfkdFz7whFkO/DRN3vfYFfy+5aWKkst5ccBtDCMV\n", + "vyd93sozimzRYIKyjm9CoyrE6M8SzjEf3rXI7Ju6FU48RxR1A8/185nVfK8Osc4HNjQgi7Y11inG\n", + "OrRN6DGZJ26HMuY3z2M491Y1k0iZOMg7f9K4wzEM2CgD3Ve70+J1SNSH50yoyvi6JDQOeH8P4Xiv\n", + "Ahvj8BmhbLV7V+F2ceMdqtK4A9jj+XJe9vkz67jn+2UbO8H0zdsfHJ4gds8uQKavEKKPIMfqy71K\n", + "kiSFSKbvQFVBlWzdeYAd73vPaD5Z86MxHMP0fWHJPybbj3p10Pzy5iXTV7KFfSOq0+TDKEwNPESX\n", + "qSRjIgBCtYmPKudkJv1hmPkSAnli9QZbpocaoxBaozN5iURSUSK/LeyEV0gyhUnwSa8PK5KRiKWB\n", + "UzUpDBCf+GkT1wQsMvCYZMuqeAztZpVwG+SZNeySuEwVhG853KQoVSeeYt2j8RyBZcEyYfv/3RNn\n", + "mHUo27V1HunWHsccG1zA+KYhW9aULIoZW/wOnF/ZpWEZM78sHC8P3+WDFVYwenzLC4WMD5oXB9y3\n", + "bZm+bOjg6z6Wsg3fkAQ6txuumb75hQixcOLmL5v9U6dhA3tNyNrHxK5QdpfFNdeqEut8YMOGODhv\n", + "5V0fY61DF+CxkhezWeJ2KFvhyPsQ3jNBVSkTB26Fpi3XyOff7nTTtO+7gN3dcp1tWiYOxjHvf/YI\n", + "gfcyuGbV7aK8K9jr5Ma9fT8Rin2cu/PjNvMZs3Uao8D0tRvx+qjSuDEEmb5CiD6CHKsv9ypJkhSi\n", + "3pi+Oz9yYrL95z8b/lcdVLaaeeWYvuj+GNPgdx626Rsyrm0WnIctl5imL+YVOr+8eT3/6ZNqLZNM\n", + "3+kS9o2oTpdMXybeqKxET5Vzu22s+BICeWIVIhVSWYVEof05VGV1vbvHkC6eKSaBJm36IibwvUiw\n", + "fnJF2lVrnWVgV8h1DI+6uMtgG3iIoUWXrpvXlR2TbFnGFSsWQo67IkOOcDokxULxmb6usRojnmLc\n", + "6wF32RBjJ9z9E7MOMbv8w/zwQ+z9XbVqJmu7+mSbE6wKR8w0RdF1wNfNoysaonndPubFAbfPx4bd\n", + "O+fNJzZ5CW5bbFwUuu9tA7WKMQch5k5Yf7bZP6jMrwrPOYinPPLiNFZVXKzzgQuvPdhm7rJTIXHa\n", + "F0KOyyzx3qeKecb7EKhOt7hl4oDHaJaZxOWh6eQ7lrnv68avSLGfByZl+uLce9G9z9TqXt4+btjD\n", + "T5X7mi7Bc5+vS2XeT6ACPhQ2WPI1oKUxC7nPTHmfgyF94uC4zLrOwvTFb15nffuYjRvrXAt9yPQV\n", + "QvQR5Fh9uVdJkqQQ9cL0HZmry88cvlIdVqfmmb78viIjtw3TF1W6RRRtb1QWhxq2efPiMu1a9o3h\n", + "K9n45iPTd7qEfSOq0+TDKMcCdbt3zYLdVTJhmNUau8q5nYmYEEPTFRId+CxVVAmL5IPdnXNfWvnT\n", + "GA+pZOa6TdrIZoxgn8Qwfd0q2zbA9+OHsMIFSUOaobbRUGQs0KANGauYx2iRWQNoTocahL5tyxhz\n", + "qzrzEnFF1L3XI0zoc+w6HOfHX3+FWYfQhitF+Ex22/Stan7nmWmubNPXZ8zHJqubbxIy1npIxVRe\n", + "HHD7sGv0OiZCWfIS1RQT3WW7MeX5sIoxB5mGDb/7fu0YCI0jGjm+bcHrft3rZazzgQtjCKZC1j0A\n", + "jmFMM+lK8ibIq34tUh2zi9cIaFJmH+B3+vYtz8s8V/u2CeN3GvZ9F6ARD9Ux0ps6H2Rh3+Nw+fuO\n", + "fY/ixj1Udj2LGpTg+oD33WOJ98a+5cC8uBy+5zyavnn3WGXuh8sg01cI0UeQY/XlXiVJkkIU1fT9\n", + "zdqHvLrqmtu9r4fqwaWnG3Pxvs9+0ft+GT3y6c+Zed1yzk/Mb8id5u7zLzKv47f7ni1OFzJtnjgP\n", + "W+40zwy2L17//Xved8h7roq2N+az7gunmnkVzS9vXvhsnWWS6Ttdwr4R1WnyYbSMoeBWLfFvn6lY\n", + "JYnjGz8qVEgCcnmKuodGsgGtzTEtqlTqVAxMGnsfFBnbnG7S2Mmnz1yaJpaRnK7KJCodi8D344ew\n", + "qgKGDAwG/G0nmW3TLgt3nlmgghXThRyjNO9CE2I+0zcraYfXoCrETOpyObhcJ/zqDrMO+ImBr+rV\n", + "jum8hGQeRZVqtuwuDstUhVel6DqAZYF8y0qFmEh5ccDt85FfpI0LJmn6FiW4oaKGHFnQUGZDhbLC\n", + "ueRDqy+uHQO+Y91HnnlQNfZdmjR5eG52G61QNCuwX/pOmfsBW/b9UhVss881fcpQNg7s6667Ttyv\n", + "efs/VvyKMdymk4yDurDxGFWnWr0r8DqTdd4rG/tFz2O8x8U9iv0MmHeM2ia7b8gDmr649mAaX0xh\n", + "iBNcx/BTNDZ9GWT6CiH6CHKsvtyrJElSiKKavv+//+d9jegX/+01xly88r+/0vt+GWEemNei//gm\n", + "8xtypzn6P7x9NI37ni1OB+Fv3zQh4jyge1+fjrX78n//Tu80MbYB5vPl//QXZl515sdtWXUeMn2n\n", + "S9g3ojpdMX3ZOp4VQHlJhLJJHDt5aScByojLE5K4h5Do9xnWXYeVY76W8hQSNZimjWSWbRqcepW/\n", + "GqAMZWK0KZhkInZiC78hu8u6kKR6aLfVoWYNsBNiIWOeodLYnTYraVe0PnnETOpyObhcOO4/vGuR\n", + "WQ9U6dbFZ7La24TmZpXGIu6y54nTcizWMt12lyWvYQXO71iOvMY0oSZSURxwHhC2+aQIaXDEhHXZ\n", + "Klf72lali2dsW1az45xRFY6FWJQozzPAuR51r5tNmjy2Ienb3mXNj64Tcj/gqmoDBht28Vyn6rts\n", + "HNg9bLjrRKOI8jVaYAMtxIiIA88XdRpRNHk+yIJjA0NYh77D6zTOb27cQ2Wq3HkOzeqGmeK51N73\n", + "+B/yTc97J8o9P9P05fkpa7/wnjhmQ1CZvkKIPoIcqy/3KkmSFKKopu8tax706sqrb/O+HipWuT7x\n", + "rnd73y8jVqfe+5kvmN+QO82D/5RWFqMa1n3P1j3n/Gg0j7vOv8g7TYjweS7XymNSM9qdH78H09mv\n", + "+1S0vTEfu9LXNw2VN6+n3/5XtZZJpu90CftGVKfJh9EyhhIT4xwziklwX7KnbBKnKGERS1yHOonK\n", + "tmGLfl/3mxTNyEkaJ8RevmkwfWm62d39srtbmuuUncRigjnLIKHRhu7q8sA0+AmtauCYZyHbi/O2\n", + "4TFirwvXE8dnFWImdbmtuWxI7p/41NfMehRtyxB88eYz+avgLnueOC3ih4ZdiJFfhbzrABv7IGns\n", + "W06I3esXnW+K4oDrHDKvWIQmuOt0b163i2d8FvsHP1UIHRcc2LFuLwPOB3i96jnApmmTh0bUKZ5r\n", + "JF6H+tjgy4fbGC9EVRswxKZsHHBdfdWMdoM+yB3btG51s2iOps8HPnieg+rcn3YFu3GRHfdU6DUa\n", + "hDxjQDzmcM8IihqI4T2I52e3YQZN36Lnl6LhKKog01cI0UeQY/XlXiVJkkLU+TF9Z59/fmR4bvvQ\n", + "B4evVofj0G765rLRfF047m/ReLej8YEHqjumL5eLpq87P34Ppisib3tzHGL8xvjAM289eviOn7x5\n", + "1V0mmb7TJewbUZ0umL58mLe7JmVlhS9hUvbcjnlgXnnGQl0xaQ31OeFrJ3eQyPStK8wFvN9GBYNt\n", + "4J92TZpcRoVOVVh5GXsMr1BwbOD77cpPbn/bBITsRDOrILA9fISY2T7DuQgub8h4wZgOPzZcFzue\n", + "6jYiqHOv5+IuHxKPHPMUXWHXpUnT156PvX19suOnicoWm7wq0JBKwrxrgU1RHGAeVNVYK0tIgpvX\n", + "jrLj+RKOvVq1i2dcdz+yb2HmPiqizDiI6K4Ty2o3+oDKmAZFxDwf+ICRz0o++1ibRuMvtNGCrToN\n", + "GGJSNg7sewt3ndxrsXuO5fuTOq+IcJo+H/jgMweUdY/WN3jOc8/dEK9hOL8XQVM2pJESzyW4juY1\n", + "yrB7H+JxbD9PQjR9i87TTfR+ItNXCNFHkGP15V4lSZJC1HnTlyYlFNP0ffy4cZfJLm2Yvs9/+qTk\n", + "pne9LfmHz5x4yPy4DXa899hk+1GvGb6azfaf/yxzeTgv/Oby+whZN76/433vGb6SjS8GZPpOl7Bv\n", + "RHWafBj1de/qg0kA25TNSwKXPbfTWHCrM2KKxkQbRmhsioyYUBOmCZjQgcHx7VXpctRJtPpM10lS\n", + "xvS1KxeKqqlC1svX1XAIMInxudPnTs8Uu5e2u4zNSqrXTZjHTOrSDGViE8lEdn8bI0Z8FdhYb3yn\n", + "vb+rYM/H3r4+2aZvSAOBOmDe+PER0vUxl7Vo7O6iOMA8qJDkdIzGOyEJ7hiGZ15CvkjYvidu/rLZ\n", + "RzhvlKXMuODc/u4yxLymxDwfZEFTB/HLdZhW449dLYfcP9F8qdqAISZV4gDLDrnrZRtFkNsgrs2G\n", + "cCKfSZwPXHivA01L1X/R/UVoYw/2ZBNyn8JqX1wf8q6lnI5dyvOewT5n0fSFirpi5z0u7l9997e2\n", + "UBlchExfIUQfQY7Vl3uVJEkKUedNX5qPMDxjmL4wKDG/rpi+BzdtMp9/aeWlyauuviB59ddPPmR+\n", + "NGppWBex7ei/zDRiOS/85vL7MFXAb3mzeT9rO+A9qghfDMj0nS5h34jqNPkwmqb687uMRELEV/3D\n", + "5CG79rIpe27Pqi6KKSY8kOzpO0XVaXldb08CfDcU0/StM55lHVxz1q60ZiKLhg4SWdwHRSYJqxXy\n", + "KnKrmn38XMiPbZRmxRXXpWrFdsykri+x+YGL7hitT12wPTAf21zD9/E78bvqWNkhBiPFMfjQaKCq\n", + "+R8C5+07vuxY9y0jxWmKkudFccDj6AMX3Gd+F0FDuk43tSGmdpnxELMos+9dGdO3Rhfmvpj2ATMA\n", + "y+jrnhPnBLxXZOyHEPN8kAVikfHEc4VrPEwLHOs2pKeULpmfVeKAZpHveMXrlPtejGNYNMMkzgcu\n", + "OD8gFqYpHngesBsf2gp5Lgi95lNoXEGDls9xPrPYPf5YFWzfa9qmL4/zrOc1NmQK+Qnp9UamrxCi\n", + "jyDH6su9SpIkhajzpi8qYGH4wvCMYfrSpLRNX3QhbTNJ09c2Yf/NhWfUNn1pImdNt+eCn5r3/vV3\n", + "tyXnnPLxzOnwXWabv/ud5rcPfk/WPGx8MSDTd7qEfSOq07bpSyPINrQovA65lDm3V+mesKxYqYV1\n", + "mAbsxIxb0QIVJUyahssWw/QFIXHaFDRQ2XUwK0SwjWmG0tCxY5gGYd66F60XzZqy3fqiC1gYPCHC\n", + "eJ8ECTkss5s0LDKwi4iZ1PWZvjCpPrxrkdlWdce9ZQU0tg2gEYZGIyH7NI+s7euTvc1DGghUhZXN\n", + "vmoYO9Z9ywix8U/IubUoDrhvQ0xf7hcIlUlVCL32oNcCTFfnfFqni2fEArswL9sABOBz+CnqGjpv\n", + "f4dWiYUQ83yQB40FdiNa9zzWVexzlLvfXNG8b6tBmE2VOOA5wlfVzPseX/zyvbbuiUQ2kzofTDs8\n", + "32U1/ghp8MHrlO8YyhLPq5RvGvf447UX4jOMbfrSJM5q0BV6j8uK4KJ7aJm+Qog+ghyrL/cqSZIU\n", + "os6bvhhzFlWneVWpZaBJufk1rxz97Rq2/C4YznlMyvRFFTBew3bA7zw4bdZ0XOYl96/1fhfBdsf6\n", + "b/+nr3rndWD9evP66r98feZ32fhiQKbvdAn7RlSnqYdRPBDjYbioeoxdffm6EobZYj/IkzLn9ipJ\n", + "hrJiorNORVjXYBfPvsoxJuizukZrGiZ4frDmcfMbqgNNizZwq21tY8Q2EdzuW/Mq4UlRBR7HWq1r\n", + "ZIaSlVCvWyUVM6nrM31RwcJKyLIGuQvmgR9in59imb5ZSVlbTNCyujpv3N2q0EzOmm/I8papHCyK\n", + "gzKmL6uaqKIqYx9Zle227G5j6+KeI0KF88yHbk0rm8qObY5GHfhcyLjgefs71jYAMc8HRfBahPuX\n", + "LhmeseF6Yt99bRAvWeJ+bOvewKZKHDBGcUy4Mcr96zuei7qLFe0xyfPBNJPXaAcKuSctqhb2yb5G\n", + "Zn0337ev0+4zjG36uvc/VUFjNlz/zp87f/iKH5m+Qog+ghyrL/cqSZIUok6bvqxaRXVqbNPXlmt6\n", + "8ruyKlwJTNgNr/ozMy0+UwXX9P3ov3zD/H/7tZcPpxgvT8g2oDGcNR3n8cm7b8w1ffG6mfayld5p\n", + "uNwrj3mT+V2ELwZk+k6XsG9Eddo0fVlBklUJxSSb2+VjmXN7XhIvhuyExDQl/GhY+CrHuL5tQfOG\n", + "lb51l4Wt9e2q1Enhmr62CWjHv8+MLFp3JKIwb1+VJQ05mH022O84VmJU3LmwgYfbdSYNhapVUjGT\n", + "ur7tjO1RpxLSBvPAD7HPT+wetmrXqEVJWVuuwRzaRW8ZihKiTMrmjRVaxkgrioMypi+7ZaaZU8XI\n", + "Y4W+r+EMxV4iuB/qEPJ9PmEZqo5bje6g8bkQszjrWly3sYNLzPNBEbxOoiFUViO1aYCxFaKq3dPH\n", + "pkoc5DUSxPkZr7sNFHkPiEYXontM8nwwzbB6Nq/nCp4DshpJlRnP1xYa3uF7fde2rN5AeCyzhwLb\n", + "9I11zSlq2EZk+goh+ghyrL7cqyRJUog6bfruXXXjyHAMMTxDwDxcuYbmrmWp8Vpk+uJ9mp5YvirQ\n", + "PD33F+cb0/fSK//B/H//v3x7OMXYqLW3Rxao0MU0kA9jCh/16uSo638xMn1fWPKlZPf3/mUkVvHC\n", + "bJ/ZuNH8/fyiT5kqYsLl/s4H3ml+w6DPwxcDMn2nS9g3ojpNPYwyGZzXApqtvvFAz4dxW0gO430k\n", + "i23KnNuZ6C+bZAgVW4xP2zh+dhfPduVYFxKc3KexTN8mDK9QXGPWNkZsM9RnmLDiOsugpaHMrqNt\n", + "ssZxxfygqsZjHpw3l5+y17MKMZO6PCfZyUWcOz60+mLv9iqDryrSNj6zznehZB2zPrlJT45hV9fU\n", + "tkF30ZhnVnV0yFjrRTFuUxQHPG8Umb52d7Z1zu+TGs+XMMldtotnxALHrXYbgRRRJm6yrsXcxrHO\n", + "OTHPByFwvagqVeFdB8cEYjREiMMuUCUO7GPfjtE8uedS0S0mfT6YZniOw3OA71jgvZzvHGDfn/g+\n", + "W1VsLOe7RnN5cA22TV/cc+B13IPUJW8ICyLTVwjRR5Bj9eVeJUmSQtRp09c2emOYvvZ4t7ZcExVm\n", + "Ll6fpOkLAxam78Fr/6P5/8Fv/vNwiiS548QPJOvecNRo2izTF2MT432MfZw1HZYZgun7R//yFTOd\n", + "K1YLf+x73zD7buYtbx69R7gsp3z8A+Z31jIRXwzI9J0uYd+I6jT1MErDKS8ZzKR/VlI862G+zLkd\n", + "n4eykhR1RVOiK4nOmNCQcg0wvNZmghOJZSzDqVetr20YgjZNX/e7uW6u6cuKMrtryaJ1z6u2zzo+\n", + "MT8Ix2ZM84LJdFTDcfmpMsaej5hJXXv7c/lMQ4dLfmO2V1lTzMa3P2xjsK7pC1iRZy+/T2y8waRn\n", + "mYrNELiuWd3+hlQNMTEb2sCkKA5ozp04rN7Nijca/zBkqyaHQ9YPijGerw27eM4zml2NtvPwpwxl\n", + "zp1Zlf40vmMNjxDzfBAC9h2WnxLdoGoccD+G3jOy0ULdrmJFM0z6fDDNZDXcofLuYdgoCfetvs9W\n", + "VV7DKbthsW36QngdqnufywaUaOSWhUxfIUQfQY7Vl3uVJEkKUeumL81DVJGaMWQtYxHm5I73Hmv+\n", + "jmH68rtcuYYlvhev43ceeD+m6Yvt5DN9H/qL15mKWk7rLi9hJfD25WdmTodlhmD6wmSGntw1Nklg\n", + "8LJamMsE3Cpj/v8Pnzkx87tsfDEg03e6hH0jqtOW6UsTy2cCUTQYkSy2CU3ihFZtwCjBeHRljWEu\n", + "H5IY0wj3kV05xu5Iq1S+xYLGXCzTtyhWm8Q1TZikYvIMAr5YLjIJs7pwBqxOsKswXfOiSpe2WeQl\n", + "/Ph9VQk9H4TA2HJNU5h3H9m30GyzqmMgMzloG6tcd3xH0f4MgfswpFKN3w1YhZyXuCwDK9izjqmQ\n", + "BHDZro+L4oD7lsZo1jnDrdBlt71lGvb4Gmm4ovEOxYKmPxLhvu/MEj7z4R2fN/ssxMAlmB4/IWNB\n", + "c13d745xDreJeT4IhWZIm42hxHyqxkGRseUKhhKmj9VoQcSljfPBtMLri90Q1FbeNdu+t/V9tqry\n", + "rh9246sfr52/zDGvO7jHxnUwa4gYmb5CiD6CHKsv9ypJkhSi1k1fmL0wDdGlMs1GGog0KEGTpu/2\n", + "tWuGU6TgO/E6vzsLvB/L9H3H8iXJzg3XHWL6sjoZ5urvb77J/J1lsLJb6u03ZncDzW36xyu/n/zR\n", + "peca0/fipx4dvpuMjHcI763ekL7HKmKuJ/dH3rjANr4YkOk7XcK+EdVp6mG0qAKIBoc7PporTAPZ\n", + "hCZxQhLvrHKCyibKmeyb5goPGiTYTljnGMZUXZBcxTIsXvlQlMRNl0xfO+GM3xDh/2ycENItKuaN\n", + "H9eUYde7toFJI45yG1vUIctMhfh9VYmZ1M1aTsTZiZu/bLZZVnfFRbhxhpjFd2He/A78XzcJyfkg\n", + "AWuvgyskQjEdK13SSAkz8PLA5zmvLIM8Lx6ovAoeH0VxwO/MM33zGleUOc8XJcehsqZ2CDyGQ0x/\n", + "W4iFsvHt6648C16LfcuF16FYPQvEPB+EAnMB61i1twIRn6pxEHLs2op13hbN0Mb5YFopum7nNWSq\n", + "Op5vkdz7GBfeUy+77pF5n4vZWIPDHGQNZyTTVwjRR5Bj9eVeJUmSQtS66Uvz0B6LFmPJAhqUgOZo\n", + "kbmYB+fh6vZrLx9OkYLvNO8d9ZrhK34wXV3Tl+uPyluf6UtT/GVnfdEsJ/7O2gY73veedNlzTF+8\n", + "ju+Eobvk/rWj3wTbHtNAeG/lYw8O3xnM/73HjvaHTF/JFfaNqE4bpi9bX0NF1bVIEmM6O5kamsQJ\n", + "Sd6xC2kqNCGB5WayAeszrbjbsKwR0wQ0yz654oHR8tRJ3ISMP90UrBCg0cYE1Vk3pYau3bWtbQhj\n", + "X9AYzjONfMehbcrZMKGHbRo7ttlVuNvIA9WUeB2J86rETOpmJTXx/wm/+77ZZlUbB7imLxsvcEzz\n", + "WOaBO98sud9X1FAnlJCuot1Y9qns9iiKgxDTl9VIdgMgxigqgEOZ9Hi+Nly/vO92hW1dNr7LdAnO\n", + "hL97/LPRVZ3j3yXm+UD0l6pxEHr+pDAtFHM4BBEPnQ/iwXtvnK99xwLEnjHs6yuODR4nvs9U1Who\n", + "Aus+2YUNjj7+q/kNjtiYK8b11+5Vx9doTqavEKKPIMfqy71KkiSFqDOmry2MKQtgYqLyFNCwLTIX\n", + "8+A8XGWavgPlAaMa3S5juhim7/OPrzjE9N3+j59PnnzlnxkDdtXmjbnfxfdmNqbT0Ty34TRZpu+B\n", + "9evNNKvf/fZDTF9TSTw0wrncR57/tczvsvHFgEzf6RL2jahOUw+jNLN8lV5Mvock1XyJ/9AkTtYY\n", + "grbY2pvfA5O5yIiGaBbnGW7TACvH2MWzb39MGiaeYPoycZNVeWALyR8fMLkQqzC9Jg2+Fz+EMfv1\n", + "6x83v+34crvHY1VF3nij7Gb3+rnrh69kr689fx4XsarYs0y+EOO6iJhJ3aykJo73D62+2LvdQnG7\n", + "1Ob2ZoOKWMdWaKMa9/tYrVLV1Canzp1q5gNTMIuQ5eM0oRTFQYjpm2XW+hofZcHtj4YT9jxcxR7P\n", + "l7Chjm1cFwmxcMLdPzH7DXEQQmi88JjyVfk2Ue0c83wg+kvVOGC8utcAn0JMJ9EuOh/Ew9cThive\n", + "O9oNMUOGc6ii0OsHr/nssQiKce9pw0Zzvvsemb5CiD6CHKsv9ypJkhSi1k1f22CFYPLCTAX4nwZn\n", + "DNOXVayoWOX3Qa7pu+3ED43eywPvn/LxD5jf9hi8ZaB5CtP3xQe+fojp+9S735H89D1vMwbsmevv\n", + "Nu/t/MiJyZ6fXWDeJ/b2wfbG39x2NnydZu/Lr/qJ+W6b7Ue9emT6nn3/7cNXx1XHMIbZlTSmyfou\n", + "G18MyPSdLmHfiOo09TCKh1/8+GBiPa/Ki/K1xg5J4oS2LLeT+V8YJitgvPmmtcWEfZaROE3YCZNY\n", + "xlQd7H3L+AhRVqVel0xfLqsvIcWKBbu7ck6fBcxezN82clhx6po7+C5+N6sb8wzlMnA57WMI6ovp\n", + "a7bHJb8x263quLdMCrKS1t7e+I6ibgrLwMrqvF4O3Cr5GBXv7PLXN440CUkcMy5wTg6lKA6KTN+8\n", + "5fIlsrPwHaeu2GADig1j+MRBPIVW++I8evz1V5h9F3oedOM5C56j8dv3vXgvRrUViXk+EP2lahyU\n", + "qUqMcf0SzaLzQVyKjg02iMU9CHEbLMZS6PXD1xCK97hlevDIg/dPaPTmItNXCNFHkGP15V4lSZJC\n", + "FNX09Qk3+Xna9qEPJtvenHaRvO3d70y2Lz/T/M1qVfyP6dhlMX678wgV533Pe9PqXOqmSy6aN93j\n", + "x71v9J79uiu8T9P3t6ed6p2mSFymV119wTzT99IvnTzaBhjPF+bqKXcOt8FQeN+dz+h/TDPcdqPX\n", + "httw/a9+MTJ08b2QPR2E1/idfG3moYfS+X7/XLPf0LU1TV/3u1z5YgNyYTzmyWfilpUvrqV6wr4R\n", + "1fEdD3XJ6j4WlB1zEKYFpsdDO8GxXURIy3K3SgMVWjQE8sbDPNyqO+wunvEbahsuBxI3SPwUKc9Q\n", + "y4vXJvF9L9eL29qutPWZUkUmvM/QZsWpW5HgVsazm766DRtY+eg75rFv8F6diuKQ80EoWaYvhNc/\n", + "sm+h2Xa+LvyKYAUsjFGA+UGsduX/MQg5z3LbM2FKw9aXtAyFleV51aIhpmiVuCiKA26TjwzP8W5c\n", + "MzHtq5BlRRGOkSLcLvF9aqLC1YbLgPNeiPGL7X38lWkDkdBGDZgWP3nHgl317KvqRgzgfeybWMQ8\n", + "H4j+UicOeF0tOnZiXL9Es+h8EBc2jmVjNVc+M5X3llmfqSoep0XXD947u71v4DUoBrgOZvVw1cRz\n", + "thBCNA1yrL7cqyRJUohar/RFd8HozhmVoqgktStW8ZsVpPbrVcG8MA+Owzvzhpeb33ddPL/SdfNr\n", + "X21eh/LA+zB90f3y+q+kXVK7oLoY65UFl+mTd9+YvHT73xnT97l3vSy572/enexdlZq0GDcX5ioq\n", + "c7GtZt7yZvM63ieomEYFM8D2xvtu9S23ISqbMT90F/3B265K/njl94dTjDnyV2ePTF8bfDeqsTEf\n", + "rDum2fiq/20qf/PwxYBM3+kS9o2oThMPo3mVkyEVaLZ8lRQhSRxWdSEp55sv5Eu8czy3rCQ1xAo5\n", + "24ieZmiWsLoZahua83ndw9oqSg7RwJgkvuOE29c15Ajf53rRNMkyZmks25WXMHXwGs1H4s6bxrNd\n", + "sVGFPCM1az3LEDOpm7esMMFP3Pxls+2Kqht94HP4AT4jHP9DsSgyLnwNC+xlrEJet/6E5mreubko\n", + "rn0UxQH3Lc8dbsxlde1M4T0I+y6PovlAvIbUifsibOPX7tbSJ14LQ/c/Gwh8bu5zw1f8cBl8RjqE\n", + "+Mf7SMrHIub5QPSXOnHAXhjyGv9BZXoAEO2g80Fc+Aznjs9uC9ccTINrZZnK+bKyv6eIz61Mr8v2\n", + "cvvGH65DVqM3mb5CiD6CHKsv9ypJkhSi9k1fx5zkmLI0Q2lsNmH6wlzFb7drZrxGZTH7/PPm/asX\n", + "vyF54B3/J9lw/HHDd+aDcYlhyGbBZYKh+9LaY+eZvnYXyuiC2e6GGa/b2w3/03jF9oY5y7GRCbu3\n", + "Xv3YQyPTl+P6uuA1aMHaq4avpGCemAf0lq+eZKa56v3vHnXJnYUvBmT6Tpewb0R1Jmn62g//RUlo\n", + "ytcNZkgSJyRpl5V452dPyahEY6IhZqK669Aogcp0udoU3EehlQNF5iLNqioVnFVxjxPbcMxaXne9\n", + "Q0xTe91oAuPHhscmYpvbzD72QpJqWWDZMA+f8RPD/IqZ1GVFCMewtoUE/wnrzzbbrsq4t/Z2Z0MK\n", + "msvc1jF7D6C5iuV21wXyNahhNXIVUzuve0ObkGO3TDKXFMVBnunL/ZFXGR1iRGN5MY19HPnU1Hi+\n", + "LqzKwvflNZBhLPzDns+Yfeg2CHHhvkavAVlwW0BZ13u+H5OY5wPRX+rEAa9ZeQ1TIDasafo4FtXR\n", + "+SAuIceG3YODe68TS2V7XLrqd2kFMpaN86jSuCwPNoayG1kCmb5CiD6CHKsv9ypJkhSiVk1fGqcw\n", + "I23wGsf6tU1e/G8bnWWhwXrah9Pum/NM39V/+XrzGya0j1HV7LdfmTz9zj/NNH0xDaqZs7BN3723\n", + "vGWe6QvDGGPr0vC1TV9sH5rJXBYa5Nje9vuE3wWzN9T0RTfPNhzXFzry/K+ZaZYtWWT+P7gpu1st\n", + "XwzI9J0uYd+I6jTxMMpxRN2xIW1Ty354L5JrAIQkcTA9lJfozkq843toDLimMcer6oLxOUlYsQXZ\n", + "JlFblDV9fVXdNjBeEbNVzK6q5Jm+Wclk7gdWynO98qpx7XVzv5NkHZusZKpjyrrLbCtrPcsQO6mL\n", + "5YHcZUWS80O3Xmi2X57Z5cPtOtlNnPoM2LrYBqTvPOj7Tlaq4BxeltPnTjefdbsNd8F3Qu7yUEzm\n", + "IjbKUBQHjHGf6VtUkQr5xip0QfIY09iJZVd2Y4qmQWOOEOOXXXIu2PYVsw+LzoOoZMJ0eY0fGONl\n", + "Gh3EIPb5QPSTOnEQalRhGsg3bIToBjofxIXHRt41jo0R0fAspGePKip7/di0eZuZPl2utBESl7PO\n", + "/a0LG87Z90EyfYUQfQQ5Vl/uVZIkKUStmr5Z1bt4rQnTF90S3/XW/zsah/eFhf/N/PaZvqwGdpeN\n", + "cNlh+sKkzTV9B8oC1bnoHhrmKwxf2/TF575z8seN2ftXN1+S/MlVPxl+Kv0c3t9/113JC0u+ZP6G\n", + "iQ6wvX2mL9YfXUCfuf7u5HUXLUp2P5wavzSAbbJMX1ZiP/Wuvx5N8+5ffM+85pr3Nr4YkOk7XcK+\n", + "EdVp4mEUiWBfQjgkWeCTawwVJXF8Y5+6Kkq8Z3XzHLtleF/gvoPs7mDbIs9I9IlG0oKMqoA2TF+3\n", + "cYRtvGaZoYxLGilMfOWNNWobNPxOt/u5LLOK87fHZysLknKYB+ZlzxvKWs8yxE7qYnkgd1mx/GXH\n", + "PSWu2c4uEtmopGwCMxRue19XjDwH2sdEVoOdItCdMz6HCpe8annGOLpVdJeHCjFXfRTFAb/bZ/pi\n", + "G+C1vC6ZeQ6Bsgg5LxU1QIkNDCkeZ1m9V0B4n5XsRaZ/0fkS38lt6jvuIXYvjm0Wk9jnA9FP6sRB\n", + "yD1k1cYpYrLofBAXXkd9vaFQvJ/BfWlT4/mWNWwRB7w+04AOaTRZFt5D2Q0DZfoKIfoIcqy+3Ksk\n", + "SVKIOmn6wphEdaz7Hv6vY/rCBEXlLE3fXZ/9r+Z3FdOXFa9rv/+qTNMXla+YBspi24kfMt8FI9Y2\n", + "ffm5N53+eTPer1uRy/F+KY7nC7C9faYvX8O8llzyXvNddzx5g5lvqOkLsA+uuvBHySsu+nzy4PVv\n", + "Nr851m8WvhiQ6Ttdwr4R1WniYTSrCoiVP2VbfLMLWI6bVpTEcY0xn0IS7zRMmCi3k/6HY2WHzyxp\n", + "iyqxlNdlLGO2yOyIids4wl6nrLEufQk3/A9lYRt5rOR0qzHztieXBcZ/FWj++KoMs9azDEXng7Jg\n", + "eSB3WXn8Y/vhp0xX4PfM3WM+w0SgO+5rU6YvzfysBC3egwjN6aIuml14/BSZxSHnZlaX83wfSlEc\n", + "sPL5Qz+7z/zmeYwNWvIMHopjAGYdC0xwtz2erwuOL56/sYy+5cJ7J/zu+2Y/utduF0yDn6xjgPsZ\n", + "hpjvu6CmtkPs84HoJ3XjALEJZVXHN3XOFnHR+SA+PDZ8xwXFaUKmrSI2wA29L0Uc8P6Z13rbnI6F\n", + "PYQKGsMBmb5CiD6CHKsv9ypJkhSiVk1fdjfMClUCY5Jmpg3+b8L0veLUzw+nSMFrRaYvl/3xK/80\n", + "0/SlqQ1lgc/hu2C+woQ9sPqoeaYvulA2Jq1j+mKbYf4Uu6E+8ldnJ6fceWNa1fu+95jXCMbdxZi8\n", + "mNeZl77DfN+mp1PTF6YzuWdms3nt5Vf9JDniom8PXx3z5K6dZh7Hr/iImQeqhs1YvzndWPtiQKbv\n", + "dAn7RlSniYfRrCogtrL2VZ3ZojnHluEwovA/K0yLkjisosv7npCEM4xdJspRlcTliF2Z1BdgIF10\n", + "7zMmcdI2NCnzumN1lZckcg3YSZBn+uI35IPvcb3yzGxgV5lmjdmaV6FYJ+5xDOGzWEZ3vhDeg+oQ\n", + "O6nLZfItL9bjxM1f9m7DPNx97X6He46LCc9hMK3tdYF8sYPlxE8ZUPmMzxSNBZsXZ1RWt/tFhMQB\n", + "5ksxnkOWicqrTmWsQ77PUlXXry5Fxi8M2g+tvtjsR1ak+2BX5Z+b+9zwlUNhowZWsvsUo8rfR+zz\n", + "gegndeOAjf6yKhR5zp5k4w1RHp0P4sNzd17jJjaQgvIa/1RV2QaDjAN32bmMMWHjSt7vyfQVQvQR\n", + "5Fh9uVdJkqQQdcL0dYFhSdMTBiPAb/yfZ/rC+Mwagxc0YfqyMrfI9M2aDz53xTFvTJ67+c3J/uv/\n", + "JJndcP7I9EX1LsxXGKznP/GA+RuGbBbYRpjm6Bsu8m5b/I/XMb8br3itWfaDj501+g58/keD77n4\n", + "qUdHlcB4zwXGMsRpYPqy8ti3nuiCeuahQ7vdkuk7XcK+EdWZpOlblESD2PIaYhKer7GioiiJ41bR\n", + "+RSaeGcVGMwRJhm6YHoe7mAfYF+USSblGWs05dxuj5vENQJDTV+O0cnjqMg8sSsP+OOSd2zWqXDP\n", + "2088ruuOjx07qcvt6TNJ8R67wOV+C8He175t0qSBQFPT10DCFztZDQOyYBVznglIiiphi7rdzyMk\n", + "DjhviNcTVqL79rcrLDem9XV3zmuFL9apOusXA8Ye5DaKwnIff/0VZl/mVXqjlwBMkzWuNavLiyqn\n", + "uRyxe82IfT4Q/aRuHBQ1Bjlch/roGzofxIf3i3mNetiwFsL9jW+aqqpyHWUcuPe6Zc3jENjQksOA\n", + "yPQVQvQR5Fh9uVdJkqQQtWr6ptWhrx7+N4aGJQRz8fjbrjbmI03LLNh9cRZ474q/fnOu6YsKWrz2\n", + "0/e8zfzOMmux7E/+3/9vZPo+9oG/Gb4zhl1A580Hpu/df/1qM5/nH1+RzG6/LXn+w+lYw3847Z/M\n", + "esPw5di7x9x8ycgId+E06JLZNX3Z1TSWCWME333tG1PTd91XkyN+9W3ThTSqffF5jB9MQ/ffXXia\n", + "+Tzm/eX715q/MQ3EafCb283dPxwDePvyM4evjJHpO13CvhHVaeJhFOM64oHX7foxJLluJwrYBShN\n", + "J3we5CVx2IVnVmUhVDZhwMphCIlx0T55ZmKW3MYDNkzS5FW4xcZtHMFk1Ok3ptWEWWaom4zmMZPX\n", + "HS6PSfz4DB02lMg6NpngLtvlbl53vnlVk2WIndR1k4K2sK0/dGtYV8Y2MMjwGRikvm3SpOmLZCbm\n", + "7Tsn+kzfrC7As+C6FXWNHlIJm3eMFhESB/x+fgeN2rwxhl1lJYnRmASv5yW4Jz2erw+aspBt/PI8\n", + "gn2Jnyyyhm8gNPbzetrgNR2Vx7GJfT4Q/aRuHORdu6C2KvZFOXQ+iI/dQNF3bEA4/2MayHcvVUdV\n", + "7hMYB+6y8x4otJvoUNAIDtdJ3PPJ9BVC9BHkWH25V0mSpBC1avpmmbQ0LNe94aiRwQjd8953Fpq6\n", + "ttHpgvdg+L7lq2klsc/0ZXXu33zho+b3ngt+OnxnPviu+/7m3SPTF3+72OZ1nul73zteaeaD7QTT\n", + "l8t118W/MOvN8XZRjQuD9oO3XWX+d6Hp++8v+d4hpi/XC79t0/fAHX9j/v/jld9P/uSqn5jP439W\n", + "AqOKFyYzXsN7O/a9ZH5jGdbc9rmR6QuwTdwupfm9Mn2nX9g3ojpNPIxmJY2ZAHAf4G0xoQ7Z41Dy\n", + "NRgHeUmckGqrsol3fCe7xSxreolmoLlfVE1mK8/s75Lp+/XrHze/s+KTyWiYNFgvGoZ5XQPzu/Dj\n", + "MyvxecjdZhSPmbJjn+UZYVXHbnWJndTlfvAlKpHIPP7KdIzkMuPe2vua28SuIOO2aKpqjNXhrhFH\n", + "o882m1mVHFL1jjHr0qgqHuM4pKFGSCxnERIHmDeF/VxUzeeTb5sBmp15Ce6sz04a2/jlsnHbf+zg\n", + "J3L3p3vesuE+zmt0BTVpfsc+H4h+UjcOis5XeA8S3Ubng/jw+pHVIAJiwx7I934dVblPYBy4jTk4\n", + "r9jXZN5H4X5bpq8Qoo8gx+rLvUqSJIWok6YvjUJ0xQyzEaYjzM473/PX3ukJ3rONThe8B9P31V8/\n", + "2fydZ/pyGrdyleC7ypi+qLD1sf79703Wv+N/J/tveIXZTrbpu/qxh+aZvgBVuDBofcAUxvSQa/qy\n", + "6viB29eY97HcxvRd/bqRWUxh/rbpi/dp+rIaGK/BMKbpi/1z2qc+bL4DVb8Qqny5HNs+9MHhkoyR\n", + "6Ttdwr4R1Yn9MMquZFFZaMNqs7yKKrv6B78hvmdXpOUlcfJMJqpK4h0mY9aYqaId3BgJUVaVHs0r\n", + "dsc2Caqavm4yOqTqgdV5+HErMnlsFhnoHP/V3XZ5cJ18RhgrpcrMz0fspK7PlKW4rbktQ2GXyRgP\n", + "1bdN7PNbEzBJi4pte318Cc8yDSAQS5g2pOoZ34HvYmMFn7gdqlTdhMQBry0fuOA+sx/KdO1M+RpA\n", + "hFQxQ03v5zK4ccjKrE/v/CezT32mLsB7+PGZwoynvOsv1FSiHcQ+H4h+UjcO8o5pdvOO41l0G50P\n", + "4hPSo1KTqtK1OuPAvX/mda9ujzMudoM4mb5CiD6CHKsv9ypJkhSiVk1fmIE+U9U1fQF+3/Sut+Wa\n", + "vvgMlAXe85m+1y8ZmyKhpu/2o16T3PKJBcb0RHfMT7zpDcN3xmBs4pm3vDl3Ppte88rk0b/7X8ZA\n", + "xXaC6Yt5/uOFXxiZsWs33pbMzdxups8b29c2fX9/803me7E+YNeyb5j/Uc0LgxbfQQGaun906bnm\n", + "N03f41d8ZJ4pzO9wTV+8xm2G76QBz++V6Tv9wr4R1Yn9MJplGLgP2j7Z3b2645balXB5SZw8k4lS\n", + "t3zTAfYh5NvHWcqrqGSCZlLAYMb3wQgEXJ8QQ4TTYp3YWILdn/vgOJz4cc2ckGMTYmOJMsmxLFMt\n", + "5timsZO67C3ANUgpvPfhHZ/3bsssuO0B1xvbgPNs2gy0DQx7X/i62GbDHS5vHoxhdGFYBLvJd6uN\n", + "bXEZsbxlCYkDXh9g+vK7ynTtTLEBBBsChfQwAfE7uwD3B0xsLBsbNHxyyzfMPvV1741zFd7zjd9s\n", + "GwF2bPvU5Hiosc8Hop/EiAOel90xyJusVBdx0fmgGbKOjUkoq/FmHowD3gvRsOZ1r4ljmUNfyPQV\n", + "QvQR5Fh9uVdJkqQQddL05fizN7zzraayFZQxfWl0uuA92/Tdfdp/SXa85WXJPR9LuycGNH3PPfPt\n", + "5nem6Tt477JT3m9MT5rHLlhWmp9583lg0f8+xPT9xLVfGxmsNFcBqp7xGipuCYzg5Q/fbcblxXsQ\n", + "qoTt70W3y6hGxnsXP/Womd+B1UeZ33PPP2S6bQY0f2n6wtBldS+E/YHfWA4u1/kr32pee9lZXzTf\n", + "iapifB/+hjmO3zJ9p1/YN6I6kzJ9WeWVVwFEMxYJdHa7SYPANsLykjiYBnLnTcU0m0S7fOWq1DjI\n", + "M/hd+UwugrjFz6Rwv49xGWL6ugk3mlBZZhmPS/v7SNHYhZRtLoeacpgecucVM9EWO6nrJgVdwST8\n", + "uyfOMNuyaBxbwm1PY8ytqm7a9AU8p9rn4Kz9wPHoTp87PVeYxmcA+uC40VlJ4rrVcyFx4DN9y3Tt\n", + "TLljXIf0MMFtnTVW96Rxr8mj7f9IOqazb8xeNh7xVXYzvorOI1CVpH0osc8Hop/EiAOeL9gwggq5\n", + "RotuoPNBM/B8X+X6aQvXHcyrTG8b+F6oDHYc8PN4HmzymRCN4XC9lOkrhOgjyLH6cq+SJEkhas30\n", + "Rde/NAgBTUeC90778PuM8Qnqmr7obhjv/fCUtyf3fee16Xd/9z+brpnXv/ctw6nGpi/ew+88s/bX\n", + "n/1bY3pWNX25De756v/JN31Xv868hvfAy6/6ycgMBzRq8RtVvPgbxu6O9x472l74Hhje+By/4+Bj\n", + "Z82bL+B33n3ln5v3Tr/8/aPqX1vgwA1/aqaBQczXua74bWvb0X9pPmMj03e6hH0jqhP7YZTdfbrj\n", + "QRYlxe0Hb5gu7rildmVFVhKHFYt5lVuq0Jgeqpi+NF58Y9OyVb6vwi02NGHtbtCxXGbZhtXIeWPd\n", + "ulWTIaYhvtNXmRrSIIPi94RU6OVVEDNpXmZMtiyaSOpyPX0GJQy/D92adpcN47MIVkeii+esilC8\n", + "BjUJ94dtOGeZvjwWQn585qBLkZEO5TXICCEkDnymb5lkM8UuIXEcgpDxfGPGfAxwDGN5bJMW/zO2\n", + "EQMu7CbebezAxgzp+hVvT07bBE2cD0T/iBEHWdfGJivVRVx0PmiG0N4tisQGiyGNhaCse5Yi7Djg\n", + "fQCv11wG9twRExi/Mn2FEH0EOVZf7lWSJClErZm+NFdp0L7uhl/Mq17F63/0L1+ZZ/r+8sS/NZ9B\n", + "JbAPGow+05ffd+6Zb0v2X/Ifk0vP+gvzO8/0ffpV/yN5Yck/Dt8ZQ7P2O2d+zJieWaYvqlzRvbFt\n", + "vtrwux44+8+Sg79dYLbT3O6nzDxPu+6UkQGL/6HZTb82n2NFLznyV2eb//GbBjA+y66V+T2ocIa5\n", + "TtN3dvO16e8N40oB9ztvujqt4nUFOI1t+m557avMNsP3uXKR6Ttdwr4R1Yn9MAoDwGcEuA/Zrtwk\n", + "umsYsQoJ1WJZSRwm6PLGjKwynq/oJt+4/hGzL/O6i/UJn4FcWMU2iXF9WSXJ48RusEDDMc/AdWOd\n", + "cZ1nFGcR0u0uxeMUSfAiaCr5ukmOmTRvIqmbV8VC8+6jBz5h9qHPSLehwY/eD7JMBLwGNQ1ji5Vr\n", + "WVUuGI+OjQSK5Bvb1SUkQRzS2CGPkDhwTd8qXTtD9nazDU/ftBS3PbZFF/A1ysD/x19/xSheXfCa\n", + "L+YZ1yGJeybtm6p4buJ8IPpHjDjIOm9piJD+oPNBM7AhF2QfG2XE5zoqpMEQG4eVbTxlx0GVRpN1\n", + "kOkrhOgjyLH6cq+SJEkhas303bvqRmMEwkA9/rarR6YhKlQJ/rdN3/+74gfJ9qNenTy/6FPmNRea\n", + "i76qWhqfFyx/88ishGD6/u7YcRWqbfre945X5pq13/zuSWYemabvcFlY8euy54Kfmmn2XfifTNUt\n", + "txPm+YNrP5J88LarkmNXfnG8vINpALtbRhfLgNsOwmf+7UXfMsYwtzG7WmZ18Mj0tSp+CccM5nc+\n", + "esPRo3mjwhi/sS8Ap7FN3w3HH2e+C+J4xlh3/HaR6Ttdwr4R1Yn9MJpVCcRKKF/lHOR2l+lLKPD/\n", + "rCROiHmlZN308LM70qpt10ArEoyerBhgt7YhY5RWBYYavgNVvjTMbAMmJAFlT491qpoIA0UNMmzB\n", + "7GJVRNExlGVwQjG7d20iqZtnWNO0+uzjPzL70VcRacMu/jAdz1Fud6F4DWoa9qDgVnc2/d15sUDV\n", + "jYmQOHBN3zpdU/I8wgYCrjHkCtNAuLZ1AV/1NdbpAxfdYeLV7oWA4HX82GA+HLs75BxSt6K7iCbO\n", + "B6J/xIgDnIsQq253/HgNEt1H54PmQMMdHAfu/Uyo2Fjx74fXDzTq9U1nq2rjMDsO3PuRphsDy/QV\n", + "QvQR5Fh9uVdJkqQQTcz03fOzC0ZdOQN2AXzPzGZjFsKshKmIalWC12n6sgKVn4NZ7ILXoTzT9/Zv\n", + "v3JkVkIwfe9613jZsYyYDkZs06Yv18Usi2P6nrbyb425iopf/I/xd9EFNFi1eaPZFvjN7UdhO73q\n", + "6gvMZ9mlNbT6L19vDF2Ayl7Mc27/zuTA2reZKmPCeZtlGmjTTW8fzZtVxPjNimQoy/RFpTHW+/lP\n", + "n2T+d5HpO13CvhHVif0wmlUJhAdqyH2Ap3zda9H8olHMJPvtjz4znGI+TDxntRZvcuwmMXmqmr55\n", + "SSNW+4Z021sVjIeJ77DHxbRNXB4LeeaQ2yiCRiRMrbLwuMHx4W4rn7j9IDTmuGb9Vm+3eDTY3IQg\n", + "jk+8jkRfDJpI6rJ60zbEDln+FXcaYwz7EkZ+FnbvB75xbVntMomxXn1Vqb5zb2yyYoHiublOTITE\n", + "AZO9CwfXkkWXrMu8VoSI5iWVdx7i8dmV8XwJl53LyWsu4hU/NnY35TZsIFFkelNNJ9ibOB90jd27\n", + "z0+2bXtdsmfPxcNXhEusOOAxwusjz9eId9F9DofzQVvwesoeZ8qKjXBRUU/jt6jhUNWGu3YcsIKf\n", + "jfrqNJoMQaavEKKPIMfqy71KkiSFaGKmrzECj3rN8JWx4UkzF90O2xWstrEJOB0NV/y24esQzEaX\n", + "UNPXNmKvOOkvzN8urND97iX/YKbzmb72csL0RLWtC7pBXveGo9JlcUzfJZe815irqPg1799/shnb\n", + "F2BbYVtgm3A7UY+velvyzes+Z8xzGML4/jMuODd52VlfHI2bjO/CPAGMZJrJgCay+c6B9l73J+Z/\n", + "LAsqhfE3DHpWCeOz+M1xf2/4py+Z9ba3h70tbGT6Tpewb0R1JmH60mhwqyUoGAF4302Iu5W7rAa+\n", + "ad2hD+ZF3wHxe6oYY6J7IA6wP0PNBopdFPsqzVB5SyPPbbgQA8w/tVPmG4V28gy/oSJo0CAJXadB\n", + "Az/n21Y+4btg/NIspJYPjtdbrO6afQYnFPs4bCqpa29fe/khrvv3D/7Q7EvbwHexTV98BrLnVcew\n", + "rwKTqzQ8uZ5lk6hlKGqQEyMmQuKAx1nZhiI+0fyn8pLV+D5M05XxfAnNeC47G3R89qUvmZi1z4Fs\n", + "EOPGel5X6D41HW9NnQ+6xM6dn0yeeebfJNu2HTV8RbjEigP3GOG5CvenovscDueDtmBjRRix7nm+\n", + "SKPGc8OGXrw2F1X7YhqoLHYcuMvd9D2YTF8hRB9BjtWXe5UkSQrRREzfmYceGhmBHI/XGKHvPdYY\n", + "iajwBbbRC/2HXyxJHlx3rnnvtPuuTV5x0eczDUS+DvmqalnBu/b7rxoZmlCe6bvmU681f7twmnOu\n", + "PsFMV2T6cnoXLOfqd789XRaP6fsng+1y97VvTKtxLaMWHPGrbxvzlWY4TFlsL0zzwq0fMiYsjF8Y\n", + "vXgPIva8Dq776rz5As4H1cX4zfnzu/DbNX2xLHjvilM/b9bVXt+sfSbTd7qEfSNSZi5fmBx97HHJ\n", + "ccdBS5Jrhv7LrnXnJYvMa8cli85bl9ip1tgPozTM7HEe+YCdZc5lVf64rciZOEeFp0ted6xU0xVG\n", + "YrKg4hv7MyuussRKHSSXfNCkyzPyqpI1b9uMwm+oCLer4CoVmzw2q45tiu9mYwwKBt+5t6ZJNMj9\n", + "DNcx1nHYVFI3z8yicXXrlt+b/eme82zYEGblzK3mM268Ttr0dU2Mpk24kAY5Mc7NIXFgH2e+5Sgr\n", + "dkkN+d6nuI27Mp4vcc8hPDZP2bXUxKzdzX3W0A1ZjTuyhGmhprq5PhxMHpi9MH23bPmT4SvCJVYc\n", + "uNeB2Ncv0SyHw/mgTXg+z2rQlSVW17LxJa4HbJCWNUQP75Wq9JjhxgGXG/OlAY171yaQ6SuE6CPI\n", + "sfpyr5IkSSGaiOm7/cZ0bFmIXTyzy2MYkxh/ltBUhOmLboNhKB685x+SXde93BihWQYiX4d8pi+N\n", + "19E8B3rhljcb0/fBd41baNum712n/7n52+1KmtNgeTCdz/TlNDc/9lDy+JmnH/I+mHnr0cnlf/dW\n", + "Mw+YqLwRxv+YN7bFtuv/3HS/PLv5WvO60WNnjYxc24h93UWLzPsvrT3WjI2M17EdYR7PM31N1XC6\n", + "zq6ZDDgfGrpknuk7XB57Grx37i/ON+tq7wOZvoeHsG9EyrOXL00uPKR4cWOyYuE5yTr+d+HC5Bz+\n", + "MwDHg084L1RRan/8/bzXVtz9e/NAvXjlQ8nP79hwiP7+l+nD9+82bJ73OZp6n1zxgJlu2XWPmP+/\n", + "cf0j86aDzr4pTcSdds3Dh8yf+viv0oQC5ut+XuqfEC/Yn9ivvv2dJ3wO2rR52yHzffy5x0dxjL/d\n", + "96tq045NySdmP2Hme+fzd857j11Vf+7S1ED5ylXr573vEz9z6mBarBOOE/xfJr7dY6yqfrz2CXN8\n", + "fswywSD8707L5USltm+ZuqKrfpc2DvjMpQ8esg7/eMU68x72wff2fs/s01/u+aV3Pl/b/zXz/vcf\n", + "Xm0+454Hz7wxNTx957UmxHMl9pe7Lr7p6ypvO1KTOje7x0xdcdsVHT+YBvKdb9qUuz1w/cT/X3wy\n", + "Ha/ajuklB5aY1+xz12ObtpjpT/j57w5ZZ59+sOZxM/1HfpGOzS9V0x/+cIQxfSHf+1I88f4Vxzpi\n", + "GOcx/N/165ckTUK4b8HxwPuJUPE+EPcHnBfvFfBM6PsMr0+4h7GXoYr4/bgmYd74G6p7jfY9T0NC\n", + "CNE3kGP15V4lSZJC1Kjp+8KSLyU7P3Jisv375xrTb/tRrzZdGgMYnk8t/AdjFHKsWYAKVVT/zjN9\n", + "h4IRCjAvmKo2I9N38B2+rpRpwm6/+r+O5/nbBcb0Xf+uQ7udxvvoChp/u2YlqpRn3vLmXNN3+3e+\n", + "bV7D+n3n5I+bvzHGrg1eO+cTf23mkWX6muV87Kx0DN3Bb47tC6Mc78PMRaU0ttcP7zwvnX4g/I/3\n", + "+RtGLcHnIUDzFt9PfnHPT9L5DKuA+Z49T5rFtmmM6mN0JY31sk1fVHfjNXtMZ+CLGcZjnnwmbln5\n", + "4lqqJ+wbkbLunMXJ5W7xwczlycJl1rnkvuXJQmuimA+j7LoW1b42edVVrLpEJZRL1riliy87dFqM\n", + "LYr3WL3mqk73t6Kb4NrFferb53kqqm5EJS5iOWa1L7tHReWnC6svl147/D34vwi3gr5KtSSPTVbT\n", + "xxCqJjA/VEFy2WzFHkOW9zCxYYUqltddB3bxiSpHdIHL856v2nfx3GLz/ncfvMt8xq0cnnTlmHs+\n", + "bvr70aWx/X2u7HNznerPkDhw172usOy45uRVOTFWujaeL2APGejWGcvKa+wp69OqXlT3EvyPH5uQ\n", + "HjZscVs0WdXe1PmgKxw48OTI8IVmZ6d7fasSKw7c6yyr+zfM7BlOIbrMtJ8P2ubqdVvN8cBrSIjy\n", + "rvm8N/dV+3L4AXxnWdw4mGSPJzJ9hRB9BDlWX+5VkiQpRI2ZviOTdaBtH/qg+W3M0rcePTIBrz7z\n", + "a8ZExBi+BIYvKlMxvi9M35duf68xJl9c9erk/JVvNYYjPptl+sJsxG8X28wd6bGzck1fdAWNv12z\n", + "Et8B0fTdc+Z/MdPZFcFPfOzvk9V/+XpjYr/p9LTLY9s85jY4/bPvNvOwTV8Yu7+88hizbbicxFTp\n", + "3vCno/GP/3jl90dVvLObfp1OPxDH5mXF7zzTd/XrjOEN8L38fsLXaOjyPewnzOfFWwfrfcffpu8N\n", + "TeO55x8yy/HmlT8y6+XuH99rMn2nS9g3IuWxCxckxy1amixddNzg93nJOjy7Pnt5snD5fekEYOOK\n", + "ZIlVDhzzYZTmh2tquV1I2nK7+HLhgziT6vgbsnHNYZ8mkWwWkwXXrqL9nqUigxTj7SKWs4y8KtD8\n", + "s7tMJUxAnTpcrpDxAl1TsuhY8hHbBHOF5J79P7vRw3EdiyaTujz/+LquZfIfxhe7cIax74LX8eMm\n", + "GammTVcX1+irEjdlyFpvimNs1x0jMyQO0L0yvgv71bcsTahOorppXEOLpu8X77zBxCyv5by2nzp3\n", + "qvmfuF3fFmkSsd7k+aAL7N27ap7pi//FocSKA/f+kn+LfjDt54O2QeMHHA++xnFZ4jXf9zzGazTm\n", + "594/8n6sijHrxgEbo/HaVeU6HdpITaavEKKPIMfqy71KkiSFqDHTF6YoxuyF2Qfhb46rS2N14c++\n", + "a0xRG7sLYVOVe//J5vVta95pTOAs03fvqrQL6bqm74Pf/OfRdI9f+afe76Lpe+al70h2Xfuy5KXv\n", + "/mcznW3qPvaBv0lWHvMmY2Ifef7XzPt7Lvjp8N2xSf2xZem4wPNM3zv+Jnn4xqPNGMbmvc3XmtcB\n", + "jdj7tjxqKmttQ5fvcX54jxXBnMZUDOP9DWnV1Nz+nelnBp/F37ObrxtX/w6mMb+t7wdm+qFoEOM3\n", + "TF8I68axm4lvO8r0nS5h3wgPj52XnACzd9eqZPGEKn2zTN+8pP/CFWlXeVljHbqGsa/Kwk1c+xRj\n", + "zEjRLXDtyjPl8sRGAHlGE408jMNbF1b5fm7uc8NX5sNjBNWAZeKUY6DBTKVh40ukZVFkyMVWLIPP\n", + "psmkbp6pxXVBLwPcvzD2XfA6fjAt5CYyJ236Zhl9ZeKmDFnrTXFM6LqmaEgchFwrYqvLlYE0tOyE\n", + "Pf4//srrTcwynjGOL/53ez4oO54v9zUaHjRFk+eDLvD880vmmb579lw8fEfYxIwD3mfwnN/Fqn3h\n", + "Z9rPB12g7H14kcHK+1K3MSJeg6rgxgHutzAv9nJT9j4M105c/0LG6ZfpK4ToI8ix+nKvkiRJIWrM\n", + "9EVFL7pypvELk5TVrduPeo3phhnj+X7wtqvM9DAWYTqyMhXmoTEWH0urXLcVmL40dR/7fvrb7UoZ\n", + "y7LuDUfNMywx7xcW/rfkmVf9z+FUaYXuU2/5H6NpfN+FdXv0lE+b5dm8+phk/yWHTrfpNa9MTvvw\n", + "+0ZdIj/z5v876toa0AD/2jnHmu/BuvNGGKbvs7f8dfKJa79m3mOlLbBN1h37XjLbz2v6DrYntyN+\n", + "YzkAq4Fh/hLzGXz2/pPN3wfWvm00Dd/D980+9q2xSfzbBWY57eWh6evyZRj4g3Xdtewbw1dSZPpO\n", + "l7BvhId15yQnmMF7i8f0jQUTw3aXkIAP6vbDO8SqPygLPpjz4Z/JBbult/vw7hPN5SotxEU3wbWr\n", + "qmnJ2Fvwy/uHczsUu9veupw+d7qZl68SFGA5sDxfvaZc4wSuP0xsu8u8UIq6RY+tJhpfNJnULeq+\n", + "FmYZ3sd5BYa+u48ZQ186+BUzHQxAdx48p4UkD2PgVog3afoiqZu13hS3Yd3uvkPioIzpy2tGaBWr\n", + "T3nDF3QFLB/EZeb/iFv8AHZ3j2s8YRzZny3SJAzwJs8HXWDHjg8ODd90XF+YwOJQYsYBr7NstBCz\n", + "0ZJolmk/H3SBsj0+FF3zeZ3GdGwsxmtp1QYXbhy49wJl74P43Amhajiv6lemrxCijyDH6su9SpIk\n", + "hagx05cmKIw+Gn4wHtcf81bz/9Mf+oAxIzGeL7oGRpfFB9a+Pdmw4ynzOrotpuEItlmmL4xkdBVt\n", + "Q9P3g2cvNb/tqlsA0/mWd73FzPPADcOK38G83fF4Nxx/XLLhnf8zfX+g+/7m3eazNph+zde+YpZn\n", + "+83pmLyPv+WV86bDNP/4iQ+Nulle//73zhtrmMvLLqIBb4RhprqGKrErc12MEbt6aGwP3kclMCqp\n", + "bdOX09iY7xtsf/M5S2DfqtekXUoPpsFr7jLxf+y7W2/6gDHybbj+tx57zCHbUabvdAn7RoBdyZpl\n", + "JyQnHHdcctxxJyQLl12ePDb0N/dtXJEsNq8flyw6b91gyjExH0ZREYnEsF0Z6XaNZyuk6s/tjtPX\n", + "Gts2vtzvgKqYYaL74NpVtO/zFGI2oTtTxHSWWRuCbR5ndRXN+GRSOdQAZOKJjSJoqoQaaPxed9s0\n", + "JRqcMRtfNJnUpbFFg9QVz0c4h7HaFwY/GZm+L/2zmc5nNjaxTYrA90FcBv4fE3b7CGU1KmDFfYzK\n", + "uZA4CDV97QZJMH9904SIjRyQFO4qPIdyH33816nZ/dmDp5jY3Ti3cXQeRDwT99ocIkwPNUmT54Mu\n", + "sG3bUcbs5e+dO+s3SppGYsaBbfBAMRstiWaZ9vNBF2DjuJBrAc1VTJsH7qkwHYehqNtLjBsHvLdj\n", + "gzSayqjeLQKfZUNNCg0osxozyfQVQvQR5Fh9uVdJkqQQNW76sttl/I2q1H/4zInm/xv+6UvGDITJ\n", + "izFmR0bs/acYs/LfXXha+v/Q3Nx86weTu6/8c2Newjx0DUSaqK/++snmt8/0vetdbxx+R1rRWsf0\n", + "veLUzxvT96W1aaXu7QvfNJoPK5q//M9fMP9jPTG9/T0wwZ99zStzTV8sH96D0WtjjN1ht9c2/Nz+\n", + "6//EvM8qX5q+qNw15q7zWfM6PjvYB6zy5TJh/cx7GAcYr6/7qvlN0xeGPaeH8F02+F68dtO73ibT\n", + "d8qFfSOqE/NhFBW+SAzb1UB5SfaQrh5d0wUtyfG/Pf4k/oeyug+lsRDaglv0A1y7XNOzjBCT+Gye\n", + "wZrXbW8o35n7jplHXjfRjGEuU6gB6BovZT6f1yCjKfH78qoiytJ0Upfb1Nd1Ic45bDzw+xdmjLFv\n", + "m2OMny/uPMNM44vTsvs8Bu464W8oJqwiz+uBIaYpGhIHoaYvrzMUTGDfdEUqGr6gCzC5zoYzjI2v\n", + "7P3nUSzjN35sOCZi6LmXyf6mu8Zt+nzQNmmVb9qtM81fcSgx44DXWarLx7OYz7SfD7pAmXvJ0Gs+\n", + "n/3SaZ+u3UuMLw44fy4b/y+Clc0wpHEPxYZSMIJ9z7MyfYUQfQQ5Vl/uVZIkKUSNm77oZnn7jTea\n", + "3zAhMb7tDVdcnLz36p+bKlR2N2wqRoeGIqZ73UWLRq+DFx/+pvn/zPV355q+Lzvri+Y3zGabeabv\n", + "0EzFd/tM32ffOfg8jNPBNNd85h9Md9TErM9g+rNPPSW5/eo3jEzfK858t3n9wPr1o/F6T/1xWvWK\n", + "9fzy2em4vngfYHlgKIeYvi7m/bVvH/43/B+V0sPP0ai1TV9sRzPNDa8YbVMXmr/4Tn7v7nu/mBrF\n", + "w9doCtvwPQhmvQ32F77/p+95m+kW20am73QJ+0ZUJ+bDKMdA9VUD+bpH5QM2Hu7zyBu3lNVked2H\n", + "1k0WiG6CaxdN31Myut/NE6s0i+KC3fbeM3fP8JVwts1tM5/FT1aVL2MYiaOyBqDbKCJ0nUCoARZL\n", + "dbvny6LppG5R14Ucnw7TsbcDGP2A/39+w0/MNL6K9LLV2TFwqztjLwOPS8w3qzEOxO+N0d1vSBy4\n", + "x0uWaNbyeKzSxTOrhXH96jLcVzRvGc/ffO5Ho1jGb1T72pTtGp6VWnaDrSrs3btqsK+PH9xT+7s1\n", + "bvp80CYHDjw5NH2PMNsBf2/Z8ifDd4VNzDiwey2AYpyvYoB42LnzJCPhZ5rPB10C93U4Nop63Slz\n", + "zee9F+7vy94bu/jigMvMaxjN27zv4D0ExMZguMfhdRM699aN8xo2yvQVQvQR5Fh9uVdJkqQQNWL6\n", + "stIV49YC3uCh618YgBiDluP5mq6Db0hNV2P8Xvsfk2/d+t1DTF8aoPhsnumL+eM3/sf3cxkw/a3v\n", + "eEM6zw3nG2MUVapPf+61Znqy+bWvNuP8blvzTjPtjz+djklMaOiiG+m7r33jyPT92YUfMK/bOv2G\n", + "tJoI5uvxPz7LvPbwz//VvIaunu848QPJxZe9cdTdMrcTzdss09d9naas+b3uq8aoxf8L1v5qZPoe\n", + "vONvzffYY/n64Lw5/xcf+Prof1s29uvYbxhrmGB/4ftP+Xi6feyxlmX6Tpewb0R1mjZ93YQyVaZb\n", + "T7sLX7erZo4ZyS7AfKqbLBDdBNcuJI7YKAAmhG//Z4kxWFQBzrGq7W57Q+FYmPidhW2+4jdUBq4/\n", + "jo0yxopbJdy0fFX6MWg6qVs0ri/NPWjLSzvN/sYPDH+avh9f9wPzvlst3JYxyCpNmpkxz5G2QZJn\n", + "CLIRAL47BqFxwGXzLRNk7xMeI1W6eGa8V+2OclIwvnkNZcORrz/7MxO7rF63z2FVegmI1fgKZi+r\n", + "XWF8ujR9PmgTGr2s7uV2EIcSOw4Y71BXKDoWxHSfD7oE7ylwnved/6Gy9zu4zvD+lqraS4wvDtxe\n", + "LkJ6n+L10beeuP9mzy/oJprGtkxfIUQfQY7Vl3uVJEkKUSOmL41RdrHMGzwakBivF78xnq8xKq3u\n", + "hmEc3n3nF3JN3xeW/OMhVaPoLvnJV/6ZmS++G6YvpmGVLn7/+CNplSrmyWV66itHmelhVAP8jerf\n", + "Xbe+x0x7+mfTCl6+z3VDN9J4n6boOVefYL4T2vSt5cbkxPoBGp/4HLq1Bvj7gi8uStZc9Xpj8AIu\n", + "kzHC0eX10Px1md18rflOmNajMX6pwXba+XRqnq+4/evme//DL5aM3isChjimRUUveP7xFaN5swtu\n", + "d5lMhfZgmfHeMb/++Gj8YPBXN19ilsHX7bZM3+kS9o2oTsyH0dTqmF/RyJbabqUUW0XDtC3CNY5P\n", + "+Hn6UI0W11nzt4X3ITFd8NplG79u44I8sQEBumTLA/HsdtsbAj7HYwIGYBZ1TV+7ahPC3zDAi8hq\n", + "kNGUyhzzZfAl82ISUh3KdcM2tY1+NoQ5/vorzPvu5+qOU1cVd9/HNH1DunWGYjcCCI0DfCfkWybI\n", + "XS6eW1jVE6qQBHIXsM8/WG4mtZc/mjZ24Y89bEOVBiOxYmxm5q9GRtfmzX+czM7O3+9Nnw/ahCYf\n", + "x/HldnC3gYgfB7zONt09eRk4rjO0bdvrhq8Km2k+H3QJXkfyGkhVuebzXgXCNaQqvjhw74N47cPr\n", + "PriOuBfM6sEE9wmsGIauWb9Vpq8Qopcgx+rLvUqSJIVoYqbvPTObjfmH8XrxG9q5/R5jFKKbZQKz\n", + "cduadyYnXfxB8x7Hs7VNX1b12qCSd+UxbzLz3fLaVxljGNNA6FIZv1ec9KbRPHnTufH7/zedbu0a\n", + "8z/+hulrKm0H037hrAXmNa4Lxyi2Td8Xr3tZcv7Kt5r3AcexvXnTg8bUfmbVG81643MY25ddRH/n\n", + "5I+bauFDTN/humaZvhxHF9uN1dEjDT6L+aCq98GbjjXL8Ytr32/ec8cG9sH58Xt3brhuNG9uE98y\n", + "AbyH7qovfurRBFXcqOZGlfPLr/qJ6dYb67zngp8Op5bpO23CvhHVacL0tXG7EaXKdPHlJpg/ueIB\n", + "8z8ewNGaGn+7FXQUTbAuJepEHOwkDqvVIBhpvljwKTQOWbGZV7Hr4nb1m8W4Wj01iUKrIIibuMLf\n", + "UBFutSeFhFxWQquO2GVuXdPHxY6DpqBhVXSeQQOCjXufNfsdP+gSF79h+iIR6H6uKSO8CPecWpTs\n", + "DIWxWNStMxR7vNvQOMB3Qr5lgtzlCmlY5IoNSqCqlUmTglW7bNQwajhy5w3DKE5/7AYvZcfzhVgB\n", + "VXd7jI2uI8xvdPVsM4nzQVvs2PFBs867d6fXIW4LVXkeSuw44HmgjGHVNOlxMD4WMM6zmM80nw+6\n", + "Bo4PKOvaX+Wab1f71mkc54sDt5cL9v6T9T28Twq57rFnC0imrxCijyDH6su9SpIkhahR0/f3N9+U\n", + "3LT5KXODRyOU48zCCKS5aZuRHNfXHusW0Iz84Z3nFZq+GCt35i1vNtPQaMTvK076i9E8edO59dpj\n", + "zHsPfvOfzf/4G6bvwd8uMNOuOP+z5jWavvxufA/eh+n7+Kq3Jjde8VrzPuA4thyHGEKXx/e+/tXJ\n", + "LZ9YMNo+H/2Xb+SbvmvfbpbDh5nvYLpRZe7qo8xvVjFzO2KMXfs7ikD3z2Z+1jKZ/zGW77CaF/P2\n", + "gUrgMy99hzHmWc0N4/eTd9+Y/NuLvpU8/er/Y8x4ItN3uoR9I6oT62GUY5eiItIGJggeeu0qqbLd\n", + "erLSDkYCPv+PV6wz/9NgyKvA40M6ktRiuuC1i1QxfkOr8eyxefOqdkmZ6mDG8RcuTw3Aou6mXbje\n", + "7H441Mj2NcjgZ8uYOaHCfKHYuHGQxXg8zPLdoYYYfzSGsT84Dip/PnjJb0aJRVuh+yo2rFiJafpy\n", + "nlCWOU6xm0coFqFxwO/NWy674QUN8rwKJlehXcd3BXub0PTFstsxbFN1PN/Qa34ezzxzpDmG9++/\n", + "Z/D7ULMrNA76iGvyyvTNJnYc4D4U5zj87gJp/KPa/Y9MI4D07z8evivINJ8Puga7S/bdf9dpCIXj\n", + "Dvcmde6TfHHg3gfx2dTXUw7vA/KqfF3hPgD35TJ9hRB9BDlWX+5VkiQpRI2YvhhHF6bmSZdfYIy/\n", + "J7c8OzJC0eUxfn9/7dAQtbp2Buy6GKYjfhOavp+/8XSv6fvsCccnt//1a5LjV3zEmL54n2LVr8/0\n", + "3bbmncmWV70iefSUT48qgvec+V9GxusNaz9jXsN3An43u0ze9dB3DjF92Z0z3rfNWJjSWDZWC7/z\n", + "rCXJ89e+bGSicplQwYvPGA2Wwwe2j9lGQ3OXv2n6cnuhm+ynr/mzQ7ZzHvicbfqOvme4TfKWafWV\n", + "RxmTF+tP3bj2s8nHrvqnZPW73z5vLGaZvtMl7BtRnVgPozC2kBhGd6Y2fMi3H4SrGLGcDx62T70q\n", + "NeqYeOYDu080YmJVk4nu4EvisGr2xAuLjSeoTCyy294L5y4cvpLNmrk13uPBR13TF4kwfI6mVGjM\n", + "+6rk8T9UJrEVIhpJTVTc++LAB8fDhMp2h+oa6z7R2MJ25fmQP3jdNdJ9BuOkYHUnZC971So2zI/x\n", + "FNJggN8Xs1vr0DjI666Z1Tnudsj7jE9tVXBXxW4AYifn2XAFFevEjZ0QsXFDUeOaEHgMg127zhz+\n", + "f+TomA6Ngz5irztgd8/4LeYzzXEAGPuo/gYwf/E/q8BFyrTHQZcY91pzaAO3Jq75ZfDFge9axv9d\n", + "eH/jM7SLJNNXCNFHkGP15V4lSZJC1IjpS2OU1Z4rH3twZIQ+uWun+XvXqteY6lG3y2H8b0zHG/7U\n", + "VI4SmpifuPZro8pddJNMNhx/XLLhnf8zefzKP02u+ugJ5n0IFb9mbN/B3z7T96Xb32s+BzOWFbgv\n", + "ffc/j8znLNP32JVfNO+j+2PX9MU4tidceap5nwYuKnJhekKcB7YH3qOJymXiNrDfczHj/mIbDc1f\n", + "0+XzYFpU6mI+tumbNx8fWFZ2uW3fnHOb4LcPVCWvv/a1prqXhi/N8TuuOyY57VMfNuu9+3v/YsZI\n", + "luk7XcK+EdXB8XDZ3GW1RUPMNrloRrndmlbp4stOSn97Vfo3lWcycJqyLctF97GvEzasyoRxWWT8\n", + "2lVtRdjV7L5jwNbiucVmWpi/RbA6gkZRlap0fA7COtHILqratD9jbwvKl7irKo7l1kTFfVYcuLAa\n", + "CipbGRcyri9km1sczxc/eA3b15627SQovhvCspQ5Dnxgv+Lzvi6sfWpivNvQOLCvJe5ycf+51yae\n", + "U0IMbQhxgum7UhVYhFuhhb8hxrDdrT0rnvIaW9ni+ShGgw+7upGw2nVm5hjzf2gc9A3fusv0zWZa\n", + "44Cwq2+YvwDV7vjfbgAhpj8OugSf+XAdda8DvOa31RAqKw7YoIuNHH29r7DRn2+9QiTTVwjRR5Bj\n", + "9eVeJUmSQtSo6UvjD6YvjFB06QzYhTDMRR+sjmW1KbBNX5qz7HIZ0PTFNBgrF+9DNIihC5a/eWQk\n", + "86YT37HuY382mh9+G9N3+H1rbvtcsvovX59sP+kTZnpUqt7wzrcm37/h0+b9HVt/PzJ9sa4wtNGF\n", + "9WnXnWLehxlr1uf+k5NffeT9yUN/8brR9qEh6jNY2b101jYadet8w58eUsWL+dA4RnfL+F3G9LWx\n", + "lwnzxHZxjXqC78B3cb9jf9N03nXty5K/+cJHR/sC20Cm73QJ+0ZUB8cDjYkYP3YVpNt1FlS1uo2m\n", + "AhLIP1jzuPmb8iXvIZoqGs93OslK4gDb+M2rzrOr2kKwjbyin8/NfW74qXxoQiFO8btKF7v8LEzu\n", + "EDPRZ2Lyc1weKLSysUhNmHwkLw5saJBAVbpDZQV1XkMCbkOcp2D4o4HACevPNq+5ldNtV4Pa5mcd\n", + "07dMt84Up49piobGQZbpi2XH675rE43OkKQvtyXipS+wtwGa2kx8n7vnp+acZzdesa/F7rq7QszT\n", + "AEec1IXV+jB6Sdpt+7ib59A46Bs09ex1920PkTKtcUDQlTP2PRoDEDaAOJwaAeAY2LbtdcnOnfOH\n", + "liHTHgddI+s+qe2GUFlx4N4PcPnZ8AsNhjlMEbprttcpVDJ9hRB9BDlWX+5VkiQpRBMxfc++/3Zj\n", + "hL7n2u8msxt+NKp+hSHqAyYm3rdNX5qY37r2E17T9w9HvynZ+f7/bqb5/sl/PzIXUW0MYMbCmOU8\n", + "edMJc/WhL/65mZbdUtP0RSXy5ls/aLplhqkMth/1muS0D78vWfObjxoDGfOxTV+OWXzFLSeZZQH4\n", + "DozPSzMaxjG6o6Yhiu8C9o3wqEJ4+J6LMZMH6wLRNCajdRt8Hu/nzaeIrJtzHzSiMY4wtgHGMX5o\n", + "3bnmNegVF33eTLfjvceabSDTd7qEfSOqg+Nh5dzKaLLHL2UiGV1m8uGXFX9lq9vY0hrm0c/vSMdL\n", + "pFwzhWJ3XE0YTaJ9iq4TTOagsjwrRiBUJ2K6EFNi49xGb9z7VDSWL+Fy1jF9WamHpBRNJ9+4ZMTX\n", + "IINd2+L7aZqfktOdcRn5qidiEXq/wMqoqklxbhNWQ/rkmlx5FcLs8SCGGVYFN9mJv6EylO3WGeJ4\n", + "t7Eb44TGQZbpm9W1M2FFUJGxzfk0UdXeFPb1FevAxLcvNsuM54uYwLTY5jFgtT67tCV2N88zM+1U\n", + "zjeNr6pXpm82ZZ4j+8Z4fPojhq+kMB4Op2pf+7ruW+dpjoMuwvskPOvxOtDUNb8MWXHgLi+vWbwP\n", + "53Osfa9cVjJ9hRB9BDlWX+5VkiQpRI2YvruWfSPZ9Oo/T4741beN+XfKnekYr7fe9IHUiFz9unld\n", + "N7vQ8LRNX4DXllzy3uTVXz/ZmKe26Yv/d332v5ppvvKP7zP/X/HXbx6Zj6g0vv3qNxxq+j52ljF5\n", + "Mf3znz7J/N5/SWqSwnx+6fpXJD99z9uMqcwxf9/y1ZPMWMCYF+Zjm77s0vrBm441pjG/A8t14ec+\n", + "Yj4Pw3P9+9+bHPPrj5vXaX7HeiDifFBhbCqBB98xEdMX22zwXTCz/+jSc81rXHcI4y2v2rzRxAe2\n", + "g0zf6RL2jahOkw+jvoqgqhV/drdhMH2ZlM7qTpTGFxL16tp5Oim6TmC/00jNM37brrhkFcFJF2cb\n", + "LUUwMcVjDX9DWdDksbtwto0ebDuaXCHmTp6w3YuWpw6h9wusgoKqmL6+beYTk4Yw4rO6wm16m4RQ\n", + "NmZ8nHtrep4N7dYZ4vHGpGosQuMgy/QtapjA5LDdiMknzqctM78KWFYsM+OU12m3m2ucF/A65K63\n", + "K/bqAcVq7OEzPsnMzF+Z9zZvfsvwlemC6+eO2cpzmphPmefIvuGr+iaME7dhxLQCg5vHALaLyzTH\n", + "QRdxGxBBdoPCtsiKA/c+iL214HqP6x3vz+vcB8v0FUL0EeRYfblXSZKkEDVi+sLUxNi1rHql6Qtz\n", + "lAYgql+zYPfPB9d9dfhKCl779U0LC03fjy07wfyPCl1878VPPWqW5e5r3+g1fWHyYnoK84CBSfP5\n", + "jE+827zOrqL/6F++kuwbdquM+dimL7VtaAoDrA9M7kdOfcvoOy744qJk6cq/NfMnsR6IOB98P+YP\n", + "ZXXJXESZZaLpCzMb2xtgG2HdX7ru5cn5K99qTN+9q24020Cm73QJ+0ZUp8mHUV9yHf9DVYxYfvbH\n", + "a58YGQdZCfimjAXRHUKuE7bxayehbLH6PKvCr2nw3ZBtupbFNRdZvZxltriJLsjtfo/ToJKT01QR\n", + "G2DEqvZzCb1fsJPDVRLidsMT33pStqFLo9DezhArX5raJiFw//IcSrMytPtFGoWImzLdgBeZq1UJ\n", + "jQNel+yuGtm1M46fLLi+efu/6vAFbeOauWy44F4/sxox+MRrcMzzKqv6OI6pDar82M2z7/2+s2XL\n", + "n5h1QzWnDc9pYj5lniP7Broyxj73NX4YVwH/G/P3NDMexziVr4vnaY6DLuJrGNTUNb8MWXHgXtPs\n", + "+1Xev2U9O4RKpq8Qoo8gx+rLvUqSJIWoMdMXVbbn3vzl5O5r/u/ICEXVLAxAGINZY9USGK4wS23w\n", + "uRcf/qaZF0xDdCNN8D9N3zPOeKf5/5SPf8BM+8m7b0z+5KqfJI9ed9TIbOZNJytRn3xlOq4vhP9R\n", + "fUvzecVJbzKvoxL40Te+3lQw43V8FvOh6YvqVq4r3yf4mxXF0Jc+8SFjYGM6EuuBaLRuw3GB7e8o\n", + "S9llwnehGhvbHMB4hrbf/NdmG8GAn33+ebMNZPpOl7BvRHWafBhlN5DsDpMP01W7+GKy/turHjPJ\n", + "dczPZzbYFUZVzGXRD0KvEzTrIF+1L+MyrzvkJuGylTXdbFxDMqtSjzCZxa6KfZWnOHZY7WsbZGWV\n", + "ZSDFIjQO7ORw1e5QuT2KTE4aXpTbJXQXKl/c6k78xv+hjQ6yDO08hZirVQmNA5rd9nJzfxR1ycxt\n", + "lNXFc9sNSOqA5YZwLsg6ZkPH8+V+hmKO4chqfdf4JGMT6MipM7x47nIp2iaHK2WfI/tE0T5n44iZ\n", + "mWOGr0wn4/VMq5vRMMJlmuOgq7ChJe6tm7zmlyErDnjvjN6AeP3itYsqut8rkkxfIUQfQY7Vl3uV\n", + "JEkKUWOmL6ps0cUxTEB09zsyQtd91VSEVqk83bfqNaZytMj0Pf38d5j/afrC8HWNWN500vTF8uIz\n", + "EP4n6CL50rP+YvTerz7y/uQT137NTIP1wHzuWrsw2X71f03OXH+3+Z7/8Isl6fuWsY31tU1fdBH9\n", + "9M1/NaoGBrEeiNx1y+tKu4iyy4Tv2/3Al5Onn73DGPcYyxjm8+57v2i2EcZWBhjXV6bvdAn7RlSn\n", + "yYdRPjDzwbduQpwJ51Ovym913USFkegeZa4TbDCQNR4r3oMmjW3W1l0Gfh7rU2S0cnsgKYfpaXzj\n", + "dRt21ZdX3VgkGmVZBnRdQuJg//57TFKYlYC+5HAIHDs5b1xfyG54ArkmYdvj+QKavkx2ljV92e1h\n", + "lgHqE+OyifFuQ88HPtM3tBKJ16CsHia4DcsOX9AF7HNC1vkgdDxfjvMcez+z2hXHcxabNx9tptm2\n", + "7XXDV/oPz1+bN//R8JUxMn39lH2O7BPY31DWuL121fs0xwV770irm9P1dRt7THMcdBX7OslrftvP\n", + "Y3lxgOWDeP1irzcQnifta1sVyfQVQvQR5Fh9uVdJkqQQNWL67njfe8w4uOzOGaYvRKO0Ki+tPdaY\n", + "pOg6eN0bjjKVtwDdPMNI3XPmfzHfgW6EYS7CgGUX0//uwtPS7x8asbzpZJfEP/7I28w8nvz//pf5\n", + "n8BkfuKnr0iuOPXzxmRG19Irbv+6mQaVwJjPpvvTed8zs9lU+x694uT0u5x13Xv+fxqZvpjPS7e/\n", + "N9j03bNtV7Lh8vvN7yI4n5Hpa31HWfKWyQe+ywhm7+C7jQbL8eID6Taj6Qtk+k6XsG9EdZp6GEV1\n", + "Dx6Y8fDMB9+61W00oBavzO5aElVKbje1onvs2HH84PhdXqsaq8x1AuP15iVwyhpesaDxxu+HqmJX\n", + "V7D7YJiUPmjYsYIhr0EGl63I6MxS08djSBwg8Y2EMA0SqApFcWSL1daQ/bqvqrot7OUraihg41aW\n", + "h4pmdxMNAELPB67pW6YSKW+97f3axx4m7AYNPtPX122nT/xsE+Pphxy7MzNjA2haunnOG8M1b5zj\n", + "w5myz5F9gdeyLVtePnzFD+Nimho/2GBsa3s7ZI15Pa1x0GXsBmVNXvPLkBcHvMdlAzb+j3tXXNfd\n", + "a1xZyfQVQvQR5Fh9uVdJkqQQRTV9fTJG3yXvTT512cfN3zufTqtjqwimL/S+my9NvrXg/cm2177a\n", + "vL79n75qjFSajOhG+FVXX2DM3n9dd4+Znqbzzg3XzZsnlgev//CUt5t53PeOV5r/+T7NSoxLvHrD\n", + "o2ae99y22DsN/j77/tuTm2/9cvr/1t+PpoEwri1N3//nJ8uS/de/wlTA2tNkacNv1iU3f/TnyVN3\n", + "PeZ93yesK5YD28z3fhPiPsL3Utg+vtiAXBiPefKZuGXli2upnrBvRHV8x0MMbDOLD758kK5qrHGe\n", + "H/9VttFA4yLL7BLtk1ZlpMl7CF0Q7t79o8yqlSxw7g/F1wjBVlvd7Y5iejgGb9Wuz4Ft2tDIQsWd\n", + "D7wHhaw/xzyrkgBjxWuTY5yGxAHMH8Qax0KEqlDG7IT5hXOeWxXahfF8Cburxn4tY/oWVbz61HQs\n", + "IA5QEQmTwze2I3FNX8Z+aFWqmyCmcNzh9b5ee+ztwn2FxiGE5wH7mu4Tk/yxz6Vp9WLxsYs4mLZu\n", + "nvOMXZm+fsrcH/QJ+1qWh13ti+Nh2qDJy4Yd3C7ueP3TGgddB9cAW22TFwd2Lxe4huFavuiSdaYx\n", + "pHt9q6KmnrOFEKJJkGP15V4lSZJC1EilL0xNdK1M0w+m7w+u/Yj5uw4wE1FBimpRdI+M70GVLyqL\n", + "f3fsX5r5oyvju6/88+Tlwy6dUX0LHlp3rnkfY/UC+6YTr//wrGPmmb6E1bL4zvOfeMDM87m17x4s\n", + "x9vM+5gPpzHC3/ef7O1SeduadKxhCBXInB4898jm3BvhDZf9zpi+z659fPhKNpwPq5j5HeSFp2aM\n", + "QshbJh/ztsVQWA4a0G9ZcYrZhuhyW6bvdAn7RlSnqYdRX0VcjIo/JhDsB2pb/I6qxrJoHhpv6KoS\n", + "v8c6cnDuPz64O8Ky1wm7EtaNm7YMGx4nSDDhdx0j0DWz8Dfk4jMuixpkMCnGeYdqEgZnSBzYxkjd\n", + "7lBDx/XNUlsNDHzYyc4yx0BoN7+2WE3e1DGGOOB+3rz5j4evHop7nIR27UyyDG8OK4Bjuo+wJw1U\n", + "qGN98DdEuN555wDGEM4nsat87Wr9PHg+4Hif01DpSIPLZ97lVQEfzpS9P+gLWRWtPmiE5p0P+4jd\n", + "AISNOsaNCY80/5NpjYOuw0aIUBcaQuXFgXtPEFsyfYUQfQQ5Vl/uVZIkKURRTd/9d91lBFPznE/8\n", + "9cj0u/iyNyZ33fCOkVFaFVbUrl73q+TI879mvuf5RZ8yv3/1pb8176FrYfyGsfiKiz5vxpUFNCMJ\n", + "bjppfmK57r7sr8x8HnvH/zLj+BJ8Hp97z7XfTT55941mvhynFmA+ttE56t54IJdta96ZbHnVK5LV\n", + "f/n65Mu3p6Yv5k9DF1W8WXAa/C6CN9QYR9gsl2P63vaFS5PffPqi4X/5lH1Im2f63j/u5pqmL8d3\n", + "hmT6Tpewb0R1mnoYdR+iY3VpGmLc1amWFM2DBCSSc6jKQ/IOyUt00cckHoRpdu48KbdKq+x1Iq86\n", + "sagytil4nHzh8jSu65ijbiUeq4ddI5fVxXbFHhtLZBk1/EzZat9JGJwhcWCbJnVNXyYzcb7xrXOR\n", + "WAnZhYYp9rrgnIq/i2KwqGo+S+zuuqnxbhEHNPqgLOzjhOuMv0PJqvaO0aipTdzzgrs+IUY/DfQm\n", + "9nFZ0xfXFjYs6nsVbN5YxqHb5XCj7P1BX7DHsQ2Bx0CISdwX3K6dCdfVPk6mNQ66Dhs0NnU9KEte\n", + "HJQZtqOKZPoKIfoIcqy+3KskSVKIopq+ME2p0z/77pH5h+6Wn77xDSOjtCo7tv7eGLLb17zLmIYb\n", + "jj9u9H2/Oj81fWk64n1U/OJvY36i+tYyc3HTCePz3jOuNwbt0zf/VbLymDclj332lfMMW1bLfuLa\n", + "r5nqXLdCF/OZZ3RSjtEKXrjjxGTTx16RnPbh9yVX3rrETIdxgR/75d3G0P3d91cPpzwULGdZ0zcL\n", + "zAfadu9Tw1cO5bmHN5sxhMs+pI2qiweyYTfax6/4SPJXN1+S7Nj3kkzfKRP2jahOUw+jNBNQ6YeH\n", + "3lBDoQiMOYr5+LrdajLhLOLAqiQk51yQxERy3q0AzjLnyl4nirrmxXvQJMfjpOkLowW/65ijNOO4\n", + "flkmGxNcNL/ZIKOo211WhZZJjHG9mjQ4Q+LANnppDLJbyLLUSRDGavwSC7txDs/RMPfyqLL+9no3\n", + "dXwhDrifoSxTxDY3WZ0b2rUzYVyzi2dWtPe5wRH2C9YBwjrZx677nk+s5MbnmsCu1s/DPh/QEIV8\n", + "hmlf4Dr4CO32+nCj7P1BHxhXsx4xfKUYGqQQhtLYs+eS4Tv9JXv83kOv7dMYB32A99tQFxpC5cWB\n", + "2+AptmT6CiH6CHKsvtyrJElSiKKavuhqGTr3F+cnS3+emr477/lUsuval5m/ZzeUb92KStwH/uXm\n", + "ZM+2XeZGkZW3qBg9/YaVo+9k99E0HTmGr3lt87WHVN9iXjA+YabaRrH5jGXY2qYv3v/6bT8azRNg\n", + "Pj7TlxXGNvb3PHfzm0eVzzR0b/nUL5P9L+4zr7lwGhjEReTdUGN70vRd/+Nbh68eCr/v2cfLJeC4\n", + "vdxKZ7OdBq+jq290kw1k+k6XsG9EdZp6GLW7DcVDLxPCMG3rkGU4MOneVMJZxMEdhy0LJOtp4GRN\n", + "m3fNySKva96mKxF9sHHEySvT765bEYt5QFgfGHm+edpGH6YLbZBBUxkK7dqY0zdppIfEAeIIgkES\n", + "ah5lUdR4IE9dGs8XuOdT7q88eG4vU+k8CVMUccD9DGU1FrETvKxmDe3ambi9BrCivax53DWwDhBM\n", + "epq+qIwuGs8X03NbNtXAo4rpCzicAKpl+wjM6nT551c12jDmxZgq9wddhwYu7qPKYPeAkCodSqOP\n", + "DSHsRg7428bX1fk0xoEoT14c8N62bO8loZLpK4ToI8ix+nKvkiRJIWpkTF+Mf3vmpe9IDVDLEOV4\n", + "umXAGLYwH1GVu+E360xlLOa14NJ/MN0tkzzTN63yfZ35TXDTifnC3IQZjenuePKGdB6WOY1lxmsf\n", + "vuyzxqy9/nfnpdMMvgfc9Y2rk7uW/MS8BqMTvyHfunJb/IdfpFW+/B4sw28+dVFqsmaM2Ysumbm8\n", + "ReTdUKO6F/O565+uNNs0a2xfvIfp7C6nYbyHYLbBuq8O/0vBMuH1B3+7xFT5Apm+0yXsG1Gdph5G\n", + "8QANIRmMh95Y3bwyYY8uUu2HanTLi9dhYohuMq5SOTRZ54NJfiTtfVRJ5uVVisdqmFAGGmifGY7p\n", + "W9dwthtbZBmMnAbv2+sdYlhx+4VUebLL7KYbYoTEAeMOcJxDJMKrUnVc30l0d10Gt8IFf0NZ2BWf\n", + "PLeHiBW1TZ6ft2+/d7SfoazuTLnOVJX4pPHPJDF7mShrHncN+/xhNxqhyc2GIq44rXuuiQkbAfnG\n", + "tbVxzwe41vS5m+cQo4/DI2Q1dDgcqXJ/0HXYgKFKHOM4wLXPN5TGrl3Lg7uLbpu848E2hMk0xoEo\n", + "T1Ec4PoF+a5vdSXTVwjRR5Bj9eVeJUmSQtSI6fvB265K1lz1emOCsjLX7lq5DKhGpSG6/qI7zGuY\n", + "3y+ufb/papmcccUHzescxxbjCPN7D9zwp+Zvu4J304MbzDwhGsU0ZWnoEryGClWYvpvuP838T2D6\n", + "Yh7mc4N1PXDDK+a9b8NtQUMcBjaAkQutXbwiuWvpleY1Fy5rXdOXYwPD7OV2RVfONjB3+X3Y5vgf\n", + "1dah4wD7wDJhX9hdfMv0nS5h34jqNPEw6usKklVDMaqA3HmzUhFGTJMVhaIeZc02ds1pV23YVEnm\n", + "sWLNbTQAtTGuL02WrPF3y0JTFlWYWetjGztY7zKGHCoiaHh+bTCfPNOTY2yjmrlJiuKAccRKuaK4\n", + "CqHquL5dGs8XuF2CF5mXaJSA97MqPrNUtaK2DNu2rTT7lcoyRlzTt2p1Lq9pNDyLukfvA3Zc26Zv\n", + "3ni+OAec2HCVL6DpW2Rs+s4HPOahvlU3svFTntEXum0OJ6rcH3Qdju1cdz/jGICB7A6lsW3b64Ia\n", + "5LVJVtfOhKY2G4fEjIPUOF9u9kMfG5AczhTFgXtfHFMyfYUQfQQ5Vl/uVZIkKUSNmL4wY9df+1pj\n", + "8I0MVavKtgyocH3gu6uN2QmDFcBMfvD6v0z+eOX3zf8AJu+mG99g/sb3YRxh/EY1LStw7S6XUcFK\n", + "YxPgfZrDu596xIxny8pWvEbT9+AdfzvPwOY88B2mKnjdVzPXldviqWv+5yHzgBn7yGW/NX+7FbXo\n", + "8pnfU9f0xba87QvpOEKcrztO8Ki6+lMXmXGGWWUMVQXLhG1kjN/BNjx4/ykyfadM2DeiOk08jDKp\n", + "bhsDTPrHMGU/tzJNtnM8RZpWXameE35QUWIn44oYV20cOXxlPlWSeUWVipOu2GOF+icjmYE4BjAf\n", + "djuLvyEbvsb1L9sgg99BnXLZeq/5yarWpqvvi+LANXnd/6vAbpGx/9z1zhK2N7dZl+AyYRmLYiGv\n", + "Uj5Lk6r43rLlFLNfaWRkNS6xzwFQ1fEGWf3Ka9skewhoCh7bMHzZUwCNYMi3fyfVQwKuA9ivRaZU\n", + "1vmgr90809DNu27WqQCdVqrcH3QZXxVrDBBXdvfPWWZqF7C3QdZ5gI0k2ENMjDjAOMgYD5nfDZXt\n", + "Ylu0S1EcVG3IFyKZvkKIPoIcqy/3KkmSFKLGTF+Ym6icRTXriw98vbBrZ5iZrvnIitOnb1g/z/SF\n", + "sbrrupcbE5bA5H181VvN3y+uenXy+JWpgctqWhi+9jIcYvr+dkG6zAOxC2T8Bi9e9zJTnXvClaeO\n", + "1ovY8/CBMXg5Du/IAIesild8Huu+ddMW87c7bi8qcfE6tkHed5G8G2rMwzaO7f9hAqOyGlW9/D6M\n", + "M4y/YRbjt68qOAQsE813SqbvdAn7RlSniYdRVlNijFQ88NLsiFUJdfZNaYtsPJyjygh/Q1WT96J5\n", + "aLTBkCnDM88cYT7n63qwajIvL7kziW5obRi7sRpFuA0ufCYev5PrzP/LfDeOcdsMgrAOqAhkpcSk\n", + "qlqL4sBXKcfEbVWwrbhtQ5OEXRvPl3A9cC7l39i/PhZU6NZ6UuPdbt78PrNPaWDkmfpYHqjOGMPs\n", + "4pnK2mZ9gpXcuHazBw0KvRH49i+P86bXP/SYzTsfsAqQhlAfYGOpvApl3znucKfq/UFXidFYKQ92\n", + "m4xq364S0tU5txMbd1SNAxxvGPeYjU0oVhpnNUYU3aQoDuwGT77rXB3J9BVC9BHkWH25V0mSpBA1\n", + "Yvq+euUyY+pxzNqiGzx0NQxDERWlNqw4xfswQmFAAo7Bi7Fx75lJTUjb9N225p0jYzGLx69LuzmG\n", + "YHaOuqG+429GXSDThMZ8Mf8nrn/9vApdmtKQa4YSrBO7bOZ4xEaOcYzvwnaCuep2oxzT9OV3EWxX\n", + "fh/+xvv8Lm4HiEa4vZ5Y/7xxgW2wTOw++8Dat5ntLdN3uoR9I6rTxMOo+/DM5HEss+Nnd6TmCcwE\n", + "mnTTUGU1zdCIKZuUZpUTEnkuRdf4LFilyUYJtmDg4T0YmpMA32WrLuyuFwYs1ofHB8cKdk1hNpqo\n", + "2iAD5ifmDfMM86FYMQ01TVEc+Krg0qRtvYopGmTsGrlIXRvPl9jdGtpd+rowdrLMvyxNyvx/5pn/\n", + "bvYpjQGYZVlgeaC6jTvsuJ8G7POD3aAKYu8BtuqeP0KBAYN9yi7a88g7H3A+kO+a0kW4vHmgWhPT\n", + "NGUI9pGq9wddhcZ+Uw0W7Craro7vW9S1M7EbC5aJA0yP7pvZ0ILCeQfDk7C6OK8xougmRXHgNlYO\n", + "Ea6Jvh6DXMn0FUL0EeRYfblXSZKkEEU3fVdt3pi87qJFxtzj2LhFN3io5KW5aFeOGkPyU6khSQMS\n", + "sGL2mF9/3HzfxU89akzZZ2/5a/P+C3ecODJXs8BYtfxOGJkcCxgVuPwumqPb1rwz+e2V/yddp6GR\n", + "DWjGch4++D7hcnHb0DiGwY3t5FYZA24fmrJ5wIBFxbAP+7sIjXV+Byp98T0Q34MRDfC3bRhjWrwG\n", + "UxvGeR5Yt9GYycNtKNN3uoR9I6rTxMOo2wUojYRYlV63P/qMmR/MBFZIqsq3u9RJJuZVMJVJ5tm4\n", + "xqitSXbBy+X4+1+MjZUYcF5YF9fEc03fmA0ysD44xlktCtWppAylKA58DQdY8ZdXPRcC1zWku+M6\n", + "5idMnRde+HIjRpV9vs4zfdmdsc/8yxIbUUxivFueY9y/fSDesUx1rxtsQDKpRiJNY3d9jf3HvyFU\n", + "qrv7l/HSdKMrVu+FmJpF5wNeU2DsZHUR2xW43kVmd5ntc7hQ9f6gq/A6Fjo8RhVoqsLg7Br2fWTR\n", + "cWubw2XiAFXO/A70SgOD3XePEGo+i+5QFAe8N8Z9mnud84n3NniOYO82WZLpK4ToI8ix+nKvkiRJ\n", + "IYpq+h5/29Wmy+XjV3zEmHvsWjnrBg/GJrsXhrkLA9E2JGEm4j1AA5KmMOaPcXaX3L82+eBtVyVP\n", + "XPU/Rl0mjypK7/gb878NzE2Yla7pa0Mzk2bnrlvfY+ZnDMuhWQto0PrmQfg+4XxgMgMax/jN7YQx\n", + "d/ndgCa0uw1sYLo+dlFqCmMcXh/2dxFWWUP4Xtu8xXvoUpsGNPYRzGCA6VDly+pj2wz2gXWb3Xxt\n", + "OvbxMC5k+k6XsG9EdZp4GLUrx/DAG7vL3E2bt5n5UbEqiEUzhHTJl0XeZ8sk81xYoeczMlDJiPea\n", + "rkxkkuljv3ogahzbx59r6rpV+LEbZBCsG4ygprv0BUVxgG4eEUO2YeozgqvAfYjEX17FR93GBFxe\n", + "X+OHutgxkVfpzvGnOZZ6kRh7ECvNm4IVnOw+XpVY1eE+Q8yyURX/d/cxK/qb7toZJhT2Z9Y4zTYh\n", + "14W+dPMceu20DTGRUuf+oIuwm+Emz2mMty6Oe81zQMh9pH2+CI0DNpzAtaPIWC9zPhLdICQOeK1z\n", + "r3M+2b3ZQHmN4WT6CiH6CHKsvtyrJElSiKKavjB8MZ4vzFgYmyTrBo+GIQSjFaYifhPbTHQNS3QR\n", + "fNnlb0o+efeNyZG/Ojs1U4ddJueZvjAqMZ/bv3LZ6LttExRwuWg4c372OgGasZBtVhMuM0SjFstt\n", + "dxFtrxe3k1vRi+WAIWtP68JK3TwTlsvrVuXitaz52vsO8+Y2oQGNz9ivZ+GLAZm+0yXsG1GdJh5G\n", + "3XEfWQ0Xy0TDcW1XEzZtzol60HSrUhUx7tbz0CRk1jU+BBpdvkQNXkvjt1nDsinT167cZPerOCYB\n", + "qzVp+k56DOMmKIqDNJE73wxhd+NVYtKFJju3qU91x/Nlwr+JSj7fOK7ucuZVx/sEY/jEoWHYdBUo\n", + "cLu3jWXqH44wnhELvM76uvTGPsZ7k6jizuvxwSXkutCXbp7LrDfXR6TUuT/oGm6jlqZIGw90s8FM\n", + "mftILHt6PBwZHAecf8ixRoO4i+a48BMSB7iW4ZrGZ9cs4d4a0+H6yGcJCFXCvs/K9BVC9BHkWH25\n", + "V0mSpBBFNX3Pf+IB8ze6V37ppteav0HWDR4NSggmIqpbMQYuDFIanKwyZUUq/0dV79PX/JkxmiEY\n", + "ss+tPdtMx+6fD95/spmW0KikfNXFgMvFsXhHJvLat5n/iW36+kxWrgNEQ3Xu+YeMCKfBb24nVhDj\n", + "Nb6P+fNvCuYtzF68jmW965/S5b3nW9cfMi4wgJmMdXbB532mNbD3HQx5jrtsf58x7D3fZ+OLAZm+\n", + "0yXsG1GdJh5G+QDMB17+j64jY4DjGpVomOckuo/tKkhs7d17U6er2cbJ9SOGr5Qn/fyhyeysa3wI\n", + "G2b2mPjxjcdK4+uLVzYbWzTbTlqRGiuxzDHX0MbfEI4/29DBe7EbZLRBXhyMK+Dmx18ZM6UImvcw\n", + "ObOShWxIgH1TBR4DeePUVoXLj1jIin12Y4xGAr71swUzkBWikzB8gbs/1f1mdXhtRdU3zw95jWMm\n", + "sY/LNNIIvS4wZrrczXOZxgusXlZDh5Q69wddY5KVpTzW8J1dYWziFnftTGCQY/rt2/29kNngvIJp\n", + "y5jqZZdHtEvI+cC9P/bJ7gGD9814nuC1Eu+5PQjJ9BVC9BHkWH25V0mSpBBFH9MXoMLWrrLNusGD\n", + "cQkjEqYjgNlJIxYGMH7bXRnjf5qrNGJRWXz0deebv+9d+mNjPo5M32HlL4GZi4pZzAeiuesatnwf\n", + "AqNKX8dExjKyYthn+tK8hbiOLvgcv4fbCWYu54nvwDbBa3ZXzBC3EYxY/IYBDB6/Lp2n2w001hcq\n", + "g73vuKw0n2kUs8rYrSC28cWATN/pEvaNqE7sh1GaaawMYqVhzGogHNeoPINp1mezqi4cfwy/uwoT\n", + "iHW60cxKZmdd40NhksbXXS1eh2I1VPBBc5bLUdUQdLFNPKwL54/XYebhbya18DfUZ/LigBU5boUs\n", + "k+ixundldXWWKVpnPF+uAxUbjuPKKl5fTDBufN2h20JClN0eTnKcW9fkjWnqdwnEK9aryW6JeV5C\n", + "5TrOjThX+BozTKprZ1DG/CxzXeB8uxonMKSxfCENu1TdPp+69wddYpJGLHtN6FIVK6/XIV07E26z\n", + "LVuWDl/JhsdZmUZCOt76Rcj5gD3hoJLXvd5RHBLF7Q0F91FsMAWhURSHRJDpK4ToI8ix+nKvkiRJ\n", + "IYpq+mKs1tlNv04O3PCnycF1Xx2+47/Bo7FJo5LgdRqzblUqXqO5SmMXv/Gd+BvvQ88/udEYtfb4\n", + "uwDvwWRGhSr+pmnqGracDwQwFq35rg3pQwhMT5inMJgx5i2Wk2Pd2tAk9X0H4TTA3k5YRpq59mc5\n", + "P3sb8TWavJse3GD+d6t3sby+5czDXiZWSqPKl0Y0oAkMk3vD5fcbuYazLwZk+k6XsG9EdWI/jLqG\n", + "EyvH3AfkOoQ8vE87duUD1NVqX3ZLi4rfqjB55ybk6sYBjTpfggdd3eK9Jscibcr0dU08uwtn/Ibw\n", + "Ohtk4Pv7TF4cMIHtJouzzOCqsPtjyDXIkPjje1VgFRLVRJKZy4fldZeV8QT5xnWl8B7NbfTA0GSD\n", + "CRd2zcltM8nKuElCoyFW3Pqwu/v27WeIXTtP6txBUybkOlLmusDzAK5TXazYS5ctrKEHGwR0qUKz\n", + "TabpPrFM/Mega1088/xeNNauDa/9zz77quErfthACI0Ly8DjbdoaFk0rIecD3pP7eraAcG/HYSuy\n", + "GvDhPpvdRON+CNdKmb5CiD6CHKsv9ypJkhSiqKavMXtREQtZVba+Gzwahb4KWJqLMGVtYLCyUhUG\n", + "M41YdPWMcXLxGcg1koFtMttmL38TmJV4jcYw/jffNVgf/Ab8HISulLMqaO3p7O+w4TTA3k4wZ/G6\n", + "ba4CvIZl4/v4PP621xnzwefs8ZG5/lnLkYW9TNxnkG0ec94wlfk+jGF7uX0xINN3uoR9I6oT+2HU\n", + "fWhmq+iY46P6juvDDSaqqCYrv6pCs6psMs2F6+quY904QIUaEzNucodjdjXZdSlN54W/To2ymBVz\n", + "TDrBiOMxyO+jGdxEg4w2yIsDxo6bmI1t+gJWiXx62OCFqjuer3usl0l8hwKTFsuImEAvDfgbvTaA\n", + "EBOwTcMXcNuQJvZvF2AjGphATeE23PKJXTs3Pe45cfdvHmWvC6wS71oDgbIxnHWuO1yZlvvE8RAF\n", + "8Xt5yGISlcW4P9y1a3mhsTxu4FhuiJCQ7ZZOk55T2WAoFJrK03aNmVZCzgdF1z42oCx6LsC9E++p\n", + "YBLL9BVC9BHkWH25V0mSpBBFNX1NdS0qfVcfZapjCW7wYBLCGH3gX242r9HYdStCCUxM9z2Yvhxn\n", + "Fxy44RWmy2WYvzPXLhsZjq5ZDGyTmUYrfqNi1p6e03EanylN0xhaf9EdmaYvpqN5bJukNuk4uZeY\n", + "v+0bYXYN7X4Oy4PtAkMV29C3/TAffDcqhbG9MJ29/mUIfVhn5THWh9+F7+e22fCbdcMpx8j0nS5h\n", + "34jqNGX6wmiyH5LR+jkWoeeHaYaVH0z0NmkCVIXdT5fpMs9HVvI7RhwgNiG3gpGVbDDwmoLjh9Fk\n", + "q9L1bxacN0w8mrsUE1o0g2NVGLdFXhxkJa+bSKTD6KTZjm3OWKq7nRH3WE52c96EqWPHC+IDfzMe\n", + "2WVhXpeH7P4Z6z9pw3c8bvh/G74yfq2L58U6pOsZN25d7Mpu376G2LUzGwY0yfhYDTN9yl4X7F4z\n", + "utRjRtlq9axeDQ5XpuU+sQ1zkd/ZVBfP43N2qpmZYwb3iT8avjufOr028JqZ1VCK989Vtu34vHTk\n", + "8BXRZULOB+yxBdc395rHnnEgTFcErqMwhz8yuCeS6SuE6CPIsfpyr5IkSSFqZExfMLd/pzFu0dUv\n", + "bvBgAqL6FL8xNi1N1TLAYMVnaHRi3GBWFu/47e3mPZisqDh1sU1mGqpYBtewpWGZZ/rCSMVnsB5Y\n", + "N3cehK9nvQ/s99wbYczfrpYNBfPBtsfyQ5h/kcmeRcjNOYDJjP3L+eP7uG54/XffP9SIl+k7XcK+\n", + "EdWJ/TBqmwd4UHYNhBiEnh+mFSbkNm/+I/M/fuclttrArs5AcqwOWcm1GHFAQ2v5TU8ekuRp2tjg\n", + "sfIPFz0Q/Rixxyazk1UQKzbZIKPJLqwnQV4c0DD1VfGkMRXXPGOjF7val+fAqpXcbgOPJkwdxgsM\n", + "anZtzuVdMDSy3W6rKdvwnYQJ6DI+Hx49fCWlif3bJmz8QjXZ1Sv2J+TrznvSXTuXrXitcl1g4xCY\n", + "T12hbPexZbfTtDMt94k87zfR2CePprp4Tg3ftLqWpuxYRw722/HzrtdVunYm3Ha+nnDsxh5Vz6W8\n", + "927yXCziEHo+4LXPve7hng6vl+3dAuavTF8hRB9BjtWXe5UkSQpRY6YvzEp29/vIZb81v2lEono1\n", + "rURNK1xD2bppy+jzwIy1+9hZRjRpaejCMLWxTWYYkzCQ8ds2XQGnY5fF+N/Ffh03r/a8bWgOu99h\n", + "Y78X68EY86Gxzm2OfZG1DHnEWCZ87+2nXjb8b4xM3+kS9o2oTuyHURoASAzjQZkP0DGJdc7qK+yO\n", + "ktWLrIToUoUPE9ZVqjN8+BKQMeIgr+vaJqrUbZhEauIY4fi9WAesC7p05vewCp/d8cY0m9sgLw5o\n", + "mPqSsk0kbJHgo8nLhgTc7lUrYLGMEE2dJqqv7B4a7MpkdoGOanQeF7Y4bVuGL2Bif8uWU4avpDRl\n", + "WrSFO7Zzk4183MZbtibdtTNN/SZN39QASuPFNpzaJK/Big9VHs5nWu4Ty8ZBLLJ6yaiDbfjy3hBx\n", + "i3ObawDj2r1z50nD/8t17Uzyrplcvzr3qE1so6p05bzVVULPB+yWmc+wEHvLqdqTiUxfIUQfQY7V\n", + "l3uVJEkKUWOmL4xZmI3Q2sUXm98wWe1uh8uakLhRRPfBMDDdClh+H81amJ02+C5UARPedOJ1ezls\n", + "Axe/sax2F8swU/E6KlkB5uOavpgG3VjjNbzHdXahMc6xd2M9GNvz4faAynbtDGIsU5YpLtN3uoR9\n", + "I6oT+2EUD8YQHpRZYRi7IijWOauPjBO7YzPD91rb5JltVfAlPmPEAbtzY8zagmmH11EN3AT8Xiom\n", + "MHIxTxx7WBcakRC76W3ie9sgLw54XPhoKpnOhgSoFGeyEInEKqRJ8rQiCuStTx3seLFNX7sC2D42\n", + "II5VDLVZLc5GMFu3/uvwlZS2zJKmoLlNNVn512YPCC5c79D1rXpd4PdgWIIuQHOszDWdsSGm5z6R\n", + "+xT3eZNk3INCnC7ysfys2sW52QdiHQ0G2SCLqmPMch72ccTrqvt6Wep0PR0TmunYvl15BugaoecD\n", + "NnjC/Q2veWygWXWIDpm+Qog+ghyrL/cqSZIUosZMX5icMDM5pi26+AXsZhhyjdkicKNod79sY5u3\n", + "+E78jfnTnIXJDPOV8KaTZjGxK5AxD45VS1hJTAMV83FNTXwO/0N4z33fVOFefv+oCteeVwzc+WAb\n", + "cDuUJcYyuduMyPSdLmHfiOrEfBilgYaqQjwo0xTAQ3RMYp2z+khWVa9b/dsm42Rh2v10DHyJ/1hx\n", + "wJb9dpIHQtemeB2KDSsrPzo0UGI3jEA1Apcd68LqPAhG5KS7aG2SrDhA8jMvDnnMNFExSZOdBlnV\n", + "qkgeSzzem+pO0jZ9ed6G8cdkp131QrEb6KqJ0Fiwgcn27fOH8+D+rTumeFegic31atJo4PnJNfvb\n", + "OG9MyvRNG0+l1b5NnBPKYDfkKgOrJWOfH/rINNwnjitV00Y/k4bHQ914sg1frEuIgY11Tytpj6h1\n", + "PKLbf3yvfR1Aww68FnpOyYLmcSxjvAo0fLEcqY5s/fzVRULPB+61j40/q1b5Apm+Qog+ghyrL/cq\n", + "SZIUokZMX1T0wuSDqUlTlYYsKk9hyrrdL4fAG0VW+3L8WGBXDttVxhCrc22jmPNyDVm78ha4hqU7\n", + "PeZDIxvTQPwuGMh4j5+B8D9e5/++6uO6xJoPiDGvrOprmb7TJewbUZ2YD6NudaFdMRaTmOeavkGD\n", + "w03q0BxqM/lEmjCg2bUpzS8QKw7crpBtoVtbvBezC2QkjjhO6tevf9z8jt0wAiBJhXmj4h7Vvfgb\n", + "gnHTVIOMNsiKAybMs6qKyppJZeC5kKo6nq+7jE1Wr3JZWZ3MGIVx7R4XdoMINPZpE2wPyI2DJvdv\n", + "G/Dcz4Y/WXEdg6xu7yfdtTMoG/N1rgvctm1fR4vOXVk0eX7oG9Nwn8h4bKuSNDVd/WPiloEma6jh\n", + "a1N2epctW5bO24Y8tmAm1503oDEeY15lSRu2jbvL5r13+v/xrSxTVwk9H/Dax+cBNtyr05uJTF8h\n", + "RB9BjtWXe5UkSQpRI6avbZTSELUN16rwRpGmsm3O2t/B70eVLiqMYeTif7valfPi8sEYpjlsT2cb\n", + "2MCuBAaYD41sfA/kjlVsKnsHy4bX8XlMwwpo3zLVJdZ8QKx5rV28Yt7+wnaV6Ttdwr4R1Yn5MOo+\n", + "LLMSLHbXnzHPNX2CyaqsykVWAbaZ8GV1JRQz4cSKCntstlhxgG5KEac+c6sJk4OVBGgcQYOtCfOV\n", + "3dThO/g9ENarqQYZbZAVB0UJ86ZNQW5/qGqFiFut2uQyc1m/95txt82QrzFE012fh8JzIswENw64\n", + "/+saFl0B6wLhvMq/m8JtwEVxbPBJjt88SdMX8DraZoV4VbOPY+nj84c703Cf6J7/J02MxoQwHzEP\n", + "mKNtVKCjB4j0+9OxrllxHOsayvPTpKtrcR2wq6dJeu5IjWi838Y27yKh5wP72sfGknV7tpDpK4To\n", + "I8ix+nKvkiRJIYpu+tLghKEJYO6tv+gO83pd7BtFfseztz6RoCtp25iFCYv3YTrjNRi/bpUp52Wb\n", + "ujSA8ZoNPg/DkhWr9hi/nA/WD9PB1HU/T+wKZBjTWEbMk8R6MI41HxBrXvd8K+3yGuvN7q9l+k6X\n", + "sG9EdWI+jLrdYi1cEb9KEsQ81/SJoqoLGkJlE8UxqZqsDgHzhUjMOEBSB7HqdmNLs/SLV1Ybk9XF\n", + "HkMY82ZSqYnKOXs8VlRm/vP1j4+OzaYaZLRBVhwUGaQ0DMtW04WC8x6M3zrGOpO6NLxY8d7E8WU3\n", + "EsBvyu32vEvxY/cA4MZB0/t3kowbvcwf27mpSi63e3iIvQPUTYCXpey61r0uMKZgdDW1fYugeVvW\n", + "mCo65x1OTMN9Iqv72zTu6gwp0LbhCxAHXAceV/g/1rHNY26SjYtcw9ddF2xrvJ5u+yMH9+XLh+8c\n", + "voSeD+xrHxs5Ve2phcj0FUL0EeRYfblXSZKkEEU1fWGamirWpVc23m0xzFKYrDAPUUHL7pd92MYq\n", + "sefFClzTbfRgni54D+tkVwUTd5nywOfweahomeoQaz4g1ry2btoyqm6mCS/Td7qEfSOqE/NhFFVf\n", + "eECmScAH59jEPNf0BSR12I0bqml9jKtsj2wtWc1EVBNVD0xi0QCLGQe2QUqTg2IcV63WtDl37dBE\n", + "HlZPNllxm9dtdVMNMtogKw6KqqT6YAqmx/O4oUOTy0zTl+Ye5caO3bVzjGOiDrbJ5cbB2Cgd9w7Q\n", + "V1hxh5gGrC7jubAJuI+xv7HfcR7B/5Ps2hlgPaFQYlwXuH3bMk+r7l83Tg5n+n6fOL6fO2L4SjvQ\n", + "KC1rarIBINSmaY04YINJKmbldBv3ESHdZeN1e71nZo5p7bmgC5Q5H/DaB+G+qC4yfYUQfQQ5Vl/u\n", + "VZIkKURRTV9WcEK+ati6uPOBcYhq2SrY84LZi2phCAavC6uKsX5u181l1w2ft7s5tmlqO9Uh5jLB\n", + "9GbFNJDpO13CvhHVCXkYRWI/xByyK8VQMYm/m6gKinmu6QusPipKLDFZHDOpFUrTSUomsLhuMeMA\n", + "LfkRrzBDXZOLVcB1W/vbVb4YZxfzZvfRTZi+djd17jpxOaaBrDgoMk7ShhSI17Tbx67B4wlVSWS8\n", + "zPG79rV7auBY1u6YrlBXunYG3Mcwu3xx0NS2mjS2uQ3cc2ET2Ndz7Pc2unYeG/fj7kuLiHFdoJHT\n", + "VgMqNvAq+91tGFBtsnfvTZnbqO/3ibzna9vA5zFYpotnLjvUxr2oDeLAXh77ehqDJq/JPspWT6cN\n", + "QdLunrEP2zTg26TM+YDXPihGw0iZvkKIPoIcqy/3KkmSFKKopi+NUVR0ohtfEuuBL+aDoz0vVvCi\n", + "AtXXDTWqiH1mNmhqmerQl2WS6Ttdwr4R1Sl6GEWC99ND0wu/UeUD88oHH5JRGcRqsRitpF1inmsm\n", + "DRJESNqUHWuLFbRFCTQmt9qobmuya2dA44MVJ7Hj4O9/eb+JWRqyFLtgRpVuHVjVC6OX86ah3FTF\n", + "LeYN2evDBhlfuCJOl9VNs3PnSaZKJet4yYqDEOME70NdJMvAYQI3q+K/KqwMR3yyqhMGrx07UJe6\n", + "Bre7P/XFAbdVWfOsa7hV664J3ATsuQMx0FbXzlVMzFjXBTYomGS3rWBsIpVvPGX39jGt4FjHNYHH\n", + "fta9VJ/vEwErbJs8xkMp08XzCy98eRiD7Ru+AHFgG7NZjcDq4PZC0xRVu8vGeWHc3XP/r4dVKHM+\n", + "YI88sRq2yfQVQvQR5Fh9uVdJkqQQRTd9+9htMcbghZlrG9U2WCcYv5C7fk0tUx36skwyfadL2Dei\n", + "OnkPo9esT00AnzDGKd5n9572OEgwBprstjbmuWbSMIkNIWkZknxBcoeJnhBodJRJCsWAxnQTXTsD\n", + "1wCIHQc0OWDy2iYXTVI0eqgKq25RLcfuUqGmTV/O3zayaeB0oVKzCLtCJ6sxQVYc8HN58FiJbaDG\n", + "IMvYoxkVO8GcVxlOdalrZ2DvY18cNLWtJg3PrVwPduNbxgwti135zUYAaBgwSao0JIp1XRgbqJM9\n", + "P7jXubJwmacJbH+MS8rj4FAdOm5pn+8Tgd2gpW1CunjGPmK3w1AXDF9gx0FT25LbB+erpojRXTav\n", + "h13ZN5Ok7PkA9zex7nFk+goh+ghyrL7cqyRJUoiimr4wT33EeuCL+eCoZQqjyWWS6Ttdwr4R1fEd\n", + "D3jQpWkLsTIR3Twi+ctuHqnlq9NqMPxNw6DJarCY55pJQyOHQhKzyPhlQik08R2SoIvNOEHe3Phz\n", + "42qNtIopdhwgVhGzvi5tGfNZVe5F8HjCb3u+Cy5Kq4ub6jLV7aIVarJBRkzSmEqrdSEkwX344oAN\n", + "JYq6he2yKcgufN1EMo/v2BVgiEHEBWLSjlFbXera2TXHfHHACtmmGqJMCqwDRLjuuH40hX0+rHv+\n", + "q0pWw4c8Yl4XeAyWMZ3rwnWuev0uU5XZdXbv/pHp5QHrM9YRZttg/XBPwH0E2eOW9vk+kdev2F0R\n", + "V2W8PP5rcNoIJb1WY5m7dD2dRBywcVpTXXHbjd/qGLZN98bTZdo8H8j0FUL0EeRYfblXSZKkEEU1\n", + "fbOIdYMXN4GgZQqhyWWS6Ttdwr4R1XGPB1R7LRh2c4tEr20Wucl/Gru2aJhhbFT834SZFfNcM2ns\n", + "lvbsbq3I+GUyLTSJywQdzdFJMKlkkl2ZGTsO7Gp1uxoXqlPpRvMEZpo7X35fU9jVevxOHrd1xyhu\n", + "GlYNpcZddkWuLw5Cq+V4PHbRFMwypHmsNdGog/Fox6gtxk4XunZmIpznHF8cVDENu0aWAYTXoKZg\n", + "5TfVRnfwbrfWIcS8LqQNT9Jzz6SMLJqYbmOPULLOG30iPceNG/xAiIWs83RqOqb7CcYkjpk+3yd2\n", + "0ZzLakyArrbtfVTUiHHSTCIOxo0e499z814GqmP4giaXs+u0eT6Q6SuE6CPIsfpyr5IkSSGS6VsT\n", + "LVMYvvnI9J0uYd+I6tjHA5L6TPCiYtc1qHzCNOgO9+O/Tk1emkucTxPEPNdMGiZvkBiDmKjEWF0+\n", + "aGwUVSy60FCumyQKhd0uNm2e2QntJuIAxgbiFl0g23Fep8KRY2L7xkdt8jgBvurlpquLY8CkN44P\n", + "HCd5RogvDkKr5bpsCqbrf+j4e0wCFxnaVcga1xrCa4zXLnTt7O47XxwwjpowyCdF1v6mCeNrCBED\n", + "uxEMNOmunUEVAzP2dYFxNgkDjtd7KLSRl0td07ht0vui1PDFfQy2iXsO9IHjgPc96WdPG77TPyZ1\n", + "P1UGnEOxTDyXIj65nFBX421Szwt5DdPqwG6+Y92j8Bgpc06dBiYVBz5k+goh+ghyrL7cqyRJUogm\n", + "YvrGusmKebOmZQqjyWXyvcZ4zJPPxC0rX1xL9YR9I6qD4wFdNmKMXiZ33S5oQ4WxT1EZzDFQm6oM\n", + "avPhvQ6+iq30tWzjl9WOZc1bJo/x+aYZVw8017UzsY2eJuIAxgZiF5W9dmzT8EIVfBk4P1+XuU0f\n", + "J4DVeqi85/fif6irpPGUJv2Z9GY8+7pP9MWBHSd5hE43afKOqfF78at1fN2BU2jcg/e6Mha0awj6\n", + "4qBJg3xSZMVoFUO0LDxXQJPu2hnQ8ChjpMS+LtjHW4j5WBXb8C17vbfp6jktFC5/1WOW5mQ6j9c1\n", + "us+aYBxv3RqXmfevOA7SWB1351y1gcIkmNTzQpVeCYrgOcHt5aEOrnl/uDCpOPARMz8mhBCTAjlW\n", + "X+5VkiQpRDJ9a6JlCsM3H99rjMc8+UzcsvLFtVRP2DeiOjge2J0zjKms7pzLCFWSTZoDbT6814FV\n", + "Z27FkG382olaO/lXNnGZVss0U3ngwiTSJCuhkGBrIg5gbCB20bW5G9esZoeRGgIq5Xhs+Y4rvIb3\n", + "YLQ1Cb4Dsr+zja5aQ7G7dSa28eLiiwMaYkWVUmm3oH4zuU2KzMp0W5Q/LxRx7to0PnxV6eyyvwtd\n", + "OwOaDjy/+eKA27HJsW+bJqtyk+fdJs09NgJo63yB9YPK0MR1geeTmIaOTXoPkMZz3f1pXyP7Rnqe\n", + "T7dDncYM+Owf/vBvzXwwvyYbRsSmy/uPvQtQODd13VSf1PNC7F4lsF3Z6CXmeYfmfdb4zNPKpOLA\n", + "R8z8mBBCTArkWH25V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeDjxwrT715DunEOE\n", + "SmEkijGeaBO0+fBeh7xuF2k+2QkeVrxUNVP5fU2aAoCJqUl0RciEFUycpuIAXZsjflGJa8f1V65+\n", + "tFRcczxdzM+eDzUp09denzrdVE8CJk6RXHaTyVndEvriILQKEu9juqpVZU1RlEAOXb+y+MaAhrrW\n", + "tXPaqGW+IZh1PnCn6xtZ+zq2yeDjp3dtSr567aOtGP3jhh7lepBo4rpAI66JxgO24Vv1Wm9T5pxm\n", + "G0uxzyVV4D1LjO0wM/Pk6NjB9u0LMHuxzDGNvliwoQmOyS4un49JPS/wuIt1juD9fxP3JmwQinPP\n", + "4cKk4sBHzPyYEEJMCuRYfblXSZKkEMn0rYmWKQzffHyvMR7z5DNxy8oX11I9Yd+I6uB4QELfTvDX\n", + "FU2mu57aOfyWuLT58F4HJlezEi1MLEP4u24ylkmoJlv004Qtm5ivA7dRU3EAowPxC5PXjmtWsKMr\n", + "9CJQMZxX5Qs13TiCsFoPyz+p76zCOJb8MZ9V2eiLA86nCBpLTR4jVchaV0JzxNeApA4cA9rt3pxd\n", + "O6MSuAvw3GYnxLPOB5gO6npFWhZZy+/bBtNE1fVr6rrQhFGSNl6IZ/iCvF4RXGgsQW1Xw4+XO07v\n", + "JIwDNhbqi0kZcxvEBrGP7RnzGGiaps4HPrjv6l5r7POC716oLk3dP3SZScaBS8z8mBBCTArkWH25\n", + "V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeLCT+zGEbqJhEGyY2TP8lri0+fBelXFC\n", + "M98cZfUWVXcsL3bH11QVLs2pWAnrEJjE3bZt5fCVuPjGwaXwOlRU7chucl3zzNakDFi7erPpBhl1\n", + "gOmA/ZpVuchqeNeccM8HacI0PX5CKDPtpGCFWlbCl2ZNlilcFca+W53Orp27Ejc8T9rnnazrQtG2\n", + "7DJ5143xe/2pYixD1a7Xm7o/4LUu6/xUFpyneM7DNS0maVzkn9NsY4mGdl1jtM59Brv1j7V9GQds\n", + "TIf5d53xNS5uPBzOTPJ5Ida1hueaphr0ZN1LTTOTjAOXmPkxIYSYFMix+nKvkiRJIYpq+kpSWbkw\n", + "HvPkM3HLyhfXUj1h34jq4Hiwk/sxBHMAaoo2H96rwiRLSBKHrfChui3xaY6gknHXruXRq0fqViNX\n", + "gdtn69azh6/E5++HVbpuFTxN01DlVdHDEMY0V6/bOvzWQ0FFzd69N9WqHGH1Jrpwb7pBRlVoYvq6\n", + "dbbBNJA9jXs+QCximtCEKQ2POts4NjRjso7XsusYim9Ma8QwXsMx0RWYFLdN76zrAhPxdQyptija\n", + "z3gPmkaqNmxo6v5g3BNBfZMd5xrb8I197mFjr7yKTNtYojFap8cDbp8dO44fvhIO4xzn4ljbgnGA\n", + "+fEcH/v+JzaHYwVm00zyecF3XSrLuDFPc/GaHhOH3ktNM5OMAxdf3kkIIboOcqy+3KskSVKIopm+\n", + "QsSA8Zgnn4lbVr64luoJ+0ZUJ7bpy3FKv3BFcRe4VWnz4b0qZZNBTP7VTfrYCU9qZuaYZPfuH9VO\n", + "9jDJW7cauSw0A7ZsWTB8JT6s1EW3tnZ8s5vbELndQ7uigYzqyiyKql9DgMGL72G1JtQlxmZKceMB\n", + "n4Hnng/KNLAAnGfRd08KOyGbxfjYi98tNWOEcdq1rp2Bb59lXReqmoddgI12so5/9nrQldiNSVUD\n", + "pcn7A27vuhWxuAZjPkWNXKpSdE7zGUtct6rHCa9VUFnjl1W+MY9ROw54P1XnOjoJ2Iguz6wX5Zjk\n", + "80LZew8fjFX8bpIujx3dBJOMAxeZvkKIPoIcqy/3KkmSFCKZvqJTMB7z5DNxy8oX11I9Yd+I6sQ2\n", + "fZff9KQxCM5c3VxFRZsP71WpYizFrPZAMorJpLGOHLx2fGXDgEn5SSdSsbz43meffdXwlfiwOtbt\n", + "5jamQkxf7qu63fDheyiM8dslyhjbNMHshKh7Pihr8nXN9GV8FyWOMQ0UG8blD297ysRp17p2Br5K\n", + "6KzrAuOh64aPD55js2KZifs+VjEXUfW4bPL+IEZXwbjmYh5ojNWUucdrfZah4zOWeN7BsVXWiOYx\n", + "llYYp43MQs+/4yrjuAa4HQdNNpKJxXgZJ9uIbtqZ5PPCuDFFtd4AxsfgEbUbfBbB465s9/l9ZZJx\n", + "4CLTVwjRR5Bj9eVeJUmSQiTTV3QKxmOefCZuWfniWqon7BtRndim7yTGKW3z4b0qaSKn/a7U8P1I\n", + "9rCqh0Iy9IUXvjycKoy2qlKwDvjeP/whf3zkOmDMXpqkv/jtJm+s1xW60MX8s8YHHicAU9VJAqLy\n", + "nuvTpYpNmgWhXZz6kvfu+aDIKHMpO33TMBlrGzI+mqryRKMAxAl6behi1848/pEYt8m6LvA4qlN9\n", + "1RZFxiePn67Ebky6aPqmsVe9q2Cea5o0fEFeXIyvK4caS9zmZeKJ52QI8+b5C8LfRfA+ImTaMrhx\n", + "kBrS3W0gwdjAbxGPST8vMM6qHN9NVLxnUdeg7huTjgMbmb5CiD6CHKsv9ypJkhQimb6iUzAe8+Qz\n", + "ccvKF9dSPWHfiOrENn1ZJdZkVVibD+9VYJIVJk2XQNIHySUmqaDQbhnH5ls7VSl1Eu+h0PxC9bov\n", + "1usIVZSYN5QFE/dUncpvVN7z+5pskFEWrluZBKm7793zQVmziNt5EonWEEKXp6nuGX961yYTJ+jW\n", + "uYtdO/N86pq4WdeF8fm3XrV8G/gqmm1osE1jtRbWCypL0/cHrJIte75gHEKh56aqMC58DUfyjCXb\n", + "wA29tvp6auD3Q3nnJ/bc0MR9hBsH/K6uHivcjtNYtd8mk35e4Pmh7P3a+PwQb1zrIthw7HCIuUnH\n", + "gY1MXyFEH0GO1Zd7lSRJClFl01eS2pLPxC0rX1xL9YR9I6oT2/RdcNH9xiTYumvv8Bvi0+bDexWY\n", + "bOxyBQeSPmnCKcxEarsqpWoVWBmuXrfVxPIXr3jYG+t19Olh44g8A5amHte1TrIa34Pvg/K6k54k\n", + "YzOuXGMIbhcmVd3zAZPnoUZy14yz0NgONYfLwlhBrw1d7No563yad13A9FCfGFc0Zy83jyHXAJ8G\n", + "qu6zpu8PuM3LdBWc7svUwC9rBlUhKy74ep6xRNOqqKcBwHMQTFt3fjxOId+52N4mRee6KrhxYB9P\n", + "TTYWqwKWJ1225novOVyZ9PMC4z7k+LFhxXvs63kePH67/GwSi0nHgY1MXyFEH0GO1Zd7lSRJClFl\n", + "03fb9h2SFEW333HXSIzHPPlM3LLyxbVUT9g3ojqxTV8aS03S5sN7FWhShZipbRJanQPa6tqZ0HRu\n", + "MkGGhguIZXTD7Iv1qkK3uZgvuszN6toZcBuPE/XVuweHacdjs8kGGWWomnB0TVr3fMBtFUqWQdIW\n", + "occWG2rENqsZK+x+vEtdO4OsSqq86wKmh6oeP20QGpdct2mC616ld4xJ3B+wd4zQCrmZmWOC9mUs\n", + "aCK6xnSIsTQ2IPPPQfZ1KWs6Hqswd91peP5vapv44iDr3NE2NAq70vBompj08wLiHPvSPfby4D3N\n", + "pHvOqbKsfWXScWAj01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6MU1fmlnoFrdJ2nx4r0JRF51d\n", + "wjZ+kdT1MU4UtdO1M3CNv6bgWLiIbV/MVxGrJ/OqfO2qJFC3G74NM3vMd0JdAcn+Kus0NiXSsejs\n", + "80GViinGc1e6/02Xv9jEGxtjcZcbleCMFWgSXTtjPHF0O5t1zrFh3LjT5l0Xsj7TZXiOK6oYc7s7\n", + "nwYY21UMwUncH5Qx6ca9aBw6hm6TpN85Po+UMZbGhuzrhq/MB9enEAMZ2MYv1z89TzdX5Qt8ccB9\n", + "0TWTC3GE5cI+EnFp43khjffwRkY8ltrY/2zA4jbKmDbaiAMi01cI0UeQY/XlXiVJkkIk01dqXTJ9\n", + "p0PYN6I6MU1fjH06CZOgzYf3slQxodqGVbS+6hzAJG6bXcLRFGjaqOP4pl+5+lFvzJcVjxGMfZ2H\n", + "a3pU7TKwy6QxVq36kolKbCf7fFDVLOKytM04rsMqHJtYblSf0/CFmu7a2W7gkHXOseG0btzkXRf6\n", + "aPrSeCsy1fq4bkXwfFflGjOJ+wM7ZvPOX+l0k+vW2YbnSBqtZYyldLnTxgS+uOI9Quh5ijGK6zXm\n", + "zXuIJhttZcWBfe3oAqGxJKrRxvMC4z2kQRvP81V6NYgBj8Wi60zfaSMOiExfIUQfQY7Vl3uVJEkK\n", + "kUxfqXXJ9J0OYd+I6sQ0fWGMwSTIq2CMQZsP72VhdU3fuu2zq3NcE4ZJ7LYrA9Lla9aoY4Usxqr2\n", + "xXxZcczrmx+fGX6DH9fwGTceSKtb+05Zc9OFpgO2j30+qHq8pdu2fdOXlWihy99UlQ4N30l07cx9\n", + "Nla28ZvXiCbvuuAeT30g1DjguXrSpmKT1Nlfk7o/YHVm3nafdLfONnZjAG7PMufb8WfmN6ziuRsK\n", + "Pe/AzMR3c378PA3pJsiKA65XVxpQ8Zzfluk37bTxvMAYK2q0khr+zVa8FzGOv270dNIUbcQBkekr\n", + "hOgjyLH6cq+SJEkhkukrtS6ZvtMh7BtRnSLT94e3PWXM3E9f8pCpUvzFbzd5p4NQvQijAN2DNkmb\n", + "D+9loTnVx4Q8zQRUCLEChQkimE1t88wz/80sS9PJMhhfiOuf3vW0N+5Dddp1j5n5oMvoInyGT1MG\n", + "XxuEJkWzYBxiO9nnA84Xv8tgGyRtUnb5fXESA3TRn8b8puErzWGbllwfVgS60HDCdC5514WqcdEm\n", + "rMwsOt77uG5F0FCtEteTuj8YXwv9XQXz/Ul360zs46qqscRrDquDcUwyLsvGm238Qk2brllxMG44\n", + "0o3KWns/ifi08bzA6xSOO3SRniU2gPBdzyYJj4fQ8xSuSb718WnnzpM6cpy1twwyfYUQfQQ5Vl/u\n", + "VZIkKUQyfaXWJdN3OoR9I6rjM31hbi278fHR2KOuvnjlw8l3btlwyOf+7sL0/a279g7n3gxtPryX\n", + "hUmdts2kKthJWpowTFBWNetisnnz0WZZQrqrrAO6K0dcL7vhiUNiPlRoLMHjI6RRBJP0dhKODQi6\n", + "sO3rUtesRCzi89DMzHgbMT7LxgSXp+3jtKzZ1ZThhy6d0WND0+dyYJubvnOODdfXdwzkXRfyzOKu\n", + "guWFiujjuhVR53ic5P1BVlfBqbGYnsObvj5lwWOFy1ElPliFT2Ob16CqVak4xtNuo4845NiOTV4c\n", + "8Dzb1r6x8V3rRTzaeF6w709C1HZDvjLHQ3qNHlfrhwjTt72ObT43yvQVQvQR5Fh9uVdJkqQQyfSV\n", + "WpdM3+kQ9o2oDk1fmFKo5D3lsvUjcxdClSOqvdAd7Zmr0/FIKZhYqAJGNTA+z9ebps2H9zLYiZ++\n", + "kiZ47G4Z0wRl2wkcsGXLKWZZmjZBYYAhrtEIwjVzQ8UqX1RQFjGuRJrfhS3NnazKsj6Rrl+9Sisa\n", + "Q1u3/uvwlepmEc2MtqutmEwNXX6aMk1XzTVFagLNj3X3nGOTVxWXd13gsdMXY5TLG2KucRtOw3mB\n", + "1DHCJnl/QGPVPf5Q4YbXYaa0Bc8NVNVrNo1trhOO1TrXf3x2EufZvDjgtnHPL5NmfOy233PKtNLW\n", + "8wLO4SGqcyzFgsdD0fnKNnxxbfKtjy00XuO1HOf0XbuWD+c0edp8bpTpK4ToI8ix+nKvkiRJIZLp\n", + "m6Vbf5p89Hu3O68/llx82neTix+xX7N1e/Ktz/w0ucX7XoE2b0qe2ux5/TCQTN/pEPaNqA4eRlG5\n", + "yypECgYvzC4XVH5dvW6r6aLWnp6fDzG16tLmw3sZkPRAsqMvRkMWSPQw8ctkTxfYtm3lRLbvi3sP\n", + "jOI8r3vzLKFy/sQSVb7sFtS3XmmVVL+rgnhc1I0jGi5btiwYvjKuGi27fTgv/G4TLAMUSt/PMWnX\n", + "s4eaZmnDhzTWd+w4fvhqvqlfdF3A56A+wHNAqGnYp3ULoc76TPL+YNxA58hRAxbGNOK3TqOWuvDc\n", + "ANVpFGLPB2q7YUwoxeeD9PzSpunGxkZNN1w7nOnL80Kb4DzF4zsP2/ANPbdhOsY5hHHO2zgvthkH\n", + "Mn2FEH0EOVZf7lWSJClEMn2zNGHT99YfLEu+sWqT971pl0zf6RD2jagOHkZpaMHIRUUvTK4QNszs\n", + "MVXAHPMUQle4TdOXJA6NpGlI6KUVKWmStCtJ3+3b7x0mko4cvtIcrHJHNbzP2M3TF4cNJEKPDSbI\n", + "fAZkXqVjX6ApUve4YJXUM8/8++Er1c2iLlTMVqn6Ck3WdpW8biXtcw6NX66rL2lcbPL0ZzuVbYTA\n", + "RjltGlixoJFatfpx0vcHbIiAGE6XPa1Srtp1fSywLIwL/F0HrmOfGpcUxQGvs22e89lIydeIRcSh\n", + "L88LbcOK3KzzFq7BeB/X5Crnk7QhU3o9R9xP+lrVZhzI9BVC9BHkWH25V0mSpBDJ9M3SpCt9D2PJ\n", + "9J0OYd+I6uBhFBW9dcduxDxgamEcyKbpSxKHidK2k7+xoAlTN4EcC8QBk0hNLxOq22HcnnzZeq+x\n", + "myVU+bJBROgxllfNSHOyT8l3lzLjxxVh7/8qpilhNVub27XqMkzqGGgCLHfesrvGL35n7d+i60Le\n", + "cdU1yh4jfVq3Iuoei5O+P+A5GVVwXejWuQnSfdKda38IRXGAdcG+squ0J8n4++cP4yDi0pfnhbZh\n", + "YzxfIwjb8K1j1iLmx909/5vkhRe+PHynedqMA5m+Qog+ghyrL/cqSZIUIpm+WQowfW/53lnJD2+5\n", + "JfnWkjOST5zy02SVMX1/kJx7wbnJyUvOSk7+whnJl368NnmUn990V/LDbwxex3sDff7HtydPDd+7\n", + "5XvLkm/dOp7vOb/6dXKqmW4w7yU/Sq7KNJr7L5m+0yHsG1GdPj6M9iWJw4qfPiVKi5h06/w8EAeT\n", + "Mjtg2MK4RTfmPnM3S5++5CHzOVTEh8KEmC8RbVd2tpGojkHM48I2x+qYRfxsm2M8lq3uJH01/Mbb\n", + "PL+bb5pqVNb+Lbou9Gk7sRvN0GWtGjtdhPu7qnHaxv0BGyakardb56bo0rU/hJA4oAEV2rgi5n7N\n", + "M9lEPPryvNA240Zz88eGZ5zWNXxt7O6e0VBmEufLNuNApq8Qoo8gx+rLvUqSJIVIpm+WgkzfZclH\n", + "T/t1cs8mvg/T94zkW7ewm+ZNyarvnZV847qNw/+3Js+Mxu19MrnsG/PnNTZ9lyWf/t7akSH81Kof\n", + "JB/9wV3Dz02fZPpOh7BvRHWm2fQdV1IUy0101GWcQKnWRaUoBnHA5FHdroJD4DjWZ9+ywWvwuvre\n", + "mo1menR/Htplekjc0LwKTVR3idjHhW0Q1U2i47NQW2C58f1l9yuPgb4ZfjQqQ45d7ue89Sy6LvTJ\n", + "GOW6hjJNBlLd/dRGct82MaalZ4++ExIHPK/AeMpjz55LBvNDteOR0fZvn6/jfaKN80FfwX0ZYpLm\n", + "rn3djR2naaMvu7FMHGU1FmozDmT6CiH6CHKsvtyrJElSiGT6ZinQ9D1j1bPW+57une35PL42+eEZ\n", + "300+/1VU8J6dnPyFbNP3W7cMPw89clnypUOWZXok03c6hH0jqjPNpu+4hXqYMH0spikJ31UQB+k4\n", + "Ydh/RzZeUY2uy2HifuXqR70mrytW+Zbp8pxJtrwqtz7HVuxlHzfsOHJwja1nFqXzac/0rVqJym06\n", + "iYYPMWE1a6iJgvXEvs06zouuC3XjY1JUaRjBqumsKug+QQMV+7sKbST3EZOIKxl43SEkDtKeM/zd\n", + "4+M43LnzpMFxmI67O1b97qDT703nN4kqx8OZNs4HfYXnXvxu0vAliH3e98SU75hqMw5k+goh+ghy\n", + "rL7cqyRJUohk+mbJmLVrndcfSn6y5Nzkqt+n/9tGbarU9F01+n+gkek7+OxXz0p++Nutw/cONZDn\n", + "mb72fGX6zpPPxC0rX1xL9YR9I6rT1YfRvERY6MN7qKnAhHmMZB5h1V7VxLUohnHALn6LqnXqsmFm\n", + "jzFxF1x0v9fktbX8pifNtJ+65KHgKl8QYnjYRmff4L6KmUR85pn/18yTyfmqlVjs6rOs6RqLdJ+W\n", + "NwH6aPhhHbm+sSi6LvRlO1VZzvH27N85wYUmQNXjUCaPAKFxwHs1XHtxHO3atXx070ihAQZM/Vj3\n", + "GiGNu0QcdD4Ih40o03updBiOrjeSssm7v2wzDmT6CiH6CHKsvtyrJElSiGT6Zmnz7cm3vvDd5GcP\n", + "0aTdmjx63Y+ST59xTfLkcBq/6ZvVvfM9yblWZS+M3FM/I9MXkuk7HcK+EdXp4sMoHtjzulsOeXgf\n", + "G2NHDF/Jh4nmWAkOGlDsJk3Eh3GQGh5ptU7TJjtMXFb7fu26xzIFYxjT3fz4zPCTYYSO5dm2QVkV\n", + "JhKzqjWrsGXLAjNPquo2qWs21aHs+cqmj40AmFyOacAWXRewX2N/ZxPgGoTlLHstSmOg/5WDZccz\n", + "dpHJI0BoHLCyntemsY4YzOOD8+7hYt1rqFHg5ND5oByMbyhWjyyTIq8xRZtxINNXCNFHkGP15V4l\n", + "SZJCJNM3R888dFPyrdPOSD5xylnJp085I/n8OZdZ4/dmmL5f/XVy8QXnJicvOSs5+QtnJF+64K6R\n", + "SfzkLT81r+G9L51zTXLZj8+V6TuQTN/pEPaNqE7XHkbHCbjspG/IwzuSaWWSFjQEkPira0iNq67a\n", + "6yr2cMCOA5pIMfZfHueuTcfpDREM4rKExo3dDV9f4LEdazxfsnXrv462G1TV9GIiPmYVcih1Dcm6\n", + "6z5pmjA9iq4LfTkvV902bTZaiEndfSSTR4AyccCxTCEYRnm9RdS916AxBTV5ryJSdD4oB+8t+2b4\n", + "Avsa794LtRkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq06WH0dQUGldbZCUdQh7ey44XCdg1\n", + "WN1kRxNVbOJQ3DigWYJ93xTo4hlj9IYI05aBxh+qeIsYG6jZFfFdo2xDjFBmZljpmqoqVSssY8Bt\n", + "U9XE75vh10RPCCHXBXwn1GWq7su8ri37RN19JJNHgDJxgGMG5+DQRjM81sp282zf47ZxnTkc0fng\n", + "8CLrOthmHMj0FUL0EeRYfblXSZKkEMn0lVqXTN/pEPaNqE5XHkbtZBgf2iFfEq7o4X3c3Wm5rlLH\n", + "n6tXgdGmeXQ44cYBYoUVO33c9mVNUXbDF9M4a5KmTCnEAY2yEMM8i7rGax1YXYNlqAIbPFT9/CSp\n", + "en4uIiSp24du0dNtU75qexquO2z4UqfBVJvJfdEdmowDHJtlu3m273FjN3wS2eh8cHjBSnrcb9q0\n", + "GQcyfYUQfQQ5Vl/uVZIkKUQyfaXWJdN3OoR9I6rThYdRJNBYmctkb55BVPTwXqd7MponMzPHDF8p\n", + "T9+q7vqKLw5oGkB9MUNJWeOuT0YfYMI7dpeWiAMaXnXMohiGU1XqnjP6ZPghXrGssY2PkKRu18/N\n", + "dQxx9jDhJrv7RIxjsM3kvugOTcdBmW6e0+Nahm8b6HxweJE2yDi04VSbcSDTVwjRR5Bj9eVeJUmS\n", + "QiTTV2pdMn2nQ9g3ojptP4zahi+qsPiQztbavq56ix7e2XVoma6dSZowSCs4qhoD+CxkJxxEfLLi\n", + "gKZ/k908N0HZLm+ZdO7DeqZVTvHH8wWIgxjHWpumb11DvM1lL0uTFd9F8NzQVXO8zn7kZ/t23rNh\n", + "44U61fZtJvdFd5hEHLDhVd4x597jismi88Hhh+8eo804kOkrhOgjyLH6cq+SJEkhkukrtS6ZvtMh\n", + "7BtRnbYfRjEmGpNhrnGT1X1t3sM7zaU6XYeOqwbLjdcGxol3JfeaJisOEEd96+YZy5zGbfhYlvZn\n", + "3GOnazRV3QliJvPK7oMYVNn3LmNTvftjPDdZ8V0Ez+1dPS/wOKlqeuKzUF+JsX/aTO6L7jCJOCi6\n", + "18D7tuHb9ev0NKLzweGHr9Fwm3Eg01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6bT6M7thxvHkw\n", + "h0HrMwCyumnOe3jP+kwZUhMmNZzLVgs3aW6J+eTFAc13KLRytk2qVvg1VTUZmyaXM2YyjzEzSepU\n", + "d9q0sexlabJRTEgcsDq+qxXRdSuRaUDFNtQnBc8TVXrpIG0m90V3mFQc5N1rYJgQvC7Dtz10Pjj8\n", + "SJ/h0mOS18I240CmrxCijyDH6su9SpIkhUimr9S6ZPpOh7BvRHXaehi1Dd8sUw4P6+k0Rw5fScl7\n", + "eC/bRW4WbCletnKuLybcNFCUxGHVGFr7dz3hymUtW+HHRgaIuy7TVHUniJnMo2k2yYYCPNfUbSgC\n", + "YwHzgQnRVarGeQghcRDLYG8KLFedfVj3822SXu/T80Sd46/N5L7oDpOMAzbWmF9ZWHyPK5pH54PD\n", + "Ez6L4R4ZtBkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq08bDKI2qkOQujQzbRM16eMe8MG2s\n", + "cUNpAJUxcGk697XSqk+EJHEYP02YTDGp2lggq2FEl4h9XLrETOa1YZrRCK1a3Un60OCEXZ3WqeTM\n", + "IiQO7AqgLlK3cQTNJya6+wSHeqjb+KHN5L7oDpOMA5xXeL+I87gM3+6g88HhCRvTsSFGm3Eg01cI\n", + "0UeQY/XlXiVJkkJU2fSVpLbkM3HLyhfXUj1h34jqTPphlA/iUIg5went8XWzHt6Z8I5l8LErUCTi\n", + "QypFxwZc9fGERTghSRwajlCXq9/qNBagsd2EkRaDprs8j5nMa8M4jWU00zyG4bB37025asOIaNpw\n", + "DY2DJpchCxybRcd2jO3TZCV1k3C5YZyFXGvzaDO5L7rDpOMA528ev1QfK+6nDZ0PDl84TA+uvW3G\n", + "gUxfIUQfQY7Vl3uVJEkKUSXTV5JiijEYKp+JW1a+5ZDqCftGVGeSD6NjUzTcVEkT4eMHd5D18B6r\n", + "a2cbGjJ5VXj4vrSyI63S6npXu9NCaBKHhgL2TxVTtWnGx0W1xgJcP4wf2EWaNlJjJvO4LfOO99jE\n", + "Om+NG6mEaPKV4Vw+nFObIDQOJt0Ntm0Goepo9+4feY1NTldn+8SYx6SJ3TCnzeS+6A5txMH4XqPb\n", + "PS4cTuh8cPiChoY4FtHwsM04kOkrhOgjyLH6cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdST6M\n", + "Vq3444M7q5d8D+9MHMfuQnacsJ9f7Qujbteu5SPDhoKhECNxLYopk8Sh0dPF8X3rmmGpaZw2jOhi\n", + "tS8bQzRluMdM5k3a9OW+j3HewjkQMVSktmLFTsA2QWgcpNtgMqZvel1K498VGmns2XPJcMo4Yzuz\n", + "AQmuS32BXX7Hqk5uM7kvukNbcYB7DRm+3UHng8MX3l/hGtNmHMj0FUL0EeRYfblXSZKkEMn0lVoX\n", + "YzBUPhO3rHzLIdUT9o2oziQfRpncLWs2jA3dNJHte3iP3bWzDSsV8RtVWhx7kIJhg+/FcorJUSaJ\n", + "A6O3q8ZvDKORDSrcxglViGnONtUYwyZmMm/SlZJNG6E+qja+qUsTPTHYhMYBrxVNb3Pb8OW2hhnE\n", + "68lYRw6W6aTBNOk4oHUbHHC+k6TqOYPnvhjdOpM2k/uiO7QVB11rVHa4o/PB4Q0buW3ffu/wlckj\n", + "01cI0UeQY/XlXiVJkkIk01dqXYzBUPlM3LLyLYdUT9g3ojqTehhlBVLVLmyRFMbnYRj7kjhNGgrj\n", + "ZZ8vJPInXS0nxpRN5tnGb5e6QmblYd1Yoplkj39dFhhPOJZiJa4nYTDGTOpO0vTFNsZ3QTGN9iLG\n", + "57PJdfFc9/wfQmgcxGhkUQT2La9JOC5dsD1wbPB8ZKvueYDznFSPE9y3L7zw5eErYbBBSOxllckj\n", + "gOJAAMXB4Q0b1m3ZsnT4yuSR6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1JPYzW\n", + "NX/4eSTQ3STOZKoJ08QBzCBUa6mao32qJPPSWElb/sPg7AKsBqxr/KUmYrpuVaoYWQEJxaqGphHd\n", + "ZHeXMZO6YyO2eUPUPqdNGhqDk+qGtO75P4TQOICp2uR2RwyxVwts56LjCOek9NhLj926DZdiNSIJ\n", + "hddGCA1OQs9j3Eaxe+eQySOA4kAAxcHhDa/3zzzz34evTB6ZvkKIPoIcqy/3KkmSFCKZvlLrYgyG\n", + "ymfilpVvOaR6wr4R1ZnUw2jVrp3J2Iw5tJsuJp1jJ49t8P11TTkRl6rJvC4Zv7EbLIwTXEeWileY\n", + "f+nn0mXB7xjGbyxDO4/YSV1uh6ZhJeikzDmbSRvOXTL/m6zmLmv4usSIhUlUMhP7usxzKo75ovVg\n", + "A5Mq26gImTwCKA4EUBwIXpvaeoaT6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1J\n", + "PIziQZtJ4TrQ3HW76aKxVLdCSvSLOsk8Gj/QpKodfdBsjWm+0WAL7ebZNnzxd2rk1DfFYxvaWcRO\n", + "6tL0bjJBOKltk8X4nPxvoptuPrpk/o+NyvjV3ByXF8fPJLarDx7POP7R5XKe6p77aDDjnIP15bkH\n", + "wjjFPuxzbxPXbJk8AigOBFAcCD47TqIhlA+ZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6\n", + "wr4R1ZnEw2isrj3HVYz/fvjK+LW2zBPRHnWTea7Z2QaseIuZjLJN26Junmk+utOmr9czfifRpS+I\n", + "ndSdRPe4k+idoIhJdfFMkw/f1yRl4gDLAyG2Y5mztuHbhJkZim2qhgjTVyE9z6Rmvj0PHvcQqp5t\n", + "ox+fYYV7Uwl4mTwCKA4EUByI8XPiHw9fmSwyfYUQfQQ5Vl/uVZIkKUQyfaXWxRgMlc/ELSvfckj1\n", + "hH0jqjOJh9GY3ZiyCo9J5i6YJ6IdYiTzbOO3SZMvCxqMVY2XLJjkgimTVV2ZGrupaeMzZm3jt8rx\n", + "NYkufUHspC5Nq5jV1za2WdZk5WsRjP2m1pOwGrTpc3SZOEjXPY1tXJ/qmrRcx7YNX4D4wvIUicdn\n", + "aI8ALowfXzfZ2Aa8ViPWeQ5gI5cmGwDI5BFAcSCA4kCAP/zh35prTxvXZ5m+Qog+ghyrL/cqSZIU\n", + "Ipm+UutiDIbKZ+KWlW85pHrCvhHVafphNDWO0mR4DJCsxvxoUnXBPBHtECuZRyMCsTTphFD6vc10\n", + "scsGEai2c0mPy2zDl4zN4/LmLRt7NH1sxk7qpqZsc/slzyybJE2vJ6k7nnsoZeMAxwCrnaFdu5YP\n", + "3ykH9+ck1jEm6f5Pje8qjU54fGedFzB/noMgmMv8u8nzrEweARQHAigOBNi8+X3m2tNGA2GZvkKI\n", + "PoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1Wn6YZSGWp6xVAYYSEwcM9nedLehopvETOaN\n", + "zYnJGb+p8dpc/MJ0YbUdM2LhfAAAXhlJREFUGksQvE4jLsR4tE2tLIPHZs+eSwbbM+3qdhLdrjeR\n", + "1GUVZFH32FXgtg/Zlk3TdDV2aiymsYO/m6RqHIwbfaDq+Zjg5dy9+0dmen62C/uzLGxEVbbbS54T\n", + "Qo7vdNrUXIbsc1ETyOQRQHEggOJAgG3bVla61sVApq8Qoo8gx+rLvUqSJIVIpq/UuhiDofKZuGXl\n", + "Ww6pnrBvRHWafhhlNVDMCqjNm48ePbzjdxPGjOg+sZN5tvHbtEEFJjHmLSr40nVKq+tswxdmc+h6\n", + "2uN0+kxxvLZz50mjY5Jqct1IE0ldVjjHThCOG60cMZEYK4LmXVNdPNNQbboLaVAnDtL9Pe7uOavy\n", + "Fa+nDRrSKnmqj4YvYcOQMuvAqt3Qz+D8gPPNJBpoyeQRQHEggOJAAMQBr3W+e9gmkekrhOgjyLH6\n", + "cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdJh9G8WCNB+zY1X5bt55t5kupa+fDk9jJvNQQTbt7\n", + "hTHatClHk7npRgs03rBOVQxf4lZD47hDl7icJ4XjHes0qeOyqaQuE4Qxx1uO3fNBXRAD3G+x493u\n", + "lWESsVA3DrCMPP6hF1748uh1/O02aMC0iPOmzxNNQ+Mf6xeyLuOGJOUaLmDaSWwrmTwCKA4EUBwI\n", + "gDjg/Rd+TxKZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYbSpB2w8vLMqaxKV\n", + "Q6KbNJHMgykxCeMXRhJNpJimog+sAw3MVEdUNuFs43c8v3SeOM4nXUEBmkrquuOHx4DbrY3tlEVT\n", + "XTwzViZlcMeKA+53yDV6cRwhzidhYk8SnvNCul5mvDTdTXNVmjofiH6hOBBAcSAA4mDcEDmsgVNd\n", + "cJ+A+yqZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYZQJ89gGBx7eUWGF8Uhj\n", + "GxWiPzSVzEMyiI0K0JVrLDBfjAPqVsZOArs6r+7xiOOOyw4DKGbX7VVoKg6QsEvXM05336yo7FpD\n", + "FS5XzC6Y7XiblEEaMw7S5ec4tEcM5v3BxhtntMl4f+XH+viYaH6M5qo0dT4Q/UJxIIDiQADGARtA\n", + "4j68icZ3vvt8mb5CiD6CHKsv9ypJkhQimb5S62IMhspn4paVbzmkesK+EdVp6mF03KI6btfOQEkc\n", + "AZqMgzR+4xi/e/ZckszMHDNKAKWavJGEhhIxklxpUuv8zpg+TcYBDe4YjUtYIdl0d95lwX5kXMba\n", + "pxzzdZLVoLHjoGtx3jSM9bx9Nunq7Sro/kAAxYEAigMBGAe4B2bPFmjkFOPeDuTd58v0FUL0EeRY\n", + "fblXSZKkEFUyffkZSWpDPhO3rHxxLdUT9o2oTlMPo0117QyUxBGg6Tiwjd+ycYzP7tx50uCz87tB\n", + "hvEXK8kkUpqMA+wr7DdUbdSh6xWSNKRjxKZd5TvJddV1oR7p+S6NUV91NvYlz2eTqt6uguJAAMWB\n", + "AIoDAew4wLWMDZggmLVV7lVwzUSj0KL7fJm+Qog+ghyrL/cqSZIUosqmrxBNwHjMk8/ELStfXEv1\n", + "hH0jqtPUw2hTXTsDJXEEmEQcoOtiJnKKDDEYIbt2LR/FPoWqAlR3dtko6TNNxwGN/zrnMo4T29UK\n", + "yVjmNmD8T7qiWdeF+uRV8jKGY3YD3gSKAwEUBwIoDgTwxUF6f5/e3+G+JeQer+g+32cey/QVQvQR\n", + "5Fh9uVdJkqQQyfQVnYLxmCefiVtWvriW6gn7RlSniYdRVgw10bUzUBJHgEnFAQ0xyDV+keDB+F2+\n", + "bt1QHdxEowcxn6bjIEavBUwQdnVc2LSKM43dOo0TeKw0de7PQ9eF+mDfMw7ccxermbo+trHiQADF\n", + "gQCKAwGy4gDXvHF3z2istnz4zhje53PYirHC7vNl+goh+ghyrL7cqyRJUohk+opOwXjMk8/ELStf\n", + "XEv1hH0jqhP6MFqm66sYJkkeSuIIMMk4sI1fmB4Yv8vXrRsq5FA9ICZH03HARizY11Vgd8dtGKFl\n", + "qDvmMK4RNLfdxhGTQNeFOLCiFwluwvMfxv3tOooDARQHAigOBCiKAz638tqH+5lY9/kyfYUQfQQ5\n", + "Vl/uVZIkKUQyfUWnYDzmyWfilpUvrqV6wr4R1Ql5GIUJgG4/Q6sW+YDcVJWjkjgCTDoO2PWpKxgh\n", + "MEXKNIwQ8ZhEHLASpIqZybiBmdZlaOxV7eJ5bBa2YwzquhAHnMfY5SWrets088uiOBBAcSCA4kCA\n", + "kDiwu3t2Vec+X6avEKKPIMfqy71KkiSFKJrpixspSSorF8Zjnnwmbln54lqqJ+wbUR3f8WAzrnJL\n", + "5ev6yoZjoDZZ1aYkjgBtxAENPMQ3TC6N09s+k4gDGqJ29WMIqYGWnjv7ECtMeJZd1nQ92+3+V9eF\n", + "eNDARwOASVzTY6I4EEBxIIDiQIDQOMC9DAxeXvNi3OcXPWcLIUQXQY7Vl3uVJEkKUVTTN4tYN1kx\n", + "b9a0TGE0uUy+1xiPefKZuGXli2upnrBvRHWKjjUkfdPk73jMI4xfmtXamaZYU107AyVxBGgrDpqq\n", + "YBfVmEQcpKZmeUMUvSSk58y/Gr7SbXj+LtvFM7tGbLP7X10X4oKEN/Ypzfw+VPkCxYEAigMBFAcC\n", + "lI2DmPf5MfNjQggxKZBj9eVeJUmSQiTTtyZapjB88/G9xnjMk8/ELStfXEv1hH0jqpN3rLHaB8lf\n", + "mB5211fo7tFX0dV0185ASRwBFAcCTCoOqnTTzEYzZcZ/axNWdZbp4hkmOD7T9Hm/CJ0P4sLq9lRH\n", + "ZDb06hqKAwEUBwIoDgRoMw5i5seEEGJSIMfqy71KkiSFSKZvTbRMYfjm43uN8Zgnn4lbVr64luoJ\n", + "+0ZUJ+tYs7t1ts1dJPjtqt8XXvjy8B3bMHj58JVmUBJHAMWBAJOKA5wHcX5Dg5ciYJChR4T0PHnE\n", + "8NV+ULaimWY4freJzgfx4bW+TEOHtlEcCKA4EEBxIECbcRAzPyaEEJMCOVZf7lWSJClEMn1romUK\n", + "wzcf32uMxzz5TNyy8sW1VE/YN6I6WccaK9SyumlmFTCEcS5hclTtGrQsSuIIoDgQYJJxwC5v8yp3\n", + "0WAGxnB6fjyiN1W+pMx53G4cVHfcu7rofCCA4kAAxYEAigMB2oyDmPkxIYSYFMix+nKvkiRJIZLp\n", + "WxMtUxi++fheYzzmyWfilpUvrqV6wr4R1fEdD263zlmklW9pVVjarXPatXPTyX8lcQRQHAgwyTgo\n", + "GqN3167lw/Nh2uNB20ZoFcp08YwGP5i2C5WgOh8IoDgQQHEggOJAgDbjIGZ+TAghJgVyrL7cqyRJ\n", + "UogmYvrGusGLeaOoZQqjyWWS6Ttdwr4R1XGPB3ZhCoWMzwhTeNu2o0afabprZxDzXCP6i+JAgEnG\n", + "AUxcnuvsBjHpeTA1QKGsHhL6wrgxT4i6Md6rzgcCKA4EUBwIoDgQoM04kOkrhOgjyLH6cq+SJEkh\n", + "kulbEy1TGL75yPSdLmHfiOrYxwMS9+yWtGzlFquDm+7aGcQ814j+ojgQYNJxgCpf+1yXNpRJezno\n", + "Y3fOPtjFc4i6UOULdD4QQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7\n", + "RlTHPh5QnYYkftVqXVQGT6I705jnGtFfFAcCTDoO2P0xGsi88MKXR+YnejzoQsXr4YrOBwIoDgRQ\n", + "HAigOBCgzTiQ6SuE6CPIsfpyr5IkSSGS6VsTLVMYvvnI9J0uYd+I6vB4KNutc5vEPNeI/qI4EKCN\n", + "OMB45zxfQl2pdj2c0flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5VkiQpRDJ9a6JlCsM3H5m+0yXs\n", + "G1EdHA91unVug5jnGtFfFAcCtBEH7BUB5i8azIj20flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5V\n", + "kiQpRDJ9a6JlCsM3H5m+0yXsG1EdHA91u3WeNDHPNaK/KA4EaCMO0I09xvZVd87dQecDARQHAigO\n", + "BFAcCNBmHMj0FUL0EeRYfblXSZKkEMn0rYmWKQzffGT6Tpewb0R1cDykXZQe0flunUnMc43oL4oD\n", + "ARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVoem7a9eZ\n", + "w1e6T8xzjegvigMBFAcCKA4EUBwIoDgQQHEgQJtxINNXCNFHkGP15V4lSZJCJNO3JlqmMHzzkek7\n", + "XcK+EdXB8YCuSvtEzHON6C+KAwEUBwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkIk07cm\n", + "WqYwfPOR6Ttdwr4R1enjw2jMc43oL4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmS\n", + "QiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mS\n", + "pBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWS\n", + "JClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uV\n", + "JEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVe\n", + "JUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25\n", + "V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf\n", + "7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7V\n", + "l3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj\n", + "9eVeJUmSQhTV9PUJN3eS5IsNyIXxmCefiVtWvriW6gn7RlTHdzx0HRzbQigOBFAcCKA4EEBxIIDi\n", + "QADFgQBtxkEfn7OFEAI5Vl/uVZIkKUSq9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEA\n", + "igMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEg\n", + "gOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAc\n", + "CKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEU\n", + "BwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAA\n", + "xYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQ\n", + "QHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigO\n", + "BFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCK\n", + "AwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA\n", + "4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEh7XpO/vSumR231PDV6qxY/sDg3k8PPyvGrMH\n", + "tiWze+5Ol2nvQ8ns/k3Dd6oRezvFwDcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3G\n", + "gUxfIUQfQY7Vl3uVJEkK0eFt+u5elczu/d3wlWo8t/XmwXxWD/+rxuz+p5PZXb8eLtO1g2VaN3yn\n", + "GrG3Uwx885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBAd\n", + "3qbvizcms3vvH75Sjec2r65v+u7bNDZ9X7w6mX1p/fCdasTeTjHwzUem73QJ+0ZUR6av6CuKAwEU\n", + "BwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkKkSt+X6lb6wvS9efhfNWb3b05md/0yXaYX\n", + "r0xm9z4yfKcasbdTDHzzkek7XcK+EdWR6Sv6iuJAAMWBAIoDARQHAigOBFAcCNBmHMj0FUL0EeRY\n", + "fblXSZKkEB3mpi8qfR8YvlKN5zYP5rH7N8P/qjF3AKbvr5KZmW2D3ysHy/TY8J1qxN5OMfDNR6bv\n", + "dAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQnSYd+98fTK778Hh\n", + "K9V4bvMNyeyeNcP/qjF34JnBsqxMZrY/k+zfuSKZ279h+E41Ym+nGPjmI9N3uoR9I6oj01f0FcWB\n", + "AIoDARQHAigOBFAcCKA4EKDNOJDpK4ToI8ix+nKvkiRJIZLp+1K9St+dW2+IUOm7yXTrvH3bhuSu\n", + "9Wckjz176/CdMXNzB5LZ588b/pdPyHaa3f9UMrvrkuF/2eTNq+4yyfSdLmHfiOrI9BV9RXEggOJA\n", + "AMWBAIoDARQHAigOBGgzDmT6CiH6CHKsvtyrJElSiA5z0/e6+qbvluuT2T1rh/9VY+7AU8ns7uuT\n", + "ma3rk9sePiN5fPOh85ub3ZPMPv+Twe/9w1eyCdlOs/seTWZ3XT78L5u8ec3NvjRYph8Pfh8YvpKN\n", + "bz4yfadL2DeiOjJ9RV9RHAigOBBAcSCA4kAAxYEAigMB2owDmb5CiD6CHKsv9ypJkhSiw3xM3+uT\n", + "2b33D1+pxnNbr4tg+m4cLMvqZGbrfckt65YnG571mb67ktldFxqjtYiQ7TT70v3J7IvXDv/LJm9e\n", + "c7O7k9kXfjb4vXf4Sja++cj0nS5h34jqyPQVfUVxIIDiQADFgQCKAwEUBwIoDgRoMw5k+goh+ghy\n", + "rL7cqyRJUogOa9N33e9/kjz+hxuHr1Tjuc3XJLO765q+G4xxvGPL7cmND3wz2bjFY/oe3JHMvrDC\n", + "GK1FhGynuZduN91SF1Xp5s1r7uDzyeyuiyovk0zf6RL2jahOHx9G9QAtgOJAAMWBAIoDARQHAigO\n", + "BFAcCNBmHCgGhRB9BDlWX+5VkiQpRIe16XvnI8uTh5++bvhKNYzpu+e24X/VmNv/xGAedw7mdUty\n", + "ze++njy1Zc3wnTFzB7cls7tWJnOzLwxfyaZoO8Gkndt7z0B3D/7OrxzOm5cxonddPJjHruEr2fjm\n", + "44sZxmOefCZuWfniWqon7BtRnT4+jOoBWgDFgQCKAwEUBwIoDgRQHAigOBCgzThQDAoh+ghyrL7c\n", + "qyRJUogOa9P3jkfPTB7edMPwlWrs3HJ1fdMX4+u+dG+y49nrkqt+d0ayadtvhu+MmTvwTDK7+5pk\n", + "bva54SvZFG2nuQNbk7n9jwy+975k7mC+YZs3L2NE7758sEw7h69k45uPL2YYj3nymbhl5YtrqZ6w\n", + "b0R1+vgwqgdoARQHAigOBFAcCKA4EEBxIIDiQIA240AxKIToI8ix+nKvkiRJIeqN6Tu75/Zk+9ZH\n", + "h/9VZ3b/VmPSYpnufOSMTNN39sWrh3/ls3PzlcnsS3cM/6vG3L6HB/N4KNn2zMrk6t99O3l6683D\n", + "d8bM7d84WO6bjNFaRNH2nt27YbAdnh5874OD+eWbyPmm7+Zkdve1g9/bh69kI9N3+oV9I6rTx4dR\n", + "PUALoDgQQHEggOJAAMWBAIoDARQHArQZB4pBIUQfQY7Vl3uVJEkKUX9M3xcuTGa2xTB9Nyazuy5N\n", + "Td+Hv5k88sxNw3fGzM0dTGaf/0FSNN4t2Lnl8mT2pduH/1Vjbt/6ZHbvI8mWTRclVzzw9WTD5muG\n", + "74yZ2/9kMrtnTTJ3cMvwlWyKtjcqi+cObB7M8+FCEznX9D2wKZndvWowj63DV7KR6Tv9wr4R1enj\n", + "w6geoAVQHAigOBBAcSCA4kAAxYEAigMB2owDxaAQoo8gx+rLvUqSJIWoF6bv3OyLyeyLlyY7Ypi+\n", + "+zYY03dmZnty58NnJo9uunH4zpi5uf3J7PM/HvzeN3zFz9zcrKn0natt+j40WK7fJ5uf/tfkqge+\n", + "mTz6h4uG74yZ2/dIgnF/0c1zEcWm73pTnTu3//HB/J4dvuon3/R9KpndfUvhPIBM3+kX9o2oDo4H\n", + "SZIkSZIkSZIkSZLiSQgh+gZyrL7cqyRJUoiimr6r733Iq8tvud37eqjW3ntLcu/95yfXrrnS+34Z\n", + "rb33uuSBB7+TXH7zmuRXv/nHZOXaHx863T33JuseXJbcfM9vD33P1m/vS265/QfJPQ9c6H8/UHfd\n", + "vzJZc9/q5De3nZacv/oryZW3Lz9kmjt/d3ly530XJ7fee+Mh77kq2t533X9pcsu9dyS3/e6Gwvnl\n", + "zev2+65L7v7dhYN5rPK+b8s3H9/NN+MxTz4Tt6x8cS3VE/aNEEIIIYQQQgghhBBCiGogx+rLvUqS\n", + "JIUoquk7Ozvr1fbt272vh+rg3keTAy/elsxsfdD7fhkd2Pt4cuD5S5JtW59J1q77VvLwpmsPmebg\n", + "gRcH01yQHNz/wiHv2Tp4YHfy3OYbkoO7f+N9P1QH99ybHNi3JXl6w7eSqx84I1m/8Wf+aXY/ONgW\n", + "Tx7ynqui7X1wz91m3Q7ue2qgJ7zTUHnzOrj3kcF+uWvwe4P3fVu++cj0nS5h3wghhBBCCCGEEEII\n", + "IYSoBnKsvtyrJElSiPrRvfO++5LZfeuS57Y9MHylOrP7njRdRc9sfyZZu/6sZP3Tlw7fGTM3uzuZ\n", + "feGXg98vDF/xg+nue3RF8uDGQ7tjLsPc3nuT2YMvJJt+f0Zy9YNfT9Zv/NfhO2Pm9t4zWPYnkrn9\n", + "Twxfyaawe+e9dw6WfZ8ZH3huf36X2bndO+97OJnd+4AZb7gIde88/cK+EUIIIYQQQgghhBBCCFEN\n", + "5Fh9uVdJkqQQ9cP0fWltMrf/qeS57fcPX6kODMrZF1cmM9s3Jbc89I3kwacuHL4zZu7gC8nsCysG\n", + "v58bvuJnbnawLR75dXLvk79M5uYODl8tDwxdGMiPP/nj5JoHlyXrnvrJ8J0xcy/dkczu31Ro0oLt\n", + "W58YTLtl+N+hYHua3xjXd98687eLGdd4zz3Jji23Dl85lLm9Dyazex8eLNNjw1eykek7/cK+EUII\n", + "IYQQQgghhBBCCFEN5Fh9uVdJkqQQdd70RbXt3N7fJXMH/pA8t+3e4avVgWk6++JVyfYtv09ueuCf\n", + "k4c2/nz4zpi5gzuT2V0rB79nhq/4wXR3PXxJcuej5w2Wc//w1fLM7b178PmXknuefDS56bFvD5bp\n", + "R8N3xhjj+8C2ZG7f+uEr2Ty35epk9qU7h//NB8s5t/eO4d/PD+bnN9JRBTz70n3Jc5tvNOvpA/tl\n", + "dt8GU/FbhEzf6Rf2jRBCCCGEEEIIIYQQQohqIMfqy71KkiSFqPum74FnEnRpPHfg2eS5rfVNJdMl\n", + "8YvXJTPbHk9W3Y+q2p8N3xkzN/vcYJorkrmD24av+Jk7uCO5c/2lyZ2P/TCZm9s3fLU87G55zcNr\n", + "kt88/u3kwd//aPD/uHKYRi2Wa27fg8NXs9m5+ZJk9qXfDf+bDyqK5/b+Ntmx+8Vk9WO3D+bnN9Ln\n", + "9m8cbPOnkue2wXB/evjqfPDZ2f1PD34/NHwlG5m+0y/sGzEdbFxxQnLCio3D/6qz67HLk2ULFyaL\n", + "ly1LzlmT34hGdIN9a5YmRy9dk1S/og2YuS85Z/GCZOHixcmiExYl563bNXzj2WTV0gXJcccdlxy3\n", + "YGmy6tnhy6Jz3Lf86OToxdck847afWuSZUcfnSy/b/h/HTZemJzwxuVJjFmJuDx7+cLk6GPPSeb3\n", + "A7MxWbHg6GTh5TUP2pk7k+WD+dgxtG/jimTxgsXJsmVLkoWLzktGpwvRQe5Lli+8fHAmr8/MncuT\n", + "BUfrHNAf4u1733lgxpx3BvcGuD84bklyjW4ZO8t9yxcmdS8F+zbi+WBBsmhwn7hw4bLR/eCudeeZ\n", + "+8bFixcmC5etihNvokECzgvPXp4s9N047nosuXzJsfPuK3bdd85g/59g4mLBcfbzgxBCHJ4gx+rL\n", + "vUqSJIWo+6bvvkeSuQNbkrmDW5PntvmrV8sAg3J2903JzLaHkxse/Gay3mf6HtyezL549eB7Nw9f\n", + "8QNT+Pb1K5M7Hjs/QaVuVeb23p7MzR1Ibn74luT235+TPPD7Hxujl9CoZdVzHliOnZsvzTRiOY8d\n", + "e15Mfvrby5IDe24fvjMfdNmM9d+x/YnBvPxdQB/YfXty0b1XDt4v7nZbpu/0C/tGTAPrknOWnJec\n", + "t8RN+pdkZlWyeOEKJWx6xUxyzZLlyXnL6yZccU4Y/pncmSwbJoRgKC/mjHetSZYuWTWYUnSR+5Yv\n", + "TZYuXTwvDnatWpIsX74sgum7MblwyWD+C2T4dJFnL18+2PcLk3PsC8C6c5LFy5cny+tk+vfdmZy3\n", + "9JrkzhUL58UQYm0NW5ncuSxZeLncnu4Sx/jbd+d5ydJr7kxWLNQ5oD9EMn0zzgPPXr40ubB+W0Mx\n", + "AWKYvrhJHN3/PbsiWWCCYXBvsOi8hING7RpcD5au0l1it6lq+j6bXL70nOS+VbjmZ3x616pkyWI9\n", + "JwghDm+QY/XlXiVJkkLUfdMX490efNEYsTu3pd0S1wEG5ezu3yTbNj+Q3PDQcn+l74Ftg2muH/x+\n", + "ZviKH5jRax/6ZXLHYzBp9wxfLY/punluNrnxodXJ3Ru/m9z9xHcG89s7fHfwPru4NuZvfhfXcwe2\n", + "Jju23JRpxKLLapi4W3c9n1x4z4XJC8+vGr4zH4zXi0rmmZmtg+XzG8Mv7bol+ckdFycH9vx2+Eo2\n", + "Mn2nX9g3ov/QmJu5ZnGylJn4wQP74sXLkmULFw9+n5CcsISt7/HQvjxZceGi5ASnMmPXKuvzoh9s\n", + "XJEshNOz7pxk4ajSe7CPF6MKb+Fg3y9OTjhhyagi477lS5LzLl+WLDzhuOS8rBYC+9YkS4dJGyQK\n", + "V4xyO4P5KuHfWWDErbrTjgM0CDgnWTM4LzB3t+++85KFCxYlS5cuSo5bjKTfTLJqECOj8wD2/YIV\n", + "iZvHX3fOouTCjdr/XcWYL3dekyy2Kv7XnTM4v685J1k8TM4euu/RzmdwfRjv/GTN0gWJr8MIVBLP\n", + "N3uWJEsu35js2/dssmrZkvpmgmiQcYJ/vvFjJf7vW54sXH5OsnThkmTxouOSBcvWzO8xYITOAf3C\n", + "2cfWgTqKBdwrDu4JzzH3iguS4xatGBl4Lu55YN05i3Xs9wR7f9tm3miflogDw8YL03tPNDpdeOH4\n", + "nuGx85Lj7CARHSTsvOCt9AXOZ2yeXbU0WRSh1ykhhOgzyLH6cq+SJEkh6rTpOzd7IJl76bb074M7\n", + "kp3b0r/rABN5ds8dyZbN9ySrHjw7eWjjvw7fGQMzd3b36sFvf7fGBF1Or37gp8kdj/3EGLJVgen7\n", + "4t6XkpX3rUx++9Ty5I5Hvj6Y39hETo3ahwavvTSY9q7hq37m9j+ezGy5J9McNlXT+x9NnnnhueSX\n", + "956ZbN52ZTI72LZmfF+j9HuN2T5YJ+y72ZfuTmbRzfbcuMtp8OLzNyUX3H1psm93sRkv03f6hX0j\n", + "+s5Mcs3iYdUVDBsm/fHAvmjc1evMNYuSxab1PZK2J3irMzZeuCBZtGzZYB7Lk6WLjhuZBaK7rDtn\n", + "4dCk2ZisWMzEG/bxorGRN3NNsmhk4h6dLF2T1wZ/12CaBaOKwfkmQZLcudSq8BOdIt1XgzhYOKz4\n", + "37giWTIIDjdRTzZeCCN38IfVYCBtOOLEx+D9Jcb5l+HTVdJ9DNN2aOCjW+9lg2tBRnJ2tO9Nwn5o\n", + "8g/OEzCNfWeHQ2Jo12PJeQuPNd26Lrpwnap6Ok2Y6Xu0tYPvXDaYzuv66hzQLwLNHU6Df51qXhv3\n", + "PPDY4J7xuEVLzf3icermvdNkmXm26RsaB4N3k8sXLUlWDc8RMPoWoLv/pUuSJcsWy/TtPPFN33Xn\n", + "pd28L1x8XrJm/ltCCHHYgRyrL/cqSZIUom6bvgefS+b2PpD+Pft8snPbGvN3Heb23p3M7rk72fzM\n", + "Hcnqdd9NHvr9j4fvjIGZO7v7lsHvp4av+Jk7sCm56f6fJXc+/pPBslZ7OoWxvfv5m5Mr1l2cXP3A\n", + "d5KHnvlmctujXx28/uJwiiT5/dYHkrufvNJ0AZ1VdUtg1m7f+vjgt98cntu/aaAnk6d3ziRXPvSt\n", + "5KFN1ycHd99jKoNNFfSLg/We3Ztsm7k+WbNhfWr6HtwxmOaWZHbvuJQLy/L8czclF9xzcfLSruL9\n", + "ItN3+oV9I3oOEvXHcEy1gY4ZJv3dB/bRQ3p20vbZFYus7kFnkmsWyeDrNuuSc45LjRejY48b7j93\n", + "H2cl/V12mcqd5feNr42o8FSlbz/gvqVxayo9B+cCO1H/7KplyaIly5Lly5cnyxYeM3ydRnFaGTy+\n", + "awDoOp5dvmv/d5XRPh4a+DPXLEnPBVZy1r/v0TYg7RZ69BkP882emWTV0uXJncPTBLrzXHBebk2Y\n", + "aJUw09eb+D8EnQP6RXlzxzV2bfLeQ4XnCZlvirYp3N/BcfBssmpJTu8OuAapz++OE9/0HTO4Zzyh\n", + "5lBDQgjRc5Bj9eVeJUmSQtS66YtujWdfuGDwe18yu+/RZHb3uLvh2f3PDF573PwNU3XntlvM33WY\n", + "23tHMvvS/cmzf1ib3PjQ6cmDG84fvjNm7sAfktk9tyZz+zcMX/Ezt39jctODv0jueGyw/LMvDF8t\n", + "x9zsvuS5HTcltzz5i2TdprOT9c8uS259ZOng9XGi/NE/3JJc99Cl5m9UBWeBcYBhCs9sR5fM/qro\n", + "uQMbjZm9Yce2ZPXj305+8+TNw3dSUAU8u//p5Jkt1yYr190z2nfYT3Mv3Wr+Bqg6ntlxc3LBPT9P\n", + "dr+wevhqNjJ9p1/YN6LfMGE/glV7eGDnQ/2A+ZW+GUnbwYP8uKtPJXe7Drr1XmKPnTas1Ntn9p2V\n", + "tJ9X6ZuVzN+V3HfO4uQ8p1TnkDF9F4+rx0W3GO1bxMHiJcni4fjL4+TtfcnyBeMxu1H1zZzersF+\n", + "XnbeeaYyeB7rzhs3KhjomKOPTo497jwl9DrGeB+jcndJsoTV3qPkbPa+N8f1MowJf2i33mS+ATCY\n", + "1wlWd56It/GbonOME/zoxWHUiAfdsBYl/g9B9wX9Yr65s2C885PzjvObO9lmX/57uPc8IavViGid\n", + "eWbesjvTFwd3CKuWvDHdp0FxMDj+ly4dDRdyKIP5ZQwRILpE+fPCPJzrxXxk+gohBHKsvtyrJElS\n", + "iNo3fWf3JLO7ViQYsxeVpLMvXj18BwbkUwP9Pv17dneyc2uxuVgETFN8zzN/uCW5Yd1Xkvue+Nbw\n", + "nTHo1nl2z12D704N5yzmDvw+ufH+C5PbYfoe3Dl8tRw0T2954ofG9H1syznJbx7+2mB+zw+nSJJH\n", + "n16ZXPbgSvM3zFy3m2WCbYjxerG9s8xhrBMqmddteTy5c+M5yapHL032Hdg/fBfrtHmwfe5L/jDY\n", + "1hfed/m8fZeOK5ya2xhnecvM6uTn9/4w2fX8TcYUzkOm7/QL+0b0GST43UT9xuRCJPyN6bskWbZ4\n", + "abLUHdM3M2m7K1l33qLkhEWLkkXHLUiWZmd2ROtY3XqPQPeu6NY5NX3Rzd7Spe6Yvv5k/szlC5M3\n", + "Hm1VDY/Ge55J1ixbkL62IC/ZJ9pmvG8RB+jGOw2OcfIWxv6CZMEgbpYsXJqcM5h+nNMbnEuOsboE\n", + "9yLDp6vYCfqNKwbne2bdR8nZvH0Pv+aYZFHOzncNgJk1y9Lry+Acs3DhMp0XOs04wb9v3YXJwuMW\n", + "JkuXLU0Wn7d8EAsyfacby9wZPGteuPC4ZOHSZYN7wvOS5Uv85k6esTv/vf9/e2fyI8eRZvn/pk9z\n", + "m9vcGhigUBfNSSfVpSFgCsIIg4LQmK7B1Gi60alSSdyTTGYmKe47xX1n7vu+L7Hv+77vEe5v3Mw9\n", + "MiIzg1Iyu1hUpd6v8JDh5hbm5mYsirTH7/vy2p8NtN9r5J8X/glffv8c9t3/Zoz8gmj9f1pE6mr7\n", + "9kfx60D7b4H25zu5pwf4dSD+sdBv2zMLGf8ALPnmlPZ7ivbfgn/6Cj0L/GeBv3ze//eFXez574X9\n", + "zpfa3zO+0v6+of39UfvzwHP+RkAI+ZUjzlg7nb1SFEUdRB/f9G1koOQHICNQZb3dGTRTG4tIW5FC\n", + "WX5WK8jGW1HAh0GYpWplFmrVhqB/CBOWP2HJ/qd9hqWIhFXKK9rzbUZLZ9SaE4Pr9zDvuK3NOW20\n", + "vh/CzI4lxzHuOIct/xnYY32Ytn2Pek3/i44whbc9N/F4sxnpu6DNt3OOVGFCC8Namr6Vea1fy8xt\n", + "olYtWp84VoNrWPGfx7D9NvKVsnFXn49SGEEoPosbyw92m77t+9HIIpiYwIP1K8hmxjo+qx2avkdf\n", + "Ym/IEeWn/sJOjjg8mCfvyU6UOPn10ekfkJAjQ1umB/Irg3tPJKJcyx/RnhiG/Irh7wuEEPJBEWes\n", + "nc5eKYqiDqJfgOkbh1Keh1Ja06NYazao9ah+r2bXPkf0z0oN2fiQ/HxYhFmqVhakWRsMvMW0/d8w\n", + "b/s/2th1o4eOiC5WRFRr1WK0dEbMdWDjRyw47mrvcbh/jSoM7nBiDFOuHmz5TsEZv4ZZ2zFUqzH9\n", + "vrY+y667eG56hnpDmNYr0pjthKzL28gapu+y1q9k3GkhaiSLWslL/lWsB/sw7ryDZHH3H9WVwksE\n", + "4nO4vfoQ8UTCaBVzEZHEZuNzCr7YJJ5sXUM6PdnxWe3Q9D36EntDjig0fX/F0PQlB8Uk0zV+xSju\n", + "XyWm513o+opZHY4movayiMb7EndMdPR/XXDviU5ypEtG5X55x8R/1PWrh78vEELI3wJxxtrp7JWi\n", + "KOog+vimby2g1/ItDOqGZD0kTVl5r2qWUanys6ogG3srPx8WYUxKM7Tmgd//EjP2f8e87f/ui1JV\n", + "ay4kUvPa87eNls4IU/jFymVMWfulIXoYRLrkYGIcM+4ebPqOI5B6jlnbcZQrIf2+thbjtpt4a72L\n", + "UrWqPXMNSiMFpb4/slhESQt003dVm9P+f3eplFe17+cx713CVqgPE85+hHO7U1MrpWn4YnO4t3YL\n", + "oahuwAvEOokIYoFSj2Hb9wQvTZe0tZrS3kOPzn4XNH2PvsTeEEIIIYQQQgghhBBCCDkc4oy109kr\n", + "RVHUQfRXNX07SZh9P6V0fA3pxDYykR+Ris0hmfAiE5+U9zLxaaSSnp2+2dibnc+HUTLuQyg4iC3n\n", + "GPy+Zxjf/hPGN/6oPTO8u190Edcmf9B+Tuxq36tMfA7PVy9jaP0MUgl7xz4/K+39TK6XGLeexKbv\n", + "GOyBhxjb+jeEItvyfjwygpfrN/Fq8xI84aBck0z4DtJa+95x5HoZ13vXrqlsbAjJZBSvt15i1X0G\n", + "I+YT2PA49/VbcdlwY6EXvnBoV3smNq6tV0Dbtw3MmB/g8dr3cHq1fUl6d/Xbq06/NoT20vz1+FPq\n", + "ZOK+rzr9uqb+YxJ7QwghhBBCCCGEEEIIIeRwiDPWTmevFEVRB9HHj/SVNWZjUKpOKEZUr1KalT/V\n", + "6uquCNJsbBCqujsV8/sg6geHEpN4vf0KPt8jLDi/wYzla+0ZrZq2gmrZhB+X76Fa+GkTS6ls4fHS\n", + "FUzaLuykpN6LUnVJvQuRJtkWeIElXy82vd8hkV/EnOMEiiWvfNdidkLW3Z103UGimNfGskJppKGW\n", + "p2X0cxO1pvXXJBDrLaOk90Qfy5rGZX1tB22vYIv2Y8HbA3NUj6xuZytkxtOta3CHg0aLjlpzaO8a\n", + "1sbfxKJ3HAOWbm1NZ7U5/XR6606/Bmj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPoF2D6\n", + "ihqzu9MLq+UFqEoFamURqloxWoXpOyzbD4uouxtOzOLp+kN4ffd109f6r2jsSYNcKW7h/uJNlAt6\n", + "KuN3IerrPlo6iQnLN9rYeu3hvYhUyUppzrjajzBmt32PseI/jw3ft8iULNL0zRdccr7pzBImXHcx\n", + "7jiHUK6V0lmum9JaN7WypfXX11mavm21kZsIA10Y6Yqi4K31JVyJi1gN9GIlsGr0aLEaXJOpm+0B\n", + "n9GiozZi2hhWaTqPOocwau9GIGmSaah/Cpq+R19ibwghhBBCCCGEEEIIIYQcDnHG2unslaIo6iD6\n", + "+KavqLGrFI0rHVG3VlXy2r1ZGZ3aJBMb1dpLxtX7ozbiCCfmcW/5CryeW5h3dmHe9i1qtZzRQ6dU\n", + "WMetxX4U83qN3HdRL83i6fIpTFr+HaIWcSd+3vSNY9P7BOvBPmz6vkOu7MS84wSyeTtE7eFIagvj\n", + "znOy5q833YrclZG99ZYhq5ZntLXR10o3fZ3a/T1Rug0RAbyNar2OEcdrafqKur7zvmWjR4sl/wpe\n", + "ms7A5HMbLTqqWoZSHNf2Zh0DtleYcZ2FO6HNpbJi9OgMTd+jL7E35O+fqvc5vv/y9/jqj3/El19+\n", + "j5GwcSM8gq7ff4bPPvsMv+8aQbMZyMP+/Gt8+uXztrYmXtz5p/+KU2vGJSGEEEIIIYQQQggh5J2I\n", + "M9ZOZ68URVEH0S/A9N1t7ArUqkmmehZGZjuZ+LiMVj0sIi1xJLWMu8uX4PZcw5L7OyzZT6JS3R1p\n", + "XCys4PbyReSzE0bLfkRq5WphAs/WuzFtPQG1FjDu7EYpTUIpLxhX+1EbUax5H2Mz1Idt/zkUK34s\n", + "OE8ik7No67ABd9KFWU8PFrznYY21mbyNlDbuOpRGRVurhLaOLVdFN31b6Z6byLTMNQdKtSoGzDdg\n", + "Cn8Pa7Qfw/bXRo8WC74VDNi6senZH8Gr5F+iWtyWKaLntXk5k1Ht+Us/acjT9D36EntDjgBiP42P\n", + "CD/E76VjW8VU1x/xxsjinp/qwtcjeq/w8y70rI3g+w6mr/fO1+jq+j1NX0IIIYQQQgghhBBCDoA4\n", + "Y+109kpRFHUQfVTTV1VqUMv7o2CFMalUPRDpndvJxCahNrLG1fuj1gMIJlbwaP06HM6LWHR/h2Xn\n", + "aZQru+eXyy7g/vJVZDPDRst+RNrpSnEWz9ePYcp2CvXqboO1iYiKVUrvThMtIoSXXD/CFBambzdK\n", + "1QgWnaeQzpm1781iI2TCordHpn9uT8MsTGeltAylvKQ/o96KApamr/auam1PlG5djw7OlksYNPdj\n", + "O/ivMtp3wPoKDSNKuMmsZxFjtrNYddmNlhZK1Y1COYxB6wPMOP+E9dC63DNhKr8Lmr5HX2JvyBHD\n", + "ewdf9pi0D2s49eXDlqkbfo4vdzm54v4e09fUg6/ueLWuX9L0JYQQQgghhBBCCCHkAIgz1k5nrxRF\n", + "UQfRRzZ9ix3TAosIVUXUjd1zLxOfgdpo1bV9X4Th6Uus4cfVc7Dae7Hs+Q7zjm9QrMSNHjrZ7Bwe\n", + "rN9COj1ktOxHbeRRKizgxcZxzFhPo1ruXNNWKY5BKe82r9sREcIzjquwRPqx7e9FpZaWpm8yNQ1R\n", + "t3c5sIK1YC82Qr0y+vbnGHZsw+x1a/OLaGPvNmxlLd5GDKliAaOOizBHj8ER78Ow/ZGM/m1H1Oud\n", + "dp/DjK2zYZ2vlDFku4Y51z9j2b+srW1cG99s3N0PTd+jL7E35CgRxvOvvsaIjO7da+ouoKtrCq3f\n", + "NfbeN6Hna90kpulLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/oaNWb3otYjUMor0vRsJxOf077T\n", + "imjdi1LPQvmJSGC15oI7toYnm33Ytp3BiucUFux/RqEUMXropDNT+HH9CpKpIahK3WjdjZh7Ib+C\n", + "15vdmLGfQaWy3/QVNXb1+rc/kd655sOE7Rps0XPwhMfQaJS1eV1AMvFGWwevrLcrUj+bw/2YcI0Z\n", + "33o399ZeY90tom6FCWsxWnXEeqqNDGKFLCZdP8CffAh7rAejjjvIlPW6ytFcBg1Fkemfp5z/jAnz\n", + "pGxvJ5aPwxINYdR+FYuef8Wid0Gm6FbLs0aP3Sj1GBKJXTGAEpq+R0tib8hRIYyRr7/G853/25rQ\n", + "89XBI31NPV/joXFB05cQQgghhBBCCCGEkIMhzlg7nb1SFEUdRB/Z9I1CrdmMqxZqIwmlNI1ScQML\n", + "vk0Zhbrg3UI0NK3d2x2V245SWtQ0ZVztR0S+moNTeL55AVvWY1jznsWC4xvkS7sNyVR6Eg/W+hFL\n", + "DENVd0fANlHrUeTyG3izeRbT9lMoFzu8h1LWa92Wp42W/TQqboxaLiCQei7XSVFrWPKcQyLxQK6D\n", + "MHrNkX6Zhvm15ccdc/Zd3Fp5oJu+wlCvbBmtOnIuahmhXBpjtm8RTL+FLdqNCed1xAs5FKsVXF18\n", + "Ltf7tfmmNo//jWHTuPxuspiHKxmVnxd9S3iwfgUz7vPYCJ7AnFc3e9XKhvbc3fWRBUruHpLx/VHA\n", + "NH2PlsTekKNAGM+7ujCy67fF/TV9/9i8kLSbviZc/OwzfNbUf/stfvvpZ7goskQTQgghhBBCCCGE\n", + "EELeiThj7XT2SlEUdRB9XNO37pPRrHtRlQKUwhCiySW8NJ/BgPWmlDcwqfXfHZXbTrO+7bsQka8b\n", + "gTG82j6LddM32ArcwKLzW+SKAaOHTiI1igerZxBJjGpzKRmtu1FrfqRz2xjQxpqy/wWl4u6oWoHa\n", + "yGnPXIdamYOqdo4YrpTsmLD2I56fMUzfOpY83UjGr8jvDNpewR67IE1f8fO15Q5ylc5zqjUaeLjx\n", + "GPOOFW3e+rPbaZrP/kwS484/I11chzV6EpOus/Amg/ClE/hx/QYShTzeWm5iO9iD15sv5XdssTCe\n", + "bo3Iz3PeJWyH+mAJn9Z+9mLGrUcDi7TcQu2ICGBh+qYS+2sD0/Q9WhJ7Q/7+WTv1W/z2v7WZtp9d\n", + "hPRrk1P4/vd62++7RlpRv5IONX0NGOlLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/rWnFDrIeOq\n", + "hapUoRReIJhcwZSrRxqek84bcPmntP5Bo9d+REpopTBqXO1HrZqw4hvFy+0TWN3+E0yBe1hyfItM\n", + "YbdRGUsN4cHacQRjI1AbBaN1N2rNjVTOimFh+tq+R7G4P4xNROqKZzYjbDshzOIJazeS+WW5Tqqq\n", + "YMV1DPHYLSgizbLtlXz/pha8PTBHO9cPFpG6j7euYcw8rq3h7nrJetTxsvy87F/BWqAPubId9qi+\n", + "vkP2V5h0TWHQfBmBbApDtjuwRs7jyep9+R1zNKiN/Vp+HtLmZI32aToFZ/wBRp3PYI2FMeOY0d53\n", + "Q/ZpImofK8UXSMX3rw9N36MlsTeEEEIIIYQQQgghhBBCDoc4Y+109kpRFHUQfVzTt2rGu2r0KoXH\n", + "8MZXMOvRTclxx1nYPdNQ636jx36UyhqU4rBxtR+RfnjRM4635lNY2vwKluBDrDiPI73H9I0m3uLR\n", + "+gn4o2MyYrYTatWKeNaJEdNZTNqOoZDfXX9YIKKSRUpptbomzc9OFPLrGLUdR6Hq21mnRe8PMhq3\n", + "Uq9h1PFG1vu1hLrlOojavuOuzsZ2ulTEW+sNvNl8Ja/b00o3DWh/Jowp12U44z+gWAnIn2LcWfc5\n", + "PN24gklXDxyxCAatF+FO3MSTldvSfF4NruHBxiNZ73fQ9lp+xxo5AU/yKYZsD7Dot2LAOrnzTEVb\n", + "a7EXIh23MOLTif3rQ9P3aEnsDSGEEEIIIYQQQgghhJDDIc5YO529UhRFHUQf2fRdh0iB3Aml8ASO\n", + "0DQWvOelwTjhPAebMH33pA9uRymvQykOGlf7USurmHNPYMzejcXN/wlb+CnWvOeQyrmNHjqR+Gu8\n", + "2PoajvBrbX5po3U3anUbkYwHo+bzmLGfRb6wO8JVIAxqtebR+m69c5xcdh6jttMoVYM767TkuwJP\n", + "Kiojdwftt2AK/wWW8Am5DkJD9vvyXpNILqO1BxHLZ7V3u4onaw9ku4i6VZWs/lmbR7XiwaDtmRzD\n", + "Ge9HtZ6GO3F9Z1yhOc95bIb9GLL1IJB6hhcbF1DQnjXvXcIL0yNZU3jY/kj2tUSOI5wexVvrPYw7\n", + "ZjEiIn0ri9ozK9pemLQ9fCn3SyktIB1flfNoh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", + "Oog+rulrGISdUArPsOV7iWV/rzQYp13nYPbMQKRVfhdqZQtK8Y1xtR+R3njYehfj9v+L2Y3/Dlvo\n", + "GdY955DIOYweWh9VQTD2Em9M/wPbvgcyQrYTwkAOpf0Ys3RjznkR2dx+U1OtuWQ6alFLWES8diKb\n", + "ncCorRvlWmRnnVb81+BKhqXBOuoQaZbPwJm4vGPMTjr7Ecy21nQ97MMby4RsG3ecw/P1uzJKWBrO\n", + "RmS0iHJe9U1gLaivpy91H4pagzd5B454/87YYr2nXPMYc2jPSL/Cm80TiOazMv3zW+tNBDMpjDhu\n", + "y77O+AWkiuta+13t+YMYd85qzxFGflaa4kpxTI++rpiQji/KebRD0/doSewNIYQQQgghhBBCCCGE\n", + "kMMhzlg7nb1SFEUdRB/X9G1LP1yt12Tq4CZKPYNF7yxWA7pJKdI8r9mXoVS3jB77EZGtSnEUqlo1\n", + "WnajVhbw1nQd087/hRuzJ+BJTGPd24NE1mb00PqodfjDLzBo/Qrr7gfaPCLGnd0Iw9qfCmHcfAaL\n", + "nsvI5PR6ue2oNSvUekz76dB+ho3WFsJgTqUGMem6iEo9vrNOG8Ef4Uj4kSjkMOG6C2f8IjzJB3DE\n", + "9LVY9p/HeqC1Dku+dTzdegFPOoEZdw9ebl5CrlKWhrVI6SzIpAcx7ri2Y+4Ks1cQSg/AHjm3074e\n", + "7MWwbRrT7puI5aYxavkGtngEw/bXGHfe0eYV0eZ7R/Z1Ji4hW7LgrfkWnm090fq82jG4RT1hpazt\n", + "R2EISs2LTHxOPq8dmr5HS2JvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPpopq+I8BXGqaBcr+H5\n", + "9n3MeWfldZMF3wo2Qn3SYJz3nseKy/aTUbMi+lYpTWtjF42W3ajlGbzavonVwLf4YboHsbwNa55T\n", + "iGUsRg99Xu7gI0w4/x2rnkc7kbJ7EYa1Jx3DhK0Hi54ryGT2r0kzrXN7xG07Yp7x1Dim3D2o1JM7\n", + "62QKv4Qt5kEkn8G4ox++5D1Ec5Owx87KtTCF+zDtnpF9BfO+ZTzbfoiNsAWL2jq93epHopiXBrZa\n", + "ntPmkIEz9AoLXr0+sjCPRaSvQBi7zXGFzJF+bS/eYMZzC9mSGTOObzDpnMOw/ba2Jv1YC3plNLHo\n", + "K8zofNmF59rzXllu4K1VpHN2a/Jrz52FUg9Dyd+HUksiE5+Sz2uHpu/RktgbQgghhBBCCCGEEEII\n", + "IYdDnLF2OnulKIo6iP5mpq9SdUOpR40WQNTyFTV9BWOOUZlieNF3AaZIK9XyrGdRGpzCYFzynse0\n", + "dQpKowylvD+qViDSNyulRWm07kVE1daLUxi03oEp1IO+qZOI5x1Y9R5DOLVp9BJGbAkW/3XMuk5g\n", + "yfUYas1p3GmhNKraHJZkCuYZWx+WPFeQzs4bd1vI1MZ17T1Fbd+6x2htIeYZSczI6NxqPbNj+loj\n", + "b7AZXEEgk8KE4zSC6RcoVf2wRk/tmLPCYG0y7BjAgPUmJpxzMjJ60HRiJ/2zUtlCI/cSY/aHsEX1\n", + "NM6O2HlEMgPyfrZk2zWu0N21R5hydSNXdmLZ1YUn2y9kdK9IsT3jtcv5in6iHnCh7MOjjVMYtFzB\n", + "kO0VqhWf9kwz1PK8tk4lbT9mtfcsIBMbk89rh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", + "Ooj+dqZvcRJKacFoEYZnAmrVjFylhFHHj9JE3A71YcbTivYdsb+GxTAqV/znMWGehKo2oFZ2RwQ3\n", + "EZHDIqVwp0hgVa2hWpzBkPU2XPHbODv+b0gV3Fh1n0Ao2arHqyoFbPuvY9FzGjOOB3KOexERuiJ9\n", + "sSPuw7zzFlY815BMtyJvm8goWxFtWw9r49iN1hZqPYJAYhHznnOoNwo7pq8tOoCVwCw86TimnCcQ\n", + "z0+jUovDEdPNVqFhbc0K1Yr2vQYGba9kFO4r8wSWvf8Po6ZvsBXS0zoLkoUMxtpSO9ti5xDLTcp7\n", + "pVoY1uiJnXtC99buYdxxGoWKH9u+M/J6yNaNBe95vDHPymhi0c+XuodyNYonWz9gwHYWQ/b7KJbD\n", + "0hBXK2tyfIGqVJGNDxtXLWj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPob2f6lmdk6uUm\n", + "aj0ko2hFROqkUzd2hUQEq2LU9n1jfgpLWE8lvB7sw5h5QraLNM0icncvwmRVqqKObtBoaSEieMv5\n", + "WQxYzyOYeoZTo/8LmZIPa56TCCRX9E4aaiOPLe9VrPp/wKj12i7zsomqZCHqB5siViy7Hsj0zvGk\n", + "PrcmzdTK8rOocVttpZBuotZ98ESXseA5g4ZS3mX6LvumYI35MOc+hmLVj5o2L2f8ws46TTivI17I\n", + "oVApS7N1znMet1cfYCP4rfZOXVjwXoQ97pPjeVJxTLlaKZxt0W7E87pJLdJKO2J6NHVTd1cva3ty\n", + "HqVKBFu+s7i/dgEjtm5tTXpxb+2hjCZ2xvvhTd6VEcoP1k9h3NEtU0BnS3EohdF9Znk29sb41IKm\n", + "79GS2BtCCCGEkL8/Ktr/CCGEEEIIIeTjI85YO529UhRFHUR/M9NX1MBVK0tQlbJsU+teaXquh7ax\n", + "7NMjR4WEcZivlKXx+9Z6B+7ENdhjvVqf7zC0PaJ/t7Igo0f3Ip9R08bVtBcRwVvIz2HQ2oNg6hWu\n", + "zf0zMqUAtgIXEYi3UjOrjSw2PFdhDt/DW/MN7Vl63eF2mlHKIhp31fkI865exFK70xeL56lVPYJY\n", + "1vWttFJIN1FrNljC89gI3oCi1nZM34A21oTzFVaDa1j0nEKpGtPuN+BNPoQ10g1HvE+mWvZlkkgW\n", + "8xh33sFasBe9s31wxC5i3dMFa7RfW8tXcjybiEg2onOFbNHTSJe25D3dTG4ZvkL31q5g0nkR1XoW\n", + "W/4zO+1boT5cWbovf4o98acf7/q+mEeymIGSf6G9m0uO3yQbG5RGeDs0fY+WxN4QQgghhHx8Yhj8\n", + "l0/wySea/st/wn/6L8bnT66ild+nhfPqJ+iaex/bdxVd//Cf8Rs5ptCn+MPVOe2phBBCCCGEEPIf\n", + "Q5yxdjp7pSiKOog+qOmrNDJQKttIJoIQ9XZVEYXb0I9DlIoVSi2CEecgLJFWpO+k8zIi+Qyq9TqG\n", + "bbdRqPjgSz6GJ/4aA5sv5HflWEpRfm4iIn9lBLBIpVxr1QVuIszcXG4BE85rSBXWser+WqZMNgeu\n", + "whdvpYsWBu2q+zIcsSd4Y74pjeS9iLTMas2OJd8U1lxPsejpQyQxZNzVURtJWAKvZGRsqhDR3lev\n", + "X9yOWt3Emn8S26Hrcv5N0zeen8Wg7Qam3QvYDPWjVs/I9oZSQbZkhSV6Csv+XmyEthHKpjHuOAdz\n", + "uA/PNs/CGbuCLd9puZbNur/CPG431q3RkyhVA/Keota19b23c09o3NGLVf9l1BtlmP2tdrFPJye+\n", + "lT/t0R7EcuNan6Ksxyzui+jjWD4LJf8ISnV3DeNMbFTbs5JxpUPT92hJ7A0hhBBCyC+J2MPP8fnD\n", + "v7YdK0zfrjYDOQvT7c/xSdfqz0QMZ/Gi/yHNYUIIIYQQQsg7EWesnc5eKYqiDqIPZvrK2rvlWWma\n", + "phIuqNVt3ZA1atsK47ZYSWPY/mjHVBQSaYrtCT9KtSoGbX0o16Kyfyy/ihcb1+VnkXJZVfLycxNR\n", + "s1etzGvPEKmUO9ThbaSQyS5hynUDmaIZ697vUK0nYQ3cgjeq17cVCLN22XkZofQchqw3UStqYxrR\n", + "yU3Uuh9qzYNF/wQ2PM+w5ruPSOKtcVdHpK+esl3CrPsstsLmzuaxtgZznklYIjfkddP0TZc2MeY4\n", + "hZfmcWyHzqPeZnBX6gnYo+dk/eMh2zhcyRhmPXqtX0fsPHzJh9j2d8vrYfszrX9Nm+cK1oO9O2ts\n", + "DZ9GqRoxRoSszdue4rmZullg9l/aaRcatXfLKF+7rAs8JY1ob/K2vCfM51AuDaX4BIq2Pu1kYhP7\n", + "9oym79GS2BtCCCGEkF8S+03fVXR1DWL16hf45JPf4bZT79NlOLirXf+Cqw+78MXv9CjeP2gd9hu5\n", + "e01fgR+3P/0cL+SjKjDd/gKffqqP8buvBxHT2pzjX+PTf/wcXx87hmODfvmtiukqvvj0051+eish\n", + "hBBCCCHk14o4Y+109kpRFHUQfTDTV6nY9IjYygZSsQUZfasoJSjlJahqFWp5AeFsGhPOH3aZisKc\n", + "XPKvIlcpYcR+AZVaQo6XKbvxbP2q/KxWt2REbjvCmNXTR+v1dvcizOBkZhmz7hvIlV3Y9HyPWiMD\n", + "W/A2XNFWamalHsO07RQimSXt+TdQLixrz8oad3XUmlsbL4BZ1wjM7rfYCD5HKPrMuKtTKTswYbuC\n", + "zVAf5n3aGJUVbZyCcVdHGMFjjkHYY3fkddP0LVa9WPIcw5WlG3DErqPRlspaGMCuxBW5VvOeq3i+\n", + "/UzW2hXXttg5hDMjsASuyush+y0UqhVMu2dgCrdMXXfiuozibSIidkXkrhwjek6TMI/vyXtm/81d\n", + "hrDep1fr34dYdmZXpPC0uwe+dELb5wKURk1+v0kmNiON93Zo+h4tib0hhBBCCPkl0dH0/YffoGu1\n", + "ZeXuNn3/AV+8aP7ZP4YXX3yK2/uc2E6mr/7d5jjtzHV9Dn0K2vc+b4v0zQ7iX74e3zGVsy+++ABR\n", + "yYQQQgghhJC/J8QZa6ezV4qiqIPow0X6ilTO9aiMiM1E3kqTVG9fh1J1az8t2IqIFMmttMPSUIz1\n", + "Y8j+CulyEdPuG6gaqY1L1SCerF6Un9WaBWojLj83Eeme0+lJxHPCaF4xWlsIAzqWXsWUqxvFSgBb\n", + "vm7U6llYw/fgirZSM4to5GnbaSRymxh1XEexsLH/WTWb1hbFoPUe/JE1bAZfIhjV3rHNHM7l1zFh\n", + "74ctqr+PWmulthZIk7q8iLfWJwil38i2lunrgzl8EteXT8OduC3b2vEm7+yslzCVd9Yu2o14fgbW\n", + "oG7UjjluI1UqYNj+Gtao3k9EAwfTetrnJtHclPyuiN61Rc9oa3IGwYzexxl6LSOLrZFzMEdOGM+6\n", + "rO1LAYqiG7vN+YgobVdq/0GVMIIjoal960jT92hJ7A0hhBBCyC+Jjqbv7x7uiqjdbfo2DVod+X09\n", + "fLeNnzN9s1i9/S/44vMv8IeuY/jDp+8wfVe72uoNG7rawTUmhBBCCCGE/GoQZ6ydzl4piqIOog9o\n", + "+pqhNhKakshG7srPwsi1hhahlCah1oMYcQzCEtXrwTqifbBF9GjTIdsjBLIpzLivo9bQUwKXaxE8\n", + "XfsBDUXRxtajiNsRqYO3vC8x4ViBWp4zWluI54VTq5hxnZPRw5vek6g3CrCFH8AWapmgas2PCctp\n", + "pItmWf83V9DeQ/tuO2rVhFI5ggHrFYRiW9gOvYYnOi2/2ySZnsW0Q3+3IdszlEsu7b7buCvmm0Wt\n", + "tIoB7V1jOT29dNP0LdWCsEZOwhHv24m4bSeSFdHB+lq1yxo9LWv+OkOvZNTvpPMGIrmMrO3b7GOL\n", + "ae9W2jZG0hFpru2Rs3DFLyKSHtb25KSM/hX4ItPSCDaFv4MlclyO4dXmJNJ3NxHpoU3h45hzH8NW\n", + "yGS0tvhxYxQW95i2jiGjRYem79GS2BtCCCGEkF8SHU3fduNVY7fp+zs8bHOED276OnH1kz9gMCsC\n", + "eP+AT646jXYx5k+Yvsdo8hJCCCGEEEJaiDPWTmevFEVRB9EHNH03oTYyUJU68uFe7XNBRnzeW30M\n", + "JXcXhXICQ/b70kS0x84iX3EjmH4l0wyPOa7DHAti1t2HulFPt1KP48XGZVQbdag1134jVnuWyf8W\n", + "g7ZpqOUZqKpi3NFR6z4EEmtY8V9DrZ7HpvcMGkoJjshjmHytaFq17sWY+bQ2Pzem3FeRztl2mbUC\n", + "tbKOVDGCUUcfwnEztkNv4IqvSjO4STg+jCnnafl+o447yBSC2v2W2arWYygVtzBovSlr4wpapm9I\n", + "mr722HntXiv1dBNR81cYsU0jtylr9KQ0jHWjthsTznNwJaOytm+zjy3Sra3h7tTYgnI1jFzJI6OM\n", + "TaHvETWMaPF+Yi7ie87YpY5GtC/9GObwcax4T2EluP/g6tbKA5jck9o6eo0WHZq+R0tibwghhBBC\n", + "fkm8v+kr0js37/rx8PODpHfOwnT7c3xybFWmao69+By/azrHlTl0/WOb6fuP/dj5G4NI7/ybLszt\n", + "LxpMCCGEEEII+ZUizlg7nb1SFEUdRB/O9K2sQlX0GraJhF+asN50ArdX76JczSCYTWLS2S+NTV/y\n", + "kewnonodcb027KLPiQXPZVkzVlCpJ/F68xJKtao0cIXaEfViN31P8dYypT17UXve7tMTYdx6YqtY\n", + "9mtjKnWYfBfQaJThiDzDlveG0UubQ9mGces5FKsBTDuvIZF1QaSibketLCOYCWHcfgyRuBXm8ABs\n", + "MfOuCGN36EcsevXU1eOOPoSyMe3+gnFXzMeHbN6CYdtFxPOzsq1p+oqoZhFVK9ItNw3hdkrVsHZf\n", + "N5SFTKFvYY2cgFn7TrkWRTC6rc3pBGa0dTRFA7K2r+jnTFxBqrBpjNIZ8X1h+sZy0/I6EnPAEeuH\n", + "M35Bppq2Rru1exPyXpNIZhjO2HVshfqx4Fs2WnVK1Soeb97BrOkllKrdaNWh6Xu0JPaGEEIIIeSX\n", + "xGEifbv6v8bnn+rplv/wYp/jqyFM3/+M3+ykZf4dvn5owk6hF+3vQf3y+5/i0y+u4sXVLsP0rcB0\n", + "9Xf4zW8+wadXdeu3YrqKz3/zm51xbrcChAkhhBBCCCG/QsQZa6ezV4qiqIPoA5q+S7JuraBpZm5H\n", + "7HiydQ2ZchEboW0s+3tlxGq62DIiRX1Y0T5gn5cGbZNaPYM3W/0oVCsQUb4i2rcdUS923fMIT7df\n", + "QK2uadd5KLUolHpCv19zwBKaxnrwqrx2h9+goVQQSExjw31Ntgmq5W3MOG6gpH13NXANtsi6jFpu\n", + "R5i7zmQIM65vEYnZYI4Mwqr9VMrrUEpzmhaw5bmlPatXmq2znh64U3Ht/iKUhm5Gi/kkcw6MOS7K\n", + "lMyClukblaavWJtEfn+q6lojC2fihx3TV6TFtsd64Yz1y1TNsYQP7sQ1LHh7MOfbkrV9RerneH63\n", + "IduJWiMDa+TsznNjcb9M+yxSOEczYzBp8xJ1g9sJpF4glpuDPXoT057d90RN4beWGxjceKKt47rR\n", + "qkPT92hJ7A0hhBBCyN8ze2v6EkIIIYQQQsjfEnHG2unslaIo6iD6cKZveQ6qEaXbNDMX/St4be5B\n", + "KJfGsGMQVlHHN6rX2G0i6ttuBrtxb/UJVoPXjVbI+rtvt3uRLZcg6vmKur7tqPUoNn1P8HDjsXZv\n", + "W0b+KuV5TXrEqlqzYs07AFP4prxuzimYWsGW54L8LCgV1zFpv4hqPSMN6AHLIxnZ20RELKvamCuB\n", + "VawFziEad2rvMYzt8IZ8X2E2C41r72cO6zV9V/znMeGcw4LjBqpVPbWymGMk48G4vRvFqh5B0DJ9\n", + "47Br6yKM2kJ1d0SzQEQ/exI3d0xfZ+KCdn1XRuTWGjk5TiDzHCu+cxi2T2vPvg534rq2hiVjhHdT\n", + "b5S1PTmrrbNuRCeSMbjjNxFMv0AyvwxT8FuZArqddHEb1Vpae8aPsn5xO+FcRkY6P1q5p63bbkOY\n", + "pu/RktgbQgghhJC/Z2j6EkIIIYQQQj4m4oy109krRVHUQfQBTV/dbBU0zcxR5xAmnN1YDzoxbNTz\n", + "FeZlM4WzoFQNQNSmvbJ4FVvBJ0arMCNLGNo+LyNHRVSvWtuTcrkewrr3KV6YnqFaFKZvDEppGUpx\n", + "RL9fNWHB/Up75kt53ZxTMu/EuuukNHMFpcISxh290jz1Ju9h3N6PRHJA3hOoSkV7twXtPcZgjlxA\n", + "NOGGKzmP1UAr5bGiKBiwiWddlGmYNwN/wYitFzO275ErhmQftbqKQMqvPetb7Z31+sTNOYloXVfi\n", + "ilwHUd+3E8HMcxndK54hzOlkYUHrfwZ1pSTHyZXtWPEfxyvzJEYdJzqmiX4X9tiFHWNXjOWOX0U0\n", + "Oy7nuR36N5l+uhPCsB+wPtLWrg5HPIIF3zY8qbhMM/1y6zqKhfmdlN8Cmr5HS2JvCCGEEEL+nqHp\n", + "SwghhBBCCPmYiDPWTmevFEVRB9EHMX1VpSYjfWv1ukzlLIxDRdWN0LVAL95YJ3bq+YYzg8a3dKqN\n", + "DByxXtxa/gs2g7pBK2goVUyYbyJRFJG0aajVLeOOjloPYMXzHC9N11EoWuW1iNBVSjPafEpa/02M\n", + "Wm8ilB6V/ZsGa67sw5z12x0zMp+bxYSjX0YW+9OPsezths13E6pak/dVrb1RWtLe5aU2zx8QjXvg\n", + "T4lU1WPyvkDUHR6y3dPerweB1DM443oq5nnHSaTzHtlHLc/ClYxgyvlnlCph2dack6hfbI9fhjVy\n", + "GuVa51MnUXNXROQ6tDUMpV9Kc9gRuygNdDFOtZ6FJXIJ9zeeYtKhPaOqP+MgiMjefMUtP4ux/No7\n", + "5EpWbV4JaSxX6/o89yIigYdsF5GrlLAetOLh5nNshkxY8p3HwPYFJNPL2r603oem79GS2BtCCCGE\n", + "EEIIIYQQQgghh0OcsXY6e6UoijqIPpDpW5I1fd3JKB5vzUjjsFitYMh+H5ZoPy7NX5Mpjz3JG/tS\n", + "DjdTFwtDUxibTVS1gTFLH6L5rDZ+Xht/zbijo9Z9mLFdxoD5AtJ5K9SaR6YTVioW7V4EjdIKBiw3\n", + "dyJemwariF6dtp1AzTBec7lJTDr60VDKiGXHtHl2w+S9u2MKq0oGhfwSRhz34Y5fQjwRQjBjxrJP\n", + "N5MFqWIB48472jv0oFJLyXq4wvRdcHYjmdXmplS1uc3DFHVgyXtWmrzye8acFKUGb/KW9p3LqNb1\n", + "dNB7KRoR0bZYt6yxK9JRizq+AjGOotS19b+D60v3Me8+tSuF9s/hTz1FrqSnzxZjJXIL2vNCMvrZ\n", + "Ee/Tfublvb2IOY07ehAv5LDkX8Vz023tehYrvr9gcOvP8Cc25L40oel7tCT2hhBCCCGEEEIIIYQQ\n", + "QsjhEGesnc5eKYqiDqIPY/qKuraVVayHrHiw+UQah9IIdd2R5qeo62sKnUGxEjC+sZtIdhCW8HGk\n", + "8q1auoJxyzkEMkmoSnFXnV2BWnNjwvwdRmx/QSxjh1Le0vosSsNXKa2hnJvAiPXajpHcNFhFquJx\n", + "WxeKRbu8zmZGMOu+g4ZSkemK1wJnsOF9qL2TbsyK1NLx9BImnZdlWmUxTihjxaJvWN4XiJrFIpJZ\n", + "pIcWZrV4HxHVPGPvQiy9uWNai7rA64HzOyZqc04CYU5bo2ffabCKFNCihq81IlJAB9FoVJEq6EZ4\n", + "cxxhNvfPnceSr0cbJyvbDkKu5EC5Gpef2+ckoq09iVvSlO5EpR7T3vsY/NoejTgHMeboxf2NZ9gK\n", + "HcOo5V+1PV3R9kLbE23/BDR9j5bE3hBCCCGEEEIIIYQQQgg5HOKMtdPZK0VR1EH0gSJ9MzKd8qRr\n", + "HM9Nz5BIJHaMUGH6CrkT19FolI1v7EbUo90OfbNTV7bJpOU8vOmoHilbWTBaddSaEyPm77VnfIdA\n", + "ygGlvKj1WZemq1LZQjazhkHrBaTyK7J/08ys1KKYsh9DJrsi6/omkwNY8NyVxmY8P43N4Gksue5D\n", + "reuRwEotAGd4CjOe09LMFeNE8g4s+AYx7FiXUa7uVBzTrjMyPbQgXdyELXoGs45vEU5q8zJqEs/7\n", + "lmEKX5IGs6DdYBXzEtHOIuK4EyJCWtT0FeZ4M1K4SXOcWG4MvbPfyfTKeyOqD0r7nARFo/5wJ2qN\n", + "DJZ9vVgPWTBke6V9Po++uT44Yz9g1n4Cy/5lbS+2oZSmZJpsmr5HS2JvCCGEEEIIIYQQQgghhBwO\n", + "ccba6eyVoijqIPpAkb4JVEubGLI90/QIoVgUrmQUk/ZTsEa6Zc3eQOa50Xs/IorVHD4uUy+3M2e7\n", + "CVfCL81Zkbq5nXrFjHFrH+bc32l9XFCK49jwDmHWa5b3k8U8xhwXUah45fWO6VuPY8z670ikJqSZ\n", + "HEsMYdF7ST5DmM8bgeOYtl+X6aMFatWMFd8IVvwnkSwsGaavEzOuN7i58gDBbAqrwTUseU7tpJIu\n", + "SwP3DObd3yMQn4FaC2hyYcI5Bmv0uuwjaDdYRZrrQOqx9rNhtOxHpGwWaZf30hxHmNbbwTMy4lek\n", + "ez4Me03fn0IYy5uhfow75zFiF+mpL8IU6oEv+RjLrnOY9+q/bmTq7bqfpu8Rk9gbQgghhBBCCCGE\n", + "EEIIIYdDnLF2OnulKIo6iD6Q6RtFKruGccc1af55wyGsh7ax6D0OU+R72CKnkNyTurkdEflqiZyR\n", + "Zmk7G57HeGkexGbYCrUyK6N4m1SLW5i0X8J64CLW/HNQCq+w7n2N1+YReT+cy2jzOYFSVU8p3TQz\n", + "hcE87+lFJP4aSqMAf2xQ+/5V414K9mgvRq23odb09M9qZR4DlmcwCVO6FpTjxHIeDNue4/HmNVmn\n", + "V5ib6/4TyJX1urjVehbu+BUsuk/CEx2Qhm+l4sWA9dFONLDgfQzWn6I5Tq5shSV0Qpq+h+V95iQM\n", + "akf8Nh5vvcCE85I0fe2xc4jlp7Dtu4Nh61PZT6TKVqsmmr5HTGJvCCGEEEIIIYQQQgghhBwOccba\n", + "6eyVoijqIPowpm89CG90AbPuc5hw3YUj4JOpjNcCxyFq6prC3+4zdPfiTT5Asby75q8r9BpbgTN4\n", + "bX6BenEWqpEWWVAqrmHSfgHboR8w55mFkn+EDf8AHm0+QL3RgC+TxKTzW5SMyNiW6ZvCkr9PG/sF\n", + "lHoEJu9tbIVuynuKWoMneQsj1h9RL4tavEWUCwsYst2DPdoj0yqLcZIFH15sP8BbSzdmPTMYtL2C\n", + "KXRM1gtuIqJu593fwRa4J6OFo1k3xu292npMGj3++qZvqRaCOfQdwpkBeX0Y3ndO/vQj3Fq+q631\n", + "OWn62qLdMqW2LzKlrY9uPqtqHWpljqbvEZPYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiKOog+kOnr\n", + "gzU8gTn3cYxY/zdMPjcGba9l1KyoCeuKX0FdKRq9O1OppVDbU4fWHRqALdaNIcdtFPNz0oRtUiws\n", + "Y9Leo439GOOOASi5u1j0DOKV+TJSpQKsMS9mnd+jXIvJ/k0zU9ShXQ/2Ydv3BErVgXX3HVii9+U9\n", + "QTD9EqOW+6gUF2Rd32RmHRPO63DGL6LeKMhxUgU/7q5dwrK/Fy+2n2HI/gyuxCVUtbGbiNTHG4F+\n", + "mL3XoVbXYAqvY8FzAvH8rNHjr2/6ine1hE/KSNvD8r5zEib2D/PfYcqlm77WyEkZER2OWjBovYJK\n", + "vSb7qZVVmr5HTGJvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPowpm/NJaNsF9zfYd59HEsOC4bt\n", + "z+BMXPhZs/en8EWmZW3cced1JFPTUOo54w6Qzc5jyn4RwfQw3loeQCm8xKTtGcbs5+BJx7ESXMVa\n", + "sA/Vum7EtkzfPEzhPiy5n0Apr2LOcRH+1KC8J0gXNzFg7UUxOwilNANv0o4Zt6hTe0+mlxbjpEsh\n", + "XF04B3OkH89Nt/HKfB3uxCXtXcvGKDruxCA23Re158xq6/Ea26GTKFb1WsGCv7bpKwxta/jsT6bS\n", + "/jned07CxBbRvdbIWdgi5+R+VWoxRGIOjDquIFfRjXy15qPpe8Qk9oYQQgghhBBCCCGEEELI4RBn\n", + "rJ3OXimKog6iD2T62rDsHcRq4Hss+89iaHsaI47b8CbvQlFadXjfl1BsE9boaUy6ziGcXIFa11M1\n", + "C7KZYcx7fkS6sIZB6z2Z0lmkWd4M9mLYMYop9zxM4f4dI7ZpZipqHe7EHYzZtbmVpjBu6UE0NyHv\n", + "CcrVOEYdPyBTiENtpLX3WcGy7yyC6RfyvhgnUwzh2fYpGdn6dLMXT7d+0N71jrzfjj81ihXbWeTS\n", + "A9qY92GJHN+VAvrnDFYlsGp8+mma49QbRe0ZrTrGh+F9Td9i1a/t0SmYQn/Wfp6FM35Jms+xuBfT\n", + "rmtIFvNGz92/Zpo0fz3+lDqZuO+rTr+uqf+YxN4QQgghhBBCCCGEEEIIORzijLXT2StFUdTPK4//\n", + "D8l+fYLEZf/UAAAAAElFTkSuQmCC\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 64, + "metadata": { + "image/png": { + "width": "800" + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename= \"assets/plotlyeditor.png\", width=\"800\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "
\n", + "\n", + "#Step 5 - Sharing your work and Collaborating with Others\n", + "________________\n", + "\n", + "One of the main reasons we wanted to use Plotly was the ability to share these interacitve visualizations via a URL. This makes it easy for our account managers to communicate the pricing plans with a simple email containging a link to the plot. \n", + "\n", + "Plotly has built out some great functionality that makes sharing and collaborating really easy. When we have multiple analysts on a pricing build we can all work on a plot and once its done, its easy to share a private link with our partners." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": [ + "iVBORw0KGgoAAAANSUhEUgAAAnEAAAJnCAYAAAD4AgW+AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAMmTSURBVHhe7L3bb1zHve/Jv4J6k4E8yHkR/ETo\n", + "JYSADAFjAwT0QmxjwAAegDgQAs7Ac3jORIO9d86czRNsbZ6dcxTGO5FpxxJlXUiJEtkUKTbvzXuL\n", + "ItWkKIn0LVR8oRUnppWLE00GBn5T37VWdVevrr6yS2w2vz/gI3Wv+6qqXvVh1Vq1apYe/loOKosb\n", + "H6ex8OAjj/n1Dz3m1j7wSbzvMZvY8pi5v5kktloiK48JIYQQkg1b3ZkDs27W9bWuv3V9rut3Xd+H\n", + "PcDmCtVMGSTuAxmdXJLbK8H3jS2ZWN6SxWD+3NKy9M48NpYvH2bG6QydiSdkPBEInCFvGdJmFLTp\n", + "e4+KZmr5YRWyIjcGZiSyZJtH8jE2NSPd0RXrPOKGiblFuRqZku6BKbk8cV/GZ+/K8N1g/ty8dA8t\n", + "yVhoHULIi8FWd2bDrJPDUheWuVwiZ3OFasaTuKmZJemNprg+fk9ux7dkQS+4tia3oqsypb+nEZK4\n", + "lVXpHUvITDDflcSZmaYzcn59S+6Mz8mthU27vBnSZha0yeWNNCbuPshPfL2CuC+3BiekN2aZF5uR\n", + "C4PzEg1Pt6Ly6ua03Jq3zasG/HS6cDNEwemTm+jEtFy4s2ydd2iZn5fLZlrfmpTLt+dkcMGybNHc\n", + "kxv9k3JjRn9PyK3bE3JtKuF/L6rsE0LKjq3uDAjXu2adnCZ1NpkzWuUOu8glJe7W0gfJifOraxIZ\n", + "W5KBux/604qRuBAuJM7MrJTApXefaoHT8maKW5qoBYVtfKk4xhbXKogVuRkZk2vTlnnTMXk3Mid3\n", + "wtOtxOVa36TcnLPNqwZypFMZuDM2Ke8Ox63zDi1zc/JeX0wG9feFexIZnpB3b83IkLlcKYS3Haao\n", + "sk8IKTe2utNGWPpMqUsKXSBzFLl0rBIH5hbupuSr2Ja4yTWZC+b7Ercuk3PLct1r6YvLrblHMp9c\n", + "/7HcxrY3HsvwZNxrCfS39aFMqwv+zdGghXB0WYbv+VKJDJpdvCt9CypTsf0783JtbFWm19Q2RufU\n", + "uaQEbkqJyY3b0153S/dATG7E/L/SUXDG5ubl6sC4/OrGqMeFyIxE5u/L6EJ+ovOrFcRdudEflSsT\n", + "lnkTk/JOf0yGktOWpX9InfP1qLyjuBBRleCcnrcoV66PqzQKvmPdwQW5PTohF27Ylj9o5EgnlS43\n", + "1bzuO/HUtFhMuq9PqPKK70ibSemfnpXLN/20+NXNCbkxdS+5/FB0XKXXYmr9OVX2lDTa09pfvlv9\n", + "HobGgvRN5lOuPDpgeGmo0i1t+oJRzpAn+Bz3BBvn3B296y+XI/2GVdm8GJRJH+wjlL9FlX1CSLmx\n", + "1Z3pJJKY4qeFTstcLpHL1rXq+0X1k1XiZhaUUM2WSeJURXVbCZh3n9zGBzKuLtg35jaD9SFxd+Xm\n", + "5D0ZSZgJ/7HMrW7J/Ib/ffF+Qm6qY5gMMggS1zu2pCrRBzKzpu+Be6Qqxlm5tegL3PTdu9KjxOzW\n", + "gt/yNr6wJNf60e24pgqNWv/WmLrgL3uFbWTungxN3ZXhuRX1eUXuzN7LyfBMJaEkt29Y3huzzBsb\n", + "l66+KRkMvvcP3pF3Bmbltvc9Lv23o9J1MxZ8n5P3eqLSq8QkuW7PsFwcWvC/q+X7Bu4Yyx80cqQT\n", + "UMJxsVef/6L03hyWS6ps+vORNsPq3KckEvOXvz2qpK1nVAmI/31wWKXlwFywvCrjav2LQ/NBWi1L\n", + "ZEjNN/ICy79zY0QuID+CbYDceXTAmJqSCz3jctOcFpuRSyhn0/iOPLkj7yohe280nlqmgPTL3HYo\n", + "f4sq+4SQcmOrOwHqWJN06fOFLqvM5RE5LXGHReQsEvex153ajxaClSAR9ipxxneP+2vSN3ZfYt53\n", + "SNySRJY/Ss23guWUcCnR0xJ3bVQdk8o4X+DQhfpQbo/MyM0FJXAqs3Gj+Xvjq6mWN1UwIkOjcuFO\n", + "XBUcJXSqAr08pitpsJxkKHY3J7enlZhWDPNy7fptOX81C9fHZcBbbka6r0JSjHUnJuTd5DTMvyPX\n", + "xoN50VG1vpIUvSyYmpaLV0ekZ9KYdmCwp9OvbitRCJYZGB6Rt25MyI3bd+Stm9MSSa6LtLnttZyl\n", + "tqek4eZteXd4wfs+oNY5f2vGn6cE4p1w2k3PyeWeIU9Wksv3jMmttGXy5dEBY3xcfmWkw+DUnEqz\n", + "ITmv0tgvk36evK3kN229AtIvvG29rWQeofwWXPYJIeXGVncCs64NC5+WOgidKXOFiNyhljjzwYYb\n", + "U6sythrcDwf23J0auidu46EMKiEbXcd3X85G14z5Hh9KLL4q/UoobozFpU/9f92QOLQUXpt+6GWc\n", + "lriZ+5C4mPTNP/Yyezg6KQwGg8FgMPY3/vjHP+4ZLXJm12pY4g5bl2rW7tQ0nEjcPRl/gO92iYvh\n", + "fpjYhswF3anhljhP4qbU/GQrHO6DU9u9A4l75GX27TsTQfFhMBgMBoOxX2GTsmLRLXL6Hrl8rXGm\n", + "U1QrL0biJvJ1p4YlLrRN8OCB9I/c9SQOmRSWOGRmbHVDIsPTcmPuodePfmeULXEMBoPBYOx32KSs\n", + "WLyuVVW3h7tVD3Nr3IuRuLQHG7ZkZGpJbi5sBevbJO5jmYipZeaDQYM3PlDf49KTReL8VjgMJfJA\n", + "IkNTcn12wzP2sfn5oPgwGAwGg8HYr7BJWbHgHjnz/ri01rjDKnGTG+4lbiC+lWeIEcs9cWsPZHA8\n", + "uE/PG15kS+0nJXGx+SW5OvUg2ZUKI9cS1zvzwDN23BjJYDAYDAZjf8MmZcWCOt1sjdP3xh3mLlWv\n", + "Je6goDMFGYSMSu9K9Z9IhaF7rXDK2PGEC4PBYDAYjP0Nm5QVC+p0szUuV5cqJa4CySlxyshh5t54\n", + "cF4rXMJ7VJnBYDAYDMb+hk3KigV1Our2cGscJe6AoAXOlLjU/XApiYOpo9kVY84wGAwGg8HY37BJ\n", + "mcnly5et001Qp+vx48ISl+2+OJtLVBNVIXH+/XCBxBldqZQ4BoPBYDD2P2xSpoHAaWzzNajTzS5V\n", + "LXHJ++IocZULMiND4hKphxrM++HQ3IqMxijQDAaDwWAw9jdsUgZMgcsncqjTUbejjg/fF+dJnHKC\n", + "sMRVu8hVncSZ98NR4hgMBoPB2P+wSZlN4DS25VGnm/fFUeKqXuKWg+LDYDAYDAZjv8ImZcWCOp0S\n", + "l86BlDhP4NZSr9vKlLj7lDgGg8FgMCokbFJWLCmJ88eLs0mceV8cJa6CKETiUsOLUOIYDAaDwaiU\n", + "sElZsYQlDnU+Jc4ysRLJJnHe8CIWicNTLEOxu0HxYTAYDAaDsV9hk7JiQZ2uhxkJS9xhHSuOEsdg\n", + "MBgMBsNp2KSsWChxmVDiGAwGg8FgOA2blBULJS4TShyDwWAwGAynoUWst7e3aChx2aHEMRgMBoPB\n", + "cBqmxE1OThYMJS43lDgGg8FgMBhOgxLnBkocg8FgMBgMp0GJcwMljsFgMBgMhtOgxLmh4iROJ3oY\n", + "ZEhY4PRAv7GVxzK1/NB7Ie7Y4lry5fe3p+NB8WEwGAwGg7FfUQ6JQ52uX4KPuh51Pup+OABcwDbg\n", + "rylzYWwOctCgxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAwnAYlzg2UOAZjj/G055TU\n", + "1JwVljYGg8GwByXODZQ4BmOPQYljMBiM3EGJcwMljsEI4tmTqFx843U5eeIlJWU1PkdelpMnT8np\n", + "MxdlYO2pPA+WNeMgStzztbNy4shpiT4LJjD2KZ7KwGtH5MS5teA7g1GdQYlzAyWOwZAnEn3jpByp\n", + "OSIvv/aGXByISSymiUrP+TNy+tWX1fwaecVS2R5EifOPuUbO8idSfDwdkNcKSbiClovLWfyxcKpH\n", + "6RyDUb1BiXMDJY5xyOOZRE8fkZojr8nFLVs7mxHPn8pTS8sVW+IOWai0O1KIxBW0HFviGIcjKHFu\n", + "oMQxDnesnZNXal6RM/E8ApcjeE/c4YonyO8CJK7Q5RiMwxCUODdQ4hiHOp5cPKkE7MyeBIwSd5ji\n", + "mQycrilAzgpdjsE4HEGJcwMljnGoY+3skT0LWLrEPZO1gXNy+tRJeflI8HBEzUty4tRpOR8r4K6n\n", + "Z1sSvXjGvn70ifXBCj9wb9URORv0yj1/EpVzrxvbOPJy+v1v8bNq+inpsRySdz6vDQT3aD2VeM8e\n", + "zketHzt/Wk6d9O8p9NfPQrHC8zQuPWdfl5Np21bHhgdRzvVIbCt3X/EzlUbnT5+SEy8F6+Ihltff\n", + "kIu283oWk7OnTshLyf1k4h1+ocsl46n0nFLTreeenqc43vCDN0dePimvnx2QPKfqxbOtATmrykTy\n", + "fLOSWS50WmU+9PO6vHFxQNaelt6SzTgcQYlzAyWOcajjWfS0tdIqJjzpOXlRVaSq0j15RI6oiu2M\n", + "qthSD0cMqMr3lFexn1CVddbqTokVlnnp1dP++vEtefrsmTxZiypZybe+f4M8XOC52s4JJTOn3rgo\n", + "A/oYBgYkblb0+SQO56Mq7tMnlCiUej5PBuR1JQwvnTonA2tP5Jk6F/B0SwmBkgmI16vn17xpxSrA\n", + "k4HX/bQ6ZXsQ5Q15HbJx5IzErBt+pk4f+39JXj19XqVRXLaePpWtuJHOZ2JqKTOeB8e/JRchXWei\n", + "yfPR+LsqdDkd+SSuRt6IqT8Mzr3qHe+pN85LTzR1vlEl2K+rMod7OnueBKtlxHP/fI+cVMIVU+eq\n", + "j+WJEvSzcgpS9/IbEn2ipmWkV7CuksmTr59L27dXDs6clldfVvt/9aJk3T2DoYIS5wZKHONwxzMl\n", + "Kkdq5JXTAyVXQr70vCFvnDoir13cClXSqfDl6oiqlLMtoQQnR4vG8/gZeUWtf8a6fiBxPQPy2ksF\n", + "PKSRT+JqTsiJE3s5nydy8VWVrhkypANycCKHaOWIZ0oO1X5fy24tfjy3b3jtHPaLNMpyZFsX5TVV\n", + "Jl69aNt+LukyoxzL+Xn6yokTcuSESqesrW1PpOe17CL1PPaGkrBTYj0dxJOe7Ofr3TN6Qv1xkHXn\n", + "XmRJagYjGZQ4N1DiGIc+fBlBi9Mb0rOWu7KyhS89av03YlmFx4/nEsV9UqejWcQmX/gVvv2JR7/C\n", + "P3LkJTldyCOneSVuj+ejtg9xyNnCCYFW+ynoeM3Icex548lFeTWnSPvhp8HrMpBxaC9e4mpqXs0u\n", + "YDq2zsvJmlck8yHXXGUmFWvnXpGaV85JeHU/HXi/J2PvQYlzAyWOwUA8jcm51/x7q468/Jqc7YkV\n", + "dJ8Rwq/obBVoZnjLHjmbUVkWGl5lax1TLKjwLRWxNfJK3N7Op7DzfOIJhm3svZyBoTtqTuYXG0vE\n", + "cQ/kyQK6/rIK5j5I3OsDBUi/v+xrA+EMzTY9FPEzKs8zh5x5OvCamv5G8a2lDEYoKHFuoMQxGEY8\n", + "x83y507Lq8HN37g/DQ8U5KpEfekpsKLzKsvSWza8feWQuCP6Lvh8kVfi9nY+3jbyCmWJEqe2eg73\n", + "6r2qtl+gaPuxJmfRdV7Q/vxjy5SrFy9xJwuyVf94T2VkqL+NvK2dWSRO325wYg+3GzAYCEqcGyhx\n", + "DEaWeIYb8E+/6t3oXvPS61nvofKlp0Ax8+TJncRlVuJZIq/E7e18nsfOyBFrd6QRz2PyhjrmfF2b\n", + "1ngWkzPeDf0vy2vnooW1mj7tkVMF7y+Qq4wu5RcvcYXlqb+dzGWDexPziKs31E6WFkrcI4gHVGpe\n", + "elXeuBgXPojKKCUocW6gxDEY+eJZXM6fwtAKuME7swYrr8Q9l6drA3Lx3Bvy+smTcvKkZbiKAyBx\n", + "urUs19OrW+dflZoTZ2WtZCl4Jk+i5/2nM9W5+62mW9lbTQOJS0vLfGSk9UGTODSmnZYjuZ5efRaV\n", + "N44cydPliqFmgidZa/B6urPSE7e/S5jBsAUlzg2UOAajoAieALQ8TVkuiXsWP+dXki+dkFOnz8j5\n", + "nmgwlMOaPAmGp9i6eDBa4hDP187Jq0f8IUaiW0+TQ2w83YrJRbyr9qXXZaBMfXReN/jZ1/yx7DCU\n", + "Ro9F5gKJOxPVQ2wUQlhTDp7EoexGT+OJXAwxEk+WJQwxgjENT710RE6q/RcqZOkt1KfkXEHjBTIO\n", + "e1Di3ECJYzAKDe++odTgqzrK0v2opmO4Dgzpkatn0NvXAZE4LzB23glV2aPCD3jpxCk5fT6qZCJY\n", + "pqzxTNZ6TntPG7/0uh6wOIhA4vJ6Vc44iBLnx9Oe19PywR/c2G9RKymeP5XYWYxfpyTw3Bpb5Rg5\n", + "gxLnBkocg1FoeMNTZErA3qXHv28p/5Ae+Z9OrSyJeyaxMye9Vh4nvpYj7GPqxeWMl0Z7af47mBL3\n", + "XJXd115+PceAwKWH947YQoZBYRzqoMS5gRLHYBQaXktc5tAbe5eeQivroMI/IBLn3Yu1byP5KzE+\n", + "GU6P5xJ7Q6Xfno7pIErclpw/kX9svJIjeEAl76kyDnVQ4txAiWMwCorgnri9DoiaQ+LyDSWhByU+\n", + "KBIXP1uIxLiKNTn3Sub4aEjDV5SIn7E8oFJoeOel8iCfCBa23AuQOK8b2Z7XZYngDRqFjm7DOJxB\n", + "iXMDJY5xiAPvuSygMn+2JT24MbzmJesrr/YuPc8ldkYJ4gk1PcvhPPNeBXVCXn314HSnei1xr5yW\n", + "gXyvACsqnsmTrXxPReIBkNeyvDFCv+7rVTmXb5C558+t+/HTJ78UFbbci2qJq5FXz8Ut70bNFU9l\n", + "K+9AfE8lekal5yvZyy6DgaDEuYESxzjE4Vd8R14+Ka+/cU7Opb3kXTFwUc6cfjX5xOOZLC+vLIv0\n", + "BC+Lx9N+Z5NPpfrH8AbeJKH2j/dX4j2YB0XiIEx4cXvazfQGSPdTp897L14vPALpOfKyvHr6jPXl\n", + "96/hhew58guSh3v1cEP+y6+FX6CPl8qflzdex9AuWQQM3YcoEydOy8VoXLa21vx146FBoQta7kVI\n", + "nApVvk6/4qd7Ji/JiZOvq3IXD5Urf/94Wvr10Iv3ky+/98osxlCkwTFyByXODZQ4xqGOZ09iquI/\n", + "I6dPnZSTJzAWnFG54em9U6flHCq3HHVU2aTn2ZYMnH1dTkJCgmPIeJITLyQ/CBKH1ss3lAC//Jq8\n", + "ce6iDCQr/4Boj5w/FwgXnsot5o57te1Yzzkvz05445ZpfBl542Jhg/8+f4qhTlR6m/mOPMc2zvdI\n", + "PFemY+xALfhYT4nOyTOWd8jmXc69xD2NnVPp7EtvatiaFAMXz3l/rHhDhoRag58/XVPz/TELk+cA\n", + "CvxtMBg6KHFuoMQxGIzyxnMlHycKFTPdvWl55RNjz/Gk5zU5AjErJG2f9MhrStROnN8KJjAY5QtK\n", + "nBsocQwGo6zhDYNSyEvmdSh52Pv4bYyMCF7iX8xTqfEzNVm66xmMvQUlzg01kyoBKomJuxtWxuMP\n", + "PMaWfFEbXUxIdCEhI3Orcmd2RYZmlmVQZXBkclH6x+elLzoj1+9MB8WHwWC8mMjVPZglPInj041l\n", + "jxxd5tnCk7jXQoMkMxhliHJIHOp01O2o41HXo85H3Q8HgAvACeAGcAS4gvYGm1MAm4McNGq0qVYK\n", + "sGcbXuubYlZZ9sz9LZlBC9zqY5m698hvhburBM9rhbuvMvSeDMXuepnMYDBeZDyVgdeKa815NoA3\n", + "CbA7teyxdtZ7eKNwn/aHZcn3snwGo5Qoh8ShTkfdjjoedb3XGqfqfjgAXABOADeAI8AVtDfYnALY\n", + "HOSgQYljMBhlDW9okZoT3tO0+eKZ937VIh9sYBQYSspO1MiR1/KPaSdqiQEMo5NjmBsGYy9BiXMD\n", + "JY7BYJQ5nkn8rD+Ex8nXz3lDU6w90S9dfypbcQzjcU5Ov4qnQl+S1y9u5Rn3jVFyPOlJDl3zBobQ\n", + "iW/JU/0C/CcY8mRALr7xmvfk6ZGTZyTrqCwMxh6DEucGShyDwXASz55E/SE8Tr6shE6JRMBLJ04q\n", + "uXtDznN4ihcUTyVuG5LFG07llJw+c1GihYzJwmDsIShxbqDEMRgMBoPBcBqUODdQ4hgMBoPBYDgN\n", + "SpwbKHEMBoPBYDCcBiXODZQ4BoPBYDAYToMS5wZKHIPBYDAYDKdBiXMDJY7BYDAYDIbToMS5gRLH\n", + "YDAYDAbDaVDi3ECJYzAYDAaD4TQocW6gxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAw\n", + "nAYlzg37K3HrWzK9+n7y+3zioYzMLsvNsSW5EXBz+r6M3/czghLHYDAYDMbBC0qcG/ZV4mYWl6U3\n", + "uiS35h/KeCzufe4ZWbQzuSbTlDgGg8FgMA5cUOLcUBESZ9ITjcut6fsSja/J0PSy3Ij6EnftzoJc\n", + "G1uVCUocg8FgMBgHKihxbqgsiZu4L5OJUEKvPZbo1JIvcYremYeUOAaDwWAwDlBQ4txQcS1xNxce\n", + "WxL7sQyN+RJ3bTguIyuUOAaDwWAwDkpQ4tywrxI3G1+RvvF4GjcmVmVyLTOxZ5fuBhI3L7fmVSZR\n", + "4hgMBoPBOBBBiXPDvkqcDVtCg7mVVekLJK43tkGJYzAYDAbjgAQlzg2UOAaDwWAwGE6DEueGAyNx\n", + "6d2pfkbtl8T95S9/IYQQQqoSF0GJc0PFSNwsEl79b0voSnuwwVboCSGEkGrARVDi3FAREjcTvyc3\n", + "8HTq1JrEwg81hIYYuTHzUGIqgyhxhBBCSPlxEZQ4N1SAxG1JdDI1xEjPCF61tSojS5bBfsdXZWJ1\n", + "/wf7tRV6QgghpBpwEZQ4N1RId+qmjE3nfu3W9amETN2vjNdu2Qo9IYQQUg24CEqcGyrqwYb5+w9l\n", + "JGa+AD8ut2Iqo1a2kplBiSOEEELc4SIocW6oKIkDtoQGlDhCCCHEPS6CEucGSlwJYSv0hBBCSDXg\n", + "IihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJ\n", + "YSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqjpHVWyE99UXx7K\n", + "YPDqK5PBZfuKBXE/IbeiKzJhTJuILcmtxS3v88zistrHsty5n5o/Pr0okbt+AuOzfmPDNbyOa2Zd\n", + "pgyJm1palht3ZuS9SEy6B6blslpmmBJHCCGElIyLoMS5oWZ+FaK1LGNreqIvc3uSN00BEtc3Hpfe\n", + "yTWZCeaHJe7mwqb3ee7+htweX5DeqQf+C/Dvrcj123NyQ4ndJFri4qvSNzghF4eVyFHiCCEkg4mJ\n", + "CXKA+cMf/iDffPONNW/LiYugxLmhZn7lvtyM3pPxdT3xxUrcrfkNGZ5Ykv74+960rBKHzFheld7h\n", + "uxJVGTQ5uyhXRldk3OxOjc1Jd9+03KTEEUJIBhCBP//5z+QAgrz77W9/64mcLW/LiYugxLmhpnds\n", + "We6sfGBMfMESh88rq3IDIrmWR+KwHFralgOJG0+k3xM3Oyfv9U3K9SlKHCGEhKHEHVyQd5999pk8\n", + "e/bMmrflxEVQ4txQMzQWl6EVc2L5JW7cmGaVuAcfyuRMXG7ENmQsZ0vcPekdXpaxPC1xt9gSRwgh\n", + "GVDiDi6UOEqcjZq5uBKjiYRMJyeWUeIePJZhJYmR+JbM4/vahgyOLXmShvkpidPz4nJ91C5xs/qe\n", + "uOkHXgbpe+L6Zh8coHviYtJeUyM1Ne0Ss84nhBB3UOIOLpQ4SpyNmoUHWxKdSLWOlVfiPpL51XWJ\n", + "TMT9p13xJOziY5kL5qVJnAJCiSdRTYkzn07tn9+QaZUxnsSpjEp7OjVyEJ5OPcgStyuJSFQ2d23z\n", + "fLa7G6WmPWadVxCxdqlp7JZt2zxCyJ7ADfGUuIML8u7TTz+Vr7/+2vnDDS6CEucGjhNXQtgKfWHs\n", + "TeI2u3slbpmuibXXSGP3dua87W5pLHKfm1310h4zp8WlvbZOOhPB992otIaEixJHSOVCiTvYUOIo\n", + "cTYocSWErdAXRukSt9ndJLV51iufxG1Lb3NNSOJCxNvlOCWOkANDcRL3lfx6ZVgunX9b/q//52c+\n", + "Z9+Vt6Ir8utntuWJayhxlDgblLgSwlboCyO7xG12N0tz92batNQ8CFx++StU4iBbjd0JiXc2S91R\n", + "bPeo1DV3StzrKk1IV2O9HKutkaN19VJfXy+tEWwTx94o3dt/kZ1omzTWHZWa2mPe/Pp6tW6w3TSJ\n", + "201Id2uDHMWxq2WbOmKyo+cpduKd0nSsVu2/Vo41dUgs0pEhhoSQ8lCwxD2ZkH/7f/67/PA/Zac9\n", + "+rF9XeIMShwlzgYlroSwFfrCsEtcStJqpSkkcrnmhSlG4mpq66XNkzNM25Fo23E53hEPvm9Ld2O4\n", + "JS4lcd53S6tZusTtSKTlqHHM2xJpPS51eh84ptom6d4M1t9R26+vlVpKHCFOKEjingxLu5K0//jm\n", + "oMQ/2pHfPfuz/O6jRXnrvyl5O/Pf5f8wRO4f+t63b8MBv45ekdtP7PNSrMi/v7NimV4dUOIocTYo\n", + "cSWErdAXRqbEpSRNk5K1YgQOFCVxYVlKk7IySBz2Wd8lm8Z8dMHWBtNwz11tqOt1J9LC7lRCHJFf\n", + "4t6Xq5C1fxuUR79PTf8k3i/nzv4P+T/+bULWt+7K9Te1yP0P+dVDc/0wSqrUMsnu2P/nTfmHs+/K\n", + "pfinlmVzU4rErV78mVzaCi9zcKHEUeJsUOJKCFuhL4x0iQtLmvm9obGhKIEDRUlc+N61cksc5nvH\n", + "H8Y/DuuxWrZJCCkP+STu63h3IGfvyvjT8PxPZf3hx/Lrh3clFu2Wf9Atcudm5Yu05UyUVJ0dll+n\n", + "TduR+Xd+JufmvzSm5YcSR4mjxNmhxJUQtkJfGFri2qQ7Sytbestc4QIHskrcppK44x3JJ1tfmMTl\n", + "EDJKHCEvlnwSN/+ObmH7mVy1ys+OrPacT+tShfDFjFa7dGwSp3g6Ie3nJnLIXybsTqXEUeLsUOJK\n", + "CFuhLwwtcbklzRe54gQOxDvM+9pS7KKbsiWSfKjghUjcZpc01LRKNMu4crbu1N1oKyWOEEfklrgn\n", + "cvtsSs7+y0Dmgwu/HnjTkDdNNuEDWSTOnP5kWP6LTbxWrsh/iT5Jfvckbuux3D5/Xv7hvwVds+d6\n", + "ZP4zc710ibOJH7qG/+3f1Lro3v1v6v+Li/I7Y34lQ4mjxNmgxJUQtkJfGKbE5Za0zc3iBM5ju1ea\n", + "auukLbIpu8G0nXi3tNTVSXt8N7lcfonDQwloKTOPISRx8Q45frxNYoakpW8X26iVuraIbOtldrcl\n", + "sbnjf4bkpT3YkJDOJj7YQIgripE48B8vb3jT5y++K+3/dl7+ozEvRQkSt9Uv/+Vywv9csMS9Lf/x\n", + "bI/EzVa/p3fV9m/Iuv6eR+J+t9Ij/9b3+MBIWxhKHCXOBiWuhLAV+sLQEld8K1uh7CZ6pb25zh/W\n", + "Q+3nWEOrdCcCcQrIL3FqO5vd0hwM/9Hci27PkMThidb2YPiQo35XbeZ2NyXS3uQNVwJxrT3WIC29\n", + "qfPeiXWkhhhpaJeoEs4mShwhTsgtcWZ3aoq31hLyVmhaOkV0pz77Uj55OCz/ZspYwRJ3Xs7GdtKX\n", + "UXwx8bacm/8q+J5L4t6Xq/92Q1aDeQcRShwlzgYlroSwFfrC0BKXesiAEEJeBPkkLvVgg8nPpP38\n", + "Dbl68bxlniLfgw3/eF7OXeyRtzz65Xb8sXxhDhZcsMR121v8tgblbHKokxwS91lU2m37OUBQ4ihx\n", + "NihxJYSt0BcGJY4Qsj/kk7jkECM2WQNnb0gsfldiPW8HDze8Kb96mOsp01BLnI1i7omzPdiQtn4O\n", + "icu2nwMEJY4SZ4MSV0LYCn1haIkrFcofIaQ08kucQskOBvu1Sdw/XN6Qr/+8I+t9vsS1572/rJwS\n", + "l6Ul7uEN+S+FtMRR4orCRVDi3ECJKyFshb4wKHGEkP2hIIkDWV679R//rVvOetN/Jv8WLeQBgQIk\n", + "Lks3J+51K+SeOEz/9xX9PYfE/XlDfvXfeE9cobgISpwbKHElhK3QE0JIJVOwxHlYXoCvJO5S9K48\n", + "evrMsryNAiTOe+DgisyHnjp9S8liusS9K/+X7elUvF1Cf88pcfj+dgGth5ULJY4SZ4MSV0LYCj0h\n", + "hFQyxUlcOShE4hRPJuTc2dTYbe3nh+XR1rD8e5rEDSuBC8aJO9ct5/7tTfkvarn1tDdL5Ja4P//5\n", + "mXwS75Gzah+elGJfF+8WNejwfkKJo8TZoMSVELZCTwghlcyLlzhSTihxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGk0oEI\n", + "kIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2t7/1ZECD1h1S+SCvkHfIQ1velhMX\n", + "QYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdBiXMDJa6EsBV6QgghpBpwEZQ4N1Di\n", + "SghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEkErH9sQjOTjwnjhKXBhKXAlh\n", + "K/SEEFLpQAS++OILcgBB3vHpVEpcGEpcCWEr9IQQUulQ4g4uyDuOE0eJC0OJKyFshZ4QQiodStzB\n", + "hRJHibNRM6lOvpKYuLthZTz+wGNsad3LuNHFhEQXEjIyt6oydEWGZpZlcDruZXL/+Lz0RWfk+p3p\n", + "oPiUN2yFvpK4fv06IaTCsf12XUOJO7hQ4v7o1emo21HHo65HnY+6Hw4AF4ATwA3gCHAF7Q02pwA2\n", + "Bzlo1Cw9/LVUEosbH1vR1gl79uxaWfZsYkuZ96bEVh77rXFxX/Ci86syPHNPbqsMdhG2Ql9JoIJg\n", + "MBiVG/shcfrdqTZBIJUP8g5vbsDAv4f13amo01G3o473WuFUnY+6Hw4AF4ATwA1065v2BptTAJuD\n", + "HDQocSWErdBXEpQ4BqOy40BI3EdLcvGnP5f//T/9d/mh4n//h7fkncUP7csS51DiKHE2KHElhK3Q\n", + "VxKUOAajsqPiJe6jKfnpP/jyFua/Rh7Z1yFOocRR4mxQ4koIW6EvH5sSaW2QY8eOybGjx6ShPSrb\n", + "1uWyQ4ljMCo7Klvifi3RN7W0/VzeHJqRifGb8q9JqfuF9D2yrUdcQomjxNmgxJUQtkJfHjalu+mo\n", + "NLRFZDP43ttSJ7UtEdnJWDY7lDgGo7KjoiXuozvyk6DV7SdDW9bp//nqWvo6xDmUOEqcDUpcCWEr\n", + "9HtHC1w0EDhNXDqOH5eOuDktN5Q4BqOyo6Ilbu5S0OL2lgx8ZM77UIZ+GrTGvTkln5rrWJmXn/2n\n", + "n8p//vG5gJ/L//2Td+SdaUMMs7Ilff/6jgyl7f9wQ4mjxNmgxJUQtkK/V+KdDdLcHhY4oOSu8bi0\n", + "RndC07OTkrin0nOqRs66SYaKiKc9p6SmrCdY/WnGKCKexWUg/iz4Ur44GBJ3QaKfps+b/mWREveT\n", + "AdlIm/ahTPzynPx0/NfGNBvllrhlOX9h3jL94ECJo8TZoMSVELZCvxd2EjGJRmOS2Mmctxtrl7q6\n", + "Vola5mWjOIl7IhdPnpX0RWzTXERczh55XQbS6kgc8ytybi34mieKlrjnMXnjVI/aS7YoReIyj/n5\n", + "1oCcff2EvFRTIzWKtO09X5Pzet5Lr8obPVvyPJjlxZMBeePVl+WImn/kZcv8IHDurxSaUPnCli55\n", + "02pv8Tz2hpzqcbX18sTTgdfkyOmolFvjDq/EKT66I//1p3fkw/B0lzwakH/6JSWuUFwEJc4NlLgS\n", + "wlboS2NTupuPSX1zp/RGe6WjUX3ujCfn78Y7pKG+Wbriu8Y6+SlK4p4OyOs1IWGzTXMQz2NnMivI\n", + "Jxfl1VfOSaFqUrTErZ2VV8otcaFjfq72ceLIa3JxzVb1P5Po6ZfktZ4nvpg925KLr70kp6PBskqc\n", + "zhx5VQlh8D08PxlKtF8tXHbzhi1d8qbV3mLt7CsVL3GuolIl7tOtZZm49FYgcT+XN6MzMjGd4h3d\n", + "nfqTyzK0/CiPyGWRuLTp8/Lm20uyvXhdfvLPP/e6Xd9Z9Jeb/uUlmVb/fzh0Qc4H09JYvib/Nbg3\n", + "79PVO/Kzn/5c/u+fXpA333xL/X9ZJrb85baXb8s7b/5C/s9/fkft67LipswlW/i2ZOKCWv4n78hP\n", + "f/oL+ac3B+Tetp5XWVDiKHE2KHElhK3QF4/tHrhNiXZ2S3y3dIEDYYk7E12T86/5LTs1L52Q18+v\n", + "+QKxdVFOncT0l+TEyZNy8uQbEp2zTEM9Gz+rZCkmTwbekFdfQuvSS/LqGz2yZTQRPYmqeS8f8Vqe\n", + "0vbjicmRkIg8l9gbR+RMLL2N6cnFk/LqxSfBt7icVTIZ81qmXvK2+9Krb0iPsdMMiXu+JT1vvCov\n", + "H8k8xmdKGk+dUNs58rI6L5zbeYssGhK3dk5eyRBKyFP6cacfsz//jdB5JeNpj5wKb1Ol7ZFAltA6\n", + "VfNGLL3lTUniybBMYdqrF9XeCowi02UuR1o9i5+T1zHPayl8Tc7l6m58Ek22KmK/J15X23n+TGJn\n", + "TskJVY6OvIxtK1RZ8eOZxM+9Zj1OBPb92okTap2gJdM7PqOMvjEg8fOh9Z+GWj4HAoH24pmsnT+d\n", + "LLfh88lWvvS+XzsXN/4I8ctrHC2twe8t2x8DlSpxyZa2gshsqUsni8StXpd/urCUWuZf35LzvWsZ\n", + "QqglznugwtKKNnfhQuqeve0P01v2Hg3Ifz03nppmbYnDU7hvyeX1z1LTvPVecCthgVDiKHE2KHEl\n", + "hK3QF8VuQrqsDzH4eAJ3rFE6SxA4EJa4IyfP+JUc4pkSqleMFhxIRUZLnGUaKsiaI6kWJFS2Z0+k\n", + "WtK81qgzEtM1mqqonzzVVaWq1E6dUvs0a+MBef2IWt6YhOXOvfKqJH3IqxTV8b/WI0+C5Z6p4zhx\n", + "5LRoH0yvZINWrotbQcX6XJ70vOYJUmqT6jxyti6ZLXGW1q6MlsLQMT8dkNdqzqSnnRnxM1ITbn00\n", + "0vtZ9LTUnAmtjW7NUH6snXvFEMd8UWK62KYpsT1xIr08nT3xipyJp2VkEH76nUkVCnn25GlSoOJn\n", + "azJa4tbOnZATKvH9NZ7J1vlTqTL2LCqnjyhh05tT398wyoJ3vEEZ9UPtH+X/yGtyfitY6EmPvHbk\n", + "lKR2+1yebul0UbF1Xl49kkpra/lKbv+pRN94RU4kCwjK66vy6qnXpUcX2CxxKCXu01/L5vKA/OtP\n", + "Lst0srVLLfMP12QuuU6KpMThgYpzF2QibV9qvZxdsrinTq+vsEnc6k1DJlPMXfiFXFxNn1YJUOIo\n", + "cTYocSWErdAXzG5cOhpCArcTkZaj9dLaFZFIV6vUl9gCpwlLXLiiTKs8i5E4o3LzwpOLoBJFy5Ap\n", + "cXni2cDrmfdzoeXr9YFUhepVikdCrRlowatJtuqlVbIQrPAxoiI/aYhYURLnb//ImVTLGFrd0o47\n", + "fMze9s9LtAetki/Lyy8dkZdfOye6cSejZccLnGcgFt45vKYkwJ8DcYgpWa5Jyw+Io3EvIVq7TqIl\n", + "CS1PFyUeyPPT6EVftkpNl4xpKu3PHMkoT17rofW+MX8fKYlLj0yJU+mgJC1N7D0pDqZlHE96Xnnz\n", + "Q+f5BOmd1rIZWicjjLxQkZZf+F2cDLV+rp1VfyTpaVgXZdM8AXscGon7h1/IT70uTHBd+qZX5cOw\n", + "jGW5vy4lcV/Ip9OX5GfTv0nO+3T6gvxrNPfbI8z1bRK3GfmF2mbqu2YD0+cyp+83lDhKnA1KXAlh\n", + "K/SFsSvRtlqpa9HjwJnsSCIWlWg0Ltu74XnFEZa4cIVVssRlyA8qaSVZngg8l62LrytpeVleO9uT\n", + "FAl7qPUy7ufyBeH1tKcc0itUHRCpI/5O0ytZ6zGGzjfLMqkIpVlaiyHk6aTRUmg5Zmy/5oScSTZV\n", + "YROn5UjQ9ZlX4lR4XYZB957XfRy7qEQmlR/evYSGOELWfE96Lk9j5+W01/UMoYv6clFqumRMyyJA\n", + "tvISxPOti/L6yy8pkT0rPfFUKxwiQ+K87aAbNEyQNl5eGJKHPyJeCrXEhc4hM73D5/BMtgbOyusn\n", + "T8iJE+jaRbdrFonz8tZ2fPrc7eXVFoeyJc6KWibLAwdpEvbplPw0KXu/kQk1L61lbmtJ+n75lvzT\n", + "T34u//kn78jP3r4k//UfckscZA33zvmCmc7Qemq5SoESR4mzQYkrIWyFvjBi0l5jH/NtN94pzU1d\n", + "ktijwIH9kbggnj+VeM9ZOfXSEXlV3xMXDrQMhVs0vPvmQq0wWSrFFypxgah5LX9odTPvQ7Mds3X7\n", + "OI/XZAATMd/anZqjCxb7Vdv09+sfT9Z77mxRarpkTCte4vxQchnvkbOnXlIyi3vi/Kl2icu1HZX3\n", + "A+oPheR9eq/LebOL3nIO+SQO3bevKNlN/c2RXuYKKV+poMSlU0aJ874HQ46kCZ3iozvyr/96U5bS\n", + "hiN5JH0/yS9xldjilg1KHCXOBiWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSZxYdFAy4juTg2HN89e\n", + "Idvu58K9YGa3pR+oFGsk/RaxZzLwepbuVBy3tdvQEM28FbElzSBRSrxi6rhN6bAeM7r/wg8umN3O\n", + "OMYcDzbYIi29vPvCwvcS5olS08UyLX42S3fqawM50lSHn3cpJwpJnCfFZktnOJ6q9U9ln2853twS\n", + "Z8lrpG82icMfH7pr1xqUuHTKK3FfLF6Tfx3akg+joadV5y7JP2W8z3VNLv44t8Th6dZ/OkBvnqDE\n", + "UeJsUOJKCFuhLxRv3LfaFundTn2v38NDDDaKkjhdaZkVo20aKshcDzaE4pkSn1dPnJct75v5YEPo\n", + "fi4vULmHu1cRvsQV92CDkozzoRv4zdYzCNkrSkaNivhZ9A05eVpLiC3NcMyvqPXM4852zM8l9sZL\n", + "8qqa4S/6TLYuviYvJdMpzxAjafFM1npOy4kTSsD0+dvuJcwbpaVLtmknXgmeBkV4DzYYLYNr5+XU\n", + "KSWp5jo6nql0fPWEqMPwAnL6ijL09M2rMvXaRUmOzoIHZJIPQzz35ptdmXiaNNkaV7TEIa9q5FV9\n", + "QGpe9MxJOWI8+GArXyfOGC13z5/K1hN9sJS4dMoscRiw980B6ftl6EEIJWP/9y9nZDs57TNJRC7I\n", + "fza7U/GE67+GH4R4JH3/+pZcXA0NPPzpZ3mGTtkfKHGUOBuUuBLCVuiLYSfWIU3Hjkldfb3UN7VL\n", + "b6J8AgeKkjivQkcXlaoUMfCuN9kyzasggxv2bUOMYLiSYNgJyN7Lr74hA9oQnsflzEtBl6Tajnk/\n", + "lxe21ikv/ErxfLSn8CFGlJYMmENpnFZCkFpcBR4UCIaIeMnfJ25+P5IUTnuaoQs3rRs06zEjQscQ\n", + "GiYjbZgKcyiWINbOGsO0nB0Q/WClf2w2cSwkik8X+zS42Pm0IUbOxlK2/zx+Rl5KSrYS1FOpAY+9\n", + "gYuThUIFBFDna/KklLhePB2UMexXpUEwjMeTi6fkVFKO/XgePE3qrV20xKnwhkBJncu5+JYMnM4m\n", + "cYgnEj2rhzDxz+l08pwOvsTNvW2TtWyEnxgNU26J+0LuXT1neW/rr+WekrZ/0q/2+tdL0qfEbO7t\n", + "y2nrb0Te8e6Xw3hwF5eD6Z8+8seJ++fg1WD//HP5yZvjkjDWqxQocZQ4G5S4EsJW6CuJlMSVMSwV\n", + "pPsovFJ0G2h1yxzTjvEiA/KlyoLhgH6oPxDy3EdXiVGpEkcqF0ocJc4GJa6EsBX6SoISV97wunBP\n", + "ZGt1Y7yYCI/Rhgh3VR+coMSRYqHEUeJsUOJKCFuhryQocWUKnDO6+l59Q6IZLUCMFx7P1+Ti6Vfl\n", + "pZfwxoaX5aWXT8rr52IvuEyWJyhxpFgocZQ4G5S4EsJW6CsJJxLHYDDKFpQ4UiyUOEqcDUpcCWEr\n", + "9JUEJY7BqOygxJFiocRR4mxQ4koIW6GvJChxDEZlByWOFAsljhJngxJXQtgKfSWBCoIQUtnYfrsu\n", + "ocQdbChxlDgblLgSwlboCSGkkqHEHWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSS\n", + "ocQdbChxlDgblLgSwlboCSGk0oEIkIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2\n", + "t7/1ZECD1h1S+SCvkHfIQ1velhMXQYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdB\n", + "iXMDJa6EsBX6Smc72iHNdUel9tgxOXq0TprbI7JpWc7Kdrc0NnbLtm1euTD3UeD+trsbpbF72zqP\n", + "FMbuzq51+kEh1l4j7bHg++6O7IbmE0KKx0VQ4txAiSshbIW+ktnubZKjTV2S2ElN2+xtkfqm3sLE\n", + "jBJXnWz3SlN9pyRs8w4IpsTF249Ka+RgSykhlYCLoMS5gRJXQtgKfeUSl47jzdJrCJzPrkRaalOt\n", + "GLk49BK3KV1tjs+flERaS5zBbrStsLJNCMnARVDi3ECJKyFshb5iCYTI1nUKCarv2vQ+x9rrpaO7\n", + "U5rr66W+/pgca2iVyGawbFKqMoUQleXRtmhGN9ZuoltaG9R21PaOHWuQrgSm70iso0nq6tQ+6uqk\n", + "oaVL4rvBOjkkDq2GDd5xgRbpDY7Lk7i2DmltxPQ6qVPH3J1ItcT4x6Cmq/Xq6pqkPeqfK8D5dkaj\n", + "0q7mHzvWLjE1zb6fbYm0Nsix2mP+9NaId1zFbXvT24a3vjrvumZ7ftjTbFfinc3BMSkaOiQWpFnO\n", + "PEuCPGuVqE5nxW60VY53xDPSeSfWEWwL+wm2tdkl9S0R2QmW2exqkJqGruTx70RakmXIpNi0N9f9\n", + "y25CultV2QyOpbkznixfu/FOaVJp6M1r7pTOtmNJWdNCtxvvUudRK0dRztRynXFj24SQvLgISpwb\n", + "KHElhK3QVyyxdqkxKuqMee0x7zMqwONtsVRlqSrn2nZV0eO7UdmjEm/u3Qm2sSvRtjrpCFeSu1Fp\n", + "O9ok3SGhwLoNnYnk9x0lgHVaEHJI3F92jS6yeIccD44ZEodzSwrRplqvrtPvHvSOQYlIUjg3pasx\n", + "daw435pGtawhN9n285e/xKQ97XiK3LZK5zrjvK1kSTN/Xuq4dnqbk62POfPMID3PdqS3WQki9mOm\n", + "s5K1RiWoWtb+kuiUem+eKYE4zzZpb2v010f+t9YHnw1KSfskKFON0ukJrP892WIc3u5uTNqOp1ri\n", + "sF39GWVDfyaEFIeLoMS5gRJXQtgKfcUSVNT5W+JqpM2s9LCelhizst/plWbdErMTkRajVSZJvF1q\n", + "W8Otc9vS29QYkhQlRzVBS4y5D/OzqsQTve3S3NjotZI1NtQlxdNriUvrTt2WbrVc97b6jGNQgpOa\n", + "l748zrc1at4/lX0/GRJX7LZ349LZVC9NrV0SSWiZCmFNM7Ajsc4WaVLHhValhvrjafvJmmcmZp4p\n", + "WWto7s0QZ9w3WXssaIVL0ilxNS/eUecLEUSvLarku1UavHKj0qWuw1smbX9Fp71JXNprj3oteOax\n", + "tEbUupY0wrYocYSUFxdBiXMDJa6EsBX6yqWwe+LMCtDDFIKQVOnWN7QK+ZW5sR6wVOK+xIVbbfJL\n", + "HLpra43uPLP10BcDc/8hiQtV+GGRMM83136sElfEtjW7OwmJoGtUCVXGwwTWNPNb0eqNVryc+zHz\n", + "LA2/dQtpv9nVKG1aoIx0hsR5Xaxp6wWgJVHNS667G5VWSGG8Q+ps+ysxfXwgcS1GK54B8iSURua2\n", + "zM/YX/Z9EEJy4SIocW6gxJUQtkJfyfhPp3bLptF9FX46NacQmIIFVOXd0NGrhMkmh4osXYOoWM3u\n", + "1N1Y/u5U3HNVmxSFXXWc6S1x2btT0UqU3qXXHerSM8831348ias17t0qctvp7Ch5DkTTnJ4lzeId\n", + "qZY3bz9NtSVInC+pdR1d0lHXlro/zkxztNAdV/OM/NzVy0HaGtukrUmvi27URmltbUgJocme0gfC\n", + "qc4x7Y+DXV8Iw92pEL4c3ampdFPnEu+WTuO+PEJIdlwEJc4NlLgSwlboKx09Thxu9j52rE6aO6Ip\n", + "KVPkFAKzsvfAPU611gcaNOk3tqcebEi7Sb+5M/+DDbtKAJr97dTXN6uKuFtaDIlr6+pNe7BBP/Tg\n", + "sanmNQT7qm+Q1kiqEs843xz7gUTEOxtVuql5+r6xYrYd75SG5LLpN+qbWNNsx38AwDuuRiUwvR3S\n", + "UoLE+S2yNemtbaF83VHH2YwHL7z9qzKSbOWEeNZIrZHfeDiipib9gYk0ikmfDDalVwmi9wCMl6/t\n", + "SbkMP9jQq/JFbyttu9sRaa0/ps6lwXuwAS2aaS2thJCsuAhKnBsocSWErdAfLtASU2tvhSGEEHKg\n", + "cRGUODdQ4koIW6E/VGx2S1O95YZ2QgghBx4XQYlzAyWuhLAV+sNBXDq9rrZm6TLGYyOEEFI9uAhK\n", + "nBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgK\n", + "PSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCL\n", + "oMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWE\n", + "rdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFIN\n", + "uAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJX\n", + "QtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh\n", + "1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBso\n", + "cSWErdBXEmtra4QQQqoU23W/nLgISpwbKHElhK3QVxL4kf9//9//RwghpMqgxFHiTChxJYSt0FcS\n", + "lDhCCKlOKHGUOBNKXAlhK/SVBCWOEEKqE0ocJc6EEldC2Ap9+diUSGuDHDt2TI4dPSYN7VHZti6X\n", + "HUocIYRUJ5Q4SpwJJa6EsBX68rAp3U1HpaEtIpvB996WOqltichOxrLZocQRQkh1QomjxJlQ4koI\n", + "W6HfO1rgooHAaeLScfy4dMTNabmhxBFCSHVCiaPEmVDiSghbod8r8c4GaW4PCxxQctd4XFqjO6Hp\n", + "2dES99e//lX6+/vl17/+dcaFoFq4f/++90O3zSuFw5BmB5UnT57I7u6udV41UYllsNy/s0riq6++\n", + "kt/85jfWeZUIJY4SZ0KJKyFshX4v7CRiEo3GJLGTOW831i51da0StczLRjES980336h9R70fSK5p\n", + "LvjDH/4gN27ckN/97nfJaTjmwcFBr8I2l81GsZULJGBsbMzbj21+KRVoscecj/fff987r3zTykk8\n", + "Hq9ocdVp/PjxY+v8YgmXPWx/aWlJfvnLX8o//uM/emXALCMbGxvevH/+53+Wvr4+r+LX854/f+6l\n", + "3//8n/9TfvKTn8itW7eS8589eyZ37tzx5mG7v/rVr2R7ezu5ro1SyqBr9lPikF5IN6Tf5cuX5dNP\n", + "P7Uul42nT5/Kz3/+c299jZm/uF6OjIx4+ajX+fzzz718Rn5i+f3OC308+EyJo8SZUOJKCFuhL41N\n", + "6W4+JvXNndIb7ZWORvW5M56cvxvvkIb6ZumK7xrr5KcYifvtb38r169fTxM22zQXfPDBBzI8PJx2\n", + "8dzZ2fEq1z//+c9py2aj2MoFaQEZMCtok1Iq0GKPORd/+9vfJBaLpQmbbVo5wTkjTSpJGlxjlj19\n", + "/uPj49Y8RCvNtWvX5Pe//72XFxBJ/D7+9Kc/efOXl5e9beGPn/B8bA/pit8l5kHGISKQyPB+NKWU\n", + "Qdfsl8RBsq9cuSKfffaZl37IC3w3//DLByQw128+DNL9nXfe8dbDPm3LvEjM48F3ShwlzoQSV0LY\n", + "Cn3x2O6B25RoZ7fEd0sXOBCWuPX1da91AK0IaBFAq8H/+//+v96F8cKFC3L27FnvIoGKChVQeNqX\n", + "X37pXUhQyT148EA6Ozu9v1BHR0fTRE+3VuAvV3M/X3/9tbdNsxUFF0esj8pUTwNYB5UiPmPbOP6P\n", + "P/7Yq/iw3fBf4uHKBetgu//9v//3jGPc2tqSrq4ub967777rpYmuiDVmBYqWtZ6enrSKHel78+bN\n", + "tOM2j7kQsh0jhAKyhrR78803vTSbm5vLmLawsOBtB8c6Pz/vzbO1EIWBnF+9etVbFvsdGBjwpqGC\n", + "w7GcP3/e2/7Dhw+95fVxYlnMx77MihBpgOVRTvQy2D7KC/JlZmbGKzPm+p988knyGJAXH374YXJ7\n", + "SGd9ruG8NvNFL5/r+LAcygUqPuwHx6nLQbjs4X+kXTYJx3ZQ7vV37ANph31A3HBc+C3p+Xr75rFq\n", + "cAwoU0h3iBy2g+NHekBOMF2fa7bfrd4Wzg1phPnFnD/OF9Nsv6dshH9n+B6JRLzzx/dseVHobygb\n", + "2M/s7GzaNBwHpuMzzhNlzGwpRflCOurldVro72HMc9PHhmtFeDmA88R85I2ZhjhP5A/yCWmAtNDX\n", + "FpR5pL8Gv2O9P+wb1w60AiPdwvloOx5KHCXOhBJXQtgKfVHsJqTL+hCDjydwxxqlswSBA2GJw0UG\n", + "FSumoZLHd1xY8B1dDbjI4geiLxK2abgQ4gK5srLiVSQQjunp6WRrBlqjsI6WCBwH5A2fcTGDKOi/\n", + "JAH+ksbyehm9HFq0sC18x/5x0UNFpy+IWhz0X+LmBRjHga4rXBTxGceJ40Ua4HiwDM4D3/VFMoxO\n", + "MyyHdVCJmt2kutVNH0/4mPNRyDHifHQlpbFNw8UeFRjWgziglQcVmJmmGn0uWAbfsV/kFf43z1kv\n", + "r49zdXXV2zbWR8WEfWI+WqVwccX/tu84VlRIuqLGvt577z3p7u5OVrCYh7KoW6Wwzy+++MI7Jnzf\n", + "3Nz08h7HFz7GfMeH5VDJoptM55UmXPZQjpEH5jIabBfHoH8vGp0fkBMIII7bnI8KPZxfAOk/NDTk\n", + "yQ+69bFfHD9AV795rrl+t3oaumvxWZdDnT7Zzl+3Kup7C1G2kS/5WrZwLvp3BqHFNvS+c+UFzjPX\n", + "bwjbhAiF0ftC+dZ/VGjMY8F54g9O/XvC/pGmSGN8xzJYXy9vw9weyibKRraWUvOapFtesb9/+Zd/\n", + "kbt373r7xHTMt+U/yospsFgGvxOUC2xLr6vLse14KHGUOBNKXAlhK/QFsxuXjoaQwO1EpOVovbR2\n", + "RSTS1Sr1JbbAacISF76Y4IehpxUjcRcvXky7mKAiwHKouNESgQu7lrh8oCII/4WNC73ZvYr9Y5+6\n", + "YgK40OF+PX1hNy/AqBxwDOYx4qKIi6au/LAtpAnSRi9jEpYFbB+VLfaL76iczeMOHzMuupcuXfL+\n", + "GkcFisoR66LFCRVyIcdo5o8mPA0Cgu0gr/S0cNqY6H1oiTMJnzPAds2WFgAJR+WLaeF0tKVbOJ1R\n", + "ISP99HfkL8qPeQ4mZjkMb7+Q44PE2MqjWfb0dnG8kDHcO4WWkkQi4clktmPE8sgTpDnKB0RQlwH8\n", + "FtAqZOYXltP7QN7rvNISp5cD5jGZ023lwsScn+38sYxZBrAvpKOtXJhgu1j3o48+8lpeTWnNlxdY\n", + "N9dvKBvhPNfguy5b+By+LpnlBt9xPfzpT3/q/REKIMPmH5T63PAZ20MeQQrfeustr2UN33U62q5J\n", + "SAts03zoxtymCUQPgqv/UMFy+lz0Mig/SDsIX/h4MJ8SR4kzocSVELZCXxi7Em2rlboWPQ6cyY4k\n", + "YlF1YY/L9m54XnGEJc684AD8MHDxwOfwBS/bNGwjfLHBBRoXG1wQcVFChYSuVmw/11/2OMbwX+e6\n", + "MjS7rbB/WwWKSgCVJj6HL8DhYwTm+WZbRhNOM7PVBhdVnK/uOrMdM/7ChtQiPfBZC51uMSvkGM3P\n", + "tvnAlkfATI8wkER0I+MccBy6IgmfM8BnWwsJWiGwT50uuuLC/9iu2RIXPo7wOYTzF+mDbiXsA6IA\n", + "CUGFieXCx5jv+DDfls7hsqe3i2laBPA/Kg7kX/gYNeb5YRlUzGZXIr6b54r93b5929u/noa0goij\n", + "jKDVUR+rLT9AOP1QDnHcuhscwqHn285fb9eWbuZ2bWA+8gJy+ujRo7R5+fIi128oF9nSwTw323mG\n", + "fxv4nWrBxmdcr3BsuvUc56bzEttDHuLWDy2d6KrFH0DIO1t5sP0WzW1qIHtoKc8ne5ivu4Rtx0OJ\n", + "o8SZUOJKCFuhL4yYtNfYx3zbjXdKc1OXJPYocGA/JE5Pw0Ua28bFHhWyvvCY4OKJbZl/ueMCj784\n", + "zQsc9h++YIIXKXE4fogaWrcgQag0kcaYZzvmfBRyjOZn23xgyyNgpocNiBuOAesi77B++JxBvnQC\n", + "KGcQBzw5CBHJ1rqhCZ+Dmb+oZNGiibzV+zTPMXyM+Y4v2/xw2QtvV4PjRBnDfNwKYHZjApwL/mgx\n", + "p2lwLujOQ6uVnobtmd81KF948hD7gCShtTbbMZnph25RdIOavw1zvu38s223ELBd7A9iC/E0y3y2\n", + "tNbk+g3hmG0CiOl6frhlGceCP4rw2bbvbL8NE6yv0wr/6/3ZtqfLKaTKLLN6vm1/5jYBzhfbDd9r\n", + "F14OhCUufDyUOEqcCSWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSVxaMUxuy3wFza6EXTriwnmZXvC\n", + "FTfro3vAnIYLtdnlArAu/mI2Kz9UkGjR0Bd28yKoj9s8xrBo2i6KJrY0QysKukZRqet0A7Zjzkch\n", + "x2jmjyY8DetjO9ienobjQBedzv9c6HTEedrOGbKDSjuboGIdtDZla1Ex80UTPgfkrz4H87Oejwof\n", + "x4B54WPMd3zZ8tlW9pCvZmsqgExiWXzGcZvzsU3ct2Sml4nZ8mSbnw10MSJ9bPkBzPQLp68WRz3f\n", + "dv5apnBuelqhmPtDV7P5tGe+vADZfkP5wLLhrlczHWznqX9jtmsPCP9OzHODOKHVzbyPEOeF7eE6\n", + "Zyuntv2Z2wS4X9C87cJczpRagLTC9vAHse14KHGUOBNKXAlhK/SF4o37Vtsivdup7/V7eIjBRjES\n", + "hwsTLsDmPS62adhGrgcb9HIaPFGKiw8uRLgA6Qcb8BkXLVR0elmsj+3oLi4NfrSQOFSY+iKGlgBM\n", + "0+ubF0u9HVRS+Ky7eNFahuPAMhADiKdZwaKrAkKC9LKlGdbFRdXcb7Zjzkchxwh5wDnp7s5s03S3\n", + "HfIcFRPua8KDA7oyxbki7Uxh1OhWRDyZiOOAAKCi0fP1caLFQh8X/tfnj/2hcjVbT9D9qUU0XIkB\n", + "s9wB5K+uELXIolsR83DMOPZs3an5js9WudvKHoCIouVDl3e0huFJUT0AbL4hRkywLiod8zyxDp4o\n", + "ziVPyEOcD7ZtK4PATD/ktT4GfUw/+9nPkvNt5w9wLuiqRj5hPZQn3O9ltorbMPMTx4p74PS+8uWF\n", + "/h7+DRUCls01xIjtPE2pwrFhGZ1XOF90B2e7hmA+flPIL6wLIP14cAOfzTJr25+eZm4T5SrbsChY\n", + "LteDDeHjwTRKHCXOhBJXQtgKfTHsxDqk6dgxqauvl/qmdulNlE/gQDEShwsHKm9cSHBvDSoh2zRs\n", + "A5U+Lmi2IUZwkX377be9ylw/5q8rRTzFBrlARYPtmE+OAVwEse1wpYht4+KIY4V4Ydv4P9cQI7gI\n", + "ojLBseMYUbmYEoP9Qj4xD6KKfUKisB9UNNnSDBWwedzZjrkQ8h0jKlVIA84XQ25km4ZjwXGhSxNp\n", + "DglCXunt4GEKdHVCPnBuqBywP2wD3d1oXUJeY1nkH5bFdjB8AqbhOLEvHKdeR5ctlAOzYgGoYJGO\n", + "SJNwvgCz3AGdv7pChFhABHU+4/iR5ljOli+5jg/LhSt3W9kz5+kBZXEM+GPBnI/vmK7LNlpI9Dx8\n", + "/vd//3dvnj5una4A+0Mr1MTERHI6piE99LEjD7XYF/K7xe8cZQj5iW2g0kcLmZ5vO38N0hnd39gv\n", + "1sdy+VoNw/mJ37b5h16uvNCEf0OFgt+7/v0jj/QfCsB2nqZUIb3x+8bxYH0cH5Y3hSp8buHfp3md\n", + "C5dZYO5PTzO3iesN8hfiqEGLKI4Zy6FsIP+wP52X5vmYx4PvlDhKnAklroSwFfpKInzxLAe5KgVX\n", + "4EcbvmDuB6h0UPmEK/bDCsoAxFNX4BqIKFq6kG/mdEL4G7ITFshCoMRR4kwocSWErdBXEpS48oKK\n", + "J1v32WEEFTLuKdLjgulpZrdTeB1S2eC3hhYitFaFCbcIlgJ/Q3YocfmhxOWGEldC2Ap9JUGJKw84\n", + "Z1Ri6Moxu8+I3+qG1jh0raObEd2J6AZC+bMtTw4n/A3lhhKXH0pcbihxJYSt0FcSLiSOEELI/kOJ\n", + "o8SZUOJKCFuhryQocYQQUp1Q4ihxJpS4EsJW6CsJShwhhFQnlDhKnAklroSwFfpKAj9yQggh1Ynt\n", + "ul9OXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLc\n", + "QIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugr\n", + "nx3pba6RlsiOZd7BZXdn1zr9L3+JSXtNu8Ss89LZ7m6Uxu7t4Puu7OxmLpNJ4dt/4ezuyK5t+j4T\n", + "a6+R9ljm5+xUcBofYNLSvkLLCtlfXAQlzg2UuBLCVugrnu1uaWxulubmXtmxzT+IbPdKU32nJGzz\n", + "SpS47d4mqe9MZCyTSeUKRrz9qLRGssnt/kGJqwzMtK/UskL2FxdBiXNDzaX+Uakkum9FrVy8OeLT\n", + "d0cuKN69MSzvXh+Sd3pvyzs9g/L2tYi8deWW/PLyTfnFpRvy5sVe6Xz3WlB8yhu2Ql/pbHY1Slt0\n", + "R6JtjdK1aV/mYLMpXW3dsp38XprEFQ4Fo1gqWeJ2o20FHE91kC3tD1MakNy4CEqcGyq6JQ7ypj/r\n", + "zGBLXCnEpaOhQ+LqMy7UjV2byXkQmJbObmltrJf6+jo5dqxJOuP4yxzdr8elI25sZ7NLGhq6ZBPb\n", + "Sah1Guqkrr5e6uqapD2a2masvV46ujulWc2rrz8mxxpaJZIUxx2JdTSr6ZhXLw2tEW97yX0AtZ/6\n", + "lkiyxXCzq0Fqgv3i+06kRepxDmhdbIS4bUuktUGO1R7zt6u2ue0JQIt0dAb7qquz70uR1hIX+mxP\n", + "G6xnCoY6J3XOTd2pNEiym5BuHNsxtY1jx6Shy2/l2+xtkYYgDerrW6RXpw/OqaVTrdPozatT6zR1\n", + "xjO6vHZ61XkZ+ehJbH2z9O6EKmlv//62QLO3rV2Jthp5uxuVttpaJfn63FR5Od4q0VzdylnOK3e5\n", + "yCJxm73S0qDTol5aevU6mXnY1BFLtSQHx1BXF8xrjybzF3nX2huXrmZ1LCrfupG+u3HpbE7tp0Ft\n", + "C+m6G+9SZbVWjmI7anqnly4op03JbTe0dElcpwfyqLVX4l3Nar7KH5Xvu/FOaQq2W1fXIB0xS+uW\n", + "o7LgYc1nf553bOocvHnNndLZdiwjH+xpQA4rLoIS5wZKXAlhK/QVTbxDVVjx4HtK6PAdlV2NEqGk\n", + "3CQ6pb6p12vRgvDVJdfzZaq5d0dVGKrSP6rETAmDP08JRGNdUgpQMRxv8ytIfN9V0lXb7m8HLYKt\n", + "xn15ic56SyuYKRHYdpu0J1sQISD1/uekxGG6qvCTn4PvNcelLVmZ7kqkpVbaLZVTLonLljYpidtU\n", + "20W6WAQOx9p2NIvcGZW8yp/j7TH/M86pptGXDm9+Qjrrm6R3W38PQB7UpfIR26hri3ppnhIk7L9R\n", + "OhPBMjoN1LykCKvpyOem9nZpCtb3JLo1+Gwly3kVUC7C8uAvt2vsC3mv5TgzD2NtdcF9nf4xmGUJ\n", + "ZUuXVy/vVBlKHYvPblJM8UeKSucgXbF86nj8st5gdKvv4Leg/7Dw8ui4se9t6W5skUjOeykdlgVv\n", + "2/Z8zsiT3Zi0HbfnQzgNyOHFRVDi3ECJKyFshb5ywQX+mNcyov9Krz+Wqlh9aTErFlOGVIVa1xbI\n", + "lPE53i61StJS6+jt+PKDiqHNrAxQGXkV07b0NtXKMfNYQGdKFDXxjjq/QlFC0ajkYifaKg2edKjj\n", + "0/KSV+La0rrislVS5rFnfs6WNth+o7S01Eld1nvo4tJea2vR2pVEb7s0NzZ6LTCNDXVSY1bcpjgq\n", + "Yu0p2TBBGvmtZ8hjmyxh/0fT817RGlHntxORFu9cfAHo2lTC1eDnL8479wMwWc6rgHKh09/8vJvo\n", + "lXYlVI1ojWtskLpkCyfSONSdGmsP0grHkJ6/ZnnAftNbKhU7MelsaVLLIB0apP54NolDOTXlCRjH\n", + "gv3Up1qGwWZElc+GZunojsl2Rn4Dl2UhRz4jT0JCni0f0tOAHGZcBCXODZS4EsJW6CsW/CXemF7h\n", + "mK02ZiXrY4qK0fpmrGOrGLJV1h6ojJISF+qizYaqrNGq4t/Lp0RFnUcrulRxHKFKLrvEpQtAtkrK\n", + "PPZsn33MfWD7vvx0NwXddcnlNBbRUKDlq9boLk6Jifqcdk4+2SROC+5uKI9T6Y/9t2S0RvkErUfb\n", + "qXWR123RbYm0ZNlfEvt5FVMukp9x7GnHaOYbPof2kyZxISky0i4z7yCp9UZrFc4/l8QFrb3J9Y3j\n", + "suSRz65sxrqlTe2nNRqWYJdlIUc+Y3shsbbmg/qcngbkMOMiKHFuoMSVELZCX6ng3im/BcucnmpV\n", + "yy0qip1e74nW3vZUSw+6ZNrr0rvNurN0m3mgMgoqJojCcbSs6Xmq4jMr/SSQtsY2aWvSLYG7Em1t\n", + "lNZWiEbQ/ZRWyaljqjWlzah0A7JVUmYaZPvsY6aNsf3NbmmqV58trSy2LjR0ZdbqilotE1NpW5LE\n", + "eWLSIl1dLWl5nEp/7L827R5IM703u+qlrc24RxL3PLa2Sotx/6Ed+3kVUy6Sn9EiaOTbLuQ9TeKy\n", + "d6ci3dK6U1V+md2p6XmHblojHZFntekSZy6P72Z36m4s1J0ayqM0Ep2pPzSSuCwLOfIZkpzWxa2E\n", + "L0d3qpkGu/Fu6TTuaSSHBxdBiXNDRUscMkJ/psSVAu77aQi1KPigAkcLW25RAX7lUxtuzdvsldbk\n", + "zegNqjJNXexzSRyOKd6JG8Jxo3Wd+r85SyvWjkRaaqRWt/4pdqOtUlNjtL6kVXK7aruN/k3jrahs\n", + "DckKwLmmHZcxXadBts8+Ztqkbx/yUd+U3vXlEbr53ruZfVfJDW6499KuWVWU3dJSksT5kl5T4z/Q\n", + "oKelp/+m9Or9I70b2iWql8X9VzVm+VBSWF9jdEMiD8wHHgxs54XpBZaL1OddJV8oD/46zZ1R6W4x\n", + "JK6xU3rNBxs648YfAP65+ftKf0gmM+9wX1u7NAQ3+DeqZXs7WlLpuh2R1nrcdtCQfLAB5VRvGw8E\n", + "pD3YkJZH/oM1yYcTGpU02cq007KQPZ/DDzb0qt9JZj4oQmmAP7jSWgnJocFFUOLcQIkrIWyFvpqB\n", + "8GW25pHqx7wnkhByWHARlDg3UOJKCFuhr1rQRVaf7b4qUtVsd0uL8XQyIeRw4CIocW6gxJUQtkJf\n", + "faCLyB/zqj3jJm1CCCHViougxLmBEldC2Ao9IYQQUg24CEqcGyhxJYSt0BNCCCHVgIt4YRJ3b1mu\n", + "Dd2TmCOJm1uYkesLH1jn7QeUuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXMTBkbiPZWIiLlPW\n", + "eRUmcffvU+JKCVuhJ4QQQqoBF1EOiXvz4g05f+mG/Kp/Tu4kJW5Nbg9H5UJfVN7rH5cb0/OGxG1I\n", + "/81FmTS8YnIyKgPL/uelB5sSnZiWy5EpuRYZl575RzI1NyvXBsbkypCaNrQs0yFHyS5xH8rk9Ixc\n", + "GVTrDU5Iz+iqTD/A9C25MzQnY95nhRKvnv5pGbkffH+wLn1DqzKjPi+sJqT/DvYLZuX2ykfBMo/l\n", + "9kgwHdueeigLa+vSPzxOiSslbIWeEEIIqQZcRDkkTrfEDQ4PStftuFfnR8fvyKXRRLIlbjo2KRcK\n", + "kriPZGJizCJkH0h0pPiWuJn5aemJbSa/LywvyZXRdZlXn6enx6X/rt/yNzMfk4GpJemd3/K+L95d\n", + "lGtz6vOGOtY7yxIL1ofc3RrwjwP7vLUUCJ3JvTglrpSwFfpK4U9/+pMsLi7K0NCQRCIRK5iHZbCs\n", + "bRuEEEIOLy6inBIXjU3LhRuzEo0nZKB/WPoXs3Wn5pK4hxIZWJSJjbCHlCJxH6p1YjKyZk57JJH+\n", + "YDsrd+XK1CM1bUtG7qh9rqvjGr7vtb5NTU3I4IpaRgnZewMTQSucZkFG19U8r9VtWvqmEzK1ZnQD\n", + "U+JKC1uhrxQWFhY8Qdvd3c0JlsGytm0QQgg5vLgINxJ3X0nciAzES5W4JZnM8JBSJW5K7uguUg9D\n", + "4vB58K5M378vvRMbsujdd4cu1ccyOBgsA4kbXZeF5PqZLN5/JNHJmFxT20ALHyWuxLAV+krh9u3b\n", + "8vvf/16++uqrvP8PDg5at7G/bEt3Y+jdqxngvaXZ3yfqip1Yr8Qq/c0VsXapCb1v88UTysPdhESi\n", + "m8l34OZnf/KXEOLjIsopcUM5ulNjM1Pp3am3YhJdC7wCLWADhXSnzqh1zGkpsnWnYnq27lT/YYmY\n", + "DEzOJLtV0Y16fWJRejypU8ugO3VgJnWvnDfN9vDFptw2xI8SV0LYCn2lcOPGDdnZ2SkILGvbRj7w\n", + "0uyamjDpL5svnUqVuG3pbaqVlkgZ3l6xG5VWV6JViRIXb5fauk5JZCyXDUocIfuJiyiHxP3i0g05\n", + "f/mmvH1rJvuDDbN3pS8pcR/JzMK896DC1duTcnXkroxMT2c82JB8GGHOl7C5pQW5FpmQa8Or1gcb\n", + "LvWPphG5h3kfyVRsNtUVGl0OHmzwWViak0tm9y2kTa2rpc7j/pr0D0/4D1XoBxjU9PlFJXvDwXaH\n", + "YtK/FEjkxmNKXClhK/SVwtWrV2V7e7sgsKxtG/mAxDV2b1vn7Z3KbYkrG0pqjh8miSsaShwh+4mL\n", + "KIfEJbtTVR2Put6XOL6xwTpjvzATmBJXPPsvcaiA2yS6GZHWhmNSW1MjtccapDWyaSyzKZH2Zqk7\n", + "6rfiHW1ole7EbjDPF4C23ph0NOn1m6QjZraAZVbyO7EOaTpWa9leGKzbro6vVx3fUevy292N6vw2\n", + "ZTPSKg04Rk+KDDFRolRb3yWbadvdlK762kBcdiTe2SINwfGYx78TbZPGOrXf2mNSX1+v6JR4sI3C\n", + "z2FXbT+Vfkjflt4gfT2J65Job3DsNbVyTG0rsmmsr/KmvblOjqp1a2qOSkNrtyR29Xw/fWK7cekM\n", + "0l/L2G6iO5lmmXliEpK4NLHEPJV3CbV9fQxH66S5M250t4byd1d9r6tT2+M7fAl5EbgISpwbKHEl\n", + "hK3QVwqVIXG1crS5SxL6/rHNLmmsaZFI8n6yHUnEt5OV9o6Spdq0Sl5V7HVKtPTy20oIj9dJRzz4\n", + "Hq7k4x1Sp5bX96vtJDqlsdbcnwnWVRLS1C2bgbjsKMmoM5aHxB1vaJDG9qjsJNczxSQuHcfrpStN\n", + "jLqk/nhHIGS7sp1IpNZVx9NQa3Q321rLijiHXSWCtUrUkhK5uynbejlsu/aoNHel9r/Z1Sg1LZHU\n", + "8ewkJL6tBXFHIq21Rn4ifRqkobFZujcNidyJSMvRJjUt+J6RJyb5JE6lf32bRHT+7USl7fhxe/4q\n", + "mexQ4tikpDq1fUKIS1wEJc4NlLgSwlboK4UXJXFojUmjPRbM9yUuWYF7hCr1MNvdSvK05PjLhiVx\n", + "s6tejnfEg+/pEhdrr5XWqNlqhfvXakLTNLbj25Voa03yfjdIXE19Z+gervRziHccl/qulFikH1+Y\n", + "9OO1SVwx57AbbfVa29JbAgM8iTOEEaSlbybe+ablH9Iifb9YxjxfEFfHHJ7mk1/iwvmb/odBkF6b\n", + "m9LdVCt16tgKfyiCELJXXAQlzg2UuBLCVugrhcpoiTOExSMscdsS7WyRxvo6qfO6FNFtly5xYeHz\n", + "xKWpNxABcx/+8hlSqbAfo+34fAmrbfclLF1qNKHjinfI8WSXKrpSzZakHUn0tkszzq8O54duw1wS\n", + "V+w57Ei0vUGOHm2Qls5IqsUTWAQxQ+K2o9LZoqSsrs7v0kUXbprEZaaPVdxBRjqBUFpZJC6cv5kS\n", + "Vy9NTXVSU9QDEYSQcuAiKHFuoMSVELZCXymgwNuEzQaWtW0jH3uTuB2JtNRKY2c81b1naYmzSlyy\n", + "SzBT4sLLZ6dMEueJW9Cliq5U4x65eEedHG+NyHbafWb5Ja7wcwjYSUiks1nqa+ukJRLkRz6JQ7do\n", + "baN0xlP3l2W2xNklLnuehwmdT0kSVytN3Qk1vU4arK19hBBXuAhKnBsocSWErdBXCqOjox42aTPR\n", + "y9m2kY+9SZxlPlq1QhKHBwtS6+fqTt2VaFu2bj0bWLdG2tIkYkd6m0PdqXklDsfU4O0Xx5YSDYuk\n", + "QJxySlyx5xAC6ae3l0/iLPPRNZxP4nCuNa3RArs1Q2lQksQFx7Ab9x9qiNu6xgkhLnARlDg3UOJK\n", + "CFuhrxQ++eQTT85Q8NFdagPzsAyWtW0jH3uTOP8pzlY93tpOQrqaj4a6U2ultt54sGGzW5pqG4wH\n", + "CUL7wEMBtU3SlWxd2pWdzU2jJczEl7h8DzYUInFogWuob5bmevPY/PvrGjoTwfdtibTVS21t+vEe\n", + "P94mMfP4ijqHdLZ7W+SobqXMJ3FoNaxtTZ7rTqJLmo/m7071W/DqpC2SeiBldzshm2ZXbpIySpz6\n", + "vov8wUMfXlrgQYx6aenNVv4IIXvFRVDi3ECJKyFshb5SePbsmXz++efym9/8JiefffaZt6xtG/lA\n", + "hZt5f5SWsHwSpyrleGdoKI2YdBw3Ja5FejGtmCFG4l3SEgx/gWEz6po7srxdwV+3M5IaLsM2xEhB\n", + "EhdMSwlKgDe8ijkUR0J6W8zjDe5pw7Ee1U+0Fn4OO5E2/z625HKdEtfL5ZM4JYfxziY5Vuuv6w0v\n", + "ElNSmU/iAIYmCfLEH7pE5ZP5hG6SUFrtUeJwzOhW9R9w2FTr10pdUpIJIeXGRVDi3ECJKyFshZ4c\n", + "FHJICiGEkKCmK29Q4txAiSshbIWeHBQocYQQkgsX4UTipifl7Z7b0n1zRLpvDEv37XkZXSmXxOV+\n", + "h+qeuReXS1OP7POKgBJXQtgKPTkoUOIIISQXLsKZxA3fS7bExRbmpDtyV6YocfuHmcCUOEIIIeTF\n", + "4iJehMTNJtbl1s1JGV6tDIlbvLsYvBzfAiWOEkcIIYSUGxfxYiRuTW72zcpoQknc6or0jN2XidkZ\n", + "uRwZk96595VLfCATUzH1fVKuRsalZ3RVph+k/GNuaVF6Bifk2tCU9E6sSsSQuKmp0XQhS5OwD2Vy\n", + "GvtR6w6Oy+XJDZm7tyo3hsbkvcEpb3u3V4x1M9ZPZ375rlz3jmNCrgzPyZ2Vj9T0j2ViYlwG9XY2\n", + "NqR/YIwSV0rYCj0hhBBSDbgI9xL3UMamJuS9sTWZVY7gSdzNUbm5AHnzPSI2p4Rq+nHKK5aX5Mro\n", + "uszDP+7fl57hZYlpH1m7L9f7C5O4mflpuaI+L+h5AXMLM8W3xIWP48FDGRick7H1X8vC0pxcm9vy\n", + "pqOV7/pUnBJXStgKPSGEEFINuAhnEqcfbLg1LjdiaxJTbgBH8CRu8J5MK2/wPeIDGbkzLXcSKcdY\n", + "evhIIv1xmVLuMa+ESwuST3p3anaJ+1AtNyV37hvzAkqROBxH7/wHadOS+36wLn0jCZnzWuViMnJ/\n", + "ixJXStgKPSGEEFINuAhnEpfWnWoMMQKJG16VmTSJw/1yKccwJQ7ClS5PxUicEirLvXOlSly6TJr7\n", + "xjHNydjahvTfuS8zah4lroSwFXpCCCGkGnAR+y9xH8vsfKzw7tT1hNxI604dkxuLHwau8pE6tvGk\n", + "hOXqTr2+kN6qliRbd+paQq5n6U7F95m5KemfXFLC6YseJa6EsBV6QgghpBpwEZUgcYsb/gMIV29P\n", + "elyLLud4sGFNRiZSEre0ti79w+NyWc27NjQrtxeWpTcpYf52r3gPMUzIlYkNX+jUOreGxuXK0LTc\n", + "sT3Y0D+ahha+hXvLcsPbT7Av78GGYL2Vu3K5f1pGgu5bSlwJYSv0hBBCSDXgIpxInKrzUfdbJU65\n", + "gvYG0ytMbA5y0KDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6C\n", + "EucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2\n", + "Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEueGGpxoJeEJmoVZT9re\n", + "l5n7KXGbXnkkkyoDJ+9uyLjKzNGFhIx4ArfsZfbAxEJQfMobtkJfTfzpT3+S+/fvy8WLF+UnP/mJ\n", + "/OM//qPHP//zP8tbb70lly5dklgsJru7u9b1CSGEHFxcROVJ3IcSW1iUnoExuRwZk/ci09K/lOU9\n", + "p3tlQx2DbXqp4JVdA/7rwdgSV0LYCn218Lvf/U4uX76cFLdsYJmvv/7aug1CCCEHFxdRcRKnROjy\n", + "yH2ZS/qH8oyNdB8pF3h5/q27xvtP94rx8nxKXAlhK/TVAH4kAwMDVmkLMzw8LN988411O6Qy+Oqr\n", + "r+SDDz6Qzc1N2d7e9vLXthwpL/jj5t69e3LlyhXp6Oiw/n5+/vOfy9WrV+Xu3btZ8+XTTz+Vzs5O\n", + "GRsbs84nxBUuQovYi5S4+aV56VfyZHqFZn5xVi5PP7Z7yN1FidzLnF4YH8vERFymrPPKBCVub2Er\n", + "9NXAr3/9a/mXf/kXa6UTZmFhwboNsncgx0+fPrXOKwRU/rjwhfMMXePoBv/DH/6QXPaTTz5RfyVO\n", + "sVW1DPz5z3/25O1//I//If/+7/8uDx48kC+++MJLX/O2BIgZ5Nq2DRNKHNkvXEQ5JO7CiCFxU+Py\n", + "1u27SYmbnJuVq313pHsgKt235mRkcVl6B9XngQm5entSBu+l3MJjbU36BmISWVaeYTjIwr1VuTE0\n", + "Ju8NTnndlbdX1PQHj+R21P8OeqYfyUKwPH7ft5c3ZGB4Qi5HluSOOo5rA2NyxVt2Waa9ZUaTUji3\n", + "MCO3Ygnpv4P5WGdG7UO30n0gYxOxYD/j8l7/mPRO3JepB/66SShxewtboa8GlpeX0yp9E7QovPPO\n", + "O949cbg37tGjR9ZtkL3zm9/8Rn71q195gmWbn4utrS1PImx5qEEL0NLSknfPI6T98ePH1m2RwoHA\n", + "4WKO3wZ+Kx9//HHafKSx2SpnWyYMJY7sFy7CqcQtLsqlvhkZXU1viZuZm87aEgeW1h/JyMS0vDeg\n", + "llvYTIoZRCvcEreY7Gr9UEajMxJd879D0C6NLEssKVofSFQdp9kSF5a4S2Y37uqyXBtJyDw+Kzm7\n", + "kmwdRIveuAxCIvWyGkrc3sJW6KuBiYmJtMpe09/fn9Z6gwcfgLkuKR9aps+fP+9V5LZlbOzs7Hjr\n", + "hPMvGxAOyBwujmgxYvd46UDItKTdvHnTS9PwMjMzM2npn0/OKHGVydramty+fVuePHlinV8NuAgt\n", + "Yi4kbnJqTLon1jO6U/NKnHaPDbSATSQFKkPi1h/K7dEZ6fVaz6blWiRd4vrvmk+65pe43nnzAYpH\n", + "ElESB6lDN+612GZy3uRkDonjgw2lh63QVwOoLMxKRgOpsC1P3GDmQ6Fdb2B6ejot3/KB1r6enh75\n", + "2c9+VvA+SCaQ35GRkWS64o8h23JayvRy2WRPQ4mrPJBfyDfkH25NsC1TDbgILWKuJO69yY3SJQ6s\n", + "JeR6IFPpErclI8NTcntVf4ekpUtceqtdfom7vmCXOKw7OjolV6Jz0qeE8UbscbJ1MA22xO0tbIW+\n", + "GqDEVQbhfLDdyxYG97QV8lRxGLQeYTgZ2zZJYTx79syTYZ2m2SQuvJwpcWHBy0c+ASRuQIs1WrvR\n", + "il3Nf/i4CC1ie5G4rsGFQOLuSSTSX1B3as/cVppXJJ1iPf1euPnFOXlvYsObli5aj2XQaHnzZG8g\n", + "n8QZy4eWySlxGw9l4M6qzCTnZYESt7ewFfpqgBJXGWS7N1HfLG+rvH//+9979yza1ssGWuKquUvo\n", + "RYGngJGWOl0HBwettxsg33QrDjBFDIL3/vvve08Sa1AOfvrTn0pfX1/adICnjdn9XX4SiYSMj49n\n", + "/YMJ9wIj795++2357W9/603Lt85BxEVoEduLxL37Xo/8++Wb0nX1tlyLTsqF8IMNN0fkvYExudQ/\n", + "K6OJD2XhfkL6Bkfl8u0pGQ492DAfX5RrGB9ucEquRMalZyKRuq9tbV1uDY3LlaFpubOiBO/ukvQM\n", + "+t2XvRPrMjo9l0PilKgtLahtq+WHV60PNmRviduUkZGJ4KGIKbmcbew6StzewlboqwFKXGWQr1UG\n", + "Dy6g++6jjz7yKn+sExaJQmBrTnlA5Q3R0un6i1/8wrs/Md9y+bpJ2Z36YsGTxfopYtwraltGXyO1\n", + "qOOPoP/5P/+nNy0SiVSNyLmIckgc6vRkd6qq61Hna4mDC4S7U7U3mF5hYnOQ/eMjGRufkRGjBW/p\n", + "4UMZ6M89XAklroSwFfqDCH4UZstAMfDpVHeghQVPOtrS3Qa6dn75y1+mDWNRCJS48hH+Awj5F24p\n", + "g9hB8DAfcpbv6WNK3IvDFLjwg1wa85YFPNygp+OPXPwGMb1aRM5FaBGjxGVjS+4MLciYOZzI2n25\n", + "Pnw/Z/cqJa6EsBX6gwh+FKVKHG+Edwcqe7w5A5WJLe3LRbZuP1I8EDKz9RT3Gq6uriZFDumsn/7G\n", + "vI2NjYxthKHEvRgKETigx9FEniBvzHnVJnIughKXn4WVZbkRdKVeG56WnuhdmVy3L6uhxJUQtkJ/\n", + "EClV4nAhwwXNtk2ydzCQMtL5pz/9aUbal5NqfrpuP4CYhcfow1h8kDD8j+8QgEL/AKLEuadQgQP6\n", + "d4mHU/RtDCbVJHIughLnBkpcCWEr9AeRUiXO9pcoKR/FvDljL7BLvPzg3kRU9pcuXcoQumIHVv7y\n", + "yy890cbDLLb5ZG8UI3DmtTLXHz/VInIuQosYJa68UOJKCFuhP4igqwdPuekn3sybrk2i0Wjak3F4\n", + "is72lygpD7hYFfoO21J588035bPPPrPun5QPVOo6zdGyit+bbTnyYilG4EAxQ4tUg8i5CEqcGyhx\n", + "JYSt0FcD4ZuzNbgo2ZYn7kBLZzFvXygWVC68H849Kysrael+4cIFTwhsy5IXQ7ECB/TQIhjGBy2k\n", + "tmVMDrrIuQhKnBsocSWErdBXA5S4ygIvwcd7Tm15shdQubCL7sWAd6reuXMnLf0h57yndP8wJe7W\n", + "rVsF9Sroa+Pw8HDe8fkw/+7du5S4UFDi3ECJKyFshb4aoMRVFpA4tNpAuN566y1r3pQChknY3d21\n", + "7pPsDbRuQtDm5ua892ti7L6f//znGXmA++W2tras2yDuKUbk8FvBPY5Y1hxaxEY1CBxwEZQ4N1Di\n", + "Sghboa8GKHGVhX460ZYnpYLK5eHDh9b9kdLBGzPQ4qbFAG/XmJ+f916MDxHHAw2o0PV8gDHj8o0V\n", + "R9xRqMjlGlrEpFoEDrgISpwbKHElhK3QVwOUuMrDvLemHKB1iPfClReImB7EF1IQj8ezpnG4ixxv\n", + "3sjXPUfcUYjI5RtaBFSTwAEXURESt7wk3ZMPk9997wi/61T5xkbKSew8kkieNymUE7yq672IP35c\n", + "+BVhlLgSwlboqwFKXOWBe6pQOZgtOKWCm+oLuSmbFA662vQo/qjAC/mt4J2bePcm1kF3K4YlsS1H\n", + "Xgy5RA7ikG9okWoTOOAiDorEzSthuja3mXQSOy9e4sz3rc7MK6kLXtZPiSshbIW+GqDEVS5o7cEb\n", + "FjDavy2P8sGuOzdguAldeeO+qULvNcSwPViHYy5WBtlETg8tkm2A82oUOOAi9kPi5pfmpf9usS1x\n", + "hVBuiftYJiayby/jpfkP1qVvwF+eEldC2Ap9NUCJq2xQYWCog2Lvk8PyH374oXWbZG/gt6HTGS02\n", + "qGhsy4XRvzUMWYH76WzLkBeLKXL6Bfh6aJF3333Xmk98AX7hUQ6JuzBiSNzUuLx1+25S4ibnZuVq\n", + "3x3pHohK9605GVlclt5B9XlgQq7enpTBe4VJXJowra1L/53gNViRMbk0EJP++Uey4EncggzGZv15\n", + "gxPSM7Euc4HHLD38UCang3kKc97c0qL0eNMn5MrgrETvfyRT6tivDYzJFW/6skwntxOsE5a49YRc\n", + "H1r13qlKiSshbIW+GqDEVSboUkWLTynDjaC7ji1w7sDTijqts1X0YcynHYsRP+KeRCIh4+Pjnozh\n", + "jybcs4h8yjW0iLmObf5BxEU4lbjFRbnUNyOjq+ktcTNz05ktcf3jntQBLVmXB+wSNzU1IYMrgZ9s\n", + "bEh/5G4gWJC4cRlY/sif9/AjGRsfk8g9f9mZeSV7S3reryUWmwq2qdYbXJZYMD0FRLLAlriND2Rs\n", + "Qm+PEldS2Ap9NUCJ239wocI9UrgBHu/iROURfn1TIaB7B09LZrsRm5SH8BPEqHQg3bZlAeZhGZ1H\n", + "fFK4coGQQ8yRV/mGFqk2XIRLiZucGpPuifWM7lSrxBXcEocuzim5var95KEMpEnckkx6n1Pr+RL3\n", + "odremFwOBDFJ7LGa95FMx2bk2sii3FnalPnk+vklTj/YcO3OnNxe2pKFYB4lroSwFfpqgBK3/+Cv\n", + "fbzaDC1otrzIB8QAFz2+3unFgPyamppKS388Abyzs5OxHLrekDd6WVRQuYSP7C+FDi1SjbgI1xL3\n", + "3uRGmSVOfVfy3jc0ITdG56R3aFZur+jWtcx74tIlbjzVgmdj40OJLS3LjaGY3PEksYiWuBCUuBLC\n", + "VuirAUpc5aArfXTn2AaLDYN7qzAuGZ58tG2PuAOVy/T0dPLmdg3yDTIOzNZU3HeFwYA51EtlgxZx\n", + "5OvExISXx7ZlqhUXoUVsLxLXNbgQSNw9iUT6C+pO7ZnbSnlFkRKH5XvV+tpPUuSSOHSnTstltR/d\n", + "WoZWPTxJqpfVLCzNBftKP4YwlLgyh63QVwOUuMoF3aJo3UErnQb3yf3ud79ja06FgCcZUel0dXVl\n", + "/IYgbhcvXvSeZESe2dYnpFJwEeWQuHff65F/v3xTuq7elmvRSbkQfrDh5oi8NzAml/pnZTTxoSzc\n", + "T0jf4Khcvj0lw6U82LB6X64PTgRdouNyeXhRxrzlckscuk2nYrNyxVtXP8CA6Y/lzvB0sD1FdFmm\n", + "g/He5pYW5FpELT+8mv/BBgNKXAlhK/TVACWOkPLx9ddfe605qHxs8wmpVFxEOSQOdXqyO1XV9ajz\n", + "tcTBBcLdqdobTK8wsTlIkgfrcmvkvvHEqUJJ4KWpR+nL7TOUuBLCVuirAUocIYQQF3HgJO7+qlwb\n", + "Xze6RH8tc/Mz0jNv617dPyhxJYSt0BNCCCHVgIs4cBLnPUlqjPU2PC03ph8aT5RWBpS4EsJW6Akh\n", + "hJBqwEUcPIk7GFDiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdB\n", + "iXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghb\n", + "oSeEEEKqARdRWRK3KcO3Y+nvKr0Xl/cG0l+ltXh3Ud7L84YG85VYuV6PVR7wuq8xuaJfAzY4S4kr\n", + "JWyFnhBCCKkGXERlSdzHMjU1Jv13U61x09N4x+m0DK6kfCS8jI0XL3GGaD54SIkrJWyFnhBCCKkG\n", + "XMR+SNz80rySMLvELcQXjFa2LbkztChjd+NyZfqxMS31Yvxs7KvEKShxJYSt0BNCCCHVgIsoh8Rd\n", + "GDEkbmpc3rp9Nylxk3OzcrXvjnQPRKX71pyMLC5L76D6PDAhV29PyuC9lFt4rK9J39CqzMA91hJy\n", + "fXRdFjY2pF9Pe7Cemv/wI5kyXsF1bVjt94HvLFkl7v59uT6khAvLYfsjCeNl+h9IdCQliFNTUxKZ\n", + "X5Yb3vYn5MrIXZlc18uaUOLKErZCTwghhFQDLsKpxC0uyqW+GRldTW+Jm5mbztoSh/vivJY2JUsL\n", + "S3OBfH0kY6OBXC0vpd8Pp9bRn+cXZ63ipj8vrNyV3uFA4LBOXokblcuTD5Mv219Q+74Sevm+T7rE\n", + "za+sVpbEzTzckumNx8lEpsQRQgghLxYX4VLiJqfGpHtiPaM7NbfEfSzT0+Nq/ocyMTEld+77HqJF\n", + "zJ+nxe1DmYwp0bsT81+GPzSeVeKujS5I78CcjGmBAwVIXOSengceykCoxc3HfLBhSm5MJipH4haU\n", + "Afc+jEnPxrRMbTzyEpgSt7+sra3Jp59+ap3nAuwL+7TNI+Sw8aJ/fyQ7rvPigw8+kOXlZeu8/cBF\n", + "uJa49yY3ipY4tLZdnl6WyOBdmdY+cn9Vrk0sy+07KRGbmZ+Wa7HNpK/YWt/0Z7Sozant9k49SrWk\n", + "FSBxA8t6HsglcRXanTrxcIMSZ4Af9c9//nP51a9+lcbIyIhXmG3rlBtKXPn4/PPP5cqVK8l8/OUv\n", + "f+mhv2MelrGtmw2Ug9HRUfniiy+s80nh/OlPf5KNDXUNUhXGhQsXvDy5ePGi3L59W3Z2dqzruIYS\n", + "Vxy4Zpq/KU05rpmUuL2HFrG9SFzX4EIgcfckEukvqDu1Z24r6RFhvPveBpQApg0j8lgGh8flcvJ+\n", + "ODy5mmp58wVsLKvE+Z8/8u5zS66zriQuYoji2n253p+jO3VpUd4roDsVVIzEDTxU5hpI3MjGfS+B\n", + "D7vE7fePmhLnDuQvsM0rFFzUTImDiNy9e9ebbi736NEjykAOfv/730t/f7+XTt98803avK+//lr+\n", + "8Ic/pE17UZTz94dzBLZ51UI5flPZoMTtPbSI7UXi3n2vR/798k3punpbrkUn5UL4wYabI/KekrJL\n", + "/bMymvhQFu4npG9QCdLtKRkOP9iggJCN3Bk1uk19IG2Xk0+pKtY3ZGB4wu/GvLOoPOOu9OWUOKwH\n", + "2ZuSyL2P1OePZDo2I5cjE143aO/EmoxMpEvcrWnzwYbl1P10aVSoxM2pk4XAUeJSVMKPmhLnDhcV\n", + "DirpsbGxDImLxWKUuCz8+c9/lomJCfnkk0+s8/eTcv7+XJS3SsPlOVLi9h7lkDjU6cnuVFXXo87X\n", + "EgcXCHenam/QHhHG5iP7QeY9cYVTERI39nCdEhci34/6t7/9rdfVgwI+PDwsfX19sr29nbYMCv3C\n", + "woJcvnzZ61a4dOmSPH78ODn/q6++8lpybty44TE7O+uto+fjwoXjwDLoWnr33Xe9FounT58mlwHP\n", + "nj3zmo7RDYVlrl+/nnEsaOFYX19PO5Z79+55laheJixxmIeWpa2treS0asFW4fz617/OyPOPPvrI\n", + "6w4yW4iQtkgXfF5cXPTyEa1x4+PjXh5A5HDxe/Lkibcc0npoaMib9uDBg+R2Csl/7AvbRb6+yK78\n", + "F8VvfvMbmZubs87Lxocffuj97lCOkd7hdANffvml97tEumX73SD9kbbRaNT7LXd0dHj/43eBVtWw\n", + "OGAf2FdPT4/cunXLyztsw9xmNmzlrdoo5Bz1NS0SiXj50t3dLSsrK941DOUA1znkK35DZgtsodfC\n", + "QvII62BdbAPbwh9ZDx8+pMRlgRKXm5ql5YTsN30bs57ADa7PexJ3OzEvi3fvy8LSive/9zm+6jGv\n", + "ps0t3lMsy+zCssTm4hKbXZKpmUWZmJ6TsclZiY5Py3B0Um7fGQuKT3nDVujLDS4YuX7UKNC40Ovv\n", + "utJA9w++Q4Dm5+c9MdDLmGA5XGAgg3oaZAnr6O+4uEHIfve73yWnYXnsZ3d31/uO40DlDmHQy+CC\n", + "eOfOHfnss8+S07AtCIWWEfyP75iulwlLHCozoL9XE7YKBy1puGiZ+bq0tCSDg4NpXWFIM52vWuLw\n", + "Gf8X2hJXSP4nEgkvH8MVVTVR7B8JyLPp6em0PMIfRjMzM8myjbyCNJtpi8+YpvMR6yOvzWWwHS3n\n", + "wJQ4/J6xvPk7Q+sh8ts8lmzYylu1Ucg54reD65cWNOQZfh+4zpmtseG8KORaWEge6bJhbge/L/wR\n", + "RYmzQ4nLTc2SKsD7ycy83wJ3fSMm0wt+S1z//WlZVBdKk4WpKY95lalzYGJCZtVfsTH1A4mpymhK\n", + "icSE+kGNqR9IVP2VNaz+0rl982ZQfMobtkJfbnAxKvZHjb8A9UU/XwsD7v+5f/9+2jRcaHDB0RUL\n", + "9m9KlQbrYX18hkxANMLLmPuHMGC7kDtzGVxIMV1fBE2JQ8WKi6vZUldN2CocpD+69nT6I90gB6ur\n", + "q8llUelgmpaBUiWu0PwPL1Nt2NImG+H80SBPIHb6AQiUYf37MIEYQIzxGdvA79Wcj/xDy5zOP1Pi\n", + "0CJq+z1jWrjVW4NWV10RDgwMeOjvurXPtt5BBb8R24MN5jUMZTqcN1gP5d6chrxA74JOo0KuhYXk\n", + "UbaygR6TYq/3LnERWsQoceVl31vi7qwtehKH/6dX7vkStz7Lljh1YbE9nRq+8JuYF3385RiWBBOI\n", + "gO0+ILNSwwXKVkFgmv4rFRce234gIPgBQtSwPWw3vAzAxUsfB5bDOeA7jq/aKhkTpJkt3VC5orsO\n", + "nyHIyEekC2QN0yBvZktQqRK3l/yvJmxpgzKof29vvfVWsoLPlr56Hd2iZ9smQJe3/h2YnzW5JA7l\n", + "wNZimO33FyZbeasmCjlHSHS43GOdsECF87qQa2EheZStbNiOYT9xEUhLQIkrL/t+T9z1hzOexHkD\n", + "/T587EvcxqKXwMgIndg6M3hPnA8kCUJ39epV754nXHCuXbuWvEDku7ijRUHfJ2WCiwy6ZrGMWYmY\n", + "YJqugLItgx8cjgkXQ8zHcuFlgHmcWA5/taKLAseGcwwvXy3gnG35Y1YKEDSkCdISrQJID8w3W8dK\n", + "lbi95H81gT8icv1OcP66rCN9tUyHwTb079XMExMzfyDhEDazVW9zc9NrddXfzfTHts2WNBPztoVs\n", + "ZCtv1UQh52gr02beacK/pWy/BbN8FJJHtt8isB3DfuIikJaAElde9lXiph4+8gSu7+FcchokDiCB\n", + "KXH2HzW6H1EBh8cVMy8QWDfXBS3bxcQk21+fZhdqtv3gGHWrgnmhC2N2AeN/nBe6XfEXLVqL9H1G\n", + "1QbSzJZuEDUIG+6Zwf/63h2IHfICf+2b9zmWKnGF5P9hkDjkQTYxAzh/XXazpS8wW76zpS0qcvN3\n", + "oO+Fwn2HuK80Ho+n3T4QljhbeSmUbOWtmijkHEuVuL1cC02ylQ3bMewnLgJpCShx5WVfJW7o4T1P\n", + "4vB0qp5GifPJ9aM2KxYNZAfSpC8QuLhAgsxlTHAxs92bYYL9Y7nwdHT56YsV9mOrBMP3xOEm+nDL\n", + "Wq574vS9X7buiWoA6Zftgo+HC3D/lJn/WuAgvfp+OFCqxBWS/7YKr9pAmcQfDuH73DTmb023noUf\n", + "9LDdE4eBg81lgHlPHEC3ea7ybaa/KQvETq7flMZWprFO+Fob/i0Vei3Ml0fm8ia8Jy47lLjc7JvE\n", + "6ddsAYwTp6dT4nxsFxYN7qcxn7AC6IpB16q+QKHA4697XFj0MkC3bEEEMJyBHihWY7YEoGsHQ5eE\n", + "n6TCdrWQoWLDxS7f06m4AKI1Se8f/+M7xEQvg2M3L5Ra/sz9VwvIX9vFHKCyR/qZf/kjTdEFConT\n", + "aQhMiUN6YT0txRqsg6FKzGmF5L+twqtGcI43b960dkvi/ikImv7+8cd432Lup1OR/vh9mmKIz5BF\n", + "U8BR4efqCjXTP9vvGflllofDTK7flMZWpm3X2rDEFXItLCSPUA6wjPmQF7aDbljzWrjfuAikD6DE\n", + "lZd9kzj9mi28qcGcfmNj1pO42MYmJS7HX2aoOHAvHG6+xr1w+I5x2MwLFCQPlYt+jRDGaIPs6fmo\n", + "UDBGlTkfFYuuoNBSg+1BpHABQ9cPPpsVETD3g7GPbBUiLmLYnh4nDv/jeM0KCPsyJQ6gEoW8mHJR\n", + "DeSqcJAOGEcq/DQvWoTCZcKUOPD+++97aYthSXRrECoe5B/GxsJFUedvvvw/LBIHkIaQXf2bAvij\n", + "COkIcTOXRSWN3wKWwThj6AY1pQ4gbfFbwe8BQOr0vYYabNfcHzBFL5z+4d8z9o38DJeTwwp+T/le\n", + "u1WqxJVyLcyWR7g24hqJceQgKOixwHXOHMNxv3ERWsQoceVl3yRu8OFdT+Igc+Z0PNQAicP7Uw+z\n", + "xBFCqhe07OAPr/B0tL6iay08nZAXiYugxLlhXyTOfM0WulXNeZQ4Qkg1g8oI99aZLagadLeZAy4T\n", + "sh+4CEqcG/ZF4vRrtvBgQ3heZCPuSdzkxkNKHCGkKkEXmu1+Vdwnmu+BE0Jc4yIocW7YF4m79XDB\n", + "kzgMMRKeh/emQuLwPyWOEFKN4N4p3IOHCgqtcrj3DvdaVevT2ORg4SIocW544RKHQX0hcBjk1zaf\n", + "EkcIIYTsHy6CEueGFy5xdx6uehKH/23zKXGEEELI/uEiKHFueOESh7czQOLQImebj3vhIHG4N44S\n", + "RwghhLxYXAQlzg0vVOJsr9kKg6dSIXF4SpUSRwghhLxYXAQlzg0vVOL0a7aiDxPW+YASRwghhOwf\n", + "LoIS54YXJnEYDw4PM0DizNdshcGbGiBxNzfmKXGEEELIC8ZFUOLc8MIkTr9mC8OL2OZrkLCQOECJ\n", + "I4QQQl4sLoIS54YXJnHZXrMVBglLiSOEEEL2BxdBiXNDUuKmHz727lXD/+YCJugGxTJ444JtfjbQ\n", + "lQqBA+HXbIVBwlLiCCGEkP3BRVDi3JCUON1Slqu7U78uC+S6ry0MxBDrDDxcss43QcLifjhI3NTa\n", + "o2RiU+IIIYQQ97gISpwbkhKnx2/LJWjmMrmeMA2jhxaBKNrmmyBh9UvwJ9Y3kolNiSOEEELc4yIo\n", + "cW5ISpyWs2yCpl+Xpck11lsYbC/bdsMgYSlxhBBCyP7gIihxbvAkTnd36iFAbIJmvi5Lt8hle+tC\n", + "GL1uoRKHtzVA4qLriWRiU+IIIYQQ97gISpwbPInT97phMN5sgqYFD9O1lGF5c5ls4F44LJ/roQkN\n", + "Ela/P3X4wUoysSlxhBBCiHtcBCXODZ7EmS1lNkHT97Tphx501yrETi+TC0ocIYQQcjBwEZQ4N3gS\n", + "Z0qWTdD067LMoUUgdJgGwdPTsoHlgG1eGCQsJY4QQgjZH1wEJc4NnsRpydJjuJmCZo7xZj61qrtg\n", + "C3niVK9vmxcGCavfn3rrwUIysStJ4hgMBoPBYBQelDg31EDMIFhmy5spaPp1WWFZ0+uBXAP4FjNG\n", + "HEDCUuIYDAaDwaieoMS5ocYmWaag6a5W2+uy9ADBuV6lRYljMBgMBuNwByXODTXZxnDTgqaxtbYV\n", + "8lL7bNvPBhJ2duN9T+JubMwmE5sSx2AwGAzGwQxKnBtqMCYbJGv0wZp30hp81wJ3e2M5bZ5mdv39\n", + "5NAjsfVN6zJ3NoLx5dT/tvlhPEFTQOKA/j7rSdv7MnM/JW7TK49kUmXg5N0NGVeZObqQkBFP4Ja9\n", + "zB6YWAiKD4PBYDAYjP0KSpwbavRDDOFx4dDypgUt1xOotidXTXR3bCFPsQKduFri9HedGUnRY0sc\n", + "g8FgMBgHIihxbqiBYAHbzELI9uCDRktcIWPEAZ24lDgGg8FgMKojKHFu8CQu1z1t+dDjymXbhm7N\n", + "y/UEq4lOXP3+VDzkgO+UOAaDwWAwDmZQ4tzgSVyhr8/KBrYBip1nQycuJY7BYDAYjOoISpwbPIkr\n", + "9MnRbOj76sJdpvla6WzoxKXEMRgMBoNRHUGJc4MncYXer5YN/XBDeLy4YseIAzpx8UQsJG5844H3\n", + "nRLHYDAYDMbBDEqcGzyJK/R+tWzoseDw8nxzun7zQzHdtTpx9ftT8T++U+IYDAaDwTiYQYlzQ435\n", + "uq1SydbiVuxAv0AnLiWOwWAwGIzqCEqcG2qK6erMBlryIGthISzktVxhdOJqiRveWPG+U+IYDAaD\n", + "wTiYQYlzg/faLduMYtFDieC9q3pasWPEAZ24+v2peMAB3ylxDAaDwWAczKDEuaGmmFayXNiEre/h\n", + "XIbY5UMnLiWOwWAwGIzqCEqcG2rCr9sqFTzUAGEzW/bwHZjL5UMnLiWOwWAwGIzqCEqcG2psE0sh\n", + "/PottL7hO1rjwsvmQifu/MaHnsT1bsS875Q4BoPBYDAOZlDi3FA2idNPqOqBfUsZIw6YCQyJA/hM\n", + "iWMwGAwG42AGJc4NZZM4AGkD+BxumeudeyS3727JZOLDtHU0M+sfy/Dy+9Iz+1Cm1DJIYEocg8Fg\n", + "MBgHPyhxbiirxJmv3zLHiJte+0iuzT5KAqGDsGE6/r8x/zg57+pMSuLQlQqJQ9cqJY7BYDAYjIMZ\n", + "lDg3lFXizHHh9IMOeGuDlrgeJW8QOC1sJpiO+abE3Xqw4EkcHnKoJIn7y1/+QgghhFQlLoIS54ay\n", + "SpxufYPAmUOOjK9+6InazYVNGbn3gQzdfV9uLW56LXD4H98xvX9p05O4O8vvewlMiSOEEEJeLC6C\n", + "EueGskqc+TCD7lrFECYQNEgcJA2fs0GJI4QQQvYXF0GJc0NZJU4PK6Lf3gAwHYJWjMQN3d3yEvj2\n", + "g2VP4kY31ihxhBBCyAvARVDi3FBWiQOmwOl3qULOIHF4OtUmbxrMh8TdWnzsJfDwgxVP4vAeVUoc\n", + "IYQQ4h4XQYlzQ9klTt8LB/QYcZQ4Qggh5GDgIihxbii7xOmnUk2J00+kYjgRm7xptMT1LfgSN7J+\n", + "35O44Y0VShwhhBDyAnARlDg3lF3i9CC/QL9HFQIHbOIWBhIHkMAT6xuexOH9qZQ4QgghxD0ughLn\n", + "hrJLnH5CVUvcwoYvcRgDziZtYShxhBBCyP7hIihxbii7xAEtcRA6PdAvxoSzSVuYa7O+xM0/oMQR\n", + "QgghLxoXQYlzgxOJG3p4z7sfDmPEFStx1423NiAjIHFg4sEGJY4QQghxjIugxLkhq8ShGxQPGtxc\n", + "3PReTm9bphBGV/wx4vBmBpu0hQlL3O0Nf6y4ngfTMv3gMSWOEEIIcYiLoMS5wSpxaD0zX0oPIGO2\n", + "ZfMBMcP6+Qb61dyY9yVuTO0PGYGEhshdezDlidzU+iNKHCGEEOIIF0GJc0OaxKH1DcOAaHG7Hrzb\n", + "VH+HiM09KO7E0ZqHdQeWco8Rp8EYcZA4vHpLSxwYfHDXF7n1KZlae0iJI4QQQhzgIihxbkhKHLpM\n", + "0XVqCpsWK4gYni7FdIz5hhfamxvJRaED/WqySRwywhO59Um5tjYlk4kNShwhhBBSZlwEJc4NSYmL\n", + "xP0WM7S+Dd3NHJQXUoVBeLXImRvJRbES169EEhI3GN/MkDjQv74oV9cmZTBxlxJHCCGElBkXQYlz\n", + "gydx6CKFaIF8b1WA5GG5Qlvj9HZt27IBeYPEoUXOJnEYdgQS15eYo8QRQgghZcZFUOLc4Ekc5Ami\n", + "dXMh/8MHusUOXa/hjdmgxBFCCCEHBxdBiXODJ3H6SdRCuzz1/XH5hh7RLXzofi1020NqOUgchhqx\n", + "Sdzs+vuexF1NTFLiCCGEkDLjIihxbqhBt6gWLZtU2dBPrELMbBvVmAP94n+sh3vrbNvUYD4kDtgk\n", + "DhkDibuSmKDEEUIIIWXGRVDi3FCjHzxAN6lNqmyYw5BgWBLbhsFkwhdEfR8dgCzaHpzQRNTx5JM4\n", + "PJ0KiZtKqMyjxBFCCCFlw0VQ4txQA7FC92i+FrIw+knVXIMAYzksg3vttMRpzCFMBpVA4h47HAfk\n", + "Tb8/dfr++8nENiXu5tqcJ3FjifUqkLgdiXU0ybHaGqmpqZVjDe0S3bYtRwghhLjHRVDi3OBJXCEP\n", + "NISBeGFddJXaNgywnF4G/6MFz2zFQ6ucvr9OA3nDdPw/vrKVTOxqlbjNrgYlbxA4g+MdErcsSwgh\n", + "hLjGRVDi3OBJXL5hRbIB2cL66Da1bVw/yapb7bAOpodf6wWJRIse7rGDvPUELXHZJO722l1P4m4n\n", + "lg+4xG1Ld2NI4DxaJLJjW544ZTchkeim7NrmHUB2Yr0SYzkihBSJi6DEuaEGMhWWs0LBq7QgYZA1\n", + "28b1/Xb6njhT9nAvHR6qMF/jhW2aLXF37m4mE9uUuOG1e1UicTvS22yTuHrp2rQtXy42pau+XWJ5\n", + "p5WR3ai0NnbLtm1epRBvl9q6TknY5h04tqW3qVZaIjuWeYQQkh0XQYlzQ00xDzSEwX10ujXN9k5V\n", + "/RovLXFogQsvY4LWOFPihrJI3OhawpO4/sTiwZa43Yi0ZAicT11nwr5OOdjuleaakLDZppUTJUjH\n", + "K13iCCGEBDVdeYMS54Yam5wVg35owfaAgxY8Ta4nWQEkD/Kmu1OzSdzE2gNP4m4kZg94S9xfZKe3\n", + "OVPiGjokvqduMDws0Sx1R7G9WjnW1JHqVkt0SWP9MamtOSp19fVSX98qkQnLtODhip1YhzTXHfWO\n", + "q/ZYk3TEcrTs7Mals7lOjnrngYc0WqR3U20j2iaN2EbtMbVtbL8zec8ftt90rNbb/tGGVulO7Ca3\n", + "t5voltaGOu+Y/Ac//OPrjGN+TNprWqU31hlaf1vinfrcj0pDa69s7gbHh/3FO6WlAeeq5qvjaeqI\n", + "yU4w7y+xdqlJE03zoRNsq1sSyW1h/0p6cc5N/vbaY3peJeB31SePKUveZK6n2E1Id2uD9bx3o61S\n", + "0xJJpdlf4tJxvEbquzZT6292SX1wX+d2d6M0difS8qSuWeW/kSd6f96xhfOk4tOZkOrDRVDi3LBn\n", + "idMPOKDrNLzxsMSF54dJSlzQEte/+DiZ2DaJ603EDrzEoZuxzassNbXS0LW3Vrh4hxKftkhSRnai\n", + "7VJ3vE1VhMEy293SmNESZ5kW75C6urak0P1lJyrtdcelLZYSrRS7Em2rlUajMt/d3M4hSApv+2qf\n", + "gWDuJDqlsVbfDwg5aJDOhF4+IZ0Nx6XDEziAyl2JZVO3bAbb2+xqVBJQK02diWC/m9LdpI6peztY\n", + "Rx3TdkISSUHGNmtTUhA6Ri8d27VQ7Eiis1FqkwKD/TdIQ2OzdG/a0mO/MSUuT96ksSORlqPSpMqg\n", + "P39XNrubpFali5fOO2g9VmVJL6/y8HgD0iGVbhC3WpVu+nNNbb20RXQe7KhjOS7HO+LJ797+uvWx\n", + "bUuk9bjUJedXejoTUn24CEqcG/YscWaXqrlhPdBv75zflWqTPBuQN83NhUfJxDYlDhkEibuSGD/4\n", + "EqeItZsSZ4pKCXhS2CjdacOUqEq8tSZ1f1RBEhdU/IYAgcyWGI2/D1MU0rBIXKy9VlqjZsWM+7hq\n", + "/GmWY0Q6pY4HlbshYGAT67RK1Gjl8SQiEAobadtMO0a1/dr0baHLuSm5fV8iWyKVKhYhicuVNyab\n", + "XdJQGyob3v2SulyanyHO9dLUG1HCreXb35fOVy/9Q/mels7I5/qupIh74N7E5LRKT2dCqg8XQYlz\n", + "w54lDtgeXNASp+dR4uzsxHultcGUOFXZJluSSsAmaIo0mSlI4kLdcVmXM0BLXcNROdrQIp2R0Dlk\n", + "SFy2J3O1VPktcakHPJQ8NNQZLXOo3EOyajm2sMTtJHqlvble6urqvK5ddPFZJc7blu349D4t+68o\n", + "QvmXK29MLLINTNmNdxxXnyGEEDo/jyDk/h8JcSW/qXSxSrS5D3y2prPOx0pPZ0KqDxdBiXNDTonD\n", + "kB/moLzZ0E+hYqgSvWH9Oi8tcVjO3HE28M5ULXG4N04ndljiehLTnsSNr64fPInb3ZZYd3vyXjMr\n", + "tcekoaWz+IF/s0jWC5G4gJ1ERDqVKNXWtaS6YrNIXMb2DXbj7VIf3AdXr2ShNWK2JJUgcei+PY77\n", + "/VKtOllb4vKe5wGTuABr3pgUIHF/ibX5rbFIo6DFzGuhbY3KLu6HM1rWCpI4y/5SUOIIedG4CEqc\n", + "G6wShy5S/X5UgGFIco0lB9nDcngaVW8Y0/W6xUjcrcXHaa1xOrHDEteXwIC/4zK6mjhQEoeb/OvT\n", + "7oHLz1Fr92U2VKWXpTu1qTeohG2CYpmG1pVkxR3gVdZNvTkq3RR+i41FkDz87tq0G+JDxDuOhrpb\n", + "TYqXuEyhwP1YWSTO65bONdTLwZQ4TVremCANrd2ptdKuu/lxX5xaJhJpSd3bpqf1GtMUeSUO3beh\n", + "LvB0KHGEvGhcBCXODRkSh/ea6kF8TQnDwwYDOVrl9PL6CVQ9TW8r3/AimkIl7lZiwZO46Or9AyRx\n", + "/j1fNlHLjdmNmB/ckH+8NfRgg3l/l3dzuqoYTUGxTUu2XOll8GCDeR9bXDobG6UjbhMtda4tR1P3\n", + "4eEGePPhimBaXW2TdMX1E6+7srO5KdvBMhlP7h41W+OKlzhPQBs6k+PAbUcg1IaohkQT6Vjb1JV6\n", + "Unh3RzY3t4PBgA+yxIXyJg2IrUqTZJd+8GBDg3nfGrbdKI2N5v2bWA8tpqn74UBeiQv25z2Io8vG\n", + "7rYkNvWxUeIIedG4CEqcG9IkTneLAgwdMrOu5ElJmX7zAoDU2d6zqt/KgG5UbFhvq9Ax4jTYNuRN\n", + "vz81ptZDYoclbiix7Enc4Gr8QEkcKtY0MSmIYh922DGGdMAQI+0STWtRQsXc7A8hUdssvV4FaZum\n", + "RCremTbESHvUaDnbjUnbUX0vlKqM2/RQIIqjddLcGTdaEHck2h4MI3E09VqxnXiXtDTobmUMP+EP\n", + "h7IbbZNjLaEWPyWarUr6/GMrXuLQohQJDWWR6G3J0Vqo0rGrRRq8dAzOKTn8xUGSuHx5E2ZTes0h\n", + "RlqUyIZaytCSVxNqsfPSOvS2kfwSB1S+tOuhXFDOGqSlN4esE0Kc4iIocW5ISpwpcPgeXhAPLehW\n", + "Nfyv19PotzegaxXLm9sD4e1lQ0ucHituSu0XiV0dEocKKahIi2KPT6weQHAPVltGK9Km1wLECp0Q\n", + "QtzhIihxbvAkDuKkX0Sf7T2oAK1yunsV48OZEoduWEzHfCxrdsmC8LayMXHff2uDbonLJnFjiTVP\n", + "4q6vxg6QxJFCSXSaY7T5oPuzri7VikcIIaT8uAhKnBs8idOtZvjftpCJfuoUsmZKHNAiiFdwaXkr\n", + "dLsaSJvZEgfBRGKHJW48sU6Jq2o2JYoutqN4y0OdHD1aJ414c4DRVUcIIaT8uAhKnBtqzFa4Qu9b\n", + "061s6Do1JU7fF4dXcOH/HkWxEod74MyWuGwSN5nY8CTu6uoEJY4QQggpEy6CEueGmmJa4TQQNqwT\n", + "bo3TD0CY987hf8yzbccGEhbypskmccgoSNx7q2OUOEIIIaRMuAhKnBtqim2FA7g3ztYah7HkME1T\n", + "DonDkCOYRokjhBBC3OMiKHFuqIFkFdMKp4GYYd1wa5wWN1PiihFEJGyf2mYhEncjMetJXHTlPiWO\n", + "EEIIKQMughLnBk/iipEsTbbWOIwvt1eJMwf8pcQRQgghLw4XQYlzQ40eEqQUIG2QNDzQoCXOHBhY\n", + "Y1s3G0jYwfhmUuIAptkkrj+x6Enc7ZW7lDhCCCGkDLgISpwbavQbFkrBbI3T71bFgwh7lThsoxCJ\n", + "u51Y9iQusrJEiSOEEELKgIugxLmhxjaxGPTDDOhG1a1xeHm+7lYt9n47JGxY4uYf5Ja4/pUFShwh\n", + "hBBSBlwEJc4Ne5Y4PbAvnnLVEgfwRodSJU4P+Gu+tcEmcWOJdU/ieldilDhCCCGkDLgISpwb9ixx\n", + "QLe6ma/i0uPP4bNtnWwgYSlxhBBCyP7gIihxbiiLxOk3NJgPOKBLtVSJm13339qgwftUbRIXSzz2\n", + "JO7yytiBkbjV1VVCKp6JiQlyiPjDH/4g33zzjfWaRQ4fLoIS54aySBwecICwAdzPBnHDU6/4Xuzw\n", + "JTpxTYnDNm0ShwyDxL23MnqgJI7BqORAGf3zn/9MDgmQuN/+9reeyNmuWeTw4SIocW4oi8QBPbQI\n", + "/ofEXd+jxOkX4OeTuMur457EjS37GUqJYzD2FpS4wwUk7rPPPpNnz55Zr1nk8OEiKHFuKJvEYagS\n", + "SBvkDRKHz8C2bC504poD/g7d3coqcddXY57E3VleocQxGGUIStzhghJHwrgISpwbyiZx5phxQ3dT\n", + "Y8XZls2FTtzwWxsocQzGiwlK3OGCEkfCuAhKnBvKJnEAr9+CuOn74Up5J6tOXLS+FSJxg6txT+IG\n", + "lhcpcQxGGYISd7iAxH366afy9ddf8+EG4uEiKHFuKKvETSb8LlXNXiQuPODvldiGz/QDuTy1LreX\n", + "HlHiGAwHQYk7XFDiSBgXQYlzQ1klDuhWOFDs8CJAJ270Xm6Juzm/4WXYndUVT+L6lmcpcQxGGYIS\n", + "d7igxJEwLoIS54ayS5x+DddeJU4P+Ht9zh+2ZPjulsfg0mNP4q5Mr3kZNrqa8CSuZ3mKEsdglCEo\n", + "cYcLShwJ4yIocW4ou8TNrPuv4QLFDi8CdOJmk7ih+KYSuHV5b2pNplSmaYm7ujxBiWMwyhCUuMMF\n", + "JY6EcRGUODeUXeIAWuDu3FMJ+aD4RDITWHelhiWud+aBJ3F34o+8jIPEdS+PUOIYjDKEO4lblB9/\n", + "5wdy5YltXsDij+U7P7giT2zz9kT6vp9c+YF858eLoWWyUcBxH2AocSSMi6DEucGJxO0FM4GzSVzf\n", + "3IYncQMLG1UlcZsT1+X69TATshnMzx+fyHx/McszGJlRlMRtXJC/+06L9O1Y5mVAiSuar0blR07S\n", + "IwUljoRxEZQ4N1S0xGHcOUgchhsxJW5g4aEncT0z617GXVuZ8iTuTnzlwEvc4NKXwbfi49uvlmWo\n", + "KOljMDKjGIlb6fyenDp1Sk5deN86Px1KXNEs/jf5HiWOvGBcBCXODRUtcTcXfIkbVOJmStzQ0mNP\n", + "4t6bXPMyrncl5klcJL5UxRK3KRPXx+TB50pU+/v8Vrq+fhlb+UK+xezteRkMpvf190t//4iseJv6\n", + "Vr7anJbBvqBlr39Mlra/wQwvvlwaVPv8Qr5YGZN+zB9ckswj+KN8MDsi/XobfYMyvfmVv9+M+FKW\n", + "Bq/LRMgk087tm49ldig4B+941bF+7s/KfbzY9qAsffGFrIz1e/P9beZJGy9ynwPSoX82kdzu9et9\n", + "Mji9KV98smxsE+t8HayByJ22GfHNtiyp7fd5278u/WNLYi5eWF5gM6qc9wf7LMt5pEfBEvfVtPzo\n", + "uz+UwcULcup7nbISnr+zKOd/UCff/c535Lt1P5DO6VHp/F66DO0snpcf1H1XvvOd70rdDzplerQz\n", + "t7R8tSFXfnRK6r77HX+dv78gG8G8J9Od0vL9V9R0vb8nxrq5JQ7H8cNT/rF+57t18oPOaeMY/HXP\n", + "j16RH53yt//KqR/JlY2vkuuD/Pv/sSx+tZJMkx8vYvqOLJ7/oZzy0iB9vSejP5a/x/bU8fzd3/2d\n", + "4rwsett6ItOdLfL9V4I0QLqZggkRVuf21YpOW7VfPc8CJY6EcRGUODccCImLLGVK3NXYuidxo3cf\n", + "yfDKPU/iLsWjVS5xqgIempftP/pV9t8+V+J2fUhWdH385ZL6nt4S9+3H09LXp6Z563wrf9yeTVsH\n", + "lT6kb3DigXz9N39aZvxVvtj+JDn/b2ob/dhPypCMyCdxf5UHY+rz/Ofib+5v8s3nX8hXwbZyHy+2\n", + "3acEdVAmHnwdrI8oIG3ynAPSAcIzsflHT4i+/eMDGYOc9UGGsZI6ls0JJWCpdfKlbXp8LStDOO9t\n", + "8Rf/q3yCfSpR+8I4hrx58fWKDF1XIvt5kHpfrshIX59Mf+xvpJTzCEehErfT1yLf/dG0fPXn9+XC\n", + "qe9J54o5/4lc+cF35QdXdAvdjkz/+O/ku981JO7JFfkBvr8ffN+Zlh//3Xflu1klbkcGf/hd+f6P\n", + "p2XH+/6VPHmy489b6ZTvf/9HMqq3jW19/3vy42ktWrkl7qv3V2Qj2SW8IedPfTeQLIB1lWCp49r4\n", + "yp+2A0GCwOp1Ctr/KTn19y0h+ftK3l/ZCM5HsXFeTn3XkC5Ly+RK5/fl+z8aTU7bmf6xfP97P5bp\n", + "4Ni8dU6dkr9vSR1vLihxJIyLoMS5oaIlbujupidxeGNDWOKuzz7wJC4yv+Fl4OXlMbkQH5bBxaUD\n", + "LXF+64lB0oZ8UZlIq3lDwpQhcd962xxJ/DX4jvhSltU6eppX6ffPynaWCt0eOBYlElbfzC9xiRFT\n", + "4szId7z+tvtntz1BSUUBaZMR6efgpUNay5c6FiWb/fOfBN8R5jr50zYtlFRmii/uYYSA+d8KyQss\n", + "k35MIh+o49DTij+PzChM4nakr+W78qNAUlJCF8zHvXKmjICdQfmhIVIbF5TUhbo0dwZ/mL079f0L\n", + "6YKT5CuZ/hGE0Wz5UmI2+iP5zg8HA0HKLXFhFn/8HWN7WNeUOvCVjP7oO/LDQUhkofv/jvyfo+mt\n", + "d5mkH2eGxHmtn8Z8D/NY1Hes853/U0YLEDhAiSNhXAQlzg01ONFKAomv0RKHFrmh+GMPvKnh9uJD\n", + "6ZvzJe56bE0m725I5O6SJ3GXF0ZVJi97mT0wsRAUn/KGrdAXyt5a4sIVbz6J8+dniKFC78er9LOb\n", + "jh/f/lG2lydkSAlHXx+6atEtV6rEqc19lZAJdAf2j6gfXap1LP/xZhOzAtImzznY0iEzP8z95E/b\n", + "tNicsHaPmvsoJC+wvG2fer3izyMzCpK4sFDt9EmL+YCDpQUpLCjpohRgXS/fPLT66e5JA7T0JbsS\n", + "c0vczkqf/Ljl7+T73/++13WJrsp0iQuLUyCh/w3bKH7/KXZkpe/H0vJ331f7Rpfp9+WVXBKXts0U\n", + "aeeTKw0tUOJIGBdBiXNDRbfEjd3z3596Y/5RRktcRIkcJO69ifteBk4sP5CL8Tvy7uKQDMwvHtiW\n", + "OKsAeFG6xOXygvzi8K18PK3EZ2RFvvirbiLKJQG2ffqtQenn9jf5+pOEzA71e119CW9WvuPNNj9f\n", + "2uQ/h1IlLvuxhqKMEpe9jJRyHplRiMThgQbcwxUmKT4HSeLQFfq9H8ng+6lWssyWOLvEfa9zRX0u\n", + "XeJWOr8v3/vRoLyfbDULLUeJI/uAi6DEuaGiJW58xZc4DPgblji0yF2ZWpPu8ftK4B55GXkzPudJ\n", + "3HvzUUqcF/79Z+HuNzPyi4NFVvR9WdZDtckNug2znZsvWP68fMebTZzypU3+cyhefvKnbVrovMno\n", + "TlXH9YH/rRCJ+3xeSe9IQu3dHi9E4rwuvVNyQd/LFvDV9I/ku6cuyPv4butOxXAZhqDYulO9Lshs\n", + "AmLbZsDij7N0Z/6gL9hWdokLt8r5996FJU5J2rSeD9K7MIvdv49F/kJdzplCpraTpTv1B33B/ilx\n", + "ZI+4CEqcGypa4iZX/fen9sw+9OQtLHHXYuuexA0tbHgZORZfkwuLw/LOfERuzcwdPonTYqLvlFfh\n", + "3Xyvps1/HDwI8O1f5Y+ffy5fBBaQXxz8e9hwH5q3/t++lIT35GM2CfDvFetT2/SfMfibfLky5j2R\n", + "aT03tb3lIdxH5j8NkPt4S5W4/OdQivzkS9v0CB5sUMeQ9mBD/7x8EmRXIRLn53GfjCW+EL9R8W/y\n", + "zZefyOfGgyquJc6TtZa+1M34SVak83v6AQc87JD+YMPK+R+kP9jgdcmq78kHG/DkZq4HG55In5p/\n", + "qnMxue+v3n/if9ataXrb3oMF35UfJe9Byy5xnmydOp96ylV9/7vvmlKGdb8rrxgPCngPE3z3R6n7\n", + "zorcv48vX6fObwTfn6jvoYc/1Ha/Zz60oFgJWu90GmUcCyWO7BEXQYlzQ0VLHDICAmeKnClxN2Yf\n", + "eBJ3a9bPSGRo3+KsJ3EXZ4YPpMRl3u+kW9YKkDglK58sDXnCdP36kCx7y34rf/xgXkb0kBSKvqFp\n", + "+SBHpR+Ob7/A0B3B+t7wFNtKvLJLQPoQIn0yNPuxfDDfH4jE10qg+oJj1PM/CIQPket4S5W4/OdQ\n", + "mvzkTtuM+NvnsmwOMTIyLx+HhhjJK3Eq/vZ5QiYGdfr6Q7QsB0O0uJe49Acawrx/4VTqAYcn09KZ\n", + "HGLklPx4dEWu/CBdZDAsR3KIkVM/ltGVK/KDXAISHmLkVGqIEQwTYg7x8eNRc+y67BIH4RxU23wF\n", + "XcLB8CIbfT9Ml7jvdcr0Ru4hRorZf5L3B5PbxDqd0xvS90NzOTzVGxzbK51BKySGJTGHGFHpZraK\n", + "UuLIHnERlDg3VLzExdY+8gTuSmxDrs8FIhdI3K15X+KuTieSEhddvC+/mh+UrhlVWU7PBMWnvGEr\n", + "9IWSS+IYjEqIfC1xpLqgxJEwLoIS54aKlzj8D5G7NqP+AtciF0jc4OJDT+K6x1eTEoeMvT4/7Unc\n", + "29MDQfEpb9gKfaFQ4hiVHpS4wwUljoRxEZQ4NxwIiQPTiQ99kZt+INdnN5ISd2Uy4UncnaUHSYm7\n", + "M39P3p4ZkPPTN4PiU96wFfpCocQxKj0ocYcLShwJ4yIocW44MBKHjPBELvZALk+ty425B57E9Uzj\n", + "CdVV6Z/1MxQZiwwemFlgdyqDUUJQ4g4XlDgSxkVQ4tywjxK3pRJ5SiXk/bTpZgKHJQ6MrWx5EndF\n", + "yRskrm8GT6iuyrWp1TSJQ0Yjw12ErdAXCiWOUelBiTtcUOJIGBdBiXPDvknc/PqMSvC+gFuB0D1K\n", + "S2CbxCFjrk6vey/AH1jYkP45PNywKt1j9yhxDEYZghJ3uKDEkTAughLnhn2SuA89cYPAza1FApHT\n", + "RFTibnoJnE3iBhYeehKHIUbw7tT3Jlblwug9ubOwRoljMPYYlLjDBSWOhHERlDg37IvELTy45wnb\n", + "3FrU+44WOL9l7pbM3L+h5q96CZxN4sbubXoShxY5SNzVqYQncbdi9ylxDMYegxJ3uKDEkTAughLn\n", + "hn2RuLm1YU/iIHPm9IUHC57Eza/PewmcTeIwHffE4d2p6E69PrPmSdy1yRVKHIOxx6DEHS4ocSSM\n", + "i6DEueGFSxxa3fxu01uWefc9iZtNjHgJnEvi+hc2PIm7HluX/tl1T+J+NXL3QEgcIZUOKnZyePjs\n", + "s8/k2bNn1msWOXy4CEqcG164xOEBBkgcuk8z5295Ejdz/6aXwLkkbnT5sSdxlycTMjD3QC6Nr3gS\n", + "F5ldrWiJI6TS+cMf/iC//e1vvYpdg5YaUp0gf5HfyHdbeSCHDxdBiXNDTolbeBBXLKjPH2bMKw08\n", + "0OA/wABhsy0DgYPI4eGGXBI3c/99T+L0u1MxxAgkrnfSz2BKHCGlgS41VOhomdGgq41UJ8hf5De7\n", + "UonGRVDi3JBV4lLdnrh3DSJnX64YIIV+K9y4dT5AV6r/cMNaTolDRvV5w4vcl97YmvTFEp7EXRyJ\n", + "U+IIIYSQEnERlDg3ZJU43e0J5tYGrcsUC7aD7YUH+DXBQw364YZ8Encn/siTuCtT9703NrwbvSvv\n", + "DC/J4MwKJY4QQggpARdBiXNDFonLHMctl3gVAtbX27PN18yvL3sSN7c25mWETmybxMXub3kSh8F+\n", + "b80k5L2xe57E3Zi4S4kjhBBCSsBFUOLcYJU4cxy3QrpACwHrYzvYnm2+ZuHBQ0/iMOhvPolDht0I\n", + "XrvVO31feiZXPIm7FF2ixBFCCCEl4CIocW6wSlx6tyda5XI/jJCfLWMbuR+SQMJC4vzWOP/NDSCb\n", + "xA0vPvQk7vLEivRNr3oS13V7QYZilDhCCCGkWFwEJc4NGRK3uLHuyZbZ7Zl7WJD8pFrzpqzzTZCw\n", + "+uGG2cT9ZGJnk7iplU1P4jBOHCQODzZA4vom45Q4QgghpEhcBCXODTXhtyZoYTOfSM01QG8hFPJA\n", + "gwYJO7cWCyRuNpnY2SQOGdcT81+7hTc2XBlb9iTuvZEFShwhhBBSJC6CEueGGl/YtMiZ3Z7pXafZ\n", + "XpWVj2IFEAmrH26YTYwmEzuXxA3OP/Ak7pISuJ6Je57EvXN7jhJHCCGEFImLoMS5wZM4gG5UtL7h\n", + "s63bM/Www3DGvFz4L7YvvCsWCasfbpi5fzuZ2LkkbmL5UfK1WzemVuSdoQU5H5mVWxNLQfEpb9gK\n", + "PSGEEFINuAhKnBtqUuPB3VInrrs9160L62FH0Lpmm2+j2HV04voShzc3+N9zSRwy8MqE/8aGq+PL\n", + "cvHOkidxV0bmg+JT3rAVekIIIaQacBGUODd4DzakRC73OG66VQ1DjxR2f1thY8OZ6MSdTQx5Eoc3\n", + "N+B7PomLzK15Encpelcuj8Y9iTs/EAuKT3nDVugJIYSQasBFUOLckHw6NfVAQ6573lL3zPnc8tbL\n", + "1sqW2mbuseFMdOLOrU16Eje/vuR9zydxY3c3PIn71Z0l6Rn3Je4X/ZQ4QgghpBhcBCXODWlDjPj3\n", + "reV72f2WJ2X6TQ4aCFv6cqm3PoQfksiFTlzIGyQOMofv+SQOGanf2ICWuMsji9I9PBcUn/KGrdAT\n", + "Qggh1YCLoMS5wTrYb6GgBc7vYvVlzRS51IMQ0bR18qETF92okDh0q/rf80vcrdh9T+JwT9y10SXe\n", + "E0cIIYQUiYugxLlhTxKn0fe+mSKXes1WsUOSpBIYEgfwuRCJu7Ow5knc20MLlDhCCCGkBFwEJc4N\n", + "ZZE4oFvefJGbTX7O3z2bjpnAGGIEEodWuUIkDhmq39iAwX4pcYQQQkhxuAhKnBvKJnHAFDlf5vK/\n", + "ZiuMmcCziQlP4jD4b6ES1zvpD/Z7YXieEkcIIYQUiYugxLmhrBIHTJErZBiSMGYC47VbkDi8hqtQ\n", + "iRueT3gS1zXIceIIIYSQYnERlDg3lF3igC9ypb1n1UxgvAAfEocX4hcqccjYd4cXvSFGLvHpVEII\n", + "IaQoXAQlzg1OJA4U81YHEzOB59Y2PYnzu1RXCpa4a8E4cb8anA2KT3nDVugJIYSQasBFUOLc4Ezi\n", + "SsVMYD8j/PHiYqt40vX9giRucGaFg/0SQgghJeAiKHFuqHiJw//oTo2tXlcyd6cgiUMGv3N7jhJH\n", + "CCGEFImLoMS54UBI3OLGByqD+jyRw8MOhUgcMhoZ7iJshb5Q/vSnP8ni4qIMDQ1JJBKxgnlYBsva\n", + "tkEISYe/K0LKh4ugxLnhgEgcXsOV8CRueqVXZdT6gZW4hYUFryLZ3d3NCZbBsrZtEELS4e+KkPLh\n", + "IihxbjgwEoeMmE1MexI3vdKvMurxgZS4wcFB+eqrr+T3v/99xv+rq6vyH/7Df/D+x/fbt29bt7Gf\n", + "7MR6JbZjTNuMSGvDUampqZGjrVHZNZY9EMTapaaxW7Zt8/bCbkIi0c0Dkx5p+eoqTRyS63cV/n9/\n", + "f1fb0t1YI+0x27xCKcc23LLd3Sg17THrvINGxjXvEOAiKHFuOFASB2KrgzJ1T4ncvaEDKXE3btyQ\n", + "zz//XHZ2dtL+/+ijj+R//V//V2loaJBTp07J+vq6t6xtG7mItddIzfE2ie2G5+HC3yjd2+Hp2dmN\n", + "tkpj97YxbVt6m2qlJbITfN+RSEuN8f0A4kpY4u1SW9cpCdu8iiOUrwdQ4rL9rmz/F/+7Kqc0VbbE\n", + "bXbVl2W7ZZe43ai0voAymf+adzhwEZQ4Nxw4iZtff6Qk7obKuB6ZXhk9cBJ39epVefLkiWxvb6f9\n", + "/8Mf/lD+l//lf5Hvf//78rOf/cybfu3aNes2cgGJO378uNSpC2h6K1DxEhdvPx66oIWJSXtNcdus\n", + "OA6gsDjnAKZJtt+V7f/if1eHReKUsDSXZ7tllzj1R9HxF1Am81/zDgcughLnhgMocR+qjELGXZfJ\n", + "5WuK6IGTOFQkjx49kh//+Mfe///yL//iyRv4T//pP3nzAZa1bSMXkLi2SFTajtdJe3zXmJcpcbuJ\n", + "bmltOCa1NTVSc7RBWrsTgfjtSLStUeqO1kjtsXqpr1d0xoNtBBf5zW5prvO7UX0a5ZdvNUtNS0R2\n", + "kvtUqL+g22obpGvTmOYRHE8iLp1N/jHUHmuSjlj6X7z+Mfr7sc3fiXUkjyNzPiSzXaKbvaku34ZW\n", + "tU8jXTKEZUdiHU1yrBbndFQaWrslkdGqqVDr1dZ3yWba9E3pqq/10ye83c2ItDfXyVEvrXJsNyDX\n", + "eaOCrO+MSKS1wd9e7TFp6ojJtnee2dJyUyLtzV6eZqZDSAoOqMTp300+iv9dhaUJ5apNlSvcSqDT\n", + "W/1+IpvGOulls+ZonbRFkd4FpPV2tzSqchtLTtuUXp3X3u80Jt0t6bKV73dishlplYZjtcnjala/\n", + "7d2/JKSrsd4r90fr/N98awQyY/tDLZweapu9apte2fLLdqy7JSRxuX5XudNzJ9omjUhHVc69a1F9\n", + "p8ST2zXBPnQZr5VjTR3p3aBI6/ZoxrH6x1HANS/YTvbrJsDywXVN/96TaRwss2vMw3E2tEhvxvVx\n", + "f3ERlDg3HEiJw/TZ+2tK4HplPH5VJu+OHCiJg7j9b//b/+ZJ29///d8nBe7111/35pVe2fgSh78k\n", + "d2NtcryuXeLJC2VwcdEX452ItBxtkq5EcLHf3ZTuplq1bqoi0tvS3zMvaKELvCdszdJrXDh31QW4\n", + "trk3Xew8/G3VqGOM6uWVGDbV1klHPPgeHGO3vsBtq4u8ktPk/HiH1NW1SSR5TlFprzsubTEtJzg+\n", + "dVFu6pbNIB121IW8rrZFIlnu/4p31HmtmP7x7kiis1Fqw2LqEZeO4/XpcrrZJfXHO/wKJlw57yQk\n", + "vq2Pa0cJGNI6y1/8ec7ba+WoUZKuK2p13m3Ha6W2rjWZFv55miKgziWuykXwfUdV5LXJ4wvla/jY\n", + "DwAvXuJq5WhzlySSZbdLiZdRrlA2a5GHQZ7vbsuOVwYLSOs0idtVv0O/ZV2Xwc3uZjmqZCi5jXy/\n", + "ExN1nA3HlTDp49zdkc1kuQyfJ8gvcbvqHHCtSQoT/sA7qiTRkLjcv6sC0rOAMuntoy2SXGYnqn4D\n", + "5q0l2IbaT5O6xuk/VmPtdWm/77zXvLzXTX/52vr061Lb8eNBfuwqWVTLd6Wus7ubqmwEnysFF0GJ\n", + "c8OBlThk1IwSufF4j4wvXVH/Dx+olrh/+qd/SsobaFSCNTMzs8fKxrwIqYuFEoW6dv0XIC4uqYvx\n", + "ZleD1Kb9pawwJURRtMR569RKQ/IChWOokeZeW6uAv62wyOCenOMd+As4aHEyLnYgrrbvTwsuhqH1\n", + "cU9LqjXQrxzSKyX/mOz3f6nla1slmhRfxXavNNWEpgXEO46nHZ957PkqnVzdTbnPO1g3tO1YW01o\n", + "HVvla5AmCqF8LaDCrDT2Q+LSy5W5jL1sZi6nsKW1mTe4FywjH/EHRGob+cpLGt5v3JC4NMLnCWzl\n", + "KHSu6vcUPlf8NlLlO9/vKl96KvKVSe8PyPBxWn7raX/YKLz0Tclivmte/uumv3w4PdKvy+qzLW8q\n", + "CBdBiXPDgZY4ZNj0yn0lcddkdPGyjC7cPjASB0yRu3XrVlpFA/Ymceo7LlDJli1cXFIXucyLFUi/\n", + "YJcicWiBON4QdDPir9YsApS5LR9Pwpp6vYs19u91+YTxLqL29dPlxFYB+bJVq+TW+25WDt66lv1Z\n", + "tuGBc012qaIrVf+1rQhXOttR6WxRlW1dnd9Vg+6sLBKX+7ztApiZV+Fz35ZoZ4s01tdJndclhe4g\n", + "SlxhFFDu05bJUjYzllPY0tosw2nlWZO+jXzlJZ1dSXQ1y7Gjx6SpvVtiyVY4YDvu0s41rYzm/V3l\n", + "24ciX5m0plPoOKzbCG6BCH63+a55mfOBefz29EhbDz0GDUflaEOLdEYSFdcKB1yEKXHFQonLzoGX\n", + "OGTc9L1VT+JG5i7JyPxgRUscCqRZoUDkzp07lzZNg2Vt28hF+CKzE2mR2jr8lYiLS+pCmf9ilP+C\n", + "Zr/4qotigy8z3r7bsg07Yr/YhSUu8xg19vXTL+a248sncZkVQXZQAQRdqvhr3LxHztwuZLa2UTrj\n", + "qRZJm4hpcp93KRKHp4hrpbEznqow0s41lJb5KswKJPy7ykXxv6tCyr25TJaymbGcwpbWm0beWMtk\n", + "+jbylRcru9sS626XxqO10pC8X8t23PbfeL5zzZS4XL+rfOmpyFcms+yjIiUuYCcRkc5mdS2qa0l1\n", + "vVYILkKL2F6gxGVSFRKHDJy4O+tJ3PBst8rkwYqVuNHRUQ9b5WKil7NtIxeZFwu/Am/oiqqLS+pC\n", + "iYubtVugtn1P3algp7dZjndEvf2GL2Yp/G2Z9+ABdMPoLkl0XdTkGHsOXbfhC6Mpgf7x1Uhb2jHs\n", + "eE/gWbtTvS6Z0H1uecAxotsKYpjqRlaY27VUHundTenkO+/iJc6ST2hFrCKJc/u7KqTcm8vYuxgz\n", + "l1NY0torwzpvrN2pEI/UNvKVl5zs9EpztnLgYTlX75hynyt+D8kymvd3lS89FXnLpNpGlu7Upt7g\n", + "2LCNmrZ00fPOv/Du1PzXTVsa2rabAteCbPP2Cxdhk7JiocRlUjUSh4wcW5z2JO729AUZio1WpMR9\n", + "8sknXiWC1gB069jAPCyDZW3byIX1YuG1BNVKrXmR061DoRt0TRHxhKrNHKokfIGyXXwV2PZxta5x\n", + "f10m/rbyPtigvrdFUjfk724nZFMvj5vHj6du5vcfbKiVVu8pQEzD8RX/YENtU5fE9Xzc+L2Z2n8G\n", + "6gLeUN8szfWhJ3DN7XoXeXWcwTZ3El0ZN36nkee8i5c4v7WhVYvrTkK6mo9WVXeq299VIeU+fZnd\n", + "OG6qx1OH+sGGHdnewefQttCC5D0AEXxXedOpfoepvFEi0oZ7W1MPNmxH2lQZNraR73eSgx31G2pI\n", + "jmfoj/uY/ocVjtd/GMD/jocSmtS1xDhXPLxkPtiwHZE29Ts0y2ju31X+9PT+6LCOf5kC+zjeGnqw\n", + "wbwXz5O43A825L3m5b1uhpYPyC5x29LbcrTixqFzETYpKxZKXCZVJXHI0Oj8lCdxkclfycD4xaD4\n", + "lDdshb5Qnj175g06+pvf/CYnn332mbesbRu5yHax2O5VF97whdIYkgKPyrd0GY/Bg+DeDdy/ctRr\n", + "HQtfoLJIXPAXcPImfyv+ttp6Y9KRY4gRb2iOYL7tcfydeGfaECPtUbMC8o+vM5IafqGQIUbiXS3B\n", + "EARIlzpp7khVoJn455G+DUXadnclriq+tOEVYqpSyiZxIMd5Fy9xkIpOaQqGlfDTQKX78eqROLe/\n", + "q0LKfXgZ/MEQGmLEq6gzl0sN+YF8VrKfiEhrUuIUuwnpTg4xUqd+pwmJtodaufP8TpKoPyAa9TEF\n", + "+zOX28WTpcGxNOsWrIyhPxISUb/v1P53JdGdGrajrqVLEkqg0luscv2uCknPHXXOOg2y/XGo9tFp\n", + "DjGC4YWM+V657pSIcawZQ/3kveYpcl43LcsrUr9PJcpt/lAuyXQwb3OoEFyETcqKhRKXSdVJHDL2\n", + "zuyEJ3H9Y28Hxae8YSv0xARPz9nGhjOxX+zKSzbJJIQcOg7gHyf7hYuwSVmxUOIyqUqJQwYPxyZk\n", + "cGo0KD7lDVuhJyk2u5vkqHVsNRNKHCHkBUKJKxgXYZOyYqHEZVK9EqcyuhLviatmvG4+rxuj0xhk\n", + "OBuUOELIC4QSVzAuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYs\n", + "lLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgI\n", + "m5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGE\n", + "VAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3Q\n", + "E0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCn2hrK6uEkIIIc6w1T3F4CJs\n", + "UlYslLhMKHElhK3QFwp+YAwGg8FguAhKHCVuXzETmBLHYDAYDEbhQYmjxO0rZgJ334omP1PiGAwG\n", + "g8HIHZQ4Sty+YiYwJY7BYDAYjMKDEkeJ21fMBKbEMRgMBoNReFDiKHH7ipnAlDgGg8FgMAoPShwl\n", + "bl8xE5gSx2AwGAxG4UGJO2QSd6l/VCoJiJuNizdHfPruyAXFuzeG5d3rQ/JO7215p2dQ3r4Wkbeu\n", + "3JJfXr4pv7h0Q9682Cud714Lik95w1boC4USx2AwGAxXQYljS9y+YktooDODLXEMBoPBYNiDEkeJ\n", + "21dsCQ0Oj8R9LctD12Vo5evge5b4ckkGB5fky+BrODYnrsvEZvClkuNv38gf//pt8MVB5EknBoPB\n", + "qKagxFHi9hVbQoNDI3GQjqEhGRpaVjqXI6pE4r5cHpT+2U+Cbw6CEsdgMA5RUOIocfuKLaHBYZG4\n", + "z+cHZezB1/JgbFDmPw8m2uKAStxfH4y92OOixDEYjEMUlDhK3L5iS2hwOCTuY5nun5aPv/VlZ9C0\n", + "uG+/kJWxfunr65f+fiV6sxMyZMjJNx/PymBfn/T1q/lDszI7lkXi/viBzA6p5bAdtXz/9KZ8483Y\n", + "lAm176XZIbV97EfNG1uRL2w9nd9+JZvTg/4yYGRePvY34kvTyKwsKQn1t9MvY0vb3j7++MGsDPVd\n", + "l+veOfTL7MdYfFAGl4KzKGq7fTKoNqBnf74y4q/Tj3MbkWV94FklDuc7K4kVlc7BcY6sfCKfLOvv\n", + "6dv/ZntJxgZx3Nj+kDr2YM43H8vsoJ/u3nGr9PyjN9nPD3/5fpnexFQVn6/ICKYFy48sfyH+kX4j\n", + "Hwdpj3WuX7+u8nFMVlAEvHQJ5mGb2fKFwWAc+qDEUeIcsSUjw9Myct82L4UtoYGfGR/K1Oy8XLs9\n", + "JT3Dk3I1uiITgcRNzM1I93X/SdV3I4sydAAl7tuPp5UEfOxX6t8GQufNQQudqsBnt+Vv3rdv5Qsl\n", + "P9e1nPz1gYxdH5HEH4Oa/ZtNGVOyZG/x+pv8NXkPGu6/GxTfoZTUXO+Tsc2ktkhiRG3jg+CrEeFj\n", + "+aMSzr6hFb/7F9J0XW1TW8bfPpd5JTlqcS8gbeZxmRJX1Ha/3ZZZJbPL2v/++tdgPfVZpWOf3kku\n", + "iTPP95uEjChxGkn8MUh/Y/tI38FZ2dY78JadkE21II5/JKHTTJ3u37DQl7I0qPIjOflvanrw8du/\n", + "yl9TByrTfWo7+IzjNLrQP1Fpoe+LROts8rjUv9uz/SnxZTAYDCMocZQ4N6zclVuxZbk1/dg+P8CW\n", + "0EBnxmyQQcioqelxuTEPiVuT/v6YDAUtcYNDg3Jp7KBJ3F/lwZjfQuO3xvgtNdNollNSsDzYL/Pm\n", + "rWOmnHwwIddHEmoLqcjWnfrtV6qgjwypdYP99JkSN+aJiY6wcPmBY4FMBV+9wLqGjISkCcKppSO7\n", + "xBW2XXP25oQ+9m9kexktk34r3SBasgqSuGDbXkC89PYQxnekrxI+nS8+I7Ki5n37xYqMqe9D00vy\n", + "wRd/TYrWFytjapkhmV76QL4wHtz4ZntZJobUOWMbKg/69DF8Mi/9Kg+19yHNfIlDulz3WvPS9o9m\n", + "TAaDwQgFJY4S54CPZWJiTkZVoo6OLsrERjD9XlxVtnHpG1lQTMn12GOZR+Im7sutyVUZVtOujiVk\n", + "Tk3TmWF2p05MTUjfgpK4u0tyaUhVjro7dWJU3h5aOlgS57X2zEvabXBoURp7oOQsEArTYEw52VSS\n", + "MbYZCIQfdon7XOaVAMwmm5RMcQlLDXaRTeJCQmmua5GtwiUu/3b9rfihJQ5dz9dHVkQ3RHrpUW6J\n", + "0y2C1vibfPP5B7I0puRK5Vdyub99I59/sORJHu5z1C2mK6kDNY7hG5XdSuqUHI4MKRFNdpkiXSDz\n", + "3kIMBoORMyhxlLjys74mfRMbsqg+L95dlP67QeIpibtstMxNT09L5J5KXCVxvarSjBmJnSFx95bl\n", + "2p0VmUR3alxJ3PC9lMRNTcmFwYUDJXFfLw9Jf8aTDOhuG5MHf83savxKLZ+1O/VvH8iEtTsV20uJ\n", + "yrdfKMFBF6X3vVCJ86enjkXpx2au7lR0S6Z3p5pdgeb3vNvNInFfr6i0UAfq7/EbNb3MLXFe+uJB\n", + "E31k6rT+qlvdjEAXrO4eNeLb7Vm/e/frFRnCPoMVv1GymWyJU9q7NOjndTiQ95D5pPsZXbJfPpiV\n", + "peD+vL9+vKwuYv49duZnBoNxeIISR4krO/OLc3J5aEquBVweXZN5zENL3MIHyeXmFmZkYFklLiRu\n", + "8mFaYqdJ3MqqXB9ZlimVYci42PJdtf2D3BKHe9P6rU+jevdGLSuNCT/YsDwvY4achB9sWJ61C9jX\n", + "DyaCBwD81p7l6aGiJU6+/aN8MDvkdfdiW31qf2kPICgZmTYfbFj+PClm8mUieWN/5oMN+bZrlzj5\n", + "6yeypB/W6B9SP+QlGSqnxKn42+fLMobjVvvwjm/Cb3H70us2xX6DfFmBOH3p5VVyukqPFU9q/yqf\n", + "LAXnp6YPzSbUcQfH8O3X6nx0/vr7SD5YYaaLdwwqz7yygi7469IXGDJkD93qOC7zM4PBODxBiaPE\n", + "lZkt+f/bu7sdN6osgMI8Yp4iz8XkAgnBAIKZVsKEJkACnb9mwiCNEBKPwW3R2+7jPq7edWw3XSlX\n", + "+VvSUqRWrk5taS9Vle2zs4vuvPrb+fmz9QccriLu0Te/Vn+v7sQNRdyb190nj99051cXKi7YKuIW\n", + "8U7cQhiMJrSIDyvcfKgkiDtzdVQCwG5EnIi7X19fdB//8P/tv719030cj1GvIu6jxy+uouxF91nv\n", + "nbg84n7p/vnpWffhF193jz5/0j2K31p9crm6gE+fP+/+MfNPpy4CEXcH/uwuz+Jdxerh5+oTxvnj\n", + "VQAYQsSJuPdn73FqmB10WC7G6nFqvBO3dSfOb6ceDSLuTqw+5Vo+MXz9CPbHP+o7cwCwGxEn4t6f\n", + "Ig4AgHtDxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBG\n", + "xIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0O\n", + "OhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0\n", + "EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKz\n", + "gw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAA\n", + "bUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU\n", + "7KBDEQcAQBsRJ+KO0nLo/ZB79vYq4q4u3vmrX7v/XLzrvv7xv93j52+7f3/3qvvq24vr8blfsqHf\n", + "VxEHABiLJUdc7PTY7bHjY9fHzo/dHw0QLdAPuCXF2pAi7g5kQ7+vIg4AMBYiTsQdpSIOAIA2Ik7E\n", + "HaUiDgCANiJOxB2lIg4AgJyHDx+u/hVxIu4oFXEAANymBFwg4kTcUToUceVrRvoRd/b96+5fz15e\n", + "j8/9kg39voo4AMB9UQdcsOSIi50euz2LuOzrRUTcEblPxD19+YuIAwCcBP2AC04p4mLni7jkj8do\n", + "HXGbkBuMuEsRBwBYLP2AO4V34m4i7nIw4krAibgj824R9+p6fO6XbOj3VcQBAP4OQwEXzCniHjx4\n", + "MGj2/2Oni7htFxdx8TMccYHLT2+NQTb0+yriAAB3pRVwwdzuxO0bcGH5ya3Y8bHrRdyMIi68FXE/\n", + "/7aJuOz3U+NTLGOQDf2+ijgAwFjMLeLCfQIujJ3e/N3U6n24EnFZSyzJRUTc6mtGSsRdvFtd4Hjx\n", + "8VgjjiTJscx2zyGOQRZltbsCLixfL7KKuKtdXyIuGkDEzcC4ICXkSsTF7dN+xNXvxY1BNvQkSS7B\n", + "Mcii7FDr9+H6ERctUEdc6YWsJZbkciKu915ceaQ6BtnQkyS5BMcgi7JDrR+l1u/DibiZOBRxt96L\n", + "29yNe3s9PvdLNvQkSS7BMcii7FDL98PVd+E278OJuOO3jrg65PrvxdV348YgG3qSJJfgGGRRdqj1\n", + "Xbj6UerQ+3Ai7sgcirj+I9X6btwYZENPkuQSHIMsyg61vgvXepQq4o7YOuTqiKvvxtXvxo1BNvQk\n", + "SS7BMcii7FC33oWr78Kd6KPUcNYR1w+5cjeufqw6BtnQkyS5BMcgi7JDrR+jugu3drYRV0IuvRtX\n", + "PVYtd+TiNmw8T48XI+MTLvFR5fjOmTC+BXrty41ffXvR9Mvzn0iS5IDZ7gzrXVv2b9nHsZtjR5fv\n", + "g1s9Qq3eg6sfo7buwoVZQyzNRUTcXiF38a4Xc5eboCtRV1sGasib8CNJkn2z3Rn2923Zw7GTYzfX\n", + "8Ra7e5+AE3Ezso64XSFX3pEbirmboCvGEO22DB1Jkrxttju3vdm9ZR8Pxlv1CHUo4OqIy9phic46\n", + "4voht4q4HSG3FXPXQVei7hDLwJEkydtmuzOz7OGyl0u87Qq4EnH9gAuzdliis4y4sL5Yu0Kujrl+\n", + "0JWoq90EXssydCRJ8rbZ7ry2v3frnbwJtyreBFzubCMurC9aHXKbmIuLncVcFXQl6g61HjiSJLlt\n", + "tjuHrHdy2dO34u064MqeP/WACxcTcWEacr2Yq4NuK+oOtR44kiS5bbY7G9a7uezrOt52BVyYtcKS\n", + "nXXEhf0L2A+5rZirgq6Ousx6mDKzASRJkmuz3RlmO7dY7+h6d9c7XcDdOPuIC/sXslzgYn3x66HY\n", + "WA/NnmbDR5Ik12a7c9BkN9e7u7/X+3s/a4NTcBERV+xf1LB/4euhyMwGKTUbQpIkuTbbnZXZDq7t\n", + "7+9sx2ctcEouKuLC7CKH/WEYMhukzGwgSZLk2mx31mY7ODPb6WHWAKfm4iKumF3wvtmw7Gs2kCRJ\n", + "cm22O3eZ7eq+2c4/VRcbcX2zQfg7ZsNHkiTXZrvzLmY7nWtPJuJaZkOzy2xgSZLk2mx3DpntZu5W\n", + "xJEkSc5QEUeSJDlDRRxJkuQMFXEkSZIz9IOnL//XkSRJcl5+kH2ihCRJksetiCNJkpyhIo4kSXKG\n", + "ijiSJMkZKuJIkiRnqIgjSZKcoSKOJElyhoo4kiTJGSriSJIkZ6iII0mSnJ2/d38BvswId5zZy/wA\n", + "AAAASUVORK5CYII=\n" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Image(filename='assets/sharing.png')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.9" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/excel_python_and_plotly/excel_python_and_plotly.py b/notebooks/excel_python_and_plotly/excel_python_and_plotly.py new file mode 100644 index 0000000..bd3b179 --- /dev/null +++ b/notebooks/excel_python_and_plotly/excel_python_and_plotly.py @@ -0,0 +1,377 @@ + +# coding: utf-8 + +# ## Online Dashboards with Excel, Python, & Plotly +# +# +# ##### Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings +# +# +# +# This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with +# - [pandas](http://pandas.pydata.org/): A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite. +# - [IPython notebook](ipython.org/notebook.html): An interface for writing and sharing python code, text, and plots. +# - [xlwings](xlwings.org): A python library with tools to connect pandas to data stored in excel workbooks. +# - [Plotly](https://plot.ly/python/): A platform for publishing beautiful, interactive graphs from Python to the web. +# +# ####In Short... How you can go from this: + +# In[1]: + +from IPython.display import Image +Image(filename='assets/prices.png', width = 700) + + +# ####To this: + +# In[2]: + +import plotly.tools as tls +tls.embed('https://plot.ly/~otto.stegmaier/609/previous-min-and-max-prices/') + + +# In[3]: + +Image(filename='assets/logo.png') + + +# ##### Why we are working on this: +# +# At [Liftopia](http://www.liftopia.com/) we are working on bringing dynamic pricing into the ski industry. We help consumers ski more by offering tickets for purchase in advance at lower prices in exchange for their commitment. We help resorts control their pricing, drive more predictable revenue and grow their businesses. +# +# Since one of our core business channels is pricing and selling lift tickets for our resort partners, our analytics team needs to be able to communicate our pricing plans to our resort partners in a simple, but effective manner. The ski areas we work with often offer tickets on 120 days of the year at upwards of 10 different price points on each day of the season. If you do the math - that can mean trying to communicate 1,200 different prices for one product. Some resorts offer over 10 different products. Now we are at 12,000 data points. Want to see the junior and child ticket pricing too? Now that's 36,000 data points. +# +# In an effort to communicate our pricing plans more effecitvely - we decided to use [Plot.ly](Plot.ly) to help us build web based interactive visualizations we can share with our partners. +# +# To do this we connected one of our pricing tools to a python script that interacts with Plotly's API.This notebook walks through a simplified version of that process. Note - the data used in this example is intended to show how we use Plotly from Excel - if you want to talk to us about our beliefs abour pricing - get in touch! (ostegmaier@liftopia.com) +# +#
+# ####Covered in this notebook +# - Connect to an excel workbook with XLWings +# - Clean and prepare your data with pandas +# - Plot with Plotly +# - Building the VBA connection to your python code +# - Sharing and Collaborating with Plotly +# + +# ___________________________ +# + +# ## Step 1 Connect to your data in Excel using xlwings +# +# To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI) + +# In[42]: + +from IPython.display import IFrame +#A few imports we will need later +from xlwings import Workbook, Sheet, Range, Chart +import pandas as pd +import numpy as np +import plotly.plotly as py +import plotly.tools as tlsM +from IPython.display import HTML +from plotly.graph_objs import * + + +# In[43]: + +#workbook connection - When connecting to a file from a VBA macro you use Workbook.call() instead of Workbook() +wb = Workbook('C:\Users\Otto S.OttoS-PC\Desktop\Plotly_Post\Example Workbook.xlsm') + + +#
+# Using Excel as a Plotly Dashboard... +# +# Ok - so maybe its not so high speed - but its a good fit for our users! Plotly has a ton of great GUI tools to edit the graphs once they're made, but we needed a way to make it easy on our users to get the graphs out of excel and into Plotly so they can edit the graphs there. So we built a "Dashboard" with some controls: + +# In[44]: + +Image(filename="assets/dashboard.png", width="700") + + +#
+# Now we can use some of these user-input values to control what elements get plotted + +# In[45]: + +#Now we can use some of these controls to customize the +folder_name = Range('Dashboard','B2').value +graph_title = Range('Dashboard','B3').value + + +# ## Step 2 Clean and prepare your data for plotting using Pandas +# To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI) + +# In[46]: + +#short function to create a new dataframe using xlwings +def new_df(shtnm, startcell = 'A1'): + data = Range(shtnm, startcell).table.value + temp_df = pd.DataFrame(data[1:], columns = data[0]) + return(temp_df) + +###Make some dataframes from the workbook sheets +#Core Product +shtnm1 = Range('Dashboard','B6').value +df = new_df(shtnm1) + + +#
+# Based on user input from the "dashboard" sheet in excel - we can choose to create a new dataframe for the 2nd product + +# In[47]: + +Image(filename="assets/toggle.png", width="600") + + +# In[48]: + +#2nd Product +product_2 = False +if Range('Dashboard','C7').value == "Yes": + shtnm2 = Range('Dashboard','B7').value + df2 = new_df(shtnm2) + product_2 = True + + +# In[49]: + +#3rd Product +product_3 = False +if Range('Dashboard','C8').value == "Yes": + shtnm3 = Range('Dashboard','B8').value + df3 = new_df(shtnm3) + product_3 = True + + +# Its easier to work with the column headers once they're cleaned up, so let's clean them up a bit + +# In[50]: + +#Clean up the charaters in the columns +names2 = [] +def clean_names(column_list): + #Short function to make our column headers easier to reference later. + names2=[] + for name in column_list: + name = name.replace(" ","").lower() + names2.append(name) + return names2 + + +# In[51]: + +df.columns = clean_names(df.columns.values) +if product_2 == True: + df2.columns = clean_names(df2.columns.values) +if product_3 == True: + df3.columns = clean_names(df3.columns.values) + + +# We found it useful to be using a common index across the products - at least for our purpose, so we reset the index on the date column and convert the rest of the data to float + +# In[52]: + +df= df.set_index('date').tz_localize('MST').astype(float) +if product_2 == True: + df2= df2.set_index('date').tz_localize('MST').astype(float) +if product_3 == True: + df3= df3.set_index('date').tz_localize('MST').astype(float) + + +# ## Step 3 Plot your data with plotly. +# + +# In[53]: + +#set a few global variables so we can use them throughout the plots +X = df.index + +try: + ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10 + ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10 + +except: + #If that doesn't work, just go edit it on Plotly's web based plot editor. + ymin = df['minpriceoffered'].min() - 10 + ymax = df['walkupprice'].max() + 10 + + +# For our particular use case - we were rebuilding traces of similar type, so we wrote a short function to simplify this step + +# In[54]: + +#function to create a "trace" (line) for each item we want to plot +def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []): + trace = Scatter( + x=X, + y=price_column, + fill=fill, + mode='lines', + name=name, + text=['Quantity: {}'.format(q) for q in qty_column], + line=Line( + color=color, + width=2, + dash='solid', + opacity=1,), + xaxis='x1', + yaxis='y1') + return trace + +#Set up the 3 core traces +trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') +trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) +trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price', qty_column= df['unitsmin'], fill='tonexty') +trace_list = [trace1, trace2, trace3] + + +# In[55]: + +#add additional traces if toggled on by user +if product_2 == True: #Using the input from the Dashboard Sheet in Excel + trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered') + trace_list.append(trace4) + +if product_3 == True: #Using the input from the Dashboard Sheet in Excel + trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') + trace_list.append(trace5) + + + +# Lastly we set some general Layout controls. If needed, these could be added as user controls pretty easily in the Excel dashboard - or you could just edit the graph from Plotly's GUI. + +# In[56]: + +y_axis = YAxis( + title='Price', + titlefont=Font( + size=11.0, + color='#262626' + ), + range=[ymin, ymax], + domain=[0.0, 1.0], + type='linear', + showgrid=True, + zeroline=False, + showline=True, + nticks=7, + ticks='inside', + tickfont=Font( + size=10.0 + ), + mirror='ticks', + anchor='x1', + side='left' + ) + + +# In[57]: + +x_axis = XAxis( + title='Trip Date', + titlefont=Font( + size=11.0, + color='#262626' + ), + range=[X.min(),X.max()], + domain=[0.0, 1.0], + type='date', + showgrid=True, + zeroline=False, + showline=True, + nticks=8, + ticks='inside', + tickfont=Font( + size=10.0 + ), + mirror='ticks', + anchor='y1', + side='bottom' + ) + + +# In[58]: + +layout = Layout( + title=graph_title, #Using the input from the Dashboard Sheet in Excel + titlefont=Font( + size=12.0, + color='#262626' + ), + showlegend=True, + hovermode='compare', + xaxis1= x_axis, + yaxis1= y_axis +) + + +# In[59]: + +#Short function for pushing private graphs to plotly +def private_plot(*args, **kwargs): + kwargs['auto_open'] = False #Controls whether a new tab is opened in your browser with the new plot + url = py.plot(*args, **kwargs) + return (url) + + +# Now We are ready to plot! + +# In[68]: + +fig = Figure(data=trace_list, layout=layout) +url = private_plot(fig, filename='%s/%s' %(folder_name, graph_title), world_readable=True) +tls.embed(url) + + +# # Step 4 - Running your python code directly from Excel +#
+ +# - Save the python script to file. Make sure to use Workbook.caller() rather than the file path. This allows XLWings to access the current notebook that the user has open. +#
+ +# In[61]: + +Image(filename= 'assets/workbookcaller.png', width="500") + + +# - Build a Macro in python that references the script you've written: +#
+ +# In[62]: + +Image(filename= "assets/macro.png", width="700") + + +# - Assign the macro to a button of your choosing +#
+ +# In[63]: + +Image(filename= "assets/assignmacro.png", width="500") + + +# - Make any final edits using Plotly's web based editor +#
+ +# In[64]: + +Image(filename= "assets/plotlyeditor.png", width="800") + + +# + +#
+# +# #Step 5 - Sharing your work and Collaborating with Others +# ________________ +# +# One of the main reasons we wanted to use Plotly was the ability to share these interacitve visualizations via a URL. This makes it easy for our account managers to communicate the pricing plans with a simple email containging a link to the plot. +# +# Plotly has built out some great functionality that makes sharing and collaborating really easy. When we have multiple analysts on a pricing build we can all work on a plot and once its done, its easy to share a private link with our partners. + +# In[65]: + +Image(filename='assets/sharing.png') + diff --git a/notebooks/excel_python_and_plotly/plotly_button_click.py b/notebooks/excel_python_and_plotly/plotly_button_click.py new file mode 100644 index 0000000..af46dbd --- /dev/null +++ b/notebooks/excel_python_and_plotly/plotly_button_click.py @@ -0,0 +1,189 @@ +from IPython.display import IFrame +#A few imports we will need later +from xlwings import Workbook, Sheet, Range, Chart +import pandas as pd +import numpy as np +import plotly.plotly as py +import plotly.tools as tlsM +from IPython.display import HTML +from plotly.graph_objs import * + + +#workbook connection +wb = Workbook.caller() + +#Now we can use some of these controls to customize the +folder_name = Range('Dashboard','B2').value +graph_title = Range('Dashboard','B3').value + + +#short function to create a new dataframe using xlwings +def new_df(shtnm, startcell = 'A1'): + data = Range(shtnm, startcell).table.value + temp_df = pd.DataFrame(data[1:], columns = data[0]) + return(temp_df) + +###Make some dataframes from the workbook sheets +#Core Product +shtnm1 = Range('Dashboard','B6').value +df = new_df(shtnm1) + +#2nd Product +product_2 = False +if Range('Dashboard','C7').value == "Yes": + shtnm2 = Range('Dashboard','B7').value + df2 = new_df(shtnm2) + product_2 = True + +#3rd Product +product_3 = False +if Range('Dashboard','C8').value == "Yes": + shtnm3 = Range('Dashboard','B8').value + df3 = new_df(shtnm3) + product_3 = True + + + #Clean up the charaters in the columns +names2 = [] +def clean_names(column_list): + #Short function to make our column headers easier to reference later. + names2=[] + for name in column_list: + name = name.replace(" ","").lower() + if 'windowprice' in name: #this allows non-adult ticket types to be built + name = 'windowprice' + names2.append(name) + return names2 + +df.columns = clean_names(df.columns.values) +if product_2 == True: + df2.columns = clean_names(df2.columns.values) +if product_3 == True: + df3.columns = clean_names(df3.columns.values) + + +df= df.set_index('date').tz_localize('MST').astype(float) +if product_2 == True: + df2= df2.set_index('date').tz_localize('MST').astype(float) +if product_3 == True: + df3= df3.set_index('date').tz_localize('MST').astype(float) + + + +#set a few global variables so we can use them throughout the plots +X = df.index + +try: + ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10 + ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10 + +except: + #If that doesn't work, just go edit it on Plotly's web based plot editor. + ymin = df['minpriceoffered'].min() - 10 + ymax = df['walkupprice'].max() + 10 + + + +#function to create a "trace" (line) for each item we want to plot +def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []): + trace = Scatter( + x=X, + y=price_column, + fill=fill, + mode='lines', + name=name, + text=['Quantity: {}'.format(q) for q in qty_column], + line=Line( + color=color, + width=2, + dash='solid', + opacity=1,), + xaxis='x1', + yaxis='y1') + return trace + +#Set up the 3 core traces +trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') +trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) +trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price', qty_column= df['unitsmin'], fill='tonexty') +trace_list = [trace1, trace2, trace3] + + + + +#add additional traces if toggled on by user +if product_2 == True: + trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered') + trace_list.append(trace4) + +if product_3 == True: + trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') + trace_list.append(trace5) + + +layout = Layout( + title=graph_title, #Using the input from the Dashboard Sheet in Excel + titlefont=Font( + size=12.0, + color='#262626' + ), + showlegend=True, + hovermode='compare', + xaxis1=XAxis( + title='Trip Date', + titlefont=Font( + size=11.0, + color='#262626' + ), + range=[X.min(),X.max()], + domain=[0.0, 1.0], + type='date', + showgrid=True, + zeroline=False, + showline=True, + nticks=8, + ticks='inside', + tickfont=Font( + size=10.0 + ), + mirror='ticks', + anchor='y1', + side='bottom' + ), + yaxis1=YAxis( + title='Price', + titlefont=Font( + size=11.0, + color='#262626' + ), + range=[ymin, ymax], + domain=[0.0, 1.0], + type='linear', + showgrid=True, + zeroline=False, + showline=True, + nticks=7, + ticks='inside', + tickfont=Font( + size=10.0 + ), + mirror='ticks', + anchor='x1', + side='left' + ) +) + + + +#Short function for pushing private graphs to plotly +def private_plot(*args, **kwargs): + kwargs['auto_open'] = True #Controls whether a new tab is opened in your browser with the new plot + url = py.plot(*args, **kwargs) + return (url) + + + +def main(): + fig = Figure(data=trace_list, layout=layout) + url = private_plot(fig, filename='%s/%s' %(folder_name, graph_title), world_readable=False) + Range('Dashboard', 'B14').value = url \ No newline at end of file diff --git a/notebooks/references.json b/notebooks/references.json index 7e8830d..2054a24 100644 --- a/notebooks/references.json +++ b/notebooks/references.json @@ -1,6 +1,7 @@ { "notebooks": [ - "mne-tutorial", + "excel_python_and_plotly", + "mne-tutorial", "bicycle_control", "montecarlo", "bioinformatics", From 70f723cba2e8d7090544ad9d03c00a2d4996c883 Mon Sep 17 00:00:00 2001 From: Otto Stegmaier Date: Mon, 29 Jun 2015 09:49:24 -0700 Subject: [PATCH 159/163] added a new notebook --- _published/includes/references.json | 88 ++++++++++++++--------------- 1 file changed, 44 insertions(+), 44 deletions(-) diff --git a/_published/includes/references.json b/_published/includes/references.json index 5cfd5a9..f19ba70 100644 --- a/_published/includes/references.json +++ b/_published/includes/references.json @@ -1,92 +1,92 @@ { "paths": { "cartodb": { - "body": "api_docs/includes/ipython_notebooks/cartodb\\body.html", - "config": "api_docs/includes/ipython_notebooks/cartodb\\config.json" + "body": "api_docs/includes/ipython_notebooks/cartodb/body.html", + "config": "api_docs/includes/ipython_notebooks/cartodb/config.json" }, "bicycle_control": { - "body": "api_docs/includes/ipython_notebooks/bicycle_control\\body.html", - "config": "api_docs/includes/ipython_notebooks/bicycle_control\\config.json" + "body": "api_docs/includes/ipython_notebooks/bicycle_control/body.html", + "config": "api_docs/includes/ipython_notebooks/bicycle_control/config.json" }, "redshift": { - "body": "api_docs/includes/ipython_notebooks/redshift\\body.html", - "config": "api_docs/includes/ipython_notebooks/redshift\\config.json" + "body": "api_docs/includes/ipython_notebooks/redshift/body.html", + "config": "api_docs/includes/ipython_notebooks/redshift/config.json" }, "sqlite": { - "body": "api_docs/includes/ipython_notebooks/sqlite\\body.html", - "config": "api_docs/includes/ipython_notebooks/sqlite\\config.json" + "body": "api_docs/includes/ipython_notebooks/sqlite/body.html", + "config": "api_docs/includes/ipython_notebooks/sqlite/config.json" }, "networkx": { - "body": "api_docs/includes/ipython_notebooks/networkx\\body.html", - "config": "api_docs/includes/ipython_notebooks/networkx\\config.json" + "body": "api_docs/includes/ipython_notebooks/networkx/body.html", + "config": "api_docs/includes/ipython_notebooks/networkx/config.json" }, "gmail": { - "body": "api_docs/includes/ipython_notebooks/gmail\\body.html", - "config": "api_docs/includes/ipython_notebooks/gmail\\config.json" + "body": "api_docs/includes/ipython_notebooks/gmail/body.html", + "config": "api_docs/includes/ipython_notebooks/gmail/config.json" }, "ukelectionbbg": { - "body": "api_docs/includes/ipython_notebooks/ukelectionbbg\\body.html", - "config": "api_docs/includes/ipython_notebooks/ukelectionbbg\\config.json" + "body": "api_docs/includes/ipython_notebooks/ukelectionbbg/body.html", + "config": "api_docs/includes/ipython_notebooks/ukelectionbbg/config.json" }, "principal_component_analysis": { - "body": "api_docs/includes/ipython_notebooks/principal_component_analysis\\body.html", - "config": "api_docs/includes/ipython_notebooks/principal_component_analysis\\config.json" + "body": "api_docs/includes/ipython_notebooks/principal_component_analysis/body.html", + "config": "api_docs/includes/ipython_notebooks/principal_component_analysis/config.json" }, "montecarlo": { - "body": "api_docs/includes/ipython_notebooks/montecarlo\\body.html", - "config": "api_docs/includes/ipython_notebooks/montecarlo\\config.json" + "body": "api_docs/includes/ipython_notebooks/montecarlo/body.html", + "config": "api_docs/includes/ipython_notebooks/montecarlo/config.json" }, "apachespark": { - "body": "api_docs/includes/ipython_notebooks/apachespark\\body.html", - "config": "api_docs/includes/ipython_notebooks/apachespark\\config.json" + "body": "api_docs/includes/ipython_notebooks/apachespark/body.html", + "config": "api_docs/includes/ipython_notebooks/apachespark/config.json" }, "markowitz": { - "body": "api_docs/includes/ipython_notebooks/markowitz\\body.html", - "config": "api_docs/includes/ipython_notebooks/markowitz\\config.json" + "body": "api_docs/includes/ipython_notebooks/markowitz/body.html", + "config": "api_docs/includes/ipython_notebooks/markowitz/config.json" }, "excel_python_and_plotly": { - "body": "api_docs/includes/ipython_notebooks/excel_python_and_plotly\\body.html", - "config": "api_docs/includes/ipython_notebooks/excel_python_and_plotly\\config.json" + "body": "api_docs/includes/ipython_notebooks/excel_python_and_plotly/body.html", + "config": "api_docs/includes/ipython_notebooks/excel_python_and_plotly/config.json" }, "collaborate": { - "body": "api_docs/includes/ipython_notebooks/collaborate\\body.html", - "config": "api_docs/includes/ipython_notebooks/collaborate\\config.json" + "body": "api_docs/includes/ipython_notebooks/collaborate/body.html", + "config": "api_docs/includes/ipython_notebooks/collaborate/config.json" }, "bioinformatics": { - "body": "api_docs/includes/ipython_notebooks/bioinformatics\\body.html", - "config": "api_docs/includes/ipython_notebooks/bioinformatics\\config.json" + "body": "api_docs/includes/ipython_notebooks/bioinformatics/body.html", + "config": "api_docs/includes/ipython_notebooks/bioinformatics/config.json" }, "make_subplots": { - "body": "api_docs/includes/ipython_notebooks/make_subplots\\body.html", - "config": "api_docs/includes/ipython_notebooks/make_subplots\\config.json" + "body": "api_docs/includes/ipython_notebooks/make_subplots/body.html", + "config": "api_docs/includes/ipython_notebooks/make_subplots/config.json" }, "salesforce": { - "body": "api_docs/includes/ipython_notebooks/salesforce\\body.html", - "config": "api_docs/includes/ipython_notebooks/salesforce\\config.json" + "body": "api_docs/includes/ipython_notebooks/salesforce/body.html", + "config": "api_docs/includes/ipython_notebooks/salesforce/config.json" }, "baltimore": { - "body": "api_docs/includes/ipython_notebooks/baltimore\\body.html", - "config": "api_docs/includes/ipython_notebooks/baltimore\\config.json" + "body": "api_docs/includes/ipython_notebooks/baltimore/body.html", + "config": "api_docs/includes/ipython_notebooks/baltimore/config.json" }, "mne-tutorial": { - "body": "api_docs/includes/ipython_notebooks/mne-tutorial\\body.html", - "config": "api_docs/includes/ipython_notebooks/mne-tutorial\\config.json" + "body": "api_docs/includes/ipython_notebooks/mne-tutorial/body.html", + "config": "api_docs/includes/ipython_notebooks/mne-tutorial/config.json" }, "cufflinks": { - "body": "api_docs/includes/ipython_notebooks/cufflinks\\body.html", - "config": "api_docs/includes/ipython_notebooks/cufflinks\\config.json" + "body": "api_docs/includes/ipython_notebooks/cufflinks/body.html", + "config": "api_docs/includes/ipython_notebooks/cufflinks/config.json" }, "aircraft_pitch": { - "body": "api_docs/includes/ipython_notebooks/aircraft_pitch\\body.html", - "config": "api_docs/includes/ipython_notebooks/aircraft_pitch\\config.json" + "body": "api_docs/includes/ipython_notebooks/aircraft_pitch/body.html", + "config": "api_docs/includes/ipython_notebooks/aircraft_pitch/config.json" }, "basemap": { - "body": "api_docs/includes/ipython_notebooks/basemap\\body.html", - "config": "api_docs/includes/ipython_notebooks/basemap\\config.json" + "body": "api_docs/includes/ipython_notebooks/basemap/body.html", + "config": "api_docs/includes/ipython_notebooks/basemap/config.json" }, "survival_analysis": { - "body": "api_docs/includes/ipython_notebooks/survival_analysis\\body.html", - "config": "api_docs/includes/ipython_notebooks/survival_analysis\\config.json" + "body": "api_docs/includes/ipython_notebooks/survival_analysis/body.html", + "config": "api_docs/includes/ipython_notebooks/survival_analysis/config.json" } }, "splash": [ From 8c17ba9eca17532efe1784df11fd670def33416f Mon Sep 17 00:00:00 2001 From: Otto Stegmaier Date: Mon, 29 Jun 2015 10:49:53 -0700 Subject: [PATCH 160/163] added a new notebook --- .../excel_python_and_plotly/body.html | 29 +- .../excel_python_and_plotly.html | 15 +- .../excel_python_and_plotly.ipynb | 15884 ++++++++-------- .../excel_python_and_plotly.py | 7 +- 4 files changed, 7985 insertions(+), 7950 deletions(-) diff --git a/_published/includes/excel_python_and_plotly/body.html b/_published/includes/excel_python_and_plotly/body.html index e93efa8..820da64 100644 --- a/_published/includes/excel_python_and_plotly/body.html +++ b/_published/includes/excel_python_and_plotly/body.html @@ -5,12 +5,6 @@
-

- Online Dashboards with Excel, Python, & Plotly - - ¶ - -

Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings @@ -4417,6 +4411,12 @@

+

+ Step 4 - Running your python code directly from Excel + + ¶ + +


@@ -15906,5 +15906,22 @@

+
+
+ +
+
+
+ 
 
+
+
+
+
+
+
\ No newline at end of file diff --git a/notebooks/excel_python_and_plotly/excel_python_and_plotly.html b/notebooks/excel_python_and_plotly/excel_python_and_plotly.html index 04dfeba..8a8a4a7 100644 --- a/notebooks/excel_python_and_plotly/excel_python_and_plotly.html +++ b/notebooks/excel_python_and_plotly/excel_python_and_plotly.html @@ -177,7 +177,7 @@
-

Online Dashboards with Excel, Python, & Plotly

Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings

This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with

+

Online Dashboards with Excel, Python, & Plotly

Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings

This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with

  • pandas: A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.
  • IPython notebook: An interface for writing and sharing python code, text, and plots.
    • @@ -8466,6 +8466,19 @@

    Step 5 - Shari

+ +
+
+
In [ ]:
+
+
+
 
+
+ +
+
+
+
diff --git a/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb b/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb index 7b05251..08fa7a2 100644 --- a/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb +++ b/notebooks/excel_python_and_plotly/excel_python_and_plotly.ipynb @@ -1,8208 +1,8208 @@ { + "nbformat_minor": 0, + "nbformat": 4, "cells": [ { - "cell_type": "markdown", - "metadata": {}, "source": [ - "## Online Dashboards with Excel, Python, & Plotly \n", - "\n", - "\n", - "##### Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings\n", - "\n", - "\n", - "\n", - "This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with\n", - "- [pandas](http://pandas.pydata.org/): A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.\n", - "- [IPython notebook](ipython.org/notebook.html): An interface for writing and sharing python code, text, and plots.\n", - "- [xlwings](xlwings.org): A python library with tools to connect pandas to data stored in excel workbooks.\n", - "- [Plotly](https://plot.ly/python/): A platform for publishing beautiful, interactive graphs from Python to the web.\n", - "\n", + "# Online Dashboards with Excel, Python, & Plotly \n", + "\n", + "\n", + "##### Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings\n", + "\n", + "\n", + "\n", + "This notebook is a primer on building interacitve web-based visualizations straight from an excel workbook with\n", + "- [pandas](http://pandas.pydata.org/): A library with easy-to-use data structures and data analysis tools. Also, interfaces to out-of-memory databases like SQLite.\n", + "- [IPython notebook](ipython.org/notebook.html): An interface for writing and sharing python code, text, and plots.\n", + "- [xlwings](xlwings.org): A python library with tools to connect pandas to data stored in excel workbooks.\n", + "- [Plotly](https://plot.ly/python/): A platform for publishing beautiful, interactive graphs from Python to the web.\n", + "\n", "####In Short... How you can go from this:" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "collapsed": false - }, + "execution_count": 1, + "cell_type": "code", + "source": [ + "from IPython.display import Image\n", + "Image(filename='assets/prices.png', width = 700)" + ], "outputs": [ { + "execution_count": 1, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAA6EAAAEuCAYAAAB/IhQOAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAF7ySURBVHhe7Z2Lces8DkbTlhtyO+4mxezdrcUr\n", - "kqLEJ0TQkSUA35nh7LVIKTgEH2KSzf/zNsh//vu/9V+2gLct4G0LeNsC3raAty3gbQur3jiEGgLe\n", - "toC3LeBtC3jbAt62gLctrHr/OHEUFBQUFBQUFBQUFBQUlG8U/CTUEPC2BbxtAW9bwNsW8LYFvG1h\n", - "1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", - "FvC2BbxtAW9bWPWeP4T+e70fz9/1gyw+Sja8xQHvCeAtDnhPAG9xwHsCS96CXVPgPQi8RTN/CP19\n", - "vn+sLGop8BYHvCeAtzjgPQG8xQHvCSx5C3ZNgfcg8BYN/xDqTt8/P++frTzfoRv+vV+P9PpS0g5y\n", - "HZbUPV7/1ooGWdvHO2tK1Q0ytZj/ifdBvKK8A/9ej6QujyvWkbl2KPLOr+f3VKjxPpgDJVq8s1jT\n", - "0sm7JO8BN5Xzm/Ie6JMMSd6Owm/Pq/L53fVe4MQr2juNSWi+KdeF7npV3JeqXrmfX+adxZqWjr80\n", - "74VeneZ85275OHdQ/ZXxx97MQ+jv+7k8PA3+9xk/h4WrFAu4+5KAfCd2AvQSSZ3/vHYyVceAv5hP\n", - "enPipdpynkPwt97roH28lh4oCfc9Xr++b8hBrc07ue7u6W7eqrypuV+gyrumm3OB3iW7W7hP6/wu\n", - "6eZ0QU++XV0SU7ZHa57fhDcnXqot5zkEf+pNxiQx30c57q1XsW69lsW81F24n1/nXdN1F+vdqdOa\n", - "b7euJW7hwBljovqk4ARv3iGUOjxSC5e/Lw3GSbefU7/w7W2pOg7sxXzSmxOvPO+RGELfUINap3eg\n", - "jn9Hl/f4S4vmfFPPkedd0GyrcX4XUG015dvX9fZoxfOb8ObEK82bjklgvqkcbzTWq+pFue9e++yc\n", - "0Q938aa+hjjvDaouoCrfJc3nzPTJ597Mn4SGILPT7kasiyVv47+r4Af9gWg1OZzIOjmoOgbsxXzW\n", - "mxOvNO91ED9S9yqgg1w7VHo7QqxqxjnpTcyBErX5duH368R5F7Tdwv2q5ncBlVNt+e7v0fG+WBTN\n", - "74WuNydead5kTBLzTec4UOR3oX5xrtsEQuzdte6EfriHtwt/eX4vWGHeO1SdQ1e+K6oYHTP3fe49\n", - "9YeJ/ABeHu5L5yuENrlkWOyXkg3+mq2dL+EFMH4Zqm4U/mIemPHmxCvK2w+4ZCL4l/UypoFBvaDK\n", - "29cX93TQl+9AOQdKdHofL7iivDN6bgrndwaVU5353uIi9mhV83ul582JV5r3aEyS8k3leKmt1ivf\n", - "vpHzrc2F+/ml3hvfX+fO9N7p1CnNd06v/ui+wF97Tx1Cd8IAbScrHbz5QA4dSJ3kU6hJcDxBWswu\n", - "5juj3iWceG/u7SdrujG1BvDYoM7R4B0I47y/eefo8ebFq8O7tanT3Nw7oe+mcH4nUDnVl+88hrB2\n", - "9fZoTrzwrrmDd8lfxXsX75ZrvV7V8/g++/kdvOt2R9zbe4eqC2jKd4o/KDZzetwnNZ97f3gIXRPV\n", - "Elp/jc35jA74JtVLYAJVR/D5Yj7mXcGJ9+7elWcrpxODWoX3CjUWSuBdI8Z7bLHNuLv3+pl2Uzi/\n", - "18+0t758/1b+NuY3y5sT7829KzsqJqH5rl0bua1iCm2ac/vL/XC99zXr3KneG1TdiqZ8r/QPoI6B\n", - "Pin5A2/eIdQ9NBuRIWh37feZJyuTLYPxyY2De39GTZgE7U6h6mjYyZ71zijjle0d/73F4XNcTtii\n", - "jUextxvXyX1+cdjGvV5veg7o9Y7keY5I9w603SJF33j0e6vMtx/XiVOyR6ue34R3ThmvcO+MPCaR\n", - "+R5yDdfyGEJcW7N0PFy8n1/mvXLVOneud6RRpzrfa7vm2SRC3Hei9+QfJkpKDM4P4uR6IesXsqR+\n", - "D66QXDeBut0CVceAvZjPepPxCvd2FHHtVWEAZvctJcSt2bu8L93MFXuTc19zvh29xVaBd9dN+fwm\n", - "N1C9+e7u0crnd9ebjFe4NxWTyHxTOabWq4UszsaeTdWd2A/XeTuuW+fO9abqFOe7nNOx+HsH+uRE\n", - "77lfx3VCm7g8+Iv5CrxFAm8m8BYJvJnAWyTwZmLJW7hrCrwHgLd4pg6h7sfUo6fcOzK7mMNbJvDm\n", - "AW+ZwJsHvGUCbx6WvKW7psD7GHjL5+M/TCSR2cVcOvC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbw\n", - "tgW8bQFvW8DbFvC2hVXvHyeOgoKCgoKCgoKCgoKCgvKNgp+EGgLetoC3LeBtC3jbAt62gLctrHrj\n", - "EGoIeNsC3raAty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqjcOoYaAty3gbQt42wLe\n", - "toC3LeBtC6ve84fQf6/3Q+h/LPWjZMNbHPCeAN7igPcE8BYHvAcR7JoC70HgLRqr3vOH0N/n+0do\n", - "B7CTnQJvccB7AniLA94TwFsc8B5EsGsKvAeBt2isevMPoe70/fPz/tnK8512w7/XI6l7vF//1oqV\n", - "32eoe5QVKa5ze8+g6gZhJ9sx453Fmpb83g0t3g5OvJK8s3ga9QuxT8gx7lDknY+DfIxUqPH+9349\n", - "iuvUpqDGu6w/iFeSt6Nw3+ex4nw7iJjUzm9HL6bselo6/nfxplwXuvtTcV86tK/M/+neC7N1GWq8\n", - "r13nzvaO12Mp1bTmm/TmxPvH3sxD6O/7uTw8Dd4dKuNnL/l4LUO4gwvw8Xw/lwHeTbCXSIL3n9dO\n", - "puoYDCd740PvBH8Iz7K/osmbEy/VlvMcgr/2LtlzGu57vH79Ik4uYtq8k3GwX2+gyjts1r12GZq8\n", - "OfFSbTnPIfhbb1eXxOQ3/PhZcb7JmJb7tM5vZkxdd+o5zK/RY8z7aGz39qdYt17LYr42/9/x5tYV\n", - "qPK+dp071dut58lYDgezGBPVJwWavDnxUm05z0ngHUKzDbnEdUCvzhEHdvjfXoLrg83+XKqOw1iy\n", - "Ez7yTiCeo8mbE68874JmW3qMO3R6B+r4d3R5j2/Wmrw58Yrz9nXpxpnGpDffn+V0R7P37HO+6k2N\n", - "7Y3G/lS9MPbHeu2zc0Y/nOq9MVsX0OUdrl21zn3He6X5HM35Xkmew4n3DG/mT0KDXHbajaxSD1+/\n", - "lmQU+wD954MOqhZDJ7JOCKqOwVCyM+a9U46/g6jEmxOvNO+Cdk4PxrhDpbcjxKpmfhfk3vG+WIj7\n", - "NXlz4hXo7V19XKHdPpYV53s4pnBdzfxmxNRf8xZu402P7UA5rpcr1Qtk3SYQYv9m/s/03pmtW1Hl\n", - "HZ8ZC/Fssd4rVYyOmfsEe3PiPcF76g8T+QVrebgv8Sv4AJKO8YeUNQD/7xjccQeFl4BYwkFn/zL9\n", - "ulHGkl3D9s44Togmb068orwzejkdWAQWVHn78UDds6Mv34Fwf7oI52jy5sQr0XuLK3sxz9GWbzIm\n", - "xfN7LCZZ+zc9p+v9ybcvxrqLeWtzYf7P9N6ZrdvR5x0Iz/7eOvcdb0evXnO+HXU9J96/9p46hO6E\n", - "hdl3gl+k0oEaRcPvJ++BjCV4h1r8jzeGFpxktxnxzv38oCFeaGp0eAc48d7cO6GfU+4Yd2jwDoQF\n", - "sr9p5ejx5sUL75o7eOcxhLHc+66zJu+Sfkxa53egHdPxHCi5i3fLtd6far/+Hvbt/J/pvTNb10OD\n", - "d2Qs3oAU7+UOd2BqzmnN+aa8I2PxBj73/vAQuujGxWv99czdO3bEK3RSq4ws6tVhJ4GqI5hLds6x\n", - "d2rGSeqKCu8VTrx3914/L8EQOZ1YxFR4r1RjgwDeNdK8OfHe3Pu38ifmssp8r1AxmfOWvX/Xro0x\n", - "XcUU2jSdv5z/U703Zus6qPBeUZhv+iCmN9/HB9CFwXg9f+DNO4S6h2arUpAN1wpxH0Br4JYdlD6j\n", - "JCz+7cFA1dGwk/2htx8kVTL0ewfKeKV7B9o5jRR941Hs7Tapbhu93r/PfLznC7zifGeU8Qr3dnWp\n", - "r38BCy/jFvIdKGIyML8D7Zjac+Cm3kOu4VoeQ4hra5bOg4vzf653hFun1/vqde5c77UdeRAj7lPt\n", - "7SjjPd978g8TJSUNbt2wY10z7qqDCsniGZkEVcdgKNkZn3j3kqHYm4xXgXc3p+F6dt/WTrN3eV+6\n", - "iSn29i9qyT3ZAq/Ym4xXvrd/6Urqtrg053skp1u9ovl9GNPBmnc7b8KV3J8WsjgbOabqTuyHc71n\n", - "6xR7X7zOnepdusXi71Wcb8qbjPd877lfx3VCm7g8xpLdAN4igTcTeIsE3kzgLRJ4DyDcNQXeA8Bb\n", - "PFa9pw6h7tcxRk+5d4SV7AR4ywTePOAtE3jzgLdM4H2MdNcUeB8Db/lY9f74DxNJhJNsTcDbFvC2\n", - "BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9f5w4CgoKCgoKCgoKCgoKCso3Cn4S\n", - "agh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jbAt62\n", - "gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6zx9C/73eD6H/sdSPkg1vccB7AniLA94TwFsc\n", - "bG/BrinwHgTeooH3IEq85w+hv8/3j9AOYCc7Bd7igPcE8BYHvCeAtzjY3oJdU+A9CLxFA+9BlHjz\n", - "D6Hu9P3z8/7ZyvOddsO/1yOpe7xf//zV9+uR3rMUqvNc51bPWKHqBmEn2zHjncWalvzeDUneR27F\n", - "feRcUeSdj4NOniOKvB3tud9AkzcnXknejsL9kQSldpw7CG9WvKK9k5iK/thLJ+938aZcF+IYzvLr\n", - "KO4r967ufSV/3A+XeV+c/9O9F9p11763Xue9wIlXmHe8HsueUt35zr3b97TqKv7Ym3kI/X0/l4en\n", - "efl97p+9yOO1pLIkJJfK54aXSIL3n9dOoeoYDCd7Y9a7xt3XHNgCvUt2t3DfNgnK+FO0eSfjoJtr\n", - "hypvxhzQ5M2Jl2rLeQ7B33q7uiQmv/HFz5rHOeHNiZdqy3kOwZ96M2Pq5px6DvNr9BjzPsqx259+\n", - "/XtJ/rIW69ZrWczUfQUn9MN13jXfzP93vFt11763XubNiZdqy3lOwqnebj1P9q5w+IoxKc93d8+m\n", - "6gpO8OYdQrMXkRLXAb268eTWL7P7c6k6DmPJTpj2LiCeI8+7IG1bDb5+/lV5F9Tx7+jyHo9Pkzcn\n", - "XnHevi6dwxy3HU3enHilebNimnzOV72pHG+Efal+AT/auxr3FZzRD9d7r3w5/6d6b7TqiD4o0OTN\n", - "iVeu90r2HAv5DtQx7vDqPvdm/iQ0yGWn3cjaOQ9fv5Ytm/G+WIjAqsXQiawDg6pjMJTsjFnvnOPv\n", - "MAjyLkjd6sFITApF3jkh1u5CoMmbMQdUeXPiFejtXX1cxPxdY9U0zrvemvPNiKm/5i3cxpvOcaAe\n", - "12N7V+tawQn9cL134Nv5P9N7p1UXnxkL8WxN3px4xXqvZDHGZ2rOtyPE066n6hZO8J76w0R+wVoe\n", - "7kv8Cj6ApGP8i2k7gHB/GmxOeAmIJbzc7l+mXzfKWLJrPvM+Togo74zcrd7QQvy9ga3F2+PHA3XP\n", - "jhpvxtx3aMo3J16J3ltcxXxeKrr3lGjy5sQrzXssJln7GD2n65c13/5w7xp4uV3463643tvx/fyf\n", - "6b1znNPw7O+9t17pzYlXpreDrleXb2rPvnA/nzqE7oQFyQftJdKEUQk+Xsh2qLac5+xwkt2G7+0H\n", - "TfkiR3Jz74TSrXY9WgxS5HqXhIWiv4jlCPZmzf0Swd4VnHjv7p3HEMZy+7uvusb5uDcv3rt7l7Rj\n", - "Op4DJXfxbrnW61Tt11rLOOtb5PN+uN671e6Ie3vvjOR0LN4AvGvu5L3c4Q5MN9rPv+XtCPtae8+m\n", - "6mo+9/7wELoG7BK5/kre7k10RNWWoHrBTaDqCOaSncPzHktGxt29189Nt86hZMhfsneJpnG+fm56\n", - "c+Z+iaZ8c+K9ufdv5W9jPWd5K8p3ZdeMSfY+Vrs2clvF1Nq7GOtb5A/64Xrva/J/qvfGQE6/vM7d\n", - "xnswXo8Q7+MD6ILKfK9Qbl/25h1C3UOzFSjIhmuFuA8giPw+c6F8AKTPKAmLXrszqToadrInvSN+\n", - "kFTJkO4daLsVm5Xvk9hGsbebvN02mvMd2m0xZnNAs3dKGa9wb5/DxNdvTOuc1jzOKe8MZfnOaMdE\n", - "zf3beQ+5hmt5DCGurVk5Hjyt+87vh6u9r8r/ud6Ruu7q99arvHPKeKV7r+0aB1DV+ab27Iv388k/\n", - "TJSUNLh1w451W5Vf0JJ7Gqf27TnFM6qO7NUxGEp2xqS3p5cMBd7UQMtiTie3Zu/yPiveC0XM+22K\n", - "vcl45Xv7TTip2+Mq79M1zrvemvN9GJO0fYzKcXDJ6payxZPFmY5t6r7z++E6b8d1+T/Xm6i7+L31\n", - "Mm8yXuHeZU5jcfeqznd5X2PPpupO9J77ddzqNC6LsWQ3gLdI4M0E3iKBNxN4i4TlLdw1Bd4DwFs8\n", - "8B5AkffUIdT9uHb0lHtHWMlOgLdM4M0D3jKBNw94y4TjLd01Bd7HwFs+8D5Gk/fHf5hIIpxkawLe\n", - "toC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+\n", - "UfCTUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", - "FvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCe\n", - "AN7igPcggl1T4D0IvEVj1Xv+EPr7fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+\n", - "IdSdvn9+3j9beb7Tbvj3eiR1j/fr31aR3Uf2nevc1jMcVN0g7GQ7Jr3z61a8/71fj/SepVDiivKd\n", - "x/vzflABS/IuvKr6hdgnpLNDmbfj9xmum8l3Ua/G2zHgpi7fDiIm1fvYQUzdtb7kLt6U60J3nS7u\n", - "S3N8Zf5P916Y6ZMKTd4rV6xzZ3vH67FkOVWcb9I7i/e7+WYeQn/fz+XhafBukMbPXvLxWo4gJeG+\n", - "TcwH2gmwrPOf106m6hgMJ3tj0tsNluR6GASdeDV5r4fQ9L4uqrzdfUm8frFIPqcI9C5xdeGbC+G+\n", - "x+vX5/14AdPiveLifDzfT8pdlbfmcT7g5uLUlm8qJs372EFM/bW+gHrOwdcYZcz7aGz31ulYt15L\n", - "Y744/9/xZvZJiSrvFRfnBevcqd7kWI73rbVl/CnqvJN4W3te5ARv3iGUCq4USamC6R9S6kV/fy5V\n", - "x2Es2Qmz3iXEc3R5jx9CVXn7+9Jx3m8rz7ug2TbkvbthLejzjmOddlfl7f+tdJwfuunMNyumyefI\n", - "8x6P7zbe1NjeaIxdxjvabH/O9sOp3huf9Ykqb090pe6l3e7tvZI+x0S+V9Ln+H9ft58zfxIa5Jrf\n", - "HVilHr5+LWv26uCITqoGghNZBwJVx2Ao2Rlz3hVV/AmqvON9sRADUVm+3XelQszEGHdI8y7wnlVA\n", - "B84OZd5+bfOfbeVb8zin3NTmmxNT1TZBk/dHe/tV3vTYDnTG9fQ7WsIJ/XCm985f94lcb8eV69x3\n", - "vFeSGG3ke6WI8cr9fOoPE/lkLQ/PFmUfQNIxfgEPAdTJdc37oqFDYgmbwP5l+nWjjCW7huudczww\n", - "dHrH+9PBmaPNe4u5GPMlorwzeovLwOK3oMbb5z6Oa2XzO6Od7y1mheO86aY832MxGfJm7HGOO3nT\n", - "c7rOoW8/9I72/fyf6b3zSZ8EtHgvD7t0nfuOtyOvt5FvR7t+i/nL+/nUIXQnvJz4TvALdnrQ2EXr\n", - "5B51Ugp1mqbq+nCS3WbMO8Un5yC5OTq8A5x4JXvn8YWFInmJIbm5d0JrsQ5w5nVEqndw3Ztw3aV6\n", - "O/L4dI3znpudfAfaManbxyqSmFh7XMldvFuutUc9x9uuV+T/TO+d+T5pI9U7fN5v5zg7pHgvdxRj\n", - "2Ua+a+8yvm/v5x8eQpPE+e+epIEnHdFZzI+C81T3JlB1BHPJzhnyXuEv3AsKvDeqtgSCvbc2aw3Z\n", - "JyV3914/L8EQCwvDNyLWO3zev+uXlOy+DoLzrXmc/3bdXkbyvdKISeU+tn7eSGPi7HElN/Iemq9V\n", - "TKFNOu+vyv+p3htzfdJFrPf1+9o3vJtj2UC+W9688VLwB968Q6h7aJaREGy4VgTuA4gLePEikwWX\n", - "PqMk3NfuDKqOhp3sae+1XTnYPXq9f5/pxu0+p32g1zv8O5l0/iUmjnvp3gG/YHUXlqJvPBa8HaW7\n", - "Ym/N45x0S9GZ70AZ09pO5T6W0vbePvuxUeztd/Meci28PCGurVk2D9ZnXJT/c70jk32i0julrJfu\n", - "vbZrjmXN+Sa8M8+FL+/nk3+YKClpcGvwsS7vl7QuPaQUksUzMgmqjsFQsjMmvX1yk3ti8Q0MeWcD\n", - "X7H3gj9wJ3V7zAq8uwtLuJ7dt7XT7J0SnrG30e2teZz33VKU5ZuKSfM+dhRTUR9v2555O2/ClVyn\n", - "F7I4k3e0i/N/rvdkn2j33gjP368L9ybH8oLWfB94X7mfz/06rhPaxOUxluwG8BYJvJnAWyTwZgJv\n", - "kcB7AOGuKfAeAN7iseo9dQh1v6I1esq9I6xkJ8BbJvDmAW+ZwJsHvGUC72Oku6bA+xh4y8eq98d/\n", - "mEginGRrAt62gLct4G0LeNsC3raAty2seuMQagh42wLetoC3LeBtC3jbAt62sOr948RRUFBQUFBQ\n", - "UFBQUFBQUL5R8JNQQ8DbFvC2BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1\n", - "BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFvW8DbFvC2BbxtYdV7/hD67/V+CP2PpX6UbHiL\n", - "A94TwFsc8J4A3uKA9yCCXVPgPQi8RWPVe/4Q+vt8/wjtAHayU+AtDnhPAG9xwHsCeIsD3oMIdk2B\n", - "9yDwFo1Vb/4h1J2+f37eP1t5vtNu+Pd6JHWP9+vfWrHy+wx1j7IixXVu7xlU3SDsZDtmvLNY05Lf\n", - "u6HF28GJV5J3Fk+jfiH2CTnGHYq883GQj5EKNd7/3q9HcZ3aFNR4l/UH8UrydhTu+zxWnG8HEZPa\n", - "+e3oxZRdT0vH/y7elOtCd38q7kuH9pX5P917YbYuQ433tevc2d7xeiylmtZ8k96ceP/Ym3kI/X0/\n", - "l4enwbtDZfzsJR+vZQh3cAE+nu/nMsC7CfYSSfD+89rJVB2D4WRvfOid4A/hWfZXNHlz4qXacp5D\n", - "8NfeJXtOw32P169fxMlFTJt3Mg726w1UeYfNutcuQ5M3J16qLec5BH/r7eqSmPyGHz8rzjcZ03Kf\n", - "1vnNjKnrTj2H+TV6jHkfje3e/hTr1mtZzNfm/zve3LoCVd7XrnOnerv1PBnL4WAWY6L6pECTNyde\n", - "qi3nOQm8Q2i2IZe4DujVOeLADv/bS3B9sNmfS9VxGEt2wkfeCcRzNHlz4pXnXdBsS49xh07vQB3/\n", - "ji7v8c1akzcnXnHevi7dONOY9Ob7s5zuaPaefc5XvamxvdHYn6oXxv5Yr312zuiHU703ZusCurzD\n", - "tavWue94rzSfoznfK8lzOPGe4c38SWiQy067kVXq4evXkoxiH6D/fNBB1WLoRNYJQdUxGEp2xrx3\n", - "yvF3EJV4c+KV5l3QzunBGHeo9HaEWNXM74LcO94XC3G/Jm9OvAK9vauPK7Tbx7LifA/HFK6rmd+M\n", - "mPpr3sJtvOmxHSjH9XKleoGs2wRC7N/M/5neO7N1K6q84zNjIZ4t1nulitExc59gb068J3hP/WEi\n", - "v2AtD/clfgUfQNIx/pCyBuD/HYM77qDwEhBLOOjsX6ZfN8pYsmvY3hnHCdHkzYlXlHdGL6cDi8CC\n", - "Km8/Hqh7dvTlOxDuTxfhHE3enHglem9xZS/mOdryTcakeH6PxSRr/6bndL0/+fbFWHcxb20uzP+Z\n", - "3juzdTv6vAPh2d9b577j7ejVa863o67nxPvX3lOH0J2wMPtO8ItUOlCjaPj95D2QsQTvUIv/8cbQ\n", - "gpPsNiPeuZ8fNMQLTY0O7wAn3pt7J/Rzyh3jDg3egbBA9jetHD3evHjhXXMH7zyGMJZ733XW5F3S\n", - "j0nr/A60YzqeAyV38W651vtT7dffw76d/zO9d2bremjwjozFG5DivdzhDkzNOa0535R3ZCzewOfe\n", - "Hx5CF924eK2/nrl7x454hU5qlZFFvTrsJFB1BHPJzjn2Ts04SV1R4b3Ciffu3uvnJRgipxOLmArv\n", - "lWpsEMC7Rpo3J96be/9W/sRcVpnvFSomc96y9+/atTGmq5hCm6bzl/N/qvfGbF0HFd4rCvNNH8T0\n", - "5vv4ALowGK/nD7x5h1D30GxVCrLhWiHuA2gN3LKD0meUhMW/PRioOhp2sj/09oOkSoZ+70AZr3Tv\n", - "QDunkaJvPIq93SbVbaPX+/eZj/d8gVec74wyXuHeri719S9g4WXcQr4DRUwG5negHVN7DtzUe8g1\n", - "XMtjCHFtzdJ5cHH+z/WOcOv0el+9zp3rvbYjD2LEfaq9HWW853tP/mGipKTBrRt2rGvGXXVQIVk8\n", - "I5Og6hgMJTvjE+9eMhR7k/Eq8O7mNFzP7tvaafYu70s3McXe/kUtuSdb4BV7k/HK9/YvXUndFpfm\n", - "fI/kdKtXNL8PYzpY827nTbiS+9NCFmcjx1Tdif1wrvdsnWLvi9e5U71Lt1j8vYrzTXmT8Z7vPffr\n", - "uE5oE5fHWLIbwFsk8GYCb5HAmwm8RQLvAYS7psB7AHiLx6r31CHU/TrG6Cn3jrCSnQBvmcCbB7xl\n", - "Am8e8JYJvI+R7poC72PgLR+r3h//YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLe\n", - "toC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUE\n", - "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8Db\n", - "FvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3oMIdk2B9yDwFo1V7/lD6O/z/SO0A9jJ\n", - "ToG3OOA9AbzFAe8J4C0OeA8i2DUF3oPAWzRWvfmHUHf6/vl5/2zl+U674d/rkdQ93q9/a8XK7zPU\n", - "PcqKFNe5vWdQdYOwk+2Y8c5iTUt+74YWbwcnXkneWTyN+oXYJ+QYdyjyzsdBPkYq1Hj/e78exXVq\n", - "U1DjXdYfxCvJ21G47/NYcb4dRExq57ejF1N2PS0d/7t4U64L3f2puC8d2lfm/3Tvhdm6DDXe165z\n", - "Z3vH67GUalrzTXpz4v1jb+Yh9Pf9XB6eBu8OlfGzl3y8liHcwQX4eL6fywDvJthLJMH7z2snU3UM\n", - "hpO98aF3gj+EZ9lf0eTNiZdqy3kOwV97l+w5Dfc9Xr9+EScXMW3eyTjYrzdQ5R026167DE3enHip\n", - "tpznEPytt6tLYvIbfvysON9kTMt9Wuc3M6auO/Uc5tfoMeZ9NLZ7+1OsW69lMV+b/+94c+sKVHlf\n", - "u86d6u3W82Qsh4NZjInqkwJN3px4qbac5yTwDqHZhlziOqBX54gDO/xvL8H1wWZ/LlXHYSzZCR95\n", - "JxDP0eTNiVeed0GzLT3GHTq9A3X8O7q8xzdrTd6ceMV5+7p040xj0pvvz3K6o9l79jlf9abG9kZj\n", - "f6peGPtjvfbZOaMfTvXemK0L6PIO165a577jvdJ8juZ8ryTP4cR7hjfzJ6FBLjvtRlaph69fSzKK\n", - "fYD+80EHVYuhE1knBFXHYCjZGfPeKcffQVTizYlXmndBO6cHY9yh0tsRYlUzvwty73hfLMT9mrw5\n", - "8Qr09q4+rtBuH8uK8z0cU7iuZn4zYuqveQu38abHdqAc18uV6gWybhMIsX8z/2d678zWrajyjs+M\n", - "hXi2WO+VKkbHzH2CvTnxnuA99YeJ/IK1PNyX+BV8AEnH+EPKGoD/dwzuuIPCS0As4aCzf5l+3Shj\n", - "ya5he2ccJ0STNydeUd4ZvZwOLAILqrz9eKDu2dGX70C4P12EczR5c+KV6L3Flb2Y52jLNxmT4vk9\n", - "FpOs/Zue0/X+5NsXY93FvLW5MP9neu/M1u3o8w6EZ39vnfuOt6NXrznfjrqeE+9fe08dQnfCwuw7\n", - "wS9S6UCNouH3k/dAxhK8Qy3+xxtDC06y24x4535+0BAvNDU6vAOceG/undDPKXeMOzR4B8IC2d+0\n", - "cvR48+KFd80dvPMYwljufddZk3dJPyat8zvQjul4DpTcxbvlWu9PtV9/D/t2/s/03pmt66HBOzIW\n", - "b0CK93KHOzA157TmfFPekbF4A597f3gIXXTj4rX+eubuHTviFTqpVUYW9eqwk0DVEcwlO+fYOzXj\n", - "JHVFhfcKJ967e6+fl2CInE4sYiq8V6qxQQDvGmnenHhv7v1b+RNzWWW+V6iYzHnL3r9r18aYrmIK\n", - "bZrOX87/qd4bs3UdVHivKMw3fRDTm+/jA+jCYLyeP/DmHULdQ7NVKciGa4W4D6A1cMsOSp9REhb/\n", - "9mCg6mjYyf7Q2w+SKhn6vQNlvNK9A+2cRoq+8Sj2dptUt41e799nPt7zBV5xvjPKeIV7u7rU17+A\n", - "hZdxC/kOFDEZmN+BdkztOXBT7yHXcC2PIcS1NUvnwcX5P9c7wq3T6331Oneu99qOPIgR96n2dpTx\n", - "nu89+YeJkpIGt27Ysa4Zd9VBhWTxjEyCqmMwlOyMT7x7yVDsTcarwLub03A9u29rp9m7vC/dxBR7\n", - "+xe15J5sgVfsTcYr39u/dCV1W1ya8z2S061e0fw+jOlgzbudN+FK7k8LWZyNHFN1J/bDud6zdYq9\n", - "L17nTvUu3WLx9yrON+VNxnu+99yv4zqhTVweY8luAG+RwJsJvEUCbybwFgm8BxDumgLvAeAtHqve\n", - "U4dQ9+sYo6fcO8JKdgK8ZQJvHvCWCbx5wFsm8D5GumsKvI+Bt3ysen/8h4kkwkm2JuBtC3jbAt62\n", - "gLct4G0LeNvCqjcOoYaAty3gbQt42wLetoC3LeBtC6veP04cBQUFBQUFBQUFBQUFBeUbBT8JNQS8\n", - "bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8DbFvC2BbxtAW9bwNsW\n", - "8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla95w+h/17vh9D/WOpHyYa3OOA9AbzFAe8J4C0OeA8i\n", - "2DUF3oPAWzRWvecPob/P94/QDmAnOwXe4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9eYfQt3p++fn\n", - "/bOV5zvthn+vR1L3eL/+rRUrv89Q9ygrUlzn9p5B1Q3CTrZjxjuLNS35vRtavB2ceCV5Z/E06hdi\n", - "n5Bj3KHIOx8H+RipUOP97/16FNepTUGNd1l/EK8kb0fhvs9jxfl2EDGpnd+OXkzZ9bR0/O/iTbku\n", - "dPen4r50aF+Z/9O9F2brMtR4X7vOne0dr8dSqmnNN+nNifePvZmH0N/3c3l4Grw7VMbPXvLxWoZw\n", - "Bxfg4/l+LgO8m2AvkQTvP6+dTNUxGE72xofeCf4QnmV/RZM3J16qLec5BH/tXbLnNNz3eP36RZxc\n", - "xLR5J+Ngv95AlXfYrHvtMjR5c+Kl2nKeQ/C33q4uiclv+PGz4nyTMS33aZ3fzJi67tRzmF+jx5j3\n", - "0dju7U+xbr2WxXxt/r/jza0rUOV97Tp3qrdbz5OxHA5mMSaqTwo0eXPipdpynpPAO4RmG3KJ64Be\n", - "nSMO7PC/vQTXB5v9uVQdh7FkJ3zknUA8R5M3J1553gXNtvQYd+j0DtTx7+jyHt+sNXlz4hXn7evS\n", - "jTONSW++P8vpjmbv2ed81Zsa2xuN/al6YeyP9dpn54x+ONV7Y7YuoMs7XLtqnfuO90rzOZrzvZI8\n", - "hxPvGd7Mn4QGuey0G1mlHr5+Lcko9gH6zwcdVC2GTmSdEFQdg6FkZ8x7pxx/B1GJNydead4F7Zwe\n", - "jHGHSm9HiFXN/C7IveN9sRD3a/LmxCvQ27v6uEK7fSwrzvdwTOG6mvnNiKm/5i3cxpse24FyXC9X\n", - "qhfIuk0gxP7N/J/pvTNbt6LKOz4zFuLZYr1XqhgdM/cJ9ubEe4L31B8m8gvW8nBf4lfwASQd4w8p\n", - "awD+3zG44w4KLwGxhIPO/mX6daOMJbuG7Z1xnBBN3px4RXln9HI6sAgsqPL244G6Z0dfvgPh/nQR\n", - "ztHkzYlXovcWV/ZinqMt32RMiuf3WEyy9m96Ttf7k29fjHUX89bmwvyf6b0zW7ejzzsQnv29de47\n", - "3o5eveZ8O+p6Trx/7T11CN0JC7PvBL9IpQM1iobfT94DGUvwDrX4H28MLTjJbjPinfv5QUO80NTo\n", - "8A5w4r25d0I/p9wx7tDgHQgLZH/TytHjzYsX3jV38M5jCGO5911nTd4l/Zi0zu9AO6bjOVByF++W\n", - "a70/1X79Pezb+T/Te2e2rocG78hYvAEp3ssd7sDUnNOa8015R8biDXzu/eEhdNGNi9f665m7d+yI\n", - "V+ikVhlZ1KvDTgJVRzCX7Jxj79SMk9QVFd4rnHjv7r1+XoIhcjqxiKnwXqnGBgG8a6R5c+K9ufdv\n", - "5U/MZZX5XqFiMucte/+uXRtjuooptGk6fzn/p3pvzNZ1UOG9ojDf9EFMb76PD6ALg/F6/sCbdwh1\n", - "D81WpSAbrhXiPoDWwC07KH1GSVj824OBqqNhJ/tDbz9IqmTo9w6U8Ur3DrRzGin6xqPY221S3TZ6\n", - "vX+f+XjPF3jF+c4o4xXu7epSX/8CFl7GLeQ7UMRkYH4H2jG158BNvYdcw7U8hhDX1iydBxfn/1zv\n", - "CLdOr/fV69y53ms78iBG3Kfa21HGe7735B8mSkoa3Lphx7pm3FUHFZLFMzIJqo7BULIzPvHuJUOx\n", - "NxmvAu9uTsP17L6tnWbv8r50E1Ps7V/UknuyBV6xNxmvfG//0pXUbXFpzvdITrd6RfP7MKaDNe92\n", - "3oQruT8tZHE2ckzVndgP53rP1in2vnidO9W7dIvF36s435Q3Ge/53nO/juuENnF5jCW7AbxFAm8m\n", - "8BYJvJnAWyTwHkC4awq8B4C3eKx6Tx1C3a9jjJ5y7wgr2Qnwlgm8ecBbJvDmAW+ZwPsY6a4p8D4G\n", - "3vKx6v3xHyaSCCfZmoC3LeBtC3jbAt62gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6/zhx\n", - "FBQUFBQUFBQUFBQUFJRvFPwk1BDwtgW8bQFvW8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbw\n", - "toVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1nj+E/nu9H0L/\n", - "Y6kfJRve4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9Z4/hP4+3z9CO4Cd7BR4iwPeE8BbHPCeAN7i\n", - "gPcggl1T4D0IvEVj1Zt/CHWn75+f989Wnu+0G/69Hknd4/36t1as/D5D3aOsSHGd23sGVTcIO9mO\n", - "Ge8s1rTk925o8XZw4pXkncXTqF+IfUKOcYci73wc5GOkQo33v/frUVynNgU13mX9QbySvB2F+z6P\n", - "FefbQcSkdn47ejFl19PS8b+LN+W60N2fivvSoX1l/k/3Xpity1Djfe06d7Z3vB5LqaY136Q3J94/\n", - "9mYeQn/fz+XhafDuUBk/e8nHaxnCHVyAj+f7uQzwboK9RBK8/7x2MlXHYDjZGx96J/hDeJb9FU3e\n", - "nHiptpznEPy1d8me03Df4/XrF3FyEdPmnYyD/XoDVd5hs+61y9DkzYmXast5DsHferu6JCa/4cfP\n", - "ivNNxrTcp3V+M2PqulPPYX6NHmPeR2O7tz/FuvVaFvO1+f+ON7euQJX3tevcqd5uPU/GcjiYxZio\n", - "PinQ5M2Jl2rLeU4C7xCabcglrgN6dY44sMP/9hJcH2z251J1HMaSnfCRdwLxHE3enHjleRc029Jj\n", - "3KHTO1DHv6PLe3yz1uTNiVect69LN840Jr35/iynO5q9Z5/zVW9qbG809qfqhbE/1mufnTP64VTv\n", - "jdm6gC7vcO2qde473ivN52jO90ryHE68Z3gzfxIa5LLTbmSVevj6tSSj2AfoPx90ULUYOpF1QlB1\n", - "DIaSnTHvnXL8HUQl3px4pXkXtHN6MMYdKr0dIVY187sg9473xULcr8mbE69Ab+/q4wrt9rGsON/D\n", - "MYXrauY3I6b+mrdwG296bAfKcb1cqV4g6zaBEPs383+m985s3Yoq7/jMWIhni/VeqWJ0zNwn2JsT\n", - "7wneU3+YyC9Yy8N9iV/BB5B0jD+krAH4f8fgjjsovATEEg46+5fp140yluwatnfGcUI0eXPiFeWd\n", - "0cvpwCKwoMrbjwfqnh19+Q6E+9NFOEeTNydeid5bXNmLeY62fJMxKZ7fYzHJ2r/pOV3vT759MdZd\n", - "zFubC/N/pvfObN2OPu9AePb31rnveDt69Zrz7ajrOfH+tffUIXQnLMy+E/wilQ7UKBp+P3kPZCzB\n", - "O9Tif7wxtOAku82Id+7nBw3xQlOjwzvAiffm3gn9nHLHuEODdyAskP1NK0ePNy9eeNfcwTuPIYzl\n", - "3nedNXmX9GPSOr8D7ZiO50DJXbxbrvX+VPv197Bv5/9M753Zuh4avCNj8QakeC93uANTc05rzjfl\n", - "HRmLN/C594eH0EU3Ll7rr2fu3rEjXqGTWmVkUa8OOwlUHcFcsnOOvVMzTlJXVHivcOK9u/f6eQmG\n", - "yOnEIqbCe6UaGwTwrpHmzYn35t6/lT8xl1Xme4WKyZy37P27dm2M6Sqm0Kbp/OX8n+q9MVvXQYX3\n", - "isJ80wcxvfk+PoAuDMbr+QNv3iHUPTRblYJsuFaI+wBaA7fsoPQZJWHxbw8Gqo6GnewPvf0gqZKh\n", - "3ztQxivdO9DOaaToG49ib7dJddvo9f595uM9X+AV5zujjFe4t6tLff0LWHgZt5DvQBGTgfkdaMfU\n", - "ngM39R5yDdfyGEJcW7N0Hlyc/3O9I9w6vd5Xr3Pneq/tyIMYcZ9qb0cZ7/nek3+YKClpcOuGHeua\n", - "cVcdVEgWz8gkqDoGQ8nO+MS7lwzF3mS8Cry7OQ3Xs/u2dpq9y/vSTUyxt39RS+7JFnjF3mS88r39\n", - "S1dSt8WlOd8jOd3qFc3vw5gO1rzbeROu5P60kMXZyDFVd2I/nOs9W6fY++J17lTv0i0Wf6/ifFPe\n", - "ZLzne8/9Oq4T2sTlMZbsBvAWCbyZwFsk8GYCb5HAewDhrinwHgDe4rHqPXUIdb+OMXrKvSOsZCfA\n", - "Wybw5gFvmcCbB7xlAu9jpLumwPsYeMvHqvfHf5hIIpxkawLetoC3LeBtC3jbAt62gLctrHrjEGoI\n", - "eNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+UfCTUEPA2xbwtgW8bQFvW8DbFvC2\n", - "hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0B\n", - "b1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCeAN7igPcggl1T4D0IvEVj1Xv+EPr7\n", - "fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+IdSdvn9+3j9beb7Tbvj3eiR1j/fr\n", - "31qx8vsMdY+yIsV1bu8ZVN0g7GQ7ZryzWNOS37uhxdvBiVeSdxZPo34h9gk5xh2KvPNxkI+RCjXe\n", - "/96vR3Gd2hTUeJf1B/FK8nYU7vs8VpxvBxGT2vnt6MWUXU9Lx/8u3pTrQnd/Ku5Lh/aV+T/de2G2\n", - "LkON97Xr3Nne8XospZrWfJPenHj/2Jt5CP19P5eHp8G7Q2X87CUfr2UId3ABPp7v5zLAuwn2Eknw\n", - "/vPayVQdg+Fkb3zoneAP4Vn2VzR5c+Kl2nKeQ/DX3iV7TsN9j9evX8TJRUybdzIO9usNVHmHzbrX\n", - "LkOTNydeqi3nOQR/6+3qkpj8hh8/K843GdNyn9b5zYyp6049h/k1eox5H43t3v4U69ZrWczX5v87\n", - "3ty6AlXe165zp3q79TwZy+FgFmOi+qRAkzcnXqot5zkJvENotiGXuA7o1TniwA7/20twfbDZn0vV\n", - "cRhLdsJH3gnEczR5c+KV513QbEuPcYdO70Ad/44u7/HNWpM3J15x3r4u3TjTmPTm+7Oc7mj2nn3O\n", - "V72psb3R2J+qF8b+WK99ds7oh1O9N2brArq8w7Wr1rnveK80n6M53yvJczjxnuHN/ElokMtOu5FV\n", - "6uHr15KMYh+g/3zQQdVi6ETWCUHVMRhKdsa8d8rxdxCVeHPileZd0M7pwRh3qPR2hFjVzO+C3Dve\n", - "FwtxvyZvTrwCvb2rjyu028ey4nwPxxSuq5nfjJj6a97CbbzpsR0ox/VypXqBrNsEQuzfzP+Z3juz\n", - "dSuqvOMzYyGeLdZ7pYrRMXOfYG9OvCd4T/1hIr9gLQ/3JX4FH0DSMf6Qsgbg/x2DO+6g8BIQSzjo\n", - "7F+mXzfKWLJr2N4ZxwnR5M2JV5R3Ri+nA4vAgipvPx6oe3b05TsQ7k8X4RxN3px4JXpvcWUv5jna\n", - "8k3GpHh+j8Uka/+m53S9P/n2xVh3MW9tLsz/md47s3U7+rwD4dnfW+e+4+3o1WvOt6Ou58T7195T\n", - "h9CdsDD7TvCLVDpQo2j4/eQ9kLEE71CL//HG0IKT7DYj3rmfHzTEC02NDu8AJ96beyf0c8od4w4N\n", - "3oGwQPY3rRw93rx44V1zB+88hjCWe9911uRd0o9J6/wOtGM6ngMld/Fuudb7U+3X38O+nf8zvXdm\n", - "63po8I6MxRuQ4r3c4Q5MzTmtOd+Ud2Qs3sDn3h8eQhfduHitv565e8eOeIVOapWRRb067CRQdQRz\n", - "yc459k7NOEldUeG9won37t7r5yUYIqcTi5gK75VqbBDAu0aaNyfem3v/Vv7EXFaZ7xUqJnPesvfv\n", - "2rUxpquYQpum85fzf6r3xmxdBxXeKwrzTR/E9Ob7+AC6MBiv5w+8eYdQ99BsVQqy4Voh7gNoDdyy\n", - "g9JnlITFvz0YqDoadrI/9PaDpEqGfu9AGa9070A7p5GibzyKvd0m1W2j1/v3mY/3fIFXnO+MMl7h\n", - "3q4u9fUvYOFl3EK+A0VMBuZ3oB1Tew7c1HvINVzLYwhxbc3SeXBx/s/1jnDr9Hpfvc6d6722Iw9i\n", - "xH2qvR1lvOd7T/5hoqSkwa0bdqxrxl11UCFZPCOToOoYDCU74xPvXjIUe5PxKvDu5jRcz+7b2mn2\n", - "Lu9LNzHF3v5FLbknW+AVe5Pxyvf2L11J3RaX5nyP5HSrVzS/D2M6WPNu5024kvvTQhZnI8dU3Yn9\n", - "cK73bJ1i74vXuVO9S7dY/L2K8015k/Ge7z3367hOaBOXx1iyG8BbJPBmAm+RwJsJvEUC7wGEu6bA\n", - "ewB4i8eq99Qh1P06xugp946wkp0Ab5nAmwe8ZQJvHvCWCbyPke6aAu9j4C0fq94f/2EiiXCSrQl4\n", - "2wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428Kq948TR0FBQUFBQUFBQUFBQUH5\n", - "RsFPQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFv\n", - "W8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbwtoVV7/lD6L/X+yH0P5b6UbLhLQ54TwBvccB7\n", - "AniLA96DCHZNgfcg8BaNVe/5Q+jv8/0jtAPYyU6BtzjgPQG8xQHvCeAtDngPItg1Bd6DwFs0Vr35\n", - "h1B3+v75ef9s5flOu+Hf65HUPd6vf1tFdh/Zd65zW89wUHWDsJPtmPTOr1vx/vd+PdJ7lkKJK8p3\n", - "Hu/P+0EFLMm78KrqF2KfkM4OZd6O32e4bibfRb0ab8eAm7p8O4iYVO9jBzF11/qSu3hTrgvddbq4\n", - "L83xlfk/3Xthpk8qNHmvXLHOne0dr8eS5VRxvknvLN7v5pt5CP19P5eHp8G7QRo/e8nHazmClIT7\n", - "NjEfaCfAss5/XjuZqmMwnOyNSW83WJLrYRB04tXkvR5C0/u6qPJ29yXx+sUi+Zwi0LvE1YVvLoT7\n", - "Hq9fn/fjBUyL94qL8/F8Pyl3Vd6ax/mAm4tTW76pmDTvYwcx9df6Auo5B19jlDHvo7HdW6dj3Xot\n", - "jfni/H/Hm9knJaq8V1ycF6xzp3qTYznet9aW8aeo807ibe15kRO8eYdQKrhSJKUKpn9IqRf9/blU\n", - "HYexZCfMepcQz9HlPX4IVeXt70vHeb+tPO+CZtuQ9+6GtaDPO4512l2Vt/+30nF+6KYz36yYJp8j\n", - "z3s8vtt4U2N7ozF2Ge9os/052w+nem981ieqvD3RlbqXdru390r6HBP5Xkmf4/993X7O/ElokGt+\n", - "d2CVevj6tazZq4MjOqkaCE5kHQhUHYOhZGfMeVdU8Seo8o73xUIMRGX5dt+VCjETY9whzbvAe1YB\n", - "HTg7lHn7tc1/tpVvzeOcclObb05MVdsETd4f7e1XedNjO9AZ19PvaAkn9MOZ3jt/3SdyvR1XrnPf\n", - "8V5JYrSR75Uixiv386k/TOSTtTw8W5R9AEnH+AU8BFAn1zXvi4YOiSVsAvuX6deNMpbsGq53zvHA\n", - "0Okd708HZ4427y3mYsyXiPLO6C0uA4vfghpvn/s4rpXN74x2vreYFY7zppvyfI/FZMibscc57uRN\n", - "z+k6h7790Dva9/N/pvfOJ30S0OK9POzSde473o683ka+He36LeYv7+dTh9Cd8HLiO8Ev2OlBYxet\n", - "k3vUSSnUaZqq68NJdpsx7xSfnIPk5ujwDnDileydxxcWiuQlhuTm3gmtxTrAmdcRqd7BdW/CdZfq\n", - "7cjj0zXOe2528h1ox6RuH6tIYmLtcSV38W651h71HG+7XpH/M7135vukjVTv8Hm/nePskOK93FGM\n", - "ZRv5rr3L+L69n394CE0S5797kgaedERnMT8KzlPdm0DVEcwlO2fIe4W/cC8o8N6o2hII9t7arDVk\n", - "n5Tc3Xv9vARDLCwM34hY7/B5/65fUrL7OgjOt+Zx/tt1exnJ90ojJpX72Pp5I42Js8eV3Mh7aL5W\n", - "MYU26by/Kv+nem/M9UkXsd7X72vf8G6OZQP5bnnzxkvBH3jzDqHuoVlGQrDhWhG4DyAu4MWLTBZc\n", - "+oyScF+7M6g6Gnayp73XduVg9+j1/n2mG7f7nPaBXu/w72TS+ZeYOO6lewf8gtVdWIq+8VjwdpTu\n", - "ir01j3PSLUVnvgNlTGs7lftYStt7++zHRrG33817yLXw8oS4tmbZPFifcVH+z/WOTPaJSu+Usl66\n", - "99quOZY155vwzjwXvryfT/5hoqSkwa3Bx7q8X9K69JBSSBbPyCSoOgZDyc6Y9PbJTe6JxTcw5J0N\n", - "fMXeC/7AndTtMSvw7i4s4Xp239ZOs3dKeMbeRre35nHed0tRlm8qJs372FFMRX28bXvm7bwJV3Kd\n", - "XsjiTN7RLs7/ud6TfaLdeyM8f78u3Jscywta833gfeV+PvfruE5oE5fHWLIbwFsk8GYCb5HAmwm8\n", - "RQLvAYS7psB7AHiLx6r31CHU/YrW6Cn3jrCSnQBvmcCbB7xlAm8e8JYJvI+R7poC72PgLR+r3h//\n", - "YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFB\n", - "QUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHU\n", - "EPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEt\n", - "DnhPAG9xwHsCeIsD3hPAWxzwHkSwa4pV7/lD6O/z/WNxcsNbHPCeAN7igPcE8BYHvCeAtzjgPYhg\n", - "1xSr3vxDqDt9//y8f7byfJfd8PsMdY/Xv/XKguuw7Z7HO62qoNpyntNhanJ3vf+9X4/0+lKKgfHv\n", - "9fDXs/5oocg7Ouf3dFDjfTwWMrR4Z7GmpZN3Nfle4MQryjuQz+M9Lr3zO9DzVpvvLJ6inqrzDy2Q\n", - "5O0o/Mp9Wuf+vdDzLq7vRWO+05g0798LfxXvXbwp14XuvC3u21N8bf5P917o1eX7XWeeR/7Ym3kI\n", - "/X0/l4fn72D5Zx/E4/l+LsnMF7UkIP+5I0q15TyHgD+5Ke8wcNtjNdz3eP36Nq1BsaHN+/FaWqyf\n", - "3Dcl2g1XFy3eVF2BKu+abs41eXPipdpynkPwt96LuduYknm8o3l+E96ceKm2nOcQ/LV3CZXXbp04\n", - "b1eXxORf8OLncJ/O/ZvyrlGTbzImxfv3X8X7V88hGPM+Gtu9eRvr1mtZzNfm/zvenboL93PeIfRg\n", - "odqTGP43itabuuuQ9nOotpznULAnN+k9MnDz/mih0ztQx7+jy/uTPtGTb+o5mrw58crzHo+hjn9H\n", - "kzcnXnneBVRbok6ct69LX5RaMYU1QNX+PeS9oijfdEx69++/ivc23tTY3mjM2+pglOb82vyf6r1B\n", - "1QXq+HfO8Gb+JDQIZKfdBB+Ez2AhWiXeBddJNtWW8xwC9uQmvWNdLP02VOJ1ejtCrF13Vd6jfbKg\n", - "Nt8u/KW+F6wmb0680rzXze6RurfFfKxq5jflrTnfBdQc1jW/Vx8fV2hXj+Xe9QSV3gFV+SZjivfF\n", - "QswTTd6ceG/jTY/tQD2u64NS2uba/J/pvUPVOUKs3foTvKf+MJFP5PJwX+JX8Jt3DKAWDQteLGGT\n", - "7wVHteU8pwd/cgea3gWhTZoIx1HiA6q8/YCk74noy3eAqnPo9D5eeDR5c+IV5e3nb7LR+fU9iUnr\n", - "/D7wVpvvDGoO65zfW1zNnwDo3b9pb4e+fI/GFO7Xs3//Vbx38qbG9lJbzVvfvhjrLubW3P52/s/0\n", - "3unUXbifTx1Cd8IC9fN8ebH9ix0t2scL285nG2KL2cm9E71bX7gV09gmlqPBO3A0mXP0ePPi1eHd\n", - "WuRpdHgHOPHe3NtvSumc7a9hquY3w5sX7829E6g5rG9+5zGEsVz+lEHj/j3irTHfJX8VL7xrvund\n", - "cq3nbT2e77O+n+m9c7yWhbXge/v5h4fQmNTlxOs6olVaC1i10RNQbTnPSfh8ckfvhtv661x5jic2\n", - "MRXeK1RdCbxrxHiPLToZmvLNiffu3pUnsYZpGuccb035Xj8vwXz8UpFxc+/fyr+Vb33795i3gfWc\n", - "iknTurZ+3vireG/kXbs2xnQVU2jTHONfzv+p3hsDa9mXvXmHUPfQLFtBqP5OCyUaFra9rvcMR9k2\n", - "haqjYSeb8P595snyP46uJn2rPxR7u0Gc3OcnyTYY9XrTY0FxvlfyPEf0ewfKeGV7x39vcbi2cWNS\n", - "PL9J7wxt+Q6053BA4/wO+U2c/AtY+VJajAmPfm+V+c7IY9K8f+dw4r2p95BruJbHEOLamiXz4Or8\n", - "n+sdadRdvJ9P/mGipDSDK0TXBS7ekwdWSFJtyeeMw57clLcfxMn17AU1JCKrX0qIW7N3eV86uRV7\n", - "j/SJynw7eouOYm8yXuHejiKuvaq8T9H8dvS8yXgVeE+9VMj39i+bSd0el+L9e6Hv7VCabyomzfv3\n", - "dLx39SZcyXm7kMWZ7F0X5/9c74G1bLv+3f187tdxXbI2cXnwJ/cKvEUCbybwFgm8mcBbJPBmAm+R\n", - "wHsA4a4pVr2nDqHux7Wjp9w7Mju54S0TePOAt0zgzQPeMoE3D3jLBN7HSHdNser98R8mksjs5JYO\n", - "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1fvHiaOgoKCgoKCgoKCgoKCg\n", - "fKPgJ6GGgLct4G0LeNsC3raAty3gbQur3jiEGgLetoC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raA\n", - "ty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqvf8IfTf6/0Q+h9L/SjZ8BYHvCeAtzjg\n", - "PQG8xQHvCeAtDra3YNcUeA+ixHv+EPr7fP9YXNTgLQ54TwBvccB7AniLA94TwFscbG/BrinwHkSJ\n", - "N/8Q6k7fPz/vn60836Eb/r1fj/T6UrYOouoauM7d2j7er3/rdQdVN8jUojblHfj3eiT1RMyavLN4\n", - "f94PKmBR3oFuTov7yDVCkXd+3ap3fk+FFu8s1rR0/CV5H7ipznfhXq7Z0Z1cyx1qvDW/tywcxGQj\n", - "3x/EexdvynWhm8fivnRoX7nOXel9Zf5P915o1mWx9p+78cfezEPo7/u5PDxN2u8zfg4LdnuNpuoK\n", - "vEQSvP+8dgZVx4C/qM16r0l/vJZWB6jydvcl8fpJk3xOEedN5TTct03wMv4UTd4uv8n1sNB14tXk\n", - "7e5Lrrt7ui+pqrxruu4CvUt2N835dnVJTNmaHe57vH79mt96udlQ5a34vYWMSXG+/yrev3oOwZj3\n", - "0dju5THWrdeymJe6C9e5y7w58VJtOc9J+I73wJxe6Ob8BG/eIZQ6TJAL9vhiXr/4uM4LX5Oq48Be\n", - "1Ka9x+NT5e3vSwdfP1553kQM1aTr95Eq7xLiOZq96/h3kO/I3b0LWG474rx93dGaHdYz6gVGl7fe\n", - "95axmPTl+6/ivY03NbY3Gnn86F1l54x+uMqbE6847w2qbuUL8yeF+ZPQIJCddjdiXSxpG6quoBok\n", - "TmSdHFQdA/aiNuu9JvOR1veC1eS94L+T4mMO7bqDXpo3kdN6EhLuirwrqvgT1HqHWC2M85Lj75QL\n", - "8i7ouynL98Lxmt27nqDKO94XCzFepHkPxaQw338V7228CdeNOo/j7yoh9u4YOKEfLvO+OP9neu9Q\n", - "dYFv7+dTf5jIJ3J5OPViEtqkAe1QdY6wKcQSXoTil6HqRuEvagG2t09KMlj8i10/XjXeK1vM2aSv\n", - "EeVN5NS3L1xd/L0Jr8U7Z3CR67iJ8/b1xT0ddOb7eKMR5Z3RcNOa75UtruaafTy3Hfq8A+F+Pe8t\n", - "xzHpzPdfxXsnb2pst/Lo21PvKheuc1d6c+KV5L1zNKe/v59PHUJ3QsDtQUrJHIvu/NVzdmYXtZ1B\n", - "bz+R001rbFEPCPYu4gsTJnmhJbm5N5HTeoFTlO/BsewXIeJFrkaHtyOM8/5Lao4O79amTnNz74Qj\n", - "N1X5LmIIbuWazVnPIhq8I5x47+5d0opJY75L/ireu3i3XOs81mvbffa1u3jz8nZv7x2qrtU/R3zu\n", - "/eEhlAjaf+e8s5hTdSXVy1ACVUfw+aI26F150gMgQ7A3b6IX3N2bymkVX6g7moQeyd4r/APoggLv\n", - "jaotgQrvsU0m4+7e6+chN0X5/q38W/kmxn4PFd4rmub3+nmjGZO+fI95r3DivZF37drIYxVTaNNc\n", - "77487m/jzcnb3b03qLpr9nPeIdQ9NIswCLlrv898kKYvpFRd+oya0ClUh7XraNjJnvSuEu6TEtsr\n", - "9i4Hn1/E4uCW7R3/3c5piHG7NesHzd5ru2whjCj2duM6uc9vBibyHch9I9K9A003zfn2+U18szU7\n", - "UowJj15vze8tOb2YFOY7gxPvTb2HXFt5DHFtzdJ5cPE6d5l3RhmvdO9Iv+6q/XzyDxMlJQbnk5lc\n", - "T19IqbpSct0EYttMgqpjwF7UZr0dRcx7LnV7+w07qd9jFu7t6OZ0IatLX2IUe5djIRbfQHO+y/uM\n", - "5NvT22QUeB+5bffpynd/zQ79kdbt9Yq9Nb+3kDEpzvd0vHf1JlzJPC5kcTbWMqruxH64zJuMV7r3\n", - "QZ+s9XWs53vP/TquW5w3cXnwF7UVeIsE3kzgLRJ4M4G3SODNBN4iYXkLd02B9wCKvKcOoe7HtqOn\n", - "3Dsyu6jBWybw5gFvmcCbB7xlAm8e8JYJx1u6awq8j9Hk/fEfJpLI7KImHXjbAt62gLct4G0LeNsC\n", - "3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2\n", - "BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuH\n", - "UEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3hPAWxxsb8Gu\n", - "KfAeRIn3/CH09/n+sbiowVsc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEm/+IdSdvn9+3j9beb5D\n", - "N/x7vx7p9aUkHfTv9cjqyL5znbu1fbxf/9brDqpukKlF7U+84z0d1HjTfVKhKN+OPOdEzJq8s3h/\n", - "3g8qYFHegW5Oi/uoYa7Ke+X3GerU5DuLp1GvNd9H3kW9qvlNuOl9b1kgvMm6EtHedUzi9m/KdSH6\n", - "VDks7svGNlVX8sf9cKn3wlX5P917gapzXLGfMw+hv+/n8vA0aS7o8Dm8pDYHq+u0x2tpET+6jsg7\n", - "bsNLJMH7z2tbqo4Bf1Gb9Hb3Jd4+we2Gq4sWb6quQJX3OraTnHdR5e3uS+L1i2TyOUWcN5XTcN+2\n", - "YJfxp6jyXnFxPp7LGkdsWgK9S1xdWLd157sk907iVTW/CTfV7y1UThXn+yAmefv3UY7devXr9+58\n", - "jY5167UsZqqugHKl6giu8742/9/xbtWtuDgv2M95h1BqMVrS1n9JLSCeUw8C13mhLVXHgb2o/ZE3\n", - "NcB1eX/SJ5K9x+NT5e3vSxebfrzyvIkYqkW230eqvD3RNfxvb9OS512QtlWd74K0rf+30vnNcKOe\n", - "o8qb0SfSvOmYxuO7jTeV443GGk2tZRevc5d5D8bnEOe90auL/UDdS7vNejN/EhoCzE67G7EuFuKL\n", - "VwMhoapzIr3JkdQxYC9qf+IdYu0lV5f3J2NBsPe6QDzS+l6wqvLtQnbXXMyhnZpxTuS0XnQJd0Xe\n", - "Du/uPyvLd4Ef12tAqvNdkHo71M7vhXm3BGXeavNNxSRy/6ZzHKhzSK1lV69zV3lfnf8zvXfadVfu\n", - "51N/mMgH7BLkSucrhDZpQJEDyYWwAMYSBkX8MlTdKPxFLTDl7RND3xNR5Z1A1TnUePtcJ4uDX9T6\n", - "8WrL9xZztsjXiPImcurbF64u/t7apsU7/DvmXvN6nm+iqvOd0X552GLWNL9Xjt10jnPK+7hPAtK8\n", - "uzEJ3r/pOV2PXd++s5ZRdS3+uh+u8l7+4WPcmn85/2d67zTqLt7Ppw6hO2GzqjvBQWxkB4taDnWa\n", - "pur6zC5qO3xvRxg4/cNYjh5vXryCvf0ilub3eELvCPYu4gvjPFnMSW7uTeS03tAU5bvrHf4/JXts\n", - "HGfHzb0TyvyqzndC7ZnHp2p+D7rpe2+hvMf6pM3dvUuSmFTs3y3X2qOe43sbqu6Yz/vhKu+r83+m\n", - "905ZFz7vt3OcHZ97f3gIXUKukrriT9f5wsVfyBeqgZFA1RF8vqjxvDeouhJ419zdu/JkTGjB3nUb\n", - "Rd5UTqv4ygWdQKz3K2x6rdIaJyV3914/L8HUG6jmfK+fW96a5/fvgJvG9xbKW3O+K4M0JiX791D+\n", - "qphCGz/vqboj/qAfLvO+OP+nem+UdeshtlVa86XkD7x5h1D30GwkBiF37feZJs81TSXWdk2p/Rk1\n", - "oYPanUnV0bCTPevtBnVynx8sW1L0eg+NBYXesd0Wo5+Esb1ib++ZLDZ+MY+blmzv+O92TkOM261Z\n", - "P2j2TinaifcO5Gt1RHO+A03vzHNB0/wecdvW9xTF3prznVHGFNptn30/3Hz/HnItvDwhrq1ZlnOq\n", - "7vx+uM67aO/rvpf/c70jVJ2jrD/fe/IPEyUlBucTllxPF+6yLhZ/byG5LnixTSZB1TFgL2qz3tV9\n", - "6UucYu+RPlGZ74Ui5nibdm9/KE3q95iFezu6OV3I6hTNbwflvRGeoSrf1Aaaxaws34S35vnddSvX\n", - "vFj8vYq9F9Tm+yimon7vrrt6UzkO8zmrW8oWTxZnupYtdOvO74f7eH83/+d6H/TJRnj+fv1877lf\n", - "x3WL854dcfAXtRV4iwTeTOAtEngzgbdI4M0E3iJheQt3TYH3AIq8pw6h7ld2Rk+5d2R2UYO3TODN\n", - "A94ygTcPeMsE3jzgLROOt3TXFHgfo8n74z9MJJHZRU068LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8Db\n", - "FvC2BbxtAW9bwNsW8LaFVe8fJ46CgoKCgoKCgoKCgoKC8o2Cn4QaAt62gLct4G0LeNsC3raAty2s\n", - "euMQagh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jb\n", - "At62gLct4G0Lq97zh9B/r/dD6H8s9aNkw1sc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEu/5Q+jv\n", - "8/1jcVGDtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vxDqDt9//y8f7byfIdu+Pd+PdLrS0k6\n", - "6N/rkdWRfec6d2v7eL/+rdcdVN0gU4van3jHezqo8ab7pEJRvh15zomYNXln8f68H1TAorwD3ZwW\n", - "91HDXJX3yu8z1KnJdxZPo15rvo+8i3pV85tw0/veskB4k3Ulor3rmMTt35TrQvSpcljcl41tqq7k\n", - "j/vhUu+Fq/J/uvcCVee4Yj9nHkJ/38/l4WnSXNDhc3hJbQ5W12mP19IifnQdkXfchpdIgvef17ZU\n", - "HQP+ojbp7e5LvH2C2w1XFy3eVF2BKu91bCc576LK292XxOsXyeRzijhvKqfhvm3BLuNPUeW94uJ8\n", - "PJc1jti0BHqXuLqwbuvOd0nuncSran4TbqrfW6icKs73QUzy9u+jHLv16tfv3fkaHevWa1nMVF0B\n", - "5UrVEVznfW3+v+PdqltxcV6wn/MOodRitKSt/5JaQDynHgSu80Jbqo4De1H7I29qgOvy/qRPJHuP\n", - "x6fK29+XLjb9eOV5EzFUi2y/j1R5e6Jr+N/epiXPuyBtqzrfBWlb/2+l85vhRj1HlTejT6R50zGN\n", - "x3cbbyrHG401mlrLLl7nLvMejM8hznujVxf7gbqXdpv1Zv4kNASYnXY3Yl0sxBevBkJCVedEepMj\n", - "qWPAXtT+xDvE2kuuLu9PxoJg73WBeKT1vWBV5duF7K65mEM7NeOcyGm96BLuirwd3t1/VpbvAj+u\n", - "14BU57sg9Xaond8L824JyrzV5puKSeT+Tec4UOeQWsuuXueu8r46/2d677TrrtzPp/4wkQ/YJciV\n", - "zlcIbdKAIgeSC2EBjCUMivhlqLpR+ItaYMrbJ4a+J6LKO4Gqc6jx9rlOFge/qPXj1ZbvLeZska8R\n", - "5U3k1LcvXF38vbVNi3f4d8y95vU830RV5zuj/fKwxaxpfq8cu+kc55T3cZ8EpHl3YxK8f9Nzuh67\n", - "vn1nLaPqWvx1P1zlvfzDx7g1/3L+z/TeadRdvJ9PHUJ3wmZVd4KD2MgOFrUc6jRN1fWZXdR2+N6O\n", - "MHD6h7EcPd68eAV7+0Usze/xhN4R7F3EF8Z5spiT3NybyGm9oSnKd9c7/H9K9tg4zo6beyeU+VWd\n", - "74TaM49P1fwedNP33kJ5j/VJm7t7lyQxqdi/W661Rz3H9zZU3TGf98NV3lfn/0zvnbIufN5v5zg7\n", - "Pvf+8BC6hFwldcWfrvOFi7+QL1QDI4GqI/h8UeN5b1B1JfCuubt35cmY0IK96zaKvKmcVvGVCzqB\n", - "WO9X2PRapTVOSu7uvX5egqk3UM35Xj+3vDXP798BN43vLZS35nxXBmlMSvbvofxVMYU2ft5TdUf8\n", - "QT9c5n1x/k/13ijr1kNsq7TmS8kfePMOoe6h2UgMQu7a7zNNnmuaSqztmlL7M2pCB7U7k6qjYSd7\n", - "1tsN6uQ+P1i2pOj1HhoLCr1juy1GPwlje8Xe3jNZbPxiHjct2d7x3+2chhi3W7N+0OydUrQT7x3I\n", - "1+qI5nwHmt6Z54Km+T3itq3vKYq9Nec7o4wptNs++364+f495Fp4eUJcW7Ms51Td+f1wnXfR3td9\n", - "L//nekeoOkdZf7735B8mSkoMzicsuZ4u3GVdLP7eQnJd8GKbTIKqY8Be1Ga9q/vSlzjF3iN9ojLf\n", - "C0XM8Tbt3v5QmtTvMQv3dnRzupDVKZrfDsp7IzxDVb6pDTSLWVm+CW/N87vrVq55sfh7FXsvqM33\n", - "UUxF/d5dd/Wmchzmc1a3lC2eLM50LVvo1p3fD/fx/m7+z/U+6JON8Pz9+vnec7+O6xbnPTvi4C9q\n", - "K/AWCbyZwFsk8GYCb5HAmwm8RcLyFu6aAu8BFHlPHULdr+yMnnLvyOyiBm+ZwJsHvGUCbx7wlgm8\n", - "ecBbJhxv6a4p8D5Gk/fHf5hIIrOLmnTgbQt42wLetoC3LeBtC3jbwqo3DqGGgLct4G0LeNsC3raA\n", - "ty3gbQur3j9OHAUFBQUFBQUFBQUFBQXlGwU/CTUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2Bbxt\n", - "AW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZW\n", - "vecPof9e74fQ/1jqR8mGtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vOH0N/n+8fiogZvccB7\n", - "AniLA94TwFsc8J4A3uJgewt2TYH3IEq8+YdQd/r++Xn/bOX5Dt3w7/16pNeXsnUQVdfAde7W9vF+\n", - "/VuvO6i6QaYWtSnvwL/XI6knYtbkncX7835QAYvyDnRzWtxHrhGKvPPrVr3zeyq0eGexpqXjL8n7\n", - "wE11vgv3cs2O7uRa7lDjrfm9ZeEgJhv5/iDeu3hTrgvdPBb3pUP7ynXuSu8r83+690KzLou1/9yN\n", - "P/ZmHkJ/38/l4WnSfp/xc1iw22s0VVfgJZLg/ee1M6g6BvxFbdZ7TfrjtbQ6QJW3uy+J10+a5HOK\n", - "OG8qp+G+bYKX8ado8nb5Ta6Hha4TryZvd19y3d3TfUlV5V3TdRfoXbK7ac63q0tiytbscN/j9evX\n", - "/NbLzYYqb8XvLWRMivP9V/H+1XMIxryPxnYvj7FuvZbFvNRduM5d5s2Jl2rLeU7Cd7wH5vRCN+cn\n", - "ePMOodRhglywxxfz+sXHdV74mlQdB/aiNu09Hp8qb39fOvj68crzJmKoJl2/j1R5lxDP0exdx7+D\n", - "fEfu7l3ActsR5+3rjtbssJ5RLzC6vPW+t4zFpC/ffxXvbbypsb3RyONH7yo7Z/TDVd6ceMV5b1B1\n", - "K1+YPynMn4QGgey0uxHrYknbUHUF1SBxIuvkoOoYsBe1We81mY+0vhesJu8F/50UH3No1x300ryJ\n", - "nNaTkHBX5F1RxZ+g1jvEamGclxx/p1yQd0HfTVm+F47X7N71BFXe8b5YiPEizXsoJoX5/qt4b+NN\n", - "uG7UeRx/Vwmxd8fACf1wmffF+T/Te4eqC3x7P5/6w0Q+kcvDqReT0CYNaIeqc4RNIZbwIhS/DFU3\n", - "Cn9RC7C9fVKSweJf7PrxqvFe2WLOJn2NKG8ip7594eri7014Ld45g4tcx02ct68v7umgM9/HG40o\n", - "74yGm9Z8r2xxNdfs47nt0OcdCPfreW85jklnvv8q3jt5U2O7lUffnnpXuXCdu9KbE68k752jOf39\n", - "/XzqELoTAm4PUkrmWHTnr56zM7uo7Qx6+4mcblpji3pAsHcRX5gwyQstyc29iZzWC5yifA+OZb8I\n", - "ES9yNTq8HWGc919Sc3R4tzZ1mpt7Jxy5qcp3EUNwK9dsznoW0eAd4cR7d++SVkwa813yV/Hexbvl\n", - "WuexXtvus6/dxZuXt3t771B1rf454nPvDw+hRND+O+edxZyqK6lehhKoOoLPF7VB78qTHgAZgr15\n", - "E73g7t5UTqv4Qt3RJPRI9l7hH0AXFHhvVG0JVHiPbTIZd/dePw+5Kcr3b+Xfyjcx9nuo8F7RNL/X\n", - "zxvNmPTle8x7hRPvjbxr10Yeq5hCm+Z69+VxfxtvTt7u7r1B1V2zn/MOoe6hWYRByF37feaDNH0h\n", - "perSZ9SETqE6rF1Hw072pHeVcJ+U2F6xdzn4/CIWB7ds7/jvdk5DjNutWT9o9l7bZQthRLG3G9fJ\n", - "fX4zMJHvQO4bke4daLppzrfPb+KbrdmRYkx49Hprfm/J6cWkMN8ZnHhv6j3k2spjiGtrls6Di9e5\n", - "y7wzynile0f6dVft55N/mCgpMTifzOR6+kJK1ZWS6yYQ22YSVB0D9qI26+0oYt5zqdvbb9hJ/R6z\n", - "cG9HN6cLWV36EqPYuxwLsfgGmvNd3mck357eJqPA+8htu09XvvtrduiPtG6vV+yt+b2FjElxvqfj\n", - "vas34UrmcSGLs7GWUXUn9sNl3mS80r0P+mStr2M933vu13Hd4ryJy4O/qK3AWyTwZgJvkcCbCbxF\n", - "Am8m8BYJy1u4awq8B1DkPXUIdT+2HT3l3pHZRQ3eMoE3D3jLBN484C0TePOAt0w43tJdU+B9jCbv\n", - "j/8wkURmFzXpwNsW8LYFvG0Bb1vA2xbwtoVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWNr3f7/8Dak/T\n", + "iVBORw0KGgoAAAANSUhEUgAAA6EAAAEuCAYAAAB/IhQOAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAF7ySURBVHhe7Z2Lces8DkbTlhtyO+4mxezdrcUr\n", + "kqLEJ0TQkSUA35nh7LVIKTgEH2KSzf/zNsh//vu/9V+2gLct4G0LeNsC3raAty3gbQur3jiEGgLe\n", + "toC3LeBtC3jbAt62gLctrHr/OHEUFBQUFBQUFBQUFBQUlG8U/CTUEPC2BbxtAW9bwNsW8LYFvG1h\n", + "1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", + "FvC2BbxtAW9bWPWeP4T+e70fz9/1gyw+Sja8xQHvCeAtDnhPAG9xwHsCS96CXVPgPQi8RTN/CP19\n", + "vn+sLGop8BYHvCeAtzjgPQG8xQHvCSx5C3ZNgfcg8BYN/xDqTt8/P++frTzfoRv+vV+P9PpS0g5y\n", + "HZbUPV7/1ooGWdvHO2tK1Q0ytZj/ifdBvKK8A/9ej6QujyvWkbl2KPLOr+f3VKjxPpgDJVq8s1jT\n", + "0sm7JO8BN5Xzm/Ie6JMMSd6Owm/Pq/L53fVe4MQr2juNSWi+KdeF7npV3JeqXrmfX+adxZqWjr80\n", + "74VeneZ85275OHdQ/ZXxx97MQ+jv+7k8PA3+9xk/h4WrFAu4+5KAfCd2AvQSSZ3/vHYyVceAv5hP\n", + "enPipdpynkPwt97roH28lh4oCfc9Xr++b8hBrc07ue7u6W7eqrypuV+gyrumm3OB3iW7W7hP6/wu\n", + "6eZ0QU++XV0SU7ZHa57fhDcnXqot5zkEf+pNxiQx30c57q1XsW69lsW81F24n1/nXdN1F+vdqdOa\n", + "b7euJW7hwBljovqk4ARv3iGUOjxSC5e/Lw3GSbefU7/w7W2pOg7sxXzSmxOvPO+RGELfUINap3eg\n", + "jn9Hl/f4S4vmfFPPkedd0GyrcX4XUG015dvX9fZoxfOb8ObEK82bjklgvqkcbzTWq+pFue9e++yc\n", + "0Q938aa+hjjvDaouoCrfJc3nzPTJ597Mn4SGILPT7kasiyVv47+r4Af9gWg1OZzIOjmoOgbsxXzW\n", + "mxOvNO91ED9S9yqgg1w7VHo7QqxqxjnpTcyBErX5duH368R5F7Tdwv2q5ncBlVNt+e7v0fG+WBTN\n", + "74WuNydead5kTBLzTec4UOR3oX5xrtsEQuzdte6EfriHtwt/eX4vWGHeO1SdQ1e+K6oYHTP3fe49\n", + "9YeJ/ABeHu5L5yuENrlkWOyXkg3+mq2dL+EFMH4Zqm4U/mIemPHmxCvK2w+4ZCL4l/UypoFBvaDK\n", + "29cX93TQl+9AOQdKdHofL7iivDN6bgrndwaVU5353uIi9mhV83ul582JV5r3aEyS8k3leKmt1ivf\n", + "vpHzrc2F+/ml3hvfX+fO9N7p1CnNd06v/ui+wF97Tx1Cd8IAbScrHbz5QA4dSJ3kU6hJcDxBWswu\n", + "5juj3iWceG/u7SdrujG1BvDYoM7R4B0I47y/eefo8ebFq8O7tanT3Nw7oe+mcH4nUDnVl+88hrB2\n", + "9fZoTrzwrrmDd8lfxXsX75ZrvV7V8/g++/kdvOt2R9zbe4eqC2jKd4o/KDZzetwnNZ97f3gIXRPV\n", + "Elp/jc35jA74JtVLYAJVR/D5Yj7mXcGJ9+7elWcrpxODWoX3CjUWSuBdI8Z7bLHNuLv3+pl2Uzi/\n", + "18+0t758/1b+NuY3y5sT7829KzsqJqH5rl0bua1iCm2ac/vL/XC99zXr3KneG1TdiqZ8r/QPoI6B\n", + "Pin5A2/eIdQ9NBuRIWh37feZJyuTLYPxyY2De39GTZgE7U6h6mjYyZ71zijjle0d/73F4XNcTtii\n", + "jUextxvXyX1+cdjGvV5veg7o9Y7keY5I9w603SJF33j0e6vMtx/XiVOyR6ue34R3ThmvcO+MPCaR\n", + "+R5yDdfyGEJcW7N0PFy8n1/mvXLVOneud6RRpzrfa7vm2SRC3Hei9+QfJkpKDM4P4uR6IesXsqR+\n", + "D66QXDeBut0CVceAvZjPepPxCvd2FHHtVWEAZvctJcSt2bu8L93MFXuTc19zvh29xVaBd9dN+fwm\n", + "N1C9+e7u0crnd9ebjFe4NxWTyHxTOabWq4UszsaeTdWd2A/XeTuuW+fO9abqFOe7nNOx+HsH+uRE\n", + "77lfx3VCm7g8+Iv5CrxFAm8m8BYJvJnAWyTwZmLJW7hrCrwHgLd4pg6h7sfUo6fcOzK7mMNbJvDm\n", + "AW+ZwJsHvGUCbx6WvKW7psD7GHjL5+M/TCSR2cVcOvC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbw\n", + "tgW8bQFvW8DbFvC2hVXvHyeOgoKCgoKCgoKCgoKCgvKNgp+EGgLetoC3LeBtC3jbAt62gLctrHrj\n", + "EGoIeNsC3raAty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqjcOoYaAty3gbQt42wLe\n", + "toC3LeBtC6ve84fQf6/3Q+h/LPWjZMNbHPCeAN7igPcE8BYHvAcR7JoC70HgLRqr3vOH0N/n+0do\n", + "B7CTnQJvccB7AniLA94TwFsc8B5EsGsKvAeBt2isevMPoe70/fPz/tnK8512w7/XI6l7vF//1oqV\n", + "32eoe5QVKa5ze8+g6gZhJ9sx453Fmpb83g0t3g5OvJK8s3ga9QuxT8gx7lDknY+DfIxUqPH+9349\n", + "iuvUpqDGu6w/iFeSt6Nw3+ex4nw7iJjUzm9HL6bselo6/nfxplwXuvtTcV86tK/M/+neC7N1GWq8\n", + "r13nzvaO12Mp1bTmm/TmxPvH3sxD6O/7uTw8Dd4dKuNnL/l4LUO4gwvw8Xw/lwHeTbCXSIL3n9dO\n", + "puoYDCd740PvBH8Iz7K/osmbEy/VlvMcgr/2LtlzGu57vH79Ik4uYtq8k3GwX2+gyjts1r12GZq8\n", + "OfFSbTnPIfhbb1eXxOQ3/PhZcb7JmJb7tM5vZkxdd+o5zK/RY8z7aGz39qdYt17LYr42/9/x5tYV\n", + "qPK+dp071dut58lYDgezGBPVJwWavDnxUm05z0ngHUKzDbnEdUCvzhEHdvjfXoLrg83+XKqOw1iy\n", + "Ez7yTiCeo8mbE68874JmW3qMO3R6B+r4d3R5j2/Wmrw58Yrz9nXpxpnGpDffn+V0R7P37HO+6k2N\n", + "7Y3G/lS9MPbHeu2zc0Y/nOq9MVsX0OUdrl21zn3He6X5HM35Xkmew4n3DG/mT0KDXHbajaxSD1+/\n", + "lmQU+wD954MOqhZDJ7JOCKqOwVCyM+a9U46/g6jEmxOvNO+Cdk4PxrhDpbcjxKpmfhfk3vG+WIj7\n", + "NXlz4hXo7V19XKHdPpYV53s4pnBdzfxmxNRf8xZu402P7UA5rpcr1Qtk3SYQYv9m/s/03pmtW1Hl\n", + "HZ8ZC/Fssd4rVYyOmfsEe3PiPcF76g8T+QVrebgv8Sv4AJKO8YeUNQD/7xjccQeFl4BYwkFn/zL9\n", + "ulHGkl3D9s44Togmb068orwzejkdWAQWVHn78UDds6Mv34Fwf7oI52jy5sQr0XuLK3sxz9GWbzIm\n", + "xfN7LCZZ+zc9p+v9ybcvxrqLeWtzYf7P9N6ZrdvR5x0Iz/7eOvcdb0evXnO+HXU9J96/9p46hO6E\n", + "hdl3gl+k0oEaRcPvJ++BjCV4h1r8jzeGFpxktxnxzv38oCFeaGp0eAc48d7cO6GfU+4Yd2jwDoQF\n", + "sr9p5ejx5sUL75o7eOcxhLHc+66zJu+Sfkxa53egHdPxHCi5i3fLtd6far/+Hvbt/J/pvTNb10OD\n", + "d2Qs3oAU7+UOd2BqzmnN+aa8I2PxBj73/vAQuujGxWv99czdO3bEK3RSq4ws6tVhJ4GqI5hLds6x\n", + "d2rGSeqKCu8VTrx3914/L8EQOZ1YxFR4r1RjgwDeNdK8OfHe3Pu38ifmssp8r1AxmfOWvX/Xro0x\n", + "XcUU2jSdv5z/U703Zus6qPBeUZhv+iCmN9/HB9CFwXg9f+DNO4S6h2arUpAN1wpxH0Br4JYdlD6j\n", + "JCz+7cFA1dGwk/2htx8kVTL0ewfKeKV7B9o5jRR941Hs7Tapbhu93r/PfLznC7zifGeU8Qr3dnWp\n", + "r38BCy/jFvIdKGIyML8D7Zjac+Cm3kOu4VoeQ4hra5bOg4vzf653hFun1/vqde5c77UdeRAj7lPt\n", + "7SjjPd978g8TJSUNbt2wY10z7qqDCsniGZkEVcdgKNkZn3j3kqHYm4xXgXc3p+F6dt/WTrN3eV+6\n", + "iSn29i9qyT3ZAq/Ym4xXvrd/6Urqtrg053skp1u9ovl9GNPBmnc7b8KV3J8WsjgbOabqTuyHc71n\n", + "6xR7X7zOnepdusXi71Wcb8qbjPd877lfx3VCm7g8xpLdAN4igTcTeIsE3kzgLRJ4DyDcNQXeA8Bb\n", + "PFa9pw6h7tcxRk+5d4SV7AR4ywTePOAtE3jzgLdM4H2MdNcUeB8Db/lY9f74DxNJhJNsTcDbFvC2\n", + "BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9f5w4CgoKCgoKCgoKCgoKCso3Cn4S\n", + "agh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jbAt62\n", + "gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6zx9C/73eD6H/sdSPkg1vccB7AniLA94TwFsc\n", + "bG/BrinwHgTeooH3IEq85w+hv8/3j9AOYCc7Bd7igPcE8BYHvCeAtzjY3oJdU+A9CLxFA+9BlHjz\n", + "D6Hu9P3z8/7ZyvOddsO/1yOpe7xf//zV9+uR3rMUqvNc51bPWKHqBmEn2zHjncWalvzeDUneR27F\n", + "feRcUeSdj4NOniOKvB3tud9AkzcnXknejsL9kQSldpw7CG9WvKK9k5iK/thLJ+938aZcF+IYzvLr\n", + "KO4r967ufSV/3A+XeV+c/9O9F9p11763Xue9wIlXmHe8HsueUt35zr3b97TqKv7Ym3kI/X0/l4en\n", + "efl97p+9yOO1pLIkJJfK54aXSIL3n9dOoeoYDCd7Y9a7xt3XHNgCvUt2t3DfNgnK+FO0eSfjoJtr\n", + "hypvxhzQ5M2Jl2rLeQ7B33q7uiQmv/HFz5rHOeHNiZdqy3kOwZ96M2Pq5px6DvNr9BjzPsqx259+\n", + "/XtJ/rIW69ZrWczUfQUn9MN13jXfzP93vFt11763XubNiZdqy3lOwqnebj1P9q5w+IoxKc93d8+m\n", + "6gpO8OYdQrMXkRLXAb268eTWL7P7c6k6DmPJTpj2LiCeI8+7IG1bDb5+/lV5F9Tx7+jyHo9Pkzcn\n", + "XnHevi6dwxy3HU3enHilebNimnzOV72pHG+Efal+AT/auxr3FZzRD9d7r3w5/6d6b7TqiD4o0OTN\n", + "iVeu90r2HAv5DtQx7vDqPvdm/iQ0yGWn3cjaOQ9fv5Ytm/G+WIjAqsXQiawDg6pjMJTsjFnvnOPv\n", + "MAjyLkjd6sFITApF3jkh1u5CoMmbMQdUeXPiFejtXX1cxPxdY9U0zrvemvPNiKm/5i3cxpvOcaAe\n", + "12N7V+tawQn9cL134Nv5P9N7p1UXnxkL8WxN3px4xXqvZDHGZ2rOtyPE066n6hZO8J76w0R+wVoe\n", + "7kv8Cj6ApGP8i2k7gHB/GmxOeAmIJbzc7l+mXzfKWLJrPvM+Togo74zcrd7QQvy9ga3F2+PHA3XP\n", + "jhpvxtx3aMo3J16J3ltcxXxeKrr3lGjy5sQrzXssJln7GD2n65c13/5w7xp4uV3463643tvx/fyf\n", + "6b1znNPw7O+9t17pzYlXpreDrleXb2rPvnA/nzqE7oQFyQftJdKEUQk+Xsh2qLac5+xwkt2G7+0H\n", + "TfkiR3Jz74TSrXY9WgxS5HqXhIWiv4jlCPZmzf0Swd4VnHjv7p3HEMZy+7uvusb5uDcv3rt7l7Rj\n", + "Op4DJXfxbrnW61Tt11rLOOtb5PN+uN671e6Ie3vvjOR0LN4AvGvu5L3c4Q5MN9rPv+XtCPtae8+m\n", + "6mo+9/7wELoG7BK5/kre7k10RNWWoHrBTaDqCOaSncPzHktGxt29189Nt86hZMhfsneJpnG+fm56\n", + "c+Z+iaZ8c+K9ufdv5W9jPWd5K8p3ZdeMSfY+Vrs2clvF1Nq7GOtb5A/64Xrva/J/qvfGQE6/vM7d\n", + "xnswXo8Q7+MD6ILKfK9Qbl/25h1C3UOzFSjIhmuFuA8giPw+c6F8AKTPKAmLXrszqToadrInvSN+\n", + "kFTJkO4daLsVm5Xvk9hGsbebvN02mvMd2m0xZnNAs3dKGa9wb5/DxNdvTOuc1jzOKe8MZfnOaMdE\n", + "zf3beQ+5hmt5DCGurVk5Hjyt+87vh6u9r8r/ud6Ruu7q99arvHPKeKV7r+0aB1DV+ab27Iv388k/\n", + "TJSUNLh1w451W5Vf0JJ7Gqf27TnFM6qO7NUxGEp2xqS3p5cMBd7UQMtiTie3Zu/yPiveC0XM+22K\n", + "vcl45Xv7TTip2+Mq79M1zrvemvN9GJO0fYzKcXDJ6payxZPFmY5t6r7z++E6b8d1+T/Xm6i7+L31\n", + "Mm8yXuHeZU5jcfeqznd5X2PPpupO9J77ddzqNC6LsWQ3gLdI4M0E3iKBNxN4i4TlLdw1Bd4DwFs8\n", + "8B5AkffUIdT9uHb0lHtHWMlOgLdM4M0D3jKBNw94y4TjLd01Bd7HwFs+8D5Gk/fHf5hIIpxkawLe\n", + "toC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+\n", + "UfCTUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8Db\n", + "FvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCe\n", + "AN7igPcggl1T4D0IvEVj1Xv+EPr7fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+\n", + "IdSdvn9+3j9beb7Tbvj3eiR1j/fr31aR3Uf2nevc1jMcVN0g7GQ7Jr3z61a8/71fj/SepVDiivKd\n", + "x/vzflABS/IuvKr6hdgnpLNDmbfj9xmum8l3Ua/G2zHgpi7fDiIm1fvYQUzdtb7kLt6U60J3nS7u\n", + "S3N8Zf5P916Y6ZMKTd4rV6xzZ3vH67FkOVWcb9I7i/e7+WYeQn/fz+XhafBukMbPXvLxWo4gJeG+\n", + "TcwH2gmwrPOf106m6hgMJ3tj0tsNluR6GASdeDV5r4fQ9L4uqrzdfUm8frFIPqcI9C5xdeGbC+G+\n", + "x+vX5/14AdPiveLifDzfT8pdlbfmcT7g5uLUlm8qJs372EFM/bW+gHrOwdcYZcz7aGz31ulYt15L\n", + "Y744/9/xZvZJiSrvFRfnBevcqd7kWI73rbVl/CnqvJN4W3te5ARv3iGUCq4USamC6R9S6kV/fy5V\n", + "x2Es2Qmz3iXEc3R5jx9CVXn7+9Jx3m8rz7ug2TbkvbthLejzjmOddlfl7f+tdJwfuunMNyumyefI\n", + "8x6P7zbe1NjeaIxdxjvabH/O9sOp3huf9Ykqb090pe6l3e7tvZI+x0S+V9Ln+H9ft58zfxIa5Jrf\n", + "HVilHr5+LWv26uCITqoGghNZBwJVx2Ao2Rlz3hVV/AmqvON9sRADUVm+3XelQszEGHdI8y7wnlVA\n", + "B84OZd5+bfOfbeVb8zin3NTmmxNT1TZBk/dHe/tV3vTYDnTG9fQ7WsIJ/XCm985f94lcb8eV69x3\n", + "vFeSGG3ke6WI8cr9fOoPE/lkLQ/PFmUfQNIxfgEPAdTJdc37oqFDYgmbwP5l+nWjjCW7huudczww\n", + "dHrH+9PBmaPNe4u5GPMlorwzeovLwOK3oMbb5z6Oa2XzO6Od7y1mheO86aY832MxGfJm7HGOO3nT\n", + "c7rOoW8/9I72/fyf6b3zSZ8EtHgvD7t0nfuOtyOvt5FvR7t+i/nL+/nUIXQnvJz4TvALdnrQ2EXr\n", + "5B51Ugp1mqbq+nCS3WbMO8Un5yC5OTq8A5x4JXvn8YWFInmJIbm5d0JrsQ5w5nVEqndw3Ztw3aV6\n", + "O/L4dI3znpudfAfaManbxyqSmFh7XMldvFuutUc9x9uuV+T/TO+d+T5pI9U7fN5v5zg7pHgvdxRj\n", + "2Ua+a+8yvm/v5x8eQpPE+e+epIEnHdFZzI+C81T3JlB1BHPJzhnyXuEv3AsKvDeqtgSCvbc2aw3Z\n", + "JyV3914/L8EQCwvDNyLWO3zev+uXlOy+DoLzrXmc/3bdXkbyvdKISeU+tn7eSGPi7HElN/Iemq9V\n", + "TKFNOu+vyv+p3htzfdJFrPf1+9o3vJtj2UC+W9688VLwB968Q6h7aJaREGy4VgTuA4gLePEikwWX\n", + "PqMk3NfuDKqOhp3sae+1XTnYPXq9f5/pxu0+p32g1zv8O5l0/iUmjnvp3gG/YHUXlqJvPBa8HaW7\n", + "Ym/N45x0S9GZ70AZ09pO5T6W0vbePvuxUeztd/Meci28PCGurVk2D9ZnXJT/c70jk32i0julrJfu\n", + "vbZrjmXN+Sa8M8+FL+/nk3+YKClpcGvwsS7vl7QuPaQUksUzMgmqjsFQsjMmvX1yk3ti8Q0MeWcD\n", + "X7H3gj9wJ3V7zAq8uwtLuJ7dt7XT7J0SnrG30e2teZz33VKU5ZuKSfM+dhRTUR9v2555O2/ClVyn\n", + "F7I4k3e0i/N/rvdkn2j33gjP368L9ybH8oLWfB94X7mfz/06rhPaxOUxluwG8BYJvJnAWyTwZgJv\n", + "kcB7AOGuKfAeAN7iseo9dQh1v6I1esq9I6xkJ8BbJvDmAW+ZwJsHvGUC72Oku6bA+xh4y8eq98d/\n", + "mEginGRrAt62gLct4G0LeNsC3raAty2seuMQagh42wLetoC3LeBtC3jbAt62sOr948RRUFBQUFBQ\n", + "UFBQUFBQUL5R8JNQQ8DbFvC2BbxtAW9bwNsW8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1\n", + "BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFvW8DbFvC2BbxtYdV7/hD67/V+CP2PpX6UbHiL\n", + "A94TwFsc8J4A3uKA9yCCXVPgPQi8RWPVe/4Q+vt8/wjtAHayU+AtDnhPAG9xwHsCeIsD3oMIdk2B\n", + "9yDwFo1Vb/4h1J2+f37eP1t5vtNu+Pd6JHWP9+vfWrHy+wx1j7IixXVu7xlU3SDsZDtmvLNY05Lf\n", + "u6HF28GJV5J3Fk+jfiH2CTnGHYq883GQj5EKNd7/3q9HcZ3aFNR4l/UH8UrydhTu+zxWnG8HEZPa\n", + "+e3oxZRdT0vH/y7elOtCd38q7kuH9pX5P917YbYuQ433tevc2d7xeiylmtZ8k96ceP/Ym3kI/X0/\n", + "l4enwbtDZfzsJR+vZQh3cAE+nu/nMsC7CfYSSfD+89rJVB2D4WRvfOid4A/hWfZXNHlz4qXacp5D\n", + "8NfeJXtOw32P169fxMlFTJt3Mg726w1UeYfNutcuQ5M3J16qLec5BH/r7eqSmPyGHz8rzjcZ03Kf\n", + "1vnNjKnrTj2H+TV6jHkfje3e/hTr1mtZzNfm/zve3LoCVd7XrnOnerv1PBnL4WAWY6L6pECTNyde\n", + "qi3nOQm8Q2i2IZe4DujVOeLADv/bS3B9sNmfS9VxGEt2wkfeCcRzNHlz4pXnXdBsS49xh07vQB3/\n", + "ji7v8c1akzcnXnHevi7dONOY9Ob7s5zuaPaefc5XvamxvdHYn6oXxv5Yr312zuiHU703ZusCurzD\n", + "tavWue94rzSfoznfK8lzOPGe4c38SWiQy067kVXq4evXkoxiH6D/fNBB1WLoRNYJQdUxGEp2xrx3\n", + "yvF3EJV4c+KV5l3QzunBGHeo9HaEWNXM74LcO94XC3G/Jm9OvAK9vauPK7Tbx7LifA/HFK6rmd+M\n", + "mPpr3sJtvOmxHSjH9XKleoGs2wRC7N/M/5neO7N1K6q84zNjIZ4t1nulitExc59gb068J3hP/WEi\n", + "v2AtD/clfgUfQNIx/pCyBuD/HYM77qDwEhBLOOjsX6ZfN8pYsmvY3hnHCdHkzYlXlHdGL6cDi8CC\n", + "Km8/Hqh7dvTlOxDuTxfhHE3enHglem9xZS/mOdryTcakeH6PxSRr/6bndL0/+fbFWHcxb20uzP+Z\n", + "3juzdTv6vAPh2d9b577j7ejVa863o67nxPvX3lOH0J2wMPtO8ItUOlCjaPj95D2QsQTvUIv/8cbQ\n", + "gpPsNiPeuZ8fNMQLTY0O7wAn3pt7J/Rzyh3jDg3egbBA9jetHD3evHjhXXMH7zyGMJZ733XW5F3S\n", + "j0nr/A60YzqeAyV38W651vtT7dffw76d/zO9d2bremjwjozFG5DivdzhDkzNOa0535R3ZCzewOfe\n", + "Hx5CF924eK2/nrl7x454hU5qlZFFvTrsJFB1BHPJzjn2Ts04SV1R4b3Ciffu3uvnJRgipxOLmArv\n", + "lWpsEMC7Rpo3J96be/9W/sRcVpnvFSomc96y9+/atTGmq5hCm6bzl/N/qvfGbF0HFd4rCvNNH8T0\n", + "5vv4ALowGK/nD7x5h1D30GxVCrLhWiHuA2gN3LKD0meUhMW/PRioOhp2sj/09oOkSoZ+70AZr3Tv\n", + "QDunkaJvPIq93SbVbaPX+/eZj/d8gVec74wyXuHeri719S9g4WXcQr4DRUwG5negHVN7DtzUe8g1\n", + "XMtjCHFtzdJ5cHH+z/WOcOv0el+9zp3rvbYjD2LEfaq9HWW853tP/mGipKTBrRt2rGvGXXVQIVk8\n", + "I5Og6hgMJTvjE+9eMhR7k/Eq8O7mNFzP7tvaafYu70s3McXe/kUtuSdb4BV7k/HK9/YvXUndFpfm\n", + "fI/kdKtXNL8PYzpY827nTbiS+9NCFmcjx1Tdif1wrvdsnWLvi9e5U71Lt1j8vYrzTXmT8Z7vPffr\n", + "uE5oE5fHWLIbwFsk8GYCb5HAmwm8RQLvAYS7psB7AHiLx6r31CHU/TrG6Cn3jrCSnQBvmcCbB7xl\n", + "Am8e8JYJvI+R7poC72PgLR+r3h//YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLe\n", + "toC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUE\n", + "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8Db\n", + "FvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3oMIdk2B9yDwFo1V7/lD6O/z/SO0A9jJ\n", + "ToG3OOA9AbzFAe8J4C0OeA8i2DUF3oPAWzRWvfmHUHf6/vl5/2zl+U674d/rkdQ93q9/a8XK7zPU\n", + "PcqKFNe5vWdQdYOwk+2Y8c5iTUt+74YWbwcnXkneWTyN+oXYJ+QYdyjyzsdBPkYq1Hj/e78exXVq\n", + "U1DjXdYfxCvJ21G47/NYcb4dRExq57ejF1N2PS0d/7t4U64L3f2puC8d2lfm/3Tvhdm6DDXe165z\n", + "Z3vH67GUalrzTXpz4v1jb+Yh9Pf9XB6eBu8OlfGzl3y8liHcwQX4eL6fywDvJthLJMH7z2snU3UM\n", + "hpO98aF3gj+EZ9lf0eTNiZdqy3kOwV97l+w5Dfc9Xr9+EScXMW3eyTjYrzdQ5R026167DE3enHip\n", + "tpznEPytt6tLYvIbfvysON9kTMt9Wuc3M6auO/Uc5tfoMeZ9NLZ7+1OsW69lMV+b/+94c+sKVHlf\n", + "u86d6u3W82Qsh4NZjInqkwJN3px4qbac5yTwDqHZhlziOqBX54gDO/xvL8H1wWZ/LlXHYSzZCR95\n", + "JxDP0eTNiVeed0GzLT3GHTq9A3X8O7q8xzdrTd6ceMV5+7p040xj0pvvz3K6o9l79jlf9abG9kZj\n", + "f6peGPtjvfbZOaMfTvXemK0L6PIO165a577jvdJ8juZ8ryTP4cR7hjfzJ6FBLjvtRlaph69fSzKK\n", + "fYD+80EHVYuhE1knBFXHYCjZGfPeKcffQVTizYlXmndBO6cHY9yh0tsRYlUzvwty73hfLMT9mrw5\n", + "8Qr09q4+rtBuH8uK8z0cU7iuZn4zYuqveQu38abHdqAc18uV6gWybhMIsX8z/2d678zWrajyjs+M\n", + "hXi2WO+VKkbHzH2CvTnxnuA99YeJ/IK1PNyX+BV8AEnH+EPKGoD/dwzuuIPCS0As4aCzf5l+3Shj\n", + "ya5he2ccJ0STNydeUd4ZvZwOLAILqrz9eKDu2dGX70C4P12EczR5c+KV6L3Flb2Y52jLNxmT4vk9\n", + "FpOs/Zue0/X+5NsXY93FvLW5MP9neu/M1u3o8w6EZ39vnfuOt6NXrznfjrqeE+9fe08dQnfCwuw7\n", + "wS9S6UCNouH3k/dAxhK8Qy3+xxtDC06y24x4535+0BAvNDU6vAOceG/undDPKXeMOzR4B8IC2d+0\n", + "cvR48+KFd80dvPMYwljufddZk3dJPyat8zvQjul4DpTcxbvlWu9PtV9/D/t2/s/03pmt66HBOzIW\n", + "b0CK93KHOzA157TmfFPekbF4A597f3gIXXTj4rX+eubuHTviFTqpVUYW9eqwk0DVEcwlO+fYOzXj\n", + "JHVFhfcKJ967e6+fl2CInE4sYiq8V6qxQQDvGmnenHhv7v1b+RNzWWW+V6iYzHnL3r9r18aYrmIK\n", + "bZrOX87/qd4bs3UdVHivKMw3fRDTm+/jA+jCYLyeP/DmHULdQ7NVKciGa4W4D6A1cMsOSp9REhb/\n", + "9mCg6mjYyf7Q2w+SKhn6vQNlvNK9A+2cRoq+8Sj2dptUt41e799nPt7zBV5xvjPKeIV7u7rU17+A\n", + "hZdxC/kOFDEZmN+BdkztOXBT7yHXcC2PIcS1NUvnwcX5P9c7wq3T6331Oneu99qOPIgR96n2dpTx\n", + "nu89+YeJkpIGt27Ysa4Zd9VBhWTxjEyCqmMwlOyMT7x7yVDsTcarwLub03A9u29rp9m7vC/dxBR7\n", + "+xe15J5sgVfsTcYr39u/dCV1W1ya8z2S061e0fw+jOlgzbudN+FK7k8LWZyNHFN1J/bDud6zdYq9\n", + "L17nTvUu3WLx9yrON+VNxnu+99yv4zqhTVweY8luAG+RwJsJvEUCbybwFgm8BxDumgLvAeAtHqve\n", + "U4dQ9+sYo6fcO8JKdgK8ZQJvHvCWCbx5wFsm8D5GumsKvI+Bt3ysen/8h4kkwkm2JuBtC3jbAt62\n", + "gLct4G0LeNvCqjcOoYaAty3gbQt42wLetoC3LeBtC6veP04cBQUFBQUFBQUFBQUFBeUbBT8JNQS8\n", + "bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8DbFvC2BbxtAW9bwNsW\n", + "8LaFVW8cQg0Bb1vA2xbwtgW8bQFvW8DbFla95w+h/17vh9D/WOpHyYa3OOA9AbzFAe8J4C0OeA8i\n", + "2DUF3oPAWzRWvecPob/P94/QDmAnOwXe4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9eYfQt3p++fn\n", + "/bOV5zvthn+vR1L3eL/+rRUrv89Q9ygrUlzn9p5B1Q3CTrZjxjuLNS35vRtavB2ceCV5Z/E06hdi\n", + "n5Bj3KHIOx8H+RipUOP97/16FNepTUGNd1l/EK8kb0fhvs9jxfl2EDGpnd+OXkzZ9bR0/O/iTbku\n", + "dPen4r50aF+Z/9O9F2brMtR4X7vOne0dr8dSqmnNN+nNifePvZmH0N/3c3l4Grw7VMbPXvLxWoZw\n", + "Bxfg4/l+LgO8m2AvkQTvP6+dTNUxGE72xofeCf4QnmV/RZM3J16qLec5BH/tXbLnNNz3eP36RZxc\n", + "xLR5J+Ngv95AlXfYrHvtMjR5c+Kl2nKeQ/C33q4uiclv+PGz4nyTMS33aZ3fzJi67tRzmF+jx5j3\n", + "0dju7U+xbr2WxXxt/r/jza0rUOV97Tp3qrdbz5OxHA5mMSaqTwo0eXPipdpynpPAO4RmG3KJ64Be\n", + "nSMO7PC/vQTXB5v9uVQdh7FkJ3zknUA8R5M3J1553gXNtvQYd+j0DtTx7+jyHt+sNXlz4hXn7evS\n", + "jTONSW++P8vpjmbv2ed81Zsa2xuN/al6YeyP9dpn54x+ONV7Y7YuoMs7XLtqnfuO90rzOZrzvZI8\n", + "hxPvGd7Mn4QGuey0G1mlHr5+Lcko9gH6zwcdVC2GTmSdEFQdg6FkZ8x7pxx/B1GJNydead4F7Zwe\n", + "jHGHSm9HiFXN/C7IveN9sRD3a/LmxCvQ27v6uEK7fSwrzvdwTOG6mvnNiKm/5i3cxpse24FyXC9X\n", + "qhfIuk0gxP7N/J/pvTNbt6LKOz4zFuLZYr1XqhgdM/cJ9ubEe4L31B8m8gvW8nBf4lfwASQd4w8p\n", + "awD+3zG44w4KLwGxhIPO/mX6daOMJbuG7Z1xnBBN3px4RXln9HI6sAgsqPL244G6Z0dfvgPh/nQR\n", + "ztHkzYlXovcWV/ZinqMt32RMiuf3WEyy9m96Ttf7k29fjHUX89bmwvyf6b0zW7ejzzsQnv29de47\n", + "3o5eveZ8O+p6Trx/7T11CN0JC7PvBL9IpQM1iobfT94DGUvwDrX4H28MLTjJbjPinfv5QUO80NTo\n", + "8A5w4r25d0I/p9wx7tDgHQgLZH/TytHjzYsX3jV38M5jCGO5911nTd4l/Zi0zu9AO6bjOVByF++W\n", + "a70/1X79Pezb+T/Te2e2rocG78hYvAEp3ssd7sDUnNOa8015R8biDXzu/eEhdNGNi9f665m7d+yI\n", + "V+ikVhlZ1KvDTgJVRzCX7Jxj79SMk9QVFd4rnHjv7r1+XoIhcjqxiKnwXqnGBgG8a6R5c+K9ufdv\n", + "5U/MZZX5XqFiMucte/+uXRtjuooptGk6fzn/p3pvzNZ1UOG9ojDf9EFMb76PD6ALg/F6/sCbdwh1\n", + "D81WpSAbrhXiPoDWwC07KH1GSVj824OBqqNhJ/tDbz9IqmTo9w6U8Ur3DrRzGin6xqPY221S3TZ6\n", + "vX+f+XjPF3jF+c4o4xXu7epSX/8CFl7GLeQ7UMRkYH4H2jG158BNvYdcw7U8hhDX1iydBxfn/1zv\n", + "CLdOr/fV69y53ms78iBG3Kfa21HGe7735B8mSkoa3Lphx7pm3FUHFZLFMzIJqo7BULIzPvHuJUOx\n", + "NxmvAu9uTsP17L6tnWbv8r50E1Ps7V/UknuyBV6xNxmvfG//0pXUbXFpzvdITrd6RfP7MKaDNe92\n", + "3oQruT8tZHE2ckzVndgP53rP1in2vnidO9W7dIvF36s435Q3Ge/53nO/juuENnF5jCW7AbxFAm8m\n", + "8BYJvJnAWyTwHkC4awq8B4C3eKx6Tx1C3a9jjJ5y7wgr2Qnwlgm8ecBbJvDmAW+ZwPsY6a4p8D4G\n", + "3vKx6v3xHyaSCCfZmoC3LeBtC3jbAt62gLct4G0Lq944hBoC3raAty3gbQt42wLetoC3Lax6/zhx\n", + "FBQUFBQUFBQUFBQUFJRvFPwk1BDwtgW8bQFvW8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbw\n", + "toVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1nj+E/nu9H0L/\n", + "Y6kfJRve4oD3BPAWB7wngLc44D2IYNcUeA8Cb9FY9Z4/hP4+3z9CO4Cd7BR4iwPeE8BbHPCeAN7i\n", + "gPcggl1T4D0IvEVj1Zt/CHWn75+f989Wnu+0G/69Hknd4/36t1as/D5D3aOsSHGd23sGVTcIO9mO\n", + "Ge8s1rTk925o8XZw4pXkncXTqF+IfUKOcYci73wc5GOkQo33v/frUVynNgU13mX9QbySvB2F+z6P\n", + "FefbQcSkdn47ejFl19PS8b+LN+W60N2fivvSoX1l/k/3Xpity1Djfe06d7Z3vB5LqaY136Q3J94/\n", + "9mYeQn/fz+XhafDuUBk/e8nHaxnCHVyAj+f7uQzwboK9RBK8/7x2MlXHYDjZGx96J/hDeJb9FU3e\n", + "nHiptpznEPy1d8me03Df4/XrF3FyEdPmnYyD/XoDVd5hs+61y9DkzYmXast5DsHferu6JCa/4cfP\n", + "ivNNxrTcp3V+M2PqulPPYX6NHmPeR2O7tz/FuvVaFvO1+f+ON7euQJX3tevcqd5uPU/GcjiYxZio\n", + "PinQ5M2Jl2rLeU4C7xCabcglrgN6dY44sMP/9hJcH2z251J1HMaSnfCRdwLxHE3enHjleRc029Jj\n", + "3KHTO1DHv6PLe3yz1uTNiVect69LN840Jr35/iynO5q9Z5/zVW9qbG809qfqhbE/1mufnTP64VTv\n", + "jdm6gC7vcO2qde473ivN52jO90ryHE68Z3gzfxIa5LLTbmSVevj6tSSj2AfoPx90ULUYOpF1QlB1\n", + "DIaSnTHvnXL8HUQl3px4pXkXtHN6MMYdKr0dIVY187sg9473xULcr8mbE69Ab+/q4wrt9rGsON/D\n", + "MYXrauY3I6b+mrdwG296bAfKcb1cqV4g6zaBEPs383+m985s3Yoq7/jMWIhni/VeqWJ0zNwn2JsT\n", + "7wneU3+YyC9Yy8N9iV/BB5B0jD+krAH4f8fgjjsovATEEg46+5fp140yluwatnfGcUI0eXPiFeWd\n", + "0cvpwCKwoMrbjwfqnh19+Q6E+9NFOEeTNydeid5bXNmLeY62fJMxKZ7fYzHJ2r/pOV3vT759MdZd\n", + "zFubC/N/pvfObN2OPu9AePb31rnveDt69Zrz7ajrOfH+tffUIXQnLMy+E/wilQ7UKBp+P3kPZCzB\n", + "O9Tif7wxtOAku82Id+7nBw3xQlOjwzvAiffm3gn9nHLHuEODdyAskP1NK0ePNy9eeNfcwTuPIYzl\n", + "3nedNXmX9GPSOr8D7ZiO50DJXbxbrvX+VPv197Bv5/9M753Zuh4avCNj8QakeC93uANTc05rzjfl\n", + "HRmLN/C594eH0EU3Ll7rr2fu3rEjXqGTWmVkUa8OOwlUHcFcsnOOvVMzTlJXVHivcOK9u/f6eQmG\n", + "yOnEIqbCe6UaGwTwrpHmzYn35t6/lT8xl1Xme4WKyZy37P27dm2M6Sqm0Kbp/OX8n+q9MVvXQYX3\n", + "isJ80wcxvfk+PoAuDMbr+QNv3iHUPTRblYJsuFaI+wBaA7fsoPQZJWHxbw8Gqo6GnewPvf0gqZKh\n", + "3ztQxivdO9DOaaToG49ib7dJddvo9f595uM9X+AV5zujjFe4t6tLff0LWHgZt5DvQBGTgfkdaMfU\n", + "ngM39R5yDdfyGEJcW7N0Hlyc/3O9I9w6vd5Xr3Pneq/tyIMYcZ9qb0cZ7/nek3+YKClpcOuGHeua\n", + "cVcdVEgWz8gkqDoGQ8nO+MS7lwzF3mS8Cry7OQ3Xs/u2dpq9y/vSTUyxt39RS+7JFnjF3mS88r39\n", + "S1dSt8WlOd8jOd3qFc3vw5gO1rzbeROu5P60kMXZyDFVd2I/nOs9W6fY++J17lTv0i0Wf6/ifFPe\n", + "ZLzne8/9Oq4T2sTlMZbsBvAWCbyZwFsk8GYCb5HAewDhrinwHgDe4rHqPXUIdb+OMXrKvSOsZCfA\n", + "Wybw5gFvmcCbB7xlAu9jpLumwPsYeMvHqvfHf5hIIpxkawLetoC3LeBtC3jbAt62gLctrHrjEGoI\n", + "eNsC3raAty3gbQt42wLetrDq/ePEUVBQUFBQUFBQUFBQUFC+UfCTUEPA2xbwtgW8bQFvW8DbFvC2\n", + "hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZWvXEINQS8bQFvW8DbFvC2BbxtAW9bWPXGIdQQ8LYFvG0B\n", + "b1vA2xbwtgW8bWHVe/4Q+u/1fgj9j6V+lGx4iwPeE8BbHPCeAN7igPcggl1T4D0IvEVj1Xv+EPr7\n", + "fP8I7QB2slPgLQ54TwBvccB7AniLA96DCHZNgfcg8BaNVW/+IdSdvn9+3j9beb7Tbvj3eiR1j/fr\n", + "31qx8vsMdY+yIsV1bu8ZVN0g7GQ7ZryzWNOS37uhxdvBiVeSdxZPo34h9gk5xh2KvPNxkI+RCjXe\n", + "/96vR3Gd2hTUeJf1B/FK8nYU7vs8VpxvBxGT2vnt6MWUXU9Lx/8u3pTrQnd/Ku5Lh/aV+T/de2G2\n", + "LkON97Xr3Nne8XospZrWfJPenHj/2Jt5CP19P5eHp8G7Q2X87CUfr2UId3ABPp7v5zLAuwn2Eknw\n", + "/vPayVQdg+Fkb3zoneAP4Vn2VzR5c+Kl2nKeQ/DX3iV7TsN9j9evX8TJRUybdzIO9usNVHmHzbrX\n", + "LkOTNydeqi3nOQR/6+3qkpj8hh8/K843GdNyn9b5zYyp6049h/k1eox5H43t3v4U69ZrWczX5v87\n", + "3ty6AlXe165zp3q79TwZy+FgFmOi+qRAkzcnXqot5zkJvENotiGXuA7o1TniwA7/20twfbDZn0vV\n", + "cRhLdsJH3gnEczR5c+KV513QbEuPcYdO70Ad/44u7/HNWpM3J15x3r4u3TjTmPTm+7Oc7mj2nn3O\n", + "V72psb3R2J+qF8b+WK99ds7oh1O9N2brArq8w7Wr1rnveK80n6M53yvJczjxnuHN/ElokMtOu5FV\n", + "6uHr15KMYh+g/3zQQdVi6ETWCUHVMRhKdsa8d8rxdxCVeHPileZd0M7pwRh3qPR2hFjVzO+C3Dve\n", + "FwtxvyZvTrwCvb2rjyu028ey4nwPxxSuq5nfjJj6a97CbbzpsR0ox/VypXqBrNsEQuzfzP+Z3juz\n", + "dSuqvOMzYyGeLdZ7pYrRMXOfYG9OvCd4T/1hIr9gLQ/3JX4FH0DSMf6Qsgbg/x2DO+6g8BIQSzjo\n", + "7F+mXzfKWLJr2N4ZxwnR5M2JV5R3Ri+nA4vAgipvPx6oe3b05TsQ7k8X4RxN3px4JXpvcWUv5jna\n", + "8k3GpHh+j8Uka/+m53S9P/n2xVh3MW9tLsz/md47s3U7+rwD4dnfW+e+4+3o1WvOt6Ou58T7195T\n", + "h9CdsDD7TvCLVDpQo2j4/eQ9kLEE71CL//HG0IKT7DYj3rmfHzTEC02NDu8AJ96beyf0c8od4w4N\n", + "3oGwQPY3rRw93rx44V1zB+88hjCWe9911uRd0o9J6/wOtGM6ngMld/Fuudb7U+3X38O+nf8zvXdm\n", + "63po8I6MxRuQ4r3c4Q5MzTmtOd+Ud2Qs3sDn3h8eQhfduHitv565e8eOeIVOapWRRb067CRQdQRz\n", + "yc459k7NOEldUeG9won37t7r5yUYIqcTi5gK75VqbBDAu0aaNyfem3v/Vv7EXFaZ7xUqJnPesvfv\n", + "2rUxpquYQpum85fzf6r3xmxdBxXeKwrzTR/E9Ob7+AC6MBiv5w+8eYdQ99BsVQqy4Voh7gNoDdyy\n", + "g9JnlITFvz0YqDoadrI/9PaDpEqGfu9AGa9070A7p5GibzyKvd0m1W2j1/v3mY/3fIFXnO+MMl7h\n", + "3q4u9fUvYOFl3EK+A0VMBuZ3oB1Tew7c1HvINVzLYwhxbc3SeXBx/s/1jnDr9Hpfvc6d6722Iw9i\n", + "xH2qvR1lvOd7T/5hoqSkwa0bdqxrxl11UCFZPCOToOoYDCU74xPvXjIUe5PxKvDu5jRcz+7b2mn2\n", + "Lu9LNzHF3v5FLbknW+AVe5Pxyvf2L11J3RaX5nyP5HSrVzS/D2M6WPNu5024kvvTQhZnI8dU3Yn9\n", + "cK73bJ1i74vXuVO9S7dY/L2K8015k/Ge7z3367hOaBOXx1iyG8BbJPBmAm+RwJsJvEUC7wGEu6bA\n", + "ewB4i8eq99Qh1P06xugp946wkp0Ab5nAmwe8ZQJvHvCWCbyPke6aAu9j4C0fq94f/2EiiXCSrQl4\n", + "2wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428Kq948TR0FBQUFBQUFBQUFBQUH5\n", + "RsFPQg0Bb1vA2xbwtgW8bQFvW8DbFla9cQg1BLxtAW9bwNsW8LYFvG0Bb1tY9cYh1BDwtgW8bQFv\n", + "W8DbFvC2BbxtYdUbh1BDwNsW8LYFvG0Bb1vA2xbwtoVV7/lD6L/X+yH0P5b6UbLhLQ54TwBvccB7\n", + "AniLA96DCHZNgfcg8BaNVe/5Q+jv8/0jtAPYyU6BtzjgPQG8xQHvCeAtDngPItg1Bd6DwFs0Vr35\n", + "h1B3+v75ef9s5flOu+Hf65HUPd6vf1tFdh/Zd65zW89wUHWDsJPtmPTOr1vx/vd+PdJ7lkKJK8p3\n", + "Hu/P+0EFLMm78KrqF2KfkM4OZd6O32e4bibfRb0ab8eAm7p8O4iYVO9jBzF11/qSu3hTrgvddbq4\n", + "L83xlfk/3Xthpk8qNHmvXLHOne0dr8eS5VRxvknvLN7v5pt5CP19P5eHp8G7QRo/e8nHazmClIT7\n", + "NjEfaCfAss5/XjuZqmMwnOyNSW83WJLrYRB04tXkvR5C0/u6qPJ29yXx+sUi+Zwi0LvE1YVvLoT7\n", + "Hq9fn/fjBUyL94qL8/F8Pyl3Vd6ax/mAm4tTW76pmDTvYwcx9df6Auo5B19jlDHvo7HdW6dj3Xot\n", + "jfni/H/Hm9knJaq8V1ycF6xzp3qTYznet9aW8aeo807ibe15kRO8eYdQKrhSJKUKpn9IqRf9/blU\n", + "HYexZCfMepcQz9HlPX4IVeXt70vHeb+tPO+CZtuQ9+6GtaDPO4512l2Vt/+30nF+6KYz36yYJp8j\n", + "z3s8vtt4U2N7ozF2Ge9os/052w+nem981ieqvD3RlbqXdru390r6HBP5Xkmf4/993X7O/ElokGt+\n", + "d2CVevj6tazZq4MjOqkaCE5kHQhUHYOhZGfMeVdU8Seo8o73xUIMRGX5dt+VCjETY9whzbvAe1YB\n", + "HTg7lHn7tc1/tpVvzeOcclObb05MVdsETd4f7e1XedNjO9AZ19PvaAkn9MOZ3jt/3SdyvR1XrnPf\n", + "8V5JYrSR75Uixiv386k/TOSTtTw8W5R9AEnH+AU8BFAn1zXvi4YOiSVsAvuX6deNMpbsGq53zvHA\n", + "0Okd708HZ4427y3mYsyXiPLO6C0uA4vfghpvn/s4rpXN74x2vreYFY7zppvyfI/FZMibscc57uRN\n", + "z+k6h7790Dva9/N/pvfOJ30S0OK9POzSde473o683ka+He36LeYv7+dTh9Cd8HLiO8Ev2OlBYxet\n", + "k3vUSSnUaZqq68NJdpsx7xSfnIPk5ujwDnDileydxxcWiuQlhuTm3gmtxTrAmdcRqd7BdW/CdZfq\n", + "7cjj0zXOe2528h1ox6RuH6tIYmLtcSV38W651h71HG+7XpH/M7135vukjVTv8Hm/nePskOK93FGM\n", + "ZRv5rr3L+L69n394CE0S5797kgaedERnMT8KzlPdm0DVEcwlO2fIe4W/cC8o8N6o2hII9t7arDVk\n", + "n5Tc3Xv9vARDLCwM34hY7/B5/65fUrL7OgjOt+Zx/tt1exnJ90ojJpX72Pp5I42Js8eV3Mh7aL5W\n", + "MYU26by/Kv+nem/M9UkXsd7X72vf8G6OZQP5bnnzxkvBH3jzDqHuoVlGQrDhWhG4DyAu4MWLTBZc\n", + "+oyScF+7M6g6Gnayp73XduVg9+j1/n2mG7f7nPaBXu/w72TS+ZeYOO6lewf8gtVdWIq+8VjwdpTu\n", + "ir01j3PSLUVnvgNlTGs7lftYStt7++zHRrG33817yLXw8oS4tmbZPFifcVH+z/WOTPaJSu+Usl66\n", + "99quOZY155vwzjwXvryfT/5hoqSkwa3Bx7q8X9K69JBSSBbPyCSoOgZDyc6Y9PbJTe6JxTcw5J0N\n", + "fMXeC/7AndTtMSvw7i4s4Xp239ZOs3dKeMbeRre35nHed0tRlm8qJs372FFMRX28bXvm7bwJV3Kd\n", + "XsjiTN7RLs7/ud6TfaLdeyM8f78u3Jscywta833gfeV+PvfruE5oE5fHWLIbwFsk8GYCb5HAmwm8\n", + "RQLvAYS7psB7AHiLx6r31CHU/YrW6Cn3jrCSnQBvmcCbB7xlAm8e8JYJvI+R7poC72PgLR+r3h//\n", + "YSKJcJKtCXjbAt62gLct4G0LeNsC3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFB\n", + "QUFBQUFBQflGwU9CDQFvW8DbFvC2BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHU\n", + "EPC2BbxtAW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEt\n", + "DnhPAG9xwHsCeIsD3hPAWxzwHkSwa4pV7/lD6O/z/WNxcsNbHPCeAN7igPcE8BYHvCeAtzjgPYhg\n", + "1xSr3vxDqDt9//y8f7byfJfd8PsMdY/Xv/XKguuw7Z7HO62qoNpyntNhanJ3vf+9X4/0+lKKgfHv\n", + "9fDXs/5oocg7Ouf3dFDjfTwWMrR4Z7GmpZN3Nfle4MQryjuQz+M9Lr3zO9DzVpvvLJ6inqrzDy2Q\n", + "5O0o/Mp9Wuf+vdDzLq7vRWO+05g0798LfxXvXbwp14XuvC3u21N8bf5P917o1eX7XWeeR/7Ym3kI\n", + "/X0/l4fn72D5Zx/E4/l+LsnMF7UkIP+5I0q15TyHgD+5Ke8wcNtjNdz3eP36Nq1BsaHN+/FaWqyf\n", + "3Dcl2g1XFy3eVF2BKu+abs41eXPipdpynkPwt96LuduYknm8o3l+E96ceKm2nOcQ/LV3CZXXbp04\n", + "b1eXxORf8OLncJ/O/ZvyrlGTbzImxfv3X8X7V88hGPM+Gtu9eRvr1mtZzNfm/zvenboL93PeIfRg\n", + "odqTGP43itabuuuQ9nOotpznULAnN+k9MnDz/mih0ztQx7+jy/uTPtGTb+o5mrw58crzHo+hjn9H\n", + "kzcnXnneBVRbok6ct69LX5RaMYU1QNX+PeS9oijfdEx69++/ivc23tTY3mjM2+pglOb82vyf6r1B\n", + "1QXq+HfO8Gb+JDQIZKfdBB+Ez2AhWiXeBddJNtWW8xwC9uQmvWNdLP02VOJ1ejtCrF13Vd6jfbKg\n", + "Nt8u/KW+F6wmb0680rzXze6RurfFfKxq5jflrTnfBdQc1jW/Vx8fV2hXj+Xe9QSV3gFV+SZjivfF\n", + "QswTTd6ceG/jTY/tQD2u64NS2uba/J/pvUPVOUKs3foTvKf+MJFP5PJwX+JX8Jt3DKAWDQteLGGT\n", + "7wVHteU8pwd/cgea3gWhTZoIx1HiA6q8/YCk74noy3eAqnPo9D5eeDR5c+IV5e3nb7LR+fU9iUnr\n", + "/D7wVpvvDGoO65zfW1zNnwDo3b9pb4e+fI/GFO7Xs3//Vbx38qbG9lJbzVvfvhjrLubW3P52/s/0\n", + "3unUXbifTx1Cd8IC9fN8ebH9ix0t2scL285nG2KL2cm9E71bX7gV09gmlqPBO3A0mXP0ePPi1eHd\n", + "WuRpdHgHOPHe3NtvSumc7a9hquY3w5sX7829E6g5rG9+5zGEsVz+lEHj/j3irTHfJX8VL7xrvund\n", + "cq3nbT2e77O+n+m9c7yWhbXge/v5h4fQmNTlxOs6olVaC1i10RNQbTnPSfh8ckfvhtv661x5jic2\n", + "MRXeK1RdCbxrxHiPLToZmvLNiffu3pUnsYZpGuccb035Xj8vwXz8UpFxc+/fyr+Vb33795i3gfWc\n", + "iknTurZ+3vireG/kXbs2xnQVU2jTHONfzv+p3hsDa9mXvXmHUPfQLFtBqP5OCyUaFra9rvcMR9k2\n", + "haqjYSeb8P595snyP46uJn2rPxR7u0Gc3OcnyTYY9XrTY0FxvlfyPEf0ewfKeGV7x39vcbi2cWNS\n", + "PL9J7wxt+Q6053BA4/wO+U2c/AtY+VJajAmPfm+V+c7IY9K8f+dw4r2p95BruJbHEOLamiXz4Or8\n", + "n+sdadRdvJ9P/mGipDSDK0TXBS7ekwdWSFJtyeeMw57clLcfxMn17AU1JCKrX0qIW7N3eV86uRV7\n", + "j/SJynw7eouOYm8yXuHejiKuvaq8T9H8dvS8yXgVeE+9VMj39i+bSd0el+L9e6Hv7VCabyomzfv3\n", + "dLx39SZcyXm7kMWZ7F0X5/9c74G1bLv+3f187tdxXbI2cXnwJ/cKvEUCbybwFgm8mcBbJPBmAm+R\n", + "wHsA4a4pVr2nDqHux7Wjp9w7Mju54S0TePOAt0zgzQPeMoE3D3jLBN7HSHdNser98R8mksjs5JYO\n", + "vG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1fvHiaOgoKCgoKCgoKCgoKCg\n", + "fKPgJ6GGgLct4G0LeNsC3raAty3gbQur3jiEGgLetoC3LeBtC3jbAt62gLctrHrjEGoIeNsC3raA\n", + "ty3gbQt42wLetrDqjUOoIeBtC3jbAt62gLct4G0LeNvCqvf8IfTf6/0Q+h9L/SjZ8BYHvCeAtzjg\n", + "PQG8xQHvCeAtDra3YNcUeA+ixHv+EPr7fP9YXNTgLQ54TwBvccB7AniLA94TwFscbG/BrinwHkSJ\n", + "N/8Q6k7fPz/vn60836Eb/r1fj/T6UrYOouoauM7d2j7er3/rdQdVN8jUojblHfj3eiT1RMyavLN4\n", + "f94PKmBR3oFuTov7yDVCkXd+3ap3fk+FFu8s1rR0/CV5H7ipznfhXq7Z0Z1cyx1qvDW/tywcxGQj\n", + "3x/EexdvynWhm8fivnRoX7nOXel9Zf5P915o1mWx9p+78cfezEPo7/u5PDxN2u8zfg4LdnuNpuoK\n", + "vEQSvP+8dgZVx4C/qM16r0l/vJZWB6jydvcl8fpJk3xOEedN5TTct03wMv4UTd4uv8n1sNB14tXk\n", + "7e5Lrrt7ui+pqrxruu4CvUt2N835dnVJTNmaHe57vH79mt96udlQ5a34vYWMSXG+/yrev3oOwZj3\n", + "0dju5THWrdeymJe6C9e5y7w58VJtOc9J+I73wJxe6Ob8BG/eIZQ6TJAL9vhiXr/4uM4LX5Oq48Be\n", + "1Ka9x+NT5e3vSwdfP1553kQM1aTr95Eq7xLiOZq96/h3kO/I3b0LWG474rx93dGaHdYz6gVGl7fe\n", + "95axmPTl+6/ivY03NbY3Gnn86F1l54x+uMqbE6847w2qbuUL8yeF+ZPQIJCddjdiXSxpG6quoBok\n", + "TmSdHFQdA/aiNuu9JvOR1veC1eS94L+T4mMO7bqDXpo3kdN6EhLuirwrqvgT1HqHWC2M85Lj75QL\n", + "8i7ouynL98Lxmt27nqDKO94XCzFepHkPxaQw338V7228CdeNOo/j7yoh9u4YOKEfLvO+OP9neu9Q\n", + "dYFv7+dTf5jIJ3J5OPViEtqkAe1QdY6wKcQSXoTil6HqRuEvagG2t09KMlj8i10/XjXeK1vM2aSv\n", + "EeVN5NS3L1xd/L0Jr8U7Z3CR67iJ8/b1xT0ddOb7eKMR5Z3RcNOa75UtruaafTy3Hfq8A+F+Pe8t\n", + "xzHpzPdfxXsnb2pst/Lo21PvKheuc1d6c+KV5L1zNKe/v59PHUJ3QsDtQUrJHIvu/NVzdmYXtZ1B\n", + "bz+R001rbFEPCPYu4gsTJnmhJbm5N5HTeoFTlO/BsewXIeJFrkaHtyOM8/5Lao4O79amTnNz74Qj\n", + "N1X5LmIIbuWazVnPIhq8I5x47+5d0opJY75L/ireu3i3XOs81mvbffa1u3jz8nZv7x2qrtU/R3zu\n", + "/eEhlAjaf+e8s5hTdSXVy1ACVUfw+aI26F150gMgQ7A3b6IX3N2bymkVX6g7moQeyd4r/APoggLv\n", + "jaotgQrvsU0m4+7e6+chN0X5/q38W/kmxn4PFd4rmub3+nmjGZO+fI95r3DivZF37drIYxVTaNNc\n", + "77487m/jzcnb3b03qLpr9nPeIdQ9NIswCLlrv898kKYvpFRd+oya0ClUh7XraNjJnvSuEu6TEtsr\n", + "9i4Hn1/E4uCW7R3/3c5piHG7NesHzd5ru2whjCj2duM6uc9vBibyHch9I9K9A003zfn2+U18szU7\n", + "UowJj15vze8tOb2YFOY7gxPvTb2HXFt5DHFtzdJ5cPE6d5l3RhmvdO9Iv+6q/XzyDxMlJQbnk5lc\n", + "T19IqbpSct0EYttMgqpjwF7UZr0dRcx7LnV7+w07qd9jFu7t6OZ0IatLX2IUe5djIRbfQHO+y/uM\n", + "5NvT22QUeB+5bffpynd/zQ79kdbt9Yq9Nb+3kDEpzvd0vHf1JlzJPC5kcTbWMqruxH64zJuMV7r3\n", + "QZ+s9XWs53vP/TquW5w3cXnwF7UVeIsE3kzgLRJ4M4G3SODNBN4iYXkLd02B9wCKvKcOoe7HtqOn\n", + "3Dsyu6jBWybw5gFvmcCbB7xlAm8e8JYJx1u6awq8j9Hk/fEfJpLI7KImHXjbAt62gLct4G0LeNsC\n", + "3raw6o1DqCHgbQt42wLetoC3LeBtC3jbwqr3jxNHQUFBQUFBQUFBQUFBQflGwU9CDQFvW8DbFvC2\n", + "BbxtAW9bwNsWVr1xCDUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2BbxtAW9bwNsW8LYFvG1h1RuH\n", + "UEPA2xbwtgW8bQFvW8DbFvC2hVXv+UPov9f7IfQ/lvpRsuEtDnhPAG9xwHsCeIsD3hPAWxxsb8Gu\n", + "KfAeRIn3/CH09/n+sbiowVsc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEm/+IdSdvn9+3j9beb5D\n", + "N/x7vx7p9aUkHfTv9cjqyL5znbu1fbxf/9brDqpukKlF7U+84z0d1HjTfVKhKN+OPOdEzJq8s3h/\n", + "3g8qYFHegW5Oi/uoYa7Ke+X3GerU5DuLp1GvNd9H3kW9qvlNuOl9b1kgvMm6EtHedUzi9m/KdSH6\n", + "VDks7svGNlVX8sf9cKn3wlX5P917gapzXLGfMw+hv+/n8vA0aS7o8Dm8pDYHq+u0x2tpET+6jsg7\n", + "bsNLJMH7z2tbqo4Bf1Gb9Hb3Jd4+we2Gq4sWb6quQJX3OraTnHdR5e3uS+L1i2TyOUWcN5XTcN+2\n", + "YJfxp6jyXnFxPp7LGkdsWgK9S1xdWLd157sk907iVTW/CTfV7y1UThXn+yAmefv3UY7devXr9+58\n", + "jY5167UsZqqugHKl6giu8742/9/xbtWtuDgv2M95h1BqMVrS1n9JLSCeUw8C13mhLVXHgb2o/ZE3\n", + "NcB1eX/SJ5K9x+NT5e3vSxebfrzyvIkYqkW230eqvD3RNfxvb9OS512QtlWd74K0rf+30vnNcKOe\n", + "o8qb0SfSvOmYxuO7jTeV443GGk2tZRevc5d5D8bnEOe90auL/UDdS7vNejN/EhoCzE67G7EuFuKL\n", + "VwMhoapzIr3JkdQxYC9qf+IdYu0lV5f3J2NBsPe6QDzS+l6wqvLtQnbXXMyhnZpxTuS0XnQJd0Xe\n", + "Du/uPyvLd4Ef12tAqvNdkHo71M7vhXm3BGXeavNNxSRy/6ZzHKhzSK1lV69zV3lfnf8zvXfadVfu\n", + "51N/mMgH7BLkSucrhDZpQJEDyYWwAMYSBkX8MlTdKPxFLTDl7RND3xNR5Z1A1TnUePtcJ4uDX9T6\n", + "8WrL9xZztsjXiPImcurbF64u/t7apsU7/DvmXvN6nm+iqvOd0X552GLWNL9Xjt10jnPK+7hPAtK8\n", + "uzEJ3r/pOV2PXd++s5ZRdS3+uh+u8l7+4WPcmn85/2d67zTqLt7Ppw6hO2GzqjvBQWxkB4taDnWa\n", + "pur6zC5qO3xvRxg4/cNYjh5vXryCvf0ilub3eELvCPYu4gvjPFnMSW7uTeS03tAU5bvrHf4/JXts\n", + "HGfHzb0TyvyqzndC7ZnHp2p+D7rpe2+hvMf6pM3dvUuSmFTs3y3X2qOe43sbqu6Yz/vhKu+r83+m\n", + "905ZFz7vt3OcHZ97f3gIXUKukrriT9f5wsVfyBeqgZFA1RF8vqjxvDeouhJ419zdu/JkTGjB3nUb\n", + "Rd5UTqv4ygWdQKz3K2x6rdIaJyV3914/L8HUG6jmfK+fW96a5/fvgJvG9xbKW3O+K4M0JiX791D+\n", + "qphCGz/vqboj/qAfLvO+OP+nem+UdeshtlVa86XkD7x5h1D30GwkBiF37feZJs81TSXWdk2p/Rk1\n", + "oYPanUnV0bCTPevtBnVynx8sW1L0eg+NBYXesd0Wo5+Esb1ib++ZLDZ+MY+blmzv+O92TkOM261Z\n", + "P2j2TinaifcO5Gt1RHO+A03vzHNB0/wecdvW9xTF3prznVHGFNptn30/3Hz/HnItvDwhrq1ZlnOq\n", + "7vx+uM67aO/rvpf/c70jVJ2jrD/fe/IPEyUlBucTllxPF+6yLhZ/byG5LnixTSZB1TFgL2qz3tV9\n", + "6UucYu+RPlGZ74Ui5nibdm9/KE3q95iFezu6OV3I6hTNbwflvRGeoSrf1Aaaxaws34S35vnddSvX\n", + "vFj8vYq9F9Tm+yimon7vrrt6UzkO8zmrW8oWTxZnupYtdOvO74f7eH83/+d6H/TJRnj+fv1877lf\n", + "x3WL854dcfAXtRV4iwTeTOAtEngzgbdI4M0E3iJheQt3TYH3AIq8pw6h7ld2Rk+5d2R2UYO3TODN\n", + "A94ygTcPeMsE3jzgLROOt3TXFHgfo8n74z9MJJHZRU068LYFvG0Bb1vA2xbwtgW8bWHVG4dQQ8Db\n", + "FvC2BbxtAW9bwNsW8LaFVe8fJ46CgoKCgoKCgoKCgoKC8o2Cn4QaAt62gLct4G0LeNsC3raAty2s\n", + "euMQagh42wLetoC3LeBtC3jbAt62sOqNQ6gh4G0LeNsC3raAty3gbQt428KqNw6hhoC3LeBtC3jb\n", + "At62gLct4G0Lq97zh9B/r/dD6H8s9aNkw1sc8J4A3uKA9wTwFge8J4C3ONjegl1T4D2IEu/5Q+jv\n", + "8/1jcVGDtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vxDqDt9//y8f7byfIdu+Pd+PdLrS0k6\n", + "6N/rkdWRfec6d2v7eL/+rdcdVN0gU4van3jHezqo8ab7pEJRvh15zomYNXln8f68H1TAorwD3ZwW\n", + "91HDXJX3yu8z1KnJdxZPo15rvo+8i3pV85tw0/veskB4k3Ulor3rmMTt35TrQvSpcljcl41tqq7k\n", + "j/vhUu+Fq/J/uvcCVee4Yj9nHkJ/38/l4WnSXNDhc3hJbQ5W12mP19IifnQdkXfchpdIgvef17ZU\n", + "HQP+ojbp7e5LvH2C2w1XFy3eVF2BKu91bCc576LK292XxOsXyeRzijhvKqfhvm3BLuNPUeW94uJ8\n", + "PJc1jti0BHqXuLqwbuvOd0nuncSran4TbqrfW6icKs73QUzy9u+jHLv16tfv3fkaHevWa1nMVF0B\n", + "5UrVEVznfW3+v+PdqltxcV6wn/MOodRitKSt/5JaQDynHgSu80Jbqo4De1H7I29qgOvy/qRPJHuP\n", + "x6fK29+XLjb9eOV5EzFUi2y/j1R5e6Jr+N/epiXPuyBtqzrfBWlb/2+l85vhRj1HlTejT6R50zGN\n", + "x3cbbyrHG401mlrLLl7nLvMejM8hznujVxf7gbqXdpv1Zv4kNASYnXY3Yl0sxBevBkJCVedEepMj\n", + "qWPAXtT+xDvE2kuuLu9PxoJg73WBeKT1vWBV5duF7K65mEM7NeOcyGm96BLuirwd3t1/VpbvAj+u\n", + "14BU57sg9Xaond8L824JyrzV5puKSeT+Tec4UOeQWsuuXueu8r46/2d677TrrtzPp/4wkQ/YJciV\n", + "zlcIbdKAIgeSC2EBjCUMivhlqLpR+ItaYMrbJ4a+J6LKO4Gqc6jx9rlOFge/qPXj1ZbvLeZska8R\n", + "5U3k1LcvXF38vbVNi3f4d8y95vU830RV5zuj/fKwxaxpfq8cu+kc55T3cZ8EpHl3YxK8f9Nzuh67\n", + "vn1nLaPqWvx1P1zlvfzDx7g1/3L+z/TeadRdvJ9PHUJ3wmZVd4KD2MgOFrUc6jRN1fWZXdR2+N6O\n", + "MHD6h7EcPd68eAV7+0Usze/xhN4R7F3EF8Z5spiT3NybyGm9oSnKd9c7/H9K9tg4zo6beyeU+VWd\n", + "74TaM49P1fwedNP33kJ5j/VJm7t7lyQxqdi/W661Rz3H9zZU3TGf98NV3lfn/0zvnbIufN5v5zg7\n", + "Pvf+8BC6hFwldcWfrvOFi7+QL1QDI4GqI/h8UeN5b1B1JfCuubt35cmY0IK96zaKvKmcVvGVCzqB\n", + "WO9X2PRapTVOSu7uvX5egqk3UM35Xj+3vDXP798BN43vLZS35nxXBmlMSvbvofxVMYU2ft5TdUf8\n", + "QT9c5n1x/k/13ijr1kNsq7TmS8kfePMOoe6h2UgMQu7a7zNNnmuaSqztmlL7M2pCB7U7k6qjYSd7\n", + "1tsN6uQ+P1i2pOj1HhoLCr1juy1GPwlje8Xe3jNZbPxiHjct2d7x3+2chhi3W7N+0OydUrQT7x3I\n", + "1+qI5nwHmt6Z54Km+T3itq3vKYq9Nec7o4wptNs++364+f495Fp4eUJcW7Ms51Td+f1wnXfR3td9\n", + "L//nekeoOkdZf7735B8mSkoMzicsuZ4u3GVdLP7eQnJd8GKbTIKqY8Be1Ga9q/vSlzjF3iN9ojLf\n", + "C0XM8Tbt3v5QmtTvMQv3dnRzupDVKZrfDsp7IzxDVb6pDTSLWVm+CW/N87vrVq55sfh7FXsvqM33\n", + "UUxF/d5dd/Wmchzmc1a3lC2eLM50LVvo1p3fD/fx/m7+z/U+6JON8Pz9+vnec7+O6xbnPTvi4C9q\n", + "K/AWCbyZwFsk8GYCb5HAmwm8RcLyFu6aAu8BFHlPHULdr+yMnnLvyOyiBm+ZwJsHvGUCbx7wlgm8\n", + "ecBbJhxv6a4p8D5Gk/fHf5hIIrOLmnTgbQt42wLetoC3LeBtC3jbwqo3DqGGgLct4G0LeNsC3raA\n", + "ty3gbQur3j9OHAUFBQUFBQUFBQUFBQXlGwU/CTUEvG0Bb1vA2xbwtgW8bQFvW1j1xiHUEPC2Bbxt\n", + "AW9bwNsW8LYFvG1h1RuHUEPA2xbwtgW8bQFvW8DbFvC2hVVvHEINAW9bwNsW8LYFvG0Bb1vA2xZW\n", + "vecPof9e74fQ/1jqR8mGtzjgPQG8xQHvCeAtDnhPAG9xsL0Fu6bAexAl3vOH0N/n+8fiogZvccB7\n", + "AniLA94TwFsc8J4A3uJgewt2TYH3IEq8+YdQd/r++Xn/bOX5Dt3w7/16pNeXsnUQVdfAde7W9vF+\n", + "/VuvO6i6QaYWtSnvwL/XI6knYtbkncX7835QAYvyDnRzWtxHrhGKvPPrVr3zeyq0eGexpqXjL8n7\n", + "wE11vgv3cs2O7uRa7lDjrfm9ZeEgJhv5/iDeu3hTrgvdPBb3pUP7ynXuSu8r83+690KzLou1/9yN\n", + "P/ZmHkJ/38/l4WnSfp/xc1iw22s0VVfgJZLg/ee1M6g6BvxFbdZ7TfrjtbQ6QJW3uy+J10+a5HOK\n", + "OG8qp+G+bYKX8ado8nb5Ta6Hha4TryZvd19y3d3TfUlV5V3TdRfoXbK7ac63q0tiytbscN/j9evX\n", + "/NbLzYYqb8XvLWRMivP9V/H+1XMIxryPxnYvj7FuvZbFvNRduM5d5s2Jl2rLeU7Cd7wH5vRCN+cn\n", + "ePMOodRhglywxxfz+sXHdV74mlQdB/aiNu09Hp8qb39fOvj68crzJmKoJl2/j1R5lxDP0exdx7+D\n", + "fEfu7l3ActsR5+3rjtbssJ5RLzC6vPW+t4zFpC/ffxXvbbypsb3RyONH7yo7Z/TDVd6ceMV5b1B1\n", + "K1+YPynMn4QGgey0uxHrYknbUHUF1SBxIuvkoOoYsBe1We81mY+0vhesJu8F/50UH3No1x300ryJ\n", + "nNaTkHBX5F1RxZ+g1jvEamGclxx/p1yQd0HfTVm+F47X7N71BFXe8b5YiPEizXsoJoX5/qt4b+NN\n", + "uG7UeRx/Vwmxd8fACf1wmffF+T/Te4eqC3x7P5/6w0Q+kcvDqReT0CYNaIeqc4RNIZbwIhS/DFU3\n", + "Cn9RC7C9fVKSweJf7PrxqvFe2WLOJn2NKG8ip7594eri7014Ld45g4tcx02ct68v7umgM9/HG40o\n", + "74yGm9Z8r2xxNdfs47nt0OcdCPfreW85jklnvv8q3jt5U2O7lUffnnpXuXCdu9KbE68k752jOf39\n", + "/XzqELoTAm4PUkrmWHTnr56zM7uo7Qx6+4mcblpji3pAsHcRX5gwyQstyc29iZzWC5yifA+OZb8I\n", + "ES9yNTq8HWGc919Sc3R4tzZ1mpt7Jxy5qcp3EUNwK9dsznoW0eAd4cR7d++SVkwa813yV/Hexbvl\n", + "WuexXtvus6/dxZuXt3t771B1rf454nPvDw+hRND+O+edxZyqK6lehhKoOoLPF7VB78qTHgAZgr15\n", + "E73g7t5UTqv4Qt3RJPRI9l7hH0AXFHhvVG0JVHiPbTIZd/dePw+5Kcr3b+Xfyjcx9nuo8F7RNL/X\n", + "zxvNmPTle8x7hRPvjbxr10Yeq5hCm+Z69+VxfxtvTt7u7r1B1V2zn/MOoe6hWYRByF37feaDNH0h\n", + "perSZ9SETqE6rF1Hw072pHeVcJ+U2F6xdzn4/CIWB7ds7/jvdk5DjNutWT9o9l7bZQthRLG3G9fJ\n", + "fX4zMJHvQO4bke4daLppzrfPb+KbrdmRYkx49Hprfm/J6cWkMN8ZnHhv6j3k2spjiGtrls6Di9e5\n", + "y7wzynile0f6dVft55N/mCgpMTifzOR6+kJK1ZWS6yYQ22YSVB0D9qI26+0oYt5zqdvbb9hJ/R6z\n", + "cG9HN6cLWV36EqPYuxwLsfgGmvNd3mck357eJqPA+8htu09XvvtrduiPtG6vV+yt+b2FjElxvqfj\n", + "vas34UrmcSGLs7GWUXUn9sNl3mS80r0P+mStr2M933vu13Hd4ryJy4O/qK3AWyTwZgJvkcCbCbxF\n", + "Am8m8BYJy1u4awq8B1DkPXUIdT+2HT3l3pHZRQ3eMoE3D3jLBN484C0TePOAt0w43tJdU+B9jCbv\n", + "j/8wkURmFzXpwNsW8LYFvG0Bb1vA2xbwtoVVbxxCDQFvW8DbFvC2BbxtAW9bwNsWNr3f7/8Dak/T\n", "FR7br8IAAAAASUVORK5CYII=\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 1, + }, "metadata": { "image/png": { "width": 700 } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "from IPython.display import Image\n", - "Image(filename='assets/prices.png', width = 700)" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "####To this: " - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "collapsed": false - }, + "execution_count": 2, + "cell_type": "code", + "source": [ + "import plotly.tools as tls\n", + "tls.embed('https://plot.ly/~otto.stegmaier/609/previous-min-and-max-prices/')" + ], "outputs": [ { + "execution_count": 2, + "output_type": "execute_result", "data": { - "text/html": [ - "" - ], "text/plain": [ "" + ], + "text/html": [ + "" ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" + }, + "metadata": {} } - ], - "source": [ - "import plotly.tools as tls\n", - "tls.embed('https://plot.ly/~otto.stegmaier/609/previous-min-and-max-prices/')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, + ], "metadata": { "collapsed": false - }, + } + }, + { + "execution_count": 3, + "cell_type": "code", + "source": [ + "Image(filename='assets/logo.png')" + ], "outputs": [ { + "execution_count": 3, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAA/4AAABUCAYAAAA78+zYAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJxBSURBVHhe3f3ps23bfZ6H3b8ndmI7kiWZJgGi\n", - "PQTuRXMBXOCgI0iwF0XJEqPIimNRshM3pCTHFmmz71uBHQi2VkNKSURKpGQ7ttjIsl1liqqK5S/i\n", - "p+TTyXjHGc8473znb8w519r7glR21VNrjF83xlrnogrPXmvv/dK/+S//356Jz/1X2uP/9j+ZfM6/\n", - "/Jc3+8/93/2nzz7nX2rxBj3slSPmkPeeTe5/85df5OysktGns5Iq7udSc0g7Q68Br4OeP/j5gjM8\n", - "dgv0bxhnV8zXYIFq/L7zzs7JPZjDeX39rz6/l+Z5rmLOKeZ/3r/yn028JnPkK1b5jLPf1eq5JOM5\n", - "daq8OMsPPu9fa2c2VvEzsi95w//+rzyvs/vkjCPe8K994+Tz/tU2q+GxFUe15Dp/sO0Hb/jXv2nD\n", - "G//Qf/7sDX+oxVf84W9a9kHmPv8P/xedKud9M9/OeOMfaftAcfH5re6Qf6OdN6jmCGaB59T3ps/5\n", - "5mdv+je/5TltzTzWPT/gHGoy7/Qcc5Oi3vNv/txv7XjM40lV85bP+7Znb/6c9vi53/acz/v257S1\n", - "4uJoptCMI7LurW/89snbPv87NrWeS1T7tjd953Pa+ixH7K1vbnt4S9sLi73987+787Y3ftezt76h\n", - "5Rpa9/ibvqev595puZ7n3Mbb39zqGlXsiFV937+tnXXAkzd/77yLo3jnLa1m8AVv/d4NPf72Vht8\n", - "wZOWF1/w/cf5oKxtMzzXa1vsne/8wWcvv/xDcy16bezf8Y4f2EANZP4qnFGhe51B7Suv/PA57/qR\n", - "/kifz2C9qU3IVTXvaXcYvOu9P7TnPX+1s+kZrHKKvfu9n+rMOa/+8JZVPHj3+35kUsU9tiPm+yx4\n", - "z/vbXdvjrB89ir/3Az9a1juZB8/7+YppbvZSrxz5CvLw6vt/fPLe9/3YzXjve15t5zaq/Ksf+Inn\n", - "RL3fxe/36mutt+H5zL3vgz9ePi/yYpVTr/BcBXXqqfLMW3GlBnTO+z/0Ex3tdXfifodVnLM8pkev\n", - "TchfoeoXVW0F9TzH/jw//KlD3veR9hyKuFDuvU/bv2+Dvdf3eHG+38FjHn8QT39y8uqH9RzXzNrW\n", - "V93jAx/+9Mx7zdyP5/y+j7bndwR1Vvv+j7VZR71Fbin+ieTJZVqwV46Y5zLm5KzqzA3W60JXxYgz\n", - "3+uWtDOQKq13Em21fsZV6FmC0BXwGlQ5oGbJyZ1U47P6WtLZHl38l/ismF2KeOSOasQqn3H2u1qT\n", - "6NcDBPsszh4k9Ej9GTljfjOgmJtU4v5YpPjDRsgr4Xe8tlHKu7ES/+wj7xKeUi5K2XdMwLNXINVe\n", - "57Ktmox5XZXznsw7M2dSvoP6Iieh5vEKWSvZXok/eL333ctG1hseO6KS+6McsZ30B4g8gr+R/CbQ\n", - "R9Lf8+NcF3akvYonku/cb2KF7DtT8Mc3AHz/BW/5vq3kD4i9420tfyTtI+c1GTslRN2RgPPIWj1z\n", - "b2snZ1Qg5ke5Fcg4cp4xZyflQa8ZQj17kGyvJZa53GftA8U/93Aq/mIVT5hRgDhXfS7WV6h6EFNY\n", - "5c/izFYM+SNH/AoIIkwxNyHfEPUrrpx1K5K1VRxW8cfCZavKPwSf6/fP83KftcSIe8zrKsivqHqc\n", - "qhYpFVXea14dkr5C8lnFxVFucnK+xzz+YJ5eFP+qd9DvM+a4/G9qjsTdUd1Jrb4R0L8ZUOTgdRH/\n", - "rKN3VdP7izOdPCNR3smc70s4x16HKf3CaldnVPEqXzHPKdgINgwJnFQ1xuldVDfmzDPHvou/n1VR\n", - "zRzsJLyglHVjlSe+YtZWd76IxLmKOy7ZRzGPI/1H4l/ltX/jH2iyPOKauZFwwwX99aQS/y3tLki+\n", - "vzN+UfwReHIu/mf0niHofjZi3Wl1FW9qZwj6Nz3GFGvH5Jo+z/u+yoHHO8zNuOdupBLzq0i6q9hD\n", - "cCEXq1wX8xD4FdQi0967yhE7kn4x+y7iki6qGBzlACnX2sWcdSX7Ysp5SL1A7EWX+1HDGcTf8fYX\n", - "Ao2oM3fOH/FLmJAnLtw91uo1fxcftcLXV2EWrOIViLlT5TcSfsKsl1yPGHI9YyberGcv+wWVTDuz\n", - "bpzpbOZYHOk/Ff8LIMareJUnJnn1mgrqXXiJC4RMZI589vo+4znLa65A/8QkP78J0L8RkPU3Up3t\n", - "MnYU83gVq0iRq2p8VtYnU7DGnhle47OdzPn96WW238nzwmd4jNpcZw+x1wOfz2vlnN2hy/kBt4g/\n", - "7/yT6/nFudxvFX8Unp6L/zyz1brgz/t4fOSg16Scp9yP12ETK0D6z+R/I/5IX4XkSXWSdWRqI+5j\n", - "DjWeO6qdMc4Z98j7MEf1zGcmM5yMs18S57OfMZt9FZ9f5R0/z+E+D6Y4cwNi6j1jv3nHn7qkmFkJ\n", - "uMeqOPvEe25hzqjufAEX7nuoxL3i7Gyfgfi7/L/xDzSZlYBL+PXcTfzJVSi3ypNbsakfUr6kkn4Y\n", - "4l9Je0Id4p/yv4oj7ZzpEi9hXgm/i7/L+C1ovp8Fue9IxMd65i3msr6JF/mUcfAakFBXtUe4jFf9\n", - "iqV8r/A5mZN8Z4w4rOIlCPgq7vmxnu/4L74BsOk7wGX9MamknFiPL4R/ivmoT7rYD4j5/JkbEp7M\n", - "+UPGq5oOecNFnL0LNHH1I9SeB59zBe9F0j1WQd2KrEHer9J7EOwRc/F++d0/sHu3XnvF3/mu79+8\n", - "o594z4pdrYTXcyb9Lvxd+hX3voZkF4gd4fUOMsq+19tZ1JA/A7H1uZqDzHmcXJVPMn9UewaznLP8\n", - "VVzwIGv8DK/xHmLUZy5BkESVP8P7qzkuYR4XGc/n5nly5MllP+sqL5A+rb0evC97M/dYcCcg7mcv\n", - "MXGv6PJexEWVm6ILdk+o7prxx6KSfWfWSuphxOadPJd5l3R/3hlr6zOpL/M+q/HSFCPErlEKaKtJ\n", - "ifU964Ta/EZA5uc5dg+/S/a59PucFV5bEuezn7Fi5mPi523OvZPdrOJMR/LYhZMZtj68C6Lqs0K+\n", - "xVFcr/9R700M4Z0C3OizuaeBSMMqf0XcV6i3gnyeCT5DuOQLrV3+EXF//i7vLunEnLP8KZLrAw7F\n", - "v1H1OFcE32NOzw/Rd1zMV8L/5j/yzR1qK9RfzXWIbyQdJN88wlneKXIp4RVe7+Jd1Tpem2QNIu5i\n", - "XkGt41K+it9MyvgqHmzEv/gGQNanmJ8xBX0Rv4r3Iel9b5JfkSKf7PJvbyJuuT4jZV6YyCPph/lG\n", - "JeOrOEisq3UFsu5UORd1x2vOasEl3jnLQ68Z4j97xjcBtJbcr+S/wmuusOkbstshP8Q/pR+8D2l2\n", - "NjMrxjk+x5kzok5xiaefVYE0O0d5zwkXwqz13KrmjGqGc1ZXypqRdZIRz7P3mYnXg+K6V5U7I+cL\n", - "z+tO4PEKr6nmreYQ93z2K+5rrwXfa+3SV90jIe9UdY/N0Vl+F5d2mLLayL2j3Obn+01W5yw7l9fu\n", - "JiTaUOVPqGTfWc72OGuHujvEv+xhfxIvxR9SHJFkhIo9uTmroMp7bCOXCJDdw3sScuT16NKX9SV+\n", - "/jgTeszOeF2ws6/g95t3XOQErwevSSJ5nK95vP6XaDP8jKvkPaqamzDx7Yz4fE4NF+qKrHPhXlHV\n", - "KPZcyp8LOpLutZxFfMUb9a55e8z5c66JO9LvEp/7x+Lz/2AT2gbyvZLwSvahC3P0J8zJ/Sr2+ZJ1\n", - "Qc2JmKfwu/SvxN/lvIo5M4dse549Oa9pjxJpYog1zFoja85QD6JeQV2VAwl5FUtRJ3aG95zi0l3l\n", - "weuclpMcZ9xjZ+K/6geX89cTP6sLObEQ/WQn9gHz+r5J/zufNFEe8o/49zkHQj+xGoTb88Qqsgbp\n", - "7vE8uzhnJesez9wVUtJ3+SHpycwXOWfOcPG3nKS/En+4V/hLTLgni3f7gboUZtjMOqHqF7PG7ljV\n", - "VUi+kGdi7D1W5QQimHHPOYozx2OJ97zebEQucNG7pfcsD/xyN3jPh9prY1RnuQz6LKh6PObxM/yc\n", - "qpe9aiRyeSffMwsUQ3wdYhI3epOcdS/+nKr8GXn3KZyDKgbK+XPdSOrIT0G+F0QbqhonairZd3wu\n", - "rwlz5i/2W6Eef87jee9iRvmOftWziL8u4t9Fa6ypIT9FzHJ9rTM4e8iQ34N5Rxyd43UV8/xxLs+b\n", - "uD+nZJXjDke9k/Fcl9jrcQ9+l+pOkkjV9efbzppSqn49ntFmbOabdK/w86Gqu8Km18V/4Hd1eUag\n", - "YT5vqyN+RNYwL4UfvFZQV9UK4tRnHrF3XNAzhrB3abe6NS/up29C7Bjy7biIS7iX0i8Zt9qSIfHV\n", - "7F1ctUFKv6SateKV7DtT0g36mdcJCZ+MnMv2pt7yMzbwGP2wit9KSnuSNZLz3B+BfFc5MeX8FkK0\n", - "d9xQKznOPfTYW9tjw2WfmNjUxgxE/PUEcc89sSnBxi3iv8lJ+IE8c5Fux+NW5yKOmN+CS7r2zCbP\n", - "mT7fe1ygq7gzBXsBEu6c5W+hzxjiP+NtLdnu6yH2K8FfxQ9BpJHpRb7LcCH7gt8Qv6l9AJUcO1XP\n", - "FapZzq31joSKR9Y+h1hC/WcDl8kqnjUeX+WcrOuy6Pkh/Cu8FhCsiqo2Y+A5n5Fx1hU8t+wj5jnP\n", - "a/1cLLfCnDJMfeIzH4LfvwtrkPWZ5/4whdOeT8bgKIeo5nk3g2RD5DfPqah930d+8pDZ6+ScA/y5\n", - "3kK+888+48kU/ym+wZRf1QyxRrBctHmc8tUg7h/zz9zs53wTtA53GHU+gzng83pe0tcevXcJz9nO\n", - "9F/uV50niOcZxMFzVc3ueY97bO614izf8LPmmXYXySPPu9c3uey9LYZsVswz/Pm4dGds7P1sZ9Yf\n", - "kbMbm17yxrxnw++POLtYZx3xI7LG5wrPeb7C61Z39rk9357jSvrFkfg73rPl+Xml9Df85/mR8A1D\n", - "vLvw28f+p4wPgV/S5FuPzMv8Jq7aIKVfaM29Ktl36HGYl3OR8Y7Vu6Bvaqgr8r5nnRzlruISX+E1\n", - "LuxVrELyXcVhI+lXMME+5GL9lPZRi7QT95+Pn7JvMcn1nDHQHhE/A0GvOMoBcg5T0omneDeuin+P\n", - "m+RP7BsAc75j52RMa0RcUouYJ/SxR9DB46wRbWq09jqRQs5+BXWrWs9frkPkXeYXzF5q2yNy3d9t\n", - "NzmvvgHwYPG3+Z6fMmyy7+/882fhZl3BZs6C8kwDsXRcoqueKq/1aobjc+jLODGfw9prVudwBwkZ\n", - "6xVnNfkOeiL5kmhWOcXf/cEf3uwTRNTPJCapqmLQY0MYV+zqAxeuqvYsxt209jmK+b0rvNd7iGuW\n", - "56khJvHrz9GEV/v+uo449YnPvBWe54Z2l0nbq07n7OoC/p3AnwvPJ2OgHJKqNf9N9XyLfeDj9Zk3\n", - "4c9rPDdn85pkbaOS/Q3Ru3mX32eO87J2vh4m585K4l3yhV4rJ/PwErKHNLvAulghwCvJREpmTHUD\n", - "ZLLKTcaZR/h9yjii19b+XLK+Ynf/BrEOZyyYcw7irB3umX1Jdacea69df33HvF2fnXXImL/CX9vN\n", - "/JFHWH2fseruMx5zd3D+As7IcxyE2e9FnEeHPtW5VDvzDuOOVUzinLOT6vwNca7Tzx11U9ADf5e9\n", - "Qj/fnjLvP/de9WxA5pORR7K1dgknliI/adLdWcUHb/o3migbmd/JuUHOqeo6Q8g3tHjZU9U2XLgz\n", - "jkh7rqoDrz9Ccu21rF2+iSXkqJsy3SCW8eTNb2yz3tTqxsfktfaYC3PvMXnuQu3zItfzI+Z4flVX\n", - "1YCLNbK/esffRdq/IQCSZ2b5bISbOmZcYUq0ne3xjOmRM3rNEPG5rxjirTV1SPSmxmpdsln3eqvz\n", - "vPf4XrKrmswj7x7jXggyveTpUdwhnnmEG7ynir3jle+bH7XXz9vzM/f+EfwV5Kv6jWgv2NWFpJdz\n", - "VFNR5F1mV3j9LX0ViK/HmOdCrDVnsa8g5/OYBVXsFrhTQl7y5HvPcy6xJPv1iPgRz5jHc3bmPYYA\n", - "eQ3nH1HN8fwRXpvnay1JIr6C+gqeg9/Pc1U8yXP87LzfUV45zsxzqXVJpIf+pNcPZmz0VzWvJ5vz\n", - "4jlMsb2XQno3VD3Q8pLdss5zln81v4ER+WRTK1a1zMl5GQ9c2o9Y9WVsin+K4Ea6GlP6h6ztILfK\n", - "O14LcX6F36eKuXAp91Dxh57zcwr6jCIu8qyKqs/Z3MXvGa/fru/G+Sv8ta36JJ1+L62rGBCb8Zi7\n", - "g/NX2GyBCAOxLsFjv6p1Zk0h3MLvoD3vkJMjVs2+Sr+zzU6Uo24FAr6iEn+X/6pnBe+iOxJjPZJH\n", - "sGc+xT7lfhUfHEq/GOft5HxAfleDcOc+qXoWpJR7HNkmXtU4Xn8EdYmL+1U2Et6oYsmUfkmzyT+x\n", - "jZCrx/YS5YwRh8xl3jnLA3LeZb0Js4u+QNaRadZVjc9y7hX/Kd2DK3HWWZf7iUR9gFy7hG9yY+35\n", - "pOdjBvFqL6GWjGceSfeY9wB14DlnlbtX/PXov2zPRf5WNrK+YFcnGfZ9MmT5CgjxGQ/pTSRpwmPM\n", - "c4mlJs+i38WKWFX3ELjLCq/zPu4lyHlfQp3vvT9jHl/l4Sx3lIcrNSskhvRrXeWvkr3g84WLqsfv\n", - "IcU345nnTl4Lq54VVe3vlfhv+H0m/ss6z1V5OMs7Pi97FjkE/TFgdhUj3sX/SBxh1pmwTcgVNYiT\n", - "xybeM85fsbuPxyVeN+Z3HN2zUfbcAPdxqrolZ6/jwbyeG3K6opxrbOp9/rhX3u9qbMZ9fgXnVblG\n", - "ynKKsM7IPLEuxpHbIbk+QRLuH5nf5oaAV7MX0POcJsw233mes9pC4FPOk5X4Q9XjIPBXcdHu+xOx\n", - "X8YvshFzZwh1GXOOcgtcvFdxz+sRIfdc7ondQ0r8rbjM38KUfsdiU9i9j9gFKnE/y6+oBB0xTxBp\n", - "rV34V+KP6CfMWeFnuZx7jcedTa4JchlPVDdwwRaItNbkV/UeO6rRY86UUBPjTPZVTI+IuOeIHeGS\n", - "n1Kf+SrmfzLvHvGXkK/i5Hbizj4hnzUeD1yIRRUjXvVVsXtBjlc5ZJQanUmPQ50ki1jOoo71Cq8X\n", - "zIYqlngv8icy53nfs/Y8cd87WY8Mgte+Xhydwz2q50SMmnvxGRsxHWuvvYc5s8IE+Faqs5KqnjOr\n", - "mhWHdVfunzXjDlr319/EcyPCV/H+iqpHnOXhbNZRnpjXJEf5lnNJ/2zw0hQwE9ISE7UdIfv3sJHJ\n", - "C3Cvvpf8RX6CHFY5J4XUvylxx/0Sfy2r/Cl5v2BTWz1nYivG/CVVj4i6fpcLscQluWL1XGbNiThX\n", - "eXFW8yLf5LbA76h9CvmL3Jb1OSuen+fznUrWN4R476h6jEr2zyjPabj0TwpZf0ymeLvgD5GXSM+8\n", - "4aJd5R2vrbhSIxD03J9RSbrjdVPGLZ97Z4r4rZh4b4S/wGsrUs7P8o7nXebFKp4g8I5LN7Gd8A+5\n", - "Zo4kn5+Rf0zx99iSIdRdvtt+9ml/AFKNcDvkq3jOOANRZ49gs848e8/R43sXdPLguUPs5/B3vS2H\n", - "+EuwJfop+y7gHq/ypzUm2d5T5i+CeLoYV2RfVfNQqrsQExLCrEEUweuPyL5Vb3UHgah6rEJiRa0g\n", - "fjTzs0nez+OrnHPWf0bW3zrDpbPKQ0rpVapZTtXjbOo4/+AOPvuIqsdnZ82Kal7n5J6TrBt7zez/\n", - "hoXs3kT230o1q4pVuSp/QCXaVb6Kfba4JP79Z9CHoM36R2YjdkdI+Nojd/PYDhPEU/L5mfT3+1U9\n", - "TnW+sbkv3NB/9Pr3HHU+88pcGPOX2EyXXUlrWX8jm5kF856Le2xmhVQntVg/p6yT/A7xXsE9tJ4y\n", - "PuK6q59xH/szj8Sfj+hDJeAbon/HqLsq9wm1iL6k+0j8/aP7q4/vZ80hLuoh/YIc+2T2GlWd42Je\n", - "5YG813tM8p25lPMz6Ek5J5/7jJe4fK/igyn542P+Lv3aVz0Ogg6Z73IeNRUIOKziCSK/AgF3XLg1\n", - "w6V/J//ULtjNTJDsVbyBMAuv6Xury9oka6v6s3wFss4ewa6EHqoar9N6CrpJO2Tca1+R7CeetxoX\n", - "fz0i/uw3Yj5QHKq8KGtcvqvYRZDmlFqPJ0czjvD5Z5z1pDCrFmkGz4sqRnxFVS/Iu5x6X5Ly6vVn\n", - "cz9b+N2uxD3nVHmJoNccgThmzPceP6LqEVVdxpKccSv5euRcj92C98/100LCWS/wORty1gqvYz32\n", - "/bmb5HZSrM/I/ltZzXmk+ZVcO0c1Oaui6nsIz8VfgjvEdIWLVYrnnGGiLLzH8ZpZ6xJ6BOLX1v1e\n", - "EdvVXUSid3i/omdJdQe/W+aqfLK4G/FZd+tcYM6KNgu53TAkWTWs/bX0eBUjXs42/DmV+cVsQKB9\n", - "3YWW9RG9riYlXxAnpjuXcx2XbNjUaL+Fszsh+o5+Od9Gsgt0XtXLXXqNSbxLf86aYm2oPnObvhOR\n", - "v0f43/w5TawHlbgLF/AzrvampIuzOvaSbY8j3y7jD2Ej6I4Eeqx3tSHZ93BF/F3QhfdnLtlI+km+\n", - "Ygp4o8pXsu+4SKf0d8bsFH/w/suYWF/BJXsVX+F12ac1ok2sgpqsY498s9cje3IrqEHIiW8k/YBd\n", - "/RB6/j49+xUSfSRcku7ifxMS6ogdiv8FJMa5vxWJKeuc4/LqdU7WHFH1IMUpy+D1Xpt4T5VfUfW4\n", - "5Ho8Ie/1HpNweW2F12bsFjgHiCN+Xuu5KvaYbASyPWbO98TOyJ4jqn6nqvH+s9clc9mfs69SzXPp\n", - "7vh6weEdLvRvzmQ99v1ehcxO6b5C1X8LRzNunJ8SXcWOqH7jfp6ReO1jMH/Gv5RBx8SqEk+PZW7F\n", - "prY609hJvrA8gjVjbT1jUVshIcy7+X7OuQJzz2K3YPear5nf72j2lXN9VkWrQWyFxLOvh1irBqle\n", - "xXweNTOe9wn87BKbJ7bS3EiRHkK7iXk8coj8Urwj32P/ehPaGV+ccYVx/g7Nh0LaBX+ffiPZBTqn\n", - "6gdEHdl36XeZX7GplTi3R87u8ZD25Ez4XfIrzmT9KtUcxP2IqsYFH5Bu37uM38uU+MTkunOWDxDr\n", - "KrfhrevfiK+9S3qSszLfxTz2yUroBVKeeI3knnfdK7oMDyHfxEeskv0Ofw5v1O0Ykr3B4sjzJl/g\n", - "dawR7OQoLpjJ3nPsq5geJddeQ1yPiHfWX4HaKe6N3E8Q9ioHJvVXmOLfhHgn6rcwpLpj8TPxR5ZX\n", - "OR5XnOUR31W84mpdUvW4rHqcnPdQh4yJqtfrWN+Cz4eqDpRHzqglxjprwGuPYgmzrtY4VS1U9Ue4\n", - "JFZ5saqperw2ydrk9e65WlfRe55uxfkI75vr1tf/nBx1F+Y8GD+Du49Yv1chsxtc8iuqHsOltsrf\n", - "wtEszyVXav1P7aX8PxZXZr8Q/0K2Npi0VfI5BS5rmG+5XY3mIMYLXPwlev1Olt/FvC5qK/L+gEjO\n", - "OVdgbpW7k/k6FXfsHJ2n54cgLyhnOm0OtS64vD7C5ba/Zq2POHvYxfPOgZ9Z8+Lsicmz5BWJ3uTa\n", - "mrvMmDPyyLafuRPwkSf2pj/U5HbGx7lxjsu1xxM/Y64bOqOD4Ns8YreKv/f1XsWGwPfaQvp9VsWs\n", - "H+J8VfynuBc5xyVfvOVzmzgbKeySatYp8h7PPuK+91krEPkq5iDq7Kd8p5AbLvgrljNMqMuazAfI\n", - "dpWDXtPEGcnXo79b3veFsDM75xNb1XocKpn3eMWmNkR+h2R4rKn1bxZ0wX+A+CPJfg5xRJnapKrR\n", - "HhSHVVwg2L536fZeRznVs9aj9nk35STd7Kl3UtCJU/sKMh51E5P1TV3GPWd5PgGQnwRYir/k2x/P\n", - "UJ0z4g8Rf0F+xVmdJFOynHEE2oUasu4qVY/OgCqeNU7V73uJrO8dRPco51R1AjlDhBTze/gMBM5j\n", - "1HjOY9Ql1DtHOYe6vJ+oallPAUT6IubxhNzRWSLnQVUrqlqn6nGqHrGseXos294neJ49r16IvoT+\n", - "zbr1/X4Q//m37FsspXhHJftO1WOk2B7lr8Y8vso7WVvVu/S7nGc88RlHXO2bP+PvUuaQl/wc4bWJ\n", - "51Z1LqeIs++7+COCRZ51Mnv+pednzD1odtwvId6/iVHU9Oc/Zue5WksGvTZRfHU2eG0Z5/kYnC24\n", - "14qcC3mu1huJHXDeCu7heN77q9rP/QPt7PHx8vwb8X3t90KWh8iKWZuMWf5ccs4VmIcU7yh6hN8R\n", - "yfYcMcjeKed8FF5rx+Osk5ZzEefOLuZOKfs2DxnfxEbPiuxNkSfubGqGTLusu6BLfiXSZ3UrvDfj\n", - "V1AtEk4fck1NF/QRo5YYNdR57hCEucolIdai7Cdmce/Z9A0QYeTf3/knfoRmbkS8kZLue0m17z3v\n", - "4j3zQ9DvZSPrDc/p+SHqV5H4Isdz7qLGkQAjzmL239hX5Y7wWmTcpRyquPok154TLt6q83W1F5te\n", - "k/XNvBHvjJjEnY/nV0zpXlB9tP9KX8eEuwt4EZckik0dtFri5HzvfQkzMs55SN97X/3Us/e8t8UC\n", - "xXtu1CfM05wq76jGUSzvs0LCo3uyV3+/d8xUzMn8VVZzMk6ONXIGXnNE1oNiEqsqnlR5ZK2KnfVQ\n", - "43Vew5r9IU+fyyL77F3NqWqS7KmYdeMO2e8S6yjP865yfd36XGJfzb8R39jM1lo9dv4ZUzZt5l2Y\n", - "tO7mVfG2lkiWNQbC2ffUHvRQf0TW+97Jvqq2qrnCmWDDUQ05ZoFiR/fL2lvo4u+i9xhoZs5FIF0i\n", - "N4TI+/7Tn/pvn/3mP/x/N/6Xgda5Z51Qu6LV/PqFul+P9Wb/ov+db/i2589hyPef/Iqf3M5vfd/8\n", - "n/4/N6/HB1/57hf5wad/9L/tr4vXAa/Zn/zKn3j26R/778Z9nj+PX/2V3372zf/Z32ni2uTQ4LVc\n", - "EvNZI8G591inmjnIuzhXa1P8/9yf/blnv/kb7TmL8dy/4f/yi6123C8EeYr+gllvz89nnLGZhew7\n", - "RY8LPRKvR89/NsW/C7jLfIHL+qbe5iHmm1j0JRuJvwHe0UfEb5H5K7hwi1XeZXwFkpw9zPGa7GHv\n", - "sUsg374+4UjgPXeF2dfkt2KKfZFzXPgBae/iHvsU+zNc1O/BxXqKuuP5Aslv7mes9W/2BeRXnNUg\n", - "zqv4GV6LfDtHcTEF3HLERFXzisn7qq9jgj/31iseKv6zxmT8EOoGktuMAfJ7LxLhKg7IMlTxKfiF\n", - "9L/6vrXUr85wKtEVVS1kLQLmsdwTc4hXZzhVr7OaD+QT5lc9Tpe78RzBpRBJvAK9gv4qxt7Py5qs\n", - "zTgc9Xae1tJ/2FPwkL7cb2aM+23qLLaJZ6zVuejeLP6eWzAl1mbeRNVPjHjuR0wiucklrQ7hzPhu\n", - "7oD6FVm76juLr/JXuSreRzXkmJW1q/ut6q/wEhL5UCR/VVy4IC7j9o4v0sz+V3/5f372L8LX7/7z\n", - "/88Uf57Hn/vTPzeyL74k6/7cv+QjPzQyL75+9Vf+502N8843fmufofOqL71evIYffPl7nn39v/c3\n", - "n33Dv/+Lky/9yI/MOwKy6+dsBJi1QV3/t4x5z2eq75ir9V387V3+b/gPfnE82xdfP/Bdf7/V2h1N\n", - "kl3MK7z2HjazTPir+S7y4PGsO8pJ+t9sgn2FIzF3yU9c1J2et7mJz1/hH8t3UvBLPu/bT2W/yrmA\n", - "V/FbWEn5Ji4JthjQf9Y3GTK9w2uO6hpLQY/4We4qyH0Ks2JXxT9lfYW/o39Z/lPUg7z3riZE/FYk\n", - "zrkH7SW+GVtBDVKdvRVVnfef4fUu4RUu4TPmEr6o62vq2mN+3N5n7PAah3yIflLKuzFrEHbPm8Q/\n", - "Bsi0S3XGHOWrGUinCyjQS33mIQX2FuhNrtQkEiTJKXtk1Ws8vsqD30FkX0JflQNEDoirL3NJl7ux\n", - "9lk7ARxx6sDjFdXMKuf4uWdyetpv3FKbrPqqmFPFT2P2nLNW+xlrdV0wEd1EYuevn9a5Z70AgS3P\n", - "8dwCyWBft/r5TYkRl1ju5tjs2VthdVdBTh2X26p21XsWX+WvclW8j2qYcbXmrLYie7v4I28JYrfK\n", - "O15bQR2fBvBPBPS8iT7Syv5fVPEXlfj/VJN2F+eV+LvE+mv8i3/tvx9V9VcX//Gpia//9/7GiL74\n", - "ei7ITSA3vDiLc2ZMsulr27+oZc45/Cw86HXyfcXn/cF2jov/f3hB/A36VqRYJ+RXVDOdqsfxM/LM\n", - "1fm8238k/i7fvt/FJc5Dwq/I/o6Yu2OI+YpS6Acp/rtvBIT4p5S71Gcewa5ynneyxutSvr2HNWRd\n", - "X0uyLT5jj8xOzBdx8N6Kqsffnfd39pHnlPsjSllfkOLvKM+dNn0p8kEp/IV0V0iKV/HE4wi1Yi7Y\n", - "yWqWi3gVX5E1iHiF13ktQu21Hn/FpZt9xiqoc6r4lT7nBsk/BLmOPSK9YlV3tX8F4uox5pGrRFdQ\n", - "KxBbzxNb9R/hvUnWuMA63lPlxVkeJGlVXKj/KH+FFMMua0MOyV8hZ4qc52TtimreaibMuqdDVIX1\n", - "zLzFVpzVrfLEz7inZ8N4bity7uas1jslExEOId7Mt9dSbH5ef8Gc/1DyXkMaNzVBSuYmXz3XotZj\n", - "FboDa3ro8/tRk7UZ99wqfwVEuso5RzXMqGo8tyJ7KrLnJcQNCXfBfEx8fkp/p8lfCj97SfC/CF+3\n", - "in8X0vbcv/SjPzwyL75S/HmdvuyjPzIq1l/62DvC/HV/5udH9MVX9aMAeQ54nDViumE3r6b/croB\n", - "Mb1O+c2AxKVflOL/3U38d/cad7Z34SsqsRbMqXJONdPJeqQdPJY1RzlJv4t/Kd2N0xwSXkm9WOVH\n", - "nHfmV8z+Fe0e2bOR+8GqRjNc3CXSrO/BBf0K3oOwe+5odin5q/0K6h5AJezEVrUV3j/nNHlH/v2b\n", - "AAKpPsKFu8pXkr9h/HK9jewPetzmnzLE3YV7la+gx5E069HzxCpctp2rdYmkvIpdxet30p2kdHss\n", - "a8HrrXZ3ZtTwqQAna3qdy3vFEOAlVc2IuXSvoOdq/Aou2k5Vs+ohjkB7zqXa42fQRy8QyzqvqVjV\n", - "XO0XiFqVE+SPapIrPdzRayuqXuF5r4cphkXO8X4XSnqrGbPm6QtRzRrqqrgzZx3MqHLe9yDG/Zcx\n", - "niO0WHkXy3vvlEwXYZdh72nrKfuslT9gzr8Xu09K4642anJPbMNi9lVccJlJXBzNfsi5Z3C+U9WJ\n", - "qlZ47mrPQ5nif8YUqAVVzxG7fhN9pPlfZPFHWCvxdvEXlcw/l3d7fcZrpp9jr750tl6nv/lf/veb\n", - "d/RvFX/Oyn+nuQ4RnnsTesgzjmpyn/Uu/RLpy+IPIeIJz+deqpnQ3z1vNch6Bfku8WOm1p5LkP6V\n", - "+CPHVWyXQ8AXYn9GJeXQc+Md9RXVHZF6vaPP2ud6nWakYDsp2+JqXVKJd1XnSJbnevT4mT0Wck1M\n", - "Mk3PhqhPAc/8Ed63EfYi5iDPVW5Dk/OU/6vSLzZiXbCRfGf81nzEf0XK+Rkp2P0eRR1kfSJxzj14\n", - "PHOIr8cqzuqqvPYINfkk8+yXpHRX8aK+EvbqHuSQ/He/91Md9ktc8p0h3leRJOdeEotAr/D6Kv7e\n", - "9zVJHLzn1SbHRn+O1oM4O5LLKu59Z/05g9hqtvC81yOuq31C/gwkTOtbev2sChe8RP08OlmTsczd\n", - "Q87wuVMkG1fiVT45qvPcFbJ/xS21OymuakTWQZUfewm4/5K/3fPwnlGjR/Ugq52QfjFFv7E5Z/TP\n", - "mQt8Vsqj55aYmLsg0u9zmJv5hHqnqrsCZwmf4/f8vYDzk1trc3/W81Aui/9jgEQ6L3LfNEUf8Xsh\n", - "/r891O6z//X8l8b9zbE7/rpJ/BHS9hq8/Pnf1s9w9Iv78rUSkvb8+p3f/ufP3vF53zq/YeJUnzgo\n", - "xd8lOc8lNvKI6axXzCQ94YwZsz9Nl7ldrWi1EmikXzx93/f3n/PXNwD+4n/0S8/+4n/wS8++/As/\n", - "Ne+W0LfCa12uPX5Ik/vNvPy4vM1cgcSv9g45cOmv5HiVIz4lPoR/ijn5BVPSTc43sTFnxbJX0u8Q\n", - "T0zeHWR7xdU6WIr3iK3qJc+s6ckaxXodMwdVjPgZt/ZV0q54JfdIv5M1IDGuhP4qLvkbEOtC5jsu\n", - "/f5NgB1Nqo8I+X5sJK+SbfYu4LmvqGqYyTrJWo+zRqizZor2YBc3Qfe6TdxzBzGJueR25qJO+Rkb\n", - "IPRXxL/nJdiPIP3gMUmv52DVW5Gyn2xqTbzB48is51ec1ZKvajznuLhWscw5VZ0gh4wRO+pxqF31\n", - "MPeMql4y52uEsDP2flaFz3Por3Ir6HHO8iuu9l2t68RrcxP05oyMB1Ourb6KTYhFvJL21z7yU13i\n", - "UoKhC1705J71Cp91D0f9xL0GgfT8vTDnHriHz/B7UsP6sfHznVtrq7jIGV772hf+5MR7rtDFXx+5\n", - "R/IQ8VvZfGw/4GP91PhZiumj/5K932/i34X6Dd/S71gJd36l+EtaT8V/4K+Xw2vV69pjdY9v/it/\n", - "ZyfKrL/uz/zCqHrxVYk/Apv3go3keu24n59ZwesxpX/Uz/NtPWu93sSadf/4f6MLdnE/h94EOffa\n", - "SrQ9X8KcYIp0MVMg7nMtOR8x1qser7si/lVcTPHnroX4C2KJi7tg7iZmcyre+obvbAJeyP2IKb+r\n", - "Ya38kGiXfhf6lHuJtu/PoD/l3WW6r22uy3zPj14Em96+ztqRI+ZrUB943Kn6hPd6f8Yd78/6s28A\n", - "pKhPWuxQ7I+wOV3eU/pd9m39zidNkgczX8m+M4R8hUt0RdUDykuavc57yUPmVN9fA5t1FWZUORfw\n", - "rPOc2MRHbEJt5kas92Xt2LuckydGXu+CZ/1V5jcGkPBC/CXNM3+Ay7fHJMGe87zXHTLuiej7JwBe\n", - "ff+Pz7qUb872uyC2SK5iuYcq5pCvaoj7bEQWVnFQLs+p6okhl8Q8Tm2SOWYI5M5jZ1Qz/M6eu8qU\n", - "TOepyV/kst/PzdqqvqqZ2Hm7er8TkLvCon91r0286hVFDrl2Zu2o95hev82cUaeaLvajXmvmwYPE\n", - "f5xBboXPugfJIOvVLI8jkMS9rsLnJz7rKvQkyq3u+XrgZzu31rJ+LUReuXx9s9brr2Li/0K6aoaA\n", - "3kAlsJyX3wSoz3zO74X4S+Kfvvt72/njfk1y9VHyoy/1vPLm75j3lriW4v/j24/6M99F2mMSSwmf\n", - "Hr/h/7r/iPvX/Zmf288ZfN2/vfiof9T5R+k7Q6qnXA/BfeUt3zHXTvYj1ptZXjNiyLfu8PKbv313\n", - "L3CZ3kn7SUzneRze9eQ7p+iqxvtdgvtekmv7M7y/M6R8SdbDkOs5c+w9jzzvcpE/ArkV2s9Zg6zf\n", - "8cbWN3jTG1q/oZjP1SMiPeOjznnLm1p+oP2c1fZvbf87E+S8LnupY+17ofr+d+Ujx95zm5iBYK/I\n", - "+smYpxpkuvfENwmo94/K83H5K/DO+dV4Qp3gXMTd76H8TtAb9OY8xH3XO2bTM2MOtTDiyLNT9jsj\n", - "L7nt9RbbzYqYehBY7yenOLUe91r2KxDrZIryoKoRzPA6j1G34pUh3VVtjw/x3jF6JlWNsDxSvqux\n", - "nEv7FPcm67tf0odcF0IPXYyLHDKNOB/h775X+Ef0/d6ehzIWUu34PVcgwSskNnqs6jmHOmpBe78P\n", - "tbegnilXDcmc5zn3XjQv9xnL3D1wf38eq5qj3BlHfZnTc/J8ydMmkO3RZ9Gf8Yl6BgjvjFl+I7Lk\n", - "ivymJqHH+sRpX4P8prbN8TWCBQhSj8fH8l3CVnj9lZ6sf2yqMx1/jlU+cYkUZ31n+ZznILbU5j09\n", - "t8LnZf2V51z1edypanwtUtjZZ3yVT45m5F3ESy9Es4nPIdRdw6W/C74ELnKzvufWfLbFXwKvn7uf\n", - "9+OOjV/8a/94VO2/EH/evX4u/vt33Lv42+uhj/rrmwqd73pO/5v040x9hP0Hv+cf9Hz1+w5+9e/+\n", - "9ov+oLov9Zop9DF5JNllWfzJP/bpZ5/+if/u2W/9+v/y7Hf+yT/vz1Fo/4t//R/3Xn0zwHuQaGL6\n", - "RMIPfE+7j/jef/Dsm7/x7/T4O9/67c++4T/8pWe/9vd+e87W46+1+33LX/nl7TcZhlAz98s+8ak+\n", - "6wcHWv+pr/mpWee1Qj8a8M3f+MvPftXO+t3ffX6eUFxzvvyLPjX7kee+lgDb3vEYNTsq2XeqHhPv\n", - "Xcz2U76HWM/8WHt+BQJ+N02eXfZd5LtI23ytEf8p/6PWQcBFlZMwk/PahDrWkDU3YwLvkl/htTva\n", - "LNUg/lP+R+xJE3+X/QqEegWifTWeINfU6lHCqljPa30A52z6x8xew5o9jNisz5zvGwh2knWQdS7b\n", - "HvMah1oJcFXnOfLEvIf8CuoThLnKOcyo6okdgnxfjQ92Z1C/wMXeOertNRLwIe+V+EtmWW9A+K0W\n", - "kOCq13MCWV/hQl8xBX8VD7GGeX6Rc1yij6jqPYYcez73Hq/qK1SDaHo9cebci8/2fc72uCM5rOLJ\n", - "lNPBUU3GfE+s8/Qnd7mrzBlntDP06D1zxshtUMxIqfaaGT/CZw84f97hCPVUcWNzR9+rt0kRQuki\n", - "2Pch/p6vyNqzelH1PCbVmc7VOkAgoaq5Av23nn8rD73rqtfnVjUZ8zqnEvbHoDpXZzwX/y6hZ5gE\n", - "X8Clv0v+kNgV86PdQ5qdz7b4/6mv+sn+HDbYXfVz/9WXiz8civ/gyz7+V0fmxVf/5X4tJ+mVXL+e\n", - "XxJfF1mJsiT6N3+jfp75pef9Ld/0y70vxV9yn18678/92Z/vj0dfyv/5P/sLzz/tYHcT+oZBfknc\n", - "vUbrV97+Hc9+6if+4ai49qV6zpuCbRzlllSy71CHuCcHuY2AD67UnIGgdzE/yIlD6RejzmWfvd7Z\n", - "virvPpcYa9875Cp2NYWUXwFRX7GbG6jGxX/HEHBw6Vd/5hOX7ip+xpTsQsLn3qCPczK+6Rlzjpj1\n", - "bS1R9pzvtU6OchUu26yP6pxVHglmjxBXXKkBhLrKJdRmT98XQn2FjZgfUfQ6zHH8nfGqx+lC7hK/\n", - "kPlbcLHPGDI8CWG/lYeKv0v0PWjWUYw1gkwcWSb+GOR5jzEfkdR6yqTJpccruhwOqvxVfI7P8n3e\n", - "UZLK/irMo3+zr/CasZ6zqn7FjI3cH9TdC5K+OUf4WSfnZb/vEc8U0L4vxD+ZtQuYt6Lqcaqex+To\n", - "HMVdHEVVdws5j/OP7gH0VLEVLtTed6X3MXjoWWe9VZ4zhX9j4bn4I6Ah23tChAc7wS9qJpyVtJzL\n", - "MnD2Z1P89dH48o6GPpJeSesU//Hz6+Je8de78spJ/L+uye/r+aVvMiCzQhJ/z9cv/o1/3IXbxf/l\n", - "t33HqeCfff2lJvncjblXxF/S/1sXv3mRX3oumjWFfEUIdqeo85+pryjnXCCFPLla5yDlzlk+hX8n\n", - "8q0GyRfIP7FNbYHkVo8p/sLXD8JEfENVG6ToJ8xyYd/QaiT4T+zn4sVK/EU1p6oTLtxV7Iwp6Y6E\n", - "OmLe4+dnje9dypH0ZPa0tcu1kCRnzKl6BIJNfz9rnOG53Fes5oLkV5LtMcT7HlKsqxon63cUMn1G\n", - "Jesrzvok96u4BNi/CVAxhb2Q/i7uEU+Bn/2WuwL9KewrEPkp9BH32k2ccxYg4ivOaolL9CSeHvO1\n", - "cuTZ0/MQfD7CqTVne+09+EzfE/N9xU4wG5lnnWd4zvs9fg85x/eTp0N8q5zRBZh99rAmfgQ93huk\n", - "gHvsCt53mXaX7Pd9iucOyf+FbwDci0va7zd0vyOpFKv4rfgZzip/1geSXaE1PVf6HgrnPvZ5zIWq\n", - "xvngJz69YX7U34W7Ysr7QzHh7Yx4dSboo98P+ZKQX/nSz8/v7jeYHzkffPi937+buxH/wZH4M0sf\n", - "5c+vFH/NhvzyXEV+Zb6fdSDUt3zp4//MEo8h/vriI/hH90T8YfVO/+/8zj9/9mt/7590fus3/tmI\n", - "7r/+/L/zX76Qdwm0ifyMDalmvcFqK9nfYGJdzfK41yYu48TOeoQEHBnPfuFxZ/YNQXc5d6gtxV9i\n", - "bBLtswAB38SsZ0q6c5ZfgERXuRUu+Ui843LuTDkedU+G8PsvyOs5k2hYSbZDXkLr9c5RDroQB5u4\n", - "pPkM682+Kd5ZN2Kc5YLtkn0UY37mHeo4UzEJMzmvrTiaLRDwVRwBZ1/FWVdk365e0u17YlXccxep\n", - "pP1efGYl+RUu7g6CXn0zQEIJ1N2Cn5PCvgKRn0Ifca/dxO2uFYj4irMa8kil5ySxvk5UX8Vvwedz\n", - "B+auznW8Z0VVz15i6LXJRmYXUJtnkMt6oGfWPH0hq54D753QY723UAoxeZ97hYM+Zs8zyNFz0JuU\n", - "cw7IWq35xXwu4Kw3scXPwB/FHM//fgdZZK/7u0R6Do5y4uz18P4Kr5Hoiiq3Intuhf4VZ/XV/YX3\n", - "HOE9IkU+807Wiufv+J+It5jiDkOITznrG/HqTHiI+Eu8P/yevaTnl36mHBG/ytd+9U+N7udfOkPi\n", - "/6Y/1GSvsRb/f7iZsxJ/r3nXW7+j8y3fuH83Xr+sTz8PX1H9mIB+vl+fWvA6ybR+Dn71JXn/TBNp\n", - "na/fC3D0byIpR771rvuR+OsdeQm7Xn/NXdUq7lKvP+GXXy7+H/nAD4zo9msj8wPV/uLf+B9GxYsv\n", - "xWbdkO4EMa5yzuY31Re4ZB+hWawlzp4j5qziCQIPxOnPfOJCDi7+1Ln4e2wj6RUS7PbIbI/N9R0g\n", - "4LnP+ArqEHfnyRB3UUm5M+tGX/52/F19SLnvKxDpVfwKs34I8pyBMDuKDaZUe13kYVPjdWONXFOP\n", - "QLNfxRzyjkQ5985RLvNVTcay7hXJ7pDuGXMJZ30nU6iJDbmeWO0u9wi42DtT3IscVHn6Zr9JOFSy\n", - "fi8S44z5WSnsFUh8hX4zfxUXPTfE+LFATmEVyzgieha7Fcme5nCmcNGtepyNNBbkHZlNPGthxp+2\n", - "//NuNSu8d9PvaFbMm7Ut7oJ6OEeMWSm1naJuhfduZl3oPSLvxT7jFZu6uIfnEq9zMr/ZDwEFF1SJ\n", - "F+J/VPf/LyCbVazKZT5zgtfpltfLZ/5e81oh1M5Z3b05qOT9Kh/6op/a7DVvftS/Em6nkncXU4d8\n", - "xaq2OpN3ze8V/y7zY0b1cXq+UsRvwT+Gj/i/+Q83OWs8RPz1nL2GP+Wmj73nlz6p4LVO9WMCknfm\n", - "gWR59Q65hFrfdMge/fx99Q0V/dI8fmP+kfj/4Pf9V71GZ/tcfYOh+kLaj8QfUf/z/+e/NqIvvvRL\n", - "BMlvaDL9ri/4rn5v/9InArq4txrJLxLvIMZVTpCvZH+DSXYFeWYi5tnnccdFu6KqoVdzMwezRu/q\n", - "m/QnKftiE0PgEyR77DVrEydn+0rcc5919zJlPERfIO9d4Jsgu7gn5JmJVBP3fcVGlgdV3mMev8yQ\n", - "bz3S3/dZ5yDurAcp4773Oq9HmL1ea/JZ43WJ1yDb4HHJ8KoOVFPFHZfrXVyCHDn2npt7WMUDyXJf\n", - "W+2MFbhkn3Gl/0zeq5iz6puElCe8M17l7vkmAfOgEvYrSOqTKudC7AJ7lVUvYsn+6Iyqljgx9rci\n", - "+dKjn9/jQ1y9toK6M6r6vm/nZ2xTpzxY3c34HJ+VcTjLXwTJPYJavQvOO+G39p7Ve13Wcm7FUd8V\n", - "1JOzPJei6fIpUXJhzTrFPUbcyXyS9bdSzXSqHsdl/ErvWc1RPnNX0L9BFRdHuUS1ziq+wgUaiT7D\n", - "56/6V/FVPmuOYoi/516SHEq2SvE2VtLvwkYMqBVVHpTTz/JvzhzCLu4Rf5d+vfuuO1R/2k4fTT+6\n", - "2xV0lr5K8f+3H0f8gbP8q/8MfFErJOf59a3f+CubvwEvJOopvvr6zE/++nM5Hv/GSTVfX0j6Svz7\n", - "u+mS41ajTxts/i59Q9KdXy7uf+k/+lsj+uJrin+b+xWf/LH+jQXdX+i8v/Qf/+2dkMNXfPGP7p6/\n", - "fgyAO1JHf85ZxaGUfWcINKK96x9xZmsvYa7qmUPNFY56FOOdepd178lf6IeoA33U+yzts75jkq69\n", - "Sz/iTY464iuqOuR7VeM5jzlPDqQf8RfZB5JiPfp8ehBs4THh/VfI/qqmxARcAixxph8pJl5RzfG8\n", - "z1jNUkxCXOV9JnnHax3P65H5Po8YQi4kz5u9hDdiMzfiekReu3yDS/Oopd7jZT25jDVSlnvcZsy7\n", - "RK3YifWCW3uqer0b7uuEXOZdoCs5dyq5T3mHrEtUk4LsdznD7z7l/gM/sRH9DcqNcyqQ1CPOeiSX\n", - "iqd4r+qzLpnCOqhqjkDOuFdV48z6M7hTxiI/51b1VrfjrG6Rl5BOCY16BNXZzKAnYlXfEfSsBPke\n", - "mMWemTk7456ryFrOyfMccvQQ72sTQD26pCpWSX/WPQTm3Es106l6nNU3Nlb9R/nMJXo9z0Bagfhq\n", - "VsYT7uWzvY85Z/idmHEE872negdesSoOq/jZ/ase8RKi3T+a7mtJs+1d4q+QAso3DRDGHht1fT8k\n", - "nTM7Q9pvFf8f/O5/MHuZybn+UfmVXK9gRqIc71Lzzjg91TvuqqVXkvsVn/jRkXnxJcnlY+uO/iRd\n", - "fkmCJafK8zPwWiv2df9O8Y7/N/3yc0EePeJrv+anR/bFV3/n/u3f1X/rPHUVumt+8Q0DfUOhEn+J\n", - "NnfouDi3/df+8c+Myhdf/kmCUvz1CQKTbp831w29u69vDOgbAbrn6uf8f+s3/9lGqDfzwOZW7Hot\n", - "BsjwESnaVS9CDp6rhJ295zw2edN3zhleO3+m3WsLNrV3snunX2v/JkDRs8I/jl/xJCReHOUEAg4p\n", - "2MQkv5nrsTcP3vJ9ky942/e/WCPOFZLU3DtVrOECnNxSW4FQX6XqdwHO+sTP1Fp9kstXmtRqrXgl\n", - "0+SmECfUWo9QH3g/Mfbq6aJrv1zO/9b8y+9ud214vH98fOyV63G7g8vzvSDSWve5Olf3C0Hudxn3\n", - "ITdjYy8R7nnHaqg7QyLJGglX71UZ9zV7PVZzEVf2nONx1WstAcx6IF7liSHPR+QsxXyPiGYf0EMd\n", - "tfS//4Offva+15rANPo3EgbE6M8ZKzZy2qhqnKxZ9fbY063UiezJut2MopbXo9eoz3IT7xm5LodW\n", - "hzAijbNG6+ir4kB+1hTxFS65wt+xRXI2+2KG8DO5HzPJaV31gOecWcPz5jVIWo4z/azZ3/B91mnt\n", - "z7WC2hWvNRny1wyhIsaZK7zW8TlZU+V0D4f4+9TTHt/fYhs8B1kz6g5rMp9kfVL1QMvn80r8NVih\n", - "OkmsS3L2UlPlEuWBnhVZw+wq7rlbyTnEPvCJ9t/LAV7vfTDrvqjdqzHF36Vbwtyl2XNDZFccSb/n\n", - "q1xHZxTcKv793fTRN8Vf2Fmq0c+WVx9fX0HvUVyfHvjIq9+/yT22+Fe/cV8fe5eEKu/SL66K/7d8\n", - "06+M7Iuv/lF3/ak5MeorKgnX60s+xV/7njMZ3tByq08g8A2DI/FP3v2O7+4f/Ufyq7nVV4o/+Owq\n", - "7yDZjueZU9U5kucq7iDkDjkE3GPsPcc+8fisQ6atbomJ9z2U7/SPvaS66nFc7CueFDLvZE1/F9/2\n", - "R9IvbhV/Sf9l8XdC2DuLuIt2xdVaZLuKX2XV53J9xBTthvZdviW0vrca5yjXZziW427zrIIp20OI\n", - "kfvEc15bif9m7o3Qm+LPmRtM3LkHuc1drQ7BvgdJGWvkWTP16HUVXkMv62quYqwFOeTQ612gvUcQ\n", - "dzLn/eyTnEX8qMdl9yi26q/wfudKDVR1ErzcQ+7v4mmTD2fE53ktpkfda9Znr9X3nsht9iusDqn0\n", - "NfsNV+YGPk/wjm1+A4BY1oPP4x7IrOe63EaPQy4h7/3JUQ78Plp7T8/Zc67wWRWvNVGSrM36IYfE\n", - "OHNF1ueMzB3VVJRCfUZ7TlfF/C6qWRWtVq/vEdVzrjjrUwzZ9bz3VLgkV2TNqtfj97Ca75Jf4fXe\n", - "N+cN4X8h/oixGJK/E/8GoorQPpTdLLsH58NV8e+/UX7M8n7t8xsPkn7/aLk/vwr6rsah+ig84s/Z\n", - "K/FHnOFI/BF4oEcfuc+vb/nPf2UzU3zmJ359ZF98/eD3NpFG/E12k6/9E/tPC0y5b6T4z28KjH4X\n", - "YKd6J15nKad36/Nriv84V+tv/S/+7mXRzy/EH1EWLu0ePwJRFh6vZnmt12evx8mxrkDAz+LsM95z\n", - "iDT53Hsscxm/CGKO8CPXuaduxROT9FtJyfeP8M9cyHyC+FdIzHPvVLElJusrXLIfgot3lRdecy8S\n", - "a187xF9BioeQT2lvjz1fyPqss1qvmTnyVrOD/IohykccyXXOc5m/Be93+Z/yXki9BNjXfU/9gPiK\n", - "rE9UI0GlHnlWjjVQkzDL6/SouZxBLFEcQeYe9Hidcg5x+m4BQc5ej2fO8y6pXl/Fs7fC+5Kq3qlq\n", - "PSapzD3knphgFtLXKeo2+aJOe+ax9xxr5vWZRb6vE4+PNUJJzCVzxr3H8dwVWs/Zn5vL86Galzmt\n", - "p+Au+ohXZL7qyZhLtZ+dfeKDH/3MTqiTat6GJkoSROoRRmJlj5E9jueYD153BKKtd/cdxHoj2veg\n", - "GVDFEu89YtTr9XXy+WU+OXqtyFE7ZXfsPXeGy7LPyNyV+JV8xqu9Pt2Q4r5j1PsMJ+tfcjnegfi3\n", - "dSXISO8VqEe+EV899tg404Udroj/L/71/+HZ5+sMMebws/Zau/Rzf55TPq8K70uOcpfE/4t+bGRe\n", - "fG3E32RW0p5f/o6/S784E3/4TCX+3/dfXxJ/fWw+v/Qn88hr7V/zubUc4kutU4m/3rlXrhT/72/3\n", - "tf5f+pv739Rfff3T3/ndVvs/7r5BIPFP0b4VpHkVfyx8pov4Q2K7OEJO3vesH4FK3HeinxQ9Tinr\n", - "hcyfxdm/423fN9edId4u8I7uqMeqjtiDKcT+obKPWFcxx/NHdckttSnk7D0HGyk3lnVIdVG3yS/Y\n", - "zDLmjCHTR0j8RZfsEPA8z2X+FrJ/yv+QZs6eEC8kWHsE+aFojsSUmZyhnJ/pUAvM8rweNZcziCVe\n", - "yz5rU57ZK5exW8g+Zjln+QqXWO/zeBWroG4F0pp9U2Yjn7EufhFzEMOsy/oZ8/qDvsOcqPLEPBcx\n", - "pPQsv6m7h3GnSvZdME+xmXmnvg/RgrvOKsgZfp54rQlN5lkrl/W3wgxmO1UsoUZzHHJn+JwqfjV/\n", - "Lzk3yeeUfZ6/gs8QVY2T9YnXTtktYonXVHWr+AqfdWtfFRdXxL/q2/DFbf5A9VP8EeQU/plfSHLK\n", - "9Ar6qPdZvd/u4cIuzsS/fyy+zUL8yzmKH8B9VlQ9TtUj/sL/aS/en2mSPWuaVC/F3yQWQT8Sf2Ta\n", - "qX67fSX+erc8v/g5/TOqn8c/Ev/5S/Ma/q53IiHPr//Dv/UzPfeXvr4Wf+UkwT/U1qsvCb3yf+Hf\n", - "/evPPvbBH57SvBJ/5fxeiiVHuQSZnkLd8NgZU7yNo1xHUl3FReZi3+eakG/qqGU9cOnuPZFPsh6e\n", - "DOFG/FffAKBuxUbSC1zkj3pUl/RcIeIu9yn4m9iQ84nVzXwVK3DxvpcU7iuc9SLAVU6Qd6r8SqyP\n", - "5mwEfNE/pTjis3YI84qydux7zgTfccnO2NxLaIeoPzaSfv2yuXmPIc8T4mf5jAeI9BGSU9bItnpZ\n", - "n8E5WjPL1z5XMcE+86AaiS1r9sJnSDozDlWM+OsJMszdWCOLXRgtxvoepjja7E7EZz25ESO/YzXX\n", - "cw3mbuZHzeQoF0wJPptne3p6X5HPmnvZzDRJcxCjKudUc33vknVlnqP610KIkpwPzKCGeVXuIVQz\n", - "/EzPc67Xsdca2fJ+aq+Q84n53rl1fkV1psf1XCBrhOev8tD+io3sjn8Dkb84Lznrz/gR9/bosbrn\n", - "Y4u/2Ig/koz4E++PQ1Qr6b1C1eszOT/R2Ufir4+Nv/K27+zvSnf517xx77f8kSZjzBpn+ZnVXa5w\n", - "S8/94j/+lBwMya7Ev/9yPxNp7zkUf+oa1VwXdM6vqHp/7Vf/yZThFHgJtn7unnyF8tXXRz/4Qz2/\n", - "En+J9Xtf/t7y4/16Vx/RT97zju8pxR+h1plVH5zlpyw3mCky7znhfUdsahFqy5exKs6+ABnf7Vsf\n", - "6+TJkOgq51C3QnK/En/tqx4nBT7ZSHyR43Hy9ibZtu/inXJegaTbXsI84w8g5Zu9xzJe5ROJaxWH\n", - "VV7xR2O8G75iCrbJNvfY5EzWOyOHCBPbkX0FLtQJEu9iv0GC7Ovc2yzepXc8v6Lq4zfkcw4CDNxj\n", - "rgdZ47Jc4fUrJMOs6bsyG+hDrIkz1/fJKo9E5z7jks2MVXUeuwIiW+UqqK+Y8nrArfUwhTFzLea5\n", - "zdwq5rmB+ss7WU3HcwVTZImN2TweQT30mO0lR7z77e9e9/1HfnTzsfBN77hL5pOzvOSJM8HFCrLG\n", - "ocafAz3kkuz12FHfFXzOa02MiGstqty95AzO0DrP4Fyv9TWy5fGHwnma6ZCr4k4Vc7L/Fh7af4WN\n", - "xBYc1Vzpv4rPQtKP5qvGZZ59xjOX8Ur2Ha/3vjlvJf5CoizYI839nX+T5Ku4AHtsV9PkdyPpwa/9\n", - "3f2fdtOXfnac3zoPlfj3/biHs7vHEW12GRfKOZY7FP9R/1jij3zqkZ6l+Nts1Vcf19eX4l5bke/o\n", - "64t33yXw1Tv3ereduyaK/+Wv/7+PyhdfmoMoV3m9i6/cn/63fmZEXnypN6XaORP/FdwHqhqBWHvM\n", - "+6Z4n2EiflPe4zeAlLMWnmPP2lGfkDSzXuGiXeX17rjLPu+WE/f+e0Dkd3GT+4lqnRabAo7QV5ic\n", - "p6zPfoMced8f4fJdxTK3yosu3SbRVe5WKrFexSdDmnfCj1BLvlU3BFyPnMf+COS4ygnyFau8C/aU\n", - "+AUSzy7V2g+59pzPAqRdVPlEdf4n5YgJzuxnFUhaJcXUuCAjzA+BMziPuM7zOofz8x5IsNf5WlDD\n", - "voIa50pNImGt4gKhrXKiyhMTiKPHtWdND3XEHXKe95gL6g7lYMR2Myy/i2csidkrJL+ztmLU9Lq2\n", - "7me2+FEf9V7jMc9JfiRgpfg3UtyZ5/e/B2ZyXuJyxx0rlHutCYzwWPYQS9Tn+6MZFd7rkPf5iA15\n", - "4kfw3I6o6rXO87mT1/JY4XUVR7nXm7ybi6Pw2hWP0fOhjx/jPVNmx76adys5M+Pk8h4ZS7z/Ck+/\n", - "+DP9MWekuO+I+iTrNz/j38X/c5qQjG8AIM793X+T5Cu4/Ar/eL/wurd8zvY87tSFfSH+kv6PvP8H\n", - "u+y/ufULxF89YjOvuNOGIeGXuNIzaq6I/1d+8Y+PzIuvm8T/P/7bU5iF1vRU4u+//d6FuxJ4vet/\n", - "9O68BL/64iP5K/FH4nOekIRXPZ/59G/M51iK/w/8Nz33F/7d/XM+k/izno1EGz7jqI57iyv1O4Zs\n", - "7ziqOcoFyHrGnjTplgBXNb5n7dArtD6CuqpesyTOSP7mI/Ijnv3J6hzYSLzHXfiFC7/3mLBvKKQf\n", - "iEmiNz0D6pRnnSDhuXeO4tmHLCfed1QHO3G/BZfuEZMAr8S/51pNP7f1SGgl3lrrUaLrMT/HBV3r\n", - "WTMgdoTXO+T77CHWKySlrJFfvgnQ9+OOiHpC/gjV6e/CI/6bfs4cd+BcZJkcr7fn6a1gFuK9QrWc\n", - "I4jT6zHh8i0kt74WXus95K+QPewzvgIJrmKJ12Stn6c9woiM7uINZqpP7zq/+uFPdd77tL0WA2LU\n", - "w5zT5osyZ3n2yvvdN3UjnzGHM5xZG2d5zybfQIr1i9/6L39rdVOSrUd12XsEwr2jyZNkENFP+S97\n", - "Ftx07iDP9vMFgucxRzlJw2tNYohp7XvqhOKs2Xus6vG6qt7rVqgHwdG+OqMiz62o6rXWfM/nmdRe\n", - "hft7zOdkXrncV/XZ56zicPQ8qlyemWS943VTTgvZd7iD93COcj6zYnU+VMItFPPc6g7UO9RcRedU\n", - "Z3VC3HdQ18i5fV7Uv4SgIt4OAt0ZdTcz5LaLf3uU5PeY5cQU3AJJsH/pndmPfOAHpgxXPYmfVaFf\n", - "iqc/hSfxlJAxW/t5zsFZfPPBecvnSkL/+rj1i6/PfLqJ/5Bc9Vbvtuuj8i6LnLMSf9Uwz+9Zib+E\n", - "VkJOjfrUr9+AX33pxyn0c/w+Vx+51+8AqL40X/P0Oupj95XE6+vvt+f4sac/shHhr/ySn+j91ddX\n", - "fdlPzLq//A1r8a/e8f/d3/3/PvujX/6Tm7OEpPjf/7q/Uf5oAM+D5yLYE9vIdTIEeZLx1b5gnkVt\n", - "9mQ8SCk/yyde98SkXFSxZFXDfMn7ES7jFb3GJHtC7CreewMu0RU+u8onKdpVjZP1t6D+FPcEWdba\n", - "e7MOplyPnhmTFLdH+oml0DvzHX0Yc+c8Yu0REd/dhboBUg79DKQ2cNntjNgu/gC6fJukz3tx33GX\n", - "STEDaU55Fpk7y3uOfMbgKAdnNYgtZB6BdVwwWWeNQ42juOYjg8QqlFONn0dM/Rnzecpzxj3o7/CL\n", - "D3yoietY+9/kvzKfmpKnQzLHPuu7XFJjdeCvQzWL3BRV8u1xE0tGv/JT3EeOfe9v/+cfIUvxrXJZ\n", - "47M4l3N6bNQlzOl3GHjfjGmePd/NWVHrcK/XhrT4c3EUh6Mcc5hFvdccUc3WLN8f1Z/hvau7Zq3n\n", - "V1CvWpckejnnCt4LnOMxp+pxbs2vzqKuqtd+iuDIEaNuBf2IKTE9Kg7e47mMJ/PP0hUfY++MOj/L\n", - "Z/Oc2Ds9Vs1spBBXuQ99ss21moqnX9Je11ZXoVzOA59xBe91qtojpvhvJL/h77r3d96pu5Uh1v0d\n", - "9/ZYin9bI5QVLv4SNP6W+4aiz5lnLdAMyT8SzNwu01fmm/Aj/VfEX6zE32s4pxT/r//bz/Pjztxb\n", - "z6M6X1+ScZ0huZWAM38l6fpSTrXqqUSZr6/4kh+f91694+9fz+/wO0vh15d+Ph/ZFqX4j4/6Vx/b\n", - "15fkX98c+NN/6mc73/bNf+/Z3/+13xnZ/dc/+q1/9kKsB5yfIu7xil7HnNGz23vMIT5qkGUx+27E\n", - "Z1zhicl6Kd6Wv8qmP0Q/8dqSM3n3/BFV7x2kmHvMxRm8tsq7yFbcWp9sZHpB1QdVfcWyfoj0EpP2\n", - "Xu97w2X5LOZwzk6wIUV7Fb8Tl/6SIeQrXJKrfIX3VLj0HtXfOstBlKucOOuHoznkVqgGwWSf/Twi\n", - "sdSexbRWL+LntbcwxdEgl3eoapc83Yone2cVP5q3q8l4sDxDjH6Xc+F7F8IzUvqFPhXgs3Wen+O1\n", - "FdSu4LmsclWc59dpAiPREuX5I1flPSd8lqhqkrOas7zOPOJqfVVTyV6S9StJvELV6zOP8B7nrOYs\n", - "D16XtcRckq+i10+P+Y600P4Mn+W9ExPuiuy/yjy/ye5upolw5sBrrnLW+xBhF95/74yl+O8oZPky\n", - "44z+kX6JMTHLI54ViH+X/gs/c14xz1rQ64Ywd9Eest/XNqei9wzhd+m/LP5NlPOrEn89Vu/KS/wl\n", - "l5Je79G+mp1fEm56VH8k9Wdfup/f4Yr4n32pXzLv4v+f/MX/x8i++EL8hQT/oV//6Lf+1700p5A3\n", - "JMabeIN7wqY3Z7E/izdSwhHzqnZDzKQv56zwMx3EexU/g4/QV7LvVL0bziS+yjteW+BiXlH1iKxL\n", - "OWeduQRhfgx20n0g0lD1+cyNXHudzaCHeO8ZsY1kF2zmGBt5t1iKc1UPPe/S71IeMaR5tb+HPsPu\n", - "mh/D75hEc6afK7lc1SReB0juiqrWY4n3ViDIUNVcgfNyXuJifJZj9lEdtZmranPvTDE+4+kQYMP7\n", - "d/NUP5BEZizpNYv4KncLXZ7bI3dEbHt+7FnTkzF69MiafSXzt4D4V/Ov/J14em6FM/zcKvdakyOX\n", - "3t35lrsV9Ws+rGr0qDxStar1WVdZ9bnE+bmek9h5zxE+Z0XV51R13n+E9zhHNYohsF1iT2qrfMZz\n", - "ls+v0L9P9jGX/dEc8itctivOZuXzpJaPz1fyC5JnP8tzVeyMKz0PFffE51Vk/eFH/fvP+w8qWb6J\n", - "If5vbTLM3vMp0w7ir58br/LCZbOCbzqsyPqc62d5HFz2nXvFX++sI7GC2kr89fPukjoJZtYLfRPh\n", - "6Evij6CqVx+3v0fW9Q46c6D6qL++sXB1vur8I/5wJP6cq3fsr36pVp8I8C+d/fEP/9X+2kp+NyJt\n", - "uCBXeeG5rD3qE+Tpe2KCTeyMnAc+6wreu5qRUo7cl/Hxc/KljBvMWDFl2/tMvmf+Ai7qj0kl9I/F\n", - "FG3Dxdypas/Y9A2J9pwEOuObWo+3NdKtde9HsBds5li/QJiZR0zCTLyCPrEUfxhxxDlleld/QPbe\n", - "Q85EgBPqq5zjMl2xqvMZqxqJ71F+BRItck9MaGbmEGEXYtZZQ877s8bXHsu6W+hCe5WnQ4Abu37L\n", - "9fXAJdLjJfQ7Vd2Cs3MQW5/t9dnLvBlvPVq7ICPFyqf4I6Hsz2BWNV9UPZzRKXpEFS9jPuv3gNeG\n", - "ODmrmkq4VjOy7go+/worGXwI1b3gSk1y1kN+BSLrKH5lhnJer8ecwX5F1Qfa8+/vMa9j75DrmJQi\n", - "zg4Cv+trZMzPOBN/xFhnZIy951bQ431VrMpV+VvJeUnWv+TyLSopFlmXXKmX9Kf4z1oT1UTiql++\n", - "VuVWIp7k/XaYMOe8FOmKSvrFkfhzpkQ7v1LGYSX+8x5Wq15J66vv+v7+UfrVl58FeoddIn3l3X99\n", - "DL+Sc1GJvyT71Ve+79kv/eL/OCL1199qefVrzhTX8c51Jf4//IP/zeZsnfHTP/WbI1t/6W7f9i2/\n", - "2mdW3yhQfz/TxJk7eKwS4sxn7VEuOcuf8STkXJzlK7wn+0qxR8wjt8lfEX9+kd6Cjbyr53WW+KSS\n", - "ceeeHkRdVHlnI9uBz3Gq2lNCwHdxr01aHhGf9YMp3QM+ej/x2kLcJfnM9ZzHsseZZw+R3sn1yCHS\n", - "nvfYirM6BNbx/NlZ2Qsux48B86q5mXMxztwR3ue4NMOVGoFwruI5x2dVfVDVen3uPXYTT5/Lbxlv\n", - "IJOC2E0s5m7yGWuU5xZzqEF8PT9j9Fu9x7WmlrVQ7jHEn7lJP8Nqmb3Bah3i/JJBj1GjeDnzs8hr\n", - "TdqOkFCt4me5Vd7x2iPu7buVo3OOYmd4zy24zAK5nJt5Ynqk1muu3Cv76CWmvM+pao5IMRW3iP8Z\n", - "1XzhYsxaP5PvP7OfPRXUen0Vq3JXyP6H8pKkFzF/CDuRDlSzEv+eH+JacfRb5cGFt4KzlwxZ1CyJ\n", - "P33M9rOAmk6bsePzJNDf28Xeyb8lL8lWXPIs9Evo9E6zSyxIhKljXn4M3mdrL0nVo2r1jQi9My+0\n", - "1i/C08zsAeX08/D66PxP/9RvdFmXkGuvn7PXL+fz3pxRib/2yLOeh+7CbIm2RFyvwRTshiQT+dVe\n", - "Uq+a+Zp9xaefffwjn9r0gF7Lb//WX3v205/5zXb3/6nzwz/4/3r2f/zan58yrUf1a46TNffyxKRZ\n", - "69yrhr3XQOaTrE9Sus/yyZm8r+KX8y7uBZXsO2VPIdu3Ukn2EZVgC+Wuzq/6S5G+gQfPTBFPqp5A\n", - "4s278K9I4hVvjxvxLujzVX8g8Efv7nPGEZVYE+voLpb3nPfci4svIk1OZ7hgC68XqjvKe66qqfKJ\n", - "1ztVzgXacQF2qlrHayWMvhdZcxUE9Ois6jyP00PMc3399MVvxc+ay7QZnSrWQCbBc1fJGU5VL8r8\n", - "wR2RX+oUQ4CZw8yMeV3uU/xvhZlLCll2uMsKF/+Kaib0+xXxiteGgK24pdZBsrT2fsTL8wm5h+Iz\n", - "8/5V/RWO+lfzq1iKpr8moupxjnJwNP+sJvfEfH8F5uS8jCPqLuwr+oxCTp1dfeB5h/zZu/aVbDtV\n", - "T4V/s8LPzBk5/xZ8zlVyRhd/xPwI6u5FM5DsPtM++t/zhVg7lVzewhT8FU1SJYk6S+KvtWKcfXqX\n", - "NiOlf4tiexBkXyOsxAX7xPPex/Pgvopnre9zLlDrz5sc+8T7z8T/KpLbKdJFfsnoQZDnjIif8aTJ\n", - "cRWHnJt4v9a5Z+155yh3hRTvlO8qn3j9Rrw9fob3WW8l7s6uL9jUFoJ9hoS7it1LJdpVnSCX9U5K\n", - "dHK17m5S9BsbOVdNyDl75VzEky7eNqtjYi18bko79J+FH2Tc9yVDsh0/X3sE2PPEia04q2G24/kU\n", - "68T7Xo+8gyBXsRWI7xlVr6hqnVXNLTMqEFj2zPH4JvZ0Ib++N5g7++5Bs4q4i2uVn7R+r03Knov4\n", - "DNZddMf6KAbqVX7zTYMxj74U+SMQV49pjuPnd0bPiuy/lWom+J3Fa0MiPZa5q0wxOsit8sJrbqm7\n", - "l2r2LVSz9Lp5/Ixq1pF0iqrHOcqd4Wet7rCKk/P9Eas5GQfEv5LRSpCX2B2OqO6g+Nk5CHGVuwV/\n", - "Tn5eNZ/YFY7+asAV+BQDvFRK8MDF/R581k78xzcTZmxI9RGVZF6Fc1aoRqLIWVpLXHn3//QOmgE7\n", - "6T+X5NwT8/tA1lBHf+6RT3pW++oM5s9aahb1HlONfszgUPw5G1psNYt8xiTE2u/6Ru5JE1/Eec6x\n", - "3itoxhFnPRJn4oi071lnj+89nlR1jtdWEu75Cp8z+2+lnfPOJz/w7OUvaJLb0Lqf33Iu7hWqPYK6\n", - "lHfR+0O2V3gfMQm119yD5Bc5/2wwhX0gYX4FEb+DLvcr8ZeY6xzVmZgj6opLvv0OyiPkvc4kG1x8\n", - "mcXsRDnN09+o979Tr7X+dj17ZzNjnCPxnWdyl/YcXXK9BlFmvwKphqrGyfok6yWffkfuWZF1Fcgy\n", - "VLkqdi8IMFT5jBGXuLJ2spYapFtkT+J11QziM/Z0SO/Iiy6mtnfU13vpW8A72v6udt9/5Pnf6J8z\n", - "R32Kq8/q2B28b8dZfpDn7cTW7qC1vwOuGGufAeQ34t/upNzsafK2eV3sdfIcggzEme/nbBjilv1Q\n", - "9gyOcvN5jjnVOXlvaqr7eM7p8lPEkKXsJQc+3+PaK+57Yg7xFTkzQeCq/KrH4Q7MoEfx/u9v8TOY\n", - "WeWAmqSqFZlzaXVyVtaxX8V5991nnL0jf4T6Ncf3SY+b8IqVICeIq983IUeeuzj+pwJ9fsbYJ95T\n", - "wT1X8SpP7IrUI+xV7gr0Q3/Hv4tvIevO25q8sqbWe1x63/qGJpWNLrwtlr/pvkLChrAireASC57L\n", - "+nvw+/Ic3vbGJoqNvkYmTTCr+1Q5sTnL4sz0fAUzeL7+mtCfM4XHmEUu9xtCkIkzb3NO1hrve/cP\n", - "PPun/7QQ/6w9mnOQc2HWY5UnV6GcqPqcs3yKsmB2hfJdeKNnxdvf1p5DQfkb8MfPxW9iMW8j5MA3\n", - "Am7JjTjivYJaRJ0+rfVNABfue0nZdhGu8tRIWr22qvMaj3tflfe7kUfGNwwhvhxPqKPW9l24Q9od\n", - "BF5r/m4+Qk/8DJfkDSO+q7ec1i7hSD4ohqhXsf4cbVYJeSPleQXCrDWzPC76zMj5Of4Nhwq+QdEZ\n", - "f5tda76JMXMrmnxKwHUW57uY+x6Bdby2QvfJu2gv9PfkEdgV1ZlOdabTz7C/Wy+Iify79hnTjOo8\n", - "rXU/ZDLvjfRmPJmCHJQ1OqvARbbHRu2Uw0dgI5uG36FiJ6oRR6DBpQ+5gpTyzpiFJPv8Hmv/p97n\n", - "OcpBlRebswbet2IKRrvDEat586zxOq340Md+us/xGLOVI5+xGeeeF8l7uiRdqU+qHidrso9zieV9\n", - "9Mi7x/0d5NHntR5zjnIVzHMyz9qfR/aActXfqHcJzNytSO6qWcSqOzln8WpmRQpnFff6x2I128+9\n", - "FZ9TPe+q1mMO/Yg39fT4uiLrBbM+/KXtfw+LvHKCGPuX3vaGJlUNpH6Fi79w6e97IXEe0sx6yj37\n", - "BRJJSegVkXf5rGJ34XfWfUL8y54G8pt3UMz3K+ivclfIfvYO8Vkz5HXWa2/15Dd43qlqjeU7/kXt\n", - "PSDeT5pMsz7KOYrDUW5FynSStbmXDBOnZ4VL/AqEP+m5MWcj7SAJr9bOEPUlQ3BXIPgOsVfe8VzM\n", - "H4LLNriMJ8p776qmgvxGulk3fEbidRtM1MvYnSDKKd5TvoMqvqrdMCR3SVGPpPZ1E3jgzgi+kHB6\n", - "jaM6BJyZziou6DvrJ8e9tUceWVNXySW5FdRST3+Vr5BY6tHr8x5A/BaY7/3sXW6vMAXYOKsh7vfJ\n", - "2lXeaxBc30swPb7pIX4G8+ixfXl+AaK7uc+I/17hIgpVHpGvBDup6piD2HIOsdeaXHm9oxxU+RXe\n", - "dwb3WrF63jxXnt+KaqazEv8ZC2G7QvU8V1T9t8AM5DLnpnQinOyv9OeMVZyY4/mqJnO+J3aEi5lw\n", - "ka6kMsn6pOpxyjvdcP8rZwgEE6q41z8Un1vNzvzrwZVzqEHWPcee3BnIu/jIl/10x+eB13u/uCT+\n", - "kn6o8h3JccizQ35Jk1DJs0s/okquit9DJbDkmJ+56tysqeKZW9Wcsekx8fWaQ7zW+xsS3Yw9Fmfi\n", - "j2jnfhVf1T1p8sw6azzH/gyXbuH9V2Zkv1jltZdcs9Yjwj1jhdBv0DvrVVzoHfdK1isOJJ9365Oe\n", - "KwTZOeqX/LvEI+O3Uom2g1BrfWtv1k05fywKaX8oLtA78a5A0kXbb4TfcwZyfFSjHNIMyDP9K7FX\n", - "3HPL/ZizAiG+ylk/0ivYk0M+q9rXC8mlztTa5Ze1xyuQ3SOoRWLv6b2lB5DnCu6S66qm83QIte0l\n", - "mLu45cu458j7nljUujSD5xBBj6/6nHtq2buAeh0x5NLrhNesxBdeG6ImynibMSU2zur76HPIzVkF\n", - "Z/kz/G4Vfp+KqsfheUrmn378ZzqIvXKvh/g75XMu6h4KIqk1Z2jPx82rOq91vD/rwXPJ6hMEVd8q\n", - "t6pPXEbFreL+elPd2al6HGTzSpyY4/krVDPgSo1wEa7yjtdm/dlZ3ucSTs5FfkXOSfw88DxzqH1p\n", - "JfQu+5fgnfHGzdLfkJBKbl3uEVVkOZkie1BT4X1I4jI/8Pyq5kGMeyxZ1WWcfcYPkMhWcYHoruKr\n", - "vPP3f+13nv2j3/pfJ3/rl/6nXf+9PBkiDWf5qyDlcOvc7BervPYSY9Z6nALeHnuMj81XYt+QLO9q\n", - "xr6L9JPn9JlHjHNdzH3v79iLWWcSXUKd4XOPpN8F/F5Wc5DuMl6BWI/9sp66G9nIeqOqqci+HQj8\n", - "iiHjoNgUfxN2Z1NfxDLOmr2kmHhVD6rznuyT1GYPUH8GAi2qvCDvAus9nFfFvOcM+kWVfz1IWU68\n", - "DpnN+BHV8/H81TliI9R2l75++lxqN7Vj73n6NrGMW455c07kz3ChPsKFV/ur/UdnMQu8jrMkL681\n", - "kZKk8i611oqRI38P9N87J/sfGwQOqpojsv9WVjN8Pmuvzf2KKXBFTrjkVVQ9t7Kapz0C7jVel3FY\n", - "9SXVDHoF56zOW8WvspJ8JM1j98Bc5jke9x6He/prIohvam02uHxmnXKrvqswM+cgtn5+UuW870re\n", - "xTnJ3lW/772G2RVH7+g7PruCeez7O/5vf2MTNMn7QxiiiRj7O+QeX0FN9Y77iuw/wmuv1G9wkS3y\n", - "fd5RjeecrDti1TPiktFdjedsf4TL7b3cMvfJEGFY5XP/UFy8Ee6jfBfiA7I+ocZnewzpnjntPWaS\n", - "X4E0T/k36e8y/WTPPKNR7RF79sQq8eecFfo4/xGqeYjwu3RXeeZ53UTyXMWdEG16mH+p/gIp7Kv4\n", - "zQyhPgJJ1WN+U+Aq6nU83tdjXtZwrqOYkDBSo7XXegy5FC6YQvkjvBeqfM51qEEQvYf1ipz12Li4\n", - "3gN31Brp1Vox5by2YiPL8PSFrJZ5cZS3/n5Ge5xi2/Lz3FFzJL+buRXFDKRZ+MxVre9X+Eyfm/Ek\n", - "z1vNWtVIal4bEpnC7bmqZsXV+rNPCwifdQVEreJKfVVzRPYLpKmLU5F3sm41szpPez/rFphR5UQK\n", - "4Aq/zwrVbWTSYg55aqhzjnoqmLOalbGrzPM/2eYecCT9V/C+I1SL3OWMiuwV2e+5FVmf81hXXLlr\n", - "zhTc0/G811QxkUJ8Ffqu9lOzugfkXOAbAFDVJEez5zv+JePHADpVzEE2G5VcE1vRBTF7EUdfs088\n", - "X7CZu8J7qljFqJOUlvlHYjOfu53cD1nuvUXtzEVtxZWaKzwxuX4ICLLvPe+Qo6ei6nEk4EdcqVvN\n", - "O+sTlexXgu8xjyPoCaKfkq+9hFyP5I/4gne2+xzALHDp1/4h0i924p2YXHda7LC3qC/jcJIvZfwG\n", - "+Gj7itNaE2qny7iJuCTX4+R8X0H/ilm7EH/Jo4s2IMa37oWLb9YlXuv1juKIbNYLr2Ov2R67Amf4\n", - "OR6r8H7hd6nqHYmt91Y1mqVH1RJjrZ4pyHfCvFOebuV6MnII7Sq/2VvPLm75hDOuspJugXhDxld1\n", - "yVldJdMOUvRak0hiWgvFM+aQu6VmhX8TwPtyXsL9Xy8keVUcju6j3swnCKTPoxfIVXHf34PPhqru\n", - "oUxRjpjnMg+ru/neZ/icVW9FznBWdS50V0BkK6F9KC57Vf6Mqvds3ip/1EfuCld7r9bBSpKdKk/f\n", - "UX9Vc/VeIvuPePplbeaCD33p818qqDq+cTD/nN9S+CHi+pRA/6QAMZdRB9GscoakcFfnvaxXNY8E\n", - "gtr3Y/7cG9RVZG1F1XcPR7OfmMgSZy3IUZ+Q956qTnhtcpZ3IV7lcv96sxPvosbpAh09Fb1W6yHc\n", - "m762njJutYodyb4Lv8c8rhkrdJ5LvmIu5Yoh7F3SR5/H3vFKu/8B9DFf+yn92pvE38MU76SQ774/\n", - "qLuKy/a9uJxXeeE1K85qEVwXbqfKeYz+1YxVzuPIv8cBURVVXHLpNY7q8rzExbaaIbwma9kjuh6v\n", - "YoKzFVPNET4rWcVXcD59EtisIQ5HOcFzoLbHnz4X4ao+Ye5VqhmVfHssc55fzhTRU8GcFVXPRryL\n", - "vCCvn9f2OuLEfH+G/yw4uDxLflgj1h6rOBPwo5w46lec86lB0jwGnsvYrSBxVc6pxM/zvKObv719\n", - "yp3VVuT8Kk+cmk29SWSFy1CV9ztv7n0Rn1+RNdnLowSlyvPcYT7v2PM6AvGKTZ3OCFzCMjfvdZGn\n", - "X7TlQ59o/U7Rcwuru3q8yld1VazC+1c9q7jnVnnnap24pVakRDtVPazqPO5knnfub+ldErL/4S/f\n", - "xvJTAi9NgT+SfmE5emZvi+3eUR+ieBXJYV/T7zNYFznEc9YuoG5F1vS+cU7f27naPynEdNNrrGIO\n", - "81ZQw3l+Zp9Z3M1RnD6tq72T/at7A7NE9q7wnlVvxr32MZjSnUi+HwOfF/MRaK37XdrjFORWw/0U\n", - "Q+Bd7v3d8cwBcc5a8a6Xf7ifw71W4p99M/6u1neAz9OjznvXK00G22OPh8jfyk7kQ+ZnjcUAaa5y\n", - "wC+UW9WlaCec4ZDzX1a3qjkja31m35sEC0TZhVmPLuaSPeJaAzPIkWefgu85jzmIKvuskbh53OsV\n", - "83pyPg+h9JyTfSuY4WchlZyBDFLb4+Pvra94z4faa/j0rz579cOf2sS1J36EiyznCu0ljtzNmT3j\n", - "rhkD9esO/U7+t+PHu7P9z7NZ/SU4Z4DwruBvs/ufghMe8xrdS/S47trO1Bzk2Ge7ND8En+lzu3i3\n", - "vT//rHHxz7teIUU/ea0QZO15ncgn5LMu59yC94JETI/kkTNiq17i1NNzBe9ZzYenn/zprSjmWSaq\n", - "sBEQ661gXsY0W/fymrKuON/hLlDVgNchFh67h5ybZ7HmLM/3O4zXv3r+eo0y5hzlgHvwfFdQ53en\n", - "z/dOz5nk5zcBPvzF9VlONddxOfS4z3C8Juuq2AqfUfWs4p5b5e+lmonweswhn1R57xN+ltc5Lt79\n", - "Xfcv/5nntPVZH72sK1zyJf0wxX+cpTk676Unn9+EqoHYbUB2h1QeUX6M3mvG3mWRuHqfmOyR173m\n", - "Nxisfs6EFqNnhddXscxt8m2+38tRXIKmR+qJKc9McvQ4GVMvkPd9ojjz/RxHdb72eV6/moOwVvcg\n", - "lvHM3UOeu8s1Ke3i7B+BN/hTd8zZMHo7bc9chJac9u94a1s33vn2JrwG8d08p+X6jLFmj0grPvNj\n", - "jSj3eKufgt32DnH16RG55izVKEYe0VbcYz6Ls4+gdrIQcOLvflcTv0aXfRP+OevldpfGK6+0+xov\n", - "4i/m+fxXhnhLfFlnvudiD7P+Pe15L/5s3S43xLbE+ja1uc945F2gK5Bol+meszmel6QiyMJzPf/q\n", - "p569570t/p42qz0Kj6nG+xFfj4mcS5z6Cu9f5RBZx2s2f9O+wIW3mnWG969mKI7IUtf3T1+I9Yop\n", - "haPfZ8x8zh17nc0+qeodr73Cqj/jMHvjuWk/ZdjjlncQ5YxPFv2zz75ZIFJo/ZsGZ7UV2XMrPuu1\n", - "IaEeu5fXPvqcvh5zV9CTd/Ic+yvc0oO8CY8hvmf4GfSd4f2cLbKux4aIrpgCaXPEKi7yjFWuyif+\n", - "jQnts597Vu/qd1GKeYn3IFb0CwQo4zM27qFZ3HPzuoy6WW8zhIRF8byHHv25rOC/C87bne9xey3n\n", - "ve1uFTqjil/l9PWLvdc/Bjlf6AxAGIlrnzHwXMYynnmt/XyP69HlFTzvbMTYap0qTo/HztDH6cEl\n", - "XFSxJEXdY8JneBy8r+IjX9GeV4P6+ef8UvhuRkIOVX6ASE7JHD1PTBbJ802J/g0A77E5zGAvcs4t\n", - "VPfgzCT7iGstgfQZXgeruEBCmePrRPHVHKDX63ymrx3iR0gwfX/Wi/yuqHqSWS/BbVTS7/h8epwu\n", - "wiOvNft+lmoK6Ycu/jFvB2dDiyHf4PIt5j1aLmPgcT0i0tozUzFmuGyTk4Rr7/lbqaQfeq7o2RDC\n", - "v6OSeiB3B3wD4OV3tzNWgp97p8oR83jWOEU94rypi5wj+c09UswevA6QfJf+Tcz6EW7mX8X7HIlr\n", - "Fa9w0YZV3EFEq5xwWb1C9nOHKu99K6rancw2MndUK87y93DlzF38aQh6W2/En/yIX8X7kk2dSXYF\n", - "guox/2YA+Xt5zSSzoqr12L0g/n7WPcx5Re6Iq30uZR4Tvl6RPVehz+XP8zM2xGiJ9VR38fnJWV5U\n", - "kuoc5bvAVnduIFnVPZHfo35gzhKb6zC/7GkwX3Lme8709RFHz62fX8SI995i5lW4+xEIaJVLqPV6\n", - "j1VUsur4fJ/nNdqTq2LguYxlPPNHcdZZ53Hn90L8K+m+QiXvSHrmPH4VxB/534u/ybtL4szfCDMq\n", - "zupc/HWHXX7EfIZiDvkqB0c5WN0RVKNH1WktYfR+hJV99pNjnz2s2WfsDImfHjmDfpdRr3eU48w8\n", - "92r/knYvBJW14pdnjB4+0j5J8Wf2gs35EGeAast6y+1qxpzMg/IS73xHXo9I+WPhwq3z/N33FdQ5\n", - "m5pKyB2vbezmvavdqxL+hnKbd+hFdcYQeT7ePutbbrM3qN/INwKe+2Tk9M0CyXNZE6Rwz5ydkTVX\n", - "SMGWROpR+yszX31fE2sTfcR/xmz2Pfi9uBt7iSLxFdT7DIGEeqzirG4KaUCfrx2fUcU9dkQ1J+/S\n", - "edqkdqw3NYo7VrOcdQsxd0dxtscrSV+Juwv7Fa70uNBXIKjC41fF/7UmelVcKHcL9/T5ec5V8Uf8\n", - "Vsx5ix6P34NmIGXM8zXnrPAan3MVeryPvQTQhbOSTRdFZxVPqFvVnuWr5zF7Prn9c2B59471bXoH\n", - "+dzLGQu6XMVH9TfnxP1WIGlVPGNXWc10bnmuDrMfypVZlYzeQp5R1VR5j13JCfIrqrqq72yWi3+V\n", - "X3FPz5GUX5F1+p0q7zHHxf4K86P+CCcSnbJM3ms89phw5he86Xte0OSPe8y8xbwXWfQcPZm/FXpz\n", - "BuvqDtW+uhPxnHErU1gLyrommB6/is99MAgyVDWQtY2d+Acu2Uj1juIMxDv7b0WzNAfRlfwi4dqr\n", - "xqWcM/XokPc64TOzLvN65B7EfX8PryDThYwLPuq/+bi/8e53tztI8O0bAOx7rgk6zLMKEHlEH3xP\n", - "HfHOEOAp4gLpNynfMfIu0VWd55Foj2VdVVORdew9rrkZTxB/R7EZN/E+wgVWZA4R1b6fazHhvVmf\n", - "Oc9XOeeoTvGNrDaoh6PcJv+0yavVPoTdGZoNI99rPW75klVdxq9gczeSXdR6vqyzWZv4wH+evZrl\n", - "+QqXYRf7FV5/Bfr8UwK3zJK0vTYkmBh7z93KBz/2nDI3ZJH5rJEyzyXkHpM8l/0t59EDq/hVVuLr\n", - "gtelyT4evmOR25yjmqMZBd6fzLoxN+/b7zwEq8P5dgdm9ddv9FSvgfpZO7v53MkZZ571s0e0vMb3\n", - "K3yOx6a4FXmveyh5zirO/iwOZ3mg7ozsSwmuaqpYcqXmMeHeef8VWX8rKwn3+BEu/EeCv8LPrMi6\n", - "lxDrJ0NAEc9klSe+ysOVGuF1lfjPnAmo9vR6PHOr/BW8Bzn0Gb5mT02V9xqf57kjvI/eo5q5R3LB\n", - "ah5Ezk2qHqfquQGX/PwFd8IlvKKaqTiijFBD9mc+UY0LttZz38TXz8g6Yh73fI/HjKzpwu31ylmP\n", - "15cMQV/xCvJ9QfxLmty7/Lv0izm/gbQ7KfrEhH7RXRVj3XNDvJcU3wBAtm8hhZu4z8sar6tyArnW\n", - "mlqvJw87+X1/ezT515pYJ+oTn4moZg5R1WPehbj3sfec5x3PH3FPj5hSGsz8072sbih6N1Q9Imok\n", - "uZv4iMHsA6sTXlvWLzjr8fw9VDNB+UrmBf3lL7TzOpNsQMwTr3kthHdFNUf4rCMQ1Jy7il+lEn9m\n", - "Oquc91V5l8OHIhH0WRvxHOt7eEg/gloJr0uh5/3n0MF7KpizylXxe+EsR/LDmjq/f8ZZZ4/HnKN4\n", - "sqrTI6JGHGljvyL7zuKPzZXzWU+ZtFzGbsXPrMh6znvouVfw+atzfX0UA5/xGHz0S49ZyTfC/Xpx\n", - "7zlT/JHFJyamLuTkPCYUU66KX2VVr3u9481NWBt5N+0ljFXc8Rx5ZLPKJz6Htceyjrgeu0COcyq4\n", - "h9+nyq3ijtc45HWnvh5CK7gfcdjkj6A3+ku89qSH851VHCrZdxBiyH7FkGCPsUeYiSWrPHE/w+u0\n", - "RqyJ9xhS3XKKbSS8QPKsR+b3+OgX73l3E1zbs+bMed6dvGJiXjHP5exGJf4r5pwQePDfuu81ir/3\n", - "fT+22TuzB7Efco80I6eV8Hs+Rds5ygnyXsNcrzsCAZXQeh+C68JLzHn/B9qji/4Q/8moyzlXQUCr\n", - "Obov8RVH/cJrK7w34znbYb7XHaGevn46xJUc+4sgtHA0Y1NX5IXX3IO/g32GRHYXazM2Im6zPZ5U\n", - "El/hwu/MmiGuKdxAvqrT/TN/BQT295IPffw5Vc45uu9RrpLle5mSHbO1JreimuNxjx2xnPPJ51Ka\n", - "IE7sXZZdkFe4fPmcqqbKgc/w2uoeWev1q5rMZ03uE/IpaJ47ourP/VWqPs65d2ZFNdNjHj8DAa1y\n", - "IucmLrEVOW+VX9VmLMl3tG99V7u6R8aq3GPxsS/7mUNc9p15/yLnXK0TVS2xq+ze8XdpJCYx95jL\n", - "PXFinqugHhRb1V8V/ytkH70er/BaJ/tyZo8NkaXG63aoNvcjVvaTt5qZK9Cd+jr6NvsG0gszZ7VZ\n", - "Q10VF3PGQc0R2Yc0eyxFnz91N//k3eg5AjFlj0RrvuLsvSdrj6h6pgyfgWQv4l38R34zl74VJ3WI\n", - "+axb1L7ikj/EexOLvin8DX1Togu+fnt8RcsxU6KerOIp+Blzroq956o88WSVJ+45ZjreU9W5/Gqd\n", - "uRX0fOC1Jq0m/lrrmwF8Q4A65me/xyqQYt97jDlXubWH83Y8HXJc5C71w5gxa9teUjtnc86NIMer\n", - "OLmqzmseSop/inGV28TaDBd15rKvpN3x3qs9YtabkF/Bn5+oaioqaf295Kr4r+5LvOJKXSXUK7xW\n", - "M3N9RM64DB9vt4+iV7MkniskVhKOlC1QLutXKJ+yXtVUPFad55CpKncLzEky7z1H5Azf30rORfay\n", - "7l78fn6Wx484u8uVu/KcVpz1VPus85jTc4V8+jcBXF7zGwNdbu3P0TEzY5tcYn8+r4xXOWi5SvYd\n", - "l3Bn8xwu8tGv/OlJlb9nZjLF33+mH4lENomxdrknTsxRPlFtl8gxX7Fl7bhbZ9TO3Jijx1x7Dbns\n", - "8/MFsR0mrZ2qBkZ+njN6/Mycwx1mPLF5c86ibkPkN71RJwnN2K7Oci7f4BJekfVn0MddqjnEet2B\n", - "9J+Jv0RZZyDMeuxrpNZEmlz2ey6Z0tse6ZmxOKNL9thvekF7Z8Tp29WQi3pAvjPuuf5pAZ9ZzHkl\n", - "pB+Iv/c9TUIbmuVwhos/v2DOxd/FnbXws8gLvcvPWnH23ktdZ0iyhBoR928GeL6S7zN5zzwQP+oV\n", - "3lPVEENUiQHCvULiL8mvxL8zpBboy73gTh5Tvx65i/YSPwkq/cxKyOkRyHWp1t3G35Zf0WV41E4U\n", - "W5G1TlHPcwEX1MxVUDdrx1k8z028PWrvs2feUIw6v4uziif+c+spxWL1M+1XxH8j6MFO4CPu+YwR\n", - "7ywEHfzOVZ3HKnjeWvvcrFtBPdIJPuseroi/S26ev4qLnJHQu+pPvFYz2ft6Rc64hEv/mfwPUXNB\n", - "rkDaU97Bpa8iZ6x6fGZS1fpdMlf1JF6HYGWN5zyvPiQq+7ze8Rrq9Oh30Dxi3lvhc6q456fw2X29\n", - "p4LaMzSrei09D8SOZvs9Xy+Yz1nsuWPGnRkfsuqk+AuPaz1ldYj5Zm7ENjkHsR/1y9xBvpJ9Z97T\n", - "8Oda5Stc+hOvy5lV/REvPRnii1gC8VUeyEsKtUf6tSbm/RuJHPkeb+Ll69zP9aJf3xx4x1ta7M17\n", - "madv1g7Ie01FmRt3PMLFtMspuZjRc6u5I76ZQa2TfQH9mznO0YyWy34HmWVP3yqfsar2VhBl9jmL\n", - "PXV+nveRB+L8Pfnqb837L6LT2mthSnIK9CDngf+8e0WX4sZZX3/XPGK3MEV8nOdSrvzce43VbT5K\n", - "X0BtSr/W+pnzlHceJfwIfIo9dcqxZu/0uEkyILCiv+s9QI75eXiR9U7OdIGdfKCJ8Q2877UmzEb1\n", - "t+u9/v0fbPJmdZtezRuCeQR31XoKpsnpEVUdEis2MWPGi5rNfaznHl798KdefKNgSG6HbxxQy/OG\n", - "Ea96PLbsPwA5FlVekJ/nDNEG4q81udyI+JBcatgvaWe4XHMuMebmfEDmdA/uIti7qOds4g7xFR/6\n", - "2E9v8HO5H9Kad6GuiifM4Gfp58/Uj9+mr3UX78ivQNSnsFv86Re2/1O8AkEdIK687sJFdhcb0rvZ\n", - "e6wQY9Z9/8k26wDd8cOfaP8nvcGdP/JF7f8wNxT70Cfac2w8/aJW2/jwF7f6Qd+3mo988c/Ofq3V\n", - "O9djX9Jy8/4r4syrfOST7f94N1zYKqrehFnVvprpSHj02F/rsZe4eJyc1/s+Y5v4eJ0+/CXt32Dw\n", - "kS/9uYnHS8acFXle4s+FPaLmdSt6/eAo11lJ4CD7daeq7ibaeczSI7Gje9zCnLlgky/OdYmtcCE9\n", - "wmU16zPneN1RbQruUc1ZzOPVmbfc52Nf9TNzLY5qyTO3x77iZ4+xXidns3/JRfj1QuLIY0XPNfmb\n", - "9UMcfT/Xq/4m/O/U31Nv8u99naideYvfDLMfAQno4cyWQ1TLvEHdUb3nEduMO0c50IwqLpRDolcx\n", - "PRK7hy7PRfwIP+/o7H63Ju8p147k1/cu/T1v746n9Pe7W2+vN+nO2Udk3xEbQT9jiPjpfhHzd88r\n", - "qF+Jvwu8QNhd7h1ygm8OVHXUupy7pE9M8ku8tsDnIawPBREWZ/kup1bnOY9XOXo3MeSzyFUgvr6e\n", - "jDlz7Yy4ZI8YYrjpYc0+8XyBi7oL7IyNOZw978D8qsdi2bciBReqWkF+c9YQ1qPYar9knIVYcydi\n", - "OxFe4NLsSM59tp/lOcfF/iyv56Bz9Mjz5U7kVvfMuO8lwCKlPYXdc0cgxbCK7zAhP6KqoZdcXyPE\n", - "xMaa/a7vk+2eB+iO94p/50z8kfwF8/ks2J13EeQccV1R9SYu+rt9E7MzNue1fRe2Ip4oTu2SSuYb\n", - "V8XfJbKiPNPImqt9cCbQvaaIi9lfzJjzI34zY/Zm3smdb+Gh93TJrXDZTCSaqkE6k6Mc+FlX6m/F\n", - "73oUZ1/VVni9c1arPc/T44+BZk7xR2hXYryKe67vh1xq/2S86y6x8/oS9fk69ptzyXtNE36Jf5f/\n", - "EUMyN3VJzmGf8STrboS7be54QNY7Z3lRzUG2Re6doxyc9U+BHqRYsy6leBG/h6Mz8g4eqyRbuEhX\n", - "ediIv8MdbM6t9PlFXCDhXlOJ+WWszwX9CNVVsu9Ql0yxHpKOzPPOtQs9MaDePxUA5KGUfcclf8A7\n", - "//3d/6qnwAV7xdW6ikq2u9iOmNd57qzfa+d+CPVZzyVOxBrRFIih733GXRwIcI+Ps6rzO1brEKfH\n", - "8f4qfxVJLuf0s4awesxzrP1+QO+uf9wRqfaz+976Ehdl8Lzmu6TfA/dY4c+NteRVd9GeeyG17In5\n", - "nhh08TU5R9aJdbG1fYULcXKUm5iQL+8Ye8i85zzPuqqrZN/RHSXg/lyQ8v76mPQvxd/6WRP3WQ7x\n", - "Svad3Xm3MsRqSdGD2CP3G9HPfTUzSMHvwmb5lDnPVznh/Q+hmu1UPRVV7Vl/P2Mh7rCpreL0O1F7\n", - "L3N+kbtM3i1YPb9TmDHkdEWKeVL13MLRHGT29STl+RayP2dnPmsyV5GfKDjjpY3IuthaXOK2kfsV\n", - "o3Yzy2MPYCn+A6S/iz+xdi547V1w9ur8i+f4ne7B5RlWcUfymrGzuQ4CXOWSK7XUJFOEjVX8JoZk\n", - "z3NMvq/MnwJvUu2QX9bYeSVWO8XcCZkuaw7Yzc15Vxm9SHmK+gr/WfYK6lKuATHnGwWIqmK9/0Dc\n", - "yVX5oz7HP+pfQR33glV8BfXeI6H2mhVHAk7c66p8letIjjNmbPpSqr12lRt7l2FR1WZuVzdit1BJ\n", - "8AarRXo95rUp/R5Lqk8HVHBm4mILLrjQZ4w4OcW8vsJnnNWe4eIMZ3lxlAOfswJhVT3iqkfliHkN\n", - "VPsdJvVIPjEJqO8hJVV43msy7rmeNynPe045H7kZk/SOuPfPvMUyT6zT5lSy7+iOKee+P5T+RvY6\n", - "RzmhnEt+RUr3rbh0J126op7zroK4PYSUurM8NfM5PIBqtlP1ONyBen9ts5+aW1j1zrhJ9IaovwVm\n", - "b+YXdZfwO1VUPU5VM3r1UXIX0Qr/eX1+Pt+RbFLrAo+IsnfIXcl7DWd6HeuHkOfdwkNnSexvYdXP\n", - "fiv+YHvE8Eh6Fe81Y63H2WexB2HnM3tDiL9i9Pqa/a14v1PVwqquEmHPV1CHuILPOOKox+ev8H7n\n", - "1poKr93I9iJ+L5t5CPeIbyS8wsTcQaSPch1+id0KrwUT7inQFtuw6LsK84/w+o2UF7XCa1L0E6+F\n", - "zc/SDxnunw5o9YjmmbgjuhkT7Kt+amDzi+4aLv39nlGfcN8qdwR9Z1S1U6obmZv5EGbv8b4rdX2d\n", - "dWA5ZLnKlXkYZ2327bHXf7A9Nl77UJNA44NPm+xc4AMfaRLc4GezgTh3WjLE2GUdsU6yZlW3YZxT\n", - "yb84mkEOwdUjOY+B770uUR21rFd4jaTR4w7xVR6y7gw9Bz362Qisz8y7ZWyFi70e/WP+kk/yxEp5\n", - "H7Gs8xz7pBJzQNA3MaSX+CfbmYb/crmzOBJ2iAl9Cv5K9ivozRlnlHcyNpJd9J9x9lp4rZ/F3wH3\n", - "WEU103GJPENSx7rqR/w877EK8iuqHqfqceYdhqCqh3uzp7aCc46o+kTPXZHnO5nzE6vxvxlfUfY7\n", - "NqukqmkxfoY8xfUMl044qqtizlEOfIZzlIOPfvkxu/o426XbBRtWfeKoD7zmMXgu/iaoS6wOGfWc\n", - "BM7rkLpe12L0rKjm5t5jO0z8iR31+P2q/Vk8oW5VK7n0mntwcQXPea2TOe93KfYax+uvUIl2zlnN\n", - "pjf7PX4vu1lIva9XVDJvnOVL2W/M325vUn0Zn1/lG5WQw9U6h1rEHEknzz5B0FdsJL/BfsaGjFOP\n", - "kCLqkkDtVaM9dfTxmNDveJ5zUvjzvpxdwYwrVH1TeAdef0b2wswNcead5wm/oG4wZRt8XuYGU4ob\n", - "V+KZ38SbvHI3ZHQjzQj6IAX+jKrP5/mdS8addvcaIJf3ojMq4Yc8zyFXzRUSV18DMfVmrKo7wusr\n", - "qlqPJd4rXGozJ/Qa0KdHXg/21PkM4quZjos64n7ll/JNcS9yjkt+BXJ/hp5LX9u73T3+yXZnwwUf\n", - "+csaz53SJB2Jlfy6tF8RePqAnoyvKO9kcLfVPM875Fevx5TKoldMcWvrPMv3OTdJcdWe+Bk+Y4XP\n", - "9jOO8o7XVlQ9Z3gf7/IuiTP87E3OZbmS4Xu5MrPlpmhTN3qq3yTvUHc3dgfgLveIv3BxPcpJRH3/\n", - "UKoznPIOX3GM9zmzP8Q6oW5V+/E/+rP9scorpvxVsj9Rze4df5dVYqv8rLF81hCT5HncUY4a1rnP\n", - "euGxV560fZP+l9/2XLKF1/v69YAzhcc5F/H0GDVVn0P+qO6s39cwBXjgOSfrzqj65n6I9KZGMWoR\n", - "bYv1Oo9XZG+yyFcyXuZcshPJc+4zZrP8z9mtxB+RhsyvyL6rILBHZL3Lb84hB4j4CmSaXhfsPrMJ\n", - "uWQVOddacoyosyeWkLulVnWTcR+H59bvO+roLWcUbOS5PS7zZyDIVQ6sZs5ve0nlRvT9GwADelXL\n", - "DGZO+SVntaKLqcUzf4khsC6x7LV2YX9M5jcEQrR36A4D3Y87VlTimOz6xjn+c+vO0XlVLs+ixuPk\n", - "RMpw1vCcV/eQRL72RS1X0CUzZt4Csn6E7kXtvJP1cg/JG9JbxVZIREE/r/7BL2y9jfzZ9XupZN+Z\n", - "ch9C36W+PT/dETl1kD5fswfkyPM3055DJbR6rHKO4pJj1qK/Jm3fpcf6yANxl7wS6gY5BxB1ZB30\n", - "HHPmlClhtQnzOLva5+wKP0977sQ+a4BcUtX+nuFyyh60bxJWCv9g2VfEN/L92WLcoTpb+xT9xOsr\n", - "mOtsauJ12NWbuFakEK+oeh8bBDdjvnd6/RD8j39lE2Njyv9Bv+DMW0lhZ1bGvO4qnOGQeyH+Q96R\n", - "UtEFvMhJIKsacmLGRx9x+sDjWZN7j2XuXV/Q5FbS/+QHpzBSI3Fc9YNqqrhAUqscULOq7TI5JJa7\n", - "cJ+jPuL0VjXUVXFBv8Ms4H4lLVfN2GD9c6bnGi6/s37ElzWjzuMV2d9l2vPjLOJer78v77UlLvHg\n", - "0l3FPD7muOw71Ltcr0CunarOyfne6wK7ws/JHuJVbtYUgu0g0vS7XCvWa5qoSqZZ61HfNFBMH//X\n", - "WjGEG/kmRhw873jdFFz7mL+jv38vqrkeq3B5npLdxFt/Wg5WIr4R9QYSLJb1tvf56tmcN2p9pst6\n", - "X9vdFZOUzpxxJUeedaKcxI27IJi+r6T9VvhN7EBc4u+Szb085iLqYgncGahZkfWcU/1iO0Gfnyk8\n", - "zlz2XQiLuKOYmAJZ5Pv9xh6RFlNGGwiyCz9i3aXU+u7BzxJlzRBirXXXXjtiiLFkSY/zXm3NnrVD\n", - "HZImJKX8lnrE3/MVXoMQbnKF7EP/GfbxXPw3qffnNl4L7o+Ic3/k0NdVHrS/h+p5sdbzy5zXCMkN\n", - "e4kwr1eXntFHbdJn2XMoUc2gmoGMJ+Q1Y8pTSFQXqahPlON8an2/mx3M83Xe2PfX/eRe1EN/Lbyn\n", - "5XeSWGEzSqqeiqq3Me9g+00sBHMn/q2Onk1vsKrJeOIzrpD9/TW3eNZ+7MuP8fqKj33lz83ZFbyu\n", - "qq3yLrkVlWQK8v3fwMQ/80f4POdKbRUvawvph54Lma7OSui5StWrdT/rj7X4AT7HqWaKl1xCnZTG\n", - "qqbChfNWdI7OY5bWivtspHIVdxSfvNz2g3e+s/UOiHkPM7ssNny9ZIik1ruzB4pnH7Wcn1AnafT5\n", - "xNnP2LhHxvpzfKXVFvjz7xS/pO7ol9dJbInv5LftFV/1ZnyKMow5Xud5ZqhmrltcEjrr7C567Lkx\n", - "Uz3sd9CfMyyG8M78iqLnqM9rRJffA/zn5SsQXPZI8mTMQdSdlHBiEt+Mg/f0vJ2FGINikkjJsNcg\n", - "x12Ux7wUb5B8s6Z21YOsb+Kc0+Be7D2XUNsleNT1NYJLzITXa4GfSedn1ZPNzDPG/DI36DJ9A3wj\n", - "ABFF+JDvq9D/UBBSp8pXMYdcSn9S9Tp8vHsFYiy8L+9HDXLqtQ51Xg9VjnU1I3tXNawr9Bz5SLoe\n", - "ed4eq0BeOR9xn8LKGUOwATGdjP6c4bMOyXnB8twBkuZITqHKC8SvygnyU6CHmAliOn91zryD9c7/\n", - "k9/IWewT5FSi3UV03IsY5xEH4t4Dinl/xkExzvVzsk4ww1nFnZyT6HzuUOGvacWqn3j1mjtd4Nqc\n", - "TUyzh9j5rES5FGNAjCvZY7ZA3ATi5PDO6O5no7+s9QnuWZwjXAzzHPYPgVkrVnVTnCTY+dreIN45\n", - "F5iv/wY15+Nf8XP1WeP1XcE8f86b51O85o6+MXDE5rkUffMcY752wmZV7OqDzKfU3gsiXOUqqHeq\n", - "fO6/8Ksexse/us064GN/tL0+Da2/8I+1noAcdPGXeOqxv0s/SKlGXldQKxBIz6/w2uxj7/dw2c26\n", - "I14egi9c+MFrOY+zfH0Fn5X0miHnXlv1EutU9SO2oYo1NrL/ria9wmN2nks2bIS34Tkn67J2lcv4\n", - "ZIjwpg5BHjWKd4kea8R51sVekkq90N5rN4yaVUxzztj0LnqO8twv42L2jI/Mr5CcSqjZI9iTdga4\n", - "wAvJM2vyLtbkoMpxDqKcSH716HVIsdYbSS9Iked8jwmkfyf/yPIKk+YlrU733dQT87qCSvadqgck\n", - "5lXcSZH3d9RF5pMjcb8i9I8p/eCCKla5qjapZN+pehxEdwV1G1k28fS44zVXqGasqPqTy7XtOSLy\n", - "euR5u+QnSH/vKWRdzPmfbPMWdPn1uzSqWUdUcysQZEdxhDRZCTkgnlXOqc51qGPebq4J45TGEMkj\n", - "mIew+l5iwr6qOaKqJeY5nXFWl/mjultBwFY5Xs8Vq37iVc8GxKuIdQEbc1YgYymG4DI3zzKuiv8U\n", - "0fwGgM3ys6B/82HMynNWZzr0rKh6jnCZ6xTPa/N8ixk30f5bkPR/4Vf+/AvxH99U6NhZFeXMG9g9\n", - "3wOQWaeqg7P8FfyOV8+9is87m7uq5X4e855K5p3qkwYbTNorXOwr8fda8RLyLNl18U/5vwpiCldq\n", - "qPN17vXoItsF1WLUrng5RB9SfHttnKc965sxyd/sM77C6ngu824+Z9Ts+kZ8Pk+kP+R/0zsk20Ew\n", - "p/Q2NnmLH8KcYt6Oqq6tU3oFckxee2qydu5tnuevoJ4K5BmqGjir8/wpQ5hXuFSXMZvlEu943uX+\n", - "iNk7zjti3qWo3Ym6UYp8gdc5PX8i+JUMO72OGTkr5tKzEe9C9h3vzznOqsbPAv+ous+o6l2qr+Ji\n", - "XMXZP+SbAkdnSFg9v6LLbSH7G4YAr0B0V2xqF4KqfdZ57greP5/bgJo80+nx8fF38t67pD1Hl3qe\n", - "t8eEy74zzxznbmixKbALzs7ZzK8oZLrCZXgTL+4kHkv8j77xIFaSO+fbvR0ksso5OT/3Z1B/RtXr\n", - "eF0X2hGrahzP3wNnVXHhYlux6hdX+hHkKt7fNR33WOGSBxs5jrmJi7/IWZWMOtVMnpOoxB+hqs57\n", - "bFzUKiRfPJdK/KsepzrTkdxL+qf4N/SNANicVVGc6ezOK/IZg1XO51XC+3rBWX6exyq8v+LjX91e\n", - "Z1HU5/P3uUAN+6yvZN/ZiX4S4n7Ekfiz7+KP7CL6iXJnpJT6flUnkM2jHPN8nxz1ipdXwl+I75wx\n", - "xNnXd6PZY83Pe1e5JXa3XX3b+48CsN/8eICeZ0o/6Pn7vBtkftYixRb3uo6J84ajHFiNyzExCanH\n", - "Pd8fT+6RfUcgwKs4stuFN2LsM+79FdSJlVhfIYV6xjUjzvL5id9BINcZhzxX8I4+7+pXcXJdgJH0\n", - "IEX+HlLWEeAp0eSjDmbtQQ1Ucp2iv2P03IufJVz6U/yrWkmki7UL9llO4uh7oO5e8V/N09qF1/dV\n", - "HeJ6BP0rqh4HiXa83/Nz5tgr57UV9LPXc8vXQTAP6PGzMn+FFO8KJDz/7nrPI+BxPvFKhgVivTpr\n", - "nsH8BYj1CgTbZZiY8tXdoBL/FNPMJ2d3YU5K5TxjIffz3WOjrGNOkOet0HPInnvmwBTatlY/6+Te\n", - "+VfhHpXYOqv7iSv9lfQTF9xjBYKGVO8oZm8oepjZsXfCd1LcqGZy9/7cbB7zEafNOa8TLmrVmQhY\n", - "Pq9J9Cc5L9FsBJCZVWyJnVXJp5/lcZG1Z/gs/q1unXEFnofP9pjnqrhDf0VV71yp53Vln/Uu+RWf\n", - "+KM/d4iLvQv8vbyE5DpHon4G4glVjTiqy5xk1PNlzQkvL4T/lSG/vQ5JHvMR575Hihcg2lO2YZxf\n", - "1e1qjaybtTZr7u2u5LXvvzRuxOfzfE/bG8Q5o+OSPMiP/2de4tolOuIdj5tsH8YTq3HZrmIeX+UF\n", - "olvlKlKMvTdzSZffsc5a5YitZqzOmH0m9xWVVGtP3u8ntJdUV3EnJTyhjvPzDn4XPW7EeaD4FGBE\n", - "vc12cT8l+jO+OftpIex2nw0jjzRv6iNXMWu438D/Fn3/2f+ityKlfRVPqprNNweaHLo0uzx7XBLv\n", - "Ik9+BXVXqWYI7ud78L3WPkuxLq+FrDvMXVH1bDBJ5i5+J9Ze57W5T1zSqzxnKI9Ue23Vz145YpmD\n", - "KfCFeOd+Kf52L8FeOQR4iv4j42JdgWwnM99mcEdkk33Gr5C9eY8p5Ai79SKUHltJfY9LxJhjbOp8\n", - "VsPF1VnV5f4sfkSXWb0rKqFt+1v774GzMgbV6+dQt5qRUnwLXfzHu8QrELRE77T3d/OLudDl3GSv\n", - "JMQ/2c0LdBfNkShxN8Rpd9YdMGtF1eNIziTgKeEzdjLvLM8cwWs2Z9t5K6ozgDMyjqSmqFbMd8Tt\n", - "XfGjXs6E7Em89yhf5W7Bz/F5y9mL55xk/2Z+60/RTyrZdyp5fwhd/KdMDokUt8q16jc9xbyzmbNG\n", - "vdYvGUU8X375+zvswefskPguhB+om+e2xynN7U4bMb7AZpbNXtYZWSOQ+KT3tPlVzntc9t/93hZv\n", - "bGLWl9Is5uvs4m95BNhjnsv9qlaQd67k9SgJZk9Mjy6vyDNSOuX5Aj6HWUd5zoDMX8VnVzNd8itS\n", - "uJFwckg68xFrPXrM8TrIGvCzE0kyj4hwx+S6C7GdsyQE+irzrLzDAoQaMraqc6gRKfo7QsqFz6ry\n", - "D2Ej/UP8hcuug0wj/sh/VZtcrUtSRP1+nvM9eWIIZinrBv0rqh7Hz5w9Q3C5OzEXYMXUNyX4gGoW\n", - "+NkeJ0Y/e+py9goX+UruPVblOGdJiPoRKc2iqnMQ6yNc+GHm2gzOQmZFFbsHl3BnyqXVIpUeU03Z\n", - "dxGf6cKaMrs5c9SeobpqluO5XovUFj3MqnIrvOeIVY+LbYXXlv1DdpcUM0Hi7JJfUc50ipmOJCZl\n", - "TiA4LvklMc/5WPxyN91nM9vOuxdmrah6HMmZy3lyNrPKOz5Lr5dknjO19nxFNfMIl1Tnap2TPYme\n", - "f9XnVL+pfkObM+uR8QtCPrF67uW5PO/jX9PiC6q6j351+ze2feYrmXfyHf2kkvdPfE3rHdyaX4r/\n", - "BCGtcsaUdu3pcaJ+R6vx/i6rI9dltImmhDMFlNjmLGfMWAl/p8VV28+03vmOOXc4wPuqmHM173Up\n", - "/trP+40eYlVtSn/Kv9e6NMN8Z34h/LeAJHvslnn0O+rVoyRVNewBee2SbHuxmilUd4bXZS9nVNBz\n", - "VieokUS76CLWiPyKlGzFkH7BLM5DoonNcyXKdu6MD1Zxzk+Q7bl+OmQ4YnOWyfqkyCHMHjskRBxS\n", - "rNkn1Hpd1e9554NPm3QdkP2Oz09hX8VvxoQQia3gGwCgmHpc7qs5xO4FAa1y1Znsp7wWsr6BugX+\n", - "bncF523OVN8Q29U+42es+vLsrK32tyB5Q7BddD0GyPYGZtnH7ze0Gp9xBe7APY6opL7C5VnMnN2v\n", - "OtdjLo9VrMIlnLM9VvU4Vc8tuLCKLqySyhHPvNNrjbOas9zc2/mr+teD6qxKaJ0p4TanM+IuiRWn\n", - "Ys78FUPAlsS8xIWpYiei9m60YI4kv0J3YBZ36nNPzn29mFI4WIk/79hm/dm8HWOWz5UQ6lGvH+es\n", - "KGc+Iv5vsqLquwqivGJTj8QPkd/FCr7wj/18p++rWUPQHT//C/94mzFY1eqxyiv2ia/++UNSzM9w\n", - "qa/E3mu+6I/v57+EGC9BSKucUYk/Mnml32tmn+8lhkP+hYtoj40zd4wZS+kXhfhrjUD7nVZwjvdv\n", - "8iN+harPY7qX/vY8cE/i896jT7Er4q++3hsCLon1/RkuvxXIrsf6v2+cu5pFv6NePUpSVaNez9Or\n", - "OOcQ139D5B3vR4g9VpH9SDPrhJ4q51QzyfWYyfQKl2wXf+0lv8zs0o4QS9pbLMVaNTDFu1HFev04\n", - "1+E+gnuw39Q8fX4es3ZSb+d43us29UGvG4KcQr6KJ7eKv3Cx/tCHX1CJv2qqGYnP9J7qb7872bfD\n", - "xBWQaCFZzJigthJ/r/fYFVxSEVXukKzmb2ZUsm9MMV1RyP4GBNZ6/HzPb+KqbfHyzkbOZM/cXTyY\n", - "uVE//w68aPHd34cPJK9ILqIrMSLueRf+GRtn+zl+HnWgec4qfhXEeIVLvwvxzN8p/rxGGRMuiFP6\n", - "7Gwn6x3ldnc/mLVhnNvlcczqc10q7awlVsvz29zZ5nh+1kRv9vhrSGwD5z+EMYtzNmcVMruhmLOJ\n", - "FSLluIRXAj3/DFxB/wVxQ3Sq2R2blWeJVT/xnYgOgQWfn3z8q37+VPw5ZwW997KbiRBOWt34k2mw\n", - "eVc2ZM+lsUthzo8z9Joh+qy7FLbHS+LPrMUZeZ9kee+T+CTOm5J98fwjNvPtjEkVCz7xNb/w4k4x\n", - "p39TIMSes/VOvvjEn2j/Fg2vqcg8+xT9HSbxFS7tmavEnjrlDsXfPz7Px+mR7L5uEjnlfsgovV0y\n", - "CyGfUn6Q40zJmO+9jztpTZ8ekUOfuWJK7RDiBPHkPO5AvOMz2x6J7PshzpLsV9/bZKxRSTgQ9/0R\n", - "mqU6zfE9vf4329/1avt3cd77Q5s7OTM+xHK+puP5geQSSXWodap6xbyPfNat8k7WCiQYERZVLKl6\n", - "kEzi/uh4vceRX48B51R4HTOQ2pzJWn08/1mP1NpzYI7j8zwGs7bNev+H2/yKpz/aoW4HMzI/9pJu\n", - "iW2X+2AjzUPiXeA99tpH27yPtDsPtF/FHM/zG9yrfdZqT06vA/PoEd6Ta+UllNQhwPluOdLK65BC\n", - "jthTW6FZTz/aBO2IIX/Ucz6yyX25c+4lt6z1qH3/CPeITwEe+xVeJ/go+FkdrOoQ2/5atuemR8Sy\n", - "r+2uVf98Z3fgHwEX/I13z/vffnfZdT70iZZveAxZzJgevd7rfO3zFOvC+cU/W37EnhjPI5nPp830\n", - "MwQi6zHOTLz2StxzK7xWEkaMR78ncYG0eR1ivJPjgfc4Hve15nJm5sWUv8FHP9mEa/CxL/n5ko9/\n", - "6S90qGOv3NHsK3h/Ra9zoRw9Mz7mVPteZ+/+gn8UfIrrqPfZyulvwVOb/cp1ubUZ3is0z9fKs6d2\n", - "9iUt5/8t9P8eTIq7vIboAnfVf0/Uiuz35+t30f30m97nXckPqjixW+jyaPeeQjmeg+cqXFrvoYvu\n", - "hRlZN++AzC3Y1DaYRZx5Kzi3ROLWHo/6jnKrvHNUc6V/vhZDdicjzr+xav1e4LOqWOaOaiqqb6a4\n", - "qLroepxazyO7Hst77fDaAj/zjKrHZ1XcUgs8z3yuVeyL/8QvbOIvIb5TdJvEIr5Ibl9LOk30kVCE\n", - "Vr30J+SqvMf1yD2qWiSUWuJ+1xUINHffUfQ4U3CJDcGdsTEHKRfVmcScVdyRnOtRtQg7Oe1T9v0b\n", - "AaKSfkD8eX0rEEytkW3v8X3m9Rp5DNF1PL+qSbwegT0i+6u8HhFVj/HosgwZQ5w9NmW3QV74WeB5\n", - "alhnXnu/G/OAmoyTI1/1Ojvhd47Ef8Wol7TfI/6+75hYI9eQe487CG21z3rtldOjXgNm0gPEJZG+\n", - "93yfF6Lu+45Jf/VO/ZG493dTK9k31NsFv9X7udoLl+CUYtbEPef5jK3q7wFxr1Cui/8nnz/qeemR\n", - "d5O1py6Zc4YAI/VJir/XaY0IIppHVHXsV+LvdRUIPui5+d7v7SDDmi15dalF0DwG1CarulX8DOp1\n", - "D+/lXkICRSyZMyrxN/n3esfjrLNOe0RuYqImVsLv3wxYiX/P5/zXC+7c1vN5jf2mxvdiCDAg7eBz\n", - "N4z4praYIXndzRj7nrN95q/goo6sOy6VFfpvqNd9Vft3bGi9mRP3dbr4jzn+GgqPs74HBKzaX5lN\n", - "fcVZ/grVDD9/iu0CyZ33aO0xZh6xEcWgqhdH+Sv9sKq72t9fh5R+UM5eF8HcnH81DuRPMfGtcImt\n", - "8k5VV91tg82v8FlHrHo8XnGlJkHkXfI9topr/xJC2kVaEtuY4m37XjMkH+GkV+vZgxgHCH3fj7kd\n", - "q2FGr2s5pJLazd56SvEfPbN33DnvPWOjR/ORST/L70Gdx3yWU52V4l3FEsRdtVoD+epuLsbULRnP\n", - "dwVzck+sWrPXnSSnryeS13tBfpmD7Gae9WrPuoKZVe4K2buaR9xZxcWu16R6CrrqUvYDesGlPGNZ\n", - "J/Gv6siRr5j5IdQu5h7zvcedjPueNezE3WIVCG7G57wQ7sSF/+nHm6gNZmwh/l14lbMfJTgT/woX\n", - "Y2Q49yuRz30Fs3Km8P6su0r/5keTfD3q+Uzxb3u9VsyeMjzeIe+9usOQ+BWV+G/keUjpFY4kvspp\n", - "798McOkkP59XRXuuLr6JBJi5LrUuuR4/g3tXuXuROLFGSLnfFD2LJRvZTy6IP/g5XuN3uAozNaPH\n", - "ENGiLmM3w+wVWZe9uc86k1Xh0i42PRVFr8e63FMb90CgV3uPVXWXGOK0AsF38Xd8Fn/PHa7MfygI\n", - "2Nl+xaruav8ZzGGW7zuVzBqSu5xZxWAjhVaX8TOO+shdYdXj8x5Czs3ZuXfOckd5SFEVLs5nVJ8S\n", - "8Hh15gY79zHhHlXuFlzcq9dqVSOq/BT/jSyHPEuuJZwpsb6fPdHrM1a5GSPfQDCh6pu5iFcguNxd\n", - "EJNAU6d5Ka3Er0B94jUpxlfwWu+HrF3lz+LsE8+zlih73HEppxZZBq9ZxVd4veMiK6oaWNVN2R1x\n", - "f3SIUfsQONPZ5CXFnh+SvIsnWeN9HrecizWxKfhDineMuuxf4bWXxH4RnwyJ1l2mTBexhPtXOccl\n", - "nf1G3MeeGGtE2PMen/kQbZd+kfkk63YSvzgXoUb8E/pduunJ/QqdQ+2q3vO31l2hSz/omwD2jQC9\n", - "bj47xVixFP2k+qi/75Fdgbwj6khw5qvciqyHGYvn1L+xYVTCL5BfzXARFb5n7TGnisGq/ha6rDXZ\n", - "6+vxqDm8Hsig91ArNqJfkH0VfdaQxuqsI7iHU+bHbK/pz49z7fwNmb+VnHdE1W+S7lQSXyG5q+IC\n", - "+WOfM5WTfLBHRqijP+d4jB7w3Aqvr36u3PGZWiMk2vudqfHajBNzPF9R9cBZXvB6ac3dyV3pfzDx\n", - "M+Up/9yJe+UdHa/tjI/yX8bqlzONs/xnhaM7X3n+qlnUXXl+LqiOS/yRRFfSD138i57HxKU6c7pD\n", + "iVBORw0KGgoAAAANSUhEUgAAA/4AAABUCAYAAAA78+zYAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJxBSURBVHhe3f3ps23bfZ6H3b8ndmI7kiWZJgGi\n", + "PQTuRXMBXOCgI0iwF0XJEqPIimNRshM3pCTHFmmz71uBHQi2VkNKSURKpGQ7ttjIsl1liqqK5S/i\n", + "p+TTyXjHGc8473znb8w519r7glR21VNrjF83xlrnogrPXmvv/dK/+S//356Jz/1X2uP/9j+ZfM6/\n", + "/Jc3+8/93/2nzz7nX2rxBj3slSPmkPeeTe5/85df5OysktGns5Iq7udSc0g7Q68Br4OeP/j5gjM8\n", + "dgv0bxhnV8zXYIFq/L7zzs7JPZjDeX39rz6/l+Z5rmLOKeZ/3r/yn028JnPkK1b5jLPf1eq5JOM5\n", + "daq8OMsPPu9fa2c2VvEzsi95w//+rzyvs/vkjCPe8K994+Tz/tU2q+GxFUe15Dp/sO0Hb/jXv2nD\n", + "G//Qf/7sDX+oxVf84W9a9kHmPv8P/xedKud9M9/OeOMfaftAcfH5re6Qf6OdN6jmCGaB59T3ps/5\n", + "5mdv+je/5TltzTzWPT/gHGoy7/Qcc5Oi3vNv/txv7XjM40lV85bP+7Znb/6c9vi53/acz/v257S1\n", + "4uJoptCMI7LurW/89snbPv87NrWeS1T7tjd953Pa+ixH7K1vbnt4S9sLi73987+787Y3ftezt76h\n", + "5Rpa9/ibvqev595puZ7n3Mbb39zqGlXsiFV937+tnXXAkzd/77yLo3jnLa1m8AVv/d4NPf72Vht8\n", + "wZOWF1/w/cf5oKxtMzzXa1vsne/8wWcvv/xDcy16bezf8Y4f2EANZP4qnFGhe51B7Suv/PA57/qR\n", + "/kifz2C9qU3IVTXvaXcYvOu9P7TnPX+1s+kZrHKKvfu9n+rMOa/+8JZVPHj3+35kUsU9tiPm+yx4\n", + "z/vbXdvjrB89ir/3Az9a1juZB8/7+YppbvZSrxz5CvLw6vt/fPLe9/3YzXjve15t5zaq/Ksf+Inn\n", + "RL3fxe/36mutt+H5zL3vgz9ePi/yYpVTr/BcBXXqqfLMW3GlBnTO+z/0Ex3tdXfifodVnLM8pkev\n", + "TchfoeoXVW0F9TzH/jw//KlD3veR9hyKuFDuvU/bv2+Dvdf3eHG+38FjHn8QT39y8uqH9RzXzNrW\n", + "V93jAx/+9Mx7zdyP5/y+j7bndwR1Vvv+j7VZR71Fbin+ieTJZVqwV46Y5zLm5KzqzA3W60JXxYgz\n", + "3+uWtDOQKq13Em21fsZV6FmC0BXwGlQ5oGbJyZ1U47P6WtLZHl38l/ismF2KeOSOasQqn3H2u1qT\n", + "6NcDBPsszh4k9Ej9GTljfjOgmJtU4v5YpPjDRsgr4Xe8tlHKu7ES/+wj7xKeUi5K2XdMwLNXINVe\n", + "57Ktmox5XZXznsw7M2dSvoP6Iieh5vEKWSvZXok/eL333ctG1hseO6KS+6McsZ30B4g8gr+R/CbQ\n", + "R9Lf8+NcF3akvYonku/cb2KF7DtT8Mc3AHz/BW/5vq3kD4i9420tfyTtI+c1GTslRN2RgPPIWj1z\n", + "b2snZ1Qg5ke5Fcg4cp4xZyflQa8ZQj17kGyvJZa53GftA8U/93Aq/mIVT5hRgDhXfS7WV6h6EFNY\n", + "5c/izFYM+SNH/AoIIkwxNyHfEPUrrpx1K5K1VRxW8cfCZavKPwSf6/fP83KftcSIe8zrKsivqHqc\n", + "qhYpFVXea14dkr5C8lnFxVFucnK+xzz+YJ5eFP+qd9DvM+a4/G9qjsTdUd1Jrb4R0L8ZUOTgdRH/\n", + "rKN3VdP7izOdPCNR3smc70s4x16HKf3CaldnVPEqXzHPKdgINgwJnFQ1xuldVDfmzDPHvou/n1VR\n", + "zRzsJLyglHVjlSe+YtZWd76IxLmKOy7ZRzGPI/1H4l/ltX/jH2iyPOKauZFwwwX99aQS/y3tLki+\n", + "vzN+UfwReHIu/mf0niHofjZi3Wl1FW9qZwj6Nz3GFGvH5Jo+z/u+yoHHO8zNuOdupBLzq0i6q9hD\n", + "cCEXq1wX8xD4FdQi0967yhE7kn4x+y7iki6qGBzlACnX2sWcdSX7Ysp5SL1A7EWX+1HDGcTf8fYX\n", + "Ao2oM3fOH/FLmJAnLtw91uo1fxcftcLXV2EWrOIViLlT5TcSfsKsl1yPGHI9YyberGcv+wWVTDuz\n", + "bpzpbOZYHOk/Ff8LIMareJUnJnn1mgrqXXiJC4RMZI589vo+4znLa65A/8QkP78J0L8RkPU3Up3t\n", + "MnYU83gVq0iRq2p8VtYnU7DGnhle47OdzPn96WW238nzwmd4jNpcZw+x1wOfz2vlnN2hy/kBt4g/\n", + "7/yT6/nFudxvFX8Unp6L/zyz1brgz/t4fOSg16Scp9yP12ETK0D6z+R/I/5IX4XkSXWSdWRqI+5j\n", + "DjWeO6qdMc4Z98j7MEf1zGcmM5yMs18S57OfMZt9FZ9f5R0/z+E+D6Y4cwNi6j1jv3nHn7qkmFkJ\n", + "uMeqOPvEe25hzqjufAEX7nuoxL3i7Gyfgfi7/L/xDzSZlYBL+PXcTfzJVSi3ypNbsakfUr6kkn4Y\n", + "4l9Je0Id4p/yv4oj7ZzpEi9hXgm/i7/L+C1ovp8Fue9IxMd65i3msr6JF/mUcfAakFBXtUe4jFf9\n", + "iqV8r/A5mZN8Z4w4rOIlCPgq7vmxnu/4L74BsOk7wGX9MamknFiPL4R/ivmoT7rYD4j5/JkbEp7M\n", + "+UPGq5oOecNFnL0LNHH1I9SeB59zBe9F0j1WQd2KrEHer9J7EOwRc/F++d0/sHu3XnvF3/mu79+8\n", + "o594z4pdrYTXcyb9Lvxd+hX3voZkF4gd4fUOMsq+19tZ1JA/A7H1uZqDzHmcXJVPMn9UewaznLP8\n", + "VVzwIGv8DK/xHmLUZy5BkESVP8P7qzkuYR4XGc/n5nly5MllP+sqL5A+rb0evC97M/dYcCcg7mcv\n", + "MXGv6PJexEWVm6ILdk+o7prxx6KSfWfWSuphxOadPJd5l3R/3hlr6zOpL/M+q/HSFCPErlEKaKtJ\n", + "ifU964Ta/EZA5uc5dg+/S/a59PucFV5bEuezn7Fi5mPi523OvZPdrOJMR/LYhZMZtj68C6Lqs0K+\n", + "xVFcr/9R700M4Z0C3OizuaeBSMMqf0XcV6i3gnyeCT5DuOQLrV3+EXF//i7vLunEnLP8KZLrAw7F\n", + "v1H1OFcE32NOzw/Rd1zMV8L/5j/yzR1qK9RfzXWIbyQdJN88wlneKXIp4RVe7+Jd1Tpem2QNIu5i\n", + "XkGt41K+it9MyvgqHmzEv/gGQNanmJ8xBX0Rv4r3Iel9b5JfkSKf7PJvbyJuuT4jZV6YyCPph/lG\n", + "JeOrOEisq3UFsu5UORd1x2vOasEl3jnLQ68Z4j97xjcBtJbcr+S/wmuusOkbstshP8Q/pR+8D2l2\n", + "NjMrxjk+x5kzok5xiaefVYE0O0d5zwkXwqz13KrmjGqGc1ZXypqRdZIRz7P3mYnXg+K6V5U7I+cL\n", + "z+tO4PEKr6nmreYQ93z2K+5rrwXfa+3SV90jIe9UdY/N0Vl+F5d2mLLayL2j3Obn+01W5yw7l9fu\n", + "JiTaUOVPqGTfWc72OGuHujvEv+xhfxIvxR9SHJFkhIo9uTmroMp7bCOXCJDdw3sScuT16NKX9SV+\n", + "/jgTeszOeF2ws6/g95t3XOQErwevSSJ5nK95vP6XaDP8jKvkPaqamzDx7Yz4fE4NF+qKrHPhXlHV\n", + "KPZcyp8LOpLutZxFfMUb9a55e8z5c66JO9LvEp/7x+Lz/2AT2gbyvZLwSvahC3P0J8zJ/Sr2+ZJ1\n", + "Qc2JmKfwu/SvxN/lvIo5M4dse549Oa9pjxJpYog1zFoja85QD6JeQV2VAwl5FUtRJ3aG95zi0l3l\n", + "weuclpMcZ9xjZ+K/6geX89cTP6sLObEQ/WQn9gHz+r5J/zufNFEe8o/49zkHQj+xGoTb88Qqsgbp\n", + "7vE8uzhnJesez9wVUtJ3+SHpycwXOWfOcPG3nKS/En+4V/hLTLgni3f7gboUZtjMOqHqF7PG7ljV\n", + "VUi+kGdi7D1W5QQimHHPOYozx2OJ97zebEQucNG7pfcsD/xyN3jPh9prY1RnuQz6LKh6PObxM/yc\n", + "qpe9aiRyeSffMwsUQ3wdYhI3epOcdS/+nKr8GXn3KZyDKgbK+XPdSOrIT0G+F0QbqhonairZd3wu\n", + "rwlz5i/2W6Eef87jee9iRvmOftWziL8u4t9Fa6ypIT9FzHJ9rTM4e8iQ34N5Rxyd43UV8/xxLs+b\n", + "uD+nZJXjDke9k/Fcl9jrcQ9+l+pOkkjV9efbzppSqn49ntFmbOabdK/w86Gqu8Km18V/4Hd1eUag\n", + "YT5vqyN+RNYwL4UfvFZQV9UK4tRnHrF3XNAzhrB3abe6NS/up29C7Bjy7biIS7iX0i8Zt9qSIfHV\n", + "7F1ctUFKv6SateKV7DtT0g36mdcJCZ+MnMv2pt7yMzbwGP2wit9KSnuSNZLz3B+BfFc5MeX8FkK0\n", + "d9xQKznOPfTYW9tjw2WfmNjUxgxE/PUEcc89sSnBxi3iv8lJ+IE8c5Fux+NW5yKOmN+CS7r2zCbP\n", + "mT7fe1ygq7gzBXsBEu6c5W+hzxjiP+NtLdnu6yH2K8FfxQ9BpJHpRb7LcCH7gt8Qv6l9AJUcO1XP\n", + "FapZzq31joSKR9Y+h1hC/WcDl8kqnjUeX+WcrOuy6Pkh/Cu8FhCsiqo2Y+A5n5Fx1hU8t+wj5jnP\n", + "a/1cLLfCnDJMfeIzH4LfvwtrkPWZ5/4whdOeT8bgKIeo5nk3g2RD5DfPqah930d+8pDZ6+ScA/y5\n", + "3kK+888+48kU/ym+wZRf1QyxRrBctHmc8tUg7h/zz9zs53wTtA53GHU+gzng83pe0tcevXcJz9nO\n", + "9F/uV50niOcZxMFzVc3ueY97bO614izf8LPmmXYXySPPu9c3uey9LYZsVswz/Pm4dGds7P1sZ9Yf\n", + "kbMbm17yxrxnw++POLtYZx3xI7LG5wrPeb7C61Z39rk9357jSvrFkfg73rPl+Xml9Df85/mR8A1D\n", + "vLvw28f+p4wPgV/S5FuPzMv8Jq7aIKVfaM29Ktl36HGYl3OR8Y7Vu6Bvaqgr8r5nnRzlruISX+E1\n", + "LuxVrELyXcVhI+lXMME+5GL9lPZRi7QT95+Pn7JvMcn1nDHQHhE/A0GvOMoBcg5T0omneDeuin+P\n", + "m+RP7BsAc75j52RMa0RcUouYJ/SxR9DB46wRbWq09jqRQs5+BXWrWs9frkPkXeYXzF5q2yNy3d9t\n", + "NzmvvgHwYPG3+Z6fMmyy7+/882fhZl3BZs6C8kwDsXRcoqueKq/1aobjc+jLODGfw9prVudwBwkZ\n", + "6xVnNfkOeiL5kmhWOcXf/cEf3uwTRNTPJCapqmLQY0MYV+zqAxeuqvYsxt209jmK+b0rvNd7iGuW\n", + "56khJvHrz9GEV/v+uo449YnPvBWe54Z2l0nbq07n7OoC/p3AnwvPJ2OgHJKqNf9N9XyLfeDj9Zk3\n", + "4c9rPDdn85pkbaOS/Q3Ru3mX32eO87J2vh4m585K4l3yhV4rJ/PwErKHNLvAulghwCvJREpmTHUD\n", + "ZLLKTcaZR/h9yjii19b+XLK+Ynf/BrEOZyyYcw7irB3umX1Jdacea69df33HvF2fnXXImL/CX9vN\n", + "/JFHWH2fseruMx5zd3D+As7IcxyE2e9FnEeHPtW5VDvzDuOOVUzinLOT6vwNca7Tzx11U9ADf5e9\n", + "Qj/fnjLvP/de9WxA5pORR7K1dgknliI/adLdWcUHb/o3migbmd/JuUHOqeo6Q8g3tHjZU9U2XLgz\n", + "jkh7rqoDrz9Ccu21rF2+iSXkqJsy3SCW8eTNb2yz3tTqxsfktfaYC3PvMXnuQu3zItfzI+Z4flVX\n", + "1YCLNbK/esffRdq/IQCSZ2b5bISbOmZcYUq0ne3xjOmRM3rNEPG5rxjirTV1SPSmxmpdsln3eqvz\n", + "vPf4XrKrmswj7x7jXggyveTpUdwhnnmEG7ynir3jle+bH7XXz9vzM/f+EfwV5Kv6jWgv2NWFpJdz\n", + "VFNR5F1mV3j9LX0ViK/HmOdCrDVnsa8g5/OYBVXsFrhTQl7y5HvPcy6xJPv1iPgRz5jHc3bmPYYA\n", + "eQ3nH1HN8fwRXpvnay1JIr6C+gqeg9/Pc1U8yXP87LzfUV45zsxzqXVJpIf+pNcPZmz0VzWvJ5vz\n", + "4jlMsb2XQno3VD3Q8pLdss5zln81v4ER+WRTK1a1zMl5GQ9c2o9Y9WVsin+K4Ea6GlP6h6ztILfK\n", + "O14LcX6F36eKuXAp91Dxh57zcwr6jCIu8qyKqs/Z3MXvGa/fru/G+Sv8ta36JJ1+L62rGBCb8Zi7\n", + "g/NX2GyBCAOxLsFjv6p1Zk0h3MLvoD3vkJMjVs2+Sr+zzU6Uo24FAr6iEn+X/6pnBe+iOxJjPZJH\n", + "sGc+xT7lfhUfHEq/GOft5HxAfleDcOc+qXoWpJR7HNkmXtU4Xn8EdYmL+1U2Et6oYsmUfkmzyT+x\n", + "jZCrx/YS5YwRh8xl3jnLA3LeZb0Js4u+QNaRadZVjc9y7hX/Kd2DK3HWWZf7iUR9gFy7hG9yY+35\n", + "pOdjBvFqL6GWjGceSfeY9wB14DlnlbtX/PXov2zPRf5WNrK+YFcnGfZ9MmT5CgjxGQ/pTSRpwmPM\n", + "c4mlJs+i38WKWFX3ELjLCq/zPu4lyHlfQp3vvT9jHl/l4Sx3lIcrNSskhvRrXeWvkr3g84WLqsfv\n", + "IcU345nnTl4Lq54VVe3vlfhv+H0m/ss6z1V5OMs7Pi97FjkE/TFgdhUj3sX/SBxh1pmwTcgVNYiT\n", + "xybeM85fsbuPxyVeN+Z3HN2zUfbcAPdxqrolZ6/jwbyeG3K6opxrbOp9/rhX3u9qbMZ9fgXnVblG\n", + "ynKKsM7IPLEuxpHbIbk+QRLuH5nf5oaAV7MX0POcJsw233mes9pC4FPOk5X4Q9XjIPBXcdHu+xOx\n", + "X8YvshFzZwh1GXOOcgtcvFdxz+sRIfdc7ondQ0r8rbjM38KUfsdiU9i9j9gFKnE/y6+oBB0xTxBp\n", + "rV34V+KP6CfMWeFnuZx7jcedTa4JchlPVDdwwRaItNbkV/UeO6rRY86UUBPjTPZVTI+IuOeIHeGS\n", + "n1Kf+SrmfzLvHvGXkK/i5Hbizj4hnzUeD1yIRRUjXvVVsXtBjlc5ZJQanUmPQ50ki1jOoo71Cq8X\n", + "zIYqlngv8icy53nfs/Y8cd87WY8Mgte+Xhydwz2q50SMmnvxGRsxHWuvvYc5s8IE+Faqs5KqnjOr\n", + "mhWHdVfunzXjDlr319/EcyPCV/H+iqpHnOXhbNZRnpjXJEf5lnNJ/2zw0hQwE9ISE7UdIfv3sJHJ\n", + "C3Cvvpf8RX6CHFY5J4XUvylxx/0Sfy2r/Cl5v2BTWz1nYivG/CVVj4i6fpcLscQluWL1XGbNiThX\n", + "eXFW8yLf5LbA76h9CvmL3Jb1OSuen+fznUrWN4R476h6jEr2zyjPabj0TwpZf0ymeLvgD5GXSM+8\n", + "4aJd5R2vrbhSIxD03J9RSbrjdVPGLZ97Z4r4rZh4b4S/wGsrUs7P8o7nXebFKp4g8I5LN7Gd8A+5\n", + "Zo4kn5+Rf0zx99iSIdRdvtt+9ml/AFKNcDvkq3jOOANRZ49gs848e8/R43sXdPLguUPs5/B3vS2H\n", + "+EuwJfop+y7gHq/ypzUm2d5T5i+CeLoYV2RfVfNQqrsQExLCrEEUweuPyL5Vb3UHgah6rEJiRa0g\n", + "fjTzs0nez+OrnHPWf0bW3zrDpbPKQ0rpVapZTtXjbOo4/+AOPvuIqsdnZ82Kal7n5J6TrBt7zez/\n", + "hoXs3kT230o1q4pVuSp/QCXaVb6Kfba4JP79Z9CHoM36R2YjdkdI+Nojd/PYDhPEU/L5mfT3+1U9\n", + "TnW+sbkv3NB/9Pr3HHU+88pcGPOX2EyXXUlrWX8jm5kF856Le2xmhVQntVg/p6yT/A7xXsE9tJ4y\n", + "PuK6q59xH/szj8Sfj+hDJeAbon/HqLsq9wm1iL6k+0j8/aP7q4/vZ80hLuoh/YIc+2T2GlWd42Je\n", + "5YG813tM8p25lPMz6Ek5J5/7jJe4fK/igyn542P+Lv3aVz0Ogg6Z73IeNRUIOKziCSK/AgF3XLg1\n", + "w6V/J//ULtjNTJDsVbyBMAuv6Xury9oka6v6s3wFss4ewa6EHqoar9N6CrpJO2Tca1+R7CeetxoX\n", + "fz0i/uw3Yj5QHKq8KGtcvqvYRZDmlFqPJ0czjvD5Z5z1pDCrFmkGz4sqRnxFVS/Iu5x6X5Ly6vVn\n", + "cz9b+N2uxD3nVHmJoNccgThmzPceP6LqEVVdxpKccSv5euRcj92C98/100LCWS/wORty1gqvYz32\n", + "/bmb5HZSrM/I/ltZzXmk+ZVcO0c1Oaui6nsIz8VfgjvEdIWLVYrnnGGiLLzH8ZpZ6xJ6BOLX1v1e\n", + "EdvVXUSid3i/omdJdQe/W+aqfLK4G/FZd+tcYM6KNgu53TAkWTWs/bX0eBUjXs42/DmV+cVsQKB9\n", + "3YWW9RG9riYlXxAnpjuXcx2XbNjUaL+Fszsh+o5+Od9Gsgt0XtXLXXqNSbxLf86aYm2oPnObvhOR\n", + "v0f43/w5TawHlbgLF/AzrvampIuzOvaSbY8j3y7jD2Ej6I4Eeqx3tSHZ93BF/F3QhfdnLtlI+km+\n", + "Ygp4o8pXsu+4SKf0d8bsFH/w/suYWF/BJXsVX+F12ac1ok2sgpqsY498s9cje3IrqEHIiW8k/YBd\n", + "/RB6/j49+xUSfSRcku7ifxMS6ogdiv8FJMa5vxWJKeuc4/LqdU7WHFH1IMUpy+D1Xpt4T5VfUfW4\n", + "5Ho8Ie/1HpNweW2F12bsFjgHiCN+Xuu5KvaYbASyPWbO98TOyJ4jqn6nqvH+s9clc9mfs69SzXPp\n", + "7vh6weEdLvRvzmQ99v1ehcxO6b5C1X8LRzNunJ8SXcWOqH7jfp6ReO1jMH/Gv5RBx8SqEk+PZW7F\n", + "prY609hJvrA8gjVjbT1jUVshIcy7+X7OuQJzz2K3YPear5nf72j2lXN9VkWrQWyFxLOvh1irBqle\n", + "xXweNTOe9wn87BKbJ7bS3EiRHkK7iXk8coj8Urwj32P/ehPaGV+ccYVx/g7Nh0LaBX+ffiPZBTqn\n", + "6gdEHdl36XeZX7GplTi3R87u8ZD25Ez4XfIrzmT9KtUcxP2IqsYFH5Bu37uM38uU+MTkunOWDxDr\n", + "KrfhrevfiK+9S3qSszLfxTz2yUroBVKeeI3knnfdK7oMDyHfxEeskv0Ofw5v1O0Ykr3B4sjzJl/g\n", + "dawR7OQoLpjJ3nPsq5geJddeQ1yPiHfWX4HaKe6N3E8Q9ioHJvVXmOLfhHgn6rcwpLpj8TPxR5ZX\n", + "OR5XnOUR31W84mpdUvW4rHqcnPdQh4yJqtfrWN+Cz4eqDpRHzqglxjprwGuPYgmzrtY4VS1U9Ue4\n", + "JFZ5saqperw2ydrk9e65WlfRe55uxfkI75vr1tf/nBx1F+Y8GD+Du49Yv1chsxtc8iuqHsOltsrf\n", + "wtEszyVXav1P7aX8PxZXZr8Q/0K2Npi0VfI5BS5rmG+5XY3mIMYLXPwlev1Olt/FvC5qK/L+gEjO\n", + "OVdgbpW7k/k6FXfsHJ2n54cgLyhnOm0OtS64vD7C5ba/Zq2POHvYxfPOgZ9Z8+Lsicmz5BWJ3uTa\n", + "mrvMmDPyyLafuRPwkSf2pj/U5HbGx7lxjsu1xxM/Y64bOqOD4Ns8YreKv/f1XsWGwPfaQvp9VsWs\n", + "H+J8VfynuBc5xyVfvOVzmzgbKeySatYp8h7PPuK+91krEPkq5iDq7Kd8p5AbLvgrljNMqMuazAfI\n", + "dpWDXtPEGcnXo79b3veFsDM75xNb1XocKpn3eMWmNkR+h2R4rKn1bxZ0wX+A+CPJfg5xRJnapKrR\n", + "HhSHVVwg2L536fZeRznVs9aj9nk35STd7Kl3UtCJU/sKMh51E5P1TV3GPWd5PgGQnwRYir/k2x/P\n", + "UJ0z4g8Rf0F+xVmdJFOynHEE2oUasu4qVY/OgCqeNU7V73uJrO8dRPco51R1AjlDhBTze/gMBM5j\n", + "1HjOY9Ql1DtHOYe6vJ+oallPAUT6IubxhNzRWSLnQVUrqlqn6nGqHrGseXos294neJ49r16IvoT+\n", + "zbr1/X4Q//m37FsspXhHJftO1WOk2B7lr8Y8vso7WVvVu/S7nGc88RlHXO2bP+PvUuaQl/wc4bWJ\n", + "51Z1LqeIs++7+COCRZ51Mnv+pednzD1odtwvId6/iVHU9Oc/Zue5WksGvTZRfHU2eG0Z5/kYnC24\n", + "14qcC3mu1huJHXDeCu7heN77q9rP/QPt7PHx8vwb8X3t90KWh8iKWZuMWf5ccs4VmIcU7yh6hN8R\n", + "yfYcMcjeKed8FF5rx+Osk5ZzEefOLuZOKfs2DxnfxEbPiuxNkSfubGqGTLusu6BLfiXSZ3UrvDfj\n", + "V1AtEk4fck1NF/QRo5YYNdR57hCEucolIdai7Cdmce/Z9A0QYeTf3/knfoRmbkS8kZLue0m17z3v\n", + "4j3zQ9DvZSPrDc/p+SHqV5H4Isdz7qLGkQAjzmL239hX5Y7wWmTcpRyquPok154TLt6q83W1F5te\n", + "k/XNvBHvjJjEnY/nV0zpXlB9tP9KX8eEuwt4EZckik0dtFri5HzvfQkzMs55SN97X/3Us/e8t8UC\n", + "xXtu1CfM05wq76jGUSzvs0LCo3uyV3+/d8xUzMn8VVZzMk6ONXIGXnNE1oNiEqsqnlR5ZK2KnfVQ\n", + "43Vew5r9IU+fyyL77F3NqWqS7KmYdeMO2e8S6yjP865yfd36XGJfzb8R39jM1lo9dv4ZUzZt5l2Y\n", + "tO7mVfG2lkiWNQbC2ffUHvRQf0TW+97Jvqq2qrnCmWDDUQ05ZoFiR/fL2lvo4u+i9xhoZs5FIF0i\n", + "N4TI+/7Tn/pvn/3mP/x/N/6Xgda5Z51Qu6LV/PqFul+P9Wb/ov+db/i2589hyPef/Iqf3M5vfd/8\n", + "n/4/N6/HB1/57hf5wad/9L/tr4vXAa/Zn/zKn3j26R/778Z9nj+PX/2V3372zf/Z32ni2uTQ4LVc\n", + "EvNZI8G591inmjnIuzhXa1P8/9yf/blnv/kb7TmL8dy/4f/yi6123C8EeYr+gllvz89nnLGZhew7\n", + "RY8LPRKvR89/NsW/C7jLfIHL+qbe5iHmm1j0JRuJvwHe0UfEb5H5K7hwi1XeZXwFkpw9zPGa7GHv\n", + "sUsg374+4UjgPXeF2dfkt2KKfZFzXPgBae/iHvsU+zNc1O/BxXqKuuP5Aslv7mes9W/2BeRXnNUg\n", + "zqv4GV6LfDtHcTEF3HLERFXzisn7qq9jgj/31iseKv6zxmT8EOoGktuMAfJ7LxLhKg7IMlTxKfiF\n", + "9L/6vrXUr85wKtEVVS1kLQLmsdwTc4hXZzhVr7OaD+QT5lc9Tpe78RzBpRBJvAK9gv4qxt7Py5qs\n", + "zTgc9Xae1tJ/2FPwkL7cb2aM+23qLLaJZ6zVuejeLP6eWzAl1mbeRNVPjHjuR0wiucklrQ7hzPhu\n", + "7oD6FVm76juLr/JXuSreRzXkmJW1q/ut6q/wEhL5UCR/VVy4IC7j9o4v0sz+V3/5f372L8LX7/7z\n", + "/88Uf57Hn/vTPzeyL74k6/7cv+QjPzQyL75+9Vf+502N8843fmufofOqL71evIYffPl7nn39v/c3\n", + "n33Dv/+Lky/9yI/MOwKy6+dsBJi1QV3/t4x5z2eq75ir9V387V3+b/gPfnE82xdfP/Bdf7/V2h1N\n", + "kl3MK7z2HjazTPir+S7y4PGsO8pJ+t9sgn2FIzF3yU9c1J2et7mJz1/hH8t3UvBLPu/bT2W/yrmA\n", + "V/FbWEn5Ji4JthjQf9Y3GTK9w2uO6hpLQY/4We4qyH0Ks2JXxT9lfYW/o39Z/lPUg7z3riZE/FYk\n", + "zrkH7SW+GVtBDVKdvRVVnfef4fUu4RUu4TPmEr6o62vq2mN+3N5n7PAah3yIflLKuzFrEHbPm8Q/\n", + "Bsi0S3XGHOWrGUinCyjQS33mIQX2FuhNrtQkEiTJKXtk1Ws8vsqD30FkX0JflQNEDoirL3NJl7ux\n", + "9lk7ARxx6sDjFdXMKuf4uWdyetpv3FKbrPqqmFPFT2P2nLNW+xlrdV0wEd1EYuevn9a5Z70AgS3P\n", + "8dwCyWBft/r5TYkRl1ju5tjs2VthdVdBTh2X26p21XsWX+WvclW8j2qYcbXmrLYie7v4I28JYrfK\n", + "O15bQR2fBvBPBPS8iT7Syv5fVPEXlfj/VJN2F+eV+LvE+mv8i3/tvx9V9VcX//Gpia//9/7GiL74\n", + "ei7ITSA3vDiLc2ZMsulr27+oZc45/Cw86HXyfcXn/cF2jov/f3hB/A36VqRYJ+RXVDOdqsfxM/LM\n", + "1fm8238k/i7fvt/FJc5Dwq/I/o6Yu2OI+YpS6Acp/rtvBIT4p5S71Gcewa5ynneyxutSvr2HNWRd\n", + "X0uyLT5jj8xOzBdx8N6Kqsffnfd39pHnlPsjSllfkOLvKM+dNn0p8kEp/IV0V0iKV/HE4wi1Yi7Y\n", + "yWqWi3gVX5E1iHiF13ktQu21Hn/FpZt9xiqoc6r4lT7nBsk/BLmOPSK9YlV3tX8F4uox5pGrRFdQ\n", + "KxBbzxNb9R/hvUnWuMA63lPlxVkeJGlVXKj/KH+FFMMua0MOyV8hZ4qc52TtimreaibMuqdDVIX1\n", + "zLzFVpzVrfLEz7inZ8N4bity7uas1jslExEOId7Mt9dSbH5ef8Gc/1DyXkMaNzVBSuYmXz3XotZj\n", + "FboDa3ro8/tRk7UZ99wqfwVEuso5RzXMqGo8tyJ7KrLnJcQNCXfBfEx8fkp/p8lfCj97SfC/CF+3\n", + "in8X0vbcv/SjPzwyL75S/HmdvuyjPzIq1l/62DvC/HV/5udH9MVX9aMAeQ54nDViumE3r6b/croB\n", + "Mb1O+c2AxKVflOL/3U38d/cad7Z34SsqsRbMqXJONdPJeqQdPJY1RzlJv4t/Kd2N0xwSXkm9WOVH\n", + "nHfmV8z+Fe0e2bOR+8GqRjNc3CXSrO/BBf0K3oOwe+5odin5q/0K6h5AJezEVrUV3j/nNHlH/v2b\n", + "AAKpPsKFu8pXkr9h/HK9jewPetzmnzLE3YV7la+gx5E069HzxCpctp2rdYmkvIpdxet30p2kdHss\n", + "a8HrrXZ3ZtTwqQAna3qdy3vFEOAlVc2IuXSvoOdq/Aou2k5Vs+ohjkB7zqXa42fQRy8QyzqvqVjV\n", + "XO0XiFqVE+SPapIrPdzRayuqXuF5r4cphkXO8X4XSnqrGbPm6QtRzRrqqrgzZx3MqHLe9yDG/Zcx\n", + "niO0WHkXy3vvlEwXYZdh72nrKfuslT9gzr8Xu09K4642anJPbMNi9lVccJlJXBzNfsi5Z3C+U9WJ\n", + "qlZ47mrPQ5nif8YUqAVVzxG7fhN9pPlfZPFHWCvxdvEXlcw/l3d7fcZrpp9jr750tl6nv/lf/veb\n", + "d/RvFX/Oyn+nuQ4RnnsTesgzjmpyn/Uu/RLpy+IPIeIJz+deqpnQ3z1vNch6Bfku8WOm1p5LkP6V\n", + "+CPHVWyXQ8AXYn9GJeXQc+Md9RXVHZF6vaPP2ud6nWakYDsp2+JqXVKJd1XnSJbnevT4mT0Wck1M\n", + "Mk3PhqhPAc/8Ed63EfYi5iDPVW5Dk/OU/6vSLzZiXbCRfGf81nzEf0XK+Rkp2P0eRR1kfSJxzj14\n", + "PHOIr8cqzuqqvPYINfkk8+yXpHRX8aK+EvbqHuSQ/He/91Md9ktc8p0h3leRJOdeEotAr/D6Kv7e\n", + "9zVJHLzn1SbHRn+O1oM4O5LLKu59Z/05g9hqtvC81yOuq31C/gwkTOtbev2sChe8RP08OlmTsczd\n", + "Q87wuVMkG1fiVT45qvPcFbJ/xS21OymuakTWQZUfewm4/5K/3fPwnlGjR/Ugq52QfjFFv7E5Z/TP\n", + "mQt8Vsqj55aYmLsg0u9zmJv5hHqnqrsCZwmf4/f8vYDzk1trc3/W81Aui/9jgEQ6L3LfNEUf8Xsh\n", + "/r891O6z//X8l8b9zbE7/rpJ/BHS9hq8/Pnf1s9w9Iv78rUSkvb8+p3f/ufP3vF53zq/YeJUnzgo\n", + "xd8lOc8lNvKI6axXzCQ94YwZsz9Nl7ldrWi1EmikXzx93/f3n/PXNwD+4n/0S8/+4n/wS8++/As/\n", + "Ne+W0LfCa12uPX5Ik/vNvPy4vM1cgcSv9g45cOmv5HiVIz4lPoR/ijn5BVPSTc43sTFnxbJX0u8Q\n", + "T0zeHWR7xdU6WIr3iK3qJc+s6ckaxXodMwdVjPgZt/ZV0q54JfdIv5M1IDGuhP4qLvkbEOtC5jsu\n", + "/f5NgB1Nqo8I+X5sJK+SbfYu4LmvqGqYyTrJWo+zRqizZor2YBc3Qfe6TdxzBzGJueR25qJO+Rkb\n", + "IPRXxL/nJdiPIP3gMUmv52DVW5Gyn2xqTbzB48is51ec1ZKvajznuLhWscw5VZ0gh4wRO+pxqF31\n", + "MPeMql4y52uEsDP2flaFz3Por3Ir6HHO8iuu9l2t68RrcxP05oyMB1Ourb6KTYhFvJL21z7yU13i\n", + "UoKhC1705J71Cp91D0f9xL0GgfT8vTDnHriHz/B7UsP6sfHznVtrq7jIGV772hf+5MR7rtDFXx+5\n", + "R/IQ8VvZfGw/4GP91PhZiumj/5K932/i34X6Dd/S71gJd36l+EtaT8V/4K+Xw2vV69pjdY9v/it/\n", + "ZyfKrL/uz/zCqHrxVYk/Apv3go3keu24n59ZwesxpX/Uz/NtPWu93sSadf/4f6MLdnE/h94EOffa\n", + "SrQ9X8KcYIp0MVMg7nMtOR8x1qser7si/lVcTPHnroX4C2KJi7tg7iZmcyre+obvbAJeyP2IKb+r\n", + "Ya38kGiXfhf6lHuJtu/PoD/l3WW6r22uy3zPj14Em96+ztqRI+ZrUB943Kn6hPd6f8Yd78/6s28A\n", + "pKhPWuxQ7I+wOV3eU/pd9m39zidNkgczX8m+M4R8hUt0RdUDykuavc57yUPmVN9fA5t1FWZUORfw\n", + "rPOc2MRHbEJt5kas92Xt2LuckydGXu+CZ/1V5jcGkPBC/CXNM3+Ay7fHJMGe87zXHTLuiej7JwBe\n", + "ff+Pz7qUb872uyC2SK5iuYcq5pCvaoj7bEQWVnFQLs+p6okhl8Q8Tm2SOWYI5M5jZ1Qz/M6eu8qU\n", + "TOepyV/kst/PzdqqvqqZ2Hm7er8TkLvCon91r0286hVFDrl2Zu2o95hev82cUaeaLvajXmvmwYPE\n", + "f5xBboXPugfJIOvVLI8jkMS9rsLnJz7rKvQkyq3u+XrgZzu31rJ+LUReuXx9s9brr2Li/0K6aoaA\n", + "3kAlsJyX3wSoz3zO74X4S+Kfvvt72/njfk1y9VHyoy/1vPLm75j3lriW4v/j24/6M99F2mMSSwmf\n", + "Hr/h/7r/iPvX/Zmf288ZfN2/vfiof9T5R+k7Q6qnXA/BfeUt3zHXTvYj1ptZXjNiyLfu8PKbv313\n", + "L3CZ3kn7SUzneRze9eQ7p+iqxvtdgvtekmv7M7y/M6R8SdbDkOs5c+w9jzzvcpE/ArkV2s9Zg6zf\n", + "8cbWN3jTG1q/oZjP1SMiPeOjznnLm1p+oP2c1fZvbf87E+S8LnupY+17ofr+d+Ujx95zm5iBYK/I\n", + "+smYpxpkuvfENwmo94/K83H5K/DO+dV4Qp3gXMTd76H8TtAb9OY8xH3XO2bTM2MOtTDiyLNT9jsj\n", + "L7nt9RbbzYqYehBY7yenOLUe91r2KxDrZIryoKoRzPA6j1G34pUh3VVtjw/x3jF6JlWNsDxSvqux\n", + "nEv7FPcm67tf0odcF0IPXYyLHDKNOB/h775X+Ef0/d6ehzIWUu34PVcgwSskNnqs6jmHOmpBe78P\n", + "tbegnilXDcmc5zn3XjQv9xnL3D1wf38eq5qj3BlHfZnTc/J8ydMmkO3RZ9Gf8Yl6BgjvjFl+I7Lk\n", + "ivymJqHH+sRpX4P8prbN8TWCBQhSj8fH8l3CVnj9lZ6sf2yqMx1/jlU+cYkUZ31n+ZznILbU5j09\n", + "t8LnZf2V51z1edypanwtUtjZZ3yVT45m5F3ESy9Es4nPIdRdw6W/C74ELnKzvufWfLbFXwKvn7uf\n", + "9+OOjV/8a/94VO2/EH/evX4u/vt33Lv42+uhj/rrmwqd73pO/5v040x9hP0Hv+cf9Hz1+w5+9e/+\n", + "9ov+oLov9Zop9DF5JNllWfzJP/bpZ5/+if/u2W/9+v/y7Hf+yT/vz1Fo/4t//R/3Xn0zwHuQaGL6\n", + "RMIPfE+7j/jef/Dsm7/x7/T4O9/67c++4T/8pWe/9vd+e87W46+1+33LX/nl7TcZhlAz98s+8ak+\n", + "6wcHWv+pr/mpWee1Qj8a8M3f+MvPftXO+t3ffX6eUFxzvvyLPjX7kee+lgDb3vEYNTsq2XeqHhPv\n", + "Xcz2U76HWM/8WHt+BQJ+N02eXfZd5LtI23ytEf8p/6PWQcBFlZMwk/PahDrWkDU3YwLvkl/htTva\n", + "LNUg/lP+R+xJE3+X/QqEegWifTWeINfU6lHCqljPa30A52z6x8xew5o9jNisz5zvGwh2knWQdS7b\n", + "HvMah1oJcFXnOfLEvIf8CuoThLnKOcyo6okdgnxfjQ92Z1C/wMXeOertNRLwIe+V+EtmWW9A+K0W\n", + "kOCq13MCWV/hQl8xBX8VD7GGeX6Rc1yij6jqPYYcez73Hq/qK1SDaHo9cebci8/2fc72uCM5rOLJ\n", + "lNPBUU3GfE+s8/Qnd7mrzBlntDP06D1zxshtUMxIqfaaGT/CZw84f97hCPVUcWNzR9+rt0kRQuki\n", + "2Pch/p6vyNqzelH1PCbVmc7VOkAgoaq5Av23nn8rD73rqtfnVjUZ8zqnEvbHoDpXZzwX/y6hZ5gE\n", + "X8Clv0v+kNgV86PdQ5qdz7b4/6mv+sn+HDbYXfVz/9WXiz8civ/gyz7+V0fmxVf/5X4tJ+mVXL+e\n", + "XxJfF1mJsiT6N3+jfp75pef9Ld/0y70vxV9yn18678/92Z/vj0dfyv/5P/sLzz/tYHcT+oZBfknc\n", + "vUbrV97+Hc9+6if+4ai49qV6zpuCbRzlllSy71CHuCcHuY2AD67UnIGgdzE/yIlD6RejzmWfvd7Z\n", + "virvPpcYa9875Cp2NYWUXwFRX7GbG6jGxX/HEHBw6Vd/5hOX7ip+xpTsQsLn3qCPczK+6Rlzjpj1\n", + "bS1R9pzvtU6OchUu26yP6pxVHglmjxBXXKkBhLrKJdRmT98XQn2FjZgfUfQ6zHH8nfGqx+lC7hK/\n", + "kPlbcLHPGDI8CWG/lYeKv0v0PWjWUYw1gkwcWSb+GOR5jzEfkdR6yqTJpccruhwOqvxVfI7P8n3e\n", + "UZLK/irMo3+zr/CasZ6zqn7FjI3cH9TdC5K+OUf4WSfnZb/vEc8U0L4vxD+ZtQuYt6Lqcaqex+To\n", + "HMVdHEVVdws5j/OP7gH0VLEVLtTed6X3MXjoWWe9VZ4zhX9j4bn4I6Ah23tChAc7wS9qJpyVtJzL\n", + "MnD2Z1P89dH48o6GPpJeSesU//Hz6+Je8de78spJ/L+uye/r+aVvMiCzQhJ/z9cv/o1/3IXbxf/l\n", + "t33HqeCfff2lJvncjblXxF/S/1sXv3mRX3oumjWFfEUIdqeo85+pryjnXCCFPLla5yDlzlk+hX8n\n", + "8q0GyRfIP7FNbYHkVo8p/sLXD8JEfENVG6ToJ8xyYd/QaiT4T+zn4sVK/EU1p6oTLtxV7Iwp6Y6E\n", + "OmLe4+dnje9dypH0ZPa0tcu1kCRnzKl6BIJNfz9rnOG53Fes5oLkV5LtMcT7HlKsqxon63cUMn1G\n", + "Jesrzvok96u4BNi/CVAxhb2Q/i7uEU+Bn/2WuwL9KewrEPkp9BH32k2ccxYg4ivOaolL9CSeHvO1\n", + "cuTZ0/MQfD7CqTVne+09+EzfE/N9xU4wG5lnnWd4zvs9fg85x/eTp0N8q5zRBZh99rAmfgQ93huk\n", + "gHvsCt53mXaX7Pd9iucOyf+FbwDci0va7zd0vyOpFKv4rfgZzip/1geSXaE1PVf6HgrnPvZ5zIWq\n", + "xvngJz69YX7U34W7Ysr7QzHh7Yx4dSboo98P+ZKQX/nSz8/v7jeYHzkffPi937+buxH/wZH4M0sf\n", + "5c+vFH/NhvzyXEV+Zb6fdSDUt3zp4//MEo8h/vriI/hH90T8YfVO/+/8zj9/9mt/7590fus3/tmI\n", + "7r/+/L/zX76Qdwm0ifyMDalmvcFqK9nfYGJdzfK41yYu48TOeoQEHBnPfuFxZ/YNQXc5d6gtxV9i\n", + "bBLtswAB38SsZ0q6c5ZfgERXuRUu+Ui843LuTDkedU+G8PsvyOs5k2hYSbZDXkLr9c5RDroQB5u4\n", + "pPkM682+Kd5ZN2Kc5YLtkn0UY37mHeo4UzEJMzmvrTiaLRDwVRwBZ1/FWVdk365e0u17YlXccxep\n", + "pP1efGYl+RUu7g6CXn0zQEIJ1N2Cn5PCvgKRn0Ifca/dxO2uFYj4irMa8kil5ySxvk5UX8Vvwedz\n", + "B+auznW8Z0VVz15i6LXJRmYXUJtnkMt6oGfWPH0hq54D753QY723UAoxeZ97hYM+Zs8zyNFz0JuU\n", + "cw7IWq35xXwu4Kw3scXPwB/FHM//fgdZZK/7u0R6Do5y4uz18P4Kr5Hoiiq3Intuhf4VZ/XV/YX3\n", + "HOE9IkU+807Wiufv+J+It5jiDkOITznrG/HqTHiI+Eu8P/yevaTnl36mHBG/ytd+9U+N7udfOkPi\n", + "/6Y/1GSvsRb/f7iZsxJ/r3nXW7+j8y3fuH83Xr+sTz8PX1H9mIB+vl+fWvA6ybR+Dn71JXn/TBNp\n", + "na/fC3D0byIpR771rvuR+OsdeQm7Xn/NXdUq7lKvP+GXXy7+H/nAD4zo9msj8wPV/uLf+B9GxYsv\n", + "xWbdkO4EMa5yzuY31Re4ZB+hWawlzp4j5qziCQIPxOnPfOJCDi7+1Ln4e2wj6RUS7PbIbI/N9R0g\n", + "4LnP+ArqEHfnyRB3UUm5M+tGX/52/F19SLnvKxDpVfwKs34I8pyBMDuKDaZUe13kYVPjdWONXFOP\n", + "QLNfxRzyjkQ5985RLvNVTcay7hXJ7pDuGXMJZ30nU6iJDbmeWO0u9wi42DtT3IscVHn6Zr9JOFSy\n", + "fi8S44z5WSnsFUh8hX4zfxUXPTfE+LFATmEVyzgieha7Fcme5nCmcNGtepyNNBbkHZlNPGthxp+2\n", + "//NuNSu8d9PvaFbMm7Ut7oJ6OEeMWSm1naJuhfduZl3oPSLvxT7jFZu6uIfnEq9zMr/ZDwEFF1SJ\n", + "F+J/VPf/LyCbVazKZT5zgtfpltfLZ/5e81oh1M5Z3b05qOT9Kh/6op/a7DVvftS/Em6nkncXU4d8\n", + "xaq2OpN3ze8V/y7zY0b1cXq+UsRvwT+Gj/i/+Q83OWs8RPz1nL2GP+Wmj73nlz6p4LVO9WMCknfm\n", + "gWR59Q65hFrfdMge/fx99Q0V/dI8fmP+kfj/4Pf9V71GZ/tcfYOh+kLaj8QfUf/z/+e/NqIvvvRL\n", + "BMlvaDL9ri/4rn5v/9InArq4txrJLxLvIMZVTpCvZH+DSXYFeWYi5tnnccdFu6KqoVdzMwezRu/q\n", + "m/QnKftiE0PgEyR77DVrEydn+0rcc5919zJlPERfIO9d4Jsgu7gn5JmJVBP3fcVGlgdV3mMev8yQ\n", + "bz3S3/dZ5yDurAcp4773Oq9HmL1ea/JZ43WJ1yDb4HHJ8KoOVFPFHZfrXVyCHDn2npt7WMUDyXJf\n", + "W+2MFbhkn3Gl/0zeq5iz6puElCe8M17l7vkmAfOgEvYrSOqTKudC7AJ7lVUvYsn+6Iyqljgx9rci\n", + "+dKjn9/jQ1y9toK6M6r6vm/nZ2xTpzxY3c34HJ+VcTjLXwTJPYJavQvOO+G39p7Ve13Wcm7FUd8V\n", + "1JOzPJei6fIpUXJhzTrFPUbcyXyS9bdSzXSqHsdl/ErvWc1RPnNX0L9BFRdHuUS1ziq+wgUaiT7D\n", + "56/6V/FVPmuOYoi/516SHEq2SvE2VtLvwkYMqBVVHpTTz/JvzhzCLu4Rf5d+vfuuO1R/2k4fTT+6\n", + "2xV0lr5K8f+3H0f8gbP8q/8MfFErJOf59a3f+CubvwEvJOopvvr6zE/++nM5Hv/GSTVfX0j6Svz7\n", + "u+mS41ajTxts/i59Q9KdXy7uf+k/+lsj+uJrin+b+xWf/LH+jQXdX+i8v/Qf/+2dkMNXfPGP7p6/\n", + "fgyAO1JHf85ZxaGUfWcINKK96x9xZmsvYa7qmUPNFY56FOOdepd178lf6IeoA33U+yzts75jkq69\n", + "Sz/iTY464iuqOuR7VeM5jzlPDqQf8RfZB5JiPfp8ehBs4THh/VfI/qqmxARcAixxph8pJl5RzfG8\n", + "z1jNUkxCXOV9JnnHax3P65H5Po8YQi4kz5u9hDdiMzfiekReu3yDS/Oopd7jZT25jDVSlnvcZsy7\n", + "RK3YifWCW3uqer0b7uuEXOZdoCs5dyq5T3mHrEtUk4LsdznD7z7l/gM/sRH9DcqNcyqQ1CPOeiSX\n", + "iqd4r+qzLpnCOqhqjkDOuFdV48z6M7hTxiI/51b1VrfjrG6Rl5BOCY16BNXZzKAnYlXfEfSsBPke\n", + "mMWemTk7456ryFrOyfMccvQQ72sTQD26pCpWSX/WPQTm3Es106l6nNU3Nlb9R/nMJXo9z0Bagfhq\n", + "VsYT7uWzvY85Z/idmHEE872negdesSoOq/jZ/ase8RKi3T+a7mtJs+1d4q+QAso3DRDGHht1fT8k\n", + "nTM7Q9pvFf8f/O5/MHuZybn+UfmVXK9gRqIc71Lzzjg91TvuqqVXkvsVn/jRkXnxJcnlY+uO/iRd\n", + "fkmCJafK8zPwWiv2df9O8Y7/N/3yc0EePeJrv+anR/bFV3/n/u3f1X/rPHUVumt+8Q0DfUOhEn+J\n", + "NnfouDi3/df+8c+Myhdf/kmCUvz1CQKTbp831w29u69vDOgbAbrn6uf8f+s3/9lGqDfzwOZW7Hot\n", + "BsjwESnaVS9CDp6rhJ295zw2edN3zhleO3+m3WsLNrV3snunX2v/JkDRs8I/jl/xJCReHOUEAg4p\n", + "2MQkv5nrsTcP3vJ9ky942/e/WCPOFZLU3DtVrOECnNxSW4FQX6XqdwHO+sTP1Fp9kstXmtRqrXgl\n", + "0+SmECfUWo9QH3g/Mfbq6aJrv1zO/9b8y+9ud214vH98fOyV63G7g8vzvSDSWve5Olf3C0Hudxn3\n", + "ITdjYy8R7nnHaqg7QyLJGglX71UZ9zV7PVZzEVf2nONx1WstAcx6IF7liSHPR+QsxXyPiGYf0EMd\n", + "tfS//4Offva+15rANPo3EgbE6M8ZKzZy2qhqnKxZ9fbY063UiezJut2MopbXo9eoz3IT7xm5LodW\n", + "hzAijbNG6+ir4kB+1hTxFS65wt+xRXI2+2KG8DO5HzPJaV31gOecWcPz5jVIWo4z/azZ3/B91mnt\n", + "z7WC2hWvNRny1wyhIsaZK7zW8TlZU+V0D4f4+9TTHt/fYhs8B1kz6g5rMp9kfVL1QMvn80r8NVih\n", + "OkmsS3L2UlPlEuWBnhVZw+wq7rlbyTnEPvCJ9t/LAV7vfTDrvqjdqzHF36Vbwtyl2XNDZFccSb/n\n", + "q1xHZxTcKv793fTRN8Vf2Fmq0c+WVx9fX0HvUVyfHvjIq9+/yT22+Fe/cV8fe5eEKu/SL66K/7d8\n", + "06+M7Iuv/lF3/ak5MeorKgnX60s+xV/7njMZ3tByq08g8A2DI/FP3v2O7+4f/Ufyq7nVV4o/+Owq\n", + "7yDZjueZU9U5kucq7iDkDjkE3GPsPcc+8fisQ6atbomJ9z2U7/SPvaS66nFc7CueFDLvZE1/F9/2\n", + "R9IvbhV/Sf9l8XdC2DuLuIt2xdVaZLuKX2XV53J9xBTthvZdviW0vrca5yjXZziW427zrIIp20OI\n", + "kfvEc15bif9m7o3Qm+LPmRtM3LkHuc1drQ7BvgdJGWvkWTP16HUVXkMv62quYqwFOeTQ612gvUcQ\n", + "dzLn/eyTnEX8qMdl9yi26q/wfudKDVR1ErzcQ+7v4mmTD2fE53ktpkfda9Znr9X3nsht9iusDqn0\n", + "NfsNV+YGPk/wjm1+A4BY1oPP4x7IrOe63EaPQy4h7/3JUQ78Plp7T8/Zc67wWRWvNVGSrM36IYfE\n", + "OHNF1ueMzB3VVJRCfUZ7TlfF/C6qWRWtVq/vEdVzrjjrUwzZ9bz3VLgkV2TNqtfj97Ca75Jf4fXe\n", + "N+cN4X8h/oixGJK/E/8GoorQPpTdLLsH58NV8e+/UX7M8n7t8xsPkn7/aLk/vwr6rsah+ig84s/Z\n", + "K/FHnOFI/BF4oEcfuc+vb/nPf2UzU3zmJ359ZF98/eD3NpFG/E12k6/9E/tPC0y5b6T4z28KjH4X\n", + "YKd6J15nKad36/Nriv84V+tv/S/+7mXRzy/EH1EWLu0ePwJRFh6vZnmt12evx8mxrkDAz+LsM95z\n", + "iDT53Hsscxm/CGKO8CPXuaduxROT9FtJyfeP8M9cyHyC+FdIzHPvVLElJusrXLIfgot3lRdecy8S\n", + "a187xF9BioeQT2lvjz1fyPqss1qvmTnyVrOD/IohykccyXXOc5m/Be93+Z/yXki9BNjXfU/9gPiK\n", + "rE9UI0GlHnlWjjVQkzDL6/SouZxBLFEcQeYe9Hidcg5x+m4BQc5ej2fO8y6pXl/Fs7fC+5Kq3qlq\n", + "PSapzD3knphgFtLXKeo2+aJOe+ax9xxr5vWZRb6vE4+PNUJJzCVzxr3H8dwVWs/Zn5vL86Galzmt\n", + "p+Au+ohXZL7qyZhLtZ+dfeKDH/3MTqiTat6GJkoSROoRRmJlj5E9jueYD153BKKtd/cdxHoj2veg\n", + "GVDFEu89YtTr9XXy+WU+OXqtyFE7ZXfsPXeGy7LPyNyV+JV8xqu9Pt2Q4r5j1PsMJ+tfcjnegfi3\n", + "dSXISO8VqEe+EV899tg404Udroj/L/71/+HZ5+sMMebws/Zau/Rzf55TPq8K70uOcpfE/4t+bGRe\n", + "fG3E32RW0p5f/o6/S784E3/4TCX+3/dfXxJ/fWw+v/Qn88hr7V/zubUc4kutU4m/3rlXrhT/72/3\n", + "tf5f+pv739Rfff3T3/ndVvs/7r5BIPFP0b4VpHkVfyx8pov4Q2K7OEJO3vesH4FK3HeinxQ9Tinr\n", + "hcyfxdm/423fN9edId4u8I7uqMeqjtiDKcT+obKPWFcxx/NHdckttSnk7D0HGyk3lnVIdVG3yS/Y\n", + "zDLmjCHTR0j8RZfsEPA8z2X+FrJ/yv+QZs6eEC8kWHsE+aFojsSUmZyhnJ/pUAvM8rweNZcziCVe\n", + "yz5rU57ZK5exW8g+Zjln+QqXWO/zeBWroG4F0pp9U2Yjn7EufhFzEMOsy/oZ8/qDvsOcqPLEPBcx\n", + "pPQsv6m7h3GnSvZdME+xmXmnvg/RgrvOKsgZfp54rQlN5lkrl/W3wgxmO1UsoUZzHHJn+JwqfjV/\n", + "Lzk3yeeUfZ6/gs8QVY2T9YnXTtktYonXVHWr+AqfdWtfFRdXxL/q2/DFbf5A9VP8EeQU/plfSHLK\n", + "9Ar6qPdZvd/u4cIuzsS/fyy+zUL8yzmKH8B9VlQ9TtUj/sL/aS/en2mSPWuaVC/F3yQWQT8Sf2Ta\n", + "qX67fSX+erc8v/g5/TOqn8c/Ev/5S/Ma/q53IiHPr//Dv/UzPfeXvr4Wf+UkwT/U1qsvCb3yf+Hf\n", + "/evPPvbBH57SvBJ/5fxeiiVHuQSZnkLd8NgZU7yNo1xHUl3FReZi3+eakG/qqGU9cOnuPZFPsh6e\n", + "DOFG/FffAKBuxUbSC1zkj3pUl/RcIeIu9yn4m9iQ84nVzXwVK3DxvpcU7iuc9SLAVU6Qd6r8SqyP\n", + "5mwEfNE/pTjis3YI84qydux7zgTfccnO2NxLaIeoPzaSfv2yuXmPIc8T4mf5jAeI9BGSU9bItnpZ\n", + "n8E5WjPL1z5XMcE+86AaiS1r9sJnSDozDlWM+OsJMszdWCOLXRgtxvoepjja7E7EZz25ESO/YzXX\n", + "cw3mbuZHzeQoF0wJPptne3p6X5HPmnvZzDRJcxCjKudUc33vknVlnqP610KIkpwPzKCGeVXuIVQz\n", + "/EzPc67Xsdca2fJ+aq+Q84n53rl1fkV1psf1XCBrhOev8tD+io3sjn8Dkb84Lznrz/gR9/bosbrn\n", + "Y4u/2Ig/koz4E++PQ1Qr6b1C1eszOT/R2Ufir4+Nv/K27+zvSnf517xx77f8kSZjzBpn+ZnVXa5w\n", + "S8/94j/+lBwMya7Ev/9yPxNp7zkUf+oa1VwXdM6vqHp/7Vf/yZThFHgJtn7unnyF8tXXRz/4Qz2/\n", + "En+J9Xtf/t7y4/16Vx/RT97zju8pxR+h1plVH5zlpyw3mCky7znhfUdsahFqy5exKs6+ABnf7Vsf\n", + "6+TJkOgq51C3QnK/En/tqx4nBT7ZSHyR43Hy9ibZtu/inXJegaTbXsI84w8g5Zu9xzJe5ROJaxWH\n", + "VV7xR2O8G75iCrbJNvfY5EzWOyOHCBPbkX0FLtQJEu9iv0GC7Ovc2yzepXc8v6Lq4zfkcw4CDNxj\n", + "rgdZ47Jc4fUrJMOs6bsyG+hDrIkz1/fJKo9E5z7jks2MVXUeuwIiW+UqqK+Y8nrArfUwhTFzLea5\n", + "zdwq5rmB+ss7WU3HcwVTZImN2TweQT30mO0lR7z77e9e9/1HfnTzsfBN77hL5pOzvOSJM8HFCrLG\n", + "ocafAz3kkuz12FHfFXzOa02MiGstqty95AzO0DrP4Fyv9TWy5fGHwnma6ZCr4k4Vc7L/Fh7af4WN\n", + "xBYc1Vzpv4rPQtKP5qvGZZ59xjOX8Ur2Ha/3vjlvJf5CoizYI839nX+T5Ku4AHtsV9PkdyPpwa/9\n", + "3f2fdtOXfnac3zoPlfj3/biHs7vHEW12GRfKOZY7FP9R/1jij3zqkZ6l+Nts1Vcf19eX4l5bke/o\n", + "64t33yXw1Tv3ereduyaK/+Wv/7+PyhdfmoMoV3m9i6/cn/63fmZEXnypN6XaORP/FdwHqhqBWHvM\n", + "+6Z4n2EiflPe4zeAlLMWnmPP2lGfkDSzXuGiXeX17rjLPu+WE/f+e0Dkd3GT+4lqnRabAo7QV5ic\n", + "p6zPfoMced8f4fJdxTK3yosu3SbRVe5WKrFexSdDmnfCj1BLvlU3BFyPnMf+COS4ygnyFau8C/aU\n", + "+AUSzy7V2g+59pzPAqRdVPlEdf4n5YgJzuxnFUhaJcXUuCAjzA+BMziPuM7zOofz8x5IsNf5WlDD\n", + "voIa50pNImGt4gKhrXKiyhMTiKPHtWdND3XEHXKe95gL6g7lYMR2Myy/i2csidkrJL+ztmLU9Lq2\n", + "7me2+FEf9V7jMc9JfiRgpfg3UtyZ5/e/B2ZyXuJyxx0rlHutCYzwWPYQS9Tn+6MZFd7rkPf5iA15\n", + "4kfw3I6o6rXO87mT1/JY4XUVR7nXm7ybi6Pw2hWP0fOhjx/jPVNmx76adys5M+Pk8h4ZS7z/Ck+/\n", + "+DP9MWekuO+I+iTrNz/j38X/c5qQjG8AIM793X+T5Cu4/Ar/eL/wurd8zvY87tSFfSH+kv6PvP8H\n", + "u+y/ufULxF89YjOvuNOGIeGXuNIzaq6I/1d+8Y+PzIuvm8T/P/7bU5iF1vRU4u+//d6FuxJ4vet/\n", + "9O68BL/64iP5K/FH4nOekIRXPZ/59G/M51iK/w/8Nz33F/7d/XM+k/izno1EGz7jqI57iyv1O4Zs\n", + "7ziqOcoFyHrGnjTplgBXNb5n7dArtD6CuqpesyTOSP7mI/Ijnv3J6hzYSLzHXfiFC7/3mLBvKKQf\n", + "iEmiNz0D6pRnnSDhuXeO4tmHLCfed1QHO3G/BZfuEZMAr8S/51pNP7f1SGgl3lrrUaLrMT/HBV3r\n", + "WTMgdoTXO+T77CHWKySlrJFfvgnQ9+OOiHpC/gjV6e/CI/6bfs4cd+BcZJkcr7fn6a1gFuK9QrWc\n", + "I4jT6zHh8i0kt74WXus95K+QPewzvgIJrmKJ12Stn6c9woiM7uINZqpP7zq/+uFPdd77tL0WA2LU\n", + "w5zT5osyZ3n2yvvdN3UjnzGHM5xZG2d5zybfQIr1i9/6L39rdVOSrUd12XsEwr2jyZNkENFP+S97\n", + "Ftx07iDP9vMFgucxRzlJw2tNYohp7XvqhOKs2Xus6vG6qt7rVqgHwdG+OqMiz62o6rXWfM/nmdRe\n", + "hft7zOdkXrncV/XZ56zicPQ8qlyemWS943VTTgvZd7iD93COcj6zYnU+VMItFPPc6g7UO9RcRedU\n", + "Z3VC3HdQ18i5fV7Uv4SgIt4OAt0ZdTcz5LaLf3uU5PeY5cQU3AJJsH/pndmPfOAHpgxXPYmfVaFf\n", + "iqc/hSfxlJAxW/t5zsFZfPPBecvnSkL/+rj1i6/PfLqJ/5Bc9Vbvtuuj8i6LnLMSf9Uwz+9Zib+E\n", + "VkJOjfrUr9+AX33pxyn0c/w+Vx+51+8AqL40X/P0Oupj95XE6+vvt+f4sac/shHhr/ySn+j91ddX\n", + "fdlPzLq//A1r8a/e8f/d3/3/PvujX/6Tm7OEpPjf/7q/Uf5oAM+D5yLYE9vIdTIEeZLx1b5gnkVt\n", + "9mQ8SCk/yyde98SkXFSxZFXDfMn7ES7jFb3GJHtC7CreewMu0RU+u8onKdpVjZP1t6D+FPcEWdba\n", + "e7MOplyPnhmTFLdH+oml0DvzHX0Yc+c8Yu0REd/dhboBUg79DKQ2cNntjNgu/gC6fJukz3tx33GX\n", + "STEDaU55Fpk7y3uOfMbgKAdnNYgtZB6BdVwwWWeNQ42juOYjg8QqlFONn0dM/Rnzecpzxj3o7/CL\n", + "D3yoietY+9/kvzKfmpKnQzLHPuu7XFJjdeCvQzWL3BRV8u1xE0tGv/JT3EeOfe9v/+cfIUvxrXJZ\n", + "47M4l3N6bNQlzOl3GHjfjGmePd/NWVHrcK/XhrT4c3EUh6Mcc5hFvdccUc3WLN8f1Z/hvau7Zq3n\n", + "V1CvWpckejnnCt4LnOMxp+pxbs2vzqKuqtd+iuDIEaNuBf2IKTE9Kg7e47mMJ/PP0hUfY++MOj/L\n", + "Z/Oc2Ds9Vs1spBBXuQ99ss21moqnX9Je11ZXoVzOA59xBe91qtojpvhvJL/h77r3d96pu5Uh1v0d\n", + "9/ZYin9bI5QVLv4SNP6W+4aiz5lnLdAMyT8SzNwu01fmm/Aj/VfEX6zE32s4pxT/r//bz/Pjztxb\n", + "z6M6X1+ScZ0huZWAM38l6fpSTrXqqUSZr6/4kh+f91694+9fz+/wO0vh15d+Ph/ZFqX4j4/6Vx/b\n", + "15fkX98c+NN/6mc73/bNf+/Z3/+13xnZ/dc/+q1/9kKsB5yfIu7xil7HnNGz23vMIT5qkGUx+27E\n", + "Z1zhicl6Kd6Wv8qmP0Q/8dqSM3n3/BFV7x2kmHvMxRm8tsq7yFbcWp9sZHpB1QdVfcWyfoj0EpP2\n", + "Xu97w2X5LOZwzk6wIUV7Fb8Tl/6SIeQrXJKrfIX3VLj0HtXfOstBlKucOOuHoznkVqgGwWSf/Twi\n", + "sdSexbRWL+LntbcwxdEgl3eoapc83Yone2cVP5q3q8l4sDxDjH6Xc+F7F8IzUvqFPhXgs3Wen+O1\n", + "FdSu4LmsclWc59dpAiPREuX5I1flPSd8lqhqkrOas7zOPOJqfVVTyV6S9StJvELV6zOP8B7nrOYs\n", + "D16XtcRckq+i10+P+Y600P4Mn+W9ExPuiuy/yjy/ye5upolw5sBrrnLW+xBhF95/74yl+O8oZPky\n", + "44z+kX6JMTHLI54ViH+X/gs/c14xz1rQ64Ywd9Eest/XNqei9wzhd+m/LP5NlPOrEn89Vu/KS/wl\n", + "l5Je79G+mp1fEm56VH8k9Wdfup/f4Yr4n32pXzLv4v+f/MX/x8i++EL8hQT/oV//6Lf+1700p5A3\n", + "JMabeIN7wqY3Z7E/izdSwhHzqnZDzKQv56zwMx3EexU/g4/QV7LvVL0bziS+yjteW+BiXlH1iKxL\n", + "OWeduQRhfgx20n0g0lD1+cyNXHudzaCHeO8ZsY1kF2zmGBt5t1iKc1UPPe/S71IeMaR5tb+HPsPu\n", + "mh/D75hEc6afK7lc1SReB0juiqrWY4n3ViDIUNVcgfNyXuJifJZj9lEdtZmranPvTDE+4+kQYMP7\n", + "d/NUP5BEZizpNYv4KncLXZ7bI3dEbHt+7FnTkzF69MiafSXzt4D4V/Ov/J14em6FM/zcKvdakyOX\n", + "3t35lrsV9Ws+rGr0qDxStar1WVdZ9bnE+bmek9h5zxE+Z0XV51R13n+E9zhHNYohsF1iT2qrfMZz\n", + "ls+v0L9P9jGX/dEc8itctivOZuXzpJaPz1fyC5JnP8tzVeyMKz0PFffE51Vk/eFH/fvP+w8qWb6J\n", + "If5vbTLM3vMp0w7ir58br/LCZbOCbzqsyPqc62d5HFz2nXvFX++sI7GC2kr89fPukjoJZtYLfRPh\n", + "6Evij6CqVx+3v0fW9Q46c6D6qL++sXB1vur8I/5wJP6cq3fsr36pVp8I8C+d/fEP/9X+2kp+NyJt\n", + "uCBXeeG5rD3qE+Tpe2KCTeyMnAc+6wreu5qRUo7cl/Hxc/KljBvMWDFl2/tMvmf+Ai7qj0kl9I/F\n", + "FG3Dxdypas/Y9A2J9pwEOuObWo+3NdKtde9HsBds5li/QJiZR0zCTLyCPrEUfxhxxDlleld/QPbe\n", + "Q85EgBPqq5zjMl2xqvMZqxqJ71F+BRItck9MaGbmEGEXYtZZQ877s8bXHsu6W+hCe5WnQ4Abu37L\n", + "9fXAJdLjJfQ7Vd2Cs3MQW5/t9dnLvBlvPVq7ICPFyqf4I6Hsz2BWNV9UPZzRKXpEFS9jPuv3gNeG\n", + "ODmrmkq4VjOy7go+/worGXwI1b3gSk1y1kN+BSLrKH5lhnJer8ecwX5F1Qfa8+/vMa9j75DrmJQi\n", + "zg4Cv+trZMzPOBN/xFhnZIy951bQ431VrMpV+VvJeUnWv+TyLSopFlmXXKmX9Kf4z1oT1UTiql++\n", + "VuVWIp7k/XaYMOe8FOmKSvrFkfhzpkQ7v1LGYSX+8x5Wq15J66vv+v7+UfrVl58FeoddIn3l3X99\n", + "DL+Sc1GJvyT71Ve+79kv/eL/OCL1199qefVrzhTX8c51Jf4//IP/zeZsnfHTP/WbI1t/6W7f9i2/\n", + "2mdW3yhQfz/TxJk7eKwS4sxn7VEuOcuf8STkXJzlK7wn+0qxR8wjt8lfEX9+kd6Cjbyr53WW+KSS\n", + "ceeeHkRdVHlnI9uBz3Gq2lNCwHdxr01aHhGf9YMp3QM+ej/x2kLcJfnM9ZzHsseZZw+R3sn1yCHS\n", + "nvfYirM6BNbx/NlZ2Qsux48B86q5mXMxztwR3ue4NMOVGoFwruI5x2dVfVDVen3uPXYTT5/Lbxlv\n", + "IJOC2E0s5m7yGWuU5xZzqEF8PT9j9Fu9x7WmlrVQ7jHEn7lJP8Nqmb3Bah3i/JJBj1GjeDnzs8hr\n", + "TdqOkFCt4me5Vd7x2iPu7buVo3OOYmd4zy24zAK5nJt5Ynqk1muu3Cv76CWmvM+pao5IMRW3iP8Z\n", + "1XzhYsxaP5PvP7OfPRXUen0Vq3JXyP6H8pKkFzF/CDuRDlSzEv+eH+JacfRb5cGFt4KzlwxZ1CyJ\n", + "P33M9rOAmk6bsePzJNDf28Xeyb8lL8lWXPIs9Evo9E6zSyxIhKljXn4M3mdrL0nVo2r1jQi9My+0\n", + "1i/C08zsAeX08/D66PxP/9RvdFmXkGuvn7PXL+fz3pxRib/2yLOeh+7CbIm2RFyvwRTshiQT+dVe\n", + "Uq+a+Zp9xaefffwjn9r0gF7Lb//WX3v205/5zXb3/6nzwz/4/3r2f/zan58yrUf1a46TNffyxKRZ\n", + "69yrhr3XQOaTrE9Sus/yyZm8r+KX8y7uBZXsO2VPIdu3Ukn2EZVgC+Wuzq/6S5G+gQfPTBFPqp5A\n", + "4s278K9I4hVvjxvxLujzVX8g8Efv7nPGEZVYE+voLpb3nPfci4svIk1OZ7hgC68XqjvKe66qqfKJ\n", + "1ztVzgXacQF2qlrHayWMvhdZcxUE9Ois6jyP00PMc3399MVvxc+ay7QZnSrWQCbBc1fJGU5VL8r8\n", + "wR2RX+oUQ4CZw8yMeV3uU/xvhZlLCll2uMsKF/+Kaib0+xXxiteGgK24pdZBsrT2fsTL8wm5h+Iz\n", + "8/5V/RWO+lfzq1iKpr8moupxjnJwNP+sJvfEfH8F5uS8jCPqLuwr+oxCTp1dfeB5h/zZu/aVbDtV\n", + "T4V/s8LPzBk5/xZ8zlVyRhd/xPwI6u5FM5DsPtM++t/zhVg7lVzewhT8FU1SJYk6S+KvtWKcfXqX\n", + "NiOlf4tiexBkXyOsxAX7xPPex/Pgvopnre9zLlDrz5sc+8T7z8T/KpLbKdJFfsnoQZDnjIif8aTJ\n", + "cRWHnJt4v9a5Z+155yh3hRTvlO8qn3j9Rrw9fob3WW8l7s6uL9jUFoJ9hoS7it1LJdpVnSCX9U5K\n", + "dHK17m5S9BsbOVdNyDl75VzEky7eNqtjYi18bko79J+FH2Tc9yVDsh0/X3sE2PPEia04q2G24/kU\n", + "68T7Xo+8gyBXsRWI7xlVr6hqnVXNLTMqEFj2zPH4JvZ0Ib++N5g7++5Bs4q4i2uVn7R+r03Knov4\n", + "DNZddMf6KAbqVX7zTYMxj74U+SMQV49pjuPnd0bPiuy/lWom+J3Fa0MiPZa5q0wxOsit8sJrbqm7\n", + "l2r2LVSz9Lp5/Ixq1pF0iqrHOcqd4Wet7rCKk/P9Eas5GQfEv5LRSpCX2B2OqO6g+Nk5CHGVuwV/\n", + "Tn5eNZ/YFY7+asAV+BQDvFRK8MDF/R581k78xzcTZmxI9RGVZF6Fc1aoRqLIWVpLXHn3//QOmgE7\n", + "6T+X5NwT8/tA1lBHf+6RT3pW++oM5s9aahb1HlONfszgUPw5G1psNYt8xiTE2u/6Ru5JE1/Eec6x\n", + "3itoxhFnPRJn4oi071lnj+89nlR1jtdWEu75Cp8z+2+lnfPOJz/w7OUvaJLb0Lqf33Iu7hWqPYK6\n", + "lHfR+0O2V3gfMQm119yD5Bc5/2wwhX0gYX4FEb+DLvcr8ZeY6xzVmZgj6opLvv0OyiPkvc4kG1x8\n", + "mcXsRDnN09+o979Tr7X+dj17ZzNjnCPxnWdyl/YcXXK9BlFmvwKphqrGyfok6yWffkfuWZF1Fcgy\n", + "VLkqdi8IMFT5jBGXuLJ2spYapFtkT+J11QziM/Z0SO/Iiy6mtnfU13vpW8A72v6udt9/5Pnf6J8z\n", + "R32Kq8/q2B28b8dZfpDn7cTW7qC1vwOuGGufAeQ34t/upNzsafK2eV3sdfIcggzEme/nbBjilv1Q\n", + "9gyOcvN5jjnVOXlvaqr7eM7p8lPEkKXsJQc+3+PaK+57Yg7xFTkzQeCq/KrH4Q7MoEfx/u9v8TOY\n", + "WeWAmqSqFZlzaXVyVtaxX8V5991nnL0jf4T6Ncf3SY+b8IqVICeIq983IUeeuzj+pwJ9fsbYJ95T\n", + "wT1X8SpP7IrUI+xV7gr0Q3/Hv4tvIevO25q8sqbWe1x63/qGJpWNLrwtlr/pvkLChrAireASC57L\n", + "+nvw+/Ic3vbGJoqNvkYmTTCr+1Q5sTnL4sz0fAUzeL7+mtCfM4XHmEUu9xtCkIkzb3NO1hrve/cP\n", + "PPun/7QQ/6w9mnOQc2HWY5UnV6GcqPqcs3yKsmB2hfJdeKNnxdvf1p5DQfkb8MfPxW9iMW8j5MA3\n", + "Am7JjTjivYJaRJ0+rfVNABfue0nZdhGu8tRIWr22qvMaj3tflfe7kUfGNwwhvhxPqKPW9l24Q9od\n", + "BF5r/m4+Qk/8DJfkDSO+q7ec1i7hSD4ohqhXsf4cbVYJeSPleQXCrDWzPC76zMj5Of4Nhwq+QdEZ\n", + "f5tda76JMXMrmnxKwHUW57uY+x6Bdby2QvfJu2gv9PfkEdgV1ZlOdabTz7C/Wy+Iify79hnTjOo8\n", + "rXU/ZDLvjfRmPJmCHJQ1OqvARbbHRu2Uw0dgI5uG36FiJ6oRR6DBpQ+5gpTyzpiFJPv8Hmv/p97n\n", + "OcpBlRebswbet2IKRrvDEat586zxOq340Md+us/xGLOVI5+xGeeeF8l7uiRdqU+qHidrso9zieV9\n", + "9Mi7x/0d5NHntR5zjnIVzHMyz9qfR/aActXfqHcJzNytSO6qWcSqOzln8WpmRQpnFff6x2I128+9\n", + "FZ9TPe+q1mMO/Yg39fT4uiLrBbM+/KXtfw+LvHKCGPuX3vaGJlUNpH6Fi79w6e97IXEe0sx6yj37\n", + "BRJJSegVkXf5rGJ34XfWfUL8y54G8pt3UMz3K+ivclfIfvYO8Vkz5HXWa2/15Dd43qlqjeU7/kXt\n", + "PSDeT5pMsz7KOYrDUW5FynSStbmXDBOnZ4VL/AqEP+m5MWcj7SAJr9bOEPUlQ3BXIPgOsVfe8VzM\n", + "H4LLNriMJ8p776qmgvxGulk3fEbidRtM1MvYnSDKKd5TvoMqvqrdMCR3SVGPpPZ1E3jgzgi+kHB6\n", + "jaM6BJyZziou6DvrJ8e9tUceWVNXySW5FdRST3+Vr5BY6tHr8x5A/BaY7/3sXW6vMAXYOKsh7vfJ\n", + "2lXeaxBc30swPb7pIX4G8+ixfXl+AaK7uc+I/17hIgpVHpGvBDup6piD2HIOsdeaXHm9oxxU+RXe\n", + "dwb3WrF63jxXnt+KaqazEv8ZC2G7QvU8V1T9t8AM5DLnpnQinOyv9OeMVZyY4/mqJnO+J3aEi5lw\n", + "ka6kMsn6pOpxyjvdcP8rZwgEE6q41z8Un1vNzvzrwZVzqEHWPcee3BnIu/jIl/10x+eB13u/uCT+\n", + "kn6o8h3JccizQ35Jk1DJs0s/okquit9DJbDkmJ+56tysqeKZW9Wcsekx8fWaQ7zW+xsS3Yw9Fmfi\n", + "j2jnfhVf1T1p8sw6azzH/gyXbuH9V2Zkv1jltZdcs9Yjwj1jhdBv0DvrVVzoHfdK1isOJJ9365Oe\n", + "KwTZOeqX/LvEI+O3Uom2g1BrfWtv1k05fywKaX8oLtA78a5A0kXbb4TfcwZyfFSjHNIMyDP9K7FX\n", + "3HPL/ZizAiG+ylk/0ivYk0M+q9rXC8mlztTa5Ze1xyuQ3SOoRWLv6b2lB5DnCu6S66qm83QIte0l\n", + "mLu45cu458j7nljUujSD5xBBj6/6nHtq2buAeh0x5NLrhNesxBdeG6ImynibMSU2zur76HPIzVkF\n", + "Z/kz/G4Vfp+KqsfheUrmn378ZzqIvXKvh/g75XMu6h4KIqk1Z2jPx82rOq91vD/rwXPJ6hMEVd8q\n", + "t6pPXEbFreL+elPd2al6HGTzSpyY4/krVDPgSo1wEa7yjtdm/dlZ3ucSTs5FfkXOSfw88DxzqH1p\n", + "JfQu+5fgnfHGzdLfkJBKbl3uEVVkOZkie1BT4X1I4jI/8Pyq5kGMeyxZ1WWcfcYPkMhWcYHoruKr\n", + "vPP3f+13nv2j3/pfJ3/rl/6nXf+9PBkiDWf5qyDlcOvc7BervPYSY9Z6nALeHnuMj81XYt+QLO9q\n", + "xr6L9JPn9JlHjHNdzH3v79iLWWcSXUKd4XOPpN8F/F5Wc5DuMl6BWI/9sp66G9nIeqOqqci+HQj8\n", + "iiHjoNgUfxN2Z1NfxDLOmr2kmHhVD6rznuyT1GYPUH8GAi2qvCDvAus9nFfFvOcM+kWVfz1IWU68\n", + "DpnN+BHV8/H81TliI9R2l75++lxqN7Vj73n6NrGMW455c07kz3ChPsKFV/ur/UdnMQu8jrMkL681\n", + "kZKk8i611oqRI38P9N87J/sfGwQOqpojsv9WVjN8Pmuvzf2KKXBFTrjkVVQ9t7Kapz0C7jVel3FY\n", + "9SXVDHoF56zOW8WvspJ8JM1j98Bc5jke9x6He/prIohvam02uHxmnXKrvqswM+cgtn5+UuW870re\n", + "xTnJ3lW/772G2RVH7+g7PruCeez7O/5vf2MTNMn7QxiiiRj7O+QeX0FN9Y77iuw/wmuv1G9wkS3y\n", + "fd5RjeecrDti1TPiktFdjedsf4TL7b3cMvfJEGFY5XP/UFy8Ee6jfBfiA7I+ocZnewzpnjntPWaS\n", + "X4E0T/k36e8y/WTPPKNR7RF79sQq8eecFfo4/xGqeYjwu3RXeeZ53UTyXMWdEG16mH+p/gIp7Kv4\n", + "zQyhPgJJ1WN+U+Aq6nU83tdjXtZwrqOYkDBSo7XXegy5FC6YQvkjvBeqfM51qEEQvYf1ipz12Li4\n", + "3gN31Brp1Vox5by2YiPL8PSFrJZ5cZS3/n5Ge5xi2/Lz3FFzJL+buRXFDKRZ+MxVre9X+Eyfm/Ek\n", + "z1vNWtVIal4bEpnC7bmqZsXV+rNPCwifdQVEreJKfVVzRPYLpKmLU5F3sm41szpPez/rFphR5UQK\n", + "4Aq/zwrVbWTSYg55aqhzjnoqmLOalbGrzPM/2eYecCT9V/C+I1SL3OWMiuwV2e+5FVmf81hXXLlr\n", + "zhTc0/G811QxkUJ8Ffqu9lOzugfkXOAbAFDVJEez5zv+JePHADpVzEE2G5VcE1vRBTF7EUdfs088\n", + "X7CZu8J7qljFqJOUlvlHYjOfu53cD1nuvUXtzEVtxZWaKzwxuX4ICLLvPe+Qo6ei6nEk4EdcqVvN\n", + "O+sTlexXgu8xjyPoCaKfkq+9hFyP5I/4gne2+xzALHDp1/4h0i924p2YXHda7LC3qC/jcJIvZfwG\n", + "+Gj7itNaE2qny7iJuCTX4+R8X0H/ilm7EH/Jo4s2IMa37oWLb9YlXuv1juKIbNYLr2Ov2R67Amf4\n", + "OR6r8H7hd6nqHYmt91Y1mqVH1RJjrZ4pyHfCvFOebuV6MnII7Sq/2VvPLm75hDOuspJugXhDxld1\n", + "yVldJdMOUvRak0hiWgvFM+aQu6VmhX8TwPtyXsL9Xy8keVUcju6j3swnCKTPoxfIVXHf34PPhqru\n", + "oUxRjpjnMg+ru/neZ/icVW9FznBWdS50V0BkK6F9KC57Vf6Mqvds3ip/1EfuCld7r9bBSpKdKk/f\n", + "UX9Vc/VeIvuPePplbeaCD33p818qqDq+cTD/nN9S+CHi+pRA/6QAMZdRB9GscoakcFfnvaxXNY8E\n", + "gtr3Y/7cG9RVZG1F1XcPR7OfmMgSZy3IUZ+Q956qTnhtcpZ3IV7lcv96sxPvosbpAh09Fb1W6yHc\n", + "m762njJutYodyb4Lv8c8rhkrdJ5LvmIu5Yoh7F3SR5/H3vFKu/8B9DFf+yn92pvE38MU76SQ774/\n", + "qLuKy/a9uJxXeeE1K85qEVwXbqfKeYz+1YxVzuPIv8cBURVVXHLpNY7q8rzExbaaIbwma9kjuh6v\n", + "YoKzFVPNET4rWcVXcD59EtisIQ5HOcFzoLbHnz4X4ao+Ye5VqhmVfHssc55fzhTRU8GcFVXPRryL\n", + "vCCvn9f2OuLEfH+G/yw4uDxLflgj1h6rOBPwo5w46lec86lB0jwGnsvYrSBxVc6pxM/zvKObv719\n", + "yp3VVuT8Kk+cmk29SWSFy1CV9ztv7n0Rn1+RNdnLowSlyvPcYT7v2PM6AvGKTZ3OCFzCMjfvdZGn\n", + "X7TlQ59o/U7Rcwuru3q8yld1VazC+1c9q7jnVnnnap24pVakRDtVPazqPO5knnfub+ldErL/4S/f\n", + "xvJTAi9NgT+SfmE5emZvi+3eUR+ieBXJYV/T7zNYFznEc9YuoG5F1vS+cU7f27naPynEdNNrrGIO\n", + "81ZQw3l+Zp9Z3M1RnD6tq72T/at7A7NE9q7wnlVvxr32MZjSnUi+HwOfF/MRaK37XdrjFORWw/0U\n", + "Q+Bd7v3d8cwBcc5a8a6Xf7ifw71W4p99M/6u1neAz9OjznvXK00G22OPh8jfyk7kQ+ZnjcUAaa5y\n", + "wC+UW9WlaCec4ZDzX1a3qjkja31m35sEC0TZhVmPLuaSPeJaAzPIkWefgu85jzmIKvuskbh53OsV\n", + "83pyPg+h9JyTfSuY4WchlZyBDFLb4+Pvra94z4faa/j0rz579cOf2sS1J36EiyznCu0ljtzNmT3j\n", + "rhkD9esO/U7+t+PHu7P9z7NZ/SU4Z4DwruBvs/ufghMe8xrdS/S47trO1Bzk2Ge7ND8En+lzu3i3\n", + "vT//rHHxz7teIUU/ea0QZO15ncgn5LMu59yC94JETI/kkTNiq17i1NNzBe9ZzYenn/zprSjmWSaq\n", + "sBEQ661gXsY0W/fymrKuON/hLlDVgNchFh67h5ybZ7HmLM/3O4zXv3r+eo0y5hzlgHvwfFdQ53en\n", + "z/dOz5nk5zcBPvzF9VlONddxOfS4z3C8Juuq2AqfUfWs4p5b5e+lmonweswhn1R57xN+ltc5Lt79\n", + "Xfcv/5nntPVZH72sK1zyJf0wxX+cpTk676Unn9+EqoHYbUB2h1QeUX6M3mvG3mWRuHqfmOyR173m\n", + "Nxisfs6EFqNnhddXscxt8m2+38tRXIKmR+qJKc9McvQ4GVMvkPd9ojjz/RxHdb72eV6/moOwVvcg\n", + "lvHM3UOeu8s1Ke3i7B+BN/hTd8zZMHo7bc9chJac9u94a1s33vn2JrwG8d08p+X6jLFmj0grPvNj\n", + "jSj3eKufgt32DnH16RG55izVKEYe0VbcYz6Ls4+gdrIQcOLvflcTv0aXfRP+OevldpfGK6+0+xov\n", + "4i/m+fxXhnhLfFlnvudiD7P+Pe15L/5s3S43xLbE+ja1uc945F2gK5Bol+meszmel6QiyMJzPf/q\n", + "p569570t/p42qz0Kj6nG+xFfj4mcS5z6Cu9f5RBZx2s2f9O+wIW3mnWG969mKI7IUtf3T1+I9Yop\n", + "haPfZ8x8zh17nc0+qeodr73Cqj/jMHvjuWk/ZdjjlncQ5YxPFv2zz75ZIFJo/ZsGZ7UV2XMrPuu1\n", + "IaEeu5fXPvqcvh5zV9CTd/Ic+yvc0oO8CY8hvmf4GfSd4f2cLbKux4aIrpgCaXPEKi7yjFWuyif+\n", + "jQnts597Vu/qd1GKeYn3IFb0CwQo4zM27qFZ3HPzuoy6WW8zhIRF8byHHv25rOC/C87bne9xey3n\n", + "ve1uFTqjil/l9PWLvdc/Bjlf6AxAGIlrnzHwXMYynnmt/XyP69HlFTzvbMTYap0qTo/HztDH6cEl\n", + "XFSxJEXdY8JneBy8r+IjX9GeV4P6+ef8UvhuRkIOVX6ASE7JHD1PTBbJ802J/g0A77E5zGAvcs4t\n", + "VPfgzCT7iGstgfQZXgeruEBCmePrRPHVHKDX63ymrx3iR0gwfX/Wi/yuqHqSWS/BbVTS7/h8epwu\n", + "wiOvNft+lmoK6Ycu/jFvB2dDiyHf4PIt5j1aLmPgcT0i0tozUzFmuGyTk4Rr7/lbqaQfeq7o2RDC\n", + "v6OSeiB3B3wD4OV3tzNWgp97p8oR83jWOEU94rypi5wj+c09UswevA6QfJf+Tcz6EW7mX8X7HIlr\n", + "Fa9w0YZV3EFEq5xwWb1C9nOHKu99K6rancw2MndUK87y93DlzF38aQh6W2/En/yIX8X7kk2dSXYF\n", + "guox/2YA+Xt5zSSzoqr12L0g/n7WPcx5Re6Iq30uZR4Tvl6RPVehz+XP8zM2xGiJ9VR38fnJWV5U\n", + "kuoc5bvAVnduIFnVPZHfo35gzhKb6zC/7GkwX3Lme8709RFHz62fX8SI995i5lW4+xEIaJVLqPV6\n", + "j1VUsur4fJ/nNdqTq2LguYxlPPNHcdZZ53Hn90L8K+m+QiXvSHrmPH4VxB/534u/ybtL4szfCDMq\n", + "zupc/HWHXX7EfIZiDvkqB0c5WN0RVKNH1WktYfR+hJV99pNjnz2s2WfsDImfHjmDfpdRr3eU48w8\n", + "92r/knYvBJW14pdnjB4+0j5J8Wf2gs35EGeAast6y+1qxpzMg/IS73xHXo9I+WPhwq3z/N33FdQ5\n", + "m5pKyB2vbezmvavdqxL+hnKbd+hFdcYQeT7ePutbbrM3qN/INwKe+2Tk9M0CyXNZE6Rwz5ydkTVX\n", + "SMGWROpR+yszX31fE2sTfcR/xmz2Pfi9uBt7iSLxFdT7DIGEeqzirG4KaUCfrx2fUcU9dkQ1J+/S\n", + "edqkdqw3NYo7VrOcdQsxd0dxtscrSV+Juwv7Fa70uNBXIKjC41fF/7UmelVcKHcL9/T5ec5V8Uf8\n", + "Vsx5ix6P34NmIGXM8zXnrPAan3MVeryPvQTQhbOSTRdFZxVPqFvVnuWr5zF7Prn9c2B59471bXoH\n", + "+dzLGQu6XMVH9TfnxP1WIGlVPGNXWc10bnmuDrMfypVZlYzeQp5R1VR5j13JCfIrqrqq72yWi3+V\n", + "X3FPz5GUX5F1+p0q7zHHxf4K86P+CCcSnbJM3ms89phw5he86Xte0OSPe8y8xbwXWfQcPZm/FXpz\n", + "BuvqDtW+uhPxnHErU1gLyrommB6/is99MAgyVDWQtY2d+Acu2Uj1juIMxDv7b0WzNAfRlfwi4dqr\n", + "xqWcM/XokPc64TOzLvN65B7EfX8PryDThYwLPuq/+bi/8e53tztI8O0bAOx7rgk6zLMKEHlEH3xP\n", + "HfHOEOAp4gLpNynfMfIu0VWd55Foj2VdVVORdew9rrkZTxB/R7EZN/E+wgVWZA4R1b6fazHhvVmf\n", + "Oc9XOeeoTvGNrDaoh6PcJv+0yavVPoTdGZoNI99rPW75klVdxq9gczeSXdR6vqyzWZv4wH+evZrl\n", + "+QqXYRf7FV5/Bfr8UwK3zJK0vTYkmBh7z93KBz/2nDI3ZJH5rJEyzyXkHpM8l/0t59EDq/hVVuLr\n", + "gtelyT4evmOR25yjmqMZBd6fzLoxN+/b7zwEq8P5dgdm9ddv9FSvgfpZO7v53MkZZ571s0e0vMb3\n", + "K3yOx6a4FXmveyh5zirO/iwOZ3mg7ozsSwmuaqpYcqXmMeHeef8VWX8rKwn3+BEu/EeCv8LPrMi6\n", + "lxDrJ0NAEc9klSe+ysOVGuF1lfjPnAmo9vR6PHOr/BW8Bzn0Gb5mT02V9xqf57kjvI/eo5q5R3LB\n", + "ah5Ezk2qHqfquQGX/PwFd8IlvKKaqTiijFBD9mc+UY0LttZz38TXz8g6Yh73fI/HjKzpwu31ylmP\n", + "15cMQV/xCvJ9QfxLmty7/Lv0izm/gbQ7KfrEhH7RXRVj3XNDvJcU3wBAtm8hhZu4z8sar6tyArnW\n", + "mlqvJw87+X1/ezT515pYJ+oTn4moZg5R1WPehbj3sfec5x3PH3FPj5hSGsz8072sbih6N1Q9Imok\n", + "uZv4iMHsA6sTXlvWLzjr8fw9VDNB+UrmBf3lL7TzOpNsQMwTr3kthHdFNUf4rCMQ1Jy7il+lEn9m\n", + "Oquc91V5l8OHIhH0WRvxHOt7eEg/gloJr0uh5/3n0MF7KpizylXxe+EsR/LDmjq/f8ZZZ4/HnKN4\n", + "sqrTI6JGHGljvyL7zuKPzZXzWU+ZtFzGbsXPrMh6znvouVfw+atzfX0UA5/xGHz0S49ZyTfC/Xpx\n", + "7zlT/JHFJyamLuTkPCYUU66KX2VVr3u9481NWBt5N+0ljFXc8Rx5ZLPKJz6Htceyjrgeu0COcyq4\n", + "h9+nyq3ijtc45HWnvh5CK7gfcdjkj6A3+ku89qSH851VHCrZdxBiyH7FkGCPsUeYiSWrPHE/w+u0\n", + "RqyJ9xhS3XKKbSS8QPKsR+b3+OgX73l3E1zbs+bMed6dvGJiXjHP5exGJf4r5pwQePDfuu81ir/3\n", + "fT+22TuzB7Efco80I6eV8Hs+Rds5ygnyXsNcrzsCAZXQeh+C68JLzHn/B9qji/4Q/8moyzlXQUCr\n", + "Obov8RVH/cJrK7w34znbYb7XHaGevn46xJUc+4sgtHA0Y1NX5IXX3IO/g32GRHYXazM2Im6zPZ5U\n", + "El/hwu/MmiGuKdxAvqrT/TN/BQT295IPffw5Vc45uu9RrpLle5mSHbO1JreimuNxjx2xnPPJ51Ka\n", + "IE7sXZZdkFe4fPmcqqbKgc/w2uoeWev1q5rMZ03uE/IpaJ47ourP/VWqPs65d2ZFNdNjHj8DAa1y\n", + "IucmLrEVOW+VX9VmLMl3tG99V7u6R8aq3GPxsS/7mUNc9p15/yLnXK0TVS2xq+ze8XdpJCYx95jL\n", + "PXFinqugHhRb1V8V/ytkH70er/BaJ/tyZo8NkaXG63aoNvcjVvaTt5qZK9Cd+jr6NvsG0gszZ7VZ\n", + "Q10VF3PGQc0R2Yc0eyxFnz91N//k3eg5AjFlj0RrvuLsvSdrj6h6pgyfgWQv4l38R34zl74VJ3WI\n", + "+axb1L7ikj/EexOLvin8DX1Togu+fnt8RcsxU6KerOIp+Blzroq956o88WSVJ+45ZjreU9W5/Gqd\n", + "uRX0fOC1Jq0m/lrrmwF8Q4A65me/xyqQYt97jDlXubWH83Y8HXJc5C71w5gxa9teUjtnc86NIMer\n", + "OLmqzmseSop/inGV28TaDBd15rKvpN3x3qs9YtabkF/Bn5+oaioqaf295Kr4r+5LvOJKXSXUK7xW\n", + "M3N9RM64DB9vt4+iV7MkniskVhKOlC1QLutXKJ+yXtVUPFad55CpKncLzEky7z1H5Azf30rORfay\n", + "7l78fn6Wx484u8uVu/KcVpz1VPus85jTc4V8+jcBXF7zGwNdbu3P0TEzY5tcYn8+r4xXOWi5SvYd\n", + "l3Bn8xwu8tGv/OlJlb9nZjLF33+mH4lENomxdrknTsxRPlFtl8gxX7Fl7bhbZ9TO3Jijx1x7Dbns\n", + "8/MFsR0mrZ2qBkZ+njN6/Mycwx1mPLF5c86ibkPkN71RJwnN2K7Oci7f4BJekfVn0MddqjnEet2B\n", + "9J+Jv0RZZyDMeuxrpNZEmlz2ey6Z0tse6ZmxOKNL9thvekF7Z8Tp29WQi3pAvjPuuf5pAZ9ZzHkl\n", + "pB+Iv/c9TUIbmuVwhos/v2DOxd/FnbXws8gLvcvPWnH23ktdZ0iyhBoR928GeL6S7zN5zzwQP+oV\n", + "3lPVEENUiQHCvULiL8mvxL8zpBboy73gTh5Tvx65i/YSPwkq/cxKyOkRyHWp1t3G35Zf0WV41E4U\n", + "W5G1TlHPcwEX1MxVUDdrx1k8z028PWrvs2feUIw6v4uziif+c+spxWL1M+1XxH8j6MFO4CPu+YwR\n", + "7ywEHfzOVZ3HKnjeWvvcrFtBPdIJPuseroi/S26ev4qLnJHQu+pPvFYz2ft6Rc64hEv/mfwPUXNB\n", + "rkDaU97Bpa8iZ6x6fGZS1fpdMlf1JF6HYGWN5zyvPiQq+7ze8Rrq9Oh30Dxi3lvhc6q456fw2X29\n", + "p4LaMzSrei09D8SOZvs9Xy+Yz1nsuWPGnRkfsuqk+AuPaz1ldYj5Zm7ENjkHsR/1y9xBvpJ9Z97T\n", + "8Oda5Stc+hOvy5lV/REvPRnii1gC8VUeyEsKtUf6tSbm/RuJHPkeb+Ll69zP9aJf3xx4x1ta7M17\n", + "madv1g7Ie01FmRt3PMLFtMspuZjRc6u5I76ZQa2TfQH9mznO0YyWy34HmWVP3yqfsar2VhBl9jmL\n", + "PXV+nveRB+L8Pfnqb837L6LT2mthSnIK9CDngf+8e0WX4sZZX3/XPGK3MEV8nOdSrvzce43VbT5K\n", + "X0BtSr/W+pnzlHceJfwIfIo9dcqxZu/0uEkyILCiv+s9QI75eXiR9U7OdIGdfKCJ8Q2877UmzEb1\n", + "t+u9/v0fbPJmdZtezRuCeQR31XoKpsnpEVUdEis2MWPGi5rNfaznHl798KdefKNgSG6HbxxQy/OG\n", + "Ea96PLbsPwA5FlVekJ/nDNEG4q81udyI+JBcatgvaWe4XHMuMebmfEDmdA/uIti7qOds4g7xFR/6\n", + "2E9v8HO5H9Kad6GuiifM4Gfp58/Uj9+mr3UX78ivQNSnsFv86Re2/1O8AkEdIK687sJFdhcb0rvZ\n", + "e6wQY9Z9/8k26wDd8cOfaP8nvcGdP/JF7f8wNxT70Cfac2w8/aJW2/jwF7f6Qd+3mo988c/Ofq3V\n", + "O9djX9Jy8/4r4syrfOST7f94N1zYKqrehFnVvprpSHj02F/rsZe4eJyc1/s+Y5v4eJ0+/CXt32Dw\n", + "kS/9uYnHS8acFXle4s+FPaLmdSt6/eAo11lJ4CD7daeq7ibaeczSI7Gje9zCnLlgky/OdYmtcCE9\n", + "wmU16zPneN1RbQruUc1ZzOPVmbfc52Nf9TNzLY5qyTO3x77iZ4+xXidns3/JRfj1QuLIY0XPNfmb\n", + "9UMcfT/Xq/4m/O/U31Nv8u99naideYvfDLMfAQno4cyWQ1TLvEHdUb3nEduMO0c50IwqLpRDolcx\n", + "PRK7hy7PRfwIP+/o7H63Ju8p147k1/cu/T1v746n9Pe7W2+vN+nO2Udk3xEbQT9jiPjpfhHzd88r\n", + "qF+Jvwu8QNhd7h1ygm8OVHXUupy7pE9M8ku8tsDnIawPBREWZ/kup1bnOY9XOXo3MeSzyFUgvr6e\n", + "jDlz7Yy4ZI8YYrjpYc0+8XyBi7oL7IyNOZw978D8qsdi2bciBReqWkF+c9YQ1qPYar9knIVYcydi\n", + "OxFe4NLsSM59tp/lOcfF/iyv56Bz9Mjz5U7kVvfMuO8lwCKlPYXdc0cgxbCK7zAhP6KqoZdcXyPE\n", + "xMaa/a7vk+2eB+iO94p/50z8kfwF8/ks2J13EeQccV1R9SYu+rt9E7MzNue1fRe2Ip4oTu2SSuYb\n", + "V8XfJbKiPNPImqt9cCbQvaaIi9lfzJjzI34zY/Zm3smdb+Gh93TJrXDZTCSaqkE6k6Mc+FlX6m/F\n", + "73oUZ1/VVni9c1arPc/T44+BZk7xR2hXYryKe67vh1xq/2S86y6x8/oS9fk69ptzyXtNE36Jf5f/\n", + "EUMyN3VJzmGf8STrboS7be54QNY7Z3lRzUG2Re6doxyc9U+BHqRYsy6leBG/h6Mz8g4eqyRbuEhX\n", + "ediIv8MdbM6t9PlFXCDhXlOJ+WWszwX9CNVVsu9Ql0yxHpKOzPPOtQs9MaDePxUA5KGUfcclf8A7\n", + "//3d/6qnwAV7xdW6ikq2u9iOmNd57qzfa+d+CPVZzyVOxBrRFIih733GXRwIcI+Ps6rzO1brEKfH\n", + "8f4qfxVJLuf0s4awesxzrP1+QO+uf9wRqfaz+976Ehdl8Lzmu6TfA/dY4c+NteRVd9GeeyG17In5\n", + "nhh08TU5R9aJdbG1fYULcXKUm5iQL+8Ye8i85zzPuqqrZN/RHSXg/lyQ8v76mPQvxd/6WRP3WQ7x\n", + "Svad3Xm3MsRqSdGD2CP3G9HPfTUzSMHvwmb5lDnPVznh/Q+hmu1UPRVV7Vl/P2Mh7rCpreL0O1F7\n", + "L3N+kbtM3i1YPb9TmDHkdEWKeVL13MLRHGT29STl+RayP2dnPmsyV5GfKDjjpY3IuthaXOK2kfsV\n", + "o3Yzy2MPYCn+A6S/iz+xdi547V1w9ur8i+f4ne7B5RlWcUfymrGzuQ4CXOWSK7XUJFOEjVX8JoZk\n", + "z3NMvq/MnwJvUu2QX9bYeSVWO8XcCZkuaw7Yzc15Vxm9SHmK+gr/WfYK6lKuATHnGwWIqmK9/0Dc\n", + "yVX5oz7HP+pfQR33glV8BfXeI6H2mhVHAk7c66p8letIjjNmbPpSqr12lRt7l2FR1WZuVzdit1BJ\n", + "8AarRXo95rUp/R5Lqk8HVHBm4mILLrjQZ4w4OcW8vsJnnNWe4eIMZ3lxlAOfswJhVT3iqkfliHkN\n", + "VPsdJvVIPjEJqO8hJVV43msy7rmeNynPe045H7kZk/SOuPfPvMUyT6zT5lSy7+iOKee+P5T+RvY6\n", + "RzmhnEt+RUr3rbh0J126op7zroK4PYSUurM8NfM5PIBqtlP1ONyBen9ts5+aW1j1zrhJ9IaovwVm\n", + "b+YXdZfwO1VUPU5VM3r1UXIX0Qr/eX1+Pt+RbFLrAo+IsnfIXcl7DWd6HeuHkOfdwkNnSexvYdXP\n", + "fiv+YHvE8Eh6Fe81Y63H2WexB2HnM3tDiL9i9Pqa/a14v1PVwqquEmHPV1CHuILPOOKox+ev8H7n\n", + "1poKr93I9iJ+L5t5CPeIbyS8wsTcQaSPch1+id0KrwUT7inQFtuw6LsK84/w+o2UF7XCa1L0E6+F\n", + "zc/SDxnunw5o9YjmmbgjuhkT7Kt+amDzi+4aLv39nlGfcN8qdwR9Z1S1U6obmZv5EGbv8b4rdX2d\n", + "dWA5ZLnKlXkYZ2327bHXf7A9Nl77UJNA44NPm+xc4AMfaRLc4GezgTh3WjLE2GUdsU6yZlW3YZxT\n", + "yb84mkEOwdUjOY+B770uUR21rFd4jaTR4w7xVR6y7gw9Bz362Qisz8y7ZWyFi70e/WP+kk/yxEp5\n", + "H7Gs8xz7pBJzQNA3MaSX+CfbmYb/crmzOBJ2iAl9Cv5K9ivozRlnlHcyNpJd9J9x9lp4rZ/F3wH3\n", + "WEU103GJPENSx7rqR/w877EK8iuqHqfqceYdhqCqh3uzp7aCc46o+kTPXZHnO5nzE6vxvxlfUfY7\n", + "NqukqmkxfoY8xfUMl044qqtizlEOfIZzlIOPfvkxu/o426XbBRtWfeKoD7zmMXgu/iaoS6wOGfWc\n", + "BM7rkLpe12L0rKjm5t5jO0z8iR31+P2q/Vk8oW5VK7n0mntwcQXPea2TOe93KfYax+uvUIl2zlnN\n", + "pjf7PX4vu1lIva9XVDJvnOVL2W/M325vUn0Zn1/lG5WQw9U6h1rEHEknzz5B0FdsJL/BfsaGjFOP\n", + "kCLqkkDtVaM9dfTxmNDveJ5zUvjzvpxdwYwrVH1TeAdef0b2wswNcead5wm/oG4wZRt8XuYGU4ob\n", + "V+KZ38SbvHI3ZHQjzQj6IAX+jKrP5/mdS8addvcaIJf3ojMq4Yc8zyFXzRUSV18DMfVmrKo7wusr\n", + "qlqPJd4rXGozJ/Qa0KdHXg/21PkM4quZjos64n7ll/JNcS9yjkt+BXJ/hp5LX9u73T3+yXZnwwUf\n", + "+csaz53SJB2Jlfy6tF8RePqAnoyvKO9kcLfVPM875Fevx5TKoldMcWvrPMv3OTdJcdWe+Bk+Y4XP\n", + "9jOO8o7XVlQ9Z3gf7/IuiTP87E3OZbmS4Xu5MrPlpmhTN3qq3yTvUHc3dgfgLveIv3BxPcpJRH3/\n", + "UKoznPIOX3GM9zmzP8Q6oW5V+/E/+rP9scorpvxVsj9Rze4df5dVYqv8rLF81hCT5HncUY4a1rnP\n", + "euGxV560fZP+l9/2XLKF1/v69YAzhcc5F/H0GDVVn0P+qO6s39cwBXjgOSfrzqj65n6I9KZGMWoR\n", + "bYv1Oo9XZG+yyFcyXuZcshPJc+4zZrP8z9mtxB+RhsyvyL6rILBHZL3Lb84hB4j4CmSaXhfsPrMJ\n", + "uWQVOddacoyosyeWkLulVnWTcR+H59bvO+roLWcUbOS5PS7zZyDIVQ6sZs5ve0nlRvT9GwADelXL\n", + "DGZO+SVntaKLqcUzf4khsC6x7LV2YX9M5jcEQrR36A4D3Y87VlTimOz6xjn+c+vO0XlVLs+ixuPk\n", + "RMpw1vCcV/eQRL72RS1X0CUzZt4Csn6E7kXtvJP1cg/JG9JbxVZIREE/r/7BL2y9jfzZ9XupZN+Z\n", + "ch9C36W+PT/dETl1kD5fswfkyPM3055DJbR6rHKO4pJj1qK/Jm3fpcf6yANxl7wS6gY5BxB1ZB30\n", + "HHPmlClhtQnzOLva5+wKP0977sQ+a4BcUtX+nuFyyh60bxJWCv9g2VfEN/L92WLcoTpb+xT9xOsr\n", + "mOtsauJ12NWbuFakEK+oeh8bBDdjvnd6/RD8j39lE2Njyv9Bv+DMW0lhZ1bGvO4qnOGQeyH+Q96R\n", + "UtEFvMhJIKsacmLGRx9x+sDjWZN7j2XuXV/Q5FbS/+QHpzBSI3Fc9YNqqrhAUqscULOq7TI5JJa7\n", + "cJ+jPuL0VjXUVXFBv8Ms4H4lLVfN2GD9c6bnGi6/s37ElzWjzuMV2d9l2vPjLOJer78v77UlLvHg\n", + "0l3FPD7muOw71Ltcr0CunarOyfne6wK7ws/JHuJVbtYUgu0g0vS7XCvWa5qoSqZZ61HfNFBMH//X\n", + "WjGEG/kmRhw873jdFFz7mL+jv38vqrkeq3B5npLdxFt/Wg5WIr4R9QYSLJb1tvf56tmcN2p9pst6\n", + "X9vdFZOUzpxxJUeedaKcxI27IJi+r6T9VvhN7EBc4u+Szb085iLqYgncGahZkfWcU/1iO0Gfnyk8\n", + "zlz2XQiLuKOYmAJZ5Pv9xh6RFlNGGwiyCz9i3aXU+u7BzxJlzRBirXXXXjtiiLFkSY/zXm3NnrVD\n", + "HZImJKX8lnrE3/MVXoMQbnKF7EP/GfbxXPw3qffnNl4L7o+Ic3/k0NdVHrS/h+p5sdbzy5zXCMkN\n", + "e4kwr1eXntFHbdJn2XMoUc2gmoGMJ+Q1Y8pTSFQXqahPlON8an2/mx3M83Xe2PfX/eRe1EN/Lbyn\n", + "5XeSWGEzSqqeiqq3Me9g+00sBHMn/q2Onk1vsKrJeOIzrpD9/TW3eNZ+7MuP8fqKj33lz83ZFbyu\n", + "qq3yLrkVlWQK8v3fwMQ/80f4POdKbRUvawvph54Lma7OSui5StWrdT/rj7X4AT7HqWaKl1xCnZTG\n", + "qqbChfNWdI7OY5bWivtspHIVdxSfvNz2g3e+s/UOiHkPM7ssNny9ZIik1ruzB4pnH7Wcn1AnafT5\n", + "xNnP2LhHxvpzfKXVFvjz7xS/pO7ol9dJbInv5LftFV/1ZnyKMow5Xud5ZqhmrltcEjrr7C567Lkx\n", + "Uz3sd9CfMyyG8M78iqLnqM9rRJffA/zn5SsQXPZI8mTMQdSdlHBiEt+Mg/f0vJ2FGINikkjJsNcg\n", + "x12Ux7wUb5B8s6Z21YOsb+Kc0+Be7D2XUNsleNT1NYJLzITXa4GfSedn1ZPNzDPG/DI36DJ9A3wj\n", + "ABFF+JDvq9D/UBBSp8pXMYdcSn9S9Tp8vHsFYiy8L+9HDXLqtQ51Xg9VjnU1I3tXNawr9Bz5SLoe\n", + "ed4eq0BeOR9xn8LKGUOwATGdjP6c4bMOyXnB8twBkuZITqHKC8SvygnyU6CHmAliOn91zryD9c7/\n", + "k9/IWewT5FSi3UV03IsY5xEH4t4Dinl/xkExzvVzsk4ww1nFnZyT6HzuUOGvacWqn3j1mjtd4Nqc\n", + "TUyzh9j5rES5FGNAjCvZY7ZA3ATi5PDO6O5no7+s9QnuWZwjXAzzHPYPgVkrVnVTnCTY+dreIN45\n", + "F5iv/wY15+Nf8XP1WeP1XcE8f86b51O85o6+MXDE5rkUffMcY752wmZV7OqDzKfU3gsiXOUqqHeq\n", + "fO6/8Ksexse/us064GN/tL0+Da2/8I+1noAcdPGXeOqxv0s/SKlGXldQKxBIz6/w2uxj7/dw2c26\n", + "I14egi9c+MFrOY+zfH0Fn5X0miHnXlv1EutU9SO2oYo1NrL/ria9wmN2nks2bIS34Tkn67J2lcv4\n", + "ZIjwpg5BHjWKd4kea8R51sVekkq90N5rN4yaVUxzztj0LnqO8twv42L2jI/Mr5CcSqjZI9iTdga4\n", + "wAvJM2vyLtbkoMpxDqKcSH716HVIsdYbSS9Iked8jwmkfyf/yPIKk+YlrU733dQT87qCSvadqgck\n", + "5lXcSZH3d9RF5pMjcb8i9I8p/eCCKla5qjapZN+pehxEdwV1G1k28fS44zVXqGasqPqTy7XtOSLy\n", + "euR5u+QnSH/vKWRdzPmfbPMWdPn1uzSqWUdUcysQZEdxhDRZCTkgnlXOqc51qGPebq4J45TGEMkj\n", + "mIew+l5iwr6qOaKqJeY5nXFWl/mjultBwFY5Xs8Vq37iVc8GxKuIdQEbc1YgYymG4DI3zzKuiv8U\n", + "0fwGgM3ys6B/82HMynNWZzr0rKh6jnCZ6xTPa/N8ixk30f5bkPR/4Vf+/AvxH99U6NhZFeXMG9g9\n", + "3wOQWaeqg7P8FfyOV8+9is87m7uq5X4e855K5p3qkwYbTNorXOwr8fda8RLyLNl18U/5vwpiCldq\n", + "qPN17vXoItsF1WLUrng5RB9SfHttnKc965sxyd/sM77C6ngu824+Z9Ts+kZ8Pk+kP+R/0zsk20Ew\n", + "p/Q2NnmLH8KcYt6Oqq6tU3oFckxee2qydu5tnuevoJ4K5BmqGjir8/wpQ5hXuFSXMZvlEu943uX+\n", + "iNk7zjti3qWo3Ym6UYp8gdc5PX8i+JUMO72OGTkr5tKzEe9C9h3vzznOqsbPAv+ous+o6l2qr+Ji\n", + "XMXZP+SbAkdnSFg9v6LLbSH7G4YAr0B0V2xqF4KqfdZ57greP5/bgJo80+nx8fF38t67pD1Hl3qe\n", + "t8eEy74zzxznbmixKbALzs7ZzK8oZLrCZXgTL+4kHkv8j77xIFaSO+fbvR0ksso5OT/3Z1B/RtXr\n", + "eF0X2hGrahzP3wNnVXHhYlux6hdX+hHkKt7fNR33WOGSBxs5jrmJi7/IWZWMOtVMnpOoxB+hqs57\n", + "bFzUKiRfPJdK/KsepzrTkdxL+qf4N/SNANicVVGc6ezOK/IZg1XO51XC+3rBWX6exyq8v+LjX91e\n", + "Z1HU5/P3uUAN+6yvZN/ZiX4S4n7Ekfiz7+KP7CL6iXJnpJT6flUnkM2jHPN8nxz1ipdXwl+I75wx\n", + "xNnXd6PZY83Pe1e5JXa3XX3b+48CsN/8eICeZ0o/6Pn7vBtkftYixRb3uo6J84ajHFiNyzExCanH\n", + "Pd8fT+6RfUcgwKs4stuFN2LsM+79FdSJlVhfIYV6xjUjzvL5id9BINcZhzxX8I4+7+pXcXJdgJH0\n", + "IEX+HlLWEeAp0eSjDmbtQQ1Ucp2iv2P03IufJVz6U/yrWkmki7UL9llO4uh7oO5e8V/N09qF1/dV\n", + "HeJ6BP0rqh4HiXa83/Nz5tgr57UV9LPXc8vXQTAP6PGzMn+FFO8KJDz/7nrPI+BxPvFKhgVivTpr\n", + "nsH8BYj1CgTbZZiY8tXdoBL/FNPMJ2d3YU5K5TxjIffz3WOjrGNOkOet0HPInnvmwBTatlY/6+Te\n", + "+VfhHpXYOqv7iSv9lfQTF9xjBYKGVO8oZm8oepjZsXfCd1LcqGZy9/7cbB7zEafNOa8TLmrVmQhY\n", + "Pq9J9Cc5L9FsBJCZVWyJnVXJp5/lcZG1Z/gs/q1unXEFnofP9pjnqrhDf0VV71yp53Vln/Uu+RWf\n", + "+KM/d4iLvQv8vbyE5DpHon4G4glVjTiqy5xk1PNlzQkvL4T/lSG/vQ5JHvMR575Hihcg2lO2YZxf\n", + "1e1qjaybtTZr7u2u5LXvvzRuxOfzfE/bG8Q5o+OSPMiP/2de4tolOuIdj5tsH8YTq3HZrmIeX+UF\n", + "olvlKlKMvTdzSZffsc5a5YitZqzOmH0m9xWVVGtP3u8ntJdUV3EnJTyhjvPzDn4XPW7EeaD4FGBE\n", + "vc12cT8l+jO+OftpIex2nw0jjzRv6iNXMWu438D/Fn3/2f+ityKlfRVPqprNNweaHLo0uzx7XBLv\n", + "Ik9+BXVXqWYI7ud78L3WPkuxLq+FrDvMXVH1bDBJ5i5+J9Ze57W5T1zSqzxnKI9Ue23Vz145YpmD\n", + "KfCFeOd+Kf52L8FeOQR4iv4j42JdgWwnM99mcEdkk33Gr5C9eY8p5Ai79SKUHltJfY9LxJhjbOp8\n", + "VsPF1VnV5f4sfkSXWb0rKqFt+1v774GzMgbV6+dQt5qRUnwLXfzHu8QrELRE77T3d/OLudDl3GSv\n", + "JMQ/2c0LdBfNkShxN8Rpd9YdMGtF1eNIziTgKeEzdjLvLM8cwWs2Z9t5K6ozgDMyjqSmqFbMd8Tt\n", + "XfGjXs6E7Em89yhf5W7Bz/F5y9mL55xk/2Z+60/RTyrZdyp5fwhd/KdMDokUt8q16jc9xbyzmbNG\n", + "vdYvGUU8X375+zvswefskPguhB+om+e2xynN7U4bMb7AZpbNXtYZWSOQ+KT3tPlVzntc9t/93hZv\n", + "bGLWl9Is5uvs4m95BNhjnsv9qlaQd67k9SgJZk9Mjy6vyDNSOuX5Aj6HWUd5zoDMX8VnVzNd8itS\n", + "uJFwckg68xFrPXrM8TrIGvCzE0kyj4hwx+S6C7GdsyQE+irzrLzDAoQaMraqc6gRKfo7QsqFz6ry\n", + "D2Ej/UP8hcuug0wj/sh/VZtcrUtSRP1+nvM9eWIIZinrBv0rqh7Hz5w9Q3C5OzEXYMXUNyX4gGoW\n", + "+NkeJ0Y/e+py9goX+UruPVblOGdJiPoRKc2iqnMQ6yNc+GHm2gzOQmZFFbsHl3BnyqXVIpUeU03Z\n", + "dxGf6cKaMrs5c9SeobpqluO5XovUFj3MqnIrvOeIVY+LbYXXlv1DdpcUM0Hi7JJfUc50ipmOJCZl\n", + "TiA4LvklMc/5WPxyN91nM9vOuxdmrah6HMmZy3lyNrPKOz5Lr5dknjO19nxFNfMIl1Tnap2TPYme\n", + "f9XnVL+pfkObM+uR8QtCPrF67uW5PO/jX9PiC6q6j351+ze2feYrmXfyHf2kkvdPfE3rHdyaX4r/\n", + "BCGtcsaUdu3pcaJ+R6vx/i6rI9dltImmhDMFlNjmLGfMWAl/p8VV28+03vmOOXc4wPuqmHM173Up\n", + "/trP+40eYlVtSn/Kv9e6NMN8Z34h/LeAJHvslnn0O+rVoyRVNewBee2SbHuxmilUd4bXZS9nVNBz\n", + "VieokUS76CLWiPyKlGzFkH7BLM5DoonNcyXKdu6MD1Zxzk+Q7bl+OmQ4YnOWyfqkyCHMHjskRBxS\n", + "rNkn1Hpd1e9554NPm3QdkP2Oz09hX8VvxoQQia3gGwCgmHpc7qs5xO4FAa1y1Znsp7wWsr6BugX+\n", + "bncF523OVN8Q29U+42es+vLsrK32tyB5Q7BddD0GyPYGZtnH7ze0Gp9xBe7APY6opL7C5VnMnN2v\n", + "OtdjLo9VrMIlnLM9VvU4Vc8tuLCKLqySyhHPvNNrjbOas9zc2/mr+teD6qxKaJ0p4TanM+IuiRWn\n", + "Ys78FUPAlsS8xIWpYiei9m60YI4kv0J3YBZ36nNPzn29mFI4WIk/79hm/dm8HWOWz5UQ6lGvH+es\n", + "KGc+Iv5vsqLquwqivGJTj8QPkd/FCr7wj/18p++rWUPQHT//C/94mzFY1eqxyiv2ia/++UNSzM9w\n", + "qa/E3mu+6I/v57+EGC9BSKucUYk/Mnml32tmn+8lhkP+hYtoj40zd4wZS+kXhfhrjUD7nVZwjvdv\n", + "8iN+harPY7qX/vY8cE/i896jT7Er4q++3hsCLon1/RkuvxXIrsf6v2+cu5pFv6NePUpSVaNez9Or\n", + "OOcQ139D5B3vR4g9VpH9SDPrhJ4q51QzyfWYyfQKl2wXf+0lv8zs0o4QS9pbLMVaNTDFu1HFev04\n", + "1+E+gnuw39Q8fX4es3ZSb+d43us29UGvG4KcQr6KJ7eKv3Cx/tCHX1CJv2qqGYnP9J7qb7872bfD\n", + "xBWQaCFZzJigthJ/r/fYFVxSEVXukKzmb2ZUsm9MMV1RyP4GBNZ6/HzPb+KqbfHyzkbOZM/cXTyY\n", + "uVE//w68aPHd34cPJK9ILqIrMSLueRf+GRtn+zl+HnWgec4qfhXEeIVLvwvxzN8p/rxGGRMuiFP6\n", + "7Gwn6x3ldnc/mLVhnNvlcczqc10q7awlVsvz29zZ5nh+1kRv9vhrSGwD5z+EMYtzNmcVMruhmLOJ\n", + "FSLluIRXAj3/DFxB/wVxQ3Sq2R2blWeJVT/xnYgOgQWfn3z8q37+VPw5ZwW997KbiRBOWt34k2mw\n", + "eVc2ZM+lsUthzo8z9Joh+qy7FLbHS+LPrMUZeZ9kee+T+CTOm5J98fwjNvPtjEkVCz7xNb/w4k4x\n", + "p39TIMSes/VOvvjEn2j/Fg2vqcg8+xT9HSbxFS7tmavEnjrlDsXfPz7Px+mR7L5uEjnlfsgovV0y\n", + "CyGfUn6Q40zJmO+9jztpTZ8ekUOfuWJK7RDiBPHkPO5AvOMz2x6J7PshzpLsV9/bZKxRSTgQ9/0R\n", + "mqU6zfE9vf4329/1avt3cd77Q5s7OTM+xHK+puP5geQSSXWodap6xbyPfNat8k7WCiQYERZVLKl6\n", + "kEzi/uh4vceRX48B51R4HTOQ2pzJWn08/1mP1NpzYI7j8zwGs7bNev+H2/yKpz/aoW4HMzI/9pJu\n", + "iW2X+2AjzUPiXeA99tpH27yPtDsPtF/FHM/zG9yrfdZqT06vA/PoEd6Ta+UllNQhwPluOdLK65BC\n", + "jthTW6FZTz/aBO2IIX/Ucz6yyX25c+4lt6z1qH3/CPeITwEe+xVeJ/go+FkdrOoQ2/5atuemR8Sy\n", + "r+2uVf98Z3fgHwEX/I13z/vffnfZdT70iZZveAxZzJgevd7rfO3zFOvC+cU/W37EnhjPI5nPp830\n", + "MwQi6zHOTLz2StxzK7xWEkaMR78ncYG0eR1ivJPjgfc4Hve15nJm5sWUv8FHP9mEa/CxL/n5ko9/\n", + "6S90qGOv3NHsK3h/Ra9zoRw9Mz7mVPteZ+/+gn8UfIrrqPfZyulvwVOb/cp1ubUZ3is0z9fKs6d2\n", + "9iUt5/8t9P8eTIq7vIboAnfVf0/Uiuz35+t30f30m97nXckPqjixW+jyaPeeQjmeg+cqXFrvoYvu\n", + "hRlZN++AzC3Y1DaYRZx5Kzi3ROLWHo/6jnKrvHNUc6V/vhZDdicjzr+xav1e4LOqWOaOaiqqb6a4\n", + "qLroepxazyO7Hst77fDaAj/zjKrHZ1XcUgs8z3yuVeyL/8QvbOIvIb5TdJvEIr5Ibl9LOk30kVCE\n", + "Vr30J+SqvMf1yD2qWiSUWuJ+1xUINHffUfQ4U3CJDcGdsTEHKRfVmcScVdyRnOtRtQg7Oe1T9v0b\n", + "AaKSfkD8eX0rEEytkW3v8X3m9Rp5DNF1PL+qSbwegT0i+6u8HhFVj/HosgwZQ5w9NmW3QV74WeB5\n", + "alhnXnu/G/OAmoyTI1/1Ojvhd47Ef8Wol7TfI/6+75hYI9eQe487CG21z3rtldOjXgNm0gPEJZG+\n", + "93yfF6Lu+45Jf/VO/ZG493dTK9k31NsFv9X7udoLl+CUYtbEPef5jK3q7wFxr1Cui/8nnz/qeemR\n", + "d5O1py6Zc4YAI/VJir/XaY0IIppHVHXsV+LvdRUIPui5+d7v7SDDmi15dalF0DwG1CarulX8DOp1\n", + "D+/lXkICRSyZMyrxN/n3esfjrLNOe0RuYqImVsLv3wxYiX/P5/zXC+7c1vN5jf2mxvdiCDAg7eBz\n", + "N4z4praYIXndzRj7nrN95q/goo6sOy6VFfpvqNd9Vft3bGi9mRP3dbr4jzn+GgqPs74HBKzaX5lN\n", + "fcVZ/grVDD9/iu0CyZ33aO0xZh6xEcWgqhdH+Sv9sKq72t9fh5R+UM5eF8HcnH81DuRPMfGtcImt\n", + "8k5VV91tg82v8FlHrHo8XnGlJkHkXfI9topr/xJC2kVaEtuY4m37XjMkH+GkV+vZgxgHCH3fj7kd\n", + "q2FGr2s5pJLazd56SvEfPbN33DnvPWOjR/ORST/L70Gdx3yWU52V4l3FEsRdtVoD+epuLsbULRnP\n", + "dwVzck+sWrPXnSSnryeS13tBfpmD7Gae9WrPuoKZVe4K2buaR9xZxcWu16R6CrrqUvYDesGlPGNZ\n", + "J/Gv6siRr5j5IdQu5h7zvcedjPueNezE3WIVCG7G57wQ7sSF/+nHm6gNZmwh/l14lbMfJTgT/woX\n", + "Y2Q49yuRz30Fs3Km8P6su0r/5keTfD3q+Uzxb3u9VsyeMjzeIe+9usOQ+BWV+G/keUjpFY4kvspp\n", + "798McOkkP59XRXuuLr6JBJi5LrUuuR4/g3tXuXuROLFGSLnfFD2LJRvZTy6IP/g5XuN3uAozNaPH\n", + "ENGiLmM3w+wVWZe9uc86k1Xh0i42PRVFr8e63FMb90CgV3uPVXWXGOK0AsF38Xd8Fn/PHa7MfygI\n", + "2Nl+xaruav8ZzGGW7zuVzBqSu5xZxWAjhVaX8TOO+shdYdXj8x5Czs3ZuXfOckd5SFEVLs5nVJ8S\n", + "8Hh15gY79zHhHlXuFlzcq9dqVSOq/BT/jSyHPEuuJZwpsb6fPdHrM1a5GSPfQDCh6pu5iFcguNxd\n", + "EJNAU6d5Ka3Er0B94jUpxlfwWu+HrF3lz+LsE8+zlih73HEppxZZBq9ZxVd4veMiK6oaWNVN2R1x\n", + "f3SIUfsQONPZ5CXFnh+SvIsnWeN9HrecizWxKfhDineMuuxf4bWXxH4RnwyJ1l2mTBexhPtXOccl\n", + "nf1G3MeeGGtE2PMen/kQbZd+kfkk63YSvzgXoUb8E/pduunJ/QqdQ+2q3vO31l2hSz/omwD2jQC9\n", + "bj47xVixFP2k+qi/75Fdgbwj6khw5qvciqyHGYvn1L+xYVTCL5BfzXARFb5n7TGnisGq/ha6rDXZ\n", + "6+vxqDm8Hsig91ArNqJfkH0VfdaQxuqsI7iHU+bHbK/pz49z7fwNmb+VnHdE1W+S7lQSXyG5q+IC\n", + "+WOfM5WTfLBHRqijP+d4jB7w3Aqvr36u3PGZWiMk2vudqfHajBNzPF9R9cBZXvB6ac3dyV3pfzDx\n", + "M+Up/9yJe+UdHa/tjI/yX8bqlzONs/xnhaM7X3n+qlnUXXl+LqiOS/yRRFfSD138i57HxKU6c7pD\n", "xo7wWVe40uOzv/hP/MKz/x9xbPTExUTedQAAAABJRU5ErkJggg==\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" + }, + "metadata": {} } - ], - "source": [ - "Image(filename='assets/logo.png')" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "##### Why we are working on this:\n", - "\n", - "At [Liftopia](http://www.liftopia.com/) we are working on bringing dynamic pricing into the ski industry. We help consumers ski more by offering tickets for purchase in advance at lower prices in exchange for their commitment. We help resorts control their pricing, drive more predictable revenue and grow their businesses. \n", - "\n", - "Since one of our core business channels is pricing and selling lift tickets for our resort partners, our analytics team needs to be able to communicate our pricing plans to our resort partners in a simple, but effective manner. The ski areas we work with often offer tickets on 120 days of the year at upwards of 10 different price points on each day of the season. If you do the math - that can mean trying to communicate 1,200 different prices for one product. Some resorts offer over 10 different products. Now we are at 12,000 data points. Want to see the junior and child ticket pricing too? Now that's 36,000 data points.\n", - "\n", - "In an effort to communicate our pricing plans more effecitvely - we decided to use [Plot.ly](Plot.ly) to help us build web based interactive visualizations we can share with our partners. \n", - "\n", - "To do this we connected one of our pricing tools to a python script that interacts with Plotly's API.This notebook walks through a simplified version of that process. Note - the data used in this example is intended to show how we use Plotly from Excel - if you want to talk to us about our beliefs abour pricing - get in touch! (ostegmaier@liftopia.com) \n", - "\n", - "
\n", - "####Covered in this notebook\n", - "- Connect to an excel workbook with XLWings\n", - "- Clean and prepare your data with pandas\n", - "- Plot with Plotly\n", - "- Building the VBA connection to your python code\n", + "##### Why we are working on this:\n", + "\n", + "At [Liftopia](http://www.liftopia.com/) we are working on bringing dynamic pricing into the ski industry. We help consumers ski more by offering tickets for purchase in advance at lower prices in exchange for their commitment. We help resorts control their pricing, drive more predictable revenue and grow their businesses. \n", + "\n", + "Since one of our core business channels is pricing and selling lift tickets for our resort partners, our analytics team needs to be able to communicate our pricing plans to our resort partners in a simple, but effective manner. The ski areas we work with often offer tickets on 120 days of the year at upwards of 10 different price points on each day of the season. If you do the math - that can mean trying to communicate 1,200 different prices for one product. Some resorts offer over 10 different products. Now we are at 12,000 data points. Want to see the junior and child ticket pricing too? Now that's 36,000 data points.\n", + "\n", + "In an effort to communicate our pricing plans more effecitvely - we decided to use [Plot.ly](Plot.ly) to help us build web based interactive visualizations we can share with our partners. \n", + "\n", + "To do this we connected one of our pricing tools to a python script that interacts with Plotly's API.This notebook walks through a simplified version of that process. Note - the data used in this example is intended to show how we use Plotly from Excel - if you want to talk to us about our beliefs abour pricing - get in touch! (ostegmaier@liftopia.com) \n", + "\n", + "
\n", + "####Covered in this notebook\n", + "- Connect to an excel workbook with XLWings\n", + "- Clean and prepare your data with pandas\n", + "- Plot with Plotly\n", + "- Building the VBA connection to your python code\n", "- Sharing and Collaborating with Plotly\n" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "___________________________\n" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "## Step 1 Connect to your data in Excel using xlwings\n", - "\n", + "## Step 1 Connect to your data in Excel using xlwings\n", + "\n", "To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI)" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 42, + "cell_type": "code", "source": [ - "from IPython.display import IFrame\n", - "#A few imports we will need later\n", - "from xlwings import Workbook, Sheet, Range, Chart\n", - "import pandas as pd\n", - "import numpy as np\n", - "import plotly.plotly as py\n", - "import plotly.tools as tlsM\n", - "from IPython.display import HTML\n", + "from IPython.display import IFrame\n", + "#A few imports we will need later\n", + "from xlwings import Workbook, Sheet, Range, Chart\n", + "import pandas as pd\n", + "import numpy as np\n", + "import plotly.plotly as py\n", + "import plotly.tools as tlsM\n", + "from IPython.display import HTML\n", "from plotly.graph_objs import *" - ] - }, - { - "cell_type": "code", - "execution_count": 43, + ], + "outputs": [], "metadata": { - "collapsed": false - }, - "outputs": [], + "collapsed": true + } + }, + { + "execution_count": 43, + "cell_type": "code", "source": [ - "#workbook connection - When connecting to a file from a VBA macro you use Workbook.call() instead of Workbook()\n", + "#workbook connection - When connecting to a file from a VBA macro you use Workbook.call() instead of Workbook()\n", "wb = Workbook('C:\\Users\\Otto S.OttoS-PC\\Desktop\\Plotly_Post\\Example Workbook.xlsm')" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "
\n", - "Using Excel as a Plotly Dashboard...\n", - "\n", + "
\n", + "Using Excel as a Plotly Dashboard...\n", + "\n", "Ok - so maybe its not so high speed - but its a good fit for our users! Plotly has a ton of great GUI tools to edit the graphs once they're made, but we needed a way to make it easy on our users to get the graphs out of excel and into Plotly so they can edit the graphs there. So we built a \"Dashboard\" with some controls:" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "collapsed": false - }, + "execution_count": 44, + "cell_type": "code", + "source": [ + "Image(filename=\"assets/dashboard.png\", width=\"700\")" + ], "outputs": [ { + "execution_count": 44, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAscAAAFSCAYAAAAetXJDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAERMSURBVHhe7Z3Bi+W2vufrX6qEnEX/IfdUCITb\n", - "8Oi/oGiKWjRZhJdedhf0ZmqRB9kEqmmoxWTRMBCGWwydRTXMZsjkDVncu3iLt7i8f8BjSZYtyT9b\n", - "8pGPSz7+fOFD+li2LOlY9qcUV/fZ2//2oSKEEEIIIYRUVSvHf/79nwAAAAAAmwY5BgAAAABo0HL8\n", - "r//6rwAAAAAAm+fs/r9/rJbgz7//B8Bq4RoGKB/mKSi2fh3Q//z+azmWCuaEGxasHa5hgPJhnoJi\n", - "69cB/c/vP3IMkADXMED5ME9BsfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs\n", - "/Tqg//n9n12O//f/+ffeNm5YsHa4hgHKh3kKiq1fB/Q/v/+zyrES4//xP/9Xbzs3rONy93JX7Xa7\n", - "6vKDXA75cA2fCo/Vm72ZLx1X1Z24L6yNzc/TT++qv7jX9v5d9SDtd+Isfx1I95WneyY/zTyQx+Av\n", - "N4/Cvsdljv7PJsdWjJHjpbmvLncX1eXLi2r38l4ohzngGj4VzA28u2E3N3Tmzkmw6Xn64aqWkYvq\n", - "zadu28PNxZPIyVOz/HUQ3ldq9PexXjmcjhmDEhbp5uj/LHLsijFyvDBqAqrVAb1iwArYseAaPhX6\n", - "DzElEFtdYTs1tjtP1SIJ//fQsvx1IMixQgvy8s/lp5kHyLFHKMbI8bKoVyrMhByYnDALXMOnQjhP\n", - "mDenxGbnKYsjHstfB0P3kaf5oeVp5gFy3CKJMXK8IPqG2P1vNFbAjgfX8KlgbuD+e3H+/4qG9bLZ\n", - "efpEK5Slsvx1gBzL99anuSbn6P/Bcjwkxopw383esI5MT4YDWYb54Bo+FYSHmPCuJqyTzc5T5Nhj\n", - "+esAObZjsOmV4zExVoT7b/aGdVSkn9IM/C/i+eEaPhWkhxjva54K252nXMMuy18HA3LMO8dPwhz9\n", - "nyzHMTFWhMds94Z1RAZWu/RqMisIs8M1fCoIDzFWjk+GLc9Tc+/3r2O1bYuLJctfB8J9pflr9Z5i\n", - "/J9mHmxYjlPEWBEet+Ub1rHQf7ex+NdPsYJwDLiGTwVzAw//bwvz5TTY+jw1guxc2/w9xwsh3Vee\n", - "7gfup5kH8r11rT8cJMtxqhgrwmO3fsOC9cM1DFA+zFNQbP06oP/5/T/4F/KmwA0L1g7XMED5ME9B\n", - "sfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs/Tqg//n913IMAAAAAAAfqzPJ\n", - "mOdGnYiQNef//vv/a/5ECCk1zFOisvXrgP7n9x85JiQhPHQJKT/MU6KCHNL/3CDHhCSEhy4h5Yd5\n", - "SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9ukGNCEsJDl5DywzwlKsgh\n", - "/c/NJDm2/2771H8rGzkmaw8PXULKD/OUqCCH9D83iXJ8X11qKb6v3uyRY7K98NAlpPwwT4kKckj/\n", - "czPxtYpH5JhsMjx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE8NAlpPwwT4kKckj/\n", - "c4McE5IQHrqElB/mKVFBDul/bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5SZRj\n", - "81e5qb/j2GWfKMnIMVl7eOgSUn6Yp0QFOaT/uZm4cnwYyDFZe3joElJ+mKdEBTmk/7lBjglJCA9d\n", - "QsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3Cwmx2dnZwAAAEeF\n", - "EOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzn+/fffAVbLP/78TwAoGCvHhCi52XLo/wwrx5LMzg1y\n", - "DGtHehgDQDkgx8QGOaT/uUGOARKQHsYAUA7IMbFBDul/bpBjgASkhzEAlANyTGyQQ/qfG+QYIAHp\n", - "YQwA5YAcExvkkP7npkA5/lhdn6ub3L66FctTmKOOkNtqr2++ts5jnANKRXoYp/Fb9d0X5qF99sX3\n", - "1d/EfQAgF+SY2CCH9D83yXL8cHNR7Xa7lssP8n4SvhxbyfTZ39ryqdIp7X+ouNrjfEzb5pRj9zxz\n", - "tBuOjf8gNsL7zY/uNsNPX9ffnyvBP35bf5/fVj85+/zt1VfV2dc/t5/noHfeA9H1ONd+2PZDOUaf\n", - "AVzsNUsIckj/c5Mmx5/eVX/Zv6sems9GlK+qO3efEWQ5DiXTSuhUQZT2P1Qypxx36DkU9ljD+bUd\n", - "n5w64Zj4D+JhOe6h5DiQ1pJFUcnxl69+az/rts4gyMgxHBvkmNggh/Q/N4e9VqFkeXdRvfkklAmM\n", - "y/Hv1cfrc31TM5IoCWK42nxeXX9U233J1JxfVx+9Ouyf7TFOfXpfu82tT5LTsEza126zuOd0afY7\n", - "P6/O9X4jdd7unfrOOpH+eK2PPb++9c6pfsC43fufe+dtyvz22bKhNm8b/0EcWTluJNCIpTPeX3/f\n", - "vWLR0Imo8/qFxhVSVfZV9d2vP1fftOXqs3xeza/fV1+2+yaKfE0ox//405yzO36snWGfVRvD/cP6\n", - "AebBXl+EIIf0PzeHyfGHqxlXjmNyPLTSHAqyI5TBNr/+urwRzm7FVj5uvCz22UrqSF21nN+O9V0J\n", - "cCvwQpkel2Yc2s+2rqFxG2qfLUeOJfwHcZoca5JWjhuBdLb5K7ZWMDsh9svD89ZC65xT75v4ykVP\n", - "jrVk2/NG2qn39WXZ28/rM8C8qHufghDkkP7n5gA5fqze7HfVX24ehTKZcTm2nwdkVxDZ+EpzuK05\n", - "RyOaRgolCbTHuQxJePDZyun+tquvabu/eqtojtXtcccjPIeP1257viF5Hto/qX0Q4j+IZ5ZjUSrV\n", - "iq0vpf753HLhvC4j0hoSyrGu17Y/1k5dLo8LcgzHxt6zCUEO6X9uJsvx3ctdtXPeP04h/gt5rqj6\n", - "ktdb9VV4wiwJ5ZgoNmWtVLpIdQ2VBZ+bNkmMy3F3bPeKRNhulwPleFL7IMR/EM8sx8Iv7fnnGJLj\n", - "blt4XrOi637P6XLsHee2PdrOmkaQ1bGuZCPHcGzsNUsIckj/czNJjg8RY0XstQofWTqllWMjdX0p\n", - "FLdZOWze8/Vku0Wqa6gs3s5hmmMFsd1roTV1+v3MXDme1D4I8R/EM8vx3CvHocRmrBx7RNsZbu/a\n", - "jBzDsdH39xpCkEP6n5tEOTavUhwixoosOQ5eiYhK4MA+3bZwXxfpuKGy8HOsXy7NsW2faqzsOnUY\n", - "ObZttfUfKMfJ4z40NtvGfxDPIMfeNlOfe5y/T1PuSGhYx5gc67I55Djazv6+nhyL+wHMA3JMbJBD\n", - "+p+bNDnWv4DX/R3HLS/v5f0D8uS4xhNH4Vi3XMuiUEeNXYn1pNRDPk4uk/a1fXMZqStoh5FZ9xi/\n", - "vv1erf4eKsf9+vxz2eORYwn/QWxl1cWIa4ocy68emJXWtj7vGCua7j6+7IbnNUJs+PLV9/Vxc8ix\n", - "YqSdWsqdMnccBl63AJgLe90RghzS/9wc8At50/Hl+Anh1QI4EOlhvBz+KiwA9EGOiQ1ySP9zsyk5\n", - "tiuz/AIaTEV6GC8HcgwQAzkmNsgh/c/NduS4ffVCes0BYBzpYbwcc8lx8EpEAK87wJqx1zEhyCH9\n", - "z822XqsAOBDpYQwA5YAcExvkkP7n5kyJ6xJIwgGwFqSHMQCUg5Vj9WAEAMiBlWOABKSHMQCUAyvH\n", - "xEbJzZZD/2dYOZZkdm6QY1g70sMYAMoBOSY2yCH9zw1yDJCA9DAGgHJAjokNckj/c4McAyQgPYwB\n", - "oByQY2KDHNL/3CDHAAlID2MAKAfkmNggh/Q/NwXKsfTPMk9ljjqWpPlnnQf/WetUYv80t2JtY1MG\n", - "0sMYCkX6J7vh5EGOiQ1ySP9zkyzHDzcX1W63a7iq7oR9hvDl2AqcT/ev1k2VN2n/XAG0x7ucV9cf\n", - "pX3nIFGO23/IREK1L5TjY4zNNgkfxD99bcfd8m31U7DPnOjzLSp85h8eUX0T//ERJaCq306blm/j\n", - "AINyPL1Pc3DItVLMWK4IO76EIIf0PzeJcnxfXe7fVQ/N57uXtSC/vA/2GUaW41DgrCBPlbeZBfB2\n", - "r9vSO1aL6QH1JZEoxw4fr891O8+vx1blZx6bDRM+iJW8uP+i3N9efVWP6XEFeVmMSH75Rd0vQdJU\n", - "/7/5utAV2ogcL92n079WygA5JjbIIf3PzUGvVehVZEeWY4zLcSh6krzZYyx2Fdfu66AF063D/tld\n", - "+R2S0X7bRJoV3PPra3//VqwNnbiaes+vb732dqvlXXuu91J5H1mOpX479MYmPM7ijpU0ftsjfBCH\n", - "wmP/aWazIqn+/FX13atmJbIVoW7l0t9u6jv7+uemrm5fe46hcqkuW+atjgbCaATNHlu39VdnX42t\n", - "o+mLW/7r99WX6nxBnX4b3ePHztOg67T7uW1PqMc7thn3ETme0qfBduntTh3hZ4dDrpXe9z3UjqZP\n", - "dnso3fHv+XSw/SQEOaT/uTlAju+ry92u2t88CmUyeXIc7h/K2pjsmW09kWwk1hfLbvvZ/tbfHuK8\n", - "3tAKrNrWyvZQH+w5wz505aa+/hiFxOVY+py2z60W9LAcOXbpCY8nR1bkfFEJhUeLixUx/b/0nf0D\n", - "2ZLEs1dXe7yVQFOmcaVP1+23rU9XR9hXfS517gQ5doUs7H9HPV5OPd64ROsx5V37mrF36uuY2qex\n", - "drmfwzb4hOeafq2Yfbw+Nu0Ix9RrY9L3fDroe3cNIcgh/c9Nuhx/uOreOZ7wSoViXI7t5wHZFUQ2\n", - "vtIcbmvO0cirkT9B9sJz9d7xbeqz23srzx3+Ofzzq3LbB0+GnfLBNjbMJse2L+4PBM04jK1cb43w\n", - "QRwKj5aUVpyMzHhyGsiuQe3nS5I9JhQxT4JE6XHr6iSwLe/JcVDew6nDE3fnPAlyPNiGMbz+pfQl\n", - "GIvB80zvk0fvXOY7G3pNwzL5WrH72LH02uqg2zNyTSV9z6eDvU8TghzS/9wc/lrFhF/Ki/9CniuB\n", - "vryJEuhJbIIA1nSy2ZRJYju4cmzbPCKUNeYcLnE5Nn14Qjm2fRZAjjvCB7GWF3e8PDkShKcRFe8Y\n", - "TSc3nRD1hTAuS+4xCWLqtEde8XTrcPrj1hPU6bUxpQ0O+oeBdkwUtn+RetSfw7EYPM/0Pg23q0Gf\n", - "P2hfwORrxR7jft9SfxKuqfj3fDrY/hOCHNL/3Bwkx39+elftdxfV209CmUDstQofWd5cCfRXXRME\n", - "UGEl8Pxci60vlZahtsXl2G/TilaOhfGFPuGDWMnLsGwMybGw+udi9xH29WRJrEud00rRFDGV5Sys\n", - "Q0tifX6v30GdXhuntEELptMfr3+ReqSxGOzrxD6NtkvRjLl+Xzhog8Pka6XGG8uwHRbxOhhi6Hs+\n", - "HfT9vYYQ5JD+5yZNjpUMO69SzLNyHAqoJRS6UBz7wtcXyTEpDPcNaCW6E9V0OQ5kuPfZSmg4BmEf\n", - "55LjlLEJ2xJi9x8Zsw0QPoinC48Rs+FjFM0+6n/Tt5JpkMTT3Sf+Gkb9OUEYB7fbOlwZCyRUaqNX\n", - "75C0BvKn62k/x+oxY92O65S+xvo02i63v6Ze9/twUftlyXHYR/VZt9Gcd/yasgjjeGKYeztyTJBD\n", - "+r+UHP/9sXq7t3/HsSJ91ViRJ8c1VkZbgmPdci2YQh01Vih98ZXoZNbDyrD4WoV/zH6vJDuQ4/N9\n", - "tdftavZpX1uw5fPLcdrYSP215cixInwQHyI8rUS54xxInP3f+OOypDDnGKrHL6+Frid9zrGi1IUy\n", - "JQigJ6lhGwUZC/Z30cc27fny1fd121PluKaVXEV9nPosnufAPknt0mPYibJpg/M6g8Mh10rv+/b6\n", - "6J6n6UNbVmPbr9vobBe/59PB9pMQ5JD+5+aw1yom4svxE/JkrxD05RfWhfQwBoByQI6JDXJI/3Oz\n", - "KTk2q7Huiu1SIMdrR3oYA0A5IMfEBjmk/7nZjhy3rxcEr2QsAnK8dqSHMQCUA3JMbJBD+p+bbb1W\n", - "AXAg0sMYAMoBOSY2yCH9z81icmxvXAAAAMeCEOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzkmZM1R\n", - "k4UQUnaYp0Rl69cB/Z9h5ViS2blBjsnaw0OXkPLDPCUqyCH9zw1yTEhCeOgSUn6Yp0QFOaT/uUGO\n", - "CUkID11Cyg/zlKggh/Q/N8gxIQnhoUtI+WGeEhXkkP7nBjkmJCE8dAkpP8xTooIc0v/cTJbju5e7\n", - "arfbVfubR7FcAjkmaw8PXULKD/OUqCCH9D830+T4w1W1219Vl3vkmGwrPHQJKT/MU6KCHNL/3EyQ\n", - "48fqbS3Flx/Mf5FjsqXw0CWk/DBPiQpySP9zkyzHDzcX1e7lff1n5JhsLzx0CSk/zFOighzS/9yk\n", - "yfGnd9V+d1Xd6c/IMdleeOgSUn6Yp0QFOaT/uUmQY/s6hf8ZOSZbCg9dQsoP85SoIIf0PzcJcnxf\n", - "Xe7M31DRY/+uehCP8UGOydrDQ5eQ8sM8JSrIIf3PzYRfyLOwcky2Fx66hJQf5ilRQQ7pf26QY0IS\n", - "wkOXkPLDPCUqyCH9z80Bcjwd5JisPTx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE\n", - "8NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/bhaT47OzMwAAAICjs+UgxzPIsRLXJZAuXgAA\n", - "AIC5UYIEcCiLrRz//vvvAAAAAEfDyvGWo+Ruy5mj/8gxAAAAnATIMXKMHAMAAAA0IMfIMXIMAAAA\n", - "0IAcI8fIMQAAABTGbbVXknp+XX0Uy48Hcowcb0iOm4l2tq9uxXJL6n4lskTbP1bX5+451jxekM7T\n", - "PahgjHA+wvop8zu93as2nVfXH+Xy2bnd1+c7q86vZ1wY+3hdnav72P5WLm9AjpHjBeX4sXq731W7\n", - "ncPLe2E/GV+OrZD57G/9C9wnVeKOJXs5Nzx7rNBHO9m1tCwhqsjxPBxyDceY4aFqr6eG7sHUtPdo\n", - "chxrezcH/H1m6PNRyW1f7DqZWn9sf+l7Ln2Mj0QwF3yOKYkzjLfU9ogQjuJJpW1fcL9qZHaue4Qv\n", - "4905/XGZPlYpkm/HbMtBjheW48sPUlkcWY7thBiYrEWRd8P7eH1uJmxwg7PbZ/3pepS8foDlGNdw\n", - "5nfj/aCltqn6bF0lyfGZc71n9vno5LYvdp1MrT+2P3Issex9Nm+8pWdFu+3A+WuPb+9N4r1CtXmu\n", - "HxrC69DWb8ia/wkr0vY8Ww5yfBJyHNy8mol7fn3t7CdMouCna/lhY851fn3rTU5PYOxPzC7iw0Uq\n", - "t32xDN1c+n3ut7XfR/NTcoO9WXqrAO5xzrmDPg3fjILPwlh0Y2X3tbh9Fdpw0kSuYbVt8DuQvtdw\n", - "bGsGHiyDY2zPF/wAZmjaW9d57ZzbmwfR8wyVj7U9OPb8vJmzw9f84Li194X+XHbHc0qfxPk1eGzN\n", - "DPPev06E/g/WPdae4Fhvu3SOkXER77+RYwqnNzdbIt+jcD9sx3awbOJ4e/SvF4M93h5n9ht9rjlI\n", - "q6322tfHiPeO8TaPzp2mvm68m7pS5n/sO+k9//rYY7cc5HhhOe5eq7io3n6S9pM5RI7V526yh5Oo\n", - "qcN9WIk3pm6imbqCc7cPgqEHlWVsEtttdh/5xufdjNS23iQPzhHcYD5e7029g8c151Xl7biE7Y59\n", - "tgz1rdvP9Ccsl/t+eoTjI1zDQ9/B0PcqfhexcXew14WiPbclMg+Sv9/0cp+mvG7X7Zgcjo1b2z/n\n", - "Om/6ZOqa2KfB78FF6tfQeaRrP3Kd9OqP1S21x6U53vv+w2P6dXjj4ozr8P135DosEFmOI2PdjMPg\n", - "dTpUFv08MnaipBrMMfactu1D89lloMx+z/W1Yn5gdq/fSJsjc8fsK9QXm/+x70Tcp48ew5otBzle\n", - "TI59Hm4uakG+qu6EMolxObaf/ZvS6A0+mJwdA5PNqcubuLqebuKZm6g06cJ6a4Q2yDdhf39747P7\n", - "Dj6A7P7eONTY8RmSY3ffGv9GFfZD6FdNr229c9Y07evavyUi13Cwf/+aqz+H36v0XUwdd7u/pT1H\n", - "ZB7EzhNth3wddTTl+vzu2I0fJ7ax7UP/2El9GvweXIT2NcelzfvYdRLUH617fLy6+iWaY1K/a3dc\n", - "ot9/2YjfT2ysdbn9nmyZ+z0NlIXf0ZSxa7Z7+zb4fYjMZ+c4aV+LrbOrtynLmjvS+Zox0dvsNarG\n", - "Z+r179TVjncf3baaLQc5fiI5/vPv99XlLv01i/gv5DmTWpqYwYSwE6Z/Yw4nTuQm0pzLTDx3Atv6\n", - "LP0J2Z+0NcLk7hi5KWj620xbLc323vjY47ox9I9zy8JzSO0Qbm72Ziiwhofj/ESu4Zrh72Dge5W+\n", - "i0PH3V4jNeZajMyD2Hmi7ZCuI5em3J6/nSf2fwt3xw2Om+1T24f+OSf1qXcuqe39c0yb97HrxK8/\n", - "XndsnIW5Gx4TGxfp/pswliUjjWt0rMeeDWNlU8fbntvdV5Bje62aYyLz2TlOviaCsvB6Smjz4Nxx\n", - "x9BuC8eo3cef/2lzKxhfAdMm5HjLeTo5/vSu2k94tSL2WoWHdHMOJoQ4iYT9ojcRe64W6eaiECak\n", - "cBOw7Rp6YLQ3uGv35mrLhye919/e+NjjTNvDNvg3zfAc/XOKfRBveFtm/Boe/w76+5lxTbvGkmmO\n", - "NddJZB7EzhNtx/C165W35+/23+t2mONGx81e90Id9pyT+uTgfw9uWdp3Is4ZTeReF9YfrVtoj0f/\n", - "e045h4d0/50wliUifr+xsR57Now+NyaOt0tbb/j92jrteSLz2TtWuiaCsvB8E9ocjq3cjqb9kfkf\n", - "/U6CY/0x6lD7K7Yc5HghOb576Yvw3ctdtdu/qx6cfcaYW47bfdrJVtep/xxOnPGbiJl40g2lT3/S\n", - "h3XHJ62d/IaBG0hzvGpbe5PwbhrB+LV1Sn2y+9rPYRtj42oJztnD1hP26VQZH4+x72D4ex25xgbH\n", - "vcOrt8bUZR8qTT0D8yB+nng7+m13aa4P97ryBMPUO3rt9q7N8Fqe1qex78Fl8DtJmvexcQuPjdc9\n", - "Ps7h8YqBcwy1Sbz/xvpRNua6Cr/f8bH2r0WfsbLJ4x1gvl+/rbb93XfS/56Hr4ux8w+Vjbd5eO70\n", - "22VoxsTdLsz//vH96z/WNoWpEznecpZbOf5w5fwy3jQxVswux+5+GntTGLgxDd5EbFtcIu1S2Pq8\n", - "Nowc2+Kcb+gG0tZhPzcIKzm2HvNLDnKf9nu179D4+J/bm7BDd5MeGytbj3RzPkXsWAx93ynfQYP7\n", - "vUrX2Oi4uwT11nSrLU0dg/PA2cfDPU+kXGy7pWlbsN2KQFfPyLjZ+ts6/Gu3qy+1TyPfg0vWvLfn\n", - "Hyrv9yFa9+g4N+fztgvnGBsXW39vPMbGsmzsfc2X45rRsR7r71jZxPEWkO7D3VxWNPU53/OwHI+V\n", - "2XZJbUnpY4O9VgZ/yGz2D67X/vyvSb3+h+ZrjT12y0GOl5LjTHw5LofeTSNh4gEAwGkz9mxY23PD\n", - "yrYv2PMzLOEzMvJ/eSzIMXKMHGch/IRvV2SRYwCAjTL2bLhe33NjEXnvr2YfgxQBR46RY+Q4G+F/\n", - "HSHGAAAbZ+zZsL7nxiKruscmUfLtd7LlIMfIMQAAAIAGOUaOVyXH9oIFAAAAOCZbDnI8gxwrcV0C\n", - "6eIFAAAAmBslSACHstjK8X/9138BrJZ//PmfALACyLZj5XjLUXK35czRf+QYIAHpIQwA5UG2HeQY\n", - "OUaOARZCeggDQHmQbQc5Ro6RY4CFkB7CAFAeZNtBjpFj5BhgIaSHMACUB9l2kGPkGDkumffPq7Pd\n", - "6+qzVAarQ3oInzw/fludffF99TepDKBQpuaXF7VMvfil+UTWHuQYOV5cjh9uLqrdbtdwUb39JO8X\n", - "Isrx59fVrrmINQuK5Pvnznk1z6v3wn5ZzCTHn1/vqrPn78UyWA7pIfyPX7+vvnSvowVF8qevnfNq\n", - "vq1+EvbLYiY5/turr6qzr38WywDmRooW4HqeSA5ctBz/8aZ65s3zs+rZmz+aQiLFjtOWgxwvKMda\n", - "jPfvqgehLEZPjpU4nu2q15+7bUoCd68/+/sdCSXH7rm0gM4tyMjxSdF7CCtxPPuq+u7XbpuSwC9f\n", - "/ebvdySUHLvn0gI6tyAjx7BC+vmlenH2rHrx4pkowcXK8S8vtOR5TWtkGUEeDnKMHC8ox/fV5YSV\n", - "4hBfjt9Xz+sL9/l7Xz58Plevd91Pyr64quNrsX6tBNstGzvGJ5Rjv00H1u+thDfHt3JsjvX6HMpz\n", - "sJL+/H14vrDNsCT+A/jn6pv6+/jmR3dbyG/Vd1+4358rrur4WqxfKcF2y8aO8Qnl2G/TgfV7K+HN\n", - "8a0cm2O9PofyHKykf/NjeL6wzQDz04uSzGdvqj+0WL6oVdmPK8d/vAkEWguqe4wSbUdYg5Vdu70v\n", - "3H9Ub551UqvP0x73rOq7rr+/F69NZr8Xv5h2Dde3ndhx3XKQ46Xk+NO7al/L8X5vX6moeXkv7yvg\n", - "ybGWwGFxbSXUWS31V3aNyIZyql+VCI8ZWLntybFuk13JluqPtcmUd3U2dSTLsdnfO74pY+W4DLwH\n", - "sJbAYXFtJdRZLfVXdo3IhnKqX5UIjxlYue3JsW6TXcmW6o+1yZR3dTZ1JMux2d87vilj5RiWJIwS\n", - "VSOZsnB6IhsI9B9vXlTPtHy2G5zyWkiVdOs/q6JaeO3nUKr1cY20Dki6F3f/XsxKuCkzfXKFuNiV\n", - "8IWCHCPHy8nxhyv/HWMty7vq8oOzzwieHOtXKkbkWJRnJY++vHqi6cmtxT3GJ5RjLdaBqPbrH2mT\n", - "VO7Jb0SOR8YEOS4D7wGsX6kYkWNRnpU8+vLqiaYntxb3GJ9QjrVYB6Lar3+kTVK5J78ROR4ZE+QY\n", - "lsRLIJmewDbxZdJdGVbiWUtsLbreiu+QeIbi3NYTHKf3c4RbyqhAh20M6rIr5c3HrQU5Ro4XluOr\n", - "6q7d9li93e+q/c2jv98Ak+RYLHflckhezYTwGZZjb79WYhVC/bE2SeVq2xQ59trQgRyXgfcAjsmx\n", - "WO7K5ZC8BtelZliOvf1aiVUI9cfaJJWrbVPk2GtDB3IMS+KmJ8PCimy40tqtNNcSqrarY3QdfRHV\n", - "9bvz0BHaTogFgW0EWR0jvjohtLNLf+XYqxs51mw5yPFScty8VtG9c5whx5J8uhy8cjwi3AG91yo8\n", - "Uut32sTK8cnjP4AF+XQ5eOV4RLgDeq9VeKTW77SJlWM4EboYcezEtcMV0t5rCFYu2xVjVY+SUSWl\n", - "zmqu2s/9HK722s/hdi/+CnOXoe11vPMix2Hsd7zlIMdLyXEow+FrFhF8Obbv6/qrumqbEVYjkr33\n", - "e1vRlOTaHDMsvD6T5TixTW2ddiXbWQ3Wq9X2+F55cLz63JT554GnInwAm/d1/VVdtc0IqxHJ3vu9\n", - "rWhKcm2OGRZen8lynNimtk67ku2sBuvVant8rzw4Xn1uyvzzAByXNloi+6uvZrW3k9X+O7pmZVb9\n", - "7RZ2s9rnxYu6Pne/QI51PZ4EO3IuWq6KILdNTDuD9jcrzp3cI8dhkGPkeEE5rmneM7a/kJf6vrEi\n", - "lGOFEeTmxqHwBNDI4liZL6+KRmAHj+uYLsfd9sG6rfBqnlfv1efBPtXl4asU3vHODw7O9lT5h/mR\n", - "HsJGkO13VuMJoJHFsTJfXhWNwA4e1zFdjrvtg3Vb4dV8W/2kPg/2qS4PX6Xwjnd+cHC2p8o/wKHY\n", - "9KXXxl+Vlfbria4W4b7Emv0Mz9688VeW69jXLnry2hyjEdvYJNy3J/vIcRg7VlsOcrykHGcgyTHA\n", - "mpAewgBQHkVFy60vzOS4QY6RY+QYYCGkhzAAlEdJGV69JscKcowcI8cACyE9hAGgPMrJyC/VkaMF\n", - "OUaOkWOAhZAewgBQHmTbQY6R41nkWInrEkjCAbAWpIcwAACUhZVjJUgAh8LKMUAC0k0YAADKgpVj\n", - "Vo7n6D9yDJCAdBMGAICyQI6RY+QYYCGkmzAAAJQFcowcI8cACyHdhAEAoCyQY+QYOQZYCOkmDAAA\n", - "ZYEcI8fbkuPwn1sOiZU/MeqfrD57/l4sW4TCx6d0pJvwZMJ/bhmmwxgCwAjIMXK8nBx/uKp2u53A\n", - "VXUn7R8wJMdaGOuL+Pn7flmPiXKs63Y+f36968lpuM8xGZNjOw4dz6v3wn5ZzCTH0jhuAekmrPjp\n", - "a/OdffOjXO6xoNj97dVX1dnXP4tlx8KORce31U/CflnMNIZPMT6wPPaa/PLVb952vv/Txd5/thzk\n", - "+AlXju9e1nL88l4sC5Hl+H31/GxXPX+eKFsT5TjkqaUuJse715/bz7qtcwsycpyFdBP+x58/V9+c\n", - "fVV983Xig3YDcuxKiG7D3IKMHMME9DX5Rf865Ps/XZBj5Pjp5PjTu2q/u6jefhLKBEQ5trL2+XW1\n", - "k0RQbzcX+Vkt0a9fB3IXKe9k9HP1emf3M1gR7QtruK/bLlP2/L2Selten/ezLa/x2uSviE+RY/OD\n", - "gz3e/BCh+6frtW0aa2vN6PjYvjj7h/Lc68vwOG4B6Sbcitqv31dfShKot9vx+qr67lUndnpFy3s4\n", - "/1Z994Url+ZzN95u/absmx+VnNvyuv5fpeNsnfYYW0eNJ5pG9HUb9XH2fGPt8Anl2NRpz3lg/SNj\n", - "GO9TjXe82ndofJw64GQw1+TP5jt35ltfjtOvcygb+x1uOcjxE8nxlFVjhSTHnRAa6fJFK9zWCGkg\n", - "d8PlfRkdfK2i3dbIX3hMT0Y7IfaPr9vgnF8fO9Iel24smm1aTO15mr4Joh5ra2z8huXY7O8d35Sx\n", - "ctzRyaB5sPqSFW5rRNaKm5I49wGsJc4Kbl+e9cM8kMJOiAf2Fx7+43Ks6vSlYLwdPt14NNu8Pkn1\n", - "N/0I62/3iYxhYp+845uy/vjAKdJek8H88r//2HUIawI5Ro6fSI7vq8vdrrr8IJXJ9OTYk7++SJry\n", - "YCXUlbdYec1kOZbq1JJo2xkTyoCgvilyrPdt6zWi6p031tbo+ET6ov7cq9+AHDdID1tXGnV58HAV\n", - "xM2KnXd8ULdB7W+3xaRQkr80kfTKo+3wCeVYi3W0/lBAnPqjYxjpk/rzgOD0xwdOEfeadK9H7/uP\n", - "XYfedigd5Bg5fhI5fri5qHb7d9WDUDZEKMeyDHeyLMpZTN7c8prJciwKoSuRcTnW52gmpqGrLybH\n", - "3nHu2EhyHGtrdHwS5NhrQwdybJBl2HmYSmLmiV3zsNYP6EDydF3BNaGx9S8px2Pt8NH9cfdzx0eq\n", - "X5RXp53RMUyQY68NHcjxNnDl2F6D6rP3/ceuQ287lI69/2w5yPHicjx91Vjhy7ERM+8h2tCunsZW\n", - "PqMrowfIcWw1NkUo3eOD+mJy7L1W4cHKcQn4N2Dz4JSu4fZBHF31dPYJ95WO9YiJ7pxyPNYOH19E\n", - "QlLrV/uxcgzz0Lsmm2viO/f7j12H3nYoHXsv3nKQ44XlWK8aJ/71bS6eHGvxclaJG8yqqxUyI4S+\n", - "LNcXfCt3sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N2A9QO2/+DUwtU+ZLtV\n", - "Kl2uH8D1GLty3Mid/m16QWSHRTNRjr1zuSvV9edeewR5jbbDZ7IcN/W7fffbHR/DlD51bao/N2XS\n", - "+MDp0b8mm2tOXSftdRe7DmFNIMfI8cJybFaN9zePQtk4rhwPS2IggVbYNLVkqs+ulEXKe+dx9rfS\n", - "12+LaYOdXL4ERuS4RtfXnuN1Xdex5LjbLre1JjZ+3vF1edAX/3jnhxlhHLeAe/P1hMwjEEAra5pa\n", - "mtXn4IFrhDqURoXzELe0x5qyMTl2z+3JYVtf3R7vmKDtLWPt8Jkux932wbqjYzjWp/B45wcacXzg\n", - "1BCvSfvde3M4ch3CarDf4ZaDHC+8cnwovV/IA1gZ0k0YAADKAjlGjpFjgIWQbsIAAFAWyDFyjBwD\n", - "LIR0EwYAgLJAjpFj5BhgIaSbMAAAlAVyjBzPIsdKXJdAEg6AtSDdhAEAoCysHCtBAjgUVo4BEpBu\n", - "wgAAUBasHLNyPEf/kWOABKSbMAAAlAVyjBwjxwALId2EAQCgLJBj5Bg5BlgI6SYMAABlgRwjx8gx\n", - "wEJIN2EAACgL5Bg53pYch/+8cUis/IkZ++ejF6Hw8Skd6SY8K+E/e7x2Tq0/ALAKkGPkeFk5/nBV\n", - "7Xa7lv3No7yfwJAca2GsL+Ln7/tlPSbKsa7b+fz59a4np+E+x2RMju04dDyv3gv7ZTGTHEvjuAX8\n", - "G/Bv1XdfhN/Zt9VP3j4TmVEm//bqq+rs65/FMsVPX8/cdomZ+hPrC8AY9lr/8tVv3nauq9PF3te2\n", - "HOR4MTm+ry53F9XbT83nT++qvfs5gizH76vnZ7vq+fNE2ZooxyFPLXUxOd69/tx+1m2dW5CR4yz8\n", - "G7CR4+6B28hyzsN2YTl2ZUHvP7cgI8dQAPpa/6J/fXNdnS7IMXK8nBxrGb6q7tptgSxHEOXYytrn\n", - "19VOEkG93VzkZ7VEv34dyF2kvJPRz9Xrnd3PYEW0L6zhvm67TNnz90rqbXl93s+2vMZrk78iPkWO\n", - "zQ8O9njzQ4Tun67XtmmsrTWj42P74uwfynOvL8PjuAX8G3Aox83DtpVBU/7Nj84xoSz++n31ZTuW\n", - "X1XfvQrK1f7OWGvah3m4cm0f/OH2/oqZIpTjf/z5c/VNva9pr/pz057RugOZHu3P1PFQ+6b1BWAM\n", - "c63/bK4lR4b7chy5vmE12O9wy0GOF1s5/o/q7qV6nUIJ8mP1dp//WkUnhEa6fNEKtzVCGsjdcHlf\n", - "Rgdfq2i3NfIXHtOT0U6I/ePrNjjn18eOtMelG4tmmxZTe56mb4Kox9oaG79hOTb7e8c3ZawcK8yD\n", - "tJM1+fOwDIb7GzntyhtB/dUcGz7I9f8qDh/0jmjGVsV6cqzF1J6vaYsnB404hOcMxHm4P7HxMPt7\n", - "xzdlsb4AjNFe6941Hl5Xsesb1gRyjBwvKscKI8g1+3fVg1A+RE+OPfnri6QpD1ZCXXmLlddMlmOp\n", - "Ti2Jtp0xoQwI6psix3rftl4jqt55Y22Njk+kL+rPvfoNyLGieZg2N2FD9+CNyqB+UAcP3rHyXpl7\n", - "LsW4TIeEcqxlOxBVr+1Se91zxvoTGw/15wERQY4hB/dad69z77qKXd/edigd5Bg5XlCO1WsUu+ry\n", - "g/n8cHNRS/Lhr1XIMtzJsihnMXlzy2smy7EohK5ExuVYn6OVJUVXX0yOvePcsZHkONbW6PgkyLHX\n", - "hg7kWGFkzxVMI3j2YXqADLrlwYNZP9S9B3lwvWimybF3bHtehSDHorw6fYz2J2E8vDZ0IMeQgyvH\n", - "9tpWn73rKnZ9e9uhdOx9bctBjheSYy3D3mrxtFcrfDk2YuY9nBva1dPYymd0ZfQAOY6txqYIpXt8\n", - "UF9Mjr3XKjxYOS4B/wYsyLEnlREZjK209gTY2Vdc5fJJkWO/7S6CHMdW1mL9SZHjgT4hx5BD71pv\n", - "rrXv3Osqdn1726F07H1zy0GOl1o51n+Nm/MLefoX9LqV5BieHGvxclaJG8yqqxUyI4S+LNcXfCt3\n", - "sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N+ABTnWD93Iam8ri90Klliu6hoU\n", - "QknMfbRQtufqM1mOm3O6bfLPEelPzaTxUJ+bslhfAMboX+vNtayuv/Z6jl3fsCaQY+R4OTmuad83\n", - "bjj0F/KGJTGQQCtsmloy1WdXyiLlvfM4+1vp67fFtMFOLl8CI3Jco+trz/G6rutYctxtl9taExs/\n", - "7/i6POiLf7zzw4wwjlvAvwE7D1gHXyiN8Jmyb6uf3JVShRVEW64+O+VaJtvyGu9BLZx/oG5JgqfL\n", - "cbddPJ8i0p9p4+Gs2EX6AjCGeK3ba8r7ATRyfcNqsN/hloMcLyjHOfR+IQ9gZUg34WMhrVqNCy0A\n", - "ACiQY+QYOQZYCOkmfCz0qrG3qmVWipFjAIBxkGPkGDkGWAjpJnw8+q9NIMYAAHGQY+QYOQZYCOkm\n", - "DAAAZYEcI8erkmN7wQIAAAAcky0HOZ5BjpW4LoF08QIAAADMjRIkgENZbOWYkDVHTRZCSNlhnhKV\n", - "rV8H9H+GlWNJZucGOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/M\n", - "U6KCHNL/3CDHhCSEhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zky7HH66q3W7XcFG9/STs\n", - "MwByTNYeHrqElB/mKVFBDul/btLkWIuxI8T681V1F+43AHJM1h4euoSUH+YpUUEO6X9ukuT44eai\n", - "2u3fVQ/ttvvqcsLqMXJM1h4euoSUH+YpUUEO6X9uJqwcuyvFSo531eUHZ58RkGOy9vDQJaT8ME+J\n", - "CnJI/3OT/M7x3Uv7vrF553i/R47JdsJDl5DywzwlKsgh/c9N+i/kebByTLYVHrqElB/mKVFBDul/\n", - "bg6TY34hj2wsPHQJKT/MU6KCHNL/3Bwgx2bVeH/zKJTJIMdk7eGhS0j5YZ4SFeSQ/ucmTY4/vav2\n", - "7fvG08RYgRyTtYeHLiHlh3lKVJBD+p+bA985ngZyTNYeHrqElB/mKVFBDul/bpBjQggh5ETyL//y\n", - "L82fthvkkP7nBjkmSfnnP/8JAAAF82//9m/IcR3kkP7nBjkmSZFuxAAAUA7IsQlySP9zc6bEdQlU\n", - "Y2GdqEg3YgAAKAcrx9J9HADSYeWYJEW6EQMAQDmwcmyi5GbLof8zrBxLMjs3yPH6I92IAQCgHJBj\n", - "E+SQ/ucGOSZJkW7EAABQDsixCXJI/3ODHJOkSDdiAAAoB+TYBDmk/7lBjklSpBsxAACUA3JsghzS\n", - "/9wgxyQp0o0YAADKATk2QQ7pf26icvxwc1Htdrtqf/Pol316V+3r7apMcfnBKQtAjtcf6UYMAADl\n", - "gBybIIf0PzcjcnxfXWopvq/e7kM5tmXNtg9XtSBfVG8/2XIf5Hj9kW7EAABQDsixCXJI/3OT8FrF\n", - "Y1+OtQxfVXfBPkOrx8jx+iPdiAEAoByQYxPkkP7n5iA51q9a7N9VDyP7uCDH6490IwYAgHJAjk2Q\n", - "Q/qfm5nk+D+qu5fI8SlHuhEDAEA5IMcmyCH9zw0rxyQp0o0YAADKATk2QQ7pf25455gkRboRAwBA\n", - "OSDHJsgh/c/NYXLc/G0VrQz3ZNkHOV5/pBsxAACUA3JsghzS/9yMyLERYPv3GFtaSfb+nuPhv8ZN\n", - "gRyvP9KNGAAAygE5NkEO6X9uElaO80GO1x/pRgwAAOWAHJsgh/Q/N8gxSYp0IwYAgHJAjk2QQ/qf\n", - "G+SYJEW6EQMAQDkgxybIIf3PDXJMkiLdiAEAoByQYxPkkP7n5kyJ6xKoxsI6UZFuxAAAUA5WjqX7\n", - "OACkw8oxSYp0IwYAgHJg5dhEyc2WQ/9nWDmWZHZukOP1R7oRAwBAOSDHJsgh/c8NckySIt2IAQCg\n", - "HJBjE+SQ/ucGOSZJkW7EADnc/fWsOvvrnViWyhx1PBVrbjuUCXJsghzS/9wgxyQp0o0YCuXxh2p3\n", - "VouXZfdD9SjtNwOPP+wGBU/Ln9uOs79Wd2H5BDmUznVQHUE7DI/VD7uz6q935rOu94jjpgjbnnvO\n", - "wfE5cj+gHJBjE+SQ/ucGOSZJkW7EUCB3f63lb1f98NhtU9K0++HR328mYnLsnjcU01AOYwzK34Q6\n", - "/vnPu+qvtahbCW7R4yZJ8/GY3vZxxr4L2AbIsQlySP9zE5Xjh5uLarfbVX+5eZxU5oIcrz/SjRhK\n", - "Y0D8vPJanH9QIliLWSuDZtV0aIU3XIk29YfH+CKsCOU4bF9fDofaMXwut46h+qR2hRIZbgs/G7Gv\n", - "t2nsDx+mfm+8lWS7K7Xi2BkGzxmu/Ls/7Ez8LvxzDI1vV/bXO/MdmXL/hywoH+TYBDmk/7kZkeP7\n", - "6lKL7331Zh8K8FhZH+R4/ZFuxFAYWpzGVj+t+Pj7iCLYCl59jCN7ftn4aqWq1xNT3b5OuERxC9vh\n", - "tFU6l1dHuPobnK+lt0rsS7vCq3dwXGNyPD524biHnxX+MdO/i67O2PhacR76fmANIMcmyCH9z03C\n", - "axWPIwI8VtaBHK8/0o0YCiP6akBfAmWBVPsNrBoGoigJmUXJlSvHWraG5FAUUL8d4/Jn9+/6N9y2\n", - "YBzC1d6aftuCcdPE5Dgg6KPf9v7n0e9BkfBdtHVGx3diX6BIkGMT5JD+5wY5JkmRbsRQGAfLcS1Q\n", - "PQIp9crGhcyixcw9bkxAxbb7whaXY3cfQfYc3LpUHdFXL5xx6vaNC+XY2IXniH1WjNU3Oj7R8UWO\n", - "TwHk2AQ5pP+5QY5JUqQbMZSGIL+xcnFF0SGUqoTVSosSs1A6XTz5i65sRuTPbrP1xPqly1Xd/jks\n", - "kpga3DGMCGVk7MJzeJ8lmT3gu2jrFMfD7TtyfAogxybIIf3PDXJMkiLdiKE8zMqiL3tqm5FUQY4b\n", - "KRqU2EDItGyFQjYgUGrfZDlu2uHKXVi3dC6/DkVTj1pVDUTRp+n3Tm5/v16LL5HeflpA68+2vsjY\n", - "hefoPkvfU80B30VXZ2x8/X5pkOPVgRybIIf0PzfIMUmKdCOGMtHSoyTN0grOgHS5Qtk7xkqYYffD\n", - "D3UdnZC1QqjLfBFWx6XLscK0T2qDRjhXv46u//1++ozt59WrpbRpk2KwzfW4BEI5NnZh29vP4flq\n", - "bBvH6ouPz9j4IsenAHJsghzS/9wgxyQp0o0YoEi0XDrSCLARkGMT5JD+52ZEjs1f16b+t6OLEeGx\n", - "sn5dyPH6I92IAUokXJEF2ArIsQlySP9zk7BynA9yvP5IN2KA8hh6dQTg9EGOTZBD+p8b5JgkRboR\n", - "AwBAOSDHJsgh/c8NckySIt2IAQCgHJBjE+SQ/ucGOSZJkW7EAABQDsixCXJI/3NzpsR1CVRjYZ2o\n", - "SDdiAAAoByvH0n0cANJh5ZgkRboRAwBAObBybKLkZsuh/zOsHEsyOzfI8foj3YgBAKAckGMT5JD+\n", - "5wY5JkmRbsQAAFAOyLEJckj/c4Mck6RIN2IAACgH5NgEOaT/uUGOSVKkGzEAAJQDcmyCHNL/3CDH\n", - "JCnSjRgAAMoBOTZBDul/bqJy/HBzUe12u2p/8yhut1x+8I9zQY7XH+lGDAAA5YAcmyCH9D83I3J8\n", - "X11qKb6v3u4DOf70rtrv31UPzWcjylfVnS0PQI7XH+lGDAAA5YAcmyCH9D83Ca9VPPblOETJ8u6i\n", - "evtJKKtBjtcf6UYMAADlgBybIIf0PzfzyPGHK1aOTzzSjRgAAMoBOTZBDul/bmaQ47g8I8frj3Qj\n", - "BgCAckCOTZBD+p+bbDm+e7mrds77xxLI8foj3YgBAKAckGMT5JD+5yZLjlPEWIEcrz/SjRgAAMoB\n", - "OTZBDul/bg6UY7MtRYwVyPH6I92IAQCgHJBjE+SQ/udmRI7NX+Xm/l3GCi3J+hfw+mW7l/dCPcjx\n", - "KUS6EQMAQDkgxybIIf3PTcLKcT7I8foj3YgBAKAckGMT5JD+5wY5JkmRbsQAAFAOyLEJckj/c4Mc\n", - "k6RIN2IAACgH5NgEOaT/uUGOSVLUTRcAAMoGOUYO6f8McqzEdQlUY2GdqJstAACsA+k+DgDpsHJM\n", - "SELUZCGElB3mKVHZ+nVA/2dYOZZkdm6QY7L28NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/\n", - "bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5QY4JSQgPXULKD/OUqCCH9D83UTl+\n", - "uLmodrtdtb95FLcbrqo7pywEOSZrDw9dQsoP85SoIIf0PzcjcnxfXWopvq/e7kM5rsv276qH5vPd\n", - "y1qQX9475T7IMVl7eOgSUn6Yp0QFOaT/uUl4reJRkGMfvYrsyHIIckzWHh66hJQf5ilRQQ7pf25m\n", - "kGO7wjwsz8gxWXt46BJSfpinRAU5pP+5OVyOP1x17xyPvFKhQI7J2sNDl5DywzwlKsgh/c/NfK9V\n", - "jPxSHnJM1h4euoSUH+YpUUEO6X9uZpHjPz+9q/a7i+rtJ6GsBjkmaw8PXULKD/OUqCCH9D83h8mx\n", - "kmHnVQpWjsmph4cuIeWHeUpUkEP6n5sROTa/aNf9XcYGI8lGmLvtw6vGCuSYrD08dAkpP8xTooIc\n", - "0v/cJKwc54Mck7WHhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO\n", - "6X9ukGNCEsJDl5DywzwlKsgh/c/NYnJ8dnYGAAAAcHS2HOR4BjlW4roE0sULAAAAMDdKkAAOZbGV\n", - "499//x1g1RBCCCk7Vo63HCV3W84c/UeOARIhhBBSdpBj5Bg5BlgQQgghZQc5Ro6RY4AFIYQQUnaQ\n", - "Y+QYOQZYEEIIIWUHOUaOT0yOb6u9vqj31a1YHvDxujpX+59fVx+l8sX4WF2fT2i3yBx1DDFxXA8i\n", - "bP+xzrlEX4YhhBBSdpBj5HgROX64uah2u121v3kUy+9e7kbLFb4cN4LTk9pjyXGueNp2+exvbfnU\n", - "+qX9D2mjPcZtS4M3NksIZdj+Oc4pjckSfRmGEEJI2bHP6C0HOT6qHN9Xl1p676u3+wH5/XBV7fZX\n", - "1eVQeUOaHE9kcTm2x4dSOrV+af/D2vjx+ly342x/K24/v17qdZbcMZY4Rp15kHXnlxfPqjd/NB8I\n", - "IScZ5Bg5XmTl+M+/Pw7Isdl++WGovCNNjkMZMvudX9822w3tKmkgx7d7U+4Loa3ToT2vlV7LeXX9\n", - "0R7nEspxKJ+SxA3VPdQetw77Z7c9Q2PWb1u/Pf322bHSWLG249mKttCO2313XE031pFzBscp2u9R\n", - "rNMe79Abp+b40e/RlA1eQxMha80v1Yv6e3/27Jn+/p+9eaM/d9eMIkGc/3hT1/Gmmu7Xf1Rvnpnz\n", - "vPhFteVF3SKVoT+nRNUZtnlCHQf3RcrUtqsccgwh8dg5veUgx08ox/p1i5f3g+UuOXKsLnIjM4EI\n", - "unJsBatXp2JMqOw2u48kyOG+MTmO1S21x9/WW/lt+tfJaIcV3d4PDT3Jbc4X1PXxem/aFZNjVd6O\n", - "b9iH2GeL8B0m1ylti421LR+4hiZC1holYuY6UDxrjXKioB0qlIPHueefKouSHE/I4nKs2uvuM7W/\n", - "hKTFzvMtBzl+Kjn+9K7a766qu6HygCw5dvYzIujImi4/N/8dFB5BsgTZHH4VIRQq+3lAdqN1C+2J\n", - "9N3rd3tMg/3BoJFae65udVRuX2/8Y3Ls7lvjtylsv9RHqW0+43UK26JjHbmGmm2pkHWn/1pFX9B+\n", - "eaGuj4YXgbppoXxWPbPljlz+8casSvePU+dotutzuecc+vNwfV376naMrRyrtr540Z07sS+q/nZX\n", - "XYdzXFhn23+/7dIYutvMDyfdMZPO+eJNuwrfnl/tY8v1Pt3x7nn1Zrc+oW29cSKri/0utxzk+Enk\n", - "2Hy+/DBU3ueoctzii9hwvQMiLIiWwcqwiytXfv3xuhOkr6bra1PWGy+LbZ86dkrdlmZ7ghz7x7ll\n", - "4Tmkdsjfe3qd/W3xsY5cQ/aYRMipxZe62pI84fWkTUVLmC+BnXB1O/YkXJWLIjnw56H6VPva7Wr/\n", - "iBy35cIq81BfnHMk99897+AYjqwcJ59THePWF/ZfxTmPN15Ngj4Mt5esNfZZsuUgx08ix+YX9dTf\n", - "UNFj/6566B1/7JXj6+q2kaRO7FwEyRpZceyvarryGZYpgvqjdcelT29r6rEr454ABljB3F+bMfH3\n", - "lc5n8OQyIsfh+PiSGZ6jf05pfKfVKWyLjjVyTMbiCFodtVrbvXLR/6zFyhGptlwJlrrOHHqCN0WO\n", - "B+rz2yPJoVNH0NZxYXfrtnW4bWsSPcbdZtJ9HpHj9s8D52wH06+j65Pa7o6X2Sdsi85gH0zEY8iq\n", - "Yq+DLQc5fhI5nlp+fDnu/royWXr6QhTWLYlYsK9Ypoi1u193vz3S+e22cF8BK9Livn7dSh5bmfTk\n", - "MuhnW6epz0inrTsc77D9wWfvu1LlhvE6U8YpNtZhOXJM3AQyFqw0iquYnnA25dIKpRvvOEkKgz8P\n", - "1edtV/vPJ8duX5UgvnghtGHwmOG2d/uEMu/2PXLOdtuAHNfn7ITW2Ucax6APw+0la419Fm45yPFR\n", - "5VheIe5L8IFy7KFkZaLYhMLVrrT6Aqax+7rl7jaNPW+Ibe9QedjumljdvfYIddTYVVCxTx7OmPb2\n", - "Deu2nxvc1XZXsut6zIq8FUn/e9vv1b62bOgc5nPbDwdfyA1+nTUp4zQ61pFrqN0vDXJq8QVNRclR\n", - "ey2JYvWsat9vDaSquwbHRNQ959Cfh+pzV0hf1DIZnMetoyeyUpvkvuiynnjX0dvt+d1jRtoujJER\n", - "Wf+Y0XO2dQzIsa7LnrPuk7eP3d5Ir+63I8d1htpL1hn7XW45yPEiK8f5+HIMyXgru0I5LAohm4gg\n", - "kDpD2+fIMesmmwpyjBwjxyeOWeX039OFp4OQLWTwvdsjCizv+pK5ghwjx8jxKdO+LuC+JgBPCSGE\n", - "kLKDHCPHyDHAghBCCCk7yDFyvCo5thcsAAAAwDHZcpDjGeRYiesSSBcvAAAAwNwoQQI4lMVWjglZ\n", - "c9RkIYSUHeYpUdn6dUD/Z1g5lmR2bpBjsvbw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9u\n", - "kGNCEsJDl5DywzwlKsgh/c8NckxIQnjoElJ+mKdEBTmk/7lBjglJCA9dQsoP85SoIIf0PzdROX64\n", - "uah2u121v3l0tj9Wb/c7vb3l5b1T7oMck7WHhy4h5Yd5SlSQQ/qfmxE5vq8utRTfaxGW5Pjyg7v/\n", - "MMgxWXt46BJSfpinRAU5pP+5SXitwogwcky2HB66hJQf5ilRQQ7pf26y5Lh7reKievvJPcYHOSZr\n", - "Dw9dQsoP85SoIIf0PzcHyrGPeS/5qroTyhTIMVl7eOgSUn6Yp0QFOaT/uZlFju37yUOvWSDHZO3h\n", - "oUtI+WGeEhXkkP7nZh45/vSu2o+8WoEck7WHhy4h5Yd5SlSQQ/qfm4Pk+O6lL8J3L3fVbv+uemg+\n", - "hyDHZO3hoUtI+WGeEhXkkP7nZkSOzasS3t9lXKMl+cOVv31EjBXIMVl7eOgSUn6Yp0QFOaT/uUlY\n", - "Oc4HOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3CDH\n", - "hCSEhy4h5Yd5SlSQQ/qfmzMlrkugGgsAAAAAUDKsHBOSEDVZCCFlh3lKVLZ+HdD/GVaOJZmdG+SY\n", - "rD08dAkpP8xTooIc0v/cIMeEJISHLiHlh3lKVJBD+p8b5JiQhPDQJaT8ME+JCnJI/3ODHBOSEB66\n", - "hJQf5ilRQQ7pf26QY0ISwkOXkPLDPCUqyCH9z01Ujh9uLqrdblftbx4HywwX1dtPfrkFOSZrDw9d\n", + "iVBORw0KGgoAAAANSUhEUgAAAscAAAFSCAYAAAAetXJDAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAERMSURBVHhe7Z3Bi+W2vufrX6qEnEX/IfdUCITb\n", + "8Oi/oGiKWjRZhJdedhf0ZmqRB9kEqmmoxWTRMBCGWwydRTXMZsjkDVncu3iLt7i8f8BjSZYtyT9b\n", + "8pGPSz7+fOFD+li2LOlY9qcUV/fZ2//2oSKEEEIIIYRUVSvHf/79nwAAAAAAmwY5BgAAAABo0HL8\n", + "r//6rwAAAAAAm+fs/r9/rJbgz7//B8Bq4RoGKB/mKSi2fh3Q//z+azmWCuaEGxasHa5hgPJhnoJi\n", + "69cB/c/vP3IMkADXMED5ME9BsfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs\n", + "/Tqg//n9n12O//f/+ffeNm5YsHa4hgHKh3kKiq1fB/Q/v/+zyrES4//xP/9Xbzs3rONy93JX7Xa7\n", + "6vKDXA75cA2fCo/Vm72ZLx1X1Z24L6yNzc/TT++qv7jX9v5d9SDtd+Isfx1I95WneyY/zTyQx+Av\n", + "N4/Cvsdljv7PJsdWjJHjpbmvLncX1eXLi2r38l4ohzngGj4VzA28u2E3N3Tmzkmw6Xn64aqWkYvq\n", + "zadu28PNxZPIyVOz/HUQ3ldq9PexXjmcjhmDEhbp5uj/LHLsijFyvDBqAqrVAb1iwArYseAaPhX6\n", + "DzElEFtdYTs1tjtP1SIJ//fQsvx1IMixQgvy8s/lp5kHyLFHKMbI8bKoVyrMhByYnDALXMOnQjhP\n", + "mDenxGbnKYsjHstfB0P3kaf5oeVp5gFy3CKJMXK8IPqG2P1vNFbAjgfX8KlgbuD+e3H+/4qG9bLZ\n", + "efpEK5Slsvx1gBzL99anuSbn6P/Bcjwkxopw383esI5MT4YDWYb54Bo+FYSHmPCuJqyTzc5T5Nhj\n", + "+esAObZjsOmV4zExVoT7b/aGdVSkn9IM/C/i+eEaPhWkhxjva54K252nXMMuy18HA3LMO8dPwhz9\n", + "nyzHMTFWhMds94Z1RAZWu/RqMisIs8M1fCoIDzFWjk+GLc9Tc+/3r2O1bYuLJctfB8J9pflr9Z5i\n", + "/J9mHmxYjlPEWBEet+Ub1rHQf7ex+NdPsYJwDLiGTwVzAw//bwvz5TTY+jw1guxc2/w9xwsh3Vee\n", + "7gfup5kH8r11rT8cJMtxqhgrwmO3fsOC9cM1DFA+zFNQbP06oP/5/T/4F/KmwA0L1g7XMED5ME9B\n", + "sfXrgP7n9x85BkiAaxigfJinoNj6dUD/8/uPHAMkwDUMUD7MU1Bs/Tqg//n913IMAAAAAAAfqzPJ\n", + "mOdGnYiQNef//vv/a/5ECCk1zFOisvXrgP7n9x85JiQhPHQJKT/MU6KCHNL/3CDHhCSEhy4h5Yd5\n", + "SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9ukGNCEsJDl5DywzwlKsgh\n", + "/c/NJDm2/2771H8rGzkmaw8PXULKD/OUqCCH9D83iXJ8X11qKb6v3uyRY7K98NAlpPwwT4kKckj/\n", + "czPxtYpH5JhsMjx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE8NAlpPwwT4kKckj/\n", + "c4McE5IQHrqElB/mKVFBDul/bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5SZRj\n", + "81e5qb/j2GWfKMnIMVl7eOgSUn6Yp0QFOaT/uZm4cnwYyDFZe3joElJ+mKdEBTmk/7lBjglJCA9d\n", + "QsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3Cwmx2dnZwAAAEeF\n", + "EOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzn+/fffAVbLP/78TwAoGCvHhCi52XLo/wwrx5LMzg1y\n", + "DGtHehgDQDkgx8QGOaT/uUGOARKQHsYAUA7IMbFBDul/bpBjgASkhzEAlANyTGyQQ/qfG+QYIAHp\n", + "YQwA5YAcExvkkP7npkA5/lhdn6ub3L66FctTmKOOkNtqr2++ts5jnANKRXoYp/Fb9d0X5qF99sX3\n", + "1d/EfQAgF+SY2CCH9D83yXL8cHNR7Xa7lssP8n4SvhxbyfTZ39ryqdIp7X+ouNrjfEzb5pRj9zxz\n", + "tBuOjf8gNsL7zY/uNsNPX9ffnyvBP35bf5/fVj85+/zt1VfV2dc/t5/noHfeA9H1ONd+2PZDOUaf\n", + "AVzsNUsIckj/c5Mmx5/eVX/Zv6sems9GlK+qO3efEWQ5DiXTSuhUQZT2P1Qypxx36DkU9ljD+bUd\n", + "n5w64Zj4D+JhOe6h5DiQ1pJFUcnxl69+az/rts4gyMgxHBvkmNggh/Q/N4e9VqFkeXdRvfkklAmM\n", + "y/Hv1cfrc31TM5IoCWK42nxeXX9U233J1JxfVx+9Ouyf7TFOfXpfu82tT5LTsEza126zuOd0afY7\n", + "P6/O9X4jdd7unfrOOpH+eK2PPb++9c6pfsC43fufe+dtyvz22bKhNm8b/0EcWTluJNCIpTPeX3/f\n", + "vWLR0Imo8/qFxhVSVfZV9d2vP1fftOXqs3xeza/fV1+2+yaKfE0ox//405yzO36snWGfVRvD/cP6\n", + "AebBXl+EIIf0PzeHyfGHqxlXjmNyPLTSHAqyI5TBNr/+urwRzm7FVj5uvCz22UrqSF21nN+O9V0J\n", + "cCvwQpkel2Yc2s+2rqFxG2qfLUeOJfwHcZoca5JWjhuBdLb5K7ZWMDsh9svD89ZC65xT75v4ykVP\n", + "jrVk2/NG2qn39WXZ28/rM8C8qHufghDkkP7n5gA5fqze7HfVX24ehTKZcTm2nwdkVxDZ+EpzuK05\n", + "RyOaRgolCbTHuQxJePDZyun+tquvabu/eqtojtXtcccjPIeP1257viF5Hto/qX0Q4j+IZ5ZjUSrV\n", + "iq0vpf753HLhvC4j0hoSyrGu17Y/1k5dLo8LcgzHxt6zCUEO6X9uJsvx3ctdtXPeP04h/gt5rqj6\n", + "ktdb9VV4wiwJ5ZgoNmWtVLpIdQ2VBZ+bNkmMy3F3bPeKRNhulwPleFL7IMR/EM8sx8Iv7fnnGJLj\n", + "blt4XrOi637P6XLsHee2PdrOmkaQ1bGuZCPHcGzsNUsIckj/czNJjg8RY0XstQofWTqllWMjdX0p\n", + "FLdZOWze8/Vku0Wqa6gs3s5hmmMFsd1roTV1+v3MXDme1D4I8R/EM8vx3CvHocRmrBx7RNsZbu/a\n", + "jBzDsdH39xpCkEP6n5tEOTavUhwixoosOQ5eiYhK4MA+3bZwXxfpuKGy8HOsXy7NsW2faqzsOnUY\n", + "ObZttfUfKMfJ4z40NtvGfxDPIMfeNlOfe5y/T1PuSGhYx5gc67I55Djazv6+nhyL+wHMA3JMbJBD\n", + "+p+bNDnWv4DX/R3HLS/v5f0D8uS4xhNH4Vi3XMuiUEeNXYn1pNRDPk4uk/a1fXMZqStoh5FZ9xi/\n", + "vv1erf4eKsf9+vxz2eORYwn/QWxl1cWIa4ocy68emJXWtj7vGCua7j6+7IbnNUJs+PLV9/Vxc8ix\n", + "YqSdWsqdMnccBl63AJgLe90RghzS/9wc8At50/Hl+Anh1QI4EOlhvBz+KiwA9EGOiQ1ySP9zsyk5\n", + "tiuz/AIaTEV6GC8HcgwQAzkmNsgh/c/NduS4ffVCes0BYBzpYbwcc8lx8EpEAK87wJqx1zEhyCH9\n", + "z822XqsAOBDpYQwA5YAcExvkkP7n5kyJ6xJIwgGwFqSHMQCUg5Vj9WAEAMiBlWOABKSHMQCUAyvH\n", + "xEbJzZZD/2dYOZZkdm6QY1g70sMYAMoBOSY2yCH9zw1yDJCA9DAGgHJAjokNckj/c4McAyQgPYwB\n", + "oByQY2KDHNL/3CDHAAlID2MAKAfkmNggh/Q/NwXKsfTPMk9ljjqWpPlnnQf/WetUYv80t2JtY1MG\n", + "0sMYCkX6J7vh5EGOiQ1ySP9zkyzHDzcX1W63a7iq7oR9hvDl2AqcT/ev1k2VN2n/XAG0x7ucV9cf\n", + "pX3nIFGO23/IREK1L5TjY4zNNgkfxD99bcfd8m31U7DPnOjzLSp85h8eUX0T//ERJaCq306blm/j\n", + "AINyPL1Pc3DItVLMWK4IO76EIIf0PzeJcnxfXe7fVQ/N57uXtSC/vA/2GUaW41DgrCBPlbeZBfB2\n", + "r9vSO1aL6QH1JZEoxw4fr891O8+vx1blZx6bDRM+iJW8uP+i3N9efVWP6XEFeVmMSH75Rd0vQdJU\n", + "/7/5utAV2ogcL92n079WygA5JjbIIf3PzUGvVehVZEeWY4zLcSh6krzZYyx2Fdfu66AF063D/tld\n", + "+R2S0X7bRJoV3PPra3//VqwNnbiaes+vb732dqvlXXuu91J5H1mOpX479MYmPM7ijpU0ftsjfBCH\n", + "wmP/aWazIqn+/FX13atmJbIVoW7l0t9u6jv7+uemrm5fe46hcqkuW+atjgbCaATNHlu39VdnX42t\n", + "o+mLW/7r99WX6nxBnX4b3ePHztOg67T7uW1PqMc7thn3ETme0qfBduntTh3hZ4dDrpXe9z3UjqZP\n", + "dnso3fHv+XSw/SQEOaT/uTlAju+ry92u2t88CmUyeXIc7h/K2pjsmW09kWwk1hfLbvvZ/tbfHuK8\n", + "3tAKrNrWyvZQH+w5wz505aa+/hiFxOVY+py2z60W9LAcOXbpCY8nR1bkfFEJhUeLixUx/b/0nf0D\n", + "2ZLEs1dXe7yVQFOmcaVP1+23rU9XR9hXfS517gQ5doUs7H9HPV5OPd64ROsx5V37mrF36uuY2qex\n", + "drmfwzb4hOeafq2Yfbw+Nu0Ix9RrY9L3fDroe3cNIcgh/c9Nuhx/uOreOZ7wSoViXI7t5wHZFUQ2\n", + "vtIcbmvO0cirkT9B9sJz9d7xbeqz23srzx3+Ofzzq3LbB0+GnfLBNjbMJse2L+4PBM04jK1cb43w\n", + "QRwKj5aUVpyMzHhyGsiuQe3nS5I9JhQxT4JE6XHr6iSwLe/JcVDew6nDE3fnPAlyPNiGMbz+pfQl\n", + "GIvB80zvk0fvXOY7G3pNwzL5WrH72LH02uqg2zNyTSV9z6eDvU8TghzS/9wc/lrFhF/Ki/9CniuB\n", + "vryJEuhJbIIA1nSy2ZRJYju4cmzbPCKUNeYcLnE5Nn14Qjm2fRZAjjvCB7GWF3e8PDkShKcRFe8Y\n", + "TSc3nRD1hTAuS+4xCWLqtEde8XTrcPrj1hPU6bUxpQ0O+oeBdkwUtn+RetSfw7EYPM/0Pg23q0Gf\n", + "P2hfwORrxR7jft9SfxKuqfj3fDrY/hOCHNL/3Bwkx39+elftdxfV209CmUDstQofWd5cCfRXXRME\n", + "UGEl8Pxci60vlZahtsXl2G/TilaOhfGFPuGDWMnLsGwMybGw+udi9xH29WRJrEud00rRFDGV5Sys\n", + "Q0tifX6v30GdXhuntEELptMfr3+ReqSxGOzrxD6NtkvRjLl+Xzhog8Pka6XGG8uwHRbxOhhi6Hs+\n", + "HfT9vYYQ5JD+5yZNjpUMO69SzLNyHAqoJRS6UBz7wtcXyTEpDPcNaCW6E9V0OQ5kuPfZSmg4BmEf\n", + "55LjlLEJ2xJi9x8Zsw0QPoinC48Rs+FjFM0+6n/Tt5JpkMTT3Sf+Gkb9OUEYB7fbOlwZCyRUaqNX\n", + "75C0BvKn62k/x+oxY92O65S+xvo02i63v6Ze9/twUftlyXHYR/VZt9Gcd/yasgjjeGKYeztyTJBD\n", + "+r+UHP/9sXq7t3/HsSJ91ViRJ8c1VkZbgmPdci2YQh01Vih98ZXoZNbDyrD4WoV/zH6vJDuQ4/N9\n", + "tdftavZpX1uw5fPLcdrYSP215cixInwQHyI8rUS54xxInP3f+OOypDDnGKrHL6+Frid9zrGi1IUy\n", + "JQigJ6lhGwUZC/Z30cc27fny1fd121PluKaVXEV9nPosnufAPknt0mPYibJpg/M6g8Mh10rv+/b6\n", + "6J6n6UNbVmPbr9vobBe/59PB9pMQ5JD+5+aw1yom4svxE/JkrxD05RfWhfQwBoByQI6JDXJI/3Oz\n", + "KTk2q7Huiu1SIMdrR3oYA0A5IMfEBjmk/7nZjhy3rxcEr2QsAnK8dqSHMQCUA3JMbJBD+p+bbb1W\n", + "AXAg0sMYAMoBOSY2yCH9z81icmxvXAAAAMeCEOSQ/ufmTInrEkg3MQAAgDlRD0YAgBwWWzkmZM1R\n", + "k4UQUnaYp0Rl69cB/Z9h5ViS2blBjsnaw0OXkPLDPCUqyCH9zw1yTEhCeOgSUn6Yp0QFOaT/uUGO\n", + "CUkID11Cyg/zlKggh/Q/N8gxIQnhoUtI+WGeEhXkkP7nBjkmJCE8dAkpP8xTooIc0v/cTJbju5e7\n", + "arfbVfubR7FcAjkmaw8PXULKD/OUqCCH9D830+T4w1W1219Vl3vkmGwrPHQJKT/MU6KCHNL/3EyQ\n", + "48fqbS3Flx/Mf5FjsqXw0CWk/DBPiQpySP9zkyzHDzcX1e7lff1n5JhsLzx0CSk/zFOighzS/9yk\n", + "yfGnd9V+d1Xd6c/IMdleeOgSUn6Yp0QFOaT/uUmQY/s6hf8ZOSZbCg9dQsoP85SoIIf0PzcJcnxf\n", + "Xe7M31DRY/+uehCP8UGOydrDQ5eQ8sM8JSrIIf3PzYRfyLOwcky2Fx66hJQf5ilRQQ7pf26QY0IS\n", + "wkOXkPLDPCUqyCH9z80Bcjwd5JisPTx0CSk/zFOighzS/9wgx4QkhIcuIeWHeUpUkEP6nxvkmJCE\n", + "8NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/bhaT47OzMwAAAICjs+UgxzPIsRLXJZAuXgAA\n", + "AIC5UYIEcCiLrRz//vvvAAAAAEfDyvGWo+Ruy5mj/8gxAAAAnATIMXKMHAMAAAA0IMfIMXIMAAAA\n", + "0IAcI8fIMQAAABTGbbVXknp+XX0Uy48Hcowcb0iOm4l2tq9uxXJL6n4lskTbP1bX5+451jxekM7T\n", + "PahgjHA+wvop8zu93as2nVfXH+Xy2bnd1+c7q86vZ1wY+3hdnav72P5WLm9AjpHjBeX4sXq731W7\n", + "ncPLe2E/GV+OrZD57G/9C9wnVeKOJXs5Nzx7rNBHO9m1tCwhqsjxPBxyDceY4aFqr6eG7sHUtPdo\n", + "chxrezcH/H1m6PNRyW1f7DqZWn9sf+l7Ln2Mj0QwF3yOKYkzjLfU9ogQjuJJpW1fcL9qZHaue4Qv\n", + "4905/XGZPlYpkm/HbMtBjheW48sPUlkcWY7thBiYrEWRd8P7eH1uJmxwg7PbZ/3pepS8foDlGNdw\n", + "5nfj/aCltqn6bF0lyfGZc71n9vno5LYvdp1MrT+2P3Issex9Nm+8pWdFu+3A+WuPb+9N4r1CtXmu\n", + "HxrC69DWb8ia/wkr0vY8Ww5yfBJyHNy8mol7fn3t7CdMouCna/lhY851fn3rTU5PYOxPzC7iw0Uq\n", + "t32xDN1c+n3ut7XfR/NTcoO9WXqrAO5xzrmDPg3fjILPwlh0Y2X3tbh9Fdpw0kSuYbVt8DuQvtdw\n", + "bGsGHiyDY2zPF/wAZmjaW9d57ZzbmwfR8wyVj7U9OPb8vJmzw9f84Li194X+XHbHc0qfxPk1eGzN\n", + "DPPev06E/g/WPdae4Fhvu3SOkXER77+RYwqnNzdbIt+jcD9sx3awbOJ4e/SvF4M93h5n9ht9rjlI\n", + "q6322tfHiPeO8TaPzp2mvm68m7pS5n/sO+k9//rYY7cc5HhhOe5eq7io3n6S9pM5RI7V526yh5Oo\n", + "qcN9WIk3pm6imbqCc7cPgqEHlWVsEtttdh/5xufdjNS23iQPzhHcYD5e7029g8c151Xl7biE7Y59\n", + "tgz1rdvP9Ccsl/t+eoTjI1zDQ9/B0PcqfhexcXew14WiPbclMg+Sv9/0cp+mvG7X7Zgcjo1b2z/n\n", + "Om/6ZOqa2KfB78FF6tfQeaRrP3Kd9OqP1S21x6U53vv+w2P6dXjj4ozr8P135DosEFmOI2PdjMPg\n", + "dTpUFv08MnaipBrMMfactu1D89lloMx+z/W1Yn5gdq/fSJsjc8fsK9QXm/+x70Tcp48ew5otBzle\n", + "TI59Hm4uakG+qu6EMolxObaf/ZvS6A0+mJwdA5PNqcubuLqebuKZm6g06cJ6a4Q2yDdhf39747P7\n", + "Dj6A7P7eONTY8RmSY3ffGv9GFfZD6FdNr229c9Y07evavyUi13Cwf/+aqz+H36v0XUwdd7u/pT1H\n", + "ZB7EzhNth3wddTTl+vzu2I0fJ7ax7UP/2El9GvweXIT2NcelzfvYdRLUH617fLy6+iWaY1K/a3dc\n", + "ot9/2YjfT2ysdbn9nmyZ+z0NlIXf0ZSxa7Z7+zb4fYjMZ+c4aV+LrbOrtynLmjvS+Zox0dvsNarG\n", + "Z+r179TVjncf3baaLQc5fiI5/vPv99XlLv01i/gv5DmTWpqYwYSwE6Z/Yw4nTuQm0pzLTDx3Atv6\n", + "LP0J2Z+0NcLk7hi5KWj620xbLc323vjY47ox9I9zy8JzSO0Qbm72Ziiwhofj/ESu4Zrh72Dge5W+\n", + "i0PH3V4jNeZajMyD2Hmi7ZCuI5em3J6/nSf2fwt3xw2Om+1T24f+OSf1qXcuqe39c0yb97HrxK8/\n", + "XndsnIW5Gx4TGxfp/pswliUjjWt0rMeeDWNlU8fbntvdV5Bje62aYyLz2TlOviaCsvB6Smjz4Nxx\n", + "x9BuC8eo3cef/2lzKxhfAdMm5HjLeTo5/vSu2k94tSL2WoWHdHMOJoQ4iYT9ojcRe64W6eaiECak\n", + "cBOw7Rp6YLQ3uGv35mrLhye919/e+NjjTNvDNvg3zfAc/XOKfRBveFtm/Boe/w76+5lxTbvGkmmO\n", + "NddJZB7EzhNtx/C165W35+/23+t2mONGx81e90Id9pyT+uTgfw9uWdp3Is4ZTeReF9YfrVtoj0f/\n", + "e045h4d0/50wliUifr+xsR57Now+NyaOt0tbb/j92jrteSLz2TtWuiaCsvB8E9ocjq3cjqb9kfkf\n", + "/U6CY/0x6lD7K7Yc5HghOb576Yvw3ctdtdu/qx6cfcaYW47bfdrJVtep/xxOnPGbiJl40g2lT3/S\n", + "h3XHJ62d/IaBG0hzvGpbe5PwbhrB+LV1Sn2y+9rPYRtj42oJztnD1hP26VQZH4+x72D4ex25xgbH\n", + "vcOrt8bUZR8qTT0D8yB+nng7+m13aa4P97ryBMPUO3rt9q7N8Fqe1qex78Fl8DtJmvexcQuPjdc9\n", + "Ps7h8YqBcwy1Sbz/xvpRNua6Cr/f8bH2r0WfsbLJ4x1gvl+/rbb93XfS/56Hr4ux8w+Vjbd5eO70\n", + "22VoxsTdLsz//vH96z/WNoWpEznecpZbOf5w5fwy3jQxVswux+5+GntTGLgxDd5EbFtcIu1S2Pq8\n", + "Nowc2+Kcb+gG0tZhPzcIKzm2HvNLDnKf9nu179D4+J/bm7BDd5MeGytbj3RzPkXsWAx93ynfQYP7\n", + "vUrX2Oi4uwT11nSrLU0dg/PA2cfDPU+kXGy7pWlbsN2KQFfPyLjZ+ts6/Gu3qy+1TyPfg0vWvLfn\n", + "Hyrv9yFa9+g4N+fztgvnGBsXW39vPMbGsmzsfc2X45rRsR7r71jZxPEWkO7D3VxWNPU53/OwHI+V\n", + "2XZJbUnpY4O9VgZ/yGz2D67X/vyvSb3+h+ZrjT12y0GOl5LjTHw5LofeTSNh4gEAwGkz9mxY23PD\n", + "yrYv2PMzLOEzMvJ/eSzIMXKMHGch/IRvV2SRYwCAjTL2bLhe33NjEXnvr2YfgxQBR46RY+Q4G+F/\n", + "HSHGAAAbZ+zZsL7nxiKruscmUfLtd7LlIMfIMQAAAIAGOUaOVyXH9oIFAAAAOCZbDnI8gxwrcV0C\n", + "6eIFAAAAmBslSACHstjK8X/9138BrJZ//PmfALACyLZj5XjLUXK35czRf+QYIAHpIQwA5UG2HeQY\n", + "OUaOARZCeggDQHmQbQc5Ro6RY4CFkB7CAFAeZNtBjpFj5BhgIaSHMACUB9l2kGPkGDkumffPq7Pd\n", + "6+qzVAarQ3oInzw/fludffF99TepDKBQpuaXF7VMvfil+UTWHuQYOV5cjh9uLqrdbtdwUb39JO8X\n", + "Isrx59fVrrmINQuK5Pvnznk1z6v3wn5ZzCTHn1/vqrPn78UyWA7pIfyPX7+vvnSvowVF8qevnfNq\n", + "vq1+EvbLYiY5/turr6qzr38WywDmRooW4HqeSA5ctBz/8aZ65s3zs+rZmz+aQiLFjtOWgxwvKMda\n", + "jPfvqgehLEZPjpU4nu2q15+7bUoCd68/+/sdCSXH7rm0gM4tyMjxSdF7CCtxPPuq+u7XbpuSwC9f\n", + "/ebvdySUHLvn0gI6tyAjx7BC+vmlenH2rHrx4pkowcXK8S8vtOR5TWtkGUEeDnKMHC8ox/fV5YSV\n", + "4hBfjt9Xz+sL9/l7Xz58Plevd91Pyr64quNrsX6tBNstGzvGJ5Rjv00H1u+thDfHt3JsjvX6HMpz\n", + "sJL+/H14vrDNsCT+A/jn6pv6+/jmR3dbyG/Vd1+4358rrur4WqxfKcF2y8aO8Qnl2G/TgfV7K+HN\n", + "8a0cm2O9PofyHKykf/NjeL6wzQDz04uSzGdvqj+0WL6oVdmPK8d/vAkEWguqe4wSbUdYg5Vdu70v\n", + "3H9Ub551UqvP0x73rOq7rr+/F69NZr8Xv5h2Dde3ndhx3XKQ46Xk+NO7al/L8X5vX6moeXkv7yvg\n", + "ybGWwGFxbSXUWS31V3aNyIZyql+VCI8ZWLntybFuk13JluqPtcmUd3U2dSTLsdnfO74pY+W4DLwH\n", + "sJbAYXFtJdRZLfVXdo3IhnKqX5UIjxlYue3JsW6TXcmW6o+1yZR3dTZ1JMux2d87vilj5RiWJIwS\n", + "VSOZsnB6IhsI9B9vXlTPtHy2G5zyWkiVdOs/q6JaeO3nUKr1cY20Dki6F3f/XsxKuCkzfXKFuNiV\n", + "8IWCHCPHy8nxhyv/HWMty7vq8oOzzwieHOtXKkbkWJRnJY++vHqi6cmtxT3GJ5RjLdaBqPbrH2mT\n", + "VO7Jb0SOR8YEOS4D7wGsX6kYkWNRnpU8+vLqiaYntxb3GJ9QjrVYB6Lar3+kTVK5J78ROR4ZE+QY\n", + "lsRLIJmewDbxZdJdGVbiWUtsLbreiu+QeIbi3NYTHKf3c4RbyqhAh20M6rIr5c3HrQU5Ro4XluOr\n", + "6q7d9li93e+q/c2jv98Ak+RYLHflckhezYTwGZZjb79WYhVC/bE2SeVq2xQ59trQgRyXgfcAjsmx\n", + "WO7K5ZC8BtelZliOvf1aiVUI9cfaJJWrbVPk2GtDB3IMS+KmJ8PCimy40tqtNNcSqrarY3QdfRHV\n", + "9bvz0BHaTogFgW0EWR0jvjohtLNLf+XYqxs51mw5yPFScty8VtG9c5whx5J8uhy8cjwi3AG91yo8\n", + "Uut32sTK8cnjP4AF+XQ5eOV4RLgDeq9VeKTW77SJlWM4EboYcezEtcMV0t5rCFYu2xVjVY+SUSWl\n", + "zmqu2s/9HK722s/hdi/+CnOXoe11vPMix2Hsd7zlIMdLyXEow+FrFhF8Obbv6/qrumqbEVYjkr33\n", + "e1vRlOTaHDMsvD6T5TixTW2ddiXbWQ3Wq9X2+F55cLz63JT554GnInwAm/d1/VVdtc0IqxHJ3vu9\n", + "rWhKcm2OGRZen8lynNimtk67ku2sBuvVant8rzw4Xn1uyvzzAByXNloi+6uvZrW3k9X+O7pmZVb9\n", + "7RZ2s9rnxYu6Pne/QI51PZ4EO3IuWq6KILdNTDuD9jcrzp3cI8dhkGPkeEE5rmneM7a/kJf6vrEi\n", + "lGOFEeTmxqHwBNDI4liZL6+KRmAHj+uYLsfd9sG6rfBqnlfv1efBPtXl4asU3vHODw7O9lT5h/mR\n", + "HsJGkO13VuMJoJHFsTJfXhWNwA4e1zFdjrvtg3Vb4dV8W/2kPg/2qS4PX6Xwjnd+cHC2p8o/wKHY\n", + "9KXXxl+Vlfbria4W4b7Emv0Mz9688VeW69jXLnry2hyjEdvYJNy3J/vIcRg7VlsOcrykHGcgyTHA\n", + "mpAewgBQHkVFy60vzOS4QY6RY+QYYCGkhzAAlEdJGV69JscKcowcI8cACyE9hAGgPMrJyC/VkaMF\n", + "OUaOkWOAhZAewgBQHmTbQY6R41nkWInrEkjCAbAWpIcwAACUhZVjJUgAh8LKMUAC0k0YAADKgpVj\n", + "Vo7n6D9yDJCAdBMGAICyQI6RY+QYYCGkmzAAAJQFcowcI8cACyHdhAEAoCyQY+QYOQZYCOkmDAAA\n", + "ZYEcI8fbkuPwn1sOiZU/MeqfrD57/l4sW4TCx6d0pJvwZMJ/bhmmwxgCwAjIMXK8nBx/uKp2u53A\n", + "VXUn7R8wJMdaGOuL+Pn7flmPiXKs63Y+f36968lpuM8xGZNjOw4dz6v3wn5ZzCTH0jhuAekmrPjp\n", + "a/OdffOjXO6xoNj97dVX1dnXP4tlx8KORce31U/CflnMNIZPMT6wPPaa/PLVb952vv/Txd5/thzk\n", + "+AlXju9e1nL88l4sC5Hl+H31/GxXPX+eKFsT5TjkqaUuJse715/bz7qtcwsycpyFdBP+x58/V9+c\n", + "fVV983Xig3YDcuxKiG7D3IKMHMME9DX5Rf865Ps/XZBj5Pjp5PjTu2q/u6jefhLKBEQ5trL2+XW1\n", + "k0RQbzcX+Vkt0a9fB3IXKe9k9HP1emf3M1gR7QtruK/bLlP2/L2Selten/ezLa/x2uSviE+RY/OD\n", + "gz3e/BCh+6frtW0aa2vN6PjYvjj7h/Lc68vwOG4B6Sbcitqv31dfShKot9vx+qr67lUndnpFy3s4\n", + "/1Z994Url+ZzN95u/absmx+VnNvyuv5fpeNsnfYYW0eNJ5pG9HUb9XH2fGPt8Anl2NRpz3lg/SNj\n", + "GO9TjXe82ndofJw64GQw1+TP5jt35ltfjtOvcygb+x1uOcjxE8nxlFVjhSTHnRAa6fJFK9zWCGkg\n", + "d8PlfRkdfK2i3dbIX3hMT0Y7IfaPr9vgnF8fO9Iel24smm1aTO15mr4Joh5ra2z8huXY7O8d35Sx\n", + "ctzRyaB5sPqSFW5rRNaKm5I49wGsJc4Kbl+e9cM8kMJOiAf2Fx7+43Ks6vSlYLwdPt14NNu8Pkn1\n", + "N/0I62/3iYxhYp+845uy/vjAKdJek8H88r//2HUIawI5Ro6fSI7vq8vdrrr8IJXJ9OTYk7++SJry\n", + "YCXUlbdYec1kOZbq1JJo2xkTyoCgvilyrPdt6zWi6p031tbo+ET6ov7cq9+AHDdID1tXGnV58HAV\n", + "xM2KnXd8ULdB7W+3xaRQkr80kfTKo+3wCeVYi3W0/lBAnPqjYxjpk/rzgOD0xwdOEfeadK9H7/uP\n", + "XYfedigd5Bg5fhI5fri5qHb7d9WDUDZEKMeyDHeyLMpZTN7c8prJciwKoSuRcTnW52gmpqGrLybH\n", + "3nHu2EhyHGtrdHwS5NhrQwdybJBl2HmYSmLmiV3zsNYP6EDydF3BNaGx9S8px2Pt8NH9cfdzx0eq\n", + "X5RXp53RMUyQY68NHcjxNnDl2F6D6rP3/ceuQ287lI69/2w5yPHicjx91Vjhy7ERM+8h2tCunsZW\n", + "PqMrowfIcWw1NkUo3eOD+mJy7L1W4cHKcQn4N2Dz4JSu4fZBHF31dPYJ95WO9YiJ7pxyPNYOH19E\n", + "QlLrV/uxcgzz0Lsmm2viO/f7j12H3nYoHXsv3nKQ44XlWK8aJ/71bS6eHGvxclaJG8yqqxUyI4S+\n", + "LNcXfCt3sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N2A9QO2/+DUwtU+ZLtV\n", + "Kl2uH8D1GLty3Mid/m16QWSHRTNRjr1zuSvV9edeewR5jbbDZ7IcN/W7fffbHR/DlD51bao/N2XS\n", + "+MDp0b8mm2tOXSftdRe7DmFNIMfI8cJybFaN9zePQtk4rhwPS2IggVbYNLVkqs+ulEXKe+dx9rfS\n", + "12+LaYOdXL4ERuS4RtfXnuN1Xdex5LjbLre1JjZ+3vF1edAX/3jnhxlhHLeAe/P1hMwjEEAra5pa\n", + "mtXn4IFrhDqURoXzELe0x5qyMTl2z+3JYVtf3R7vmKDtLWPt8Jkux932wbqjYzjWp/B45wcacXzg\n", + "1BCvSfvde3M4ch3CarDf4ZaDHC+8cnwovV/IA1gZ0k0YAADKAjlGjpFjgIWQbsIAAFAWyDFyjBwD\n", + "LIR0EwYAgLJAjpFj5BhgIaSbMAAAlAVyjBzPIsdKXJdAEg6AtSDdhAEAoCysHCtBAjgUVo4BEpBu\n", + "wgAAUBasHLNyPEf/kWOABKSbMAAAlAVyjBwjxwALId2EAQCgLJBj5Bg5BlgI6SYMAABlgRwjx8gx\n", + "wEJIN2EAACgL5Bg53pYch/+8cUis/IkZ++ejF6Hw8Skd6SY8K+E/e7x2Tq0/ALAKkGPkeFk5/nBV\n", + "7Xa7lv3No7yfwJAca2GsL+Ln7/tlPSbKsa7b+fz59a4np+E+x2RMju04dDyv3gv7ZTGTHEvjuAX8\n", + "G/Bv1XdfhN/Zt9VP3j4TmVEm//bqq+rs65/FMsVPX8/cdomZ+hPrC8AY9lr/8tVv3nauq9PF3te2\n", + "HOR4MTm+ry53F9XbT83nT++qvfs5gizH76vnZ7vq+fNE2ZooxyFPLXUxOd69/tx+1m2dW5CR4yz8\n", + "G7CR4+6B28hyzsN2YTl2ZUHvP7cgI8dQAPpa/6J/fXNdnS7IMXK8nBxrGb6q7tptgSxHEOXYytrn\n", + "19VOEkG93VzkZ7VEv34dyF2kvJPRz9Xrnd3PYEW0L6zhvm67TNnz90rqbXl93s+2vMZrk78iPkWO\n", + "zQ8O9njzQ4Tun67XtmmsrTWj42P74uwfynOvL8PjuAX8G3Aox83DtpVBU/7Nj84xoSz++n31ZTuW\n", + "X1XfvQrK1f7OWGvah3m4cm0f/OH2/oqZIpTjf/z5c/VNva9pr/pz057RugOZHu3P1PFQ+6b1BWAM\n", + "c63/bK4lR4b7chy5vmE12O9wy0GOF1s5/o/q7qV6nUIJ8mP1dp//WkUnhEa6fNEKtzVCGsjdcHlf\n", + "Rgdfq2i3NfIXHtOT0U6I/ePrNjjn18eOtMelG4tmmxZTe56mb4Kox9oaG79hOTb7e8c3ZawcK8yD\n", + "tJM1+fOwDIb7GzntyhtB/dUcGz7I9f8qDh/0jmjGVsV6cqzF1J6vaYsnB404hOcMxHm4P7HxMPt7\n", + "xzdlsb4AjNFe6941Hl5Xsesb1gRyjBwvKscKI8g1+3fVg1A+RE+OPfnri6QpD1ZCXXmLlddMlmOp\n", + "Ti2Jtp0xoQwI6psix3rftl4jqt55Y22Njk+kL+rPvfoNyLGieZg2N2FD9+CNyqB+UAcP3rHyXpl7\n", + "LsW4TIeEcqxlOxBVr+1Se91zxvoTGw/15wERQY4hB/dad69z77qKXd/edigd5Bg5XlCO1WsUu+ry\n", + "g/n8cHNRS/Lhr1XIMtzJsihnMXlzy2smy7EohK5ExuVYn6OVJUVXX0yOvePcsZHkONbW6PgkyLHX\n", + "hg7kWGFkzxVMI3j2YXqADLrlwYNZP9S9B3lwvWimybF3bHtehSDHorw6fYz2J2E8vDZ0IMeQgyvH\n", + "9tpWn73rKnZ9e9uhdOx9bctBjheSYy3D3mrxtFcrfDk2YuY9nBva1dPYymd0ZfQAOY6txqYIpXt8\n", + "UF9Mjr3XKjxYOS4B/wYsyLEnlREZjK209gTY2Vdc5fJJkWO/7S6CHMdW1mL9SZHjgT4hx5BD71pv\n", + "rrXv3Osqdn1726F07H1zy0GOl1o51n+Nm/MLefoX9LqV5BieHGvxclaJG8yqqxUyI4S+LNcXfCt3\n", + "sfIBOXbK+/s00j54zDSh1HWHn+eS42hbJ45PbHzV56ZMGsct4N+ABTnWD93Iam8ri90Klliu6hoU\n", + "QknMfbRQtufqM1mOm3O6bfLPEelPzaTxUJ+bslhfAMboX+vNtayuv/Z6jl3fsCaQY+R4OTmuad83\n", + "bjj0F/KGJTGQQCtsmloy1WdXyiLlvfM4+1vp67fFtMFOLl8CI3Jco+trz/G6rutYctxtl9taExs/\n", + "7/i6POiLf7zzw4wwjlvAvwE7D1gHXyiN8Jmyb6uf3JVShRVEW64+O+VaJtvyGu9BLZx/oG5JgqfL\n", + "cbddPJ8i0p9p4+Gs2EX6AjCGeK3ba8r7ATRyfcNqsN/hloMcLyjHOfR+IQ9gZUg34WMhrVqNCy0A\n", + "ACiQY+QYOQZYCOkmfCz0qrG3qmVWipFjAIBxkGPkGDkGWAjpJnw8+q9NIMYAAHGQY+QYOQZYCOkm\n", + "DAAAZYEcI8erkmN7wQIAAAAcky0HOZ5BjpW4LoF08QIAAADMjRIkgENZbOWYkDVHTRZCSNlhnhKV\n", + "rV8H9H+GlWNJZucGOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/M\n", + "U6KCHNL/3CDHhCSEhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zky7HH66q3W7XcFG9/STs\n", + "MwByTNYeHrqElB/mKVFBDul/btLkWIuxI8T681V1F+43AHJM1h4euoSUH+YpUUEO6X9ukuT44eai\n", + "2u3fVQ/ttvvqcsLqMXJM1h4euoSUH+YpUUEO6X9uJqwcuyvFSo531eUHZ58RkGOy9vDQJaT8ME+J\n", + "CnJI/3OT/M7x3Uv7vrF553i/R47JdsJDl5DywzwlKsgh/c9N+i/kebByTLYVHrqElB/mKVFBDul/\n", + "bg6TY34hj2wsPHQJKT/MU6KCHNL/3Bwgx2bVeH/zKJTJIMdk7eGhS0j5YZ4SFeSQ/ucmTY4/vav2\n", + "7fvG08RYgRyTtYeHLiHlh3lKVJBD+p+bA985ngZyTNYeHrqElB/mKVFBDul/bpBjQggh5ETyL//y\n", + "L82fthvkkP7nBjkmSfnnP/8JAAAF82//9m/IcR3kkP7nBjkmSZFuxAAAUA7IsQlySP9zc6bEdQlU\n", + "Y2GdqEg3YgAAKAcrx9J9HADSYeWYJEW6EQMAQDmwcmyi5GbLof8zrBxLMjs3yPH6I92IAQCgHJBj\n", + "E+SQ/ucGOSZJkW7EAABQDsixCXJI/3ODHJOkSDdiAAAoB+TYBDmk/7lBjklSpBsxAACUA3JsghzS\n", + "/9wgxyQp0o0YAADKATk2QQ7pf26icvxwc1Htdrtqf/Pol316V+3r7apMcfnBKQtAjtcf6UYMAADl\n", + "gBybIIf0PzcjcnxfXWopvq/e7kM5tmXNtg9XtSBfVG8/2XIf5Hj9kW7EAABQDsixCXJI/3OT8FrF\n", + "Y1+OtQxfVXfBPkOrx8jx+iPdiAEAoByQYxPkkP7n5iA51q9a7N9VDyP7uCDH6490IwYAgHJAjk2Q\n", + "Q/qfm5nk+D+qu5fI8SlHuhEDAEA5IMcmyCH9zw0rxyQp0o0YAADKATk2QQ7pf25455gkRboRAwBA\n", + "OSDHJsgh/c/NYXLc/G0VrQz3ZNkHOV5/pBsxAACUA3JsghzS/9yMyLERYPv3GFtaSfb+nuPhv8ZN\n", + "gRyvP9KNGAAAygE5NkEO6X9uElaO80GO1x/pRgwAAOWAHJsgh/Q/N8gxSYp0IwYAgHJAjk2QQ/qf\n", + "G+SYJEW6EQMAQDkgxybIIf3PDXJMkiLdiAEAoByQYxPkkP7n5kyJ6xKoxsI6UZFuxAAAUA5WjqX7\n", + "OACkw8oxSYp0IwYAgHJg5dhEyc2WQ/9nWDmWZHZukOP1R7oRAwBAOSDHJsgh/c8NckySIt2IAQCg\n", + "HJBjE+SQ/ucGOSZJkW7EADnc/fWsOvvrnViWyhx1PBVrbjuUCXJsghzS/9wgxyQp0o0YCuXxh2p3\n", + "VouXZfdD9SjtNwOPP+wGBU/Ln9uOs79Wd2H5BDmUznVQHUE7DI/VD7uz6q935rOu94jjpgjbnnvO\n", + "wfE5cj+gHJBjE+SQ/ucGOSZJkW7EUCB3f63lb1f98NhtU9K0++HR328mYnLsnjcU01AOYwzK34Q6\n", + "/vnPu+qvtahbCW7R4yZJ8/GY3vZxxr4L2AbIsQlySP9zE5Xjh5uLarfbVX+5eZxU5oIcrz/SjRhK\n", + "Y0D8vPJanH9QIliLWSuDZtV0aIU3XIk29YfH+CKsCOU4bF9fDofaMXwut46h+qR2hRIZbgs/G7Gv\n", + "t2nsDx+mfm+8lWS7K7Xi2BkGzxmu/Ls/7Ez8LvxzDI1vV/bXO/MdmXL/hywoH+TYBDmk/7kZkeP7\n", + "6lKL7331Zh8K8FhZH+R4/ZFuxFAYWpzGVj+t+Pj7iCLYCl59jCN7ftn4aqWq1xNT3b5OuERxC9vh\n", + "tFU6l1dHuPobnK+lt0rsS7vCq3dwXGNyPD524biHnxX+MdO/i67O2PhacR76fmANIMcmyCH9z03C\n", + "axWPIwI8VtaBHK8/0o0YCiP6akBfAmWBVPsNrBoGoigJmUXJlSvHWraG5FAUUL8d4/Jn9+/6N9y2\n", + "YBzC1d6aftuCcdPE5Dgg6KPf9v7n0e9BkfBdtHVGx3diX6BIkGMT5JD+5wY5JkmRbsRQGAfLcS1Q\n", + "PQIp9crGhcyixcw9bkxAxbb7whaXY3cfQfYc3LpUHdFXL5xx6vaNC+XY2IXniH1WjNU3Oj7R8UWO\n", + "TwHk2AQ5pP+5QY5JUqQbMZSGIL+xcnFF0SGUqoTVSosSs1A6XTz5i65sRuTPbrP1xPqly1Xd/jks\n", + "kpga3DGMCGVk7MJzeJ8lmT3gu2jrFMfD7TtyfAogxybIIf3PDXJMkiLdiKE8zMqiL3tqm5FUQY4b\n", + "KRqU2EDItGyFQjYgUGrfZDlu2uHKXVi3dC6/DkVTj1pVDUTRp+n3Tm5/v16LL5HeflpA68+2vsjY\n", + "hefoPkvfU80B30VXZ2x8/X5pkOPVgRybIIf0PzfIMUmKdCOGMtHSoyTN0grOgHS5Qtk7xkqYYffD\n", + "D3UdnZC1QqjLfBFWx6XLscK0T2qDRjhXv46u//1++ozt59WrpbRpk2KwzfW4BEI5NnZh29vP4flq\n", + "bBvH6ouPz9j4IsenAHJsghzS/9wgxyQp0o0YoEi0XDrSCLARkGMT5JD+52ZEjs1f16b+t6OLEeGx\n", + "sn5dyPH6I92IAUokXJEF2ArIsQlySP9zk7BynA9yvP5IN2KA8hh6dQTg9EGOTZBD+p8b5JgkRboR\n", + "AwBAOSDHJsgh/c8NckySIt2IAQCgHJBjE+SQ/ucGOSZJkW7EAABQDsixCXJI/3NzpsR1CVRjYZ2o\n", + "SDdiAAAoByvH0n0cANJh5ZgkRboRAwBAObBybKLkZsuh/zOsHEsyOzfI8foj3YgBAKAckGMT5JD+\n", + "5wY5JkmRbsQAAFAOyLEJckj/c4Mck6RIN2IAACgH5NgEOaT/uUGOSVKkGzEAAJQDcmyCHNL/3CDH\n", + "JCnSjRgAAMoBOTZBDul/bqJy/HBzUe12u2p/8yhut1x+8I9zQY7XH+lGDAAA5YAcmyCH9D83I3J8\n", + "X11qKb6v3u4DOf70rtrv31UPzWcjylfVnS0PQI7XH+lGDAAA5YAcmyCH9D83Ca9VPPblOETJ8u6i\n", + "evtJKKtBjtcf6UYMAADlgBybIIf0PzfzyPGHK1aOTzzSjRgAAMoBOTZBDul/bmaQ47g8I8frj3Qj\n", + "BgCAckCOTZBD+p+bbDm+e7mrds77xxLI8foj3YgBAKAckGMT5JD+5yZLjlPEWIEcrz/SjRgAAMoB\n", + "OTZBDul/bg6UY7MtRYwVyPH6I92IAQCgHJBjE+SQ/udmRI7NX+Xm/l3GCi3J+hfw+mW7l/dCPcjx\n", + "KUS6EQMAQDkgxybIIf3PTcLKcT7I8foj3YgBAKAckGMT5JD+5wY5JkmRbsQAAFAOyLEJckj/c4Mc\n", + "k6RIN2IAACgH5NgEOaT/uUGOSVLUTRcAAMoGOUYO6f8McqzEdQlUY2GdqJstAACsA+k+DgDpsHJM\n", + "SELUZCGElB3mKVHZ+nVA/2dYOZZkdm6QY7L28NAlpPwwT4kKckj/c4McE5IQHrqElB/mKVFBDul/\n", + "bpBjQhLCQ5eQ8sM8JSrIIf3PDXJMSEJ46BJSfpinRAU5pP+5QY4JSQgPXULKD/OUqCCH9D83UTl+\n", + "uLmodrtdtb95FLcbrqo7pywEOSZrDw9dQsoP85SoIIf0PzcjcnxfXWopvq/e7kM5rsv276qH5vPd\n", + "y1qQX9475T7IMVl7eOgSUn6Yp0QFOaT/uUl4reJRkGMfvYrsyHIIckzWHh66hJQf5ilRQQ7pf25m\n", + "kGO7wjwsz8gxWXt46BJSfpinRAU5pP+5OVyOP1x17xyPvFKhQI7J2sNDl5DywzwlKsgh/c/NfK9V\n", + "jPxSHnJM1h4euoSUH+YpUUEO6X9uZpHjPz+9q/a7i+rtJ6GsBjkmaw8PXULKD/OUqCCH9D83h8mx\n", + "kmHnVQpWjsmph4cuIeWHeUpUkEP6n5sROTa/aNf9XcYGI8lGmLvtw6vGCuSYrD08dAkpP8xTooIc\n", + "0v/cJKwc54Mck7WHhy4h5Yd5SlSQQ/qfG+SYkITw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO\n", + "6X9ukGNCEsJDl5DywzwlKsgh/c/NYnJ8dnYGAAAAcHS2HOR4BjlW4roE0sULAAAAMDdKkAAOZbGV\n", + "499//x1g1RBCCCk7Vo63HCV3W84c/UeOARIhhBBSdpBj5Bg5BlgQQgghZQc5Ro6RY4AFIYQQUnaQ\n", + "Y+QYOQZYEEIIIWUHOUaOT0yOb6u9vqj31a1YHvDxujpX+59fVx+l8sX4WF2fT2i3yBx1DDFxXA8i\n", + "bP+xzrlEX4YhhBBSdpBj5HgROX64uah2u121v3kUy+9e7kbLFb4cN4LTk9pjyXGueNp2+exvbfnU\n", + "+qX9D2mjPcZtS4M3NksIZdj+Oc4pjckSfRmGEEJI2bHP6C0HOT6qHN9Xl1p676u3+wH5/XBV7fZX\n", + "1eVQeUOaHE9kcTm2x4dSOrV+af/D2vjx+ly342x/K24/v17qdZbcMZY4Rp15kHXnlxfPqjd/NB8I\n", + "IScZ5Bg5XmTl+M+/Pw7Isdl++WGovCNNjkMZMvudX9822w3tKmkgx7d7U+4Loa3ToT2vlV7LeXX9\n", + "0R7nEspxKJ+SxA3VPdQetw77Z7c9Q2PWb1u/Pf322bHSWLG249mKttCO2313XE031pFzBscp2u9R\n", + "rNMe79Abp+b40e/RlA1eQxMha80v1Yv6e3/27Jn+/p+9eaM/d9eMIkGc/3hT1/Gmmu7Xf1Rvnpnz\n", + "vPhFteVF3SKVoT+nRNUZtnlCHQf3RcrUtqsccgwh8dg5veUgx08ox/p1i5f3g+UuOXKsLnIjM4EI\n", + "unJsBatXp2JMqOw2u48kyOG+MTmO1S21x9/WW/lt+tfJaIcV3d4PDT3Jbc4X1PXxem/aFZNjVd6O\n", + "b9iH2GeL8B0m1ylti421LR+4hiZC1holYuY6UDxrjXKioB0qlIPHueefKouSHE/I4nKs2uvuM7W/\n", + "hKTFzvMtBzl+Kjn+9K7a766qu6HygCw5dvYzIujImi4/N/8dFB5BsgTZHH4VIRQq+3lAdqN1C+2J\n", + "9N3rd3tMg/3BoJFae65udVRuX2/8Y3Ls7lvjtylsv9RHqW0+43UK26JjHbmGmm2pkHWn/1pFX9B+\n", + "eaGuj4YXgbppoXxWPbPljlz+8casSvePU+dotutzuecc+vNwfV376naMrRyrtr540Z07sS+q/nZX\n", + "XYdzXFhn23+/7dIYutvMDyfdMZPO+eJNuwrfnl/tY8v1Pt3x7nn1Zrc+oW29cSKri/0utxzk+Enk\n", + "2Hy+/DBU3ueoctzii9hwvQMiLIiWwcqwiytXfv3xuhOkr6bra1PWGy+LbZ86dkrdlmZ7ghz7x7ll\n", + "4Tmkdsjfe3qd/W3xsY5cQ/aYRMipxZe62pI84fWkTUVLmC+BnXB1O/YkXJWLIjnw56H6VPva7Wr/\n", + "iBy35cIq81BfnHMk99897+AYjqwcJ59THePWF/ZfxTmPN15Ngj4Mt5esNfZZsuUgx08ix+YX9dTf\n", + "UNFj/6566B1/7JXj6+q2kaRO7FwEyRpZceyvarryGZYpgvqjdcelT29r6rEr454ABljB3F+bMfH3\n", + "lc5n8OQyIsfh+PiSGZ6jf05pfKfVKWyLjjVyTMbiCFodtVrbvXLR/6zFyhGptlwJlrrOHHqCN0WO\n", + "B+rz2yPJoVNH0NZxYXfrtnW4bWsSPcbdZtJ9HpHj9s8D52wH06+j65Pa7o6X2Sdsi85gH0zEY8iq\n", + "Yq+DLQc5fhI5nlp+fDnu/royWXr6QhTWLYlYsK9Ypoi1u193vz3S+e22cF8BK9Livn7dSh5bmfTk\n", + "MuhnW6epz0inrTsc77D9wWfvu1LlhvE6U8YpNtZhOXJM3AQyFqw0iquYnnA25dIKpRvvOEkKgz8P\n", + "1edtV/vPJ8duX5UgvnghtGHwmOG2d/uEMu/2PXLOdtuAHNfn7ITW2Ucax6APw+0la419Fm45yPFR\n", + "5VheIe5L8IFy7KFkZaLYhMLVrrT6Aqax+7rl7jaNPW+Ibe9QedjumljdvfYIddTYVVCxTx7OmPb2\n", + "Deu2nxvc1XZXsut6zIq8FUn/e9vv1b62bOgc5nPbDwdfyA1+nTUp4zQ61pFrqN0vDXJq8QVNRclR\n", + "ey2JYvWsat9vDaSquwbHRNQ959Cfh+pzV0hf1DIZnMetoyeyUpvkvuiynnjX0dvt+d1jRtoujJER\n", + "Wf+Y0XO2dQzIsa7LnrPuk7eP3d5Ir+63I8d1htpL1hn7XW45yPEiK8f5+HIMyXgru0I5LAohm4gg\n", + "kDpD2+fIMesmmwpyjBwjxyeOWeX039OFp4OQLWTwvdsjCizv+pK5ghwjx8jxKdO+LuC+JgBPCSGE\n", + "kLKDHCPHyDHAghBCCCk7yDFyvCo5thcsAAAAwDHZcpDjGeRYiesSSBcvAAAAwNwoQQI4lMVWjglZ\n", + "c9RkIYSUHeYpUdn6dUD/Z1g5lmR2bpBjsvbw0CWk/DBPiQpySP9zgxwTkhAeuoSUH+YpUUEO6X9u\n", + "kGNCEsJDl5DywzwlKsgh/c8NckxIQnjoElJ+mKdEBTmk/7lBjglJCA9dQsoP85SoIIf0PzdROX64\n", + "uah2u121v3l0tj9Wb/c7vb3l5b1T7oMck7WHhy4h5Yd5SlSQQ/qfmxE5vq8utRTfaxGW5Pjyg7v/\n", + "MMgxWXt46BJSfpinRAU5pP+5SXitwogwcky2HB66hJQf5ilRQQ7pf26y5Lh7reKievvJPcYHOSZr\n", + "Dw9dQsoP85SoIIf0PzcHyrGPeS/5qroTyhTIMVl7eOgSUn6Yp0QFOaT/uZlFju37yUOvWSDHZO3h\n", + "oUtI+WGeEhXkkP7nZh45/vSu2o+8WoEck7WHhy4h5Yd5SlSQQ/qfm4Pk+O6lL8J3L3fVbv+uemg+\n", + "hyDHZO3hoUtI+WGeEhXkkP7nZkSOzasS3t9lXKMl+cOVv31EjBXIMVl7eOgSUn6Yp0QFOaT/uUlY\n", + "Oc4HOSZrDw9dQsoP85SoIIf0PzfIMSEJ4aFLSPlhnhIV5JD+5wY5JiQhPHQJKT/MU6KCHNL/3CDH\n", + "hCSEhy4h5Yd5SlSQQ/qfmzMlrkugGgsAAAAAUDKsHBOSEDVZCCFlh3lKVLZ+HdD/GVaOJZmdG+SY\n", + "rD08dAkpP8xTooIc0v/cIMeEJISHLiHlh3lKVJBD+p8b5JiQhPDQJaT8ME+JCnJI/3ODHBOSEB66\n", + "hJQf5ilRQQ7pf26QY0ISwkOXkPLDPCUqyCH9z01Ujh9uLqrdblftbx4HywwX1dtPfrkFOSZrDw9d\n", "QsoP85SoIIf0Py9V9f8BzUbaId2CqIUAAAAASUVORK5CYII=\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 44, + }, "metadata": { "image/png": { "width": "700" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename=\"assets/dashboard.png\", width=\"700\")" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "
\n", + "
\n", "Now we can use some of these user-input values to control what elements get plotted " - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 45, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 45, + "cell_type": "code", "source": [ - "#Now we can use some of these controls to customize the \n", - "folder_name = Range('Dashboard','B2').value\n", + "#Now we can use some of these controls to customize the \n", + "folder_name = Range('Dashboard','B2').value\n", "graph_title = Range('Dashboard','B3').value" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "## Step 2 Clean and prepare your data for plotting using Pandas\n", + "## Step 2 Clean and prepare your data for plotting using Pandas\n", "To show how we use plotly with XLWings and Excel - we put together some simulated data in an excel workbook. For more on XLWings Check out their [documentation](http://docs.xlwings.org/api.html) or this [great tutorial](https://www.youtube.com/watch?v=Z80kyLcG6JI)" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 46, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 46, + "cell_type": "code", "source": [ - "#short function to create a new dataframe using xlwings\n", - "def new_df(shtnm, startcell = 'A1'):\n", - " data = Range(shtnm, startcell).table.value\n", - " temp_df = pd.DataFrame(data[1:], columns = data[0])\n", - " return(temp_df)\n", - "\n", - "###Make some dataframes from the workbook sheets\n", - "#Core Product\n", - "shtnm1 = Range('Dashboard','B6').value\n", + "#short function to create a new dataframe using xlwings\n", + "def new_df(shtnm, startcell = 'A1'):\n", + " data = Range(shtnm, startcell).table.value\n", + " temp_df = pd.DataFrame(data[1:], columns = data[0])\n", + " return(temp_df)\n", + "\n", + "###Make some dataframes from the workbook sheets\n", + "#Core Product\n", + "shtnm1 = Range('Dashboard','B6').value\n", "df = new_df(shtnm1)" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": true + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "
\n", + "
\n", "Based on user input from the \"dashboard\" sheet in excel - we can choose to create a new dataframe for the 2nd product" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 47, - "metadata": { - "collapsed": false - }, + "execution_count": 47, + "cell_type": "code", + "source": [ + "Image(filename=\"assets/toggle.png\", width=\"600\")" + ], "outputs": [ { + "execution_count": 47, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFgCAYAAAAcg8VNAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAEPMSURBVHhe7Z0/r9w22rfnK50NMoU/yI6DAEEM\n", - "LPwJjMA4RbBFgLh0DKRykQBpFnBgIMWbwlWKdeEtnDr/kOLZ4im2WDxfQK8oihJ566YozUgzpHT9\n", - "gCvr0R+KokTyMuesz6EihBBCyAoxU6wGIbwJhBBCyEqR4iUhew5vACGEELJKpHDFIHsMT54QQghZ\n", - "JVK0xiB7C0+dEEIIWSVSslKQPYUnTgghhKwSKVhTIXsIT5oQQghZJVKs5kC2Hp4yIYQQskqkVM2F\n", - "bDk8YUIIIWSVSKE6B7LV8HQJIYSQVSJl6lzIFsOTJYQQQlaJFKlLIFsLT5UQQghZJVKiLoVsKTxR\n", - "QgghZJVIgVoCspXwNAkhhJBVIuVpKcgWwpMkhBBCVokUpyUhpYenSAghhKwSKU1LQ0oOT5AQQghZ\n", - "JVKY1oCUGp4eIYQQsmqkNC0NKTE8OUIIIWT1SGlaGlJaeGqEEELIVSKlaWlISeGJEUIIIVeLlKal\n", - "IaWEp0UIIYRcNVKaloaUEJ4UIYQQcpNIcVoSknt4SoQQQsjNIsVpSUjO4QkRQgghN40UpyUhuYan\n", - "QwghhNw8UpyWhOQYngwhhBCSRaQ4LQnJLTwVQgghJJtIcVoSklN4IoQQQkhWkeK0JCSX8DQIIYSQ\n", - "7CLFaUlIDuFJEEIIIdlGytNSkFuHp0AIIYRkHSlPS0FuGZ4AIYQQkn2kPC0FuVVofUIIIaSISHla\n", - "CnKL0PKEEEJIMZHytBTk2jn8+T//W03lh//3pj2NkDLz6+9/tH8ihOQa+mkqmkAtQV7Z+nuAgJFd\n", - "hYGdkPxDP50STaCWIJ8gYB4IGCk9DOyE5B/66dRoArUEeQQB80DASOlhYCck/9BP50QTqCW4fTYv\n", - "YMfjsTq9eK8KlwQBI6WHgZ2Q/EM/nRtNoJbgttm8gGmiFQMBI6WHgZ2Q/EM/PSeaQC3B7YKAeSBg\n", - "pPQwsBOSf+in50YTqCW4TRAwDwSMlB4GdkLyD/30kmgCtQTXDwLmgYCR0sPATkj+oZ9eGk2gluC6\n", - "QcA8jIAdDgcAAIBVIZdGytNSXC+bFzAjVXPQOgoAAMCSmMkXLsW04xpo14I5NAKmrXTFMAL2yy+/\n", - "ABTLv//8DwBkjBMwslTkCtZSrB8nKlsNAga7QhvwASAfELA1IuVpKdYNAuaBgEHpaAM+AOQDArZW\n", - "pDwtxXpBwDwQMCgdbcAHgHxAwNaMlKelWCcImAcCBqWjDfgAkA8I2NqR8rQUywcB85gnYG+q+zvT\n", - "kU7VS3X/FJYoYy6pa7r9d9X9G20/5Iw24E/jX9Xf/2InhsNfvqj+qR4DAJeCgF0jUp6WYtlsXsCe\n", - "vNZlSyMUsJfVqe0oPqeXbv9cedKOP1fA3Hkhfd3GSF3T7V9KwPy6LnHvMEY42Fup+vgbf5vlu4/q\n", - "tvdF65tP6mfxSfWdd8w/P/+wOnz0j+7zEgyueyZNOcH7H9b9XNa4ZwAf986StSPlaSmWy+YF7Hh8\n", - "Wr1SZEtDFzAnCL1IWNGZKxDa8edKyCXykjrX7V9DwA7V3b1r40vuAWKEg31cwAYYARNilLOMGAH7\n", - "4PN/dZ+bui4gYQgYrA0Cds1IeVqKZbJ5Afvr8WH1/J0uXJJxAfulenN/13QcKxGaQMhVMycxoYQ0\n", - "3N1Xb4Iy3J998WnLa4512/zyYvISq4dBOfflqT/27lSdBvWQ9ff2vbmv7uptd/f3g/YKzr27a47r\n", - "9yfq0ZTZPo/uGi+DehgRfnkKPw+u2+7T78fftg3CwT6xAtaKhpUXr60++qL/OrKllx3vq8oGX3rM\n", - "vg+rv//0j+rjbr/5rF+34acvqg+6YyfKYo0UsH//aa/Znz9WT3nPpo7yeFk+wDK494tcK1KeluLy\n", - "sALmcZmAyePlJK8Ih9gWll/vb4WkXzXSzwv3za2HkLxOguL1ttLTfm7lyJyjfwXanl+X/3Ks/Uw5\n", - "nWgq+/w6ede0ZcXuOVLnbj8C1m2btALWSoq3LVx5chLTS1e4X163libvms2xE7+eHAhYI3Luuol6\n", - "NseGQhYcF9wzwLLY8XWZCZxMjZSnpbgs218Be/FelS2NcQFznyNioshSesVMbgtlyEqDJgnuPJ/2\n", - "uLn1GBzv9gvZOb3synPnNMLl9g9W6Rxtec1+v03lvYcE9z64xvBc9fhYnd22DRIO9gsLmCouZuUp\n", - "FJ/wev5+5bo+I2IkkQLWlOvqn6pns19vFwQM1saMQwZy7Uh5Worzs3kBe6uIVoz0D+H7MhRKwGD1\n", - "yhDIjSYcYyLR7lPFRivLMrcew+Pd/vZe23M1AgHzZSdA3EdXF/d1orx3nzMFLFXn9pwtEg72CwuY\n", - "8oP64TViAtZvk9e1K1P+M5ouYMF5ft2T9axpJcyc64scAgZr495ZcotIeVqK87J5AdNEK0bqK8gQ\n", - "IQGB5NhjnNzYSX8oDeo2Jw/tz0wFItWhldUytx6D493+UGb0etTMFTDv+qdGmmw9wjpeuAKWqvOG\n", - "CQf7hQVs6RUwKUoXrIAFJOspt/d1RsBgbczYZCC3ipSnpZgfBMzjIgETXx8mJSFyTL9NHuujnedI\n", - "1UN8lnLjBLC7dqIdZgtYjTvHK9cKmLxm+3mugE1+drH2LZdwsF9AwIJttjz/vPCYdr8nOrKMMQFr\n", - "9i0hYMl6Do8NBEw9DmAZELAcIuVpKeZlBz+Ef6yOn/2gCpfkMgGrCcRCOdff38iEUkaNWw0KpCVA\n", - "P69jtB7KuZ101dTXtD8s78uJawuf9nx3rTkCVmOFyStHXON0MnU6V8CG5YXXcufvQ8DCNrByNEXA\n", - "9K/p7IpRV15wjpMZ/5hQqOR1rXRZPvj8i/q8JQTMMFLPRvy8fX47RL6aBFgK996RW0fK01JMDytg\n", - "HqGA3ZAdf4UGl6EN+NcjXE0CgCEIWE6R8rQU04KAeeQiYG51aOs/MA7Low341wMBA0iBgOUWKU9L\n", - "kQ4C5pGFgHVfH3pfEQJMRBvwr8dSAia+PhTw1SCUjHuPSU6R8rQU40HAPLL5ChLgTLQBHwDyAQHL\n", - "NVKeliKezQuYkao5aJMaQCloAz4A5IMTMDP5Qm6Y57IG2rW2TSNg2kpXDAQMSkcb8AEgH1gByz1y\n", - "BWsJ9DhR2WoQMNgV2oAPAPmAgJUQKVBLEQYB80DAoHS0AR8A8gEBKyVSnpaiDwLmgYBB6WgDPgDk\n", - "AwJWUqQ8LYUNAuaBgEHpaAM+AOQDAlZapDwtBQIWME/AEr8OaBJLlHFN2l/vE/0VSVNJ/ZonQ2lt\n", - "kwfagA+Zov36J9g8CFiJkfK0DJsXsFeKaMUIBUz7XYL+v04/VxC04y+VDHe+z5q/33CigA1+F6WP\n", - "qZ8UsDXaZp/Iwd7/XYuWab9r8Vya611VKvrfd6n+A7Du9z56dbp+HSNEBWz+PS3BOe9KNm1ZEK59\n", - "SWkZCtSlmH+iYss5TP1F3AZdwKQkOAmbKwgLS0b3C7TFuY38nFHeJCYKmIf7xeLjv9dy4bbZMXKw\n", - "NxOk/y/H//PzD+s2XVfCrouVlQ/+Ut+XIgLm/j/+KNOVpoSAXfuetv+u5AECVnJCgboUK2CGbeZw\n", - "PH1dvVVkS2NcwKRMaILgznG41Sh3rEcjMX4Z7s/+ClZMeIZ1U2lXou7u78PjO3mz9HJky727fxnU\n", - "t1/16+tz3/6+ynD/EF3AtPv2GLSNPM/ht5XWfvtDDvZyUnW/5seurJg/f1j9/fN2RaWbbPsVmHC7\n", - "Le/w0T/asvpj3TVi+7Wy3L5glUdIiZUAd25d15+8YxtcGe29+Pt/+qL6wFxPlBnW0T9/7DotTZnu\n", - "OL/uE8oJzm3bfUTA5txTtF7Ndq8M+dnjnHdl8Lxj9WjvyW2XYpd+ztvB3ScpNb1AXUovYIbt5XB6\n", - "8V6VLY3LBEweL4VgTCjstoGstKIUyku//XB6GW6XeF8FdpJktnVCF7sHd015D/1+W96wjSRpAdM+\n", - "TzvG/tJyuR8B8xlMqsEE7GQhnAzlpNpMjm6yb77+8o4XE7omN4OyuvOdaNh9Db5YNGWHdRvSlyHv\n", - "tbmWufYEAfMnfXn/PXV7eeUE7ZIsx+7v69e2vVdez9x7GquX/1nWIURea/67Yo8J7rGth2zToI6T\n", - "nvN2aMbumrLii8I5bC3aPc4nFDDDtnLBD+FLuXCfI0KlyFJ6xUxua6/RCpIVDEUo5LUGP3PVlue2\n", - "D1bQesJrhNc3+909BMLl7Y/WsWUxAXP34ktn2w5jK3B7Qw72clJtJsJucrYTZiBAQqgs5rhwInbn\n", - "yMk+mGjVidUvqxeNbv9AwMT+AV4ZgRx615kgYNE6jBHc35R7EW0Rvc78ewoYXMs+s9hXmo7Z74o7\n", - "xrVlUFePpj4j79Sk57wd3DidR6QA7I1LopU3j6GAGbaTw/H4tJr6g/jpH8L3RSMUBFU0AlGaIBk1\n", - "vdC0+zR5iq6AuTqPSEuNvYZPWsDsPdxQwNw9KyBgPXKwbyZIv72CCViZVNvJMDinoZ9A+0l3KB3p\n", - "Cdk/Z4L8ePXRV278Mrz78csRZQZ1nFIHj0Y4uzYxuPtLlGP+LNsiep359xSvV0tzfVE/wex3xZ3j\n", - "P2/tfia8U+nnvB3c/V8/cqKH+chox0xHFzDDNnI4HR9WX73ThUuS+goyRBcEXzTC1aMJkmFwonF3\n", - "18hTKC6OWN3SAhbWqaAVMKV9YYgc7M0EGZ/QYgKmrGL4uGOUY4MJWS3LXNNNvHPkRxcAWUYjIvX1\n", - "g/sWZQZ1nFOHRmK8+wnuL1GO1hbRe515T6P1MrRt3vz8lqiDx+x3pSZoS1kPh/oexIg95+3QjO81\n", - "60VO5pArcQEzlJ8FVsCk5DikNEg5GUrFUFbGxEMeK+hErZeh6QImhGvw2YmObAN5j0sJ2JS2kXWR\n", - "uONH2mwHyMF+/qRqJ//4OYb2GPOVVicyFk1u/GPSX1nWnydISXS7K8Of8IXoaHUMyo2JkRCMppzu\n", - "c6oc29Zdu86519Q9jdbLv19brv88fMxxFwmYvEfzuamjve74O+VQ2nFj2LF96QlWTt5QAuMCZig7\n", - "h6mrX4bLBKzGCU+HONff30iMUkaNk5ZQrjR6YQpwwqV+BRmeczoZkRMCdneqTk292mO6r/jc/uUF\n", - "bFrbaPfr9iNgBjnYnzOpdhO1385CFNxXXuMTssFeI1ZOuL+WhoFYeOeq4iAnbEUyAhGSdVQmfHG8\n", - "T3NuW58PPv+irvtUAavpRMpQn2c+q9c58560ejVt2MuYrYP31Z/HOe/K4HkH9+hfp72Hbl+Nq39T\n", - "R2+7+py3g7vPZSInbCiJtIAZyk2Zv4roZl+3DQULykIb8AEgH5YRMDlJQ4lMEzBDmSlSwOyqkr/y\n", - "dC0QsNLRBnwAyIfLBExOzFAy0wXMUF7KE7Duqzjx9eVVQMBKRxvwASAfzhcwOSFD6cwTMENZKfMr\n", - "SIAz0QZ8AMiH8wRMTsSwBeYLmKGczBYw1zkAAADWYnrkBAxb4TwBM5SRg5GqOWgdBQAAYEl+/f2P\n", - "CdhJGmCI9r7kQyNg2kpXDCNghJQc9+ITQvLNtH6qrXzAljAipW2fTt5BwMiugoARkn/S/VSbbGFr\n", - "XC5ghnyDgJFdBQEjJP+M91NtkoUtsoyAGfIMAkZ2FQSMkPyDgIFhOQEz5BcEjOwqCBgh+SfeT7WJ\n", - "FbbKsgJmyCsIGNlVEDBC8k/+AnbNaNffB8sLmCGfHE4v3quypYGAkdKDgBGSf/R+qk2m14AMo7XT\n", - "8qwjYIY8goCRXQUBIyT/DPupNokuDVknWltPYz0BM9w+CBjZVRAwQvJP2E+1yXMpyPWjPQeddQXM\n", - "cNsgYGRXQcAIyT/XETCSR7RnY1lfwAy3CwJGdhUEjJD80/dTbcJcApJfhs/pOgJmuE0QMLKrIGCE\n", - "5B/bT7WJ8hJIaRmO19pzXYrr53A8Hqvj6evqrSJcEgSMlB4EjJD8s/zKBykx+nitPd+luG5YASO7\n", - "CgJGSO5Z+qsnUmri47X2nJfiekHAyK6CgBGSc+wkuJyAkZIzPl5rz3sprhP+JXyyqyBghOSafgJc\n", - "RsBI6UmP19pzX4r1g4CRXQUBIyTHhJPfZQJGtpJp47X2DizFukHAyK6CgBGSW4YTHwJGTKaP19p7\n", - "sBTrBQEjuwoCRkhO0Sa8SwSMbCnzxmvtfViKdTJbwA6HAwAAAMDqzIsUpyVZPgcjVXPQGggAAABg\n", - "acwq2DzsCuryaNc6n0bAtJWuGEbAfvnlFwAAgAs4LIx2DSgZJ2DnRa5eLcWyQcAAAOCKaAJ1Kdp1\n", - "oGQuEzATKU9LsVwQMAAAuCKaQF2Cdg0oncsFzETK01IsEwQMAACuhCZQl6BdA7bAMgJmIuVpCZYJ\n", - "AgYAAFdCk6hz0cqHZXlZnYwI3d1Xb9T967GcgJlIgVqCy3NlAWsf5uFUvVT3O6YelyPXqPub6v7O\n", - "v0bJ7QXTud1gCGPI/gg6mkSdi1b+kuT5TF+eTJ3uqvs3+v7FeXmqr3eo7u4XXHx5c1/dmXHs9FLf\n", - "37KsgJlIgVqCy3I4fvaDKlsaoYC5ST/k9DJsxJCporCWUFzSqdy5yj26F6qZGK8hQwjYMpzzDqdY\n", - "YOB271NLP/i19V1NwFJ17/tAeMwC97wql9Yv9Z7MLT91vPacc2/jKWgileDNIegLIWuKyALtLfpx\n", - "Q0I6RgnExdVPjFetMC01RoTC118zbJf5bTVFJF2bLRspUJdyWS5YAZOTfuSFyIrLOtWb+zv7UohO\n", - "5LYv+reEUS67D3Cs8Q5f+GwCmTfbTHmurJwE7OC97xfe8+pcWr/UezK3/NTxWxQwRa5m8ubetvl1\n", - "xtnL2lubK7ptZ/Zfd343NqljhanzUmIq30NXvuWi/j9hZc1dZ/lIibqU87OggAkRaV+Ou/t77zjl\n", - "QYm/JegDmr3W3f3L4AUIJkln/j7qAKbtd/fiiL3Aw3se1nV4j9b2W1yHDP4245/nXVvcU/yFF5+V\n", - "tujbyh3r8O9VqcOmSbzDZlv0GWjPVbZtTWTwiraxu56QfEtb37rMe+/aQT9IXie2f6zu4ty7u7bP\n", - "xt/5aLt148KwL/vtOeee1P4VPbdmgX4fvifK/UfLHquPODfYrl1jpF3U8TdxzmroQjWXQd/sSDxH\n", - "ZTzs2ja6b2Z7BwzfF4s7351njxud1zy0VSP37jfnqGPHeJ1H+05bXt/ebVlT+n/qmQzmvyHu3HUi\n", - "JepSzsvhq3e6bGmcI2Dmc/9CyQfVluEPiOrL3z9MW5a4djfYxAZDx9iL4ra5Y/TOFbzwZtvgRRLX\n", - "EC/xm/uTLTd6Xntds79rF1nv1GdH7N764+z9yP36vW8P2T7KOxx7BrHnqj6LVLt7uPfC0F3bkegH\n", - "k5/v9P0h7f66Xi/HBGSs3br7897z9p5sWTPvKfocfLT7il1He/cT78mg/FTZWn182vOD5y/PGZYR\n", - "tIvXrvHxd+Q9XBRdqOYh29yVnWjrth2i72lsX/LzSNupImSx57hrurrH+rNPZJ97zvW7Yv9S5r+/\n", - "iTon+o49Vikv1f9Tz0Q9ZkjThjXrRUrUJZyXw/H4tHqlyJbGuIC5z+GLPzqIiBegJ/JAvbKCl6Mp\n", - "p3+4tqNqD1aWW6PUQe/o4fGuc7ljo4OcOz5ohxrXPjEB84+tCTuDvA/lvmoGdRtcs6atX1//PZF4\n", - "h8Xxw3eu/iyfq/Ys5ra7O97RXSPRD1LXSdZDf4962v3N9f22Gz9PrWN3D8NzZ91T9Dn4KPVrz5vW\n", - "71PviSg/WfZ4e/Xla7TnTH3Wfrskn/9aaEI1B1uO+nxSbd3sd8/J7fOfU2SffEZz2q7dHhzbEt5D\n", - "oj9752nHOlyZfbntvov6jna9tk2abe4dNe0z9/33yurae0hTt5p1I0XqEubn8OR4rJ681oVLkv4h\n", - "fO/F0R6+aHT3UIadXz6cxIvaXss+XP8lceU5hg99+GLUKC9Qz8iL1zDcZuvqaLcP2sed17dheJ6/\n", - "T15Dq4fSgVyHU1h3AM6VxDtcE38GkeeqPYtz2929IzX2XUz0g9R1kvXQ3iOfdr+7ftdP3Fco/XnR\n", - "dnP31N3D8Jqz7mlwLa3uw2vM6/ep9yQsP112qp2VvivPSbWLNv5OaMvl0YRqLrYsrV2TbT02N4zt\n", - "m9ve7tr+sYqAuXfVnpPoz955+jsh9sn3aUKdo33Hb0O3TbZRd0zY/6f1LdG+CrZO54nNvEiRuoR5\n", - "OZyOD6upX0OmvoIM0AYA0ejqg1KOS76o7lod2gtsUB668qK5esUGpa4T3fsd2O2Pv1jB/Q7ax51n\n", - "6y7rEHZMeY3hNdV7UDvVnhl/h8efwfA4267T3rHJtOfa9yTRD1LXSdYj/u4G+7vr98efmnrY80bb\n", - "zb33ShnumrPuySN8Dv6+ac9E7TMNibFOlp8sW6lPwPA5T7lGgDb+zmjL5dCEag59WerzTbX12Nww\n", - "Om/MbG+frlz5fF2Z7jqJ/hycq70TYp+83ow6y7bV69HWP9H/k89EnBu2UY853nCdSJE6l3k5HE9f\n", - "V28V2dJYWsC6Y7oHWpfZ/Fk+nPEX1T5c7aUdMnyxZNnpF8O9YJbIS9qeb+rWvYjBiynarytTuyd3\n", - "rPss65hqV4e45gBXjrynrTLeHmPPIP5cR96xaLv3BOXW2LLcwNWWE+kH6euk6zGsu0/7fvjvVTCJ\n", - "2XJH393Buynf5Xn3NPYcfKLPZFK/T7WbPDdd9ng7y/MNkWvE6qSOv6n7WANNqqYSlmXfK/l8x9s6\n", - "fBdDxvbNbm+Bfb5hXV39+2cyfM7x92Ls+rF943WO951hvSxtm/jblf4/PH/4/qfqZrBlzpea8yNl\n", - "6lym5zBVvgyLC5h/XIN78SIvf/RFdXXxSdTL4MoL6jBybod3vdhL2pXhPrcofyN15dgfbNTv6XQy\n", - "x8baJ/zcdXSPfiAYaytXjjYAbBHXFrHnPeUZtPjPVXvHRtvdR5Rb0/+tsS0j2g+8YwL86yT2q3V3\n", - "tHUT291k05cz0m6u/K6M8N3ty5t6TyPPweeifu+uH9s/vIdk2aPt3F4v2K5cY6xdXPmD9hhryzXQ\n", - "xGoKw7LcuBYKWM1oW4/d79i+me2toI3DfV82tOV5zzkuYGP7XL20uky5xxb3rkT/ItMeL97XYf+v\n", - "mfr+x/prjTv3upEydS7TsolfRTR4MSc8XAAAWBtNrqaglTWfsbmhtHnDCV0occsTF70FGVmtdtxG\n", - "wEykTJ3DtGxAwJS/qbiVJQQMAOCGaHKVQivnHMbmhvvy5o2rCOJwVW4Npkhe2QJmSGcTK2DqMivy\n", - "BQBwYzTBGkMr4xLG5oby5o2rrE6tzUSRdM/kNpEydQ7pbETAAAAgPzTJiqGdD3vltgJmIoXqHMYz\n", - "W8BcowAAAACsyW0jhWou4zkYqZqD1kAAAAAAS/Pr73/cEHP9S9HK/cMKmLbSFcMI2P/93/8BFMu/\n", - "//wPAFyNwwS08/7TTFBkv3ECdvvIVa25xIOAwa7QBnoAWAtNuCTaeQjY3pOPgJlIqZqLHgQMdoU2\n", - "0APAWmjC5aOdYyH7DgImQMCgdLSBHgDWQpMuh3Z8D9l38hIwEylVcxkGAYNdoQ30ALAWmng5tON7\n", - "yL6Tn4CZSKmawzAIWIrvH1WH47PqZ20fFIc20G+ebz6pDn/5ovqntg9gVTTxcmjH98zNj4/rCfvx\n", - "j+0nUnq2J2CGMIfj8WH11TtduCSqgP38rDq2DdVwRVn5/pF33YZH1ffKcRexkID9/OxYHR59r+6D\n", - "66EN9P/+6YvqA/89uqKsfPeRd92GT6rvlOMuYiEB++fnH1aHj/6h7gPQ0cTLoR3fo6WRrLqfaJ6V\n", - "tYD99rx6EPTzQ/Xg+W/tTqLFtVN+kVI1hzCXrYAZOTkcq2c/99uMaByf/RwetxJGwPxrNZKztIQh\n", - "YJtiMNAbOTl8WP39p36bEY0PPv9XeNxKGAHzr9VIztIShoDBzdDEy6Ed3zPMj9Xjw4Pq8eMHqmhl\n", - "K2A/Pm5EIqhaK2RIWDz5CpiJFKuphLlAwL6vHtWN8+j7cIIL+bl6duyNP5Qjc34tb8+MxPn7xs4J\n", - "kQIW1unM8oMVvfb8TsDsucE9S0ETK4KPvpfXk3WGaxIO8v+oPq6fx8ff+Nsk/6r+/hf/+flyZM6v\n", - "5e1zI3H+vrFzQqSAhXU6s/xgRa89vxMwe25wz1LQxIrgx9/I68k6A8TQxMuhHd8ziBGZB8+r3xp5\n", - "eVzrWBhfwH57LiStkSD/HCNznhSJFSq3fSh1v1XPH/Ti1FynO+9BNfSp8PggQZ3scY9/tPWKl7ef\n", - "uHbNM1Ks5tDncPzsB1W2NAIBa0QjLked6HirPuEKlZUlKUDN14rynMgK1EDAmjq5FTmt/FSd7P6+\n", - "zLaMyQJmjw/Ob/exApYHwSDfiEZcjjrR8VZ9whUqK0tSgJqvFeU5kRWogYA1dXIrclr5qTrZ/X2Z\n", - "bRmTBcweH5zf7mMFDOajiZdDO75HxsiQFRldagJZEpL22/PH1YNGcLoN3v5aeozYNX82u2qpcp+l\n", - "uDXntWIUEcEg/vGD2BU9u8/eky9d2a7oXSl5C5iJFKup9DmcjsfqyWtduCSBgDVfP44ImCpoRlBC\n", - "QQpkJhAoh39OiBSwRt6EDA3LH6mTtj8QrISAjbQJApYHwSDffP04ImCqoBlBCQUpkJlAoBz+OSFS\n", - "wBp5EzI0LH+kTtr+QLASAjbSJggYzEcTL4d2fE8QITKBJLUJhcVf4TJyU4tSLVPBylVMbqScdeWI\n", - "85rjPKnTMippso6iLLfi137cW/IXMBMpV1Poc/jqdKxOL96rwiWZJWDqfl9gYoJkGz0kLmDBcZ0o\n", - "GZTyU3XS9pttcwQsqEMPApYHwSCfEjB1vy8wMUES72VDXMCC4zpRMijlp+qk7Tfb5ghYUIceBAzm\n", - "o4mXj3aOxc9AuJSVJbli1K+Y1aJjtptzmjKGstOU7/dDT5p66VIkqZUwc476NaNSzz7DFbCgbASs\n", - "Ie9IuZqKzfkCpgmOz9krYCNSJxh8BRkwtXyvTqyAbZ5wkFcEx+fsFbARqRMMvoIMmFq+VydWwCAr\n", - "NOny0c6x9LFy0stRjy89g6/snMB0K1+mHCM8Rny8VSlznP9Zrlq5z3J7kHClrE9se53gugiYjHvG\n", - "+UfK1RRsLvpnKOzPT4WrU2ablSIrK4Oft+pkRhM4e05cqkJmC9jEOnVluhU5b1WrWXVz5w/2i/PN\n", - "53ZfeB24FXKQtz8/Fa5OmW1WiqysDH7eqpMZTeDsOXGpCpktYBPr1JXpVuS8Va1m1c2dP9gvzjef\n", - "233hdQCmoEmXRDvPE7BGVIarSHbVqhei4c9M2RUm8/+adJvNMY8f1+X5xwkBa8oJRMsTQNWkTBSB\n", - "amPrKerfrpz1AomAyexCwKb+/JdBCpjBSlj7choCybBCMrYvFCRDK0nR83rmC1i/PVq2k6qGR9X3\n", - "5nP0nur98mvH4HxPTr3tUwUTlkcb6K2EuWdWE0iGFZKxfaEgGVpJip7XM1/A+u3Rsp1UNXxSfWc+\n", - "R++p3i+/dgzO9+TU2z5VMGHvaMIl0c7rBWwoVi7h6pJ23ECmGtkaipI9zvLg+fNwhayO+4pyIEjt\n", - "OQ1qHdvIYwdCiYDJuLYqI1KwplD/VxOtGJqAAZSENtADwFpowqUxPDerNAIVShlZNwiYAAGD0tEG\n", - "egBYC022NIbn5pT4KhxZK2UJmIkUrBT1fzXRioGAQeloAz0ArIUmWxrDc/PJyA/Sk9WCgAkQMCgd\n", - "baAHgLXQZCtGeC7Zd8oTMBMpWeMcjFTNQZvUAEpBDvIAsCaaaMXQzoe94gTs19//KAhT32k0Aqat\n", - "dMVAwKB0tI4OAGuhidYYWhmwR8pcATMJV7nGQMBgV2gdHQDWRBOtGNr5sEcQMAECBqWjdXQAWBNN\n", - "tGJo58MeKVfATIaypYGAwa7QOjoArIkmWmNoZcDeQMAECBiUjtbRAWBNNMkaQysD9gYCJlhEwOSv\n", - "7pGk9t+Y4HdB3oLM2yd3tI4+G/mre2A+tOGO0CQrhVYO7ImyBcxkKFySw/F4rI7Hp9UrRbgkMQFr\n", - "pKRuqOHvXVSYKWBN2d7n5ndPCgGSx6zJmIC5duh5VH2vHHcRCwmY1o57QOvohuYXVNfPbPh7FxWu\n", - "KA/N76n0fvH2NXBt0fNJ9Z1y3EUs1Ia3aB+YiyZYKdy5w18+bwh+oTxsEjf+lJuhcEkOrz6rBeyz\n", - "H1ThkugCZn459bF69GjihD5TwCS3FoeUgPm/aNv+ovKFJQwBuwito9tfTv1h9fFHEyfzHQiY/8u2\n", - "7S8rX1jCELCdoUlWivZc864Mfim89xk2yS4E7K/Hh9Xzd7pwSVQBc0Lw87PqqMlGs9025KEWtWfP\n", - "hEAk9vfC83P17OiOszjZGUqRPNavl9336Hsjjm5/fd2f3f6aoE7hyt4cAbNy6s63otrcX1Ouq9NY\n", - "XWtG28fdi3e8FLTBvcTbcQ9oHb2TgWZgV0Sj2e7aqx74P+/lYfg3cfs39l5g2r/Bd+f75dt9H39j\n", - "BNDtdxOLPM+V6c5xZdQEMmNlsqljc5673lg9QqSA2TLdNc8sf6QN0/dUE5xvjo21j1cGZIQmWCn6\n", - "8/1+Futz/bsQvnv2LxBun+tfkDvumZWdoXT5HKaufhk0Aeulw07s4WQut7XSIwQivn8oPNGvILtt\n", - "rWDIcwbC00tXeH5dB+/6zbkj9fHp26Ld1siPu057b4oMpuqaar+4gNnjg/PbfayA9fTCYQfycCKX\n", - "21pZcnLQ/O3cG/DF387lZNFMBkI8/ElBPV6ZbMYFzJQZTkLj9Qjp26PdFtyTVn57H7L87phEG068\n", - "p+D8dt+wfSBfNMlK0Z7bvIP1+yT6l2H03XbntfugHHYhYE9e67KlMRCwQDCGsmL3ixUdXxBS+2tm\n", - "C5hWZiMirp4paRGI8uYIWHNsV66VoeC6qbom2ydxL+bPg/ItCFiLGNAHYqIN4IocOHkYDv7hZGGP\n", - "d9tS4qEJxjRZCfYn6xEiBayZ4JLly0nOKz/Zhol7Mn+OTKIIWElogpWiP795D+t3L3jeqXe72S/e\n", - "LSiCXQjYW0W0YkgB04WrFzJVAFKC4O+vmS1gqnT4opIWsOYa7cO39OWlBCw4z28bTcBSdU22zwQB\n", - "C+rQg4BZdOHyBnRt8g/kwf8buBCJdvAP3okGV/41BWysHiHdROfw20crXxUkr57JNpwgYEEdehCw\n", - "0tAkawzv3OY9Fu/RlHfbOyZY2YWscc+y/AzFy3HBP0NhJ//+he/pVoFSKzjJFZ4zBCy1qjRFWvzz\n", - "RXkpAQu+ggxgBSwHwk5uJ37tHe4Gam3Ql0LgjpHHaucGXFPAxuoRIlfAQqaWL1chxP6gzhMELFJ/\n", - "BKw0NMlK0Z6rvUez3m3l3YVscWNx+RmKl+N8AWsmd2+1q8WuHrlJ30pHKGT1RTuBSO2PCJi3f3hM\n", - "K4bRc+ZJS1O2/LyUgCXrOrN9Uu1rPrf7tHbcA0Enbyb24SpQM6l3g7odtEMhq9vYF7BWID74iy5L\n", - "cZmZKGDBtfwVt/rzoD7aJJOqR8hsAWvL9+89rHe6DafcU1+n+nO7T2sfyBlNsFK056qyNefdVvob\n", - "ZAsCJvAFLC4iQjScFDTUImM++xN/Yv/gOt7xTiyGdbF1cA8wFI2EgNU05XXXeFaXtZaA9dv1utak\n", - "2i84v94v7iU83xNmpR33gN/Bg0k/QEiGE4KGegIwn8Wkb6VNG9xbOenOr+nOVSYEIWD+tQMB6cqr\n", - "6xOcI+reMVaPkPkC1m+Plp1sw7F7kufz9VLZaJKVoj6vedZSwAwj73bzlyxvu9rfIUfcMys/Q/Fy\n", - "8KuIYFdoHR0ArokmWCm0cmDLIGACBAxKR+voAHBNNMFKoZUDWwYBEyBgUDpaRweAa6NJVgqtHNgq\n", - "CJgAAYPS0To6AFwbTbCmoJUFW2QXAmakag7apAZQClpHB4Bro8nVFLSyYIs4Afv19z8KxtRfpxEw\n", - "baUrBgIGpaN1dAC4BZpgTUErC7bGNlbAwhUvCQIGu0Lr6ABwCzS5moJWFmwNBEyAgEHpaB0dAG6F\n", - "JlhT0MqCLYGACRAwKB2towPArdDkagpaWbAlEDABAgalo3V0ALglmmBNQSsLtkL5AjYULsn1BUz+\n", - "qhxJav+NGftVRFch8/bJHa2jL4r8FTqls7X7gQzR5GoKWlmwFXYhYH998V6VLY2YgLnfnTj8PYcK\n", - "MwWsKdv73PwSaSFA8pg1GRMw1w49/e+QXIyFBExrxz0QdnLld8ipv2tuBgsKS/P7JUd+d13zuyyX\n", - "rLvGQveTuhfYO5pgWZo+Wr/r/jb7e1zNn7WyYAu4ca3MDGVL4/DX48Pq+TtduCS6gJlfBn2sHj2a\n", - "OKHPFDDJrcUhJWD+L7Zu6rq0hCFgFxF2citg/S9xboXsElG4soD5v4Da/kLwhSUMAYOrEApWwDd2\n", - "Iv77T+3n+n/NL2DvPqvlQensQsCeXCpgTgh+flYdNdlottuGPNSi9uyZEIjE/l54fq6eHd1xFic7\n", - "QymSx/r1svsefW/E0e2vr/uz218T1Clc2ZsjYFZO3flWVJv7a8p1dRqra81o+7h78Y6Xgja4l3g7\n", - "7oGwk0sBa0WhEw67/+NvvHOkkPz0RTMZ2Lb8sPr752K/Od5r64ZOROQKnJMnuT2so0MK2L///Ef1\n", - "cX2sra/5c1uf0bKFsI3ez9z2MMdOuxeAQLoE/YpX+GfH2Dtt/2Li9tXv9E/+NSFX3DMrL0PRinHx\n", - "V5C9dNiJPZzM5bZWeoRAxPcPhSf6FWS3rRUMec5AeHrpCs+v6+Bdvzl3pD4+fVu02xr5cddp702R\n", - "wVRdU+0XFzB7fHB+u48VMIOVg14I9M9x4ZDHWwHq97cS1A74chXITiT951D+0qtGAwFr5Mddr61L\n", - "MBm1MiSvKeQsfj+p9rDHB+e3+1L3AuAL1YB21eu7weqXE7JIP2r6hPhLBhTBLgTsrSJaMQYCFgjG\n", - "UFbsfrGi4wtCan/NbAHTymxExNUzJS0CUd4cAWuO7cq1MhRcN1XXZPsk7sX8eVC+BQEztELSdnSL\n", - "/zfkhHBog/vY/sE++bfxcWGTSAFrJiJXfitDQd3Vyci7Zup+Uu1h/hyZ7BAwmIYnXYLm/TZ9tP7f\n", - "bnsgZK4M+U6LdxaKwI3JZWUoWWMcjhd8BakLVy9kqgCkBMHfXzNbwFTp8EUlLWDNNdqHb+nLSwlY\n", - "cJ7fNpqApeqabJ8JAhbUoQcBM8gVn5pGIpwEnSEc/n4hVMHf1NuJIXhfGuYJWHBud12DImCqIHn3\n", - "mLyfCe0R1KEHAYNpeHIlcatgyragHzT0/cjva0Ffh6xxz7KsDCUrTv3f56djNfVryFDA7OTfv/A9\n", - "3SpQagUnucJzhoClVpWmSIt/vigvJWDBV5ABrIDlQNjJFQELxCUhHKkVo4Fkecdq5wrmroCFKAKm\n", - "XlOuFlwoYJF7QsBgGp5cSUYErN+mlelQ+gRkixs3y4kUrBT1f/96PFZPXuvCJQkErJncvdWuFrt6\n", - "5CZ9Kx2hkNWN2glEan9EwLz9w2NaMYyeM09amrLl56UELFnXme2Tal/zud2nteMeCDu5ImCNRCRW\n", - "rTohsQN6d77cb8qKSocmfyGNtHTXGjJbwNpr+nUKr5G4n5pZ7WE+t/tS9wLQ4wmWjyZgNbYf+du0\n", - "Mg3KXyAgW8oSMClXU6j/e+4P4cdFRIiGk4KGWmTMZ3/iT+wfXMc73onFsC62Du4BhqKRELCaprzu\n", - "Gs/qstYSsH67XteaVPsF59f7xb2E53vCrLTjHgg7eSskXftYwgHaSoXd90n1XbAiVOMkxO03n6Ww\n", - "dPtrAglRrh8pWxOt+QLWb1evZ0jcz7z24GsgOAdfpjwiAmaI9qPmL1TedlZhi8E9s/wjxWoq9X81\n", - "0Yox+CF8gMLQOvpaaKs+49IEAJahZM1HKxdKoQwBk1I1h/q/mmjFQMCgdLSOvhbB13UN6a8dAcCg\n", - "CdU5aGVDCeQvYFKo5mCDgMGu0Dr6egy/YkS+AKaiCdU5aGVD7uQtYFKo5mKDgMGu0Do6AOSKJlTn\n", - "oJUNOZOvgEmZOgeb2QLmGgUAAABgTfKKFKlzsTkYqZqD1kAAAAAAS/Pr739kgqnLEtjyGgHTVrpi\n", - "GAEjpOS4F58Qkm/CfqqtIFwCKSX5jNfae3QufRAwsqsgYITkn2E/1SaySyAl5PbjtfbuXEofBIzs\n", - "KggYIflH76faZHYJJPfcbrzW3pclCIOAkV0FASMk/8T7qTapXQrJNdcfr7X3Y0nCIGBkV0HACMk/\n", - "1xUwB8kt1xuvtfdhaYZBwMiugoARkn/G+6k2uS0FySnXGa+192ANhjk8f6fLlgYCRkoPAkZI/kn3\n", - "U22CWxKSQ9Yfr7VnvwZ6Dsfj0+qVIlsaCBgpPQgYIfnn9gLmILfMeuO19qzXRM/hyfFhNXUVDAEj\n", - "pQcBIyT/TOun2kS3BuRWWX681p7v2sRTC9ixevJaFy4JAkZKDwJGSP6Z3k+1CW9NyDWz3HitPctr\n", - "MJ7DX08IGNlPEDBC8k++AuYg18jl47X27K5FOqyAkV0FASMk/8zrp9rkd03IWjl/vNae0zWZFn4I\n", - "n+wqCBgh+Wd+P9UmwWtDlk5ZIu6YnsNfX7xXZUsDASOlBwEjJP+c10+1yfBWkCUy7T3Q2v9WzAv/\n", - "ECvZVRAwQvLP+f1UmxRvDTk34++B1ta3ZH4QMLKrIGCE5J/L+6k2QeYAmRP9PdDa9ZacHwSMEELI\n", - "BqNNljkxnr/97W/tn/abUMC0Nrw1lwUB21n++9//AgDshENh2Hp/++23CFgdK2Ca+OTA5UHAdpZw\n", - "cAIA2Dqa6OTNt98eagFbbqIvL/bef/3dtUFuLJODkao5GCOFMjHRBygAgK2jy06OOAEzAjJEH9/L\n", - "R7vX3NDqfR4mrIDtLPrABACwB3ThyY1wBWxpcolWtxAjPdr267NOELCdRR+UAAD2hC4+ubCugJXD\n", - "7QVs3SBgO4s+GAEA7A1dfnIAAbPcTsCuEwRsZ9EHIgCAvaJL0C1BwCzXF7DrBgHbWfQBCABgz+gi\n", - "dCsQMMv1BOw2QcB2Fn3wAQDYO7oM3QIEzLK+gN02hz/ffV2djsfq2PLktS5fBgSs/OgDDwAA9Ohi\n", - "dC0QMMt6ApZHDk9q6Tq9eG8l6/XTWsIeVl+9G8qXAQErP/pgAwAAQ3RBWhsEzLK8gOWVw/H4tHrV\n", - "Sdb76qtTfBUMASs/+iADAADj6LK0BgiYZVkByy+H4+nr6m0nWVbAuhUxAQJWfvSBBQAApqFL05Ig\n", - "YJZlBCzfCAH73+rVZwjYlqMPKAAAMB9doC4FAbNcJmD5hxWwnUUfRAAA4DJ0mToHBMxynoCVE34G\n", - "bGfRBw4AAFgOXaymgoBZ5glYeWn+X5CdcDX/L0hfyEIQsPKjDxYAALAOumSNgYBZpglYuRH/Dlj8\n", - "n6AwIGDlRx8gAADg+iBgY4wLWPnhX8LfWfRBAAAAcuHbb79FwGp6AdtmELCdRevsAACQD1bA/taO\n", - "2rGEsrId+vz6+x/tn7YZBGxn0To7AADkwzQBS0WTm5xIBwHzQMDKj9bZAQAgH5YRsPKzeQEzUjUH\n", - "0yBQJiZaZwcAgHxwAqaN47ANTFgB21m0zg4AAPnACpiNE5WtBgHbWbTODgAA+YCA2SBgHghY+dE6\n", - "OwAA5AMCZoOAeSBg5Ufr7ACX8OrTQ3X49JW6bypLlHErSq475AkCZoOAeSBg5Ufr7JAp77+sjod6\n", - "cnccv6zea8ctwPsvj1GJaATDr8fh0+qV3D9DQLRrnVWGqIflffXl8VB9+sp+bspdsd0Msu6XXjPa\n", - "PivfB+QDAmaDgHkgYOVH6+yQIa8+rQXjWH35vt9mJubjl+/D4xYiJWD+daX8SAFJERWMGWX897+v\n", - "qk9rGXSi1dG0myZm6zG/7uOMPQvYBwiYzS4E7O2Lh83vgjy9eK+KlwMBKz9aZ4fciMhFsL+Wsy+N\n", - "bNSTfyccdvUntlIlV9Rs+fKcULYMUsBk/YYCEqtH/Fp+GbHytHpJUZHb5Gcrj/W2Bie4tvygvY3I\n", - "+StOattZoteUK5i+UM98FuE1Yu3b7/v0lX1Gdn8o8pA/CJjN5gXsSSNeP1RfnRCwPUTr7JAZzeQ8\n", - "torjJtfwGFU2Oomoz/GEItw3vupiyg3kp6lfP6mrciDr4dVVu1ZQhlzFEtfrGKx2hWJoCMqNtmtK\n", - "wMbbTra7/GwIz5n/LPoyU+3r5Cz2fKAEEDCbnXwF+R4B20m0zg6ZkfwabSgauqSY4yKrH0JGtEnf\n", - "YSZwX8CaCT0mIKrkhPUYFwx3fH9/8bqJdpCrVjXDuol2a0gJmEDcY1j34efR52CY8Cy6MpPtO/Ne\n", - "IEsQMBsEzAMBKz9aZ4fMOFvA6kl6gBCfYN/4pO9oJn//vDHJUeseSkFawPxjFKHw8MsyZSS/pvTa\n", - "qT82LS1jbSevkfpsGCtvtH2S7YuAbQEEzAYB80DAyo/W2SE3FMFK7VdXRjzkxD1h1cVhJn8pNj6B\n", - "YCRXaBKC4ba5clL31ew3ZYfXcGjyY/HbMCEtibaT1wg+a8J0xrPoylTbw793BGwLIGA2CJgHAlZ+\n", - "tM4O+WFXSEKhMNusCCkC1k68UVESk34zoctJPzJJm2MnC1hbD18gZNnatcIyDG05ZnVIyEhIe99H\n", - "vf7Dch2hqATHNZJTf3blJdpOXqP/rD2nmjOeRV9mqn3D+2pAwIoDAbNBwDwQsPKjdXbIk2ZiNSLg\n", - "6CbRyMTuS8vgHDfRW45fflmX0U/6nXQ0+0LZMudNFzCDrZ9WhwblWsMy+vsf3mfI2HFBuY34tHUy\n", - "ROtct4uQlrG2k3XvPsvr1bg6jpWXbp+x9kXAtgACZoOAeSBg5Ufr7ABZ0giMJyYAOwEBs9m8gJl/\n", - "hsIs3/vERAwBKz9aZwfIEbmyBLAXEDCbnayATQMBKz9aZwfIj9jXrADbBwGzQcA8ELDyo3V2AADI\n", - "BwTMBgHzQMDKj9bZAQAgHxAwGwTMAwErP1pnBwCAfEDAbDYvYEaq5mAaBMrEROvsAACQD07AtHEc\n", - "toEJK2A7i9bZAQAgH1gBs3GistUgYDuL1tkBACAfEDAbBMwDASs/WmcHAIB8QMBsEDAPBKz8aJ0d\n", - "AADyAQGzQcA8ELDyo3V2AADIBwTMBgHzQMDKj9bZAQAgHxAwm80L2NsXD4PfA/nktS5fBgSs/Gid\n", - "HQAA8gEBs9m8gJ1OX1dvW8GyMva0euVJlw8CVn60zg4AAPmAgNns6yvId19Xp+PD6qt33jYPBKz8\n", - "aJ0dAADyAQGz2ZeAvX7KCtjGo3V2AADIBwTMZkcC9r766nSsTi/eB9Llg4CVH62zAwBAPiBgNrsR\n", - "sFefHauj9/NgGghY+dE6OwAA5AMCZrMLAZsiXwYErPxonR0AAPIBAbPZvICZrx2nyJcBASs/WmcH\n", - "AIB8QMBsNi9g/r8B1vHZDwjYRqN1dgAAyAcEzGZHP4SfBgErP1pnBwCAfEDAbBAwDwSs/GidHQAA\n", - "8gEBs0HAPBCw8qN1dgAAyAcEzAYB80DAyo/p2AAAkDcI2A4EzEjVHEyDQJmYDg0AAGWgjeOwDRoB\n", - "01a6YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY\n", - "2AnJP/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBezti4fe74F8Wr1SxMuBgJHS\n", - "w8BOSP6hnxKTzQvYk9PX1dtWsF59Fv9F3AYEjJQeBnZC8g/9lJhsXsB8wWpWwzwhkyBgpPQwsBOS\n", - "f+inxGRHAvZD9eR4rE4v3gfS5YOAkdLDwE5I/qGfEpPtC9jrp/3PgI18/WhAwEjpYWAnJP/QT4nJ\n", - "9gXMEyz7A/nxH8RHwEjpYWAnJP/QT4nJrgTsz3dfV6fjw+qrd942DwSMlB4GdkLyD/2UmGxewE7e\n", - "146sgJGth4GdkPxDPyUmmxewr07u3wAzxFe/DAgYKT0M7ITkH/opMdm8gGmiFQMBI6WHgZ2Q/EM/\n", - "JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJggYB4IGCk9DOyE5B/6KTFBwDyMgB0OBwAA\n", - "AIDV2XIORqrmoDUQAAAAwNKYVbAt0giYttIVwwjYL7/8AlA0hBBC8o4TsC0HAYPdQQghJO8gYAIE\n", - "DLYAIYSQvIOACRAw2AKEEELyDgImQMBgCxBCCMk7CJhgmoC9rE5Nw52ql+p+wZv76s4cf3dfvdH2\n", - "X4031f3djHqrLFFGjJntehay/mtd8xr3EocQQkje2ZWAvfrM/kLu04v3A/FyhALWTqIDcVpLwC6V\n", - "G1evkNNLt39u+drx59TRnePXpSVom2tIi6z/EtfU2uQa9xKHEEJI3nFz9JZjBez10+p4elo9OS0h\n", - "YDO5uoC586X4zC1fO/68Or65v2vqcTi9VLff3V/rq99L21hjjTIvg5SdHx8/qJ7/1n4ghGwyOxGw\n", - "99VXtXg9eW3/93IBkxOuPe7u/mW73dKt9ggBe3my+0PpcGV6dNd1YuW4q+7fuPN8pIBJwdFEIVZ2\n", - "rD5+Ge7Pfn1ibTas27A+w/q5tmpw8ubas5M5pR4vT/15NX1bJ64pzjN0z1Et053vMWin9vzR52j3\n", - "Rd+hmZBS82P1uH7uDx48aJ7/g+fPm8/9O2OYIGe/Pa/LeF7Nd7jfqucP7HUe/2jq8riukUnsz1Ni\n", - "ypR1nlHG2feiZW7dTc45h5B0XJ/ecg5vXzysjp/9UAvWugJmGtJOmEI2fAFzk/igTMPYpO22uWM0\n", - "CZPHpgQsVbZWn3DbYAWrvb9eeHqcTA3EdCBS7fVEWW/uT7ZeKQEz+7v2lfeQ+uxQnuHkMrVtqbZ2\n", - "+yPv0ExIqTGTvX0PDA86a5kpAedKS/Q8//pzhUQTsBm5uoCZ+vrHzL1fQqbF9fMt53A6Pq1eNYK1\n", - "soB5x1nZ8ISg2X9n/zc6qSoTuSI08a/t5KTtPkeEKlm2Up/EvQf33Z3T4uSzFSd3rX6VR6/foP1T\n", - "AuYfWxPWSdZfu0etbiHjZSrbkm2deIfabVMhZWf4FeRQAn58bN6PlsdCDxppeVA9cPs9gfntuV1d\n", - "G55nrtFub67lXzP253h5ff3qeoytgJm6Pn7cX3vivZjyu0ObMrzzZJnd/Yd119rQ32YFuD9n1jUf\n", - "P+9WE7vrm2Pc/uaY/nz/us1mvzylboN2IsXFPcst5/DktROsGwtYRzjZx8uNyJYymVuccPn4E3hY\n", - "frrsCWJR099ru2/QXg5XP3PunLId7fYJAhae5++T19DqoT/36WUOt6XbOvEOuXMmQraWUBzqmTiQ\n", - "qkAMTJqJPhSNflLvDxyIntmvykrkz7HyTP267eb4hIB1+5XVsti9eNeYfP/+daNtOLICNvma5hy/\n", - "PHn/Jt51gvZqI+4hXl9SatxcsuUczP/zccDp6+rttQWs3v+ynYh7efBRJvKRlZPh6owvOHKfQZSf\n", - "LDstFs22thy3whdIhsBJzOnetkl4rHY9SyAwCQGT7ROKjLzG8Jpa+84rU9mWbGsEjIzFk4A6ZtWp\n", - "/3py+LmZvL3JuttvJnHznnkMJGKOgEXKC+ujCYhXhqjruBT6Zbsy/Lq1SZ7jb7PpP48IWPfnyDW7\n", - "xgzL6O/JbPfbyx4j69Ikeg826jmkqLj3YMvx/h2wW38FafY7SdIn1uGkK8vWJntxrLrPkKr3sOxh\n", - "fbTru23yWAUna+qxYdlGUDphCQRG3GdXpi3Pio0rW7a3rL/4HDwrs98yXuaUdkq1tdyPgBE/YsIX\n", - "KybqakwgNe1+baXFT3CeJh7iz7Hygu3m+OUEzL9XIyGPHyt1iJ4Tr3t/jBRG/94T1+y2RQSsvmYv\n", - "Td4xWjuKe4jXl5QaNxduOZcLWICZEGdOnnJS71aMwkm+wR3r7/e3NbjrSlx9Y/tlvWtSZQ/qo5RR\n", - "41Zz1HsK8Np0cKws231u8VcNfZGry7Eri05Wwud2Oplj3b7YNezn7j48QumzhGXWTGmn0bZOvEPd\n", - "cdMgW0soASZmAu7eJXXyflB1P28kJu7+HRyTHf+asT/HyvNXeh7XwiKu45cxkCWtTvq9NPsGclen\n", - "2e6u758zUneljawsheeMXrMrIyJgTVnumvU9Bce47a1YNfftCVidWH1JmXHPcsvxBCxNKGAwmWCF\n", - "StkPV4WQXUSRlCax7UtkzbLJroKACRCw87CrNeHPTcHtIGQPif4c1IqSxM9ekaWCgAkQsDPovlrz\n", - "v1KDW0IIISTvIGACBAy2ACGEkLyDgAmMgLlGAQAAAFiTLedgpGoOWgMBAAAALM2vv/+xSRoB01a6\n", - "YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY2AnJ\n", - "P/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBcz8Au7j0eOzH1T5MiBgpPQwsBOS\n", - "f+inxGQXAvbktS5cEgSMlB4GdkLyD/2UmCBgHggYKT0M7ITkH/opMdmFgPVfQT6svnqny5cBASOl\n", - "h4GdkPxDPyUmmxcwX7DevnhYS9jT6pW3zQcBI6WHgZ2Q/EM/JSa7ErA//+eH6skx/pUkAkZKDwM7\n", - "IfmHfkpM9iVg776uTiNfQyJgpPQwsBOSf+inxGTzAubL1qvPjtXx9HX11pMuHwSMlB4GdkLyD/2U\n", - "mGxewIJ/A2xEvgwIGCk9DOyE5B/6KTHZvIBpohUDASOlh4GdkPxDPyUmCJgHAkZKDwM7IfmHfkpM\n", - "EDAPBIyUHgZ2QvIP/ZSYIGAeCBgpPQzshOQf+ikx2byAGamag2kQAAAAADiPRsC0la4YRsAIKTnu\n", - "xSeE5Bv6KTHZ+nuAgJFdhYGdkPxDPyUmCJgHAkZKDwM7IfmHfkpMEDAPBIyUHgZ2QvIP/ZSYIGAe\n", - "CBgpPQzshOQf+ikxQcA8EDBSehjYCck/9FNisgsBe/viYf/7II8PK/8XdPsgYKT0MLATkn/op8Rk\n", - "8wLWyFfil3A7EDBSehjYCck/9FNisnkBezKy4iVBwEjpYWAnJP/QT4nJ5gXsVAvY6eS+fqz57AdV\n", - "vgwIGCk9DOyE5B/6KTHZvIAFP/P17uvqVEvYk9eheDkQMFJ6GNgJyT/0U2KyAwF7Wr3qJOt99dXp\n", - "WJ1evA/Ey4GAkdLDwE5I/qGfEpPNC5j5CrL/GTAEjGw7DOyE5B/6KTHZvIAFwvX6Kf8MBdl0GNgJ\n", - "yT/0U2KyeQFzP/flfgg/9vNfBgSMlB4GdkLyD/2UmGxfwBTRioGAkdLDwE5I/qGfEhMEzAMBI6WH\n", - "gZ2Q/EM/JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJhsXsCMVM3BNAgAAAAAnEdVVdX/\n", + "iVBORw0KGgoAAAANSUhEUgAAAmAAAAFgCAYAAAAcg8VNAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAEPMSURBVHhe7Z0/r9w22rfnK50NMoU/yI6DAEEM\n", + "LPwJjMA4RbBFgLh0DKRykQBpFnBgIMWbwlWKdeEtnDr/kOLZ4im2WDxfQK8oihJ566YozUgzpHT9\n", + "gCvr0R+KokTyMuesz6EihBBCyAoxU6wGIbwJhBBCyEqR4iUhew5vACGEELJKpHDFIHsMT54QQghZ\n", + "JVK0xiB7C0+dEEIIWSVSslKQPYUnTgghhKwSKVhTIXsIT5oQQghZJVKs5kC2Hp4yIYQQskqkVM2F\n", + "bDk8YUIIIWSVSKE6B7LV8HQJIYSQVSJl6lzIFsOTJYQQQlaJFKlLIFsLT5UQQghZJVKiLoVsKTxR\n", + "QgghZJVIgVoCspXwNAkhhJBVIuVpKcgWwpMkhBBCVokUpyUhpYenSAghhKwSKU1LQ0oOT5AQQghZ\n", + "JVKY1oCUGp4eIYQQsmqkNC0NKTE8OUIIIWT1SGlaGlJaeGqEEELIVSKlaWlISeGJEUIIIVeLlKal\n", + "IaWEp0UIIYRcNVKaloaUEJ4UIYQQcpNIcVoSknt4SoQQQsjNIsVpSUjO4QkRQgghN40UpyUhuYan\n", + "QwghhNw8UpyWhOQYngwhhBCSRaQ4LQnJLTwVQgghJJtIcVoSklN4IoQQQkhWkeK0JCSX8DQIIYSQ\n", + "7CLFaUlIDuFJEEIIIdlGytNSkFuHp0AIIYRkHSlPS0FuGZ4AIYQQkn2kPC0FuVVofUIIIaSISHla\n", + "CnKL0PKEEEJIMZHytBTk2jn8+T//W03lh//3pj2NkDLz6+9/tH8ihOQa+mkqmkAtQV7Z+nuAgJFd\n", + "hYGdkPxDP50STaCWIJ8gYB4IGCk9DOyE5B/66dRoArUEeQQB80DASOlhYCck/9BP50QTqCW4fTYv\n", + "YMfjsTq9eK8KlwQBI6WHgZ2Q/EM/nRtNoJbgttm8gGmiFQMBI6WHgZ2Q/EM/PSeaQC3B7YKAeSBg\n", + "pPQwsBOSf+in50YTqCW4TRAwDwSMlB4GdkLyD/30kmgCtQTXDwLmgYCR0sPATkj+oZ9eGk2gluC6\n", + "QcA8jIAdDgcAAIBVIZdGytNSXC+bFzAjVXPQOgoAAMCSmMkXLsW04xpo14I5NAKmrXTFMAL2yy+/\n", + "ABTLv//8DwBkjBMwslTkCtZSrB8nKlsNAga7QhvwASAfELA1IuVpKdYNAuaBgEHpaAM+AOQDArZW\n", + "pDwtxXpBwDwQMCgdbcAHgHxAwNaMlKelWCcImAcCBqWjDfgAkA8I2NqR8rQUywcB85gnYG+q+zvT\n", + "kU7VS3X/FJYoYy6pa7r9d9X9G20/5Iw24E/jX9Xf/2InhsNfvqj+qR4DAJeCgF0jUp6WYtlsXsCe\n", + "vNZlSyMUsJfVqe0oPqeXbv9cedKOP1fA3Hkhfd3GSF3T7V9KwPy6LnHvMEY42Fup+vgbf5vlu4/q\n", + "tvdF65tP6mfxSfWdd8w/P/+wOnz0j+7zEgyueyZNOcH7H9b9XNa4ZwAf986StSPlaSmWy+YF7Hh8\n", + "Wr1SZEtDFzAnCL1IWNGZKxDa8edKyCXykjrX7V9DwA7V3b1r40vuAWKEg31cwAYYARNilLOMGAH7\n", + "4PN/dZ+bui4gYQgYrA0Cds1IeVqKZbJ5Afvr8WH1/J0uXJJxAfulenN/13QcKxGaQMhVMycxoYQ0\n", + "3N1Xb4Iy3J998WnLa4512/zyYvISq4dBOfflqT/27lSdBvWQ9ff2vbmv7uptd/f3g/YKzr27a47r\n", + "9yfq0ZTZPo/uGi+DehgRfnkKPw+u2+7T78fftg3CwT6xAtaKhpUXr60++qL/OrKllx3vq8oGX3rM\n", + "vg+rv//0j+rjbr/5rF+34acvqg+6YyfKYo0UsH//aa/Znz9WT3nPpo7yeFk+wDK494tcK1KeluLy\n", + "sALmcZmAyePlJK8Ih9gWll/vb4WkXzXSzwv3za2HkLxOguL1ttLTfm7lyJyjfwXanl+X/3Ks/Uw5\n", + "nWgq+/w6ede0ZcXuOVLnbj8C1m2btALWSoq3LVx5chLTS1e4X163libvms2xE7+eHAhYI3Luuol6\n", + "NseGQhYcF9wzwLLY8XWZCZxMjZSnpbgs218Be/FelS2NcQFznyNioshSesVMbgtlyEqDJgnuPJ/2\n", + "uLn1GBzv9gvZOb3synPnNMLl9g9W6Rxtec1+v03lvYcE9z64xvBc9fhYnd22DRIO9gsLmCouZuUp\n", + "FJ/wev5+5bo+I2IkkQLWlOvqn6pns19vFwQM1saMQwZy7Uh5Worzs3kBe6uIVoz0D+H7MhRKwGD1\n", + "yhDIjSYcYyLR7lPFRivLMrcew+Pd/vZe23M1AgHzZSdA3EdXF/d1orx3nzMFLFXn9pwtEg72CwuY\n", + "8oP64TViAtZvk9e1K1P+M5ouYMF5ft2T9axpJcyc64scAgZr495ZcotIeVqK87J5AdNEK0bqK8gQ\n", + "IQGB5NhjnNzYSX8oDeo2Jw/tz0wFItWhldUytx6D493+UGb0etTMFTDv+qdGmmw9wjpeuAKWqvOG\n", + "CQf7hQVs6RUwKUoXrIAFJOspt/d1RsBgbczYZCC3ipSnpZgfBMzjIgETXx8mJSFyTL9NHuujnedI\n", + "1UN8lnLjBLC7dqIdZgtYjTvHK9cKmLxm+3mugE1+drH2LZdwsF9AwIJttjz/vPCYdr8nOrKMMQFr\n", + "9i0hYMl6Do8NBEw9DmAZELAcIuVpKeZlBz+Ef6yOn/2gCpfkMgGrCcRCOdff38iEUkaNWw0KpCVA\n", + "P69jtB7KuZ101dTXtD8s78uJawuf9nx3rTkCVmOFyStHXON0MnU6V8CG5YXXcufvQ8DCNrByNEXA\n", + "9K/p7IpRV15wjpMZ/5hQqOR1rXRZPvj8i/q8JQTMMFLPRvy8fX47RL6aBFgK996RW0fK01JMDytg\n", + "HqGA3ZAdf4UGl6EN+NcjXE0CgCEIWE6R8rQU04KAeeQiYG51aOs/MA7Low341wMBA0iBgOUWKU9L\n", + "kQ4C5pGFgHVfH3pfEQJMRBvwr8dSAia+PhTw1SCUjHuPSU6R8rQU40HAPLL5ChLgTLQBHwDyAQHL\n", + "NVKeliKezQuYkao5aJMaQCloAz4A5IMTMDP5Qm6Y57IG2rW2TSNg2kpXDAQMSkcb8AEgH1gByz1y\n", + "BWsJ9DhR2WoQMNgV2oAPAPmAgJUQKVBLEQYB80DAoHS0AR8A8gEBKyVSnpaiDwLmgYBB6WgDPgDk\n", + "AwJWUqQ8LYUNAuaBgEHpaAM+AOQDAlZapDwtBQIWME/AEr8OaBJLlHFN2l/vE/0VSVNJ/ZonQ2lt\n", + "kwfagA+Zov36J9g8CFiJkfK0DJsXsFeKaMUIBUz7XYL+v04/VxC04y+VDHe+z5q/33CigA1+F6WP\n", + "qZ8UsDXaZp/Iwd7/XYuWab9r8Vya611VKvrfd6n+A7Du9z56dbp+HSNEBWz+PS3BOe9KNm1ZEK59\n", + "SWkZCtSlmH+iYss5TP1F3AZdwKQkOAmbKwgLS0b3C7TFuY38nFHeJCYKmIf7xeLjv9dy4bbZMXKw\n", + "NxOk/y/H//PzD+s2XVfCrouVlQ/+Ut+XIgLm/j/+KNOVpoSAXfuetv+u5AECVnJCgboUK2CGbeZw\n", + "PH1dvVVkS2NcwKRMaILgznG41Sh3rEcjMX4Z7s/+ClZMeIZ1U2lXou7u78PjO3mz9HJky727fxnU\n", + "t1/16+tz3/6+ynD/EF3AtPv2GLSNPM/ht5XWfvtDDvZyUnW/5seurJg/f1j9/fN2RaWbbPsVmHC7\n", + "Le/w0T/asvpj3TVi+7Wy3L5glUdIiZUAd25d15+8YxtcGe29+Pt/+qL6wFxPlBnW0T9/7DotTZnu\n", + "OL/uE8oJzm3bfUTA5txTtF7Ndq8M+dnjnHdl8Lxj9WjvyW2XYpd+ztvB3ScpNb1AXUovYIbt5XB6\n", + "8V6VLY3LBEweL4VgTCjstoGstKIUyku//XB6GW6XeF8FdpJktnVCF7sHd015D/1+W96wjSRpAdM+\n", + "TzvG/tJyuR8B8xlMqsEE7GQhnAzlpNpMjm6yb77+8o4XE7omN4OyuvOdaNh9Db5YNGWHdRvSlyHv\n", + "tbmWufYEAfMnfXn/PXV7eeUE7ZIsx+7v69e2vVdez9x7GquX/1nWIURea/67Yo8J7rGth2zToI6T\n", + "nvN2aMbumrLii8I5bC3aPc4nFDDDtnLBD+FLuXCfI0KlyFJ6xUxua6/RCpIVDEUo5LUGP3PVlue2\n", + "D1bQesJrhNc3+909BMLl7Y/WsWUxAXP34ktn2w5jK3B7Qw72clJtJsJucrYTZiBAQqgs5rhwInbn\n", + "yMk+mGjVidUvqxeNbv9AwMT+AV4ZgRx615kgYNE6jBHc35R7EW0Rvc78ewoYXMs+s9hXmo7Z74o7\n", + "xrVlUFePpj4j79Sk57wd3DidR6QA7I1LopU3j6GAGbaTw/H4tJr6g/jpH8L3RSMUBFU0AlGaIBk1\n", + "vdC0+zR5iq6AuTqPSEuNvYZPWsDsPdxQwNw9KyBgPXKwbyZIv72CCViZVNvJMDinoZ9A+0l3KB3p\n", + "Cdk/Z4L8ePXRV278Mrz78csRZQZ1nFIHj0Y4uzYxuPtLlGP+LNsiep359xSvV0tzfVE/wex3xZ3j\n", + "P2/tfia8U+nnvB3c/V8/cqKH+chox0xHFzDDNnI4HR9WX73ThUuS+goyRBcEXzTC1aMJkmFwonF3\n", + "18hTKC6OWN3SAhbWqaAVMKV9YYgc7M0EGZ/QYgKmrGL4uGOUY4MJWS3LXNNNvHPkRxcAWUYjIvX1\n", + "g/sWZQZ1nFOHRmK8+wnuL1GO1hbRe515T6P1MrRt3vz8lqiDx+x3pSZoS1kPh/oexIg95+3QjO81\n", + "60VO5pArcQEzlJ8FVsCk5DikNEg5GUrFUFbGxEMeK+hErZeh6QImhGvw2YmObAN5j0sJ2JS2kXWR\n", + "uONH2mwHyMF+/qRqJ//4OYb2GPOVVicyFk1u/GPSX1nWnydISXS7K8Of8IXoaHUMyo2JkRCMppzu\n", + "c6oc29Zdu86519Q9jdbLv19brv88fMxxFwmYvEfzuamjve74O+VQ2nFj2LF96QlWTt5QAuMCZig7\n", + "h6mrX4bLBKzGCU+HONff30iMUkaNk5ZQrjR6YQpwwqV+BRmeczoZkRMCdneqTk292mO6r/jc/uUF\n", + "bFrbaPfr9iNgBjnYnzOpdhO1385CFNxXXuMTssFeI1ZOuL+WhoFYeOeq4iAnbEUyAhGSdVQmfHG8\n", + "T3NuW58PPv+irvtUAavpRMpQn2c+q9c58560ejVt2MuYrYP31Z/HOe/K4HkH9+hfp72Hbl+Nq39T\n", + "R2+7+py3g7vPZSInbCiJtIAZyk2Zv4roZl+3DQULykIb8AEgH5YRMDlJQ4lMEzBDmSlSwOyqkr/y\n", + "dC0QsNLRBnwAyIfLBExOzFAy0wXMUF7KE7Duqzjx9eVVQMBKRxvwASAfzhcwOSFD6cwTMENZKfMr\n", + "SIAz0QZ8AMiH8wRMTsSwBeYLmKGczBYw1zkAAADWYnrkBAxb4TwBM5SRg5GqOWgdBQAAYEl+/f2P\n", + "CdhJGmCI9r7kQyNg2kpXDCNghJQc9+ITQvLNtH6qrXzAljAipW2fTt5BwMiugoARkn/S/VSbbGFr\n", + "XC5ghnyDgJFdBQEjJP+M91NtkoUtsoyAGfIMAkZ2FQSMkPyDgIFhOQEz5BcEjOwqCBgh+SfeT7WJ\n", + "FbbKsgJmyCsIGNlVEDBC8k/+AnbNaNffB8sLmCGfHE4v3quypYGAkdKDgBGSf/R+qk2m14AMo7XT\n", + "8qwjYIY8goCRXQUBIyT/DPupNokuDVknWltPYz0BM9w+CBjZVRAwQvJP2E+1yXMpyPWjPQeddQXM\n", + "cNsgYGRXQcAIyT/XETCSR7RnY1lfwAy3CwJGdhUEjJD80/dTbcJcApJfhs/pOgJmuE0QMLKrIGCE\n", + "5B/bT7WJ8hJIaRmO19pzXYrr53A8Hqvj6evqrSJcEgSMlB4EjJD8s/zKBykx+nitPd+luG5YASO7\n", + "CgJGSO5Z+qsnUmri47X2nJfiekHAyK6CgBGSc+wkuJyAkZIzPl5rz3sprhP+JXyyqyBghOSafgJc\n", + "RsBI6UmP19pzX4r1g4CRXQUBIyTHhJPfZQJGtpJp47X2DizFukHAyK6CgBGSW4YTHwJGTKaP19p7\n", + "sBTrBQEjuwoCRkhO0Sa8SwSMbCnzxmvtfViKdTJbwA6HAwAAAMDqzIsUpyVZPgcjVXPQGggAAABg\n", + "acwq2DzsCuryaNc6n0bAtJWuGEbAfvnlFwAAgAs4LIx2DSgZJ2DnRa5eLcWyQcAAAOCKaAJ1Kdp1\n", + "oGQuEzATKU9LsVwQMAAAuCKaQF2Cdg0oncsFzETK01IsEwQMAACuhCZQl6BdA7bAMgJmIuVpCZYJ\n", + "AgYAAFdCk6hz0cqHZXlZnYwI3d1Xb9T967GcgJlIgVqCy3NlAWsf5uFUvVT3O6YelyPXqPub6v7O\n", + "v0bJ7QXTud1gCGPI/gg6mkSdi1b+kuT5TF+eTJ3uqvs3+v7FeXmqr3eo7u4XXHx5c1/dmXHs9FLf\n", + "37KsgJlIgVqCy3I4fvaDKlsaoYC5ST/k9DJsxJCporCWUFzSqdy5yj26F6qZGK8hQwjYMpzzDqdY\n", + "YOB271NLP/i19V1NwFJ17/tAeMwC97wql9Yv9Z7MLT91vPacc2/jKWgileDNIegLIWuKyALtLfpx\n", + "Q0I6RgnExdVPjFetMC01RoTC118zbJf5bTVFJF2bLRspUJdyWS5YAZOTfuSFyIrLOtWb+zv7UohO\n", + "5LYv+reEUS67D3Cs8Q5f+GwCmTfbTHmurJwE7OC97xfe8+pcWr/UezK3/NTxWxQwRa5m8ubetvl1\n", + "xtnL2lubK7ptZ/Zfd343NqljhanzUmIq30NXvuWi/j9hZc1dZ/lIibqU87OggAkRaV+Ou/t77zjl\n", + "QYm/JegDmr3W3f3L4AUIJkln/j7qAKbtd/fiiL3Aw3se1nV4j9b2W1yHDP4245/nXVvcU/yFF5+V\n", + "tujbyh3r8O9VqcOmSbzDZlv0GWjPVbZtTWTwiraxu56QfEtb37rMe+/aQT9IXie2f6zu4ty7u7bP\n", + "xt/5aLt148KwL/vtOeee1P4VPbdmgX4fvifK/UfLHquPODfYrl1jpF3U8TdxzmroQjWXQd/sSDxH\n", + "ZTzs2ja6b2Z7BwzfF4s7351njxud1zy0VSP37jfnqGPHeJ1H+05bXt/ebVlT+n/qmQzmvyHu3HUi\n", + "JepSzsvhq3e6bGmcI2Dmc/9CyQfVluEPiOrL3z9MW5a4djfYxAZDx9iL4ra5Y/TOFbzwZtvgRRLX\n", + "EC/xm/uTLTd6Xntds79rF1nv1GdH7N764+z9yP36vW8P2T7KOxx7BrHnqj6LVLt7uPfC0F3bkegH\n", + "k5/v9P0h7f66Xi/HBGSs3br7897z9p5sWTPvKfocfLT7il1He/cT78mg/FTZWn182vOD5y/PGZYR\n", + "tIvXrvHxd+Q9XBRdqOYh29yVnWjrth2i72lsX/LzSNupImSx57hrurrH+rNPZJ97zvW7Yv9S5r+/\n", + "iTon+o49Vikv1f9Tz0Q9ZkjThjXrRUrUJZyXw/H4tHqlyJbGuIC5z+GLPzqIiBegJ/JAvbKCl6Mp\n", + "p3+4tqNqD1aWW6PUQe/o4fGuc7ljo4OcOz5ohxrXPjEB84+tCTuDvA/lvmoGdRtcs6atX1//PZF4\n", + "h8Xxw3eu/iyfq/Ys5ra7O97RXSPRD1LXSdZDf4962v3N9f22Gz9PrWN3D8NzZ91T9Dn4KPVrz5vW\n", + "71PviSg/WfZ4e/Xla7TnTH3Wfrskn/9aaEI1B1uO+nxSbd3sd8/J7fOfU2SffEZz2q7dHhzbEt5D\n", + "oj9752nHOlyZfbntvov6jna9tk2abe4dNe0z9/33yurae0hTt5p1I0XqEubn8OR4rJ681oVLkv4h\n", + "fO/F0R6+aHT3UIadXz6cxIvaXss+XP8lceU5hg99+GLUKC9Qz8iL1zDcZuvqaLcP2sed17dheJ6/\n", + "T15Dq4fSgVyHU1h3AM6VxDtcE38GkeeqPYtz2929IzX2XUz0g9R1kvXQ3iOfdr+7ftdP3Fco/XnR\n", + "dnP31N3D8Jqz7mlwLa3uw2vM6/ep9yQsP112qp2VvivPSbWLNv5OaMvl0YRqLrYsrV2TbT02N4zt\n", + "m9ve7tr+sYqAuXfVnpPoz955+jsh9sn3aUKdo33Hb0O3TbZRd0zY/6f1LdG+CrZO54nNvEiRuoR5\n", + "OZyOD6upX0OmvoIM0AYA0ejqg1KOS76o7lod2gtsUB668qK5esUGpa4T3fsd2O2Pv1jB/Q7ax51n\n", + "6y7rEHZMeY3hNdV7UDvVnhl/h8efwfA4267T3rHJtOfa9yTRD1LXSdYj/u4G+7vr98efmnrY80bb\n", + "zb33ShnumrPuySN8Dv6+ac9E7TMNibFOlp8sW6lPwPA5T7lGgDb+zmjL5dCEag59WerzTbX12Nww\n", + "Om/MbG+frlz5fF2Z7jqJ/hycq70TYp+83ow6y7bV69HWP9H/k89EnBu2UY853nCdSJE6l3k5HE9f\n", + "V28V2dJYWsC6Y7oHWpfZ/Fk+nPEX1T5c7aUdMnyxZNnpF8O9YJbIS9qeb+rWvYjBiynarytTuyd3\n", + "rPss65hqV4e45gBXjrynrTLeHmPPIP5cR96xaLv3BOXW2LLcwNWWE+kH6euk6zGsu0/7fvjvVTCJ\n", + "2XJH393Buynf5Xn3NPYcfKLPZFK/T7WbPDdd9ng7y/MNkWvE6qSOv6n7WANNqqYSlmXfK/l8x9s6\n", + "fBdDxvbNbm+Bfb5hXV39+2cyfM7x92Ls+rF943WO951hvSxtm/jblf4/PH/4/qfqZrBlzpea8yNl\n", + "6lym5zBVvgyLC5h/XIN78SIvf/RFdXXxSdTL4MoL6jBybod3vdhL2pXhPrcofyN15dgfbNTv6XQy\n", + "x8baJ/zcdXSPfiAYaytXjjYAbBHXFrHnPeUZtPjPVXvHRtvdR5Rb0/+tsS0j2g+8YwL86yT2q3V3\n", + "tHUT291k05cz0m6u/K6M8N3ty5t6TyPPweeifu+uH9s/vIdk2aPt3F4v2K5cY6xdXPmD9hhryzXQ\n", + "xGoKw7LcuBYKWM1oW4/d79i+me2toI3DfV82tOV5zzkuYGP7XL20uky5xxb3rkT/ItMeL97XYf+v\n", + "mfr+x/prjTv3upEydS7TsolfRTR4MSc8XAAAWBtNrqaglTWfsbmhtHnDCV0occsTF70FGVmtdtxG\n", + "wEykTJ3DtGxAwJS/qbiVJQQMAOCGaHKVQivnHMbmhvvy5o2rCOJwVW4Npkhe2QJmSGcTK2DqMivy\n", + "BQBwYzTBGkMr4xLG5oby5o2rrE6tzUSRdM/kNpEydQ7pbETAAAAgPzTJiqGdD3vltgJmIoXqHMYz\n", + "W8BcowAAAACsyW0jhWou4zkYqZqD1kAAAAAAS/Pr73/cEHP9S9HK/cMKmLbSFcMI2P/93/8BFMu/\n", + "//wPAFyNwwS08/7TTFBkv3ECdvvIVa25xIOAwa7QBnoAWAtNuCTaeQjY3pOPgJlIqZqLHgQMdoU2\n", + "0APAWmjC5aOdYyH7DgImQMCgdLSBHgDWQpMuh3Z8D9l38hIwEylVcxkGAYNdoQ30ALAWmng5tON7\n", + "yL6Tn4CZSKmawzAIWIrvH1WH47PqZ20fFIc20G+ebz6pDn/5ovqntg9gVTTxcmjH98zNj4/rCfvx\n", + "j+0nUnq2J2CGMIfj8WH11TtduCSqgP38rDq2DdVwRVn5/pF33YZH1ffKcRexkID9/OxYHR59r+6D\n", + "66EN9P/+6YvqA/89uqKsfPeRd92GT6rvlOMuYiEB++fnH1aHj/6h7gPQ0cTLoR3fo6WRrLqfaJ6V\n", + "tYD99rx6EPTzQ/Xg+W/tTqLFtVN+kVI1hzCXrYAZOTkcq2c/99uMaByf/RwetxJGwPxrNZKztIQh\n", + "YJtiMNAbOTl8WP39p36bEY0PPv9XeNxKGAHzr9VIztIShoDBzdDEy6Ed3zPMj9Xjw4Pq8eMHqmhl\n", + "K2A/Pm5EIqhaK2RIWDz5CpiJFKuphLlAwL6vHtWN8+j7cIIL+bl6duyNP5Qjc34tb8+MxPn7xs4J\n", + "kQIW1unM8oMVvfb8TsDsucE9S0ETK4KPvpfXk3WGaxIO8v+oPq6fx8ff+Nsk/6r+/hf/+flyZM6v\n", + "5e1zI3H+vrFzQqSAhXU6s/xgRa89vxMwe25wz1LQxIrgx9/I68k6A8TQxMuhHd8ziBGZB8+r3xp5\n", + "eVzrWBhfwH57LiStkSD/HCNznhSJFSq3fSh1v1XPH/Ti1FynO+9BNfSp8PggQZ3scY9/tPWKl7ef\n", + "uHbNM1Ks5tDncPzsB1W2NAIBa0QjLked6HirPuEKlZUlKUDN14rynMgK1EDAmjq5FTmt/FSd7P6+\n", + "zLaMyQJmjw/Ob/exApYHwSDfiEZcjjrR8VZ9whUqK0tSgJqvFeU5kRWogYA1dXIrclr5qTrZ/X2Z\n", + "bRmTBcweH5zf7mMFDOajiZdDO75HxsiQFRldagJZEpL22/PH1YNGcLoN3v5aeozYNX82u2qpcp+l\n", + "uDXntWIUEcEg/vGD2BU9u8/eky9d2a7oXSl5C5iJFKup9DmcjsfqyWtduCSBgDVfP44ImCpoRlBC\n", + "QQpkJhAoh39OiBSwRt6EDA3LH6mTtj8QrISAjbQJApYHwSDffP04ImCqoBlBCQUpkJlAoBz+OSFS\n", + "wBp5EzI0LH+kTtr+QLASAjbSJggYzEcTL4d2fE8QITKBJLUJhcVf4TJyU4tSLVPBylVMbqScdeWI\n", + "85rjPKnTMippso6iLLfi137cW/IXMBMpV1Poc/jqdKxOL96rwiWZJWDqfl9gYoJkGz0kLmDBcZ0o\n", + "GZTyU3XS9pttcwQsqEMPApYHwSCfEjB1vy8wMUES72VDXMCC4zpRMijlp+qk7Tfb5ghYUIceBAzm\n", + "o4mXj3aOxc9AuJSVJbli1K+Y1aJjtptzmjKGstOU7/dDT5p66VIkqZUwc476NaNSzz7DFbCgbASs\n", + "Ie9IuZqKzfkCpgmOz9krYCNSJxh8BRkwtXyvTqyAbZ5wkFcEx+fsFbARqRMMvoIMmFq+VydWwCAr\n", + "NOny0c6x9LFy0stRjy89g6/snMB0K1+mHCM8Rny8VSlznP9Zrlq5z3J7kHClrE9se53gugiYjHvG\n", + "+UfK1RRsLvpnKOzPT4WrU2ablSIrK4Oft+pkRhM4e05cqkJmC9jEOnVluhU5b1WrWXVz5w/2i/PN\n", + "53ZfeB24FXKQtz8/Fa5OmW1WiqysDH7eqpMZTeDsOXGpCpktYBPr1JXpVuS8Va1m1c2dP9gvzjef\n", + "233hdQCmoEmXRDvPE7BGVIarSHbVqhei4c9M2RUm8/+adJvNMY8f1+X5xwkBa8oJRMsTQNWkTBSB\n", + "amPrKerfrpz1AomAyexCwKb+/JdBCpjBSlj7choCybBCMrYvFCRDK0nR83rmC1i/PVq2k6qGR9X3\n", + "5nP0nur98mvH4HxPTr3tUwUTlkcb6K2EuWdWE0iGFZKxfaEgGVpJip7XM1/A+u3Rsp1UNXxSfWc+\n", + "R++p3i+/dgzO9+TU2z5VMGHvaMIl0c7rBWwoVi7h6pJ23ECmGtkaipI9zvLg+fNwhayO+4pyIEjt\n", + "OQ1qHdvIYwdCiYDJuLYqI1KwplD/VxOtGJqAAZSENtADwFpowqUxPDerNAIVShlZNwiYAAGD0tEG\n", + "egBYC022NIbn5pT4KhxZK2UJmIkUrBT1fzXRioGAQeloAz0ArIUmWxrDc/PJyA/Sk9WCgAkQMCgd\n", + "baAHgLXQZCtGeC7Zd8oTMBMpWeMcjFTNQZvUAEpBDvIAsCaaaMXQzoe94gTs19//KAhT32k0Aqat\n", + "dMVAwKB0tI4OAGuhidYYWhmwR8pcATMJV7nGQMBgV2gdHQDWRBOtGNr5sEcQMAECBqWjdXQAWBNN\n", + "tGJo58MeKVfATIaypYGAwa7QOjoArIkmWmNoZcDeQMAECBiUjtbRAWBNNMkaQysD9gYCJlhEwOSv\n", + "7pGk9t+Y4HdB3oLM2yd3tI4+G/mre2A+tOGO0CQrhVYO7ImyBcxkKFySw/F4rI7Hp9UrRbgkMQFr\n", + "pKRuqOHvXVSYKWBN2d7n5ndPCgGSx6zJmIC5duh5VH2vHHcRCwmY1o57QOvohuYXVNfPbPh7FxWu\n", + "KA/N76n0fvH2NXBt0fNJ9Z1y3EUs1Ia3aB+YiyZYKdy5w18+bwh+oTxsEjf+lJuhcEkOrz6rBeyz\n", + "H1ThkugCZn459bF69GjihD5TwCS3FoeUgPm/aNv+ovKFJQwBuwito9tfTv1h9fFHEyfzHQiY/8u2\n", + "7S8rX1jCELCdoUlWivZc864Mfim89xk2yS4E7K/Hh9Xzd7pwSVQBc0Lw87PqqMlGs9025KEWtWfP\n", + "hEAk9vfC83P17OiOszjZGUqRPNavl9336Hsjjm5/fd2f3f6aoE7hyt4cAbNy6s63otrcX1Ouq9NY\n", + "XWtG28fdi3e8FLTBvcTbcQ9oHb2TgWZgV0Sj2e7aqx74P+/lYfg3cfs39l5g2r/Bd+f75dt9H39j\n", + "BNDtdxOLPM+V6c5xZdQEMmNlsqljc5673lg9QqSA2TLdNc8sf6QN0/dUE5xvjo21j1cGZIQmWCn6\n", + "8/1+Futz/bsQvnv2LxBun+tfkDvumZWdoXT5HKaufhk0Aeulw07s4WQut7XSIwQivn8oPNGvILtt\n", + "rWDIcwbC00tXeH5dB+/6zbkj9fHp26Ld1siPu057b4oMpuqaar+4gNnjg/PbfayA9fTCYQfycCKX\n", + "21pZcnLQ/O3cG/DF387lZNFMBkI8/ElBPV6ZbMYFzJQZTkLj9Qjp26PdFtyTVn57H7L87phEG068\n", + "p+D8dt+wfSBfNMlK0Z7bvIP1+yT6l2H03XbntfugHHYhYE9e67KlMRCwQDCGsmL3ixUdXxBS+2tm\n", + "C5hWZiMirp4paRGI8uYIWHNsV66VoeC6qbom2ydxL+bPg/ItCFiLGNAHYqIN4IocOHkYDv7hZGGP\n", + "d9tS4qEJxjRZCfYn6xEiBayZ4JLly0nOKz/Zhol7Mn+OTKIIWElogpWiP795D+t3L3jeqXe72S/e\n", + "LSiCXQjYW0W0YkgB04WrFzJVAFKC4O+vmS1gqnT4opIWsOYa7cO39OWlBCw4z28bTcBSdU22zwQB\n", + "C+rQg4BZdOHyBnRt8g/kwf8buBCJdvAP3okGV/41BWysHiHdROfw20crXxUkr57JNpwgYEEdehCw\n", + "0tAkawzv3OY9Fu/RlHfbOyZY2YWscc+y/AzFy3HBP0NhJ//+he/pVoFSKzjJFZ4zBCy1qjRFWvzz\n", + "RXkpAQu+ggxgBSwHwk5uJ37tHe4Gam3Ql0LgjpHHaucGXFPAxuoRIlfAQqaWL1chxP6gzhMELFJ/\n", + "BKw0NMlK0Z6rvUez3m3l3YVscWNx+RmKl+N8AWsmd2+1q8WuHrlJ30pHKGT1RTuBSO2PCJi3f3hM\n", + "K4bRc+ZJS1O2/LyUgCXrOrN9Uu1rPrf7tHbcA0Enbyb24SpQM6l3g7odtEMhq9vYF7BWID74iy5L\n", + "cZmZKGDBtfwVt/rzoD7aJJOqR8hsAWvL9+89rHe6DafcU1+n+nO7T2sfyBlNsFK056qyNefdVvob\n", + "ZAsCJvAFLC4iQjScFDTUImM++xN/Yv/gOt7xTiyGdbF1cA8wFI2EgNU05XXXeFaXtZaA9dv1utak\n", + "2i84v94v7iU83xNmpR33gN/Bg0k/QEiGE4KGegIwn8Wkb6VNG9xbOenOr+nOVSYEIWD+tQMB6cqr\n", + "6xOcI+reMVaPkPkC1m+Plp1sw7F7kufz9VLZaJKVoj6vedZSwAwj73bzlyxvu9rfIUfcMys/Q/Fy\n", + "8KuIYFdoHR0ArokmWCm0cmDLIGACBAxKR+voAHBNNMFKoZUDWwYBEyBgUDpaRweAa6NJVgqtHNgq\n", + "CJgAAYPS0To6AFwbTbCmoJUFW2QXAmakag7apAZQClpHB4Bro8nVFLSyYIs4Afv19z8KxtRfpxEw\n", + "baUrBgIGpaN1dAC4BZpgTUErC7bGNlbAwhUvCQIGu0Lr6ABwCzS5moJWFmwNBEyAgEHpaB0dAG6F\n", + "JlhT0MqCLYGACRAwKB2towPArdDkagpaWbAlEDABAgalo3V0ALglmmBNQSsLtkL5AjYULsn1BUz+\n", + "qhxJav+NGftVRFch8/bJHa2jL4r8FTqls7X7gQzR5GoKWlmwFXYhYH998V6VLY2YgLnfnTj8PYcK\n", + "MwWsKdv73PwSaSFA8pg1GRMw1w49/e+QXIyFBExrxz0QdnLld8ipv2tuBgsKS/P7JUd+d13zuyyX\n", + "rLvGQveTuhfYO5pgWZo+Wr/r/jb7e1zNn7WyYAu4ca3MDGVL4/DX48Pq+TtduCS6gJlfBn2sHj2a\n", + "OKHPFDDJrcUhJWD+L7Zu6rq0hCFgFxF2citg/S9xboXsElG4soD5v4Da/kLwhSUMAYOrEApWwDd2\n", + "Iv77T+3n+n/NL2DvPqvlQensQsCeXCpgTgh+flYdNdlottuGPNSi9uyZEIjE/l54fq6eHd1xFic7\n", + "QymSx/r1svsefW/E0e2vr/uz218T1Clc2ZsjYFZO3flWVJv7a8p1dRqra81o+7h78Y6Xgja4l3g7\n", + "7oGwk0sBa0WhEw67/+NvvHOkkPz0RTMZ2Lb8sPr752K/Od5r64ZOROQKnJMnuT2so0MK2L///Ef1\n", + "cX2sra/5c1uf0bKFsI3ez9z2MMdOuxeAQLoE/YpX+GfH2Dtt/2Li9tXv9E/+NSFX3DMrL0PRinHx\n", + "V5C9dNiJPZzM5bZWeoRAxPcPhSf6FWS3rRUMec5AeHrpCs+v6+Bdvzl3pD4+fVu02xr5cddp702R\n", + "wVRdU+0XFzB7fHB+u48VMIOVg14I9M9x4ZDHWwHq97cS1A74chXITiT951D+0qtGAwFr5Mddr61L\n", + "MBm1MiSvKeQsfj+p9rDHB+e3+1L3AuAL1YB21eu7weqXE7JIP2r6hPhLBhTBLgTsrSJaMQYCFgjG\n", + "UFbsfrGi4wtCan/NbAHTymxExNUzJS0CUd4cAWuO7cq1MhRcN1XXZPsk7sX8eVC+BQEztELSdnSL\n", + "/zfkhHBog/vY/sE++bfxcWGTSAFrJiJXfitDQd3Vyci7Zup+Uu1h/hyZ7BAwmIYnXYLm/TZ9tP7f\n", + "bnsgZK4M+U6LdxaKwI3JZWUoWWMcjhd8BakLVy9kqgCkBMHfXzNbwFTp8EUlLWDNNdqHb+nLSwlY\n", + "cJ7fNpqApeqabJ8JAhbUoQcBM8gVn5pGIpwEnSEc/n4hVMHf1NuJIXhfGuYJWHBud12DImCqIHn3\n", + "mLyfCe0R1KEHAYNpeHIlcatgyragHzT0/cjva0Ffh6xxz7KsDCUrTv3f56djNfVryFDA7OTfv/A9\n", + "3SpQagUnucJzhoClVpWmSIt/vigvJWDBV5ABrIDlQNjJFQELxCUhHKkVo4Fkecdq5wrmroCFKAKm\n", + "XlOuFlwoYJF7QsBgGp5cSUYErN+mlelQ+gRkixs3y4kUrBT1f/96PFZPXuvCJQkErJncvdWuFrt6\n", + "5CZ9Kx2hkNWN2glEan9EwLz9w2NaMYyeM09amrLl56UELFnXme2Tal/zud2nteMeCDu5ImCNRCRW\n", + "rTohsQN6d77cb8qKSocmfyGNtHTXGjJbwNpr+nUKr5G4n5pZ7WE+t/tS9wLQ4wmWjyZgNbYf+du0\n", + "Mg3KXyAgW8oSMClXU6j/e+4P4cdFRIiGk4KGWmTMZ3/iT+wfXMc73onFsC62Du4BhqKRELCaprzu\n", + "Gs/qstYSsH67XteaVPsF59f7xb2E53vCrLTjHgg7eSskXftYwgHaSoXd90n1XbAiVOMkxO03n6Ww\n", + "dPtrAglRrh8pWxOt+QLWb1evZ0jcz7z24GsgOAdfpjwiAmaI9qPmL1TedlZhi8E9s/wjxWoq9X81\n", + "0Yox+CF8gMLQOvpaaKs+49IEAJahZM1HKxdKoQwBk1I1h/q/mmjFQMCgdLSOvhbB13UN6a8dAcCg\n", + "CdU5aGVDCeQvYFKo5mCDgMGu0Dr6egy/YkS+AKaiCdU5aGVD7uQtYFKo5mKDgMGu0Do6AOSKJlTn\n", + "oJUNOZOvgEmZOgeb2QLmGgUAAABgTfKKFKlzsTkYqZqD1kAAAAAAS/Pr739kgqnLEtjyGgHTVrpi\n", + "GAEjpOS4F58Qkm/CfqqtIFwCKSX5jNfae3QufRAwsqsgYITkn2E/1SaySyAl5PbjtfbuXEofBIzs\n", + "KggYIflH76faZHYJJPfcbrzW3pclCIOAkV0FASMk/8T7qTapXQrJNdcfr7X3Y0nCIGBkV0HACMk/\n", + "1xUwB8kt1xuvtfdhaYZBwMiugoARkn/G+6k2uS0FySnXGa+192ANhjk8f6fLlgYCRkoPAkZI/kn3\n", + "U22CWxKSQ9Yfr7VnvwZ6Dsfj0+qVIlsaCBgpPQgYIfnn9gLmILfMeuO19qzXRM/hyfFhNXUVDAEj\n", + "pQcBIyT/TOun2kS3BuRWWX681p7v2sRTC9ixevJaFy4JAkZKDwJGSP6Z3k+1CW9NyDWz3HitPctr\n", + "MJ7DX08IGNlPEDBC8k++AuYg18jl47X27K5FOqyAkV0FASMk/8zrp9rkd03IWjl/vNae0zWZFn4I\n", + "n+wqCBgh+Wd+P9UmwWtDlk5ZIu6YnsNfX7xXZUsDASOlBwEjJP+c10+1yfBWkCUy7T3Q2v9WzAv/\n", + "ECvZVRAwQvLP+f1UmxRvDTk34++B1ta3ZH4QMLKrIGCE5J/L+6k2QeYAmRP9PdDa9ZacHwSMEELI\n", + "BqNNljkxnr/97W/tn/abUMC0Nrw1lwUB21n++9//AgDshENh2Hp/++23CFgdK2Ca+OTA5UHAdpZw\n", + "cAIA2Dqa6OTNt98eagFbbqIvL/bef/3dtUFuLJODkao5GCOFMjHRBygAgK2jy06OOAEzAjJEH9/L\n", + "R7vX3NDqfR4mrIDtLPrABACwB3ThyY1wBWxpcolWtxAjPdr267NOELCdRR+UAAD2hC4+ubCugJXD\n", + "7QVs3SBgO4s+GAEA7A1dfnIAAbPcTsCuEwRsZ9EHIgCAvaJL0C1BwCzXF7DrBgHbWfQBCABgz+gi\n", + "dCsQMMv1BOw2QcB2Fn3wAQDYO7oM3QIEzLK+gN02hz/ffV2djsfq2PLktS5fBgSs/OgDDwAA9Ohi\n", + "dC0QMMt6ApZHDk9q6Tq9eG8l6/XTWsIeVl+9G8qXAQErP/pgAwAAQ3RBWhsEzLK8gOWVw/H4tHrV\n", + "Sdb76qtTfBUMASs/+iADAADj6LK0BgiYZVkByy+H4+nr6m0nWVbAuhUxAQJWfvSBBQAApqFL05Ig\n", + "YJZlBCzfCAH73+rVZwjYlqMPKAAAMB9doC4FAbNcJmD5hxWwnUUfRAAA4DJ0mToHBMxynoCVE34G\n", + "bGfRBw4AAFgOXaymgoBZ5glYeWn+X5CdcDX/L0hfyEIQsPKjDxYAALAOumSNgYBZpglYuRH/Dlj8\n", + "n6AwIGDlRx8gAADg+iBgY4wLWPnhX8LfWfRBAAAAcuHbb79FwGp6AdtmELCdRevsAACQD1bA/taO\n", + "2rGEsrId+vz6+x/tn7YZBGxn0To7AADkwzQBS0WTm5xIBwHzQMDKj9bZAQAgH5YRsPKzeQEzUjUH\n", + "0yBQJiZaZwcAgHxwAqaN47ANTFgB21m0zg4AAPnACpiNE5WtBgHbWbTODgAA+YCA2SBgHghY+dE6\n", + "OwAA5AMCZoOAeSBg5Ufr7ACX8OrTQ3X49JW6bypLlHErSq475AkCZoOAeSBg5Ufr7JAp77+sjod6\n", + "cnccv6zea8ctwPsvj1GJaATDr8fh0+qV3D9DQLRrnVWGqIflffXl8VB9+sp+bspdsd0Msu6XXjPa\n", + "PivfB+QDAmaDgHkgYOVH6+yQIa8+rQXjWH35vt9mJubjl+/D4xYiJWD+daX8SAFJERWMGWX897+v\n", + "qk9rGXSi1dG0myZm6zG/7uOMPQvYBwiYzS4E7O2Lh83vgjy9eK+KlwMBKz9aZ4fciMhFsL+Wsy+N\n", + "bNSTfyccdvUntlIlV9Rs+fKcULYMUsBk/YYCEqtH/Fp+GbHytHpJUZHb5Gcrj/W2Bie4tvygvY3I\n", + "+StOattZoteUK5i+UM98FuE1Yu3b7/v0lX1Gdn8o8pA/CJjN5gXsSSNeP1RfnRCwPUTr7JAZzeQ8\n", + "torjJtfwGFU2Oomoz/GEItw3vupiyg3kp6lfP6mrciDr4dVVu1ZQhlzFEtfrGKx2hWJoCMqNtmtK\n", + "wMbbTra7/GwIz5n/LPoyU+3r5Cz2fKAEEDCbnXwF+R4B20m0zg6ZkfwabSgauqSY4yKrH0JGtEnf\n", + "YSZwX8CaCT0mIKrkhPUYFwx3fH9/8bqJdpCrVjXDuol2a0gJmEDcY1j34efR52CY8Cy6MpPtO/Ne\n", + "IEsQMBsEzAMBKz9aZ4fMOFvA6kl6gBCfYN/4pO9oJn//vDHJUeseSkFawPxjFKHw8MsyZSS/pvTa\n", + "qT82LS1jbSevkfpsGCtvtH2S7YuAbQEEzAYB80DAyo/W2SE3FMFK7VdXRjzkxD1h1cVhJn8pNj6B\n", + "YCRXaBKC4ba5clL31ew3ZYfXcGjyY/HbMCEtibaT1wg+a8J0xrPoylTbw793BGwLIGA2CJgHAlZ+\n", + "tM4O+WFXSEKhMNusCCkC1k68UVESk34zoctJPzJJm2MnC1hbD18gZNnatcIyDG05ZnVIyEhIe99H\n", + "vf7Dch2hqATHNZJTf3blJdpOXqP/rD2nmjOeRV9mqn3D+2pAwIoDAbNBwDwQsPKjdXbIk2ZiNSLg\n", + "6CbRyMTuS8vgHDfRW45fflmX0U/6nXQ0+0LZMudNFzCDrZ9WhwblWsMy+vsf3mfI2HFBuY34tHUy\n", + "ROtct4uQlrG2k3XvPsvr1bg6jpWXbp+x9kXAtgACZoOAeSBg5Ufr7ABZ0giMJyYAOwEBs9m8gJl/\n", + "hsIs3/vERAwBKz9aZwfIEbmyBLAXEDCbnayATQMBKz9aZwfIj9jXrADbBwGzQcA8ELDyo3V2AADI\n", + "BwTMBgHzQMDKj9bZAQAgHxAwGwTMAwErP1pnBwCAfEDAbDYvYEaq5mAaBMrEROvsAACQD07AtHEc\n", + "toEJK2A7i9bZAQAgH1gBs3GistUgYDuL1tkBACAfEDAbBMwDASs/WmcHAIB8QMBsEDAPBKz8aJ0d\n", + "AADyAQGzQcA8ELDyo3V2AADIBwTMBgHzQMDKj9bZAQAgHxAwm80L2NsXD4PfA/nktS5fBgSs/Gid\n", + "HQAA8gEBs9m8gJ1OX1dvW8GyMva0euVJlw8CVn60zg4AAPmAgNns6yvId19Xp+PD6qt33jYPBKz8\n", + "aJ0dAADyAQGz2ZeAvX7KCtjGo3V2AADIBwTMZkcC9r766nSsTi/eB9Llg4CVH62zAwBAPiBgNrsR\n", + "sFefHauj9/NgGghY+dE6OwAA5AMCZrMLAZsiXwYErPxonR0AAPIBAbPZvICZrx2nyJcBASs/WmcH\n", + "AIB8QMBsNi9g/r8B1vHZDwjYRqN1dgAAyAcEzGZHP4SfBgErP1pnBwCAfEDAbBAwDwSs/GidHQAA\n", + "8gEBs0HAPBCw8qN1dgAAyAcEzAYB80DAyo/p2AAAkDcI2A4EzEjVHEyDQJmYDg0AAGWgjeOwDRoB\n", + "01a6YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY\n", + "2AnJP/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBezti4fe74F8Wr1SxMuBgJHS\n", + "w8BOSP6hnxKTzQvYk9PX1dtWsF59Fv9F3AYEjJQeBnZC8g/9lJhsXsB8wWpWwzwhkyBgpPQwsBOS\n", + "f+inxGRHAvZD9eR4rE4v3gfS5YOAkdLDwE5I/qGfEpPtC9jrp/3PgI18/WhAwEjpYWAnJP/QT4nJ\n", + "9gXMEyz7A/nxH8RHwEjpYWAnJP/QT4nJrgTsz3dfV6fjw+qrd942DwSMlB4GdkLyD/2UmGxewE7e\n", + "146sgJGth4GdkPxDPyUmmxewr07u3wAzxFe/DAgYKT0M7ITkH/opMdm8gGmiFQMBI6WHgZ2Q/EM/\n", + "JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJggYB4IGCk9DOyE5B/6KTFBwDyMgB0OBwAA\n", + "AIDV2XIORqrmoDUQAAAAwNKYVbAt0giYttIVwwjYL7/8AlA0hBBC8o4TsC0HAYPdQQghJO8gYAIE\n", + "DLYAIYSQvIOACRAw2AKEEELyDgImQMBgCxBCCMk7CJhgmoC9rE5Nw52ql+p+wZv76s4cf3dfvdH2\n", + "X4031f3djHqrLFFGjJntehay/mtd8xr3EocQQkje2ZWAvfrM/kLu04v3A/FyhALWTqIDcVpLwC6V\n", + "G1evkNNLt39u+drx59TRnePXpSVom2tIi6z/EtfU2uQa9xKHEEJI3nFz9JZjBez10+p4elo9OS0h\n", + "YDO5uoC586X4zC1fO/68Or65v2vqcTi9VLff3V/rq99L21hjjTIvg5SdHx8/qJ7/1n4ghGwyOxGw\n", + "99VXtXg9eW3/93IBkxOuPe7u/mW73dKt9ggBe3my+0PpcGV6dNd1YuW4q+7fuPN8pIBJwdFEIVZ2\n", + "rD5+Ge7Pfn1ibTas27A+w/q5tmpw8ubas5M5pR4vT/15NX1bJ64pzjN0z1Et053vMWin9vzR52j3\n", + "Rd+hmZBS82P1uH7uDx48aJ7/g+fPm8/9O2OYIGe/Pa/LeF7Nd7jfqucP7HUe/2jq8riukUnsz1Ni\n", + "ypR1nlHG2feiZW7dTc45h5B0XJ/ecg5vXzysjp/9UAvWugJmGtJOmEI2fAFzk/igTMPYpO22uWM0\n", + "CZPHpgQsVbZWn3DbYAWrvb9eeHqcTA3EdCBS7fVEWW/uT7ZeKQEz+7v2lfeQ+uxQnuHkMrVtqbZ2\n", + "+yPv0ExIqTGTvX0PDA86a5kpAedKS/Q8//pzhUQTsBm5uoCZ+vrHzL1fQqbF9fMt53A6Pq1eNYK1\n", + "soB5x1nZ8ISg2X9n/zc6qSoTuSI08a/t5KTtPkeEKlm2Up/EvQf33Z3T4uSzFSd3rX6VR6/foP1T\n", + "AuYfWxPWSdZfu0etbiHjZSrbkm2deIfabVMhZWf4FeRQAn58bN6PlsdCDxppeVA9cPs9gfntuV1d\n", + "G55nrtFub67lXzP253h5ff3qeoytgJm6Pn7cX3vivZjyu0ObMrzzZJnd/Yd119rQ32YFuD9n1jUf\n", + "P+9WE7vrm2Pc/uaY/nz/us1mvzylboN2IsXFPcst5/DktROsGwtYRzjZx8uNyJYymVuccPn4E3hY\n", + "frrsCWJR099ru2/QXg5XP3PunLId7fYJAhae5++T19DqoT/36WUOt6XbOvEOuXMmQraWUBzqmTiQ\n", + "qkAMTJqJPhSNflLvDxyIntmvykrkz7HyTP267eb4hIB1+5XVsti9eNeYfP/+daNtOLICNvma5hy/\n", + "PHn/Jt51gvZqI+4hXl9SatxcsuUczP/zccDp6+rttQWs3v+ynYh7efBRJvKRlZPh6owvOHKfQZSf\n", + "LDstFs22thy3whdIhsBJzOnetkl4rHY9SyAwCQGT7ROKjLzG8Jpa+84rU9mWbGsEjIzFk4A6ZtWp\n", + "/3py+LmZvL3JuttvJnHznnkMJGKOgEXKC+ujCYhXhqjruBT6Zbsy/Lq1SZ7jb7PpP48IWPfnyDW7\n", + "xgzL6O/JbPfbyx4j69Ikeg826jmkqLj3YMvx/h2wW38FafY7SdIn1uGkK8vWJntxrLrPkKr3sOxh\n", + "fbTru23yWAUna+qxYdlGUDphCQRG3GdXpi3Pio0rW7a3rL/4HDwrs98yXuaUdkq1tdyPgBE/YsIX\n", + "KybqakwgNe1+baXFT3CeJh7iz7Hygu3m+OUEzL9XIyGPHyt1iJ4Tr3t/jBRG/94T1+y2RQSsvmYv\n", + "Td4xWjuKe4jXl5QaNxduOZcLWICZEGdOnnJS71aMwkm+wR3r7/e3NbjrSlx9Y/tlvWtSZQ/qo5RR\n", + "41Zz1HsK8Np0cKws231u8VcNfZGry7Eri05Wwud2Oplj3b7YNezn7j48QumzhGXWTGmn0bZOvEPd\n", + "cdMgW0soASZmAu7eJXXyflB1P28kJu7+HRyTHf+asT/HyvNXeh7XwiKu45cxkCWtTvq9NPsGclen\n", + "2e6u758zUneljawsheeMXrMrIyJgTVnumvU9Bce47a1YNfftCVidWH1JmXHPcsvxBCxNKGAwmWCF\n", + "StkPV4WQXUSRlCax7UtkzbLJroKACRCw87CrNeHPTcHtIGQPif4c1IqSxM9ekaWCgAkQsDPovlrz\n", + "v1KDW0IIISTvIGACBAy2ACGEkLyDgAmMgLlGAQAAAFiTLedgpGoOWgMBAAAALM2vv/+xSRoB01a6\n", + "YhgBI6TkuBefEJJv6KfEZOvvAQJGdhUGdkLyD/2UmCBgHggYKT0M7ITkH/opMUHAPBAwUnoY2AnJ\n", + "P/RTYoKAeSBgpPQwsBOSf+inxAQB80DASOlhYCck/9BPicnmBcz8Au7j0eOzH1T5MiBgpPQwsBOS\n", + "f+inxGQXAvbktS5cEgSMlB4GdkLyD/2UmCBgHggYKT0M7ITkH/opMdmFgPVfQT6svnqny5cBASOl\n", + "h4GdkPxDPyUmmxcwX7DevnhYS9jT6pW3zQcBI6WHgZ2Q/EM/JSa7ErA//+eH6skx/pUkAkZKDwM7\n", + "IfmHfkpM9iVg776uTiNfQyJgpPQwsBOSf+inxGTzAubL1qvPjtXx9HX11pMuHwSMlB4GdkLyD/2U\n", + "mGxewIJ/A2xEvgwIGCk9DOyE5B/6KTHZvIBpohUDASOlh4GdkPxDPyUmCJgHAkZKDwM7IfmHfkpM\n", + "EDAPBIyUHgZ2QvIP/ZSYIGAeCBgpPQzshOQf+ikx2byAGamag2kQAAAAADiPRsC0la4YRsAIKTnu\n", + "xSeE5Bv6KTHZ+nuAgJFdhYGdkPxDPyUmCJgHAkZKDwM7IfmHfkpMEDAPBIyUHgZ2QvIP/ZSYIGAe\n", + "CBgpPQzshOQf+ikxQcA8EDBSehjYCck/9FNisgsBe/viYf/7II8PK/8XdPsgYKT0MLATkn/op8Rk\n", + "8wLWyFfil3A7EDBSehjYCck/9FNisnkBezKy4iVBwEjpYWAnJP/QT4nJ5gXsVAvY6eS+fqz57AdV\n", + "vgwIGCk9DOyE5B/6KTHZvIAFP/P17uvqVEvYk9eheDkQMFJ6GNgJyT/0U2KyAwF7Wr3qJOt99dXp\n", + "WJ1evA/Ey4GAkdLDwE5I/qGfEpPNC5j5CrL/GTAEjGw7DOyE5B/6KTHZvIAFwvX6Kf8MBdl0GNgJ\n", + "yT/0U2KyeQFzP/flfgg/9vNfBgSMlB4GdkLyD/2UmGxfwBTRioGAkdLDwE5I/qGfEhMEzAMBI6WH\n", + "gZ2Q/EM/JSYImAcCRkoPAzsh+Yd+SkwQMA8EjJQeBnZC8g/9lJhsXsCMVM3BNAgAAAAAnEdVVdX/\n", "B6o1lauzi3PpAAAAAElFTkSuQmCC\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 47, + }, "metadata": { "image/png": { "width": "600" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename=\"assets/toggle.png\", width=\"600\")" - ] - }, - { - "cell_type": "code", - "execution_count": 48, + ], "metadata": { "collapsed": false - }, - "outputs": [], + } + }, + { + "execution_count": 48, + "cell_type": "code", "source": [ - "#2nd Product\n", - "product_2 = False\n", - "if Range('Dashboard','C7').value == \"Yes\":\n", - " shtnm2 = Range('Dashboard','B7').value\n", - " df2 = new_df(shtnm2)\n", + "#2nd Product\n", + "product_2 = False\n", + "if Range('Dashboard','C7').value == \"Yes\":\n", + " shtnm2 = Range('Dashboard','B7').value\n", + " df2 = new_df(shtnm2)\n", " product_2 = True" - ] - }, - { - "cell_type": "code", - "execution_count": 49, + ], + "outputs": [], "metadata": { - "collapsed": true - }, - "outputs": [], + "collapsed": false + } + }, + { + "execution_count": 49, + "cell_type": "code", "source": [ - "#3rd Product\n", - "product_3 = False\n", - "if Range('Dashboard','C8').value == \"Yes\":\n", - " shtnm3 = Range('Dashboard','B8').value\n", - " df3 = new_df(shtnm3)\n", + "#3rd Product\n", + "product_3 = False\n", + "if Range('Dashboard','C8').value == \"Yes\":\n", + " shtnm3 = Range('Dashboard','B8').value\n", + " df3 = new_df(shtnm3)\n", " product_3 = True " - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": true + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Its easier to work with the column headers once they're cleaned up, so let's clean them up a bit" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 50, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 50, + "cell_type": "code", "source": [ - "#Clean up the charaters in the columns \n", - "names2 = []\n", - "def clean_names(column_list):\n", - " #Short function to make our column headers easier to reference later.\n", - " names2=[]\n", - " for name in column_list:\n", - " name = name.replace(\" \",\"\").lower()\n", - " names2.append(name)\n", + "#Clean up the charaters in the columns \n", + "names2 = []\n", + "def clean_names(column_list):\n", + " #Short function to make our column headers easier to reference later.\n", + " names2=[]\n", + " for name in column_list:\n", + " name = name.replace(\" \",\"\").lower()\n", + " names2.append(name)\n", " return names2" - ] - }, - { - "cell_type": "code", - "execution_count": 51, + ], + "outputs": [], "metadata": { "collapsed": true - }, - "outputs": [], + } + }, + { + "execution_count": 51, + "cell_type": "code", "source": [ - "df.columns = clean_names(df.columns.values)\n", - "if product_2 == True:\n", - " df2.columns = clean_names(df2.columns.values)\n", - "if product_3 == True:\n", + "df.columns = clean_names(df.columns.values)\n", + "if product_2 == True:\n", + " df2.columns = clean_names(df2.columns.values)\n", + "if product_3 == True:\n", " df3.columns = clean_names(df3.columns.values) " - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": true + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "We found it useful to be using a common index across the products - at least for our purpose, so we reset the index on the date column and convert the rest of the data to float" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 52, - "metadata": { - "collapsed": true - }, - "outputs": [], + "execution_count": 52, + "cell_type": "code", "source": [ - "df= df.set_index('date').tz_localize('MST').astype(float)\n", - "if product_2 == True:\n", - " df2= df2.set_index('date').tz_localize('MST').astype(float)\n", - "if product_3 == True:\n", + "df= df.set_index('date').tz_localize('MST').astype(float)\n", + "if product_2 == True:\n", + " df2= df2.set_index('date').tz_localize('MST').astype(float)\n", + "if product_3 == True:\n", " df3= df3.set_index('date').tz_localize('MST').astype(float)" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": true + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "## Step 3 Plot your data with plotly.\n" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 53, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 53, + "cell_type": "code", "source": [ - "#set a few global variables so we can use them throughout the plots\n", - "X = df.index\n", - "\n", - "try: \n", - " ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10\n", - " ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10\n", - " \n", - "except:\n", - " #If that doesn't work, just go edit it on Plotly's web based plot editor. \n", - " ymin = df['minpriceoffered'].min() - 10\n", + "#set a few global variables so we can use them throughout the plots\n", + "X = df.index\n", + "\n", + "try: \n", + " ymin = min(df['minpriceoffered'].min(),df2['minpriceoffered'].min(),df3['minpriceoffered'].min()) - 10\n", + " ymax = max(df['walkupprice'].max(),df2['walkupprice'].max(),df3['walkupprice'].max()) + 10\n", + " \n", + "except:\n", + " #If that doesn't work, just go edit it on Plotly's web based plot editor. \n", + " ymin = df['minpriceoffered'].min() - 10\n", " ymax = df['walkupprice'].max() + 10" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "For our particular use case - we were rebuilding traces of similar type, so we wrote a short function to simplify this step" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 54, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 54, + "cell_type": "code", "source": [ - "#function to create a \"trace\" (line) for each item we want to plot\n", - "def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []):\n", - " trace = Scatter(\n", - " x=X,\n", - " y=price_column, \n", - " fill=fill,\n", - " mode='lines',\n", - " name=name,\n", - " text=['Quantity: {}'.format(q) for q in qty_column],\n", - " line=Line(\n", - " color=color,\n", - " width=2,\n", - " dash='solid',\n", - " opacity=1,),\n", - " xaxis='x1',\n", - " yaxis='y1')\n", - " return trace\n", - "\n", - "#Set up the 3 core traces\n", - "trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') \n", - "trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) \n", - "trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price', qty_column= df['unitsmin'], fill='tonexty') \n", + "#function to create a \"trace\" (line) for each item we want to plot\n", + "def new_trace(price_column, color, name, x=X, fill = 'none', qty_column = []):\n", + " trace = Scatter(\n", + " x=X,\n", + " y=price_column, \n", + " fill=fill,\n", + " mode='lines',\n", + " name=name,\n", + " text=['Quantity: {}'.format(q) for q in qty_column],\n", + " line=Line(\n", + " color=color,\n", + " width=2,\n", + " dash='solid',\n", + " opacity=1,),\n", + " xaxis='x1',\n", + " yaxis='y1')\n", + " return trace\n", + "\n", + "#Set up the 3 core traces\n", + "trace1 = new_trace(df['walkupprice'], '#FF9966','Core Product Walkup Price') \n", + "trace2 = new_trace(df['maxpriceoffered'], '#5EA5D1',shtnm1 + 'Highest Price Offered', qty_column=df['unitsmax']) \n", + "trace3 = new_trace(df['minpriceoffered'], '#5EA5D1',shtnm1+' Starting Price', qty_column= df['unitsmin'], fill='tonexty') \n", "trace_list = [trace1, trace2, trace3]" - ] - }, - { - "cell_type": "code", - "execution_count": 55, + ], + "outputs": [], "metadata": { "collapsed": false - }, - "outputs": [], + } + }, + { + "execution_count": 55, + "cell_type": "code", "source": [ - "#add additional traces if toggled on by user\n", - "if product_2 == True: #Using the input from the Dashboard Sheet in Excel\n", - " trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered')\n", - " trace_list.append(trace4) \n", - "\n", - "if product_3 == True: #Using the input from the Dashboard Sheet in Excel\n", - " trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') \n", - " trace_list.append(trace5) \n", + "#add additional traces if toggled on by user\n", + "if product_2 == True: #Using the input from the Dashboard Sheet in Excel\n", + " trace4 = new_trace(df2['minpriceoffered'], '##66ff66',shtnm2+' Lowest Price Offered')\n", + " trace_list.append(trace4) \n", + "\n", + "if product_3 == True: #Using the input from the Dashboard Sheet in Excel\n", + " trace5 = new_trace(df3['minpriceoffered'], '#e6e600',shtnm3+' Lowest Price Offered') \n", + " trace_list.append(trace5) \n", " " - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Lastly we set some general Layout controls. If needed, these could be added as user controls pretty easily in the Excel dashboard - or you could just edit the graph from Plotly's GUI." - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "collapsed": false - }, - "outputs": [], + "execution_count": 56, + "cell_type": "code", "source": [ - "y_axis = YAxis(\n", - " title='Price',\n", - " titlefont=Font(\n", - " size=11.0,\n", - " color='#262626'\n", - " ),\n", - " range=[ymin, ymax],\n", - " domain=[0.0, 1.0],\n", - " type='linear',\n", - " showgrid=True,\n", - " zeroline=False,\n", - " showline=True,\n", - " nticks=7,\n", - " ticks='inside',\n", - " tickfont=Font(\n", - " size=10.0\n", - " ),\n", - " mirror='ticks',\n", - " anchor='x1',\n", - " side='left'\n", + "y_axis = YAxis(\n", + " title='Price',\n", + " titlefont=Font(\n", + " size=11.0,\n", + " color='#262626'\n", + " ),\n", + " range=[ymin, ymax],\n", + " domain=[0.0, 1.0],\n", + " type='linear',\n", + " showgrid=True,\n", + " zeroline=False,\n", + " showline=True,\n", + " nticks=7,\n", + " ticks='inside',\n", + " tickfont=Font(\n", + " size=10.0\n", + " ),\n", + " mirror='ticks',\n", + " anchor='x1',\n", + " side='left'\n", " )" - ] - }, - { - "cell_type": "code", - "execution_count": 57, + ], + "outputs": [], "metadata": { "collapsed": false - }, - "outputs": [], + } + }, + { + "execution_count": 57, + "cell_type": "code", "source": [ - "x_axis = XAxis(\n", - " title='Trip Date',\n", - " titlefont=Font(\n", - " size=11.0,\n", - " color='#262626'\n", - " ),\n", - " range=[X.min(),X.max()],\n", - " domain=[0.0, 1.0],\n", - " type='date',\n", - " showgrid=True,\n", - " zeroline=False,\n", - " showline=True,\n", - " nticks=8,\n", - " ticks='inside',\n", - " tickfont=Font(\n", - " size=10.0\n", - " ),\n", - " mirror='ticks',\n", - " anchor='y1',\n", - " side='bottom'\n", + "x_axis = XAxis(\n", + " title='Trip Date',\n", + " titlefont=Font(\n", + " size=11.0,\n", + " color='#262626'\n", + " ),\n", + " range=[X.min(),X.max()],\n", + " domain=[0.0, 1.0],\n", + " type='date',\n", + " showgrid=True,\n", + " zeroline=False,\n", + " showline=True,\n", + " nticks=8,\n", + " ticks='inside',\n", + " tickfont=Font(\n", + " size=10.0\n", + " ),\n", + " mirror='ticks',\n", + " anchor='y1',\n", + " side='bottom'\n", " )" - ] - }, - { - "cell_type": "code", - "execution_count": 58, + ], + "outputs": [], "metadata": { "collapsed": false - }, - "outputs": [], + } + }, + { + "execution_count": 58, + "cell_type": "code", "source": [ - "layout = Layout(\n", - " title=graph_title, #Using the input from the Dashboard Sheet in Excel\n", - " titlefont=Font(\n", - " size=12.0,\n", - " color='#262626'\n", - " ),\n", - " showlegend=True,\n", - " hovermode='compare',\n", - " xaxis1= x_axis,\n", - " yaxis1= y_axis\n", + "layout = Layout(\n", + " title=graph_title, #Using the input from the Dashboard Sheet in Excel\n", + " titlefont=Font(\n", + " size=12.0,\n", + " color='#262626'\n", + " ),\n", + " showlegend=True,\n", + " hovermode='compare',\n", + " xaxis1= x_axis,\n", + " yaxis1= y_axis\n", ")" - ] - }, - { - "cell_type": "code", - "execution_count": 59, + ], + "outputs": [], "metadata": { - "collapsed": true - }, - "outputs": [], + "collapsed": false + } + }, + { + "execution_count": 59, + "cell_type": "code", "source": [ - "#Short function for pushing private graphs to plotly\n", - "def private_plot(*args, **kwargs):\n", - " kwargs['auto_open'] = False #Controls whether a new tab is opened in your browser with the new plot\n", - " url = py.plot(*args, **kwargs)\n", + "#Short function for pushing private graphs to plotly\n", + "def private_plot(*args, **kwargs):\n", + " kwargs['auto_open'] = False #Controls whether a new tab is opened in your browser with the new plot\n", + " url = py.plot(*args, **kwargs)\n", " return (url)" - ] - }, + ], + "outputs": [], + "metadata": { + "collapsed": true + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "Now We are ready to plot! " - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 68, - "metadata": { - "collapsed": false, - "scrolled": true - }, + "execution_count": 68, + "cell_type": "code", + "source": [ + "fig = Figure(data=trace_list, layout=layout)\n", + "url = private_plot(fig, filename='%s/%s' %(folder_name, graph_title), world_readable=True)\n", + "tls.embed(url)" + ], "outputs": [ { + "execution_count": 68, + "output_type": "execute_result", "data": { - "text/html": [ - "" - ], "text/plain": [ "" + ], + "text/html": [ + "" ] - }, - "execution_count": 68, - "metadata": {}, - "output_type": "execute_result" + }, + "metadata": {} } - ], - "source": [ - "fig = Figure(data=trace_list, layout=layout)\n", - "url = private_plot(fig, filename='%s/%s' %(folder_name, graph_title), world_readable=True)\n", - "tls.embed(url)" - ] - }, + ], + "metadata": { + "scrolled": true, + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "# Step 4 - Running your python code directly from Excel\n", + "# Step 4 - Running your python code directly from Excel\n", "
" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "- Save the python script to file. Make sure to use Workbook.caller() rather than the file path. This allows XLWings to access the current notebook that the user has open.\n", + "- Save the python script to file. Make sure to use Workbook.caller() rather than the file path. This allows XLWings to access the current notebook that the user has open.\n", "
" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 61, - "metadata": { - "collapsed": false - }, + "execution_count": 61, + "cell_type": "code", + "source": [ + "Image(filename= 'assets/workbookcaller.png', width=\"500\")" + ], "outputs": [ { + "execution_count": 61, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAlEAAABTCAYAAAC/K1L8AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAl5SURBVHhe7dxPi9xGGgfgfJYcNstCLgFDsGEP\n", - "novBdohxLjYmhoSACcGODeODc/Ccc8mSk7+HT/M1fHK+xp6yJ21XSeouSaXu6uo/7rGfw8PMSNXS\n", - "W9LA+5uSmM+++OfnzfZuNU//83vz+vGD+PWPZ7cqxwAAXE1VIerOs9+bp3fD921QygWkkjEAAFdV\n", - "5UpUryQgCVEAwMdHiAIAqCBEAQBUEKIAACoIUQAAFYQoAIAKVSHq+uNXzR8hGI1dPGiubzEGAOCq\n", - "2nElCgDg0yREAQBUEKIAACoIUQAAFT776qt/NVdRbjIAAMciRAEAVBCiAAAqCFEAABWEqAO79s13\n", - "zflPN5trmX29s4ffN+cPv87u27eSeih083Zz/vz75sk3X+b3A/BR2ylEnf34W/tfyF/cye6//yL9\n", - "b+W/NT+cTcfUyk1m6drN5skyKHzdPHr+XfPttdGYIxGirqAYjm43Z7l9KSEK4JNWGaLuNM8Xweji\n", - "x0fxay5ExYCVbG8D1/6CVG4yS6G59UEhBKqShnggQtQVVBqiAPikVYWosML0/H74vg1TcytRA2eP\n", - "movF2PZzu8tNZik0wT6UfOCGKERdQUIUAAV2fCfqxEJUXHVaBJIZ4bHLuhAxDjNxbHqM8eeWK17h\n", - "keFq3KObqzGT8y1rXD1i7M87PN+0iW+sp2BMST3lvmy+/Sk518L40damesLcw2fiNViOG869ZEwU\n", - "w08yJhtM52ue1JoYzGt0nvR+p/YxdwBO19FC1DEf54XmNWiMaTOdXWVom2v/ubaxpeO65ps2wmUz\n", - "XQWQtnGuPhd/7j7T7puGlWUTXdbZnSupu6SekjEl9ZTpgmM2qLTKa06P0x43DS0lY8bXPXcNS2qO\n", - "Zn9Hxtrj5ULUvuYOwOk6Toi6/0t8ufzixxv5/RVyk+mF5jQIQ2nTTN+Rit/3ISJpiN3qzKQ5DsYv\n", - "xGY7CiGjMW1z75pl0kBTkxqDtJGX1FNYc0k9JdIwlttfWk9u7uNtm8e0AWUSPkZhaGPNvV1D1B7n\n", - "DsDpOnyI6gJU0SO/LeQmExtQHxAm+uYVGl/7fWiqjx7e7prvavu42a2MmmZBs+0b91kML7ljzjTO\n", - "NKCV1FNYc0k9JTY2+8J6SoLE5jHtMfP3fXV/Ntbc20uI2s/cAThdhw1R3XtQ+w5QQW4yrbRRtSsU\n", - "wybXbwtfQ6NcjA+rE7HxdY0zfl/QHLcIUWH1IzbITHPNNs702CX1FNZcUk+J+NnuOLn9pfXk5j7e\n", - "tnnMTJgZ2Vhzby8haj9zB+B0HS5EHTBABbnJtEJj6xtVvsmFRvUkrEB1zSr8HFak0gYbm9mgkXbv\n", - "tKQNbssQFX6eHjfXONu608dTJfWUjCmpp0gXFNa9v1Nc82Du020lY+K8Ns2joOZoLgRNzIe3fc0d\n", - "gNNVFaKW/2Rz7OJRcxbH3Gh+uMjsj35p7o+OVyM3mWjw134aqFbahps0vxiGZhpa2N4bN7eKELVs\n", - "psn5+3pS8405kWm2m8aU1FOsCxvp+cYBZVM9udAw3lYyJshdx/GYkpqD8bGmgTYjV+Om/QXbADhN\n", - "O65EfTi5yQAAHIsQBQBQQYgCAKggRAEAVPgstxEAgPWEKACACkIUAEAFIQqukpdvm78vf51sP7/8\n", - "b/P+ze3JdgAO55MMUaHh5BrRp+Dem3fN33/92dzL7Osd8/qU1HNUIaT8vZh/5/Jl5ZhDiOd917y5\n", - "l9l378/m/TFrAWC3EHX98av2v5A/uzW/L/H07nDMh3JKISrWMhMiDlGnEFXq1+ZyYygpGbMv7bnW\n", - "rjbFkPW2Oc/tA2DvKkPUrebpIhS9fvwgfs2FqIm7Py+C1Kvm+xuZfUd2SiFqXYgIde77EY0QVeq0\n", - "QlS8Jxuv0+3mzV+n87sN8LGrClF3nvWrSm2YKgpR3dhTWI0SooSozU4pRG1xHqtRAEez4ztR5SEq\n", - "Pt67eNBcz+zbl02BpA8G/fdx/KI5tT5Q40mbXnyvpX/npV1VSEPUsN6F8VzDseK2tun249LmO7lG\n", - "3bs06bs2pddnYz0FY0rqKdetxCTnm4TQeL2TMZmaW3sIUeNzjYNpwf1ajiv+/dwicAGwk4OGqOF7\n", - "UUd4lDfbbIaBJIaEQVOreQzy7+byHy+a/2XdmWnMGWnNXdNt62xr6pthW3M6t67mNAR0n08DSBti\n", - "Vp9LQ0u7bxpWSq5PST0lY0rqKdMFkXX3MAS0wf51nykJI/Njxtc9dw1L7tdyW3qf12rPs+8VTACm\n", - "jrYS9cWNB83rxdjXj6/l9+9DXMXoGtBgVWfY7GJzHzfO2QB2YEnN55eLet8s6ogNs22GseZudWbS\n", - "rAdzXIhzGIWQ0Zi2SYfGvTDTmDden5J6CmsuqafEdkFjJTvXaJcQNRNkxr9jBfcrEKIATtPxQtTC\n", - "4R/phabWNqDQeC4v33bNZLU9jJsPCaOGdgzLphlqDA02/drVk2msrTAmaeLjJp3RN+TzGF7y8914\n", - "fUrqKay5pJ4S82Eo1a0GLc4/sPcQ1W6fnCcah6j19ysQogBO01FDVHghvXRsnX71JnztgkhoPrGh\n", - "r5rVxpWWInt6nNeHjbAC1dUU6rt8GRpxGloyzXocVLYIUaG+eB0ywWXj9Smpp7DmknpKxM+uDRpd\n", - "gBqNyc412j1Erf/sQunv3Fa/m4XnBmBnxwtRR/oXB6Epvg8rUGkgWfycNs9p42wbz4f56709d1il\n", - "WDa+0DT/ejcIG7HmQSPtQkE6jy1DVPh5etyy61NST8mYknp67b6Z+9SFtvl7OHe9RtuWSsLI/Jg4\n", - "rw33ojwcldTS2SpwAbCLqhCV+0eaUfKoLq46Dfb/3NxJjnEobfMaBZJRo+zHpIoa1EH0ISpdgem3\n", - "DZthHyKWxs2/IkQtw8XieP01KL0+G+spGFNST295rGzoWeiCVHq+Qaga71+cNz5GTI43qbe35Zgg\n", - "dx0HY7YIPPGcg+uUkwmKABzMjitRwHG0wXrtaqlVKICjEqLgquhWVbOrpnPvoAFwMEIUXCHxEWHm\n", - "cV143Ld2lQqAvROiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEA\n", - "ABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQ\n", - "BQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAC2\n", + "iVBORw0KGgoAAAANSUhEUgAAAlEAAABTCAYAAAC/K1L8AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAAl5SURBVHhe7dxPi9xGGgfgfJYcNstCLgFDsGEP\n", + "novBdohxLjYmhoSACcGODeODc/Ccc8mSk7+HT/M1fHK+xp6yJ21XSeouSaXu6uo/7rGfw8PMSNXS\n", + "W9LA+5uSmM+++OfnzfZuNU//83vz+vGD+PWPZ7cqxwAAXE1VIerOs9+bp3fD921QygWkkjEAAFdV\n", + "5UpUryQgCVEAwMdHiAIAqCBEAQBUEKIAACoIUQAAFYQoAIAKVSHq+uNXzR8hGI1dPGiubzEGAOCq\n", + "2nElCgDg0yREAQBUEKIAACoIUQAAFT776qt/NVdRbjIAAMciRAEAVBCiAAAqCFEAABWEqAO79s13\n", + "zflPN5trmX29s4ffN+cPv87u27eSeih083Zz/vz75sk3X+b3A/BR2ylEnf34W/tfyF/cye6//yL9\n", + "b+W/NT+cTcfUyk1m6drN5skyKHzdPHr+XfPttdGYIxGirqAYjm43Z7l9KSEK4JNWGaLuNM8Xweji\n", + "x0fxay5ExYCVbG8D1/6CVG4yS6G59UEhBKqShnggQtQVVBqiAPikVYWosML0/H74vg1TcytRA2eP\n", + "movF2PZzu8tNZik0wT6UfOCGKERdQUIUAAV2fCfqxEJUXHVaBJIZ4bHLuhAxDjNxbHqM8eeWK17h\n", + "keFq3KObqzGT8y1rXD1i7M87PN+0iW+sp2BMST3lvmy+/Sk518L40damesLcw2fiNViOG869ZEwU\n", + "w08yJhtM52ue1JoYzGt0nvR+p/YxdwBO19FC1DEf54XmNWiMaTOdXWVom2v/ubaxpeO65ps2wmUz\n", + "XQWQtnGuPhd/7j7T7puGlWUTXdbZnSupu6SekjEl9ZTpgmM2qLTKa06P0x43DS0lY8bXPXcNS2qO\n", + "Zn9Hxtrj5ULUvuYOwOk6Toi6/0t8ufzixxv5/RVyk+mF5jQIQ2nTTN+Rit/3ISJpiN3qzKQ5DsYv\n", + "xGY7CiGjMW1z75pl0kBTkxqDtJGX1FNYc0k9JdIwlttfWk9u7uNtm8e0AWUSPkZhaGPNvV1D1B7n\n", + "DsDpOnyI6gJU0SO/LeQmExtQHxAm+uYVGl/7fWiqjx7e7prvavu42a2MmmZBs+0b91kML7ljzjTO\n", + "NKCV1FNYc0k9JTY2+8J6SoLE5jHtMfP3fXV/Ntbc20uI2s/cAThdhw1R3XtQ+w5QQW4yrbRRtSsU\n", + "wybXbwtfQ6NcjA+rE7HxdY0zfl/QHLcIUWH1IzbITHPNNs702CX1FNZcUk+J+NnuOLn9pfXk5j7e\n", + "tnnMTJgZ2Vhzby8haj9zB+B0HS5EHTBABbnJtEJj6xtVvsmFRvUkrEB1zSr8HFak0gYbm9mgkXbv\n", + "tKQNbssQFX6eHjfXONu608dTJfWUjCmpp0gXFNa9v1Nc82Du020lY+K8Ns2joOZoLgRNzIe3fc0d\n", + "gNNVFaKW/2Rz7OJRcxbH3Gh+uMjsj35p7o+OVyM3mWjw134aqFbahps0vxiGZhpa2N4bN7eKELVs\n", + "psn5+3pS8405kWm2m8aU1FOsCxvp+cYBZVM9udAw3lYyJshdx/GYkpqD8bGmgTYjV+Om/QXbADhN\n", + "O65EfTi5yQAAHIsQBQBQQYgCAKggRAEAVPgstxEAgPWEKACACkIUAEAFIQqukpdvm78vf51sP7/8\n", + "b/P+ze3JdgAO55MMUaHh5BrRp+Dem3fN33/92dzL7Osd8/qU1HNUIaT8vZh/5/Jl5ZhDiOd917y5\n", + "l9l378/m/TFrAWC3EHX98av2v5A/uzW/L/H07nDMh3JKISrWMhMiDlGnEFXq1+ZyYygpGbMv7bnW\n", + "rjbFkPW2Oc/tA2DvKkPUrebpIhS9fvwgfs2FqIm7Py+C1Kvm+xuZfUd2SiFqXYgIde77EY0QVeq0\n", + "QlS8Jxuv0+3mzV+n87sN8LGrClF3nvWrSm2YKgpR3dhTWI0SooSozU4pRG1xHqtRAEez4ztR5SEq\n", + "Pt67eNBcz+zbl02BpA8G/fdx/KI5tT5Q40mbXnyvpX/npV1VSEPUsN6F8VzDseK2tun249LmO7lG\n", + "3bs06bs2pddnYz0FY0rqKdetxCTnm4TQeL2TMZmaW3sIUeNzjYNpwf1ajiv+/dwicAGwk4OGqOF7\n", + "UUd4lDfbbIaBJIaEQVOreQzy7+byHy+a/2XdmWnMGWnNXdNt62xr6pthW3M6t67mNAR0n08DSBti\n", + "Vp9LQ0u7bxpWSq5PST0lY0rqKdMFkXX3MAS0wf51nykJI/Njxtc9dw1L7tdyW3qf12rPs+8VTACm\n", + "jrYS9cWNB83rxdjXj6/l9+9DXMXoGtBgVWfY7GJzHzfO2QB2YEnN55eLet8s6ogNs22GseZudWbS\n", + "rAdzXIhzGIWQ0Zi2SYfGvTDTmDden5J6CmsuqafEdkFjJTvXaJcQNRNkxr9jBfcrEKIATtPxQtTC\n", + "4R/phabWNqDQeC4v33bNZLU9jJsPCaOGdgzLphlqDA02/drVk2msrTAmaeLjJp3RN+TzGF7y8914\n", + "fUrqKay5pJ4S82Eo1a0GLc4/sPcQ1W6fnCcah6j19ysQogBO01FDVHghvXRsnX71JnztgkhoPrGh\n", + "r5rVxpWWInt6nNeHjbAC1dUU6rt8GRpxGloyzXocVLYIUaG+eB0ywWXj9Smpp7DmknpKxM+uDRpd\n", + "gBqNyc412j1Erf/sQunv3Fa/m4XnBmBnxwtRR/oXB6Epvg8rUGkgWfycNs9p42wbz4f56709d1il\n", + "WDa+0DT/ejcIG7HmQSPtQkE6jy1DVPh5etyy61NST8mYknp67b6Z+9SFtvl7OHe9RtuWSsLI/Jg4\n", + "rw33ojwcldTS2SpwAbCLqhCV+0eaUfKoLq46Dfb/3NxJjnEobfMaBZJRo+zHpIoa1EH0ISpdgem3\n", + "DZthHyKWxs2/IkQtw8XieP01KL0+G+spGFNST295rGzoWeiCVHq+Qaga71+cNz5GTI43qbe35Zgg\n", + "dx0HY7YIPPGcg+uUkwmKABzMjitRwHG0wXrtaqlVKICjEqLgquhWVbOrpnPvoAFwMEIUXCHxEWHm\n", + "cV143Ld2lQqAvROiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEA\n", + "ABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQ\n", + "BQBQQYgCAKggRAEAVBCiAAAqCFEAABWEKACACkIUAEAFIQoAoIIQBQBQQYgCAKggRAEAVBCiAAC2\n", "9nnzf7mSUSGakHAoAAAAAElFTkSuQmCC\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 61, + }, "metadata": { "image/png": { "width": "500" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename= 'assets/workbookcaller.png', width=\"500\")" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - " - Build a Macro in python that references the script you've written:\n", + " - Build a Macro in python that references the script you've written:\n", "
" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 62, - "metadata": { - "collapsed": false - }, + "execution_count": 62, + "cell_type": "code", + "source": [ + "Image(filename= \"assets/macro.png\", width=\"700\")" + ], "outputs": [ { + "execution_count": 62, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAA78AAABgCAYAAADVYMX9AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAABXpSURBVHhe7d1bbxtHmsZxfS5+lY1tyfZw4M05\n", - "WOzVXOQjEIsBchss9taYHGlblnWWZSfeSRYz681EsWSdZXuSOE6c29p6q7uaVdXVB5JqHsT/D3gj\n", - "k32qbnZU9aib5Nyf/vRnRVEURQ1X//lft9S//9t/1KovPt9Uv/zye1/16hVFURRFURRVVR988IF6\n", - "/fq1ev78uakXL16Y+v3339Xcy5cv1ccff0xRFEVRFEVRFEVRU1siDL82AHvh98aNGxRFURRFURRF\n", - "URQ1dXV4eOiF32fPnpkqDL/yb4qiKIqiKIqiKIqapiL8UhRFURRFURRFURe+ysKv1MDhV+anKIqi\n", - "KCpfItZ3xiq2PEVRFEVR/fWnUo2GX5mfoiiKoqhe2Y431nfGiv6UoiiKovLVb38q1Xj4BQDgopBO\n", - "c5gapLOmPwUAXDRh/9hvnUf4/e2339TZ2VlWEoIlEBN+AQDQbKc5CNsv9ttZ058CAC6acfSnUmXh\n", - "V4rwCwBAapCO1hbhFwCAxDj6UynCLwAANRF+AQAY3oyE365qz7VUZyd9qHZUpzWn5uZsudPGbKej\n", - "WrpN7a799wS1DQAwFpMRfqUvdftOXa2O7lE1t++qIvPaGessl84T3W4Vd1sifAwAmCkzEX67bbej\n", - "TIOv03HudFq6M52QkOkNBNK20lEDwEybpPDbsp1l2l+Zx17fVSbo1+osF87TbZsA3Pe26FMBYObN\n", - "QPgNOmvTaVYE3bRjtdXrN9OOvt02P810txMtWs62IVuurZ+R2XvzFv31PAnmyfwAgNk0keE3fWz6\n", - "wYKA6veHafi0z0u/ly2XTsv+MF217rQfD6Yl/ar0meG22qodbjtZoPecrmwb6XoL+3sAwFQae/h9\n", - "//0k/J6eevVaP3c+4TfoGCvDZI1O1naA3hXjsuVsJ+5cbTbTvc63bD3OYwDAzIl1tG5oC8udr7Hw\n", - "m/ZXuSu/7vPC68eCq6/OcoV9avpvbx8jy4te+BXhld74tqPttNtM552oO8QAAAMbR38qZZd534bf\n", - "xq78usFS88Ov/5dh6eOS6f5O22nxjjJZd+lyNvymnWgm6NDdbWSzho8BADOnqKN1+xtb4TznHX69\n", - "7dnOyemr/H5WuKG5OPza+bJ12D8QF/SLZh3BtH7Cb2k70/XG+nsAwPQaR38qNbbwG+3AnM4z6QwL\n", - "OriSzrB0Oa/jT3jzm/WknXfQkeceAwBmTllHW9ZRS513+HX7skyuHx0k/Ep3KNM6Zp5sO7l+0FlH\n", - "bHnCLwCgwDj6U6nRhd+iTtO5BTnpANN5gg7P6xzLOsOy5dwONeV20LHtZ+2lwwWAmVfV0RZ11FKj\n", - "Dr9hf+j3Y+XhN5lX+ken3wvncdfvbStdd83wW9rOsmkAgKk1jv5UanThN9pZ2w7Sqaxz1LLOVyrf\n", - "ARd2hkXLxdqQrivZdjv31+Ze3xz+ZRoAMGsG6WhtjTz8Cq8/dJ7Xkj/+6pI/QofLpdvwPiPD7S9t\n", - "OdOz9el+t+WF32BbkceF7Uy3WdjfAwCm0jj6U6l8+D316vXr8/rAK80ESLcjnRrhX60BALNoMsLv\n", - "KJQEbAAAhjQp4fe0sU97NqQzncK/2Jq/PPOXZgCYdbMQfu1bgLjbCQDQlEkIv7/++qsJv25JID7H\n", - "8AsAwPSahfALAEDTJiX8npycmCL8AgAQIPwCADC8SQu/NgATfgEASEmnKf3boEX4BQBgPP2pVBZ+\n", - "33svCb/Hx0mlAZjwCwBASvq1YYvwCwCYdWHfOEgNE37fS8PvsQ6+toYOv7JyiqIoiqL8ErG+M1b0\n", - "pxRFURQVr376Uym7zLmHXwAAUCzWd8YKAAAUi/WdReWG31evflVHR8dZSQAeOPxSFEVRFEVRFEVR\n", - "1KSUH35f6dB75BXhl6IoiqIoiqIoipr6suH33TT8HurA65bcCu2FX/lJURRFURRFURRFUdNSIgu/\n", - "76bh91CHXqei4Vd+UhRFURRFURRFUdSklw29vfD7rvpFh98D/ditV0Xh1146Pq+am5szDQEAAAAA\n", - "QMSyYz91/fr1ePj9RYffAx16nZIPwSL8AgAAAABGTrLioCS7FoffX9T+wYFXcis04RcAAAAAMHKS\n", - "Fe3Pfqso/L6Tht+n+wdeEX4BAAAAAGMhWdH+7LcIvwAAAACAqSBZ0f7stwrD7zvvqpc6/O493fdK\n", - "PgSL8AsAAAAAGDnJipJBB60LFX47rQ/1smm1b6p2az2dUq7blmU+Up2d9IkBdFpzpt1utZwV7nRa\n", - "0efPyzDrd5ftVWuo4zFunVbQ/p2OarU66QMAAAAA00bC67B1IcLvTucjHfpepI/SQFsz/IpOa7jw\n", - "q7eo2nNt/d+eXADTJGgOGn47LX/9MYOuX5ZruyvvtvXx6y8sVrWvTvvPhbTd25lEtz3n7yMAAACA\n", - "qSGBdZiS7Co/7brE2++8YzLo7t5Tr+Trj6Ym/LpkmlwNtsEnudL7oTe/Cb/dddWyV477vhKcD7+5\n", - "QKmVhVP/6rGzLrlqmT3fq1iQi64/W74XxmU+s5404EbDb/qEnbd3/JLtZ9upal/N9hftf7b9tm5T\n", - "ZHpI1hOu2+DqLwAAADC1bGAdhM2uxeF3b3rCr/Buew6u+koA9gJR92YQfoPAuyNB+GZhwMob7sqv\n", - "BDbv+ciV16Gu/Or1hc+767MBsyhcynT/+JWvL6ZsetX+J+3z2xvdTz1H+Dr0yLTpvp0bAAAAmFU2\n", - "sMYyZFWVhd+f9fQnu3vqiQ7AT3TwlXo56eHXZa72OgG4TvgNrxbmliklwcoNj/H33kZDm1yRjGyo\n", - "2/aD2lDhV/OWD8JrLNyGV4rD6eF2Bg6/Nfa/zvYNc5W5uB2FV4UBAAAATLRGwu/bOvz+/FL98EQH\n", - "XwnApqYs/Cr1WIfR3pXb6vCbv825//A7YDgdUfh1A2O4rly41Nzn6oRPwi8AAACApjQbfndNPdmV\n", - "2jMfgjWh4VeCbhBe5bbl9uP0gWQi5z3B5pbm8D2/wa3S53Dbc0xROM3fIq3Xl7vt2ZlHh7/Y+16L\n", - "1m+ZABoJjrlwafbHD5/ZMiZg5q9sV7WvbHrV/tcOv6bdRa+Dv08AAAAApkcT4fctG35/0OHX1hMd\n", - "fl9OdPh13u9rKhKG3Wmdm+bfEoDtVx2128kHY0WXryBXFO3tzvmvCZLQ5U635YS0NFC603NXKE1g\n", - "jCxbZ/1WJJRKsMwvG4Rbr316/zpJW7x5CtuXKptesv9u+8xzznpiAbjw6q5sgw+8AgAAAKZSVfiV\n", - "fBB7Xqq/8Lurl5nY8IvadHCMXzG9QCQcR9IvX3UEAAAATK+y8GsvjhUF4MLw+9bb6icdfr/XodfW\n", - "ji7C7xSzX09k66KHwNxt1Fz1BQAAAKZaUfh1c46tcJ6i8PvmW2+pn376Wf3j+x+y+n7nB/MJ0IRf\n", - "AAAAAMDIxcJvGHrdcucrCr//+uZb6p8//qQef/e9qf+T+sf35mow4RcAAAAAMHKx8Fu3isLvjRtv\n", - "qhf//FH97X+/M/V3qcffqR9/+pnwCwAAAAAYvSbCb/uPN9Sz5y/UX7/9m6lv/kfq7yYQE34BAAAA\n", - "ACPXRPi9/oc/qrOz5+rr//5WPXr0jf4p9a0JxIRfAAAAAMDINRF+r177gzo+OVP3HzxS21IPH5l/\n", - "n+pATPgFAAAAAIxcE+F3fuGaOjw+Ueub20ltPTA/JRATfmPke2V1m70656/V6bSC9es6r+/r3em0\n", - "zPom6euPcl9VZI+xbqRtbz/7b5c5z+PmanL9yddUBcdjxtQ9vnKsBjn+yf9f4zvGnJ/T7aKfn9ag\n", - "7Q/1/VV0Vb//+So7AJgZElglgw5asfB7ZX5BHRweq+XVTbW81qsjHYgJvwWkQ3Y74/MaJPR0VXuu\n", - "rf/bkxtAVOi0/OVd0v6JCb8y0AkbI4MbO+BJB0KDtDd8nfpRdvysYdZfpt/XOqaq/XX2b9yaOr7i\n", - "PI7xsDg/i3F+jv/8PBex3++a9JmFv9Nr/P4vXR4AcGFIYB2mYuH38pUFtX9wpJaW19U9qZV18+/D\n", - "o2PCb5HcoEc667QnlmluZy2dtDy282fT2+lft02FA718+JXlzDrTgYF7ZcCu01yBzqb75Q4UzLo6\n", - "7nz5gaZ/9bk3vV7765Pt5AYx6T6Y583gp7ev2VWRjrv9+EBR2lo0OC3avzrHz4quv+r1qcEMfLtu\n", - "O/Lrsu0Jz6/K9tfcv6Zff9tuU/q4xAb7Ra9fdjx1Fb2+Veu3j911+fsh/w/Kc/l2leH85PzMjqeu\n", - "5s7PCHvs9LLJuavnT8Ojt2z2XFJhG8va3+/xldcpdm6athadb+l+mOWC3/+ZsuUBABeGDayDKLry\n", - "2wu/a+qurqXlVfOT8FsiHPSEHbxM9zp83YG78ycDiN6AIVyfXqD8ym+wPhFeKSm7cpJsv7e+2P54\n", - "65cBiDPQqG5/Xfn9TMjzafvMQCjct2DAFZlHFLWrav/EUFfWarw+ZZL9c17vYP9ku2Xnl6jaXtn0\n", - "pl9/M/B3diBZX36AW7Xeoul11u+Hi9ixGCz8Cs5Pzk9RNP18zs8C5rVwg2OyrKwn22S3661Pjqf3\n", - "eqWK2h+2qWg+vaGC3+/C+R2fU/77P1G2PADgorCBNZYhq6os/B5I+DVXfJMAfFcHYMJviaTzlwFg\n", - "UmHH7w00RDD4q5qedOy99ce24Q0O+xxclm5fBhuRkVC33RtoVLe/psKBTbnYYC3XJk2ey7Wrxv6J\n", - "OmEguv5U1etTpmr/6hz/qvYXTm/89dfndhDkipQdXxGfXm/9SYDTVbMt/eD85PwU8ekNn59yfOwy\n", - "er9tyPaOiczj9C1SkUNauH+1j6/ZTvHrHDuP+jHs8gCAyddE+L0yfzV5z+/aprq3umFCMFd+K3iD\n", - "AhlgBB181eCgevAg4bd8cOguExsolg0uS7ff+ODSUTE4KhLeIihybdLkuVy7auyfqBqci+j6rYrX\n", - "p0zV/tU5/lXbLJze+Os/OeEiuXWz//OvCucn56eIT2/4/JTjUxp+pW/xX7/c8UoV7V9u/qLjK20p\n", - "aT/hFwBQpYnwaz7tWQfd1Y0ttbK2ZULw0uq6OjriA68KhYMCeRzexpZNNwMA/8pt9eBBBijVgx4z\n", - "QCwYeHgDVBkEOeur2n5+cOsP2KrbX1e9/QzJoKfObaDe6+Co2j9RdvysovVbZa9Pmdz+BYNIb7uR\n", - "80tUtb9setOvv9z26c8v50F+IFt1fIum11l/to8Fr23yfP48q4Pzk/NTFE0/l/MzXSY3TY63PRay\n", - "bLrS7Ji400X6+oT7JoraX//4ShtjbRcyLXwd+zHs8gCAadBE+F24mnzV0drGtq77amU9CcB82nMR\n", - "MxiRQYc/APQGhOmAIplPd9Dph9/IAEEGDnZ5M4Bw1mcHEGZd6XOl7zksHBhpbjudeeps32+/M6+Z\n", - "VGP5Psi+egOpGmRg2G4X3XpuB4VhOcepZP8yBcev1vqtstengHk/oH7N/f0LzoGS8ytT2P5U2fQR\n", - "vP7+Oe4e/6rjW+/4F6/fTkuOaXK8k3Lbnzzf32tncX5yfhZPTwx7fva246zXPS6ywnTfZTl7XORp\n", - "9xi5r2XShvL293t8ZV/cfctIW90Q3q9hlwcATIVmwu91HXRP1frmA7VuAvC2WtUB+OjklPA78fTA\n", - "o58B3USSwVN0dFQsf+VnQl2E12cmSQAY/Bzj/ARSBb/fJdT3+WvfM+zyAIDp0Ez4vWau8q5v6uC7\n", - "ed/U6sZ9wu8kc68GSE37IKCfsOBdMZnQv/xftNcH9XF+Ar7c73eu+gIAamoi/M4vXDXv+ZXbnaXk\n", - "vb9ShF8AAAAAwFg0EX6z7/ld2TCf9nxvdVOH4E3CL3Du3PfkRSt4b+O0uej7d9FxfnJ+AgAwQZoI\n", - "v5cuX1FP9w/UnaVVtXhvzXzVkYTgoxM+8AoAAAAAMAZNhN83Ll1We08P1K3FZR2AV8x3/MpVYD7t\n", - "GQAAAAAwFk2E338x4Xdfh997Sfg1V38JvwAAAACAMWki/L5x+Yra2z9Qt++uOLc9y/f88p5fAAAA\n", - "AMAYNBF+ex94lbzXd3lNPvBqgj/teafzkV7mw3y11tM5+vVYtQdYvtNytt2+qdo1l++2ZZmPpuN7\n", - "QAEAAABgDJoIv/arjuS7fVc3trM6Pjmb3Cu/EoBbnRfpI21nXbUGDr9CB+A+lg+3bwJtH8t3WoRf\n", - "AAAAACjSRPhduHrd3OK8cf8rtb71UNcDtbb5YFrCbz602ivD7fbN5KqsqZv+V1hIWM6m6Xm7w4Vf\n", - "V7b9dIPJld4PvflN+O26bSAMAwAAAIDVRPi9eu0P6vj0TG09/Fptbn+dhuApCL82uMauuCbTe4HX\n", - "D6tym7MbNs/htudIALfh1+jeDMKvLOe0wYTxIKADAAAAwIxqIvxeu95WJzr8bn/1SG09SMLvVF/5\n", - "FaXhMwiixpC3TZuw7SxfJ/x607XcMgAAAAAwo5oMv/cfPjJXfuXWZ3nP78R+4JXohd+4UYff5Oqx\n", - "f6W5PPzmb3Mm/AIAAABAoonwa257Pjnzgu+y+aqjCf6e31j47bTqhk8/qIr+PrAqvG1ak/Dcfpw+\n", - "CNqXvr/YD7/B9rjtGQAAAAAyTYTfhWvX1fHxqbnVeXVty3zV0d3lNXVwdDyZ4VeCZfZeW6+S8OhO\n", - "NwFYB1/7OAugznOm5KuK5GetAJy+R9irSBh2p3WS7cn27VcdtdvufuSvBAMAAADArGoi/M4vXDNX\n", - "edc27qvl1Q21eG9V3b67Yr77d2Kv/AIAAAAALq4mwu+V9Ht+7RXf24v31Je3FtXT/QPCLwAAAABg\n", - "9JoIv5evLKiDg2O1tLyug++y6t5eVJ99cVvtPt0n/AIAAAAARq+J8Hvp8rzaPzhUd+6uqFt3ltQX\n", - "3Tvqk0+/VLu7Twm/AAAAAIDRayb8XjG3ON9ZvKe6t+Sq7y31ySef6/C7R/gFAAAAAIxeE+H3jUu9\n", - "8Ptld1F9+nlX/eWTz9ST3V3CLwAAAABg9JoIv5d0+N234Veu/Er4/ctnapfwCwAAAAAYhybC7+XL\n", - "V9TBwaG6u7Ssbt2+q7748pb69NPP1e4etz0DAAAAAMagkfB7ZV4dHB6p5eU1tXh3OXnf7+ddtbfH\n", - "B14BAAAAAMagifA7P7+gjo6O1eraprq3vKruLC6pL7u31VO+6ggAAAAAMA5NhN+Fhavq6PhErW9s\n", - "qZXVNXV3acXc/iwfgkX4BQAAAACMXDPh95o61uF3Y3Nbra5uqKXlVXV78Z757l/CLwAAAABg5BoN\n", - "v1vbak1ufV5ZU4tLK+rg4IjwCwAAAAAYvUbC71UJv6c6/D5Q6xv31crahlpaWVeHR8eEXwAAAADA\n", - "6DUWfk9O1eb9hyYAr0kAXt8y7wMm/AIAAAAARq7R8Lv9VRaA1zcfqJOTM8IvAAAAAGD0mgm/1034\n", - "3dLh19SDr02dnj0j/AIAAAAARq+J8Du/cE0dHSdXfpPg+0jdf/hXdfbsOeEXAAAAADB6TYTfK/NX\n", - "1aF8z+/WgzQAP1LbX32jzp6/IPwCAAAAAEavifB76fK82j84UstrW2pNB2C5+puE3xfq/wFm/496\n", + "iVBORw0KGgoAAAANSUhEUgAAA78AAABgCAYAAADVYMX9AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAABXpSURBVHhe7d1bbxtHmsZxfS5+lY1tyfZw4M05\n", + "WOzVXOQjEIsBchss9taYHGlblnWWZSfeSRYz681EsWSdZXuSOE6c29p6q7uaVdXVB5JqHsT/D3gj\n", + "k32qbnZU9aib5Nyf/vRnRVEURQ1X//lft9S//9t/1KovPt9Uv/zye1/16hVFURRFURRVVR988IF6\n", + "/fq1ev78uakXL16Y+v3339Xcy5cv1ccff0xRFEVRFEVRFEVRU1siDL82AHvh98aNGxRFURRFURRF\n", + "URQ1dXV4eOiF32fPnpkqDL/yb4qiKIqiKIqiKIqapiL8UhRFURRFURRFURe+ysKv1MDhV+anKIqi\n", + "KCpfItZ3xiq2PEVRFEVR/fWnUo2GX5mfoiiKoqhe2Y431nfGiv6UoiiKovLVb38q1Xj4BQDgopBO\n", + "c5gapLOmPwUAXDRh/9hvnUf4/e2339TZ2VlWEoIlEBN+AQDQbKc5CNsv9ttZ058CAC6acfSnUmXh\n", + "V4rwCwBAapCO1hbhFwCAxDj6UynCLwAANRF+AQAY3oyE365qz7VUZyd9qHZUpzWn5uZsudPGbKej\n", + "WrpN7a799wS1DQAwFpMRfqUvdftOXa2O7lE1t++qIvPaGessl84T3W4Vd1sifAwAmCkzEX67bbej\n", + "TIOv03HudFq6M52QkOkNBNK20lEDwEybpPDbsp1l2l+Zx17fVSbo1+osF87TbZsA3Pe26FMBYObN\n", + "QPgNOmvTaVYE3bRjtdXrN9OOvt02P810txMtWs62IVuurZ+R2XvzFv31PAnmyfwAgNk0keE3fWz6\n", + "wYKA6veHafi0z0u/ly2XTsv+MF217rQfD6Yl/ar0meG22qodbjtZoPecrmwb6XoL+3sAwFQae/h9\n", + "//0k/J6eevVaP3c+4TfoGCvDZI1O1naA3hXjsuVsJ+5cbTbTvc63bD3OYwDAzIl1tG5oC8udr7Hw\n", + "m/ZXuSu/7vPC68eCq6/OcoV9avpvbx8jy4te+BXhld74tqPttNtM552oO8QAAAMbR38qZZd534bf\n", + "xq78usFS88Ov/5dh6eOS6f5O22nxjjJZd+lyNvymnWgm6NDdbWSzho8BADOnqKN1+xtb4TznHX69\n", + "7dnOyemr/H5WuKG5OPza+bJ12D8QF/SLZh3BtH7Cb2k70/XG+nsAwPQaR38qNbbwG+3AnM4z6QwL\n", + "OriSzrB0Oa/jT3jzm/WknXfQkeceAwBmTllHW9ZRS513+HX7skyuHx0k/Ep3KNM6Zp5sO7l+0FlH\n", + "bHnCLwCgwDj6U6nRhd+iTtO5BTnpANN5gg7P6xzLOsOy5dwONeV20LHtZ+2lwwWAmVfV0RZ11FKj\n", + "Dr9hf+j3Y+XhN5lX+ken3wvncdfvbStdd83wW9rOsmkAgKk1jv5UanThN9pZ2w7Sqaxz1LLOVyrf\n", + "ARd2hkXLxdqQrivZdjv31+Ze3xz+ZRoAMGsG6WhtjTz8Cq8/dJ7Xkj/+6pI/QofLpdvwPiPD7S9t\n", + "OdOz9el+t+WF32BbkceF7Uy3WdjfAwCm0jj6U6l8+D316vXr8/rAK80ESLcjnRrhX60BALNoMsLv\n", + "KJQEbAAAhjQp4fe0sU97NqQzncK/2Jq/PPOXZgCYdbMQfu1bgLjbCQDQlEkIv7/++qsJv25JID7H\n", + "8AsAwPSahfALAEDTJiX8npycmCL8AgAQIPwCADC8SQu/NgATfgEASEmnKf3boEX4BQBgPP2pVBZ+\n", + "33svCb/Hx0mlAZjwCwBASvq1YYvwCwCYdWHfOEgNE37fS8PvsQ6+toYOv7JyiqIoiqL8ErG+M1b0\n", + "pxRFURQVr376Uym7zLmHXwAAUCzWd8YKAAAUi/WdReWG31evflVHR8dZSQAeOPxSFEVRFEVRFEVR\n", + "1KSUH35f6dB75BXhl6IoiqIoiqIoipr6suH33TT8HurA65bcCu2FX/lJURRFURRFURRFUdNSIgu/\n", + "76bh91CHXqei4Vd+UhRFURRFURRFUdSklw29vfD7rvpFh98D/ditV0Xh1146Pq+am5szDQEAAAAA\n", + "QMSyYz91/fr1ePj9RYffAx16nZIPwSL8AgAAAABGTrLioCS7FoffX9T+wYFXcis04RcAAAAAMHKS\n", + "Fe3Pfqso/L6Tht+n+wdeEX4BAAAAAGMhWdH+7LcIvwAAAACAqSBZ0f7stwrD7zvvqpc6/O493fdK\n", + "PgSL8AsAAAAAGDnJipJBB60LFX47rQ/1smm1b6p2az2dUq7blmU+Up2d9IkBdFpzpt1utZwV7nRa\n", + "0efPyzDrd5ftVWuo4zFunVbQ/p2OarU66QMAAAAA00bC67B1IcLvTucjHfpepI/SQFsz/IpOa7jw\n", + "q7eo2nNt/d+eXADTJGgOGn47LX/9MYOuX5ZruyvvtvXx6y8sVrWvTvvPhbTd25lEtz3n7yMAAACA\n", + "qSGBdZiS7Co/7brE2++8YzLo7t5Tr+Trj6Ym/LpkmlwNtsEnudL7oTe/Cb/dddWyV477vhKcD7+5\n", + "QKmVhVP/6rGzLrlqmT3fq1iQi64/W74XxmU+s5404EbDb/qEnbd3/JLtZ9upal/N9hftf7b9tm5T\n", + "ZHpI1hOu2+DqLwAAADC1bGAdhM2uxeF3b3rCr/Buew6u+koA9gJR92YQfoPAuyNB+GZhwMob7sqv\n", + "BDbv+ciV16Gu/Or1hc+767MBsyhcynT/+JWvL6ZsetX+J+3z2xvdTz1H+Dr0yLTpvp0bAAAAmFU2\n", + "sMYyZFWVhd+f9fQnu3vqiQ7AT3TwlXo56eHXZa72OgG4TvgNrxbmliklwcoNj/H33kZDm1yRjGyo\n", + "2/aD2lDhV/OWD8JrLNyGV4rD6eF2Bg6/Nfa/zvYNc5W5uB2FV4UBAAAATLRGwu/bOvz+/FL98EQH\n", + "XwnApqYs/Cr1WIfR3pXb6vCbv825//A7YDgdUfh1A2O4rly41Nzn6oRPwi8AAACApjQbfndNPdmV\n", + "2jMfgjWh4VeCbhBe5bbl9uP0gWQi5z3B5pbm8D2/wa3S53Dbc0xROM3fIq3Xl7vt2ZlHh7/Y+16L\n", + "1m+ZABoJjrlwafbHD5/ZMiZg5q9sV7WvbHrV/tcOv6bdRa+Dv08AAAAApkcT4fctG35/0OHX1hMd\n", + "fl9OdPh13u9rKhKG3Wmdm+bfEoDtVx2128kHY0WXryBXFO3tzvmvCZLQ5U635YS0NFC603NXKE1g\n", + "jCxbZ/1WJJRKsMwvG4Rbr316/zpJW7x5CtuXKptesv9u+8xzznpiAbjw6q5sgw+8AgAAAKZSVfiV\n", + "fBB7Xqq/8Lurl5nY8IvadHCMXzG9QCQcR9IvX3UEAAAATK+y8GsvjhUF4MLw+9bb6icdfr/XodfW\n", + "ji7C7xSzX09k66KHwNxt1Fz1BQAAAKZaUfh1c46tcJ6i8PvmW2+pn376Wf3j+x+y+n7nB/MJ0IRf\n", + "AAAAAMDIxcJvGHrdcucrCr//+uZb6p8//qQef/e9qf+T+sf35mow4RcAAAAAMHKx8Fu3isLvjRtv\n", + "qhf//FH97X+/M/V3qcffqR9/+pnwCwAAAAAYvSbCb/uPN9Sz5y/UX7/9m6lv/kfq7yYQE34BAAAA\n", + "ACPXRPi9/oc/qrOz5+rr//5WPXr0jf4p9a0JxIRfAAAAAMDINRF+r177gzo+OVP3HzxS21IPH5l/\n", + "n+pATPgFAAAAAIxcE+F3fuGaOjw+Ueub20ltPTA/JRATfmPke2V1m70656/V6bSC9es6r+/r3em0\n", + "zPom6euPcl9VZI+xbqRtbz/7b5c5z+PmanL9yddUBcdjxtQ9vnKsBjn+yf9f4zvGnJ/T7aKfn9ag\n", + "7Q/1/VV0Vb//+So7AJgZElglgw5asfB7ZX5BHRweq+XVTbW81qsjHYgJvwWkQ3Y74/MaJPR0VXuu\n", + "rf/bkxtAVOi0/OVd0v6JCb8y0AkbI4MbO+BJB0KDtDd8nfpRdvysYdZfpt/XOqaq/XX2b9yaOr7i\n", + "PI7xsDg/i3F+jv/8PBex3++a9JmFv9Nr/P4vXR4AcGFIYB2mYuH38pUFtX9wpJaW19U9qZV18+/D\n", + "o2PCb5HcoEc667QnlmluZy2dtDy282fT2+lft02FA718+JXlzDrTgYF7ZcCu01yBzqb75Q4UzLo6\n", + "7nz5gaZ/9bk3vV7765Pt5AYx6T6Y583gp7ev2VWRjrv9+EBR2lo0OC3avzrHz4quv+r1qcEMfLtu\n", + "O/Lrsu0Jz6/K9tfcv6Zff9tuU/q4xAb7Ra9fdjx1Fb2+Veu3j911+fsh/w/Kc/l2leH85PzMjqeu\n", + "5s7PCHvs9LLJuavnT8Ojt2z2XFJhG8va3+/xldcpdm6athadb+l+mOWC3/+ZsuUBABeGDayDKLry\n", + "2wu/a+qurqXlVfOT8FsiHPSEHbxM9zp83YG78ycDiN6AIVyfXqD8ym+wPhFeKSm7cpJsv7e+2P54\n", + "65cBiDPQqG5/Xfn9TMjzafvMQCjct2DAFZlHFLWrav/EUFfWarw+ZZL9c17vYP9ku2Xnl6jaXtn0\n", + "pl9/M/B3diBZX36AW7Xeoul11u+Hi9ixGCz8Cs5Pzk9RNP18zs8C5rVwg2OyrKwn22S3661Pjqf3\n", + "eqWK2h+2qWg+vaGC3+/C+R2fU/77P1G2PADgorCBNZYhq6os/B5I+DVXfJMAfFcHYMJviaTzlwFg\n", + "UmHH7w00RDD4q5qedOy99ce24Q0O+xxclm5fBhuRkVC33RtoVLe/psKBTbnYYC3XJk2ey7Wrxv6J\n", + "OmEguv5U1etTpmr/6hz/qvYXTm/89dfndhDkipQdXxGfXm/9SYDTVbMt/eD85PwU8ekNn59yfOwy\n", + "er9tyPaOiczj9C1SkUNauH+1j6/ZTvHrHDuP+jHs8gCAyddE+L0yfzV5z+/aprq3umFCMFd+K3iD\n", + "AhlgBB181eCgevAg4bd8cOguExsolg0uS7ff+ODSUTE4KhLeIihybdLkuVy7auyfqBqci+j6rYrX\n", + "p0zV/tU5/lXbLJze+Os/OeEiuXWz//OvCucn56eIT2/4/JTjUxp+pW/xX7/c8UoV7V9u/qLjK20p\n", + "aT/hFwBQpYnwaz7tWQfd1Y0ttbK2ZULw0uq6OjriA68KhYMCeRzexpZNNwMA/8pt9eBBBijVgx4z\n", + "QCwYeHgDVBkEOeur2n5+cOsP2KrbX1e9/QzJoKfObaDe6+Co2j9RdvysovVbZa9Pmdz+BYNIb7uR\n", + "80tUtb9setOvv9z26c8v50F+IFt1fIum11l/to8Fr23yfP48q4Pzk/NTFE0/l/MzXSY3TY63PRay\n", + "bLrS7Ji400X6+oT7JoraX//4ShtjbRcyLXwd+zHs8gCAadBE+F24mnzV0drGtq77amU9CcB82nMR\n", + "MxiRQYc/APQGhOmAIplPd9Dph9/IAEEGDnZ5M4Bw1mcHEGZd6XOl7zksHBhpbjudeeps32+/M6+Z\n", + "VGP5Psi+egOpGmRg2G4X3XpuB4VhOcepZP8yBcev1vqtstengHk/oH7N/f0LzoGS8ytT2P5U2fQR\n", + "vP7+Oe4e/6rjW+/4F6/fTkuOaXK8k3Lbnzzf32tncX5yfhZPTwx7fva246zXPS6ywnTfZTl7XORp\n", + "9xi5r2XShvL293t8ZV/cfctIW90Q3q9hlwcATIVmwu91HXRP1frmA7VuAvC2WtUB+OjklPA78fTA\n", + "o58B3USSwVN0dFQsf+VnQl2E12cmSQAY/Bzj/ARSBb/fJdT3+WvfM+zyAIDp0Ez4vWau8q5v6uC7\n", + "ed/U6sZ9wu8kc68GSE37IKCfsOBdMZnQv/xftNcH9XF+Ar7c73eu+gIAamoi/M4vXDXv+ZXbnaXk\n", + "vb9ShF8AAAAAwFg0EX6z7/ld2TCf9nxvdVOH4E3CL3Du3PfkRSt4b+O0uej7d9FxfnJ+AgAwQZoI\n", + "v5cuX1FP9w/UnaVVtXhvzXzVkYTgoxM+8AoAAAAAMAZNhN83Ll1We08P1K3FZR2AV8x3/MpVYD7t\n", + "GQAAAAAwFk2E338x4Xdfh997Sfg1V38JvwAAAACAMWki/L5x+Yra2z9Qt++uOLc9y/f88p5fAAAA\n", + "AMAYNBF+ex94lbzXd3lNPvBqgj/teafzkV7mw3y11tM5+vVYtQdYvtNytt2+qdo1l++2ZZmPpuN7\n", + "QAEAAABgDJoIv/arjuS7fVc3trM6Pjmb3Cu/EoBbnRfpI21nXbUGDr9CB+A+lg+3bwJtH8t3WoRf\n", + "AAAAACjSRPhduHrd3OK8cf8rtb71UNcDtbb5YFrCbz602ivD7fbN5KqsqZv+V1hIWM6m6Xm7w4Vf\n", + "V7b9dIPJld4PvflN+O26bSAMAwAAAIDVRPi9eu0P6vj0TG09/Fptbn+dhuApCL82uMauuCbTe4HX\n", + "D6tym7MbNs/htudIALfh1+jeDMKvLOe0wYTxIKADAAAAwIxqIvxeu95WJzr8bn/1SG09SMLvVF/5\n", + "FaXhMwiixpC3TZuw7SxfJ/x607XcMgAAAAAwo5oMv/cfPjJXfuXWZ3nP78R+4JXohd+4UYff5Oqx\n", + "f6W5PPzmb3Mm/AIAAABAoonwa257Pjnzgu+y+aqjCf6e31j47bTqhk8/qIr+PrAqvG1ak/Dcfpw+\n", + "CNqXvr/YD7/B9rjtGQAAAAAyTYTfhWvX1fHxqbnVeXVty3zV0d3lNXVwdDyZ4VeCZfZeW6+S8OhO\n", + "NwFYB1/7OAugznOm5KuK5GetAJy+R9irSBh2p3WS7cn27VcdtdvufuSvBAMAAADArGoi/M4vXDNX\n", + "edc27qvl1Q21eG9V3b67Yr77d2Kv/AIAAAAALq4mwu+V9Ht+7RXf24v31Je3FtXT/QPCLwAAAABg\n", + "9JoIv5evLKiDg2O1tLyug++y6t5eVJ99cVvtPt0n/AIAAAAARq+J8Hvp8rzaPzhUd+6uqFt3ltQX\n", + "3Tvqk0+/VLu7Twm/AAAAAIDRayb8XjG3ON9ZvKe6t+Sq7y31ySef6/C7R/gFAAAAAIxeE+H3jUu9\n", + "8Ptld1F9+nlX/eWTz9ST3V3CLwAAAABg9JoIv5d0+N234Veu/Er4/ctnapfwCwAAAAAYhybC7+XL\n", + "V9TBwaG6u7Ssbt2+q7748pb69NPP1e4etz0DAAAAAMagkfB7ZV4dHB6p5eU1tXh3OXnf7+ddtbfH\n", + "B14BAAAAAMagifA7P7+gjo6O1eraprq3vKruLC6pL7u31VO+6ggAAAAAMA5NhN+Fhavq6PhErW9s\n", + "qZXVNXV3acXc/iwfgkX4BQAAAACMXDPh95o61uF3Y3Nbra5uqKXlVXV78Z757l/CLwAAAABg5BoN\n", + "v1vbak1ufV5ZU4tLK+rg4IjwCwAAAAAYvUbC71UJv6c6/D5Q6xv31crahlpaWVeHR8eEXwAAAADA\n", + "6DUWfk9O1eb9hyYAr0kAXt8y7wMm/AIAAAAARq7R8Lv9VRaA1zcfqJOTM8IvAAAAAGD0mgm/1034\n", + "3dLh19SDr02dnj0j/AIAAAAARq+J8Du/cE0dHSdXfpPg+0jdf/hXdfbsOeEXAAAAADB6TYTfK/NX\n", + "1aF8z+/WgzQAP1LbX32jzp6/IPwCAAAAAEavifB76fK82j84UstrW2pNB2C5+puE3xfq/wFm/496\n", "UUOGtwAAAABJRU5ErkJggg==\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 62, + }, "metadata": { "image/png": { "width": "700" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename= \"assets/macro.png\", width=\"700\")" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - " - Assign the macro to a button of your choosing\n", + " - Assign the macro to a button of your choosing\n", "
" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 63, - "metadata": { - "collapsed": false - }, + "execution_count": 63, + "cell_type": "code", + "source": [ + "Image(filename= \"assets/assignmacro.png\", width=\"500\")" + ], "outputs": [ { + "execution_count": 63, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAg4AAAGqCAYAAABj3sxcAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJb8SURBVHhe7b13eBXXmuar/uN27jM9fefO3M49\n", - "t2ee6el43G2f7uM+qU8+zhnngxM2jjhnG4ONs40N2JhgYwwYEBhMEFFEg8lCQhKKgAgiGmNjn2Sf\n", - "+e73rqpVe1XtVTtIQmhL7/s8P2nXqqpVVatWre+tVans008/FdLz2LvzCCGEkB5OWVmZoS+JxqGH\n", - "4qughBBCehY0DqTH4KughBBCehY0Dl3JjGuk7GvPSJVvHMmLr4IWzVtXS9k/Pykf+MaRwmAZEkJy\n", - "0CeNQ7DR18gMT/DqFF1kHKqe+ZqUXTPDO64346ug4J3Lgkp6xVv+8TG6Meh98NhpUnbZVO+4E4Ut\n", - "iwxXyzue6TpFF5XhySgf0p1skMH/rHUwsY9NHeV+79XY9qcvyfQ4mODc1eaBxqFT+Cro3p1T5Yqy\n", - "0+SKywoMQn3AOPzLYxuiYbMOXW0eaBxIoaCu6PE5eEU4vOJJ+Rd3mPRK+qxx+PTTGXKNbvg1M+zv\n", - "r8kzz2jgNwViDUWVPPO1oIDi6SFVz8jXonHh/JFxCOYN8g9JGovY/Jg2ubwy+dozVZn5ezm+ChoF\n", - "MdMgeQKkSbflpQ3WY5mgl33mE5whZQJveMYUze/mH4y74i0YFzveNojJ+Wyedh6bhxILwoEJMuto\n", - "5rPLy7UecZLGIcjTLrOD+ecow/zbpMTmx7Rp5ePkQXoN7nGWdsxl6kK87gXG146zxxfp6dh91pcU\n", - "GAcTtDXYVyFoBSYibgzCIO6c+cd7KYLxmcAe5lGwcQimj80fjmOPQ4ZMoAwaoHgASqaFQd4GNXM2\n", - "5DRUibOhZCNnGrFEwHQbM+/0nkYyt3FAnvHGM/d6xMmUR5gW2yZf/uF2JPOPpslThgVuU2z+cFx2\n", - "+ZBeiamDWp8SxxfIWbftfOE4Ujr0WeMw4xrd8EQQjwV5YyySlzIwXWg2fONjxiCPccDvrPwDaBxC\n", - "Eg1RVkD1NTyeoGaDXnajFW/kgultWr6A6QuMhQXZ2Pi86xEnaRxMw5w3/2Tj7OSftwzzbBN+pzT+\n", - "NA59B1MPte7F9ne+um3GJ+oWKQn6pHEwGx0FeOAxDt7A7pgB3/hijUNsHTLQOAT4jYLTEPmCVizo\n", - "uWc8iQAYNlr2AMhg8+9O45BrPeJEDbTFLR9f/t7A7qxn3jIswDjE1iEDjUMfwtTjRD0qpG4708R6\n", - "0kiPxu7LviTP45jscegJxCtnELAyjU2GqIHxNVbJQGanSU7rmzdGdxqHXOsRJ9njEKfQ/JNnfYnx\n", - "sXUuwDikrD+NQx/CV4+Kqtueukt6LLYt7ksqzDiEgT/rHofIGATzRPcoGCOh0zu9COZyiJ0/a3xi\n", - "fgyH4+LL6TvEKqcJSNln3SYYRY1R0NjEjYSWsWscwsD3L//sD/LpQbhA4xBbltvDocNZ6+NrHPOt\n", - "R5yijUOYv7vt8fXOX4aFbFNmnXQ4HOcrH9JL8ZqEYuq253gjPRYaB4PPOGTSbSFlBXNrBgzXyAwM\n", - "x6Zx59fxycsTsfntjZrx9L76VEUsWMVIBEcbyAzacGE4EawCs+FrlMKgGs2vRPN6GrKEcXCXHQuc\n", - "UX66PrF5EusekWs94hRvHDLpqXnnLcNc25Scn93QfRKzr5PGAeSo2+bkwEn3Hu+kJ2L3WV+SxziQ\n", - "noCvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ\n", - "WOPQ1NLaZ6Bx6KH4KighhJCeBXscSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgc\n", - "SI/BV0EJIYT0LGgcupIcX7wk+fFV0C4l+arkUqe3bQ8hpCTok8Yh2Gj/lyk7RRcZB34dE3jece99\n", - "F34RdGGgNd+/yPFuffOtja5cdx9dtD35toUQP+Exmqg76d+ZIb0F2671JZkeBxOcu9o80Dh0injl\n", - "DBqlzMeR/I1UUXSzcXA/7BR8aKuLzQONAznZoA5mfdgs+6u2pHfRZ41D/IuY+P01eeYZDfymQKyh\n", - "CD+tHRZSltFIft0S80fGIZg39sXNnF/HxLTJ5fXdr2NmG4cwwEWBMhhf6NcrTeP2WGK8afTi5Z0J\n", - "oKFRicbZoJ9M93/5Mfsrlu6XK/E7XJ+ceSeMRs7tKbY8MG1h20JILtwehuzehtx1OjDUdhwNR6lg\n", - "91lfUmAcTNC2n7K2n792jUEYxJ0z/3gvRTA+E9jDPAo2DsH0sfnDcexxAEGDkwlk/uH0QJmcPvw0\n", - "dDQ+DN5hQ5U86042gHHTkv8sPcs4xM7E7Geq3UY0bGCTy0yYivTtyVcewfSx+cNx+baFkJyYuq31\n", - "NFbHA3IeR3a+cBwpHfqscZhxjW54IojHgrwxFslLGZguNBu+8TFjkMc44HdW/gE0DiAMpGEFDXAb\n", - "pTyB0tco5RqfNS559pPbaCRJGgfTgNr8wyAeW3dvI+osM9/25CsP/E5ppGkcSGcx9RvHqFuP8h1H\n", - "ZnyizpKSwLbJfUm6vbrRUYAHHuPgDeyOGfCNL9Y4xNYhA40DSJ5hKyb42YaoA4HSHZ8wArEzo7BB\n", - "swdHhsz0hRiH2LzRcoHHOHgDu7ONebengPKIrUMGGgfSaXzGtoDjyJ0mdqyTHo3dl31Jnscx2ePQ\n", - "E4hXTo9xiAXcPIHS15BljXcbM2da37wJiu1xiOMxDt5lJs/OcmxPR4xUCI0D6TS++lnAcZTBc0yQ\n", - "HguNg8FjHMLAn3WPQ2QMgnmiexSMkdDpnV4EcznEzp81PjE/hsNx8eX0HeKV02McTPDL00sQBdKg\n", - "IYrmT45HXqnB0mda4phgGy0rm6KNQ7hMd53iy8izPUpR5YHhcFy+bSEkL16TkP84yuAxvqTHQuNg\n", - "8BmHTLotpKxgbs2A4RqZgeHYNO78Oj55eSI2v71RM57e15+qCMomQ7xhCYJhME4brdgZuGKDpx2P\n", - "4WSgjcYrseDpWX5K3r6GsXjjkEn3Lg/k2Z7iyoPdxaQLMXUoaRxAjuPInAg46ez1KhnsPutL8hgH\n", - "UgiffPLJCWXPjsPdxurwLHu1kzbRBPv1sekIIYQE0DiQgkkG+GPHjhk+/vjjLI4ePdphdjUf6DYm\n", - "9NOK32+yk7ZWHjulTP75kbVOGiGE9A3aWg7G2N0KDhmSBoLGgaTiMwyuQThy5Ijh0KFDEQcPHuww\n", - "Ldv3diOr5eGvBpXfcspDqz3TEUJI36G1YZ/saGw3WEORNBA0DsRL0jAAaxYOHz5sTMKBAwekvb1d\n", - "9u3bJ3v37u009TU7CCGEnAS21+w0NGzbJY21bdJUvzsyEjubAhNhDYQ1Dv/n//yfMKz2fun2xs80\n", - "CSGEEFIcMA59xTzo9voLgRBCCCGF0djcYmhqae319K0LM0XKOshf//rX8sUXX8gvf/lL+dnPfmYu\n", - "X3z00Ueyf/9+2blzpzQ0NEh1dbVs3rxZNmzYIOvWrZMPP/wwYu3atbHhQphePsObTgjpOfA47b2g\n", - "LUebXlNTI9u3bzdtPS4j49I0LlUfP37cxAPEhe2NTSZO9JVeBxqHHLKV4Msvv5Rf/epX8vOf/9yY\n", - "BtzXgHsZACrWggUL5KyzzuoSzjzzzBxgvE4HPPPmxM4X5hHlecaZcsYZZ+QgZflJfMskpLegddzW\n", - "//ixkyHnceLLk/R4Jk6cKJs2bZKNGzcaA9HY2GjuZcOJI2IBjANiQ0NTc58xDRCNQ4psJbC9DTAN\n", - "cJioMHCdLS0tMn36dLnwwgvl0ksvlXnz5kVPVnQFhz1pXQFMT+Z3MOwnGO/OG+cjLygfS3K4K0ku\n", - "N4NvXU8s/vLzc+iQS+YJnGI4eNDF/1SOy4EDlgOdYv/+OL60/Oz3pPlJLt+3PN80hZEpl0xZBWUa\n", - "L2/ffnT3uT2O/HUjIFM/fXU5ztEuwz7a/dlnn8mbb75pAp29uftEgpvIFy1a1G3L60qwzigrlBna\n", - "9Esu6Sfnn3+BvPXWW6YXYuvWrbJjxw6te/ujXgfEhvqGRvY4UPHeBnRFff7556ZiocKg4sA04OwC\n", - "Bwgaora2NmltbS0YGI8kzc3NEU3O7yQtzdnzFoIvn2ZDPN0SzId1DdYZ253cDqS5oDvPkpaeHFcs\n", - "yXVwSW5zR7HbnywTl6amppzg7CQXuMTlA92iadTX13upq6vLora2NpVt27ZF4EyqI+DynAsaVZfk\n", - "+EIpZFkuhUzrjne33S0TlJlbpihvu08aNTAE+yyz/6L9jP9hnUCdydRHra/AU4e7muTx5QKDM3Lk\n", - "SHOm7Bvf1aAndubMmaZdtGm7du0qCdC+o6xg+LAdKLuFCxea3ldrHlAv0N7DbCImIDbUbW8wsYLG\n", - "oY8LOz/Z24DKhIPggw8+kCuuuEKWLFliKpb7GGUSe0nDR3LaPXv2yO7du6UNaMXEfwwH7DHjk/Oc\n", - "aJLrjMYnSXAWmY6dLm3+5DI6gm/dCwXlasmUd8cx+y7E1zhZdu4M2ZHd+Fp8QaIQcpmppAFK4pqf\n", - "QrHBtBBMIPakF0Oxy0yuL3C3OR7wM4YY+yDYV5ngh31mf+9y9jX2va1Hbv3y1dckvuOiq8C7ZkaP\n", - "Hm3aL9/4Qtm3L36s+qYBaBPnzp0r6EHxjc+Fr/3oTlBGb7zxRnSSCNCzsHjxYrnsssvMZektW7aY\n", - "OoN9i+nRS7Gtrt7ECtvr0NtF45Ai1zjgOpatSGj05syZI5dffrk5IOPdnwecbk8/8W7QDBh3AGge\n", - "WE57WGn3J/L2zZvEXV5X4FtGkqDbtjB88wPfsgvFllFnsY1FEl8jl499wDS2tsHN/N67N2N2XONS\n", - "KEmzAlzDkoso6KXgGpdCcU1LPtwAncQ3vY/OzOti199uu1tOKFOUdaoBMPs3+I/9bepKWI98dfRk\n", - "gUsHY8aMMe2V77jz8cqIsXLhJQNiIM03bRIE2oqKCtNm2jRfO9ATwTqPGzfOmAE3HcNXX321jBo1\n", - "ytzsjt4p1BeUL+apqa2jcaAC42AvU+B6Fw4GNCLo9hwwYIAsXbrUVBj3+iSm8WHfMGlBmjsfgHO1\n", - "uBU2ea+DnT65jEJwl1cMvryS24Sy8JGczsWXr2/5heCWUWeIlX2B2MbRNtSRCXGMSHu7BzPuQMYk\n", - "Otg8orwS45MmJR9ZQS8HNlBaXMPSWZJmpxA6k481AC5uPu522u23ZWbL2pa/uy/MfzusYL+behDW\n", - "iWS98tXZE4l7TLn3OLjpaYwYNd4YhaSQ9urIcXmPExzbODPH8vKtWyHY9bFgOFd6Z8A623sc3HS0\n", - "ZbgsjbZ/+fLlUlVVJeilQj3B+OpttSZW2MsVvV00DinCzoeDRGVwL1PgKQo4T/RC2EqVDIggGUAt\n", - "7tsnXTDPUaD5xQ60cBnJ5fjyyIc7v4tvWhf71syuIJm3b32A3ebuJFbuCdwgYIGpcxvMg6F5QM/R\n", - "/gOKMQV4o+h+PStNmoZgnJnOBKBgPms+CsEGsnzYAFgMxZiNZODNhRuoTzSuQUhip8E6WaOQNAvA\n", - "LW/XHJrfMArOf1MvwvqSrFu+Ot5d4Bo8giHaMd/4JAjCacK4ZN2HWbKGCSAPaxzM9ifyLwa0Ecn1\n", - "wfDI1970pifbl2JBGeFeBtvLbMG6oBzR9uOyBZ6yQO8z6hK2uaq6xsQKxAwahz4saxxwfwMCHioH\n", - "ujbxbO9VV11t0vM1Dm7FswTB0xJWSvDxMXOAwSgEd0WjAdL/GHbzD+fpCFhGch0z2PF+MuucwTUE\n", - "AXg9t49gfHx+N//O9z64d653BvcueT9hYxl7OiIwDQcOBq8eN4bBmIV22buvXXbvVfbsC/5bNB3j\n", - "9prpYCQCMxGdxeJ3XkITUjD2Uklugsso+7RRRPAthGRg9k0TB/fsdBR3Ob7xLm1t6HWIg3Q3D7u9\n", - "wJaBLTNb1mafhPsm+m1MBPY7TF/Y2wDzgLoUq5/2mD45FNvjgACM9g3gd3LYGIXQMEUm2RpfTUMe\n", - "uFSBYx5lEeTra3MKI80kuMIwpku2ecWSyzj84he/MMYBN0uuX7/e3ECLHi2UxZat1aZ8aBz6uKxx\n", - "sBUIZxnomsLLna666ipTSeyBiYPCEg+2IB4wM0H2EzUBQKc1FRPfv8h1pq3jzIGE6eN5Foq7bj7c\n", - "AyWb7PzcbcngNw7xed3lZsoOuA1eYAjChjgP/iDfEbJNQTY48wwwZkGJehg02MAM7NHg06aBaOfu\n", - "vdLatkdadu3W/8quPYYdmrZz9z7ZFRqKvft0PgStMMBngn1+3KCfHwTHADdgukHdkgzCuckE5cLI\n", - "DujFgnx86S67duGejjh2XHDpImMgQLaBCPdFuG/jl5fcXqMgcKJ+mHpkz8o9dfVEkTEqcWAcxo9/\n", - "0xyL8ePLj3sJ4NWRwW/UeYDf+3U7sd2oq6ize7QuAVN/tVyw3fPmB/c44HiCibLtmGsIisFnHqyQ\n", - "3hWmARRiHGCK8HSFvc8BRnJz1VYzD43DSRAqYt32RtmljerJFnY+XuzhGgfcSYsKc+WVV2r6z02j\n", - "EDUMesCBoIcgDIRa2Y5qcAQIkva/JRgfgqBpCA5ek5fF5BmahyjfjhMsJxvftC7uuhtwQLmYNGuI\n", - "XIJxtiyi7Qi3K9hmlGFAptENGt5D2hD70SDuoo02zniyCIN8MtjnwgYDP8EZp8U2ojALuzXo7NIA\n", - "tKNtrzSrQWjcsVu2t+6S+hawU7aD1p3SoGnNOq5VDQVMxC41GG0Keib22GBeBLsR6ItGAy+Cr8Mu\n", - "BNuQnRpki2OX7NgZ4B/vIZy+WOwTKb5xcXZ6COd31sPdbpSDW05uOZtAGf6P0H2P/b8PJiKsPwdN\n", - "XSyMuCkNSdZtg+8YyM+nnx6XsePGmePQN94HzM8rI8eZoGwv4wAM23repmWzS8tqB+oKyg71SdMP\n", - "6DE3Z+5c02bAbCAvY2JMG9Zx82ANjRvQu9I0gEKMw/z5880NknicF5evXeOAmEHj0E3CQffYkGfl\n", - "7gcGy5CnX5IHHn3K/G5q2RFO0f3KZRwuv+JK+fzznwUHfXhAx84ubOA/ul2mnVcmZedOl3obnB0w\n", - "fEQPJINOfxgcATiDRgBdJU/+hs4/dFWQHuaL6aOAWyyrnjLvVT932vZoPSPqp8u5eO/6k6sypsXF\n", - "5OEYjaMwAQkig6DjDcFBZ7cXeWBZyO+IbhMw22rQRuvQES3XI9r4HnZAIC+c9v04I/IRBPkY7QH7\n", - "kpgegNzssext10Y07F1Qs9CkhqChtU3qm3dKbdMOqW5ola3bW2Qr/htapKaxVep03HY1FE072qR5\n", - "Z1tgIpSdxkggiBfOTszXYdpkxw4Nsg6thp3SoianGPDugpYY/ulcmvU4L4YWF12Gb5pc+NYv2N6A\n", - "HbovAkMRlI8pX1vW4X6ByUPgBLth+IyxsCZC64/WrX1O3dvv4jWjwF+fwYFO8Mknn8qYMWP1mPs4\n", - "MDUFgOPOmIToks4eM/zi8DdMWezQ8mlVo9iiBqxZy6xZ/7eiHqmBwHE16/055hjH8tBGon2EeegK\n", - "42AvF4GTbRxw+ZrG4SQIB+FdahK26QH9Mx22tOoB+KiaCfRAnAwljQMqhzUOl15+ublRpl0PSnNg\n", - "hwfaATUSCHoHEQA1EB6qnxYE4rJz5d06GIHQHABjEDJBE9NjvgDNJ8KmhXmG09vejqJZ+WT4UZYn\n", - "ZXmYn6X23XODcU+ujM1zKOQwegOycLZJcY2Im4ZttflgWQdDDsAkKPu17FCO7co+bUTBXm2ALHu0\n", - "PhjcgJ1C7F6CkLZU9MwpiZoAgF6AJDAHhrYA9BbsULPQsnO3NqBtxgjAEGwLzcLmumbZWNsk67c1\n", - "ygZQG7CxrlGqtjdLjZqIusYdUm9MxE5pUJpMb4Q2ykB/479pnHOiATgHTRocs9kR0ajHH2hobvXQ\n", - "ItubCqe+sdmbnk6zmacYtlucPKI0JXV6C6YP520A4bY2Ai0HnLSgjJqBlm+wH9Rk4LfSquYCBiMI\n", - "lkHANKYCZkLrkDUSEeipMPjrbFS/FZgPP3osJHGOkTSOHvtEXn9jjDn2Muk4vnLQftAEZfuYKn6/\n", - "MHy02V6UR6OWRYPWm+1Aywr/GzWIwkDsbm+XmbNm67H/kTFQ6PUz9wZZ85AwBIVgTYNrZFxDg/G+\n", - "+YoFxgH3g6B9T46zxgFvlFyzZo15mRiMA+41onHoRqGQYQ5qtfE9psNJ2rTC33b3w2a67laacYDT\n", - "vOTSy+T4Z5/HDl6cXSDYGTOhwW+/GokaBOIhK6Ry6G/I2VPqYibAkDizxjwZgjySRNNroO0Qy4eG\n", - "xqFMnlju5r1CngjTy4auCAJ5AhvkXawB8KPTRKhJ0MbD5tV+AKhJ2H8oaqj2aFnu2XdAdmtD2rY3\n", - "YNee9oDdOKOPs0MDuBetT7ivwEt4j4FLS4zdGTQwRKgpcGluBbs0uChqFhDwEfy3qRHYWt8sm9Us\n", - "wCisq2mQtdXbZc3WgLWW6npZr+M2qYmoqmuS6u1NUqNGo1bn396oQcwENP1vfrdqgPNTXyiNMCg5\n", - "0OXXOmzLojEnNfUB20Bdg9RYwvS8uPMUwLZ6/W9w87FpDsl5o3GZ+YJtCLaztqFJ6hqaDSiz7UDL\n", - "L0B/WzMVGq1G9BgZE4aAiroSXn7SumRMJcxlWC8D05ldj2Og5yoPuC8mIDw28nDkI9wjMFqP8SPx\n", - "cWpoUtH80buAoGxMw8ujjWFo0G2t1+2vUzNZG7JN20X8r2/RMlIDAeNU/t4sc/zjUg7uicDlF/d+\n", - "h2RQzoU1DfbdG8A33BXmIZ9xwP1tNA4n2Tigt+GeR56UPb/8VSrDXn5dNm7eGs7RfcplHC6+5FL5\n", - "9Phn5gCzAQ7BbjcCnzEScO3b5J1zymRwpQbHZUPlN86eIls1QLeHLB3yG1EAP3vKNhNEt04Oz/jB\n", - "E8ukXfOYpHmcPSkY317zrpxtx5edI2dj3ORgnMnviaEy+Dfs+CGyFPMkqYRxGCqTJp8jZee8K1s1\n", - "bR9Aug6/M0TnHbLcTLsV00TLw7Jqo3yWYjo7DvmExuOJoUGPBoxS+zZ3fYPpqtQowGTFjIIpQy1L\n", - "06Bp42gaUdxUaG8sDGjGWb05s89Hm2nIXRo1wHvRht9HgwE9AHoWnqQ5JAwoCMwIvjXbm6VKjcAm\n", - "NQTr1Sx8uLVe1lTVy6otdbJSwX/L6i21sraqTtbpNBtrtsvmbQ2yRefdqiaiBkGsoVGDmIJgFgY1\n", - "L/U6fUE0SnVdkoY4tdtl67Y4VYVSUy9bHKpq6vR/kvg0cXzTp4P8DduwLF9+GaqqdR7gzB+NA852\n", - "oAyqa1EWMBqhEYrKGr81SKKXSI2F+a/GLjBnQZ2w9SfoNYKZ8NRPW489wHi07NT6no/I6KZjjTF6\n", - "Gl4d+Zo57lzDnAGX2JIEZ/Jo8wB+b9ftq9NtrWlET1mzVFt0uLqpWQ2Eloeahx179sr0Ge/picVh\n", - "bRf3aXsR9DpkLlnYG75DNCjnAst23/hpTYIv3Td/MXwaGofP1DjExul64oZ4GodAJ9U4LFm2Up4d\n", - "/ZZsUCecxquTpsuFAwfL2Xe/0c2MlrPufE3OuGOk/PjW4fLDgc/Ld68bKt+47H656JJ+8smnahw0\n", - "wFn3j6BnusVN16Oah6VD5Dc0eC/W4Lhv/zIN6OfIpJog6BqDACOBgI2eClAZTL/EDNtrpDXGfJw1\n", - "qUZ/I4/gt7luaqbH8DYz/5InAiMyeCnmt9MG42LofDAVS6qnaFA/R96pRrou52wYgxrNRwO8mpbk\n", - "fFXGRATrZ6Y5OzAB1ki0H1gug41BGCqVzjDMBozUPjVBE3UZZYOXmfJB92xgGMJehd3txjCYM7Sw\n", - "4QoaSW1QYQQUb+B3CRvtgJ3S2KyB3wENnxdcJnBAEIiDwKBnVEANgjl7N8Ej6CHYtl1NQz1MQ5Ns\n", - "0uCzQc3Ah2oK1sAkbK6VFcryTdsMKzbV6P8aTdsmqzV9rRqIdVvrZEN1vRqOemMgtqqBCIJ5EMhw\n", - "ppwV5B22apArDBsgESzjZAJtGGQdNhdErWzeWiubYmzzpOVjW142u1QH//15WXR8lU6n4H+QTzAO\n", - "62fWPdwOmAxjJpStWi4wT8ZM6L5AGcJwBT0VgSGrVSNRB7Qe1IcmwtajwEhoPXTrpa/eKkmjm0V4\n", - "DKQRmBQfuzWAfySvjHhNjfpBM+zSYolMSwDmRSC2r+zG7zqt/zUNTVKt271VywBUbQ/Yquk1oXlo\n", - "3b1Hps6YIfvVLKD3AU9amHsdwksW9l6HQrEmwYLhXOmdIe0FUIDGIaOTahxw/8KDQ5+XDVqx03h6\n", - "5FhZsXptOEf3KVePw0UXwzgcN9e4jXkwBiI4Y0Yw3K2BcdFgDeQaJIPLGWFgdwKyCcSxAK1GAWbg\n", - "7MkakD3GwRiFJzRw+0zFgTD/ynBc9nCENQ5mGpiEStm7dbKcFZqcxYPDNB2/txrpMAMWzFdpDMHg\n", - "SrveMD8gMAroYTFGwvRsBEbDlsHecNmLzKWI4B4D0y2KHoa2wDSYsx17VhU2buZygBL0AOQgYRSM\n", - "WQgbcUtgAhKgwXfAWWQGnFU6hIbBoAEDZ6AAjWmmtwHGoVY+UFOwSg3CCmMaamRZRLUxEKs1fY1O\n", - "A5MBs7GpZrtsQSDXQIUgb3oACiU8Y84NTEJwpg6DEA/8LmFAdYgH4jSCoLxRg3PElpoIE7QTxKaN\n", - "0OkLYJMF+UfpvvwCsqcNpjfr4poJ3X5rmlxztbW2Xo1DfWjk7GUO9EbYXgg1D0DrlK1vQe+UUyd9\n", - "9VaJmQsXx1ykYY8Pr+FQcElx1OtjTHsFQ2DTg8ttrslw0Pyef+n1KCg/++JrUoueBd3e6voGqVIj\n", - "tUX/g834r215dWge8NgxjAPuV8LNo7j5PXhUNTAOeMTaPGXRA0Fbj5sjYRyS42AcrqRxMDqpxgFP\n", - "Jtz5wGCpPXJU2r74MovWn/1cbrnrIfN4FHZod4JrWqjgqBR43htdYfi4Cd4aFvQ4HNeAp8ZBD4zs\n", - "HgcNrnrGnwm4mcC71NwHEWAvV5hLERpgcTdydHlAg3e7moPgUkVN2MPwhCzVaYInAjLjfEYhORzd\n", - "FBUG78XO78dhFgarWYgZh0p5XNfjrMk1wXxLw/na48Yh2JZMD4M1DhmDgss24bLDPGAc8AIklJm9\n", - "PBHcw4D7E9DjgO5TNQ07tQFTmnZoo4gbslq1gfVhGt5sTKMc9SxoY57ENPABWWbCgCAQ9DBEPQ0x\n", - "A4GAoWjgwNlnlQYT9Big9+DDrehxqJXVm2uiXgbT0wDTsLFaVunvNWoq0OOwXqfdqPNsNgFKDQNQ\n", - "MxCBnocC8BoKDXZJ/JcRXBA4swnOzAsgNBCGWJAOiMalgmkKZzPytETp/nzN8pMgDx3vboMpAy0L\n", - "lFXQ86CmAWj51WhZ4x6L2u2g0dSDehDWkaBOZYyDr24asupy0gikEB4PPnwmAMZh/Ftvmxs+zXHl\n", - "jEveu5O5p0fz0nXC/Ru4lwPbVIdLFK5xUDYbtO7Wax3UssBlDGsccJ9WYBzajXGILleE5qGzJAN7\n", - "Z0GvAk4Q33333XTjcOWVNA6qk2ocoDXrNspTL4yQdjURH+uw5bDugFfHTJD33p/vDewnmlzG4WI1\n", - "DrjHAXfeB28EDF7ig7umzaN6S5+I9Q6YQF8zRc7RwPqEBlz3EaxqGIWzp0g1hkPzkDEJGXOwX8/+\n", - "MT9MBqarhDEIh2E6lhqjgPsikEf2cEQY0Jea4W0yCZcPys6RSdXBei4NeyHaw0sZk6qD+Ux6OJ/7\n", - "G+OCbVkW3ONgt+/g8uBmy2gdwmWhlwVlZAxW2ENjDISaL9N7Ezz6hufC8Wgi7l63RE8ZOODMyE94\n", - "RzwaP234DNqIWxpTCe+sB9pYAnOTYkR4F75ibpYzwQJd1Xq2hS5bPRvdrIF/Y029rNMAtFbPZmEe\n", - "YBRWO3wA01AVmAZcosBlAtMtrvPjjBaByQSnIsBNiRk0uCWoUSMBTADMBYJlh6mVKt3uCA3IW1KI\n", - "TRcD44rAm7clnm9yOjMt0HFYd3dbbHnUwCyEZYdyRFnXAd3f9brftzeCZjUJLVpvWrR+tWbqnBoE\n", - "f/1M1GXU7SzCYB7SmgvnOEmC43HBosWytBKXCfeb46t1J46tODscMB8etcSTJOapHGMecGkuMA5b\n", - "tRyq1DBs0bKB4d2s/6vRAxMah2lqHHB5wu1xMMYhvEkSj14njUDRaDDvKvCYONr9TZs2yerVq+W4\n", - "GofkNDAGNA6ByppaUMlPLtPfe18G3fuojHlrskyfNVcmTC6Xu+5//KSZBpDLOFzS71I5rsYheClM\n", - "8BIYEwz1AMFBEgTtShPgrUEAy9DDMGS51ExxboLUAFypB9iBZcE9C0Ea7ofAPNtkMozDZDULyMOd\n", - "5uwh8oQzrtLcHLksWlZyOCI0DpXhsDEu52SMS6UxDjof1t1Ma9cJhPMdDNYrStf5a9QoDNHfQ5bh\n", - "0dSA/Vk3R+K+DpiI8LKJecQsfEzNmC8YseBFSOaZeRgINQ/2XQPJBjEOHpEL0UbXYhth10jE2ZFB\n", - "G0eQafR9OHW3uVmNhQYMPNoXmgfcQIfgj8sNMAQbqutknRqEtVu2yRr8D1m3tdaM24wgFRqG4CxW\n", - "z2BNQLI0ST2GCwDzmYCWINtgZJsKlyBQdhQE3AxBMM6NO70BaUXgy9MSTRfm65vGgmlqLLod2+qA\n", - "GgUQlp0pY5R3aBiw7wEMA8wm6kjwrojwPRUadPE+jKBu+uptBjzeGYHHPL0EhtpH5lgJ0QAOcGzt\n", - "2LVLXnt9tCxYuMjUWfP2RxyLucBJTDsIjlOcHO1UY5/pDUQvx07zpAUez8TNnTt0PC5B4uZIPIaN\n", - "R8rxbhvcYIg2FS+h8rW3HSP5RtqOgfdc4E2ia9aslQkTJpg2P2j/1TBEHImMw5ix42Tq9HKZV1Eh\n", - "lctXyNp1641xQJ3BMWvMo9tO9EJOeo+DFd4wiJslcSNkxaJKc7D5K0v3kMs49LsUxuF4YBj0gEIA\n", - "NN8aMP/tGwXxEaLgHfbBC1WyX7ISJ3hlbeEskyG/ocZhyjbPuI4RMxghvumwrkmCdGd79MwigzUT\n", - "Oh3yRPmgnGyZaRmaN/AZIxaYh8BA+N9ouKsNb/oL0cbUEry0x0/2GwUV26gXxA5DS2urBoYQbSAs\n", - "TQoCCHofcFaGR/xgBrbUNhgDsVFNAnohgLkJUg0DrpvjUgQMQywYuSAwJdMSbNfGqhjqtzfkpK5+\n", - "e4ep1bNQl20IwEVQi2DtSe8KarbVetMttSCx/tim+u3bY+Vnyx0BGPsddaEFqPm09cW+odKCOmjq\n", - "qVt3Y3U6N/Y12QZtj9xjo1DQRi1fsVImTZ4io157TV7LAcaDkaOUkaNkxMiR8sqIETL8lVflxeHD\n", - "5YWXhsvzL70kz734kjz7vPLCSzo8XF7S8cN1uhE6z8jXXpfXR482n/QeO3aseXslPlndZYwf32XM\n", - "mDlT1q1fb3oe8ORHsreBPQ5x9RjjYIUnGiBfMO9OchmHS0PjYN75r0Ev+EDRfg20QTC0ryKOBVoN\n", - "noVg58mL6X04RyZv84zrKFjnYkjMn9wW3AwVDTv52zIKzFZovsy77vGqZbziNwCvRLYEjSUaTnxr\n", - "ICDeCOcGr0O2ZL+COAfaMADXOMQIg4Y1Eo3NwRmovXxhDcRWDULo3sV9B/a+BdvDAMPQoNMHgQiP\n", - "v8GIBL+DXg0EKT8NjQhkxbG9oSEvCJYdoa4ewTYOzEAx4BsAvvTOsq0WxiHAN97irru7bSgXW4Yo\n", - "e7OvWmAcWkxdsHXE1h23zoFdIKyPbj2O6nYRoE1yj49CwLFmX8JUDAiamA+XGXACgMcr8XZM82SU\n", - "Gn5zyVYNP+6Rwgvx8P4GzPOR6WH4xDypkOG4aTu7AtyH0NWgzfKVAeA9DhnROKSQ1zhoJQt6G0Lj\n", - "oP9NQAQIjgiSNqB6gmpO7DwxtskU9/KAMmSZb7qOEzMFFqTnICsfz7bYaW25RMYhLD9rwIxxCLHm\n", - "wRgIp8EsmrBxRqOdbMhz4poHBxscDDjDDEHgCHoibA9EEPC3a5BBbwIMgovtYYiduZqzVw1C1oyE\n", - "w66JsPl2ijD45SNpJrJAME3gBtoIJxAXgwniPjzTFoTOm8skuLjr726zLRtblnjSypoGW0fceuSa\n", - "V2MYfHVUMUYAeAJ+PqK3KDrHTKfZAzJ5o6cD24ZelcYm3NeDR1HxZEmDmHtB1BzDLOMtpLhsslvz\n", - "CO5tyDxJYfAE5FKBT1VkROOQQj7jAHeKgGeCX/g/Zh4UNwBnBdgcuPN1Je66dRW+5bjb4k6TnNeW\n", - "neltQEPj/DY9D9pgRQ1qkcTO6NBooxEvABiGXNgeCB9BD4QN9tY84FKDe7khGEZ6pqs7NAsIQA7I\n", - "y+Sn+QDUwa7EPqOfRgMCZQ58xiENmIdiyTIMCXzzFEIhebnr7m6zWz4oQ2McdB/ZfYZ6gHri1im3\n", - "Hvrqqg83aBeLPX66gsBEBAYFRgiXYXDzJ3rV3Ht68GgqnrzAPR142gw3P+NSp3kEU9vRKACH70Qo\n", - "Rfgeh4xoHFIo1Djg4LIBD1gDkTQRwA2uhZCcvzO465WGux0uvmktvmW56+5Ok5zX5m/LMNZgobFK\n", - "NKaF4DbSSdzGPEnSIOTDNQyxYA9Mj0FgCILeh2wyvQuBaXDziPIKx58I0wDcIOjDDZg+3OCaj2Rg\n", - "LgRfgPfhmzcXvjws7nTu+rvbbcvHlqNrHtx6gXqCuuXWQV+dTcM1A8XiHkudBflhfcy9QrpduPkz\n", - "6HXAo8hN5g2btfVan5p1u3fqNu7V43q/tmF64nDocJ4XPmk7WxLoutI4ZETjkEIh9zj4DlAbDEEy\n", - "UJ4M3PUphOT2WHzTAt8ygW8aN83iW5ZtqIrFbaDTSBoGkDQFhYAGIxnok2RMRMYEBIRpiemT2J4G\n", - "iw1UXYlrFJK4wdKHG1jz4QbkQvEF9lz48vDhmzeJndbdBrvdtnxsGVrjkDQPtq649c9Xb3NhjUBH\n", - "8B1bHQF5YV1wcyduKMYTSHhM2TxJhBdg1TWZ/3iiBI9y7tnbbp7KwE3S5pPaSbPgAe1tT4ffqsiI\n", - "xiEFVJRcxgE3+hRyoPqCZT58+XSE5PoVittwWXzTAd9yk/i2yZeG/HzLLgS3cc5FZw0DKMQ0dAYb\n", - "hLrDOADXLLi4JsGHG1Tz4QbuQvEF9ELw5eXimycNTO9uB7bblo8tP7t/ksbBmgdb32wd9NXffCSP\n", - "u2JIHmfFgvsdsA4wDrhUYYxDM4xD8BI0fC8F//HOCry8be/ednOZAk9U4TKFzyj4SAbqnga/jpkR\n", - "jUMKqCj5jEO+A9p3EObDl09HsA1OR3ADbaGNnW8dLLm2zab78iwE37rmojOGAdiAkAz2ncWahSQn\n", - "0ziApFnw4QbWXCQDeCH4gnkxdDZPdz5sA7bXLR9bhq5xAK5xANY8dMZAJI+dYrDHYEfB8q1xQE8Z\n", - "jENDaBxwmQJvUsVbJnfCOOzbH9w47RiHZBDuafhigAumoXHIiMYhBVSUQoxDEt9BWwi+vDqKGyg7\n", - "gtvIJRu7NHzr4ZJve4vJy+LOUyiuCSgGGwgsbtDvDEmj4ONkGgeQNAo+kiYhDTcQF4ovoBdLR/NM\n", - "zodtwPbasrFlaPcR9pfdt7au2DrkO5589TofyWOpGHymoBCw3GKNg3lLJF7+VALGAfjigAXjaRwy\n", - "onFIARWlI8YB837yCd5GVroky6I3bJPFt20dwW1wTjRud+7JIrorvpPgmCpl7Hb4ygi4+y1ZZ3z1\n", - "saME70ToPuxy8ebHoE5+LB8peDvk4SNH9T9uItTt/ESnP/6Z+Sz150CDKW4qLBVgDvA/ue+wzTQO\n", - "GdE4pICKgoaiGOOA+SZPniy33norIYT0Km6++RYZOPBmuemmgTLgxptkwICb5PoBN8p1N9yo/2+S\n", - "GzV94M067W23y+133CF33DFIBt15p9x1110lRXl5eZZ5oHGIi8YhhY4YBzhyHGC+/AghhPR8YB5o\n", - "HHKLxiEFGgdCCOl7WOOAGOBC45ARjUMKNA6EENL3yGUc+B6HQDQOKdA4EEJI38MaB745Ml00DinQ\n", - "OBBCSN8jMg6JJ2ZoHDKicUiBxoEQQvoed955pzEB7mPEAMaBX8cMROOQAo0DIYT0PXIahyuvpHFQ\n", - "0TikQONACCF9D7x7AibgiJoFF6TROAQqa2pplZ4EjQMhhJCTxaBBoXE4gjedWo5ExmHM2HEydXq5\n", - "zKuokMrlK2TtuvXGONTU1kl9Q6M04tP5ntjWm2CPQwo0DoQQ0vdgj0N+0Tik0OXGYcswOa2sTMr6\n", - "l8fSy/tr2mnDZIuTRggh5OTAexzyi8YhhRNiHE7rL/1PO02GbXHTTlNoHAghpCfApyry66Qbh89+\n", - "9kuZsmhTBIwD/r81Z42h/cBh78490ZwY4zBMyoepURi2xaSht6H/sCAdxmGLjitDr4TBMRjHyqV/\n", - "lJ6ZZxh6K8r6S7nNP5omTHMJlx/ME+ZTHozzLjcyOnbaLTIs+u3kmZwvSnfXnxBCSgO+xyG/Trpx\n", - "gEl48LW5Mkn/J0E6zINv555oTpRx2GJMgAZ2OxylJ6Yv7x9e1ggCdhSsQRiwM2mBsYgZgcQlkax5\n", - "kH+u5Zrpw+CPNPe3ux12Pnc73HnteEIIKQH45sj86hHGYYJyXH8nQXrvMw7hfQ02iGcFXHsGryDd\n", - "He/JK3U42euQax4zfY7l+n4n5zF4ejoIIaSE4Lcq8qtHGIdxymH9nQTpvdE4BIE6DLKxQJzo7rfp\n", - "dj5LMs03XKhxMNPmWa7vt5tGCCG9hFzGgV/HDNQjjMML89bLhs9/kQXSe6Vx8KUnxpvLDWY45VJF\n", - "LK8CL1W48+Rbrpvu/R1fZgxMw0sVhJAShMYhv3qEcXi5YoNU/+JXWSC9zxgH/W0vYYDT+vePB+sw\n", - "Hbg3VMbyiabxXDJILj/fct3pc/2OlqnE0mkcCCGlB41DfvWYSxWH9HeSXnWpghBCSI+HxiG/eoRx\n", - "eOC1ufKO/k+C9N5kHKIz8xR88xBCCOk+aBzy66Qbh9Z9R4x5sCTf41DduMu7c080J8I4EEII6dnQ\n", - "OOTXSTcOSfFbFYQQQk4WNA75ReOQAo0DIYT0PXIZB77HIRCNQwonwjiUz5xLCCEdwtem+Bg+fLjc\n", - "f//9MmjQIOKAMkHZ+MrMxRoHvjkyXTQOKZwo40BRVO/XiBEjOh28MT/ygQo1Dk8/84y88sorcuDA\n", - "Afnyyy+JA8oEZYMy8pWdJTIOzncqaBzionFIgcaBoqiO6NnnnuuS4G0DHfIr1Djce++9cujQIRPA\n", - "0EaRDCgTlA3KyFd2Fn4dM79oHFKgcaAoqiPqquDtBrpCjQN6KmA6fPmRT03ZoIx8ZWfJaRyuvJLG\n", - "QUXjkAKNA0VRHZEbvJ+ffkiGTjoo943dL9e/vFcuHrpDTrtxnaza0iYjp66XwaNXyCOjlsr9ryyS\n", - "e16qMNz1wjyDG+iKMQ5ffPGFaYtINiibfMZhUGgcjqhZcEEajUOgsqaWVulJlIpxOH78uOzZsycG\n", - "DnQaB4rq23KD98DhO+WiwQ3yk/urDec8VC0XPFotv9bg8tkvv5Sjn38p+499aQzDz3Sej3/2hRz8\n", - "NMANdMUaB984cqww4zAoNA5H1DBEHImMw5ix42Tq9HKZV1EhlctXyNp1641xqKmtk/qGRmlsbvHG\n", - "tt4EexxS6A7jcHrZAKkIf580NQ+X008fLs3hYLfKt+yuWp/O5NPZeYvZr8Uuq6vKhzphcoP3aT+5\n", - "Tt6fO1fm6FnqgoULZe2HH8qb784zxuHzn/9KDh/7uTTt+0RmLq2RT3/xhTTvOSwbth80YP6OGge0\n", - "Xz2GzU/Jaac9JZt947qZgowDexzyisYhBVSyE24cEABMoEm+fvp0Gd5dkaGYQJSc1qy7u64VMqCz\n", - "QbOY9cmlzuTTVfPity0P89vdx056vmUl88w1fdZyymRAvh2SzLOQdaJShcCEAILr4jAO4F/PvEEu\n", - "HvCwMQ0H7ukv+/ufIfsu/KY0fPd/y/JT/lTmLK+Vm4fOkBufmCY3PD7VgPmRT7HGwS77hLPpSTk1\n", - "UdfKyk6VJzd5pjv1Sdlk/7tp7nTdgC1PX9lZeI9DftE4pNAdxmEAGueT3UgXtfy4MWgefrrOe3om\n", - "MBW7Lb7pu6o8OpNPp9ZBy8jO6+aTzLNigJRhuJBl5conqeT4YvOHCpmHSpUN3mg/Fq9tkl9++Wv5\n", - "xa/+jwG/9/70x3Lwjedl79A75cOv/3c5Vv2hLF6zPetSBebvqHHAvCecDUM1+A+VDb5xLr7pCp23\n", - "i+m0ceBTFUY0Dil0h3EwSm2kEaTL5HR7Oo/pwrN7BOyMww/P+E0+AzRoBekDKpplePQ7e3w8PVy+\n", - "WYYd7+/1qBiQSa8YoCZCA2C0ju7vWF7xs+vhA8I0d9kIpFhmBdLc9XTWw5cnlGNZsbxtPpFSytis\n", - "QzBvrKyRZvLNUc6u3HVwfxuFJiw5jV1WtH2Z/MHpWubB9EF6ZpnIL77uRth2TJRcfjScyH94RWJY\n", - "5/CtVzh/sC8Dsra/j8oG78OHD8uQ0Ytl98GPpb7tqGzbqW3KJ7+Q1nO/Ju03XSh7L/mOtF31E5n1\n", - "P79iLlXgnoeWvUeiSxWYv6PGAfOecNYHwX992rioziiYLpp+vQw9NTPu1KHrs+c/QRRiHPgeh/yi\n", - "cUihW42De4AB28CbcWio0bj7Ap/KDQw2OLqBEr+RnzseMtO4gSsMZOFoGxiSizS9DCYTXacB4Xzh\n", - "dBUaRILgEQRkG0hM8I3W0Qkwdhkm3QlIznqaeaP18+SZa1nJvH2KxjtlnDKvMUomLUc5mylD2XyS\n", - "v81guF1Retr2mQF/Plimncb+xnjNJ1OfEtsUTJ2eJxQbLnBf+ra/jwqBCUGkublZBg6ZLoOemyN3\n", - "vTBHnn9rmayp2ikffv+fZPH/+H1pPfW/SduZ/2wuWWB464L58tqUlXLT4Mly6V1jzfzIp1jjgHla\n", - "W1tPPMsekVNidU055RFZ1jpeLtXfl453pkO6/e+mufl1A7Y8fWVnoXHILxqHFE5+j0Mg01DrQRid\n", - "FUNhox0drJjfzcf3O2s5CAgaVOwZajJPgyfgYjobOEzUQMC1gTecPrksk3cYdLPSE8spat486Wnb\n", - "kFBWGUd5BkEzdf3SfkfS+d3xJq+Q5HzJ+c304XLdcbHpsH7BNJFp8+WTlr83T1W+cbZ80+bp47LB\n", - "G23GtY9Mji4/4OkJ3AxZ8a2/lX3zJ8tbf/0Vqfnqf5Wd3/mf8v7f/ZGM0uH1NUdk6vKP5JUZbWb+\n", - "Hm8cfME/mU7j0OtE45BCTzEO5kwuGdScM/Jofjcf3283zchjHGLj0xQGK10ve7bZPHyArk8iSLp5\n", - "YThHsKlIO7uGcs1bQHos7zT5ytjN02xzaCDccWm/I+UoEyubnhyPYSzP/k7JJzAM4T5BQjIfu798\n", - "+afkmXdcvvz6uBCYPv/8c2loaJCrH5gQPSmxdMt++bDusEyY9aH88pe/lB0zxhuzMOl//qGM0P/b\n", - "mvbKks3HZOSMXfLkhEYzP/LpiHFAb8UJZ8lDGvwfkiX50u2wm5427wmms8aBX8cMROOQQs8wDjYg\n", - "4L+/yzm7y9skZv9OLsd2LUfpWIbT9ZxDuM8BN0VG5kXzwnCmVySeV6x7210HZxgB0MyfmCaaNy3P\n", - "ApYV5R1MkAnIRpg/pYz1/4Bom8JLGe49BO66ur99ShsfpadtnxnwmwjIjMthetz97Gy3yd9OlxgX\n", - "H85fvkbJ4T4sBKbPPvtMamtr5dK7xkn/h94xBgLc8OgkuXXIZHlk+PsyadYHsm72THk5NA0TZ681\n", - "4y66bZScNWC4mR/5dMQ4oL064Wjw/+pXNfhnjRsn/cq+Kg8tCYaXPPRVKcN07vT4XdZPxsXmO/EU\n", - "YxwQAyw0DnHROKTQrcZBG+aoC9uAABZvsE0ACBtzBEI7bXSznNtw+35nLccTiJLT2PSEYkEHCueL\n", - "1hWK5eVZFhQbDrbXbE80X2IdfHlCeZcV5m2NSTRvShlH8wbj7bpkGZu031b5xkPJaaLlOdunsvs8\n", - "c3OklXNvhhl084jnY/ZbmJ7MJ8o/zCg27Fuv5PYkh/uwrHFAYLno9tHRpYo9R78072zod+cbMmXZ\n", - "RzJj5UeyquZTmbv2sDEMSBsz74CMnNVuwPwdMQ62t+OEs+hBDf62Xli+Kg8u0nFjLonSvnrJJWoY\n", - "HpRFmB7/w/nHXBKOf3BRdt4nCNuD4ys7i884AHxWm8YhEI1DCt1mHLpLbNh7p2yPQjhInXwhMKF9\n", - "qK6ulvNvGRVdqli4YZ8BaaNm75cX3m2Rl6Y0yrMT6+Scm16V5yY3yeBx1fL42ADMj3w6Yhzq6+uJ\n", - "h0KNA0yCm0bjEBeNQwo0DlQpCD0DsZ4e6qQLH6VCm4H2o6qqqsNgfuRT7Eeu7GWS7iDT0xDHN21P\n", - "wPbg+MrOQuOQXzQOKfQ640BRVLfoueeek5dffln27t1r2omOgvmRD/Ir1jggqJFsaBy6RjQOKeQz\n", - "DjAJbW1tMfBRGhoHiqKeeeYZ01OAINVRMD/ygYoxDjAduMxBskHZoIx8ZWfhPQ75ReOQQi7jcEm/\n", - "fmoSPpWdO3dF7FCOHftEbr7llqy8LDj4CSGkI/jalCRddZmkN+Je+vGVnSWXceB7HAL1KOOwr32/\n", - "nHf7i7KrbY93h3YnuYzDxZdcotN8Iq2tO2J8/PExGTjw5qy8LEOeHk4IIR3C16YkQQ9FV1wm6Y3Y\n", - "Sz8oI1/ZWaxxOKoxICJ8HJPGIVCPMA4wDI8NeVbufmCw3P/Y0/LAo0/Jnfc9Jlu21nh3bHeQyzhc\n", - "dNHFZppmfHfd4ejRj+XGmwZm5WUp9OAnhBCXYtqOYcOGdfoySW8EZYKy8ZWZS2QcnJc/0TjEddKN\n", - "A3oX7lLDsK1lh/xMhy2taiYeeeIZ2bBpi3fnnmhyGYcLLrhIK9IxqW9oinHko6Nyw4AbvfkBe/BT\n", - "FNU3hO5t3DiNdgRfWLTd3ha0B/a/C+6Xwn1Uhw4dMsM86eg+7NcxfcaBX8cMdFKNAwr50SHPSi0u\n", - "TehwkrZjn8itdz1kvmrm28EnEhzMacbhvPMvMCZhW11DjMNHPpLrbhjgzQ/QOFBU3xKNQ+nhflY7\n", - "yzhceSWNg+qkGgf0NtzzyJOy55e/SmXwc6/Icy+8LBMmTOhW3nrrLRk/fryMGTNGXnvtNXnllVfk\n", - "2WeflUceeUTODY1Ddd32gNqAQ4fVOFzfSeNQ7PsW+H4GiuqxonEoPQY5xsGgpgHQOGRU1tTSKieL\n", - "ydNmyjOvvykbDh5J5dVJ0+XCgYPN0xbdy2g5687X5Iw7RsqPbx0uPxz4vHz3uqHyjcvul/POv1CN\n", - "w8dSU9cYo6geBwT82EtTUl7l65M7Tb7ps5ZTwAuDknkWsk4URWWJxqH0GDQoYRxCrHEYM3acTJ1e\n", - "LvMqKqRy+QpZu269MQ41tXVS39AojbjnzRPvehMntcehbnujPDj0edlw6KNUnh45VlasXhvO0X2C\n", - "a4R7RAVCZTpw4IDg62pr166V8y+8SD76+JjUNbZkaGgxZuKGATdlVURLlnFwg7H7MaJ8QdqdJt/0\n", - "yfHF5g8VMg9FUVmicSg9snocEsaBPQ4n+VLF55//TO58YLDUHjkqbV98mUXrz34ut979sHx87JNw\n", - "ju5TLuNw0cWXyDE9sJt37IxxVM3ETXkex8R/o6xgjA8quR9YUuF31FNgP1aEjxpleg8yHysK0jO9\n", - "Ccgv8TVHCAYFE6Wag0T+wysSwzqHb73C+Yc7H+Diq5Cpvi4ah9LDvceBxsGvk/5UxZp1G+WpF0ZI\n", - "u5qIj3XYclh3wIixb8v8RZWYrNuVyzj0M2+OPC67du9V9kTgpVC35HhzZC7jEH1xMkqPf7kx+pxx\n", - "MJCZ1/1tTYH7G+OjIA8Sn44Opk7PE4oNp6xXuBybHvWghIMU1ReVzzggDTd/47/bVtA4nDxyGgc+\n", - "VWF00o0DhEsReIfD2AlTZPqsuTJhcrkZrjhJpgHKZRwuu/xyOf7ZZ7K3fX+MT49/JrfdfkdWRbRk\n", - "GQc3oCeDti94++6DiE0X9lrgl/34kS+ftPy9earyjUv2lEDJYYrqg8plHPDUFkzDww8/nGUeaBxO\n", - "HnyPQ371COMA4XLEkmUrZYYaBxiGQ4ePhGNOjnIZhyuuvNJcZjlw8FCMzz7/XO4YlP4e9Fw9DpFs\n", - "ui8Q5zUO1jBkDET2csJxvvxT8sw7jsaBorxKMw7WNNx9993y+OOPy6uvvhozD50xDguWLJNZ8xbI\n", - "zDnziQPKBGXjKzMXvjkyv3qMcehpymUc0F2F9MM4+B0+1zR0cyUroqUo42ACfI5LFWnGwIwL70Ww\n", - "w+549yZMm4cqulQSDMTGxYdzXKpIroc7TFF9UD7jYE0D3mSIR7zffvttmT59urz77ruReeiocXh/\n", - "/kLTg/uJzvvll18SB5QJygZl5Cs7C79VkV80DinKZRyuuupqU7FwgIMjRwIwLSpdsiJaijMO4W97\n", - "KcMN5Cr0LCA9c3OkFW5uDO9jMINuHvF8TNAP05P5RPmHGcWGfeuV3J7kMEX1QfmMA8wBvpmA98XM\n", - "nTtXlixZIitWrJAPPvhAli9fbsZ31Di8N7dC5zsuX3zxhfmENMmAMkHZoIx8ZWfJZRz4dcxANA4p\n", - "ymUcUHlMV5bnGljBxuFEiTclUlSPUa4ehzQ60+OALnmcXfsCJ/nMlA3KyFd2FrTh2G9uGo1DXDQO\n", - "KSpV4xDdFElR1EmXzzi4oD2w/11oHE4MNA5dIxqHFJVsjwNFUT1GNA49CxqHrhGNQ4poHCiK6qxo\n", - "HApg/0aZNWuj7PeN62JoHLpGNA4ponGgKKqzKgnjgMAd+8jfLNm43zPdicIYhyo5+utfyc9947sQ\n", - "GoeuEY1DinIZBzySA5OAm5xcMC2NA0VRViVjHBC4w3WWY9Xy/oSV0vpzz7Qngh5oHJInhth3SOPj\n", - "mIFoHFKUyzhcccUVJv3gwYMxPscLoO4o8M2RFEX1epWUcYgCd6NUTlghu+RL+YUd7+2NwHSZnorK\n", - "xuS0ldIY5b9RNlYm0px5J/Qg44A2HG05nnBJnhii7adxoHFIVS7jcNlll5lKuG/fvhg40G+77bas\n", - "imihcaCovqWSNA6NlRrIt8hHxjjAHGiw//mv5NfYIPRGvL9Vjvx8v2ycBbPwC53Kqk1WqAmobA6m\n", - "PVb9vkxYuUN+EZqElbt+Jb8yE++Q5c50QZ7VcqyHGAe04ZgW+8wFaWj7aRxoHFKVyzhccskl5sBG\n", - "pXHBdAMHDoxVQhcaB4rqWyoZ42DP/AFuVPyFRngE8uQ4wwrZdbRKzcZmOaKR/8tfOPkYwxGmmXlX\n", - "SttHWwJj4qYnp+tBPQ4333yzKf+2trYY2B9o+2kcaBxSlcs4nH/++aYRqKuri4HurOuvvz6rIlpo\n", - "HCiqb6nk7nEI729os0HcHefqWJXMTgb7pAHAMExGclrfdMm8ThCFGIcbbrjB7KuGhgZDY2Oj+Y97\n", - "HdD20zjQOKQql3E488wzzT0NGzZsiIEKhLtukxXRQuNAUX1LJXmponmF6VVoMeOD+xhwmSEe1INL\n", - "FfH0+LT7N86SCcta5ddZJgPTzZatR53p7HhjNsL7IEC+4SIpxDj079/flPvWrVtj4J6Hs846i8ZB\n", - "ReOQolzG4Yc//KG5pwHvl7fgHfO7d+8218CSFdFC40BRfUuleXOkBvMts9U8zJYtuBFy/xaZ7V6q\n", - "sO9c2L85lh7cHOlOWynNv/q1iL1U4fYoNC6P5ptVWSmzZm8N7nEwxiB5Y2aO4SIpxDjgBsj29nZZ\n", - "t25dDMSAH//4xzQOqrLgQ0WkGL773e8ak7Bw4cKIBQsWyM6dO+Xiiy/2VkZA40BRfUslYRwAbn50\n", - "A7vycwR9+bX8Co9l2psjrey0iXRzz0IsLQzwnvw/w30UoX6t6xyNN/M7xiDfcBEUYhxw8rd3715Z\n", - "vXq1+fCYBWbiBz/4gTcmABoHkpPvfOc7smvXLuM8XeA+L7zwQm9lBDQOFNW3VDLGoY/QUeOA3zAO\n", - "3//+970xAdTU1kl9Q6M0NrdIU0trr6YMN36QbHAzDG54rK6ulk2bNpmuqcWLF8u0adMi4zB//vwI\n", - "GgeKopKicehZFGIccl2qwGVqtPXupQprHPpUj4MvaJLcxiFzqWKRLFqUgZcqKIpyRePQsyjEOPhu\n", - "jqyqqjJpZ5xxBo2DisYhhVzGAd1V6MqqrFwmy5YtMzdG2psjL730Um9lBDQOFNW31N3G4b25FTrf\n", - "cfniiy+8gbMvgzJB2aCMfGVnweOYePTSjQfbt283+++cc86hcVDROKSQyzjYpypWrlwpKxT8X7Vq\n", - "lTET6ObyVUZA40BRfUvdbRzer1gkK1avlePHg7NrkgFlgrJBGfnKzmJf4ofL0fblT+hNRtoFF1xA\n", - "46CicUihUOOwUg3DqlWrzc0zNA4URbnqbuMAZs9faM6q0SVPMqBMUDa+MnPxvXIa9zxgf1x00UU0\n", - "DqqysZ6g2TnGSj9TkP2k6/O2LJaHTnGX0fXLDIzDaLnI5HuBvOgYhx98/wfGJCxfHry/Ae9xgIlA\n", - "A3E53+NAUVSok2EcSOdwP3JlwQv/YCZ8r5ymcciJDdZl0m9sYtzih+QUFN4pD8nikjUO8TxzGQd7\n", - "cyRuiESaBV1b/fr181ZGQONAUX1LNA6lR9pntWEmcA8bjUORPQ6LHzolKKR+Y73ppzy0OJZ+4kga\n", - "h67AZxz8lyq+/a1vm2tec+bMkblz5gb/586R1tZWcw3MVxkBjQNF9S3ROJQeMA7Yb24azAOMge/r\n", - "mH3UONiAeYo8tNgG0fAM3vQguMHVd2afDOLZQX1sPwyHWNNheykiE+JZj7H9MvMpGWOSZ5mJ+UDU\n", - "S+LN087voNu+oG6B3PdPGHZ7HB6Qf//3f5eWlhaZriZi+vTp4f9pJn/cdetWOBcaB4rqW6JxKD18\n", - "xgH7jsYhI9PjkNVjEAZXXw+CNQFRIE41APEgbvNa/FC/wBjkMw4YHxmXPEYha9iSMDpF5Bn0OCSN\n", - "w1Pyfc3v3/7t30z+77zzTsDEiTLx7belvq7OPOfrVjgXGgeK6luicSg9aBzyK7xUEe9hCMyB2wPh\n", - "YM/Yw4BvTUfmvodEQLbTJ3svCulxcIivU+6gb+fJXrc4ufL0GoenzjT5fe1rX5Pt9fUyftw4w7iQ\n", - "bdu2yY9/9ONYhXOhcaCoviUah9LD3uPg7icah7iiexwyQTQMoMlAH+GexfsCdnaa7aUICNMLMA7x\n", - "+dxxyWX41sN/uaXQPH3GYcLAvzXznHbaaVJbWyujRo0yjBw50oA3jP3oRz/yVkZA40BRfUs0DqWH\n", - "zzgcOXLE3BxJ4xAoc3Nk1DNwignovssUFht8+z0UBP/4tL4gHhC7JJLHOCR7CzLGxp023Tj4ehuK\n", - "yTNfjwN6F1599dWIV155xbyWFJ9d9VVGQONAUX1LNA6lB4wDTADMggX7AY9j8qmKQBnjEAVON5im\n", - "YE2Gd9p4AEawjoxF7H6HxP0HUZ6ucbB522n9QT5r2JqSRG9D7jzjRiLXPQ7/+q//GvU42N6GUSNH\n", - "mR6Hn/zkJ97KCGgcKKpvicah9MB7HGAS8FErC/Yf9gff4xDIMQ6ZM/L0yxQWG3R906YF9ZCoh0Fx\n", - "DYjmM9Yb2APwfoRCjUO0HQ5xsxIQz1OxhgPo+nifqhj+U/n617+upqJO3njjDcPo0aPNf1Sks846\n", - "y1sZAY0DRfUt0TiUHnhzJMoeL/mz4L092Cd8c2Sg+CunYz0CTnofJOhx8L/H4fTTTzcfPcENkePH\n", - "jZfx48eb3+iFOPtsPo5JUVQgGofS4+abbzb7BI/cW5qbm827HPitikAx4xDdu5DyFEJfIpdx+MY3\n", - "vmHGv/XWW/Lmm2+Z/6C2tk7OPfdcb2UENA4U1bdE41B64OuYeM007mOzwCRgX/DrmIEyxiHqprfd\n", - "/32bQozDhLcmyIQJATAOmJ7GgaIoKxqH0qN///5mf61fvz7iww8/NGl4Tw+NQ/JSBYnIZRy+GRqH\n", - "t99+OzIOgMaBoihXNA6lB75wjHsali1bZj5iCPAb9zrgy8g0Dmoc7EaTwvnWt74lTU1NmTdHKhMn\n", - "TpT6+no5//zzvZUR0DhQVN8SjUPpgXc14IOFOFG04IOGMBPf//73vTEB0DiQnPzHf/yHuWEGvQ/T\n", - "p00336vAb/RU4K5bX2UENA4U1bdE41B6WOOQ/PoxjMMPfvADb0wANbV1Ut/QKI3NLdLU0tqrKQvr\n", - "N5UQXCPcI1wkKhOe5cWdtWvXrjXdVahY6LKyzJ0713wdEy8ISVZEC40DRfUt0TiUHu6lChdcqsAL\n", - "/pKXKrBvN1dt7Vs9DuF/KqFcxuHMM8+Uffv2ycqVKyNWrFhhGoirr746qyJaaBwoqm+JxqH0wM2R\n", - "7e3tsm7duhiIAXhPD40DjUOqchkH3MeAA3rLli2GzZs3GzDN9ddfn1URLTQOFNW3RONQetjHMWEM\n", - "XPDqabT9NA40DqnKZRzw2lEc7MmnMNAwDBw4MKsiWmgcKKpvicah9EAbjpc94QZ4gHYfYJzvldM0\n", - "DlSkXMYBN8/goG5ra4uBgx2vK3UroQuNA0X1LdE4lB72ldPYby7Hjx/3fh2TxoGKlMs44OYZfAQF\n", - "18EsuOcBFQsfSElWRAuNA0X1LdE4lB72I1fYZxa0//isNtp+Ggcah1TlMg5XXXWVScdB7YKKhU+y\n", - "JiuihcaBovqWaBxKD7ThaMtxn4MF+wFtPtp+Ggcah1TlMg54cgLp7vfaAdJoHCiKsqJxKD3QhqMt\n", - "x/6y2PYdbT+NA41DqmgcKIrqrGgcSg8ah/yicUgRjQNFUZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1o\n", - "HPKLxiFFNA4URXVWNA6lB41DftE4pKgQ4+DedQv4VAVFUa5oHEoPaxx8J4Y0DoFoHFJE40BRVGdF\n", - "41B65DIOfBwzEI1DinIZh6tC43BIzYILjQNFUa5oHEoPtOGfa/t+WM1ChLbvNA4Z0TikKKdx4Aug\n", - "KIoqQDQOpYcxDokXQNE4xEXjkKJ8xgEV6+DBgzGQduedd2ZVRAuNA0X1LdE4lB5ow9GWuyeFALHg\n", - "ShoHIxqHFOUyDldeeaWpWEhzwfvNaRwoirKicSg9rHHwnRii7adxoHFIVT7j8JlWov2a5gLjMIjG\n", - "gaKoUDQOpQfacLTvB9QsuNA4ZFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGYFx+EyNw341\n", - "DA7GOAyicaAoKhCNQ+mBNhxt+YEDahgigq9jou0fM3acTJ1eLvMqKqRy+QoTGxAjECsQMxA7fDGl\n", - "N8EehxQV3eOgDQN7HCiKckXjUHqYHgdty9Gus8fBLxqHFOUzDqhESAOoONY48B4HiqKsaBxKD7Th\n", - "QY9D0L7zHods0TikKJdxSD5VYSsYjQNFUa5oHEqP5M2R2AcAsYBPVQSicUhRPuOAdFQmW7kAKhvf\n", - "40BRlBWNQ+lh3+NgDYMFbT7f4xCIxiFFOY1D+ObIg1qZXGgcKIpyReNQekTG4bDzZmDdDzQOGdE4\n", - "pCiXcbDfqnDdKKBxoCjKFY1D6WGNA98cmS4ahxTROFAU1VnROJQeuYwDv44ZiMYhRYUYh2TFonGg\n", - "KMoVjUPpgTYc7bv7ZUwah7hoHFJE40BRVGdF41B60DjkF41DimgcKIrqrGgcSg8ah/yicUgRjQNF\n", - "UZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1oHPKLxiFFhRgHHNQuNA4URbmicSg90IajLU+eGNI4ZETj\n", - "kCIaB4qiOisah9Ijl3HgexwC0TikKJdxwJsjP9d0vjmSoqhconEoPaxx4Jsj00XjkKKcxkErDyqW\n", - "+50KfquCoqikaBxKj8g4aNm74GSRxiEQjUOKCjEOSHPh1zEpinJF41B6JL+O6Z4Y8uuYgWgcUpTL\n", - "OOCb7DAJqDAuNA4URbmicSg90IajLU+eGBrjoG0/jQONQ6oKMQ7tWmFcjmvaIBoHiqJC0TiUHmjD\n", - "zYmhtvkuSKNxCFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGRnj0K6GweH4cTUOg2gcKIoK\n", - "RONQeqANN8ZhvxqGiKBHGW3/mLHjZOr0cplXUSGVy1eY2IAYgViBmIHY4YspvQn2OKSIPQ4URXVW\n", - "NA6lB3sc8ovGIUWFGAdUGBek8R4HiqKsaBxKD97jkF80DinKZRz4VAVFUYWIxqH0QBvOpypyi8Yh\n", - "RYUYB1/F4nscKIqyonEoPfgeh/yicUhRTuPAN0dSFFWAaBxKj8g48M2RqaJxSFEu48BvVVAUVYho\n", - "HEoPaxz4rYp00TikiMaBoqjOisah9MhlHPh1zEA0DikqxDgkKxaNA0VRrmgcSg+04Wjfjxw5EkHj\n", - "EBeNQ4poHCiK6qxoHEoPGof8onFIEY0DRVGdFY1D6UHjkF80DimicaAoqrOicSg9aBzyi8YhRTQO\n", - "FEV1VjQOpQeNQ37ROKSoEOOAg9qFxoGiKFc0DqUH2nC05ckTQxqHjGgcUkTjQFFUZ0XjUHrkMg58\n", - "j0MgGocU5TIOfHMkRVGFiMah9LDGgW+OTBeNQ4pyGgetPKhY/FYFRVG5RONQekTGQcvehd+qyIjG\n", - "IUWFGAekufDrmBRFuaJxKD34dcz8onFIUS7jgG+ywySgwrjQOFAU5YrGofRAG462PHliaIyDtv00\n", - "DjQOqSrEOLRrhXE5rmmDaBwoigpF41B6oA03J4ba5rsgjcYhUFlTS6uQbBqbW6S+oVFqautMpVi7\n", - "br0sqVwm08pnZIxDuxoGh+PH1TgMonGgKCoQjUPpgTbcGIf9ahgigh5ltP1jxo6TqdPLZV5FhVQu\n", - "X2FiA2IEYgViBmKHL6b0JtjjkCL2OFAU1VnROJQe7HHILxqHFBViHFBhXJDGexwoirKicSg9eI9D\n", - "ftE4pCiXceBTFRRFFSIah9IDbTifqsgtGocUFWIcfBWL73GgKMqKxqH04Hsc8ovGIUU5jQPfHElR\n", - "VAGicSg9IuPAN0emisYhRbmMA79VQVFUIaJxKD2sceC3KtJF45AiGgeKojorGofSI5dx4NcxA9E4\n", - "pKgQ45CsWDQOFEW5onEoPdCGo30/cuRIBI1DXDQOKaJxoCiqs6JxKD1oHPKLxiFFNA4URXVWNA6l\n", - "B41DftE4pIjGgaKozorGofSgccgvGocU0ThQFNVZ0TiUHjQO+UXjkKJCjAMOahcaB4qiXNE4lB5o\n", - "w9GWJ08MaRwyonFIEY0DRVGdFY1D6ZHLOPA9DoFoHFKUyzjwzZEURRUiGofSwxoHvjkyXTQOKcpp\n", - "HLTyoGLxWxUUReUSjUPpERkHLXsXfqsiIxqHFBViHJDmwq9jUhTlisah9ODXMfOLxiFFuYwDvskO\n", - "k4AK40LjQFGUKxqH0gNtONry5ImhMQ7a9tM40DikqhDj0K4VxuW4pg2icaAoKhSNQ+mBNtycGGqb\n", - "74I0GodAZU0trUKyaWxukfqGRqmprTOVYu269bKkcplMK5+RMQ7tahgcjh9X4zCIxoGiqEA0DqUH\n", - "2nBjHParYYgIepTR9o8ZO06mTi+XeRUVUrl8hYkNiBGIFYgZiB2+mNKbYI9DitjjQFFUZ0XjUHqw\n", - "xyG/aBxSVIhxQIVxQRrvcaAoyorGofTgPQ75ReOQolzGgU9VUBRViGgcSg+04XyqIrdoHFJUiHHw\n", - "VSy+x4GiKCsah9KD73HILxqHFOU0DnxzJEVRBYjGofSIjAPfHJkqGocU5TIO/FYFRVGFiMah9LDG\n", - "gd+qSBeNQ4poHCiK6qxoHEqPXMaBX8cMROOQokKMQ7Ji0ThQFOWKxqH0QBuO9v3IkSMRNA5x0Tik\n", - "iMaBoqjOisah9KBxyC8ahxTROFAU1VnROJQeNA75ReOQIhoHiqI6KxqH0oPGIb9oHFJE40BRVGdF\n", - "41B60DjkF41DigoxDjioXWgcKIpyReNQeqANR1uePDGkcciIxiFFNA4URXVWNA6lRy7jwPc4BKJx\n", - "SFEu48A3R1IUVYhoHEoPaxz45sh00TikKKdx0MqDisVvVVAUlUs0DqVHZBy07F34rYqMaBxSVIhx\n", - "QJoLv45JUZQrGofSg1/HzC8ahxTlMg74JjtMAiqMC40DRVGuaBxKD7ThaMuTJ4bGOGjbT+NA45Cq\n", - "QoxDu1YYl+OaNojGgaKoUDQOpQfacHNiqG2+C9JoHAKVNbW0CsmmsblF6hsapaa2zlSKtevWy5LK\n", - "ZTKtfEbGOLSrYXA4flyNwyAaB4qiAvmMg30vQBqYjsbh5IE23BiH/WoYIoIeZbT9Y8aOk6nTy2Ve\n", - "RYVULl9hYgNiBGIFYgZihy+m9CbY45Ai9jhQFNVZ+YwDzMEjjzwi9913n+GBBx6QIUOGyOuvvy7T\n", - "p08342kcTh7sccgvGocUFWIcUGFckMZ7HCiKssrV4/DSSy/JiBEjZMKECVKhZ6+rV69mj0MPgPc4\n", - "5BeNQ4pyGQc+VUFRVCFKu8fBmoc333xTFi5cKBs2bIhMA9oIGoeTB9pwPlWRWzQOKSrEOPgqFt/j\n", - "QFGUlTUOaD+OHj0aaw9gEmAWFi9eHDMNgMbh5MH3OOQXjUOKchoHvjmSoqgCZI0DjAF6GmAIXGAm\n", - "0PuA/246TMPx48dpHE4CkXHQfcY3R/pF45CiXMaB36qgKKoQWeNgjQEMQSHANNA4nByscYDZc6Fx\n", - "yIjGIUU0DhRFdVbWOOC4TzMI9r8PGofuJ5dx4NcxA9E4pKgQ45CsWDQOFEW5ssYhzRzghmr73weN\n", - "Q/eDNhztOy4hWWgc4qJxSBGNA0VRnZU1Dj5TUAg0Dt0PjUN+0TikiMaBoqjOyhoHezmzI7htBznx\n", - "0DjkF41Dik6kcSCEkGJg29F90DjkF41Dik6UcSCEkI7ga1NI10PjkF80DikqxDgkuxTzGQdCCCE9\n", - "G7ThaMuTJ4Y0DhnROKSIxoEQQvoeuYwD3+MQiMYhRbmMQ0ffHEkIIaRnY40D3xyZLhqHFOU0Dlp5\n", - "ULGK/VYFIYSQnk1kHNQsxHqUaRwi0TikqBDjgDQXPHed6+uYhBBCejb8OmZ+0TikKJdxwDfZYRJQ\n", - "YVxoHAghpLRBG462PHliaIyDtv00DjQOqSrEOLRrhXE5rmmDaBwIIaRkQRtuTgy1zXdBGo1DoLKm\n", - "llYh2TQ2t0h9Q6PU1NaZSrF23XpZUrlMppXPyBiHdjUMDsePq3EYRONACCGlCtpwYxz2q2GICHqU\n", - "0faPGTtOpk4vl3kVFVK5fIWJDYgRiBWIGYgdvpjSm2CPQ4rY40AIIX0P9jjkF41DigoxDqgwLkjj\n", - "PQ6EEFK68B6H/KJxSFEu48CnKgghpHeCNpxPVeQWjUOKCjEOvorF9zgck/KZcwkhXYzvWCNdD9/j\n", - "kF80DinKaRz45sicoJGjKCrQoEGDOg2NQ/cRGQe+OTJVNA4pymUc+K2K3NA4UFRGCPxffvllh6Fx\n", - "6F6sceC3KtJF45AiGoeOQ+NAURlZ4/Dpp58WDY1D95PLOPDrmIFoHFJUiHFIViwahwAaB4rKiMah\n", - "tEAbjvb9yJEjETQOcdE4pIjGoePQOFBURtY4fPLJJ0VD49D90DjkF41DimgcOk7BxqF5uJx++nAt\n", - "1/B/mNxr5NuurtrW3lpmvVDWOPiOlXzQOHQ/NA75ReOQoi43DluGyWllZVLWvzyWXt5f004bJluc\n", - "tG4D63QClu03Ds0y/HTdVjfYFWAcmoefLmUot5DTh5/AUJlcDwyXnS6ZRVbIgLIB+rdA+bYrx7YW\n", - "pa7Khzrhssbh448/Lhoah+6HxiG/aBxSdEKMw2n9pf9pp8mwLW7aaSckeJ9MvMbBBLoBMuB0JxDb\n", - "4JcSBI1piKUjcJ9I8xA3Blj+6bq+AzIJxQVr3/TF5pGmrsqHOuGyxuGjjz4qGhqH7ofGIb9oHFJU\n", - "iHEo6qmK8Oy+fJgahWFbTBp6G/oPy5z1b9FxmbNrx2AcK5f+UXpmnmHorSjrL+U2/2iaMC2ZZ9Kg\n", - "2B6H8H+QX0D/cmea2Lrkx2ccTBDWgF8xwAn8Nvh5gyCCuHu2Hyo2D4xIZp1jAT5MK7N5hPMN1+Vn\n", - "Te+oYkBmmRUD1ERUDMisr/s7tozQbMSWoWnhsJlD5zXrUoE0d70TRiqZJ5RjWbG8dSDWQ2PHUydV\n", - "1ji4gSjaRx7c6Wgcuh+04WjLkyeGNA4Z0Tik6EQZhy3GBGhgTwTtrB6H8v7hZY0tMuw0J5ADE8zd\n", - "tMBY2GFjFjCvmS5jIsr7Z35H+dh1cPPDsu06mXGdNQ64TBEGSAQ5G9Bs8HODoJUvzSjsFTDB1Am6\n", - "JngiqCYuJ7jL0G2MzIK7Ho6swTHrPADjNb9wOpieYH4sI5OXCdYYSC4jtmwn4DvrbeY1+afkmWtZ\n", - "3rwz226MT/ibOnmyxiEZiHymITkNjUP3k8s48D0OgWgcUpTLOHTozZE2SOtvc1+DNhImUDvpQZB2\n", - "GhIb1O14T16pw8Yw2J6KhGFwp/MtIzlcJFnGwQY5M4BAGAZON/hF40P50owwvwbErPFhvjijd8vQ\n", - "4Jk+LX+k28BsojVMDwKw/R9Ok8wrbRl2+WFScfPmSU/mbcogmUadbFnjgPYjiVtPfeNpHLofaxz4\n", - "5sh00TikKKdx0MqDilXUtyrcYBwFdifdpCXvf/AEdXdcruGYWUgxEGnLSA4XSdI4mLNkp4EE5qze\n", - "BsVkcDRyDIar1Hkc45CVlyo5vXeZUGhMKgY4Z/kDdD003U7vyystyOtwRdR7kEkraN4C0mN5R6KB\n", - "6EmyxqGpqckLjgdfOqBx6H4i46BmIdajTOMQicYhRYUYB6S55Pw6ZlowTgne5nKDGU65VBHLK/1S\n", - "Rf/wforgkkfikkPKsmP543enLlUET1PEYpu9TGCDYjI4hsp041sFATFmOsIxmUsPwTRZsTQ5fcoy\n", - "IdzngJsiI9OieWM4ur8hsYysywdBcmw4urcjMU3eSxIFLMvNe0C0js7lIeqkyhqHhoaGoqFx6H74\n", - "dcz8onFIUS7jgG+ywySgwrh0yjjob3sJA5zWv38ieGfGuTdUxvKJprE9C7anIcDelJm17OS6ucMm\n", - "304Yh2QwNUIwdHoHvNMEMoHS2QYbQE2+TnrW5QB3nG8Z+ZaZnFbziZYNxZYRLjvnMgIDcPoANSHR\n", - "fOG6mfEqX55Q3mWFeQ9X4xBNF5oJ6qTLGof6+vqioXHoftCGoy1Pnhga46BtP40DjUOqCjEO7Vph\n", - "XI5r2qA049CHiPc4nCAlgzRF9VBZ41BbW1s0NA7dD9pwc2Kobb4L0mgcApU1tbQKyaaxuUXqGxql\n", - "prbOVIq169bLksplMq18RsY4tKthcDh+XI3DoI4bB3ummMQ3bU+GxoGiMrLGAYGmWGgcuh+04cY4\n", - "7FfDEBH0KKPtHzN2nEydXi7zKiqkcvkKExsQIxArEDMQO3wxpTfBHocUsceh43SLcaCoEpE1DtXV\n", - "1UVD49D9sMchv2gcUlSIcUCFcUFa6j0OfQgaB4rKyBqHqqqqoqFx6H54j0N+0TikKJdx6NBTFX0I\n", - "GgeKysgah45C49C9oA3nUxW5ReOQokKMg69ipb7HoQ9B40BRGSHwdxYah+6D73HILxqHFOU0Dh15\n", - "c2QfAo0cIaRr8R1rpOuJjAPfHJkqGocU5TIOHfpWBSGEkB6PNQ78VkW6aBxSRONACCF9j1zGgV/H\n", - "DETjkKJCjEOyYtE4EEJIaYM2HO27+3lzGoe4aBxSRONACCF9DxqH/KJxSBGNAyGE9D3QhqMtp3FI\n", - "F41DimgcCCGk70HjkF80Dik6EcbB/cIliH0quytJfu3SR/ILmPmmJ4SQPgCNQ37ROKSoEONQ7FMV\n", - "WZ+uPpHmIR80C4QQkoU1DskTQxqHjGgcUnTCjQNInvVHvRGnybAtwTRbhp2W6aWI5i+X/tG0aj6G\n", - "BfkM64/h/lJu8zX/+0v/05xpjVHZIsOctNP6909ZD83LWc8g/4CTZngIIeQEYo0D2vSkceB7HALR\n", - "OKQol3Ho6Jsjo+AcAQOA4Gz/h+lu4HfSyzXAl4dBPxa4w2AfpcXmz5iQY+X9s8xAZBbM78CQ2HyM\n", - "aelfnp0/8snalgx1O/cRQroY37FGuh5rHNCm882RftE4pCincdDKYypWkd+qSDUOYWC2Z/OZs33b\n", - "s5AxD7GAn5Zmh7OmRX6hkXDHpU2PYbt+yfRYvoQQ0juIjEPYrkc9yjQOkWgcUlSIcUCaS76vY2YF\n", - "27SAnYVjIHzTpgX2rGlpHAghJBfJz2q7J4b8OmYgGocU5TIO+CY7KhYqjEtxxiEwA0H3v/vbQQN0\n", - "/2FbwmFcokDQT7lU4QvsyXT3EgPG2Z6MaLr4esQuVfjyt8OEENJLQBt+/PjxqF23BsIYB237aRxo\n", - "HFJViHFo1wrjclzTBuUyDqbXwOLcewBMIHfGO4Hcpp1mTURiWntzpNc4ONPFLnko5eHNjoXeHEnj\n", - "QAjp7aANh3Gw7boxENr+o82ncQhU1tTSKiSbxuYWqW9olJraOlMp1q5bL0sql8m08hkZ49CuFcvh\n", - "+HE1DoPSjUO3wwBPCCFFgTYcxmHfvvaobYc5sMZhzNhxMnV6ucyrqJDK5StMbECMQKxAzEDs8MWU\n", - "3gR7HFJ0Inocuh0aB0IIKQrb47CvXY1D2LazxyEuGocUFWIcTBeWA9Jy3eNACCGkZ2PvcWhX4+C2\n", - "77zHISMahxTlMg4dfaqCEEJIz8a9OdJt3/lURUY0DikqxDjYx3Tcx3VyvceBEEJIzwZtOE4CrWFw\n", - "23e+xyEQjUOKchqHDr45khBCSM8mZhzUMAAah7hoHFKUyzh09FsVhBBCejaucbC9DQBtPo1DIBqH\n", - "FNE4EEJI3yOXceDXMQPROKSoEOPgfjkN0DgQQkhpY42DNQw4KaRxiIvGIUU0DoQQ0vdI9jjQOGSL\n", - "xiFFNA6EENL3SBoHC9p3GodANA4ponEghJC+B41DftE4pIjGgRBC+h6ucXDNA41DRjQOKSrEOLhP\n", - "VAAaB0IIKW3QhruvnLYGgsYhIxqHFNE4EEJI3yOXceB7HALROKQol3HgmyMJIaR3gjb80+TXMRUa\n", - "h4xoHFKU0zho5UElcm+csdfAaBwIIaR0Mcbh009l7969sm/fPtPzAHDfA41DIBqHFBViHGwXlgUV\n", - "i1/HJISQ0gVt+CeffCJ79uwx5sEaCLTv/DpmIBqHFOUyDvgmOyoRKowLjQMhhJQ21jjs3r3bYA0E\n", - "7ntA20/jQOOQqkKMg73+ZTmuaYNoHAghpGRBGw7j0NbWJm0wD2ocAI1DRmVNLa1CsmlsbpH6hkap\n", - "qa0zlWLtuvWypHKZTCufkTEO7WoYHI4fV+MwiMaBEEJKFbThMA67dqlxaNttQM+DNQ5jxo6TqdPL\n", - "ZV5FhVQuX2FiA2IEYgViBmKHL6b0JtjjkCL2OBBCSN/D9jjsCnscbK8DexwyonFIUSHGwd7bYOE9\n", - "DoQQUtrYexzMpQrF3udA45ARjUOKchkHPlVBCCG9E9/NkZFx4FMVRjQOKSrEOPA9DoQQ0rtAGw7j\n", - "YA2DfSQTl6L5HodANA4pymkc+OZIQgjplRjj8OmnskfNgsU+jknjEIjGIUW5jAO/VUEIIb0TtOF4\n", - "c6Tb2wBwKZrGIRCNQ4poHAghpO9hehzCSxVJ48CvYwaicUhRIcbh8OHDMWgcCCGktLE9DtYw4HXT\n", - "NA5x0TikiMaBEEL6HjQO+UXjkCIaB0II6XtY45C8VIGbI2kcAtE4pIjGgRBC+h40DvlF45AiGgdC\n", - "COl7uMbBmgf8p3HIiMYhRYUYBz5VQQghvQu04e6bI91XTtM4BKJxSBGNAyGE9D1yGQe+xyEQjUOK\n", - "chkHvjmSEEJ6J9Y42C9jmq9jKrh8QeMQiMYhRTmNg1YemAR+q4IQQnoXkXEIv45pv5BJ45ARjUOK\n", - "CjEOSHPh1zEJIaS0sW34rl27ImAeYBz4dcxANA4pymUc8E12mARUGBcaB0IIKW1sGw5TsHPnzghj\n", - "HLTtp3GgcUhVIcahXSuMCz67OojGgRBCSha04R/r/1Y1BTvUMFhw+YLGIVBZU0urkGwam1ukvqFR\n", - "amrrTKVYu269LKlcJtPKZ2SMQ7saBofjx9U4DKJxIISQUgVt+Mcfq3Fo3WHYsUONgxoEaxzGjB0n\n", - "U6eXy7yKCqlcvsLEBsQIxArEDMQOX0zpTbDHIUXscSCEkL6H2+Ngeh3Cngf2OGRE45CiQoyDvbfB\n", - "wnscCCGktHHvcXChcciIxiFFuYwDn6oghJDeiW3D3RsjgTEOfKrCiMYhRYUYB77HgRBCehf2PQ7u\n", - "45jgE77HIRKNQ4pyGge+OZIQQnolpg2HcWhry6DGgS+AyojGIUW5jAO/VUEIIb2TZI+DfXskjUNG\n", - "NA4ponEghJC+Ry7jwK9jBqJxSFEhxuHw4cMxaBwIIaS0scbBGgYah2zROKSIxoEQQvoePuNg73Gg\n", - "cQhE45AiGgdCCOl70DjkF41DimgcCOkeJiyrlUteXizfePx94oAyQdn4yiwXw4cPl/vvv18GDRpE\n", - "HFAmKBtfmbnQOOQXjUOKaBwIOfG8uXSbfHvkKvnhxk/kxw1fEAeUCcoGZeQrOx9PP/OMvPLKK6a9\n", - "+vLLL4kDygRlgzLylZ2FxiG/aBxSVIhx4FMVhHSOC19aJD/c9Inc3PpL0zCTDCgTlA3KyFd2Pu69\n", - "917TFqHt8uXZl0GZoGxQRr6ys1jjALPggjxoHALROKQol3HgmyMJ6RrQJf/j7V9kNfIkAGWDMvKV\n", - "nQ90yePs2pcX+dSUDcrIV3YW24YnXzmN+fkeh0A0DikqxDggzYXfqiCkOKxxwBkeyaYjxuGLL1ie\n", - "aaBs8hmHnB+5onEwonFIUS7jEH1Wu709xvHjx/NWSkJIBmscfOPIsQ4bB984cqwg44DxH3/8sbS0\n", - "tsTAOH4dMxCNQ4pyGYcrrrjCmIQ9e/bGQFfWHXfcEauEhJB0EBR/VP8r01CTbFA2HTEOvrxKis1P\n", - "yWmnPSWbfeM6QSHG4fY7bpePjn4kDU3bMzRul6MfH5XLL7+cxkFF45CiXMbhsssul08++VR27NwV\n", - "49ixT+S2226PVUJCSDrWOHz00UfdzqYnT5WysrKIU5/cFIzb9KSceuqTsslOO+2nZvxPp2Xm7S46\n", - "YhzQbvny6hRhGUT8dJp/uq4iuQ+6CJRNPuNw6223yOEjh6SmbmuMIx8dln6XXULjoKJxSFEu49Cv\n", - "36XqXo9JY1NzSIs0NrfI0aMfyy233ppVEQkhfhAUf1j/Szly5Ei3smGomoZTh8qGKG2qXA3zMHSD\n", - "HNkwVINWOA6/y06VoRsy83YnKJuOGAdfXh3FlFXZ1TLVSZt6dXy4y3H3QRdSiHG46ZYBcuBQu2zc\n", - "+qFsiFgrBw/vl4v6XUDjoCpramkVkg2MQH1Do9TU1plKsXbdellSuUymlc+Qiy6+RN3nUdlWVy+1\n", - "ddulth40aMX8SAbefLO3MhJCsjHGoe6XWe9EObHAJKgZWJ9IXx8Eq/Xuf9903QjKpiPGwZdXx1gv\n", - "Q09NL4P1xlTYnohwurD8hl6d6aG4eqqdJzBosXRTzjYtnsf6xPI6SyHG4fqbrpE9B3bJyo2LMmxY\n", - "JPsO7pbzLjpbxowdJ1Onl8u8igqpXL7CxAbECMQKxAzEDl9M6U2UTZkxV0g2k8vnyDvTZsuEKTNl\n", - "3MSp8vq4d+SlkWPkiWHPywUXXiSHDh/RylIjW7bWSFX1NqVW0w7LjTcN9FZGQkg2CIrfrf5cWltb\n", - "u49lj8gppzwiy7LGjZdLyy6V8Wb8KXJK2SnyyLLkNN0LyqZY44AzX19eHQJlgTLxjUsy/lIpu3R8\n", - "OE+ZXDreSTflvUweOcVJN4RlboftvkndR50DZZPPOPx0wOWyc1+TLFhTLguVBWsD2va3yFkX/Eju\n", - "ffAxGfzUc/LsSyNl+KhxGhsmmhiBWIGYgdjhiym9ibLPf/ZzIXFQMJ99/jP55NPjpmehff8B2bmr\n", - "TWq21coydZjnnXe+HDhwSNZt2CzrN26RDZuqZOPmrXLg4CG5YcCN3spICMmmxxoHmIZHbMBLTtd9\n", - "9AjjkKsMTFllehBMeSXnscO+vJLzG6x5y7HcDlKIcbj8ugukafc2mbF8rMxYMVZmgpVjZce+evnx\n", - "+f8hM997TyqXLZcNGzdJXf12c38bYgRiBWIGYocvrgDEFl96d4J1aNl9oFOU7dp7QMgBOXDkaFSo\n", - "GN65Z7+07NorDS27ZFt9k2yq2iYrPvhQ3nt/npx9zrmyr32/rFqzTlavXS9r1m2Utes3mcpz/Q0D\n", - "vJWREJINguJ/bP3M3D/UfYyTfmoMHlqSSF/ykAarh2SJ/a9pSx46Rcr6jYtP142gbDpiHHx5dYyU\n", - "sgIoJ3ecp/xyprvj3LRc6Z2kEONwcf8zpW7nJnl70XMycTF4XiYueV4a92yV7597utw08nS58+1v\n", - "y4Mzvy+DK34kTy07Q5774Gx5acO5Mnzz+fLq1gtkRHWGhbuGR7Fl5x7EljgbH/4Tb3pXsv9wJr75\n", - "jECxqHE4qIGym9gyWW66bbKs9407iRw48rFjGoI0FHbLrn1qHNrUODSrcahV47BOjcN8OfOss2XP\n", - "3n2ydPlqWbZyjaxY/aGsXLNe9u7bL9ded4O3MhJCsrHGoampqVtZ8tBXpeyrGpiiNATIMvnqQ0uk\n", - "SYPWV6NxS+Shr4bp0bTdR0eNgy+vjmLKqqyfjHPSxvXT4Vg5OWWaSM+UZ1CW/cZl8rHlHk9Tknl0\n", - "EYUYh/Ou/L5sbVkjr815SF6f97CMnv+IvFHxqNTv3iD/cc5pcvPIb8o9E78nj8z8sQypOEueWX6u\n", - "vLjmAnllw0UyYsvFMqq6n7xWE7B414hU0wDDsHHyveb/noWPnjAD0dWmAZS17TsoWVRpgL/wMjk7\n", - "4gWZ45uuWJCvGocNvnEFsU3G3na3jK3yjesYBx3T4Kaj16G1bZ80trZJ7fZm2bz0NbnsR2fJN77z\n", - "A/nJGWfKrt17ZMHiZbJo6QpZvGy1LF3xgexWM3HNtdd5KyMhJBsExe9sPS4NDQ3dzqIHERAzXeSX\n", - "jAnHLXpQg9aDsiiadoxcAlPx4KJo3u4CZVOsccBbbX15dYZkWZVdMsakj7kkk/bVSy4Jyi1Zfu4w\n", - "fjv5mDJPpJX58ugiUDb5jMOZl35TNjUsl+en3y4vzrxDXp41SF6Zc6ds27VWvnXWV+XWUd+R+975\n", - "oTz23pny1IJz5fkVF8rwtRfLyI2XymtVl8nomivkjW1XyNK211JNA1j/zj3GLMixcZF5eGVyleHF\n", - "tzfK0+M+kMGjlsqDL86Tu4bNkFufmOzNJxcnwjSAst3thyQLDfADL3xR5oXDGyfcLWffPlk2utN0\n", - "BOTbqXxqZdztd8u4Kt+44jn4UcY0JMfBPOzY3S5NO3ZLbUOLbFHjcPmPHpQX5lbIj378E9mxq03m\n", - "zF8k8xYskfmLlsmCJSuMmbi6/zXeykgIycYYh6rjUl9fTzygbDpiHHx5kfqCjMMPL/q6fFi3WIa+\n", - "c508NeUGeWbajfLczIGydedq+caZ/yi3vfY9eWDST2TwrHPk6YUXyosrLpFXP7xMRm26UkZvvUrG\n", - "bPupVO4endM0mN6G0DT8+te/jswDOPbpL+Xwxz+X9sOfy+79x6V1zydS1XBYrr3vDW9eaZwo0wAK\n", - "Mg6x4TD4j3saPRFOWtQ7kQjssXGKNQ5hPpGJSA4bk+DO96IMcYfdvDpALtMAchmHH/7wx9K6Y5e5\n", - "bDFr7gJ5f/5imasGYseu3XLl1f29lZEQkg2C4re3fCq1tbXEA8qmWOOA1+H78iK1pmzyGYfvnXea\n", - "fFBdIQ+PvUIen3C1DHnnGhk29Xqpal0p/37G38ug134kD006W4bMvlCeXdRPXl55hYxcd7WM3txf\n", - "xlZfK8vaxuY0DZYPJ94ZmQf8373gEflYTcOhj38m7Yc+lzY1DS27P5H6HR/Jum0H5MpBI7z5+DiR\n", - "pgGUbdp/WPYkqZoSGAXfsPl9mQxdFI7bXyvjNaBHw4te1IA+RYJ8E+Mwrx3n/vYMz4MxeboyGBeB\n", - "/O6R8VVuWvEc+uhYVKi+8QDmATdINu/cI3WNrWocXg+NwwL5wQ9/JC2tO6V81lyZOXuevDenQg3E\n", - "QmlRM3HFlVd7KyMhJBtrHPAyHZJNR42DLy9SU5Bx+M7Zp8qqLfPl/tcuNebhsQk/laGTr5UtLSvl\n", - "dDUOd73+E3lk8nny1PuXyAuLL5dXV10tr6+/VsZuuV6W7RxrnqrIZxoAzMJ7L91k/rdVPGz+Hzz6\n", - "M9l36DPZ1f6pNO8+JvWtH0l142FZvWWfXDLwOW8+SU60aQBl46sPy94DCaoDozA/HJ7/jAbxZyoz\n", - "4zTAb3andYcPVMrQCzW4I99EPrFpc+aDPJz5IkLj4FvnAjl8NGMafOMte/Yfkl178WTFHqlvapWq\n", - "ZTAOwT0O3zfGYYdMn/m+lL83R2aoeZj5/nxpVjNx2RVXeSsjISQbBMVvbf5EqquriQeUTbHGAd/R\n", - "8eVFqgv6EOF3zvoXWblpvtz76qXy4Ogr5dE3+8uQd65X47BK/v0n/yB3v3GWPPbuhfL0nMvkpaVX\n", - "y8gPrpU3Nt4gS1rGmscx8R4HX0D3gfsZYBiOfvJLYxr2wjTs+1Sa2o5JnZqGrY2HZEPdAalcv0fO\n", - "u26oNw+X7jANQI3DEdl3IIEJ+O4lgSmyxR3nDoc9DNHwgbqwl8Ezzp03mU9ynBqHCjsuAnnDOCTT\n", - "C+Pw0U+iQvWNd9m7/7C04QbJXXtle9MO2WqMw4Py4rwFkXGYNnO2MQ/T1Tyg96G5ZYdcevkV3spI\n", - "CMnmwpcWybdWH5QrNh+Sqqoq4oAyQdmgjHxl5+Pee++V3bt3m9cr+/Lsy6BMUDYoI1/ZWb5z5qlq\n", - "HCrkvleukIde/6k8Nv46efKdG6WqZbV84yf/JPe+cZ4MfrefPDv3Khleea28vuZGWbh9jHmPA14A\n", - "tWP3fm9Q9/HixI1yCL0Mh51ehh1HTS/DxrqDsnbrflmxaa/MXbVTvnX+Hd48LN1lGkDZvoMaKJPU\n", - "hIE7bRwCvDscm3ZZ0ONQkzKtHU7Ol2tcRGgckHfWuNwc/tgxDZ7xSdDr0LYPT1aocWhW47A8NA7z\n", - "canix9KyY6eUvxf0OMA0zKBxIKRo3ly6Tb7xygr55gcH5ZubjxEXLROUDcrIV3Y+nnnmGXn55Zdl\n", - "79695uyaZECZoGxQRr6ys3z3rH+T1ZsXycMjrpPH37hRhr51szwz6Q7Z2rJWvnnGP8v9Yy6UIVMv\n", - "lxfmXSMjKgfIvK2vm3f44M2RzTv3FmUcnntzrcabsJfBXJo4KltD07Bma7uahj2yZF2bvLesRb5+\n", - "1o3ePEB3mgZQVnHoI2lPsu1dDdwvSeq429+Vqiit3vQwPLk4HF78kpwdjV8uT8JEbAvGVU28JzPO\n", - "LCMzruJZ9GzY+YI8z352eZCnA6aLllUgRxzTgP++aZLAPOxuxw2SeJfDTqleMVqNw0PyYsVC+eGP\n", - "gpsjcX/DzPcDcKNkc+sOuezyK72VkRDiZ+ySGjn/hYWmS55kQJmgbHxllothw4aZs2p0yZMMKBOU\n", - "ja/MXH547jdlbdUyGTL6dnlq/J3y7MS75cV375ea1g3y7TO+Jg+OvVienHaVnkReLzPXjTBvjsQr\n", - "p9HjUKxxGDZmpezc94k0tX0sdS3hpYnaA3LtfWPkykGvmvsacIni62feJKf+6FpvHt1tGkAZAvX+\n", - "JBrUb1bjsCBtXBjgY2nRpY3EfDAS4bibn30pNq8xEuG4Jycm862XN2EewvEwEVnLSq6HB9c0WOOA\n", - "NN+0Lu1qHPaocdipxqFRjUONGocrwnscfvzjM8wrqN+ft0BmO6AX4nLe40AIISXLGRd8TzbWrJbn\n", - "39QTxYmPyPApj8vI6UOlbscW+e6Zp8vDYy+TYdOvkSnLXzKvnLbfqoBxwL1xxRgH8PDwCqlV01DV\n", - "cEjWh6bhvmemyrj3amTk1K3yk6se9c4HToZpAGVYcG/lyLFPY4VqjYMxDzrON48FvQ6oBDv3tEtj\n", - "6y6pqW+QtRs2ydwFi4IXQLXtlnkLFocsMezY2SZXXMWnKgghpFQ59+KfSFX9Bhk5+Rl57d3n5I3y\n", - "5zWIvywNO7fJ98/6tjw67koZP2eY+VYFPnK1bvO2yDjg5kjEDl+Qz8WgoVNl4KNvG9OAYdvT8JMr\n", - "H8ma1oI4dTJMA+j1H7lyCxW/XfOQi1wfuTrjzLNk9569snDJMsOCkJ1qJq66+qfeykgIIaTnc+Fl\n", - "50lt41Z5s/w1mfDeaJk4+w15Z844adrVID8863vRR67wdczlH2yIjAPuccj3kauu5mSYBtDrP6ud\n", - "3GDfND5yfVb7zLPOkT1722XJ8lUx2nbv5ZsjCSGkhLn0ykukoaVeps6ZJFPnTpJp8ydLecW70rq7\n", - "RX5yduaz2hVLVkTGoaq26aR8VjsZ37qLshFj3hGSzatvTJThr09QszBennvlDRn2wkh57MkX5K4H\n", - "Hjdfx9zbvl+Wr14bsCoA36rofw2/VUEIIaXKlT+9Ulp2tsjshbNk9qLZ8v7i92XOkjmya88uOfOc\n", - "M+Wm2+6WO+9/TB58/GkZPOwleUpjA2IEYgViBmKHL6b0Jsp+/qsvhWTzs19+Icd/9nM5+slxOXD4\n", - "I2nbs09q6xtkxaoP5Jxzz5f2/Qdl9doNMfB1zGuuu95bGQkhhPR8fnptf9m5e5csqFxsWAiWLdET\n", - "wz1y9nnnyHvvz5HlK1fLpi1bZXtjsxqKfSZGIFYc/9kvTOzwxZTeRFn7IdwISJLsO/iRee00vlfR\n", - "0LJLqusaZM36TTK3YpGce94Fsv/AIVm7fnOMffsPyHXXD/BWRkIIIT2fa667Tk8U98jSlSulcsUK\n", - "qVwJVuqJ4T459/zzZeLkqTJn/kJZtvIDWbexSqprG0yMwKP7iBmIHb6Y0pvwf+SKZH/kqqZOVq1d\n", - "L7PnVsh5F1woBw4dlvWbqmLsP3BQrr+BxoEQQkqV67QN36MmYcUHa2T56gD83te+X9v+C2TCO1Nk\n", - "1pwKWbJslaxZt0m2VNeZGIFYgZiB2OGLKb2JMnzIiWSDCoAPXG1v3ik19U2yqWqbrFi9Vt57f56c\n", - "f8FFcvDQEdmwuToGLlWMHfemXD/gxsK4wTIgxE1TfPMQQgg5YYweM1Z2te2R1XqiuHrNOlkVgqfr\n", - "zteTxrcmTpKZs+fKoqUrzCXqjRobECMQKxAzEDt8MaU3Udbatk9INi279hoHiS9jbq1tMMYAN0DO\n", - "mjM/1Tg0NLUa84DLGIR0Be0HDp5c9neWA+YSHv4H+KYJSSzbVx5JDhw8nE1a+okAyyoC3zZ0L9nl\n", - "XDC+feYl2OcF0X6i2W9Au1wou9r2Sk1dQ+b+tTXr1TisN20+2v43334nMg7ohV6vbT9iBGIFYgZi\n", - "hy+m9CbKmnfsEZJNU+tuaWjeJbXbW6SqZrus3xQYh9lzKuTSy66QufPmS3VtvRqGrYRkkbyM1XG2\n", - "yLqNJ5PN8uGGzrF2/aYI33gXd9m+8tgAnHLeuKU6iyDdP67LwbI6iLsdRZMol2Jwy7gYfPvLi7O/\n", - "87Juo6wplg83yAfFgt6DDrNOy7zKtPlo+ydMnCIzZ82VhUuWy8oP1Dhs2mpiBGIFYgZihy+m9CbK\n", - "GlrahGSzXStAXeMO2VbfLFuq6/XA2SrLV38oc+YvkpdfHSWX9LvUfEbbd2AS4mt4O4O3ge4WPI19\n", - "hwgaff+4DMnlJ8sBRsot56SRACZdG/pk+gnBrkMHcLejaBLlUgzJMi4U3/7yo/sZ+zpBlgGw+AJ9\n", - "TnzBPQ/OJYeOsL2xybT5g4c8JW9Pmmq+U7RAjcOKD9bJhxobNmuMQKxAzEDs8MWU3kRZfdMOIdmg\n", - "2wk3vFTXNWqlqJN1erCiksxfuETGjHtLzjv/Qpk3v0IrVIseVDgYCcmQfOKmK8CNWN3PRm2ouwZ0\n", - "+wYNv3/8GpBY/lrglEEQxOJlvQ5shFkLMGkmSGbSThx2WcWT3I7iiNeNYkiWccEk9lc6uo+xrxNE\n", - "Xf9egssBhbFOz/SL5UNZoSd+HaGmdrtp69HmT3p3ukyeWi6z5laYSxUrdV1QDxAjECsQMxA7fDGl\n", - "N1GGDSXZbNvebG54wbWrzdW1xjjgehYqCx7JfHzIk/L9H/xI5s2bL43NrbJla63/YCN9En+D2jn8\n", - "De6Jx994dwBtwCM843Et2bd8twyCs9Ts8o4Hx+TwiQbLKx7fdhSFUy7F4CvjwsjeZ+lkztYt/oDu\n", - "4AnaqYQv3SuKlWtkWRHAnNXWN5o2Hm09ehvwRMW0GbNMzzOeqlip2/ohjIO2/4gViBmIHb6Y0pso\n", - "w4aSbOAeURGqtm03T1TAOKxWJ43LFfMXLTWO87HBQ+Wc886Xiy6+RObMnee5SYj0XdwbArsG/81f\n", - "pURwo1qAb7yf7LLwlLfvZr6ejm87isZXPgXgKecTg7vP95s37ubFc8Oin/bi2dtuPhdQCLPfn2Pa\n", - "drTxjz/xpIyf8I55h8OM2XNNz/PSFauNoUKPA2IEYgViBmKHL6b0Jsq21iJAkiRV22AalJrt6ibr\n", - "ZMOWbeZa1mp17MvUvS5Wt/ne+/O1Mk2SYc+8IGefcx4hhJBexMOPPSFvvj1Zxr31jrm3YfLUGTJ7\n", - "3kJzf8OylWs1HmzSk8pq2VhVK1s0Vti4kYwnvY0ybCzJDW58AagcqCQfrNssK1avM+YBn9OeqQZi\n", - "yrSZMuGdd2XM+LfltTfGy8jXx8qI196QV0eB0fLKSEIIIT0dtNdot9F+oy0fM36CvDlxskx6t1ym\n", - "zZhtXv40f2Glaf8RBxAPrHmwscIXR3oTZZv0bJrkBhUCoNcBFWTN+i2yau0GqVTHuXDpCjUPS7Uy\n", - "LZDp782RyWogJk6eZtzpWxOnGLcKxr89iRBCSA/Httlov9GOwzC8Wz5LymfNlVlzF5j2Hu0+2n/E\n", - "AcQDxAXEBxsrfHGkN1GGjSV52Fwj60NwuQIVBV1UcJtLV3xgKhEc6Jz5i+U9daOoYNNnvq/u9H2Z\n", - "qhUOle7d6e8RQgjp6Wh7jXYb7TfacbTnaNfRvqOdR3uPdh/tP+IA4gHigo0RiBdZMaSXUQanRPKD\n", - "igHWbqiKjMPKNRtk2aoPZenyD2RR5SqpWLxc5i1cKnMqFsv78xbJ7LkLTbcWKt177xNCCOnxaHuN\n", - "dhvtN9pxtOdo19G+o51He492H+2/NQ6ICzZG+OJHb6MMG0zyg8phwTUtVJhVazfKig/WB+ZhxRpZ\n", - "vGy1LFq6UhZoBatYvMy4U4BKh+4tQgghPRxtr23bjXYc7TnadbTvaOfR3qPdR/uPOIB44MYHX/zo\n", - "bZR9gEBICmI1DIPDKvQ6aOVZDvOwep1UWgOhjtSYCHWnYCEhhJCSwbbdaMfRnqNdR/uOdh7tPdp9\n", - "tP/JmOCLG72RMmw8KRxUmCQr1mwwlWn5B4F5MAZi5VpZopWNEEJIaYJ23LbpaN/RzqO998UBX7zo\n", - "rZShEEjxBEYhG9vzkAEVjxBCSGmRacdtT4MPX3zo7ZQtR4GQDoPrXYQQQvoWvnjQVyhbgJv5CCGE\n", - "EEIKoOzP/ur/k5PHf5c/+8sMf2r4K/mTv/hL+cp/+kP5zd/6bfm/fvM3u4Tf/M3fCvgtH79t+K3f\n", - "TvI7Eb/9O+B3I37nd11+L+J3fw/8fpzfD/i93/+DgD/4A/n9r3xF/vP//V/kT/78L3V7sc19lz/+\n", - "87+QPzD7+7e8+64jFLS/LZ59HuxvZ7/rfgbJ/f07yf3t7udwX0f7+7/8P7q9fyl/qttcDL4yK2VO\n", - "xP62RPvdu+99x3nyGHf2eXScF7e/f/8PvqL7+z/JH+n+xv6L2ji0d92FXWYPAGXwlT88Ce25xbO/\n", - "ffs6fX/H9/nvmX2e1p7/hdZxtOl/KSe9nqdsv3fbE21bbJuT26r1u+yZl1+VwhlRJL48HF4Cr2Tx\n", - "4zPPkjuvvU62rlwl7XV1cnD79gD8BrW1cmDbtoCamoiD1dUBVVVyYMsWw/6NG6V9Q8De1R+ErJY9\n", - "q1bLbs2/beVKaVuxQnYtXyE7ly037KhcJq1LK6VlyVJpXrxEmhYvlsaFiwwNOq5e00GdTlOr/2t1\n", - "mhr9X63/t2raVv1dpb83g0WLZRPQ3/i/Qf+v1/+V782SR++4U67sf60Me+HlPs2PzjhLBtw0UKqq\n", - "a2T/wYNy+MiRojl0+LDh4KHDcuDgIcP+AwcN+KhP8IEdfLxmn+zes1fa9uyRXbuVtt2yc1ebtO7c\n", - "JS07dkpz6w5pammVxqZmQ4NS39AodUpt/XbZVlcv1bV1Ur2tVrbWbJMqZYuu95at1bKpaqthw+Yt\n", - "AZu2yPpN+Az0RllcuVzueeBBufKa6+TpF4cXha/MShm7v1Fu2D+HDmP/FYvd38G+Bu0HDgTY/b2v\n", - "XXbb/Y19vVv3dbS/dwb7W/c19jf2s8Xs7+0NBe/vjZurDNjn2N/rNm6SxdqO3PvAQ3KV7u9ntU17\n", - "9mXwaglh17kIsJ0efnzm2XLjwJv1+Nb2usPHd4A5vrHPldjxvd85vvfi+A73OfZ3WyeOb11n7O/N\n", - "2N9bdH8r9vjGvl6/MTi+Fy1dJvfcr8e3056jnt9wQut5+OEwU8/3Zup5uM07UM91m1t2BNvc1NwS\n", - "1fHtjU263Q2mnmObzXZjm516jvYY9Xyz1nGwcYvWc6B1vezv/vVbYvg38G35e/B18J2Ifzxd+ffv\n", - "doD/yAZ5Kf8Q8W35B12ey+//p/8s7014W2o0uK/TYP3hgoWyHlQsiLFu3nz5cO48WTv7/QANxh/M\n", - "fE9WTy+X1dOmG1a9M0lWTnxHVrz9jqzUPJeNf1OWjh0vi8eMlUWjx8iC10fLvJGj5P1XRsgsrfwz\n", - "X3xZyp9/UaY+85xMefpZmfTkMJnwxFB5a/BQGffoYBnz6OPy2kOPyGsPPizDlZfuf0hevO8BeU55\n", - "9p775am775On7rpXnrjzHhk86G557PY75RHl4VvvMDxwy+3yoA6/qPk999gT8t/+/K+0/L/Rp/k9\n", - "deVTZ7xnKu3a9Rtkzbr15r/lww2bZK0enEj/4EM8P/2hYeWatbJi9RpZrmawcuVqWaYsXYHnrVfI\n", - "Ig3UYL4atXkLF8v7Wl9mz6uQmXPmybT3ZsuU8vdk0rRyeXvKVHlr0rsyVuvH6DffllFj35RXR4+V\n", - "4a+9IS+MGCXPvTJSntbG7yltCIY8+4IMfvo5eeypZ+ThocPkoSeekgd0P96n+/GeRx6Xux9+TO56\n", - "6FEZ9MDDcsf9D8vt9z0kt937gPn/1PMv6fzPy3/Ts6+//7dvFoenzEoZd3+vCfe3+R+Chnjteru/\n", - "8Ulm3d9KtL9XYX+vMixZjv2Nfb3MMH/REpm7YJHMnr9AZs2dLzPenytTZ87S/T1T3pk6XSZMflfe\n", - "nDRFxkyYKK+PnyAjx4yXV14fI8NHjZbnX9X9PXyEDFOzhv39hO7vx4c9G+zvIU9F+/t+3d/36v7G\n", - "Pr/rocfkzgcfMfscYF/jP/IY+tyL8sd6xv1P//5t5Tsd4qvgG/9ROIn5Tw7Y3gx/8If/WY+5WSYg\n", - "B/s22MeWdSb44lPjqAt4qRLeyKj7Hcf4B7rPP8C7E/DSJd3vK7DPV5h9DioW470Li2VOxcLY8f2u\n", - "1q9J02fo8T1N3tJ9juP7DT2+XwuP71f0+H5Rj+/n9fjGyWr68T0kOL4f1uNb9/Vd2Nd6bN+h7f7t\n", - "9z0ot92D4/tBeRLH9zN6fP/5X8rffe3fDb/3lXztWq56/kGingfbHNVz3eagnlfIe049n6zbjHqO\n", - "bX7zncnyxluo529pPR9n2rSXR71u2jSYQ5ibJzXWPaGx7jGt548++XRYz580223qucY81PN7wrbt\n", - "rgcf1fr+qJT99Vf/Vf76lH+V/3HKvwX8M/h6xP8Ep56u/HsHwHwO/2LRPF10mS6/9bu/J+htWK3G\n", - "YMWs2bJq9hxZrcYArNJh+3u1VsZVM2bKKjUKKzUIrHx3qqzQQLBcG4Vlb6lJUCphFMaNNyx5/Q1Z\n", - "rAW3UI1CxasjZd7wV2XOS8Nl9gsvyXvPvSDlWoBTn3papmjhTR7ypEx8fIhMUKMwXgtsrJqEN7SC\n", - "jNIKM+Le++UVNQgvqUF4/o675DnlKWXobXfKEDUFg28dJI/cfLs8PPA2eWDgrfLATbfKvTfeIvcM\n", - "uFkZKHcr92ra69qw/NH/+6fy11/9Wp8G+xsOFw3EUm0YjAkIGwqw3JiDAIwLGo+VYdBYIQuXLpMF\n", - "SyoN89GQIHiEjcmssDEp1zo0deZsPbA0gGhdmTB5qoybONkEkFHj3jKG4RVtUF4KA8gzYQAZqg3C\n", - "4KefNwfWI0Oflge1Mbn/8aF6QD2hRuFxuVMbk0EPPCK3acC49d4H5ea775eb77pfbrrzXrlx0D0y\n", - "4I67DQPvuk9e1gP3j/74z/Q4w/FWDF+T/6Hl1BX4yr+7ifa37s+lug+z93eGzP5eETae4f7W/Qyw\n", - "rxE40Ii+r/sbjSj29/RZ78u72pBOmjZDJqIhNeZwkmlIR+q+hmEYrobhxZGvB8FDG9KnwmD/uAke\n", - "z5rg8cDgJ3V/D8na34EpfFBu0cCBfY79e9Od4F4D0pD/f/mTP5f/pW3f/zr16yH4fbr8TaGcBv69\n", - "CIL57HJ6Ar/9u7+vZ7G1GhA/NPsTAdE9plcYcxCA/Y9p0A4AHOM4AcA+BzAKMIfY73PcwDl7bnhC\n", - "MDM6IRivgXPshHfktfD4hmF4WY/vF/T4fjY8vhHwcXzDIOL4NmYhPL5hFoL9/bAe3w/q8R3s65vN\n", - "vr5Hj+/g2DbHt+7zl0fp8R2156cl2rX89TzY3ng9x/Yac+Sr52oWTD2fgXpeLhPftfU8MEmo4yPf\n", - "CAwD6vlzw8OToOcDk4RtflRN0kNDUM/VEGs9v+eRwdn1PGzbbtW6fgu2Xyn7i7//Z/mLv/8X+UvL\n", - "P5wa46/AP52mfK3D/HedP+IfLadG/BWwy/qHf5Hf/J3fle3qNhfpAb/o3WmyRAtlybTphqUhlZq+\n", - "TCtHpTqrpRMnBaizWqwGASx6Y4xh4cjXDDAKFa+MkPlqEuaqSZijZ39zH3lMKm67Q+bddLPMvn2Q\n", - "lN9xp0zX4XfUHLytRuFNrSzj7rlP3tBKMvrOu2WE/h+uxuDl2wbJCzffJs/eeocMu+kWGao8oWbg\n", - "iRsGysP6/+EbbpIHlPuvv1HuuXaA3KkMuuYGueOa6+X2/tfLbT+9Tm5VXleH+of/7U/kL/7ulD4N\n", - "9nd9Y1N4YCw2B4o1AhbbcOB31HjAHIQHEs427BkHQEOCgyrjwsvVhU8xjQnMwug3J2hjMl4bkzEa\n", - "0Efr2cdrpjHBgTX0uZfM2aYNHg8OfjJoSPSggttGbwIOJhM0TCNyr2k8brj9LrlezeN1ahyvveUO\n", - "6a/G8ac3BVytRhGNFvb3X+ox1zFOkb/U8uoKfPuhu/Du7wQLsc+x7/V3bH/rvn5/vrO/39f9rcAY\n", - "InBMTTSi42EO1SyMDnsXXtVg/pI2oggeMAvGHD6Ls67nTSP6cNiIYl/jTAuNZ7C/Q5Og+xtB4kYT\n", - "MOz+Dvb5NbrPr9ETBoB9jwb7j/74T+X/03bPx18XggagpPHKiy+fIvCta2f4rd/5Pdne2ByZevd4\n", - "ttgeQvxOHuMmWM5fYEDAtEGzfFawzwOjMM2cDKA3CWbhDT1pRO/CCCdwmrPs0CwgcAYnA3p86xk2\n", - "ehXuDY9v9CggYCJQFnZ836rH9y2Z4ztXPUeddli4tGP1PGMWppltHq/xD2bB9KLpNqMXLVbPnR4V\n", - "9CzAIAVGAT2lqOe6zRr3jBkOzZGp53ryYwySbvsNGvtu0O2/Xre/7E//9z/Jn/7vr2b421Mi/syi\n", - "jdafqalw+fO8/HM2f5fklIg/A+HyfvO31TioS5ujzmmuMk8LZb42+PPfmSQVE9+RBTq8UNPBAg0A\n", - "i8aOkwVvjJUKDQIVGgTAfJiE0CjMe/5Fmfv8CzL3yWGycNCdUnlxP9n0L6fK9r/5G9n/gx/IRzfc\n", - "IEf69ZP9Z54pe846R2q+9z2Zf94FMua6G+Q1NRSj1CiMvEUbgoG3yktaQV5Uc/CCGoNhylNqDgaH\n", - "PKLm4GE1Bw/+9Fq5R7lbTcKd+v/2q66R267qL7fo/4FX9g/5qYzSivuV//rH8id/8499mv/rt3/H\n", - "XGecoQcGQMOAngJ0NwMYA4tNM40HehLQgCg4mEZpHbj0ssvlrLPOijgbnH2WnKOcd85ZcsG5ynln\n", - "yYUK/mMY6ecqmA7Tu/OD8y+8UG5W43i7Nii2VwFnmAPuuEeu1wPKBI2btSHRgAGDcNWNt8iVA26R\n", - "K264WS5XM2m4/iZ5Qc3Jf9L9HRxzHeUfc/J/ZFeXInIw+l21/GX5U91fFt++LIT8+ztD9v6eY8D+\n", - "DhrQ98KzzKBnwTak47SNgGEIummDyxFoSNGbBINoLkU8ow0pDMOTOOt6Su4LexbueljPtjSAmOCh\n", - "+xv7Go1ocn/DIPxUgwf2+dW6z6+68Wbd7wHY9whWf6hnoMHJWTZ+c5jgHwBO6IolkU83426nDaDY\n", - "hyCzn4NjGubfEh3nWh9wqcmeCOAkAGCf20tP2OfBpYipMh6GQeMBTgaGa/uPgInLTrhHKDAMOCFQ\n", - "g6gm0RjEoU+b3iQYhrs1eN75kJ4QhD0LN9+jx/fd95mgCbNQ9PGtdRwU3q6F9XyeU8/VIIBJqONz\n", - "K2TSrHnyzqy5MvG9OTJhxmx5q3yWjJs6Q8a+Wy6jJ02VUW9PkRETJsnwcW/Li2PelOdHvynP6gnz\n", - "ky8MkSeeHyqDnxsijw57TB5+6lG5/4kH5b7BD8g9j92n236vGuP7jEkaeFfQWwaTdL2ahIwZhkkK\n", - "6npwEnSblP3J//oHifgbkDnATQGgQfpbbbAMMBYBf9YZ1KBYkg3jnygo8LrVH8jMcW/KDK0Is8a/\n", - "aZitw+9rQzBH/89VszBnzDiZp5UEzB0xSuaMGClzXh4e8Ozz8v6zz8nsZ56TOY8/IRUDb5HNZ5wh\n", - "bX/7t3LsRz+SL197TaSxUb5s3y+/3LtffnH0E/n50ePy6cat8unseXLsrntk37e+LTN/coY8+9Nr\n", - "5GU1ETALL1w/QJ7X30+rQXiq/3Xy5NXXyONqDh5VU/Cw/n9ATcF9ahLuueJqGaTm4PbLr5Zb9ffN\n", - "+n/gZVfJgJAblFeHPiV/oBXt/9Wy7w7+h+7Lu77xdZlyzvekpf95cuiGCyMOXne+NF1+pkz+8bfk\n", - "zn87zUzry+NEgP1du71BJmtjANDFPBWBwTQWcww4iOxvgPGYzs6Dyw/9Lr1URo4cKVOmTIl4990p\n", - "MlWZNnWKlE+bIjOnT5H3yqfILAX/MYx0jMd0mN6dH4wYMULOO/8CuUkDyI13amOiB9Z16ryv1QPr\n", - "p2hM9ICyjQkakUuvu9HQ79ob5ZJrBhgu7n+Dufzxlf/6J/LHelx1jn+IePnll+Xcc8+VsrIyw403\n", - "XSHjx4+WtrbmGEj73ve+a6a56aYbZeI7b8jBQy0xbB7JdMu1V1whf6z7y8W3P/ORvr9n674NAkSw\n", - "v4PfwLe/YRTeVqMwAfepTH5Xxr8zRcZo8MC9KuiefhVnmzAMeiZo7lXRAGLONjWABNd0Q8PwmJ55\n", - "PTrY3K9wBy476ZnXzdqQ3qQN6QANHjAL197q2d8KgsdlGjQQOC7Dfr92QLjvB8izukwYB3NS5ME9\n", - "ccqLBuDi8eRzEoBxwM2H2H9g2nuZfYxr8wbnJKA87C20Z9bm7Bq9hmafB71J6F3APsflxufUHDx2\n", - "x+0y6up+svjqC2XHDRfLjusvMrRee4FUXHqWvHDB2XLH1f1l0L0PyP0wDGoS78KZthqG23WfG4MI\n", - "sxAe3yZw6gmjMQtFH9/BsWHimNZzmBwAw5O7XUMPabDNqOPPadt0YbnW4S31MqqqRV7d0qw0yitb\n", - "GiKGb95ueHlTvdIgL23crtTJi5ub5fnVy2Xo6NPkqbHflKfGfVueHPstw9A3vilDx3xLBr/xDXli\n", + "iVBORw0KGgoAAAANSUhEUgAAAg4AAAGqCAYAAABj3sxcAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAJb8SURBVHhe7b13eBXXmuar/uN27jM9fefO3M49\n", + "t2ee6el43G2f7uM+qU8+zhnngxM2jjhnG4ONs40N2JhgYwwYEBhMEFFEg8lCQhKKgAgiGmNjn2Sf\n", + "+e73rqpVe1XtVTtIQmhL7/s8P2nXqqpVVatWre+tVans008/FdLz2LvzCCGEkB5OWVmZoS+JxqGH\n", + "4qughBBCehY0DqTH4KughBBCehY0Dl3JjGuk7GvPSJVvHMmLr4IWzVtXS9k/Pykf+MaRwmAZEkJy\n", + "0CeNQ7DR18gMT/DqFF1kHKqe+ZqUXTPDO64346ug4J3Lgkp6xVv+8TG6Meh98NhpUnbZVO+4E4Ut\n", + "iwxXyzue6TpFF5XhySgf0p1skMH/rHUwsY9NHeV+79XY9qcvyfQ4mODc1eaBxqFT+Cro3p1T5Yqy\n", + "0+SKywoMQn3AOPzLYxuiYbMOXW0eaBxIoaCu6PE5eEU4vOJJ+Rd3mPRK+qxx+PTTGXKNbvg1M+zv\n", + "r8kzz2jgNwViDUWVPPO1oIDi6SFVz8jXonHh/JFxCOYN8g9JGovY/Jg2ubwy+dozVZn5ezm+ChoF\n", + "MdMgeQKkSbflpQ3WY5mgl33mE5whZQJveMYUze/mH4y74i0YFzveNojJ+Wyedh6bhxILwoEJMuto\n", + "5rPLy7UecZLGIcjTLrOD+ecow/zbpMTmx7Rp5ePkQXoN7nGWdsxl6kK87gXG146zxxfp6dh91pcU\n", + "GAcTtDXYVyFoBSYibgzCIO6c+cd7KYLxmcAe5lGwcQimj80fjmOPQ4ZMoAwaoHgASqaFQd4GNXM2\n", + "5DRUibOhZCNnGrFEwHQbM+/0nkYyt3FAnvHGM/d6xMmUR5gW2yZf/uF2JPOPpslThgVuU2z+cFx2\n", + "+ZBeiamDWp8SxxfIWbftfOE4Ujr0WeMw4xrd8EQQjwV5YyySlzIwXWg2fONjxiCPccDvrPwDaBxC\n", + "Eg1RVkD1NTyeoGaDXnajFW/kgultWr6A6QuMhQXZ2Pi86xEnaRxMw5w3/2Tj7OSftwzzbBN+pzT+\n", + "NA59B1MPte7F9ne+um3GJ+oWKQn6pHEwGx0FeOAxDt7A7pgB3/hijUNsHTLQOAT4jYLTEPmCVizo\n", + "uWc8iQAYNlr2AMhg8+9O45BrPeJEDbTFLR9f/t7A7qxn3jIswDjE1iEDjUMfwtTjRD0qpG4708R6\n", + "0kiPxu7LviTP45jscegJxCtnELAyjU2GqIHxNVbJQGanSU7rmzdGdxqHXOsRJ9njEKfQ/JNnfYnx\n", + "sXUuwDikrD+NQx/CV4+Kqtueukt6LLYt7ksqzDiEgT/rHofIGATzRPcoGCOh0zu9COZyiJ0/a3xi\n", + "fgyH4+LL6TvEKqcJSNln3SYYRY1R0NjEjYSWsWscwsD3L//sD/LpQbhA4xBbltvDocNZ6+NrHPOt\n", + "R5yijUOYv7vt8fXOX4aFbFNmnXQ4HOcrH9JL8ZqEYuq253gjPRYaB4PPOGTSbSFlBXNrBgzXyAwM\n", + "x6Zx59fxycsTsfntjZrx9L76VEUsWMVIBEcbyAzacGE4EawCs+FrlMKgGs2vRPN6GrKEcXCXHQuc\n", + "UX66PrF5EusekWs94hRvHDLpqXnnLcNc25Scn93QfRKzr5PGAeSo2+bkwEn3Hu+kJ2L3WV+SxziQ\n", + "noCvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ0DiQHoOvghJCCOlZ\n", + "WOPQ1NLaZ6Bx6KH4KighhJCeBXscSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgcSI/BV0EJIYT0LGgc\n", + "SI/BV0EJIYT0LGgcupIcX7wk+fFV0C4l+arkUqe3bQ8hpCTok8Yh2Gj/lyk7RRcZB34dE3jece99\n", + "F34RdGGgNd+/yPFuffOtja5cdx9dtD35toUQP+Exmqg76d+ZIb0F2671JZkeBxOcu9o80Dh0injl\n", + "DBqlzMeR/I1UUXSzcXA/7BR8aKuLzQONAznZoA5mfdgs+6u2pHfRZ41D/IuY+P01eeYZDfymQKyh\n", + "CD+tHRZSltFIft0S80fGIZg39sXNnF/HxLTJ5fXdr2NmG4cwwEWBMhhf6NcrTeP2WGK8afTi5Z0J\n", + "oKFRicbZoJ9M93/5Mfsrlu6XK/E7XJ+ceSeMRs7tKbY8MG1h20JILtwehuzehtx1OjDUdhwNR6lg\n", + "91lfUmAcTNC2n7K2n792jUEYxJ0z/3gvRTA+E9jDPAo2DsH0sfnDcexxAEGDkwlk/uH0QJmcPvw0\n", + "dDQ+DN5hQ5U86042gHHTkv8sPcs4xM7E7Geq3UY0bGCTy0yYivTtyVcewfSx+cNx+baFkJyYuq31\n", + "NFbHA3IeR3a+cBwpHfqscZhxjW54IojHgrwxFslLGZguNBu+8TFjkMc44HdW/gE0DiAMpGEFDXAb\n", + "pTyB0tco5RqfNS559pPbaCRJGgfTgNr8wyAeW3dvI+osM9/25CsP/E5ppGkcSGcx9RvHqFuP8h1H\n", + "ZnyizpKSwLbJfUm6vbrRUYAHHuPgDeyOGfCNL9Y4xNYhA40DSJ5hKyb42YaoA4HSHZ8wArEzo7BB\n", + "swdHhsz0hRiH2LzRcoHHOHgDu7ONebengPKIrUMGGgfSaXzGtoDjyJ0mdqyTHo3dl31Jnscx2ePQ\n", + "E4hXTo9xiAXcPIHS15BljXcbM2da37wJiu1xiOMxDt5lJs/OcmxPR4xUCI0D6TS++lnAcZTBc0yQ\n", + "HguNg8FjHMLAn3WPQ2QMgnmiexSMkdDpnV4EcznEzp81PjE/hsNx8eX0HeKV02McTPDL00sQBdKg\n", + "IYrmT45HXqnB0mda4phgGy0rm6KNQ7hMd53iy8izPUpR5YHhcFy+bSEkL16TkP84yuAxvqTHQuNg\n", + "8BmHTLotpKxgbs2A4RqZgeHYNO78Oj55eSI2v71RM57e15+qCMomQ7xhCYJhME4brdgZuGKDpx2P\n", + "4WSgjcYrseDpWX5K3r6GsXjjkEn3Lg/k2Z7iyoPdxaQLMXUoaRxAjuPInAg46ez1KhnsPutL8hgH\n", + "UgiffPLJCWXPjsPdxurwLHu1kzbRBPv1sekIIYQE0DiQgkkG+GPHjhk+/vjjLI4ePdphdjUf6DYm\n", + "9NOK32+yk7ZWHjulTP75kbVOGiGE9A3aWg7G2N0KDhmSBoLGgaTiMwyuQThy5Ijh0KFDEQcPHuww\n", + "Ldv3diOr5eGvBpXfcspDqz3TEUJI36G1YZ/saGw3WEORNBA0DsRL0jAAaxYOHz5sTMKBAwekvb1d\n", + "9u3bJ3v37u009TU7CCGEnAS21+w0NGzbJY21bdJUvzsyEjubAhNhDYQ1Dv/n//yfMKz2fun2xs80\n", + "CSGEEFIcMA59xTzo9voLgRBCCCGF0djcYmhqae319K0LM0XKOshf//rX8sUXX8gvf/lL+dnPfmYu\n", + "X3z00Ueyf/9+2blzpzQ0NEh1dbVs3rxZNmzYIOvWrZMPP/wwYu3atbHhQphePsObTgjpOfA47b2g\n", + "LUebXlNTI9u3bzdtPS4j49I0LlUfP37cxAPEhe2NTSZO9JVeBxqHHLKV4Msvv5Rf/epX8vOf/9yY\n", + "BtzXgHsZACrWggUL5KyzzuoSzjzzzBxgvE4HPPPmxM4X5hHlecaZcsYZZ+QgZflJfMskpLegddzW\n", + "//ixkyHnceLLk/R4Jk6cKJs2bZKNGzcaA9HY2GjuZcOJI2IBjANiQ0NTc58xDRCNQ4psJbC9DTAN\n", + "cJioMHCdLS0tMn36dLnwwgvl0ksvlXnz5kVPVnQFhz1pXQFMT+Z3MOwnGO/OG+cjLygfS3K4K0ku\n", + "N4NvXU8s/vLzc+iQS+YJnGI4eNDF/1SOy4EDlgOdYv/+OL60/Oz3pPlJLt+3PN80hZEpl0xZBWUa\n", + "L2/ffnT3uT2O/HUjIFM/fXU5ztEuwz7a/dlnn8mbb75pAp29uftEgpvIFy1a1G3L60qwzigrlBna\n", + "9Esu6Sfnn3+BvPXWW6YXYuvWrbJjxw6te/ujXgfEhvqGRvY4UPHeBnRFff7556ZiocKg4sA04OwC\n", + "Bwgaora2NmltbS0YGI8kzc3NEU3O7yQtzdnzFoIvn2ZDPN0SzId1DdYZ253cDqS5oDvPkpaeHFcs\n", + "yXVwSW5zR7HbnywTl6amppzg7CQXuMTlA92iadTX13upq6vLora2NpVt27ZF4EyqI+DynAsaVZfk\n", + "+EIpZFkuhUzrjne33S0TlJlbpihvu08aNTAE+yyz/6L9jP9hnUCdydRHra/AU4e7muTx5QKDM3Lk\n", + "SHOm7Bvf1aAndubMmaZdtGm7du0qCdC+o6xg+LAdKLuFCxea3ldrHlAv0N7DbCImIDbUbW8wsYLG\n", + "oY8LOz/Z24DKhIPggw8+kCuuuEKWLFliKpb7GGUSe0nDR3LaPXv2yO7du6UNaMXEfwwH7DHjk/Oc\n", + "aJLrjMYnSXAWmY6dLm3+5DI6gm/dCwXlasmUd8cx+y7E1zhZdu4M2ZHd+Fp8QaIQcpmppAFK4pqf\n", + "QrHBtBBMIPakF0Oxy0yuL3C3OR7wM4YY+yDYV5ngh31mf+9y9jX2va1Hbv3y1dckvuOiq8C7ZkaP\n", + "Hm3aL9/4Qtm3L36s+qYBaBPnzp0r6EHxjc+Fr/3oTlBGb7zxRnSSCNCzsHjxYrnsssvMZektW7aY\n", + "OoN9i+nRS7Gtrt7ECtvr0NtF45Ai1zjgOpatSGj05syZI5dffrk5IOPdnwecbk8/8W7QDBh3AGge\n", + "WE57WGn3J/L2zZvEXV5X4FtGkqDbtjB88wPfsgvFllFnsY1FEl8jl499wDS2tsHN/N67N2N2XONS\n", + "KEmzAlzDkoso6KXgGpdCcU1LPtwAncQ3vY/OzOti199uu1tOKFOUdaoBMPs3+I/9bepKWI98dfRk\n", + "gUsHY8aMMe2V77jz8cqIsXLhJQNiIM03bRIE2oqKCtNm2jRfO9ATwTqPGzfOmAE3HcNXX321jBo1\n", + "ytzsjt4p1BeUL+apqa2jcaAC42AvU+B6Fw4GNCLo9hwwYIAsXbrUVBj3+iSm8WHfMGlBmjsfgHO1\n", + "uBU2ea+DnT65jEJwl1cMvryS24Sy8JGczsWXr2/5heCWUWeIlX2B2MbRNtSRCXGMSHu7BzPuQMYk\n", + "Otg8orwS45MmJR9ZQS8HNlBaXMPSWZJmpxA6k481AC5uPu522u23ZWbL2pa/uy/MfzusYL+behDW\n", + "iWS98tXZE4l7TLn3OLjpaYwYNd4YhaSQ9urIcXmPExzbODPH8vKtWyHY9bFgOFd6Z8A623sc3HS0\n", + "ZbgsjbZ/+fLlUlVVJeilQj3B+OpttSZW2MsVvV00DinCzoeDRGVwL1PgKQo4T/RC2EqVDIggGUAt\n", + "7tsnXTDPUaD5xQ60cBnJ5fjyyIc7v4tvWhf71syuIJm3b32A3ebuJFbuCdwgYIGpcxvMg6F5QM/R\n", + "/gOKMQV4o+h+PStNmoZgnJnOBKBgPms+CsEGsnzYAFgMxZiNZODNhRuoTzSuQUhip8E6WaOQNAvA\n", + "LW/XHJrfMArOf1MvwvqSrFu+Ot5d4Bo8giHaMd/4JAjCacK4ZN2HWbKGCSAPaxzM9ifyLwa0Ecn1\n", + "wfDI1970pifbl2JBGeFeBtvLbMG6oBzR9uOyBZ6yQO8z6hK2uaq6xsQKxAwahz4saxxwfwMCHioH\n", + "ujbxbO9VV11t0vM1Dm7FswTB0xJWSvDxMXOAwSgEd0WjAdL/GHbzD+fpCFhGch0z2PF+MuucwTUE\n", + "AXg9t49gfHx+N//O9z64d653BvcueT9hYxl7OiIwDQcOBq8eN4bBmIV22buvXXbvVfbsC/5bNB3j\n", + "9prpYCQCMxGdxeJ3XkITUjD2Uklugsso+7RRRPAthGRg9k0TB/fsdBR3Ob7xLm1t6HWIg3Q3D7u9\n", + "wJaBLTNb1mafhPsm+m1MBPY7TF/Y2wDzgLoUq5/2mD45FNvjgACM9g3gd3LYGIXQMEUm2RpfTUMe\n", + "uFSBYx5lEeTra3MKI80kuMIwpku2ecWSyzj84he/MMYBN0uuX7/e3ECLHi2UxZat1aZ8aBz6uKxx\n", + "sBUIZxnomsLLna666ipTSeyBiYPCEg+2IB4wM0H2EzUBQKc1FRPfv8h1pq3jzIGE6eN5Foq7bj7c\n", + "AyWb7PzcbcngNw7xed3lZsoOuA1eYAjChjgP/iDfEbJNQTY48wwwZkGJehg02MAM7NHg06aBaOfu\n", + "vdLatkdadu3W/8quPYYdmrZz9z7ZFRqKvft0PgStMMBngn1+3KCfHwTHADdgukHdkgzCuckE5cLI\n", + "DujFgnx86S67duGejjh2XHDpImMgQLaBCPdFuG/jl5fcXqMgcKJ+mHpkz8o9dfVEkTEqcWAcxo9/\n", + "0xyL8ePLj3sJ4NWRwW/UeYDf+3U7sd2oq6ize7QuAVN/tVyw3fPmB/c44HiCibLtmGsIisFnHqyQ\n", + "3hWmARRiHGCK8HSFvc8BRnJz1VYzD43DSRAqYt32RtmljerJFnY+XuzhGgfcSYsKc+WVV2r6z02j\n", + "EDUMesCBoIcgDIRa2Y5qcAQIkva/JRgfgqBpCA5ek5fF5BmahyjfjhMsJxvftC7uuhtwQLmYNGuI\n", + "XIJxtiyi7Qi3K9hmlGFAptENGt5D2hD70SDuoo02zniyCIN8MtjnwgYDP8EZp8U2ojALuzXo7NIA\n", + "tKNtrzSrQWjcsVu2t+6S+hawU7aD1p3SoGnNOq5VDQVMxC41GG0Keib22GBeBLsR6ItGAy+Cr8Mu\n", + "BNuQnRpki2OX7NgZ4B/vIZy+WOwTKb5xcXZ6COd31sPdbpSDW05uOZtAGf6P0H2P/b8PJiKsPwdN\n", + "XSyMuCkNSdZtg+8YyM+nnx6XsePGmePQN94HzM8rI8eZoGwv4wAM23repmWzS8tqB+oKyg71SdMP\n", + "6DE3Z+5c02bAbCAvY2JMG9Zx82ANjRvQu9I0gEKMw/z5880NknicF5evXeOAmEHj0E3CQffYkGfl\n", + "7gcGy5CnX5IHHn3K/G5q2RFO0f3KZRwuv+JK+fzznwUHfXhAx84ubOA/ul2mnVcmZedOl3obnB0w\n", + "fEQPJINOfxgcATiDRgBdJU/+hs4/dFWQHuaL6aOAWyyrnjLvVT932vZoPSPqp8u5eO/6k6sypsXF\n", + "5OEYjaMwAQkig6DjDcFBZ7cXeWBZyO+IbhMw22rQRuvQES3XI9r4HnZAIC+c9v04I/IRBPkY7QH7\n", + "kpgegNzssext10Y07F1Qs9CkhqChtU3qm3dKbdMOqW5ola3bW2Qr/htapKaxVep03HY1FE072qR5\n", + "Z1tgIpSdxkggiBfOTszXYdpkxw4Nsg6thp3SoianGPDugpYY/ulcmvU4L4YWF12Gb5pc+NYv2N6A\n", + "HbovAkMRlI8pX1vW4X6ByUPgBLth+IyxsCZC64/WrX1O3dvv4jWjwF+fwYFO8Mknn8qYMWP1mPs4\n", + "MDUFgOPOmIToks4eM/zi8DdMWezQ8mlVo9iiBqxZy6xZ/7eiHqmBwHE16/055hjH8tBGon2EeegK\n", + "42AvF4GTbRxw+ZrG4SQIB+FdahK26QH9Mx22tOoB+KiaCfRAnAwljQMqhzUOl15+ublRpl0PSnNg\n", + "hwfaATUSCHoHEQA1EB6qnxYE4rJz5d06GIHQHABjEDJBE9NjvgDNJ8KmhXmG09vejqJZ+WT4UZYn\n", + "ZXmYn6X23XODcU+ujM1zKOQwegOycLZJcY2Im4ZttflgWQdDDsAkKPu17FCO7co+bUTBXm2ALHu0\n", + "PhjcgJ1C7F6CkLZU9MwpiZoAgF6AJDAHhrYA9BbsULPQsnO3NqBtxgjAEGwLzcLmumbZWNsk67c1\n", + "ygZQG7CxrlGqtjdLjZqIusYdUm9MxE5pUJpMb4Q2ykB/479pnHOiATgHTRocs9kR0ajHH2hobvXQ\n", + "ItubCqe+sdmbnk6zmacYtlucPKI0JXV6C6YP520A4bY2Ai0HnLSgjJqBlm+wH9Rk4LfSquYCBiMI\n", + "lkHANKYCZkLrkDUSEeipMPjrbFS/FZgPP3osJHGOkTSOHvtEXn9jjDn2Muk4vnLQftAEZfuYKn6/\n", + "MHy02V6UR6OWRYPWm+1Aywr/GzWIwkDsbm+XmbNm67H/kTFQ6PUz9wZZ85AwBIVgTYNrZFxDg/G+\n", + "+YoFxgH3g6B9T46zxgFvlFyzZo15mRiMA+41onHoRqGQYQ5qtfE9psNJ2rTC33b3w2a67laacYDT\n", + "vOTSy+T4Z5/HDl6cXSDYGTOhwW+/GokaBOIhK6Ry6G/I2VPqYibAkDizxjwZgjySRNNroO0Qy4eG\n", + "xqFMnlju5r1CngjTy4auCAJ5AhvkXawB8KPTRKhJ0MbD5tV+AKhJ2H8oaqj2aFnu2XdAdmtD2rY3\n", + "YNee9oDdOKOPs0MDuBetT7ivwEt4j4FLS4zdGTQwRKgpcGluBbs0uChqFhDwEfy3qRHYWt8sm9Us\n", + "wCisq2mQtdXbZc3WgLWW6npZr+M2qYmoqmuS6u1NUqNGo1bn396oQcwENP1vfrdqgPNTXyiNMCg5\n", + "0OXXOmzLojEnNfUB20Bdg9RYwvS8uPMUwLZ6/W9w87FpDsl5o3GZ+YJtCLaztqFJ6hqaDSiz7UDL\n", + "L0B/WzMVGq1G9BgZE4aAiroSXn7SumRMJcxlWC8D05ldj2Og5yoPuC8mIDw28nDkI9wjMFqP8SPx\n", + "cWpoUtH80buAoGxMw8ujjWFo0G2t1+2vUzNZG7JN20X8r2/RMlIDAeNU/t4sc/zjUg7uicDlF/d+\n", + "h2RQzoU1DfbdG8A33BXmIZ9xwP1tNA4n2Tigt+GeR56UPb/8VSrDXn5dNm7eGs7RfcplHC6+5FL5\n", + "9Phn5gCzAQ7BbjcCnzEScO3b5J1zymRwpQbHZUPlN86eIls1QLeHLB3yG1EAP3vKNhNEt04Oz/jB\n", + "E8ukXfOYpHmcPSkY317zrpxtx5edI2dj3ORgnMnviaEy+Dfs+CGyFPMkqYRxGCqTJp8jZee8K1s1\n", + "bR9Aug6/M0TnHbLcTLsV00TLw7Jqo3yWYjo7DvmExuOJoUGPBoxS+zZ3fYPpqtQowGTFjIIpQy1L\n", + "06Bp42gaUdxUaG8sDGjGWb05s89Hm2nIXRo1wHvRht9HgwE9AHoWnqQ5JAwoCMwIvjXbm6VKjcAm\n", + "NQTr1Sx8uLVe1lTVy6otdbJSwX/L6i21sraqTtbpNBtrtsvmbQ2yRefdqiaiBkGsoVGDmIJgFgY1\n", + "L/U6fUE0SnVdkoY4tdtl67Y4VYVSUy9bHKpq6vR/kvg0cXzTp4P8DduwLF9+GaqqdR7gzB+NA852\n", + "oAyqa1EWMBqhEYrKGr81SKKXSI2F+a/GLjBnQZ2w9SfoNYKZ8NRPW489wHi07NT6no/I6KZjjTF6\n", + "Gl4d+Zo57lzDnAGX2JIEZ/Jo8wB+b9ftq9NtrWlET1mzVFt0uLqpWQ2Eloeahx179sr0Ge/picVh\n", + "bRf3aXsR9DpkLlnYG75DNCjnAst23/hpTYIv3Td/MXwaGofP1DjExul64oZ4GodAJ9U4LFm2Up4d\n", + "/ZZsUCecxquTpsuFAwfL2Xe/0c2MlrPufE3OuGOk/PjW4fLDgc/Ld68bKt+47H656JJ+8smnahw0\n", + "wFn3j6BnusVN16Oah6VD5Dc0eC/W4Lhv/zIN6OfIpJog6BqDACOBgI2eClAZTL/EDNtrpDXGfJw1\n", + "qUZ/I4/gt7luaqbH8DYz/5InAiMyeCnmt9MG42LofDAVS6qnaFA/R96pRrou52wYgxrNRwO8mpbk\n", + "fFXGRATrZ6Y5OzAB1ki0H1gug41BGCqVzjDMBozUPjVBE3UZZYOXmfJB92xgGMJehd3txjCYM7Sw\n", + "4QoaSW1QYQQUb+B3CRvtgJ3S2KyB3wENnxdcJnBAEIiDwKBnVEANgjl7N8Ej6CHYtl1NQz1MQ5Ns\n", + "0uCzQc3Ah2oK1sAkbK6VFcryTdsMKzbV6P8aTdsmqzV9rRqIdVvrZEN1vRqOemMgtqqBCIJ5EMhw\n", + "ppwV5B22apArDBsgESzjZAJtGGQdNhdErWzeWiubYmzzpOVjW142u1QH//15WXR8lU6n4H+QTzAO\n", + "62fWPdwOmAxjJpStWi4wT8ZM6L5AGcJwBT0VgSGrVSNRB7Qe1IcmwtajwEhoPXTrpa/eKkmjm0V4\n", + "DKQRmBQfuzWAfySvjHhNjfpBM+zSYolMSwDmRSC2r+zG7zqt/zUNTVKt271VywBUbQ/Yquk1oXlo\n", + "3b1Hps6YIfvVLKD3AU9amHsdwksW9l6HQrEmwYLhXOmdIe0FUIDGIaOTahxw/8KDQ5+XDVqx03h6\n", + "5FhZsXptOEf3KVePw0UXwzgcN9e4jXkwBiI4Y0Yw3K2BcdFgDeQaJIPLGWFgdwKyCcSxAK1GAWbg\n", + "7MkakD3GwRiFJzRw+0zFgTD/ynBc9nCENQ5mGpiEStm7dbKcFZqcxYPDNB2/txrpMAMWzFdpDMHg\n", + "SrveMD8gMAroYTFGwvRsBEbDlsHecNmLzKWI4B4D0y2KHoa2wDSYsx17VhU2buZygBL0AOQgYRSM\n", + "WQgbcUtgAhKgwXfAWWQGnFU6hIbBoAEDZ6AAjWmmtwHGoVY+UFOwSg3CCmMaamRZRLUxEKs1fY1O\n", + "A5MBs7GpZrtsQSDXQIUgb3oACiU8Y84NTEJwpg6DEA/8LmFAdYgH4jSCoLxRg3PElpoIE7QTxKaN\n", + "0OkLYJMF+UfpvvwCsqcNpjfr4poJ3X5rmlxztbW2Xo1DfWjk7GUO9EbYXgg1D0DrlK1vQe+UUyd9\n", + "9VaJmQsXx1ykYY8Pr+FQcElx1OtjTHsFQ2DTg8ttrslw0Pyef+n1KCg/++JrUoueBd3e6voGqVIj\n", + "tUX/g834r215dWge8NgxjAPuV8LNo7j5PXhUNTAOeMTaPGXRA0Fbj5sjYRyS42AcrqRxMDqpxgFP\n", + "Jtz5wGCpPXJU2r74MovWn/1cbrnrIfN4FHZod4JrWqjgqBR43htdYfi4Cd4aFvQ4HNeAp8ZBD4zs\n", + "HgcNrnrGnwm4mcC71NwHEWAvV5hLERpgcTdydHlAg3e7moPgUkVN2MPwhCzVaYInAjLjfEYhORzd\n", + "FBUG78XO78dhFgarWYgZh0p5XNfjrMk1wXxLw/na48Yh2JZMD4M1DhmDgss24bLDPGAc8AIklJm9\n", + "PBHcw4D7E9DjgO5TNQ07tQFTmnZoo4gbslq1gfVhGt5sTKMc9SxoY57ENPABWWbCgCAQ9DBEPQ0x\n", + "A4GAoWjgwNlnlQYT9Big9+DDrehxqJXVm2uiXgbT0wDTsLFaVunvNWoq0OOwXqfdqPNsNgFKDQNQ\n", + "MxCBnocC8BoKDXZJ/JcRXBA4swnOzAsgNBCGWJAOiMalgmkKZzPytETp/nzN8pMgDx3vboMpAy0L\n", + "lFXQ86CmAWj51WhZ4x6L2u2g0dSDehDWkaBOZYyDr24asupy0gikEB4PPnwmAMZh/Ftvmxs+zXHl\n", + "jEveu5O5p0fz0nXC/Ru4lwPbVIdLFK5xUDYbtO7Wax3UssBlDGsccJ9WYBzajXGILleE5qGzJAN7\n", + "Z0GvAk4Q33333XTjcOWVNA6qk2ocoDXrNspTL4yQdjURH+uw5bDugFfHTJD33p/vDewnmlzG4WI1\n", + "DrjHAXfeB28EDF7ig7umzaN6S5+I9Q6YQF8zRc7RwPqEBlz3EaxqGIWzp0g1hkPzkDEJGXOwX8/+\n", + "MT9MBqarhDEIh2E6lhqjgPsikEf2cEQY0Jea4W0yCZcPys6RSdXBei4NeyHaw0sZk6qD+Ux6OJ/7\n", + "G+OCbVkW3ONgt+/g8uBmy2gdwmWhlwVlZAxW2ENjDISaL9N7Ezz6hufC8Wgi7l63RE8ZOODMyE94\n", + "RzwaP234DNqIWxpTCe+sB9pYAnOTYkR4F75ibpYzwQJd1Xq2hS5bPRvdrIF/Y029rNMAtFbPZmEe\n", + "YBRWO3wA01AVmAZcosBlAtMtrvPjjBaByQSnIsBNiRk0uCWoUSMBTADMBYJlh6mVKt3uCA3IW1KI\n", + "TRcD44rAm7clnm9yOjMt0HFYd3dbbHnUwCyEZYdyRFnXAd3f9brftzeCZjUJLVpvWrR+tWbqnBoE\n", + "f/1M1GXU7SzCYB7SmgvnOEmC43HBosWytBKXCfeb46t1J46tODscMB8etcSTJOapHGMecGkuMA5b\n", + "tRyq1DBs0bKB4d2s/6vRAxMah2lqHHB5wu1xMMYhvEkSj14njUDRaDDvKvCYONr9TZs2yerVq+W4\n", + "GofkNDAGNA6ByppaUMlPLtPfe18G3fuojHlrskyfNVcmTC6Xu+5//KSZBpDLOFzS71I5rsYheClM\n", + "8BIYEwz1AMFBEgTtShPgrUEAy9DDMGS51ExxboLUAFypB9iBZcE9C0Ea7ofAPNtkMozDZDULyMOd\n", + "5uwh8oQzrtLcHLksWlZyOCI0DpXhsDEu52SMS6UxDjof1t1Ma9cJhPMdDNYrStf5a9QoDNHfQ5bh\n", + "0dSA/Vk3R+K+DpiI8LKJecQsfEzNmC8YseBFSOaZeRgINQ/2XQPJBjEOHpEL0UbXYhth10jE2ZFB\n", + "G0eQafR9OHW3uVmNhQYMPNoXmgfcQIfgj8sNMAQbqutknRqEtVu2yRr8D1m3tdaM24wgFRqG4CxW\n", + "z2BNQLI0ST2GCwDzmYCWINtgZJsKlyBQdhQE3AxBMM6NO70BaUXgy9MSTRfm65vGgmlqLLod2+qA\n", + "GgUQlp0pY5R3aBiw7wEMA8wm6kjwrojwPRUadPE+jKBu+uptBjzeGYHHPL0EhtpH5lgJ0QAOcGzt\n", + "2LVLXnt9tCxYuMjUWfP2RxyLucBJTDsIjlOcHO1UY5/pDUQvx07zpAUez8TNnTt0PC5B4uZIPIaN\n", + "R8rxbhvcYIg2FS+h8rW3HSP5RtqOgfdc4E2ia9aslQkTJpg2P2j/1TBEHImMw5ix42Tq9HKZV1Eh\n", + "lctXyNp1641xQJ3BMWvMo9tO9EJOeo+DFd4wiJslcSNkxaJKc7D5K0v3kMs49LsUxuF4YBj0gEIA\n", + "NN8aMP/tGwXxEaLgHfbBC1WyX7ISJ3hlbeEskyG/ocZhyjbPuI4RMxghvumwrkmCdGd79MwigzUT\n", + "Oh3yRPmgnGyZaRmaN/AZIxaYh8BA+N9ouKsNb/oL0cbUEry0x0/2GwUV26gXxA5DS2urBoYQbSAs\n", + "TQoCCHofcFaGR/xgBrbUNhgDsVFNAnohgLkJUg0DrpvjUgQMQywYuSAwJdMSbNfGqhjqtzfkpK5+\n", + "e4ep1bNQl20IwEVQi2DtSe8KarbVetMttSCx/tim+u3bY+Vnyx0BGPsddaEFqPm09cW+odKCOmjq\n", + "qVt3Y3U6N/Y12QZtj9xjo1DQRi1fsVImTZ4io157TV7LAcaDkaOUkaNkxMiR8sqIETL8lVflxeHD\n", + "5YWXhsvzL70kz734kjz7vPLCSzo8XF7S8cN1uhE6z8jXXpfXR482n/QeO3aseXslPlndZYwf32XM\n", + "mDlT1q1fb3oe8ORHsreBPQ5x9RjjYIUnGiBfMO9OchmHS0PjYN75r0Ev+EDRfg20QTC0ryKOBVoN\n", + "noVg58mL6X04RyZv84zrKFjnYkjMn9wW3AwVDTv52zIKzFZovsy77vGqZbziNwCvRLYEjSUaTnxr\n", + "ICDeCOcGr0O2ZL+COAfaMADXOMQIg4Y1Eo3NwRmovXxhDcRWDULo3sV9B/a+BdvDAMPQoNMHgQiP\n", + "v8GIBL+DXg0EKT8NjQhkxbG9oSEvCJYdoa4ewTYOzEAx4BsAvvTOsq0WxiHAN97irru7bSgXW4Yo\n", + "e7OvWmAcWkxdsHXE1h23zoFdIKyPbj2O6nYRoE1yj49CwLFmX8JUDAiamA+XGXACgMcr8XZM82SU\n", + "Gn5zyVYNP+6Rwgvx8P4GzPOR6WH4xDypkOG4aTu7AtyH0NWgzfKVAeA9DhnROKSQ1zhoJQt6G0Lj\n", + "oP9NQAQIjgiSNqB6gmpO7DwxtskU9/KAMmSZb7qOEzMFFqTnICsfz7bYaW25RMYhLD9rwIxxCLHm\n", + "wRgIp8EsmrBxRqOdbMhz4poHBxscDDjDDEHgCHoibA9EEPC3a5BBbwIMgovtYYiduZqzVw1C1oyE\n", + "w66JsPl2ijD45SNpJrJAME3gBtoIJxAXgwniPjzTFoTOm8skuLjr726zLRtblnjSypoGW0fceuSa\n", + "V2MYfHVUMUYAeAJ+PqK3KDrHTKfZAzJ5o6cD24ZelcYm3NeDR1HxZEmDmHtB1BzDLOMtpLhsslvz\n", + "CO5tyDxJYfAE5FKBT1VkROOQQj7jAHeKgGeCX/g/Zh4UNwBnBdgcuPN1Je66dRW+5bjb4k6TnNeW\n", + "neltQEPj/DY9D9pgRQ1qkcTO6NBooxEvABiGXNgeCB9BD4QN9tY84FKDe7khGEZ6pqs7NAsIQA7I\n", + "y+Sn+QDUwa7EPqOfRgMCZQ58xiENmIdiyTIMCXzzFEIhebnr7m6zWz4oQ2McdB/ZfYZ6gHri1im3\n", + "Hvrqqg83aBeLPX66gsBEBAYFRgiXYXDzJ3rV3Ht68GgqnrzAPR142gw3P+NSp3kEU9vRKACH70Qo\n", + "Rfgeh4xoHFIo1Djg4LIBD1gDkTQRwA2uhZCcvzO465WGux0uvmktvmW56+5Ok5zX5m/LMNZgobFK\n", + "NKaF4DbSSdzGPEnSIOTDNQyxYA9Mj0FgCILeh2wyvQuBaXDziPIKx58I0wDcIOjDDZg+3OCaj2Rg\n", + "LgRfgPfhmzcXvjws7nTu+rvbbcvHlqNrHtx6gXqCuuXWQV+dTcM1A8XiHkudBflhfcy9QrpduPkz\n", + "6HXAo8hN5g2btfVan5p1u3fqNu7V43q/tmF64nDocJ4XPmk7WxLoutI4ZETjkEIh9zj4DlAbDEEy\n", + "UJ4M3PUphOT2WHzTAt8ygW8aN83iW5ZtqIrFbaDTSBoGkDQFhYAGIxnok2RMRMYEBIRpiemT2J4G\n", + "iw1UXYlrFJK4wdKHG1jz4QbkQvEF9lz48vDhmzeJndbdBrvdtnxsGVrjkDQPtq649c9Xb3NhjUBH\n", + "8B1bHQF5YV1wcyduKMYTSHhM2TxJhBdg1TWZ/3iiBI9y7tnbbp7KwE3S5pPaSbPgAe1tT4ffqsiI\n", + "xiEFVJRcxgE3+hRyoPqCZT58+XSE5PoVittwWXzTAd9yk/i2yZeG/HzLLgS3cc5FZw0DKMQ0dAYb\n", + "hLrDOADXLLi4JsGHG1Tz4QbuQvEF9ELw5eXimycNTO9uB7bblo8tP7t/ksbBmgdb32wd9NXffCSP\n", + "u2JIHmfFgvsdsA4wDrhUYYxDM4xD8BI0fC8F//HOCry8be/ednOZAk9U4TKFzyj4SAbqnga/jpkR\n", + "jUMKqCj5jEO+A9p3EObDl09HsA1OR3ADbaGNnW8dLLm2zab78iwE37rmojOGAdiAkAz2ncWahSQn\n", + "0ziApFnw4QbWXCQDeCH4gnkxdDZPdz5sA7bXLR9bhq5xAK5xANY8dMZAJI+dYrDHYEfB8q1xQE8Z\n", + "jENDaBxwmQJvUsVbJnfCOOzbH9w47RiHZBDuafhigAumoXHIiMYhBVSUQoxDEt9BWwi+vDqKGyg7\n", + "gtvIJRu7NHzr4ZJve4vJy+LOUyiuCSgGGwgsbtDvDEmj4ONkGgeQNAo+kiYhDTcQF4ovoBdLR/NM\n", + "zodtwPbasrFlaPcR9pfdt7au2DrkO5589TofyWOpGHymoBCw3GKNg3lLJF7+VALGAfjigAXjaRwy\n", + "onFIARWlI8YB837yCd5GVroky6I3bJPFt20dwW1wTjRud+7JIrorvpPgmCpl7Hb4ygi4+y1ZZ3z1\n", + "saME70ToPuxy8ebHoE5+LB8peDvk4SNH9T9uItTt/ESnP/6Z+Sz150CDKW4qLBVgDvA/ue+wzTQO\n", + "GdE4pICKgoaiGOOA+SZPniy33norIYT0Km6++RYZOPBmuemmgTLgxptkwICb5PoBN8p1N9yo/2+S\n", + "GzV94M067W23y+133CF33DFIBt15p9x1110lRXl5eZZ5oHGIi8YhhY4YBzhyHGC+/AghhPR8YB5o\n", + "HHKLxiEFGgdCCOl7WOOAGOBC45ARjUMKNA6EENL3yGUc+B6HQDQOKdA4EEJI38MaB745Ml00DinQ\n", + "OBBCSN8jMg6JJ2ZoHDKicUiBxoEQQvoed955pzEB7mPEAMaBX8cMROOQAo0DIYT0PXIahyuvpHFQ\n", + "0TikQONACCF9D7x7AibgiJoFF6TROAQqa2pplZ4EjQMhhJCTxaBBoXE4gjedWo5ExmHM2HEydXq5\n", + "zKuokMrlK2TtuvXGONTU1kl9Q6M04tP5ntjWm2CPQwo0DoQQ0vdgj0N+0Tik0OXGYcswOa2sTMr6\n", + "l8fSy/tr2mnDZIuTRggh5OTAexzyi8YhhRNiHE7rL/1PO02GbXHTTlNoHAghpCfApyry66Qbh89+\n", + "9kuZsmhTBIwD/r81Z42h/cBh78490ZwY4zBMyoepURi2xaSht6H/sCAdxmGLjitDr4TBMRjHyqV/\n", + "lJ6ZZxh6K8r6S7nNP5omTHMJlx/ME+ZTHozzLjcyOnbaLTIs+u3kmZwvSnfXnxBCSgO+xyG/Trpx\n", + "gEl48LW5Mkn/J0E6zINv555oTpRx2GJMgAZ2OxylJ6Yv7x9e1ggCdhSsQRiwM2mBsYgZgcQlkax5\n", + "kH+u5Zrpw+CPNPe3ux12Pnc73HnteEIIKQH45sj86hHGYYJyXH8nQXrvMw7hfQ02iGcFXHsGryDd\n", + "He/JK3U42euQax4zfY7l+n4n5zF4ejoIIaSE4Lcq8qtHGIdxymH9nQTpvdE4BIE6DLKxQJzo7rfp\n", + "dj5LMs03XKhxMNPmWa7vt5tGCCG9hFzGgV/HDNQjjMML89bLhs9/kQXSe6Vx8KUnxpvLDWY45VJF\n", + "LK8CL1W48+Rbrpvu/R1fZgxMw0sVhJAShMYhv3qEcXi5YoNU/+JXWSC9zxgH/W0vYYDT+vePB+sw\n", + "Hbg3VMbyiabxXDJILj/fct3pc/2OlqnE0mkcCCGlB41DfvWYSxWH9HeSXnWpghBCSI+HxiG/eoRx\n", + "eOC1ufKO/k+C9N5kHKIz8xR88xBCCOk+aBzy66Qbh9Z9R4x5sCTf41DduMu7c080J8I4EEII6dnQ\n", + "OOTXSTcOSfFbFYQQQk4WNA75ReOQAo0DIYT0PXIZB77HIRCNQwonwjiUz5xLCCEdwtem+Bg+fLjc\n", + "f//9MmjQIOKAMkHZ+MrMxRoHvjkyXTQOKZwo40BRVO/XiBEjOh28MT/ygQo1Dk8/84y88sorcuDA\n", + "Afnyyy+JA8oEZYMy8pWdJTIOzncqaBzionFIgcaBoqiO6NnnnuuS4G0DHfIr1Djce++9cujQIRPA\n", + "0EaRDCgTlA3KyFd2Fn4dM79oHFKgcaAoqiPqquDtBrpCjQN6KmA6fPmRT03ZoIx8ZWfJaRyuvJLG\n", + "QUXjkAKNA0VRHZEbvJ+ffkiGTjoo943dL9e/vFcuHrpDTrtxnaza0iYjp66XwaNXyCOjlsr9ryyS\n", + "e16qMNz1wjyDG+iKMQ5ffPGFaYtINiibfMZhUGgcjqhZcEEajUOgsqaWVulJlIpxOH78uOzZsycG\n", + "DnQaB4rq23KD98DhO+WiwQ3yk/urDec8VC0XPFotv9bg8tkvv5Sjn38p+499aQzDz3Sej3/2hRz8\n", + "NMANdMUaB984cqww4zAoNA5H1DBEHImMw5ix42Tq9HKZV1EhlctXyNp1641xqKmtk/qGRmlsbvHG\n", + "tt4EexxS6A7jcHrZAKkIf580NQ+X008fLs3hYLfKt+yuWp/O5NPZeYvZr8Uuq6vKhzphcoP3aT+5\n", + "Tt6fO1fm6FnqgoULZe2HH8qb784zxuHzn/9KDh/7uTTt+0RmLq2RT3/xhTTvOSwbth80YP6OGge0\n", + "Xz2GzU/Jaac9JZt947qZgowDexzyisYhBVSyE24cEABMoEm+fvp0Gd5dkaGYQJSc1qy7u64VMqCz\n", + "QbOY9cmlzuTTVfPity0P89vdx056vmUl88w1fdZyymRAvh2SzLOQdaJShcCEAILr4jAO4F/PvEEu\n", + "HvCwMQ0H7ukv+/ufIfsu/KY0fPd/y/JT/lTmLK+Vm4fOkBufmCY3PD7VgPmRT7HGwS77hLPpSTk1\n", + "UdfKyk6VJzd5pjv1Sdlk/7tp7nTdgC1PX9lZeI9DftE4pNAdxmEAGueT3UgXtfy4MWgefrrOe3om\n", + "MBW7Lb7pu6o8OpNPp9ZBy8jO6+aTzLNigJRhuJBl5conqeT4YvOHCpmHSpUN3mg/Fq9tkl9++Wv5\n", + "xa/+jwG/9/70x3Lwjedl79A75cOv/3c5Vv2hLF6zPetSBebvqHHAvCecDUM1+A+VDb5xLr7pCp23\n", + "i+m0ceBTFUY0Dil0h3EwSm2kEaTL5HR7Oo/pwrN7BOyMww/P+E0+AzRoBekDKpplePQ7e3w8PVy+\n", + "WYYd7+/1qBiQSa8YoCZCA2C0ju7vWF7xs+vhA8I0d9kIpFhmBdLc9XTWw5cnlGNZsbxtPpFSytis\n", + "QzBvrKyRZvLNUc6u3HVwfxuFJiw5jV1WtH2Z/MHpWubB9EF6ZpnIL77uRth2TJRcfjScyH94RWJY\n", + "5/CtVzh/sC8Dsra/j8oG78OHD8uQ0Ytl98GPpb7tqGzbqW3KJ7+Q1nO/Ju03XSh7L/mOtF31E5n1\n", + "P79iLlXgnoeWvUeiSxWYv6PGAfOecNYHwX992rioziiYLpp+vQw9NTPu1KHrs+c/QRRiHPgeh/yi\n", + "cUihW42De4AB28CbcWio0bj7Ap/KDQw2OLqBEr+RnzseMtO4gSsMZOFoGxiSizS9DCYTXacB4Xzh\n", + "dBUaRILgEQRkG0hM8I3W0Qkwdhkm3QlIznqaeaP18+SZa1nJvH2KxjtlnDKvMUomLUc5mylD2XyS\n", + "v81guF1Retr2mQF/Plimncb+xnjNJ1OfEtsUTJ2eJxQbLnBf+ra/jwqBCUGkublZBg6ZLoOemyN3\n", + "vTBHnn9rmayp2ikffv+fZPH/+H1pPfW/SduZ/2wuWWB464L58tqUlXLT4Mly6V1jzfzIp1jjgHla\n", + "W1tPPMsekVNidU055RFZ1jpeLtXfl453pkO6/e+mufl1A7Y8fWVnoXHILxqHFE5+j0Mg01DrQRid\n", + "FUNhox0drJjfzcf3O2s5CAgaVOwZajJPgyfgYjobOEzUQMC1gTecPrksk3cYdLPSE8spat486Wnb\n", + "kFBWGUd5BkEzdf3SfkfS+d3xJq+Q5HzJ+c304XLdcbHpsH7BNJFp8+WTlr83T1W+cbZ80+bp47LB\n", + "G23GtY9Mji4/4OkJ3AxZ8a2/lX3zJ8tbf/0Vqfnqf5Wd3/mf8v7f/ZGM0uH1NUdk6vKP5JUZbWb+\n", + "Hm8cfME/mU7j0OtE45BCTzEO5kwuGdScM/Jofjcf3283zchjHGLj0xQGK10ve7bZPHyArk8iSLp5\n", + "YThHsKlIO7uGcs1bQHos7zT5ytjN02xzaCDccWm/I+UoEyubnhyPYSzP/k7JJzAM4T5BQjIfu798\n", + "+afkmXdcvvz6uBCYPv/8c2loaJCrH5gQPSmxdMt++bDusEyY9aH88pe/lB0zxhuzMOl//qGM0P/b\n", + "mvbKks3HZOSMXfLkhEYzP/LpiHFAb8UJZ8lDGvwfkiX50u2wm5427wmms8aBX8cMROOQQs8wDjYg\n", + "4L+/yzm7y9skZv9OLsd2LUfpWIbT9ZxDuM8BN0VG5kXzwnCmVySeV6x7210HZxgB0MyfmCaaNy3P\n", + "ApYV5R1MkAnIRpg/pYz1/4Bom8JLGe49BO66ur99ShsfpadtnxnwmwjIjMthetz97Gy3yd9OlxgX\n", + "H85fvkbJ4T4sBKbPPvtMamtr5dK7xkn/h94xBgLc8OgkuXXIZHlk+PsyadYHsm72THk5NA0TZ681\n", + "4y66bZScNWC4mR/5dMQ4oL064Wjw/+pXNfhnjRsn/cq+Kg8tCYaXPPRVKcN07vT4XdZPxsXmO/EU\n", + "YxwQAyw0DnHROKTQrcZBG+aoC9uAABZvsE0ACBtzBEI7bXSznNtw+35nLccTiJLT2PSEYkEHCueL\n", + "1hWK5eVZFhQbDrbXbE80X2IdfHlCeZcV5m2NSTRvShlH8wbj7bpkGZu031b5xkPJaaLlOdunsvs8\n", + "c3OklXNvhhl084jnY/ZbmJ7MJ8o/zCg27Fuv5PYkh/uwrHFAYLno9tHRpYo9R78072zod+cbMmXZ\n", + "RzJj5UeyquZTmbv2sDEMSBsz74CMnNVuwPwdMQ62t+OEs+hBDf62Xli+Kg8u0nFjLonSvnrJJWoY\n", + "HpRFmB7/w/nHXBKOf3BRdt4nCNuD4ys7i884AHxWm8YhEI1DCt1mHLpLbNh7p2yPQjhInXwhMKF9\n", + "qK6ulvNvGRVdqli4YZ8BaaNm75cX3m2Rl6Y0yrMT6+Scm16V5yY3yeBx1fL42ADMj3w6Yhzq6+uJ\n", + "h0KNA0yCm0bjEBeNQwo0DlQpCD0DsZ4e6qQLH6VCm4H2o6qqqsNgfuRT7Eeu7GWS7iDT0xDHN21P\n", + "wPbg+MrOQuOQXzQOKfQ640BRVLfoueeek5dffln27t1r2omOgvmRD/Ir1jggqJFsaBy6RjQOKeQz\n", + "DjAJbW1tMfBRGhoHiqKeeeYZ01OAINVRMD/ygYoxDjAduMxBskHZoIx8ZWfhPQ75ReOQQi7jcEm/\n", + "fmoSPpWdO3dF7FCOHftEbr7llqy8LDj4CSGkI/jalCRddZmkN+Je+vGVnSWXceB7HAL1KOOwr32/\n", + "nHf7i7KrbY93h3YnuYzDxZdcotN8Iq2tO2J8/PExGTjw5qy8LEOeHk4IIR3C16YkQQ9FV1wm6Y3Y\n", + "Sz8oI1/ZWaxxOKoxICJ8HJPGIVCPMA4wDI8NeVbufmCw3P/Y0/LAo0/Jnfc9Jlu21nh3bHeQyzhc\n", + "dNHFZppmfHfd4ejRj+XGmwZm5WUp9OAnhBCXYtqOYcOGdfoySW8EZYKy8ZWZS2QcnJc/0TjEddKN\n", + "A3oX7lLDsK1lh/xMhy2taiYeeeIZ2bBpi3fnnmhyGYcLLrhIK9IxqW9oinHko6Nyw4AbvfkBe/BT\n", + "FNU3hO5t3DiNdgRfWLTd3ha0B/a/C+6Xwn1Uhw4dMsM86eg+7NcxfcaBX8cMdFKNAwr50SHPSi0u\n", + "TehwkrZjn8itdz1kvmrm28EnEhzMacbhvPMvMCZhW11DjMNHPpLrbhjgzQ/QOFBU3xKNQ+nhflY7\n", + "yzhceSWNg+qkGgf0NtzzyJOy55e/SmXwc6/Icy+8LBMmTOhW3nrrLRk/fryMGTNGXnvtNXnllVfk\n", + "2WeflUceeUTODY1Ddd32gNqAQ4fVOFzfSeNQ7PsW+H4GiuqxonEoPQY5xsGgpgHQOGRU1tTSKieL\n", + "ydNmyjOvvykbDh5J5dVJ0+XCgYPN0xbdy2g5687X5Iw7RsqPbx0uPxz4vHz3uqHyjcvul/POv1CN\n", + "w8dSU9cYo6geBwT82EtTUl7l65M7Tb7ps5ZTwAuDknkWsk4URWWJxqH0GDQoYRxCrHEYM3acTJ1e\n", + "LvMqKqRy+QpZu269MQ41tXVS39AojbjnzRPvehMntcehbnujPDj0edlw6KNUnh45VlasXhvO0X2C\n", + "a4R7RAVCZTpw4IDg62pr166V8y+8SD76+JjUNbZkaGgxZuKGATdlVURLlnFwg7H7MaJ8QdqdJt/0\n", + "yfHF5g8VMg9FUVmicSg9snocEsaBPQ4n+VLF55//TO58YLDUHjkqbV98mUXrz34ut979sHx87JNw\n", + "ju5TLuNw0cWXyDE9sJt37IxxVM3ETXkex8R/o6xgjA8quR9YUuF31FNgP1aEjxpleg8yHysK0jO9\n", + "Ccgv8TVHCAYFE6Wag0T+wysSwzqHb73C+Yc7H+Diq5Cpvi4ah9LDvceBxsGvk/5UxZp1G+WpF0ZI\n", + "u5qIj3XYclh3wIixb8v8RZWYrNuVyzj0M2+OPC67du9V9kTgpVC35HhzZC7jEH1xMkqPf7kx+pxx\n", + "MJCZ1/1tTYH7G+OjIA8Sn44Opk7PE4oNp6xXuBybHvWghIMU1ReVzzggDTd/47/bVtA4nDxyGgc+\n", + "VWF00o0DhEsReIfD2AlTZPqsuTJhcrkZrjhJpgHKZRwuu/xyOf7ZZ7K3fX+MT49/JrfdfkdWRbRk\n", + "GQc3oCeDti94++6DiE0X9lrgl/34kS+ftPy9earyjUv2lEDJYYrqg8plHPDUFkzDww8/nGUeaBxO\n", + "HnyPQ371COMA4XLEkmUrZYYaBxiGQ4ePhGNOjnIZhyuuvNJcZjlw8FCMzz7/XO4YlP4e9Fw9DpFs\n", + "ui8Q5zUO1jBkDET2csJxvvxT8sw7jsaBorxKMw7WNNx9993y+OOPy6uvvhozD50xDguWLJNZ8xbI\n", + "zDnziQPKBGXjKzMXvjkyv3qMcehpymUc0F2F9MM4+B0+1zR0cyUroqUo42ACfI5LFWnGwIwL70Ww\n", + "w+549yZMm4cqulQSDMTGxYdzXKpIroc7TFF9UD7jYE0D3mSIR7zffvttmT59urz77ruReeiocXh/\n", + "/kLTg/uJzvvll18SB5QJygZl5Cs7C79VkV80DinKZRyuuupqU7FwgIMjRwIwLSpdsiJaijMO4W97\n", + "KcMN5Cr0LCA9c3OkFW5uDO9jMINuHvF8TNAP05P5RPmHGcWGfeuV3J7kMEX1QfmMA8wBvpmA98XM\n", + "nTtXlixZIitWrJAPPvhAli9fbsZ31Di8N7dC5zsuX3zxhfmENMmAMkHZoIx8ZWfJZRz4dcxANA4p\n", + "ymUcUHlMV5bnGljBxuFEiTclUlSPUa4ehzQ60+OALnmcXfsCJ/nMlA3KyFd2FrTh2G9uGo1DXDQO\n", + "KSpV4xDdFElR1EmXzzi4oD2w/11oHE4MNA5dIxqHFJVsjwNFUT1GNA49CxqHrhGNQ4poHCiK6qxo\n", + "HApg/0aZNWuj7PeN62JoHLpGNA4ponGgKKqzKgnjgMAd+8jfLNm43zPdicIYhyo5+utfyc9947sQ\n", + "GoeuEY1DinIZBzySA5OAm5xcMC2NA0VRViVjHBC4w3WWY9Xy/oSV0vpzz7Qngh5oHJInhth3SOPj\n", + "mIFoHFKUyzhcccUVJv3gwYMxPscLoO4o8M2RFEX1epWUcYgCd6NUTlghu+RL+YUd7+2NwHSZnorK\n", + "xuS0ldIY5b9RNlYm0px5J/Qg44A2HG05nnBJnhii7adxoHFIVS7jcNlll5lKuG/fvhg40G+77bas\n", + "imihcaCovqWSNA6NlRrIt8hHxjjAHGiw//mv5NfYIPRGvL9Vjvx8v2ycBbPwC53Kqk1WqAmobA6m\n", + "PVb9vkxYuUN+EZqElbt+Jb8yE++Q5c50QZ7VcqyHGAe04ZgW+8wFaWj7aRxoHFKVyzhccskl5sBG\n", + "pXHBdAMHDoxVQhcaB4rqWyoZ42DP/AFuVPyFRngE8uQ4wwrZdbRKzcZmOaKR/8tfOPkYwxGmmXlX\n", + "SttHWwJj4qYnp+tBPQ4333yzKf+2trYY2B9o+2kcaBxSlcs4nH/++aYRqKuri4HurOuvvz6rIlpo\n", + "HCiqb6nk7nEI729os0HcHefqWJXMTgb7pAHAMExGclrfdMm8ThCFGIcbbrjB7KuGhgZDY2Oj+Y97\n", + "HdD20zjQOKQql3E488wzzT0NGzZsiIEKhLtukxXRQuNAUX1LJXmponmF6VVoMeOD+xhwmSEe1INL\n", + "FfH0+LT7N86SCcta5ddZJgPTzZatR53p7HhjNsL7IEC+4SIpxDj079/flPvWrVtj4J6Hs846i8ZB\n", + "ReOQolzG4Yc//KG5pwHvl7fgHfO7d+8218CSFdFC40BRfUuleXOkBvMts9U8zJYtuBFy/xaZ7V6q\n", + "sO9c2L85lh7cHOlOWynNv/q1iL1U4fYoNC6P5ptVWSmzZm8N7nEwxiB5Y2aO4SIpxDjgBsj29nZZ\n", + "t25dDMSAH//4xzQOqrLgQ0WkGL773e8ak7Bw4cKIBQsWyM6dO+Xiiy/2VkZA40BRfUslYRwAbn50\n", + "A7vycwR9+bX8Co9l2psjrey0iXRzz0IsLQzwnvw/w30UoX6t6xyNN/M7xiDfcBEUYhxw8rd3715Z\n", + "vXq1+fCYBWbiBz/4gTcmABoHkpPvfOc7smvXLuM8XeA+L7zwQm9lBDQOFNW3VDLGoY/QUeOA3zAO\n", + "3//+970xAdTU1kl9Q6M0NrdIU0trr6YMN36QbHAzDG54rK6ulk2bNpmuqcWLF8u0adMi4zB//vwI\n", + "GgeKopKicehZFGIccl2qwGVqtPXupQprHPpUj4MvaJLcxiFzqWKRLFqUgZcqKIpyRePQsyjEOPhu\n", + "jqyqqjJpZ5xxBo2DisYhhVzGAd1V6MqqrFwmy5YtMzdG2psjL730Um9lBDQOFNW31N3G4b25FTrf\n", + "cfniiy+8gbMvgzJB2aCMfGVnweOYePTSjQfbt283+++cc86hcVDROKSQyzjYpypWrlwpKxT8X7Vq\n", + "lTET6ObyVUZA40BRfUvdbRzer1gkK1avlePHg7NrkgFlgrJBGfnKzmJf4ofL0fblT+hNRtoFF1xA\n", + "46CicUihUOOwUg3DqlWrzc0zNA4URbnqbuMAZs9faM6q0SVPMqBMUDa+MnPxvXIa9zxgf1x00UU0\n", + "DqqysZ6g2TnGSj9TkP2k6/O2LJaHTnGX0fXLDIzDaLnI5HuBvOgYhx98/wfGJCxfHry/Ae9xgIlA\n", + "A3E53+NAUVSok2EcSOdwP3JlwQv/YCZ8r5ymcciJDdZl0m9sYtzih+QUFN4pD8nikjUO8TxzGQd7\n", + "cyRuiESaBV1b/fr181ZGQONAUX1LNA6lR9pntWEmcA8bjUORPQ6LHzolKKR+Y73ppzy0OJZ+4kga\n", + "h67AZxz8lyq+/a1vm2tec+bMkblz5gb/586R1tZWcw3MVxkBjQNF9S3ROJQeMA7Yb24azAOMge/r\n", + "mH3UONiAeYo8tNgG0fAM3vQguMHVd2afDOLZQX1sPwyHWNNheykiE+JZj7H9MvMpGWOSZ5mJ+UDU\n", + "S+LN087voNu+oG6B3PdPGHZ7HB6Qf//3f5eWlhaZriZi+vTp4f9pJn/cdetWOBcaB4rqW6JxKD18\n", + "xgH7jsYhI9PjkNVjEAZXXw+CNQFRIE41APEgbvNa/FC/wBjkMw4YHxmXPEYha9iSMDpF5Bn0OCSN\n", + "w1Pyfc3v3/7t30z+77zzTsDEiTLx7belvq7OPOfrVjgXGgeK6luicSg9aBzyK7xUEe9hCMyB2wPh\n", + "YM/Yw4BvTUfmvodEQLbTJ3svCulxcIivU+6gb+fJXrc4ufL0GoenzjT5fe1rX5Pt9fUyftw4w7iQ\n", + "bdu2yY9/9ONYhXOhcaCoviUah9LD3uPg7icah7iiexwyQTQMoMlAH+GexfsCdnaa7aUICNMLMA7x\n", + "+dxxyWX41sN/uaXQPH3GYcLAvzXznHbaaVJbWyujRo0yjBw50oA3jP3oRz/yVkZA40BRfUs0DqWH\n", + "zzgcOXLE3BxJ4xAoc3Nk1DNwignovssUFht8+z0UBP/4tL4gHhC7JJLHOCR7CzLGxp023Tj4ehuK\n", + "yTNfjwN6F1599dWIV155xbyWFJ9d9VVGQONAUX1LNA6lB4wDTADMggX7AY9j8qmKQBnjEAVON5im\n", + "YE2Gd9p4AEawjoxF7H6HxP0HUZ6ucbB522n9QT5r2JqSRG9D7jzjRiLXPQ7/+q//GvU42N6GUSNH\n", + "mR6Hn/zkJ97KCGgcKKpvicah9MB7HGAS8FErC/Yf9gff4xDIMQ6ZM/L0yxQWG3R906YF9ZCoh0Fx\n", + "DYjmM9Yb2APwfoRCjUO0HQ5xsxIQz1OxhgPo+nifqhj+U/n617+upqJO3njjDcPo0aPNf1Sks846\n", + "y1sZAY0DRfUt0TiUHnhzJMoeL/mz4L092Cd8c2Sg+CunYz0CTnofJOhx8L/H4fTTTzcfPcENkePH\n", + "jZfx48eb3+iFOPtsPo5JUVQgGofS4+abbzb7BI/cW5qbm827HPitikAx4xDdu5DyFEJfIpdx+MY3\n", + "vmHGv/XWW/Lmm2+Z/6C2tk7OPfdcb2UENA4U1bdE41B64OuYeM007mOzwCRgX/DrmIEyxiHqprfd\n", + "/32bQozDhLcmyIQJATAOmJ7GgaIoKxqH0qN///5mf61fvz7iww8/NGl4Tw+NQ/JSBYnIZRy+GRqH\n", + "t99+OzIOgMaBoihXNA6lB75wjHsali1bZj5iCPAb9zrgy8g0Dmoc7EaTwvnWt74lTU1NmTdHKhMn\n", + "TpT6+no5//zzvZUR0DhQVN8SjUPpgXc14IOFOFG04IOGMBPf//73vTEB0DiQnPzHf/yHuWEGvQ/T\n", + "p00336vAb/RU4K5bX2UENA4U1bdE41B6WOOQ/PoxjMMPfvADb0wANbV1Ut/QKI3NLdLU0tqrKQvr\n", + "N5UQXCPcI1wkKhOe5cWdtWvXrjXdVahY6LKyzJ0713wdEy8ISVZEC40DRfUt0TiUHu6lChdcqsAL\n", + "/pKXKrBvN1dt7Vs9DuF/KqFcxuHMM8+Uffv2ycqVKyNWrFhhGoirr746qyJaaBwoqm+JxqH0wM2R\n", + "7e3tsm7duhiIAXhPD40DjUOqchkH3MeAA3rLli2GzZs3GzDN9ddfn1URLTQOFNW3RONQetjHMWEM\n", + "XPDqabT9NA40DqnKZRzw2lEc7MmnMNAwDBw4MKsiWmgcKKpvicah9EAbjpc94QZ4gHYfYJzvldM0\n", + "DlSkXMYBN8/goG5ra4uBgx2vK3UroQuNA0X1LdE4lB72ldPYby7Hjx/3fh2TxoGKlMs44OYZfAQF\n", + "18EsuOcBFQsfSElWRAuNA0X1LdE4lB72I1fYZxa0//isNtp+Ggcah1TlMg5XXXWVScdB7YKKhU+y\n", + "JiuihcaBovqWaBxKD7ThaMtxn4MF+wFtPtp+Ggcah1TlMg54cgLp7vfaAdJoHCiKsqJxKD3QhqMt\n", + "x/6y2PYdbT+NA41DqmgcKIrqrGgcSg8ah/yicUgRjQNFUZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1o\n", + "HPKLxiFFNA4URXVWNA6lB41DftE4pKgQ4+DedQv4VAVFUa5oHEoPaxx8J4Y0DoFoHFJE40BRVGdF\n", + "41B65DIOfBwzEI1DinIZh6tC43BIzYILjQNFUa5oHEoPtOGfa/t+WM1ChLbvNA4Z0TikKKdx4Aug\n", + "KIoqQDQOpYcxDokXQNE4xEXjkKJ8xgEV6+DBgzGQduedd2ZVRAuNA0X1LdE4lB5ow9GWuyeFALHg\n", + "ShoHIxqHFOUyDldeeaWpWEhzwfvNaRwoirKicSg9rHHwnRii7adxoHFIVT7j8JlWov2a5gLjMIjG\n", + "gaKoUDQOpQfacLTvB9QsuNA4ZFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGYFx+EyNw341\n", + "DA7GOAyicaAoKhCNQ+mBNhxt+YEDahgigq9jou0fM3acTJ1eLvMqKqRy+QoTGxAjECsQMxA7fDGl\n", + "N8EehxQV3eOgDQN7HCiKckXjUHqYHgdty9Gus8fBLxqHFOUzDqhESAOoONY48B4HiqKsaBxKD7Th\n", + "QY9D0L7zHods0TikKJdxSD5VYSsYjQNFUa5oHEqP5M2R2AcAsYBPVQSicUhRPuOAdFQmW7kAKhvf\n", + "40BRlBWNQ+lh3+NgDYMFbT7f4xCIxiFFOY1D+ObIg1qZXGgcKIpyReNQekTG4bDzZmDdDzQOGdE4\n", + "pCiXcbDfqnDdKKBxoCjKFY1D6WGNA98cmS4ahxTROFAU1VnROJQeuYwDv44ZiMYhRYUYh2TFonGg\n", + "KMoVjUPpgTYc7bv7ZUwah7hoHFJE40BRVGdF41B60DjkF41DimgcKIrqrGgcSg8ah/yicUgRjQNF\n", + "UZ0VjUPpQeOQXzQOKaJxoCiqs6JxKD1oHPKLxiFFhRgHHNQuNA4URbmicSg90IajLU+eGNI4ZETj\n", + "kCIaB4qiOisah9Ijl3HgexwC0TikKJdxwJsjP9d0vjmSoqhconEoPaxx4Jsj00XjkKKcxkErDyqW\n", + "+50KfquCoqikaBxKj8g4aNm74GSRxiEQjUOKCjEOSHPh1zEpinJF41B6JL+O6Z4Y8uuYgWgcUpTL\n", + "OOCb7DAJqDAuNA4URbmicSg90IajLU+eGBrjoG0/jQONQ6oKMQ7tWmFcjmvaIBoHiqJC0TiUHmjD\n", + "zYmhtvkuSKNxCFTW1NIqJJvG5hapb2iUmto6UynWrlsvSyqXybTyGRnj0K6GweH4cTUOg2gcKIoK\n", + "RONQeqANN8ZhvxqGiKBHGW3/mLHjZOr0cplXUSGVy1eY2IAYgViBmIHY4YspvQn2OKSIPQ4URXVW\n", + "NA6lB3sc8ovGIUWFGAdUGBek8R4HiqKsaBxKD97jkF80DinKZRz4VAVFUYWIxqH0QBvOpypyi8Yh\n", + "RYUYB1/F4nscKIqyonEoPfgeh/yicUhRTuPAN0dSFFWAaBxKj8g48M2RqaJxSFEu48BvVVAUVYho\n", + "HEoPaxz4rYp00TikiMaBoqjOisah9MhlHPh1zEA0DikqxDgkKxaNA0VRrmgcSg+04Wjfjxw5EkHj\n", + "EBeNQ4poHCiK6qxoHEoPGof8onFIEY0DRVGdFY1D6UHjkF80DimicaAoqrOicSg9aBzyi8YhRTQO\n", + "FEV1VjQOpQeNQ37ROKSoEOOAg9qFxoGiKFc0DqUH2nC05ckTQxqHjGgcUkTjQFFUZ0XjUHrkMg58\n", + "j0MgGocU5TIOfHMkRVGFiMah9LDGgW+OTBeNQ4pyGgetPKhY/FYFRVG5RONQekTGQcvehd+qyIjG\n", + "IUWFGAekufDrmBRFuaJxKD34dcz8onFIUS7jgG+ywySgwrjQOFAU5YrGofRAG462PHliaIyDtv00\n", + "DjQOqSrEOLRrhXE5rmmDaBwoigpF41B6oA03J4ba5rsgjcYhUFlTS6uQbBqbW6S+oVFqautMpVi7\n", + "br0sqVwm08pnZIxDuxoGh+PH1TgMonGgKCoQjUPpgTbcGIf9ahgigh5ltP1jxo6TqdPLZV5FhVQu\n", + "X2FiA2IEYgViBmKHL6b0JtjjkCL2OFAU1VnROJQe7HHILxqHFBViHFBhXJDGexwoirKicSg9eI9D\n", + "ftE4pCiXceBTFRRFFSIah9IDbTifqsgtGocUFWIcfBWL73GgKMqKxqH04Hsc8ovGIUU5jQPfHElR\n", + "VAGicSg9IuPAN0emisYhRbmMA79VQVFUIaJxKD2sceC3KtJF45AiGgeKojorGofSI5dx4NcxA9E4\n", + "pKgQ45CsWDQOFEW5onEoPdCGo30/cuRIBI1DXDQOKaJxoCiqs6JxKD1oHPKLxiFFNA4URXVWNA6l\n", + "B41DftE4pIjGgaKozorGofSgccgvGocU0ThQFNVZ0TiUHjQO+UXjkKJCjAMOahcaB4qiXNE4lB5o\n", + "w9GWJ08MaRwyonFIEY0DRVGdFY1D6ZHLOPA9DoFoHFKUyzjwzZEURRUiGofSwxoHvjkyXTQOKcpp\n", + "HLTyoGLxWxUUReUSjUPpERkHLXsXfqsiIxqHFBViHJDmwq9jUhTlisah9ODXMfOLxiFFuYwDvskO\n", + "k4AK40LjQFGUKxqH0gNtONry5ImhMQ7a9tM40DikqhDj0K4VxuW4pg2icaAoKhSNQ+mBNtycGGqb\n", + "74I0GodAZU0trUKyaWxukfqGRqmprTOVYu269bKkcplMK5+RMQ7tahgcjh9X4zCIxoGiqEA0DqUH\n", + "2nBjHParYYgIepTR9o8ZO06mTi+XeRUVUrl8hYkNiBGIFYgZiB2+mNKbYI9DitjjQFFUZ0XjUHqw\n", + "xyG/aBxSVIhxQIVxQRrvcaAoyorGofTgPQ75ReOQolzGgU9VUBRViGgcSg+04XyqIrdoHFJUiHHw\n", + "VSy+x4GiKCsah9KD73HILxqHFOU0DnxzJEVRBYjGofSIjAPfHJkqGocU5TIO/FYFRVGFiMah9LDG\n", + "gd+qSBeNQ4poHCiK6qxoHEqPXMaBX8cMROOQokKMQ7Ji0ThQFOWKxqH0QBuO9v3IkSMRNA5x0Tik\n", + "iMaBoqjOisah9KBxyC8ahxTROFAU1VnROJQeNA75ReOQIhoHiqI6KxqH0oPGIb9oHFJE40BRVGdF\n", + "41B60DjkF41DigoxDjioXWgcKIpyReNQeqANR1uePDGkcciIxiFFNA4URXVWNA6lRy7jwPc4BKJx\n", + "SFEu48A3R1IUVYhoHEoPaxz45sh00TikKKdx0MqDisVvVVAUlUs0DqVHZBy07F34rYqMaBxSVIhx\n", + "QJoLv45JUZQrGofSg1/HzC8ahxTlMg74JjtMAiqMC40DRVGuaBxKD7ThaMuTJ4bGOGjbT+NA45Cq\n", + "QoxDu1YYl+OaNojGgaKoUDQOpQfacHNiqG2+C9JoHAKVNbW0CsmmsblF6hsapaa2zlSKtevWy5LK\n", + "ZTKtfEbGOLSrYXA4flyNwyAaB4qiAvmMg30vQBqYjsbh5IE23BiH/WoYIoIeZbT9Y8aOk6nTy2Ve\n", + "RYVULl9hYgNiBGIFYgZihy+m9CbY45Ai9jhQFNVZ+YwDzMEjjzwi9913n+GBBx6QIUOGyOuvvy7T\n", + "p08342kcTh7sccgvGocUFWIcUGFckMZ7HCiKssrV4/DSSy/JiBEjZMKECVKhZ6+rV69mj0MPgPc4\n", + "5BeNQ4pyGQc+VUFRVCFKu8fBmoc333xTFi5cKBs2bIhMA9oIGoeTB9pwPlWRWzQOKSrEOPgqFt/j\n", + "QFGUlTUOaD+OHj0aaw9gEmAWFi9eHDMNgMbh5MH3OOQXjUOKchoHvjmSoqgCZI0DjAF6GmAIXGAm\n", + "0PuA/246TMPx48dpHE4CkXHQfcY3R/pF45CiXMaB36qgKKoQWeNgjQEMQSHANNA4nByscYDZc6Fx\n", + "yIjGIUU0DhRFdVbWOOC4TzMI9r8PGofuJ5dx4NcxA9E4pKgQ45CsWDQOFEW5ssYhzRzghmr73weN\n", + "Q/eDNhztOy4hWWgc4qJxSBGNA0VRnZU1Dj5TUAg0Dt0PjUN+0TikiMaBoqjOyhoHezmzI7htBznx\n", + "0DjkF41Dik6kcSCEkGJg29F90DjkF41Dik6UcSCEkI7ga1NI10PjkF80DikqxDgkuxTzGQdCCCE9\n", + "G7ThaMuTJ4Y0DhnROKSIxoEQQvoeuYwD3+MQiMYhRbmMQ0ffHEkIIaRnY40D3xyZLhqHFOU0Dlp5\n", + "ULGK/VYFIYSQnk1kHNQsxHqUaRwi0TikqBDjgDQXPHed6+uYhBBCejb8OmZ+0TikKJdxwDfZYRJQ\n", + "YVxoHAghpLRBG462PHliaIyDtv00DjQOqSrEOLRrhXE5rmmDaBwIIaRkQRtuTgy1zXdBGo1DoLKm\n", + "llYh2TQ2t0h9Q6PU1NaZSrF23XpZUrlMppXPyBiHdjUMDsePq3EYRONACCGlCtpwYxz2q2GICHqU\n", + "0faPGTtOpk4vl3kVFVK5fIWJDYgRiBWIGYgdvpjSm2CPQ4rY40AIIX0P9jjkF41DigoxDqgwLkjj\n", + "PQ6EEFK68B6H/KJxSFEu48CnKgghpHeCNpxPVeQWjUOKCjEOvorF9zgck/KZcwkhXYzvWCNdD9/j\n", + "kF80DinKaRz45sicoJGjKCrQoEGDOg2NQ/cRGQe+OTJVNA4pymUc+K2K3NA4UFRGCPxffvllh6Fx\n", + "6F6sceC3KtJF45AiGoeOQ+NAURlZ4/Dpp58WDY1D95PLOPDrmIFoHFJUiHFIViwahwAaB4rKiMah\n", + "tEAbjvb9yJEjETQOcdE4pIjGoePQOFBURtY4fPLJJ0VD49D90DjkF41DimgcOk7BxqF5uJx++nAt\n", + "1/B/mNxr5NuurtrW3lpmvVDWOPiOlXzQOHQ/NA75ReOQoi43DluGyWllZVLWvzyWXt5f004bJluc\n", + "tG4D63QClu03Ds0y/HTdVjfYFWAcmoefLmUot5DTh5/AUJlcDwyXnS6ZRVbIgLIB+rdA+bYrx7YW\n", + "pa7Khzrhssbh448/Lhoah+6HxiG/aBxSdEKMw2n9pf9pp8mwLW7aaSckeJ9MvMbBBLoBMuB0JxDb\n", + "4JcSBI1piKUjcJ9I8xA3Blj+6bq+AzIJxQVr3/TF5pGmrsqHOuGyxuGjjz4qGhqH7ofGIb9oHFJU\n", + "iHEo6qmK8Oy+fJgahWFbTBp6G/oPy5z1b9FxmbNrx2AcK5f+UXpmnmHorSjrL+U2/2iaMC2ZZ9Kg\n", + "2B6H8H+QX0D/cmea2Lrkx2ccTBDWgF8xwAn8Nvh5gyCCuHu2Hyo2D4xIZp1jAT5MK7N5hPMN1+Vn\n", + "Te+oYkBmmRUD1ERUDMisr/s7tozQbMSWoWnhsJlD5zXrUoE0d70TRiqZJ5RjWbG8dSDWQ2PHUydV\n", + "1ji4gSjaRx7c6Wgcuh+04WjLkyeGNA4Z0Tik6EQZhy3GBGhgTwTtrB6H8v7hZY0tMuw0J5ADE8zd\n", + "tMBY2GFjFjCvmS5jIsr7Z35H+dh1cPPDsu06mXGdNQ64TBEGSAQ5G9Bs8HODoJUvzSjsFTDB1Am6\n", + "JngiqCYuJ7jL0G2MzIK7Ho6swTHrPADjNb9wOpieYH4sI5OXCdYYSC4jtmwn4DvrbeY1+afkmWtZ\n", + "3rwz226MT/ibOnmyxiEZiHymITkNjUP3k8s48D0OgWgcUpTLOHTozZE2SOtvc1+DNhImUDvpQZB2\n", + "GhIb1O14T16pw8Yw2J6KhGFwp/MtIzlcJFnGwQY5M4BAGAZON/hF40P50owwvwbErPFhvjijd8vQ\n", + "4Jk+LX+k28BsojVMDwKw/R9Ok8wrbRl2+WFScfPmSU/mbcogmUadbFnjgPYjiVtPfeNpHLofaxz4\n", + "5sh00TikKKdx0MqDilXUtyrcYBwFdifdpCXvf/AEdXdcruGYWUgxEGnLSA4XSdI4mLNkp4EE5qze\n", + "BsVkcDRyDIar1Hkc45CVlyo5vXeZUGhMKgY4Z/kDdD003U7vyystyOtwRdR7kEkraN4C0mN5R6KB\n", + "6EmyxqGpqckLjgdfOqBx6H4i46BmIdajTOMQicYhRYUYB6S55Pw6ZlowTgne5nKDGU65VBHLK/1S\n", + "Rf/wforgkkfikkPKsmP543enLlUET1PEYpu9TGCDYjI4hsp041sFATFmOsIxmUsPwTRZsTQ5fcoy\n", + "IdzngJsiI9OieWM4ur8hsYysywdBcmw4urcjMU3eSxIFLMvNe0C0js7lIeqkyhqHhoaGoqFx6H74\n", + "dcz8onFIUS7jgG+ywySgwrh0yjjob3sJA5zWv38ieGfGuTdUxvKJprE9C7anIcDelJm17OS6ucMm\n", + "304Yh2QwNUIwdHoHvNMEMoHS2QYbQE2+TnrW5QB3nG8Z+ZaZnFbziZYNxZYRLjvnMgIDcPoANSHR\n", + "fOG6mfEqX55Q3mWFeQ9X4xBNF5oJ6qTLGof6+vqioXHoftCGoy1Pnhga46BtP40DjUOqCjEO7Vph\n", + "XI5r2qA049CHiPc4nCAlgzRF9VBZ41BbW1s0NA7dD9pwc2Kobb4L0mgcApU1tbQKyaaxuUXqGxql\n", + "prbOVIq169bLksplMq18RsY4tKthcDh+XI3DoI4bB3ummMQ3bU+GxoGiMrLGAYGmWGgcuh+04cY4\n", + "7FfDEBH0KKPtHzN2nEydXi7zKiqkcvkKExsQIxArEDMQO3wxpTfBHocUsceh43SLcaCoEpE1DtXV\n", + "1UVD49D9sMchv2gcUlSIcUCFcUFa6j0OfQgaB4rKyBqHqqqqoqFx6H54j0N+0TikKJdx6NBTFX0I\n", + "GgeKysgah45C49C9oA3nUxW5ReOQokKMg69ipb7HoQ9B40BRGSHwdxYah+6D73HILxqHFOU0Dh15\n", + "c2QfAo0cIaRr8R1rpOuJjAPfHJkqGocU5TIOHfpWBSGEkB6PNQ78VkW6aBxSRONACCF9j1zGgV/H\n", + "DETjkKJCjEOyYtE4EEJIaYM2HO27+3lzGoe4aBxSRONACCF9DxqH/KJxSBGNAyGE9D3QhqMtp3FI\n", + "F41DimgcCCGk70HjkF80Dik6EcbB/cIliH0quytJfu3SR/ILmPmmJ4SQPgCNQ37ROKSoEONQ7FMV\n", + "WZ+uPpHmIR80C4QQkoU1DskTQxqHjGgcUnTCjQNInvVHvRGnybAtwTRbhp2W6aWI5i+X/tG0aj6G\n", + "BfkM64/h/lJu8zX/+0v/05xpjVHZIsOctNP6909ZD83LWc8g/4CTZngIIeQEYo0D2vSkceB7HALR\n", + "OKQol3Ho6Jsjo+AcAQOA4Gz/h+lu4HfSyzXAl4dBPxa4w2AfpcXmz5iQY+X9s8xAZBbM78CQ2HyM\n", + "aelfnp0/8snalgx1O/cRQroY37FGuh5rHNCm882RftE4pCincdDKYypWkd+qSDUOYWC2Z/OZs33b\n", + "s5AxD7GAn5Zmh7OmRX6hkXDHpU2PYbt+yfRYvoQQ0juIjEPYrkc9yjQOkWgcUlSIcUCaS76vY2YF\n", + "27SAnYVjIHzTpgX2rGlpHAghJBfJz2q7J4b8OmYgGocU5TIO+CY7KhYqjEtxxiEwA0H3v/vbQQN0\n", + "/2FbwmFcokDQT7lU4QvsyXT3EgPG2Z6MaLr4esQuVfjyt8OEENJLQBt+/PjxqF23BsIYB237aRxo\n", + "HFJViHFo1wrjclzTBuUyDqbXwOLcewBMIHfGO4Hcpp1mTURiWntzpNc4ONPFLnko5eHNjoXeHEnj\n", + "QAjp7aANh3Gw7boxENr+o82ncQhU1tTSKiSbxuYWqW9olJraOlMp1q5bL0sql8m08hkZ49CuFcvh\n", + "+HE1DoPSjUO3wwBPCCFFgTYcxmHfvvaobYc5sMZhzNhxMnV6ucyrqJDK5StMbECMQKxAzEDs8MWU\n", + "3gR7HFJ0Inocuh0aB0IIKQrb47CvXY1D2LazxyEuGocUFWIcTBeWA9Jy3eNACCGkZ2PvcWhX4+C2\n", + "77zHISMahxTlMg4dfaqCEEJIz8a9OdJt3/lURUY0DikqxDjYx3Tcx3VyvceBEEJIzwZtOE4CrWFw\n", + "23e+xyEQjUOKchqHDr45khBCSM8mZhzUMAAah7hoHFKUyzh09FsVhBBCejaucbC9DQBtPo1DIBqH\n", + "FNE4EEJI3yOXceDXMQPROKSoEOPgfjkN0DgQQkhpY42DNQw4KaRxiIvGIUU0DoQQ0vdI9jjQOGSL\n", + "xiFFNA6EENL3SBoHC9p3GodANA4ponEghJC+B41DftE4pIjGgRBC+h6ucXDNA41DRjQOKSrEOLhP\n", + "VAAaB0IIKW3QhruvnLYGgsYhIxqHFNE4EEJI3yOXceB7HALROKQol3HgmyMJIaR3gjb80+TXMRUa\n", + "h4xoHFKU0zho5UElcm+csdfAaBwIIaR0Mcbh009l7969sm/fPtPzAHDfA41DIBqHFBViHGwXlgUV\n", + "i1/HJISQ0gVt+CeffCJ79uwx5sEaCLTv/DpmIBqHFOUyDvgmOyoRKowLjQMhhJQ21jjs3r3bYA0E\n", + "7ntA20/jQOOQqkKMg73+ZTmuaYNoHAghpGRBGw7j0NbWJm0wD2ocAI1DRmVNLa1CsmlsbpH6hkap\n", + "qa0zlWLtuvWypHKZTCufkTEO7WoYHI4fV+MwiMaBEEJKFbThMA67dqlxaNttQM+DNQ5jxo6TqdPL\n", + "ZV5FhVQuX2FiA2IEYgViBmKHL6b0JtjjkCL2OBBCSN/D9jjsCnscbK8DexwyonFIUSHGwd7bYOE9\n", + "DoQQUtrYexzMpQrF3udA45ARjUOKchkHPlVBCCG9E9/NkZFx4FMVRjQOKSrEOPA9DoQQ0rtAGw7j\n", + "YA2DfSQTl6L5HodANA4pymkc+OZIQgjplRjj8OmnskfNgsU+jknjEIjGIUW5jAO/VUEIIb0TtOF4\n", + "c6Tb2wBwKZrGIRCNQ4poHAghpO9hehzCSxVJ48CvYwaicUhRIcbh8OHDMWgcCCGktLE9DtYw4HXT\n", + "NA5x0TikiMaBEEL6HjQO+UXjkCIaB0II6XtY45C8VIGbI2kcAtE4pIjGgRBC+h40DvlF45AiGgdC\n", + "COl7uMbBmgf8p3HIiMYhRYUYBz5VQQghvQu04e6bI91XTtM4BKJxSBGNAyGE9D1yGQe+xyEQjUOK\n", + "chkHvjmSEEJ6J9Y42C9jmq9jKrh8QeMQiMYhRTmNg1YemAR+q4IQQnoXkXEIv45pv5BJ45ARjUOK\n", + "CjEOSHPh1zEJIaS0sW34rl27ImAeYBz4dcxANA4pymUc8E12mARUGBcaB0IIKW1sGw5TsHPnzghj\n", + "HLTtp3GgcUhVIcahXSuMCz67OojGgRBCSha04R/r/1Y1BTvUMFhw+YLGIVBZU0urkGwam1ukvqFR\n", + "amrrTKVYu269LKlcJtPKZ2SMQ7saBofjx9U4DKJxIISQUgVt+Mcfq3Fo3WHYsUONgxoEaxzGjB0n\n", + "U6eXy7yKCqlcvsLEBsQIxArEDMQOX0zpTbDHIUXscSCEkL6H2+Ngeh3Cngf2OGRE45CiQoyDvbfB\n", + "wnscCCGktHHvcXChcciIxiFFuYwDn6oghJDeiW3D3RsjgTEOfKrCiMYhRYUYB77HgRBCehf2PQ7u\n", + "45jgE77HIRKNQ4pyGge+OZIQQnolpg2HcWhry6DGgS+AyojGIUW5jAO/VUEIIb2TZI+DfXskjUNG\n", + "NA4ponEghJC+Ry7jwK9jBqJxSFEhxuHw4cMxaBwIIaS0scbBGgYah2zROKSIxoEQQvoePuNg73Gg\n", + "cQhE45AiGgdCCOl70DjkF41DimgcCOkeJiyrlUteXizfePx94oAyQdn4yiwXw4cPl/vvv18GDRpE\n", + "HFAmKBtfmbnQOOQXjUOKaBwIOfG8uXSbfHvkKvnhxk/kxw1fEAeUCcoGZeQrOx9PP/OMvPLKK6a9\n", + "+vLLL4kDygRlgzLylZ2FxiG/aBxSVIhx4FMVhHSOC19aJD/c9Inc3PpL0zCTDCgTlA3KyFd2Pu69\n", + "917TFqHt8uXZl0GZoGxQRr6ys1jjALPggjxoHALROKQol3HgmyMJ6RrQJf/j7V9kNfIkAGWDMvKV\n", + "nQ90yePs2pcX+dSUDcrIV3YW24YnXzmN+fkeh0A0DikqxDggzYXfqiCkOKxxwBkeyaYjxuGLL1ie\n", + "aaBs8hmHnB+5onEwonFIUS7jEH1Wu709xvHjx/NWSkJIBmscfOPIsQ4bB984cqwg44DxH3/8sbS0\n", + "tsTAOH4dMxCNQ4pyGYcrrrjCmIQ9e/bGQFfWHXfcEauEhJB0EBR/VP8r01CTbFA2HTEOvrxKis1P\n", + "yWmnPSWbfeM6QSHG4fY7bpePjn4kDU3bMzRul6MfH5XLL7+cxkFF45CiXMbhsssul08++VR27NwV\n", + "49ixT+S2226PVUJCSDrWOHz00UfdzqYnT5WysrKIU5/cFIzb9KSceuqTsslOO+2nZvxPp2Xm7S46\n", + "YhzQbvny6hRhGUT8dJp/uq4iuQ+6CJRNPuNw6223yOEjh6SmbmuMIx8dln6XXULjoKJxSFEu49Cv\n", + "36XqXo9JY1NzSIs0NrfI0aMfyy233ppVEQkhfhAUf1j/Szly5Ei3smGomoZTh8qGKG2qXA3zMHSD\n", + "HNkwVINWOA6/y06VoRsy83YnKJuOGAdfXh3FlFXZ1TLVSZt6dXy4y3H3QRdSiHG46ZYBcuBQu2zc\n", + "+qFsiFgrBw/vl4v6XUDjoCpramkVkg2MQH1Do9TU1plKsXbdellSuUymlc+Qiy6+RN3nUdlWVy+1\n", + "ddulth40aMX8SAbefLO3MhJCsjHGoe6XWe9EObHAJKgZWJ9IXx8Eq/Xuf9903QjKpiPGwZdXx1gv\n", + "Q09NL4P1xlTYnohwurD8hl6d6aG4eqqdJzBosXRTzjYtnsf6xPI6SyHG4fqbrpE9B3bJyo2LMmxY\n", + "JPsO7pbzLjpbxowdJ1Onl8u8igqpXL7CxAbECMQKxAzEDl9M6U2UTZkxV0g2k8vnyDvTZsuEKTNl\n", + "3MSp8vq4d+SlkWPkiWHPywUXXiSHDh/RylIjW7bWSFX1NqVW0w7LjTcN9FZGQkg2CIrfrf5cWltb\n", + "u49lj8gppzwiy7LGjZdLyy6V8Wb8KXJK2SnyyLLkNN0LyqZY44AzX19eHQJlgTLxjUsy/lIpu3R8\n", + "OE+ZXDreSTflvUweOcVJN4RlboftvkndR50DZZPPOPx0wOWyc1+TLFhTLguVBWsD2va3yFkX/Eju\n", + "ffAxGfzUc/LsSyNl+KhxGhsmmhiBWIGYgdjhiym9ibLPf/ZzIXFQMJ99/jP55NPjpmehff8B2bmr\n", + "TWq21coydZjnnXe+HDhwSNZt2CzrN26RDZuqZOPmrXLg4CG5YcCN3spICMmmxxoHmIZHbMBLTtd9\n", + "9AjjkKsMTFllehBMeSXnscO+vJLzG6x5y7HcDlKIcbj8ugukafc2mbF8rMxYMVZmgpVjZce+evnx\n", + "+f8hM997TyqXLZcNGzdJXf12c38bYgRiBWIGYocvrgDEFl96d4J1aNl9oFOU7dp7QMgBOXDkaFSo\n", + "GN65Z7+07NorDS27ZFt9k2yq2iYrPvhQ3nt/npx9zrmyr32/rFqzTlavXS9r1m2Utes3mcpz/Q0D\n", + "vJWREJINguJ/bP3M3D/UfYyTfmoMHlqSSF/ykAarh2SJ/a9pSx46Rcr6jYtP142gbDpiHHx5dYyU\n", + "sgIoJ3ecp/xyprvj3LRc6Z2kEONwcf8zpW7nJnl70XMycTF4XiYueV4a92yV7597utw08nS58+1v\n", + "y4Mzvy+DK34kTy07Q5774Gx5acO5Mnzz+fLq1gtkRHWGhbuGR7Fl5x7EljgbH/4Tb3pXsv9wJr75\n", + "jECxqHE4qIGym9gyWW66bbKs9407iRw48rFjGoI0FHbLrn1qHNrUODSrcahV47BOjcN8OfOss2XP\n", + "3n2ydPlqWbZyjaxY/aGsXLNe9u7bL9ded4O3MhJCsrHGoampqVtZ8tBXpeyrGpiiNATIMvnqQ0uk\n", + "SYPWV6NxS+Shr4bp0bTdR0eNgy+vjmLKqqyfjHPSxvXT4Vg5OWWaSM+UZ1CW/cZl8rHlHk9Tknl0\n", + "EYUYh/Ou/L5sbVkjr815SF6f97CMnv+IvFHxqNTv3iD/cc5pcvPIb8o9E78nj8z8sQypOEueWX6u\n", + "vLjmAnllw0UyYsvFMqq6n7xWE7B414hU0wDDsHHyveb/noWPnjAD0dWmAZS17TsoWVRpgL/wMjk7\n", + "4gWZ45uuWJCvGocNvnEFsU3G3na3jK3yjesYBx3T4Kaj16G1bZ80trZJ7fZm2bz0NbnsR2fJN77z\n", + "A/nJGWfKrt17ZMHiZbJo6QpZvGy1LF3xgexWM3HNtdd5KyMhJBsExe9sPS4NDQ3dzqIHERAzXeSX\n", + "jAnHLXpQg9aDsiiadoxcAlPx4KJo3u4CZVOsccBbbX15dYZkWZVdMsakj7kkk/bVSy4Jyi1Zfu4w\n", + "fjv5mDJPpJX58ugiUDb5jMOZl35TNjUsl+en3y4vzrxDXp41SF6Zc6ds27VWvnXWV+XWUd+R+975\n", + "oTz23pny1IJz5fkVF8rwtRfLyI2XymtVl8nomivkjW1XyNK211JNA1j/zj3GLMixcZF5eGVyleHF\n", + "tzfK0+M+kMGjlsqDL86Tu4bNkFufmOzNJxcnwjSAst3thyQLDfADL3xR5oXDGyfcLWffPlk2utN0\n", + "BOTbqXxqZdztd8u4Kt+44jn4UcY0JMfBPOzY3S5NO3ZLbUOLbFHjcPmPHpQX5lbIj378E9mxq03m\n", + "zF8k8xYskfmLlsmCJSuMmbi6/zXeykgIycYYh6rjUl9fTzygbDpiHHx5kfqCjMMPL/q6fFi3WIa+\n", + "c508NeUGeWbajfLczIGydedq+caZ/yi3vfY9eWDST2TwrHPk6YUXyosrLpFXP7xMRm26UkZvvUrG\n", + "bPupVO4endM0mN6G0DT8+te/jswDOPbpL+Xwxz+X9sOfy+79x6V1zydS1XBYrr3vDW9eaZwo0wAK\n", + "Mg6x4TD4j3saPRFOWtQ7kQjssXGKNQ5hPpGJSA4bk+DO96IMcYfdvDpALtMAchmHH/7wx9K6Y5e5\n", + "bDFr7gJ5f/5imasGYseu3XLl1f29lZEQkg2C4re3fCq1tbXEA8qmWOOA1+H78iK1pmzyGYfvnXea\n", + "fFBdIQ+PvUIen3C1DHnnGhk29Xqpal0p/37G38ug134kD006W4bMvlCeXdRPXl55hYxcd7WM3txf\n", + "xlZfK8vaxuY0DZYPJ94ZmQf8373gEflYTcOhj38m7Yc+lzY1DS27P5H6HR/Jum0H5MpBI7z5+DiR\n", + "pgGUbdp/WPYkqZoSGAXfsPl9mQxdFI7bXyvjNaBHw4te1IA+RYJ8E+Mwrx3n/vYMz4MxeboyGBeB\n", + "/O6R8VVuWvEc+uhYVKi+8QDmATdINu/cI3WNrWocXg+NwwL5wQ9/JC2tO6V81lyZOXuevDenQg3E\n", + "QmlRM3HFlVd7KyMhJBtrHPAyHZJNR42DLy9SU5Bx+M7Zp8qqLfPl/tcuNebhsQk/laGTr5UtLSvl\n", + "dDUOd73+E3lk8nny1PuXyAuLL5dXV10tr6+/VsZuuV6W7RxrnqrIZxoAzMJ7L91k/rdVPGz+Hzz6\n", + "M9l36DPZ1f6pNO8+JvWtH0l142FZvWWfXDLwOW8+SU60aQBl46sPy94DCaoDozA/HJ7/jAbxZyoz\n", + "4zTAb3andYcPVMrQCzW4I99EPrFpc+aDPJz5IkLj4FvnAjl8NGMafOMte/Yfkl178WTFHqlvapWq\n", + "ZTAOwT0O3zfGYYdMn/m+lL83R2aoeZj5/nxpVjNx2RVXeSsjISQbBMVvbf5EqquriQeUTbHGAd/R\n", + "8eVFqgv6EOF3zvoXWblpvtz76qXy4Ogr5dE3+8uQd65X47BK/v0n/yB3v3GWPPbuhfL0nMvkpaVX\n", + "y8gPrpU3Nt4gS1rGmscx8R4HX0D3gfsZYBiOfvJLYxr2wjTs+1Sa2o5JnZqGrY2HZEPdAalcv0fO\n", + "u26oNw+X7jANQI3DEdl3IIEJ+O4lgSmyxR3nDoc9DNHwgbqwl8Ezzp03mU9ynBqHCjsuAnnDOCTT\n", + "C+Pw0U+iQvWNd9m7/7C04QbJXXtle9MO2WqMw4Py4rwFkXGYNnO2MQ/T1Tyg96G5ZYdcevkV3spI\n", + "CMnmwpcWybdWH5QrNh+Sqqoq4oAyQdmgjHxl5+Pee++V3bt3m9cr+/Lsy6BMUDYoI1/ZWb5z5qlq\n", + "HCrkvleukIde/6k8Nv46efKdG6WqZbV84yf/JPe+cZ4MfrefPDv3Khleea28vuZGWbh9jHmPA14A\n", + "tWP3fm9Q9/HixI1yCL0Mh51ehh1HTS/DxrqDsnbrflmxaa/MXbVTvnX+Hd48LN1lGkDZvoMaKJPU\n", + "hIE7bRwCvDscm3ZZ0ONQkzKtHU7Ol2tcRGgckHfWuNwc/tgxDZ7xSdDr0LYPT1aocWhW47A8NA7z\n", + "canix9KyY6eUvxf0OMA0zKBxIKRo3ly6Tb7xygr55gcH5ZubjxEXLROUDcrIV3Y+nnnmGXn55Zdl\n", + "79695uyaZECZoGxQRr6ys3z3rH+T1ZsXycMjrpPH37hRhr51szwz6Q7Z2rJWvnnGP8v9Yy6UIVMv\n", + "lxfmXSMjKgfIvK2vm3f44M2RzTv3FmUcnntzrcabsJfBXJo4KltD07Bma7uahj2yZF2bvLesRb5+\n", + "1o3ePEB3mgZQVnHoI2lPsu1dDdwvSeq429+Vqiit3vQwPLk4HF78kpwdjV8uT8JEbAvGVU28JzPO\n", + "LCMzruJZ9GzY+YI8z352eZCnA6aLllUgRxzTgP++aZLAPOxuxw2SeJfDTqleMVqNw0PyYsVC+eGP\n", + "gpsjcX/DzPcDcKNkc+sOuezyK72VkRDiZ+ySGjn/hYWmS55kQJmgbHxllothw4aZs2p0yZMMKBOU\n", + "ja/MXH547jdlbdUyGTL6dnlq/J3y7MS75cV375ea1g3y7TO+Jg+OvVienHaVnkReLzPXjTBvjsQr\n", + "p9HjUKxxGDZmpezc94k0tX0sdS3hpYnaA3LtfWPkykGvmvsacIni62feJKf+6FpvHt1tGkAZAvX+\n", + "JBrUb1bjsCBtXBjgY2nRpY3EfDAS4bibn30pNq8xEuG4Jycm862XN2EewvEwEVnLSq6HB9c0WOOA\n", + "NN+0Lu1qHPaocdipxqFRjUONGocrwnscfvzjM8wrqN+ft0BmO6AX4nLe40AIISXLGRd8TzbWrJbn\n", + "39QTxYmPyPApj8vI6UOlbscW+e6Zp8vDYy+TYdOvkSnLXzKvnLbfqoBxwL1xxRgH8PDwCqlV01DV\n", + "cEjWh6bhvmemyrj3amTk1K3yk6se9c4HToZpAGVYcG/lyLFPY4VqjYMxDzrON48FvQ6oBDv3tEtj\n", + "6y6pqW+QtRs2ydwFi4IXQLXtlnkLFocsMezY2SZXXMWnKgghpFQ59+KfSFX9Bhk5+Rl57d3n5I3y\n", + "5zWIvywNO7fJ98/6tjw67koZP2eY+VYFPnK1bvO2yDjg5kjEDl+Qz8WgoVNl4KNvG9OAYdvT8JMr\n", + "H8ma1oI4dTJMA+j1H7lyCxW/XfOQi1wfuTrjzLNk9569snDJMsOCkJ1qJq66+qfeykgIIaTnc+Fl\n", + "50lt41Z5s/w1mfDeaJk4+w15Z844adrVID8863vRR67wdczlH2yIjAPuccj3kauu5mSYBtDrP6ud\n", + "3GDfND5yfVb7zLPOkT1722XJ8lUx2nbv5ZsjCSGkhLn0ykukoaVeps6ZJFPnTpJp8ydLecW70rq7\n", + "RX5yduaz2hVLVkTGoaq26aR8VjsZ37qLshFj3hGSzatvTJThr09QszBennvlDRn2wkh57MkX5K4H\n", + "Hjdfx9zbvl+Wr14bsCoA36rofw2/VUEIIaXKlT+9Ulp2tsjshbNk9qLZ8v7i92XOkjmya88uOfOc\n", + "M+Wm2+6WO+9/TB58/GkZPOwleUpjA2IEYgViBmKHL6b0Jsp+/qsvhWTzs19+Icd/9nM5+slxOXD4\n", + "I2nbs09q6xtkxaoP5Jxzz5f2/Qdl9doNMfB1zGuuu95bGQkhhPR8fnptf9m5e5csqFxsWAiWLdET\n", + "wz1y9nnnyHvvz5HlK1fLpi1bZXtjsxqKfSZGIFYc/9kvTOzwxZTeRFn7IdwISJLsO/iRee00vlfR\n", + "0LJLqusaZM36TTK3YpGce94Fsv/AIVm7fnOMffsPyHXXD/BWRkIIIT2fa667Tk8U98jSlSulcsUK\n", + "qVwJVuqJ4T459/zzZeLkqTJn/kJZtvIDWbexSqprG0yMwKP7iBmIHb6Y0pvwf+SKZH/kqqZOVq1d\n", + "L7PnVsh5F1woBw4dlvWbqmLsP3BQrr+BxoEQQkqV67QN36MmYcUHa2T56gD83te+X9v+C2TCO1Nk\n", + "1pwKWbJslaxZt0m2VNeZGIFYgZiB2OGLKb2JMnzIiWSDCoAPXG1v3ik19U2yqWqbrFi9Vt57f56c\n", + "f8FFcvDQEdmwuToGLlWMHfemXD/gxsK4wTIgxE1TfPMQQgg5YYweM1Z2te2R1XqiuHrNOlkVgqfr\n", + "zteTxrcmTpKZs+fKoqUrzCXqjRobECMQKxAzEDt8MaU3Udbatk9INi279hoHiS9jbq1tMMYAN0DO\n", + "mjM/1Tg0NLUa84DLGIR0Be0HDp5c9neWA+YSHv4H+KYJSSzbVx5JDhw8nE1a+okAyyoC3zZ0L9nl\n", + "XDC+feYl2OcF0X6i2W9Au1wou9r2Sk1dQ+b+tTXr1TisN20+2v43334nMg7ohV6vbT9iBGIFYgZi\n", + "hy+m9CbKmnfsEZJNU+tuaWjeJbXbW6SqZrus3xQYh9lzKuTSy66QufPmS3VtvRqGrYRkkbyM1XG2\n", + "yLqNJ5PN8uGGzrF2/aYI33gXd9m+8tgAnHLeuKU6iyDdP67LwbI6iLsdRZMol2Jwy7gYfPvLi7O/\n", + "87Juo6wplg83yAfFgt6DDrNOy7zKtPlo+ydMnCIzZ82VhUuWy8oP1Dhs2mpiBGIFYgZihy+m9CbK\n", + "GlrahGSzXStAXeMO2VbfLFuq6/XA2SrLV38oc+YvkpdfHSWX9LvUfEbbd2AS4mt4O4O3ge4WPI19\n", + "hwgaff+4DMnlJ8sBRsot56SRACZdG/pk+gnBrkMHcLejaBLlUgzJMi4U3/7yo/sZ+zpBlgGw+AJ9\n", + "TnzBPQ/OJYeOsL2xybT5g4c8JW9Pmmq+U7RAjcOKD9bJhxobNmuMQKxAzEDs8MWU3kRZfdMOIdmg\n", + "2wk3vFTXNWqlqJN1erCiksxfuETGjHtLzjv/Qpk3v0IrVIseVDgYCcmQfOKmK8CNWN3PRm2ouwZ0\n", + "+wYNv3/8GpBY/lrglEEQxOJlvQ5shFkLMGkmSGbSThx2WcWT3I7iiNeNYkiWccEk9lc6uo+xrxNE\n", + "Xf9egssBhbFOz/SL5UNZoSd+HaGmdrtp69HmT3p3ukyeWi6z5laYSxUrdV1QDxAjECsQMxA7fDGl\n", + "N1GGDSXZbNvebG54wbWrzdW1xjjgehYqCx7JfHzIk/L9H/xI5s2bL43NrbJla63/YCN9En+D2jn8\n", + "De6Jx994dwBtwCM843Et2bd8twyCs9Ts8o4Hx+TwiQbLKx7fdhSFUy7F4CvjwsjeZ+lkztYt/oDu\n", + "4AnaqYQv3SuKlWtkWRHAnNXWN5o2Hm09ehvwRMW0GbNMzzOeqlip2/ohjIO2/4gViBmIHb6Y0pso\n", + "w4aSbOAeURGqtm03T1TAOKxWJ43LFfMXLTWO87HBQ+Wc886Xiy6+RObMnee5SYj0XdwbArsG/81f\n", + "pURwo1qAb7yf7LLwlLfvZr6ejm87isZXPgXgKecTg7vP95s37ubFc8Oin/bi2dtuPhdQCLPfn2Pa\n", + "drTxjz/xpIyf8I55h8OM2XNNz/PSFauNoUKPA2IEYgViBmKHL6b0Jsq21iJAkiRV22AalJrt6ibr\n", + "ZMOWbeZa1mp17MvUvS5Wt/ne+/O1Mk2SYc+8IGefcx4hhJBexMOPPSFvvj1Zxr31jrm3YfLUGTJ7\n", + "3kJzf8OylWs1HmzSk8pq2VhVK1s0Vti4kYwnvY0ybCzJDW58AagcqCQfrNssK1avM+YBn9OeqQZi\n", + "yrSZMuGdd2XM+LfltTfGy8jXx8qI196QV0eB0fLKSEIIIT0dtNdot9F+oy0fM36CvDlxskx6t1ym\n", + "zZhtXv40f2Glaf8RBxAPrHmwscIXR3oTZZv0bJrkBhUCoNcBFWTN+i2yau0GqVTHuXDpCjUPS7Uy\n", + "LZDp782RyWogJk6eZtzpWxOnGLcKxr89iRBCSA/Httlov9GOwzC8Wz5LymfNlVlzF5j2Hu0+2n/E\n", + "AcQDxAXEBxsrfHGkN1GGjSV52Fwj60NwuQIVBV1UcJtLV3xgKhEc6Jz5i+U9daOoYNNnvq/u9H2Z\n", + "qhUOle7d6e8RQgjp6Wh7jXYb7TfacbTnaNfRvqOdR3uPdh/tP+IA4gHigo0RiBdZMaSXUQanRPKD\n", + "igHWbqiKjMPKNRtk2aoPZenyD2RR5SqpWLxc5i1cKnMqFsv78xbJ7LkLTbcWKt177xNCCOnxaHuN\n", + "dhvtN9pxtOdo19G+o51He492H+2/NQ6ICzZG+OJHb6MMG0zyg8phwTUtVJhVazfKig/WB+ZhxRpZ\n", + "vGy1LFq6UhZoBatYvMy4U4BKh+4tQgghPRxtr23bjXYc7TnadbTvaOfR3qPdR/uPOIB44MYHX/zo\n", + "bZR9gEBICmI1DIPDKvQ6aOVZDvOwep1UWgOhjtSYCHWnYCEhhJCSwbbdaMfRnqNdR/uOdh7tPdp9\n", + "tP/JmOCLG72RMmw8KRxUmCQr1mwwlWn5B4F5MAZi5VpZopWNEEJIaYJ23LbpaN/RzqO998UBX7zo\n", + "rZShEEjxBEYhG9vzkAEVjxBCSGmRacdtT4MPX3zo7ZQtR4GQDoPrXYQQQvoWvnjQVyhbgJv5CCGE\n", + "EEIKoOzP/ur/k5PHf5c/+8sMf2r4K/mTv/hL+cp/+kP5zd/6bfm/fvM3u4Tf/M3fCvgtH79t+K3f\n", + "TvI7Eb/9O+B3I37nd11+L+J3fw/8fpzfD/i93/+DgD/4A/n9r3xF/vP//V/kT/78L3V7sc19lz/+\n", + "87+QPzD7+7e8+64jFLS/LZ59HuxvZ7/rfgbJ/f07yf3t7udwX0f7+7/8P7q9fyl/qttcDL4yK2VO\n", + "xP62RPvdu+99x3nyGHf2eXScF7e/f/8PvqL7+z/JH+n+xv6L2ji0d92FXWYPAGXwlT88Ce25xbO/\n", + "ffs6fX/H9/nvmX2e1p7/hdZxtOl/KSe9nqdsv3fbE21bbJuT26r1u+yZl1+VwhlRJL48HF4Cr2Tx\n", + "4zPPkjuvvU62rlwl7XV1cnD79gD8BrW1cmDbtoCamoiD1dUBVVVyYMsWw/6NG6V9Q8De1R+ErJY9\n", + "q1bLbs2/beVKaVuxQnYtXyE7ly037KhcJq1LK6VlyVJpXrxEmhYvlsaFiwwNOq5e00GdTlOr/2t1\n", + "mhr9X63/t2raVv1dpb83g0WLZRPQ3/i/Qf+v1/+V782SR++4U67sf60Me+HlPs2PzjhLBtw0UKqq\n", + "a2T/wYNy+MiRojl0+LDh4KHDcuDgIcP+AwcN+KhP8IEdfLxmn+zes1fa9uyRXbuVtt2yc1ebtO7c\n", + "JS07dkpz6w5pammVxqZmQ4NS39AodUpt/XbZVlcv1bV1Ur2tVrbWbJMqZYuu95at1bKpaqthw+Yt\n", + "AZu2yPpN+Az0RllcuVzueeBBufKa6+TpF4cXha/MShm7v1Fu2D+HDmP/FYvd38G+Bu0HDgTY/b2v\n", + "XXbb/Y19vVv3dbS/dwb7W/c19jf2s8Xs7+0NBe/vjZurDNjn2N/rNm6SxdqO3PvAQ3KV7u9ntU17\n", + "9mXwaglh17kIsJ0efnzm2XLjwJv1+Nb2usPHd4A5vrHPldjxvd85vvfi+A73OfZ3WyeOb11n7O/N\n", + "2N9bdH8r9vjGvl6/MTi+Fy1dJvfcr8e3056jnt9wQut5+OEwU8/3Zup5uM07UM91m1t2BNvc1NwS\n", + "1fHtjU263Q2mnmObzXZjm516jvYY9Xyz1nGwcYvWc6B1vezv/vVbYvg38G35e/B18J2Ifzxd+ffv\n", + "doD/yAZ5Kf8Q8W35B12ey+//p/8s7014W2o0uK/TYP3hgoWyHlQsiLFu3nz5cO48WTv7/QANxh/M\n", + "fE9WTy+X1dOmG1a9M0lWTnxHVrz9jqzUPJeNf1OWjh0vi8eMlUWjx8iC10fLvJGj5P1XRsgsrfwz\n", + "X3xZyp9/UaY+85xMefpZmfTkMJnwxFB5a/BQGffoYBnz6OPy2kOPyGsPPizDlZfuf0hevO8BeU55\n", + "9p775am775On7rpXnrjzHhk86G557PY75RHl4VvvMDxwy+3yoA6/qPk999gT8t/+/K+0/L/Rp/k9\n", + "deVTZ7xnKu3a9Rtkzbr15r/lww2bZK0enEj/4EM8P/2hYeWatbJi9RpZrmawcuVqWaYsXYHnrVfI\n", + "Ig3UYL4atXkLF8v7Wl9mz6uQmXPmybT3ZsuU8vdk0rRyeXvKVHlr0rsyVuvH6DffllFj35RXR4+V\n", + "4a+9IS+MGCXPvTJSntbG7yltCIY8+4IMfvo5eeypZ+ThocPkoSeekgd0P96n+/GeRx6Xux9+TO56\n", + "6FEZ9MDDcsf9D8vt9z0kt937gPn/1PMv6fzPy3/Ts6+//7dvFoenzEoZd3+vCfe3+R+Chnjteru/\n", + "8Ulm3d9KtL9XYX+vMixZjv2Nfb3MMH/REpm7YJHMnr9AZs2dLzPenytTZ87S/T1T3pk6XSZMflfe\n", + "nDRFxkyYKK+PnyAjx4yXV14fI8NHjZbnX9X9PXyEDFOzhv39hO7vx4c9G+zvIU9F+/t+3d/36v7G\n", + "Pr/rocfkzgcfMfscYF/jP/IY+tyL8sd6xv1P//5t5Tsd4qvgG/9ROIn5Tw7Y3gx/8If/WY+5WSYg\n", + "B/s22MeWdSb44lPjqAt4qRLeyKj7Hcf4B7rPP8C7E/DSJd3vK7DPV5h9DioW470Li2VOxcLY8f2u\n", + "1q9J02fo8T1N3tJ9juP7DT2+XwuP71f0+H5Rj+/n9fjGyWr68T0kOL4f1uNb9/Vd2Nd6bN+h7f7t\n", + "9z0ot92D4/tBeRLH9zN6fP/5X8rffe3fDb/3lXztWq56/kGingfbHNVz3eagnlfIe049n6zbjHqO\n", + "bX7zncnyxluo529pPR9n2rSXR71u2jSYQ5ibJzXWPaGx7jGt548++XRYz580223qucY81PN7wrbt\n", + "rgcf1fr+qJT99Vf/Vf76lH+V/3HKvwX8M/h6xP8Ep56u/HsHwHwO/2LRPF10mS6/9bu/J+htWK3G\n", + "YMWs2bJq9hxZrcYArNJh+3u1VsZVM2bKKjUKKzUIrHx3qqzQQLBcG4Vlb6lJUCphFMaNNyx5/Q1Z\n", + "rAW3UI1CxasjZd7wV2XOS8Nl9gsvyXvPvSDlWoBTn3papmjhTR7ypEx8fIhMUKMwXgtsrJqEN7SC\n", + "jNIKM+Le++UVNQgvqUF4/o675DnlKWXobXfKEDUFg28dJI/cfLs8PPA2eWDgrfLATbfKvTfeIvcM\n", + "uFkZKHcr92ra69qw/NH/+6fy11/9Wp8G+xsOFw3EUm0YjAkIGwqw3JiDAIwLGo+VYdBYIQuXLpMF\n", + "SyoN89GQIHiEjcmssDEp1zo0deZsPbA0gGhdmTB5qoybONkEkFHj3jKG4RVtUF4KA8gzYQAZqg3C\n", + "4KefNwfWI0Oflge1Mbn/8aF6QD2hRuFxuVMbk0EPPCK3acC49d4H5ea775eb77pfbrrzXrlx0D0y\n", + "4I67DQPvuk9e1gP3j/74z/Q4w/FWDF+T/6Hl1BX4yr+7ifa37s+lug+z93eGzP5eETae4f7W/Qyw\n", + "rxE40Ii+r/sbjSj29/RZ78u72pBOmjZDJqIhNeZwkmlIR+q+hmEYrobhxZGvB8FDG9KnwmD/uAke\n", + "z5rg8cDgJ3V/D8na34EpfFBu0cCBfY79e9Od4F4D0pD/f/mTP5f/pW3f/zr16yH4fbr8TaGcBv69\n", + "CIL57HJ6Ar/9u7+vZ7G1GhA/NPsTAdE9plcYcxCA/Y9p0A4AHOM4AcA+BzAKMIfY73PcwDl7bnhC\n", + "MDM6IRivgXPshHfktfD4hmF4WY/vF/T4fjY8vhHwcXzDIOL4NmYhPL5hFoL9/bAe3w/q8R3s65vN\n", + "vr5Hj+/g2DbHt+7zl0fp8R2156cl2rX89TzY3ng9x/Yac+Sr52oWTD2fgXpeLhPftfU8MEmo4yPf\n", + "CAwD6vlzw8OToOcDk4RtflRN0kNDUM/VEGs9v+eRwdn1PGzbbtW6fgu2Xyn7i7//Z/mLv/8X+UvL\n", + "P5wa46/AP52mfK3D/HedP+IfLadG/BWwy/qHf5Hf/J3fle3qNhfpAb/o3WmyRAtlybTphqUhlZq+\n", + "TCtHpTqrpRMnBaizWqwGASx6Y4xh4cjXDDAKFa+MkPlqEuaqSZijZ39zH3lMKm67Q+bddLPMvn2Q\n", + "lN9xp0zX4XfUHLytRuFNrSzj7rlP3tBKMvrOu2WE/h+uxuDl2wbJCzffJs/eeocMu+kWGao8oWbg\n", + "iRsGysP6/+EbbpIHlPuvv1HuuXaA3KkMuuYGueOa6+X2/tfLbT+9Tm5VXleH+of/7U/kL/7ulD4N\n", + "9nd9Y1N4YCw2B4o1AhbbcOB31HjAHIQHEs427BkHQEOCgyrjwsvVhU8xjQnMwug3J2hjMl4bkzEa\n", + "0Efr2cdrpjHBgTX0uZfM2aYNHg8OfjJoSPSggttGbwIOJhM0TCNyr2k8brj9LrlezeN1ahyvveUO\n", + "6a/G8ac3BVytRhGNFvb3X+ox1zFOkb/U8uoKfPuhu/Du7wQLsc+x7/V3bH/rvn5/vrO/39f9rcAY\n", + "InBMTTSi42EO1SyMDnsXXtVg/pI2oggeMAvGHD6Ls67nTSP6cNiIYl/jTAuNZ7C/Q5Og+xtB4kYT\n", + "MOz+Dvb5NbrPr9ETBoB9jwb7j/74T+X/03bPx18XggagpPHKiy+fIvCta2f4rd/5Pdne2ByZevd4\n", + "ttgeQvxOHuMmWM5fYEDAtEGzfFawzwOjMM2cDKA3CWbhDT1pRO/CCCdwmrPs0CwgcAYnA3p86xk2\n", + "ehXuDY9v9CggYCJQFnZ836rH9y2Z4ztXPUeddli4tGP1PGMWppltHq/xD2bB9KLpNqMXLVbPnR4V\n", + "9CzAIAVGAT2lqOe6zRr3jBkOzZGp53ryYwySbvsNGvtu0O2/Xre/7E//9z/Jn/7vr2b421Mi/syi\n", + "jdafqalw+fO8/HM2f5fklIg/A+HyfvO31TioS5ujzmmuMk8LZb42+PPfmSQVE9+RBTq8UNPBAg0A\n", + "i8aOkwVvjJUKDQIVGgTAfJiE0CjMe/5Fmfv8CzL3yWGycNCdUnlxP9n0L6fK9r/5G9n/gx/IRzfc\n", + "IEf69ZP9Z54pe846R2q+9z2Zf94FMua6G+Q1NRSj1CiMvEUbgoG3yktaQV5Uc/CCGoNhylNqDgaH\n", + "PKLm4GE1Bw/+9Fq5R7lbTcKd+v/2q66R267qL7fo/4FX9g/5qYzSivuV//rH8id/8499mv/rt3/H\n", + "XGecoQcGQMOAngJ0NwMYA4tNM40HehLQgCg4mEZpHbj0ssvlrLPOijgbnH2WnKOcd85ZcsG5ynln\n", + "yYUK/mMY6ecqmA7Tu/OD8y+8UG5W43i7Nii2VwFnmAPuuEeu1wPKBI2btSHRgAGDcNWNt8iVA26R\n", + "K264WS5XM2m4/iZ5Qc3Jf9L9HRxzHeUfc/J/ZFeXInIw+l21/GX5U91fFt++LIT8+ztD9v6eY8D+\n", + "DhrQ98KzzKBnwTak47SNgGEIummDyxFoSNGbBINoLkU8ow0pDMOTOOt6Su4LexbueljPtjSAmOCh\n", + "+xv7Go1ocn/DIPxUgwf2+dW6z6+68Wbd7wHY9whWf6hnoMHJWTZ+c5jgHwBO6IolkU83426nDaDY\n", + "hyCzn4NjGubfEh3nWh9wqcmeCOAkAGCf20tP2OfBpYipMh6GQeMBTgaGa/uPgInLTrhHKDAMOCFQ\n", + "g6gm0RjEoU+b3iQYhrs1eN75kJ4QhD0LN9+jx/fd95mgCbNQ9PGtdRwU3q6F9XyeU8/VIIBJqONz\n", + "K2TSrHnyzqy5MvG9OTJhxmx5q3yWjJs6Q8a+Wy6jJ02VUW9PkRETJsnwcW/Li2PelOdHvynP6gnz\n", + "ky8MkSeeHyqDnxsijw57TB5+6lG5/4kH5b7BD8g9j92n236vGuP7jEkaeFfQWwaTdL2ahIwZhkkK\n", + "6npwEnSblP3J//oHifgbkDnATQGgQfpbbbAMMBYBf9YZ1KBYkg3jnygo8LrVH8jMcW/KDK0Is8a/\n", + "aZitw+9rQzBH/89VszBnzDiZp5UEzB0xSuaMGClzXh4e8Ozz8v6zz8nsZ56TOY8/IRUDb5HNZ5wh\n", + "bX/7t3LsRz+SL197TaSxUb5s3y+/3LtffnH0E/n50ePy6cat8unseXLsrntk37e+LTN/coY8+9Nr\n", + "5GU1ETALL1w/QJ7X30+rQXiq/3Xy5NXXyONqDh5VU/Cw/n9ATcF9ahLuueJqGaTm4PbLr5Zb9ffN\n", + "+n/gZVfJgJAblFeHPiV/oBXt/9Wy7w7+h+7Lu77xdZlyzvekpf95cuiGCyMOXne+NF1+pkz+8bfk\n", + "zn87zUzry+NEgP1du71BJmtjANDFPBWBwTQWcww4iOxvgPGYzs6Dyw/9Lr1URo4cKVOmTIl4990p\n", + "MlWZNnWKlE+bIjOnT5H3yqfILAX/MYx0jMd0mN6dH4wYMULOO/8CuUkDyI13amOiB9Z16ryv1QPr\n", + "p2hM9ICyjQkakUuvu9HQ79ob5ZJrBhgu7n+Dufzxlf/6J/LHelx1jn+IePnll+Xcc8+VsrIyw403\n", + "XSHjx4+WtrbmGEj73ve+a6a56aYbZeI7b8jBQy0xbB7JdMu1V1whf6z7y8W3P/ORvr9n674NAkSw\n", + "v4PfwLe/YRTeVqMwAfepTH5Xxr8zRcZo8MC9KuiefhVnmzAMeiZo7lXRAGLONjWABNd0Q8PwmJ55\n", + "PTrY3K9wBy476ZnXzdqQ3qQN6QANHjAL197q2d8KgsdlGjQQOC7Dfr92QLjvB8izukwYB3NS5ME9\n", + "ccqLBuDi8eRzEoBxwM2H2H9g2nuZfYxr8wbnJKA87C20Z9bm7Bq9hmafB71J6F3APsflxufUHDx2\n", + "x+0y6up+svjqC2XHDRfLjusvMrRee4FUXHqWvHDB2XLH1f1l0L0PyP0wDGoS78KZthqG23WfG4MI\n", + "sxAe3yZw6gmjMQtFH9/BsWHimNZzmBwAw5O7XUMPabDNqOPPadt0YbnW4S31MqqqRV7d0qw0yitb\n", + "GiKGb95ueHlTvdIgL23crtTJi5ub5fnVy2Xo6NPkqbHflKfGfVueHPstw9A3vilDx3xLBr/xDXli\n", "DPiR3PH4daY3BXX8GtRzmARst54oY9uvUDN8+fUDQ7M0UP5/gmwp86h6sWcAAAAASUVORK5CYII=\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 63, + }, "metadata": { "image/png": { "width": "500" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename= \"assets/assignmacro.png\", width=\"500\")" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "- Make any final edits using Plotly's web based editor\n", + "- Make any final edits using Plotly's web based editor\n", "
" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 64, - "metadata": { - "collapsed": false - }, + "execution_count": 64, + "cell_type": "code", + "source": [ + "Image(filename= \"assets/plotlyeditor.png\", width=\"800\")" + ], "outputs": [ { + "execution_count": 64, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAB30AAAOfCAYAAADM39myAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7P3Zd1RnmqcN5//QR33UZ3mUZ3lU\n", - "+db6amUv3nbzdrWp7i51VRbuzqRcZZpsyDSiSDBkChtkgyXLAgQIEJhBBtlgMcogBkvMyAKEmARY\n", - "CBCgeZYYJIF0f/veQ8TeETsGhSQiQrour8so9hR7uCMUen7xPPtnAgAAAAAAAAAAAAAAAAAAaQuh\n", - "LwAAAAAAAAAAAAAAAABAGkPoCwAAAAAAAAAAAAAAAACQxhD6AgAAAAAAAAAAAAAAAACkMYS+AAAA\n", - "AAAAAAAAAAAAAABpDKEvAAAAAAAAAAAAAAAAAEAaQ+gLAAAAAAAAAAAAAAAAAJDGEPoCAAAAAAAA\n", - "AAAAAAAAAKQxhL4AAAAAAAAAAAAAAAAAAGkMoS8AAAAAAAAAAAAAAAAAQBoTX+h747r89YKLhlXy\n", - "fas9LVnY+7Luhv14UuiQ71cZx7vqjnTaUwAAAAAAAAAAAAAAAGBqMWNZ/YQIkGymcej7Wm5vvSiZ\n", - "Jzvsx24IfQEAAAAAAAAAAAAAAKY6fgFuIgIkm/GFvq13JNOcPtk9b11MWOj7VIr/ROgLAAAAAAAA\n", - "AAAAAAAwXfELcBMRINmMPfR9+lz6+3oN+2UwbUPf1zL40y35wNgOoW8q0y9HvzTeLIvb7ccAUXj5\n", - "UC5VN8qw/RAmijYpX5MjhbfshyHnueWHzTLvK2fm5NNZc0Zq++wHMEZuSeGizVLeZj+EMfG2ax1E\n", - "Xtw9Ih8vyZF5i3JkyaGH3tf/rRKZt+aEtNgPAQAAAAAAAMBNSJveZP4dPQX+RvcLcBMRpiMD0nC5\n", - "Whpf2Q+TzNhD35Oun2+MM/Q1Q+NLUvyTyOCju7JuzSX5z/b23l1RI9//1Gsv6CJa6DvcITXfXJUP\n", - "FlrbUD/44obUdA7ZCyi9UrXpovxHe77HrQ/tZUJC3zs35O+N+R98F+lt67HZa/ivV9ySZnvKVGSg\n", - "6pHxxvVAShrtCSbtkq9vaJ89E8/khicyy5iec+ONPSERCH3fGvqLeZHVsO428KEgDh4eWjem5Sec\n", - "u/tk3vIj4ryKpx+Nsu/jHPn0bPhXVWq/8l7XBR9vk8KzD+WFPV/aTsjHi0qk1n7oJeQDYsh5frtB\n", - "WKeU5+XIl5d8fjdMaUKugZsxfaie6qGvdZ7ctW46QX90EPr6YL53uM71kjz5eN0RudJlzx8XP8mu\n", - "5etkz4PX9uOQ1z+hLwAAAAAAAKQZoW10lpHa5MYLoe9Y8AtwHZdeeCXa1NF4zX++26lOY1m+7Llp\n", - "PzBplLL8PeKZNKFM9vYngjr5dk2+HGqwHyaZFAh9L8qnW6/LPxn/Zm66JaeuPpBT39XIfDu4/fR8\n", - "t72wTaTQ98VDWafBa8h2Ms3tXDKW73cWlOY7D6SmskZ+Zyz7u613pcZY1vSR81yhPX2b5OAy43Gk\n", - "UNcOhf17DU8h2ptkrvHGtbTqpT3BwA53ZyxrkKOubLalvMGY9kgqnNOeEIS+b41x/2K2GuOTGvpO\n", - "d+4ekMzsDbI8+3t5Yk9y0A+UH//gJH2vpffBCflyeY58fskOiMcS+oZAEPY2IPSNj+i1Ol6odR9C\n", - "3zuGm+RK8QaZt/yA3LcnJUzU9yUDQl8AAAAAAABIM7xtdJMNoe9Y8AtwNd/IvzMsQ8Ovpesloa9m\n", - "AKe3rvGGvp2nZeuaSQxlJ3v7U5CUCH11W98+cvfGNQiEuDVS4x6v1Tf07Td77+p2Dj4N2c5wixzU\n", - "AHfBVakKdGszsJ873uGdm7+rMrZh9Ur28lp+Kr5kzKuWU1N+yNFu2bjSePMqDv5iaix7IDPWP5RM\n", - "4w0tGAa/lIpCY7kvmwJv9AONTZKdUy8z9c0v64Fk7m8zvx1jYYW788/0SUvVY5mTZSxT2CIDYaHv\n", - "a2ksf2hs44HxZqt95Y3HF+zl7e3OLWy2exxbPZCzr/VIxY4G+3kbJPtMj7Fdm+FeqSh55Fq/QZaW\n", - "dQTnKy975KixvhVs18uszx5Juf3dAPOYPguu69l2uhH1F7N+QNggBx/UyZ68PFlg9+b6dH+d3VP0\n", - "Jzm4Zp05fcHydbLk43XypR0mvnh8Qgo+tr+1tmSz7Kpx9ULV5/zqlmv4TqtxX4OVj8t+ktv7N1vP\n", - "tShPPi65HngtGitKoS770tifNXnmts0PLyHH0HKpWJbbw4J699fg5UMp37ohwvbTkVdyZauGuHWy\n", - "LztPdj2wJ9v4faBsKdsQDLDGEvqGnmczCPtBrpSM8XpJr9w+tMN1jbz1YdbBD8Z7iHEdl+gy5nOG\n", - "h3pRa6ztjBQY58OcZ5iZd0Ruu76zkj5ECTPDXrudrmuRI0u2npCHgWMOCX3N1+B1eXLWPsdhy6cb\n", - "Uc6TcV7OrTNeB2VN9mMDs+6L5ZJ5vFadXnlm1IxdTws+Lpbyx8/NRZWw0NfzPhJ+7vxrWIl2jdIM\n", - "3/eO664602uiPzfJOftcBd6Lopy/3pp9wfcGU32O6O9FU+q8AgAAAAAAwJQkVujbafw97NzmKLRd\n", - "IubfvcON8oPzd/aSDVLww3U5uC707+gjcumHyO1Aw8+qpNBp//V7jpC/5Res+d4aDTDkb/QXxuPM\n", - "5SVyJY3yErONP9SiPmnsH5SjJY+kvH16hL6dNd/K1tw1smaNYe4m+TbQ1npfyjblS645PV/y8/Pl\n", - "q9JS2ZSfay6bazzOz/9KKu3FBxrKZXeBNW/NmgLZXd4QJTsZkLpDW61tm9svkK8qnxlPWRZx+7qf\n", - "m5z9LNgt5Q2urQ80SPnuAsnV/Qwci/HzoTpj5k3Zs2a3nK455F3//jPPPhTsPu0Zrvl142XZs9U5\n", - "Hp1fLsGn1G1ukvJW+6FB5P1rlfJNxrLPnkmlsY86f5N7xQlgAkPfIRk07/VrOOwMxRcDJ/T94p74\n", - "dQjtr6w2t53rTmv9Ql97O39f/NieEIJfT9wxhr7Sd1eW+j7HQ1lnTP/rNXd9j2Fq8UZqi403r5VP\n", - "RF8eTlg7a3+7XNhhTN/RKlbk3iY5xhvc7LIe85G0N8t843FG0TOpuNEm1RcazR7DM43lrVK3tjPz\n", - "sweSoeFpWZMcvaHDN7pD3zfScsYKfLOv2S+Q5mcyx9jOfOP5G/sHpP5Gk2w03n2tfbBCX10+q6xV\n", - "qm+0SmnRA+ONVwNj54sBQ1Jd9th4rh5pMdavK9Pt1xvznSGpjedfr2/WDZJ/wdhvYxtHS5rFfOu2\n", - "j2luSZv13BceS4bxeGmV+xdxGhHWeO7Gamif93GJXOqyX9t916VwuTtc9Alb+s7I50s2y8Fn1jrD\n", - "XVVSsHxdcB19zuwN8nHeCXni+mKHGawsWieFNb3WfWONDywH83Iks8T5xoWGMxtk+ZptxrZd77zu\n", - "Y3j2vSx3f7AY7pQnXc61scKfT8vs+9IOt8m5rXmu7achxrn+dFGxXDEO6MmhDcaxWK9QB78PlDoc\n", - "97xie7nxhr6e6xV6PiNcL3klLQ8eSq997YcfH5Hlrn3Q7WrP5Y+/uh5YJmxfotZYoxmA635ZvJLO\n", - "Z23B4D+t8Hl9OYRcj/sl6yRTz5n5qFfu7zeuz7oz9mOf0Nf4gB54LRhLXfnKqIvA8ulGlPOk2PVi\n", - "HX+TOTpBQbXzvqDnxnifc70f9dYYf6As2ibn7PcRb+hrv48c+sk+V6/kSZkxP+S1EV7Dsa5RmuH3\n", - "3jF8RQq0zsxvduk1yZPl2ZuD7xEmsc9f+LajvxdNqfMKAAAAAAAAU5Kooe+DA56gtPfBEePv4mC7\n", - "RPS/e18Z285zzX9t/J29zQxnPX9Hh7QDhf3t3PdQ7rc57Xe9cmmre3+tv+XN5zA38Eo6u+w1XX+j\n", - "v7h7QJYH2l/SB78A1+20CH3vl0p+/m653Gq1tb7urZE9+bmyp8YdWIb09G0tl02hPXE7K2Xrmk1S\n", - "dt+uj1eN5nqbyp9Zj0N4Vb1b1mwqk0Y7eng98EyeOcGc3/bN/dwjTrNv7/1DxjJbA4Hw/dJcKTjU\n", - "YLwKlNfScKhAckudMek0oF1jPF+5/XyvpbFskxW+HrpvvRZeO/vrCmN7G+R+oG27Vy7vds8PCX2j\n", - "7p+eQ2P/CjYZ57XX3seJZQJDXzv8NIx7mGM7eP3dd66eN26M+fON+X9f/NSeYOAX+l6tMad5wmEP\n", - "D6x92/STDNpTxhz6SrecWqPHd11u21NMjP3R+wOvOG9fwSnO0DW9r2+DlGoO298iS403Mg1Juy48\n", - "NKY3Wo2z9pDPTnhat1/D1kdS4fpWUGOZDv/sDAlth7thw0EHQ9+BO41mqKq9gQPcbzRD2vnlfufe\n", - "vtdwIIhW/Ka5scLq+WfsnbCPI/NCeJBrHZN9vCZDVvC9vtnVgzmNsH/pe3Ua262G9tAPJN4PKeFh\n", - "iwYeSw557vQst4tzgtPM59xh97ILYgYr7oZ/5fH3siQwXKgVznwZCGts3AGAuXyEb5NpkPCx/S00\n", - "B71Pbei0NKL37DaZt/WK9YHNFQA7eK+V8YHswffGMutk2137F9V4Q99ErlcY3kDS3O7Hofdo9u5L\n", - "9BrTexy7Q990xjru8NeobeD86zkslkuuay9dP5j1YE3znmPrNegX2AX/oEgv/M+T+72r95LxB0/e\n", - "D1Jr1M4C4zUT/NRg1an7PUxfK/rHzef2PWTNmnRCX/1iSdhrxqo554st/jUc6xqlGSHvHcMvm4xz\n", - "tk7mGefYqknrmizZH/LuGsf5G1voO8XOKwAAAAAAAExJooW+Oq+g2t1hwrqdnjUtxt+9zhewPZv+\n", - "SXYtD/k7eoztQLHbQmycv9GNv+W1zbHwVqx2wNTDL8B1O/VD31dS7QkyLcxAdmul/cWA+ELfxrIC\n", - "WeO98a9OlPzcUt/bgYWGvh58tn9zzxrZHfJaOW3slzXNZx9v7jFDXuvIrNDXM/9ZuRSs2S3uTbaW\n", - "bwo/Bhfe+d7QN579y4/jBsA7duyQn/3sZ77+9re/tZcKJ3LoO/zc6rXb1y+DVyc39I24/PBPkqvb\n", - "3OpqLPQJfTtP6tDLIUGwB3vf3CHumENfMc5DjRnw5l51molfy+2teswhQ1BPZdqbzB6uOpSzFQA/\n", - "kgt67PZ0DXpbzlj38zWny4DVWzYnONSzyZ1G800w/44+sMNd13DQFs70h+a2Z3zZHDK/TyrM3rv1\n", - "MjProeRc6JauwHWwA17P/YBDn2dAqg89krmf2cNO2zqhb9cZDbLtgNuDfUyudQKGHUOaEBLkeQlp\n", - "aLeJFfrq/NDwxdT5oBDhOT0fJhw8PcdCgisHz/aey8ND22TBkjz5+KsTUhv4hpqB+QHHZ78ifWhJ\n", - "ebRHq/vcd8oPxgfCT88G371Cr0VmXon88MAVho439E3kehkfFe6fLZFPP86TTHNYcB06Jric73ZD\n", - "9iVWjb14/L18vkSHmimR8ltNrl6G6Yb/a9DEfT3M6+hzPgLnNeRa+L4GNXjLkW137YdpRZTzFMD6\n", - "Vuo8/aPI84UT/zp194j31KTvufO+L/rWcMxrlGaEHs+SDfL5/uvSGXixRbgmcZy/MYW+U+28AgAA\n", - "AAAAwJTEty3LbDuw/uYNm2do/p0c6+/esL+hlSh/RwfwtgMNd12XPes2yJLleeYt/MxhoGO0hZjo\n", - "vI83y6fLcyRzf3qOpujb1u9y6oe+PmGp4gld4wt9NfQMH7I4fAjkIJ1SvUeHOi6Qrw5dloZeV/ob\n", - "tn1rH5xhlt06z1mnPX3Lgh2FNIQOhqw+++FzDKGh7+vWGjn0lbGd3FzRoa3NYaN9Q99Y+xfhPEfA\n", - "L/iNFvgqkUPfSL17p3Ho62znP256YPUYHn5g7l/g8bSgR0o0JC1pt4Z6Nu+9G5w+u6zdup9vYPoE\n", - "hL7GcnPXPzR73QZ64QZ4IwPNrVJU+MAMbmeud7YRK/QdMvZfA+MGyb/RJwPD2ivZWifu0DfnmdT1\n", - "v5QBty/9+xCnPNF+aUdotPc0zvss453vQ4TnnJjQ12a4SWp/KDHvhbHc+MBh5hBRjzUNuXtAMv0+\n", - "9LmOMea18P1g6BD9A2Lk6+V8S9D/eplD0mytkpZAOORdLt7QN+pxmbySllsnpNBYb172Ebmflsmv\n", - "/2vQxH09ol5HhdDXPL5sfY1sloOe0nmboW+0a5RmxDyeCNckjvMXvu0o70VT7bwCAAAAAADAlCRy\n", - "W1aMNo1Yf/f6zo/yd3QAbQeyR93S22It2ix7HgRvzxRPW4iJztO2lgfXZdvyDbIvwl04Uxl3cOsn\n", - "oa/5YJJCX4vXvQ1y+dBWyV+TL19dtheMEPpGDU0H6uTb/DWBew8X7K6U4MDSCYS+9nDVh+4Hh2OO\n", - "3NM31v6NLfRV3MFvrMBX8Ya+w/12797n4wx9W+K7v68dvHqGb3ZjzE+d4Z2V1/JT8SXjua5KlfHO\n", - "5/T8XXdjMkbeTl3MoY1zHknWZ94Q1pxeaEw33twC9/M1iHt450ihb7H+Inxlh7QPjXWce+66eRMI\n", - "aa1t2qGvZ7hlJwjW7fk8Z+MzmW3MDxyTPXx01jV3V3wL65geSnloBp2uRPulHeFDh/dDSvgyem/Z\n", - "wJDDfkR4TvPDRHbIdA02PcMFxxn6OphDHtsffMyhSKbKkJ+v5MrWHFkeMsSxFboaH7Ds32Yxw9Go\n", - "Hxyjf0D0vV5hwzuHXi+fmrI/WI4l9I1ZYx46zR7QoXWcHvi/Bk3c18O87uuifLD2CX2N637Ffmhi\n", - "vlbSe3jnaNf4od7z2qirTr1fr+f9Qs+NsW6N/dDEqhnf4Z19XzPewNy3hmNeozQjZtga4ZrEcf7C\n", - "lwnZ1phqHwAAAAAAACD5RG6js9r4Qm9jFiDW373m/ND2N+vvbM/f0aHtQOZ6djtQSJufcr8kL9i2\n", - "oe19kdoAXOsO390nmcv3ye00a3v1C3DdTod7+vqFtdbQy6ftnCy+0Nd3aGQd3nnNt2J1rYhBXank\n", - "OsMxh23fGoY639WTN4y6b2XN7mpjST8SCH09w0Nb6H2D/UPfWPs39tBX0eA3nsBX8YS+To9Z8761\n", - "4wp977h+jtLr1w5e/3rNXfHLzvorq81teMJcv9C3756sMKb9fXGEd707N+TvQ/clodDX4NEt+Z25\n", - "T/3W0M5/uiHpOWBB4ljDOuub2AMpcdfuHSsknWlM3+gekry92Ryeeeb6J1Jxo02qLzTKXH28o9Xu\n", - "DRwr9LW72r5sl/yVruXuN0nOmVapa34pA909Ur7DDpfNYrIDXsPMQ61SfaNVSs2hoB9I/h3tjfvS\n", - "6pG87KGUNAxIS2Or5BvPZd4jOBBk90hJji7TIPkXjP02tnG05Ilc6DZmOceU0yjlDX0y0NxtHNcz\n", - "Kbnh3NQ8zfD5pR7Ev9He+yGl1xwy9eMy1/25zRBvnRRUO8PqvpYXXQ/liRMmRXhOMygx1tN7sZrr\n", - "DTfKwbwcySxxXmljD3177x6Q5cude2taw7u6e5kOv2yTh8/S8N6v9gezH3wCutvGh7LMEuvX6KSH\n", - "vj7XKxhE+10v616py/c/tNdps+4DOsbQN2aNuemrk13Z62RPWoZCEYIzJeR6aA/qeXnfy/0++8tI\n", - "w8/lyTPn/PiFvjnyqfEhxJrfK1e+MtZfd8a+T0e6EeU8KcYfJ8v1Xt/mF5CemzUYfM+yQt95eSfk\n", - "iXUypFeDYVcA7q1J633k4/0/2efqlTwpM+ZnB+8N7l/Dsa5RmpFo6BvH+RtT6Gswpc4rAAAAAAAA\n", - "TEmittE90NH8Nsu+QE/bV/LiWWOg/TL6371WaJz51XX77+zX0nmp2Bwd0PN3tF870NYrYqYvZqhb\n", - "LJfsdpDeB9/Lp+7hnfXvcm3zK7klveYGXhv712Y9n+dv9OfGca4zv3QfqYteKuIObv2cDqGv3C+V\n", - "/NzdcrnVqrHXvTWyJ1/vRetkHr1SuVWD4WC/Wem1esG6J7l7xpq8ajSDzuCQy51yeXe+fFXpDZgt\n", - "Xkvr6a9kzVeXrdry277upzGtLNDz9pUMGK+VZ07Kaz6/d2jlYG/fBEJfM7A2zot9OL33y6zt+4a+\n", - "BlH3L7HQdyx4Qt/+O3ekcMd1w3vS/PSe/fMduX0nws9PH8pB8+frcu5pi5yzfz5456HrZ/tM+OGE\n", - "vgsuybobIbHvi4ey7k86L+R+uX6hr/H2cXur9sCtkoNPQ4fXbZPv1+h2rnp7LnXeNZ/7P7qHjg4Q\n", - "JfQ13roOrtD1rpvBdsSgeSrT3yJL9U1s5RPvNzOGWyXbfHNrDG8Abm6VHDtUnZH1QDL3t7l64MYZ\n", - "+hoM3W+UDGMbc7QncXOTZLruxzsr55GU3Hde2fZQzYda5eiOBvt5GyT7gqse21sk21hf19V7Ahfd\n", - "H5ALO7y9l6W/Q0oK7fXN52iUame2HtN6a1hpc95nD2Xjfc9NItMH+5d+qNaHAv9G+9APKcOPT5j3\n", - "T9X1nPvJDj+rksI1eYHtLcjeIT84b9AhDfYOVlDyg1wp2SwLzPXy5OOS667XYhyhr/Eh5ePlweNY\n", - "kF1sPK/9gUgZbpRzXznbN9T7UJ6N8u2gFKX37LbIPV3tHs1XjJmTHfp+fvbh2K9X2xkp+Ng5/5tl\n", - "V81D+WHdGENfg8g19lD2GdPd17jAuMa+5yrl8X8NmoS9jnrl9qEd1j1XzOPOk0/1w7g5zyf0XXNE\n", - "Lv1QHFh+ydYT8jBN38ac8+TUQkDz/OiwznlSWPPcXtbgpfUtWGuYZ+vc7Kk+EajLBR8XS/nj4PJh\n", - "NWm8j/ywdUOgxpas+15uu85dpNA3+jVKMxIOfQ1inL+xhr5T6rwCAAAAAADAlCRWG13v3e/lc6e9\n", - "zDAz74DcDmQaMf7ufflQyp2/s415nx96KJeKvX9HZ5Zcl4cR24Gey+39wfZSc17NATO8DeB+DsMF\n", - "zpe3Q/9Gf3lLCpevM57b1Q6T4mj7fjSnRehr0Ft3SLbq/Wo11MzdJHuq3Wmr5rflgflbK7UF+JU0\n", - "lm+VXDNc3SrmJIPXjZWyuyDXDl0L5KuyOrsDoNIo5QVrAvfZ7a3eY90j11x2jeRuPSR1gcL2335v\n", - "XZl8ZWwjuE6p3NR1Bqpld+5XctoOrk1e98rl3Wtk02ldOYHQ19jzukOb7H3QALlcGmpKJTdS6GsQ\n", - "cf/eduj71rFD36Wbrso/Gf9mbrolp64+kKqTNTJ/YYQw2Df0NXjxUAqXWeus2HFHqsztXJcV9rSw\n", - "7Ui3nPtC512U+cX3pMZY/tT5h3aP42ihrwR6IOt2i6dbN9+0wRnKORgYQ3oQOSgBgAklLDSbzkT4\n", - "cgIAAAAAAAAAAEx5/ALcRIQko0Mx7/Hcv83kWXmBz32GpyYpEfrqEMuDj+7KujWX5D+bYepFeXdF\n", - "jXz/k0//jEihrzLcITXfXJUPzMDY8oMvbkjV09DA1+bFYzn4RVXwOb+4Z4e80UNf6bsrS3WdFbek\n", - "2Z4EqQahb7pC6AvwliD0dUHoCwAAAAAAAAAwXfELcBMRkkzDIcnP3yM1rmjxdetl2Z2fL6X37QlT\n", - "nJQJfdOKp7fkAw2Uv6OpPHUh9E1XCH0B3hKEvi4IfQEAAAAAAAAApit+AW4iQvJ5Vr1HNuWukdz8\n", - "fHNI5tyC3VLu3F94GkDomwA/FVv3D/5+evQGBwAAAAAAAAAAAAAAmJL4BbiJCJBsCH3HSt89WWHs\n", - "83/c9JMM2pMAAAAAAAAAAAAAAAAAAJIFoW88tD6WqqsPpOpkjcw37xdcLafo5QsAAAAAAAAAAAAA\n", - "AAAAKQChbzzcuS7/2djPvzZ8d1WNVD0dsmcAAAAAAAAAAAAAAAAAACSX5Ia+AAAAAAAAAAAAAAAA\n", - "AAAwLgh9AQAAAAAAAAAAAAAAAADSGEJfAAAAAAAAAAAAAAAAAIA0htAXAAAAAAAAAAAAAAAAACCN\n", - "IfQFAAAAAAAAAAAAAAAAAEhjCH0BAAAAAAAAAAAAAAAAANIYQl8AAAAAAAAAAAAAAAAAgDSG0BcA\n", - "AAAAAAAAAAAAAAAAII0h9AUAAAAAAAAAAAAAAAAASGMIfQEAAAAAAAAAAAAAAAAA0hhCXwAAAAAA\n", - "AAAAAAAAAACANOZnV69elWQZL37rIo5FP74oPIiT6PDwsIyOjtpn22LGsnocg37nEAAAAAAAAAAA\n", - "AAAAIJSk9fSNFMT5ocsODAwgJiShb3Ls7+83Q0s3fsEmRtbvHAIAAAAAAAAAAAAAAIRC6ItTXkLf\n", - "5NjV1SVDQ0P22bbwCzYxsn7nEAAAAAAAAAAAAAAAIBRCX5zyEvomR0Lf8UvoCwAAAAAAAAAAAAAA\n", - "8UDoi1NeQt/kOHGh7yOZneM3fepL6AsAAAAAAAAAAAAAAPFA6ItTXr9aGx0d9Q0qo3qv317b4EWr\n", - "HPVbBgN2dnbK4OCgea4V/dcv2Izl0mtDMjQ8JOU7/OdPZUPPIQAAAAAAAAAAAAAAgB+EvjjlJfRN\n", - "jhMR+pqBr7m2wTQMfgl9AQAAAAAAAAAAAAAgHtI09L0iGxblyLxFX8tlz3TEcAl9k+N4Q19P4Osw\n", - "zYJfQl8AAAAAAAAAAAAAAIgHQl+c8qZE6HuhQ17pev3N8p1r+q1ukVdNNwM/exjskArzOfvl1tf2\n", - "OoebpdeY8ryxOrCNH1vfmNv9xn4c8OvrcrfjlfW8Jm/kVXejHNR5zv44DL6QJzcuWuuZ84blyQXd\n", - "TqN02YtYDMvzjqdy0tmfKI4n9A0GviMy8HLE9a9BvMFv2UsZMI65tsx6XN5urd5y45lnuY0Nxvkz\n", - "GGho9yxnYTxvc69kO/cUXt8mFe1vXL2P30jjjTaZ62zPfE4XL4el9kKTMa9PGu1JHl6+lI3Ouj4S\n", - "+gIAAAAAAAAAAAAAQDzECH1fy1D/SxkIOGhPHz/JDH0bjh+Xqz7TcWqaUqGvQW+9Ha4ahoW+3Y3B\n", - "dVQz5H0jTTXW463OPgRC3uvyxHhZvmq67l2v8KY5XQb75e7lavnu8Hk5ePa+3LpxzZrvCna3Hr4m\n", - "tR3DxsK9cjVknhP6dt0zfv7a2Mblp9Kl2zWO/7jn+cJNPPRtk2rzMEek8VqTHcpqeNsk5e1W8Nt1\n", - "v81nvRAjhL7S3S+ZgeU6pG54RIaMw/eEvu19xs+NsvSMFeJaQXGTXNBr9HJIKsqbZemOZim6MWTN\n", - "v6PBrvc5ZxcZNdKs+z4opYHnc28/OC2ShL4AAAAAAAAAAAAAABAPMULfdskPCSHmn+mz542PZIW+\n", - "DccL6SE8zRx76HtNfqx/KndDbXX1jX3dLw99lvmxwm97hmaQ2i9PmoaNdXvlqt1TNmboW1gtD18E\n", - "l7naYfzc0SvP5YXcPWzMDwmFA97Q/sCv5GHU/XGCXeexvXyk0NdZ93KXvNbnvOya5uN4evrOyGmX\n", - "UrOHrNMT1wlvm4zp7TI7dHk/fULfgeZB43iGpaLIXqb8lQwNv5I6nRcW+uoy7VL70p5nbm9E6i88\n", - "sudZljSOBHvshjyn9fi1VO8PLk/oCwAAAAAAAAAAAAAAE82YQ98Zyx5IZnGj5JdEs8V/KFMXkxX6\n", - "NhzfKiuPP/BMC87TwDeVhoVuk9vnL8rtHr95KejTKjl2pcl/Xgo79tA3dEjj+HEPu+zRDn1vfX1f\n", - "ml6LvG69L1uN6WGhrxs7AK7QoNjs2Wut23bD6sXbde+EHe7aPXRdmuvo8NAh0wO6g92vz8uPrRpG\n", - "d8nZ0Hl+oa/vtHDHFfq69Ia+Y9Av9G3oNnvrttyxhnjWwHaoscOeFxr6PpLMsufmsZo9fa/poM7D\n", - "UuEM9exoTh+Scv3Z/Zw5z4ztG/s+/EqKXMsT+gIAAAAAAAAAAAAAwESTQOgbj41Sa28hEpMR+gZD\n", - "3Zyw4DfaPMtHcmS1Nd9x4ertsuvyE59lJ8oa2bxorey66zdvkn1UJll6nLmnpDna/NVl0mBPa9Rz\n", - "WHDWf/kUNqVCX+PnrTd65bUZqp6Io6evoRnsGusGgmP7Pr4dD1yBsHcdb+jrPh5rH6z9cfG6X+6e\n", - "PWGtP6VD33bJvGOcm+4ByVzWI/X2/LDQ14Xe03epbi/u0NfF8JBUHPL2DCb0BQAAAAAAAAAAAACA\n", - "iWbKhL7uUNfRCXdjB76qFfpuuOI87pSGyyWybNFa2XbLvdwUUUPdVVtl5fIC2VMfPv/+/gJZtqrA\n", - "E/qmq2MPfeMY3nmwV+p9lqm9cN5ne4au0PeLwvNWwPuiVR7GE/p+rSHrsLR1vAgGvBoEG/vQZkzy\n", - "C5qte/++kvoy13Rzmjv0tYJdK4R+EVw2Rui7tUaHd3bmRzZVQ98ZRQPSokMu3xk0TsdzyXHPs3/2\n", - "DWXN7cU/vPPsC4MyZJynCzuCy6qEvgAAAAAAAAAAAAAAMNFMidDXG+rek/uux8tWF7jmRQp81dDQ\n", - "1/J8UY5kHX9k/qzPk2Vso6FypyxeYmzTCUQ77siRwgJZYD5PnmQVV0mjub7u51rZE9KT9/b+tTKv\n", - "6Io9v1COPArOa7xcIiuXW/s7b0mhbPP0NA5fPmy/H52S/FV5gWNemHtArna4l3eW0568X8seY18W\n", - "778XMr9Gti3fKsdOfe0Jfc3zbO63PtZ9+VrO17ueb0mB5FdGPsfd9WdlQ26efZ5yZHFhmdz227cJ\n", - "duyhbwTN0NTmRasc9Vsmkp7Q17BM78VrETP0te/rqwQCXjMIViKEr/Yw0jLYJbVnL8quwgr5ztxI\n", - "eOhrhdBvzGM6HjbPFfruuygna1qlV4enNvbzO/fz+Ziyoe+yZ+YQz0rX/daQedFC2SZrvZdDUlHe\n", - "LEt3NEvRjSGzZ2/LHev+w97nfGZsayQQLDvbIfQFAAAAAAAAAAAAAICJJu1D328j9OIN7fkbPfBV\n", - "/ULfTqks1HWt4FW3uXBVgWQVVUlz4D68T+RkvrHMwXvSrY97HsnJwjxZWHzTnH+1OC8kVL0ne1bk\n", - "ybbr+nNIiHtrnyxcvlMqn/aYj7tbqmTD8jzZcLnNXjdW6Gtse5Uu79x3t1Ma6x9Je2BZl3boe7n+\n", - "sCxbvk+uuuddN/aj8KJ0X4kV+ubIgtzDUttize82tpW1aKuctB+H2XJHah912o+bzHPrBOqTaUqG\n", - "vobHG62ewxHv6eu6J685XLMn4D0v9ebuhN/PN2DZA3nSr+s5vJHXxjbD79treLhRul5rqHzNN/QN\n", - "8HpYepseyNGv7fWiONbQt+jOkDS2h9vy0lxdBrr9518o999e5NC3XjJv6Hl5LdUl4fOihrI5bVLR\n", - "/kZ0QGeT4TfSeKNN5jrzQ55zRlGfNBpP5YTLKqEvAAAAAAAAAAAAAABMNGke+kYPdZ3gN3bgq4aE\n", - "vj1tcv/8TlnoClnN7a04ILfd62l4uuKwd9r1EmM5e5oGqO75dw/L4kDI6g5xO+W8TwjabezDvHzn\n", - "vrtxhL4r3KFvFJ3Qd+CJHMvNkfzLThhr7Yf5OI7Q1xuS+wXnkfVub/JMidB3GjrW0NcMQxOg8Zr/\n", - "9qaChL4AAAAAAAAAAAAAABAPUyL0jRbqNtTHE/iqVmDpbFOHaV6Wf0DO271uVd+QUoNR174Ede43\n", - "fFO2LQ8O8axDOzu9gL0hboTANBDO6uNYoe+AtN89LKuX5MiC1V/LkSsPrN7Hfrq221y5VeZpz16d\n", - "3nJKVjuhdMzQN/q+hNr9tEp25RfI4uV5snjFWmuIbELfKSuh7/gl9AUAAAAAAAAAAAAAgHhI+9A3\n", - "vl688Ri7l2rE0NcVjPqpQa81xLP2xHXf43ciQt8H8u2q0PU6peFKmWwwtjdv1QGpDQxF7dK93Z6L\n", - "kr9oqxxrGZDmU1uDofREhr4aJhvL77rVFAii6ek7tR1r6Hu0eUSGhsdufZX/9qaChL4AAAAAAAAA\n", - "AAAAABAPaX9PXysMnQgTDH31nriLdkqlX7DqqMvoEM86tPOqw3I/MM8bnF4uijC8c+5xafRZ3tQM\n", - "bCPttzV0s+88T5jsPPdF2bOqQPbU28tMZOjrE47XFuelV+iLY3KsoS+GS+gLAAAAAAAAAAAAAADx\n", - "QOgbMMHQd+CJnMzPkYWFZ6XBDn67Ox7J7Xr3fXXvyZ5Va2V1/lpZZvb4daaHBKe39snC5TvlpD2k\n", - "dHdLlWxYniP559vs5a19XHnwnt1btklqS4x9ihT6ttTINuN5dwV6FrsMCX3New/rOc117h9sOJGh\n", - "rwbeGo63WI+bbx2WlYHhnY1zWGicn1N24P3olKxesV2O2dtuOLVdFhvnN7BfY5TQNzkS+o5fQl8A\n", - "AAAAAAAAAAAAAIiHKXFP37HrFxYnGvoa9tyTk0WFssDZ/pICWX3KHe7a64aFpOHBafP1A7JyubOd\n", - "QtlwPmT46kenJH9VXuB58ivvSGWhs993ZM/qPM9+5Bv74Xtf39DQ1wymc2R1pSusnsjQd6BNrpYE\n", - "z9HiwjK5fXmfLDS3d88conphyR1r2bsHZOGiAvnW7nF8u2StzFtV5uohPTYJfZMjoe/4JfQFAAAA\n", - "AAAAAAAAAIB4iBH6Th6pF/riVDVSrfkFlThxdnV1ydDQkH22LfyCTYys3zkEAAAAAAAAAAAAAAAI\n", - "JU1DX8T4jVRrw8PD0t/fbwZrjtqzEsevnks9t3qO3XDO4zfSOQQAAAAAAAAAAAAAAAiF0BenvJFq\n", - "TYfM1UBNe1I66lC6OH71XOq5DR2WmHMev5HOIQAAAAAAAAAAAAAAQCiEvjjlHUutAQAAAAAAAAAA\n", - "AAAAAKQbhL445SX0BQAAAAAAAAAAAAAAgKkMoS9OeQl9AQAAAAAAAAAAAAAAYCrzMw3E0kG/MA8x\n", - "Hv3qCREREREREREREREREXGq+DO/kAwREREREREREREREREREdNDQl9ERERERERERERERERExDSW\n", - "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", - "REREREREREREREScVs5YVj8l7O7ulv7+fkJfRERERERERERERERERJxe+gWo6Whzc7MZ/BL6IiIi\n", - "IiIiIiIiIiIiIuK00i9ATUcbGxulq6uL0BcRERERERERERERERERp5d+AWo6SuiLiIiIiIiIiIiI\n", - "iIiIiNNSvwA1HSX0RURERERERERERERERMRpZ39/v2+Amo4+fvxYOjs7CX0RERERERERERERERER\n", - "cfpI6IuIiIiIiIiIiIiIiIiImMYS+iIiIiIiIiIiIiIiIiIiprHjC33bpfalSOM1v3lv3/QJfTuu\n", - "yIbVX8vlDp9509DLRTkyb1Hibrjiv9309oGcLCyQBeYxGrXimWfUjzk9T5YVlslt6mhCbThe6Kmv\n", - "rOOPfJdzdJZfefCedPvMn1idax+vobWTmjrnMNa5Rkxd78meosMT837cc0Uu3/KZjvHbUSXbiq9I\n", - "u9+8tLHN+HxUaHzGafOZhxif7dcPSNYS4/PAkkLZdT39a6nh5APfPwKj+fuT7b7bQkRERERERJyK\n", - "xgx9c9qkov2NDInDiAz0P5cicz6h79jVwHe5HcgsJ/hVCX1D7ZSrO9a6jjFS6GtbePEthI3Tx3hC\n", - "X3dI6V5+8oNfQt+k2/NIbtc3BR53P70iR0p2ysoVa2Wx7cqiMrn8tMe7XqrYck8q93v3Nyv/gFTe\n", - "beJ9ZBy2n99pveZWlIz793pt8drU+b326JSsdtVKwB1XpKFyu2QVV0mz33pJ9YEcybXeA1cef+Az\n", - "Px3UwNf5HKD1QPCLiXhTtjl/c6jL90mt73LpI6EvIiIiIiIiYnRjhb6lzSMiL19KyY5G4/EjySzu\n", - "kKPXuiXbnE/oOzbdgW+gAYbg1wl9/Rq5E52X3tbIZrs+Vh5/FDGIaa7cbtXQohK56jMfE3M8oa+a\n", - "WxkMBCdeJ/SNFebGu1xqmE6hr7OvKw9ekcpAKOPvgoKz0uizjeTYJrf3b7VHD4jgBASW09N7smeV\n", - "6zwu3ymVT/2Wi8Nb+2ShsY2U+b125WtvjTgWXpTbzntf/qkUqvPQ9/BCOfLIf7nU1R34OqZy8Nsp\n", - "tcZ7S9gXA2K5ep9c7fHbHk6cUzf0jSfI9QuICYARERERERFxqhs99I0V6lrzW+70Sr3xr8WIDDT3\n", - "ylLXctnXXklXYL7IQHu/5OfY868NibT3ydKqQRkw5w5JubneI8m/MWRPMxgeltoLTYFt+pnaoa9f\n", - "4BtohJnewS+hb6jB3pxRj+1RmSwzl0uPYC9dDA1xxxr6Tm5wSeibbEOvt+mSAllddFiOXT4le4q2\n", - "y2IdStOZt+qw3PbZzts1NETKk6zCA3LkvLG/O3ZaQ38G5u2U8wQxYzLQy9ftkq1ypH6svb2D4XFa\n", - "hb5qigS/7cb+amju2de0+owV2sP3UcjjVAx+H8mR1a7zHbdrZc9dv+3h2Lwi25Zvlfz9p6S2vi3s\n", - "i4JjH965Se5fPiuV1++lYC/+YJBL6IuIiIiIiIjob+yeviLSPRAMaT1aoa8GshcOaU/gepld0i8t\n", - "xqT6C8HlMst6pGS/NX/G+h6pH9Yg+ZH1WEPf4Tcy0P9SSorsaYazLwzK0PCQVJTotEeSbTwekNdS\n", - "vT+43VBTN/QNGdL5SIkdcJSUMdSzIaFvqPGHvlnmcoS+E2l6hb7BWonP1KyVtA59Vx2Q2paQ5Xru\n", - "ybGCYMi6eP897/y3bLc7CFtVIufDhp5uktr91nGtLKlJqV6bqW9IL1+PhbLnbvwhXcPBYG2lXehr\n", - "T0uVe+g6nw/S4T0laKQhnUOmX57M0SQSsVNuVx6QzTtKxqbxGTjsvRMTMPRzQJ4syy+RI5fvSOOY\n", - "v8DTKeft1466oKgq5Yb9T3R457GExYiIiIiIiIjpbMx7+u7okbp+7Wo7Il3NA8Hw1tQKfQca2l3T\n", - "6qW8PXyaW898DX3ltVzY4V7mkblMy51nrmltdq9i9zSvqRv6tlRZ4a4d7HoCDicQNuadn6aNX4S+\n", - "IfZclHzjuGL2ggmEvjulkp55E+ZYQ1xC3wRtuSf37S+6hIW+rnmpZljoa+h/39AH8m2g99t2OZm0\n", - "93dXKBl12OE2uX8rNXt2pbLeXr7G+b11SnI9o3qslc3xhHTG+/nKwDrpEfrer9weNmTvrus+20iC\n", - "6Rf6Rgp8/efnn38SMh+nr9E/ByxYtV02Hz/r2ws43NBtpd4XxQh9EREREREREaMbM/Q1fSSZZX1S\n", - "2/5G01/X8M3+wz97Q1/tpftcGl+OyNCwrW7DHfq+fCkbXesHehD7EC1MTu3hndM04HgbEvq67ZT7\n", - "gd5escLc4L3asg7eS7neGOmqX6g3FpMT+sZqmI13ubek68su0b4Ik4qjHzSf/zos6Fqce0BqfV6r\n", - "3ZeDgWD++c6w+W/FwJdDcmRZyU3eJyZUby/fwGv/6UXJDwl+cyv9vhjg+EiO5LqW1y+BpUrtRwp9\n", - "VxyQqy1N0hxie4p8ASm9Ql9voLvZdwhnY5kdKRz69rSF1UJMO5L0njgF7e54ILWnDkt+7tro921f\n", - "kicrCw/LsVsPIrxWU7+nb6IS+iIiIiIiIuJ0Mb7QN+jsQ8+lS0akrlwfxw59zWGaZVgulD2T2T7z\n", - "o4W+ke8l7G9qh74uw0Lfaa7TOJuoUyf0dYI5S//eg169AWWKBHppLqHvW9AZ/UD3aXnkIe/TfvQD\n", - "V+CatCGeXaFd0oLnKaqnl+/yfVLrnt9RI9tChn1eedz/yznNlVs9y62uTKFAL1LoG8FUqbH0CX2n\n", - "QOA78MT7pYW4LZA99X7bw/HZKY13q+TIju2yzHO/9nAX5u6UXcer5PZT9+s2te/pm6iEvoiIiIiI\n", - "iDhdHGvo6w1kY4e+GxveiLT3uea3SHV/rND3mVR0iww1drumxZbQN00l9HUk9E0FE319vp3X9RQJ\n", - "fVX3vc5DTdFevmOW0HcK6+3l6xvU9tyTb0PCsGXFNd773nY4w/nbri6TBvf8ZEvoO4lOhcBXJfRN\n", - "Df3D2u6nd+T88QOSn5sXoxdwgazeUSbn7z5Jy9698Q77TOiLiIiIiIiIU93ooW+HlN/plvxiu5du\n", - "zjPZeGfY7LlbUaTzY4e+mcbyMjwopet1XqPkm+vHCn2dHsJvpK6qVebqNOO5s8q7ZaP5vP4S+qap\n", - "TuMswzurDO+cbAl936J+we9UCXwNvcM7+wU6b0FX8Lyw5KbPMp1yfkfIcNVqSY3Psujo6eW76rDc\n", - "9lnG8oGcLHBCO/s6FFXZoUybVBYGp5shWLT7uCdDQt9J0h34RtrPdAh8bRMZ3rklnnvMYnzGOSyz\n", - "cZ3u3zolewq3ysKovYDzZHHuTtlz6qbc7+gJ304KSuiLiIiIiIiIaBkr9K3uf2OGtA5DL4ek4lCj\n", - "PT926Dsjp12qu0fstY3p7f1Sev91zNDXvBdw1SvpGrZXNBh6OSjlJaHLBSX0TVMJfUPscXp+rY0e\n", - "AATCnFjhMI7F9Ah9Q03T0Fd1B79pFvg219+TRp/plg/k29XO9dkuJ5M2VLW7R+p2qfQ5v+13D8tK\n", - "c77LwosEMlF0fv9oOLLhSqygs8kM1t3nd2HBKam9/LUsdE8r9gvlk+wUD32vHiyR80/9502qri9j\n", - "WK416sj9xRBv4LvhcpNrHmKooZ8N4vld3yPt9Tel8niJrF6V51o31BT83OAjwzcjIiIiIiIiWo59\n", - "eOfUldA3TSX0DTXYeBf12AKNxunRIJcuEvomQQ1+Vxv7lkaBb+P5nVZgl39cGkO/dNFzT465endm\n", - "7U9uT/zuK65w0fdeyU1SWRjS6E/oG9VA6Jt/Ks77XrbJ1eIC7zl2q9clFet/ioe+1nIFsvnyW+5F\n", - "G/j9vV02uIZ4toLfdAt8O+V25QHZvKNkbJacktt8YW2CjLOnbzR7nsjty2WyOb8gZBjo1P+MGdrL\n", - "l+AXERERERERp7OEvpOkEwAl6nQKhBMNdqPNS28JfZNpaoe+ocYb5iY/9J1a74mPQu5hmSdZhQfk\n", - "yPlTsqdouyx2D5uZe1huJz3M8w4lqy7OLzH296wcKdkpWX7DfBL6RtUJC8c2HHOP3D++1fe+mkkb\n", - "/juWaR76jsVlO6qi9NyfYD2/v92vz7WStTqdAl/VeD8MjGowFmOMZoJj1P+evpFsv37Aeu9fUii7\n", - "roe+/3SavYCP7d8pK5eXEPoiIiIiIiIippGEvpMkoW/8EvqGWiOb7TpYeTxy76Pmyu3mMvMWlchV\n", - "n/mYmIS+k+PUe08Mv1drqIuLTsn9lOm92Sa39/sHjo4Lcg/I+fP7ZJk+JvSNqv7+WVh0JaFz1GC8\n", - "d7uHdZ6Xe1wafJZLCadb6Pu2ep6GfWkr9IsZ6TSkc6fUGu8tYfcFj2VuiVxO2rD3092bss19P/3l\n", - "+6TWd7n0kNAXERERERERMSih7yRJ6Bu/iTTOup16oW+nXPXc/zE0qAv2BDYlnJlQ0+u1G1ILMSX0\n", - "nWi7H12RIzu2S1YgzCiQ1TvK5Hx9igY2LfekUntvufe36LAcu/Uo8D7S3dEkzR094etiwMtFW+XY\n", - "OAKr5sslstis7bH2Fn7LPjolqwO1Esvt8u3d1Ah949X6/JHM4Z395B6+ONkS+iIiIiIiIiJOVQl9\n", - "J0lC3/gl9PXzgZwsdO6rFin0zZNlhWUpMHTs1JLQd3LkPRGnkrXXa3ynj8X2u4clt+Sm7zx8O149\n", - "WCLnn/rPm1Qjhr4Evvh2jD68c3pJ6IuIiIiIiIgYlNAXERERERERERERERERETGNJfRFRERERERE\n", - "RERERERERExz/QLUdLSxsVG6uroIfRERERERERERERERERFxetnd3S3Nzc1maOqovWbTSd1nPQY9\n", - "FkJfRERERERERERERERERJxW6hDPGpZqL1lHHSY5ndR91mPQYyH0RURERERERERERERERERMYwl9\n", - "ERERERERERERERERERHTWEJfRERERERERERERERERMQ0No7Q94psWFQoRx45P+fIvPxT0uxa5v7+\n", - "AplnTN9wxXp8uchYRpdTlxTKtstP7GXb5PbxnbJsid8873oLlm+VXdfbjOn2c4boPJeld5kFq7bL\n", - "Ltd2TR+VSZYxb+UpZ/ojObLau0016/gje761zYXFNfbj8ajbKpA99a5p1/fJwhWH5bY5L+T8Bvxa\n", - "Ll8vkXnmctZ6t/ev9Txurtwq8wovSrf9WG04XhjcxpI8WVl0Sm53BOcHl9kqx1rsaVe+Dq4T0Hh+\n", - "Z52w85e45nN79vmJHMvNkfzznda8oivB5Vz7o9em0bNup1QWGvNc26otzpPF++/Z21Wt6+zUS0Pl\n", - "Tlls19+CVTul8qk1vf1umeSvyrOfK0+yiquk0d6GtR+F8q15jSy1Vr01OH1sv35AspxzaLxO99zq\n", - "CczzratVh+W+PV+96lwju6ac6ztvdZk0uJZLxO76s7JhdfA6LttxRdrNeU/kfPFWWejs94qdcuSu\n", - "vr/ovJD3j9Ulct6oi/bzO737fst4zS43XhM99uNE9DtmY9rKJVvlpHPOzGWM2jRes57XwJICyT9+\n", - "xz6e6O+lYetVPjCmh76/WI6rjs19db1PGOprw3kfjfXa8f6uKJDVJcHXnRrtdZm43vOwMPeAXLXf\n", - "Hz3nzdA6jpD6CPv9Eq22ppeh58/UrvFg3Ruvy8JT3te6PT/090uk17OnbgzNeuqokV3Osvp7b/9N\n", - "z+/FMetT29557v29J3tWGb/DLnfaj5/Iyfzg6yBaHbtfL6aB5431GWUchu1/m7Efa43POzcDj88X\n", - "Gefb/F3q87nEWCba74FEjPVeEe09L2Ldvc19tz+3BPV/bp3XeLlEVq4I1sPioovW+7p9XQLr2L8T\n", - "Y52bWO+j08nQWgi+h+vn7PheU7HPp3Vt3X8fRK5B1zaX75Or9uPEbZf9X9TLjGVef3+yXRpOPpAZ\n", - "O5qCyz5ulN8ve2TXXZPketaxp5vL1Mu7JS3B9QZ65PQ2XeaB7H8ced3W2sfy+79Y02Z+0iA7b/e6\n", - "toGIiIiIiIiIyTKB0HetLF7hCnXMxk6d5m2AchpRmi9/LQsXlZgNHWZAuVyDNquBrbu+TFYa29t8\n", - "3WooDVtv+T6pNX7Wx04jS7AB0K17H411bx32bFfVYDqrcKcsCwmgnFAwtNGn+/JOWWAsn79kp5wf\n", - "T8hjq0GX1YAa+jj0/AaPw7TnouQvcgIh3dc847yslT13rfnnjXO28ri3odzTANnzSCoL18q83OOu\n", - "Rna9ZoWSX1jg2SdTM/wNb+iOfP4SsOWUcX1c59X12L3vnuNwvHtYFgfqQs+Xng+jpsxtPZBvV+UY\n", - "1921vDv0Nc+l03DaI+31j6wvLxjPv9qol/zzj6yQoOeefJubIwt31JiPdT8Wr/CeQ61V/1qc6hq1\n", - "syJPNly2Qq3upw+kMfD68KurGtm23P2FB9fjaKFKInbo9dXr+MC+jk1y/6m1n7XFev0OS635Ouqx\n", - "35f8XndNZtgxz7j2Tu3kn9dtWCHO6krva23MRjhmrbEF5pdpjOc0vwBh7bf7NdBdf9hY19jPp7Hf\n", - "S8PXc4XK5vFOUP36HI/7fTzWa8e97EDLTdnjet3Fel2a6yRk+PV2wi73efNfPvz3S/Tamp6a59EV\n", - "eHjqRK+j8bpaXRkMJ3x/v0R5PXvqxla/ELWwqMoKz3qeSMPT4O//hIzy/uS3v93G786FxmPzC1nm\n", - "F0Ts31Mx6jjsWMKe1/8zynj0P99GnRufLbbdMo7leknwWELq3zLa74HEjPVeEes9z9mGp+7e4r7H\n", - "et9wbNc6MabvudVk10ObNLZY+xLt90PC76PTzPiuRfTXVKzzGe3vg/AaNNTPnsay+YXuL4aMVyv8\n", - "1bDXmRY79HVCXJe6zKf18ptPHgcD6Z5n8vHnxjRP6Bu6bqvsNNb79Mcu4+c+6XraLk/G+TpCRERE\n", - "RERExIkxgdD3a9mzvyDYQ0QbNwsPyx4nWDOmBRtMeqT5vBPePjHDDHdDr2r2XC2qCl+vMqSXnfnc\n", - "kYKK8MY193atoEnnaygVDEwt/Rp/rJ6nG660yXltpDk/AY00gZ69+tgdhIWeX+9xaGOLhk3mPmjj\n", - "sXEujxjHZu3vTWM7ocfj0+hlhp0FwV4iui/aKFV/WJa5eg2b+oa+0c5fIgZ79urj5lPB3sruffdv\n", - "vHMds9ZefpkcMa6RWRdm47oTADta19eqG103z+z16G4MNXsPh/ReN8Nl4zycN37W/cg6eNE49mDo\n", - "525wnV5a9ZhVclOaQxv4ItRVoGevs4zzuo4SqiSieR1zQ66jaY1sXpRnhhnBaVYv8WUHnR6w9uuu\n", - "p0kqXSGgE95c1iAvEIKMw4jH/MB8f1yZWygLjNeC1ZvX+xoIhrex30s96906IMvcX7KI+l46Rn2O\n", - "x91gHuu1417W1PW6i/W6DEwbs97rfVLrwK5P//ec8Pfl4LmOVVvu6dNH8zxGDH1vyi5Pr1j/3y+R\n", - "X88+dWNohoKrD0hty/h6bQaM+FqN9PvQ+WJIjevLIrHrOOxYwp53okPfyL/PzUBy1VZZqZ9PAtMj\n", - "fy7x/T2QoNHfK2K/56lhdfcW9z2e9w3nuSOOmBKh5qKfm+jvo4Fp08T4rsUYQl/Vcz6j/30QXoP2\n", - "Z1xjn9ovG3/XeEa5GY8TGPp+0Sh7t9XL2to+c1rr2Yfy2wONruX91u2SYxuM59/fQtiLiIiIiIiI\n", - "mGImFPpe1lDHbtS4WrxW8i/fcwVrVoOJM7yZDqFrDXXpDt+CuhtI3OvNW/W1OcRqcFl97vD1g/O8\n", - "jWuehhcNmuzGY53uHbLZp/Gn5ZSsXG4Pw6YhaISG57HpCit1m4FGodDz6zoH9jLWPt+Ubh1uVhuz\n", - "zLDT2KdHZbLM6U3k0jx2T6OX99xpCGc1Ouqx58k2d89Y3bfQRseo5y8xg8NSe+vCve/mz67z4a4v\n", - "bfzVBl+9brotM6S7bOx7aON6yPa7n1bJNh0CdEmhbDhlDZUbfr4MzcZX67rofLM+9Lzbw+7qPvjX\n", - "4jSw5aYcKSyQBYvWeoY9jFhXet7sENjTmGqeY1e9h16DMep7HU3D3x9U8/3GXN79utOhZ8tcw6G3\n", - "WUOIG9M3XJmAL39EOebmyu3GtLWyyxUgul8DOgypNZypt6Y9y7reMwLPYaz3rWe4Ye/7wbj0CSnc\n", - "1zjWa8dTD2rI6y7a69IzfUx632eXFQVr2HPeDK39DK+f4LmOVVve6dPF4Pmxp3nqPk9WH3SGKTeM\n", - "8PvF9/rbmuc3sD3n/DdJ7XFr+P7F+QdCPj8koE9tm0b7fXjX+Gyk++Q6dt/jcNWx/2vA/bzW692z\n", - "zHiM+vv8puxabux//lnX71Hv6yVwbBF+DySq7kvk94rY73l+j9/mvofXqt9ze48jWMf29fa8Tgzt\n", - "bUY/N5FqaLzvk+mpeS1c59D/PTz6ayrq+Yzx90F4DWpI7Hwe0v1wj5Q0HiOEvp5hmINDMVvBrWv6\n", - "F43WPtqh790fH8pMMzDulMNrH8jeB+6gN8K6LS2yf9sDmWlMW7z/mTyx9wMRERERERERk2tioa85\n", - "jKv2BDEem40f4Q1Z4Y0p0XpqWA1bgfW0x6b7Hpem+tzhjX7Bed4GLr23qzVEa6f5bXx3I5A31Axv\n", - "/NGhD73LT0zjmR6rNrDqcQZ7eoSeX5/n0l4Gq8rkyA6nV4H21NkpR45bvQc8yxqGNUCaPWCN7Woj\n", - "uNnr131shu5lw0LfWOcvQZ1hq2+VSZbTgGbo3vew47C1wm/jfOTaIbo2wq04LEeMax5ed/6Nxd1P\n", - "z0r+cquHXrSeWHqcuh/Wdjvl6g5rCNFK4xr61+I0suWm7DLOrfmajlpXxvvFCm301Pp2NXiGhRvj\n", - "M5GevtZ1jfC6c9QvExivv2Aj7jiMdMzm0KqFsuugt0ex/2sg9ntpcD3ryybeY9fjnaD6tY/H3aPM\n", - "/f4f67UT9rvCDDWs2wHEel0Gpo3Z4PXWL4xYw2pb8/zPd3h9BH+/xKot9/Tpo3ke3cGHq+51OOzg\n", - "vWMj/34Za0/foE1SW+JTO2PV97Ua6/ehdYuBDZeD68SqYz0WT6/wsOeNHlCNzej7r9dtofG7Vd/X\n", - "nZ7KMd8f3b8H/ObHafT3itjvec42wkPft7Pv8bxvOMfh6enrvt6+NRfr3ER/Hw1MmybGdy3GGPq6\n", - "zmesvw/CalC/JOtZfqJeyxPb07dBh3T+y0M5fc94vPaJPPEsH2Fdx5YW2WTsy+KzOtSzz3xERERE\n", - "REREfKsmGPpaDRvLVhXYvUTiCX3t3p3Lv5bz9vCL0e7pe1sbVlzDnFrPHXwOr+597Ancc9FsiDcD\n", - "T3eAbA8tHBhaMrTxxxoC2N2IH3o/3oTVxh9z6ET3N/1Dz6+3AclSgwXrXsrOcVwuWisLl4cPLad6\n", - "Gr16Hoh5T1+70dm8Bu4GaA1M3UO/hoa+Mc9folqNzytztZdusKeRe9/9G+8Mnx6XlSuM8xHo5azX\n", - "UM+Hd6hKS1dtmvd5bLOG1tMhRlfY9/81j3GtbLjs3GMv/J6+gfroqDLve6jn3r8Wp7pN0lhvn0Pj\n", - "55MFxjU8/iRmXWlD6TK91u4QJ0IDd8La1zFw70yjxpx7JVr3XS2T++b+RLunr4/6mvAECePQ95jb\n", - "zNez9R5j9SyOPtxw7PdS93rt+iUJz9DU0d5Lx+od2WUOmW6f8xZ9fQTfH2K9dtzv+d0t9r0TnUAw\n", - "xuvSXCYh3ddbv8AUDLj8z7d7+ZDfL8b86LU1PTXPY4TQ17pXrz18cLTfL1Fez36fMZqfPpB2+/3G\n", - "7DWfe3x8PTj9XqvR9td87P0sFFwnch2b+2oOS63L98j9g8a589zaIvQzyjiMtv/G8a5cYvUitXos\n", - "2z/7vj/6/x4Izh+7sd4rYr3nOduIHfpOzr5Hf98Iah2HcW4f2fttnPdlTp35/n6IfW6ivo9OM+O7\n", - "FtFfU5HPZ+y/D0JrUL8g5LkW2tPe8/pO1AkOfQf65PKOevmXzx/IHyu0NmOFvp3S8KBLusyfu+TY\n", - "Zt2XDtd8REREREREREyWCYe+2nioDW5WyOZt6PRrkLVsk9vHd8qyJda33YPDlfqs12M813J3g54+\n", - "d0hjakBrnvMtenNI6VtWw4f7frHO8ua0QPgU0vijDTKh97nVaa7eqIlrBQze/Qk9v8HjCIavVs8x\n", - "d0OS2dvVp0FRNRudnG0syZOVxVXSaDaG2w28nqDYmhboeRIS+sY+f4nbrfc3C9SQpbvBznMchsGa\n", - "0p6jxjRXw57Z48ensdRTmy0XJX+5s708ydLzYi/XfrdM8lflWfOcc2bP0/1w17MZohnL+dfiVPeO\n", - "UcP2eTJcbA6FHEdd2b1dPMuYDdzO9TCcgGDVvI5aG+Y2tTH2jj3viZwv3ioLnfeewLDzOs/9GvRx\n", - "wkNfZ/8Mje3eMbbvuV+wGcxYoZj79eA1+nupdz3rNbAyUMPR3kvHbnf9Kddrp0DyjweH7o312tH3\n", - "/MC5MNe96Xlfifa6TFzv9e7W87+8RK4a75H+7zne92X37xfLaLU1PTXPo/s1ExJmmfNzj8vNGL9f\n", - "Ir2ePXVjqPWkXxRbYD9esGICrkHoa9XY/4qYvw+9n4Uco9dxk1wtcdXP6pKQoalDPqOMw8i/zw/J\n", - "fvM9PHjOzC8zGMu2+34u8fs9ENxmIsZ6r4j1nqeG1d1b3Pfgcxia771+z63Le49D63qxfmlE50X4\n", - "nRjr3MR6H51Omtci7Hem9z0/1msq4vmM4+8Dbw3qqDzez7jWNB35xD0tERMJfV1DNDvTA6Gv8XPt\n", - "Y3l32UM5bf69EBr6hq7bIjs/rzeHdtZpv93WKDfH+TpCRERERERExIkxjtAXMZ29E+zR6zsfERER\n", - "ERERERERERERMb0l9MUpq3kvxUU5srjglKvnDyIiIiIiIiIiIiIiIuLUktAXERERERERERERERER\n", - "ETGNJfRFRERERERERERERERERExjCX0REREREREREREREREREdNYQl9ERERERERERERERERExDSW\n", - "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", - "RERERERERERERETENJbQFxERERERERERERERERExjSX0RURERERERERERERERERMYwl9ERERERER\n", - "ERERERERERHTWEJfRERERERERERERERERMQ0ltAXERERERERERERERERETGNJfRFRERERERERERE\n", - "RERERExjf3b16lVBTCf7+vrGrd+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERE\n", - "RERExHSU0BfTTr8Qd6z6vRgQERERERERERERERER01FCX0w7/ULcser3YkBERERERERERERERERM\n", - "Rwl9Me30C3HHqt+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERERERExHSU0BfT\n", - "Tr8Qd6z6vRgQERERERERERERERER01FCX0w7/UJct8XFxb7T3fq9GBARERERERERERERERHTUUJf\n", - "TDv9QlxHDXwd/eY7+r0YEBEREREREREREREREdNRQl9MO/1CXNUd+MYKfv1eDIiIiIiIiIiIiIiI\n", - "iIjpKKEvpp1+Ia5f4Ovot7zfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERE\n", - "RMR0lNAX006/EHes+r0YEBEREREREREREREREdNRQl9MO/1C3LHq92JARERERERERERERERETEcJ\n", - "fTHt9Atxx6rfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERERMR0dGyh7475\n", - "8rOf/SzE+bLDmLdj/s/kbz4t9y77N59Kuf5c/qn8jXsde7qu87Of/XdZX2mvox5ZIX+ly8zfYT4u\n", - "//RvgusZWs9xRNb/5q/k3+u0f/cf5K9+u956HpwWhga4iej3YkBERERERERERERERERMRxPr6WuG\n", - "v1bY60yLHfp6l3fW+eUvfyl/+0VlYNqRFX9lTvOEvvbPjhe3/Mbc9hHz8UU5Uh5cH1PHH3/8UU6e\n", - "PClVVVVh8yoqKuTs2bNh0+PRCW6/+eabMeus6/diQERERERERERERERERExHkx76zl+xQv7qb7+Q\n", - "SnPaHsn8xW9lxYpg0OsX+l7dkyk///lvZH35Re90TCnPnDkje/bskaNHj3qC3x9++MGcXlZWJtXV\n", - "1Z514tEJbjXEPX36dNwS+iIiIiIiIiIiIiIiIuJUdEJDX/cwzKaRhne2Q1wz9N1xRFb81d/Ip+XG\n", - "cnsy5Re/3SJHXEFv6PDO83dYz1e+JVP+03/4d/Lv/2a+fPEd4W8qeuvWLTl//rwn+HUC3++//15u\n", - "3Lgh169f9103mk5wS+iLiIiIiIiIiIiIiIiImAo9fXdYQzr/1YojxuNfSOYeb+9e356+LsvX/0Z+\n", - "/vNM2eMzD5PrtWvX5ObNm4HgV0PX8Qa+qhPcEvoiIiIiIiIiIiIiIiIipkjoa87/q7+Rv/mFFd7G\n", - "Cn0vVpZL+UX78XcfyS//3XxC3xTVCX61h29xcbF89913UlNTk3DgqzrBLaEvIiIiIiIiIiIiIiIi\n", - "4lsNfV3DO9vTA6Hv1Ur54m9/Jr9cccRcNyz0da2rz1G5/rfyi39vPf53/+E/SeaOyuDzYspZUVFh\n", - "9vD99ttvPUM9+y0bj4S+iIiIiIiIiIiIiIiIiEETC30R49QJfHVIZ/dQz+MJfgl9ERERERERERER\n", - "EREREYMS+uKk6Q589R6+tbW1nuBXp1dXV/uuG01CX0RERERERERERERERMSghL44aWrIe+bMGTPw\n", - "de7h69zj98KFC2ZP30Tu7Uvoi4iIiIiIiIiIiIiIiBiU0BcnTQ10b9++HRbsavB769YtM/x1T49X\n", - "Ql9ERERERERERERERETEoIS+mHYS+iIiIiIiIiIiIiIiIiIGJfTFtJPQFxERERERERERERERETEo\n", - "oS+mnYS+iIiIiIiIiIiIiIiIiEEJfTHtJPRFREREREREREREREREDEroi2knoS8iIiIiIiIiIiIi\n", - "IiJiUEJfTDsJfRERERERERERERERERGDEvpi2knoi4iIiIiIiIiIiIiIiBiU0BfTTkJfRERERERE\n", - "RERERERExKCEvph2EvoiIiIiIiIiIiIiIiIiBiX0xbST0BcRERERERERERERERExKKEvpp2EvoiI\n", - "iIiIiIiIiIiIiIhBA6Gv30zEt6E70I1HQt/U1O9aISIiIiIiIiIiImL8+rW9IiLGI6EvJl33L7R4\n", - "JPRNTfXaAAAAAAAAAAAAAEBiaBurX9srImI8Evpi0nVqMF4JfVNTvTYAAAAAAAAAAAAAkBjaxurX\n", - "9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAAAAAkhrax+rW9IiLGI6EvJl2nBuOV0Dc11WsDAAAA\n", - "AAAAAAAAAImhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtJ1\n", - "ajBeCX1TU702AAAAAAAAAACQ3vT1v5CGR81ytfYnqbp2z/xXH+v0yaCjq98UIvPwSbvHWIx1eUiM\n", - "c7cG5MClHtOO3tf21PGhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAQPqi4a4GvZHU+ROJ\n", - "hr1OMDmZwa87AB2L8eK3bjzGy1iWDWU866YaseozlhMNoS8ippqEvph0nRqMV0Lf1FSvDQAAAAAA\n", - "AAAApCfxBmoTFfy6A1/HyQp+Q58nXuPFb914jJexLBvKeNaNht/1S9R4GG/gq0400ULfx21Dcv72\n", - "gKn+HC/axurX9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAApB86dHM8wZizzEQO9TyW4C9R3AHj\n", - "WIwXv3XjMV7cy7rXd4fkoSGsg/vniWIiA181FhMR+KoTTbTQt+7Jq8A8/TletI3Vr+0VETEeCX0x\n", - "6To1GK+EvqmpXhsAAAAAAAAAAEg/3KGa4g7K/KZPVG9fJd7gbzy4A0a3Dn7z1HjxWzceE8FZt6m1\n", - "254S5Elz17i2HQ8THfiqsWjv7PXUYqJONO7QV3vz3n36ylR/JvRFxGSYUOiry3d0dgd0tsF0po93\n", - "ejwS+qamem0AAAAAAAAAACD9uFr7kycYcwdlftN1+URw90x1iBT8+S2bKO6A0a2D3zw1XvzWjcdE\n", - "0PWa23rMf93nyAljneB3MpiMwFeNh4kIficad+jrDnl1OqEvIibDCQl9Ecdj1Y9XzJqKV0Lf1FSv\n", - "DQAAAAAAAAAApB+hwZj7caTpY8UJDEOJFPzptIkKfp3nCNXBb54aL37rxmMiDDy3AsTOngFzG3qO\n", - "nHPrnK+JOm9unOeYDONlvMHvREPoi4ipJqEvJl1C36mhXhsAAAAAAAAAAEg/xtrT9/qtB+bjeBlP\n", - "YDgRAaZ7e7EYy7IOY1lnLMvGQgNgZ1uTEfQ6TGbgq6YrhL6ImGomFPr6BXeIiaqh71iCX0Lf1FSv\n", - "DQAAAAAAAAAApB+TfU/fTrtXaiL29b+0t5I47u3FYizLOoxlnbEsGwv3eZ3M0NcdLk+G6QqhLyKm\n", - "moS+mHQJfaeGem0AAAAAAAAAACD96Ot/4Ql3I+Eso8uPFae3aCiRgj+dNlFBpvMcoTr4zVPjxW/d\n", - "eEwE55w451MDWSeUdc+baCYz+I0X95cTEnGiGUvoe+PRSzl/e8A0GtrG6tf2iogYj4S+mHQJfaeG\n", - "em0AAAAAAAAAACA9GUugNtaevg5+YWSk4G8ig0t3wOjWwW+eGi9+68ZjIuh6Ta3d5r/uXtBOCPyk\n", - "uSvhbcdisoLfeBhv4KtONGMJfd3LRkPbWP3aXhER45F7+mLSHUvgqxL6pqZ6bQAAAAAAAAAAIH15\n", - "G8FvKGMJ/hLFHTC6dfCbp8aL37rxmAjOuhruhuIEvoluOx4mI/iNxUQEvup4eTE4InefvjLt6H1N\n", - "6IuIKSehLyZdQt+poV4bAAAAAAAAAABIb3ToZg3Zrt96YAZlt+oemY91entnrydEm4jgN97gbzy4\n", - "A8axGC9+68ZjvLiXda/v7g3t9PR1dHD/PFFMdPAbi8dP2zx1l6jjRYPeSEEuoS8ipoKEvph0CX2n\n", - "hnptAAAAAAAAAABgajNRwa9fcKjTJoPQ54nXePFbNx7jZSzLhjKedaMxkcFvPExEb99E0KC3o892\n", - "gkLf4TejgW32Pn9jP5OFtrH6tb0iIsYj9/TFpMs9faeGem0AAAAAAAAAAGDq4w5+9edEcQeHkxX4\n", - "Ku6AcSzGi9+68RgvY1k2lPGsm2qMN/hNBCeoVScq9HVvR6e70TZWv7ZXRMR4JPTFpEvoOzXUawMA\n", - "AAAAAAAAANMDDXvHE/g6aNg7mYHvVMAdFMcT4o51eYiME86GhrWEvoiYihL6YtIl9J0a6rUBAAAA\n", - "AAAAAAAAgMTQNla/tldExHjknr6YdMcS+KqEvqmpXhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6\n", - "hL5TQ702AAAAAAAAAAAAAJAY2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAAAAAAAAAAAgMbSN1a/tFREx\n", - "HrmnLyZd7uk7NdRrAwAAAAAAAAAAAACJoW2sfm2viIjxSOiLSZfQd2qo1wYAAAAAAAAAAAAAEkPb\n", - "WP3aXhER45HQF5Muoe/UUK8NAAAAAAAAAAAAACSGtrH6tb0iIsYj9/TFpDuWwFcl9E1N9doAAAAA\n", - "AAAAAAAAQGJoG6tf2ysiYjwS+mLSJfSdGuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPTFpEvoOzXU\n", - "awMAAAAAAAAAAAAAiaFtrH5tr4iI8cg9fTHpck/fqaFeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", - "TLqEvlNDvTYAAAAAAAAAAAAAkBjaxurX9oqIGI/TJvR98uN38pc/5ci8RTmyYNkW2XWtPTCv7ugm\n", - "Y/oWOfLYXv5SscxbeVBu2vPVSzvzZHHJHem4f0T+YmxDt2P66RGpCyxXLwc+dc2z/cvRenu9YjkX\n", - "suy6S9bjc5u965jT7edauLPGXkdtkYqNuswmOXBfH1fJOtd68zzPkR4S+k4N9doAAAAAAAAAAAAA\n", - "QGJoG6tf2ysiYjxOk3v63pFdWXmy7twz83Hzg3vyU6tr3spNkrexQD7SUNecdkW2LCuQXXecZVyP\n", - "w8JbP61A1wx7nWlxhL6e5VVdJ2utLF72rVxyprWek7yVxjRP6Ov8nJ6OJfBVCX1TU702AAAAAAAA\n", - "AAAAAJAY2sbq1/aKiBiP0yT0bZRjeTnyl69r5GEg7LX98VtZqL117xyUj7IOSo09PdCz11nG6fn7\n", - "tkPfTw/Kro1rZcuP1rSHJ7fIRyUHXUEvoW+8EvpOrnptAAAAAAAAAAAAACAxtI3Vr+0VETEep0no\n", - "a/i4Rg5sLJAFi9bKp19flJ/s6RrufnL8ofGzhrB5gXC149q3stAOgT2BrBneuoZT3lxlTfcYKfR1\n", - "rWfrP7yzHeKaoe8RqTm3QxaYz/NQjnyuPY7dQW/I8M6e4abTQ0LfqaFeGwAAAAAAAAAAAABIDG1j\n", - "9Wt7RUSMx2lzT9+Aj2tk+6c58unJRmuoZHdgqgZCXGtI6C0/aqjqut9vWI9dPyeyp+8RqdP9/NMO\n", - "qbhhPP68XB56evdOjZ6+3NM3/dVrAwAAAAAAAAAAAACJoW2sfm2viIjxOE1C30b56c4zabZ/PrYu\n", - "Rz45+tAcKnlenoao9nKPy+WTRTukwh4C+mZJgXz0+RZZaAat9jLJCH3t+R+tLLB7JRP6Evqmnnpt\n", - "AAAAAAAAAAAAACAxtI3Vr+0VETEep0noe0N2rcwL9OZdvPGI1DzToZJzJK+ixbWcNc0KVo3Hep9f\n", - "Y3nPMmZ46+oZ7DuccmKhb2CbhuZ0V+hr3ld40Q45aQbSoaGve91YgXTqSeg7NdRrAwAAAAAAAAAA\n", - "AACJoW2sfm2viIjxOH3u6Ysp61gCX5XQNzXVawMAAAAAAAAAAAAAiaFtrH5tr4iI8Ujoi0mX0Hdq\n", - "qNcGAAAAACab65L981/KO+++K++++yv51TvzZEtVuz1v4hjsG7R/mlzaS9+Xn/88Q/Y+tScEGJSq\n", - "rF8Y87KNI7anvKV98qW9VN5/v1TCz3S7lL7/c/l5xl4JP4QqyfqFMS/bOYLxos/1C/mVee3fkV/9\n", - "KkOyShuMMxWZpJ4zAAAAABgz2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgstHQNxiESl+VZL/jF5qO\n", - "g/Yyef/dndJgP5xMNPT98MMPJSP0ADQwfS9DMgLHel1yf7lEzvaZD94+UUPfD41jCL8Gg1VZ8l5G\n", - "xgSHvu9LaWAnnhqPfylZVZGC3SSfMwAAAAAYM9rG6tf2iogYj9Pknr6YynJP36mhXhsAAAAAmGxC\n", - "Ql+Dui2/lvfLJr6379vADH1LSyXr3b2ekLnv1Icyr6ws7FiTRozQt7Q0S97d6zkCOfXhPCkry57E\n", - "0Nc6T7/ITYkzBAAAAAATgLax+rW9IiLGI6EvJl1C36mhXhsAAAAAmGzCQ9/rub+QrLPa29OY9+5O\n", - "qTqbLRnv/Ep+lV1lzh9sKJWs93RIYHWe7KzTZetky6+zxFzNZvBslvx6S11YwNletUXef+cdc0jh\n", - "dzI+lL3m+orPvmT/XJyM8+mpLMmwhyJ+5515UubTG1lD3/dLG6Qq6x3Rp7bok7J5xvJ97u2H/Pxu\n", - "rpTunGcd069+JRlZp8KHV1aMbeyc5xz7u5Kx5XpgOOTr2e9KbulOmWfOM85XRpacCmzkqZzKyjD2\n", - "W+e9J1k7c2VexND3fSltqJKsd7YYZ9Wmr0zmzSsznt4d+vbJdWef1Ywtct3cmXYpe/9d47zZezao\n", - "x+e9NhbhoW972fuBsFmPZ2fVWcnO0KGfs6XKc87sOsgwjtN4bh0a2smo9fpa50D3KXgOBut2yvv2\n", - "9HfeyZDcKroMAwAAAEw22sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgsvEGeX11e+X9d3Pt8FDn/Vze\n", - "3+m6z6s5TLJrqObBs7LkF9b6T/dmyLwyJ8jToNUeotgd+j7dKxkZrvXN4aQ/lFPmat59UYKhrzHv\n", - "ndhDRFuhr/FM17PlHSf11efPOmscg3v7oT//WrIDwxoPytklv5BIHV4HAydDjzEYmuq+/jq7KnCu\n", - "Bs8uCfSa1XOTYZxHh6d67+Fooa95CMHgWo/LDOI9oa9BcGekr2yedexKIOjVHsKuANiDN/QdfHpW\n", - "st59X5xO3no8P3/fOOeBVV3nTOvgl8a6ocm4cX3fM851IM5t2Cnvmsepz7XEJ3gGAAAAgMlE21j9\n", - "2l4REeORe/pi0h1L4KsS+qamem0AAAAAYLLRIO+X8o7dA3NedqlcDySROi+kh+j1XPnFL7WXrt2T\n", - "03SJnNJ1tDdqxl6rh6yGu9ozVX92hb7ak/S9kKTQE+xGDH0HpW7n+/Lu+1my92xDMFQMIRD6as/j\n", - "d6xtPd37nn2fWvf2w3+2+jFb6Hbc2WqA9irZ+eE8ec/s6Zwh7/7aG/ranaEt9LjNjVg9bz2jNYf0\n", - "fg7iCmLrtsg75vpPZe97WWIdgjv0bZeqnR/KvPfeM69Dxru/Doa+ylPjOX75K5kXlsw66HP9wuyp\n", - "q+u/9+FOOfs0eLH1eKwe3w6uc6Z1YAbpXvT6/uJX7tpQd5rrmD21Mz6U3NLr4noaAAAAAJhEtI3V\n", - "r+0VETEeCX0x6RL6Tg312gAAAADAZBMetAbxmadh34enIoSug1KV9Z7ZuzcYtBqEhL7ee9Uam4wr\n", - "9LUZbJeGszqEcnA4YTfB0Fcz03eMfaiTvRlZVmDq2X6kny38Q9+nxrbelZ2BMZe9PWXD9tUV+pa+\n", - "/563V2w8oa8ZXBv7XrdXMrLsHsSu0Fd7D78b3BnPsSuDxrIZGRnynrG8f8bq3f9Qwo7HfZ60DjwJ\n", - "t4VeX3NI74gMytPrpZJtnMess5GiewAAAACYKLSN1a/tFRExHgl9MekS+k4N9doAAAAAwGQTHngG\n", - "8Zmnw/r+4n1r2GYH1xDDg1VZ8s6WvVZY6Ux2B5z6s3t4Z2N77uGdc3+h994151jzfh0aPFr0nfrQ\n", - "26vVxhN8NuyVd3/9a8kIhJCRgt7w4/QPffW+xa6QVHvSGufCeRw59LUCWvfwzu1l82IO76w07H1X\n", - "fv3rjOD9iV2hb90Wd8/ep8Z6vwg+bi+T9981jsm4Nnpv3g+tExzCOELfKMM7Z/w6W9y363WVR5C6\n", - "nXYvZgAAAACYTLSN1a/tFRExHrmnLyZd7uk7NdRrAwAAAACTjU+wGyDCvKdlkpXxjjUk9DvvSEZu\n", - "lavnrwajP/f29gzp1dp3XXvqOkP/zpOddcFU0BwC+Fe/subN2yllO9+zg8frsjMjw17HmudaLYC3\n", - "t6v2zP11MDD1HE+kny38Q19j36uyJcM4Zt2H97JOSdmWD+MKfXVfTmVlyDvv6P6/J1lleyUrjtDX\n", - "ClG3GGfVxj28s94P2bkO72XJqbIt8qG5ogbA7kC2Qfa+5xPQjif0NRhsKA3UwTvvBHtem9fXOEfW\n", - "9Hfs4aXbzePP0H119jdsfwAAAABgotE2Vr+2V0TEeCT0xaRL6Ds11GsDAAAAAAAAAAAAAImhbax+\n", - "ba+IiPFI6ItJl9B3aqjXBgAAAAAAAAAAAAASQ9tY/dpeERHjkXv6YtIdS+CrEvqmpnptAAAAAAAA\n", - "AAAAACAxtI3Vr+0VETEeCX0x6RL6Tg312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtIl9J0a6rUB\n", - "AAAAAAAAAAAAgMTQNla/tldExHjknr6YdLmn79RQrw0AAAAAAAAAAAAAJIa2sfq1vSIixiOhLyZd\n", - "Qt+poV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9MuoS+U0O9NgAAAAAAAAAAAACQGNrG6tf2iogY\n", - "j9zTF5PuWAJfldA3NdVrAwAAAAAAAAAAAACJoW2sfm2viIjxOCGhr7MNpjN9vNPjkdA3NdVrAwAA\n", - "AAAAAAAAAACJoW2sfm2viIjxmFDoiziROjUYr4S+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", - "TLpODcYroW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BeTrlOD8Urom5rqtQEAAAAAAAAAAACA\n", - "xNA2Vr+2V0TEeCT0xaTr1GC8EvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX0x6To1GK+Evqmp\n", - "XhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6Tg3GK6FvaqrXBgAAAAAAAAAAAAASQ9tY/dpeERHj\n", - "kdAXk65Tg/FK6Jua6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9MWk69RgvBL6pqZ6bQAAAAAAAAAA\n", - "AAAgMbSN1a/tFRExHgl9Mek6NRivhL6pqV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9Muk4Nxiuh\n", - "b2qq1wYAAAAAAAAAAAAAEkPbWP3aXhER4zGh0NdZBzEZEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0V\n", - "ETEeEw59ASYDpx6jSeibmuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPSFlMKpx2gS+qamem0AAAAA\n", - "AAAAAAAAIDG0jdWv7RURMR4JfSGlcOoxmoS+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0JfSCmc\n", - "eowmoW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BdSCqceo0nom5rqtQEAAAAAAAAAAACAxNA2\n", - "Vr+2V0TEeJw2oW93d7f9U+qSyvv4tvbNqcdoEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1T\n", - "CEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/\n", - "tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAA\n", - "AAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axe\n", - "GwAAAAAAAAAAAABIDG1j9Wt7RUSMR0LfFILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOib\n", - "QhD6Evqms3ptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6\n", - "tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAA\n", - "AAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf1\n", - "2gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Lf\n", - "FILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOibQhD6Evqms3ptAAAAAAAAAAAAACAxtI3V\n", - "r+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAA\n", - "AAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr\n", - "1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6\n", - "phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMxwkNfTUYRIxXP5x6jCahb2qq1wYSZ8aMGYiI\n", - "iIiIiIg4gQIApBvaxurX9oqIGI/09E0hUnkf39a+OfUYTULf1FSvDSROOv4xyh/QoFAHoFAHoFAH\n", - "oFAHoFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAeg\n", - "UAegUAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+Mcof0KBQB6BQB6BQB6BQ\n", - "B6BQB6BQB6Aksw6oQQBIR7SN1a/tFRExHgl9UwhCX0LfdFavDSROOv4xyh/QoFAHoFAHoFAHoFAH\n", - "oFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAegUAeg\n", - "UAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+MZoO76sw+VAHoFAHoFAHoFAH\n", - "oFAHoFAHoCSzDgh9ASAd0TZWv7ZXRMR4JPRNIVJ5H9/Wvjn1GE1C39RUrw0kDqEvpCvUASjUASjU\n", - "ASjUASjUASjUASjJrANCXwBIR7SN1a/tFRExHgl9U4hU3se3tW9OPUaT0Dc11WsDiUPoC+kKdQAK\n", - "dQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjEdC3xQilffxbe2bU4/RJPRNTfXaQOIQ+kK6\n", - "Qh2AQh2AQh2AQh2AQh2AQh2Aksw6IPQFgHRE21j92l4REeNxWoe+vcdPyMA4j2XgxyvSe+KE/Sgx\n", - "XjU8lK6SEnMfe8rK5EVtrT0ndXhbH9KdeowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCU\n", - "ZNYBoS8ApCPaxurX9oqIGI/TOvRt+3KtdB88aD9KjO5v90l7wQb7UWI8r6mRpj8tNfexdc3n0nu8\n", - "3J6TOrytD+lOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+LXJ0/kyZNXu2\n", - "zDbMmDVLZmdulOoue/ZYqc2XGfmT1zGl5eh8mTkruK9zso9K/YA9c7y0HJX5848aZ2Ry0H2ff3Sy\n", - "tj6RuGsiQ2bNmiPZR+sl2mkeGhiyf5oIBqT+aLbMmTXTuNazDOfI0pJa7/MP1MrGOVYd5Fww5oQ+\n", - "niwmuUbGg7ax+rW9IiLG4zQPffOl+8D4Qt+ub76Vto0b7UeJ8eLGTXn2b4vNfWzJ/kz6Tp6056QO\n", - "b+tDulOP0ST0TU312kDiEPpCukIdgEIdgEIdgEIdgEIdgEIdgJLMOpieoe98cWeRXeVLZebSiqgh\n", - "X0TeQujrDk4bS+fLzOwLMiGRI6GvTWhNNErp/JmSfSHSWa6V/JlZMjFZ65BRQhmSkV3hug4DUrtx\n", - "rsw26srZg8aS2ZJZHvxmQujjSYPQFxGnqNM79M37UroPHrIfJUbX3hJp37jJfpQYL2/dlmcfLjT3\n", - "sXnlSun7ocKekzq8rQ/pTj1Gk9A3NdVrA4lD6AvpCnUACnUACnUACnUACnUACnUASjLrgNDXYDzB\n", - "1rhD30YpzY783GHB6UCFLJ2ZLxMSM4870BuSC9mR9yWlQt/GUsmOuC/hNTFQsVRmTmKYH6CrXDJn\n", - "bZQ6+2GQeimaHdyn2vwZ4t6d0MeTBqEvIk5Rp3Xo25r3pfQcOmw/SoyuPXukY9Nm+1FivLx9W54t\n", - "Wixdra3S9Je/SH/lGXtO6vC2PqQ79RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayD\n", - "t/F3dn//ChkY+Pit609owDdk9p4NhJNhIVfI8gN1UjQ/QzLMoYAzpagoW2Y56VtLhWTPtYbcnT1r\n", - "psyYOVeyS61hegfqjwbn6Xp1OrVFKrLnyKyZs6zpWeUS2nczLDjtMvZvdok0Gj/qvOzyWildauzP\n", - "rPlSqosN1MtRY5sZGcb2MjJkfs4Fz7Ho85nzZhv7VpLvOtZayZ/hDXA9waK93Vk61LQOM116Q2pL\n", - "MmX2zJn2uSgKCy4jh75dUr1xfmAf5ywtEfN0GEdVMnupVDg9aBtLZc6MOVKqB6to4G0fu//51Bl6\n", - "fezpuu38ahnQ6zJHh022pmeF9ZAND327jH2fXWI9cW3+bCmqviA5c3To53ypDjlX5r4Y29fhoXVo\n", - "6NJ6a3pX9UbJNPfPcE62VPidCv3SQE61/cCLnv/sC9a5mj1zhsw0r9tG+c7z2D7v5vWZaz2XYWZR\n", - "ndVzXes5u1xqS5ca53uWzDeLJNq+RauR1ELbWP3aXhER43F6h75ffCE9B8cX+nbu3i3t4w19b9yQ\n", - "puV/ls4nT+TZn5ZIf2WlPcfLyOvX9k8Tw1i2F+lD+kTvk1OP0ST0TU312kDiEPpCukIdgEIdgEId\n", - "gEIdgEIdgEIdgJLMOngbf2c3N/8sKfqjAV/wnr6zM2ZKRnZ58D65UUNf7dk6U7IDqeSAVOfMCvT0\n", - "1WF6NzrJ59AFyXZ6cOrPc4vEzgKN1SokK9Bbt1byo4RqnuB0SAO52YHHOm/GrGypCGSYofunuel8\n", - "ybB3qrF0jswpCuyFtBjzZsQV+lrbDQ9w9dyMvadv6H4MVOdIxtIKM/Cu2zgrMKxyY+lcycnPkbl2\n", - "6jt0IdsKYqOcT33OLNfxB6jNjxBAK97Qd0hD4pBetjPmG88X2KzrXOm+zPQGxiaNpTI32zVkeH2R\n", - "zPa5zuY1jNBl133+Qnv2eh/r9ZkrwVM6IBVZM635Ws8zjHMaLJKo+xa9RlILbWP1a3tFRIzHaR36\n", - "tuTkSvfhcYa+O3dJ++Yt9qPEeHGtRlpWZkub9vidM1N6v/rUnhNkZGhIHv/v38royIg9ZXwMXL0m\n", - "z5YstR/Fxu/8jQwOGvv0O/vRxODUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw7e\n", - "Vk/fZOhPeK9ODcHmZ9ghYtTQt1byZ2aL51avgeGdNXib7QreqiXHCX2NZWbOzAj0wrTMEqvDaezQ\n", - "1+mhOnvuUimqaAyEdTrP6Y1qofuXYzyzi8DxdBnHMVs8i3uONVro63PcJomEvrofc61eyQFcz123\n", - "UTLMJ22U0rnGc3ZdkOw5pWbv3kCoHu18mr1658jSjUeltsW1wzFD3+AXAeYuLZKKxmBwrOfBe39f\n", - "1/7qvvjcY1l7CgeuW8Dw3tC6fvSevtaWo4e+en2cHtdBzR7Neo3t3tEOkfctVo2kFtrG6tf2iogY\n", - "j9M79P08Z9zDO3ds/0o6tmy1HyXG8x9/lNacXGm5eEmaP/gv0vvVZ/acIK97e6XxX+fKyKtX9pTx\n", - "0XfqtDStiDQcTDh+5+9Nf788/pcPZGQw7JNRwjj1GE1C39RUrw0kDqEvpCvUASjUASjUASjUASjU\n", - "ASjUASjJrIN0/Dt7fPiEvmaIZ0+LFfrOCAlVNbRz0reWclk6O0Myly6Vue4hhzUYXOrqWenB2GaU\n", - "UM0/OLUIn6fhX0g4GzgePY6QsHVMoW/IcZskGvqGBIue5zZ+ztgodWZvVA1TNUzXIZ7rZGOGK2iN\n", - "eD4thhpr5WjOXJltbMPK1uPv6RtKaODq2V/dF5/QVoPVWYFu31GYkHv66vVxDYvtxie0jbxvsWok\n", - "tdA2Vr+2V0TEeJzWoW/zmhzpGWdP345t26VzvKHvpcvStr5Amk+clJbf/630bA8PfYdbW+XJgj+Y\n", - "QetE0PNdqbR8Gv48kfA7f687O+Xp/50vbwae21PGj1OP0ST0TU312kDiEPpCukIdgEIdgEIdgEId\n", - "gEIdgEIdgJLMOiD0NagvkjlO8Kb3zHWHcC2lMt8JhM0A0jt8cm1+cHjnoeocmetNMy3sIYAD96ZV\n", - "hpxkVgO7sQanFuHzhoz9yfDsnw7PG2l4566jmd7hnWdm2r2PDQa0p7ITLEYb3jlyWBpp33V6pOGd\n", - "reeaKzk58wO9XHVY5/nZ2TLH6VEb9Xy6qZcid1DsTW5djCP0jTK885xZOVLtCmJ9d9G+Zhn51fbx\n", - "KwNSu3GuzDaeNFAlUUNf+/p4T4i1rl9oG2XfotdIaqFtrH5tr4iI8Ti9Q98F/yDdG+Pv7epH2+Yt\n", - "0j7O0Hfg3Hnp2Fokz0oPSNsf/6v0Fq225wQZamyUZ//2Jxnu7LSnjI8OY7/bCjbE3UvX7/wNNTXJ\n", - "04WL5HXXxH2Ad+oxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB9Mz9HXf03eWzJqT\n", - "LeWBvGxA6ormy6xZ1vDBc7PLpTTbFeoN1EnR/Ax7KN1MKTpaJHOd9K1eh4l2hh22tlvhrNdYLtlz\n", - "7PWMZebkV9s9VYekrmSu8XzG9Gwn+AwyttBXaZTy7Dn2PsyWOcY2g0voPYHnSEaGzpsr2eWlku0K\n", - "9FoqsmXOrFnWuplFcrRobjBYHKiXo866uv8lVjDYUpEls/VczSkJ662q+6f15dba3oDUFmUG9lGf\n", - "y+kUrQxULJUZ7h7LGqwa63qGWI5wPrvKjWOYY29Xj9G5AEN1UjLXuCbGdM/9bU3GEfoaDNQfDexL\n", - "RsYcsU+NDNQWSaaxb9b0DMk86vOFAJMBqT+q517rMsOohTmSfbTerg+L6KGvYl1369oazzkn3wp1\n", - "I/TUjbxv0WskldA2Vr+2V0TEeJzWoW+T8Quxa13897X1o62wcNzDO/dXVkpn8dfydHextC/6r9Kz\n", - "NTz0fXX/vjT/ZYUMt4z/V9Fr41x0Gc/V+dUOed3XZ0+Njt/5G3z0SJ4tXSbDrW32lPHj1GM0CX1T\n", - "U702kDjp+McojTigUAegUAegUAegUAegUAegUAegJLMO0vHv7JRkoEKy5pd6w7HqnODQzwAwoWgb\n", - "q1/bKyJiPE7v0PeDd6V77fhC3/aCArOX7njoP3VauvZ/J082bZLOj/5Oujdn23OCvKi9YQ7HPNgY\n", - "6ZtT8fPq7j3pKy+X7pJvZLgtvsDW7/yZQfSKT2ToyVN7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQ\n", - "qANQqANQqANQqANQklkHhL4TRGOJzM7y3mdWh1ae4xlyFwAmCm1j9Wt7RUSMx7QJfTt27pJXPwXH\n", - "3R8rzofMV/X10rljh/lz07++K90Revq2rMmxf4pO27r14w59+8pPSM/3x+TxmtXS9ck/SFdB+JDT\n", - "z3/8Udry15n7P176L16U59euS8/BgzL05Ik9NTp+H9Jf3rolLavXyOCDBnvK+HHqMZqEvqmpXhtI\n", - "HEJfSFeoA1CoA1CoA1CoA1CoA1CoA1CSWQeEvhOFDgsdHLJ4zpw5krnRfZ9WAJhItI3Vr+0VETEe\n", - "0yb0ffKHP8iLe/fsR2PH+ZA5UFUtTcv/bP7c9P5/8Q19R4eH5fHv/jmu+9225n057nv69pV9L/0V\n", - "lfL4L8ulJ+d30pVv7Z+bgbPnzPvwvqoLvYvE2NGexS/v3JG+Y8fN3rrx4Pch/cW1Gmlbu87sOTxR\n", - "OPUYTULf1FSvDSQOoS+kK9QBKNQBKNQBKNQBKNQBKNQBKMmsA0JfAEhHtI3Vr+0VETEe0yL0HW5v\n", - "N4Pa8YSLzofM/stV0rRsmYy+eSPNH/xX6fEZ3vnNy5fS+C8fyMjz5/YUf0Zev5bW/LVmGDseeg4d\n", - "Nvbrsjz+tz9K38YF0pmzxJ4TpP/kSencXSwvasd/v4zeo0fN3rn9FRXy4sZNe2p0/D6kPzfOZXth\n", - "YdzbiAenHqNJ6Jua6rWBxCH0hXSFOgCFOgCFOgCFOgCFOgCFOgAlmXVA6AsA6Yi2sfq1vSIixuOE\n", - "hr75p+5Pitu2fy9HFvxFtm0r850fj58dqTX/3VGwT078dr6sPXZban7z/8rZRXPDll1/5LpU/o//\n", - "LQWHrobNc7v2+5tyMHOVHF60ynd+vH67cpMUbS2Tiox/knMr58q5P/xL2DIln22Vb1ZtlK8KD4TN\n", - "G6v7Ptkghd+el13GudixqdR3mVCd8+d299q9UvpRjuwoPBg2Lx79cOoxmoS+qaleG0gcQl9IV6gD\n", - "UKgDUKgDUKgDUKgDUKgDUJJZB4S+AJCOaBurX9srImI8Tmjo+2ZkZFLsPX1a2nfskv5r13znx2NH\n", - "Z6f5b++589K0bLkMG8fR8vt3pfOLfwtbdqirSxrn/0FetbWFzXM71NsrbVuLpHV9ge/8eO365lt5\n", - "/tNP8uC3v5H+fdnSvuoPYct0Gst0HTsm/RcuhM0bqx27d8tgR4f0X7kifWfO+i4TqnP+3PaeOCkd\n", - "JSXSf/FS2Lx49MOpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkChDkBJZh0Q+gJAOqJtrH5t\n", - "r4iI8ZgWwzt3l3wjvWXfy/PqanvK2HE+ZPafOy/Pli2XN/390jr/76Qrd5E53c3rzk5pWrhIhlta\n", - "7Cn+vO7qls41mdK2+H/JaIQQMx6695bIUHOzNPzjf5dX5RukPev39pwgXbuLjX0/J/2VZ+wpidNZ\n", - "tE1GXryw7ut78pQ9NTp+H9L7vj8mPUeOmPcbniiceowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU\n", - "6gAU6gCUZNYBoS8ApCPaxurX9oqIGI8pH/pqmNq+vsAMfJ9fvGRPHTvOh8yBM2fNnr6vjcetf/xv\n", - "0vX5QnO6m+GWVnm2ZIkMPXlqT/FnuLVVutb8UdoX/0ZGh4ftqWNHA10NkBsX/ou8urhb2pZ/YM8J\n", - "0rm1SJ7X1EjfyZP2lMgMPnkir376yX4Ujp5PZbDhoXl/Xz9GXr6U7n37pef7783Hfh/Sew8ekr7T\n", - "p6X/1Gl7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQqANQqANQqANQqANQklkHhL4AkI5oG6tf2ysi\n", - "YjymfOirvW17vt0nL2pqxtWj1PmQqT1bmz5ZKYPPmqQt879J55o/mtPdDD17Jk3L/2KGotHQ5bpz\n", - "F0r74n+SkVev7Kljp/OrHfK6r0/6r+6XkXvl0r70fXtOEA1qBx88kL4yK4SNRsfWIuncvdt+5EX3\n", - "s2PLVvPn4aYm6dn/nflzKNoLuLv0gHQWf20dp8+HdL0uA5cuSd+x4/aU8ePUYzQJfVNTvTaQOIS+\n", - "kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw4IfQEgHdE2Vr+2V0TEeEz50PdFba05pPHLW7ek/4cKe+rY\n", - "cT5k6pDErWs+NwPd9n/7b9KR/QdzupvBxkZp/nilvLp/357iz+CjR9L9Zaa0L31P3jx/bk8dO85w\n", - "y/1Vu2Xk0Xlp++ifZcTVc9gJanW/eg4ctKdGpsU4Pg1s/dAezp27jOfpfChDR1ZIV/HX9hwvz6uq\n", - "5PnlKhm4eFGeV1/x/ZCu6z6/fl16Dh22p4wfpx6jSeibmuq1gcQh9IV0hToAhToAhToAhToAhToA\n", - "hToAJZl1MH1D3y4pz5whSysG7McRaDkq8+cfleg3t0sDavNlxswMmT17tsyeNUsyMjdKdZc9b9y0\n", - "yNH58+XoZJ0k3ff8WvtBatNydL7MnGWcY+M8ZxjneU72UamPVmJDAzJk/zgRtFRvlMyMmcY+zJKZ\n", - "xvXOzKmQRnuexYDUbpxj1UHOBeNR6OPJYuJrRNtY/dpeERHjMeVD3/6TJ+VV3V15dfee9J04YU8d\n", - "O86HzJ6Dh6Tty3xje3elc8n/kI6VC8zpbjQQbvlstdnbNRqD9fXSu36xdCz/X+Y9ghOlY/NmGRka\n", - "koHzW2XkWY20L/tnT89hJ6h1ej1HQ/ej5Ys86T18xJ7ixdnGaEe9DO/6jbRv2WLP8dJ/+gd5efu2\n", - "DD58KL1Hjvp+SO/YukVefPluxN7CieDUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Ak\n", - "sw6mbeirYW5mpmRmlkvU7HMqhb6u4HSgOl8y5pSGBIKJQujroKHvfNeJaCydLzOzL0QMdmvzZ0rW\n", - "hYmJWs3AeX6JJ2RuLM+S2e76bSyR2e6aD308aRD6ImJqmfKhb1ex3u+2S149eCC9ZWX21LHjfMjs\n", - "2bdf2jdukoGaa9Kx/H9K+8e/N6e70fvhtubmmb2Mo6FhdO/GxdKZ9Tt509NjTx077QUbZPTNG3l+\n", - "Zr2MtN+Xjr+8L28Ggj2HnaB2uLMzYs9cBw3HO/fuNe/H64cZ4h4+IqOtt+XN4YXSlpNtz/Gi9+sd\n", - "amyUkcFB6Sjc7PshvW19vrxc/1+l07hGE4VTj9Ek9E1N9dpA4hD6QrpCHYBCHYBCHYBCHYBCHYBC\n", - "HYCSzDqYrqFvY+lcyb7QJRey50pptORzUkPfIeP58+WtxJlhwWmdbJw1X45OSNo3/kBv6EK2RMx1\n", - "Uyr0bZTS7Mj1EBr6ykCFLJ35Nq6xXs9MKQ+7ngNSkTUzeG5Dz+VbO7eEvoiYWqZ06DsyOCTthZvN\n", - "nwcfPzZ76SaK8yGz++s90rn9Kxm4eE66Pn5P2v/8gTndzcu6Omlbv15eXIl+nC9u3JTeTYulc8Uc\n", - "M5BNhNGRESv0HWiT58dXyqk7++TOR/9T3vT22ktYw0hrUKu9eHXfo9FfUSG954xjixAO67H1nTwp\n", - "o0+vyEjl59K2crG8Mrav9/dVX9vhtRW2W+dMexm3Xrwoo0Pe72615XwqQ9v/QTq2WfcIngiceowm\n", - "oW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCUZNbB2/g7+4jx39Ek/BeZOtk4Z6PxfytsnOtJ\n", - "fVukInuOZGToEL1zJbsk3w59dTjo2VLiXtTVS3Kg/qhkz7WG9Z09O1OK6uzulhoaZxXJ0ey55jwd\n", - "8nd+UZ01rG5JpsyeOVMyzHWKzP2pzZ/hDT/doZxuK7tcakuXGvtnbKdUE7Quqd5obMfcxmyZk13h\n", - "H0iGhXu1kj8zWy5oM2bE7c63zkNGhsxZWiLOISktFdkyx5iuzzk3u0TyXYFe1GOwtztrlrGu8Vyz\n", - "ci5Ia22JZM6eKTPNcz7bOHf2og5Rgsmu6o0y39yPDMmYs1RKzJ3UMH2WbHS2M3RBso3znG0erKIB\n", - "qX3sA/WBa6NmmtdGserAnG5sPyPzqDTa02bNnGVNzwrvIRsW+nYZ53Z2idmjWudll9dK6VJje7Pm\n", - "i55mz7ky98XYvg4PrUNDl9bbkyPUlhu9hnNLfa+9Pu9so3AH9FwZ59kZ5nvjd97H1nmPVE9GvRg1\n", - "Wn0hx7juxnXLrzanRtu3aDUyEWgbq1/bKyJiPKZ06Dv05Kn0HLDuTauB5HiGEXY+ZHZ+tUM69+yR\n", - "/h9OSLfxy6Zt2b+Y0928vHlL2jcVmve0jcaLazXSt2WJdH7yzzLc1mZPHRsabLetzZWRMznSd/lr\n", - "WXM5Wy4ufdfs3ewwcKJYegv/ZPW63ew/HLND19d75NXjxxHD4Rc1NTJw7ryMProgI1d3ycDeXOn8\n", - "Zp95blUdavqNcY3b12TJm8ovzHUGnzyRxrwvpffYMfOxovvSnveZvN7zz9Kxcb09dfw49RhNQt/U\n", - "VK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayDt/F39gdJ+i8idRtlTiARDAbASmPpHJlTZIVt\n", - "SkvpfJlh9/TVgDgjsJ5uJsMKEjVUnFskgbUGKiTL6d2pYdwMK+CzqJei2U4PW+396O0FGjP0nTFL\n", - "siuC7aFmj2XXfYnri2Z7Q0eHkOC1rmS+zDYemzGo73a952GgOkcyllZYIWdjqcyZ4zrellLzGOMJ\n", - "fXW7GcbPobGlBpOeddxECn1D92OgWnIylooexkDFUjPoVPS6zc/Pl/nOMMsa1ps/azg8V4KH6eoV\n", - "azxnhuv4g9RKfpSe357Qd0hD4uD10HkzZmWb++cQPFe6LzPDr1202nKj5yjSfrnPX+i5DHkcuZ6M\n", - "4zbeK+Yb5yQwN9q+xaiRiUDbWP3aXhER4zHpoe/I69fy5PfzZeT5c7OXatuXX9pztCftDemrqDR/\n", - "1lC1u+Qb8+dEcD5kdmzZKj2lB6S37JB0534gbUt+Z0538+L6denYvkMGzl+wp/jzvKpK+ouWSPeq\n", - "980hmBPhzYsX0p7/mYze+s7cx+xLq+TSR7NkuLXVXkKkt2ilvNj2f61ewesL7Knh6H2ANRR295AO\n", - "5fmly/K8ulpG60/LyE8nZfTSJnuORf/JU/L82jVpX7NMRg7Nt6caH5k6OqR9w0b7kcjrvj7pWPeZ\n", - "vD7wf41rlmNPHT9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuvgbfX0TcZ//li9\n", - "QK3etbazMuxeoV1ydH5Ib14NRANhWp1szLB7iGrglWGHxbX5MtPuLRk0yxpq16cHZm2+E34lEPra\n", - "vUYtdH9nyizP8xqGdZU10O0E9jFTco7WWgGu4rvdua6gWtHQz9rXLrvnaBDv0L2Rj8Hn/NokEvrq\n", - "fsz17mTwuXVYZfO6WcFuaWOjlMyxrp0+11Iz2NTezk5P66BZeuEG6qTI2Nf52SVSUe9KaXWdGKHv\n", - "TO2pq9uau1SKKhoDIanO85431/6a+2LXlptoteXGp84cPM8bei49j6PVk17/kP2Lsm+xamQi0DZW\n", - "v7ZXRMR4THroq8MYP/vTnwL37G1eucqeI/L8yhV5fumS+bMONdy1O/F7xzofMnUo5d7vj0n3gRK5\n", - "lfNbqc/8B3O6Gx3WubP4azOEjsbAhQvSv32pdH/6rzL07Jk9dWzokM0daz+V0bqj5j6uuLBCqpb/\n", - "nQw+fWovIdKR/UcZ+m6R+bP2QB4JGWbZYbDhofQetYZ40XBYQ+JQ9Jh0WOrRu2Uy2lwrIz8Wychg\n", - "8P7BL2/flu79pdJVkC0jB4P3O9Z9M+8rbIfbwx0d0lnwqYwcWyJtX6w2w/uJwKnHaBL6pqZ6bSBx\n", - "CH0hXaEOQKEOQKEOQKEOQKEOQKEOQElmHaTj39njwuydWOoKOA3qNkqG2fNTg6mQsNMT+to9IS8M\n", - "mb1HA8NCa/i1tCKs96pJyPrKuEJfz7Y0pHMNYxyN0LDPje92Q8PZYOirIaI3bB1L6BsaJlvoNiPt\n", - "XqR9Dw8W3c+t+7RUKlqC17uxZI5x7VqkYqmzrxq0Gsv4XjiLoa56qSjKlNlzS+xeq7FDX9+e1gZ+\n", - "87yhb45Ygya7iFZbHibinr7R6il4/QNE2bdYNTIRaBurX9srImI8Jj301bC0JSdXnl+8ZN5HVnuq\n", - "OkMbD5w/L8+vXjN/1iGHY93PNhr6IXN0eFg6NhVK/6nT0rV3pxR/9rdy7g//X1hg+bzqR+n6dp95\n", - "79toDJw5I893fSTdn30gg43eX8Tx8trYr871n8roTyelo7NDlp9bLlc/yZDBhgfmfDMU/uT/ysjx\n", - "j8zHndu2m72i/dAQ+rl9H2Lt0fzm5UvzZzd9x47Lq59+ktGb+2W07Z6MVm+X0b5me64Vrmtv694d\n", - "+TJifNhz0PPnvh5DTU3StTFbRk59Ih1rP5cRn+dKBKceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6\n", - "AIU6AIU6ACWZdTDdQt+u8kyZ47mHrxLswRs6rHHX0UzvsLk6bO3SEilZOkcCm9Egeeb84GPF6YwS\n", - "M/T1BmG1+TMlM5DcDUh1zqxgKOezLd3fWTnVruBNBy32IUJwauKzXQ3t4h7eueuoZHqGd458DNGG\n", - "d44Ulkbcd93vCMM7K40lsyU7JycYzjeWyJzsbMma44T+9pDK3gvnc/4GQoLikPDTReKhb5ThnSPV\n", - "Vgi6/ZnzjWNzzW4sz5LZ7msbNfS1ro9/PfmEvtH2LUaNTATaxurX9oqIGI9JD31f3b8vXbt3S/e+\n", - "78whiTVofVlnfe2m//QPZs9TxRy6eMtW8+dE0A+Zb54/l46ibdJfeUY6vyqU3cYv5rMf/n/mcMhu\n", - "nl+8KD0HD0nf98F72PrRp0MhFy+Vns//jww+fGhPHRvD7e3SuX6VjDackSdtTyT7Urb8mP0Pxnm5\n", - "Y85/de+e9K5fZIaro68Hzd7OGhT70bNvvww3WwFu185dZi/qUPQeyXqv5NGar2W0+7GM3twnox0/\n", - "2XMtmj75RHp358vIgd8bz2mdGz1/gw8azN7YyuCjR9JduEpGzuZK54Zc3+dKBKceo0nom5rqtYHE\n", - "IfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdTC9Qt8uKc90hbUuNCC0gkq9D+scycjQoWrnSnZ5qWR7\n", - "AlHdxgyZkVluBaAOjeWSPSfDGio4I0Pm5NvBWdTQ15hdkWUOLz17Tok1VHRLhbGdWfYQu5lSdLRI\n", - "5jqhnM+2NJCsLco09leH2TWePyNTjvocX8TgVImy3cCwvZlFUudKalsqsmWO+ZyzZW52uZRmuwK9\n", - "aMdgnLXqjfPt82vsb/YF+zxVSNZsHXZ7jpSE9jTVfTfq1K0Tjg7UFkmms4/6XO6drNsos2a4r3ej\n", - "lMyeEdI7uFHKA9fb2J85+VKtm6grkTlznO0atVFUZwehQ8asuTJLh3DOtkNwF4mHvgYD9XLU2Ret\n", - "oRI7Mo1UWz60VG+UzIyZMtPYxiyjrjI3Vnuva4zQN3I9+YS+SpR9i1ojE4C2sfq1vSIixmPSQ98X\n", - "NTXSd/oHaVmTYwaSL2/cMHvQKn1l38vgA6vHq/bGdd9Tdqzoh8w3PT3StWu3Gep2bM6XXXn/Xc4t\n", - "nBnWI3bg7Dnp2rtVeg4dtqf4o71mX+xZKj25/8ccnjoRhlpapGv9JzL6+JLce3ZP1l5bK5c++428\n", - "un3dnN9fWSnPv/o3Gbm4QUZfdJn3NX758GHYcNI6lHPnliL7kfExY2+JeR/kULr27TOmt8voj0Uy\n", - "2t8qo/eOy+hT7/XUYLyn+EsZKVsso6+sMNc8f8Z5coJ37S3cu/UTGbm0SToLc83weiJw6jGahL6p\n", - "qV4bSJx0/GOURhxQqANQqANQqANQqANQqANQqANQklkH6fh3NgCAtrH6tb0iIsbjhIa++kFurDYf\n", - "Oy6tZ87Kwz9nybPvvpO2u3fl2Vc7zHnPdhdL++07gWUbc3Klq7Mz8Histt+/L0835kvr13nyNGel\n", - "FOXOkoo//ifpePLEs1zTwYPSufiv5dkOaz8i2bS3RLp3fChtn/2LtF254rtMLPX4Wr5cJr11FVLz\n", - "uEbWXV4nFZ/+T+OcnDLnPy3cKH3f/VkGzhVKz+Ob5jlpWPqRPNm8xbudW7fNec7j0HPn+HTdeuls\n", - "apLnp3Kku+Wx9N08Jn03ysKW67+6X14c/pN0P7nrmf50y1Zpf/BAWk6clI5tf5b+s4XSvD5bOurq\n", - "PMvFox9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMek\n", - "9/TtKz8hr+7dN+8X+6rBGiK5c8dO89/uPXvldUeH+bPSUbhZRgYH7UdjQz9kDj19Kt1bPpeB/H+S\n", - "ti9WSVHBP8jZzJnyuq/PXsqi91iZ9Gb9v9L19W57ij/dR4/Ky2+XSG/+7+VV3V17qpf+CxdMIzH0\n", - "+LH0bFwhoy235GLDRdlbt1fOfPGevPjxnHms7Wtzrfvu3iqV0ba70vfDD2Yv3/aCDTL65o29FZHn\n", - "P/4ozy9X2Y+MYygrM4djdjMyNCTtmwrNn0fPGtt9PSijTddltM4astnN6J3DMnImR0Y7rW04H9L7\n", - "f6iQlzdvSU/pARk8+oWMGPvVvXudvHr0yJw/Xpx6jCahb2qq1wYSh9AX0hXqABTqABTqABTqABTq\n", - "ABTqAJRk1gGhLwCkI9rG6tf2iogYj0kPfXu+KzXDWDcd27bLG+N5Ord/Zf7r4ExPBP2Qqffd7fkq\n", - "XwbW/kbaPv2zbN30Gzn7p/8iwx3eoYl7D5VK32f/RTq/2mJP8aeruFhO75kj33/2d/Ly1i17qpeO\n", - "7dulc8cu+1E4Oix0z6Y/m/fV/eGnH+Rw/WE5/eX/lueXfrD29+utMnpzv4zePyGjT6/YaxnnrdS6\n", - "N69D78FDMtQYvG+D+97IDq+7uox9/lpGR97IaOVqc9po5wMZrf3G/NnN6I19MnJpo4y2WvcWdj6k\n", - "v6y7K30nTpih88i5tTJy77g8/36HeZ/kicCpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkCh\n", - "DkBJZh0Q+gJAOqJtrH5tr4iI8Zj00Ldz1255HfIBUO9bO9zaKh2bCmV0eNieKub9ePW+vImgHzJf\n", - "3bsnPbsL5MX6f5TWj/8khZv/Sc4s+VsZam2yl7Lo+a5EBr7479JRuN6e4k97YaHs2/db+eazmfKi\n", - "9oY91UvHliLjGKOEvsY+9W5aLqPdj+Vo3VE59eiUnFz/W3l+5rh57+Hn3xdbge/D8zLaEAxWn1+6\n", - "bPbudWjfuElGXOdq4MxZY5+8t6DXXsW9hw7L6NBzGT2/1pw2OtBm3t83lNHre2Tk2u5A0Ox8SH/T\n", - "1ydta9dJ97f7ZLRyjYw8vCjDVw5K1+5ic/54ceoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgD\n", - "UKgDUJJZB4S+AJCOaBurX9srImI8Jj30DQ12ld4jR+XV/Z+kY+Mme4pF6HDPY0E/ZOqwxH3fbpaX\n", - "m34jrR/9UTYUvSdnlr0rw88e20tZdO/dKc8L/lE61uXaU8LRoZXb1n4p3xz9QL5Z/bfyPMI50eGU\n", - "u3ZGDn1f3rkjvRuXyGh/i+y7uU+qnlXJsY1zZOD0YenZ/50MXfxWRhurZPRZjYze/d5eS2Tw8WPp\n", - "2vedvHn+XAYbHkr3N97eujrUszsUVvT4dXjm0eed0nHuC6lsrJTRoRcyeu5Le4kgo1d2yMjNUhl9\n", - "eM587P6Q3vzxSuk7/r01RPSza8Z+HTOH5H7d22svkThOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAK\n", - "dQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMekhr4jr15Jx+bwIZT7KypkoKraHN7ZjfYuHWputh+N\n", - "Df2Q+eJajfTvL5SXRe9LU+ZcWbf9PTnzl7+Tocf19lIWXbuL5MWW30lbbrY9JRwdZrpj80b5puz/\n", - "yDe5fyvPq4L303XTur5AOux7FPvx8sZN6S9cLKMvumTX9V1yu/22HCn8Zxk4/p0ZpI7cOSIjrXfM\n", - "4Z9Hb+6z17JC566Sb6SjuNjsefvqoXU/ZAc91oHz3nsJm72Dq6tltPep3D33uSyqXGROHz3zubE9\n", - "b/A+WrVZRn46JaM/nTQfuz+kD1y+LK/u3ZSh8+tk4/kVMnrnkHnNNFQeL049RpPQNzXVawOJQ+gL\n", - "6Qp1AAp1AAp1AAp1AAp1AAp1AEoy64DQFwDSEW1j9Wt7RUSMx6SGvq87O6X76z32oyAaoPaVnwib\n", - "13PwoAw9eWI/Ghv6IfN51Y8yUFoor4oXyNP5v5V1u34nlVn/Q4YeWPetdejavlEGi38vbatXyOjI\n", - "iD3Vy3Bbm3Tt3CZ7jv1evvni72Tgwll7jpfWvHzp/GqH/SicFzU10r9pkTnkcuGVQmnsa5SDW9+X\n", - "rl2bzPsdj17fK6NdD2W0r8nsfRuLkZMfy0hTrXmP4f7TP9hTLfRevHpPXr2P793L6+RPZ/4kg68H\n", - "ZfRyoRk6uxm9WCAjjy/L6O1D5uPQD+mjfc3SV7VJ5pb9LxmuLZHBBw+kryzYEzlRnHqMJqFvaqrX\n", - "BhKH0BfSFeoAFOoAFOoAFOoAFOoAFOoAlGTWAaEvAKQj2sbq1/aKiBiPSQ19dYjinoNWqOjm5e3b\n", - "0vXtPjP0dNN79Kg5lHEkhlpaDFvtR170Q+bAufPy/OAmGdy/VBr/9R9kw95/ldMr/4cM3vPej7dr\n", - "c74M7ftQ2j5fISODQ/ZUL4OPHkl3yS7Zfez3svfLv5OBsxX2nCB6j93W/LXSWbTNnhKO9rwd2PRH\n", - "udt+Ww7cOiC9g72yf9u/SnveSnl+8ZKMVm83h34efdUroxc32GtFZuTA72Xk4Xl59dNP0nfsuD3V\n", - "Qs/n0NOnMtpyS65fXi/Zl7Ol/UW7jF4rltGeRnOZkZbbxn4PyqVjC2XFqT/I6PUSc7r7Q/pIxwN5\n", - "U1cmbdVF8ofyf5GBq1/JyNCQOZS1H68eNMhro27iwanHaBL6pqZ6bSBxCH0hXaEOQKEOQKEOQKEO\n", - "QKEOQKEOQElmHRD6AkA6om2sfm2viIjxmNTQV+9n23fylP0oiAaqHVu3SU9piYzovWVfdMvIj9ul\n", - "9/ABeXXvnr1UOJ3FX0u7z3DRin7I1J6vLw5vkKGyVfLot38nm7/9v3JyVYYM3vYeT+eGHBk++JF0\n", - "5H0iI8+f21O9vKyrk96De2XXiQWyd+3/kP4fyu05QV739UnHtu3SXhA5rB24eFEaN3wgR+qPmPv4\n", - "YviFlOz4QJo/WmieBw16R1/2mD2OR86vldFu7/2HQxk5ME9G6itlqLHR2D9voN61Y6e8MfZp9OkV\n", - "uVy9QTbUbJD67noZvX1QRltuy+jzDhkpec+85++PZQvkzxWLZPSKNcR2d0ONjPx02vx55GqxvKn4\n", - "VB7VHZQlpxdI9yXr3svdeg/iZ8/Mn908/XChvDCudTw49RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo\n", - "1AEo1AEo1AEoyawDQl8ASEe0jdWv7RURMR6TGvpqL1e9z2wor9vbpTXvS+krKZSRKzut4Ld6m/R9\n", - "t9vsBRyJrr0l0r7RCiBD0Q+ZfcfL5eXR9TJ8ep08+M1M2XYoU459miGvar370JG/SoaPfSIdX34s\n", - "r3t67KleXly9JgPH98tXJxZISUGG9J8os+cEGW5tle5vv5WOzZvNnrB+9Feckvub58n3Dd+b+6jD\n", - "LRfv+kCezptjrjN6NldGX1vr6r8jlzaaQz37MTr0QkaO/puM1h01ez13f/OtPceifX2B+e/ow/NS\n", - "Wb1B9tzZI1dbrpo9g0ceXZLRR8a/J7NkpP2+XC1fJB9VLpJR4/mU3h+/kZHvF5s/j1ZtMQPi++13\n", - "ZMXZJdJ6Ps+c/vzHH+X5Ze+9jfUYnn6YKa/u37enRMepx2gS+qamem0gcQh9IV2hDkChDkChDkCh\n", - "DkChDkChDkBJZh1M19B3oLZEls6ZJTNnZcismTMlY26+VMc3AF9i1ObLjJkZMnv2bJk9a5ZkZG6U\n", - "au9d5MZFbf4Mya+1H0w4A1J/NFvmGOdp1qyZxjmbI9kVLfa8CWZoQPxbhxNkzOd9SAYmdAdgstA2\n", - "Vr+2V0TEeExq6NtfWSkvar1DKytvXryQphUrpH9/oYw+tO6VO3rnsPQf3GUsH/m3fNc3+6Rt/Xr7\n", - "kRf9kNl7+Ii8+n6dvL60XeozZsjOsmVS9tk/yKtr5+ylLNpzsmT4dI50rl0hwx0d9lQvA+fPy8Dp\n", - "g7LtxB9l76Z/lL5j4cNUDz58KL1HjgZ62PrRV35U7mz7g5x+fNrcxzcjb6R4y++k6Y9zZfTNaxmt\n", - "XGMvaTHadF1G7/rfO3d0oF1GKj6T0et75HVXt3TtLrbnGOe0v186jf1QRm7uk2M3dsrxhuNS0WgN\n", - "Sz169gszUB65tltGHlfJ1VMfyUdnl8iw/fx9VcUyUvYn8+fRc3kyOvxSbrbflDUXP5HGik9l5E6Z\n", - "DH7/uXENrKBZeyareu/jlk8+kZc3bprTY+HUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQ\n", - "B6Aksw6mY+g7UJsvs2fniDu3HOqa4LAxFA0fXansQHW+ZMwpFetGcuNnUkPfuo0ya36pBE/X5AWj\n", - "tfkzJevCBKbvYzzvXUfny+ySevsRpDLaxurX9oqIGI9JDX17y8pk8EGD/cjLsz8tlf7vNspoo9Vz\n", - "dPTecRk4tENeXIn83N3ffSdtX3xpP/KiHzJ1+OHBY1/K65p9cv/v/n+y98RKObLmH+VllTVssUP7\n", - "Z8vkzfkN0r3+Yxlu8f92V//Jk/LyXJlsOflH2bPlN9J3ZL89J4j2Su4/dVq6S74xw08/eg98I7Vf\n", - "L5RzT88FPghvrFwsbx6dl9HBfhm9sF66XnbJwx7rXsbWvX2tHruhjHY9lJHLW2T0snVvXadnr+IE\n", - "0KPPrsro/XI5WH9QrrRckUP1Vlg98vSqjJzJldH6H2TkXrlcPr1cVl1eJb3a03jkjfRf/EpGji6S\n", - "0TfDMnomx1znx+YfZf2VL6X+1F/M4bffnP4sMJR196HD0paXb/bwbVu73uwFHA9OPUaT0Dc11WsD\n", - "iUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+dbJx1hwpmai0NV5CwkdrP+bL0Qnq7Tve0Hfo\n", - "QnbE9QcqlsqsjXX2Iy/R1ovNkFzIzpdx7HZsJvm8Q/LQNla/tldExHhMauirQx/rEMh+NC3/s/SX\n", - "fCmjz2rMx6P1p2Xg8I6w4YPddJeWSuuaz+1HXvRDZvfeEhku/0JG7p+Uu3/7/8i+Hz6Xg7n/KC8u\n", - "eu/H2/bJv8m3Jz6U7g1ZMtT4xJ7qpffQYRn88ZhsOvWh7Cl6T3oP7LXnBHlefcW8Z2/PgQMRt9O1\n", - "o1B+PPiRVDVXBT4Ibz7zkQz+dNrsuTv641Y58fCEfP5j8LjM4ZWNeQ4jLbdk5NEFGW29LSO3SgO9\n", - "g3v2fyfDTdZQ0LofAxfPy+g5KxQvuVsij3oeya7bu8zHDqNPqmXkeomcq/izfHn1S2m9kC+j/a3y\n", - "/Mx6GfkhW0a6G2XUvoevBtVFtVuk7sSfZORigYyczZPO7dvljVEjvcfLpfmTlfK8qko6dxfLwLnz\n", - "5jqxcOoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB2/j7+wDN1vlYBL0peWozJ9d\n", - "EqWHbZdUb5wvGRmzZXZGhsxZWiJ1TsdTXTe7XGpLlxrzZ8n8UqsTTFf1RsnU4YPVOdmeHsQBwsLH\n", - "WsmfmS0XtMdslO3ON/Zh9uwMyZizVEoCOyIyUFdkzzOeM7NIirJnBcLXsAA45LnN7epQx8Z2Z83K\n", - "kdOXS4z9nykz9ZiN7RWF5rtdFbJ05lzJr27x9IbWIbLD1huolaJM+1wYztlYK85e1+Yby1RfkJw5\n", - "1vN+U5Ips3VobXPZItHV3fvecnS+ZBUdley5Ol/XmW88R+BiSEX2XPt5ZsnMGTNlbnap1IZ2Eh7j\n", - "edfnnH/UuYBWLcyaZZxnY/6snAvWsQzUy9HAc8+WTOPAQ58WJh9tY/Vre0VEjMekhr5OQOhHU9YK\n", - "6SteLaOt1m/j0Yfn5PmRr2Tg/AXzsR+9Bw9Jy6ps+5EX/ZDZuXOX/HT4I9l9fpXU/ddfyeHKtfJd\n", - "3m/kxbmj9lLG87x+LS2fLJR/2f+30lGwTAYbrB62oej9g4dqTkjByYVSvP096dm3254TZODsOXlR\n", - "UyO93x+TVz/9ZE/10rEuRy6c+ERqWmsCH4S3n1shA3e/l9HuxzJ6rViONRyTTy9/as5TRutPyeiT\n", - "YM/ZkZqvZeT0SnOaOe/COrOX8POLFwM9o81ezic2mr2BlR23dsiL4Rey6fomc0hph9G2uzJyebOc\n", - "rviLbL6+WR5e2y6jLTflRfkqc7r2CB69Zh3ryUcnZW/dXqk9vkjenPpURs7lS/e3+2SoudkMxbWn\n", - "cff+/ebx9588Za4TC6ceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdfA2/s7+33tu\n", - "JEVfNAScf9Q1VLGXxtI5MqcoOLzvQHWOZCytELNjqIaEM2ZJdoWrm2hjqczNrgiGfvVFMttv+57w\n", - "sUvqSubLbOOxGaJG2O6cOUUS2JOBasnJWCrmIkMXJHtmtlT8/9n7z+820rTNE/wL9sN82f2yc/rM\n", - "md2zbsyeXjPd29PT2z3VfVrvdrd65m29Tl1GVW+V3qpSZmUqndIpU1lMR6VSqUxRjvKOchRFkRQ9\n", - "6L333koUvRFJGUoi7sX1AA8RAAJgEDJABK9fnEsCIgKBiHhuBILPhft+9Jti2Va/WRrR9MV2tx0M\n", - "MUdhdga8JpjZZklN2CFbtuyQhIy+teM1e93KmjM8Kzm7d4n2ULFfP9vlOaa19x6XjF2Bmb7Bpu/P\n", - "jGWlfedWnSXPMW1byz5GxvBWMU1G3uB5N5q+iIVtnnUDTxXea6f4Q2RJXHu3RD535JWAPlazvleK\n", - "oigriqnpayw/vPpkWdzP/L+pgnH4tPKMuGe95Z9R5vlxyWWZvxU6dq5m7tp1mTjwvTxfXvbN8YOb\n", - "zJnkk9KQ/pZ8mPN7aT/6V5LVeEaufP+3slyY5lsL+/FExr54S/5w83+V8WMfyqOubt+SQGBYP+t0\n", - "ycH8t+T82V/JfMop3xI/D3Jy5LHn9YuFLnnU2uab68f9/LlMfrNXCsu+lvbp9rUb4XMVCbLQeUvc\n", - "U93ibrsh17qvyU+NP8niyqJavjrRJavthn1uuiSrOR+r0szu4Upx13nO28K9tZLOYPKbz2W1JVU9\n", - "BklNSbK6uipXu6/KzKMZ31zPPi3cldWiRLlT9Klc6LggHW1XZbUzUx7mfinuFjzO9uyTdzu3+29L\n", - "el+6VN/ZLc/zPhd32UF5kO055p4emb1wQebT02Xiu+9lqaZubT/WQ8djJNH0jU+hbUj00PQldoVx\n", - "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zvyoYiIlMgdG30zg+rZFZydi1U3yJtj6a5eDPfMYkXhuU\n", - "JYwxYLds9WZ8+uXNWg0A5uMWX2bu9t2SmNHsNS9BmO3uDNwRvyHq2daWhPKArFujWRrJ9PWOWRua\n", - "57yu6atZQYbttjXDNeR1s7WSvMez7yo7d4dsRyll32FgvxJUiq1mfdM38Bx42sJnqKOs9HaDOV+b\n", - "GMH03cB595u+iIXtJmXAkSmss5P92pvjN47J6wF9rGZ9rxRFUVYUM9MXGb4wToH70bysFnwp7tpA\n", - "41Sbl+rxvQZxd92RB1l35Emf+aDzKN88c+y4PJvxm5ga3GROJx2R5tt/kvfzd0nL1b8VV9cNuXzw\n", - "72Q575pvLe9+jf75TXk7/W/lbvIHqkSzGRi7FiWYk4rel7MXdsj8xRO+JX7m09JkZXQ0IOPWyDPs\n", - "06EvJbviG+mb61u7Eb5Y+Y3MtF4T91iT55iz5HjzcbnZe1NGHni/jd3LM+KuPqYeA3fdaVnN+1xW\n", - "W1PFfb9FmbLIkIaBPe05Hyv37snsj3vV9sDjZ4/lZOtJ9RjG7fDCsHoMVFvkfCLpxZ/Jrd5bUt+T\n", - "IasVR2S55LA6/6uNF8Tdm6fWvdZzTQqHC6XMc9PwvOxHcbu+kuXycnlY3yBTR47Kw9Y2ubv7HXk8\n", - "OKQMeSvoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg9fxd7ZZ6eXXIXO8Y/qm\n", - "hvqeHsyMviDTNyiLFyZquPFuAwjIOA0izHaDzVmj6fuzxFrvTB8bMX2DzWRg2fQFhv0NfN2IpO7Y\n", - "bsiChakbaPoGvsf6pq+/1DLwm754bc6e7bJt9x7ZszNCieUNnvdA0zf4BwAApu8ef5Y1iRnoYzXr\n", - "e6UoirKi12b6LlVXy+OuLt8zUWP5YkxfsFp5TFafrnjHpu3KVvMAjE0YnOrxRLu4O27JswcPZCbl\n", - "ipoXzMy58zJz4YKsjN71zfEzOz0tkz/+KM2578se126pubRVynoz5MpPv5D5LH9p5mcLCzL8513y\n", - "QeYOGT73viwVF/uW+Hn+8KHMXLwky11Zkly8V5Iv/lrmznjHuTUyn5oqK5OTslznOb/loWWpYQjP\n", - "Je+X9IpvZPSB57HvRvhKzQGZbL6ksnbnO2/L+Y7zUn6vXJWA1riLvhb36qr3cdlBWa1J9pzHJHHP\n", - "9Iu7N19lRoP5jAwZ2/dneXTlY3E/e6LmzT2ek4udF9Xj4rvF0jbtz0LGNldvvSk3ij+XvME8KRsq\n", - "kNU7H3ra77wqsb2K0tHDFWpd7FfVWJUU3v6drDZ4lpcekIcNtbKQkyPTJ5LVuZw+d06ezc6qzF8r\n", - "6HiMJJq+8Sm0DYkemr7ErjAOCGAcEMA4IIBxQADjgADGAQGxjIPNZ/p6jb0tO5Ok2SQ5E8silncO\n", - "MglVueStiVJrMAH95Y0NbNB8VPOslneGERlQ3nmL7F7LPF1SWbBr7x2hvHOgwepnZWk2IKt4NmfP\n", - "WqZx4OtgqPtNXnUMW9YzfQ3re7Bs+q54zsfOSGMz+4ja9I1U3nmL7Ar41cBKwPkhrwf0sZr1vVIU\n", - "RVnRazN9pw4fkdlLl3zPRJ70D8hCZqa4H4ypjF7gXpoSd/Vx9Rh4x6b1fv24p3vFjezXp09l+shR\n", - "NS+YmVOnZT7tliovHMz02JhMJR2W2rwP5M9ln0nhuX8rVYN5cu3Ir2U23Zv1CmBQDib8Xvbm/EF6\n", - "Lr+r9jGYZ7Nz3vLF7TflfMWXcjLltzKdfNC31A+ybJFt+6itTZV4DuZRe7s8uPCDXKv8WsaXx9du\n", - "hG/U/SRjDWfE3e+SwY6bktGfIR3THVI4UqiWA3dNsud8TSoj112yX9zd2bKat1dO1/0ovb25qiSz\n", - "Wm91VZ6PdYq72W+U31+6L6k93hLNDRMNUjHmNXE1q5nvSErRR8rQzR/Ol9WMd+RBbYq47zWqjGJk\n", - "E4MTLSfUfmXf/KWstt0Ud+URedzeKDPnL8rcFa+hD1Zhkif7z3EkdDxGEk3f+BTahkQPTV9iVxgH\n", - "BDAOCGAcEMA4IIBxQADjgIBYxsFmNH3BiCtRdm/bIlu2bpOtKNe7N8dr7MqSNCfv9pfu3Z0sndr1\n", - "MzNnPSw1J3u2tU2V/N3m+X93hokVuVHT14Part6P7bsleW1HPMs6k2WX5730PmYk7/QbquMuSdix\n", - "Vbbq12Uky07De8/WJq29dtu2BCnHZj2v2bt9q+cYdkhKUOLyUnmibN/qOVfbPOtv3So7EjL84/IG\n", - "vW7Ws+4O37Yx1nFO0p4Ipi9evtezbc/6O1JUSWzrmb59krrLe87xXlu37pAEV/AZ9PACpi+yfWuT\n", - "dnnOEd7D814J5T4DeERyEnb45+84GGD6k9cD+ljN+l4piqKs6LWZvjBAjWbtw+YWWSwqEvdojbj7\n", - "8n1zxZfB+lw9Xir8Qh4+fqAeu2eHxN3ozU6dOpykxsMNZvroMXmQX+DZdugX3vTwsEwfPyIVBR/K\n", - "93Xfy+0z/0rqhovl+vG/l+lU/349nZyU/q/+Qb4qfEc6r78jc1dCs4qfjo3J/PUbMtWSIinV38mp\n", - "6/8gU0f3+5Z6UaWVPfsDUI4aZamDWa6qlsUbh+VCxZcq+1bfCN9qOCrDdcmqtHND2xWpuFehjNob\n", - "PTfUcuBuTxP3RIfX+K054TmPtbKa9kfZW/qRVI9Vy+qwR31ek3i1v1hWh/zG7sD8gGQNZKnHKCud\n", - "M5SjHmtW7+yRcwXvKkMX5Z9XC76QB7VXxT3dJ6vpf1LZxM9Wn8nRZs9+PhiW22m/8LyHS5WZXhlo\n", - "lckfDsmDTO/2AYxnlMO2go7HSKLpG59C25DooelL7ArjgADGAQGMAwIYBwQwDghgHBAQyzjYrKYv\n", - "sTNL4tq7K6j0cq0k6jLcZFOAPlazvleKoigren2Zvj/+JDOnz6jyzGC5skqWa2vF3XZD3FPdah6A\n", - "ceh+cF/cz59JS/a78kn5J7L4ZFFyO67IQ984tsgaRfZoMDAWl6o8263yljY2Mt3XJ7OnjklR4ccq\n", - "Q/XK9b+RpruVkpr8exm/dsi3lsjT+/el56vfyoHSvdKU9pbKHg5GZymPNZ6VG/U/ydm0N2Ti8Je+\n", - "pV6eTU/L3KXL6jHKTc/fvKkeG1nMy5dHmUfkdOXX8vDpw7Ub4YzOKzJQ/KU6N67WC9I90y1PV5+q\n", - "sX2Rofvo6SNVatk9UOLPgJ4dFPflv5PPKj6T0rueZSsPVdlngLF4MSaypmOmQ1yj3szjieUJudbt\n", - "H9MYIGM4OfdNGV0YlStdXtMb++ZenJDVazuU0bz8dFnOtJ8JyBpGNjGyisf27pWlklI1TwMDHEb4\n", - "euh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYyD1/F3dtfkckxEnMqIpGzfGziu\n", - "7niq7NqRun65Z+IY0Mdq1vdKURRlRa/U9F25f1/mMjPl+fy8zJ47Lw9yc+VRp3dc38WiYnnY2Snu\n", - "sh/EveK/WXF3Zop7rEnNq8l7X2W5nm0/K+caj0h/yVdqHYzd+yzoptH97JlMJx2RR61tsugKLaU8\n", - "5Xmv2TPHJM/1iRrP9nTbaZXJmnZml4xdOuBby7PPI6PS+fWvJanqW6m58yeZPPSjb4kflGVeLCiU\n", - "kdrjkt54Qs7f3i1jP3zuW+rlyeCgzCftlecZb8tKT73MpYaavvOeeU9yjsjRyq9U5qy+EUbmbW9R\n", - "gqxWH5dbLadk5IH3a31xZVFl6DZNes7PZJe421LFfbdO3L15svp4UZ5UHpWvq76W7EHvuMh63N9g\n", - "Yx0lnSvHKtXjR88eyam2U+qxZrUnV46UfioPHj9Q5wlg39Amqxf+Uv0//WhaGcL4P6UrRa2DMZcx\n", - "9vK9D/aoMZyNzJ49J88XFnzPwqPjMZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIO\n", - "7Ph3NiEob71W+nrHDtmxO0lqTcZoJs4Ffaxmfa8URVFW9MpMX/fKisruRIbvk+FhNdaucWxbGLdP\n", - "7/aL25e9q0GZYndPrrgfzkppwR5lcIK83nTpLPxMPcZ4sU8nJtVjzfNHj2T6+Al50t8fUFpYM9XS\n", - "IvMXTkhm0adyq++WJDUmSe9cr9w6/7aMnvvat5bXrG37+leSXPejlOW8LdPJJ+T54qJvqZeHdfWy\n", - "XFEhfZU/SlbLGbmY9Z7c3f+xb6mXRy2tsvjjLnk+Wifu9lvqPAQDI/RxwSE5WvOdeq5vhDGObmfD\n", - "KVnN/URSWpKVsarpmu2SgpECcS9Py2pRoiqNjRLZYOHJghxtOipXu73j6brLfxT3k0VxN5wX9/yo\n", - "mgfK7pZJ62Sr75l3bN6V5/5h+WFAH2v2tktSU5L6X+/baneuyvK9u3hX0vrSlBF9rv2cWqbazdN+\n", - "Y3s+kqXaWjVPY9ZmZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuC\n", - "PlazvleKoigremWm74NClzxsa5O56zfUOLtLRUXybGFBZs9fkNXlZZk5eUpW7zXJalfgWLfuuWFx\n", - "N1wQ94MxyS/4SLpnvRmqJUMF0pz3gXqMUsnIyDUCYxblo/V4u8FMevZ54XKy3Cz+VApHCiWxNlEG\n", - "FwYl89IHMnx6n28tkcfdPdKY+Au52HxSCnJ3y+zFcypj2chSWZks1zdIR9m3ktt5TS4U7pXhP7/j\n", - "W+plsdhzzKc+8Jaqrjvt2c4leTrtN28BjODF4v1yqumIeq5vhItHi6W1N1NWr/+9nG4+qkxWjcqw\n", - "7faWXF4dqpTVgj+rMXYBSi0j+xYmLnDXnlQlmd1VR8W9PKPmgQsdF2T+8bzvmXgzdh9692320aw8\n", - "ePJATrV6s38vdF5Q5bWNN+lZ/VnyYcmHypx+8vyJJLcmq/mq3PRgqTrO548fq3mahbRbnjZbvxCJ\n", - "jsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvou\n", - "5uXJ484uWa6slOlTp+VhQ6OaP3f1qhp390HWHXG3p4l7vF3N17ifPhZ36QE1Ru3twg9laGFIza++\n", - "V6XKLYOFzCx53NenHmuezc7JzNHvZaWnVhnLwUx49uPBlRNypfhTqRuvky8qv1DZqlnXPpb+E5/4\n", - "1hJVHrr+u59LakeKZOW9I/M3r8rj3l7fUi8PMBZvR4e05rwvRcMFcqX8zzJ86JMAc3jh5iV5lLpf\n", - "3M+eiLvkO1Xa+nGXv8SyMqk952W2cJ9caD+v5ukb4bJ7ZdJ4v15W7+yRw40/yerqqpqv0dm3wL3o\n", - "H9l/YH5AlX9GSWaMEexuTvGcxwHP+fzec14fqXUWHi8o09dIRn+GDCwMqPPxQekH6pzrdVJ7U2Vs\n", - "aUy673VLy1SLmne567JMPZxaM6P1/qgs7d489djI6lC5zKfdkMfd/uMPh47HSKLpG59C25DooelL\n", - "7ArjgADGAQGMAwIYBwQwDghgHBAQyzig6UsIsSPoYzXre6UoirKiV2b6LmRkyJP+AXkyNCT39+2T\n", - "x/39sjo7LIsp+2XqyFF52Ngo7vJD4n7iHZneNeJay+p1VybJ6kiNXC/8UGWvgsbJRinPfkvcz5/K\n", - "Yn6BMl2NPJ2YkNmvd8mzgkSZPnbcN9fPeEmJLN5IlvMln0jPbI98WPqhjC+PS86Nz6Xv6B7fWiIP\n", - "6xuk5uB2yerLkFv578rinZvysMlbYlqzcDtDHne2SEP+x2rM4RuV38jIpW/VazWzJw/Jk6Iz6jGO\n", - "c7myTJbLy9VzgIzkuStXZLxgn1zvua7m6RvhqrEqZUybjbcLkOlrLPmsaZ9ul6LRIrnRc0OdN3dH\n", - "uqyONauxfTVtU20qk9hI32yfXO26qjJ+L3deVmP+6mxilJLunOmU9PZ0+arGO6YyMomfetpBg+fN\n", - "E81S1HRWvWcwq6n/IAtXj8jDZq9pHAkdj5FE0zc+hbYh0UPTl9gVxgEBjAMCGAcEMA4IYBwQwDgg\n", - "IJZxQNOXEGJH0Mdq1vdKURRlRa/M9J2/kSord+/K6pMVGdn5e1Xyd3WkSlbO75DRP70lK4Nd4q72\n", - "mrO147VKKV0pysx0t1yT1fZbcsH14VoZYhiahdlvK5N4qaRUmcZGVu7dk7n9b8uq62uZOpwk7ufP\n", - "fUu8jBcUyFLqcTlV/Ikye99yvSUzj2Yk91aCdP/oL828VFYu5T/+nTJPr+a/K8uujACzFsxfvSYr\n", - "XTVSU/a12u+b1ftlKDtJGd2a6e8+laet3tLV7saL8rilQo1rrEHW70L6DRkp+lpu999W8/SNMLZZ\n", - "fb9a7R9M2GBQVrlrpsv3zA+MYrwOy2Ggu3vzZbWvUI3tq0GWbv+8txy0EZi2rVOtKss4byhPZfgC\n", - "vS/XW6/Ll1VfmhrRZ9vPypGmI3KqKlHczV6zWONeXZXVm79X5365xjv2cCR0PEYSTd/4FNqGRA9N\n", - "X2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGAU1fQogdQR+rWd8rRVGUFb0y03f20mV5OjWlHj+bnlYm\n", - "rHuwRFZv/0mejg3L6nC1uHty1fixupTw/eX7ktabpsaGXa0+LieL9yiTEfTN9Ul27m5xP5yV5eoa\n", - "JSPIKJ47+J4a4xZlk5979tPIeHa2LKUny5GSj+Txs8fyD/n/IAtPFqQwc790/vCmby2RBwV5UnTk\n", - "51Jzv0bOF7wrD6vy5EFOrm+pl9lz5+VZh0vKqw+pDOT0mh9kqPZsQIbx1N43xD3WrB67u+/I874K\n", - "NY6xZrmuTpby06W37DvJHsxW8/SNMLZZMVahyi2n9aWpeUaaxpuk7G6Z75m3PDPG1S29W6pKMFfd\n", - "q5K6+3XiHq6U1dZUcdd4x9yFkY0s4kjA+EXmccaA18DumeuRvOE8Od90Xg7WH5SRhRG52n1VLdOc\n", - "7zgv31Z/KxcaDou7/qxvrhe012r+57J886A8cBX55oZHx2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYB\n", - "AYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdErM31nTp+RZw8e+J55UeWGC78W99ywuNtSxT3Z\n", - "JV2zXaqEsAbjw2L+akGCJBV94JsrMvJgRG7l7Rb34oTK8kW2r5EnfX2y8NMHspr7qcylXJGnk5Nq\n", - "LN4nQ8Nq+f3bt+VB2k9ytOxz9fz7uu9l8cmiFN75Xlp/2KXmgYWMW1Jwcocqg3yyfJ88KbmkspaN\n", - "wNx93pYpRQ3J0jbdJln1h6W/+ZzMpd6Uac9xT505KzPf/EkdJ3CPVIu7r0BmL16SZ57zBxZdLnlY\n", - "miVtVT+o0tZA3wjDeEUJ5t65XskdCjScweiDUbnV588ahjF8oO6AWhevubd4T2723hT3/WZZrTkp\n", - "7qbLygzO6PNnIodjeGFYlWvOGcpRz5EVDRP4UPUhlYldPVYtdwa9GcyaHxt+lGvd1+SI55y6q476\n", - "5nrBmMKr1Sdk5c5+NZ7zeuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6E\n", - "EDuCPlazvleKoigremWm7/TRY7L65InvmRd3/TlZbbgg7nv14i79XtxPH6ksUmSTalJ7UmVsqlMe\n", - "3tolyaWf+eb6zMe8d8Q9P6rG88W4vkYedXbK/LFPZPXO+6qM8pPhYZk5e1amT3izXMdSU2Xu5n45\n", - "VbNfPde4Kk9J6xd/73smMn89Re6c/Y0MzA/IkeYj8uz2XpXZq0HG8tRPh1UZ47y2C8q0zm44Jj0N\n", - "J2V1ZUWZzdDzIs/xPV7wvma6V1arjsjsF7+VlXteI3j+Vro8rr4jDTWHVVYv0DfCGEO3cKRQGbXI\n", - "3g0muMQyxuL9qfEnlYGL7GBwuu20LN1vkdXSA+LuuCWXOi/J7KNZtSwSKKe9v3a/uEa9RjTeC0b8\n", - "0dqjqq1QiholoI0UDBcoI/p0y3FZrEzyzfXiHmtUmc6r+Qky6Tlv66HjMZJo+san0DYkemj6ErvC\n", - "OCCAcUAA44AAxgEBjAMCGAcExDIONqvpu9ScInt2bJUtW7fJ1i1bZNvOg1IbWBDx5dJ8UH62ZZts\n", - "375dtm/dKtt2J0nt+l2Qlmk++DM56C2m+HLA/oZscFwydu2SjHHfU1mRpRXfw7A0y8GfHfT8+3oY\n", - "z9jlaVPPOfac522e87wjIUP6IrXrypLnKF4e47VJsnvbFs8+eGLL0967E10y4lvmZUmak3Z44yCx\n", - "3PMM+7zH+3xnivR5V3oFBLed/UEfq1nfK0VRlBW9MtN36seffI/8YGzZ1f5iWW26Iu7ak2oezEtd\n", - "whlUjlVKw0SDzF79hZwv/9I3V5RheTH/HXHP9MtjZPVmZvmWeHnU0iqLyZ/Iav4+WchKl0edXTJz\n", - "OUUmDxxUy8euXJGp61/I+aYj6rmmrC9Lmnf/5doYwHMXzkj65d+qbNnjLcflcWuaTH39iVoGUDZ6\n", - "+uQpcVcmSVb3dTU+bl7TSems9We4ulefi7voG/U4vS9d8vuzZbXjtsx995Y8bq9T82cvXJSnzTlS\n", - "XX9MjZsL9I1wz2yPytrFWLoYp9eMM21nPDcf3m92mNO3+27LTw0/qXGAQcndEmkZKpTV3M9ktOWy\n", - "aZnocHxS9omU3/OPYwwT+HzjebU/p1pPSeNE4HjKGowDPObap8z81d48Wa07I+6BInEPV6gS0zMn\n", - "j8qz2ch3fToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBALONgM5q+S80HZfv2RHEZ\n", - "DLCV2Zdr/oUQZKIu1R6UbTtSgwzB6ImF6TubsUu2p6xnU75+03eXwdkcSd0lWxLKw7Zt88Etsrf8\n", - "5bj9ynDelRJgMo/k7JXtuzI8Z87HSIps350jaz2/K+WSsDVJOn1PXx00fSmKoox6Jabv6uPHqgTy\n", - "6tPHsjrn/Yp3P38m7uJvxT07qMbddfflK4PyRs8NtVwztDAkmQOZMpb1nlyvSvTNFVl+uiynC3aL\n", - "e6JTVkZHZT4t0MRcrm+QxZMfymrpQVnMuS0PGxpUhq4qxTw/L/fOX5Cxq3vkSrs/axdUjpRI4yf/\n", - "SZ75xh+ePXlEbqT+XiYfTsrZ9rPy4G6DTH/xJ1l95DWmn05Py8yFC573+V7tJ8ohu1rPSVuV3+R2\n", - "L8+Iu/qYTD+almPNx1SpZbBw7BN5WOXNUJ46clSed2RLaWOytEy2qHn6RhjjF+cM5qgxeNun29W8\n", - "YDDm7vCDYZl7PCcXOy8q4/jzys/XDPSxxTG51XFZVm+/JWX1x6V+3Lohl1CZIK5hb6Yv+K72O7nS\n", - "ckVlICfWJSqj2wwY1d2lnjZ+MKbGEl7NfE/c7WniHm9X/y9cOSmPu/1Z3WboeIwkmr7xKbQNiR6a\n", - "vsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg81n+nZK0tYdkvKy3FarhJio2I9dkvGSsn1f1PRdKU8I\n", - "fL2lTF8rvGzTd0XKE8JvL9j0lSWX7NnyOkxntOduyQlpzyVx7d3iP7fB53U8Q3YZTeFXBk1fiqIo\n", - "o16J6ftsYUFmzpyV1T6XrKa/qea5l6fFXX1c3E+WZPX6r1XJ48tdl2X2ceA3xpPnTyS5NVkZmjA2\n", - "NSvPV+RY/tviHmuWpxOTMnclcHzY5eoa6TryB+kq+VaWC9JluaJCpg4nyYPcPFUO+u7JUzJ8fXdI\n", - "xivM0vqv/1YetXmN1+nDB+TyrT8qMxVj2E6PNchs4jtrpvDK6F2Zu3ha3HWnldmK9YrbL0tzpTej\n", - "GCAb2d1yVTL6M5SJjYxhsHj+G1kuTJPnDx+qstPujtuS3XhcmbxA3wg/fPpQlWfOGshSZabNQEY0\n", - "jFwYsBhjd2BuQP5U+CffUu/5Ot501HOufyP5DSeke7bbt2R9YPJmD2T7nnlLbhf3FsvY0ph8VPqR\n", - "TCxP+JYEgn2q85wH90SHuBsuyGrxflktPyRVvRky050jS+mnVbtEQsdjJNH0jU+hbUj00PQldoVx\n", - "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zb7ZOSFoMZApMtu0pETJsZ6U2aZds27Zdtm/bJjv2pEin\n", - "ztzEaxNypDl1j2f5VtmV6nXQZlHSF+V5oR0JARnEa4SYqM1ycEuClCMFNcJ2d3n2Yfv2bbJtxx5J\n", - "WdsRkaXOZN8yz3vuTpbkhK1rxmKIARz03mq7KDHt2e7WrYlSUJXi2f8tsgXH7NleMtJOLZi+AQbr\n", - "uEsSdvrOwdYt8rMtOyUhtRnFjOXgz/ZKUvJu7zKc0wSXweTE+fYt88i4bNyVIDvUfM/xb9stGSOe\n", - "raV41kU5bjU/OSRDNsT0nfW3N5Yl5DRL6h7P9rbuEpzmwHPlbfutWz3n1dMOW33ll5f6MvzHtn23\n", - "5/yYZAajDXemmpq3eN/tKSOyhPPuOc+6zHdyUYbs3blNtmzZqp7vVY5x+PPRfNDzmtpySdyBdjso\n", - "qIkZad/U+fPFyM6EFDlI05eiKGpNr8T0xZi2s5dTZLXlhsr2BO7pPjUOLsC4vgUDOWtmZzAYoxYG\n", - "Yv5wvm+Ol6SCd+TZSLU889wwzhjG2QXL5eWS9sM2OZHzJ3lYnCbztzNl5tRpZfjOpd6UkcRvpS/9\n", - "Y2WkGkGp4qqjv5OlQq/JOXXgSzmb9YYsrix6yxXfb5L5g+/Kk8FBtfxxb6/MX0iS5x0ZaqxbUN55\n", - "XRrKv1OPgftunbh7cuVEywl5+vypXO68rLKal278KEu3z6+Z1jCGbzQelfvL99XrjDfCyA5ObkmW\n", - "+0veZcHoEtAo/1w1ViXLK8tyq++Wb6kXvP+jK7+QtLrDasxdq9SM1Uj3TKBJjH1DOek/5P9BZV2b\n", - "0TbVJkW1h8U9VC7ush9ktStLVm+/LZ+W7JHK5gvypOCMzF68JE9nvCWozdDxGEk0feNTaBsSPTR9\n", - "iV1hHBDAOCCAcUAA44AAxgEBjAMCYhkHr+Pv7F9caomJTIGZGSGzciR1h+xI9vfFLtUmyrY9Lm85\n", - "Xhh7P9sqCS5Dcs5IquxMcClzUNGXHFjOVxNgos5KZ8ou2e55rsoOh9nujh3J/jFel2olcdseUaug\n", - "JPCWBHHpN8WyrX7zMqLpi+1uOyjNQb4ljMmQ1+gxiA3ausXc9G0+uE2StAMbULIYpu9WSVwbMDkw\n", - "83UkdafnuP0705e83bdNz+u2GY5/DRjPFjN9V8bFlaC35132s62e82Y4zcZzhbbf5nkScGpwLDuN\n", - "7eCSvWaZw5Hiynj+A+LAA9re8Lrw58O7rz/b5dkXvTjSvgXHz3iqJ8Zo+lIURWm9EtMX2bDzqTfF\n", - "XXVUVvM+85Z29hmhmvMd52XhyYLvWSDFo8WS2p0qpXdLfXO8nCz5SB4OuGT14UOZSfaOCaxZLCqS\n", - "2z/+Jzlc8K48Lr0hM+cvyPzVa+J++lTmMjJk7MJJ6XB9FWIkt0y1SOmVd2U+5ZQa13fy688kOf8d\n", - "efzssSrfPDjeJA+OvCeP2trU+stNnueXD8p0f4Eyc0FVd5rUln4tqwUJsjrZJe7efFnsL1Lj7oKC\n", - "kQLpmu2Shzln5EHKkbUxiZEtfLb+R2UwA+ONMPbr84rPw54jZEjDdD7Xfi5sFi/2b+rKf5aLVfvV\n", - "mMgvgt63hvEGWV1dVY+DQanr9LrDstp6Q9ylBzznoltWU7bLvop9ktN6Tp43XJaF7GyZOnpclck2\n", - "Q8djJNH0jU+hbUj00PQldoVxQADjgADGAQGMAwIYBwQwDgiIZRy8rkzfWMiUCBmZMGMzdu1UGaB+\n", - "DOWJ8dqgLGGMa7tla6AxapaBqsy+NRN1tyRmNHuNZBBmuzsDd0SZfsov9GwreJxao3kZyfT1jsMb\n", - "mudsavoGzADhMn1Rcnm7+L1ymNBG0zdRZaVq/O+F871FtgacO49UqvGSdCZ79nVXgqS4+vznyoLp\n", - "u9YeO/dIsmtkzcTFsuBj958r7Mv20LLfONch5vfe0DLOEeIq4H2Dz2uA6RvpfHj3NUGlhvuIsG+h\n", - "7czyzhRFUUa9EtP3cX+/zKfdEHf5IXFXJon70bys9hbKQl+R3Fu8p0xOjJcbDmSxJjUmSc39Gt8c\n", - "L+fLvpD5rkxZffZMlW428iAnWzKO/LUcLPpAnlRelclDP8r8od2yWnlULZ/vq5XWqh+k+G6xeq7B\n", - "mLmu7C9k5qevVdnlqcRP5YjrPXm++lyZzs33qmUp+T1ZrqpW6y9kZsrj9APSN1ou2UPe7OCavgyp\n", - "dH0uqzd+J+6RanG3XpfRwZK1zNvWqVYpuVsij0tuyPzJb+RhY6MslZbJak2yHK71Zwgbb4QxNu9H\n", - "ZR/J09WnvjmhIBu3YSK8CZveny5D011yvPm4Kvf8Ili5SYcRfanxsKyW/Sjuem/7zj+4r97/TMNP\n", - "4q71GvVLFRWyXFunHgej4zGSaPrGp9A2JHpo+hK7wjgggHFAAOOAAMYBAYwDAhgHBMQyDuz4d/aL\n", - "4R3TNzXU9/RgZvwFmb5B2Zww17aupbhGwNRE9RFmu2ENSmwr0WijGpYFPVYY3tvMTAZ+I9aH6f5G\n", - "Ku+cI3u2b5Pde/bIzoAyw4bz58P/XjjfW/0ZwmaszEqfK1l2b98pKcpU3kCmbxBmywJN32DD3wOM\n", - "1T2GTO6wvIwxfSOfD7N2DbdvONbAdqbpS1EUZdSrMX07O+XBtTPibktV5p974a4yQrv6cuTd4nel\n", - "Y7pDlSYOB0zhT8s/VWapkSsNSTKe9b6sdqTL9JGjKotXM5+eJhkn/7N8W/SBPK28IPe/SJAHpz6T\n", - "1YIv1PKFDpfU1x5RZaONIAM3r+aQTH7xnjybmZHp/R/KkZJP1DKUn74zkCUPz74riwWFat708RPy\n", - "LDdBau9VSfV9rxHc0J8rZXfeklXX12qcXndNsrQOF6uMZTC2OKbG911pzJW5Hz+TpZJSWa6pkMWS\n", - "/WvZwOBl3wgXjhRK80SzKvP8oljZNxjUxxp+lNU7e9R5ABgHGKWqz7Uky3zxt2oeSmUvpHuXB6Pj\n", - "MZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIONp/p6zXEtuxMkuYQg867LGJ55yBz\n", - "VpXR3Zooa9WLPayY5ZSYmqg+zLaLeVbLO8NYDSjvvEV2r7mPS1KbuNX/3hHKOwcYohs0fVc852ln\n", - "SJosiGT6eksqb02sNRiXKwEZzJol1x7fe0U2L0OOw4DZMqORGra885ZdgT8SMG1g7/a37EqVEcPi\n", - "kZy9geW+I5q+kc9HiOkbad+CyzvPZshulnemKIpa0ysxfR+iBPKVn2R1tE7cbTfEPdWtjNDqgRw5\n", - "2XpSGZ3Bhm4wH5d9LPUTge+DzNnR6U5ZdX0pUydOyHPPvmjmr6dI+rkd8l3ZZ/Ko8oTce+99Wb6a\n", - "KKvZH4n72RN50JwplfUn1Bi4RpSx23BUZg58JA87OmXiu3clufJrtezh04dqX59c+1jmb95UY9HO\n", - "nDou7upjqky0LqvcNOSS4lu/8ZY1rj0p7pL9UjZSpMYL1sD0HWhMk5lv3lXZwo+qsuR+43m53nPd\n", - "t8bLvxFGpnTBcIFc6rzkmxM9VvftdNtpWbr+97LaX6Se4xzhXEGdOe+qeaueL+npY8fU42B0PEYS\n", - "Td/4FNqGRA9NX2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGwWY0fcGIK1F2b9siW7Zuk61btsi2vTle\n", - "Y1eWpDl5t79c7u5kWUtaNTNnPSw1J3u2tU22edbf5vl/d4aJ+blR09eD2u5a2V5j9qxnWWey7PK8\n", - "l97HjOSdfkNw3CUJO7b6ygR7XpeRLDsN7z1bm7T22m3bEqQcm/W8Zu/2rZ5j2CEpyDTdoOkrfan+\n", - "/fFsZ+uOBHGpRZFNX32+cd62b/ecw227xXv6OiVlxw7f9rzHqA9/3LVXtnvabfuOlJAy2i9i+iLT\n", - "tjZpl2cf8J6efUko95qvIzme8+lt3+2e/dxx0GjKBjLuObcqrjzb2OrZx91JtYHtuo7pG/58BO+r\n", - "jwj7Nu5KkB2+NtmZkCOpCTR9KYqitF6J6btcXSNLV76Xrq4MOZT/lqjxfIsTJXsgU5muu4t3y/Qj\n", - "8zFdNUPzQzL3OPDG8M7gHemf71cG8szJI/Js1r987uIZuXHxN3Ki/geZKTsgo396S5avfyWr1cfF\n", - "Pd0ni/XXpLjplCrnbGRwYVAyWk7JwtFPZbG4WO5/94acqT/kWypyoeOCTKV/LjNnT8mj1jZ5kHpW\n", - "3O1pcq3nmkw+nFTrtI6WSeHVvxL3RKes5n0u7rIf1HjAQwtDajnAmLoXKw/I1N4/yFzKFVkpPSd9\n", - "vdnqmDQv+0YYx3qt69pamekXweq+wcS+f+PXsjpYpp6jvavGqqR5slnKct4V9+MHav7c5RT1fzA6\n", - "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYLOavuQlsuSSvbuCxrOtTQxvchPy\n", - "EkAfq1nfK0VRlBW9EtNXlS++mig13bfkozt/L6tdd8Rd/qNc6b6izN5nz5/51twYBSMFqhyzu/WG\n", - "zJ4+LE/G/V+5cxdOysXLfy9XOi7JSN6nMr7vz/I4LUFWe3LF3e+SpcrTkt6ULKMPRn2v8DKxPCHX\n", - "W87I0plPZO76DRnbv1MutpzyLfW+Z3veZzKx/1uZST4pj12XxT1cGTBObudYteRd/Avv2MXF+2XV\n", - "c6wXOy/K/ON5tVxzueGojOz5pUwdPSbP8r+VJs/ryu55zVHwsm+EhxeG1X4i2/dFsbpv2YPZ0jPV\n", - "JTOPZuT+0n1V4rptuk165nokt3CPuB+MqfWWawPH59DoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgg\n", - "gHFAAOOAAMYBAbGMA5q+5IUZSZHtewPHlh1P3SU7zAdOJuSlgD5Ws75XiqIoK3olpu+DvHx5eO1L\n", - "Ke/LkL35u+RJbbK4G87LseZj8vS5fxzejVJ6t1RljMLEXbx2VB61tPiWiEx9s09O5L6hTMf23D3i\n", - "fvpYZRevPhiX1bIfZalgv1xoPBJixD559kSONx2RRykfy+TRozL63a9VFq+ma7pLigs/lZWBFlkZ\n", - "vSvu5hR5MNEq59rP+dYQ6b5fL9lZf1SPVysPy2rFIUlqSlLPjaR1XJLeD/5Oxr9JkNWmFKm4VxFQ\n", - "AjrSjfDqqlu6q72GqVVgsH9b823IOMbRYPUmXR9TZn+mfFf3ndzuv63M57uLdyWt6CNxT/f61jRH\n", - "x2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYBAYwDAhgHBDAOCIhlHND0JS/OknQaSmLv2LFDlTU2GTKZ\n", - "kJcG+ljN+l4piqKs6KWavriRg8auXpW5Cx/Kjcbz8k3+HhnN+EjuVZ6Wo7VH19aJRgU9BVLYWygL\n", - "XSUye+uwjF25ouZPtbbK/WMH5PuM36l1SrLeldmRLnmYvc/72nt9slhyWA6UJ8r0zHTANqGk2iQZ\n", - "u7lPBve8K93f/1YuNF1YW9Yy2iLXc96V+YEG9fxh3lfSMlAjl1sur63TMNwg19uue593lclg8+2A\n", - "bWilNqVIy+7/KHe/2COLNZcltS1V6obqQtYz08TYlNw8UCvTkzOmy810f+q+vFvwrpT1l5kufxXC\n", - "e2V1Zanzk1iRKIerD0v//X6l057zuNBZtLauGToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDA\n", - "OCCAcUBALOOApi8hxI6gj9Ws75WiKMqKXkmm7/zNm/Lk+idypTNFzjckydDtXTLckSrp/em+NaKj\n", - "cbJRKsYqxD03LKs1Z2U66Yiav1RWLvN3Lsnx/N1qHFtX8Weyer9F3BWH1XIwOjkqZ9vP+p4FktaX\n", - "Jncbz8jdnb+Q3pPvSEZ/hm+Jt/zzNWSojreL+/GCZ5s/qWxjZB1rhh8MS8ZAhhyoOyA9sz3SO9cr\n", - "uUO5vqV+VKby7v8g04kfi3uoXFJ7U2VsyZ+9G+lGeHH2sWQfb5XHyxvLlH6n6B2VrfyiWL1JxxjJ\n", - "GM/4VOspKRwplM8rPlfZ3Y+ePpLkYs9xD5aqcY9X7/kznI3oeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", - "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3olpu/spYuykr5PkluTJbc3XVqv/I00d90M\n", - "MEqjAaWZL3RcEPeTRTVG8PyNVFm5e1fmLl2W+fp0OVP0kSolnF7ymaz2F8nd0u9ViWPQea9Tbvbe\n", - "VI81D6YfyfLCEykaLZLWzlS5v3ObtB5/R1yjLt8aIgtPFuQ8TN+79ao0sbv1mnec2qk23xqiShff\n", - "6Lkhn5Z9KrXjtaqccv146DmqG6+T+ne2yvRXb4l7slOudl+V+SfzMn13UbJPtEa8EZ69vyyuc52y\n", - "PP/EN8caiXWJMrQw5HvmpTl/RBpzA+eth9WbdJzvs21nlcE+tjgmX9V85VsicqT0U3lac0rcjZfE\n", - "3Z3tmxuIjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", - "sqKXavpOnzylNPXTD7LsOiAnW096TdDzfyHl3enSNu03SqMFhmvrVKsar/dxX6+Mf7tf5q5elemu\n", - "LLlUuk+Zjpdh+rbekJS8d9Q4wqBmsEbyh/PVY03VrX7pqhxTY9CWDeXJ7Od/LZUpnwaMs7vyfEWO\n", - "FX0g7qEKlaXqHijxZgYv3vWtIXJ/6b4ktyQrZQ1kqaxfZP8Ggyzk0v3b5cGJd2VuukcZ2GBqdFHK\n", - "rnbLQOc99dyMicEFKbvWI/OTD31zoqet5K5nW5HH1n0w/VCGWqd8z6zfpON8fVv9bUC2tOZs9Xey\n", - "kPWeMtDDoeMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimK\n", - "oqzopZq+zz3LlCb7ZaLqJ7nWc026Z7slr+xrudh6RuYeR3ej92hxxfdI5MnTJ3Kp85K4a0+Ke3FC\n", - "ni8vi/vpUxlrvy43qhLl8bPHcqL0U1mtOSkZJfvkm5pv5OnqUzUWMAxoI5U3+6S7cmytJPFqxtuS\n", - "6dnXgfkB3xpejhZ/LE9788Xdel3ck91ypu2MPHzqN18nlyclsSZRlTM+035Gafnpsm+pH2w3M+89\n", - "Wc39VOrGqqXqfpWaPz4wL22ld6XR1a+em3G3c1ZqMwdk5u6Sb0701GcPSWf5PZU9HI6Blikputjp\n", - "e7axm3SUdC4ZLfE983O16YTcv7RN3Cvh31fHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcE\n", - "MA4IiGUc0PQlhNgR9LGa9b1SFEVZ0Ssp7+ye6pHeqsOSM5Qj95buyeWuy3K+47xv6cZ48vCp1GQO\n", - "yEibt0wzONd+Th40XRT3hN+UHGq6IOl1h9TjY+VfyOOiREkp2avGze2a7ZJbHbfU/0bKb/RKV8WY\n", - "Kht9sfOirC7clYvNyTL7aNa3hpczFQmy2H5T3JVJ8mhxXJWt1vTVj0tlTpd8UvaJ9M/1y4nmE3K0\n", - "+ahvaSDjy+NyPedPspr/hVzpviJTD72ZtHe7ZuVu96yUp3XKyuNnal4w/Y2T0lI4IuMDC7450fH0\n", - "yXNpyBlW5nFrkT9bOZje2nEpSemW589W1fON3KR/UfmFKmUdTEbPTekfKvY9M0fHYyTR9I1PoW1I\n", - "9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0asxfceapL7msBrbFmPi\n", - "flvzrRo3NxpQ+nigaUoZnjNj3ixXZOUOtKWIe7hCPQc9dcclu/GEenyx/keZznpfTpV+qoxYlFG+\n", - "0HRB7i0Glk9GuWSUd15dXZXTbafVvKSmJPW/kZTagzJRmyzu0u9VKWeM36tpLR6VkrR2eaPwDVlc\n", - "WZQL7RdUWWsz1PjAWTtlKv+LgG0Mt06r8s0dNUNyr9f8Zrir8r70VN+Xe90vdrOMcYw7y8fU43HP\n", - "e/bW3hf3qls9N9KUP+LRsCzNPVbPe5o95//eonocLa4RlypxHQkdj5FE0zc+hbYh0UPTl9gVxgEB\n", - "jAMCGAcEMA4IYBwQwDggIJZxQNOXEGJH0Mdq1vdKURRlRa/G9B2qEFfNITWGLwzVt1xvSd9cn2/p\n", - "xhhsnpLJ4Qcy3DazluVafb9aattTxN2VqZ6DtqofxNV2UT2+1X5R+m/8RpJKPlHPRx+Myg+e5Sj9\n", - "bKQkpWvNAMU4vBgrGBm/oL3UbxDfajwhQ64/i7vxknTNdEnxiD9btcU1KmW3u1T2MagZq5Gyu2Xq\n", - "cTBqfOD0X0lbwWeqFLSmr35Cpu8uyv27yOYd9c0NpNXzPsNt0zLU6s94joaJoQV1TjWtxXdlYSpw\n", - "nGBkGzfmDiuzHab71OgDKb3RrsYCfhHQbsgAzurPUtnVZuh4jCSavvEptA2JHpq+xK4wDghgHBDA\n", - "OCCAcUAA44AAxgEBsYyDzWr6LjWnyJ4dW2XL1m2ydcsW2bbzoNS++Ghx4Wk+KD/bsk22b98u27du\n", - "lW27k6Q2sIjiC9F88GdysNn35KUyIinbd0nGuO8p8BzLli0Hxfh2K+UJsmWdHRjP2CW7fBsyPn41\n", - "NMvBn3naFed7+1bZum23JK1zwleW/EMnkvgHfaxmfa8URVFW9GpM3758uVVzUEYejKjnrmGXPHr6\n", - "SD0OR0f5Pbk/GGoEwlTFmL5jfXMy0j6j5sFAzm6/KO4Gf8nohtJvpLwrVT0uGMiW6st/KWerE9Vz\n", - "EHyT+ezpcym/0SMdZV5zt3OmUy53XlZZxDA9M35qWiu1nNNxWboy3hR3b77KCDaO59uYN6zG2g0H\n", - "DNbB5knfM5HjZfskv/mctE21+eaIdFfdl4XJh2ofcR4ezISeq7o7gyobuL/Bv61ogHF8v99/nkc7\n", - "ZwKyi3Gu58aXpad6XMY880c6ZqTmdr+MjY6rsYBfhJapFrkzeEfOtp2VEy3erOxgdDxGEk3f+BTa\n", - "hkQPTV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsFmNH2Xmg/K9u2J4jJ4jiuzS/JKLT+YvgZTdKn2\n", - "oGzbkSreXuEX59WZviKdSVslodx/djqTtsm2bTskyT+ioOf9twSsY8brN30NxvRSrRz07HNquBM+\n", - "myG7tqdIdOlYJBagj9Ws75WiKMqKXo3p25Eu56u+lYXH1sefLb7cJb11gV+IT588k4Ycr9GITFhk\n", - "xAJkiV5oPSXucu8YvqCy6Aup7stSj2vu10jWhS1yo/GIeg6CbzIfLz+VmoyBtcxaZOF+XvG5VIxV\n", - "yPL8Y8lNblX/g5K+DGm6/nOpabsiVWNVap6mLmtQaj3bCQdMYUiDUtPICp586DdvkUG75Hkv7OPU\n", - "yAOVYWsEBjXeZ37yoXRV3ffNjQ4YzPMTy75nnu/9+8vSW+s9rzgnTZ59rUjrk7HeeZnzrId9x2uw\n", - "b/V3huTpynO1Llh9viorj57Jqkl5aDNg1h/xtAnKfj99/tQ3NxAdj5FE0zc+hbYh0UPTl9gVxgEB\n", - "jAMCGAcEMA4IYBwQwDggIJZxsPlM305J2rpDUl6W22qVINPXux+7JOMlZfu+qOmLTN1wrw/M4kXm\n", - "b4K4yg/KtjXX1yQb2ISYmr4eYF7velknnMQc9LGa9b1SFEVZ0asxfZuvSFJlgu/Z+jx88ERlsgaX\n", - "Np4Z8xu9yH5FFqzmeMtxWSn+VtzPnqjnJZl/lOZJ79cdykpfTP07udN+QT0HwTeZGKu2qWBEGnL8\n", - "huy5jnNSd79O5iceStHFLvU/qB4pkqoL/14uNZ2QmUfebGNN9e0BZR6HoyFnUJVK1mAs329qvvE9\n", - "84Lxc2G46n2s8WzTCLJvkfEMY/hFSyw3e97ryUO/4YrH2pRuK74rywtPVHsA7FPBuQ5VXhv71l5y\n", - "T5bnvcsAykJjXGRddns9xpbG5MPSD2Vi2dumZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA\n", - "44AAxgEBsYyD1/J3dv1tjzJev8wY92Z0hvd8Z6U2aZds27Zdtm/bJjv2pEinLvuM1ybkSHPqHs/y\n", - "rbIr1WtaztYmyW5VRtijHQkBGcRrhJi+zXJwS4Ko5NgI293l2Yft27fJth17JGVtR0SWOpN9yzzv\n", - "uTtZkhO2rpm2IQZw0Hur7aLEtGe7W7cmSkFVimf/t8gWHLNne8mGDF7Fkkv26HOGfd3jkqWVcknQ\n", - "84zLZUmak3d790udjyRp9u12WNN3JNXTJge962H7uzLEfwrHJWOX31BuPrhdDqYm+86357zsClcm\n", - "O9T09Wcje5ZtT5ba8kTZ4TnfWw/Whrxv8DkqV8eA2PAf244El2E/yesGfaxmfa8URVFW9FJNX/fT\n", - "R7JaeVTmihPlfGOSb254kEk6gDF7hx7IUMu0MmCfPvFnko52zqqMU6CyUPP9ty0wT8fKD4r7wX1x\n", - "T3ZJftmfpWu2Sy0bfjAsSU1JUnq3VD0H+iYT5nFfw4QydDsrxkwNW2TbVt7sU2YnaJloktw7b8jx\n", - "5uPquUZnIiMD9vnTVd/cQGqzhgKMZZSQPtLsz0AG+vV6H5Hpq98bPJh+JF2V95VBC9M2HI+XVqS5\n", - "YGStLHUwz5+tSm3moO+ZH5i+Q23Tcrcr9E6i0XN8OE7sW1/dhMzcW/QtEemtHZeZsSXpqbkfMi6w\n", - "GbOPZtXxR0LHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUcvJa/s4//LjYyAwZo\n", - "gKkYyEjqDtmR7C/yu1SbKNv2uET1BsIY/NlWSXAZ+gZHUmVngkvW7Ni+ZNlutv0A43VWOlN2yXbP\n", - "c1UQOcx2d+xI9pcbXqqVxG17RK0Cw3VLgrj0m2LZVr/RG9H0xXa3+QxWAzBhA14TgC+T1/PeS649\n", - "PrN2SVx7fGas5xwFjOe74i/zPJuz29To1Y+XOpNk5w7D/qxr+v5MtibWrp1v1T57Ded/jUDTd7Yz\n", - "xWssq13Dsp/JLk87r73O+L5hztFI6k5PG/ln9iVv9xvX5LWDPlazvleKoigrermmb9E3svpwToar\n", - "j8qt3pu+ueFBhmjplW5pLR5V5Zu1iaiBKavNRJQSNhq0xaPF0lr9k7gnOsTdniZZTSekf75fLZt+\n", - "NC1fVX0lDRMN6jnQN5koj4zs1OnRRRlonFRlk1E+2ci9njll5t7r9t6QoCzx5a7LktaXpp5rkBWL\n", - "7FidqWsG9rn+jt9oPdN2RpV31qA0sjZi9T4uTD2Snmp/GeeJoXkZap1aK/NsBozehtxBZfyi3DTO\n", - "VzDI0m0r8WdLa1pLRqUqzXvuwoF9u6tMeO8+4v10BvNox6zc7wsdjzkadDxGEk3f+BTahkQPTV9i\n", - "VxgHBDAOCGAcEMA4IIBxQADjgIBYxsHry/SNgcyAubczNYzpOysZu3aKL9HWh8E8xGuDsoRnM3bJ\n", - "lq2+rNY1JUtwsqwyXrf4MnO375bEjGavkQzCbHdn4I74zVzPtrYklAeMQWw0eiOZvtjudpPa1pFN\n", - "X29p5ITyWSlP2L5WGlsbt4Fj/s5KbfIezzneqY51x3aUVPYeR7Dpu33PXtm5ZY/fvAYWTN/A/ayV\n", - "xKCMXi9oty2yzdcmuxMzpHnthGOZL8taY3hf83OE2NgiW33bW1NIWjR5XaCP1azvlaIoyoperun7\n", - "3Jth2j7dLkWjRepxJIbbpmWgeUIKzrTLk0dPZWJwQToq/KZksCELk1FnsaKEc1H9UVmtOCyrBV9I\n", - "Wm+aDEwNqeWPnz2WPSV7pHu2W60LcJP5bOW5KiONzNvRzhkZaZ9RWa7GcsdgqHVa2svuqexjcHfx\n", - "rhxqOKTG+zUyN74s3dX3Q8oeG6m61ReQXTv3eE4WV/zZshgTV5un+kbYaAQD7KM+bhi6ffXjnuVe\n", - "AxxmMzJ4YVTrTF0Y6P0N/jGDNTN3l0znP1x8os5/JLBvyD4ebPaON4z3uuszxcO9XzToeIwkmr7x\n", - "KbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMAzv+nf1ieMf0TQ31PT3A2PObml6CTN+gLF4Y\n", - "hFvXxraNQECmbxBhthtsPBpN358l1npn+tiI6RtsJoP1TF9k825NSpaD25L8hvZIimxPSJbknX7j\n", - "FpnS2w2Z0sFGr/ExMnbHPdvd6XnjNd/XgukbeOiRTF+z+cBkWZDpG3qOEBtbxUpTk9cD+ljN+l4p\n", - "iqKs6JWM6Vs5Vin14+sbQDBMYZwaQUbrYMuUPPSNY2sE49liLF5wf/m+pPamivteg7iXpyW9L13K\n", - "c9qUKQrecr0lA3P+zGDcZN7r9RqVneVj0l11X2WtthbfXRvDVoMyxjA3e2u9Y88ic3hv+V7pnetV\n", - "zzXaBMW25idDyxvDSIWhi/LNT1cCs4k1Dx+sSGuRd5xe441we+k9WZx9LFPISG7yGq0ABnCDZ5vV\n", - "t/pVKezC8x2e5ZNqG8g8BuHKQN/t9pyDnuhutrFvKDON7GuATGiUfQbGY3hRdDxGEk3f+BTahkQP\n", - "TV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsHmM329huOWnUmGzE8/WBaxvHOQOatKAW9NlFpDtqqh\n", - "urGfDZq+ap7V8s4wMQPKO2+R3Tn64JakNnGrpfLO2pA1BeP2btkSWMYZBvqOrbLVkKWMrF//dmDY\n", - "bglr+nofL3n211AmedZz3FsNxvJ4quz6WYTyzq4E2WKhvHMgkU3f8OWddwS8t6chArKtyesFfaxm\n", - "fa8URVFW9NJN37lHc5IzlBNikJrRUjgqjxZDv0J668alu3pMlV820lM7LrP3vV8/K89X1sbYffT0\n", - "kZxsPamyhMuuebN7r3dfl+mH3kxdgJtMmLiz95eVqdyYO6RMWxjAMDONdJTdk/v9c8p4Bcsry7Kr\n", - "YJcsPF5Qz5F1i5LU92CieoQxgpHtGgyyf5EFDPPa7DgBxhjGPgDjjfBIx4xnH+ZDXluXPaiylXEM\n", - "MGBhOiPrtz57yLeGF5ScfvIwcGzfvvqJgPLZGwH7BjO5NmtA7vV6jtmzLSMoY42S0shcDlfq2go6\n", - "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYDOavmDElSi7t22RLVu3ydYtW2Tb\n", - "3hyvsQsTMnm3v3zv7mTp1N2EZuash6XmZM+2tqlSwts8/+/OMEkj3qjp60FtV+/H9t2SvLYjnmWd\n", - "ybLL8156HzOSd/ozdcddkqDMWN/rMpJVNq1mtjZp7bXbtiVIOTbrec3e7Vs9x7BDUkyzWccldefP\n", - "DGWcvcDkDch0ni2XxB3ec7F9Z4K4cpJkT0TTVz1TGdYHlcu6JJ3Ju2Srp12wfzsTciQ1IdD03Zuk\n", - "z4vnfXYlh5izXl7A9PVgeo58sYE2Vu+9bbeYNTV5PaCP1azvlaIoyopequmbNZClzNajTUdlYjnQ\n", - "FDQDWbnuVbfvmR+UK8471abG/DWCssvGeRc6Lsj843lvqefRIjW+LgzRh76MVyO4yYSBiqxebKPi\n", - "Rp8ygDGO8JznfyPNBSNqLGGdLft89bmUjpaqxwBGbfm1XpXBC+MYZaqD9xUgi7mnelyZs8HGsgYm\n", - "NsxsYLwRxnxk9OpsY03FjV413i/2L/9MhzKW8Xhq5IFvDS9mRnRrkef4Tc6NFfS+wZBv9ZxHneWr\n", - "gbmNfa7PGVLZzWaZz1bQ8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZB5vV9CX2\n", - "JKR0Ndm0oI/VrO+VoijKil6q6Tsw7y2n3DLZov438nh5RXpq78virNf8RDYoslHD8XjpqawEjTN7\n", - "r2dWZcBqsoeypX++X5V2HnkwogxfZAebGrCem0xtMsOALTjXrsxbrB9smGI8XZiaulR0MJNDD9R4\n", - "v/ln2mVuYnkt4zcYXf4Z5aJn7oVmAgPjOLnGG2G8f/7pdlme95az1iwvPFbLkFW7FLTMCMZHRjbw\n", - "/YF53xx/Nm40rHeTjmOouT2wZvbCyEbZa+zD3a4ZU3PfDB2PkUTTNz6FtiHRQ9OX2BXGAQGMAwIY\n", - "BwQwDghgHBDAOCAglnFA05fYCZq+RIM+VrO+V4qiKCt6JWP6ah4trayNIdtRfk96qsakOr1fPYc5\n", - "2FV5Xz22CrJUka2q6Zvrkx/rf5SLnReVEYoSx8bMWSPjdydVBi9AeebMpCY1bvBIu7eMsubZ0+dr\n", - "pZIbcoY92w0dizc4sxePkYUcjDaDvev738MIxhXWRvbLvBFGaWeUfW7xnC/sH0x2jIkcLevt292e\n", - "2ZDtYzximM9NnvM+c8+0HkkIOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44Cm\n", - "L7ETNH2JBn2sZn2vFEVRVvRKTd+uqvtSesU7xq42UDEPhq/Olt0owWPwTj+aVmP66vFzjaatkeGe\n", - "+9Jd7TeDUaIY5i9M6buGLF0YwSgDDcKVQ4ZZjZLKGpRRDh7jFuD4cJx4j9FO7+gZwcDwhfELXvaN\n", - "8LOV58p4x9jJA01TIRnNG+FF9g2mujFDOxI6HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgg\n", - "gHFAQCzjgKYvIcSOoI/VrO+VoijKil6Z6bs480g6yu6p7M/pscW1LFtdzhhj6Y71bfzGb2ZsydRg\n", - "RSZpb513flvJPWUCG+lpGlUZt8EEZ+nCUNYZyO2ld6Xf814wko005g0rw1izMPlQlTI2sjT3WHpq\n", - "xtW4wcYSzsH0N07ItC8L9lXdCDcXjqxlWEfLi+wbzinMeivoeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", - "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3plpm9/w4RMjT6Q4bYZ6a6+v2bUPn+6KjWZ\n", - "A9JVMRb1+LItrhFVrtjI/b55Ge3wZtMiqxTZpchy1eu1VgyqUsPBIEu3v2HS9wxj4c6rcWjBw8Un\n", - "0l46Kl2VfsPy6cpzqb8TmEmMsXWNpY1hQDfmDkv1rT5ZXniixv2FAazBWMXIIIZxjPU0r+pGGO9n\n", - "VqZ6I7zIvj1/tip1WYO+Z5HR8RhJNH3jU2ibTclsrRzcuSWgBM9sxi7Zsm27bN8O7ZUcX6L/Umey\n", - "7Fbztsvu5E4xFj2n6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvqi\n", - "RPKjxRWZHVuSqrR+ZcpqHj4ILZm8EZA9azRRAUopj/tMXW2yVt/uXzNV6/P7AspCazAGcF+9f1sw\n", - "gGfu+q2Y4HLRizOPpSMoaxXHg6xmTf2dQVVaGYYveLy0okxPjGu8uupWJZ/LrvUqM/lut7/sczz/\n", - "QfSi+4Z4sNLuOh4jiaZvfApts+lYqZXkhBypTd0VYPqOZyRIire4gYERSd2VJJ36WcouSdJPPND0\n", - "JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0SsxfZHNq7Nhkc2afbwlYAzc\n", - "l0Hw2L4wXecnvO+BzFLXhU5Vthlj2SJzt+JWZ0iZZoAMWIw3rEHp5icPA7OIMSYusobBxBDKQYeW\n", - "akYW8WDTpDTlD8u8ybE+9mwTJa3x+t7aCWVcd5TfDXiveP6D6EX3TY0pPLroexYeHY+RRNM3PoW2\n", - "2ayMZwSavp1JeyQj8HcpSP+VXYm1vicemg/KLsNK+GPUTPjsURRFURRFURRFURQVXmZ/T0OEEGI3\n", - "0Mdq1vdKURRlRa/E9IXB21nhz4a91zunyiK/TDBmri6pfLd7TtrL7imzV4Pyzsi2RQlplJaemfFn\n", - "1Aajs5JRCropPyQ9T/oaJlQZaIDxfsMZ2CgNPTkUWkJaMz/5UL0eWb/GfdXgJjVeedF9m7m/uFbi\n", - "G+MyB5fI1uh4jCSavvEptM1mJdj07UvZKdt3J0jC7u2e/5OlE8UDxjNkl3GlkVTZa0gHtuMfo/F8\n", - "zSKvD8YBAYwDAhgHBDAOCGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUUv1fSFybo481CZvKOdM765\n", - "r46R9hmpvNmn3m89It1kDjZPyeTwA5keXZSBRv/4vprxgQU1NvHTJ88CSj1HQ8WNHmktGvU9CySe\n", - "/yB6Gfs2NfJAmgtHpL9xIuyPAHQ8RhJN3/gU2mazEmz6BtCXLDuwcMkle9bJ9LUb7MQhgHFAAOOA\n", - "AMYBAYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdFLNX2RXVt1q08asgdVNufrAEasFSLdZMKM\n", - "7G+clJH2aRkf8I89rFmceSRtxaPq+DB28IvQUzsuQ22h5aFBPP9B9LL27aFvnONw6HiMJJq+8Sm0\n", - "zWYlounbmSQ71OC9HNOXOBPGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQYkfQx2rW90pRFGVFL9X0\n", - "bS4cVSWSe2rur42BGy9EusnEPlek9q6VHzaj1XVXarMGQ8b7fZnE8x9Er2vfdDxGEk3f+BTaZrMS\n", - "aPouSXniDtmxfbts375DdiVmSJ/vNzArI6myR83fLruTOz1r+qHpS+wK44AAxgEBjAMCGAcEMA4I\n", - "YBwQEMs4oOlLCLEj6GM163ulKIqyopdq+nZV3fc9ij8i3WRifN3xwXk1/m8siec/iF7Xvul4jCSa\n", - "vvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigreqmmr3vV7XsU\n", - "f9jhj4143sfXtW86HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/V\n", - "rO+VoijKil6q6RvP2OGPjXjex9e1bzoeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBA\n", - "LOOApi8hxI6gj9Ws75WiKMqKaPrGEfG8j69r33Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCA\n", - "cUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSNI+J5H1/Xvul4jCSavvEptA2JHpq+xK4wDghgHBDA\n", - "OCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigroukbR8TzPr6ufdPxGEk0feNTaBsSPTR9iV1h\n", - "HBDAOCCAcUAA44AAxgEBjAMCYhkHNH0JIXYEfaxmfa8URVFWRNM3jojnfXxd+6bjMZJo+san0DYk\n", - "emj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKZvHBHP+/i69k3HYyTR\n", - "9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZEU3fOCKe9/F1\n", - "7ZuOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqyok1j\n", - "+hJ7oOMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimKoqyI\n", - "pi+JK3Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCAcUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV\n", - "0fQlcYWOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", - "Ipq+JK7Q8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVR\n", - "VkTTl8QVOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44CmLyHEjqCP1azvlaIo\n", - "yoqiNn0pKlai6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", - "oqhN3+mZOYp6KaquqVuTjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwix\n", - "I+hjNet7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hj\n", - "Net7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7\n", - "pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", - "siKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKa\n", - "vlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTM\n", - "RdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiJHmL6dGUfk\n", - "9+//IO/t/UHefv+AfJh0Wxrv+Zd9mtEX8pr1VS2H3rkgpabLzGXcj/c+OiBv7D0ux0v75L7Juqbq\n", - "yZIv8dq9P8m5FpPlVtRzWz798rZ0mi2LU9H0dYbQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTE\n", - "Mg5o+hJC7Aj6WM36XimKoqzIMaav39idktbrR+SNpFJltr5u0zfgvYYb5dy3ibIvoztgPXONS17S\n", - "ATleY7ZsA6LpG1Y0fV+t0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4p\n", - "iqKsyIGmr0fDOfLlO5el0mxZWHXIuSSjWfoSTF/oXqkceP+MuCYM80zVJze/PCI3e8yWbUABpm/w\n", - "McWnaPo6Q2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVRVuRM07c/\n", - "S/btTZPGkGWD4jp7RN7+yFt++b0DaVKpykB3y52kn+SNdzzzUF75UI70rpm+g3L726AM3I40+fCL\n", - "NGnVz30yN5hH5M6BREnyvX605bYc+NJXAnrvcTlVc88zv0NuHvpJ3n4nUd5Ye/97UnnxuG89j764\n", - "LKXhSlYbjd61x2bH5J2nnnuO/+0DWSHHEAvR9HWG0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcE\n", - "xDIOaPoSQuwI+ljN+l4piqKsyHmm70S35CX9IPt8z43LWlN+kg8vtqyNsTtYekHePpAjg+p5tRwK\n", - "KIvsz/S9X3pG3j5b55vv3c6+7MG151rmpu+clB5LlEOVnscTpXLgixvSqLN+7xXJt2vZxKGZvvcn\n", - "xtceD2YfX9u2NdMXy4KOqdJzvJ7jX3vdxJT/cQxF09cZQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4I\n", - "YBwQEMs4oOlLCLEj6GM163ulKIqyIseYvr9/35cR++VJOeXqllHDMq9BOig3v/1JLgWUTzaWcA5v\n", - "+k7P1Mnxj3SJ5kbD40CZm7543wNyvMHzuOayZz99mbdrOil3+rFesOk7KK6LJ2XfF97M3A/3Hnhx\n", - "0/denZz68gf5NClN8lpG1szvWIumrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQ\n", - "YkfQx2rW90pRFGVFzizvbLoM5usPcq7FuNyq6WvI7q25Km8nlZoapqb7MZwj+97xmcQwfdcyi4MV\n", - "aPri/d672Lj2PsZtR236+nS/v0XyUDr6C28JbOOyWIimrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghg\n", - "HBDAOCAglnFA05cQYkfQx2rW90pRFGVFm8j09T42lnceDS7vbDB5Q57DvP02S24f+yFwfF+Dgvfj\n", - "/nC1HP8ica3UtCrv/M4RudThL6vsL+EcaPrWnvVn9mLM4ZvfJq497/W8j7HcdOf1I/L7cKZvwDEZ\n", - "hbGGA8tJx0o0fZ0htA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigr\n", - "2lSmL4zOSmS46tLK396Qynt63XGpTTkib6BMdFKR9IYYpuPiSkqU33+RJq1r8wKF91orM/3+AXkb\n", - "paZLA8f+vd+RIwe+8CzDOh8dkA9PVvhM56DyzsOlcmivb70vz8id7KvypT4OVab5gLzxEd7rJzmQ\n", - "nSYHTE3foGOquSEffoHXeLXvYt1aGexYiqavM4S2IdFD05fYFcYBAYwDAhgHBDAOCGAcEMA4ICCW\n", - "cUDTlxBiR9DHatb3SlEUZUWOMH1flxpTfpAPUzpMl1HRi6avM4S2IdFD05fYFcYBAYwDAhgHBDAO\n", - "CGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUU0fa3qXrUc2ntc7gybLKNeSDR9nSG0DYkemr7ErjAO\n", - "CGAcEMA4IIBxQADjgADGAQGxjAOavoQQO4I+VrO+V4qiKCui6buuBuXOoR/k7Y9+kkOuwFLN1MsR\n", - "TV9nCG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9n\n", - "CG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1D\n", - "ooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1Dooem\n", - "L7ErjAMCNhIHt923lYjzQBxMu6dV+5a7y31zidPocndJkjspbBtv5HqA7Zx2n1ZxQ5wF7w8IYBwQ\n", - "EMs4oOlLCLEj6GM163ulKIqyIpq+VMxF09cZQtuQ6KHpS+wK44AAq3Gw7F6W3/km4jwQBzAE0b6J\n", - "7kTfXOI00t3pEdt4I98L+nqAuCHOgvcHBDAOCIhlHND0JYTYEfSxmvW9UhRFWRFNXyrmounrDKFt\n", - "SPTQ9CV2hXFAgNU40IYgJuI8EAf57nzVvjR9ncvLMn2R3auvBzR9nQfvD7wkurYAAP/0SURBVAhg\n", - "HBAQyzig6UsIsSPoYzXre6UoirKiqE1fioqVaPrGp9A2JHpo+hK7wjggwGoc0PR1NogDbQjuce/x\n", - "zSVOA+WY0cZvut/0zQkkmusBTV/nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirCgq05eiXqZ0DFoV\n", - "Td/4FNqGRA9NX2JXGAcEWI0Dmr7OBnGgTV+2sXNBhm+kNrZ6PWh0N65th6av8+D9AQGMAwJiGQc0\n", - "fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU2oZED01fYlcYBwRYjQOj6YvSrsRZIA5S3ClrbUyc\n", - "idH0HXGP+Ob6sXo9MP5AAI+Js+D9AQGMAwJiGQc0fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU\n", - "2oZED01fYlcYBwRYjQNm9jkbxMF6WaDE/hjb2OxzbPV6YPyBAE1f58H7AwIYBwTEMg5o+hJC7Aj6\n", - "WM36XimKoqyIpi8Vc+kYtCqavvEptA2JHpq+xK4wDgiwGgfGzD6avs4DcUDT1/kY27jcXe6b68fq\n", - "9cC4HZq+zoP3BwQwDgiIZRzQ9CWE2BH0sZr1vVIURVkRTV8q5tIxaFU0feNTaBsSPTR9iV1hHBBg\n", - "NQ5o+jobxAFNX+fzpvvNtTY2M2utXg/2ufdF3A6xN7w/IIBxQEAs44CmLyHEjqCP1azvlaIoyopo\n", - "+lIxl45Bq6LpG59C25DooelL7ArjgACrcUDT19kgDoyGIMdtdia6fTGddp/2zfVj9Xpg3A5KPRNn\n", - "wfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaBzR9nQ3i\n", - "QLcv29i5GNsYmd3BWL0erLcdYm94f0AA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+\n", - "hbYh0UPTl9gVxgEBVuMA2Xza5KEh6DwQB7p92cbOxdjGe9x7fHP9WLkeIDaM26Hp6zx4f0AA44CA\n", - "WMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+hbYh0UPTl9gVxgEBVuPAON4rx/B0HogD3b6Y\n", - "aPo6E2MbYwrGyvWApq/z4f0BAYwDAmIZBzR9CSF2BH2sZn2vFEVRVkTTl4q5dAxaFU3f+BTahkQP\n", - "TV9iVxgHBFiNA5q+zqb2Qe1a+2Ki6es8tFmLz7Iev3nZvexb6sXK9UCXet/n3qf+p+nrPHh/QADj\n", - "gIBYxgFNX0KIHUEfq1nfK0VRlBXR9KViLh2DVkXTNz6FtiHRQ9OX2BXGAQFW44Cmr7Oh6et8jKav\n", - "/jwHt7OV64E2fU+7T6v/zcpEE3vD+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQqmr7x\n", - "KbQNiR6avsSuMA4IsBoHNH2dTbDpW+4u9y0hTsHM9G10N/qWerFyPTjsPrz2Wm+0hJaJJvaG9wcE\n", - "MA4IiGUc0PQlhNgR9LGa9b1SFEVZEU1fKubSMWhVNH3jU2gbEj00fYldYRwQYDUOdClXTDR9nUfu\n", - "Uu5a+7KNnYnR9NXZusHtbOV6YMwS9kYLTV+nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz\n", - "6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaB9rcwURD0HlcfXTV0MJsYyeiM3ORqfsipq8eD3jaPa3+x0Sc\n", - "Be8PCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTMpWPQqmj6xqfQNiR6aPoSu8I4IMBqHGhzBxPG\n", - "8iTOgqav8zEavcasXyNWrgc6RoIfE+fA+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQq\n", - "mr7xKbQNiR6avsSuMA4IsBoH2tzBFGwUEftD09f5vAzTV2f3fuD+QD3XZd9H3CPqOXEGvD8ggHFA\n", - "QCzjgKYvIcSOoI/VrO+VoijKiqIyffVrKCoWoukbn0LbkOih6UvsCuOAAKtxAGNHTzR9ncdXT79S\n", - "batNPJq+zsNo+i67l9VjTEbWux4Em8X4H88xnzgH3h8QwDggIJZxQNOXEGJH0Mdq1vdKURRlRVGb\n", - "vh2jkxT10qXjMZJo+san0DYkemj6ErvCOCDAahxogwgTTV/noU1flO7W/xNnYTR9gffTvDHTt9xd\n", - "rl6DcYEBTV9nwvsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVX0vEYSTR941NoGxI9NH2JXWEc\n", - "EGAlDnR2n55o+joPbfpqY5Bt7Dxg1KJtYdwCs9LM610Pgo1jmr7OhPcHBDAOCIhlHND0JYTYEfSx\n", - "mvW9UhRFWRFNXyqupOMxkmj6xqfQNiR6aPoSu8I4IMBKHND0dT7vP39ftW2+O59t7FCCDVozw3a9\n", - "60GKO0W9BnEC9DYa3Y3qOXEGvD8ggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UnElHY+RRNM3PoW2\n", - "IdFD05fYFcYBAVbigKav89Ftq9uabew8gk1eXcpbG7hgveuBcRtf5vXJ7r4z6rnO/LUDyHTe794f\n", - "cNwkEN4feJl2T8ub7jdVvGxGNkMcoNIB2hc/aCHmxDIOaPoSQuwI+ljN+l4piqKs6KWZvriRoqiN\n", - "KjiOdDxGEk3f+BTahkQPPg92g515BDAOCLASB9oI1OVg0QlOnAXaFRNNX+cSbPoGl2oG610P9DUA\n", - "2/jFpRbZ0XIiZBvxjj5uxnh4eH/gRVc+wAQDeLOxGeJAf+ftce/xzSHBxDIO7Ph3NiGEoI/VrO+V\n", - "oijKil6q6Rs8TyvSso3oZW0H4j5Z06vcJ7N5Oh4jiaZvfAptQ6IHnwe7wc48AhgHBFiJA6MRqDvA\n", - "ibPQ7UrT17kEm77IeMVzZPxq1rseeKPkdzK19MS2pq8+D4zx8PD+wIv+kQMm/bnZTGyGONA/AsFE\n", - "zIllHNjx72xCCEEfq1nfK0VRlBXR9H1BcZ+syWw7ZvN0PEYSTd/4FNqGRA8+D3aDnXkEMA4IsBIH\n", - "ulOUnaPOBOUt0aYwOJDNhsfMenIewZ9dM4N/veuB3kbH+JLtTV/EOzGH9wfe0s463jFtxnGrN0Mc\n", - "8L5mfWIZB3b8O5sQQtDHatb3SlEUZUU0fV9Q3CdrMtuO2Twdj5FE0zc+hbYh0YPPg91gZx4BjAMC\n", - "rMQBTV9nE2z+sY2dSXC7arPfaPBHuh4Y46Skf1aZvr+qTFHzjNnC8Q7K03vPBGM8HLw/CCztjMlO\n", - "P2x4WWyGOMBYvrqNN2MJbyvEMg7s+Hc2IYSgj9Ws75WiKMqKaPq+oLhP1mS2HbN5Oh4jiaZvfApt\n", - "Q6IHnwe7wc48AhgHBFiJA5q+zoam7+bArF2D50W6HhjjJLVlXJm+v8zPXJtnF/QxYyLm8P7AX9pZ\n", - "/w9zcLOxGeIA1y59PcA1joQSyziw49/ZhBCCPlazvleKoigroun7guI+WZPZdszm6XiMJJq+8Sm0\n", - "DYkefB7sBjvzCGAcEGAlDmj6OhuULUWb0vR1NmbtqrNel93L6nmk64HxOnC8YsSWpq/ObtYTM/vM\n", - "2ez3BzpO8PkI/lHMZmIzxAFN3/WJZRzY8e9sQghBH6tZ3ytFUZQVvRbTl6LMRNPXWULbkOih6Uvs\n", - "CuOAACtxYGb6apOI2B9j+wLdxsQ54POKNoWJZUQbHtrsiHQ9MMZJQl6fLU1fbeDpiSaPOZv9/kCX\n", - "/EXZcpq+zgbl7fX1ACW9SSixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLAS\n", - "B0ZjKNgkIvaHpq/zCWdc6c8zsr1BpOuBcd2Ps7ptafqWu8vV/uqJ1zFzNvv9gTYC9edCx8tmYzPE\n", - "gW5bTPo7kAQSyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL7ArjgAArcWA0eo2PiTMI\n", - "Nn0/cH+gnqPEKXEG4Uzf4LaPdD0wfvZh+EI/v1aj5gVnEMcr+nj1BBOYhLKZ7w+MpZ01Ol42G5sh\n", - "DnTbYtLXQRJILOOApi8hxI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxAFNX2dz2H1Y\n", - "tak2wNjGzmM90xflbEGk64Ee/3fy8cKa6QthHiY7gHK92Fd9LDR5zNnM9wfG0s6afe59at5muyY6\n", - "PQ6Cx/jGdyEJJZZxQNOXEGJH0Mdq1vdKURRlRTR9qZiJpq+zhLYh0UPTl9gVxgEBVuKApq+zCW5T\n", - "trHzQFuiTYNN3+D5ka4HWA9Tx/iSbU1fHdv6f5q+5mzm+wNd2tlY6WCzXhOdHgf6+qen4Osj8RLL\n", - "OKDpSwixI+hjNet7pSiKsiKavlTMRNPXWULbkOih6UvsCuOAACtxYOzw3qyd304muE3Zxs5Dj2Vr\n", - "zF4E2vTQZke464HOiEPpbzubvjpj0yybk/jZrPcHxjg3ouNls/1IwOlxoK9/etLXQRJILOOApi8h\n", - "xI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxIHuEF12L9MQdCA0fZ2PLuNsZlphPiYQ\n", - "7npgNIdTW8aV2ftWWoftTF+9r8bjIaFs1vsDbe7qcueaSJ8fJ+P0ONDtqtvdLmOTv25iGQc0fQkh\n", - "dgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcEGAlDtAZigkGz68HDqjHevxXYn90+2po+jqP\n", - "FzV9jZnCwabvrll7jHeKH63oY6XpG5nNen9gVtoZNLob1fzNNuar0+PAeF3E/5hIKLGMA5q+hBA7\n", - "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6avsSuMA4IsBIHujMUBs+OlhPqsZl5ROyJbl8NjD08z3fn\n", - "++YQuxPJ9NUlj2GEhrseGF+fkNenrgUHiwbV/7+d/Gzt9fGM0eiddk+rxzD5SCib8f4gXGlnsFl/\n", - "JOD0ONAZvviuw/+YSCixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLASB7oz\n", - "lKavM9Htq4lkEBJ7EqlNjZnd4a4Hxh8CaNP3WPmI+v83E/YwfXW2pjbu8BgTCWUz3h+EK+0M9I8E\n", - "Nlv5X6fHgfHap3/8EpzlTWIbBzR9CSF2BH2sZn2vFEVRVkTTl4qZaPo6S2gbEj00fYldYRwQYCUO\n", - "0BGKiaav89Bmxhurb/jm0PR1ItrcgPEZjDHbLdz1wGiO7Lzaqq4FVxru2cr0DY5rPMZEQtmM9wfh\n", - "SjtrNmO8OD0OjNc142MSSCzjgKYvIcSOoI/VrO+VoijKimj6UjETTV9nCW1DooemL7ErjAMC1osD\n", - "dICiI/Sjp5/R9HUgun2/evqVbw5NXycSydAwtne464ExCw7XAeimb2zf34x+pZbF+zjfwXGNMr54\n", - "jh8+kEA22/2Bvg6alXbWbMZ4cXocaKMfbUrTNzyxjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0\n", - "DYkemr7ErjAOCFgvDnRn+KePv6bp60Bo+m4OIhkaMGux7LD7cNjrAZZjGpp9pK4DO6+1rpm+drkm\n", - "BJ8Dmjzh2Wz3B7p8uVlpZ81mjBenxwHaExPQFQ/4vRdKLOOApi8hxI6gj9Ws75WiKMqKaPpSMRNN\n", - "X2cJbUOih6YvsSuMAwLWiwNtCr6/lEDT14Ho9qXp62wiGVY6BrCO2fVg2b2slmPqGF9S14G30jqU\n", - "6fvHG+00fR3IZrs/wFi9iIVI47niRxFYJ94z2l8mTo8DtCcmwO+98MQyDmj6EkLsCPpYzfpeKYqi\n", - "rIimLxUz0fR1ltA2JHpo+hK7wjggYL040IaQNn1/VXxTPYdhQuyP7ug++/isb46ocV8xDyYHcQbG\n", - "8szB6HGdUerU7HpgNIVL+mfVdeDjzG5l+sL8tYvpi33EBBMb6OxOjGVMAtlM9wf6eheptDPYjKag\n", - "k+MA10K0J66NYDO2r1ViGQc0fQkhdgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcELBeHASb\n", - "vr/Mz1TPafo6A93RffXRVd+cQJOPOAO0J6Zw6OVm1wNjPKT6Sjp/mddnW9NXQ5MnPJvp/sBKaWeA\n", - "HwdYWc9JODkOgr/ntPnP771QYhkHNH0JIXYEfaxmfa8URVFWRNOXiplo+jpLaBsSPTR9iV1hHBCw\n", - "Xhzoju6EqVM0fR0ITd/NAdoTUzh0edv++X7fHD9Gc/R4xYi6DiQWDKyZvjr7P54zw4Oz+gBN3/Bs\n", - "pvsDHfvIeI/EZrwuOjkOgtuT33vhiWUc0PQlhNgR9LGa9b1SFEVZEU1fKmai6essoW1I9ND0JXaF\n", - "cUDAenGgjZG9I+dp+joQZK2hPdOX/cYXO7+dB9oTUzjQ1lhe+6DWN8eP0RxNyOtT14Fj5SNrpq8d\n", - "rglmMc0y5uHZLPcHOgaMPwYIh44hK+s6BSfHQfCPPvi9F55YxgFNX0KIHUEfq1nfK0VRlBW9VNOX\n", - "kI1A09dZQtuQ6KHpS+wK44CA9eJAd4y+23+Gpq8DMTP72PntPNCemMIB4xPLSxdLfXP86BiBQfZx\n", - "Vre6DpyqGlWmL8o82+GaoCsWoJSvhnEens1yf7DRcZ2xLqbNgpPjINj0BZutfa0SyzhgXyUhxI6g\n", - "j9Ws75WiKMqKmOlLxUw0fZ0ltA2JHpq+xK4wDghYLw5o+jobbejR9HUuKFuL9vzA/YFvTij6c24s\n", - "863RMYK4wDUAguFrJ9PXzOBhnIdns9wfWC3trMG6mDYLTo4DXeXCaPhvtva1SizjgKYvIcSOoI/V\n", - "rO+VoijKimj6UjETTV9nCW1DooemL4lX0JF12307bGcm42BzUO4uf6E4CDF9s7wZc3YqcQlzB+cA\n", - "/5NAzEzfZfeymgdDhNgfK+am/pyffXzWN8cP5mOafLygrgG/TrGf6aszOnE91DDOw7MZ7g/052Ij\n", - "32X6erlZvkucHAdmbYnnmEggsYwDmr6EEDuCPlazvleKoigroulLxUw0fZ0ltA2JHpq+JB7RndmY\n", - "wnVOMg42B7pj05jhZmS9ONBlXz9qylrL8tOxZRf0MYQ7B5sZnel2b+6eb44Xu7UxCY8V01ev89XT\n", - "r3xz/OhY6BhfUp9/jONrNH3tcE0IZ9bF+37His1wf6B/6ICMT6vQ9HUOZm252drXKrGMA5q+hBA7\n", - "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6aviQe0eMXYjJmNhlhHGwOdCdmtKavfv1vXfY1fdc7B5sZ\n", - "3ZbBcaDnE/ujDV18DsKh1wk2fUfcI2o+siHrRr2ZvnY0ffe496j9w/EYiff9jhWb4f5Am74b+V7Q\n", - "JYE3y3eJk+NAXxOMVVBo+poTyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL4hF00KPj\n", - "KlLnJONgc6BjIdo40J2gKOFqd9N3IxldmwXdlsFxoOcT+2PF9AVmbW58bWrLuPr8w+jVpu+x8hFb\n", - "XBPC7Z++PgabwZudzXB/oL8XGt2NvjnrE41RbGecHAfeK0LgNSGamNgMxDIOaPoSQuwI+ljN+l4p\n", - "iqKsiKYvFTPR9HWW0DYkemj6kngDWQu6MwsTTd/NjY4DjGlpxnpxoDtBnWD64n/ix1gGPjgO9Hxi\n", - "f3Tlh/V+9GDW5vq1uH7Y1fSNNHavvjYwsy+QzXB/EE3bwwzEazBkwGbAyXGAdsRkZLOZ+laJZRzQ\n", - "9CWE2BH0sZr1vVIURVkRTV8qZqLp6yyhbUj00PQl8YaxtHOkzivGweZAx0E4w3O9ONAd43Y2fXU2\n", - "H03fQIxZnMFxYLc2JuGxamToz4nRBDO+NsFXyhlGb7Dpu/PpLrUeDNZ4wxjnwejrG03fQDbD/YEe\n", - "z3wjMRsplpyIU+NAl63/wP2Bb44Xq9fKzUYs44CmLyHEjqCP1azvlaIoyopo+lIxE01fZwltQ6KH\n", - "pi+JN3THPTKzInVOMg42B4iBF4kD3TH+82s1tjV99f5ulo56q0QyfVn21jlYNTIQB1jPaIDq7xGM\n", - "DR/J9N01G2oYxws6O9Ps87/Zxmi1yma4P0C7Y9oIupKKWda4E3FqHIQz7/W1kkNBBBLLOKDpSwix\n", - "I+hjNet7pSiKsiKavlTMRNPXWULbkOih6UviCWOH5HoZKYwD56Nj4EXiQL9eG77QHxc/VvPsYgjq\n", - "Y9jj3uObQ4DxGhEcB5iHZfFo4pGNYdX0NTNAjXGgP/9XGu7ZyvSNdPxWz81mw+n3BzrTEz9u2Sh4\n", - "HabNgFPjwPjdZyTc/M1OLOOApi8hxI6gj9Ws75WiKMqKNrXpW1xVJxWNbabLrKqioVVKqkPPx0ZU\n", - "294jBaUV6nFxZa1UNbWHrONE0fR1ltA2JHpo+pJ4wjj+4nqdV4wD56NjAFO4zKT14kC/HsbOzmut\n", - "6v/fTn6m5sWjwWOGPgZMxA+yN3FOcL0IjgOavs5Bm7n4foiEmQGKH0pgHkwybfpqw1cL834zEb/X\n", - "hEjGbqRlmxmn3x+sd38UCZQE1p8Jp+PUONCf++CM3heJCycTyzig6UsIsSPoYzXre6UoirKiTW36\n", - "ZucXiqu82nSZVRWWVkp2gct0mVVVNrVLeuYd9TgzO1+Z0cHrOFE0fZ0ltA2JHpq+JJ7QJVlRznK9\n", - "TBbGgfPRHZh6MmO9ONCvhbHzVlpH3Bs8ZuhjwET8GA2v4Dig6escrLalLoN82H3YN8f/2RmafaQ+\n", - "+3+80W470zfS8WMeltHkCcTp9wf6B3LRlPHdTNdGp8ZBuB97vEgGuJOJZRzQ9CWE2BH0sZr1vVIU\n", - "RVnRpjZ97+TB9K0yXWZVBaWVklNYZLrMqqqaO+TW7Sz1ODM7T0qqafpGEk3f+BTahkQPTV8SL5iN\n", - "NYfnmMxgHDgf3bH9InGgX2tX01d/LvRE/ND03RxYbctgA3TZvaye4zulY3xp7RpgZvr+euCAWne9\n", - "bOJYEOn4g4+ZeHH6/UE4088KxnGunY5T48CslL0G8zERP7GMA5q+hBA7gj5Ws75XiqIoK9rkpm+B\n", - "FFW8WKYvyjJnF7yY6Vvd0im3bmeqxxl3cqW0piFkHSeKpq+zhLYh0UPTl8QLxtLOmkidV4wD56M7\n", - "tqONA5318tbT95Sx83Fmt+1MX23q6GkzlOS0itH4CI4Dmr7OwWpbBv9wyGiIZndOrV0DzEzfHS0n\n", - "1LrRmGivGuwXJpjYwRiPkfhx+v0BstnR7shu3yjG66bTcWocRLomYj4m4ieWcUDTlxBiR9DHatb3\n", - "SlEUZUWb2/TNLRDXC5q++cXlklNYbLrMqmD6pmdkSdvwfbmdmSUlNY2m6zlNNH2dJbQNiR6aviRe\n", - "MJZ21kTqvGIcOB/dOa0nsw7OSHGgDZH3lxKUsfNlXp/tTV877PPrwtjxHRwHVseBJfGPVdMXeD8l\n", - "3u8MXe4Zr0/1mbu4BtjV9A3Hess3I06/P9jIZyIYsx/YORWnxkGk9sePXrDM7Ecim5VYxgFNX0KI\n", - "HUEfq1nfK0VRlBVtctM3X4oqakyXWVV+cdlLKe98OzNbmvvvyq2MTCmqNs/0bRseN50frV7G9l5k\n", - "GzR9nSW0DYkefB7c6fttpaepX5vOp+yrqbyvVCfVm0//IWD+Bw9/r+ZjuXE+xDhwvk6PvKPaX0+d\n", - "5Z+HrBMpDrA+Xvf+5PtewyfFFWD6NlR/Zvq6eJI+Bj2ZnYPNqsRpb+c2zklwHKR3faCW4X/jfMp+\n", - "2vPwD6otzb4HgvXBsv87wxgDx6/cUZ/9gyl5cvNaaoDeulTlN33jLF7053/fwi7T5RCWYzJbtlnl\n", - "9PuDN5/uVG2+lLXx49Qxheun2XInyalxoK+Jw0V/Dllm/F4MXrZZFcs4oOlLCLEj6GM163ulKIqy\n", - "ok1t+mbl5L1wpm+eq/SFTd/KpjZV1rmha0AupGfL5bKmkHVah8Yk9WbaSzN+Kxpb5XbmHdNlVtU6\n", - "iH26ZbrMimj6OktoGxI96o/R47+jqJgqve63qpPqdPdvA+Ynjnnnd90OnE9tDun219NG4wDr43Xv\n", - "39/tNX3PZclb58v8Bo8n7sxeF0/Sx6Cnxhx+FrQiXR/0NcUObUxFlp7MlgXLGBPGGEg45zV9j52+\n", - "IjdPJwconq8J+vOP4zJbDunJbBnlTL1Im49c98bUvmleG+2qSO3P++b4Ek1fQogdQR+rWd8rRVGU\n", - "FW160/dFM33zikokp+DFyjtXNLRKVm6+yvg9l5EvV0pDyzs3943KzVvpymgNXhaNSqrrJSMr23SZ\n", - "VSEz+WbaLWVImy1fTzR9nSW0DYkefB7c97pspQddtabzKftqzzNvRmfD9O2A+YlPvBkpnVO5AfMh\n", - "xoHzpdv/zdVd6v+y2esh60SKA8QNXvf+wmde0zezRd660ew3eB6cMn1dPAn7iH3Vkx32+XVJXzeG\n", - "J4pD4kCfN54v+0vHvtmyYP2wmKDWxbXC+P3xtudzj2vAqcJWuVneFiBcE36Zn6nWxWvMthsr5c1f\n", - "UvuVsnjEdDkU6Xtys8rJ9we43qG9P/Bc/8yWWxFej8lsmZPk1DiI1H6HH32jlpndL21WxTIOaPoS\n", - "QuwI+ljN+l4piqKsaFObvpnZeeIqf7FM31xXyQuP6VtW1yzZ+S4pq2+WM1kuuVIcen4bugclLT1D\n", - "Ga3By6JRQWml3M7KMV1mVU29w5J2K0NaBqLbJ5q+zhLahkSPHf8YdfpYbZuNEfeI6qDCOGTBRBq3\n", - "jHHgfHT76//NxtuMFAfl7nL1unfHf1SGz0+lQ/JWWkdcj98ZTPC4xnbY59eFPicgOA70eeP5sj/G\n", - "dl6Pq4+uqnXR7sbvD3z+oeDxfCFcE9ZMX89r4gkrcRzpe3Kz4uT7A7Tzi8YqXo/J6eO+OjEO9D3z\n", - "B+4PfHMC4XdfKLGMA5q+hBA7gj5Ws75XiqIoK9rUpu/FjDxJKXqxTN/sApfkFLxYeefS2iaVMVxc\n", - "XSenskvlalFdyDp1nX2SnpkljT1DIcuiUXZ+ocoujjZLF6rvGpD0jExl/potX080fZ0ltA2JHpq+\n", - "JNakuFNUB9Vp92nfHD+ROq8YB84Hba/bP5o40K97t/+MMnyOlY/Q9HUQ+pyA4DjQ543ny/4Y23k9\n", - "0pe97a6/VzBNPl5Qn/9fp9jP9D3sPqz2Cz9gCYc2fRvdjb45xMn3B/nufNXeZvdMVtksPxRwYhys\n", - "Z/rzuy+UWMYBTV9CiB1BH6tZ3ytFUZQVbWrT9/ztPLnoqjVdZlV38gpfeEzfkppGyS8ul8KyKjme\n", - "UylXTYzo2rZuycjKkcbuwZBlG1VT34jKUM4tLFZlo83WsaK6jl65nZkdtRFN09dZQtuQ6KHpS2LN\n", - "Hvce1UFl1vkYqfOKceB80Pa6/aOJA/06J5i+yOrB/y/S0e80cD4wgeA4gAGGZTDNiH3RWW373Pt8\n", - "cyJT+6BWra9NLUwd40vq84/Pvpnp+2VeX9yavlbMuUjXx82Kk+8PXkZ70/S1L+uZvi/jRwFOI5Zx\n", - "QNOXEGJH0Mdq1vdKURRlRZva9L2QkSsXXS+W6ZuVV6Cyfc2WWRXG1y0sq5Tc4lI5klsj14tCS05j\n", - "vF+MQYyM3+BlG1VNa7cUV9VJfnHZC2UO17R1S+adHKnv7Dddvp5o+jpLaBsSPTR9SSx5kTJ1jAPn\n", - "g7bHFMnAixQHOn6Mpu97t7tsZfqi41YfO/6PN1MqVgSbgcFxsF7HOLEHG21HbfpiuAAdH3Wj3kzf\n", - "iKZvltcosWouvy70j6Km3dO+OaFE+p7crDj5/sBK9vd6bJaYcWIc6LZDNQMz+N0XSizjgKYvIcSO\n", - "oI/VrO+VoijKimxj+uYVlSqT0WzZRoRtYFt4fOF2jlwKY/pm5uSbzg8WSiRn579Ypi8M2KLKWsny\n", - "bOdIQb1cc1WGrFPe0KJKMte294Qs26jK65qlorFNjesbrWELKSPac/y17b2my9cTTV9nCW1Dooem\n", - "L4klugRnuM4rnbFgtpxx4GyMpl6kTsxIcaA7R42mLwyeX1WGLykeb+CYsa/6WNiR6yU4JoLjgB3f\n", - "zmCj7Yg4wPp6wutSW8bV5x+f/XCmL5br18QTVvYp0vfkZsXJ9weIabQ3PhvRQtPXvqzXdvzuCyWW\n", - "cUDTlxBiR9DHatb3SlEUZUW2MX1vpd+W6pYu02UbUWVjqypJjMcX0nPkUmGo6ds2dF9Sb6ZZGu82\n", - "MztHsvNfLNO3qKJGSmsbJT07X44WNcuV/IqQdco8y3MKiqWm9cXPQXFVvedcdkpxZe0LGemVTW2q\n", - "vHW026Dp6yyhbUj00PQlsURnMcHgMyNS5xXjwNkY2z7aONBZsjB5YepogydeS7magX3EvtL0DSQ4\n", - "JhAHuoxvgqeN2fHtDDbajogDrK8nXAMu1N2zpemL7F7sD7KWI8FYD8XJ9wc6iz1S9vd66OoZTo8Z\n", - "J8aB/rFkONNXXzdwf028xDIOaPoSQuwI+ljN+l4piqKsyBamL0oQZ9zJVmWJzZZvROX1Lcr0bRse\n", - "l/PK9A0tpdwycE9u3rrl+f9uyDKjYA5nZueqDFyz5VblKq9W+5WWmStHS9skJa8sZB1djrmyqT1k\n", - "2UZVVFGtsnNLaxpUtq7ZOlZU0dCixjOOdhs0fZ0ltA2JHpq+JFasV9oZRGv2EftjbPto4wDr43Uw\n", - "ee1u+upO+vUMoM1CcMlvxAFNX+exUXMKcaA/M5hgjCAeEBfI9A82fPU1IR5NX6sxzFgPxcn3By8j\n", - "TjdLzDgxDvT1DW0YjpcRI04ilnFA05cQYkfQx2rW90pRFGVFL9X0/adpva9Ef5daL99cz/X8X2e6\n", - "fCP69fVKSbqeIf/8ZpccT8uVL29XhKzzL1M75NS1W/Kzm+0hy4z6nzzb+OZqtuy/kWO63Kr23CiW\n", - "v7leK8duZMru3Db57lZRyDrv3ihR2pFaHbJso/roRpH8u5st8tvUqhfa3j+kVson1wvlV6k1psvX\n", - "E01fZwltQ6KHpi+JFeuVdgaROiYZB84G4xWi7XUJZm8XZmgnZqQ40J2jTjB99WcBEwktcYk40GV8\n", - "afo6h+B2Xg/Egf7MYMJ1ZD3TF/Pj0fSNNJa5keDxrYlz7w+s/FjOCsvuZbUdp/+IyIlxYLwnCAeW\n", - "YyJeYhkHNH0JIXYEfaxmfa8URVFW9FJN35bhiVeioqp6yS0qk7KGVtPlG1FJbZOkZ96Rhv67ci4j\n", - "Xy4VVIasU9czLGnpt6WueyhkmVENvaNyJ9+lxv81W25VecXlUtnaLddv3ZZjVf1yOafIdJ3CylrP\n", - "/jeHLNuoclwl6tjKGto822s0XceK0C55JeVSUtdiunw90fR1ltA2JHpo+pJYsV5pZxCpTB3jwNkE\n", - "mz3eLszNZ/rqUp66kx4TiWz67rzaumlMDacT3M7rgTjQPyjCBGMEMaE//2bSpu8/PHpHvSbSd9Lr\n", - "ZCPHro+XeHHq/cHL/DHLZogZJ8aBlXtn/CgA67xICXAnEcs4oOlLCLEj6GM163ulKIqyIluUd84v\n", - "KZOiylqpaGg1Xb4RldQ0SnrGHWnuH5WzWYVyyWT83KbeYc86mdLQNRCyzKjmvhFVivlSVoEqF222\n", - "jhWhbHN9Z79cT0uXU/VDcjk7dIzgXFeJGve3tLYhZNlGhTGIUcIa4/qWVNeZrmNFrooaj6rVeMNm\n", - "y9cTTV9nCW1DooemL4kFG8lW8XZLbszsI/Yn2PCIJg6Mpu+vU7ymz8GiQVuZvsbjNj7e7ATHB+JA\n", - "m74Q4PmyP8HtvB6IA/0aTDA9rJq+u2b3qddEyqB7naw3dqcRfbzEi1PvD/Ld+aqddQWMF0Ebg/Hy\n", - "I4dXgRPjwMpnXd/7xMu1LNbEMg5o+hJC7Aj6WM36XimKoqwo7k1fmKlZufnK8C2vbzZdZyOCQZme\n", - "kSWNvcNyOrNQLueXh6yDMYRhDMOIDV5mVEP3oDKNz2e51Pi+ZutYUZ6rVBnI1+8UyPnmu3L5Tqjp\n", - "C6MW4/laMWnrO/qlpi38+MdZOfnSPjKhxvV1ldeYrtM6OCYFpZVSXFlruhwqLKuSkpp6zz6FxoMV\n", - "0fR1ltA2JHpo+pJYYKW0syZcBxfjwNkEGx7GjFcjkeJAZ8T8Iq1M3krrWDN47Gr6siPXD0re4lyg\n", - "fC9AHND0dR7RmL66LDImPc7zH2+0h5i9WvFq+m7k8x7u+rhZcer9wUY/D5HYDN8nTowDtBmmSPBe\n", - "IZBYxgFNX0KIHUEfq1nfK0VRlBXFvenb2D0oBSUVUtnYFnVGqVHFVfWSkZUj9d0DciqrWC7nlYWs\n", - "U981ILczs6Wuoy9kmVFY70JBlZy/U/RCpm9uYYm09N+VlO4Zudo1LZezCkLWgVFb294jRRXmJq1R\n", - "OZ7t5RWHHhcEMzc7z2sqw7SGsRu8DoQs4MKySskrKlXHabYO2gVGPLKwzZavJ5q+zhLahkQPTV8S\n", - "C3QHtZUMk3AdXIwDZxPcaRmuEzNSHOjYgaFjNH1/fq1mbVm8Y9xPduT6CT4XiIPviwdp+joMZDSi\n", - "DbW5vx6IA8QEXoPvGW366s+/mbTp+4cZ+5q+vDYEor8Xut3djspk3ejnIRIvc1uxQleNsTKZDRNi\n", - "N6xWydFti8xwEtu/F2j6EkLsCPpYzfpeKYqirCjuTV9kt6KkcVVLh5RUv3hpY5QkzszJVQZqcnap\n", - "XM4rDVmnrrNPMrNzImbLQnUdvXLBVSMXcoqlZeCu6TpWlFNQJK2D9+R816ykdU/JpazCABNZG7XY\n", - "LxixxteaKTM7N+x6TX0jkusqlqK+CfmpfkxlGZutV97QIhUeldc1hy2rjddWNrWJq7zKdPl6ounr\n", - "LKFtSPTQ9CWvG52FZaW0M9jnNu+IZxw4m2ATI5ypESkOsD6mYNMXz/WyeCZ4XFoaO36CzwXiICGv\n", - "T7UtBLwtTNPXzmw05oOvB9mdUyoePs/uDTF7jcI6v5n4bEPv9arZSPzy2hAI4sCY8e0UXmY7v8ys\n", - "4VgBw1q3sZUJMWFn0O44DsRBJJzQti+TWP69QNOXEGJH0Mdq1vdKURRlRXFv+hZX1Ul1a5fUtHar\n", - "x2brbEQwKLNyC5ShezynQi7nFoesg7LHmdn5Kts1eJlRMI7PuerkfHaJGiPYbB0rys4vVMbuqc45\n", - "ye6Zkgt3YAKPrS3XRq3Oeja+NljN/XfVvrvKq02X620U9U/K5/XTcqcgtJQ0hIxoHD+ynQvLzLeF\n", - "135ZET5beD3R9HWW0DYkemj6kteNzkCwUtoZhOvkZBw4m+B2jyYOsD4mGDp2NH2DO3iDSxpvZoLj\n", - "AXFA09d5hPvchyP4eqBLfn/piY1go9corLOj6yf1XvFilGwkfnltCARxoO81rJ5DO6CHLMBY1S/K\n", - "yxwfOFasN+61vh7oY8XnxM4E3xOEg6ZvIJHuE181NH0JIXYEfaxmfa8URVFWFPemb56rRJp6h32l\n", - "jc3Nx40IhifGx61o6pDj2RVyOSfU9IUhDGO4qrkjZJlRMKPPFjXIudyyFzJ97+Tmq8zeYx1zUtg/\n", - "qUxkY+awNmox1jDKLRtfGyyY4/kl5VJQam4Ow8SFIZzbNyVfNs3Krex80/UwXi8yi1WWcX6h6ToZ\n", - "nnO0r2JUctfZp3Ci6essoW1I9ND0Ja+bjZR2BtGYfcT+BI9RGa5cYaQ4wPqYYOjoTD87m77syPUT\n", - "3H6IA6PpOzT7aK1KgJPKu242XtT01SW/DxYNhhi9RmGdHS0n1HvFw+dLf/YRw1bgtSEQxIH+DsFk\n", - "NX7iHX08L4Pg7xc7st71QV8PdNUMTHYe91p/ztf70aTOgLa7yf2yiHSf+Kqh6UsIsSPoYzXre6Uo\n", - "irKiuDZ9W4fG5E6ed3xbb2nj6MoIGwXTFFmzxXUtciK3Si5lh2a6wsxVxnCjeVljLZjCZ0qa5GxO\n", - "uTKmzdZZT23D45KVmy+Vg5NysHVedh2/Jj9dy1TZvXodbdTCWM4pLAp4fbBKaxqkrK7Jc5zmY/ri\n", - "2Eqq6ySzd1oOtc3J9Tv5UtvRq8b3hfT7onRzs+8xxgiuaun07Ku/5HT7yIQyjPfVIuM38j6FE01f\n", - "ZwltQ6KHpi95nehyi1Y7soHOYAouy8c4cDZoc0yacKZGuDhAJhTW/8PzN5ShozP9rjTcU8+Dtx+P\n", - "BHfK09jxE9x+iIOdV1tV20IYy3WjhiGJP17U9NU/BMCPPYKNXqOwTjyavlYNOV4bAildLFXnQ09O\n", - "uAbo7zSrQ2Oshx4fdiP3Y/GGbt9wRq7xeqDvJe08zq3Vz/lGrx9OJ5Z/L9D0JYTYEfSxmvW9UhRF\n", - "WVFcm771nf1S6CsdDEMy2jLCRuUWFkt+UakU1jTJifxauXQn1LDE+MFYr7y+JWSZURjP9lRJi5zN\n", - "K1dZuGbrrCcY27dzC+THtjm51DUj/48398nX568HbC+1tlNOlzSrbGCY0cbXBwumNspThzOHsc+l\n", - "tU2S1jstp9pn5GJlu+QXIzO4UinHc9zIMk7NLpDDLVPqNfVd/ZJdUCTFVbVr28G+3Mp1yZ8bpiUz\n", - "L/I+hRNNX2cJbUOih6YveZ2Ey9aMRLhOLsaBs0GbY9JsNA50p+f7SwnK0DGWd8Xz4O3HI8Edt+HO\n", - "wWYkuP0QB2hXLZq+ziA44389gq8Hb6d1qHi4UHc3wOQN1q9T4sv01Z91q8Mg6Mw+O5fqfZkce3JM\n", - "nQ8dP04oe/0qjDxsD5Md0aZ1JBPceD3QPzpEiWy7sl45aw1N30Bi+fcCTV9CiB1BH6tZ3ytFUZQV\n", - "xdz0hXmYln5bWgfvSWltw1pmL1TZ3KHGlsVjmKD5xebZqxtRdp5LmZv5VQ2S7KqTi1mhpYsrm9ol\n", - "11WiMmaDlxlV3tAip8rb5Wx+pTR0DZius55aBu7JLc8+ne+aVc//uz98Kl+dT1Umt17nUnG9/FjZ\n", - "t5YVrOcHS5di9mZIm5dkLqtrloqGVrneMyPXu6flcPt8wHKMm1zZ2CY3clyS0LywNj/4vZv7RiUt\n", - "v1gSGmfldk74fYokmr7OEtqGRA9NX/I60R2wGxmPLpzRxThwLmYZTRuNg/VM39+u7FLL47nUY/CY\n", - "i7rTerOXbDSLD8SBNnwhmr7OAO2HySrB1wMdD0aD10wY83tH/Tn1XlaN1ldJuOtdOGjy+DGW8tU/\n", - "NLN6HuOZV2Hsb/RHFfGElRLGwdcDfGfgNXb9TrD6naY/A2hfEtu/F2j6EkLsCPpYzfpeKYqirCjm\n", - "pi9KFqdnZHnH7K2skYysnLVlMCfL6rzZtig7DCNWL4tWWbl5UlRRIznltfLltWw5lZoZsg5MT2S/\n", - "ltQ0hiwzqry+WU6Ud8iZ/Gqpj9r0vStpeSUqyxfP/09/v0cSLqRJnWF7l3NLZH/9hHoMUxymrl5m\n", - "FDJ8XeU16nFWTr4qwRy8Dso/oyz1pa5Zye6dkuMds9IwOL62vLqlU5niNwrK5QuD6QupcYV9ZnRj\n", - "z7CkFpTJty3zku55L5j3xnWtiKavs4S2IdFD05e8LqIp7Qw2avYR+2NmYIQzNcLFgV4/nOn7m4nP\n", - "1PJ47vwNjv1w52CzYXYeEAfa4INo+joDtB8mqxivB1NLT1QsIIvXaPCaCabvL/Mz1XvFw+dLl6K1\n", - "mqHKa4MfbQbiXiPc/YMdifZYSvtnVYybYedrpJXzEXx/oF9j14z4jbQX1sNEYvv3Ak1fQogdQR+r\n", - "Wd8rRVGUFcXc9EVGKzJIYaDmuUokO79obXxclZXqG1cX5ihKDxtfu1HBmLzjeS+MaXuntFp+s/+Y\n", - "HDx/NcSwrGhoUcYnsl6N84MFU/h4Rbeczq9RpajN1llPML1T80vlaveMtHj247/e8a78+cItqeno\n", - "W1t+KadYvm71GrA5BUUqK9q4DS2cQ32+kNGMzN/gdYoqa6WmrVvOdc5KQf+UHOuYk/IB/3Kce7TH\n", - "jeJa+TzI9EXms94+TO7rrko50DqnMpXN3ms90fR1ltA2JHpo+pLXhc642eh4auGyWxgHzsXMwAhn\n", - "aoSLA73+rtl9yvgxjumJ5zR97YvZeWgZmlgzfCGavs4A7YfJKsbrAWIAsQBDV3/2wyneTN+Nxq7O\n", - "frdz6dqXhXHsVidVR9D3UFZ/CACWnzxbuybWjS745vrRcYbzZDesfEaC7w/05wQZsHbMbsYPGbD/\n", - "KG29HlgPE4nt3ws0fQkhdgR9rGZ9rxRFUVYUc9MXBiTKNueXVKgsVhiy1a1dahlKOyPzFI916WLj\n", - "azcqZRwXuJRZm1lSKb/69ogcOHclJHMWZrOrvFplHhvnBwv7eqSyR04X1kqdz6TdqJAxe6OgTFJ7\n", - "pqW0vV/+u99/KvvO35SK1h61vKa1W84U1Uti64I0j0yobGdkPQdvB0ImbkO3N0MYYxKjBHPwOhgj\n", - "GQb1qc45KR2YkjOds1LY7x27VyvjTrZcL21Qmb7Nw/4s4LoOZBJXrz2+WlSjxiK+lV+izGm9nlXR\n", - "9HWW0DYkemj6ktdFNKWdQTiji3HgXMw66jcaB/rHAm9Ofqs6vI2mLzL/aPraF7PzUN17f83cgLI7\n", - "pyyPf0jiF7QfJqsYrwcwuRAL793uCjB4zRRvpm8035cbPVdOxFjaGefOSddMHAOOZSPfWfqHD9Dx\n", - "ilCjMPg7xk5YKU1tdn+gz+NGzPN4AfuNyQobMYidTiz/XqDpSwixI+hjNet7pSiKsqKYm74opVxS\n", - "XS+Z2bnKkETpYV1WGWWYUfYZj3WWrvG1GxWMSe9Yvc1yu6hcfv5Vkuw/d1WNq2tcr9Tz/rfLatcM\n", - "znBC1uzhqn45VVi3tp8bFTKdrxdWSHrvtNyubpV/tjtBPj1zQ8pautXy0tpGSarokR/b5qVmaFLy\n", - "S8qkpq0npJw0xtzNKfBnQqM8tc6YNgrmOko0H22fl8rBSUnpnpE7fdMB6yDj+mpZo3zdMi91nnX0\n", - "fJwnbbzXtHfLpdIGOdoxK7cKy9SYy3o9q6Lp6yyhbUj00PQlr4NoSzuDcJ22jAPnYtYRjY5LsxgK\n", - "Fwd6G+/2n1Ed3kbTFwaPHU1fgOeYNjP6vBjHXg02fVM97Wx2/oh9iMawM14PEAOIBWNp93CCMRxP\n", - "pi/2A9NGiOY1TkP/2Oerp1+p5+G+N+wIsrhxLBv5IYDR9N15tdU3149dr5HGjN1ImN0f6BixY0xg\n", - "vzFZIZofCTiVWP69QNOXEGJH0Mdq1vdKURRlRS/V9I2G/v4BGRkZkcJCl3R1dcnCwoI0NDSoZU1N\n", - "TQE3h8XFxbK6uup7tnEWFxelrLpWClv7pLCiRn7+1WFl+j558sS3hpfOrm45WNQqDY3NvjnmtLa2\n", - "yonGu3K+tFkmJyd9czfG/Py8ZJTXS+v8Uylv75W//ipJ9p69If2jY2p5ZU2tnGqfktTRJzL26Lnn\n", - "nDRLXl6e1NXVqeUanCecL03wudOUl5fLysqKnBl4JItPV6V25qnUeBRM0cSKHOl9KJOPn/vmeKmt\n", - "rVUxMDg4KDcaeuXW6GPJr2pQ7bZRaPo6S2gbEj00fcnrINrSzoCm7+YjXEc05mEyEi4O9DbsbPqa\n", - "ddp6zwBNX5wDY3zQ9HUeL2r6Xqi7p2LBiumLdX6RVqbeL9YlkrWh9YH7A98ca2B9vG4jpqDT0KWd\n", - "c5dyfXOcc82M5jj0Dx+0gks8R/MZiwf0DwnX2+9w9wc6S9hOWbDhrgva2E/wXMOMmN0/bFZi+fcC\n", - "TV9CiB1BH6tZ3ytFUZQVxTzTt6iyTpV4xni0KBncPjIheUVlahnKPhszSLPzXSHj725EyI5NdVXK\n", - "wdJOVZL4r784JF+fuSrN/XcD1nNV1cl+V7vk+PYjnFwVNXKgeliSXY1rJamDhXFwy+qbTJdBdZ19\n", - "kuKqkby+aTmcUSR/9eURef/EFXE1dqiS1rdzC9W4u+e6MAbvtJTUNKjjyMrNU9m9ejvlDS2ec9iy\n", - "9txVjizp3rXnEMpYo4Q2Hh9o85aLzva87+WumYD1oAue9zvUNidFhvF+oVLP+1e1dKis7BP1o3Kh\n", - "c0ZulNZJXdB7WRFNX2cJbUOih6YvedWg9F60pZ2BsVyjEcaBcwln1m0kDvQ23uo5rTpET1WNrhk8\n", - "NH3tjVl8pNYPB5gbNH3tz4uavjBBEAvGH3yEkzJ9Pet6P12x/XxFa8RtdpPHeK9wb+6eb64zrplW\n", - "M1uD0aYvhjTA/8ElnqONtVhj9doe7v5Al/43VouId8K1FYYyQNu+7bmvMcLhDfzE8u8Fmr6EEDuC\n", - "PlazvleKoigrirnpW1haocaYNc7LKSiS1sF7qlyx0ZDFfIzLa1x3I8K4u6lF1fJ9ea+k5RXJ//rZ\n", - "9/LVmavSEFQGOb+iRr4t7pQ7rtKA+cFCqei/OpIqf0o6r8pSm62DUsnaxDYTjNmLrlo1rm5CSqb8\n", - "7tBZ2X3sshQ0tKv9vV1SLec6Z+VKz6xk9fnN2eDzVlhWpQxk/by4yj82shbKPWN/WoYnZH/rvJrn\n", - "8rzvma65gPUgmMxH2ueUGW2cj21i21m5+coUvto9LTdqO6W0tiFgPSui6essoW1I9ND0Ja+al1FK\n", - "D6/HZIRx4Fy0eYFsHiMbiQPdKbyj5YTqEDUaPDB9fz1wQC2PJvv8dWFm4rzIDyicgu7MNrbdpZoh\n", - "1c5aNH3tTzSGlPF6YFfTV39nGsc0t4LZ9WIzYTxvxjjQGdB2Hts0WnP2++JBFdeJBQPq/+ASz+F+\n", - "VBfvhLtHCCbc/YEu+71REz2WhIsBYza3EX7/+Ynl3ws0fQkhdgR9rGZ9rxRFUVYUc9M3r6gkZOxZ\n", - "jFuLsW7v5BVK27A/szfXVSxNfSMB625ENa3dklpaK9+V98uN7ELZ+ukBSTh9RWqDxqPNKauRxLI+\n", - "ySwoCZgfrCzP/v3PX52Rv//uRFjTN7ew2HOM4c1jZDlfKK6Xkv5Jee/UdY+uyZtJFySvrlWNPXyr\n", - "pl2udc9IWq9X+nXIjEZ2r36O8Y6NWdAYFzl4n+o7+5Q53DA0IT+0eU3fysEpOdbhfWzUqY5Zj2Yk\n", - "szfQ9G3pvytZuQVSUFIu37UuSHrPtFxtvava0bieFdH0dZbQNiR6aPqSV40ut/gi5hpej8kI48C5\n", - "hDMvzDrvw8WBNgZ31J9TnaFGgwemL8xgLI/nDlGz8xDu3GwmzM4BTV/nEY35abwe6FgwfvbDKZ5M\n", - "32jj9kWGUXAC+l4DcWOMAydcM6P9IYDxhw9/vNGuHgeXeMZ2MdkJqz9+inSfiB8iYhs4t3YAn2vs\n", - "b3B2MrK39bXOCL///MTy7wWavoQQO4I+VrO+V4qiKCuKuemLcsMoO2yc5yqvVhmlMDKN84PLPW9U\n", - "KEt8s7xREisG5XpWgfzFR4nyxakrUt0VuM07JVWSWD4g6XlFAfONQmnljJx8+Z/+fFJ27E+WisY2\n", - "0/WyC1ySGyFjGMd5rqRRKgcn5Xc/npOvUrLk957/c2papaC0Uq41D8vt3mm50zctV7pn116HrN6C\n", - "0gqVCY2y2Dg3xu3CFK5oaA2Yh+MvqW6QmqFJ+XNJn3xyLk0ZwAdbQzN9j7XPyYXO6QCjWSvjTra4\n", - "KuvlQOv82n7B3G7uGw1ZN5Jo+jpLaBsSPTR9yavEmEXyIpmJuoMP29MwDpxLuE56s/nh4kCv+8v8\n", - "TNUZajR4Ps7stoXpi7FFsY9Gk9sJBsaLYnYOtOm781qr+h8d4VbHfSTxSTSmhfF6oI0Q42c/nHQm\n", - "JN4PUywxy2S3wmY2eYz3GnhsjAN9vVgvKzSeibZtUfIXcY3hDXSMB5d41uanXTKhN1LqOtJ9ojbS\n", - "97v3++bEN+FiQBv70PKTZ7651sc93gzE8u8Fmr6EEDuCPlazvleKoigriqnpizFrs/MLQ+Zj3NiK\n", - "xlZVztk4v6CkQhq6BwLmbUSVTW2SWtki31UPy7XMPPnXH3wjn59MkYrOwG1mFVXKtxVDcivHO/6t\n", - "mVBmOqugWP75FyfkV/uTpSzIYNXKystXZaDNlkEwYk+VNEvN0IT81VdH5UhGsfz24Cm5U92iykKn\n", - "dE5Jft+EFPZPq5LL+nUwnQtKKlUWMUot17b3BGwX5w+ZwsZ5Oju4bGBSdqdVyX/5891qPko9o+Sz\n", - "cd2ktjm53jUtV3tCTV+MHVzW1iffN0zK//j+d3Kxa06ZydUtnSHrRhJNX2cJbUOih6YveZXoTrUX\n", - "7XQyM3kYB85Fm53BPxTYSBzodc1MX2T12cH0xf5hMmJ2DjYbZufg2/we1c6fZ/eq/9ERjuVYD+sT\n", - "+xGN0aWvBx3jSyoOkN1o/OyHEzIh1fqLH6v3jOXnK9rPeDTnyykEZ8IavxeccF6izeJGTEOI8Qt1\n", - "d9Xj4BLPdvtO2ch1PdJ94sv6UeLrIlwca2MfwnVPw+8/P7H8e4GmLyHEjqCP1azvlaIoyopiavoi\n", - "a9es9DGMSYwbG7yssKwyZPzfjajCs91rVW1yoGZUrtzOkX/57lfyWfJlKWsPNH0zXOWyv/aupGXn\n", - "K3PVuEwL+36nqFz+x8+Oyi8TT0hxnb/UslGZObmSWxje9IURfaKkTWXc/puPD8jV0jr51XcnJL2k\n", - "WmX6nuyYleL+KWXUHu8IzcgN1net85Ld48/qNS7T4/y6Bqbl3VtV8o9++a7U9Y7KT+1zynQ2rvtj\n", - "+7xk9EzJBYPRbFS5Z38SK4flv/irXXKyZUqZzkWVNabrhhNNX2cJbUOih6YveZUYyy2+CGadkowD\n", - "54K2xhTMRuJArwvTF9mfRoPHzqZvtFmATsIs8//zO12q01uX6aXpa3+iMev09UCbvijlbvzsh5M2\n", - "fXfNerMejdeY143OvNzoPujMvo2WAHYCwfcaxu+FaOIo3jD77lsPZH0ipiEd52Ylnu1WFnwj7bne\n", - "faI+djvERrgY0G0M0fQ1J5Z/L9D0JYTYEfSxmvW9UhRFWVFMTV+UKMYYs8HzkTGaX1wuhaWVAfNd\n", - "5TVS294bMM+o+q4BNRaw2TKotLZJUqo75Ie6u5JyK0v+5/e/lU9OXJKStkAj+XZhmXxXd09u5hSG\n", - "lJ7Wquvok+yyavn/7E2Sn397XIpqA7NqIbw2MztXcgpcIcu0UIL5WGmHnMgukzeOXpbi1j7Z/s0x\n", - "ScsvUZm5xzrmpGJwUmqHJuVH3zi8kfRF87zc6plWYwUXVdYGLIOJjHOU1zctb14pkv/7H/dKVm27\n", - "JHfOScnAlFont3dCGgfH5e/O5Mr/8Xcfy+nOUNO3qH9SZSB/XdIl/7u/e0sO1Y6qsZcxBnPwulBt\n", - "W4809YeOxUzT11lC25DooelLXhXB5RZfBLPOLsaBc9FxE4xZZ2+4ONAxA9M32Pixs+lrdg42G2bn\n", - "haav84gm1vX1INvz9wLiAJnfxs9+OMWT6euN7tDr33ps1ng3u9cwfi8EZwHbEbNS/+th9sMHXeL5\n", - "++JB31r2+07RBr+Vct3r3SfqzwzOb7xjdh88tfREtaeWE8ZrfhXE8u8Fmr6EEDuCPlazvleKoigr\n", - "iqnpW9PapbJPg+fDUEVJ5JyyapXpWjM4ISc6ZyUPpm9bd8j6WhjXNtdVbLoMKqmul0s1PXK4YUwu\n", - "p2XIv/koUT48dkGK2/oC1ruVXyLf19+X1NxiaR28F7BMC8Z0dkW9/JOPf5K/++aYuGqbQtbBGLco\n", - "UZ2VmxeyTKu0rlm+yaiQnT+eV88ruwblr748LDfu5Kvz8FPbvNQNTkrr8IQquVzSb74drX3NC3Kj\n", - "Z0YZ6q7yQEMdGcct/Xcls3dadp7Lkn/5wbdyJr9CZfPCCK72vM/epgXP/xPyN2fy5P/wmz1r2cVF\n", - "fROS2jWtHid72uRgy6wcyGuQf/Sr9+Trcm+mNExlM9P91u0MqTIp/UzT11lC25DooelLXhUvs6NV\n", - "Z2MYM4YZB85Ed+Cbjddn1jkdLg50ttwvs/Jp+joMs/NC09d5bMTc0ejrQarnc67jwfjZDyeavvYF\n", - "Gao4buO9hvF7wQnnxRsRG4sJM9NXl3iG9Piv+l4N91l2YCMGuJX7xA/cH6jtxfuYz2ZjL+s21sJ1\n", - "zwjWx7TZieXfCzR9CSF2BH2sZn2vFEVRVhRT0xdZrshmDZ6P0skYp/ZmWYOc6piVkx0zcrx9RjIr\n", - "I48bm19SITmFgeMAG1VUUSvna/vleNN9uXTztvzbj7+T946clYLmwOzhm3nF8kPTuNzIL5GmvtAM\n", - "VQhj5mbXNMs/+fgH+dtvjkl+dWPIOg1dA1JQUq4yYMNlDLtqGuWLm8Xyux/Pqecot/wfPz8k19Mz\n", - "1WsOtC1I84i39DL+R+YvSisbt6HVODQhXzXPyeXumbX3Ni7PysmXds820nqn5ZfHbshff31UEq/n\n", - "qMzg9J4puen5f3/LvBT0jsv2c/nyX+14X5nOeG1K17R841mGx0fa56QKRnxOmfyfd34kn7m61HyU\n", - "5cZ4v/r9IBxDWnqGqVlP09dZQtuQ6KHpS14VusPeaNRGy0bMPmJvInXQbyQOsB4mdISamb7IAA73\n", - "PvEAOnaxf+joNWJ2DjYTxqw+I7+74u30/ql0SP1P09f+oN3QfhsxYPX1AJmMiIODRYMBn/1wOlU1\n", - "qtb/w4zXWImVAfQiMRvpBzNORpth4X4UZvfrAMabjaZdw2W76xLPJf2zaj07nZ9w1/9wWLlPNPvR\n", - "QDxidtxoQ7SlFk1fc2L59wJNX0KIHUEfq1nfK0VRlBXF1PQtrW2UquaOkPktA/fkdtYduV7RLDd7\n", - "ZtQ8ZKPermyWyqb2kPW1Cksr5E5++FLKrvJqOVM3KKc8N+KXUtPl33/2o+w+fCbE9E3NcclPzZNy\n", - "vaBcGnuHA5ZpldU1yZ26dvl/fXBA/uqrI5JXFXpOUIoaJalzC4tV1m/wciivskE+vZ4vfzp+WT1v\n", - "Gbov2/Z9LzcysqV1eFyN0WtcP7tvWi53ec9JsKoGJuRAy5wyyps8+53r8o+J3Nw/Kjme/cDjs50z\n", - "8vNDF+RPxy7LO8lX1bzv2xbkcBsMds957pmWX1wokP/qV+/Jt43ess8XOqfl62bvvnzfNi9Nw5Py\n", - "Y7pL/vEbX8h72a1y2bP8eMOo5PuM5lbPcUAw8DPu5Ji2M01fZwltQ6KHpi95FRg75vD4RdmI2Ufs\n", - "TaQOaN05i3FtNeHiwBt95qYvjMF4N33DnQe7GxgvSrjj153eOpPtbU+bA6yLidgPtDHaDm1uFX09\n", - "gOmPOEAGr/Gzb9T7t7vkw8xuFTN4jvVjXQHgRT/f3mjfPPGuDVFMxnuN4O8FvY4diTYmwmW7B5d4\n", - "1j8wskOJ442eCyv3ieFiKN7Q+2hEt7FWsOkbzTXUicTy7wWavoQQO4I+VrO+V4qiKCuKqelbVFEt\n", - "te09pstu3c6Uq5WtcrvXW1L4Sves3KpskcrGtpB1tVBe+E5ugekyqKC0Qk7UjcjF9km5dD1N/peE\n", - "JHnz0CnJbQzMQr2RXShHWqbkamGlNIYZIxhlqbMauuUfv7tf/tKzndzK0HOCrOTiqnpVdhrmZ/By\n", - "KKe8Vj64nCMfnkldm/ffvvlnSe2clPqhCTnUNi95DV1yyVWtltVhXrv52L4Yl/do+6wc9i1HZq9e\n", - "hlLRhWXVkuU5nziXP9+fLPuv58gvvktWyzN7puRQ66zc6J2Vq93T8nen78h/+w+fyFeVQ9I6MiGn\n", - "26cloXlBWoYn5IDPiP7yapb883e/kV236iW5fU4ONs+slbKGwY62QIZvdl6hygLW+6JF09dZQtuQ\n", - "6KHpS14FL7O0M6Dpu3mI1KlrtixcHGA9TOgIDc50ghFE09eehDt+3emN9tWPAdbFROwH2hhthza3\n", - "ir4e7LzaqmJAG7pm0nGijWE8jrXpq7/rjD9s2QjeaN888R4uSzP4e8HO5wVZ52bHuB7HK7wly4Oz\n", - "3a803FuLfV3i2S7nZ6OfD6v3iboyDeIpHtHGNEpRG9Ft/N5t7/AG+LGLkWiuoU4kln8v0PQlhNgR\n", - "9LGa9b1SFEVZUUxN3/zictMxYKHbmdlyuaJF7vR6M02v98zIzWqUgw41D7WQ6ZuZnWu6DML7HWsc\n", - "kxvd03Lpeqr89TfH5I8HkyUnyPS9fidf/vU3p+RKUbXUd/YHLNPCeLmZzQPy37/9tfwvfz4s2WWh\n", - "YxOjfHVZXYsUllWG3U5GUbm8cS5LvricsTbvH+/+Wi633pOqwUk50jEvu09clf/nG/vWlh9pn1dZ\n", - "vfp5bu+kpHdPSW7flJztmJH9PlPWOMZueV2zFHv25aCvXPN//OInSSmqkX/7yfdr24Eyeqc925iW\n", - "vz5+S/7p7gT5rKhbKj37ccyzH995Xlvqed+f2r3j/H509qb8xacH5TfXKiWpdVZ+bJ1T5bWRVYxS\n", - "2hl3spXZm19SJqUmYx7T9HWW0DYkemj6kleB7kB7GaWdge70NBo9jANnYmbwa8wMv3BxgPUwoSM0\n", - "ONOJpq99CXf82sRA++rHAOtiIvYDbYy2MxoWMKk6J5bCqqbvvvrfGA9m0mP4QvFo+kb7/mbjfjoZ\n", - "fbzB5biDvxdQGhnrwTyzG9HGRKRsd20S6hLP+vzEc6Yr2Oi9pdX7RH2PGa/ZzuG+93QbG8eyN2J2\n", - "Dd2MxPLvBZq+hBA7gj5Ws75XiqIoK4qp6asNQrNlt7Ny5GJ5q+T3e03ftN4ZSa3pUGWVg9fVKiyr\n", - "8rwu23QZlOsqlnfTq+TffnFELl5LlV8eOCU79x+TO/X+cYLbh8flala+/G/+8o9yPr9KlWg2bkML\n", - "2bvprSPy37zxZ/kPnx+SOyamb1lto8pMdlXUhM9oziuSX59Ml/2pOWvz/sn7++VM46jnD8BJOdkx\n", - "J39MOi//zT98srb8Ws/MWgY0dKZjRr5rmVPzsOxQ25w0DE94zlXzWmY0spxP1Q9Lse98/uyj/VLZ\n", - "NSj/w9tfqJLSels430fbZ+QvD9+Qf/PxAfk8p0Fy+qZU+eek9jnJ6p2S5E6vcfzG0cvyN18fk19c\n", - "LJL9LbNyyLMc4wg3dA+otsjOL1SGd3FlncqM1u+hRdPXWULbkOih6UteNq+iVJ5ZhxfjwJlE6uC2\n", - "GgeIO6z3h+dvrHWIGju87WD6hsvuCjfW72ZBVxE47T7tmyMyNPtItfPOa62qffEYAlgXE7EfZm0X\n", - "XM40knQ8mAnZj3q9eDJ9E1cOqfevXKnzzdkYm8nk0fcaZmPdBn8v2Pm8IKsV+77RLNSPs7pVTGO8\n", - "6nDxr0s86/PzuqeN3iPClMXr9I8a9I9A8B1gxkbuE5FF69+zyFO0mfjRYnbvAzCMAdpRt2ew6Rvt\n", - "DwacRiz/XqDpSwixI+hjNet7pSiKsqKYmr7G8sMNQxPSPOLPXq3v6pdTzWNSNOB9ntE3LVcbB1VJ\n", - "aL1OsGBsorxwy8Bd0+UwIf/+QqH8ox3vy5+uFsuvfjgvv/kmSTLr/KZv6+CYXM7Mk//ib96UEzmV\n", - "Ut3aFbANrZyCIrnVMSb/lz98Ln/x2SHJKq0JWaeosk5qWrulpLpBqlpCx7RtG/b8wZddIH+bdEOS\n", - "MorW5v/zjw7KiZpBKeifkvNds7LtyyPyz3Z/KaXt3mzh/H6Mcewf1/dUx4x80zKvSjOn907LiY45\n", - "KfecN13SGeuk3cmXC52za6/5f7/1ZzXm7t98c0zyG/3HXzY4KT+0zcl/+P6y/Kcvk+SztFI1Xi8y\n", - "hM94Xo/Sz9gnrLvj+9Oy88dz8renc+Wbpjk52DqnMnxR0jnPVbJW4hkZz3is30OLpq+zhLYh0UPT\n", - "l7xswpVbfBFo+m4eInVSmnXym8WBjpf3lxJUR6gdTd9I5wHzMW1GzM5Lx7g3s1OP3YzHENjM58ru\n", - "mLWdNn1h6KK9g/Vmatva4+Cy7kbpzDgIY3xj3q9TWuRXlV6DzfijgteF+rHK013q/W/0dvvmbgw7\n", - "m5sbRd9rmLVV8PeCnc9LtPuu4zs49qHgEs/6PV73tFEjW79Oo6/9wWanZiP3idpctzK97oxgHevB\n", - "ZrNuQ92eKGtvJNJ9xGYiln8v0PQlhNgR9LGa9b1SFEVZUcxMX2T4ItMXj+sGJ+W75jk51uEtG6yl\n", - "zUs8vtPnHYs2UtYsyjfDjG3qHTZdDgPyl5eL5b/85bvydyll8scT1+WXXx2W27Xta+vAML6QmSf/\n", - "2/+8Ww7nVCnD0rgNrazcfLnSNib//Z++lH/zyfdyu7gqZB2UV0ZZZ2PGrVFNfSNyM79E/tMPl+V0\n", - "XsXa/H+190f5qaJPsj3HfLlrRv7ZO1+pMXivlHizZWuGvCWe9frH2ufk25Z5OdcxIzme18CURcZu\n", - "29B9yc53SX3XgFwprFTbU6/vHpH/7/vfqse/PnhaUopr17aFtkhsnpe/+Oas/P0PZ+TjKzme95qR\n", - "4562wPk/7XmPq91ew3nbV0fk/VPX5C+PZ8hPrbOS2LqgjrWisVXu5BVIVXOH3LqdodoLhrx+Dy2a\n", - "vs4S2oZED01f8rLR5RZfVmlnYJbdyDhwJuuVb8QyTBqzONCm77sPvKZvYsFAQIc3TN9fpJWpdeK1\n", - "nGOkzlrvGaDpq6Hp60zM2u5CndfcCP5Ma12u8Rq46wmxouNE/ygE82L5YxCdxf6bic+UuR0N2rja\n", - "DCZPuNLOIPh7wc7nRR/nRkt26/gOjn2t4BLPr5Noyinr73XjZzO7c2rtOM14FfeJOiPYLO5eFWbf\n", - "e1NLT9Rx48cqaE+z86Bf97ozk+ONWP69QNOXEGJH0Mdq1vdKURRlRa/N9MVYvDVt/rFzMdYsTFo8\n", - "Pt4+K02D45LTO6kySfU6MDZhcOIxxqu90OVZr29ECkpCDUS1jqtY8orKTMfPRVZtZk6+/PJyifyj\n", - "X74n//FUvrxz5pb86uskSa30l4xu7huVsxl58r/3rPNtVqWU1DQGbAeCMQwT80zTqPwP7+2Xf/Xh\n", - "d5JuYvpi3N+G7iFl+MIMDV6O/bxRVCX/PvGMXCn1lz9G+envSrpU1m5y3aBs+fSgfHI+TQ7czFtb\n", - "Z3/bvLT5MqORYXusbVaSPOexaGBKjX+MzGgsK6qsldtZd+SnmkFp8pwDzCto7pZ/9/kP6vH7p2/I\n", - "j+mF6jGEbX7RPC//JuGEvJt8TfacvamyiGEko8Q23uNWj3fb2K+vrmTJvzt8U052zMj3nn0qa+oQ\n", - "V2Wdyqpu6h1R7QETHpm/+j20aPo6S2gbEj00fcnL5FWUdtbo7WoYB85kvawmK3GgO4d3ze5TnaBm\n", - "YxpifvC24gmzTl5NPO/3q8bsvASbvsgCxXN0ikebJUdij1mcRxqnFLJq+uoYgeLF9P3w6WfqvZFt\n", - "HC5zcT0iXTecRKTSziD4e8HO5wX7jWkj6GviH2+0h8S+VnCJ59eNNk+tXpvNsl2N5d7NeBX3ia+i\n", - "ms16mMVvpB87acyM8s1ILP9eoOlLCLEj6GM163ulKIqyotdm+uYUuCS/xGvyQnUdvarkb9nApMoi\n", - "xbyqgYmADNZDnscNw97HBX1TcrZzTmWvImNXr2MUsnwxlizKCwcvQ9nmrHyX/OdzefJ/+4dP5F//\n", - "dEs+upghv/rmiFwr8xu7MChPpufJf/3bj2XvrXLTctLNfSOS5yqVozX98i8+/kH+xQffyi2X/9i0\n", - "kGWL/UVpZ5R4Dl5e3dIpN8oa5N8mHJPbVS1r8//DV8flq4I2udEzI4l5DfKbH87K0axi2X3i6to6\n", - "Rz3npnLQsy/DE3KgdV5SumfkO8///799P8n3OVVyxVf+uX1kQgp778tpQ2nntMpm+dtvj6vHiTdy\n", - "5LOL6WvLoC+b5+VffJYkX17JVOP2ftk0Jyld03Knd0qNHYxsYqz3z9/7Wo5kuuRfH7gsFz3v91P7\n", - "nJS09qjxjrWhD7UM3FPnQj/XounrLKFtSPTQ9I1P9rv3q46aF82W1dkU4TpGXzbhxiF9GWC7mDSb\n", - "IQ42IzR9vUQyKaLN/HICZvGhs70+zuxWbauzONEpTtPXnuhxuYO/u16W6YttaMWD6aurWfx2ZZfa\n", - "J4zVGQ2RrhtOQmfuhivDHfy9EK48brwT7nOwHsGGoJmCSzy/btZrw2CwHtY3loQ2mr445mBexX2i\n", - "bhNM+PHB68DsewwZ2jhuZGyjPY0/dtLoe6HXfT2LN2L59wJNX0KIHUEfq1nfK0VRlBW9NtM3u8AV\n", - "YPyh9G9pbaPc7p2Waz3+8WkTW+el1ZfBuq/qrpR3DKjHJQNTcrLDa1yitDIyd/VrtJBdWlxVL5VN\n", - "/nLNWsjgzSwolr9JzpR/+naC/LNvL8sXV3Jkx7dH5XKxP8u2sWdIjqXlyf/1D3vl7eslysA0bgdC\n", - "ljJKN39f2vX/Z+8/uOy6zitR9Ee8ccd7977Rb4x7X8f3utvt59i227ZkW7YsW3KSHGRZIimTokhR\n", - "jACYARJgAAgCIAASIEHkDBRyziikAgo5FDLAJAkECYIy1TJlufm9mvvUrFq1sNbea6dz9j71zTMm\n", - "UGfHlfc+31zft+QLo6bK7z76knRsHXwcRGakB38jvDHCUpv7wX1HTsiSAyflc0+8ItuODawd/Jcv\n", - "zpBRW45FoZ2HL94sT85bJau7TsjfPD+t/xisz7v14vVI+H319Eeytrccnz3xsfz7bz8qYxatkzXn\n", - "r8vyPuG34/wHsurc9YFztx+UO1+ZE/2NsNLfnTq/fx+IUNG//uhEmbZ+l3zr5Tfl5ZMfyZKzH8iO\n", - "yx/ImOMfR97Exy+/F5Xjwp2H5HMvzJUV5z6IwkzvPH01Cu2808gvhGfUmXkPUEXf9iLqRpEdKvpW\n", - "EzQo5RVPaSTDpxmh6Mo0ODMfxFBoB0MRCPeIevYJmrbx09UO+ic7vP9iZASto+gbF+Z6KAuZrrzT\n", - "8G+Kd/iuom994RMrIIaibt888M4tfRoMEX1xLq5BVkH0pQB2++Xx/enKAl+5tRMgukEERT59zwn7\n", - "uVDXcsmabnsijI+tDPFsemuHRIbhZCdzLIeXMvtLs0RfgM9nU4AuE6h/O+9xzz2Ck0nMpVGGIlr5\n", - "e0FFX4VCUUfAxuqyvSqVSmUImyb6rt+0VTZv3xWJr/gerf165GQUNnjbpQFBEl6/+668Lyff+pF8\n", - "a2Gn/Ptvj5DdJy/Id15bLBO6fxAdA/EY3qM8h4SwuPfw8SiUtL3v6IW3ZN32PfJXr66QP3x8vPzG\n", - "M2/Kix1b5Pax02TetgFvXqx/O2XFZvml+0fLHfO3R97D5nVAeik/t/1U5JX7e4+/LEs37xp0DO6H\n", - "0Mb4G2Gct3fuH7Qf3HWgWxYcuiC/OeIl2X/2Sv/2b06YLQ+uPRKVzT1vrJA3NnbK0Uvvyh89OV7+\n", - "4aUZ0nXurSjUMkgP6F29ZfjEsR/3ltdweWx2hxx9632ZcKrhNY21eLEmMq//6roBr+G1B0/KV8e8\n", - "2r8PfOnkR/KLD70oy/Yckb8YPbV/+/4r12Vk7z0gNEOM/4PHxg3yGoY38Y4LP5I16zbInkODw2JD\n", - "AIcQbm5T0be9iLpRZIeKvtUDjTT8hBjDXDC9EfAJ9abIgzJFX4YCpGdFu7eDoQq2Vx9s46erHbAd\n", - "PnxpVmQEraPo6zLyEnH72h1pjd9DuazqDNQX6g31ZwL1Ctr9mQwRfSd3Xu2/DkhvSAhg31h6MLpv\n", - "s6JjEBQxv7l+a3+6rt74ad/ecPjKrZ3A8T0uj/Zzoa7lkjV6ij0m+sgQz4+vP9d3ZnPB8Tkkqg2O\n", - "w8cEPf9B5NlGWe+JrJc0axLngSu6x/R9b0f55vrmLtEXcJXbUEMrfy+o6KtQKOoI2FhdtlelUqkM\n", - "Yami75Fzl2Xn/oNy/NI7snnH7kjk7DrZ8GjtPHg0Cm888dRNOXK14dkLLjx3QzZe/CDa9nezNstT\n", - "81bKV0a9Il8a+Yo8uLZxX6zdi7V9eQ54+q0fRWGfcU1XKGWIuet27pM/m7hYvvbcq/LlkZOikMl3\n", - "vPS6zN46IMhCoJ24fKP89vCx8te991+3aUvkqWpeC/eAR/FTm47K116aKb/3xARZsnFgXVyw+8xF\n", - "WbjjkDxz9CPZdvqqbN9765q/27Eu8JG35JcfGCPHLw8IovC8vW/VIXntzEfyN73X53q/nacvyT1T\n", - "5kdr+269dF3mnP0w8vBdcu5D6b76I5l87Jr8l7sfl7unzIuO57q/trA+dtlASGcIyJ8b/mL/PnDp\n", - "2Q/kF+57VnadvCi//+i4/u2ok8eOfhz9v/HwGfnzZ6fIpsM98mfPTI72Y81lrL28eu2GW4T3zdt3\n", - "R+3A3Kaib3sRdaPIDhV9qwcak/jJGuIZ5+F8GpObYcSmAa8MgcW+dru3g6EK1DE+PoS0A4oC9/TM\n", - "iIyg87rfvcXYje1J92ol4vpSmf2s6qAnuBlWU0Xf9gPqC/WG+jOBegXt/kyGiL5oJ7gGBSOKvtyO\n", - "++LTLPBZ/e2PHu1PD/53eS4mwVdu7QSOAXF92n4ucBJcs8X8vMg6kW5edyN0MwVBH80Qz2ZY4GaB\n", - "bT/JE5Xt2j6uVaIvkHZN4jzAffAxYYe6p9d29zsf9x3RgOvcoYZW/l5Q0VehUNQRsLG6bK9KpVIZ\n", - "wtJE31Nv/VA2bNkeefh291yUHXsPDFrbFsLtvnNvD1rDF4SIufTch9J15X356rTV8vKKLdH2e15b\n", - "JHd3NMRZrBeLMMzmeY11Y7dHoZTN0MIkvHPX7u6SL42bK3dOmi2fH/GizNy8V7798gyZsXEgNDPE\n", - "2nFL18sfPTVR/nL6WtmwbZccv/TuoGvtP3oq8lQevvaQfGPiXPmDpybJovWDwxcjfPW0ncdl3flr\n", - "UShmlIO5H4QQOvXwu/IrD4wZtP3+6Yvk0VX7ZOyJm/Knz0yNBFbum76hM9p/4Mo1mXDiRhQaGyGy\n", - "sW/nyQvyOw8/L381puGdO+nUTTl89Zq80XNTOq8MiL4jF6yWKWsGRGqszdttiOgQoH/jwTFRCO1f\n", - "/f4z/dshIC/rrRuIz8v3HJVvjHtDdp+6FHlOY/+S3rSs603LmvUbZN/Rk/3nga46U9G3vYi6UWSH\n", - "ir7VA418NChlDfFshp/jtcoO8VymwGJfu93bwVAF6hgfH9iu2ZZd7YB96LYTr0dGUNvQDWL9u6R7\n", - "tRJxfSmrENAOcNUZPZ7gtYa6VdG3/kB9od5M8RKiFOoVfdfuz2SI6EtxhO2m1aIv1/D/1v5Fcs/y\n", - "0/3pcIlYIWh2+psJioR4p4mD67lQx3Jh2O+0YYST1r42yf6AkNCtACcmxq2PyzWZ7Yg1dy1prGML\n", - "Is82ynxP5HO4GVF0cB98TNih7n3jBss3a9SgdkArfy+o6KtQKOoI2FhdtlelUqkMYWmiL8RdCJ/b\n", - "Ovf1/n1Ydh88KscuviNbdnbKySvvRWGT15+/JovODaznG5136X2ZceYj2Xv5ffnKpCUyfWNntH3Y\n", - "zA751oJGCOXte/ZHHrnmeRBmN23b1b/errkPPHjqnKzp7JY/fP5NGTFrufza/c/I/B0H5a4JM+X1\n", - "9QOhmbtOnpNRC9bJXz73mnx58nLZtGtv5LFsXmtP97FI1Px+R+8P3qkL5HeffEXmr9006Jidh47L\n", - "9L09UahqhKxGvo+ef2vQMQhHPab3B8Lvjhg7aPuwN5fJMyt2yMjjH8vnHh3Xv64xCAH4L/tCLmPd\n", - "XoRw3tHnxYt1f/9q9JRIxMX3aWduRiGZp/bev+vKgLfyl56eINuPn+//jhDOFJa3Hj0re05d7Pf+\n", - "/fKoSdF3Hgt+Z8oc+b9ue1i+P22hdF94R35n2AvRdoachrhrh9/evudAJP6b21T0bS+ibhTZoaJv\n", - "9UBRi8bNLMYaM7QzDGk+g1nR4D3LMC6p6Nv+cAk9NmzB09UOeEyc6AuhB551OM63LmQroaKvG8g3\n", - "PibiPJ6GclnVGa5nFkR81CtFWhdDRN97O073iyPm9Voh+nJdU3wQWhprsMI7E+mAKJ0FvF47gmFu\n", - "8X4UB9dzgeVSJ/Er66SVNKJvq0M8o48jjxC4feAxtviNdJPNFn3Nvltmm+J97IkOzDfr0Sf6Zm1D\n", - "7YRW/l5Q0VehUNQRsLG6bK9KpVIZwtJEX4Zy3tN9Qjbv6JT9x05F2+HxidC/O/YdjMIBbzHWmgWP\n", - "R2vRfhytUfvFsXNl4a5GaONRC9fK12Ztjv5GyGh49A467+Lbsnpbp2w+81YUStrcByIk8+q9R+Rz\n", - "I1+LwhsjDDLWrL170mx5be2O/uPgjfzU/LXyzfEz5YvjF8imvQcjwdi81u6u3rz1Xu9bC3fLw28u\n", - "k98f9arMWbdtkDi8cW+3zDx4UY699SMZf+pmb5q7B10HoY43bd8pj+++LH/y9KT+7eDjc1bKuOWb\n", - "5cUTN+VX739GTl794aD9pvct1tfl3/O2H5Q7X5kjnx8xVvb3XI3W2N15ubc8T96Uo30htHecOC9/\n", - "/NSE/nPAb0+cKfN2dEXeu//XbY/Iol0H5Y+fbBzzd2NflxX7j8v6gyf7vYMRbntj96neezTWIWZ6\n", - "4OULL238bXL1+Q9ky95DcvDk4HJU0be9iLpRZIeKvtUDQxdCiDIF4DSgYEwvYRqNyg5tiHvgUwZs\n", - "j5d2bwdDEUWJvmwrSaLvHdeejo6rojEU6cLHhaEsZLrKxRY4TOP3UC6rOsNVb0WJvrgGaHsOt0L0\n", - "ZT6f+GBKdG8IvmjH+NslYoWgmelvJvh8SPLyBVzPhTqKXxS506YZ7Qe0276LCPF8+6KBPtFs4F0X\n", - "eYx7P/XVHfNJ2ij7PZHpSvuOngZs9+Z7Eccu1BvrUUVfP1r5e0FFX4VCUUfAxuqyvSqVSmUISxN9\n", - "d+7rkkOnL0Thktdt2BSJtLsvvy8L9p+Wzdt3RSGSJ52+KUfeahwP79tZm/dFf0/u3b7u/Afy+Wdf\n", - "j7xXse2ljs3yF9PXyom3rkXr6UJ05b1AePjO27pPXjl+LQrzbO4DDxw7LSv2HZPfemKSzNyyT/7t\n", - "7cNkzYETcs+UeTJ19bb+4+DBO2z2Krn31QXy+8/NlE37j0bnmtfasbdL9pw8L/8wb5s8NW+1/NHo\n", - "6TJ9455BIY1X7dwv8442PHsnnfpIdh05GYWE5n6kd8vufTJs21n52nOv9W8HRy1YIy8s3ehcbxeE\n", - "p68Z8pmcsnaHPDxjqfzN89OicoOovvHidRl7ciCE9uQ1OyJPYvO8Ob3l9rcvTJO/eHaqfHXMq1FZ\n", - "05v4gdcXy7T1u2X4zGXyi997Otr2Ww8/J0eMkNe//cgL8sqq7XLvm6tlfu89uZ185tiPZWVv2cPz\n", - "29yuom97EXWjyA4VfasHGGfwAWzxNhQusZjGw7JCPNNwF2KQzQJbBGj3djAU4TJu2ghpBzRyfnPr\n", - "usgISqMoDcP4u86iL70g4zyj2hEcY3zrOqro2z5w1RvCz6JeR2680N+nbSaJvljfG9dA/wfwN4h9\n", - "9LB94ONno3s3Y1zgJK/HD22L7o02zDQidG0WtKvIwzDYIX057rlQp3JBevFJC7Ndh9C3HmyzkOTB\n", - "7SqHqzd+GqUZIdGZXxtlvyfyHd1+JhUJ13uRawKMb7JI1smj7YRW/l5Q0VehUNQRsLG6bK9KpVIZ\n", - "wtJE3+2djRDMJ6/+QFasWh2FNl597n0Z3X1NVq1ZJ509V+TV0x9Fx45ZvF5GL1onf/bMZNl0uEfm\n", - "nL0hC3v5m0+8ItuON7xDp67dGYVbPnL1muw5dDQSjc37HT57WeZvOxAJrAibjPVozf17j5yQjgOn\n", - "5FeHjZO1vf//P//+Adl8pEe+9+p8mdy3bjC45/BxuW9Ghzw2u0N+55lpsqm7sX6vea1tu/fJtlNX\n", - "5VuzNkZp/9MXZsikzV2yY+/AWsLLt+yS5acaIY7f7PlItp28FK1rzP3wet2y75A8vPGYfOvlN/u3\n", - "g88t2SDPLFwbpe8royYP2gdiTV+GvTb5fO95EIy/99pCeWPTHll2/kPpOHc9WtuXx3xtzKsyd/tA\n", - "OshJK7dEovHjs1fIw28siTx8sZ1puXfqfPnP33nCKUR/4fHx8oVHX5Lfe3KizOrNq7kP6wCPOv6x\n", - "LNt/KqoDc5+Kvu1F1I0iO1T0rRZo3KEByQzTHBo+zndO2SGeXYapImGLAO3cDoYqQsRMGlnZjuOM\n", - "+xB9YRA2DaIgvtdZ9C27r1UVvnxzbUOIZahbFX3rD1e9oT5Rr6hfCh02k0RfWxjB36C5794b2bwr\n", - "0wITsHAfTJRiOuB1ibTwexZw/KviuJYVZrSSkHch13PBFyK4qjDf5dLAFEPNth9Hn5dos8DnumuC\n", - "o2+yjyl8UvjFNhPNeE/kmrlIZxlwvRdBnEd+IdazDn2irz4DW/t7QUVfhUJRR8DG6rK9KpVKZQhL\n", - "E3237toTre2Kv49deCsSYVec/1CePXZTDpy9KmvPvS+Lz30ou0+elz95uhFKeNWB4/Kt8W9G68JO\n", - "P31DfvnhsZHIiH3wzv3iy4vk4NVrUXjofZaA2H3mgszb3iXjT96UTdt3yYnLA56oIITbZQdOyy98\n", - "f4x0917z//bX98qukxfl/mmLZOLygfV4dx08IndNXybPL94g//3xSbLxyNkoNLN5LYSPXnvmB3L7\n", - "m6sbHshjZ8nzG7sHeRgv2bBNNl1srLW76NwNWXf2B9E6xty/78hJ2XzwhDy0+qDcPWVe/3YQ13xi\n", - "7soo3PI3xr0xaB84YeVWeWru6v7v90ydH4VjfnRWR7RvzKJ18sLSDbK6txzn9nwgr51piL6PzVwR\n", - "7eN5Lk5avV3+ftzrcsfEWdH3GZv2Rl7P8B7+le+PkqW7D8tfjWl4AZN/8tRE+YXvPilf6P3/9TOD\n", - "Rd+DV9+XcSc+knld56J1ns19Kvq2F1E3iuxQ0bdacBm+0s7S9xnPyg7xHGe0KwK24aud28FQRYhx\n", - "0hb+XO3AFH3pCaOib/3hy7dZr6CKvvWHq96KEH3ZNuZ1vxdd02w7zRZ9+Wxf8pMN0X0ZZhrE+IRt\n", - "togVAo5/ZUX1aAVC1n014Xou1G0syDrOh4RBtzm582p0TtaQ4nlhCtx4VzXhe7c08+nrL814T0Sb\n", - "RPrKmlAZOhaq6OtHK38vqOirUCjqCNhYXbZXpVKpDGFpoi9COB+/+M6gbQj9O+HkR7L70vsy5+yH\n", - "svXSdZm+oTPyXMV+CMNYH3bbpQ9kfO9x//l7z/afu7izW/7ghTmy/8r1yMsX3r7cByJ89Nwd3fLi\n", - "yY/7BWesoYvw0tjfefCIzN93Wv5/94+Jvv/WQ8/JntOX5IFpi+WlpRv6r7Nt3yG5bcqiyOv11x4Z\n", - "K4uOXY28lrkf3Lh1hyw9c01un7a897id8rWX58qoDYdl+579Ub4379gl87YdiPKJ49f0rXW7bfde\n", - "OdEXFhkC6IbDPXL/sj3y0BtLBl3/ldU7ZPisDpm5eW8k6Jr7QKxF/A8vzej/ftv4mfIrveWGY3FO\n", - "x96j8vdj35CNF3rL9/QNebOnt9xXbpW7Xpkz6DouLtp1SL74xPj++yIE9l8//5r8j0eel794doo8\n", - "v2T9Ldf57Yefk38YN703Dc/KlD7vbRJrCk/rTcO0I+9G6zmb+1T0bS+ibhTZoaJvteAyzqQVU2lI\n", - "donEDKFXhjG4bMOSbQBt53YwVBHShkLaAUUPn+gLbzqEiK2q6MsJGr5Q6VnFgLqDnpH2WMh6pfFb\n", - "Rd/6g33Y7Jsv77oS1SsEKta1zSTR9/F156JrIFQ0cOeSk9F3jAnNFH1NkWv91UZ7Nb32GG5396Ub\n", - "fWeEo93aPMdDfGxB0AfXc6Fu5cLxLu04jzZjt6ckvnngnegcRE1oFSjs2/VDUdXeznDv6NN4nuNv\n", - "21O5Ge+JIWsS54Gr3WLSCvKLkPSsQ4xh2AaaKDvKTx3Qyt8LKvoqFIo6AjZWl+1VqVQqQ1ia6Auv\n", - "15NXfjBo2+s9H8nMMzdk/YUPZMLJm3L06rXIixTepDzmb1+cLgv2HJcnDvxIfuXhgTDCa7pOyO8+\n", - "+7p0XrkereeLdX25D+w6eVbm7T4iY07cjMIod/dclC07O2XLjt3RfnjrTu88Jb85fNyg8x6YsVym\n", - "LlnT/33Lni75u4nzZf72g/JrDzwr449cizx7uR/C9PrNW2Rmzw25fUojjPLfv7JAHl/TFYWyhtgM\n", - "vnLiunT35g/nbLt4XV499ZHM3rJPunquRNuQxrXHLsn3Fm6LvHp5ffC19buitXQh1MJ719wH2iGW\n", - "//zZKfLfHxgdrQ0M72Bs+71Hx8qq42/JpJM3orV9vzxykmw9erb/HB+3Hz8vv3LfKHnw9YYQjXv9\n", - "5oOj5Q8fHx/V1Xcmz41CX5vnPDJjqSzfe0Q+33vP8V0Nz2xyfW/e4ek89vhHsm7T1kH7VPRtL6Ju\n", - "FNmhom+1QEO3KcqaxuGksIZJx5Zp/KFhrqzQiSFin6LeoNE3rg2FtAP2I1P0nbCzIRiBEHcgDN7x\n", - "znPRcVXziEsSdcv22q8qXMZvgPVK4zfXZoVhPKksFdUE+7ApvMKDjf2XdW0zSfS1PQLNa1L0ve/9\n", - "F6N7uyZOFQU+izGBgQKO6bVnTlxIC18/qSuYnzTvLa7nQt3Ggqz1GOIR7yLOAVsF1g/WuTbhGgsA\n", - "M5++/tKs98SkNYnzIM1Y6KrDurX7MtDK3wsq+ioUijoCNlaX7VWpVCpDWJrou94S+ECsLbvi3HWZ\n", - "3fOhTOsLOQzxkiGcwafnr5axyzbJA7uuyu880Qj7DEKw/I0nJsvOy9cjr96d+wfWzwUPHD8jc3Yf\n", - "l7Enb0beuhCBt+7c058OrLf78o6T8oUnJw467+FZK+S1xav61wDesGuf/OXYWZG37G89/JzMOf6e\n", - "dGwcCNuMsNGbtu2Qyb15uW3inGh93G9NXSzDVu4bOOatazKuNx34+67Jc+TBGUtk0dkPZM72g7Lz\n", - "VMPzeMuOTll56l357pz1MmbJ+v5zwTc374sEVqzPi3V6zX3kHzz+UuSpjL8hTt8+YZb89iMvROsA\n", - "Y9vwWctlzIrtUWjlF7ced4aJ9vH/fdsweXzOgBD9i/c+LX8/9vVobd8vj5ok4401kE3+7QvT5JEt\n", - "Z+TYW+/LsnMfyIwzH8ry8x/KqvMfyGunb8q67Z1RqG8er6JvexF1o8gOFX2rBRi7YJyx1waj926S\n", - "oJrkFWyKRUkCclr4DHNFwTZctXM7GKoIaUPmxAbA1Q64H8ZPir40CtNQiu+3nXg9Oq5q4kiIkZZ5\n", - "HEpwiSDXP/k0qlN4bNLwTfEOhnE1eNcTrrGgCNGXY8BPPv35LdfEmtD4+56eGdG9yxwX+KzHhBNX\n", - "vhhuF97NaUFBOTQUcpWB8T7Lmqmu50LdxgKfh2sSXJMIQuhbF7eZQHQL9gsC3/Gx31lN0dcXnrpZ\n", - "74l89x732bi+LcXBNRY+vr4RsQAe2mYdYhtoQp+Brf29oKKvQqGoI2BjddlelUqlMoSliL7w8IWn\n", - "75GrP5LOiw1v15NvXZOXTn4suy9fj9bdXXr+w0ig/PrY6f3ngQt2HpI7JsySR7b2yBdHT+vfvvfM\n", - "ZfnlYS9FIaEP91ySbVbI5X1HT8rMPScjYXnrwWOy/9ipyEN347adcvzSO7K9c5+M2nRU/uzZwevR\n", - "PjV/jYxbuLpfjFy3fY986bnXZd2hU/KFJ8bL0mOXZNGmnf1ey0fPvxVd95Xe+9z1ylxZvLtb/nH6\n", - "Unlg2YA3MNaxffX0Tdl4+Iz83oixUahlbIcn8paj56K/N2zZJkvOXJO7Z66WSau29Z8Lzt16QO57\n", - "bYE8PGNpFGba3Edizd2FvWW17dhZ+dORk2TM4vXyH//x0X4BfcW+o/IP42fJmOM35buz1sq4ZRtv\n", - "uYaP//W7T8iw3nvz+6/f/6zcPWWuTFu/W37t/mdk9rbBZU9CqL5/ZZfsvfy+zDnzgTx34uPIy3jL\n", - "xQ9kXs8NWbOnWw6ebOQfVNG3vYi6UWSHir7VQsO0dauQQ4MSvAniEBfamSjLI8FlmCoSFKzpBdLO\n", - "7WCoIrQN4Rh8AFc74H4ahGEMVdG3/nCJvlzX8b6OU/2GbxV96w/XWMD+y3p2MU70ZfhTTBAgbMEV\n", - "f5c9LjAcLMO3M19IH9PKNgxxJy3aqc1TwE6bF9dzgeVue5JWFa4+EALXJIIQ5gkpXhRY3/TqtvuK\n", - "CYZ7RxQPc8w30az3RHNyQmgI8lDwnd2c9IC8gnYdYl1wbL9646d9R9767jwU0crfCyr6KhSKOgI2\n", - "VpftValUKkNYiuiLtXyxtm3HuQ9k9ImPo20HrlyTV09/JEfeel9GHv84Cnn8lVGvyJajDc9UsvvC\n", - "O/I7w16IBE0Im9x+5NK78l/vf1429Z6H8Mn2+rD7jvT+wOjYIQ+u6pKN3adkT/dxWb95axTWGeGg\n", - "t/QeP2L9kVs8Xp9bskGenrda9p1ohD5es3WXfP7pqbLt2Dn5s2cmy8KDPbJg675+URiC84bd+2T6\n", - "mY8isRWi6z0zOuTexQPi7I5L12XW2Y/ku1PmyZJdh+Q3H2qsIzx/7wlZ331aTlx+LxLFF5y7EYWG\n", - "nrllwEsY3N9zVT4/ovcH5itzZN72wR7N5Mj5a+TFpZsiT2OssTt/e5f871+/v39/98W35bcefl5G\n", - "HvtYvjl1sUzf2Dno/DgiVPR90xb0f4cIP2HFFunYd0z+7R3DZU3XyUHHk0jT3XO3yNbeOnqj5yOZ\n", - "eOqmTD71kTw+f728eeC8rOhq1AuPV9G3vYi6UWSHir7VAQ21LmHX9G70GZRo2MHH9ogwYYaVLBK8\n", - "d5kw79Gu7WAog8bNJCN3Ujvgfhg/VfRtH3BSi+kFpqJveyKN0GEyTvR1CUOtEH0Zxh6enBBncE+I\n", - "NXZ6sR1Mi3Zq86ZHdBr43g9wLXzqgNDnoY2soi+fkVlCihcF+z02LnqNmU/ferbNfE80+3WRYHkQ\n", - "iFKAfN6+6Nax0A5fT9jXGGpo5e8FFX0VCkUdARury/aqVCqVISxF9G2Isntkbs8H8nyf6Lvj8gcy\n", - "q+ej6O/ZPTfkkRnLZM5Wt8co1qgdvWid3Ddt0aDt//m+Z2XV2Wty7OLbsnnHrkH7ICbeNmGW/PdH\n", - "J8jaw2ejcM6btu2MBF94Ba/bukMeWXVA/nHSnEHnjevYJMNmr5StXQ0xctWm7fLrIyZI5+lL8ndj\n", - "X5fZncdl7o5D0n2mEZb54KlzsqrzkMw//b786v3PRtu+P3OVfGfBQAjodRc+kMXnPozCQ0Os/sqo\n", - "yZFX86L9p2X1/hP9ojWE4a+MmSarDgwIoSS8g7GO7uqu3h8M1j6QIaBfWLoxCgN9oOeKfGfy4Lwh\n", - "3POIg9fkz1+cIcv2HBm0L44vLt3Qe/09t2xHOOn/7W++J/v71iW2OXnNDvnmtOWy6vyHkeCLkNZj\n", - "jn8s//4fH5UH5q6XhUevRussI/84XkXf9iLqRpEdKvpWBzRu+dato+DhC/EcKuaGisNpwWuWCfMe\n", - "7doOhjLM+o0DPWrQfl3tgNeB8ZOiL72YQHgGVVn0RXqQrjjjcVYvsDrDlWcVfdsTqDN8CAodIOvZ\n", - "xTjRl2s9T983ICTb65/i7zLHBYxZpkdg9zsfR/fE+GSnF6IO9iGEeRrQO9I1gaxO4DuRy8szCb73\n", - "A1wPnzoga1rvWtLw9jQ9x0PoC5HcbJjvunEhrl0TNkATzXxP5LOmaI/aRisYaAd85nHpCpMq+rrR\n", - "yt8LKvoqFIo6AjZWl+1VqVQqQ1iK6AtvWIRTnnL6I3nx5E05+daP+oVQHvPFJyfIrpMNIdXm8Fkd\n", - "cvvLs+Sx2SsGbf+Vh8fKguPv9HnKDg573HnoqHxjwmz5lUfGyYojF2XLzj2ybfc+OXX1h7JzX5ds\n", - "3HdI7l++V7732sJB501ctU3ueaND1u05GK3ru2LjFvnFh16Ug+fejjxc39h2SN7cdVwOnDgTHb/v\n", - "6ClZtB9rt5yPxFxse2TuWrljziaZeOoj2XbxfVl2/kOZf/RKtO4u9t8/fZFM39Apy7rPSUfnkf41\n", - "iaf1ls/nHhsvu0811uY1iXT9pzsflZ0nL9yyD4SH9O888kLkjfzGplsFWhDp+/6Oy/J7T02K1kR2\n", - "HZOGKJ+XOjbLyd4yde1ftOuQ/NW4mTL37Ify8qmbsv3iNXny2MfyH749Qr41eYHMPP2B7DpwKBLs\n", - "ESZbRd/2IupGkR0q+lYHFHp8hmYaQH2GXHqFhIRtTnNsCGjsKtvIjHvgA7RrOxjKMOs3Dqb452oH\n", - "vA6MnxRzaAzlNhiKqy76xqVLRd8GEIoUdTpi9YABXEXf+gN1hg8RJ3SYjBN9R268EF3D9GR0ib7f\n", - "2rUiunfSBKos4HOc7dG+v0mfgBMCu/zqiDzvKb73A16zDuNm1jpEmwHt9pRErA+L8x7obXetBLy6\n", - "kW+Ip3HPOYrbWIsb6XetSdzs90TXmsR5wEma5sSHuIkivhDdTBeuNxTRyt8LKvoqFIo6AjZWl+1V\n", - "qVQqQ1iK6AtRc+veLpl0+qZM7mX31fdl+fkPZMGRK7Ji77HIi/YLj48fdL5JeLFiLdwxS9YP2v4/\n", - "Hp8o0w9eioTcDZu3Dtq3Y3+3/P2EufKL94+Rxcfeko1btsvcnUdk2ukb0f7tl6/LfUt2yrCZywed\n", - "N3XtTrn91SWycltnJCYv37xD/st9o+X4lR/IE3NWyNiOLTJ9z5kofHR0n958zey+IpM37ZfvTJkb\n", - "bXtswQb5xsz1Mur4x7L24gcyp+eGvLbzqPzDS41Q0pNWb5fhs5bLyiOXZPmuQ9F6w52Hjsn0Mzfk\n", - "l+4bFYmpTA+JtXn/3R3D5eild2/ZR765eW+sCHvbyzNlzs6Dkccxwj27jimSEKL/cOQrMvnUDXn9\n", - "zEdy6u1rsun4efnc8Bflc4+Ol2m923Dc3u7jveV5UkXfNiPqRpEdKvpWByEijm/NsLTeuzQ8F2XU\n", - "bpawQoMtPJnatR0MZTRacD7Rl23xgY+fjYyf8OqFMVRF3/rDJdhQNBu1YcAATvGC66HiHHwU9YFd\n", - "Z0WIvi4R1RZdEWb5m1vXRfcu43lmC5n0VoSXpZ1eitQbe65Hx6aBXX51A8dxvPNkge/9oC7jJvOf\n", - "tg3CKxxtxhUuPIQ4F2w1KFKaUT1sMK1Mu6t/N/s9sejlU1ztIG6iCLZhH44xMRTfF0y08veCir4K\n", - "haKOgI3VZXtVKpXKEJYi+h48eVbW7D0sc882xL89V96PhNCx6/bKv/nGgzJ9w+4oNLF5vkmIwv/h\n", - "H0dEYqm5/UvPvirDtp6VhT0fyobN2yLxl/u27j0ofzt+lvx/v/uUzD35A1m3YZPM7jwp40/ejPav\n", - "v/iB3Ltgizw9f3X/OeDrG/fI301ZLMs2bJWjF96SJZt3yy/cNzraN2vrPrlr8jyZsv+C7DrQyDPW\n", - "4n3p6PsyZvH6KKwytj29ZJN87fV1MuHkR9E6va+duSkvrtoZhbDGfoRvhkC89uRVWbx9v3QePCq7\n", - "j56WMQfe6fcGLoMPvr5EJq7aIv/jkeed+4smBOpff3CMPH/iZlQO2IZ1gL8+9nX5wpMT5Jn9jXWR\n", - "ESob4rmKvu1F1I0iO1T0rQ64dl3cTHyuGWaHeKahyRca2gYMaDgenxCROAlp758VpuGqXdvBUEWa\n", - "kKRx7YBG0ntvjIqMnwz9eG9HwwuIxlJs/9b+RujIstttWoSIvgyBWZRHUR2A/OJjwiX6gqxrwHWe\n", - "otqw6yzOu81knOjrCpdsCygQjsoSfTk5yxQybW9FkxRw5nW/13d0OOLEsjpg3GfjovRnnZDjez+o\n", - "y7jpEvtCEDo5wkeXcNoKMKwzPr7w3kgnyLS7Jkk0+z3RfLcuwqvW1Q4wHiCfCFdv1h2ooq8brfy9\n", - "oKKvQqGoI2BjddlelUqlMoSliL4Hjp2WZXuPybrz70fC77ZL1+W10zflsfnr5E+enihfGTXpFkHX\n", - "5r+7fbiM79g8aBs8Z+fuPiJjT96UDVt3yInLA16wmzq75GsvzZT/cu9ImXz4XVm9dp3MOXA2EiCP\n", - "vfUjWXnhQ/nu7HXRGrjmNSHs/t3E+bJk217pOnFW5m3qlF9/5MVo3/6zV+T3Hxsnkw++JVs7D0Rr\n", - "0W7Y0Smv9uYFYaIZVnlMx3b5yqurZW7PhzLtzM1IaH50zgoZv2JL/33umDhbJm8+IIu27InCTa87\n", - "dlFe3HlG/vr51/qPKZpYF/mRN5fKl0e+4txfBj8/YqyM2PdD6Th3PfqOMkJZYX3mby/rirx/T179\n", - "gWzYsl1F3zYj6kaRHSr6VgOmoSgODHtnC2P0HkpjyKTxs4gQzyEiVRGIE/sU9UYaIzcnP6Dt2u2A\n", - "17FFX/xNUvQt06MvD2jwtid3mGhWn6sSkF98TKjo237gBBBT7LHFWR/jRF+zTRAMD04xuUzRl/2a\n", - "k0zolQkx2k4riDEK+7OssRoq8uDdY81na/q+VQOmOJ5VtPa9H9Rl3MyaztDJET4+vu5cdL4dHrjZ\n", - "MKPXuPrh1Rs/jdJpejS7BM9WvCfy3Tru+R0KTqg01/e31zI2yXXL7YkifGcqIk11RCt/L6joq1Ao\n", - "6gjYWF22V6VSqQxhKaIvQiEv2Hdanl+7X37p4bHRer4QQu+eMk/GLd8o/69/eFA2Hm6skevjwp2H\n", - "ZPuxc4O23fXKHJm7/UAkIK/b3inHjZDFG3bvlz8dM01+d8Q4GdV5SVatWStvHLggr526ITsufSCL\n", - "zt2Qu99cKa+t3znomvN3HJS/e3m2zN91OFoXeMbGPVEoYu7/0tMTZMyOHtm4Y7d0neiRNXuPyryz\n", - "N+Srz70q6w6dio4Zt3qH/NHklbL10vVIZJ546ma0HvCC3jzwOlhT94sjJ8mijTtk6649Mv/4u/LS\n", - "hoP9IaLL4JS1O+Qb416Xf3hphnN/Gfzac6/JfZvPyarzDdEXIjs8ol9ZtU3+esZ66b56Ldq+ddde\n", - "FX3bjKgbRXao6FsNpBG86MFDLwKX91AIigzx3CyDEg3ZELfbsR0MZaTpA6ZB3G4HIaIvDOJVFn3Z\n", - "zinYQBzqufbJIA/FrKJAnYH84mNi+r6GMDZm07lBxm/WNeA6T1FduMaCvKKvT0C1PSPLFH357Iao\n", - "DVCg83llwvsX+7OssWqPIS4gHSERRpoNvk9QHM8C3/tBXcZNThBIm87QfuIjhdMs3uVFg23YVQYu\n", - "j2aESMe2l3dd6TuqNb8XODkTfSsvXO0VyxYgny7R1zfOua4zlNDK3wsq+ioUijoCNlaX7VWpVCpD\n", - "WIrou+fQUZmzv0ceX7xJ/s23hsuis9dl0qmb8pejp0Zi77FL7znXsU3i/dMXyfQNnTLn7A1ZvfOA\n", - "HO653L9v3e4D8gdPT47E2O+vPy5rN2yWqQevytKzH8ry8x/KrDM35GvjZsrizu5B11zTdVz+fMyr\n", - "MmPvGdm+Z79MXb9H/vjpAc/YB15fLPcu6ZQ1W7bJ5h27ZdnRy7L6wgfymw89J0f61tuduK5TPjdh\n", - "ebR28cRTH8nkXv7JyImy7fhg0fqPR02WWas2RSGiJxx7P1ov+LHZHYOOKZKLdh2SLzz+knx/+kLn\n", - "/jIIYX/G5r2ysfuMrD1wIgpxPWXtTpmxaa/86YRFsvdy4zhd07f9iLpRZIeKvtUAZ/OHGDltgTXN\n", - "uSZM7+Ks3jREiIG5CJiGq3ZsB0MZnIQQ0o7j2kGI6AtDMdZ9rYvoCyM20m16MJllMBTAyS12qE96\n", - "Pb2yY7DIwboGcB4+inrAJfpS3Oca3T76RF+ch/NNQQhwib74XnSb4fhmRukIEeiwH0yLpEge8O5l\n", - "HvExPQlbCbyL2BPbssD3fkBBrojJbmUi6ztVXtHXJxq2AnH17xJ9XWlv1Xsi1yTO+07MSRlmFB/k\n", - "ETTrLa4MgKH2vmCjlb8XVPRVKBR1BGysLturUqlUhrAU0Xd3V7fM6Logj8xZLf/nHSPkteM/kjfO\n", - "fCS/8eDoSPA1z0vDx2avkAkrt0UibsfeY3Lg+IC38MqNW+UXHnxR7p26QL69bJ8ce+uavHTypuy7\n", - "/KMoHPPU0x/JF566VYjtvvCO/NbDz8vkriuyafsueWntnkg45v43sObv9NWy88xbcrjnkszsuSEd\n", - "xy7JHz4+4A08dcMe+eOXG8Lqq6c/lMknP5Bf/f4z/fvJvxn3hkxfsV5WbdwSrXH85LxVMq5j0y3H\n", - "uXjyrd4y3LTPuc/HTYd75Je+N/KWdYzLJPN09+S58mv3PyO3T5gZic/L9hyRLzw/U7ZdbHgAgyr6\n", - "thdRN0MSNw7JhLu+KBOO930HfrRDRt/1dfn6178ud43eIZQHPul5Qx7s3YbtD77RI+ZKXSr6VgNp\n", - "vDpotKTxOEtoZ6KoEM9MQ14DVxJMw1U7toOhjDRGybh2wH13nnojMn4uPvJeJPDSUArSUFwX0ZfC\n", - "pin6FumpXwe4hEBARd/2g6uuWc+cxOGjT/SlB6PZhwBbPGJ426LbjOtZyzzBQ9FOL3nP8sZa5Ehn\n", - "GvjGU4iqXC8XH6arCK/EIsBxLe+Y7Hs/8I0jVUOjdtJPyAtpU3GkdznWmq4yGJYd/ZVpx7PeTnur\n", - "3hPZ//J4q7OtmhOdfvLpz6M8gma9kT7Rd6i9L9ho5e8FFX0VCkUdARury/aqVCqVISxU9CVOnTol\n", - "c46/KyNmd8j/GP6ijD34rizpuSZfe25q3xHZ8Obm3TJ76x458/HPZdO5H0T3AW7cuCE7Dx2T/3r/\n", - "GHlz0265a9EOef+f/1WmXfif0f4PP/1XWfn2T+Vzw1+Qn//rv0bbTPz5M6/IzGPvyOZtO+SVDfvk\n", - "vtfm9+0ROdBzUf5i4kK5+snPo+8zLv5P6ezd9vAbi6PvQOepc/L47OXR32c//plsvvADGTZjYD/x\n", - "+NwV8mrHRtm0e59s/dHPZNSCVbLtWFiosH/66T/LgzOWy6f/8i99W5LxT//zp/L/ufNRWb7nUN+W\n", - "8tGxt1smrtwsD0xfKH/4+Evy1TFT5MqPrkf8w9HT5fTNRjkCKvq2F1E3Qw4/OyRvjN4khzruNUTf\n", - "n8ne0SNkU98yXJ/sHS1P7YCR8G3puHeq9DQ2y9uL7pWp/NILFX2rAVvkSQI9YWgUShvamSjKEIRr\n", - "4FM2TEN2O7aDoQyfSOECJz6g39jtgNe57cTr/YZRGkLJuoq+8HYk6iJeFAVfflk2tuiLdVKxHUZy\n", - "uzwV1YarrlnPWUVfevAipLIJrg16b8fp6DiKw7g/PkWAXur4mCIexCncC0KbnV7Sl+4kuMZTlCvf\n", - "HfA/+wO9ErNMHCsanEBmiuNZ4Hs/YNsyPa6rBl9UgxCE9pM44nwQY2dV4fNoZtqJVr0n+vp8GjCq\n", - "j9mHXR7ONu0yAFxj6lBCK38vqOirUCjqCNhYXbZXpVKpDGEpnr7bO/fLpIPvyF+OmSp/MmqK3LPu\n", - "uLy49Yjc9vLMQeek5Usdm+WJuStl96X3ZcbpD2XD5m3R9s5Dx6Rj3zH5hQdfiNax/erU5bLp4vvy\n", - "yqmb/ed2nr4kXzC8c01+Y9wbMnrrSVm6er2MXbVT7pg4u3/fmq6T8vlnpsuWix9E69FOOn0z8jaG\n", - "1zGPwfrDd0ycJf/9wWdl1uZ9MnPzXrln6vz+/eSjveeMX7hGlm3rlFXnP5S/G/u6rNh//JbjXOw8\n", - "dUkeerNDDp4fWMc4hP/mHx6IvJVd+8og1kj+dm/5fW74izLszWXyH/5xRBQGu+vcW/Irj7woKy98\n", - "KC8d/0jWX7imom+bEXUzVPGjtaboe1wm3NvR793bu1Puxc4bvf+PNSZgHJ8g964d8HRBf3ARP5CV\n", - "zeP3/tf3IoPMpZuXnPttTvt0WnT8sH8dFv2P767jkvjeR+9F5+ODv13HhJDXcO0rkps/2RzdJ2t+\n", - "ldXl7H+eHdXt6p80BH1y5IazkQGz4/Bb/dsO/fhQdOxz//LcoGPBJT9dEu2j6AsRCIIgDaHgfR2n\n", - "ou0UfV3XaSU5HrBPsgzwP4+JK4N2pC+/3++tS5TNa7svRXVKoo6xvevCD6NzcC6uYZ6rrCbZh/E/\n", - "t925uNF3Z+wdXM+hvHNJ4/wTvb+pzHuB2A7iuFF9fQ33x8c+NguZH/O59d61D6L73LawcV8fmZ4F\n", - "vX+b10yi/ayc889zou/4oD+Yz3uMudg+4WcT+re1gnj/QTow/uV5H0kiy8G1rwrs/KfOKH1Z6iNv\n", - "PwHNsdN1jyoQ/QFpRP8w0/7dpY2JFK5+3mzyuYO+6NofR/Pd3PxdsLOn4c3MdxgXsR80rzfU3hda\n", - "RdfvaVChUCjqBthYXbZXpVKpDGEpou+mnXtk0uH35HeGvSDffXWh/N3CvfLk0m3y6Kx869duP35e\n", - "vvT0BDkM8fXUzUhcRsjlLb33W9DVI78+4uUolPCXxs6W5Wevy5NbT8umw40Q0BCFvz729UHX23ni\n", - "ouzruSKPvLlMRq7cKQvWbpYXl26SB19fMnDMyQvyG49NlPUXP4hCE8/u+SgSMyev2dF/DEIX/+0L\n", - "r8m/+/ZwGbNkvYycvya6DveTzy/ZIC8tWCELtu6TLb3X+tsXpsn2Y+dkQ/cZeejN5bccb3Lz0bPy\n", - "2NzVsufMwDrGIfy1+5+VxTsHr2M8fuV2eWllQzAvmliz+Y+felm+8MR4WbX/mPzivU/37/tv3x8t\n", - "005ckzd7y3DxuRuD2gzJ9hhHFX2rSdTNUMWtou/aAdFXDsno0XvlZxR/ibc75KlFA95idfwxih/W\n", - "7QR4AdC4Ewp6OvKTx0OH4R25RnBaNNODwLxXu7WDoQ6fNyY9l8ywrHHtIM7Tl9fidvyPY/GpEuw0\n", - "Mc1IPzHUPHdcnosAywbGbtPbiR6S8IzytS1FNeGqa9azWccu2u2A5PkumNemp+93/7Ux8SKrl54J\n", - "rstptr8Qjz2QaxGbXv4h4PgAj1Z6z+Jj9x/AfAcpIr9ZwWUu8oTEJeLeD5jXqsI31oXAbMtZyRDn\n", - "G3uu9121evCt8W2O+0Ar3xMZSSeLV7kvzHnIms3YD5pgH88aFajuaGU7UNFXoVDUEbCxumyvSqVS\n", - "GcJCRd9N23ZEXLdtl7x08B353WEvynNLNsiXXt8Ure87de2AUJqVw2d1yCurd0Tr9R44dV7Wbtwi\n", - "2zr3y7T95+R3n5oSrWP7u09PkflnP5TPj35D/uDRcdF50zd2yv3TFw261ujFG3u375XxK7bI8Nkr\n", - "5NVt3TJi9koZu3xAsD188R35xQeel9XnP4y8VEF4Bi/fc7T/mJX7j0dr/P7R4y/Lna/Mibx+4f3L\n", - "/eTUtTvl4TeWyut7zsiqww0BG9vXd5+Rpxeui4Rd+xxyVddJGblwvWw7ccG5Pw0nrdkpT8xb69xH\n", - "7jp5QRbuGiwWh7D74tvyC/c8NchbmvydR8fLU70/DiGg47uKvu1F1M1QxWDRt0emPujw9P1kh4xI\n", - "8PStG9pN7Msq3phhGvMgj2EKaKb4ZN6r3drBUIdPmKNQa4oeb3/2dnQs2qzdDmgwN0Vfcz1PGkRp\n", - "HMWx+FQJdpqY5gdWDl6awz6uneETQlg2Kvq2D1x1zXo269hFl+jLNb0fW3eu72qDYV6bY8WwT0YX\n", - "0mY4QcsO1cuxaOTGC7ek16Rvjc4k8FnJD+6PcdOHvJO/igDfaeLSGYq49wOGsy7iPmWA41XayXzX\n", - "P/k0aisIbe9qS6FkH5jX/V7flasHvhfYYazRn7CdgnWr3xOztmlO1LDDnKNOkL840ZfrgCN0vQlc\n", - "D5+hiFa2AxV9FQpFHQEbq8v2qlQqlSEsVPQ9cfndiLsv/lCe2XlWvvrcq5HY+rXJi+VLT0+SbcfO\n", - "3XJeCPefvdr/96Hzb8nXeq877cxN2X/lenS/U1d/KC/vOi1fHDO9d//b8ssPvSBvnLkhfzJ2jvyX\n", - "u5+Uo5felTGL18voResGXffZxRtk2qY9/SGJnzt+U/58/FyZt/3goOP+2/3PyaLT12ROzw3Zdum6\n", - "/P5j43rTdKV//7qDp+RXv/+MDJuxTP6gdx+41+GRi+t+8aX58vyJmzJmyQYZuWBNtH3lgZMydd1u\n", - "mbbBH4Z5UecReX7ZZtnQ3ePcn4Zjlm6SV9d3ypaj/vqYv+NQ5Fns2pfE//SPj8pjswbCX5NffvZV\n", - "+c6mc3Lk6rXou4q+7UXUzVDFYNH31jV9R0RfdE3fqgNGVhhi0nq3cL2vvF4xeb18mH546ZQNFX3b\n", - "Fz5hDsZL0BY9Gi22EaLTBK/zrV0r+r3ofKIvjKO8TpVgp4lpBk3Yx7UzVPRtjH9rPltT+3wkwa5r\n", - "rruL/mrWsYsu0XdyZyPkqU84ZRvCsfSsfeDjZwtpM3xO22Lqy7sa97E9FW0uPtIQecA0wJqiFJwg\n", - "6CY92ylOwyu5Fcg7+cxG3PtB1ccD1hvqMA1CvceTmHWiQTPhE33NZz3Q6vfELN7rnNTmmtDpy7dJ\n", - "29uZwDWztKt2QCvbgYq+CoWijoCN1WV7VSqVyhCWs6bvpQ9kxJou+e7U+dKx95j81bNT5YtPNrxa\n", - "0/LQhbfl+aWbZcGubjn11o+ibfCqnXzwqmy9dL3/uGc3HZW/HDcr+vuXH3xeXjr8I/n8yFflm+Nn\n", - "yPQNDS9f/M/jwVEL18v0TXtl2/Fz8icjJ8qey9fki09Pkq2Wx+1vPfqyTD98VSafvim7et6OwlZz\n", - "36xtB2TM0o3yH749Qub0/o21bH/r4ecGnU+u6Tohv/3MdHnpxE35y9FTZUP36Wj70j1HZWlvOUHU\n", - "PXzx3VvOA3EfeOiuPND748GxP5S4/nNLN0Xi8SurdzqPAV/fvE8en7dajl/5gXN/HP/L3U/Ii8s2\n", - "3rL9WxNmyuQtA4K6ir7tRdTNUMVg0bcXN/bK2Lu+Ll//+tflrtE7+r1+f/Z2h4zo3YbtD77RI6YZ\n", - "QEXf1oNGoVZ62OQxgvrEmDJghqhrt3Yw1IF6xccWJ2C8BB9fP9hLj8fb7YBtGev1Jom+2M/rVAXm\n", - "JAyCaQZN2Me1M1ivpvfbTz79eVQm8GwbCqIvBcRmTLBpJexnYhoxyyX62kKQDVNIoeB1742Gp12e\n", - "NmP2ZVtogdc+7gMvZDu9NnEciPaeBrh/Gm9ResC2op8U7Wkc935Q5fEA7QRpcwl+SShK9J3X/W50\n", - "nbuWnOy7cvXA/oO0mmnnBA9MqgBa/Z4YJ+D6EDfO4z0I+csi+vK6Uz+b2rdl6KCV7UBFX4VCUUfA\n", - "xuqyvSqVSmUISxF9N178QO6Zv0Wenr9adp28KL9079Py8Iylg44PJUIfQ/CcuHpnf/hjeOWO2dgt\n", - "q843wgSDj63pkr9/ZUH09xeeniSP7bosvzZsnMzf0SVfHTNV/n7sG9KxdyAkM/jk/LXy2oY9cvLq\n", - "D+VLTzVEaXjsUlwmvzhqqryws0cmnLwpq7tOyN88P61/39S1u2TkwnXy//i770vn6UvyZ89Mki8+\n", - "9fKg80msD/zLIybK07sv9aZnYH3huTsPReGbF+0+Isv3Hh90Djl1/W55Y/M+WbLniHN/KHf21seU\n", - "dQ3xe3XXKXlz64Fb8gu+uHyrjFuxrTdPDY/ltYdORaGz7ePS8KE3lkQhrvldRd/2IupGkR0q+rYe\n", - "VTBA+ryRQkBjrR2GrizgXvi0WzsY6mC92oDxkjTB4+124BJ9uUbh7ks3+q8FDzrs53WqAowDSA/y\n", - "AdCQT5rCDz3CbKG8HcFwl+Y4aYoccaJvMyemlAm2bbaNdoX9TEwjZrlE30fWnI3OR/93oSzRF89T\n", - "XAPPSBOcrADaaXXRbMtlgv0kjVdiEaDQiU9RY1nc+0GVxwN6XGfp45zUFBf6N5SYSINrpZ1o0Cz4\n", - "+g/7L72Uq/Ce6AvV7AOf666Q0L58mzTfd0ygb/Harfy90Qq0sh2o6KtQKOoI2FhdtlelUqkMYSmi\n", - "L9a//eZry2XKuh2RoPp/fP1+mbV136DjQzlrW5esPXha5u881O/lOmrBGnl4/gZZcPZG/3HfX7pb\n", - "7preEJb/dtwMuWv1UfmF7z8bfV/c2S1/9OT4KPQzjwcfn7tapq5vCKBYh3fy6u2Rxy++Q2TlcV8d\n", - "O0OGbTgmb/Z8JG9u2iNPzBkIXTxxzY7IY/gvnp0SfX9+6Xp5ep47LPKRS+/Kf/r+8/Ld5XvkwdeX\n", - "9G9/c8t+2Xi4Rw6ce0teWrlt0Dnk+JXbI2/neY61gtNwzaFTMnfHgLftxNU7ZLu1TjDS+cLyzZHY\n", - "DtF9XfdpGbt8i0yK8QwOIert+SUb5L7XFsr2Y+dU9G0zom4U2aGib+tRBeGGRtAsHmS2gb5s4F74\n", - "tFs7GOpgvZqwBU8T9Eq7dPNS35YG2B5N0dcUTUyBB9td920l0I+QHhr97TIwhZ9m971WwlVPLBvU\n", - "oy32md6dVRZ50oDPiiyCUJ1gt2uKWUnr34Iu0ffejsYal2bfMeESfe//waQoDXk8TxEqGdewvW3N\n", - "dmun1UWfiFM0TC/TZr6PsH8WKTbXVfTNk7YiRV/zmVlFIG2gnW7bS7kK74kMXT7us3F9W/xICnPu\n", - "y7fJuMgGbF8haWknqOirUCgU6QAbq8v2qlQqlSEsRfRdev5D+cqLb8qSzsZxI2Yul65zA+vyuvja\n", - "+j2yyhG6GGInxNCO/cdl4e7G9WZu2Se3vbJA3jjzUf9xdy3YJg/Mboit901fLH8+c4v8zmNuj1vw\n", - "2JUfyJPz18gra3dF319bv0v++vlXIy9iiJ7ff2Np9D/23TFlgdy14qAs683X50eMlf09A3mBSItw\n", - "yfxuEyLt/F0DQu0vP/icfPvVRTJ5zY7+ba9u6JRtJ85Hf09et1t2nrrUv48cvWSTrOk6JTO2HLhl\n", - "Xxou2NktK/cPlLPtXYz1k7ccOyfTNu6V5b1ljrWERy5cH9UB1gLmcVk4cdU2uWfqPPmjJ8ZHIbBV\n", - "9G0vom4U2aGib2uRJ5RfkbCFpjSgYdvllVAGcC983vvovb4tirqD/QBCrgmKI6RpgKYwdOjHh/q2\n", - "NMDtEH3h4QcjaJzo++1PHoyORxqqABV9b4VvnGTZUPTtF+x6v7ej6Is88NPOsNt1GjHLJfriXNAH\n", - "l+j78KVZURqythmGdbXHNCCNiA3GiThFg2XfrMgdAN8hihzH4t4TKaw126M5BCz/NGG5Ca4TjRDH\n", - "rnaUhmibuNbGnut9V68Orn/yaZS2u5aedKYd+0CgCr8XTA/bpPcMiLG+/mc+71z5JuPGCzMtWdpY\n", - "XaGir0KhUKQDbKwu26tSqVSGsBTRd/7ZG/K7j0+UHX1CZggfn7smCl9sbjty6b1+QRWesPCIxd9Y\n", - "g/eLT0+USadv9h/7zZkb5LEF66O/n120Vn5n/BL58pjX+vfbPHj+bRm9eGO/Z233xbflP/7jo/LE\n", - "3JWyt+eKPDSzI/of+x58s0P+Zu5OeWTBJnlm4dpB13lu6WZ5tvc65jaTL63YJi+v3N7//Y+fmhB5\n", - "E687dKp/G7yFB8Ion468m7kPhECNe2w7cSEKR23uS8vXNu7pLb+BekHIbJY7yuSllVujcunYd1y2\n", - "HjsvL3Vs7b1nwxsaou/RywNr/MKL+9DFt+SkIzy0i/D2/v0RY6Ow38d661ZF3/Yi6kaRHSr6thZ5\n", - "xNYiAUMQ0pFFfMZ5+DQLNIraYp+ivvD1gxDB024HjdZ4p3xj6cF+kShO9L3j2tPR8VURTu2y6H7n\n", - "40FlgO8Ey6AqaS8LvvbBsoG4D7Fvws6G6NGOoi/LgJ92ht2u84i+9PxDm/BhXvd70TFjt13uP/6e\n", - "nhlRGrK2GS6Z4IqeMX1fQ1hGezXT6iPXKcXYVTaSPA2LBsMZu8TxPIh7T/SNJ1UABfAsk5DMZ5ur\n", - "HaUh+gKuhbZaNSSJnxCDsf/qjZ9W5vdC3HhAmJObXJ72oaJvUt2xj6OtDRWo6KtQKBTpABury/aq\n", - "VCqVISxF9J3Zc0P+233PDNofx309V+T5pZtuCW28+eg5mbm14dkK71d4wXLfbz40Rl44+r4c6xMc\n", - "v/LaGpnQdz7CSv/3Ua/LNyfN7T/eJkRWCLKml+5fPjtFxi3fFImdj89bHf2P7SMXrZM/fWOz/PHI\n", - "ybL5yOB1bZ9esDbyhDW3mRzbsTXyVub3vx7zqvzn7zxxyzEQXPndvh68bHENpBkCsbkvLcd2bJND\n", - "59/p/37owtvywvIt0d9YN3lfz1XZ2+fJjDQNn71S1hxsCNST1uyUPWca4jSIsNBPL1zXH3Y7iSv2\n", - "H5d/e/swWXvwZPRdRd/2IupGkR0q+rYWFCOyhFUuGpz9nyasI8VifJoFCgIq+rYPfEZ4ij2k6bni\n", - "aweN1nhndDxFIp6P9QlNwzj2V030tb3Q4sqAhmSXV1A7gWuj2p55phgIsY9CL8L58m8c0w6iL8Ux\n", - "fqrSXsuALXylEbNs0Zeeu3GCqdmOcA7+vu3E61EasrQZ05vOJd49vr4RrvnNA+8MSquPOA7H47xm\n", - "gGlvRvQOjmFF9806ir55Jt8BD6xsTG7CxAVXO0rDkH7TKiSJn9iO/TiuKr8X2ObihFb8DsAx9nOO\n", - "sMcpH0PqjstjtPu7A6Gir0KhUKQDbKwu26tSqVSGsFDR9+jVazLtzEcyeu8V+f0nJtxyjE14nC7Y\n", - "eSgSFedsPxgJsIcvNkIqg4t2H448TvE3BEiIo9z3N89Pk6e298jey+/L1kvX5a8mL5HpfR6pC3uv\n", - "+fkRL8qjszr6jyd3nrwgc7Z1RYLuqxt2y8hFtwq28LZ9ZvGGaC1hfH955Vb5yqSl8psPPTfoOHoi\n", - "j16yUY5deW/QPvKF3v0QWvn9q2OmRCGizWPs82f3pm9dbxr4fceJC9EawxBrzWvZ7Dr/lkxYtWNQ\n", - "GZo8ceWH8syiDbdsx/q9C3YdkkV94bhNQhg/2ptP/D0Daw8bovfrm/dFnsIztuyL0sjtPm7rPfZv\n", - "nh/wvlbRt72IulFkh4q+rQUNnnnWDSwKFNHSiAmtMJ76xD5FfUFBa8pnU/q2NEAjJ4nvBA2kq38y\n", - "WCzANnxM4yjPBxgCE1522F810dcWKOPKwD62XeHLp2kEN0VfbmN58fwqTK7JCuaBn6q01zLAPBJ5\n", - "RF+2A3jz+mC2I5yDv/OIvpy44Xsu4vqgmc4k8pxmgGNr2f3FnDSWxbM1DnHvia2YrBaCvO9TWdqV\n", - "j4uPNLzfm9Xm0gBrWyNdWOvalXaugY3Q1FX6vUCh1RdWOSnMuT1O+Rgi+vKdy+dV3G5Q0VehUCjS\n", - "ATZWl+1VqVQqQ1io6Dvu5E3puvwjGbX5uHxj3IxbjrEJD9GnF6yTyWt3yYbDPf0iIvdPXd8pO05c\n", - "jP5GCGFToH1kxjJ5YOlu2XrxuszruSF/N2GuzN3e8AreePiM/Ld7npKxy25dg3bahr3y5IK1sq77\n", - "jMzcdiAKm4zwyeYxWON2/IptsnTvseg71hD+2nOv9ebpjUHHwSsW3rG2p67J0YvXy/PLNvd//8qo\n", - "V+QvR0/p/37i6g9llCU8I88zjFDX8IxduKu7P8yzeSzZffGdyBsYwi+EXYReto/Zc+ZKb3pv9RSe\n", - "vHZnJHLb221ifd9lfWWC9Y4hFuNvrLW8fF9jexqq6NteRN0oskNF39Yii9BaFmjoTSNA5zVSZgGF\n", - "8s2fbO7boqg7kkQ9hmuEYEvwnCU/XdK3pQFsw8c0juJvEDANp6CKvtUHx0nbWG7WZZzo24pxqmhg\n", - "QgTyQOGgChOFygLyhw+RxjPWFn1NAcgHsx3hHPyNNcGRhixtBqGRca7Li45eivcsPz0onUk0Q9aW\n", - "Da5HnNXjNBT04Lcn+xSBpPdE3BefKoHjeRaxHVEs0D5AV/vJwtsXNa6HNXSrBLu/2jTH/ir9Xohr\n", - "7xRh48Kch05+oeibFBmAz9V2f38AVPRVKBSKdICN1WV7VSqVyhAWKvpybdcpa3fIwzOW3nKMzfk7\n", - "u2Xu9kNRCGGEGV598FT/+rGgLchCZITYiL9fWb1dbp/eIa+evhGJzX8/7g1ZsKNLDl98Rw6ee1v+\n", - "z289LNM3DlwLPHb5BzJ6yabIO3dJ5xGZv6s7Cm2Me5vHzdt5SF5bv0fm9qYP35ftOSK//fBz0Xq/\n", - "5nFbj1+QaRv33hL2mDzVWx4I/2x61+44fk72nLrU/x1euaYoDNpCMPINURd/41qzth6QF/tCMkPk\n", - "hQcvxFh66mL941nbB68LDG7o7pEZWxrCuEmI190XBkI++wjPZ643vHTP0X5RfH203vKt102iir7t\n", - "RdSNIjtU9G0tYHDBpwoz7WmQ8oWWcyGPkTIreE9b7FPUF6xT2/hII+fIjRei/03PFV87wDZ8cDzW\n", - "wqTH0p1LTkb7TYMxWHXRl+uNYt1aXxnY5dZuoIhm15G5FivEPob1BE1vp3YQfWmgHwqGeuQPH4J1\n", - "6hI4bNqirxnq1QcIwjiGnoP4O6voa67L6YJ9r1CG5KNIxAnXRYGejT7PxzxIek9kCOsqeTlyYkeW\n", - "Mk8KeZyFzW5zoUgSfbm2OyaJVen3QpxnO+s+bjJPqOgL4jgwDnwuDgVvXxV9FQqFIh1gY3XZXpVK\n", - "pTKEpazpO3L+GnnRWCvXRwimEE7NbfN2HJIFO7vlwNmrkbetuQ9etVjXFn+vOnBc/vaFabLh4gfS\n", - "deV9+cdJs2X04g393qf/x9fvl/k7BwufHfuPy9K9R2XKuk55ffPeSCh9edWO/jVsSXgcz9t5UN7o\n", - "87bddLhH/uM/Pioze88xj4NIjbDUEKq3H2+s/2uS6+WO6S2Lo5cHexOTEFyRBnv7K2t2SeepS7K+\n", - "+4zM2jYgqCJ/Yzu2RKIwwkuPmLUqSsOE1cjHlegYXxjoJXuOyJLe/NvbQ7nz5EWZ2reuMoRz3B9/\n", - "+/KQRBV924uoG0V2qOjbOiQZh5uNLMJIK0Qn3lNF3/aBrx3RyAlRD/9jzUKC58z+59l9WwY81O75\n", - "p8f7jaOm+AfUTfRlGSCtZj4AegfVWcwMAfKIjw3TCN7uoi/LgO0jzeScuoF5JVinLnHDpi368lx4\n", - "QvpgC2bwqs0q+jJihq9+pu9rtEuMaWY6k8iJLxi/mgEIj8jHuM/G9W0pFmV7Eye9J6Jecf+qjPsA\n", - "RfAsaymXIfo2u82FIqkPmWN/1X4vuMRd/hbAJ058RZ5AV55t8tgkMD3t/DwBVPRVKBSKdICN1WV7\n", - "VSqVyhAWLvpuP3ZO7pk6PwqJbB9j86WV2yJx196O0Mavb9obhV82t2Mbwz/D45dr7Hade0t+d/gL\n", - "8ur63fLU/LXRtm+Nf1O2GOvPghBxcf7cHYeiUMgQbSEAQ8w0j5u8bresPHAyEl7xfV/PFfm//+19\n", - "suNEQ9jtvvB2JH5CQIaQ+ubWA1F4avMaILx/4QWMex3oTaO9H8S9p/QJqSYX7OqORGr7XHgFg8jD\n", - "9N7ymL29S8Ys3niLt/CLyxFyerD3brQmryOdoYSIPWbJRunYeyy6lrkPobfh6Q2P5C5PqGubKvq2\n", - "F1E3iuxQ0bd1qJoQYXohhIIGozI8dXyg6KGib/vAZ4A3RT3biMn+89y/PNe3ZWDbvTdG9Z9nGoAB\n", - "U/SF0fi2s5Ojc+I8bJoJuyxYBi7Rt2pjSBmImxxjto92Fn3Nsbnd65z5g6cpgNCyqEeEmnWJGzZN\n", - "0df28vfBFszwf1bRlx6kPuGOoarRPpnOEHLiS9zaxEUCbY55sb0SiwCXaSgrSkjdRN8s718m+FyD\n", - "UOtqP1nINgeRtUowx31Xuud1vxvtv6u331ft9wInakHgJ+LCPptAnkBXnm3y2CSYgnMZ/bwqUNFX\n", - "oVAo0gE2VpftValUKkNYqOh75ytz5BvjXpfPjxgbrUNrH2MT3qoIgWxvP37lB/LIzBWR8GpuR9hl\n", - "c9uXnp4QedhOWbdDHnlzWeQJDE9YeJ6a55EQUCHg4hpYwxYCMITTLcfODTpuXMc22XHiQr+37NFL\n", - "78rT89b074dQO3LBut7jtkbC8fwoXSf695O4LryZIRDbwjKJNEDMdm1/acXWfm9j8pneMntj0z7Z\n", - "3pu+YbNWRuv0Qoxef+j0oONcQvTLq5B/d9mEEted0HsdevmSELeRZnhnv9RLl+ezTRV924uom/rg\n", - "uhzrmC3jtr7b+Prpdem5/OPG3y2Cir6tA8XLZoZGTkJaI28rDKc0mk342YS+LYq6w9eOaLiEeMP1\n", - "BemxR3Eorei7+9KN6DvCJWPfbSdej86hZ22rYZcFDdwIVY3/QYL5TStM1QlxebRFX7YR8IWtl6L/\n", - "20H0NdNPD0mKou0Gu67SejCaoq/d931wir7rG0JMmnKmd2zcObgPyDSGMjQvRYLCbNFjY9mCMpD0\n", - "nkiP7KpM9sk7RpmTmVztJwtb0eZCYI77rnSD2A9W8fcC12VHnQMhYc7TjoM4DsfjvCSwn0/9bGrf\n", - "lvaDir4KhUKRDrCxumyvSqVSGcJCRd952w9Gf09ate0WMffg+bdlxpZ9srtvPVt8H9uxddAxJg+c\n", - "uyKHrXVmo3Vrdw/c+ztT5srsbfvlm+NnyJLOw9F6vXO2dzkFWJAiMwTdEXNWyc7etCB08jpLMMW6\n", - "uUcvvjtoLV6Ta/rCOg+ftTISdunxax/H8M+Rh63ldUya6+SahKg6bPbK/pDNJERreDmfvPpD6Tx9\n", - "ySmag7g3vIFXdw2UBb1xzeOKIvLw/NLNkRiN7xCy39i8N0oD1v91pVNF3/Yi6qYe+FS6nvqyPNUx\n", - "W+4efaxv22VZePfC3n9bBxV9WwcaWspcMy8tYHA0jVFJoLGqmR4CNI6aYp+i3vC1OxpuXUZMVzvg\n", - "NlP0tT3kTOMp9ldd9EVI60b6G95LINHuAiBALyhX+El6Tb554J1I7GP5gKboW/dyophITzD8jU87\n", - "gn24CNE31FPRvgfHmrTlzMgXvmc673PP8tP9aQyl6b3YLLAuTK/EIsD2nFXgDEHSeyIn3VVl3Gd6\n", - "sk4CZMhjrGfraj9ZSE95sErgMxHjvivdIEK045iL773fd1Z1wLrGM419DEJwHNKOgxzDcF4S8P7O\n", - "SRh872g3qOirUCgU6QAbq8v2qlQqlSEsZU1fEqGbl+1rrCE7Zf2uKGwzhFd8hzj46vrOQccnsbF2\n", - "7Pb+7wgh/dsPPy9/NXpqJJJi7Vyf52zX+bdk3IqGyHz44rty/+tLo/TN39UtK/Yf7z/u2OUfRNfB\n", - "3+a6tSZtz154DsML2TwGpBg8f2d3dIy9H1zee+9FnbcKxnmJ0M4vLt8ir6zdGaUVIbBdYaSL4vJ9\n", - "x2XyukY4bBLrEUN8nrBqhzOstIq+7UXUTT1wTEbf0QFfXxndL/pel447RvduaR1U9G0d0gqszQC9\n", - "X0INoTgWn2aCRjIVfdsHPq8vGC1BlxETx+KcYf86LPoOsG1gnV6ex7DIXJfQNJ7WQfRFWpkX/m0C\n", - "x+LTrqCB3FU/ZtnEib5AncvJLoM65yUJ7MMUBOmZ//i6c1E9J9EUfdOsScp2g/OyiL4cj/CBJ6sL\n", - "afNik2lsJuiVWOQSDph8gWuWOeEtVPStSqSVvJMA47xf2W4g4tr7kkjxFGHWqwLmx5Vekn2468IP\n", - "+86qDsyxghNFXM83E2k9udOIvgD7Q1lreLcaKvoqFApFOsDG6rK9KpVKZQhLFX2nbdgjT8xthEWm\n", - "gPpa77ZtJy70e8va5yTRXoN34+EzkaDJ9XNN0dbk1mPnZdrGPf3fIYZibd4llpcuhGCEKMbfvnDI\n", - "U9fv7vdoBSFovmmtcQsif8jn8r3HZbFH2IXgC+HXtS8vj/aWN9YDxtrJ8MRda3k0N4tYmxhrFNvb\n", - "VfRtL6Ju6gF69Rqi76e75am/Xyh9wZ5bAhV9WwcafaqEOK86GzRcQbBrJigKPPXzp/q2KOqORk8Y\n", - "3Beu3vhpZLSkV5wt3gL2eWy/WKcXx7rOq7roS+95rgmKtDIvKAv8jbIhGiXQngIgQBHcJTqZZTNj\n", - "b0PkJVG3/BuocznZHqRVnDBUFBi+n17NacUOU/RNI3ywreA8iLL4u9FiwtoMRZO4ZyeiDeC68EBm\n", - "GtMwrZBTBELXGw2F+d7gE8eLQNJ7oj25oNWgEO5bCzoJZtQDs82Y46BLEE5iK9pcEpgfV3pJ9uEN\n", - "J97pO6ta4BjOD/pFHNKOg5zwsrHnet8V4mGGXC9ygkdVoKKvQqFQpANsrC7bq1KpVIawNNF316lL\n", - "Mnndbpm4puHliXVysR0i6OztXfLmln2RGGieE0JcC+GSb9l+pKd//duJq3dEa92a+1fuPyELdt4q\n", - "PNpeugj9DFEXf0MYRvhnCMncD2Ld4O6LA6Gnt504L69uGOy1jNDL8DjecvScN4QziOtvOHzGua8o\n", - "Yg3e0Us2Ovc1gxDpIdbb21X0bS+ibuqCT49Nl7vvv1u++tX7Zdzo++Wrv/FlGXestbPnVfRtDRhu\n", - "NCmkW7ORxhDaSqMp7ouPoj3gqk9TnIURM0T0pfACIRfHuoyfVRd97TwhrcyLywBvH99uoBjiEjjN\n", - "snllR6N9kO0k+toir/29ncA+zP6YR/TlGs8hXopsKziPY02jxYS1GU7WiKuTkLVI44h1yHE+PIab\n", - "BYhBLIdzn53LTXq0hkwsy4O6ib4s46ww269JcxwM7UMmXc/dVgJ9GelB33all2S6F/SOB1UEQ5zj\n", - "E9IG044dWeqNEzyKDudeBajoq1AoFOkAG6vL9qpUKpUhLE30nbmtS9YfOh2FQn5j095+ofbYlfdk\n", - "zJKNMnXdrmhdWvOcUMID98C5wR64y/cdk4V96/3CqxSCclfvMfACxrZofduDpwadA66PvHQP9H9f\n", - "3XUyOhZ/7zt7Vab0phPeydx/1OFJ3Hn6ciRu8zuE6fErt8vo3uOwJm/kZWxco/vCO/1r80JA5vay\n", - "iLWRuy++7dzXDB6/8gN5dvGtorOKvu1F1E2t8Ol1uXysS7qOXZbrFYiWpqJva0BvpqoYHE3QEJWE\n", - "VuYhNI2K6oOigu0xbou+kzsb4Xtf3nWl74hb24FL9LWF0p98+vPoO4h1Mm87PCc6pyphPs080dsZ\n", - "ITZdeQEYfjXJU6iuMMvDhFmPKBtb9OV6riDgu04dwLTTM5Jh+GGkbzfYoi/6O+oQ/R/1nERT9DXr\n", - "Pwk8FudRMPnezx6O0pLUt/gsTJrExXtkCbMLtkqAo6d5kZ+sHq2hSHpPbFWkEhcoQOdZc5xty9dm\n", - "QD5L0xBrBONc87nbStjvBT4y3ZN3NsL7VxH0rA0J6R0n+uI95rne/eZ6zlnHCr5PlBl6vRVQ0Veh\n", - "UCjSATZWl+1VqVQqQ1ia6AvRE6GFNx09K88u3hCJsty31xEyOQ3hPWuv2zt3Z7es7mqIuhRZRy/e\n", - "KOM6Guv4wnsXXrzmOeCW3vTN3Dog+s7YckA2dA+sP2uHi6YHM7+DEHCnGusTQ9RGaGUIvviO9YRf\n", - "XL61N02dcuLqDyNv56cXrJPXN+6VpXsHyqWdifaAcjK3qejbXkTd1AM/lmO9fXhwoK13Zeu6Hmml\n", - "9quib2tgG7arhFARqZV5wH3xUdQfPo8reObCaAlPXRgx6bHENVoBOyQm2yREX3oCuYRSfAex/5tb\n", - "10XnVNHjyzZwM2SlGbIR6cbx7ej1GSfM2GXz8vaGRzdpih2AWa51gulpSVT5+ZEXdt7SerhR9HWN\n", - "F3F4rK9vITwu286wT0ZHaUnqW/RejRPhOUkhyUMxjq0S4JB/jDNFsWwvXyDkPRF1hk+rQQ/LrOUS\n", - "J4Qy0gVp708i+xHCR1cBoaIv0z1yQ3s8F1l/rgkjnBB3b0djKQyQY8X0fekmV9ADud3W9lXRV6FQ\n", - "KNIBNlaX7VWpVCpDWIroC29ehhM+fPFdeWjGctl5YmAd3iJor+0Lj1yIvfgbnqUjZq+KwjYjfDLC\n", - "Oo9ftb03XYPDNINIH9Yb5vcXlm+RQxcGe8ViTVwI2Ph73cHTstCxPu2qrpNR2OqXV26XbcfP3bL/\n", - "0Pm3ZcaWfbLm0KkoDPXmo2fltQ2dt9yrXYl6WN89OIy1ir7tRdRNPXBMRt/RYYm+16XjjtG9e1oH\n", - "FX1bA3uNxioBRlmkLWldr1YKD+3u3TiU4BN97bCu8GbB97uWnOw74lbBk20Soi+Nwvgf57WD6Ovy\n", - "3rHLoJ3gaxuAXTajNjRC35K26EuvKnrL1gWuMqBhvqh1VquEokTftAKpeZ80oq8pysc9j0LFqjim\n", - "FbKHMuok+oZMGohDXNvi84+01/wNIc+tAhDaHGlBqHNXWkm+L3y/41TfmfUG68CVV/NZx21ZxwqM\n", - "Z3xWttP7tYq+CoVCkQ6wsbpsr0qlUhnCUkTfHScuDvJ8XbHveBTKmN+LYBRSefXO6O9le4/J1HW7\n", - "I7GX+1fs773nxXfl5Fs/kllbD0Qettxnk17JB8+/LWP7PINNvtl7/obDDe9feAxvd3gMg1i7d233\n", - "aec+EOe92lsuzy7ZKMev3ipAtzM3H+mRmVsbIb439f4N72kVfduLqJt6oEem37FQLvd9a+CyLLxj\n", - "eu+e1kFF39Ygbp3KViNUzKXYlCQOl4F2FrqGGnzCni36gjRsEnY74GSKb+1f1G8AR2hknGOu68nr\n", - "YH+VRF+u9c0wn0Nd9I3zgEsr+ta1nFwCr6/PtAMogHFCFCZ5oA5DQyJT9HX1lTiYoi895+67+UyU\n", - "lrg2wzaaJMB3v/NxdE2XMJeGuAaoiEfIe2JVxoS874OMioFIEHZ7gfcn2x3+R9h7+5gk8hmK5QZa\n", - "Ddd7gY84Dqw7+Ky7Z/mAJ69J05ub2/JMEOEYXJUlL4qAir4KhUKRDrCxumyvSqVSGcJCRV+sHbv7\n", - "9EVZvve4LNp95JZjiub8Xd0yauHg0NFZCA9dhFxe131GZm4bCPVMrjxwIlqb+Mil925Zzzctn56/\n", - "tl+sHmpcd+i0vLJml8zZ0RWtjayib3sRdVMXvNtxt3x1+ELZ3dUlXV27ZeHwr8rdHe/27W0NVPRt\n", - "DWBQwaeKCPUia6XBtJ2FrqEG3yQD11qeCI2KbRRw2Q448YDfIeRSXKEx1AS3YX+VRF+0ZzMtdohr\n", - "V8hGru+aNEmjjoibgGKLaC7Rl0IHjOZ1HTNcZcDJASM+G9G3pX1g1xPrE3UcQoq+rHu0kxCYoi8F\n", - "k3tvJItxqAMckzT5KY1YFUd7DByqYHn6RK06ib5IAz5ZEde2sB2ME4aTmLYvlYk0/cg14auOiPPk\n", - "Blk/ID258T++ZwnL3Y7PFxV9FQqFIh1gY3XZXpVKpTKEhYq+HfuPR2GdX1qxLQpfbB9TBiHEuran\n", - "IcRehB9euOuwrO46ect+rOM7ac1OWXHguMzZfvCW/Wn45pb9smj3reU3VLjPWM9ZRd/2IuqmTvjx\n", - "5S7pmD1Oxs3ukK7LP+7b2jqo6Nt80KCCEMVVBIUnehv60MpwqXUVcBS3wifsmSKMbdyEERSwz2W7\n", - "SBJ9zWtXWfS1Ddwu7x1f+bUDWJ8uQc0um/s6TkXfOVkA4obZXuo6ZtB73V4KANvwaTfY9YT6AzkG\n", - "JJGib1rvRLYbTKxgP3vwrdeitPj6VppneRqxKo72GDhUMa/7vagczHD/JkLeE22v8lYg9H0rDpgE\n", - "hLKwvXjhHY/td/aWEfpBVF69/cI8JoRoszgXbbjVYL2HeCy3S1/h2MHJXzbpzQ2a70vclgVcQqUV\n", - "kXzKgIq+CoVCkQ6wsbpsr0qlUhnCQkXfcSu2SVe0du0BOXCuPmvVIs0jF6zvTXcj/LDNU2/9SF5Z\n", - "u1NedKz3q8xOFX3bi6gbRXao6Nt8wIgCY0oVRCYfkD584hByTFmgd2PWNfAU1YFPtHSJvljHD9vo\n", - "cWSfS8EIQi49mlyGT/Pa93ZujM4Z+enzfXtbBxV9B4NhTyGu2fCJvtwOg387iL6+dGMbPnVbozgJ\n", - "Zn5Rb6xLjgFJpOiL88BQmO2J/ezhS7OitPj6VpowqK7xLAsxruE68NwcymB5gi5PzpD3xCqMnYys\n", - "4gphHwpf27KfFxB/8R3r3ZrHJTHt+thlIk0/Yl/BOsB1hv2ss4l9pFku3JYFoWHr6wIVfRUKhSId\n", - "YGN12V6VSqUyhIWKvq9t2HPL9joQawGv6jouJ2PW/VUWTxV924uom0rj+jq5+6uz5bIck9lf/rJ8\n", - "+RbO7t3TOqjo23zUQaThLH+X2AJ88NkH0f5WeSvXoQwVYaAno+1R4lrL0/Y4stuBKfqa4g2N3oRp\n", - "OL5v0/7onId+3nrPe04IoaHVNvYyZOMDK89E+wEaZ9tp/T0C+cLHBbts2lX0ZRnY4m5d85OEvKLv\n", - "7H2Xo/6B8x5bFx7a1GxPHDfiRF/UB6Nd4HmYhDRiVRztMXCognUMusIO10X0LWICm69t2WItjzOX\n", - "TAgh+0OWUMFFw84rBOznere5vGDbpa8k1Rv2kXwemtuzAOMb2mXo+FZ1qOirUCgU6QAbq8v2qlQq\n", - "lSEsVPSFR6y9Xan0UUXf9iLqpur4tMLLSano23z4RK4qgYZ3XxphkMd+HNcKVMFYqygGPvGKBkvT\n", - "uGkbcW0vKYow/7ByzyDxBkZTE6bhGIISzsGn1bDbtcvYi+8g0eq+WBaSJpaYIh3K5c4ljXKBVxf+\n", - "t0XfOoy7NkzDuw1fv6k7zGUD7HWbk4h+cvvC49E58GpEvYfCbE/9YXFPvRGlxfWc4dgT2u9wPdCc\n", - "xJKFvjFtqIHlCbpEvZD3RE6yaeXYWUQ/ZjnYbcV+XrKN+8IEx5H3aDUgPCMdXLsWfR7fXWGrEQIa\n", - "+8w18OsI833FziPHA5LPQ9B8/mUBn5ntEFFHRV+FQqFIB9hYXbZXpVKpDGGhoq+9TamMo4q+7UXU\n", - "TT1wTDqmH5PWr+I7GCr6Nh9xIUurgiRRlQZveiQ2G0xfO3o3DjX4jN40YroMnBQ8bMETf+ND46dP\n", - "IOH6nTAY10H0NY29+A4S7Sr6JuXLLhuWi+kdahq9k8a0KiKuDOqYnxAgT/gAtrAfRwhZbANoGz/5\n", - "9OfRNUJh3wt/33Z4TpQW13OGz/HQ9WCZNjvdaeny9h9qYB8n7fEdCHlPrMLY2Wjt+cK0sxzstmKH\n", - "AjfHRvvYJN6zvLFubOga2WXBziuFbXMb6Xv+VwUoy5BxivlzTRhhHklT0M8r+nJSxIjPRvRtqS9U\n", - "9FUoFIp0gI3VZXtVKpXKEKroq2wZVfRtL6Ju6oHLMvuOhb3/Vgsq+jYfNPJVGUmibqsFh3YVumzA\n", - "2/HcZ+dyGYSrDhgUUZfmJAgYQ2GshKHZZeCkEdduB/gbHxwDYzDDW9qePqbAUzfR9/ZFDeMujcXt\n", - "2heSwlbbZYO/QbYdeH5RCITo0eoxKwvixuE65icEyBM+QIjoi/Cu93Y0BCmw4/Bb0blpYQti+Bth\n", - "4pEWu2/RCx1eySHwjWdZybwOVdADnEIklgKwEfKeiGcO6hECfivA++dZJiOubdmiH54Z+A7axybR\n", - "Xk8/LzadvS6dl26knpxhp98Ufen9S1Z9ggSfYRN2XZHDMeXK/Jl5I5l/XssU9POKvgCXesF7RpWB\n", - "d2S8K/sm06roq1AoFOkAG6vL9qpUKpUhbIroW5QgXNR1QE1TGMtMk2sb22McVfStJlE3dcH1Y+Pk\n", - "/uEL5di7jfbQYGtjP6M/1A11Fn0p0LTKyBiKJGMo16FrleAwVERf5A/5DPUmqyOQP3xM+DySGHaV\n", - "Rv440RdiIA2iEI9MmGISjNk8r9WwhTyX6GsbcilAtYM3jokkUdMsm/5wvH3tAn+DZv0nXa+KiEsz\n", - "vbBaFW2hLCBP+ADzuhv1ijCt5jhARuGc+yZBoF9AAMv6fpBG9OXzj2Hlk+Abz7KyKl6XrYI5ftuT\n", - "YIjQdmC2t2ajiIgpcW0LE1+w7/onA78zsM41tpnPlBD6nqVZQNEe5HMsBBStUedMl+nh78oT91UR\n", - "eI9h+kB8x5hn9uukCSOsF5foy7LJU2d8BoWOda0Cn4e+iTgq+ioUCkU6wMbqsr0qlUplCFX0zUlN\n", - "Uxhd13FtY3uMI0U6FX2rRdRNPfCubB03Tsbdwq29e1oH9Ie6oc6ibxFGvmYB6cTHBYqRrZr9P9RE\n", - "3zoJVWnRaGVhoi+I7SDANU9p6OO1sD9U9AV5XqsBwyrSQZGfeTXzjzLBNtNYXpX0F4mkMcYUfUH8\n", - "jW0Ay82s/zgBtarAcwJpdk36aMcxkP0ZH8A16QGEyM+1PUGEa6fo1wzRl+sO+7zKbMDTHNdDuF0z\n", - "H1nJMaAor8u6geH5EcnBNR4CdRB9i5g8xzXMXW0L20ETSRMpfOTauRxj8wCet0wbQ0+HwPVewPoH\n", - "Md6baQZvW9jYZwrfVYDpdY264EQOEmUEb2hzjXo7byDzz+NMQdz3/pMGnFSGT5UjzrAv4eOCir4K\n", - "hUKRDrCxumyvSqVSGUIVfXNS0xRG13Vc29ge46iibzWJulFkB/pD3VBn0bdOwkPc2sM+QQZGORjj\n", - "YaxKG7bPBAx0uAauZRtzgXb1brTB0MdV97LIA+QPHxMUScz16Ujbe4nns01856cPRfvrKPra/Qpp\n", - "BM3808hrCj5VSX+RiBt/ALNs2lX0jRO+04YYrgNsIdsl+iJkK8M5w7MbYoeJokRfiDAu0ZcTt9JE\n", - "6zDHG+YjD9mup+9/O9dztq4w24XPmzG0HSSNM2Uirn+Hwte2EPYc29GeTVAcRIQL8/gkFhUqmfcn\n", - "IUKHIkn0db0v3NdxKtrneo9sJVx5QRkjD/ReN+nKG8j883og95nPvzxgO3VNPqoK2I/xwbPRhoq+\n", - "CoVCkQ6wsbpsr0qlUhlCFX1zUtMURtd1XNvYHuOoom81ibqpPK53yfS7vyxf/vKX5e7Zx+THfZur\n", - "APSHuqHOoi+NJwhFVnXEeZnRuGLP/DfD9oFYqwzrtoUAxmsci3PMa/iMdUxDO4N5NEWHdoIt8hBx\n", - "Iolp5ARYRrzWvTdGRfshCPjWIaThGd5RuMcd157uv0YrYYsASCNo5t9lyG2UQHv1haQ8mWUTIvom\n", - "rRFcRbAMfB5W3N8usMcDegRCwLLbP8LUusIbZ30/oOcdPeWicWblnig95uSiuOeiD1hTHNeGZyrz\n", - "kYfwDMT1SIi/cWuCthuYb3h8c912eP+aCG0H9pjbTOC++OTxoKTnrv2stMdEApOlsN30CA0lzgOz\n", - "An2MIY3x7HWlLw58vzQFa3M9b1NAJR9a1dhvTw7JClzn2c0XUonVLpjvIHaaQXhWs4xAu35J7gf4\n", - "N/f5+kZaZJno0kyYESLwcfVlFX0VCoUiHWBjddlelUqlMoQq+uakpimMruu4trE9xlFF32oSdVNt\n", - "/Fi2Dv+yjO66Lp9+el16Ft4tw7dWR/ZFf6gb6iz60nOzFV4laRHnGUfjig2KdfTGJGHog2HaZaSH\n", - "eId9t6xv1ncNXwhLXxraCcxjVY1teWGLPESc6Eshl0ZclhGv9d0PG6IvvGZsgZigVwz24x5VFH1t\n", - "EYqk6GWKvq30VisD9GId/tnwvi23AmUAusqE+57ZeL5/u6+tVRWmIdsHhhl2eTbVEXYdsR6T2r+J\n", - "PO8H5v04dph1wHaJTxqhzuWxnIcUOzkWkq41QdsN9rjo80BNK/o2eyJeyBgXAl/b4sQATDiwAQ95\n", - "7DMnU4SQIYh9E/GSwOc6+hbXYQdDwfPN9wJeA8Q7o5lecNSGRh/xjRdpwdDiiEKTB668uMi+7hs7\n", - "mHfAbgs+4T8L0oa0bya4ni8/rgk5KvoqFApFOsDG6rK9KpVKZQgLFX2VyrS02xHbYxxV9K0mUTfV\n", - "xjEZ/fcdA+v2frpbnnpqt1RldSn0h7qhzqIvjRJ1AA0ptkgCow+2u4yVpiELxirfWmUwSME4TU8u\n", - "EsfCwIVzk4z7dSrLrGAe2zWfPiHOXLPRNHCCdrt47l+ei67BSQoQcLEfx9ZZ9DXTGJd/wDyvHeBr\n", - "FyZQBqCrTGj8Hr258T/aU8g1q4SQ9LZ7vZt1TLJP+yYDlSn6coxJG26fzzkIlGZeiiCEu7g1Qau2\n", - "lmleuMZF5hmCMBHaDuImt5UJvl/BczwPfKJv3PtT3PM1jvaEqzQwvXyZVoYxDm2jyAuOR96YJnw3\n", - "ye3kmE0Nb1mX+J0F5jtrHvjqLQ1tUde+pr0/D7hmbhWXGjHX88XH1ZdV9FUoFIp0gI3VZXtVKpXK\n", - "EBYm+iqVRZDtMY4q+laTqJtq45iMvqNDrvd9u/V7a6Gib/NAg3ZdvDYp7trr5saJEb4wljBMY00y\n", - "2wMYxDYY8WyvkzijJfDUz5+K0tEu3o02WM785AkBWVX4Qu7GGUTZLhheMU70ZehH2/PNFA7QVqsi\n", - "+iIN+AA+0ddlyG038S8pFLNdNvZYwfbzwtZL/WUVN25VEQypGScKsd7rsFxACJhnCAvos6g723uP\n", - "YizagAtlir6M1JG2n5nXLZOuNUEhUrUTuN67GRbX1SaqLvoWdV/WMybKmW0hTqCNWzM/jhxnsQRH\n", - "WjAMtfk8S+rLNngNTHLA+XhnxHd4LiPcO/62J1a8sqOR5iKET3qZk3k86ouYCGK/C1DMR2ho7Gf5\n", - "FDEG8PdAFdeQZ6QTht53vTeo6KtQKBTpABury/aqVCqVIVTRV1kpsj3GUUXfahJ1U20ck9H/+Tei\n", - "9Xwb/EP5pUHfZ/ce0Tqo6Ns8hBjxqwakFx8TpmHeBsUWl1hHcq0yMO64JNGXYl+7CF02KFLx0475\n", - "9Bm+49qRbehkO0B7xP+3Xx4f7cex+B+0YYqGuF7dRV8aO9tF/EsSROyysQUOtp86i75JZQCEHFMn\n", - "mPnxtX9OHPIJLnneDyhCcZIS/kZ68KFnZtpwvL4w7WUTz1mWVRbPzKrC5e3JujLfFULbQavey4qa\n", - "sIF8g2bdg2zLLkGVfQuTouzz4giBkhMKsCRHKLiOMGhO7nPVWxzs9wLzWWjvI1/b3XgG5A3HDLDc\n", - "SF+0gRDwGmZa09J+R3b1Dd6nCFBcRZ+pCsxlEOKe8Sr6KhQKRTrAxuqyvSqVSmUIVfRVVopsj3FU\n", - "0beaRN1UHZ/21b+brQ29p6Jv81BHAz2NPKYYFpcPn+EtC13ilgkVfesPX1tiGEjb+9vVLib8bEJ0\n", - "DYgx+P+2E69H+3Es/gdtmEIMrldF0RcGZaQRgmZc/oG4PllHUBDx1YctCNoCB8ehOou+FPLjDOzt\n", - "Vu9mfuw6JrEN9CHP+wHbDfoYBZUHf/pklCY+C+GFnga+fDSDiGKAeyMv7QKzjux8wtORCG0HrRoX\n", - "iliPm2Kq7Q0PUpw1Q16bwD7Q9hBOoin8MtpGEhgBxvTOBuPWHXbBrnvzWegSPMGFB69G28G84D3I\n", - "ULHaBscEhGQ305qWzRZ9OUFi3Gfj+ra0HpyMg/7LvuyKpqSir0KhUKQDbKwu26tSqVSGUEVfZaXI\n", - "9hhHinQq+laLqBtFdqjo2zxQyKiTN55LeOD6WS7jNw1MpmEqK13ilol2F31pzOKnXYQdE/TOtYWt\n", - "pHbE/cCSny7pK6HGB6IvjeDmcTa4D+3sjncabanVfZN5AHxGbBjp7Xy1m/hHgc0Xuj2L6MvwlC6D\n", - "cBWRJHwDpsG7HWC2Y18IWmwDfSha9B32yegoTfykFel8kzeaQYwVFOjYN+oOV1hc/I1tpjdnlUVf\n", - "tCHcM2+oXLYt14QCbAd9MNu6fW4S4UXO6yd5kXOsRju0J3ElvePZQP2aaabYD9HYN15A9E0SwEPB\n", - "MmNkCXOSQRoUNSbwuUePY9SFfd2i8g7Aq7aIyQpFgr9H+O6Dv/GxoaKvQqFQpANsrC7bq1KpVIYw\n", - "s+irVLaKKvpWk6gbRXao6Ns8cD3AqhhLQuASk+LECBiXQNMwlZVJBkGKfWba2gkse37aMZ++tpTU\n", - "jrgfcIm+MIZSCMBafy7wGmhnOAfntrKMbSHAJ/ra+QfYVtqljTRq8lbDLWGXjR3yl2s/cp1HjiFJ\n", - "160SmNa4tbxbIViVCbMdu9p/Up8GyhR9s4QAjuvHzSDzkVWgqhqQF9DOJ7cTadoB67dZKGKyBkQ8\n", - "CuC2B21IP+EYmbVdUnAF44Rftj/XfVwTmOLAY3k+r40+Zk8EIiH62pOCsoIRSJj3rCGjixoT7Hy5\n", - "yiBt3jkGQkR3gRP1qvKuYUcjavTkW5+bKvoqFApFOsDG6rK9KpVKZQgzi74ffPiRUlkIuw5295Pt\n", - "MY4q+laTqBtFdqjo2zzQGFEnuIyTtpGFYKhBeBaYhqk8xPVAF4aK6Mvybhdhx4RL9I0LWUkiLCKO\n", - "gcjnE32TJg2wbVVF9LUFvDjDMNNOMOyia53tuoHid9zaqXbZ2OXB/c9saqwZCWM9gOviU3WY6xTG\n", - "gcfl9RisCsy1qV3tP6lPA0WIvvBkpKBkir5ZIgHkFdfy0hTWMLbWGRjvkQ/Xs4HPBIpbVRZ9+WzP\n", - "+ryB4EuvV+TbDtEc0k/ivIRDyfDMoGuNbYqQeCe000hywk5I2+S9eC77KMYK3/snRF965tIjNgvs\n", - "6+NvMAswAQPnYpwx05qWTAO9eIsQfXlNlKkLfE/BJNZWw/WcdL1TAir6KhQKRTrAxuqyvSqVSmUI\n", - "VfRVtpwq+rYHUTeK7FDRtzmwBZ26gAKMaeBpmFhuNZC6DE55SQOUC0NF9KURq25tJwSuML4h7cg0\n", - "ZHb+U2d0DX6+tX9RtD9U9IUxuoqiL9dBhFeRnX9T9AbqOr64EJKXUNGXogD34br4VB1p6rMueQoB\n", - "8ou8IP+mAMt2z7CycV6red4PzHbDe91385koTXGTEOLAfGA8Yj6aTXiCIg2ha6dWFXHPBuaRHopp\n", - "2gHXg29WFBa28yyTCJIEX5DjXtyauz6RNC1Z7phYYwu/9ESGOOw6FzSf5XFAvnEcyHN5b3oa2/tB\n", - "iL6mOJwVtkhuP4PTwA5TnZW4BmiC23hMaPkC7F9g3BjL/pKl/RYJ16RU8xliQkVfhUKhSAfYWF22\n", - "V6VSqQyhir7KllNF3/Yg6kaRHSr6NgdY/xaGiDp64iHd+BD2dyLOIJuVNEC5sPonDVG0HbwbXTDX\n", - "U8b/7eLNZ6LRkga3pZB2ZBp7D/34UP918Pnm1nXRuUmirynGVFH0jROLbENuGpGw6uBYibX6fGh3\n", - "0Zd9PiSccLMFqzJhGuxd7T9EvClK9OX4MfzUimhySlx7jEMVRF+spYo0gPQKrCPsfm+SXqcUttO0\n", - "A7a7ZolYedZFnb6/0S7jvGdD+gnA54i5PnIWuoRfri8bF7EDDE2r673Afg4ynL/Z1yD6sm3EieBJ\n", - "sNteHu9hnAcyjVnI8ckO4W1fO7R8AeYR9L03AXxGZwl3bwPXGvfZuFtE2hDY6/kCnCxpv8up6KtQ\n", - "KBTpABury/aqVCqVIVTRV9lyqujbHkTdKLJDRd/mwGWcqAtMQzzFJRjBbdBgNHLjhUHGqTyM86ag\n", - "2NcOQpcLZrnjf3zaDa580VgMQ7KrTYCmIdMl+qINJhk7VfStJnxGWxNm2dD4PXLDgNGYYxHbAAjg\n", - "uvhUHSFlQJjjRN1BMQxhO13tP0TAKFr0jRM/QoBrgGb/bQUpUsWVXdXB6Acuz1HWF9dZTdMO2N+a\n", - "MYGM3omud6gkmIJvnFDL50OSIBlXnmnJe6L84UVML19XpAqTXB83yQs9RPTlmGFGB4DoW0Rftsej\n", - "kLHIBbzL4rwkMTyJvjzd2bfuMCcEpEkn8wii/nxAZJasbdgGx/wsfY+RYsxnn+/ZqaKvQqFQpANs\n", - "rC7bq1KpVIZQRV9ly6mib3sQdaPIDhV9m4M6G+ZhjEHaMSM/TlwyDea2gSorbaOeiaEk+tKbzwyD\n", - "XHf41m4NaUemV5dL9MW5ScZO04hbBdHX9nC1jcwm6VnFUKbttLZryFhplg2N36boy4kDFLpAwBQV\n", - "qwzTyz8JaY6tMuzxgPVmtnvWJ8O5uqCir5vMD9e3riPixkSQZQ2kaQdse/iUPTawv2K8TwO2zSTB\n", - "F4x7bzKB5weOi5tgFUqIjJykhzaG/02B1sfQfuZag9heD9j17gDRF+WF7ZwQkAU4H6SYyvDvaccH\n", - "l3idhXy/sb2X7T6S9B5kAseZjAP7Sx6Y/Q6fNH2P7zz4mHCFfAZU9FUoFIp0gI3VZXtVKpXKEKro\n", - "q2w5VfRtD6JuFNmhom9zkCecX6vBmfMQoyhMuWblw/gEQ1ERXiPkUBZ9TS+GECGsbvBNIHAZbm2a\n", - "hmKMB7gOP1lE32/tWhGdW0S4wqywPVRoOEdoVjv/rrwx/3UH233cBAez7tgWTNHXNKzjfxCoSz9K\n", - "k0673dQVtrGe9Wa2+7jnAZHn/YDCEsRlc4zJCrZDiGFmPuIIgQqTWXyhe/OQ5RcnmlcZcWMiSNER\n", - "5Z62HTRj8kRWcZmTWEDTi9VHHpuEorxOSVP4BdGHXMfZDEmv673APs8lYkP0Db2HD65yopAc5xHr\n", - "Qsj7TQh97ze26BuyDjpgjlWYWIC/Kaa74PKyTQuO+fykmQjhE3d975Uq+ioUCkU6wMbqsr0qlUpl\n", - "CFX0VbacKvq2B1E3iuxQ0bd8+Gak1wWmESVOYLCNTUUQYXpxTXo0mnjvo/eitLSDd6MLjRbTaDP0\n", - "tq67N58Jn3GOISfjwkJSkIHnzi2i7/qtkUGU3rA+gQNGUOyHURRCMc594X+92Le3+bD7FtIGuvLf\n", - "zqJvSD7MsYZe3zP2Xu7bO1j0pTcYDPdoa7h2HkN1M8AyCBGG2G6yrjlbFZjtH+vOos4gPpjtvmzR\n", - "12w3ELDwN5gV5vXMfMSR7bXIyVMkQ+mmFaqqAtaHK2+gGQEhbTvgOtpFhKz1gW08TShbU/BNCpUM\n", - "pm23PLaoSQYQ5NFvs7R51zIeRIjo6+pvFH1D7uED6wCTQXhd0L5/CELeb0LIsdAO4c3rc/zgu1LS\n", - "5BWWL965ee24cdaMAJQV7A8UkEd8NqJvTzJ8S+bw95b9u0BFX4VCoUgH2FhdtlelUqkM4dAWfd/q\n", - "ljnjJ8v3ho2XB4aNle89Nlmm7n/PfayP59fIk2PWSI9rX2pel3fe+5Fje3tTRd/2IOpGkR0q+pYP\n", - "n7hVF9A7BUaUOENPGaKvz5sBMMW+doSZN1MQaRcwT7ZYFdqOcAxotgN8sA0GzyTDpWlEvrdzY3Tu\n", - "yE+f79vbfNh1zPy58u5aB5H5T+NBVjVwrLFDfttg2UCo4Bix4ODVvr2Djf9mO6iD6Jt2klDdny8E\n", - "6wYeXC7xBsQ2MA553g/s+4bcLw70PAxd5x6CGe9p570oUvxKWu+1avC1CZOcAIKoI1naASOylLWM\n", - "AkQtXD90/KGHKRg6CSBU5CP4vA3xIA4lvGB93tgucoyOa5O26EtPW5xLwDMV28zJIhR9OYHQDocc\n", - "Al8UG9OzPBRFvSezzOx72+UU2h7MdsAw+nH1ERf1JxTmmJ+278V5GmM7PiZa+btRRV+FQlFHwMbq\n", - "sr0qlUplCIeu6Ptel0x6aqJM2nFRfsht196WK9eMY0JYpOh7ab2Memq5HHXta2Oq6NseRN0oskNF\n", - "3/JRhHGk1aARJc7QwtCLRXmMgCr6NvJGL6Q6tyEbPiE71CiKY0C0AxoM8eG5PqMoUTXRl54rnFDB\n", - "/Lny7jLk1kHQTEKogGmWTbuJvqFlQKQ9vqpgH4bwb9af2e6xDYxDnvcD+74h94uDLcAkkaIl6Tom\n", - "LzlhBGmqE3zelibNcTFLO+AYXMZzlv00aUILAcGX71Rp1txlON8kkY9I20bLIMdw13seYb8XuJ6B\n", - "ALaBvDZFXx6fZV1fnGPemwxZY9wG05f3PZkhmBEVwYRdn5xIkuTdb6YrpD7YnvN4xptjfpq+lzQx\n", - "Cn0M+0wBuZW/G1X0VSgUdQRsrC7bq1KpVIZwyIq+h2aPl0cXnXHui+WZlTJ+7cWB74V6+g5Nqujb\n", - "HkTdKLJDRd/y4QtDVidQLOHHNRufRiPbOJWHLo9GAu2A6Wk32B6P7SLsmLBFTgLGSdR5kqcQvWy6\n", - "LvxwUPvENhhn6yb6Mg+oa3p4IY/IK8SgB1f19IeEdBm8zfPrCk6QQduIA/IOoiwY0rXj8Ft9ewev\n", - "wVg30ZcTPELXl07rGVxFmNEkAJfAR/EC9RmHPO8H9BREu8E98TeYFQwhHxrKlSISWaT3JQlRh4KR\n", - "b2wsExhvR2++GLteqAsh4iTyxrLL0g7sdlgkIGbh2iHvgZvONjzEwTSCLxgi2JnwTbBoJvmeF7fu\n", - "bKjo+1jf84DHUfQF2e7Ttj2cA/I6ZNqydnkiZyXTZMNVn75jCZ7D9w3mK8kruvHUyfbcsfua+T0p\n", - "WolvPV/C9ZxX0VehUCjSATZWl+1VqVQqQzhERd/eH6pjJsqcE6594Huyf/50eeSpiQ0+s1A63+vd\n", - "fn6njH9mvNw9rLH9xS1XGqLvM/Nk+tTJjWMfGy9Pzu+Wd/qu9c6JNTK+916Na02XNw/2hY/GeVPX\n", - "y/5F0+WB3nNGLTs3WEDG35OWy4q+6z4wLPC6NaSKvu1B1I0iO1T0LR/tIMbQYMmPDa7BCNLQVAR9\n", - "hj0A7aAdytYF5Af5olELIju+p1nzrOrw1V1oO6KY5xN9eR0fqiz62oZb5pWCB0Nbmt477dAXfN7f\n", - "NpB30G4HJngM96NMIaTi+jAaVxWhZWACx+NTV9hGfJfAF/csMJH3/YDtBvfk31lhC1VJpCjFdTlD\n", - "w0KnJUUd12SqMmGGK07jHQmYa7C78kQyfPWJq9f6zkwHRjMpcv18c2IGxC0f8B41oS+fYJb6Zxhj\n", - "hBYPQVnvbmnIvh3nhWv3JTOUtwkex3Ziir7mms+hsAVRk2m9ql2CbBby+Q+B24brHvgO+sDxlu0t\n", - "dKyNi/yTBJdwy3eYpL6XNJGWv1fM66joq1AoFOkAG6vL9qpUKpUhHKKib5dMeuhVWXHeta/BH14b\n", - "WFv3ysbp8iS9e/fPG/gbhDjbe60F/dc6IW8+1XvtS71/X+uU8c8sl6MMGf3eTnnxoXnS2X/eeBm/\n", - "48rga5mib5br1pAq+rYHUTeK7FDRt3wwhFnS7PUqg0IEPzaKMmbZjDM+DSXRF/CVfV3hqzvUN+hq\n", - "DyZp3IaHJ69117/cG21juwF9oDchDMEUfR/9l6f79jYfZnnY/YnCpen1ZefPZeisG0L6s+0FzbIJ\n", - "EX2zCKrNBoXpNPVI43tZa5GWDbteqiL6MpoA2k4WhEYtAJk/CDns//d23Co0FUF6TYNpvR7zgGsc\n", - "g3FenS74QuzapLf0hhPv9J2ZDuh3aIvjPhvXtyU/GMEgznsfdc5wzhD/s3p5m+NdKGzv2FYQ9wd9\n", - "4H4ez4kLtpetPXaYom+IR7ENtlmXx7Vr8lUc0q7x7WPcWGhGueDxSR7OuA7225FEkkJh853DjtYS\n", - "AtezmH0vKWR0ktjsuraKvgqFQpEOsLG6bK9KpVIZwiHs6TvZEFRtXpEd82fIqGcaXraPPjU+XvR9\n", - "ZnB4585pfYLywYVy97Dxfd645AzZAOEW5z21cvD6vbbom+W6xvF1oYq+7UHUjSI7VPQtF/TwKCNc\n", - "YDNBERIfU4gkaKSmSFUU49YjG2qibztMHjDhyg/DH5oGSxhW4ZFmCyc0+mItV3p+3PXByGibKWr4\n", - "YLZZGHRxPj6tQojoa/YvO38uQ2fdECJe2mUDYQzffaIvvbsg8tehjLKMaXUfB20PbHq6mmGR2d+T\n", - "Qo4WKfqy36UR0EyY10qinb87+wTAEME4C9kvmunty3oFIXCmAc9z5cUky3HG3st9Z6YDnkd8NsV5\n", - "5aYBxzVfhAGkm/lDm8uz3ivHQ4h/oWC9wHvWdc1mkB7avnSzfHg869kWfW2R1hR9zfDf9lq4PiSV\n", - "Da8XAvTtuGuF0uflTDBNPD5pHONkA3Os4TXiELocgwt8Zpl9IrTvYT8+vndhpguiNKGir0KhUKQD\n", - "bKwu26tSqVSGcMiu6bs/Zk3fk4smyyPzj8oP+773rH01XvS11vQdJM6O3yRXjH39dJx3i+ib5bo1\n", - "pIq+7UHUjSI7VPQtFy7xro6AcYWGFldeTK9JGo2Kos/4hHaQxSuuDnCJU3UXdmw0WtNgkdUW9EAa\n", - "LGHkNdsFvXYm77zYX153XHs62kbjLoQTH8x74dqu9DQTprHT9laip45ZLtxG43UdBM0khNSB3Ubw\n", - "N2g/F7jdFAfqUEYsA59B24W6e3kjbD3ST0M/Pc9Mz0OfyGMj7/sBxVaMIRx7soi+adfvpFjX/c7H\n", - "0flp1wNOS06MgeATKoDlBb11yVBhMk1Z0ktx5Ibsz0n2pyxilg0uzYDx3QbyxXYNcrzPQ14rDVxr\n", - "aDeb9NBm+7fBfCUdbz8fTNEXZJ8ODS/ONovJZ+Z17OuFjBGucS0Lk8ZC7AN5fFwaXZ7BIK8Rhzy/\n", - "b+wxn0jqe7xnnDewK10q+ioUCkU6wMbqsr0qlUplCIes6PvB+fUyathkmb7/7X5x94MPr0d/H5pt\n", - "ePZ+eE5WvDh2kOh797Suvn29jBNnEYYZIZrPXO/f1x82Oo/oG3fdGlJF3/Yg6kaRHSr6lguKDEUY\n", - "D1sNilKuvNgiVZH0GZ/QDtpB6HLBlS+Kvj5voTrBnERgwjbYgjRY2hMKTOM+y4uiL/fFhYI174V2\n", - "60pPM2He3+5P+Jtk/m1Dbt37Aoy/SP/wz4b3bXHDbiMsF5/o+8zG89H/dRB9ff0iCXWue1eeXeII\n", - "PVOT1uPM+35g3tvuY2ngGst8ND0QibiwskWR+UsS0osC88i6DL1v3rJMiyLX0PeJWBArzXDOeYVA\n", - "kEJ+3GQnF1wRNprNOCHTVf++vmlPELBFX3rJhni4h6x3zLYcIiK7PGqzMEkgZ9lQqOZ31/G+ccZX\n", - "viayPq/izoubJAHwWRf3m4rXMIVhFX0VCoUiHWBjddlelUqlMoRDV/Tt5Q/P7JRJL46X7z00Xh4Y\n", - "Nla+91hfiOS3OmXSU73bEDZ5zCzZsHGJjKHoe+2ozBnTe07vvvFbrsSLs9E9Nsn4Z/qu9dh4eXTG\n", - "voaHbh7Rt/dv73VrSBV924OoG0V2qOhbLmjwy7LmVdVA0dElLNgiVZG0PRqJoSb6tlNefR4iLo9x\n", - "1r9p8AW5nt6INWf6y2Yoi76YDIDz49aNrDJCvYbsdRFZLvZzgeLdY2sHBKaq96GsnlN5wmy2Gq48\n", - "UxyBgOdr7z5URfSFwIJzQ7wnsX4rjjXHq7SewlnIcRLlXTY43mKdZFd+42D3+SQmhQoOASafoF3m\n", - "mWQFccsVrpbjO4j2YbbzPAx57vlQdjjxJLJNuNbbNZ/VPD6ub2I7iONs0df0cE+C6742KVYnhZ0P\n", - "EZBDmTQumWMYjo8T1H0RBULHPvaTuCUZbCQ95xgO3RW5AueE9Escgw+hoq9CoVCkA2ysLturUqlU\n", - "hnBIi77KalBF3/Yg6kaRHSr6lgsaKGDkqDtgZIFY4sqLbWQqkj7jE9oBxQ4YVtMYnaoO12SBqgtW\n", - "aeAz+rkmD+A76BI/uA/GdVzzm+u3Rt9DjN+mqFJl0ZdGapJGefYLeu8kGVKrjlDh0iwbCv+PrTsX\n", - "JPpWXRyFkRvpSyvc17nuOa6ZdYL6As2+HipCFCn6xoklSXCNZT7SW9D2YmaefaFliyBEWNzD5zVY\n", - "FEzh1vTGDQktzbVQQ8oSTPKEDAHHijyTaNifzX7JcLpg0WvocskDl3CaBIp/EF9d1y6bHMsRTtmG\n", - "S3z1TQYE8DzAPvRhW/QFOSkgaSxhH46bbBDyrgG48pCVcXkH7PfxuHHM532MPPvOMZFliRXXmG8i\n", - "ru9hOz5454uDfZyKvgqFQpEOsLG6bK9KpVIZQhV9lS2nir7tQdSNIjtU9C0XtuGhXWEbmYqkz9jP\n", - "dkCBFMKvvT5YXeGaLFB3Uc8EjeGoOxMuoQTfSdsjitth/KRRFSIGQzgmed/wfNwP6cGnVTDvb/Yn\n", - "GpVJnyGX4ZF9YRGrjtBJDWYbYdmgvEJE36r3odAysMF8xa1zWFW4RAPUF2j29SShg6iK6JtGqPR5\n", - "piIELbYXLQ6aZB6Txsq8sD0K04jNad8v8tQbgXc2tEt8sr5XjPtsXHS+2baZtpB2kZZ58s1xNdSb\n", - "ugzi/qANps0sM9+xANsLBGyX6EtBM6nN+7xgTYZ6DruimGQlrgP6YJeXr1341vONO8dGkoDrQpJQ\n", - "7Ot7aZ5z9ju0ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2WLMDB+d166kWgEbwYe\n", - "KNEjyee1Y7YDhoPD/+0gsLe76OsTt2yRwyd4kuaEANOTJtRgyevCOPztTx6M0tSKiQN23Zoih68M\n", - "XHnENfCpI1xt3gXToM2yQXn5RN9RfQZ+tK2q96EsXlNEo+brV/dYNxXpZqQGc/KG2dexDUxC3vcD\n", - "U6wNHUdcCBUqKRq51mHFMw/7ivAO9JF9yOVhWSTsdwSWbYjYzHNtb0Qf04aP9iHP8hzm+x/fSdi2\n", - "MYGhqJDOJtOsL2vDfH66rt0MciIA0mLCHPN5LL6DLpjHu0RfehWjXcUhtN0xLXHv4q48ZCHTDm9m\n", - "H+x7mc9JE771fMG4cNsmsjxT7THfBfY98x0xjcBsv0+o6KtQKBTpABury/aqVCqVIVTRV9lyqujb\n", - "HkTdKLJDRd/yUKbAgBn6MNJGBpve//OsXVcEkA7QNhwVQRqHbcO72Q5gVG0n4dclgJneD3WHT/S1\n", - "hRIaK8m4dedMo7WvzdjgdXEfrAdsl3mzYI8VZjnYZUBDriuPrnZTF7D/JoVpN8OQMpwpBF2f6PvC\n", - "1kvR//he5phcBPLUH87Dp05wjWku8YnhgF3CqI287wemYBI6jrhgj2U+MioB2rANiEjYB7rOLYr0\n", - "okbI+zLgygfHtRCx2T43iaHel0ngOukQqdICwhTONaNZ8J2NY3jRNJ+HadGsthZHTvCzRWuzT+I4\n", - "th2f8GmKmS7RF0xq82nW1A4p99DxIInMO67ngy3m+s6J82QOuQ+Q9r009Hg+q82+x+djyDrb9jum\n", - "ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2lmpacBDGJch4vE9yzeHUWB6bANR0XQ\n", - "Z3i32wGMSRSOEFaxzoB3EPKBPJnANnzqDp+4ZRtG6W1C2sZyc905UyzidnuNTBu8Lu5XJdGX4gC8\n", - "etj+SdvwbRpl6R2TxVO01UC68UmC2UbMscEeD+ixyfUdcZ5dzlUDy8Du9yHg2NeK9psVrvpwib6h\n", - "AgRQFdEX54HMg48+oYtg+8VY6Dq/CCalIS9cdQqGiM081/b8TuJtC5OvHYLhnw3P1K/4DOckFpQt\n", - "0uMKpVsU84r3FC/LiNgSQl9/s98LksYDs735RF96RfveEdJ42SddCygqGk7cJBHC7m++8vKt5wum\n", - "mTjBPpI0YQtI8wzmdSny4m98Qp6PKvoqFApFPsDG6rK9KpVKZQhV9FW2nCr6tgdRN4rsUNG3POQJ\n", - "DegCPDGm728Yb0AYmmCYocEJnLDrSmyIuTKQ1SgbSp8h0NUOYHSisdX0sKkbGqatWwWwUG/IqsMn\n", - "+vpCgFL4sA2wZtswjbQg/kbbjAOvC2/QKom+SBNo5pF5ivPesQ2ddQFDocLImwRTADDr3x4PsA37\n", - "6iL6hnpA+eDrU1UGno1IszkxivWGumU/TxJ5TBQp+qa5rw2cBzIPPiYJdUxPmWuthghJeeCqUzBE\n", - "bM4a4vq+jlPRefayEGnBMTXN+wQ9hPG8Jvhsi1sfNi9xfTArUP9lpzGOvrDc5piP45L6peml6xN9\n", - "ffcifG3WRT6H4kKVYz/oOj8NeS+kzwdb9GWkBFPAjVvPl8R+MAlcliCNB27IZFiz7/HZbfapONjP\n", - "ehV9FQqFIh1gY3XZXpVKpTKEKvoqW04VfduDqBtFdqjoWx6KNMLDQEOjIQxZtlEO32k8xnHNDPds\n", - "G5iKps/A52sH7SD8Iu342KijsOMC13Sz189FPYOsexo4afS9t2PwxAIabhGm0DTShoq+vG6rRV94\n", - "5uLebK9IE+gqA/YzV7+g2FBFUTMOtoE2DiwH5N/06A4RfTE24D5ZwrWWjTRl4ALaDs4vapJRM8A0\n", - "m57pLrEljSiZ9/2AHpmYXJEkLvkQ+kzk9dFGfeC17LGvSBYVDtkH9lnbWzmkXtOIbyZHbWgIynHi\n", - "WAg4IQWfUA98imDsi8xDWRPjQK71ijaXFXZY4GaTecA7rAlzzMdxfCbG1S32gz7Rl0Io6Joo6Wuz\n", - "LiaNE+zDRdR/yEQJU/TmefgOEiF1DUEYxyR5jqeZbOYa830w+x7DpYdGTrKfpyr6KhQKRTrAxuqy\n", - "vSqVSmUIVfRVtpwq+rYHUTeK7FDRtzzQWJEXm842jDMgjEa+8HAw3GI/j8V5zQA9cWCMcqUrL30G\n", - "tbh2QHEHnzqJIAA9/iBc26ijsOMC68YG2y7rnl7sNFCa++y2YYoDdRN9baMp0gSaZUAvLApJptGa\n", - "qLKoGQeXx6cPDEmJ/Jv1HCL6ArgPPlUDhX8IRlmQxvBeFbhCUjMstynyhYg8RN73A1OwTRJzfDCv\n", - "wTy4yHzFeQgCOKZx3K1hWIsiBZ4yJoz5wsiGiM1ZvU9f3t6YEJK27lygiJtWqMKzHIIi80/Rsgxm\n", - "basm2G7LnGCQRNwfNMFtGPNxTMh4wHH/lR3+yQJxAqqvzbqY1I6LfEcOfbfBMSDP43cibj1fMvRe\n", - "aSabpV2GgH2PnxBvYsB+j1bRV6FQKNIBNlaX7VWpVCpDmFn0VSpbRRV9q0nUjSI7VPQtB2nClfoA\n", - "YyHCNdNYExrekd5vIIxjZYd7NsU2V3ryMovoC1BEwSfEWFsVxHn81VHYcYH1YgLtFPVseqeYRkf+\n", - "bRphaWyFZ5DZDkM9VNCmcBzaWFVEX7sczDLA/yDzz+8mXGVbdaRp12YZmGXjE32f3ng++p/eY1Ut\n", - "nzRl4ALHO3qL1wGuujD7JNt5iMhDVEH0ZdtLemZDXMNxSSGIQwSavDQn2BQJl9ehySSx2dUeQjhj\n", - "76XoPNtrNAvYt0JCy7Ifsx+yLaA9udJZFOk1nTSBIAm4Bui6RzPIiYum0GinKWQ8YLuB+G9e3yTL\n", - "DP3LBNtsXOhjm4y043rfZhso4h2Z90l6t8ExIM+z34lCRO0Qr2KAv3dcExVtNEb88OcvBWV+Qr3t\n", - "AZ4DqOirUCgU6QAbq8v2qlQqlSHMJPoqlUWSbTCUKvpWk6gbRXao6FsO8oZZhQGURhkYeUJCzJnE\n", - "8TQO4TqmAa1oFGnQ8hHXB02EtANT+A31EGg14kTfOgo7Npg/24Buii2sd1PU8xn/2TbMdshtSeA1\n", - "0V9uO/F6lK6solsemIKfXQ5mGTBfdt5N0JOmTus+o60jzSGCu1kGZtnY4wHD9NJwDQK4Dz5VQxpv\n", - "Qhfixo0qwjcOuPq5Wc9JqJLoG/dMTAova6IZYXcxBmbJaxKSvByTxGbsA+nlGUqE9eW5RUx845IR\n", - "iz9bLGs+W+Mlly7A+wbFQ9AXoaUohgihIaCHbFqRvSiyPZhCI8uQx4SMB+yDCPNtXt+kz0PXfHa4\n", - "znMxLk2ctJH2Pd5FXAdMgj2OmunD7wv8nSRqp2lT7B8QgH3wjflJ4LXTnme+C6noq1AoFOkAG6vL\n", - "9qpUKpUhVNFX2XKyDYZSRd9qEnWjyI52Fn3xQ3/cZ+NaIpCZIk4WwDsFxhYYauJm4sfRDH9ahLeL\n", - "D0UatHzE9UEToe2AdZHWYNQqxIk3dRN2XPDlwRRbWO+mV4sr7Ct428LGMaY3HP4Hk2CKM1UVfekN\n", - "CEMt+zPHBHpFmV5yFA/rMskBMI2zSUB+QeSff0PUsccDsxx5HID74FM1sAzQP7KAob3rMs4xpLf9\n", - "fH58fUP0MUUy1qFLULGR17hPQYQhbs22E4qQZ2IakZVpwnjoulYRNEXoIpEkgMeVA6MegK5z4wjR\n", - "N027SQLXFA35MMILQ1OXKdaTnNyS5DWeBKYZXrCu+5RNW2jkOG6uhxtSr5woMWJ1vIc1n6Fmufne\n", - "NeJori9vg2NaXiE9zbrNcaJv6CSSNN7jnLgV997hG/OTgPNw/bTLmjBNeKaq6KtQKBTpABury/aq\n", - "VCqVIVTRV9lysg2GUkXfahJ1o8iOdhZ9KaTg02yvtzxeWzRypQktF0eGdSvC8OmCbVwqg7g+aCKN\n", - "EYftoA6IM4xR2Knbmq0m6AWPPmLC5RFm1jvFAztk6n0dp/qPA9EO+XcSqiL6mgZT9n8Yae0yiDPk\n", - "EqaAXBcgvfgkgeIXBQCzbOou+haRriKu0SxgfENabUM+64r9G7RDk8ahCOO+mQb+nQYhz0R6NFLc\n", - "SgLbcZkeoy4BLC+SyiJObLbHwjSE6EshLrSM4wAPRoypIbS9fLNO3EtD17MgC+jl2gyh2kU+v9Fu\n", - "AFcbCMkrz8P7gXl9m2wjprCZ5Z2WAilEcxvYDrrOS0O7bOJgToLDueakAHufj2nuh3aP8Rz/++Ab\n", - "88uCeT8VfRUKhSIdYGN12V6VSqUyhCr6KltOtsFQquhbTaJuFNnRzqIvhRR80s4sz4s8Xlv0tEjj\n", - "ZRBHek64jFFFoCgvhji6PBrbVfRNMp7VKS8u+PJnCrCsd3wHAZ8AYIu+L2xtrOUYYqismuiL8cI2\n", - "ujNfgG2Mdhm/GQLcFtWrijTrAdptwCybUNE3JAxls0Hv97xeurgGPmnWPWwVfM9I1hX7t13PSaiC\n", - "6BuyXiaFbPOZFodmeGDyXSHvurAmcD0wLjyzT2zOI0BC9GXUB4hczQbLMmld56KIe4F5Q1lzYk1R\n", - "kw7TkiGXGZ3G9dxnXuNA0f32hccHXd8mvWfNaDi8fpqQ4j6BtMjyjBOWbdjvU2yP2B4yPoHME97x\n", - "k8DJfHiX8SFvNIu0MN81VfRVKBSKdICN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuLvjTu44O/\n", - "m2kI533TwgxnWJR3CI1oYBFr29ngtV33LooucSuNEQfhFlEfzfb4zgKfKEqwXddB2HHBlz/bSEmD\n", - "I9YYBGjEtY2nWLMP28msou8dJxui7/Kfr+zb2zyYoq9dDswXYO+jt6AZUrIoAbFZYHrjjMWEKQDY\n", - "oS5DRV+zrKuCotbqrmLefEA68THh6+Nm/SWhCqKveb6LfCbfaa0lGgcKoKb4VTTTiDwhCBW8KEjZ\n", - "YrM93pmEIAfxy+f5DNGXYwRErlBxvQhw7EE47jTCYR7ifmAR4LWalXabvD/eV9kGTPGc+5PA48xr\n", - "u8hlJNBG2GYZTSKUKCvez4RLtM5K9hOUSRLsvsNz6eUbKkLjWDAJIZO3XGN+mTCfqyr6KhQKRTrA\n", - "xuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV+GwYXYx9nlWUItZ4F577TgWltmiNsiyNBurvXG\n", - "8oJGIdd9iyKFm6yib53EkCTRt055ccG35izX0aMnm8tzxtXW8oi+7G8wKH+3Z0aUrhn/tKxvb/Ng\n", - "1qlprKVoQeHbZ8i1jcC4Fj51QBrPZNOAbrcPezwwBURzbegq9h+uF+rr86Goy9jAZ6Q9McElkNiT\n", - "P5LQatHXJ1ybpMdeGg/UPOvbpqHZV/KCQnXS+4xPbEbfxnbX2sgc+7j2sk2IvvifXsTgprPFv/+4\n", - "wLRxnC6baftIEljuuK7rfmXTfN+zn3k+cdUFlEdIPszJU3wnyOJd7uo7dvrzkOlEv0qCvVwG2yS9\n", - "fEPzh2PBEMRNSMQzyTXmlwneE89FFX0VCoUiHWBjddlelUqlMoQq+ipbTrbBUKroW02ibhTZ0a6i\n", - "r7kuKkWFcZ+N69tbLkLCnPnAUMlJa22lJYymkaGnIA8eIsTAXQS57popWrer6JuUVp9oWhf48mcb\n", - "mtlmTfHWZcR9eXujbZDjtjdE35AQiKbIdM+JeVG6pv5kbt/e5oETUyCGmUZiGvNZBraIQkOuLfrS\n", - "s71KIYx9SJrkYMI0yNtl4xoPsB80RYQqjgVFpako8bhs+Dyb40RfcxyIQxHGfXOcMdtOCFx5sMlJ\n", - "WCHijQmmyyWCFsWsaXPBnsgTR5dgxvchlzcv3wlAex9I0Rc0j8WYWUbEE4JjNN6JmuUpm7aPJIH1\n", - "VoRQmYWmCGuLpmnyimNwbFJ/Md+P84RRd40VvF4R7/RpxiJ7HGK5kaHpSXPPuOeYb8wvE5xcNOKz\n", - "ESr6KhQKRUrAxuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV8YFvBjH+IvZp1zBnozRJA0IoYJ\n", - "hpWD8dNlfMlLGlWLDHMYYuAugi5xK40RJ2udtAJJAlCd8uICBc4k0ddV5wxNaBpxX9nROI50neeD\n", - "2X7v7dwYpWvkp8/37W0ecF98AOYRRlnbwG33N65ZaQvcVRQ2feBYHRKJwRQAaKint2SdRd9G7ecP\n", - "2V6XscEnTru87NjGQ71iizDum2NRGtEDsCdmuJjVm5ZinBnqtmimWTc0CRRtOabH0SU24zvoOp71\n", - "4ru+KfqCOIblDm/H0PpMC6wNi3sUIfKFMs0zLwS2l2izyfygvdvCrf1MjIP5vLDvYRPHgWnarE1O\n", - "LjDrwX6vyUNMJMC1QsYN+12B5UaGLh+TZvyLe/60akIS7omPir4KhUKRDrCxumyvSqVSGUIVfZUt\n", - "J9tgKFX0rSZRN4rsaFfRFzO78UMfM70BCgswPJQNemKGiBgm6BFQlkGXBqkijLmEbVgqiy6j5lAX\n", - "fZvRlssA0o6PDdury1XnLiPujL0Nz17SdZ4PZvutiuhrGoltwYvpZUhTnwG8ndq7CbP+7Xquq+ib\n", - "ZzkAG/SmCgmV3Ur46sDVv9P0Z6DVoq8rDyYZsh3XTQu7/5dBcx3cvMB1QNd9bNpiMyfB+aKIUAAD\n", - "XWVti74gPG9ZnyC2FQnWT9mRT2y6xMY8YASXsiYgJtF8rtmiqT3ZJw5pQjVz0gHpOiaJrgkTvF4R\n", - "Xt+8Vih4PM5lmYJp2meathX3/GnVc5cTft/7aPB64c2Eir4KhaKOgI3VZXtVKpXKEKroq2w52QZD\n", - "qaJvNYm6UWRHO4q+8JbCj3z82CdoWDe3lQUzVGsoEG6Qa22FzsBPS1w3Mvj03qeo8IZJBu6i6PJo\n", - "TGPcb0VouazghAWfVzqMZtgPI1odgbTjYwP1C7LOzRCPhMuLDsZ9ngumEYlopK+q6OvKC76DyLtp\n", - "HDdhhrevOpLauwlzvLHLJlT0zToppywUKdTWZWxAGvGxPZtdz5M0/RloteibFNKY+cFxWYBzwTJD\n", - "B1NQzRMVhGMr1tR13cOm+X5ino/ydx2PfaTLI9Ul+pKsAxCTjdJ6XPsQ4uVdBtO20RDcWfL7aBzN\n", - "tmCLvmnGg6Q2ZJLvmGBom7VpP4+LFM9ZJshLKJgfnG+uhZymfaYpbzOcsg3fmF82KDYf+vGhvi3N\n", - "h4q+CoWijoCN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuKvr41dbnOZdlroTZMG7eKWnGgsTCr\n", - "sSmUNA6aIRTzwDbSw+g1bM3Zwg3SLnErjXG/TkJpUvups+gLYQ9pd3k1on5B1rnLkO0y4sK4b3p9\n", - "0WMHISqTQKMszh/R1RBKH/3JmL69zUOjxtOLvvTKQ0hRE+3U3k0wGgIM9HbZuMYDChf3dZyK/kf7\n", - "qZoXdJFhL9m/XEb3qiDOs5mhzc3w7Wn6M1CE6Gu2M9c4FAdbpLLJ64XmxwbLCGlzXb8IuibcpEUa\n", - "L0vSFJv5buGKfGJ6S+N/l6gWJ/qCqB/eD+Ji1vowYb8PNYvw/MZ9Q9toCNiOzb7YTOLerBv8z3fK\n", - "NCJkGtGVoiqYNdqOKawCrveVrHS9AyfBFu6ZtjTrFdOzOvS+GNvxMcXdIqNZpAVF385/6uzb0nyo\n", - "6KtQKOoI2FhdtlelUqkMoYq+ypaTbTCUKvpWk6gbRXa0o+jrM6LT+63M0Jc0bsDbNw1oyCrTkAvS\n", - "mwH3KwI0jtOIRMMUjKkM01sEXQavoSr6AiHHVBG+eoDnOerXNM66xBYeB/I4GPd5LP53nRcHXu+J\n", - "Q9uitA37ZHTfnubAHjNMI7fLwM38sX8x/SYY7QCfKiOtMdgU1Ox6do0HPP6+jsaxEHaqJvrSKI2+\n", - "UQQatV7deo/zbDbrN24ciEMRoq8p3qURmYC4NUFNUShrtI0sYmpa8j0hdB1lF0zh3HUPF02xOc5j\n", - "2nwfsMdDMkn0BVEfnFQA5vFsBrLkuQgy/UWiVQI2yXoluZ3hhkMnJNjnxxGTLnFsnvrjRAIIzuyr\n", - "WUVkk+yTaGOhsMdTX1+Jo9nXQuB6nhUZzSIt+Lxf8tMlfVuaDxV9FQpFHQEbq8v2qlQqlSFU0VfZ\n", - "crINhlJF32oSdaPIjnYUfX1GdFMICQklmgVZjBumNwK9Gcoiro/74H64b17YRiUayMmx2y/dkoYs\n", - "pBeG6dGYxrhfFxEMCElnyDFVhE/0dXnEmMZTE/ReYV+BcZ+Ge5xPw2ZdRF+7TJge5M2VF7vP8Xgb\n", - "XMuurLGuCPjagw9m3u2yiRN9H1vbEJMgZFRN9GU9FRX2sujrFY04z2aM76gnU5SgF2OoIFe06Eux\n", - "xfam9wHHgky/ybRecy4krXVbBE1xOitcdZlEs3zscc6kKcT7PJ9DRF+SY0leb9+4NJdF1hWei0UC\n", - "ZYHromxc9y2bnABAcnva5/vw1Y3jm1UnZvqSQr2nYdrJJ0AR7ZHti2HXk+Aa34uMZpEWfN6r6KtQ\n", - "KBTpABury/aqVCqVIVTRV9lysg2GUkXfahJ1o8iOdhR98QMfH5fRG2tclml8oIEhzfVpGCrTc8ck\n", - "jWlZ1xQ0YRuVaJii4QvME+4Z5/FcXo9Ia9xnu6gyKIIleYpz3Wh7YkPV4esfMJCy3bDu7fom7DYH\n", - "477Z7tKKRLzPM9tPRmm7+1+/17enOcgq+jLsJidx2J6DvskvVULatYfNurfLpo6ib1y486yoer3H\n", - "pQ91BHIMALktFEWLvkgDJ6CELIvA9Jp5IOmlmEa4cYFtP42gmpb0egwV10y4IjKEkAITyIgHDE1r\n", - "0vT29Hk+pxF9swhqLsSluSxiLMQ9MdYVCVf0jWYSQinuD5rLnrieiXEYuaExIaxZYarNtmS/q+Qh\n", - "39vTLM1SlOiMa4AhcE18beUzie9Xz/3Lc31bmg8VfRUKRR0BG6vL9qpUKpUhVNFX2XKyDYZSRd9q\n", - "EnWjyI52E335A98nmnF/WWse0riRZt1gGgrLNOCaxH1wv9CZ+3Fg2inMmusvgvTKhOEwjeFrSufV\n", - "W8Jk4m+QSGvcbyfPx6oLOz74BDeXV5Fd34QdUtwWfX3n+cDjcQ2kDZ9mwq5zpgd5cxm4bUHKZwSn\n", - "dw2E1aoirQBL70GIKnbEgjqKvr715/Og6mODzxOZES9sD1ZsA0NRhOhrh2Wlty/6XBzQB3GcOY6Z\n", - "pHhcVBhhTHBBn4hj1tCyFFazTA5LKoc4UmwmXceYYx7vhbIwj0kj+mYJnetCXJrLIr2j84Ti9oHl\n", - "3Kx3U5MUs0GzHaWd1LWgtx3geD4vyybbEuqjyEkAZpsPhf2ukJVpxi3XEjf47hrzmwG+X6noq1Ao\n", - "FOkAG6vL9qpUKpUhzCT68hylshVU0beaRN0osqPdRN8QzzF4VeGYMoziEJNxbRg+QkCxq8xQjS7S\n", - "sIr75wGuAfK6tmEKhnwKL+BzMcYnGBZhaKaBiaToGyLyxKEOQqktAPpQB0HPBXrawxvEhG2c5MSE\n", - "x9ad6ztiAPaxMO5j0gHaCc8DQ4F74Pgn1p+P0oZPM2EKf7ZYYrd5wM6/zxhMcRNtpaqANxDSGDpJ\n", - "BvkEkW/+TYSKvvRECvUuLhNlCNBVErVtxHk2220fZH/GtlAUIfraacH4wr5o9zMTrjyYxD4wL+Dt\n", - "x2uFkJOy0pCiGyZfpQXHqCyCM8Y1pttXjnxH4LjI4818phF9mdc83rKse9MrtRlkeaHMi4YvdHYz\n", - "iLrEvUGzHXBbKDoOvxUd36xIOma/YVpdx6Wl3eZDYL8rZCXKH9eJG/tMYIzHBygjmkUaQGg209MK\n", - "qOirUCjqCNhYXbZXpVKpDGFm0VehKANsj3FU0beaRN0osqPdRF+KCLaoZIJG8TKM/mmNCzSqFbHm\n", - "VxoydF4e7xBX+D+XSAXQ+ATC+4ieD/gf6/7Se4OEkYmCDcvGNjy1o+hLATBpTegqCztx8NWBbZyM\n", - "M8Lbwopt3Mc+MBRsZy9svRSlDZ9mwqxLO2+uvFDwgVc9jmG/sCdwhE4gaCXS9kmWh6tsXOMB2xXL\n", - "CN+rVC7Mf5rIEEmo8tgQ59lse9eCWcS4MkRfkOJa3DOT7c0ldhYhLBJ49iKNSeSElqyiHc4F7dDx\n", - "ScgjFrKcQI5xNrmf4BhuhvBNI/pSYMwT/QTljWuYbaYZZNhf9J+iEdeem0G+T5r3x3cwFF0Xfhgd\n", - "38x6YRqLvC+vlwZFtcm0oaXN5UfixvxmAffHp1VQ0VehUNQRsLG6bK9KpVIZQhV9FZUC22McVfSt\n", - "JlE3iuyo4o9ReMnGCbJxRt2QEL6ceY5PkeHGKCYkrcdKQBilISeLJ04eml4UaTwHTLgMSrymCzje\n", - "DPeMtX55PIh9CK/IEHK2EIj74DuuA6Q17rdTuFvXuml1gE/k49pzIaIv2gf2MZynadyP8xD2oW6i\n", - "r30MxSj0FxMc5zAmVhUs79BxmOWBySL4H2MGESf6PrSqp++89yol+prPKxjU2Y6TGDdmV8HI7kPc\n", - "+GaP9yBD11ZB9A15ZrryQJYZhtcH33q3oeRyDWnWEQUwsQvnZQ1rS7HPVY6uMd5V7mlEXxDng1kR\n", - "V/dl0n4vKhKuftBMMm8sU9e4n4SL770fnWNOTiybZrSaIjyMmW+URxoUVX8of1wHbTwEjOiCd+24\n", - "Mb9ZoAgdGoGpaKjoq1Ao6gjYWF22V6VSqQyhir4a5no9AAD/9ElEQVSKSoHtMY4q+laTqBtFdlTt\n", - "xyjDM8f9QPcZddOIHPQILlIATCvE0UjYrLBzNjl7P9SQY8M2KIUYpuAxRC8gEt9dYaZZPvTyMNcL\n", - "BtIa96tgfEpCaBqrJFylAdKMjy3yUXiF2Iu6TjIyYh+IY03jfhZvuqqKvhSZbAO3LXrHlRXz04q1\n", - "9ELA9IWAk2RgUHfVc5zoS49HHF+VvmM/r8xwoEmMG7PTTj5qJjjpw+XZzH5oemumFRuAskRfkM9M\n", - "39qvfLaZeSCz5CUv2GeyCl6MCJJmrdu89wTxzH9wZY+zHF0TAbhMhllfaUVfnItroO6zwJ641CxS\n", - "YAxd4zYtcG3Qde+yifaHdkCP8SzPd4wHzc4D2xJYRHvIkm+A7wpoI67rhjLtOMDfcRB/48b8ZoFp\n", - "sCcbNgsq+ioUijoCNlaX7VWpVCpDqKKvolJge4yjir7VJOpGkR1V+TEKUWLqZ1OjH+b8+Lx9fUbd\n", - "NKIrvaGKNIxzNnlcaGkT9IZxGTabQRpPkY4ssMNxpjFM4Vx4D8WFjbQN77bRPKvoW+U1TkNFXwpG\n", - "WEO6TkCa8bFBwQdtyFXXNmhUhddXO4m+yC/SgvzH5QXbwaSyarWxMw5pxUlzPHCVTd1EX9sjF+kD\n", - "UZ8+UnRMat8hES9agbh0sR9yDAgZB1woQvQFWB9MC8iJTaDr2eXKA8m6S+s1mxccK11pSiK9atO8\n", - "I7gE2CLpahOoC2wDeVxa0deeVJYWcXVfJpnvssCxs9n5chFpQFqSxj8TGA+anQe20aLuCdEb18oS\n", - "JYDpcF03lGnL3Xy2V+FZ1OooPyr6KhSKOgI2VpftValUKkNYmOiLFymlMi1tsD3GUUXfahJ1o8gO\n", - "V39oNmAggHiFH+UwEHCWOP52eaj5jLr8YZ8kmBE0RhQR8gvXYJpDQAEj7wz8vKSXSBbvFlOgwrXy\n", - "GKZcKFr0rYrYEwd6oId4ReA4fOoC9GWk19VH6OVIAykmEuC7b51C08CeV/Q1hcE7rj0dpRFtpVlg\n", - "KERMFjH7VFxesB1MyrN57aohbX9sN9HXFPvpkXXP8ob3to9miOE4cBypUr3bns02mC8zv1mE0jJF\n", - "X5DiIJ9DJrAmLPa5lmug+JrlWZsH9EA110VNw7SepOYY5rpeXrJN2M8Gli+EahyXVvS13y/SgpP4\n", - "eP9mMGvY3zSAdyfuAW9PVxqaSb5jpvE8x3iAcR/nNWuCJdMJFtEe8rRNpsN13VBy8gfe00KBsZ6f\n", - "0N9FZcF81rYCVfidrVAoFGkBG6vL9qpUKpUhLFT09aGol6wiX9Y0TWEoM02ubWyPcVTRt5pE3Siy\n", - "o8h+mwVrPlvTZxZozArnbPA4r1mfUZfnhAo2FIl9HsVpQHEl1IuUhrSyDKOhpDEpjRGNsMMZ5jWa\n", - "2jDDuZrXx32BdhR9kbbQNsxJC1Xz5vMhrvxRryDbZZJAYgoLpnE/SxvktZ5Yf74loq9Z52a+4sRc\n", - "ipgwxsYd12pjZxzSps0UfV317BoP6HV434pGe0IZUXxstZe8OcEDoibSB0GRbdlHCMM4Nk48xHMT\n", - "1w5daqAZsD2bTdBT0w4JnEUoLVv0ZX+DwGt7+/rOAblObVx0izKQN8SrT2T1oWyBzdcmbHEyreib\n", - "RVA0gXNB17XLYtzYXxQY0QXtwJWGZjLL8x3jgflcdV23aLJeQNf+tEzbB02Y7wqua4eS+QkFf4/5\n", - "xvxmgs/DIn7rZUGrf2crFApFFsDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22zSA\n", - "19+4z8b1mQRuNfzzRzqOseEz6vJaoTA9j/KueUkBLsRr2AxFCE8Nl4GlWUwKVxkHGndh4MK1krwz\n", - "s4Bpw/VtA2da436Sp1kVkEb0TXNsFVCk6GsaoosSfXFuq0VfTqSAcMF19DjJwYTZ9+IM/3FCW6uR\n", - "VvSlMIo6DxV9KRRTKGUZ4b74tBKMboFxyZ5AE0eOs3FtnF71+OR9thWFuPpmPaHfm3mtouhrpsv0\n", - "QE4SV3m9VgDrguPeWd430kbwiPN2LoIUzzEpzIQ9cSKt6Bs3jibBnqDWLFIMTPO8Swv2Ta4h30pm\n", - "eb5jPGiFcM1ns2tfWmYZBwnzXcF17VDiGmDo7wROhPWN+c1E3LtnM9Cq39kKhUKRB7CxumyvSqVS\n", - "GUIVfXNC0xQG13Vc29ge46iibzWJulFkR5H9NhQQIiiS4n+XwAJDNY+xPRldRt2sP+opuOQJg0mB\n", - "GjPbQ0ADVIhXVzPIcJVpxVrbmJTHMOUDrgfi+rZRNotxH/WET1WRxls9TSjoKoBh213e8GY9gwwp\n", - "ahv2CVMkaifR1+xTcXmBAIN98KaLC/nLsPNVXPvZzHcIzHpylU2c6Htvn+jL8JS4Lz6tginKAmkM\n", - "81yLneOgDxxLqjI+xI1XPk9nbAPToCjRl88zl4cchVBzrVtzTLKPt59dzYbtBZuGoSHFgbxexSH0\n", - "pcW+d1rRl/mEaJ0WcXVfFs0Je77nZFHgfcoS8kNJkducbJEEjAetqJ8iyfeh0BDrJtI8W+LI8RBl\n", - "GQK+71XhGdTq6B6t+J2tUCgUeQEbq8v2qlQqlSFU0TcnNE1hcF3HtY3tMY4q+laTqBtFdhTZb0Ow\n", - "+LPFfWaAhkAb54XkC5nsMurSiyg0vDIR51EcCnoshwrHXL8UhmOXcaXZpAE7zXpdANewo/cQPEHS\n", - "GIVCwNB0MFjZhvN2FH3TpC/Oc66K8KXXZZDFd9AHelbB68s07mcxCnMSBjwo6yL6mgJoUnnh2vhU\n", - "DWnD8Zt55kQVhG8m4kRfGqxZRq0uE+QZ90fdA0xbiKgSKsLR6N6qkJY26NnsioZht2cyJJ82ihJ9\n", - "k8QSCjFsgxSuXd6EFOqLWu8+LRjmPKvoRU/5TWfjJ4b5xPuiyHcAvBe4YHo0pxV9QZwLpkUrPEnp\n", - "8Z81HHUaFCUc5mVa4RHAeGC+L7iu2yqivaAek0IvI+1gFvjG1rRMW/Z8xuFjT9xtBZiWVqDZv7MV\n", - "CoWiCMDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22yRwtjU+MEgngV5qdjhel1GX\n", - "wknaGeWmR3EWoYd5wjVCwmjSKFo145MvZGIccDzIa/B7kbCNjeY9shj303oXNhtIGz4hyDrRoVVA\n", - "OpHeIkRfgMeYxv0sRmHz/q0QfRs13gjDa7Z3CtguD/w0om9acbVZYL5DYXoruuo5jejriyLRLJh9\n", - "N4t3ZMi6vr7nZytgezbbYN2aE6HoyQghLw2aJfpyshT6IBAnrmAb9uGYVsBcUiKLtyYFRhCesAhH\n", - "7vI6TBOmPAuTvNxZZzgui+ib5fkBFCWshRJ1yHe2LN6faVF2vYYyS/1wPMB5YKu9lU1yoiSI8X/s\n", - "9kvRuGcek3UcJIpqm2nHMIz5eM7Z73utwvf+1/ei508rnvnN/J2tUCgURQE2VpftValUKkPYFNG3\n", - "qB/+RV0H0DSFocw0qejbXkTdKLKjmT9GOfOb3k0hGP7Z8OgcU8x19es8Rnwa4LN4+1LICvGmgqDK\n", - "9e5glHQZVlpFes6l8ZDE8SCvwe9FgmFsKQaY98jynGgn0TdLf2olfGVvCnOoY3i94LvPm4uggf+V\n", - "HQPGzCxGYfP+t18eH6UxT7j3tGjUeKPOGQUAZRCXF3ru0aOOIqBLAKhiGPAkEdAFRhbwlY1rPKCH\n", - "F70yQcAXRaJZYJ2gnWXxjgxZ1xfg8zNkrfkykTRWuQRW/I1tPoHPh6J+P7jSZNIU3tAO40IoZ4lA\n", - "UDTsZ2kaIq/IF8cZEn0S3r+cLJZUZnmZJDxR4EL/yCL6uiIIhMAMt++6btFkOaTtG1lRtgd3KDmO\n", - "p5mcyPGAbbNK795ID0gPdXJYbzmjn6LfZR0HiaK80NOKvlXDc//yXPQMasW7v4q+CoWijoCN1WV7\n", - "VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m/hiF6BBn+HWBISphJCfsfk2PJhi4swACBEXjtMIIQ1aG\n", - "GBJoNGm14cxFGHSRttBQgaZQhvPzGqZ8oBEXZYf74G8QyPKcoNjTTFEvFPQaD23H7SL62nUc2pZo\n", - "aB+75Xx/O84r+t55+o0ojYs+XdG3t1xQ/KQ3JtIBJuXF7n9xx3JSS1U8boC0bZfiLSMkuIz/vvEA\n", - "x5kE+Mxo1Rp/Zqhju/2HMMnjkeCkpFaJ2wTboC8dnAxlerllfaYU9fshRMjjMx3PTaQTf7sEzyzj\n", - "UtGg+JP3/QOTLiCqUvAmJ/SVF1iWN2Vc9APAHBeziL6sz7TCVlzdl0GOf81qT1miEZRBpAFMA44H\n", - "WcbZMsnxjZPbMNGAE0dI9DFOdsJ4lAX2u0JWhj5zqooJP5sQPYNaMflNRV+FQlFHwMbqsr0qlUpl\n", - "CFX0zQlNUxhc11HRt72IulFkRzN/jGYRH0yPMHrx2v2a6/LmWbuQ10gjAlDEDhHpaHCFEadK4eVI\n", - "elfCwBQC25CU1UCfBNtQZ4Y1zfKcqKIARmQRcXE8PnUAhS7bGz+r6MvzRm0YEDHwHUwDsy1/t2dG\n", - "lMYZ/7Ssb2+5sOuc6Ude4oQiGuERHjLpWI5t5sSZVoNjZ2iabE8z/A2a8I0HPNY+xxVFohmwvZyz\n", - "CEZ4htj5cYHljBDfrYTp2ewC82LmkROREFo2DYr6/RAiEpn1YHqi28dRIEWY5VbBnjhRBCEEUYgl\n", - "8Yx2HVsE48Y5gunIIvoyZHfo5DeC93Rds2gyjSiLZoLeqEW8v+Ia8GZ9ZtOFW8IZx5HlnAYcD/Ku\n", - "a100fRMtMUbgeQcxmPkFMR5lgfl+40pHKMt6x28Wlvx0SfQMasW7v4q+CoWijoCN1WV7VSqVyhCq\n", - "6JsTmqYwuK6jom97EXWjyI6qi74AvTN5nt2vuT9kneA4UAQI9QKlITvpvjC2VjWss0kapkNC59ki\n", - "TFYPmSTYYWxNo2+W50TWNtgMtLvo60urLa6EtiW2jYdWDYgM+A6mAcUQeDFVSfRNyot5bJwHHO/R\n", - "auHPRNp+SA8ohs5l3k34xgMeS1J4c0WRaAbsOuezIa2YErKuL9Dq9YsB34QPgKKELRZmfaYU9fvB\n", - "Hpd8tEVP1zHc12pQSCr6PQRtF2Ik6jBvGNk4hryjMI9m2P9QZhG2zPWSXdcsmvTybXaocE5Oydt2\n", - "0FbMtWxDr8eJiWnFbo4Hza6nJCZ5rQNo5xiHkOe44+LAfOed7IF6w3XwvKojKPq2IuqFir4KhaKO\n", - "gI3VZXtVKpXKEKromxOapjC4rlOE6JuWKvqWR9SNIjua+WM0ydvHB3or0QvX7tdmqMw84H1gJIc3\n", - "VhxMb62kY2m8rmJYZ5NIH9IZYkzMKtSlhe2lkFf0ZR2nEVabhSyiL47FOTi36mj0lltFX9vTMbQt\n", - "9YtFywZCTuI7mBY8r9miL4VHGCJN8TkkL9wfUma+sm8VGHY4dKKO6UVJ4zNowjce8Fhz7ABcUSSa\n", - "AVedZzHIh67rW9SkqKxgOTOEuQ17jLfzl1bsKOr3g/2M8xGeijiOtPdXyUMOXtNIC8rWTmcdyDKO\n", - "A/NoRoAIZRZhy9d+yyDbEu7VbIT2hyRyLCdD22LWfmSOB5wQwHeNVpLCN59HZYJl7UpHGvI6dcSh\n", - "Hx+KnkOtePdX0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbXdfKKvnnoatfKfETdKLKjmT9G8whU9MLF\n", - "uWa/Ng33RYBpTPJAC/USq3pYZ5Np1vW1DYAUjOF9WSTsMLamEJDlOZFFWG0Wsngh10X0jSt3W/RN\n", - "I/bgOBDn0WCPMJRpwes0W/Q169wWD5gmH2jAhhCaJPpy/Mw7MaYopGm3tjDqM/77xgOGJb2v41T0\n", - "v2lkb4Ugynti8lOekKPwkHOVg41Wh/dOGnN9YhLKxK6vEBT1+yGNyMXnn6seWU9Z1+QsElVZmzUL\n", - "2e8x7sWBUUjMCBBpiHPBUNjRSMokBVPfOF8m8oxV5OPrG88sjMl8Nw69XhGirx0xopVEOsBmgPfK\n", - "+xuE0SUwjtQNKvoqFApFOsDG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpRZEczf4wivCh+dGcRHiiO\n", - "wGBu9uuiPTdpoE7y9qV3Me7vAw2sYBU8C5KYZl1fGLBxLEPzZTXQh4BliPuY4laW5wTaHuqNXuNV\n", - "gkv0pSDq876mx6R5ThWRRvRN05Yo6MHbLqtRGMB5YLNFX9Pj1RR9Q0JZmuWWtBZlGpG1GUgTncEO\n", - "Je+rZ994wHL67rJbRV87ikQzwOcg6iKNsGjT5/Fsw5wYFfdMKwuucc0EPTOrJvqa/dFMl4uceOEK\n", - "VWs+s6oAlivSbKe1ygyd5NA/SWThced1kpi23eXpw2nIZwKeeQxR30zkiUoAmoIvRUN8B13H2yxi\n", - "jW/7WZKF7M95rsFnWNIEhqJgviu40hPKrGNyM8Dx2uelj3bA52CzoaKvQqGoI2BjddlelUqlMoQq\n", - "+uaEpikMruuo6NteRN0osqOZP0bz/OBG+E2e/95HA0afJINyFjAMNQRmFyhgwXsuDjRy1SmUIgx6\n", - "SDMMfHGwjUg8rwxjJK4L4j6mAT3rc6LRiqoT6pZwtWWWs08wKKP9lwF6G7r6lFm/YBrDotkOfWJg\n", - "CJiG4UfWR+l8/OPxfXvKhSnGmiJTSF7MiRdJx1etnSAt+ISA3lkUVXx59Y0HbCMu0Rcwo0g0A2be\n", - "mTaXWBjC0HV92c7SLq1QBPg89U2QYhmgXs28hT6LbBT1+8Hsj2a60pJrd4Ysm9AMVMnbMQ3TiOfm\n", - "ZCDXteJIr+3QqCUsT0y8cV2vKLIdpRU9iwSfzWnLlYItaHqJpgm3nKb+TZjjQRGe7gzLnFX8BtNE\n", - "1SkCvjE2LUPWIW4VOPkCdHkiox2Yz95mQkVfhUJRR8DG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpR\n", - "ZEddRF+AxuPVPxkQLmjMjvO4TQtTYHat9cjwnHECCg0QMC6VFdYZ14Whscjr0+CZZKCmoE1vIRpb\n", - "ygANjbgXPRoheGV9TrBuqwa2KzPULLwWmF8X6KnYqtCtoYgTHdl22AbRZ/A9ROyhlyCMqEnCZxxo\n", - "fH7kwJYoncM+Gd23p1yYoi/DXcKwGpIXjjEwhicdz3D0vokszQTHV98arzY41tBgTeO/LX74xgMa\n", - "vH2iL9tmM8qGE4bg7Quwf2cRp0CGQk8SQlpZ//Tq9q2bbK7XbOYN28C0KOr3Q1GiL59fScJ8s8Aw\n", - "vVwyoS5MIzhxQkwWITatuFiUoBZHc93otJMgikSWcuU7G2i/V/q8/F0sQvQF8kwIMKMrZL0GmGYJ\n", - "iyKQpz+YzFoHzQDz6Esf2oEZZaOZUNFXoVDUEbCxumyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGs\n", - "H6MMq0tjdxbQW/Cpnz/Vt2VAwMsTthLGDBifTC9VCnBTP5vat6UB3AdiBfb5jNjNCOsMAzk9DvC/\n", - "bTDPylAPBOYP5+De+BvG7TJgGlVNcSvrcyJPmPEy4QrBy3L2iXkUkXBulZFG9OX3EMC4h2NhRGXb\n", - "zeIJxTb28L7mir64Fz4YV5gXGFYZytQn9gPm8eyDvtDsVWonadKCMRn5Atk+fIZn33jAuvWJvuYk\n", - "n7LDH5via95wqWBIOwHSCu1FAeWZdF+kHzTzFRq62oWifj8UJfqWGQUjK1i2ZU1IK4NpxHNzAo3r\n", - "WnGkSBnqhZl34kYIKRI2yzPUBz5zwGFrzkZlFdeG4gRfIE245bQe2IQ9HlAczBJdgeMtmVVEbfZE\n", - "EPNdwZUek5hkNXztWedvl7R9o5ng5CHQ9b6MduB6x24GVPRVKBR1BGysLturUqlUhlBF35zQNIXB\n", - "dR0VfduLqBtFdjTrx2hRogMFVwh2vGYeIdkUaE1jEozkvJdpIKDwHJePssM6j91+Se7oMySbxHbX\n", - "8WmYJB4RvCfOMYXYMkDRBga3IkTfVhl+kuBKF8sZdKFVYk5aMG+2R75LWInLrw3z/DxeKGxjrRJ9\n", - "AdMwG5IXeuzRYI6/QRcovvFerURcqG8bzKPZPrKKvo+tbYzLrjJlFImywx9zMpG9hjPzlpYUR33r\n", - "GJpodhhrgJEIfM9LCt92uNU8z5Sifj9wwkEeUR7ENcAqoSjPv2YyTbhv9q0s3sxp2x6OBV3XKoLo\n", - "48y7K2xtM4Gyh+DHPINIG955bZEQ75J8T/U9x9JMfMkqlNrjAZ+zWd7P6W3OtGSZVADiXLBZE0GY\n", - "5yTRl23fd2yecblMmGM102+XLdrBos8WRc8jM5pOM6Cir0KhqCNgY3XZXpVKpTKEKvrmhKYpDK7r\n", - "qOjbXkTdKLKjWT9GiwpDyx/tMJ4XEbKSngag7SFI78Rxn43r2zLgJeoTB2hcKSOsM64H7wqmF8Y3\n", - "GM0YIg/E/rz3TTKu2uuilT373zRYMcwhROmszwmfANlq2KIvDaKkrz5wDj5VhkvQBmzhi5MOEG45\n", - "BCwjtMUQodSHVoi+tmBvtvOQvNhlh79BHziJBfdtJeK8vm24wn/S8G57jvnGA5YrDfWuMqUQnWcC\n", - "UQj4/EA/MOubectChkNPEoT47MT/zUJSXfuE7yqIvgDSAJppS8OqiiRpPCyrQtZFKHh82vchHI/z\n", - "QiZS8F0Ia2u7rlUE+SyoUhuCoIY2xGURSIxFEFOndF7tf49Mei8MDbfM8Tuv6MsxJ8uEAI619CTP\n", - "co2yI+O4YE8Q89H0lnUdGzoptNkwJ4exnZiTeAG0gzTvHkVCRV+FQlFHwMbqsr0qlUplCFX0zQlN\n", - "Uxhc11HRt72IulFkR7N+jBb1Y9sUSigk5fHOMgVT25BhhnKGkZ4hqn1elabXMIwjtsEkD3E9Gpxg\n", - "JLMNGvhO4xmOy3N/htGzRRXCNtSHCFR5YIsj+BvM+pxoleEnCWxrDDHLciZ9xk568LVazIuDL6S2\n", - "3ZayiCQsH4bAzLJOHkXfYX1r+j784/JFX4wpuBe9IM2wkyF9yp58QSO7z3vIJ7w3G2m8au31fEEa\n", - "de3+4BsPOH7wPF+Zsv+VGfYd18cHyBNm1GToWqdsb1hjt1lgm/NNsPGF4c0zkajI3yJIA2imLQ0Z\n", - "DjYp/HazYU4ocqW7auRzIXQyEDByQ+M9xhw7QsmySYL9/CqDfO/zPf9bDbQljKkcX02G9N9Qr/Ok\n", - "55sPrvGA6XPdx0dOOMR7tnmNtJMKOLY1c0wIaadMF+kTtLm/SjB/I/DdyZ7Ei3bAyV15Jx+nhYq+\n", - "CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI66ib4A1vTFtfjJY6Sn2EPa3pT0JoahPMlT\n", - "igJy0WGdnzPSCKOnz+MT203PC5znul4Sk9b1NWfV4/hQ0SEr6JVEYQB/g1mfE1UVfRutecBjl4Y6\n", - "0le+VRHz4mDnjaCxjn0mi+g7fHXD2EyjcBbjONPxyO7dUTq/++PH+/aUB1v05ViEMuDEC3tyhw0c\n", - "A6LsaHT35Z/jV7NDG9oIba8M2cj8kb58+sYD1i3Pw3cXWD55IkfEgZOG6E1Mr6q8E4TSiAgUtps1\n", - "QSTpfqax3sxTyKQHH4r8LYI0gGba0jBPPsoG3xXyTjpoBimep3kuzNjbeI+x21YIk8ZSwtd+iyL7\n", - "NtJTB6C88N4IYRTtK0Sg9U38sIljwLRwjQds+2kmBPC9mOOs+bx2He8jJ6c1c0xAveCecZ7JnFzA\n", - "923QdVxW8b1MsC4wTvAd0p7Ei3Zgv3M1Cyr6KhSKOgI2VpftValUKkOoom9OaJrC4LqOir7tRdSN\n", - "Ijua9WOU3l1FhNTd/Mnm6Fr4+LxuQ0HjBo18Lu9WelLy4xOZizLik/Ag4DVBe+a6D7b3clpPBKSf\n", - "57pgGzpDDaRZQYMV7oP70Th18b33+45Ih1bN9k8C2xdhGt9AX/2n8ZxsFey8EXZbyiKS0KOLzNIO\n", - "mQ4Yg31pLRqcfMBJJKYRObRPMc8h/dC+X6sQKjzak0tIGK6x3Q5n7HtvZN2yfHxty4wiUQbMcccn\n", - "aGchPdBCwtGaawqXjZDyNI31Zp6yjANEkb9FQkPP+sgJUb6oGa0E+0WS2FYFZmkPO3sa70H2+BHC\n", - "0Ek3fNfi86tomkJc3RAqCvL9LilUMo4B08I1HmSpNzsCDvtP2roPfbYXDdwTdKWJgjbSBjCNrt8y\n", - "rUp/HPDsQ5o4TlOYNifIoh3wmdTMaBeAir4KhaKOgI3VZXtVKpXKEKromxOapjC4rqOib3sRdaPI\n", - "jmb9GC3SG/G9j97rFw7yCHfmemxx3lI01uPjW/MRxgWcD2ODbSTJQhhbaLiA4TmtgQXH02CN66T1\n", - "RnAZTQjb2OUTYYoCjYI03tLo1HXhh31HpEOrZvvHASGd2cYIljPz6/NyqqrnMmF7OJqw2xL+x/c0\n", - "xv0FBxteYGQWYyTT0QrRl/WWRfQ1PZZ4jk+oqEq7Dy1fn2Ee20AbvvdGux/FtS2GIS9jAgU9iVHf\n", - "9piWlxSHksZgrq3fjDYQci+zzZv5CW3/LhT5W8SXvlDmyUfZsMPDV5lZoom8d+2D6BzQdc04hj6H\n", - "8raPONbNyzcPWE++CYooX+zH8y4tXOMBJxS51q310X4n9k1KSiLOAZvtKcv72ulBmTNvfHdgu3ZF\n", - "AeCYljQhollw/fZyLVHDdoBnEj7NhIq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m\n", - "/Rj1remZBejXMJzDmJzHOG+GlUvylsK9kP60axNmJY34ML5kNQ7hPBpv0hp2XUYTAuH7sA9GSRyL\n", - "v8EywXvgfjQ6tZPo60oTxSrWhc/zmiHIywpLmxdx5W0bF7Osy7vhRMMznXRNVEhCK0Rf2+uS6Uc5\n", - "sP8n5cUUHZKEirI9WUMQNwHAhms9XxDbQBu+90Ya5+9b0Rg3UGY+cILPuM/G9W0pDnyGoD+wvRW1\n", - "FECoKGZOLuHa4WXBntTgAtIM2vnJI5YW+VvE7F92GkNIMaXZAk8oWM5FRScJIZ5jD67q6ffKC2GW\n", - "9oB2kDV/FFyT1qTlGFVU+eE6GBPYbsAk4bkdkNTPKPrGjd0+uMYDl1AYR94f7YlAn8Y20HWOi6hf\n", - "+zrNgi9qAd8bzLLl88mecGUeX5V2id8oSI8p4NuhuAG2A0ZuKuK3aChU9FUoFHUEbKwu26tSqVSG\n", - "UEXfnNA0hcF1HRV924uoG0V2NOvHKA3NRaCo8YHiJQwEMBSEeku5QOOfa2Z8Whbt4UHDJ0XaEMat\n", - "62sa6OAlgL/BMsF7IG0UQRG+MSuKbI9FwCWMmuI68+9CFUVsE/T4c3nl28ZettU0xn2I/ywfXxkl\n", - "gUbOYasbZYlP2TBFQIDpRzmE5gVGTRyHNhJijGXeyhb8fAhtq3EGdW634XsuoC3heER0wP9xwgHK\n", - "JTT8dFqYZW/Wm52/LOQY4YpUYaNZ4eDZvn0TpeLqOM+zuMjfIvb4lJbMX1VRdnhimxTPQL53hZAi\n", - "aJoJPWgH9jteKJnOuLECYF5c1wglRLix2y/1R0wh8SzEJI6qThgoEkntMLQ+XPCNB3zXCBHs+WxF\n", - "Ok2kuQaI3wc4PmScLhqusQxtj33LfOeikOqaxFo10dfVdlyTeNkOmrnEAaGir0KhqCNgY3XZXpVK\n", - "pTKEhYq+LuLlTql0tQ3QBttjHF0iblq62rUyH1E3iuxw9Ycy0DB3V0v0tT3J6GWY1phhGq/Trp/r\n", - "Io1/Li/bLKABJ423Lz0SXN6lpvEojzEuDUwvBRqdENY3K4psj0XAJYaZ5UzByiWCmN57VUScx59t\n", - "iMwi+pphPMEsoDB4X2/fa1ZZFiH6UqxGnwgxxtr3bDbolZ60rrAvdCbHG1eYT99zIY3oC9AoXOTa\n", - "x/RwhpcRgHEVaQkVC5LoMnL7wDrIszRCCJLEc9aLXccgtoNZUNT7AWCPT2nYrGdjHrCfJa2nWhT5\n", - "jpX2njwnDdAOskZgCZnMltZb1CYmagzrm8BG4j0HIlaWyQ51hm+8J/MIjb7xIM3EG76T2yGN004q\n", - "yJOPvHCNZYwQYYvQcWNz1cY13xhtTxxiO+AkxJBoI0WhWb+zFQqFokjAxuqyvSqVSmUI1dM3JzRN\n", - "YXBdR0Xf9iLqRpEdzfgxmiakZwiKGh9gEABpJOAs/LTGDFd4saykQQXGliKB6+G6tmEkjj7vGmwD\n", - "cUyzDECmYacI0Zch3or25ssKV4hmM8+sP9voSJTlnVgE4kRf5AnkZInQsMYmMB7wOmAWmEZOpBWf\n", - "ssH70OuW6Uc5hObFFH3ZFzGZxQcKmmV7efoQ1xZM+Dy/4sYb33MhrejLCRgjPhvRtyU/GDaaQivS\n", - "AZp5y8tQ79hmhPkOuQeFHtdzk+WTBUW9HwBm/7LTmMRWevWlgS/saxm0vVlD7sk+n3Y9V7QD9AWc\n", - "m2bCG8k0+jxt44SxJNrlgDbie7YPBXDipE9AzyOW+saD0AkB5gQAuy3EecS6mPQeVyb4TKVAzYlC\n", - "oP2+ZU5ktfMQ9wxuBZhOe8ItBW22GbYDc5Ik373Khoq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6j\n", - "om97EXWjyI5m/BgNDekZiiLGB5fBLs64Ewd6DKQNIegiPcCK9gSg8RrXd93XRYZRtj2OsQ3EMXmM\n", - "cWlgCqAoZ/w9Y+/lvr3p0WqPRxsuMYxtwfRu9pVz1fJjIi6cLPIEss3xexpgPGD7yGqINMeDb3/y\n", - "YJTestd8wz3wAcz7pzGqUjjDeWgnnKjhMyqHiq5lge3UF/KX8K3nG1c2vudCWtEX4KSQpHSGwiz3\n", - "PGJRHGnkDlkPm2vsF5U/G/Sminvm85lkC6qMMpFW5COK+v0A+NIYwmY9G/OiyPeXOJrvV2k8JLNO\n", - "xmM7QD/D+WlDqfM89FcXsnoR09sZ18e7VZp3zXYGy9sV/SBPX0p6LiR5nMe1v7STCnwTKZsBeyyj\n", - "l7lrCRfANxnE7MetRlz52/VmtoNmLXFAqOirUCjqCNhYXbZXpVKpDKGKvjmhaQqD6zoq+rYXUTeK\n", - "7GjGj1EagIsKJ1nE+EADCAxwpqGAhqc0M/ERUhPnhHitxJEz72FsKdoQiOvRiBMaUpTiqmkUskMa\n", - "NsuwbXr+UfgZuSG7wFkH0Rd5BH11YQKhaO3zqwJfWZtiHNsc85wGGA8oIqQVBghTiLvj2tPO9BYJ\n", - "ekIy3K95/zSir3me2U4wJrnGkBAxrkyE9DukG3kA2S7IuH7gey5wzPrHxY3xL6Rciw6BbOY7q1iU\n", - "xDTr+nK8KDKEtQnXeGaDfdYW49K0fxeK+v0A2EJJGlKEtydNVQ1FRiqJo9k+OVklJMRz1ncMtgPe\n", - "C+8stjdgHH2T3ogsbYNtG0zyyB9q4HjgmgjA93I879IibjxgXcS1i6RlX0I95c33+1aA7RX5YTuM\n", - "+62B8RfH4Fg7L9gOthocu1zPUlucNtuBHXmjbKjoq1Ao6gjYWF22V6VSqQyhir45oWkKg+s6Kvq2\n", - "F1E3iuxoxo/REANwGhQxPtC7xTY408AIkTEENCiawlVW0kjsE/bygsJpqNhAw5AZLtYWmWiMSyOS\n", - "Z4FpYGW68oi+VRNJXX0EeQTNuvAJITRimeGhqwKf0GeLDVk9/DAesH1kFYpMj5FmiL64Nu5B8TWr\n", - "6OvydGGfnOAQ/xhqv8jQxWmAe+MTF1aRYyrHGJNxAlDccwHnmEyCGQJy3GfjcpPh13HdOHEjDykq\n", - "hKzrW3Y7YJ+P8yT2iQp5wyIX9fsBMJ87ZhpDyH6YRahqJsxJFmlE0bTk+w090UMnodnnhcJsB2xr\n", - "aeoxbqwB+A6J9uo63ybKFuN03DWHMuImw+TpS3HjAdtFXB2yznwifcg1QNvztNkw3zFCIgr5llgA\n", - "GTWj1RMXkp6lTCfeKcx20IwlDkyo6KtQKOoI2FhdtlelUqkMoYq+OaFpCoPrOir6thdRN4rsGKqi\n", - "L40etsGRwhP2hyDOMJKGNNiDZYV+o8cbmOSVQPJ4egP4RN+yDds0CJpeCnlE36LbZF7YwijrimIe\n", - "vRZ8go4tImYFRCBcp8iwd7gePjZsQSWN2GkC4wGMj0uP/TCXERL3Blsh+lLohAAe583qAtPNPou+\n", - "zTCSLi81X300AyH3jhtT44SYuOcCy4gMAUNAFvWhgdkXuroIJgkUJihEl7EOeMi1fREy4uo4BEX9\n", - "fgDMfmmmMYTsgz5PuioBE22Q1lABMwvttknBxo62YjPrO4bZDvjeksbbN8lznmJfaD+mx2jWsOXt\n", - "DrQLlA/feUyWJfra7yA2+V4e553LayS147zjWl6YfYB5ihubzHduOy/Neu9PQtKzlGWOdwq7HZS9\n", - "xIEJFX0VCkUdARury/aqVCqVIVTRNyc0TWFwXUdF3/Yi6kaRHc34MUrjeVE/rvOOD/RsgfHDZSig\n", - "USREfPWJx2lJ40RZXr5EqKGVpHGHnry2IahZhm0arJAe3Bd/g1nB8K1lhTdNC1v0tfNr5tlX1jgf\n", - "n6wwvRuLDHvHa9qwPWTyiL5FgOV714XGeDXnf3b07Ske9qQD0/ic1jjMdLOdgPQqgrBmj2M0dpYp\n", - "arsQOjEhzpAb5/UX1w5YRmQIIFgizUWRa0QzDXbeimAar0h7zCkKoV5UvnLIK44UNR4ArnE4lMxf\n", - "HcDnusvLsghyMh3KkaCg7hL5TKZ5HzNhtwN65obmMel5hH1giIjMa4F5Jia1O+j9bZcpyy4L4sYD\n", - "tkFf/w4JmR86RmA/juO7dLNBUZ30hS0n4vKV5jlTJpgXO30k+x3eKex2wHewZvwGUNFXoVDUEbCx\n", - "umyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGMH6NFG5fzjg9Jhp6ktdyIOM+ENISBi4ZNGFrKBNOM\n", - "+4UYK82Z8oApTmE//gbLhm2AyntftMUQAapZCBF9aTT0tRGsD4trZPXcY5nwU4QHIAUgrl1rguIe\n", - "J0xkFXuKel/AvcF7Di+N0vz8P0/s21M8ihR96aVni6Qcx3A9EwgBjntj4kMzEbKeMCfkgGZeyLg+\n", - "ENcOeE2yVWC/LmI5ABdDRAri1X+ZEdVHkV79QEg98znkKofQ568PRY0HgGscDmGSYFg1mO8Frvzk\n", - "pS96QUiIZ+wH08JuB2kjneD9yHfvpHHKJK5DL+esExmGCuyJYCTLOgvixoOkegwZi0LbAttA2skL\n", - "RYLpxHiWBPYX15iQ9V2tSIQ+S/nb6uJ77/ed2UAzl7pQ0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbX\n", - "dVT0bS+ibhTZ0Ywfo/Qso6dTXuQdH0yBxWUkCDWcF+UdQ4NoswzENKyFrClpzpQHGHoV59J7pxnh\n", - "Cm0DFP4Gs6Jqoi/DKrOPwMiI/JlhReld4TNAUjjO6lFPIZIfCpJ5EFfOrEPmL6shsaj3Babne9t3\n", - "Rml+6Oe3CtVFgcIrBTdzTGIY0FAvGvZnW/Q1J5OY16KXe7PXf7aFbheSJuRkFX0pLn1j/vHo/1ah\n", - "bI9KhiP1hYGHQLHp7PVoPL/txOuJ9ZEFIfUcJ6bG1XEIihoPgKyiLz3tQ8T3qoDlnjdqiYs+8Yzv\n", - "E77II3z/yPKO4WoHjHQyzHiuxhHHgug3JtK0C05u0rDOyeBz0GwPceJ7CJLGg7h2z+dnklDrm3hF\n", - "Mg9xYaKbAeY11NsYx4JIv5mfNJOLykLos5Rjz4YT7/SdOQBOlCzqt6kPKvoqFIo6AjZWl+1VqVQq\n", - "Q6iib05omsLguo6Kvu1F1I0iO5rxYxQ/qvEpCnnHB583AZlkOCdozPNdJ5T0AGhW2DcaLEM9lHEs\n", - "CMOnKTDRINsssZrpQJpovMoqDDCUcVII0mbB7iOuiQlJomiI2BIHCpH8vwgPCJ/o6/KSTyt2EkW9\n", - "L7BNPbyqJ0ozPmgnZYACPT27zckUads2hQwYYlmWpCvMM+sEk3GaCYRRxH3j2ifLwTchJ65s4toB\n", - "x61Wi76sq5AJN1nJ5wn6GHG499kyYVfDUE9+a3+jPor2aA+ZfOIa38h7O05H+7KO7UWNB4BrnAph\n", - "0lhdRSQJsHmI64K2eJpUvhy/srxjuNoB7s8JID6BzqRvvOHkFHNSlotMP+7ZSg/PugDljPJCubMM\n", - "875nJo0HvjGZkxqRliQkPbea/a4cB7sPxoHPTbuvsGywvE2rAMEZaXC995hEveK4yTtvLXu+62Z9\n", - "Zw6Fir4KhaKOgI3VZXtVKpXKEA5p0fefV6+KmAcfLlyQ+xo/O3RI/umpJ6M04f+81yu6nIqA6zoq\n", - "+rYXUTeK7BiKoi8EEBgB4kL8uQznJuh5CrrODyVnzIcYlooEjZlJBhOQx8LQaRqBmHY7ZGNZwL1A\n", - "eB0wTVmFAaDodpkHdlpcokiSARxeo7hG1vV4TY98ekDkXYebQrS9bprLozNrnRb1vsC2/djac3LH\n", - "taejdFOULRq26Gv2q7TlECeggfR0wX4C98anmbDz7AIn0thGZhL7QBfi2gHL984lp6L/84wbeWDW\n", - "syt/IcS4a3temWREAAgR0/e/3f+8I9EecI17OzdG9THy0+f7UlcMMJEG140LDx8nkjCdWVHUeEAw\n", - "PXY645gUlaGKoOAG0d2Vp6xEW8d1fZ6uHO9cnpZoH9iXRTz3tQOOlxCs7PvZ9HkoJ425IPqoK9KC\n", - "wg8IkigvkOXI9uN770lC0njAqCq2xyjbHsaqJPAavkkAaa5VJcRNUmLbTiMiFwn0X9w/KTIBJ/He\n", - "ufjWZwqXIih7ApyKvgqFoo6AjdVle1UqlcoQDmnR98aXvig3v31735Zs+OBb/5D7Gj957VX58Jf+\n", - "W5Qm/J/3ekWXUxFwXUdF3/Yi6kaRHWX/GC3DqyzP+GCHCfaRXoc+Y2OSkSeU9GpqtnGY6Q8x8JoG\n", - "K1Mwz2OQzYI8wpgLaJf4lOXNmQZMC+EyttH4yVDbNvL2NTMNFGvzhgDmdWxPCpfRvCqi7wtbL8lt\n", - "Zyc7010UGiU9UN952naSAOESHyjwlyVqu2BOKnDBZfC3yf0uxLUDlu93l7VW9GX6XXkLISfaxE3W\n", - "4TEmse4hxhJTLB6x6VhUH2Y7zAuu4Z0UQcFs72baQaY5K4oaDwimx05nHIt4PrUC9IKNmxCXlnyX\n", - "8glenADg8jCmeJ5FNPW1A9PbNylKi+8dJ8RjHyGkcQzauiIcdqhkTnbLGko4aTzweZuzD4dE4En6\n", - "XeGbPFB1xL1bpCmfOKD8e659kko8DnlXMBk3iZfPwLhJSnmhoq9CoagjYGN12V6VSqUyhENa9C1C\n", - "YIXo++Fv/1bft2yg6Hvj4EEVffvaYxxdIm5autq1Mh9RN4rsaJboa4d3zYM840PasHw+g11oaLE4\n", - "UsRr1TpfoWEOmU564YHY3mxvJlMoyBoK2ESI52Ez4BJrfaIItoE+NMxX6UUcOw0Ub/DJI4ozpC/W\n", - "kTXh6j80zKUNg1nU+wLLfMruq/2hb7N6TSeBZUuY9Y3/wVAjKIQlHA8jrNlWTJrXheGTYQ3teikT\n", - "dp5tuLy/bTIPLsS1A5ZvK0Vfn7gQSng03dEn3sc9v/qXJ+i9D8ZJnycUDPlJdZIW9JxKet7zWWKn\n", - "jWlHG8iKosYDAukBzXQmkeekETKqgBAxMy2TwnXH9QsKS1n6a1w74KS3pL7ICRS24Oh7PpMa1jk7\n", - "7DboE95DETIe2JMdMDkG38HQPmxfwyTfbVyiY5UR927BesnrvUyP3TT1G/LOYzJu8gje8fDMQqSc\n", - "sqCir0KhqCNgY3XZXpVKpTKEKvoWIfr2XicPKPp+uH27ir597TGOLhE3LV3tWpmPqBtFdpT9YzRv\n", - "yFkX8owP9CpxzVw3mWT04b48HjFZjB1FgrP4Q8IcMr8ktuUxyGYBjYEwxOY1BAJVE31NocRnVKbx\n", - "0GdIZlhmnzelDxD/cJ7p2UtjWB5h0FfGrvzhO5gWRb0vmGm6fWOjPJ7815F9e4sDBXXUFcGxgKJX\n", - "mnIINYByogQEN9a3HXa7LISsoc3xyOXxB0IgxH5fmNi4dlAF0ZdCU5boEMg7vbVJ02vXZpIHIwhR\n", - "pegw5j7PfhvMg50mTk5AfWVFUeMB4Uurj+a7Q92Qp426GFoWfJewJwGwzWcRTpPaAe8ZN3HP1x7j\n", - "lghBnu3ICopw2G2wGaIvnw8cN5Mmfbrgmwha5/EgbkJGEWM1PaSje/T2qVCBPeldwWZcfZbxG9WG\n", - "ir4KhaKOgI3VZXtVKpXKEKroWwHR98cPfL8h+k54WUXfvvYYR5eIm5audq3MR9SNIjvK/jEaagRO\n", - "gzzjA407ptjkI42CdvgyeqQhZKbrvBBS3IF3QKu8gXDfOO8EkywLkOJSs70XaOiBEbAI0bcV3o4u\n", - "uERf33plrAefaEWRNe1avK6yoNfeiM9G9G1JD5/oizyAZt64LS2Kel/ghBCIYShnpBufouGqb7M8\n", - "0pYDDadJXmswPrPPvn5x3y1pKBOuPNuwDe82k4zMce2AYwfHu1aIvqETjmxibKaIhIkvLKc4sSqE\n", - "KE+KvnnX7iZCxh+2V1co1CKEhKLGAyLNOwNYRB5aBbwTIO0gxgtX/tLQ5ylrwxfimWnJgqR2wPc4\n", - "tENfXn2CHbe5ztGwzvlgjw+crJRVQA8ZD2wRkfdM836J9JnXIOs8HgBIO2jmCSxCzKbAT+J7CCiw\n", - "h0xuAuPSyglp+JQFFX0VCkUdARury/aqVCqVIVTRN6fAGom1OUVfpCG6zohhTRN9//W99+R//fjH\n", - "fd/8KLPuVPRtL6JuFNkx1ERf/vAPMWhSWLTDlxURApHhxnCtVoJ5QXpc6SRZFiBFX35vFkzRlzP3\n", - "k4zJcSijbWYBxVXT04Bla9dDkjEya558a7zCMxPb03oOEzzfDBHtEn2SvDjjUNT7gtm+wG9/9GiU\n", - "drtM8iJO9OVkEPSxNOD5ZltxkQbobyw9GKUBn2YgxJuGefCNzUnG87h2wLptpeibVjwEURYMj8u+\n", - "UZQ3JtJx24nXo3opagxkf49bHzHOM53PmTRii42ixgMibb2FCp1VBfObd1IBGLomr8ujkP09yzMB\n", - "CGkHzCvanZluk9gPcnIe0+qa9Mc0t3IyXzvAnIyYNNEtCSHtwB6Tskxo5DUwXpttgmOa/TuiLrDX\n", - "WDaJPoB9WeuGvz9Yx5jsGII4T3sfv9tXp/YkXoDvv0VNfrKhoq9CoagjYGN12V6VSqUyhCr6Vkj0\n", - "pdfwrr/60749A/jZoUPRPvyfhJBy+mTsi0HpjrtW3jSp6NteRN0osqPsH6Mhnj9pkXVMjgtV5iKF\n", - "KNsQ4fPCDCWFHRACWCtBAQ6MM6DQmAnCkMuZ8zDONQumYY7p8QlAIaiK6OtKB8vargdMNMB2nwHR\n", - "JSCHAOfgY4Nr8pphn9PAdV3bwArmqc+s44ENU/SF4HH75fFR2ov2BI+r76zlwPPNtuIjjx2WMRR4\n", - "FrjybIJtIi56QpKYFtcOWLf3dTTG7laEXcV9wZAJR6At+FJEKtIb87bDc6J6KSLMN8OWx4XwBugR\n", - "55po1A6ibxF5aCXi6ict04hnFH5YzllC7JoIaQccd+K8fZkuCluu5xdZd8G/KqAnJ8rTLv+0CB0P\n", - "cA+Q7+dZ3m15DbMtceJDqBdr1WDWhdnWzbxlfZ6av6U4ViSVU1ykiDiO2tDwwHe9O3O5i6zvuUlQ\n", - "0VehUNQRsLG6bK9KpVIZQhV9qyT6/tEXov8P/ckX+vYM4J9Xr4r2FSX68p5J14u7Vt40qejbXkTd\n", - "KLKjWaJvkd5yWcdkekilMWbCsIBzKM6mFY5dpFG41V6+BGfbI12u9JI4hscVIbqmhWlsLeL+ISFn\n", - "mwFbEKOo4zJqJeUbAh6uBc+FULAcXOeYQo7prRsC3zquFODMMIh56jPreGDDFH1hhKQgVrQh0K5v\n", - "03MsazngeJyH88324iKN6M//88QoHfDCLRtJodRdbcJmkpgW1w54febdd42ykOW5QYO4KfgScYb4\n", - "NPzm1nVRvRQxBnLCSdK1zH5mpyeviAAUNR4QafoWCA9sHF9XkSerqGKTk+bQ50LAEM98P0vq70kI\n", - "bQesX997oV2fbL+usSpvmhUNmGXMiS8hEwdcCG0H9GjlGJRFuHeNFXnT32rEjdd5JjnY4wyvhfvE\n", - "gWHZMa7Y6YnjKzv6+vn6WyMH8L05acJSVqjoq1Ao6gjYWF22V6VSqQyhir4VEn1N2vjJa69G2yG0\n", - "JiGknHifPKIv06SirxJE3Siyo+wfo1gPFD+m48I92ui8dEN6rn3iDY+XdUymuJkmLHMag18IYQyi\n", - "kJzVc6FoUExNMvJSMIFRJq8XThaYwgm9MULDwblQVdE3zpOI+UZ4Ox9wLXxCwdC7PnGTEzfSioO+\n", - "8nX1wzzG8qzjgQ3buElBLI2AHgIKoCzPIiYzpBGm2I9n/NOyKB1FeHkmgW3IN/mH6Y9boy+pjcS1\n", - "A9Yt856lneUBDdWhIZlhmMbx8DZziQWcwJQ3xPOd6/ZE9fLwvw7vu3J22OOYDxSsXXXN+snzbCxq\n", - "PCAoRoa+NxSRh1aDeQgVul1kVIrQyW18vvM9JO8EgNB2kBTtxB537OeESZabK4SsIhx8JlIwBbMi\n", - "tB2wn5NZJm3wGmbb4PXqirhnV8j7qA+uZ1jIb6O4/hfHhQev9l+fk3hNDC8x8omKvgqFoo6AjdVl\n", - "e1UqlcoQDlnR98bbb0eC5eG/+Yu+LdlA8TQP0oi++D8JSeX087Nn++9ThOibNU0q+rYXUTeK7Cj7\n", - "xyh+ROMTCtMA5/vhn3VMpiE9jSHTnsnOa8SJEz4+12c8NK9XFdDLIc5zDAYehq1LEmDKAssPaeDf\n", - "WUEvVkxMaCUQihnpcImAZvmTSfnm+mShxiuGcPaJNRSF04qfPtHXJVDmaU9FvaPZ5Q7PW6QfnyJh\n", - "C6DmfbOWA4X0EM9Piilzrh6I0mHXTxlImvyD9IBx4Yo5AccnqMS1Axqu7152Kvq/2eNWGkN1kuAL\n", - "FBXiGW2u0cLzt/EkYZ+Im6CQJhywD0WNBwTFiVAvbdaLb9JaHUDxKuvktv8/e//+b0dV5/nj8w8M\n", - "zOPx/fHzme75ZS6PmdG2Z6Zn2hv6sR1bvDTtBbUbFWm002oUjYJR2yh2sDUIQRFbRFFbFEUDhPs1\n", - "BEy4C8gl4R4DEXI7IRAScjunvvu1ar/2XmdlVdWqqlW7qnZez/N4Pc45e9euXZd33d6v9V4L4vFa\n", - "xjyjaYr7K/6dZwDlUSYO8hoiuPeAIfHrM5VEObAdbVUlNA54nFNV9iGvM7yHQIzgf9xf9xXen7hj\n", - "FVN5RmoeeY3/8p6PQhqI+QTTN++cxPvgJhrByfQVQvQR5Fh9uVdJkqQQHbam7/YbbxwZn3WIMY9J\n", - "m757Lvjp6HuKKofz5iXTV7KFfSOq0zXTl8lxKKvCo+o5mfP1JQSyZLdkpyFdVBHrCvOwKxYmbTiE\n", - "wHH8fK35fZoG0xeUjc8mcM2SvMoKCGYk3s9KhrsmchFFZg26aUa3d5imTMV+1jhpOJaw/LZZBXMB\n", - "r1Wp6op1j+aavjBHP7zj82YdioysMjRh+pYxFfkdFz7whFkO/DRN3vfYFfy+5aWKkst5ccBtDCMV\n", - "vyd93sozimzRYIKyjm9CoyrE6M8SzjEf3rXI7Ju6FU48RxR1A8/185nVfK8Osc4HNjQgi7Y11inG\n", - "OrRN6DGZJ26HMuY3z2M491Y1k0iZOMg7f9K4wzEM2CgD3Ve70+J1SNSH50yoyvi6JDQOeH8P4Xiv\n", - "Ahvj8BmhbLV7V+F2ceMdqtK4A9jj+XJe9vkz67jn+2UbO8H0zdsfHJ4gds8uQKavEKKPIMfqy71K\n", - "kiSFSKbvQFVBlWzdeYAd73vPaD5Z86MxHMP0fWHJPybbj3p10Pzy5iXTV7KFfSOq0+TDKEwNPESX\n", - "qSRjIgBCtYmPKudkJv1hmPkSAnli9QZbpocaoxBaozN5iURSUSK/LeyEV0gyhUnwSa8PK5KRiKWB\n", - "UzUpDBCf+GkT1wQsMvCYZMuqeAztZpVwG+SZNeySuEwVhG853KQoVSeeYt2j8RyBZcEyYfv/3RNn\n", - "mHUo27V1HunWHsccG1zA+KYhW9aULIoZW/wOnF/ZpWEZM78sHC8P3+WDFVYwenzLC4WMD5oXB9y3\n", - "bZm+bOjg6z6Wsg3fkAQ6txuumb75hQixcOLmL5v9U6dhA3tNyNrHxK5QdpfFNdeqEut8YMOGODhv\n", - "5V0fY61DF+CxkhezWeJ2KFvhyPsQ3jNBVSkTB26Fpi3XyOff7nTTtO+7gN3dcp1tWiYOxjHvf/YI\n", - "gfcyuGbV7aK8K9jr5Ma9fT8Rin2cu/PjNvMZs3Uao8D0tRvx+qjSuDEEmb5CiD6CHKsv9ypJkhSi\n", - "3pi+Oz9yYrL95z8b/lcdVLaaeeWYvuj+GNPgdx626Rsyrm0WnIctl5imL+YVOr+8eT3/6ZNqLZNM\n", - "3+kS9o2oTpdMXybeqKxET5Vzu22s+BICeWIVIhVSWYVEof05VGV1vbvHkC6eKSaBJm36IibwvUiw\n", - "fnJF2lVrnWVgV8h1DI+6uMtgG3iIoUWXrpvXlR2TbFnGFSsWQo67IkOOcDokxULxmb6usRojnmLc\n", - "6wF32RBjJ9z9E7MOMbv8w/zwQ+z9XbVqJmu7+mSbE6wKR8w0RdF1wNfNoysaonndPubFAbfPx4bd\n", - "O+fNJzZ5CW5bbFwUuu9tA7WKMQch5k5Yf7bZP6jMrwrPOYinPPLiNFZVXKzzgQuvPdhm7rJTIXHa\n", - "F0KOyyzx3qeKecb7EKhOt7hl4oDHaJaZxOWh6eQ7lrnv68avSLGfByZl+uLce9G9z9TqXt4+btjD\n", - "T5X7mi7Bc5+vS2XeT6ACPhQ2WPI1oKUxC7nPTHmfgyF94uC4zLrOwvTFb15nffuYjRvrXAt9yPQV\n", - "QvQR5Fh9uVdJkqQQ9cL0HZmry88cvlIdVqfmmb78viIjtw3TF1W6RRRtb1QWhxq2efPiMu1a9o3h\n", - "K9n45iPTd7qEfSOq0+TDKMcCdbt3zYLdVTJhmNUau8q5nYmYEEPTFRId+CxVVAmL5IPdnXNfWvnT\n", - "GA+pZOa6TdrIZoxgn8Qwfd0q2zbA9+OHsMIFSUOaobbRUGQs0KANGauYx2iRWQNoTocahL5tyxhz\n", - "qzrzEnFF1L3XI0zoc+w6HOfHX3+FWYfQhitF+Ex22/Stan7nmWmubNPXZ8zHJqubbxIy1npIxVRe\n", - "HHD7sGv0OiZCWfIS1RQT3WW7MeX5sIoxB5mGDb/7fu0YCI0jGjm+bcHrft3rZazzgQtjCKZC1j0A\n", - "jmFMM+lK8ibIq34tUh2zi9cIaFJmH+B3+vYtz8s8V/u2CeN3GvZ9F6ARD9Ux0ps6H2Rh3+Nw+fuO\n", - "fY/ixj1Udj2LGpTg+oD33WOJ98a+5cC8uBy+5zyavnn3WGXuh8sg01cI0UeQY/XlXiVJkkIU1fT9\n", - "zdqHvLrqmtu9r4fqwaWnG3Pxvs9+0ft+GT3y6c+Zed1yzk/Mb8id5u7zLzKv47f7ni1OFzJtnjgP\n", - "W+40zwy2L17//Xved8h7roq2N+az7gunmnkVzS9vXvhsnWWS6Ttdwr4R1WnyYbSMoeBWLfFvn6lY\n", - "JYnjGz8qVEgCcnmKuodGsgGtzTEtqlTqVAxMGnsfFBnbnG7S2Mmnz1yaJpaRnK7KJCodi8D344ew\n", - "qgKGDAwG/G0nmW3TLgt3nlmgghXThRyjNO9CE2I+0zcraYfXoCrETOpyObhcJ/zqDrMO+ImBr+rV\n", - "jum8hGQeRZVqtuwuDstUhVel6DqAZYF8y0qFmEh5ccDt85FfpI0LJmn6FiW4oaKGHFnQUGZDhbLC\n", - "ueRDqy+uHQO+Y91HnnlQNfZdmjR5eG52G61QNCuwX/pOmfsBW/b9UhVss881fcpQNg7s6667Ttyv\n", - "efs/VvyKMdymk4yDurDxGFWnWr0r8DqTdd4rG/tFz2O8x8U9iv0MmHeM2ia7b8gDmr649mAaX0xh\n", - "iBNcx/BTNDZ9GWT6CiH6CHKsvtyrJElSiKKavv+//+d9jegX/+01xly88r+/0vt+GWEemNei//gm\n", - "8xtypzn6P7x9NI37ni1OB+Fv3zQh4jyge1+fjrX78n//Tu80MbYB5vPl//QXZl515sdtWXUeMn2n\n", - "S9g3ojpdMX3ZOp4VQHlJhLJJHDt5aScByojLE5K4h5Do9xnWXYeVY76W8hQSNZimjWSWbRqcepW/\n", - "GqAMZWK0KZhkInZiC78hu8u6kKR6aLfVoWYNsBNiIWOeodLYnTYraVe0PnnETOpyObhcOO4/vGuR\n", - "WQ9U6dbFZ7La24TmZpXGIu6y54nTcizWMt12lyWvYQXO71iOvMY0oSZSURxwHhC2+aQIaXDEhHXZ\n", - "Klf72lali2dsW1az45xRFY6FWJQozzPAuR51r5tNmjy2Ienb3mXNj64Tcj/gqmoDBht28Vyn6rts\n", - "HNg9bLjrRKOI8jVaYAMtxIiIA88XdRpRNHk+yIJjA0NYh77D6zTOb27cQ2Wq3HkOzeqGmeK51N73\n", - "+B/yTc97J8o9P9P05fkpa7/wnjhmQ1CZvkKIPoIcqy/3KkmSFKKopu8tax706sqrb/O+HipWuT7x\n", - "rnd73y8jVqfe+5kvmN+QO82D/5RWFqMa1n3P1j3n/Gg0j7vOv8g7TYjweS7XymNSM9qdH78H09mv\n", - "+1S0vTEfu9LXNw2VN6+n3/5XtZZJpu90CftGVKfJh9EyhhIT4xwziklwX7KnbBKnKGERS1yHOonK\n", - "tmGLfl/3mxTNyEkaJ8RevmkwfWm62d39srtbmuuUncRigjnLIKHRhu7q8sA0+AmtauCYZyHbi/O2\n", - "4TFirwvXE8dnFWImdbmtuWxI7p/41NfMehRtyxB88eYz+avgLnueOC3ih4ZdiJFfhbzrABv7IGns\n", - "W06I3esXnW+K4oDrHDKvWIQmuOt0b163i2d8FvsHP1UIHRcc2LFuLwPOB3i96jnApmmTh0bUKZ5r\n", - "JF6H+tjgy4fbGC9EVRswxKZsHHBdfdWMdoM+yB3btG51s2iOps8HPnieg+rcn3YFu3GRHfdU6DUa\n", - "hDxjQDzmcM8IihqI4T2I52e3YQZN36Lnl6LhKKog01cI0UeQY/XlXiVJkkLU+TF9Z59/fmR4bvvQ\n", - "B4evVofj0G765rLRfF047m/ReLej8YEHqjumL5eLpq87P34Ppisib3tzHGL8xvjAM289eviOn7x5\n", - "1V0mmb7TJewbUZ0umL58mLe7JmVlhS9hUvbcjnlgXnnGQl0xaQ31OeFrJ3eQyPStK8wFvN9GBYNt\n", - "4J92TZpcRoVOVVh5GXsMr1BwbOD77cpPbn/bBITsRDOrILA9fISY2T7DuQgub8h4wZgOPzZcFzue\n", - "6jYiqHOv5+IuHxKPHPMUXWHXpUnT156PvX19suOnicoWm7wq0JBKwrxrgU1RHGAeVNVYK0tIgpvX\n", - "jrLj+RKOvVq1i2dcdz+yb2HmPiqizDiI6K4Ty2o3+oDKmAZFxDwf+ICRz0o++1ibRuMvtNGCrToN\n", - "GGJSNg7sewt3ndxrsXuO5fuTOq+IcJo+H/jgMweUdY/WN3jOc8/dEK9hOL8XQVM2pJESzyW4juY1\n", - "yrB7H+JxbD9PQjR9i87TTfR+ItNXCNFHkGP15V4lSZJC1HnTlyYlFNP0ffy4cZfJLm2Yvs9/+qTk\n", - "pne9LfmHz5x4yPy4DXa899hk+1GvGb6azfaf/yxzeTgv/Oby+whZN76/433vGb6SjS8GZPpOl7Bv\n", - "RHWafBj1de/qg0kA25TNSwKXPbfTWHCrM2KKxkQbRmhsioyYUBOmCZjQgcHx7VXpctRJtPpM10lS\n", - "xvS1KxeKqqlC1svX1XAIMInxudPnTs8Uu5e2u4zNSqrXTZjHTOrSDGViE8lEdn8bI0Z8FdhYb3yn\n", - "vb+rYM/H3r4+2aZvSAOBOmDe+PER0vUxl7Vo7O6iOMA8qJDkdIzGOyEJ7hiGZ15CvkjYvidu/rLZ\n", - "RzhvlKXMuODc/u4yxLymxDwfZEFTB/HLdZhW449dLYfcP9F8qdqAISZV4gDLDrnrZRtFkNsgrs2G\n", - "cCKfSZwPXHivA01L1X/R/UVoYw/2ZBNyn8JqX1wf8q6lnI5dyvOewT5n0fSFirpi5z0u7l9997e2\n", - "UBlchExfIUQfQY7Vl3uVJEkKUedNX5qPMDxjmL4wKDG/rpi+BzdtMp9/aeWlyauuviB59ddPPmR+\n", - "NGppWBex7ei/zDRiOS/85vL7MFXAb3mzeT9rO+A9qghfDMj0nS5h34jqNPkwmqb687uMRELEV/3D\n", - "5CG79rIpe27Pqi6KKSY8kOzpO0XVaXldb08CfDcU0/StM55lHVxz1q60ZiKLhg4SWdwHRSYJqxXy\n", - "KnKrmn38XMiPbZRmxRXXpWrFdsykri+x+YGL7hitT12wPTAf21zD9/E78bvqWNkhBiPFMfjQaKCq\n", - "+R8C5+07vuxY9y0jxWmKkudFccDj6AMX3Gd+F0FDuk43tSGmdpnxELMos+9dGdO3Rhfmvpj2ATMA\n", - "y+jrnhPnBLxXZOyHEPN8kAVikfHEc4VrPEwLHOs2pKeULpmfVeKAZpHveMXrlPtejGNYNMMkzgcu\n", - "OD8gFqYpHngesBsf2gp5Lgi95lNoXEGDls9xPrPYPf5YFWzfa9qmL4/zrOc1NmQK+Qnp9UamrxCi\n", - "jyDH6su9SpIkhajzpi8qYGH4wvCMYfrSpLRNX3QhbTNJ09c2Yf/NhWfUNn1pImdNt+eCn5r3/vV3\n", - "tyXnnPLxzOnwXWabv/ud5rcPfk/WPGx8MSDTd7qEfSOq07bpSyPINrQovA65lDm3V+mesKxYqYV1\n", - "mAbsxIxb0QIVJUyahssWw/QFIXHaFDRQ2XUwK0SwjWmG0tCxY5gGYd66F60XzZqy3fqiC1gYPCHC\n", - "eJ8ECTkss5s0LDKwi4iZ1PWZvjCpPrxrkdlWdce9ZQU0tg2gEYZGIyH7NI+s7euTvc1DGghUhZXN\n", - "vmoYO9Z9ywix8U/IubUoDrhvQ0xf7hcIlUlVCL32oNcCTFfnfFqni2fEArswL9sABOBz+CnqGjpv\n", - "f4dWiYUQ83yQB40FdiNa9zzWVexzlLvfXNG8b6tBmE2VOOA5wlfVzPseX/zyvbbuiUQ2kzofTDs8\n", - "32U1/ghp8MHrlO8YyhLPq5RvGvf447UX4jOMbfrSJM5q0BV6j8uK4KJ7aJm+Qog+ghyrL/cqSZIU\n", - "os6bvhhzFlWneVWpZaBJufk1rxz97Rq2/C4YznlMyvRFFTBew3bA7zw4bdZ0XOYl96/1fhfBdsf6\n", - "b/+nr3rndWD9evP66r98feZ32fhiQKbvdAn7RlSnqYdRPBDjYbioeoxdffm6EobZYj/IkzLn9ipJ\n", - "hrJiorNORVjXYBfPvsoxJuizukZrGiZ4frDmcfMbqgNNizZwq21tY8Q2EdzuW/Mq4UlRBR7HWq1r\n", - "ZIaSlVCvWyUVM6nrM31RwcJKyLIGuQvmgR9in59imb5ZSVlbTNCyujpv3N2q0EzOmm/I8papHCyK\n", - "gzKmL6uaqKIqYx9Zle227G5j6+KeI0KF88yHbk0rm8qObY5GHfhcyLjgefs71jYAMc8HRfBahPuX\n", - "LhmeseF6Yt99bRAvWeJ+bOvewKZKHDBGcUy4Mcr96zuei7qLFe0xyfPBNJPXaAcKuSctqhb2yb5G\n", - "Zn0337ev0+4zjG36uvc/VUFjNlz/zp87f/iKH5m+Qog+ghyrL/cqSZIUok6bvqxaRXVqbNPXlmt6\n", - "8ruyKlwJTNgNr/ozMy0+UwXX9P3ov3zD/H/7tZcPpxgvT8g2oDGcNR3n8cm7b8w1ffG6mfayld5p\n", - "uNwrj3mT+V2ELwZk+k6XsG9Eddo0fVlBklUJxSSb2+VjmXN7XhIvhuyExDQl/GhY+CrHuL5tQfOG\n", - "lb51l4Wt9e2q1Enhmr62CWjHv8+MLFp3JKIwb1+VJQ05mH022O84VmJU3LmwgYfbdSYNhapVUjGT\n", - "ur7tjO1RpxLSBvPAD7HPT+wetmrXqEVJWVuuwRzaRW8ZihKiTMrmjRVaxkgrioMypi+7ZaaZU8XI\n", - "Y4W+r+EMxV4iuB/qEPJ9PmEZqo5bje6g8bkQszjrWly3sYNLzPNBEbxOoiFUViO1aYCxFaKq3dPH\n", - "pkoc5DUSxPkZr7sNFHkPiEYXontM8nwwzbB6Nq/nCp4DshpJlRnP1xYa3uF7fde2rN5AeCyzhwLb\n", - "9I11zSlq2EZk+goh+ghyrL7cqyRJUog6bfruXXXjyHAMMTxDwDxcuYbmrmWp8Vpk+uJ9mp5YvirQ\n", - "PD33F+cb0/fSK//B/H//v3x7OMXYqLW3Rxao0MU0kA9jCh/16uSo638xMn1fWPKlZPf3/mUkVvHC\n", - "bJ/ZuNH8/fyiT5kqYsLl/s4H3ml+w6DPwxcDMn2nS9g3ojpNPYwyGZzXApqtvvFAz4dxW0gO430k\n", - "i23KnNuZ6C+bZAgVW4xP2zh+dhfPduVYFxKc3KexTN8mDK9QXGPWNkZsM9RnmLDiOsugpaHMrqNt\n", - "ssZxxfygqsZjHpw3l5+y17MKMZO6PCfZyUWcOz60+mLv9iqDryrSNj6zznehZB2zPrlJT45hV9fU\n", - "tkF30ZhnVnV0yFjrRTFuUxQHPG8Umb52d7Z1zu+TGs+XMMldtotnxALHrXYbgRRRJm6yrsXcxrHO\n", - "OTHPByFwvagqVeFdB8cEYjREiMMuUCUO7GPfjtE8uedS0S0mfT6YZniOw3OA71jgvZzvHGDfn/g+\n", - "W1VsLOe7RnN5cA22TV/cc+B13IPUJW8ICyLTVwjRR5Bj9eVeJUmSQtRp09c2emOYvvZ4t7ZcExVm\n", - "Ll6fpOkLAxam78Fr/6P5/8Fv/vNwiiS548QPJOvecNRo2izTF2MT432MfZw1HZYZgun7R//yFTOd\n", - "K1YLf+x73zD7buYtbx69R7gsp3z8A+Z31jIRXwzI9J0uYd+I6jT1MErDKS8ZzKR/VlI862G+zLkd\n", - "n4eykhR1RVOiK4nOmNCQcg0wvNZmghOJZSzDqVetr20YgjZNX/e7uW6u6cuKMrtryaJ1z6u2zzo+\n", - "MT8Ix2ZM84LJdFTDcfmpMsaej5hJXXv7c/lMQ4dLfmO2V1lTzMa3P2xjsK7pC1iRZy+/T2y8waRn\n", - "mYrNELiuWd3+hlQNMTEb2sCkKA5ozp04rN7Nijca/zBkqyaHQ9YPijGerw27eM4zml2NtvPwpwxl\n", - "zp1Zlf40vmMNjxDzfBAC9h2WnxLdoGoccD+G3jOy0ULdrmJFM0z6fDDNZDXcofLuYdgoCfetvs9W\n", - "VV7DKbthsW36QngdqnufywaUaOSWhUxfIUQfQY7Vl3uVJEkKUeumL81DVJGaMWQtYxHm5I73Hmv+\n", - "jmH68rtcuYYlvhev43ceeD+m6Yvt5DN9H/qL15mKWk7rLi9hJfD25WdmTodlhmD6wmSGntw1Nklg\n", - "8LJamMsE3Cpj/v8Pnzkx87tsfDEg03e6hH0jqtOW6UsTy2cCUTQYkSy2CU3ihFZtwCjBeHRljWEu\n", - "H5IY0wj3kV05xu5Iq1S+xYLGXCzTtyhWm8Q1TZikYvIMAr5YLjIJs7pwBqxOsKswXfOiSpe2WeQl\n", - "/Ph9VQk9H4TA2HJNU5h3H9m30GyzqmMgMzloG6tcd3xH0f4MgfswpFKN3w1YhZyXuCwDK9izjqmQ\n", - "BHDZro+L4oD7lsZo1jnDrdBlt71lGvb4Gmm4ovEOxYKmPxLhvu/MEj7z4R2fN/ssxMAlmB4/IWNB\n", - "c13d745xDreJeT4IhWZIm42hxHyqxkGRseUKhhKmj9VoQcSljfPBtMLri90Q1FbeNdu+t/V9tqry\n", - "rh9246sfr52/zDGvO7jHxnUwa4gYmb5CiD6CHKsv9ypJkhSi1k1fmL0wDdGlMs1GGog0KEGTpu/2\n", - "tWuGU6TgO/E6vzsLvB/L9H3H8iXJzg3XHWL6sjoZ5urvb77J/J1lsLJb6u03ZncDzW36xyu/n/zR\n", - "peca0/fipx4dvpuMjHcI763ekL7HKmKuJ/dH3rjANr4YkOk7XcK+EdVp6mG0qAKIBoc7PporTAPZ\n", - "hCZxQhLvrHKCyibKmeyb5goPGiTYTljnGMZUXZBcxTIsXvlQlMRNl0xfO+GM3xDh/2ycENItKuaN\n", - "H9eUYde7toFJI45yG1vUIctMhfh9VYmZ1M1aTsTZiZu/bLZZVnfFRbhxhpjFd2He/A78XzcJyfkg\n", - "AWuvgyskQjEdK13SSAkz8PLA5zmvLIM8Lx6ovAoeH0VxwO/MM33zGleUOc8XJcehsqZ2CDyGQ0x/\n", - "W4iFsvHt6648C16LfcuF16FYPQvEPB+EAnMB61i1twIRn6pxEHLs2op13hbN0Mb5YFopum7nNWSq\n", - "Op5vkdz7GBfeUy+77pF5n4vZWIPDHGQNZyTTVwjRR5Bj9eVeJUmSQtS66Uvz0B6LFmPJAhqUgOZo\n", - "kbmYB+fh6vZrLx9OkYLvNO8d9ZrhK34wXV3Tl+uPyluf6UtT/GVnfdEsJ/7O2gY73veedNlzTF+8\n", - "ju+Eobvk/rWj3wTbHtNAeG/lYw8O3xnM/73HjvaHTF/JFfaNqE4bpi9bX0NF1bVIEmM6O5kamsQJ\n", - "Sd6xC2kqNCGB5WayAeszrbjbsKwR0wQ0yz654oHR8tRJ3ISMP90UrBCg0cYE1Vk3pYau3bWtbQhj\n", - "X9AYzjONfMehbcrZMKGHbRo7ttlVuNvIA9WUeB2J86rETOpmJTXx/wm/+77ZZlUbB7imLxsvcEzz\n", - "WOaBO98sud9X1FAnlJCuot1Y9qns9iiKgxDTl9VIdgMgxigqgEOZ9Hi+Nly/vO92hW1dNr7LdAnO\n", - "hL97/LPRVZ3j3yXm+UD0l6pxEHr+pDAtFHM4BBEPnQ/iwXtvnK99xwLEnjHs6yuODR4nvs9U1Who\n", - "Aus+2YUNjj7+q/kNjtiYK8b11+5Vx9doTqavEKKPIMfqy71KkiSFqDOmry2MKQtgYqLyFNCwLTIX\n", - "8+A8XGWavgPlAaMa3S5juhim7/OPrzjE9N3+j59PnnzlnxkDdtXmjbnfxfdmNqbT0Ty34TRZpu+B\n", - "9evNNKvf/fZDTF9TSTw0wrncR57/tczvsvHFgEzf6RL2jahOUw+jNLN8lV5Mvock1XyJ/9AkTtYY\n", - "grbY2pvfA5O5yIiGaBbnGW7TACvH2MWzb39MGiaeYPoycZNVeWALyR8fMLkQqzC9Jg2+Fz+EMfv1\n", - "6x83v+34crvHY1VF3nij7Gb3+rnrh69kr689fx4XsarYs0y+EOO6iJhJ3aykJo73D62+2LvdQnG7\n", - "1Ob2ZoOKWMdWaKMa9/tYrVLV1Canzp1q5gNTMIuQ5eM0oRTFQYjpm2XW+hofZcHtj4YT9jxcxR7P\n", - "l7Chjm1cFwmxcMLdPzH7DXEQQmi88JjyVfk2Ue0c83wg+kvVOGC8utcAn0JMJ9EuOh/Ew9cThive\n", - "O9oNMUOGc6ii0OsHr/nssQiKce9pw0Zzvvsemb5CiD6CHKsv9ypJkhSi1k1f22CFYPLCTAX4nwZn\n", - "DNOXVayoWOX3Qa7pu+3ED43eywPvn/LxD5jf9hi8ZaB5CtP3xQe+fojp+9S735H89D1vMwbsmevv\n", - "Nu/t/MiJyZ6fXWDeJ/b2wfbG39x2NnydZu/Lr/qJ+W6b7Ue9emT6nn3/7cNXx1XHMIbZlTSmyfou\n", - "G18MyPSdLmHfiOo09TCKh1/8+GBiPa/Ki/K1xg5J4oS2LLeT+V8YJitgvPmmtcWEfZaROE3YCZNY\n", - "xlQd7H3L+AhRVqVel0xfLqsvIcWKBbu7ck6fBcxezN82clhx6po7+C5+N6sb8wzlMnA57WMI6ovp\n", - "a7bHJb8x263quLdMCrKS1t7e+I6ibgrLwMrqvF4O3Cr5GBXv7PLXN440CUkcMy5wTg6lKA6KTN+8\n", - "5fIlsrPwHaeu2GADig1j+MRBPIVW++I8evz1V5h9F3oedOM5C56j8dv3vXgvRrUViXk+EP2lahyU\n", - "qUqMcf0SzaLzQVyKjg02iMU9CHEbLMZS6PXD1xCK97hlevDIg/dPaPTmItNXCNFHkGP15V4lSZJC\n", - "FNX09Qk3+Xna9qEPJtvenHaRvO3d70y2Lz/T/M1qVfyP6dhlMX678wgV533Pe9PqXOqmSy6aN93j\n", - "x71v9J79uiu8T9P3t6ed6p2mSFymV119wTzT99IvnTzaBhjPF+bqKXcOt8FQeN+dz+h/TDPcdqPX\n", - "httw/a9+MTJ08b2QPR2E1/idfG3moYfS+X7/XLPf0LU1TV/3u1z5YgNyYTzmyWfilpUvrqV6wr4R\n", - "1fEdD3XJ6j4WlB1zEKYFpsdDO8GxXURIy3K3SgMVWjQE8sbDPNyqO+wunvEbahsuBxI3SPwUKc9Q\n", - "y4vXJvF9L9eL29qutPWZUkUmvM/QZsWpW5HgVsazm766DRtY+eg75rFv8F6diuKQ80EoWaYvhNc/\n", - "sm+h2Xa+LvyKYAUsjFGA+UGsduX/MQg5z3LbM2FKw9aXtAyFleV51aIhpmiVuCiKA26TjwzP8W5c\n", - "MzHtq5BlRRGOkSLcLvF9aqLC1YbLgPNeiPGL7X38lWkDkdBGDZgWP3nHgl317KvqRgzgfeybWMQ8\n", - "H4j+UicOeF0tOnZiXL9Es+h8EBc2jmVjNVc+M5X3llmfqSoep0XXD947u71v4DUoBrgOZvVw1cRz\n", - "thBCNA1yrL7cqyRJUohar/RFd8HozhmVoqgktStW8ZsVpPbrVcG8MA+Owzvzhpeb33ddPL/SdfNr\n", - "X21eh/LA+zB90f3y+q+kXVK7oLoY65UFl+mTd9+YvHT73xnT97l3vSy572/enexdlZq0GDcX5ioq\n", - "c7GtZt7yZvM63ieomEYFM8D2xvtu9S23ISqbMT90F/3B265K/njl94dTjDnyV2ePTF8bfDeqsTEf\n", - "rDum2fiq/20qf/PwxYBM3+kS9o2oThMPo3mVkyEVaLZ8lRQhSRxWdSEp55sv5Eu8czy3rCQ1xAo5\n", - "24ieZmiWsLoZahua83ndw9oqSg7RwJgkvuOE29c15Ajf53rRNMkyZmks25WXMHXwGs1H4s6bxrNd\n", - "sVGFPCM1az3LEDOpm7esMMFP3Pxls+2Kqht94HP4AT4jHP9DsSgyLnwNC+xlrEJet/6E5mreubko\n", - "rn0UxQH3Lc8dbsxlde1M4T0I+y6PovlAvIbUifsibOPX7tbSJ14LQ/c/Gwh8bu5zw1f8cBl8RjqE\n", - "+Mf7SMrHIub5QPSXOnHAXhjyGv9BZXoAEO2g80Fc+Aznjs9uC9ccTINrZZnK+bKyv6eIz61Mr8v2\n", - "cvvGH65DVqM3mb5CiD6CHKsv9ypJkhSi9k1fx5zkmLI0Q2lsNmH6wlzFb7drZrxGZTH7/PPm/asX\n", - "vyF54B3/J9lw/HHDd+aDcYlhyGbBZYKh+9LaY+eZvnYXyuiC2e6GGa/b2w3/03jF9oY5y7GRCbu3\n", - "Xv3YQyPTl+P6uuA1aMHaq4avpGCemAf0lq+eZKa56v3vHnXJnYUvBmT6Tpewb0R1Jmn62g//RUlo\n", - "ytcNZkgSJyRpl5V452dPyahEY6IhZqK669Aogcp0udoU3EehlQNF5iLNqioVnFVxjxPbcMxaXne9\n", - "Q0xTe91oAuPHhscmYpvbzD72QpJqWWDZMA+f8RPD/IqZ1GVFCMewtoUE/wnrzzbbrsq4t/Z2Z0MK\n", - "msvc1jF7D6C5iuV21wXyNahhNXIVUzuve0ObkGO3TDKXFMVBnunL/ZFXGR1iRGN5MY19HPnU1Hi+\n", - "LqzKwvflNZBhLPzDns+Yfeg2CHHhvkavAVlwW0BZ13u+H5OY5wPRX+rEAa9ZeQ1TIDasafo4FtXR\n", - "+SAuIceG3YODe68TS2V7XLrqd2kFMpaN86jSuCwPNoayG1kCmb5CiD6CHKsv9ypJkhSiVk1fGqcw\n", - "I23wGsf6tU1e/G8bnWWhwXrah9Pum/NM39V/+XrzGya0j1HV7LdfmTz9zj/NNH0xDaqZs7BN3723\n", - "vGWe6QvDGGPr0vC1TV9sH5rJXBYa5Nje9vuE3wWzN9T0RTfPNhzXFzry/K+ZaZYtWWT+P7gpu1st\n", - "XwzI9J0uYd+I6jTxMMpxRN2xIW1Ty354L5JrAIQkcTA9lJfozkq843toDLimMcer6oLxOUlYsQXZ\n", - "JlFblDV9fVXdNjBeEbNVzK6q5Jm+Wclk7gdWynO98qpx7XVzv5NkHZusZKpjyrrLbCtrPcsQO6mL\n", - "5YHcZUWS80O3Xmi2X57Z5cPtOtlNnPoM2LrYBqTvPOj7Tlaq4BxeltPnTjefdbsNd8F3Qu7yUEzm\n", - "IjbKUBQHjHGf6VtUkQr5xip0QfIY09iJZVd2Y4qmQWOOEOOXXXIu2PYVsw+LzoOoZMJ0eY0fGONl\n", - "Gh3EIPb5QPSTOnEQalRhGsg3bIToBjofxIXHRt41jo0R0fAspGePKip7/di0eZuZPl2utBESl7PO\n", - "/a0LG87Z90EyfYUQfQQ5Vl/uVZIkKUStmr5Z1bt4rQnTF90S3/XW/zsah/eFhf/N/PaZvqwGdpeN\n", - "cNlh+sKkzTV9B8oC1bnoHhrmKwxf2/TF575z8seN2ftXN1+S/MlVPxl+Kv0c3t9/113JC0u+ZP6G\n", - "iQ6wvX2mL9YfXUCfuf7u5HUXLUp2P5wavzSAbbJMX1ZiP/Wuvx5N8+5ffM+85pr3Nr4YkOk7XcK+\n", - "EdVp4mEUiWBfQjgkWeCTawwVJXF8Y5+6Kkq8Z3XzHLtleF/gvoPs7mDbIs9I9IlG0oKMqoA2TF+3\n", - "cYRtvGaZoYxLGilMfOWNNWobNPxOt/u5LLOK87fHZysLknKYB+ZlzxvKWs8yxE7qYnkgd1mx/GXH\n", - "PSWu2c4uEtmopGwCMxRue19XjDwH2sdEVoOdItCdMz6HCpe8annGOLpVdJeHCjFXfRTFAb/bZ/pi\n", - "G+C1vC6ZeQ6Bsgg5LxU1QIkNDCkeZ1m9V0B4n5XsRaZ/0fkS38lt6jvuIXYvjm0Wk9jnA9FP6sRB\n", - "yD1k1cYpYrLofBAXXkd9vaFQvJ/BfWlT4/mWNWwRB7w+04AOaTRZFt5D2Q0DZfoKIfoIcqy+3Ksk\n", - "SVKIOmn6wphEdaz7Hv6vY/rCBEXlLE3fXZ/9r+Z3FdOXFa9rv/+qTNMXla+YBspi24kfMt8FI9Y2\n", - "ffm5N53+eTPer1uRy/F+KY7nC7C9faYvX8O8llzyXvNddzx5g5lvqOkLsA+uuvBHySsu+nzy4PVv\n", - "Nr851m8WvhiQ6Ttdwr4R1WniYTSrCoiVP2VbfLMLWI6bVpTEcY0xn0IS7zRMmCi3k/6HY2WHzyxp\n", - "iyqxlNdlLGO2yOyIids4wl6nrLEufQk3/A9lYRt5rOR0qzHztieXBcZ/FWj++KoMs9azDEXng7Jg\n", - "eSB3WXn8Y/vhp0xX4PfM3WM+w0SgO+5rU6YvzfysBC3egwjN6aIuml14/BSZxSHnZlaX83wfSlEc\n", - "sPL5Qz+7z/zmeYwNWvIMHopjAGYdC0xwtz2erwuOL56/sYy+5cJ7J/zu+2Y/utduF0yDn6xjgPsZ\n", - "hpjvu6CmtkPs84HoJ3XjALEJZVXHN3XOFnHR+SA+PDZ8xwXFaUKmrSI2wA29L0Uc8P6Z13rbnI6F\n", - "PYQKGsMBmb5CiD6CHKsv9ypJkhSiVk1fdjfMClUCY5Jmpg3+b8L0veLUzw+nSMFrRaYvl/3xK/80\n", - "0/SlqQ1lgc/hu2C+woQ9sPqoeaYvulA2Jq1j+mKbYf4Uu6E+8ldnJ6fceWNa1fu+95jXCMbdxZi8\n", - "mNeZl77DfN+mp1PTF6YzuWdms3nt5Vf9JDniom8PXx3z5K6dZh7Hr/iImQeqhs1YvzndWPtiQKbv\n", - "dAn7RlSniYfRrCogtrL2VZ3ZojnHluEwovA/K0yLkjisosv7npCEM4xdJspRlcTliF2Z1BdgIF10\n", - "7zMmcdI2NCnzumN1lZckcg3YSZBn+uI35IPvcb3yzGxgV5lmjdmaV6FYJ+5xDOGzWEZ3vhDeg+oQ\n", - "O6nLZfItL9bjxM1f9m7DPNx97X6He46LCc9hMK3tdYF8sYPlxE8ZUPmMzxSNBZsXZ1RWt/tFhMQB\n", - "5ksxnkOWicqrTmWsQ77PUlXXry5Fxi8M2g+tvtjsR1ak+2BX5Z+b+9zwlUNhowZWsvsUo8rfR+zz\n", - "gegndeOAjf6yKhR5zp5k4w1RHp0P4sNzd17jJjaQgvIa/1RV2QaDjAN32bmMMWHjSt7vyfQVQvQR\n", - "5Fh9uVdJkqQQdcL0dYFhSdMTBiPAb/yfZ/rC+Mwagxc0YfqyMrfI9M2aDz53xTFvTJ67+c3J/uv/\n", - "JJndcP7I9EX1LsxXGKznP/GA+RuGbBbYRpjm6Bsu8m5b/I/XMb8br3itWfaDj501+g58/keD77n4\n", - "qUdHlcB4zwXGMsRpYPqy8ti3nuiCeuahQ7vdkuk7XcK+EdWZpOlblESD2PIaYhKer7GioiiJ41bR\n", - "+RSaeGcVGMwRJhm6YHoe7mAfYF+USSblGWs05dxuj5vENQJDTV+O0cnjqMg8sSsP+OOSd2zWqXDP\n", - "2088ruuOjx07qcvt6TNJ8R67wOV+C8He175t0qSBQFPT10DCFztZDQOyYBVznglIiiphi7rdzyMk\n", - "DjhviNcTVqL79rcrLDem9XV3zmuFL9apOusXA8Ye5DaKwnIff/0VZl/mVXqjlwBMkzWuNavLiyqn\n", - "uRyxe82IfT4Q/aRuHBQ1Bjlch/roGzofxIf3i3mNetiwFsL9jW+aqqpyHWUcuPe6Zc3jENjQksOA\n", - "yPQVQvQR5Fh9uVdJkqQQtWr6ptWhrx7+N4aGJQRz8fjbrjbmI03LLNh9cRZ474q/fnOu6YsKWrz2\n", - "0/e8zfzOMmux7E/+3/9vZPo+9oG/Gb4zhl1A580Hpu/df/1qM5/nH1+RzG6/LXn+w+lYw3847Z/M\n", - "esPw5di7x9x8ycgId+E06JLZNX3Z1TSWCWME333tG1PTd91XkyN+9W3ThTSqffF5jB9MQ/ffXXia\n", - "+Tzm/eX715q/MQ3EafCb283dPxwDePvyM4evjJHpO13CvhHVaeJhFOM64oHX7foxJLluJwrYBShN\n", - "J3we5CVx2IVnVmUhVDZhwMphCIlx0T55ZmKW3MYDNkzS5FW4xcZtHMFk1Ok3ptWEWWaom4zmMZPX\n", - "HS6PSfz4DB02lMg6NpngLtvlbl53vnlVk2WIndR1k4K2sK0/dGtYV8Y2MMjwGRikvm3SpOmLZCbm\n", - "7Tsn+kzfrC7As+C6FXWNHlIJm3eMFhESB/x+fgeN2rwxhl1lJYnRmASv5yW4Jz2erw+aspBt/PI8\n", - "gn2Jnyyyhm8gNPbzetrgNR2Vx7GJfT4Q/aRuHORdu6C2KvZFOXQ+iI/dQNF3bEA4/2MayHcvVUdV\n", - "7hMYB+6y8x4otJvoUNAIDtdJ3PPJ9BVC9BHkWH25V0mSpBC1avpmmbQ0LNe94aiRwQjd8953Fpq6\n", - "ttHpgvdg+L7lq2klsc/0ZXXu33zho+b3ngt+OnxnPviu+/7m3SPTF3+72OZ1nul73zteaeaD7QTT\n", - "l8t118W/MOvN8XZRjQuD9oO3XWX+d6Hp++8v+d4hpi/XC79t0/fAHX9j/v/jld9P/uSqn5jP439W\n", - "AqOKFyYzXsN7O/a9ZH5jGdbc9rmR6QuwTdwupfm9Mn2nX9g3ojpNPIxmJY2ZAHAf4G0xoQ7Z41Dy\n", - "NRgHeUmckGqrsol3fCe7xSxreolmoLlfVE1mK8/s75Lp+/XrHze/s+KTyWiYNFgvGoZ5XQPzu/Dj\n", - "MyvxecjdZhSPmbJjn+UZYVXHbnWJndTlfvAlKpHIPP7KdIzkMuPe2vua28SuIOO2aKpqjNXhrhFH\n", - "o882m1mVHFL1jjHr0qgqHuM4pKFGSCxnERIHmDeF/VxUzeeTb5sBmp15Ce6sz04a2/jlsnHbf+zg\n", - "J3L3p3vesuE+zmt0BTVpfsc+H4h+UjcOis5XeA8S3Ubng/jw+pHVIAJiwx7I934dVblPYBy4jTk4\n", - "r9jXZN5H4X5bpq8Qoo8gx+rLvUqSJIWok6YvjUJ0xQyzEaYjzM473/PX3ukJ3rONThe8B9P31V8/\n", - "2fydZ/pyGrdyleC7ypi+qLD1sf79703Wv+N/J/tveIXZTrbpu/qxh+aZvgBVuDBofcAUxvSQa/qy\n", - "6viB29eY97HcxvRd/bqRWUxh/rbpi/dp+rIaGK/BMKbpi/1z2qc+bL4DVb8Qqny5HNs+9MHhkoyR\n", - "6Ttdwr4R1Yn9MMquZFFZaMNqs7yKKrv6B78hvmdXpOUlcfJMJqpK4h0mY9aYqaId3BgJUVaVHs0r\n", - "dsc2Caqavm4yOqTqgdV5+HErMnlsFhnoHP/V3XZ5cJ18RhgrpcrMz0fspK7PlKW4rbktQ2GXyRgP\n", - "1bdN7PNbEzBJi4pte318Cc8yDSAQS5g2pOoZ34HvYmMFn7gdqlTdhMQBry0fuOA+sx/KdO1M+RpA\n", - "hFQxQ03v5zK4ccjKrE/v/CezT32mLsB7+PGZwoynvOsv1FSiHcQ+H4h+UjcO8o5pdvOO41l0G50P\n", - "4hPSo1KTqtK1OuPAvX/mda9ujzMudoM4mb5CiD6CHKsv9ypJkhSiVk1fmIE+U9U1fQF+3/Sut+Wa\n", - "vvgMlAXe85m+1y8ZmyKhpu/2o16T3PKJBcb0RHfMT7zpDcN3xmBs4pm3vDl3Ppte88rk0b/7X8ZA\n", - "xXaC6Yt5/uOFXxiZsWs33pbMzdxups8b29c2fX9/803me7E+YNeyb5j/Uc0LgxbfQQGaun906bnm\n", - "N03f41d8ZJ4pzO9wTV+8xm2G76QBz++V6Tv9wr4R1Yn9MJplGLgP2j7Z3b2645balXB5SZw8k4lS\n", - "t3zTAfYh5NvHWcqrqGSCZlLAYMb3wQgEXJ8QQ4TTYp3YWILdn/vgOJz4cc2ckGMTYmOJMsmxLFMt\n", - "5timsZO67C3ANUgpvPfhHZ/3bsssuO0B1xvbgPNs2gy0DQx7X/i62GbDHS5vHoxhdGFYBLvJd6uN\n", - "bXEZsbxlCYkDXh9g+vK7ynTtTLEBBBsChfQwAfE7uwD3B0xsLBsbNHxyyzfMPvV1741zFd7zjd9s\n", - "GwF2bPvU5Hiosc8Hop/EiAOel90xyJusVBdx0fmgGbKOjUkoq/FmHowD3gvRsOZ1r4ljmUNfyPQV\n", - "QvQR5Fh9uVdJkqQQddL05fizN7zzraayFZQxfWl0uuA92/Tdfdp/SXa85WXJPR9LuycGNH3PPfPt\n", - "5nem6Tt477JT3m9MT5rHLlhWmp9583lg0f8+xPT9xLVfGxmsNFcBqp7xGipuCYzg5Q/fbcblxXsQ\n", - "qoTt70W3y6hGxnsXP/Womd+B1UeZ33PPP2S6bQY0f2n6wtBldS+E/YHfWA4u1/kr32pee9lZXzTf\n", - "iapifB/+hjmO3zJ9p1/YN6I6kzJ9WeWVVwFEMxYJdHa7SYPANsLykjiYBnLnTcU0m0S7fOWq1DjI\n", - "M/hd+UwugrjFz6Rwv49xGWL6ugk3mlBZZhmPS/v7SNHYhZRtLoeacpgecucVM9EWO6nrJgVdwST8\n", - "uyfOMNuyaBxbwm1PY8ytqm7a9AU8p9rn4Kz9wPHoTp87PVeYxmcA+uC40VlJ4rrVcyFx4DN9y3Tt\n", - "TLljXIf0MMFtnTVW96Rxr8mj7f9IOqazb8xeNh7xVXYzvorOI1CVpH0osc8Hop/EiAOeL9gwggq5\n", - "RotuoPNBM/B8X+X6aQvXHcyrTG8b+F6oDHYc8PN4HmzymRCN4XC9lOkrhOgjyLH6cq+SJEkhas30\n", - "Rde/NAgBTUeC90778PuM8Qnqmr7obhjv/fCUtyf3fee16Xd/9z+brpnXv/ctw6nGpi/ew+88s/bX\n", - "n/1bY3pWNX25De756v/JN31Xv868hvfAy6/6ycgMBzRq8RtVvPgbxu6O9x472l74Hhje+By/4+Bj\n", - "Z82bL+B33n3ln5v3Tr/8/aPqX1vgwA1/aqaBQczXua74bWvb0X9pPmMj03e6hH0jqhP7YZTdfbrj\n", - "QRYlxe0Hb5gu7rildmVFVhKHFYt5lVuq0Jgeqpi+NF58Y9OyVb6vwi02NGHtbtCxXGbZhtXIeWPd\n", - "ulWTIaYhvtNXmRrSIIPi94RU6OVVEDNpXmZMtiyaSOpyPX0GJQy/D92adpcN47MIVkeii+esilC8\n", - "BjUJ94dtOGeZvjwWQn585qBLkZEO5TXICCEkDnymb5lkM8UuIXEcgpDxfGPGfAxwDGN5bJMW/zO2\n", - "EQMu7CbebezAxgzp+hVvT07bBE2cD0T/iBEHWdfGJivVRVx0PmiG0N4tisQGiyGNhaCse5Yi7Djg\n", - "fQCv11wG9twRExi/Mn2FEH0EOVZf7lWSJClErZm+NFdp0L7uhl/Mq17F63/0L1+ZZ/r+8sS/NZ9B\n", - "JbAPGow+05ffd+6Zb0v2X/Ifk0vP+gvzO8/0ffpV/yN5Yck/Dt8ZQ7P2O2d+zJieWaYvqlzRvbFt\n", - "vtrwux44+8+Sg79dYLbT3O6nzDxPu+6UkQGL/6HZTb82n2NFLznyV2eb//GbBjA+y66V+T2ocIa5\n", - "TtN3dvO16e8N40oB9ztvujqt4nUFOI1t+m557avMNsP3uXKR6Ttdwr4R1Yn9MAoDwGcEuA/Zrtwk\n", - "umsYsQoJ1WJZSRwm6PLGjKwynq/oJt+4/hGzL/O6i/UJn4FcWMU2iXF9WSXJ48RusEDDMc/AdWOd\n", - "cZ1nFGcR0u0uxeMUSfAiaCr5ukmOmTRvIqmbV8VC8+6jBz5h9qHPSLehwY/eD7JMBLwGNQ1ji5Vr\n", - "WVUuGI+OjQSK5Bvb1SUkQRzS2CGPkDhwTd8qXTtD9nazDU/ftBS3PbZFF/A1ysD/x19/xSheXfCa\n", - "L+YZ1yGJeybtm6p4buJ8IPpHjDjIOm9piJD+oPNBM7AhF2QfG2XE5zoqpMEQG4eVbTxlx0GVRpN1\n", - "kOkrhOgjyLH6cq+SJEkhas303bvqRmMEwkA9/rarR6YhKlQJ/rdN3/+74gfJ9qNenTy/6FPmNRea\n", - "i76qWhqfFyx/88ishGD6/u7YcRWqbfre945X5pq13/zuSWYemabvcFlY8euy54Kfmmn2XfifTNUt\n", - "txPm+YNrP5J88LarkmNXfnG8vINpALtbRhfLgNsOwmf+7UXfMsYwtzG7WmZ18Mj0tSp+CccM5nc+\n", - "esPRo3mjwhi/sS8Ap7FN3w3HH2e+C+J4xlh3/HaR6Ttdwr4R1Yn9MJpVCcRKKF/lHOR2l+lLKPD/\n", - "rCROiHmlZN308LM70qpt10ArEoyerBhgt7YhY5RWBYYavgNVvjTMbAMmJAFlT491qpoIA0UNMmzB\n", - "7GJVRNExlGVwQjG7d20iqZtnWNO0+uzjPzL70VcRacMu/jAdz1Fud6F4DWoa9qDgVnc2/d15sUDV\n", - "jYmQOHBN3zpdU/I8wgYCrjHkCtNAuLZ1AV/1NdbpAxfdYeLV7oWA4HX82GA+HLs75BxSt6K7iCbO\n", - "B6J/xIgDnIsQq253/HgNEt1H54PmQMMdHAfu/Uyo2Fjx74fXDzTq9U1nq2rjMDsO3PuRphsDy/QV\n", - "QvQR5Fh9uVdJkqQQTcz03fOzC0ZdOQN2AXzPzGZjFsKshKmIalWC12n6sgKVn4NZ7ILXoTzT9/Zv\n", - "v3JkVkIwfe9613jZsYyYDkZs06Yv18Usi2P6nrbyb425iopf/I/xd9EFNFi1eaPZFvjN7UdhO73q\n", - "6gvMZ9mlNbT6L19vDF2Ayl7Mc27/zuTA2reZKmPCeZtlGmjTTW8fzZtVxPjNimQoy/RFpTHW+/lP\n", - "n2T+d5HpO13CvhHVif0wmlUJhAdqyH2Ap3zda9H8olHMJPvtjz4znGI+TDxntRZvcuwmMXmqmr55\n", - "SSNW+4Z021sVjIeJ77DHxbRNXB4LeeaQ2yiCRiRMrbLwuMHx4W4rn7j9IDTmuGb9Vm+3eDTY3IQg\n", - "jk+8jkRfDJpI6rJ60zbEDln+FXcaYwz7EkZ+FnbvB75xbVntMomxXn1Vqb5zb2yyYoHiublOTITE\n", - "AZO9CwfXkkWXrMu8VoSI5iWVdx7i8dmV8XwJl53LyWsu4hU/NnY35TZsIFFkelNNJ9ibOB90jd27\n", - "z0+2bXtdsmfPxcNXhEusOOAxwusjz9eId9F9DofzQVvwesoeZ8qKjXBRUU/jt6jhUNWGu3YcsIKf\n", - "jfrqNJoMQaavEKKPIMfqy71KkiSFaGKmrzECj3rN8JWx4UkzF90O2xWstrEJOB0NV/y24esQzEaX\n", - "UNPXNmKvOOkvzN8urND97iX/YKbzmb72csL0RLWtC7pBXveGo9JlcUzfJZe815irqPg1799/shnb\n", - "F2BbYVtgm3A7UY+velvyzes+Z8xzGML4/jMuODd52VlfHI2bjO/CPAGMZJrJgCay+c6B9l73J+Z/\n", - "LAsqhfE3DHpWCeOz+M1xf2/4py+Z9ba3h70tbGT6Tpewb0R1JmH60mhwqyUoGAF4302Iu5W7rAa+\n", - "ad2hD+ZF3wHxe6oYY6J7IA6wP0PNBopdFPsqzVB5SyPPbbgQA8w/tVPmG4V28gy/oSJo0CAJXadB\n", - "Az/n21Y+4btg/NIspJYPjtdbrO6afQYnFPs4bCqpa29fe/khrvv3D/7Q7EvbwHexTV98BrLnVcew\n", - "rwKTqzQ8uZ5lk6hlKGqQEyMmQuKAx1nZhiI+0fyn8pLV+D5M05XxfAnNeC47G3R89qUvmZi1z4Fs\n", - "EOPGel5X6D41HW9NnQ+6xM6dn0yeeebfJNu2HTV8RbjEigP3GOG5CvenovscDueDtmBjRRix7nm+\n", - "SKPGc8OGXrw2F1X7YhqoLHYcuMvd9D2YTF8hRB9BjtWXe5UkSQrRREzfmYceGhmBHI/XGKHvPdYY\n", - "iajwBbbRC/2HXyxJHlx3rnnvtPuuTV5x0eczDUS+DvmqalnBu/b7rxoZmlCe6bvmU681f7twmnOu\n", - "PsFMV2T6cnoXLOfqd789XRaP6fsng+1y97VvTKtxLaMWHPGrbxvzlWY4TFlsL0zzwq0fMiYsjF8Y\n", - "vXgPIva8Dq776rz5As4H1cX4zfnzu/DbNX2xLHjvilM/b9bVXt+sfSbTd7qEfSNSZi5fmBx97HHJ\n", - "ccdBS5Jrhv7LrnXnJYvMa8cli85bl9ip1tgPozTM7HEe+YCdZc5lVf64rciZOEeFp0ted6xU0xVG\n", - "YrKg4hv7MyuussRKHSSXfNCkyzPyqpI1b9uMwm+oCLer4CoVmzw2q45tiu9mYwwKBt+5t6ZJNMj9\n", - "DNcx1nHYVFI3z8yicXXrlt+b/eme82zYEGblzK3mM268Ttr0dU2Mpk24kAY5Mc7NIXFgH2e+5Sgr\n", - "dkkN+d6nuI27Mp4vcc8hPDZP2bXUxKzdzX3W0A1ZjTuyhGmhprq5PhxMHpi9MH23bPmT4SvCJVYc\n", - "uNeB2Ncv0SyHw/mgTXg+z2rQlSVW17LxJa4HbJCWNUQP75Wq9JjhxgGXG/OlAY171yaQ6SuE6CPI\n", - "sfpyr5IkSSGaiOm7/cZ0bFmIXTyzy2MYkxh/ltBUhOmLboNhKB685x+SXde93BihWQYiX4d8pi+N\n", - "19E8B3rhljcb0/fBd41baNum712n/7n52+1KmtNgeTCdz/TlNDc/9lDy+JmnH/I+mHnr0cnlf/dW\n", - "Mw+YqLwRxv+YN7bFtuv/3HS/PLv5WvO60WNnjYxc24h93UWLzPsvrT3WjI2M17EdYR7PM31N1XC6\n", - "zq6ZDDgfGrpknuk7XB57Grx37i/ON+tq7wOZvoeHsG9EyrOXL00uPKR4cWOyYuE5yTr+d+HC5Bz+\n", - "MwDHg084L1RRan/8/bzXVtz9e/NAvXjlQ8nP79hwiP7+l+nD9+82bJ73OZp6n1zxgJlu2XWPmP+/\n", - "cf0j86aDzr4pTcSdds3Dh8yf+viv0oQC5ut+XuqfEC/Yn9ivvv2dJ3wO2rR52yHzffy5x0dxjL/d\n", - "96tq045NySdmP2Hme+fzd857j11Vf+7S1ED5ylXr573vEz9z6mBarBOOE/xfJr7dY6yqfrz2CXN8\n", - "fswywSD8707L5USltm+ZuqKrfpc2DvjMpQ8esg7/eMU68x72wff2fs/s01/u+aV3Pl/b/zXz/vcf\n", - "Xm0+454Hz7wxNTx957UmxHMl9pe7Lr7p6ypvO1KTOje7x0xdcdsVHT+YBvKdb9qUuz1w/cT/X3wy\n", - "Ha/ajuklB5aY1+xz12ObtpjpT/j57w5ZZ59+sOZxM/1HfpGOzS9V0x/+cIQxfSHf+1I88f4Vxzpi\n", - "GOcx/N/165ckTUK4b8HxwPuJUPE+EPcHnBfvFfBM6PsMr0+4h7GXoYr4/bgmYd74G6p7jfY9T0NC\n", - "CNE3kGP15V4lSZJC1Kjp+8KSLyU7P3Jisv375xrTb/tRrzZdGgMYnk8t/AdjFHKsWYAKVVT/zjN9\n", - "h4IRCjAvmKo2I9N38B2+rpRpwm6/+r+O5/nbBcb0Xf+uQ7udxvvoChp/u2YlqpRn3vLmXNN3+3e+\n", - "bV7D+n3n5I+bvzHGrg1eO+cTf23mkWX6muV87Kx0DN3Bb47tC6Mc78PMRaU0ttcP7zwvnX4g/I/3\n", - "+RtGLcHnIUDzFt9PfnHPT9L5DKuA+Z49T5rFtmmM6mN0JY31sk1fVHfjNXtMZ+CLGcZjnnwmbln5\n", - "4lqqJ+wbkbLunMXJ5W7xwczlycJl1rnkvuXJQmuimA+j7LoW1b42edVVrLpEJZRL1riliy87dFqM\n", - "LYr3WL3mqk73t6Kb4NrFferb53kqqm5EJS5iOWa1L7tHReWnC6svl147/D34vwi3gr5KtSSPTVbT\n", - "xxCqJjA/VEFy2WzFHkOW9zCxYYUqltddB3bxiSpHdIHL856v2nfx3GLz/ncfvMt8xq0cnnTlmHs+\n", - "bvr70aWx/X2u7HNznerPkDhw172usOy45uRVOTFWujaeL2APGejWGcvKa+wp69OqXlT3EvyPH5uQ\n", - "HjZscVs0WdXe1PmgKxw48OTI8IVmZ6d7fasSKw7c6yyr+zfM7BlOIbrMtJ8P2ubqdVvN8cBrSIjy\n", - "rvm8N/dV+3L4AXxnWdw4mGSPJzJ9hRB9BDlWX+5VkiQpRI2ZviOTdaBtH/qg+W3M0rcePTIBrz7z\n", - "a8ZExBi+BIYvKlMxvi9M35duf68xJl9c9erk/JVvNYYjPptl+sJsxG8X28wd6bGzck1fdAWNv12z\n", - "Et8B0fTdc+Z/MdPZFcFPfOzvk9V/+XpjYr/p9LTLY9s85jY4/bPvNvOwTV8Yu7+88hizbbicxFTp\n", - "3vCno/GP/3jl90dVvLObfp1OPxDH5mXF7zzTd/XrjOEN8L38fsLXaOjyPewnzOfFWwfrfcffpu8N\n", - "TeO55x8yy/HmlT8y6+XuH99rMn2nS9g3IuWxCxckxy1amixddNzg93nJOjy7Pnt5snD5fekEYOOK\n", - "ZIlVDhzzYZTmh2tquV1I2nK7+HLhgziT6vgbsnHNYZ8mkWwWkwXXrqL9nqUigxTj7SKWs4y8KtD8\n", - "s7tMJUxAnTpcrpDxAl1TsuhY8hHbBHOF5J79P7vRw3EdiyaTujz/+LquZfIfxhe7cIax74LX8eMm\n", - "GammTVcX1+irEjdlyFpvimNs1x0jMyQO0L0yvgv71bcsTahOorppXEOLpu8X77zBxCyv5by2nzp3\n", - "qvmfuF3fFmkSsd7k+aAL7N27ap7pi//FocSKA/f+kn+LfjDt54O2QeMHHA++xnFZ4jXf9zzGazTm\n", - "594/8n6sijHrxgEbo/HaVeU6HdpITaavEKKPIMfqy71KkiSFqDHTF6YoxuyF2Qfhb46rS2N14c++\n", - "a0xRG7sLYVOVe//J5vVta95pTOAs03fvqrQL6bqm74Pf/OfRdI9f+afe76Lpe+al70h2Xfuy5KXv\n", - "/mcznW3qPvaBv0lWHvMmY2Ifef7XzPt7Lvjp8N2xSf2xZem4wPNM3zv+Jnn4xqPNGMbmvc3XmtcB\n", - "jdj7tjxqKmttQ5fvcX54jxXBnMZUDOP9DWnV1Nz+nelnBp/F37ObrxtX/w6mMb+t7wdm+qFoEOM3\n", - "TF8I68axm4lvO8r0nS5h3wgPj52XnACzd9eqZPGEKn2zTN+8pP/CFWlXeVljHbqGsa/Kwk1c+xRj\n", - "zEjRLXDtyjPl8sRGAHlGE408jMNbF1b5fm7uc8NX5sNjBNWAZeKUY6DBTKVh40ukZVFkyMVWLIPP\n", - "psmkbp6pxXVBLwPcvzD2XfA6fjAt5CYyJ236Zhl9ZeKmDFnrTXFM6LqmaEgchFwrYqvLlYE0tOyE\n", - "Pf4//srrTcwynjGOL/53ez4oO54v9zUaHjRFk+eDLvD880vmmb579lw8fEfYxIwD3mfwnN/Fqn3h\n", - "Z9rPB12g7H14kcHK+1K3MSJeg6rgxgHutzAv9nJT9j4M105c/0LG6ZfpK4ToI8ix+nKvkiRJIWrM\n", - "9EVFL7pypvELk5TVrduPeo3phhnj+X7wtqvM9DAWYTqyMhXmoTEWH0urXLcVmL40dR/7fvrb7UoZ\n", - "y7LuDUfNMywx7xcW/rfkmVf9z+FUaYXuU2/5H6NpfN+FdXv0lE+b5dm8+phk/yWHTrfpNa9MTvvw\n", - "+0ZdIj/z5v876toa0AD/2jnHmu/BuvNGGKbvs7f8dfKJa79m3mOlLbBN1h37XjLbz2v6DrYntyN+\n", - "YzkAq4Fh/hLzGXz2/pPN3wfWvm00Dd/D980+9q2xSfzbBWY57eWh6evyZRj4g3Xdtewbw1dSZPpO\n", - "l7BvhId15yQnmMF7i8f0jQUTw3aXkIAP6vbDO8SqPygLPpjz4Z/JBbult/vw7hPN5SotxEU3wbWr\n", - "qmnJ2Fvwy/uHczsUu9veupw+d7qZl68SFGA5sDxfvaZc4wSuP0xsu8u8UIq6RY+tJhpfNJnULeq+\n", - "FmYZ3sd5BYa+u48ZQ186+BUzHQxAdx48p4UkD2PgVog3afoiqZu13hS3Yd3uvkPioIzpy2tGaBWr\n", - "T3nDF3QFLB/EZeb/iFv8AHZ3j2s8YRzZny3SJAzwJs8HXWDHjg8ODd90XF+YwOJQYsYBr7NstBCz\n", - "0ZJolmk/H3SBsj0+FF3zeZ3GdGwsxmtp1QYXbhy49wJl74P43Amhajiv6lemrxCijyDH6su9SpIk\n", - "hagx05cmKIw+Gn4wHtcf81bz/9Mf+oAxIzGeL7oGRpfFB9a+Pdmw4ynzOrotpuEItlmmL4xkdBVt\n", - "Q9P3g2cvNb/tqlsA0/mWd73FzPPADcOK38G83fF4Nxx/XLLhnf8zfX+g+/7m3eazNph+zde+YpZn\n", - "+83pmLyPv+WV86bDNP/4iQ+Nulle//73zhtrmMvLLqIBb4RhprqGKrErc12MEbt6aGwP3kclMCqp\n", - "bdOX09iY7xtsf/M5S2DfqtekXUoPpsFr7jLxf+y7W2/6gDHybbj+tx57zCHbUabvdAn7RoBdyZpl\n", - "JyQnHHdcctxxJyQLl12ePDb0N/dtXJEsNq8flyw6b91gyjExH0ZREYnEsF0Z6XaNZyuk6s/tjtPX\n", - "Gts2vtzvgKqYYaL74NpVtO/zFGI2oTtTxHSWWRuCbR5ndRXN+GRSOdQAZOKJjSJoqoQaaPxed9s0\n", - "JRqcMRtfNJnUpbFFg9QVz0c4h7HaFwY/GZm+L/2zmc5nNjaxTYrA90FcBv4fE3b7CGU1KmDFfYzK\n", - "uZA4CDV97QZJMH9904SIjRyQFO4qPIdyH33816nZ/dmDp5jY3Ti3cXQeRDwT99ocIkwPNUmT54Mu\n", - "sG3bUcbs5e+dO+s3SppGYsaBbfBAMRstiWaZ9vNBF2DjuJBrAc1VTJsH7qkwHYehqNtLjBsHvLdj\n", - "gzSayqjeLQKfZUNNCg0osxozyfQVQvQR5Fh9uVdJkqQQNW76sttl/I2q1H/4zInm/xv+6UvGDITJ\n", - "izFmR0bs/acYs/LfXXha+v/Q3Nx86weTu6/8c2Newjx0DUSaqK/++snmt8/0vetdbxx+R1rRWsf0\n", - "veLUzxvT96W1aaXu7QvfNJoPK5q//M9fMP9jPTG9/T0wwZ99zStzTV8sH96D0WtjjN1ht9c2/Nz+\n", - "6//EvM8qX5q+qNw15q7zWfM6PjvYB6zy5TJh/cx7GAcYr6/7qvlN0xeGPaeH8F02+F68dtO73ibT\n", - "d8qFfSOqE/NhFBW+SAzb1UB5SfaQrh5d0wUtyfG/Pf4k/oeyug+lsRDaglv0A1y7XNOzjBCT+Gye\n", - "wZrXbW8o35n7jplHXjfRjGEuU6gB6BovZT6f1yCjKfH78qoiytJ0Upfb1Nd1Ic45bDzw+xdmjLFv\n", - "m2OMny/uPMNM44vTsvs8Bu464W8oJqwiz+uBIaYpGhIHoaYvrzMUTGDfdEUqGr6gCzC5zoYzjI2v\n", - "7P3nUSzjN35sOCZi6LmXyf6mu8Zt+nzQNmmVb9qtM81fcSgx44DXWarLx7OYz7SfD7pAmXvJ0Gs+\n", - "n/3SaZ+u3UuMLw44fy4b/y+Clc0wpHEPxYZSMIJ9z7MyfYUQfQQ5Vl/uVZIkKUSNm77oZnn7jTea\n", - "3zAhMb7tDVdcnLz36p+bKlR2N2wqRoeGIqZ73UWLRq+DFx/+pvn/zPV355q+Lzvri+Y3zGabeabv\n", - "0EzFd/tM32ffOfg8jNPBNNd85h9Md9TErM9g+rNPPSW5/eo3jEzfK858t3n9wPr1o/F6T/1xWvWK\n", - "9fzy2em4vngfYHlgKIeYvi7m/bVvH/43/B+V0sPP0ai1TV9sRzPNDa8YbVMXmr/4Tn7v7nu/mBrF\n", - "w9doCtvwPQhmvQ32F77/p+95m+kW20am73QJ+0ZUJ+bDKMdA9VUD+bpH5QM2Hu7zyBu3lNVked2H\n", - "1k0WiG6CaxdN31Myut/NE6s0i+KC3fbeM3fP8JVwts1tM5/FT1aVL2MYiaOyBqDbKCJ0nUCoARZL\n", - "dbvny6LppG5R14Ucnw7TsbcDGP2A/39+w0/MNL6K9LLV2TFwqztjLwOPS8w3qzEOxO+N0d1vSBy4\n", - "x0uWaNbyeKzSxTOrhXH96jLcVzRvGc/ffO5Ho1jGb1T72pTtGp6VWnaDrSrs3btqsK+PH9xT+7s1\n", - "bvp80CYHDjw5NH2PMNsBf2/Z8ifDd4VNzDiwey2AYpyvYoB42LnzJCPhZ5rPB10C93U4Nop63Slz\n", - "zee9F+7vy94bu/jigMvMaxjN27zv4D0ExMZguMfhdRM699aN8xo2yvQVQvQR5Fh9uVdJkqQQNWL6\n", - "stIV49YC3uCh618YgBiDluP5mq6Db0hNV2P8Xvsfk2/d+t1DTF8aoPhsnumL+eM3/sf3cxkw/a3v\n", - "eEM6zw3nG2MUVapPf+61Znqy+bWvNuP8blvzTjPtjz+djklMaOiiG+m7r33jyPT92YUfMK/bOv2G\n", - "tJoI5uvxPz7LvPbwz//VvIaunu848QPJxZe9cdTdMrcTzdss09d9naas+b3uq8aoxf8L1v5qZPoe\n", - "vONvzffYY/n64Lw5/xcf+Prof1s29uvYbxhrmGB/4ftP+Xi6feyxlmX6Tpewb0R1mjZ93YQyVaZb\n", - "T7sLX7erZo4ZyS7AfKqbLBDdBNcuJI7YKAAmhG//Z4kxWFQBzrGq7W57Q+FYmPidhW2+4jdUBq4/\n", - "jo0yxopbJdy0fFX6MWg6qVs0ri/NPWjLSzvN/sYPDH+avh9f9wPzvlst3JYxyCpNmpkxz5G2QZJn\n", - "CLIRAL47BqFxwGXzLRNk7xMeI1W6eGa8V+2OclIwvnkNZcORrz/7MxO7rF63z2FVegmI1fgKZi+r\n", - "XWF8ujR9PmgTGr2s7uV2EIcSOw4Y71BXKDoWxHSfD7oE7ylwnved/6Gy9zu4zvD+lqraS4wvDtxe\n", - "LkJ6n+L10beeuP9mzy/oJprGtkxfIUQfQY7Vl3uVJEkKUSOmL41RdrHMGzwakBivF78xnq8xKq3u\n", - "hmEc3n3nF3JN3xeW/OMhVaPoLvnJV/6ZmS++G6YvpmGVLn7/+CNplSrmyWV66itHmelhVAP8jerf\n", - "Xbe+x0x7+mfTCl6+z3VDN9J4n6boOVefYL4T2vSt5cbkxPoBGp/4HLq1Bvj7gi8uStZc9Xpj8AIu\n", - "kzHC0eX10Px1md18rflOmNajMX6pwXba+XRqnq+4/evme//DL5aM3isChjimRUUveP7xFaN5swtu\n", - "d5lMhfZgmfHeMb/++Gj8YPBXN19ilsHX7bZM3+kS9o2oTsyH0dTqmF/RyJbabqUUW0XDtC3CNY5P\n", - "+Hn6UI0W11nzt4X3ITFd8NplG79u44I8sQEBumTLA/HsdtsbAj7HYwIGYBZ1TV+7ahPC3zDAi8hq\n", - "kNGUyhzzZfAl82ISUh3KdcM2tY1+NoQ5/vorzPvu5+qOU1cVd9/HNH1DunWGYjcCCI0DfCfkWybI\n", - "XS6eW1jVE6qQBHIXsM8/WG4mtZc/mjZ24Y89bEOVBiOxYmxm5q9GRtfmzX+czM7O3+9Nnw/ahCYf\n", - "x/HldnC3gYgfB7zONt09eRk4rjO0bdvrhq8Km2k+H3QJXkfyGkhVuebzXgXCNaQqvjhw74N47cPr\n", - "PriOuBfM6sEE9wmsGIauWb9Vpq8Qopcgx+rLvUqSJIVoYqbvPTObjfmH8XrxG9q5/R5jFKKbZQKz\n", - "cduadyYnXfxB8x7Hs7VNX1b12qCSd+UxbzLz3fLaVxljGNNA6FIZv1ec9KbRPHnTufH7/zedbu0a\n", - "8z/+hulrKm0H037hrAXmNa4Lxyi2Td8Xr3tZcv7Kt5r3AcexvXnTg8bUfmbVG81643MY25ddRH/n\n", - "5I+bauFDTN/humaZvhxHF9uN1dEjDT6L+aCq98GbjjXL8Ytr32/ec8cG9sH58Xt3brhuNG9uE98y\n", - "AbyH7qovfurRBFXcqOZGlfPLr/qJ6dYb67zngp8Op5bpO23CvhHVacL0tXG7EaXKdPHlJpg/ueIB\n", - "8z8ewNGaGn+7FXQUTbAuJepEHOwkDqvVIBhpvljwKTQOWbGZV7Hr4nb1m8W4Wj01iUKrIIibuMLf\n", - "UBFutSeFhFxWQquO2GVuXdPHxY6DpqBhVXSeQQOCjXufNfsdP+gSF79h+iIR6H6uKSO8CPecWpTs\n", - "DIWxWNStMxR7vNvQOMB3Qr5lgtzlCmlY5IoNSqCqlUmTglW7bNQwajhy5w3DKE5/7AYvZcfzhVgB\n", - "VXd7jI2uI8xvdPVsM4nzQVvs2PFBs867d6fXIW4LVXkeSuw44HmgjGHVNOlxMD4WMM6zmM80nw+6\n", - "Bo4PKOvaX+Wab1f71mkc54sDt5cL9v6T9T28Twq57rFnC0imrxCijyDH6su9SpIkhahR0/f3N9+U\n", - "3LT5KXODRyOU48zCCKS5aZuRHNfXHusW0Iz84Z3nFZq+GCt35i1vNtPQaMTvK076i9E8edO59dpj\n", - "zHsPfvOfzf/4G6bvwd8uMNOuOP+z5jWavvxufA/eh+n7+Kq3Jjde8VrzPuA4thyHGEKXx/e+/tXJ\n", - "LZ9YMNo+H/2Xb+SbvmvfbpbDh5nvYLpRZe7qo8xvVjFzO2KMXfs7ikD3z2Z+1jKZ/zGW77CaF/P2\n", - "gUrgMy99hzHmWc0N4/eTd9+Y/NuLvpU8/er/Y8x4ItN3uoR9I6oT62GUY5eiItIGJggeeu0qqbLd\n", - "erLSDkYCPv+PV6wz/9NgyKvA40M6ktRiuuC1i1QxfkOr8eyxefOqdkmZ6mDG8RcuTw3Aou6mXbje\n", - "7H441Mj2NcjgZ8uYOaHCfKHYuHGQxXg8zPLdoYYYfzSGsT84Dip/PnjJb0aJRVuh+yo2rFiJafpy\n", - "nlCWOU6xm0coFqFxwO/NWy674QUN8rwKJlehXcd3BXub0PTFstsxbFN1PN/Qa34ezzxzpDmG9++/\n", - "Z/D7ULMrNA76iGvyyvTNJnYc4D4U5zj87gJp/KPa/Y9MI4D07z8evivINJ8Puga7S/bdf9dpCIXj\n", - "Dvcmde6TfHHg3gfx2dTXUw7vA/KqfF3hPgD35TJ9hRB9BDlWX+5VkiQpRI2YvhhHF6bmSZdfYIy/\n", - "J7c8OzJC0eUxfn9/7dAQtbp2Buy6GKYjfhOavp+/8XSv6fvsCccnt//1a5LjV3zEmL54n2LVr8/0\n", - "3bbmncmWV70iefSUT48qgvec+V9GxusNaz9jXsN3An43u0ze9dB3DjF92Z0z3rfNWJjSWDZWC7/z\n", - "rCXJ89e+bGSicplQwYvPGA2Wwwe2j9lGQ3OXv2n6cnuhm+ynr/mzQ7ZzHvicbfqOvme4TfKWafWV\n", - "RxmTF+tP3bj2s8nHrvqnZPW73z5vLGaZvtMl7BtRnVgPozC2kBhGd6Y2fMi3H4SrGLGcDx62T70q\n", - "NeqYeOYDu080YmJVk4nu4EvisGr2xAuLjSeoTCyy294L5y4cvpLNmrk13uPBR13TF4kwfI6mVGjM\n", - "+6rk8T9UJrEVIhpJTVTc++LAB8fDhMp2h+oa6z7R2MJ25fmQP3jdNdJ9BuOkYHUnZC971So2zI/x\n", - "FNJggN8Xs1vr0DjI666Z1Tnudsj7jE9tVXBXxW4AYifn2XAFFevEjZ0QsXFDUeOaEHgMg127zhz+\n", - "f+TomA6Ngz5irztgd8/4LeYzzXEAGPuo/gYwf/E/q8BFyrTHQZcY91pzaAO3Jq75ZfDFge9axv9d\n", - "eH/jM7SLJNNXCNFHkGP15V4lSZJC1IjpS2OU1Z4rH3twZIQ+uWun+XvXqteY6lG3y2H8b0zHG/7U\n", - "VI4SmpifuPZro8pddJNMNhx/XLLhnf8zefzKP02u+ugJ5n0IFb9mbN/B3z7T96Xb32s+BzOWFbgv\n", - "ffc/j8znLNP32JVfNO+j+2PX9MU4tidceap5nwYuKnJhekKcB7YH3qOJymXiNrDfczHj/mIbDc1f\n", - "0+XzYFpU6mI+tumbNx8fWFZ2uW3fnHOb4LcPVCWvv/a1prqXhi/N8TuuOyY57VMfNuu9+3v/YsZI\n", - "luk7XcK+EdXB8XDZ3GW1RUPMNrloRrndmlbp4stOSn97Vfo3lWcycJqyLctF97GvEzasyoRxWWT8\n", - "2lVtRdjV7L5jwNbiucVmWpi/RbA6gkZRlap0fA7COtHILqratD9jbwvKl7irKo7l1kTFfVYcuLAa\n", - "CipbGRcyri9km1sczxc/eA3b15627SQovhvCspQ5Dnxgv+Lzvi6sfWpivNvQOLCvJe5ycf+51yae\n", - "U0IMbQhxgum7UhVYhFuhhb8hxrDdrT0rnvIaW9ni+ShGgw+7upGw2nVm5hjzf2gc9A3fusv0zWZa\n", - "44Cwq2+YvwDV7vjfbgAhpj8OugSf+XAdda8DvOa31RAqKw7YoIuNHH29r7DRn2+9QiTTVwjRR5Bj\n", - "9eVeJUmSQtSo6UvjD6YvjFB06QzYhTDMRR+sjmW1KbBNX5qz7HIZ0PTFNBgrF+9DNIihC5a/eWQk\n", - "86YT37HuY382mh9+G9N3+H1rbvtcsvovX59sP+kTZnpUqt7wzrcm37/h0+b9HVt/PzJ9sa4wtNGF\n", - "9WnXnWLehxlr1uf+k5NffeT9yUN/8brR9qEh6jNY2b101jYadet8w58eUsWL+dA4RnfL+F3G9LWx\n", - "lwnzxHZxjXqC78B3cb9jf9N03nXty5K/+cJHR/sC20Cm73QJ+0ZUB8cDjYkYP3YVpNt1FlS1uo2m\n", - "AhLIP1jzuPmb8iXvIZoqGs93OslK4gDb+M2rzrOr2kKwjbyin8/NfW74qXxoQiFO8btKF7v8LEzu\n", - "EDPRZ2Lyc1weKLSysUhNmHwkLw5saJBAVbpDZQV1XkMCbkOcp2D4o4HACevPNq+5ldNtV4Pa5mcd\n", - "07dMt84Up49piobGQZbpi2XH675rE43OkKQvtyXipS+wtwGa2kx8n7vnp+acZzdesa/F7rq7QszT\n", - "AEec1IXV+jB6Sdpt+7ib59A46Bs09ex1920PkTKtcUDQlTP2PRoDEDaAOJwaAeAY2LbtdcnOnfOH\n", - "liHTHgddI+s+qe2GUFlx4N4PcPnZ8AsNhjlMEbprttcpVDJ9hRB9BDlWX+5VkiQpRBMxfc++/3Zj\n", - "hL7n2u8msxt+NKp+hSHqAyYm3rdNX5qY37r2E17T9w9HvynZ+f7/bqb5/sl/PzIXUW0MYMbCmOU8\n", - "edMJc/WhL/65mZbdUtP0RSXy5ls/aLplhqkMth/1muS0D78vWfObjxoDGfOxTV+OWXzFLSeZZQH4\n", - "DozPSzMaxjG6o6Yhiu8C9o3wqEJ4+J6LMZMH6wLRNCajdRt8Hu/nzaeIrJtzHzSiMY4wtgHGMX5o\n", - "3bnmNegVF33eTLfjvceabSDTd7qEfSOqg+Nh5dzKaLLHL2UiGV1m8uGXFX9lq9vY0hrm0c/vSMdL\n", - "pFwzhWJ3XE0YTaJ9iq4TTOagsjwrRiBUJ2K6EFNi49xGb9z7VDSWL+Fy1jF9WamHpBRNJ9+4ZMTX\n", - "IINd2+L7aZqfktOdcRn5qidiEXq/wMqoqklxbhNWQ/rkmlx5FcLs8SCGGVYFN9mJv6EylO3WGeJ4\n", - "t7Eb44TGQZbpm9W1M2FFUJGxzfk0UdXeFPb1FevAxLcvNsuM54uYwLTY5jFgtT67tCV2N88zM+1U\n", - "zjeNr6pXpm82ZZ4j+8Z4fPojhq+kMB4Op2pf+7ruW+dpjoMuwvskPOvxOtDUNb8MWXHgLi+vWbwP\n", - "53Osfa9cVjJ9hRB9BDlWX+5VkiQpRI2YvruWfSPZ9Oo/T4741beN+XfKnekYr7fe9IHUiFz9unld\n", - "N7vQ8LRNX4DXllzy3uTVXz/ZmKe26Yv/d332v5ppvvKP7zP/X/HXbx6Zj6g0vv3qNxxq+j52ljF5\n", - "Mf3znz7J/N5/SWqSwnx+6fpXJD99z9uMqcwxf9/y1ZPMWMCYF+Zjm77s0vrBm441pjG/A8t14ec+\n", - "Yj4Pw3P9+9+bHPPrj5vXaX7HeiDifFBhbCqBB98xEdMX22zwXTCz/+jSc81rXHcI4y2v2rzRxAe2\n", - "g0zf6RL2jahOkw+jvoqgqhV/drdhMH2ZlM7qTpTGFxL16tp5Oim6TmC/00jNM37brrhkFcFJF2cb\n", - "LUUwMcVjDX9DWdDksbtwto0ebDuaXCHmTp6w3YuWpw6h9wusgoKqmL6+beYTk4Yw4rO6wm16m4RQ\n", - "NmZ8nHtrep4N7dYZ4vHGpGosQuMgy/QtapjA5LDdiMknzqctM78KWFYsM+OU12m3m2ucF/A65K63\n", - "K/bqAcVq7OEzPsnMzF+Z9zZvfsvwlemC6+eO2cpzmphPmefIvuGr+iaME7dhxLQCg5vHALaLyzTH\n", - "QRdxGxBBdoPCtsiKA/c+iL214HqP6x3vz+vcB8v0FUL0EeRYfblXSZKkEDVi+sLUxNi1rHql6Qtz\n", - "lAYgql+zYPfPB9d9dfhKCl779U0LC03fjy07wfyPCl1878VPPWqW5e5r3+g1fWHyYnoK84CBSfP5\n", - "jE+827zOrqL/6F++kuwbdquM+dimL7VtaAoDrA9M7kdOfcvoOy744qJk6cq/NfMnsR6IOB98P+YP\n", - "ZXXJXESZZaLpCzMb2xtgG2HdX7ru5cn5K99qTN+9q24020Cm73QJ+0ZUp8mHUV9yHf9DVYxYfvbH\n", - "a58YGQdZCfimjAXRHUKuE7bxayehbLH6PKvCr2nw3ZBtupbFNRdZvZxltriJLsjtfo/ToJKT01QR\n", - "G2DEqvZzCb1fsJPDVRLidsMT33pStqFLo9DezhArX5raJiFw//IcSrMytPtFGoWImzLdgBeZq1UJ\n", - "jQNel+yuGtm1M46fLLi+efu/6vAFbeOauWy44F4/sxox+MRrcMzzKqv6OI6pDar82M2z7/2+s2XL\n", - "n5h1QzWnDc9pYj5lniP7Broyxj73NX4YVwH/G/P3NDMexziVr4vnaY6DLuJrGNTUNb8MWXHgXtPs\n", - "+1Xev2U9O4RKpq8Qoo8gx+rLvUqSJIWoMdMXVbbn3vzl5O5r/u/ICEXVLAxAGINZY9USGK4wS23w\n", - "uRcf/qaZF0xDdCNN8D9N3zPOeKf5/5SPf8BM+8m7b0z+5KqfJI9ed9TIbOZNJytRn3xlOq4vhP9R\n", - "fUvzecVJbzKvoxL40Te+3lQw43V8FvOh6YvqVq4r3yf4mxXF0Jc+8SFjYGM6EuuBaLRuw3GB7e8o\n", - "S9llwnehGhvbHMB4hrbf/NdmG8GAn33+ebMNZPpOl7BvRHWafBhlN5DsDpMP01W7+GKy/turHjPJ\n", - "dczPZzbYFUZVzGXRD0KvEzTrIF+1L+MyrzvkJuGylTXdbFxDMqtSjzCZxa6KfZWnOHZY7WsbZGWV\n", - "ZSDFIjQO7ORw1e5QuT2KTE4aXpTbJXQXKl/c6k78xv+hjQ6yDO08hZirVQmNA5rd9nJzfxR1ycxt\n", - "lNXFc9sNSOqA5YZwLsg6ZkPH8+V+hmKO4chqfdf4JGMT6MipM7x47nIp2iaHK2WfI/tE0T5n44iZ\n", - "mWOGr0wn4/VMq5vRMMJlmuOgq7ChJe6tm7zmlyErDnjvjN6AeP3itYsqut8rkkxfIUQfQY7Vl3uV\n", - "JEkKUWOmL6ps0cUxTEB09zsyQtd91VSEVqk83bfqNaZytMj0Pf38d5j/afrC8HWNWN500vTF8uIz\n", - "EP4n6CL50rP+YvTerz7y/uQT137NTIP1wHzuWrsw2X71f03OXH+3+Z7/8Isl6fuWsY31tU1fdBH9\n", - "9M1/NaoGBrEeiNx1y+tKu4iyy4Tv2/3Al5Onn73DGPcYyxjm8+57v2i2EcZWBhjXV6bvdAn7RlSn\n", - "yYdRPjDzwbduQpwJ51Ovym913USFkegeZa4TbDCQNR4r3oMmjW3W1l0Gfh7rU2S0cnsgKYfpaXzj\n", - "dRt21ZdX3VgkGmVZBnRdQuJg//57TFKYlYC+5HAIHDs5b1xfyG54ArkmYdvj+QKavkx2ljV92e1h\n", - "lgHqE+OyifFuQ88HPtM3tBKJ16CsHia4DcsOX9AF7HNC1vkgdDxfjvMcez+z2hXHcxabNx9tptm2\n", - "7XXDV/oPz1+bN//R8JUxMn39lH2O7BPY31DWuL121fs0xwV770irm9P1dRt7THMcdBX7OslrftvP\n", - "Y3lxgOWDeP1irzcQnifta1sVyfQVQvQR5Fh9uVdJkqQQNWL67njfe8w4uOzOGaYvRKO0Ki+tPdaY\n", - "pOg6eN0bjjKVtwDdPMNI3XPmfzHfgW6EYS7CgGUX0//uwtPS7x8asbzpZJfEP/7I28w8nvz//pf5\n", - "n8BkfuKnr0iuOPXzxmRG19Irbv+6mQaVwJjPpvvTed8zs9lU+x694uT0u5x13Xv+fxqZvpjPS7e/\n", - "N9j03bNtV7Lh8vvN7yI4n5Hpa31HWfKWyQe+ywhm7+C7jQbL8eID6Taj6Qtk+k6XsG9EdZp6GEV1\n", - "Dx6Y8fDMB9+61W00oBavzO5aElVKbje1onvs2HH84PhdXqsaq8x1AuP15iVwyhpesaDxxu+HqmJX\n", - "V7D7YJiUPmjYsYIhr0EGl63I6MxS08djSBwg8Y2EMA0SqApFcWSL1daQ/bqvqrot7OUraihg41aW\n", - "h4pmdxMNAELPB67pW6YSKW+97f3axx4m7AYNPtPX122nT/xsE+Pphxy7MzNjA2haunnOG8M1b5zj\n", - "w5myz5F9gdeyLVtePnzFD+Nimho/2GBsa3s7ZI15Pa1x0GXsBmVNXvPLkBcHvMdlAzb+j3tXXNfd\n", - "a1xZyfQVQvQR5Fh9uVdJkqQQRTV9fTJG3yXvTT512cfN3zufTqtjqwimL/S+my9NvrXg/cm2177a\n", - "vL79n75qjFSajOhG+FVXX2DM3n9dd4+Znqbzzg3XzZsnlgev//CUt5t53PeOV5r/+T7NSoxLvHrD\n", - "o2ae99y22DsN/j77/tuTm2/9cvr/1t+PpoEwri1N3//nJ8uS/de/wlTA2tNkacNv1iU3f/TnyVN3\n", - "PeZ93yesK5YD28z3fhPiPsL3Utg+vtiAXBiPefKZuGXli2upnrBvRHV8x0MMbDOLD758kK5qrHGe\n", - "H/9VttFA4yLL7BLtk1ZlpMl7CF0Q7t79o8yqlSxw7g/F1wjBVlvd7Y5iejgGb9Wuz4Ft2tDIQsWd\n", - "D7wHhaw/xzyrkgBjxWuTY5yGxAHMH8Qax0KEqlDG7IT5hXOeWxXahfF8Cburxn4tY/oWVbz61HQs\n", - "IA5QEQmTwze2I3FNX8Z+aFWqmyCmcNzh9b5ee+ztwn2FxiGE5wH7mu4Tk/yxz6Vp9WLxsYs4mLZu\n", - "nvOMXZm+fsrcH/QJ+1qWh13ti+Nh2qDJy4Yd3C7ueP3TGgddB9cAW22TFwd2Lxe4huFavuiSdaYx\n", - "pHt9q6KmnrOFEKJJkGP15V4lSZJC1EilL0xNdK1M0w+m7w+u/Yj5uw4wE1FBimpRdI+M70GVLyqL\n", - "f3fsX5r5oyvju6/88+Tlwy6dUX0LHlp3rnkfY/UC+6YTr//wrGPmmb6E1bL4zvOfeMDM87m17x4s\n", - "x9vM+5gPpzHC3/ef7O1SeduadKxhCBXInB4898jm3BvhDZf9zpi+z659fPhKNpwPq5j5HeSFp2aM\n", - "QshbJh/ztsVQWA4a0G9ZcYrZhuhyW6bvdAn7RlSnqYdRX0VcjIo/JhDsB2pb/I6qxrJoHhpv6KoS\n", - "v8c6cnDuPz64O8Ky1wm7EtaNm7YMGx4nSDDhdx0j0DWz8Dfk4jMuixpkMCnGeYdqEgZnSBzYxkjd\n", - "7lBDx/XNUlsNDHzYyc4yx0BoN7+2WE3e1DGGOOB+3rz5j4evHop7nIR27UyyDG8OK4Bjuo+wJw1U\n", - "qGN98DdEuN555wDGEM4nsat87Wr9PHg+4Hif01DpSIPLZ97lVQEfzpS9P+gLWRWtPmiE5p0P+4jd\n", - "AISNOsaNCY80/5NpjYOuw0aIUBcaQuXFgXtPEFsyfYUQfQQ5Vl/uVZIkKURRTd/9d91lBFPznE/8\n", - "9cj0u/iyNyZ33fCOkVFaFVbUrl73q+TI879mvuf5RZ8yv3/1pb8176FrYfyGsfiKiz5vxpUFNCMJ\n", - "bjppfmK57r7sr8x8HnvH/zLj+BJ8Hp97z7XfTT55941mvhynFmA+ttE56t54IJdta96ZbHnVK5LV\n", - "f/n65Mu3p6Yv5k9DF1W8WXAa/C6CN9QYR9gsl2P63vaFS5PffPqi4X/5lH1Im2f63j/u5pqmL8d3\n", - "hmT6Tpewb0R1mnoYdR+iY3VpGmLc1amWFM2DBCSSc6jKQ/IOyUt00cckHoRpdu48KbdKq+x1Iq86\n", - "sagytil4nHzh8jSu65ijbiUeq4ddI5fVxXbFHhtLZBk1/EzZat9JGJwhcWCbJnVNXyYzcb7xrXOR\n", - "WAnZhYYp9rrgnIq/i2KwqGo+S+zuuqnxbhEHNPqgLOzjhOuMv0PJqvaO0aipTdzzgrs+IUY/DfQm\n", - "9nFZ0xfXFjYs6nsVbN5YxqHb5XCj7P1BX7DHsQ2Bx0CISdwX3K6dCdfVPk6mNQ66Dhs0NnU9KEte\n", - "HJQZtqOKZPoKIfoIcqy+3KskSVKIopq+ME2p0z/77pH5h+6Wn77xDSOjtCo7tv7eGLLb17zLmIYb\n", - "jj9u9H2/Oj81fWk64n1U/OJvY36i+tYyc3HTCePz3jOuNwbt0zf/VbLymDclj332lfMMW1bLfuLa\n", - "r5nqXLdCF/OZZ3RSjtEKXrjjxGTTx16RnPbh9yVX3rrETIdxgR/75d3G0P3d91cPpzwULGdZ0zcL\n", - "zAfadu9Tw1cO5bmHN5sxhMs+pI2qiweyYTfax6/4SPJXN1+S7Nj3kkzfKRP2jahOUw+jNBNQ6YeH\n", - "3lBDoQiMOYr5+LrdajLhLOLAqiQk51yQxERy3q0AzjLnyl4nirrmxXvQJMfjpOkLowW/65ijNOO4\n", - "flkmGxNcNL/ZIKOo211WhZZJjHG9mjQ4Q+LANnppDLJbyLLUSRDGavwSC7txDs/RMPfyqLL+9no3\n", - "dXwhDrifoSxTxDY3WZ0b2rUzYVyzi2dWtPe5wRH2C9YBwjrZx677nk+s5MbnmsCu1s/DPh/QEIV8\n", - "hmlf4Dr4CO32+nCj7P1BHxhXsx4xfKUYGqQQhtLYs+eS4Tv9JXv83kOv7dMYB32A99tQFxpC5cWB\n", - "2+AptmT6CiH6CHKsvtyrJElSiKKavuhqGTr3F+cnS3+emr477/lUsuval5m/ZzeUb92KStwH/uXm\n", - "ZM+2XeZGkZW3qBg9/YaVo+9k99E0HTmGr3lt87WHVN9iXjA+YabaRrH5jGXY2qYv3v/6bT8azRNg\n", - "Pj7TlxXGNvb3PHfzm0eVzzR0b/nUL5P9L+4zr7lwGhjEReTdUGN70vRd/+Nbh68eCr/v2cfLJeC4\n", - "vdxKZ7OdBq+jq290kw1k+k6XsG9EdZp6GLW7DcVDLxPCMG3rkGU4MOneVMJZxMEdhy0LJOtp4GRN\n", - "m3fNySKva96mKxF9sHHEySvT765bEYt5QFgfGHm+edpGH6YLbZBBUxkK7dqY0zdppIfEAeIIgkES\n", - "ah5lUdR4IE9dGs8XuOdT7q88eG4vU+k8CVMUccD9DGU1FrETvKxmDe3ambi9BrCivax53DWwDhBM\n", - "epq+qIwuGs8X03NbNtXAo4rpCzicAKpl+wjM6nT551c12jDmxZgq9wddhwYu7qPKYPeAkCodSqOP\n", - "DSHsRg7428bX1fk0xoEoT14c8N62bO8loZLpK4ToI8ix+nKvkiRJIWpkTF+Mf3vmpe9IDVDLEOV4\n", - "umXAGLYwH1GVu+E360xlLOa14NJ/MN0tkzzTN63yfZ35TXDTifnC3IQZjenuePKGdB6WOY1lxmsf\n", - "vuyzxqy9/nfnpdMMvgfc9Y2rk7uW/MS8BqMTvyHfunJb/IdfpFW+/B4sw28+dVFqsmaM2Ysumbm8\n", - "ReTdUKO6F/O565+uNNs0a2xfvIfp7C6nYbyHYLbBuq8O/0vBMuH1B3+7xFT5Apm+0yXsG1Gdph5G\n", - "8QANIRmMh95Y3bwyYY8uUu2HanTLi9dhYohuMq5SOTRZ54NJfiTtfVRJ5uVVisdqmFAGGmifGY7p\n", - "W9dwthtbZBmMnAbv2+sdYlhx+4VUebLL7KYbYoTEAeMOcJxDJMKrUnVc30l0d10Gt8IFf0NZ2BWf\n", - "PLeHiBW1TZ6ft2+/d7SfoazuTLnOVJX4pPHPJDF7mShrHncN+/xhNxqhyc2GIq44rXuuiQkbAfnG\n", - "tbVxzwe41vS5m+cQo4/DI2Q1dDgcqXJ/0HXYgKFKHOM4wLXPN5TGrl3Lg7uLbpu848E2hMk0xoEo\n", - "T1Ec4PoF+a5vdSXTVwjRR5Bj9eVeJUmSQtSI6fvB265K1lz1emOCsjLX7lq5DKhGpSG6/qI7zGuY\n", - "3y+ufb/papmcccUHzescxxbjCPN7D9zwp+Zvu4J304MbzDwhGsU0ZWnoEryGClWYvpvuP838T2D6\n", - "Yh7mc4N1PXDDK+a9b8NtQUMcBjaAkQutXbwiuWvpleY1Fy5rXdOXYwPD7OV2RVfONjB3+X3Y5vgf\n", - "1dah4wD7wDJhX9hdfMv0nS5h34jqNPEw6usKklVDMaqA3HmzUhFGTJMVhaIeZc02ds1pV23YVEnm\n", - "sWLNbTQAtTGuL02WrPF3y0JTFlWYWetjGztY7zKGHCoiaHh+bTCfPNOTY2yjmrlJiuKAccRKuaK4\n", - "CqHquL5dGs8XuF2CF5mXaJSA97MqPrNUtaK2DNu2rTT7lcoyRlzTt2p1Lq9pNDyLukfvA3Zc26Zv\n", - "3ni+OAec2HCVL6DpW2Rs+s4HPOahvlU3svFTntEXum0OJ6rcH3Qdju1cdz/jGICB7A6lsW3b64Ia\n", - "5LVJVtfOhKY2G4fEjIPUOF9u9kMfG5AczhTFgXtfHFMyfYUQfQQ5Vl/uVZIkKUSNmL4wY9df+1pj\n", - "8I0MVavKtgyocH3gu6uN2QmDFcBMfvD6v0z+eOX3zf8AJu+mG99g/sb3YRxh/EY1LStw7S6XUcFK\n", - "YxPgfZrDu596xIxny8pWvEbT9+AdfzvPwOY88B2mKnjdVzPXldviqWv+5yHzgBn7yGW/NX+7FbXo\n", - "8pnfU9f0xba87QvpOEKcrztO8Ki6+lMXmXGGWWUMVQXLhG1kjN/BNjx4/ykyfadM2DeiOk08jDKp\n", - "bhsDTPrHMGU/tzJNtnM8RZpWXameE35QUWIn44oYV20cOXxlPlWSeUWVipOu2GOF+icjmYE4BjAf\n", - "djuLvyEbvsb1L9sgg99BnXLZeq/5yarWpqvvi+LANXnd/6vAbpGx/9z1zhK2N7dZl+AyYRmLYiGv\n", - "Uj5Lk6r43rLlFLNfaWRkNS6xzwFQ1fEGWf3Ka9skewhoCh7bMHzZUwCNYMi3fyfVQwKuA9ivRaZU\n", - "1vmgr90809DNu27WqQCdVqrcH3QZXxVrDBBXdvfPWWZqF7C3QdZ5gI0k2ENMjDjAOMgYD5nfDZXt\n", - "Ylu0S1EcVG3IFyKZvkKIPoIcqy/3KkmSFKLGTF+Ym6icRTXriw98vbBrZ5iZrvnIitOnb1g/z/SF\n", - "sbrrupcbE5bA5H181VvN3y+uenXy+JWpgctqWhi+9jIcYvr+dkG6zAOxC2T8Bi9e9zJTnXvClaeO\n", - "1ovY8/CBMXg5Du/IAIesild8Huu+ddMW87c7bi8qcfE6tkHed5G8G2rMwzaO7f9hAqOyGlW9/D6M\n", - "M4y/YRbjt68qOAQsE813SqbvdAn7RlSniYdRVlNijFQ88NLsiFUJdfZNaYtsPJyjygh/Q1WT96J5\n", - "aLTBkCnDM88cYT7n63qwajIvL7kziW5obRi7sRpFuA0ufCYev5PrzP/LfDeOcdsMgrAOqAhkpcSk\n", - "qlqL4sBXKcfEbVWwrbhtQ5OEXRvPl3A9cC7l39i/PhZU6NZ6UuPdbt78PrNPaWDkmfpYHqjOGMPs\n", - "4pnK2mZ9gpXcuHazBw0KvRH49i+P86bXP/SYzTsfsAqQhlAfYGOpvApl3znucKfq/UFXidFYKQ92\n", - "m4xq364S0tU5txMbd1SNAxxvGPeYjU0oVhpnNUYU3aQoDuwGT77rXB3J9BVC9BHkWH25V0mSpBA1\n", - "Yvq+euUyY+pxzNqiGzx0NQxDERWlNqw4xfswQmFAAo7Bi7Fx75lJTUjb9N225p0jYzGLx69LuzmG\n", - "YHaOuqG+429GXSDThMZ8Mf8nrn/9vApdmtKQa4YSrBO7bOZ4xEaOcYzvwnaCuep2oxzT9OV3EWxX\n", - "fh/+xvv8Lm4HiEa4vZ5Y/7xxgW2wTOw++8Dat5ntLdN3uoR9I6rTxMOo+/DM5HEss+Nnd6TmCcwE\n", - "mnTTUGU1zdCIKZuUZpUTEnkuRdf4LFilyUYJtmDg4T0YmpMA32WrLuyuFwYs1ofHB8cKdk1hNpqo\n", - "2iAD5ifmDfMM86FYMQ01TVEc+Krg0qRtvYopGmTsGrlIXRvPl9jdGtpd+rowdrLMvyxNyvx/5pn/\n", - "bvYpjQGYZVlgeaC6jTvsuJ8G7POD3aAKYu8BtuqeP0KBAYN9yi7a88g7H3A+kO+a0kW4vHmgWhPT\n", - "NGUI9pGq9wddhcZ+Uw0W7Craro7vW9S1M7EbC5aJA0yP7pvZ0ILCeQfDk7C6OK8xougmRXHgNlYO\n", - "Ea6Jvh6DXMn0FUL0EeRYfblXSZKkEEU3fVdt3pi87qJFxtzj2LhFN3io5KW5aFeOGkPyU6khSQMS\n", - "sGL2mF9/3HzfxU89akzZZ2/5a/P+C3ecODJXs8BYtfxOGJkcCxgVuPwumqPb1rwz+e2V/yddp6GR\n", - "DWjGch4++D7hcnHb0DiGwY3t5FYZA24fmrJ5wIBFxbAP+7sIjXV+Byp98T0Q34MRDfC3bRhjWrwG\n", - "UxvGeR5Yt9GYycNtKNN3uoR9I6rTxMOo2wUojYRYlV63P/qMmR/MBFZIqsq3u9RJJuZVMJVJ5tm4\n", - "xqitSXbBy+X4+1+MjZUYcF5YF9fEc03fmA0ysD44xlktCtWppAylKA58DQdY8ZdXPRcC1zWku+M6\n", - "5idMnRde+HIjRpV9vs4zfdmdsc/8yxIbUUxivFueY9y/fSDesUx1rxtsQDKpRiJNY3d9jf3HvyFU\n", - "qrv7l/HSdKMrVu+FmJpF5wNeU2DsZHUR2xW43kVmd5ntc7hQ9f6gq/A6Fjo8RhVoqsLg7Br2fWTR\n", - "cWubw2XiAFXO/A70SgOD3XePEGo+i+5QFAe8N8Z9mnud84n3NniOYO82WZLpK4ToI8ix+nKvkiRJ\n", - "IYpq+h5/29Wmy+XjV3zEmHvsWjnrBg/GJrsXhrkLA9E2JGEm4j1AA5KmMOaPcXaX3L82+eBtVyVP\n", - "XPU/Rl0mjypK7/gb878NzE2Yla7pa0Mzk2bnrlvfY+ZnDMuhWQto0PrmQfg+4XxgMgMax/jN7YQx\n", - "d/ndgCa0uw1sYLo+dlFqCmMcXh/2dxFWWUP4Xtu8xXvoUpsGNPYRzGCA6VDly+pj2wz2gXWb3Xxt\n", - "OvbxMC5k+k6XsG9EdZp4GLUrx/DAG7vL3E2bt5n5UbEqiEUzhHTJl0XeZ8sk81xYoeczMlDJiPea\n", - "rkxkkuljv3ogahzbx59r6rpV+LEbZBCsG4ygprv0BUVxgG4eEUO2YeozgqvAfYjEX17FR93GBFxe\n", - "X+OHutgxkVfpzvGnOZZ6kRh7ECvNm4IVnOw+XpVY1eE+Q8yyURX/d/cxK/qb7toZJhT2Z9Y4zTYh\n", - "14W+dPMceu20DTGRUuf+oIuwm+Emz2mMty6Oe81zQMh9pH2+CI0DNpzAtaPIWC9zPhLdICQOeK1z\n", - "r3M+2b3ZQHmN4WT6CiH6CHKsvtyrJElSiKKavjB8MZ4vzFgYmyTrBo+GIQSjFaYifhPbTHQNS3QR\n", - "fNnlb0o+efeNyZG/Ojs1U4ddJueZvjAqMZ/bv3LZ6LttExRwuWg4c372OgGasZBtVhMuM0SjFstt\n", - "dxFtrxe3k1vRi+WAIWtP68JK3TwTlsvrVuXitaz52vsO8+Y2oQGNz9ivZ+GLAZm+0yXsG1GdJh5G\n", - "3XEfWQ0Xy0TDcW1XEzZtzol60HSrUhUx7tbz0CRk1jU+BBpdvkQNXkvjt1nDsinT167cZPerOCYB\n", - "qzVp+k56DOMmKIqDNJE73wxhd+NVYtKFJju3qU91x/Nlwr+JSj7fOK7ucuZVx/sEY/jEoWHYdBUo\n", - "cLu3jWXqH44wnhELvM76uvTGPsZ7k6jizuvxwSXkutCXbp7LrDfXR6TUuT/oGm6jlqZIGw90s8FM\n", - "mftILHt6PBwZHAecf8ixRoO4i+a48BMSB7iW4ZrGZ9cs4d4a0+H6yGcJCFXCvs/K9BVC9BHkWH25\n", - "V0mSpBBFNX3Pf+IB8ze6V37ppteav0HWDR4NSggmIqpbMQYuDFIanKwyZUUq/0dV79PX/JkxmiEY\n", - "ss+tPdtMx+6fD95/spmW0KikfNXFgMvFsXhHJvLat5n/iW36+kxWrgNEQ3Xu+YeMCKfBb24nVhDj\n", - "Nb6P+fNvCuYtzF68jmW965/S5b3nW9cfMi4wgJmMdXbB532mNbD3HQx5jrtsf58x7D3fZ+OLAZm+\n", - "0yXsG1GdJh5G+QDMB17+j64jY4DjGpVomOckuo/tKkhs7d17U6er2cbJ9SOGr5Qn/fyhyeysa3wI\n", - "G2b2mPjxjcdK4+uLVzYbWzTbTlqRGiuxzDHX0MbfEI4/29DBe7EbZLRBXhyMK+Dmx18ZM6UImvcw\n", - "ObOShWxIgH1TBR4DeePUVoXLj1jIin12Y4xGAr71swUzkBWikzB8gbs/1f1mdXhtRdU3zw95jWMm\n", - "sY/LNNIIvS4wZrrczXOZxgusXlZDh5Q69wddY5KVpTzW8J1dYWziFnftTGCQY/rt2/29kNngvIJp\n", - "y5jqZZdHtEvI+cC9P/bJ7gGD9814nuC1Eu+5PQjJ9BVC9BHkWH25V0mSpBBFH9MXoMLWrrLNusGD\n", - "cQkjEqYjgNlJIxYGMH7bXRnjf5qrNGJRWXz0deebv+9d+mNjPo5M32HlL4GZi4pZzAeiuesatnwf\n", - "AqNKX8dExjKyYthn+tK8hbiOLvgcv4fbCWYu54nvwDbBa3ZXzBC3EYxY/IYBDB6/Lp2n2w001hcq\n", - "g73vuKw0n2kUs8rYrSC28cWATN/pEvaNqE7sh1GaaawMYqVhzGogHNeoPINp1mezqi4cfwy/uwoT\n", - "iHW60cxKZmdd40NhksbXXS1eh2I1VPBBc5bLUdUQdLFNPKwL54/XYebhbya18DfUZ/LigBU5boUs\n", - "k+ixundldXWWKVpnPF+uAxUbjuPKKl5fTDBufN2h20JClN0eTnKcW9fkjWnqdwnEK9aryW6JeV5C\n", - "5TrOjThX+BozTKprZ1DG/CxzXeB8uxonMKSxfCENu1TdPp+69wddYpJGLHtN6FIVK6/XIV07E26z\n", - "LVuWDl/JhsdZmUZCOt76Rcj5gD3hoJLXvd5RHBLF7Q0F91FsMAWhURSHRJDpK4ToI8ix+nKvkiRJ\n", - "IYpq+mKs1tlNv04O3PCnycF1Xx2+47/Bo7FJo5LgdRqzblUqXqO5SmMXv/Gd+BvvQ88/udEYtfb4\n", - "uwDvwWRGhSr+pmnqGracDwQwFq35rg3pQwhMT5inMJgx5i2Wk2Pd2tAk9X0H4TTA3k5YRpq59mc5\n", - "P3sb8TWavJse3GD+d6t3sby+5czDXiZWSqPKl0Y0oAkMk3vD5fcbuYazLwZk+k6XsG9EdWI/jLqG\n", - "EyvH3AfkOoQ8vE87duUD1NVqX3ZLi4rfqjB55ybk6sYBjTpfggdd3eK9Jscibcr0dU08uwtn/Ibw\n", - "Ohtk4Pv7TF4cMIHtJouzzOCqsPtjyDXIkPjje1VgFRLVRJKZy4fldZeV8QT5xnWl8B7NbfTA0GSD\n", - "CRd2zcltM8nKuElCoyFW3Pqwu/v27WeIXTtP6txBUybkOlLmusDzAK5TXazYS5ctrKEHGwR0qUKz\n", - "TabpPrFM/Mega1088/xeNNauDa/9zz77quErfthACI0Ly8DjbdoaFk0rIecD3pP7eraAcG/HYSuy\n", - "GvDhPpvdRON+CNdKmb5CiD6CHKsv9ypJkhSiqKavMXtREQtZVba+Gzwahb4KWJqLMGVtYLCyUhUG\n", - "M41YdPWMcXLxGcg1koFtMttmL38TmJV4jcYw/jffNVgf/Ab8HISulLMqaO3p7O+w4TTA3k4wZ/G6\n", - "ba4CvIZl4/v4PP621xnzwefs8ZG5/lnLkYW9TNxnkG0ec94wlfk+jGF7uX0xINN3uoR9I6oT+2HU\n", - "fWhmq+iY46P6juvDDSaqqCYrv6pCs6psMs2F6+quY904QIUaEzNucodjdjXZdSlN54W/To2ymBVz\n", - "TDrBiOMxyO+jGdxEg4w2yIsDxo6bmI1t+gJWiXx62OCFqjuer3usl0l8hwKTFsuImEAvDfgbvTaA\n", - "EBOwTcMXcNuQJvZvF2AjGphATeE23PKJXTs3Pe45cfdvHmWvC6wS71oDgbIxnHWuO1yZlvvE8RAF\n", - "8Xt5yGISlcW4P9y1a3mhsTxu4FhuiJCQ7ZZOk55T2WAoFJrK03aNmVZCzgdF1z42oCx6LsC9E++p\n", - "YBLL9BVC9BHkWH25V0mSpBBFNX1NdS0qfVcfZapjCW7wYBLCGH3gX242r9HYdStCCUxM9z2Yvhxn\n", - "Fxy44RWmy2WYvzPXLhsZjq5ZDGyTmUYrfqNi1p6e03EanylN0xhaf9EdmaYvpqN5bJukNuk4uZeY\n", - "v+0bYXYN7X4Oy4PtAkMV29C3/TAffDcqhbG9MJ29/mUIfVhn5THWh9+F7+e22fCbdcMpx8j0nS5h\n", - "34jqNGX6wmiyH5LR+jkWoeeHaYaVH0z0NmkCVIXdT5fpMs9HVvI7RhwgNiG3gpGVbDDwmoLjh9Fk\n", - "q9L1bxacN0w8mrsUE1o0g2NVGLdFXhxkJa+bSKTD6KTZjm3OWKq7nRH3WE52c96EqWPHC+IDfzMe\n", - "2WVhXpeH7P4Z6z9pw3c8bvh/G74yfq2L58U6pOsZN25d7Mpu376G2LUzGwY0yfhYDTN9yl4X7F4z\n", - "utRjRtlq9axeDQ5XpuU+sQ1zkd/ZVBfP43N2qpmZYwb3iT8avjufOr028JqZ1VCK989Vtu34vHTk\n", - "8BXRZULOB+yxBdc395rHnnEgTFcErqMwhz8yuCeS6SuE6CPIsfpyr5IkSSFqZExfMLd/pzFu0dUv\n", - "bvBgAqL6FL8xNi1N1TLAYMVnaHRi3GBWFu/47e3mPZisqDh1sU1mGqpYBtewpWGZZ/rCSMVnsB5Y\n", - "N3cehK9nvQ/s99wbYczfrpYNBfPBtsfyQ5h/kcmeRcjNOYDJjP3L+eP7uG54/XffP9SIl+k7XcK+\n", - "EdWJ/TBqmwd4UHYNhBiEnh+mFSbkNm/+I/M/fuclttrArs5AcqwOWcm1GHFAQ2v5TU8ekuRp2tjg\n", - "sfIPFz0Q/Rixxyazk1UQKzbZIKPJLqwnQV4c0DD1VfGkMRXXPGOjF7val+fAqpXcbgOPJkwdxgsM\n", - "anZtzuVdMDSy3W6rKdvwnYQJ6DI+Hx49fCWlif3bJmz8QjXZ1Sv2J+TrznvSXTuXrXitcl1g4xCY\n", - "T12hbPexZbfTtDMt94k87zfR2CePprp4Tg3ftLqWpuxYRw722/HzrtdVunYm3Ha+nnDsxh5Vz6W8\n", - "927yXCziEHo+4LXPve7hng6vl+3dAuavTF8hRB9BjtWXe5UkSQpRY6YvzEp29/vIZb81v2lEono1\n", - "rURNK1xD2bppy+jzwIy1+9hZRjRpaejCMLWxTWYYkzCQ8ds2XQGnY5fF+N/Ffh03r/a8bWgOu99h\n", - "Y78X68EY86Gxzm2OfZG1DHnEWCZ87+2nXjb8b4xM3+kS9o2oTuyHURoASAzjQZkP0DGJdc7qK+yO\n", - "ktWLrIToUoUPE9ZVqjN8+BKQMeIgr+vaJqrUbZhEauIY4fi9WAesC7p05vewCp/d8cY0m9sgLw5o\n", - "mPqSsk0kbJHgo8nLhgTc7lUrYLGMEE2dJqqv7B4a7MpkdoGOanQeF7Y4bVuGL2Bif8uWU4avpDRl\n", - "WrSFO7Zzk4183MZbtibdtTNN/SZN39QASuPFNpzaJK/Big9VHs5nWu4Ty8ZBLLJ6yaiDbfjy3hBx\n", - "i3ObawDj2r1z50nD/8t17Uzyrplcvzr3qE1so6p05bzVVULPB+yWmc+wEHvLqdqTiUxfIUQfQY7V\n", - "l3uVJEkKUWOmL4xZmI3Q2sUXm98wWe1uh8uakLhRRPfBMDDdClh+H81amJ02+C5UARPedOJ1ezls\n", - "Axe/sax2F8swU/E6KlkB5uOavpgG3VjjNbzHdXahMc6xd2M9GNvz4faAynbtDGIsU5YpLtN3uoR9\n", - "I6oT+2EUD8YQHpRZYRi7IijWOauPjBO7YzPD91rb5JltVfAlPmPEAbtzY8zagmmH11EN3AT8Xiom\n", - "MHIxTxx7WBcakRC76W3ie9sgLw54XPhoKpnOhgSoFGeyEInEKqRJ8rQiCuStTx3seLFNX7sC2D42\n", - "II5VDLVZLc5GMFu3/uvwlZS2zJKmoLlNNVn512YPCC5c79D1rXpd4PdgWIIuQHOszDWdsSGm5z6R\n", - "+xT3eZNk3INCnC7ysfys2sW52QdiHQ0G2SCLqmPMch72ccTrqvt6Wep0PR0TmunYvl15BugaoecD\n", - "NnjC/Q2veWygWXWIDpm+Qog+ghyrL/cqSZIUosZMX5icMDM5pi26+AXsZhhyjdkicKNod79sY5u3\n", - "+E78jfnTnIXJDPOV8KaTZjGxK5AxD45VS1hJTAMV83FNTXwO/0N4z33fVOFefv+oCteeVwzc+WAb\n", - "cDuUJcYyuduMyPSdLmHfiOrEfBilgYaqQjwo0xTAQ3RMYp2z+khWVa9b/dsm42Rh2v10DHyJ/1hx\n", - "wJb9dpIHQtemeB2KDSsrPzo0UGI3jEA1Apcd68LqPAhG5KS7aG2SrDhA8jMvDnnMNFExSZOdBlnV\n", - "qkgeSzzem+pO0jZ9ed6G8cdkp131QrEb6KqJ0Fiwgcn27fOH8+D+rTumeFegic31atJo4PnJNfvb\n", - "OG9MyvRNG0+l1b5NnBPKYDfkKgOrJWOfH/rINNwnjitV00Y/k4bHQ914sg1frEuIgY11Tytpj6h1\n", - "PKLbf3yvfR1Aww68FnpOyYLmcSxjvAo0fLEcqY5s/fzVRULPB+61j40/q1b5Apm+Qog+ghyrL/cq\n", - "SZIUokZMX1T0wuSDqUlTlYYsKk9hyrrdL4fAG0VW+3L8WGBXDttVxhCrc22jmPNyDVm78ha4hqU7\n", - "PeZDIxvTQPwuGMh4j5+B8D9e5/++6uO6xJoPiDGvrOprmb7TJewbUZ2YD6NudaFdMRaTmOeavkGD\n", - "w03q0BxqM/lEmjCg2bUpzS8QKw7crpBtoVtbvBezC2QkjjhO6tevf9z8jt0wAiBJhXmj4h7Vvfgb\n", - "gnHTVIOMNsiKAybMs6qKyppJZeC5kKo6nq+7jE1Wr3JZWZ3MGIVx7R4XdoMINPZpE2wPyI2DJvdv\n", - "G/Dcz4Y/WXEdg6xu7yfdtTMoG/N1rgvctm1fR4vOXVk0eX7oG9Nwn8h4bKuSNDVd/WPiloEma6jh\n", - "a1N2epctW5bO24Y8tmAm1503oDEeY15lSRu2jbvL5r13+v/xrSxTVwk9H/Dax+cBNtyr05uJTF8h\n", - "RB9BjtWXe5UkSQpRI6avbZTSELUN16rwRpGmsm3O2t/B70eVLiqMYeTif7valfPi8sEYpjlsT2cb\n", - "2MCuBAaYD41sfA/kjlVsKnsHy4bX8XlMwwpo3zLVJdZ8QKx5rV28Yt7+wnaV6Ttdwr4R1Yn5MOo+\n", - "LLMSLHbXnzHPNX2CyaqsykVWAbaZ8GV1JRQz4cSKCntstlhxgG5KEac+c6sJk4OVBGgcQYOtCfOV\n", - "3dThO/g9ENarqQYZbZAVB0UJ86ZNQW5/qGqFiFut2uQyc1m/95txt82QrzFE012fh8JzIswENw64\n", - "/+saFl0B6wLhvMq/m8JtwEVxbPBJjt88SdMX8DraZoV4VbOPY+nj84c703Cf6J7/J02MxoQwHzEP\n", - "mKNtVKCjB4j0+9OxrllxHOsayvPTpKtrcR2wq6dJeu5IjWi838Y27yKh5wP72sfGknV7tpDpK4To\n", - "I8ix+nKvkiRJIYpu+tLghKEJYO6tv+gO83pd7BtFfseztz6RoCtp25iFCYv3YTrjNRi/bpUp52Wb\n", - "ujSA8ZoNPg/DkhWr9hi/nA/WD9PB1HU/T+wKZBjTWEbMk8R6MI41HxBrXvd8K+3yGuvN7q9l+k6X\n", - "sG9EdWI+jLrdYi1cEb9KEsQ81/SJoqoLGkJlE8UxqZqsDgHzhUjMOEBSB7HqdmNLs/SLV1Ybk9XF\n", - "HkMY82ZSqYnKOXs8VlRm/vP1j4+OzaYaZLRBVhwUGaQ0DMtW04WC8x6M3zrGOpO6NLxY8d7E8WU3\n", - "EsBvyu32vEvxY/cA4MZB0/t3kowbvcwf27mpSi63e3iIvQPUTYCXpey61r0uMKZgdDW1fYugeVvW\n", - "mCo65x1OTMN9Iqv72zTu6gwp0LbhCxAHXAceV/g/1rHNY26SjYtcw9ddF2xrvJ5u+yMH9+XLh+8c\n", - "voSeD+xrHxs5Ve2phcj0FUL0EeRYfblXSZKkEEU1fWGamirWpVc23m0xzFKYrDAPUUHL7pd92MYq\n", - "sefFClzTbfRgni54D+tkVwUTd5nywOfweahomeoQaz4g1ry2btoyqm6mCS/Td7qEfSOqE/NhFFVf\n", - "eECmScAH59jEPNf0BSR12I0bqml9jKtsj2wtWc1EVBNVD0xi0QCLGQe2QUqTg2IcV63WtDl37dBE\n", - "HlZPNllxm9dtdVMNMtogKw6KqqT6YAqmx/O4oUOTy0zTl+Ye5caO3bVzjGOiDrbJ5cbB2Cgd9w7Q\n", - "V1hxh5gGrC7jubAJuI+xv7HfcR7B/5Ps2hlgPaFQYlwXuH3bMk+r7l83Tg5n+n6fOL6fO2L4SjvQ\n", - "KC1rarIBINSmaY04YINJKmbldBv3ESHdZeN1e71nZo5p7bmgC5Q5H/DaB+G+qC4yfYUQfQQ5Vl/u\n", - "VZIkKURRTV9WcEK+ati6uPOBcYhq2SrY84LZi2phCAavC6uKsX5u181l1w2ft7s5tmlqO9Uh5jLB\n", - "9GbFNJDpO13CvhHVCXkYRWI/xByyK8VQMYm/m6gKinmu6QusPipKLDFZHDOpFUrTSUomsLhuMeMA\n", - "LfkRrzBDXZOLVcB1W/vbVb4YZxfzZvfRTZi+djd17jpxOaaBrDgoMk7ShhSI17Tbx67B4wlVSWS8\n", - "zPG79rV7auBY1u6YrlBXunYG3Mcwu3xx0NS2mjS2uQ3cc2ET2Ndz7Pc2unYeG/fj7kuLiHFdoJHT\n", - "VgMqNvAq+91tGFBtsnfvTZnbqO/3ibzna9vA5zFYpotnLjvUxr2oDeLAXh77ehqDJq/JPspWT6cN\n", - "QdLunrEP2zTg26TM+YDXPihGw0iZvkKIPoIcqy/3KkmSFKKopi+NUVR0ohtfEuuBL+aDoz0vVvCi\n", - "AtXXDTWqiH1mNmhqmerQl2WS6Ttdwr4R1Sl6GEWC99ND0wu/UeUD88oHH5JRGcRqsRitpF1inmsm\n", - "DRJESNqUHWuLFbRFCTQmt9qobmuya2dA44MVJ7Hj4O9/eb+JWRqyFLtgRpVuHVjVC6OX86ah3FTF\n", - "LeYN2evDBhlfuCJOl9VNs3PnSaZKJet4yYqDEOME70NdJMvAYQI3q+K/KqwMR3yyqhMGrx07UJe6\n", - "Bre7P/XFAbdVWfOsa7hV664J3ATsuQMx0FbXzlVMzFjXBTYomGS3rWBsIpVvPGX39jGt4FjHNYHH\n", - "fta9VJ/vEwErbJs8xkMp08XzCy98eRiD7Ru+AHFgG7NZjcDq4PZC0xRVu8vGeWHc3XP/r4dVKHM+\n", - "YI88sRq2yfQVQvQR5Fh9uVdJkqQQRTd9+9htMcbghZlrG9U2WCcYv5C7fk0tUx36skwyfadL2Dei\n", - "OnkPo9esT00AnzDGKd5n9572OEgwBprstjbmuWbSMIkNIWkZknxBcoeJnhBodJRJCsWAxnQTXTsD\n", - "1wCIHQc0OWDy2iYXTVI0eqgKq25RLcfuUqGmTV/O3zayaeB0oVKzCLtCJ6sxQVYc8HN58FiJbaDG\n", - "IMvYoxkVO8GcVxlOdalrZ2DvY18cNLWtJg3PrVwPduNbxgwti135zUYAaBgwSao0JIp1XRgbqJM9\n", - "P7jXubJwmacJbH+MS8rj4FAdOm5pn+8Tgd2gpW1CunjGPmK3w1AXDF9gx0FT25LbB+erpojRXTav\n", - "h13ZN5Ok7PkA9zex7nFk+goh+ghyrL7cqyRJUoiimr4wT33EeuCL+eCoZQqjyWWS6Ttdwr4R1fEd\n", - "D3jQpWkLsTIR3Twi+ctuHqnlq9NqMPxNw6DJarCY55pJQyOHQhKzyPhlQik08R2SoIvNOEHe3Phz\n", - "42qNtIopdhwgVhGzvi5tGfNZVe5F8HjCb3u+Cy5Kq4ub6jLV7aIVarJBRkzSmEqrdSEkwX344oAN\n", - "JYq6he2yKcgufN1EMo/v2BVgiEHEBWLSjlFbXera2TXHfHHACtmmGqJMCqwDRLjuuH40hX0+rHv+\n", - "q0pWw4c8Yl4XeAyWMZ3rwnWuev0uU5XZdXbv/pHp5QHrM9YRZttg/XBPwH0E2eOW9vk+kdev2F0R\n", - "V2W8PP5rcNoIJb1WY5m7dD2dRBywcVpTXXHbjd/qGLZN98bTZdo8H8j0FUL0EeRYfblXSZKkEEU1\n", - "fbOIdYMXN4GgZQqhyWWS6Ttdwr4R1XGPB1R7LRh2c4tEr20Wucl/Gru2aJhhbFT834SZFfNcM2ns\n", - "lvbsbq3I+GUyLTSJywQdzdFJMKlkkl2ZGTsO7Gp1uxoXqlPpRvMEZpo7X35fU9jVevxOHrd1xyhu\n", - "GlYNpcZddkWuLw5Cq+V4PHbRFMwypHmsNdGog/Fox6gtxk4XunZmIpznHF8cVDENu0aWAYTXoKZg\n", - "5TfVRnfwbrfWIcS8LqQNT9Jzz6SMLJqYbmOPULLOG30iPceNG/xAiIWs83RqOqb7CcYkjpk+3yd2\n", - "0ZzLakyArrbtfVTUiHHSTCIOxo0e499z814GqmP4giaXs+u0eT6Q6SuE6CPIsfpyr5IkSSGS6VsT\n", - "LVMYvvnI9J0uYd+I6tjHA5L6TPCiYtc1qHzCNOgO9+O/Tk1emkucTxPEPNdMGiZvkBiDmKjEWF0+\n", - "aGwUVSy60FCumyQKhd0uNm2e2QntJuIAxgbiFl0g23Fep8KRY2L7xkdt8jgBvurlpquLY8CkN44P\n", - "HCd5RogvDkKr5bpsCqbrf+j4e0wCFxnaVcga1xrCa4zXLnTt7O47XxwwjpowyCdF1v6mCeNrCBED\n", - "uxEMNOmunUEVAzP2dYFxNgkDjtd7KLSRl0td07ht0vui1PDFfQy2iXsO9IHjgPc96WdPG77TPyZ1\n", - "P1UGnEOxTDyXIj65nFBX421Szwt5DdPqwG6+Y92j8Bgpc06dBiYVBz5k+goh+ghyrL7cqyRJUogm\n", - "YvrGusmKebOmZQqjyWXyvcZ4zJPPxC0rX1xL9YR9I6qD4wFdNmKMXiZ33S5oQ4WxT1EZzDFQm6oM\n", - "avPhvQ6+iq30tWzjl9WOZc1bJo/x+aYZVw8017UzsY2eJuIAxgZiF5W9dmzT8EIVfBk4P1+XuU0f\n", - "J4DVeqi85/fif6irpPGUJv2Z9GY8+7pP9MWBHSd5hE43afKOqfF78at1fN2BU2jcg/e6Mha0awj6\n", - "4qBJg3xSZMVoFUO0LDxXQJPu2hnQ8ChjpMS+LtjHW4j5WBXb8C17vbfp6jktFC5/1WOW5mQ6j9c1\n", - "us+aYBxv3RqXmfevOA7SWB1351y1gcIkmNTzQpVeCYrgOcHt5aEOrnl/uDCpOPARMz8mhBCTAjlW\n", - "X+5VkiQpRDJ9a6JlCsM3H99rjMc8+UzcsvLFtVRP2DeiOjge2J0zjKms7pzLCFWSTZoDbT6814FV\n", - "Z27FkG382olaO/lXNnGZVss0U3ngwiTSJCuhkGBrIg5gbCB20bW5G9esZoeRGgIq5Xhs+Y4rvIb3\n", - "YLQ1Cb4Dsr+zja5aQ7G7dSa28eLiiwMaYkWVUmm3oH4zuU2KzMp0W5Q/LxRx7to0PnxV6eyyvwtd\n", - "OwOaDjy/+eKA27HJsW+bJqtyk+fdJs09NgJo63yB9YPK0MR1geeTmIaOTXoPkMZz3f1pXyP7Rnqe\n", - "T7dDncYM+Owf/vBvzXwwvyYbRsSmy/uPvQtQODd13VSf1PNC7F4lsF3Z6CXmeYfmfdb4zNPKpOLA\n", - "R8z8mBBCTArkWH25V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeDjxwrT715DunEOE\n", - "SmEkijGeaBO0+fBeh7xuF2k+2QkeVrxUNVP5fU2aAoCJqUl0RciEFUycpuIAXZsjflGJa8f1V65+\n", - "tFRcczxdzM+eDzUp09denzrdVE8CJk6RXHaTyVndEvriILQKEu9juqpVZU1RlEAOXb+y+MaAhrrW\n", - "tXPaqGW+IZh1PnCn6xtZ+zq2yeDjp3dtSr567aOtGP3jhh7lepBo4rpAI66JxgO24Vv1Wm9T5pxm\n", - "G0uxzyVV4D1LjO0wM/Pk6NjB9u0LMHuxzDGNvliwoQmOyS4un49JPS/wuIt1juD9fxP3JmwQinPP\n", - "4cKk4sBHzPyYEEJMCuRYfblXSZKkEMn0rYmWKQzffHyvMR7z5DNxy8oX11I9Yd+I6uB4QELfTvDX\n", - "FU2mu57aOfyWuLT58F4HJlezEi1MLEP4u24ylkmoJlv004Qtm5ivA7dRU3EAowPxC5PXjmtWsKMr\n", - "9CJQMZxX5Qs13TiCsFoPyz+p76zCOJb8MZ9V2eiLA86nCBpLTR4jVchaV0JzxNeApA4cA9rt3pxd\n", - "O6MSuAvw3GYnxLPOB5gO6npFWhZZy+/bBtNE1fVr6rrQhFGSNl6IZ/iCvF4RXGgsQW1Xw4+XO07v\n", - "JIwDNhbqi0kZcxvEBrGP7RnzGGiaps4HPrjv6l5r7POC716oLk3dP3SZScaBS8z8mBBCTArkWH25\n", - "V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeLCT+zGEbqJhEGyY2TP8lri0+fBelXFC\n", - "M98cZfUWVXcsL3bH11QVLs2pWAnrEJjE3bZt5fCVuPjGwaXwOlRU7chucl3zzNakDFi7erPpBhl1\n", - "gOmA/ZpVuchqeNeccM8HacI0PX5CKDPtpGCFWlbCl2ZNlilcFca+W53Orp27Ejc8T9rnnazrQtG2\n", - "7DJ5143xe/2pYixD1a7Xm7o/4LUu6/xUFpyneM7DNS0maVzkn9NsY4mGdl1jtM59Brv1j7V9GQds\n", - "TIf5d53xNS5uPBzOTPJ5Ida1hueaphr0ZN1LTTOTjAOXmPkxIYSYFMix+nKvkiRJIYpq+kpSWbkw\n", - "HvPkM3HLyhfXUj1h34jq4Hiwk/sxBHMAaoo2H96rwiRLSBKHrfChui3xaY6gknHXruXRq0fqViNX\n", - "gdtn69azh6/E5++HVbpuFTxN01DlVdHDEMY0V6/bOvzWQ0FFzd69N9WqHGH1Jrpwb7pBRlVoYvq6\n", - "dbbBNJA9jXs+QCximtCEKQ2POts4NjRjso7XsusYim9Ma8QwXsMx0RWYFLdN76zrAhPxdQyptija\n", - "z3gPmkaqNmxo6v5g3BNBfZMd5xrb8I197mFjr7yKTNtYojFap8cDbp8dO44fvhIO4xzn4ljbgnGA\n", - "+fEcH/v+JzaHYwVm00zyecF3XSrLuDFPc/GaHhOH3ktNM5OMAxdf3kkIIboOcqy+3KskSVKIopm+\n", - "QsSA8Zgnn4lbVr64luoJ+0ZUJ7bpy3FKv3BFcRe4VWnz4b0qZZNBTP7VTfrYCU9qZuaYZPfuH9VO\n", - "9jDJW7cauSw0A7ZsWTB8JT6s1EW3tnZ8s5vbELndQ7uigYzqyiyKql9DgMGL72G1JtQlxmZKceMB\n", - "n4Hnng/KNLAAnGfRd08KOyGbxfjYi98tNWOEcdq1rp2Bb59lXReqmoddgI12so5/9nrQldiNSVUD\n", - "pcn7A27vuhWxuAZjPkWNXKpSdE7zGUtct6rHCa9VUFnjl1W+MY9ROw54P1XnOjoJ2Iguz6wX5Zjk\n", - "80LZew8fjFX8bpIujx3dBJOMAxeZvkKIPoIcqy/3KkmSFCKZvqJTMB7z5DNxy8oX11I9Yd+I6sQ2\n", - "fZff9KQxCM5c3VxFRZsP71WpYizFrPZAMorJpLGOHLx2fGXDgEn5SSdSsbz43meffdXwlfiwOtbt\n", - "5jamQkxf7qu63fDheyiM8dslyhjbNMHshKh7Pihr8nXN9GV8FyWOMQ0UG8blD297ysRp17p2Br5K\n", - "6KzrAuOh64aPD55js2KZifs+VjEXUfW4bPL+IEZXwbjmYh5ojNWUucdrfZah4zOWeN7BsVXWiOYx\n", - "llYYp43MQs+/4yrjuAa4HQdNNpKJxXgZJ9uIbtqZ5PPCuDFFtd4AxsfgEbUbfBbB465s9/l9ZZJx\n", - "4CLTVwjRR5Bj9eVeJUmSQiTTV3QKxmOefCZuWfniWqon7BtRndim7yTGKW3z4b0qaSKn/a7U8P1I\n", - "9rCqh0Iy9IUXvjycKoy2qlKwDvjeP/whf3zkOmDMXpqkv/jtJm+s1xW60MX8s8YHHicAU9VJAqLy\n", - "nuvTpYpNmgWhXZz6kvfu+aDIKHMpO33TMBlrGzI+mqryRKMAxAl6behi1848/pEYt8m6LvA4qlN9\n", - "1RZFxiePn67Ebky6aPqmsVe9q2Cea5o0fEFeXIyvK4caS9zmZeKJ52QI8+b5C8LfRfA+ImTaMrhx\n", - "kBrS3W0gwdjAbxGPST8vMM6qHN9NVLxnUdeg7huTjgMbmb5CiD6CHKsv9ypJkhQimb6iUzAe8+Qz\n", - "ccvKF9dSPWHfiOrENn1ZJdZkVVibD+9VYJIVJk2XQNIHySUmqaDQbhnH5ls7VSl1Eu+h0PxC9bov\n", - "1usIVZSYN5QFE/dUncpvVN7z+5pskFEWrluZBKm7793zQVmziNt5EonWEEKXp6nuGX961yYTJ+jW\n", - "uYtdO/N86pq4WdeF8fm3XrV8G/gqmm1osE1jtRbWCypL0/cHrJIte75gHEKh56aqMC58DUfyjCXb\n", - "wA29tvp6auD3Q3nnJ/bc0MR9hBsH/K6uHivcjtNYtd8mk35e4Pmh7P3a+PwQb1zrIthw7HCIuUnH\n", - "gY1MXyFEH0GO1Zd7lSRJClFl01eS2pLPxC0rX1xL9YR9I6oT2/RdcNH9xiTYumvv8Bvi0+bDexWY\n", - "bOxyBQeSPmnCKcxEarsqpWoVWBmuXrfVxPIXr3jYG+t19Olh44g8A5amHte1TrIa34Pvg/K6k54k\n", - "YzOuXGMIbhcmVd3zAZPnoUZy14yz0NgONYfLwlhBrw1d7No563yad13A9FCfGFc0Zy83jyHXAJ8G\n", - "qu6zpu8PuM3LdBWc7svUwC9rBlUhKy74ep6xRNOqqKcBwHMQTFt3fjxOId+52N4mRee6KrhxYB9P\n", - "TTYWqwKWJ1225novOVyZ9PMC4z7k+LFhxXvs63kePH67/GwSi0nHgY1MXyFEH0GO1Zd7lSRJClFl\n", - "03fb9h2SFEW333HXSIzHPPlM3LLyxbVUT9g3ojqxTV8aS03S5sN7FWhShZipbRJanQPa6tqZ0HRu\n", - "MkGGhguIZXTD7Iv1qkK3uZgvuszN6toZcBuPE/XVuweHacdjs8kGGWWomnB0TVr3fMBtFUqWQdIW\n", - "occWG2rENqsZK+x+vEtdO4OsSqq86wKmh6oeP20QGpdct2mC616ld4xJ3B+wd4zQCrmZmWOC9mUs\n", - "aCK6xnSIsTQ2IPPPQfZ1KWs6Hqswd91peP5vapv44iDr3NE2NAq70vBompj08wLiHPvSPfby4D3N\n", - "pHvOqbKsfWXScWAj01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6MU1fmlnoFrdJ2nx4r0JRF51d\n", - "wjZ+kdT1MU4UtdO1M3CNv6bgWLiIbV/MVxGrJ/OqfO2qJFC3G74NM3vMd0JdAcn+Kus0NiXSsejs\n", - "80GViinGc1e6/02Xv9jEGxtjcZcbleCMFWgSXTtjPHF0O5t1zrFh3LjT5l0Xsj7TZXiOK6oYc7s7\n", - "nwYY21UMwUncH5Qx6ca9aBw6hm6TpN85Po+UMZbGhuzrhq/MB9enEAMZ2MYv1z89TzdX5Qt8ccB9\n", - "0TWTC3GE5cI+EnFp43khjffwRkY8ltrY/2zA4jbKmDbaiAMi01cI0UeQY/XlXiVJkkIk01dqXTJ9\n", - "p0PYN6I6MU1fjH06CZOgzYf3slQxodqGVbS+6hzAJG6bXcLRFGjaqOP4pl+5+lFvzJcVjxGMfZ2H\n", - "a3pU7TKwy6QxVq36kolKbCf7fFDVLOKytM04rsMqHJtYblSf0/CFmu7a2W7gkHXOseG0btzkXRf6\n", - "aPrSeCsy1fq4bkXwfFflGjOJ+wM7ZvPOX+l0k+vW2YbnSBqtZYyldLnTxgS+uOI9Quh5ijGK6zXm\n", - "zXuIJhttZcWBfe3oAqGxJKrRxvMC4z2kQRvP81V6NYgBj8Wi60zfaSMOiExfIUQfQY7Vl3uVJEkK\n", - "kUxfqXXJ9J0OYd+I6sQ0fWGMwSTIq2CMQZsP72VhdU3fuu2zq3NcE4ZJ7LYrA9Lla9aoY4Usxqr2\n", - "xXxZcczrmx+fGX6DH9fwGTceSKtb+05Zc9OFpgO2j30+qHq8pdu2fdOXlWihy99UlQ4N30l07cx9\n", - "Nla28ZvXiCbvuuAeT30g1DjguXrSpmKT1Nlfk7o/YHVm3nafdLfONnZjAG7PMufb8WfmN6ziuRsK\n", - "Pe/AzMR3c378PA3pJsiKA65XVxpQ8Zzfluk37bTxvMAYK2q0khr+zVa8FzGOv270dNIUbcQBkekr\n", - "hOgjyLH6cq+SJEkhkukrtS6ZvtMh7BtRnSLT94e3PWXM3E9f8pCpUvzFbzd5p4NQvQijAN2DNkmb\n", - "D+9loTnVx4Q8zQRUCLEChQkimE1t88wz/80sS9PJMhhfiOuf3vW0N+5Dddp1j5n5oMvoInyGT1MG\n", - "XxuEJkWzYBxiO9nnA84Xv8tgGyRtUnb5fXESA3TRn8b8puErzWGbllwfVgS60HDCdC5514WqcdEm\n", - "rMwsOt77uG5F0FCtEteTuj8YXwv9XQXz/Ul360zs46qqscRrDquDcUwyLsvGm238Qk2brllxMG44\n", - "0o3KWns/ifi08bzA6xSOO3SRniU2gPBdzyYJj4fQ8xSuSb718WnnzpM6cpy1twwyfYUQfQQ5Vl/u\n", - "VZIkKUQyfaXWJdN3OoR9I6rjM31hbi278fHR2KOuvnjlw8l3btlwyOf+7sL0/a279g7n3gxtPryX\n", - "hUmdts2kKthJWpowTFBWNetisnnz0WZZQrqrrAO6K0dcL7vhiUNiPlRoLMHjI6RRBJP0dhKODQi6\n", - "sO3rUtesRCzi89DMzHgbMT7LxgSXp+3jtKzZ1ZThhy6d0WND0+dyYJubvnOODdfXdwzkXRfyzOKu\n", - "guWFiujjuhVR53ic5P1BVlfBqbGYnsObvj5lwWOFy1ElPliFT2Ob16CqVak4xtNuo4845NiOTV4c\n", - "8Dzb1r6x8V3rRTzaeF6w709C1HZDvjLHQ3qNHlfrhwjTt72ObT43yvQVQvQR5Fh9uVdJkqQQyfSV\n", - "WpdM3+kQ9o2oDk1fmFKo5D3lsvUjcxdClSOqvdAd7Zmr0/FIKZhYqAJGNTA+z9ebps2H9zLYiZ++\n", - "kiZ47G4Z0wRl2wkcsGXLKWZZmjZBYYAhrtEIwjVzQ8UqX1RQFjGuRJrfhS3NnazKsj6Rrl+9Sisa\n", - "Q1u3/uvwlepmEc2MtqutmEwNXX6aMk1XzTVFagLNj3X3nGOTVxWXd13gsdMXY5TLG2KucRtOw3mB\n", - "1DHCJnl/QGPVPf5Q4YbXYaa0Bc8NVNVrNo1trhOO1TrXf3x2EufZvDjgtnHPL5NmfOy233PKtNLW\n", - "8wLO4SGqcyzFgsdD0fnKNnxxbfKtjy00XuO1HOf0XbuWD+c0edp8bpTpK4ToI8ix+nKvkiRJIZLp\n", - "m6Vbf5p89Hu3O68/llx82neTix+xX7N1e/Ktz/w0ucX7XoE2b0qe2ux5/TCQTN/pEPaNqA4eRlG5\n", - "yypECgYvzC4XVH5dvW6r6aLWnp6fDzG16tLmw3sZkPRAsqMvRkMWSPQw8ctkTxfYtm3lRLbvi3sP\n", - "jOI8r3vzLKFy/sQSVb7sFtS3XmmVVL+rgnhc1I0jGi5btiwYvjKuGi27fTgv/G4TLAMUSt/PMWnX\n", - "s4eaZmnDhzTWd+w4fvhqvqlfdF3A56A+wHNAqGnYp3ULoc76TPL+YNxA58hRAxbGNOK3TqOWuvDc\n", - "ANVpFGLPB2q7YUwoxeeD9PzSpunGxkZNN1w7nOnL80Kb4DzF4zsP2/ANPbdhOsY5hHHO2zgvthkH\n", - "Mn2FEH0EOVZf7lWSJClEMn2zNGHT99YfLEu+sWqT971pl0zf6RD2jagOHkZpaMHIRUUvTK4QNszs\n", - "MVXAHPMUQle4TdOXJA6NpGlI6KUVKWmStCtJ3+3b7x0mko4cvtIcrHJHNbzP2M3TF4cNJEKPDSbI\n", - "fAZkXqVjX6ApUve4YJXUM8/8++Er1c2iLlTMVqn6Ck3WdpW8biXtcw6NX66rL2lcbPL0ZzuVbYTA\n", - "RjltGlixoJFatfpx0vcHbIiAGE6XPa1Srtp1fSywLIwL/F0HrmOfGpcUxQGvs22e89lIydeIRcSh\n", - "L88LbcOK3KzzFq7BeB/X5Crnk7QhU3o9R9xP+lrVZhzI9BVC9BHkWH25V0mSpBDJ9M3SpCt9D2PJ\n", - "9J0OYd+I6uBhFBW9dcduxDxgamEcyKbpSxKHidK2k7+xoAlTN4EcC8QBk0hNLxOq22HcnnzZeq+x\n", - "myVU+bJBROgxllfNSHOyT8l3lzLjxxVh7/8qpilhNVub27XqMkzqGGgCLHfesrvGL35n7d+i60Le\n", - "cdU1yh4jfVq3Iuoei5O+P+A5GVVwXejWuQnSfdKda38IRXGAdcG+squ0J8n4++cP4yDi0pfnhbZh\n", - "YzxfIwjb8K1j1iLmx909/5vkhRe+PHynedqMA5m+Qog+ghyrL/cqSZIUIpm+WQowfW/53lnJD2+5\n", - "JfnWkjOST5zy02SVMX1/kJx7wbnJyUvOSk7+whnJl368NnmUn990V/LDbwxex3sDff7HtydPDd+7\n", - "5XvLkm/dOp7vOb/6dXKqmW4w7yU/Sq7KNJr7L5m+0yHsG1GdPj6M9iWJw4qfPiVKi5h06/w8EAeT\n", - "Mjtg2MK4RTfmPnM3S5++5CHzOVTEh8KEmC8RbVd2tpGojkHM48I2x+qYRfxsm2M8lq3uJH01/Mbb\n", - "PL+bb5pqVNb+Lbou9Gk7sRvN0GWtGjtdhPu7qnHaxv0BGyakardb56bo0rU/hJA4oAEV2rgi5n7N\n", - "M9lEPPryvNA240Zz88eGZ5zWNXxt7O6e0VBmEufLNuNApq8Qoo8gx+rLvUqSJIVIpm+WgkzfZclH\n", - "T/t1cs8mvg/T94zkW7ewm+ZNyarvnZV847qNw/+3Js+Mxu19MrnsG/PnNTZ9lyWf/t7akSH81Kof\n", - "JB/9wV3Dz02fZPpOh7BvRHWm2fQdV1IUy0101GWcQKnWRaUoBnHA5FHdroJD4DjWZ9+ywWvwuvre\n", - "mo1menR/Htplekjc0LwKTVR3idjHhW0Q1U2i47NQW2C58f1l9yuPgb4ZfjQqQ45d7ue89Sy6LvTJ\n", - "GOW6hjJNBlLd/dRGct82MaalZ4++ExIHPK/AeMpjz55LBvNDteOR0fZvn6/jfaKN80FfwX0ZYpLm\n", - "rn3djR2naaMvu7FMHGU1FmozDmT6CiH6CHKsvtyrJElSiGT6ZinQ9D1j1bPW+57une35PL42+eEZ\n", - "300+/1VU8J6dnPyFbNP3W7cMPw89clnypUOWZXok03c6hH0jqjPNpu+4hXqYMH0spikJ31UQB+k4\n", - "Ydh/RzZeUY2uy2HifuXqR70mrytW+Zbp8pxJtrwqtz7HVuxlHzfsOHJwja1nFqXzac/0rVqJym06\n", - "iYYPMWE1a6iJgvXEvs06zouuC3XjY1JUaRjBqumsKug+QQMV+7sKbST3EZOIKxl43SEkDtKeM/zd\n", - "4+M43LnzpMFxmI67O1b97qDT703nN4kqx8OZNs4HfYXnXvxu0vAliH3e98SU75hqMw5k+goh+ghy\n", - "rL7cqyRJUohk+mbJmLVrndcfSn6y5Nzkqt+n/9tGbarU9F01+n+gkek7+OxXz0p++Nutw/cONZDn\n", - "mb72fGX6zpPPxC0rX1xL9YR9I6rT1YfRvERY6MN7qKnAhHmMZB5h1V7VxLUohnHALn6LqnXqsmFm\n", - "jzFxF1x0v9fktbX8pifNtJ+65KHgKl8QYnjYRmff4L6KmUR85pn/18yTyfmqlVjs6rOs6RqLdJ+W\n", - "NwH6aPhhHbm+sSi6LvRlO1VZzvH27N85wYUmQNXjUCaPAKFxwHs1XHtxHO3atXx070ihAQZM/Vj3\n", - "GiGNu0QcdD4Ih40o03updBiOrjeSssm7v2wzDmT6CiH6CHKsvtyrJElSiGT6Zmnz7cm3vvDd5GcP\n", - "0aTdmjx63Y+ST59xTfLkcBq/6ZvVvfM9yblWZS+M3FM/I9MXkuk7HcK+EdXp4sMoHtjzulsOeXgf\n", - "G2NHDF/Jh4nmWAkOGlDsJk3Eh3GQGh5ptU7TJjtMXFb7fu26xzIFYxjT3fz4zPCTYYSO5dm2QVkV\n", - "JhKzqjWrsGXLAjNPquo2qWs21aHs+cqmj40AmFyOacAWXRewX2N/ZxPgGoTlLHstSmOg/5WDZccz\n", - "dpHJI0BoHLCyntemsY4YzOOD8+7hYt1rqFHg5ND5oByMbyhWjyyTIq8xRZtxINNXCNFHkGP15V4l\n", - "SZJCJNM3R888dFPyrdPOSD5xylnJp085I/n8OZdZ4/dmmL5f/XVy8QXnJicvOSs5+QtnJF+64K6R\n", - "SfzkLT81r+G9L51zTXLZj8+V6TuQTN/pEPaNqE7XHkbHCbjspG/IwzuSaWWSFjQEkPira0iNq67a\n", - "6yr2cMCOA5pIMfZfHueuTcfpDREM4rKExo3dDV9f4LEdazxfsnXrv462G1TV9GIiPmYVcih1Dcm6\n", - "6z5pmjA9iq4LfTkvV902bTZaiEndfSSTR4AyccCxTCEYRnm9RdS916AxBTV5ryJSdD4oB+8t+2b4\n", - "Avsa794LtRkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq06WH0dQUGldbZCUdQh7ey44XCdg1\n", - "WN1kRxNVbOJQ3DigWYJ93xTo4hlj9IYI05aBxh+qeIsYG6jZFfFdo2xDjFBmZljpmqoqVSssY8Bt\n", - "U9XE75vh10RPCCHXBXwn1GWq7su8ri37RN19JJNHgDJxgGMG5+DQRjM81sp282zf47ZxnTkc0fng\n", - "8CLrOthmHMj0FUL0EeRYfblXSZKkEMn0lVqXTN/pEPaNqE5XHkbtZBgf2iFfEq7o4X3c3Wm5rlLH\n", - "n6tXgdGmeXQ44cYBYoUVO33c9mVNUXbDF9M4a5KmTCnEAY2yEMM8i7rGax1YXYNlqAIbPFT9/CSp\n", - "en4uIiSp24du0dNtU75qexquO2z4UqfBVJvJfdEdmowDHJtlu3m273FjN3wS2eh8cHjBSnrcb9q0\n", - "GQcyfYUQfQQ5Vl/uVZIkKUQyfaXWJdN3OoR9I6rThYdRJNBYmctkb55BVPTwXqd7MponMzPHDF8p\n", - "T9+q7vqKLw5oGkB9MUNJWeOuT0YfYMI7dpeWiAMaXnXMohiGU1XqnjP6ZPghXrGssY2PkKRu18/N\n", - "dQxx9jDhJrv7RIxjsM3kvugOTcdBmW6e0+Nahm8b6HxweJE2yDi04VSbcSDTVwjRR5Bj9eVeJUmS\n", - "QiTTV2pdMn2nQ9g3ojptP4zahi+qsPiQztbavq56ix7e2XVoma6dSZowSCs4qhoD+CxkJxxEfLLi\n", - "gKZ/k908N0HZLm+ZdO7DeqZVTvHH8wWIgxjHWpumb11DvM1lL0uTFd9F8NzQVXO8zn7kZ/t23rNh\n", - "44U61fZtJvdFd5hEHLDhVd4x597jismi88Hhh+8eo804kOkrhOgjyLH6cq+SJEkhkukrtS6ZvtMh\n", - "7BtRnbYfRjEmGpNhrnGT1X1t3sM7zaU6XYeOqwbLjdcGxol3JfeaJisOEEd96+YZy5zGbfhYlvZn\n", - "3GOnazRV3QliJvPK7oMYVNn3LmNTvftjPDdZ8V0Ez+1dPS/wOKlqeuKzUF+JsX/aTO6L7jCJOCi6\n", - "18D7tuHb9ev0NKLzweGHr9Fwm3Eg01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6bT6M7thxvHkw\n", - "h0HrMwCyumnOe3jP+kwZUhMmNZzLVgs3aW6J+eTFAc13KLRytk2qVvg1VTUZmyaXM2YyjzEzSepU\n", - "d9q0sexlabJRTEgcsDq+qxXRdSuRaUDFNtQnBc8TVXrpIG0m90V3mFQc5N1rYJgQvC7Dtz10Pjj8\n", - "SJ/h0mOS18I240CmrxCijyDH6su9SpIkhUimr9S6ZPpOh7BvRHXaehi1Dd8sUw4P6+k0Rw5fScl7\n", - "eC/bRW4WbCletnKuLybcNFCUxGHVGFr7dz3hymUtW+HHRgaIuy7TVHUniJnMo2k2yYYCPNfUbSgC\n", - "YwHzgQnRVarGeQghcRDLYG8KLFedfVj3822SXu/T80Sd46/N5L7oDpOMAzbWmF9ZWHyPK5pH54PD\n", - "Ez6L4R4ZtBkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq08bDKI2qkOQujQzbRM16eMe8MG2s\n", - "cUNpAJUxcGk697XSqk+EJHEYP02YTDGp2lggq2FEl4h9XLrETOa1YZrRCK1a3Un60OCEXZ3WqeTM\n", - "IiQO7AqgLlK3cQTNJya6+wSHeqjb+KHN5L7oDpOMA5xXeL+I87gM3+6g88HhCRvTsSFGm3Eg01cI\n", - "0UeQY/XlXiVJkkJU2fSVpLbkM3HLyhfXUj1h34jqTPphlA/iUIg5went8XWzHt6Z8I5l8LErUCTi\n", - "QypFxwZc9fGERTghSRwajlCXq9/qNBagsd2EkRaDprs8j5nMa8M4jWU00zyG4bB37025asOIaNpw\n", - "DY2DJpchCxybRcd2jO3TZCV1k3C5YZyFXGvzaDO5L7rDpOMA528ev1QfK+6nDZ0PDl84TA+uvW3G\n", - "gUxfIUQfQY7Vl3uVJEkKUSXTV5JiijEYKp+JW1a+5ZDqCftGVGeSD6NjUzTcVEkT4eMHd5D18B6r\n", - "a2cbGjJ5VXj4vrSyI63S6npXu9NCaBKHhgL2TxVTtWnGx0W1xgJcP4wf2EWaNlJjJvO4LfOO99jE\n", - "Om+NG6mEaPKV4Vw+nFObIDQOJt0Ntm0Goepo9+4feY1NTldn+8SYx6SJ3TCnzeS+6A5txMH4XqPb\n", - "PS4cTuh8cPiChoY4FtHwsM04kOkrhOgjyLH6cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdST6M\n", - "Vq3444M7q5d8D+9MHMfuQnacsJ9f7Qujbteu5SPDhoKhECNxLYopk8Sh0dPF8X3rmmGpaZw2jOhi\n", - "tS8bQzRluMdM5k3a9OW+j3HewjkQMVSktmLFTsA2QWgcpNtgMqZvel1K498VGmns2XPJcMo4Yzuz\n", - "AQmuS32BXX7Hqk5uM7kvukNbcYB7DRm+3UHng8MX3l/hGtNmHMj0FUL0EeRYfblXSZKkEMn0lVoX\n", - "YzBUPhO3rHzLIdUT9o2oziQfRpncLWs2jA3dNJHte3iP3bWzDSsV8RtVWhx7kIJhg+/FcorJUSaJ\n", - "A6O3q8ZvDKORDSrcxglViGnONtUYwyZmMm/SlZJNG6E+qja+qUsTPTHYhMYBrxVNb3Pb8OW2hhnE\n", - "68lYRw6W6aTBNOk4oHUbHHC+k6TqOYPnvhjdOpM2k/uiO7QVB11rVHa4o/PB4Q0buW3ffu/wlckj\n", - "01cI0UeQY/XlXiVJkkIk01dqXYzBUPlM3LLyLYdUT9g3ojqTehhlBVLVLmyRFMbnYRj7kjhNGgrj\n", - "ZZ8vJPInXS0nxpRN5tnGb5e6QmblYd1Yoplkj39dFhhPOJZiJa4nYTDGTOpO0vTFNsZ3QTGN9iLG\n", - "57PJdfFc9/wfQmgcxGhkUQT2La9JOC5dsD1wbPB8ZKvueYDznFSPE9y3L7zw5eErYbBBSOxllckj\n", - "gOJAAMXB4Q0b1m3ZsnT4yuSR6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1JPYzW\n", - "NX/4eSTQ3STOZKoJ08QBzCBUa6mao32qJPPSWElb/sPg7AKsBqxr/KUmYrpuVaoYWQEJxaqGphHd\n", - "ZHeXMZO6YyO2eUPUPqdNGhqDk+qGtO75P4TQOICp2uR2RwyxVwts56LjCOek9NhLj926DZdiNSIJ\n", - "hddGCA1OQs9j3Eaxe+eQySOA4kAAxcHhDa/3zzzz34evTB6ZvkKIPoIcqy/3KkmSFCKZvlLrYgyG\n", - "ymfilpVvOaR6wr4R1ZnUw2jVrp3J2Iw5tJsuJp1jJ49t8P11TTkRl6rJvC4Zv7EbLIwTXEeWileY\n", - "f+nn0mXB7xjGbyxDO4/YSV1uh6ZhJeikzDmbSRvOXTL/m6zmLmv4usSIhUlUMhP7usxzKo75ovVg\n", - "A5Mq26gImTwCKA4EUBwIXpvaeoaT6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1J\n", - "PIziQZtJ4TrQ3HW76aKxVLdCSvSLOsk8Gj/QpKodfdBsjWm+0WAL7ebZNnzxd2rk1DfFYxvaWcRO\n", - "6tL0bjJBOKltk8X4nPxvoptuPrpk/o+NyvjV3ByXF8fPJLarDx7POP7R5XKe6p77aDDjnIP15bkH\n", - "wjjFPuxzbxPXbJk8AigOBFAcCD47TqIhlA+ZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6\n", - "wr4R1ZnEw2isrj3HVYz/fvjK+LW2zBPRHnWTea7Z2QaseIuZjLJN26Junmk+utOmr9czfifRpS+I\n", - "ndSdRPe4k+idoIhJdfFMkw/f1yRl4gDLAyG2Y5mztuHbhJkZim2qhgjTVyE9z6Rmvj0PHvcQqp5t\n", - "ox+fYYV7Uwl4mTwCKA4EUByI8XPiHw9fmSwyfYUQfQQ5Vl/uVZIkKUQyfaXWxRgMlc/ELSvfckj1\n", - "hH0jqjOJh9GY3ZiyCo9J5i6YJ6IdYiTzbOO3SZMvCxqMVY2XLJjkgimTVV2ZGrupaeMzZm3jt8rx\n", - "NYkufUHspC5Nq5jV1za2WdZk5WsRjP2m1pOwGrTpc3SZOEjXPY1tXJ/qmrRcx7YNX4D4wvIUicdn\n", - "aI8ALowfXzfZ2Aa8ViPWeQ5gI5cmGwDI5BFAcSCA4kCAP/zh35prTxvXZ5m+Qog+ghyrL/cqSZIU\n", - "Ipm+UutiDIbKZ+KWlW85pHrCvhHVafphNDWO0mR4DJCsxvxoUnXBPBHtECuZRyMCsTTphFD6vc10\n", - "scsGEai2c0mPy2zDl4zN4/LmLRt7NH1sxk7qpqZsc/slzyybJE2vJ6k7nnsoZeMAxwCrnaFdu5YP\n", - "3ykH9+ck1jEm6f5Pje8qjU54fGedFzB/noMgmMv8u8nzrEweARQHAigOBNi8+X3m2tNGA2GZvkKI\n", - "PoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1Wn6YZSGWp6xVAYYSEwcM9nedLehopvETOaN\n", - "zYnJGb+p8dpc/MJ0YbUdM2LhfAAAXhlJREFUGksQvE4jLsR4tE2tLIPHZs+eSwbbM+3qdhLdrjeR\n", - "1GUVZFH32FXgtg/Zlk3TdDV2aiymsYO/m6RqHIwbfaDq+Zjg5dy9+0dmen62C/uzLGxEVbbbS54T\n", - "Qo7vdNrUXIbsc1ETyOQRQHEggOJAgG3bVla61sVApq8Qoo8gx+rLvUqSJIVIpq/UuhiDofKZuGXl\n", - "Ww6pnrBvRHWafhhlNVDMCqjNm48ePbzjdxPGjOg+sZN5tvHbtEEFJjHmLSr40nVKq+tswxdmc+h6\n", - "2uN0+kxxvLZz50mjY5Jqct1IE0ldVjjHThCOG60cMZEYK4LmXVNdPNNQbboLaVAnDtL9Pe7uOavy\n", - "Fa+nDRrSKnmqj4YvYcOQMuvAqt3Qz+D8gPPNJBpoyeQRQHEggOJAAMQBr3W+e9gmkekrhOgjyLH6\n", - "cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdJh9G8WCNB+zY1X5bt55t5kupa+fDk9jJvNQQTbt7\n", - "hTHatClHk7npRgs03rBOVQxf4lZD47hDl7icJ4XjHes0qeOyqaQuE4Qxx1uO3fNBXRAD3G+x493u\n", - "lWESsVA3DrCMPP6hF1748uh1/O02aMC0iPOmzxNNQ+Mf6xeyLuOGJOUaLmDaSWwrmTwCKA4EUBwI\n", - "gDjg/Rd+TxKZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYbSpB2w8vLMqaxKV\n", - "Q6KbNJHMgykxCeMXRhJNpJimog+sAw3MVEdUNuFs43c8v3SeOM4nXUEBmkrquuOHx4DbrY3tlEVT\n", - "XTwzViZlcMeKA+53yDV6cRwhzidhYk8SnvNCul5mvDTdTXNVmjofiH6hOBBAcSAA4mDcEDmsgVNd\n", - "cJ+A+yqZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYZQJ89gGBx7eUWGF8Uhj\n", - "GxWiPzSVzEMyiI0K0JVrLDBfjAPqVsZOArs6r+7xiOOOyw4DKGbX7VVoKg6QsEvXM05336yo7FpD\n", - "FS5XzC6Y7XiblEEaMw7S5ec4tEcM5v3BxhtntMl4f+XH+viYaH6M5qo0dT4Q/UJxIIDiQADGARtA\n", - "4j68icZ3vvt8mb5CiD6CHKsv9ypJkhQimb5S62IMhspn4paVbzmkesK+EdVp6mF03KI6btfOQEkc\n", - "AZqMgzR+4xi/e/ZckszMHDNKAKWavJGEhhIxklxpUuv8zpg+TcYBDe4YjUtYIdl0d95lwX5kXMba\n", - "pxzzdZLVoLHjoGtx3jSM9bx9Nunq7Sro/kAAxYEAigMBGAe4B2bPFmjkFOPeDuTd58v0FUL0EeRY\n", - "fblXSZKkEFUyffkZSWpDPhO3rHxxLdUT9o2oTlMPo0117QyUxBGg6Tiwjd+ycYzP7tx50uCz87tB\n", - "hvEXK8kkUpqMA+wr7DdUbdSh6xWSNKRjxKZd5TvJddV1oR7p+S6NUV91NvYlz2eTqt6uguJAAMWB\n", - "AIoDAew4wLWMDZggmLVV7lVwzUSj0KL7fJm+Qog+ghyrL/cqSZIUosqmrxBNwHjMk8/ELStfXEv1\n", - "hH0jqtPUw2hTXTsDJXEEmEQcoOtiJnKKDDEYIbt2LR/FPoWqAlR3dtko6TNNxwGN/zrnMo4T29UK\n", - "yVjmNmD8T7qiWdeF+uRV8jKGY3YD3gSKAwEUBwIoDgTwxUF6f5/e3+G+JeQer+g+32cey/QVQvQR\n", - "5Fh9uVdJkqQQyfQVnYLxmCefiVtWvriW6gn7RlSniYdRVgw10bUzUBJHgEnFAQ0xyDV+keDB+F2+\n", - "bt1QHdxEowcxn6bjIEavBUwQdnVc2LSKM43dOo0TeKw0de7PQ9eF+mDfMw7ccxermbo+trHiQADF\n", - "gQCKAwGy4gDXvHF3z2istnz4zhje53PYirHC7vNl+goh+ghyrL7cqyRJUohk+opOwXjMk8/ELStf\n", - "XEv1hH0jqhP6MFqm66sYJkkeSuIIMMk4sI1fmB4Yv8vXrRsq5FA9ICZH03HARizY11Vgd8dtGKFl\n", - "qDvmMK4RNLfdxhGTQNeFOLCiFwluwvMfxv3tOooDARQHAigOBCiKAz638tqH+5lY9/kyfYUQfQQ5\n", - "Vl/uVZIkKUQyfUWnYDzmyWfilpUvrqV6wr4R1Ql5GIUJgG4/Q6sW+YDcVJWjkjgCTDoO2PWpKxgh\n", - "MEXKNIwQ8ZhEHLASpIqZybiBmdZlaOxV7eJ5bBa2YwzquhAHnMfY5SWrets088uiOBBAcSCA4kCA\n", - "kDiwu3t2Vec+X6avEKKPIMfqy71KkiSFKJrpixspSSorF8Zjnnwmbln54lqqJ+wbUR3f8WAzrnJL\n", - "5ev6yoZjoDZZ1aYkjgBtxAENPMQ3TC6N09s+k4gDGqJ29WMIqYGWnjv7ECtMeJZd1nQ92+3+V9eF\n", - "eNDARwOASVzTY6I4EEBxIIDiQIDQOMC9DAxeXvNi3OcXPWcLIUQXQY7Vl3uVJEkKUVTTN4tYN1kx\n", - "b9a0TGE0uUy+1xiPefKZuGXli2upnrBvRHWKjjUkfdPk73jMI4xfmtXamaZYU107AyVxBGgrDpqq\n", - "YBfVmEQcpKZmeUMUvSSk58y/Gr7SbXj+LtvFM7tGbLP7X10X4oKEN/Ypzfw+VPkCxYEAigMBFAcC\n", - "lI2DmPf5MfNjQggxKZBj9eVeJUmSQiTTtyZapjB88/G9xnjMk8/ELStfXEv1hH0jqpN3rLHaB8lf\n", - "mB5211fo7tFX0dV0185ASRwBFAcCTCoOqnTTzEYzZcZ/axNWdZbp4hkmOD7T9Hm/CJ0P4sLq9lRH\n", - "ZDb06hqKAwEUBwIoDgRoMw5i5seEEGJSIMfqy71KkiSFSKZvTbRMYfjm43uN8Zgnn4lbVr64luoJ\n", - "+0ZUJ+tYs7t1ts1dJPjtqt8XXvjy8B3bMHj58JVmUBJHAMWBAJOKA5wHcX5Dg5ciYJChR4T0PHnE\n", - "8NV+ULaimWY4freJzgfx4bW+TEOHtlEcCKA4EEBxIECbcRAzPyaEEJMCOVZf7lWSJClEMn1romUK\n", - "wzcf32uMxzz5TNyy8sW1VE/YN6I6WccaK9SyumlmFTCEcS5hclTtGrQsSuIIoDgQYJJxwC5v8yp3\n", - "0WAGxnB6fjyiN1W+pMx53G4cVHfcu7rofCCA4kAAxYEAigMB2oyDmPkxIYSYFMix+nKvkiRJIZLp\n", - "WxMtUxi++fheYzzmyWfilpUvrqV6wr4R1fEdD263zlmklW9pVVjarXPatXPTyX8lcQRQHAgwyTgo\n", - "GqN3167lw/Nh2uNB20ZoFcp08YwGP5i2C5WgOh8IoDgQQHEggOJAgDbjIGZ+TAghJgVyrL7cqyRJ\n", - "UogmYvrGusGLeaOoZQqjyWWS6Ttdwr4R1XGPB3ZhCoWMzwhTeNu2o0afabprZxDzXCP6i+JAgEnG\n", - "AUxcnuvsBjHpeTA1QKGsHhL6wrgxT4i6Md6rzgcCKA4EUBwIoDgQoM04kOkrhOgjyLH6cq+SJEkh\n", - "kulbEy1TGL75yPSdLmHfiOrYxwMS9+yWtGzlFquDm+7aGcQ814j+ojgQYNJxgCpf+1yXNpRJezno\n", - "Y3fOPtjFc4i6UOULdD4QQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7\n", - "RlTHPh5QnYYkftVqXVQGT6I705jnGtFfFAcCTDoO2P0xGsi88MKXR+YnejzoQsXr4YrOBwIoDgRQ\n", - "HAigOBCgzTiQ6SuE6CPIsfpyr5IkSSGS6VsTLVMYvvnI9J0uYd+I6vB4KNutc5vEPNeI/qI4EKCN\n", - "OMB45zxfQl2pdj2c0flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5VkiQpRDJ9a6JlCsM3H5m+0yXs\n", - "G1EdHA91unVug5jnGtFfFAcCtBEH7BUB5i8azIj20flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5V\n", - "kiQpRDJ9a6JlCsM3H5m+0yXsG1EdHA91u3WeNDHPNaK/KA4EaCMO0I09xvZVd87dQecDARQHAigO\n", - "BFAcCNBmHMj0FUL0EeRYfblXSZKkEMn0rYmWKQzffGT6Tpewb0R1cDykXZQe0flunUnMc43oL4oD\n", - "ARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVoem7a9eZ\n", - "w1e6T8xzjegvigMBFAcCKA4EUBwIoDgQQHEgQJtxINNXCNFHkGP15V4lSZJCJNO3JlqmMHzzkek7\n", - "XcK+EdXB8YCuSvtEzHON6C+KAwEUBwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkIk07cm\n", - "WqYwfPOR6Ttdwr4R1enjw2jMc43oL4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmS\n", - "QiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mS\n", - "pBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWS\n", - "JClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uV\n", - "JEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVe\n", - "JUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25\n", - "V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf\n", - "7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7V\n", - "l3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj\n", - "9eVeJUmSQhTV9PUJN3eS5IsNyIXxmCefiVtWvriW6gn7RlTHdzx0HRzbQigOBFAcCKA4EEBxIIDi\n", - "QADFgQBtxkEfn7OFEAI5Vl/uVZIkKUSq9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEA\n", - "igMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEg\n", - "gOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAc\n", - "CKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEU\n", - "BwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAA\n", - "xYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQ\n", - "QHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigO\n", - "BFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCK\n", - "AwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA\n", - "4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEh7XpO/vSumR231PDV6qxY/sDg3k8PPyvGrMH\n", - "tiWze+5Ol2nvQ8ns/k3Dd6oRezvFwDcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3G\n", - "gUxfIUQfQY7Vl3uVJEkK0eFt+u5elczu/d3wlWo8t/XmwXxWD/+rxuz+p5PZXb8eLtO1g2VaN3yn\n", - "GrG3Uwx885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBAd\n", - "3qbvizcms3vvH75Sjec2r65v+u7bNDZ9X7w6mX1p/fCdasTeTjHwzUem73QJ+0ZUR6av6CuKAwEU\n", - "BwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkKkSt+X6lb6wvS9efhfNWb3b05md/0yXaYX\n", - "r0xm9z4yfKcasbdTDHzzkek7XcK+EdWR6Sv6iuJAAMWBAIoDARQHAigOBFAcCNBmHMj0FUL0EeRY\n", - "fblXSZKkEB3mpi8qfR8YvlKN5zYP5rH7N8P/qjF3AKbvr5KZmW2D3ysHy/TY8J1qxN5OMfDNR6bv\n", - "dAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQnSYd+98fTK778Hh\n", - "K9V4bvMNyeyeNcP/qjF34JnBsqxMZrY/k+zfuSKZ279h+E41Ym+nGPjmI9N3uoR9I6oj01f0FcWB\n", - "AIoDARQHAigOBFAcCKA4EKDNOJDpK4ToI8ix+nKvkiRJIZLp+1K9St+dW2+IUOm7yXTrvH3bhuSu\n", - "9Wckjz176/CdMXNzB5LZ588b/pdPyHaa3f9UMrvrkuF/2eTNq+4yyfSdLmHfiOrI9BV9RXEggOJA\n", - "AMWBAIoDARQHAigOBGgzDmT6CiH6CHKsvtyrJElSiA5z0/e6+qbvluuT2T1rh/9VY+7AU8ns7uuT\n", - "ma3rk9sePiN5fPOh85ub3ZPMPv+Twe/9w1eyCdlOs/seTWZ3XT78L5u8ec3NvjRYph8Pfh8YvpKN\n", - "bz4yfadL2DeiOjJ9RV9RHAigOBBAcSCA4kAAxYEAigMB2owDmb5CiD6CHKsv9ypJkhSiw3xM3+uT\n", - "2b33D1+pxnNbr4tg+m4cLMvqZGbrfckt65YnG571mb67ktldFxqjtYiQ7TT70v3J7IvXDv/LJm9e\n", - "c7O7k9kXfjb4vXf4Sja++cj0nS5h34jqyPQVfUVxIIDiQADFgQCKAwEUBwIoDgRoMw5k+goh+ghy\n", - "rL7cqyRJUogOa9N33e9/kjz+hxuHr1Tjuc3XJLO765q+G4xxvGPL7cmND3wz2bjFY/oe3JHMvrDC\n", - "GK1FhGynuZduN91SF1Xp5s1r7uDzyeyuiyovk0zf6RL2jahOHx9G9QAtgOJAAMWBAIoDARQHAigO\n", - "BFAcCNBmHCgGhRB9BDlWX+5VkiQpRIe16XvnI8uTh5++bvhKNYzpu+e24X/VmNv/xGAedw7mdUty\n", - "ze++njy1Zc3wnTFzB7cls7tWJnOzLwxfyaZoO8Gkndt7z0B3D/7OrxzOm5cxonddPJjHruEr2fjm\n", - "44sZxmOefCZuWfniWqon7BtRnT4+jOoBWgDFgQCKAwEUBwIoDgRQHAigOBCgzThQDAoh+ghyrL7c\n", - "qyRJUogOa9P3jkfPTB7edMPwlWrs3HJ1fdMX4+u+dG+y49nrkqt+d0ayadtvhu+MmTvwTDK7+5pk\n", - "bva54SvZFG2nuQNbk7n9jwy+975k7mC+YZs3L2NE7758sEw7h69k45uPL2YYj3nymbhl5YtrqZ6w\n", - "b0R1+vgwqgdoARQHAigOBFAcCKA4EEBxIIDiQIA240AxKIToI8ix+nKvkiRJIeqN6Tu75/Zk+9ZH\n", - "h/9VZ3b/VmPSYpnufOSMTNN39sWrh3/ls3PzlcnsS3cM/6vG3L6HB/N4KNn2zMrk6t99O3l6683D\n", - "d8bM7d84WO6bjNFaRNH2nt27YbAdnh5874OD+eWbyPmm7+Zkdve1g9/bh69kI9N3+oV9I6rTx4dR\n", - "PUALoDgQQHEggOJAAMWBAIoDARQHArQZB4pBIUQfQY7Vl3uVJEkKUX9M3xcuTGa2xTB9Nyazuy5N\n", - "Td+Hv5k88sxNw3fGzM0dTGaf/0FSNN4t2Lnl8mT2pduH/1Vjbt/6ZHbvI8mWTRclVzzw9WTD5muG\n", - "74yZ2/9kMrtnTTJ3cMvwlWyKtjcqi+cObB7M8+FCEznX9D2wKZndvWowj63DV7KR6Tv9wr4R1enj\n", - "w6geoAVQHAigOBBAcSCA4kAAxYEAigMB2owDxaAQoo8gx+rLvUqSJIWoF6bv3OyLyeyLlyY7Ypi+\n", - "+zYY03dmZnty58NnJo9uunH4zpi5uf3J7PM/HvzeN3zFz9zcrKn0natt+j40WK7fJ5uf/tfkqge+\n", - "mTz6h4uG74yZ2/dIgnF/0c1zEcWm73pTnTu3//HB/J4dvuon3/R9KpndfUvhPIBM3+kX9o2oDo4H\n", - "SZIkSZIkSZIkSZLiSQgh+gZyrL7cqyRJUoiimr6r733Iq8tvud37eqjW3ntLcu/95yfXrrnS+34Z\n", - "rb33uuSBB7+TXH7zmuRXv/nHZOXaHx863T33JuseXJbcfM9vD33P1m/vS265/QfJPQ9c6H8/UHfd\n", - "vzJZc9/q5De3nZacv/oryZW3Lz9kmjt/d3ly530XJ7fee+Mh77kq2t533X9pcsu9dyS3/e6Gwvnl\n", - "zev2+65L7v7dhYN5rPK+b8s3H9/NN+MxTz4Tt6x8cS3VE/aNEEIIIYQQQgghhBBCiGogx+rLvUqS\n", - "JIUoquk7Ozvr1fbt272vh+rg3keTAy/elsxsfdD7fhkd2Pt4cuD5S5JtW59J1q77VvLwpmsPmebg\n", - "gRcH01yQHNz/wiHv2Tp4YHfy3OYbkoO7f+N9P1QH99ybHNi3JXl6w7eSqx84I1m/8Wf+aXY/ONgW\n", - "Tx7ynqui7X1wz91m3Q7ue2qgJ7zTUHnzOrj3kcF+uWvwe4P3fVu++cj0nS5h3wghhBBCCCGEEEII\n", - "IYSoBnKsvtyrJElSiPrRvfO++5LZfeuS57Y9MHylOrP7njRdRc9sfyZZu/6sZP3Tlw7fGTM3uzuZ\n", - "feGXg98vDF/xg+nue3RF8uDGQ7tjLsPc3nuT2YMvJJt+f0Zy9YNfT9Zv/NfhO2Pm9t4zWPYnkrn9\n", - "Twxfyaawe+e9dw6WfZ8ZH3huf36X2bndO+97OJnd+4AZb7gIde88/cK+EUIIIYQQQgghhBBCCFEN\n", - "5Fh9uVdJkqQQ9cP0fWltMrf/qeS57fcPX6kODMrZF1cmM9s3Jbc89I3kwacuHL4zZu7gC8nsCysG\n", - "v58bvuJnbnawLR75dXLvk79M5uYODl8tDwxdGMiPP/nj5JoHlyXrnvrJ8J0xcy/dkczu31Ro0oLt\n", - "W58YTLtl+N+hYHua3xjXd98687eLGdd4zz3Jji23Dl85lLm9Dyazex8eLNNjw1eykek7/cK+EUII\n", - "IYQQQgghhBBCCFEN5Fh9uVdJkqQQdd70RbXt3N7fJXMH/pA8t+3e4avVgWk6++JVyfYtv09ueuCf\n", - "k4c2/nz4zpi5gzuT2V0rB79nhq/4wXR3PXxJcuej5w2Wc//w1fLM7b178PmXknuefDS56bFvD5bp\n", - "R8N3xhjj+8C2ZG7f+uEr2Ty35epk9qU7h//NB8s5t/eO4d/PD+bnN9JRBTz70n3Jc5tvNOvpA/tl\n", - "dt8GU/FbhEzf6Rf2jRBCCCGEEEIIIYQQQohqIMfqy71KkiSFqPum74FnEnRpPHfg2eS5rfVNJdMl\n", - "8YvXJTPbHk9W3Y+q2p8N3xkzN/vcYJorkrmD24av+Jk7uCO5c/2lyZ2P/TCZm9s3fLU87G55zcNr\n", - "kt88/u3kwd//aPD/uHKYRi2Wa27fg8NXs9m5+ZJk9qXfDf+bDyqK5/b+Ntmx+8Vk9WO3D+bnN9Ln\n", - "9m8cbPOnkue2wXB/evjqfPDZ2f1PD34/NHwlG5m+0y/sGzEdbFxxQnLCio3D/6qz67HLk2ULFyaL\n", - "ly1LzlmT34hGdIN9a5YmRy9dk1S/og2YuS85Z/GCZOHixcmiExYl563bNXzj2WTV0gXJcccdlxy3\n", - "YGmy6tnhy6Jz3Lf86OToxdck847afWuSZUcfnSy/b/h/HTZemJzwxuVJjFmJuDx7+cLk6GPPSeb3\n", - "A7MxWbHg6GTh5TUP2pk7k+WD+dgxtG/jimTxgsXJsmVLkoWLzktGpwvRQe5Lli+8fHAmr8/MncuT\n", - "BUfrHNAf4u1733lgxpx3BvcGuD84bklyjW4ZO8t9yxcmdS8F+zbi+WBBsmhwn7hw4bLR/eCudeeZ\n", - "+8bFixcmC5etihNvokECzgvPXp4s9N047nosuXzJsfPuK3bdd85g/59g4mLBcfbzgxBCHJ4gx+rL\n", - "vUqSJIWo+6bvvkeSuQNbkrmDW5PntvmrV8sAg3J2903JzLaHkxse/Gay3mf6HtyezL549eB7Nw9f\n", - "8QNT+Pb1K5M7Hjs/QaVuVeb23p7MzR1Ibn74luT235+TPPD7Hxujl9CoZdVzHliOnZsvzTRiOY8d\n", - "e15Mfvrby5IDe24fvjMfdNmM9d+x/YnBvPxdQB/YfXty0b1XDt4v7nZbpu/0C/tGTAPrknOWnJec\n", - "t8RN+pdkZlWyeOEKJWx6xUxyzZLlyXnL6yZccU4Y/pncmSwbJoRgKC/mjHetSZYuWTWYUnSR+5Yv\n", - "TZYuXTwvDnatWpIsX74sgum7MblwyWD+C2T4dJFnL18+2PcLk3PsC8C6c5LFy5cny+tk+vfdmZy3\n", - "9JrkzhUL58UQYm0NW5ncuSxZeLncnu4Sx/jbd+d5ydJr7kxWLNQ5oD9EMn0zzgPPXr40ubB+W0Mx\n", - "AWKYvrhJHN3/PbsiWWCCYXBvsOi8hING7RpcD5au0l1it6lq+j6bXL70nOS+VbjmZ3x616pkyWI9\n", - "JwghDm+QY/XlXiVJkkLUfdMX490efNEYsTu3pd0S1wEG5ezu3yTbNj+Q3PDQcn+l74Ftg2muH/x+\n", - "ZviKH5jRax/6ZXLHYzBp9wxfLY/punluNrnxodXJ3Ru/m9z9xHcG89s7fHfwPru4NuZvfhfXcwe2\n", - "Jju23JRpxKLLapi4W3c9n1x4z4XJC8+vGr4zH4zXi0rmmZmtg+XzG8Mv7bol+ckdFycH9vx2+Eo2\n", - "Mn2nX9g3ov/QmJu5ZnGylJn4wQP74sXLkmULFw9+n5CcsISt7/HQvjxZceGi5ASnMmPXKuvzoh9s\n", - "XJEshNOz7pxk4ajSe7CPF6MKb+Fg3y9OTjhhyagi477lS5LzLl+WLDzhuOS8rBYC+9YkS4dJGyQK\n", - "V4xyO4P5KuHfWWDErbrTjgM0CDgnWTM4LzB3t+++85KFCxYlS5cuSo5bjKTfTLJqECOj8wD2/YIV\n", - "iZvHX3fOouTCjdr/XcWYL3dekyy2Kv7XnTM4v685J1k8TM4euu/RzmdwfRjv/GTN0gWJr8MIVBLP\n", - "N3uWJEsu35js2/dssmrZkvpmgmiQcYJ/vvFjJf7vW54sXH5OsnThkmTxouOSBcvWzO8xYITOAf3C\n", - "2cfWgTqKBdwrDu4JzzH3iguS4xatGBl4Lu55YN05i3Xs9wR7f9tm3miflogDw8YL03tPNDpdeOH4\n", - "nuGx85Lj7CARHSTsvOCt9AXOZ2yeXbU0WRSh1ykhhOgzyLH6cq+SJEkh6rTpOzd7IJl76bb074M7\n", - "kp3b0r/rABN5ds8dyZbN9ySrHjw7eWjjvw7fGQMzd3b36sFvf7fGBF1Or37gp8kdj/3EGLJVgen7\n", - "4t6XkpX3rUx++9Ty5I5Hvj6Y39hETo3ahwavvTSY9q7hq37m9j+ezGy5J9McNlXT+x9NnnnhueSX\n", - "956ZbN52ZTI72LZmfF+j9HuN2T5YJ+y72ZfuTmbRzfbcuMtp8OLzNyUX3H1psm93sRkv03f6hX0j\n", - "+s5Mcs3iYdUVDBsm/fHAvmjc1evMNYuSxab1PZK2J3irMzZeuCBZtGzZYB7Lk6WLjhuZBaK7rDtn\n", - "4dCk2ZisWMzEG/bxorGRN3NNsmhk4h6dLF2T1wZ/12CaBaOKwfkmQZLcudSq8BOdIt1XgzhYOKz4\n", - "37giWTIIDjdRTzZeCCN38IfVYCBtOOLEx+D9Jcb5l+HTVdJ9DNN2aOCjW+9lg2tBRnJ2tO9Nwn5o\n", - "8g/OEzCNfWeHQ2Jo12PJeQuPNd26Lrpwnap6Ok2Y6Xu0tYPvXDaYzuv66hzQLwLNHU6Df51qXhv3\n", - "PPDY4J7xuEVLzf3icermvdNkmXm26RsaB4N3k8sXLUlWDc8RMPoWoLv/pUuSJcsWy/TtPPFN33Xn\n", - "pd28L1x8XrJm/ltCCHHYgRyrL/cqSZIUom6bvgefS+b2PpD+Pft8snPbGvN3Heb23p3M7rk72fzM\n", - "Hcnqdd9NHvr9j4fvjIGZO7v7lsHvp4av+Jk7sCm56f6fJXc+/pPBslZ7OoWxvfv5m5Mr1l2cXP3A\n", - "d5KHnvlmctujXx28/uJwiiT5/dYHkrufvNJ0AZ1VdUtg1m7f+vjgt98cntu/aaAnk6d3ziRXPvSt\n", - "5KFN1ycHd99jKoNNFfSLg/We3Ztsm7k+WbNhfWr6HtwxmOaWZHbvuJQLy/L8czclF9xzcfLSruL9\n", - "ItN3+oV9I3oOEvXHcEy1gY4ZJv3dB/bRQ3p20vbZFYus7kFnkmsWyeDrNuuSc45LjRejY48b7j93\n", - "H2cl/V12mcqd5feNr42o8FSlbz/gvqVxayo9B+cCO1H/7KplyaIly5Lly5cnyxYeM3ydRnFaGTy+\n", - "awDoOp5dvmv/d5XRPh4a+DPXLEnPBVZy1r/v0TYg7RZ69BkP882emWTV0uXJncPTBLrzXHBebk2Y\n", - "aJUw09eb+D8EnQP6RXlzxzV2bfLeQ4XnCZlvirYp3N/BcfBssmpJTu8OuAapz++OE9/0HTO4Zzyh\n", - "5lBDQgjRc5Bj9eVeJUmSQtS66YtujWdfuGDwe18yu+/RZHb3uLvh2f3PDF573PwNU3XntlvM33WY\n", - "23tHMvvS/cmzf1ib3PjQ6cmDG84fvjNm7sAfktk9tyZz+zcMX/Ezt39jctODv0jueGyw/LMvDF8t\n", - "x9zsvuS5HTcltzz5i2TdprOT9c8uS259ZOng9XGi/NE/3JJc99Cl5m9UBWeBcYBhCs9sR5fM/qro\n", - "uQMbjZm9Yce2ZPXj305+8+TNw3dSUAU8u//p5Jkt1yYr190z2nfYT3Mv3Wr+Bqg6ntlxc3LBPT9P\n", - "dr+wevhqNjJ9p1/YN6LfMGE/glV7eGDnQ/2A+ZW+GUnbwYP8uKtPJXe7Drr1XmKPnTas1Ntn9p2V\n", - "tJ9X6ZuVzN+V3HfO4uQ8p1TnkDF9F4+rx0W3GO1bxMHiJcni4fjL4+TtfcnyBeMxu1H1zZzersF+\n", - "XnbeeaYyeB7rzhs3KhjomKOPTo497jwl9DrGeB+jcndJsoTV3qPkbPa+N8f1MowJf2i33mS+ATCY\n", - "1wlWd56It/GbonOME/zoxWHUiAfdsBYl/g9B9wX9Yr65s2C885PzjvObO9lmX/57uPc8IavViGid\n", - "eWbesjvTFwd3CKuWvDHdp0FxMDj+ly4dDRdyKIP5ZQwRILpE+fPCPJzrxXxk+gohBHKsvtyrJElS\n", - "iNo3fWf3JLO7ViQYsxeVpLMvXj18BwbkUwP9Pv17dneyc2uxuVgETFN8zzN/uCW5Yd1Xkvue+Nbw\n", - "nTHo1nl2z12D704N5yzmDvw+ufH+C5PbYfoe3Dl8tRw0T2954ofG9H1syznJbx7+2mB+zw+nSJJH\n", - "n16ZXPbgSvM3zFy3m2WCbYjxerG9s8xhrBMqmddteTy5c+M5yapHL032Hdg/fBfrtHmwfe5L/jDY\n", - "1hfed/m8fZeOK5ya2xhnecvM6uTn9/4w2fX8TcYUzkOm7/QL+0b0GST43UT9xuRCJPyN6bskWbZ4\n", - "abLUHdM3M2m7K1l33qLkhEWLkkXHLUiWZmd2ROtY3XqPQPeu6NY5NX3Rzd7Spe6Yvv5k/szlC5M3\n", - "Hm1VDY/Ge55J1ixbkL62IC/ZJ9pmvG8RB+jGOw2OcfIWxv6CZMEgbpYsXJqcM5h+nNMbnEuOsboE\n", - "9yLDp6vYCfqNKwbne2bdR8nZvH0Pv+aYZFHOzncNgJk1y9Lry+Acs3DhMp0XOs04wb9v3YXJwuMW\n", - "JkuXLU0Wn7d8EAsyfacby9wZPGteuPC4ZOHSZYN7wvOS5Uv85k6esTv/vf9/e2fyI8eRZvn/pk9z\n", - "m9vcGhigUBfNSSfVpSFgCsIIg4LQmK7B1Gi60alSSdyTTGYmKe47xX1n7vu+L7Hv+77vEe5v3Mw9\n", - "MiIzg1Iyu1hUpd6v8JDh5hbm5mYsirTH7/vy2p8NtN9r5J8X/glffv8c9t3/Zoz8gmj9f1pE6mr7\n", - "9kfx60D7b4H25zu5pwf4dSD+sdBv2zMLGf8ALPnmlPZ7ivbfgn/6Cj0L/GeBv3ze//eFXez574X9\n", - "zpfa3zO+0v6+of39UfvzwHP+RkAI+ZUjzlg7nb1SFEUdRB/f9G1koOQHICNQZb3dGTRTG4tIW5FC\n", - "WX5WK8jGW1HAh0GYpWplFmrVhqB/CBOWP2HJ/qd9hqWIhFXKK9rzbUZLZ9SaE4Pr9zDvuK3NOW20\n", - "vh/CzI4lxzHuOIct/xnYY32Ytn2Pek3/i44whbc9N/F4sxnpu6DNt3OOVGFCC8Namr6Vea1fy8xt\n", - "olYtWp84VoNrWPGfx7D9NvKVsnFXn49SGEEoPosbyw92m77t+9HIIpiYwIP1K8hmxjo+qx2avkdf\n", - "Ym/IEeWn/sJOjjg8mCfvyU6UOPn10ekfkJAjQ1umB/Irg3tPJKJcyx/RnhiG/Irh7wuEEPJBEWes\n", - "nc5eKYqiDqJfgOkbh1Keh1Ja06NYazao9ah+r2bXPkf0z0oN2fiQ/HxYhFmqVhakWRsMvMW0/d8w\n", - "b/s/2th1o4eOiC5WRFRr1WK0dEbMdWDjRyw47mrvcbh/jSoM7nBiDFOuHmz5TsEZv4ZZ2zFUqzH9\n", - "vrY+y667eG56hnpDmNYr0pjthKzL28gapu+y1q9k3GkhaiSLWslL/lWsB/sw7ryDZHH3H9WVwksE\n", - "4nO4vfoQ8UTCaBVzEZHEZuNzCr7YJJ5sXUM6PdnxWe3Q9D36EntDjig0fX/F0PQlB8Uk0zV+xSju\n", - "XyWm513o+opZHY4movayiMb7EndMdPR/XXDviU5ypEtG5X55x8R/1PWrh78vEELI3wJxxtrp7JWi\n", - "KOog+vimby2g1/ItDOqGZD0kTVl5r2qWUanys6ogG3srPx8WYUxKM7Tmgd//EjP2f8e87f/ui1JV\n", - "ay4kUvPa87eNls4IU/jFymVMWfulIXoYRLrkYGIcM+4ebPqOI5B6jlnbcZQrIf2+thbjtpt4a72L\n", - "UrWqPXMNSiMFpb4/slhESQt003dVm9P+f3eplFe17+cx713CVqgPE85+hHO7U1MrpWn4YnO4t3YL\n", - "oahuwAvEOokIYoFSj2Hb9wQvTZe0tZrS3kOPzn4XNH2PvsTeEEIIIYQQQgghhBBCCDkc4oy109kr\n", - "RVHUQfRXNX07SZh9P6V0fA3pxDYykR+Ris0hmfAiE5+U9zLxaaSSnp2+2dibnc+HUTLuQyg4iC3n\n", - "GPy+Zxjf/hPGN/6oPTO8u190Edcmf9B+Tuxq36tMfA7PVy9jaP0MUgl7xz4/K+39TK6XGLeexKbv\n", - "GOyBhxjb+jeEItvyfjwygpfrN/Fq8xI84aBck0z4DtJa+95x5HoZ13vXrqlsbAjJZBSvt15i1X0G\n", - "I+YT2PA49/VbcdlwY6EXvnBoV3smNq6tV0Dbtw3MmB/g8dr3cHq1fUl6d/Xbq06/NoT20vz1+FPq\n", - "ZOK+rzr9uqb+YxJ7QwghhBBCCCGEEEIIIeRwiDPWTmevFEVRB9HHj/SVNWZjUKpOKEZUr1KalT/V\n", - "6uquCNJsbBCqujsV8/sg6geHEpN4vf0KPt8jLDi/wYzla+0ZrZq2gmrZhB+X76Fa+GkTS6ls4fHS\n", - "FUzaLuykpN6LUnVJvQuRJtkWeIElXy82vd8hkV/EnOMEiiWvfNdidkLW3Z103UGimNfGskJppKGW\n", - "p2X0cxO1pvXXJBDrLaOk90Qfy5rGZX1tB22vYIv2Y8HbA3NUj6xuZytkxtOta3CHg0aLjlpzaO8a\n", - "1sbfxKJ3HAOWbm1NZ7U5/XR6606/Bmj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPoF2D6\n", - "ihqzu9MLq+UFqEoFamURqloxWoXpOyzbD4uouxtOzOLp+kN4ffd109f6r2jsSYNcKW7h/uJNlAt6\n", - "KuN3IerrPlo6iQnLN9rYeu3hvYhUyUppzrjajzBmt32PseI/jw3ft8iULNL0zRdccr7pzBImXHcx\n", - "7jiHUK6V0lmum9JaN7WypfXX11mavm21kZsIA10Y6Yqi4K31JVyJi1gN9GIlsGr0aLEaXJOpm+0B\n", - "n9GiozZi2hhWaTqPOocwau9GIGmSaah/Cpq+R19ibwghhBBCCCGEEEIIIYQcDnHG2unslaIo6iD6\n", - "+KavqLGrFI0rHVG3VlXy2r1ZGZ3aJBMb1dpLxtX7ozbiCCfmcW/5CryeW5h3dmHe9i1qtZzRQ6dU\n", - "WMetxX4U83qN3HdRL83i6fIpTFr+HaIWcSd+3vSNY9P7BOvBPmz6vkOu7MS84wSyeTtE7eFIagvj\n", - "znOy5q833YrclZG99ZYhq5ZntLXR10o3fZ3a/T1Rug0RAbyNar2OEcdrafqKur7zvmWjR4sl/wpe\n", - "ms7A5HMbLTqqWoZSHNf2Zh0DtleYcZ2FO6HNpbJi9OgMTd+jL7E35O+fqvc5vv/y9/jqj3/El19+\n", - "j5GwcSM8gq7ff4bPPvsMv+8aQbMZyMP+/Gt8+uXztrYmXtz5p/+KU2vGJSGEEEIIIYQQQggh5J2I\n", - "M9ZOZ68URVEH0S/A9N1t7ArUqkmmehZGZjuZ+LiMVj0sIi1xJLWMu8uX4PZcw5L7OyzZT6JS3R1p\n", - "XCys4PbyReSzE0bLfkRq5WphAs/WuzFtPQG1FjDu7EYpTUIpLxhX+1EbUax5H2Mz1Idt/zkUK34s\n", - "OE8ik7No67ABd9KFWU8PFrznYY21mbyNlDbuOpRGRVurhLaOLVdFN31b6Z6byLTMNQdKtSoGzDdg\n", - "Cn8Pa7Qfw/bXRo8WC74VDNi6senZH8Gr5F+iWtyWKaLntXk5k1Ht+Us/acjT9D36EntDjgBiP42P\n", - "CD/E76VjW8VU1x/xxsjinp/qwtcjeq/w8y70rI3g+w6mr/fO1+jq+j1NX0IIIYQQQgghhBBCDoA4\n", - "Y+109kpRFHUQfVTTV1VqUMv7o2CFMalUPRDpndvJxCahNrLG1fuj1gMIJlbwaP06HM6LWHR/h2Xn\n", - "aZQru+eXyy7g/vJVZDPDRst+RNrpSnEWz9ePYcp2CvXqboO1iYiKVUrvThMtIoSXXD/CFBambzdK\n", - "1QgWnaeQzpm1781iI2TCordHpn9uT8MsTGeltAylvKQ/o96KApamr/auam1PlG5djw7OlksYNPdj\n", - "O/ivMtp3wPoKDSNKuMmsZxFjtrNYddmNlhZK1Y1COYxB6wPMOP+E9dC63DNhKr8Lmr5HX2JvyBHD\n", - "ewdf9pi0D2s49eXDlqkbfo4vdzm54v4e09fUg6/ueLWuX9L0JYQQQgghhBBCCCHkAIgz1k5nrxRF\n", - "UQfRRzZ9ix3TAosIVUXUjd1zLxOfgdpo1bV9X4Th6Uus4cfVc7Dae7Hs+Q7zjm9QrMSNHjrZ7Bwe\n", - "rN9COj1ktOxHbeRRKizgxcZxzFhPo1ruXNNWKY5BKe82r9sREcIzjquwRPqx7e9FpZaWpm8yNQ1R\n", - "t3c5sIK1YC82Qr0y+vbnGHZsw+x1a/OLaGPvNmxlLd5GDKliAaOOizBHj8ER78Ow/ZGM/m1H1Oud\n", - "dp/DjK2zYZ2vlDFku4Y51z9j2b+srW1cG99s3N0PTd+jL7E35CgRxvOvvsaIjO7da+ouoKtrCq3f\n", - "NfbeN6Hna90kpulLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/oaNWb3otYjUMor0vRsJxOf077T\n", - "imjdi1LPQvmJSGC15oI7toYnm33Ytp3BiucUFux/RqEUMXropDNT+HH9CpKpIahK3WjdjZh7Ib+C\n", - "15vdmLGfQaWy3/QVNXb1+rc/kd655sOE7Rps0XPwhMfQaJS1eV1AMvFGWwevrLcrUj+bw/2YcI0Z\n", - "33o399ZeY90tom6FCWsxWnXEeqqNDGKFLCZdP8CffAh7rAejjjvIlPW6ytFcBg1Fkemfp5z/jAnz\n", - "pGxvJ5aPwxINYdR+FYuef8Wid0Gm6FbLs0aP3Sj1GBKJXTGAEpq+R0tib8hRIYyRr7/G853/25rQ\n", - "89XBI31NPV/joXFB05cQQgghhBBCCCGEkIMhzlg7nb1SFEUdRB/Z9I1CrdmMqxZqIwmlNI1ScQML\n", - "vk0Zhbrg3UI0NK3d2x2V245SWtQ0ZVztR0S+moNTeL55AVvWY1jznsWC4xvkS7sNyVR6Eg/W+hFL\n", - "DENVd0fANlHrUeTyG3izeRbT9lMoFzu8h1LWa92Wp42W/TQqboxaLiCQei7XSVFrWPKcQyLxQK6D\n", - "MHrNkX6Zhvm15ccdc/Zd3Fp5oJu+wlCvbBmtOnIuahmhXBpjtm8RTL+FLdqNCed1xAs5FKsVXF18\n", - "Ltf7tfmmNo//jWHTuPxuspiHKxmVnxd9S3iwfgUz7vPYCJ7AnFc3e9XKhvbc3fWRBUruHpLx/VHA\n", - "NH2PlsTekKNAGM+7ujCy67fF/TV9/9i8kLSbviZc/OwzfNbUf/stfvvpZ7goskQTQgghhBBCCCGE\n", - "EELeiThj7XT2SlEUdRB9XNO37pPRrHtRlQKUwhCiySW8NJ/BgPWmlDcwqfXfHZXbTrO+7bsQka8b\n", - "gTG82j6LddM32ArcwKLzW+SKAaOHTiI1igerZxBJjGpzKRmtu1FrfqRz2xjQxpqy/wWl4u6oWoHa\n", - "yGnPXIdamYOqdo4YrpTsmLD2I56fMUzfOpY83UjGr8jvDNpewR67IE1f8fO15Q5ylc5zqjUaeLjx\n", - "GPOOFW3e+rPbaZrP/kwS484/I11chzV6EpOus/Amg/ClE/hx/QYShTzeWm5iO9iD15sv5XdssTCe\n", - "bo3Iz3PeJWyH+mAJn9Z+9mLGrUcDi7TcQu2ICGBh+qYS+2sD0/Q9WhJ7Q/7+WTv1W/z2v7WZtp9d\n", - "hPRrk1P4/vd62++7RlpRv5IONX0NGOlLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/rWnFDrIeOq\n", - "hapUoRReIJhcwZSrRxqek84bcPmntP5Bo9d+REpopTBqXO1HrZqw4hvFy+0TWN3+E0yBe1hyfItM\n", - "YbdRGUsN4cHacQRjI1AbBaN1N2rNjVTOimFh+tq+R7G4P4xNROqKZzYjbDshzOIJazeS+WW5Tqqq\n", - "YMV1DPHYLSgizbLtlXz/pha8PTBHO9cPFpG6j7euYcw8rq3h7nrJetTxsvy87F/BWqAPubId9qi+\n", - "vkP2V5h0TWHQfBmBbApDtjuwRs7jyep9+R1zNKiN/Vp+HtLmZI32aToFZ/wBRp3PYI2FMeOY0d53\n", - "Q/ZpImofK8UXSMX3rw9N36MlsTeEEEIIIYQQQgghhBBCDoc4Y+109kpRFHUQfVzTt2rGu2r0KoXH\n", - "8MZXMOvRTclxx1nYPdNQ636jx36UyhqU4rBxtR+RfnjRM4635lNY2vwKluBDrDiPI73H9I0m3uLR\n", - "+gn4o2MyYrYTatWKeNaJEdNZTNqOoZDfXX9YIKKSRUpptbomzc9OFPLrGLUdR6Hq21mnRe8PMhq3\n", - "Uq9h1PFG1vu1hLrlOojavuOuzsZ2ulTEW+sNvNl8Ja/b00o3DWh/Jowp12U44z+gWAnIn2LcWfc5\n", - "PN24gklXDxyxCAatF+FO3MSTldvSfF4NruHBxiNZ73fQ9lp+xxo5AU/yKYZsD7Dot2LAOrnzTEVb\n", - "a7EXIh23MOLTif3rQ9P3aEnsDSGEEEIIIYQQQgghhJDDIc5YO529UhRFHUQf2fRdh0iB3Aml8ASO\n", - "0DQWvOelwTjhPAebMH33pA9uRymvQykOGlf7USurmHNPYMzejcXN/wlb+CnWvOeQyrmNHjqR+Gu8\n", - "2PoajvBrbX5po3U3anUbkYwHo+bzmLGfRb6wO8JVIAxqtebR+m69c5xcdh6jttMoVYM767TkuwJP\n", - "Kiojdwftt2AK/wWW8Am5DkJD9vvyXpNILqO1BxHLZ7V3u4onaw9ku4i6VZWs/lmbR7XiwaDtmRzD\n", - "Ge9HtZ6GO3F9Z1yhOc95bIb9GLL1IJB6hhcbF1DQnjXvXcIL0yNZU3jY/kj2tUSOI5wexVvrPYw7\n", - "ZjEiIn0ri9ozK9pemLQ9fCn3SyktIB1flfNoh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", - "Oog+rulrGISdUArPsOV7iWV/rzQYp13nYPbMQKRVfhdqZQtK8Y1xtR+R3njYehfj9v+L2Y3/Dlvo\n", - "GdY955DIOYweWh9VQTD2Em9M/wPbvgcyQrYTwkAOpf0Ys3RjznkR2dx+U1OtuWQ6alFLWES8diKb\n", - "ncCorRvlWmRnnVb81+BKhqXBOuoQaZbPwJm4vGPMTjr7Ecy21nQ97MMby4RsG3ecw/P1uzJKWBrO\n", - "RmS0iHJe9U1gLaivpy91H4pagzd5B454/87YYr2nXPMYc2jPSL/Cm80TiOazMv3zW+tNBDMpjDhu\n", - "y77O+AWkiuta+13t+YMYd85qzxFGflaa4kpxTI++rpiQji/KebRD0/doSewNIYQQQgghhBBCCCGE\n", - "kMMhzlg7nb1SFEUdRB/X9G1LP1yt12Tq4CZKPYNF7yxWA7pJKdI8r9mXoVS3jB77EZGtSnEUqlo1\n", - "WnajVhbw1nQd087/hRuzJ+BJTGPd24NE1mb00PqodfjDLzBo/Qrr7gfaPCLGnd0Iw9qfCmHcfAaL\n", - "nsvI5PR6ue2oNSvUekz76dB+ho3WFsJgTqUGMem6iEo9vrNOG8Ef4Uj4kSjkMOG6C2f8IjzJB3DE\n", - "9LVY9p/HeqC1Dku+dTzdegFPOoEZdw9ebl5CrlKWhrVI6SzIpAcx7ri2Y+4Ks1cQSg/AHjm3074e\n", - "7MWwbRrT7puI5aYxavkGtngEw/bXGHfe0eYV0eZ7R/Z1Ji4hW7LgrfkWnm090fq82jG4RT1hpazt\n", - "R2EISs2LTHxOPq8dmr5HS2JvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPpopq+I8BXGqaBcr+H5\n", - "9n3MeWfldZMF3wo2Qn3SYJz3nseKy/aTUbMi+lYpTWtjF42W3ajlGbzavonVwLf4YboHsbwNa55T\n", - "iGUsRg99Xu7gI0w4/x2rnkc7kbJ7EYa1Jx3DhK0Hi54ryGT2r0kzrXN7xG07Yp7x1Dim3D2o1JM7\n", - "62QKv4Qt5kEkn8G4ox++5D1Ec5Owx87KtTCF+zDtnpF9BfO+ZTzbfoiNsAWL2jq93epHopiXBrZa\n", - "ntPmkIEz9AoLXr0+sjCPRaSvQBi7zXGFzJF+bS/eYMZzC9mSGTOObzDpnMOw/ba2Jv1YC3plNLHo\n", - "K8zofNmF59rzXllu4K1VpHN2a/Jrz52FUg9Dyd+HUksiE5+Sz2uHpu/RktgbQgghhBBCCCGEEEII\n", - "IYdDnLF2OnulKIo6iP5mpq9SdUOpR40WQNTyFTV9BWOOUZlieNF3AaZIK9XyrGdRGpzCYFzynse0\n", - "dQpKowylvD+qViDSNyulRWm07kVE1daLUxi03oEp1IO+qZOI5x1Y9R5DOLVp9BJGbAkW/3XMuk5g\n", - "yfUYas1p3GmhNKraHJZkCuYZWx+WPFeQzs4bd1vI1MZ17T1Fbd+6x2htIeYZSczI6NxqPbNj+loj\n", - "b7AZXEEgk8KE4zSC6RcoVf2wRk/tmLPCYG0y7BjAgPUmJpxzMjJ60HRiJ/2zUtlCI/cSY/aHsEX1\n", - "NM6O2HlEMgPyfrZk2zWu0N21R5hydSNXdmLZ1YUn2y9kdK9IsT3jtcv5in6iHnCh7MOjjVMYtFzB\n", - "kO0VqhWf9kwz1PK8tk4lbT9mtfcsIBMbk89rh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", - "Ooj+dqZvcRJKacFoEYZnAmrVjFylhFHHj9JE3A71YcbTivYdsb+GxTAqV/znMWGehKo2oFZ2RwQ3\n", - "EZHDIqVwp0hgVa2hWpzBkPU2XPHbODv+b0gV3Fh1n0Ao2arHqyoFbPuvY9FzGjOOB3KOexERuiJ9\n", - "sSPuw7zzFlY815BMtyJvm8goWxFtWw9r49iN1hZqPYJAYhHznnOoNwo7pq8tOoCVwCw86TimnCcQ\n", - "z0+jUovDEdPNVqFhbc0K1Yr2vQYGba9kFO4r8wSWvf8Po6ZvsBXS0zoLkoUMxtpSO9ti5xDLTcp7\n", - "pVoY1uiJnXtC99buYdxxGoWKH9u+M/J6yNaNBe95vDHPymhi0c+XuodyNYonWz9gwHYWQ/b7KJbD\n", - "0hBXK2tyfIGqVJGNDxtXLWj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPob2f6lmdk6uUm\n", - "aj0ko2hFROqkUzd2hUQEq2LU9n1jfgpLWE8lvB7sw5h5QraLNM0icncvwmRVqqKObtBoaSEieMv5\n", - "WQxYzyOYeoZTo/8LmZIPa56TCCRX9E4aaiOPLe9VrPp/wKj12i7zsomqZCHqB5siViy7Hsj0zvGk\n", - "PrcmzdTK8rOocVttpZBuotZ98ESXseA5g4ZS3mX6LvumYI35MOc+hmLVj5o2L2f8ws46TTivI17I\n", - "oVApS7N1znMet1cfYCP4rfZOXVjwXoQ97pPjeVJxTLlaKZxt0W7E87pJLdJKO2J6NHVTd1cva3ty\n", - "HqVKBFu+s7i/dgEjtm5tTXpxb+2hjCZ2xvvhTd6VEcoP1k9h3NEtU0BnS3EohdF9Znk29sb41IKm\n", - "79GS2BtCCCGEkL8/Ktr/CCGEEEIIIeTjI85YO529UhRFHUR/M9NX1MBVK0tQlbJsU+teaXquh7ax\n", - "7NMjR4WEcZivlKXx+9Z6B+7ENdhjvVqf7zC0PaJ/t7Igo0f3Ip9R08bVtBcRwVvIz2HQ2oNg6hWu\n", - "zf0zMqUAtgIXEYi3UjOrjSw2PFdhDt/DW/MN7Vl63eF2mlHKIhp31fkI865exFK70xeL56lVPYJY\n", - "1vWttFJIN1FrNljC89gI3oCi1nZM34A21oTzFVaDa1j0nEKpGtPuN+BNPoQ10g1HvE+mWvZlkkgW\n", - "8xh33sFasBe9s31wxC5i3dMFa7RfW8tXcjybiEg2onOFbNHTSJe25D3dTG4ZvkL31q5g0nkR1XoW\n", - "W/4zO+1boT5cWbovf4o98acf7/q+mEeymIGSf6G9m0uO3yQbG5RGeDs0fY+WxN4QQgghhHx8Yhj8\n", - "l0/wySea/st/wn/6L8bnT66ild+nhfPqJ+iaex/bdxVd//Cf8Rs5ptCn+MPVOe2phBBCCCGEEPIf\n", - "Q5yxdjp7pSiKOog+qOmrNDJQKttIJoIQ9XZVEYXb0I9DlIoVSi2CEecgLJFWpO+k8zIi+Qyq9TqG\n", - "bbdRqPjgSz6GJ/4aA5sv5HflWEpRfm4iIn9lBLBIpVxr1QVuIszcXG4BE85rSBXWser+WqZMNgeu\n", - "whdvpYsWBu2q+zIcsSd4Y74pjeS9iLTMas2OJd8U1lxPsejpQyQxZNzVURtJWAKvZGRsqhDR3lev\n", - "X9yOWt3Emn8S26Hrcv5N0zeen8Wg7Qam3QvYDPWjVs/I9oZSQbZkhSV6Csv+XmyEthHKpjHuOAdz\n", - "uA/PNs/CGbuCLd9puZbNur/CPG431q3RkyhVA/Keota19b23c09o3NGLVf9l1BtlmP2tdrFPJye+\n", - "lT/t0R7EcuNan6Ksxyzui+jjWD4LJf8ISnV3DeNMbFTbs5JxpUPT92hJ7A0hhBBCyC+J2MPP8fnD\n", - "v7YdK0zfrjYDOQvT7c/xSdfqz0QMZ/Gi/yHNYUIIIYQQQsg7EWesnc5eKYqiDqIPZvrK2rvlWWma\n", - "phIuqNVt3ZA1atsK47ZYSWPY/mjHVBQSaYrtCT9KtSoGbX0o16Kyfyy/ihcb1+VnkXJZVfLycxNR\n", - "s1etzGvPEKmUO9ThbaSQyS5hynUDmaIZ697vUK0nYQ3cgjeq17cVCLN22XkZofQchqw3UStqYxrR\n", - "yU3Uuh9qzYNF/wQ2PM+w5ruPSOKtcVdHpK+esl3CrPsstsLmzuaxtgZznklYIjfkddP0TZc2MeY4\n", - "hZfmcWyHzqPeZnBX6gnYo+dk/eMh2zhcyRhmPXqtX0fsPHzJh9j2d8vrYfszrX9Nm+cK1oO9O2ts\n", - "DZ9GqRoxRoSszdue4rmZullg9l/aaRcatXfLKF+7rAs8JY1ob/K2vCfM51AuDaX4BIq2Pu1kYhP7\n", - "9oym79GS2BtCCCGEkF8S+03fVXR1DWL16hf45JPf4bZT79NlOLirXf+Cqw+78MXv9CjeP2gd9hu5\n", - "e01fgR+3P/0cL+SjKjDd/gKffqqP8buvBxHT2pzjX+PTf/wcXx87hmODfvmtiukqvvj0051+eish\n", - "hBBCCCHk14o4Y+109kpRFHUQfTDTV6nY9IjYygZSsQUZfasoJSjlJahqFWp5AeFsGhPOH3aZisKc\n", - "XPKvIlcpYcR+AZVaQo6XKbvxbP2q/KxWt2REbjvCmNXTR+v1dvcizOBkZhmz7hvIlV3Y9HyPWiMD\n", - "W/A2XNFWamalHsO07RQimSXt+TdQLixrz8oad3XUmlsbL4BZ1wjM7rfYCD5HKPrMuKtTKTswYbuC\n", - "zVAf5n3aGJUVbZyCcVdHGMFjjkHYY3fkddP0LVa9WPIcw5WlG3DErqPRlspaGMCuxBW5VvOeq3i+\n", - "/UzW2hXXttg5hDMjsASuyush+y0UqhVMu2dgCrdMXXfiuozibSIidkXkrhwjek6TMI/vyXtm/81d\n", - "hrDep1fr34dYdmZXpPC0uwe+dELb5wKURk1+v0kmNiON93Zo+h4tib0hhBBCCPkl0dH0/YffoGu1\n", - "ZeXuNn3/AV+8aP7ZP4YXX3yK2/uc2E6mr/7d5jjtzHV9Dn0K2vc+b4v0zQ7iX74e3zGVsy+++ABR\n", - "yYQQQgghhJC/J8QZa6ezV4qiqIPow0X6ilTO9aiMiM1E3kqTVG9fh1J1az8t2IqIFMmttMPSUIz1\n", - "Y8j+CulyEdPuG6gaqY1L1SCerF6Un9WaBWojLj83Eeme0+lJxHPCaF4xWlsIAzqWXsWUqxvFSgBb\n", - "vm7U6llYw/fgirZSM4to5GnbaSRymxh1XEexsLH/WTWb1hbFoPUe/JE1bAZfIhjV3rHNHM7l1zFh\n", - "74ctqr+PWmulthZIk7q8iLfWJwil38i2lunrgzl8EteXT8OduC3b2vEm7+yslzCVd9Yu2o14fgbW\n", - "oG7UjjluI1UqYNj+Gtao3k9EAwfTetrnJtHclPyuiN61Rc9oa3IGwYzexxl6LSOLrZFzMEdOGM+6\n", - "rO1LAYqiG7vN+YgobVdq/0GVMIIjoal960jT92hJ7A0hhBBCyC+Jjqbv7x7uiqjdbfo2DVod+X09\n", - "fLeNnzN9s1i9/S/44vMv8IeuY/jDp+8wfVe72uoNG7rawTUmhBBCCCGE/GoQZ6ydzl4piqIOog9o\n", - "+pqhNhKakshG7srPwsi1hhahlCah1oMYcQzCEtXrwTqifbBF9GjTIdsjBLIpzLivo9bQUwKXaxE8\n", - "XfsBDUXRxtajiNsRqYO3vC8x4ViBWp4zWluI54VTq5hxnZPRw5vek6g3CrCFH8AWapmgas2PCctp\n", - "pItmWf83V9DeQ/tuO2rVhFI5ggHrFYRiW9gOvYYnOi2/2ySZnsW0Q3+3IdszlEsu7b7buCvmm0Wt\n", - "tIoB7V1jOT29dNP0LdWCsEZOwhHv24m4bSeSFdHB+lq1yxo9LWv+OkOvZNTvpPMGIrmMrO3b7GOL\n", - "ae9W2jZG0hFpru2Rs3DFLyKSHtb25KSM/hX4ItPSCDaFv4MlclyO4dXmJNJ3NxHpoU3h45hzH8NW\n", - "yGS0tvhxYxQW95i2jiGjRYem79GS2BtCCCGEkF8SHU3fduNVY7fp+zs8bHOED276OnH1kz9gMCsC\n", - "eP+AT646jXYx5k+Yvsdo8hJCCCGEEEJaiDPWTmevFEVRB9EHNH03oTYyUJU68uFe7XNBRnzeW30M\n", - "JXcXhXICQ/b70kS0x84iX3EjmH4l0wyPOa7DHAti1t2HulFPt1KP48XGZVQbdag1134jVnuWyf8W\n", - "g7ZpqOUZqKpi3NFR6z4EEmtY8V9DrZ7HpvcMGkoJjshjmHytaFq17sWY+bQ2Pzem3FeRztl2mbUC\n", - "tbKOVDGCUUcfwnEztkNv4IqvSjO4STg+jCnnafl+o447yBSC2v2W2arWYygVtzBovSlr4wpapm9I\n", - "mr722HntXiv1dBNR81cYsU0jtylr9KQ0jHWjthsTznNwJaOytm+zjy3Sra3h7tTYgnI1jFzJI6OM\n", - "TaHvETWMaPF+Yi7ie87YpY5GtC/9GObwcax4T2EluP/g6tbKA5jck9o6eo0WHZq+R0tibwghhBBC\n", - "fkm8v+kr0js37/rx8PODpHfOwnT7c3xybFWmao69+By/azrHlTl0/WOb6fuP/dj5G4NI7/ybLszt\n", - "LxpMCCGEEEII+ZUizlg7nb1SFEUdRB/O9K2sQlX0GraJhF+asN50ArdX76JczSCYTWLS2S+NTV/y\n", - "kewnonodcb027KLPiQXPZVkzVlCpJ/F68xJKtao0cIXaEfViN31P8dYypT17UXve7tMTYdx6YqtY\n", - "9mtjKnWYfBfQaJThiDzDlveG0UubQ9mGces5FKsBTDuvIZF1QaSibketLCOYCWHcfgyRuBXm8ABs\n", - "MfOuCGN36EcsevXU1eOOPoSyMe3+gnFXzMeHbN6CYdtFxPOzsq1p+oqoZhFVK9ItNw3hdkrVsHZf\n", - "N5SFTKFvYY2cgFn7TrkWRTC6rc3pBGa0dTRFA7K2r+jnTFxBqrBpjNIZ8X1h+sZy0/I6EnPAEeuH\n", - "M35Bppq2Rru1exPyXpNIZhjO2HVshfqx4Fs2WnVK1Soeb97BrOkllKrdaNWh6Xu0JPaGEEIIIeSX\n", - "xGEifbv6v8bnn+rplv/wYp/jqyFM3/+M3+ykZf4dvn5owk6hF+3vQf3y+5/i0y+u4sXVLsP0rcB0\n", - "9Xf4zW8+wadXdeu3YrqKz3/zm51xbrcChAkhhBBCCCG/QsQZa6ezV4qiqIPoA5q+S7JuraBpZm5H\n", - "7HiydQ2ZchEboW0s+3tlxGq62DIiRX1Y0T5gn5cGbZNaPYM3W/0oVCsQUb4i2rcdUS923fMIT7df\n", - "QK2uadd5KLUolHpCv19zwBKaxnrwqrx2h9+goVQQSExjw31Ntgmq5W3MOG6gpH13NXANtsi6jFpu\n", - "R5i7zmQIM65vEYnZYI4Mwqr9VMrrUEpzmhaw5bmlPatXmq2znh64U3Ht/iKUhm5Gi/kkcw6MOS7K\n", - "lMyClukblaavWJtEfn+q6lojC2fihx3TV6TFtsd64Yz1y1TNsYQP7sQ1LHh7MOfbkrV9RerneH63\n", - "IduJWiMDa+TsznNjcb9M+yxSOEczYzBp8xJ1g9sJpF4glpuDPXoT057d90RN4beWGxjceKKt47rR\n", - "qkPT92hJ7A0hhBBCyN8ze2v6EkIIIYQQQsjfEnHG2unslaIo6iD6cKZveQ6qEaXbNDMX/St4be5B\n", - "KJfGsGMQVlHHN6rX2G0i6ttuBrtxb/UJVoPXjVbI+rtvt3uRLZcg6vmKur7tqPUoNn1P8HDjsXZv\n", - "W0b+KuV5TXrEqlqzYs07AFP4prxuzimYWsGW54L8LCgV1zFpv4hqPSMN6AHLIxnZ20RELKvamCuB\n", - "VawFziEad2rvMYzt8IZ8X2E2C41r72cO6zV9V/znMeGcw4LjBqpVPbWymGMk48G4vRvFqh5B0DJ9\n", - "47Br6yKM2kJ1d0SzQEQ/exI3d0xfZ+KCdn1XRuTWGjk5TiDzHCu+cxi2T2vPvg534rq2hiVjhHdT\n", - "b5S1PTmrrbNuRCeSMbjjNxFMv0AyvwxT8FuZArqddHEb1Vpae8aPsn5xO+FcRkY6P1q5p63bbkOY\n", - "pu/RktgbQgghhJC/Z2j6EkIIIYQQQj4m4oy109krRVHUQfQBTV/dbBU0zcxR5xAmnN1YDzoxbNTz\n", - "FeZlM4WzoFQNQNSmvbJ4FVvBJ0arMCNLGNo+LyNHRVSvWtuTcrkewrr3KV6YnqFaFKZvDEppGUpx\n", - "RL9fNWHB/Up75kt53ZxTMu/EuuukNHMFpcISxh290jz1Ju9h3N6PRHJA3hOoSkV7twXtPcZgjlxA\n", - "NOGGKzmP1UAr5bGiKBiwiWddlGmYNwN/wYitFzO275ErhmQftbqKQMqvPetb7Z31+sTNOYloXVfi\n", - "ilwHUd+3E8HMcxndK54hzOlkYUHrfwZ1pSTHyZXtWPEfxyvzJEYdJzqmiX4X9tiFHWNXjOWOX0U0\n", - "Oy7nuR36N5l+uhPCsB+wPtLWrg5HPIIF3zY8qbhMM/1y6zqKhfmdlN8Cmr5HS2JvCCGEEEL+nqHp\n", - "SwghhBBCCPmYiDPWTmevFEVRB9EHMX1VpSYjfWv1ukzlLIxDRdWN0LVAL95YJ3bq+YYzg8a3dKqN\n", - "DByxXtxa/gs2g7pBK2goVUyYbyJRFJG0aajVLeOOjloPYMXzHC9N11EoWuW1iNBVSjPafEpa/02M\n", - "Wm8ilB6V/ZsGa67sw5z12x0zMp+bxYSjX0YW+9OPsezths13E6pak/dVrb1RWtLe5aU2zx8QjXvg\n", - "T4lU1WPyvkDUHR6y3dPerweB1DM443oq5nnHSaTzHtlHLc/ClYxgyvlnlCph2dack6hfbI9fhjVy\n", - "GuVa51MnUXNXROQ6tDUMpV9Kc9gRuygNdDFOtZ6FJXIJ9zeeYtKhPaOqP+MgiMjefMUtP4ux/No7\n", - "5EpWbV4JaSxX6/o89yIigYdsF5GrlLAetOLh5nNshkxY8p3HwPYFJNPL2r603oem79GS2BtCCCGE\n", - "EEIIIYQQQgghh0OcsXY6e6UoijqIPpDpW5I1fd3JKB5vzUjjsFitYMh+H5ZoPy7NX5Mpjz3JG/tS\n", - "DjdTFwtDUxibTVS1gTFLH6L5rDZ+Xht/zbijo9Z9mLFdxoD5AtJ5K9SaR6YTVioW7V4EjdIKBiw3\n", - "dyJemwariF6dtp1AzTBec7lJTDr60VDKiGXHtHl2w+S9u2MKq0oGhfwSRhz34Y5fQjwRQjBjxrJP\n", - "N5MFqWIB48472jv0oFJLyXq4wvRdcHYjmdXmplS1uc3DFHVgyXtWmrzye8acFKUGb/KW9p3LqNb1\n", - "dNB7KRoR0bZYt6yxK9JRizq+AjGOotS19b+D60v3Me8+tSuF9s/hTz1FrqSnzxZjJXIL2vNCMvrZ\n", - "Ee/Tfublvb2IOY07ehAv5LDkX8Vz023tehYrvr9gcOvP8Cc25L40oel7tCT2hhBCCCGEEEIIIYQQ\n", - "QsjhEGesnc5eKYqiDqIPY/qKuraVVayHrHiw+UQah9IIdd2R5qeo62sKnUGxEjC+sZtIdhCW8HGk\n", - "8q1auoJxyzkEMkmoSnFXnV2BWnNjwvwdRmx/QSxjh1Le0vosSsNXKa2hnJvAiPXajpHcNFhFquJx\n", - "WxeKRbu8zmZGMOu+g4ZSkemK1wJnsOF9qL2TbsyK1NLx9BImnZdlWmUxTihjxaJvWN4XiJrFIpJZ\n", - "pIcWZrV4HxHVPGPvQiy9uWNai7rA64HzOyZqc04CYU5bo2ffabCKFNCihq81IlJAB9FoVJEq6EZ4\n", - "cxxhNvfPnceSr0cbJyvbDkKu5EC5Gpef2+ckoq09iVvSlO5EpR7T3vsY/NoejTgHMeboxf2NZ9gK\n", - "HcOo5V+1PV3R9kLbE23/BDR9j5bE3hBCCCGEEEIIIYQQQgg5HOKMtdPZK0VR1EH0gSJ9MzKd8qRr\n", - "HM9Nz5BIJHaMUGH6CrkT19FolI1v7EbUo90OfbNTV7bJpOU8vOmoHilbWTBaddSaEyPm77VnfIdA\n", - "ygGlvKj1WZemq1LZQjazhkHrBaTyK7J/08ys1KKYsh9DJrsi6/omkwNY8NyVxmY8P43N4Gksue5D\n", - "reuRwEotAGd4CjOe09LMFeNE8g4s+AYx7FiXUa7uVBzTrjMyPbQgXdyELXoGs45vEU5q8zJqEs/7\n", - "lmEKX5IGs6DdYBXzEtHOIuK4EyJCWtT0FeZ4M1K4SXOcWG4MvbPfyfTKeyOqD0r7nARFo/5wJ2qN\n", - "DJZ9vVgPWTBke6V9Po++uT44Yz9g1n4Cy/5lbS+2oZSmZJpsmr5HS2JvCCGEEEIIIYQQQgghhBwO\n", - "ccba6eyVoijqIPpAkb4JVEubGLI90/QIoVgUrmQUk/ZTsEa6Zc3eQOa50Xs/IorVHD4uUy+3M2e7\n", - "CVfCL81Zkbq5nXrFjHFrH+bc32l9XFCK49jwDmHWa5b3k8U8xhwXUah45fWO6VuPY8z670ikJqSZ\n", - "HEsMYdF7ST5DmM8bgeOYtl+X6aMFatWMFd8IVvwnkSwsGaavEzOuN7i58gDBbAqrwTUseU7tpJIu\n", - "SwP3DObd3yMQn4FaC2hyYcI5Bmv0uuwjaDdYRZrrQOqx9rNhtOxHpGwWaZf30hxHmNbbwTMy4lek\n", - "ez4Me03fn0IYy5uhfow75zFiF+mpL8IU6oEv+RjLrnOY9+q/bmTq7bqfpu8Rk9gbQgghhBBCCCGE\n", - "EEIIIYdDnLF2OnulKIo6iD6Q6RtFKruGccc1af55wyGsh7ax6D0OU+R72CKnkNyTurkdEflqiZyR\n", - "Zmk7G57HeGkexGbYCrUyK6N4m1SLW5i0X8J64CLW/HNQCq+w7n2N1+YReT+cy2jzOYFSVU8p3TQz\n", - "hcE87+lFJP4aSqMAf2xQ+/5V414K9mgvRq23odb09M9qZR4DlmcwCVO6FpTjxHIeDNue4/HmNVmn\n", - "V5ib6/4TyJX1urjVehbu+BUsuk/CEx2Qhm+l4sWA9dFONLDgfQzWn6I5Tq5shSV0Qpq+h+V95iQM\n", - "akf8Nh5vvcCE85I0fe2xc4jlp7Dtu4Nh61PZT6TKVqsmmr5HTGJvCCGEEEIIIYQQQgghhBwOccba\n", - "6eyVoijqIPowpm89CG90AbPuc5hw3YUj4JOpjNcCxyFq6prC3+4zdPfiTT5Asby75q8r9BpbgTN4\n", - "bX6BenEWqpEWWVAqrmHSfgHboR8w55mFkn+EDf8AHm0+QL3RgC+TxKTzW5SMyNiW6ZvCkr9PG/sF\n", - "lHoEJu9tbIVuynuKWoMneQsj1h9RL4tavEWUCwsYst2DPdoj0yqLcZIFH15sP8BbSzdmPTMYtL2C\n", - "KXRM1gtuIqJu593fwRa4J6OFo1k3xu292npMGj3++qZvqRaCOfQdwpkBeX0Y3ndO/vQj3Fq+q631\n", - "OWn62qLdMqW2LzKlrY9uPqtqHWpljqbvEZPYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiKOog+kOnr\n", - "gzU8gTn3cYxY/zdMPjcGba9l1KyoCeuKX0FdKRq9O1OppVDbU4fWHRqALdaNIcdtFPNz0oRtUiws\n", - "Y9Leo439GOOOASi5u1j0DOKV+TJSpQKsMS9mnd+jXIvJ/k0zU9ShXQ/2Ydv3BErVgXX3HVii9+U9\n", - "QTD9EqOW+6gUF2Rd32RmHRPO63DGL6LeKMhxUgU/7q5dwrK/Fy+2n2HI/gyuxCVUtbGbiNTHG4F+\n", - "mL3XoVbXYAqvY8FzAvH8rNHjr2/6ine1hE/KSNvD8r5zEib2D/PfYcqlm77WyEkZER2OWjBovYJK\n", - "vSb7qZVVmr5HTGJvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPowpm/NJaNsF9zfYd59HEsOC4bt\n", - "z+BMXPhZs/en8EWmZW3cced1JFPTUOo54w6Qzc5jyn4RwfQw3loeQCm8xKTtGcbs5+BJx7ESXMVa\n", - "sA/Vum7EtkzfPEzhPiy5n0Apr2LOcRH+1KC8J0gXNzFg7UUxOwilNANv0o4Zt6hTe0+mlxbjpEsh\n", - "XF04B3OkH89Nt/HKfB3uxCXtXcvGKDruxCA23Re158xq6/Ea26GTKFb1WsGCv7bpKwxta/jsT6bS\n", - "/jned07CxBbRvdbIWdgi5+R+VWoxRGIOjDquIFfRjXy15qPpe8Qk9oYQQgghhBBCCCGEEELI4RBn\n", - "rJ3OXimKog6iD2T62rDsHcRq4Hss+89iaHsaI47b8CbvQlFadXjfl1BsE9boaUy6ziGcXIFa11M1\n", - "C7KZYcx7fkS6sIZB6z2Z0lmkWd4M9mLYMYop9zxM4f4dI7ZpZipqHe7EHYzZtbmVpjBu6UE0NyHv\n", - "CcrVOEYdPyBTiENtpLX3WcGy7yyC6RfyvhgnUwzh2fYpGdn6dLMXT7d+0N71jrzfjj81ihXbWeTS\n", - "A9qY92GJHN+VAvrnDFYlsGp8+mma49QbRe0ZrTrGh+F9Td9i1a/t0SmYQn/Wfp6FM35Jms+xuBfT\n", - "rmtIFvNGz92/Zpo0fz3+lDqZuO+rTr+uqf+YxN4QQgghhBBCCCGEEEIIORzijLXT2StFUdTPK4//\n", + "iVBORw0KGgoAAAANSUhEUgAAB30AAAOfCAYAAADM39myAAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAP+lSURBVHhe7P3Zd1RnmqcN5//QR33UZ3mUZ3lU\n", + "+db6amUv3nbzdrWp7i51VRbuzqRcZZpsyDSiSDBkChtkgyXLAgQIEJhBBtlgMcogBkvMyAKEmARY\n", + "CBCgeZYYJIF0f/veQ8TeETsGhSQiQrour8so9hR7uCMUen7xPPtnAgAAAAAAAAAAAAAAAAAAaQuh\n", + "LwAAAAAAAAAAAAAAAABAGkPoCwAAAAAAAAAAAAAAAACQxhD6AgAAAAAAAAAAAAAAAACkMYS+AAAA\n", + "AAAAAAAAAAAAAABpDKEvAAAAAAAAAAAAAAAAAEAaQ+gLAAAAAAAAAAAAAAAAAJDGEPoCAAAAAAAA\n", + "AAAAAAAAAKQxhL4AAAAAAAAAAAAAAAAAAGkMoS8AAAAAAAAAAAAAAAAAQBoTX+h747r89YKLhlXy\n", + "fas9LVnY+7Luhv14UuiQ71cZx7vqjnTaUwAAAAAAAAAAAAAAAGBqMWNZ/YQIkGymcej7Wm5vvSiZ\n", + "Jzvsx24IfQEAAAAAAAAAAAAAAKY6fgFuIgIkm/GFvq13JNOcPtk9b11MWOj7VIr/ROgLAAAAAAAA\n", + "AAAAAAAwXfELcBMRINmMPfR9+lz6+3oN+2UwbUPf1zL40y35wNgOoW8q0y9HvzTeLIvb7ccAUXj5\n", + "UC5VN8qw/RAmijYpX5MjhbfshyHnueWHzTLvK2fm5NNZc0Zq++wHMEZuSeGizVLeZj+EMfG2ax1E\n", + "Xtw9Ih8vyZF5i3JkyaGH3tf/rRKZt+aEtNgPAQAAAAAAAMBNSJveZP4dPQX+RvcLcBMRpiMD0nC5\n", + "Whpf2Q+TzNhD35Oun2+MM/Q1Q+NLUvyTyOCju7JuzSX5z/b23l1RI9//1Gsv6CJa6DvcITXfXJUP\n", + "FlrbUD/44obUdA7ZCyi9UrXpovxHe77HrQ/tZUJC3zs35O+N+R98F+lt67HZa/ivV9ySZnvKVGSg\n", + "6pHxxvVAShrtCSbtkq9vaJ89E8/khicyy5iec+ONPSERCH3fGvqLeZHVsO428KEgDh4eWjem5Sec\n", + "u/tk3vIj4ryKpx+Nsu/jHPn0bPhXVWq/8l7XBR9vk8KzD+WFPV/aTsjHi0qk1n7oJeQDYsh5frtB\n", + "WKeU5+XIl5d8fjdMaUKugZsxfaie6qGvdZ7ctW46QX90EPr6YL53uM71kjz5eN0RudJlzx8XP8mu\n", + "5etkz4PX9uOQ1z+hLwAAAAAAAKQZoW10lpHa5MYLoe9Y8AtwHZdeeCXa1NF4zX++26lOY1m+7Llp\n", + "PzBplLL8PeKZNKFM9vYngjr5dk2+HGqwHyaZFAh9L8qnW6/LPxn/Zm66JaeuPpBT39XIfDu4/fR8\n", + "t72wTaTQ98VDWafBa8h2Ms3tXDKW73cWlOY7D6SmskZ+Zyz7u613pcZY1vSR81yhPX2b5OAy43Gk\n", + "UNcOhf17DU8h2ptkrvHGtbTqpT3BwA53ZyxrkKOubLalvMGY9kgqnNOeEIS+b41x/2K2GuOTGvpO\n", + "d+4ekMzsDbI8+3t5Yk9y0A+UH//gJH2vpffBCflyeY58fskOiMcS+oZAEPY2IPSNj+i1Ol6odR9C\n", + "3zuGm+RK8QaZt/yA3LcnJUzU9yUDQl8AAAAAAABIM7xtdJMNoe9Y8AtwNd/IvzMsQ8Ovpesloa9m\n", + "AKe3rvGGvp2nZeuaSQxlJ3v7U5CUCH11W98+cvfGNQiEuDVS4x6v1Tf07Td77+p2Dj4N2c5wixzU\n", + "AHfBVakKdGszsJ873uGdm7+rMrZh9Ur28lp+Kr5kzKuWU1N+yNFu2bjSePMqDv5iaix7IDPWP5RM\n", + "4w0tGAa/lIpCY7kvmwJv9AONTZKdUy8z9c0v64Fk7m8zvx1jYYW788/0SUvVY5mTZSxT2CIDYaHv\n", + "a2ksf2hs44HxZqt95Y3HF+zl7e3OLWy2exxbPZCzr/VIxY4G+3kbJPtMj7Fdm+FeqSh55Fq/QZaW\n", + "dQTnKy975KixvhVs18uszx5Juf3dAPOYPguu69l2uhH1F7N+QNggBx/UyZ68PFlg9+b6dH+d3VP0\n", + "Jzm4Zp05fcHydbLk43XypR0mvnh8Qgo+tr+1tmSz7Kpx9ULV5/zqlmv4TqtxX4OVj8t+ktv7N1vP\n", + "tShPPi65HngtGitKoS770tifNXnmts0PLyHH0HKpWJbbw4J699fg5UMp37ohwvbTkVdyZauGuHWy\n", + "LztPdj2wJ9v4faBsKdsQDLDGEvqGnmczCPtBrpSM8XpJr9w+tMN1jbz1YdbBD8Z7iHEdl+gy5nOG\n", + "h3pRa6ztjBQY58OcZ5iZd0Ruu76zkj5ECTPDXrudrmuRI0u2npCHgWMOCX3N1+B1eXLWPsdhy6cb\n", + "Uc6TcV7OrTNeB2VN9mMDs+6L5ZJ5vFadXnlm1IxdTws+Lpbyx8/NRZWw0NfzPhJ+7vxrWIl2jdIM\n", + "3/eO664602uiPzfJOftcBd6Lopy/3pp9wfcGU32O6O9FU+q8AgAAAAAAwJQkVujbafw97NzmKLRd\n", + "IubfvcON8oPzd/aSDVLww3U5uC707+gjcumHyO1Aw8+qpNBp//V7jpC/5Res+d4aDTDkb/QXxuPM\n", + "5SVyJY3yErONP9SiPmnsH5SjJY+kvH16hL6dNd/K1tw1smaNYe4m+TbQ1npfyjblS645PV/y8/Pl\n", + "q9JS2ZSfay6bazzOz/9KKu3FBxrKZXeBNW/NmgLZXd4QJTsZkLpDW61tm9svkK8qnxlPWRZx+7qf\n", + "m5z9LNgt5Q2urQ80SPnuAsnV/Qwci/HzoTpj5k3Zs2a3nK455F3//jPPPhTsPu0Zrvl142XZs9U5\n", + "Hp1fLsGn1G1ukvJW+6FB5P1rlfJNxrLPnkmlsY86f5N7xQlgAkPfIRk07/VrOOwMxRcDJ/T94p74\n", + "dQjtr6w2t53rTmv9Ql97O39f/NieEIJfT9wxhr7Sd1eW+j7HQ1lnTP/rNXd9j2Fq8UZqi403r5VP\n", + "RF8eTlg7a3+7XNhhTN/RKlbk3iY5xhvc7LIe85G0N8t843FG0TOpuNEm1RcazR7DM43lrVK3tjPz\n", + "sweSoeFpWZMcvaHDN7pD3zfScsYKfLOv2S+Q5mcyx9jOfOP5G/sHpP5Gk2w03n2tfbBCX10+q6xV\n", + "qm+0SmnRA+ONVwNj54sBQ1Jd9th4rh5pMdavK9Pt1xvznSGpjedfr2/WDZJ/wdhvYxtHS5rFfOu2\n", + "j2luSZv13BceS4bxeGmV+xdxGhHWeO7Gamif93GJXOqyX9t916VwuTtc9Alb+s7I50s2y8Fn1jrD\n", + "XVVSsHxdcB19zuwN8nHeCXni+mKHGawsWieFNb3WfWONDywH83Iks8T5xoWGMxtk+ZptxrZd77zu\n", + "Y3j2vSx3f7AY7pQnXc61scKfT8vs+9IOt8m5rXmu7achxrn+dFGxXDEO6MmhDcaxWK9QB78PlDoc\n", + "97xie7nxhr6e6xV6PiNcL3klLQ8eSq997YcfH5Hlrn3Q7WrP5Y+/uh5YJmxfotZYoxmA635ZvJLO\n", + "Z23B4D+t8Hl9OYRcj/sl6yRTz5n5qFfu7zeuz7oz9mOf0Nf4gB54LRhLXfnKqIvA8ulGlPOk2PVi\n", + "HX+TOTpBQbXzvqDnxnifc70f9dYYf6As2ibn7PcRb+hrv48c+sk+V6/kSZkxP+S1EV7Dsa5RmuH3\n", + "3jF8RQq0zsxvduk1yZPl2ZuD7xEmsc9f+LajvxdNqfMKAAAAAAAAU5Kooe+DA56gtPfBEePv4mC7\n", + "RPS/e18Z285zzX9t/J29zQxnPX9Hh7QDhf3t3PdQ7rc57Xe9cmmre3+tv+XN5zA38Eo6u+w1XX+j\n", + "v7h7QJYH2l/SB78A1+20CH3vl0p+/m653Gq1tb7urZE9+bmyp8YdWIb09G0tl02hPXE7K2Xrmk1S\n", + "dt+uj1eN5nqbyp9Zj0N4Vb1b1mwqk0Y7eng98EyeOcGc3/bN/dwjTrNv7/1DxjJbA4Hw/dJcKTjU\n", + "YLwKlNfScKhAckudMek0oF1jPF+5/XyvpbFskxW+HrpvvRZeO/vrCmN7G+R+oG27Vy7vds8PCX2j\n", + "7p+eQ2P/CjYZ57XX3seJZQJDXzv8NIx7mGM7eP3dd66eN26M+fON+X9f/NSeYOAX+l6tMad5wmEP\n", + "D6x92/STDNpTxhz6SrecWqPHd11u21NMjP3R+wOvOG9fwSnO0DW9r2+DlGoO298iS403Mg1Juy48\n", + "NKY3Wo2z9pDPTnhat1/D1kdS4fpWUGOZDv/sDAlth7thw0EHQ9+BO41mqKq9gQPcbzRD2vnlfufe\n", + "vtdwIIhW/Ka5scLq+WfsnbCPI/NCeJBrHZN9vCZDVvC9vtnVgzmNsH/pe3Ua262G9tAPJN4PKeFh\n", + "iwYeSw557vQst4tzgtPM59xh97ILYgYr7oZ/5fH3siQwXKgVznwZCGts3AGAuXyEb5NpkPCx/S00\n", + "B71Pbei0NKL37DaZt/WK9YHNFQA7eK+V8YHswffGMutk2137F9V4Q99ErlcY3kDS3O7Hofdo9u5L\n", + "9BrTexy7Q990xjru8NeobeD86zkslkuuay9dP5j1YE3znmPrNegX2AX/oEgv/M+T+72r95LxB0/e\n", + "D1Jr1M4C4zUT/NRg1an7PUxfK/rHzef2PWTNmnRCX/1iSdhrxqo554st/jUc6xqlGSHvHcMvm4xz\n", + "tk7mGefYqknrmizZH/LuGsf5G1voO8XOKwAAAAAAAExJooW+Oq+g2t1hwrqdnjUtxt+9zhewPZv+\n", + "SXYtD/k7eoztQLHbQmycv9GNv+W1zbHwVqx2wNTDL8B1O/VD31dS7QkyLcxAdmul/cWA+ELfxrIC\n", + "WeO98a9OlPzcUt/bgYWGvh58tn9zzxrZHfJaOW3slzXNZx9v7jFDXuvIrNDXM/9ZuRSs2S3uTbaW\n", + "bwo/Bhfe+d7QN579y4/jBsA7duyQn/3sZ77+9re/tZcKJ3LoO/zc6rXb1y+DVyc39I24/PBPkqvb\n", + "3OpqLPQJfTtP6tDLIUGwB3vf3CHumENfMc5DjRnw5l51molfy+2teswhQ1BPZdqbzB6uOpSzFQA/\n", + "kgt67PZ0DXpbzlj38zWny4DVWzYnONSzyZ1G800w/44+sMNd13DQFs70h+a2Z3zZHDK/TyrM3rv1\n", + "MjProeRc6JauwHWwA17P/YBDn2dAqg89krmf2cNO2zqhb9cZDbLtgNuDfUyudQKGHUOaEBLkeQlp\n", + "aLeJFfrq/NDwxdT5oBDhOT0fJhw8PcdCgisHz/aey8ND22TBkjz5+KsTUhv4hpqB+QHHZ78ifWhJ\n", + "ebRHq/vcd8oPxgfCT88G371Cr0VmXon88MAVho439E3kehkfFe6fLZFPP86TTHNYcB06Jric73ZD\n", + "9iVWjb14/L18vkSHmimR8ltNrl6G6Yb/a9DEfT3M6+hzPgLnNeRa+L4GNXjLkW137YdpRZTzFMD6\n", + "Vuo8/aPI84UT/zp194j31KTvufO+L/rWcMxrlGaEHs+SDfL5/uvSGXixRbgmcZy/MYW+U+28AgAA\n", + "AAAAwJTEty3LbDuw/uYNm2do/p0c6+/esL+hlSh/RwfwtgMNd12XPes2yJLleeYt/MxhoGO0hZjo\n", + "vI83y6fLcyRzf3qOpujb1u9y6oe+PmGp4gld4wt9NfQMH7I4fAjkIJ1SvUeHOi6Qrw5dloZeV/ob\n", + "tn1rH5xhlt06z1mnPX3Lgh2FNIQOhqw+++FzDKGh7+vWGjn0lbGd3FzRoa3NYaN9Q99Y+xfhPEfA\n", + "L/iNFvgqkUPfSL17p3Ho62znP256YPUYHn5g7l/g8bSgR0o0JC1pt4Z6Nu+9G5w+u6zdup9vYPoE\n", + "hL7GcnPXPzR73QZ64QZ4IwPNrVJU+MAMbmeud7YRK/QdMvZfA+MGyb/RJwPD2ivZWifu0DfnmdT1\n", + "v5QBty/9+xCnPNF+aUdotPc0zvss453vQ4TnnJjQ12a4SWp/KDHvhbHc+MBh5hBRjzUNuXtAMv0+\n", + "9LmOMea18P1g6BD9A2Lk6+V8S9D/eplD0mytkpZAOORdLt7QN+pxmbySllsnpNBYb172Ebmflsmv\n", + "/2vQxH09ol5HhdDXPL5sfY1sloOe0nmboW+0a5RmxDyeCNckjvMXvu0o70VT7bwCAAAAAADAlCRy\n", + "W1aMNo1Yf/f6zo/yd3QAbQeyR93S22It2ix7HgRvzxRPW4iJztO2lgfXZdvyDbIvwl04Uxl3cOsn\n", + "oa/5YJJCX4vXvQ1y+dBWyV+TL19dtheMEPpGDU0H6uTb/DWBew8X7K6U4MDSCYS+9nDVh+4Hh2OO\n", + "3NM31v6NLfRV3MFvrMBX8Ya+w/12797n4wx9W+K7v68dvHqGb3ZjzE+d4Z2V1/JT8SXjua5KlfHO\n", + "5/T8XXdjMkbeTl3MoY1zHknWZ94Q1pxeaEw33twC9/M1iHt450ihb7H+Inxlh7QPjXWce+66eRMI\n", + "aa1t2qGvZ7hlJwjW7fk8Z+MzmW3MDxyTPXx01jV3V3wL65geSnloBp2uRPulHeFDh/dDSvgyem/Z\n", + "wJDDfkR4TvPDRHbIdA02PcMFxxn6OphDHtsffMyhSKbKkJ+v5MrWHFkeMsSxFboaH7Ds32Yxw9Go\n", + "Hxyjf0D0vV5hwzuHXi+fmrI/WI4l9I1ZYx46zR7QoXWcHvi/Bk3c18O87uuifLD2CX2N637Ffmhi\n", + "vlbSe3jnaNf4od7z2qirTr1fr+f9Qs+NsW6N/dDEqhnf4Z19XzPewNy3hmNeozQjZtga4ZrEcf7C\n", + "lwnZ1phqHwAAAAAAACD5RG6js9r4Qm9jFiDW373m/ND2N+vvbM/f0aHtQOZ6djtQSJufcr8kL9i2\n", + "oe19kdoAXOsO390nmcv3ye00a3v1C3DdTod7+vqFtdbQy6ftnCy+0Nd3aGQd3nnNt2J1rYhBXank\n", + "OsMxh23fGoY639WTN4y6b2XN7mpjST8SCH09w0Nb6H2D/UPfWPs39tBX0eA3nsBX8YS+To9Z8761\n", + "4wp977h+jtLr1w5e/3rNXfHLzvorq81teMJcv9C3756sMKb9fXGEd707N+TvQ/clodDX4NEt+Z25\n", + "T/3W0M5/uiHpOWBB4ljDOuub2AMpcdfuHSsknWlM3+gekry92Ryeeeb6J1Jxo02qLzTKXH28o9Xu\n", + "DRwr9LW72r5sl/yVruXuN0nOmVapa34pA909Ur7DDpfNYrIDXsPMQ61SfaNVSs2hoB9I/h3tjfvS\n", + "6pG87KGUNAxIS2Or5BvPZd4jOBBk90hJji7TIPkXjP02tnG05Ilc6DZmOceU0yjlDX0y0NxtHNcz\n", + "Kbnh3NQ8zfD5pR7Ev9He+yGl1xwy9eMy1/25zRBvnRRUO8PqvpYXXQ/liRMmRXhOMygx1tN7sZrr\n", + "DTfKwbwcySxxXmljD3177x6Q5cude2taw7u6e5kOv2yTh8/S8N6v9gezH3wCutvGh7LMEuvX6KSH\n", + "vj7XKxhE+10v616py/c/tNdps+4DOsbQN2aNuemrk13Z62RPWoZCEYIzJeR6aA/qeXnfy/0++8tI\n", + "w8/lyTPn/PiFvjnyqfEhxJrfK1e+MtZfd8a+T0e6EeU8KcYfJ8v1Xt/mF5CemzUYfM+yQt95eSfk\n", + "iXUypFeDYVcA7q1J633k4/0/2efqlTwpM+ZnB+8N7l/Dsa5RmpFo6BvH+RtT6Gswpc4rAAAAAAAA\n", + "TEmittE90NH8Nsu+QE/bV/LiWWOg/TL6371WaJz51XX77+zX0nmp2Bwd0PN3tF870NYrYqYvZqhb\n", + "LJfsdpDeB9/Lp+7hnfXvcm3zK7klveYGXhv712Y9n+dv9OfGca4zv3QfqYteKuIObv2cDqGv3C+V\n", + "/NzdcrnVqrHXvTWyJ1/vRetkHr1SuVWD4WC/Wem1esG6J7l7xpq8ajSDzuCQy51yeXe+fFXpDZgt\n", + "Xkvr6a9kzVeXrdry277upzGtLNDz9pUMGK+VZ07Kaz6/d2jlYG/fBEJfM7A2zot9OL33y6zt+4a+\n", + "BlH3L7HQdyx4Qt/+O3ekcMd1w3vS/PSe/fMduX0nws9PH8pB8+frcu5pi5yzfz5456HrZ/tM+OGE\n", + "vgsuybobIbHvi4ey7k86L+R+uX6hr/H2cXur9sCtkoNPQ4fXbZPv1+h2rnp7LnXeNZ/7P7qHjg4Q\n", + "JfQ13roOrtD1rpvBdsSgeSrT3yJL9U1s5RPvNzOGWyXbfHNrDG8Abm6VHDtUnZH1QDL3t7l64MYZ\n", + "+hoM3W+UDGMbc7QncXOTZLruxzsr55GU3Hde2fZQzYda5eiOBvt5GyT7gqse21sk21hf19V7Ahfd\n", + "H5ALO7y9l6W/Q0oK7fXN52iUame2HtN6a1hpc95nD2Xjfc9NItMH+5d+qNaHAv9G+9APKcOPT5j3\n", + "T9X1nPvJDj+rksI1eYHtLcjeIT84b9AhDfYOVlDyg1wp2SwLzPXy5OOS667XYhyhr/Eh5ePlweNY\n", + "kF1sPK/9gUgZbpRzXznbN9T7UJ6N8u2gFKX37LbIPV3tHs1XjJmTHfp+fvbh2K9X2xkp+Ng5/5tl\n", + "V81D+WHdGENfg8g19lD2GdPd17jAuMa+5yrl8X8NmoS9jnrl9qEd1j1XzOPOk0/1w7g5zyf0XXNE\n", + "Lv1QHFh+ydYT8jBN38ac8+TUQkDz/OiwznlSWPPcXtbgpfUtWGuYZ+vc7Kk+EajLBR8XS/nj4PJh\n", + "NWm8j/ywdUOgxpas+15uu85dpNA3+jVKMxIOfQ1inL+xhr5T6rwCAAAAAADAlCRWG13v3e/lc6e9\n", + "zDAz74DcDmQaMf7ufflQyp2/s415nx96KJeKvX9HZ5Zcl4cR24Gey+39wfZSc17NATO8DeB+DsMF\n", + "zpe3Q/9Gf3lLCpevM57b1Q6T4mj7fjSnRehr0Ft3SLbq/Wo11MzdJHuq3Wmr5rflgflbK7UF+JU0\n", + "lm+VXDNc3SrmJIPXjZWyuyDXDl0L5KuyOrsDoNIo5QVrAvfZ7a3eY90j11x2jeRuPSR1gcL2335v\n", + "XZl8ZWwjuE6p3NR1Bqpld+5XctoOrk1e98rl3Wtk02ldOYHQ19jzukOb7H3QALlcGmpKJTdS6GsQ\n", + "cf/eduj71rFD36Wbrso/Gf9mbrolp64+kKqTNTJ/YYQw2Df0NXjxUAqXWeus2HFHqsztXJcV9rSw\n", + "7Ui3nPtC512U+cX3pMZY/tT5h3aP42ihrwR6IOt2i6dbN9+0wRnKORgYQ3oQOSgBgAklLDSbzkT4\n", + "cgIAAAAAAAAAAEx5/ALcRIQko0Mx7/Hcv83kWXmBz32GpyYpEfrqEMuDj+7KujWX5D+bYepFeXdF\n", + "jXz/k0//jEihrzLcITXfXJUPzMDY8oMvbkjV09DA1+bFYzn4RVXwOb+4Z4e80UNf6bsrS3WdFbek\n", + "2Z4EqQahb7pC6AvwliD0dUHoCwAAAAAAAAAwXfELcBMRkkzDIcnP3yM1rmjxdetl2Z2fL6X37QlT\n", + "nJQJfdOKp7fkAw2Uv6OpPHUh9E1XCH0B3hKEvi4IfQEAAAAAAAAApit+AW4iQvJ5Vr1HNuWukdz8\n", + "fHNI5tyC3VLu3F94GkDomwA/FVv3D/5+evQGBwAAAAAAAAAAAAAAmJL4BbiJCJBsCH3HSt89WWHs\n", + "83/c9JMM2pMAAAAAAAAAAAAAAAAAAJIFoW88tD6WqqsPpOpkjcw37xdcLafo5QsAAAAAAAAAAAAA\n", + "AAAAKQChbzzcuS7/2djPvzZ8d1WNVD0dsmcAAAAAAAAAAAAAAAAAACSX5Ia+AAAAAAAAAAAAAAAA\n", + "AAAwLgh9AQAAAAAAAAAAAAAAAADSGEJfAAAAAAAAAAAAAAAAAIA0htAXAAAAAAAAAAAAAAAAACCN\n", + "IfQFAAAAAAAAAAAAAAAAAEhjCH0BAAAAAAAAAAAAAAAAANIYQl8AAAAAAAAAAAAAAAAAgDSG0BcA\n", + "AAAAAAAAAAAAAAAAII0h9AUAAAAAAAAAAAAAAAAASGMIfQEAAAAAAAAAAAAAAAAA0hhCXwAAAAAA\n", + "AAAAAAAAAACANOZnV69elWQZL37rIo5FP74oPIiT6PDwsIyOjtpn22LGsnocg37nEAAAAAAAAAAA\n", + "AAAAIJSk9fSNFMT5ocsODAwgJiShb3Ls7+83Q0s3fsEmRtbvHAIAAAAAAAAAAAAAAIRC6ItTXkLf\n", + "5NjV1SVDQ0P22bbwCzYxsn7nEAAAAAAAAAAAAAAAIBRCX5zyEvomR0Lf8UvoCwAAAAAAAAAAAAAA\n", + "8UDoi1NeQt/kOHGh7yOZneM3fepL6AsAAAAAAAAAAAAAAPFA6ItTXr9aGx0d9Q0qo3qv317b4EWr\n", + "HPVbBgN2dnbK4OCgea4V/dcv2Izl0mtDMjQ8JOU7/OdPZUPPIQAAAAAAAAAAAAAAgB+EvjjlJfRN\n", + "jhMR+pqBr7m2wTQMfgl9AQAAAAAAAAAAAAAgHtI09L0iGxblyLxFX8tlz3TEcAl9k+N4Q19P4Osw\n", + "zYJfQl8AAAAAAAAAAAAAAIgHQl+c8qZE6HuhQ17pev3N8p1r+q1ukVdNNwM/exjskArzOfvl1tf2\n", + "OoebpdeY8ryxOrCNH1vfmNv9xn4c8OvrcrfjlfW8Jm/kVXejHNR5zv44DL6QJzcuWuuZ84blyQXd\n", + "TqN02YtYDMvzjqdy0tmfKI4n9A0GviMy8HLE9a9BvMFv2UsZMI65tsx6XN5urd5y45lnuY0Nxvkz\n", + "GGho9yxnYTxvc69kO/cUXt8mFe1vXL2P30jjjTaZ62zPfE4XL4el9kKTMa9PGu1JHl6+lI3Ouj4S\n", + "+gIAAAAAAAAAAAAAQDzECH1fy1D/SxkIOGhPHz/JDH0bjh+Xqz7TcWqaUqGvQW+9Ha4ahoW+3Y3B\n", + "dVQz5H0jTTXW463OPgRC3uvyxHhZvmq67l2v8KY5XQb75e7lavnu8Hk5ePa+3LpxzZrvCna3Hr4m\n", + "tR3DxsK9cjVknhP6dt0zfv7a2Mblp9Kl2zWO/7jn+cJNPPRtk2rzMEek8VqTHcpqeNsk5e1W8Nt1\n", + "v81nvRAjhL7S3S+ZgeU6pG54RIaMw/eEvu19xs+NsvSMFeJaQXGTXNBr9HJIKsqbZemOZim6MWTN\n", + "v6PBrvc5ZxcZNdKs+z4opYHnc28/OC2ShL4AAAAAAAAAAAAAABAPMULfdskPCSHmn+mz542PZIW+\n", + "DccL6SE8zRx76HtNfqx/KndDbXX1jX3dLw99lvmxwm97hmaQ2i9PmoaNdXvlqt1TNmboW1gtD18E\n", + "l7naYfzc0SvP5YXcPWzMDwmFA97Q/sCv5GHU/XGCXeexvXyk0NdZ93KXvNbnvOya5uN4evrOyGmX\n", + "UrOHrNMT1wlvm4zp7TI7dHk/fULfgeZB43iGpaLIXqb8lQwNv5I6nRcW+uoy7VL70p5nbm9E6i88\n", + "sudZljSOBHvshjyn9fi1VO8PLk/oCwAAAAAAAAAAAAAAE82YQ98Zyx5IZnGj5JdEs8V/KFMXkxX6\n", + "NhzfKiuPP/BMC87TwDeVhoVuk9vnL8rtHr95KejTKjl2pcl/Xgo79tA3dEjj+HEPu+zRDn1vfX1f\n", + "ml6LvG69L1uN6WGhrxs7AK7QoNjs2Wut23bD6sXbde+EHe7aPXRdmuvo8NAh0wO6g92vz8uPrRpG\n", + "d8nZ0Hl+oa/vtHDHFfq69Ia+Y9Av9G3oNnvrttyxhnjWwHaoscOeFxr6PpLMsufmsZo9fa/poM7D\n", + "UuEM9exoTh+Scv3Z/Zw5z4ztG/s+/EqKXMsT+gIAAAAAAAAAAAAAwESTQOgbj41Sa28hEpMR+gZD\n", + "3Zyw4DfaPMtHcmS1Nd9x4ertsuvyE59lJ8oa2bxorey66zdvkn1UJll6nLmnpDna/NVl0mBPa9Rz\n", + "WHDWf/kUNqVCX+PnrTd65bUZqp6Io6evoRnsGusGgmP7Pr4dD1yBsHcdb+jrPh5rH6z9cfG6X+6e\n", + "PWGtP6VD33bJvGOcm+4ByVzWI/X2/LDQ14Xe03epbi/u0NfF8JBUHPL2DCb0BQAAAAAAAAAAAACA\n", + "iWbKhL7uUNfRCXdjB76qFfpuuOI87pSGyyWybNFa2XbLvdwUUUPdVVtl5fIC2VMfPv/+/gJZtqrA\n", + "E/qmq2MPfeMY3nmwV+p9lqm9cN5ne4au0PeLwvNWwPuiVR7GE/p+rSHrsLR1vAgGvBoEG/vQZkzy\n", + "C5qte/++kvoy13Rzmjv0tYJdK4R+EVw2Rui7tUaHd3bmRzZVQ98ZRQPSokMu3xk0TsdzyXHPs3/2\n", + "DWXN7cU/vPPsC4MyZJynCzuCy6qEvgAAAAAAAAAAAAAAMNFMidDXG+rek/uux8tWF7jmRQp81dDQ\n", + "1/J8UY5kHX9k/qzPk2Vso6FypyxeYmzTCUQ77siRwgJZYD5PnmQVV0mjub7u51rZE9KT9/b+tTKv\n", + "6Io9v1COPArOa7xcIiuXW/s7b0mhbPP0NA5fPmy/H52S/FV5gWNemHtArna4l3eW0568X8seY18W\n", + "778XMr9Gti3fKsdOfe0Jfc3zbO63PtZ9+VrO17ueb0mB5FdGPsfd9WdlQ26efZ5yZHFhmdz227cJ\n", + "duyhbwTN0NTmRasc9Vsmkp7Q17BM78VrETP0te/rqwQCXjMIViKEr/Yw0jLYJbVnL8quwgr5ztxI\n", + "eOhrhdBvzGM6HjbPFfruuygna1qlV4enNvbzO/fz+Ziyoe+yZ+YQz0rX/daQedFC2SZrvZdDUlHe\n", + "LEt3NEvRjSGzZ2/LHev+w97nfGZsayQQLDvbIfQFAAAAAAAAAAAAAICJJu1D328j9OIN7fkbPfBV\n", + "/ULfTqks1HWt4FW3uXBVgWQVVUlz4D68T+RkvrHMwXvSrY97HsnJwjxZWHzTnH+1OC8kVL0ne1bk\n", + "ybbr+nNIiHtrnyxcvlMqn/aYj7tbqmTD8jzZcLnNXjdW6Gtse5Uu79x3t1Ma6x9Je2BZl3boe7n+\n", + "sCxbvk+uuuddN/aj8KJ0X4kV+ubIgtzDUttize82tpW1aKuctB+H2XJHah912o+bzHPrBOqTaUqG\n", + "vobHG62ewxHv6eu6J685XLMn4D0v9ebuhN/PN2DZA3nSr+s5vJHXxjbD79treLhRul5rqHzNN/QN\n", + "8HpYepseyNGv7fWiONbQt+jOkDS2h9vy0lxdBrr9518o999e5NC3XjJv6Hl5LdUl4fOihrI5bVLR\n", + "/kZ0QGeT4TfSeKNN5jrzQ55zRlGfNBpP5YTLKqEvAAAAAAAAAAAAAABMNGke+kYPdZ3gN3bgq4aE\n", + "vj1tcv/8TlnoClnN7a04ILfd62l4uuKwd9r1EmM5e5oGqO75dw/L4kDI6g5xO+W8TwjabezDvHzn\n", + "vrtxhL4r3KFvFJ3Qd+CJHMvNkfzLThhr7Yf5OI7Q1xuS+wXnkfVub/JMidB3GjrW0NcMQxOg8Zr/\n", + "9qaChL4AAAAAAAAAAAAAABAPUyL0jRbqNtTHE/iqVmDpbFOHaV6Wf0DO271uVd+QUoNR174Ede43\n", + "fFO2LQ8O8axDOzu9gL0hboTANBDO6uNYoe+AtN89LKuX5MiC1V/LkSsPrN7Hfrq221y5VeZpz16d\n", + "3nJKVjuhdMzQN/q+hNr9tEp25RfI4uV5snjFWmuIbELfKSuh7/gl9AUAAAAAAAAAAAAAgHhI+9A3\n", + "vl688Ri7l2rE0NcVjPqpQa81xLP2xHXf43ciQt8H8u2q0PU6peFKmWwwtjdv1QGpDQxF7dK93Z6L\n", + "kr9oqxxrGZDmU1uDofREhr4aJhvL77rVFAii6ek7tR1r6Hu0eUSGhsdufZX/9qaChL4AAAAAAAAA\n", + "AAAAABAPaX9PXysMnQgTDH31nriLdkqlX7DqqMvoEM86tPOqw3I/MM8bnF4uijC8c+5xafRZ3tQM\n", + "bCPttzV0s+88T5jsPPdF2bOqQPbU28tMZOjrE47XFuelV+iLY3KsoS+GS+gLAAAAAAAAAAAAAADx\n", + "QOgbMMHQd+CJnMzPkYWFZ6XBDn67Ox7J7Xr3fXXvyZ5Va2V1/lpZZvb4daaHBKe39snC5TvlpD2k\n", + "dHdLlWxYniP559vs5a19XHnwnt1btklqS4x9ihT6ttTINuN5dwV6FrsMCX3New/rOc117h9sOJGh\n", + "rwbeGo63WI+bbx2WlYHhnY1zWGicn1N24P3olKxesV2O2dtuOLVdFhvnN7BfY5TQNzkS+o5fQl8A\n", + "AAAAAAAAAAAAAIiHKXFP37HrFxYnGvoa9tyTk0WFssDZ/pICWX3KHe7a64aFpOHBafP1A7JyubOd\n", + "QtlwPmT46kenJH9VXuB58ivvSGWhs993ZM/qPM9+5Bv74Xtf39DQ1wymc2R1pSusnsjQd6BNrpYE\n", + "z9HiwjK5fXmfLDS3d88conphyR1r2bsHZOGiAvnW7nF8u2StzFtV5uohPTYJfZMjoe/4JfQFAAAA\n", + "AAAAAAAAAIB4iBH6Th6pF/riVDVSrfkFlThxdnV1ydDQkH22LfyCTYys3zkEAAAAAAAAAAAAAAAI\n", + "JU1DX8T4jVRrw8PD0t/fbwZrjtqzEsevnks9t3qO3XDO4zfSOQQAAAAAAAAAAAAAAAiF0BenvJFq\n", + "TYfM1UBNe1I66lC6OH71XOq5DR2WmHMev5HOIQAAAAAAAAAAAAAAQCiEvjjlHUutAQAAAAAAAAAA\n", + "AAAAAKQbhL445SX0BQAAAAAAAAAAAAAAgKkMoS9OeQl9AQAAAAAAAAAAAAAAYCrzMw3E0kG/MA8x\n", + "Hv3qCREREREREREREREREXGq+DO/kAwREREREREREREREREREdNDQl9ERERERERERERERERExDSW\n", + "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", + "REREREREREREREScVs5YVj8l7O7ulv7+fkJfRERERERERERERERERJxe+gWo6Whzc7MZ/BL6IiIi\n", + "IiIiIiIiIiIiIuK00i9ATUcbGxulq6uL0BcRERERERERERERERERp5d+AWo6SuiLiIiIiIiIiIiI\n", + "iIiIiNNSvwA1HSX0RURERERERERERERERMRpZ39/v2+Amo4+fvxYOjs7CX0RERERERERERERERER\n", + "cfpI6IuIiIiIiIiIiIiIiIiImMYS+iIiIiIiIiIiIiIiIiIiprHjC33bpfalSOM1v3lv3/QJfTuu\n", + "yIbVX8vlDp9509DLRTkyb1Hibrjiv9309oGcLCyQBeYxGrXimWfUjzk9T5YVlslt6mhCbThe6Kmv\n", + "rOOPfJdzdJZfefCedPvMn1idax+vobWTmjrnMNa5Rkxd78meosMT837cc0Uu3/KZjvHbUSXbiq9I\n", + "u9+8tLHN+HxUaHzGafOZhxif7dcPSNYS4/PAkkLZdT39a6nh5APfPwKj+fuT7b7bQkRERERERJyK\n", + "xgx9c9qkov2NDInDiAz0P5cicz6h79jVwHe5HcgsJ/hVCX1D7ZSrO9a6jjFS6GtbePEthI3Tx3hC\n", + "X3dI6V5+8oNfQt+k2/NIbtc3BR53P70iR0p2ysoVa2Wx7cqiMrn8tMe7XqrYck8q93v3Nyv/gFTe\n", + "beJ9ZBy2n99pveZWlIz793pt8drU+b326JSsdtVKwB1XpKFyu2QVV0mz33pJ9YEcybXeA1cef+Az\n", + "Px3UwNf5HKD1QPCLiXhTtjl/c6jL90mt73LpI6EvIiIiIiIiYnRjhb6lzSMiL19KyY5G4/EjySzu\n", + "kKPXuiXbnE/oOzbdgW+gAYbg1wl9/Rq5E52X3tbIZrs+Vh5/FDGIaa7cbtXQohK56jMfE3M8oa+a\n", + "WxkMBCdeJ/SNFebGu1xqmE6hr7OvKw9ekcpAKOPvgoKz0uizjeTYJrf3b7VHD4jgBASW09N7smeV\n", + "6zwu3ymVT/2Wi8Nb+2ShsY2U+b125WtvjTgWXpTbzntf/qkUqvPQ9/BCOfLIf7nU1R34OqZy8Nsp\n", + "tcZ7S9gXA2K5ep9c7fHbHk6cUzf0jSfI9QuICYARERERERFxqhs99I0V6lrzW+70Sr3xr8WIDDT3\n", + "ylLXctnXXklXYL7IQHu/5OfY868NibT3ydKqQRkw5w5JubneI8m/MWRPMxgeltoLTYFt+pnaoa9f\n", + "4BtohJnewS+hb6jB3pxRj+1RmSwzl0uPYC9dDA1xxxr6Tm5wSeibbEOvt+mSAllddFiOXT4le4q2\n", + "y2IdStOZt+qw3PbZzts1NETKk6zCA3LkvLG/O3ZaQ38G5u2U8wQxYzLQy9ftkq1ypH6svb2D4XFa\n", + "hb5qigS/7cb+amju2de0+owV2sP3UcjjVAx+H8mR1a7zHbdrZc9dv+3h2Lwi25Zvlfz9p6S2vi3s\n", + "i4JjH965Se5fPiuV1++lYC/+YJBL6IuIiIiIiIjob+yeviLSPRAMaT1aoa8GshcOaU/gepld0i8t\n", + "xqT6C8HlMst6pGS/NX/G+h6pH9Yg+ZH1WEPf4Tcy0P9SSorsaYazLwzK0PCQVJTotEeSbTwekNdS\n", + "vT+43VBTN/QNGdL5SIkdcJSUMdSzIaFvqPGHvlnmcoS+E2l6hb7BWonP1KyVtA59Vx2Q2paQ5Xru\n", + "ybGCYMi6eP897/y3bLc7CFtVIufDhp5uktr91nGtLKlJqV6bqW9IL1+PhbLnbvwhXcPBYG2lXehr\n", + "T0uVe+g6nw/S4T0laKQhnUOmX57M0SQSsVNuVx6QzTtKxqbxGTjsvRMTMPRzQJ4syy+RI5fvSOOY\n", + "v8DTKeft1466oKgq5Yb9T3R457GExYiIiIiIiIjpbMx7+u7okbp+7Wo7Il3NA8Hw1tQKfQca2l3T\n", + "6qW8PXyaW898DX3ltVzY4V7mkblMy51nrmltdq9i9zSvqRv6tlRZ4a4d7HoCDicQNuadn6aNX4S+\n", + "IfZclHzjuGL2ggmEvjulkp55E+ZYQ1xC3wRtuSf37S+6hIW+rnmpZljoa+h/39AH8m2g99t2OZm0\n", + "93dXKBl12OE2uX8rNXt2pbLeXr7G+b11SnI9o3qslc3xhHTG+/nKwDrpEfrer9weNmTvrus+20iC\n", + "6Rf6Rgp8/efnn38SMh+nr9E/ByxYtV02Hz/r2ws43NBtpd4XxQh9EREREREREaMbM/Q1fSSZZX1S\n", + "2/5G01/X8M3+wz97Q1/tpftcGl+OyNCwrW7DHfq+fCkbXesHehD7EC1MTu3hndM04HgbEvq67ZT7\n", + "gd5escLc4L3asg7eS7neGOmqX6g3FpMT+sZqmI13ubek68su0b4Ik4qjHzSf/zos6Fqce0BqfV6r\n", + "3ZeDgWD++c6w+W/FwJdDcmRZyU3eJyZUby/fwGv/6UXJDwl+cyv9vhjg+EiO5LqW1y+BpUrtRwp9\n", + "VxyQqy1N0hxie4p8ASm9Ql9voLvZdwhnY5kdKRz69rSF1UJMO5L0njgF7e54ILWnDkt+7tro921f\n", + "kicrCw/LsVsPIrxWU7+nb6IS+iIiIiIiIuJ0Mb7QN+jsQ8+lS0akrlwfxw59zWGaZVgulD2T2T7z\n", + "o4W+ke8l7G9qh74uw0Lfaa7TOJuoUyf0dYI5S//eg169AWWKBHppLqHvW9AZ/UD3aXnkIe/TfvQD\n", + "V+CatCGeXaFd0oLnKaqnl+/yfVLrnt9RI9tChn1eedz/yznNlVs9y62uTKFAL1LoG8FUqbH0CX2n\n", + "QOA78MT7pYW4LZA99X7bw/HZKY13q+TIju2yzHO/9nAX5u6UXcer5PZT9+s2te/pm6iEvoiIiIiI\n", + "iDhdHGvo6w1kY4e+GxveiLT3uea3SHV/rND3mVR0iww1drumxZbQN00l9HUk9E0FE319vp3X9RQJ\n", + "fVX3vc5DTdFevmOW0HcK6+3l6xvU9tyTb0PCsGXFNd773nY4w/nbri6TBvf8ZEvoO4lOhcBXJfRN\n", + "Df3D2u6nd+T88QOSn5sXoxdwgazeUSbn7z5Jy9698Q77TOiLiIiIiIiIU93ooW+HlN/plvxiu5du\n", + "zjPZeGfY7LlbUaTzY4e+mcbyMjwopet1XqPkm+vHCn2dHsJvpK6qVebqNOO5s8q7ZaP5vP4S+qap\n", + "TuMswzurDO+cbAl936J+we9UCXwNvcM7+wU6b0FX8Lyw5KbPMp1yfkfIcNVqSY3Psujo6eW76rDc\n", + "9lnG8oGcLHBCO/s6FFXZoUybVBYGp5shWLT7uCdDQt9J0h34RtrPdAh8bRMZ3rklnnvMYnzGOSyz\n", + "cZ3u3zolewq3ysKovYDzZHHuTtlz6qbc7+gJ304KSuiLiIiIiIiIaBkr9K3uf2OGtA5DL4ek4lCj\n", + "PT926Dsjp12qu0fstY3p7f1Sev91zNDXvBdw1SvpGrZXNBh6OSjlJaHLBSX0TVMJfUPscXp+rY0e\n", + "AATCnFjhMI7F9Ah9Q03T0Fd1B79pFvg219+TRp/plg/k29XO9dkuJ5M2VLW7R+p2qfQ5v+13D8tK\n", + "c77LwosEMlF0fv9oOLLhSqygs8kM1t3nd2HBKam9/LUsdE8r9gvlk+wUD32vHiyR80/9502qri9j\n", + "WK416sj9xRBv4LvhcpNrHmKooZ8N4vld3yPt9Tel8niJrF6V51o31BT83OAjwzcjIiIiIiIiWo59\n", + "eOfUldA3TSX0DTXYeBf12AKNxunRIJcuEvomQQ1+Vxv7lkaBb+P5nVZgl39cGkO/dNFzT465endm\n", + "7U9uT/zuK65w0fdeyU1SWRjS6E/oG9VA6Jt/Ks77XrbJ1eIC7zl2q9clFet/ioe+1nIFsvnyW+5F\n", + "G/j9vV02uIZ4toLfdAt8O+V25QHZvKNkbJacktt8YW2CjLOnbzR7nsjty2WyOb8gZBjo1P+MGdrL\n", + "l+AXERERERERp7OEvpOkEwAl6nQKhBMNdqPNS28JfZNpaoe+ocYb5iY/9J1a74mPQu5hmSdZhQfk\n", + "yPlTsqdouyx2D5uZe1huJz3M8w4lqy7OLzH296wcKdkpWX7DfBL6RtUJC8c2HHOP3D++1fe+mkkb\n", + "/juWaR76jsVlO6qi9NyfYD2/v92vz7WStTqdAl/VeD8MjGowFmOMZoJj1P+evpFsv37Aeu9fUii7\n", + "roe+/3SavYCP7d8pK5eXEPoiIiIiIiIippGEvpMkoW/8EvqGWiOb7TpYeTxy76Pmyu3mMvMWlchV\n", + "n/mYmIS+k+PUe08Mv1drqIuLTsn9lOm92Sa39/sHjo4Lcg/I+fP7ZJk+JvSNqv7+WVh0JaFz1GC8\n", + "d7uHdZ6Xe1wafJZLCadb6Pu2ep6GfWkr9IsZ6TSkc6fUGu8tYfcFj2VuiVxO2rD3092bss19P/3l\n", + "+6TWd7n0kNAXERERERERMSih7yRJ6Bu/iTTOup16oW+nXPXc/zE0qAv2BDYlnJlQ0+u1G1ILMSX0\n", + "nWi7H12RIzu2S1YgzCiQ1TvK5Hx9igY2LfekUntvufe36LAcu/Uo8D7S3dEkzR094etiwMtFW+XY\n", + "OAKr5sslstis7bH2Fn7LPjolqwO1Esvt8u3d1Ah949X6/JHM4Z395B6+ONkS+iIiIiIiIiJOVQl9\n", + "J0lC3/gl9PXzgZwsdO6rFin0zZNlhWUpMHTs1JLQd3LkPRGnkrXXa3ynj8X2u4clt+Sm7zx8O149\n", + "WCLnn/rPm1Qjhr4Evvh2jD68c3pJ6IuIiIiIiIgYlNAXERERERERERERERERETGNJfRFRERERERE\n", + "RERERERERExz/QLUdLSxsVG6uroIfRERERERERERERERERFxetnd3S3Nzc1maOqovWbTSd1nPQY9\n", + "FkJfRERERERERERERERERJxW6hDPGpZqL1lHHSY5ndR91mPQYyH0RURERERERERERERERERMYwl9\n", + "ERERERERERERERERERHTWEJfRERERERERERERERERMQ0No7Q94psWFQoRx45P+fIvPxT0uxa5v7+\n", + "AplnTN9wxXp8uchYRpdTlxTKtstP7GXb5PbxnbJsid8873oLlm+VXdfbjOn2c4boPJeld5kFq7bL\n", + "Ltd2TR+VSZYxb+UpZ/ojObLau0016/gje761zYXFNfbj8ajbKpA99a5p1/fJwhWH5bY5L+T8Bvxa\n", + "Ll8vkXnmctZ6t/ev9Txurtwq8wovSrf9WG04XhjcxpI8WVl0Sm53BOcHl9kqx1rsaVe+Dq4T0Hh+\n", + "Z52w85e45nN79vmJHMvNkfzznda8oivB5Vz7o9em0bNup1QWGvNc26otzpPF++/Z21Wt6+zUS0Pl\n", + "Tlls19+CVTul8qk1vf1umeSvyrOfK0+yiquk0d6GtR+F8q15jSy1Vr01OH1sv35AspxzaLxO99zq\n", + "CczzratVh+W+PV+96lwju6ac6ztvdZk0uJZLxO76s7JhdfA6LttxRdrNeU/kfPFWWejs94qdcuSu\n", + "vr/ovJD3j9Ulct6oi/bzO737fst4zS43XhM99uNE9DtmY9rKJVvlpHPOzGWM2jRes57XwJICyT9+\n", + "xz6e6O+lYetVPjCmh76/WI6rjs19db1PGOprw3kfjfXa8f6uKJDVJcHXnRrtdZm43vOwMPeAXLXf\n", + "Hz3nzdA6jpD6CPv9Eq22ppeh58/UrvFg3Ruvy8JT3te6PT/090uk17OnbgzNeuqokV3Osvp7b/9N\n", + "z+/FMetT29557v29J3tWGb/DLnfaj5/Iyfzg6yBaHbtfL6aB5431GWUchu1/m7Efa43POzcDj88X\n", + "Gefb/F3q87nEWCba74FEjPVeEe09L2Ldvc19tz+3BPV/bp3XeLlEVq4I1sPioovW+7p9XQLr2L8T\n", + "Y52bWO+j08nQWgi+h+vn7PheU7HPp3Vt3X8fRK5B1zaX75Or9uPEbZf9X9TLjGVef3+yXRpOPpAZ\n", + "O5qCyz5ulN8ve2TXXZPketaxp5vL1Mu7JS3B9QZ65PQ2XeaB7H8ced3W2sfy+79Y02Z+0iA7b/e6\n", + "toGIiIiIiIiIyTKB0HetLF7hCnXMxk6d5m2AchpRmi9/LQsXlZgNHWZAuVyDNquBrbu+TFYa29t8\n", + "3WooDVtv+T6pNX7Wx04jS7AB0K17H411bx32bFfVYDqrcKcsCwmgnFAwtNGn+/JOWWAsn79kp5wf\n", + "T8hjq0GX1YAa+jj0/AaPw7TnouQvcgIh3dc847yslT13rfnnjXO28ri3odzTANnzSCoL18q83OOu\n", + "Rna9ZoWSX1jg2SdTM/wNb+iOfP4SsOWUcX1c59X12L3vnuNwvHtYFgfqQs+Xng+jpsxtPZBvV+UY\n", + "1921vDv0Nc+l03DaI+31j6wvLxjPv9qol/zzj6yQoOeefJubIwt31JiPdT8Wr/CeQ61V/1qc6hq1\n", + "syJPNly2Qq3upw+kMfD68KurGtm23P2FB9fjaKFKInbo9dXr+MC+jk1y/6m1n7XFev0OS635Ouqx\n", + "35f8XndNZtgxz7j2Tu3kn9dtWCHO6krva23MRjhmrbEF5pdpjOc0vwBh7bf7NdBdf9hY19jPp7Hf\n", + "S8PXc4XK5vFOUP36HI/7fTzWa8e97EDLTdnjet3Fel2a6yRk+PV2wi73efNfPvz3S/Tamp6a59EV\n", + "eHjqRK+j8bpaXRkMJ3x/v0R5PXvqxla/ELWwqMoKz3qeSMPT4O//hIzy/uS3v93G786FxmPzC1nm\n", + "F0Ts31Mx6jjsWMKe1/8zynj0P99GnRufLbbdMo7leknwWELq3zLa74HEjPVeEes9z9mGp+7e4r7H\n", + "et9wbNc6MabvudVk10ObNLZY+xLt90PC76PTzPiuRfTXVKzzGe3vg/AaNNTPnsay+YXuL4aMVyv8\n", + "1bDXmRY79HVCXJe6zKf18ptPHgcD6Z5n8vHnxjRP6Bu6bqvsNNb79Mcu4+c+6XraLk/G+TpCRERE\n", + "RERExIkxgdD3a9mzvyDYQ0QbNwsPyx4nWDOmBRtMeqT5vBPePjHDDHdDr2r2XC2qCl+vMqSXnfnc\n", + "kYKK8MY193atoEnnaygVDEwt/Rp/rJ6nG660yXltpDk/AY00gZ69+tgdhIWeX+9xaGOLhk3mPmjj\n", + "sXEujxjHZu3vTWM7ocfj0+hlhp0FwV4iui/aKFV/WJa5eg2b+oa+0c5fIgZ79urj5lPB3sruffdv\n", + "vHMds9ZefpkcMa6RWRdm47oTADta19eqG103z+z16G4MNXsPh/ReN8Nl4zycN37W/cg6eNE49mDo\n", + "525wnV5a9ZhVclOaQxv4ItRVoGevs4zzuo4SqiSieR1zQ66jaY1sXpRnhhnBaVYv8WUHnR6w9uuu\n", + "p0kqXSGgE95c1iAvEIKMw4jH/MB8f1yZWygLjNeC1ZvX+xoIhrex30s96906IMvcX7KI+l46Rn2O\n", + "x91gHuu1417W1PW6i/W6DEwbs97rfVLrwK5P//ec8Pfl4LmOVVvu6dNH8zxGDH1vyi5Pr1j/3y+R\n", + "X88+dWNohoKrD0hty/h6bQaM+FqN9PvQ+WJIjevLIrHrOOxYwp53okPfyL/PzUBy1VZZqZ9PAtMj\n", + "fy7x/T2QoNHfK2K/56lhdfcW9z2e9w3nuSOOmBKh5qKfm+jvo4Fp08T4rsUYQl/Vcz6j/30QXoP2\n", + "Z1xjn9ovG3/XeEa5GY8TGPp+0Sh7t9XL2to+c1rr2Yfy2wONruX91u2SYxuM59/fQtiLiIiIiIiI\n", + "mGImFPpe1lDHbtS4WrxW8i/fcwVrVoOJM7yZDqFrDXXpDt+CuhtI3OvNW/W1OcRqcFl97vD1g/O8\n", + "jWuehhcNmuzGY53uHbLZp/Gn5ZSsXG4Pw6YhaISG57HpCit1m4FGodDz6zoH9jLWPt+Ubh1uVhuz\n", + "zLDT2KdHZbLM6U3k0jx2T6OX99xpCGc1Ouqx58k2d89Y3bfQRseo5y8xg8NSe+vCve/mz67z4a4v\n", + "bfzVBl+9brotM6S7bOx7aON6yPa7n1bJNh0CdEmhbDhlDZUbfr4MzcZX67rofLM+9Lzbw+7qPvjX\n", + "4jSw5aYcKSyQBYvWeoY9jFhXet7sENjTmGqeY1e9h16DMep7HU3D3x9U8/3GXN79utOhZ8tcw6G3\n", + "WUOIG9M3XJmAL39EOebmyu3GtLWyyxUgul8DOgypNZypt6Y9y7reMwLPYaz3rWe4Ye/7wbj0CSnc\n", + "1zjWa8dTD2rI6y7a69IzfUx632eXFQVr2HPeDK39DK+f4LmOVVve6dPF4Pmxp3nqPk9WH3SGKTeM\n", + "8PvF9/rbmuc3sD3n/DdJ7XFr+P7F+QdCPj8koE9tm0b7fXjX+Gyk++Q6dt/jcNWx/2vA/bzW692z\n", + "zHiM+vv8puxabux//lnX71Hv6yVwbBF+DySq7kvk94rY73l+j9/mvofXqt9ze48jWMf29fa8Tgzt\n", + "bUY/N5FqaLzvk+mpeS1c59D/PTz6ayrq+Yzx90F4DWpI7Hwe0v1wj5Q0HiOEvp5hmINDMVvBrWv6\n", + "F43WPtqh790fH8pMMzDulMNrH8jeB+6gN8K6LS2yf9sDmWlMW7z/mTyx9wMRERERERERk2tioa85\n", + "jKv2BDEem40f4Q1Z4Y0p0XpqWA1bgfW0x6b7Hpem+tzhjX7Bed4GLr23qzVEa6f5bXx3I5A31Axv\n", + "/NGhD73LT0zjmR6rNrDqcQZ7eoSeX5/n0l4Gq8rkyA6nV4H21NkpR45bvQc8yxqGNUCaPWCN7Woj\n", + "uNnr131shu5lw0LfWOcvQZ1hq2+VSZbTgGbo3vew47C1wm/jfOTaIbo2wq04LEeMax5ed/6Nxd1P\n", + "z0r+cquHXrSeWHqcuh/Wdjvl6g5rCNFK4xr61+I0suWm7DLOrfmajlpXxvvFCm301Pp2NXiGhRvj\n", + "M5GevtZ1jfC6c9QvExivv2Aj7jiMdMzm0KqFsuugt0ex/2sg9ntpcD3ryybeY9fjnaD6tY/H3aPM\n", + "/f4f67UT9rvCDDWs2wHEel0Gpo3Z4PXWL4xYw2pb8/zPd3h9BH+/xKot9/Tpo3ke3cGHq+51OOzg\n", + "vWMj/34Za0/foE1SW+JTO2PV97Ua6/ehdYuBDZeD68SqYz0WT6/wsOeNHlCNzej7r9dtofG7Vd/X\n", + "nZ7KMd8f3b8H/ObHafT3itjvec42wkPft7Pv8bxvOMfh6enrvt6+NRfr3ER/Hw1MmybGdy3GGPq6\n", + "zmesvw/CalC/JOtZfqJeyxPb07dBh3T+y0M5fc94vPaJPPEsH2Fdx5YW2WTsy+KzOtSzz3xERERE\n", + "REREfKsmGPpaDRvLVhXYvUTiCX3t3p3Lv5bz9vCL0e7pe1sbVlzDnFrPHXwOr+597Ancc9FsiDcD\n", + "T3eAbA8tHBhaMrTxxxoC2N2IH3o/3oTVxh9z6ET3N/1Dz6+3AclSgwXrXsrOcVwuWisLl4cPLad6\n", + "Gr16Hoh5T1+70dm8Bu4GaA1M3UO/hoa+Mc9folqNzytztZdusKeRe9/9G+8Mnx6XlSuM8xHo5azX\n", + "UM+Hd6hKS1dtmvd5bLOG1tMhRlfY9/81j3GtbLjs3GMv/J6+gfroqDLve6jn3r8Wp7pN0lhvn0Pj\n", + "55MFxjU8/iRmXWlD6TK91u4QJ0IDd8La1zFw70yjxpx7JVr3XS2T++b+RLunr4/6mvAECePQ95jb\n", + "zNez9R5j9SyOPtxw7PdS93rt+iUJz9DU0d5Lx+od2WUOmW6f8xZ9fQTfH2K9dtzv+d0t9r0TnUAw\n", + "xuvSXCYh3ddbv8AUDLj8z7d7+ZDfL8b86LU1PTXPY4TQ17pXrz18cLTfL1Fez36fMZqfPpB2+/3G\n", + "7DWfe3x8PTj9XqvR9td87P0sFFwnch2b+2oOS63L98j9g8a589zaIvQzyjiMtv/G8a5cYvUitXos\n", + "2z/7vj/6/x4Izh+7sd4rYr3nOduIHfpOzr5Hf98Iah2HcW4f2fttnPdlTp35/n6IfW6ivo9OM+O7\n", + "FtFfU5HPZ+y/D0JrUL8g5LkW2tPe8/pO1AkOfQf65PKOevmXzx/IHyu0NmOFvp3S8KBLusyfu+TY\n", + "Zt2XDtd8REREREREREyWCYe+2nioDW5WyOZt6PRrkLVsk9vHd8qyJda33YPDlfqs12M813J3g54+\n", + "d0hjakBrnvMtenNI6VtWw4f7frHO8ua0QPgU0vijDTKh97nVaa7eqIlrBQze/Qk9v8HjCIavVs8x\n", + "d0OS2dvVp0FRNRudnG0syZOVxVXSaDaG2w28nqDYmhboeRIS+sY+f4nbrfc3C9SQpbvBznMchsGa\n", + "0p6jxjRXw57Z48ensdRTmy0XJX+5s708ydLzYi/XfrdM8lflWfOcc2bP0/1w17MZohnL+dfiVPeO\n", + "UcP2eTJcbA6FHEdd2b1dPMuYDdzO9TCcgGDVvI5aG+Y2tTH2jj3viZwv3ioLnfeewLDzOs/9GvRx\n", + "wkNfZ/8Mje3eMbbvuV+wGcxYoZj79eA1+nupdz3rNbAyUMPR3kvHbnf9Kddrp0DyjweH7o312tH3\n", + "/MC5MNe96Xlfifa6TFzv9e7W87+8RK4a75H+7zne92X37xfLaLU1PTXPo/s1ExJmmfNzj8vNGL9f\n", + "Ir2ePXVjqPWkXxRbYD9esGICrkHoa9XY/4qYvw+9n4Uco9dxk1wtcdXP6pKQoalDPqOMw8i/zw/J\n", + "fvM9PHjOzC8zGMu2+34u8fs9ENxmIsZ6r4j1nqeG1d1b3Pfgcxia771+z63Le49D63qxfmlE50X4\n", + "nRjr3MR6H51Omtci7Hem9z0/1msq4vmM4+8Dbw3qqDzez7jWNB35xD0tERMJfV1DNDvTA6Gv8XPt\n", + "Y3l32UM5bf69EBr6hq7bIjs/rzeHdtZpv93WKDfH+TpCRERERERExIkxjtAXMZ29E+zR6zsfERER\n", + "ERERERERERERMb0l9MUpq3kvxUU5srjglKvnDyIiIiIiIiIiIiIiIuLUktAXERERERERERERERER\n", + "ETGNJfRFRERERERERERERERERExjCX0REREREREREREREREREdNYQl9ERERERERERERERERExDSW\n", + "0BcRERERERERERERERERMY0l9EVERERERERERERERERETGMJfRERERERERERERERERER01hCX0RE\n", + "RERERERERERERETENJbQFxERERERERERERERERExjSX0RURERERERERERERERERMYwl9ERERERER\n", + "ERERERERERHTWEJfRERERERERERERERERMQ0ltAXERERERERERERERERETGNJfRFRERERERERERE\n", + "RERERExjf3b16lVBTCf7+vrGrd+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERE\n", + "RERExHSU0BfTTr8Qd6z6vRgQERERERERERERERER01FCX0w7/ULcser3YkBERERERERERERERERM\n", + "Rwl9Me30C3HHqt+LARERERERERERERERETEdJfTFtNMvxB2rfi8GRERERERERERERERExHSU0BfT\n", + "Tr8Qd6z6vRgQERERERERERERERER01FCX0w7/UJct8XFxb7T3fq9GBARERERERERERERERHTUUJf\n", + "TDv9QlxHDXwd/eY7+r0YEBEREREREREREREREdNRQl9MO/1CXNUd+MYKfv1eDIiIiIiIiIiIiIiI\n", + "iIjpKKEvpp1+Ia5f4Ovot7zfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERE\n", + "RMR0lNAX006/EHes+r0YEBEREREREREREREREdNRQl9MO/1C3LHq92JARERERERERERERERETEcJ\n", + "fTHt9Atxx6rfiwERERERERERERERERExHSX0xbTTL8Qdq34vBkRERERERERERERERMR0dGyh7475\n", + "8rOf/SzE+bLDmLdj/s/kbz4t9y77N59Kuf5c/qn8jXsde7qu87Of/XdZX2mvox5ZIX+ly8zfYT4u\n", + "//RvgusZWs9xRNb/5q/k3+u0f/cf5K9+u956HpwWhga4iej3YkBERERERERERERERERMRxPr6WuG\n", + "v1bY60yLHfp6l3fW+eUvfyl/+0VlYNqRFX9lTvOEvvbPjhe3/Mbc9hHz8UU5Uh5cH1PHH3/8UU6e\n", + "PClVVVVh8yoqKuTs2bNh0+PRCW6/+eabMeus6/diQERERERERERERERERExHkx76zl+xQv7qb7+Q\n", + "SnPaHsn8xW9lxYpg0OsX+l7dkyk///lvZH35Re90TCnPnDkje/bskaNHj3qC3x9++MGcXlZWJtXV\n", + "1Z514tEJbjXEPX36dNwS+iIiIiIiIiIiIiIiIuJUdEJDX/cwzKaRhne2Q1wz9N1xRFb81d/Ip+XG\n", + "cnsy5Re/3SJHXEFv6PDO83dYz1e+JVP+03/4d/Lv/2a+fPEd4W8qeuvWLTl//rwn+HUC3++//15u\n", + "3Lgh169f9103mk5wS+iLiIiIiIiIiIiIiIiImAo9fXdYQzr/1YojxuNfSOYeb+9e356+LsvX/0Z+\n", + "/vNM2eMzD5PrtWvX5ObNm4HgV0PX8Qa+qhPcEvoiIiIiIiIiIiIiIiIipkjoa87/q7+Rv/mFFd7G\n", + "Cn0vVpZL+UX78XcfyS//3XxC3xTVCX61h29xcbF89913UlNTk3DgqzrBLaEvIiIiIiIiIiIiIiIi\n", + "4lsNfV3DO9vTA6Hv1Ur54m9/Jr9cccRcNyz0da2rz1G5/rfyi39vPf53/+E/SeaOyuDzYspZUVFh\n", + "9vD99ttvPUM9+y0bj4S+iIiIiIiIiIiIiIiIiEETC30R49QJfHVIZ/dQz+MJfgl9ERERERERERER\n", + "EREREYMS+uKk6Q589R6+tbW1nuBXp1dXV/uuG01CX0RERERERERERERERMSghL44aWrIe+bMGTPw\n", + "de7h69zj98KFC2ZP30Tu7Uvoi4iIiIiIiIiIiIiIiBiU0BcnTQ10b9++HRbsavB769YtM/x1T49X\n", + "Ql9ERERERERERERERETEoIS+mHYS+iIiIiIiIiIiIiIiIiIGJfTFtJPQFxERERERERERERERETEo\n", + "oS+mnYS+iIiIiIiIiIiIiIiIiEEJfTHtJPRFREREREREREREREREDEroi2knoS8iIiIiIiIiIiIi\n", + "IiJiUEJfTDsJfRERERERERERERERERGDEvpi2knoi4iIiIiIiIiIiIiIiBiU0BfTTkJfRERERERE\n", + "RERERERExKCEvph2EvoiIiIiIiIiIiIiIiIiBiX0xbST0BcRERERERERERERERExKKEvpp2EvoiI\n", + "iIiIiIiIiIiIiIhBA6Gv30zEt6E70I1HQt/U1O9aISIiIiIiIiIiImL8+rW9IiLGI6EvJl33L7R4\n", + "JPRNTfXaAAAAAAAAAAAAAEBiaBurX9srImI8Evpi0nVqMF4JfVNTvTYAAAAAAAAAAAAAkBjaxurX\n", + "9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAAAAAkhrax+rW9IiLGI6EvJl2nBuOV0Dc11WsDAAAA\n", + "AAAAAAAAAImhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtJ1\n", + "ajBeCX1TU702AAAAAAAAAACQ3vT1v5CGR81ytfYnqbp2z/xXH+v0yaCjq98UIvPwSbvHWIx1eUiM\n", + "c7cG5MClHtOO3tf21PGhbax+ba+IiPFI6ItJ16nBeCX0TU312gAAAAAAAAAAQPqi4a4GvZHU+ROJ\n", + "hr1OMDmZwa87AB2L8eK3bjzGy1iWDWU866YaseozlhMNoS8ippqEvph0nRqMV0Lf1FSvDQAAAAAA\n", + "AAAApCfxBmoTFfy6A1/HyQp+Q58nXuPFb914jJexLBvKeNaNht/1S9R4GG/gq0400ULfx21Dcv72\n", + "gKn+HC/axurX9oqIGI+Evph0nRqMV0Lf1FSvDQAAAAAAAAAApB86dHM8wZizzEQO9TyW4C9R3AHj\n", + "WIwXv3XjMV7cy7rXd4fkoSGsg/vniWIiA181FhMR+KoTTbTQt+7Jq8A8/TletI3Vr+0VETEeCX0x\n", + "6To1GK+EvqmpXhsAAAAAAAAAAEg/3KGa4g7K/KZPVG9fJd7gbzy4A0a3Dn7z1HjxWzceE8FZt6m1\n", + "254S5Elz17i2HQ8THfiqsWjv7PXUYqJONO7QV3vz3n36ylR/JvRFxGSYUOiry3d0dgd0tsF0po93\n", + "ejwS+qamem0AAAAAAAAAACD9uFr7kycYcwdlftN1+URw90x1iBT8+S2bKO6A0a2D3zw1XvzWjcdE\n", + "0PWa23rMf93nyAljneB3MpiMwFeNh4kIficad+jrDnl1OqEvIibDCQl9Ecdj1Y9XzJqKV0Lf1FSv\n", + "DQAAAAAAAAAApB+hwZj7caTpY8UJDEOJFPzptIkKfp3nCNXBb54aL37rxmMiDDy3AsTOngFzG3qO\n", + "nHPrnK+JOm9unOeYDONlvMHvREPoi4ipJqEvJl1C36mhXhsAAAAAAAAAAEg/xtrT9/qtB+bjeBlP\n", + "YDgRAaZ7e7EYy7IOY1lnLMvGQgNgZ1uTEfQ6TGbgq6YrhL6ImGomFPr6BXeIiaqh71iCX0Lf1FSv\n", + "DQAAAAAAAAAApB+TfU/fTrtXaiL29b+0t5I47u3FYizLOoxlnbEsGwv3eZ3M0NcdLk+G6QqhLyKm\n", + "moS+mHQJfaeGem0AAAAAAAAAACD96Ot/4Ql3I+Eso8uPFae3aCiRgj+dNlFBpvMcoTr4zVPjxW/d\n", + "eEwE55w451MDWSeUdc+baCYz+I0X95cTEnGiGUvoe+PRSzl/e8A0GtrG6tf2iogYj4S+mHQJfaeG\n", + "em0AAAAAAAAAACA9GUugNtaevg5+YWSk4G8ig0t3wOjWwW+eGi9+68ZjIuh6Ta3d5r/uXtBOCPyk\n", + "uSvhbcdisoLfeBhv4KtONGMJfd3LRkPbWP3aXhER45F7+mLSHUvgqxL6pqZ6bQAAAAAAAAAAIH15\n", + "G8FvKGMJ/hLFHTC6dfCbp8aL37rxmAjOuhruhuIEvoluOx4mI/iNxUQEvup4eTE4InefvjLt6H1N\n", + "6IuIKSehLyZdQt+poV4bAAAAAAAAAABIb3ToZg3Zrt96YAZlt+oemY91entnrydEm4jgN97gbzy4\n", + "A8axGC9+68ZjvLiXda/v7g3t9PR1dHD/PFFMdPAbi8dP2zx1l6jjRYPeSEEuoS8ipoKEvph0CX2n\n", + "hnptAAAAAAAAAABgajNRwa9fcKjTJoPQ54nXePFbNx7jZSzLhjKedaMxkcFvPExEb99E0KC3o892\n", + "gkLf4TejgW32Pn9jP5OFtrH6tb0iIsYj9/TFpMs9faeGem0AAAAAAAAAAGDq4w5+9edEcQeHkxX4\n", + "Ku6AcSzGi9+68RgvY1k2lPGsm2qMN/hNBCeoVScq9HVvR6e70TZWv7ZXRMR4JPTFpEvoOzXUawMA\n", + "AAAAAAAAANMDDXvHE/g6aNg7mYHvVMAdFMcT4o51eYiME86GhrWEvoiYihL6YtIl9J0a6rUBAAAA\n", + "AAAAAAAAgMTQNla/tldExHjknr6YdMcS+KqEvqmpXhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6\n", + "hL5TQ702AAAAAAAAAAAAAJAY2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAAAAAAAAAAAgMbSN1a/tFREx\n", + "HrmnLyZd7uk7NdRrAwAAAAAAAAAAAACJoW2sfm2viIjxSOiLSZfQd2qo1wYAAAAAAAAAAAAAEkPb\n", + "WP3aXhER45HQF5Muoe/UUK8NAAAAAAAAAAAAACSGtrH6tb0iIsYj9/TFpDuWwFcl9E1N9doAAAAA\n", + "AAAAAAAAQGJoG6tf2ysiYjwS+mLSJfSdGuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPTFpEvoOzXU\n", + "awMAAAAAAAAAAAAAiaFtrH5tr4iI8cg9fTHpck/fqaFeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", + "TLqEvlNDvTYAAAAAAAAAAAAAkBjaxurX9oqIGI/TJvR98uN38pc/5ci8RTmyYNkW2XWtPTCv7ugm\n", + "Y/oWOfLYXv5SscxbeVBu2vPVSzvzZHHJHem4f0T+YmxDt2P66RGpCyxXLwc+dc2z/cvRenu9YjkX\n", + "suy6S9bjc5u965jT7edauLPGXkdtkYqNuswmOXBfH1fJOtd68zzPkR4S+k4N9doAAAAAAAAAAAAA\n", + "QGJoG6tf2ysiYjxOk3v63pFdWXmy7twz83Hzg3vyU6tr3spNkrexQD7SUNecdkW2LCuQXXecZVyP\n", + "w8JbP61A1wx7nWlxhL6e5VVdJ2utLF72rVxyprWek7yVxjRP6Ov8nJ6OJfBVCX1TU702AAAAAAAA\n", + "AAAAAJAY2sbq1/aKiBiP0yT0bZRjeTnyl69r5GEg7LX98VtZqL117xyUj7IOSo09PdCz11nG6fn7\n", + "tkPfTw/Kro1rZcuP1rSHJ7fIRyUHXUEvoW+8EvpOrnptAAAAAAAAAAAAACAxtI3Vr+0VETEep0no\n", + "a/i4Rg5sLJAFi9bKp19flJ/s6RrufnL8ofGzhrB5gXC149q3stAOgT2BrBneuoZT3lxlTfcYKfR1\n", + "rWfrP7yzHeKaoe8RqTm3QxaYz/NQjnyuPY7dQW/I8M6e4abTQ0LfqaFeGwAAAAAAAAAAAABIDG1j\n", + "9Wt7RUSMx2lzT9+Aj2tk+6c58unJRmuoZHdgqgZCXGtI6C0/aqjqut9vWI9dPyeyp+8RqdP9/NMO\n", + "qbhhPP68XB56evdOjZ6+3NM3/dVrAwAAAAAAAAAAAACJoW2sfm2viIjxOE1C30b56c4zabZ/PrYu\n", + "Rz45+tAcKnlenoao9nKPy+WTRTukwh4C+mZJgXz0+RZZaAat9jLJCH3t+R+tLLB7JRP6Evqmnnpt\n", + "AAAAAAAAAAAAACAxtI3Vr+0VETEep0noe0N2rcwL9OZdvPGI1DzToZJzJK+ixbWcNc0KVo3Hep9f\n", + "Y3nPMmZ46+oZ7DuccmKhb2CbhuZ0V+hr3ld40Q45aQbSoaGve91YgXTqSeg7NdRrAwAAAAAAAAAA\n", + "AACJoW2sfm2viIjxOH3u6Ysp61gCX5XQNzXVawMAAAAAAAAAAAAAiaFtrH5tr4iI8Ujoi0mX0Hdq\n", + "qNcGAAAAACab65L981/KO+++K++++yv51TvzZEtVuz1v4hjsG7R/mlzaS9+Xn/88Q/Y+tScEGJSq\n", + "rF8Y87KNI7anvKV98qW9VN5/v1TCz3S7lL7/c/l5xl4JP4QqyfqFMS/bOYLxos/1C/mVee3fkV/9\n", + "KkOyShuMMxWZpJ4zAAAAABgz2sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgstHQNxiESl+VZL/jF5qO\n", + "g/Yyef/dndJgP5xMNPT98MMPJSP0ADQwfS9DMgLHel1yf7lEzvaZD94+UUPfD41jCL8Gg1VZ8l5G\n", + "xgSHvu9LaWAnnhqPfylZVZGC3SSfMwAAAAAYM9rG6tf2iogYj9Pknr6YynJP36mhXhsAAAAAmGxC\n", + "Ql+Dui2/lvfLJr6379vADH1LSyXr3b2ekLnv1Icyr6ws7FiTRozQt7Q0S97d6zkCOfXhPCkry57E\n", + "0Nc6T7/ITYkzBAAAAAATgLax+rW9IiLGI6EvJl1C36mhXhsAAAAAmGzCQ9/rub+QrLPa29OY9+5O\n", + "qTqbLRnv/Ep+lV1lzh9sKJWs93RIYHWe7KzTZetky6+zxFzNZvBslvx6S11YwNletUXef+cdc0jh\n", + "dzI+lL3m+orPvmT/XJyM8+mpLMmwhyJ+5515UubTG1lD3/dLG6Qq6x3Rp7bok7J5xvJ97u2H/Pxu\n", + "rpTunGcd069+JRlZp8KHV1aMbeyc5xz7u5Kx5XpgOOTr2e9KbulOmWfOM85XRpacCmzkqZzKyjD2\n", + "W+e9J1k7c2VexND3fSltqJKsd7YYZ9Wmr0zmzSsznt4d+vbJdWef1Ywtct3cmXYpe/9d47zZezao\n", + "x+e9NhbhoW972fuBsFmPZ2fVWcnO0KGfs6XKc87sOsgwjtN4bh0a2smo9fpa50D3KXgOBut2yvv2\n", + "9HfeyZDcKroMAwAAAEw22sbq1/aKiBiPhL6YdAl9p4Z6bQAAAABgsvEGeX11e+X9d3Pt8FDn/Vze\n", + "3+m6z6s5TLJrqObBs7LkF9b6T/dmyLwyJ8jToNUeotgd+j7dKxkZrvXN4aQ/lFPmat59UYKhrzHv\n", + "ndhDRFuhr/FM17PlHSf11efPOmscg3v7oT//WrIDwxoPytklv5BIHV4HAydDjzEYmuq+/jq7KnCu\n", + "Bs8uCfSa1XOTYZxHh6d67+Fooa95CMHgWo/LDOI9oa9BcGekr2yedexKIOjVHsKuANiDN/QdfHpW\n", + "st59X5xO3no8P3/fOOeBVV3nTOvgl8a6ocm4cX3fM851IM5t2Cnvmsepz7XEJ3gGAAAAgMlE21j9\n", + "2l4REeORe/pi0h1L4KsS+qamem0AAAAAYLLRIO+X8o7dA3NedqlcDySROi+kh+j1XPnFL7WXrt2T\n", + "03SJnNJ1tDdqxl6rh6yGu9ozVX92hb7ak/S9kKTQE+xGDH0HpW7n+/Lu+1my92xDMFQMIRD6as/j\n", + "d6xtPd37nn2fWvf2w3+2+jFb6Hbc2WqA9irZ+eE8ec/s6Zwh7/7aG/ranaEt9LjNjVg9bz2jNYf0\n", + "fg7iCmLrtsg75vpPZe97WWIdgjv0bZeqnR/KvPfeM69Dxru/Doa+ylPjOX75K5kXlsw66HP9wuyp\n", + "q+u/9+FOOfs0eLH1eKwe3w6uc6Z1YAbpXvT6/uJX7tpQd5rrmD21Mz6U3NLr4noaAAAAAJhEtI3V\n", + "r+0VETEeCX0x6RL6Tg312gAAAADAZBMetAbxmadh34enIoSug1KV9Z7ZuzcYtBqEhL7ee9Uam4wr\n", + "9LUZbJeGszqEcnA4YTfB0Fcz03eMfaiTvRlZVmDq2X6kny38Q9+nxrbelZ2BMZe9PWXD9tUV+pa+\n", + "/563V2w8oa8ZXBv7XrdXMrLsHsSu0Fd7D78b3BnPsSuDxrIZGRnynrG8f8bq3f9Qwo7HfZ60DjwJ\n", + "t4VeX3NI74gMytPrpZJtnMess5GiewAAAACYKLSN1a/tFRExHgl9MekS+k4N9doAAAAAwGQTHngG\n", + "8Zmnw/r+4n1r2GYH1xDDg1VZ8s6WvVZY6Ux2B5z6s3t4Z2N77uGdc3+h994151jzfh0aPFr0nfrQ\n", + "26vVxhN8NuyVd3/9a8kIhJCRgt7w4/QPffW+xa6QVHvSGufCeRw59LUCWvfwzu1l82IO76w07H1X\n", + "fv3rjOD9iV2hb90Wd8/ep8Z6vwg+bi+T9981jsm4Nnpv3g+tExzCOELfKMM7Z/w6W9y363WVR5C6\n", + "nXYvZgAAAACYTLSN1a/tFRExHrmnLyZd7uk7NdRrAwAAAACTjU+wGyDCvKdlkpXxjjUk9DvvSEZu\n", + "lavnrwajP/f29gzp1dp3XXvqOkP/zpOddcFU0BwC+Fe/subN2yllO9+zg8frsjMjw17HmudaLYC3\n", + "t6v2zP11MDD1HE+kny38Q19j36uyJcM4Zt2H97JOSdmWD+MKfXVfTmVlyDvv6P6/J1lleyUrjtDX\n", + "ClG3GGfVxj28s94P2bkO72XJqbIt8qG5ogbA7kC2Qfa+5xPQjif0NRhsKA3UwTvvBHtem9fXOEfW\n", + "9Hfs4aXbzePP0H119jdsfwAAAABgotE2Vr+2V0TEeCT0xaRL6Ds11GsDAAAAAAAAAAAAAImhbax+\n", + "ba+IiPFI6ItJl9B3aqjXBgAAAAAAAAAAAAASQ9tY/dpeERHjkXv6YtIdS+CrEvqmpnptAAAAAAAA\n", + "AAAAACAxtI3Vr+0VETEeCX0x6RL6Tg312gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6YtIl9J0a6rUB\n", + "AAAAAAAAAAAAgMTQNla/tldExHjknr6YdLmn79RQrw0AAAAAAAAAAAAAJIa2sfq1vSIixiOhLyZd\n", + "Qt+poV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9MuoS+U0O9NgAAAAAAAAAAAACQGNrG6tf2iogY\n", + "j9zTF5PuWAJfldA3NdVrAwAAAAAAAAAAAACJoW2sfm2viIjxOCGhr7MNpjN9vNPjkdA3NdVrAwAA\n", + "AAAAAAAAAACJoW2sfm2viIjxmFDoiziROjUYr4S+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Jf\n", + "TLpODcYroW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BeTrlOD8Urom5rqtQEAAAAAAAAAAACA\n", + "xNA2Vr+2V0TEeCT0xaTr1GC8EvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX0x6To1GK+Evqmp\n", + "XhsAAAAAAAAAAAAASAxtY/Vre0VEjEdCX0y6Tg3GK6FvaqrXBgAAAAAAAAAAAAASQ9tY/dpeERHj\n", + "kdAXk65Tg/FK6Jua6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9MWk69RgvBL6pqZ6bQAAAAAAAAAA\n", + "AAAgMbSN1a/tFRExHgl9Mek6NRivhL6pqV4bAAAAAAAAAAAAAEgMbWP1a3tFRIxHQl9Muk4Nxiuh\n", + "b2qq1wYAAAAAAAAAAAAAEkPbWP3aXhER4zGh0NdZBzEZEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0V\n", + "ETEeEw59ASYDpx6jSeibmuq1AQAAAAAAAAAAAIDE0DZWv7ZXRMR4JPSFlMKpx2gS+qamem0AAAAA\n", + "AAAAAAAAIDG0jdWv7RURMR4JfSGlcOoxmoS+qaleGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0JfSCmc\n", + "eowmoW9qqtcGAAAAAAAAAAAAABJD21j92l4REeOR0BdSCqceo0nom5rqtQEAAAAAAAAAAACAxNA2\n", + "Vr+2V0TEeJw2oW93d7f9U+qSyvv4tvbNqcdoEvqmpnptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1T\n", + "CEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/\n", + "tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAA\n", + "AAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axe\n", + "GwAAAAAAAAAAAABIDG1j9Wt7RUSMR0LfFILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOib\n", + "QhD6Evqms3ptAAAAAAAAAAAAACAxtI3Vr+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6\n", + "tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAAAAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAA\n", + "AAAAkBjaxurX9oqIGI+EvikEoS+hbzqr1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf1\n", + "2gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMR0Lf\n", + "FILQl9A3ndVrAwAAAAAAAAAAAACJoW2sfm2viIjxSOibQhD6Evqms3ptAAAAAAAAAAAAACAxtI3V\n", + "r+0VETEeCX1TCEJfQt90Vq8NAAAAAAAAAAAAACSGtrH6tb0iIsYjoW8KQehL6JvO6rUBAAAAAAAA\n", + "AAAAgMTQNla/tldExHgk9E0hCH0JfdNZvTYAAAAAAAAAAAAAkBjaxurX9oqIGI+EvikEoS+hbzqr\n", + "1wYAAAAAAAAAAAAAEkPbWP3aXhER45HQN4Ug9CX0TWf12gAAAAAAAAAAAABAYmgbq1/bKyJiPBL6\n", + "phCEvoS+6axeGwAAAAAAAAAAAABIDG1j9Wt7RUSMxwkNfTUYRIxXP5x6jCahb2qq1wYSZ8aMGYiI\n", + "iIiIiIg4gQIApBvaxurX9oqIGI/09E0hUnkf39a+OfUYTULf1FSvDSROOv4xyh/QoFAHoFAHoFAH\n", + "oFAHoFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAeg\n", + "UAegUAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+Mcof0KBQB6BQB6BQB6BQ\n", + "B6BQB6BQB6Aksw6oQQBIR7SN1a/tFRExHgl9UwhCX0LfdFavDSROOv4xyh/QoFAHoFAHoFAHoFAH\n", + "oFAHoFAHoCSzDqhBAEhHtI3Vr+0VETEeCX1TCEJfQt90Vq8NJE46/jHKH9CgUAegUAegUAegUAeg\n", + "UAegUAegJLMOqEEASEe0jdWv7RURMR4JfVMIQl9C33RWrw0kTjr+MZoO76sw+VAHoFAHoFAHoFAH\n", + "oFAHoFAHoCSzDgh9ASAd0TZWv7ZXRMR4JPRNIVJ5H9/Wvjn1GE1C39RUrw0kDqEvpCvUASjUASjU\n", + "ASjUASjUASjUASjJrANCXwBIR7SN1a/tFRExHgl9U4hU3se3tW9OPUaT0Dc11WsDiUPoC+kKdQAK\n", + "dQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjEdC3xQilffxbe2bU4/RJPRNTfXaQOIQ+kK6\n", + "Qh2AQh2AQh2AQh2AQh2AQh2Aksw6IPQFgHRE21j92l4REeNxWoe+vcdPyMA4j2XgxyvSe+KE/Sgx\n", + "XjU8lK6SEnMfe8rK5EVtrT0ndXhbH9KdeowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCU\n", + "ZNYBoS8ApCPaxurX9oqIGI/TOvRt+3KtdB88aD9KjO5v90l7wQb7UWI8r6mRpj8tNfexdc3n0nu8\n", + "3J6TOrytD+lOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+LXJ0/kyZNXu2\n", + "zDbMmDVLZmdulOoue/ZYqc2XGfmT1zGl5eh8mTkruK9zso9K/YA9c7y0HJX5848aZ2Ry0H2ff3Sy\n", + "tj6RuGsiQ2bNmiPZR+sl2mkeGhiyf5oIBqT+aLbMmTXTuNazDOfI0pJa7/MP1MrGOVYd5Fww5oQ+\n", + "niwmuUbGg7ax+rW9IiLG4zQPffOl+8D4Qt+ub76Vto0b7UeJ8eLGTXn2b4vNfWzJ/kz6Tp6056QO\n", + "b+tDulOP0ST0TU312kDiEPpCukIdgEIdgEIdgEIdgEIdgEIdgJLMOpieoe98cWeRXeVLZebSiqgh\n", + "X0TeQujrDk4bS+fLzOwLMiGRI6GvTWhNNErp/JmSfSHSWa6V/JlZMjFZ65BRQhmSkV3hug4DUrtx\n", + "rsw26srZg8aS2ZJZHvxmQujjSYPQFxGnqNM79M37UroPHrIfJUbX3hJp37jJfpQYL2/dlmcfLjT3\n", + "sXnlSun7ocKekzq8rQ/pTj1Gk9A3NdVrA4lD6AvpCnUACnUACnUACnUACnUACnUASjLrgNDXYDzB\n", + "1rhD30YpzY783GHB6UCFLJ2ZLxMSM4870BuSC9mR9yWlQt/GUsmOuC/hNTFQsVRmTmKYH6CrXDJn\n", + "bZQ6+2GQeimaHdyn2vwZ4t6d0MeTBqEvIk5Rp3Xo25r3pfQcOmw/SoyuPXukY9Nm+1FivLx9W54t\n", + "Wixdra3S9Je/SH/lGXtO6vC2PqQ79RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayD\n", + "t/F3dn//ChkY+Pit609owDdk9p4NhJNhIVfI8gN1UjQ/QzLMoYAzpagoW2Y56VtLhWTPtYbcnT1r\n", + "psyYOVeyS61hegfqjwbn6Xp1OrVFKrLnyKyZs6zpWeUS2nczLDjtMvZvdok0Gj/qvOzyWildauzP\n", + "rPlSqosN1MtRY5sZGcb2MjJkfs4Fz7Ho85nzZhv7VpLvOtZayZ/hDXA9waK93Vk61LQOM116Q2pL\n", + "MmX2zJn2uSgKCy4jh75dUr1xfmAf5ywtEfN0GEdVMnupVDg9aBtLZc6MOVKqB6to4G0fu//51Bl6\n", + "fezpuu38ahnQ6zJHh022pmeF9ZAND327jH2fXWI9cW3+bCmqviA5c3To53ypDjlX5r4Y29fhoXVo\n", + "6NJ6a3pX9UbJNPfPcE62VPidCv3SQE61/cCLnv/sC9a5mj1zhsw0r9tG+c7z2D7v5vWZaz2XYWZR\n", + "ndVzXes5u1xqS5ca53uWzDeLJNq+RauR1ELbWP3aXhER43F6h75ffCE9B8cX+nbu3i3t4w19b9yQ\n", + "puV/ls4nT+TZn5ZIf2WlPcfLyOvX9k8Tw1i2F+lD+kTvk1OP0ST0TU312kDiEPpCukIdgEIdgEId\n", + "gEIdgEIdgEIdgJLMOngbf2c3N/8sKfqjAV/wnr6zM2ZKRnZ58D65UUNf7dk6U7IDqeSAVOfMCvT0\n", + "1WF6NzrJ59AFyXZ6cOrPc4vEzgKN1SokK9Bbt1byo4RqnuB0SAO52YHHOm/GrGypCGSYofunuel8\n", + "ybB3qrF0jswpCuyFtBjzZsQV+lrbDQ9w9dyMvadv6H4MVOdIxtIKM/Cu2zgrMKxyY+lcycnPkbl2\n", + "6jt0IdsKYqOcT33OLNfxB6jNjxBAK97Qd0hD4pBetjPmG88X2KzrXOm+zPQGxiaNpTI32zVkeH2R\n", + "zPa5zuY1jNBl133+Qnv2eh/r9ZkrwVM6IBVZM635Ws8zjHMaLJKo+xa9RlILbWP1a3tFRIzHaR36\n", + "tuTkSvfhcYa+O3dJ++Yt9qPEeHGtRlpWZkub9vidM1N6v/rUnhNkZGhIHv/v38royIg9ZXwMXL0m\n", + "z5YstR/Fxu/8jQwOGvv0O/vRxODUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw7e\n", + "Vk/fZOhPeK9ODcHmZ9ghYtTQt1byZ2aL51avgeGdNXib7QreqiXHCX2NZWbOzAj0wrTMEqvDaezQ\n", + "1+mhOnvuUimqaAyEdTrP6Y1qofuXYzyzi8DxdBnHMVs8i3uONVro63PcJomEvrofc61eyQFcz123\n", + "UTLMJ22U0rnGc3ZdkOw5pWbv3kCoHu18mr1658jSjUeltsW1wzFD3+AXAeYuLZKKxmBwrOfBe39f\n", + "1/7qvvjcY1l7CgeuW8Dw3tC6fvSevtaWo4e+en2cHtdBzR7Neo3t3tEOkfctVo2kFtrG6tf2iogY\n", + "j9M79P08Z9zDO3ds/0o6tmy1HyXG8x9/lNacXGm5eEmaP/gv0vvVZ/acIK97e6XxX+fKyKtX9pTx\n", + "0XfqtDStiDQcTDh+5+9Nf788/pcPZGQw7JNRwjj1GE1C39RUrw0kDqEvpCvUASjUASjUASjUASjU\n", + "ASjUASjJrIN0/Dt7fPiEvmaIZ0+LFfrOCAlVNbRz0reWclk6O0Myly6Vue4hhzUYXOrqWenB2GaU\n", + "UM0/OLUIn6fhX0g4GzgePY6QsHVMoW/IcZskGvqGBIue5zZ+ztgodWZvVA1TNUzXIZ7rZGOGK2iN\n", + "eD4thhpr5WjOXJltbMPK1uPv6RtKaODq2V/dF5/QVoPVWYFu31GYkHv66vVxDYvtxie0jbxvsWok\n", + "tdA2Vr+2V0TEeJzWoW/zmhzpGWdP345t26VzvKHvpcvStr5Amk+clJbf/630bA8PfYdbW+XJgj+Y\n", + "QetE0PNdqbR8Gv48kfA7f687O+Xp/50vbwae21PGj1OP0ST0TU312kDiEPpCukIdgEIdgEIdgEId\n", + "gEIdgEIdgJLMOiD0NagvkjlO8Kb3zHWHcC2lMt8JhM0A0jt8cm1+cHjnoeocmetNMy3sIYAD96ZV\n", + "hpxkVgO7sQanFuHzhoz9yfDsnw7PG2l4566jmd7hnWdm2r2PDQa0p7ITLEYb3jlyWBpp33V6pOGd\n", + "reeaKzk58wO9XHVY5/nZ2TLH6VEb9Xy6qZcid1DsTW5djCP0jTK885xZOVLtCmJ9d9G+Zhn51fbx\n", + "KwNSu3GuzDaeNFAlUUNf+/p4T4i1rl9oG2XfotdIaqFtrH5tr4iI8Ti9Q98F/yDdG+Pv7epH2+Yt\n", + "0j7O0Hfg3Hnp2Fokz0oPSNsf/6v0Fq225wQZamyUZ//2Jxnu7LSnjI8OY7/bCjbE3UvX7/wNNTXJ\n", + "04WL5HXXxH2Ad+oxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB9Mz9HXf03eWzJqT\n", + "LeWBvGxA6ormy6xZ1vDBc7PLpTTbFeoN1EnR/Ax7KN1MKTpaJHOd9K1eh4l2hh22tlvhrNdYLtlz\n", + "7PWMZebkV9s9VYekrmSu8XzG9Gwn+AwyttBXaZTy7Dn2PsyWOcY2g0voPYHnSEaGzpsr2eWlku0K\n", + "9FoqsmXOrFnWuplFcrRobjBYHKiXo866uv8lVjDYUpEls/VczSkJ662q+6f15dba3oDUFmUG9lGf\n", + "y+kUrQxULJUZ7h7LGqwa63qGWI5wPrvKjWOYY29Xj9G5AEN1UjLXuCbGdM/9bU3GEfoaDNQfDexL\n", + "RsYcsU+NDNQWSaaxb9b0DMk86vOFAJMBqT+q517rMsOohTmSfbTerg+L6KGvYl1369oazzkn3wp1\n", + "I/TUjbxv0WskldA2Vr+2V0TEeJzWoW+T8Quxa13897X1o62wcNzDO/dXVkpn8dfydHextC/6r9Kz\n", + "NTz0fXX/vjT/ZYUMt4z/V9Fr41x0Gc/V+dUOed3XZ0+Njt/5G3z0SJ4tXSbDrW32lPHj1GM0CX1T\n", + "U702kDjp+McojTigUAegUAegUAegUAegUAegUAegJLMO0vHv7JRkoEKy5pd6w7HqnODQzwAwoWgb\n", + "q1/bKyJiPE7v0PeDd6V77fhC3/aCArOX7njoP3VauvZ/J082bZLOj/5Oujdn23OCvKi9YQ7HPNgY\n", + "6ZtT8fPq7j3pKy+X7pJvZLgtvsDW7/yZQfSKT2ToyVN7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQ\n", + "qANQqANQqANQqANQklkHhL4TRGOJzM7y3mdWh1ae4xlyFwAmCm1j9Wt7RUSMx7QJfTt27pJXPwXH\n", + "3R8rzofMV/X10rljh/lz07++K90Revq2rMmxf4pO27r14w59+8pPSM/3x+TxmtXS9ck/SFdB+JDT\n", + "z3/8Udry15n7P176L16U59euS8/BgzL05Ik9NTp+H9Jf3rolLavXyOCDBnvK+HHqMZqEvqmpXhtI\n", + "HEJfSFeoA1CoA1CoA1CoA1CoA1CoA1CSWQeEvhOFDgsdHLJ4zpw5krnRfZ9WAJhItI3Vr+0VETEe\n", + "0yb0ffKHP8iLe/fsR2PH+ZA5UFUtTcv/bP7c9P5/8Q19R4eH5fHv/jmu+9225n057nv69pV9L/0V\n", + "lfL4L8ulJ+d30pVv7Z+bgbPnzPvwvqoLvYvE2NGexS/v3JG+Y8fN3rrx4Pch/cW1Gmlbu87sOTxR\n", + "OPUYTULf1FSvDSQOoS+kK9QBKNQBKNQBKNQBKNQBKNQBKMmsA0JfAEhHtI3Vr+0VETEe0yL0HW5v\n", + "N4Pa8YSLzofM/stV0rRsmYy+eSPNH/xX6fEZ3vnNy5fS+C8fyMjz5/YUf0Zev5bW/LVmGDseeg4d\n", + "Nvbrsjz+tz9K38YF0pmzxJ4TpP/kSencXSwvasd/v4zeo0fN3rn9FRXy4sZNe2p0/D6kPzfOZXth\n", + "YdzbiAenHqNJ6Jua6rWBxCH0hXSFOgCFOgCFOgCFOgCFOgCFOgAlmXVA6AsA6Yi2sfq1vSIixuOE\n", + "hr75p+5Pitu2fy9HFvxFtm0r850fj58dqTX/3VGwT078dr6sPXZban7z/8rZRXPDll1/5LpU/o//\n", + "LQWHrobNc7v2+5tyMHOVHF60ynd+vH67cpMUbS2Tiox/knMr58q5P/xL2DIln22Vb1ZtlK8KD4TN\n", + "G6v7Ptkghd+el13GudixqdR3mVCd8+d299q9UvpRjuwoPBg2Lx79cOoxmoS+qaleG0gcQl9IV6gD\n", + "UKgDUKgDUKgDUKgDUKgDUJJZB4S+AJCOaBurX9srImI8Tmjo+2ZkZFLsPX1a2nfskv5r13znx2NH\n", + "Z6f5b++589K0bLkMG8fR8vt3pfOLfwtbdqirSxrn/0FetbWFzXM71NsrbVuLpHV9ge/8eO365lt5\n", + "/tNP8uC3v5H+fdnSvuoPYct0Gst0HTsm/RcuhM0bqx27d8tgR4f0X7kifWfO+i4TqnP+3PaeOCkd\n", + "JSXSf/FS2Lx49MOpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkChDkBJZh0Q+gJAOqJtrH5t\n", + "r4iI8ZgWwzt3l3wjvWXfy/PqanvK2HE+ZPafOy/Pli2XN/390jr/76Qrd5E53c3rzk5pWrhIhlta\n", + "7Cn+vO7qls41mdK2+H/JaIQQMx6695bIUHOzNPzjf5dX5RukPev39pwgXbuLjX0/J/2VZ+wpidNZ\n", + "tE1GXryw7ut78pQ9NTp+H9L7vj8mPUeOmPcbniiceowmoW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU\n", + "6gAU6gCUZNYBoS8ApCPaxurX9oqIGI8pH/pqmNq+vsAMfJ9fvGRPHTvOh8yBM2fNnr6vjcetf/xv\n", + "0vX5QnO6m+GWVnm2ZIkMPXlqT/FnuLVVutb8UdoX/0ZGh4ftqWNHA10NkBsX/ou8urhb2pZ/YM8J\n", + "0rm1SJ7X1EjfyZP2lMgMPnkir376yX4Ujp5PZbDhoXl/Xz9GXr6U7n37pef7783Hfh/Sew8ekr7T\n", + "p6X/1Gl7yvhx6jGahL6pqV4bSBxCX0hXqANQqANQqANQqANQqANQqANQklkHhL4AkI5oG6tf2ysi\n", + "YjymfOirvW17vt0nL2pqxtWj1PmQqT1bmz5ZKYPPmqQt879J55o/mtPdDD17Jk3L/2KGotHQ5bpz\n", + "F0r74n+SkVev7Kljp/OrHfK6r0/6r+6XkXvl0r70fXtOEA1qBx88kL4yK4SNRsfWIuncvdt+5EX3\n", + "s2PLVvPn4aYm6dn/nflzKNoLuLv0gHQWf20dp8+HdL0uA5cuSd+x4/aU8ePUYzQJfVNTvTaQOIS+\n", + "kK5QB6BQB6BQB6BQB6BQB6BQB6Aksw4IfQEgHdE2Vr+2V0TEeEz50PdFba05pPHLW7ek/4cKe+rY\n", + "cT5k6pDErWs+NwPd9n/7b9KR/QdzupvBxkZp/nilvLp/357iz+CjR9L9Zaa0L31P3jx/bk8dO85w\n", + "y/1Vu2Xk0Xlp++ifZcTVc9gJanW/eg4ctKdGpsU4Pg1s/dAezp27jOfpfChDR1ZIV/HX9hwvz6uq\n", + "5PnlKhm4eFGeV1/x/ZCu6z6/fl16Dh22p4wfpx6jSeibmuq1gcQh9IV0hToAhToAhToAhToAhToA\n", + "hToAJZl1MH1D3y4pz5whSysG7McRaDkq8+cfleg3t0sDavNlxswMmT17tsyeNUsyMjdKdZc9b9y0\n", + "yNH58+XoZJ0k3ff8WvtBatNydL7MnGWcY+M8ZxjneU72UamPVmJDAzJk/zgRtFRvlMyMmcY+zJKZ\n", + "xvXOzKmQRnuexYDUbpxj1UHOBeNR6OPJYuJrRNtY/dpeERHjMeVD3/6TJ+VV3V15dfee9J04YU8d\n", + "O86HzJ6Dh6Tty3xje3elc8n/kI6VC8zpbjQQbvlstdnbNRqD9fXSu36xdCz/X+Y9ghOlY/NmGRka\n", + "koHzW2XkWY20L/tnT89hJ6h1ej1HQ/ej5Ys86T18xJ7ixdnGaEe9DO/6jbRv2WLP8dJ/+gd5efu2\n", + "DD58KL1Hjvp+SO/YukVefPluxN7CieDUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQB6Ak\n", + "sw6mbeirYW5mpmRmlkvU7HMqhb6u4HSgOl8y5pSGBIKJQujroKHvfNeJaCydLzOzL0QMdmvzZ0rW\n", + "hYmJWs3AeX6JJ2RuLM+S2e76bSyR2e6aD308aRD6ImJqmfKhb1ex3u+2S149eCC9ZWX21LHjfMjs\n", + "2bdf2jdukoGaa9Kx/H9K+8e/N6e70fvhtubmmb2Mo6FhdO/GxdKZ9Tt509NjTx077QUbZPTNG3l+\n", + "Zr2MtN+Xjr+8L28Ggj2HnaB2uLMzYs9cBw3HO/fuNe/H64cZ4h4+IqOtt+XN4YXSlpNtz/Gi9+sd\n", + "amyUkcFB6Sjc7PshvW19vrxc/1+l07hGE4VTj9Ek9E1N9dpA4hD6QrpCHYBCHYBCHYBCHYBCHYBC\n", + "HYCSzDqYrqFvY+lcyb7QJRey50pptORzUkPfIeP58+WtxJlhwWmdbJw1X45OSNo3/kBv6EK2RMx1\n", + "Uyr0bZTS7Mj1EBr6ykCFLJ35Nq6xXs9MKQ+7ngNSkTUzeG5Dz+VbO7eEvoiYWqZ06DsyOCTthZvN\n", + "nwcfPzZ76SaK8yGz++s90rn9Kxm4eE66Pn5P2v/8gTndzcu6Omlbv15eXIl+nC9u3JTeTYulc8Uc\n", + "M5BNhNGRESv0HWiT58dXyqk7++TOR/9T3vT22ktYw0hrUKu9eHXfo9FfUSG954xjixAO67H1nTwp\n", + "o0+vyEjl59K2crG8Mrav9/dVX9vhtRW2W+dMexm3Xrwoo0Pe72615XwqQ9v/QTq2WfcIngiceowm\n", + "oW9qqtcGEofQF9IV6gAU6gAU6gAU6gAU6gAU6gCUZNbB2/g7+4jx39Ek/BeZOtk4Z6PxfytsnOtJ\n", + "fVukInuOZGToEL1zJbsk3w59dTjo2VLiXtTVS3Kg/qhkz7WG9Z09O1OK6uzulhoaZxXJ0ey55jwd\n", + "8nd+UZ01rG5JpsyeOVMyzHWKzP2pzZ/hDT/doZxuK7tcakuXGvtnbKdUE7Quqd5obMfcxmyZk13h\n", + "H0iGhXu1kj8zWy5oM2bE7c63zkNGhsxZWiLOISktFdkyx5iuzzk3u0TyXYFe1GOwtztrlrGu8Vyz\n", + "ci5Ia22JZM6eKTPNcz7bOHf2og5Rgsmu6o0y39yPDMmYs1RKzJ3UMH2WbHS2M3RBso3znG0erKIB\n", + "qX3sA/WBa6NmmtdGserAnG5sPyPzqDTa02bNnGVNzwrvIRsW+nYZ53Z2idmjWudll9dK6VJje7Pm\n", + "i55mz7ky98XYvg4PrUNDl9bbkyPUlhu9hnNLfa+9Pu9so3AH9FwZ59kZ5nvjd97H1nmPVE9GvRg1\n", + "Wn0hx7juxnXLrzanRtu3aDUyEWgbq1/bKyJiPKZ06Dv05Kn0HLDuTauB5HiGEXY+ZHZ+tUM69+yR\n", + "/h9OSLfxy6Zt2b+Y0928vHlL2jcVmve0jcaLazXSt2WJdH7yzzLc1mZPHRsabLetzZWRMznSd/lr\n", + "WXM5Wy4ufdfs3ewwcKJYegv/ZPW63ew/HLND19d75NXjxxHD4Rc1NTJw7ryMProgI1d3ycDeXOn8\n", + "Zp95blUdavqNcY3b12TJm8ovzHUGnzyRxrwvpffYMfOxovvSnveZvN7zz9Kxcb09dfw49RhNQt/U\n", + "VK8NJA6hL6Qr1AEo1AEo1AEo1AEo1AEo1AEoyayDt/F39gdJ+i8idRtlTiARDAbASmPpHJlTZIVt\n", + "SkvpfJlh9/TVgDgjsJ5uJsMKEjVUnFskgbUGKiTL6d2pYdwMK+CzqJei2U4PW+396O0FGjP0nTFL\n", + "siuC7aFmj2XXfYnri2Z7Q0eHkOC1rmS+zDYemzGo73a952GgOkcyllZYIWdjqcyZ4zrellLzGOMJ\n", + "fXW7GcbPobGlBpOeddxECn1D92OgWnIylooexkDFUjPoVPS6zc/Pl/nOMMsa1ps/azg8V4KH6eoV\n", + "azxnhuv4g9RKfpSe357Qd0hD4uD10HkzZmWb++cQPFe6LzPDr1202nKj5yjSfrnPX+i5DHkcuZ6M\n", + "4zbeK+Yb5yQwN9q+xaiRiUDbWP3aXhER4zHpoe/I69fy5PfzZeT5c7OXatuXX9pztCftDemrqDR/\n", + "1lC1u+Qb8+dEcD5kdmzZKj2lB6S37JB0534gbUt+Z0538+L6denYvkMGzl+wp/jzvKpK+ouWSPeq\n", + "980hmBPhzYsX0p7/mYze+s7cx+xLq+TSR7NkuLXVXkKkt2ilvNj2f61ewesL7Knh6H2ANRR295AO\n", + "5fmly/K8ulpG60/LyE8nZfTSJnuORf/JU/L82jVpX7NMRg7Nt6caH5k6OqR9w0b7kcjrvj7pWPeZ\n", + "vD7wf41rlmNPHT9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuvgbfX0TcZ//li9\n", + "QK3etbazMuxeoV1ydH5Ib14NRANhWp1szLB7iGrglWGHxbX5MtPuLRk0yxpq16cHZm2+E34lEPra\n", + "vUYtdH9nyizP8xqGdZU10O0E9jFTco7WWgGu4rvdua6gWtHQz9rXLrvnaBDv0L2Rj8Hn/NokEvrq\n", + "fsz17mTwuXVYZfO6WcFuaWOjlMyxrp0+11Iz2NTezk5P66BZeuEG6qTI2Nf52SVSUe9KaXWdGKHv\n", + "TO2pq9uau1SKKhoDIanO85431/6a+2LXlptoteXGp84cPM8bei49j6PVk17/kP2Lsm+xamQi0DZW\n", + "v7ZXRMR4THroq8MYP/vTnwL37G1eucqeI/L8yhV5fumS+bMONdy1O/F7xzofMnUo5d7vj0n3gRK5\n", + "lfNbqc/8B3O6Gx3WubP4azOEjsbAhQvSv32pdH/6rzL07Jk9dWzokM0daz+V0bqj5j6uuLBCqpb/\n", + "nQw+fWovIdKR/UcZ+m6R+bP2QB4JGWbZYbDhofQetYZ40XBYQ+JQ9Jh0WOrRu2Uy2lwrIz8Wychg\n", + "8P7BL2/flu79pdJVkC0jB4P3O9Z9M+8rbIfbwx0d0lnwqYwcWyJtX6w2w/uJwKnHaBL6pqZ6bSBx\n", + "CH0hXaEOQKEOQKEOQKEOQKEOQKEOQElmHaTj39njwuydWOoKOA3qNkqG2fNTg6mQsNMT+to9IS8M\n", + "mb1HA8NCa/i1tCKs96pJyPrKuEJfz7Y0pHMNYxyN0LDPje92Q8PZYOirIaI3bB1L6BsaJlvoNiPt\n", + "XqR9Dw8W3c+t+7RUKlqC17uxZI5x7VqkYqmzrxq0Gsv4XjiLoa56qSjKlNlzS+xeq7FDX9+e1gZ+\n", + "87yhb45Ygya7iFZbHibinr7R6il4/QNE2bdYNTIRaBurX9srImI8Jj301bC0JSdXnl+8ZN5HVnuq\n", + "OkMbD5w/L8+vXjN/1iGHY93PNhr6IXN0eFg6NhVK/6nT0rV3pxR/9rdy7g//X1hg+bzqR+n6dp95\n", + "79toDJw5I893fSTdn30gg43eX8Tx8trYr871n8roTyelo7NDlp9bLlc/yZDBhgfmfDMU/uT/ysjx\n", + "j8zHndu2m72i/dAQ+rl9H2Lt0fzm5UvzZzd9x47Lq59+ktGb+2W07Z6MVm+X0b5me64Vrmtv694d\n", + "+TJifNhz0PPnvh5DTU3StTFbRk59Ih1rP5cRn+dKBKceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6\n", + "AIU6AIU6ACWZdTDdQt+u8kyZ47mHrxLswRs6rHHX0UzvsLk6bO3SEilZOkcCm9Egeeb84GPF6YwS\n", + "M/T1BmG1+TMlM5DcDUh1zqxgKOezLd3fWTnVruBNBy32IUJwauKzXQ3t4h7eueuoZHqGd458DNGG\n", + "d44Ulkbcd93vCMM7K40lsyU7JycYzjeWyJzsbMma44T+9pDK3gvnc/4GQoLikPDTReKhb5ThnSPV\n", + "Vgi6/ZnzjWNzzW4sz5LZ7msbNfS1ro9/PfmEvtH2LUaNTATaxurX9oqIGI9JD31f3b8vXbt3S/e+\n", + "78whiTVofVlnfe2m//QPZs9TxRy6eMtW8+dE0A+Zb54/l46ibdJfeUY6vyqU3cYv5rMf/n/mcMhu\n", + "nl+8KD0HD0nf98F72PrRp0MhFy+Vns//jww+fGhPHRvD7e3SuX6VjDackSdtTyT7Urb8mP0Pxnm5\n", + "Y85/de+e9K5fZIaro68Hzd7OGhT70bNvvww3WwFu185dZi/qUPQeyXqv5NGar2W0+7GM3twnox0/\n", + "2XMtmj75RHp358vIgd8bz2mdGz1/gw8azN7YyuCjR9JduEpGzuZK54Zc3+dKBKceo0nom5rqtYHE\n", + "IfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdTC9Qt8uKc90hbUuNCC0gkq9D+scycjQoWrnSnZ5qWR7\n", + "AlHdxgyZkVluBaAOjeWSPSfDGio4I0Pm5NvBWdTQ15hdkWUOLz17Tok1VHRLhbGdWfYQu5lSdLRI\n", + "5jqhnM+2NJCsLco09leH2TWePyNTjvocX8TgVImy3cCwvZlFUudKalsqsmWO+ZyzZW52uZRmuwK9\n", + "aMdgnLXqjfPt82vsb/YF+zxVSNZsHXZ7jpSE9jTVfTfq1K0Tjg7UFkmms4/6XO6drNsos2a4r3ej\n", + "lMyeEdI7uFHKA9fb2J85+VKtm6grkTlznO0atVFUZwehQ8asuTJLh3DOtkNwF4mHvgYD9XLU2Ret\n", + "oRI7Mo1UWz60VG+UzIyZMtPYxiyjrjI3Vnuva4zQN3I9+YS+SpR9i1ojE4C2sfq1vSIixmPSQ98X\n", + "NTXSd/oHaVmTYwaSL2/cMHvQKn1l38vgA6vHq/bGdd9Tdqzoh8w3PT3StWu3Gep2bM6XXXn/Xc4t\n", + "nBnWI3bg7Dnp2rtVeg4dtqf4o71mX+xZKj25/8ccnjoRhlpapGv9JzL6+JLce3ZP1l5bK5c++428\n", + "un3dnN9fWSnPv/o3Gbm4QUZfdJn3NX758GHYcNI6lHPnliL7kfExY2+JeR/kULr27TOmt8voj0Uy\n", + "2t8qo/eOy+hT7/XUYLyn+EsZKVsso6+sMNc8f8Z5coJ37S3cu/UTGbm0SToLc83weiJw6jGahL6p\n", + "qV4bSJx0/GOURhxQqANQqANQqANQqANQqANQqANQklkH6fh3NgCAtrH6tb0iIsbjhIa++kFurDYf\n", + "Oy6tZ87Kwz9nybPvvpO2u3fl2Vc7zHnPdhdL++07gWUbc3Klq7Mz8Histt+/L0835kvr13nyNGel\n", + "FOXOkoo//ifpePLEs1zTwYPSufiv5dkOaz8i2bS3RLp3fChtn/2LtF254rtMLPX4Wr5cJr11FVLz\n", + "uEbWXV4nFZ/+T+OcnDLnPy3cKH3f/VkGzhVKz+Ob5jlpWPqRPNm8xbudW7fNec7j0HPn+HTdeuls\n", + "apLnp3Kku+Wx9N08Jn03ysKW67+6X14c/pN0P7nrmf50y1Zpf/BAWk6clI5tf5b+s4XSvD5bOurq\n", + "PMvFox9OPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMek\n", + "9/TtKz8hr+7dN+8X+6rBGiK5c8dO89/uPXvldUeH+bPSUbhZRgYH7UdjQz9kDj19Kt1bPpeB/H+S\n", + "ti9WSVHBP8jZzJnyuq/PXsqi91iZ9Gb9v9L19W57ij/dR4/Ky2+XSG/+7+VV3V17qpf+CxdMIzH0\n", + "+LH0bFwhoy235GLDRdlbt1fOfPGevPjxnHms7Wtzrfvu3iqV0ba70vfDD2Yv3/aCDTL65o29FZHn\n", + "P/4ozy9X2Y+MYygrM4djdjMyNCTtmwrNn0fPGtt9PSijTddltM4astnN6J3DMnImR0Y7rW04H9L7\n", + "f6iQlzdvSU/pARk8+oWMGPvVvXudvHr0yJw/Xpx6jCahb2qq1wYSh9AX0hXqABTqABTqABTqABTq\n", + "ABTqAJRk1gGhLwCkI9rG6tf2iogYj0kPfXu+KzXDWDcd27bLG+N5Ord/Zf7r4ExPBP2Qqffd7fkq\n", + "XwbW/kbaPv2zbN30Gzn7p/8iwx3eoYl7D5VK32f/RTq/2mJP8aeruFhO75kj33/2d/Ly1i17qpeO\n", + "7dulc8cu+1E4Oix0z6Y/m/fV/eGnH+Rw/WE5/eX/lueXfrD29+utMnpzv4zePyGjT6/YaxnnrdS6\n", + "N69D78FDMtQYvG+D+97IDq+7uox9/lpGR97IaOVqc9po5wMZrf3G/NnN6I19MnJpo4y2WvcWdj6k\n", + "v6y7K30nTpih88i5tTJy77g8/36HeZ/kicCpx2gS+qamem0gcQh9IV2hDkChDkChDkChDkChDkCh\n", + "DkBJZh0Q+gJAOqJtrH5tr4iI8Zj00Ldz1255HfIBUO9bO9zaKh2bCmV0eNieKub9ePW+vImgHzJf\n", + "3bsnPbsL5MX6f5TWj/8khZv/Sc4s+VsZam2yl7Lo+a5EBr7479JRuN6e4k97YaHs2/db+eazmfKi\n", + "9oY91UvHliLjGKOEvsY+9W5aLqPdj+Vo3VE59eiUnFz/W3l+5rh57+Hn3xdbge/D8zLaEAxWn1+6\n", + "bPbudWjfuElGXOdq4MxZY5+8t6DXXsW9hw7L6NBzGT2/1pw2OtBm3t83lNHre2Tk2u5A0Ox8SH/T\n", + "1ydta9dJ97f7ZLRyjYw8vCjDVw5K1+5ic/54ceoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgD\n", + "UKgDUJJZB4S+AJCOaBurX9srImI8Jj30DQ12ld4jR+XV/Z+kY+Mme4pF6HDPY0E/ZOqwxH3fbpaX\n", + "m34jrR/9UTYUvSdnlr0rw88e20tZdO/dKc8L/lE61uXaU8LRoZXb1n4p3xz9QL5Z/bfyPMI50eGU\n", + "u3ZGDn1f3rkjvRuXyGh/i+y7uU+qnlXJsY1zZOD0YenZ/50MXfxWRhurZPRZjYze/d5eS2Tw8WPp\n", + "2vedvHn+XAYbHkr3N97eujrUszsUVvT4dXjm0eed0nHuC6lsrJTRoRcyeu5Le4kgo1d2yMjNUhl9\n", + "eM587P6Q3vzxSuk7/r01RPSza8Z+HTOH5H7d22svkThOPUaT0Dc11WsDiUPoC+kKdQAKdQAKdQAK\n", + "dQAKdQAKdQBKMuuA0BcA0hFtY/Vre0VEjMekhr4jr15Jx+bwIZT7KypkoKraHN7ZjfYuHWputh+N\n", + "Df2Q+eJajfTvL5SXRe9LU+ZcWbf9PTnzl7+Tocf19lIWXbuL5MWW30lbbrY9JRwdZrpj80b5puz/\n", + "yDe5fyvPq4L303XTur5AOux7FPvx8sZN6S9cLKMvumTX9V1yu/22HCn8Zxk4/p0ZpI7cOSIjrXfM\n", + "4Z9Hb+6z17JC566Sb6SjuNjsefvqoXU/ZAc91oHz3nsJm72Dq6tltPep3D33uSyqXGROHz3zubE9\n", + "b/A+WrVZRn46JaM/nTQfuz+kD1y+LK/u3ZSh8+tk4/kVMnrnkHnNNFQeL049RpPQNzXVawOJQ+gL\n", + "6Qp1AAp1AAp1AAp1AAp1AAp1AEoy64DQFwDSEW1j9Wt7RUSMx6SGvq87O6X76z32oyAaoPaVnwib\n", + "13PwoAw9eWI/Ghv6IfN51Y8yUFoor4oXyNP5v5V1u34nlVn/Q4YeWPetdejavlEGi38vbatXyOjI\n", + "iD3Vy3Bbm3Tt3CZ7jv1evvni72Tgwll7jpfWvHzp/GqH/SicFzU10r9pkTnkcuGVQmnsa5SDW9+X\n", + "rl2bzPsdj17fK6NdD2W0r8nsfRuLkZMfy0hTrXmP4f7TP9hTLfRevHpPXr2P793L6+RPZ/4kg68H\n", + "ZfRyoRk6uxm9WCAjjy/L6O1D5uPQD+mjfc3SV7VJ5pb9LxmuLZHBBw+kryzYEzlRnHqMJqFvaqrX\n", + "BhKH0BfSFeoAFOoAFOoAFOoAFOoAFOoAlGTWAaEvAKQj2sbq1/aKiBiPSQ19dYjinoNWqOjm5e3b\n", + "0vXtPjP0dNN79Kg5lHEkhlpaDFvtR170Q+bAufPy/OAmGdy/VBr/9R9kw95/ldMr/4cM3vPej7dr\n", + "c74M7ftQ2j5fISODQ/ZUL4OPHkl3yS7Zfez3svfLv5OBsxX2nCB6j93W/LXSWbTNnhKO9rwd2PRH\n", + "udt+Ww7cOiC9g72yf9u/SnveSnl+8ZKMVm83h34efdUroxc32GtFZuTA72Xk4Xl59dNP0nfsuD3V\n", + "Qs/n0NOnMtpyS65fXi/Zl7Ol/UW7jF4rltGeRnOZkZbbxn4PyqVjC2XFqT/I6PUSc7r7Q/pIxwN5\n", + "U1cmbdVF8ofyf5GBq1/JyNCQOZS1H68eNMhro27iwanHaBL6pqZ6bSBxCH0hXaEOQKEOQKEOQKEO\n", + "QKEOQKEOQElmHRD6AkA6om2sfm2viIjxmNTQV+9n23fylP0oiAaqHVu3SU9piYzovWVfdMvIj9ul\n", + "9/ABeXXvnr1UOJ3FX0u7z3DRin7I1J6vLw5vkKGyVfLot38nm7/9v3JyVYYM3vYeT+eGHBk++JF0\n", + "5H0iI8+f21O9vKyrk96De2XXiQWyd+3/kP4fyu05QV739UnHtu3SXhA5rB24eFEaN3wgR+qPmPv4\n", + "YviFlOz4QJo/WmieBw16R1/2mD2OR86vldFu7/2HQxk5ME9G6itlqLHR2D9voN61Y6e8MfZp9OkV\n", + "uVy9QTbUbJD67noZvX1QRltuy+jzDhkpec+85++PZQvkzxWLZPSKNcR2d0ONjPx02vx55GqxvKn4\n", + "VB7VHZQlpxdI9yXr3svdeg/iZ8/Mn908/XChvDCudTw49RhNQt/UVK8NJA6hL6Qr1AEo1AEo1AEo\n", + "1AEo1AEo1AEoyawDQl8ASEe0jdWv7RURMR6TGvpqL1e9z2wor9vbpTXvS+krKZSRKzut4Ld6m/R9\n", + "t9vsBRyJrr0l0r7RCiBD0Q+ZfcfL5eXR9TJ8ep08+M1M2XYoU459miGvar370JG/SoaPfSIdX34s\n", + "r3t67KleXly9JgPH98tXJxZISUGG9J8os+cEGW5tle5vv5WOzZvNnrB+9Feckvub58n3Dd+b+6jD\n", + "LRfv+kCezptjrjN6NldGX1vr6r8jlzaaQz37MTr0QkaO/puM1h01ez13f/OtPceifX2B+e/ow/NS\n", + "Wb1B9tzZI1dbrpo9g0ceXZLRR8a/J7NkpP2+XC1fJB9VLpJR4/mU3h+/kZHvF5s/j1ZtMQPi++13\n", + "ZMXZJdJ6Ps+c/vzHH+X5Ze+9jfUYnn6YKa/u37enRMepx2gS+qamem0gcQh9IV2hDkChDkChDkCh\n", + "DkChDkChDkBJZh1M19B3oLZEls6ZJTNnZcismTMlY26+VMc3AF9i1ObLjJkZMnv2bJk9a5ZkZG6U\n", + "au9d5MZFbf4Mya+1H0w4A1J/NFvmGOdp1qyZxjmbI9kVLfa8CWZoQPxbhxNkzOd9SAYmdAdgstA2\n", + "Vr+2V0TEeExq6NtfWSkvar1DKytvXryQphUrpH9/oYw+tO6VO3rnsPQf3GUsH/m3fNc3+6Rt/Xr7\n", + "kRf9kNl7+Ii8+n6dvL60XeozZsjOsmVS9tk/yKtr5+ylLNpzsmT4dI50rl0hwx0d9lQvA+fPy8Dp\n", + "g7LtxB9l76Z/lL5j4cNUDz58KL1HjgZ62PrRV35U7mz7g5x+fNrcxzcjb6R4y++k6Y9zZfTNaxmt\n", + "XGMvaTHadF1G7/rfO3d0oF1GKj6T0et75HVXt3TtLrbnGOe0v186jf1QRm7uk2M3dsrxhuNS0WgN\n", + "Sz169gszUB65tltGHlfJ1VMfyUdnl8iw/fx9VcUyUvYn8+fRc3kyOvxSbrbflDUXP5HGik9l5E6Z\n", + "DH7/uXENrKBZeyareu/jlk8+kZc3bprTY+HUYzQJfVNTvTaQOIS+kK5QB6BQB6BQB6BQB6BQB6BQ\n", + "B6Aksw6mY+g7UJsvs2fniDu3HOqa4LAxFA0fXansQHW+ZMwpFetGcuNnUkPfuo0ya36pBE/X5AWj\n", + "tfkzJevCBKbvYzzvXUfny+ySevsRpDLaxurX9oqIGI9JDX17y8pk8EGD/cjLsz8tlf7vNspoo9Vz\n", + "dPTecRk4tENeXIn83N3ffSdtX3xpP/KiHzJ1+OHBY1/K65p9cv/v/n+y98RKObLmH+VllTVssUP7\n", + "Z8vkzfkN0r3+Yxlu8f92V//Jk/LyXJlsOflH2bPlN9J3ZL89J4j2Su4/dVq6S74xw08/eg98I7Vf\n", + "L5RzT88FPghvrFwsbx6dl9HBfhm9sF66XnbJwx7rXsbWvX2tHruhjHY9lJHLW2T0snVvXadnr+IE\n", + "0KPPrsro/XI5WH9QrrRckUP1Vlg98vSqjJzJldH6H2TkXrlcPr1cVl1eJb3a03jkjfRf/EpGji6S\n", + "0TfDMnomx1znx+YfZf2VL6X+1F/M4bffnP4sMJR196HD0paXb/bwbVu73uwFHA9OPUaT0Dc11WsD\n", + "iUPoC+kKdQAKdQAKdQAKdQAKdQAKdQBKMutg+oW+dbJx1hwpmai0NV5CwkdrP+bL0Qnq7Tve0Hfo\n", + "QnbE9QcqlsqsjXX2Iy/R1ovNkFzIzpdx7HZsJvm8Q/LQNla/tldExHhMauirQx/rEMh+NC3/s/SX\n", + "fCmjz2rMx6P1p2Xg8I6w4YPddJeWSuuaz+1HXvRDZvfeEhku/0JG7p+Uu3/7/8i+Hz6Xg7n/KC8u\n", + "eu/H2/bJv8m3Jz6U7g1ZMtT4xJ7qpffQYRn88ZhsOvWh7Cl6T3oP7LXnBHlefcW8Z2/PgQMRt9O1\n", + "o1B+PPiRVDVXBT4Ibz7zkQz+dNrsuTv641Y58fCEfP5j8LjM4ZWNeQ4jLbdk5NEFGW29LSO3SgO9\n", + "g3v2fyfDTdZQ0LofAxfPy+g5KxQvuVsij3oeya7bu8zHDqNPqmXkeomcq/izfHn1S2m9kC+j/a3y\n", + "/Mx6GfkhW0a6G2XUvoevBtVFtVuk7sSfZORigYyczZPO7dvljVEjvcfLpfmTlfK8qko6dxfLwLnz\n", + "5jqxcOoxmoS+qaleG0gcQl9IV6gDUKgDUKgDUKgDUKgDUKgDUJJZB2/j7+wDN1vlYBL0peWozJ9d\n", + "EqWHbZdUb5wvGRmzZXZGhsxZWiJ1TsdTXTe7XGpLlxrzZ8n8UqsTTFf1RsnU4YPVOdmeHsQBwsLH\n", + "WsmfmS0XtMdslO3ON/Zh9uwMyZizVEoCOyIyUFdkzzOeM7NIirJnBcLXsAA45LnN7epQx8Z2Z83K\n", + "kdOXS4z9nykz9ZiN7RWF5rtdFbJ05lzJr27x9IbWIbLD1huolaJM+1wYztlYK85e1+Yby1RfkJw5\n", + "1vN+U5Ips3VobXPZItHV3fvecnS+ZBUdley5Ol/XmW88R+BiSEX2XPt5ZsnMGTNlbnap1IZ2Eh7j\n", + "edfnnH/UuYBWLcyaZZxnY/6snAvWsQzUy9HAc8+WTOPAQ58WJh9tY/Vre0VEjMekhr5OQOhHU9YK\n", + "6SteLaOt1m/j0Yfn5PmRr2Tg/AXzsR+9Bw9Jy6ps+5EX/ZDZuXOX/HT4I9l9fpXU/ddfyeHKtfJd\n", + "3m/kxbmj9lLG87x+LS2fLJR/2f+30lGwTAYbrB62oej9g4dqTkjByYVSvP096dm3254TZODsOXlR\n", + "UyO93x+TVz/9ZE/10rEuRy6c+ERqWmsCH4S3n1shA3e/l9HuxzJ6rViONRyTTy9/as5TRutPyeiT\n", + "YM/ZkZqvZeT0SnOaOe/COrOX8POLFwM9o81ezic2mr2BlR23dsiL4Rey6fomc0hph9G2uzJyebOc\n", + "rviLbL6+WR5e2y6jLTflRfkqc7r2CB69Zh3ryUcnZW/dXqk9vkjenPpURs7lS/e3+2SoudkMxbWn\n", + "cff+/ebx9588Za4TC6ceo0nom5rqtYHEIfSFdIU6AIU6AIU6AIU6AIU6AIU6ACWZdfA2/s7+33tu\n", + "JEVfNAScf9Q1VLGXxtI5MqcoOLzvQHWOZCytELNjqIaEM2ZJdoWrm2hjqczNrgiGfvVFMttv+57w\n", + "sUvqSubLbOOxGaJG2O6cOUUS2JOBasnJWCrmIkMXJHtmtlT8/9n7z+820rTNE/wL9sN82f2yc/rM\n", + "md2zbsyeXjPd29PT2z3VfVrvdrd65m29Tl1GVW+V3qpSZmUqndIpU1lMR6VSqUxRjvKOchRFkRQ9\n", + "6L333koUvRFJGUoi7sX1AA8RAAJgEDJABK9fnEsCIgKBiHhuBILPhft+9Jti2Va/WRrR9MV2tx0M\n", + "MUdhdga8JpjZZklN2CFbtuyQhIy+teM1e93KmjM8Kzm7d4n2ULFfP9vlOaa19x6XjF2Bmb7Bpu/P\n", + "jGWlfedWnSXPMW1byz5GxvBWMU1G3uB5N5q+iIVtnnUDTxXea6f4Q2RJXHu3RD535JWAPlazvleK\n", + "oigriqnpayw/vPpkWdzP/L+pgnH4tPKMuGe95Z9R5vlxyWWZvxU6dq5m7tp1mTjwvTxfXvbN8YOb\n", + "zJnkk9KQ/pZ8mPN7aT/6V5LVeEaufP+3slyY5lsL+/FExr54S/5w83+V8WMfyqOubt+SQGBYP+t0\n", + "ycH8t+T82V/JfMop3xI/D3Jy5LHn9YuFLnnU2uab68f9/LlMfrNXCsu+lvbp9rUb4XMVCbLQeUvc\n", + "U93ibrsh17qvyU+NP8niyqJavjrRJavthn1uuiSrOR+r0szu4Upx13nO28K9tZLOYPKbz2W1JVU9\n", + "BklNSbK6uipXu6/KzKMZ31zPPi3cldWiRLlT9Klc6LggHW1XZbUzUx7mfinuFjzO9uyTdzu3+29L\n", + "el+6VN/ZLc/zPhd32UF5kO055p4emb1wQebT02Xiu+9lqaZubT/WQ8djJNH0jU+hbUj00PQldoVx\n", + "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zvyoYiIlMgdG30zg+rZFZydi1U3yJtj6a5eDPfMYkXhuU\n", + "JYwxYLds9WZ8+uXNWg0A5uMWX2bu9t2SmNHsNS9BmO3uDNwRvyHq2daWhPKArFujWRrJ9PWOWRua\n", + "57yu6atZQYbttjXDNeR1s7WSvMez7yo7d4dsRyll32FgvxJUiq1mfdM38Bx42sJnqKOs9HaDOV+b\n", + "GMH03cB595u+iIXtJmXAkSmss5P92pvjN47J6wF9rGZ9rxRFUVYUM9MXGb4wToH70bysFnwp7tpA\n", + "41Sbl+rxvQZxd92RB1l35Emf+aDzKN88c+y4PJvxm5ga3GROJx2R5tt/kvfzd0nL1b8VV9cNuXzw\n", + "72Q575pvLe9+jf75TXk7/W/lbvIHqkSzGRi7FiWYk4rel7MXdsj8xRO+JX7m09JkZXQ0IOPWyDPs\n", + "06EvJbviG+mb61u7Eb5Y+Y3MtF4T91iT55iz5HjzcbnZe1NGHni/jd3LM+KuPqYeA3fdaVnN+1xW\n", + "W1PFfb9FmbLIkIaBPe05Hyv37snsj3vV9sDjZ4/lZOtJ9RjG7fDCsHoMVFvkfCLpxZ/Jrd5bUt+T\n", + "IasVR2S55LA6/6uNF8Tdm6fWvdZzTQqHC6XMc9PwvOxHcbu+kuXycnlY3yBTR47Kw9Y2ubv7HXk8\n", + "OKQMeSvoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg9fxd7ZZ6eXXIXO8Y/qm\n", + "hvqeHsyMviDTNyiLFyZquPFuAwjIOA0izHaDzVmj6fuzxFrvTB8bMX2DzWRg2fQFhv0NfN2IpO7Y\n", + "bsiChakbaPoGvsf6pq+/1DLwm754bc6e7bJt9x7ZszNCieUNnvdA0zf4BwAApu8ef5Y1iRnoYzXr\n", + "e6UoirKi12b6LlVXy+OuLt8zUWP5YkxfsFp5TFafrnjHpu3KVvMAjE0YnOrxRLu4O27JswcPZCbl\n", + "ipoXzMy58zJz4YKsjN71zfEzOz0tkz/+KM2578se126pubRVynoz5MpPv5D5LH9p5mcLCzL8513y\n", + "QeYOGT73viwVF/uW+Hn+8KHMXLwky11Zkly8V5Iv/lrmznjHuTUyn5oqK5OTslznOb/loWWpYQjP\n", + "Je+X9IpvZPSB57HvRvhKzQGZbL6ksnbnO2/L+Y7zUn6vXJWA1riLvhb36qr3cdlBWa1J9pzHJHHP\n", + "9Iu7N19lRoP5jAwZ2/dneXTlY3E/e6LmzT2ek4udF9Xj4rvF0jbtz0LGNldvvSk3ij+XvME8KRsq\n", + "kNU7H3ra77wqsb2K0tHDFWpd7FfVWJUU3v6drDZ4lpcekIcNtbKQkyPTJ5LVuZw+d06ezc6qzF8r\n", + "6HiMJJq+8Sm0DYkemr7ErjAOCGAcEMA4IIBxQADjgADGAQGxjIPNZ/p6jb0tO5Ok2SQ5E8silncO\n", + "MglVueStiVJrMAH95Y0NbNB8VPOslneGERlQ3nmL7F7LPF1SWbBr7x2hvHOgwepnZWk2IKt4NmfP\n", + "WqZx4OtgqPtNXnUMW9YzfQ3re7Bs+q54zsfOSGMz+4ja9I1U3nmL7Ar41cBKwPkhrwf0sZr1vVIU\n", + "RVnRazN9pw4fkdlLl3zPRJ70D8hCZqa4H4ypjF7gXpoSd/Vx9Rh4x6b1fv24p3vFjezXp09l+shR\n", + "NS+YmVOnZT7tliovHMz02JhMJR2W2rwP5M9ln0nhuX8rVYN5cu3Ir2U23Zv1CmBQDib8Xvbm/EF6\n", + "Lr+r9jGYZ7Nz3vLF7TflfMWXcjLltzKdfNC31A+ybJFt+6itTZV4DuZRe7s8uPCDXKv8WsaXx9du\n", + "hG/U/SRjDWfE3e+SwY6bktGfIR3THVI4UqiWA3dNsud8TSoj112yX9zd2bKat1dO1/0ovb25qiSz\n", + "Wm91VZ6PdYq72W+U31+6L6k93hLNDRMNUjHmNXE1q5nvSErRR8rQzR/Ol9WMd+RBbYq47zWqjGJk\n", + "E4MTLSfUfmXf/KWstt0Ud+URedzeKDPnL8rcFa+hD1Zhkif7z3EkdDxGEk3f+BTahkQPTV9iVxgH\n", + "BDAOCGAcEMA4IIBxQADjgIBYxsFmNH3BiCtRdm/bIlu2bpOtKNe7N8dr7MqSNCfv9pfu3Z0sndr1\n", + "MzNnPSw1J3u2tU2V/N3m+X93hokVuVHT14Part6P7bsleW1HPMs6k2WX5730PmYk7/QbquMuSdix\n", + "Vbbq12Uky07De8/WJq29dtu2BCnHZj2v2bt9q+cYdkhKUOLyUnmibN/qOVfbPOtv3So7EjL84/IG\n", + "vW7Ws+4O37Yx1nFO0p4Ipi9evtezbc/6O1JUSWzrmb59krrLe87xXlu37pAEV/AZ9PACpi+yfWuT\n", + "dnnOEd7D814J5T4DeERyEnb45+84GGD6k9cD+ljN+l4piqKs6LWZvjBAjWbtw+YWWSwqEvdojbj7\n", + "8n1zxZfB+lw9Xir8Qh4+fqAeu2eHxN3ozU6dOpykxsMNZvroMXmQX+DZdugX3vTwsEwfPyIVBR/K\n", + "93Xfy+0z/0rqhovl+vG/l+lU/349nZyU/q/+Qb4qfEc6r78jc1dCs4qfjo3J/PUbMtWSIinV38mp\n", + "6/8gU0f3+5Z6UaWVPfsDUI4aZamDWa6qlsUbh+VCxZcq+1bfCN9qOCrDdcmqtHND2xWpuFehjNob\n", + "PTfUcuBuTxP3RIfX+K054TmPtbKa9kfZW/qRVI9Vy+qwR31ek3i1v1hWh/zG7sD8gGQNZKnHKCud\n", + "M5SjHmtW7+yRcwXvKkMX5Z9XC76QB7VXxT3dJ6vpf1LZxM9Wn8nRZs9+PhiW22m/8LyHS5WZXhlo\n", + "lckfDsmDTO/2AYxnlMO2go7HSKLpG59C25DooelL7ArjgADGAQGMAwIYBwQwDghgHBAQyzjYrKYv\n", + "sTNL4tq7K6j0cq0k6jLcZFOAPlazvleKoigren2Zvj/+JDOnz6jyzGC5skqWa2vF3XZD3FPdah6A\n", + "ceh+cF/cz59JS/a78kn5J7L4ZFFyO67IQ984tsgaRfZoMDAWl6o8263yljY2Mt3XJ7OnjklR4ccq\n", + "Q/XK9b+RpruVkpr8exm/dsi3lsjT+/el56vfyoHSvdKU9pbKHg5GZymPNZ6VG/U/ydm0N2Ti8Je+\n", + "pV6eTU/L3KXL6jHKTc/fvKkeG1nMy5dHmUfkdOXX8vDpw7Ub4YzOKzJQ/KU6N67WC9I90y1PV5+q\n", + "sX2Rofvo6SNVatk9UOLPgJ4dFPflv5PPKj6T0rueZSsPVdlngLF4MSaypmOmQ1yj3szjieUJudbt\n", + "H9MYIGM4OfdNGV0YlStdXtMb++ZenJDVazuU0bz8dFnOtJ8JyBpGNjGyisf27pWlklI1TwMDHEb4\n", + "euh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYyD1/F3dtfkckxEnMqIpGzfGziu\n", + "7niq7NqRun65Z+IY0Mdq1vdKURRlRa/U9F25f1/mMjPl+fy8zJ47Lw9yc+VRp3dc38WiYnnY2Snu\n", + "sh/EveK/WXF3Zop7rEnNq8l7X2W5nm0/K+caj0h/yVdqHYzd+yzoptH97JlMJx2RR61tsugKLaU8\n", + "5Xmv2TPHJM/1iRrP9nTbaZXJmnZml4xdOuBby7PPI6PS+fWvJanqW6m58yeZPPSjb4kflGVeLCiU\n", + "kdrjkt54Qs7f3i1jP3zuW+rlyeCgzCftlecZb8tKT73MpYaavvOeeU9yjsjRyq9U5qy+EUbmbW9R\n", + "gqxWH5dbLadk5IH3a31xZVFl6DZNes7PZJe421LFfbdO3L15svp4UZ5UHpWvq76W7EHvuMh63N9g\n", + "Yx0lnSvHKtXjR88eyam2U+qxZrUnV46UfioPHj9Q5wlg39Amqxf+Uv0//WhaGcL4P6UrRa2DMZcx\n", + "9vK9D/aoMZyNzJ49J88XFnzPwqPjMZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIO\n", + "7Ph3NiEob71W+nrHDtmxO0lqTcZoJs4Ffaxmfa8URVFW9MpMX/fKisruRIbvk+FhNdaucWxbGLdP\n", + "7/aL25e9q0GZYndPrrgfzkppwR5lcIK83nTpLPxMPcZ4sU8nJtVjzfNHj2T6+Al50t8fUFpYM9XS\n", + "IvMXTkhm0adyq++WJDUmSe9cr9w6/7aMnvvat5bXrG37+leSXPejlOW8LdPJJ+T54qJvqZeHdfWy\n", + "XFEhfZU/SlbLGbmY9Z7c3f+xb6mXRy2tsvjjLnk+Wifu9lvqPAQDI/RxwSE5WvOdeq5vhDGObmfD\n", + "KVnN/URSWpKVsarpmu2SgpECcS9Py2pRoiqNjRLZYOHJghxtOipXu73j6brLfxT3k0VxN5wX9/yo\n", + "mgfK7pZJ62Sr75l3bN6V5/5h+WFAH2v2tktSU5L6X+/baneuyvK9u3hX0vrSlBF9rv2cWqbazdN+\n", + "Y3s+kqXaWjVPY9ZmZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuC\n", + "PlazvleKoigremWm74NClzxsa5O56zfUOLtLRUXybGFBZs9fkNXlZZk5eUpW7zXJalfgWLfuuWFx\n", + "N1wQ94MxyS/4SLpnvRmqJUMF0pz3gXqMUsnIyDUCYxblo/V4u8FMevZ54XKy3Cz+VApHCiWxNlEG\n", + "FwYl89IHMnx6n28tkcfdPdKY+Au52HxSCnJ3y+zFcypj2chSWZks1zdIR9m3ktt5TS4U7pXhP7/j\n", + "W+plsdhzzKc+8Jaqrjvt2c4leTrtN28BjODF4v1yqumIeq5vhItHi6W1N1NWr/+9nG4+qkxWjcqw\n", + "7faWXF4dqpTVgj+rMXYBSi0j+xYmLnDXnlQlmd1VR8W9PKPmgQsdF2T+8bzvmXgzdh9692320aw8\n", + "ePJATrV6s38vdF5Q5bWNN+lZ/VnyYcmHypx+8vyJJLcmq/mq3PRgqTrO548fq3mahbRbnjZbvxCJ\n", + "jsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvou\n", + "5uXJ484uWa6slOlTp+VhQ6OaP3f1qhp390HWHXG3p4l7vF3N17ifPhZ36QE1Ru3twg9laGFIza++\n", + "V6XKLYOFzCx53NenHmuezc7JzNHvZaWnVhnLwUx49uPBlRNypfhTqRuvky8qv1DZqlnXPpb+E5/4\n", + "1hJVHrr+u59LakeKZOW9I/M3r8rj3l7fUi8PMBZvR4e05rwvRcMFcqX8zzJ86JMAc3jh5iV5lLpf\n", + "3M+eiLvkO1Xa+nGXv8SyMqk952W2cJ9caD+v5ukb4bJ7ZdJ4v15W7+yRw40/yerqqpqv0dm3wL3o\n", + "H9l/YH5AlX9GSWaMEexuTvGcxwHP+fzec14fqXUWHi8o09dIRn+GDCwMqPPxQekH6pzrdVJ7U2Vs\n", + "aUy673VLy1SLmne567JMPZxaM6P1/qgs7d489djI6lC5zKfdkMfd/uMPh47HSKLpG59C25DooelL\n", + "7ArjgADGAQGMAwIYBwQwDghgHBAQyzig6UsIsSPoYzXre6UoirKiV2b6LmRkyJP+AXkyNCT39+2T\n", + "x/39sjo7LIsp+2XqyFF52Ngo7vJD4n7iHZneNeJay+p1VybJ6kiNXC/8UGWvgsbJRinPfkvcz5/K\n", + "Yn6BMl2NPJ2YkNmvd8mzgkSZPnbcN9fPeEmJLN5IlvMln0jPbI98WPqhjC+PS86Nz6Xv6B7fWiIP\n", + "6xuk5uB2yerLkFv578rinZvysMlbYlqzcDtDHne2SEP+x2rM4RuV38jIpW/VazWzJw/Jk6Iz6jGO\n", + "c7myTJbLy9VzgIzkuStXZLxgn1zvua7m6RvhqrEqZUybjbcLkOlrLPmsaZ9ul6LRIrnRc0OdN3dH\n", + "uqyONauxfTVtU20qk9hI32yfXO26qjJ+L3deVmP+6mxilJLunOmU9PZ0+arGO6YyMomfetpBg+fN\n", + "E81S1HRWvWcwq6n/IAtXj8jDZq9pHAkdj5FE0zc+hbYh0UPTl9gVxgEBjAMCGAcEMA4IYBwQwDgg\n", + "IJZxQNOXEGJH0Mdq1vdKURRlRa/M9J2/kSord+/K6pMVGdn5e1Xyd3WkSlbO75DRP70lK4Nd4q72\n", + "mrO147VKKV0pysx0t1yT1fZbcsH14VoZYhiahdlvK5N4qaRUmcZGVu7dk7n9b8uq62uZOpwk7ufP\n", + "fUu8jBcUyFLqcTlV/Ikye99yvSUzj2Yk91aCdP/oL828VFYu5T/+nTJPr+a/K8uujACzFsxfvSYr\n", + "XTVSU/a12u+b1ftlKDtJGd2a6e8+laet3tLV7saL8rilQo1rrEHW70L6DRkp+lpu999W8/SNMLZZ\n", + "fb9a7R9M2GBQVrlrpsv3zA+MYrwOy2Ggu3vzZbWvUI3tq0GWbv+8txy0EZi2rVOtKss4byhPZfgC\n", + "vS/XW6/Ll1VfmhrRZ9vPypGmI3KqKlHczV6zWONeXZXVm79X5365xjv2cCR0PEYSTd/4FNqGRA9N\n", + "X2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGAU1fQogdQR+rWd8rRVGUFb0y03f20mV5OjWlHj+bnlYm\n", + "rHuwRFZv/0mejg3L6nC1uHty1fixupTw/eX7ktabpsaGXa0+LieL9yiTEfTN9Ul27m5xP5yV5eoa\n", + "JSPIKJ47+J4a4xZlk5979tPIeHa2LKUny5GSj+Txs8fyD/n/IAtPFqQwc790/vCmby2RBwV5UnTk\n", + "51Jzv0bOF7wrD6vy5EFOrm+pl9lz5+VZh0vKqw+pDOT0mh9kqPZsQIbx1N43xD3WrB67u+/I874K\n", + "NY6xZrmuTpby06W37DvJHsxW8/SNMLZZMVahyi2n9aWpeUaaxpuk7G6Z75m3PDPG1S29W6pKMFfd\n", + "q5K6+3XiHq6U1dZUcdd4x9yFkY0s4kjA+EXmccaA18DumeuRvOE8Od90Xg7WH5SRhRG52n1VLdOc\n", + "7zgv31Z/KxcaDou7/qxvrhe012r+57J886A8cBX55oZHx2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYB\n", + "AYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdErM31nTp+RZw8e+J55UeWGC78W99ywuNtSxT3Z\n", + "JV2zXaqEsAbjw2L+akGCJBV94JsrMvJgRG7l7Rb34oTK8kW2r5EnfX2y8NMHspr7qcylXJGnk5Nq\n", + "LN4nQ8Nq+f3bt+VB2k9ytOxz9fz7uu9l8cmiFN75Xlp/2KXmgYWMW1Jwcocqg3yyfJ88KbmkspaN\n", + "wNx93pYpRQ3J0jbdJln1h6W/+ZzMpd6Uac9xT505KzPf/EkdJ3CPVIu7r0BmL16SZ57zBxZdLnlY\n", + "miVtVT+o0tZA3wjDeEUJ5t65XskdCjScweiDUbnV588ahjF8oO6AWhevubd4T2723hT3/WZZrTkp\n", + "7qbLygzO6PNnIodjeGFYlWvOGcpRz5EVDRP4UPUhlYldPVYtdwa9GcyaHxt+lGvd1+SI55y6q476\n", + "5nrBmMKr1Sdk5c5+NZ7zeuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6E\n", + "EDuCPlazvleKoigremWm7/TRY7L65InvmRd3/TlZbbgg7nv14i79XtxPH6ksUmSTalJ7UmVsqlMe\n", + "3tolyaWf+eb6zMe8d8Q9P6rG88W4vkYedXbK/LFPZPXO+6qM8pPhYZk5e1amT3izXMdSU2Xu5n45\n", + "VbNfPde4Kk9J6xd/73smMn89Re6c/Y0MzA/IkeYj8uz2XpXZq0HG8tRPh1UZ47y2C8q0zm44Jj0N\n", + "J2V1ZUWZzdDzIs/xPV7wvma6V1arjsjsF7+VlXteI3j+Vro8rr4jDTWHVVYv0DfCGEO3cKRQGbXI\n", + "3g0muMQyxuL9qfEnlYGL7GBwuu20LN1vkdXSA+LuuCWXOi/J7KNZtSwSKKe9v3a/uEa9RjTeC0b8\n", + "0dqjqq1QiholoI0UDBcoI/p0y3FZrEzyzfXiHmtUmc6r+Qky6Tlv66HjMZJo+san0DYkemj6ErvC\n", + "OCCAcUAA44AAxgEBjAMCGAcExDIONqvpu9ScInt2bJUtW7fJ1i1bZNvOg1IbWBDx5dJ8UH62ZZts\n", + "375dtm/dKtt2J0nt+l2Qlmk++DM56C2m+HLA/oZscFwydu2SjHHfU1mRpRXfw7A0y8GfHfT8+3oY\n", + "z9jlaVPPOfac522e87wjIUP6IrXrypLnKF4e47VJsnvbFs8+eGLL0967E10y4lvmZUmak3Z44yCx\n", + "3PMM+7zH+3xnivR5V3oFBLed/UEfq1nfK0VRlBW9MtN36seffI/8YGzZ1f5iWW26Iu7ak2oezEtd\n", + "whlUjlVKw0SDzF79hZwv/9I3V5RheTH/HXHP9MtjZPVmZvmWeHnU0iqLyZ/Iav4+WchKl0edXTJz\n", + "OUUmDxxUy8euXJGp61/I+aYj6rmmrC9Lmnf/5doYwHMXzkj65d+qbNnjLcflcWuaTH39iVoGUDZ6\n", + "+uQpcVcmSVb3dTU+bl7TSems9We4ulefi7voG/U4vS9d8vuzZbXjtsx995Y8bq9T82cvXJSnzTlS\n", + "XX9MjZsL9I1wz2yPytrFWLoYp9eMM21nPDcf3m92mNO3+27LTw0/qXGAQcndEmkZKpTV3M9ktOWy\n", + "aZnocHxS9omU3/OPYwwT+HzjebU/p1pPSeNE4HjKGowDPObap8z81d48Wa07I+6BInEPV6gS0zMn\n", + "j8qz2ch3fToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBALONgM5q+S80HZfv2RHEZ\n", + "DLCV2Zdr/oUQZKIu1R6UbTtSgwzB6ImF6TubsUu2p6xnU75+03eXwdkcSd0lWxLKw7Zt88Etsrf8\n", + "5bj9ynDelRJgMo/k7JXtuzI8Z87HSIps350jaz2/K+WSsDVJOn1PXx00fSmKoox6Jabv6uPHqgTy\n", + "6tPHsjrn/Yp3P38m7uJvxT07qMbddfflK4PyRs8NtVwztDAkmQOZMpb1nlyvSvTNFVl+uiynC3aL\n", + "e6JTVkZHZT4t0MRcrm+QxZMfymrpQVnMuS0PGxpUhq4qxTw/L/fOX5Cxq3vkSrs/axdUjpRI4yf/\n", + "SZ75xh+ePXlEbqT+XiYfTsrZ9rPy4G6DTH/xJ1l95DWmn05Py8yFC573+V7tJ8ohu1rPSVuV3+R2\n", + "L8+Iu/qYTD+almPNx1SpZbBw7BN5WOXNUJ46clSed2RLaWOytEy2qHn6RhjjF+cM5qgxeNun29W8\n", + "YDDm7vCDYZl7PCcXOy8q4/jzys/XDPSxxTG51XFZVm+/JWX1x6V+3Lohl1CZIK5hb6Yv+K72O7nS\n", + "ckVlICfWJSqj2wwY1d2lnjZ+MKbGEl7NfE/c7WniHm9X/y9cOSmPu/1Z3WboeIwkmr7xKbQNiR6a\n", + "vsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMg81n+nZK0tYdkvKy3FarhJio2I9dkvGSsn1f1PRdKU8I\n", + "fL2lTF8rvGzTd0XKE8JvL9j0lSWX7NnyOkxntOduyQlpzyVx7d3iP7fB53U8Q3YZTeFXBk1fiqIo\n", + "o16J6ftsYUFmzpyV1T6XrKa/qea5l6fFXX1c3E+WZPX6r1XJ48tdl2X2ceA3xpPnTyS5NVkZmjA2\n", + "NSvPV+RY/tviHmuWpxOTMnclcHzY5eoa6TryB+kq+VaWC9JluaJCpg4nyYPcPFUO+u7JUzJ8fXdI\n", + "xivM0vqv/1YetXmN1+nDB+TyrT8qMxVj2E6PNchs4jtrpvDK6F2Zu3ha3HWnldmK9YrbL0tzpTej\n", + "GCAb2d1yVTL6M5SJjYxhsHj+G1kuTJPnDx+qstPujtuS3XhcmbxA3wg/fPpQlWfOGshSZabNQEY0\n", + "jFwYsBhjd2BuQP5U+CffUu/5Ot501HOufyP5DSeke7bbt2R9YPJmD2T7nnlLbhf3FsvY0ph8VPqR\n", + "TCxP+JYEgn2q85wH90SHuBsuyGrxflktPyRVvRky050jS+mnVbtEQsdjJNH0jU+hbUj00PQldoVx\n", + "QADjgADGAQGMAwIYBwQwDgiIZRy8jr+zb7ZOSFoMZApMtu0pETJsZ6U2aZds27Zdtm/bJjv2pEin\n", + "ztzEaxNypDl1j2f5VtmV6nXQZlHSF+V5oR0JARnEa4SYqM1ycEuClCMFNcJ2d3n2Yfv2bbJtxx5J\n", + "WdsRkaXOZN8yz3vuTpbkhK1rxmKIARz03mq7KDHt2e7WrYlSUJXi2f8tsgXH7NleMtJOLZi+AQbr\n", + "uEsSdvrOwdYt8rMtOyUhtRnFjOXgz/ZKUvJu7zKc0wSXweTE+fYt88i4bNyVIDvUfM/xb9stGSOe\n", + "raV41kU5bjU/OSRDNsT0nfW3N5Yl5DRL6h7P9rbuEpzmwHPlbfutWz3n1dMOW33ll5f6MvzHtn23\n", + "5/yYZAajDXemmpq3eN/tKSOyhPPuOc+6zHdyUYbs3blNtmzZqp7vVY5x+PPRfNDzmtpySdyBdjso\n", + "qIkZad/U+fPFyM6EFDlI05eiKGpNr8T0xZi2s5dTZLXlhsr2BO7pPjUOLsC4vgUDOWtmZzAYoxYG\n", + "Yv5wvm+Ol6SCd+TZSLU889wwzhjG2QXL5eWS9sM2OZHzJ3lYnCbztzNl5tRpZfjOpd6UkcRvpS/9\n", + "Y2WkGkGp4qqjv5OlQq/JOXXgSzmb9YYsrix6yxXfb5L5g+/Kk8FBtfxxb6/MX0iS5x0ZaqxbUN55\n", + "XRrKv1OPgftunbh7cuVEywl5+vypXO68rLKal278KEu3z6+Z1jCGbzQelfvL99XrjDfCyA5ObkmW\n", + "+0veZcHoEtAo/1w1ViXLK8tyq++Wb6kXvP+jK7+QtLrDasxdq9SM1Uj3TKBJjH1DOek/5P9BZV2b\n", + "0TbVJkW1h8U9VC7ush9ktStLVm+/LZ+W7JHK5gvypOCMzF68JE9nvCWozdDxGEk0feNTaBsSPTR9\n", + "iV1hHBDAOCCAcUAA44AAxgEBjAMCYhkHr+Pv7F9caomJTIGZGSGzciR1h+xI9vfFLtUmyrY9Lm85\n", + "Xhh7P9sqCS5Dcs5IquxMcClzUNGXHFjOVxNgos5KZ8ou2e55rsoOh9nujh3J/jFel2olcdseUaug\n", + "JPCWBHHpN8WyrX7zMqLpi+1uOyjNQb4ljMmQ1+gxiA3ausXc9G0+uE2StAMbULIYpu9WSVwbMDkw\n", + "83UkdafnuP0705e83bdNz+u2GY5/DRjPFjN9V8bFlaC35132s62e82Y4zcZzhbbf5nkScGpwLDuN\n", + "7eCSvWaZw5Hiynj+A+LAA9re8Lrw58O7rz/b5dkXvTjSvgXHz3iqJ8Zo+lIURWm9EtMX2bDzqTfF\n", + "XXVUVvM+85Z29hmhmvMd52XhyYLvWSDFo8WS2p0qpXdLfXO8nCz5SB4OuGT14UOZSfaOCaxZLCqS\n", + "2z/+Jzlc8K48Lr0hM+cvyPzVa+J++lTmMjJk7MJJ6XB9FWIkt0y1SOmVd2U+5ZQa13fy688kOf8d\n", + "efzssSrfPDjeJA+OvCeP2trU+stNnueXD8p0f4Eyc0FVd5rUln4tqwUJsjrZJe7efFnsL1Lj7oKC\n", + "kQLpmu2Shzln5EHKkbUxiZEtfLb+R2UwA+ONMPbr84rPw54jZEjDdD7Xfi5sFi/2b+rKf5aLVfvV\n", + "mMgvgt63hvEGWV1dVY+DQanr9LrDstp6Q9ylBzznoltWU7bLvop9ktN6Tp43XJaF7GyZOnpclck2\n", + "Q8djJNH0jU+hbUj00PQldoVxQADjgADGAQGMAwIYBwQwDgiIZRy8rkzfWMiUCBmZMGMzdu1UGaB+\n", + "DOWJ8dqgLGGMa7tla6AxapaBqsy+NRN1tyRmNHuNZBBmuzsDd0SZfsov9GwreJxao3kZyfT1jsMb\n", + "mudsavoGzADhMn1Rcnm7+L1ymNBG0zdRZaVq/O+F871FtgacO49UqvGSdCZ79nVXgqS4+vznyoLp\n", + "u9YeO/dIsmtkzcTFsuBj958r7Mv20LLfONch5vfe0DLOEeIq4H2Dz2uA6RvpfHj3NUGlhvuIsG+h\n", + "7czyzhRFUUa9EtP3cX+/zKfdEHf5IXFXJon70bys9hbKQl+R3Fu8p0xOjJcbDmSxJjUmSc39Gt8c\n", + "L+fLvpD5rkxZffZMlW428iAnWzKO/LUcLPpAnlRelclDP8r8od2yWnlULZ/vq5XWqh+k+G6xeq7B\n", + "mLmu7C9k5qevVdnlqcRP5YjrPXm++lyZzs33qmUp+T1ZrqpW6y9kZsrj9APSN1ou2UPe7OCavgyp\n", + "dH0uqzd+J+6RanG3XpfRwZK1zNvWqVYpuVsij0tuyPzJb+RhY6MslZbJak2yHK71Zwgbb4QxNu9H\n", + "ZR/J09WnvjmhIBu3YSK8CZveny5D011yvPm4Kvf8Ili5SYcRfanxsKyW/Sjuem/7zj+4r97/TMNP\n", + "4q71GvVLFRWyXFunHgej4zGSaPrGp9A2JHpo+hK7wjgggHFAAOOAAMYBAYwDAhgHBMQyDuz4d/aL\n", + "4R3TNzXU9/RgZvwFmb5B2Zww17aupbhGwNRE9RFmu2ENSmwr0WijGpYFPVYY3tvMTAZ+I9aH6f5G\n", + "Ku+cI3u2b5Pde/bIzoAyw4bz58P/XjjfW/0ZwmaszEqfK1l2b98pKcpU3kCmbxBmywJN32DD3wOM\n", + "1T2GTO6wvIwxfSOfD7N2DbdvONbAdqbpS1EUZdSrMX07O+XBtTPibktV5p974a4yQrv6cuTd4nel\n", + "Y7pDlSYOB0zhT8s/VWapkSsNSTKe9b6sdqTL9JGjKotXM5+eJhkn/7N8W/SBPK28IPe/SJAHpz6T\n", + "1YIv1PKFDpfU1x5RZaONIAM3r+aQTH7xnjybmZHp/R/KkZJP1DKUn74zkCUPz74riwWFat708RPy\n", + "LDdBau9VSfV9rxHc0J8rZXfeklXX12qcXndNsrQOF6uMZTC2OKbG911pzJW5Hz+TpZJSWa6pkMWS\n", + "/WvZwOBl3wgXjhRK80SzKvP8oljZNxjUxxp+lNU7e9R5ABgHGKWqz7Uky3zxt2oeSmUvpHuXB6Pj\n", + "MZJo+san0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIONp/p6zXEtuxMkuYQg867LGJ55yBz\n", + "VpXR3Zooa9WLPayY5ZSYmqg+zLaLeVbLO8NYDSjvvEV2r7mPS1KbuNX/3hHKOwcYohs0fVc852ln\n", + "SJosiGT6eksqb02sNRiXKwEZzJol1x7fe0U2L0OOw4DZMqORGra885ZdgT8SMG1g7/a37EqVEcPi\n", + "kZy9geW+I5q+kc9HiOkbad+CyzvPZshulnemKIpa0ysxfR+iBPKVn2R1tE7cbTfEPdWtjNDqgRw5\n", + "2XpSGZ3Bhm4wH5d9LPUTge+DzNnR6U5ZdX0pUydOyHPPvmjmr6dI+rkd8l3ZZ/Ko8oTce+99Wb6a\n", + "KKvZH4n72RN50JwplfUn1Bi4RpSx23BUZg58JA87OmXiu3clufJrtezh04dqX59c+1jmb95UY9HO\n", + "nDou7upjqky0LqvcNOSS4lu/8ZY1rj0p7pL9UjZSpMYL1sD0HWhMk5lv3lXZwo+qsuR+43m53nPd\n", + "t8bLvxFGpnTBcIFc6rzkmxM9VvftdNtpWbr+97LaX6Se4xzhXEGdOe+qeaueL+npY8fU42B0PEYS\n", + "Td/4FNqGRA9NX2JXGAcEMA4IYBwQwDgggHFAAOOAgFjGwWY0fcGIK1F2b9siW7Zuk61btsi2vTle\n", + "Y1eWpDl5t79c7u5kWUtaNTNnPSw1J3u2tU22edbf5vl/d4aJ+blR09eD2u5a2V5j9qxnWWey7PK8\n", + "l97HjOSdfkNw3CUJO7b6ygR7XpeRLDsN7z1bm7T22m3bEqQcm/W8Zu/2rZ5j2CEpyDTdoOkrfan+\n", + "/fFsZ+uOBHGpRZFNX32+cd62b/ecw227xXv6OiVlxw7f9rzHqA9/3LVXtnvabfuOlJAy2i9i+iLT\n", + "tjZpl2cf8J6efUko95qvIzme8+lt3+2e/dxx0GjKBjLuObcqrjzb2OrZx91JtYHtuo7pG/58BO+r\n", + "jwj7Nu5KkB2+NtmZkCOpCTR9KYqitF6J6btcXSNLV76Xrq4MOZT/lqjxfIsTJXsgU5muu4t3y/Qj\n", + "8zFdNUPzQzL3OPDG8M7gHemf71cG8szJI/Js1r987uIZuXHxN3Ki/geZKTsgo396S5avfyWr1cfF\n", + "Pd0ni/XXpLjplCrnbGRwYVAyWk7JwtFPZbG4WO5/94acqT/kWypyoeOCTKV/LjNnT8mj1jZ5kHpW\n", + "3O1pcq3nmkw+nFTrtI6WSeHVvxL3RKes5n0u7rIf1HjAQwtDajnAmLoXKw/I1N4/yFzKFVkpPSd9\n", + "vdnqmDQv+0YYx3qt69pamekXweq+wcS+f+PXsjpYpp6jvavGqqR5slnKct4V9+MHav7c5RT1fzA6\n", + "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYLOavuQlsuSSvbuCxrOtTQxvchPy\n", + "EkAfq1nfK0VRlBW9EtNXlS++mig13bfkozt/L6tdd8Rd/qNc6b6izN5nz5/51twYBSMFqhyzu/WG\n", + "zJ4+LE/G/V+5cxdOysXLfy9XOi7JSN6nMr7vz/I4LUFWe3LF3e+SpcrTkt6ULKMPRn2v8DKxPCHX\n", + "W87I0plPZO76DRnbv1MutpzyLfW+Z3veZzKx/1uZST4pj12XxT1cGTBObudYteRd/Avv2MXF+2XV\n", + "c6wXOy/K/ON5tVxzueGojOz5pUwdPSbP8r+VJs/ryu55zVHwsm+EhxeG1X4i2/dFsbpv2YPZ0jPV\n", + "JTOPZuT+0n1V4rptuk165nokt3CPuB+MqfWWawPH59DoeIwkmr7xKbQNiR6avsSuMA4IYBwQwDgg\n", + "gHFAAOOAAMYBAbGMA5q+5IUZSZHtewPHlh1P3SU7zAdOJuSlgD5Ws75XiqIoK3olpu+DvHx5eO1L\n", + "Ke/LkL35u+RJbbK4G87LseZj8vS5fxzejVJ6t1RljMLEXbx2VB61tPiWiEx9s09O5L6hTMf23D3i\n", + "fvpYZRevPhiX1bIfZalgv1xoPBJixD559kSONx2RRykfy+TRozL63a9VFq+ma7pLigs/lZWBFlkZ\n", + "vSvu5hR5MNEq59rP+dYQ6b5fL9lZf1SPVysPy2rFIUlqSlLPjaR1XJLeD/5Oxr9JkNWmFKm4VxFQ\n", + "AjrSjfDqqlu6q72GqVVgsH9b823IOMbRYPUmXR9TZn+mfFf3ndzuv63M57uLdyWt6CNxT/f61jRH\n", + "x2Mk0fSNT6FtSPTQ9CV2hXFAAOOAAMYBAYwDAhgHBDAOCIhlHND0JS/OknQaSmLv2LFDlTU2GTKZ\n", + "kJcG+ljN+l4piqKs6KWavriRg8auXpW5Cx/Kjcbz8k3+HhnN+EjuVZ6Wo7VH19aJRgU9BVLYWygL\n", + "XSUye+uwjF25ouZPtbbK/WMH5PuM36l1SrLeldmRLnmYvc/72nt9slhyWA6UJ8r0zHTANqGk2iQZ\n", + "u7lPBve8K93f/1YuNF1YW9Yy2iLXc96V+YEG9fxh3lfSMlAjl1sur63TMNwg19uue593lclg8+2A\n", + "bWilNqVIy+7/KHe/2COLNZcltS1V6obqQtYz08TYlNw8UCvTkzOmy810f+q+vFvwrpT1l5kufxXC\n", + "e2V1Zanzk1iRKIerD0v//X6l057zuNBZtLauGToeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDA\n", + "OCCAcUBALOOApi8hxI6gj9Ws75WiKMqKXkmm7/zNm/Lk+idypTNFzjckydDtXTLckSrp/em+NaKj\n", + "cbJRKsYqxD03LKs1Z2U66Yiav1RWLvN3Lsnx/N1qHFtX8Weyer9F3BWH1XIwOjkqZ9vP+p4FktaX\n", + "Jncbz8jdnb+Q3pPvSEZ/hm+Jt/zzNWSojreL+/GCZ5s/qWxjZB1rhh8MS8ZAhhyoOyA9sz3SO9cr\n", + "uUO5vqV+VKby7v8g04kfi3uoXFJ7U2VsyZ+9G+lGeHH2sWQfb5XHyxvLlH6n6B2VrfyiWL1JxxjJ\n", + "GM/4VOspKRwplM8rPlfZ3Y+ePpLkYs9xD5aqcY9X7/kznI3oeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", + "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3olpu/spYuykr5PkluTJbc3XVqv/I00d90M\n", + "MEqjAaWZL3RcEPeTRTVG8PyNVFm5e1fmLl2W+fp0OVP0kSolnF7ymaz2F8nd0u9ViWPQea9Tbvbe\n", + "VI81D6YfyfLCEykaLZLWzlS5v3ObtB5/R1yjLt8aIgtPFuQ8TN+79ao0sbv1mnec2qk23xqiShff\n", + "6Lkhn5Z9KrXjtaqccv146DmqG6+T+ne2yvRXb4l7slOudl+V+SfzMn13UbJPtEa8EZ69vyyuc52y\n", + "PP/EN8caiXWJMrQw5HvmpTl/RBpzA+eth9WbdJzvs21nlcE+tjgmX9V85VsicqT0U3lac0rcjZfE\n", + "3Z3tmxuIjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", + "sqKXavpOnzylNPXTD7LsOiAnW096TdDzfyHl3enSNu03SqMFhmvrVKsar/dxX6+Mf7tf5q5elemu\n", + "LLlUuk+Zjpdh+rbekJS8d9Q4wqBmsEbyh/PVY03VrX7pqhxTY9CWDeXJ7Od/LZUpnwaMs7vyfEWO\n", + "FX0g7qEKlaXqHijxZgYv3vWtIXJ/6b4ktyQrZQ1kqaxfZP8Ggyzk0v3b5cGJd2VuukcZ2GBqdFHK\n", + "rnbLQOc99dyMicEFKbvWI/OTD31zoqet5K5nW5HH1n0w/VCGWqd8z6zfpON8fVv9bUC2tOZs9Xey\n", + "kPWeMtDDoeMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimK\n", + "oqzopZq+zz3LlCb7ZaLqJ7nWc026Z7slr+xrudh6RuYeR3ej92hxxfdI5MnTJ3Kp85K4a0+Ke3FC\n", + "ni8vi/vpUxlrvy43qhLl8bPHcqL0U1mtOSkZJfvkm5pv5OnqUzUWMAxoI5U3+6S7cmytJPFqxtuS\n", + "6dnXgfkB3xpejhZ/LE9788Xdel3ck91ypu2MPHzqN18nlyclsSZRlTM+035Gafnpsm+pH2w3M+89\n", + "Wc39VOrGqqXqfpWaPz4wL22ld6XR1a+em3G3c1ZqMwdk5u6Sb0701GcPSWf5PZU9HI6Blikputjp\n", + "e7axm3SUdC4ZLfE983O16YTcv7RN3Cvh31fHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcE\n", + "MA4IiGUc0PQlhNgR9LGa9b1SFEVZ0Ssp7+ye6pHeqsOSM5Qj95buyeWuy3K+47xv6cZ48vCp1GQO\n", + "yEibt0wzONd+Th40XRT3hN+UHGq6IOl1h9TjY+VfyOOiREkp2avGze2a7ZJbHbfU/0bKb/RKV8WY\n", + "Kht9sfOirC7clYvNyTL7aNa3hpczFQmy2H5T3JVJ8mhxXJWt1vTVj0tlTpd8UvaJ9M/1y4nmE3K0\n", + "+ahvaSDjy+NyPedPspr/hVzpviJTD72ZtHe7ZuVu96yUp3XKyuNnal4w/Y2T0lI4IuMDC7450fH0\n", + "yXNpyBlW5nFrkT9bOZje2nEpSemW589W1fON3KR/UfmFKmUdTEbPTekfKvY9M0fHYyTR9I1PoW1I\n", + "9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0asxfceapL7msBrbFmPi\n", + "flvzrRo3NxpQ+nigaUoZnjNj3ixXZOUOtKWIe7hCPQc9dcclu/GEenyx/keZznpfTpV+qoxYlFG+\n", + "0HRB7i0Glk9GuWSUd15dXZXTbafVvKSmJPW/kZTagzJRmyzu0u9VKWeM36tpLR6VkrR2eaPwDVlc\n", + "WZQL7RdUWWsz1PjAWTtlKv+LgG0Mt06r8s0dNUNyr9f8Zrir8r70VN+Xe90vdrOMcYw7y8fU43HP\n", + "e/bW3hf3qls9N9KUP+LRsCzNPVbPe5o95//eonocLa4RlypxHQkdj5FE0zc+hbYh0UPTl9gVxgEB\n", + "jAMCGAcEMA4IYBwQwDggIJZxQNOXEGJH0Mdq1vdKURRlRa/G9B2qEFfNITWGLwzVt1xvSd9cn2/p\n", + "xhhsnpLJ4Qcy3DazluVafb9aattTxN2VqZ6DtqofxNV2UT2+1X5R+m/8RpJKPlHPRx+Myg+e5Sj9\n", + "bKQkpWvNAMU4vBgrGBm/oL3UbxDfajwhQ64/i7vxknTNdEnxiD9btcU1KmW3u1T2MagZq5Gyu2Xq\n", + "cTBqfOD0X0lbwWeqFLSmr35Cpu8uyv27yOYd9c0NpNXzPsNt0zLU6s94joaJoQV1TjWtxXdlYSpw\n", + "nGBkGzfmDiuzHab71OgDKb3RrsYCfhHQbsgAzurPUtnVZuh4jCSavvEptA2JHpq+xK4wDghgHBDA\n", + "OCCAcUAA44AAxgEBsYyDzWr6LjWnyJ4dW2XL1m2ydcsW2bbzoNS++Ghx4Wk+KD/bsk22b98u27du\n", + "lW27k6Q2sIjiC9F88GdysNn35KUyIinbd0nGuO8p8BzLli0Hxfh2K+UJsmWdHRjP2CW7fBsyPn41\n", + "NMvBn3naFed7+1bZum23JK1zwleW/EMnkvgHfaxmfa8URVFW9GpM3758uVVzUEYejKjnrmGXPHr6\n", + "SD0OR0f5Pbk/GGoEwlTFmL5jfXMy0j6j5sFAzm6/KO4Gf8nohtJvpLwrVT0uGMiW6st/KWerE9Vz\n", + "EHyT+ezpcym/0SMdZV5zt3OmUy53XlZZxDA9M35qWiu1nNNxWboy3hR3b77KCDaO59uYN6zG2g0H\n", + "DNbB5knfM5HjZfskv/mctE21+eaIdFfdl4XJh2ofcR4ezISeq7o7gyobuL/Bv61ogHF8v99/nkc7\n", + "ZwKyi3Gu58aXpad6XMY880c6ZqTmdr+MjY6rsYBfhJapFrkzeEfOtp2VEy3erOxgdDxGEk3f+BTa\n", + "hkQPTV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsFmNH2Xmg/K9u2J4jJ4jiuzS/JKLT+YvgZTdKn2\n", + "oGzbkSreXuEX59WZviKdSVslodx/djqTtsm2bTskyT+ioOf9twSsY8brN30NxvRSrRz07HNquBM+\n", + "myG7tqdIdOlYJBagj9Ws75WiKMqKXo3p25Eu56u+lYXH1sefLb7cJb11gV+IT588k4Ycr9GITFhk\n", + "xAJkiV5oPSXucu8YvqCy6Aup7stSj2vu10jWhS1yo/GIeg6CbzIfLz+VmoyBtcxaZOF+XvG5VIxV\n", + "yPL8Y8lNblX/g5K+DGm6/nOpabsiVWNVap6mLmtQaj3bCQdMYUiDUtPICp586DdvkUG75Hkv7OPU\n", + "yAOVYWsEBjXeZ37yoXRV3ffNjQ4YzPMTy75nnu/9+8vSW+s9rzgnTZ59rUjrk7HeeZnzrId9x2uw\n", + "b/V3huTpynO1Llh9viorj57Jqkl5aDNg1h/xtAnKfj99/tQ3NxAdj5FE0zc+hbYh0UPTl9gVxgEB\n", + "jAMCGAcEMA4IYBwQwDggIJZxsPlM305J2rpDUl6W22qVINPXux+7JOMlZfu+qOmLTN1wrw/M4kXm\n", + "b4K4yg/KtjXX1yQb2ISYmr4eYF7velknnMQc9LGa9b1SFEVZ0asxfZuvSFJlgu/Z+jx88ERlsgaX\n", + "Np4Z8xu9yH5FFqzmeMtxWSn+VtzPnqjnJZl/lOZJ79cdykpfTP07udN+QT0HwTeZGKu2qWBEGnL8\n", + "huy5jnNSd79O5iceStHFLvU/qB4pkqoL/14uNZ2QmUfebGNN9e0BZR6HoyFnUJVK1mAs329qvvE9\n", + "84Lxc2G46n2s8WzTCLJvkfEMY/hFSyw3e97ryUO/4YrH2pRuK74rywtPVHsA7FPBuQ5VXhv71l5y\n", + "T5bnvcsAykJjXGRddns9xpbG5MPSD2Vi2dumZuh4jCSavvEptA2JHpq+xK4wDghgHBDAOCCAcUAA\n", + "44AAxgEBsYyD1/J3dv1tjzJev8wY92Z0hvd8Z6U2aZds27Zdtm/bJjv2pEinLvuM1ybkSHPqHs/y\n", + "rbIr1WtaztYmyW5VRtijHQkBGcRrhJi+zXJwS4Ko5NgI293l2Yft27fJth17JGVtR0SWOpN9yzzv\n", + "uTtZkhO2rpm2IQZw0Hur7aLEtGe7W7cmSkFVimf/t8gWHLNne8mGDF7Fkkv26HOGfd3jkqWVcknQ\n", + "84zLZUmak3d790udjyRp9u12WNN3JNXTJge962H7uzLEfwrHJWOX31BuPrhdDqYm+86357zsClcm\n", + "O9T09Wcje5ZtT5ba8kTZ4TnfWw/Whrxv8DkqV8eA2PAf244El2E/yesGfaxmfa8URVFW9FJNX/fT\n", + "R7JaeVTmihPlfGOSb254kEk6gDF7hx7IUMu0MmCfPvFnko52zqqMU6CyUPP9ty0wT8fKD4r7wX1x\n", + "T3ZJftmfpWu2Sy0bfjAsSU1JUnq3VD0H+iYT5nFfw4QydDsrxkwNW2TbVt7sU2YnaJloktw7b8jx\n", + "5uPquUZnIiMD9vnTVd/cQGqzhgKMZZSQPtLsz0AG+vV6H5Hpq98bPJh+JF2V95VBC9M2HI+XVqS5\n", + "YGStLHUwz5+tSm3moO+ZH5i+Q23Tcrcr9E6i0XN8OE7sW1/dhMzcW/QtEemtHZeZsSXpqbkfMi6w\n", + "GbOPZtXxR0LHYyTR9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUcvJa/s4//LjYyAwZo\n", + "gKkYyEjqDtmR7C/yu1SbKNv2uET1BsIY/NlWSXAZ+gZHUmVngkvW7Ni+ZNlutv0A43VWOlN2yXbP\n", + "c1UQOcx2d+xI9pcbXqqVxG17RK0Cw3VLgrj0m2LZVr/RG9H0xXa3+QxWAzBhA14TgC+T1/PeS649\n", + "PrN2SVx7fGas5xwFjOe74i/zPJuz29To1Y+XOpNk5w7D/qxr+v5MtibWrp1v1T57Ded/jUDTd7Yz\n", + "xWssq13Dsp/JLk87r73O+L5hztFI6k5PG/ln9iVv9xvX5LWDPlazvleKoigrermmb9E3svpwToar\n", + "j8qt3pu+ueFBhmjplW5pLR5V5Zu1iaiBKavNRJQSNhq0xaPF0lr9k7gnOsTdniZZTSekf75fLZt+\n", + "NC1fVX0lDRMN6jnQN5koj4zs1OnRRRlonFRlk1E+2ci9njll5t7r9t6QoCzx5a7LktaXpp5rkBWL\n", + "7FidqWsG9rn+jt9oPdN2RpV31qA0sjZi9T4uTD2Snmp/GeeJoXkZap1aK/NsBozehtxBZfyi3DTO\n", + "VzDI0m0r8WdLa1pLRqUqzXvuwoF9u6tMeO8+4v10BvNox6zc7wsdjzkadDxGEk3f+BTahkQPTV9i\n", + "VxgHBDAOCGAcEMA4IIBxQADjgIBYxsHry/SNgcyAubczNYzpOysZu3aKL9HWh8E8xGuDsoRnM3bJ\n", + "lq2+rNY1JUtwsqwyXrf4MnO375bEjGavkQzCbHdn4I74zVzPtrYklAeMQWw0eiOZvtjudpPa1pFN\n", + "X29p5ITyWSlP2L5WGlsbt4Fj/s5KbfIezzneqY51x3aUVPYeR7Dpu33PXtm5ZY/fvAYWTN/A/ayV\n", + "xKCMXi9oty2yzdcmuxMzpHnthGOZL8taY3hf83OE2NgiW33bW1NIWjR5XaCP1azvlaIoyoperun7\n", + "3Jth2j7dLkWjRepxJIbbpmWgeUIKzrTLk0dPZWJwQToq/KZksCELk1FnsaKEc1H9UVmtOCyrBV9I\n", + "Wm+aDEwNqeWPnz2WPSV7pHu2W60LcJP5bOW5KiONzNvRzhkZaZ9RWa7GcsdgqHVa2svuqexjcHfx\n", + "rhxqOKTG+zUyN74s3dX3Q8oeG6m61ReQXTv3eE4WV/zZshgTV5un+kbYaAQD7KM+bhi6ffXjnuVe\n", + "AxxmMzJ4YVTrTF0Y6P0N/jGDNTN3l0znP1x8os5/JLBvyD4ebPaON4z3uuszxcO9XzToeIwkmr7x\n", + "KbQNiR6avsSuMA4IYBwQwDgggHFAAOOAAMYBAbGMAzv+nf1ieMf0TQ31PT3A2PObml6CTN+gLF4Y\n", + "hFvXxraNQECmbxBhthtsPBpN358l1npn+tiI6RtsJoP1TF9k825NSpaD25L8hvZIimxPSJbknX7j\n", + "FpnS2w2Z0sFGr/ExMnbHPdvd6XnjNd/XgukbeOiRTF+z+cBkWZDpG3qOEBtbxUpTk9cD+ljN+l4p\n", + "iqKs6JWM6Vs5Vin14+sbQDBMYZwaQUbrYMuUPPSNY2sE49liLF5wf/m+pPamivteg7iXpyW9L13K\n", + "c9qUKQrecr0lA3P+zGDcZN7r9RqVneVj0l11X2WtthbfXRvDVoMyxjA3e2u9Y88ic3hv+V7pnetV\n", + "zzXaBMW25idDyxvDSIWhi/LNT1cCs4k1Dx+sSGuRd5xe441we+k9WZx9LFPISG7yGq0ABnCDZ5vV\n", + "t/pVKezC8x2e5ZNqG8g8BuHKQN/t9pyDnuhutrFvKDON7GuATGiUfQbGY3hRdDxGEk3f+BTahkQP\n", + "TV9iVxgHBDAOCGAcEMA4IIBxQADjgIBYxsHmM329huOWnUmGzE8/WBaxvHOQOatKAW9NlFpDtqqh\n", + "urGfDZq+ap7V8s4wMQPKO2+R3Tn64JakNnGrpfLO2pA1BeP2btkSWMYZBvqOrbLVkKWMrF//dmDY\n", + "bglr+nofL3n211AmedZz3FsNxvJ4quz6WYTyzq4E2WKhvHMgkU3f8OWddwS8t6chArKtyesFfaxm\n", + "fa8URVFW9NJN37lHc5IzlBNikJrRUjgqjxZDv0J668alu3pMlV820lM7LrP3vV8/K89X1sbYffT0\n", + "kZxsPamyhMuuebN7r3dfl+mH3kxdgJtMmLiz95eVqdyYO6RMWxjAMDONdJTdk/v9c8p4Bcsry7Kr\n", + "YJcsPF5Qz5F1i5LU92CieoQxgpHtGgyyf5EFDPPa7DgBxhjGPgDjjfBIx4xnH+ZDXluXPaiylXEM\n", + "MGBhOiPrtz57yLeGF5ScfvIwcGzfvvqJgPLZGwH7BjO5NmtA7vV6jtmzLSMoY42S0shcDlfq2go6\n", + "HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjYDOavmDElSi7t22RLVu3ydYtW2Tb\n", + "3hyvsQsTMnm3v3zv7mTp1N2EZuash6XmZM+2tqlSwts8/+/OMEkj3qjp60FtV+/H9t2SvLYjnmWd\n", + "ybLL8156HzOSd/ozdcddkqDMWN/rMpJVNq1mtjZp7bXbtiVIOTbrec3e7Vs9x7BDUkyzWccldefP\n", + "DGWcvcDkDch0ni2XxB3ec7F9Z4K4cpJkT0TTVz1TGdYHlcu6JJ3Ju2Srp12wfzsTciQ1IdD03Zuk\n", + "z4vnfXYlh5izXl7A9PVgeo58sYE2Vu+9bbeYNTV5PaCP1azvlaIoyopequmbNZClzNajTUdlYjnQ\n", + "FDQDWbnuVbfvmR+UK8471abG/DWCssvGeRc6Lsj843lvqefRIjW+LgzRh76MVyO4yYSBiqxebKPi\n", + "Rp8ygDGO8JznfyPNBSNqLGGdLft89bmUjpaqxwBGbfm1XpXBC+MYZaqD9xUgi7mnelyZs8HGsgYm\n", + "NsxsYLwRxnxk9OpsY03FjV413i/2L/9MhzKW8Xhq5IFvDS9mRnRrkef4Tc6NFfS+wZBv9ZxHneWr\n", + "gbmNfa7PGVLZzWaZz1bQ8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZB5vV9CX2\n", + "JKR0Ndm0oI/VrO+VoijKil6q6Tsw7y2n3DLZov438nh5RXpq78virNf8RDYoslHD8XjpqawEjTN7\n", + "r2dWZcBqsoeypX++X5V2HnkwogxfZAebGrCem0xtMsOALTjXrsxbrB9smGI8XZiaulR0MJNDD9R4\n", + "v/ln2mVuYnkt4zcYXf4Z5aJn7oVmAgPjOLnGG2G8f/7pdlme95az1iwvPFbLkFW7FLTMCMZHRjbw\n", + "/YF53xx/Nm40rHeTjmOouT2wZvbCyEbZa+zD3a4ZU3PfDB2PkUTTNz6FtiHRQ9OX2BXGAQGMAwIY\n", + "BwQwDghgHBDAOCAglnFA05fYCZq+RIM+VrO+V4qiKCt6JWP6ah4trayNIdtRfk96qsakOr1fPYc5\n", + "2FV5Xz22CrJUka2q6Zvrkx/rf5SLnReVEYoSx8bMWSPjdydVBi9AeebMpCY1bvBIu7eMsubZ0+dr\n", + "pZIbcoY92w0dizc4sxePkYUcjDaDvev738MIxhXWRvbLvBFGaWeUfW7xnC/sH0x2jIkcLevt292e\n", + "2ZDtYzximM9NnvM+c8+0HkkIOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44Cm\n", + "L7ETNH2JBn2sZn2vFEVRVvRKTd+uqvtSesU7xq42UDEPhq/Olt0owWPwTj+aVmP66vFzjaatkeGe\n", + "+9Jd7TeDUaIY5i9M6buGLF0YwSgDDcKVQ4ZZjZLKGpRRDh7jFuD4cJx4j9FO7+gZwcDwhfELXvaN\n", + "8LOV58p4x9jJA01TIRnNG+FF9g2mujFDOxI6HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgg\n", + "gHFAQCzjgKYvIcSOoI/VrO+VoijKil6Z6bs480g6yu6p7M/pscW1LFtdzhhj6Y71bfzGb2ZsydRg\n", + "RSZpb513flvJPWUCG+lpGlUZt8EEZ+nCUNYZyO2ld6Xf814wko005g0rw1izMPlQlTI2sjT3WHpq\n", + "xtW4wcYSzsH0N07ItC8L9lXdCDcXjqxlWEfLi+wbzinMeivoeIwkmr7xKbQNiR6avsSuMA4IYBwQ\n", + "wDgggHFAAOOAAMYBAbGMA5q+hBA7gj5Ws75XiqIoK3plpm9/w4RMjT6Q4bYZ6a6+v2bUPn+6KjWZ\n", + "A9JVMRb1+LItrhFVrtjI/b55Ge3wZtMiqxTZpchy1eu1VgyqUsPBIEu3v2HS9wxj4c6rcWjBw8Un\n", + "0l46Kl2VfsPy6cpzqb8TmEmMsXWNpY1hQDfmDkv1rT5ZXniixv2FAazBWMXIIIZxjPU0r+pGGO9n\n", + "VqZ6I7zIvj1/tip1WYO+Z5HR8RhJNH3jU2ibTclsrRzcuSWgBM9sxi7Zsm27bN8O7ZUcX6L/Umey\n", + "7Fbztsvu5E4xFj2n6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsqJXZvqi\n", + "RPKjxRWZHVuSqrR+ZcpqHj4ILZm8EZA9azRRAUopj/tMXW2yVt/uXzNV6/P7AspCazAGcF+9f1sw\n", + "gGfu+q2Y4HLRizOPpSMoaxXHg6xmTf2dQVVaGYYveLy0okxPjGu8uupWJZ/LrvUqM/lut7/sczz/\n", + "QfSi+4Z4sNLuOh4jiaZvfApts+lYqZXkhBypTd0VYPqOZyRIire4gYERSd2VJJ36WcouSdJPPND0\n", + "JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZ0SsxfZHNq7Nhkc2afbwlYAzc\n", + "l0Hw2L4wXecnvO+BzFLXhU5Vthlj2SJzt+JWZ0iZZoAMWIw3rEHp5icPA7OIMSYusobBxBDKQYeW\n", + "akYW8WDTpDTlD8u8ybE+9mwTJa3x+t7aCWVcd5TfDXiveP6D6EX3TY0pPLroexYeHY+RRNM3PoW2\n", + "2ayMZwSavp1JeyQj8HcpSP+VXYm1vicemg/KLsNK+GPUTPjsURRFURRFURRFURQVXmZ/T0OEEGI3\n", + "0Mdq1vdKURRlRa/E9IXB21nhz4a91zunyiK/TDBmri6pfLd7TtrL7imzV4Pyzsi2RQlplJaemfFn\n", + "1Aajs5JRCropPyQ9T/oaJlQZaIDxfsMZ2CgNPTkUWkJaMz/5UL0eWb/GfdXgJjVeedF9m7m/uFbi\n", + "G+MyB5fI1uh4jCSavvEptM1mJdj07UvZKdt3J0jC7u2e/5OlE8UDxjNkl3GlkVTZa0gHtuMfo/F8\n", + "zSKvD8YBAYwDAhgHBDAOCGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUUv1fSFybo481CZvKOdM765\n", + "r46R9hmpvNmn3m89It1kDjZPyeTwA5keXZSBRv/4vprxgQU1NvHTJ88CSj1HQ8WNHmktGvU9CySe\n", + "/yB6Gfs2NfJAmgtHpL9xIuyPAHQ8RhJN3/gU2mazEmz6BtCXLDuwcMkle9bJ9LUb7MQhgHFAAOOA\n", + "AMYBAYwDAhgHBDAOCIhlHND0JYTYEfSxmvW9UhRFWdFLNX2RXVt1q08asgdVNufrAEasFSLdZMKM\n", + "7G+clJH2aRkf8I89rFmceSRtxaPq+DB28IvQUzsuQ22h5aFBPP9B9LL27aFvnONw6HiMJJq+8Sm0\n", + "zWYlounbmSQ71OC9HNOXOBPGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQYkfQx2rW90pRFGVFL9X0\n", + "bS4cVSWSe2rur42BGy9EusnEPlek9q6VHzaj1XVXarMGQ8b7fZnE8x9Er2vfdDxGEk3f+BTaZrMS\n", + "aPouSXniDtmxfbts375DdiVmSJ/vNzArI6myR83fLruTOz1r+qHpS+wK44AAxgEBjAMCGAcEMA4I\n", + "YBwQEMs4oOlLCLEj6GM163ulKIqyopdq+nZV3fc9ij8i3WRifN3xwXk1/m8siec/iF7Xvul4jCSa\n", + "vvEptA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigreqmmr3vV7XsU\n", + "f9jhj4143sfXtW86HiOJpm98Cm1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/V\n", + "rO+VoijKil6q6RvP2OGPjXjex9e1bzoeI4mmb3wKbUOih6YvsSuMAwIYBwQwDghgHBDAOCCAcUBA\n", + "LOOApi8hxI6gj9Ws75WiKMqKaPrGEfG8j69r33Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCA\n", + "cUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSNI+J5H1/Xvul4jCSavvEptA2JHpq+xK4wDghgHBDA\n", + "OCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigroukbR8TzPr6ufdPxGEk0feNTaBsSPTR9iV1h\n", + "HBDAOCCAcUAA44AAxgEBjAMCYhkHNH0JIXYEfaxmfa8URVFWRNM3jojnfXxd+6bjMZJo+san0DYk\n", + "emj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKZvHBHP+/i69k3HYyTR\n", + "9I1PoW1I9ND0JXaFcUAA44AAxgEBjAMCGAcEMA4IiGUc0PQlhNgR9LGa9b1SFEVZEU3fOCKe9/F1\n", + "7ZuOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqyok1j\n", + "+hJ7oOMxkmj6xqfQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTEMg5o+hJC7Aj6WM36XimKoqyI\n", + "pi+JK3Q8RhJN3/gU2oZED01fYlcYBwQwDghgHBDAOCCAcUAA44CAWMYBTV9CiB1BH6tZ3ytFUZQV\n", + "0fQlcYWOx0ii6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", + "Ipq+JK7Q8RhJNH3jU2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVR\n", + "VkTTl8QVOh4jiaZvfAptQ6KHpi+xK4wDAhgHBDAOCGAcEMA4IIBxQEAs44CmLyHEjqCP1azvlaIo\n", + "yoqiNn0pKlai6RufQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4IYBwQEMs4oOlLCLEj6GM163ulKIqy\n", + "oqhN3+mZOYp6KaquqVuTjsdIoukbn0LbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwix\n", + "I+hjNet7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hj\n", + "Net7pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7\n", + "pSiKsiKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiK\n", + "siKavlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKa\n", + "vlTMRdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTM\n", + "RdPXGULbkOih6UvsCuOAAMYBAYwDAhgHBDAOCGAcEBDLOKDpSwixI+hjNet7pSiKsiJHmL6dGUfk\n", + "9+//IO/t/UHefv+AfJh0Wxrv+Zd9mtEX8pr1VS2H3rkgpabLzGXcj/c+OiBv7D0ux0v75L7Juqbq\n", + "yZIv8dq9P8m5FpPlVtRzWz798rZ0mi2LU9H0dYbQNiR6aPoSu8I4IIBxQADjgADGAQGMAwIYBwTE\n", + "Mg5o+hJC7Aj6WM36XimKoqzIMaav39idktbrR+SNpFJltr5u0zfgvYYb5dy3ibIvoztgPXONS17S\n", + "ATleY7ZsA6LpG1Y0fV+t0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcExDIOaPoSQuwI+ljN+l4p\n", + "iqKsyIGmr0fDOfLlO5el0mxZWHXIuSSjWfoSTF/oXqkceP+MuCYM80zVJze/PCI3e8yWbUABpm/w\n", + "McWnaPo6Q2gbEj00fYldYRwQwDgggHFAAOOAAMYBAYwDAmIZBzR9CSF2BH2sZn2vFEVRVuRM07c/\n", + "S/btTZPGkGWD4jp7RN7+yFt++b0DaVKpykB3y52kn+SNdzzzUF75UI70rpm+g3L726AM3I40+fCL\n", + "NGnVz30yN5hH5M6BREnyvX605bYc+NJXAnrvcTlVc88zv0NuHvpJ3n4nUd5Ye/97UnnxuG89j764\n", + "LKXhSlYbjd61x2bH5J2nnnuO/+0DWSHHEAvR9HWG0DYkemj6ErvCOCCAcUAA44AAxgEBjAMCGAcE\n", + "xDIOaPoSQuwI+ljN+l4piqKsyHmm70S35CX9IPt8z43LWlN+kg8vtqyNsTtYekHePpAjg+p5tRwK\n", + "KIvsz/S9X3pG3j5b55vv3c6+7MG151rmpu+clB5LlEOVnscTpXLgixvSqLN+7xXJt2vZxKGZvvcn\n", + "xtceD2YfX9u2NdMXy4KOqdJzvJ7jX3vdxJT/cQxF09cZQtuQ6KHpS+wK44AAxgEBjAMCGAcEMA4I\n", + "YBwQEMs4oOlLCLEj6GM163ulKIqyIseYvr9/35cR++VJOeXqllHDMq9BOig3v/1JLgWUTzaWcA5v\n", + "+k7P1Mnxj3SJ5kbD40CZm7543wNyvMHzuOayZz99mbdrOil3+rFesOk7KK6LJ2XfF97M3A/3Hnhx\n", + "0/denZz68gf5NClN8lpG1szvWIumrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghgHBDAOCAglnFA05cQ\n", + "YkfQx2rW90pRFGVFzizvbLoM5usPcq7FuNyq6WvI7q25Km8nlZoapqb7MZwj+97xmcQwfdcyi4MV\n", + "aPri/d672Lj2PsZtR236+nS/v0XyUDr6C28JbOOyWIimrzOEtiHRQ9OX2BXGAQGMAwIYBwQwDghg\n", + "HBDAOCAglnFA05cQYkfQx2rW90pRFGVFm8j09T42lnceDS7vbDB5Q57DvP02S24f+yFwfF+Dgvfj\n", + "/nC1HP8ica3UtCrv/M4RudThL6vsL+EcaPrWnvVn9mLM4ZvfJq497/W8j7HcdOf1I/L7cKZvwDEZ\n", + "hbGGA8tJx0o0fZ0htA2JHpq+xK4wDghgHBDAOCCAcUAA44AAxgEBsYwDmr6EEDuCPlazvleKoigr\n", + "2lSmL4zOSmS46tLK396Qynt63XGpTTkib6BMdFKR9IYYpuPiSkqU33+RJq1r8wKF91orM/3+AXkb\n", + "paZLA8f+vd+RIwe+8CzDOh8dkA9PVvhM56DyzsOlcmivb70vz8id7KvypT4OVab5gLzxEd7rJzmQ\n", + "nSYHTE3foGOquSEffoHXeLXvYt1aGexYiqavM4S2IdFD05fYFcYBAYwDAhgHBDAOCGAcEMA4ICCW\n", + "cUDTlxBiR9DHatb3SlEUZUWOMH1flxpTfpAPUzpMl1HRi6avM4S2IdFD05fYFcYBAYwDAhgHBDAO\n", + "CGAcEMA4ICCWcUDTlxBiR9DHatb3SlEUZUU0fa3qXrUc2ntc7gybLKNeSDR9nSG0DYkemr7ErjAO\n", + "CGAcEMA4IIBxQADjgADGAQGxjAOavoQQO4I+VrO+V4qiKCui6buuBuXOoR/k7Y9+kkOuwFLN1MsR\n", + "TV9nCG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9n\n", + "CG1DooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1D\n", + "ooemL7ErjAMCGAcEMA4IYBwQwDgggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UjEXTV9nCG1Dooem\n", + "L7ErjAMCNhIHt923lYjzQBxMu6dV+5a7y31zidPocndJkjspbBtv5HqA7Zx2n1ZxQ5wF7w8IYBwQ\n", + "EMs4oOlLCLEj6GM163ulKIqyIpq+VMxF09cZQtuQ6KHpS+wK44AAq3Gw7F6W3/km4jwQBzAE0b6J\n", + "7kTfXOI00t3pEdt4I98L+nqAuCHOgvcHBDAOCIhlHND0JYTYEfSxmvW9UhRFWRFNXyrmounrDKFt\n", + "SPTQ9CV2hXFAgNU40IYgJuI8EAf57nzVvjR9ncvLMn2R3auvBzR9nQfvD7wkurYAAP/0SURBVAhg\n", + "HBAQyzig6UsIsSPoYzXre6UoirKiqE1fioqVaPrGp9A2JHpo+hK7wjggwGoc0PR1NogDbQjuce/x\n", + "zSVOA+WY0cZvut/0zQkkmusBTV/nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirCgq05eiXqZ0DFoV\n", + "Td/4FNqGRA9NX2JXGAcEWI0Dmr7OBnGgTV+2sXNBhm+kNrZ6PWh0N65th6av8+D9AQGMAwJiGQc0\n", + "fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU2oZED01fYlcYBwRYjQOj6YvSrsRZIA5S3ClrbUyc\n", + "idH0HXGP+Ob6sXo9MP5AAI+Js+D9AQGMAwJiGQc0fQkhdgR9rGZ9rxRFUVZE05eKuXQMWhVN3/gU\n", + "2oZED01fYlcYBwRYjQNm9jkbxMF6WaDE/hjb2OxzbPV6YPyBAE1f58H7AwIYBwTEMg5o+hJC7Aj6\n", + "WM36XimKoqyIpi8Vc+kYtCqavvEptA2JHpq+xK4wDgiwGgfGzD6avs4DcUDT1/kY27jcXe6b68fq\n", + "9cC4HZq+zoP3BwQwDgiIZRzQ9CWE2BH0sZr1vVIURVkRTV8q5tIxaFU0feNTaBsSPTR9iV1hHBBg\n", + "NQ5o+jobxAFNX+fzpvvNtTY2M2utXg/2ufdF3A6xN7w/IIBxQEAs44CmLyHEjqCP1azvlaIoyopo\n", + "+lIxl45Bq6LpG59C25DooelL7ArjgACrcUDT19kgDoyGIMdtdia6fTGddp/2zfVj9Xpg3A5KPRNn\n", + "wfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaBzR9nQ3i\n", + "QLcv29i5GNsYmd3BWL0erLcdYm94f0AA44CAWMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+\n", + "hbYh0UPTl9gVxgEBVuMA2Xza5KEh6DwQB7p92cbOxdjGe9x7fHP9WLkeIDaM26Hp6zx4f0AA44CA\n", + "WMYBTV9CiB1BH6tZ3ytFUZQV0fSlYi4dg1ZF0zc+hbYh0UPTl9gVxgEBVuPAON4rx/B0HogD3b6Y\n", + "aPo6E2MbYwrGyvWApq/z4f0BAYwDAmIZBzR9CSF2BH2sZn2vFEVRVkTTl4q5dAxaFU3f+BTahkQP\n", + "TV9iVxgHBFiNA5q+zqb2Qe1a+2Ki6es8tFmLz7Iev3nZvexb6sXK9UCXet/n3qf+p+nrPHh/QADj\n", + "gIBYxgFNX0KIHUEfq1nfK0VRlBXR9KViLh2DVkXTNz6FtiHRQ9OX2BXGAQFW44Cmr7Oh6et8jKav\n", + "/jwHt7OV64E2fU+7T6v/zcpEE3vD+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQqmr7x\n", + "KbQNiR6avsSuMA4IsBoHNH2dTbDpW+4u9y0hTsHM9G10N/qWerFyPTjsPrz2Wm+0hJaJJvaG9wcE\n", + "MA4IiGUc0PQlhNgR9LGa9b1SFEVZEU1fKubSMWhVNH3jU2gbEj00fYldYRwQYDUOdClXTDR9nUfu\n", + "Uu5a+7KNnYnR9NXZusHtbOV6YMwS9kYLTV+nwfsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVz\n", + "6Ri0Kpq+8Sm0DYkemr7ErjAOCLAaB9rcwURD0HlcfXTV0MJsYyeiM3ORqfsipq8eD3jaPa3+x0Sc\n", + "Be8PCGAcEBDLOKDpSwixI+hjNet7pSiKsiKavlTMpWPQqmj6xqfQNiR6aPoSu8I4IMBqHGhzBxPG\n", + "8iTOgqav8zEavcasXyNWrgc6RoIfE+fA+wMCGAcExDIOaPoSQuwI+ljN+l4piqKsiKYvFXPpGLQq\n", + "mr7xKbQNiR6avsSuMA4IsBoH2tzBFGwUEftD09f5vAzTV2f3fuD+QD3XZd9H3CPqOXEGvD8ggHFA\n", + "QCzjgKYvIcSOoI/VrO+VoijKiqIyffVrKCoWoukbn0LbkOih6UvsCuOAAKtxAGNHTzR9ncdXT79S\n", + "batNPJq+zsNo+i67l9VjTEbWux4Em8X4H88xnzgH3h8QwDggIJZxQNOXEGJH0Mdq1vdKURRlRVGb\n", + "vh2jkxT10qXjMZJo+san0DYkemj6ErvCOCDAahxogwgTTV/noU1flO7W/xNnYTR9gffTvDHTt9xd\n", + "rl6DcYEBTV9nwvsDAhgHBMQyDmj6EkLsCPpYzfpeKYqirIimLxVX0vEYSTR941NoGxI9NH2JXWEc\n", + "EGAlDnR2n55o+joPbfpqY5Bt7Dxg1KJtYdwCs9LM610Pgo1jmr7OhPcHBDAOCIhlHND0JYTYEfSx\n", + "mvW9UhRFWRFNXyqupOMxkmj6xqfQNiR6aPoSu8I4IMBKHND0dT7vP39ftW2+O59t7FCCDVozw3a9\n", + "60GKO0W9BnEC9DYa3Y3qOXEGvD8ggHFAQCzjgKYvIcSOoI/VrO+VoijKimj6UnElHY+RRNM3PoW2\n", + "IdFD05fYFcYBAVbigKav89Ftq9uabew8gk1eXcpbG7hgveuBcRtf5vXJ7r4z6rnO/LUDyHTe794f\n", + "cNwkEN4feJl2T8ub7jdVvGxGNkMcoNIB2hc/aCHmxDIOaPoSQuwI+ljN+l4piqKs6KWZvriRoqiN\n", + "KjiOdDxGEk3f+BTahkQPPg92g515BDAOCLASB9oI1OVg0QlOnAXaFRNNX+cSbPoGl2oG610P9DUA\n", + "2/jFpRbZ0XIiZBvxjj5uxnh4eH/gRVc+wAQDeLOxGeJAf+ftce/xzSHBxDIO7Ph3NiGEoI/VrO+V\n", + "oijKil6q6Rs8TyvSso3oZW0H4j5Z06vcJ7N5Oh4jiaZvfAptQ6IHnwe7wc48AhgHBFiJA6MRqDvA\n", + "ibPQ7UrT17kEm77IeMVzZPxq1rseeKPkdzK19MS2pq8+D4zx8PD+wIv+kQMm/bnZTGyGONA/AsFE\n", + "zIllHNjx72xCCEEfq1nfK0VRlBXR9H1BcZ+syWw7ZvN0PEYSTd/4FNqGRA8+D3aDnXkEMA4IsBIH\n", + "ulOUnaPOBOUt0aYwOJDNhsfMenIewZ9dM4N/veuB3kbH+JLtTV/EOzGH9wfe0s463jFtxnGrN0Mc\n", + "8L5mfWIZB3b8O5sQQtDHatb3SlEUZUU0fV9Q3CdrMtuO2Twdj5FE0zc+hbYh0YPPg91gZx4BjAMC\n", + "rMQBTV9nE2z+sY2dSXC7arPfaPBHuh4Y46Skf1aZvr+qTFHzjNnC8Q7K03vPBGM8HLw/CCztjMlO\n", + "P2x4WWyGOMBYvrqNN2MJbyvEMg7s+Hc2IYSgj9Ws75WiKMqKaPq+oLhP1mS2HbN5Oh4jiaZvfApt\n", + "Q6IHnwe7wc48AhgHBFiJA5q+zoam7+bArF2D50W6HhjjJLVlXJm+v8zPXJtnF/QxYyLm8P7AX9pZ\n", + "/w9zcLOxGeIA1y59PcA1joQSyziw49/ZhBCCPlazvleKoigroun7guI+WZPZdszm6XiMJJq+8Sm0\n", + "DYkefB7sBjvzCGAcEGAlDmj6OhuULUWb0vR1NmbtqrNel93L6nmk64HxOnC8YsSWpq/ObtYTM/vM\n", + "2ez3BzpO8PkI/lHMZmIzxAFN3/WJZRzY8e9sQghBH6tZ3ytFUZQVvRbTl6LMRNPXWULbkOih6Uvs\n", + "CuOAACtxYGb6apOI2B9j+wLdxsQ54POKNoWJZUQbHtrsiHQ9MMZJQl6fLU1fbeDpiSaPOZv9/kCX\n", + "/EXZcpq+zgbl7fX1ACW9SSixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLAS\n", + "B0ZjKNgkIvaHpq/zCWdc6c8zsr1BpOuBcd2Ps7ptafqWu8vV/uqJ1zFzNvv9gTYC9edCx8tmYzPE\n", + "gW5bTPo7kAQSyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL7ArjgAArcWA0eo2PiTMI\n", + "Nn0/cH+gnqPEKXEG4Uzf4LaPdD0wfvZh+EI/v1aj5gVnEMcr+nj1BBOYhLKZ7w+MpZ01Ol42G5sh\n", + "DnTbYtLXQRJILOOApi8hxI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxAFNX2dz2H1Y\n", + "tak2wNjGzmM90xflbEGk64Ee/3fy8cKa6QthHiY7gHK92Fd9LDR5zNnM9wfG0s6afe59at5muyY6\n", + "PQ6Cx/jGdyEJJZZxQNOXEGJH0Mdq1vdKURRlRTR9qZiJpq+zhLYh0UPTl9gVxgEBVuKApq+zCW5T\n", + "trHzQFuiTYNN3+D5ka4HWA9Tx/iSbU1fHdv6f5q+5mzm+wNd2tlY6WCzXhOdHgf6+qen4Osj8RLL\n", + "OKDpSwixI+hjNet7pSiKsiKavlTMRNPXWULbkOih6UvsCuOAACtxYOzw3qyd304muE3Zxs5Dj2Vr\n", + "zF4E2vTQZke464HOiEPpbzubvjpj0yybk/jZrPcHxjg3ouNls/1IwOlxoK9/etLXQRJILOOApi8h\n", + "xI6gj9Ws75WiKMqKaPpSMRNNX2cJbUOih6YvsSuMAwKsxIHuEF12L9MQdCA0fZ2PLuNsZlphPiYQ\n", + "7npgNIdTW8aV2ftWWoftTF+9r8bjIaFs1vsDbe7qcueaSJ8fJ+P0ONDtqtvdLmOTv25iGQc0fQkh\n", + "dgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcEGAlDtAZigkGz68HDqjHevxXYn90+2po+jqP\n", + "FzV9jZnCwabvrll7jHeKH63oY6XpG5nNen9gVtoZNLob1fzNNuar0+PAeF3E/5hIKLGMA5q+hBA7\n", + "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6avsSuMA4IsBIHujMUBs+OlhPqsZl5ROyJbl8NjD08z3fn\n", + "++YQuxPJ9NUlj2GEhrseGF+fkNenrgUHiwbV/7+d/Gzt9fGM0eiddk+rxzD5SCib8f4gXGlnsFl/\n", + "JOD0ONAZvviuw/+YSCixjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0DYkemr7ErjAOCLASB7oz\n", + "lKavM9Htq4lkEBJ7EqlNjZnd4a4Hxh8CaNP3WPmI+v83E/YwfXW2pjbu8BgTCWUz3h+EK+0M9I8E\n", + "Nlv5X6fHgfHap3/8EpzlTWIbBzR9CSF2BH2sZn2vFEVRVkTTl4qZaPo6S2gbEj00fYldYRwQYCUO\n", + "0BGKiaav89Bmxhurb/jm0PR1ItrcgPEZjDHbLdz1wGiO7Lzaqq4FVxru2cr0DY5rPMZEQtmM9wfh\n", + "SjtrNmO8OD0OjNc142MSSCzjgKYvIcSOoI/VrO+VoijKimj6UjETTV9nCW1DooemL7ErjAMC1osD\n", + "dICiI/Sjp5/R9HUgun2/evqVbw5NXycSydAwtne464ExCw7XAeimb2zf34x+pZbF+zjfwXGNMr54\n", + "jh8+kEA22/2Bvg6alXbWbMZ4cXocaKMfbUrTNzyxjAOavoQQO4I+VrO+V4qiKCui6UvFTDR9nSW0\n", + "DYkemr7ErjAOCFgvDnRn+KePv6bp60Bo+m4OIhkaMGux7LD7cNjrAZZjGpp9pK4DO6+1rpm+drkm\n", + "BJ8Dmjzh2Wz3B7p8uVlpZ81mjBenxwHaExPQFQ/4vRdKLOOApi8hxI6gj9Ws75WiKMqKaPpSMRNN\n", + "X2cJbUOih6YvsSuMAwLWiwNtCr6/lEDT14Ho9qXp62wiGVY6BrCO2fVg2b2slmPqGF9S14G30jqU\n", + "6fvHG+00fR3IZrs/wFi9iIVI47niRxFYJ94z2l8mTo8DtCcmwO+98MQyDmj6EkLsCPpYzfpeKYqi\n", + "rIimLxUz0fR1ltA2JHpo+hK7wjggYL040IaQNn1/VXxTPYdhQuyP7ug++/isb46ocV8xDyYHcQbG\n", + "8szB6HGdUerU7HpgNIVL+mfVdeDjzG5l+sL8tYvpi33EBBMb6OxOjGVMAtlM9wf6eheptDPYjKag\n", + "k+MA10K0J66NYDO2r1ViGQc0fQkhdgR9rGZ9rxRFUVZE05eKmWj6OktoGxI9NH2JXWEcELBeHASb\n", + "vr/Mz1TPafo6A93RffXRVd+cQJOPOAO0J6Zw6OVm1wNjPKT6Sjp/mddnW9NXQ5MnPJvp/sBKaWeA\n", + "HwdYWc9JODkOgr/ntPnP771QYhkHNH0JIXYEfaxmfa8URVFWRNOXiplo+jpLaBsSPTR9iV1hHBCw\n", + "Xhzoju6EqVM0fR0ITd/NAdoTUzh0edv++X7fHD9Gc/R4xYi6DiQWDKyZvjr7P54zw4Oz+gBN3/Bs\n", + "pvsDHfvIeI/EZrwuOjkOgtuT33vhiWUc0PQlhNgR9LGa9b1SFEVZEU1fKmai6essoW1I9ND0JXaF\n", + "cUDAenGgjZG9I+dp+joQZK2hPdOX/cYXO7+dB9oTUzjQ1lhe+6DWN8eP0RxNyOtT14Fj5SNrpq8d\n", + "rglmMc0y5uHZLPcHOgaMPwYIh44hK+s6BSfHQfCPPvi9F55YxgFNX0KIHUEfq1nfK0VRlBW9VNOX\n", + "kI1A09dZQtuQ6KHpS+wK44CA9eJAd4y+23+Gpq8DMTP72PntPNCemMIB4xPLSxdLfXP86BiBQfZx\n", + "Vre6DpyqGlWmL8o82+GaoCsWoJSvhnEens1yf7DRcZ2xLqbNgpPjINj0BZutfa0SyzhgXyUhxI6g\n", + "j9Ws75WiKMqKmOlLxUw0fZ0ltA2JHpq+xK4wDghYLw5o+jobbejR9HUuKFuL9vzA/YFvTij6c24s\n", + "863RMYK4wDUAguFrJ9PXzOBhnIdns9wfWC3trMG6mDYLTo4DXeXCaPhvtva1SizjgKYvIcSOoI/V\n", + "rO+VoijKimj6UjETTV9nCW1DooemL4lX0JF12307bGcm42BzUO4uf6E4CDF9s7wZc3YqcQlzB+cA\n", + "/5NAzEzfZfeymgdDhNgfK+am/pyffXzWN8cP5mOafLygrgG/TrGf6aszOnE91DDOw7MZ7g/052Ij\n", + "32X6erlZvkucHAdmbYnnmEggsYwDmr6EEDuCPlazvleKoigroulLxUw0fZ0ltA2JHpq+JB7RndmY\n", + "wnVOMg42B7pj05jhZmS9ONBlXz9qylrL8tOxZRf0MYQ7B5sZnel2b+6eb44Xu7UxCY8V01ev89XT\n", + "r3xz/OhY6BhfUp9/jONrNH3tcE0IZ9bF+37His1wf6B/6ICMT6vQ9HUOZm252drXKrGMA5q+hBA7\n", + "gj5Ws75XiqIoK6LpS8VMNH2dJbQNiR6aviQe0eMXYjJmNhlhHGwOdCdmtKavfv1vXfY1fdc7B5sZ\n", + "3ZbBcaDnE/ujDV18DsKh1wk2fUfcI2o+siHrRr2ZvnY0ffe496j9w/EYiff9jhWb4f5Am74b+V7Q\n", + "JYE3y3eJk+NAXxOMVVBo+poTyzig6UsIsSPoYzXre6UoirIimr5UzETT11lC25DooelL4hF00KPj\n", + "KlLnJONgc6BjIdo40J2gKOFqd9N3IxldmwXdlsFxoOcT+2PF9AVmbW58bWrLuPr8w+jVpu+x8hFb\n", + "XBPC7Z++PgabwZudzXB/oL8XGt2NvjnrE41RbGecHAfeK0LgNSGamNgMxDIOaPoSQuwI+ljN+l4p\n", + "iqKsiKYvFTPR9HWW0DYkemj6kngDWQu6MwsTTd/NjY4DjGlpxnpxoDtBnWD64n/ix1gGPjgO9Hxi\n", + "f3Tlh/V+9GDW5vq1uH7Y1fSNNHavvjYwsy+QzXB/EE3bwwzEazBkwGbAyXGAdsRkZLOZ+laJZRzQ\n", + "9CWE2BH0sZr1vVIURVkRTV8qZqLp6yyhbUj00PQl8YaxtHOkzivGweZAx0E4w3O9ONAd43Y2fXU2\n", + "H03fQIxZnMFxYLc2JuGxamToz4nRBDO+NsFXyhlGb7Dpu/PpLrUeDNZ4wxjnwejrG03fQDbD/YEe\n", + "z3wjMRsplpyIU+NAl63/wP2Bb44Xq9fKzUYs44CmLyHEjqCP1azvlaIoyopo+lIxE01fZwltQ6KH\n", + "pi+JN3THPTKzInVOMg42B4iBF4kD3TH+82s1tjV99f5ulo56q0QyfVn21jlYNTIQB1jPaIDq7xGM\n", + "DR/J9N01G2oYxws6O9Ps87/Zxmi1yma4P0C7Y9oIupKKWda4E3FqHIQz7/W1kkNBBBLLOKDpSwix\n", + "I+hjNet7pSiKsiKavlTMRNPXWULbkOih6UviCWOH5HoZKYwD56Nj4EXiQL9eG77QHxc/VvPsYgjq\n", + "Y9jj3uObQ4DxGhEcB5iHZfFo4pGNYdX0NTNAjXGgP/9XGu7ZyvSNdPxWz81mw+n3BzrTEz9u2Sh4\n", + "HabNgFPjwPjdZyTc/M1OLOOApi8hxI6gj9Ws75WiKMqKNrXpW1xVJxWNbabLrKqioVVKqkPPx0ZU\n", + "294jBaUV6nFxZa1UNbWHrONE0fR1ltA2JHpo+pJ4wjj+4nqdV4wD56NjAFO4zKT14kC/HsbOzmut\n", + "6v/fTn6m5sWjwWOGPgZMxA+yN3FOcL0IjgOavs5Bm7n4foiEmQGKH0pgHkwybfpqw1cL834zEb/X\n", + "hEjGbqRlmxmn3x+sd38UCZQE1p8Jp+PUONCf++CM3heJCycTyzig6UsIsSPoYzXre6UoirKiTW36\n", + "ZucXiqu82nSZVRWWVkp2gct0mVVVNrVLeuYd9TgzO1+Z0cHrOFE0fZ0ltA2JHpq+JJ7QJVlRznK9\n", + "TBbGgfPRHZh6MmO9ONCvhbHzVlpH3Bs8ZuhjwET8GA2v4Dig6escrLalLoN82H3YN8f/2RmafaQ+\n", + "+3+80W470zfS8WMeltHkCcTp9wf6B3LRlPHdTNdGp8ZBuB97vEgGuJOJZRzQ9CWE2BH0sZr1vVIU\n", + "RVnRpjZ97+TB9K0yXWZVBaWVklNYZLrMqqqaO+TW7Sz1ODM7T0qqafpGEk3f+BTahkQPTV8SL5iN\n", + "NYfnmMxgHDgf3bH9InGgX2tX01d/LvRE/ND03RxYbctgA3TZvaye4zulY3xp7RpgZvr+euCAWne9\n", + "bOJYEOn4g4+ZeHH6/UE4088KxnGunY5T48CslL0G8zERP7GMA5q+hBA7gj5Ws75XiqIoK9rkpm+B\n", + "FFW8WKYvyjJnF7yY6Vvd0im3bmeqxxl3cqW0piFkHSeKpq+zhLYh0UPTl8QLxtLOmkidV4wD56M7\n", + "tqONA5318tbT95Sx83Fmt+1MX23q6GkzlOS0itH4CI4Dmr7OwWpbBv9wyGiIZndOrV0DzEzfHS0n\n", + "1LrRmGivGuwXJpjYwRiPkfhx+v0BstnR7shu3yjG66bTcWocRLomYj4m4ieWcUDTlxBiR9DHatb3\n", + "SlEUZUWb2/TNLRDXC5q++cXlklNYbLrMqmD6pmdkSdvwfbmdmSUlNY2m6zlNNH2dJbQNiR6aviRe\n", + "MJZ21kTqvGIcOB/dOa0nsw7OSHGgDZH3lxKUsfNlXp/tTV877PPrwtjxHRwHVseBJfGPVdMXeD8l\n", + "3u8MXe4Zr0/1mbu4BtjV9A3Hess3I06/P9jIZyIYsx/YORWnxkGk9sePXrDM7Ecim5VYxgFNX0KI\n", + "HUEfq1nfK0VRlBVtctM3X4oqakyXWVV+cdlLKe98OzNbmvvvyq2MTCmqNs/0bRseN50frV7G9l5k\n", + "GzR9nSW0DYkefB7c6fttpaepX5vOp+yrqbyvVCfVm0//IWD+Bw9/r+ZjuXE+xDhwvk6PvKPaX0+d\n", + "5Z+HrBMpDrA+Xvf+5PtewyfFFWD6NlR/Zvq6eJI+Bj2ZnYPNqsRpb+c2zklwHKR3faCW4X/jfMp+\n", + "2vPwD6otzb4HgvXBsv87wxgDx6/cUZ/9gyl5cvNaaoDeulTlN33jLF7053/fwi7T5RCWYzJbtlnl\n", + "9PuDN5/uVG2+lLXx49Qxheun2XInyalxoK+Jw0V/Dllm/F4MXrZZFcs4oOlLCLEj6GM163ulKIqy\n", + "ok1t+mbl5L1wpm+eq/SFTd/KpjZV1rmha0AupGfL5bKmkHVah8Yk9WbaSzN+Kxpb5XbmHdNlVtU6\n", + "iH26ZbrMimj6OktoGxI96o/R47+jqJgqve63qpPqdPdvA+Ynjnnnd90OnE9tDun219NG4wDr43Xv\n", + "39/tNX3PZclb58v8Bo8n7sxeF0/Sx6Cnxhx+FrQiXR/0NcUObUxFlp7MlgXLGBPGGEg45zV9j52+\n", + "IjdPJwconq8J+vOP4zJbDunJbBnlTL1Im49c98bUvmleG+2qSO3P++b4Ek1fQogdQR+rWd8rRVGU\n", + "FW160/dFM33zikokp+DFyjtXNLRKVm6+yvg9l5EvV0pDyzs3943KzVvpymgNXhaNSqrrJSMr23SZ\n", + "VSEz+WbaLWVImy1fTzR9nSW0DYkefB7c97pspQddtabzKftqzzNvRmfD9O2A+YlPvBkpnVO5AfMh\n", + "xoHzpdv/zdVd6v+y2esh60SKA8QNXvf+wmde0zezRd660ew3eB6cMn1dPAn7iH3Vkx32+XVJXzeG\n", + "J4pD4kCfN54v+0vHvtmyYP2wmKDWxbXC+P3xtudzj2vAqcJWuVneFiBcE36Zn6nWxWvMthsr5c1f\n", + "UvuVsnjEdDkU6Xtys8rJ9we43qG9P/Bc/8yWWxFej8lsmZPk1DiI1H6HH32jlpndL21WxTIOaPoS\n", + "QuwI+ljN+l4piqKsaFObvpnZeeIqf7FM31xXyQuP6VtW1yzZ+S4pq2+WM1kuuVIcen4bugclLT1D\n", + "Ga3By6JRQWml3M7KMV1mVU29w5J2K0NaBqLbJ5q+zhLahkSPHf8YdfpYbZuNEfeI6qDCOGTBRBq3\n", + "jHHgfHT76//NxtuMFAfl7nL1unfHf1SGz0+lQ/JWWkdcj98ZTPC4xnbY59eFPicgOA70eeP5sj/G\n", + "dl6Pq4+uqnXR7sbvD3z+oeDxfCFcE9ZMX89r4gkrcRzpe3Kz4uT7A7Tzi8YqXo/J6eO+OjEO9D3z\n", + "B+4PfHMC4XdfKLGMA5q+hBA7gj5Ws75XiqIoK9rUpu/FjDxJKXqxTN/sApfkFLxYeefS2iaVMVxc\n", + "XSenskvlalFdyDp1nX2SnpkljT1DIcuiUXZ+ocoujjZLF6rvGpD0jExl/potX080fZ0ltA2JHpq+\n", + "JNakuFNUB9Vp92nfHD+ROq8YB84Hba/bP5o40K97t/+MMnyOlY/Q9HUQ+pyA4DjQ543ny/4Y23k9\n", + "0pe97a6/VzBNPl5Qn/9fp9jP9D3sPqz2Cz9gCYc2fRvdjb45xMn3B/nufNXeZvdMVtksPxRwYhys\n", + "Z/rzuy+UWMYBTV9CiB1BH6tZ3ytFUZQVbWrT9/ztPLnoqjVdZlV38gpfeEzfkppGyS8ul8KyKjme\n", + "UylXTYzo2rZuycjKkcbuwZBlG1VT34jKUM4tLFZlo83WsaK6jl65nZkdtRFN09dZQtuQ6KHpS2LN\n", + "Hvce1UFl1vkYqfOKceB80Pa6/aOJA/06J5i+yOrB/y/S0e80cD4wgeA4gAGGZTDNiH3RWW373Pt8\n", + "cyJT+6BWra9NLUwd40vq84/Pvpnp+2VeX9yavlbMuUjXx82Kk+8PXkZ70/S1L+uZvi/jRwFOI5Zx\n", + "QNOXEGJH0Mdq1vdKURRlRZva9L2QkSsXXS+W6ZuVV6Cyfc2WWRXG1y0sq5Tc4lI5klsj14tCS05j\n", + "vF+MQYyM3+BlG1VNa7cUV9VJfnHZC2UO17R1S+adHKnv7Dddvp5o+jpLaBsSPTR9SSx5kTJ1jAPn\n", + "g7bHFMnAixQHOn6Mpu97t7tsZfqi41YfO/6PN1MqVgSbgcFxsF7HOLEHG21HbfpiuAAdH3Wj3kzf\n", + "iKZvltcosWouvy70j6Km3dO+OaFE+p7crDj5/sBK9vd6bJaYcWIc6LZDNQMz+N0XSizjgKYvIcSO\n", + "oI/VrO+VoijKimxj+uYVlSqT0WzZRoRtYFt4fOF2jlwKY/pm5uSbzg8WSiRn579Ypi8M2KLKWsny\n", + "bOdIQb1cc1WGrFPe0KJKMte294Qs26jK65qlorFNjesbrWELKSPac/y17b2my9cTTV9nCW1Dooem\n", + "L4klugRnuM4rnbFgtpxx4GyMpl6kTsxIcaA7R42mLwyeX1WGLykeb+CYsa/6WNiR6yU4JoLjgB3f\n", + "zmCj7Yg4wPp6wutSW8bV5x+f/XCmL5br18QTVvYp0vfkZsXJ9weIabQ3PhvRQtPXvqzXdvzuCyWW\n", + "cUDTlxBiR9DHatb3SlEUZUW2MX1vpd+W6pYu02UbUWVjqypJjMcX0nPkUmGo6ds2dF9Sb6ZZGu82\n", + "MztHsvNfLNO3qKJGSmsbJT07X44WNcuV/IqQdco8y3MKiqWm9cXPQXFVvedcdkpxZe0LGemVTW2q\n", + "vHW026Dp6yyhbUj00PQlsURnMcHgMyNS5xXjwNkY2z7aONBZsjB5YepogydeS7magX3EvtL0DSQ4\n", + "JhAHuoxvgqeN2fHtDDbajogDrK8nXAMu1N2zpemL7F7sD7KWI8FYD8XJ9wc6iz1S9vd66OoZTo8Z\n", + "J8aB/rFkONNXXzdwf028xDIOaPoSQuwI+ljN+l4piqKsyBamL0oQZ9zJVmWJzZZvROX1Lcr0bRse\n", + "l/PK9A0tpdwycE9u3rrl+f9uyDKjYA5nZueqDFyz5VblKq9W+5WWmStHS9skJa8sZB1djrmyqT1k\n", + "2UZVVFGtsnNLaxpUtq7ZOlZU0dCixjOOdhs0fZ0ltA2JHpq+JFasV9oZRGv2EftjbPto4wDr43Uw\n", + "ee1u+upO+vUMoM1CcMlvxAFNX+exUXMKcaA/M5hgjCAeEBfI9A82fPU1IR5NX6sxzFgPxcn3By8j\n", + "TjdLzDgxDvT1DW0YjpcRI04ilnFA05cQYkfQx2rW90pRFGVFL9X0/adpva9Ef5daL99cz/X8X2e6\n", + "fCP69fVKSbqeIf/8ZpccT8uVL29XhKzzL1M75NS1W/Kzm+0hy4z6nzzb+OZqtuy/kWO63Kr23CiW\n", + "v7leK8duZMru3Db57lZRyDrv3ihR2pFaHbJso/roRpH8u5st8tvUqhfa3j+kVson1wvlV6k1psvX\n", + "E01fZwltQ6KHpi+JFeuVdgaROiYZB84G4xWi7XUJZm8XZmgnZqQ40J2jTjB99WcBEwktcYk40GV8\n", + "afo6h+B2Xg/Egf7MYMJ1ZD3TF/Pj0fSNNJa5keDxrYlz7w+s/FjOCsvuZbUdp/+IyIlxYLwnCAeW\n", + "YyJeYhkHNH0JIXYEfaxmfa8URVFW9FJN35bhiVeioqp6yS0qk7KGVtPlG1FJbZOkZ96Rhv67ci4j\n", + "Xy4VVIasU9czLGnpt6WueyhkmVENvaNyJ9+lxv81W25VecXlUtnaLddv3ZZjVf1yOafIdJ3CylrP\n", + "/jeHLNuoclwl6tjKGto822s0XceK0C55JeVSUtdiunw90fR1ltA2JHpo+pJYsV5pZxCpTB3jwNkE\n", + "mz3eLszNZ/rqUp66kx4TiWz67rzaumlMDacT3M7rgTjQPyjCBGMEMaE//2bSpu8/PHpHvSbSd9Lr\n", + "ZCPHro+XeHHq/cHL/DHLZogZJ8aBlXtn/CgA67xICXAnEcs4oOlLCLEj6GM163ulKIqyIluUd84v\n", + "KZOiylqpaGg1Xb4RldQ0SnrGHWnuH5WzWYVyyWT83KbeYc86mdLQNRCyzKjmvhFVivlSVoEqF222\n", + "jhWhbHN9Z79cT0uXU/VDcjk7dIzgXFeJGve3tLYhZNlGhTGIUcIa4/qWVNeZrmNFrooaj6rVeMNm\n", + "y9cTTV9nCW1DooemL4kFG8lW8XZLbszsI/Yn2PCIJg6Mpu+vU7ymz8GiQVuZvsbjNj7e7ATHB+JA\n", + "m74Q4PmyP8HtvB6IA/0aTDA9rJq+u2b3qddEyqB7naw3dqcRfbzEi1PvD/Ld+aqddQWMF0Ebg/Hy\n", + "I4dXgRPjwMpnXd/7xMu1LNbEMg5o+hJC7Aj6WM36XimKoqwo7k1fmKlZufnK8C2vbzZdZyOCQZme\n", + "kSWNvcNyOrNQLueXh6yDMYRhDMOIDV5mVEP3oDKNz2e51Pi+ZutYUZ6rVBnI1+8UyPnmu3L5Tqjp\n", + "C6MW4/laMWnrO/qlpi38+MdZOfnSPjKhxvV1ldeYrtM6OCYFpZVSXFlruhwqLKuSkpp6zz6FxoMV\n", + "0fR1ltA2JHpo+pJYYKW0syZcBxfjwNkEGx7GjFcjkeJAZ8T8Iq1M3krrWDN47Gr6siPXD0re4lyg\n", + "fC9AHND0dR7RmL66LDImPc7zH2+0h5i9WvFq+m7k8x7u+rhZcer9wUY/D5HYDN8nTowDtBmmSPBe\n", + "IZBYxgFNX0KIHUEfq1nfK0VRlBXFvenb2D0oBSUVUtnYFnVGqVHFVfWSkZUj9d0DciqrWC7nlYWs\n", + "U981ILczs6Wuoy9kmVFY70JBlZy/U/RCpm9uYYm09N+VlO4Zudo1LZezCkLWgVFb294jRRXmJq1R\n", + "OZ7t5RWHHhcEMzc7z2sqw7SGsRu8DoQs4MKySskrKlXHabYO2gVGPLKwzZavJ5q+zhLahkQPTV8S\n", + "C3QHtZUMk3AdXIwDZxPcaRmuEzNSHOjYgaFjNH1/fq1mbVm8Y9xPduT6CT4XiIPviwdp+joMZDSi\n", + "DbW5vx6IA8QEXoPvGW366s+/mbTp+4cZ+5q+vDYEor8Xut3djspk3ejnIRIvc1uxQleNsTKZDRNi\n", + "N6xWydFti8xwEtu/F2j6EkLsCPpYzfpeKYqirCjuTV9kt6KkcVVLh5RUv3hpY5QkzszJVQZqcnap\n", + "XM4rDVmnrrNPMrNzImbLQnUdvXLBVSMXcoqlZeCu6TpWlFNQJK2D9+R816ykdU/JpazCABNZG7XY\n", + "LxixxteaKTM7N+x6TX0jkusqlqK+CfmpfkxlGZutV97QIhUeldc1hy2rjddWNrWJq7zKdPl6ounr\n", + "LKFtSPTQ9CWvG52FZaW0M9jnNu+IZxw4m2ATI5ypESkOsD6mYNMXz/WyeCZ4XFoaO36CzwXiICGv\n", + "T7UtBLwtTNPXzmw05oOvB9mdUyoePs/uDTF7jcI6v5n4bEPv9arZSPzy2hAI4sCY8e0UXmY7v8ys\n", + "4VgBw1q3sZUJMWFn0O44DsRBJJzQti+TWP69QNOXEGJH0Mdq1vdKURRlRXFv+hZX1Ul1a5fUtHar\n", + "x2brbEQwKLNyC5ShezynQi7nFoesg7LHmdn5Kts1eJlRMI7PuerkfHaJGiPYbB0rys4vVMbuqc45\n", + "ye6Zkgt3YAKPrS3XRq3Oeja+NljN/XfVvrvKq02X620U9U/K5/XTcqcgtJQ0hIxoHD+ynQvLzLeF\n", + "135ZET5beD3R9HWW0DYkemj6kteNzkCwUtoZhOvkZBw4m+B2jyYOsD4mGDp2NH2DO3iDSxpvZoLj\n", + "AXFA09d5hPvchyP4eqBLfn/piY1go9corLOj6yf1XvFilGwkfnltCARxoO81rJ5DO6CHLMBY1S/K\n", + "yxwfOFasN+61vh7oY8XnxM4E3xOEg6ZvIJHuE181NH0JIXYEfaxmfa8URVFWFPemb56rRJp6h32l\n", + "jc3Nx40IhifGx61o6pDj2RVyOSfU9IUhDGO4qrkjZJlRMKPPFjXIudyyFzJ97+Tmq8zeYx1zUtg/\n", + "qUxkY+awNmox1jDKLRtfGyyY4/kl5VJQam4Ow8SFIZzbNyVfNs3Krex80/UwXi8yi1WWcX6h6ToZ\n", + "nnO0r2JUctfZp3Ci6essoW1I9ND0Ja+bjZR2BtGYfcT+BI9RGa5cYaQ4wPqYYOjoTD87m77syPUT\n", + "3H6IA6PpOzT7aK1KgJPKu242XtT01SW/DxYNhhi9RmGdHS0n1HvFw+dLf/YRw1bgtSEQxIH+DsFk\n", + "NX7iHX08L4Pg7xc7st71QV8PdNUMTHYe91p/ztf70aTOgLa7yf2yiHSf+Kqh6UsIsSPoYzXre6Uo\n", + "irKiuDZ9W4fG5E6ed3xbb2nj6MoIGwXTFFmzxXUtciK3Si5lh2a6wsxVxnCjeVljLZjCZ0qa5GxO\n", + "uTKmzdZZT23D45KVmy+Vg5NysHVedh2/Jj9dy1TZvXodbdTCWM4pLAp4fbBKaxqkrK7Jc5zmY/ri\n", + "2Eqq6ySzd1oOtc3J9Tv5UtvRq8b3hfT7onRzs+8xxgiuaun07Ku/5HT7yIQyjPfVIuM38j6FE01f\n", + "ZwltQ6KHpi95nehyi1Y7soHOYAouy8c4cDZoc0yacKZGuDhAJhTW/8PzN5ShozP9rjTcU8+Dtx+P\n", + "BHfK09jxE9x+iIOdV1tV20IYy3WjhiGJP17U9NU/BMCPPYKNXqOwTjyavlYNOV4bAildLFXnQ09O\n", + "uAbo7zSrQ2Oshx4fdiP3Y/GGbt9wRq7xeqDvJe08zq3Vz/lGrx9OJ5Z/L9D0JYTYEfSxmvW9UhRF\n", + "WVFcm771nf1S6CsdDEMy2jLCRuUWFkt+UakU1jTJifxauXQn1LDE+MFYr7y+JWSZURjP9lRJi5zN\n", + "K1dZuGbrrCcY27dzC+THtjm51DUj/48398nX568HbC+1tlNOlzSrbGCY0cbXBwumNspThzOHsc+l\n", + "tU2S1jstp9pn5GJlu+QXIzO4UinHc9zIMk7NLpDDLVPqNfVd/ZJdUCTFVbVr28G+3Mp1yZ8bpiUz\n", + "L/I+hRNNX2cJbUOih6YveZ2Ey9aMRLhOLsaBs0GbY9JsNA50p+f7SwnK0DGWd8Xz4O3HI8Edt+HO\n", + "wWYkuP0QB2hXLZq+ziA44389gq8Hb6d1qHi4UHc3wOQN1q9T4sv01Z91q8Mg6Mw+O5fqfZkce3JM\n", + "nQ8dP04oe/0qjDxsD5Md0aZ1JBPceD3QPzpEiWy7sl45aw1N30Bi+fcCTV9CiB1BH6tZ3ytFUZQV\n", + "xdz0hXmYln5bWgfvSWltw1pmL1TZ3KHGlsVjmKD5xebZqxtRdp5LmZv5VQ2S7KqTi1mhpYsrm9ol\n", + "11WiMmaDlxlV3tAip8rb5Wx+pTR0DZius55aBu7JLc8+ne+aVc//uz98Kl+dT1Umt17nUnG9/FjZ\n", + "t5YVrOcHS5di9mZIm5dkLqtrloqGVrneMyPXu6flcPt8wHKMm1zZ2CY3clyS0LywNj/4vZv7RiUt\n", + "v1gSGmfldk74fYokmr7OEtqGRA9NX/I60R2wGxmPLpzRxThwLmYZTRuNg/VM39+u7FLL47nUY/CY\n", + "i7rTerOXbDSLD8SBNnwhmr7OAO2HySrB1wMdD0aD10wY83tH/Tn1XlaN1ldJuOtdOGjy+DGW8tU/\n", + "NLN6HuOZV2Hsb/RHFfGElRLGwdcDfGfgNXb9TrD6naY/A2hfEtu/F2j6EkLsCPpYzfpeKYqirCjm\n", + "pi9KFqdnZHnH7K2skYysnLVlMCfL6rzZtig7DCNWL4tWWbl5UlRRIznltfLltWw5lZoZsg5MT2S/\n", + "ltQ0hiwzqry+WU6Ud8iZ/Gqpj9r0vStpeSUqyxfP/09/v0cSLqRJnWF7l3NLZH/9hHoMUxymrl5m\n", + "FDJ8XeU16nFWTr4qwRy8Dso/oyz1pa5Zye6dkuMds9IwOL62vLqlU5niNwrK5QuD6QupcYV9ZnRj\n", + "z7CkFpTJty3zku55L5j3xnWtiKavs4S2IdFD05e8LqIp7Qw2avYR+2NmYIQzNcLFgV4/nOn7m4nP\n", + "1PJ47vwNjv1w52CzYXYeEAfa4INo+joDtB8mqxivB1NLT1QsIIvXaPCaCabvL/Mz1XvFw+dLl6K1\n", + "mqHKa4MfbQbiXiPc/YMdifZYSvtnVYybYedrpJXzEXx/oF9j14z4jbQX1sNEYvv3Ak1fQogdQR+r\n", + "Wd8rRVGUFcXc9EVGKzJIYaDmuUokO79obXxclZXqG1cX5ihKDxtfu1HBmLzjeS+MaXuntFp+s/+Y\n", + "HDx/NcSwrGhoUcYnsl6N84MFU/h4Rbeczq9RpajN1llPML1T80vlaveMtHj247/e8a78+cItqeno\n", + "W1t+KadYvm71GrA5BUUqK9q4DS2cQ32+kNGMzN/gdYoqa6WmrVvOdc5KQf+UHOuYk/IB/3Kce7TH\n", + "jeJa+TzI9EXms94+TO7rrko50DqnMpXN3ms90fR1ltA2JHpo+pLXhc642eh4auGyWxgHzsXMwAhn\n", + "aoSLA73+rtl9yvgxjumJ5zR97YvZeWgZmlgzfCGavs4A7YfJKsbrAWIAsQBDV3/2wyneTN+Nxq7O\n", + "frdz6dqXhXHsVidVR9D3UFZ/CACWnzxbuybWjS745vrRcYbzZDesfEaC7w/05wQZsHbMbsYPGbD/\n", + "KG29HlgPE4nt3ws0fQkhdgR9rGZ9rxRFUVYUc9MXBiTKNueXVKgsVhiy1a1dahlKOyPzFI916WLj\n", + "azcqZRwXuJRZm1lSKb/69ogcOHclJHMWZrOrvFplHhvnBwv7eqSyR04X1kqdz6TdqJAxe6OgTFJ7\n", + "pqW0vV/+u99/KvvO35SK1h61vKa1W84U1Uti64I0j0yobGdkPQdvB0ImbkO3N0MYYxKjBHPwOhgj\n", + "GQb1qc45KR2YkjOds1LY7x27VyvjTrZcL21Qmb7Nw/4s4LoOZBJXrz2+WlSjxiK+lV+izGm9nlXR\n", + "9HWW0DYkemj6ktdFNKWdQTiji3HgXMw66jcaB/rHAm9Ofqs6vI2mLzL/aPraF7PzUN17f83cgLI7\n", + "pyyPf0jiF7QfJqsYrwcwuRAL793uCjB4zRRvpm8035cbPVdOxFjaGefOSddMHAOOZSPfWfqHD9Dx\n", + "ilCjMPg7xk5YKU1tdn+gz+NGzPN4AfuNyQobMYidTiz/XqDpSwixI+hjNet7pSiKsqKYm74opVxS\n", + "XS+Z2bnKkETpYV1WGWWYUfYZj3WWrvG1GxWMSe9Yvc1yu6hcfv5Vkuw/d1WNq2tcr9Tz/rfLatcM\n", + "znBC1uzhqn45VVi3tp8bFTKdrxdWSHrvtNyubpV/tjtBPj1zQ8pautXy0tpGSarokR/b5qVmaFLy\n", + "S8qkpq0npJw0xtzNKfBnQqM8tc6YNgrmOko0H22fl8rBSUnpnpE7fdMB6yDj+mpZo3zdMi91nnX0\n", + "fJwnbbzXtHfLpdIGOdoxK7cKy9SYy3o9q6Lp6yyhbUj00PQlr4NoSzuDcJ22jAPnYtYRjY5LsxgK\n", + "Fwd6G+/2n1Ed3kbTFwaPHU1fgOeYNjP6vBjHXg02fVM97Wx2/oh9iMawM14PEAOIBWNp93CCMRxP\n", + "pi/2A9NGiOY1TkP/2Oerp1+p5+G+N+wIsrhxLBv5IYDR9N15tdU3149dr5HGjN1ImN0f6BixY0xg\n", + "vzFZIZofCTiVWP69QNOXEGJH0Mdq1vdKURRlRS/V9I2G/v4BGRkZkcJCl3R1dcnCwoI0NDSoZU1N\n", + "TQE3h8XFxbK6uup7tnEWFxelrLpWClv7pLCiRn7+1WFl+j558sS3hpfOrm45WNQqDY3NvjnmtLa2\n", + "yonGu3K+tFkmJyd9czfG/Py8ZJTXS+v8Uylv75W//ipJ9p69If2jY2p5ZU2tnGqfktTRJzL26Lnn\n", + "nDRLXl6e1NXVqeUanCecL03wudOUl5fLysqKnBl4JItPV6V25qnUeBRM0cSKHOl9KJOPn/vmeKmt\n", + "rVUxMDg4KDcaeuXW6GPJr2pQ7bZRaPo6S2gbEj00fcnrINrSzoCm7+YjXEc05mEyEi4O9DbsbPqa\n", + "ddp6zwBNX5wDY3zQ9HUeL2r6Xqi7p2LBiumLdX6RVqbeL9YlkrWh9YH7A98ca2B9vG4jpqDT0KWd\n", + "c5dyfXOcc82M5jj0Dx+0gks8R/MZiwf0DwnX2+9w9wc6S9hOWbDhrgva2E/wXMOMmN0/bFZi+fcC\n", + "TV9CiB1BH6tZ3ytFUZQVxTzTt6iyTpV4xni0KBncPjIheUVlahnKPhszSLPzXSHj725EyI5NdVXK\n", + "wdJOVZL4r784JF+fuSrN/XcD1nNV1cl+V7vk+PYjnFwVNXKgeliSXY1rJamDhXFwy+qbTJdBdZ19\n", + "kuKqkby+aTmcUSR/9eURef/EFXE1dqiS1rdzC9W4u+e6MAbvtJTUNKjjyMrNU9m9ejvlDS2ec9iy\n", + "9txVjizp3rXnEMpYo4Q2Hh9o85aLzva87+WumYD1oAue9zvUNidFhvF+oVLP+1e1dKis7BP1o3Kh\n", + "c0ZulNZJXdB7WRFNX2cJbUOih6YvedWg9F60pZ2BsVyjEcaBcwln1m0kDvQ23uo5rTpET1WNrhk8\n", + "NH3tjVl8pNYPB5gbNH3tz4uavjBBEAvGH3yEkzJ9Pet6P12x/XxFa8RtdpPHeK9wb+6eb64zrplW\n", + "M1uD0aYvhjTA/8ElnqONtVhj9doe7v5Al/43VouId8K1FYYyQNu+7bmvMcLhDfzE8u8Fmr6EEDuC\n", + "PlazvleKoigrirnpW1haocaYNc7LKSiS1sF7qlyx0ZDFfIzLa1x3I8K4u6lF1fJ9ea+k5RXJ//rZ\n", + "9/LVmavSEFQGOb+iRr4t7pQ7rtKA+cFCqei/OpIqf0o6r8pSm62DUsnaxDYTjNmLrlo1rm5CSqb8\n", + "7tBZ2X3sshQ0tKv9vV1SLec6Z+VKz6xk9fnN2eDzVlhWpQxk/by4yj82shbKPWN/WoYnZH/rvJrn\n", + "8rzvma65gPUgmMxH2ueUGW2cj21i21m5+coUvto9LTdqO6W0tiFgPSui6essoW1I9ND0Ja+al1FK\n", + "D6/HZIRx4Fy0eYFsHiMbiQPdKbyj5YTqEDUaPDB9fz1wQC2PJvv8dWFm4rzIDyicgu7MNrbdpZoh\n", + "1c5aNH3tTzSGlPF6YFfTV39nGsc0t4LZ9WIzYTxvxjjQGdB2Hts0WnP2++JBFdeJBQPq/+ASz+F+\n", + "VBfvhLtHCCbc/YEu+71REz2WhIsBYza3EX7/+Ynl3ws0fQkhdgR9rGZ9rxRFUVYUc9M3r6gkZOxZ\n", + "jFuLsW7v5BVK27A/szfXVSxNfSMB625ENa3dklpaK9+V98uN7ELZ+ukBSTh9RWqDxqPNKauRxLI+\n", + "ySwoCZgfrCzP/v3PX52Rv//uRFjTN7ew2HOM4c1jZDlfKK6Xkv5Jee/UdY+uyZtJFySvrlWNPXyr\n", + "pl2udc9IWq9X+nXIjEZ2r36O8Y6NWdAYFzl4n+o7+5Q53DA0IT+0eU3fysEpOdbhfWzUqY5Zj2Yk\n", + "szfQ9G3pvytZuQVSUFIu37UuSHrPtFxtvava0bieFdH0dZbQNiR6aPqSV40ut/gi5hpej8kI48C5\n", + "hDMvzDrvw8WBNgZ31J9TnaFGgwemL8xgLI/nDlGz8xDu3GwmzM4BTV/nEY35abwe6FgwfvbDKZ5M\n", + "32jj9kWGUXAC+l4DcWOMAydcM6P9IYDxhw9/vNGuHgeXeMZ2MdkJqz9+inSfiB8iYhs4t3YAn2vs\n", + "b3B2MrK39bXOCL///MTy7wWavoQQO4I+VrO+V4qiKCuKuemLcsMoO2yc5yqvVhmlMDKN84PLPW9U\n", + "KEt8s7xREisG5XpWgfzFR4nyxakrUt0VuM07JVWSWD4g6XlFAfONQmnljJx8+Z/+fFJ27E+WisY2\n", + "0/WyC1ySGyFjGMd5rqRRKgcn5Xc/npOvUrLk957/c2papaC0Uq41D8vt3mm50zctV7pn116HrN6C\n", + "0gqVCY2y2Dg3xu3CFK5oaA2Yh+MvqW6QmqFJ+XNJn3xyLk0ZwAdbQzN9j7XPyYXO6QCjWSvjTra4\n", + "KuvlQOv82n7B3G7uGw1ZN5Jo+jpLaBsSPTR9yavEmEXyIpmJuoMP29MwDpxLuE56s/nh4kCv+8v8\n", + "TNUZajR4Ps7stoXpi7FFsY9Gk9sJBsaLYnYOtOm781qr+h8d4VbHfSTxSTSmhfF6oI0Q42c/nHQm\n", + "JN4PUywxy2S3wmY2eYz3GnhsjAN9vVgvKzSeibZtUfIXcY3hDXSMB5d41uanXTKhN1LqOtJ9ojbS\n", + "97v3++bEN+FiQBv70PKTZ7651sc93gzE8u8Fmr6EEDuCPlazvleKoigriqnpizFrs/MLQ+Zj3NiK\n", + "xlZVztk4v6CkQhq6BwLmbUSVTW2SWtki31UPy7XMPPnXH3wjn59MkYrOwG1mFVXKtxVDcivHO/6t\n", + "mVBmOqugWP75FyfkV/uTpSzIYNXKystXZaDNlkEwYk+VNEvN0IT81VdH5UhGsfz24Cm5U92iykKn\n", + "dE5Jft+EFPZPq5LL+nUwnQtKKlUWMUot17b3BGwX5w+ZwsZ5Oju4bGBSdqdVyX/5891qPko9o+Sz\n", + "cd2ktjm53jUtV3tCTV+MHVzW1iffN0zK//j+d3Kxa06ZydUtnSHrRhJNX2cJbUOih6YveZXoTrUX\n", + "7XQyM3kYB85Fm53BPxTYSBzodc1MX2T12cH0xf5hMmJ2DjYbZufg2/we1c6fZ/eq/9ERjuVYD+sT\n", + "+xGN0aWvBx3jSyoOkN1o/OyHEzIh1fqLH6v3jOXnK9rPeDTnyykEZ8IavxeccF6izeJGTEOI8Qt1\n", + "d9Xj4BLPdvtO2ch1PdJ94sv6UeLrIlwca2MfwnVPw+8/P7H8e4GmLyHEjqCP1azvlaIoyopiavoi\n", + "a9es9DGMSYwbG7yssKwyZPzfjajCs91rVW1yoGZUrtzOkX/57lfyWfJlKWsPNH0zXOWyv/aupGXn\n", + "K3PVuEwL+36nqFz+x8+Oyi8TT0hxnb/UslGZObmSWxje9IURfaKkTWXc/puPD8jV0jr51XcnJL2k\n", + "WmX6nuyYleL+KWXUHu8IzcgN1net85Ld48/qNS7T4/y6Bqbl3VtV8o9++a7U9Y7KT+1zynQ2rvtj\n", + "+7xk9EzJBYPRbFS5Z38SK4flv/irXXKyZUqZzkWVNabrhhNNX2cJbUOih6YveZUYyy2+CGadkowD\n", + "54K2xhTMRuJArwvTF9mfRoPHzqZvtFmATsIs8//zO12q01uX6aXpa3+iMev09UCbvijlbvzsh5M2\n", + "fXfNerMejdeY143OvNzoPujMvo2WAHYCwfcaxu+FaOIo3jD77lsPZH0ipiEd52Ylnu1WFnwj7bne\n", + "faI+djvERrgY0G0M0fQ1J5Z/L9D0JYTYEfSxmvW9UhRFWVFMTV+UKMYYs8HzkTGaX1wuhaWVAfNd\n", + "5TVS294bMM+o+q4BNRaw2TKotLZJUqo75Ie6u5JyK0v+5/e/lU9OXJKStkAj+XZhmXxXd09u5hSG\n", + "lJ7Wquvok+yyavn/7E2Sn397XIpqA7NqIbw2MztXcgpcIcu0UIL5WGmHnMgukzeOXpbi1j7Z/s0x\n", + "ScsvUZm5xzrmpGJwUmqHJuVH3zi8kfRF87zc6plWYwUXVdYGLIOJjHOU1zctb14pkv/7H/dKVm27\n", + "JHfOScnAlFont3dCGgfH5e/O5Mr/8Xcfy+nOUNO3qH9SZSB/XdIl/7u/e0sO1Y6qsZcxBnPwulBt\n", + "W4809YeOxUzT11lC25DooelLXhXB5RZfBLPOLsaBc9FxE4xZZ2+4ONAxA9M32Pixs+lrdg42G2bn\n", + "haav84gm1vX1INvz9wLiAJnfxs9+OMWT6euN7tDr33ps1ng3u9cwfi8EZwHbEbNS/+th9sMHXeL5\n", + "++JB31r2+07RBr+Vct3r3SfqzwzOb7xjdh88tfREtaeWE8ZrfhXE8u8Fmr6EEDuCPlazvleKoigr\n", + "iqnpW9PapbJPg+fDUEVJ5JyyapXpWjM4ISc6ZyUPpm9bd8j6WhjXNtdVbLoMKqmul0s1PXK4YUwu\n", + "p2XIv/koUT48dkGK2/oC1ruVXyLf19+X1NxiaR28F7BMC8Z0dkW9/JOPf5K/++aYuGqbQtbBGLco\n", + "UZ2VmxeyTKu0rlm+yaiQnT+eV88ruwblr748LDfu5Kvz8FPbvNQNTkrr8IQquVzSb74drX3NC3Kj\n", + "Z0YZ6q7yQEMdGcct/Xcls3dadp7Lkn/5wbdyJr9CZfPCCK72vM/epgXP/xPyN2fy5P/wmz1r2cVF\n", + "fROS2jWtHid72uRgy6wcyGuQf/Sr9+Trcm+mNExlM9P91u0MqTIp/UzT11lC25DooelLXhUvs6NV\n", + "Z2MYM4YZB85Ed+Cbjddn1jkdLg50ttwvs/Jp+joMs/NC09d5bMTc0ejrQarnc67jwfjZDyeavvYF\n", + "Gao4buO9hvF7wQnnxRsRG4sJM9NXl3iG9Piv+l4N91l2YCMGuJX7xA/cH6jtxfuYz2ZjL+s21sJ1\n", + "zwjWx7TZieXfCzR9CSF2BH2sZn2vFEVRVhRT0xdZrshmDZ6P0skYp/ZmWYOc6piVkx0zcrx9RjIr\n", + "I48bm19SITmFgeMAG1VUUSvna/vleNN9uXTztvzbj7+T946clYLmwOzhm3nF8kPTuNzIL5GmvtAM\n", + "VQhj5mbXNMs/+fgH+dtvjkl+dWPIOg1dA1JQUq4yYMNlDLtqGuWLm8Xyux/Pqecot/wfPz8k19Mz\n", + "1WsOtC1I84i39DL+R+YvSisbt6HVODQhXzXPyeXumbX3Ni7PysmXds820nqn5ZfHbshff31UEq/n\n", + "qMzg9J4puen5f3/LvBT0jsv2c/nyX+14X5nOeG1K17R841mGx0fa56QKRnxOmfyfd34kn7m61HyU\n", + "5cZ4v/r9IBxDWnqGqVlP09dZQtuQ6KHpS14VusPeaNRGy0bMPmJvInXQbyQOsB4mdISamb7IAA73\n", + "PvEAOnaxf+joNWJ2DjYTxqw+I7+74u30/ql0SP1P09f+oN3QfhsxYPX1AJmMiIODRYMBn/1wOlU1\n", + "qtb/w4zXWImVAfQiMRvpBzNORpth4X4UZvfrAMabjaZdw2W76xLPJf2zaj07nZ9w1/9wWLlPNPvR\n", + "QDxidtxoQ7SlFk1fc2L59wJNX0KIHUEfq1nfK0VRlBXF1PQtrW2UquaOkPktA/fkdtYduV7RLDd7\n", + "ZtQ8ZKPermyWyqb2kPW1Cksr5E5++FLKrvJqOVM3KKc8N+KXUtPl33/2o+w+fCbE9E3NcclPzZNy\n", + "vaBcGnuHA5ZpldU1yZ26dvl/fXBA/uqrI5JXFXpOUIoaJalzC4tV1m/wciivskE+vZ4vfzp+WT1v\n", + "Gbov2/Z9LzcysqV1eFyN0WtcP7tvWi53ec9JsKoGJuRAy5wyyps8+53r8o+J3Nw/Kjme/cDjs50z\n", + "8vNDF+RPxy7LO8lX1bzv2xbkcBsMds957pmWX1wokP/qV+/Jt43ess8XOqfl62bvvnzfNi9Nw5Py\n", + "Y7pL/vEbX8h72a1y2bP8eMOo5PuM5lbPcUAw8DPu5Ji2M01fZwltQ6KHpi95FRg75vD4RdmI2Ufs\n", + "TaQOaN05i3FtNeHiwBt95qYvjMF4N33DnQe7GxgvSrjj153eOpPtbU+bA6yLidgPtDHaDm1uFX09\n", + "gOmPOEAGr/Gzb9T7t7vkw8xuFTN4jvVjXQHgRT/f3mjfPPGuDVFMxnuN4O8FvY4diTYmwmW7B5d4\n", + "1j8wskOJ442eCyv3ieFiKN7Q+2hEt7FWsOkbzTXUicTy7wWavoQQO4I+VrO+V4qiKCuKqelbVFEt\n", + "te09pstu3c6Uq5WtcrvXW1L4Sves3KpskcrGtpB1tVBe+E5ugekyqKC0Qk7UjcjF9km5dD1N/peE\n", + "JHnz0CnJbQzMQr2RXShHWqbkamGlNIYZIxhlqbMauuUfv7tf/tKzndzK0HOCrOTiqnpVdhrmZ/By\n", + "KKe8Vj64nCMfnkldm/ffvvlnSe2clPqhCTnUNi95DV1yyVWtltVhXrv52L4Yl/do+6wc9i1HZq9e\n", + "hlLRhWXVkuU5nziXP9+fLPuv58gvvktWyzN7puRQ66zc6J2Vq93T8nen78h/+w+fyFeVQ9I6MiGn\n", + "26cloXlBWoYn5IDPiP7yapb883e/kV236iW5fU4ONs+slbKGwY62QIZvdl6hygLW+6JF09dZQtuQ\n", + "6KHpS14FL7O0M6Dpu3mI1KlrtixcHGA9TOgIDc50ghFE09eehDt+3emN9tWPAdbFROwH2hhthza3\n", + "ir4e7LzaqmJAG7pm0nGijWE8jrXpq7/rjD9s2QjeaN888R4uSzP4e8HO5wVZ52bHuB7HK7wly4Oz\n", + "3a803FuLfV3i2S7nZ6OfD6v3iboyDeIpHtHGNEpRG9Ft/N5t7/AG+LGLkWiuoU4kln8v0PQlhNgR\n", + "9LGa9b1SFEVZUUxN3/zictMxYKHbmdlyuaJF7vR6M02v98zIzWqUgw41D7WQ6ZuZnWu6DML7HWsc\n", + "kxvd03Lpeqr89TfH5I8HkyUnyPS9fidf/vU3p+RKUbXUd/YHLNPCeLmZzQPy37/9tfwvfz4s2WWh\n", + "YxOjfHVZXYsUllWG3U5GUbm8cS5LvricsTbvH+/+Wi633pOqwUk50jEvu09clf/nG/vWlh9pn1dZ\n", + "vfp5bu+kpHdPSW7flJztmJH9PlPWOMZueV2zFHv25aCvXPN//OInSSmqkX/7yfdr24Eyeqc925iW\n", + "vz5+S/7p7gT5rKhbKj37ccyzH995Xlvqed+f2r3j/H509qb8xacH5TfXKiWpdVZ+bJ1T5bWRVYxS\n", + "2hl3spXZm19SJqUmYx7T9HWW0DYkemj6kleB7kB7GaWdge70NBo9jANnYmbwa8wMv3BxgPUwoSM0\n", + "ONOJpq99CXf82sRA++rHAOtiIvYDbYy2MxoWMKk6J5bCqqbvvvrfGA9m0mP4QvFo+kb7/mbjfjoZ\n", + "fbzB5biDvxdQGhnrwTyzG9HGRKRsd20S6hLP+vzEc6Yr2Oi9pdX7RH2PGa/ZzuG+93QbG8eyN2J2\n", + "Dd2MxPLvBZq+hBA7gj5Ws75XiqIoK4qp6asNQrNlt7Ny5GJ5q+T3e03ftN4ZSa3pUGWVg9fVKiyr\n", + "8rwu23QZlOsqlnfTq+TffnFELl5LlV8eOCU79x+TO/X+cYLbh8flala+/G/+8o9yPr9KlWg2bkML\n", + "2bvprSPy37zxZ/kPnx+SOyamb1lto8pMdlXUhM9oziuSX59Ml/2pOWvz/sn7++VM46jnD8BJOdkx\n", + "J39MOi//zT98srb8Ws/MWgY0dKZjRr5rmVPzsOxQ25w0DE94zlXzWmY0spxP1Q9Lse98/uyj/VLZ\n", + "NSj/w9tfqJLSels430fbZ+QvD9+Qf/PxAfk8p0Fy+qZU+eek9jnJ6p2S5E6vcfzG0cvyN18fk19c\n", + "LJL9LbNyyLMc4wg3dA+otsjOL1SGd3FlncqM1u+hRdPXWULbkOih6UteNq+iVJ5ZhxfjwJlE6uC2\n", + "GgeIO6z3h+dvrHWIGju87WD6hsvuCjfW72ZBVxE47T7tmyMyNPtItfPOa62qffEYAlgXE7EfZm0X\n", + "XM40knQ8mAnZj3q9eDJ9E1cOqfevXKnzzdkYm8nk0fcaZmPdBn8v2Pm8IKsV+77RLNSPs7pVTGO8\n", + "6nDxr0s86/PzuqeN3iPClMXr9I8a9I9A8B1gxkbuE5FF69+zyFO0mfjRYnbvAzCMAdpRt2ew6Rvt\n", + "DwacRiz/XqDpSwixI+hjNet7pSiKsqKYmr7G8sMNQxPSPOLPXq3v6pdTzWNSNOB9ntE3LVcbB1VJ\n", + "aL1OsGBsorxwy8Bd0+UwIf/+QqH8ox3vy5+uFsuvfjgvv/kmSTLr/KZv6+CYXM7Mk//ib96UEzmV\n", + "Ut3aFbANrZyCIrnVMSb/lz98Ln/x2SHJKq0JWaeosk5qWrulpLpBqlpCx7RtG/b8wZddIH+bdEOS\n", + "MorW5v/zjw7KiZpBKeifkvNds7LtyyPyz3Z/KaXt3mzh/H6Mcewf1/dUx4x80zKvSjOn907LiY45\n", + "KfecN13SGeuk3cmXC52za6/5f7/1ZzXm7t98c0zyG/3HXzY4KT+0zcl/+P6y/Kcvk+SztFI1Xi8y\n", + "hM94Xo/Sz9gnrLvj+9Oy88dz8renc+Wbpjk52DqnMnxR0jnPVbJW4hkZz3is30OLpq+zhLYh0UPT\n", + "l7xswpVbfBFo+m4eInVSmnXym8WBjpf3lxJUR6gdTd9I5wHzMW1GzM5Lx7g3s1OP3YzHENjM58ru\n", + "mLWdNn1h6KK9g/Vmatva4+Cy7kbpzDgIY3xj3q9TWuRXlV6DzfijgteF+rHK013q/W/0dvvmbgw7\n", + "m5sbRd9rmLVV8PeCnc9LtPuu4zs49qHgEs/6PV73tFEjW79Oo6/9wWanZiP3idpctzK97oxgHevB\n", + "ZrNuQ92eKGtvJNJ9xGYiln8v0PQlhNgR9LGa9b1SFEVZUcxMX2T4ItMXj+sGJ+W75jk51uEtG6yl\n", + "zUs8vtPnHYs2UtYsyjfDjG3qHTZdDgPyl5eL5b/85bvydyll8scT1+WXXx2W27Xta+vAML6QmSf/\n", + "2/+8Ww7nVCnD0rgNrazcfLnSNib//Z++lH/zyfdyu7gqZB2UV0ZZZ2PGrVFNfSNyM79E/tMPl+V0\n", + "XsXa/H+190f5qaJPsj3HfLlrRv7ZO1+pMXivlHizZWuGvCWe9frH2ufk25Z5OdcxIzme18CURcZu\n", + "29B9yc53SX3XgFwprFTbU6/vHpH/7/vfqse/PnhaUopr17aFtkhsnpe/+Oas/P0PZ+TjKzme95qR\n", + "4562wPk/7XmPq91ew3nbV0fk/VPX5C+PZ8hPrbOS2LqgjrWisVXu5BVIVXOH3LqdodoLhrx+Dy2a\n", + "vs4S2oZED01f8rLR5RZfVmlnYJbdyDhwJuuVb8QyTBqzONCm77sPvKZvYsFAQIc3TN9fpJWpdeK1\n", + "nGOkzlrvGaDpq6Hp60zM2u5CndfcCP5Ma12u8Rq46wmxouNE/ygE82L5YxCdxf6bic+UuR0N2rja\n", + "DCZPuNLOIPh7wc7nRR/nRkt26/gOjn2t4BLPr5Noyinr73XjZzO7c2rtOM14FfeJOiPYLO5eFWbf\n", + "e1NLT9Rx48cqaE+z86Bf97ozk+ONWP69QNOXEGJH0Mdq1vdKURRlRa/N9MVYvDVt/rFzMdYsTFo8\n", + "Pt4+K02D45LTO6kySfU6MDZhcOIxxqu90OVZr29ECkpCDUS1jqtY8orKTMfPRVZtZk6+/PJyifyj\n", + "X74n//FUvrxz5pb86uskSa30l4xu7huVsxl58r/3rPNtVqWU1DQGbAeCMQwT80zTqPwP7+2Xf/Xh\n", + "d5JuYvpi3N+G7iFl+MIMDV6O/bxRVCX/PvGMXCn1lz9G+envSrpU1m5y3aBs+fSgfHI+TQ7czFtb\n", + "Z3/bvLT5MqORYXusbVaSPOexaGBKjX+MzGgsK6qsldtZd+SnmkFp8pwDzCto7pZ/9/kP6vH7p2/I\n", + "j+mF6jGEbX7RPC//JuGEvJt8TfacvamyiGEko8Q23uNWj3fb2K+vrmTJvzt8U052zMj3nn0qa+oQ\n", + "V2Wdyqpu6h1R7QETHpm/+j20aPo6S2gbEj00fcnL5FWUdtbo7WoYB85kvawmK3GgO4d3ze5TnaBm\n", + "YxpifvC24gmzTl5NPO/3q8bsvASbvsgCxXN0ikebJUdij1mcRxqnFLJq+uoYgeLF9P3w6WfqvZFt\n", + "HC5zcT0iXTecRKTSziD4e8HO5wX7jWkj6GviH2+0h8S+VnCJ59eNNk+tXpvNsl2N5d7NeBX3ia+i\n", + "ms16mMVvpB87acyM8s1ILP9eoOlLCLEj6GM163ulKIqyotdm+uYUuCS/xGvyQnUdvarkb9nApMoi\n", + "xbyqgYmADNZDnscNw97HBX1TcrZzTmWvImNXr2MUsnwxlizKCwcvQ9nmrHyX/OdzefJ/+4dP5F//\n", + "dEs+upghv/rmiFwr8xu7MChPpufJf/3bj2XvrXLTctLNfSOS5yqVozX98i8+/kH+xQffyi2X/9i0\n", + "kGWL/UVpZ5R4Dl5e3dIpN8oa5N8mHJPbVS1r8//DV8flq4I2udEzI4l5DfKbH87K0axi2X3i6to6\n", + "Rz3npnLQsy/DE3KgdV5SumfkO8///799P8n3OVVyxVf+uX1kQgp778tpQ2nntMpm+dtvj6vHiTdy\n", + "5LOL6WvLoC+b5+VffJYkX17JVOP2ftk0Jyld03Knd0qNHYxsYqz3z9/7Wo5kuuRfH7gsFz3v91P7\n", + "nJS09qjxjrWhD7UM3FPnQj/XounrLKFtSPTQ9I1P9rv3q46aF82W1dkU4TpGXzbhxiF9GWC7mDSb\n", + "IQ42IzR9vUQyKaLN/HICZvGhs70+zuxWbauzONEpTtPXnuhxuYO/u16W6YttaMWD6aurWfx2ZZfa\n", + "J4zVGQ2RrhtOQmfuhivDHfy9EK48brwT7nOwHsGGoJmCSzy/btZrw2CwHtY3loQ2mr445mBexX2i\n", + "bhNM+PHB68DsewwZ2jhuZGyjPY0/dtLoe6HXfT2LN2L59wJNX0KIHUEfq1nfK0VRlBW9NtM3u8AV\n", + "YPyh9G9pbaPc7p2Waz3+8WkTW+el1ZfBuq/qrpR3DKjHJQNTcrLDa1yitDIyd/VrtJBdWlxVL5VN\n", + "/nLNWsjgzSwolr9JzpR/+naC/LNvL8sXV3Jkx7dH5XKxP8u2sWdIjqXlyf/1D3vl7eslysA0bgdC\n", + "ljJKN39f2vX/Z+8/uOy6zitR9Ee8ccd7977Rb4x7X8f3utvt59i227ZkW7YsW3KSHGRZIimTokhR\n", + "jACYARJgAAgCIAASIEHkDBRyziikAgo5FDLAJAkECYIy1TJlufm9mvvUrFq1sNbea6dz9j71zTMm\n", + "UGfHlfc+31zft+QLo6bK7z76knRsHXwcRGakB38jvDHCUpv7wX1HTsiSAyflc0+8ItuODawd/Jcv\n", + "zpBRW45FoZ2HL94sT85bJau7TsjfPD+t/xisz7v14vVI+H319Eeytrccnz3xsfz7bz8qYxatkzXn\n", + "r8vyPuG34/wHsurc9YFztx+UO1+ZE/2NsNLfnTq/fx+IUNG//uhEmbZ+l3zr5Tfl5ZMfyZKzH8iO\n", + "yx/ImOMfR97Exy+/F5Xjwp2H5HMvzJUV5z6IwkzvPH01Cu2808gvhGfUmXkPUEXf9iLqRpEdKvpW\n", + "EzQo5RVPaSTDpxmh6Mo0ODMfxFBoB0MRCPeIevYJmrbx09UO+ic7vP9iZASto+gbF+Z6KAuZrrzT\n", + "8G+Kd/iuom994RMrIIaibt888M4tfRoMEX1xLq5BVkH0pQB2++Xx/enKAl+5tRMgukEERT59zwn7\n", + "uVDXcsmabnsijI+tDPFsemuHRIbhZCdzLIeXMvtLs0RfgM9nU4AuE6h/O+9xzz2Ck0nMpVGGIlr5\n", + "e0FFX4VCUUfAxuqyvSqVSmUImyb6rt+0VTZv3xWJr/gerf165GQUNnjbpQFBEl6/+668Lyff+pF8\n", + "a2Gn/Ptvj5DdJy/Id15bLBO6fxAdA/EY3qM8h4SwuPfw8SiUtL3v6IW3ZN32PfJXr66QP3x8vPzG\n", + "M2/Kix1b5Pax02TetgFvXqx/O2XFZvml+0fLHfO3R97D5nVAeik/t/1U5JX7e4+/LEs37xp0DO6H\n", + "0Mb4G2Gct3fuH7Qf3HWgWxYcuiC/OeIl2X/2Sv/2b06YLQ+uPRKVzT1vrJA3NnbK0Uvvyh89OV7+\n", + "4aUZ0nXurSjUMkgP6F29ZfjEsR/3ltdweWx2hxx9632ZcKrhNY21eLEmMq//6roBr+G1B0/KV8e8\n", + "2r8PfOnkR/KLD70oy/Yckb8YPbV/+/4r12Vk7z0gNEOM/4PHxg3yGoY38Y4LP5I16zbInkODw2JD\n", + "AIcQbm5T0be9iLpRZIeKvtUDjTT8hBjDXDC9EfAJ9abIgzJFX4YCpGdFu7eDoQq2Vx9s46erHbAd\n", + "PnxpVmQEraPo6zLyEnH72h1pjd9DuazqDNQX6g31ZwL1Ctr9mQwRfSd3Xu2/DkhvSAhg31h6MLpv\n", + "s6JjEBQxv7l+a3+6rt74ad/ecPjKrZ3A8T0uj/Zzoa7lkjV6ij0m+sgQz4+vP9d3ZnPB8Tkkqg2O\n", + "w8cEPf9B5NlGWe+JrJc0axLngSu6x/R9b0f55vrmLtEXcJXbUEMrfy+o6KtQKOoI2FhdtlelUqkM\n", + "Yami75Fzl2Xn/oNy/NI7snnH7kjk7DrZ8GjtPHg0Cm888dRNOXK14dkLLjx3QzZe/CDa9nezNstT\n", + "81bKV0a9Il8a+Yo8uLZxX6zdi7V9eQ54+q0fRWGfcU1XKGWIuet27pM/m7hYvvbcq/LlkZOikMl3\n", + "vPS6zN46IMhCoJ24fKP89vCx8te991+3aUvkqWpeC/eAR/FTm47K116aKb/3xARZsnFgXVyw+8xF\n", + "WbjjkDxz9CPZdvqqbN9765q/27Eu8JG35JcfGCPHLw8IovC8vW/VIXntzEfyN73X53q/nacvyT1T\n", + "5kdr+269dF3mnP0w8vBdcu5D6b76I5l87Jr8l7sfl7unzIuO57q/trA+dtlASGcIyJ8b/mL/PnDp\n", + "2Q/kF+57VnadvCi//+i4/u2ok8eOfhz9v/HwGfnzZ6fIpsM98mfPTI72Y81lrL28eu2GW4T3zdt3\n", + "R+3A3Kaib3sRdaPIDhV9qwcak/jJGuIZ5+F8GpObYcSmAa8MgcW+dru3g6EK1DE+PoS0A4oC9/TM\n", + "iIyg87rfvcXYje1J92ol4vpSmf2s6qAnuBlWU0Xf9gPqC/WG+jOBegXt/kyGiL5oJ7gGBSOKvtyO\n", + "++LTLPBZ/e2PHu1PD/53eS4mwVdu7QSOAXF92n4ucBJcs8X8vMg6kW5edyN0MwVBH80Qz2ZY4GaB\n", + "bT/JE5Xt2j6uVaIvkHZN4jzAffAxYYe6p9d29zsf9x3RgOvcoYZW/l5Q0VehUNQRsLG6bK9KpVIZ\n", + "wtJE31Nv/VA2bNkeefh291yUHXsPDFrbFsLtvnNvD1rDF4SIufTch9J15X356rTV8vKKLdH2e15b\n", + "JHd3NMRZrBeLMMzmeY11Y7dHoZTN0MIkvHPX7u6SL42bK3dOmi2fH/GizNy8V7798gyZsXEgNDPE\n", + "2nFL18sfPTVR/nL6WtmwbZccv/TuoGvtP3oq8lQevvaQfGPiXPmDpybJovWDwxcjfPW0ncdl3flr\n", + "UShmlIO5H4QQOvXwu/IrD4wZtP3+6Yvk0VX7ZOyJm/Knz0yNBFbum76hM9p/4Mo1mXDiRhQaGyGy\n", + "sW/nyQvyOw8/L381puGdO+nUTTl89Zq80XNTOq8MiL4jF6yWKWsGRGqszdttiOgQoH/jwTFRCO1f\n", + "/f4z/dshIC/rrRuIz8v3HJVvjHtDdp+6FHlOY/+S3rSs603LmvUbZN/Rk/3nga46U9G3vYi6UWSH\n", + "ir7VA418NChlDfFshp/jtcoO8VymwGJfu93bwVAF6hgfH9iu2ZZd7YB96LYTr0dGUNvQDWL9u6R7\n", + "tRJxfSmrENAOcNUZPZ7gtYa6VdG3/kB9od5M8RKiFOoVfdfuz2SI6EtxhO2m1aIv1/D/1v5Fcs/y\n", + "0/3pcIlYIWh2+psJioR4p4mD67lQx3Jh2O+0YYST1r42yf6AkNCtACcmxq2PyzWZ7Yg1dy1prGML\n", + "Is82ynxP5HO4GVF0cB98TNih7n3jBss3a9SgdkArfy+o6KtQKOoI2FhdtlelUqkMYWmiL8RdCJ/b\n", + "Ovf1/n1Ydh88KscuviNbdnbKySvvRWGT15+/JovODaznG5136X2ZceYj2Xv5ffnKpCUyfWNntH3Y\n", + "zA751oJGCOXte/ZHHrnmeRBmN23b1b/errkPPHjqnKzp7JY/fP5NGTFrufza/c/I/B0H5a4JM+X1\n", + "9QOhmbtOnpNRC9bJXz73mnx58nLZtGtv5LFsXmtP97FI1Px+R+8P3qkL5HeffEXmr9006Jidh47L\n", + "9L09UahqhKxGvo+ef2vQMQhHPab3B8Lvjhg7aPuwN5fJMyt2yMjjH8vnHh3Xv64xCAH4L/tCLmPd\n", + "XoRw3tHnxYt1f/9q9JRIxMX3aWduRiGZp/bev+vKgLfyl56eINuPn+//jhDOFJa3Hj0re05d7Pf+\n", + "/fKoSdF3Hgt+Z8oc+b9ue1i+P22hdF94R35n2AvRdoachrhrh9/evudAJP6b21T0bS+ibhTZoaJv\n", + "9UBRi8bNLMYaM7QzDGk+g1nR4D3LMC6p6Nv+cAk9NmzB09UOeEyc6AuhB551OM63LmQroaKvG8g3\n", + "PibiPJ6GclnVGa5nFkR81CtFWhdDRN97O073iyPm9Voh+nJdU3wQWhprsMI7E+mAKJ0FvF47gmFu\n", + "8X4UB9dzgeVSJ/Er66SVNKJvq0M8o48jjxC4feAxtviNdJPNFn3Nvltmm+J97IkOzDfr0Sf6Zm1D\n", + "7YRW/l5Q0VehUNQRsLG6bK9KpVIZwtJEX4Zy3tN9Qjbv6JT9x05F2+HxidC/O/YdjMIBbzHWmgWP\n", + "R2vRfhytUfvFsXNl4a5GaONRC9fK12Ztjv5GyGh49A467+Lbsnpbp2w+81YUStrcByIk8+q9R+Rz\n", + "I1+LwhsjDDLWrL170mx5be2O/uPgjfzU/LXyzfEz5YvjF8imvQcjwdi81u6u3rz1Xu9bC3fLw28u\n", + "k98f9arMWbdtkDi8cW+3zDx4UY699SMZf+pmb5q7B10HoY43bd8pj+++LH/y9KT+7eDjc1bKuOWb\n", + "5cUTN+VX739GTl794aD9pvct1tfl3/O2H5Q7X5kjnx8xVvb3XI3W2N15ubc8T96Uo30htHecOC9/\n", + "/NSE/nPAb0+cKfN2dEXeu//XbY/Iol0H5Y+fbBzzd2NflxX7j8v6gyf7vYMRbntj96neezTWIWZ6\n", + "4OULL238bXL1+Q9ky95DcvDk4HJU0be9iLpRZIeKvtUDQxdCiDIF4DSgYEwvYRqNyg5tiHvgUwZs\n", + "j5d2bwdDEUWJvmwrSaLvHdeejo6rojEU6cLHhaEsZLrKxRY4TOP3UC6rOsNVb0WJvrgGaHsOt0L0\n", + "ZT6f+GBKdG8IvmjH+NslYoWgmelvJvh8SPLyBVzPhTqKXxS506YZ7Qe0276LCPF8+6KBPtFs4F0X\n", + "eYx7P/XVHfNJ2ij7PZHpSvuOngZs9+Z7Eccu1BvrUUVfP1r5e0FFX4VCUUfAxuqyvSqVSmUISxN9\n", + "d+7rkkOnL0Thktdt2BSJtLsvvy8L9p+Wzdt3RSGSJ52+KUfeahwP79tZm/dFf0/u3b7u/Afy+Wdf\n", + "j7xXse2ljs3yF9PXyom3rkXr6UJ05b1AePjO27pPXjl+LQrzbO4DDxw7LSv2HZPfemKSzNyyT/7t\n", + "7cNkzYETcs+UeTJ19bb+4+DBO2z2Krn31QXy+8/NlE37j0bnmtfasbdL9pw8L/8wb5s8NW+1/NHo\n", + "6TJ9455BIY1X7dwv8442PHsnnfpIdh05GYWE5n6kd8vufTJs21n52nOv9W8HRy1YIy8s3ehcbxeE\n", + "p68Z8pmcsnaHPDxjqfzN89OicoOovvHidRl7ciCE9uQ1OyJPYvO8Ob3l9rcvTJO/eHaqfHXMq1FZ\n", + "05v4gdcXy7T1u2X4zGXyi997Otr2Ww8/J0eMkNe//cgL8sqq7XLvm6tlfu89uZ185tiPZWVv2cPz\n", + "29yuom97EXWjyA4VfasHGGfwAWzxNhQusZjGw7JCPNNwF2KQzQJbBGj3djAU4TJu2ghpBzRyfnPr\n", + "usgISqMoDcP4u86iL70g4zyj2hEcY3zrOqro2z5w1RvCz6JeR2680N+nbSaJvljfG9dA/wfwN4h9\n", + "9LB94ONno3s3Y1zgJK/HD22L7o02zDQidG0WtKvIwzDYIX057rlQp3JBevFJC7Ndh9C3HmyzkOTB\n", + "7SqHqzd+GqUZIdGZXxtlvyfyHd1+JhUJ13uRawKMb7JI1smj7YRW/l5Q0VehUNQRsLG6bK9KpVIZ\n", + "wtJE3+2djRDMJ6/+QFasWh2FNl597n0Z3X1NVq1ZJ509V+TV0x9Fx45ZvF5GL1onf/bMZNl0uEfm\n", + "nL0hC3v5m0+8ItuON7xDp67dGYVbPnL1muw5dDQSjc37HT57WeZvOxAJrAibjPVozf17j5yQjgOn\n", + "5FeHjZO1vf//P//+Adl8pEe+9+p8mdy3bjC45/BxuW9Ghzw2u0N+55lpsqm7sX6vea1tu/fJtlNX\n", + "5VuzNkZp/9MXZsikzV2yY+/AWsLLt+yS5acaIY7f7PlItp28FK1rzP3wet2y75A8vPGYfOvlN/u3\n", + "g88t2SDPLFwbpe8royYP2gdiTV+GvTb5fO95EIy/99pCeWPTHll2/kPpOHc9WtuXx3xtzKsyd/tA\n", + "OshJK7dEovHjs1fIw28siTx8sZ1puXfqfPnP33nCKUR/4fHx8oVHX5Lfe3KizOrNq7kP6wCPOv6x\n", + "LNt/KqoDc5+Kvu1F1I0iO1T0rRZo3KEByQzTHBo+zndO2SGeXYapImGLAO3cDoYqQsRMGlnZjuOM\n", + "+xB9YRA2DaIgvtdZ9C27r1UVvnxzbUOIZahbFX3rD1e9oT5Rr6hfCh02k0RfWxjB36C5794b2bwr\n", + "0wITsHAfTJRiOuB1ibTwexZw/KviuJYVZrSSkHch13PBFyK4qjDf5dLAFEPNth9Hn5dos8DnumuC\n", + "o2+yjyl8UvjFNhPNeE/kmrlIZxlwvRdBnEd+IdazDn2irz4DW/t7QUVfhUJRR8DG6rK9KpVKZQhL\n", + "E3237toTre2Kv49deCsSYVec/1CePXZTDpy9KmvPvS+Lz30ou0+elz95uhFKeNWB4/Kt8W9G68JO\n", + "P31DfvnhsZHIiH3wzv3iy4vk4NVrUXjofZaA2H3mgszb3iXjT96UTdt3yYnLA56oIITbZQdOyy98\n", + "f4x0917z//bX98qukxfl/mmLZOLygfV4dx08IndNXybPL94g//3xSbLxyNkoNLN5LYSPXnvmB3L7\n", + "m6sbHshjZ8nzG7sHeRgv2bBNNl1srLW76NwNWXf2B9E6xty/78hJ2XzwhDy0+qDcPWVe/3YQ13xi\n", + "7soo3PI3xr0xaB84YeVWeWru6v7v90ydH4VjfnRWR7RvzKJ18sLSDbK6txzn9nwgr51piL6PzVwR\n", + "7eN5Lk5avV3+ftzrcsfEWdH3GZv2Rl7P8B7+le+PkqW7D8tfjWl4AZN/8tRE+YXvPilf6P3/9TOD\n", + "Rd+DV9+XcSc+knld56J1ns19Kvq2F1E3iuxQ0bdacBm+0s7S9xnPyg7xHGe0KwK24aud28FQRYhx\n", + "0hb+XO3AFH3pCaOib/3hy7dZr6CKvvWHq96KEH3ZNuZ1vxdd02w7zRZ9+Wxf8pMN0X0ZZhrE+IRt\n", + "togVAo5/ZUX1aAVC1n014Xou1G0syDrOh4RBtzm582p0TtaQ4nlhCtx4VzXhe7c08+nrL814T0Sb\n", + "RPrKmlAZOhaq6OtHK38vqOirUCjqCNhYXbZXpVKpDGFpoi9COB+/+M6gbQj9O+HkR7L70vsy5+yH\n", + "svXSdZm+oTPyXMV+CMNYH3bbpQ9kfO9x//l7z/afu7izW/7ghTmy/8r1yMsX3r7cByJ89Nwd3fLi\n", + "yY/7BWesoYvw0tjfefCIzN93Wv5/94+Jvv/WQ8/JntOX5IFpi+WlpRv6r7Nt3yG5bcqiyOv11x4Z\n", + "K4uOXY28lrkf3Lh1hyw9c01un7a897id8rWX58qoDYdl+579Ub4379gl87YdiPKJ49f0rXW7bfde\n", + "OdEXFhkC6IbDPXL/sj3y0BtLBl3/ldU7ZPisDpm5eW8k6Jr7QKxF/A8vzej/ftv4mfIrveWGY3FO\n", + "x96j8vdj35CNF3rL9/QNebOnt9xXbpW7Xpkz6DouLtp1SL74xPj++yIE9l8//5r8j0eel794doo8\n", + "v2T9Ldf57Yefk38YN703Dc/KlD7vbRJrCk/rTcO0I+9G6zmb+1T0bS+ibhTZoaJvteAyzqQVU2lI\n", + "donEDKFXhjG4bMOSbQBt53YwVBHShkLaAUUPn+gLbzqEiK2q6MsJGr5Q6VnFgLqDnpH2WMh6pfFb\n", + "Rd/6g33Y7Jsv77oS1SsEKta1zSTR9/F156JrIFQ0cOeSk9F3jAnNFH1NkWv91UZ7Nb32GG5396Ub\n", + "fWeEo93aPMdDfGxB0AfXc6Fu5cLxLu04jzZjt6ckvnngnegcRE1oFSjs2/VDUdXeznDv6NN4nuNv\n", + "21O5Ge+JIWsS54Gr3WLSCvKLkPSsQ4xh2AaaKDvKTx3Qyt8LKvoqFIo6AjZWl+1VqVQqQ1ia6Auv\n", + "15NXfjBo2+s9H8nMMzdk/YUPZMLJm3L06rXIixTepDzmb1+cLgv2HJcnDvxIfuXhgTDCa7pOyO8+\n", + "+7p0XrkereeLdX25D+w6eVbm7T4iY07cjMIod/dclC07O2XLjt3RfnjrTu88Jb85fNyg8x6YsVym\n", + "LlnT/33Lni75u4nzZf72g/JrDzwr449cizx7uR/C9PrNW2Rmzw25fUojjPLfv7JAHl/TFYWyhtgM\n", + "vnLiunT35g/nbLt4XV499ZHM3rJPunquRNuQxrXHLsn3Fm6LvHp5ffC19buitXQh1MJ719wH2iGW\n", + "//zZKfLfHxgdrQ0M72Bs+71Hx8qq42/JpJM3orV9vzxykmw9erb/HB+3Hz8vv3LfKHnw9YYQjXv9\n", + "5oOj5Q8fHx/V1Xcmz41CX5vnPDJjqSzfe0Q+33vP8V0Nz2xyfW/e4ek89vhHsm7T1kH7VPRtL6Ju\n", + "FNmhom+1QEO3KcqaxuGksIZJx5Zp/KFhrqzQiSFin6LeoNE3rg2FtAP2I1P0nbCzIRiBEHcgDN7x\n", + "znPRcVXziEsSdcv22q8qXMZvgPVK4zfXZoVhPKksFdUE+7ApvMKDjf2XdW0zSfS1PQLNa1L0ve/9\n", + "F6N7uyZOFQU+izGBgQKO6bVnTlxIC18/qSuYnzTvLa7nQt3Ggqz1GOIR7yLOAVsF1g/WuTbhGgsA\n", + "M5++/tKs98SkNYnzIM1Y6KrDurX7MtDK3wsq+ioUijoCNlaX7VWpVCpDWJrou94S+ECsLbvi3HWZ\n", + "3fOhTOsLOQzxkiGcwafnr5axyzbJA7uuyu880Qj7DEKw/I0nJsvOy9cjr96d+wfWzwUPHD8jc3Yf\n", + "l7Enb0beuhCBt+7c058OrLf78o6T8oUnJw467+FZK+S1xav61wDesGuf/OXYWZG37G89/JzMOf6e\n", + "dGwcCNuMsNGbtu2Qyb15uW3inGh93G9NXSzDVu4bOOatazKuNx34+67Jc+TBGUtk0dkPZM72g7Lz\n", + "VMPzeMuOTll56l357pz1MmbJ+v5zwTc374sEVqzPi3V6zX3kHzz+UuSpjL8hTt8+YZb89iMvROsA\n", + "Y9vwWctlzIrtUWjlF7ced4aJ9vH/fdsweXzOgBD9i/c+LX8/9vVobd8vj5ok4401kE3+7QvT5JEt\n", + "Z+TYW+/LsnMfyIwzH8ry8x/KqvMfyGunb8q67Z1RqG8er6JvexF1o8gOFX2rBRi7YJyx1waj926S\n", + "oJrkFWyKRUkCclr4DHNFwTZctXM7GKoIaUPmxAbA1Q64H8ZPir40CtNQiu+3nXg9Oq5q4kiIkZZ5\n", + "HEpwiSDXP/k0qlN4bNLwTfEOhnE1eNcTrrGgCNGXY8BPPv35LdfEmtD4+56eGdG9yxwX+KzHhBNX\n", + "vhhuF97NaUFBOTQUcpWB8T7Lmqmu50LdxgKfh2sSXJMIQuhbF7eZQHQL9gsC3/Gx31lN0dcXnrpZ\n", + "74l89x732bi+LcXBNRY+vr4RsQAe2mYdYhtoQp+Brf29oKKvQqGoI2BjddlelUqlMoSliL7w8IWn\n", + "75GrP5LOiw1v15NvXZOXTn4suy9fj9bdXXr+w0ig/PrY6f3ngQt2HpI7JsySR7b2yBdHT+vfvvfM\n", + "ZfnlYS9FIaEP91ySbVbI5X1HT8rMPScjYXnrwWOy/9ipyEN347adcvzSO7K9c5+M2nRU/uzZwevR\n", + "PjV/jYxbuLpfjFy3fY986bnXZd2hU/KFJ8bL0mOXZNGmnf1ey0fPvxVd95Xe+9z1ylxZvLtb/nH6\n", + "Unlg2YA3MNaxffX0Tdl4+Iz83oixUahlbIcn8paj56K/N2zZJkvOXJO7Z66WSau29Z8Lzt16QO57\n", + "bYE8PGNpFGba3Edizd2FvWW17dhZ+dORk2TM4vXyH//x0X4BfcW+o/IP42fJmOM35buz1sq4ZRtv\n", + "uYaP//W7T8iw3nvz+6/f/6zcPWWuTFu/W37t/mdk9rbBZU9CqL5/ZZfsvfy+zDnzgTx34uPIy3jL\n", + "xQ9kXs8NWbOnWw6ebOQfVNG3vYi6UWSHir7VQsO0dauQQ4MSvAniEBfamSjLI8FlmCoSFKzpBdLO\n", + "7WCoIrQN4Rh8AFc74H4ahGEMVdG3/nCJvlzX8b6OU/2GbxV96w/XWMD+y3p2MU70ZfhTTBAgbMEV\n", + "f5c9LjAcLMO3M19IH9PKNgxxJy3aqc1TwE6bF9dzgeVue5JWFa4+EALXJIIQ5gkpXhRY3/TqtvuK\n", + "CYZ7RxQPc8w30az3RHNyQmgI8lDwnd2c9IC8gnYdYl1wbL9646d9R9767jwU0crfCyr6KhSKOgI2\n", + "VpftValUKkNYiuiLtXyxtm3HuQ9k9ImPo20HrlyTV09/JEfeel9GHv84Cnn8lVGvyJajDc9UsvvC\n", + "O/I7w16IBE0Im9x+5NK78l/vf1429Z6H8Mn2+rD7jvT+wOjYIQ+u6pKN3adkT/dxWb95axTWGeGg\n", + "t/QeP2L9kVs8Xp9bskGenrda9p1ohD5es3WXfP7pqbLt2Dn5s2cmy8KDPbJg675+URiC84bd+2T6\n", + "mY8isRWi6z0zOuTexQPi7I5L12XW2Y/ku1PmyZJdh+Q3H2qsIzx/7wlZ331aTlx+LxLFF5y7EYWG\n", + "nrllwEsY3N9zVT4/ovcH5itzZN72wR7N5Mj5a+TFpZsiT2OssTt/e5f871+/v39/98W35bcefl5G\n", + "HvtYvjl1sUzf2Dno/DgiVPR90xb0f4cIP2HFFunYd0z+7R3DZU3XyUHHk0jT3XO3yNbeOnqj5yOZ\n", + "eOqmTD71kTw+f728eeC8rOhq1AuPV9G3vYi6UWSHir7VAQ21LmHX9G70GZRo2MHH9ogwYYaVLBK8\n", + "d5kw79Gu7WAog8bNJCN3Ujvgfhg/VfRtH3BSi+kFpqJveyKN0GEyTvR1CUOtEH0Zxh6enBBncE+I\n", + "NXZ6sR1Mi3Zq86ZHdBr43g9wLXzqgNDnoY2soi+fkVlCihcF+z02LnqNmU/ferbNfE80+3WRYHkQ\n", + "iFKAfN6+6Nax0A5fT9jXGGpo5e8FFX0VCkUdARury/aqVCqVISxF9G2Isntkbs8H8nyf6Lvj8gcy\n", + "q+ej6O/ZPTfkkRnLZM5Wt8co1qgdvWid3Ddt0aDt//m+Z2XV2Wty7OLbsnnHrkH7ICbeNmGW/PdH\n", + "J8jaw2ejcM6btu2MBF94Ba/bukMeWXVA/nHSnEHnjevYJMNmr5StXQ0xctWm7fLrIyZI5+lL8ndj\n", + "X5fZncdl7o5D0n2mEZb54KlzsqrzkMw//b786v3PRtu+P3OVfGfBQAjodRc+kMXnPozCQ0Os/sqo\n", + "yZFX86L9p2X1/hP9ojWE4a+MmSarDgwIoSS8g7GO7uqu3h8M1j6QIaBfWLoxCgN9oOeKfGfy4Lwh\n", + "3POIg9fkz1+cIcv2HBm0L44vLt3Qe/09t2xHOOn/7W++J/v71iW2OXnNDvnmtOWy6vyHkeCLkNZj\n", + "jn8s//4fH5UH5q6XhUevRussI/84XkXf9iLqRpEdKvpWBzRu+dato+DhC/EcKuaGisNpwWuWCfMe\n", + "7doOhjLM+o0DPWrQfl3tgNeB8ZOiL72YQHgGVVn0RXqQrjjjcVYvsDrDlWcVfdsTqDN8CAodIOvZ\n", + "xTjRl2s9T983ICTb65/i7zLHBYxZpkdg9zsfR/fE+GSnF6IO9iGEeRrQO9I1gaxO4DuRy8szCb73\n", + "A1wPnzoga1rvWtLw9jQ9x0PoC5HcbJjvunEhrl0TNkATzXxP5LOmaI/aRisYaAd85nHpCpMq+rrR\n", + "yt8LKvoqFIo6AjZWl+1VqVQqQ1iK6AtvWIRTnnL6I3nx5E05+daP+oVQHvPFJyfIrpMNIdXm8Fkd\n", + "cvvLs+Sx2SsGbf+Vh8fKguPv9HnKDg573HnoqHxjwmz5lUfGyYojF2XLzj2ybfc+OXX1h7JzX5ds\n", + "3HdI7l++V7732sJB501ctU3ueaND1u05GK3ru2LjFvnFh16Ug+fejjxc39h2SN7cdVwOnDgTHb/v\n", + "6ClZtB9rt5yPxFxse2TuWrljziaZeOoj2XbxfVl2/kOZf/RKtO4u9t8/fZFM39Apy7rPSUfnkf41\n", + "iaf1ls/nHhsvu0811uY1iXT9pzsflZ0nL9yyD4SH9O888kLkjfzGplsFWhDp+/6Oy/J7T02K1kR2\n", + "HZOGKJ+XOjbLyd4yde1ftOuQ/NW4mTL37Ify8qmbsv3iNXny2MfyH749Qr41eYHMPP2B7DpwKBLs\n", + "ESZbRd/2IupGkR0q+lYHFHp8hmYaQH2GXHqFhIRtTnNsCGjsKtvIjHvgA7RrOxjKMOs3Dqb452oH\n", + "vA6MnxRzaAzlNhiKqy76xqVLRd8GEIoUdTpi9YABXEXf+gN1hg8RJ3SYjBN9R268EF3D9GR0ib7f\n", + "2rUiunfSBKos4HOc7dG+v0mfgBMCu/zqiDzvKb73A16zDuNm1jpEmwHt9pRErA+L8x7obXetBLy6\n", + "kW+Ip3HPOYrbWIsb6XetSdzs90TXmsR5wEma5sSHuIkivhDdTBeuNxTRyt8LKvoqFIo6AjZWl+1V\n", + "qVQqQ1iK6AtRc+veLpl0+qZM7mX31fdl+fkPZMGRK7Ji77HIi/YLj48fdL5JeLFiLdwxS9YP2v4/\n", + "Hp8o0w9eioTcDZu3Dtq3Y3+3/P2EufKL94+Rxcfeko1btsvcnUdk2ukb0f7tl6/LfUt2yrCZywed\n", + "N3XtTrn91SWycltnJCYv37xD/st9o+X4lR/IE3NWyNiOLTJ9z5kofHR0n958zey+IpM37ZfvTJkb\n", + "bXtswQb5xsz1Mur4x7L24gcyp+eGvLbzqPzDS41Q0pNWb5fhs5bLyiOXZPmuQ9F6w52Hjsn0Mzfk\n", + "l+4bFYmpTA+JtXn/3R3D5eild2/ZR765eW+sCHvbyzNlzs6Dkccxwj27jimSEKL/cOQrMvnUDXn9\n", + "zEdy6u1rsun4efnc8Bflc4+Ol2m923Dc3u7jveV5UkXfNiPqRpEdKvpWByEijm/NsLTeuzQ8F2XU\n", + "bpawQoMtPJnatR0MZTRacD7Rl23xgY+fjYyf8OqFMVRF3/rDJdhQNBu1YcAATvGC66HiHHwU9YFd\n", + "Z0WIvi4R1RZdEWb5m1vXRfcu43lmC5n0VoSXpZ1eitQbe65Hx6aBXX51A8dxvPNkge/9oC7jJvOf\n", + "tg3CKxxtxhUuPIQ4F2w1KFKaUT1sMK1Mu6t/N/s9sejlU1ztIG6iCLZhH44xMRTfF0y08veCir4K\n", + "haKOgI3VZXtVKpXKEJYi+h48eVbW7D0sc882xL89V96PhNCx6/bKv/nGgzJ9w+4oNLF5vkmIwv/h\n", + "H0dEYqm5/UvPvirDtp6VhT0fyobN2yLxl/u27j0ofzt+lvx/v/uUzD35A1m3YZPM7jwp40/ejPav\n", + "v/iB3Ltgizw9f3X/OeDrG/fI301ZLMs2bJWjF96SJZt3yy/cNzraN2vrPrlr8jyZsv+C7DrQyDPW\n", + "4n3p6PsyZvH6KKwytj29ZJN87fV1MuHkR9E6va+duSkvrtoZhbDGfoRvhkC89uRVWbx9v3QePCq7\n", + "j56WMQfe6fcGLoMPvr5EJq7aIv/jkeed+4smBOpff3CMPH/iZlQO2IZ1gL8+9nX5wpMT5Jn9jXWR\n", + "ESob4rmKvu1F1I0iO1T0rQ64dl3cTHyuGWaHeKahyRca2gYMaDgenxCROAlp758VpuGqXdvBUEWa\n", + "kKRx7YBG0ntvjIqMnwz9eG9HwwuIxlJs/9b+RujIstttWoSIvgyBWZRHUR2A/OJjwiX6gqxrwHWe\n", + "otqw6yzOu81knOjrCpdsCygQjsoSfTk5yxQybW9FkxRw5nW/13d0OOLEsjpg3GfjovRnnZDjez+o\n", + "y7jpEvtCEDo5wkeXcNoKMKwzPr7w3kgnyLS7Jkk0+z3RfLcuwqvW1Q4wHiCfCFdv1h2ooq8brfy9\n", + "oKKvQqGoI2BjddlelUqlMoSliL4Hjp2WZXuPybrz70fC77ZL1+W10zflsfnr5E+enihfGTXpFkHX\n", + "5r+7fbiM79g8aBs8Z+fuPiJjT96UDVt3yInLA16wmzq75GsvzZT/cu9ImXz4XVm9dp3MOXA2EiCP\n", + "vfUjWXnhQ/nu7HXRGrjmNSHs/t3E+bJk217pOnFW5m3qlF9/5MVo3/6zV+T3Hxsnkw++JVs7D0Rr\n", + "0W7Y0Smv9uYFYaIZVnlMx3b5yqurZW7PhzLtzM1IaH50zgoZv2JL/33umDhbJm8+IIu27InCTa87\n", + "dlFe3HlG/vr51/qPKZpYF/mRN5fKl0e+4txfBj8/YqyM2PdD6Th3PfqOMkJZYX3mby/rirx/T179\n", + "gWzYsl1F3zYj6kaRHSr6VgOmoSgODHtnC2P0HkpjyKTxs4gQzyEiVRGIE/sU9UYaIzcnP6Dt2u2A\n", + "17FFX/xNUvQt06MvD2jwtid3mGhWn6sSkF98TKjo237gBBBT7LHFWR/jRF+zTRAMD04xuUzRl/2a\n", + "k0zolQkx2k4riDEK+7OssRoq8uDdY81na/q+VQOmOJ5VtPa9H9Rl3MyaztDJET4+vu5cdL4dHrjZ\n", + "MKPXuPrh1Rs/jdJpejS7BM9WvCfy3Tru+R0KTqg01/e31zI2yXXL7YkifGcqIk11RCt/L6joq1Ao\n", + "6gjYWF22V6VSqQxhKaIvQiEv2Hdanl+7X37p4bHRer4QQu+eMk/GLd8o/69/eFA2Hm6skevjwp2H\n", + "ZPuxc4O23fXKHJm7/UAkIK/b3inHjZDFG3bvlz8dM01+d8Q4GdV5SVatWStvHLggr526ITsufSCL\n", + "zt2Qu99cKa+t3znomvN3HJS/e3m2zN91OFoXeMbGPVEoYu7/0tMTZMyOHtm4Y7d0neiRNXuPyryz\n", + "N+Srz70q6w6dio4Zt3qH/NHklbL10vVIZJ546ma0HvCC3jzwOlhT94sjJ8mijTtk6649Mv/4u/LS\n", + "hoP9IaLL4JS1O+Qb416Xf3hphnN/Gfzac6/JfZvPyarzDdEXIjs8ol9ZtU3+esZ66b56Ldq+ddde\n", + "FX3bjKgbRXao6FsNpBG86MFDLwKX91AIigzx3CyDEg3ZELfbsR0MZaTpA6ZB3G4HIaIvDOJVFn3Z\n", + "zinYQBzqufbJIA/FrKJAnYH84mNi+r6GMDZm07lBxm/WNeA6T1FduMaCvKKvT0C1PSPLFH357Iao\n", + "DVCg83llwvsX+7OssWqPIS4gHSERRpoNvk9QHM8C3/tBXcZNThBIm87QfuIjhdMs3uVFg23YVQYu\n", + "j2aESMe2l3dd6TuqNb8XODkTfSsvXO0VyxYgny7R1zfOua4zlNDK3wsq+ioUijoCNlaX7VWpVCpD\n", + "WIrou+fQUZmzv0ceX7xJ/s23hsuis9dl0qmb8pejp0Zi77FL7znXsU3i/dMXyfQNnTLn7A1ZvfOA\n", + "HO653L9v3e4D8gdPT47E2O+vPy5rN2yWqQevytKzH8ry8x/KrDM35GvjZsrizu5B11zTdVz+fMyr\n", + "MmPvGdm+Z79MXb9H/vjpAc/YB15fLPcu6ZQ1W7bJ5h27ZdnRy7L6wgfymw89J0f61tuduK5TPjdh\n", + "ebR28cRTH8nkXv7JyImy7fhg0fqPR02WWas2RSGiJxx7P1ov+LHZHYOOKZKLdh2SLzz+knx/+kLn\n", + "/jIIYX/G5r2ysfuMrD1wIgpxPWXtTpmxaa/86YRFsvdy4zhd07f9iLpRZIeKvtUAZ/OHGDltgTXN\n", + "uSZM7+Ks3jREiIG5CJiGq3ZsB0MZnIQQ0o7j2kGI6AtDMdZ9rYvoCyM20m16MJllMBTAyS12qE96\n", + "Pb2yY7DIwboGcB4+inrAJfpS3Oca3T76RF+ch/NNQQhwib74XnSb4fhmRukIEeiwH0yLpEge8O5l\n", + "HvExPQlbCbyL2BPbssD3fkBBrojJbmUi6ztVXtHXJxq2AnH17xJ9XWlv1Xsi1yTO+07MSRlmFB/k\n", + "ETTrLa4MgKH2vmCjlb8XVPRVKBR1BGysLturUqlUhrAU0Xd3V7fM6Logj8xZLf/nHSPkteM/kjfO\n", + "fCS/8eDoSPA1z0vDx2avkAkrt0UibsfeY3Lg+IC38MqNW+UXHnxR7p26QL69bJ8ce+uavHTypuy7\n", + "/KMoHPPU0x/JF566VYjtvvCO/NbDz8vkriuyafsueWntnkg45v43sObv9NWy88xbcrjnkszsuSEd\n", + "xy7JHz4+4A08dcMe+eOXG8Lqq6c/lMknP5Bf/f4z/fvJvxn3hkxfsV5WbdwSrXH85LxVMq5j0y3H\n", + "uXjyrd4y3LTPuc/HTYd75Je+N/KWdYzLJPN09+S58mv3PyO3T5gZic/L9hyRLzw/U7ZdbHgAgyr6\n", + "thdRN0MSNw7JhLu+KBOO930HfrRDRt/1dfn6178ud43eIZQHPul5Qx7s3YbtD77RI+ZKXSr6VgNp\n", + "vDpotKTxOEtoZ6KoEM9MQ14DVxJMw1U7toOhjDRGybh2wH13nnojMn4uPvJeJPDSUArSUFwX0ZfC\n", + "pin6FumpXwe4hEBARd/2g6uuWc+cxOGjT/SlB6PZhwBbPGJ426LbjOtZyzzBQ9FOL3nP8sZa5Ehn\n", + "GvjGU4iqXC8XH6arCK/EIsBxLe+Y7Hs/8I0jVUOjdtJPyAtpU3GkdznWmq4yGJYd/ZVpx7PeTnur\n", + "3hPZ//J4q7OtmhOdfvLpz6M8gma9kT7Rd6i9L9ho5e8FFX0VCkUdARury/aqVCqVISxU9CVOnTol\n", + "c46/KyNmd8j/GP6ijD34rizpuSZfe25q3xHZ8Obm3TJ76x458/HPZdO5H0T3AW7cuCE7Dx2T/3r/\n", + "GHlz0265a9EOef+f/1WmXfif0f4PP/1XWfn2T+Vzw1+Qn//rv0bbTPz5M6/IzGPvyOZtO+SVDfvk\n", + "vtfm9+0ROdBzUf5i4kK5+snPo+8zLv5P6ezd9vAbi6PvQOepc/L47OXR32c//plsvvADGTZjYD/x\n", + "+NwV8mrHRtm0e59s/dHPZNSCVbLtWFiosH/66T/LgzOWy6f/8i99W5LxT//zp/L/ufNRWb7nUN+W\n", + "8tGxt1smrtwsD0xfKH/4+Evy1TFT5MqPrkf8w9HT5fTNRjkCKvq2F1E3Qw4/OyRvjN4khzruNUTf\n", + "n8ne0SNkU98yXJ/sHS1P7YCR8G3puHeq9DQ2y9uL7pWp/NILFX2rAVvkSQI9YWgUShvamSjKEIRr\n", + "4FM2TEN2O7aDoQyfSOECJz6g39jtgNe57cTr/YZRGkLJuoq+8HYk6iJeFAVfflk2tuiLdVKxHUZy\n", + "uzwV1YarrlnPWUVfevAipLIJrg16b8fp6DiKw7g/PkWAXur4mCIexCncC0KbnV7Sl+4kuMZTlCvf\n", + "HfA/+wO9ErNMHCsanEBmiuNZ4Hs/YNsyPa6rBl9UgxCE9pM44nwQY2dV4fNoZtqJVr0n+vp8GjCq\n", + "j9mHXR7ONu0yAFxj6lBCK38vqOirUCjqCNhYXbZXpVKpDGEpnr7bO/fLpIPvyF+OmSp/MmqK3LPu\n", + "uLy49Yjc9vLMQeek5Usdm+WJuStl96X3ZcbpD2XD5m3R9s5Dx6Rj3zH5hQdfiNax/erU5bLp4vvy\n", + "yqmb/ed2nr4kXzC8c01+Y9wbMnrrSVm6er2MXbVT7pg4u3/fmq6T8vlnpsuWix9E69FOOn0z8jaG\n", + "1zGPwfrDd0ycJf/9wWdl1uZ9MnPzXrln6vz+/eSjveeMX7hGlm3rlFXnP5S/G/u6rNh//JbjXOw8\n", + "dUkeerNDDp4fWMc4hP/mHx6IvJVd+8og1kj+dm/5fW74izLszWXyH/5xRBQGu+vcW/Irj7woKy98\n", + "KC8d/0jWX7imom+bEXUzVPGjtaboe1wm3NvR793bu1Puxc4bvf+PNSZgHJ8g964d8HRBf3ARP5CV\n", + "zeP3/tf3IoPMpZuXnPttTvt0WnT8sH8dFv2P767jkvjeR+9F5+ODv13HhJDXcO0rkps/2RzdJ2t+\n", + "ldXl7H+eHdXt6p80BH1y5IazkQGz4/Bb/dsO/fhQdOxz//LcoGPBJT9dEu2j6AsRCIIgDaHgfR2n\n", + "ou0UfV3XaSU5HrBPsgzwP4+JK4N2pC+/3++tS5TNa7svRXVKoo6xvevCD6NzcC6uYZ6rrCbZh/E/\n", + "t925uNF3Z+wdXM+hvHNJ4/wTvb+pzHuB2A7iuFF9fQ33x8c+NguZH/O59d61D6L73LawcV8fmZ4F\n", + "vX+b10yi/ayc889zou/4oD+Yz3uMudg+4WcT+re1gnj/QTow/uV5H0kiy8G1rwrs/KfOKH1Z6iNv\n", + "PwHNsdN1jyoQ/QFpRP8w0/7dpY2JFK5+3mzyuYO+6NofR/Pd3PxdsLOn4c3MdxgXsR80rzfU3hda\n", + "RdfvaVChUCjqBthYXbZXpVKpDGEpou+mnXtk0uH35HeGvSDffXWh/N3CvfLk0m3y6Kx869duP35e\n", + "vvT0BDkM8fXUzUhcRsjlLb33W9DVI78+4uUolPCXxs6W5Wevy5NbT8umw40Q0BCFvz729UHX23ni\n", + "ouzruSKPvLlMRq7cKQvWbpYXl26SB19fMnDMyQvyG49NlPUXP4hCE8/u+SgSMyev2dF/DEIX/+0L\n", + "r8m/+/ZwGbNkvYycvya6DveTzy/ZIC8tWCELtu6TLb3X+tsXpsn2Y+dkQ/cZeejN5bccb3Lz0bPy\n", + "2NzVsufMwDrGIfy1+5+VxTsHr2M8fuV2eWllQzAvmliz+Y+felm+8MR4WbX/mPzivU/37/tv3x8t\n", + "005ckzd7y3DxuRuD2gzJ9hhHFX2rSdTNUMWtou/aAdFXDsno0XvlZxR/ibc75KlFA95idfwxih/W\n", + "7QR4AdC4Ewp6OvKTx0OH4R25RnBaNNODwLxXu7WDoQ6fNyY9l8ywrHHtIM7Tl9fidvyPY/GpEuw0\n", + "Mc1IPzHUPHdcnosAywbGbtPbiR6S8IzytS1FNeGqa9azWccu2u2A5PkumNemp+93/7Ux8SKrl54J\n", + "rstptr8Qjz2QaxGbXv4h4PgAj1Z6z+Jj9x/AfAcpIr9ZwWUu8oTEJeLeD5jXqsI31oXAbMtZyRDn\n", + "G3uu9121evCt8W2O+0Ar3xMZSSeLV7kvzHnIms3YD5pgH88aFajuaGU7UNFXoVDUEbCxumyvSqVS\n", + "GcJCRd9N23ZEXLdtl7x08B353WEvynNLNsiXXt8Ure87de2AUJqVw2d1yCurd0Tr9R44dV7Wbtwi\n", + "2zr3y7T95+R3n5oSrWP7u09PkflnP5TPj35D/uDRcdF50zd2yv3TFw261ujFG3u375XxK7bI8Nkr\n", + "5NVt3TJi9koZu3xAsD188R35xQeel9XnP4y8VEF4Bi/fc7T/mJX7j0dr/P7R4y/Lna/Mibx+4f3L\n", + "/eTUtTvl4TeWyut7zsiqww0BG9vXd5+Rpxeui4Rd+xxyVddJGblwvWw7ccG5Pw0nrdkpT8xb69xH\n", + "7jp5QRbuGiwWh7D74tvyC/c8NchbmvydR8fLU70/DiGg47uKvu1F1M1QxWDRt0emPujw9P1kh4xI\n", + "8PStG9pN7Msq3phhGvMgj2EKaKb4ZN6r3drBUIdPmKNQa4oeb3/2dnQs2qzdDmgwN0Vfcz1PGkRp\n", + "HMWx+FQJdpqY5gdWDl6awz6uneETQlg2Kvq2D1x1zXo269hFl+jLNb0fW3eu72qDYV6bY8WwT0YX\n", + "0mY4QcsO1cuxaOTGC7ek16Rvjc4k8FnJD+6PcdOHvJO/igDfaeLSGYq49wOGsy7iPmWA41XayXzX\n", + "P/k0aisIbe9qS6FkH5jX/V7flasHvhfYYazRn7CdgnWr3xOztmlO1LDDnKNOkL840ZfrgCN0vQlc\n", + "D5+hiFa2AxV9FQpFHQEbq8v2qlQqlSEsVPQ9cfndiLsv/lCe2XlWvvrcq5HY+rXJi+VLT0+SbcfO\n", + "3XJeCPefvdr/96Hzb8nXeq877cxN2X/lenS/U1d/KC/vOi1fHDO9d//b8ssPvSBvnLkhfzJ2jvyX\n", + "u5+Uo5felTGL18voResGXffZxRtk2qY9/SGJnzt+U/58/FyZt/3goOP+2/3PyaLT12ROzw3Zdum6\n", + "/P5j43rTdKV//7qDp+RXv/+MDJuxTP6gdx+41+GRi+t+8aX58vyJmzJmyQYZuWBNtH3lgZMydd1u\n", + "mbbBH4Z5UecReX7ZZtnQ3ePcn4Zjlm6SV9d3ypaj/vqYv+NQ5Fns2pfE//SPj8pjswbCX5NffvZV\n", + "+c6mc3Lk6rXou4q+7UXUzVDFYNH31jV9R0RfdE3fqgNGVhhi0nq3cL2vvF4xeb18mH546ZQNFX3b\n", + "Fz5hDsZL0BY9Gi22EaLTBK/zrV0r+r3ofKIvjKO8TpVgp4lpBk3Yx7UzVPRtjH9rPltT+3wkwa5r\n", + "rruL/mrWsYsu0XdyZyPkqU84ZRvCsfSsfeDjZwtpM3xO22Lqy7sa97E9FW0uPtIQecA0wJqiFJwg\n", + "6CY92ylOwyu5Fcg7+cxG3PtB1ccD1hvqMA1CvceTmHWiQTPhE33NZz3Q6vfELN7rnNTmmtDpy7dJ\n", + "29uZwDWztKt2QCvbgYq+CoWijoCN1WV7VSqVyhCWs6bvpQ9kxJou+e7U+dKx95j81bNT5YtPNrxa\n", + "0/LQhbfl+aWbZcGubjn11o+ibfCqnXzwqmy9dL3/uGc3HZW/HDcr+vuXH3xeXjr8I/n8yFflm+Nn\n", + "yPQNDS9f/M/jwVEL18v0TXtl2/Fz8icjJ8qey9fki09Pkq2Wx+1vPfqyTD98VSafvim7et6OwlZz\n", + "36xtB2TM0o3yH749Qub0/o21bH/r4ecGnU+u6Tohv/3MdHnpxE35y9FTZUP36Wj70j1HZWlvOUHU\n", + "PXzx3VvOA3EfeOiuPND748GxP5S4/nNLN0Xi8SurdzqPAV/fvE8en7dajl/5gXN/HP/L3U/Ii8s2\n", + "3rL9WxNmyuQtA4K6ir7tRdTNUMVg0bcXN/bK2Lu+Ll//+tflrtE7+r1+f/Z2h4zo3YbtD77RI6YZ\n", + "QEXf1oNGoVZ62OQxgvrEmDJghqhrt3Yw1IF6xccWJ2C8BB9fP9hLj8fb7YBtGev1Jom+2M/rVAXm\n", + "JAyCaQZN2Me1M1ivpvfbTz79eVQm8GwbCqIvBcRmTLBpJexnYhoxyyX62kKQDVNIoeB1742Gp12e\n", + "NmP2ZVtogdc+7gMvZDu9NnEciPaeBrh/Gm9ResC2op8U7Wkc935Q5fEA7QRpcwl+SShK9J3X/W50\n", + "nbuWnOy7cvXA/oO0mmnnBA9MqgBa/Z4YJ+D6EDfO4z0I+csi+vK6Uz+b2rdl6KCV7UBFX4VCUUfA\n", + "xuqyvSqVSmUISxF9N178QO6Zv0Wenr9adp28KL9079Py8Iylg44PJUIfQ/CcuHpnf/hjeOWO2dgt\n", + "q843wgSDj63pkr9/ZUH09xeeniSP7bosvzZsnMzf0SVfHTNV/n7sG9KxdyAkM/jk/LXy2oY9cvLq\n", + "D+VLTzVEaXjsUlwmvzhqqryws0cmnLwpq7tOyN88P61/39S1u2TkwnXy//i770vn6UvyZ89Mki8+\n", + "9fKg80msD/zLIybK07sv9aZnYH3huTsPReGbF+0+Isv3Hh90Djl1/W55Y/M+WbLniHN/KHf21seU\n", + "dQ3xe3XXKXlz64Fb8gu+uHyrjFuxrTdPDY/ltYdORaGz7ePS8KE3lkQhrvldRd/2IupGkR0q+rYe\n", + "VTBA+ryRQkBjrR2GrizgXvi0WzsY6mC92oDxkjTB4+124BJ9uUbh7ks3+q8FDzrs53WqAowDSA/y\n", + "AdCQT5rCDz3CbKG8HcFwl+Y4aYoccaJvMyemlAm2bbaNdoX9TEwjZrlE30fWnI3OR/93oSzRF89T\n", + "XAPPSBOcrADaaXXRbMtlgv0kjVdiEaDQiU9RY1nc+0GVxwN6XGfp45zUFBf6N5SYSINrpZ1o0Cz4\n", + "+g/7L72Uq/Ce6AvV7AOf666Q0L58mzTfd0ygb/Harfy90Qq0sh2o6KtQKOoI2FhdtlelUqkMYSmi\n", + "L9a//eZry2XKuh2RoPp/fP1+mbV136DjQzlrW5esPXha5u881O/lOmrBGnl4/gZZcPZG/3HfX7pb\n", + "7preEJb/dtwMuWv1UfmF7z8bfV/c2S1/9OT4KPQzjwcfn7tapq5vCKBYh3fy6u2Rxy++Q2TlcV8d\n", + "O0OGbTgmb/Z8JG9u2iNPzBkIXTxxzY7IY/gvnp0SfX9+6Xp5ep47LPKRS+/Kf/r+8/Ld5XvkwdeX\n", + "9G9/c8t+2Xi4Rw6ce0teWrlt0Dnk+JXbI2/neY61gtNwzaFTMnfHgLftxNU7ZLu1TjDS+cLyzZHY\n", + "DtF9XfdpGbt8i0yK8QwOIert+SUb5L7XFsr2Y+dU9G0zom4U2aGib+tRBeGGRtAsHmS2gb5s4F74\n", + "tFs7GOpgvZqwBU8T9Eq7dPNS35YG2B5N0dcUTUyBB9td920l0I+QHhr97TIwhZ9m971WwlVPLBvU\n", + "oy32md6dVRZ50oDPiiyCUJ1gt2uKWUnr34Iu0ffejsYal2bfMeESfe//waQoDXk8TxEqGdewvW3N\n", + "dmun1UWfiFM0TC/TZr6PsH8WKTbXVfTNk7YiRV/zmVlFIG2gnW7bS7kK74kMXT7us3F9W/xICnPu\n", + "y7fJuMgGbF8haWknqOirUCgU6QAbq8v2qlQqlSEsRfRdev5D+cqLb8qSzsZxI2Yul65zA+vyuvja\n", + "+j2yyhG6GGInxNCO/cdl4e7G9WZu2Se3vbJA3jjzUf9xdy3YJg/Mboit901fLH8+c4v8zmNuj1vw\n", + "2JUfyJPz18gra3dF319bv0v++vlXIy9iiJ7ff2Np9D/23TFlgdy14qAs683X50eMlf09A3mBSItw\n", + "yfxuEyLt/F0DQu0vP/icfPvVRTJ5zY7+ba9u6JRtJ85Hf09et1t2nrrUv48cvWSTrOk6JTO2HLhl\n", + "Xxou2NktK/cPlLPtXYz1k7ccOyfTNu6V5b1ljrWERy5cH9UB1gLmcVk4cdU2uWfqPPmjJ8ZHIbBV\n", + "9G0vom4U2aGib2uRJ5RfkbCFpjSgYdvllVAGcC983vvovb4tirqD/QBCrgmKI6RpgKYwdOjHh/q2\n", + "NMDtEH3h4QcjaJzo++1PHoyORxqqABV9b4VvnGTZUPTtF+x6v7ej6Is88NPOsNt1GjHLJfriXNAH\n", + "l+j78KVZURqythmGdbXHNCCNiA3GiThFg2XfrMgdAN8hihzH4t4TKaw126M5BCz/NGG5Ca4TjRDH\n", + "rnaUhmibuNbGnut9V68Orn/yaZS2u5aedKYd+0CgCr8XTA/bpPcMiLG+/mc+71z5JuPGCzMtWdpY\n", + "XaGir0KhUKQDbKwu26tSqVSGsBTRd/7ZG/K7j0+UHX1CZggfn7smCl9sbjty6b1+QRWesPCIxd9Y\n", + "g/eLT0+USadv9h/7zZkb5LEF66O/n120Vn5n/BL58pjX+vfbPHj+bRm9eGO/Z233xbflP/7jo/LE\n", + "3JWyt+eKPDSzI/of+x58s0P+Zu5OeWTBJnlm4dpB13lu6WZ5tvc65jaTL63YJi+v3N7//Y+fmhB5\n", + "E687dKp/G7yFB8Ion468m7kPhECNe2w7cSEKR23uS8vXNu7pLb+BekHIbJY7yuSllVujcunYd1y2\n", + "HjsvL3Vs7b1nwxsaou/RywNr/MKL+9DFt+SkIzy0i/D2/v0RY6Ow38d661ZF3/Yi6kaRHSr6thZ5\n", + "xNYiAUMQ0pFFfMZ5+DQLNIraYp+ivvD1gxDB024HjdZ4p3xj6cF+kShO9L3j2tPR8VURTu2y6H7n\n", + "40FlgO8Ey6AqaS8LvvbBsoG4D7Fvws6G6NGOoi/LgJ92ht2u84i+9PxDm/BhXvd70TFjt13uP/6e\n", + "nhlRGrK2GS6Z4IqeMX1fQ1hGezXT6iPXKcXYVTaSPA2LBsMZu8TxPIh7T/SNJ1UABfAsk5DMZ5ur\n", + "HaUh+gKuhbZaNSSJnxCDsf/qjZ9W5vdC3HhAmJObXJ72oaJvUt2xj6OtDRWo6KtQKBTpABury/aq\n", + "VCqVISxF9J3Zc0P+233PDNofx309V+T5pZtuCW28+eg5mbm14dkK71d4wXLfbz40Rl44+r4c6xMc\n", + "v/LaGpnQdz7CSv/3Ua/LNyfN7T/eJkRWCLKml+5fPjtFxi3fFImdj89bHf2P7SMXrZM/fWOz/PHI\n", + "ybL5yOB1bZ9esDbyhDW3mRzbsTXyVub3vx7zqvzn7zxxyzEQXPndvh68bHENpBkCsbkvLcd2bJND\n", + "59/p/37owtvywvIt0d9YN3lfz1XZ2+fJjDQNn71S1hxsCNST1uyUPWca4jSIsNBPL1zXH3Y7iSv2\n", + "H5d/e/swWXvwZPRdRd/2IupGkR0q+rYWFCOyhFUuGpz9nyasI8VifJoFCgIq+rYPfEZ4ij2k6bni\n", + "aweN1nhndDxFIp6P9QlNwzj2V030tb3Q4sqAhmSXV1A7gWuj2p55phgIsY9CL8L58m8c0w6iL8Ux\n", + "fqrSXsuALXylEbNs0Zeeu3GCqdmOcA7+vu3E61EasrQZ05vOJd49vr4RrvnNA+8MSquPOA7H47xm\n", + "gGlvRvQOjmFF9806ir55Jt8BD6xsTG7CxAVXO0rDkH7TKiSJn9iO/TiuKr8X2ObihFb8DsAx9nOO\n", + "sMcpH0PqjstjtPu7A6Gir0KhUKQDbKwu26tSqVSGsFDR9+jVazLtzEcyeu8V+f0nJtxyjE14nC7Y\n", + "eSgSFedsPxgJsIcvNkIqg4t2H448TvE3BEiIo9z3N89Pk6e298jey+/L1kvX5a8mL5HpfR6pC3uv\n", + "+fkRL8qjszr6jyd3nrwgc7Z1RYLuqxt2y8hFtwq28LZ9ZvGGaC1hfH955Vb5yqSl8psPPTfoOHoi\n", + "j16yUY5deW/QPvKF3v0QWvn9q2OmRCGizWPs82f3pm9dbxr4fceJC9EawxBrzWvZ7Dr/lkxYtWNQ\n", + "GZo8ceWH8syiDbdsx/q9C3YdkkV94bhNQhg/2ptP/D0Daw8bovfrm/dFnsIztuyL0sjtPm7rPfZv\n", + "nh/wvlbRt72IulFkh4q+rQUNnnnWDSwKFNHSiAmtMJ76xD5FfUFBa8pnU/q2NEAjJ4nvBA2kq38y\n", + "WCzANnxM4yjPBxgCE1522F810dcWKOPKwD62XeHLp2kEN0VfbmN58fwqTK7JCuaBn6q01zLAPBJ5\n", + "RF+2A3jz+mC2I5yDv/OIvpy44Xsu4vqgmc4k8pxmgGNr2f3FnDSWxbM1DnHvia2YrBaCvO9TWdqV\n", + "j4uPNLzfm9Xm0gBrWyNdWOvalXaugY3Q1FX6vUCh1RdWOSnMuT1O+Rgi+vKdy+dV3G5Q0VehUCjS\n", + "ATZWl+1VqVQqQ1io6Dvu5E3puvwjGbX5uHxj3IxbjrEJD9GnF6yTyWt3yYbDPf0iIvdPXd8pO05c\n", + "jP5GCGFToH1kxjJ5YOlu2XrxuszruSF/N2GuzN3e8AreePiM/Ld7npKxy25dg3bahr3y5IK1sq77\n", + "jMzcdiAKm4zwyeYxWON2/IptsnTvseg71hD+2nOv9ebpjUHHwSsW3rG2p67J0YvXy/PLNvd//8qo\n", + "V+QvR0/p/37i6g9llCU8I88zjFDX8IxduKu7P8yzeSzZffGdyBsYwi+EXYReto/Zc+ZKb3pv9RSe\n", + "vHZnJHLb221ifd9lfWWC9Y4hFuNvrLW8fF9jexqq6NteRN0oskNF39Yii9BaFmjoTSNA5zVSZgGF\n", + "8s2fbO7boqg7kkQ9hmuEYEvwnCU/XdK3pQFsw8c0juJvEDANp6CKvtUHx0nbWG7WZZzo24pxqmhg\n", + "QgTyQOGgChOFygLyhw+RxjPWFn1NAcgHsx3hHPyNNcGRhixtBqGRca7Li45eivcsPz0onUk0Q9aW\n", + "Da5HnNXjNBT04Lcn+xSBpPdE3BefKoHjeRaxHVEs0D5AV/vJwtsXNa6HNXSrBLu/2jTH/ir9Xohr\n", + "7xRh48Kch05+oeibFBmAz9V2f38AVPRVKBSKdICN1WV7VSqVyhAWKvpybdcpa3fIwzOW3nKMzfk7\n", + "u2Xu9kNRCGGEGV598FT/+rGgLchCZITYiL9fWb1dbp/eIa+evhGJzX8/7g1ZsKNLDl98Rw6ee1v+\n", + "z289LNM3DlwLPHb5BzJ6yabIO3dJ5xGZv6s7Cm2Me5vHzdt5SF5bv0fm9qYP35ftOSK//fBz0Xq/\n", + "5nFbj1+QaRv33hL2mDzVWx4I/2x61+44fk72nLrU/x1euaYoDNpCMPINURd/41qzth6QF/tCMkPk\n", + "hQcvxFh66mL941nbB68LDG7o7pEZWxrCuEmI190XBkI++wjPZ643vHTP0X5RfH203vKt102iir7t\n", + "RdSNIjtU9G0tYHDBpwoz7WmQ8oWWcyGPkTIreE9b7FPUF6xT2/hII+fIjRei/03PFV87wDZ8cDzW\n", + "wqTH0p1LTkb7TYMxWHXRl+uNYt1aXxnY5dZuoIhm15G5FivEPob1BE1vp3YQfWmgHwqGeuQPH4J1\n", + "6hI4bNqirxnq1QcIwjiGnoP4O6voa67L6YJ9r1CG5KNIxAnXRYGejT7PxzxIek9kCOsqeTlyYkeW\n", + "Mk8KeZyFzW5zoUgSfbm2OyaJVen3QpxnO+s+bjJPqOgL4jgwDnwuDgVvXxV9FQqFIh1gY3XZXpVK\n", + "pTKEpazpO3L+GnnRWCvXRwimEE7NbfN2HJIFO7vlwNmrkbetuQ9etVjXFn+vOnBc/vaFabLh4gfS\n", + "deV9+cdJs2X04g393qf/x9fvl/k7BwufHfuPy9K9R2XKuk55ffPeSCh9edWO/jVsSXgcz9t5UN7o\n", + "87bddLhH/uM/Pioze88xj4NIjbDUEKq3H2+s/2uS6+WO6S2Lo5cHexOTEFyRBnv7K2t2SeepS7K+\n", + "+4zM2jYgqCJ/Yzu2RKIwwkuPmLUqSsOE1cjHlegYXxjoJXuOyJLe/NvbQ7nz5EWZ2reuMoRz3B9/\n", + "+/KQRBV924uoG0V2qOjbOiQZh5uNLMJIK0Qn3lNF3/aBrx3RyAlRD/9jzUKC58z+59l9WwY81O75\n", + "p8f7jaOm+AfUTfRlGSCtZj4AegfVWcwMAfKIjw3TCN7uoi/LgO0jzeScuoF5JVinLnHDpi368lx4\n", + "QvpgC2bwqs0q+jJihq9+pu9rtEuMaWY6k8iJLxi/mgEIj8jHuM/G9W0pFmV7Eye9J6Jecf+qjPsA\n", + "RfAsaymXIfo2u82FIqkPmWN/1X4vuMRd/hbAJ058RZ5AV55t8tgkMD3t/DwBVPRVKBSKdICN1WV7\n", + "VSqVyhAWLvpuP3ZO7pk6PwqJbB9j86WV2yJx196O0Mavb9obhV82t2Mbwz/D45dr7Hade0t+d/gL\n", + "8ur63fLU/LXRtm+Nf1O2GOvPghBxcf7cHYeiUMgQbSEAQ8w0j5u8bresPHAyEl7xfV/PFfm//+19\n", + "suNEQ9jtvvB2JH5CQIaQ+ubWA1F4avMaILx/4QWMex3oTaO9H8S9p/QJqSYX7OqORGr7XHgFg8jD\n", + "9N7ymL29S8Ys3niLt/CLyxFyerD3brQmryOdoYSIPWbJRunYeyy6lrkPobfh6Q2P5C5PqGubKvq2\n", + "F1E3iuxQ0bd1qJoQYXohhIIGozI8dXyg6KGib/vAZ4A3RT3biMn+89y/PNe3ZWDbvTdG9Z9nGoAB\n", + "U/SF0fi2s5Ojc+I8bJoJuyxYBi7Rt2pjSBmImxxjto92Fn3Nsbnd65z5g6cpgNCyqEeEmnWJGzZN\n", + "0df28vfBFszwf1bRlx6kPuGOoarRPpnOEHLiS9zaxEUCbY55sb0SiwCXaSgrSkjdRN8s718m+FyD\n", + "UOtqP1nINgeRtUowx31Xuud1vxvtv6u331ft9wInakHgJ+LCPptAnkBXnm3y2CSYgnMZ/bwqUNFX\n", + "oVAo0gE2VpftValUKkNYqOh75ytz5BvjXpfPjxgbrUNrH2MT3qoIgWxvP37lB/LIzBWR8GpuR9hl\n", + "c9uXnp4QedhOWbdDHnlzWeQJDE9YeJ6a55EQUCHg4hpYwxYCMITTLcfODTpuXMc22XHiQr+37NFL\n", + "78rT89b074dQO3LBut7jtkbC8fwoXSf695O4LryZIRDbwjKJNEDMdm1/acXWfm9j8pneMntj0z7Z\n", + "3pu+YbNWRuv0Qoxef+j0oONcQvTLq5B/d9mEEted0HsdevmSELeRZnhnv9RLl+ezTRV924uom/rg\n", + "uhzrmC3jtr7b+Prpdem5/OPG3y2Cir6tA8XLZoZGTkJaI28rDKc0mk342YS+LYq6w9eOaLiEeMP1\n", + "BemxR3Eorei7+9KN6DvCJWPfbSdej86hZ22rYZcFDdwIVY3/QYL5TStM1QlxebRFX7YR8IWtl6L/\n", + "20H0NdNPD0mKou0Gu67SejCaoq/d931wir7rG0JMmnKmd2zcObgPyDSGMjQvRYLCbNFjY9mCMpD0\n", + "nkiP7KpM9sk7RpmTmVztJwtb0eZCYI77rnSD2A9W8fcC12VHnQMhYc7TjoM4DsfjvCSwn0/9bGrf\n", + "lvaDir4KhUKRDrCxumyvSqVSGcJCRd952w9Gf09ate0WMffg+bdlxpZ9srtvPVt8H9uxddAxJg+c\n", + "uyKHrXVmo3Vrdw/c+ztT5srsbfvlm+NnyJLOw9F6vXO2dzkFWJAiMwTdEXNWyc7etCB08jpLMMW6\n", + "uUcvvjtoLV6Ta/rCOg+ftTISdunxax/H8M+Rh63ldUya6+SahKg6bPbK/pDNJERreDmfvPpD6Tx9\n", + "ySmag7g3vIFXdw2UBb1xzeOKIvLw/NLNkRiN7xCy39i8N0oD1v91pVNF3/Yi6qYe+FS6nvqyPNUx\n", + "W+4efaxv22VZePfC3n9bBxV9WwcaWspcMy8tYHA0jVFJoLGqmR4CNI6aYp+i3vC1OxpuXUZMVzvg\n", + "NlP0tT3kTOMp9ldd9EVI60b6G95LINHuAiBALyhX+El6Tb554J1I7GP5gKboW/dyophITzD8jU87\n", + "gn24CNE31FPRvgfHmrTlzMgXvmc673PP8tP9aQyl6b3YLLAuTK/EIsD2nFXgDEHSeyIn3VVl3Gd6\n", + "sk4CZMhjrGfraj9ZSE95sErgMxHjvivdIEK045iL773fd1Z1wLrGM419DEJwHNKOgxzDcF4S8P7O\n", + "SRh872g3qOirUCgU6QAbq8v2qlQqlSEsZU1fEqGbl+1rrCE7Zf2uKGwzhFd8hzj46vrOQccnsbF2\n", + "7Pb+7wgh/dsPPy9/NXpqJJJi7Vyf52zX+bdk3IqGyHz44rty/+tLo/TN39UtK/Yf7z/u2OUfRNfB\n", + "3+a6tSZtz154DsML2TwGpBg8f2d3dIy9H1zee+9FnbcKxnmJ0M4vLt8ir6zdGaUVIbBdYaSL4vJ9\n", + "x2XyukY4bBLrEUN8nrBqhzOstIq+7UXUTT1wTEbf0QFfXxndL/pel447RvduaR1U9G0d0gqszQC9\n", + "X0INoTgWn2aCRjIVfdsHPq8vGC1BlxETx+KcYf86LPoOsG1gnV6ex7DIXJfQNJ7WQfRFWpkX/m0C\n", + "x+LTrqCB3FU/ZtnEib5AncvJLoM65yUJ7MMUBOmZ//i6c1E9J9EUfdOsScp2g/OyiL4cj/CBJ6sL\n", + "afNik2lsJuiVWOQSDph8gWuWOeEtVPStSqSVvJMA47xf2W4g4tr7kkjxFGHWqwLmx5Vekn2468IP\n", + "+86qDsyxghNFXM83E2k9udOIvgD7Q1lreLcaKvoqFApFOsDG6rK9KpVKZQhLFX2nbdgjT8xthEWm\n", + "gPpa77ZtJy70e8va5yTRXoN34+EzkaDJ9XNN0dbk1mPnZdrGPf3fIYZibd4llpcuhGCEKMbfvnDI\n", + "U9fv7vdoBSFovmmtcQsif8jn8r3HZbFH2IXgC+HXtS8vj/aWN9YDxtrJ8MRda3k0N4tYmxhrFNvb\n", + "VfRtL6Ju6gF69Rqi76e75am/Xyh9wZ5bAhV9WwcafaqEOK86GzRcQbBrJigKPPXzp/q2KOqORk8Y\n", + "3Beu3vhpZLSkV5wt3gL2eWy/WKcXx7rOq7roS+95rgmKtDIvKAv8jbIhGiXQngIgQBHcJTqZZTNj\n", + "b0PkJVG3/BuocznZHqRVnDBUFBi+n17NacUOU/RNI3ywreA8iLL4u9FiwtoMRZO4ZyeiDeC68EBm\n", + "GtMwrZBTBELXGw2F+d7gE8eLQNJ7oj25oNWgEO5bCzoJZtQDs82Y46BLEE5iK9pcEpgfV3pJ9uEN\n", + "J97pO6ta4BjOD/pFHNKOg5zwsrHnet8V4mGGXC9ygkdVoKKvQqFQpANsrC7bq1KpVIawNNF316lL\n", + "Mnndbpm4puHliXVysR0i6OztXfLmln2RGGieE0JcC+GSb9l+pKd//duJq3dEa92a+1fuPyELdt4q\n", + "PNpeugj9DFEXf0MYRvhnCMncD2Ld4O6LA6Gnt504L69uGOy1jNDL8DjecvScN4QziOtvOHzGua8o\n", + "Yg3e0Us2Ovc1gxDpIdbb21X0bS+ibuqCT49Nl7vvv1u++tX7Zdzo++Wrv/FlGXestbPnVfRtDRhu\n", + "NCmkW7ORxhDaSqMp7ouPoj3gqk9TnIURM0T0pfACIRfHuoyfVRd97TwhrcyLywBvH99uoBjiEjjN\n", + "snllR6N9kO0k+toir/29ncA+zP6YR/TlGs8hXopsKziPY02jxYS1GU7WiKuTkLVI44h1yHE+PIab\n", + "BYhBLIdzn53LTXq0hkwsy4O6ib4s46ww269JcxwM7UMmXc/dVgJ9GelB33all2S6F/SOB1UEQ5zj\n", + "E9IG044dWeqNEzyKDudeBajoq1AoFOkAG6vL9qpUKpUhLE30nbmtS9YfOh2FQn5j095+ofbYlfdk\n", + "zJKNMnXdrmhdWvOcUMID98C5wR64y/cdk4V96/3CqxSCclfvMfACxrZofduDpwadA66PvHQP9H9f\n", + "3XUyOhZ/7zt7Vab0phPeydx/1OFJ3Hn6ciRu8zuE6fErt8vo3uOwJm/kZWxco/vCO/1r80JA5vay\n", + "iLWRuy++7dzXDB6/8gN5dvGtorOKvu1F1E2t8Ol1uXysS7qOXZbrFYiWpqJva0BvpqoYHE3QEJWE\n", + "VuYhNI2K6oOigu0xbou+kzsb4Xtf3nWl74hb24FL9LWF0p98+vPoO4h1Mm87PCc6pyphPs080dsZ\n", + "ITZdeQEYfjXJU6iuMMvDhFmPKBtb9OV6riDgu04dwLTTM5Jh+GGkbzfYoi/6O+oQ/R/1nERT9DXr\n", + "Pwk8FudRMPnezx6O0pLUt/gsTJrExXtkCbMLtkqAo6d5kZ+sHq2hSHpPbFWkEhcoQOdZc5xty9dm\n", + "QD5L0xBrBONc87nbStjvBT4y3ZN3NsL7VxH0rA0J6R0n+uI95rne/eZ6zlnHCr5PlBl6vRVQ0Veh\n", + "UCjSATZWl+1VqVQqQ1ia6AvRE6GFNx09K88u3hCJsty31xEyOQ3hPWuv2zt3Z7es7mqIuhRZRy/e\n", + "KOM6Guv4wnsXXrzmOeCW3vTN3Dog+s7YckA2dA+sP2uHi6YHM7+DEHCnGusTQ9RGaGUIvviO9YRf\n", + "XL61N02dcuLqDyNv56cXrJPXN+6VpXsHyqWdifaAcjK3qejbXkTd1AM/lmO9fXhwoK13Zeu6Hmml\n", + "9quib2tgG7arhFARqZV5wH3xUdQfPo8reObCaAlPXRgx6bHENVoBOyQm2yREX3oCuYRSfAex/5tb\n", + "10XnVNHjyzZwM2SlGbIR6cbx7ej1GSfM2GXz8vaGRzdpih2AWa51gulpSVT5+ZEXdt7SerhR9HWN\n", + "F3F4rK9vITwu286wT0ZHaUnqW/RejRPhOUkhyUMxjq0S4JB/jDNFsWwvXyDkPRF1hk+rQQ/LrOUS\n", + "J4Qy0gVp708i+xHCR1cBoaIv0z1yQ3s8F1l/rgkjnBB3b0djKQyQY8X0fekmV9ADud3W9lXRV6FQ\n", + "KNIBNlaX7VWpVCpDWIroC29ehhM+fPFdeWjGctl5YmAd3iJor+0Lj1yIvfgbnqUjZq+KwjYjfDLC\n", + "Oo9ftb03XYPDNINIH9Yb5vcXlm+RQxcGe8ViTVwI2Ph73cHTstCxPu2qrpNR2OqXV26XbcfP3bL/\n", + "0Pm3ZcaWfbLm0KkoDPXmo2fltQ2dt9yrXYl6WN89OIy1ir7tRdRNPXBMRt/RYYm+16XjjtG9e1oH\n", + "FX1bA3uNxioBRlmkLWldr1YKD+3u3TiU4BN97bCu8GbB97uWnOw74lbBk20Soi+Nwvgf57WD6Ovy\n", + "3rHLoJ3gaxuAXTajNjRC35K26EuvKnrL1gWuMqBhvqh1VquEokTftAKpeZ80oq8pysc9j0LFqjim\n", + "FbKHMuok+oZMGohDXNvi84+01/wNIc+tAhDaHGlBqHNXWkm+L3y/41TfmfUG68CVV/NZx21ZxwqM\n", + "Z3xWttP7tYq+CoVCkQ6wsbpsr0qlUhnCUkTfHScuDvJ8XbHveBTKmN+LYBRSefXO6O9le4/J1HW7\n", + "I7GX+1fs773nxXfl5Fs/kllbD0Qettxnk17JB8+/LWP7PINNvtl7/obDDe9feAxvd3gMg1i7d233\n", + "aec+EOe92lsuzy7ZKMev3ipAtzM3H+mRmVsbIb439f4N72kVfduLqJt6oEem37FQLvd9a+CyLLxj\n", + "eu+e1kFF39Ygbp3KViNUzKXYlCQOl4F2FrqGGnzCni36gjRsEnY74GSKb+1f1G8AR2hknGOu68nr\n", + "YH+VRF+u9c0wn0Nd9I3zgEsr+ta1nFwCr6/PtAMogHFCFCZ5oA5DQyJT9HX1lTiYoi895+67+UyU\n", + "lrg2wzaaJMB3v/NxdE2XMJeGuAaoiEfIe2JVxoS874OMioFIEHZ7gfcn2x3+R9h7+5gk8hmK5QZa\n", + "Ddd7gY84Dqw7+Ky7Z/mAJ69J05ub2/JMEOEYXJUlL4qAir4KhUKRDrCxumyvSqVSGcJCRV+sHbv7\n", + "9EVZvve4LNp95JZjiub8Xd0yauHg0NFZCA9dhFxe131GZm4bCPVMrjxwIlqb+Mil925Zzzctn56/\n", + "tl+sHmpcd+i0vLJml8zZ0RWtjayib3sRdVMXvNtxt3x1+ELZ3dUlXV27ZeHwr8rdHe/27W0NVPRt\n", + "DWBQwaeKCPUia6XBtJ2FrqEG3yQD11qeCI2KbRRw2Q448YDfIeRSXKEx1AS3YX+VRF+0ZzMtdohr\n", + "V8hGru+aNEmjjoibgGKLaC7Rl0IHjOZ1HTNcZcDJASM+G9G3pX1g1xPrE3UcQoq+rHu0kxCYoi8F\n", + "k3tvJItxqAMckzT5KY1YFUd7DByqYHn6RK06ib5IAz5ZEde2sB2ME4aTmLYvlYk0/cg14auOiPPk\n", + "Blk/ID258T++ZwnL3Y7PFxV9FQqFIh1gY3XZXpVKpTKEhYq+HfuPR2GdX1qxLQpfbB9TBiHEuran\n", + "IcRehB9euOuwrO46ect+rOM7ac1OWXHguMzZfvCW/Wn45pb9smj3reU3VLjPWM9ZRd/2IuqmTvjx\n", + "5S7pmD1Oxs3ukK7LP+7b2jqo6Nt80KCCEMVVBIUnehv60MpwqXUVcBS3wifsmSKMbdyEERSwz2W7\n", + "SBJ9zWtXWfS1Ddwu7x1f+bUDWJ8uQc0um/s6TkXfOVkA4obZXuo6ZtB73V4KANvwaTfY9YT6AzkG\n", + "JJGib1rvRLYbTKxgP3vwrdeitPj6VppneRqxKo72GDhUMa/7vagczHD/JkLeE22v8lYg9H0rDpgE\n", + "hLKwvXjhHY/td/aWEfpBVF69/cI8JoRoszgXbbjVYL2HeCy3S1/h2MHJXzbpzQ2a70vclgVcQqUV\n", + "kXzKgIq+CoVCkQ6wsbpsr0qlUhnCQkXfcSu2SVe0du0BOXCuPmvVIs0jF6zvTXcj/LDNU2/9SF5Z\n", + "u1NedKz3q8xOFX3bi6gbRXao6Nt8wIgCY0oVRCYfkD584hByTFmgd2PWNfAU1YFPtHSJvljHD9vo\n", + "cWSfS8EIQi49mlyGT/Pa93ZujM4Z+enzfXtbBxV9B4NhTyGu2fCJvtwOg387iL6+dGMbPnVbozgJ\n", + "Zn5Rb6xLjgFJpOiL88BQmO2J/ezhS7OitPj6VpowqK7xLAsxruE68NwcymB5gi5PzpD3xCqMnYys\n", + "4gphHwpf27KfFxB/8R3r3ZrHJTHt+thlIk0/Yl/BOsB1hv2ss4l9pFku3JYFoWHr6wIVfRUKhSId\n", + "YGN12V6VSqUyhIWKvq9t2HPL9joQawGv6jouJ2PW/VUWTxV924uom0rj+jq5+6uz5bIck9lf/rJ8\n", + "+RbO7t3TOqjo23zUQaThLH+X2AJ88NkH0f5WeSvXoQwVYaAno+1R4lrL0/Y4stuBKfqa4g2N3oRp\n", + "OL5v0/7onId+3nrPe04IoaHVNvYyZOMDK89E+wEaZ9tp/T0C+cLHBbts2lX0ZRnY4m5d85OEvKLv\n", + "7H2Xo/6B8x5bFx7a1GxPHDfiRF/UB6Nd4HmYhDRiVRztMXCognUMusIO10X0LWICm69t2WItjzOX\n", + "TAgh+0OWUMFFw84rBOznere5vGDbpa8k1Rv2kXwemtuzAOMb2mXo+FZ1qOirUCgU6QAbq8v2qlQq\n", + "lSEsVPSFR6y9Xan0UUXf9iLqpur4tMLLSano23z4RK4qgYZ3XxphkMd+HNcKVMFYqygGPvGKBkvT\n", + "uGkbcW0vKYow/7ByzyDxBkZTE6bhGIISzsGn1bDbtcvYi+8g0eq+WBaSJpaYIh3K5c4ljXKBVxf+\n", + "t0XfOoy7NkzDuw1fv6k7zGUD7HWbk4h+cvvC49E58GpEvYfCbE/9YXFPvRGlxfWc4dgT2u9wPdCc\n", + "xJKFvjFtqIHlCbpEvZD3RE6yaeXYWUQ/ZjnYbcV+XrKN+8IEx5H3aDUgPCMdXLsWfR7fXWGrEQIa\n", + "+8w18OsI833FziPHA5LPQ9B8/mUBn5ntEFFHRV+FQqFIB9hYXbZXpVKpDGGhoq+9TamMo4q+7UXU\n", + "TT1wTDqmH5PWr+I7GCr6Nh9xIUurgiRRlQZveiQ2G0xfO3o3DjX4jN40YroMnBQ8bMETf+ND46dP\n", + "IOH6nTAY10H0NY29+A4S7Sr6JuXLLhuWi+kdahq9k8a0KiKuDOqYnxAgT/gAtrAfRwhZbANoGz/5\n", + "9OfRNUJh3wt/33Z4TpQW13OGz/HQ9WCZNjvdaeny9h9qYB8n7fEdCHlPrMLY2Wjt+cK0sxzstmKH\n", + "AjfHRvvYJN6zvLFubOga2WXBziuFbXMb6Xv+VwUoy5BxivlzTRhhHklT0M8r+nJSxIjPRvRtqS9U\n", + "9FUoFIp0gI3VZXtVKpXKEKroq2wZVfRtL6Ju6oHLMvuOhb3/Vgsq+jYfNPJVGUmibqsFh3YVumzA\n", + "2/HcZ+dyGYSrDhgUUZfmJAgYQ2GshKHZZeCkEdduB/gbHxwDYzDDW9qePqbAUzfR9/ZFDeMujcXt\n", + "2heSwlbbZYO/QbYdeH5RCITo0eoxKwvixuE65icEyBM+QIjoi/Cu93Y0BCmw4/Bb0blpYQti+Bth\n", + "4pEWu2/RCx1eySHwjWdZybwOVdADnEIklgKwEfKeiGcO6hECfivA++dZJiOubdmiH54Z+A7axybR\n", + "Xk8/LzadvS6dl26knpxhp98Ufen9S1Z9ggSfYRN2XZHDMeXK/Jl5I5l/XssU9POKvgCXesF7RpWB\n", + "d2S8K/sm06roq1AoFOkAG6vL9qpUKpUhbIroW5QgXNR1QE1TGMtMk2sb22McVfStJlE3dcH1Y+Pk\n", + "/uEL5di7jfbQYGtjP6M/1A11Fn0p0LTKyBiKJGMo16FrleAwVERf5A/5DPUmqyOQP3xM+DySGHaV\n", + "Rv440RdiIA2iEI9MmGISjNk8r9WwhTyX6GsbcilAtYM3jokkUdMsm/5wvH3tAn+DZv0nXa+KiEsz\n", + "vbBaFW2hLCBP+ADzuhv1ijCt5jhARuGc+yZBoF9AAMv6fpBG9OXzj2Hlk+Abz7KyKl6XrYI5ftuT\n", + "YIjQdmC2t2ajiIgpcW0LE1+w7/onA78zsM41tpnPlBD6nqVZQNEe5HMsBBStUedMl+nh78oT91UR\n", + "eI9h+kB8x5hn9uukCSOsF5foy7LJU2d8BoWOda0Cn4e+iTgq+ioUCkU6wMbqsr0qlUplCFX0zUlN\n", + "Uxhd13FtY3uMI0U6FX2rRdRNPfCubB03Tsbdwq29e1oH9Ie6oc6ibxFGvmYB6cTHBYqRrZr9P9RE\n", + "3zoJVWnRaGVhoi+I7SDANU9p6OO1sD9U9AV5XqsBwyrSQZGfeTXzjzLBNtNYXpX0F4mkMcYUfUH8\n", + "jW0Ay82s/zgBtarAcwJpdk36aMcxkP0ZH8A16QGEyM+1PUGEa6fo1wzRl+sO+7zKbMDTHNdDuF0z\n", + "H1nJMaAor8u6geH5EcnBNR4CdRB9i5g8xzXMXW0L20ETSRMpfOTauRxj8wCet0wbQ0+HwPVewPoH\n", + "Md6baQZvW9jYZwrfVYDpdY264EQOEmUEb2hzjXo7byDzz+NMQdz3/pMGnFSGT5UjzrAv4eOCir4K\n", + "hUKRDrCxumyvSqVSGUIVfXNS0xRG13Vc29ge46iibzWJulFkB/pD3VBn0bdOwkPc2sM+QQZGORjj\n", + "YaxKG7bPBAx0uAauZRtzgXb1brTB0MdV97LIA+QPHxMUScz16Ujbe4nns01856cPRfvrKPra/Qpp\n", + "BM3808hrCj5VSX+RiBt/ALNs2lX0jRO+04YYrgNsIdsl+iJkK8M5w7MbYoeJokRfiDAu0ZcTt9JE\n", + "6zDHG+YjD9mup+9/O9dztq4w24XPmzG0HSSNM2Uirn+Hwte2EPYc29GeTVAcRIQL8/gkFhUqmfcn\n", + "IUKHIkn0db0v3NdxKtrneo9sJVx5QRkjD/ReN+nKG8j883og95nPvzxgO3VNPqoK2I/xwbPRhoq+\n", + "CoVCkQ6wsbpsr0qlUhlCFX1zUtMURtd1XNvYHuOoom81ibqpPK53yfS7vyxf/vKX5e7Zx+THfZur\n", + "APSHuqHOoi+NJwhFVnXEeZnRuGLP/DfD9oFYqwzrtoUAxmsci3PMa/iMdUxDO4N5NEWHdoIt8hBx\n", + "Iolp5ARYRrzWvTdGRfshCPjWIaThGd5RuMcd157uv0YrYYsASCNo5t9lyG2UQHv1haQ8mWUTIvom\n", + "rRFcRbAMfB5W3N8usMcDegRCwLLbP8LUusIbZ30/oOcdPeWicWblnig95uSiuOeiD1hTHNeGZyrz\n", + "kYfwDMT1SIi/cWuCthuYb3h8c912eP+aCG0H9pjbTOC++OTxoKTnrv2stMdEApOlsN30CA0lzgOz\n", + "An2MIY3x7HWlLw58vzQFa3M9b1NAJR9a1dhvTw7JClzn2c0XUonVLpjvIHaaQXhWs4xAu35J7gf4\n", + "N/f5+kZaZJno0kyYESLwcfVlFX0VCoUiHWBjddlelUqlMoQq+uakpimMruu4trE9xlFF32oSdVNt\n", + "/Fi2Dv+yjO66Lp9+el16Ft4tw7dWR/ZFf6gb6iz60nOzFV4laRHnGUfjig2KdfTGJGHog2HaZaSH\n", + "eId9t6xv1ncNXwhLXxraCcxjVY1teWGLPESc6Eshl0ZclhGv9d0PG6IvvGZsgZigVwz24x5VFH1t\n", + "EYqk6GWKvq30VisD9GId/tnwvi23AmUAusqE+57ZeL5/u6+tVRWmIdsHhhl2eTbVEXYdsR6T2r+J\n", + "PO8H5v04dph1wHaJTxqhzuWxnIcUOzkWkq41QdsN9rjo80BNK/o2eyJeyBgXAl/b4sQATDiwAQ95\n", + "7DMnU4SQIYh9E/GSwOc6+hbXYQdDwfPN9wJeA8Q7o5lecNSGRh/xjRdpwdDiiEKTB668uMi+7hs7\n", + "mHfAbgs+4T8L0oa0bya4ni8/rgk5KvoqFApFOsDG6rK9KpVKZQgLFX2VyrS02xHbYxxV9K0mUTfV\n", + "xjEZ/fcdA+v2frpbnnpqt1RldSn0h7qhzqIvjRJ1AA0ptkgCow+2u4yVpiELxirfWmUwSME4TU8u\n", + "EsfCwIVzk4z7dSrLrGAe2zWfPiHOXLPRNHCCdrt47l+ei67BSQoQcLEfx9ZZ9DXTGJd/wDyvHeBr\n", + "FyZQBqCrTGj8Hr258T/aU8g1q4SQ9LZ7vZt1TLJP+yYDlSn6coxJG26fzzkIlGZeiiCEu7g1Qau2\n", + "lmleuMZF5hmCMBHaDuImt5UJvl/BczwPfKJv3PtT3PM1jvaEqzQwvXyZVoYxDm2jyAuOR96YJnw3\n", + "ye3kmE0Nb1mX+J0F5jtrHvjqLQ1tUde+pr0/D7hmbhWXGjHX88XH1ZdV9FUoFIp0gI3VZXtVKpXK\n", + "EBYm+iqVRZDtMY4q+laTqJtq45iMvqNDrvd9u/V7a6Gib/NAg3ZdvDYp7trr5saJEb4wljBMY00y\n", + "2wMYxDYY8WyvkzijJfDUz5+K0tEu3o02WM785AkBWVX4Qu7GGUTZLhheMU70ZehH2/PNFA7QVqsi\n", + "+iIN+AA+0ddlyG038S8pFLNdNvZYwfbzwtZL/WUVN25VEQypGScKsd7rsFxACJhnCAvos6g723uP\n", + "YizagAtlir6M1JG2n5nXLZOuNUEhUrUTuN67GRbX1SaqLvoWdV/WMybKmW0hTqCNWzM/jhxnsQRH\n", + "WjAMtfk8S+rLNngNTHLA+XhnxHd4LiPcO/62J1a8sqOR5iKET3qZk3k86ouYCGK/C1DMR2ho7Gf5\n", + "FDEG8PdAFdeQZ6QTht53vTeo6KtQKBTpABury/aqVCqVIVTRV1kpsj3GUUXfahJ1U20ck9H/+Tei\n", + "9Xwb/EP5pUHfZ/ce0Tqo6Ns8hBjxqwakFx8TpmHeBsUWl1hHcq0yMO64JNGXYl+7CF02KFLx0475\n", + "9Bm+49qRbehkO0B7xP+3Xx4f7cex+B+0YYqGuF7dRV8aO9tF/EsSROyysQUOtp86i75JZQCEHFMn\n", + "mPnxtX9OHPIJLnneDyhCcZIS/kZ68KFnZtpwvL4w7WUTz1mWVRbPzKrC5e3JujLfFULbQavey4qa\n", + "sIF8g2bdg2zLLkGVfQuTouzz4giBkhMKsCRHKLiOMGhO7nPVWxzs9wLzWWjvI1/b3XgG5A3HDLDc\n", + "SF+0gRDwGmZa09J+R3b1Dd6nCFBcRZ+pCsxlEOKe8Sr6KhQKRTrAxuqyvSqVSmUIVfRVVopsj3FU\n", + "0beaRN1UHZ/21b+brQ29p6Jv81BHAz2NPKYYFpcPn+EtC13ilgkVfesPX1tiGEjb+9vVLib8bEJ0\n", + "DYgx+P+2E69H+3Es/gdtmEIMrldF0RcGZaQRgmZc/oG4PllHUBDx1YctCNoCB8ehOou+FPLjDOzt\n", + "Vu9mfuw6JrEN9CHP+wHbDfoYBZUHf/pklCY+C+GFnga+fDSDiGKAeyMv7QKzjux8wtORCG0HrRoX\n", + "iliPm2Kq7Q0PUpw1Q16bwD7Q9hBOoin8MtpGEhgBxvTOBuPWHXbBrnvzWegSPMGFB69G28G84D3I\n", + "ULHaBscEhGQ305qWzRZ9OUFi3Gfj+ra0HpyMg/7LvuyKpqSir0KhUKQDbKwu26tSqVSGUEVfZaXI\n", + "9hhHinQq+laLqBtFdqjo2zxQyKiTN55LeOD6WS7jNw1MpmEqK13ilol2F31pzOKnXYQdE/TOtYWt\n", + "pHbE/cCSny7pK6HGB6IvjeDmcTa4D+3sjncabanVfZN5AHxGbBjp7Xy1m/hHgc0Xuj2L6MvwlC6D\n", + "cBWRJHwDpsG7HWC2Y18IWmwDfSha9B32yegoTfykFel8kzeaQYwVFOjYN+oOV1hc/I1tpjdnlUVf\n", + "tCHcM2+oXLYt14QCbAd9MNu6fW4S4UXO6yd5kXOsRju0J3ElvePZQP2aaabYD9HYN15A9E0SwEPB\n", + "MmNkCXOSQRoUNSbwuUePY9SFfd2i8g7Aq7aIyQpFgr9H+O6Dv/GxoaKvQqFQpANsrC7bq1KpVIYw\n", + "s+irVLaKKvpWk6gbRXao6Ns8cD3AqhhLQuASk+LECBiXQNMwlZVJBkGKfWba2gkse37aMZ++tpTU\n", + "jrgfcIm+MIZSCMBafy7wGmhnOAfntrKMbSHAJ/ra+QfYVtqljTRq8lbDLWGXjR3yl2s/cp1HjiFJ\n", + "160SmNa4tbxbIViVCbMdu9p/Up8GyhR9s4QAjuvHzSDzkVWgqhqQF9DOJ7cTadoB67dZKGKyBkQ8\n", + "CuC2B21IP+EYmbVdUnAF44Rftj/XfVwTmOLAY3k+r40+Zk8EIiH62pOCsoIRSJj3rCGjixoT7Hy5\n", + "yiBt3jkGQkR3gRP1qvKuYUcjavTkW5+bKvoqFApFOsDG6rK9KpVKZQgzi74ffPiRUlkIuw5295Pt\n", + "MY4q+laTqBtFdqjo2zzQGFEnuIyTtpGFYKhBeBaYhqk8xPVAF4aK6Mvybhdhx4RL9I0LWUkiLCKO\n", + "gcjnE32TJg2wbVVF9LUFvDjDMNNOMOyia53tuoHid9zaqXbZ2OXB/c9saqwZCWM9gOviU3WY6xTG\n", + "gcfl9RisCsy1qV3tP6lPA0WIvvBkpKBkir5ZIgHkFdfy0hTWMLbWGRjvkQ/Xs4HPBIpbVRZ9+WzP\n", + "+ryB4EuvV+TbDtEc0k/ivIRDyfDMoGuNbYqQeCe000hywk5I2+S9eC77KMYK3/snRF965tIjNgvs\n", + "6+NvMAswAQPnYpwx05qWTAO9eIsQfXlNlKkLfE/BJNZWw/WcdL1TAir6KhQKRTrAxuqyvSqVSmUI\n", + "VfRVtpwq+rYHUTeK7FDRtzmwBZ26gAKMaeBpmFhuNZC6DE55SQOUC0NF9KURq25tJwSuML4h7cg0\n", + "ZHb+U2d0DX6+tX9RtD9U9IUxuoqiL9dBhFeRnX9T9AbqOr64EJKXUNGXogD34br4VB1p6rMueQoB\n", + "8ou8IP+mAMt2z7CycV6red4PzHbDe91385koTXGTEOLAfGA8Yj6aTXiCIg2ha6dWFXHPBuaRHopp\n", + "2gHXg29WFBa28yyTCJIEX5DjXtyauz6RNC1Z7phYYwu/9ESGOOw6FzSf5XFAvnEcyHN5b3oa2/tB\n", + "iL6mOJwVtkhuP4PTwA5TnZW4BmiC23hMaPkC7F9g3BjL/pKl/RYJ16RU8xliQkVfhUKhSAfYWF22\n", + "V6VSqQyhir7KllNF3/Yg6kaRHSr6NgdY/xaGiDp64iHd+BD2dyLOIJuVNEC5sPonDVG0HbwbXTDX\n", + "U8b/7eLNZ6LRkga3pZB2ZBp7D/34UP918Pnm1nXRuUmirynGVFH0jROLbENuGpGw6uBYibX6fGh3\n", + "0Zd9PiSccLMFqzJhGuxd7T9EvClK9OX4MfzUimhySlx7jEMVRF+spYo0gPQKrCPsfm+SXqcUttO0\n", + "A7a7ZolYedZFnb6/0S7jvGdD+gnA54i5PnIWuoRfri8bF7EDDE2r673Afg4ynL/Z1yD6sm3EieBJ\n", + "sNteHu9hnAcyjVnI8ckO4W1fO7R8AeYR9L03AXxGZwl3bwPXGvfZuFtE2hDY6/kCnCxpv8up6KtQ\n", + "KBTpABury/aqVCqVIVTRV9lyqujbHkTdKLJDRd/mwGWcqAtMQzzFJRjBbdBgNHLjhUHGqTyM86ag\n", + "2NcOQpcLZrnjf3zaDa580VgMQ7KrTYCmIdMl+qINJhk7VfStJnxGWxNm2dD4PXLDgNGYYxHbAAjg\n", + "uvhUHSFlQJjjRN1BMQxhO13tP0TAKFr0jRM/QoBrgGb/bQUpUsWVXdXB6Acuz1HWF9dZTdMO2N+a\n", + "MYGM3omud6gkmIJvnFDL50OSIBlXnmnJe6L84UVML19XpAqTXB83yQs9RPTlmGFGB4DoW0Rftsej\n", + "kLHIBbzL4rwkMTyJvjzd2bfuMCcEpEkn8wii/nxAZJasbdgGx/wsfY+RYsxnn+/ZqaKvQqFQpANs\n", + "rC7bq1KpVIZQRV9ly6mib3sQdaPIDhV9m4M6G+ZhjEHaMSM/TlwyDea2gSorbaOeiaEk+tKbzwyD\n", + "XHf41m4NaUemV5dL9MW5ScZO04hbBdHX9nC1jcwm6VnFUKbttLZryFhplg2N36boy4kDFLpAwBQV\n", + "qwzTyz8JaY6tMuzxgPVmtnvWJ8O5uqCir5vMD9e3riPixkSQZQ2kaQdse/iUPTawv2K8TwO2zSTB\n", + "F4x7bzKB5weOi5tgFUqIjJykhzaG/02B1sfQfuZag9heD9j17gDRF+WF7ZwQkAU4H6SYyvDvaccH\n", + "l3idhXy/sb2X7T6S9B5kAseZjAP7Sx6Y/Q6fNH2P7zz4mHCFfAZU9FUoFIp0gI3VZXtVKpXKEKro\n", + "q2w5VfRtD6JuFNmhom9zkCecX6vBmfMQoyhMuWblw/gEQ1ERXiPkUBZ9TS+GECGsbvBNIHAZbm2a\n", + "hmKMB7gOP1lE32/tWhGdW0S4wqywPVRoOEdoVjv/rrwx/3UH233cBAez7tgWTNHXNKzjfxCoSz9K\n", + "k0673dQVtrGe9Wa2+7jnAZHn/YDCEsRlc4zJCrZDiGFmPuIIgQqTWXyhe/OQ5RcnmlcZcWMiSNER\n", + "5Z62HTRj8kRWcZmTWEDTi9VHHpuEorxOSVP4BdGHXMfZDEmv673APs8lYkP0Db2HD65yopAc5xHr\n", + "Qsj7TQh97ze26BuyDjpgjlWYWIC/Kaa74PKyTQuO+fykmQjhE3d975Uq+ioUCkU6wMbqsr0qlUpl\n", + "CFX0VbacKvq2B1E3iuxQ0bd8+Gak1wWmESVOYLCNTUUQYXpxTXo0mnjvo/eitLSDd6MLjRbTaDP0\n", + "tq67N58Jn3GOISfjwkJSkIHnzi2i7/qtkUGU3rA+gQNGUOyHURRCMc594X+92Le3+bD7FtIGuvLf\n", + "zqJvSD7MsYZe3zP2Xu7bO1j0pTcYDPdoa7h2HkN1M8AyCBGG2G6yrjlbFZjtH+vOos4gPpjtvmzR\n", + "12w3ELDwN5gV5vXMfMSR7bXIyVMkQ+mmFaqqAtaHK2+gGQEhbTvgOtpFhKz1gW08TShbU/BNCpUM\n", + "pm23PLaoSQYQ5NFvs7R51zIeRIjo6+pvFH1D7uED6wCTQXhd0L5/CELeb0LIsdAO4c3rc/zgu1LS\n", + "5BWWL965ee24cdaMAJQV7A8UkEd8NqJvTzJ8S+bw95b9u0BFX4VCoUgH2FhdtlelUqkM4dAWfd/q\n", + "ljnjJ8v3ho2XB4aNle89Nlmm7n/PfayP59fIk2PWSI9rX2pel3fe+5Fje3tTRd/2IOpGkR0q+pYP\n", + "n7hVF9A7BUaUOENPGaKvz5sBMMW+doSZN1MQaRcwT7ZYFdqOcAxotgN8sA0GzyTDpWlEvrdzY3Tu\n", + "yE+f79vbfNh1zPy58u5aB5H5T+NBVjVwrLFDfttg2UCo4Bix4ODVvr2Djf9mO6iD6Jt2klDdny8E\n", + "6wYeXC7xBsQ2MA553g/s+4bcLw70PAxd5x6CGe9p570oUvxKWu+1avC1CZOcAIKoI1naASOylLWM\n", + "AkQtXD90/KGHKRg6CSBU5CP4vA3xIA4lvGB93tgucoyOa5O26EtPW5xLwDMV28zJIhR9OYHQDocc\n", + "Al8UG9OzPBRFvSezzOx72+UU2h7MdsAw+nH1ERf1JxTmmJ+278V5GmM7PiZa+btRRV+FQlFHwMbq\n", + "sr0qlUplCIeu6Ptel0x6aqJM2nFRfsht196WK9eMY0JYpOh7ab2Memq5HHXta2Oq6NseRN0oskNF\n", + "3/JRhHGk1aARJc7QwtCLRXmMgCr6NvJGL6Q6tyEbPiE71CiKY0C0AxoM8eG5PqMoUTXRl54rnFDB\n", + "/Lny7jLk1kHQTEKogGmWTbuJvqFlQKQ9vqpgH4bwb9af2e6xDYxDnvcD+74h94uDLcAkkaIl6Tom\n", + "LzlhBGmqE3zelibNcTFLO+AYXMZzlv00aUILAcGX71Rp1txlON8kkY9I20bLIMdw13seYb8XuJ6B\n", + "ALaBvDZFXx6fZV1fnGPemwxZY9wG05f3PZkhmBEVwYRdn5xIkuTdb6YrpD7YnvN4xptjfpq+lzQx\n", + "Cn0M+0wBuZW/G1X0VSgUdQRsrC7bq1KpVIZwyIq+h2aPl0cXnXHui+WZlTJ+7cWB74V6+g5Nqujb\n", + "HkTdKLJDRd/y4QtDVidQLOHHNRufRiPbOJWHLo9GAu2A6Wk32B6P7SLsmLBFTgLGSdR5kqcQvWy6\n", + "LvxwUPvENhhn6yb6Mg+oa3p4IY/IK8SgB1f19IeEdBm8zfPrCk6QQduIA/IOoiwY0rXj8Ft9ewev\n", + "wVg30ZcTPELXl07rGVxFmNEkAJfAR/EC9RmHPO8H9BREu8E98TeYFQwhHxrKlSISWaT3JQlRh4KR\n", + "b2wsExhvR2++GLteqAsh4iTyxrLL0g7sdlgkIGbh2iHvgZvONjzEwTSCLxgi2JnwTbBoJvmeF7fu\n", + "bKjo+1jf84DHUfQF2e7Ttj2cA/I6ZNqydnkiZyXTZMNVn75jCZ7D9w3mK8kruvHUyfbcsfua+T0p\n", + "WolvPV/C9ZxX0VehUCjSATZWl+1VqVQqQzhERd/eH6pjJsqcE6594Huyf/50eeSpiQ0+s1A63+vd\n", + "fn6njH9mvNw9rLH9xS1XGqLvM/Nk+tTJjWMfGy9Pzu+Wd/qu9c6JNTK+916Na02XNw/2hY/GeVPX\n", + "y/5F0+WB3nNGLTs3WEDG35OWy4q+6z4wLPC6NaSKvu1B1I0iO1T0LR/tIMbQYMmPDa7BCNLQVAR9\n", + "hj0A7aAdytYF5Af5olELIju+p1nzrOrw1V1oO6KY5xN9eR0fqiz62oZb5pWCB0Nbmt477dAXfN7f\n", + "NpB30G4HJngM96NMIaTi+jAaVxWhZWACx+NTV9hGfJfAF/csMJH3/YDtBvfk31lhC1VJpCjFdTlD\n", + "w0KnJUUd12SqMmGGK07jHQmYa7C78kQyfPWJq9f6zkwHRjMpcv18c2IGxC0f8B41oS+fYJb6Zxhj\n", + "hBYPQVnvbmnIvh3nhWv3JTOUtwkex3Ziir7mms+hsAVRk2m9ql2CbBby+Q+B24brHvgO+sDxlu0t\n", + "dKyNi/yTBJdwy3eYpL6XNJGWv1fM66joq1AoFOkAG6vL9qpUKpUhHKKib5dMeuhVWXHeta/BH14b\n", + "WFv3ysbp8iS9e/fPG/gbhDjbe60F/dc6IW8+1XvtS71/X+uU8c8sl6MMGf3eTnnxoXnS2X/eeBm/\n", + "48rga5mib5br1pAq+rYHUTeK7FDRt3wwhFnS7PUqg0IEPzaKMmbZjDM+DSXRF/CVfV3hqzvUN+hq\n", + "DyZp3IaHJ69117/cG21juwF9oDchDMEUfR/9l6f79jYfZnnY/YnCpen1ZefPZeisG0L6s+0FzbIJ\n", + "EX2zCKrNBoXpNPVI43tZa5GWDbteqiL6MpoA2k4WhEYtAJk/CDns//d23Co0FUF6TYNpvR7zgGsc\n", + "g3FenS74QuzapLf0hhPv9J2ZDuh3aIvjPhvXtyU/GMEgznsfdc5wzhD/s3p5m+NdKGzv2FYQ9wd9\n", + "4H4ez4kLtpetPXaYom+IR7ENtlmXx7Vr8lUc0q7x7WPcWGhGueDxSR7OuA7225FEkkJh853DjtYS\n", + "AtezmH0vKWR0ktjsuraKvgqFQpEOsLG6bK9KpVIZwiHs6TvZEFRtXpEd82fIqGcaXraPPjU+XvR9\n", + "ZnB4585pfYLywYVy97Dxfd645AzZAOEW5z21cvD6vbbom+W6xvF1oYq+7UHUjSI7VPQtF/TwKCNc\n", + "YDNBERIfU4gkaKSmSFUU49YjG2qibztMHjDhyg/DH5oGSxhW4ZFmCyc0+mItV3p+3PXByGibKWr4\n", + "YLZZGHRxPj6tQojoa/YvO38uQ2fdECJe2mUDYQzffaIvvbsg8tehjLKMaXUfB20PbHq6mmGR2d+T\n", + "Qo4WKfqy36UR0EyY10qinb87+wTAEME4C9kvmunty3oFIXCmAc9z5cUky3HG3st9Z6YDnkd8NsV5\n", + "5aYBxzVfhAGkm/lDm8uz3ivHQ4h/oWC9wHvWdc1mkB7avnSzfHg869kWfW2R1hR9zfDf9lq4PiSV\n", + "Da8XAvTtuGuF0uflTDBNPD5pHONkA3Os4TXiELocgwt8Zpl9IrTvYT8+vndhpguiNKGir0KhUKQD\n", + "bKwu26tSqVSGcMiu6bs/Zk3fk4smyyPzj8oP+773rH01XvS11vQdJM6O3yRXjH39dJx3i+ib5bo1\n", + "pIq+7UHUjSI7VPQtFy7xro6AcYWGFldeTK9JGo2Kos/4hHaQxSuuDnCJU3UXdmw0WtNgkdUW9EAa\n", + "LGHkNdsFvXYm77zYX153XHs62kbjLoQTH8x74dqu9DQTprHT9laip45ZLtxG43UdBM0khNSB3Ubw\n", + "N2g/F7jdFAfqUEYsA59B24W6e3kjbD3ST0M/Pc9Mz0OfyGMj7/sBxVaMIRx7soi+adfvpFjX/c7H\n", + "0flp1wNOS06MgeATKoDlBb11yVBhMk1Z0ktx5Ibsz0n2pyxilg0uzYDx3QbyxXYNcrzPQ14rDVxr\n", + "aDeb9NBm+7fBfCUdbz8fTNEXZJ8ODS/ONovJZ+Z17OuFjBGucS0Lk8ZC7AN5fFwaXZ7BIK8Rhzy/\n", + "b+wxn0jqe7xnnDewK10q+ioUCkU6wMbqsr0qlUplCIes6PvB+fUyathkmb7/7X5x94MPr0d/H5pt\n", + "ePZ+eE5WvDh2kOh797Suvn29jBNnEYYZIZrPXO/f1x82Oo/oG3fdGlJF3/Yg6kaRHSr6lguKDEUY\n", + "D1sNilKuvNgiVZH0GZ/QDtpB6HLBlS+Kvj5voTrBnERgwjbYgjRY2hMKTOM+y4uiL/fFhYI174V2\n", + "60pPM2He3+5P+Jtk/m1Dbt37Aoy/SP/wz4b3bXHDbiMsF5/o+8zG89H/dRB9ff0iCXWue1eeXeII\n", + "PVOT1uPM+35g3tvuY2ngGst8ND0QibiwskWR+UsS0osC88i6DL1v3rJMiyLX0PeJWBArzXDOeYVA\n", + "kEJ+3GQnF1wRNprNOCHTVf++vmlPELBFX3rJhni4h6x3zLYcIiK7PGqzMEkgZ9lQqOZ31/G+ccZX\n", + "viayPq/izoubJAHwWRf3m4rXMIVhFX0VCoUiHWBjddlelUqlMoRDV/Tt5Q/P7JRJL46X7z00Xh4Y\n", + "Nla+91hfiOS3OmXSU73bEDZ5zCzZsHGJjKHoe+2ozBnTe07vvvFbrsSLs9E9Nsn4Z/qu9dh4eXTG\n", + "voaHbh7Rt/dv73VrSBV924OoG0V2qOhbLmjwy7LmVdVA0dElLNgiVZG0PRqJoSb6tlNefR4iLo9x\n", + "1r9p8AW5nt6INWf6y2Yoi76YDIDz49aNrDJCvYbsdRFZLvZzgeLdY2sHBKaq96GsnlN5wmy2Gq48\n", + "UxyBgOdr7z5URfSFwIJzQ7wnsX4rjjXHq7SewlnIcRLlXTY43mKdZFd+42D3+SQmhQoOASafoF3m\n", + "mWQFccsVrpbjO4j2YbbzPAx57vlQdjjxJLJNuNbbNZ/VPD6ub2I7iONs0df0cE+C6742KVYnhZ0P\n", + "EZBDmTQumWMYjo8T1H0RBULHPvaTuCUZbCQ95xgO3RW5AueE9Escgw+hoq9CoVCkA2ysLturUqlU\n", + "hnBIi77KalBF3/Yg6kaRHSr6lgsaKGDkqDtgZIFY4sqLbWQqkj7jE9oBxQ4YVtMYnaoO12SBqgtW\n", + "aeAz+rkmD+A76BI/uA/GdVzzm+u3Rt9DjN+mqFJl0ZdGapJGefYLeu8kGVKrjlDh0iwbCv+PrTsX\n", + "JPpWXRyFkRvpSyvc17nuOa6ZdYL6As2+HipCFCn6xoklSXCNZT7SW9D2YmaefaFliyBEWNzD5zVY\n", + "FEzh1vTGDQktzbVQQ8oSTPKEDAHHijyTaNifzX7JcLpg0WvocskDl3CaBIp/EF9d1y6bHMsRTtmG\n", + "S3z1TQYE8DzAPvRhW/QFOSkgaSxhH46bbBDyrgG48pCVcXkH7PfxuHHM532MPPvOMZFliRXXmG8i\n", + "ru9hOz5454uDfZyKvgqFQpEOsLG6bK9KpVIZQhV9lS2nir7tQdSNIjtU9C0XtuGhXWEbmYqkz9jP\n", + "dkCBFMKvvT5YXeGaLFB3Uc8EjeGoOxMuoQTfSdsjitth/KRRFSIGQzgmed/wfNwP6cGnVTDvb/Yn\n", + "GpVJnyGX4ZF9YRGrjtBJDWYbYdmgvEJE36r3odAysMF8xa1zWFW4RAPUF2j29SShg6iK6JtGqPR5\n", + "piIELbYXLQ6aZB6Txsq8sD0K04jNad8v8tQbgXc2tEt8sr5XjPtsXHS+2baZtpB2kZZ58s1xNdSb\n", + "ugzi/qANps0sM9+xANsLBGyX6EtBM6nN+7xgTYZ6DruimGQlrgP6YJeXr1341vONO8dGkoDrQpJQ\n", + "7Ot7aZ5z9ju0ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2WLMDB+d166kWgEbwYe\n", + "KNEjyee1Y7YDhoPD/+0gsLe76OsTt2yRwyd4kuaEANOTJtRgyevCOPztTx6M0tSKiQN23Zoih68M\n", + "XHnENfCpI1xt3gXToM2yQXn5RN9RfQZ+tK2q96EsXlNEo+brV/dYNxXpZqQGc/KG2dexDUxC3vcD\n", + "U6wNHUdcCBUqKRq51mHFMw/7ivAO9JF9yOVhWSTsdwSWbYjYzHNtb0Qf04aP9iHP8hzm+x/fSdi2\n", + "MYGhqJDOJtOsL2vDfH66rt0MciIA0mLCHPN5LL6DLpjHu0RfehWjXcUhtN0xLXHv4q48ZCHTDm9m\n", + "H+x7mc9JE771fMG4cNsmsjxT7THfBfY98x0xjcBsv0+o6KtQKBTpABury/aqVCqVIVTRV9lyqujb\n", + "HkTdKLJDRd/yUKbAgBn6MNJGBpve//OsXVcEkA7QNhwVQRqHbcO72Q5gVG0n4dclgJneD3WHT/S1\n", + "hRIaK8m4dedMo7WvzdjgdXEfrAdsl3mzYI8VZjnYZUBDriuPrnZTF7D/JoVpN8OQMpwpBF2f6PvC\n", + "1kvR//he5phcBPLUH87Dp05wjWku8YnhgF3CqI287wemYBI6jrhgj2U+MioB2rANiEjYB7rOLYr0\n", + "okbI+zLgygfHtRCx2T43iaHel0ngOukQqdICwhTONaNZ8J2NY3jRNJ+HadGsthZHTvCzRWuzT+I4\n", + "th2f8GmKmS7RF0xq82nW1A4p99DxIInMO67ngy3m+s6J82QOuQ+Q9r009Hg+q82+x+djyDrb9jum\n", + "ir4KhUKRDrCxumyvSqVSGUIVfZUtp4q+7UHUjSI7VPQtD2lmpacBDGJch4vE9yzeHUWB6bANR0XQ\n", + "Z3i32wGMSRSOEFaxzoB3EPKBPJnANnzqDp+4ZRtG6W1C2sZyc905UyzidnuNTBu8Lu5XJdGX4gC8\n", + "etj+SdvwbRpl6R2TxVO01UC68UmC2UbMscEeD+ixyfUdcZ5dzlUDy8Du9yHg2NeK9psVrvpwib6h\n", + "AgRQFdEX54HMg48+oYtg+8VY6Dq/CCalIS9cdQqGiM081/b8TuJtC5OvHYLhnw3P1K/4DOckFpQt\n", + "0uMKpVsU84r3FC/LiNgSQl9/s98LksYDs735RF96RfveEdJ42SddCygqGk7cJBHC7m++8vKt5wum\n", + "mTjBPpI0YQtI8wzmdSny4m98Qp6PKvoqFApFPsDG6rK9KpVKZQhV9FW2nCr6tgdRN4rsUNG3POQJ\n", + "DegCPDGm728Yb0AYmmCYocEJnLDrSmyIuTKQ1SgbSp8h0NUOYHSisdX0sKkbGqatWwWwUG/IqsMn\n", + "+vpCgFL4sA2wZtswjbQg/kbbjAOvC2/QKom+SBNo5pF5ivPesQ2ddQFDocLImwRTADDr3x4PsA37\n", + "6iL6hnpA+eDrU1UGno1IszkxivWGumU/TxJ5TBQp+qa5rw2cBzIPPiYJdUxPmWuthghJeeCqUzBE\n", + "bM4a4vq+jlPRefayEGnBMTXN+wQ9hPG8Jvhsi1sfNi9xfTArUP9lpzGOvrDc5piP45L6peml6xN9\n", + "ffcifG3WRT6H4kKVYz/oOj8NeS+kzwdb9GWkBFPAjVvPl8R+MAlcliCNB27IZFiz7/HZbfapONjP\n", + "ehV9FQqFIh1gY3XZXpVKpTKEKvoqW04VfduDqBtFdqjoWx6KNMLDQEOjIQxZtlEO32k8xnHNDPds\n", + "G5iKps/A52sH7SD8Iu342KijsOMC13Sz189FPYOsexo4afS9t2PwxAIabhGm0DTShoq+vG6rRV94\n", + "5uLebK9IE+gqA/YzV7+g2FBFUTMOtoE2DiwH5N/06A4RfTE24D5ZwrWWjTRl4ALaDs4vapJRM8A0\n", + "m57pLrEljSiZ9/2AHpmYXJEkLvkQ+kzk9dFGfeC17LGvSBYVDtkH9lnbWzmkXtOIbyZHbWgIynHi\n", + "WAg4IQWfUA98imDsi8xDWRPjQK71ijaXFXZY4GaTecA7rAlzzMdxfCbG1S32gz7Rl0Io6Joo6Wuz\n", + "LiaNE+zDRdR/yEQJU/TmefgOEiF1DUEYxyR5jqeZbOYa830w+x7DpYdGTrKfpyr6KhQKRTrAxuqy\n", + "vSqVSmUIVfRVtpwq+rYHUTeK7FDRtzzQWJEXm842jDMgjEa+8HAw3GI/j8V5zQA9cWCMcqUrL30G\n", + "tbh2QHEHnzqJIAA9/iBc26ijsOMC68YG2y7rnl7sNFCa++y2YYoDdRN9baMp0gSaZUAvLApJptGa\n", + "qLKoGQeXx6cPDEmJ/Jv1HCL6ArgPPlUDhX8IRlmQxvBeFbhCUjMstynyhYg8RN73A1OwTRJzfDCv\n", + "wTy4yHzFeQgCOKZx3K1hWIsiBZ4yJoz5wsiGiM1ZvU9f3t6YEJK27lygiJtWqMKzHIIi80/Rsgxm\n", + "basm2G7LnGCQRNwfNMFtGPNxTMh4wHH/lR3+yQJxAqqvzbqY1I6LfEcOfbfBMSDP43cibj1fMvRe\n", + "aSabpV2GgH2PnxBvYsB+j1bRV6FQKNIBNlaX7VWpVCpDmFn0VSpbRRV9q0nUjSI7VPQtB2nClfoA\n", + "YyHCNdNYExrekd5vIIxjZYd7NsU2V3ryMovoC1BEwSfEWFsVxHn81VHYcYH1YgLtFPVseqeYRkf+\n", + "bRphaWyFZ5DZDkM9VNCmcBzaWFVEX7sczDLA/yDzz+8mXGVbdaRp12YZmGXjE32f3ng++p/eY1Ut\n", + "nzRl4ALHO3qL1wGuujD7JNt5iMhDVEH0ZdtLemZDXMNxSSGIQwSavDQn2BQJl9ehySSx2dUeQjhj\n", + "76XoPNtrNAvYt0JCy7Ifsx+yLaA9udJZFOk1nTSBIAm4Bui6RzPIiYum0GinKWQ8YLuB+G9e3yTL\n", + "DP3LBNtsXOhjm4y043rfZhso4h2Z90l6t8ExIM+z34lCRO0Qr2KAv3dcExVtNEb88OcvBWV+Qr3t\n", + "AZ4DqOirUCgU6QAbq8v2qlQqlSHMJPoqlUWSbTCUKvpWk6gbRXao6FsO8oZZhQGURhkYeUJCzJnE\n", + "8TQO4TqmAa1oFGnQ8hHXB02EtANT+A31EGg14kTfOgo7Npg/24Buii2sd1PU8xn/2TbMdshtSeA1\n", + "0V9uO/F6lK6solsemIKfXQ5mGTBfdt5N0JOmTus+o60jzSGCu1kGZtnY4wHD9NJwDQK4Dz5VQxpv\n", + "Qhfixo0qwjcOuPq5Wc9JqJLoG/dMTAova6IZYXcxBmbJaxKSvByTxGbsA+nlGUqE9eW5RUx845IR\n", + "iz9bLGs+W+Mlly7A+wbFQ9AXoaUohgihIaCHbFqRvSiyPZhCI8uQx4SMB+yDCPNtXt+kz0PXfHa4\n", + "znMxLk2ctJH2Pd5FXAdMgj2OmunD7wv8nSRqp2lT7B8QgH3wjflJ4LXTnme+C6noq1AoFOkAG6vL\n", + "9qpUKpUhVNFX2XKyDYZSRd9qEnWjyI52Fn3xQ3/cZ+NaIpCZIk4WwDsFxhYYauJm4sfRDH9ahLeL\n", + "D0UatHzE9UEToe2AdZHWYNQqxIk3dRN2XPDlwRRbWO+mV4sr7Ct428LGMaY3HP4Hk2CKM1UVfekN\n", + "CEMt+zPHBHpFmV5yFA/rMskBMI2zSUB+QeSff0PUsccDsxx5HID74FM1sAzQP7KAob3rMs4xpLf9\n", + "fH58fUP0MUUy1qFLULGR17hPQYQhbs22E4qQZ2IakZVpwnjoulYRNEXoIpEkgMeVA6MegK5z4wjR\n", + "N027SQLXFA35MMILQ1OXKdaTnNyS5DWeBKYZXrCu+5RNW2jkOG6uhxtSr5woMWJ1vIc1n6Fmufne\n", + "NeJori9vg2NaXiE9zbrNcaJv6CSSNN7jnLgV997hG/OTgPNw/bTLmjBNeKaq6KtQKBTpABury/aq\n", + "VCqVIVTRV9lysg2GUkXfahJ1o8iOdhZ9KaTg02yvtzxeWzRypQktF0eGdSvC8OmCbVwqg7g+aCKN\n", + "EYftoA6IM4xR2Knbmq0m6AWPPmLC5RFm1jvFAztk6n0dp/qPA9EO+XcSqiL6mgZT9n8Yae0yiDPk\n", + "EqaAXBcgvfgkgeIXBQCzbOou+haRriKu0SxgfENabUM+64r9G7RDk8ahCOO+mQb+nQYhz0R6NFLc\n", + "SgLbcZkeoy4BLC+SyiJObLbHwjSE6EshLrSM4wAPRoypIbS9fLNO3EtD17MgC+jl2gyh2kU+v9Fu\n", + "AFcbCMkrz8P7gXl9m2wjprCZ5Z2WAilEcxvYDrrOS0O7bOJgToLDueakAHufj2nuh3aP8Rz/++Ab\n", + "88uCeT8VfRUKhSIdYGN12V6VSqUyhCr6KltOtsFQquhbTaJuFNnRzqIvhRR80s4sz4s8Xlv0tEjj\n", + "ZRBHek64jFFFoCgvhji6PBrbVfRNMp7VKS8u+PJnCrCsd3wHAZ8AYIu+L2xtrOUYYqismuiL8cI2\n", + "ujNfgG2Mdhm/GQLcFtWrijTrAdptwCybUNE3JAxls0Hv97xeurgGPmnWPWwVfM9I1hX7t13PSaiC\n", + "6BuyXiaFbPOZFodmeGDyXSHvurAmcD0wLjyzT2zOI0BC9GXUB4hczQbLMmld56KIe4F5Q1lzYk1R\n", + "kw7TkiGXGZ3G9dxnXuNA0f32hccHXd8mvWfNaDi8fpqQ4j6BtMjyjBOWbdjvU2yP2B4yPoHME97x\n", + "k8DJfHiX8SFvNIu0MN81VfRVKBSKdICN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuLvjTu44O/\n", + "m2kI533TwgxnWJR3CI1oYBFr29ngtV33LooucSuNEQfhFlEfzfb4zgKfKEqwXddB2HHBlz/bSEmD\n", + "I9YYBGjEtY2nWLMP28msou8dJxui7/Kfr+zb2zyYoq9dDswXYO+jt6AZUrIoAbFZYHrjjMWEKQDY\n", + "oS5DRV+zrKuCotbqrmLefEA68THh6+Nm/SWhCqKveb6LfCbfaa0lGgcKoKb4VTTTiDwhCBW8KEjZ\n", + "YrM93pmEIAfxy+f5DNGXYwRErlBxvQhw7EE47jTCYR7ifmAR4LWalXabvD/eV9kGTPGc+5PA48xr\n", + "u8hlJNBG2GYZTSKUKCvez4RLtM5K9hOUSRLsvsNz6eUbKkLjWDAJIZO3XGN+mTCfqyr6KhQKRTrA\n", + "xuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV+GwYXYx9nlWUItZ4F577TgWltmiNsiyNBurvXG\n", + "8oJGIdd9iyKFm6yib53EkCTRt055ccG35izX0aMnm8tzxtXW8oi+7G8wKH+3Z0aUrhn/tKxvb/Ng\n", + "1qlprKVoQeHbZ8i1jcC4Fj51QBrPZNOAbrcPezwwBURzbegq9h+uF+rr86Goy9jAZ6Q9McElkNiT\n", + "P5LQatHXJ1ybpMdeGg/UPOvbpqHZV/KCQnXS+4xPbEbfxnbX2sgc+7j2sk2IvvifXsTgprPFv/+4\n", + "wLRxnC6baftIEljuuK7rfmXTfN+zn3k+cdUFlEdIPszJU3wnyOJd7uo7dvrzkOlEv0qCvVwG2yS9\n", + "fEPzh2PBEMRNSMQzyTXmlwneE89FFX0VCoUiHWBjddlelUqlMoQq+ipbTrbBUKroW02ibhTZ0a6i\n", + "r7kuKkWFcZ+N69tbLkLCnPnAUMlJa22lJYymkaGnIA8eIsTAXQS57popWrer6JuUVp9oWhf48mcb\n", + "mtlmTfHWZcR9eXujbZDjtjdE35AQiKbIdM+JeVG6pv5kbt/e5oETUyCGmUZiGvNZBraIQkOuLfrS\n", + "s71KIYx9SJrkYMI0yNtl4xoPsB80RYQqjgVFpako8bhs+Dyb40RfcxyIQxHGfXOcMdtOCFx5sMlJ\n", + "WCHijQmmyyWCFsWsaXPBnsgTR5dgxvchlzcv3wlAex9I0Rc0j8WYWUbEE4JjNN6JmuUpm7aPJIH1\n", + "VoRQmYWmCGuLpmnyimNwbFJ/Md+P84RRd40VvF4R7/RpxiJ7HGK5kaHpSXPPuOeYb8wvE5xcNOKz\n", + "ESr6KhQKRUrAxuqyvSqVSmUIVfRVtpxsg6FU0beaRN0osqNdRV8YFvBjH+IvZp1zBnozRJA0IoYJ\n", + "hpWD8dNlfMlLGlWLDHMYYuAugi5xK40RJ2udtAJJAlCd8uICBc4k0ddV5wxNaBpxX9nROI50neeD\n", + "2X7v7dwYpWvkp8/37W0ecF98AOYRRlnbwG33N65ZaQvcVRQ2feBYHRKJwRQAaKint2SdRd9G7ecP\n", + "2V6XscEnTru87NjGQ71iizDum2NRGtEDsCdmuJjVm5ZinBnqtmimWTc0CRRtOabH0SU24zvoOp71\n", + "4ru+KfqCOIblDm/H0PpMC6wNi3sUIfKFMs0zLwS2l2izyfygvdvCrf1MjIP5vLDvYRPHgWnarE1O\n", + "LjDrwX6vyUNMJMC1QsYN+12B5UaGLh+TZvyLe/60akIS7omPir4KhUKRDrCxumyvSqVSGUIVfZUt\n", + "J9tgKFX0rSZRN4rsaFfRFzO78UMfM70BCgswPJQNemKGiBgm6BFQlkGXBqkijLmEbVgqiy6j5lAX\n", + "fZvRlssA0o6PDdury1XnLiPujL0Nz17SdZ4PZvutiuhrGoltwYvpZUhTnwG8ndq7CbP+7Xquq+ib\n", + "ZzkAG/SmCgmV3Ur46sDVv9P0Z6DVoq8rDyYZsh3XTQu7/5dBcx3cvMB1QNd9bNpiMyfB+aKIUAAD\n", + "XWVti74gPG9ZnyC2FQnWT9mRT2y6xMY8YASXsiYgJtF8rtmiqT3ZJw5pQjVz0gHpOiaJrgkTvF4R\n", + "Xt+8Vih4PM5lmYJp2meathX3/GnVc5cTft/7aPB64c2Eir4KhaKOgI3VZXtVKpXKEKroq2w52QZD\n", + "qaJvNYm6UWRHO4q+8JbCj3z82CdoWDe3lQUzVGsoEG6Qa22FzsBPS1w3Mvj03qeo8IZJBu6i6PJo\n", + "TGPcb0VouazghAWfVzqMZtgPI1odgbTjYwP1C7LOzRCPhMuLDsZ9ngumEYlopK+q6OvKC76DyLtp\n", + "HDdhhrevOpLauwlzvLHLJlT0zToppywUKdTWZWxAGvGxPZtdz5M0/RloteibFNKY+cFxWYBzwTJD\n", + "B1NQzRMVhGMr1tR13cOm+X5ino/ydx2PfaTLI9Ul+pKsAxCTjdJ6XPsQ4uVdBtO20RDcWfL7aBzN\n", + "tmCLvmnGg6Q2ZJLvmGBom7VpP4+LFM9ZJshLKJgfnG+uhZymfaYpbzOcsg3fmF82KDYf+vGhvi3N\n", + "h4q+CoWijoCN1WV7VSqVyhCq6KtsOdkGQ6mibzWJulFkRzuKvr41dbnOZdlroTZMG7eKWnGgsTCr\n", + "sSmUNA6aIRTzwDbSw+g1bM3Zwg3SLnErjXG/TkJpUvups+gLYQ9pd3k1on5B1rnLkO0y4sK4b3p9\n", + "0WMHISqTQKMszh/R1RBKH/3JmL69zUOjxtOLvvTKQ0hRE+3U3k0wGgIM9HbZuMYDChf3dZyK/kf7\n", + "qZoXdJFhL9m/XEb3qiDOs5mhzc3w7Wn6M1CE6Gu2M9c4FAdbpLLJ64XmxwbLCGlzXb8IuibcpEUa\n", + "L0vSFJv5buGKfGJ6S+N/l6gWJ/qCqB/eD+Ji1vowYb8PNYvw/MZ9Q9toCNiOzb7YTOLerBv8z3fK\n", + "NCJkGtGVoiqYNdqOKawCrveVrHS9AyfBFu6ZtjTrFdOzOvS+GNvxMcXdIqNZpAVF385/6uzb0nyo\n", + "6KtQKOoI2FhdtlelUqkMoYq+ypaTbTCUKvpWk6gbRXa0o+jrM6LT+63M0Jc0bsDbNw1oyCrTkAvS\n", + "mwH3KwI0jtOIRMMUjKkM01sEXQavoSr6AiHHVBG+eoDnOerXNM66xBYeB/I4GPd5LP53nRcHXu+J\n", + "Q9uitA37ZHTfnubAHjNMI7fLwM38sX8x/SYY7QCfKiOtMdgU1Ox6do0HPP6+jsaxEHaqJvrSKI2+\n", + "UQQatV7deo/zbDbrN24ciEMRoq8p3qURmYC4NUFNUShrtI0sYmpa8j0hdB1lF0zh3HUPF02xOc5j\n", + "2nwfsMdDMkn0BVEfnFQA5vFsBrLkuQgy/UWiVQI2yXoluZ3hhkMnJNjnxxGTLnFsnvrjRAIIzuyr\n", + "WUVkk+yTaGOhsMdTX1+Jo9nXQuB6nhUZzSIt+Lxf8tMlfVuaDxV9FQpFHQEbq8v2qlQqlSFU0VfZ\n", + "crINhlJF32oSdaPIjnYUfX1GdFMICQklmgVZjBumNwK9Gcoiro/74H64b17YRiUayMmx2y/dkoYs\n", + "pBeG6dGYxrhfFxEMCElnyDFVhE/0dXnEmMZTE/ReYV+BcZ+Ge5xPw2ZdRF+7TJge5M2VF7vP8Xgb\n", + "XMuurLGuCPjagw9m3u2yiRN9H1vbEJMgZFRN9GU9FRX2sujrFY04z2aM76gnU5SgF2OoIFe06Eux\n", + "xfam9wHHgky/ybRecy4krXVbBE1xOitcdZlEs3zscc6kKcT7PJ9DRF+SY0leb9+4NJdF1hWei0UC\n", + "ZYHromxc9y2bnABAcnva5/vw1Y3jm1UnZvqSQr2nYdrJJ0AR7ZHti2HXk+Aa34uMZpEWfN6r6KtQ\n", + "KBTpABury/aqVCqVIVTRV9lysg2GUkXfahJ1o8iOdhR98QMfH5fRG2tclml8oIEhzfVpGCrTc8ck\n", + "jWlZ1xQ0YRuVaJii4QvME+4Z5/FcXo9Ia9xnu6gyKIIleYpz3Wh7YkPV4esfMJCy3bDu7fom7DYH\n", + "477Z7tKKRLzPM9tPRmm7+1+/17enOcgq+jLsJidx2J6DvskvVULatYfNurfLpo6ib1y486yoer3H\n", + "pQ91BHIMALktFEWLvkgDJ6CELIvA9Jp5IOmlmEa4cYFtP42gmpb0egwV10y4IjKEkAITyIgHDE1r\n", + "0vT29Hk+pxF9swhqLsSluSxiLMQ9MdYVCVf0jWYSQinuD5rLnrieiXEYuaExIaxZYarNtmS/q+Qh\n", + "39vTLM1SlOiMa4AhcE18beUzie9Xz/3Lc31bmg8VfRUKRR0BG6vL9qpUKpUhVNFX2XKyDYZSRd9q\n", + "EnWjyI52E335A98nmnF/WWse0riRZt1gGgrLNOCaxH1wv9CZ+3Fg2inMmusvgvTKhOEwjeFrSufV\n", + "W8Jk4m+QSGvcbyfPx6oLOz74BDeXV5Fd34QdUtwWfX3n+cDjcQ2kDZ9mwq5zpgd5cxm4bUHKZwSn\n", + "dw2E1aoirQBL70GIKnbEgjqKvr715/Og6mODzxOZES9sD1ZsA0NRhOhrh2Wlty/6XBzQB3GcOY6Z\n", + "pHhcVBhhTHBBn4hj1tCyFFazTA5LKoc4UmwmXceYYx7vhbIwj0kj+mYJnetCXJrLIr2j84Ti9oHl\n", + "3Kx3U5MUs0GzHaWd1LWgtx3geD4vyybbEuqjyEkAZpsPhf2ukJVpxi3XEjf47hrzmwG+X6noq1Ao\n", + "FOkAG6vL9qpUKpUhzCT68hylshVU0beaRN0osqPdRN8QzzF4VeGYMoziEJNxbRg+QkCxq8xQjS7S\n", + "sIr75wGuAfK6tmEKhnwKL+BzMcYnGBZhaKaBiaToGyLyxKEOQqktAPpQB0HPBXrawxvEhG2c5MSE\n", + "x9ad6ztiAPaxMO5j0gHaCc8DQ4F74Pgn1p+P0oZPM2EKf7ZYYrd5wM6/zxhMcRNtpaqANxDSGDpJ\n", + "BvkEkW/+TYSKvvRECvUuLhNlCNBVErVtxHk2220fZH/GtlAUIfraacH4wr5o9zMTrjyYxD4wL+Dt\n", + "x2uFkJOy0pCiGyZfpQXHqCyCM8Y1pttXjnxH4LjI4818phF9mdc83rKse9MrtRlkeaHMi4YvdHYz\n", + "iLrEvUGzHXBbKDoOvxUd36xIOma/YVpdx6Wl3eZDYL8rZCXKH9eJG/tMYIzHBygjmkUaQGg209MK\n", + "qOirUCjqCNhYXbZXpVKpDGFm0VehKANsj3FU0beaRN0osqPdRF+KCLaoZIJG8TKM/mmNCzSqFbHm\n", + "VxoydF4e7xBX+D+XSAXQ+ATC+4ieD/gf6/7Se4OEkYmCDcvGNjy1o+hLATBpTegqCztx8NWBbZyM\n", + "M8Lbwopt3Mc+MBRsZy9svRSlDZ9mwqxLO2+uvFDwgVc9jmG/sCdwhE4gaCXS9kmWh6tsXOMB2xXL\n", + "CN+rVC7Mf5rIEEmo8tgQ59lse9eCWcS4MkRfkOJa3DOT7c0ldhYhLBJ49iKNSeSElqyiHc4F7dDx\n", + "ScgjFrKcQI5xNrmf4BhuhvBNI/pSYMwT/QTljWuYbaYZZNhf9J+iEdeem0G+T5r3x3cwFF0Xfhgd\n", + "38x6YRqLvC+vlwZFtcm0oaXN5UfixvxmAffHp1VQ0VehUNQRsLG6bK9KpVIZQhV9FZUC22McVfSt\n", + "JlE3iuyo4o9ReMnGCbJxRt2QEL6ceY5PkeHGKCYkrcdKQBilISeLJ04eml4UaTwHTLgMSrymCzje\n", + "DPeMtX55PIh9CK/IEHK2EIj74DuuA6Q17rdTuFvXuml1gE/k49pzIaIv2gf2MZynadyP8xD2oW6i\n", + "r30MxSj0FxMc5zAmVhUs79BxmOWBySL4H2MGESf6PrSqp++89yol+prPKxjU2Y6TGDdmV8HI7kPc\n", + "+GaP9yBD11ZB9A15ZrryQJYZhtcH33q3oeRyDWnWEQUwsQvnZQ1rS7HPVY6uMd5V7mlEXxDng1kR\n", + "V/dl0n4vKhKuftBMMm8sU9e4n4SL770fnWNOTiybZrSaIjyMmW+URxoUVX8of1wHbTwEjOiCd+24\n", + "Mb9ZoAgdGoGpaKjoq1Ao6gjYWF22V6VSqQyhir4a5no9AAD/9ElEQVSKSoHtMY4q+laTqBtFdlTt\n", + "xyjDM8f9QPcZddOIHPQILlIATCvE0UjYrLBzNjl7P9SQY8M2KIUYpuAxRC8gEt9dYaZZPvTyMNcL\n", + "BtIa96tgfEpCaBqrJFylAdKMjy3yUXiF2Iu6TjIyYh+IY03jfhZvuqqKvhSZbAO3LXrHlRXz04q1\n", + "9ELA9IWAk2RgUHfVc5zoS49HHF+VvmM/r8xwoEmMG7PTTj5qJjjpw+XZzH5oemumFRuAskRfkM9M\n", + "39qvfLaZeSCz5CUv2GeyCl6MCJJmrdu89wTxzH9wZY+zHF0TAbhMhllfaUVfnItroO6zwJ641CxS\n", + "YAxd4zYtcG3Qde+yifaHdkCP8SzPd4wHzc4D2xJYRHvIkm+A7wpoI67rhjLtOMDfcRB/48b8ZoFp\n", + "sCcbNgsq+ioUijoCNlaX7VWpVCpDqKKvolJge4yjir7VJOpGkR1V+TEKUWLqZ1OjH+b8+Lx9fUbd\n", + "NKIrvaGKNIxzNnlcaGkT9IZxGTabQRpPkY4ssMNxpjFM4Vx4D8WFjbQN77bRPKvoW+U1TkNFXwpG\n", + "WEO6TkCa8bFBwQdtyFXXNmhUhddXO4m+yC/SgvzH5QXbwaSyarWxMw5pxUlzPHCVTd1EX9sjF+kD\n", + "UZ8+UnRMat8hES9agbh0sR9yDAgZB1woQvQFWB9MC8iJTaDr2eXKA8m6S+s1mxccK11pSiK9atO8\n", + "I7gE2CLpahOoC2wDeVxa0deeVJYWcXVfJpnvssCxs9n5chFpQFqSxj8TGA+anQe20aLuCdEb18oS\n", + "JYDpcF03lGnL3Xy2V+FZ1OooPyr6KhSKOgI2VpftValUKkNYmOiLFymlMi1tsD3GUUXfahJ1o8gO\n", + "V39oNmAggHiFH+UwEHCWOP52eaj5jLr8YZ8kmBE0RhQR8gvXYJpDQAEj7wz8vKSXSBbvFlOgwrXy\n", + "GKZcKFr0rYrYEwd6oId4ReA4fOoC9GWk19VH6OVIAykmEuC7b51C08CeV/Q1hcE7rj0dpRFtpVlg\n", + "KERMFjH7VFxesB1MyrN57aohbX9sN9HXFPvpkXXP8ob3to9miOE4cBypUr3bns02mC8zv1mE0jJF\n", + "X5DiIJ9DJrAmLPa5lmug+JrlWZsH9EA110VNw7SepOYY5rpeXrJN2M8Gli+EahyXVvS13y/SgpP4\n", + "eP9mMGvY3zSAdyfuAW9PVxqaSb5jpvE8x3iAcR/nNWuCJdMJFtEe8rRNpsN13VBy8gfe00KBsZ6f\n", + "0N9FZcF81rYCVfidrVAoFGkBG6vL9qpUKpUhLFT09aGol6wiX9Y0TWEoM02ubWyPcVTRt5pE3Siy\n", + "o8h+mwVrPlvTZxZozArnbPA4r1mfUZfnhAo2FIl9HsVpQHEl1IuUhrSyDKOhpDEpjRGNsMMZ5jWa\n", + "2jDDuZrXx32BdhR9kbbQNsxJC1Xz5vMhrvxRryDbZZJAYgoLpnE/SxvktZ5Yf74loq9Z52a+4sRc\n", + "ipgwxsYd12pjZxzSps0UfV317BoP6HV434pGe0IZUXxstZe8OcEDoibSB0GRbdlHCMM4Nk48xHMT\n", + "1w5daqAZsD2bTdBT0w4JnEUoLVv0ZX+DwGt7+/rOAblObVx0izKQN8SrT2T1oWyBzdcmbHEyreib\n", + "RVA0gXNB17XLYtzYXxQY0QXtwJWGZjLL8x3jgflcdV23aLJeQNf+tEzbB02Y7wqua4eS+QkFf4/5\n", + "xvxmgs/DIn7rZUGrf2crFApFFsDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22zSA\n", + "19+4z8b1mQRuNfzzRzqOseEz6vJaoTA9j/KueUkBLsRr2AxFCE8Nl4GlWUwKVxkHGndh4MK1krwz\n", + "s4Bpw/VtA2da436Sp1kVkEb0TXNsFVCk6GsaoosSfXFuq0VfTqSAcMF19DjJwYTZ9+IM/3FCW6uR\n", + "VvSlMIo6DxV9KRRTKGUZ4b74tBKMboFxyZ5AE0eOs3FtnF71+OR9thWFuPpmPaHfm3mtouhrpsv0\n", + "QE4SV3m9VgDrguPeWd430kbwiPN2LoIUzzEpzIQ9cSKt6Bs3jibBnqDWLFIMTPO8Swv2Ta4h30pm\n", + "eb5jPGiFcM1ns2tfWmYZBwnzXcF17VDiGmDo7wROhPWN+c1E3LtnM9Cq39kKhUKRB7CxumyvSqVS\n", + "GUIVfXNC0xQG13Vc29ge46iibzWJulFkR5H9NhQQIiiS4n+XwAJDNY+xPRldRt2sP+opuOQJg0mB\n", + "GjPbQ0ADVIhXVzPIcJVpxVrbmJTHMOUDrgfi+rZRNotxH/WET1WRxls9TSjoKoBh213e8GY9gwwp\n", + "ahv2CVMkaifR1+xTcXmBAIN98KaLC/nLsPNVXPvZzHcIzHpylU2c6Htvn+jL8JS4Lz6tginKAmkM\n", + "81yLneOgDxxLqjI+xI1XPk9nbAPToCjRl88zl4cchVBzrVtzTLKPt59dzYbtBZuGoSHFgbxexSH0\n", + "pcW+d1rRl/mEaJ0WcXVfFs0Je77nZFHgfcoS8kNJkducbJEEjAetqJ8iyfeh0BDrJtI8W+LI8RBl\n", + "GQK+71XhGdTq6B6t+J2tUCgUeQEbq8v2qlQqlSFU0TcnNE1hcF3HtY3tMY4q+laTqBtFdhTZb0Ow\n", + "+LPFfWaAhkAb54XkC5nsMurSiyg0vDIR51EcCnoshwrHXL8UhmOXcaXZpAE7zXpdANewo/cQPEHS\n", + "GIVCwNB0MFjZhvN2FH3TpC/Oc66K8KXXZZDFd9AHelbB68s07mcxCnMSBjwo6yL6mgJoUnnh2vhU\n", + "DWnD8Zt55kQVhG8m4kRfGqxZRq0uE+QZ90fdA0xbiKgSKsLR6N6qkJY26NnsioZht2cyJJ82ihJ9\n", + "k8QSCjFsgxSuXd6EFOqLWu8+LRjmPKvoRU/5TWfjJ4b5xPuiyHcAvBe4YHo0pxV9QZwLpkUrPEnp\n", + "8Z81HHUaFCUc5mVa4RHAeGC+L7iu2yqivaAek0IvI+1gFvjG1rRMW/Z8xuFjT9xtBZiWVqDZv7MV\n", + "CoWiCMDG6rK9KpVKZQhV9M0JTVMYXNdxbWN7jKOKvtUk6kaRHUX22yRwtjU+MEgngV5qdjhel1GX\n", + "wknaGeWmR3EWoYd5wjVCwmjSKFo145MvZGIccDzIa/B7kbCNjeY9shj303oXNhtIGz4hyDrRoVVA\n", + "OpHeIkRfgMeYxv0sRmHz/q0QfRs13gjDa7Z3CtguD/w0om9acbVZYL5DYXoruuo5jejriyLRLJh9\n", + "N4t3ZMi6vr7nZytgezbbYN2aE6HoyQghLw2aJfpyshT6IBAnrmAb9uGYVsBcUiKLtyYFRhCesAhH\n", + "7vI6TBOmPAuTvNxZZzgui+ib5fkBFCWshRJ1yHe2LN6faVF2vYYyS/1wPMB5YKu9lU1yoiSI8X/s\n", + "9kvRuGcek3UcJIpqm2nHMIz5eM7Z73utwvf+1/ei508rnvnN/J2tUCgURQE2VpftValUKkPYFNG3\n", + "qB/+RV0H0DSFocw0qejbXkTdKLKjmT9GOfOb3k0hGP7Z8OgcU8x19es8Rnwa4LN4+1LICvGmgqDK\n", + "9e5glHQZVlpFes6l8ZDE8SCvwe9FgmFsKQaY98jynGgn0TdLf2olfGVvCnOoY3i94LvPm4uggf+V\n", + "HQPGzCxGYfP+t18eH6UxT7j3tGjUeKPOGQUAZRCXF3ru0aOOIqBLAKhiGPAkEdAFRhbwlY1rPKCH\n", + "F70yQcAXRaJZYJ2gnWXxjgxZ1xfg8zNkrfkykTRWuQRW/I1tPoHPh6J+P7jSZNIU3tAO40IoZ4lA\n", + "UDTsZ2kaIq/IF8cZEn0S3r+cLJZUZnmZJDxR4EL/yCL6uiIIhMAMt++6btFkOaTtG1lRtgd3KDmO\n", + "p5mcyPGAbbNK795ID0gPdXJYbzmjn6LfZR0HiaK80NOKvlXDc//yXPQMasW7v4q+CoWijoCN1WV7\n", + "VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m/hiF6BBn+HWBISphJCfsfk2PJhi4swACBEXjtMIIQ1aG\n", + "GBJoNGm14cxFGHSRttBQgaZQhvPzGqZ8oBEXZYf74G8QyPKcoNjTTFEvFPQaD23H7SL62nUc2pZo\n", + "aB+75Xx/O84r+t55+o0ojYs+XdG3t1xQ/KQ3JtIBJuXF7n9xx3JSS1U8boC0bZfiLSMkuIz/vvEA\n", + "x5kE+Mxo1Rp/Zqhju/2HMMnjkeCkpFaJ2wTboC8dnAxlerllfaYU9fshRMjjMx3PTaQTf7sEzyzj\n", + "UtGg+JP3/QOTLiCqUvAmJ/SVF1iWN2Vc9APAHBeziL6sz7TCVlzdl0GOf81qT1miEZRBpAFMA44H\n", + "WcbZMsnxjZPbMNGAE0dI9DFOdsJ4lAX2u0JWhj5zqooJP5sQPYNaMflNRV+FQlFHwMbqsr0qlUpl\n", + "CFX0zQlNUxhc11HRt72IulFkRzN/jGYRH0yPMHrx2v2a6/LmWbuQ10gjAlDEDhHpaHCFEadK4eVI\n", + "elfCwBQC25CU1UCfBNtQZ4Y1zfKcqKIARmQRcXE8PnUAhS7bGz+r6MvzRm0YEDHwHUwDsy1/t2dG\n", + "lMYZ/7Ssb2+5sOuc6Ude4oQiGuERHjLpWI5t5sSZVoNjZ2iabE8z/A2a8I0HPNY+xxVFohmwvZyz\n", + "CEZ4htj5cYHljBDfrYTp2ewC82LmkROREFo2DYr6/RAiEpn1YHqi28dRIEWY5VbBnjhRBCEEUYgl\n", + "8Yx2HVsE48Y5gunIIvoyZHfo5DeC93Rds2gyjSiLZoLeqEW8v+Ia8GZ9ZtOFW8IZx5HlnAYcD/Ku\n", + "a100fRMtMUbgeQcxmPkFMR5lgfl+40pHKMt6x28Wlvx0SfQMasW7v4q+CoWijoCN1WV7VSqVyhCq\n", + "6JsTmqYwuK6jom97EXWjyI6qi74AvTN5nt2vuT9kneA4UAQI9QKlITvpvjC2VjWss0kapkNC59ki\n", + "TFYPmSTYYWxNo2+W50TWNtgMtLvo60urLa6EtiW2jYdWDYgM+A6mAcUQeDFVSfRNyot5bJwHHO/R\n", + "auHPRNp+SA8ohs5l3k34xgMeS1J4c0WRaAbsOuezIa2YErKuL9Dq9YsB34QPgKKELRZmfaYU9fvB\n", + "Hpd8tEVP1zHc12pQSCr6PQRtF2Ik6jBvGNk4hryjMI9m2P9QZhG2zPWSXdcsmvTybXaocE5Oydt2\n", + "0FbMtWxDr8eJiWnFbo4Hza6nJCZ5rQNo5xiHkOe44+LAfOed7IF6w3XwvKojKPq2IuqFir4KhaKO\n", + "gI3VZXtVKpXKEKromxOapjC4rlOE6JuWKvqWR9SNIjua+WM0ydvHB3or0QvX7tdmqMw84H1gJIc3\n", + "VhxMb62kY2m8rmJYZ5NIH9IZYkzMKtSlhe2lkFf0ZR2nEVabhSyiL47FOTi36mj0lltFX9vTMbQt\n", + "9YtFywZCTuI7mBY8r9miL4VHGCJN8TkkL9wfUma+sm8VGHY4dKKO6UVJ4zNowjce8Fhz7ABcUSSa\n", + "AVedZzHIh67rW9SkqKxgOTOEuQ17jLfzl1bsKOr3g/2M8xGeijiOtPdXyUMOXtNIC8rWTmcdyDKO\n", + "A/NoRoAIZRZhy9d+yyDbEu7VbIT2hyRyLCdD22LWfmSOB5wQwHeNVpLCN59HZYJl7UpHGvI6dcSh\n", + "Hx+KnkOtePdX0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbXdfKKvnnoatfKfETdKLKjmT9G8whU9MLF\n", + "uWa/Ng33RYBpTPJAC/USq3pYZ5Np1vW1DYAUjOF9WSTsMLamEJDlOZFFWG0Wsngh10X0jSt3W/RN\n", + "I/bgOBDn0WCPMJRpwes0W/Q169wWD5gmH2jAhhCaJPpy/Mw7MaYopGm3tjDqM/77xgOGJb2v41T0\n", + "v2lkb4Ugynti8lOekKPwkHOVg41Wh/dOGnN9YhLKxK6vEBT1+yGNyMXnn6seWU9Z1+QsElVZmzUL\n", + "2e8x7sWBUUjMCBBpiHPBUNjRSMokBVPfOF8m8oxV5OPrG88sjMl8Nw69XhGirx0xopVEOsBmgPfK\n", + "+xuE0SUwjtQNKvoqFApFOsDG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpRZEczf4wivCh+dGcRHiiO\n", + "wGBu9uuiPTdpoE7y9qV3Me7vAw2sYBU8C5KYZl1fGLBxLEPzZTXQh4BliPuY4laW5wTaHuqNXuNV\n", + "gkv0pSDq876mx6R5ThWRRvRN05Yo6MHbLqtRGMB5YLNFX9Pj1RR9Q0JZmuWWtBZlGpG1GUgTncEO\n", + "Je+rZ994wHL67rJbRV87ikQzwOcg6iKNsGjT5/Fsw5wYFfdMKwuucc0EPTOrJvqa/dFMl4uceOEK\n", + "VWs+s6oAlivSbKe1ygyd5NA/SWThced1kpi23eXpw2nIZwKeeQxR30zkiUoAmoIvRUN8B13H2yxi\n", + "jW/7WZKF7M95rsFnWNIEhqJgviu40hPKrGNyM8Dx2uelj3bA52CzoaKvQqGoI2BjddlelUqlMoQq\n", + "+uaEpikMruuo6NteRN0osqOZP0bz/OBG+E2e/95HA0afJINyFjAMNQRmFyhgwXsuDjRy1SmUIgx6\n", + "SDMMfHGwjUg8rwxjJK4L4j6mAT3rc6LRiqoT6pZwtWWWs08wKKP9lwF6G7r6lFm/YBrDotkOfWJg\n", + "CJiG4UfWR+l8/OPxfXvKhSnGmiJTSF7MiRdJx1etnSAt+ISA3lkUVXx59Y0HbCMu0Rcwo0g0A2be\n", + "mTaXWBjC0HV92c7SLq1QBPg89U2QYhmgXs28hT6LbBT1+8Hsj2a60pJrd4Ysm9AMVMnbMQ3TiOfm\n", + "ZCDXteJIr+3QqCUsT0y8cV2vKLIdpRU9iwSfzWnLlYItaHqJpgm3nKb+TZjjQRGe7gzLnFX8BtNE\n", + "1SkCvjE2LUPWIW4VOPkCdHkiox2Yz95mQkVfhUJRR8DG6rK9KpVKZQhV9M0JTVMYXNdR0be9iLpR\n", + "ZEddRF+AxuPVPxkQLmjMjvO4TQtTYHat9cjwnHECCg0QMC6VFdYZ14Whscjr0+CZZKCmoE1vIRpb\n", + "ygANjbgXPRoheGV9TrBuqwa2KzPULLwWmF8X6KnYqtCtoYgTHdl22AbRZ/A9ROyhlyCMqEnCZxxo\n", + "fH7kwJYoncM+Gd23p1yYoi/DXcKwGpIXjjEwhicdz3D0vokszQTHV98arzY41tBgTeO/LX74xgMa\n", + "vH2iL9tmM8qGE4bg7Quwf2cRp0CGQk8SQlpZ//Tq9q2bbK7XbOYN28C0KOr3Q1GiL59fScJ8s8Aw\n", + "vVwyoS5MIzhxQkwWITatuFiUoBZHc93otJMgikSWcuU7G2i/V/q8/F0sQvQF8kwIMKMrZL0GmGYJ\n", + "iyKQpz+YzFoHzQDz6Esf2oEZZaOZUNFXoVDUEbCxumyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGs\n", + "H6MMq0tjdxbQW/Cpnz/Vt2VAwMsTthLGDBifTC9VCnBTP5vat6UB3AdiBfb5jNjNCOsMAzk9DvC/\n", + "bTDPylAPBOYP5+De+BvG7TJgGlVNcSvrcyJPmPEy4QrBy3L2iXkUkXBulZFG9OX3EMC4h2NhRGXb\n", + "zeIJxTb28L7mir64Fz4YV5gXGFYZytQn9gPm8eyDvtDsVWonadKCMRn5Atk+fIZn33jAuvWJvuYk\n", + "n7LDH5via95wqWBIOwHSCu1FAeWZdF+kHzTzFRq62oWifj8UJfqWGQUjK1i2ZU1IK4NpxHNzAo3r\n", + "WnGkSBnqhZl34kYIKRI2yzPUBz5zwGFrzkZlFdeG4gRfIE245bQe2IQ9HlAczBJdgeMtmVVEbfZE\n", + "EPNdwZUek5hkNXztWedvl7R9o5ng5CHQ9b6MduB6x24GVPRVKBR1BGysLturUqlUhlBF35zQNIXB\n", + "dR0VfduLqBtFdjTrx2hRogMFVwh2vGYeIdkUaE1jEozkvJdpIKDwHJePssM6j91+Se7oMySbxHbX\n", + "8WmYJB4RvCfOMYXYMkDRBga3IkTfVhl+kuBKF8sZdKFVYk5aMG+2R75LWInLrw3z/DxeKGxjrRJ9\n", + "AdMwG5IXeuzRYI6/QRcovvFerURcqG8bzKPZPrKKvo+tbYzLrjJlFImywx9zMpG9hjPzlpYUR33r\n", + "GJpodhhrgJEIfM9LCt92uNU8z5Sifj9wwkEeUR7ENcAqoSjPv2YyTbhv9q0s3sxp2x6OBV3XKoLo\n", + "48y7K2xtM4Gyh+DHPINIG955bZEQ75J8T/U9x9JMfMkqlNrjAZ+zWd7P6W3OtGSZVADiXLBZE0GY\n", + "5yTRl23fd2yecblMmGM102+XLdrBos8WRc8jM5pOM6Cir0KhqCNgY3XZXpVKpTKEKvrmhKYpDK7r\n", + "qOjbXkTdKLKjWT9GiwpDyx/tMJ4XEbKSngag7SFI78Rxn43r2zLgJeoTB2hcKSOsM64H7wqmF8Y3\n", + "GM0YIg/E/rz3TTKu2uuilT373zRYMcwhROmszwmfANlq2KIvDaKkrz5wDj5VhkvQBmzhi5MOEG45\n", + "BCwjtMUQodSHVoi+tmBvtvOQvNhlh79BHziJBfdtJeK8vm24wn/S8G57jvnGA5YrDfWuMqUQnWcC\n", + "UQj4/EA/MOubectChkNPEoT47MT/zUJSXfuE7yqIvgDSAJppS8OqiiRpPCyrQtZFKHh82vchHI/z\n", + "QiZS8F0Ia2u7rlUE+SyoUhuCoIY2xGURSIxFEFOndF7tf49Mei8MDbfM8Tuv6MsxJ8uEAI619CTP\n", + "co2yI+O4YE8Q89H0lnUdGzoptNkwJ4exnZiTeAG0gzTvHkVCRV+FQlFHwMbqsr0qlUplCFX0zQlN\n", + "Uxhc11HRt72IulFkR7N+jBb1Y9sUSigk5fHOMgVT25BhhnKGkZ4hqn1elabXMIwjtsEkD3E9Gpxg\n", + "JLMNGvhO4xmOy3N/htGzRRXCNtSHCFR5YIsj+BvM+pxoleEnCWxrDDHLciZ9xk568LVazIuDL6S2\n", + "3ZayiCQsH4bAzLJOHkXfYX1r+j784/JFX4wpuBe9IM2wkyF9yp58QSO7z3vIJ7w3G2m8au31fEEa\n", + "de3+4BsPOH7wPF+Zsv+VGfYd18cHyBNm1GToWqdsb1hjt1lgm/NNsPGF4c0zkajI3yJIA2imLQ0Z\n", + "DjYp/HazYU4ocqW7auRzIXQyEDByQ+M9xhw7QsmySYL9/CqDfO/zPf9bDbQljKkcX02G9N9Qr/Ok\n", + "55sPrvGA6XPdx0dOOMR7tnmNtJMKOLY1c0wIaadMF+kTtLm/SjB/I/DdyZ7Ei3bAyV15Jx+nhYq+\n", + "CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI66ib4A1vTFtfjJY6Sn2EPa3pT0JoahPMlT\n", + "igJy0WGdnzPSCKOnz+MT203PC5znul4Sk9b1NWfV4/hQ0SEr6JVEYQB/g1mfE1UVfRutecBjl4Y6\n", + "0le+VRHz4mDnjaCxjn0mi+g7fHXD2EyjcBbjONPxyO7dUTq/++PH+/aUB1v05ViEMuDEC3tyhw0c\n", + "A6LsaHT35Z/jV7NDG9oIba8M2cj8kb58+sYD1i3Pw3cXWD55IkfEgZOG6E1Mr6q8E4TSiAgUtps1\n", + "QSTpfqax3sxTyKQHH4r8LYI0gGba0jBPPsoG3xXyTjpoBimep3kuzNjbeI+x21YIk8ZSwtd+iyL7\n", + "NtJTB6C88N4IYRTtK0Sg9U38sIljwLRwjQds+2kmBPC9mOOs+bx2He8jJ6c1c0xAveCecZ7JnFzA\n", + "923QdVxW8b1MsC4wTvAd0p7Ei3Zgv3M1Cyr6KhSKOgI2VpftValUKkOoom9OaJrC4LqOir7tRdSN\n", + "Ijua9WOU3l1FhNTd/Mnm6Fr4+LxuQ0HjBo18Lu9WelLy4xOZizLik/Ag4DVBe+a6D7b3clpPBKSf\n", + "57pgGzpDDaRZQYMV7oP70Th18b33+45Ih1bN9k8C2xdhGt9AX/2n8ZxsFey8EXZbyiKS0KOLzNIO\n", + "mQ4Yg31pLRqcfMBJJKYRObRPMc8h/dC+X6sQKjzak0tIGK6x3Q5n7HtvZN2yfHxty4wiUQbMcccn\n", + "aGchPdBCwtGaawqXjZDyNI31Zp6yjANEkb9FQkPP+sgJUb6oGa0E+0WS2FYFZmkPO3sa70H2+BHC\n", + "0Ek3fNfi86tomkJc3RAqCvL9LilUMo4B08I1HmSpNzsCDvtP2roPfbYXDdwTdKWJgjbSBjCNrt8y\n", + "rUp/HPDsQ5o4TlOYNifIoh3wmdTMaBeAir4KhaKOgI3VZXtVKpXKEKromxOapjC4rqOib3sRdaPI\n", + "jmb9GC3SG/G9j97rFw7yCHfmemxx3lI01uPjW/MRxgWcD2ODbSTJQhhbaLiA4TmtgQXH02CN66T1\n", + "RnAZTQjb2OUTYYoCjYI03tLo1HXhh31HpEOrZvvHASGd2cYIljPz6/NyqqrnMmF7OJqw2xL+x/c0\n", + "xv0FBxteYGQWYyTT0QrRl/WWRfQ1PZZ4jk+oqEq7Dy1fn2Ee20AbvvdGux/FtS2GIS9jAgU9iVHf\n", + "9piWlxSHksZgrq3fjDYQci+zzZv5CW3/LhT5W8SXvlDmyUfZsMPDV5lZoom8d+2D6BzQdc04hj6H\n", + "8raPONbNyzcPWE++CYooX+zH8y4tXOMBJxS51q310X4n9k1KSiLOAZvtKcv72ulBmTNvfHdgu3ZF\n", + "AeCYljQhollw/fZyLVHDdoBnEj7NhIq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6jom97EXWjyI5m\n", + "/Rj1remZBejXMJzDmJzHOG+GlUvylsK9kP60axNmJY34ML5kNQ7hPBpv0hp2XUYTAuH7sA9GSRyL\n", + "v8EywXvgfjQ6tZPo60oTxSrWhc/zmiHIywpLmxdx5W0bF7Osy7vhRMMznXRNVEhCK0Rf2+uS6Uc5\n", + "sP8n5cUUHZKEirI9WUMQNwHAhms9XxDbQBu+90Ya5+9b0Rg3UGY+cILPuM/G9W0pDnyGoD+wvRW1\n", + "FECoKGZOLuHa4WXBntTgAtIM2vnJI5YW+VvE7F92GkNIMaXZAk8oWM5FRScJIZ5jD67q6ffKC2GW\n", + "9oB2kDV/FFyT1qTlGFVU+eE6GBPYbsAk4bkdkNTPKPrGjd0+uMYDl1AYR94f7YlAn8Y20HWOi6hf\n", + "+zrNgi9qAd8bzLLl88mecGUeX5V2id8oSI8p4NuhuAG2A0ZuKuK3aChU9FUoFHUEbKwu26tSqVSG\n", + "UEXfnNA0hcF1HRV924uoG0V2NOvHKA3NRaCo8YHiJQwEMBSEeku5QOOfa2Z8Whbt4UHDJ0XaEMat\n", + "62sa6OAlgL/BMsF7IG0UQRG+MSuKbI9FwCWMmuI68+9CFUVsE/T4c3nl28ZettU0xn2I/ywfXxkl\n", + "gUbOYasbZYlP2TBFQIDpRzmE5gVGTRyHNhJijGXeyhb8fAhtq3EGdW634XsuoC3heER0wP9xwgHK\n", + "JTT8dFqYZW/Wm52/LOQY4YpUYaNZ4eDZvn0TpeLqOM+zuMjfIvb4lJbMX1VRdnhimxTPQL53hZAi\n", + "aJoJPWgH9jteKJnOuLECYF5c1wglRLix2y/1R0wh8SzEJI6qThgoEkntMLQ+XPCNB3zXCBHs+WxF\n", + "Ok2kuQaI3wc4PmScLhqusQxtj33LfOeikOqaxFo10dfVdlyTeNkOmrnEAaGir0KhqCNgY3XZXpVK\n", + "pTKEhYq+LuLlTql0tQ3QBttjHF0iblq62rUyH1E3iuxw9Ycy0DB3V0v0tT3J6GWY1phhGq/Trp/r\n", + "Io1/Li/bLKABJ423Lz0SXN6lpvEojzEuDUwvBRqdENY3K4psj0XAJYaZ5UzByiWCmN57VUScx59t\n", + "iMwi+pphPMEsoDB4X2/fa1ZZFiH6UqxGnwgxxtr3bDbolZ60rrAvdCbHG1eYT99zIY3oC9AoXOTa\n", + "x/RwhpcRgHEVaQkVC5LoMnL7wDrIszRCCJLEc9aLXccgtoNZUNT7AWCPT2nYrGdjHrCfJa2nWhT5\n", + "jpX2njwnDdAOskZgCZnMltZb1CYmagzrm8BG4j0HIlaWyQ51hm+8J/MIjb7xIM3EG76T2yGN004q\n", + "yJOPvHCNZYwQYYvQcWNz1cY13xhtTxxiO+AkxJBoI0WhWb+zFQqFokjAxuqyvSqVSmUI1dM3JzRN\n", + "YXBdR0Xf9iLqRpEdzfgxmiakZwiKGh9gEABpJOAs/LTGDFd4saykQQXGliKB6+G6tmEkjj7vGmwD\n", + "cUyzDECmYacI0Zch3or25ssKV4hmM8+sP9voSJTlnVgE4kRf5AnkZInQsMYmMB7wOmAWmEZOpBWf\n", + "ssH70OuW6Uc5hObFFH3ZFzGZxQcKmmV7efoQ1xZM+Dy/4sYb33MhrejLCRgjPhvRtyU/GDaaQivS\n", + "AZp5y8tQ79hmhPkOuQeFHtdzk+WTBUW9HwBm/7LTmMRWevWlgS/saxm0vVlD7sk+n3Y9V7QD9AWc\n", + "m2bCG8k0+jxt44SxJNrlgDbie7YPBXDipE9AzyOW+saD0AkB5gQAuy3EecS6mPQeVyb4TKVAzYlC\n", + "oP2+ZU5ktfMQ9wxuBZhOe8ItBW22GbYDc5Ik373Khoq+CoWijoCN1WV7VSqVyhCq6JsTmqYwuK6j\n", + "om97EXWjyI5m/BgNDekZiiLGB5fBLs64Ewd6DKQNIegiPcCK9gSg8RrXd93XRYZRtj2OsQ3EMXmM\n", + "cWlgCqAoZ/w9Y+/lvr3p0WqPRxsuMYxtwfRu9pVz1fJjIi6cLPIEss3xexpgPGD7yGqINMeDb3/y\n", + "YJTestd8wz3wAcz7pzGqUjjDeWgnnKjhMyqHiq5lge3UF/KX8K3nG1c2vudCWtEX4KSQpHSGwiz3\n", + "PGJRHGnkDlkPm2vsF5U/G/Sminvm85lkC6qMMpFW5COK+v0A+NIYwmY9G/OiyPeXOJrvV2k8JLNO\n", + "xmM7QD/D+WlDqfM89FcXsnoR09sZ18e7VZp3zXYGy9sV/SBPX0p6LiR5nMe1v7STCnwTKZsBeyyj\n", + "l7lrCRfANxnE7MetRlz52/VmtoNmLXFAqOirUCjqCNhYXbZXpVKpDKGKvjmhaQqD6zoq+rYXUTeK\n", + "7GjGj1EagIsKJ1nE+EADCAxwpqGAhqc0M/ERUhPnhHitxJEz72FsKdoQiOvRiBMaUpTiqmkUskMa\n", + "NsuwbXr+UfgZuSG7wFkH0Rd5BH11YQKhaO3zqwJfWZtiHNsc85wGGA8oIqQVBghTiLvj2tPO9BYJ\n", + "ekIy3K95/zSir3me2U4wJrnGkBAxrkyE9DukG3kA2S7IuH7gey5wzPrHxY3xL6Rciw6BbOY7q1iU\n", + "xDTr+nK8KDKEtQnXeGaDfdYW49K0fxeK+v0A2EJJGlKEtydNVQ1FRiqJo9k+OVklJMRz1ncMtgPe\n", + "C+8stjdgHH2T3ogsbYNtG0zyyB9q4HjgmgjA93I879IibjxgXcS1i6RlX0I95c33+1aA7RX5YTuM\n", + "+62B8RfH4Fg7L9gOthocu1zPUlucNtuBHXmjbKjoq1Ao6gjYWF22V6VSqQyhir45oWkKg+s6Kvq2\n", + "F1E3iuxoxo/REANwGhQxPtC7xTY408AIkTEENCiawlVW0kjsE/bygsJpqNhAw5AZLtYWmWiMSyOS\n", + "Z4FpYGW68oi+VRNJXX0EeQTNuvAJITRimeGhqwKf0GeLDVk9/DAesH1kFYpMj5FmiL64Nu5B8TWr\n", + "6OvydGGfnOAQ/xhqv8jQxWmAe+MTF1aRYyrHGJNxAlDccwHnmEyCGQJy3GfjcpPh13HdOHEjDykq\n", + "hKzrW3Y7YJ+P8yT2iQp5wyIX9fsBMJ87ZhpDyH6YRahqJsxJFmlE0bTk+w090UMnodnnhcJsB2xr\n", + "aeoxbqwB+A6J9uo63ybKFuN03DWHMuImw+TpS3HjAdtFXB2yznwifcg1QNvztNkw3zFCIgr5llgA\n", + "GTWj1RMXkp6lTCfeKcx20IwlDkyo6KtQKOoI2FhdtlelUqkMoYq+OaFpCoPrOir6thdRN4rsGKqi\n", + "L40etsGRwhP2hyDOMJKGNNiDZYV+o8cbmOSVQPJ4egP4RN+yDds0CJpeCnlE36LbZF7YwijrimIe\n", + "vRZ8go4tImYFRCBcp8iwd7gePjZsQSWN2GkC4wGMj0uP/TCXERL3Blsh+lLohAAe583qAtPNPou+\n", + "zTCSLi81X300AyH3jhtT44SYuOcCy4gMAUNAFvWhgdkXuroIJgkUJihEl7EOeMi1fREy4uo4BEX9\n", + "fgDMfmmmMYTsgz5PuioBE22Q1lABMwvttknBxo62YjPrO4bZDvjeksbbN8lznmJfaD+mx2jWsOXt\n", + "DrQLlA/feUyWJfra7yA2+V4e553LayS147zjWl6YfYB5ihubzHduOy/Neu9PQtKzlGWOdwq7HZS9\n", + "xIEJFX0VCkUdARury/aqVCqVIVTRNyc0TWFwXUdF3/Yi6kaRHc34MUrjeVE/rvOOD/RsgfHDZSig\n", + "USREfPWJx2lJ40RZXr5EqKGVpHGHnry2IahZhm0arJAe3Bd/g1nB8K1lhTdNC1v0tfNr5tlX1jgf\n", + "n6wwvRuLDHvHa9qwPWTyiL5FgOV714XGeDXnf3b07Ske9qQD0/ic1jjMdLOdgPQqgrBmj2M0dpYp\n", + "arsQOjEhzpAb5/UX1w5YRmQIIFgizUWRa0QzDXbeimAar0h7zCkKoV5UvnLIK44UNR4ArnE4lMxf\n", + "HcDnusvLsghyMh3KkaCg7hL5TKZ5HzNhtwN65obmMel5hH1giIjMa4F5Jia1O+j9bZcpyy4L4sYD\n", + "tkFf/w4JmR86RmA/juO7dLNBUZ30hS0n4vKV5jlTJpgXO30k+x3eKex2wHewZvwGUNFXoVDUEbCx\n", + "umyvSqVSGUIVfXNC0xQG13VU9G0vom4U2dGMH6NFG5fzjg9Jhp6ktdyIOM+ENISBi4ZNGFrKBNOM\n", + "+4UYK82Z8oApTmE//gbLhm2AyntftMUQAapZCBF9aTT0tRGsD4trZPXcY5nwU4QHIAUgrl1rguIe\n", + "J0xkFXuKel/AvcF7Di+N0vz8P0/s21M8ihR96aVni6Qcx3A9EwgBjntj4kMzEbKeMCfkgGZeyLg+\n", + "ENcOeE2yVWC/LmI5ABdDRAri1X+ZEdVHkV79QEg98znkKofQ568PRY0HgGscDmGSYFg1mO8Frvzk\n", + "pS96QUiIZ+wH08JuB2kjneD9yHfvpHHKJK5DL+esExmGCuyJYCTLOgvixoOkegwZi0LbAttA2skL\n", + "RYLpxHiWBPYX15iQ9V2tSIQ+S/nb6uJ77/ed2UAzl7pQ0VehUNQRsLG6bK9KpVIZQhV9c0LTFAbX\n", + "dVT0bS+ibhTZ0Ywfo/Qso6dTXuQdH0yBxWUkCDWcF+UdQ4NoswzENKyFrClpzpQHGHoV59J7pxnh\n", + "Cm0DFP4Gs6Jqoi/DKrOPwMiI/JlhReld4TNAUjjO6lFPIZIfCpJ5EFfOrEPmL6shsaj3Babne9t3\n", + "Rml+6Oe3CtVFgcIrBTdzTGIY0FAvGvZnW/Q1J5OY16KXe7PXf7aFbheSJuRkFX0pLn1j/vHo/1ah\n", + "bI9KhiP1hYGHQLHp7PVoPL/txOuJ9ZEFIfUcJ6bG1XEIihoPgKyiLz3tQ8T3qoDlnjdqiYs+8Yzv\n", + "E77II3z/yPKO4WoHjHQyzHiuxhHHgug3JtK0C05u0rDOyeBz0GwPceJ7CJLGg7h2z+dnklDrm3hF\n", + "Mg9xYaKbAeY11NsYx4JIv5mfNJOLykLos5Rjz4YT7/SdOQBOlCzqt6kPKvoqFIo6AjZWl+1VqVQq\n", + "Q6iib05omsLguo6Kvu1F1I0iO5rxYxQ/qvEpCnnHB583AZlkOCdozPNdJ5T0AGhW2DcaLEM9lHEs\n", + "CMOnKTDRINsssZrpQJpovMoqDDCUcVII0mbB7iOuiQlJomiI2BIHCpH8vwgPCJ/o6/KSTyt2EkW9\n", + "L7BNPbyqJ0ozPmgnZYACPT27zckUads2hQwYYlmWpCvMM+sEk3GaCYRRxH3j2ifLwTchJ65s4toB\n", + "x61Wi76sq5AJN1nJ5wn6GHG499kyYVfDUE9+a3+jPor2aA+ZfOIa38h7O05H+7KO7UWNB4BrnAph\n", + "0lhdRSQJsHmI64K2eJpUvhy/srxjuNoB7s8JID6BzqRvvOHkFHNSlotMP+7ZSg/PugDljPJCubMM\n", + "875nJo0HvjGZkxqRliQkPbea/a4cB7sPxoHPTbuvsGywvE2rAMEZaXC995hEveK4yTtvLXu+62Z9\n", + "Zw6Fir4KhaKOgI3VZXtVKpXKEA5p0fefV6+KmAcfLlyQ+xo/O3RI/umpJ6M04f+81yu6nIqA6zoq\n", + "+rYXUTeK7BiKoi8EEBgB4kL8uQznJuh5CrrODyVnzIcYlooEjZlJBhOQx8LQaRqBmHY7ZGNZwL1A\n", + "eB0wTVmFAaDodpkHdlpcokiSARxeo7hG1vV4TY98ekDkXYebQrS9bprLozNrnRb1vsC2/djac3LH\n", + "taejdFOULRq26Gv2q7TlECeggfR0wX4C98anmbDz7AIn0thGZhL7QBfi2gHL984lp6L/84wbeWDW\n", + "syt/IcS4a3temWREAAgR0/e/3f+8I9EecI17OzdG9THy0+f7UlcMMJEG140LDx8nkjCdWVHUeEAw\n", + "PXY645gUlaGKoOAG0d2Vp6xEW8d1fZ6uHO9cnpZoH9iXRTz3tQOOlxCs7PvZ9HkoJ425IPqoK9KC\n", + "wg8IkigvkOXI9uN770lC0njAqCq2xyjbHsaqJPAavkkAaa5VJcRNUmLbTiMiFwn0X9w/KTIBJ/He\n", + "ufjWZwqXIih7ApyKvgqFoo6AjdVle1UqlcoQDmnR98aXvig3v31735Zs+OBb/5D7Gj957VX58Jf+\n", + "W5Qm/J/3ekWXUxFwXUdF3/Yi6kaRHWX/GC3DqyzP+GCHCfaRXoc+Y2OSkSeU9GpqtnGY6Q8x8JoG\n", + "K1Mwz2OQzYI8wpgLaJf4lOXNmQZMC+EyttH4yVDbNvL2NTMNFGvzhgDmdWxPCpfRvCqi7wtbL8lt\n", + "Zyc7010UGiU9UN952naSAOESHyjwlyVqu2BOKnDBZfC3yf0uxLUDlu93l7VW9GX6XXkLISfaxE3W\n", + "4TEmse4hxhJTLB6x6VhUH2Y7zAuu4Z0UQcFs72baQaY5K4oaDwimx05nHIt4PrUC9IKNmxCXlnyX\n", + "8glenADg8jCmeJ5FNPW1A9PbNylKi+8dJ8RjHyGkcQzauiIcdqhkTnbLGko4aTzweZuzD4dE4En6\n", + "XeGbPFB1xL1bpCmfOKD8e659kko8DnlXMBk3iZfPwLhJSnmhoq9CoagjYGN12V6VSqUyhENa9C1C\n", + "YIXo++Fv/1bft2yg6Hvj4EEVffvaYxxdIm5autq1Mh9RN4rsaJboa4d3zYM840PasHw+g11oaLE4\n", + "UsRr1TpfoWEOmU564YHY3mxvJlMoyBoK2ESI52Ez4BJrfaIItoE+NMxX6UUcOw0Ub/DJI4ozpC/W\n", + "kTXh6j80zKUNg1nU+wLLfMruq/2hb7N6TSeBZUuY9Y3/wVAjKIQlHA8jrNlWTJrXheGTYQ3teikT\n", + "dp5tuLy/bTIPLsS1A5ZvK0Vfn7gQSng03dEn3sc9v/qXJ+i9D8ZJnycUDPlJdZIW9JxKet7zWWKn\n", + "jWlHG8iKosYDAukBzXQmkeekETKqgBAxMy2TwnXH9QsKS1n6a1w74KS3pL7ICRS24Oh7PpMa1jk7\n", + "7DboE95DETIe2JMdMDkG38HQPmxfwyTfbVyiY5UR927BesnrvUyP3TT1G/LOYzJu8gje8fDMQqSc\n", + "sqCir0KhqCNgY3XZXpVKpTKEKvoWIfr2XicPKPp+uH27ir597TGOLhE3LV3tWpmPqBtFdpT9YzRv\n", + "yFkX8owP9CpxzVw3mWT04b48HjFZjB1FgrP4Q8IcMr8ktuUxyGYBjYEwxOY1BAJVE31NocRnVKbx\n", + "0GdIZlhmnzelDxD/cJ7p2UtjWB5h0FfGrvzhO5gWRb0vmGm6fWOjPJ7815F9e4sDBXXUFcGxgKJX\n", + "mnIINYByogQEN9a3HXa7LISsoc3xyOXxB0IgxH5fmNi4dlAF0ZdCU5boEMg7vbVJ02vXZpIHIwhR\n", + "pegw5j7PfhvMg50mTk5AfWVFUeMB4Uurj+a7Q92Qp426GFoWfJewJwGwzWcRTpPaAe8ZN3HP1x7j\n", + "lghBnu3ICopw2G2wGaIvnw8cN5Mmfbrgmwha5/EgbkJGEWM1PaSje/T2qVCBPeldwWZcfZbxG9WG\n", + "ir4KhaKOgI3VZXtVKpXKEKroWwHR98cPfL8h+k54WUXfvvYYR5eIm5audq3MR9SNIjvK/jEaagRO\n", + "gzzjA407ptjkI42CdvgyeqQhZKbrvBBS3IF3QKu8gXDfOO8EkywLkOJSs70XaOiBEbAI0bcV3o4u\n", + "uERf33plrAefaEWRNe1avK6yoNfeiM9G9G1JD5/oizyAZt64LS2Kel/ghBCIYShnpBufouGqb7M8\n", + "0pYDDadJXmswPrPPvn5x3y1pKBOuPNuwDe82k4zMce2AYwfHu1aIvqETjmxibKaIhIkvLKc4sSqE\n", + "KE+KvnnX7iZCxh+2V1co1CKEhKLGAyLNOwNYRB5aBbwTIO0gxgtX/tLQ5ylrwxfimWnJgqR2wPc4\n", + "tENfXn2CHbe5ztGwzvlgjw+crJRVQA8ZD2wRkfdM836J9JnXIOs8HgBIO2jmCSxCzKbAT+J7CCiw\n", + "h0xuAuPSyglp+JQFFX0VCkUdARury/aqVCqVIVTRN6fAGom1OUVfpCG6zohhTRN9//W99+R//fjH\n", + "fd/8KLPuVPRtL6JuFNkx1ERf/vAPMWhSWLTDlxURApHhxnCtVoJ5QXpc6SRZFiBFX35vFkzRlzP3\n", + "k4zJcSijbWYBxVXT04Bla9dDkjEya558a7zCMxPb03oOEzzfDBHtEn2SvDjjUNT7gtm+wG9/9GiU\n", + "drtM8iJO9OVkEPSxNOD5ZltxkQbobyw9GKUBn2YgxJuGefCNzUnG87h2wLptpeibVjwEURYMj8u+\n", + "UZQ3JtJx24nXo3opagxkf49bHzHOM53PmTRii42ixgMibb2FCp1VBfObd1IBGLomr8ujkP09yzMB\n", + "CGkHzCvanZluk9gPcnIe0+qa9Mc0t3IyXzvAnIyYNNEtCSHtwB6Tskxo5DUwXpttgmOa/TuiLrDX\n", + "WDaJPoB9WeuGvz9Yx5jsGII4T3sfv9tXp/YkXoDvv0VNfrKhoq9CoagjYGN12V6VSqUyhCr6Vkj0\n", + "pdfwrr/60749A/jZoUPRPvyfhJBy+mTsi0HpjrtW3jSp6NteRN0osqPsH6Mhnj9pkXVMjgtV5iKF\n", + "KNsQ4fPCDCWFHRACWCtBAQ6MM6DQmAnCkMuZ8zDONQumYY7p8QlAIaiK6OtKB8vargdMNMB2nwHR\n", + "JSCHAOfgY4Nr8pphn9PAdV3bwArmqc+s44ENU/SF4HH75fFR2ov2BI+r76zlwPPNtuIjjx2WMRR4\n", + "FrjybIJtIi56QpKYFtcOWLf3dTTG7laEXcV9wZAJR6At+FJEKtIb87bDc6J6KSLMN8OWx4XwBugR\n", + "55po1A6ibxF5aCXi6ict04hnFH5YzllC7JoIaQccd+K8fZkuCluu5xdZd8G/KqAnJ8rTLv+0CB0P\n", + "cA+Q7+dZ3m15DbMtceJDqBdr1WDWhdnWzbxlfZ6av6U4ViSVU1ykiDiO2tDwwHe9O3O5i6zvuUlQ\n", + "0VehUNQRsLG6bK9KpVIZQhV9qyT6/tEXov8P/ckX+vYM4J9Xr4r2FSX68p5J14u7Vt40qejbXkTd\n", + "KLKjWaJvkd5yWcdkekilMWbCsIBzKM6mFY5dpFG41V6+BGfbI12u9JI4hscVIbqmhWlsLeL+ISFn\n", + "mwFbEKOo4zJqJeUbAh6uBc+FULAcXOeYQo7prRsC3zquFODMMIh56jPreGDDFH1hhKQgVrQh0K5v\n", + "03MsazngeJyH88324iKN6M//88QoHfDCLRtJodRdbcJmkpgW1w54febdd42ykOW5QYO4KfgScYb4\n", + "NPzm1nVRvRQxBnLCSdK1zH5mpyeviAAUNR4QafoWCA9sHF9XkSerqGKTk+bQ50LAEM98P0vq70kI\n", + "bQesX997oV2fbL+usSpvmhUNmGXMiS8hEwdcCG0H9GjlGJRFuHeNFXnT32rEjdd5JjnY4wyvhfvE\n", + "gWHZMa7Y6YnjKzv6+vn6WyMH8L05acJSVqjoq1Ao6gjYWF22V6VSqQyhir4VEn1N2vjJa69G2yG0\n", + "JiGknHifPKIv06SirxJE3Siyo+wfo1gPFD+m48I92ui8dEN6rn3iDY+XdUymuJkmLHMag18IYQyi\n", + "kJzVc6FoUExNMvJSMIFRJq8XThaYwgm9MULDwblQVdE3zpOI+UZ4Ox9wLXxCwdC7PnGTEzfSioO+\n", + "8nX1wzzG8qzjgQ3buElBLI2AHgIKoCzPIiYzpBGm2I9n/NOyKB1FeHkmgW3IN/mH6Y9boy+pjcS1\n", + "A9Yt856lneUBDdWhIZlhmMbx8DZziQWcwJQ3xPOd6/ZE9fLwvw7vu3J22OOYDxSsXXXN+snzbCxq\n", + "PCAoRoa+NxSRh1aDeQgVul1kVIrQyW18vvM9JO8EgNB2kBTtxB537OeESZabK4SsIhx8JlIwBbMi\n", + "tB2wn5NZJm3wGmbb4PXqirhnV8j7qA+uZ1jIb6O4/hfHhQev9l+fk3hNDC8x8omKvgqFoo6AjdVl\n", + "e1UqlcoQDlnR98bbb0eC5eG/+Yu+LdlA8TQP0oi++D8JSeX087Nn++9ThOibNU0q+rYXUTeK7Cj7\n", + "xyh+ROMTCtMA5/vhn3VMpiE9jSHTnsnOa8SJEz4+12c8NK9XFdDLIc5zDAYehq1LEmDKAssPaeDf\n", + "WUEvVkxMaCUQihnpcImAZvmTSfnm+mShxiuGcPaJNRSF04qfPtHXJVDmaU9FvaPZ5Q7PW6QfnyJh\n", + "C6DmfbOWA4X0EM9Piilzrh6I0mHXTxlImvyD9IBx4Yo5AccnqMS1Axqu7152Kvq/2eNWGkN1kuAL\n", + "FBXiGW2u0cLzt/EkYZ+Im6CQJhywD0WNBwTFiVAvbdaLb9JaHUDxKuvktv8/e//+b0dV5/nj8w8M\n", + "zOPx/fHzme75ZS6PmdG2Z6Zn2hv6sR1bvDTtBbUbFWm002oUjYJR2yh2sDUIQRFbRFFbFEUDhPs1\n", + "BEy4C8gl4R4DEXI7IRAScjunvvu1ar/2XmdlVdWqqlW7qnZez/N4Pc45e9euXZd33d6v9V4L4vFa\n", + "xjyjaYr7K/6dZwDlUSYO8hoiuPeAIfHrM5VEObAdbVUlNA54nFNV9iGvM7yHQIzgf9xf9xXen7hj\n", + "FVN5RmoeeY3/8p6PQhqI+QTTN++cxPvgJhrByfQVQvQR5Fh9uVdJkqQQHbam7/YbbxwZn3WIMY9J\n", + "m757Lvjp6HuKKofz5iXTV7KFfSOq0zXTl8lxKKvCo+o5mfP1JQSyZLdkpyFdVBHrCvOwKxYmbTiE\n", + "wHH8fK35fZoG0xeUjc8mcM2SvMoKCGYk3s9KhrsmchFFZg26aUa3d5imTMV+1jhpOJaw/LZZBXMB\n", + "r1Wp6op1j+aavjBHP7zj82YdioysMjRh+pYxFfkdFz7whFkO/DRN3vfYFfy+5aWKkst5ccBtDCMV\n", + "vyd93sozimzRYIKyjm9CoyrE6M8SzjEf3rXI7Ju6FU48RxR1A8/185nVfK8Osc4HNjQgi7Y11inG\n", + "OrRN6DGZJ26HMuY3z2M491Y1k0iZOMg7f9K4wzEM2CgD3Ve70+J1SNSH50yoyvi6JDQOeH8P4Xiv\n", + "Ahvj8BmhbLV7V+F2ceMdqtK4A9jj+XJe9vkz67jn+2UbO8H0zdsfHJ4gds8uQKavEKKPIMfqy71K\n", + "kiSFSKbvQFVBlWzdeYAd73vPaD5Z86MxHMP0fWHJPybbj3p10Pzy5iXTV7KFfSOq0+TDKEwNPESX\n", + "qSRjIgBCtYmPKudkJv1hmPkSAnli9QZbpocaoxBaozN5iURSUSK/LeyEV0gyhUnwSa8PK5KRiKWB\n", + "UzUpDBCf+GkT1wQsMvCYZMuqeAztZpVwG+SZNeySuEwVhG853KQoVSeeYt2j8RyBZcEyYfv/3RNn\n", + "mHUo27V1HunWHsccG1zA+KYhW9aULIoZW/wOnF/ZpWEZM78sHC8P3+WDFVYwenzLC4WMD5oXB9y3\n", + "bZm+bOjg6z6Wsg3fkAQ6txuumb75hQixcOLmL5v9U6dhA3tNyNrHxK5QdpfFNdeqEut8YMOGODhv\n", + "5V0fY61DF+CxkhezWeJ2KFvhyPsQ3jNBVSkTB26Fpi3XyOff7nTTtO+7gN3dcp1tWiYOxjHvf/YI\n", + "gfcyuGbV7aK8K9jr5Ma9fT8Rin2cu/PjNvMZs3Uao8D0tRvx+qjSuDEEmb5CiD6CHKsv9ypJkhSi\n", + "3pi+Oz9yYrL95z8b/lcdVLaaeeWYvuj+GNPgdx626Rsyrm0WnIctl5imL+YVOr+8eT3/6ZNqLZNM\n", + "3+kS9o2oTpdMXybeqKxET5Vzu22s+BICeWIVIhVSWYVEof05VGV1vbvHkC6eKSaBJm36IibwvUiw\n", + "fnJF2lVrnWVgV8h1DI+6uMtgG3iIoUWXrpvXlR2TbFnGFSsWQo67IkOOcDokxULxmb6usRojnmLc\n", + "6wF32RBjJ9z9E7MOMbv8w/zwQ+z9XbVqJmu7+mSbE6wKR8w0RdF1wNfNoysaonndPubFAbfPx4bd\n", + "O+fNJzZ5CW5bbFwUuu9tA7WKMQch5k5Yf7bZP6jMrwrPOYinPPLiNFZVXKzzgQuvPdhm7rJTIXHa\n", + "F0KOyyzx3qeKecb7EKhOt7hl4oDHaJaZxOWh6eQ7lrnv68avSLGfByZl+uLce9G9z9TqXt4+btjD\n", + "T5X7mi7Bc5+vS2XeT6ACPhQ2WPI1oKUxC7nPTHmfgyF94uC4zLrOwvTFb15nffuYjRvrXAt9yPQV\n", + "QvQR5Fh9uVdJkqQQ9cL0HZmry88cvlIdVqfmmb78viIjtw3TF1W6RRRtb1QWhxq2efPiMu1a9o3h\n", + "K9n45iPTd7qEfSOq0+TDKMcCdbt3zYLdVTJhmNUau8q5nYmYEEPTFRId+CxVVAmL5IPdnXNfWvnT\n", + "GA+pZOa6TdrIZoxgn8Qwfd0q2zbA9+OHsMIFSUOaobbRUGQs0KANGauYx2iRWQNoTocahL5tyxhz\n", + "qzrzEnFF1L3XI0zoc+w6HOfHX3+FWYfQhitF+Ex22/Stan7nmWmubNPXZ8zHJqubbxIy1npIxVRe\n", + "HHD7sGv0OiZCWfIS1RQT3WW7MeX5sIoxB5mGDb/7fu0YCI0jGjm+bcHrft3rZazzgQtjCKZC1j0A\n", + "jmFMM+lK8ibIq34tUh2zi9cIaFJmH+B3+vYtz8s8V/u2CeN3GvZ9F6ARD9Ux0ps6H2Rh3+Nw+fuO\n", + "fY/ixj1Udj2LGpTg+oD33WOJ98a+5cC8uBy+5zyavnn3WGXuh8sg01cI0UeQY/XlXiVJkkIU1fT9\n", + "zdqHvLrqmtu9r4fqwaWnG3Pxvs9+0ft+GT3y6c+Zed1yzk/Mb8id5u7zLzKv47f7ni1OFzJtnjgP\n", + "W+40zwy2L17//Xved8h7roq2N+az7gunmnkVzS9vXvhsnWWS6Ttdwr4R1WnyYbSMoeBWLfFvn6lY\n", + "JYnjGz8qVEgCcnmKuodGsgGtzTEtqlTqVAxMGnsfFBnbnG7S2Mmnz1yaJpaRnK7KJCodi8D344ew\n", + "qgKGDAwG/G0nmW3TLgt3nlmgghXThRyjNO9CE2I+0zcraYfXoCrETOpyObhcJ/zqDrMO+ImBr+rV\n", + "jum8hGQeRZVqtuwuDstUhVel6DqAZYF8y0qFmEh5ccDt85FfpI0LJmn6FiW4oaKGHFnQUGZDhbLC\n", + "ueRDqy+uHQO+Y91HnnlQNfZdmjR5eG52G61QNCuwX/pOmfsBW/b9UhVss881fcpQNg7s6667Ttyv\n", + "efs/VvyKMdymk4yDurDxGFWnWr0r8DqTdd4rG/tFz2O8x8U9iv0MmHeM2ia7b8gDmr649mAaX0xh\n", + "iBNcx/BTNDZ9GWT6CiH6CHKsvtyrJElSiKKavv+//+d9jegX/+01xly88r+/0vt+GWEemNei//gm\n", + "8xtypzn6P7x9NI37ni1OB+Fv3zQh4jyge1+fjrX78n//Tu80MbYB5vPl//QXZl515sdtWXUeMn2n\n", + "S9g3ojpdMX3ZOp4VQHlJhLJJHDt5aScByojLE5K4h5Do9xnWXYeVY76W8hQSNZimjWSWbRqcepW/\n", + "GqAMZWK0KZhkInZiC78hu8u6kKR6aLfVoWYNsBNiIWOeodLYnTYraVe0PnnETOpyObhcOO4/vGuR\n", + "WQ9U6dbFZ7La24TmZpXGIu6y54nTcizWMt12lyWvYQXO71iOvMY0oSZSURxwHhC2+aQIaXDEhHXZ\n", + "Klf72lali2dsW1az45xRFY6FWJQozzPAuR51r5tNmjy2Ienb3mXNj64Tcj/gqmoDBht28Vyn6rts\n", + "HNg9bLjrRKOI8jVaYAMtxIiIA88XdRpRNHk+yIJjA0NYh77D6zTOb27cQ2Wq3HkOzeqGmeK51N73\n", + "+B/yTc97J8o9P9P05fkpa7/wnjhmQ1CZvkKIPoIcqy/3KkmSFKKopu8tax706sqrb/O+HipWuT7x\n", + "rnd73y8jVqfe+5kvmN+QO82D/5RWFqMa1n3P1j3n/Gg0j7vOv8g7TYjweS7XymNSM9qdH78H09mv\n", + "+1S0vTEfu9LXNw2VN6+n3/5XtZZJpu90CftGVKfJh9EyhhIT4xwziklwX7KnbBKnKGERS1yHOonK\n", + "tmGLfl/3mxTNyEkaJ8RevmkwfWm62d39srtbmuuUncRigjnLIKHRhu7q8sA0+AmtauCYZyHbi/O2\n", + "4TFirwvXE8dnFWImdbmtuWxI7p/41NfMehRtyxB88eYz+avgLnueOC3ih4ZdiJFfhbzrABv7IGns\n", + "W06I3esXnW+K4oDrHDKvWIQmuOt0b163i2d8FvsHP1UIHRcc2LFuLwPOB3i96jnApmmTh0bUKZ5r\n", + "JF6H+tjgy4fbGC9EVRswxKZsHHBdfdWMdoM+yB3btG51s2iOps8HPnieg+rcn3YFu3GRHfdU6DUa\n", + "hDxjQDzmcM8IihqI4T2I52e3YQZN36Lnl6LhKKog01cI0UeQY/XlXiVJkkLU+TF9Z59/fmR4bvvQ\n", + "B4evVofj0G765rLRfF047m/ReLej8YEHqjumL5eLpq87P34Ppisib3tzHGL8xvjAM289eviOn7x5\n", + "1V0mmb7TJewbUZ0umL58mLe7JmVlhS9hUvbcjnlgXnnGQl0xaQ31OeFrJ3eQyPStK8wFvN9GBYNt\n", + "4J92TZpcRoVOVVh5GXsMr1BwbOD77cpPbn/bBITsRDOrILA9fISY2T7DuQgub8h4wZgOPzZcFzue\n", + "6jYiqHOv5+IuHxKPHPMUXWHXpUnT156PvX19suOnicoWm7wq0JBKwrxrgU1RHGAeVNVYK0tIgpvX\n", + "jrLj+RKOvVq1i2dcdz+yb2HmPiqizDiI6K4Ty2o3+oDKmAZFxDwf+ICRz0o++1ibRuMvtNGCrToN\n", + "GGJSNg7sewt3ndxrsXuO5fuTOq+IcJo+H/jgMweUdY/WN3jOc8/dEK9hOL8XQVM2pJESzyW4juY1\n", + "yrB7H+JxbD9PQjR9i87TTfR+ItNXCNFHkGP15V4lSZJC1HnTlyYlFNP0ffy4cZfJLm2Yvs9/+qTk\n", + "pne9LfmHz5x4yPy4DXa899hk+1GvGb6azfaf/yxzeTgv/Oby+whZN76/433vGb6SjS8GZPpOl7Bv\n", + "RHWafBj1de/qg0kA25TNSwKXPbfTWHCrM2KKxkQbRmhsioyYUBOmCZjQgcHx7VXpctRJtPpM10lS\n", + "xvS1KxeKqqlC1svX1XAIMInxudPnTs8Uu5e2u4zNSqrXTZjHTOrSDGViE8lEdn8bI0Z8FdhYb3yn\n", + "vb+rYM/H3r4+2aZvSAOBOmDe+PER0vUxl7Vo7O6iOMA8qJDkdIzGOyEJ7hiGZ15CvkjYvidu/rLZ\n", + "RzhvlKXMuODc/u4yxLymxDwfZEFTB/HLdZhW449dLYfcP9F8qdqAISZV4gDLDrnrZRtFkNsgrs2G\n", + "cCKfSZwPXHivA01L1X/R/UVoYw/2ZBNyn8JqX1wf8q6lnI5dyvOewT5n0fSFirpi5z0u7l9997e2\n", + "UBlchExfIUQfQY7Vl3uVJEkKUedNX5qPMDxjmL4wKDG/rpi+BzdtMp9/aeWlyauuviB59ddPPmR+\n", + "NGppWBex7ei/zDRiOS/85vL7MFXAb3mzeT9rO+A9qghfDMj0nS5h34jqNPkwmqb687uMRELEV/3D\n", + "5CG79rIpe27Pqi6KKSY8kOzpO0XVaXldb08CfDcU0/StM55lHVxz1q60ZiKLhg4SWdwHRSYJqxXy\n", + "KnKrmn38XMiPbZRmxRXXpWrFdsykri+x+YGL7hitT12wPTAf21zD9/E78bvqWNkhBiPFMfjQaKCq\n", + "+R8C5+07vuxY9y0jxWmKkudFccDj6AMX3Gd+F0FDuk43tSGmdpnxELMos+9dGdO3Rhfmvpj2ATMA\n", + "y+jrnhPnBLxXZOyHEPN8kAVikfHEc4VrPEwLHOs2pKeULpmfVeKAZpHveMXrlPtejGNYNMMkzgcu\n", + "OD8gFqYpHngesBsf2gp5Lgi95lNoXEGDls9xPrPYPf5YFWzfa9qmL4/zrOc1NmQK+Qnp9UamrxCi\n", + "jyDH6su9SpIkhajzpi8qYGH4wvCMYfrSpLRNX3QhbTNJ09c2Yf/NhWfUNn1pImdNt+eCn5r3/vV3\n", + "tyXnnPLxzOnwXWabv/ud5rcPfk/WPGx8MSDTd7qEfSOq07bpSyPINrQovA65lDm3V+mesKxYqYV1\n", + "mAbsxIxb0QIVJUyahssWw/QFIXHaFDRQ2XUwK0SwjWmG0tCxY5gGYd66F60XzZqy3fqiC1gYPCHC\n", + "eJ8ECTkss5s0LDKwi4iZ1PWZvjCpPrxrkdlWdce9ZQU0tg2gEYZGIyH7NI+s7euTvc1DGghUhZXN\n", + "vmoYO9Z9ywix8U/IubUoDrhvQ0xf7hcIlUlVCL32oNcCTFfnfFqni2fEArswL9sABOBz+CnqGjpv\n", + "f4dWiYUQ83yQB40FdiNa9zzWVexzlLvfXNG8b6tBmE2VOOA5wlfVzPseX/zyvbbuiUQ2kzofTDs8\n", + "32U1/ghp8MHrlO8YyhLPq5RvGvf447UX4jOMbfrSJM5q0BV6j8uK4KJ7aJm+Qog+ghyrL/cqSZIU\n", + "os6bvhhzFlWneVWpZaBJufk1rxz97Rq2/C4YznlMyvRFFTBew3bA7zw4bdZ0XOYl96/1fhfBdsf6\n", + "b/+nr3rndWD9evP66r98feZ32fhiQKbvdAn7RlSnqYdRPBDjYbioeoxdffm6EobZYj/IkzLn9ipJ\n", + "hrJiorNORVjXYBfPvsoxJuizukZrGiZ4frDmcfMbqgNNizZwq21tY8Q2EdzuW/Mq4UlRBR7HWq1r\n", + "ZIaSlVCvWyUVM6nrM31RwcJKyLIGuQvmgR9in59imb5ZSVlbTNCyujpv3N2q0EzOmm/I8papHCyK\n", + "gzKmL6uaqKIqYx9Zle227G5j6+KeI0KF88yHbk0rm8qObY5GHfhcyLjgefs71jYAMc8HRfBahPuX\n", + "LhmeseF6Yt99bRAvWeJ+bOvewKZKHDBGcUy4Mcr96zuei7qLFe0xyfPBNJPXaAcKuSctqhb2yb5G\n", + "Zn0337ev0+4zjG36uvc/VUFjNlz/zp87f/iKH5m+Qog+ghyrL/cqSZIUok6bvqxaRXVqbNPXlmt6\n", + "8ruyKlwJTNgNr/ozMy0+UwXX9P3ov3zD/H/7tZcPpxgvT8g2oDGcNR3n8cm7b8w1ffG6mfayld5p\n", + "uNwrj3mT+V2ELwZk+k6XsG9Eddo0fVlBklUJxSSb2+VjmXN7XhIvhuyExDQl/GhY+CrHuL5tQfOG\n", + "lb51l4Wt9e2q1Enhmr62CWjHv8+MLFp3JKIwb1+VJQ05mH022O84VmJU3LmwgYfbdSYNhapVUjGT\n", + "ur7tjO1RpxLSBvPAD7HPT+wetmrXqEVJWVuuwRzaRW8ZihKiTMrmjRVaxkgrioMypi+7ZaaZU8XI\n", + "Y4W+r+EMxV4iuB/qEPJ9PmEZqo5bje6g8bkQszjrWly3sYNLzPNBEbxOoiFUViO1aYCxFaKq3dPH\n", + "pkoc5DUSxPkZr7sNFHkPiEYXontM8nwwzbB6Nq/nCp4DshpJlRnP1xYa3uF7fde2rN5AeCyzhwLb\n", + "9I11zSlq2EZk+goh+ghyrL7cqyRJUog6bfruXXXjyHAMMTxDwDxcuYbmrmWp8Vpk+uJ9mp5YvirQ\n", + "PD33F+cb0/fSK//B/H//v3x7OMXYqLW3Rxao0MU0kA9jCh/16uSo638xMn1fWPKlZPf3/mUkVvHC\n", + "bJ/ZuNH8/fyiT5kqYsLl/s4H3ml+w6DPwxcDMn2nS9g3ojpNPYwyGZzXApqtvvFAz4dxW0gO430k\n", + "i23KnNuZ6C+bZAgVW4xP2zh+dhfPduVYFxKc3KexTN8mDK9QXGPWNkZsM9RnmLDiOsugpaHMrqNt\n", + "ssZxxfygqsZjHpw3l5+y17MKMZO6PCfZyUWcOz60+mLv9iqDryrSNj6zznehZB2zPrlJT45hV9fU\n", + "tkF30ZhnVnV0yFjrRTFuUxQHPG8Umb52d7Z1zu+TGs+XMMldtotnxALHrXYbgRRRJm6yrsXcxrHO\n", + "OTHPByFwvagqVeFdB8cEYjREiMMuUCUO7GPfjtE8uedS0S0mfT6YZniOw3OA71jgvZzvHGDfn/g+\n", + "W1VsLOe7RnN5cA22TV/cc+B13IPUJW8ICyLTVwjRR5Bj9eVeJUmSQtRp09c2emOYvvZ4t7ZcExVm\n", + "Ll6fpOkLAxam78Fr/6P5/8Fv/vNwiiS548QPJOvecNRo2izTF2MT432MfZw1HZYZgun7R//yFTOd\n", + "K1YLf+x73zD7buYtbx69R7gsp3z8A+Z31jIRXwzI9J0uYd+I6jT1MErDKS8ZzKR/VlI862G+zLkd\n", + "n4eykhR1RVOiK4nOmNCQcg0wvNZmghOJZSzDqVetr20YgjZNX/e7uW6u6cuKMrtryaJ1z6u2zzo+\n", + "MT8Ix2ZM84LJdFTDcfmpMsaej5hJXXv7c/lMQ4dLfmO2V1lTzMa3P2xjsK7pC1iRZy+/T2y8waRn\n", + "mYrNELiuWd3+hlQNMTEb2sCkKA5ozp04rN7Nijca/zBkqyaHQ9YPijGerw27eM4zml2NtvPwpwxl\n", + "zp1Zlf40vmMNjxDzfBAC9h2WnxLdoGoccD+G3jOy0ULdrmJFM0z6fDDNZDXcofLuYdgoCfetvs9W\n", + "VV7DKbthsW36QngdqnufywaUaOSWhUxfIUQfQY7Vl3uVJEkKUeumL81DVJGaMWQtYxHm5I73Hmv+\n", + "jmH68rtcuYYlvhev43ceeD+m6Yvt5DN9H/qL15mKWk7rLi9hJfD25WdmTodlhmD6wmSGntw1Nklg\n", + "8LJamMsE3Cpj/v8Pnzkx87tsfDEg03e6hH0jqtOW6UsTy2cCUTQYkSy2CU3ihFZtwCjBeHRljWEu\n", + "H5IY0wj3kV05xu5Iq1S+xYLGXCzTtyhWm8Q1TZikYvIMAr5YLjIJs7pwBqxOsKswXfOiSpe2WeQl\n", + "/Ph9VQk9H4TA2HJNU5h3H9m30GyzqmMgMzloG6tcd3xH0f4MgfswpFKN3w1YhZyXuCwDK9izjqmQ\n", + "BHDZro+L4oD7lsZo1jnDrdBlt71lGvb4Gmm4ovEOxYKmPxLhvu/MEj7z4R2fN/ssxMAlmB4/IWNB\n", + "c13d745xDreJeT4IhWZIm42hxHyqxkGRseUKhhKmj9VoQcSljfPBtMLri90Q1FbeNdu+t/V9tqry\n", + "rh9246sfr52/zDGvO7jHxnUwa4gYmb5CiD6CHKsv9ypJkhSi1k1fmL0wDdGlMs1GGog0KEGTpu/2\n", + "tWuGU6TgO/E6vzsLvB/L9H3H8iXJzg3XHWL6sjoZ5urvb77J/J1lsLJb6u03ZncDzW36xyu/n/zR\n", + "peca0/fipx4dvpuMjHcI763ekL7HKmKuJ/dH3rjANr4YkOk7XcK+EdVp6mG0qAKIBoc7PporTAPZ\n", + "hCZxQhLvrHKCyibKmeyb5goPGiTYTljnGMZUXZBcxTIsXvlQlMRNl0xfO+GM3xDh/2ycENItKuaN\n", + "H9eUYde7toFJI45yG1vUIctMhfh9VYmZ1M1aTsTZiZu/bLZZVnfFRbhxhpjFd2He/A78XzcJyfkg\n", + "AWuvgyskQjEdK13SSAkz8PLA5zmvLIM8Lx6ovAoeH0VxwO/MM33zGleUOc8XJcehsqZ2CDyGQ0x/\n", + "W4iFsvHt6648C16LfcuF16FYPQvEPB+EAnMB61i1twIRn6pxEHLs2op13hbN0Mb5YFopum7nNWSq\n", + "Op5vkdz7GBfeUy+77pF5n4vZWIPDHGQNZyTTVwjRR5Bj9eVeJUmSQtS66Uvz0B6LFmPJAhqUgOZo\n", + "kbmYB+fh6vZrLx9OkYLvNO8d9ZrhK34wXV3Tl+uPyluf6UtT/GVnfdEsJ/7O2gY73veedNlzTF+8\n", + "ju+Eobvk/rWj3wTbHtNAeG/lYw8O3xnM/73HjvaHTF/JFfaNqE4bpi9bX0NF1bVIEmM6O5kamsQJ\n", + "Sd6xC2kqNCGB5WayAeszrbjbsKwR0wQ0yz654oHR8tRJ3ISMP90UrBCg0cYE1Vk3pYau3bWtbQhj\n", + "X9AYzjONfMehbcrZMKGHbRo7ttlVuNvIA9WUeB2J86rETOpmJTXx/wm/+77ZZlUbB7imLxsvcEzz\n", + "WOaBO98sud9X1FAnlJCuot1Y9qns9iiKgxDTl9VIdgMgxigqgEOZ9Hi+Nly/vO92hW1dNr7LdAnO\n", + "hL97/LPRVZ3j3yXm+UD0l6pxEHr+pDAtFHM4BBEPnQ/iwXtvnK99xwLEnjHs6yuODR4nvs9U1Who\n", + "Aus+2YUNjj7+q/kNjtiYK8b11+5Vx9doTqavEKKPIMfqy71KkiSFqDOmry2MKQtgYqLyFNCwLTIX\n", + "8+A8XGWavgPlAaMa3S5juhim7/OPrzjE9N3+j59PnnzlnxkDdtXmjbnfxfdmNqbT0Ty34TRZpu+B\n", + "9evNNKvf/fZDTF9TSTw0wrncR57/tczvsvHFgEzf6RL2jahOUw+jNLN8lV5Mvock1XyJ/9AkTtYY\n", + "grbY2pvfA5O5yIiGaBbnGW7TACvH2MWzb39MGiaeYPoycZNVeWALyR8fMLkQqzC9Jg2+Fz+EMfv1\n", + "6x83v+34crvHY1VF3nij7Gb3+rnrh69kr689fx4XsarYs0y+EOO6iJhJ3aykJo73D62+2LvdQnG7\n", + "1Ob2ZoOKWMdWaKMa9/tYrVLV1Canzp1q5gNTMIuQ5eM0oRTFQYjpm2XW+hofZcHtj4YT9jxcxR7P\n", + "l7Chjm1cFwmxcMLdPzH7DXEQQmi88JjyVfk2Ue0c83wg+kvVOGC8utcAn0JMJ9EuOh/Ew9cThive\n", + "O9oNMUOGc6ii0OsHr/nssQiKce9pw0Zzvvsemb5CiD6CHKsv9ypJkhSi1k1f22CFYPLCTAX4nwZn\n", + "DNOXVayoWOX3Qa7pu+3ED43eywPvn/LxD5jf9hi8ZaB5CtP3xQe+fojp+9S735H89D1vMwbsmevv\n", + "Nu/t/MiJyZ6fXWDeJ/b2wfbG39x2NnydZu/Lr/qJ+W6b7Ue9emT6nn3/7cNXx1XHMIbZlTSmyfou\n", + "G18MyPSdLmHfiOo09TCKh1/8+GBiPa/Ki/K1xg5J4oS2LLeT+V8YJitgvPmmtcWEfZaROE3YCZNY\n", + "xlQd7H3L+AhRVqVel0xfLqsvIcWKBbu7ck6fBcxezN82clhx6po7+C5+N6sb8wzlMnA57WMI6ovp\n", + "a7bHJb8x263quLdMCrKS1t7e+I6ibgrLwMrqvF4O3Cr5GBXv7PLXN440CUkcMy5wTg6lKA6KTN+8\n", + "5fIlsrPwHaeu2GADig1j+MRBPIVW++I8evz1V5h9F3oedOM5C56j8dv3vXgvRrUViXk+EP2lahyU\n", + "qUqMcf0SzaLzQVyKjg02iMU9CHEbLMZS6PXD1xCK97hlevDIg/dPaPTmItNXCNFHkGP15V4lSZJC\n", + "FNX09Qk3+Xna9qEPJtvenHaRvO3d70y2Lz/T/M1qVfyP6dhlMX678wgV533Pe9PqXOqmSy6aN93j\n", + "x71v9J79uiu8T9P3t6ed6p2mSFymV119wTzT99IvnTzaBhjPF+bqKXcOt8FQeN+dz+h/TDPcdqPX\n", + "httw/a9+MTJ08b2QPR2E1/idfG3moYfS+X7/XLPf0LU1TV/3u1z5YgNyYTzmyWfilpUvrqV6wr4R\n", + "1fEdD3XJ6j4WlB1zEKYFpsdDO8GxXURIy3K3SgMVWjQE8sbDPNyqO+wunvEbahsuBxI3SPwUKc9Q\n", + "y4vXJvF9L9eL29qutPWZUkUmvM/QZsWpW5HgVsazm766DRtY+eg75rFv8F6diuKQ80EoWaYvhNc/\n", + "sm+h2Xa+LvyKYAUsjFGA+UGsduX/MQg5z3LbM2FKw9aXtAyFleV51aIhpmiVuCiKA26TjwzP8W5c\n", + "MzHtq5BlRRGOkSLcLvF9aqLC1YbLgPNeiPGL7X38lWkDkdBGDZgWP3nHgl317KvqRgzgfeybWMQ8\n", + "H4j+UicOeF0tOnZiXL9Es+h8EBc2jmVjNVc+M5X3llmfqSoep0XXD947u71v4DUoBrgOZvVw1cRz\n", + "thBCNA1yrL7cqyRJUohar/RFd8HozhmVoqgktStW8ZsVpPbrVcG8MA+Owzvzhpeb33ddPL/SdfNr\n", + "X21eh/LA+zB90f3y+q+kXVK7oLoY65UFl+mTd9+YvHT73xnT97l3vSy572/enexdlZq0GDcX5ioq\n", + "c7GtZt7yZvM63ieomEYFM8D2xvtu9S23ISqbMT90F/3B265K/njl94dTjDnyV2ePTF8bfDeqsTEf\n", + "rDum2fiq/20qf/PwxYBM3+kS9o2oThMPo3mVkyEVaLZ8lRQhSRxWdSEp55sv5Eu8czy3rCQ1xAo5\n", + "24ieZmiWsLoZahua83ndw9oqSg7RwJgkvuOE29c15Ajf53rRNMkyZmks25WXMHXwGs1H4s6bxrNd\n", + "sVGFPCM1az3LEDOpm7esMMFP3Pxls+2Kqht94HP4AT4jHP9DsSgyLnwNC+xlrEJet/6E5mreubko\n", + "rn0UxQH3Lc8dbsxlde1M4T0I+y6PovlAvIbUifsibOPX7tbSJ14LQ/c/Gwh8bu5zw1f8cBl8RjqE\n", + "+Mf7SMrHIub5QPSXOnHAXhjyGv9BZXoAEO2g80Fc+Aznjs9uC9ccTINrZZnK+bKyv6eIz61Mr8v2\n", + "cvvGH65DVqM3mb5CiD6CHKsv9ypJkhSi9k1fx5zkmLI0Q2lsNmH6wlzFb7drZrxGZTH7/PPm/asX\n", + "vyF54B3/J9lw/HHDd+aDcYlhyGbBZYKh+9LaY+eZvnYXyuiC2e6GGa/b2w3/03jF9oY5y7GRCbu3\n", + "Xv3YQyPTl+P6uuA1aMHaq4avpGCemAf0lq+eZKa56v3vHnXJnYUvBmT6Tpewb0R1Jmn62g//RUlo\n", + "ytcNZkgSJyRpl5V452dPyahEY6IhZqK669Aogcp0udoU3EehlQNF5iLNqioVnFVxjxPbcMxaXne9\n", + "Q0xTe91oAuPHhscmYpvbzD72QpJqWWDZMA+f8RPD/IqZ1GVFCMewtoUE/wnrzzbbrsq4t/Z2Z0MK\n", + "msvc1jF7D6C5iuV21wXyNahhNXIVUzuve0ObkGO3TDKXFMVBnunL/ZFXGR1iRGN5MY19HPnU1Hi+\n", + "LqzKwvflNZBhLPzDns+Yfeg2CHHhvkavAVlwW0BZ13u+H5OY5wPRX+rEAa9ZeQ1TIDasafo4FtXR\n", + "+SAuIceG3YODe68TS2V7XLrqd2kFMpaN86jSuCwPNoayG1kCmb5CiD6CHKsv9ypJkhSiVk1fGqcw\n", + "I23wGsf6tU1e/G8bnWWhwXrah9Pum/NM39V/+XrzGya0j1HV7LdfmTz9zj/NNH0xDaqZs7BN3723\n", + "vGWe6QvDGGPr0vC1TV9sH5rJXBYa5Nje9vuE3wWzN9T0RTfPNhzXFzry/K+ZaZYtWWT+P7gpu1st\n", + "XwzI9J0uYd+I6jTxMMpxRN2xIW1Ty354L5JrAIQkcTA9lJfozkq843toDLimMcer6oLxOUlYsQXZ\n", + "JlFblDV9fVXdNjBeEbNVzK6q5Jm+Wclk7gdWynO98qpx7XVzv5NkHZusZKpjyrrLbCtrPcsQO6mL\n", + "5YHcZUWS80O3Xmi2X57Z5cPtOtlNnPoM2LrYBqTvPOj7Tlaq4BxeltPnTjefdbsNd8F3Qu7yUEzm\n", + "IjbKUBQHjHGf6VtUkQr5xip0QfIY09iJZVd2Y4qmQWOOEOOXXXIu2PYVsw+LzoOoZMJ0eY0fGONl\n", + "Gh3EIPb5QPSTOnEQalRhGsg3bIToBjofxIXHRt41jo0R0fAspGePKip7/di0eZuZPl2utBESl7PO\n", + "/a0LG87Z90EyfYUQfQQ5Vl/uVZIkKUStmr5Z1bt4rQnTF90S3/XW/zsah/eFhf/N/PaZvqwGdpeN\n", + "cNlh+sKkzTV9B8oC1bnoHhrmKwxf2/TF575z8seN2ftXN1+S/MlVPxl+Kv0c3t9/113JC0u+ZP6G\n", + "iQ6wvX2mL9YfXUCfuf7u5HUXLUp2P5wavzSAbbJMX1ZiP/Wuvx5N8+5ffM+85pr3Nr4YkOk7XcK+\n", + "EdVp4mEUiWBfQjgkWeCTawwVJXF8Y5+6Kkq8Z3XzHLtleF/gvoPs7mDbIs9I9IlG0oKMqoA2TF+3\n", + "cYRtvGaZoYxLGilMfOWNNWobNPxOt/u5LLOK87fHZysLknKYB+ZlzxvKWs8yxE7qYnkgd1mx/GXH\n", + "PSWu2c4uEtmopGwCMxRue19XjDwH2sdEVoOdItCdMz6HCpe8annGOLpVdJeHCjFXfRTFAb/bZ/pi\n", + "G+C1vC6ZeQ6Bsgg5LxU1QIkNDCkeZ1m9V0B4n5XsRaZ/0fkS38lt6jvuIXYvjm0Wk9jnA9FP6sRB\n", + "yD1k1cYpYrLofBAXXkd9vaFQvJ/BfWlT4/mWNWwRB7w+04AOaTRZFt5D2Q0DZfoKIfoIcqy+3Ksk\n", + "SVKIOmn6wphEdaz7Hv6vY/rCBEXlLE3fXZ/9r+Z3FdOXFa9rv/+qTNMXla+YBspi24kfMt8FI9Y2\n", + "ffm5N53+eTPer1uRy/F+KY7nC7C9faYvX8O8llzyXvNddzx5g5lvqOkLsA+uuvBHySsu+nzy4PVv\n", + "Nr851m8WvhiQ6Ttdwr4R1WniYTSrCoiVP2VbfLMLWI6bVpTEcY0xn0IS7zRMmCi3k/6HY2WHzyxp\n", + "iyqxlNdlLGO2yOyIids4wl6nrLEufQk3/A9lYRt5rOR0qzHztieXBcZ/FWj++KoMs9azDEXng7Jg\n", + "eSB3WXn8Y/vhp0xX4PfM3WM+w0SgO+5rU6YvzfysBC3egwjN6aIuml14/BSZxSHnZlaX83wfSlEc\n", + "sPL5Qz+7z/zmeYwNWvIMHopjAGYdC0xwtz2erwuOL56/sYy+5cJ7J/zu+2Y/utduF0yDn6xjgPsZ\n", + "hpjvu6CmtkPs84HoJ3XjALEJZVXHN3XOFnHR+SA+PDZ8xwXFaUKmrSI2wA29L0Uc8P6Z13rbnI6F\n", + "PYQKGsMBmb5CiD6CHKsv9ypJkhSiVk1fdjfMClUCY5Jmpg3+b8L0veLUzw+nSMFrRaYvl/3xK/80\n", + "0/SlqQ1lgc/hu2C+woQ9sPqoeaYvulA2Jq1j+mKbYf4Uu6E+8ldnJ6fceWNa1fu+95jXCMbdxZi8\n", + "mNeZl77DfN+mp1PTF6YzuWdms3nt5Vf9JDniom8PXx3z5K6dZh7Hr/iImQeqhs1YvzndWPtiQKbv\n", + "dAn7RlSniYfRrCogtrL2VZ3ZojnHluEwovA/K0yLkjisosv7npCEM4xdJspRlcTliF2Z1BdgIF10\n", + "7zMmcdI2NCnzumN1lZckcg3YSZBn+uI35IPvcb3yzGxgV5lmjdmaV6FYJ+5xDOGzWEZ3vhDeg+oQ\n", + "O6nLZfItL9bjxM1f9m7DPNx97X6He46LCc9hMK3tdYF8sYPlxE8ZUPmMzxSNBZsXZ1RWt/tFhMQB\n", + "5ksxnkOWicqrTmWsQ77PUlXXry5Fxi8M2g+tvtjsR1ak+2BX5Z+b+9zwlUNhowZWsvsUo8rfR+zz\n", + "gegndeOAjf6yKhR5zp5k4w1RHp0P4sNzd17jJjaQgvIa/1RV2QaDjAN32bmMMWHjSt7vyfQVQvQR\n", + "5Fh9uVdJkqQQdcL0dYFhSdMTBiPAb/yfZ/rC+Mwagxc0YfqyMrfI9M2aDz53xTFvTJ67+c3J/uv/\n", + "JJndcP7I9EX1LsxXGKznP/GA+RuGbBbYRpjm6Bsu8m5b/I/XMb8br3itWfaDj501+g58/keD77n4\n", + "qUdHlcB4zwXGMsRpYPqy8ti3nuiCeuahQ7vdkuk7XcK+EdWZpOlblESD2PIaYhKer7GioiiJ41bR\n", + "+RSaeGcVGMwRJhm6YHoe7mAfYF+USSblGWs05dxuj5vENQJDTV+O0cnjqMg8sSsP+OOSd2zWqXDP\n", + "2088ruuOjx07qcvt6TNJ8R67wOV+C8He175t0qSBQFPT10DCFztZDQOyYBVznglIiiphi7rdzyMk\n", + "DjhviNcTVqL79rcrLDem9XV3zmuFL9apOusXA8Ye5DaKwnIff/0VZl/mVXqjlwBMkzWuNavLiyqn\n", + "uRyxe82IfT4Q/aRuHBQ1Bjlch/roGzofxIf3i3mNetiwFsL9jW+aqqpyHWUcuPe6Zc3jENjQksOA\n", + "yPQVQvQR5Fh9uVdJkqQQtWr6ptWhrx7+N4aGJQRz8fjbrjbmI03LLNh9cRZ474q/fnOu6YsKWrz2\n", + "0/e8zfzOMmux7E/+3/9vZPo+9oG/Gb4zhl1A580Hpu/df/1qM5/nH1+RzG6/LXn+w+lYw3847Z/M\n", + "esPw5di7x9x8ycgId+E06JLZNX3Z1TSWCWME333tG1PTd91XkyN+9W3ThTSqffF5jB9MQ/ffXXia\n", + "+Tzm/eX715q/MQ3EafCb283dPxwDePvyM4evjJHpO13CvhHVaeJhFOM64oHX7foxJLluJwrYBShN\n", + "J3we5CVx2IVnVmUhVDZhwMphCIlx0T55ZmKW3MYDNkzS5FW4xcZtHMFk1Ok3ptWEWWaom4zmMZPX\n", + "HS6PSfz4DB02lMg6NpngLtvlbl53vnlVk2WIndR1k4K2sK0/dGtYV8Y2MMjwGRikvm3SpOmLZCbm\n", + "7Tsn+kzfrC7As+C6FXWNHlIJm3eMFhESB/x+fgeN2rwxhl1lJYnRmASv5yW4Jz2erw+aspBt/PI8\n", + "gn2Jnyyyhm8gNPbzetrgNR2Vx7GJfT4Q/aRuHORdu6C2KvZFOXQ+iI/dQNF3bEA4/2MayHcvVUdV\n", + "7hMYB+6y8x4otJvoUNAIDtdJ3PPJ9BVC9BHkWH25V0mSpBC1avpmmbQ0LNe94aiRwQjd8953Fpq6\n", + "ttHpgvdg+L7lq2klsc/0ZXXu33zho+b3ngt+OnxnPviu+/7m3SPTF3+72OZ1nul73zteaeaD7QTT\n", + "l8t118W/MOvN8XZRjQuD9oO3XWX+d6Hp++8v+d4hpi/XC79t0/fAHX9j/v/jld9P/uSqn5jP439W\n", + "AqOKFyYzXsN7O/a9ZH5jGdbc9rmR6QuwTdwupfm9Mn2nX9g3ojpNPIxmJY2ZAHAf4G0xoQ7Z41Dy\n", + "NRgHeUmckGqrsol3fCe7xSxreolmoLlfVE1mK8/s75Lp+/XrHze/s+KTyWiYNFgvGoZ5XQPzu/Dj\n", + "MyvxecjdZhSPmbJjn+UZYVXHbnWJndTlfvAlKpHIPP7KdIzkMuPe2vua28SuIOO2aKpqjNXhrhFH\n", + "o882m1mVHFL1jjHr0qgqHuM4pKFGSCxnERIHmDeF/VxUzeeTb5sBmp15Ce6sz04a2/jlsnHbf+zg\n", + "J3L3p3vesuE+zmt0BTVpfsc+H4h+UjcOis5XeA8S3Ubng/jw+pHVIAJiwx7I934dVblPYBy4jTk4\n", + "r9jXZN5H4X5bpq8Qoo8gx+rLvUqSJIWok6YvjUJ0xQyzEaYjzM473/PX3ukJ3rONThe8B9P31V8/\n", + "2fydZ/pyGrdyleC7ypi+qLD1sf79703Wv+N/J/tveIXZTrbpu/qxh+aZvgBVuDBofcAUxvSQa/qy\n", + "6viB29eY97HcxvRd/bqRWUxh/rbpi/dp+rIaGK/BMKbpi/1z2qc+bL4DVb8Qqny5HNs+9MHhkoyR\n", + "6Ttdwr4R1Yn9MMquZFFZaMNqs7yKKrv6B78hvmdXpOUlcfJMJqpK4h0mY9aYqaId3BgJUVaVHs0r\n", + "dsc2Caqavm4yOqTqgdV5+HErMnlsFhnoHP/V3XZ5cJ18RhgrpcrMz0fspK7PlKW4rbktQ2GXyRgP\n", + "1bdN7PNbEzBJi4pte318Cc8yDSAQS5g2pOoZ34HvYmMFn7gdqlTdhMQBry0fuOA+sx/KdO1M+RpA\n", + "hFQxQ03v5zK4ccjKrE/v/CezT32mLsB7+PGZwoynvOsv1FSiHcQ+H4h+UjcO8o5pdvOO41l0G50P\n", + "4hPSo1KTqtK1OuPAvX/mda9ujzMudoM4mb5CiD6CHKsv9ypJkhSiVk1fmIE+U9U1fQF+3/Sut+Wa\n", + "vvgMlAXe85m+1y8ZmyKhpu/2o16T3PKJBcb0RHfMT7zpDcN3xmBs4pm3vDl3Ppte88rk0b/7X8ZA\n", + "xXaC6Yt5/uOFXxiZsWs33pbMzdxups8b29c2fX9/803me7E+YNeyb5j/Uc0LgxbfQQGaun906bnm\n", + "N03f41d8ZJ4pzO9wTV+8xm2G76QBz++V6Tv9wr4R1Yn9MJplGLgP2j7Z3b2645balXB5SZw8k4lS\n", + "t3zTAfYh5NvHWcqrqGSCZlLAYMb3wQgEXJ8QQ4TTYp3YWILdn/vgOJz4cc2ckGMTYmOJMsmxLFMt\n", + "5timsZO67C3ANUgpvPfhHZ/3bsssuO0B1xvbgPNs2gy0DQx7X/i62GbDHS5vHoxhdGFYBLvJd6uN\n", + "bXEZsbxlCYkDXh9g+vK7ynTtTLEBBBsChfQwAfE7uwD3B0xsLBsbNHxyyzfMPvV1741zFd7zjd9s\n", + "GwF2bPvU5Hiosc8Hop/EiAOel90xyJusVBdx0fmgGbKOjUkoq/FmHowD3gvRsOZ1r4ljmUNfyPQV\n", + "QvQR5Fh9uVdJkqQQddL05fizN7zzraayFZQxfWl0uuA92/Tdfdp/SXa85WXJPR9LuycGNH3PPfPt\n", + "5nem6Tt477JT3m9MT5rHLlhWmp9583lg0f8+xPT9xLVfGxmsNFcBqp7xGipuCYzg5Q/fbcblxXsQ\n", + "qoTt70W3y6hGxnsXP/Womd+B1UeZ33PPP2S6bQY0f2n6wtBldS+E/YHfWA4u1/kr32pee9lZXzTf\n", + "iapifB/+hjmO3zJ9p1/YN6I6kzJ9WeWVVwFEMxYJdHa7SYPANsLykjiYBnLnTcU0m0S7fOWq1DjI\n", + "M/hd+UwugrjFz6Rwv49xGWL6ugk3mlBZZhmPS/v7SNHYhZRtLoeacpgecucVM9EWO6nrJgVdwST8\n", + "uyfOMNuyaBxbwm1PY8ytqm7a9AU8p9rn4Kz9wPHoTp87PVeYxmcA+uC40VlJ4rrVcyFx4DN9y3Tt\n", + "TLljXIf0MMFtnTVW96Rxr8mj7f9IOqazb8xeNh7xVXYzvorOI1CVpH0osc8Hop/EiAOeL9gwggq5\n", + "RotuoPNBM/B8X+X6aQvXHcyrTG8b+F6oDHYc8PN4HmzymRCN4XC9lOkrhOgjyLH6cq+SJEkhas30\n", + "Rde/NAgBTUeC90778PuM8Qnqmr7obhjv/fCUtyf3fee16Xd/9z+brpnXv/ctw6nGpi/ew+88s/bX\n", + "n/1bY3pWNX25De756v/JN31Xv868hvfAy6/6ycgMBzRq8RtVvPgbxu6O9x472l74Hhje+By/4+Bj\n", + "Z82bL+B33n3ln5v3Tr/8/aPqX1vgwA1/aqaBQczXua74bWvb0X9pPmMj03e6hH0jqhP7YZTdfbrj\n", + "QRYlxe0Hb5gu7rildmVFVhKHFYt5lVuq0Jgeqpi+NF58Y9OyVb6vwi02NGHtbtCxXGbZhtXIeWPd\n", + "ulWTIaYhvtNXmRrSIIPi94RU6OVVEDNpXmZMtiyaSOpyPX0GJQy/D92adpcN47MIVkeii+esilC8\n", + "BjUJ94dtOGeZvjwWQn585qBLkZEO5TXICCEkDnymb5lkM8UuIXEcgpDxfGPGfAxwDGN5bJMW/zO2\n", + "EQMu7CbebezAxgzp+hVvT07bBE2cD0T/iBEHWdfGJivVRVx0PmiG0N4tisQGiyGNhaCse5Yi7Djg\n", + "fQCv11wG9twRExi/Mn2FEH0EOVZf7lWSJClErZm+NFdp0L7uhl/Mq17F63/0L1+ZZ/r+8sS/NZ9B\n", + "JbAPGow+05ffd+6Zb0v2X/Ifk0vP+gvzO8/0ffpV/yN5Yck/Dt8ZQ7P2O2d+zJieWaYvqlzRvbFt\n", + "vtrwux44+8+Sg79dYLbT3O6nzDxPu+6UkQGL/6HZTb82n2NFLznyV2eb//GbBjA+y66V+T2ocIa5\n", + "TtN3dvO16e8N40oB9ztvujqt4nUFOI1t+m557avMNsP3uXKR6Ttdwr4R1Yn9MAoDwGcEuA/Zrtwk\n", + "umsYsQoJ1WJZSRwm6PLGjKwynq/oJt+4/hGzL/O6i/UJn4FcWMU2iXF9WSXJ48RusEDDMc/AdWOd\n", + "cZ1nFGcR0u0uxeMUSfAiaCr5ukmOmTRvIqmbV8VC8+6jBz5h9qHPSLehwY/eD7JMBLwGNQ1ji5Vr\n", + "WVUuGI+OjQSK5Bvb1SUkQRzS2CGPkDhwTd8qXTtD9nazDU/ftBS3PbZFF/A1ysD/x19/xSheXfCa\n", + "L+YZ1yGJeybtm6p4buJ8IPpHjDjIOm9piJD+oPNBM7AhF2QfG2XE5zoqpMEQG4eVbTxlx0GVRpN1\n", + "kOkrhOgjyLH6cq+SJEkhas303bvqRmMEwkA9/rarR6YhKlQJ/rdN3/+74gfJ9qNenTy/6FPmNRea\n", + "i76qWhqfFyx/88ishGD6/u7YcRWqbfre945X5pq13/zuSWYemabvcFlY8euy54Kfmmn2XfifTNUt\n", + "txPm+YNrP5J88LarkmNXfnG8vINpALtbRhfLgNsOwmf+7UXfMsYwtzG7WmZ18Mj0tSp+CccM5nc+\n", + "esPRo3mjwhi/sS8Ap7FN3w3HH2e+C+J4xlh3/HaR6Ttdwr4R1Yn9MJpVCcRKKF/lHOR2l+lLKPD/\n", + "rCROiHmlZN308LM70qpt10ArEoyerBhgt7YhY5RWBYYavgNVvjTMbAMmJAFlT491qpoIA0UNMmzB\n", + "7GJVRNExlGVwQjG7d20iqZtnWNO0+uzjPzL70VcRacMu/jAdz1Fud6F4DWoa9qDgVnc2/d15sUDV\n", + "jYmQOHBN3zpdU/I8wgYCrjHkCtNAuLZ1AV/1NdbpAxfdYeLV7oWA4HX82GA+HLs75BxSt6K7iCbO\n", + "B6J/xIgDnIsQq253/HgNEt1H54PmQMMdHAfu/Uyo2Fjx74fXDzTq9U1nq2rjMDsO3PuRphsDy/QV\n", + "QvQR5Fh9uVdJkqQQTcz03fOzC0ZdOQN2AXzPzGZjFsKshKmIalWC12n6sgKVn4NZ7ILXoTzT9/Zv\n", + "v3JkVkIwfe9613jZsYyYDkZs06Yv18Usi2P6nrbyb425iopf/I/xd9EFNFi1eaPZFvjN7UdhO73q\n", + "6gvMZ9mlNbT6L19vDF2Ayl7Mc27/zuTA2reZKmPCeZtlGmjTTW8fzZtVxPjNimQoy/RFpTHW+/lP\n", + "n2T+d5HpO13CvhHVif0wmlUJhAdqyH2Ap3zda9H8olHMJPvtjz4znGI+TDxntRZvcuwmMXmqmr55\n", + "SSNW+4Z021sVjIeJ77DHxbRNXB4LeeaQ2yiCRiRMrbLwuMHx4W4rn7j9IDTmuGb9Vm+3eDTY3IQg\n", + "jk+8jkRfDJpI6rJ60zbEDln+FXcaYwz7EkZ+FnbvB75xbVntMomxXn1Vqb5zb2yyYoHiublOTITE\n", + "AZO9CwfXkkWXrMu8VoSI5iWVdx7i8dmV8XwJl53LyWsu4hU/NnY35TZsIFFkelNNJ9ibOB90jd27\n", + "z0+2bXtdsmfPxcNXhEusOOAxwusjz9eId9F9DofzQVvwesoeZ8qKjXBRUU/jt6jhUNWGu3YcsIKf\n", + "jfrqNJoMQaavEKKPIMfqy71KkiSFaGKmrzECj3rN8JWx4UkzF90O2xWstrEJOB0NV/y24esQzEaX\n", + "UNPXNmKvOOkvzN8urND97iX/YKbzmb72csL0RLWtC7pBXveGo9JlcUzfJZe815irqPg1799/shnb\n", + "F2BbYVtgm3A7UY+velvyzes+Z8xzGML4/jMuODd52VlfHI2bjO/CPAGMZJrJgCay+c6B9l73J+Z/\n", + "LAsqhfE3DHpWCeOz+M1xf2/4py+Z9ba3h70tbGT6Tpewb0R1JmH60mhwqyUoGAF4302Iu5W7rAa+\n", + "ad2hD+ZF3wHxe6oYY6J7IA6wP0PNBopdFPsqzVB5SyPPbbgQA8w/tVPmG4V28gy/oSJo0CAJXadB\n", + "Az/n21Y+4btg/NIspJYPjtdbrO6afQYnFPs4bCqpa29fe/khrvv3D/7Q7EvbwHexTV98BrLnVcew\n", + "rwKTqzQ8uZ5lk6hlKGqQEyMmQuKAx1nZhiI+0fyn8pLV+D5M05XxfAnNeC47G3R89qUvmZi1z4Fs\n", + "EOPGel5X6D41HW9NnQ+6xM6dn0yeeebfJNu2HTV8RbjEigP3GOG5CvenovscDueDtmBjRRix7nm+\n", + "SKPGc8OGXrw2F1X7YhqoLHYcuMvd9D2YTF8hRB9BjtWXe5UkSQrRREzfmYceGhmBHI/XGKHvPdYY\n", + "iajwBbbRC/2HXyxJHlx3rnnvtPuuTV5x0eczDUS+DvmqalnBu/b7rxoZmlCe6bvmU681f7twmnOu\n", + "PsFMV2T6cnoXLOfqd789XRaP6fsng+1y97VvTKtxLaMWHPGrbxvzlWY4TFlsL0zzwq0fMiYsjF8Y\n", + "vXgPIva8Dq776rz5As4H1cX4zfnzu/DbNX2xLHjvilM/b9bVXt+sfSbTd7qEfSNSZi5fmBx97HHJ\n", + "ccdBS5Jrhv7LrnXnJYvMa8cli85bl9ip1tgPozTM7HEe+YCdZc5lVf64rciZOEeFp0ted6xU0xVG\n", + "YrKg4hv7MyuussRKHSSXfNCkyzPyqpI1b9uMwm+oCLer4CoVmzw2q45tiu9mYwwKBt+5t6ZJNMj9\n", + "DNcx1nHYVFI3z8yicXXrlt+b/eme82zYEGblzK3mM268Ttr0dU2Mpk24kAY5Mc7NIXFgH2e+5Sgr\n", + "dkkN+d6nuI27Mp4vcc8hPDZP2bXUxKzdzX3W0A1ZjTuyhGmhprq5PhxMHpi9MH23bPmT4SvCJVYc\n", + "uNeB2Ncv0SyHw/mgTXg+z2rQlSVW17LxJa4HbJCWNUQP75Wq9JjhxgGXG/OlAY171yaQ6SuE6CPI\n", + "sfpyr5IkSSGaiOm7/cZ0bFmIXTyzy2MYkxh/ltBUhOmLboNhKB685x+SXde93BihWQYiX4d8pi+N\n", + "19E8B3rhljcb0/fBd41baNum712n/7n52+1KmtNgeTCdz/TlNDc/9lDy+JmnH/I+mHnr0cnlf/dW\n", + "Mw+YqLwRxv+YN7bFtuv/3HS/PLv5WvO60WNnjYxc24h93UWLzPsvrT3WjI2M17EdYR7PM31N1XC6\n", + "zq6ZDDgfGrpknuk7XB57Grx37i/ON+tq7wOZvoeHsG9EyrOXL00uPKR4cWOyYuE5yTr+d+HC5Bz+\n", + "MwDHg084L1RRan/8/bzXVtz9e/NAvXjlQ8nP79hwiP7+l+nD9+82bJ73OZp6n1zxgJlu2XWPmP+/\n", + "cf0j86aDzr4pTcSdds3Dh8yf+viv0oQC5ut+XuqfEC/Yn9ivvv2dJ3wO2rR52yHzffy5x0dxjL/d\n", + "96tq045NySdmP2Hme+fzd857j11Vf+7S1ED5ylXr573vEz9z6mBarBOOE/xfJr7dY6yqfrz2CXN8\n", + "fswywSD8707L5USltm+ZuqKrfpc2DvjMpQ8esg7/eMU68x72wff2fs/s01/u+aV3Pl/b/zXz/vcf\n", + "Xm0+454Hz7wxNTx957UmxHMl9pe7Lr7p6ypvO1KTOje7x0xdcdsVHT+YBvKdb9qUuz1w/cT/X3wy\n", + "Ha/ajuklB5aY1+xz12ObtpjpT/j57w5ZZ59+sOZxM/1HfpGOzS9V0x/+cIQxfSHf+1I88f4Vxzpi\n", + "GOcx/N/165ckTUK4b8HxwPuJUPE+EPcHnBfvFfBM6PsMr0+4h7GXoYr4/bgmYd74G6p7jfY9T0NC\n", + "CNE3kGP15V4lSZJC1Kjp+8KSLyU7P3Jisv375xrTb/tRrzZdGgMYnk8t/AdjFHKsWYAKVVT/zjN9\n", + "h4IRCjAvmKo2I9N38B2+rpRpwm6/+r+O5/nbBcb0Xf+uQ7udxvvoChp/u2YlqpRn3vLmXNN3+3e+\n", + "bV7D+n3n5I+bvzHGrg1eO+cTf23mkWX6muV87Kx0DN3Bb47tC6Mc78PMRaU0ttcP7zwvnX4g/I/3\n", + "+RtGLcHnIUDzFt9PfnHPT9L5DKuA+Z49T5rFtmmM6mN0JY31sk1fVHfjNXtMZ+CLGcZjnnwmbln5\n", + "4lqqJ+wbkbLunMXJ5W7xwczlycJl1rnkvuXJQmuimA+j7LoW1b42edVVrLpEJZRL1riliy87dFqM\n", + "LYr3WL3mqk73t6Kb4NrFferb53kqqm5EJS5iOWa1L7tHReWnC6svl147/D34vwi3gr5KtSSPTVbT\n", + "xxCqJjA/VEFy2WzFHkOW9zCxYYUqltddB3bxiSpHdIHL856v2nfx3GLz/ncfvMt8xq0cnnTlmHs+\n", + "bvr70aWx/X2u7HNznerPkDhw172usOy45uRVOTFWujaeL2APGejWGcvKa+wp69OqXlT3EvyPH5uQ\n", + "HjZscVs0WdXe1PmgKxw48OTI8IVmZ6d7fasSKw7c6yyr+zfM7BlOIbrMtJ8P2ubqdVvN8cBrSIjy\n", + "rvm8N/dV+3L4AXxnWdw4mGSPJzJ9hRB9BDlWX+5VkiQpRI2ZviOTdaBtH/qg+W3M0rcePTIBrz7z\n", + "a8ZExBi+BIYvKlMxvi9M35duf68xJl9c9erk/JVvNYYjPptl+sJsxG8X28wd6bGzck1fdAWNv12z\n", + "Et8B0fTdc+Z/MdPZFcFPfOzvk9V/+XpjYr/p9LTLY9s85jY4/bPvNvOwTV8Yu7+88hizbbicxFTp\n", + "3vCno/GP/3jl90dVvLObfp1OPxDH5mXF7zzTd/XrjOEN8L38fsLXaOjyPewnzOfFWwfrfcffpu8N\n", + "TeO55x8yy/HmlT8y6+XuH99rMn2nS9g3IuWxCxckxy1amixddNzg93nJOjy7Pnt5snD5fekEYOOK\n", + "ZIlVDhzzYZTmh2tquV1I2nK7+HLhgziT6vgbsnHNYZ8mkWwWkwXXrqL9nqUigxTj7SKWs4y8KtD8\n", + "s7tMJUxAnTpcrpDxAl1TsuhY8hHbBHOF5J79P7vRw3EdiyaTujz/+LquZfIfxhe7cIax74LX8eMm\n", + "GammTVcX1+irEjdlyFpvimNs1x0jMyQO0L0yvgv71bcsTahOorppXEOLpu8X77zBxCyv5by2nzp3\n", + "qvmfuF3fFmkSsd7k+aAL7N27ap7pi//FocSKA/f+kn+LfjDt54O2QeMHHA++xnFZ4jXf9zzGazTm\n", + "594/8n6sijHrxgEbo/HaVeU6HdpITaavEKKPIMfqy71KkiSFqDHTF6YoxuyF2Qfhb46rS2N14c++\n", + "a0xRG7sLYVOVe//J5vVta95pTOAs03fvqrQL6bqm74Pf/OfRdI9f+afe76Lpe+al70h2Xfuy5KXv\n", + "/mcznW3qPvaBv0lWHvMmY2Ifef7XzPt7Lvjp8N2xSf2xZem4wPNM3zv+Jnn4xqPNGMbmvc3XmtcB\n", + "jdj7tjxqKmttQ5fvcX54jxXBnMZUDOP9DWnV1Nz+nelnBp/F37ObrxtX/w6mMb+t7wdm+qFoEOM3\n", + "TF8I68axm4lvO8r0nS5h3wgPj52XnACzd9eqZPGEKn2zTN+8pP/CFWlXeVljHbqGsa/Kwk1c+xRj\n", + "zEjRLXDtyjPl8sRGAHlGE408jMNbF1b5fm7uc8NX5sNjBNWAZeKUY6DBTKVh40ukZVFkyMVWLIPP\n", + "psmkbp6pxXVBLwPcvzD2XfA6fjAt5CYyJ236Zhl9ZeKmDFnrTXFM6LqmaEgchFwrYqvLlYE0tOyE\n", + "Pf4//srrTcwynjGOL/53ez4oO54v9zUaHjRFk+eDLvD880vmmb579lw8fEfYxIwD3mfwnN/Fqn3h\n", + "Z9rPB12g7H14kcHK+1K3MSJeg6rgxgHutzAv9nJT9j4M105c/0LG6ZfpK4ToI8ix+nKvkiRJIWrM\n", + "9EVFL7pypvELk5TVrduPeo3phhnj+X7wtqvM9DAWYTqyMhXmoTEWH0urXLcVmL40dR/7fvrb7UoZ\n", + "y7LuDUfNMywx7xcW/rfkmVf9z+FUaYXuU2/5H6NpfN+FdXv0lE+b5dm8+phk/yWHTrfpNa9MTvvw\n", + "+0ZdIj/z5v876toa0AD/2jnHmu/BuvNGGKbvs7f8dfKJa79m3mOlLbBN1h37XjLbz2v6DrYntyN+\n", + "YzkAq4Fh/hLzGXz2/pPN3wfWvm00Dd/D980+9q2xSfzbBWY57eWh6evyZRj4g3Xdtewbw1dSZPpO\n", + "l7BvhId15yQnmMF7i8f0jQUTw3aXkIAP6vbDO8SqPygLPpjz4Z/JBbult/vw7hPN5SotxEU3wbWr\n", + "qmnJ2Fvwy/uHczsUu9veupw+d7qZl68SFGA5sDxfvaZc4wSuP0xsu8u8UIq6RY+tJhpfNJnULeq+\n", + "FmYZ3sd5BYa+u48ZQ186+BUzHQxAdx48p4UkD2PgVog3afoiqZu13hS3Yd3uvkPioIzpy2tGaBWr\n", + "T3nDF3QFLB/EZeb/iFv8AHZ3j2s8YRzZny3SJAzwJs8HXWDHjg8ODd90XF+YwOJQYsYBr7NstBCz\n", + "0ZJolmk/H3SBsj0+FF3zeZ3GdGwsxmtp1QYXbhy49wJl74P43Amhajiv6lemrxCijyDH6su9SpIk\n", + "hagx05cmKIw+Gn4wHtcf81bz/9Mf+oAxIzGeL7oGRpfFB9a+Pdmw4ynzOrotpuEItlmmL4xkdBVt\n", + "Q9P3g2cvNb/tqlsA0/mWd73FzPPADcOK38G83fF4Nxx/XLLhnf8zfX+g+/7m3eazNph+zde+YpZn\n", + "+83pmLyPv+WV86bDNP/4iQ+Nulle//73zhtrmMvLLqIBb4RhprqGKrErc12MEbt6aGwP3kclMCqp\n", + "bdOX09iY7xtsf/M5S2DfqtekXUoPpsFr7jLxf+y7W2/6gDHybbj+tx57zCHbUabvdAn7RoBdyZpl\n", + "JyQnHHdcctxxJyQLl12ePDb0N/dtXJEsNq8flyw6b91gyjExH0ZREYnEsF0Z6XaNZyuk6s/tjtPX\n", + "Gts2vtzvgKqYYaL74NpVtO/zFGI2oTtTxHSWWRuCbR5ndRXN+GRSOdQAZOKJjSJoqoQaaPxed9s0\n", + "JRqcMRtfNJnUpbFFg9QVz0c4h7HaFwY/GZm+L/2zmc5nNjaxTYrA90FcBv4fE3b7CGU1KmDFfYzK\n", + "uZA4CDV97QZJMH9904SIjRyQFO4qPIdyH33816nZ/dmDp5jY3Ti3cXQeRDwT99ocIkwPNUmT54Mu\n", + "sG3bUcbs5e+dO+s3SppGYsaBbfBAMRstiWaZ9vNBF2DjuJBrAc1VTJsH7qkwHYehqNtLjBsHvLdj\n", + "gzSayqjeLQKfZUNNCg0osxozyfQVQvQR5Fh9uVdJkqQQNW76sttl/I2q1H/4zInm/xv+6UvGDITJ\n", + "izFmR0bs/acYs/LfXXha+v/Q3Nx86weTu6/8c2Newjx0DUSaqK/++snmt8/0vetdbxx+R1rRWsf0\n", + "veLUzxvT96W1aaXu7QvfNJoPK5q//M9fMP9jPTG9/T0wwZ99zStzTV8sH96D0WtjjN1ht9c2/Nz+\n", + "6//EvM8qX5q+qNw15q7zWfM6PjvYB6zy5TJh/cx7GAcYr6/7qvlN0xeGPaeH8F02+F68dtO73ibT\n", + "d8qFfSOqE/NhFBW+SAzb1UB5SfaQrh5d0wUtyfG/Pf4k/oeyug+lsRDaglv0A1y7XNOzjBCT+Gye\n", + "wZrXbW8o35n7jplHXjfRjGEuU6gB6BovZT6f1yCjKfH78qoiytJ0Upfb1Nd1Ic45bDzw+xdmjLFv\n", + "m2OMny/uPMNM44vTsvs8Bu464W8oJqwiz+uBIaYpGhIHoaYvrzMUTGDfdEUqGr6gCzC5zoYzjI2v\n", + "7P3nUSzjN35sOCZi6LmXyf6mu8Zt+nzQNmmVb9qtM81fcSgx44DXWarLx7OYz7SfD7pAmXvJ0Gs+\n", + "n/3SaZ+u3UuMLw44fy4b/y+Clc0wpHEPxYZSMIJ9z7MyfYUQfQQ5Vl/uVZIkKUSNm77oZnn7jTea\n", + "3zAhMb7tDVdcnLz36p+bKlR2N2wqRoeGIqZ73UWLRq+DFx/+pvn/zPV355q+Lzvri+Y3zGabeabv\n", + "0EzFd/tM32ffOfg8jNPBNNd85h9Md9TErM9g+rNPPSW5/eo3jEzfK858t3n9wPr1o/F6T/1xWvWK\n", + "9fzy2em4vngfYHlgKIeYvi7m/bVvH/43/B+V0sPP0ai1TV9sRzPNDa8YbVMXmr/4Tn7v7nu/mBrF\n", + "w9doCtvwPQhmvQ32F77/p+95m+kW20am73QJ+0ZUJ+bDKMdA9VUD+bpH5QM2Hu7zyBu3lNVked2H\n", + "1k0WiG6CaxdN31Myut/NE6s0i+KC3fbeM3fP8JVwts1tM5/FT1aVL2MYiaOyBqDbKCJ0nUCoARZL\n", + "dbvny6LppG5R14Ucnw7TsbcDGP2A/39+w0/MNL6K9LLV2TFwqztjLwOPS8w3qzEOxO+N0d1vSBy4\n", + "x0uWaNbyeKzSxTOrhXH96jLcVzRvGc/ffO5Ho1jGb1T72pTtGp6VWnaDrSrs3btqsK+PH9xT+7s1\n", + "bvp80CYHDjw5NH2PMNsBf2/Z8ifDd4VNzDiwey2AYpyvYoB42LnzJCPhZ5rPB10C93U4Nop63Slz\n", + "zee9F+7vy94bu/jigMvMaxjN27zv4D0ExMZguMfhdRM699aN8xo2yvQVQvQR5Fh9uVdJkqQQNWL6\n", + "stIV49YC3uCh618YgBiDluP5mq6Db0hNV2P8Xvsfk2/d+t1DTF8aoPhsnumL+eM3/sf3cxkw/a3v\n", + "eEM6zw3nG2MUVapPf+61Znqy+bWvNuP8blvzTjPtjz+djklMaOiiG+m7r33jyPT92YUfMK/bOv2G\n", + "tJoI5uvxPz7LvPbwz//VvIaunu848QPJxZe9cdTdMrcTzdss09d9naas+b3uq8aoxf8L1v5qZPoe\n", + "vONvzffYY/n64Lw5/xcf+Prof1s29uvYbxhrmGB/4ftP+Xi6feyxlmX6Tpewb0R1mjZ93YQyVaZb\n", + "T7sLX7erZo4ZyS7AfKqbLBDdBNcuJI7YKAAmhG//Z4kxWFQBzrGq7W57Q+FYmPidhW2+4jdUBq4/\n", + "jo0yxopbJdy0fFX6MWg6qVs0ri/NPWjLSzvN/sYPDH+avh9f9wPzvlst3JYxyCpNmpkxz5G2QZJn\n", + "CLIRAL47BqFxwGXzLRNk7xMeI1W6eGa8V+2OclIwvnkNZcORrz/7MxO7rF63z2FVegmI1fgKZi+r\n", + "XWF8ujR9PmgTGr2s7uV2EIcSOw4Y71BXKDoWxHSfD7oE7ylwnved/6Gy9zu4zvD+lqraS4wvDtxe\n", + "LkJ6n+L10beeuP9mzy/oJprGtkxfIUQfQY7Vl3uVJEkKUSOmL41RdrHMGzwakBivF78xnq8xKq3u\n", + "hmEc3n3nF3JN3xeW/OMhVaPoLvnJV/6ZmS++G6YvpmGVLn7/+CNplSrmyWV66itHmelhVAP8jerf\n", + "Xbe+x0x7+mfTCl6+z3VDN9J4n6boOVefYL4T2vSt5cbkxPoBGp/4HLq1Bvj7gi8uStZc9Xpj8AIu\n", + "kzHC0eX10Px1md18rflOmNajMX6pwXba+XRqnq+4/evme//DL5aM3isChjimRUUveP7xFaN5swtu\n", + "d5lMhfZgmfHeMb/++Gj8YPBXN19ilsHX7bZM3+kS9o2oTsyH0dTqmF/RyJbabqUUW0XDtC3CNY5P\n", + "+Hn6UI0W11nzt4X3ITFd8NplG79u44I8sQEBumTLA/HsdtsbAj7HYwIGYBZ1TV+7ahPC3zDAi8hq\n", + "kNGUyhzzZfAl82ISUh3KdcM2tY1+NoQ5/vorzPvu5+qOU1cVd9/HNH1DunWGYjcCCI0DfCfkWybI\n", + "XS6eW1jVE6qQBHIXsM8/WG4mtZc/mjZ24Y89bEOVBiOxYmxm5q9GRtfmzX+czM7O3+9Nnw/ahCYf\n", + "x/HldnC3gYgfB7zONt09eRk4rjO0bdvrhq8Km2k+H3QJXkfyGkhVuebzXgXCNaQqvjhw74N47cPr\n", + "PriOuBfM6sEE9wmsGIauWb9Vpq8Qopcgx+rLvUqSJIVoYqbvPTObjfmH8XrxG9q5/R5jFKKbZQKz\n", + "cduadyYnXfxB8x7Hs7VNX1b12qCSd+UxbzLz3fLaVxljGNNA6FIZv1ec9KbRPHnTufH7/zedbu0a\n", + "8z/+hulrKm0H037hrAXmNa4Lxyi2Td8Xr3tZcv7Kt5r3AcexvXnTg8bUfmbVG81643MY25ddRH/n\n", + "5I+bauFDTN/humaZvhxHF9uN1dEjDT6L+aCq98GbjjXL8Ytr32/ec8cG9sH58Xt3brhuNG9uE98y\n", + "AbyH7qovfurRBFXcqOZGlfPLr/qJ6dYb67zngp8Op5bpO23CvhHVacL0tXG7EaXKdPHlJpg/ueIB\n", + "8z8ewNGaGn+7FXQUTbAuJepEHOwkDqvVIBhpvljwKTQOWbGZV7Hr4nb1m8W4Wj01iUKrIIibuMLf\n", + "UBFutSeFhFxWQquO2GVuXdPHxY6DpqBhVXSeQQOCjXufNfsdP+gSF79h+iIR6H6uKSO8CPecWpTs\n", + "DIWxWNStMxR7vNvQOMB3Qr5lgtzlCmlY5IoNSqCqlUmTglW7bNQwajhy5w3DKE5/7AYvZcfzhVgB\n", + "VXd7jI2uI8xvdPVsM4nzQVvs2PFBs867d6fXIW4LVXkeSuw44HmgjGHVNOlxMD4WMM6zmM80nw+6\n", + "Bo4PKOvaX+Wab1f71mkc54sDt5cL9v6T9T28Twq57rFnC0imrxCijyDH6su9SpIkhahR0/f3N9+U\n", + "3LT5KXODRyOU48zCCKS5aZuRHNfXHusW0Iz84Z3nFZq+GCt35i1vNtPQaMTvK076i9E8edO59dpj\n", + "zHsPfvOfzf/4G6bvwd8uMNOuOP+z5jWavvxufA/eh+n7+Kq3Jjde8VrzPuA4thyHGEKXx/e+/tXJ\n", + "LZ9YMNo+H/2Xb+SbvmvfbpbDh5nvYLpRZe7qo8xvVjFzO2KMXfs7ikD3z2Z+1jKZ/zGW77CaF/P2\n", + "gUrgMy99hzHmWc0N4/eTd9+Y/NuLvpU8/er/Y8x4ItN3uoR9I6oT62GUY5eiItIGJggeeu0qqbLd\n", + "erLSDkYCPv+PV6wz/9NgyKvA40M6ktRiuuC1i1QxfkOr8eyxefOqdkmZ6mDG8RcuTw3Aou6mXbje\n", + "7H441Mj2NcjgZ8uYOaHCfKHYuHGQxXg8zPLdoYYYfzSGsT84Dip/PnjJb0aJRVuh+yo2rFiJafpy\n", + "nlCWOU6xm0coFqFxwO/NWy674QUN8rwKJlehXcd3BXub0PTFstsxbFN1PN/Qa34ezzxzpDmG9++/\n", + "Z/D7ULMrNA76iGvyyvTNJnYc4D4U5zj87gJp/KPa/Y9MI4D07z8evivINJ8Puga7S/bdf9dpCIXj\n", + "Dvcmde6TfHHg3gfx2dTXUw7vA/KqfF3hPgD35TJ9hRB9BDlWX+5VkiQpRI2YvhhHF6bmSZdfYIy/\n", + "J7c8OzJC0eUxfn9/7dAQtbp2Buy6GKYjfhOavp+/8XSv6fvsCccnt//1a5LjV3zEmL54n2LVr8/0\n", + "3bbmncmWV70iefSUT48qgvec+V9GxusNaz9jXsN3An43u0ze9dB3DjF92Z0z3rfNWJjSWDZWC7/z\n", + "rCXJ89e+bGSicplQwYvPGA2Wwwe2j9lGQ3OXv2n6cnuhm+ynr/mzQ7ZzHvicbfqOvme4TfKWafWV\n", + "RxmTF+tP3bj2s8nHrvqnZPW73z5vLGaZvtMl7BtRnVgPozC2kBhGd6Y2fMi3H4SrGLGcDx62T70q\n", + "NeqYeOYDu080YmJVk4nu4EvisGr2xAuLjSeoTCyy294L5y4cvpLNmrk13uPBR13TF4kwfI6mVGjM\n", + "+6rk8T9UJrEVIhpJTVTc++LAB8fDhMp2h+oa6z7R2MJ25fmQP3jdNdJ9BuOkYHUnZC971So2zI/x\n", + "FNJggN8Xs1vr0DjI666Z1Tnudsj7jE9tVXBXxW4AYifn2XAFFevEjZ0QsXFDUeOaEHgMg127zhz+\n", + "f+TomA6Ngz5irztgd8/4LeYzzXEAGPuo/gYwf/E/q8BFyrTHQZcY91pzaAO3Jq75ZfDFge9axv9d\n", + "eH/jM7SLJNNXCNFHkGP15V4lSZJC1IjpS2OU1Z4rH3twZIQ+uWun+XvXqteY6lG3y2H8b0zHG/7U\n", + "VI4SmpifuPZro8pddJNMNhx/XLLhnf8zefzKP02u+ugJ5n0IFb9mbN/B3z7T96Xb32s+BzOWFbgv\n", + "ffc/j8znLNP32JVfNO+j+2PX9MU4tidceap5nwYuKnJhekKcB7YH3qOJymXiNrDfczHj/mIbDc1f\n", + "0+XzYFpU6mI+tumbNx8fWFZ2uW3fnHOb4LcPVCWvv/a1prqXhi/N8TuuOyY57VMfNuu9+3v/YsZI\n", + "luk7XcK+EdXB8XDZ3GW1RUPMNrloRrndmlbp4stOSn97Vfo3lWcycJqyLctF97GvEzasyoRxWWT8\n", + "2lVtRdjV7L5jwNbiucVmWpi/RbA6gkZRlap0fA7COtHILqratD9jbwvKl7irKo7l1kTFfVYcuLAa\n", + "CipbGRcyri9km1sczxc/eA3b15627SQovhvCspQ5Dnxgv+Lzvi6sfWpivNvQOLCvJe5ycf+51yae\n", + "U0IMbQhxgum7UhVYhFuhhb8hxrDdrT0rnvIaW9ni+ShGgw+7upGw2nVm5hjzf2gc9A3fusv0zWZa\n", + "44Cwq2+YvwDV7vjfbgAhpj8OugSf+XAdda8DvOa31RAqKw7YoIuNHH29r7DRn2+9QiTTVwjRR5Bj\n", + "9eVeJUmSQtSo6UvjD6YvjFB06QzYhTDMRR+sjmW1KbBNX5qz7HIZ0PTFNBgrF+9DNIihC5a/eWQk\n", + "86YT37HuY382mh9+G9N3+H1rbvtcsvovX59sP+kTZnpUqt7wzrcm37/h0+b9HVt/PzJ9sa4wtNGF\n", + "9WnXnWLehxlr1uf+k5NffeT9yUN/8brR9qEh6jNY2b101jYadet8w58eUsWL+dA4RnfL+F3G9LWx\n", + "lwnzxHZxjXqC78B3cb9jf9N03nXty5K/+cJHR/sC20Cm73QJ+0ZUB8cDjYkYP3YVpNt1FlS1uo2m\n", + "AhLIP1jzuPmb8iXvIZoqGs93OslK4gDb+M2rzrOr2kKwjbyin8/NfW74qXxoQiFO8btKF7v8LEzu\n", + "EDPRZ2Lyc1weKLSysUhNmHwkLw5saJBAVbpDZQV1XkMCbkOcp2D4o4HACevPNq+5ldNtV4Pa5mcd\n", + "07dMt84Up49piobGQZbpi2XH675rE43OkKQvtyXipS+wtwGa2kx8n7vnp+acZzdesa/F7rq7QszT\n", + "AEec1IXV+jB6Sdpt+7ib59A46Bs09ex1920PkTKtcUDQlTP2PRoDEDaAOJwaAeAY2LbtdcnOnfOH\n", + "liHTHgddI+s+qe2GUFlx4N4PcPnZ8AsNhjlMEbprttcpVDJ9hRB9BDlWX+5VkiQpRBMxfc++/3Zj\n", + "hL7n2u8msxt+NKp+hSHqAyYm3rdNX5qY37r2E17T9w9HvynZ+f7/bqb5/sl/PzIXUW0MYMbCmOU8\n", + "edMJc/WhL/65mZbdUtP0RSXy5ls/aLplhqkMth/1muS0D78vWfObjxoDGfOxTV+OWXzFLSeZZQH4\n", + "DozPSzMaxjG6o6Yhiu8C9o3wqEJ4+J6LMZMH6wLRNCajdRt8Hu/nzaeIrJtzHzSiMY4wtgHGMX5o\n", + "3bnmNegVF33eTLfjvceabSDTd7qEfSOqg+Nh5dzKaLLHL2UiGV1m8uGXFX9lq9vY0hrm0c/vSMdL\n", + "pFwzhWJ3XE0YTaJ9iq4TTOagsjwrRiBUJ2K6EFNi49xGb9z7VDSWL+Fy1jF9WamHpBRNJ9+4ZMTX\n", + "IINd2+L7aZqfktOdcRn5qidiEXq/wMqoqklxbhNWQ/rkmlx5FcLs8SCGGVYFN9mJv6EylO3WGeJ4\n", + "t7Eb44TGQZbpm9W1M2FFUJGxzfk0UdXeFPb1FevAxLcvNsuM54uYwLTY5jFgtT67tCV2N88zM+1U\n", + "zjeNr6pXpm82ZZ4j+8Z4fPojhq+kMB4Op2pf+7ruW+dpjoMuwvskPOvxOtDUNb8MWXHgLi+vWbwP\n", + "53Osfa9cVjJ9hRB9BDlWX+5VkiQpRI2YvruWfSPZ9Oo/T4741beN+XfKnekYr7fe9IHUiFz9unld\n", + "N7vQ8LRNX4DXllzy3uTVXz/ZmKe26Yv/d332v5ppvvKP7zP/X/HXbx6Zj6g0vv3qNxxq+j52ljF5\n", + "Mf3znz7J/N5/SWqSwnx+6fpXJD99z9uMqcwxf9/y1ZPMWMCYF+Zjm77s0vrBm441pjG/A8t14ec+\n", + "Yj4Pw3P9+9+bHPPrj5vXaX7HeiDifFBhbCqBB98xEdMX22zwXTCz/+jSc81rXHcI4y2v2rzRxAe2\n", + "g0zf6RL2jahOkw+jvoqgqhV/drdhMH2ZlM7qTpTGFxL16tp5Oim6TmC/00jNM37brrhkFcFJF2cb\n", + "LUUwMcVjDX9DWdDksbtwto0ebDuaXCHmTp6w3YuWpw6h9wusgoKqmL6+beYTk4Yw4rO6wm16m4RQ\n", + "NmZ8nHtrep4N7dYZ4vHGpGosQuMgy/QtapjA5LDdiMknzqctM78KWFYsM+OU12m3m2ucF/A65K63\n", + "K/bqAcVq7OEzPsnMzF+Z9zZvfsvwlemC6+eO2cpzmphPmefIvuGr+iaME7dhxLQCg5vHALaLyzTH\n", + "QRdxGxBBdoPCtsiKA/c+iL214HqP6x3vz+vcB8v0FUL0EeRYfblXSZKkEDVi+sLUxNi1rHql6Qtz\n", + "lAYgql+zYPfPB9d9dfhKCl779U0LC03fjy07wfyPCl1878VPPWqW5e5r3+g1fWHyYnoK84CBSfP5\n", + "jE+827zOrqL/6F++kuwbdquM+dimL7VtaAoDrA9M7kdOfcvoOy744qJk6cq/NfMnsR6IOB98P+YP\n", + "ZXXJXESZZaLpCzMb2xtgG2HdX7ru5cn5K99qTN+9q24020Cm73QJ+0ZUp8mHUV9yHf9DVYxYfvbH\n", + "a58YGQdZCfimjAXRHUKuE7bxayehbLH6PKvCr2nw3ZBtupbFNRdZvZxltriJLsjtfo/ToJKT01QR\n", + "G2DEqvZzCb1fsJPDVRLidsMT33pStqFLo9DezhArX5raJiFw//IcSrMytPtFGoWImzLdgBeZq1UJ\n", + "jQNel+yuGtm1M46fLLi+efu/6vAFbeOauWy44F4/sxox+MRrcMzzKqv6OI6pDar82M2z7/2+s2XL\n", + "n5h1QzWnDc9pYj5lniP7Broyxj73NX4YVwH/G/P3NDMexziVr4vnaY6DLuJrGNTUNb8MWXHgXtPs\n", + "+1Xev2U9O4RKpq8Qoo8gx+rLvUqSJIWoMdMXVbbn3vzl5O5r/u/ICEXVLAxAGINZY9USGK4wS23w\n", + "uRcf/qaZF0xDdCNN8D9N3zPOeKf5/5SPf8BM+8m7b0z+5KqfJI9ed9TIbOZNJytRn3xlOq4vhP9R\n", + "fUvzecVJbzKvoxL40Te+3lQw43V8FvOh6YvqVq4r3yf4mxXF0Jc+8SFjYGM6EuuBaLRuw3GB7e8o\n", + "S9llwnehGhvbHMB4hrbf/NdmG8GAn33+ebMNZPpOl7BvRHWafBhlN5DsDpMP01W7+GKy/turHjPJ\n", + "dczPZzbYFUZVzGXRD0KvEzTrIF+1L+MyrzvkJuGylTXdbFxDMqtSjzCZxa6KfZWnOHZY7WsbZGWV\n", + "ZSDFIjQO7ORw1e5QuT2KTE4aXpTbJXQXKl/c6k78xv+hjQ6yDO08hZirVQmNA5rd9nJzfxR1ycxt\n", + "lNXFc9sNSOqA5YZwLsg6ZkPH8+V+hmKO4chqfdf4JGMT6MipM7x47nIp2iaHK2WfI/tE0T5n44iZ\n", + "mWOGr0wn4/VMq5vRMMJlmuOgq7ChJe6tm7zmlyErDnjvjN6AeP3itYsqut8rkkxfIUQfQY7Vl3uV\n", + "JEkKUWOmL6ps0cUxTEB09zsyQtd91VSEVqk83bfqNaZytMj0Pf38d5j/afrC8HWNWN500vTF8uIz\n", + "EP4n6CL50rP+YvTerz7y/uQT137NTIP1wHzuWrsw2X71f03OXH+3+Z7/8Isl6fuWsY31tU1fdBH9\n", + "9M1/NaoGBrEeiNx1y+tKu4iyy4Tv2/3Al5Onn73DGPcYyxjm8+57v2i2EcZWBhjXV6bvdAn7RlSn\n", + "yYdRPjDzwbduQpwJ51Ovym913USFkegeZa4TbDCQNR4r3oMmjW3W1l0Gfh7rU2S0cnsgKYfpaXzj\n", + "dRt21ZdX3VgkGmVZBnRdQuJg//57TFKYlYC+5HAIHDs5b1xfyG54ArkmYdvj+QKavkx2ljV92e1h\n", + "lgHqE+OyifFuQ88HPtM3tBKJ16CsHia4DcsOX9AF7HNC1vkgdDxfjvMcez+z2hXHcxabNx9tptm2\n", + "7XXDV/oPz1+bN//R8JUxMn39lH2O7BPY31DWuL121fs0xwV770irm9P1dRt7THMcdBX7OslrftvP\n", + "Y3lxgOWDeP1irzcQnifta1sVyfQVQvQR5Fh9uVdJkqQQNWL67njfe8w4uOzOGaYvRKO0Ki+tPdaY\n", + "pOg6eN0bjjKVtwDdPMNI3XPmfzHfgW6EYS7CgGUX0//uwtPS7x8asbzpZJfEP/7I28w8nvz//pf5\n", + "n8BkfuKnr0iuOPXzxmRG19Irbv+6mQaVwJjPpvvTed8zs9lU+x694uT0u5x13Xv+fxqZvpjPS7e/\n", + "N9j03bNtV7Lh8vvN7yI4n5Hpa31HWfKWyQe+ywhm7+C7jQbL8eID6Taj6Qtk+k6XsG9EdZp6GEV1\n", + "Dx6Y8fDMB9+61W00oBavzO5aElVKbje1onvs2HH84PhdXqsaq8x1AuP15iVwyhpesaDxxu+HqmJX\n", + "V7D7YJiUPmjYsYIhr0EGl63I6MxS08djSBwg8Y2EMA0SqApFcWSL1daQ/bqvqrot7OUraihg41aW\n", + "h4pmdxMNAELPB67pW6YSKW+97f3axx4m7AYNPtPX122nT/xsE+Pphxy7MzNjA2haunnOG8M1b5zj\n", + "w5myz5F9gdeyLVtePnzFD+Nimho/2GBsa3s7ZI15Pa1x0GXsBmVNXvPLkBcHvMdlAzb+j3tXXNfd\n", + "a1xZyfQVQvQR5Fh9uVdJkqQQRTV9fTJG3yXvTT512cfN3zufTqtjqwimL/S+my9NvrXg/cm2177a\n", + "vL79n75qjFSajOhG+FVXX2DM3n9dd4+Znqbzzg3XzZsnlgev//CUt5t53PeOV5r/+T7NSoxLvHrD\n", + "o2ae99y22DsN/j77/tuTm2/9cvr/1t+PpoEwri1N3//nJ8uS/de/wlTA2tNkacNv1iU3f/TnyVN3\n", + "PeZ93yesK5YD28z3fhPiPsL3Utg+vtiAXBiPefKZuGXli2upnrBvRHV8x0MMbDOLD758kK5qrHGe\n", + "H/9VttFA4yLL7BLtk1ZlpMl7CF0Q7t79o8yqlSxw7g/F1wjBVlvd7Y5iejgGb9Wuz4Ft2tDIQsWd\n", + "D7wHhaw/xzyrkgBjxWuTY5yGxAHMH8Qax0KEqlDG7IT5hXOeWxXahfF8Cburxn4tY/oWVbz61HQs\n", + "IA5QEQmTwze2I3FNX8Z+aFWqmyCmcNzh9b5ee+ztwn2FxiGE5wH7mu4Tk/yxz6Vp9WLxsYs4mLZu\n", + "nvOMXZm+fsrcH/QJ+1qWh13ti+Nh2qDJy4Yd3C7ueP3TGgddB9cAW22TFwd2Lxe4huFavuiSdaYx\n", + "pHt9q6KmnrOFEKJJkGP15V4lSZJC1EilL0xNdK1M0w+m7w+u/Yj5uw4wE1FBimpRdI+M70GVLyqL\n", + "f3fsX5r5oyvju6/88+Tlwy6dUX0LHlp3rnkfY/UC+6YTr//wrGPmmb6E1bL4zvOfeMDM87m17x4s\n", + "x9vM+5gPpzHC3/ef7O1SeduadKxhCBXInB4898jm3BvhDZf9zpi+z659fPhKNpwPq5j5HeSFp2aM\n", + "QshbJh/ztsVQWA4a0G9ZcYrZhuhyW6bvdAn7RlSnqYdRX0VcjIo/JhDsB2pb/I6qxrJoHhpv6KoS\n", + "v8c6cnDuPz64O8Ky1wm7EtaNm7YMGx4nSDDhdx0j0DWz8Dfk4jMuixpkMCnGeYdqEgZnSBzYxkjd\n", + "7lBDx/XNUlsNDHzYyc4yx0BoN7+2WE3e1DGGOOB+3rz5j4evHop7nIR27UyyDG8OK4Bjuo+wJw1U\n", + "qGN98DdEuN555wDGEM4nsat87Wr9PHg+4Hif01DpSIPLZ97lVQEfzpS9P+gLWRWtPmiE5p0P+4jd\n", + "AISNOsaNCY80/5NpjYOuw0aIUBcaQuXFgXtPEFsyfYUQfQQ5Vl/uVZIkKURRTd/9d91lBFPznE/8\n", + "9cj0u/iyNyZ33fCOkVFaFVbUrl73q+TI879mvuf5RZ8yv3/1pb8176FrYfyGsfiKiz5vxpUFNCMJ\n", + "bjppfmK57r7sr8x8HnvH/zLj+BJ8Hp97z7XfTT55941mvhynFmA+ttE56t54IJdta96ZbHnVK5LV\n", + "f/n65Mu3p6Yv5k9DF1W8WXAa/C6CN9QYR9gsl2P63vaFS5PffPqi4X/5lH1Im2f63j/u5pqmL8d3\n", + "hmT6Tpewb0R1mnoYdR+iY3VpGmLc1amWFM2DBCSSc6jKQ/IOyUt00cckHoRpdu48KbdKq+x1Iq86\n", + "sagytil4nHzh8jSu65ijbiUeq4ddI5fVxXbFHhtLZBk1/EzZat9JGJwhcWCbJnVNXyYzcb7xrXOR\n", + "WAnZhYYp9rrgnIq/i2KwqGo+S+zuuqnxbhEHNPqgLOzjhOuMv0PJqvaO0aipTdzzgrs+IUY/DfQm\n", + "9nFZ0xfXFjYs6nsVbN5YxqHb5XCj7P1BX7DHsQ2Bx0CISdwX3K6dCdfVPk6mNQ66Dhs0NnU9KEte\n", + "HJQZtqOKZPoKIfoIcqy+3KskSVKIopq+ME2p0z/77pH5h+6Wn77xDSOjtCo7tv7eGLLb17zLmIYb\n", + "jj9u9H2/Oj81fWk64n1U/OJvY36i+tYyc3HTCePz3jOuNwbt0zf/VbLymDclj332lfMMW1bLfuLa\n", + "r5nqXLdCF/OZZ3RSjtEKXrjjxGTTx16RnPbh9yVX3rrETIdxgR/75d3G0P3d91cPpzwULGdZ0zcL\n", + "zAfadu9Tw1cO5bmHN5sxhMs+pI2qiweyYTfax6/4SPJXN1+S7Nj3kkzfKRP2jahOUw+jNBNQ6YeH\n", + "3lBDoQiMOYr5+LrdajLhLOLAqiQk51yQxERy3q0AzjLnyl4nirrmxXvQJMfjpOkLowW/65ijNOO4\n", + "flkmGxNcNL/ZIKOo211WhZZJjHG9mjQ4Q+LANnppDLJbyLLUSRDGavwSC7txDs/RMPfyqLL+9no3\n", + "dXwhDrifoSxTxDY3WZ0b2rUzYVyzi2dWtPe5wRH2C9YBwjrZx677nk+s5MbnmsCu1s/DPh/QEIV8\n", + "hmlf4Dr4CO32+nCj7P1BHxhXsx4xfKUYGqQQhtLYs+eS4Tv9JXv83kOv7dMYB32A99tQFxpC5cWB\n", + "2+AptmT6CiH6CHKsvtyrJElSiKKavuhqGTr3F+cnS3+emr477/lUsuval5m/ZzeUb92KStwH/uXm\n", + "ZM+2XeZGkZW3qBg9/YaVo+9k99E0HTmGr3lt87WHVN9iXjA+YabaRrH5jGXY2qYv3v/6bT8azRNg\n", + "Pj7TlxXGNvb3PHfzm0eVzzR0b/nUL5P9L+4zr7lwGhjEReTdUGN70vRd/+Nbh68eCr/v2cfLJeC4\n", + "vdxKZ7OdBq+jq290kw1k+k6XsG9EdZp6GLW7DcVDLxPCMG3rkGU4MOneVMJZxMEdhy0LJOtp4GRN\n", + "m3fNySKva96mKxF9sHHEySvT765bEYt5QFgfGHm+edpGH6YLbZBBUxkK7dqY0zdppIfEAeIIgkES\n", + "ah5lUdR4IE9dGs8XuOdT7q88eG4vU+k8CVMUccD9DGU1FrETvKxmDe3ambi9BrCivax53DWwDhBM\n", + "epq+qIwuGs8X03NbNtXAo4rpCzicAKpl+wjM6nT551c12jDmxZgq9wddhwYu7qPKYPeAkCodSqOP\n", + "DSHsRg7428bX1fk0xoEoT14c8N62bO8loZLpK4ToI8ix+nKvkiRJIWpkTF+Mf3vmpe9IDVDLEOV4\n", + "umXAGLYwH1GVu+E360xlLOa14NJ/MN0tkzzTN63yfZ35TXDTifnC3IQZjenuePKGdB6WOY1lxmsf\n", + "vuyzxqy9/nfnpdMMvgfc9Y2rk7uW/MS8BqMTvyHfunJb/IdfpFW+/B4sw28+dVFqsmaM2Ysumbm8\n", + "ReTdUKO6F/O565+uNNs0a2xfvIfp7C6nYbyHYLbBuq8O/0vBMuH1B3+7xFT5Apm+0yXsG1Gdph5G\n", + "8QANIRmMh95Y3bwyYY8uUu2HanTLi9dhYohuMq5SOTRZ54NJfiTtfVRJ5uVVisdqmFAGGmifGY7p\n", + "W9dwthtbZBmMnAbv2+sdYlhx+4VUebLL7KYbYoTEAeMOcJxDJMKrUnVc30l0d10Gt8IFf0NZ2BWf\n", + "PLeHiBW1TZ6ft2+/d7SfoazuTLnOVJX4pPHPJDF7mShrHncN+/xhNxqhyc2GIq44rXuuiQkbAfnG\n", + "tbVxzwe41vS5m+cQo4/DI2Q1dDgcqXJ/0HXYgKFKHOM4wLXPN5TGrl3Lg7uLbpu848E2hMk0xoEo\n", + "T1Ec4PoF+a5vdSXTVwjRR5Bj9eVeJUmSQtSI6fvB265K1lz1emOCsjLX7lq5DKhGpSG6/qI7zGuY\n", + "3y+ufb/papmcccUHzescxxbjCPN7D9zwp+Zvu4J304MbzDwhGsU0ZWnoEryGClWYvpvuP838T2D6\n", + "Yh7mc4N1PXDDK+a9b8NtQUMcBjaAkQutXbwiuWvpleY1Fy5rXdOXYwPD7OV2RVfONjB3+X3Y5vgf\n", + "1dah4wD7wDJhX9hdfMv0nS5h34jqNPEw6usKklVDMaqA3HmzUhFGTJMVhaIeZc02ds1pV23YVEnm\n", + "sWLNbTQAtTGuL02WrPF3y0JTFlWYWetjGztY7zKGHCoiaHh+bTCfPNOTY2yjmrlJiuKAccRKuaK4\n", + "CqHquL5dGs8XuF2CF5mXaJSA97MqPrNUtaK2DNu2rTT7lcoyRlzTt2p1Lq9pNDyLukfvA3Zc26Zv\n", + "3ni+OAec2HCVL6DpW2Rs+s4HPOahvlU3svFTntEXum0OJ6rcH3Qdju1cdz/jGICB7A6lsW3b64Ia\n", + "5LVJVtfOhKY2G4fEjIPUOF9u9kMfG5AczhTFgXtfHFMyfYUQfQQ5Vl/uVZIkKUSNmL4wY9df+1pj\n", + "8I0MVavKtgyocH3gu6uN2QmDFcBMfvD6v0z+eOX3zf8AJu+mG99g/sb3YRxh/EY1LStw7S6XUcFK\n", + "YxPgfZrDu596xIxny8pWvEbT9+AdfzvPwOY88B2mKnjdVzPXldviqWv+5yHzgBn7yGW/NX+7FbXo\n", + "8pnfU9f0xba87QvpOEKcrztO8Ki6+lMXmXGGWWUMVQXLhG1kjN/BNjx4/ykyfadM2DeiOk08jDKp\n", + "bhsDTPrHMGU/tzJNtnM8RZpWXameE35QUWIn44oYV20cOXxlPlWSeUWVipOu2GOF+icjmYE4BjAf\n", + "djuLvyEbvsb1L9sgg99BnXLZeq/5yarWpqvvi+LANXnd/6vAbpGx/9z1zhK2N7dZl+AyYRmLYiGv\n", + "Uj5Lk6r43rLlFLNfaWRkNS6xzwFQ1fEGWf3Ka9skewhoCh7bMHzZUwCNYMi3fyfVQwKuA9ivRaZU\n", + "1vmgr90809DNu27WqQCdVqrcH3QZXxVrDBBXdvfPWWZqF7C3QdZ5gI0k2ENMjDjAOMgYD5nfDZXt\n", + "Ylu0S1EcVG3IFyKZvkKIPoIcqy/3KkmSFKLGTF+Ym6icRTXriw98vbBrZ5iZrvnIitOnb1g/z/SF\n", + "sbrrupcbE5bA5H181VvN3y+uenXy+JWpgctqWhi+9jIcYvr+dkG6zAOxC2T8Bi9e9zJTnXvClaeO\n", + "1ovY8/CBMXg5Du/IAIesild8Huu+ddMW87c7bi8qcfE6tkHed5G8G2rMwzaO7f9hAqOyGlW9/D6M\n", + "M4y/YRbjt68qOAQsE813SqbvdAn7RlSniYdRVlNijFQ88NLsiFUJdfZNaYtsPJyjygh/Q1WT96J5\n", + "aLTBkCnDM88cYT7n63qwajIvL7kziW5obRi7sRpFuA0ufCYev5PrzP/LfDeOcdsMgrAOqAhkpcSk\n", + "qlqL4sBXKcfEbVWwrbhtQ5OEXRvPl3A9cC7l39i/PhZU6NZ6UuPdbt78PrNPaWDkmfpYHqjOGMPs\n", + "4pnK2mZ9gpXcuHazBw0KvRH49i+P86bXP/SYzTsfsAqQhlAfYGOpvApl3znucKfq/UFXidFYKQ92\n", + "m4xq364S0tU5txMbd1SNAxxvGPeYjU0oVhpnNUYU3aQoDuwGT77rXB3J9BVC9BHkWH25V0mSpBA1\n", + "Yvq+euUyY+pxzNqiGzx0NQxDERWlNqw4xfswQmFAAo7Bi7Fx75lJTUjb9N225p0jYzGLx69LuzmG\n", + "YHaOuqG+429GXSDThMZ8Mf8nrn/9vApdmtKQa4YSrBO7bOZ4xEaOcYzvwnaCuep2oxzT9OV3EWxX\n", + "fh/+xvv8Lm4HiEa4vZ5Y/7xxgW2wTOw++8Dat5ntLdN3uoR9I6rTxMOo+/DM5HEss+Nnd6TmCcwE\n", + "mnTTUGU1zdCIKZuUZpUTEnkuRdf4LFilyUYJtmDg4T0YmpMA32WrLuyuFwYs1ofHB8cKdk1hNpqo\n", + "2iAD5ifmDfMM86FYMQ01TVEc+Krg0qRtvYopGmTsGrlIXRvPl9jdGtpd+rowdrLMvyxNyvx/5pn/\n", + "bvYpjQGYZVlgeaC6jTvsuJ8G7POD3aAKYu8BtuqeP0KBAYN9yi7a88g7H3A+kO+a0kW4vHmgWhPT\n", + "NGUI9pGq9wddhcZ+Uw0W7Craro7vW9S1M7EbC5aJA0yP7pvZ0ILCeQfDk7C6OK8xougmRXHgNlYO\n", + "Ea6Jvh6DXMn0FUL0EeRYfblXSZKkEEU3fVdt3pi87qJFxtzj2LhFN3io5KW5aFeOGkPyU6khSQMS\n", + "sGL2mF9/3HzfxU89akzZZ2/5a/P+C3ecODJXs8BYtfxOGJkcCxgVuPwumqPb1rwz+e2V/yddp6GR\n", + "DWjGch4++D7hcnHb0DiGwY3t5FYZA24fmrJ5wIBFxbAP+7sIjXV+Byp98T0Q34MRDfC3bRhjWrwG\n", + "UxvGeR5Yt9GYycNtKNN3uoR9I6rTxMOo2wUojYRYlV63P/qMmR/MBFZIqsq3u9RJJuZVMJVJ5tm4\n", + "xqitSXbBy+X4+1+MjZUYcF5YF9fEc03fmA0ysD44xlktCtWppAylKA58DQdY8ZdXPRcC1zWku+M6\n", + "5idMnRde+HIjRpV9vs4zfdmdsc/8yxIbUUxivFueY9y/fSDesUx1rxtsQDKpRiJNY3d9jf3HvyFU\n", + "qrv7l/HSdKMrVu+FmJpF5wNeU2DsZHUR2xW43kVmd5ntc7hQ9f6gq/A6Fjo8RhVoqsLg7Br2fWTR\n", + "cWubw2XiAFXO/A70SgOD3XePEGo+i+5QFAe8N8Z9mnud84n3NniOYO82WZLpK4ToI8ix+nKvkiRJ\n", + "IYpq+h5/29Wmy+XjV3zEmHvsWjnrBg/GJrsXhrkLA9E2JGEm4j1AA5KmMOaPcXaX3L82+eBtVyVP\n", + "XPU/Rl0mjypK7/gb878NzE2Yla7pa0Mzk2bnrlvfY+ZnDMuhWQto0PrmQfg+4XxgMgMax/jN7YQx\n", + "d/ndgCa0uw1sYLo+dlFqCmMcXh/2dxFWWUP4Xtu8xXvoUpsGNPYRzGCA6VDly+pj2wz2gXWb3Xxt\n", + "OvbxMC5k+k6XsG9EdZp4GLUrx/DAG7vL3E2bt5n5UbEqiEUzhHTJl0XeZ8sk81xYoeczMlDJiPea\n", + "rkxkkuljv3ogahzbx59r6rpV+LEbZBCsG4ygprv0BUVxgG4eEUO2YeozgqvAfYjEX17FR93GBFxe\n", + "X+OHutgxkVfpzvGnOZZ6kRh7ECvNm4IVnOw+XpVY1eE+Q8yyURX/d/cxK/qb7toZJhT2Z9Y4zTYh\n", + "14W+dPMceu20DTGRUuf+oIuwm+Emz2mMty6Oe81zQMh9pH2+CI0DNpzAtaPIWC9zPhLdICQOeK1z\n", + "r3M+2b3ZQHmN4WT6CiH6CHKsvtyrJElSiKKavjB8MZ4vzFgYmyTrBo+GIQSjFaYifhPbTHQNS3QR\n", + "fNnlb0o+efeNyZG/Ojs1U4ddJueZvjAqMZ/bv3LZ6LttExRwuWg4c372OgGasZBtVhMuM0SjFstt\n", + "dxFtrxe3k1vRi+WAIWtP68JK3TwTlsvrVuXitaz52vsO8+Y2oQGNz9ivZ+GLAZm+0yXsG1GdJh5G\n", + "3XEfWQ0Xy0TDcW1XEzZtzol60HSrUhUx7tbz0CRk1jU+BBpdvkQNXkvjt1nDsinT167cZPerOCYB\n", + "qzVp+k56DOMmKIqDNJE73wxhd+NVYtKFJju3qU91x/Nlwr+JSj7fOK7ucuZVx/sEY/jEoWHYdBUo\n", + "cLu3jWXqH44wnhELvM76uvTGPsZ7k6jizuvxwSXkutCXbp7LrDfXR6TUuT/oGm6jlqZIGw90s8FM\n", + "mftILHt6PBwZHAecf8ixRoO4i+a48BMSB7iW4ZrGZ9cs4d4a0+H6yGcJCFXCvs/K9BVC9BHkWH25\n", + "V0mSpBBFNX3Pf+IB8ze6V37ppteav0HWDR4NSggmIqpbMQYuDFIanKwyZUUq/0dV79PX/JkxmiEY\n", + "ss+tPdtMx+6fD95/spmW0KikfNXFgMvFsXhHJvLat5n/iW36+kxWrgNEQ3Xu+YeMCKfBb24nVhDj\n", + "Nb6P+fNvCuYtzF68jmW965/S5b3nW9cfMi4wgJmMdXbB532mNbD3HQx5jrtsf58x7D3fZ+OLAZm+\n", + "0yXsG1GdJh5G+QDMB17+j64jY4DjGpVomOckuo/tKkhs7d17U6er2cbJ9SOGr5Qn/fyhyeysa3wI\n", + "G2b2mPjxjcdK4+uLVzYbWzTbTlqRGiuxzDHX0MbfEI4/29DBe7EbZLRBXhyMK+Dmx18ZM6UImvcw\n", + "ObOShWxIgH1TBR4DeePUVoXLj1jIin12Y4xGAr71swUzkBWikzB8gbs/1f1mdXhtRdU3zw95jWMm\n", + "sY/LNNIIvS4wZrrczXOZxgusXlZDh5Q69wddY5KVpTzW8J1dYWziFnftTGCQY/rt2/29kNngvIJp\n", + "y5jqZZdHtEvI+cC9P/bJ7gGD9814nuC1Eu+5PQjJ9BVC9BHkWH25V0mSpBBFH9MXoMLWrrLNusGD\n", + "cQkjEqYjgNlJIxYGMH7bXRnjf5qrNGJRWXz0deebv+9d+mNjPo5M32HlL4GZi4pZzAeiuesatnwf\n", + "AqNKX8dExjKyYthn+tK8hbiOLvgcv4fbCWYu54nvwDbBa3ZXzBC3EYxY/IYBDB6/Lp2n2w001hcq\n", + "g73vuKw0n2kUs8rYrSC28cWATN/pEvaNqE7sh1GaaawMYqVhzGogHNeoPINp1mezqi4cfwy/uwoT\n", + "iHW60cxKZmdd40NhksbXXS1eh2I1VPBBc5bLUdUQdLFNPKwL54/XYebhbya18DfUZ/LigBU5boUs\n", + "k+ixundldXWWKVpnPF+uAxUbjuPKKl5fTDBufN2h20JClN0eTnKcW9fkjWnqdwnEK9aryW6JeV5C\n", + "5TrOjThX+BozTKprZ1DG/CxzXeB8uxonMKSxfCENu1TdPp+69wddYpJGLHtN6FIVK6/XIV07E26z\n", + "LVuWDl/JhsdZmUZCOt76Rcj5gD3hoJLXvd5RHBLF7Q0F91FsMAWhURSHRJDpK4ToI8ix+nKvkiRJ\n", + "IYpq+mKs1tlNv04O3PCnycF1Xx2+47/Bo7FJo5LgdRqzblUqXqO5SmMXv/Gd+BvvQ88/udEYtfb4\n", + "uwDvwWRGhSr+pmnqGracDwQwFq35rg3pQwhMT5inMJgx5i2Wk2Pd2tAk9X0H4TTA3k5YRpq59mc5\n", + "P3sb8TWavJse3GD+d6t3sby+5czDXiZWSqPKl0Y0oAkMk3vD5fcbuYazLwZk+k6XsG9EdWI/jLqG\n", + "EyvH3AfkOoQ8vE87duUD1NVqX3ZLi4rfqjB55ybk6sYBjTpfggdd3eK9Jscibcr0dU08uwtn/Ibw\n", + "Ohtk4Pv7TF4cMIHtJouzzOCqsPtjyDXIkPjje1VgFRLVRJKZy4fldZeV8QT5xnWl8B7NbfTA0GSD\n", + "CRd2zcltM8nKuElCoyFW3Pqwu/v27WeIXTtP6txBUybkOlLmusDzAK5TXazYS5ctrKEHGwR0qUKz\n", + "TabpPrFM/Mega1088/xeNNauDa/9zz77quErfthACI0Ly8DjbdoaFk0rIecD3pP7eraAcG/HYSuy\n", + "GvDhPpvdRON+CNdKmb5CiD6CHKsv9ypJkhSiqKavMXtREQtZVba+Gzwahb4KWJqLMGVtYLCyUhUG\n", + "M41YdPWMcXLxGcg1koFtMttmL38TmJV4jcYw/jffNVgf/Ab8HISulLMqaO3p7O+w4TTA3k4wZ/G6\n", + "ba4CvIZl4/v4PP621xnzwefs8ZG5/lnLkYW9TNxnkG0ec94wlfk+jGF7uX0xINN3uoR9I6oT+2HU\n", + "fWhmq+iY46P6juvDDSaqqCYrv6pCs6psMs2F6+quY904QIUaEzNucodjdjXZdSlN54W/To2ymBVz\n", + "TDrBiOMxyO+jGdxEg4w2yIsDxo6bmI1t+gJWiXx62OCFqjuer3usl0l8hwKTFsuImEAvDfgbvTaA\n", + "EBOwTcMXcNuQJvZvF2AjGphATeE23PKJXTs3Pe45cfdvHmWvC6wS71oDgbIxnHWuO1yZlvvE8RAF\n", + "8Xt5yGISlcW4P9y1a3mhsTxu4FhuiJCQ7ZZOk55T2WAoFJrK03aNmVZCzgdF1z42oCx6LsC9E++p\n", + "YBLL9BVC9BHkWH25V0mSpBBFNX1NdS0qfVcfZapjCW7wYBLCGH3gX242r9HYdStCCUxM9z2Yvhxn\n", + "Fxy44RWmy2WYvzPXLhsZjq5ZDGyTmUYrfqNi1p6e03EanylN0xhaf9EdmaYvpqN5bJukNuk4uZeY\n", + "v+0bYXYN7X4Oy4PtAkMV29C3/TAffDcqhbG9MJ29/mUIfVhn5THWh9+F7+e22fCbdcMpx8j0nS5h\n", + "34jqNGX6wmiyH5LR+jkWoeeHaYaVH0z0NmkCVIXdT5fpMs9HVvI7RhwgNiG3gpGVbDDwmoLjh9Fk\n", + "q9L1bxacN0w8mrsUE1o0g2NVGLdFXhxkJa+bSKTD6KTZjm3OWKq7nRH3WE52c96EqWPHC+IDfzMe\n", + "2WVhXpeH7P4Z6z9pw3c8bvh/G74yfq2L58U6pOsZN25d7Mpu376G2LUzGwY0yfhYDTN9yl4X7F4z\n", + "utRjRtlq9axeDQ5XpuU+sQ1zkd/ZVBfP43N2qpmZYwb3iT8avjufOr028JqZ1VCK989Vtu34vHTk\n", + "8BXRZULOB+yxBdc395rHnnEgTFcErqMwhz8yuCeS6SuE6CPIsfpyr5IkSSFqZExfMLd/pzFu0dUv\n", + "bvBgAqL6FL8xNi1N1TLAYMVnaHRi3GBWFu/47e3mPZisqDh1sU1mGqpYBtewpWGZZ/rCSMVnsB5Y\n", + "N3cehK9nvQ/s99wbYczfrpYNBfPBtsfyQ5h/kcmeRcjNOYDJjP3L+eP7uG54/XffP9SIl+k7XcK+\n", + "EdWJ/TBqmwd4UHYNhBiEnh+mFSbkNm/+I/M/fuclttrArs5AcqwOWcm1GHFAQ2v5TU8ekuRp2tjg\n", + "sfIPFz0Q/Rixxyazk1UQKzbZIKPJLqwnQV4c0DD1VfGkMRXXPGOjF7val+fAqpXcbgOPJkwdxgsM\n", + "anZtzuVdMDSy3W6rKdvwnYQJ6DI+Hx49fCWlif3bJmz8QjXZ1Sv2J+TrznvSXTuXrXitcl1g4xCY\n", + "T12hbPexZbfTtDMt94k87zfR2CePprp4Tg3ftLqWpuxYRw722/HzrtdVunYm3Ha+nnDsxh5Vz6W8\n", + "927yXCziEHo+4LXPve7hng6vl+3dAuavTF8hRB9BjtWXe5UkSQpRY6YvzEp29/vIZb81v2lEono1\n", + "rURNK1xD2bppy+jzwIy1+9hZRjRpaejCMLWxTWYYkzCQ8ds2XQGnY5fF+N/Ffh03r/a8bWgOu99h\n", + "Y78X68EY86Gxzm2OfZG1DHnEWCZ87+2nXjb8b4xM3+kS9o2oTuyHURoASAzjQZkP0DGJdc7qK+yO\n", + "ktWLrIToUoUPE9ZVqjN8+BKQMeIgr+vaJqrUbZhEauIY4fi9WAesC7p05vewCp/d8cY0m9sgLw5o\n", + "mPqSsk0kbJHgo8nLhgTc7lUrYLGMEE2dJqqv7B4a7MpkdoGOanQeF7Y4bVuGL2Bif8uWU4avpDRl\n", + "WrSFO7Zzk4183MZbtibdtTNN/SZN39QASuPFNpzaJK/Big9VHs5nWu4Ty8ZBLLJ6yaiDbfjy3hBx\n", + "i3ObawDj2r1z50nD/8t17Uzyrplcvzr3qE1so6p05bzVVULPB+yWmc+wEHvLqdqTiUxfIUQfQY7V\n", + "l3uVJEkKUWOmL4xZmI3Q2sUXm98wWe1uh8uakLhRRPfBMDDdClh+H81amJ02+C5UARPedOJ1ezls\n", + "Axe/sax2F8swU/E6KlkB5uOavpgG3VjjNbzHdXahMc6xd2M9GNvz4faAynbtDGIsU5YpLtN3uoR9\n", + "I6oT+2EUD8YQHpRZYRi7IijWOauPjBO7YzPD91rb5JltVfAlPmPEAbtzY8zagmmH11EN3AT8Xiom\n", + "MHIxTxx7WBcakRC76W3ie9sgLw54XPhoKpnOhgSoFGeyEInEKqRJ8rQiCuStTx3seLFNX7sC2D42\n", + "II5VDLVZLc5GMFu3/uvwlZS2zJKmoLlNNVn512YPCC5c79D1rXpd4PdgWIIuQHOszDWdsSGm5z6R\n", + "+xT3eZNk3INCnC7ysfys2sW52QdiHQ0G2SCLqmPMch72ccTrqvt6Wep0PR0TmunYvl15BugaoecD\n", + "NnjC/Q2veWygWXWIDpm+Qog+ghyrL/cqSZIUosZMX5icMDM5pi26+AXsZhhyjdkicKNod79sY5u3\n", + "+E78jfnTnIXJDPOV8KaTZjGxK5AxD45VS1hJTAMV83FNTXwO/0N4z33fVOFefv+oCteeVwzc+WAb\n", + "cDuUJcYyuduMyPSdLmHfiOrEfBilgYaqQjwo0xTAQ3RMYp2z+khWVa9b/dsm42Rh2v10DHyJ/1hx\n", + "wJb9dpIHQtemeB2KDSsrPzo0UGI3jEA1Apcd68LqPAhG5KS7aG2SrDhA8jMvDnnMNFExSZOdBlnV\n", + "qkgeSzzem+pO0jZ9ed6G8cdkp131QrEb6KqJ0Fiwgcn27fOH8+D+rTumeFegic31atJo4PnJNfvb\n", + "OG9MyvRNG0+l1b5NnBPKYDfkKgOrJWOfH/rINNwnjitV00Y/k4bHQ914sg1frEuIgY11Tytpj6h1\n", + "PKLbf3yvfR1Aww68FnpOyYLmcSxjvAo0fLEcqY5s/fzVRULPB+61j40/q1b5Apm+Qog+ghyrL/cq\n", + "SZIUokZMX1T0wuSDqUlTlYYsKk9hyrrdL4fAG0VW+3L8WGBXDttVxhCrc22jmPNyDVm78ha4hqU7\n", + "PeZDIxvTQPwuGMh4j5+B8D9e5/++6uO6xJoPiDGvrOprmb7TJewbUZ2YD6NudaFdMRaTmOeavkGD\n", + "w03q0BxqM/lEmjCg2bUpzS8QKw7crpBtoVtbvBezC2QkjjhO6tevf9z8jt0wAiBJhXmj4h7Vvfgb\n", + "gnHTVIOMNsiKAybMs6qKyppJZeC5kKo6nq+7jE1Wr3JZWZ3MGIVx7R4XdoMINPZpE2wPyI2DJvdv\n", + "G/Dcz4Y/WXEdg6xu7yfdtTMoG/N1rgvctm1fR4vOXVk0eX7oG9Nwn8h4bKuSNDVd/WPiloEma6jh\n", + "a1N2epctW5bO24Y8tmAm1503oDEeY15lSRu2jbvL5r13+v/xrSxTVwk9H/Dax+cBNtyr05uJTF8h\n", + "RB9BjtWXe5UkSQpRI6avbZTSELUN16rwRpGmsm3O2t/B70eVLiqMYeTif7valfPi8sEYpjlsT2cb\n", + "2MCuBAaYD41sfA/kjlVsKnsHy4bX8XlMwwpo3zLVJdZ8QKx5rV28Yt7+wnaV6Ttdwr4R1Yn5MOo+\n", + "LLMSLHbXnzHPNX2CyaqsykVWAbaZ8GV1JRQz4cSKCntstlhxgG5KEac+c6sJk4OVBGgcQYOtCfOV\n", + "3dThO/g9ENarqQYZbZAVB0UJ86ZNQW5/qGqFiFut2uQyc1m/95txt82QrzFE012fh8JzIswENw64\n", + "/+saFl0B6wLhvMq/m8JtwEVxbPBJjt88SdMX8DraZoV4VbOPY+nj84c703Cf6J7/J02MxoQwHzEP\n", + "mKNtVKCjB4j0+9OxrllxHOsayvPTpKtrcR2wq6dJeu5IjWi838Y27yKh5wP72sfGknV7tpDpK4To\n", + "I8ix+nKvkiRJIYpu+tLghKEJYO6tv+gO83pd7BtFfseztz6RoCtp25iFCYv3YTrjNRi/bpUp52Wb\n", + "ujSA8ZoNPg/DkhWr9hi/nA/WD9PB1HU/T+wKZBjTWEbMk8R6MI41HxBrXvd8K+3yGuvN7q9l+k6X\n", + "sG9EdWI+jLrdYi1cEb9KEsQ81/SJoqoLGkJlE8UxqZqsDgHzhUjMOEBSB7HqdmNLs/SLV1Ybk9XF\n", + "HkMY82ZSqYnKOXs8VlRm/vP1j4+OzaYaZLRBVhwUGaQ0DMtW04WC8x6M3zrGOpO6NLxY8d7E8WU3\n", + "EsBvyu32vEvxY/cA4MZB0/t3kowbvcwf27mpSi63e3iIvQPUTYCXpey61r0uMKZgdDW1fYugeVvW\n", + "mCo65x1OTMN9Iqv72zTu6gwp0LbhCxAHXAceV/g/1rHNY26SjYtcw9ddF2xrvJ5u+yMH9+XLh+8c\n", + "voSeD+xrHxs5Ve2phcj0FUL0EeRYfblXSZKkEEU1fWGamirWpVc23m0xzFKYrDAPUUHL7pd92MYq\n", + "sefFClzTbfRgni54D+tkVwUTd5nywOfweahomeoQaz4g1ry2btoyqm6mCS/Td7qEfSOqE/NhFFVf\n", + "eECmScAH59jEPNf0BSR12I0bqml9jKtsj2wtWc1EVBNVD0xi0QCLGQe2QUqTg2IcV63WtDl37dBE\n", + "HlZPNllxm9dtdVMNMtogKw6KqqT6YAqmx/O4oUOTy0zTl+Ye5caO3bVzjGOiDrbJ5cbB2Cgd9w7Q\n", + "V1hxh5gGrC7jubAJuI+xv7HfcR7B/5Ps2hlgPaFQYlwXuH3bMk+r7l83Tg5n+n6fOL6fO2L4SjvQ\n", + "KC1rarIBINSmaY04YINJKmbldBv3ESHdZeN1e71nZo5p7bmgC5Q5H/DaB+G+qC4yfYUQfQQ5Vl/u\n", + "VZIkKURRTV9WcEK+ati6uPOBcYhq2SrY84LZi2phCAavC6uKsX5u181l1w2ft7s5tmlqO9Uh5jLB\n", + "9GbFNJDpO13CvhHVCXkYRWI/xByyK8VQMYm/m6gKinmu6QusPipKLDFZHDOpFUrTSUomsLhuMeMA\n", + "LfkRrzBDXZOLVcB1W/vbVb4YZxfzZvfRTZi+djd17jpxOaaBrDgoMk7ShhSI17Tbx67B4wlVSWS8\n", + "zPG79rV7auBY1u6YrlBXunYG3Mcwu3xx0NS2mjS2uQ3cc2ET2Ndz7Pc2unYeG/fj7kuLiHFdoJHT\n", + "VgMqNvAq+91tGFBtsnfvTZnbqO/3ibzna9vA5zFYpotnLjvUxr2oDeLAXh77ehqDJq/JPspWT6cN\n", + "QdLunrEP2zTg26TM+YDXPihGw0iZvkKIPoIcqy/3KkmSFKKopi+NUVR0ohtfEuuBL+aDoz0vVvCi\n", + "AtXXDTWqiH1mNmhqmerQl2WS6Ttdwr4R1Sl6GEWC99ND0wu/UeUD88oHH5JRGcRqsRitpF1inmsm\n", + "DRJESNqUHWuLFbRFCTQmt9qobmuya2dA44MVJ7Hj4O9/eb+JWRqyFLtgRpVuHVjVC6OX86ah3FTF\n", + "LeYN2evDBhlfuCJOl9VNs3PnSaZKJet4yYqDEOME70NdJMvAYQI3q+K/KqwMR3yyqhMGrx07UJe6\n", + "Bre7P/XFAbdVWfOsa7hV664J3ATsuQMx0FbXzlVMzFjXBTYomGS3rWBsIpVvPGX39jGt4FjHNYHH\n", + "fta9VJ/vEwErbJs8xkMp08XzCy98eRiD7Ru+AHFgG7NZjcDq4PZC0xRVu8vGeWHc3XP/r4dVKHM+\n", + "YI88sRq2yfQVQvQR5Fh9uVdJkqQQRTd9+9htMcbghZlrG9U2WCcYv5C7fk0tUx36skwyfadL2Dei\n", + "OnkPo9esT00AnzDGKd5n9572OEgwBprstjbmuWbSMIkNIWkZknxBcoeJnhBodJRJCsWAxnQTXTsD\n", + "1wCIHQc0OWDy2iYXTVI0eqgKq25RLcfuUqGmTV/O3zayaeB0oVKzCLtCJ6sxQVYc8HN58FiJbaDG\n", + "IMvYoxkVO8GcVxlOdalrZ2DvY18cNLWtJg3PrVwPduNbxgwti135zUYAaBgwSao0JIp1XRgbqJM9\n", + "P7jXubJwmacJbH+MS8rj4FAdOm5pn+8Tgd2gpW1CunjGPmK3w1AXDF9gx0FT25LbB+erpojRXTav\n", + "h13ZN5Ok7PkA9zex7nFk+goh+ghyrL7cqyRJUoiimr4wT33EeuCL+eCoZQqjyWWS6Ttdwr4R1fEd\n", + "D3jQpWkLsTIR3Twi+ctuHqnlq9NqMPxNw6DJarCY55pJQyOHQhKzyPhlQik08R2SoIvNOEHe3Phz\n", + "42qNtIopdhwgVhGzvi5tGfNZVe5F8HjCb3u+Cy5Kq4ub6jLV7aIVarJBRkzSmEqrdSEkwX344oAN\n", + "JYq6he2yKcgufN1EMo/v2BVgiEHEBWLSjlFbXera2TXHfHHACtmmGqJMCqwDRLjuuH40hX0+rHv+\n", + "q0pWw4c8Yl4XeAyWMZ3rwnWuev0uU5XZdXbv/pHp5QHrM9YRZttg/XBPwH0E2eOW9vk+kdev2F0R\n", + "V2W8PP5rcNoIJb1WY5m7dD2dRBywcVpTXXHbjd/qGLZN98bTZdo8H8j0FUL0EeRYfblXSZKkEEU1\n", + "fbOIdYMXN4GgZQqhyWWS6Ttdwr4R1XGPB1R7LRh2c4tEr20Wucl/Gru2aJhhbFT834SZFfNcM2ns\n", + "lvbsbq3I+GUyLTSJywQdzdFJMKlkkl2ZGTsO7Gp1uxoXqlPpRvMEZpo7X35fU9jVevxOHrd1xyhu\n", + "GlYNpcZddkWuLw5Cq+V4PHbRFMwypHmsNdGog/Fox6gtxk4XunZmIpznHF8cVDENu0aWAYTXoKZg\n", + "5TfVRnfwbrfWIcS8LqQNT9Jzz6SMLJqYbmOPULLOG30iPceNG/xAiIWs83RqOqb7CcYkjpk+3yd2\n", + "0ZzLakyArrbtfVTUiHHSTCIOxo0e499z814GqmP4giaXs+u0eT6Q6SuE6CPIsfpyr5IkSSGS6VsT\n", + "LVMYvvnI9J0uYd+I6tjHA5L6TPCiYtc1qHzCNOgO9+O/Tk1emkucTxPEPNdMGiZvkBiDmKjEWF0+\n", + "aGwUVSy60FCumyQKhd0uNm2e2QntJuIAxgbiFl0g23Fep8KRY2L7xkdt8jgBvurlpquLY8CkN44P\n", + "HCd5RogvDkKr5bpsCqbrf+j4e0wCFxnaVcga1xrCa4zXLnTt7O47XxwwjpowyCdF1v6mCeNrCBED\n", + "uxEMNOmunUEVAzP2dYFxNgkDjtd7KLSRl0td07ht0vui1PDFfQy2iXsO9IHjgPc96WdPG77TPyZ1\n", + "P1UGnEOxTDyXIj65nFBX421Szwt5DdPqwG6+Y92j8Bgpc06dBiYVBz5k+goh+ghyrL7cqyRJUogm\n", + "YvrGusmKebOmZQqjyWXyvcZ4zJPPxC0rX1xL9YR9I6qD4wFdNmKMXiZ33S5oQ4WxT1EZzDFQm6oM\n", + "avPhvQ6+iq30tWzjl9WOZc1bJo/x+aYZVw8017UzsY2eJuIAxgZiF5W9dmzT8EIVfBk4P1+XuU0f\n", + "J4DVeqi85/fif6irpPGUJv2Z9GY8+7pP9MWBHSd5hE43afKOqfF78at1fN2BU2jcg/e6Mha0awj6\n", + "4qBJg3xSZMVoFUO0LDxXQJPu2hnQ8ChjpMS+LtjHW4j5WBXb8C17vbfp6jktFC5/1WOW5mQ6j9c1\n", + "us+aYBxv3RqXmfevOA7SWB1351y1gcIkmNTzQpVeCYrgOcHt5aEOrnl/uDCpOPARMz8mhBCTAjlW\n", + "X+5VkiQpRDJ9a6JlCsM3H99rjMc8+UzcsvLFtVRP2DeiOjge2J0zjKms7pzLCFWSTZoDbT6814FV\n", + "Z27FkG382olaO/lXNnGZVss0U3ngwiTSJCuhkGBrIg5gbCB20bW5G9esZoeRGgIq5Xhs+Y4rvIb3\n", + "YLQ1Cb4Dsr+zja5aQ7G7dSa28eLiiwMaYkWVUmm3oH4zuU2KzMp0W5Q/LxRx7to0PnxV6eyyvwtd\n", + "OwOaDjy/+eKA27HJsW+bJqtyk+fdJs09NgJo63yB9YPK0MR1geeTmIaOTXoPkMZz3f1pXyP7Rnqe\n", + "T7dDncYM+Owf/vBvzXwwvyYbRsSmy/uPvQtQODd13VSf1PNC7F4lsF3Z6CXmeYfmfdb4zNPKpOLA\n", + "R8z8mBBCTArkWH25V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeDjxwrT715DunEOE\n", + "SmEkijGeaBO0+fBeh7xuF2k+2QkeVrxUNVP5fU2aAoCJqUl0RciEFUycpuIAXZsjflGJa8f1V65+\n", + "tFRcczxdzM+eDzUp09denzrdVE8CJk6RXHaTyVndEvriILQKEu9juqpVZU1RlEAOXb+y+MaAhrrW\n", + "tXPaqGW+IZh1PnCn6xtZ+zq2yeDjp3dtSr567aOtGP3jhh7lepBo4rpAI66JxgO24Vv1Wm9T5pxm\n", + "G0uxzyVV4D1LjO0wM/Pk6NjB9u0LMHuxzDGNvliwoQmOyS4un49JPS/wuIt1juD9fxP3JmwQinPP\n", + "4cKk4sBHzPyYEEJMCuRYfblXSZKkEMn0rYmWKQzffHyvMR7z5DNxy8oX11I9Yd+I6uB4QELfTvDX\n", + "FU2mu57aOfyWuLT58F4HJlezEi1MLEP4u24ylkmoJlv004Qtm5ivA7dRU3EAowPxC5PXjmtWsKMr\n", + "9CJQMZxX5Qs13TiCsFoPyz+p76zCOJb8MZ9V2eiLA86nCBpLTR4jVchaV0JzxNeApA4cA9rt3pxd\n", + "O6MSuAvw3GYnxLPOB5gO6npFWhZZy+/bBtNE1fVr6rrQhFGSNl6IZ/iCvF4RXGgsQW1Xw4+XO07v\n", + "JIwDNhbqi0kZcxvEBrGP7RnzGGiaps4HPrjv6l5r7POC716oLk3dP3SZScaBS8z8mBBCTArkWH25\n", + "V0mSpBDJ9K2JlikM33x8rzEe8+QzccvKF9dSPWHfiOrgeLCT+zGEbqJhEGyY2TP8lri0+fBelXFC\n", + "M98cZfUWVXcsL3bH11QVLs2pWAnrEJjE3bZt5fCVuPjGwaXwOlRU7chucl3zzNakDFi7erPpBhl1\n", + "gOmA/ZpVuchqeNeccM8HacI0PX5CKDPtpGCFWlbCl2ZNlilcFca+W53Orp27Ejc8T9rnnazrQtG2\n", + "7DJ5143xe/2pYixD1a7Xm7o/4LUu6/xUFpyneM7DNS0maVzkn9NsY4mGdl1jtM59Brv1j7V9GQds\n", + "TIf5d53xNS5uPBzOTPJ5Ida1hueaphr0ZN1LTTOTjAOXmPkxIYSYFMix+nKvkiRJIYpq+kpSWbkw\n", + "HvPkM3HLyhfXUj1h34jq4Hiwk/sxBHMAaoo2H96rwiRLSBKHrfChui3xaY6gknHXruXRq0fqViNX\n", + "gdtn69azh6/E5++HVbpuFTxN01DlVdHDEMY0V6/bOvzWQ0FFzd69N9WqHGH1Jrpwb7pBRlVoYvq6\n", + "dbbBNJA9jXs+QCximtCEKQ2POts4NjRjso7XsusYim9Ma8QwXsMx0RWYFLdN76zrAhPxdQyptija\n", + "z3gPmkaqNmxo6v5g3BNBfZMd5xrb8I197mFjr7yKTNtYojFap8cDbp8dO44fvhIO4xzn4ljbgnGA\n", + "+fEcH/v+JzaHYwVm00zyecF3XSrLuDFPc/GaHhOH3ktNM5OMAxdf3kkIIboOcqy+3KskSVKIopm+\n", + "QsSA8Zgnn4lbVr64luoJ+0ZUJ7bpy3FKv3BFcRe4VWnz4b0qZZNBTP7VTfrYCU9qZuaYZPfuH9VO\n", + "9jDJW7cauSw0A7ZsWTB8JT6s1EW3tnZ8s5vbELndQ7uigYzqyiyKql9DgMGL72G1JtQlxmZKceMB\n", + "n4Hnng/KNLAAnGfRd08KOyGbxfjYi98tNWOEcdq1rp2Bb59lXReqmoddgI12so5/9nrQldiNSVUD\n", + "pcn7A27vuhWxuAZjPkWNXKpSdE7zGUtct6rHCa9VUFnjl1W+MY9ROw54P1XnOjoJ2Iguz6wX5Zjk\n", + "80LZew8fjFX8bpIujx3dBJOMAxeZvkKIPoIcqy/3KkmSFCKZvqJTMB7z5DNxy8oX11I9Yd+I6sQ2\n", + "fZff9KQxCM5c3VxFRZsP71WpYizFrPZAMorJpLGOHLx2fGXDgEn5SSdSsbz43meffdXwlfiwOtbt\n", + "5jamQkxf7qu63fDheyiM8dslyhjbNMHshKh7Pihr8nXN9GV8FyWOMQ0UG8blD297ysRp17p2Br5K\n", + "6KzrAuOh64aPD55js2KZifs+VjEXUfW4bPL+IEZXwbjmYh5ojNWUucdrfZah4zOWeN7BsVXWiOYx\n", + "llYYp43MQs+/4yrjuAa4HQdNNpKJxXgZJ9uIbtqZ5PPCuDFFtd4AxsfgEbUbfBbB465s9/l9ZZJx\n", + "4CLTVwjRR5Bj9eVeJUmSQiTTV3QKxmOefCZuWfniWqon7BtRndim7yTGKW3z4b0qaSKn/a7U8P1I\n", + "9rCqh0Iy9IUXvjycKoy2qlKwDvjeP/whf3zkOmDMXpqkv/jtJm+s1xW60MX8s8YHHicAU9VJAqLy\n", + "nuvTpYpNmgWhXZz6kvfu+aDIKHMpO33TMBlrGzI+mqryRKMAxAl6behi1848/pEYt8m6LvA4qlN9\n", + "1RZFxiePn67Ebky6aPqmsVe9q2Cea5o0fEFeXIyvK4caS9zmZeKJ52QI8+b5C8LfRfA+ImTaMrhx\n", + "kBrS3W0gwdjAbxGPST8vMM6qHN9NVLxnUdeg7huTjgMbmb5CiD6CHKsv9ypJkhQimb6iUzAe8+Qz\n", + "ccvKF9dSPWHfiOrENn1ZJdZkVVibD+9VYJIVJk2XQNIHySUmqaDQbhnH5ls7VSl1Eu+h0PxC9bov\n", + "1usIVZSYN5QFE/dUncpvVN7z+5pskFEWrluZBKm7793zQVmziNt5EonWEEKXp6nuGX961yYTJ+jW\n", + "uYtdO/N86pq4WdeF8fm3XrV8G/gqmm1osE1jtRbWCypL0/cHrJIte75gHEKh56aqMC58DUfyjCXb\n", + "wA29tvp6auD3Q3nnJ/bc0MR9hBsH/K6uHivcjtNYtd8mk35e4Pmh7P3a+PwQb1zrIthw7HCIuUnH\n", + "gY1MXyFEH0GO1Zd7lSRJClFl01eS2pLPxC0rX1xL9YR9I6oT2/RdcNH9xiTYumvv8Bvi0+bDexWY\n", + "bOxyBQeSPmnCKcxEarsqpWoVWBmuXrfVxPIXr3jYG+t19Olh44g8A5amHte1TrIa34Pvg/K6k54k\n", + "YzOuXGMIbhcmVd3zAZPnoUZy14yz0NgONYfLwlhBrw1d7No563yad13A9FCfGFc0Zy83jyHXAJ8G\n", + "qu6zpu8PuM3LdBWc7svUwC9rBlUhKy74ep6xRNOqqKcBwHMQTFt3fjxOId+52N4mRee6KrhxYB9P\n", + "TTYWqwKWJ1225novOVyZ9PMC4z7k+LFhxXvs63kePH67/GwSi0nHgY1MXyFEH0GO1Zd7lSRJClFl\n", + "03fb9h2SFEW333HXSIzHPPlM3LLyxbVUT9g3ojqxTV8aS03S5sN7FWhShZipbRJanQPa6tqZ0HRu\n", + "MkGGhguIZXTD7Iv1qkK3uZgvuszN6toZcBuPE/XVuweHacdjs8kGGWWomnB0TVr3fMBtFUqWQdIW\n", + "occWG2rENqsZK+x+vEtdO4OsSqq86wKmh6oeP20QGpdct2mC616ld4xJ3B+wd4zQCrmZmWOC9mUs\n", + "aCK6xnSIsTQ2IPPPQfZ1KWs6Hqswd91peP5vapv44iDr3NE2NAq70vBompj08wLiHPvSPfby4D3N\n", + "pHvOqbKsfWXScWAj01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6MU1fmlnoFrdJ2nx4r0JRF51d\n", + "wjZ+kdT1MU4UtdO1M3CNv6bgWLiIbV/MVxGrJ/OqfO2qJFC3G74NM3vMd0JdAcn+Kus0NiXSsejs\n", + "80GViinGc1e6/02Xv9jEGxtjcZcbleCMFWgSXTtjPHF0O5t1zrFh3LjT5l0Xsj7TZXiOK6oYc7s7\n", + "nwYY21UMwUncH5Qx6ca9aBw6hm6TpN85Po+UMZbGhuzrhq/MB9enEAMZ2MYv1z89TzdX5Qt8ccB9\n", + "0TWTC3GE5cI+EnFp43khjffwRkY8ltrY/2zA4jbKmDbaiAMi01cI0UeQY/XlXiVJkkIk01dqXTJ9\n", + "p0PYN6I6MU1fjH06CZOgzYf3slQxodqGVbS+6hzAJG6bXcLRFGjaqOP4pl+5+lFvzJcVjxGMfZ2H\n", + "a3pU7TKwy6QxVq36kolKbCf7fFDVLOKytM04rsMqHJtYblSf0/CFmu7a2W7gkHXOseG0btzkXRf6\n", + "aPrSeCsy1fq4bkXwfFflGjOJ+wM7ZvPOX+l0k+vW2YbnSBqtZYyldLnTxgS+uOI9Quh5ijGK6zXm\n", + "zXuIJhttZcWBfe3oAqGxJKrRxvMC4z2kQRvP81V6NYgBj8Wi60zfaSMOiExfIUQfQY7Vl3uVJEkK\n", + "kUxfqXXJ9J0OYd+I6sQ0fWGMwSTIq2CMQZsP72VhdU3fuu2zq3NcE4ZJ7LYrA9Lla9aoY4Usxqr2\n", + "xXxZcczrmx+fGX6DH9fwGTceSKtb+05Zc9OFpgO2j30+qHq8pdu2fdOXlWihy99UlQ4N30l07cx9\n", + "Nla28ZvXiCbvuuAeT30g1DjguXrSpmKT1Nlfk7o/YHVm3nafdLfONnZjAG7PMufb8WfmN6ziuRsK\n", + "Pe/AzMR3c378PA3pJsiKA65XVxpQ8Zzfluk37bTxvMAYK2q0khr+zVa8FzGOv270dNIUbcQBkekr\n", + "hOgjyLH6cq+SJEkhkukrtS6ZvtMh7BtRnSLT94e3PWXM3E9f8pCpUvzFbzd5p4NQvQijAN2DNkmb\n", + "D+9loTnVx4Q8zQRUCLEChQkimE1t88wz/80sS9PJMhhfiOuf3vW0N+5Dddp1j5n5oMvoInyGT1MG\n", + "XxuEJkWzYBxiO9nnA84Xv8tgGyRtUnb5fXESA3TRn8b8puErzWGbllwfVgS60HDCdC5514WqcdEm\n", + "rMwsOt77uG5F0FCtEteTuj8YXwv9XQXz/Ul360zs46qqscRrDquDcUwyLsvGm238Qk2brllxMG44\n", + "0o3KWns/ifi08bzA6xSOO3SRniU2gPBdzyYJj4fQ8xSuSb718WnnzpM6cpy1twwyfYUQfQQ5Vl/u\n", + "VZIkKUQyfaXWJdN3OoR9I6rjM31hbi278fHR2KOuvnjlw8l3btlwyOf+7sL0/a279g7n3gxtPryX\n", + "hUmdts2kKthJWpowTFBWNetisnnz0WZZQrqrrAO6K0dcL7vhiUNiPlRoLMHjI6RRBJP0dhKODQi6\n", + "sO3rUtesRCzi89DMzHgbMT7LxgSXp+3jtKzZ1ZThhy6d0WND0+dyYJubvnOODdfXdwzkXRfyzOKu\n", + "guWFiujjuhVR53ic5P1BVlfBqbGYnsObvj5lwWOFy1ElPliFT2Ob16CqVak4xtNuo4845NiOTV4c\n", + "8Dzb1r6x8V3rRTzaeF6w709C1HZDvjLHQ3qNHlfrhwjTt72ObT43yvQVQvQR5Fh9uVdJkqQQyfSV\n", + "WpdM3+kQ9o2oDk1fmFKo5D3lsvUjcxdClSOqvdAd7Zmr0/FIKZhYqAJGNTA+z9ebps2H9zLYiZ++\n", + "kiZ47G4Z0wRl2wkcsGXLKWZZmjZBYYAhrtEIwjVzQ8UqX1RQFjGuRJrfhS3NnazKsj6Rrl+9Sisa\n", + "Q1u3/uvwlepmEc2MtqutmEwNXX6aMk1XzTVFagLNj3X3nGOTVxWXd13gsdMXY5TLG2KucRtOw3mB\n", + "1DHCJnl/QGPVPf5Q4YbXYaa0Bc8NVNVrNo1trhOO1TrXf3x2EufZvDjgtnHPL5NmfOy233PKtNLW\n", + "8wLO4SGqcyzFgsdD0fnKNnxxbfKtjy00XuO1HOf0XbuWD+c0edp8bpTpK4ToI8ix+nKvkiRJIZLp\n", + "m6Vbf5p89Hu3O68/llx82neTix+xX7N1e/Ktz/w0ucX7XoE2b0qe2ux5/TCQTN/pEPaNqA4eRlG5\n", + "yypECgYvzC4XVH5dvW6r6aLWnp6fDzG16tLmw3sZkPRAsqMvRkMWSPQw8ctkTxfYtm3lRLbvi3sP\n", + "jOI8r3vzLKFy/sQSVb7sFtS3XmmVVL+rgnhc1I0jGi5btiwYvjKuGi27fTgv/G4TLAMUSt/PMWnX\n", + "s4eaZmnDhzTWd+w4fvhqvqlfdF3A56A+wHNAqGnYp3ULoc76TPL+YNxA58hRAxbGNOK3TqOWuvDc\n", + "ANVpFGLPB2q7YUwoxeeD9PzSpunGxkZNN1w7nOnL80Kb4DzF4zsP2/ANPbdhOsY5hHHO2zgvthkH\n", + "Mn2FEH0EOVZf7lWSJClEMn2zNGHT99YfLEu+sWqT971pl0zf6RD2jagOHkZpaMHIRUUvTK4QNszs\n", + "MVXAHPMUQle4TdOXJA6NpGlI6KUVKWmStCtJ3+3b7x0mko4cvtIcrHJHNbzP2M3TF4cNJEKPDSbI\n", + "fAZkXqVjX6ApUve4YJXUM8/8++Er1c2iLlTMVqn6Ck3WdpW8biXtcw6NX66rL2lcbPL0ZzuVbYTA\n", + "RjltGlixoJFatfpx0vcHbIiAGE6XPa1Srtp1fSywLIwL/F0HrmOfGpcUxQGvs22e89lIydeIRcSh\n", + "L88LbcOK3KzzFq7BeB/X5Crnk7QhU3o9R9xP+lrVZhzI9BVC9BHkWH25V0mSpBDJ9M3SpCt9D2PJ\n", + "9J0OYd+I6uBhFBW9dcduxDxgamEcyKbpSxKHidK2k7+xoAlTN4EcC8QBk0hNLxOq22HcnnzZeq+x\n", + "myVU+bJBROgxllfNSHOyT8l3lzLjxxVh7/8qpilhNVub27XqMkzqGGgCLHfesrvGL35n7d+i60Le\n", + "cdU1yh4jfVq3Iuoei5O+P+A5GVVwXejWuQnSfdKda38IRXGAdcG+squ0J8n4++cP4yDi0pfnhbZh\n", + "YzxfIwjb8K1j1iLmx909/5vkhRe+PHynedqMA5m+Qog+ghyrL/cqSZIUIpm+WQowfW/53lnJD2+5\n", + "JfnWkjOST5zy02SVMX1/kJx7wbnJyUvOSk7+whnJl368NnmUn990V/LDbwxex3sDff7HtydPDd+7\n", + "5XvLkm/dOp7vOb/6dXKqmW4w7yU/Sq7KNJr7L5m+0yHsG1GdPj6M9iWJw4qfPiVKi5h06/w8EAeT\n", + "Mjtg2MK4RTfmPnM3S5++5CHzOVTEh8KEmC8RbVd2tpGojkHM48I2x+qYRfxsm2M8lq3uJH01/Mbb\n", + "PL+bb5pqVNb+Lbou9Gk7sRvN0GWtGjtdhPu7qnHaxv0BGyakardb56bo0rU/hJA4oAEV2rgi5n7N\n", + "M9lEPPryvNA240Zz88eGZ5zWNXxt7O6e0VBmEufLNuNApq8Qoo8gx+rLvUqSJIVIpm+WgkzfZclH\n", + "T/t1cs8mvg/T94zkW7ewm+ZNyarvnZV847qNw/+3Js+Mxu19MrnsG/PnNTZ9lyWf/t7akSH81Kof\n", + "JB/9wV3Dz02fZPpOh7BvRHWm2fQdV1IUy0101GWcQKnWRaUoBnHA5FHdroJD4DjWZ9+ywWvwuvre\n", + "mo1menR/Htplekjc0LwKTVR3idjHhW0Q1U2i47NQW2C58f1l9yuPgb4ZfjQqQ45d7ue89Sy6LvTJ\n", + "GOW6hjJNBlLd/dRGct82MaalZ4++ExIHPK/AeMpjz55LBvNDteOR0fZvn6/jfaKN80FfwX0ZYpLm\n", + "rn3djR2naaMvu7FMHGU1FmozDmT6CiH6CHKsvtyrJElSiGT6ZinQ9D1j1bPW+57une35PL42+eEZ\n", + "300+/1VU8J6dnPyFbNP3W7cMPw89clnypUOWZXok03c6hH0jqjPNpu+4hXqYMH0spikJ31UQB+k4\n", + "Ydh/RzZeUY2uy2HifuXqR70mrytW+Zbp8pxJtrwqtz7HVuxlHzfsOHJwja1nFqXzac/0rVqJym06\n", + "iYYPMWE1a6iJgvXEvs06zouuC3XjY1JUaRjBqumsKug+QQMV+7sKbST3EZOIKxl43SEkDtKeM/zd\n", + "4+M43LnzpMFxmI67O1b97qDT703nN4kqx8OZNs4HfYXnXvxu0vAliH3e98SU75hqMw5k+goh+ghy\n", + "rL7cqyRJUohk+mbJmLVrndcfSn6y5Nzkqt+n/9tGbarU9F01+n+gkek7+OxXz0p++Nutw/cONZDn\n", + "mb72fGX6zpPPxC0rX1xL9YR9I6rT1YfRvERY6MN7qKnAhHmMZB5h1V7VxLUohnHALn6LqnXqsmFm\n", + "jzFxF1x0v9fktbX8pifNtJ+65KHgKl8QYnjYRmff4L6KmUR85pn/18yTyfmqlVjs6rOs6RqLdJ+W\n", + "NwH6aPhhHbm+sSi6LvRlO1VZzvH27N85wYUmQNXjUCaPAKFxwHs1XHtxHO3atXx070ihAQZM/Vj3\n", + "GiGNu0QcdD4Ih40o03updBiOrjeSssm7v2wzDmT6CiH6CHKsvtyrJElSiGT6Zmnz7cm3vvDd5GcP\n", + "0aTdmjx63Y+ST59xTfLkcBq/6ZvVvfM9yblWZS+M3FM/I9MXkuk7HcK+EdXp4sMoHtjzulsOeXgf\n", + "G2NHDF/Jh4nmWAkOGlDsJk3Eh3GQGh5ptU7TJjtMXFb7fu26xzIFYxjT3fz4zPCTYYSO5dm2QVkV\n", + "JhKzqjWrsGXLAjNPquo2qWs21aHs+cqmj40AmFyOacAWXRewX2N/ZxPgGoTlLHstSmOg/5WDZccz\n", + "dpHJI0BoHLCyntemsY4YzOOD8+7hYt1rqFHg5ND5oByMbyhWjyyTIq8xRZtxINNXCNFHkGP15V4l\n", + "SZJCJNM3R888dFPyrdPOSD5xylnJp085I/n8OZdZ4/dmmL5f/XVy8QXnJicvOSs5+QtnJF+64K6R\n", + "SfzkLT81r+G9L51zTXLZj8+V6TuQTN/pEPaNqE7XHkbHCbjspG/IwzuSaWWSFjQEkPira0iNq67a\n", + "6yr2cMCOA5pIMfZfHueuTcfpDREM4rKExo3dDV9f4LEdazxfsnXrv462G1TV9GIiPmYVcih1Dcm6\n", + "6z5pmjA9iq4LfTkvV902bTZaiEndfSSTR4AyccCxTCEYRnm9RdS916AxBTV5ryJSdD4oB+8t+2b4\n", + "Avsa794LtRkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq06WH0dQUGldbZCUdQh7ey44XCdg1\n", + "WN1kRxNVbOJQ3DigWYJ93xTo4hlj9IYI05aBxh+qeIsYG6jZFfFdo2xDjFBmZljpmqoqVSssY8Bt\n", + "U9XE75vh10RPCCHXBXwn1GWq7su8ri37RN19JJNHgDJxgGMG5+DQRjM81sp282zf47ZxnTkc0fng\n", + "8CLrOthmHMj0FUL0EeRYfblXSZKkEMn0lVqXTN/pEPaNqE5XHkbtZBgf2iFfEq7o4X3c3Wm5rlLH\n", + "n6tXgdGmeXQ44cYBYoUVO33c9mVNUXbDF9M4a5KmTCnEAY2yEMM8i7rGax1YXYNlqAIbPFT9/CSp\n", + "en4uIiSp24du0dNtU75qexquO2z4UqfBVJvJfdEdmowDHJtlu3m273FjN3wS2eh8cHjBSnrcb9q0\n", + "GQcyfYUQfQQ5Vl/uVZIkKUQyfaXWJdN3OoR9I6rThYdRJNBYmctkb55BVPTwXqd7MponMzPHDF8p\n", + "T9+q7vqKLw5oGkB9MUNJWeOuT0YfYMI7dpeWiAMaXnXMohiGU1XqnjP6ZPghXrGssY2PkKRu18/N\n", + "dQxx9jDhJrv7RIxjsM3kvugOTcdBmW6e0+Nahm8b6HxweJE2yDi04VSbcSDTVwjRR5Bj9eVeJUmS\n", + "QiTTV2pdMn2nQ9g3ojptP4zahi+qsPiQztbavq56ix7e2XVoma6dSZowSCs4qhoD+CxkJxxEfLLi\n", + "gKZ/k908N0HZLm+ZdO7DeqZVTvHH8wWIgxjHWpumb11DvM1lL0uTFd9F8NzQVXO8zn7kZ/t23rNh\n", + "44U61fZtJvdFd5hEHLDhVd4x597jismi88Hhh+8eo804kOkrhOgjyLH6cq+SJEkhkukrtS6ZvtMh\n", + "7BtRnbYfRjEmGpNhrnGT1X1t3sM7zaU6XYeOqwbLjdcGxol3JfeaJisOEEd96+YZy5zGbfhYlvZn\n", + "3GOnazRV3QliJvPK7oMYVNn3LmNTvftjPDdZ8V0Ez+1dPS/wOKlqeuKzUF+JsX/aTO6L7jCJOCi6\n", + "18D7tuHb9ev0NKLzweGHr9Fwm3Eg01cI0UeQY/XlXiVJkkIk01dqXTJ9p0PYN6I6bT6M7thxvHkw\n", + "h0HrMwCyumnOe3jP+kwZUhMmNZzLVgs3aW6J+eTFAc13KLRytk2qVvg1VTUZmyaXM2YyjzEzSepU\n", + "d9q0sexlabJRTEgcsDq+qxXRdSuRaUDFNtQnBc8TVXrpIG0m90V3mFQc5N1rYJgQvC7Dtz10Pjj8\n", + "SJ/h0mOS18I240CmrxCijyDH6su9SpIkhUimr9S6ZPpOh7BvRHXaehi1Dd8sUw4P6+k0Rw5fScl7\n", + "eC/bRW4WbCletnKuLybcNFCUxGHVGFr7dz3hymUtW+HHRgaIuy7TVHUniJnMo2k2yYYCPNfUbSgC\n", + "YwHzgQnRVarGeQghcRDLYG8KLFedfVj3822SXu/T80Sd46/N5L7oDpOMAzbWmF9ZWHyPK5pH54PD\n", + "Ez6L4R4ZtBkHMn2FEH0EOVZf7lWSJClEMn2l1iXTdzqEfSOq08bDKI2qkOQujQzbRM16eMe8MG2s\n", + "cUNpAJUxcGk697XSqk+EJHEYP02YTDGp2lggq2FEl4h9XLrETOa1YZrRCK1a3Un60OCEXZ3WqeTM\n", + "IiQO7AqgLlK3cQTNJya6+wSHeqjb+KHN5L7oDpOMA5xXeL+I87gM3+6g88HhCRvTsSFGm3Eg01cI\n", + "0UeQY/XlXiVJkkJU2fSVpLbkM3HLyhfXUj1h34jqTPphlA/iUIg5went8XWzHt6Z8I5l8LErUCTi\n", + "QypFxwZc9fGERTghSRwajlCXq9/qNBagsd2EkRaDprs8j5nMa8M4jWU00zyG4bB37025asOIaNpw\n", + "DY2DJpchCxybRcd2jO3TZCV1k3C5YZyFXGvzaDO5L7rDpOMA528ev1QfK+6nDZ0PDl84TA+uvW3G\n", + "gUxfIUQfQY7Vl3uVJEkKUSXTV5JiijEYKp+JW1a+5ZDqCftGVGeSD6NjUzTcVEkT4eMHd5D18B6r\n", + "a2cbGjJ5VXj4vrSyI63S6npXu9NCaBKHhgL2TxVTtWnGx0W1xgJcP4wf2EWaNlJjJvO4LfOO99jE\n", + "Om+NG6mEaPKV4Vw+nFObIDQOJt0Ntm0Goepo9+4feY1NTldn+8SYx6SJ3TCnzeS+6A5txMH4XqPb\n", + "PS4cTuh8cPiChoY4FtHwsM04kOkrhOgjyLH6cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdST6M\n", + "Vq3444M7q5d8D+9MHMfuQnacsJ9f7Qujbteu5SPDhoKhECNxLYopk8Sh0dPF8X3rmmGpaZw2jOhi\n", + "tS8bQzRluMdM5k3a9OW+j3HewjkQMVSktmLFTsA2QWgcpNtgMqZvel1K498VGmns2XPJcMo4Yzuz\n", + "AQmuS32BXX7Hqk5uM7kvukNbcYB7DRm+3UHng8MX3l/hGtNmHMj0FUL0EeRYfblXSZKkEMn0lVoX\n", + "YzBUPhO3rHzLIdUT9o2oziQfRpncLWs2jA3dNJHte3iP3bWzDSsV8RtVWhx7kIJhg+/FcorJUSaJ\n", + "A6O3q8ZvDKORDSrcxglViGnONtUYwyZmMm/SlZJNG6E+qja+qUsTPTHYhMYBrxVNb3Pb8OW2hhnE\n", + "68lYRw6W6aTBNOk4oHUbHHC+k6TqOYPnvhjdOpM2k/uiO7QVB11rVHa4o/PB4Q0buW3ffu/wlckj\n", + "01cI0UeQY/XlXiVJkkIk01dqXYzBUPlM3LLyLYdUT9g3ojqTehhlBVLVLmyRFMbnYRj7kjhNGgrj\n", + "ZZ8vJPInXS0nxpRN5tnGb5e6QmblYd1Yoplkj39dFhhPOJZiJa4nYTDGTOpO0vTFNsZ3QTGN9iLG\n", + "57PJdfFc9/wfQmgcxGhkUQT2La9JOC5dsD1wbPB8ZKvueYDznFSPE9y3L7zw5eErYbBBSOxllckj\n", + "gOJAAMXB4Q0b1m3ZsnT4yuSR6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1JPYzW\n", + "NX/4eSTQ3STOZKoJ08QBzCBUa6mao32qJPPSWElb/sPg7AKsBqxr/KUmYrpuVaoYWQEJxaqGphHd\n", + "ZHeXMZO6YyO2eUPUPqdNGhqDk+qGtO75P4TQOICp2uR2RwyxVwts56LjCOek9NhLj926DZdiNSIJ\n", + "hddGCA1OQs9j3Eaxe+eQySOA4kAAxcHhDa/3zzzz34evTB6ZvkKIPoIcqy/3KkmSFCKZvlLrYgyG\n", + "ymfilpVvOaR6wr4R1ZnUw2jVrp3J2Iw5tJsuJp1jJ49t8P11TTkRl6rJvC4Zv7EbLIwTXEeWileY\n", + "f+nn0mXB7xjGbyxDO4/YSV1uh6ZhJeikzDmbSRvOXTL/m6zmLmv4usSIhUlUMhP7usxzKo75ovVg\n", + "A5Mq26gImTwCKA4EUBwIXpvaeoaT6SuE6CPIsfpyr5IkSSGS6Su1LsZgqHwmbln5lkOqJ+wbUZ1J\n", + "PIziQZtJ4TrQ3HW76aKxVLdCSvSLOsk8Gj/QpKodfdBsjWm+0WAL7ebZNnzxd2rk1DfFYxvaWcRO\n", + "6tL0bjJBOKltk8X4nPxvoptuPrpk/o+NyvjV3ByXF8fPJLarDx7POP7R5XKe6p77aDDjnIP15bkH\n", + "wjjFPuxzbxPXbJk8AigOBFAcCD47TqIhlA+ZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6\n", + "wr4R1ZnEw2isrj3HVYz/fvjK+LW2zBPRHnWTea7Z2QaseIuZjLJN26Junmk+utOmr9czfifRpS+I\n", + "ndSdRPe4k+idoIhJdfFMkw/f1yRl4gDLAyG2Y5mztuHbhJkZim2qhgjTVyE9z6Rmvj0PHvcQqp5t\n", + "ox+fYYV7Uwl4mTwCKA4EUByI8XPiHw9fmSwyfYUQfQQ5Vl/uVZIkKUQyfaXWxRgMlc/ELSvfckj1\n", + "hH0jqjOJh9GY3ZiyCo9J5i6YJ6IdYiTzbOO3SZMvCxqMVY2XLJjkgimTVV2ZGrupaeMzZm3jt8rx\n", + "NYkufUHspC5Nq5jV1za2WdZk5WsRjP2m1pOwGrTpc3SZOEjXPY1tXJ/qmrRcx7YNX4D4wvIUicdn\n", + "aI8ALowfXzfZ2Aa8ViPWeQ5gI5cmGwDI5BFAcSCA4kCAP/zh35prTxvXZ5m+Qog+ghyrL/cqSZIU\n", + "Ipm+UutiDIbKZ+KWlW85pHrCvhHVafphNDWO0mR4DJCsxvxoUnXBPBHtECuZRyMCsTTphFD6vc10\n", + "scsGEai2c0mPy2zDl4zN4/LmLRt7NH1sxk7qpqZsc/slzyybJE2vJ6k7nnsoZeMAxwCrnaFdu5YP\n", + "3ykH9+ck1jEm6f5Pje8qjU54fGedFzB/noMgmMv8u8nzrEweARQHAigOBNi8+X3m2tNGA2GZvkKI\n", + "PoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1Wn6YZSGWp6xVAYYSEwcM9nedLehopvETOaN\n", + "zYnJGb+p8dpc/MJ0YbUdM2LhfAAAXhlJREFUGksQvE4jLsR4tE2tLIPHZs+eSwbbM+3qdhLdrjeR\n", + "1GUVZFH32FXgtg/Zlk3TdDV2aiymsYO/m6RqHIwbfaDq+Zjg5dy9+0dmen62C/uzLGxEVbbbS54T\n", + "Qo7vdNrUXIbsc1ETyOQRQHEggOJAgG3bVla61sVApq8Qoo8gx+rLvUqSJIVIpq/UuhiDofKZuGXl\n", + "Ww6pnrBvRHWafhhlNVDMCqjNm48ePbzjdxPGjOg+sZN5tvHbtEEFJjHmLSr40nVKq+tswxdmc+h6\n", + "2uN0+kxxvLZz50mjY5Jqct1IE0ldVjjHThCOG60cMZEYK4LmXVNdPNNQbboLaVAnDtL9Pe7uOavy\n", + "Fa+nDRrSKnmqj4YvYcOQMuvAqt3Qz+D8gPPNJBpoyeQRQHEggOJAAMQBr3W+e9gmkekrhOgjyLH6\n", + "cq+SJEkhkukrtS7GYKh8Jm5Z+ZZDqifsG1GdJh9G8WCNB+zY1X5bt55t5kupa+fDk9jJvNQQTbt7\n", + "hTHatClHk7npRgs03rBOVQxf4lZD47hDl7icJ4XjHes0qeOyqaQuE4Qxx1uO3fNBXRAD3G+x493u\n", + "lWESsVA3DrCMPP6hF1748uh1/O02aMC0iPOmzxNNQ+Mf6xeyLuOGJOUaLmDaSWwrmTwCKA4EUBwI\n", + "gDjg/Rd+TxKZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYbSpB2w8vLMqaxKV\n", + "Q6KbNJHMgykxCeMXRhJNpJimog+sAw3MVEdUNuFs43c8v3SeOM4nXUEBmkrquuOHx4DbrY3tlEVT\n", + "XTwzViZlcMeKA+53yDV6cRwhzidhYk8SnvNCul5mvDTdTXNVmjofiH6hOBBAcSAA4mDcEDmsgVNd\n", + "cJ+A+yqZvkKIPoIcqy/3KkmSFCKZvlLrYgyGymfilpVvOaR6wr4R1WnyYZQJ89gGBx7eUWGF8Uhj\n", + "GxWiPzSVzEMyiI0K0JVrLDBfjAPqVsZOArs6r+7xiOOOyw4DKGbX7VVoKg6QsEvXM05336yo7FpD\n", + "FS5XzC6Y7XiblEEaMw7S5ec4tEcM5v3BxhtntMl4f+XH+viYaH6M5qo0dT4Q/UJxIIDiQADGARtA\n", + "4j68icZ3vvt8mb5CiD6CHKsv9ypJkhQimb5S62IMhspn4paVbzmkesK+EdVp6mF03KI6btfOQEkc\n", + "AZqMgzR+4xi/e/ZckszMHDNKAKWavJGEhhIxklxpUuv8zpg+TcYBDe4YjUtYIdl0d95lwX5kXMba\n", + "pxzzdZLVoLHjoGtx3jSM9bx9Nunq7Sro/kAAxYEAigMBGAe4B2bPFmjkFOPeDuTd58v0FUL0EeRY\n", + "fblXSZKkEFUyffkZSWpDPhO3rHxxLdUT9o2oTlMPo0117QyUxBGg6Tiwjd+ycYzP7tx50uCz87tB\n", + "hvEXK8kkUpqMA+wr7DdUbdSh6xWSNKRjxKZd5TvJddV1oR7p+S6NUV91NvYlz2eTqt6uguJAAMWB\n", + "AIoDAew4wLWMDZggmLVV7lVwzUSj0KL7fJm+Qog+ghyrL/cqSZIUosqmrxBNwHjMk8/ELStfXEv1\n", + "hH0jqtPUw2hTXTsDJXEEmEQcoOtiJnKKDDEYIbt2LR/FPoWqAlR3dtko6TNNxwGN/zrnMo4T29UK\n", + "yVjmNmD8T7qiWdeF+uRV8jKGY3YD3gSKAwEUBwIoDgTwxUF6f5/e3+G+JeQer+g+32cey/QVQvQR\n", + "5Fh9uVdJkqQQyfQVnYLxmCefiVtWvriW6gn7RlSniYdRVgw10bUzUBJHgEnFAQ0xyDV+keDB+F2+\n", + "bt1QHdxEowcxn6bjIEavBUwQdnVc2LSKM43dOo0TeKw0de7PQ9eF+mDfMw7ccxermbo+trHiQADF\n", + "gQCKAwGy4gDXvHF3z2istnz4zhje53PYirHC7vNl+goh+ghyrL7cqyRJUohk+opOwXjMk8/ELStf\n", + "XEv1hH0jqhP6MFqm66sYJkkeSuIIMMk4sI1fmB4Yv8vXrRsq5FA9ICZH03HARizY11Vgd8dtGKFl\n", + "qDvmMK4RNLfdxhGTQNeFOLCiFwluwvMfxv3tOooDARQHAigOBCiKAz638tqH+5lY9/kyfYUQfQQ5\n", + "Vl/uVZIkKUQyfUWnYDzmyWfilpUvrqV6wr4R1Ql5GIUJgG4/Q6sW+YDcVJWjkjgCTDoO2PWpKxgh\n", + "MEXKNIwQ8ZhEHLASpIqZybiBmdZlaOxV7eJ5bBa2YwzquhAHnMfY5SWrets088uiOBBAcSCA4kCA\n", + "kDiwu3t2Vec+X6avEKKPIMfqy71KkiSFKJrpixspSSorF8Zjnnwmbln54lqqJ+wbUR3f8WAzrnJL\n", + "5ev6yoZjoDZZ1aYkjgBtxAENPMQ3TC6N09s+k4gDGqJ29WMIqYGWnjv7ECtMeJZd1nQ92+3+V9eF\n", + "eNDARwOASVzTY6I4EEBxIIDiQIDQOMC9DAxeXvNi3OcXPWcLIUQXQY7Vl3uVJEkKUVTTN4tYN1kx\n", + "b9a0TGE0uUy+1xiPefKZuGXli2upnrBvRHWKjjUkfdPk73jMI4xfmtXamaZYU107AyVxBGgrDpqq\n", + "YBfVmEQcpKZmeUMUvSSk58y/Gr7SbXj+LtvFM7tGbLP7X10X4oKEN/Ypzfw+VPkCxYEAigMBFAcC\n", + "lI2DmPf5MfNjQggxKZBj9eVeJUmSQiTTtyZapjB88/G9xnjMk8/ELStfXEv1hH0jqpN3rLHaB8lf\n", + "mB5211fo7tFX0dV0185ASRwBFAcCTCoOqnTTzEYzZcZ/axNWdZbp4hkmOD7T9Hm/CJ0P4sLq9lRH\n", + "ZDb06hqKAwEUBwIoDgRoMw5i5seEEGJSIMfqy71KkiSFSKZvTbRMYfjm43uN8Zgnn4lbVr64luoJ\n", + "+0ZUJ+tYs7t1ts1dJPjtqt8XXvjy8B3bMHj58JVmUBJHAMWBAJOKA5wHcX5Dg5ciYJChR4T0PHnE\n", + "8NV+ULaimWY4freJzgfx4bW+TEOHtlEcCKA4EEBxIECbcRAzPyaEEJMCOVZf7lWSJClEMn1romUK\n", + "wzcf32uMxzz5TNyy8sW1VE/YN6I6WccaK9SyumlmFTCEcS5hclTtGrQsSuIIoDgQYJJxwC5v8yp3\n", + "0WAGxnB6fjyiN1W+pMx53G4cVHfcu7rofCCA4kAAxYEAigMB2oyDmPkxIYSYFMix+nKvkiRJIZLp\n", + "WxMtUxi++fheYzzmyWfilpUvrqV6wr4R1fEdD263zlmklW9pVVjarXPatXPTyX8lcQRQHAgwyTgo\n", + "GqN3167lw/Nh2uNB20ZoFcp08YwGP5i2C5WgOh8IoDgQQHEggOJAgDbjIGZ+TAghJgVyrL7cqyRJ\n", + "UogmYvrGusGLeaOoZQqjyWWS6Ttdwr4R1XGPB3ZhCoWMzwhTeNu2o0afabprZxDzXCP6i+JAgEnG\n", + "AUxcnuvsBjHpeTA1QKGsHhL6wrgxT4i6Md6rzgcCKA4EUBwIoDgQoM04kOkrhOgjyLH6cq+SJEkh\n", + "kulbEy1TGL75yPSdLmHfiOrYxwMS9+yWtGzlFquDm+7aGcQ814j+ojgQYNJxgCpf+1yXNpRJezno\n", + "Y3fOPtjFc4i6UOULdD4QQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7\n", + "RlTHPh5QnYYkftVqXVQGT6I705jnGtFfFAcCTDoO2P0xGsi88MKXR+YnejzoQsXr4YrOBwIoDgRQ\n", + "HAigOBCgzTiQ6SuE6CPIsfpyr5IkSSGS6VsTLVMYvvnI9J0uYd+I6vB4KNutc5vEPNeI/qI4EKCN\n", + "OMB45zxfQl2pdj2c0flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5VkiQpRDJ9a6JlCsM3H5m+0yXs\n", + "G1EdHA91unVug5jnGtFfFAcCtBEH7BUB5i8azIj20flAAMWBAIoDARQHArQZBzJ9hRB9BDlWX+5V\n", + "kiQpRDJ9a6JlCsM3H5m+0yXsG1EdHA91u3WeNDHPNaK/KA4EaCMO0I09xvZVd87dQecDARQHAigO\n", + "BFAcCNBmHMj0FUL0EeRYfblXSZKkEMn0rYmWKQzffGT6Tpewb0R1cDykXZQe0flunUnMc43oL4oD\n", + "ARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVoem7a9eZ\n", + "w1e6T8xzjegvigMBFAcCKA4EUBwIoDgQQHEgQJtxINNXCNFHkGP15V4lSZJCJNO3JlqmMHzzkek7\n", + "XcK+EdXB8YCuSvtEzHON6C+KAwEUBwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkIk07cm\n", + "WqYwfPOR6Ttdwr4R1enjw2jMc43oL4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmS\n", + "QiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mS\n", + "pBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWS\n", + "JClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uV\n", + "JEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVe\n", + "JUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25\n", + "V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf\n", + "7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3GgUxfIUQfQY7V\n", + "l3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj\n", + "9eVeJUmSQhTV9PUJN3eS5IsNyIXxmCefiVtWvriW6gn7RlTHdzx0HRzbQigOBFAcCKA4EEBxIIDi\n", + "QADFgQBtxkEfn7OFEAI5Vl/uVZIkKUSq9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAAxYEA\n", + "igMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEg\n", + "gOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigOBFAc\n", + "CKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCKAwEU\n", + "BwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA4kAA\n", + "xYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEMn1romUKwzcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQ\n", + "QHEggOJAAMWBAG3GgUxfIUQfQY7Vl3uVJEkKkUzfmmiZwvDNR6bvdAn7RlRHpq/oK4oDARQHAigO\n", + "BFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQiTTtyZapjB885HpO13CvhHVkekr+oriQADFgQCK\n", + "AwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBDJ9K2JlikM33xk+k6XsG9EdWT6ir6iOBBAcSCA\n", + "4kAAxYEAigMBFAcCtBkHMn2FEH0EOVZf7lWSJClEh7XpO/vSumR231PDV6qxY/sDg3k8PPyvGrMH\n", + "tiWze+5Ol2nvQ8ns/k3Dd6oRezvFwDcfmb7TJewbUR2ZvqKvKA4EUBwIoDgQQHEggOJAAMWBAG3G\n", + "gUxfIUQfQY7Vl3uVJEkK0eFt+u5elczu/d3wlWo8t/XmwXxWD/+rxuz+p5PZXb8eLtO1g2VaN3yn\n", + "GrG3Uwx885HpO13CvhHVkekr+oriQADFgQCKAwEUBwIoDgRQHAjQZhzI9BVC9BHkWH25V0mSpBAd\n", + "3qbvizcms3vvH75Sjec2r65v+u7bNDZ9X7w6mX1p/fCdasTeTjHwzUem73QJ+0ZUR6av6CuKAwEU\n", + "BwIoDgRQHAigOBBAcSBAm3Eg01cI0UeQY/XlXiVJkkKkSt+X6lb6wvS9efhfNWb3b05md/0yXaYX\n", + "r0xm9z4yfKcasbdTDHzzkek7XcK+EdWR6Sv6iuJAAMWBAIoDARQHAigOBFAcCNBmHMj0FUL0EeRY\n", + "fblXSZKkEB3mpi8qfR8YvlKN5zYP5rH7N8P/qjF3AKbvr5KZmW2D3ysHy/TY8J1qxN5OMfDNR6bv\n", + "dAn7RlRHpq/oK4oDARQHAigOBFAcCKA4EEBxIECbcSDTVwjRR5Bj9eVeJUmSQnSYd+98fTK778Hh\n", + "K9V4bvMNyeyeNcP/qjF34JnBsqxMZrY/k+zfuSKZ279h+E41Ym+nGPjmI9N3uoR9I6oj01f0FcWB\n", + "AIoDARQHAigOBFAcCKA4EKDNOJDpK4ToI8ix+nKvkiRJIZLp+1K9St+dW2+IUOm7yXTrvH3bhuSu\n", + "9Wckjz176/CdMXNzB5LZ588b/pdPyHaa3f9UMrvrkuF/2eTNq+4yyfSdLmHfiOrI9BV9RXEggOJA\n", + "AMWBAIoDARQHAigOBGgzDmT6CiH6CHKsvtyrJElSiA5z0/e6+qbvluuT2T1rh/9VY+7AU8ns7uuT\n", + "ma3rk9sePiN5fPOh85ub3ZPMPv+Twe/9w1eyCdlOs/seTWZ3XT78L5u8ec3NvjRYph8Pfh8YvpKN\n", + "bz4yfadL2DeiOjJ9RV9RHAigOBBAcSCA4kAAxYEAigMB2owDmb5CiD6CHKsv9ypJkhSiw3xM3+uT\n", + "2b33D1+pxnNbr4tg+m4cLMvqZGbrfckt65YnG571mb67ktldFxqjtYiQ7TT70v3J7IvXDv/LJm9e\n", + "c7O7k9kXfjb4vXf4Sja++cj0nS5h34jqyPQVfUVxIIDiQADFgQCKAwEUBwIoDgRoMw5k+goh+ghy\n", + "rL7cqyRJUogOa9N33e9/kjz+hxuHr1Tjuc3XJLO765q+G4xxvGPL7cmND3wz2bjFY/oe3JHMvrDC\n", + "GK1FhGynuZduN91SF1Xp5s1r7uDzyeyuiyovk0zf6RL2jahOHx9G9QAtgOJAAMWBAIoDARQHAigO\n", + "BFAcCNBmHCgGhRB9BDlWX+5VkiQpRIe16XvnI8uTh5++bvhKNYzpu+e24X/VmNv/xGAedw7mdUty\n", + "ze++njy1Zc3wnTFzB7cls7tWJnOzLwxfyaZoO8Gkndt7z0B3D/7OrxzOm5cxonddPJjHruEr2fjm\n", + "44sZxmOefCZuWfniWqon7BtRnT4+jOoBWgDFgQCKAwEUBwIoDgRQHAigOBCgzThQDAoh+ghyrL7c\n", + "qyRJUogOa9P3jkfPTB7edMPwlWrs3HJ1fdMX4+u+dG+y49nrkqt+d0ayadtvhu+MmTvwTDK7+5pk\n", + "bva54SvZFG2nuQNbk7n9jwy+975k7mC+YZs3L2NE7758sEw7h69k45uPL2YYj3nymbhl5YtrqZ6w\n", + "b0R1+vgwqgdoARQHAigOBFAcCKA4EEBxIIDiQIA240AxKIToI8ix+nKvkiRJIeqN6Tu75/Zk+9ZH\n", + "h/9VZ3b/VmPSYpnufOSMTNN39sWrh3/ls3PzlcnsS3cM/6vG3L6HB/N4KNn2zMrk6t99O3l6683D\n", + "d8bM7d84WO6bjNFaRNH2nt27YbAdnh5874OD+eWbyPmm7+Zkdve1g9/bh69kI9N3+oV9I6rTx4dR\n", + "PUALoDgQQHEggOJAAMWBAIoDARQHArQZB4pBIUQfQY7Vl3uVJEkKUX9M3xcuTGa2xTB9Nyazuy5N\n", + "Td+Hv5k88sxNw3fGzM0dTGaf/0FSNN4t2Lnl8mT2pduH/1Vjbt/6ZHbvI8mWTRclVzzw9WTD5muG\n", + "74yZ2/9kMrtnTTJ3cMvwlWyKtjcqi+cObB7M8+FCEznX9D2wKZndvWowj63DV7KR6Tv9wr4R1enj\n", + "w6geoAVQHAigOBBAcSCA4kAAxYEAigMB2owDxaAQoo8gx+rLvUqSJIWoF6bv3OyLyeyLlyY7Ypi+\n", + "+zYY03dmZnty58NnJo9uunH4zpi5uf3J7PM/HvzeN3zFz9zcrKn0natt+j40WK7fJ5uf/tfkqge+\n", + "mTz6h4uG74yZ2/dIgnF/0c1zEcWm73pTnTu3//HB/J4dvuon3/R9KpndfUvhPIBM3+kX9o2oDo4H\n", + "SZIkSZIkSZIkSZLiSQgh+gZyrL7cqyRJUoiimr6r733Iq8tvud37eqjW3ntLcu/95yfXrrnS+34Z\n", + "rb33uuSBB7+TXH7zmuRXv/nHZOXaHx863T33JuseXJbcfM9vD33P1m/vS265/QfJPQ9c6H8/UHfd\n", + "vzJZc9/q5De3nZacv/oryZW3Lz9kmjt/d3ly530XJ7fee+Mh77kq2t533X9pcsu9dyS3/e6Gwvnl\n", + "zev2+65L7v7dhYN5rPK+b8s3H9/NN+MxTz4Tt6x8cS3VE/aNEEIIIYQQQgghhBBCiGogx+rLvUqS\n", + "JIUoquk7Ozvr1fbt272vh+rg3keTAy/elsxsfdD7fhkd2Pt4cuD5S5JtW59J1q77VvLwpmsPmebg\n", + "gRcH01yQHNz/wiHv2Tp4YHfy3OYbkoO7f+N9P1QH99ybHNi3JXl6w7eSqx84I1m/8Wf+aXY/ONgW\n", + "Tx7ynqui7X1wz91m3Q7ue2qgJ7zTUHnzOrj3kcF+uWvwe4P3fVu++cj0nS5h3wghhBBCCCGEEEII\n", + "IYSoBnKsvtyrJElSiPrRvfO++5LZfeuS57Y9MHylOrP7njRdRc9sfyZZu/6sZP3Tlw7fGTM3uzuZ\n", + "feGXg98vDF/xg+nue3RF8uDGQ7tjLsPc3nuT2YMvJJt+f0Zy9YNfT9Zv/NfhO2Pm9t4zWPYnkrn9\n", + "Twxfyaawe+e9dw6WfZ8ZH3huf36X2bndO+97OJnd+4AZb7gIde88/cK+EUIIIYQQQgghhBBCCFEN\n", + "5Fh9uVdJkqQQ9cP0fWltMrf/qeS57fcPX6kODMrZF1cmM9s3Jbc89I3kwacuHL4zZu7gC8nsCysG\n", + "v58bvuJnbnawLR75dXLvk79M5uYODl8tDwxdGMiPP/nj5JoHlyXrnvrJ8J0xcy/dkczu31Ro0oLt\n", + "W58YTLtl+N+hYHua3xjXd98687eLGdd4zz3Jji23Dl85lLm9Dyazex8eLNNjw1eykek7/cK+EUII\n", + "IYQQQgghhBBCCFEN5Fh9uVdJkqQQdd70RbXt3N7fJXMH/pA8t+3e4avVgWk6++JVyfYtv09ueuCf\n", + "k4c2/nz4zpi5gzuT2V0rB79nhq/4wXR3PXxJcuej5w2Wc//w1fLM7b178PmXknuefDS56bFvD5bp\n", + "R8N3xhjj+8C2ZG7f+uEr2Ty35epk9qU7h//NB8s5t/eO4d/PD+bnN9JRBTz70n3Jc5tvNOvpA/tl\n", + "dt8GU/FbhEzf6Rf2jRBCCCGEEEIIIYQQQohqIMfqy71KkiSFqPum74FnEnRpPHfg2eS5rfVNJdMl\n", + "8YvXJTPbHk9W3Y+q2p8N3xkzN/vcYJorkrmD24av+Jk7uCO5c/2lyZ2P/TCZm9s3fLU87G55zcNr\n", + "kt88/u3kwd//aPD/uHKYRi2Wa27fg8NXs9m5+ZJk9qXfDf+bDyqK5/b+Ntmx+8Vk9WO3D+bnN9Ln\n", + "9m8cbPOnkue2wXB/evjqfPDZ2f1PD34/NHwlG5m+0y/sGzEdbFxxQnLCio3D/6qz67HLk2ULFyaL\n", + "ly1LzlmT34hGdIN9a5YmRy9dk1S/og2YuS85Z/GCZOHixcmiExYl563bNXzj2WTV0gXJcccdlxy3\n", + "YGmy6tnhy6Jz3Lf86OToxdck847afWuSZUcfnSy/b/h/HTZemJzwxuVJjFmJuDx7+cLk6GPPSeb3\n", + "A7MxWbHg6GTh5TUP2pk7k+WD+dgxtG/jimTxgsXJsmVLkoWLzktGpwvRQe5Lli+8fHAmr8/MncuT\n", + "BUfrHNAf4u1733lgxpx3BvcGuD84bklyjW4ZO8t9yxcmdS8F+zbi+WBBsmhwn7hw4bLR/eCudeeZ\n", + "+8bFixcmC5etihNvokECzgvPXp4s9N047nosuXzJsfPuK3bdd85g/59g4mLBcfbzgxBCHJ4gx+rL\n", + "vUqSJIWo+6bvvkeSuQNbkrmDW5PntvmrV8sAg3J2903JzLaHkxse/Gay3mf6HtyezL549eB7Nw9f\n", + "8QNT+Pb1K5M7Hjs/QaVuVeb23p7MzR1Ibn74luT235+TPPD7Hxujl9CoZdVzHliOnZsvzTRiOY8d\n", + "e15Mfvrby5IDe24fvjMfdNmM9d+x/YnBvPxdQB/YfXty0b1XDt4v7nZbpu/0C/tGTAPrknOWnJec\n", + "t8RN+pdkZlWyeOEKJWx6xUxyzZLlyXnL6yZccU4Y/pncmSwbJoRgKC/mjHetSZYuWTWYUnSR+5Yv\n", + "TZYuXTwvDnatWpIsX74sgum7MblwyWD+C2T4dJFnL18+2PcLk3PsC8C6c5LFy5cny+tk+vfdmZy3\n", + "9JrkzhUL58UQYm0NW5ncuSxZeLncnu4Sx/jbd+d5ydJr7kxWLNQ5oD9EMn0zzgPPXr40ubB+W0Mx\n", + "AWKYvrhJHN3/PbsiWWCCYXBvsOi8hING7RpcD5au0l1it6lq+j6bXL70nOS+VbjmZ3x616pkyWI9\n", + "JwghDm+QY/XlXiVJkkLUfdMX490efNEYsTu3pd0S1wEG5ezu3yTbNj+Q3PDQcn+l74Ftg2muH/x+\n", + "ZviKH5jRax/6ZXLHYzBp9wxfLY/punluNrnxodXJ3Ru/m9z9xHcG89s7fHfwPru4NuZvfhfXcwe2\n", + "Jju23JRpxKLLapi4W3c9n1x4z4XJC8+vGr4zH4zXi0rmmZmtg+XzG8Mv7bol+ckdFycH9vx2+Eo2\n", + "Mn2nX9g3ov/QmJu5ZnGylJn4wQP74sXLkmULFw9+n5CcsISt7/HQvjxZceGi5ASnMmPXKuvzoh9s\n", + "XJEshNOz7pxk4ajSe7CPF6MKb+Fg3y9OTjhhyagi477lS5LzLl+WLDzhuOS8rBYC+9YkS4dJGyQK\n", + "V4xyO4P5KuHfWWDErbrTjgM0CDgnWTM4LzB3t+++85KFCxYlS5cuSo5bjKTfTLJqECOj8wD2/YIV\n", + "iZvHX3fOouTCjdr/XcWYL3dekyy2Kv7XnTM4v685J1k8TM4euu/RzmdwfRjv/GTN0gWJr8MIVBLP\n", + "N3uWJEsu35js2/dssmrZkvpmgmiQcYJ/vvFjJf7vW54sXH5OsnThkmTxouOSBcvWzO8xYITOAf3C\n", + "2cfWgTqKBdwrDu4JzzH3iguS4xatGBl4Lu55YN05i3Xs9wR7f9tm3miflogDw8YL03tPNDpdeOH4\n", + "nuGx85Lj7CARHSTsvOCt9AXOZ2yeXbU0WRSh1ykhhOgzyLH6cq+SJEkh6rTpOzd7IJl76bb074M7\n", + "kp3b0r/rABN5ds8dyZbN9ySrHjw7eWjjvw7fGQMzd3b36sFvf7fGBF1Or37gp8kdj/3EGLJVgen7\n", + "4t6XkpX3rUx++9Ty5I5Hvj6Y39hETo3ahwavvTSY9q7hq37m9j+ezGy5J9McNlXT+x9NnnnhueSX\n", + "956ZbN52ZTI72LZmfF+j9HuN2T5YJ+y72ZfuTmbRzfbcuMtp8OLzNyUX3H1psm93sRkv03f6hX0j\n", + "+s5Mcs3iYdUVDBsm/fHAvmjc1evMNYuSxab1PZK2J3irMzZeuCBZtGzZYB7Lk6WLjhuZBaK7rDtn\n", + "4dCk2ZisWMzEG/bxorGRN3NNsmhk4h6dLF2T1wZ/12CaBaOKwfkmQZLcudSq8BOdIt1XgzhYOKz4\n", + "37giWTIIDjdRTzZeCCN38IfVYCBtOOLEx+D9Jcb5l+HTVdJ9DNN2aOCjW+9lg2tBRnJ2tO9Nwn5o\n", + "8g/OEzCNfWeHQ2Jo12PJeQuPNd26Lrpwnap6Ok2Y6Xu0tYPvXDaYzuv66hzQLwLNHU6Df51qXhv3\n", + "PPDY4J7xuEVLzf3icermvdNkmXm26RsaB4N3k8sXLUlWDc8RMPoWoLv/pUuSJcsWy/TtPPFN33Xn\n", + "pd28L1x8XrJm/ltCCHHYgRyrL/cqSZIUom6bvgefS+b2PpD+Pft8snPbGvN3Heb23p3M7rk72fzM\n", + "Hcnqdd9NHvr9j4fvjIGZO7v7lsHvp4av+Jk7sCm56f6fJXc+/pPBslZ7OoWxvfv5m5Mr1l2cXP3A\n", + "d5KHnvlmctujXx28/uJwiiT5/dYHkrufvNJ0AZ1VdUtg1m7f+vjgt98cntu/aaAnk6d3ziRXPvSt\n", + "5KFN1ycHd99jKoNNFfSLg/We3Ztsm7k+WbNhfWr6HtwxmOaWZHbvuJQLy/L8czclF9xzcfLSruL9\n", + "ItN3+oV9I3oOEvXHcEy1gY4ZJv3dB/bRQ3p20vbZFYus7kFnkmsWyeDrNuuSc45LjRejY48b7j93\n", + "H2cl/V12mcqd5feNr42o8FSlbz/gvqVxayo9B+cCO1H/7KplyaIly5Lly5cnyxYeM3ydRnFaGTy+\n", + "awDoOp5dvmv/d5XRPh4a+DPXLEnPBVZy1r/v0TYg7RZ69BkP882emWTV0uXJncPTBLrzXHBebk2Y\n", + "aJUw09eb+D8EnQP6RXlzxzV2bfLeQ4XnCZlvirYp3N/BcfBssmpJTu8OuAapz++OE9/0HTO4Zzyh\n", + "5lBDQgjRc5Bj9eVeJUmSQtS66YtujWdfuGDwe18yu+/RZHb3uLvh2f3PDF573PwNU3XntlvM33WY\n", + "23tHMvvS/cmzf1ib3PjQ6cmDG84fvjNm7sAfktk9tyZz+zcMX/Ezt39jctODv0jueGyw/LMvDF8t\n", + "x9zsvuS5HTcltzz5i2TdprOT9c8uS259ZOng9XGi/NE/3JJc99Cl5m9UBWeBcYBhCs9sR5fM/qro\n", + "uQMbjZm9Yce2ZPXj305+8+TNw3dSUAU8u//p5Jkt1yYr190z2nfYT3Mv3Wr+Bqg6ntlxc3LBPT9P\n", + "dr+wevhqNjJ9p1/YN6LfMGE/glV7eGDnQ/2A+ZW+GUnbwYP8uKtPJXe7Drr1XmKPnTas1Ntn9p2V\n", + "tJ9X6ZuVzN+V3HfO4uQ8p1TnkDF9F4+rx0W3GO1bxMHiJcni4fjL4+TtfcnyBeMxu1H1zZzersF+\n", + "XnbeeaYyeB7rzhs3KhjomKOPTo497jwl9DrGeB+jcndJsoTV3qPkbPa+N8f1MowJf2i33mS+ATCY\n", + "1wlWd56It/GbonOME/zoxWHUiAfdsBYl/g9B9wX9Yr65s2C885PzjvObO9lmX/57uPc8IavViGid\n", + "eWbesjvTFwd3CKuWvDHdp0FxMDj+ly4dDRdyKIP5ZQwRILpE+fPCPJzrxXxk+gohBHKsvtyrJElS\n", + "iNo3fWf3JLO7ViQYsxeVpLMvXj18BwbkUwP9Pv17dneyc2uxuVgETFN8zzN/uCW5Yd1Xkvue+Nbw\n", + "nTHo1nl2z12D704N5yzmDvw+ufH+C5PbYfoe3Dl8tRw0T2954ofG9H1syznJbx7+2mB+zw+nSJJH\n", + "n16ZXPbgSvM3zFy3m2WCbYjxerG9s8xhrBMqmddteTy5c+M5yapHL032Hdg/fBfrtHmwfe5L/jDY\n", + "1hfed/m8fZeOK5ya2xhnecvM6uTn9/4w2fX8TcYUzkOm7/QL+0b0GST43UT9xuRCJPyN6bskWbZ4\n", + "abLUHdM3M2m7K1l33qLkhEWLkkXHLUiWZmd2ROtY3XqPQPeu6NY5NX3Rzd7Spe6Yvv5k/szlC5M3\n", + "Hm1VDY/Ge55J1ixbkL62IC/ZJ9pmvG8RB+jGOw2OcfIWxv6CZMEgbpYsXJqcM5h+nNMbnEuOsboE\n", + "9yLDp6vYCfqNKwbne2bdR8nZvH0Pv+aYZFHOzncNgJk1y9Lry+Acs3DhMp0XOs04wb9v3YXJwuMW\n", + "JkuXLU0Wn7d8EAsyfacby9wZPGteuPC4ZOHSZYN7wvOS5Uv85k6esTv/vf9/e2fyI8eRZvn/pk9z\n", + "m9vcGhigUBfNSSfVpSFgCsIIg4LQmK7B1Gi60alSSdyTTGYmKe47xX1n7vu+L7Hv+77vEe5v3Mw9\n", + "MiIzg1Iyu1hUpd6v8JDh5hbm5mYsirTH7/vy2p8NtN9r5J8X/glffv8c9t3/Zoz8gmj9f1pE6mr7\n", + "9kfx60D7b4H25zu5pwf4dSD+sdBv2zMLGf8ALPnmlPZ7ivbfgn/6Cj0L/GeBv3ze//eFXez574X9\n", + "zpfa3zO+0v6+of39UfvzwHP+RkAI+ZUjzlg7nb1SFEUdRB/f9G1koOQHICNQZb3dGTRTG4tIW5FC\n", + "WX5WK8jGW1HAh0GYpWplFmrVhqB/CBOWP2HJ/qd9hqWIhFXKK9rzbUZLZ9SaE4Pr9zDvuK3NOW20\n", + "vh/CzI4lxzHuOIct/xnYY32Ytn2Pek3/i44whbc9N/F4sxnpu6DNt3OOVGFCC8Namr6Vea1fy8xt\n", + "olYtWp84VoNrWPGfx7D9NvKVsnFXn49SGEEoPosbyw92m77t+9HIIpiYwIP1K8hmxjo+qx2avkdf\n", + "Ym/IEeWn/sJOjjg8mCfvyU6UOPn10ekfkJAjQ1umB/Irg3tPJKJcyx/RnhiG/Irh7wuEEPJBEWes\n", + "nc5eKYqiDqJfgOkbh1Keh1Ja06NYazao9ah+r2bXPkf0z0oN2fiQ/HxYhFmqVhakWRsMvMW0/d8w\n", + "b/s/2th1o4eOiC5WRFRr1WK0dEbMdWDjRyw47mrvcbh/jSoM7nBiDFOuHmz5TsEZv4ZZ2zFUqzH9\n", + "vrY+y667eG56hnpDmNYr0pjthKzL28gapu+y1q9k3GkhaiSLWslL/lWsB/sw7ryDZHH3H9WVwksE\n", + "4nO4vfoQ8UTCaBVzEZHEZuNzCr7YJJ5sXUM6PdnxWe3Q9D36EntDjig0fX/F0PQlB8Uk0zV+xSju\n", + "XyWm513o+opZHY4movayiMb7EndMdPR/XXDviU5ypEtG5X55x8R/1PWrh78vEELI3wJxxtrp7JWi\n", + "KOog+vimby2g1/ItDOqGZD0kTVl5r2qWUanys6ogG3srPx8WYUxKM7Tmgd//EjP2f8e87f/ui1JV\n", + "ay4kUvPa87eNls4IU/jFymVMWfulIXoYRLrkYGIcM+4ebPqOI5B6jlnbcZQrIf2+thbjtpt4a72L\n", + "UrWqPXMNSiMFpb4/slhESQt003dVm9P+f3eplFe17+cx713CVqgPE85+hHO7U1MrpWn4YnO4t3YL\n", + "oahuwAvEOokIYoFSj2Hb9wQvTZe0tZrS3kOPzn4XNH2PvsTeEEIIIYQQQgghhBBCCDkc4oy109kr\n", + "RVHUQfRXNX07SZh9P6V0fA3pxDYykR+Ris0hmfAiE5+U9zLxaaSSnp2+2dibnc+HUTLuQyg4iC3n\n", + "GPy+Zxjf/hPGN/6oPTO8u190Edcmf9B+Tuxq36tMfA7PVy9jaP0MUgl7xz4/K+39TK6XGLeexKbv\n", + "GOyBhxjb+jeEItvyfjwygpfrN/Fq8xI84aBck0z4DtJa+95x5HoZ13vXrqlsbAjJZBSvt15i1X0G\n", + "I+YT2PA49/VbcdlwY6EXvnBoV3smNq6tV0Dbtw3MmB/g8dr3cHq1fUl6d/Xbq06/NoT20vz1+FPq\n", + "ZOK+rzr9uqb+YxJ7QwghhBBCCCGEEEIIIeRwiDPWTmevFEVRB9HHj/SVNWZjUKpOKEZUr1KalT/V\n", + "6uquCNJsbBCqujsV8/sg6geHEpN4vf0KPt8jLDi/wYzla+0ZrZq2gmrZhB+X76Fa+GkTS6ls4fHS\n", + "FUzaLuykpN6LUnVJvQuRJtkWeIElXy82vd8hkV/EnOMEiiWvfNdidkLW3Z103UGimNfGskJppKGW\n", + "p2X0cxO1pvXXJBDrLaOk90Qfy5rGZX1tB22vYIv2Y8HbA3NUj6xuZytkxtOta3CHg0aLjlpzaO8a\n", + "1sbfxKJ3HAOWbm1NZ7U5/XR6606/Bmj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPoF2D6\n", + "ihqzu9MLq+UFqEoFamURqloxWoXpOyzbD4uouxtOzOLp+kN4ffd109f6r2jsSYNcKW7h/uJNlAt6\n", + "KuN3IerrPlo6iQnLN9rYeu3hvYhUyUppzrjajzBmt32PseI/jw3ft8iULNL0zRdccr7pzBImXHcx\n", + "7jiHUK6V0lmum9JaN7WypfXX11mavm21kZsIA10Y6Yqi4K31JVyJi1gN9GIlsGr0aLEaXJOpm+0B\n", + "n9GiozZi2hhWaTqPOocwau9GIGmSaah/Cpq+R19ibwghhBBCCCGEEEIIIYQcDnHG2unslaIo6iD6\n", + "+KavqLGrFI0rHVG3VlXy2r1ZGZ3aJBMb1dpLxtX7ozbiCCfmcW/5CryeW5h3dmHe9i1qtZzRQ6dU\n", + "WMetxX4U83qN3HdRL83i6fIpTFr+HaIWcSd+3vSNY9P7BOvBPmz6vkOu7MS84wSyeTtE7eFIagvj\n", + "znOy5q833YrclZG99ZYhq5ZntLXR10o3fZ3a/T1Rug0RAbyNar2OEcdrafqKur7zvmWjR4sl/wpe\n", + "ms7A5HMbLTqqWoZSHNf2Zh0DtleYcZ2FO6HNpbJi9OgMTd+jL7E35O+fqvc5vv/y9/jqj3/El19+\n", + "j5GwcSM8gq7ff4bPPvsMv+8aQbMZyMP+/Gt8+uXztrYmXtz5p/+KU2vGJSGEEEIIIYQQQggh5J2I\n", + "M9ZOZ68URVEH0S/A9N1t7ArUqkmmehZGZjuZ+LiMVj0sIi1xJLWMu8uX4PZcw5L7OyzZT6JS3R1p\n", + "XCys4PbyReSzE0bLfkRq5WphAs/WuzFtPQG1FjDu7EYpTUIpLxhX+1EbUax5H2Mz1Idt/zkUK34s\n", + "OE8ik7No67ABd9KFWU8PFrznYY21mbyNlDbuOpRGRVurhLaOLVdFN31b6Z6byLTMNQdKtSoGzDdg\n", + "Cn8Pa7Qfw/bXRo8WC74VDNi6senZH8Gr5F+iWtyWKaLntXk5k1Ht+Us/acjT9D36EntDjgBiP42P\n", + "CD/E76VjW8VU1x/xxsjinp/qwtcjeq/w8y70rI3g+w6mr/fO1+jq+j1NX0IIIYQQQgghhBBCDoA4\n", + "Y+109kpRFHUQfVTTV1VqUMv7o2CFMalUPRDpndvJxCahNrLG1fuj1gMIJlbwaP06HM6LWHR/h2Xn\n", + "aZQru+eXyy7g/vJVZDPDRst+RNrpSnEWz9ePYcp2CvXqboO1iYiKVUrvThMtIoSXXD/CFBambzdK\n", + "1QgWnaeQzpm1781iI2TCordHpn9uT8MsTGeltAylvKQ/o96KApamr/auam1PlG5djw7OlksYNPdj\n", + "O/ivMtp3wPoKDSNKuMmsZxFjtrNYddmNlhZK1Y1COYxB6wPMOP+E9dC63DNhKr8Lmr5HX2JvyBHD\n", + "ewdf9pi0D2s49eXDlqkbfo4vdzm54v4e09fUg6/ueLWuX9L0JYQQQgghhBBCCCHkAIgz1k5nrxRF\n", + "UQfRRzZ9ix3TAosIVUXUjd1zLxOfgdpo1bV9X4Th6Uus4cfVc7Dae7Hs+Q7zjm9QrMSNHjrZ7Bwe\n", + "rN9COj1ktOxHbeRRKizgxcZxzFhPo1ruXNNWKY5BKe82r9sREcIzjquwRPqx7e9FpZaWpm8yNQ1R\n", + "t3c5sIK1YC82Qr0y+vbnGHZsw+x1a/OLaGPvNmxlLd5GDKliAaOOizBHj8ER78Ow/ZGM/m1H1Oud\n", + "dp/DjK2zYZ2vlDFku4Y51z9j2b+srW1cG99s3N0PTd+jL7E35CgRxvOvvsaIjO7da+ouoKtrCq3f\n", + "NfbeN6Hna90kpulLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/oaNWb3otYjUMor0vRsJxOf077T\n", + "imjdi1LPQvmJSGC15oI7toYnm33Ytp3BiucUFux/RqEUMXropDNT+HH9CpKpIahK3WjdjZh7Ib+C\n", + "15vdmLGfQaWy3/QVNXb1+rc/kd655sOE7Rps0XPwhMfQaJS1eV1AMvFGWwevrLcrUj+bw/2YcI0Z\n", + "33o399ZeY90tom6FCWsxWnXEeqqNDGKFLCZdP8CffAh7rAejjjvIlPW6ytFcBg1Fkemfp5z/jAnz\n", + "pGxvJ5aPwxINYdR+FYuef8Wid0Gm6FbLs0aP3Sj1GBKJXTGAEpq+R0tib8hRIYyRr7/G853/25rQ\n", + "89XBI31NPV/joXFB05cQQgghhBBCCCGEkIMhzlg7nb1SFEUdRB/Z9I1CrdmMqxZqIwmlNI1ScQML\n", + "vk0Zhbrg3UI0NK3d2x2V245SWtQ0ZVztR0S+moNTeL55AVvWY1jznsWC4xvkS7sNyVR6Eg/W+hFL\n", + "DENVd0fANlHrUeTyG3izeRbT9lMoFzu8h1LWa92Wp42W/TQqboxaLiCQei7XSVFrWPKcQyLxQK6D\n", + "MHrNkX6Zhvm15ccdc/Zd3Fp5oJu+wlCvbBmtOnIuahmhXBpjtm8RTL+FLdqNCed1xAs5FKsVXF18\n", + "Ltf7tfmmNo//jWHTuPxuspiHKxmVnxd9S3iwfgUz7vPYCJ7AnFc3e9XKhvbc3fWRBUruHpLx/VHA\n", + "NH2PlsTekKNAGM+7ujCy67fF/TV9/9i8kLSbviZc/OwzfNbUf/stfvvpZ7goskQTQgghhBBCCCGE\n", + "EELeiThj7XT2SlEUdRB9XNO37pPRrHtRlQKUwhCiySW8NJ/BgPWmlDcwqfXfHZXbTrO+7bsQka8b\n", + "gTG82j6LddM32ArcwKLzW+SKAaOHTiI1igerZxBJjGpzKRmtu1FrfqRz2xjQxpqy/wWl4u6oWoHa\n", + "yGnPXIdamYOqdo4YrpTsmLD2I56fMUzfOpY83UjGr8jvDNpewR67IE1f8fO15Q5ylc5zqjUaeLjx\n", + "GPOOFW3e+rPbaZrP/kwS484/I11chzV6EpOus/Amg/ClE/hx/QYShTzeWm5iO9iD15sv5XdssTCe\n", + "bo3Iz3PeJWyH+mAJn9Z+9mLGrUcDi7TcQu2ICGBh+qYS+2sD0/Q9WhJ7Q/7+WTv1W/z2v7WZtp9d\n", + "hPRrk1P4/vd62++7RlpRv5IONX0NGOlLCCGEEEIIIYQQQsjBEGesnc5eKYqiDqKPa/rWnFDrIeOq\n", + "hapUoRReIJhcwZSrRxqek84bcPmntP5Bo9d+REpopTBqXO1HrZqw4hvFy+0TWN3+E0yBe1hyfItM\n", + "YbdRGUsN4cHacQRjI1AbBaN1N2rNjVTOimFh+tq+R7G4P4xNROqKZzYjbDshzOIJazeS+WW5Tqqq\n", + "YMV1DPHYLSgizbLtlXz/pha8PTBHO9cPFpG6j7euYcw8rq3h7nrJetTxsvy87F/BWqAPubId9qi+\n", + "vkP2V5h0TWHQfBmBbApDtjuwRs7jyep9+R1zNKiN/Vp+HtLmZI32aToFZ/wBRp3PYI2FMeOY0d53\n", + "Q/ZpImofK8UXSMX3rw9N36MlsTeEEEIIIYQQQgghhBBCDoc4Y+109kpRFHUQfVzTt2rGu2r0KoXH\n", + "8MZXMOvRTclxx1nYPdNQ636jx36UyhqU4rBxtR+RfnjRM4635lNY2vwKluBDrDiPI73H9I0m3uLR\n", + "+gn4o2MyYrYTatWKeNaJEdNZTNqOoZDfXX9YIKKSRUpptbomzc9OFPLrGLUdR6Hq21mnRe8PMhq3\n", + "Uq9h1PFG1vu1hLrlOojavuOuzsZ2ulTEW+sNvNl8Ja/b00o3DWh/Jowp12U44z+gWAnIn2LcWfc5\n", + "PN24gklXDxyxCAatF+FO3MSTldvSfF4NruHBxiNZ73fQ9lp+xxo5AU/yKYZsD7Dot2LAOrnzTEVb\n", + "a7EXIh23MOLTif3rQ9P3aEnsDSGEEEIIIYQQQgghhJDDIc5YO529UhRFHUQf2fRdh0iB3Aml8ASO\n", + "0DQWvOelwTjhPAebMH33pA9uRymvQykOGlf7USurmHNPYMzejcXN/wlb+CnWvOeQyrmNHjqR+Gu8\n", + "2PoajvBrbX5po3U3anUbkYwHo+bzmLGfRb6wO8JVIAxqtebR+m69c5xcdh6jttMoVYM767TkuwJP\n", + "Kiojdwftt2AK/wWW8Am5DkJD9vvyXpNILqO1BxHLZ7V3u4onaw9ku4i6VZWs/lmbR7XiwaDtmRzD\n", + "Ge9HtZ6GO3F9Z1yhOc95bIb9GLL1IJB6hhcbF1DQnjXvXcIL0yNZU3jY/kj2tUSOI5wexVvrPYw7\n", + "ZjEiIn0ri9ozK9pemLQ9fCn3SyktIB1flfNoh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", + "Oog+rulrGISdUArPsOV7iWV/rzQYp13nYPbMQKRVfhdqZQtK8Y1xtR+R3njYehfj9v+L2Y3/Dlvo\n", + "GdY955DIOYweWh9VQTD2Em9M/wPbvgcyQrYTwkAOpf0Ys3RjznkR2dx+U1OtuWQ6alFLWES8diKb\n", + "ncCorRvlWmRnnVb81+BKhqXBOuoQaZbPwJm4vGPMTjr7Ecy21nQ97MMby4RsG3ecw/P1uzJKWBrO\n", + "RmS0iHJe9U1gLaivpy91H4pagzd5B454/87YYr2nXPMYc2jPSL/Cm80TiOazMv3zW+tNBDMpjDhu\n", + "y77O+AWkiuta+13t+YMYd85qzxFGflaa4kpxTI++rpiQji/KebRD0/doSewNIYQQQgghhBBCCCGE\n", + "kMMhzlg7nb1SFEUdRB/X9G1LP1yt12Tq4CZKPYNF7yxWA7pJKdI8r9mXoVS3jB77EZGtSnEUqlo1\n", + "WnajVhbw1nQd087/hRuzJ+BJTGPd24NE1mb00PqodfjDLzBo/Qrr7gfaPCLGnd0Iw9qfCmHcfAaL\n", + "nsvI5PR6ue2oNSvUekz76dB+ho3WFsJgTqUGMem6iEo9vrNOG8Ef4Uj4kSjkMOG6C2f8IjzJB3DE\n", + "9LVY9p/HeqC1Dku+dTzdegFPOoEZdw9ebl5CrlKWhrVI6SzIpAcx7ri2Y+4Ks1cQSg/AHjm3074e\n", + "7MWwbRrT7puI5aYxavkGtngEw/bXGHfe0eYV0eZ7R/Z1Ji4hW7LgrfkWnm090fq82jG4RT1hpazt\n", + "R2EISs2LTHxOPq8dmr5HS2JvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPpopq+I8BXGqaBcr+H5\n", + "9n3MeWfldZMF3wo2Qn3SYJz3nseKy/aTUbMi+lYpTWtjF42W3ajlGbzavonVwLf4YboHsbwNa55T\n", + "iGUsRg99Xu7gI0w4/x2rnkc7kbJ7EYa1Jx3DhK0Hi54ryGT2r0kzrXN7xG07Yp7x1Dim3D2o1JM7\n", + "62QKv4Qt5kEkn8G4ox++5D1Ec5Owx87KtTCF+zDtnpF9BfO+ZTzbfoiNsAWL2jq93epHopiXBrZa\n", + "ntPmkIEz9AoLXr0+sjCPRaSvQBi7zXGFzJF+bS/eYMZzC9mSGTOObzDpnMOw/ba2Jv1YC3plNLHo\n", + "K8zofNmF59rzXllu4K1VpHN2a/Jrz52FUg9Dyd+HUksiE5+Sz2uHpu/RktgbQgghhBBCCCGEEEII\n", + "IYdDnLF2OnulKIo6iP5mpq9SdUOpR40WQNTyFTV9BWOOUZlieNF3AaZIK9XyrGdRGpzCYFzynse0\n", + "dQpKowylvD+qViDSNyulRWm07kVE1daLUxi03oEp1IO+qZOI5x1Y9R5DOLVp9BJGbAkW/3XMuk5g\n", + "yfUYas1p3GmhNKraHJZkCuYZWx+WPFeQzs4bd1vI1MZ17T1Fbd+6x2htIeYZSczI6NxqPbNj+loj\n", + "b7AZXEEgk8KE4zSC6RcoVf2wRk/tmLPCYG0y7BjAgPUmJpxzMjJ60HRiJ/2zUtlCI/cSY/aHsEX1\n", + "NM6O2HlEMgPyfrZk2zWu0N21R5hydSNXdmLZ1YUn2y9kdK9IsT3jtcv5in6iHnCh7MOjjVMYtFzB\n", + "kO0VqhWf9kwz1PK8tk4lbT9mtfcsIBMbk89rh6bv0ZLYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiK\n", + "Ooj+dqZvcRJKacFoEYZnAmrVjFylhFHHj9JE3A71YcbTivYdsb+GxTAqV/znMWGehKo2oFZ2RwQ3\n", + "EZHDIqVwp0hgVa2hWpzBkPU2XPHbODv+b0gV3Fh1n0Ao2arHqyoFbPuvY9FzGjOOB3KOexERuiJ9\n", + "sSPuw7zzFlY815BMtyJvm8goWxFtWw9r49iN1hZqPYJAYhHznnOoNwo7pq8tOoCVwCw86TimnCcQ\n", + "z0+jUovDEdPNVqFhbc0K1Yr2vQYGba9kFO4r8wSWvf8Po6ZvsBXS0zoLkoUMxtpSO9ti5xDLTcp7\n", + "pVoY1uiJnXtC99buYdxxGoWKH9u+M/J6yNaNBe95vDHPymhi0c+XuodyNYonWz9gwHYWQ/b7KJbD\n", + "0hBXK2tyfIGqVJGNDxtXLWj6Hi2JvSGEEEIIIYQQQgghhBByOMQZa6ezV4qiqIPob2f6lmdk6uUm\n", + "aj0ko2hFROqkUzd2hUQEq2LU9n1jfgpLWE8lvB7sw5h5QraLNM0icncvwmRVqqKObtBoaSEieMv5\n", + "WQxYzyOYeoZTo/8LmZIPa56TCCRX9E4aaiOPLe9VrPp/wKj12i7zsomqZCHqB5siViy7Hsj0zvGk\n", + "PrcmzdTK8rOocVttpZBuotZ98ESXseA5g4ZS3mX6LvumYI35MOc+hmLVj5o2L2f8ws46TTivI17I\n", + "oVApS7N1znMet1cfYCP4rfZOXVjwXoQ97pPjeVJxTLlaKZxt0W7E87pJLdJKO2J6NHVTd1cva3ty\n", + "HqVKBFu+s7i/dgEjtm5tTXpxb+2hjCZ2xvvhTd6VEcoP1k9h3NEtU0BnS3EohdF9Znk29sb41IKm\n", + "79GS2BtCCCGEkL8/Ktr/CCGEEEIIIeTjI85YO529UhRFHUR/M9NX1MBVK0tQlbJsU+teaXquh7ax\n", + "7NMjR4WEcZivlKXx+9Z6B+7ENdhjvVqf7zC0PaJ/t7Igo0f3Ip9R08bVtBcRwVvIz2HQ2oNg6hWu\n", + "zf0zMqUAtgIXEYi3UjOrjSw2PFdhDt/DW/MN7Vl63eF2mlHKIhp31fkI865exFK70xeL56lVPYJY\n", + "1vWttFJIN1FrNljC89gI3oCi1nZM34A21oTzFVaDa1j0nEKpGtPuN+BNPoQ10g1HvE+mWvZlkkgW\n", + "8xh33sFasBe9s31wxC5i3dMFa7RfW8tXcjybiEg2onOFbNHTSJe25D3dTG4ZvkL31q5g0nkR1XoW\n", + "W/4zO+1boT5cWbovf4o98acf7/q+mEeymIGSf6G9m0uO3yQbG5RGeDs0fY+WxN4QQgghhHx8Yhj8\n", + "l0/wySea/st/wn/6L8bnT66ild+nhfPqJ+iaex/bdxVd//Cf8Rs5ptCn+MPVOe2phBBCCCGEEPIf\n", + "Q5yxdjp7pSiKOog+qOmrNDJQKttIJoIQ9XZVEYXb0I9DlIoVSi2CEecgLJFWpO+k8zIi+Qyq9TqG\n", + "bbdRqPjgSz6GJ/4aA5sv5HflWEpRfm4iIn9lBLBIpVxr1QVuIszcXG4BE85rSBXWser+WqZMNgeu\n", + "whdvpYsWBu2q+zIcsSd4Y74pjeS9iLTMas2OJd8U1lxPsejpQyQxZNzVURtJWAKvZGRsqhDR3lev\n", + "X9yOWt3Emn8S26Hrcv5N0zeen8Wg7Qam3QvYDPWjVs/I9oZSQbZkhSV6Csv+XmyEthHKpjHuOAdz\n", + "uA/PNs/CGbuCLd9puZbNur/CPG431q3RkyhVA/Keota19b23c09o3NGLVf9l1BtlmP2tdrFPJye+\n", + "lT/t0R7EcuNan6Ksxyzui+jjWD4LJf8ISnV3DeNMbFTbs5JxpUPT92hJ7A0hhBBCyC+J2MPP8fnD\n", + "v7YdK0zfrjYDOQvT7c/xSdfqz0QMZ/Gi/yHNYUIIIYQQQsg7EWesnc5eKYqiDqIPZvrK2rvlWWma\n", + "phIuqNVt3ZA1atsK47ZYSWPY/mjHVBQSaYrtCT9KtSoGbX0o16Kyfyy/ihcb1+VnkXJZVfLycxNR\n", + "s1etzGvPEKmUO9ThbaSQyS5hynUDmaIZ697vUK0nYQ3cgjeq17cVCLN22XkZofQchqw3UStqYxrR\n", + "yU3Uuh9qzYNF/wQ2PM+w5ruPSOKtcVdHpK+esl3CrPsstsLmzuaxtgZznklYIjfkddP0TZc2MeY4\n", + "hZfmcWyHzqPeZnBX6gnYo+dk/eMh2zhcyRhmPXqtX0fsPHzJh9j2d8vrYfszrX9Nm+cK1oO9O2ts\n", + "DZ9GqRoxRoSszdue4rmZullg9l/aaRcatXfLKF+7rAs8JY1ob/K2vCfM51AuDaX4BIq2Pu1kYhP7\n", + "9oym79GS2BtCCCGEkF8S+03fVXR1DWL16hf45JPf4bZT79NlOLirXf+Cqw+78MXv9CjeP2gd9hu5\n", + "e01fgR+3P/0cL+SjKjDd/gKffqqP8buvBxHT2pzjX+PTf/wcXx87hmODfvmtiukqvvj0051+eish\n", + "hBBCCCHk14o4Y+109kpRFHUQfTDTV6nY9IjYygZSsQUZfasoJSjlJahqFWp5AeFsGhPOH3aZisKc\n", + "XPKvIlcpYcR+AZVaQo6XKbvxbP2q/KxWt2REbjvCmNXTR+v1dvcizOBkZhmz7hvIlV3Y9HyPWiMD\n", + "W/A2XNFWamalHsO07RQimSXt+TdQLixrz8oad3XUmlsbL4BZ1wjM7rfYCD5HKPrMuKtTKTswYbuC\n", + "zVAf5n3aGJUVbZyCcVdHGMFjjkHYY3fkddP0LVa9WPIcw5WlG3DErqPRlspaGMCuxBW5VvOeq3i+\n", + "/UzW2hXXttg5hDMjsASuyush+y0UqhVMu2dgCrdMXXfiuozibSIidkXkrhwjek6TMI/vyXtm/81d\n", + "hrDep1fr34dYdmZXpPC0uwe+dELb5wKURk1+v0kmNiON93Zo+h4tib0hhBBCCPkl0dH0/YffoGu1\n", + "ZeXuNn3/AV+8aP7ZP4YXX3yK2/uc2E6mr/7d5jjtzHV9Dn0K2vc+b4v0zQ7iX74e3zGVsy+++ABR\n", + "yYQQQgghhJC/J8QZa6ezV4qiqIPow0X6ilTO9aiMiM1E3kqTVG9fh1J1az8t2IqIFMmttMPSUIz1\n", + "Y8j+CulyEdPuG6gaqY1L1SCerF6Un9WaBWojLj83Eeme0+lJxHPCaF4xWlsIAzqWXsWUqxvFSgBb\n", + "vm7U6llYw/fgirZSM4to5GnbaSRymxh1XEexsLH/WTWb1hbFoPUe/JE1bAZfIhjV3rHNHM7l1zFh\n", + "74ctqr+PWmulthZIk7q8iLfWJwil38i2lunrgzl8EteXT8OduC3b2vEm7+yslzCVd9Yu2o14fgbW\n", + "oG7UjjluI1UqYNj+Gtao3k9EAwfTetrnJtHclPyuiN61Rc9oa3IGwYzexxl6LSOLrZFzMEdOGM+6\n", + "rO1LAYqiG7vN+YgobVdq/0GVMIIjoal960jT92hJ7A0hhBBCyC+Jjqbv7x7uiqjdbfo2DVod+X09\n", + "fLeNnzN9s1i9/S/44vMv8IeuY/jDp+8wfVe72uoNG7rawTUmhBBCCCGE/GoQZ6ydzl4piqIOog9o\n", + "+pqhNhKakshG7srPwsi1hhahlCah1oMYcQzCEtXrwTqifbBF9GjTIdsjBLIpzLivo9bQUwKXaxE8\n", + "XfsBDUXRxtajiNsRqYO3vC8x4ViBWp4zWluI54VTq5hxnZPRw5vek6g3CrCFH8AWapmgas2PCctp\n", + "pItmWf83V9DeQ/tuO2rVhFI5ggHrFYRiW9gOvYYnOi2/2ySZnsW0Q3+3IdszlEsu7b7buCvmm0Wt\n", + "tIoB7V1jOT29dNP0LdWCsEZOwhHv24m4bSeSFdHB+lq1yxo9LWv+OkOvZNTvpPMGIrmMrO3b7GOL\n", + "ae9W2jZG0hFpru2Rs3DFLyKSHtb25KSM/hX4ItPSCDaFv4MlclyO4dXmJNJ3NxHpoU3h45hzH8NW\n", + "yGS0tvhxYxQW95i2jiGjRYem79GS2BtCCCGEkF8SHU3fduNVY7fp+zs8bHOED276OnH1kz9gMCsC\n", + "eP+AT646jXYx5k+Yvsdo8hJCCCGEEEJaiDPWTmevFEVRB9EHNH03oTYyUJU68uFe7XNBRnzeW30M\n", + "JXcXhXICQ/b70kS0x84iX3EjmH4l0wyPOa7DHAti1t2HulFPt1KP48XGZVQbdag1134jVnuWyf8W\n", + "g7ZpqOUZqKpi3NFR6z4EEmtY8V9DrZ7HpvcMGkoJjshjmHytaFq17sWY+bQ2Pzem3FeRztl2mbUC\n", + "tbKOVDGCUUcfwnEztkNv4IqvSjO4STg+jCnnafl+o447yBSC2v2W2arWYygVtzBovSlr4wpapm9I\n", + "mr722HntXiv1dBNR81cYsU0jtylr9KQ0jHWjthsTznNwJaOytm+zjy3Sra3h7tTYgnI1jFzJI6OM\n", + "TaHvETWMaPF+Yi7ie87YpY5GtC/9GObwcax4T2EluP/g6tbKA5jck9o6eo0WHZq+R0tibwghhBBC\n", + "fkm8v+kr0js37/rx8PODpHfOwnT7c3xybFWmao69+By/azrHlTl0/WOb6fuP/dj5G4NI7/ybLszt\n", + "LxpMCCGEEEII+ZUizlg7nb1SFEUdRB/O9K2sQlX0GraJhF+asN50ArdX76JczSCYTWLS2S+NTV/y\n", + "kewnonodcb027KLPiQXPZVkzVlCpJ/F68xJKtao0cIXaEfViN31P8dYypT17UXve7tMTYdx6YqtY\n", + "9mtjKnWYfBfQaJThiDzDlveG0UubQ9mGces5FKsBTDuvIZF1QaSibketLCOYCWHcfgyRuBXm8ABs\n", + "MfOuCGN36EcsevXU1eOOPoSyMe3+gnFXzMeHbN6CYdtFxPOzsq1p+oqoZhFVK9ItNw3hdkrVsHZf\n", + "N5SFTKFvYY2cgFn7TrkWRTC6rc3pBGa0dTRFA7K2r+jnTFxBqrBpjNIZ8X1h+sZy0/I6EnPAEeuH\n", + "M35Bppq2Rru1exPyXpNIZhjO2HVshfqx4Fs2WnVK1Soeb97BrOkllKrdaNWh6Xu0JPaGEEIIIeSX\n", + "xGEifbv6v8bnn+rplv/wYp/jqyFM3/+M3+ykZf4dvn5owk6hF+3vQf3y+5/i0y+u4sXVLsP0rcB0\n", + "9Xf4zW8+wadXdeu3YrqKz3/zm51xbrcChAkhhBBCCCG/QsQZa6ezV4qiqIPoA5q+S7JuraBpZm5H\n", + "7HiydQ2ZchEboW0s+3tlxGq62DIiRX1Y0T5gn5cGbZNaPYM3W/0oVCsQUb4i2rcdUS923fMIT7df\n", + "QK2uadd5KLUolHpCv19zwBKaxnrwqrx2h9+goVQQSExjw31Ntgmq5W3MOG6gpH13NXANtsi6jFpu\n", + "R5i7zmQIM65vEYnZYI4Mwqr9VMrrUEpzmhaw5bmlPatXmq2znh64U3Ht/iKUhm5Gi/kkcw6MOS7K\n", + "lMyClukblaavWJtEfn+q6lojC2fihx3TV6TFtsd64Yz1y1TNsYQP7sQ1LHh7MOfbkrV9RerneH63\n", + "IduJWiMDa+TsznNjcb9M+yxSOEczYzBp8xJ1g9sJpF4glpuDPXoT057d90RN4beWGxjceKKt47rR\n", + "qkPT92hJ7A0hhBBCyN8ze2v6EkIIIYQQQsjfEnHG2unslaIo6iD6cKZveQ6qEaXbNDMX/St4be5B\n", + "KJfGsGMQVlHHN6rX2G0i6ttuBrtxb/UJVoPXjVbI+rtvt3uRLZcg6vmKur7tqPUoNn1P8HDjsXZv\n", + "W0b+KuV5TXrEqlqzYs07AFP4prxuzimYWsGW54L8LCgV1zFpv4hqPSMN6AHLIxnZ20RELKvamCuB\n", + "VawFziEad2rvMYzt8IZ8X2E2C41r72cO6zV9V/znMeGcw4LjBqpVPbWymGMk48G4vRvFqh5B0DJ9\n", + "47Br6yKM2kJ1d0SzQEQ/exI3d0xfZ+KCdn1XRuTWGjk5TiDzHCu+cxi2T2vPvg534rq2hiVjhHdT\n", + "b5S1PTmrrbNuRCeSMbjjNxFMv0AyvwxT8FuZArqddHEb1Vpae8aPsn5xO+FcRkY6P1q5p63bbkOY\n", + "pu/RktgbQgghhJC/Z2j6EkIIIYQQQj4m4oy109krRVHUQfQBTV/dbBU0zcxR5xAmnN1YDzoxbNTz\n", + "FeZlM4WzoFQNQNSmvbJ4FVvBJ0arMCNLGNo+LyNHRVSvWtuTcrkewrr3KV6YnqFaFKZvDEppGUpx\n", + "RL9fNWHB/Up75kt53ZxTMu/EuuukNHMFpcISxh290jz1Ju9h3N6PRHJA3hOoSkV7twXtPcZgjlxA\n", + "NOGGKzmP1UAr5bGiKBiwiWddlGmYNwN/wYitFzO275ErhmQftbqKQMqvPetb7Z31+sTNOYloXVfi\n", + "ilwHUd+3E8HMcxndK54hzOlkYUHrfwZ1pSTHyZXtWPEfxyvzJEYdJzqmiX4X9tiFHWNXjOWOX0U0\n", + "Oy7nuR36N5l+uhPCsB+wPtLWrg5HPIIF3zY8qbhMM/1y6zqKhfmdlN8Cmr5HS2JvCCGEEEL+nqHp\n", + "SwghhBBCCPmYiDPWTmevFEVRB9EHMX1VpSYjfWv1ukzlLIxDRdWN0LVAL95YJ3bq+YYzg8a3dKqN\n", + "DByxXtxa/gs2g7pBK2goVUyYbyJRFJG0aajVLeOOjloPYMXzHC9N11EoWuW1iNBVSjPafEpa/02M\n", + "Wm8ilB6V/ZsGa67sw5z12x0zMp+bxYSjX0YW+9OPsezths13E6pak/dVrb1RWtLe5aU2zx8QjXvg\n", + "T4lU1WPyvkDUHR6y3dPerweB1DM443oq5nnHSaTzHtlHLc/ClYxgyvlnlCph2dack6hfbI9fhjVy\n", + "GuVa51MnUXNXROQ6tDUMpV9Kc9gRuygNdDFOtZ6FJXIJ9zeeYtKhPaOqP+MgiMjefMUtP4ux/No7\n", + "5EpWbV4JaSxX6/o89yIigYdsF5GrlLAetOLh5nNshkxY8p3HwPYFJNPL2r603oem79GS2BtCCCGE\n", + "EEIIIYQQQgghh0OcsXY6e6UoijqIPpDpW5I1fd3JKB5vzUjjsFitYMh+H5ZoPy7NX5Mpjz3JG/tS\n", + "DjdTFwtDUxibTVS1gTFLH6L5rDZ+Xht/zbijo9Z9mLFdxoD5AtJ5K9SaR6YTVioW7V4EjdIKBiw3\n", + "dyJemwariF6dtp1AzTBec7lJTDr60VDKiGXHtHl2w+S9u2MKq0oGhfwSRhz34Y5fQjwRQjBjxrJP\n", + "N5MFqWIB48472jv0oFJLyXq4wvRdcHYjmdXmplS1uc3DFHVgyXtWmrzye8acFKUGb/KW9p3LqNb1\n", + "dNB7KRoR0bZYt6yxK9JRizq+AjGOotS19b+D60v3Me8+tSuF9s/hTz1FrqSnzxZjJXIL2vNCMvrZ\n", + "Ee/Tfublvb2IOY07ehAv5LDkX8Vz023tehYrvr9gcOvP8Cc25L40oel7tCT2hhBCCCGEEEIIIYQQ\n", + "QsjhEGesnc5eKYqiDqIPY/qKuraVVayHrHiw+UQah9IIdd2R5qeo62sKnUGxEjC+sZtIdhCW8HGk\n", + "8q1auoJxyzkEMkmoSnFXnV2BWnNjwvwdRmx/QSxjh1Le0vosSsNXKa2hnJvAiPXajpHcNFhFquJx\n", + "WxeKRbu8zmZGMOu+g4ZSkemK1wJnsOF9qL2TbsyK1NLx9BImnZdlWmUxTihjxaJvWN4XiJrFIpJZ\n", + "pIcWZrV4HxHVPGPvQiy9uWNai7rA64HzOyZqc04CYU5bo2ffabCKFNCihq81IlJAB9FoVJEq6EZ4\n", + "cxxhNvfPnceSr0cbJyvbDkKu5EC5Gpef2+ckoq09iVvSlO5EpR7T3vsY/NoejTgHMeboxf2NZ9gK\n", + "HcOo5V+1PV3R9kLbE23/BDR9j5bE3hBCCCGEEEIIIYQQQgg5HOKMtdPZK0VR1EH0gSJ9MzKd8qRr\n", + "HM9Nz5BIJHaMUGH6CrkT19FolI1v7EbUo90OfbNTV7bJpOU8vOmoHilbWTBaddSaEyPm77VnfIdA\n", + "ygGlvKj1WZemq1LZQjazhkHrBaTyK7J/08ys1KKYsh9DJrsi6/omkwNY8NyVxmY8P43N4Gksue5D\n", + "reuRwEotAGd4CjOe09LMFeNE8g4s+AYx7FiXUa7uVBzTrjMyPbQgXdyELXoGs45vEU5q8zJqEs/7\n", + "lmEKX5IGs6DdYBXzEtHOIuK4EyJCWtT0FeZ4M1K4SXOcWG4MvbPfyfTKeyOqD0r7nARFo/5wJ2qN\n", + "DJZ9vVgPWTBke6V9Po++uT44Yz9g1n4Cy/5lbS+2oZSmZJpsmr5HS2JvCCGEEEIIIYQQQgghhBwO\n", + "ccba6eyVoijqIPpAkb4JVEubGLI90/QIoVgUrmQUk/ZTsEa6Zc3eQOa50Xs/IorVHD4uUy+3M2e7\n", + "CVfCL81Zkbq5nXrFjHFrH+bc32l9XFCK49jwDmHWa5b3k8U8xhwXUah45fWO6VuPY8z670ikJqSZ\n", + "HEsMYdF7ST5DmM8bgeOYtl+X6aMFatWMFd8IVvwnkSwsGaavEzOuN7i58gDBbAqrwTUseU7tpJIu\n", + "SwP3DObd3yMQn4FaC2hyYcI5Bmv0uuwjaDdYRZrrQOqx9rNhtOxHpGwWaZf30hxHmNbbwTMy4lek\n", + "ez4Me03fn0IYy5uhfow75zFiF+mpL8IU6oEv+RjLrnOY9+q/bmTq7bqfpu8Rk9gbQgghhBBCCCGE\n", + "EEIIIYdDnLF2OnulKIo6iD6Q6RtFKruGccc1af55wyGsh7ax6D0OU+R72CKnkNyTurkdEflqiZyR\n", + "Zmk7G57HeGkexGbYCrUyK6N4m1SLW5i0X8J64CLW/HNQCq+w7n2N1+YReT+cy2jzOYFSVU8p3TQz\n", + "hcE87+lFJP4aSqMAf2xQ+/5V414K9mgvRq23odb09M9qZR4DlmcwCVO6FpTjxHIeDNue4/HmNVmn\n", + "V5ib6/4TyJX1urjVehbu+BUsuk/CEx2Qhm+l4sWA9dFONLDgfQzWn6I5Tq5shSV0Qpq+h+V95iQM\n", + "akf8Nh5vvcCE85I0fe2xc4jlp7Dtu4Nh61PZT6TKVqsmmr5HTGJvCCGEEEIIIYQQQgghhBwOccba\n", + "6eyVoijqIPowpm89CG90AbPuc5hw3YUj4JOpjNcCxyFq6prC3+4zdPfiTT5Asby75q8r9BpbgTN4\n", + "bX6BenEWqpEWWVAqrmHSfgHboR8w55mFkn+EDf8AHm0+QL3RgC+TxKTzW5SMyNiW6ZvCkr9PG/sF\n", + "lHoEJu9tbIVuynuKWoMneQsj1h9RL4tavEWUCwsYst2DPdoj0yqLcZIFH15sP8BbSzdmPTMYtL2C\n", + "KXRM1gtuIqJu593fwRa4J6OFo1k3xu292npMGj3++qZvqRaCOfQdwpkBeX0Y3ndO/vQj3Fq+q631\n", + "OWn62qLdMqW2LzKlrY9uPqtqHWpljqbvEZPYG0IIIYQQQgghhBBCCCGHQ5yxdjp7pSiKOog+kOnr\n", + "gzU8gTn3cYxY/zdMPjcGba9l1KyoCeuKX0FdKRq9O1OppVDbU4fWHRqALdaNIcdtFPNz0oRtUiws\n", + "Y9Leo439GOOOASi5u1j0DOKV+TJSpQKsMS9mnd+jXIvJ/k0zU9ShXQ/2Ydv3BErVgXX3HVii9+U9\n", + "QTD9EqOW+6gUF2Rd32RmHRPO63DGL6LeKMhxUgU/7q5dwrK/Fy+2n2HI/gyuxCVUtbGbiNTHG4F+\n", + "mL3XoVbXYAqvY8FzAvH8rNHjr2/6ine1hE/KSNvD8r5zEib2D/PfYcqlm77WyEkZER2OWjBovYJK\n", + "vSb7qZVVmr5HTGJvCCGEEEIIIYQQQgghhBwOccba6eyVoijqIPowpm/NJaNsF9zfYd59HEsOC4bt\n", + "z+BMXPhZs/en8EWmZW3cced1JFPTUOo54w6Qzc5jyn4RwfQw3loeQCm8xKTtGcbs5+BJx7ESXMVa\n", + "sA/Vum7EtkzfPEzhPiy5n0Apr2LOcRH+1KC8J0gXNzFg7UUxOwilNANv0o4Zt6hTe0+mlxbjpEsh\n", + "XF04B3OkH89Nt/HKfB3uxCXtXcvGKDruxCA23Re158xq6/Ea26GTKFb1WsGCv7bpKwxta/jsT6bS\n", + "/jned07CxBbRvdbIWdgi5+R+VWoxRGIOjDquIFfRjXy15qPpe8Qk9oYQQgghhBBCCCGEEELI4RBn\n", + "rJ3OXimKog6iD2T62rDsHcRq4Hss+89iaHsaI47b8CbvQlFadXjfl1BsE9boaUy6ziGcXIFa11M1\n", + "C7KZYcx7fkS6sIZB6z2Z0lmkWd4M9mLYMYop9zxM4f4dI7ZpZipqHe7EHYzZtbmVpjBu6UE0NyHv\n", + "CcrVOEYdPyBTiENtpLX3WcGy7yyC6RfyvhgnUwzh2fYpGdn6dLMXT7d+0N71jrzfjj81ihXbWeTS\n", + "A9qY92GJHN+VAvrnDFYlsGp8+mma49QbRe0ZrTrGh+F9Td9i1a/t0SmYQn/Wfp6FM35Jms+xuBfT\n", + "rmtIFvNGz92/Zpo0fz3+lDqZuO+rTr+uqf+YxN4QQgghhBBCCCGEEEIIORzijLXT2StFUdTPK4//\n", "D8l+fYLEZf/UAAAAAElFTkSuQmCC\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 64, + }, "metadata": { "image/png": { "width": "800" } - }, - "output_type": "execute_result" + } } - ], - "source": [ - "Image(filename= \"assets/plotlyeditor.png\", width=\"800\")" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ "" - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "markdown", - "metadata": {}, "source": [ - "
\n", - "\n", - "#Step 5 - Sharing your work and Collaborating with Others\n", - "________________\n", - "\n", - "One of the main reasons we wanted to use Plotly was the ability to share these interacitve visualizations via a URL. This makes it easy for our account managers to communicate the pricing plans with a simple email containging a link to the plot. \n", - "\n", + "
\n", + "\n", + "#Step 5 - Sharing your work and Collaborating with Others\n", + "________________\n", + "\n", + "One of the main reasons we wanted to use Plotly was the ability to share these interacitve visualizations via a URL. This makes it easy for our account managers to communicate the pricing plans with a simple email containging a link to the plot. \n", + "\n", "Plotly has built out some great functionality that makes sharing and collaborating really easy. When we have multiple analysts on a pricing build we can all work on a plot and once its done, its easy to share a private link with our partners." - ] - }, + ], + "cell_type": "markdown", + "metadata": {} + }, { - "cell_type": "code", - "execution_count": 65, - "metadata": { - "collapsed": false - }, + "execution_count": 65, + "cell_type": "code", + "source": [ + "Image(filename='assets/sharing.png')" + ], "outputs": [ { + "execution_count": 65, + "output_type": "execute_result", "data": { "image/png": [ - "iVBORw0KGgoAAAANSUhEUgAAAnEAAAJnCAYAAAD4AgW+AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", - "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAMmTSURBVHhe7L3bb1zHve/Jv4J6k4E8yHkR/ETo\n", - "JYSADAFjAwT0QmxjwAAegDgQAs7Ac3jORIO9d86czRNsbZ6dcxTGO5FpxxJlXUiJEtkUKTbvzXuL\n", - "ItWkKIn0LVR8oRUnppWLE00GBn5T37VWdVevrr6yS2w2vz/gI3Wv+6qqXvVh1Vq1apYe/loOKosb\n", - "H6ex8OAjj/n1Dz3m1j7wSbzvMZvY8pi5v5kktloiK48JIYQQkg1b3ZkDs27W9bWuv3V9rut3Xd+H\n", - "PcDmCtVMGSTuAxmdXJLbK8H3jS2ZWN6SxWD+3NKy9M48NpYvH2bG6QydiSdkPBEInCFvGdJmFLTp\n", - "e4+KZmr5YRWyIjcGZiSyZJtH8jE2NSPd0RXrPOKGiblFuRqZku6BKbk8cV/GZ+/K8N1g/ty8dA8t\n", - "yVhoHULIi8FWd2bDrJPDUheWuVwiZ3OFasaTuKmZJemNprg+fk9ux7dkQS+4tia3oqsypb+nEZK4\n", - "lVXpHUvITDDflcSZmaYzcn59S+6Mz8mthU27vBnSZha0yeWNNCbuPshPfL2CuC+3BiekN2aZF5uR\n", - "C4PzEg1Pt6Ly6ua03Jq3zasG/HS6cDNEwemTm+jEtFy4s2ydd2iZn5fLZlrfmpTLt+dkcMGybNHc\n", - "kxv9k3JjRn9PyK3bE3JtKuF/L6rsE0LKjq3uDAjXu2adnCZ1NpkzWuUOu8glJe7W0gfJifOraxIZ\n", - "W5KBux/604qRuBAuJM7MrJTApXefaoHT8maKW5qoBYVtfKk4xhbXKogVuRkZk2vTlnnTMXk3Mid3\n", - "wtOtxOVa36TcnLPNqwZypFMZuDM2Ke8Ox63zDi1zc/JeX0wG9feFexIZnpB3b83IkLlcKYS3Haao\n", - "sk8IKTe2utNGWPpMqUsKXSBzFLl0rBIH5hbupuSr2Ja4yTWZC+b7Ercuk3PLct1r6YvLrblHMp9c\n", - "/7HcxrY3HsvwZNxrCfS39aFMqwv+zdGghXB0WYbv+VKJDJpdvCt9CypTsf0783JtbFWm19Q2RufU\n", - "uaQEbkqJyY3b0153S/dATG7E/L/SUXDG5ubl6sC4/OrGqMeFyIxE5u/L6EJ+ovOrFcRdudEflSsT\n", - "lnkTk/JOf0yGktOWpX9InfP1qLyjuBBRleCcnrcoV66PqzQKvmPdwQW5PTohF27Ylj9o5EgnlS43\n", - "1bzuO/HUtFhMuq9PqPKK70ibSemfnpXLN/20+NXNCbkxdS+5/FB0XKXXYmr9OVX2lDTa09pfvlv9\n", - "HobGgvRN5lOuPDpgeGmo0i1t+oJRzpAn+Bz3BBvn3B296y+XI/2GVdm8GJRJH+wjlL9FlX1CSLmx\n", - "1Z3pJJKY4qeFTstcLpHL1rXq+0X1k1XiZhaUUM2WSeJURXVbCZh3n9zGBzKuLtg35jaD9SFxd+Xm\n", - "5D0ZSZgJ/7HMrW7J/Ib/ffF+Qm6qY5gMMggS1zu2pCrRBzKzpu+Be6Qqxlm5tegL3PTdu9KjxOzW\n", - "gt/yNr6wJNf60e24pgqNWv/WmLrgL3uFbWTungxN3ZXhuRX1eUXuzN7LyfBMJaEkt29Y3huzzBsb\n", - "l66+KRkMvvcP3pF3Bmbltvc9Lv23o9J1MxZ8n5P3eqLSq8QkuW7PsFwcWvC/q+X7Bu4Yyx80cqQT\n", - "UMJxsVef/6L03hyWS6ps+vORNsPq3KckEvOXvz2qpK1nVAmI/31wWKXlwFywvCrjav2LQ/NBWi1L\n", - "ZEjNN/ICy79zY0QuID+CbYDceXTAmJqSCz3jctOcFpuRSyhn0/iOPLkj7yohe280nlqmgPTL3HYo\n", - "f4sq+4SQcmOrOwHqWJN06fOFLqvM5RE5LXGHReQsEvex153ajxaClSAR9ipxxneP+2vSN3ZfYt53\n", - "SNySRJY/Ss23guWUcCnR0xJ3bVQdk8o4X+DQhfpQbo/MyM0FJXAqs3Gj+Xvjq6mWN1UwIkOjcuFO\n", - "XBUcJXSqAr08pitpsJxkKHY3J7enlZhWDPNy7fptOX81C9fHZcBbbka6r0JSjHUnJuTd5DTMvyPX\n", - "xoN50VG1vpIUvSyYmpaLV0ekZ9KYdmCwp9OvbitRCJYZGB6Rt25MyI3bd+Stm9MSSa6LtLnttZyl\n", - "tqek4eZteXd4wfs+oNY5f2vGn6cE4p1w2k3PyeWeIU9Wksv3jMmttGXy5dEBY3xcfmWkw+DUnEqz\n", - "ITmv0tgvk36evK3kN229AtIvvG29rWQeofwWXPYJIeXGVncCs64NC5+WOgidKXOFiNyhljjzwYYb\n", - "U6sythrcDwf23J0auidu46EMKiEbXcd3X85G14z5Hh9KLL4q/UoobozFpU/9f92QOLQUXpt+6GWc\n", - "lriZ+5C4mPTNP/Yyezg6KQwGg8FgMPY3/vjHP+4ZLXJm12pY4g5bl2rW7tQ0nEjcPRl/gO92iYvh\n", - "fpjYhswF3anhljhP4qbU/GQrHO6DU9u9A4l75GX27TsTQfFhMBgMBoOxX2GTsmLRLXL6Hrl8rXGm\n", - "U1QrL0biJvJ1p4YlLrRN8OCB9I/c9SQOmRSWOGRmbHVDIsPTcmPuodePfmeULXEMBoPBYOx32KSs\n", - "WLyuVVW3h7tVD3Nr3IuRuLQHG7ZkZGpJbi5sBevbJO5jmYipZeaDQYM3PlDf49KTReL8VjgMJfJA\n", - "IkNTcn12wzP2sfn5oPgwGAwGg8HYr7BJWbHgHjnz/ri01rjDKnGTG+4lbiC+lWeIEcs9cWsPZHA8\n", - "uE/PG15kS+0nJXGx+SW5OvUg2ZUKI9cS1zvzwDN23BjJYDAYDAZjf8MmZcWCOt1sjdP3xh3mLlWv\n", - "Je6goDMFGYSMSu9K9Z9IhaF7rXDK2PGEC4PBYDAYjP0Nm5QVC+p0szUuV5cqJa4CySlxyshh5t54\n", - "cF4rXMJ7VJnBYDAYDMb+hk3KigV1Our2cGscJe6AoAXOlLjU/XApiYOpo9kVY84wGAwGg8HY37BJ\n", - "mcnly5et001Qp+vx48ISl+2+OJtLVBNVIXH+/XCBxBldqZQ4BoPBYDD2P2xSpoHAaWzzNajTzS5V\n", - "LXHJ++IocZULMiND4hKphxrM++HQ3IqMxijQDAaDwWAw9jdsUgZMgcsncqjTUbejjg/fF+dJnHKC\n", - "sMRVu8hVncSZ98NR4hgMBoPB2P+wSZlN4DS25VGnm/fFUeKqXuKWg+LDYDAYDAZjv8ImZcWCOp0S\n", - "l86BlDhP4NZSr9vKlLj7lDgGg8FgMCokbFJWLCmJ88eLs0mceV8cJa6CKETiUsOLUOIYDAaDwaiU\n", - "sElZsYQlDnU+Jc4ysRLJJnHe8CIWicNTLEOxu0HxYTAYDAaDsV9hk7JiQZ2uhxkJS9xhHSuOEsdg\n", - "MBgMBsNp2KSsWChxmVDiGAwGg8FgOA2blBULJS4TShyDwWAwGAynoUWst7e3aChx2aHEMRgMBoPB\n", - "cBqmxE1OThYMJS43lDgGg8FgMBhOgxLnBkocg8FgMBgMp0GJcwMljsFgMBgMhtOgxLmh4iROJ3oY\n", - "ZEhY4PRAv7GVxzK1/NB7Ie7Y4lry5fe3p+NB8WEwGAwGg7FfUQ6JQ52uX4KPuh51Pup+OABcwDbg\n", - "rylzYWwOctCgxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAwnAYlzg2UOAZjj/G055TU\n", - "1JwVljYGg8GwByXODZQ4BmOPQYljMBiM3EGJcwMljsEI4tmTqFx843U5eeIlJWU1PkdelpMnT8np\n", - "MxdlYO2pPA+WNeMgStzztbNy4shpiT4LJjD2KZ7KwGtH5MS5teA7g1GdQYlzAyWOwZAnEn3jpByp\n", - "OSIvv/aGXByISSymiUrP+TNy+tWX1fwaecVS2R5EifOPuUbO8idSfDwdkNcKSbiClovLWfyxcKpH\n", - "6RyDUb1BiXMDJY5xyOOZRE8fkZojr8nFLVs7mxHPn8pTS8sVW+IOWai0O1KIxBW0HFviGIcjKHFu\n", - "oMQxDnesnZNXal6RM/E8ApcjeE/c4YonyO8CJK7Q5RiMwxCUODdQ4hiHOp5cPKkE7MyeBIwSd5ji\n", - "mQycrilAzgpdjsE4HEGJcwMljnGoY+3skT0LWLrEPZO1gXNy+tRJeflI8HBEzUty4tRpOR8r4K6n\n", - "Z1sSvXjGvn70ifXBCj9wb9URORv0yj1/EpVzrxvbOPJy+v1v8bNq+inpsRySdz6vDQT3aD2VeM8e\n", - "zketHzt/Wk6d9O8p9NfPQrHC8zQuPWdfl5Np21bHhgdRzvVIbCt3X/EzlUbnT5+SEy8F6+Ihltff\n", - "kIu283oWk7OnTshLyf1k4h1+ocsl46n0nFLTreeenqc43vCDN0dePimvnx2QPKfqxbOtATmrykTy\n", - "fLOSWS50WmU+9PO6vHFxQNaelt6SzTgcQYlzAyWOcajjWfS0tdIqJjzpOXlRVaSq0j15RI6oiu2M\n", - "qthSD0cMqMr3lFexn1CVddbqTokVlnnp1dP++vEtefrsmTxZiypZybe+f4M8XOC52s4JJTOn3rgo\n", - "A/oYBgYkblb0+SQO56Mq7tMnlCiUej5PBuR1JQwvnTonA2tP5Jk6F/B0SwmBkgmI16vn17xpxSrA\n", - "k4HX/bQ6ZXsQ5Q15HbJx5IzErBt+pk4f+39JXj19XqVRXLaePpWtuJHOZ2JqKTOeB8e/JRchXWei\n", - "yfPR+LsqdDkd+SSuRt6IqT8Mzr3qHe+pN85LTzR1vlEl2K+rMod7OnueBKtlxHP/fI+cVMIVU+eq\n", - "j+WJEvSzcgpS9/IbEn2ipmWkV7CuksmTr59L27dXDs6clldfVvt/9aJk3T2DoYIS5wZKHONwxzMl\n", - "Kkdq5JXTAyVXQr70vCFvnDoir13cClXSqfDl6oiqlLMtoQQnR4vG8/gZeUWtf8a6fiBxPQPy2ksF\n", - "PKSRT+JqTsiJE3s5nydy8VWVrhkypANycCKHaOWIZ0oO1X5fy24tfjy3b3jtHPaLNMpyZFsX5TVV\n", - "Jl69aNt+LukyoxzL+Xn6yokTcuSESqesrW1PpOe17CL1PPaGkrBTYj0dxJOe7Ofr3TN6Qv1xkHXn\n", - "XmRJagYjGZQ4N1DiGIc+fBlBi9Mb0rOWu7KyhS89av03YlmFx4/nEsV9UqejWcQmX/gVvv2JR7/C\n", - "P3LkJTldyCOneSVuj+ejtg9xyNnCCYFW+ynoeM3Icex548lFeTWnSPvhp8HrMpBxaC9e4mpqXs0u\n", - "YDq2zsvJmlck8yHXXGUmFWvnXpGaV85JeHU/HXi/J2PvQYlzAyWOwUA8jcm51/x7q468/Jqc7YkV\n", - "dJ8Rwq/obBVoZnjLHjmbUVkWGl5lax1TLKjwLRWxNfJK3N7Op7DzfOIJhm3svZyBoTtqTuYXG0vE\n", - "cQ/kyQK6/rIK5j5I3OsDBUi/v+xrA+EMzTY9FPEzKs8zh5x5OvCamv5G8a2lDEYoKHFuoMQxGEY8\n", - "x83y507Lq8HN37g/DQ8U5KpEfekpsKLzKsvSWza8feWQuCP6Lvh8kVfi9nY+3jbyCmWJEqe2eg73\n", - "6r2qtl+gaPuxJmfRdV7Q/vxjy5SrFy9xJwuyVf94T2VkqL+NvK2dWSRO325wYg+3GzAYCEqcGyhx\n", - "DEaWeIYb8E+/6t3oXvPS61nvofKlp0Ax8+TJncRlVuJZIq/E7e18nsfOyBFrd6QRz2PyhjrmfF2b\n", - "1ngWkzPeDf0vy2vnooW1mj7tkVMF7y+Qq4wu5RcvcYXlqb+dzGWDexPziKs31E6WFkrcI4gHVGpe\n", - "elXeuBgXPojKKCUocW6gxDEY+eJZXM6fwtAKuME7swYrr8Q9l6drA3Lx3Bvy+smTcvKkZbiKAyBx\n", - "urUs19OrW+dflZoTZ2WtZCl4Jk+i5/2nM9W5+62mW9lbTQOJS0vLfGSk9UGTODSmnZYjuZ5efRaV\n", - "N44cydPliqFmgidZa/B6urPSE7e/S5jBsAUlzg2UOAajoAieALQ8TVkuiXsWP+dXki+dkFOnz8j5\n", - "nmgwlMOaPAmGp9i6eDBa4hDP187Jq0f8IUaiW0+TQ2w83YrJRbyr9qXXZaBMfXReN/jZ1/yx7DCU\n", - "Ro9F5gKJOxPVQ2wUQlhTDp7EoexGT+OJXAwxEk+WJQwxgjENT710RE6q/RcqZOkt1KfkXEHjBTIO\n", - "e1Di3ECJYzAKDe++odTgqzrK0v2opmO4Dgzpkatn0NvXAZE4LzB23glV2aPCD3jpxCk5fT6qZCJY\n", - "pqzxTNZ6TntPG7/0uh6wOIhA4vJ6Vc44iBLnx9Oe19PywR/c2G9RKymeP5XYWYxfpyTw3Bpb5Rg5\n", - "gxLnBkocg1FoeMNTZErA3qXHv28p/5Ae+Z9OrSyJeyaxMye9Vh4nvpYj7GPqxeWMl0Z7af47mBL3\n", - "XJXd115+PceAwKWH947YQoZBYRzqoMS5gRLHYBQaXktc5tAbe5eeQivroMI/IBLn3Yu1byP5KzE+\n", - "GU6P5xJ7Q6Xfno7pIErclpw/kX9svJIjeEAl76kyDnVQ4txAiWMwCorgnri9DoiaQ+LyDSWhByU+\n", - "KBIXP1uIxLiKNTn3Sub4aEjDV5SIn7E8oFJoeOel8iCfCBa23AuQOK8b2Z7XZYngDRqFjm7DOJxB\n", - "iXMDJY5xiAPvuSygMn+2JT24MbzmJesrr/YuPc8ldkYJ4gk1PcvhPPNeBXVCXn314HSnei1xr5yW\n", - "gXyvACsqnsmTrXxPReIBkNeyvDFCv+7rVTmXb5C558+t+/HTJ78UFbbci2qJq5FXz8Ut70bNFU9l\n", - "K+9AfE8lekal5yvZyy6DgaDEuYESxzjE4Vd8R14+Ka+/cU7Opb3kXTFwUc6cfjX5xOOZLC+vLIv0\n", - "BC+Lx9N+Z5NPpfrH8AbeJKH2j/dX4j2YB0XiIEx4cXvazfQGSPdTp897L14vPALpOfKyvHr6jPXl\n", - "96/hhew58guSh3v1cEP+y6+FX6CPl8qflzdex9AuWQQM3YcoEydOy8VoXLa21vx146FBoQta7kVI\n", - "nApVvk6/4qd7Ji/JiZOvq3IXD5Urf/94Wvr10Iv3ky+/98osxlCkwTFyByXODZQ4xqGOZ09iquI/\n", - "I6dPnZSTJzAWnFG54em9U6flHCq3HHVU2aTn2ZYMnH1dTkJCgmPIeJITLyQ/CBKH1ss3lAC//Jq8\n", - "ce6iDCQr/4Boj5w/FwgXnsot5o57te1Yzzkvz05445ZpfBl542Jhg/8+f4qhTlR6m/mOPMc2zvdI\n", - "PFemY+xALfhYT4nOyTOWd8jmXc69xD2NnVPp7EtvatiaFAMXz3l/rHhDhoRag58/XVPz/TELk+cA\n", - "CvxtMBg6KHFuoMQxGIzyxnMlHycKFTPdvWl55RNjz/Gk5zU5AjErJG2f9MhrStROnN8KJjAY5QtK\n", - "nBsocQwGo6zhDYNSyEvmdSh52Pv4bYyMCF7iX8xTqfEzNVm66xmMvQUlzg01kyoBKomJuxtWxuMP\n", - "PMaWfFEbXUxIdCEhI3Orcmd2RYZmlmVQZXBkclH6x+elLzoj1+9MB8WHwWC8mMjVPZglPInj041l\n", - "jxxd5tnCk7jXQoMkMxhliHJIHOp01O2o41HXo85H3Q8HgAvACeAGcAS4gvYGm1MAm4McNGq0qVYK\n", - "sGcbXuubYlZZ9sz9LZlBC9zqY5m698hvhburBM9rhbuvMvSeDMXuepnMYDBeZDyVgdeKa815NoA3\n", - "CbA7teyxdtZ7eKNwn/aHZcn3snwGo5Qoh8ShTkfdjjoedb3XGqfqfjgAXABOADeAI8AVtDfYnALY\n", - "HOSgQYljMBhlDW9okZoT3tO0+eKZ937VIh9sYBQYSspO1MiR1/KPaSdqiQEMo5NjmBsGYy9BiXMD\n", - "JY7BYJQ5nkn8rD+Ex8nXz3lDU6w90S9dfypbcQzjcU5Ov4qnQl+S1y9u5Rn3jVFyPOlJDl3zBobQ\n", - "iW/JU/0C/CcY8mRALr7xmvfk6ZGTZyTrqCwMxh6DEucGShyDwXASz55E/SE8Tr6shE6JRMBLJ04q\n", - "uXtDznN4ihcUTyVuG5LFG07llJw+c1GihYzJwmDsIShxbqDEMRgMBoPBcBqUODdQ4hgMBoPBYDgN\n", - "SpwbKHEMBoPBYDCcBiXODZQ4BoPBYDAYToMS5wZKHIPBYDAYDKdBiXMDJY7BYDAYDIbToMS5gRLH\n", - "YDAYDAbDaVDi3ECJYzAYDAaD4TQocW6gxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAw\n", - "nAYlzg37K3HrWzK9+n7y+3zioYzMLsvNsSW5EXBz+r6M3/czghLHYDAYDMbBC0qcG/ZV4mYWl6U3\n", - "uiS35h/KeCzufe4ZWbQzuSbTlDgGg8FgMA5cUOLcUBESZ9ITjcut6fsSja/J0PSy3Ij6EnftzoJc\n", - "G1uVCUocg8FgMBgHKihxbqgsiZu4L5OJUEKvPZbo1JIvcYremYeUOAaDwWAwDlBQ4txQcS1xNxce\n", - "WxL7sQyN+RJ3bTguIyuUOAaDwWAwDkpQ4tywrxI3G1+RvvF4GjcmVmVyLTOxZ5fuBhI3L7fmVSZR\n", - "4hgMBoPBOBBBiXPDvkqcDVtCg7mVVekLJK43tkGJYzAYDAbjgAQlzg2UOAaDwWAwGE6DEueGAyNx\n", - "6d2pfkbtl8T95S9/IYQQQqoSF0GJc0PFSNwsEl79b0voSnuwwVboCSGEkGrARVDi3FAREjcTvyc3\n", - "8HTq1JrEwg81hIYYuTHzUGIqgyhxhBBCSPlxEZQ4N1SAxG1JdDI1xEjPCF61tSojS5bBfsdXZWJ1\n", - "/wf7tRV6QgghpBpwEZQ4N1RId+qmjE3nfu3W9amETN2vjNdu2Qo9IYQQUg24CEqcGyrqwYb5+w9l\n", - "JGa+AD8ut2Iqo1a2kplBiSOEEELc4SIocW6oKIkDtoQGlDhCCCHEPS6CEucGSlwJYSv0hBBCSDXg\n", - "IihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJ\n", - "YSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqjpHVWyE99UXx7K\n", - "YPDqK5PBZfuKBXE/IbeiKzJhTJuILcmtxS3v88zistrHsty5n5o/Pr0okbt+AuOzfmPDNbyOa2Zd\n", - "pgyJm1palht3ZuS9SEy6B6blslpmmBJHCCGElIyLoMS5oWZ+FaK1LGNreqIvc3uSN00BEtc3Hpfe\n", - "yTWZCeaHJe7mwqb3ee7+htweX5DeqQf+C/Dvrcj123NyQ4ndJFri4qvSNzghF4eVyFHiCCEkg4mJ\n", - "CXKA+cMf/iDffPONNW/LiYugxLmhZn7lvtyM3pPxdT3xxUrcrfkNGZ5Ykv74+960rBKHzFheld7h\n", - "uxJVGTQ5uyhXRldk3OxOjc1Jd9+03KTEEUJIBhCBP//5z+QAgrz77W9/64mcLW/LiYugxLmhpnds\n", - "We6sfGBMfMESh88rq3IDIrmWR+KwHFralgOJG0+k3xM3Oyfv9U3K9SlKHCGEhKHEHVyQd5999pk8\n", - "e/bMmrflxEVQ4txQMzQWl6EVc2L5JW7cmGaVuAcfyuRMXG7ENmQsZ0vcPekdXpaxPC1xt9gSRwgh\n", - "GVDiDi6UOEqcjZq5uBKjiYRMJyeWUeIePJZhJYmR+JbM4/vahgyOLXmShvkpidPz4nJ91C5xs/qe\n", - "uOkHXgbpe+L6Zh8coHviYtJeUyM1Ne0Ss84nhBB3UOIOLpQ4SpyNmoUHWxKdSLWOlVfiPpL51XWJ\n", - "TMT9p13xJOziY5kL5qVJnAJCiSdRTYkzn07tn9+QaZUxnsSpjEp7OjVyEJ5OPcgStyuJSFQ2d23z\n", - "fLa7G6WmPWadVxCxdqlp7JZt2zxCyJ7ADfGUuIML8u7TTz+Vr7/+2vnDDS6CEucGjhNXQtgKfWHs\n", - "TeI2u3slbpmuibXXSGP3dua87W5pLHKfm1310h4zp8WlvbZOOhPB992otIaEixJHSOVCiTvYUOIo\n", - "cTYocSWErdAXRukSt9ndJLV51iufxG1Lb3NNSOJCxNvlOCWOkANDcRL3lfx6ZVgunX9b/q//52c+\n", - "Z9+Vt6Ir8utntuWJayhxlDgblLgSwlboCyO7xG12N0tz92batNQ8CFx++StU4iBbjd0JiXc2S91R\n", - "bPeo1DV3StzrKk1IV2O9HKutkaN19VJfXy+tEWwTx94o3dt/kZ1omzTWHZWa2mPe/Pp6tW6w3TSJ\n", - "201Id2uDHMWxq2WbOmKyo+cpduKd0nSsVu2/Vo41dUgs0pEhhoSQ8lCwxD2ZkH/7f/67/PA/Zac9\n", - "+rF9XeIMShwlzgYlroSwFfrCsEtcStJqpSkkcrnmhSlG4mpq66XNkzNM25Fo23E53hEPvm9Ld2O4\n", - "JS4lcd53S6tZusTtSKTlqHHM2xJpPS51eh84ptom6d4M1t9R26+vlVpKHCFOKEjingxLu5K0//jm\n", - "oMQ/2pHfPfuz/O6jRXnrvyl5O/Pf5f8wRO4f+t63b8MBv45ekdtP7PNSrMi/v7NimV4dUOIocTYo\n", - "cSWErdAXRqbEpSRNk5K1YgQOFCVxYVlKk7IySBz2Wd8lm8Z8dMHWBtNwz11tqOt1J9LC7lRCHJFf\n", - "4t6Xq5C1fxuUR79PTf8k3i/nzv4P+T/+bULWt+7K9Te1yP0P+dVDc/0wSqrUMsnu2P/nTfmHs+/K\n", - "pfinlmVzU4rErV78mVzaCi9zcKHEUeJsUOJKCFuhL4x0iQtLmvm9obGhKIEDRUlc+N61cksc5nvH\n", - "H8Y/DuuxWrZJCCkP+STu63h3IGfvyvjT8PxPZf3hx/Lrh3clFu2Wf9Atcudm5Yu05UyUVJ0dll+n\n", - "TduR+Xd+JufmvzSm5YcSR4mjxNmhxJUQtkJfGFri2qQ7Sytbestc4QIHskrcppK44x3JJ1tfmMTl\n", - "EDJKHCEvlnwSN/+ObmH7mVy1ys+OrPacT+tShfDFjFa7dGwSp3g6Ie3nJnLIXybsTqXEUeLsUOJK\n", - "CFuhLwwtcbklzRe54gQOxDvM+9pS7KKbsiWSfKjghUjcZpc01LRKNMu4crbu1N1oKyWOEEfklrgn\n", - "cvtsSs7+y0Dmgwu/HnjTkDdNNuEDWSTOnP5kWP6LTbxWrsh/iT5Jfvckbuux3D5/Xv7hvwVds+d6\n", - "ZP4zc710ibOJH7qG/+3f1Lro3v1v6v+Li/I7Y34lQ4mjxNmgxJUQtkJfGKbE5Za0zc3iBM5ju1ea\n", - "auukLbIpu8G0nXi3tNTVSXt8N7lcfonDQwloKTOPISRx8Q45frxNYoakpW8X26iVuraIbOtldrcl\n", - "sbnjf4bkpT3YkJDOJj7YQIgripE48B8vb3jT5y++K+3/dl7+ozEvRQkSt9Uv/+Vywv9csMS9Lf/x\n", - "bI/EzVa/p3fV9m/Iuv6eR+J+t9Ij/9b3+MBIWxhKHCXOBiWuhLAV+sLQEld8K1uh7CZ6pb25zh/W\n", - "Q+3nWEOrdCcCcQrIL3FqO5vd0hwM/9Hci27PkMThidb2YPiQo35XbeZ2NyXS3uQNVwJxrT3WIC29\n", - "qfPeiXWkhhhpaJeoEs4mShwhTsgtcWZ3aoq31hLyVmhaOkV0pz77Uj55OCz/ZspYwRJ3Xs7GdtKX\n", - "UXwx8bacm/8q+J5L4t6Xq/92Q1aDeQcRShwlzgYlroSwFfrC0BKXesiAEEJeBPkkLvVgg8nPpP38\n", - "Dbl68bxlniLfgw3/eF7OXeyRtzz65Xb8sXxhDhZcsMR121v8tgblbHKokxwS91lU2m37OUBQ4ihx\n", - "NihxJYSt0BcGJY4Qsj/kk7jkECM2WQNnb0gsfldiPW8HDze8Kb96mOsp01BLnI1i7omzPdiQtn4O\n", - "icu2nwMEJY4SZ4MSV0LYCn1haIkrFcofIaQ08kucQskOBvu1Sdw/XN6Qr/+8I+t9vsS1572/rJwS\n", - "l6Ul7uEN+S+FtMRR4orCRVDi3ECJKyFshb4wKHGEkP2hIIkDWV679R//rVvOetN/Jv8WLeQBgQIk\n", - "Lks3J+51K+SeOEz/9xX9PYfE/XlDfvXfeE9cobgISpwbKHElhK3QE0JIJVOwxHlYXoCvJO5S9K48\n", - "evrMsryNAiTOe+DgisyHnjp9S8liusS9K/+X7elUvF1Cf88pcfj+dgGth5ULJY4SZ4MSV0LYCj0h\n", - "hFQyxUlcOShE4hRPJuTc2dTYbe3nh+XR1rD8e5rEDSuBC8aJO9ct5/7tTfkvarn1tDdL5Ja4P//5\n", - "mXwS75Gzah+elGJfF+8WNejwfkKJo8TZoMSVELZCTwghlcyLlzhSTihxlDgblLgSwlboCSGkkqHE\n", - "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", - "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", - "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGk0oEI\n", - "kIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2t7/1ZECD1h1S+SCvkHfIQ1velhMX\n", - "QYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdBiXMDJa6EsBV6QgghpBpwEZQ4N1Di\n", - "SghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEkErH9sQjOTjwnjhKXBhKXAlh\n", - "K/SEEFLpQAS++OILcgBB3vHpVEpcGEpcCWEr9IQQUulQ4g4uyDuOE0eJC0OJKyFshZ4QQiodStzB\n", - "hRJHibNRM6lOvpKYuLthZTz+wGNsad3LuNHFhEQXEjIyt6oydEWGZpZlcDruZXL/+Lz0RWfk+p3p\n", - "oPiUN2yFvpK4fv06IaTCsf12XUOJO7hQ4v7o1emo21HHo65HnY+6Hw4AF4ATwA3gCHAF7Q02pwA2\n", - "Bzlo1Cw9/LVUEosbH1vR1gl79uxaWfZsYkuZ96bEVh77rXFxX/Ci86syPHNPbqsMdhG2Ql9JoIJg\n", - "MBiVG/shcfrdqTZBIJUP8g5vbsDAv4f13amo01G3o473WuFUnY+6Hw4AF4ATwA1065v2BptTAJuD\n", - "HDQocSWErdBXEpQ4BqOy40BI3EdLcvGnP5f//T/9d/mh4n//h7fkncUP7csS51DiKHE2KHElhK3Q\n", - "VxKUOAajsqPiJe6jKfnpP/jyFua/Rh7Z1yFOocRR4mxQ4koIW6EvH5sSaW2QY8eOybGjx6ShPSrb\n", - "1uWyQ4ljMCo7Klvifi3RN7W0/VzeHJqRifGb8q9JqfuF9D2yrUdcQomjxNmgxJUQtkJfHjalu+mo\n", - "NLRFZDP43ttSJ7UtEdnJWDY7lDgGo7KjoiXuozvyk6DV7SdDW9bp//nqWvo6xDmUOEqcDUpcCWEr\n", - "9HtHC1w0EDhNXDqOH5eOuDktN5Q4BqOyo6Ilbu5S0OL2lgx8ZM77UIZ+GrTGvTkln5rrWJmXn/2n\n", - "n8p//vG5gJ/L//2Td+SdaUMMs7Ilff/6jgyl7f9wQ4mjxNmgxJUQtkK/V+KdDdLcHhY4oOSu8bi0\n", - "RndC07OTkrin0nOqRs66SYaKiKc9p6SmrCdY/WnGKCKexWUg/iz4Ur44GBJ3QaKfps+b/mWREveT\n", - "AdlIm/ahTPzynPx0/NfGNBvllrhlOX9h3jL94ECJo8TZoMSVELZCvxd2EjGJRmOS2Mmctxtrl7q6\n", - "Vola5mWjOIl7IhdPnpX0RWzTXERczh55XQbS6kgc8ytybi34mieKlrjnMXnjVI/aS7YoReIyj/n5\n", - "1oCcff2EvFRTIzWKtO09X5Pzet5Lr8obPVvyPJjlxZMBeePVl+WImn/kZcv8IHDurxSaUPnCli55\n", - "02pv8Tz2hpzqcbX18sTTgdfkyOmolFvjDq/EKT66I//1p3fkw/B0lzwakH/6JSWuUFwEJc4NlLgS\n", - "wlboS2NTupuPSX1zp/RGe6WjUX3ujCfn78Y7pKG+Wbriu8Y6+SlK4p4OyOs1IWGzTXMQz2NnMivI\n", - "Jxfl1VfOSaFqUrTErZ2VV8otcaFjfq72ceLIa3JxzVb1P5Po6ZfktZ4nvpg925KLr70kp6PBskqc\n", - "zhx5VQlh8D08PxlKtF8tXHbzhi1d8qbV3mLt7CsVL3GuolIl7tOtZZm49FYgcT+XN6MzMjGd4h3d\n", - "nfqTyzK0/CiPyGWRuLTp8/Lm20uyvXhdfvLPP/e6Xd9Z9Jeb/uUlmVb/fzh0Qc4H09JYvib/Nbg3\n", - "79PVO/Kzn/5c/u+fXpA333xL/X9ZJrb85baXb8s7b/5C/s9/fkft67LipswlW/i2ZOKCWv4n78hP\n", - "f/oL+ac3B+Tetp5XWVDiKHE2KHElhK3QF4/tHrhNiXZ2S3y3dIEDYYk7E12T86/5LTs1L52Q18+v\n", - "+QKxdVFOncT0l+TEyZNy8uQbEp2zTEM9Gz+rZCkmTwbekFdfQuvSS/LqGz2yZTQRPYmqeS8f8Vqe\n", - "0vbjicmRkIg8l9gbR+RMLL2N6cnFk/LqxSfBt7icVTIZ81qmXvK2+9Krb0iPsdMMiXu+JT1vvCov\n", - "H8k8xmdKGk+dUNs58rI6L5zbeYssGhK3dk5eyRBKyFP6cacfsz//jdB5JeNpj5wKb1Ol7ZFAltA6\n", - "VfNGLL3lTUniybBMYdqrF9XeCowi02UuR1o9i5+T1zHPayl8Tc7l6m58Ek22KmK/J15X23n+TGJn\n", - "TskJVY6OvIxtK1RZ8eOZxM+9Zj1OBPb92okTap2gJdM7PqOMvjEg8fOh9Z+GWj4HAoH24pmsnT+d\n", - "LLfh88lWvvS+XzsXN/4I8ctrHC2twe8t2x8DlSpxyZa2gshsqUsni8StXpd/urCUWuZf35LzvWsZ\n", - "QqglznugwtKKNnfhQuqeve0P01v2Hg3Ifz03nppmbYnDU7hvyeX1z1LTvPVecCthgVDiKHE2KHEl\n", - "hK3QF8VuQrqsDzH4eAJ3rFE6SxA4EJa4IyfP+JUc4pkSqleMFhxIRUZLnGUaKsiaI6kWJFS2Z0+k\n", - "WtK81qgzEtM1mqqonzzVVaWq1E6dUvs0a+MBef2IWt6YhOXOvfKqJH3IqxTV8b/WI0+C5Z6p4zhx\n", - "5LRoH0yvZINWrotbQcX6XJ70vOYJUmqT6jxyti6ZLXGW1q6MlsLQMT8dkNdqzqSnnRnxM1ITbn00\n", - "0vtZ9LTUnAmtjW7NUH6snXvFEMd8UWK62KYpsT1xIr08nT3xipyJp2VkEH76nUkVCnn25GlSoOJn\n", - "azJa4tbOnZATKvH9NZ7J1vlTqTL2LCqnjyhh05tT398wyoJ3vEEZ9UPtH+X/yGtyfitY6EmPvHbk\n", - "lKR2+1yebul0UbF1Xl49kkpra/lKbv+pRN94RU4kCwjK66vy6qnXpUcX2CxxKCXu01/L5vKA/OtP\n", - "Lst0srVLLfMP12QuuU6KpMThgYpzF2QibV9qvZxdsrinTq+vsEnc6k1DJlPMXfiFXFxNn1YJUOIo\n", - "cTYocSWErdAXzG5cOhpCArcTkZaj9dLaFZFIV6vUl9gCpwlLXLiiTKs8i5E4o3LzwpOLoBJFy5Ap\n", - "cXni2cDrmfdzoeXr9YFUhepVikdCrRlowatJtuqlVbIQrPAxoiI/aYhYURLnb//ImVTLGFrd0o47\n", - "fMze9s9LtAetki/Lyy8dkZdfOye6cSejZccLnGcgFt45vKYkwJ8DcYgpWa5Jyw+Io3EvIVq7TqIl\n", - "CS1PFyUeyPPT6EVftkpNl4xpKu3PHMkoT17rofW+MX8fKYlLj0yJU+mgJC1N7D0pDqZlHE96Xnnz\n", - "Q+f5BOmd1rIZWicjjLxQkZZf+F2cDLV+rp1VfyTpaVgXZdM8AXscGon7h1/IT70uTHBd+qZX5cOw\n", - "jGW5vy4lcV/Ip9OX5GfTv0nO+3T6gvxrNPfbI8z1bRK3GfmF2mbqu2YD0+cyp+83lDhKnA1KXAlh\n", - "K/SFsSvRtlqpa9HjwJnsSCIWlWg0Ltu74XnFEZa4cIVVssRlyA8qaSVZngg8l62LrytpeVleO9uT\n", - "FAl7qPUy7ufyBeH1tKcc0itUHRCpI/5O0ytZ6zGGzjfLMqkIpVlaiyHk6aTRUmg5Zmy/5oScSTZV\n", - "YROn5UjQ9ZlX4lR4XYZB957XfRy7qEQmlR/evYSGOELWfE96Lk9j5+W01/UMoYv6clFqumRMyyJA\n", - "tvISxPOti/L6yy8pkT0rPfFUKxwiQ+K87aAbNEyQNl5eGJKHPyJeCrXEhc4hM73D5/BMtgbOyusn\n", - "T8iJE+jaRbdrFonz8tZ2fPrc7eXVFoeyJc6KWibLAwdpEvbplPw0KXu/kQk1L61lbmtJ+n75lvzT\n", - "T34u//kn78jP3r4k//UfckscZA33zvmCmc7Qemq5SoESR4mzQYkrIWyFvjBi0l5jH/NtN94pzU1d\n", - "ktijwIH9kbggnj+VeM9ZOfXSEXlV3xMXDrQMhVs0vPvmQq0wWSrFFypxgah5LX9odTPvQ7Mds3X7\n", - "OI/XZAATMd/anZqjCxb7Vdv09+sfT9Z77mxRarpkTCte4vxQchnvkbOnXlIyi3vi/Kl2icu1HZX3\n", - "A+oPheR9eq/LebOL3nIO+SQO3bevKNlN/c2RXuYKKV+poMSlU0aJ874HQ46kCZ3iozvyr/96U5bS\n", - "hiN5JH0/yS9xldjilg1KHCXOBiWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSZxYdFAy4juTg2HN89e\n", - "Idvu58K9YGa3pR+oFGsk/RaxZzLwepbuVBy3tdvQEM28FbElzSBRSrxi6rhN6bAeM7r/wg8umN3O\n", - "OMYcDzbYIi29vPvCwvcS5olS08UyLX42S3fqawM50lSHn3cpJwpJnCfFZktnOJ6q9U9ln2853twS\n", - "Z8lrpG82icMfH7pr1xqUuHTKK3FfLF6Tfx3akg+joadV5y7JP2W8z3VNLv44t8Th6dZ/OkBvnqDE\n", - "UeJsUOJKCFuhLxRv3LfaFundTn2v38NDDDaKkjhdaZkVo20aKshcDzaE4pkSn1dPnJct75v5YEPo\n", - "fi4vULmHu1cRvsQV92CDkozzoRv4zdYzCNkrSkaNivhZ9A05eVpLiC3NcMyvqPXM4852zM8l9sZL\n", - "8qqa4S/6TLYuviYvJdMpzxAjafFM1npOy4kTSsD0+dvuJcwbpaVLtmknXgmeBkV4DzYYLYNr5+XU\n", - "KSWp5jo6nql0fPWEqMPwAnL6ijL09M2rMvXaRUmOzoIHZJIPQzz35ptdmXiaNNkaV7TEIa9q5FV9\n", - "QGpe9MxJOWI8+GArXyfOGC13z5/K1hN9sJS4dMoscRiw980B6ftl6EEIJWP/9y9nZDs57TNJRC7I\n", - "fza7U/GE67+GH4R4JH3/+pZcXA0NPPzpZ3mGTtkfKHGUOBuUuBLCVuiLYSfWIU3Hjkldfb3UN7VL\n", - "b6J8AgeKkjivQkcXlaoUMfCuN9kyzasggxv2bUOMYLiSYNgJyN7Lr74hA9oQnsflzEtBl6Tajnk/\n", - "lxe21ikv/ErxfLSn8CFGlJYMmENpnFZCkFpcBR4UCIaIeMnfJ25+P5IUTnuaoQs3rRs06zEjQscQ\n", - "GiYjbZgKcyiWINbOGsO0nB0Q/WClf2w2cSwkik8X+zS42Pm0IUbOxlK2/zx+Rl5KSrYS1FOpAY+9\n", - "gYuThUIFBFDna/KklLhePB2UMexXpUEwjMeTi6fkVFKO/XgePE3qrV20xKnwhkBJncu5+JYMnM4m\n", - "cYgnEj2rhzDxz+l08pwOvsTNvW2TtWyEnxgNU26J+0LuXT1neW/rr+WekrZ/0q/2+tdL0qfEbO7t\n", - "y2nrb0Te8e6Xw3hwF5eD6Z8+8seJ++fg1WD//HP5yZvjkjDWqxQocZQ4G5S4EsJW6CuJlMSVMSwV\n", - "pPsovFJ0G2h1yxzTjvEiA/KlyoLhgH6oPxDy3EdXiVGpEkcqF0ocJc4GJa6EsBX6SoISV97wunBP\n", - "ZGt1Y7yYCI/Rhgh3VR+coMSRYqHEUeJsUOJKCFuhryQocWUKnDO6+l59Q6IZLUCMFx7P1+Ti6Vfl\n", - "pZfwxoaX5aWXT8rr52IvuEyWJyhxpFgocZQ4G5S4EsJW6CsJJxLHYDDKFpQ4UiyUOEqcDUpcCWEr\n", - "9JUEJY7BqOygxJFiocRR4mxQ4koIW6GvJChxDEZlByWOFAsljhJngxJXQtgKfSWBCoIQUtnYfrsu\n", - "ocQdbChxlDgblLgSwlboCSGkkqHEHWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSS\n", - "ocQdbChxlDgblLgSwlboCSGk0oEIkIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2\n", - "t7/1ZECD1h1S+SCvkHfIQ1velhMXQYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdB\n", - "iXMDJa6EsBX6Smc72iHNdUel9tgxOXq0TprbI7JpWc7Kdrc0NnbLtm1euTD3UeD+trsbpbF72zqP\n", - "FMbuzq51+kEh1l4j7bHg++6O7IbmE0KKx0VQ4txAiSshbIW+ktnubZKjTV2S2ElN2+xtkfqm3sLE\n", - "jBJXnWz3SlN9pyRs8w4IpsTF249Ka+RgSykhlYCLoMS5gRJXQtgKfeUSl47jzdJrCJzPrkRaalOt\n", - "GLk49BK3KV1tjs+flERaS5zBbrStsLJNCMnARVDi3ECJKyFshb5iCYTI1nUKCarv2vQ+x9rrpaO7\n", - "U5rr66W+/pgca2iVyGawbFKqMoUQleXRtmhGN9ZuoltaG9R21PaOHWuQrgSm70iso0nq6tQ+6uqk\n", - "oaVL4rvBOjkkDq2GDd5xgRbpDY7Lk7i2DmltxPQ6qVPH3J1ItcT4x6Cmq/Xq6pqkPeqfK8D5dkaj\n", - "0q7mHzvWLjE1zb6fbYm0Nsix2mP+9NaId1zFbXvT24a3vjrvumZ7ftjTbFfinc3BMSkaOiQWpFnO\n", - "PEuCPGuVqE5nxW60VY53xDPSeSfWEWwL+wm2tdkl9S0R2QmW2exqkJqGruTx70RakmXIpNi0N9f9\n", - "y25CultV2QyOpbkznixfu/FOaVJp6M1r7pTOtmNJWdNCtxvvUudRK0dRztRynXFj24SQvLgISpwb\n", - "KHElhK3QVyyxdqkxKuqMee0x7zMqwONtsVRlqSrn2nZV0eO7UdmjEm/u3Qm2sSvRtjrpCFeSu1Fp\n", - "O9ok3SGhwLoNnYnk9x0lgHVaEHJI3F92jS6yeIccD44ZEodzSwrRplqvrtPvHvSOQYlIUjg3pasx\n", - "daw435pGtawhN9n285e/xKQ97XiK3LZK5zrjvK1kSTN/Xuq4dnqbk62POfPMID3PdqS3WQki9mOm\n", - "s5K1RiWoWtb+kuiUem+eKYE4zzZpb2v010f+t9YHnw1KSfskKFON0ukJrP892WIc3u5uTNqOp1ri\n", - "sF39GWVDfyaEFIeLoMS5gRJXQtgKfcUSVNT5W+JqpM2s9LCelhizst/plWbdErMTkRajVSZJvF1q\n", - "W8Otc9vS29QYkhQlRzVBS4y5D/OzqsQTve3S3NjotZI1NtQlxdNriUvrTt2WbrVc97b6jGNQgpOa\n", - "l748zrc1at4/lX0/GRJX7LZ349LZVC9NrV0SSWiZCmFNM7Ajsc4WaVLHhValhvrjafvJmmcmZp4p\n", - "WWto7s0QZ9w3WXssaIVL0ilxNS/eUecLEUSvLarku1UavHKj0qWuw1smbX9Fp71JXNprj3oteOax\n", - "tEbUupY0wrYocYSUFxdBiXMDJa6EsBX6yqWwe+LMCtDDFIKQVOnWN7QK+ZW5sR6wVOK+xIVbbfJL\n", - "HLpra43uPLP10BcDc/8hiQtV+GGRMM83136sElfEtjW7OwmJoGtUCVXGwwTWNPNb0eqNVryc+zHz\n", - "LA2/dQtpv9nVKG1aoIx0hsR5Xaxp6wWgJVHNS667G5VWSGG8Q+ps+ysxfXwgcS1GK54B8iSURua2\n", - "zM/YX/Z9EEJy4SIocW6gxJUQtkJfyfhPp3bLptF9FX46NacQmIIFVOXd0NGrhMkmh4osXYOoWM3u\n", - "1N1Y/u5U3HNVmxSFXXWc6S1x2btT0UqU3qXXHerSM8831348ias17t0qctvp7Ch5DkTTnJ4lzeId\n", - "qZY3bz9NtSVInC+pdR1d0lHXlro/zkxztNAdV/OM/NzVy0HaGtukrUmvi27URmltbUgJocme0gfC\n", - "qc4x7Y+DXV8Iw92pEL4c3ampdFPnEu+WTuO+PEJIdlwEJc4NlLgSwlboKx09Thxu9j52rE6aO6Ip\n", - "KVPkFAKzsvfAPU611gcaNOk3tqcebEi7Sb+5M/+DDbtKAJr97dTXN6uKuFtaDIlr6+pNe7BBP/Tg\n", - "sanmNQT7qm+Q1kiqEs843xz7gUTEOxtVuql5+r6xYrYd75SG5LLpN+qbWNNsx38AwDuuRiUwvR3S\n", - "UoLE+S2yNemtbaF83VHH2YwHL7z9qzKSbOWEeNZIrZHfeDiipib9gYk0ikmfDDalVwmi9wCMl6/t\n", - "SbkMP9jQq/JFbyttu9sRaa0/ps6lwXuwAS2aaS2thJCsuAhKnBsocSWErdAfLtASU2tvhSGEEHKg\n", - "cRGUODdQ4koIW6E/VGx2S1O95YZ2QgghBx4XQYlzAyWuhLAV+sNBXDq9rrZm6TLGYyOEEFI9uAhK\n", - "nBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgK\n", - "PSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCL\n", - "oMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWE\n", - "rdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFIN\n", - "uAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJX\n", - "QtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh\n", - "1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBso\n", - "cSWErdBXEmtra4QQQqoU23W/nLgISpwbKHElhK3QVxL4kf9//9//RwghpMqgxFHiTChxJYSt0FcS\n", - "lDhCCKlOKHGUOBNKXAlhK/SVBCWOEEKqE0ocJc6EEldC2Ap9+diUSGuDHDt2TI4dPSYN7VHZti6X\n", - "HUocIYRUJ5Q4SpwJJa6EsBX68rAp3U1HpaEtIpvB996WOqltichOxrLZocQRQkh1QomjxJlQ4koI\n", - "W6HfO1rgooHAaeLScfy4dMTNabmhxBFCSHVCiaPEmVDiSghbod8r8c4GaW4PCxxQctd4XFqjO6Hp\n", - "2dES99e//lX6+/vl17/+dcaFoFq4f/++90O3zSuFw5BmB5UnT57I7u6udV41UYllsNy/s0riq6++\n", - "kt/85jfWeZUIJY4SZ0KJKyFshX4v7CRiEo3GJLGTOW831i51da0StczLRjES980336h9R70fSK5p\n", - "LvjDH/4gN27ckN/97nfJaTjmwcFBr8I2l81GsZULJGBsbMzbj21+KRVoscecj/fff987r3zTykk8\n", - "Hq9ocdVp/PjxY+v8YgmXPWx/aWlJfvnLX8o//uM/emXALCMbGxvevH/+53+Wvr4+r+LX854/f+6l\n", - "3//8n/9TfvKTn8itW7eS8589eyZ37tzx5mG7v/rVr2R7ezu5ro1SyqBr9lPikF5IN6Tf5cuX5dNP\n", - "P7Uul42nT5/Kz3/+c299jZm/uF6OjIx4+ajX+fzzz718Rn5i+f3OC308+EyJo8SZUOJKCFuhL41N\n", - "6W4+JvXNndIb7ZWORvW5M56cvxvvkIb6ZumK7xrr5KcYifvtb38r169fTxM22zQXfPDBBzI8PJx2\n", - "8dzZ2fEq1z//+c9py2aj2MoFaQEZMCtok1Iq0GKPORd/+9vfJBaLpQmbbVo5wTkjTSpJGlxjlj19\n", - "/uPj49Y8RCvNtWvX5Pe//72XFxBJ/D7+9Kc/efOXl5e9beGPn/B8bA/pit8l5kHGISKQyPB+NKWU\n", - "Qdfsl8RBsq9cuSKfffaZl37IC3w3//DLByQw128+DNL9nXfe8dbDPm3LvEjM48F3ShwlzoQSV0LY\n", - "Cn3x2O6B25RoZ7fEd0sXOBCWuPX1da91AK0IaBFAq8H/+//+v96F8cKFC3L27FnvIoGKChVQeNqX\n", - "X37pXUhQyT148EA6Ozu9v1BHR0fTRE+3VuAvV3M/X3/9tbdNsxUFF0esj8pUTwNYB5UiPmPbOP6P\n", - "P/7Yq/iw3fBf4uHKBetgu//9v//3jGPc2tqSrq4ub967777rpYmuiDVmBYqWtZ6enrSKHel78+bN\n", - "tOM2j7kQsh0jhAKyhrR78803vTSbm5vLmLawsOBtB8c6Pz/vzbO1EIWBnF+9etVbFvsdGBjwpqGC\n", - "w7GcP3/e2/7Dhw+95fVxYlnMx77MihBpgOVRTvQy2D7KC/JlZmbGKzPm+p988knyGJAXH374YXJ7\n", - "SGd9ruG8NvNFL5/r+LAcygUqPuwHx6nLQbjs4X+kXTYJx3ZQ7vV37ANph31A3HBc+C3p+Xr75rFq\n", - "cAwoU0h3iBy2g+NHekBOMF2fa7bfrd4Wzg1phPnFnD/OF9Nsv6dshH9n+B6JRLzzx/dseVHobygb\n", - "2M/s7GzaNBwHpuMzzhNlzGwpRflCOurldVro72HMc9PHhmtFeDmA88R85I2ZhjhP5A/yCWmAtNDX\n", - "FpR5pL8Gv2O9P+wb1w60AiPdwvloOx5KHCXOhBJXQtgKfVHsJqTL+hCDjydwxxqlswSBA2GJw0UG\n", - "FSumoZLHd1xY8B1dDbjI4geiLxK2abgQ4gK5srLiVSQQjunp6WRrBlqjsI6WCBwH5A2fcTGDKOi/\n", - "JAH+ksbyehm9HFq0sC18x/5x0UNFpy+IWhz0X+LmBRjHga4rXBTxGceJ40Ua4HiwDM4D3/VFMoxO\n", - "MyyHdVCJmt2kutVNH0/4mPNRyDHifHQlpbFNw8UeFRjWgziglQcVmJmmGn0uWAbfsV/kFf43z1kv\n", - "r49zdXXV2zbWR8WEfWI+WqVwccX/tu84VlRIuqLGvt577z3p7u5OVrCYh7KoW6Wwzy+++MI7Jnzf\n", - "3Nz08h7HFz7GfMeH5VDJoptM55UmXPZQjpEH5jIabBfHoH8vGp0fkBMIII7bnI8KPZxfAOk/NDTk\n", - "yQ+69bFfHD9AV795rrl+t3oaumvxWZdDnT7Zzl+3Kup7C1G2kS/5WrZwLvp3BqHFNvS+c+UFzjPX\n", - "bwjbhAiF0ftC+dZ/VGjMY8F54g9O/XvC/pGmSGN8xzJYXy9vw9weyibKRraWUvOapFtesb9/+Zd/\n", - "kbt373r7xHTMt+U/yospsFgGvxOUC2xLr6vLse14KHGUOBNKXAlhK/QFsxuXjoaQwO1EpOVovbR2\n", - "RSTS1Sr1JbbAacISF76Y4IehpxUjcRcvXky7mKAiwHKouNESgQu7lrh8oCII/4WNC73ZvYr9Y5+6\n", - "YgK40OF+PX1hNy/AqBxwDOYx4qKIi6au/LAtpAnSRi9jEpYFbB+VLfaL76iczeMOHzMuupcuXfL+\n", - "GkcFisoR66LFCRVyIcdo5o8mPA0Cgu0gr/S0cNqY6H1oiTMJnzPAds2WFgAJR+WLaeF0tKVbOJ1R\n", - "ISP99HfkL8qPeQ4mZjkMb7+Q44PE2MqjWfb0dnG8kDHcO4WWkkQi4clktmPE8sgTpDnKB0RQlwH8\n", - "FtAqZOYXltP7QN7rvNISp5cD5jGZ023lwsScn+38sYxZBrAvpKOtXJhgu1j3o48+8lpeTWnNlxdY\n", - "N9dvKBvhPNfguy5b+By+LpnlBt9xPfzpT3/q/REKIMPmH5T63PAZ20MeQQrfeustr2UN33U62q5J\n", - "SAts03zoxtymCUQPgqv/UMFy+lz0Mig/SDsIX/h4MJ8SR4kzocSVELZCXxi7Em2rlboWPQ6cyY4k\n", - "YlF1YY/L9m54XnGEJc684AD8MHDxwOfwBS/bNGwjfLHBBRoXG1wQcVFChYSuVmw/11/2OMbwX+e6\n", - "MjS7rbB/WwWKSgCVJj6HL8DhYwTm+WZbRhNOM7PVBhdVnK/uOrMdM/7ChtQiPfBZC51uMSvkGM3P\n", - "tvnAlkfATI8wkER0I+MccBy6IgmfM8BnWwsJWiGwT50uuuLC/9iu2RIXPo7wOYTzF+mDbiXsA6IA\n", - "CUGFieXCx5jv+DDfls7hsqe3i2laBPA/Kg7kX/gYNeb5YRlUzGZXIr6b54r93b5929u/noa0goij\n", - "jKDVUR+rLT9AOP1QDnHcuhscwqHn285fb9eWbuZ2bWA+8gJy+ujRo7R5+fIi128oF9nSwTw323mG\n", - "fxv4nWrBxmdcr3BsuvUc56bzEttDHuLWDy2d6KrFH0DIO1t5sP0WzW1qIHtoKc8ne5ivu4Rtx0OJ\n", - "o8SZUOJKCFuhL4yYtNfYx3zbjXdKc1OXJPYocGA/JE5Pw0Ua28bFHhWyvvCY4OKJbZl/ueMCj784\n", - "zQsc9h++YIIXKXE4fogaWrcgQag0kcaYZzvmfBRyjOZn23xgyyNgpocNiBuOAesi77B++JxBvnQC\n", - "KGcQBzw5CBHJ1rqhCZ+Dmb+oZNGiibzV+zTPMXyM+Y4v2/xw2QtvV4PjRBnDfNwKYHZjApwL/mgx\n", - "p2lwLujOQ6uVnobtmd81KF948hD7gCShtTbbMZnph25RdIOavw1zvu38s223ELBd7A9iC/E0y3y2\n", - "tNbk+g3hmG0CiOl6frhlGceCP4rw2bbvbL8NE6yv0wr/6/3ZtqfLKaTKLLN6vm1/5jYBzhfbDd9r\n", - "F14OhCUufDyUOEqcCSWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSVxaMUxuy3wFza6EXTriwnmZXvC\n", - "FTfro3vAnIYLtdnlArAu/mI2Kz9UkGjR0Bd28yKoj9s8xrBo2i6KJrY0QysKukZRqet0A7Zjzkch\n", - "x2jmjyY8DetjO9ienobjQBedzv9c6HTEedrOGbKDSjuboGIdtDZla1Ex80UTPgfkrz4H87Oejwof\n", - "x4B54WPMd3zZ8tlW9pCvZmsqgExiWXzGcZvzsU3ct2Sml4nZ8mSbnw10MSJ9bPkBzPQLp68WRz3f\n", - "dv5apnBuelqhmPtDV7P5tGe+vADZfkP5wLLhrlczHWznqX9jtmsPCP9OzHODOKHVzbyPEOeF7eE6\n", - "Zyuntv2Z2wS4X9C87cJczpRagLTC9vAHse14KHGUOBNKXAlhK/SF4o37Vtsivdup7/V7eIjBRjES\n", - "hwsTLsDmPS62adhGrgcb9HIaPFGKiw8uRLgA6Qcb8BkXLVR0elmsj+3oLi4NfrSQOFSY+iKGlgBM\n", - "0+ubF0u9HVRS+Ky7eNFahuPAMhADiKdZwaKrAkKC9LKlGdbFRdXcb7Zjzkchxwh5wDnp7s5s03S3\n", - "HfIcFRPua8KDA7oyxbki7Uxh1OhWRDyZiOOAAKCi0fP1caLFQh8X/tfnj/2hcjVbT9D9qUU0XIkB\n", - "s9wB5K+uELXIolsR83DMOPZs3an5js9WudvKHoCIouVDl3e0huFJUT0AbL4hRkywLiod8zyxDp4o\n", - "ziVPyEOcD7ZtK4PATD/ktT4GfUw/+9nPkvNt5w9wLuiqRj5hPZQn3O9ltorbMPMTx4p74PS+8uWF\n", - "/h7+DRUCls01xIjtPE2pwrFhGZ1XOF90B2e7hmA+flPIL6wLIP14cAOfzTJr25+eZm4T5SrbsChY\n", - "LteDDeHjwTRKHCXOhBJXQtgKfTHsxDqk6dgxqauvl/qmdulNlE/gQDEShwsHKm9cSHBvDSoh2zRs\n", - "A5U+Lmi2IUZwkX377be9ylw/5q8rRTzFBrlARYPtmE+OAVwEse1wpYht4+KIY4V4Ydv4P9cQI7gI\n", - "ojLBseMYUbmYEoP9Qj4xD6KKfUKisB9UNNnSDBWwedzZjrkQ8h0jKlVIA84XQ25km4ZjwXGhSxNp\n", - "DglCXunt4GEKdHVCPnBuqBywP2wD3d1oXUJeY1nkH5bFdjB8AqbhOLEvHKdeR5ctlAOzYgGoYJGO\n", - "SJNwvgCz3AGdv7pChFhABHU+4/iR5ljOli+5jg/LhSt3W9kz5+kBZXEM+GPBnI/vmK7LNlpI9Dx8\n", - "/vd//3dvnj5una4A+0Mr1MTERHI6piE99LEjD7XYF/K7xe8cZQj5iW2g0kcLmZ5vO38N0hnd39gv\n", - "1sdy+VoNw/mJ37b5h16uvNCEf0OFgt+7/v0jj/QfCsB2nqZUIb3x+8bxYH0cH5Y3hSp8buHfp3md\n", - "C5dZYO5PTzO3iesN8hfiqEGLKI4Zy6FsIP+wP52X5vmYx4PvlDhKnAklroSwFfpKInzxLAe5KgVX\n", - "4EcbvmDuB6h0UPmEK/bDCsoAxFNX4BqIKFq6kG/mdEL4G7ITFshCoMRR4kwocSWErdBXEpS48oKK\n", - "J1v32WEEFTLuKdLjgulpZrdTeB1S2eC3hhYitFaFCbcIlgJ/Q3YocfmhxOWGEldC2Ap9JUGJKw84\n", - "Z1Ri6Moxu8+I3+qG1jh0raObEd2J6AZC+bMtTw4n/A3lhhKXH0pcbihxJYSt0FcSLiSOEELI/kOJ\n", - "o8SZUOJKCFuhryQocYQQUp1Q4ihxJpS4EsJW6CsJShwhhFQnlDhKnAklroSwFfpKAj9yQggh1Ynt\n", - "ul9OXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLc\n", - "QIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugr\n", - "nx3pba6RlsiOZd7BZXdn1zr9L3+JSXtNu8Ss89LZ7m6Uxu7t4Puu7OxmLpNJ4dt/4ezuyK5t+j4T\n", - "a6+R9ljm5+xUcBofYNLSvkLLCtlfXAQlzg2UuBLCVugrnu1uaWxulubmXtmxzT+IbPdKU32nJGzz\n", - "SpS47d4mqe9MZCyTSeUKRrz9qLRGssnt/kGJqwzMtK/UskL2FxdBiXNDzaX+Uakkum9FrVy8OeLT\n", - "d0cuKN69MSzvXh+Sd3pvyzs9g/L2tYi8deWW/PLyTfnFpRvy5sVe6Xz3WlB8yhu2Ql/pbHY1Slt0\n", - "R6JtjdK1aV/mYLMpXW3dsp38XprEFQ4Fo1gqWeJ2o20FHE91kC3tD1MakNy4CEqcGyq6JQ7ypj/r\n", - "zGBLXCnEpaOhQ+LqMy7UjV2byXkQmJbObmltrJf6+jo5dqxJOuP4yxzdr8elI25sZ7NLGhq6ZBPb\n", - "Sah1Guqkrr5e6uqapD2a2masvV46ujulWc2rrz8mxxpaJZIUxx2JdTSr6ZhXLw2tEW97yX0AtZ/6\n", - "lkiyxXCzq0Fqgv3i+06kRepxDmhdbIS4bUuktUGO1R7zt6u2ue0JQIt0dAb7qquz70uR1hIX+mxP\n", - "G6xnCoY6J3XOTd2pNEiym5BuHNsxtY1jx6Shy2/l2+xtkYYgDerrW6RXpw/OqaVTrdPozatT6zR1\n", - "xjO6vHZ61XkZ+ehJbH2z9O6EKmlv//62QLO3rV2Jthp5uxuVttpaJfn63FR5Od4q0VzdylnOK3e5\n", - "yCJxm73S0qDTol5aevU6mXnY1BFLtSQHx1BXF8xrjybzF3nX2huXrmZ1LCrfupG+u3HpbE7tp0Ft\n", - "C+m6G+9SZbVWjmI7anqnly4op03JbTe0dElcpwfyqLVX4l3Nar7KH5Xvu/FOaQq2W1fXIB0xS+uW\n", - "o7LgYc1nf553bOocvHnNndLZdiwjH+xpQA4rLoIS5wZKXAlhK/QVTbxDVVjx4HtK6PAdlV2NEqGk\n", - "3CQ6pb6p12vRgvDVJdfzZaq5d0dVGKrSP6rETAmDP08JRGNdUgpQMRxv8ytIfN9V0lXb7m8HLYKt\n", - "xn15ic56SyuYKRHYdpu0J1sQISD1/uekxGG6qvCTn4PvNcelLVmZ7kqkpVbaLZVTLonLljYpidtU\n", - "20W6WAQOx9p2NIvcGZW8yp/j7TH/M86pptGXDm9+Qjrrm6R3W38PQB7UpfIR26hri3ppnhIk7L9R\n", - "OhPBMjoN1LykCKvpyOem9nZpCtb3JLo1+Gwly3kVUC7C8uAvt2vsC3mv5TgzD2NtdcF9nf4xmGUJ\n", - "ZUuXVy/vVBlKHYvPblJM8UeKSucgXbF86nj8st5gdKvv4Leg/7Dw8ui4se9t6W5skUjOeykdlgVv\n", - "2/Z8zsiT3Zi0HbfnQzgNyOHFRVDi3ECJKyFshb5ywQX+mNcyov9Krz+Wqlh9aTErFlOGVIVa1xbI\n", - "lPE53i61StJS6+jt+PKDiqHNrAxQGXkV07b0NtXKMfNYQGdKFDXxjjq/QlFC0ajkYifaKg2edKjj\n", - "0/KSV+La0rrislVS5rFnfs6WNth+o7S01Eld1nvo4tJea2vR2pVEb7s0NzZ6LTCNDXVSY1bcpjgq\n", - "Yu0p2TBBGvmtZ8hjmyxh/0fT817RGlHntxORFu9cfAHo2lTC1eDnL8479wMwWc6rgHKh09/8vJvo\n", - "lXYlVI1ojWtskLpkCyfSONSdGmsP0grHkJ6/ZnnAftNbKhU7MelsaVLLIB0apP54NolDOTXlCRjH\n", - "gv3Up1qGwWZElc+GZunojsl2Rn4Dl2UhRz4jT0JCni0f0tOAHGZcBCXODZS4EsJW6CsW/CXemF7h\n", - "mK02ZiXrY4qK0fpmrGOrGLJV1h6ojJISF+qizYaqrNGq4t/Lp0RFnUcrulRxHKFKLrvEpQtAtkrK\n", - "PPZsn33MfWD7vvx0NwXddcnlNBbRUKDlq9boLk6Jifqcdk4+2SROC+5uKI9T6Y/9t2S0RvkErUfb\n", - "qXWR123RbYm0ZNlfEvt5FVMukp9x7GnHaOYbPof2kyZxISky0i4z7yCp9UZrFc4/l8QFrb3J9Y3j\n", - "suSRz65sxrqlTe2nNRqWYJdlIUc+Y3shsbbmg/qcngbkMOMiKHFuoMSVELZCX6ng3im/BcucnmpV\n", - "yy0qip1e74nW3vZUSw+6ZNrr0rvNurN0m3mgMgoqJojCcbSs6Xmq4jMr/SSQtsY2aWvSLYG7Em1t\n", - "lNZWiEbQ/ZRWyaljqjWlzah0A7JVUmYaZPvsY6aNsf3NbmmqV58trSy2LjR0ZdbqilotE1NpW5LE\n", - "eWLSIl1dLWl5nEp/7L827R5IM703u+qlrc24RxL3PLa2Sotx/6Ed+3kVUy6Sn9EiaOTbLuQ9TeKy\n", - "d6ci3dK6U1V+md2p6XmHblojHZFntekSZy6P72Z36m4s1J0ayqM0Ep2pPzSSuCwLOfIZkpzWxa2E\n", - "L0d3qpkGu/Fu6TTuaSSHBxdBiXNDRUscMkJ/psSVAu77aQi1KPigAkcLW25RAX7lUxtuzdvsldbk\n", - "zegNqjJNXexzSRyOKd6JG8Jxo3Wd+r85SyvWjkRaaqRWt/4pdqOtUlNjtL6kVXK7aruN/k3jrahs\n", - "DckKwLmmHZcxXadBts8+Ztqkbx/yUd+U3vXlEbr53ruZfVfJDW6499KuWVWU3dJSksT5kl5T4z/Q\n", - "oKelp/+m9Or9I70b2iWql8X9VzVm+VBSWF9jdEMiD8wHHgxs54XpBZaL1OddJV8oD/46zZ1R6W4x\n", - "JK6xU3rNBxs648YfAP65+ftKf0gmM+9wX1u7NAQ3+DeqZXs7WlLpuh2R1nrcdtCQfLAB5VRvGw8E\n", - "pD3YkJZH/oM1yYcTGpU02cq007KQPZ/DDzb0qt9JZj4oQmmAP7jSWgnJocFFUOLcQIkrIWyFvpqB\n", - "8GW25pHqx7wnkhByWHARlDg3UOJKCFuhr1rQRVaf7b4qUtVsd0uL8XQyIeRw4CIocW6gxJUQtkJf\n", - "faCLyB/zqj3jJm1CCCHViougxLmBEldC2Ao9IYQQUg24CEqcGyhxJYSt0BNCCCHVgIt4YRJ3b1mu\n", - "Dd2TmCOJm1uYkesLH1jn7QeUuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXMTBkbiPZWIiLlPW\n", - "eRUmcffvU+JKCVuhJ4QQQqoBF1EOiXvz4g05f+mG/Kp/Tu4kJW5Nbg9H5UJfVN7rH5cb0/OGxG1I\n", - "/81FmTS8YnIyKgPL/uelB5sSnZiWy5EpuRYZl575RzI1NyvXBsbkypCaNrQs0yFHyS5xH8rk9Ixc\n", - "GVTrDU5Iz+iqTD/A9C25MzQnY95nhRKvnv5pGbkffH+wLn1DqzKjPi+sJqT/DvYLZuX2ykfBMo/l\n", - "9kgwHdueeigLa+vSPzxOiSslbIWeEEIIqQZcRDkkTrfEDQ4PStftuFfnR8fvyKXRRLIlbjo2KRcK\n", - "kriPZGJizCJkH0h0pPiWuJn5aemJbSa/LywvyZXRdZlXn6enx6X/rt/yNzMfk4GpJemd3/K+L95d\n", - "lGtz6vOGOtY7yxIL1ofc3RrwjwP7vLUUCJ3JvTglrpSwFfpK4U9/+pMsLi7K0NCQRCIRK5iHZbCs\n", - "bRuEEEIOLy6inBIXjU3LhRuzEo0nZKB/WPoXs3Wn5pK4hxIZWJSJjbCHlCJxH6p1YjKyZk57JJH+\n", - "YDsrd+XK1CM1bUtG7qh9rqvjGr7vtb5NTU3I4IpaRgnZewMTQSucZkFG19U8r9VtWvqmEzK1ZnQD\n", - "U+JKC1uhrxQWFhY8Qdvd3c0JlsGytm0QQgg5vLgINxJ3X0nciAzES5W4JZnM8JBSJW5K7uguUg9D\n", - "4vB58K5M378vvRMbsujdd4cu1ccyOBgsA4kbXZeF5PqZLN5/JNHJmFxT20ALHyWuxLAV+krh9u3b\n", - "8vvf/16++uqrvP8PDg5at7G/bEt3Y+jdqxngvaXZ3yfqip1Yr8Qq/c0VsXapCb1v88UTysPdhESi\n", - "m8l34OZnf/KXEOLjIsopcUM5ulNjM1Pp3am3YhJdC7wCLWADhXSnzqh1zGkpsnWnYnq27lT/YYmY\n", - "DEzOJLtV0Y16fWJRejypU8ugO3VgJnWvnDfN9vDFptw2xI8SV0LYCn2lcOPGDdnZ2SkILGvbRj7w\n", - "0uyamjDpL5svnUqVuG3pbaqVlkgZ3l6xG5VWV6JViRIXb5fauk5JZCyXDUocIfuJiyiHxP3i0g05\n", - "f/mmvH1rJvuDDbN3pS8pcR/JzMK896DC1duTcnXkroxMT2c82JB8GGHOl7C5pQW5FpmQa8Or1gcb\n", - "LvWPphG5h3kfyVRsNtUVGl0OHmzwWViak0tm9y2kTa2rpc7j/pr0D0/4D1XoBxjU9PlFJXvDwXaH\n", - "YtK/FEjkxmNKXClhK/SVwtWrV2V7e7sgsKxtG/mAxDV2b1vn7Z3KbYkrG0pqjh8miSsaShwh+4mL\n", - "KIfEJbtTVR2Put6XOL6xwTpjvzATmBJXPPsvcaiA2yS6GZHWhmNSW1MjtccapDWyaSyzKZH2Zqk7\n", - "6rfiHW1ole7EbjDPF4C23ph0NOn1m6QjZraAZVbyO7EOaTpWa9leGKzbro6vVx3fUevy292N6vw2\n", - "ZTPSKg04Rk+KDDFRolRb3yWbadvdlK762kBcdiTe2SINwfGYx78TbZPGOrXf2mNSX1+v6JR4sI3C\n", - "z2FXbT+Vfkjflt4gfT2J65Job3DsNbVyTG0rsmmsr/KmvblOjqp1a2qOSkNrtyR29Xw/fWK7cekM\n", - "0l/L2G6iO5lmmXliEpK4NLHEPJV3CbV9fQxH66S5M250t4byd1d9r6tT2+M7fAl5EbgISpwbKHEl\n", - "hK3QVwqVIXG1crS5SxL6/rHNLmmsaZFI8n6yHUnEt5OV9o6Spdq0Sl5V7HVKtPTy20oIj9dJRzz4\n", - "Hq7k4x1Sp5bX96vtJDqlsdbcnwnWVRLS1C2bgbjsKMmoM5aHxB1vaJDG9qjsJNczxSQuHcfrpStN\n", - "jLqk/nhHIGS7sp1IpNZVx9NQa3Q321rLijiHXSWCtUrUkhK5uynbejlsu/aoNHel9r/Z1Sg1LZHU\n", - "8ewkJL6tBXFHIq21Rn4ifRqkobFZujcNidyJSMvRJjUt+J6RJyb5JE6lf32bRHT+7USl7fhxe/4q\n", - "mexQ4tikpDq1fUKIS1wEJc4NlLgSwlboK4UXJXFojUmjPRbM9yUuWYF7hCr1MNvdSvK05PjLhiVx\n", - "s6tejnfEg+/pEhdrr5XWqNlqhfvXakLTNLbj25Voa03yfjdIXE19Z+gervRziHccl/qulFikH1+Y\n", - "9OO1SVwx57AbbfVa29JbAgM8iTOEEaSlbybe+ablH9Iifb9YxjxfEFfHHJ7mk1/iwvmb/odBkF6b\n", - "m9LdVCt16tgKfyiCELJXXAQlzg2UuBLCVugrhcpoiTOExSMscdsS7WyRxvo6qfO6FNFtly5xYeHz\n", - "xKWpNxABcx/+8hlSqbAfo+34fAmrbfclLF1qNKHjinfI8WSXKrpSzZakHUn0tkszzq8O54duw1wS\n", - "V+w57Ei0vUGOHm2Qls5IqsUTWAQxQ+K2o9LZoqSsrs7v0kUXbprEZaaPVdxBRjqBUFpZJC6cv5kS\n", - "Vy9NTXVSU9QDEYSQcuAiKHFuoMSVELZCXymgwNuEzQaWtW0jH3uTuB2JtNRKY2c81b1naYmzSlyy\n", - "SzBT4sLLZ6dMEueJW9Cliq5U4x65eEedHG+NyHbafWb5Ja7wcwjYSUiks1nqa+ukJRLkRz6JQ7do\n", - "baN0xlP3l2W2xNklLnuehwmdT0kSVytN3Qk1vU4arK19hBBXuAhKnBsocSWErdBXCqOjox42aTPR\n", - "y9m2kY+9SZxlPlq1QhKHBwtS6+fqTt2VaFu2bj0bWLdG2tIkYkd6m0PdqXklDsfU4O0Xx5YSDYuk\n", - "QJxySlyx5xAC6ae3l0/iLPPRNZxP4nCuNa3RArs1Q2lQksQFx7Ab9x9qiNu6xgkhLnARlDg3UOJK\n", - "CFuhrxQ++eQTT85Q8NFdagPzsAyWtW0jH3uTOP8pzlY93tpOQrqaj4a6U2ultt54sGGzW5pqG4wH\n", - "CUL7wEMBtU3SlWxd2pWdzU2jJczEl7h8DzYUInFogWuob5bmevPY/PvrGjoTwfdtibTVS21t+vEe\n", - "P94mMfP4ijqHdLZ7W+SobqXMJ3FoNaxtTZ7rTqJLmo/m7071W/DqpC2SeiBldzshm2ZXbpIySpz6\n", - "vov8wUMfXlrgQYx6aenNVv4IIXvFRVDi3ECJKyFshb5SePbsmXz++efym9/8JiefffaZt6xtG/lA\n", - "hZt5f5SWsHwSpyrleGdoKI2YdBw3Ja5FejGtmCFG4l3SEgx/gWEz6po7srxdwV+3M5IaLsM2xEhB\n", - "EhdMSwlKgDe8ijkUR0J6W8zjDe5pw7Ee1U+0Fn4OO5E2/z625HKdEtfL5ZM4JYfxziY5Vuuv6w0v\n", - "ElNSmU/iAIYmCfLEH7pE5ZP5hG6SUFrtUeJwzOhW9R9w2FTr10pdUpIJIeXGRVDi3ECJKyFshZ4c\n", - "FHJICiGEkKCmK29Q4txAiSshbIWeHBQocYQQkgsX4UTipifl7Z7b0n1zRLpvDEv37XkZXSmXxOV+\n", - "h+qeuReXS1OP7POKgBJXQtgKPTkoUOIIISQXLsKZxA3fS7bExRbmpDtyV6YocfuHmcCUOEIIIeTF\n", - "4iJehMTNJtbl1s1JGV6tDIlbvLsYvBzfAiWOEkcIIYSUGxfxYiRuTW72zcpoQknc6or0jN2XidkZ\n", - "uRwZk96595VLfCATUzH1fVKuRsalZ3RVph+k/GNuaVF6Bifk2tCU9E6sSsSQuKmp0XQhS5OwD2Vy\n", - "GvtR6w6Oy+XJDZm7tyo3hsbkvcEpb3u3V4x1M9ZPZ375rlz3jmNCrgzPyZ2Vj9T0j2ViYlwG9XY2\n", - "NqR/YIwSV0rYCj0hhBBSDbgI9xL3UMamJuS9sTWZVY7gSdzNUbm5AHnzPSI2p4Rq+nHKK5aX5Mro\n", - "uszDP+7fl57hZYlpH1m7L9f7C5O4mflpuaI+L+h5AXMLM8W3xIWP48FDGRick7H1X8vC0pxcm9vy\n", - "pqOV7/pUnBJXStgKPSGEEFINuAhnEqcfbLg1LjdiaxJTbgBH8CRu8J5MK2/wPeIDGbkzLXcSKcdY\n", - "evhIIv1xmVLuMa+ESwuST3p3anaJ+1AtNyV37hvzAkqROBxH7/wHadOS+36wLn0jCZnzWuViMnJ/\n", - "ixJXStgKPSGEEFINuAhnEpfWnWoMMQKJG16VmTSJw/1yKccwJQ7ClS5PxUicEirLvXOlSly6TJr7\n", - "xjHNydjahvTfuS8zah4lroSwFXpCCCGkGnAR+y9xH8vsfKzw7tT1hNxI604dkxuLHwau8pE6tvGk\n", - "hOXqTr2+kN6qliRbd+paQq5n6U7F95m5KemfXFLC6YseJa6EsBV6QgghpBpwEZUgcYsb/gMIV29P\n", - "elyLLud4sGFNRiZSEre0ti79w+NyWc27NjQrtxeWpTcpYf52r3gPMUzIlYkNX+jUOreGxuXK0LTc\n", - "sT3Y0D+ahha+hXvLcsPbT7Av78GGYL2Vu3K5f1pGgu5bSlwJYSv0hBBCSDXgIpxInKrzUfdbJU65\n", - "gvYG0ytMbA5y0KDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6C\n", - "EucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2\n", - "Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEueGGpxoJeEJmoVZT9re\n", - "l5n7KXGbXnkkkyoDJ+9uyLjKzNGFhIx4ArfsZfbAxEJQfMobtkJfTfzpT3+S+/fvy8WLF+UnP/mJ\n", - "/OM//qPHP//zP8tbb70lly5dklgsJru7u9b1CSGEHFxcROVJ3IcSW1iUnoExuRwZk/ci09K/lOU9\n", - "p3tlQx2DbXqp4JVdA/7rwdgSV0LYCn218Lvf/U4uX76cFLdsYJmvv/7aug1CCCEHFxdRcRKnROjy\n", - "yH2ZS/qH8oyNdB8pF3h5/q27xvtP94rx8nxKXAlhK/TVAH4kAwMDVmkLMzw8LN988411O6Qy+Oqr\n", - "r+SDDz6Qzc1N2d7e9vLXthwpL/jj5t69e3LlyhXp6Oiw/n5+/vOfy9WrV+Xu3btZ8+XTTz+Vzs5O\n", - "GRsbs84nxBUuQovYi5S4+aV56VfyZHqFZn5xVi5PP7Z7yN1FidzLnF4YH8vERFymrPPKBCVub2Er\n", - "9NXAr3/9a/mXf/kXa6UTZmFhwboNsncgx0+fPrXOKwRU/rjwhfMMXePoBv/DH/6QXPaTTz5RfyVO\n", - "sVW1DPz5z3/25O1//I//If/+7/8uDx48kC+++MJLX/O2BIgZ5Nq2DRNKHNkvXEQ5JO7CiCFxU+Py\n", - "1u27SYmbnJuVq313pHsgKt235mRkcVl6B9XngQm5entSBu+l3MJjbU36BmISWVaeYTjIwr1VuTE0\n", - "Ju8NTnndlbdX1PQHj+R21P8OeqYfyUKwPH7ft5c3ZGB4Qi5HluSOOo5rA2NyxVt2Waa9ZUaTUji3\n", - "MCO3Ygnpv4P5WGdG7UO30n0gYxOxYD/j8l7/mPRO3JepB/66SShxewtboa8GlpeX0yp9E7QovPPO\n", - "O949cbg37tGjR9ZtkL3zm9/8Rn71q195gmWbn4utrS1PImx5qEEL0NLSknfPI6T98ePH1m2RwoHA\n", - "4WKO3wZ+Kx9//HHafKSx2SpnWyYMJY7sFy7CqcQtLsqlvhkZXU1viZuZm87aEgeW1h/JyMS0vDeg\n", - "llvYTIoZRCvcEreY7Gr9UEajMxJd879D0C6NLEssKVofSFQdp9kSF5a4S2Y37uqyXBtJyDw+Kzm7\n", - "kmwdRIveuAxCIvWyGkrc3sJW6KuBiYmJtMpe09/fn9Z6gwcfgLkuKR9aps+fP+9V5LZlbOzs7Hjr\n", - "hPMvGxAOyBwujmgxYvd46UDItKTdvHnTS9PwMjMzM2npn0/OKHGVydramty+fVuePHlinV8NuAgt\n", - "Yi4kbnJqTLon1jO6U/NKnHaPDbSATSQFKkPi1h/K7dEZ6fVaz6blWiRd4vrvmk+65pe43nnzAYpH\n", - "ElESB6lDN+612GZy3uRkDonjgw2lh63QVwOoLMxKRgOpsC1P3GDmQ6Fdb2B6ejot3/KB1r6enh75\n", - "2c9+VvA+SCaQ35GRkWS64o8h23JayvRy2WRPQ4mrPJBfyDfkH25NsC1TDbgILWKuJO69yY3SJQ6s\n", - "JeR6IFPpErclI8NTcntVf4ekpUtceqtdfom7vmCXOKw7OjolV6Jz0qeE8UbscbJ1MA22xO0tbIW+\n", - "GqDEVQbhfLDdyxYG97QV8lRxGLQeYTgZ2zZJYTx79syTYZ2m2SQuvJwpcWHBy0c+ASRuQIs1WrvR\n", - "il3Nf/i4CC1ie5G4rsGFQOLuSSTSX1B3as/cVppXJJ1iPf1euPnFOXlvYsObli5aj2XQaHnzZG8g\n", - "n8QZy4eWySlxGw9l4M6qzCTnZYESt7ewFfpqgBJXGWS7N1HfLG+rvH//+9979yza1ssGWuKquUvo\n", - "RYGngJGWOl0HBwettxsg33QrDjBFDIL3/vvve08Sa1AOfvrTn0pfX1/adICnjdn9XX4SiYSMj49n\n", - "/YMJ9wIj795++2357W9/603Lt85BxEVoEduLxL37Xo/8++Wb0nX1tlyLTsqF8IMNN0fkvYExudQ/\n", - "K6OJD2XhfkL6Bkfl8u0pGQ492DAfX5RrGB9ucEquRMalZyKRuq9tbV1uDY3LlaFpubOiBO/ukvQM\n", - "+t2XvRPrMjo9l0PilKgtLahtq+WHV60PNmRviduUkZGJ4KGIKbmcbew6StzewlboqwFKXGWQr1UG\n", - "Dy6g++6jjz7yKn+sExaJQmBrTnlA5Q3R0un6i1/8wrs/Md9y+bpJ2Z36YsGTxfopYtwraltGXyO1\n", - "qOOPoP/5P/+nNy0SiVSNyLmIckgc6vRkd6qq61Hna4mDC4S7U7U3mF5hYnOQ/eMjGRufkRGjBW/p\n", - "4UMZ6M89XAklroSwFfqDCH4UZstAMfDpVHeghQVPOtrS3Qa6dn75y1+mDWNRCJS48hH+Awj5F24p\n", - "g9hB8DAfcpbv6WNK3IvDFLjwg1wa85YFPNygp+OPXPwGMb1aRM5FaBGjxGVjS+4MLciYOZzI2n25\n", - "Pnw/Z/cqJa6EsBX6gwh+FKVKHG+Edwcqe7w5A5WJLe3LRbZuP1I8EDKz9RT3Gq6uriZFDumsn/7G\n", - "vI2NjYxthKHEvRgKETigx9FEniBvzHnVJnIughKXn4WVZbkRdKVeG56WnuhdmVy3L6uhxJUQtkJ/\n", - "EClV4nAhwwXNtk2ydzCQMtL5pz/9aUbal5NqfrpuP4CYhcfow1h8kDD8j+8QgEL/AKLEuadQgQP6\n", - "d4mHU/RtDCbVJHIughLnBkpcCWEr9AeRUiXO9pcoKR/FvDljL7BLvPzg3kRU9pcuXcoQumIHVv7y\n", - "yy890cbDLLb5ZG8UI3DmtTLXHz/VInIuQosYJa68UOJKCFuhP4igqwdPuekn3sybrk2i0Wjak3F4\n", - "is72lygpD7hYFfoO21J588035bPPPrPun5QPVOo6zdGyit+bbTnyYilG4EAxQ4tUg8i5CEqcGyhx\n", - "JYSt0FcD4ZuzNbgo2ZYn7kBLZzFvXygWVC68H849Kysrael+4cIFTwhsy5IXQ7ECB/TQIhjGBy2k\n", - "tmVMDrrIuQhKnBsocSWErdBXA5S4ygIvwcd7Tm15shdQubCL7sWAd6reuXMnLf0h57yndP8wJe7W\n", - "rVsF9Sroa+Pw8HDe8fkw/+7du5S4UFDi3ECJKyFshb4aoMRVFpA4tNpAuN566y1r3pQChknY3d21\n", - "7pPsDbRuQtDm5ua892ti7L6f//znGXmA++W2tras2yDuKUbk8FvBPY5Y1hxaxEY1CBxwEZQ4N1Di\n", - "Sghboa8GKHGVhX460ZYnpYLK5eHDh9b9kdLBGzPQ4qbFAG/XmJ+f916MDxHHAw2o0PV8gDHj8o0V\n", - "R9xRqMjlGlrEpFoEDrgISpwbKHElhK3QVwOUuMrDvLemHKB1iPfClReImB7EF1IQj8ezpnG4ixxv\n", - "3sjXPUfcUYjI5RtaBFSTwAEXURESt7wk3ZMPk9997wi/61T5xkbKSew8kkieNymUE7yq672IP35c\n", - "+BVhlLgSwlboqwFKXOWBe6pQOZgtOKWCm+oLuSmbFA662vQo/qjAC/mt4J2bePcm1kF3K4YlsS1H\n", - "Xgy5RA7ikG9okWoTOOAiDorEzSthuja3mXQSOy9e4sz3rc7MK6kLXtZPiSshbIW+GqDEVS5o7cEb\n", - "FjDavy2P8sGuOzdguAldeeO+qULvNcSwPViHYy5WBtlETg8tkm2A82oUOOAi9kPi5pfmpf9usS1x\n", - "hVBuiftYJiayby/jpfkP1qVvwF+eEldC2Ap9NUCJq2xQYWCog2Lvk8PyH374oXWbZG/gt6HTGS02\n", - "qGhsy4XRvzUMWYH76WzLkBeLKXL6Bfh6aJF3333Xmk98AX7hUQ6JuzBiSNzUuLx1+25S4ibnZuVq\n", - "3x3pHohK9605GVlclt5B9XlgQq7enpTBe4VJXJowra1L/53gNViRMbk0EJP++Uey4EncggzGZv15\n", - "gxPSM7Euc4HHLD38UCang3kKc97c0qL0eNMn5MrgrETvfyRT6tivDYzJFW/6skwntxOsE5a49YRc\n", - "H1r13qlKiSshbIW+GqDEVSboUkWLTynDjaC7ji1w7sDTijqts1X0YcynHYsRP+KeRCIh4+Pjnozh\n", - "jybcs4h8yjW0iLmObf5BxEU4lbjFRbnUNyOjq+ktcTNz05ktcf3jntQBLVmXB+wSNzU1IYMrgZ9s\n", - "bEh/5G4gWJC4cRlY/sif9/AjGRsfk8g9f9mZeSV7S3reryUWmwq2qdYbXJZYMD0FRLLAlriND2Rs\n", - "Qm+PEldS2Ap9NUCJ239wocI9UrgBHu/iROURfn1TIaB7B09LZrsRm5SH8BPEqHQg3bZlAeZhGZ1H\n", - "fFK4coGQQ8yRV/mGFqk2XIRLiZucGpPuifWM7lSrxBXcEocuzim5var95KEMpEnckkx6n1Pr+RL3\n", - "odremFwOBDFJ7LGa95FMx2bk2sii3FnalPnk+vklTj/YcO3OnNxe2pKFYB4lroSwFfpqgBK3/+Cv\n", - "fbzaDC1otrzIB8QAFz2+3unFgPyamppKS388Abyzs5OxHLrekDd6WVRQuYSP7C+FDi1SjbgI1xL3\n", - "3uRGmSVOfVfy3jc0ITdG56R3aFZur+jWtcx74tIlbjzVgmdj40OJLS3LjaGY3PEksYiWuBCUuBLC\n", - "VuirAUpc5aArfXTn2AaLDYN7qzAuGZ58tG2PuAOVy/T0dPLmdg3yDTIOzNZU3HeFwYA51EtlgxZx\n", - "5OvExISXx7ZlqhUXoUVsLxLXNbgQSNw9iUT6C+pO7ZnbSnlFkRKH5XvV+tpPUuSSOHSnTstltR/d\n", - "WoZWPTxJqpfVLCzNBftKP4YwlLgyh63QVwOUuMoF3aJo3UErnQb3yf3ud79ja06FgCcZUel0dXVl\n", - "/IYgbhcvXvSeZESe2dYnpFJwEeWQuHff65F/v3xTuq7elmvRSbkQfrDh5oi8NzAml/pnZTTxoSzc\n", - "T0jf4Khcvj0lw6U82LB6X64PTgRdouNyeXhRxrzlckscuk2nYrNyxVtXP8CA6Y/lzvB0sD1FdFmm\n", - "g/He5pYW5FpELT+8mv/BBgNKXAlhK/TVACWOkPLx9ddfe605qHxs8wmpVFxEOSQOdXqyO1XV9ajz\n", - "tcTBBcLdqdobTK8wsTlIkgfrcmvkvvHEqUJJ4KWpR+nL7TOUuBLCVuirAUocIYQQF3HgJO7+qlwb\n", - "Xze6RH8tc/Mz0jNv617dPyhxJYSt0BNCCCHVgIs4cBLnPUlqjPU2PC03ph8aT5RWBpS4EsJW6Akh\n", - "hJBqwEUcPIk7GFDiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdB\n", - "iXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghb\n", - "oSeEEEKqARdRWRK3KcO3Y+nvKr0Xl/cG0l+ltXh3Ud7L84YG85VYuV6PVR7wuq8xuaJfAzY4S4kr\n", - "JWyFnhBCCKkGXERlSdzHMjU1Jv13U61x09N4x+m0DK6kfCS8jI0XL3GGaD54SIkrJWyFnhBCCKkG\n", - "XMR+SNz80rySMLvELcQXjFa2LbkztChjd+NyZfqxMS31Yvxs7KvEKShxJYSt0BNCCCHVgIsoh8Rd\n", - "GDEkbmpc3rp9Nylxk3OzcrXvjnQPRKX71pyMLC5L76D6PDAhV29PyuC9lFt4rK9J39CqzMA91hJy\n", - "fXRdFjY2pF9Pe7Cemv/wI5kyXsF1bVjt94HvLFkl7v59uT6khAvLYfsjCeNl+h9IdCQliFNTUxKZ\n", - "X5Yb3vYn5MrIXZlc18uaUOLKErZCTwghhFQDLsKpxC0uyqW+GRldTW+Jm5mbztoSh/vivJY2JUsL\n", - "S3OBfH0kY6OBXC0vpd8Pp9bRn+cXZ63ipj8vrNyV3uFA4LBOXokblcuTD5Mv219Q+74Sevm+T7rE\n", - "za+sVpbEzTzckumNx8lEpsQRQgghLxYX4VLiJqfGpHtiPaM7NbfEfSzT0+Nq/ocyMTEld+77HqJF\n", - "zJ+nxe1DmYwp0bsT81+GPzSeVeKujS5I78CcjGmBAwVIXOSengceykCoxc3HfLBhSm5MJipH4haU\n", - "Afc+jEnPxrRMbTzyEpgSt7+sra3Jp59+ap3nAuwL+7TNI+Sw8aJ/fyQ7rvPigw8+kOXlZeu8/cBF\n", - "uJa49yY3ipY4tLZdnl6WyOBdmdY+cn9Vrk0sy+07KRGbmZ+Wa7HNpK/YWt/0Z7Sozant9k49SrWk\n", - "FSBxA8t6HsglcRXanTrxcIMSZ4Af9c9//nP51a9+lcbIyIhXmG3rlBtKXPn4/PPP5cqVK8l8/OUv\n", - "f+mhv2MelrGtmw2Ug9HRUfniiy+s80nh/OlPf5KNDXUNUhXGhQsXvDy5ePGi3L59W3Z2dqzruIYS\n", - "Vxy4Zpq/KU05rpmUuL2HFrG9SFzX4EIgcfckEukvqDu1Z24r6RFhvPveBpQApg0j8lgGh8flcvJ+\n", - "ODy5mmp58wVsLKvE+Z8/8u5zS66zriQuYoji2n253p+jO3VpUd4roDsVVIzEDTxU5hpI3MjGfS+B\n", - "D7vE7fePmhLnDuQvsM0rFFzUTImDiNy9e9ebbi736NEjykAOfv/730t/f7+XTt98803avK+//lr+\n", - "8Ic/pE17UZTz94dzBLZ51UI5flPZoMTtPbSI7UXi3n2vR/798k3punpbrkUn5UL4wYabI/KekrJL\n", - "/bMymvhQFu4npG9QCdLtKRkOP9iggJCN3Bk1uk19IG2Xk0+pKtY3ZGB4wu/GvLOoPOOu9OWUOKwH\n", - "2ZuSyL2P1OePZDo2I5cjE143aO/EmoxMpEvcrWnzwYbl1P10aVSoxM2pk4XAUeJSVMKPmhLnDhcV\n", - "DirpsbGxDImLxWKUuCz8+c9/lomJCfnkk0+s8/eTcv7+XJS3SsPlOVLi9h7lkDjU6cnuVFXXo87X\n", - "EgcXCHenam/QHhHG5iP7QeY9cYVTERI39nCdEhci34/6t7/9rdfVgwI+PDwsfX19sr29nbYMCv3C\n", - "woJcvnzZ61a4dOmSPH78ODn/q6++8lpybty44TE7O+uto+fjwoXjwDLoWnr33Xe9FounT58mlwHP\n", - "nj3zmo7RDYVlrl+/nnEsaOFYX19PO5Z79+55laheJixxmIeWpa2treS0asFW4fz617/OyPOPPvrI\n", - "6w4yW4iQtkgXfF5cXPTyEa1x4+PjXh5A5HDxe/Lkibcc0npoaMib9uDBg+R2Csl/7AvbRb6+yK78\n", - "F8VvfvMbmZubs87Lxocffuj97lCOkd7hdANffvml97tEumX73SD9kbbRaNT7LXd0dHj/43eBVtWw\n", - "OGAf2FdPT4/cunXLyztsw9xmNmzlrdoo5Bz1NS0SiXj50t3dLSsrK941DOUA1znkK35DZgtsodfC\n", - "QvII62BdbAPbwh9ZDx8+pMRlgRKXm5ql5YTsN30bs57ADa7PexJ3OzEvi3fvy8LSive/9zm+6jGv\n", - "ps0t3lMsy+zCssTm4hKbXZKpmUWZmJ6TsclZiY5Py3B0Um7fGQuKT3nDVujLDS4YuX7UKNC40Ovv\n", - "utJA9w++Q4Dm5+c9MdDLmGA5XGAgg3oaZAnr6O+4uEHIfve73yWnYXnsZ3d31/uO40DlDmHQy+CC\n", - "eOfOHfnss8+S07AtCIWWEfyP75iulwlLHCozoL9XE7YKBy1puGiZ+bq0tCSDg4NpXWFIM52vWuLw\n", - "Gf8X2hJXSP4nEgkvH8MVVTVR7B8JyLPp6em0PMIfRjMzM8myjbyCNJtpi8+YpvMR6yOvzWWwHS3n\n", - "wJQ4/J6xvPk7Q+sh8ts8lmzYylu1Ucg54reD65cWNOQZfh+4zpmtseG8KORaWEge6bJhbge/L/wR\n", - "RYmzQ4nLTc2SKsD7ycy83wJ3fSMm0wt+S1z//WlZVBdKk4WpKY95lalzYGJCZtVfsTH1A4mpymhK\n", - "icSE+kGNqR9IVP2VNaz+0rl982ZQfMobtkJfbnAxKvZHjb8A9UU/XwsD7v+5f/9+2jRcaHDB0RUL\n", - "9m9KlQbrYX18hkxANMLLmPuHMGC7kDtzGVxIMV1fBE2JQ8WKi6vZUldN2CocpD+69nT6I90gB6ur\n", - "q8llUelgmpaBUiWu0PwPL1Nt2NImG+H80SBPIHb6AQiUYf37MIEYQIzxGdvA79Wcj/xDy5zOP1Pi\n", - "0CJq+z1jWrjVW4NWV10RDgwMeOjvurXPtt5BBb8R24MN5jUMZTqcN1gP5d6chrxA74JOo0KuhYXk\n", - "UbaygR6TYq/3LnERWsQoceVl31vi7qwtehKH/6dX7vkStz7Lljh1YbE9nRq+8JuYF3385RiWBBOI\n", - "gO0+ILNSwwXKVkFgmv4rFRce234gIPgBQtSwPWw3vAzAxUsfB5bDOeA7jq/aKhkTpJkt3VC5orsO\n", - "nyHIyEekC2QN0yBvZktQqRK3l/yvJmxpgzKof29vvfVWsoLPlr56Hd2iZ9smQJe3/h2YnzW5JA7l\n", - "wNZimO33FyZbeasmCjlHSHS43GOdsECF87qQa2EheZStbNiOYT9xEUhLQIkrL/t+T9z1hzOexHkD\n", - "/T587EvcxqKXwMgIndg6M3hPnA8kCUJ39epV754nXHCuXbuWvEDku7ijRUHfJ2WCiwy6ZrGMWYmY\n", - "YJqugLItgx8cjgkXQ8zHcuFlgHmcWA5/taKLAseGcwwvXy3gnG35Y1YKEDSkCdISrQJID8w3W8dK\n", - "lbi95H81gT8icv1OcP66rCN9tUyHwTb079XMExMzfyDhEDazVW9zc9NrddXfzfTHts2WNBPztoVs\n", - "ZCtv1UQh52gr02beacK/pWy/BbN8FJJHtt8isB3DfuIikJaAElde9lXiph4+8gSu7+FcchokDiCB\n", - "KXH2HzW6H1EBh8cVMy8QWDfXBS3bxcQk21+fZhdqtv3gGHWrgnmhC2N2AeN/nBe6XfEXLVqL9H1G\n", - "1QbSzJZuEDUIG+6Zwf/63h2IHfICf+2b9zmWKnGF5P9hkDjkQTYxAzh/XXazpS8wW76zpS0qcvN3\n", - "oO+Fwn2HuK80Ho+n3T4QljhbeSmUbOWtmijkHEuVuL1cC02ylQ3bMewnLgJpCShx5WVfJW7o4T1P\n", - "4vB0qp5GifPJ9aM2KxYNZAfSpC8QuLhAgsxlTHAxs92bYYL9Y7nwdHT56YsV9mOrBMP3xOEm+nDL\n", - "Wq574vS9X7buiWoA6Zftgo+HC3D/lJn/WuAgvfp+OFCqxBWS/7YKr9pAmcQfDuH73DTmb023noUf\n", - "9LDdE4eBg81lgHlPHEC3ea7ybaa/KQvETq7flMZWprFO+Fob/i0Vei3Ml0fm8ia8Jy47lLjc7JvE\n", - "6ddsAYwTp6dT4nxsFxYN7qcxn7AC6IpB16q+QKHA4697XFj0MkC3bEEEMJyBHihWY7YEoGsHQ5eE\n", - "n6TCdrWQoWLDxS7f06m4AKI1Se8f/+M7xEQvg2M3L5Ra/sz9VwvIX9vFHKCyR/qZf/kjTdEFConT\n", - "aQhMiUN6YT0txRqsg6FKzGmF5L+twqtGcI43b960dkvi/ikImv7+8cd432Lup1OR/vh9mmKIz5BF\n", - "U8BR4efqCjXTP9vvGflllofDTK7flMZWpm3X2rDEFXItLCSPUA6wjPmQF7aDbljzWrjfuAikD6DE\n", - "lZd9kzj9mi28qcGcfmNj1pO42MYmJS7HX2aoOHAvHG6+xr1w+I5x2MwLFCQPlYt+jRDGaIPs6fmo\n", - "UDBGlTkfFYuuoNBSg+1BpHABQ9cPPpsVETD3g7GPbBUiLmLYnh4nDv/jeM0KCPsyJQ6gEoW8mHJR\n", - "DeSqcJAOGEcq/DQvWoTCZcKUOPD+++97aYthSXRrECoe5B/GxsJFUedvvvw/LBIHkIaQXf2bAvij\n", - "COkIcTOXRSWN3wKWwThj6AY1pQ4gbfFbwe8BQOr0vYYabNfcHzBFL5z+4d8z9o38DJeTwwp+T/le\n", - "u1WqxJVyLcyWR7g24hqJceQgKOixwHXOHMNxv3ERWsQoceVl3yRu8OFdT+Igc+Z0PNQAicP7Uw+z\n", - "xBFCqhe07OAPr/B0tL6iay08nZAXiYugxLlhXyTOfM0WulXNeZQ4Qkg1g8oI99aZLagadLeZAy4T\n", - "sh+4CEqcG/ZF4vRrtvBgQ3heZCPuSdzkxkNKHCGkKkEXmu1+Vdwnmu+BE0Jc4yIocW7YF4m79XDB\n", - "kzgMMRKeh/emQuLwPyWOEFKN4N4p3IOHCgqtcrj3DvdaVevT2ORg4SIocW544RKHQX0hcBjk1zaf\n", - "EkcIIYTsHy6CEueGFy5xdx6uehKH/23zKXGEEELI/uEiKHFueOESh7czQOLQImebj3vhIHG4N44S\n", - "RwghhLxYXAQlzg0vVOJsr9kKg6dSIXF4SpUSRwghhLxYXAQlzg0vVOL0a7aiDxPW+YASRwghhOwf\n", - "LoIS54YXJnEYDw4PM0DizNdshcGbGiBxNzfmKXGEEELIC8ZFUOLc8MIkTr9mC8OL2OZrkLCQOECJ\n", - "I4QQQl4sLoIS54YXJnHZXrMVBglLiSOEEEL2BxdBiXNDUuKmHz727lXD/+YCJugGxTJ444JtfjbQ\n", - "lQqBA+HXbIVBwlLiCCGEkP3BRVDi3JCUON1Slqu7U78uC+S6ry0MxBDrDDxcss43QcLifjhI3NTa\n", - "o2RiU+IIIYQQ97gISpwbkhKnx2/LJWjmMrmeMA2jhxaBKNrmmyBh9UvwJ9Y3kolNiSOEEELc4yIo\n", - "cW5ISpyWs2yCpl+Xpck11lsYbC/bdsMgYSlxhBBCyP7gIihxbvAkTnd36iFAbIJmvi5Lt8hle+tC\n", - "GL1uoRKHtzVA4qLriWRiU+IIIYQQ97gISpwbPInT97phMN5sgqYFD9O1lGF5c5ls4F44LJ/roQkN\n", - "Ela/P3X4wUoysSlxhBBCiHtcBCXODZ7EmS1lNkHT97Tphx501yrETi+TC0ocIYQQcjBwEZQ4N3gS\n", - "Z0qWTdD067LMoUUgdJgGwdPTsoHlgG1eGCQsJY4QQgjZH1wEJc4NnsRpydJjuJmCZo7xZj61qrtg\n", - "C3niVK9vmxcGCavfn3rrwUIysStJ4hgMBoPBYBQelDg31EDMIFhmy5spaPp1WWFZ0+uBXAP4FjNG\n", - "HEDCUuIYDAaDwaieoMS5ocYmWaag6a5W2+uy9ADBuV6lRYljMBgMBuNwByXODTXZxnDTgqaxtbYV\n", - "8lL7bNvPBhJ2duN9T+JubMwmE5sSx2AwGAzGwQxKnBtqMCYbJGv0wZp30hp81wJ3e2M5bZ5mdv39\n", - "5NAjsfVN6zJ3NoLx5dT/tvlhPEFTQOKA/j7rSdv7MnM/JW7TK49kUmXg5N0NGVeZObqQkBFP4Ja9\n", - "zB6YWAiKD4PBYDAYjP0KSpwbavRDDOFx4dDypgUt1xOotidXTXR3bCFPsQKduFri9HedGUnRY0sc\n", - "g8FgMBgHIihxbqiBYAHbzELI9uCDRktcIWPEAZ24lDgGg8FgMKojKHFu8CQu1z1t+dDjymXbhm7N\n", - "y/UEq4lOXP3+VDzkgO+UOAaDwWAwDmZQ4tzgSVyhr8/KBrYBip1nQycuJY7BYDAYjOoISpwbPIkr\n", - "9MnRbOj76sJdpvla6WzoxKXEMRgMBoNRHUGJc4MncYXer5YN/XBDeLy4YseIAzpx8UQsJG5844H3\n", - "nRLHYDAYDMbBDEqcGzyJK/R+tWzoseDw8nxzun7zQzHdtTpx9ftT8T++U+IYDAaDwTiYQYlzQ435\n", - "uq1SydbiVuxAv0AnLiWOwWAwGIzqCEqcG2qK6erMBlryIGthISzktVxhdOJqiRveWPG+U+IYDAaD\n", - "wTiYQYlzg/faLduMYtFDieC9q3pasWPEAZ24+v2peMAB3ylxDAaDwWAczKDEuaGmmFayXNiEre/h\n", - "XIbY5UMnLiWOwWAwGIzqCEqcG2rCr9sqFTzUAGEzW/bwHZjL5UMnLiWOwWAwGIzqCEqcG2psE0sh\n", - "/PottL7hO1rjwsvmQifu/MaHnsT1bsS875Q4BoPBYDAOZlDi3FA2idNPqOqBfUsZIw6YCQyJA/hM\n", - "iWMwGAwG42AGJc4NZZM4AGkD+BxumeudeyS3727JZOLDtHU0M+sfy/Dy+9Iz+1Cm1DJIYEocg8Fg\n", - "MBgHPyhxbiirxJmv3zLHiJte+0iuzT5KAqGDsGE6/r8x/zg57+pMSuLQlQqJQ9cqJY7BYDAYjIMZ\n", - "lDg3lFXizHHh9IMOeGuDlrgeJW8QOC1sJpiO+abE3Xqw4EkcHnKoJIn7y1/+QgghhFQlLoIS54ay\n", - "SpxufYPAmUOOjK9+6InazYVNGbn3gQzdfV9uLW56LXD4H98xvX9p05O4O8vvewlMiSOEEEJeLC6C\n", - "EueGskqc+TCD7lrFECYQNEgcJA2fs0GJI4QQQvYXF0GJc0NZJU4PK6Lf3gAwHYJWjMQN3d3yEvj2\n", - "g2VP4kY31ihxhBBCyAvARVDi3FBWiQOmwOl3qULOIHF4OtUmbxrMh8TdWnzsJfDwgxVP4vAeVUoc\n", - "IYQQ4h4XQYlzQ9klTt8LB/QYcZQ4Qggh5GDgIihxbii7xOmnUk2J00+kYjgRm7xptMT1LfgSN7J+\n", - "35O44Y0VShwhhBDyAnARlDg3lF3i9CC/QL9HFQIHbOIWBhIHkMAT6xuexOH9qZQ4QgghxD0ughLn\n", - "hrJLnH5CVUvcwoYvcRgDziZtYShxhBBCyP7hIihxbii7xAEtcRA6PdAvxoSzSVuYa7O+xM0/oMQR\n", - "QgghLxoXQYlzgxOJG3p4z7sfDmPEFStx1423NiAjIHFg4sEGJY4QQghxjIugxLkhq8ShGxQPGtxc\n", - "3PReTm9bphBGV/wx4vBmBpu0hQlL3O0Nf6y4ngfTMv3gMSWOEEIIcYiLoMS5wSpxaD0zX0oPIGO2\n", - "ZfMBMcP6+Qb61dyY9yVuTO0PGYGEhshdezDlidzU+iNKHCGEEOIIF0GJc0OaxKH1DcOAaHG7Hrzb\n", - "VH+HiM09KO7E0ZqHdQeWco8Rp8EYcZA4vHpLSxwYfHDXF7n1KZlae0iJI4QQQhzgIihxbkhKHLpM\n", - "0XVqCpsWK4gYni7FdIz5hhfamxvJRaED/WqySRwywhO59Um5tjYlk4kNShwhhBBSZlwEJc4NSYmL\n", - "xP0WM7S+Dd3NHJQXUoVBeLXImRvJRbES169EEhI3GN/MkDjQv74oV9cmZTBxlxJHCCGElBkXQYlz\n", - "gydx6CKFaIF8b1WA5GG5Qlvj9HZt27IBeYPEoUXOJnEYdgQS15eYo8QRQgghZcZFUOLc4Ekc5Ami\n", - "dXMh/8MHusUOXa/hjdmgxBFCCCEHBxdBiXODJ3H6SdRCuzz1/XH5hh7RLXzofi1020NqOUgchhqx\n", - "Sdzs+vuexF1NTFLiCCGEkDLjIihxbqhBt6gWLZtU2dBPrELMbBvVmAP94n+sh3vrbNvUYD4kDtgk\n", - "DhkDibuSmKDEEUIIIWXGRVDi3FCjHzxAN6lNqmyYw5BgWBLbhsFkwhdEfR8dgCzaHpzQRNTx5JM4\n", - "PJ0KiZtKqMyjxBFCCCFlw0VQ4txQA7FC92i+FrIw+knVXIMAYzksg3vttMRpzCFMBpVA4h47HAfk\n", - "Tb8/dfr++8nENiXu5tqcJ3FjifUqkLgdiXU0ybHaGqmpqZVjDe0S3bYtRwghhLjHRVDi3OBJXCEP\n", - "NISBeGFddJXaNgywnF4G/6MFz2zFQ6ucvr9OA3nDdPw/vrKVTOxqlbjNrgYlbxA4g+MdErcsSwgh\n", - "hLjGRVDi3OBJXL5hRbIB2cL66Da1bVw/yapb7bAOpodf6wWJRIse7rGDvPUELXHZJO722l1P4m4n\n", - "lg+4xG1Ld2NI4DxaJLJjW544ZTchkeim7NrmHUB2Yr0SYzkihBSJi6DEuaEGMhWWs0LBq7QgYZA1\n", - "28b1/Xb6njhT9nAvHR6qMF/jhW2aLXF37m4mE9uUuOG1e1UicTvS22yTuHrp2rQtXy42pau+XWJ5\n", - "p5WR3ai0NnbLtm1epRBvl9q6TknY5h04tqW3qVZaIjuWeYQQkh0XQYlzQ00xDzSEwX10ujXN9k5V\n", - "/RovLXFogQsvY4LWOFPihrJI3OhawpO4/sTiwZa43Yi0ZAicT11nwr5OOdjuleaakLDZppUTJUjH\n", - "K13iCCGEBDVdeYMS54Yam5wVg35owfaAgxY8Ta4nWQEkD/Kmu1OzSdzE2gNP4m4kZg94S9xfZKe3\n", - "OVPiGjokvqduMDws0Sx1R7G9WjnW1JHqVkt0SWP9MamtOSp19fVSX98qkQnLtODhip1YhzTXHfWO\n", - "q/ZYk3TEcrTs7Mals7lOjnrngYc0WqR3U20j2iaN2EbtMbVtbL8zec8ftt90rNbb/tGGVulO7Ca3\n", - "t5voltaGOu+Y/Ac//OPrjGN+TNprWqU31hlaf1vinfrcj0pDa69s7gbHh/3FO6WlAeeq5qvjaeqI\n", - "yU4w7y+xdqlJE03zoRNsq1sSyW1h/0p6cc5N/vbaY3peJeB31SePKUveZK6n2E1Id2uD9bx3o61S\n", - "0xJJpdlf4tJxvEbquzZT6292SX1wX+d2d6M0difS8qSuWeW/kSd6f96xhfOk4tOZkOrDRVDi3LBn\n", - "idMPOKDrNLzxsMSF54dJSlzQEte/+DiZ2DaJ603EDrzEoZuxzassNbXS0LW3Vrh4hxKftkhSRnai\n", - "7VJ3vE1VhMEy293SmNESZ5kW75C6urak0P1lJyrtdcelLZYSrRS7Em2rlUajMt/d3M4hSApv+2qf\n", - "gWDuJDqlsVbfDwg5aJDOhF4+IZ0Nx6XDEziAyl2JZVO3bAbb2+xqVBJQK02diWC/m9LdpI6peztY\n", - "Rx3TdkISSUHGNmtTUhA6Ri8d27VQ7Eiis1FqkwKD/TdIQ2OzdG/a0mO/MSUuT96ksSORlqPSpMqg\n", - "P39XNrubpFali5fOO2g9VmVJL6/y8HgD0iGVbhC3WpVu+nNNbb20RXQe7KhjOS7HO+LJ797+uvWx\n", - "bUuk9bjUJedXejoTUn24CEqcG/YscWaXqrlhPdBv75zflWqTPBuQN83NhUfJxDYlDhkEibuSGD/4\n", - "EqeItZsSZ4pKCXhS2CjdacOUqEq8tSZ1f1RBEhdU/IYAgcyWGI2/D1MU0rBIXKy9VlqjZsWM+7hq\n", - "/GmWY0Q6pY4HlbshYGAT67RK1Gjl8SQiEAobadtMO0a1/dr0baHLuSm5fV8iWyKVKhYhicuVNyab\n", - "XdJQGyob3v2SulyanyHO9dLUG1HCreXb35fOVy/9Q/mels7I5/qupIh74N7E5LRKT2dCqg8XQYlz\n", - "w54lDtgeXNASp+dR4uzsxHultcGUOFXZJluSSsAmaIo0mSlI4kLdcVmXM0BLXcNROdrQIp2R0Dlk\n", - "SFy2J3O1VPktcakHPJQ8NNQZLXOo3EOyajm2sMTtJHqlvble6urqvK5ddPFZJc7blu349D4t+68o\n", - "QvmXK29MLLINTNmNdxxXnyGEEDo/jyDk/h8JcSW/qXSxSrS5D3y2prPOx0pPZ0KqDxdBiXNDTonD\n", - "kB/moLzZ0E+hYqgSvWH9Oi8tcVjO3HE28M5ULXG4N04ndljiehLTnsSNr64fPInb3ZZYd3vyXjMr\n", - "tcekoaWz+IF/s0jWC5G4gJ1ERDqVKNXWtaS6YrNIXMb2DXbj7VIf3AdXr2ShNWK2JJUgcei+PY77\n", - "/VKtOllb4vKe5wGTuABr3pgUIHF/ibX5rbFIo6DFzGuhbY3KLu6HM1rWCpI4y/5SUOIIedG4CEqc\n", - "G6wShy5S/X5UgGFIco0lB9nDcngaVW8Y0/W6xUjcrcXHaa1xOrHDEteXwIC/4zK6mjhQEoeb/OvT\n", - "7oHLz1Fr92U2VKWXpTu1qTeohG2CYpmG1pVkxR3gVdZNvTkq3RR+i41FkDz87tq0G+JDxDuOhrpb\n", - "TYqXuEyhwP1YWSTO65bONdTLwZQ4TVremCANrd2ptdKuu/lxX5xaJhJpSd3bpqf1GtMUeSUO3beh\n", - "LvB0KHGEvGhcBCXODRkSh/ea6kF8TQnDwwYDOVrl9PL6CVQ9TW8r3/AimkIl7lZiwZO46Or9AyRx\n", - "/j1fNlHLjdmNmB/ckH+8NfRgg3l/l3dzuqoYTUGxTUu2XOll8GCDeR9bXDobG6UjbhMtda4tR1P3\n", - "4eEGePPhimBaXW2TdMX1E6+7srO5KdvBMhlP7h41W+OKlzhPQBs6k+PAbUcg1IaohkQT6Vjb1JV6\n", - "Unh3RzY3t4PBgA+yxIXyJg2IrUqTZJd+8GBDg3nfGrbdKI2N5v2bWA8tpqn74UBeiQv25z2Io8vG\n", - "7rYkNvWxUeIIedG4CEqcG9IkTneLAgwdMrOu5ElJmX7zAoDU2d6zqt/KgG5UbFhvq9Ax4jTYNuRN\n", - "vz81ptZDYoclbiix7Enc4Gr8QEkcKtY0MSmIYh922DGGdMAQI+0STWtRQsXc7A8hUdssvV4FaZum\n", - "RCremTbESHvUaDnbjUnbUX0vlKqM2/RQIIqjddLcGTdaEHck2h4MI3E09VqxnXiXtDTobmUMP+EP\n", - "h7IbbZNjLaEWPyWarUr6/GMrXuLQohQJDWWR6G3J0Vqo0rGrRRq8dAzOKTn8xUGSuHx5E2ZTes0h\n", - "RlqUyIZaytCSVxNqsfPSOvS2kfwSB1S+tOuhXFDOGqSlN4esE0Kc4iIocW5ISpwpcPgeXhAPLehW\n", - "Nfyv19PotzegaxXLm9sD4e1lQ0ucHituSu0XiV0dEocKKahIi2KPT6weQHAPVltGK9Km1wLECp0Q\n", - "QtzhIihxbvAkDuKkX0Sf7T2oAK1yunsV48OZEoduWEzHfCxrdsmC8LayMXHff2uDbonLJnFjiTVP\n", - "4q6vxg6QxJFCSXSaY7T5oPuzri7VikcIIaT8uAhKnBs8idOtZvjftpCJfuoUsmZKHNAiiFdwaXkr\n", - "dLsaSJvZEgfBRGKHJW48sU6Jq2o2JYoutqN4y0OdHD1aJ414c4DRVUcIIaT8uAhKnBtqzFa4Qu9b\n", - "061s6Do1JU7fF4dXcOH/HkWxEod74MyWuGwSN5nY8CTu6uoEJY4QQggpEy6CEueGmmJa4TQQNqwT\n", - "bo3TD0CY987hf8yzbccGEhbypskmccgoSNx7q2OUOEIIIaRMuAhKnBtqim2FA7g3ztYah7HkME1T\n", - "DonDkCOYRokjhBBC3OMiKHFuqIFkFdMKp4GYYd1wa5wWN1PiihFEJGyf2mYhEncjMetJXHTlPiWO\n", - "EEIIKQMughLnBk/iipEsTbbWOIwvt1eJMwf8pcQRQgghLw4XQYlzQ40eEqQUIG2QNDzQoCXOHBhY\n", - "Y1s3G0jYwfhmUuIAptkkrj+x6Enc7ZW7lDhCCCGkDLgISpwbavQbFkrBbI3T71bFgwh7lThsoxCJ\n", - "u51Y9iQusrJEiSOEEELKgIugxLmhxjaxGPTDDOhG1a1xeHm+7lYt9n47JGxY4uYf5Ja4/pUFShwh\n", - "hBBSBlwEJc4Ne5Y4PbAvnnLVEgfwRodSJU4P+Gu+tcEmcWOJdU/ieldilDhCCCGkDLgISpwb9ixx\n", - "QLe6ma/i0uPP4bNtnWwgYSlxhBBCyP7gIihxbiiLxOk3NJgPOKBLtVSJm13339qgwftUbRIXSzz2\n", - "JO7yytiBkbjV1VVCKp6JiQlyiPjDH/4g33zzjfWaRQ4fLoIS54aySBwecICwAdzPBnHDU6/4Xuzw\n", - "JTpxTYnDNm0ShwyDxL23MnqgJI7BqORAGf3zn/9MDgmQuN/+9reeyNmuWeTw4SIocW4oi8QBPbQI\n", - "/ofEXd+jxOkX4OeTuMur457EjS37GUqJYzD2FpS4wwUk7rPPPpNnz55Zr1nk8OEiKHFuKJvEYagS\n", - "SBvkDRKHz8C2bC504poD/g7d3coqcddXY57E3VleocQxGGUIStzhghJHwrgISpwbyiZx5phxQ3dT\n", - "Y8XZls2FTtzwWxsocQzGiwlK3OGCEkfCuAhKnBvKJnEAr9+CuOn74Up5J6tOXLS+FSJxg6txT+IG\n", - "lhcpcQxGGYISd7iAxH366afy9ddf8+EG4uEiKHFuKKvETSb8LlXNXiQuPODvldiGz/QDuTy1LreX\n", - "HlHiGAwHQYk7XFDiSBgXQYlzQ1klDuhWOFDs8CJAJ270Xm6Juzm/4WXYndUVT+L6lmcpcQxGGYIS\n", - "d7igxJEwLoIS54ayS5x+DddeJU4P+Ht9zh+2ZPjulsfg0mNP4q5Mr3kZNrqa8CSuZ3mKEsdglCEo\n", - "cYcLShwJ4yIocW4ou8TNrPuv4QLFDi8CdOJmk7ih+KYSuHV5b2pNplSmaYm7ujxBiWMwyhCUuMMF\n", - "JY6EcRGUODeUXeIAWuDu3FMJ+aD4RDITWHelhiWud+aBJ3F34o+8jIPEdS+PUOIYjDKEO4lblB9/\n", - "5wdy5YltXsDij+U7P7giT2zz9kT6vp9c+YF858eLoWWyUcBxH2AocSSMi6DEucGJxO0FM4GzSVzf\n", - "3IYncQMLG1UlcZsT1+X69TATshnMzx+fyHx/McszGJlRlMRtXJC/+06L9O1Y5mVAiSuar0blR07S\n", - "IwUljoRxEZQ4N1S0xGHcOUgchhsxJW5g4aEncT0z617GXVuZ8iTuTnzlwEvc4NKXwbfi49uvlmWo\n", - "KOljMDKjGIlb6fyenDp1Sk5deN86Px1KXNEs/jf5HiWOvGBcBCXODRUtcTcXfIkbVOJmStzQ0mNP\n", - "4t6bXPMyrncl5klcJL5UxRK3KRPXx+TB50pU+/v8Vrq+fhlb+UK+xezteRkMpvf190t//4iseJv6\n", - "Vr7anJbBvqBlr39Mlra/wQwvvlwaVPv8Qr5YGZN+zB9ckswj+KN8MDsi/XobfYMyvfmVv9+M+FKW\n", - "Bq/LRMgk087tm49ldig4B+941bF+7s/KfbzY9qAsffGFrIz1e/P9beZJGy9ynwPSoX82kdzu9et9\n", - "Mji9KV98smxsE+t8HayByJ22GfHNtiyp7fd5278u/WNLYi5eWF5gM6qc9wf7LMt5pEfBEvfVtPzo\n", - "uz+UwcULcup7nbISnr+zKOd/UCff/c535Lt1P5DO6VHp/F66DO0snpcf1H1XvvOd70rdDzplerQz\n", - "t7R8tSFXfnRK6r77HX+dv78gG8G8J9Od0vL9V9R0vb8nxrq5JQ7H8cNT/rF+57t18oPOaeMY/HXP\n", - "j16RH53yt//KqR/JlY2vkuuD/Pv/sSx+tZJMkx8vYvqOLJ7/oZzy0iB9vSejP5a/x/bU8fzd3/2d\n", - "4rwsett6ItOdLfL9V4I0QLqZggkRVuf21YpOW7VfPc8CJY6EcRGUODccCImLLGVK3NXYuidxo3cf\n", - "yfDKPU/iLsWjVS5xqgIempftP/pV9t8+V+J2fUhWdH385ZL6nt4S9+3H09LXp6Z563wrf9yeTVsH\n", - "lT6kb3DigXz9N39aZvxVvtj+JDn/b2ob/dhPypCMyCdxf5UHY+rz/Ofib+5v8s3nX8hXwbZyHy+2\n", - "3acEdVAmHnwdrI8oIG3ynAPSAcIzsflHT4i+/eMDGYOc9UGGsZI6ls0JJWCpdfKlbXp8LStDOO9t\n", - "8Rf/q3yCfSpR+8I4hrx58fWKDF1XIvt5kHpfrshIX59Mf+xvpJTzCEehErfT1yLf/dG0fPXn9+XC\n", - "qe9J54o5/4lc+cF35QdXdAvdjkz/+O/ku981JO7JFfkBvr8ffN+Zlh//3Xflu1klbkcGf/hd+f6P\n", - "p2XH+/6VPHmy489b6ZTvf/9HMqq3jW19/3vy42ktWrkl7qv3V2Qj2SW8IedPfTeQLIB1lWCp49r4\n", - "yp+2A0GCwOp1Ctr/KTn19y0h+ftK3l/ZCM5HsXFeTn3XkC5Ly+RK5/fl+z8aTU7bmf6xfP97P5bp\n", - "4Ni8dU6dkr9vSR1vLihxJIyLoMS5oaIlbujupidxeGNDWOKuzz7wJC4yv+Fl4OXlMbkQH5bBxaUD\n", - "LXF+64lB0oZ8UZlIq3lDwpQhcd962xxJ/DX4jvhSltU6eppX6ffPynaWCt0eOBYlElbfzC9xiRFT\n", - "4szId7z+tvtntz1BSUUBaZMR6efgpUNay5c6FiWb/fOfBN8R5jr50zYtlFRmii/uYYSA+d8KyQss\n", - "k35MIh+o49DTij+PzChM4nakr+W78qNAUlJCF8zHvXKmjICdQfmhIVIbF5TUhbo0dwZ/mL079f0L\n", - "6YKT5CuZ/hGE0Wz5UmI2+iP5zg8HA0HKLXFhFn/8HWN7WNeUOvCVjP7oO/LDQUhkofv/jvyfo+mt\n", - "d5mkH2eGxHmtn8Z8D/NY1Hes853/U0YLEDhAiSNhXAQlzg01ONFKAomv0RKHFrmh+GMPvKnh9uJD\n", - "6ZvzJe56bE0m725I5O6SJ3GXF0ZVJi97mT0wsRAUn/KGrdAXyt5a4sIVbz6J8+dniKFC78er9LOb\n", - "jh/f/lG2lydkSAlHXx+6atEtV6rEqc19lZAJdAf2j6gfXap1LP/xZhOzAtImzznY0iEzP8z95E/b\n", - "tNicsHaPmvsoJC+wvG2fer3izyMzCpK4sFDt9EmL+YCDpQUpLCjpohRgXS/fPLT66e5JA7T0JbsS\n", - "c0vczkqf/Ljl7+T73/++13WJrsp0iQuLUyCh/w3bKH7/KXZkpe/H0vJ331f7Rpfp9+WVXBKXts0U\n", - "aeeTKw0tUOJIGBdBiXNDRbfEjd3z3596Y/5RRktcRIkcJO69ifteBk4sP5CL8Tvy7uKQDMwvHtiW\n", - "OKsAeFG6xOXygvzi8K18PK3EZ2RFvvirbiLKJQG2ffqtQenn9jf5+pOEzA71e119CW9WvuPNNj9f\n", - "2uQ/h1IlLvuxhqKMEpe9jJRyHplRiMThgQbcwxUmKT4HSeLQFfq9H8ng+6lWssyWOLvEfa9zRX0u\n", - "XeJWOr8v3/vRoLyfbDULLUeJI/uAi6DEuaGiJW58xZc4DPgblji0yF2ZWpPu8ftK4B55GXkzPudJ\n", - "3HvzUUqcF/79Z+HuNzPyi4NFVvR9WdZDtckNug2znZsvWP68fMebTZzypU3+cyhefvKnbVrovMno\n", - "TlXH9YH/rRCJ+3xeSe9IQu3dHi9E4rwuvVNyQd/LFvDV9I/ku6cuyPv4butOxXAZhqDYulO9Lshs\n", - "AmLbZsDij7N0Z/6gL9hWdokLt8r5996FJU5J2rSeD9K7MIvdv49F/kJdzplCpraTpTv1B33B/ilx\n", - "ZI+4CEqcGypa4iZX/fen9sw+9OQtLHHXYuuexA0tbHgZORZfkwuLw/LOfERuzcwdPonTYqLvlFfh\n", - "3Xyvps1/HDwI8O1f5Y+ffy5fBBaQXxz8e9hwH5q3/t++lIT35GM2CfDvFetT2/SfMfibfLky5j2R\n", - "aT03tb3lIdxH5j8NkPt4S5W4/OdQivzkS9v0CB5sUMeQ9mBD/7x8EmRXIRLn53GfjCW+EL9R8W/y\n", - "zZefyOfGgyquJc6TtZa+1M34SVak83v6AQc87JD+YMPK+R+kP9jgdcmq78kHG/DkZq4HG55In5p/\n", - "qnMxue+v3n/if9ataXrb3oMF35UfJe9Byy5xnmydOp96ylV9/7vvmlKGdb8rrxgPCngPE3z3R6n7\n", - "zorcv48vX6fObwTfn6jvoYc/1Ha/Zz60oFgJWu90GmUcCyWO7BEXQYlzQ0VLHDICAmeKnClxN2Yf\n", - "eBJ3a9bPSGRo3+KsJ3EXZ4YPpMRl3u+kW9YKkDglK58sDXnCdP36kCx7y34rf/xgXkb0kBSKvqFp\n", - "+SBHpR+Ob7/A0B3B+t7wFNtKvLJLQPoQIn0yNPuxfDDfH4jE10qg+oJj1PM/CIQPket4S5W4/OdQ\n", - "mvzkTtuM+NvnsmwOMTIyLx+HhhjJK3Eq/vZ5QiYGdfr6Q7QsB0O0uJe49Acawrx/4VTqAYcn09KZ\n", - "HGLklPx4dEWu/CBdZDAsR3KIkVM/ltGVK/KDXAISHmLkVGqIEQwTYg7x8eNRc+y67BIH4RxU23wF\n", - "XcLB8CIbfT9Ml7jvdcr0Ru4hRorZf5L3B5PbxDqd0xvS90NzOTzVGxzbK51BKySGJTGHGFHpZraK\n", - "UuLIHnERlDg3VLzExdY+8gTuSmxDrs8FIhdI3K15X+KuTieSEhddvC+/mh+UrhlVWU7PBMWnvGEr\n", - "9IWSS+IYjEqIfC1xpLqgxJEwLoIS54aKlzj8D5G7NqP+AtciF0jc4OJDT+K6x1eTEoeMvT4/7Unc\n", - "29MDQfEpb9gKfaFQ4hiVHpS4wwUljoRxEZQ4NxwIiQPTiQ99kZt+INdnN5ISd2Uy4UncnaUHSYm7\n", - "M39P3p4ZkPPTN4PiU96wFfpCocQxKj0ocYcLShwJ4yIocW44MBKHjPBELvZALk+ty425B57E9Uzj\n", - "CdVV6Z/1MxQZiwwemFlgdyqDUUJQ4g4XlDgSxkVQ4tywjxK3pRJ5SiXk/bTpZgKHJQ6MrWx5EndF\n", - "yRskrm8GT6iuyrWp1TSJQ0Yjw12ErdAXCiWOUelBiTtcUOJIGBdBiXPDvknc/PqMSvC+gFuB0D1K\n", - "S2CbxCFjrk6vey/AH1jYkP45PNywKt1j9yhxDEYZghJ3uKDEkTAughLnhn2SuA89cYPAza1FApHT\n", - "RFTibnoJnE3iBhYeehKHIUbw7tT3Jlblwug9ubOwRoljMPYYlLjDBSWOhHERlDg37IvELTy45wnb\n", - "3FrU+44WOL9l7pbM3L+h5q96CZxN4sbubXoShxY5SNzVqYQncbdi9ylxDMYegxJ3uKDEkTAughLn\n", - "hn2RuLm1YU/iIHPm9IUHC57Eza/PewmcTeIwHffE4d2p6E69PrPmSdy1yRVKHIOxx6DEHS4ocSSM\n", - "i6DEueGFSxxa3fxu01uWefc9iZtNjHgJnEvi+hc2PIm7HluX/tl1T+J+NXL3QEgcIZUOKnZyePjs\n", - "s8/k2bNn1msWOXy4CEqcG164xOEBBkgcuk8z5295Ejdz/6aXwLkkbnT5sSdxlycTMjD3QC6Nr3gS\n", - "F5ldrWiJI6TS+cMf/iC//e1vvYpdg5YaUp0gf5HfyHdbeSCHDxdBiXNDTolbeBBXLKjPH2bMKw08\n", - "0OA/wABhsy0DgYPI4eGGXBI3c/99T+L0u1MxxAgkrnfSz2BKHCGlgS41VOhomdGgq41UJ8hf5De7\n", - "UonGRVDi3JBV4lLdnrh3DSJnX64YIIV+K9y4dT5AV6r/cMNaTolDRvV5w4vcl97YmvTFEp7EXRyJ\n", - "U+IIIYSQEnERlDg3ZJU43e0J5tYGrcsUC7aD7YUH+DXBQw364YZ8Encn/siTuCtT9703NrwbvSvv\n", - "DC/J4MwKJY4QQggpARdBiXNDFonLHMctl3gVAtbX27PN18yvL3sSN7c25mWETmybxMXub3kSh8F+\n", - "b80k5L2xe57E3Zi4S4kjhBBCSsBFUOLcYJU4cxy3QrpACwHrYzvYnm2+ZuHBQ0/iMOhvPolDht0I\n", - "XrvVO31feiZXPIm7FF2ixBFCCCEl4CIocW6wSlx6tyda5XI/jJCfLWMbuR+SQMJC4vzWOP/NDSCb\n", - "xA0vPvQk7vLEivRNr3oS13V7QYZilDhCCCGkWFwEJc4NGRK3uLHuyZbZ7Zl7WJD8pFrzpqzzTZCw\n", - "+uGG2cT9ZGJnk7iplU1P4jBOHCQODzZA4vom45Q4QgghpEhcBCXODTXhtyZoYTOfSM01QG8hFPJA\n", - "gwYJO7cWCyRuNpnY2SQOGdcT81+7hTc2XBlb9iTuvZEFShwhhBBSJC6CEueGGl/YtMiZ3Z7pXafZ\n", - "XpWVj2IFEAmrH26YTYwmEzuXxA3OP/Ak7pISuJ6Je57EvXN7jhJHCCGEFImLoMS5wZM4gG5UtL7h\n", - "s63bM/Www3DGvFz4L7YvvCsWCasfbpi5fzuZ2LkkbmL5UfK1WzemVuSdoQU5H5mVWxNLQfEpb9gK\n", - "PSGEEFINuAhKnBtqUuPB3VInrrs9160L62FH0Lpmm2+j2HV04voShzc3+N9zSRwy8MqE/8aGq+PL\n", - "cvHOkidxV0bmg+JT3rAVekIIIaQacBGUODd4DzakRC73OG66VQ1DjxR2f1thY8OZ6MSdTQx5Eoc3\n", - "N+B7PomLzK15Encpelcuj8Y9iTs/EAuKT3nDVugJIYSQasBFUOLckHw6NfVAQ6573lL3zPnc8tbL\n", - "1sqW2mbuseFMdOLOrU16Eje/vuR9zydxY3c3PIn71Z0l6Rn3Je4X/ZQ4QgghpBhcBCXODWlDjPj3\n", - "reV72f2WJ2X6TQ4aCFv6cqm3PoQfksiFTlzIGyQOMofv+SQOGanf2ICWuMsji9I9PBcUn/KGrdAT\n", - "Qggh1YCLoMS5wTrYb6GgBc7vYvVlzRS51IMQ0bR18qETF92okDh0q/rf80vcrdh9T+JwT9y10SXe\n", - "E0cIIYQUiYugxLlhTxKn0fe+mSKXes1WsUOSpBIYEgfwuRCJu7Ow5knc20MLlDhCCCGkBFwEJc4N\n", - "ZZE4oFvefJGbTX7O3z2bjpnAGGIEEodWuUIkDhmq39iAwX4pcYQQQkhxuAhKnBvKJnHAFDlf5vK/\n", - "ZiuMmcCziQlP4jD4b6ES1zvpD/Z7YXieEkcIIYQUiYugxLmhrBIHTJErZBiSMGYC47VbkDi8hqtQ\n", - "iRueT3gS1zXIceIIIYSQYnERlDg3lF3igC9ypb1n1UxgvAAfEocX4hcqccjYd4cXvSFGLvHpVEII\n", - "IaQoXAQlzg1OJA4U81YHEzOB59Y2PYnzu1RXCpa4a8E4cb8anA2KT3nDVugJIYSQasBFUOLc4Ezi\n", - "SsVMYD8j/PHiYqt40vX9giRucGaFg/0SQgghJeAiKHFuqHiJw//oTo2tXlcyd6cgiUMGv3N7jhJH\n", - "CCGEFImLoMS54UBI3OLGByqD+jyRw8MOhUgcMhoZ7iJshb5Q/vSnP8ni4qIMDQ1JJBKxgnlYBsva\n", - "tkEISYe/K0LKh4ugxLnhgEgcXsOV8CRueqVXZdT6gZW4hYUFryLZ3d3NCZbBsrZtEELS4e+KkPLh\n", - "IihxbjgwEoeMmE1MexI3vdKvMurxgZS4wcFB+eqrr+T3v/99xv+rq6vyH/7Df/D+x/fbt29bt7Gf\n", - "7MR6JbZjTNuMSGvDUampqZGjrVHZNZY9EMTapaaxW7Zt8/bCbkIi0c0Dkx5p+eoqTRyS63cV/n9/\n", - "f1fb0t1YI+0x27xCKcc23LLd3Sg17THrvINGxjXvEOAiKHFuOFASB2KrgzJ1T4ncvaEDKXE3btyQ\n", - "zz//XHZ2dtL+/+ijj+R//V//V2loaJBTp07J+vq6t6xtG7mItddIzfE2ie2G5+HC3yjd2+Hp2dmN\n", - "tkpj97YxbVt6m2qlJbITfN+RSEuN8f0A4kpY4u1SW9cpCdu8iiOUrwdQ4rL9rmz/F/+7Kqc0VbbE\n", - "bXbVl2W7ZZe43ai0voAymf+adzhwEZQ4Nxw4iZtff6Qk7obKuB6ZXhk9cBJ39epVefLkiWxvb6f9\n", - "/8Mf/lD+l//lf5Hvf//78rOf/cybfu3aNes2cgGJO378uNSpC2h6K1DxEhdvPx66oIWJSXtNcdus\n", - "OA6gsDjnAKZJtt+V7f/if1eHReKUsDSXZ7tllzj1R9HxF1Am81/zDgcughLnhgMocR+qjELGXZfJ\n", - "5WuK6IGTOFQkjx49kh//+Mfe///yL//iyRv4T//pP3nzAZa1bSMXkLi2SFTajtdJe3zXmJcpcbuJ\n", - "bmltOCa1NTVSc7RBWrsTgfjtSLStUeqO1kjtsXqpr1d0xoNtBBf5zW5prvO7UX0a5ZdvNUtNS0R2\n", - "kvtUqL+g22obpGvTmOYRHE8iLp1N/jHUHmuSjlj6X7z+Mfr7sc3fiXUkjyNzPiSzXaKbvaku34ZW\n", - "tU8jXTKEZUdiHU1yrBbndFQaWrslkdGqqVDr1dZ3yWba9E3pqq/10ye83c2ItDfXyVEvrXJsNyDX\n", - "eaOCrO+MSKS1wd9e7TFp6ojJtnee2dJyUyLtzV6eZqZDSAoOqMTp300+iv9dhaUJ5apNlSvcSqDT\n", - "W/1+IpvGOulls+ZonbRFkd4FpPV2tzSqchtLTtuUXp3X3u80Jt0t6bKV73dishlplYZjtcnjala/\n", - "7d2/JKSrsd4r90fr/N98awQyY/tDLZweapu9apte2fLLdqy7JSRxuX5XudNzJ9omjUhHVc69a1F9\n", - "p8ST2zXBPnQZr5VjTR3p3aBI6/ZoxrH6x1HANS/YTvbrJsDywXVN/96TaRwss2vMw3E2tEhvxvVx\n", - "f3ERlDg3HEiJw/TZ+2tK4HplPH5VJu+OHCiJg7j9b//b/+ZJ29///d8nBe7111/35pVe2fgSh78k\n", - "d2NtcryuXeLJC2VwcdEX452ItBxtkq5EcLHf3ZTuplq1bqoi0tvS3zMvaKELvCdszdJrXDh31QW4\n", - "trk3Xew8/G3VqGOM6uWVGDbV1klHPPgeHGO3vsBtq4u8ktPk/HiH1NW1SSR5TlFprzsubTEtJzg+\n", - "dVFu6pbNIB121IW8rrZFIlnu/4p31HmtmP7x7kiis1Fqw2LqEZeO4/XpcrrZJfXHO/wKJlw57yQk\n", - "vq2Pa0cJGNI6y1/8ec7ba+WoUZKuK2p13m3Ha6W2rjWZFv55miKgziWuykXwfUdV5LXJ4wvla/jY\n", - "DwAvXuJq5WhzlySSZbdLiZdRrlA2a5GHQZ7vbsuOVwYLSOs0idtVv0O/ZV2Xwc3uZjmqZCi5jXy/\n", - "ExN1nA3HlTDp49zdkc1kuQyfJ8gvcbvqHHCtSQoT/sA7qiTRkLjcv6sC0rOAMuntoy2SXGYnqn4D\n", - "5q0l2IbaT5O6xuk/VmPtdWm/77zXvLzXTX/52vr061Lb8eNBfuwqWVTLd6Wus7ubqmwEnysFF0GJ\n", - "c8OBlThk1IwSufF4j4wvXVH/Dx+olrh/+qd/SsobaFSCNTMzs8fKxrwIqYuFEoW6dv0XIC4uqYvx\n", - "ZleD1Kb9pawwJURRtMR569RKQ/IChWOokeZeW6uAv62wyOCenOMd+As4aHEyLnYgrrbvTwsuhqH1\n", - "cU9LqjXQrxzSKyX/mOz3f6nla1slmhRfxXavNNWEpgXEO46nHZ957PkqnVzdTbnPO1g3tO1YW01o\n", - "HVvla5AmCqF8LaDCrDT2Q+LSy5W5jL1sZi6nsKW1mTe4FywjH/EHRGob+cpLGt5v3JC4NMLnCWzl\n", - "KHSu6vcUPlf8NlLlO9/vKl96KvKVSe8PyPBxWn7raX/YKLz0Tclivmte/uumv3w4PdKvy+qzLW8q\n", - "CBdBiXPDgZY4ZNj0yn0lcddkdPGyjC7cPjASB0yRu3XrVlpFA/Ymceo7LlDJli1cXFIXucyLFUi/\n", - "YJcicWiBON4QdDPir9YsApS5LR9Pwpp6vYs19u91+YTxLqL29dPlxFYB+bJVq+TW+25WDt66lv1Z\n", - "tuGBc012qaIrVf+1rQhXOttR6WxRlW1dnd9Vg+6sLBKX+7ztApiZV+Fz35ZoZ4s01tdJndclhe4g\n", - "SlxhFFDu05bJUjYzllPY0tosw2nlWZO+jXzlJZ1dSXQ1y7Gjx6SpvVtiyVY4YDvu0s41rYzm/V3l\n", - "24ciX5m0plPoOKzbCG6BCH63+a55mfOBefz29EhbDz0GDUflaEOLdEYSFdcKB1yEKXHFQonLzoGX\n", - "OGTc9L1VT+JG5i7JyPxgRUscCqRZoUDkzp07lzZNg2Vt28hF+CKzE2mR2jr8lYiLS+pCmf9ilP+C\n", - "Zr/4qotigy8z3r7bsg07Yr/YhSUu8xg19vXTL+a248sncZkVQXZQAQRdqvhr3LxHztwuZLa2UTrj\n", - "qRZJm4hpcp93KRKHp4hrpbEznqow0s41lJb5KswKJPy7ykXxv6tCyr25TJaymbGcwpbWm0beWMtk\n", - "+jbylRcru9sS626XxqO10pC8X8t23PbfeL5zzZS4XL+rfOmpyFcms+yjIiUuYCcRkc5mdS2qa0l1\n", - "vVYILkKL2F6gxGVSFRKHDJy4O+tJ3PBst8rkwYqVuNHRUQ9b5WKil7NtIxeZFwu/Am/oiqqLS+pC\n", - "iYubtVugtn1P3algp7dZjndEvf2GL2Yp/G2Z9+ABdMPoLkl0XdTkGHsOXbfhC6Mpgf7x1Uhb2jHs\n", - "eE/gWbtTvS6Z0H1uecAxotsKYpjqRlaY27VUHundTenkO+/iJc6ST2hFrCKJc/u7KqTcm8vYuxgz\n", - "l1NY0torwzpvrN2pEI/UNvKVl5zs9EpztnLgYTlX75hynyt+D8kymvd3lS89FXnLpNpGlu7Upt7g\n", - "2LCNmrZ00fPOv/Du1PzXTVsa2rabAteCbPP2Cxdhk7JiocRlUjUSh4wcW5z2JO729AUZio1WpMR9\n", - "8sknXiWC1gB069jAPCyDZW3byIX1YuG1BNVKrXmR061DoRt0TRHxhKrNHKokfIGyXXwV2PZxta5x\n", - "f10m/rbyPtigvrdFUjfk724nZFMvj5vHj6du5vcfbKiVVu8pQEzD8RX/YENtU5fE9Xzc+L2Z2n8G\n", - "6gLeUN8szfWhJ3DN7XoXeXWcwTZ3El0ZN36nkee8i5c4v7WhVYvrTkK6mo9WVXeq299VIeU+fZnd\n", - "OG6qx1OH+sGGHdnewefQttCC5D0AEXxXedOpfoepvFEi0oZ7W1MPNmxH2lQZNraR73eSgx31G2pI\n", - "jmfoj/uY/ocVjtd/GMD/jocSmtS1xDhXPLxkPtiwHZE29Ts0y2ju31X+9PT+6LCOf5kC+zjeGnqw\n", - "wbwXz5O43A825L3m5b1uhpYPyC5x29LbcrTixqFzETYpKxZKXCZVJXHI0Oj8lCdxkclfycD4xaD4\n", - "lDdshb5Qnj175g06+pvf/CYnn332mbesbRu5yHax2O5VF97whdIYkgKPyrd0GY/Bg+DeDdy/ctRr\n", - "HQtfoLJIXPAXcPImfyv+ttp6Y9KRY4gRb2iOYL7tcfydeGfaECPtUbMC8o+vM5IafqGQIUbiXS3B\n", - "EARIlzpp7khVoJn455G+DUXadnclriq+tOEVYqpSyiZxIMd5Fy9xkIpOaQqGlfDTQKX78eqROLe/\n", - "q0LKfXgZ/MEQGmLEq6gzl0sN+YF8VrKfiEhrUuIUuwnpTg4xUqd+pwmJtodaufP8TpKoPyAa9TEF\n", - "+zOX28WTpcGxNOsWrIyhPxISUb/v1P53JdGdGrajrqVLEkqg0luscv2uCknPHXXOOg2y/XGo9tFp\n", - "DjGC4YWM+V657pSIcawZQ/3kveYpcl43LcsrUr9PJcpt/lAuyXQwb3OoEFyETcqKhRKXSdVJHDL2\n", - "zuyEJ3H9Y28Hxae8YSv0xARPz9nGhjOxX+zKSzbJJIQcOg7gHyf7hYuwSVmxUOIyqUqJQwYPxyZk\n", - "cGo0KD7lDVuhJyk2u5vkqHVsNRNKHCHkBUKJKxgXYZOyYqHEZVK9EqcyuhLviatmvG4+rxuj0xhk\n", - "OBuUOELIC4QSVzAuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYs\n", - "lLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgI\n", - "m5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGE\n", - "VAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3Q\n", - "E0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCn2hrK6uEkIIIc6w1T3F4CJs\n", - "UlYslLhMKHElhK3QFwp+YAwGg8FguAhKHCVuXzETmBLHYDAYDEbhQYmjxO0rZgJ334omP1PiGAwG\n", - "g8HIHZQ4Sty+YiYwJY7BYDAYjMKDEkeJ21fMBKbEMRgMBoNReFDiKHH7ipnAlDgGg8FgMAoPShwl\n", - "bl8xE5gSx2AwGAxG4UGJO2QSd6l/VCoJiJuNizdHfPruyAXFuzeG5d3rQ/JO7215p2dQ3r4Wkbeu\n", - "3JJfXr4pv7h0Q9682Cud714Lik95w1boC4USx2AwGAxXQYljS9y+YktooDODLXEMBoPBYNiDEkeJ\n", - "21dsCQ0Oj8R9LctD12Vo5evge5b4ckkGB5fky+BrODYnrsvEZvClkuNv38gf//pt8MVB5EknBoPB\n", - "qKagxFHi9hVbQoNDI3GQjqEhGRpaVjqXI6pE4r5cHpT+2U+Cbw6CEsdgMA5RUOIocfuKLaHBYZG4\n", - "z+cHZezB1/JgbFDmPw8m2uKAStxfH4y92OOixDEYjEMUlDhK3L5iS2hwOCTuY5nun5aPv/VlZ9C0\n", - "uG+/kJWxfunr65f+fiV6sxMyZMjJNx/PymBfn/T1q/lDszI7lkXi/viBzA6p5bAdtXz/9KZ8483Y\n", - "lAm176XZIbV97EfNG1uRL2w9nd9+JZvTg/4yYGRePvY34kvTyKwsKQn1t9MvY0vb3j7++MGsDPVd\n", - "l+veOfTL7MdYfFAGl4KzKGq7fTKoNqBnf74y4q/Tj3MbkWV94FklDuc7K4kVlc7BcY6sfCKfLOvv\n", - "6dv/ZntJxgZx3Nj+kDr2YM43H8vsoJ/u3nGr9PyjN9nPD3/5fpnexFQVn6/ICKYFy48sfyH+kX4j\n", - "Hwdpj3WuX7+u8nFMVlAEvHQJ5mGb2fKFwWAc+qDEUeIcsSUjw9Myct82L4UtoYGfGR/K1Oy8XLs9\n", - "JT3Dk3I1uiITgcRNzM1I93X/SdV3I4sydAAl7tuPp5UEfOxX6t8GQufNQQudqsBnt+Vv3rdv5Qsl\n", - "P9e1nPz1gYxdH5HEH4Oa/ZtNGVOyZG/x+pv8NXkPGu6/GxTfoZTUXO+Tsc2ktkhiRG3jg+CrEeFj\n", - "+aMSzr6hFb/7F9J0XW1TW8bfPpd5JTlqcS8gbeZxmRJX1Ha/3ZZZJbPL2v/++tdgPfVZpWOf3kku\n", - "iTPP95uEjChxGkn8MUh/Y/tI38FZ2dY78JadkE21II5/JKHTTJ3u37DQl7I0qPIjOflvanrw8du/\n", - "yl9TByrTfWo7+IzjNLrQP1Fpoe+LROts8rjUv9uz/SnxZTAYDCMocZQ4N6zclVuxZbk1/dg+P8CW\n", - "0EBnxmyQQcioqelxuTEPiVuT/v6YDAUtcYNDg3Jp7KBJ3F/lwZjfQuO3xvgtNdNollNSsDzYL/Pm\n", - "rWOmnHwwIddHEmoLqcjWnfrtV6qgjwypdYP99JkSN+aJiY6wcPmBY4FMBV+9wLqGjISkCcKppSO7\n", - "xBW2XXP25oQ+9m9kexktk34r3SBasgqSuGDbXkC89PYQxnekrxI+nS8+I7Ki5n37xYqMqe9D00vy\n", - "wRd/TYrWFytjapkhmV76QL4wHtz4ZntZJobUOWMbKg/69DF8Mi/9Kg+19yHNfIlDulz3WvPS9o9m\n", - "TAaDwQgFJY4S54CPZWJiTkZVoo6OLsrERjD9XlxVtnHpG1lQTMn12GOZR+Im7sutyVUZVtOujiVk\n", - "Tk3TmWF2p05MTUjfgpK4u0tyaUhVjro7dWJU3h5aOlgS57X2zEvabXBoURp7oOQsEArTYEw52VSS\n", - "MbYZCIQfdon7XOaVAMwmm5RMcQlLDXaRTeJCQmmua5GtwiUu/3b9rfihJQ5dz9dHVkQ3RHrpUW6J\n", - "0y2C1vibfPP5B7I0puRK5Vdyub99I59/sORJHu5z1C2mK6kDNY7hG5XdSuqUHI4MKRFNdpkiXSDz\n", - "3kIMBoORMyhxlLjys74mfRMbsqg+L95dlP67QeIpibtstMxNT09L5J5KXCVxvarSjBmJnSFx95bl\n", - "2p0VmUR3alxJ3PC9lMRNTcmFwYUDJXFfLw9Jf8aTDOhuG5MHf83savxKLZ+1O/VvH8iEtTsV20uJ\n", - "yrdfKMFBF6X3vVCJ86enjkXpx2au7lR0S6Z3p5pdgeb3vNvNInFfr6i0UAfq7/EbNb3MLXFe+uJB\n", - "E31k6rT+qlvdjEAXrO4eNeLb7Vm/e/frFRnCPoMVv1GymWyJU9q7NOjndTiQ95D5pPsZXbJfPpiV\n", - "peD+vL9+vKwuYv49duZnBoNxeIISR4krO/OLc3J5aEquBVweXZN5zENL3MIHyeXmFmZkYFklLiRu\n", - "8mFaYqdJ3MqqXB9ZlimVYci42PJdtf2D3BKHe9P6rU+jevdGLSuNCT/YsDwvY4achB9sWJ61C9jX\n", - "DyaCBwD81p7l6aGiJU6+/aN8MDvkdfdiW31qf2kPICgZmTYfbFj+PClm8mUieWN/5oMN+bZrlzj5\n", - "6yeypB/W6B9SP+QlGSqnxKn42+fLMobjVvvwjm/Cb3H70us2xX6DfFmBOH3p5VVyukqPFU9q/yqf\n", - "LAXnp6YPzSbUcQfH8O3X6nx0/vr7SD5YYaaLdwwqz7yygi7469IXGDJkD93qOC7zM4PBODxBiaPE\n", - "lZkt+f/bu7sdN6osgMI8Yp4iz8XkAgnBAIKZVsKEJkACnb9mwiCNEBKPwW3R2+7jPq7edWw3XSlX\n", - "+VvSUqRWrk5taS9Vle2zs4vuvPrb+fmz9QccriLu0Te/Vn+v7sQNRdyb190nj99051cXKi7YKuIW\n", - "8U7cQhiMJrSIDyvcfKgkiDtzdVQCwG5EnIi7X19fdB//8P/tv719030cj1GvIu6jxy+uouxF91nv\n", - "nbg84n7p/vnpWffhF193jz5/0j2K31p9crm6gE+fP+/+MfNPpy4CEXcH/uwuz+Jdxerh5+oTxvnj\n", - "VQAYQsSJuPdn73FqmB10WC7G6nFqvBO3dSfOb6ceDSLuTqw+5Vo+MXz9CPbHP+o7cwCwGxEn4t6f\n", - "Ig4AgHtDxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBG\n", - "xIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0O\n", - "OhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0\n", - "EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKz\n", - "gw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAA\n", - "bUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU\n", - "7KBDEQcAQBsRJ+KO0nLo/ZB79vYq4q4u3vmrX7v/XLzrvv7xv93j52+7f3/3qvvq24vr8blfsqHf\n", - "VxEHABiLJUdc7PTY7bHjY9fHzo/dHw0QLdAPuCXF2pAi7g5kQ7+vIg4AMBYiTsQdpSIOAIA2Ik7E\n", - "HaUiDgCANiJOxB2lIg4AgJyHDx+u/hVxIu4oFXEAANymBFwg4kTcUToUceVrRvoRd/b96+5fz15e\n", - "j8/9kg39voo4AMB9UQdcsOSIi50euz2LuOzrRUTcEblPxD19+YuIAwCcBP2AC04p4mLni7jkj8do\n", - "HXGbkBuMuEsRBwBYLP2AO4V34m4i7nIw4krAibgj824R9+p6fO6XbOj3VcQBAP4OQwEXzCniHjx4\n", - "MGj2/2Oni7htFxdx8TMccYHLT2+NQTb0+yriAAB3pRVwwdzuxO0bcGH5ya3Y8bHrRdyMIi68FXE/\n", - "/7aJuOz3U+NTLGOQDf2+ijgAwFjMLeLCfQIujJ3e/N3U6n24EnFZSyzJRUTc6mtGSsRdvFtd4Hjx\n", - "8VgjjiTJscx2zyGOQRZltbsCLixfL7KKuKtdXyIuGkDEzcC4ICXkSsTF7dN+xNXvxY1BNvQkSS7B\n", - "Mcii7FDr9+H6ERctUEdc6YWsJZbkciKu915ceaQ6BtnQkyS5BMcgi7JDrR+l1u/DibiZOBRxt96L\n", - "29yNe3s9PvdLNvQkSS7BMcii7FDL98PVd+E278OJuOO3jrg65PrvxdV348YgG3qSJJfgGGRRdqj1\n", - "Xbj6UerQ+3Ai7sgcirj+I9X6btwYZENPkuQSHIMsyg61vgvXepQq4o7YOuTqiKvvxtXvxo1BNvQk\n", - "SS7BMcii7FC33oWr78Kd6KPUcNYR1w+5cjeufqw6BtnQkyS5BMcgi7JDrR+jugu3drYRV0IuvRtX\n", - "PVYtd+TiNmw8T48XI+MTLvFR5fjOmTC+BXrty41ffXvR9Mvzn0iS5IDZ7gzrXVv2b9nHsZtjR5fv\n", - "g1s9Qq3eg6sfo7buwoVZQyzNRUTcXiF38a4Xc5eboCtRV1sGasib8CNJkn2z3Rn2923Zw7GTYzfX\n", - "8Ra7e5+AE3Ezso64XSFX3pEbirmboCvGEO22DB1Jkrxttju3vdm9ZR8Pxlv1CHUo4OqIy9phic46\n", - "4voht4q4HSG3FXPXQVei7hDLwJEkydtmuzOz7OGyl0u87Qq4EnH9gAuzdliis4y4sL5Yu0Kujrl+\n", - "0JWoq90EXssydCRJ8rbZ7ry2v3frnbwJtyreBFzubCMurC9aHXKbmIuLncVcFXQl6g61HjiSJLlt\n", - "tjuHrHdy2dO34u064MqeP/WACxcTcWEacr2Yq4NuK+oOtR44kiS5bbY7G9a7uezrOt52BVyYtcKS\n", - "nXXEhf0L2A+5rZirgq6Ousx6mDKzASRJkmuz3RlmO7dY7+h6d9c7XcDdOPuIC/sXslzgYn3x66HY\n", - "WA/NnmbDR5Ik12a7c9BkN9e7u7/X+3s/a4NTcBERV+xf1LB/4euhyMwGKTUbQpIkuTbbnZXZDq7t\n", - "7+9sx2ctcEouKuLC7CKH/WEYMhukzGwgSZLk2mx31mY7ODPb6WHWAKfm4iKumF3wvtmw7Gs2kCRJ\n", - "cm22O3eZ7eq+2c4/VRcbcX2zQfg7ZsNHkiTXZrvzLmY7nWtPJuJaZkOzy2xgSZLk2mx3DpntZu5W\n", - "xJEkSc5QEUeSJDlDRRxJkuQMFXEkSZIz9IOnL//XkSRJcl5+kH2ihCRJksetiCNJkpyhIo4kSXKG\n", - "ijiSJMkZKuJIkiRnqIgjSZKcoSKOJElyhoo4kiTJGSriSJIkZ6iII0mSnJ2/d38BvswId5zZy/wA\n", + "iVBORw0KGgoAAAANSUhEUgAAAnEAAAJnCAYAAAD4AgW+AAAAAXNSR0IArs4c6QAAAARnQU1BAACx\n", + "jwv8YQUAAAAJcEhZcwAADsMAAA7DAcdvqGQAAMmTSURBVHhe7L3bb1zHve/Jv4J6k4E8yHkR/ETo\n", + "JYSADAFjAwT0QmxjwAAegDgQAs7Ac3jORIO9d86czRNsbZ6dcxTGO5FpxxJlXUiJEtkUKTbvzXuL\n", + "ItWkKIn0LVR8oRUnppWLE00GBn5T37VWdVevrr6yS2w2vz/gI3Wv+6qqXvVh1Vq1apYe/loOKosb\n", + "H6ex8OAjj/n1Dz3m1j7wSbzvMZvY8pi5v5kktloiK48JIYQQkg1b3ZkDs27W9bWuv3V9rut3Xd+H\n", + "PcDmCtVMGSTuAxmdXJLbK8H3jS2ZWN6SxWD+3NKy9M48NpYvH2bG6QydiSdkPBEInCFvGdJmFLTp\n", + "e4+KZmr5YRWyIjcGZiSyZJtH8jE2NSPd0RXrPOKGiblFuRqZku6BKbk8cV/GZ+/K8N1g/ty8dA8t\n", + "yVhoHULIi8FWd2bDrJPDUheWuVwiZ3OFasaTuKmZJemNprg+fk9ux7dkQS+4tia3oqsypb+nEZK4\n", + "lVXpHUvITDDflcSZmaYzcn59S+6Mz8mthU27vBnSZha0yeWNNCbuPshPfL2CuC+3BiekN2aZF5uR\n", + "C4PzEg1Pt6Ly6ua03Jq3zasG/HS6cDNEwemTm+jEtFy4s2ydd2iZn5fLZlrfmpTLt+dkcMGybNHc\n", + "kxv9k3JjRn9PyK3bE3JtKuF/L6rsE0LKjq3uDAjXu2adnCZ1NpkzWuUOu8glJe7W0gfJifOraxIZ\n", + "W5KBux/604qRuBAuJM7MrJTApXefaoHT8maKW5qoBYVtfKk4xhbXKogVuRkZk2vTlnnTMXk3Mid3\n", + "wtOtxOVa36TcnLPNqwZypFMZuDM2Ke8Ox63zDi1zc/JeX0wG9feFexIZnpB3b83IkLlcKYS3Haao\n", + "sk8IKTe2utNGWPpMqUsKXSBzFLl0rBIH5hbupuSr2Ja4yTWZC+b7Ercuk3PLct1r6YvLrblHMp9c\n", + "/7HcxrY3HsvwZNxrCfS39aFMqwv+zdGghXB0WYbv+VKJDJpdvCt9CypTsf0783JtbFWm19Q2RufU\n", + "uaQEbkqJyY3b0153S/dATG7E/L/SUXDG5ubl6sC4/OrGqMeFyIxE5u/L6EJ+ovOrFcRdudEflSsT\n", + "lnkTk/JOf0yGktOWpX9InfP1qLyjuBBRleCcnrcoV66PqzQKvmPdwQW5PTohF27Ylj9o5EgnlS43\n", + "1bzuO/HUtFhMuq9PqPKK70ibSemfnpXLN/20+NXNCbkxdS+5/FB0XKXXYmr9OVX2lDTa09pfvlv9\n", + "HobGgvRN5lOuPDpgeGmo0i1t+oJRzpAn+Bz3BBvn3B296y+XI/2GVdm8GJRJH+wjlL9FlX1CSLmx\n", + "1Z3pJJKY4qeFTstcLpHL1rXq+0X1k1XiZhaUUM2WSeJURXVbCZh3n9zGBzKuLtg35jaD9SFxd+Xm\n", + "5D0ZSZgJ/7HMrW7J/Ib/ffF+Qm6qY5gMMggS1zu2pCrRBzKzpu+Be6Qqxlm5tegL3PTdu9KjxOzW\n", + "gt/yNr6wJNf60e24pgqNWv/WmLrgL3uFbWTungxN3ZXhuRX1eUXuzN7LyfBMJaEkt29Y3huzzBsb\n", + "l66+KRkMvvcP3pF3Bmbltvc9Lv23o9J1MxZ8n5P3eqLSq8QkuW7PsFwcWvC/q+X7Bu4Yyx80cqQT\n", + "UMJxsVef/6L03hyWS6ps+vORNsPq3KckEvOXvz2qpK1nVAmI/31wWKXlwFywvCrjav2LQ/NBWi1L\n", + "ZEjNN/ICy79zY0QuID+CbYDceXTAmJqSCz3jctOcFpuRSyhn0/iOPLkj7yohe280nlqmgPTL3HYo\n", + "f4sq+4SQcmOrOwHqWJN06fOFLqvM5RE5LXGHReQsEvex153ajxaClSAR9ipxxneP+2vSN3ZfYt53\n", + "SNySRJY/Ss23guWUcCnR0xJ3bVQdk8o4X+DQhfpQbo/MyM0FJXAqs3Gj+Xvjq6mWN1UwIkOjcuFO\n", + "XBUcJXSqAr08pitpsJxkKHY3J7enlZhWDPNy7fptOX81C9fHZcBbbka6r0JSjHUnJuTd5DTMvyPX\n", + "xoN50VG1vpIUvSyYmpaLV0ekZ9KYdmCwp9OvbitRCJYZGB6Rt25MyI3bd+Stm9MSSa6LtLnttZyl\n", + "tqek4eZteXd4wfs+oNY5f2vGn6cE4p1w2k3PyeWeIU9Wksv3jMmttGXy5dEBY3xcfmWkw+DUnEqz\n", + "ITmv0tgvk36evK3kN229AtIvvG29rWQeofwWXPYJIeXGVncCs64NC5+WOgidKXOFiNyhljjzwYYb\n", + "U6sythrcDwf23J0auidu46EMKiEbXcd3X85G14z5Hh9KLL4q/UoobozFpU/9f92QOLQUXpt+6GWc\n", + "lriZ+5C4mPTNP/Yyezg6KQwGg8FgMPY3/vjHP+4ZLXJm12pY4g5bl2rW7tQ0nEjcPRl/gO92iYvh\n", + "fpjYhswF3anhljhP4qbU/GQrHO6DU9u9A4l75GX27TsTQfFhMBgMBoOxX2GTsmLRLXL6Hrl8rXGm\n", + "U1QrL0biJvJ1p4YlLrRN8OCB9I/c9SQOmRSWOGRmbHVDIsPTcmPuodePfmeULXEMBoPBYOx32KSs\n", + "WLyuVVW3h7tVD3Nr3IuRuLQHG7ZkZGpJbi5sBevbJO5jmYipZeaDQYM3PlDf49KTReL8VjgMJfJA\n", + "IkNTcn12wzP2sfn5oPgwGAwGg8HYr7BJWbHgHjnz/ri01rjDKnGTG+4lbiC+lWeIEcs9cWsPZHA8\n", + "uE/PG15kS+0nJXGx+SW5OvUg2ZUKI9cS1zvzwDN23BjJYDAYDAZjf8MmZcWCOt1sjdP3xh3mLlWv\n", + "Je6goDMFGYSMSu9K9Z9IhaF7rXDK2PGEC4PBYDAYjP0Nm5QVC+p0szUuV5cqJa4CySlxyshh5t54\n", + "cF4rXMJ7VJnBYDAYDMb+hk3KigV1Our2cGscJe6AoAXOlLjU/XApiYOpo9kVY84wGAwGg8HY37BJ\n", + "mcnly5et001Qp+vx48ISl+2+OJtLVBNVIXH+/XCBxBldqZQ4BoPBYDD2P2xSpoHAaWzzNajTzS5V\n", + "LXHJ++IocZULMiND4hKphxrM++HQ3IqMxijQDAaDwWAw9jdsUgZMgcsncqjTUbejjg/fF+dJnHKC\n", + "sMRVu8hVncSZ98NR4hgMBoPB2P+wSZlN4DS25VGnm/fFUeKqXuKWg+LDYDAYDAZjv8ImZcWCOp0S\n", + "l86BlDhP4NZSr9vKlLj7lDgGg8FgMCokbFJWLCmJ88eLs0mceV8cJa6CKETiUsOLUOIYDAaDwaiU\n", + "sElZsYQlDnU+Jc4ysRLJJnHe8CIWicNTLEOxu0HxYTAYDAaDsV9hk7JiQZ2uhxkJS9xhHSuOEsdg\n", + "MBgMBsNp2KSsWChxmVDiGAwGg8FgOA2blBULJS4TShyDwWAwGAynoUWst7e3aChx2aHEMRgMBoPB\n", + "cBqmxE1OThYMJS43lDgGg8FgMBhOgxLnBkocg8FgMBgMp0GJcwMljsFgMBgMhtOgxLmh4iROJ3oY\n", + "ZEhY4PRAv7GVxzK1/NB7Ie7Y4lry5fe3p+NB8WEwGAwGg7FfUQ6JQ52uX4KPuh51Pup+OABcwDbg\n", + "rylzYWwOctCgxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAwnAYlzg2UOAZjj/G055TU\n", + "1JwVljYGg8GwByXODZQ4BmOPQYljMBiM3EGJcwMljsEI4tmTqFx843U5eeIlJWU1PkdelpMnT8np\n", + "MxdlYO2pPA+WNeMgStzztbNy4shpiT4LJjD2KZ7KwGtH5MS5teA7g1GdQYlzAyWOwZAnEn3jpByp\n", + "OSIvv/aGXByISSymiUrP+TNy+tWX1fwaecVS2R5EifOPuUbO8idSfDwdkNcKSbiClovLWfyxcKpH\n", + "6RyDUb1BiXMDJY5xyOOZRE8fkZojr8nFLVs7mxHPn8pTS8sVW+IOWai0O1KIxBW0HFviGIcjKHFu\n", + "oMQxDnesnZNXal6RM/E8ApcjeE/c4YonyO8CJK7Q5RiMwxCUODdQ4hiHOp5cPKkE7MyeBIwSd5ji\n", + "mQycrilAzgpdjsE4HEGJcwMljnGoY+3skT0LWLrEPZO1gXNy+tRJeflI8HBEzUty4tRpOR8r4K6n\n", + "Z1sSvXjGvn70ifXBCj9wb9URORv0yj1/EpVzrxvbOPJy+v1v8bNq+inpsRySdz6vDQT3aD2VeM8e\n", + "zketHzt/Wk6d9O8p9NfPQrHC8zQuPWdfl5Np21bHhgdRzvVIbCt3X/EzlUbnT5+SEy8F6+Ihltff\n", + "kIu283oWk7OnTshLyf1k4h1+ocsl46n0nFLTreeenqc43vCDN0dePimvnx2QPKfqxbOtATmrykTy\n", + "fLOSWS50WmU+9PO6vHFxQNaelt6SzTgcQYlzAyWOcajjWfS0tdIqJjzpOXlRVaSq0j15RI6oiu2M\n", + "qthSD0cMqMr3lFexn1CVddbqTokVlnnp1dP++vEtefrsmTxZiypZybe+f4M8XOC52s4JJTOn3rgo\n", + "A/oYBgYkblb0+SQO56Mq7tMnlCiUej5PBuR1JQwvnTonA2tP5Jk6F/B0SwmBkgmI16vn17xpxSrA\n", + "k4HX/bQ6ZXsQ5Q15HbJx5IzErBt+pk4f+39JXj19XqVRXLaePpWtuJHOZ2JqKTOeB8e/JRchXWei\n", + "yfPR+LsqdDkd+SSuRt6IqT8Mzr3qHe+pN85LTzR1vlEl2K+rMod7OnueBKtlxHP/fI+cVMIVU+eq\n", + "j+WJEvSzcgpS9/IbEn2ipmWkV7CuksmTr59L27dXDs6clldfVvt/9aJk3T2DoYIS5wZKHONwxzMl\n", + "Kkdq5JXTAyVXQr70vCFvnDoir13cClXSqfDl6oiqlLMtoQQnR4vG8/gZeUWtf8a6fiBxPQPy2ksF\n", + "PKSRT+JqTsiJE3s5nydy8VWVrhkypANycCKHaOWIZ0oO1X5fy24tfjy3b3jtHPaLNMpyZFsX5TVV\n", + "Jl69aNt+LukyoxzL+Xn6yokTcuSESqesrW1PpOe17CL1PPaGkrBTYj0dxJOe7Ofr3TN6Qv1xkHXn\n", + "XmRJagYjGZQ4N1DiGIc+fBlBi9Mb0rOWu7KyhS89av03YlmFx4/nEsV9UqejWcQmX/gVvv2JR7/C\n", + "P3LkJTldyCOneSVuj+ejtg9xyNnCCYFW+ynoeM3Icex548lFeTWnSPvhp8HrMpBxaC9e4mpqXs0u\n", + "YDq2zsvJmlck8yHXXGUmFWvnXpGaV85JeHU/HXi/J2PvQYlzAyWOwUA8jcm51/x7q468/Jqc7YkV\n", + "dJ8Rwq/obBVoZnjLHjmbUVkWGl5lax1TLKjwLRWxNfJK3N7Op7DzfOIJhm3svZyBoTtqTuYXG0vE\n", + "cQ/kyQK6/rIK5j5I3OsDBUi/v+xrA+EMzTY9FPEzKs8zh5x5OvCamv5G8a2lDEYoKHFuoMQxGEY8\n", + "x83y507Lq8HN37g/DQ8U5KpEfekpsKLzKsvSWza8feWQuCP6Lvh8kVfi9nY+3jbyCmWJEqe2eg73\n", + "6r2qtl+gaPuxJmfRdV7Q/vxjy5SrFy9xJwuyVf94T2VkqL+NvK2dWSRO325wYg+3GzAYCEqcGyhx\n", + "DEaWeIYb8E+/6t3oXvPS61nvofKlp0Ax8+TJncRlVuJZIq/E7e18nsfOyBFrd6QRz2PyhjrmfF2b\n", + "1ngWkzPeDf0vy2vnooW1mj7tkVMF7y+Qq4wu5RcvcYXlqb+dzGWDexPziKs31E6WFkrcI4gHVGpe\n", + "elXeuBgXPojKKCUocW6gxDEY+eJZXM6fwtAKuME7swYrr8Q9l6drA3Lx3Bvy+smTcvKkZbiKAyBx\n", + "urUs19OrW+dflZoTZ2WtZCl4Jk+i5/2nM9W5+62mW9lbTQOJS0vLfGSk9UGTODSmnZYjuZ5efRaV\n", + "N44cydPliqFmgidZa/B6urPSE7e/S5jBsAUlzg2UOAajoAieALQ8TVkuiXsWP+dXki+dkFOnz8j5\n", + "nmgwlMOaPAmGp9i6eDBa4hDP187Jq0f8IUaiW0+TQ2w83YrJRbyr9qXXZaBMfXReN/jZ1/yx7DCU\n", + "Ro9F5gKJOxPVQ2wUQlhTDp7EoexGT+OJXAwxEk+WJQwxgjENT710RE6q/RcqZOkt1KfkXEHjBTIO\n", + "e1Di3ECJYzAKDe++odTgqzrK0v2opmO4Dgzpkatn0NvXAZE4LzB23glV2aPCD3jpxCk5fT6qZCJY\n", + "pqzxTNZ6TntPG7/0uh6wOIhA4vJ6Vc44iBLnx9Oe19PywR/c2G9RKymeP5XYWYxfpyTw3Bpb5Rg5\n", + "gxLnBkocg1FoeMNTZErA3qXHv28p/5Ae+Z9OrSyJeyaxMye9Vh4nvpYj7GPqxeWMl0Z7af47mBL3\n", + "XJXd115+PceAwKWH947YQoZBYRzqoMS5gRLHYBQaXktc5tAbe5eeQivroMI/IBLn3Yu1byP5KzE+\n", + "GU6P5xJ7Q6Xfno7pIErclpw/kX9svJIjeEAl76kyDnVQ4txAiWMwCorgnri9DoiaQ+LyDSWhByU+\n", + "KBIXP1uIxLiKNTn3Sub4aEjDV5SIn7E8oFJoeOel8iCfCBa23AuQOK8b2Z7XZYngDRqFjm7DOJxB\n", + "iXMDJY5xiAPvuSygMn+2JT24MbzmJesrr/YuPc8ldkYJ4gk1PcvhPPNeBXVCXn314HSnei1xr5yW\n", + "gXyvACsqnsmTrXxPReIBkNeyvDFCv+7rVTmXb5C558+t+/HTJ78UFbbci2qJq5FXz8Ut70bNFU9l\n", + "K+9AfE8lekal5yvZyy6DgaDEuYESxzjE4Vd8R14+Ka+/cU7Opb3kXTFwUc6cfjX5xOOZLC+vLIv0\n", + "BC+Lx9N+Z5NPpfrH8AbeJKH2j/dX4j2YB0XiIEx4cXvazfQGSPdTp897L14vPALpOfKyvHr6jPXl\n", + "96/hhew58guSh3v1cEP+y6+FX6CPl8qflzdex9AuWQQM3YcoEydOy8VoXLa21vx146FBoQta7kVI\n", + "nApVvk6/4qd7Ji/JiZOvq3IXD5Urf/94Wvr10Iv3ky+/98osxlCkwTFyByXODZQ4xqGOZ09iquI/\n", + "I6dPnZSTJzAWnFG54em9U6flHCq3HHVU2aTn2ZYMnH1dTkJCgmPIeJITLyQ/CBKH1ss3lAC//Jq8\n", + "ce6iDCQr/4Boj5w/FwgXnsot5o57te1Yzzkvz05445ZpfBl542Jhg/8+f4qhTlR6m/mOPMc2zvdI\n", + "PFemY+xALfhYT4nOyTOWd8jmXc69xD2NnVPp7EtvatiaFAMXz3l/rHhDhoRag58/XVPz/TELk+cA\n", + "CvxtMBg6KHFuoMQxGIzyxnMlHycKFTPdvWl55RNjz/Gk5zU5AjErJG2f9MhrStROnN8KJjAY5QtK\n", + "nBsocQwGo6zhDYNSyEvmdSh52Pv4bYyMCF7iX8xTqfEzNVm66xmMvQUlzg01kyoBKomJuxtWxuMP\n", + "PMaWfFEbXUxIdCEhI3Orcmd2RYZmlmVQZXBkclH6x+elLzoj1+9MB8WHwWC8mMjVPZglPInj041l\n", + "jxxd5tnCk7jXQoMkMxhliHJIHOp01O2o41HXo85H3Q8HgAvACeAGcAS4gvYGm1MAm4McNGq0qVYK\n", + "sGcbXuubYlZZ9sz9LZlBC9zqY5m698hvhburBM9rhbuvMvSeDMXuepnMYDBeZDyVgdeKa815NoA3\n", + "CbA7teyxdtZ7eKNwn/aHZcn3snwGo5Qoh8ShTkfdjjoedb3XGqfqfjgAXABOADeAI8AVtDfYnALY\n", + "HOSgQYljMBhlDW9okZoT3tO0+eKZ937VIh9sYBQYSspO1MiR1/KPaSdqiQEMo5NjmBsGYy9BiXMD\n", + "JY7BYJQ5nkn8rD+Ex8nXz3lDU6w90S9dfypbcQzjcU5Ov4qnQl+S1y9u5Rn3jVFyPOlJDl3zBobQ\n", + "iW/JU/0C/CcY8mRALr7xmvfk6ZGTZyTrqCwMxh6DEucGShyDwXASz55E/SE8Tr6shE6JRMBLJ04q\n", + "uXtDznN4ihcUTyVuG5LFG07llJw+c1GihYzJwmDsIShxbqDEMRgMBoPBcBqUODdQ4hgMBoPBYDgN\n", + "SpwbKHEMBoPBYDCcBiXODZQ4BoPBYDAYToMS5wZKHIPBYDAYDKdBiXMDJY7BYDAYDIbToMS5gRLH\n", + "YDAYDAbDaVDi3ECJYzAYDAaD4TQocW6gxDEYDAaDwXAalDg3UOIYDAaDwWA4DUqcGyhxDAaDwWAw\n", + "nAYlzg37K3HrWzK9+n7y+3zioYzMLsvNsSW5EXBz+r6M3/czghLHYDAYDMbBC0qcG/ZV4mYWl6U3\n", + "uiS35h/KeCzufe4ZWbQzuSbTlDgGg8FgMA5cUOLcUBESZ9ITjcut6fsSja/J0PSy3Ij6EnftzoJc\n", + "G1uVCUocg8FgMBgHKihxbqgsiZu4L5OJUEKvPZbo1JIvcYremYeUOAaDwWAwDlBQ4txQcS1xNxce\n", + "WxL7sQyN+RJ3bTguIyuUOAaDwWAwDkpQ4tywrxI3G1+RvvF4GjcmVmVyLTOxZ5fuBhI3L7fmVSZR\n", + "4hgMBoPBOBBBiXPDvkqcDVtCg7mVVekLJK43tkGJYzAYDAbjgAQlzg2UOAaDwWAwGE6DEueGAyNx\n", + "6d2pfkbtl8T95S9/IYQQQqoSF0GJc0PFSNwsEl79b0voSnuwwVboCSGEkGrARVDi3FAREjcTvyc3\n", + "8HTq1JrEwg81hIYYuTHzUGIqgyhxhBBCSPlxEZQ4N1SAxG1JdDI1xEjPCF61tSojS5bBfsdXZWJ1\n", + "/wf7tRV6QgghpBpwEZQ4N1RId+qmjE3nfu3W9amETN2vjNdu2Qo9IYQQUg24CEqcGyrqwYb5+w9l\n", + "JGa+AD8ut2Iqo1a2kplBiSOEEELc4SIocW6oKIkDtoQGlDhCCCHEPS6CEucGSlwJYSv0hBBCSDXg\n", + "IihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJ\n", + "YSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqjpHVWyE99UXx7K\n", + "YPDqK5PBZfuKBXE/IbeiKzJhTJuILcmtxS3v88zistrHsty5n5o/Pr0okbt+AuOzfmPDNbyOa2Zd\n", + "pgyJm1palht3ZuS9SEy6B6blslpmmBJHCCGElIyLoMS5oWZ+FaK1LGNreqIvc3uSN00BEtc3Hpfe\n", + "yTWZCeaHJe7mwqb3ee7+htweX5DeqQf+C/Dvrcj123NyQ4ndJFri4qvSNzghF4eVyFHiCCEkg4mJ\n", + "CXKA+cMf/iDffPONNW/LiYugxLmhZn7lvtyM3pPxdT3xxUrcrfkNGZ5Ykv74+960rBKHzFheld7h\n", + "uxJVGTQ5uyhXRldk3OxOjc1Jd9+03KTEEUJIBhCBP//5z+QAgrz77W9/64mcLW/LiYugxLmhpnds\n", + "We6sfGBMfMESh88rq3IDIrmWR+KwHFralgOJG0+k3xM3Oyfv9U3K9SlKHCGEhKHEHVyQd5999pk8\n", + "e/bMmrflxEVQ4txQMzQWl6EVc2L5JW7cmGaVuAcfyuRMXG7ENmQsZ0vcPekdXpaxPC1xt9gSRwgh\n", + "GVDiDi6UOEqcjZq5uBKjiYRMJyeWUeIePJZhJYmR+JbM4/vahgyOLXmShvkpidPz4nJ91C5xs/qe\n", + "uOkHXgbpe+L6Zh8coHviYtJeUyM1Ne0Ss84nhBB3UOIOLpQ4SpyNmoUHWxKdSLWOlVfiPpL51XWJ\n", + "TMT9p13xJOziY5kL5qVJnAJCiSdRTYkzn07tn9+QaZUxnsSpjEp7OjVyEJ5OPcgStyuJSFQ2d23z\n", + "fLa7G6WmPWadVxCxdqlp7JZt2zxCyJ7ADfGUuIML8u7TTz+Vr7/+2vnDDS6CEucGjhNXQtgKfWHs\n", + "TeI2u3slbpmuibXXSGP3dua87W5pLHKfm1310h4zp8WlvbZOOhPB992otIaEixJHSOVCiTvYUOIo\n", + "cTYocSWErdAXRukSt9ndJLV51iufxG1Lb3NNSOJCxNvlOCWOkANDcRL3lfx6ZVgunX9b/q//52c+\n", + "Z9+Vt6Ir8utntuWJayhxlDgblLgSwlboCyO7xG12N0tz92batNQ8CFx++StU4iBbjd0JiXc2S91R\n", + "bPeo1DV3StzrKk1IV2O9HKutkaN19VJfXy+tEWwTx94o3dt/kZ1omzTWHZWa2mPe/Pp6tW6w3TSJ\n", + "201Id2uDHMWxq2WbOmKyo+cpduKd0nSsVu2/Vo41dUgs0pEhhoSQ8lCwxD2ZkH/7f/67/PA/Zac9\n", + "+rF9XeIMShwlzgYlroSwFfrCsEtcStJqpSkkcrnmhSlG4mpq66XNkzNM25Fo23E53hEPvm9Ld2O4\n", + "JS4lcd53S6tZusTtSKTlqHHM2xJpPS51eh84ptom6d4M1t9R26+vlVpKHCFOKEjingxLu5K0//jm\n", + "oMQ/2pHfPfuz/O6jRXnrvyl5O/Pf5f8wRO4f+t63b8MBv45ekdtP7PNSrMi/v7NimV4dUOIocTYo\n", + "cSWErdAXRqbEpSRNk5K1YgQOFCVxYVlKk7IySBz2Wd8lm8Z8dMHWBtNwz11tqOt1J9LC7lRCHJFf\n", + "4t6Xq5C1fxuUR79PTf8k3i/nzv4P+T/+bULWt+7K9Te1yP0P+dVDc/0wSqrUMsnu2P/nTfmHs+/K\n", + "pfinlmVzU4rErV78mVzaCi9zcKHEUeJsUOJKCFuhL4x0iQtLmvm9obGhKIEDRUlc+N61cksc5nvH\n", + "H8Y/DuuxWrZJCCkP+STu63h3IGfvyvjT8PxPZf3hx/Lrh3clFu2Wf9Atcudm5Yu05UyUVJ0dll+n\n", + "TduR+Xd+JufmvzSm5YcSR4mjxNmhxJUQtkJfGFri2qQ7Sytbestc4QIHskrcppK44x3JJ1tfmMTl\n", + "EDJKHCEvlnwSN/+ObmH7mVy1ys+OrPacT+tShfDFjFa7dGwSp3g6Ie3nJnLIXybsTqXEUeLsUOJK\n", + "CFuhLwwtcbklzRe54gQOxDvM+9pS7KKbsiWSfKjghUjcZpc01LRKNMu4crbu1N1oKyWOEEfklrgn\n", + "cvtsSs7+y0Dmgwu/HnjTkDdNNuEDWSTOnP5kWP6LTbxWrsh/iT5Jfvckbuux3D5/Xv7hvwVds+d6\n", + "ZP4zc710ibOJH7qG/+3f1Lro3v1v6v+Li/I7Y34lQ4mjxNmgxJUQtkJfGKbE5Za0zc3iBM5ju1ea\n", + "auukLbIpu8G0nXi3tNTVSXt8N7lcfonDQwloKTOPISRx8Q45frxNYoakpW8X26iVuraIbOtldrcl\n", + "sbnjf4bkpT3YkJDOJj7YQIgripE48B8vb3jT5y++K+3/dl7+ozEvRQkSt9Uv/+Vywv9csMS9Lf/x\n", + "bI/EzVa/p3fV9m/Iuv6eR+J+t9Ij/9b3+MBIWxhKHCXOBiWuhLAV+sLQEld8K1uh7CZ6pb25zh/W\n", + "Q+3nWEOrdCcCcQrIL3FqO5vd0hwM/9Hci27PkMThidb2YPiQo35XbeZ2NyXS3uQNVwJxrT3WIC29\n", + "qfPeiXWkhhhpaJeoEs4mShwhTsgtcWZ3aoq31hLyVmhaOkV0pz77Uj55OCz/ZspYwRJ3Xs7GdtKX\n", + "UXwx8bacm/8q+J5L4t6Xq/92Q1aDeQcRShwlzgYlroSwFfrC0BKXesiAEEJeBPkkLvVgg8nPpP38\n", + "Dbl68bxlniLfgw3/eF7OXeyRtzz65Xb8sXxhDhZcsMR121v8tgblbHKokxwS91lU2m37OUBQ4ihx\n", + "NihxJYSt0BcGJY4Qsj/kk7jkECM2WQNnb0gsfldiPW8HDze8Kb96mOsp01BLnI1i7omzPdiQtn4O\n", + "icu2nwMEJY4SZ4MSV0LYCn1haIkrFcofIaQ08kucQskOBvu1Sdw/XN6Qr/+8I+t9vsS1572/rJwS\n", + "l6Ul7uEN+S+FtMRR4orCRVDi3ECJKyFshb4wKHGEkP2hIIkDWV679R//rVvOetN/Jv8WLeQBgQIk\n", + "Lks3J+51K+SeOEz/9xX9PYfE/XlDfvXfeE9cobgISpwbKHElhK3QE0JIJVOwxHlYXoCvJO5S9K48\n", + "evrMsryNAiTOe+DgisyHnjp9S8liusS9K/+X7elUvF1Cf88pcfj+dgGth5ULJY4SZ4MSV0LYCj0h\n", + "hFQyxUlcOShE4hRPJuTc2dTYbe3nh+XR1rD8e5rEDSuBC8aJO9ct5/7tTfkvarn1tDdL5Ja4P//5\n", + "mXwS75Gzah+elGJfF+8WNejwfkKJo8TZoMSVELZCTwghlcyLlzhSTihxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGkkqHE\n", + "HWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSSocQdbChxlDgblLgSwlboCSGk0oEI\n", + "kIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2t7/1ZECD1h1S+SCvkHfIQ1velhMX\n", + "QYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdBiXMDJa6EsBV6QgghpBpwEZQ4N1Di\n", + "SghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEkErH9sQjOTjwnjhKXBhKXAlh\n", + "K/SEEFLpQAS++OILcgBB3vHpVEpcGEpcCWEr9IQQUulQ4g4uyDuOE0eJC0OJKyFshZ4QQiodStzB\n", + "hRJHibNRM6lOvpKYuLthZTz+wGNsad3LuNHFhEQXEjIyt6oydEWGZpZlcDruZXL/+Lz0RWfk+p3p\n", + "oPiUN2yFvpK4fv06IaTCsf12XUOJO7hQ4v7o1emo21HHo65HnY+6Hw4AF4ATwA3gCHAF7Q02pwA2\n", + "Bzlo1Cw9/LVUEosbH1vR1gl79uxaWfZsYkuZ96bEVh77rXFxX/Ci86syPHNPbqsMdhG2Ql9JoIJg\n", + "MBiVG/shcfrdqTZBIJUP8g5vbsDAv4f13amo01G3o473WuFUnY+6Hw4AF4ATwA1065v2BptTAJuD\n", + "HDQocSWErdBXEpQ4BqOy40BI3EdLcvGnP5f//T/9d/mh4n//h7fkncUP7csS51DiKHE2KHElhK3Q\n", + "VxKUOAajsqPiJe6jKfnpP/jyFua/Rh7Z1yFOocRR4mxQ4koIW6EvH5sSaW2QY8eOybGjx6ShPSrb\n", + "1uWyQ4ljMCo7Klvifi3RN7W0/VzeHJqRifGb8q9JqfuF9D2yrUdcQomjxNmgxJUQtkJfHjalu+mo\n", + "NLRFZDP43ttSJ7UtEdnJWDY7lDgGo7KjoiXuozvyk6DV7SdDW9bp//nqWvo6xDmUOEqcDUpcCWEr\n", + "9HtHC1w0EDhNXDqOH5eOuDktN5Q4BqOyo6Ilbu5S0OL2lgx8ZM77UIZ+GrTGvTkln5rrWJmXn/2n\n", + "n8p//vG5gJ/L//2Td+SdaUMMs7Ilff/6jgyl7f9wQ4mjxNmgxJUQtkK/V+KdDdLcHhY4oOSu8bi0\n", + "RndC07OTkrin0nOqRs66SYaKiKc9p6SmrCdY/WnGKCKexWUg/iz4Ur44GBJ3QaKfps+b/mWREveT\n", + "AdlIm/ahTPzynPx0/NfGNBvllrhlOX9h3jL94ECJo8TZoMSVELZCvxd2EjGJRmOS2Mmctxtrl7q6\n", + "Vola5mWjOIl7IhdPnpX0RWzTXERczh55XQbS6kgc8ytybi34mieKlrjnMXnjVI/aS7YoReIyj/n5\n", + "1oCcff2EvFRTIzWKtO09X5Pzet5Lr8obPVvyPJjlxZMBeePVl+WImn/kZcv8IHDurxSaUPnCli55\n", + "02pv8Tz2hpzqcbX18sTTgdfkyOmolFvjDq/EKT66I//1p3fkw/B0lzwakH/6JSWuUFwEJc4NlLgS\n", + "wlboS2NTupuPSX1zp/RGe6WjUX3ujCfn78Y7pKG+Wbriu8Y6+SlK4p4OyOs1IWGzTXMQz2NnMivI\n", + "Jxfl1VfOSaFqUrTErZ2VV8otcaFjfq72ceLIa3JxzVb1P5Po6ZfktZ4nvpg925KLr70kp6PBskqc\n", + "zhx5VQlh8D08PxlKtF8tXHbzhi1d8qbV3mLt7CsVL3GuolIl7tOtZZm49FYgcT+XN6MzMjGd4h3d\n", + "nfqTyzK0/CiPyGWRuLTp8/Lm20uyvXhdfvLPP/e6Xd9Z9Jeb/uUlmVb/fzh0Qc4H09JYvib/Nbg3\n", + "79PVO/Kzn/5c/u+fXpA333xL/X9ZJrb85baXb8s7b/5C/s9/fkft67LipswlW/i2ZOKCWv4n78hP\n", + "f/oL+ac3B+Tetp5XWVDiKHE2KHElhK3QF4/tHrhNiXZ2S3y3dIEDYYk7E12T86/5LTs1L52Q18+v\n", + "+QKxdVFOncT0l+TEyZNy8uQbEp2zTEM9Gz+rZCkmTwbekFdfQuvSS/LqGz2yZTQRPYmqeS8f8Vqe\n", + "0vbjicmRkIg8l9gbR+RMLL2N6cnFk/LqxSfBt7icVTIZ81qmXvK2+9Krb0iPsdMMiXu+JT1vvCov\n", + "H8k8xmdKGk+dUNs58rI6L5zbeYssGhK3dk5eyRBKyFP6cacfsz//jdB5JeNpj5wKb1Ol7ZFAltA6\n", + "VfNGLL3lTUniybBMYdqrF9XeCowi02UuR1o9i5+T1zHPayl8Tc7l6m58Ek22KmK/J15X23n+TGJn\n", + "TskJVY6OvIxtK1RZ8eOZxM+9Zj1OBPb92okTap2gJdM7PqOMvjEg8fOh9Z+GWj4HAoH24pmsnT+d\n", + "LLfh88lWvvS+XzsXN/4I8ctrHC2twe8t2x8DlSpxyZa2gshsqUsni8StXpd/urCUWuZf35LzvWsZ\n", + "QqglznugwtKKNnfhQuqeve0P01v2Hg3Ifz03nppmbYnDU7hvyeX1z1LTvPVecCthgVDiKHE2KHEl\n", + "hK3QF8VuQrqsDzH4eAJ3rFE6SxA4EJa4IyfP+JUc4pkSqleMFhxIRUZLnGUaKsiaI6kWJFS2Z0+k\n", + "WtK81qgzEtM1mqqonzzVVaWq1E6dUvs0a+MBef2IWt6YhOXOvfKqJH3IqxTV8b/WI0+C5Z6p4zhx\n", + "5LRoH0yvZINWrotbQcX6XJ70vOYJUmqT6jxyti6ZLXGW1q6MlsLQMT8dkNdqzqSnnRnxM1ITbn00\n", + "0vtZ9LTUnAmtjW7NUH6snXvFEMd8UWK62KYpsT1xIr08nT3xipyJp2VkEH76nUkVCnn25GlSoOJn\n", + "azJa4tbOnZATKvH9NZ7J1vlTqTL2LCqnjyhh05tT398wyoJ3vEEZ9UPtH+X/yGtyfitY6EmPvHbk\n", + "lKR2+1yebul0UbF1Xl49kkpra/lKbv+pRN94RU4kCwjK66vy6qnXpUcX2CxxKCXu01/L5vKA/OtP\n", + "Lst0srVLLfMP12QuuU6KpMThgYpzF2QibV9qvZxdsrinTq+vsEnc6k1DJlPMXfiFXFxNn1YJUOIo\n", + "cTYocSWErdAXzG5cOhpCArcTkZaj9dLaFZFIV6vUl9gCpwlLXLiiTKs8i5E4o3LzwpOLoBJFy5Ap\n", + "cXni2cDrmfdzoeXr9YFUhepVikdCrRlowatJtuqlVbIQrPAxoiI/aYhYURLnb//ImVTLGFrd0o47\n", + "fMze9s9LtAetki/Lyy8dkZdfOye6cSejZccLnGcgFt45vKYkwJ8DcYgpWa5Jyw+Io3EvIVq7TqIl\n", + "CS1PFyUeyPPT6EVftkpNl4xpKu3PHMkoT17rofW+MX8fKYlLj0yJU+mgJC1N7D0pDqZlHE96Xnnz\n", + "Q+f5BOmd1rIZWicjjLxQkZZf+F2cDLV+rp1VfyTpaVgXZdM8AXscGon7h1/IT70uTHBd+qZX5cOw\n", + "jGW5vy4lcV/Ip9OX5GfTv0nO+3T6gvxrNPfbI8z1bRK3GfmF2mbqu2YD0+cyp+83lDhKnA1KXAlh\n", + "K/SFsSvRtlqpa9HjwJnsSCIWlWg0Ltu74XnFEZa4cIVVssRlyA8qaSVZngg8l62LrytpeVleO9uT\n", + "FAl7qPUy7ufyBeH1tKcc0itUHRCpI/5O0ytZ6zGGzjfLMqkIpVlaiyHk6aTRUmg5Zmy/5oScSTZV\n", + "YROn5UjQ9ZlX4lR4XYZB957XfRy7qEQmlR/evYSGOELWfE96Lk9j5+W01/UMoYv6clFqumRMyyJA\n", + "tvISxPOti/L6yy8pkT0rPfFUKxwiQ+K87aAbNEyQNl5eGJKHPyJeCrXEhc4hM73D5/BMtgbOyusn\n", + "T8iJE+jaRbdrFonz8tZ2fPrc7eXVFoeyJc6KWibLAwdpEvbplPw0KXu/kQk1L61lbmtJ+n75lvzT\n", + "T34u//kn78jP3r4k//UfckscZA33zvmCmc7Qemq5SoESR4mzQYkrIWyFvjBi0l5jH/NtN94pzU1d\n", + "ktijwIH9kbggnj+VeM9ZOfXSEXlV3xMXDrQMhVs0vPvmQq0wWSrFFypxgah5LX9odTPvQ7Mds3X7\n", + "OI/XZAATMd/anZqjCxb7Vdv09+sfT9Z77mxRarpkTCte4vxQchnvkbOnXlIyi3vi/Kl2icu1HZX3\n", + "A+oPheR9eq/LebOL3nIO+SQO3bevKNlN/c2RXuYKKV+poMSlU0aJ874HQ46kCZ3iozvyr/96U5bS\n", + "hiN5JH0/yS9xldjilg1KHCXOBiWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSZxYdFAy4juTg2HN89e\n", + "Idvu58K9YGa3pR+oFGsk/RaxZzLwepbuVBy3tdvQEM28FbElzSBRSrxi6rhN6bAeM7r/wg8umN3O\n", + "OMYcDzbYIi29vPvCwvcS5olS08UyLX42S3fqawM50lSHn3cpJwpJnCfFZktnOJ6q9U9ln2853twS\n", + "Z8lrpG82icMfH7pr1xqUuHTKK3FfLF6Tfx3akg+joadV5y7JP2W8z3VNLv44t8Th6dZ/OkBvnqDE\n", + "UeJsUOJKCFuhLxRv3LfaFundTn2v38NDDDaKkjhdaZkVo20aKshcDzaE4pkSn1dPnJct75v5YEPo\n", + "fi4vULmHu1cRvsQV92CDkozzoRv4zdYzCNkrSkaNivhZ9A05eVpLiC3NcMyvqPXM4852zM8l9sZL\n", + "8qqa4S/6TLYuviYvJdMpzxAjafFM1npOy4kTSsD0+dvuJcwbpaVLtmknXgmeBkV4DzYYLYNr5+XU\n", + "KSWp5jo6nql0fPWEqMPwAnL6ijL09M2rMvXaRUmOzoIHZJIPQzz35ptdmXiaNNkaV7TEIa9q5FV9\n", + "QGpe9MxJOWI8+GArXyfOGC13z5/K1hN9sJS4dMoscRiw980B6ftl6EEIJWP/9y9nZDs57TNJRC7I\n", + "fza7U/GE67+GH4R4JH3/+pZcXA0NPPzpZ3mGTtkfKHGUOBuUuBLCVuiLYSfWIU3Hjkldfb3UN7VL\n", + "b6J8AgeKkjivQkcXlaoUMfCuN9kyzasggxv2bUOMYLiSYNgJyN7Lr74hA9oQnsflzEtBl6Tajnk/\n", + "lxe21ikv/ErxfLSn8CFGlJYMmENpnFZCkFpcBR4UCIaIeMnfJ25+P5IUTnuaoQs3rRs06zEjQscQ\n", + "GiYjbZgKcyiWINbOGsO0nB0Q/WClf2w2cSwkik8X+zS42Pm0IUbOxlK2/zx+Rl5KSrYS1FOpAY+9\n", + "gYuThUIFBFDna/KklLhePB2UMexXpUEwjMeTi6fkVFKO/XgePE3qrV20xKnwhkBJncu5+JYMnM4m\n", + "cYgnEj2rhzDxz+l08pwOvsTNvW2TtWyEnxgNU26J+0LuXT1neW/rr+WekrZ/0q/2+tdL0qfEbO7t\n", + "y2nrb0Te8e6Xw3hwF5eD6Z8+8seJ++fg1WD//HP5yZvjkjDWqxQocZQ4G5S4EsJW6CuJlMSVMSwV\n", + "pPsovFJ0G2h1yxzTjvEiA/KlyoLhgH6oPxDy3EdXiVGpEkcqF0ocJc4GJa6EsBX6SoISV97wunBP\n", + "ZGt1Y7yYCI/Rhgh3VR+coMSRYqHEUeJsUOJKCFuhryQocWUKnDO6+l59Q6IZLUCMFx7P1+Ti6Vfl\n", + "pZfwxoaX5aWXT8rr52IvuEyWJyhxpFgocZQ4G5S4EsJW6CsJJxLHYDDKFpQ4UiyUOEqcDUpcCWEr\n", + "9JUEJY7BqOygxJFiocRR4mxQ4koIW6GvJChxDEZlByWOFAsljhJngxJXQtgKfSWBCoIQUtnYfrsu\n", + "ocQdbChxlDgblLgSwlboCSGkkqHEHWwocZQ4G5S4EsJW6AkhpJKhxB1sKHGUOBuUuBLCVugJIaSS\n", + "ocQdbChxlDgblLgSwlboCSGk0oEIkIPLZ599Js+ePbPmbTlxEZQ4N1DiSghboSeEkErnD3/4g/z2\n", + "t7/1ZECD1h1S+SCvkHfIQ1velhMXQYlzAyWuhLAVekIIqXTQDQcJQGuOBt1zpPJBXiHvXHelAhdB\n", + "iXMDJa6EsBX6Smc72iHNdUel9tgxOXq0TprbI7JpWc7Kdrc0NnbLtm1euTD3UeD+trsbpbF72zqP\n", + "FMbuzq51+kEh1l4j7bHg++6O7IbmE0KKx0VQ4txAiSshbIW+ktnubZKjTV2S2ElN2+xtkfqm3sLE\n", + "jBJXnWz3SlN9pyRs8w4IpsTF249Ka+RgSykhlYCLoMS5gRJXQtgKfeUSl47jzdJrCJzPrkRaalOt\n", + "GLk49BK3KV1tjs+flERaS5zBbrStsLJNCMnARVDi3ECJKyFshb5iCYTI1nUKCarv2vQ+x9rrpaO7\n", + "U5rr66W+/pgca2iVyGawbFKqMoUQleXRtmhGN9ZuoltaG9R21PaOHWuQrgSm70iso0nq6tQ+6uqk\n", + "oaVL4rvBOjkkDq2GDd5xgRbpDY7Lk7i2DmltxPQ6qVPH3J1ItcT4x6Cmq/Xq6pqkPeqfK8D5dkaj\n", + "0q7mHzvWLjE1zb6fbYm0Nsix2mP+9NaId1zFbXvT24a3vjrvumZ7ftjTbFfinc3BMSkaOiQWpFnO\n", + "PEuCPGuVqE5nxW60VY53xDPSeSfWEWwL+wm2tdkl9S0R2QmW2exqkJqGruTx70RakmXIpNi0N9f9\n", + "y25CultV2QyOpbkznixfu/FOaVJp6M1r7pTOtmNJWdNCtxvvUudRK0dRztRynXFj24SQvLgISpwb\n", + "KHElhK3QVyyxdqkxKuqMee0x7zMqwONtsVRlqSrn2nZV0eO7UdmjEm/u3Qm2sSvRtjrpCFeSu1Fp\n", + "O9ok3SGhwLoNnYnk9x0lgHVaEHJI3F92jS6yeIccD44ZEodzSwrRplqvrtPvHvSOQYlIUjg3pasx\n", + "daw435pGtawhN9n285e/xKQ97XiK3LZK5zrjvK1kSTN/Xuq4dnqbk62POfPMID3PdqS3WQki9mOm\n", + "s5K1RiWoWtb+kuiUem+eKYE4zzZpb2v010f+t9YHnw1KSfskKFON0ukJrP892WIc3u5uTNqOp1ri\n", + "sF39GWVDfyaEFIeLoMS5gRJXQtgKfcUSVNT5W+JqpM2s9LCelhizst/plWbdErMTkRajVSZJvF1q\n", + "W8Otc9vS29QYkhQlRzVBS4y5D/OzqsQTve3S3NjotZI1NtQlxdNriUvrTt2WbrVc97b6jGNQgpOa\n", + "l748zrc1at4/lX0/GRJX7LZ349LZVC9NrV0SSWiZCmFNM7Ajsc4WaVLHhValhvrjafvJmmcmZp4p\n", + "WWto7s0QZ9w3WXssaIVL0ilxNS/eUecLEUSvLarku1UavHKj0qWuw1smbX9Fp71JXNprj3oteOax\n", + "tEbUupY0wrYocYSUFxdBiXMDJa6EsBX6yqWwe+LMCtDDFIKQVOnWN7QK+ZW5sR6wVOK+xIVbbfJL\n", + "HLpra43uPLP10BcDc/8hiQtV+GGRMM83136sElfEtjW7OwmJoGtUCVXGwwTWNPNb0eqNVryc+zHz\n", + "LA2/dQtpv9nVKG1aoIx0hsR5Xaxp6wWgJVHNS667G5VWSGG8Q+ps+ysxfXwgcS1GK54B8iSURua2\n", + "zM/YX/Z9EEJy4SIocW6gxJUQtkJfyfhPp3bLptF9FX46NacQmIIFVOXd0NGrhMkmh4osXYOoWM3u\n", + "1N1Y/u5U3HNVmxSFXXWc6S1x2btT0UqU3qXXHerSM8831348ias17t0qctvp7Ch5DkTTnJ4lzeId\n", + "qZY3bz9NtSVInC+pdR1d0lHXlro/zkxztNAdV/OM/NzVy0HaGtukrUmvi27URmltbUgJocme0gfC\n", + "qc4x7Y+DXV8Iw92pEL4c3ampdFPnEu+WTuO+PEJIdlwEJc4NlLgSwlboKx09Thxu9j52rE6aO6Ip\n", + "KVPkFAKzsvfAPU611gcaNOk3tqcebEi7Sb+5M/+DDbtKAJr97dTXN6uKuFtaDIlr6+pNe7BBP/Tg\n", + "sanmNQT7qm+Q1kiqEs843xz7gUTEOxtVuql5+r6xYrYd75SG5LLpN+qbWNNsx38AwDuuRiUwvR3S\n", + "UoLE+S2yNemtbaF83VHH2YwHL7z9qzKSbOWEeNZIrZHfeDiipib9gYk0ikmfDDalVwmi9wCMl6/t\n", + "SbkMP9jQq/JFbyttu9sRaa0/ps6lwXuwAS2aaS2thJCsuAhKnBsocSWErdAfLtASU2tvhSGEEHKg\n", + "cRGUODdQ4koIW6E/VGx2S1O95YZ2QgghBx4XQYlzAyWuhLAV+sNBXDq9rrZm6TLGYyOEEFI9uAhK\n", + "nBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgK\n", + "PSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCL\n", + "oMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWE\n", + "rdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFIN\n", + "uAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJX\n", + "QtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh\n", + "1YCLoMS5gRJXQtgKPSGEEFINuAhKnBsocSWErdATQggh1YCLoMS5gRJXQtgKPSGEEFINuAhKnBso\n", + "cSWErdBXEmtra4QQQqoU23W/nLgISpwbKHElhK3QVxL4kf9//9//RwghpMqgxFHiTChxJYSt0FcS\n", + "lDhCCKlOKHGUOBNKXAlhK/SVBCWOEEKqE0ocJc6EEldC2Ap9+diUSGuDHDt2TI4dPSYN7VHZti6X\n", + "HUocIYRUJ5Q4SpwJJa6EsBX68rAp3U1HpaEtIpvB996WOqltichOxrLZocQRQkh1QomjxJlQ4koI\n", + "W6HfO1rgooHAaeLScfy4dMTNabmhxBFCSHVCiaPEmVDiSghbod8r8c4GaW4PCxxQctd4XFqjO6Hp\n", + "2dES99e//lX6+/vl17/+dcaFoFq4f/++90O3zSuFw5BmB5UnT57I7u6udV41UYllsNy/s0riq6++\n", + "kt/85jfWeZUIJY4SZ0KJKyFshX4v7CRiEo3GJLGTOW831i51da0StczLRjES980336h9R70fSK5p\n", + "LvjDH/4gN27ckN/97nfJaTjmwcFBr8I2l81GsZULJGBsbMzbj21+KRVoscecj/fff987r3zTykk8\n", + "Hq9ocdVp/PjxY+v8YgmXPWx/aWlJfvnLX8o//uM/emXALCMbGxvevH/+53+Wvr4+r+LX854/f+6l\n", + "3//8n/9TfvKTn8itW7eS8589eyZ37tzx5mG7v/rVr2R7ezu5ro1SyqBr9lPikF5IN6Tf5cuX5dNP\n", + "P7Uul42nT5/Kz3/+c299jZm/uF6OjIx4+ajX+fzzz718Rn5i+f3OC308+EyJo8SZUOJKCFuhL41N\n", + "6W4+JvXNndIb7ZWORvW5M56cvxvvkIb6ZumK7xrr5KcYifvtb38r169fTxM22zQXfPDBBzI8PJx2\n", + "8dzZ2fEq1z//+c9py2aj2MoFaQEZMCtok1Iq0GKPORd/+9vfJBaLpQmbbVo5wTkjTSpJGlxjlj19\n", + "/uPj49Y8RCvNtWvX5Pe//72XFxBJ/D7+9Kc/efOXl5e9beGPn/B8bA/pit8l5kHGISKQyPB+NKWU\n", + "Qdfsl8RBsq9cuSKfffaZl37IC3w3//DLByQw128+DNL9nXfe8dbDPm3LvEjM48F3ShwlzoQSV0LY\n", + "Cn3x2O6B25RoZ7fEd0sXOBCWuPX1da91AK0IaBFAq8H/+//+v96F8cKFC3L27FnvIoGKChVQeNqX\n", + "X37pXUhQyT148EA6Ozu9v1BHR0fTRE+3VuAvV3M/X3/9tbdNsxUFF0esj8pUTwNYB5UiPmPbOP6P\n", + "P/7Yq/iw3fBf4uHKBetgu//9v//3jGPc2tqSrq4ub967777rpYmuiDVmBYqWtZ6enrSKHel78+bN\n", + "tOM2j7kQsh0jhAKyhrR78803vTSbm5vLmLawsOBtB8c6Pz/vzbO1EIWBnF+9etVbFvsdGBjwpqGC\n", + "w7GcP3/e2/7Dhw+95fVxYlnMx77MihBpgOVRTvQy2D7KC/JlZmbGKzPm+p988knyGJAXH374YXJ7\n", + "SGd9ruG8NvNFL5/r+LAcygUqPuwHx6nLQbjs4X+kXTYJx3ZQ7vV37ANph31A3HBc+C3p+Xr75rFq\n", + "cAwoU0h3iBy2g+NHekBOMF2fa7bfrd4Wzg1phPnFnD/OF9Nsv6dshH9n+B6JRLzzx/dseVHobygb\n", + "2M/s7GzaNBwHpuMzzhNlzGwpRflCOurldVro72HMc9PHhmtFeDmA88R85I2ZhjhP5A/yCWmAtNDX\n", + "FpR5pL8Gv2O9P+wb1w60AiPdwvloOx5KHCXOhBJXQtgKfVHsJqTL+hCDjydwxxqlswSBA2GJw0UG\n", + "FSumoZLHd1xY8B1dDbjI4geiLxK2abgQ4gK5srLiVSQQjunp6WRrBlqjsI6WCBwH5A2fcTGDKOi/\n", + "JAH+ksbyehm9HFq0sC18x/5x0UNFpy+IWhz0X+LmBRjHga4rXBTxGceJ40Ua4HiwDM4D3/VFMoxO\n", + "MyyHdVCJmt2kutVNH0/4mPNRyDHifHQlpbFNw8UeFRjWgziglQcVmJmmGn0uWAbfsV/kFf43z1kv\n", + "r49zdXXV2zbWR8WEfWI+WqVwccX/tu84VlRIuqLGvt577z3p7u5OVrCYh7KoW6Wwzy+++MI7Jnzf\n", + "3Nz08h7HFz7GfMeH5VDJoptM55UmXPZQjpEH5jIabBfHoH8vGp0fkBMIII7bnI8KPZxfAOk/NDTk\n", + "yQ+69bFfHD9AV795rrl+t3oaumvxWZdDnT7Zzl+3Kup7C1G2kS/5WrZwLvp3BqHFNvS+c+UFzjPX\n", + "bwjbhAiF0ftC+dZ/VGjMY8F54g9O/XvC/pGmSGN8xzJYXy9vw9weyibKRraWUvOapFtesb9/+Zd/\n", + "kbt373r7xHTMt+U/yospsFgGvxOUC2xLr6vLse14KHGUOBNKXAlhK/QFsxuXjoaQwO1EpOVovbR2\n", + "RSTS1Sr1JbbAacISF76Y4IehpxUjcRcvXky7mKAiwHKouNESgQu7lrh8oCII/4WNC73ZvYr9Y5+6\n", + "YgK40OF+PX1hNy/AqBxwDOYx4qKIi6au/LAtpAnSRi9jEpYFbB+VLfaL76iczeMOHzMuupcuXfL+\n", + "GkcFisoR66LFCRVyIcdo5o8mPA0Cgu0gr/S0cNqY6H1oiTMJnzPAds2WFgAJR+WLaeF0tKVbOJ1R\n", + "ISP99HfkL8qPeQ4mZjkMb7+Q44PE2MqjWfb0dnG8kDHcO4WWkkQi4clktmPE8sgTpDnKB0RQlwH8\n", + "FtAqZOYXltP7QN7rvNISp5cD5jGZ023lwsScn+38sYxZBrAvpKOtXJhgu1j3o48+8lpeTWnNlxdY\n", + "N9dvKBvhPNfguy5b+By+LpnlBt9xPfzpT3/q/REKIMPmH5T63PAZ20MeQQrfeustr2UN33U62q5J\n", + "SAts03zoxtymCUQPgqv/UMFy+lz0Mig/SDsIX/h4MJ8SR4kzocSVELZCXxi7Em2rlboWPQ6cyY4k\n", + "YlF1YY/L9m54XnGEJc684AD8MHDxwOfwBS/bNGwjfLHBBRoXG1wQcVFChYSuVmw/11/2OMbwX+e6\n", + "MjS7rbB/WwWKSgCVJj6HL8DhYwTm+WZbRhNOM7PVBhdVnK/uOrMdM/7ChtQiPfBZC51uMSvkGM3P\n", + "tvnAlkfATI8wkER0I+MccBy6IgmfM8BnWwsJWiGwT50uuuLC/9iu2RIXPo7wOYTzF+mDbiXsA6IA\n", + "CUGFieXCx5jv+DDfls7hsqe3i2laBPA/Kg7kX/gYNeb5YRlUzGZXIr6b54r93b5929u/noa0goij\n", + "jKDVUR+rLT9AOP1QDnHcuhscwqHn285fb9eWbuZ2bWA+8gJy+ujRo7R5+fIi128oF9nSwTw323mG\n", + "fxv4nWrBxmdcr3BsuvUc56bzEttDHuLWDy2d6KrFH0DIO1t5sP0WzW1qIHtoKc8ne5ivu4Rtx0OJ\n", + "o8SZUOJKCFuhL4yYtNfYx3zbjXdKc1OXJPYocGA/JE5Pw0Ua28bFHhWyvvCY4OKJbZl/ueMCj784\n", + "zQsc9h++YIIXKXE4fogaWrcgQag0kcaYZzvmfBRyjOZn23xgyyNgpocNiBuOAesi77B++JxBvnQC\n", + "KGcQBzw5CBHJ1rqhCZ+Dmb+oZNGiibzV+zTPMXyM+Y4v2/xw2QtvV4PjRBnDfNwKYHZjApwL/mgx\n", + "p2lwLujOQ6uVnobtmd81KF948hD7gCShtTbbMZnph25RdIOavw1zvu38s223ELBd7A9iC/E0y3y2\n", + "tNbk+g3hmG0CiOl6frhlGceCP4rw2bbvbL8NE6yv0wr/6/3ZtqfLKaTKLLN6vm1/5jYBzhfbDd9r\n", + "F14OhCUufDyUOEqcCSWuhLAV+sLYlK6GGmmLpU/HMCJ77UI1cSVxaMUxuy3wFza6EXTriwnmZXvC\n", + "FTfro3vAnIYLtdnlArAu/mI2Kz9UkGjR0Bd28yKoj9s8xrBo2i6KJrY0QysKukZRqet0A7Zjzkch\n", + "x2jmjyY8DetjO9ienobjQBedzv9c6HTEedrOGbKDSjuboGIdtDZla1Ex80UTPgfkrz4H87Oejwof\n", + "x4B54WPMd3zZ8tlW9pCvZmsqgExiWXzGcZvzsU3ct2Sml4nZ8mSbnw10MSJ9bPkBzPQLp68WRz3f\n", + "dv5apnBuelqhmPtDV7P5tGe+vADZfkP5wLLhrlczHWznqX9jtmsPCP9OzHODOKHVzbyPEOeF7eE6\n", + "Zyuntv2Z2wS4X9C87cJczpRagLTC9vAHse14KHGUOBNKXAlhK/SF4o37Vtsivdup7/V7eIjBRjES\n", + "hwsTLsDmPS62adhGrgcb9HIaPFGKiw8uRLgA6Qcb8BkXLVR0elmsj+3oLi4NfrSQOFSY+iKGlgBM\n", + "0+ubF0u9HVRS+Ky7eNFahuPAMhADiKdZwaKrAkKC9LKlGdbFRdXcb7Zjzkchxwh5wDnp7s5s03S3\n", + "HfIcFRPua8KDA7oyxbki7Uxh1OhWRDyZiOOAAKCi0fP1caLFQh8X/tfnj/2hcjVbT9D9qUU0XIkB\n", + "s9wB5K+uELXIolsR83DMOPZs3an5js9WudvKHoCIouVDl3e0huFJUT0AbL4hRkywLiod8zyxDp4o\n", + "ziVPyEOcD7ZtK4PATD/ktT4GfUw/+9nPkvNt5w9wLuiqRj5hPZQn3O9ltorbMPMTx4p74PS+8uWF\n", + "/h7+DRUCls01xIjtPE2pwrFhGZ1XOF90B2e7hmA+flPIL6wLIP14cAOfzTJr25+eZm4T5SrbsChY\n", + "LteDDeHjwTRKHCXOhBJXQtgKfTHsxDqk6dgxqauvl/qmdulNlE/gQDEShwsHKm9cSHBvDSoh2zRs\n", + "A5U+Lmi2IUZwkX377be9ylw/5q8rRTzFBrlARYPtmE+OAVwEse1wpYht4+KIY4V4Ydv4P9cQI7gI\n", + "ojLBseMYUbmYEoP9Qj4xD6KKfUKisB9UNNnSDBWwedzZjrkQ8h0jKlVIA84XQ25km4ZjwXGhSxNp\n", + "DglCXunt4GEKdHVCPnBuqBywP2wD3d1oXUJeY1nkH5bFdjB8AqbhOLEvHKdeR5ctlAOzYgGoYJGO\n", + "SJNwvgCz3AGdv7pChFhABHU+4/iR5ljOli+5jg/LhSt3W9kz5+kBZXEM+GPBnI/vmK7LNlpI9Dx8\n", + "/vd//3dvnj5una4A+0Mr1MTERHI6piE99LEjD7XYF/K7xe8cZQj5iW2g0kcLmZ5vO38N0hnd39gv\n", + "1sdy+VoNw/mJ37b5h16uvNCEf0OFgt+7/v0jj/QfCsB2nqZUIb3x+8bxYH0cH5Y3hSp8buHfp3md\n", + "C5dZYO5PTzO3iesN8hfiqEGLKI4Zy6FsIP+wP52X5vmYx4PvlDhKnAklroSwFfpKInzxLAe5KgVX\n", + "4EcbvmDuB6h0UPmEK/bDCsoAxFNX4BqIKFq6kG/mdEL4G7ITFshCoMRR4kwocSWErdBXEpS48oKK\n", + "J1v32WEEFTLuKdLjgulpZrdTeB1S2eC3hhYitFaFCbcIlgJ/Q3YocfmhxOWGEldC2Ap9JUGJKw84\n", + "Z1Ri6Moxu8+I3+qG1jh0raObEd2J6AZC+bMtTw4n/A3lhhKXH0pcbihxJYSt0FcSLiSOEELI/kOJ\n", + "o8SZUOJKCFuhryQocYQQUp1Q4ihxJpS4EsJW6CsJShwhhFQnlDhKnAklroSwFfpKAj9yQggh1Ynt\n", + "ul9OXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLc\n", + "QIkrIWyFnhBCCKkGXAQlzg2UuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXAQlzg2UuBLCVugr\n", + "nx3pba6RlsiOZd7BZXdn1zr9L3+JSXtNu8Ss89LZ7m6Uxu7t4Puu7OxmLpNJ4dt/4ezuyK5t+j4T\n", + "a6+R9ljm5+xUcBofYNLSvkLLCtlfXAQlzg2UuBLCVugrnu1uaWxulubmXtmxzT+IbPdKU32nJGzz\n", + "SpS47d4mqe9MZCyTSeUKRrz9qLRGssnt/kGJqwzMtK/UskL2FxdBiXNDzaX+Uakkum9FrVy8OeLT\n", + "d0cuKN69MSzvXh+Sd3pvyzs9g/L2tYi8deWW/PLyTfnFpRvy5sVe6Xz3WlB8yhu2Ql/pbHY1Slt0\n", + "R6JtjdK1aV/mYLMpXW3dsp38XprEFQ4Fo1gqWeJ2o20FHE91kC3tD1MakNy4CEqcGyq6JQ7ypj/r\n", + "zGBLXCnEpaOhQ+LqMy7UjV2byXkQmJbObmltrJf6+jo5dqxJOuP4yxzdr8elI25sZ7NLGhq6ZBPb\n", + "Sah1Guqkrr5e6uqapD2a2masvV46ujulWc2rrz8mxxpaJZIUxx2JdTSr6ZhXLw2tEW97yX0AtZ/6\n", + "lkiyxXCzq0Fqgv3i+06kRepxDmhdbIS4bUuktUGO1R7zt6u2ue0JQIt0dAb7qquz70uR1hIX+mxP\n", + "G6xnCoY6J3XOTd2pNEiym5BuHNsxtY1jx6Shy2/l2+xtkYYgDerrW6RXpw/OqaVTrdPozatT6zR1\n", + "xjO6vHZ61XkZ+ehJbH2z9O6EKmlv//62QLO3rV2Jthp5uxuVttpaJfn63FR5Od4q0VzdylnOK3e5\n", + "yCJxm73S0qDTol5aevU6mXnY1BFLtSQHx1BXF8xrjybzF3nX2huXrmZ1LCrfupG+u3HpbE7tp0Ft\n", + "C+m6G+9SZbVWjmI7anqnly4op03JbTe0dElcpwfyqLVX4l3Nar7KH5Xvu/FOaQq2W1fXIB0xS+uW\n", + "o7LgYc1nf553bOocvHnNndLZdiwjH+xpQA4rLoIS5wZKXAlhK/QVTbxDVVjx4HtK6PAdlV2NEqGk\n", + "3CQ6pb6p12vRgvDVJdfzZaq5d0dVGKrSP6rETAmDP08JRGNdUgpQMRxv8ytIfN9V0lXb7m8HLYKt\n", + "xn15ic56SyuYKRHYdpu0J1sQISD1/uekxGG6qvCTn4PvNcelLVmZ7kqkpVbaLZVTLonLljYpidtU\n", + "20W6WAQOx9p2NIvcGZW8yp/j7TH/M86pptGXDm9+Qjrrm6R3W38PQB7UpfIR26hri3ppnhIk7L9R\n", + "OhPBMjoN1LykCKvpyOem9nZpCtb3JLo1+Gwly3kVUC7C8uAvt2vsC3mv5TgzD2NtdcF9nf4xmGUJ\n", + "ZUuXVy/vVBlKHYvPblJM8UeKSucgXbF86nj8st5gdKvv4Leg/7Dw8ui4se9t6W5skUjOeykdlgVv\n", + "2/Z8zsiT3Zi0HbfnQzgNyOHFRVDi3ECJKyFshb5ywQX+mNcyov9Krz+Wqlh9aTErFlOGVIVa1xbI\n", + "lPE53i61StJS6+jt+PKDiqHNrAxQGXkV07b0NtXKMfNYQGdKFDXxjjq/QlFC0ajkYifaKg2edKjj\n", + "0/KSV+La0rrislVS5rFnfs6WNth+o7S01Eld1nvo4tJea2vR2pVEb7s0NzZ6LTCNDXVSY1bcpjgq\n", + "Yu0p2TBBGvmtZ8hjmyxh/0fT817RGlHntxORFu9cfAHo2lTC1eDnL8479wMwWc6rgHKh09/8vJvo\n", + "lXYlVI1ojWtskLpkCyfSONSdGmsP0grHkJ6/ZnnAftNbKhU7MelsaVLLIB0apP54NolDOTXlCRjH\n", + "gv3Up1qGwWZElc+GZunojsl2Rn4Dl2UhRz4jT0JCni0f0tOAHGZcBCXODZS4EsJW6CsW/CXemF7h\n", + "mK02ZiXrY4qK0fpmrGOrGLJV1h6ojJISF+qizYaqrNGq4t/Lp0RFnUcrulRxHKFKLrvEpQtAtkrK\n", + "PPZsn33MfWD7vvx0NwXddcnlNBbRUKDlq9boLk6Jifqcdk4+2SROC+5uKI9T6Y/9t2S0RvkErUfb\n", + "qXWR123RbYm0ZNlfEvt5FVMukp9x7GnHaOYbPof2kyZxISky0i4z7yCp9UZrFc4/l8QFrb3J9Y3j\n", + "suSRz65sxrqlTe2nNRqWYJdlIUc+Y3shsbbmg/qcngbkMOMiKHFuoMSVELZCX6ng3im/BcucnmpV\n", + "yy0qip1e74nW3vZUSw+6ZNrr0rvNurN0m3mgMgoqJojCcbSs6Xmq4jMr/SSQtsY2aWvSLYG7Em1t\n", + "lNZWiEbQ/ZRWyaljqjWlzah0A7JVUmYaZPvsY6aNsf3NbmmqV58trSy2LjR0ZdbqilotE1NpW5LE\n", + "eWLSIl1dLWl5nEp/7L827R5IM703u+qlrc24RxL3PLa2Sotx/6Ed+3kVUy6Sn9EiaOTbLuQ9TeKy\n", + "d6ci3dK6U1V+md2p6XmHblojHZFntekSZy6P72Z36m4s1J0ayqM0Ep2pPzSSuCwLOfIZkpzWxa2E\n", + "L0d3qpkGu/Fu6TTuaSSHBxdBiXNDRUscMkJ/psSVAu77aQi1KPigAkcLW25RAX7lUxtuzdvsldbk\n", + "zegNqjJNXexzSRyOKd6JG8Jxo3Wd+r85SyvWjkRaaqRWt/4pdqOtUlNjtL6kVXK7aruN/k3jrahs\n", + "DckKwLmmHZcxXadBts8+Ztqkbx/yUd+U3vXlEbr53ruZfVfJDW6499KuWVWU3dJSksT5kl5T4z/Q\n", + "oKelp/+m9Or9I70b2iWql8X9VzVm+VBSWF9jdEMiD8wHHgxs54XpBZaL1OddJV8oD/46zZ1R6W4x\n", + "JK6xU3rNBxs648YfAP65+ftKf0gmM+9wX1u7NAQ3+DeqZXs7WlLpuh2R1nrcdtCQfLAB5VRvGw8E\n", + "pD3YkJZH/oM1yYcTGpU02cq007KQPZ/DDzb0qt9JZj4oQmmAP7jSWgnJocFFUOLcQIkrIWyFvpqB\n", + "8GW25pHqx7wnkhByWHARlDg3UOJKCFuhr1rQRVaf7b4qUtVsd0uL8XQyIeRw4CIocW6gxJUQtkJf\n", + "faCLyB/zqj3jJm1CCCHViougxLmBEldC2Ao9IYQQUg24CEqcGyhxJYSt0BNCCCHVgIt4YRJ3b1mu\n", + "Dd2TmCOJm1uYkesLH1jn7QeUuBLCVugJIYSQasBFUOLcQIkrIWyFnhBCCKkGXMTBkbiPZWIiLlPW\n", + "eRUmcffvU+JKCVuhJ4QQQqoBF1EOiXvz4g05f+mG/Kp/Tu4kJW5Nbg9H5UJfVN7rH5cb0/OGxG1I\n", + "/81FmTS8YnIyKgPL/uelB5sSnZiWy5EpuRYZl575RzI1NyvXBsbkypCaNrQs0yFHyS5xH8rk9Ixc\n", + "GVTrDU5Iz+iqTD/A9C25MzQnY95nhRKvnv5pGbkffH+wLn1DqzKjPi+sJqT/DvYLZuX2ykfBMo/l\n", + "9kgwHdueeigLa+vSPzxOiSslbIWeEEIIqQZcRDkkTrfEDQ4PStftuFfnR8fvyKXRRLIlbjo2KRcK\n", + "kriPZGJizCJkH0h0pPiWuJn5aemJbSa/LywvyZXRdZlXn6enx6X/rt/yNzMfk4GpJemd3/K+L95d\n", + "lGtz6vOGOtY7yxIL1ofc3RrwjwP7vLUUCJ3JvTglrpSwFfpK4U9/+pMsLi7K0NCQRCIRK5iHZbCs\n", + "bRuEEEIOLy6inBIXjU3LhRuzEo0nZKB/WPoXs3Wn5pK4hxIZWJSJjbCHlCJxH6p1YjKyZk57JJH+\n", + "YDsrd+XK1CM1bUtG7qh9rqvjGr7vtb5NTU3I4IpaRgnZewMTQSucZkFG19U8r9VtWvqmEzK1ZnQD\n", + "U+JKC1uhrxQWFhY8Qdvd3c0JlsGytm0QQgg5vLgINxJ3X0nciAzES5W4JZnM8JBSJW5K7uguUg9D\n", + "4vB58K5M378vvRMbsujdd4cu1ccyOBgsA4kbXZeF5PqZLN5/JNHJmFxT20ALHyWuxLAV+krh9u3b\n", + "8vvf/16++uqrvP8PDg5at7G/bEt3Y+jdqxngvaXZ3yfqip1Yr8Qq/c0VsXapCb1v88UTysPdhESi\n", + "m8l34OZnf/KXEOLjIsopcUM5ulNjM1Pp3am3YhJdC7wCLWADhXSnzqh1zGkpsnWnYnq27lT/YYmY\n", + "DEzOJLtV0Y16fWJRejypU8ugO3VgJnWvnDfN9vDFptw2xI8SV0LYCn2lcOPGDdnZ2SkILGvbRj7w\n", + "0uyamjDpL5svnUqVuG3pbaqVlkgZ3l6xG5VWV6JViRIXb5fauk5JZCyXDUocIfuJiyiHxP3i0g05\n", + "f/mmvH1rJvuDDbN3pS8pcR/JzMK896DC1duTcnXkroxMT2c82JB8GGHOl7C5pQW5FpmQa8Or1gcb\n", + "LvWPphG5h3kfyVRsNtUVGl0OHmzwWViak0tm9y2kTa2rpc7j/pr0D0/4D1XoBxjU9PlFJXvDwXaH\n", + "YtK/FEjkxmNKXClhK/SVwtWrV2V7e7sgsKxtG/mAxDV2b1vn7Z3KbYkrG0pqjh8miSsaShwh+4mL\n", + "KIfEJbtTVR2Put6XOL6xwTpjvzATmBJXPPsvcaiA2yS6GZHWhmNSW1MjtccapDWyaSyzKZH2Zqk7\n", + "6rfiHW1ole7EbjDPF4C23ph0NOn1m6QjZraAZVbyO7EOaTpWa9leGKzbro6vVx3fUevy292N6vw2\n", + "ZTPSKg04Rk+KDDFRolRb3yWbadvdlK762kBcdiTe2SINwfGYx78TbZPGOrXf2mNSX1+v6JR4sI3C\n", + "z2FXbT+Vfkjflt4gfT2J65Job3DsNbVyTG0rsmmsr/KmvblOjqp1a2qOSkNrtyR29Xw/fWK7cekM\n", + "0l/L2G6iO5lmmXliEpK4NLHEPJV3CbV9fQxH66S5M250t4byd1d9r6tT2+M7fAl5EbgISpwbKHEl\n", + "hK3QVwqVIXG1crS5SxL6/rHNLmmsaZFI8n6yHUnEt5OV9o6Spdq0Sl5V7HVKtPTy20oIj9dJRzz4\n", + "Hq7k4x1Sp5bX96vtJDqlsdbcnwnWVRLS1C2bgbjsKMmoM5aHxB1vaJDG9qjsJNczxSQuHcfrpStN\n", + "jLqk/nhHIGS7sp1IpNZVx9NQa3Q321rLijiHXSWCtUrUkhK5uynbejlsu/aoNHel9r/Z1Sg1LZHU\n", + "8ewkJL6tBXFHIq21Rn4ifRqkobFZujcNidyJSMvRJjUt+J6RJyb5JE6lf32bRHT+7USl7fhxe/4q\n", + "mexQ4tikpDq1fUKIS1wEJc4NlLgSwlboK4UXJXFojUmjPRbM9yUuWYF7hCr1MNvdSvK05PjLhiVx\n", + "s6tejnfEg+/pEhdrr5XWqNlqhfvXakLTNLbj25Voa03yfjdIXE19Z+gervRziHccl/qulFikH1+Y\n", + "9OO1SVwx57AbbfVa29JbAgM8iTOEEaSlbybe+ablH9Iifb9YxjxfEFfHHJ7mk1/iwvmb/odBkF6b\n", + "m9LdVCt16tgKfyiCELJXXAQlzg2UuBLCVugrhcpoiTOExSMscdsS7WyRxvo6qfO6FNFtly5xYeHz\n", + "xKWpNxABcx/+8hlSqbAfo+34fAmrbfclLF1qNKHjinfI8WSXKrpSzZakHUn0tkszzq8O54duw1wS\n", + "V+w57Ei0vUGOHm2Qls5IqsUTWAQxQ+K2o9LZoqSsrs7v0kUXbprEZaaPVdxBRjqBUFpZJC6cv5kS\n", + "Vy9NTXVSU9QDEYSQcuAiKHFuoMSVELZCXymgwNuEzQaWtW0jH3uTuB2JtNRKY2c81b1naYmzSlyy\n", + "SzBT4sLLZ6dMEueJW9Cliq5U4x65eEedHG+NyHbafWb5Ja7wcwjYSUiks1nqa+ukJRLkRz6JQ7do\n", + "baN0xlP3l2W2xNklLnuehwmdT0kSVytN3Qk1vU4arK19hBBXuAhKnBsocSWErdBXCqOjox42aTPR\n", + "y9m2kY+9SZxlPlq1QhKHBwtS6+fqTt2VaFu2bj0bWLdG2tIkYkd6m0PdqXklDsfU4O0Xx5YSDYuk\n", + "QJxySlyx5xAC6ae3l0/iLPPRNZxP4nCuNa3RArs1Q2lQksQFx7Ab9x9qiNu6xgkhLnARlDg3UOJK\n", + "CFuhrxQ++eQTT85Q8NFdagPzsAyWtW0jH3uTOP8pzlY93tpOQrqaj4a6U2ultt54sGGzW5pqG4wH\n", + "CUL7wEMBtU3SlWxd2pWdzU2jJczEl7h8DzYUInFogWuob5bmevPY/PvrGjoTwfdtibTVS21t+vEe\n", + "P94mMfP4ijqHdLZ7W+SobqXMJ3FoNaxtTZ7rTqJLmo/m7071W/DqpC2SeiBldzshm2ZXbpIySpz6\n", + "vov8wUMfXlrgQYx6aenNVv4IIXvFRVDi3ECJKyFshb5SePbsmXz++efym9/8JiefffaZt6xtG/lA\n", + "hZt5f5SWsHwSpyrleGdoKI2YdBw3Ja5FejGtmCFG4l3SEgx/gWEz6po7srxdwV+3M5IaLsM2xEhB\n", + "EhdMSwlKgDe8ijkUR0J6W8zjDe5pw7Ee1U+0Fn4OO5E2/z625HKdEtfL5ZM4JYfxziY5Vuuv6w0v\n", + "ElNSmU/iAIYmCfLEH7pE5ZP5hG6SUFrtUeJwzOhW9R9w2FTr10pdUpIJIeXGRVDi3ECJKyFshZ4c\n", + "FHJICiGEkKCmK29Q4txAiSshbIWeHBQocYQQkgsX4UTipifl7Z7b0n1zRLpvDEv37XkZXSmXxOV+\n", + "h+qeuReXS1OP7POKgBJXQtgKPTkoUOIIISQXLsKZxA3fS7bExRbmpDtyV6YocfuHmcCUOEIIIeTF\n", + "4iJehMTNJtbl1s1JGV6tDIlbvLsYvBzfAiWOEkcIIYSUGxfxYiRuTW72zcpoQknc6or0jN2XidkZ\n", + "uRwZk96595VLfCATUzH1fVKuRsalZ3RVph+k/GNuaVF6Bifk2tCU9E6sSsSQuKmp0XQhS5OwD2Vy\n", + "GvtR6w6Oy+XJDZm7tyo3hsbkvcEpb3u3V4x1M9ZPZ375rlz3jmNCrgzPyZ2Vj9T0j2ViYlwG9XY2\n", + "NqR/YIwSV0rYCj0hhBBSDbgI9xL3UMamJuS9sTWZVY7gSdzNUbm5AHnzPSI2p4Rq+nHKK5aX5Mro\n", + "uszDP+7fl57hZYlpH1m7L9f7C5O4mflpuaI+L+h5AXMLM8W3xIWP48FDGRick7H1X8vC0pxcm9vy\n", + "pqOV7/pUnBJXStgKPSGEEFINuAhnEqcfbLg1LjdiaxJTbgBH8CRu8J5MK2/wPeIDGbkzLXcSKcdY\n", + "evhIIv1xmVLuMa+ESwuST3p3anaJ+1AtNyV37hvzAkqROBxH7/wHadOS+36wLn0jCZnzWuViMnJ/\n", + "ixJXStgKPSGEEFINuAhnEpfWnWoMMQKJG16VmTSJw/1yKccwJQ7ClS5PxUicEirLvXOlSly6TJr7\n", + "xjHNydjahvTfuS8zah4lroSwFXpCCCGkGnAR+y9xH8vsfKzw7tT1hNxI604dkxuLHwau8pE6tvGk\n", + "hOXqTr2+kN6qliRbd+paQq5n6U7F95m5KemfXFLC6YseJa6EsBV6QgghpBpwEZUgcYsb/gMIV29P\n", + "elyLLud4sGFNRiZSEre0ti79w+NyWc27NjQrtxeWpTcpYf52r3gPMUzIlYkNX+jUOreGxuXK0LTc\n", + "sT3Y0D+ahha+hXvLcsPbT7Av78GGYL2Vu3K5f1pGgu5bSlwJYSv0hBBCSDXgIpxInKrzUfdbJU65\n", + "gvYG0ytMbA5y0KDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6C\n", + "EucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2\n", + "Qk8IIYRUAy6CEucGSlwJYSv0hBBCSDXgIihxbqDElRC2Qk8IIYRUAy6CEueGGpxoJeEJmoVZT9re\n", + "l5n7KXGbXnkkkyoDJ+9uyLjKzNGFhIx4ArfsZfbAxEJQfMobtkJfTfzpT3+S+/fvy8WLF+UnP/mJ\n", + "/OM//qPHP//zP8tbb70lly5dklgsJru7u9b1CSGEHFxcROVJ3IcSW1iUnoExuRwZk/ci09K/lOU9\n", + "p3tlQx2DbXqp4JVdA/7rwdgSV0LYCn218Lvf/U4uX76cFLdsYJmvv/7aug1CCCEHFxdRcRKnROjy\n", + "yH2ZS/qH8oyNdB8pF3h5/q27xvtP94rx8nxKXAlhK/TVAH4kAwMDVmkLMzw8LN988411O6Qy+Oqr\n", + "r+SDDz6Qzc1N2d7e9vLXthwpL/jj5t69e3LlyhXp6Oiw/n5+/vOfy9WrV+Xu3btZ8+XTTz+Vzs5O\n", + "GRsbs84nxBUuQovYi5S4+aV56VfyZHqFZn5xVi5PP7Z7yN1FidzLnF4YH8vERFymrPPKBCVub2Er\n", + "9NXAr3/9a/mXf/kXa6UTZmFhwboNsncgx0+fPrXOKwRU/rjwhfMMXePoBv/DH/6QXPaTTz5RfyVO\n", + "sVW1DPz5z3/25O1//I//If/+7/8uDx48kC+++MJLX/O2BIgZ5Nq2DRNKHNkvXEQ5JO7CiCFxU+Py\n", + "1u27SYmbnJuVq313pHsgKt235mRkcVl6B9XngQm5entSBu+l3MJjbU36BmISWVaeYTjIwr1VuTE0\n", + "Ju8NTnndlbdX1PQHj+R21P8OeqYfyUKwPH7ft5c3ZGB4Qi5HluSOOo5rA2NyxVt2Waa9ZUaTUji3\n", + "MCO3Ygnpv4P5WGdG7UO30n0gYxOxYD/j8l7/mPRO3JepB/66SShxewtboa8GlpeX0yp9E7QovPPO\n", + "O949cbg37tGjR9ZtkL3zm9/8Rn71q195gmWbn4utrS1PImx5qEEL0NLSknfPI6T98ePH1m2RwoHA\n", + "4WKO3wZ+Kx9//HHafKSx2SpnWyYMJY7sFy7CqcQtLsqlvhkZXU1viZuZm87aEgeW1h/JyMS0vDeg\n", + "llvYTIoZRCvcEreY7Gr9UEajMxJd879D0C6NLEssKVofSFQdp9kSF5a4S2Y37uqyXBtJyDw+Kzm7\n", + "kmwdRIveuAxCIvWyGkrc3sJW6KuBiYmJtMpe09/fn9Z6gwcfgLkuKR9aps+fP+9V5LZlbOzs7Hjr\n", + "hPMvGxAOyBwujmgxYvd46UDItKTdvHnTS9PwMjMzM2npn0/OKHGVydramty+fVuePHlinV8NuAgt\n", + "Yi4kbnJqTLon1jO6U/NKnHaPDbSATSQFKkPi1h/K7dEZ6fVaz6blWiRd4vrvmk+65pe43nnzAYpH\n", + "ElESB6lDN+612GZy3uRkDonjgw2lh63QVwOoLMxKRgOpsC1P3GDmQ6Fdb2B6ejot3/KB1r6enh75\n", + "2c9+VvA+SCaQ35GRkWS64o8h23JayvRy2WRPQ4mrPJBfyDfkH25NsC1TDbgILWKuJO69yY3SJQ6s\n", + "JeR6IFPpErclI8NTcntVf4ekpUtceqtdfom7vmCXOKw7OjolV6Jz0qeE8UbscbJ1MA22xO0tbIW+\n", + "GqDEVQbhfLDdyxYG97QV8lRxGLQeYTgZ2zZJYTx79syTYZ2m2SQuvJwpcWHBy0c+ASRuQIs1WrvR\n", + "il3Nf/i4CC1ie5G4rsGFQOLuSSTSX1B3as/cVppXJJ1iPf1euPnFOXlvYsObli5aj2XQaHnzZG8g\n", + "n8QZy4eWySlxGw9l4M6qzCTnZYESt7ewFfpqgBJXGWS7N1HfLG+rvH//+9979yza1ssGWuKquUvo\n", + "RYGngJGWOl0HBwettxsg33QrDjBFDIL3/vvve08Sa1AOfvrTn0pfX1/adICnjdn9XX4SiYSMj49n\n", + "/YMJ9wIj795++2357W9/603Lt85BxEVoEduLxL37Xo/8++Wb0nX1tlyLTsqF8IMNN0fkvYExudQ/\n", + "K6OJD2XhfkL6Bkfl8u0pGQ492DAfX5RrGB9ucEquRMalZyKRuq9tbV1uDY3LlaFpubOiBO/ukvQM\n", + "+t2XvRPrMjo9l0PilKgtLahtq+WHV60PNmRviduUkZGJ4KGIKbmcbew6StzewlboqwFKXGWQr1UG\n", + "Dy6g++6jjz7yKn+sExaJQmBrTnlA5Q3R0un6i1/8wrs/Md9y+bpJ2Z36YsGTxfopYtwraltGXyO1\n", + "qOOPoP/5P/+nNy0SiVSNyLmIckgc6vRkd6qq61Hna4mDC4S7U7U3mF5hYnOQ/eMjGRufkRGjBW/p\n", + "4UMZ6M89XAklroSwFfqDCH4UZstAMfDpVHeghQVPOtrS3Qa6dn75y1+mDWNRCJS48hH+Awj5F24p\n", + "g9hB8DAfcpbv6WNK3IvDFLjwg1wa85YFPNygp+OPXPwGMb1aRM5FaBGjxGVjS+4MLciYOZzI2n25\n", + "Pnw/Z/cqJa6EsBX6gwh+FKVKHG+Edwcqe7w5A5WJLe3LRbZuP1I8EDKz9RT3Gq6uriZFDumsn/7G\n", + "vI2NjYxthKHEvRgKETigx9FEniBvzHnVJnIughKXn4WVZbkRdKVeG56WnuhdmVy3L6uhxJUQtkJ/\n", + "EClV4nAhwwXNtk2ydzCQMtL5pz/9aUbal5NqfrpuP4CYhcfow1h8kDD8j+8QgEL/AKLEuadQgQP6\n", + "d4mHU/RtDCbVJHIughLnBkpcCWEr9AeRUiXO9pcoKR/FvDljL7BLvPzg3kRU9pcuXcoQumIHVv7y\n", + "yy890cbDLLb5ZG8UI3DmtTLXHz/VInIuQosYJa68UOJKCFuhP4igqwdPuekn3sybrk2i0Wjak3F4\n", + "is72lygpD7hYFfoO21J588035bPPPrPun5QPVOo6zdGyit+bbTnyYilG4EAxQ4tUg8i5CEqcGyhx\n", + "JYSt0FcD4ZuzNbgo2ZYn7kBLZzFvXygWVC68H849Kysrael+4cIFTwhsy5IXQ7ECB/TQIhjGBy2k\n", + "tmVMDrrIuQhKnBsocSWErdBXA5S4ygIvwcd7Tm15shdQubCL7sWAd6reuXMnLf0h57yndP8wJe7W\n", + "rVsF9Sroa+Pw8HDe8fkw/+7du5S4UFDi3ECJKyFshb4aoMRVFpA4tNpAuN566y1r3pQChknY3d21\n", + "7pPsDbRuQtDm5ua892ti7L6f//znGXmA++W2tras2yDuKUbk8FvBPY5Y1hxaxEY1CBxwEZQ4N1Di\n", + "Sghboa8GKHGVhX460ZYnpYLK5eHDh9b9kdLBGzPQ4qbFAG/XmJ+f916MDxHHAw2o0PV8gDHj8o0V\n", + "R9xRqMjlGlrEpFoEDrgISpwbKHElhK3QVwOUuMrDvLemHKB1iPfClReImB7EF1IQj8ezpnG4ixxv\n", + "3sjXPUfcUYjI5RtaBFSTwAEXURESt7wk3ZMPk9997wi/61T5xkbKSew8kkieNymUE7yq672IP35c\n", + "+BVhlLgSwlboqwFKXOWBe6pQOZgtOKWCm+oLuSmbFA662vQo/qjAC/mt4J2bePcm1kF3K4YlsS1H\n", + "Xgy5RA7ikG9okWoTOOAiDorEzSthuja3mXQSOy9e4sz3rc7MK6kLXtZPiSshbIW+GqDEVS5o7cEb\n", + "FjDavy2P8sGuOzdguAldeeO+qULvNcSwPViHYy5WBtlETg8tkm2A82oUOOAi9kPi5pfmpf9usS1x\n", + "hVBuiftYJiayby/jpfkP1qVvwF+eEldC2Ap9NUCJq2xQYWCog2Lvk8PyH374oXWbZG/gt6HTGS02\n", + "qGhsy4XRvzUMWYH76WzLkBeLKXL6Bfh6aJF3333Xmk98AX7hUQ6JuzBiSNzUuLx1+25S4ibnZuVq\n", + "3x3pHohK9605GVlclt5B9XlgQq7enpTBe4VJXJowra1L/53gNViRMbk0EJP++Uey4EncggzGZv15\n", + "gxPSM7Euc4HHLD38UCang3kKc97c0qL0eNMn5MrgrETvfyRT6tivDYzJFW/6skwntxOsE5a49YRc\n", + "H1r13qlKiSshbIW+GqDEVSboUkWLTynDjaC7ji1w7sDTijqts1X0YcynHYsRP+KeRCIh4+Pjnozh\n", + "jybcs4h8yjW0iLmObf5BxEU4lbjFRbnUNyOjq+ktcTNz05ktcf3jntQBLVmXB+wSNzU1IYMrgZ9s\n", + "bEh/5G4gWJC4cRlY/sif9/AjGRsfk8g9f9mZeSV7S3reryUWmwq2qdYbXJZYMD0FRLLAlriND2Rs\n", + "Qm+PEldS2Ap9NUCJ239wocI9UrgBHu/iROURfn1TIaB7B09LZrsRm5SH8BPEqHQg3bZlAeZhGZ1H\n", + "fFK4coGQQ8yRV/mGFqk2XIRLiZucGpPuifWM7lSrxBXcEocuzim5var95KEMpEnckkx6n1Pr+RL3\n", + "odremFwOBDFJ7LGa95FMx2bk2sii3FnalPnk+vklTj/YcO3OnNxe2pKFYB4lroSwFfpqgBK3/+Cv\n", + "fbzaDC1otrzIB8QAFz2+3unFgPyamppKS388Abyzs5OxHLrekDd6WVRQuYSP7C+FDi1SjbgI1xL3\n", + "3uRGmSVOfVfy3jc0ITdG56R3aFZur+jWtcx74tIlbjzVgmdj40OJLS3LjaGY3PEksYiWuBCUuBLC\n", + "VuirAUpc5aArfXTn2AaLDYN7qzAuGZ58tG2PuAOVy/T0dPLmdg3yDTIOzNZU3HeFwYA51EtlgxZx\n", + "5OvExISXx7ZlqhUXoUVsLxLXNbgQSNw9iUT6C+pO7ZnbSnlFkRKH5XvV+tpPUuSSOHSnTstltR/d\n", + "WoZWPTxJqpfVLCzNBftKP4YwlLgyh63QVwOUuMoF3aJo3UErnQb3yf3ud79ja06FgCcZUel0dXVl\n", + "/IYgbhcvXvSeZESe2dYnpFJwEeWQuHff65F/v3xTuq7elmvRSbkQfrDh5oi8NzAml/pnZTTxoSzc\n", + "T0jf4Khcvj0lw6U82LB6X64PTgRdouNyeXhRxrzlckscuk2nYrNyxVtXP8CA6Y/lzvB0sD1FdFmm\n", + "g/He5pYW5FpELT+8mv/BBgNKXAlhK/TVACWOkPLx9ddfe605qHxs8wmpVFxEOSQOdXqyO1XV9ajz\n", + "tcTBBcLdqdobTK8wsTlIkgfrcmvkvvHEqUJJ4KWpR+nL7TOUuBLCVuirAUocIYQQF3HgJO7+qlwb\n", + "Xze6RH8tc/Mz0jNv617dPyhxJYSt0BNCCCHVgIs4cBLnPUlqjPU2PC03ph8aT5RWBpS4EsJW6Akh\n", + "hJBqwEUcPIk7GFDiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdB\n", + "iXMDJa6EsBV6QgghpBpwEZQ4N1DiSghboSeEEEKqARdBiXMDJa6EsBV6QgghpBpwEZQ4N1DiSghb\n", + "oSeEEEKqARdRWRK3KcO3Y+nvKr0Xl/cG0l+ltXh3Ud7L84YG85VYuV6PVR7wuq8xuaJfAzY4S4kr\n", + "JWyFnhBCCKkGXERlSdzHMjU1Jv13U61x09N4x+m0DK6kfCS8jI0XL3GGaD54SIkrJWyFnhBCCKkG\n", + "XMR+SNz80rySMLvELcQXjFa2LbkztChjd+NyZfqxMS31Yvxs7KvEKShxJYSt0BNCCCHVgIsoh8Rd\n", + "GDEkbmpc3rp9Nylxk3OzcrXvjnQPRKX71pyMLC5L76D6PDAhV29PyuC9lFt4rK9J39CqzMA91hJy\n", + "fXRdFjY2pF9Pe7Cemv/wI5kyXsF1bVjt94HvLFkl7v59uT6khAvLYfsjCeNl+h9IdCQliFNTUxKZ\n", + "X5Yb3vYn5MrIXZlc18uaUOLKErZCTwghhFQDLsKpxC0uyqW+GRldTW+Jm5mbztoSh/vivJY2JUsL\n", + "S3OBfH0kY6OBXC0vpd8Pp9bRn+cXZ63ipj8vrNyV3uFA4LBOXokblcuTD5Mv219Q+74Sevm+T7rE\n", + "za+sVpbEzTzckumNx8lEpsQRQgghLxYX4VLiJqfGpHtiPaM7NbfEfSzT0+Nq/ocyMTEld+77HqJF\n", + "zJ+nxe1DmYwp0bsT81+GPzSeVeKujS5I78CcjGmBAwVIXOSengceykCoxc3HfLBhSm5MJipH4haU\n", + "Afc+jEnPxrRMbTzyEpgSt7+sra3Jp59+ap3nAuwL+7TNI+Sw8aJ/fyQ7rvPigw8+kOXlZeu8/cBF\n", + "uJa49yY3ipY4tLZdnl6WyOBdmdY+cn9Vrk0sy+07KRGbmZ+Wa7HNpK/YWt/0Z7Sozant9k49SrWk\n", + "FSBxA8t6HsglcRXanTrxcIMSZ4Af9c9//nP51a9+lcbIyIhXmG3rlBtKXPn4/PPP5cqVK8l8/OUv\n", + "f+mhv2MelrGtmw2Ug9HRUfniiy+s80nh/OlPf5KNDXUNUhXGhQsXvDy5ePGi3L59W3Z2dqzruIYS\n", + "Vxy4Zpq/KU05rpmUuL2HFrG9SFzX4EIgcfckEukvqDu1Z24r6RFhvPveBpQApg0j8lgGh8flcvJ+\n", + "ODy5mmp58wVsLKvE+Z8/8u5zS66zriQuYoji2n253p+jO3VpUd4roDsVVIzEDTxU5hpI3MjGfS+B\n", + "D7vE7fePmhLnDuQvsM0rFFzUTImDiNy9e9ebbi736NEjykAOfv/730t/f7+XTt98803avK+//lr+\n", + "8Ic/pE17UZTz94dzBLZ51UI5flPZoMTtPbSI7UXi3n2vR/798k3punpbrkUn5UL4wYabI/KekrJL\n", + "/bMymvhQFu4npG9QCdLtKRkOP9iggJCN3Bk1uk19IG2Xk0+pKtY3ZGB4wu/GvLOoPOOu9OWUOKwH\n", + "2ZuSyL2P1OePZDo2I5cjE143aO/EmoxMpEvcrWnzwYbl1P10aVSoxM2pk4XAUeJSVMKPmhLnDhcV\n", + "DirpsbGxDImLxWKUuCz8+c9/lomJCfnkk0+s8/eTcv7+XJS3SsPlOVLi9h7lkDjU6cnuVFXXo87X\n", + "EgcXCHenam/QHhHG5iP7QeY9cYVTERI39nCdEhci34/6t7/9rdfVgwI+PDwsfX19sr29nbYMCv3C\n", + "woJcvnzZ61a4dOmSPH78ODn/q6++8lpybty44TE7O+uto+fjwoXjwDLoWnr33Xe9FounT58mlwHP\n", + "nj3zmo7RDYVlrl+/nnEsaOFYX19PO5Z79+55laheJixxmIeWpa2treS0asFW4fz617/OyPOPPvrI\n", + "6w4yW4iQtkgXfF5cXPTyEa1x4+PjXh5A5HDxe/Lkibcc0npoaMib9uDBg+R2Csl/7AvbRb6+yK78\n", + "F8VvfvMbmZubs87Lxocffuj97lCOkd7hdANffvml97tEumX73SD9kbbRaNT7LXd0dHj/43eBVtWw\n", + "OGAf2FdPT4/cunXLyztsw9xmNmzlrdoo5Bz1NS0SiXj50t3dLSsrK941DOUA1znkK35DZgtsodfC\n", + "QvII62BdbAPbwh9ZDx8+pMRlgRKXm5ql5YTsN30bs57ADa7PexJ3OzEvi3fvy8LSive/9zm+6jGv\n", + "ps0t3lMsy+zCssTm4hKbXZKpmUWZmJ6TsclZiY5Py3B0Um7fGQuKT3nDVujLDS4YuX7UKNC40Ovv\n", + "utJA9w++Q4Dm5+c9MdDLmGA5XGAgg3oaZAnr6O+4uEHIfve73yWnYXnsZ3d31/uO40DlDmHQy+CC\n", + "eOfOHfnss8+S07AtCIWWEfyP75iulwlLHCozoL9XE7YKBy1puGiZ+bq0tCSDg4NpXWFIM52vWuLw\n", + "Gf8X2hJXSP4nEgkvH8MVVTVR7B8JyLPp6em0PMIfRjMzM8myjbyCNJtpi8+YpvMR6yOvzWWwHS3n\n", + "wJQ4/J6xvPk7Q+sh8ts8lmzYylu1Ucg54reD65cWNOQZfh+4zpmtseG8KORaWEge6bJhbge/L/wR\n", + "RYmzQ4nLTc2SKsD7ycy83wJ3fSMm0wt+S1z//WlZVBdKk4WpKY95lalzYGJCZtVfsTH1A4mpymhK\n", + "icSE+kGNqR9IVP2VNaz+0rl982ZQfMobtkJfbnAxKvZHjb8A9UU/XwsD7v+5f/9+2jRcaHDB0RUL\n", + "9m9KlQbrYX18hkxANMLLmPuHMGC7kDtzGVxIMV1fBE2JQ8WKi6vZUldN2CocpD+69nT6I90gB6ur\n", + "q8llUelgmpaBUiWu0PwPL1Nt2NImG+H80SBPIHb6AQiUYf37MIEYQIzxGdvA79Wcj/xDy5zOP1Pi\n", + "0CJq+z1jWrjVW4NWV10RDgwMeOjvurXPtt5BBb8R24MN5jUMZTqcN1gP5d6chrxA74JOo0KuhYXk\n", + "UbaygR6TYq/3LnERWsQoceVl31vi7qwtehKH/6dX7vkStz7Lljh1YbE9nRq+8JuYF3385RiWBBOI\n", + "gO0+ILNSwwXKVkFgmv4rFRce234gIPgBQtSwPWw3vAzAxUsfB5bDOeA7jq/aKhkTpJkt3VC5orsO\n", + "nyHIyEekC2QN0yBvZktQqRK3l/yvJmxpgzKof29vvfVWsoLPlr56Hd2iZ9smQJe3/h2YnzW5JA7l\n", + "wNZimO33FyZbeasmCjlHSHS43GOdsECF87qQa2EheZStbNiOYT9xEUhLQIkrL/t+T9z1hzOexHkD\n", + "/T587EvcxqKXwMgIndg6M3hPnA8kCUJ39epV754nXHCuXbuWvEDku7ijRUHfJ2WCiwy6ZrGMWYmY\n", + "YJqugLItgx8cjgkXQ8zHcuFlgHmcWA5/taKLAseGcwwvXy3gnG35Y1YKEDSkCdISrQJID8w3W8dK\n", + "lbi95H81gT8icv1OcP66rCN9tUyHwTb079XMExMzfyDhEDazVW9zc9NrddXfzfTHts2WNBPztoVs\n", + "ZCtv1UQh52gr02beacK/pWy/BbN8FJJHtt8isB3DfuIikJaAElde9lXiph4+8gSu7+FcchokDiCB\n", + "KXH2HzW6H1EBh8cVMy8QWDfXBS3bxcQk21+fZhdqtv3gGHWrgnmhC2N2AeN/nBe6XfEXLVqL9H1G\n", + "1QbSzJZuEDUIG+6Zwf/63h2IHfICf+2b9zmWKnGF5P9hkDjkQTYxAzh/XXazpS8wW76zpS0qcvN3\n", + "oO+Fwn2HuK80Ho+n3T4QljhbeSmUbOWtmijkHEuVuL1cC02ylQ3bMewnLgJpCShx5WVfJW7o4T1P\n", + "4vB0qp5GifPJ9aM2KxYNZAfSpC8QuLhAgsxlTHAxs92bYYL9Y7nwdHT56YsV9mOrBMP3xOEm+nDL\n", + "Wq574vS9X7buiWoA6Zftgo+HC3D/lJn/WuAgvfp+OFCqxBWS/7YKr9pAmcQfDuH73DTmb023noUf\n", + "9LDdE4eBg81lgHlPHEC3ea7ybaa/KQvETq7flMZWprFO+Fob/i0Vei3Ml0fm8ia8Jy47lLjc7JvE\n", + "6ddsAYwTp6dT4nxsFxYN7qcxn7AC6IpB16q+QKHA4697XFj0MkC3bEEEMJyBHihWY7YEoGsHQ5eE\n", + "n6TCdrWQoWLDxS7f06m4AKI1Se8f/+M7xEQvg2M3L5Ra/sz9VwvIX9vFHKCyR/qZf/kjTdEFConT\n", + "aQhMiUN6YT0txRqsg6FKzGmF5L+twqtGcI43b960dkvi/ikImv7+8cd432Lup1OR/vh9mmKIz5BF\n", + "U8BR4efqCjXTP9vvGflllofDTK7flMZWpm3X2rDEFXItLCSPUA6wjPmQF7aDbljzWrjfuAikD6DE\n", + "lZd9kzj9mi28qcGcfmNj1pO42MYmJS7HX2aoOHAvHG6+xr1w+I5x2MwLFCQPlYt+jRDGaIPs6fmo\n", + "UDBGlTkfFYuuoNBSg+1BpHABQ9cPPpsVETD3g7GPbBUiLmLYnh4nDv/jeM0KCPsyJQ6gEoW8mHJR\n", + "DeSqcJAOGEcq/DQvWoTCZcKUOPD+++97aYthSXRrECoe5B/GxsJFUedvvvw/LBIHkIaQXf2bAvij\n", + "COkIcTOXRSWN3wKWwThj6AY1pQ4gbfFbwe8BQOr0vYYabNfcHzBFL5z+4d8z9o38DJeTwwp+T/le\n", + "u1WqxJVyLcyWR7g24hqJceQgKOixwHXOHMNxv3ERWsQoceVl3yRu8OFdT+Igc+Z0PNQAicP7Uw+z\n", + "xBFCqhe07OAPr/B0tL6iay08nZAXiYugxLlhXyTOfM0WulXNeZQ4Qkg1g8oI99aZLagadLeZAy4T\n", + "sh+4CEqcG/ZF4vRrtvBgQ3heZCPuSdzkxkNKHCGkKkEXmu1+Vdwnmu+BE0Jc4yIocW7YF4m79XDB\n", + "kzgMMRKeh/emQuLwPyWOEFKN4N4p3IOHCgqtcrj3DvdaVevT2ORg4SIocW544RKHQX0hcBjk1zaf\n", + "EkcIIYTsHy6CEueGFy5xdx6uehKH/23zKXGEEELI/uEiKHFueOESh7czQOLQImebj3vhIHG4N44S\n", + "RwghhLxYXAQlzg0vVOJsr9kKg6dSIXF4SpUSRwghhLxYXAQlzg0vVOL0a7aiDxPW+YASRwghhOwf\n", + "LoIS54YXJnEYDw4PM0DizNdshcGbGiBxNzfmKXGEEELIC8ZFUOLc8MIkTr9mC8OL2OZrkLCQOECJ\n", + "I4QQQl4sLoIS54YXJnHZXrMVBglLiSOEEEL2BxdBiXNDUuKmHz727lXD/+YCJugGxTJ444JtfjbQ\n", + "lQqBA+HXbIVBwlLiCCGEkP3BRVDi3JCUON1Slqu7U78uC+S6ry0MxBDrDDxcss43QcLifjhI3NTa\n", + "o2RiU+IIIYQQ97gISpwbkhKnx2/LJWjmMrmeMA2jhxaBKNrmmyBh9UvwJ9Y3kolNiSOEEELc4yIo\n", + "cW5ISpyWs2yCpl+Xpck11lsYbC/bdsMgYSlxhBBCyP7gIihxbvAkTnd36iFAbIJmvi5Lt8hle+tC\n", + "GL1uoRKHtzVA4qLriWRiU+IIIYQQ97gISpwbPInT97phMN5sgqYFD9O1lGF5c5ls4F44LJ/roQkN\n", + "Ela/P3X4wUoysSlxhBBCiHtcBCXODZ7EmS1lNkHT97Tphx501yrETi+TC0ocIYQQcjBwEZQ4N3gS\n", + "Z0qWTdD067LMoUUgdJgGwdPTsoHlgG1eGCQsJY4QQgjZH1wEJc4NnsRpydJjuJmCZo7xZj61qrtg\n", + "C3niVK9vmxcGCavfn3rrwUIysStJ4hgMBoPBYBQelDg31EDMIFhmy5spaPp1WWFZ0+uBXAP4FjNG\n", + "HEDCUuIYDAaDwaieoMS5ocYmWaag6a5W2+uy9ADBuV6lRYljMBgMBuNwByXODTXZxnDTgqaxtbYV\n", + "8lL7bNvPBhJ2duN9T+JubMwmE5sSx2AwGAzGwQxKnBtqMCYbJGv0wZp30hp81wJ3e2M5bZ5mdv39\n", + "5NAjsfVN6zJ3NoLx5dT/tvlhPEFTQOKA/j7rSdv7MnM/JW7TK49kUmXg5N0NGVeZObqQkBFP4Ja9\n", + "zB6YWAiKD4PBYDAYjP0KSpwbavRDDOFx4dDypgUt1xOotidXTXR3bCFPsQKduFri9HedGUnRY0sc\n", + "g8FgMBgHIihxbqiBYAHbzELI9uCDRktcIWPEAZ24lDgGg8FgMKojKHFu8CQu1z1t+dDjymXbhm7N\n", + "y/UEq4lOXP3+VDzkgO+UOAaDwWAwDmZQ4tzgSVyhr8/KBrYBip1nQycuJY7BYDAYjOoISpwbPIkr\n", + "9MnRbOj76sJdpvla6WzoxKXEMRgMBoNRHUGJc4MncYXer5YN/XBDeLy4YseIAzpx8UQsJG5844H3\n", + "nRLHYDAYDMbBDEqcGzyJK/R+tWzoseDw8nxzun7zQzHdtTpx9ftT8T++U+IYDAaDwTiYQYlzQ435\n", + "uq1SydbiVuxAv0AnLiWOwWAwGIzqCEqcG2qK6erMBlryIGthISzktVxhdOJqiRveWPG+U+IYDAaD\n", + "wTiYQYlzg/faLduMYtFDieC9q3pasWPEAZ24+v2peMAB3ylxDAaDwWAczKDEuaGmmFayXNiEre/h\n", + "XIbY5UMnLiWOwWAwGIzqCEqcG2rCr9sqFTzUAGEzW/bwHZjL5UMnLiWOwWAwGIzqCEqcG2psE0sh\n", + "/PottL7hO1rjwsvmQifu/MaHnsT1bsS875Q4BoPBYDAOZlDi3FA2idNPqOqBfUsZIw6YCQyJA/hM\n", + "iWMwGAwG42AGJc4NZZM4AGkD+BxumeudeyS3727JZOLDtHU0M+sfy/Dy+9Iz+1Cm1DJIYEocg8Fg\n", + "MBgHPyhxbiirxJmv3zLHiJte+0iuzT5KAqGDsGE6/r8x/zg57+pMSuLQlQqJQ9cqJY7BYDAYjIMZ\n", + "lDg3lFXizHHh9IMOeGuDlrgeJW8QOC1sJpiO+abE3Xqw4EkcHnKoJIn7y1/+QgghhFQlLoIS54ay\n", + "SpxufYPAmUOOjK9+6InazYVNGbn3gQzdfV9uLW56LXD4H98xvX9p05O4O8vvewlMiSOEEEJeLC6C\n", + "EueGskqc+TCD7lrFECYQNEgcJA2fs0GJI4QQQvYXF0GJc0NZJU4PK6Lf3gAwHYJWjMQN3d3yEvj2\n", + "g2VP4kY31ihxhBBCyAvARVDi3FBWiQOmwOl3qULOIHF4OtUmbxrMh8TdWnzsJfDwgxVP4vAeVUoc\n", + "IYQQ4h4XQYlzQ9klTt8LB/QYcZQ4Qggh5GDgIihxbii7xOmnUk2J00+kYjgRm7xptMT1LfgSN7J+\n", + "35O44Y0VShwhhBDyAnARlDg3lF3i9CC/QL9HFQIHbOIWBhIHkMAT6xuexOH9qZQ4QgghxD0ughLn\n", + "hrJLnH5CVUvcwoYvcRgDziZtYShxhBBCyP7hIihxbii7xAEtcRA6PdAvxoSzSVuYa7O+xM0/oMQR\n", + "QgghLxoXQYlzgxOJG3p4z7sfDmPEFStx1423NiAjIHFg4sEGJY4QQghxjIugxLkhq8ShGxQPGtxc\n", + "3PReTm9bphBGV/wx4vBmBpu0hQlL3O0Nf6y4ngfTMv3gMSWOEEIIcYiLoMS5wSpxaD0zX0oPIGO2\n", + "ZfMBMcP6+Qb61dyY9yVuTO0PGYGEhshdezDlidzU+iNKHCGEEOIIF0GJc0OaxKH1DcOAaHG7Hrzb\n", + "VH+HiM09KO7E0ZqHdQeWco8Rp8EYcZA4vHpLSxwYfHDXF7n1KZlae0iJI4QQQhzgIihxbkhKHLpM\n", + "0XVqCpsWK4gYni7FdIz5hhfamxvJRaED/WqySRwywhO59Um5tjYlk4kNShwhhBBSZlwEJc4NSYmL\n", + "xP0WM7S+Dd3NHJQXUoVBeLXImRvJRbES169EEhI3GN/MkDjQv74oV9cmZTBxlxJHCCGElBkXQYlz\n", + "gydx6CKFaIF8b1WA5GG5Qlvj9HZt27IBeYPEoUXOJnEYdgQS15eYo8QRQgghZcZFUOLc4Ekc5Ami\n", + "dXMh/8MHusUOXa/hjdmgxBFCCCEHBxdBiXODJ3H6SdRCuzz1/XH5hh7RLXzofi1020NqOUgchhqx\n", + "Sdzs+vuexF1NTFLiCCGEkDLjIihxbqhBt6gWLZtU2dBPrELMbBvVmAP94n+sh3vrbNvUYD4kDtgk\n", + "DhkDibuSmKDEEUIIIWXGRVDi3FCjHzxAN6lNqmyYw5BgWBLbhsFkwhdEfR8dgCzaHpzQRNTx5JM4\n", + "PJ0KiZtKqMyjxBFCCCFlw0VQ4txQA7FC92i+FrIw+knVXIMAYzksg3vttMRpzCFMBpVA4h47HAfk\n", + "Tb8/dfr++8nENiXu5tqcJ3FjifUqkLgdiXU0ybHaGqmpqZVjDe0S3bYtRwghhLjHRVDi3OBJXCEP\n", + "NISBeGFddJXaNgywnF4G/6MFz2zFQ6ucvr9OA3nDdPw/vrKVTOxqlbjNrgYlbxA4g+MdErcsSwgh\n", + "hLjGRVDi3OBJXL5hRbIB2cL66Da1bVw/yapb7bAOpodf6wWJRIse7rGDvPUELXHZJO722l1P4m4n\n", + "lg+4xG1Ld2NI4DxaJLJjW544ZTchkeim7NrmHUB2Yr0SYzkihBSJi6DEuaEGMhWWs0LBq7QgYZA1\n", + "28b1/Xb6njhT9nAvHR6qMF/jhW2aLXF37m4mE9uUuOG1e1UicTvS22yTuHrp2rQtXy42pau+XWJ5\n", + "p5WR3ai0NnbLtm1epRBvl9q6TknY5h04tqW3qVZaIjuWeYQQkh0XQYlzQ00xDzSEwX10ujXN9k5V\n", + "/RovLXFogQsvY4LWOFPihrJI3OhawpO4/sTiwZa43Yi0ZAicT11nwr5OOdjuleaakLDZppUTJUjH\n", + "K13iCCGEBDVdeYMS54Yam5wVg35owfaAgxY8Ta4nWQEkD/Kmu1OzSdzE2gNP4m4kZg94S9xfZKe3\n", + "OVPiGjokvqduMDws0Sx1R7G9WjnW1JHqVkt0SWP9MamtOSp19fVSX98qkQnLtODhip1YhzTXHfWO\n", + "q/ZYk3TEcrTs7Mals7lOjnrngYc0WqR3U20j2iaN2EbtMbVtbL8zec8ftt90rNbb/tGGVulO7Ca3\n", + "t5voltaGOu+Y/Ac//OPrjGN+TNprWqU31hlaf1vinfrcj0pDa69s7gbHh/3FO6WlAeeq5qvjaeqI\n", + "yU4w7y+xdqlJE03zoRNsq1sSyW1h/0p6cc5N/vbaY3peJeB31SePKUveZK6n2E1Id2uD9bx3o61S\n", + "0xJJpdlf4tJxvEbquzZT6292SX1wX+d2d6M0difS8qSuWeW/kSd6f96xhfOk4tOZkOrDRVDi3LBn\n", + "idMPOKDrNLzxsMSF54dJSlzQEte/+DiZ2DaJ603EDrzEoZuxzassNbXS0LW3Vrh4hxKftkhSRnai\n", + "7VJ3vE1VhMEy293SmNESZ5kW75C6urak0P1lJyrtdcelLZYSrRS7Em2rlUajMt/d3M4hSApv+2qf\n", + "gWDuJDqlsVbfDwg5aJDOhF4+IZ0Nx6XDEziAyl2JZVO3bAbb2+xqVBJQK02diWC/m9LdpI6peztY\n", + "Rx3TdkISSUHGNmtTUhA6Ri8d27VQ7Eiis1FqkwKD/TdIQ2OzdG/a0mO/MSUuT96ksSORlqPSpMqg\n", + "P39XNrubpFali5fOO2g9VmVJL6/y8HgD0iGVbhC3WpVu+nNNbb20RXQe7KhjOS7HO+LJ797+uvWx\n", + "bUuk9bjUJedXejoTUn24CEqcG/YscWaXqrlhPdBv75zflWqTPBuQN83NhUfJxDYlDhkEibuSGD/4\n", + "EqeItZsSZ4pKCXhS2CjdacOUqEq8tSZ1f1RBEhdU/IYAgcyWGI2/D1MU0rBIXKy9VlqjZsWM+7hq\n", + "/GmWY0Q6pY4HlbshYGAT67RK1Gjl8SQiEAobadtMO0a1/dr0baHLuSm5fV8iWyKVKhYhicuVNyab\n", + "XdJQGyob3v2SulyanyHO9dLUG1HCreXb35fOVy/9Q/mels7I5/qupIh74N7E5LRKT2dCqg8XQYlz\n", + "w54lDtgeXNASp+dR4uzsxHultcGUOFXZJluSSsAmaIo0mSlI4kLdcVmXM0BLXcNROdrQIp2R0Dlk\n", + "SFy2J3O1VPktcakHPJQ8NNQZLXOo3EOyajm2sMTtJHqlvble6urqvK5ddPFZJc7blu349D4t+68o\n", + "QvmXK29MLLINTNmNdxxXnyGEEDo/jyDk/h8JcSW/qXSxSrS5D3y2prPOx0pPZ0KqDxdBiXNDTonD\n", + "kB/moLzZ0E+hYqgSvWH9Oi8tcVjO3HE28M5ULXG4N04ndljiehLTnsSNr64fPInb3ZZYd3vyXjMr\n", + "tcekoaWz+IF/s0jWC5G4gJ1ERDqVKNXWtaS6YrNIXMb2DXbj7VIf3AdXr2ShNWK2JJUgcei+PY77\n", + "/VKtOllb4vKe5wGTuABr3pgUIHF/ibX5rbFIo6DFzGuhbY3KLu6HM1rWCpI4y/5SUOIIedG4CEqc\n", + "G6wShy5S/X5UgGFIco0lB9nDcngaVW8Y0/W6xUjcrcXHaa1xOrHDEteXwIC/4zK6mjhQEoeb/OvT\n", + "7oHLz1Fr92U2VKWXpTu1qTeohG2CYpmG1pVkxR3gVdZNvTkq3RR+i41FkDz87tq0G+JDxDuOhrpb\n", + "TYqXuEyhwP1YWSTO65bONdTLwZQ4TVremCANrd2ptdKuu/lxX5xaJhJpSd3bpqf1GtMUeSUO3beh\n", + "LvB0KHGEvGhcBCXODRkSh/ea6kF8TQnDwwYDOVrl9PL6CVQ9TW8r3/AimkIl7lZiwZO46Or9AyRx\n", + "/j1fNlHLjdmNmB/ckH+8NfRgg3l/l3dzuqoYTUGxTUu2XOll8GCDeR9bXDobG6UjbhMtda4tR1P3\n", + "4eEGePPhimBaXW2TdMX1E6+7srO5KdvBMhlP7h41W+OKlzhPQBs6k+PAbUcg1IaohkQT6Vjb1JV6\n", + "Unh3RzY3t4PBgA+yxIXyJg2IrUqTZJd+8GBDg3nfGrbdKI2N5v2bWA8tpqn74UBeiQv25z2Io8vG\n", + "7rYkNvWxUeIIedG4CEqcG9IkTneLAgwdMrOu5ElJmX7zAoDU2d6zqt/KgG5UbFhvq9Ax4jTYNuRN\n", + "vz81ptZDYoclbiix7Enc4Gr8QEkcKtY0MSmIYh922DGGdMAQI+0STWtRQsXc7A8hUdssvV4FaZum\n", + "RCremTbESHvUaDnbjUnbUX0vlKqM2/RQIIqjddLcGTdaEHck2h4MI3E09VqxnXiXtDTobmUMP+EP\n", + "h7IbbZNjLaEWPyWarUr6/GMrXuLQohQJDWWR6G3J0Vqo0rGrRRq8dAzOKTn8xUGSuHx5E2ZTes0h\n", + "RlqUyIZaytCSVxNqsfPSOvS2kfwSB1S+tOuhXFDOGqSlN4esE0Kc4iIocW5ISpwpcPgeXhAPLehW\n", + "Nfyv19PotzegaxXLm9sD4e1lQ0ucHituSu0XiV0dEocKKahIi2KPT6weQHAPVltGK9Km1wLECp0Q\n", + "QtzhIihxbvAkDuKkX0Sf7T2oAK1yunsV48OZEoduWEzHfCxrdsmC8LayMXHff2uDbonLJnFjiTVP\n", + "4q6vxg6QxJFCSXSaY7T5oPuzri7VikcIIaT8uAhKnBs8idOtZvjftpCJfuoUsmZKHNAiiFdwaXkr\n", + "dLsaSJvZEgfBRGKHJW48sU6Jq2o2JYoutqN4y0OdHD1aJ414c4DRVUcIIaT8uAhKnBtqzFa4Qu9b\n", + "061s6Do1JU7fF4dXcOH/HkWxEod74MyWuGwSN5nY8CTu6uoEJY4QQggpEy6CEueGmmJa4TQQNqwT\n", + "bo3TD0CY987hf8yzbccGEhbypskmccgoSNx7q2OUOEIIIaRMuAhKnBtqim2FA7g3ztYah7HkME1T\n", + "DonDkCOYRokjhBBC3OMiKHFuqIFkFdMKp4GYYd1wa5wWN1PiihFEJGyf2mYhEncjMetJXHTlPiWO\n", + "EEIIKQMughLnBk/iipEsTbbWOIwvt1eJMwf8pcQRQgghLw4XQYlzQ40eEqQUIG2QNDzQoCXOHBhY\n", + "Y1s3G0jYwfhmUuIAptkkrj+x6Enc7ZW7lDhCCCGkDLgISpwbavQbFkrBbI3T71bFgwh7lThsoxCJ\n", + "u51Y9iQusrJEiSOEEELKgIugxLmhxjaxGPTDDOhG1a1xeHm+7lYt9n47JGxY4uYf5Ja4/pUFShwh\n", + "hBBSBlwEJc4Ne5Y4PbAvnnLVEgfwRodSJU4P+Gu+tcEmcWOJdU/ieldilDhCCCGkDLgISpwb9ixx\n", + "QLe6ma/i0uPP4bNtnWwgYSlxhBBCyP7gIihxbiiLxOk3NJgPOKBLtVSJm13339qgwftUbRIXSzz2\n", + "JO7yytiBkbjV1VVCKp6JiQlyiPjDH/4g33zzjfWaRQ4fLoIS54aySBwecICwAdzPBnHDU6/4Xuzw\n", + "JTpxTYnDNm0ShwyDxL23MnqgJI7BqORAGf3zn/9MDgmQuN/+9reeyNmuWeTw4SIocW4oi8QBPbQI\n", + "/ofEXd+jxOkX4OeTuMur457EjS37GUqJYzD2FpS4wwUk7rPPPpNnz55Zr1nk8OEiKHFuKJvEYagS\n", + "SBvkDRKHz8C2bC504poD/g7d3coqcddXY57E3VleocQxGGUIStzhghJHwrgISpwbyiZx5phxQ3dT\n", + "Y8XZls2FTtzwWxsocQzGiwlK3OGCEkfCuAhKnBvKJnEAr9+CuOn74Up5J6tOXLS+FSJxg6txT+IG\n", + "lhcpcQxGGYISd7iAxH366afy9ddf8+EG4uEiKHFuKKvETSb8LlXNXiQuPODvldiGz/QDuTy1LreX\n", + "HlHiGAwHQYk7XFDiSBgXQYlzQ1klDuhWOFDs8CJAJ270Xm6Juzm/4WXYndUVT+L6lmcpcQxGGYIS\n", + "d7igxJEwLoIS54ayS5x+DddeJU4P+Ht9zh+2ZPjulsfg0mNP4q5Mr3kZNrqa8CSuZ3mKEsdglCEo\n", + "cYcLShwJ4yIocW4ou8TNrPuv4QLFDi8CdOJmk7ih+KYSuHV5b2pNplSmaYm7ujxBiWMwyhCUuMMF\n", + "JY6EcRGUODeUXeIAWuDu3FMJ+aD4RDITWHelhiWud+aBJ3F34o+8jIPEdS+PUOIYjDKEO4lblB9/\n", + "5wdy5YltXsDij+U7P7giT2zz9kT6vp9c+YF858eLoWWyUcBxH2AocSSMi6DEucGJxO0FM4GzSVzf\n", + "3IYncQMLG1UlcZsT1+X69TATshnMzx+fyHx/McszGJlRlMRtXJC/+06L9O1Y5mVAiSuar0blR07S\n", + "IwUljoRxEZQ4N1S0xGHcOUgchhsxJW5g4aEncT0z617GXVuZ8iTuTnzlwEvc4NKXwbfi49uvlmWo\n", + "KOljMDKjGIlb6fyenDp1Sk5deN86Px1KXNEs/jf5HiWOvGBcBCXODRUtcTcXfIkbVOJmStzQ0mNP\n", + "4t6bXPMyrncl5klcJL5UxRK3KRPXx+TB50pU+/v8Vrq+fhlb+UK+xezteRkMpvf190t//4iseJv6\n", + "Vr7anJbBvqBlr39Mlra/wQwvvlwaVPv8Qr5YGZN+zB9ckswj+KN8MDsi/XobfYMyvfmVv9+M+FKW\n", + "Bq/LRMgk087tm49ldig4B+941bF+7s/KfbzY9qAsffGFrIz1e/P9beZJGy9ynwPSoX82kdzu9et9\n", + "Mji9KV98smxsE+t8HayByJ22GfHNtiyp7fd5278u/WNLYi5eWF5gM6qc9wf7LMt5pEfBEvfVtPzo\n", + "uz+UwcULcup7nbISnr+zKOd/UCff/c535Lt1P5DO6VHp/F66DO0snpcf1H1XvvOd70rdDzplerQz\n", + "t7R8tSFXfnRK6r77HX+dv78gG8G8J9Od0vL9V9R0vb8nxrq5JQ7H8cNT/rF+57t18oPOaeMY/HXP\n", + "j16RH53yt//KqR/JlY2vkuuD/Pv/sSx+tZJMkx8vYvqOLJ7/oZzy0iB9vSejP5a/x/bU8fzd3/2d\n", + "4rwsett6ItOdLfL9V4I0QLqZggkRVuf21YpOW7VfPc8CJY6EcRGUODccCImLLGVK3NXYuidxo3cf\n", + "yfDKPU/iLsWjVS5xqgIempftP/pV9t8+V+J2fUhWdH385ZL6nt4S9+3H09LXp6Z563wrf9yeTVsH\n", + "lT6kb3DigXz9N39aZvxVvtj+JDn/b2ob/dhPypCMyCdxf5UHY+rz/Ofib+5v8s3nX8hXwbZyHy+2\n", + "3acEdVAmHnwdrI8oIG3ynAPSAcIzsflHT4i+/eMDGYOc9UGGsZI6ls0JJWCpdfKlbXp8LStDOO9t\n", + "8Rf/q3yCfSpR+8I4hrx58fWKDF1XIvt5kHpfrshIX59Mf+xvpJTzCEehErfT1yLf/dG0fPXn9+XC\n", + "qe9J54o5/4lc+cF35QdXdAvdjkz/+O/ku981JO7JFfkBvr8ffN+Zlh//3Xflu1klbkcGf/hd+f6P\n", + "p2XH+/6VPHmy489b6ZTvf/9HMqq3jW19/3vy42ktWrkl7qv3V2Qj2SW8IedPfTeQLIB1lWCp49r4\n", + "yp+2A0GCwOp1Ctr/KTn19y0h+ftK3l/ZCM5HsXFeTn3XkC5Ly+RK5/fl+z8aTU7bmf6xfP97P5bp\n", + "4Ni8dU6dkr9vSR1vLihxJIyLoMS5oaIlbujupidxeGNDWOKuzz7wJC4yv+Fl4OXlMbkQH5bBxaUD\n", + "LXF+64lB0oZ8UZlIq3lDwpQhcd962xxJ/DX4jvhSltU6eppX6ffPynaWCt0eOBYlElbfzC9xiRFT\n", + "4szId7z+tvtntz1BSUUBaZMR6efgpUNay5c6FiWb/fOfBN8R5jr50zYtlFRmii/uYYSA+d8KyQss\n", + "k35MIh+o49DTij+PzChM4nakr+W78qNAUlJCF8zHvXKmjICdQfmhIVIbF5TUhbo0dwZ/mL079f0L\n", + "6YKT5CuZ/hGE0Wz5UmI2+iP5zg8HA0HKLXFhFn/8HWN7WNeUOvCVjP7oO/LDQUhkofv/jvyfo+mt\n", + "d5mkH2eGxHmtn8Z8D/NY1Hes853/U0YLEDhAiSNhXAQlzg01ONFKAomv0RKHFrmh+GMPvKnh9uJD\n", + "6ZvzJe56bE0m725I5O6SJ3GXF0ZVJi97mT0wsRAUn/KGrdAXyt5a4sIVbz6J8+dniKFC78er9LOb\n", + "jh/f/lG2lydkSAlHXx+6atEtV6rEqc19lZAJdAf2j6gfXap1LP/xZhOzAtImzznY0iEzP8z95E/b\n", + "tNicsHaPmvsoJC+wvG2fer3izyMzCpK4sFDt9EmL+YCDpQUpLCjpohRgXS/fPLT66e5JA7T0JbsS\n", + "c0vczkqf/Ljl7+T73/++13WJrsp0iQuLUyCh/w3bKH7/KXZkpe/H0vJ331f7Rpfp9+WVXBKXts0U\n", + "aeeTKw0tUOJIGBdBiXNDRbfEjd3z3596Y/5RRktcRIkcJO69ifteBk4sP5CL8Tvy7uKQDMwvHtiW\n", + "OKsAeFG6xOXygvzi8K18PK3EZ2RFvvirbiLKJQG2ffqtQenn9jf5+pOEzA71e119CW9WvuPNNj9f\n", + "2uQ/h1IlLvuxhqKMEpe9jJRyHplRiMThgQbcwxUmKT4HSeLQFfq9H8ng+6lWssyWOLvEfa9zRX0u\n", + "XeJWOr8v3/vRoLyfbDULLUeJI/uAi6DEuaGiJW58xZc4DPgblji0yF2ZWpPu8ftK4B55GXkzPudJ\n", + "3HvzUUqcF/79Z+HuNzPyi4NFVvR9WdZDtckNug2znZsvWP68fMebTZzypU3+cyhefvKnbVrovMno\n", + "TlXH9YH/rRCJ+3xeSe9IQu3dHi9E4rwuvVNyQd/LFvDV9I/ku6cuyPv4butOxXAZhqDYulO9Lshs\n", + "AmLbZsDij7N0Z/6gL9hWdokLt8r5996FJU5J2rSeD9K7MIvdv49F/kJdzplCpraTpTv1B33B/ilx\n", + "ZI+4CEqcGypa4iZX/fen9sw+9OQtLHHXYuuexA0tbHgZORZfkwuLw/LOfERuzcwdPonTYqLvlFfh\n", + "3Xyvps1/HDwI8O1f5Y+ffy5fBBaQXxz8e9hwH5q3/t++lIT35GM2CfDvFetT2/SfMfibfLky5j2R\n", + "aT03tb3lIdxH5j8NkPt4S5W4/OdQivzkS9v0CB5sUMeQ9mBD/7x8EmRXIRLn53GfjCW+EL9R8W/y\n", + "zZefyOfGgyquJc6TtZa+1M34SVak83v6AQc87JD+YMPK+R+kP9jgdcmq78kHG/DkZq4HG55In5p/\n", + "qnMxue+v3n/if9ataXrb3oMF35UfJe9Byy5xnmydOp96ylV9/7vvmlKGdb8rrxgPCngPE3z3R6n7\n", + "zorcv48vX6fObwTfn6jvoYc/1Ha/Zz60oFgJWu90GmUcCyWO7BEXQYlzQ0VLHDICAmeKnClxN2Yf\n", + "eBJ3a9bPSGRo3+KsJ3EXZ4YPpMRl3u+kW9YKkDglK58sDXnCdP36kCx7y34rf/xgXkb0kBSKvqFp\n", + "+SBHpR+Ob7/A0B3B+t7wFNtKvLJLQPoQIn0yNPuxfDDfH4jE10qg+oJj1PM/CIQPket4S5W4/OdQ\n", + "mvzkTtuM+NvnsmwOMTIyLx+HhhjJK3Eq/vZ5QiYGdfr6Q7QsB0O0uJe49Acawrx/4VTqAYcn09KZ\n", + "HGLklPx4dEWu/CBdZDAsR3KIkVM/ltGVK/KDXAISHmLkVGqIEQwTYg7x8eNRc+y67BIH4RxU23wF\n", + "XcLB8CIbfT9Ml7jvdcr0Ru4hRorZf5L3B5PbxDqd0xvS90NzOTzVGxzbK51BKySGJTGHGFHpZraK\n", + "UuLIHnERlDg3VLzExdY+8gTuSmxDrs8FIhdI3K15X+KuTieSEhddvC+/mh+UrhlVWU7PBMWnvGEr\n", + "9IWSS+IYjEqIfC1xpLqgxJEwLoIS54aKlzj8D5G7NqP+AtciF0jc4OJDT+K6x1eTEoeMvT4/7Unc\n", + "29MDQfEpb9gKfaFQ4hiVHpS4wwUljoRxEZQ4NxwIiQPTiQ99kZt+INdnN5ISd2Uy4UncnaUHSYm7\n", + "M39P3p4ZkPPTN4PiU96wFfpCocQxKj0ocYcLShwJ4yIocW44MBKHjPBELvZALk+ty425B57E9Uzj\n", + "CdVV6Z/1MxQZiwwemFlgdyqDUUJQ4g4XlDgSxkVQ4tywjxK3pRJ5SiXk/bTpZgKHJQ6MrWx5EndF\n", + "yRskrm8GT6iuyrWp1TSJQ0Yjw12ErdAXCiWOUelBiTtcUOJIGBdBiXPDvknc/PqMSvC+gFuB0D1K\n", + "S2CbxCFjrk6vey/AH1jYkP45PNywKt1j9yhxDEYZghJ3uKDEkTAughLnhn2SuA89cYPAza1FApHT\n", + "RFTibnoJnE3iBhYeehKHIUbw7tT3Jlblwug9ubOwRoljMPYYlLjDBSWOhHERlDg37IvELTy45wnb\n", + "3FrU+44WOL9l7pbM3L+h5q96CZxN4sbubXoShxY5SNzVqYQncbdi9ylxDMYegxJ3uKDEkTAughLn\n", + "hn2RuLm1YU/iIHPm9IUHC57Eza/PewmcTeIwHffE4d2p6E69PrPmSdy1yRVKHIOxx6DEHS4ocSSM\n", + "i6DEueGFSxxa3fxu01uWefc9iZtNjHgJnEvi+hc2PIm7HluX/tl1T+J+NXL3QEgcIZUOKnZyePjs\n", + "s8/k2bNn1msWOXy4CEqcG164xOEBBkgcuk8z5295Ejdz/6aXwLkkbnT5sSdxlycTMjD3QC6Nr3gS\n", + "F5ldrWiJI6TS+cMf/iC//e1vvYpdg5YaUp0gf5HfyHdbeSCHDxdBiXNDTolbeBBXLKjPH2bMKw08\n", + "0OA/wABhsy0DgYPI4eGGXBI3c/99T+L0u1MxxAgkrnfSz2BKHCGlgS41VOhomdGgq41UJ8hf5De7\n", + "UonGRVDi3JBV4lLdnrh3DSJnX64YIIV+K9y4dT5AV6r/cMNaTolDRvV5w4vcl97YmvTFEp7EXRyJ\n", + "U+IIIYSQEnERlDg3ZJU43e0J5tYGrcsUC7aD7YUH+DXBQw364YZ8Encn/siTuCtT9703NrwbvSvv\n", + "DC/J4MwKJY4QQggpARdBiXNDFonLHMctl3gVAtbX27PN18yvL3sSN7c25mWETmybxMXub3kSh8F+\n", + "b80k5L2xe57E3Zi4S4kjhBBCSsBFUOLcYJU4cxy3QrpACwHrYzvYnm2+ZuHBQ0/iMOhvPolDht0I\n", + "XrvVO31feiZXPIm7FF2ixBFCCCEl4CIocW6wSlx6tyda5XI/jJCfLWMbuR+SQMJC4vzWOP/NDSCb\n", + "xA0vPvQk7vLEivRNr3oS13V7QYZilDhCCCGkWFwEJc4NGRK3uLHuyZbZ7Zl7WJD8pFrzpqzzTZCw\n", + "+uGG2cT9ZGJnk7iplU1P4jBOHCQODzZA4vom45Q4QgghpEhcBCXODTXhtyZoYTOfSM01QG8hFPJA\n", + "gwYJO7cWCyRuNpnY2SQOGdcT81+7hTc2XBlb9iTuvZEFShwhhBBSJC6CEueGGl/YtMiZ3Z7pXafZ\n", + "XpWVj2IFEAmrH26YTYwmEzuXxA3OP/Ak7pISuJ6Je57EvXN7jhJHCCGEFImLoMS5wZM4gG5UtL7h\n", + "s63bM/Www3DGvFz4L7YvvCsWCasfbpi5fzuZ2LkkbmL5UfK1WzemVuSdoQU5H5mVWxNLQfEpb9gK\n", + "PSGEEFINuAhKnBtqUuPB3VInrrs9160L62FH0Lpmm2+j2HV04voShzc3+N9zSRwy8MqE/8aGq+PL\n", + "cvHOkidxV0bmg+JT3rAVekIIIaQacBGUODd4DzakRC73OG66VQ1DjxR2f1thY8OZ6MSdTQx5Eoc3\n", + "N+B7PomLzK15Encpelcuj8Y9iTs/EAuKT3nDVugJIYSQasBFUOLckHw6NfVAQ6573lL3zPnc8tbL\n", + "1sqW2mbuseFMdOLOrU16Eje/vuR9zydxY3c3PIn71Z0l6Rn3Je4X/ZQ4QgghpBhcBCXODWlDjPj3\n", + "reV72f2WJ2X6TQ4aCFv6cqm3PoQfksiFTlzIGyQOMofv+SQOGanf2ICWuMsji9I9PBcUn/KGrdAT\n", + "Qggh1YCLoMS5wTrYb6GgBc7vYvVlzRS51IMQ0bR18qETF92okDh0q/rf80vcrdh9T+JwT9y10SXe\n", + "E0cIIYQUiYugxLlhTxKn0fe+mSKXes1WsUOSpBIYEgfwuRCJu7Ow5knc20MLlDhCCCGkBFwEJc4N\n", + "ZZE4oFvefJGbTX7O3z2bjpnAGGIEEodWuUIkDhmq39iAwX4pcYQQQkhxuAhKnBvKJnHAFDlf5vK/\n", + "ZiuMmcCziQlP4jD4b6ES1zvpD/Z7YXieEkcIIYQUiYugxLmhrBIHTJErZBiSMGYC47VbkDi8hqtQ\n", + "iRueT3gS1zXIceIIIYSQYnERlDg3lF3igC9ypb1n1UxgvAAfEocX4hcqccjYd4cXvSFGLvHpVEII\n", + "IaQoXAQlzg1OJA4U81YHEzOB59Y2PYnzu1RXCpa4a8E4cb8anA2KT3nDVugJIYSQasBFUOLc4Ezi\n", + "SsVMYD8j/PHiYqt40vX9giRucGaFg/0SQgghJeAiKHFuqHiJw//oTo2tXlcyd6cgiUMGv3N7jhJH\n", + "CCGEFImLoMS54UBI3OLGByqD+jyRw8MOhUgcMhoZ7iJshb5Q/vSnP8ni4qIMDQ1JJBKxgnlYBsva\n", + "tkEISYe/K0LKh4ugxLnhgEgcXsOV8CRueqVXZdT6gZW4hYUFryLZ3d3NCZbBsrZtEELS4e+KkPLh\n", + "IihxbjgwEoeMmE1MexI3vdKvMurxgZS4wcFB+eqrr+T3v/99xv+rq6vyH/7Df/D+x/fbt29bt7Gf\n", + "7MR6JbZjTNuMSGvDUampqZGjrVHZNZY9EMTapaaxW7Zt8/bCbkIi0c0Dkx5p+eoqTRyS63cV/n9/\n", + "f1fb0t1YI+0x27xCKcc23LLd3Sg17THrvINGxjXvEOAiKHFuOFASB2KrgzJ1T4ncvaEDKXE3btyQ\n", + "zz//XHZ2dtL+/+ijj+R//V//V2loaJBTp07J+vq6t6xtG7mItddIzfE2ie2G5+HC3yjd2+Hp2dmN\n", + "tkpj97YxbVt6m2qlJbITfN+RSEuN8f0A4kpY4u1SW9cpCdu8iiOUrwdQ4rL9rmz/F/+7Kqc0VbbE\n", + "bXbVl2W7ZZe43ai0voAymf+adzhwEZQ4Nxw4iZtff6Qk7obKuB6ZXhk9cBJ39epVefLkiWxvb6f9\n", + "/8Mf/lD+l//lf5Hvf//78rOf/cybfu3aNes2cgGJO378uNSpC2h6K1DxEhdvPx66oIWJSXtNcdus\n", + "OA6gsDjnAKZJtt+V7f/if1eHReKUsDSXZ7tllzj1R9HxF1Am81/zDgcughLnhgMocR+qjELGXZfJ\n", + "5WuK6IGTOFQkjx49kh//+Mfe///yL//iyRv4T//pP3nzAZa1bSMXkLi2SFTajtdJe3zXmJcpcbuJ\n", + "bmltOCa1NTVSc7RBWrsTgfjtSLStUeqO1kjtsXqpr1d0xoNtBBf5zW5prvO7UX0a5ZdvNUtNS0R2\n", + "kvtUqL+g22obpGvTmOYRHE8iLp1N/jHUHmuSjlj6X7z+Mfr7sc3fiXUkjyNzPiSzXaKbvaku34ZW\n", + "tU8jXTKEZUdiHU1yrBbndFQaWrslkdGqqVDr1dZ3yWba9E3pqq/10ye83c2ItDfXyVEvrXJsNyDX\n", + "eaOCrO+MSKS1wd9e7TFp6ojJtnee2dJyUyLtzV6eZqZDSAoOqMTp300+iv9dhaUJ5apNlSvcSqDT\n", + "W/1+IpvGOulls+ZonbRFkd4FpPV2tzSqchtLTtuUXp3X3u80Jt0t6bKV73dishlplYZjtcnjala/\n", + "7d2/JKSrsd4r90fr/N98awQyY/tDLZweapu9apte2fLLdqy7JSRxuX5XudNzJ9omjUhHVc69a1F9\n", + "p8ST2zXBPnQZr5VjTR3p3aBI6/ZoxrH6x1HANS/YTvbrJsDywXVN/96TaRwss2vMw3E2tEhvxvVx\n", + "f3ERlDg3HEiJw/TZ+2tK4HplPH5VJu+OHCiJg7j9b//b/+ZJ29///d8nBe7111/35pVe2fgSh78k\n", + "d2NtcryuXeLJC2VwcdEX452ItBxtkq5EcLHf3ZTuplq1bqoi0tvS3zMvaKELvCdszdJrXDh31QW4\n", + "trk3Xew8/G3VqGOM6uWVGDbV1klHPPgeHGO3vsBtq4u8ktPk/HiH1NW1SSR5TlFprzsubTEtJzg+\n", + "dVFu6pbNIB121IW8rrZFIlnu/4p31HmtmP7x7kiis1Fqw2LqEZeO4/XpcrrZJfXHO/wKJlw57yQk\n", + "vq2Pa0cJGNI6y1/8ec7ba+WoUZKuK2p13m3Ha6W2rjWZFv55miKgziWuykXwfUdV5LXJ4wvla/jY\n", + "DwAvXuJq5WhzlySSZbdLiZdRrlA2a5GHQZ7vbsuOVwYLSOs0idtVv0O/ZV2Xwc3uZjmqZCi5jXy/\n", + "ExN1nA3HlTDp49zdkc1kuQyfJ8gvcbvqHHCtSQoT/sA7qiTRkLjcv6sC0rOAMuntoy2SXGYnqn4D\n", + "5q0l2IbaT5O6xuk/VmPtdWm/77zXvLzXTX/52vr061Lb8eNBfuwqWVTLd6Wus7ubqmwEnysFF0GJ\n", + "c8OBlThk1IwSufF4j4wvXVH/Dx+olrh/+qd/SsobaFSCNTMzs8fKxrwIqYuFEoW6dv0XIC4uqYvx\n", + "ZleD1Kb9pawwJURRtMR569RKQ/IChWOokeZeW6uAv62wyOCenOMd+As4aHEyLnYgrrbvTwsuhqH1\n", + "cU9LqjXQrxzSKyX/mOz3f6nla1slmhRfxXavNNWEpgXEO46nHZ957PkqnVzdTbnPO1g3tO1YW01o\n", + "HVvla5AmCqF8LaDCrDT2Q+LSy5W5jL1sZi6nsKW1mTe4FywjH/EHRGob+cpLGt5v3JC4NMLnCWzl\n", + "KHSu6vcUPlf8NlLlO9/vKl96KvKVSe8PyPBxWn7raX/YKLz0Tclivmte/uumv3w4PdKvy+qzLW8q\n", + "CBdBiXPDgZY4ZNj0yn0lcddkdPGyjC7cPjASB0yRu3XrVlpFA/Ymceo7LlDJli1cXFIXucyLFUi/\n", + "YJcicWiBON4QdDPir9YsApS5LR9Pwpp6vYs19u91+YTxLqL29dPlxFYB+bJVq+TW+25WDt66lv1Z\n", + "tuGBc012qaIrVf+1rQhXOttR6WxRlW1dnd9Vg+6sLBKX+7ztApiZV+Fz35ZoZ4s01tdJndclhe4g\n", + "SlxhFFDu05bJUjYzllPY0tosw2nlWZO+jXzlJZ1dSXQ1y7Gjx6SpvVtiyVY4YDvu0s41rYzm/V3l\n", + "24ciX5m0plPoOKzbCG6BCH63+a55mfOBefz29EhbDz0GDUflaEOLdEYSFdcKB1yEKXHFQonLzoGX\n", + "OGTc9L1VT+JG5i7JyPxgRUscCqRZoUDkzp07lzZNg2Vt28hF+CKzE2mR2jr8lYiLS+pCmf9ilP+C\n", + "Zr/4qotigy8z3r7bsg07Yr/YhSUu8xg19vXTL+a248sncZkVQXZQAQRdqvhr3LxHztwuZLa2UTrj\n", + "qRZJm4hpcp93KRKHp4hrpbEznqow0s41lJb5KswKJPy7ykXxv6tCyr25TJaymbGcwpbWm0beWMtk\n", + "+jbylRcru9sS626XxqO10pC8X8t23PbfeL5zzZS4XL+rfOmpyFcms+yjIiUuYCcRkc5mdS2qa0l1\n", + "vVYILkKL2F6gxGVSFRKHDJy4O+tJ3PBst8rkwYqVuNHRUQ9b5WKil7NtIxeZFwu/Am/oiqqLS+pC\n", + "iYubtVugtn1P3algp7dZjndEvf2GL2Yp/G2Z9+ABdMPoLkl0XdTkGHsOXbfhC6Mpgf7x1Uhb2jHs\n", + "eE/gWbtTvS6Z0H1uecAxotsKYpjqRlaY27VUHundTenkO+/iJc6ST2hFrCKJc/u7KqTcm8vYuxgz\n", + "l1NY0torwzpvrN2pEI/UNvKVl5zs9EpztnLgYTlX75hynyt+D8kymvd3lS89FXnLpNpGlu7Upt7g\n", + "2LCNmrZ00fPOv/Du1PzXTVsa2rabAteCbPP2Cxdhk7JiocRlUjUSh4wcW5z2JO729AUZio1WpMR9\n", + "8sknXiWC1gB069jAPCyDZW3byIX1YuG1BNVKrXmR061DoRt0TRHxhKrNHKokfIGyXXwV2PZxta5x\n", + "f10m/rbyPtigvrdFUjfk724nZFMvj5vHj6du5vcfbKiVVu8pQEzD8RX/YENtU5fE9Xzc+L2Z2n8G\n", + "6gLeUN8szfWhJ3DN7XoXeXWcwTZ3El0ZN36nkee8i5c4v7WhVYvrTkK6mo9WVXeq299VIeU+fZnd\n", + "OG6qx1OH+sGGHdnewefQttCC5D0AEXxXedOpfoepvFEi0oZ7W1MPNmxH2lQZNraR73eSgx31G2pI\n", + "jmfoj/uY/ocVjtd/GMD/jocSmtS1xDhXPLxkPtiwHZE29Ts0y2ju31X+9PT+6LCOf5kC+zjeGnqw\n", + "wbwXz5O43A825L3m5b1uhpYPyC5x29LbcrTixqFzETYpKxZKXCZVJXHI0Oj8lCdxkclfycD4xaD4\n", + "lDdshb5Qnj175g06+pvf/CYnn332mbesbRu5yHax2O5VF97whdIYkgKPyrd0GY/Bg+DeDdy/ctRr\n", + "HQtfoLJIXPAXcPImfyv+ttp6Y9KRY4gRb2iOYL7tcfydeGfaECPtUbMC8o+vM5IafqGQIUbiXS3B\n", + "EARIlzpp7khVoJn455G+DUXadnclriq+tOEVYqpSyiZxIMd5Fy9xkIpOaQqGlfDTQKX78eqROLe/\n", + "q0LKfXgZ/MEQGmLEq6gzl0sN+YF8VrKfiEhrUuIUuwnpTg4xUqd+pwmJtodaufP8TpKoPyAa9TEF\n", + "+zOX28WTpcGxNOsWrIyhPxISUb/v1P53JdGdGrajrqVLEkqg0luscv2uCknPHXXOOg2y/XGo9tFp\n", + "DjGC4YWM+V657pSIcawZQ/3kveYpcl43LcsrUr9PJcpt/lAuyXQwb3OoEFyETcqKhRKXSdVJHDL2\n", + "zuyEJ3H9Y28Hxae8YSv0xARPz9nGhjOxX+zKSzbJJIQcOg7gHyf7hYuwSVmxUOIyqUqJQwYPxyZk\n", + "cGo0KD7lDVuhJyk2u5vkqHVsNRNKHCHkBUKJKxgXYZOyYqHEZVK9EqcyuhLviatmvG4+rxuj0xhk\n", + "OBuUOELIC4QSVzAuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYs\n", + "lLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgI\n", + "m5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3QE0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGE\n", + "VAMuwiZlxUKJy4QSV0LYCj0hhBBSDbgIm5QVCyUuE0pcCWEr9IQQQkg14CJsUlYslLhMKHElhK3Q\n", + "E0IIIdWAi7BJWbFQ4jKhxJUQtkJPCCGEVAMuwiZlxUKJy4QSV0LYCn2hrK6uEkIIIc6w1T3F4CJs\n", + "UlYslLhMKHElhK3QFwp+YAwGg8FguAhKHCVuXzETmBLHYDAYDEbhQYmjxO0rZgJ334omP1PiGAwG\n", + "g8HIHZQ4Sty+YiYwJY7BYDAYjMKDEkeJ21fMBKbEMRgMBoNReFDiKHH7ipnAlDgGg8FgMAoPShwl\n", + "bl8xE5gSx2AwGAxG4UGJO2QSd6l/VCoJiJuNizdHfPruyAXFuzeG5d3rQ/JO7215p2dQ3r4Wkbeu\n", + "3JJfXr4pv7h0Q9682Cud714Lik95w1boC4USx2AwGAxXQYljS9y+YktooDODLXEMBoPBYNiDEkeJ\n", + "21dsCQ0Oj8R9LctD12Vo5evge5b4ckkGB5fky+BrODYnrsvEZvClkuNv38gf//pt8MVB5EknBoPB\n", + "qKagxFHi9hVbQoNDI3GQjqEhGRpaVjqXI6pE4r5cHpT+2U+Cbw6CEsdgMA5RUOIocfuKLaHBYZG4\n", + "z+cHZezB1/JgbFDmPw8m2uKAStxfH4y92OOixDEYjEMUlDhK3L5iS2hwOCTuY5nun5aPv/VlZ9C0\n", + "uG+/kJWxfunr65f+fiV6sxMyZMjJNx/PymBfn/T1q/lDszI7lkXi/viBzA6p5bAdtXz/9KZ8483Y\n", + "lAm176XZIbV97EfNG1uRL2w9nd9+JZvTg/4yYGRePvY34kvTyKwsKQn1t9MvY0vb3j7++MGsDPVd\n", + "l+veOfTL7MdYfFAGl4KzKGq7fTKoNqBnf74y4q/Tj3MbkWV94FklDuc7K4kVlc7BcY6sfCKfLOvv\n", + "6dv/ZntJxgZx3Nj+kDr2YM43H8vsoJ/u3nGr9PyjN9nPD3/5fpnexFQVn6/ICKYFy48sfyH+kX4j\n", + "Hwdpj3WuX7+u8nFMVlAEvHQJ5mGb2fKFwWAc+qDEUeIcsSUjw9Myct82L4UtoYGfGR/K1Oy8XLs9\n", + "JT3Dk3I1uiITgcRNzM1I93X/SdV3I4sydAAl7tuPp5UEfOxX6t8GQufNQQudqsBnt+Vv3rdv5Qsl\n", + "P9e1nPz1gYxdH5HEH4Oa/ZtNGVOyZG/x+pv8NXkPGu6/GxTfoZTUXO+Tsc2ktkhiRG3jg+CrEeFj\n", + "+aMSzr6hFb/7F9J0XW1TW8bfPpd5JTlqcS8gbeZxmRJX1Ha/3ZZZJbPL2v/++tdgPfVZpWOf3kku\n", + "iTPP95uEjChxGkn8MUh/Y/tI38FZ2dY78JadkE21II5/JKHTTJ3u37DQl7I0qPIjOflvanrw8du/\n", + "yl9TByrTfWo7+IzjNLrQP1Fpoe+LROts8rjUv9uz/SnxZTAYDCMocZQ4N6zclVuxZbk1/dg+P8CW\n", + "0EBnxmyQQcioqelxuTEPiVuT/v6YDAUtcYNDg3Jp7KBJ3F/lwZjfQuO3xvgtNdNollNSsDzYL/Pm\n", + "rWOmnHwwIddHEmoLqcjWnfrtV6qgjwypdYP99JkSN+aJiY6wcPmBY4FMBV+9wLqGjISkCcKppSO7\n", + "xBW2XXP25oQ+9m9kexktk34r3SBasgqSuGDbXkC89PYQxnekrxI+nS8+I7Ki5n37xYqMqe9D00vy\n", + "wRd/TYrWFytjapkhmV76QL4wHtz4ZntZJobUOWMbKg/69DF8Mi/9Kg+19yHNfIlDulz3WvPS9o9m\n", + "TAaDwQgFJY4S54CPZWJiTkZVoo6OLsrERjD9XlxVtnHpG1lQTMn12GOZR+Im7sutyVUZVtOujiVk\n", + "Tk3TmWF2p05MTUjfgpK4u0tyaUhVjro7dWJU3h5aOlgS57X2zEvabXBoURp7oOQsEArTYEw52VSS\n", + "MbYZCIQfdon7XOaVAMwmm5RMcQlLDXaRTeJCQmmua5GtwiUu/3b9rfihJQ5dz9dHVkQ3RHrpUW6J\n", + "0y2C1vibfPP5B7I0puRK5Vdyub99I59/sORJHu5z1C2mK6kDNY7hG5XdSuqUHI4MKRFNdpkiXSDz\n", + "3kIMBoORMyhxlLjys74mfRMbsqg+L95dlP67QeIpibtstMxNT09L5J5KXCVxvarSjBmJnSFx95bl\n", + "2p0VmUR3alxJ3PC9lMRNTcmFwYUDJXFfLw9Jf8aTDOhuG5MHf83savxKLZ+1O/VvH8iEtTsV20uJ\n", + "yrdfKMFBF6X3vVCJ86enjkXpx2au7lR0S6Z3p5pdgeb3vNvNInFfr6i0UAfq7/EbNb3MLXFe+uJB\n", + "E31k6rT+qlvdjEAXrO4eNeLb7Vm/e/frFRnCPoMVv1GymWyJU9q7NOjndTiQ95D5pPsZXbJfPpiV\n", + "peD+vL9+vKwuYv49duZnBoNxeIISR4krO/OLc3J5aEquBVweXZN5zENL3MIHyeXmFmZkYFklLiRu\n", + "8mFaYqdJ3MqqXB9ZlimVYci42PJdtf2D3BKHe9P6rU+jevdGLSuNCT/YsDwvY4achB9sWJ61C9jX\n", + "DyaCBwD81p7l6aGiJU6+/aN8MDvkdfdiW31qf2kPICgZmTYfbFj+PClm8mUieWN/5oMN+bZrlzj5\n", + "6yeypB/W6B9SP+QlGSqnxKn42+fLMobjVvvwjm/Cb3H70us2xX6DfFmBOH3p5VVyukqPFU9q/yqf\n", + "LAXnp6YPzSbUcQfH8O3X6nx0/vr7SD5YYaaLdwwqz7yygi7469IXGDJkD93qOC7zM4PBODxBiaPE\n", + "lZkt+f/bu7sdN6osgMI8Yp4iz8XkAgnBAIKZVsKEJkACnb9mwiCNEBKPwW3R2+7jPq7edWw3XSlX\n", + "+VvSUqRWrk5taS9Vle2zs4vuvPrb+fmz9QccriLu0Te/Vn+v7sQNRdyb190nj99051cXKi7YKuIW\n", + "8U7cQhiMJrSIDyvcfKgkiDtzdVQCwG5EnIi7X19fdB//8P/tv719030cj1GvIu6jxy+uouxF91nv\n", + "nbg84n7p/vnpWffhF193jz5/0j2K31p9crm6gE+fP+/+MfNPpy4CEXcH/uwuz+Jdxerh5+oTxvnj\n", + "VQAYQsSJuPdn73FqmB10WC7G6nFqvBO3dSfOb6ceDSLuTqw+5Vo+MXz9CPbHP+o7cwCwGxEn4t6f\n", + "Ig4AgHtDxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBG\n", + "xIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0O\n", + "OhRxAAC0EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0\n", + "EXEiblKzgw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKz\n", + "gw5FHAAAbUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAA\n", + "bUSciJvU7KBDEQcAQBsRJ+ImNTvoUMQBANBGxIm4Sc0OOhRxAAC0EXEiblKzgw5FHAAAbUSciJvU\n", + "7KBDEQcAQBsRJ+KO0nLo/ZB79vYq4q4u3vmrX7v/XLzrvv7xv93j52+7f3/3qvvq24vr8blfsqHf\n", + "VxEHABiLJUdc7PTY7bHjY9fHzo/dHw0QLdAPuCXF2pAi7g5kQ7+vIg4AMBYiTsQdpSIOAIA2Ik7E\n", + "HaUiDgCANiJOxB2lIg4AgJyHDx+u/hVxIu4oFXEAANymBFwg4kTcUToUceVrRvoRd/b96+5fz15e\n", + "j8/9kg39voo4AMB9UQdcsOSIi50euz2LuOzrRUTcEblPxD19+YuIAwCcBP2AC04p4mLni7jkj8do\n", + "HXGbkBuMuEsRBwBYLP2AO4V34m4i7nIw4krAibgj824R9+p6fO6XbOj3VcQBAP4OQwEXzCniHjx4\n", + "MGj2/2Oni7htFxdx8TMccYHLT2+NQTb0+yriAAB3pRVwwdzuxO0bcGH5ya3Y8bHrRdyMIi68FXE/\n", + "/7aJuOz3U+NTLGOQDf2+ijgAwFjMLeLCfQIujJ3e/N3U6n24EnFZSyzJRUTc6mtGSsRdvFtd4Hjx\n", + "8VgjjiTJscx2zyGOQRZltbsCLixfL7KKuKtdXyIuGkDEzcC4ICXkSsTF7dN+xNXvxY1BNvQkSS7B\n", + "Mcii7FDr9+H6ERctUEdc6YWsJZbkciKu915ceaQ6BtnQkyS5BMcgi7JDrR+l1u/DibiZOBRxt96L\n", + "29yNe3s9PvdLNvQkSS7BMcii7FDL98PVd+E278OJuOO3jrg65PrvxdV348YgG3qSJJfgGGRRdqj1\n", + "Xbj6UerQ+3Ai7sgcirj+I9X6btwYZENPkuQSHIMsyg61vgvXepQq4o7YOuTqiKvvxtXvxo1BNvQk\n", + "SS7BMcii7FC33oWr78Kd6KPUcNYR1w+5cjeufqw6BtnQkyS5BMcgi7JDrR+jugu3drYRV0IuvRtX\n", + "PVYtd+TiNmw8T48XI+MTLvFR5fjOmTC+BXrty41ffXvR9Mvzn0iS5IDZ7gzrXVv2b9nHsZtjR5fv\n", + "g1s9Qq3eg6sfo7buwoVZQyzNRUTcXiF38a4Xc5eboCtRV1sGasib8CNJkn2z3Rn2923Zw7GTYzfX\n", + "8Ra7e5+AE3Ezso64XSFX3pEbirmboCvGEO22DB1Jkrxttju3vdm9ZR8Pxlv1CHUo4OqIy9phic46\n", + "4voht4q4HSG3FXPXQVei7hDLwJEkydtmuzOz7OGyl0u87Qq4EnH9gAuzdliis4y4sL5Yu0Kujrl+\n", + "0JWoq90EXssydCRJ8rbZ7ry2v3frnbwJtyreBFzubCMurC9aHXKbmIuLncVcFXQl6g61HjiSJLlt\n", + "tjuHrHdy2dO34u064MqeP/WACxcTcWEacr2Yq4NuK+oOtR44kiS5bbY7G9a7uezrOt52BVyYtcKS\n", + "nXXEhf0L2A+5rZirgq6Ousx6mDKzASRJkmuz3RlmO7dY7+h6d9c7XcDdOPuIC/sXslzgYn3x66HY\n", + "WA/NnmbDR5Ik12a7c9BkN9e7u7/X+3s/a4NTcBERV+xf1LB/4euhyMwGKTUbQpIkuTbbnZXZDq7t\n", + "7+9sx2ctcEouKuLC7CKH/WEYMhukzGwgSZLk2mx31mY7ODPb6WHWAKfm4iKumF3wvtmw7Gs2kCRJ\n", + "cm22O3eZ7eq+2c4/VRcbcX2zQfg7ZsNHkiTXZrvzLmY7nWtPJuJaZkOzy2xgSZLk2mx3DpntZu5W\n", + "xJEkSc5QEUeSJDlDRRxJkuQMFXEkSZIz9IOnL//XkSRJcl5+kH2ihCRJksetiCNJkpyhIo4kSXKG\n", + "ijiSJMkZKuJIkiRnqIgjSZKcoSKOJElyhoo4kiTJGSriSJIkZ6iII0mSnJ2/d38BvswId5zZy/wA\n", "AAAASUVORK5CYII=\n" - ], + ], "text/plain": [ "" ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" + }, + "metadata": {} } - ], - "source": [ - "Image(filename='assets/sharing.png')" - ] - }, + ], + "metadata": { + "collapsed": false + } + }, { - "cell_type": "code", - "execution_count": null, + "execution_count": null, + "cell_type": "code", + "source": [], + "outputs": [], "metadata": { "collapsed": true - }, - "outputs": [], - "source": [] + } } - ], + ], "metadata": { "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, + "display_name": "Python 2", + "name": "python2", + "language": "python" + }, "language_info": { + "mimetype": "text/x-python", + "nbconvert_exporter": "python", + "name": "python", + "file_extension": ".py", + "version": "2.7.9", + "pygments_lexer": "ipython2", "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" + "version": 2, + "name": "ipython" + } } - }, - "nbformat": 4, - "nbformat_minor": 0 + } } diff --git a/notebooks/excel_python_and_plotly/excel_python_and_plotly.py b/notebooks/excel_python_and_plotly/excel_python_and_plotly.py index bd3b179..e3bdfa9 100644 --- a/notebooks/excel_python_and_plotly/excel_python_and_plotly.py +++ b/notebooks/excel_python_and_plotly/excel_python_and_plotly.py @@ -1,7 +1,7 @@ # coding: utf-8 -# ## Online Dashboards with Excel, Python, & Plotly +# # Online Dashboards with Excel, Python, & Plotly # # # ##### Building Interactive Graphs at the Push of an (Excel) Button Using Plot.ly and xlwings @@ -375,3 +375,8 @@ def private_plot(*args, **kwargs): Image(filename='assets/sharing.png') + +# In[ ]: + + + From 0adc84c092ea5a38adf6b3b185c19e2a920d502a Mon Sep 17 00:00:00 2001 From: Marianne Corvellec Date: Fri, 26 Jun 2015 14:48:17 -0400 Subject: [PATCH 161/163] Fix typo in R package name --- .../includes/survival_analysis/body.html | 38 +++++++++++-------- .../includes/survival_analysis/config.json | 2 +- .../survival_analysis/survival_analysis.ipynb | 2 +- .../survival_analysis/survival_analysis.py | 2 +- 4 files changed, 26 insertions(+), 18 deletions(-) diff --git a/_published/includes/survival_analysis/body.html b/_published/includes/survival_analysis/body.html index 01e2d6c..9543e23 100644 --- a/_published/includes/survival_analysis/body.html +++ b/_published/includes/survival_analysis/body.html @@ -14,10 +14,10 @@

+

+ Table of Contents +

-

- Table of Contents -

  • @@ -290,7 +290,7 @@

    # Install R packages %R install.packages("devtools") %R devtools::install_github("ropensci/plotly") -%R install.packages("IOsurv") +%R install.packages("OIsurv")

@@ -436,7 +436,8 @@

occurs when the lifetime is known to be less than a certain duration. e.g. Unknown time of initial infection exposure when first meeting with a patient.

-
+
+

@@ -1934,7 +1935,8 @@

AiRAAiQQfgJUwOFnyhRJgARIgARIICgBKuCgiBiBBEiABEiABMJPgAo4/EyZIgmQAAmQAAkEJUAF HBQRI5AACZAACZBA+AlQAYefKVMkARIgARIggaAEqICDImIEEiABEiABEgg/gf8Hvwifz+dQsDMA AAAASUVORK5CYII= -"/> +"> + @@ -2884,7 +2886,8 @@

AwlQATuw0SgyCZAACZCA8wlQATu/DVkDEiABEiABBxKgAnZgo1FkEiABEiAB5xOgAnZ+G7IGJEAC JEACDiRABezARqPIJEACJEACzidABez8NmQNSIAESIAEHEiACtiBjUaRSYAESIAEnE/g/wNycWZL 1qfcFQAAAABJRU5ErkJggg== -"/> +"> + @@ -3504,7 +3507,8 @@

8fWWaRtwxp5fjJhUtEnSillgSVpTmfkt4FNVc/tr2bdXavQI1Pjz4fIzgRdExA7gEuCUCb9T/PiR dV4JHFQ1vl8CvHyl30WSJnGaBkmSpIZ5BEuSJKlhFliSJEkNs8CSJElqmAWWJElSwyywJEmSGmaB JUmS1DALLEmSpIZZYEmSJDXs/wP9IQ0XTEh3jQAAAABJRU5ErkJggg== -"/> +"> + @@ -3612,8 +3616,8 @@

+

-

Multiple Types @@ -4488,7 +4492,8 @@

llLKyMgIIOAJAQKwJxYDlUAAAQQQKDcBzgGX2xJnfhFAAAEEPCFAAPbEYqASCCCAAALlJkAALrcl zvwigAACCHhCgADsicVAJRBAAAEEyk2AAFxuS5z5RQABBBDwhAAB2BOLgUoggAACCJSbAAG43JY4 84sAAggg4AkBArAnFgOVQAABBBAoN4H/B3oTAhP9/A59AAAAAElFTkSuQmCC -"/> +"> +

@@ -5175,7 +5180,8 @@

Xm9Kn4DVs4YRTaFNkmZmwJI0V5n5A9gsi9tfM7pWangGarw8OF8GnkTEDrAPtBvaTOx+qM5L4HJZ +L4PvJh1LJLUxL9pkCRJqswZLEmSpMoMWJIkSZUZsCRJkiozYEmSJFVmwJIkSarMgCVJklSZAUuS JKkyA5YkSVJlfwA92RG2HwIvygAAAABJRU5ErkJggg== -"/> +"> + @@ -5231,8 +5237,8 @@

+

-

Testing for Difference @@ -5388,8 +5394,8 @@

+

-

Estimating Hazard Rates @@ -6095,7 +6101,8 @@

VNJgWQQQSCxAAE5sxBIIIIAAAghkXIBrwBknJUEEEEAAAQQSCxCAExuxBAIIIIAAAhkXIABnnJQE EUAAAQQQSCxAAE5sxBIIIIAAAghkXIAAnHFSEkQAAQQQQCCxAAE4sRFLIIAAAgggkHEBAnDGSUkQ AQQQQACBxAIE4MRGLIEAAggggEDGBf4faP0yEBSMPvEAAAAASUVORK5CYII= -"/> +"> +

@@ -6576,7 +6583,8 @@

yP4B1q+N6h156n/e3X4p8KqIWAVcDhwy5GeKH99zzLuA+VWR++XAOzb2u0hSiUsxSJIk1ciRK0mS pBrZuZIkSaqRnStJkqQa2bmSJEmqkZ0rSZKkGtm5kiRJqpGdK0mSpBrZuZIkSarR/wc9L0tsJjZ9 /wAAAABJRU5ErkJggg== -"/> +"> +

diff --git a/_published/includes/survival_analysis/config.json b/_published/includes/survival_analysis/config.json index e4d6c5a..5cfdff3 100644 --- a/_published/includes/survival_analysis/config.json +++ b/_published/includes/survival_analysis/config.json @@ -2,7 +2,7 @@ "meta_description": "An introduction to survival analysis with Plotly graphs using R, Python, and IPython notebooks", "github_url": "https://github.com/plotly/IPython-plotly/blob/master/notebooks/survival_analysis", "title_short": "Survival Analysis with Plotly: R vs Python", - "last_modified": "Tuesday 26 May 2015", + "last_modified": "Friday 26 June 2015", "file_ipynb": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.ipynb", "title": "Survival Analysis with Plotly: R vs Python", "file_py": "https://raw.githubusercontent.com/plotly/IPython-plotly/master/notebooks/survival_analysis/survival_analysis.py" diff --git a/notebooks/survival_analysis/survival_analysis.ipynb b/notebooks/survival_analysis/survival_analysis.ipynb index 09cef1f..4341f89 100644 --- a/notebooks/survival_analysis/survival_analysis.ipynb +++ b/notebooks/survival_analysis/survival_analysis.ipynb @@ -67,7 +67,7 @@ "# Install R packages\n", "%R install.packages(\"devtools\")\n", "%R devtools::install_github(\"ropensci/plotly\")\n", - "%R install.packages(\"IOsurv\")" + "%R install.packages(\"OIsurv\")" ] }, { diff --git a/notebooks/survival_analysis/survival_analysis.py b/notebooks/survival_analysis/survival_analysis.py index a974865..71405f4 100644 --- a/notebooks/survival_analysis/survival_analysis.py +++ b/notebooks/survival_analysis/survival_analysis.py @@ -45,7 +45,7 @@ # Install R packages get_ipython().magic(u'R install.packages("devtools")') get_ipython().magic(u'R devtools::install_github("ropensci/plotly")') -get_ipython().magic(u'R install.packages("IOsurv")') +get_ipython().magic(u'R install.packages("OIsurv")') # ## Introduction From ba708bb4c7651e5e793b8099bb4f0e399a329e3c Mon Sep 17 00:00:00 2001 From: chriddyp Date: Mon, 27 Jul 2015 11:57:20 -0400 Subject: [PATCH 162/163] Update CONTRIBUTING.md --- CONTRIBUTING.md | 217 +----------------------------------------------- 1 file changed, 1 insertion(+), 216 deletions(-) diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md index ff73073..4265859 100644 --- a/CONTRIBUTING.md +++ b/CONTRIBUTING.md @@ -1,216 +1 @@ -# Adding a new notebook - -## Step 1: Clone the repository - -First, fork the repository on Github and clone your fork. -``` -git clone https://github.com//IPython-plotly.git -``` - -Change into the into the repository directory. -``` -cd IPython-plotly -``` - -Now checkout a new branch for your notebook: -``` -git checkout -b my-super-cool-notebook -``` - -## Step 2: Install dependencies - -Install pip if you don't have it already and then install the dependencies listed -in the `requirements.txt` file with: -``` -pip install -r requirements.txt -``` - -## Step 3: Initialize a notebook directory - -At this point you can manually create a notebook directory containing a -`config.json` file or run the following make target to do that for you: -``` -make init nb= -``` - -For example, `notebooks/aircraft_pitch` was initialized with this command: -``` -make init nb='aircraft_pitch' -``` - -**As shown [below](#repo-structure), the `ipynb` file must have the same name -as its `notebooks/` sub-directory.** - -## Step 4: Edit the configuration file - -Now edit the generated configuration file, -`notebooks//config.json` and add in the unique metadata for your -notebook. An example is available [here](_makescripts/data/config-init.json). - -- **The the comments must be removed from the json file for the publishing - scripts to run.** - -- Sentence case are encouraged for the `title` and `title_short` fields - -- If the `title` attributes is longer than 50 character, consider including - `\n` to make the title appears on two lines. - -- To include all cells in the published notebook set `cells: [0, "end"]`. - Alternatively, set `cells: [0, -1]` to include all cells but the last. - -## Step 5: Create the notebook - -Navigate into your notebook's directory and start an IPython notebook server: -``` -cd notebooks/ -ipython notebook -``` - -Create the notebook. Any resources such as images or data should be added to -this directory as shown in the [repository structure below](#repo-structure). - -**Make sure that the `ipynb` file has been executed, i.e. all of the cells have -output.** - -After the notebook is complete and IPython is shutdown, change back into the -root directory of the repository: -``` -cd ../.. -``` - -## Step 6: Edit the references file - -Edit `notebooks/references.json` and add your notebook id to the top of the -list. - -If the file looks like: - -```json -{ - "notebooks": [ - "basemap", - "collaborate" - ] -} -``` - -Then add your notebook id to the top of the list: - -```json -{ - "notebooks": [ - "", - "basemap", - "collaborate" - ] -} -``` - -- These *need* to be hard-coded in order to preserve the order in which they will -appear on the splash page. -- **As of Feb 19 2015**, please put the latest notebook should be the - `notebooks[0]` item in order to appear at the top of the list on - [/ipython-notebooks](https://plot.ly/ipython-notebooks/). - -## Step 7: Generate the HTML and Python versions - -Now execute: - -``` -make run nb= -``` - -This will generate some files in your notebook's directory: - -- `.tmp.ipynb` -- `.tmp.html` -- `.py` - -For example, -``` -make run nb='aircraft_pitch' -``` -would have generated: - -- `notebooks/aircraft_pitch/aircraft_pitch.ipynb.tmp.ipynb` -- `notebooks/aircraft_pitch/aircraft_pitch.ipynb.tmp.html` -- `notebooks/aircraft_pitch/aircraft_pitch.ipynb.py` - -## Step 8: Generate the final versions - -Finally, the publishable versions are generated with: -``` -make publish nb= -``` - -This puts the html into publishable form, generates the `urls.py` and -`sitemaps.py` files and appends the config and references files with -auto-generatable fields. - -## Step 9: Submit a pull request - -At this point you should commit all of the unignored files: - -``` -git add . -git commit -am "Added a new notebook." -``` - -Push your branch to your fork on Github: -``` -git push origin my-super-cool-notebook -``` - -Now open a pull request from your fork on Github to the main repository. - -## Step 10: Push to server - -**This step is for plotly employees only.** - -``` -make push -``` - -Pushes the published content over to streambed. - -# Extra information - -## Repo structure - -``` -IPython-plotly/ - README.md - CONTRIBUTING.md - requirements.txt - notebooks/ - / - config.json - .ipynb - .* (optional) - requirements.txt (auto-gen by `make run`) - .py (auto-gen by `make run`) - .zip (auto-gen if .* by `make run`) - / - ... - makefile (setup, run, publish, push) - _makescripts/ - *.py (scripts used `make`) - _published/ (auto gen by `make publish`) - sitemaps.py - urls.py - redirects.py - includes/ - references.json - / - references.json - body.html - / - ... - static/ - image/ - _image01.* - ... - _image01.* - ... - .gitignore -``` +Notebooks are now added to a new github pages repository that contains all of plotly's documentation. See the new contributing.md: https://github.com/plotly/documentation/blob/source/Contributing.md From 159aa011fc467934dc9e13c7c037fa2a4ffb7523 Mon Sep 17 00:00:00 2001 From: chriddyp Date: Mon, 27 Jul 2015 11:58:33 -0400 Subject: [PATCH 163/163] Update README.md --- README.md | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index bd54836..15fce84 100644 --- a/README.md +++ b/README.md @@ -1,12 +1,15 @@ Plotly IPython Notebooks ======================== -See them on [plot.ly](http://plot.ly/ipython-notebooks). +Check them out: [plot.ly/ipython-notebooks](http://plot.ly/ipython-notebooks). ##### Want to add a notebook? -See [CONTRIBUTING.md](./CONTRIBUTING.md). +See [Contributing.md](https://github.com/plotly/documentation/blob/source/Contributing.md) +###### This repo has moved: + +To our central documentation repo: https://github.com/plotly/documentation/tree/sourc #####Questions?